{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### analysis/analyze_connectivity.ipynb\n", "\n", "- Investigates relationship between total synapses onto PNs of a glomerulus with the volume of the glomerulus\n", "- Fits a synapse count - volume model for use in generating synapse counts to use glomerular synapse density as a circuit idiosyncrasy strategy" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from itertools import combinations\n", "from scipy import spatial\n", "from scipy import optimize\n", "from scipy.spatial.distance import pdist\n", "from matplotlib import cm\n", "import pickle\n", "import sys\n", "import os\n", "file_path = 'C:/Users/dB/deBivort/projects/ALVariability/'\n", "proj_dir = os.path.join(file_path.split('ALVariability')[0], 'ALVariability')\n", "sys.path.append(proj_dir)\n", "from utils.plot_utils import set_font_sizes, plot_value_counts_of_series, obj_data_to_mesh3d, plot_mesh_vertices\n", "from neuprint import Client, queries, NeuronCriteria as NC, SynapseCriteria as SC\n", "set_font_sizes()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "project_dir = os.path.join(file_path.split('ALVariability')[0], 'ALVariability')\n", "df_neur_ids = pd.read_csv(os.path.join(project_dir, 'connectomics/hemibrain_v1_2/df_neur_ids.csv'), index_col=0)\n", "al_block = pd.read_csv(os.path.join(project_dir, 'connectomics/hemibrain_v1_2/AL_block.csv'), index_col=0)\n", "al_block.columns = al_block.columns.astype(np.int64)\n", "al_block.index = al_block.index.astype(np.int64)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overall connectivity statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Number of ORNs/PNs per glomerulus:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18,4))\n", "plot_value_counts_of_series(df_neur_ids[df_neur_ids.altype == 'uPN']['glom'], num_label=True)\n", "plt.xticks(rotation=60, ha='right')\n", "plt.ylabel('# of PNs')\n", "plt.show()\n", "\n", "plt.figure(figsize=(18,4))\n", "plot_value_counts_of_series(df_neur_ids[df_neur_ids.altype == 'ORN']['glom'], num_label=True)\n", "plt.xticks(rotation=60, ha='right')\n", "plt.ylabel('# of ORNs')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Heterogeneity of ORN->PN synapse counts within glomeruli" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "hemi_gloms = df_neur_ids[df_neur_ids.altype == 'ORN']['glom'].value_counts().index.values\n", "glom_pncnts = df_neur_ids[df_neur_ids.altype == 'uPN']['glom'].value_counts()\n", "glom_orncnts = df_neur_ids[df_neur_ids.altype == 'ORN']['glom'].value_counts()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "gloms_with_2pns = glom_pncnts[glom_pncnts == 2].index\n", "gloms_with_more_than_1_pn = glom_pncnts[glom_pncnts > 1].index" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_glom_2pns = []\n", "colors20 = plt.cm.tab20(np.arange(20))\n", "plt.figure()\n", "for i in range(len(gloms_with_2pns)):\n", " g = gloms_with_2pns[i]\n", " g_pns = df_neur_ids[(df_neur_ids.altype == 'uPN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_orns = df_neur_ids[(df_neur_ids.altype == 'ORN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_block = al_block.loc[g_orns, g_pns].sum(0)\n", " #g_block = np.sort(g_block)[::-1]\n", " plt.scatter(*g_block, label=g, color=colors20[i]) \n", " \n", " row = [g, g_pns[0], g_block.iloc[0], \n", " df_neur_ids[df_neur_ids.bodyId == g_pns[0]]['instance'].values[0], \n", " g_pns[1], g_block.iloc[1],\n", " df_neur_ids[df_neur_ids.bodyId == g_pns[1]]['instance'].values[0]]\n", " df_glom_2pns.append(row)\n", "\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0, \n", " title='gloms with 2 PNs', ncol=2)\n", "plt.axis('equal')\n", "plt.xlabel(r'# ORN $\\rightarrow$ PN$_1$ connections')\n", "plt.ylabel(r'# ORN $\\rightarrow$ PN$_2$ connections')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "df_glom_2pns = pd.DataFrame(df_glom_2pns, columns=['glom', \n", " 'PN1_bodyId', 'PN1_inputs', 'PN1_instance', \n", " 'PN2_bodyId', 'PN2_inputs', 'PN2_instance']).set_index('glom')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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BJcePHz8za9as66+88kq7HTt2qBsj9gfB/eSHcb6YmJiCpKQkrclkuuUzKz4+XhcZGVms0+kcPM/THTt2uNVcJiEhQetwOG6uO2XKlIK0tLSUytcff/xxqlu3bqaoqKjCjh072px5LPVq+BBCpgC4DuB3AL8CuEAIuU4I+UtDBtcaFWelIuvYNlw7vBFZx7ahOCu1qUNiGIZh7pOrq6vg7+/vCAgIsPfu3duyePHia9HR0QWzZ8++2bPjcDiwbds291deeeV6WVmZJD4+XltzO6+99lqb0aNHdzQYDNbGPYLWrS75uZ3Lly/LnnjiCeMXX3yR2a1bN9uLL76Y37FjR/PevXtZw6eB3E9+GOebOHFigc1mI4mJidU+s8xmM9m9e7dbbGxsPgD06tWrNDU1VVmz12bLli26sLCwssr3arWa+vv7Oypf//3vf92ysrJk3333XZqzj+WeGz6EkFgASwHsATACwMMARgJIAvAlIeRPDRlga1KclYri9DMQBQcIkUAUHChOP8MaPwzDMK3QjBkzci9evKg8ffq0HAC2bt3qWlBQwI8aNaqoT58+JStXrrxluNTBgwc1mzZtSo2OjjY2esAPmJr5uZ3IyEhTQkLCVQAQBAH//e9/tX/88Yfi8ccfL2mUQB9Qdc0P43w+Pj5CZGRkcWJioq7q9MTERC2llMTGxhoBQK/X24ODg8uqNpAsFgvZv3+/61NPPWWsbduFhYXcxx9/7PvGG29keXl5CYIgQK/Xh9YcetqhQ4fgDz74wOt+j6U+xQ3eBLCYUjqzxvTNhJACALMBrL3fwFqj0qxUgBBwkvLboAgkEAUBpVmpcPXt1MTRMQzDtA4/511Vf5uZos+0lMr9FGrrZL+wnMc9A0obO44ePXqYASAlJUXRvXt36/fff+/evXv3MoPB4IiOjja+/fbbhqysLN7X19dRuU5ycnIqAOzatavV3t9w+Mrv6o0nk/Q5JQVyvcbdOqLHYzl9A0OaND91Wb60tJS4ubn1FASBjB07NnfIkCFld1+r5ck6ck2duum83pRbJld5uVg7Pdslx7dP2yY/fxp7/83dLz+kq9f9+6z+Rnqp3MdfbY15sVtO5NP+TstTTExMwaxZs/wtFgtRKBQUANatW6eLiooqVKvVtHK5p59+2rh9+3a3N954IxcAtm/frgkKCrL4+PjYa9vuokWLvGQyGX355ZfzAEAikSA6Orpw06ZNuldffTUPAI4ePapIS0tTjB8/vvB+j6M+Q906Athwm3mbAHSpdzStnCjYQUj1XzkhHESh1v8LDMMwzD36Oe+qev7lg4ZCm5n3lCrshTYzP//yQcPPeVcbfViSh4eHAADFxcUSs9lMduzY4TZ06FAjAMTGxhoFQSDLli1zb+y4mtLhK7+rv/5lg6HIXMK7KdX2InMJ//UvGwyHr/zepPmpy/IcxyEpKen8l19++ceWLVvc33nnHW/nRtj4so5cU5/85rjBWmzh5Vq53Vps4U9+c9yQdeRas8/Pg+SXH9LVn71+xGDMs/A6L4XdmGfhP3v9iOGXH9KdlqexY8caRVEkmzdvdgUAk8lE9uzZ4zZ+/PiCqsuNHj3aePjwYU1RUREHABs2bHCLjo6utcEiiiJWrlzpNXXq1By5XH6z8TR+/PiCQ4cOafLz8yUA8N///te9T58+xQaDwVHbdu5FfRo+aQBCbjMvFEB+/cNp3TiJFJSK1aZRKoKTSJsoIoZhmNbl28wUvYqTCC68TCSEwIWXiSpOInybmaJv7FgKCgokAKDVaoX4+HhtaWmpZMyYMUYAaNeunT0sLKxszZo1D1R1sI0nk/RyXiqoZAqREAKVTCHKeamw8WRSk+anLsurVCrav39/0//93/8VvPTSSzeWLFnS6DE7W+qm83qJQiJIlVKREAKpUipKFBIhddP5Zp+fB8m6f5/VK5S8oNJIRcIRqDRSUaHkhXX/Puu0PGk0GnHw4MHGhIQEHQDEx8drVSqVMGzYsOKqy/Xq1cvi4+Nj27hxo6soiti1a5dbTEyMsbZtHjx4UJWRkSGfNm1atbbDoEGDyry9ve3r1q3TAuX3CI0ZM+a+e3uA+jV8VgB4lxAylRDiBgCEEDdCyDQA7wBY3RCBtUZq304ApRAFAVQs/wlKy6czDMMw9y3TUipXSaTVvmFSSaRilqW00e8TOHr0qAoAwsPDzWvXrnUHgD59+gTzPB/B83xESkqKy7lz51SHDx9WNnZsTSWnpECulMqr5UcplYs5JQVNmp87LXf69Gl5zepiwcHB5sLCwvrcLtCsmXLL5LyCr5YfXsGLptyyZpufB9GN9FK50qV6npQuvHgjw7mfc+PGjcvftWuXm91ux/r1692HDx9eyPO3ngZRUVHGrVu3uu3bt0/l5ubmCA4OrnWo4tatW7WhoaFlAQEBtwx9evbZZws2btyoO3bsmCI9PV3eEMPcgPo1fD4BsA3ANwDyCSFWlPfyfA3gJwD/aIjAWiNX305w9Q8GJ+FBqQBOwsPVP5jd38MwDNNA/BRqq0mwV/vbZhLsnK9C3ej3CCxbtswjODjY5O3t7UhKStJOnz49+9ChQ2cqX7t37z4vlUrp0qVLH5heH73G3Wq2W6vlx2y3cnqNe5Plp0uXLncsn7tz507N5MmTA81m881yvMeOHXMJDAy0OD/KxqXycrE6LI5q+XFYHJzKy6XZ5udB5OOvtprLqufJXObgfAzO/ZwbMWJEMcdxdMuWLa5JSUnaSZMm1TrKa+TIkca9e/dqExISdJXDe2tz9OhRl379+tVaJGTChAkFBw8edF29erV7ZGRksZeXV4P0/N3ztxWUUgeAWELIPwEMAOAGoADAAUrp7w0RVGvm6tuJNXQYhmGcZLJfWM78ywcNcNigkkhFk2DnTKIgedUvLMuZ+y0uLpakp6fzlFKSnZ3NL1682HPbtm3umzZtSv3+++91drude+ONN7Lbt29f7ZvNJ598snDjxo0eX3755TWptPUPex7R47Gcr3/ZYADKe3rMditnddglI3o81mT5qVzmzJkzyoSEhGpFJfr27WuaMGFC4YIFC3wnTpzY7u23375+4MABl6+//tr7m2+++cOZMTeFTs92yTn5zXEDUN7T47A4OMEiSDpN7NLk+WH+J+bFbjmfvX6k/Dxy4UVzmYOzmB2SmBe7OTVPUqkU0dHRhXPnzm2r1+ttkZGRptqWGzJkSCmlFCtXrtTv3Lnz/O22l5qaqhw9enRBbfP69u1r9vX1tS1ZssT7k08+abAy1/Xupq1o5LCGDsMwDNNsVFRvy/g2M0WfZSmV+yrU1lf9wrKcXdVt3rx5befNm9cWANzd3R3BwcGmbdu2pUZFRZUOGDCgTf/+/YtqNnoA4IUXXsjdunWre0JCgjY2NrbImTE2BxXV2zJqVHXLcnZVtzvlp3KZ5cuX65cvX17tHonly5dfmTx5cuH27dtTX3zxRf++fft28/DwcLz//vsZ48ePNzoz5qZQUb0to1pVt4ldspxd1a0u+WH+p6J6W8a6f5/V38golfsY1NaYF7tlObOqW6WJEyfmf/fdd16zZs26bSOL53kMGjSoKDk5WdOvX7/bDlXMz8+XVhaxqM3IkSMLvvjiC5+xY8ca7zPsmwil9O4LEfIqgO8ppdkV/74TSild1CDRNZFevXrRY8eONXUYDMMwLQoh5DiltFd9109JSbkaFhaW15AxMQzDMA+WlJQUz7CwsIDa5tW1x+cTAAcAZFf8+04ogBbd8GEYhmEYhmEYpnWpU8OHUlr1Bqr2AK5TSm+52YwQogDQs4FiYxiGYRiGYRiGaRD1qep2BUDYbeb1BfBz/cNhGIZhGIZhGIZpeHVq+BBCFhNCthBCtgAgAD6tfF/1BWAp7vEBpoSQLoSQ3YSQUkJIGiHk71XmtSOE7CSElBFCzhFCnqqx7kBCyClCiIkQkkQICaox/yVCyDVCSAkh5FtCiMu9xMYwDMMwDMMwTOtQ1x6fHwBoKl4A4FLlfeVLBSAFQExdd04IkQL4EUA6gB4AXgDwNiFkHCGEANiM8oZUbwArASQSQtpXrGsAsAXlD0ztBeAGgM2EEK5i/kgA8wHMBDCwYhuf1jU2hmEYhmEYhmFaj7re47MF5Y0MEEL2Avg/Sult63LfAz8ARwC8QCk1A7hECNkN4FEA1wF0BhBJKS0BcJYQMhjAnwHMBTANQAql9KOKuKagvPEzCMBuAC8D+KIidhBCZgDYTQiZRSll5REZhmEYhmEY5gFyz/f4UEoHAnAnhLxROY0Q0oMQspoQck+FDSilVymlMZRSMyn3CMofivozgIcAnKho9FQ6AODhin8/BGB/lW2ZAPwG4GFCiATlPTz7q6ybjPKGHiu+wDAMwzAMwzAPmHtu+BBCngGwD8ATVSZTAB0B/EoIeayesVxDecPmEIAEAG0A1Hw4UjaAthX/vtN8NwCKqvMppQ6UD5trC4ZhGIZhGIZhHij1qer2DoCllNJBlRMopSmU0r4ovw9nQT1jeabiFY7y5wCpAFhrLGMFIK/4953mq6q8v9361RBCphNCjhFCjuXm5tbrABiGYRiGYRiGaZ7q0/DpBCD+NvPiAXSvTyCU0mMV9+O8BuAvAGy4tZEiB2Cq+LflDvMtVd7fbv2a+/+GUtqLUtrLy8urPofAMAzDPID8/PxCCCERhJAIjuMiVCpVz/Dw8C6JiYmuVZdZuHCh5+22ceDAAVWfPn06u7i49PTz8wt58803fQRBuO0+vb29Qz///HOPBj6UViciIqLz0KFDA2ubt2bNGq1UKg0fNGhQ0DPPPNP+btsSRRGPPPJIxzvlkbk3dcnPjRs3JADw1Vdfuffo0aOLi4tLTy8vr9Bhw4a1P3PmTLXrvLfeesvHx8cnVKlU9oyMjOz4+++/1/plN3Pv6vI516dPn86VyxBCIniej/D29g6dPn16W6vVSmpu88svv3SPiIjoXHM/zjzH6tPwuY7y+2tqEwEgr64bIoT4EUKG15h8FoCsYj8+Neb5VEwHgMw7zM9HeePn5nxCCA/Ao8r6DMMwDNMg4uLirqWlpaVcuXLl1L59+8716dOnNCYmpuOmTZs0d1s3Oztb8swzz3Ts2rWr6dChQ2c/+eST9MWLF3svWLBA3xixt2YxMTEFSUlJWpPJdMtFV3x8vC4yMrJYp9M57rYdQRAwefJkw6+//up6t2WZuqtLfnx8fITp06e3ffPNN/3HjRuXl5ycfDYxMfFSWVmZZODAgZ0vXbokBYCFCxd6fvXVV97//ve/rx45cuSsm5ubY9iwYR3v9AUCc2/q8jk3ZcqUnLS0tJS0tLSUixcvnlq0aFHa999/7zV37txq1+xbt27VvPbaa+0a+xjq0/BZDuAfhJC3CCGhhBAfQkgIIeRNlA+DW3YP2+oKYAMhpOqHewSAXJTf79OjxrN3+qO8SAEqfvavnEEIUaG8cEEypVQEcLTqfJQXRXAAOHEP8TEMwzDMXbm6ugr+/v6OgIAAe+/evS2LFy++Fh0dXTB79mzD3dZNTEzU8jxPly9fnhEaGmqNjY0t+stf/pIdHx/v3hixt2YTJ04ssNlsJDExUVt1utlsJrt373aLjY2967MH//jjD2m/fv067dq1y02j0bCr6AZUl/zs2LFDvXTpUu81a9Zc+vvf/54XEhJiHTBggOmHH364rFKpxLi4uDYAUFJSwr3zzjvXRo8eXRwSEmKdO3fujbS0NHlGRoa0aY6u9anL55yLi4vg7+/v8Pf3d7Rv394+duzYomeeeSZ/69atusplXnvttTajR4/uaDAYat6S4nT1afgsALAEwDyUNyIyAZyseL8M5c/Oqat9KO/hWUEI6UoIia7Y/vsV89Iq5gUTQl5HeU/Tkop1lwPoSwiZQwjpVrHvdJRXhAOALwG8RggZSQjpVfF+OStlzTAMwzSGGTNm5F68eFF5+vTpOw63eeKJJ0pWrVp1RSKR3JxGCIHVar35N/rjjz/29PHxCdVoND3efPPNmqMdmNvw8fERIiMjixMTE3VVpycmJmoppSQ2NtZ4t20kJyerAgICrMePHz/HGj4Nqy75+fbbbz1CQkLKnnrqqWrXbwqFgq5bt+7yvHnzrgNAXFxczt/+9rd8AMjPz5d89tln+qCgIIvBYLAD5UOoPvnkE8/u3bt3VSgU4f379++Ympoqe+KJJzoolcqeXbt27fbbb78pGuvYW4u6fM7xPA+ZTCZWvj948KBm06ZNqdHR0cZGCbJqLPe6QkVvyl8JIXEA+gJwB1AE4Ail9J6qAlBK7RWNnX8DOAygBMC/AHxOKaUVFeSWATgO4DKAEZTSqxXrXq14SOkiAHNQ3gP0TEV8oJSuJYS0A/AVyu/t2Yjy+4cYhmGYVuzobrN6y/JSfW6mIPfyk1iHT1Hn9B6sbPQvvXr06GEGgJSUlDteTAUFBdmDgoLsle9LS0vJd9995zV48GAjACQmJrrOnTvXf+HChVf79u1rev311/1ycnJa7LfYtp15auuSTL14zSLn2iqs8ml+ObInPJ2Wn5iYmIJZs2b5WywWolAoKACsW7dOFxUVVahWq+nd1o+NjS2KjY0tclZ8zU2SMUf9XU6a/rrVLG8jV1on6NvlPOamb7L8nDlzRhUeHl7r/vv27WuuOe2TTz7x/Pvf/95OJpPRDRs2pFb9QmHBggV+33zzzR+enp6O4cOHd+rdu3e3t99++9r777+fOXny5PZvvvmm344dOy4761gb0iXLZfVx0wl9sVAsd5W4WiNUPXOCFB2a1eecw+HAjh071Js2bXL/v//7vxuV05OTk1MBYNeuXY0+dLQ+PT4AAEppIYBzAK4ASAJwy3++Om4nnVI6nFLqSin1o5R+QCmlFfMuUUofpZQqKKXBlNKdNdb9kVLahVKqopQOopRerjH/Q0qpN6XUjVI6ueIhqQzDMEwrdXS3Wb3svSJDcYHIaz04e3GByC97r8hwdLdZ3dixeHh4CABQXFwsuduylRwOB0aNGhVoNpu5d9999zoALF261DM6OrrghRdeKOjVq5dl9erVaTKZ7K4X7M2RbWee2hx32UDzbTzxlNppvo03x1022HbmOS0/Y8eONYqiSDZv3uwKACaTiezZs8dt/PjxBc7aZ0uVZMxRf5Rx3lBot/LuvNReaLfyH2WcNyQZc5osPyUlJRKtVlvnnrbhw4cX//LLL+fGjBmT96c//Sno/Pnzssp5o0ePzh85cmTxgAEDTH379i3p1KmTedasWXm9e/e2jBkzJv/y5cstosfnkuWyOql0n8EsmngVp7SbRROfVLrPcMlyuck/57766isflUrVU6VS9VQoFBEjR47sFBUVZXznnXeyGzu22tSr4UMIGUUIuYjyRs8BAJ0BfF/xENMW+y0UwzAM07JtWV6qlyuJoHThREIIlC6cKFcSYcvy0kYvFFBQUCABgLpetFksFhIdHR144MAB1/Xr11/y9/d3AMDFixeVoaGhNyuStmnTxuHr69voY+MbgnVJpp4oOYGoeZEQAqLmRaLkBOuSTKflR6PRiIMHDzYmJCToACA+Pl6rUqmEYcOGFTtrny3VdzlpegXHCS6S8vy4SHhRwXHCdzlpTZYfnU7nKCwsrPMIpU6dOtn69+9vWrVqVbper7d/8803NyuEBQYG3jxvFAqF2LZt25vvlUoltdlstxRZaI6Om07oefCCjJOJhBDIOJnIgxeOm040+efcn/70p7wjR46cPXLkyNlz5879XlRUdGL9+vVXlUpls/iypj4PMH0O5WWr9wGIqbKNjQBGAPhHg0XHMAzDMPcgN1OQK1RErDpNoSJibqbQ6GVtjx49qgKA8PDwu442KC0tJUOGDAk6ePCg68aNG1MHDRpUVnU+pbTaBZlUKm0WFxH3SrxmkcNFUi0/cJGI4jWLU/Mzbty4/F27drnZ7XasX7/effjw4YU8f8+j/Vu961azXMVVz4+Kk4jXreYmy0+PHj3KTpw44VLbegsXLvScMGGCPwBs3LjRtep9JhzHoUOHDpa8vLybieZ5vtp5w3H1HvjUpIqFYrmUSKvlSUqkYolQ3OSfczqdztG9e3dr9+7drR07drRVDl9sLuqT8X8A+IxSOhXljR0AAKV0BYC5AMY1TGgMwzAMc2+8/CRWi4lW+9tmMVHOy0/S6D0ky5Yt8wgODjZ16dLFdrdlR44cGZiSkuKybdu21CeeeKJao6dz587m48ePVz6YGwUFBVxGRkaLfD4J11ZhRZlQ/dqjTOC4tgqn5mfEiBHFHMfRLVu2uCYlJWknTZp012puD6I2cqXVJFbPj0kUuDZyZZPlZ9KkSflnz55Vbd++vdowrtLSUvLFF1942+12AgDz589v88knn9zs8bDb7Th37pyya9eure42B1eJq9VO7dXyZKd2TiNxbdafc81Bfb7uCALw8m3mnQDQpt7RMAzDMMx9GD5FnbPsvSIDIEKhIqLFRDmrmUqGT1FnOXO/xcXFkvT0dJ5SSrKzs/nFixd7btu2zX3Tpk2plcucOXNGmZCQUO1m3r59+5p++uknza5du9y+/PLLP9q3b29LT0/ngfJKSL6+vo4XX3wxZ/jw4Z0+/vjjksGDB5fOnTvX12aztcivquXT/HLMcZcNgANwkYgoEzhqFiWKaX5OzY9UKkV0dHTh3Llz2+r1eltkZGS1h5nn5ORIa+YmMDDQFh4ebsEDZIK+Xc5HGecNgAMqTiKaRIGziKJkgr5dk+Xn0UcfNY0fPz537NixQXFxcdeioqJKrl27Jo2Li/M1mUySBQsWZAHAjBkzcl588cX2/fr1K+3du7f5gw8+8Lbb7dzMmTNbXSM3QtUzJ6l0nwFieU+Pndo5BxySCFXPJv+ca+7q0/BJR/nzcXbXMq8PgIz7iohhGIZh6qmieltGjapuWc6u6jZv3ry28+bNawsA7u7ujuDgYNO2bdtSo6Kibu53+fLl+uXLl1cbg798+fIrlaV8Z86c2b7qPL1eb8/Ozj711FNPlX7xxRdX58+f7xcXF8ePHTs2t2PHji3yW+yK6m0ZVau6Kab5ZTmzqluliRMn5n/33Xdes2bNuuXiMDk5WTNmzJhqD5udMGFC7qpVq9KdHVdzUlG9LaNGVbcsZ1Z1q3Sn/KxYsSJ9wYIF5q+//lo/d+5cg1qtFh5++OGSVatWXQ0ICLADwLRp0wqNRqNk/vz5fjk5ObKePXuW/vDDD6larVa8dW8tW0X1tozjphP6EqFYrimv6pbl7Kpudfmca+5IRQG1uq9AyF8BfALgAwA/APgVwLMAvAF8CuA9SuknDRtm4+rVqxc9duxYU4fBMAzTohBCjlNKe9V3/ZSUlKthYWF5DRkTwzAM82BJSUnxDAsLC6htXn2e4/M5IUQH4HWU39NDAGwGYEf583dadKOHYRiGYRiGYZjWp14lTSil8wgh/wLwMP73ANPDlFL2TR3DMAzDMAzDMM1OvWs5UkqLAPzUgLEwDMMwDMMwDMM4xT03fAghHIBpAJ4G4IJbS2JTSunjDRAbwzAMwzAMwzBMg6hPj8+nAP6G8tLV1wC0umoZDMMwDMMwDMO0LvVp+IwHMI9SOq+hg2EYhmEYhmEYhnGG+jwATQ5gf0MHwjAMwzAMwzAM4yz1afhsR/lzexiGYRiGYRiGYVqE+gx1+wnAIkJIIIDDAEw15lNK6aL7joxhGIZhGIZhGKaB1KfH51sAbgCGAngXwCe1vBiGYRim1YuIiOg8dOjQwNrmrVmzRiuVSsNv3LghMZvNRKPR9OjUqVO3O23v9OnTcoVCEW63250T8AOmofITGxvbjhASUfX17rvv6p0bfetX1/w0dlxMdXXJ06BBg4IIIREvv/yyb81lCgoKOJlMFu7t7R1aOe3MmTPyQYMGBbm6uvbw9vYOnTZtWluTyUSceRxAPRo+lFLuLi/2H5RhGIZ5IMTExBQkJSVpa/uDHR8fr4uMjCz28fER4uPjta6ursKVK1eUBw4cUNW2rUuXLkmHDRsWZLVanf7H/0HRUPlJTU1VvP3229fS0tJSKl+vvPIKe2j7faprfpoiNuZ/6pInnU7n4Hme7tixw63mMgkJCVqHw3FzXYvFQoYPHx4kk8nEpKSk88uXL7/y008/uf3tb3/zc/Kh1KvHh2EYhmEYABMnTiyw2WwkMTFRW3W62Wwmu3fvdouNjc0HgDVr1rgPHDiwKDQ0tGzZsmUeNbfz3XffufXp06ebTCajjRX7g6Ch8nP58mVlnz59TP7+/o7Kl0ajYY/zuE91zQ/TtOqap169epWmpqYqL168KKu63JYtW3RhYWFlle/37dvnkp6eLl+3bt3V8PBwy9ChQ0vnzJmTtXHjxlvOvYZ2zw0fQghHCPkLIWQzIWQ3IWRPzZczAm3NLl84hcUfzsI/XhqFf7w0El99OAuXL5xq6rAYhmGYu/Dx8REiIyOLExMTdVWnJyYmaimlJDY21lhYWMglJSW5PfbYYyVRUVHGTZs2udfs1fnpp59c58yZk/npp59mVJ1+4sQJBSEk4vfff5dXTktLS5NKJJKIY8eOKZx7dC1fQ+QnPT2dLyoqkoSEhFga/what7rkp4lCY6qoa570er09ODi4rGoDyWKxkP3797s+9dRTxsppISEhlvXr11/UarU3vzwghMBmszW/oW4of4DpVwDaAigDUFTLi7mDdGs6NhZuxoq8VfgufRXW7/oa19IuAQAIOGSmXUTCin+xxg/DMEw9ZP1+RP3LZ3MDf4r7S9dfPpsbmPX7EbUz9xcTE1Pw888/ay0Wy80/2uvWrdNFRUUVqtVqunr1ap0gCBgxYkTx6NGjjUajkY+Pj6/2zen333+f/tprr90ydKpnz56Wzp07m9euXaursqxbhw4dzL169WqRF+LmKxZ17obCwBsr87rmbigMNF+xNOv8nDx5UimRSOjs2bN99Xp9aOfOnbt9/vnnTv9muqnszUpWT943O/CJH5/vOnnf7MC9WclNmh9n7rslO5GToV5wbEfgrAMbui44tiPwRE5Gs8jT008/bdy+fbtb5fvt27drgoKCLD4+PjdvXPT19XU8++yzJZXvBUHA119/re/Vq1epM48BqF/Dp/IBphGU0mcopSNqvho6yNYk3ZqOn0uSUCaaoOJckFuUBfERL0jb68DzPCS8BBJeCrOpBL/u2dLU4TIMw7QoWb8fUf+esMxgLS3m5Rqt3VpazP+esMzgzMbP2LFjjaIoks2bN7sCgMlkInv27HEbP358AQDEx8e79+3bt8TDw0OIiIiwtG/f3rJq1ao6XziPGjWqYMuWLTcbPhs3bnQfMWJEQcMfifOZr1jURb+UGkSzyHNKYhfNIl/0S6nBmY2f+83PmTNnFAAQGhpq3rp168UJEybkzZo1q93y5ct1te+x5dqblaz+IGWxocBaxHvIdfYCaxH/QcpigzMbP3fLD3OrEzkZ6u9TjxpK7FbeVaawl9it/PepRw3ObPzUNU+jR482Hj58WFNUVMQBwIYNG9yio6ML77TtadOmGc6dO6f86KOPrjkr/krsAaaN7LjpBKRECjknByEEDpMVotUBvpfPzWU4joMgOFCQe6MJI2UYhml5Lu/ZopfI5AKvUIqEEPAKpSiRyYXLe7Y4rQKXRqMRBw8ebExISNABQHx8vFalUgnDhg0rzsrK4g8dOqQZNmyYsXL5p59+2piUlKS9fv16nR4p8fzzzxecPXtWdenSJWl6ejr/22+/qSdOnHjHC4nmqvSkWU94InAyIhJCwMmISHgilJ40N9v8vP7667mZmZkpc+bMyenbt6957ty5ObGxsbnffPONl7NibiqrLm7QKyVywUWqEgkhcJGqRKVELqy6uKFJ8uOsfbZ0O9LP6uUSXlDwUpEQAgUvFeUSXtiRfrbJ89SrVy+Lj4+PbePGja6iKGLXrl1uMTExxtq2KYoiJk+ebFi1apXXkiVL/miMXmz2ANNGViQUQUb+d8+XTCYHsYsgbv+bJooiJBIe7l4+tW2CYRiGuY2ygly5RK6odtO5RK4Qywpy5bdbpyGMGzcuf9euXW52ux3r1693Hz58eCHP81i5cqVOEATy1ltv+fM8H8HzfMRXX33l43A4yLJly9zrsu1OnTrZQkNDy9asWaP7/vvvdV27djUFBwdbnXk8ziKUCHIiRbX8EClEoURotvnhOA7e3t7VKot17drVcuPGDVnte2u5Mk3ZchWvrJYfFa8Us0w5TZIfpnZ5ljK5XMJXy5Ncwot5lrJmkaeoqCjj1q1b3fbt26dyc3Nz1PZ5JQgCnnvuuYDVq1d7LVu27Mr48eONzoy9Un0aPj8BmEAI2UoImUsIebXG65WGDrI10Uq0sFHbzfc6Tx9IlDIIBRY4HA4IDgGCww6lSoN+g4Y3YaQMwzAtj4u7l1WwWqr9bROsFs7F3cupDYURI0YUcxxHt2zZ4pqUlKSdNGlSPgCsX7/eo3fv3qXJyclnDh06dObQoUNnkpOTz3Tp0sW8Zs2aexru9uOPP7pt3brVbdSoUS12CJBEI7FSe/VrD2oHJ9FImm1+pk2b1nbgwIFBVbd38uRJVYcOHczOjLkp+Km8rSaHuVp+TA4z56vSN0l+mNp5KlysVsFRLU9WwcF5KlyaRZ5Gjhxp3Lt3rzYhIUE3dOhQY23LTJ8+3bBlyxb3VatWXX7++edrXcYZ2ANMG1mEqifs1A6raAWlFBKVHG4+beCWUZ4KCgq/dh0xetLL6NA59C5bYxiGYarqMGh4jmCzShwWM0cphcNi5gSbVdJh0PAcZ+5XKpUiOjq6cO7cuW31er0tMjLSlJqaKjt58qTL1KlTc3r37m2p+po6dWrO2bNnVUePHq1TZbaJEycWnDhxwuX48eOaCRMmtNiGj7qHMoc6qES0UY5SCtFGOeqgEnUPZbPNz7PPPmvcv3+/dv78+fozZ87IP/jgA68NGzZ4zJ49O9uZMTeFiR1H5pgFq6TMbuIopSizmzizYJVM7Diy0fPjzP21dFH+3XKsgkNicdg5SiksDjtnFRySKP9uzSJPQ4YMKaWUYuXKlfoxY8bcMiz3559/dlm+fLl+1qxZWY888khZeno6X/lyZvwAe4Bpo/OX++NxzWNw4VQwiWVw4VR42uspvDTpA7z7RSLe/SIR//f6J6zRwzAMUw++IX1KQ0b/OUOudnVYS4qkcrWrI2T0nzN8Q/o4vVrQxIkT88+fP68cPXp0AQCsXLnS3dXVVZgwYYKx5rLTpk0rUKvVwpIlSzzrsm1/f39Hz549y7p3714WFBRkv/sazZMyUFGqjVRncErOIZqplFNyDm2kOkMZqGi2+Rk6dGjp119/fWXlypVe4eHhwUuXLtUvWbLkSlRUlNNjbmwDfR8qfTNsRoa7XOsosBql7nKt482wGRkDfR9q9Pwwt9dTbygd16l3hkYqdxTbLFKNVO4Y16l3Rk+9oVnkied5DBo0qEir1Tr69et3S8/ounXrdADwwQcf+LVr1y6s6stud+7HG6G0fpUCCSEEQFcArgDyKKWXGjKwptSrVy967Nixpg6DYRimRSGEHKeU9qrv+ikpKVfDwsJuKenMMAzDMHWVkpLiGRYWFlDbvPoMdQMhZAqA6wB+B/ArgAuEkOuEkL/UO0qGYRiGYRiGYRgnueexdISQWABLAayteGUD8AHwJwBfEkKKKKVrGzRKhmEYhmEYhmGY+1Cfm4jeBLCYUjqzxvTNhJACALNR3iBiGIZhGIZhGIZpFuoz1K0jgA23mbcJQJd6R8MwDMMwDMMwDOME9enxSQMQAmB3LfNCAbDa68wD50hmGr479Rsyio0wuLphQmg4+vi1a+qwGIZhGIZhmAr16fFZAeBdQshUQogbABBC3Agh0wC8A2B1g0XHMC3Akcw0/PPAHuSby+CpckG+uQz/PLAHRzLTmjo0hmEYhmEYpkJ9Gj6fANgG4BsA+YQQK8p7eb4G8BOAfzRceAzT/H136jeopFKoZXJwhEAtk0MlleK7U781dWgMwzAMwzBMhXse6kYpdQCIJYS8D2AAAB2AAgAHKKW/N3B8DNPsZRQb4alyqTZNJZXhWrGxaQJiGIZhGIZhblHf5/j0AxBNKf2SUvo+gEMAXieE9GzQ6BimBTC4usFkt1WbZrLb0NbVrWkCYhiGYRiGYW5xzw0fQsgzAPYBeKLKZIryam+/EkIea5DIGKaFmBAaDpPdjlKbFSKlKLVZYbLbMSE0vKlDYximEfj5+YUQQiIIIREcx0WoVKqe4eHhXRITE11rLrt7924XQkjE888/b6htW/Pnz9e3a9euu0ql6tmjR48uu3btcqltOaZuIiIiOg8dOjSwtnlr1qzRSqXS8Bs3bkgA4KuvvnLv0aNHFxcXl55eXl6hw4YNa3/mzBl5beuePn1arlQqe27btk3jzPhbu7rkZ9CgQUHPPPNM+9ttIzMzkx8+fHh7nU4X5u7uHjZmzJiAvLw8ifOifvDUNU+EkIiXX37Zt+YyBQUFnEwmC/f29g6tnHbixAlFv379OqlUqp6+vr4hb7/9trczj6FSfXp83gGwlFI6qHICpTSFUtoXwEoACxooNoZpEfr4tcNb/QfBQ+mCfFMZPJQueKv/IFbVjWEeIHFxcdfS0tJSrly5cmrfvn3n+vTpUxoTE9Nx06ZN1S6MV69e7e7v72/dsmWLu8ViIVXnffnll+4ffvih7zvvvJN55MiRs4888kjJiBEjOv3xxx/Sxj2a1iMmJqYgKSlJazKZSM158fHxusjIyGIfHx9h+vTpbd98803/cePG5SUnJ59NTEy8VFZWJhk4cGDnS5cuVfv9i6KIKVOmBFgslnqNmmH+py750el0jjttY8yYMYHXr1+Xbd++PXXTpk0Xz507pxw3blyA04J+ANU1TzzP0x07drjVXCYhIUHrcDhurmu1Wkl0dHRHPz8/25EjR85++umn6YsWLfL96quv3J18KPVq+HQCEH+befEAutc/HIZpmfr4tcMXT43AxpjJ+OKpEazRwzAPGFdXV8Hf398REBBg7927t2Xx4sXXoqOjC2bPnn2zZ8fhcGDbtm3ur7zyyvWysjJJfHy8tuo2Vq9e7Tlx4sTcyZMnF3bv3t36n//8J9PT09O+fv16t0Y/oFZi4sSJBTabjSQmJlb7XZvNZrJ792632NjY/B07dqiXLl3qvWbNmkt///vf80JCQqwDBgww/fDDD5dVKpUYFxfXpuq6H3/8sZcgCI17IK1UXfJzp/UvX74sPXTokGbp0qVX+/XrZx4wYIBp0aJF6bt373YrKSlhDdMGUtc89erVqzQ1NVV58eJFWdXltmzZogsLCyurfH/16lVpjx49yr799tu07t27W2NjY4v69etXvH//fqf3oNbnP8V1AA/dZl4EgLz6h8MwDMMwrcOMGTNyL168qDx9+rQcALZu3epaUFDAjxo1qqhPnz4lK1eu9Ki6/HvvvZf50ksv5dbcTs2eIabufHx8hMjIyOLExERd1emJiYlaSimJjY01fvvttx4hISFlTz31VGnVZRQKBV23bt3lefPmXa+cdunSJelHH33ku2TJEva8ggZQl/zcaX13d3dh7dq1l7p3726tnEYIgSiKsFgsZNu2bRpPT8+wDz74wKtyKNysWbPa3GmbzK3qmie9Xm8PDg4uq9pAslgsZP/+/a5PPfWUsXJa586dbdu3b7+iVqupKIrYuXOny9GjR9WDBg0qdvax1OcBpssB/IMQQlBe1joHgBeAaABzwYa6MQzDME3IvDNPXbokUy9cs8glbRVW9TS/HOUTnqV3X7Nh9ejRwwwAKSkpiu7du1u///579+7du5cZDAZHdHS08e233zZkZWXxvr6+DgB4/PHHy6qun5CQ4JqWliYfNGhQo8fuTOeuZKoPnrioNxaXyd1cXayP9OyY0zXQz2nHGBMTUzBr1ix/i8VCFAoFBYB169bpoqKiCtVqNT1z5owqPDy81v337dvXXPX9n//853bTp0/PDgkJsTgr3qaWa89Rp9vS9RZqkSuIwuov88/xkuqbLD93Wlen04kxMTFFVaf961//8u7YsaPZy8tLAACj0Sj5/vvvPbdu3Xrxjz/+kM2cOTPAy8vL8frrr9/yJUNLkrlTUF9cIujLrkHu0hbWjtMkOX5PSJo8T08//bRx+/btbm+88UYuAGzfvl0TFBRk8fHxsde2XR8fn9Dc3FzpwIEDiyZPnlzorPgr1afHZwGAJQDmATgBIBPAyYr3ywDMb6jgGIZhGOZemHfmqYviLhvEfBvPeUrtYr6NL4q7bDDvzFM3diweHh4CABQXF0vMZjPZsWOH29ChQ40AEBsbaxQEgSxbtqzWMe2nTp2ST58+vf2IESPy+/fvb2rEsJ3q3JVM9bZ9Jw1lZgvvopLby8wWftu+k4ZzVzKdlp+xY8caRVEkmzdvdgUAk8lE9uzZ4zZ+/PgCACgpKZFotdq7jl3797//7ZGdnS179913bzgr1qaWa89Rp1pTDTZq56WQ2W3UzqdaUw259pwmy8+9mDdvnv7HH3/UffTRRxmV0wRBIF9//fXV/v37myZMmGCcOnVqzrfffuvVkMfQ2DJ3CuqTcYLBkk95uSe1W/IpfzJOMGTuFJo8T6NHjzYePnxYU1RUxAHAhg0b3KKjo2/boElISLi0evXqS6dPn1ZNnTq11qIvDemeGz6UUpFS+lcAegBDAUwAMByAH6X0r5TSO7bOayKEdCCEbCWEFBJCrhFCPiWEKCrmtSOE7CSElBFCzhFCnqqx7kBCyClCiIkQkkQICaox/6WKbZYQQr4lhLDqOEyDOZxzEi8cjMPwndPxwsE4HM452dQhMcwDr3RJpp4oOYFT8yIhBJyaF4mSE0qXZOobO5aCggIJAGi1WiE+Pl5bWloqGTNmjBEA2rVrZw8LCytbs2aNR831jh49qhg8eHDnwMBAy+rVq1vVkKqDJy7qZVKJIJdJRUII5DKpKJNKhIMnLjotPxqNRhw8eLAxISFBBwDx8fFalUolDBs2rBgAdDqdo7Cw8I4jYDIyMvh//OMfbb/55purUmnrrTWRbkvXc5AIPCk/f3jCixwkQrotvcnyU1dxcXHe8+bNM8yfPz/92WefLamcLpfL6SOPPHKz5653795lV65cUTTcETS+i0sEvURJBamaiIQQSNVElCipcHGJ0OR56tWrl8XHx8e2ceNGV1EUsWvXLreYmBjj7bY7YMAA07hx44rmz5+f8d///tfL2UN7633jF6W0kFL6E6X0v5TS7ZTSe+4yJITIAGwFYAXQD8A4AM8CeL9iKN1mAPkAeqO8YlwiIaR9xboGAFsArAbQC8ANAJsJIVzF/JEo732aCWBgxTY+re/xMkxVh3NO4v2TXyLfWghPhTvyrYV4/+SXrPHDME1MuGaRExeJWHUacZGIwjVLrWWJneno0aMqAAgPDzevXbvWHQD69OkTzPN8BM/zESkpKS7nzp1THT58WFm5zv79+1VDhgzpEhAQYP35558vqlSqe/oysbkzFpfJZVK+Wn5kUl40lpQ5NT/jxo3L37Vrl5vdbsf69evdhw8fXsjz5W2dHj16lJ04caLWL0YXLlzoOWHCBP9NmzZpjUYj/+STT3ZWqVQ9tVptTwAYPXp0xzfeeMPHmbE3Jgu1yCWofv5IIBEt1Lnnz53yUxevvPKK77vvvtv2vffey3jzzTerXY9yHFftHBIEgXBcy657UHYNct4F1fLEu0Asu4ZmkaeoqCjj1q1b3fbt26dyc3NzBAcHW6vO/+OPP6Tff/99tUIJYWFhFrvdTgoLC51airypM98HQBCASZTSc5TSfQDeRnkDaCCAzgCmU0rPUkoXAPgVwJ8r1p0GIIVS+hGl9CyAKQAMACrLbL8M4AtK6RZK6TEAMwBMIoQ0+nAHpvVZdXEjVLwCaqkLOEKglrpAxSuw6uLGpg6NYR5okrYKKy0Tqv1to2UCJ2mrsN5uHWdZtmyZR3BwsMnb29uRlJSknT59evahQ4fOVL527959XiqV0qVLl3oAwNmzZ2XPPPNMx27dupX9/PPPF7VarXi3fbQ0bq4uVpvdUS0/NruDc9O4ODU/I0aMKOY4jm7ZssU1KSlJO2nSpJvVwiZNmpR/9uxZ1fbt26tdH5SWlpIvvvjC2263k/HjxxeeOnXq9JEjR84eOXLk7KFDh84CwKJFi66+8sorLfpekaoURGEVUP38ESBwCuLc8+dO+bmb9957T//ZZ5+1+fjjj9PmzJmTU3O+2Wzmqj6P6ejRo6pOnTq16OGjLm1hdZRVv4Z3lIFzaYtmkaeRI0ca9+7dq01ISNBVDu+tKiUlRfH8888HZWZm3mw1JScnq3Q6naNNmzZ3LF9+v+pT3KAhXQDwNKW06s1YFIAc5ZXjTlBKS6rMOwAgsuLfDwHYf3MlSk2EkN8APEwI2YvyHp6q9xslo/x4ewL4paEPhHmwZJRdh6ei+tB8Fa9CRtn126zBMExjUE/zyymKu2wQ4QBxkYi0TOCoWZSop/llOXO/xcXFkvT0dJ5SSrKzs/nFixd7btu2zX3Tpk2p33//vc5ut3NvvPFGdvv27avd4Pvkk08Wbty40ePLL7+8NmPGjHZKpVJcunRpWmFhIVdYWMgBgFarFVtLI+iRnh1ztu07aQDKe3psdgdnswuSJ/p1dGp+pFIpoqOjC+fOndtWr9fbIiMjb174Pvroo6bx48fnjh07NiguLu5aVFRUybVr16RxcXG+JpNJsmDBgiydTifqdLqbF5V2e3kaDQaD3dvbu9XUtvaX+eekWlMNDlre0yNA4EQIEn9ZhybLDwDk5ORIExISqj0QODAw0KbRaMT58+e3HTduXO5zzz1nTE9Pv3ldW1k0BCgvSvHFF1+knzlzRrF8+XLvDz/8sEUPIe04TZJzMk4wABS8C0RHGTjBTCQdp0maNE+VhgwZUkopxcqVK/U7d+48X3P+U089VRoYGGgeO3ZswKJFi65duHBB/u6777Z95ZVXnH4R1aQNn4rhcbsr31cMU3sR5Q2TNgBqJjAbQNuKf99pvhsARdX5lFIHISS/yvoMU28GlzbItxZCLf3f6AiTwwSDC6uSyTBNqaJ6W0aNqm5Zzq7qNm/evLbz5s1rCwDu7u6O4OBg07Zt21KjoqJKBwwY0KZ///5FNRs9APDCCy/kbt261X39+vXaX375xRUAgoODQ6ou89JLL13//PPPnXpB01gqqrdlHDxxUW8sKZO7aVysT/TrmOXMqm6VJk6cmP/dd995zZo165bf5YoVK9IXLFhg/vrrr/Vz5841qNVq4eGHHy5ZtWrV1YCAgFqrUbVGFdXbMqpXdeuQ5cyqbpXulJ/k5GTNmDFjqj3jZcKECbldunQx22w2snr1aq/Vq1dXK1jw+++/n678d1RUVNHjjz/eRalUim+++WbmCy+8cM+FE5qTiuptGTWqumU5s6pbpTvlqRLP8xg0aFBRcnKypl+/fuaa8+VyOd2+ffulv/zlL/4DBgzoqlKphOnTp2fX1mPX0Mg91iJwKkLIvwBMR3lvzasAFJTScVXmTwHwD0ppACHkMoAFlNIlVeavAiCifLhcOoBOlNKLVeanV6y/opZ9T6/YN/z9/SPS0lr0lwGMk1Xe46PiFVDxKpgcJpgcFszpMRN99T2aOjyGaRKEkOOU0l71XT8lJeVqWFgYexYcwzANYtu2bZphw4Z1stlsx1tzUQqmupSUFM+wsLCA2uY19T0+AABS7jMALwCIpZSeAWABbrlJSw6gslvtTvMtVd7fbv1qKKXfUEp7UUp7eXm16CqHTCPoq++BOT1mwkOuQ56lAB5yHWv0MAzDMAzDNGP3NdStosLaUgDtAWwC8Bal1FIx7wiltE8dtsGh/Pk/4wDEUEo3V8zKBBBWY3EfANerzK9ZScUHwGmUV4KzVHkPQggPwKPK+gxzX/rqe7CGDsMwDMMwTAtxvz0+XwLYAGAMAHcAPxNCKsdg1rVP8VMAYwGMpJRuqDI9GUCPGs/e6V8xvXJ+/8oZhBAVygsXJFNKRQBHq84H8DAAB8ofusowDMMwDMO0YtHR0SWUUjbMjbnpfhs+3pTS/1BKj1NKJwHYhvLGjxbl1dnuiBDyEMrLTscBOEYI8al8AdgHIA3ACkJIMCHkdZRXcqu8p2c5gL6EkDmEkG4o7zVKB/BzxfwvAbxGCBlJCOlV8X55jQpyDMMwDMMwDMM8AO63qlu1e2gopR8QQuwob3xoal+lmtEVPz+oeFUlBfAMyhs0xwFcBjCCUnq1Yl9XKx5SugjAHJT3AD1T0dsDSulaQkg7AF9VxLkRwGv3eoAMwzAMwzAMw7R899vwSSWEDKGU7qqcQCn9hBAiAvjkbitTSmcBmHWHRS4BePQO6/8I4Mc7zP8QwId3i4NhqjqbloOdRy8hx1gGvZsLnugdhG7t9E0dFsMwDMMwDHMf7neo259Q5SGilSilCwEY7nPbDNPozqblYPWuFBSZLHBTy1FksmD1rhScTXN6aXmGYRiGYRjGierU40MIGXCX+dXeU0r3U0oz7yMuhmkSO49eglwmgUpefiNk5c+dRy+xXh+GYRiGYZgWrK5D3ZJQXqyA3GZ+zUIGkvoGxDBNKcdYBjd19cc/KWU8coxlTRQRwzAMwzAM0xDqOtStJ4Dwip+1vV4EUILyhtG3DR8mwzQOvZsLzDZHtWlmmwN6N5fbrMEwzIMsIiKi89ChQwNrm7dmzRqtVCoNHzRoUBAhJOLll1/2rblMQUEBJ5PJwr29vUMrpy1evNidEBJR9TV48OAOd4rh1VdfvWXbjHPyU1VMTEy7Pn36dG7ouB8UzeH8Ye6uLnm6ceOGxGw2E41G06NTp07dbrdsp06duikUivAuXbp0i4+Pd3Vu5LeqU8OHUppS2wvlldamAvgCQDaAQZTSqU6Ml2Gc6oneQbDaBJisdlBKYbLaYbUJeKJ3UFOHxjBMMxQTE1OQlJSkNZlMt4yIiI+P10VGRhbrdDoHz/N0x44dbjWXSUhI0Docjmrrnj17VjFkyBBjWlpaSuVr7dq1V513FK2XM/JTafPmzZr4+HhPJ4T9wGDnT8tQlzz5+PgI8fHxWldXV+HKlSvKAwcOqKoud/z4ccWkSZM6TJo0Kfe33347/dxzz+WPHz8+6OzZs7LGO5L7KG5ACIkGcAbAX1BeOS2UUprUQHExzUBRVjJSd83EqQ3RSN01E0VZyXdfqYXr1k6P8UPCoFUpYCy1QqtSYPyQMHZ/D8MwtZo4cWKBzWYjiYmJ2qrTzWYz2b17t1tsbGw+APTq1as0NTVVefHixWp/5Lds2aILCwurNpb2/Pnzyu7du5v9/f0dlS9PT0/B+UfT+jgjPwBQXFzMvfjii+3Cw8PZswHvAzt/Woa65mnNmjXuAwcOLAoNDS1btmyZR9Vlr169Kps0aVLOW2+9ldutWzfbu+++m61UKsX9+/erG/NY7rnhQwjRE0LWAdgMIAtAOKV0DqXU2uDRMU2mKCsZacnzYTfnQar0gt2ch7Tk+Q9M4+fl0f3wz6lD8PLofqzRwzDMbfn4+AiRkZHFiYmJuqrTExMTtZRSEhsbawQAvV5vDw4OLqt64WCxWMj+/ftdn3rqKWPVdS9evKjo3Lmz5Xb7XLVqlVtAQEB3pVLZc/LkyQZRFG93/+0Dzxn5AYCXX37Z7+GHHy555JFHSpx9DK1ZY54/giBAr9eHLly4sFovXYcOHYI/+OADr4Y8rtamLnkqLCzkkpKS3B577LGSqKgo46ZNm9ytVuvNz6ZRo0YVf/3119cAwGq1kkWLFnnabDby2GOPNeqXB/fU8CGETAFwDsBTAF4G0I9SetoJcTFNLPvMKkh4FSQyDQjhIJFpIOFVyD6zqqlDYxiGuaMbvxSrD72UFvjzmEtdD72UFnjjl2KnfqMYExNT8PPPP2stFsvNP/Lr1q3TRUVFFarV6pvFf55++mnj9u3b3Srfb9++XRMUFGTx8fGxV06zWCwkIyNDvn37dm27du26GwyG7jNnzvQzm80EKB8uMmXKlMDJkyfn/Prrr+esVit38uTJFnUT4qHdyerXxs0OHP/Y811fGzc78NDu5BaTHwDYvXu3y7Zt23T/+c9/rjkz7qZy6iez+l/P5gb+I+JG1389mxt46idzi8nPnc4fiUSC6Ojowk2bNt28eD969KgiLS1NMX78+EJnHqMzJP9wUj176EeBz4e83nX20I8Ck3842aR5Wr16tU4QBIwYMaJ49OjRRqPRyMfHx2trbufEiRMKFxeX8FdffbXdq6++er1Lly42Z8ZdU50aPoSQDoSQnwEsAXAAQFdK6ReU0prV3JhWwlKSDk5a/W8pJ3WBtSS9iSJiGIa5uxu/FKvPfp5tsBkdvFzH2W1GB3/282yDMxs/Y8eONYqiSDZv3uwKACaTiezZs8dt/PjxBVWXGz16tPHw4cOaoqIiDgA2bNjgFh0dXe2C6/Tp03JBEIiLi4u4du3ay/Pnz7+2YcMGj+nTpxsA4JtvvvEMDw8vi4uLy+nZs6fl22+/Tff09Kx2Yd6cHdqdrP7P/MWGooIiXuehsxcVFPH/mb/Y4MzGT0Pmx2w2k7/85S8BCxYsyPDy8mp1w6dO/WRWJ8wpMpTmi7zGk7OX5ot8wpwigzMbP415/owfP77g0KFDmvz8fAkA/Pe//3Xv06dPscFgqF7VqJlL/uGkevHrawxFeSW8zktjL8or4Re/vsbgzMbP3fIUHx/v3rdv3xIPDw8hIiLC0r59e8uqVas8am7HYDDY9+3bd/b9999P//jjj31XrFjh5qyYa1PXHp/fATwGoAjlldu+IoRsuc1rs7OCZRqPQuMP0V59WLNoL4Nc499EETEMw9zdH/GFeomCE3gVJxJCwKs4UaLghD/iC502ZlWj0YiDBw82JiQk6AAgPj5eq1KphGHDhhVXXa5Xr14WHx8f28aNG11FUcSuXbvcYmJijDWXuX79+sk1a9akPfzww+bnn3/euGDBgvS1a9d62u12XLhwQREcHGyqXF4ul9MuXbqYnXVsDS3h2w16hVIuqFxUIiEEKheVqFDKhYRvN7SI/MyePds3ICDAMmXKlBbXQ1AXexaX6mUqIijUnEg4AoWaE2UqIuxZXNoi8nO382fQoEFl3t7e9nXr1mmB8nuExowZ0+JyueE/O/VylUxQaRQi4QhUGoUoV8mEDf/Z2SR5ysrK4g8dOqQZNmyYsXL5p59+2piUlKS9fv16tUfneHp6Co888oj5rbfeyh09enTel19+6e2smGtT14bPEQD7AaQA0Nzl1eil6ZiG5x08EYLDBMFWAkpFCLYSCA4TvIMnNkk8ORdO4dfF72P3/Jfw6+L3kXPhVJPEwTBM82a6YZdLlESsOk2iJKL5hl1+u3Uawrhx4/J37drlZrfbsX79evfhw4cX8vytj8qLiooybt261W3fvn0qNzc3R3Bw8C33x/r4+FTrSQgJCbE4HA6SlZUlBYCagy2kUmmLGX2RnZktV6qU1fKjVCnF7MycFpGfDRs2uB84cECrUql6qlSqnl999ZXP8ePH1SqVqqcz428sBRmCXK6qfv7IVUQsyBBaRH6Au58/zz77bMHGjRt1x44dU6Snp8tb4jC37PR8udJFXv08cpGLORn5TZKnlStX6gRBIG+99ZY/z/MRPM9HfPXVVz4Oh4MsW7bMHQAOHz6s3LVrV7WhRN26dbMUFhbW9ZmiDaKu5awfo5QOrOvL2UEzzqf1fQjtHpoLqdITDnMupEpPtHtoLrS+DzV6LDkXTiFl/RJYS4yQa3WwlhiRsn4Ja/wwDHMLlY/UKphptb9tgplySh+pUwvwjBgxopjjOLplyxbXpKQk7aRJk/JrW27kyJHGvXv3ahMSEnRDhw411py/cuVKNw8Pj7Cq4+iPHDmi0mg0gsFgsHft2tVc9Z4eh8OB8+fPK51yUE7g7edtNZvM1fJjNpk5bz99i8jP3r17Lxw/fvzMkSNHzh45cuTsn/70p7zg4OCyI0eOnHVm/I3F3SCxWk3Vzx+riXLuBkmLyM/dzh8AmDBhQsHBgwddV69e7R4ZGVncEocsevt7WM1l1urnUZmV0xs8miRP69ev9+jdu3dpcnLymUOHDp05dOjQmeTk5DNdunQxr1mzxgMAvv/+e92LL77Yrur2fvvtN1VQUFCj9ljXu5w10/ppfR9CpyFfImTkNnQa8mWTNHoA4NLereDlCkiVKhBCIFWqwMsVuLR3a5PEwzBM89X+OV2OYBElDpPIUUrhMImcYBEl7Z/T5Thzv1KpFNHR0YVz585tq9frbZGRkabalhsyZEgppRQrV67U1zbEJioqqoRSinHjxrU7deqUfO3atdq4uLi2M2fOvMFxHGbOnJl37tw51axZs9qkpKTIp02bZsjOzm7U52Dcj9GTR+ZYzFaJqczEUUphKjNxFrNVMnryyBaRn06dOtm6d+9urXzpdDqHQqGg3bt3bxWVbQfNUOfYTFRiKRU5KlJYSkXOZqKSQTPULSI/dzt/AKBv375mX19f25IlS7zHjBlTcMtOWoCRLzyRYzXZJKYSC0dFClOJhbOabJKRLzzR6HlKTU2VnTx50mXq1Kk5vXv3tlR9TZ06Nefs2bOqo0ePKmbMmJGXnp4uf+mll/x+//13+fz58/Xbtm1znzNnzg1nxlxTnRs+hJCZhJCzhJAyQshpQshLhBDWcGKczpR3A7yi+heavEIJU16jnisMw7QAPpGupd3+6p0hc+MdtkJRKnPjHd3+6p3hE+nq9JKpEydOzD9//rxy9OjRt72Y4nkegwYNKtJqtY5+/frd8k2nj4+PsHXr1tRr167JHnrooW5//etf202cODH3n//85w0ACAkJsa5du/bS5s2b3fv27Rucn5/PR0ZGFjnzuBrSw4MfKn1h7owMrbvWUZhvlGrdtY4X5s7IeHjwQy0iP61d6JPK0tHvazPUHpyjJE+Uqj04x+j3tRmhTypbRH7udv5UGjlyZIEoihg7dqzRCYfidA893aN0xoexGVpPjcOYVyLVemocMz6MzXjo6R6NnqeVK1e6u7q6ChMmTDDWXHbatGkFarVaWLJkiWe3bt1sGzduvLh3717X3r17B69YscJrxYoVl/v3719rI9dZSF0KsxFCXgDwBYALKL/PpyOAHgAWUkr/7swAm0KvXr3osWPHmjoMpsKvi9+HtcQIqfJ/DwG2m02Qa9zQb8acJoyMYZiqCCHHKaW96rt+SkrK1bCwsLyGjIlhGIZ5sKSkpHiGhYUF1Davrj020wCsBtCNUvonSmkEgI8A/B8hRNIwYTJM7YIGDoPDaoHdbAKlFHazCQ6rBUEDhzV1aAzDMAzDMEwLUdeGT0cAK2o8t+dLACoAgQ0eFcNUoe8cirAx0yDXuMFaVAi5xg1hY6ZB3zm0qUNjGIZhGIZhWoi6lpBTAqg5bvB6xU+nPimWaVw5F07h0t6tMOXdgMrTB0EDh921gVGfdRpac4iBYRiGYRiGab7upzhBZe8PueNSTItRn7LRjVFq+m77YOWuGYZhGIZhmLu5l4cG3a4KQot5cBpzZ1XLRgOAVFUMqfI0LidNgTG9D7yDJ95S0vqWdSp+Xtq7tV49LkVZycg+swqWknQoNP7wDp6IS3t/vuM+bh/D1zCm02rbaqqS3AzDMAzDMEzTupeGz6eEEGOV95U9Pf8ihFQtpUkppc/cd2RMozPl3YBcqyt/Q26AkxwFKA/BxsFuzkNa8vxbHmJabZ0K9S01XZSVjLTk+ZDwKkiVXjf3aSnSQKrqeNt91BaDVFkEKhyG3dy52raa6iGsDMMwDMMwTNOqa8NnP8p7djQ1pu+r+FlzOtMCqTx9bpaN5rjzAHhQUQKJTAqJrDzF2WdWVWs4VF2nksNihsrTBwBwqPAaVmSeQrq5GP5KV0zyC8XDurY3l12afgKLM07A6LDg1etb0UlC4CLlkVGai1KHHVKHGa6qHNzIV0HIU+PMIQsK8+1wcyPo97j3bWMAzoDjlTfjvl38DMMwDMMwzIOhTg0fSuljTo6DuQ/2g4WwLsmEmGYG104J+TQ/SB/R3X3FGoIGDkPK+iUAALmmBFSQgYoiXDzKGxic1AXWkvTbrsMrlHBYzHBYLQgePgyHCq/h3UsHoJJI4SVTIc9mxruXDuAfQf3xsK4tlqafwII/DkFKOKg4KdythbggUULmsENKJLCJDtgID5VKRFayBSn7rHBRSuHiQlBSIuDnXVZ033+u1hhkqlKo3Kv3EtUWv7N+lwzDMAzDMEzzcj/FDZhmwH6wEOa5l0DzbCB6GWieDea5l2A/WHjP26paNlqwycHxgGsbf8jUrgAA0V4Gucb/tuvULDW9IvMUVBIpNLwMHCHQ8DKoJFKsyCwvOrA44wQIJbCKAoocVtyQukJJbbCJIuyiAACQUxvSlTrs/0MDIucAzg6JVAavgHbQeOiw8T+7ao3BtU0weHn1/961xe+s3yXDMAzDMAzTvLCGTwtnXZIJ4iIB0fAgHCn/6SKBdUlmvban7xyKfjPmIHT0IijdlLCVXUZR1mGUZp+A3ZwL7+CJt11n8Nwv0G/GHFzWu+Mvp3/Az/lXcaE0H0eNWThszMKpkhzYBAfSLcUAgAK7GWbqgJ2KEEDxg7YH5KIdCtECm+iAVLRAJtrwg7YnzIUiMn00uObtBV27jpCrXaFSK3D9j5xaY/B/6K+wm3NRmn3irvE763fJMEzrFxER0Xno0KG1Ps9uzZo1WqlUGn7jxg0JAHz11VfuPXr06OLi4tLTy8srdNiwYe3PnDkjr7pOQEBAd0JIRNXXr7/+qmyMY2mN6pofs9lMNBpNj06dOnWrudyoUaMCauaEEBLRtm3bEOcfQevn5+cXUvk75TguQqVS9QwPD++SmJjoWnPZ3bt3uxBCIp5//nlDbdt66623fHx8fEKVSmXPyMjIjr///ru8tuWYe1eXPPn5+YUsXLjQ827bys7Olnh4eISdPn260fPDGj4tnJhmBlwk1Se6SCCmWe5/25QCoCCEAKAV7++scnhbns0MOZGgSLCiVLADlMImCrhgKoQLx1fZ/v/KAp5VGbDC8zEUSVRwE0wokqiwwvMxnFMZYPeRAyYRVtFxc1+mUgvatNc3WPzO/F0yDNM6xcTEFCQlJWlNJtMtj3aIj4/XRUZGFvv4+AjTp09v++abb/qPGzcuLzk5+WxiYuKlsrIyycCBAztfunRJCgBms5lcu3ZNvnPnzvNpaWkpla/evXubG//IWoe65ic+Pl7r6uoqXLlyRXngwIGqN4zim2++yaiaj19//fWsi4uLOHPmzHuv4sPUKi4u7lpaWlrKlStXTu3bt+9cnz59SmNiYjpu2rSp2j3kq1evdvf397du2bLF3WKxVMvpwoULPb/66ivvf//731ePHDly1s3NzTFs2LCOgiA07sG0YnXN053k5uZKnnrqqY4FBQX3UmCtwbCGTwvHtVMCZTVO6jIBXDvFfW03+8wqyFV6qL3D4dqmD9Te4ZCr9Mg+s+qO61Ud3kYIAako/mellTFSVBYElJD//fer/PQ6pzJgYZvheN1/PBa2GY5zqvIvdYqe8QZnESCWOUBFirJiMyxlFox4YUiDxe+s3yXDMK3XxIkTC2w2G0lMTNRWnW42m8nu3bvdYmNj83fs2KFeunSp95o1ay79/e9/zwsJCbEOGDDA9MMPP1xWqVRiXFxcGwA4deqUAgAdMGCAyd/f31H5kkqlTXJsrUFd8gMAa9ascR84cGBRaGho2bJlyzyqLuvh4SFUzce8efPahIaGlr711lu5jXksrZmrq6vg7+/vCAgIsPfu3duyePHia9HR0QWzZ8++2bPjcDiwbds291deeeV6WVmZJD4+vlpOS0pKuHfeeefa6NGji0NCQqxz5869kZaWJs/IyGAnUAOpS57uZMeOHeqePXt2Kysra7L2B2v4tHDyaX6gZQJoSXmDgJY4QMsEyKf53dd2LSXp4KQu1abVpThAurkYLpLyzxiBUqglUnAAHFSEjJOgi4sHykR7eeycBHLCwa2gDJ1PZqLnoavocjIT2oKyW+MJ0yL/L/4Q3XgUZBuh07ti5ifj0GNA1waL31m/S4ZhWi8fHx8hMjKyODExsVoVlMTERC2llMTGxhq//fZbj5CQkLKnnnqqtOoyCoWCrlu37vK8efOuA0BKSoqibdu2Nrlczp6P10Dqkp/CwkIuKSnJ7bHHHiuJiooybtq0yd1qtdb6cPbdu3e77N69W/fZZ59lVE4bNWpUwLRp09pGR0cHKpXKnkFBQcGHDh1SvvTSS34ajaaHj49P6MqVK92cfKitzowZM3IvXryorBwOtXXrVteCggJ+1KhRRX369ClZuXJltQZqXFxczt/+9rd8AMjPz5d89tln+qCgIIvBYLA3RfwPipp5upMdO3a4Tpw4MTcxMfFyY8RWG9bwaeGkj+ignB8E4ikDzbGDeMqgnB9035XIFBp/iPbqDZC7FQcAAH+lK8qE8s8YpYQHRwhceBk8ZSqEavSQchL4K8qHg3ZTe0JbYEKH1DyoHBSiQgqZTUBQah7cC8pHdpAqL0uYFrZ3Q/HNkfmYt+6vt2301Dd+Z/0uGYZpXOdOHVEvWzQn8JO3p3VdtmhO4LlTR9TO3F9MTEzBzz//rK069GbdunW6qKioQrVaTc+cOaPq0aPHrd/oAOjbt685KCjIDgBnz55VSiQSOmDAgI6enp5hvXv37rxnzx6X2tZryQqzCtTn9p8LTPnpZNdz+88FFmYVNGl+Vq9erRMEASNGjCgePXq00Wg08jV7Eyq9//77baKiogp79+5dbQz0ypUr9f369Ss5cuTIWY1GI0RFRXXOz8+X7N+///yAAQOKXn755XaiKDrzMBvMlRSHesMnlsAVb5q7bvjEEnglxeHU/NxOjx49zED5FwIA8P3337t37969zGAwOKKjo4379+/XZmVl3TJc6pNPPvH09PTskZiY6PGvf/0rTSKR1FykVdh79ZJ6ypZ1gU99v6TrlC3rAvdevdQs8nQnCxcuzPrnP/95QyqVNtmXO6zh0wpIH9FBvaI7XPf2gnpF9wa5UPcOngjBYYJgKwGlIgRbCQSH6Y7FAQBgkl8oTIIdJQ4b2so1sIkCbKIIP5kaJQ4bTIIdk/xCAQCvte8Lw7ViUF4Ch4QDIRwkMik4XoqAzBKU35nzv8FxUsLhr+16OTV+Z/wuGYZpPOdOHVFvX7/EUFZazKs1bvay0mJ++/olBmc2fsaOHWsURZFs3rzZFQBMJhPZs2eP2/jx4wsAoKSkRKLVau96o8GFCxcUxcXFkhkzZuRs2rTpYqdOncxDhw7tdOHCBZmzYm9shVkF6vRT6QaH1c7zMt7usNr59FPpBmc2fu6Wn/j4ePe+ffuWeHh4CBEREZb27dtbVq1a5VFzOxcvXpTt379f+9prr2XXnNe5c2fzW2+9lRsSEmIdPXp0gcVi4ZYuXZrRs2dPy9/+9rcco9HI37hxo0nuabgXV1Ic6v1r7QZzKeVVrrCbSym/f63d0BSNHw8PDwEAiouLJWazmezYscNt6NChRgCIjY01CoJAli1b5l5zveHDhxf/8ssv58aMGZP3pz/9Kej8+fOt5vyptPfqJfVHB/caCs0m3l2ptBeaTfxHB/camqLxUzVPjb3v+mANH6ZWWt+H0O6huZAqPeEw50Kq9ES7h+be9eGfD+vaYhoCEXtcjtd+1eC9C37oYVTgnCkfaeYijPLufPMBpg/r2sLbzoFKOFBQEAB6mQqcVAJaakbNrwMG6vwx1b+nU+NnGKZl+/XnzXqZTCHIFUqREAK5QinKZArh1583374Syn3SaDTi4MGDjQkJCToAiI+P16pUKmHYsGHFAKDT6RyFhYV3vejdtGnTHxcuXDg9duzYov79+5u+++67dIPBYF2yZMktF+Et1Y1L2XpOwgkSXiISQiDhJSIn4YQbl7KbJD9ZWVn8oUOHNMOGDTNWLv/0008bk5KStNevX6+Ws9WrV+sMBoN10KBBt/TetWvXzlr5b6VSKXp4eNhVKhUFgMqfZrO51uFzzcnJXQ69VA5BpiAiIQQyBRGlcggndzmclp/bKSgokACAVqsV4uPjtaWlpZIxY8YYAaBdu3b2sLCwsjVr1txybnTq1MnWv39/06pVq9L1er39m2++uWuVsZbmu1PH9QqeF1xkMpEQAheZTFTwvPDdqeNNmqfG3nd91PvbB0KIBsA/AXxCKU1ruJCY5kLr+9A9NxROnE6F72EjHLwcJoUIrU2CF9K8sVlhRpoXRWL2BQRrvPCwri0OFV5DvhxQWct7eiyCgExrKSQOAQ5V9XsR5YTHPmMGlqafuKfGD2voMMyDpbAgR67WuFUb0y+TK0RjQa5Ty6aOGzcuf/r06YF2ux3r1693Hz58eCHPl/+J7dGjR9nRo0dr/SZ24cKFnidOnFB999136XK5nFa9v4fjOAQFBVmysrJazTfWNpNVzsv4avnhJJxoM1mbJD8rV67UCYJA3nrrLf85c+b4AwClFKIoYtmyZe5z587NqdzGrl27tEOHDq31wW4SiaTad3Uc1zK/Vy7Op3KVK6rlRyqHWJxPG73s8NGjR1UAEB4ebn7llVfaAkCfPn2CK+eLoghKKQ4fPqzs27eveePGja4dO3a0du/e3QqU56BDhw6WvLy8Zt/Tdq+ulxTL3ZXKanlSSaXi9dLiJs1TY++7Pup1ZlY0enYAmAlgDyGkTtUcmNav4Fg6HDyBXUpgoQ5YeAorR9EvXXbLA0xXZJ4CCTJAIlDALsAuOsDZBXACRabhf8OrCQABIqSEw+KME010ZAzDtAQ6d73VZrVU+9tms1o4N3cv6+3WaQgjRowo5jiObtmyxTUpKUk7adKk/Mp5kyZNyj979qxq+/bt1Ro/paWl5IsvvvC22+0EAEJCQrrOmTPHp3K+IAg4d+6csnPnzi3igqIuZCq5VRTEavkRBZGTqeRNkp/169d79O7duzQ5OfnMoUOHzhw6dOhMcnLymS5dupir9iaIoohTp065DBw4sMSZcTY1Vw9itVurXxvareBcPYhT81ObZcuWeQQHB5u8vb0dSUlJ2unTp2dX5ujQoUNndu/efV4qldKlS5d6AMD8+fPbfPLJJzd7POx2O86dO6fs2rVrqzl/KrXRuFpNdnu1PJnsdq6N2rXJ8tSlSxdbY++7Pu65FUwIcQHwA4AAlF+TKgEkEUIepZRea9jwmJbGpZTCXHF7m0ApOEJglojQm3kAdrhIpDcfYJpuLoZXGz2ohId4MQNckRkWBY8Mfx2M7qpq9/gIlEJKJDA62DN1GIa5vX6PP5Ozff0SA1De02OzWjibzSIZ8viELGfuVyqVIjo6unDu3Llt9Xq9LTIy0lQ579FHHzWNHz8+d+zYsUFxcXHXoqKiSq5duyaNi4vzNZlMkgULFmQBQFRUlPHLL7/0Dg0NNXfp0sXy4Ycf+hQVFfEvvvhi/u333LL4BHnnpJ9KNwDlPT2iIHKiIEp8grwbPT+pqamykydPuixevPhKzWIFU6dOzZk1a1a7o0ePKnr37m25ePGirKysjKu8kbu16jGEz9m/1m4AKKRyiHYrOLsVkodH8E7NT3FxsSQ9PZ2nlJLs7Gx+8eLFntu2bXPftGlT6vfff6+z2+3cG2+8kd2+fftqvRxPPvlk4caNGz2+/PLLazNmzMh58cUX2/fr16+0d+/e5g8++MDbbrdzM2fObDXnT6UJoRE5Hx3cawDKe3pMdjtncTgkE0IjmixPlcucOXNGmZCQUO3hs3379jUZDAbHrVtsfPXp/nsVQAcAgwCcATAGwJcAPgUQ03ChMS1B3vFSXFlXCFOWDSpfGewGCaQOAXYp4GImcDUSuNg52O0C+i8oQmEbgtxIF6BXeQW4PJsZGm8PSLw9kFGSgwKbGYQQcFREZf0bAkBCCOxUgBvPnqnDMMztdQ3tUwog49efN+uNBblyN3cv65DHJ2RVTHeqiRMn5n/33Xdes2bNuuXiY8WKFekLFiwwf/311/q5c+ca1Gq18PDDD5esWrXqakBAgB0AFixYcF0QBPLyyy/7FxYWSsPCwkp/+umn1Mqbh1sDna97KYCMG5ey9TaTVS5Tya0+Qd5ZFdOdqmZ+Vq5c6e7q6ipMmDDBWHPZadOmFbzzzjttlyxZ4tm7d+9rmZmZUgDQ6/WtJhe1CQzjSwFknNzl0BfnU7mrB7E+PILPqpjuNPPmzWs7b968tgDg7u7uCA4ONm3bti01KiqqdMCAAW369+9fVLPRAwAvvPBC7tatW90TEhK006ZNKzQajZL58+f75eTkyHr27Fn6ww8/pGq12pZRTu8eDAwIKgWQ8d2p4/rrpcXyNmpX64TQiKyK6U5zpzxVLrN8+XL98uXLq91rtHz58iuTJ0+udZhoYyP0Lk+zv2UFQiQA/Cil6YQQEUAXAHkABEppkRNibHS9evWix44da+owmr2846U4vTAbEhUBr+LgMIkQxWKou+bBwYtQZAuQUkDKcUi9ZERBqRXFHoCPSo3+L/TDFYMD7146AJVECheJFFmWElwxG8GBgILCSv/3WaUkPCiheKP9w3W+x4dhmMZFCDlOKa1b6cVapKSkXA0LC8tryJgYhmGYB0tKSopnWFhYQG3z7vkeH0qpQClNrzGtoLU0epi6u7KuEBIVgdRFAkLKf3KcK0w5evB5ApSEg8MqIvWyEcZiKyQC4FXGw02twqXN5/Gwri1GeXdGmrkIvxqvweiwYqxPNwSq3CDUaI+LoPiTd1fW6GEYhmEYhmHqpdVVumAaXkHOMVy7tBbmsmtQurRF26A/wV3fC6YsG+Qe1cu28yoO1iwXXDUZAQAOc/mQTinHgVIKahbAK6UovVGKQ4XXkJh9Ae2UWnSTeKJMsGNfYQYIATq66JBhLgYh5ff4tJVrcLwkG4cKr90sh80wDMMwDMMwddUy6y0yjaYg5xgupnwCmyUfMrknbJZ8XEz5BAU5x6DylcFhqj501mESofKtqLxKCAh362MLHGY71D5qrMg8BZVECg0vA0cINLwMRocVRrsV+XYzeI6DnOPBEw4FDku1inAMwzAMwzAMcy9Yjw9zR9curYVEogQvLa/CWvnz2qW1CIx5B6cXZgMQbt7jI5goAmfoUPJfNxRcLITIAaKDgoLCWOiGrNy2sJ1Rwy/UBTd8UiD2cOCU2Qiz4IBSwsMiOkBFCgdEOKo8wpQAcOWkMIm33NvIMAzDMAzDMHfFenyYOzKXXYOEd6k2TcK7wFx2DZ4RanR/1RtynRTWfAFynRTdX/Uun/58T8CNh1kiQpAAhUVuuJQWhBJIoezAw2aTwv3LQNw4TGATBcgIB5sowCw6YIMAAdVv8qEALluK4BBadUEdhmEYhmEYxknut+FzbyXh7oAQIieEnCaEDK4yrR0hZCchpIwQco4Q8lSNdQYSQk4RQkyEkCRCSFCN+S8RQq4RQkoIId9WPIOIqaO846UwX3ZH/ul8GM+ZYSsqb3QIjjJwNh8cmZ2Bk/Ovo+B3E+xl1Rsk3qE+ODpShrwOEpi8JUgr8gfkPBSiEqZMERIqgipF+G4NKF+BlA+Jq/rsntpk20y3mcMwDMMwDMMwt3e/DZ9bb+Coz0YIUQBYAyC4yjQCYDOAfAC9AawEkEgIaV8x3wBgC4DVAHoBuAFgMyGEq5g/EsB8ADMBDKzYxqcNEe+DoLJUNS4/CSK3QhDLUHzFAjHTA5pLz0H3+0twU3Hw66JAYG812gQq4Ci04/TCbOQdLy/n/rufBb9P1CD1KT3shVpIJBxEKUDtFCWXreBFCl2OK2ScpLzXh5NAwfGQE8kt8RAAajbUjWEYhmEYhqmn+73HxwvAfT2QiBDSDcB/cWsjaiCAzgAiKaUlAM5W9Ab9GcBcANMApFBKP6rYzhSUN34GAdgN4GUAX1BKt1TMnwFgNyFkFqXU6Q9Ka+lulqq2h8GaOxB2v41Qyv2hyYkCtasBQQG5CweoOFhKREgUHLw0chgL7biyrhCeEWqEi3kwXDuAtsVlOOL/AkoL/ECgAOEJCAg02QrkdytFqOZ/z7k6XnSjvNdHoHBQCo4QUAAdsvPQ/2IaPEot+PVcIYIGDoO+c+jN9XIunMKlvVthyrsBlafPLfMZhmEYhmGYB9t99fhQSvMppff7RNxIADsBPFxj+kMATlQ0eiodqLLcQwD2V4nFBOA3AA9XPGS1d9X5AJJR3tBjD4KpA1OWrbxggetpCPq94Cw+cC8eDyoKEKU3wMtFiAJAKSBTceUNFTuFq5cUpiwbCnKOYVDBXsgdpaAlbggYsAecpBiUmqEgPOwCILHyKHo2EyUOG0RKUeKwwY2Xw00qh7fMBRQUAhURcCMXw347B5XFCk93PawlRqSsX4KcC+UV3nIunELK+iWwlhgh1+pumc8wDMMwDMMwTV7cgFL6NaV0dkXDpao2ALJqTMsG0LYO890AKKrOp5Q6UD5sjj0Epg4qS1XbfbYBggJEUEEq6kAgg0JsB4mEh4Qv76TjJOUNICpS8ByByleGa5fWQit3RYCmDUQ54G64jm7DNsPV6wYcVgnkMor+Azm8MToUnjIlcu0meMqU+KjLIHzYeRBCXPXQy1wgJRJEXkyHIJXCoNXDX6WFVKkCL1fg0t6tAIBLe7eClysgVarKH6RaYz7DMIyzREREdB46dGhgbfPWrFmjlUql4YMGDQp65pln2t9uG5mZmfzw4cPb63S6MHd397AxY8YE5OXl3Trml6kXPz+/EEJIBCEkguO4CJVK1TM8PLxLYmKia9XlzGYzmT17dpvAwMBgpVLZs23btiEzZ870KywsvHmtVFBQwI0ePTrAzc2th1ar7REbG9uuqKioya+lWqq6nj+EkIiXX37Zt+YyBQUFnEwmC/f29g4FgM8//9yjMtc1XxcvXpTdLoZXX331lm0z1dXlPKpcZsuWLZqa6yckJLgSQiKqfhbGxsa2q5mnd999V19z3YbUnMtZqwBYa0yzApDXYb6qyvvbrV8NIWQ6gOkA4O/vX7+IW5HAGB1Ozs+CSK+DFriBcAIE3gol2oISAZQ6QIgUHE8g2CmoA+DkBNZSAYExOlwuuAZc7Arux05QZ7lAVBRDFX4abcd/CcfGBZC5cujxqi88depaH0haddruAy9B7q0DIf8bDckrlDDl3QAAmPJuQK7VVVu/6nyGYRhniYmJKZg3b15bk8lEVCpVtbos8fHxusjIyGKdTudwOBy3vSd2zJgxgXa7nWzfvj3V4XCQmTNnths3blzAjh07Ljv/CB4McXFx16ZMmZIviiLJzc2VLFu2zDMmJqZjQkJC6rPPPltisVjII4880rm0tJR77733rkVERJjPnDmjmD17tuHYsWPqgwcPXpBKpZg8eXK7K1euKLZv335BEAQybdq0gL/85S+GtWvXpjX1MbZEdT1/eJ6nO3bscEONL7wTEhK0Vc+tKVOmFDz77LNFle9FUSRDhw4NMhgM1o4dO9qcfTyt3d3OIwDgeZ5u3rzZbfjw4VVHbGHDhg1uVa/jACA1NVXx9ttvX5s6dWp+5TSdTne/I8nuqDl/S2HBrY0UOQBTHeZbqry/3frVUEq/oZT2opT28vLyqnfQrQmlAC3WA1Jz9RmEoiytFNc23MDV5Rm4sTkb9jwLJFKCgszyzxXuShhK/tML9t/1ELM1QJoP8OMjoGdCAFDQe6gHqPL0gcNSPQaHxQyVp0+d5jtLSkYq5m37BjO+/yfmbfsGKRmpTt0fwzDNz8SJEwtsNhtJTEzUVp1uNpvJ7t273WJjY/Nvty4AXL58WXro0CHN0qVLr/br1888YMAA06JFi9J3797tVlJS0pz/Rrcorq6ugr+/vyMgIMDeu3dvy+LFi69FR0cXzJ492wAAcXFx3levXpXv37//wrhx44q6dOliGzVqVPGWLVsu/fbbb+oVK1boRFGEQqEQ//3vf6c98sgj5gEDBpgmTJiQl5ycfMu320zd1PX86dWrV2lqaqqyZq/Nli1bdGFhYWWV79VqNfX393dUvv773/+6ZWVlyb777jvWMG0AdzuPAKB3796lO3furJZPURSxe/dut9DQ0LKq0y9fvqzs06ePqWrONBrNA9vwyQRQ88rVB8D1OszPR3nj5+Z8QggPwKPK+k3m90MW/HNaPv4alY1/TsvH74csd1+pkfd3ZV0hFF48XMzPQOpmB+9mhQRyWGgWytLKkLe7FEKZAIlKAsEsoOiIEQVXykBlBFfWFcK+YQBooaq8gUPKS12TMjW4Xx6He4gKCi8eV9bVrS5G0MBhcFgtsJtNoJTCbjbBYbUgaOCwOs13hpSMVHy1PwGFpmK4q1xRaCrGV/sTWOOHYR4wPj4+QmRkZHFiYmK1bufExEQtpZTExsYa77S+u7u7sHbt2kvdu3e/OUKBEAJRFGGxWAhQPuSnW7duXeVyebhGo+kxdOjQwIKCgub897tFmDFjRu7FixeVp0+flq9du9bzT3/6U56Pj0+1ZzMEBwdbt2/ffmHkyJHFHMdh3bp1aY8++qgJAFJTU2Xr1693f+SRR4qb5ghavrqeP3q93h4cHFxWtYFksVjI/v37XZ966iljbdsuLCzkPv74Y9833ngjy8vL62ZeV61a5RYQENBdqVT2nDx5skEUxQapUPygqnoeAcCQIUOKbty4ITt+/Liicpm9e/e6uLq6Ch06dLh5AZqens4XFRVJQkJCnHsRXENz/uBMBtCjxrN3+ldMr5zfv3IGIUSF8sIFyRUFF45WnY/yoggOACecGfTd/H7IgiVxRTDmCdB5cTDmCVgSV+S0xk9991dZ3IAv7g7Z1T/DKGuHpI4Z+DE4F/s7Z6IozAYqKa+4Bp5AAGA+XQpexcGUZYP1ogQSuQxEAoCI5f/TCA/klX9ZU7lcXeg7hyJszDTINW6wFhVCrnFD2JhpN6u23W2+M2xKSYJCKoOLTAlCCFxkSiikMmxKSXLaPhmGqRubQ1SXWoTAYrOja6lFCLQ5RLUz9xcTE1Pw888/aysbKgCwbt06XVRUVKFarb5j/7ZOpxNjYmKKJJL/3dLzr3/9y7tjx45mLy8v4fz587Lnn3++w5QpU3JPnTp1euXKlVd+/fVXzcKFC1vs0ITcnQXq3547E/hrv9+6/vbcmcDcnQVOzc/t9OjRwwwAJ0+eVKanp8v79OlTVttyUVFRpR4eHtUaRMOHD2/fuXPnkLy8POkHH3xQ837jFi214Lp69ZmDgf/5bVfX1WcOBqYWXG8W58/TTz9t3L59u1vl++3bt2uCgoIsPj4+tT7nYtGiRV4ymYy+/PLLeZXTjh8/rpgyZUrg5MmTc3799ddzVquVO3nyZIt8xmP2gUvqIy+tC9w3ZknXIy+tC8w+cKlJz6OUlBQFAGi1WqFPnz4liYmJbpXLbNiwwa1mA/XkyZNKiURCZ8+e7avX60M7d+7c7fPPP/dwdrzNueGzD0AagBWEkGBCyOsor+S2pGL+cgB9CSFzKkpiLwOQDuDnivlfAniNEDKSENKr4v3ypi5lvXV5GRQuBCoNB8KV/1S4EGxdXuvnbaPt7/i+LMx+bjfG9d6I2c/txjWhBA5TeW9jgU7AFd9OKJUWQmmXwCJzIPWZQhg7WkAA2FEG0e0KHMIfMActgLTTBQBVHkJa+VFW5c+/wyRC5VvrfYa10ncORb8ZczB47hfoN2POLY2au81vaNeL8qCSKqpNU0kVuF6Ud5s1GIZpDDaHqLbYRQOllCeAnVLKW+yiwZmNn7FjxxpFUSSbN292BQCTyUT27NnjNn78+IJ73da8efP0P/74o+6jjz7KAAC73U7mz5+fMWvWrLzOnTvbRo4cWdy/f//is2fPKhv6OBpD7s4C9cV3rhps+Q5e6im12/Id/MV3rhqaovFT2ZipHFLo5uYm3HmN//nHP/5xfdeuXed9fHxsUVFRnQShzqs2a6kF19W7rp42lDmsvEoqs5c5rPyuq6cNzmz81PX8GT16tPHw4cOaymISGzZscIuOjq516Igoili5cqXX1KlTc+Ry+c2rj2+++cYzPDy8LC4uLqdnz56Wb7/9Nt3T07PFPSAw+8Al9fnPkgy2IjMvc1fZbUVm/vxnSYamaPxUnkfFxcU3v72Jjo42/vTTT26V73/88Ue3MWPGVMvVmTNnFAAQGhpq3rp168UJEybkzZo1q93y5cur37TdwJptw4dSKgB4BoAewHEAEwGMoJRerZh/FcBIABMAHAPgDeCZyvLalNK1KH+A6Vcof67PMQCvNepB1OJGugNKl+q9qkoXghvpjibb3/F9WVg46zAKcsyQqKU4klKIL/afxaeZWThFziG9y2VwohXEYYEgzwEvUHAm4NqjJbDaS+GQ/wHYAGjNECVFQNgKSANLIVptgACAcIAIgNpBPG2wlwkQTBSBMeX/t384sBczP5iD5//xCmZ+MAc/HNjrlN9FQ2qj9YTJXr3XzGS3oI3Ws4kiYhgGAGwOqieAQAgRCSEghIgEEGwO6rRKQRqNRhw8eLAxISFBBwDx8fFalUolDBs27J6GQMXFxXnPmzfPMH/+/PTKG4VDQkKsI0aMKHr99dd9hg0b1r5Tp07dfvjhB3dBEFrk8JyMpdf1nFIi8GqJSAgBr5aInFIiZCy97tRKTrUpKCiQAOX5q3hf54JPvXr1sgwePLgsMTHxyoULF5Q//vhjq7jP58j1K3peIhHkEl4khEAu4UVeIhGOXL/S5OdPr169LD4+PraNGze6iqKIXbt2ucXExBhr2+bBgwdVGRkZ8mnTplW7x+7ChQuK4ODgm/d6y+Vy2qVLF/OtW2je0tYd10uUvMCrZOXnkUomSpS8kLbueJOdR1qt9mbr/7nnnjOeOnXKJSsriz916pTcbDZzAwYMqHaP/euvv56bmZmZMmfOnJy+ffua586dmxMbG5v7zTffOLU3u04NH0LIgHt51TcYSimhlO6u8v4SpfRRSqmCUhpMKd1ZY/kfKaVdKKUqSukgSunlGvM/pJR6U0rdKKWTKaVN/p/bx5+Huaz6yAdzGYWPf/0L7F3OyMaqLQfwr+9+wqotB3A5I/ue9rfuP2ehdOFhl3C4km0FlUqgcOFRkJ6LDYTAyHmApxRSFQcobCBtckFsNpg87TCqSlFs8obJokPZQxlw9ddBrnGBI2otOHcTKAHgkAASAFoT6OA9kOuk6P6qNzwj1PjhwF6s27kFFqsVcqkMFqsV63ZuafaNn2fDHoPFbkOZzQxKKcpsZljsNjwb9lhTh8YwDzSRUjnKv2qpNrliutOMGzcuf9euXW52ux3r1693Hz58eCHP1/1z/ZVXXvF9991327733nsZb775Zm7l9EOHDinDwsKCz549q3zkkUdKlyxZcnXo0KH33JPUXFiuWeUSF65afiQunGi5ZnVqfmpz9OhRFQD06tXL1KlTJ/Phw4drHfL0/PPPGz755BPP0tJS8u233+qKi4tvXjsFBATYNRqNkJub25yr5NZZkdUkl3GSavmRcRKxyGpqFudPVFSUcevWrW779u1Tubm5OYKDg2tW7wUAbN26VRsaGloWEBBwS28OrVFdSSqV3kO5pebBfKNYLlFKq59HSqlozi5psvMoPDz85jV2hw4d7J07dzYlJCRo4+Pj3aKioow11+M4Dt7e3tW6Srt27Wq5ceNG3YcD1UNde3ySAOyt+Fnba2+NF3Mbw6a4wFJGYSoRQcXyn5YyimFT6jfE9HJGNrYmnUCpyQKNiwKlJgu2Jp242fipy/4y/yiBSi1FZr4NEo5AIiHgFDxoqRUKlQlFJhdALQORVjy3x9UBu18pSAEFV8JDUNmQ9ngWfvd1R06ZKyS8C8TA36GeeQyykBxIfEvBd80BN+JXkG6/V4t/2y+7IeEkkPJSEMJByksh4STY9stuNGdhhk74vwGjoVO5osBUDJ3KFf83YDTCDJ2aOjSGeaBxhFhx6982rmK604wYMaKY4zi6ZcsW16SkJO2kSZPuWM2tqvfee0//2Weftfn444/T5syZk1N13rfffusRHh5eunXr1j/eeOON3EcffdT0xx9/KGpevLUUirZyq1AmVsuPUCZyirZyp+anNsuWLfMIDg42denSxRYTE5MfHx/vkZ2dXe35SSdOnFCsWbPGy8XFRQSA6dOnt9+4cePN55acPXtWVlxcLAkJCWnyL1YbglaustpEoVp+bKLAaeWqZnH+jBw50rh3715tQkKCbujQocbbbe/o0aMu/fr1K6k5vWvXruaq9/Q4HA6cP3++xQ0bVfq4WgWzvfp5ZLZzSm9Nk55HVac/9dRTxu3bt7v98MMPulGjRhlrrjdt2rS2AwcODKo67eTJk6oOHTo49Vyq6zcUPe8yvx+ADwC4ovzeG+Y2Qh5WYNq88ntvbqQ74OPPY9hsF4Q8rLj7yrU4eOIiZFIeCrkUAFCYfg2n9yYj6T+rEBLaESMnj8C0eV3uuD+/9hoU5JhhsYmQVTyUVLQKkHso4CLnkH5ZCl+v8r8FPAQ4RMCskEGp5pA6KRWQ2EEggUSU4HymDzyUJyCVuULS5Sq0IXmwFQkouWIFZCZIHD6wFtpxemE2ur8KlJlNkEurN+55iQRl5lqrjjcrYYZOrKHDMM2MjCc5Fjs1VNTMFwFwFJDIeeLUG9ClUimio6ML586d21av19siIyOrfYjl5ORIExISqj0wMzAw0KbRaMT58+e3HTduXO5zzz1nTE9Pv/l32dfX1+Hh4eFITU1V7tmzx8XLy8vx+eefe50+fVrl5+fX6Bc4DcEwtU3OxXeuGhwo7+kRykRONAsSw1SDU/NTXFwsSU9P5ymlJDs7m1+8eLHntm3b3Ddt2pQKAG+88UbOhg0b3CMjIzu/++67maGhoeajR4+q3nrrLUPv3r1Lpk6dWiCVSvHcc8/lzZ07t22bNm3sCoWCvvjii/6DBw829urVq1ErUzlLnzaBObuunjYA5T09NlHgHIIg6WMIbNLzp9KQIUNK/7+9Ow+Pqjr/AP59Z+4smck6WUjIwhYWWQMhKApWLIJWQBBtEBQtFYrYqq2UuvAroLRKS1FriwpiQUSQfVWxyCZWRbaETSAgSSCE7Jkks889vz/uJCRDAgNkEia+n+eZJ5m7npOTSe57zznvFUJgyZIlMV988cUPDR3v5MmTQQ899NBlPaNTpkwp+uCDD1pNnTo17rHHHit58803Yy5evOjXHgZ/aJOeWvDDWzsTAaWnx211qtxWl7rNpNRm/RzVNnr06LL58+fH6vV6+d57770sCB05cmTZiBEjOs+ePTtm1KhR5Rs3bgxdu3Zt5KZNm/yaHtenwEcIkVHfciIKhhLwPAXgNICRQoidjVa6FqpHf/11BzreSsorEWJUjnXh1I/Yu2YrJJ0WkkGPksJSvD1zPn43cwpeWpjS4DHSn+6KeVO/g+SWYZUJTosLskOGPjUW5a4gSGU5+OGgAbpYHYzBTgShFFX5ThQW5UESOoSpnQgiN9QEWKGDtbgCHW5/Avk5mwAAVXkqQGsBae3QnB0GyagG4MaZT0phjDDAZrdDI126ceFyu2EMMjRQ2ptHRu5JrM/YiQvlRYgLi8LIXndxIMRYM9NKqkoAuQ6XiJGF0KmI7DqJ8jzL/Wr8+PHFS5cujZ46deplFx/ffvttyMMPP1xnHshjjz1W2KVLF6vD4aCPPvoo+qOPPqoztv3w4cNHXnzxxYKMjAzDiBEjOmk0Grlfv36Vv//97y+sXr3a5O/6+EP0EFMlgNzc9y/E2M7ZdfoEnT3xycQ8z3K/mTVrVsKsWbMSAMBkMrm6detm2bx588mhQ4dWAoDBYBC7du06+eKLL8ZNnTo1qaioSBMTE+MYPXp08ezZs/M1GuXm4nvvvZf7u9/9LmHs2LHJdrudhg4dWrZgwYIcf5a9KXUyxVUCyN174UxMud2iC9MZ7P0S2+d5lvvVlT4/1SRJwt13313+7bffhtx+++0N9gwUFxdrvDPxAcqcuRUrVmRNmzYt8V//+lfckCFDSgcOHFhe3zFuZq0GJFcCyM3+ZH+M9WKFLqhViL3NpNQ8z3K/udrnqLb+/ftbIyIiXLfddltF9eentvvvv7/yvffeOzNnzpzWr776akJCQoJ94cKFZ+o7VmOi6+0uJ6JhAP4NIA7A3wG8IoQIyDtQ3vr27Sv27dvnt+Mf/sZWtwdmwvX3+Ly9eBfyci2wV6lxZs9awG2F1qiFpFYhoZUJVRVVUKtCoZefwY/HlaGu7btq8OgfQ+ucc/+uPPxtxkGc+qEcFKaFpncM5LgQ2J0ywo0CkfoCaKkCpbZgFFi16BRWhNggK4RKhlC5EEl2aFQytLJA76xEDH73YZQU7MO5rBUoOHIaalcsNPnDIJm7A1DG2NqL3bBMzsEnX2yEWqWGpFbD5XbDLbuRPmQEfjFgUE35Ck5kImvHJliK8mGIikXyoOF1MrddbX1jq36Oj16jhUGjh8Vpg83p4OFu7CeNiPYLIfpe7/4ZGRlne/XqxakRGWOMXbeMjIyoXr16ta1v3TVndSOiGCL6BMAGAHkA+gghXm4pQY+/NeZzfA5/Y0PWZ63gcrsh6d2wlpfB6VLD5ZRhClOGsLqdehzdfx5ZmU4QAQSBUxkO/HNqaZ1zpv6sNeLGdUGb36bAOLIj5LgQ6LUq6DQqON0SYlt1gqRJQUmlFioZyDWbAFKD3CrARSh3BsNljkfsvi6wnteh4EQmTDF90fP2uQjN+iekg3+sCXqAS+msfzFgENKHjIBep4Pd6YBep6s36MlYtRD2ijLowiJgryhDxqqFKDiR6dN6f+Dn+DDGGGOMBZZrykJCRBOg9O5oADwH4F8iUGdYNpPaz9UBAEMIAZCx6YOqa+712fRBFXQOE7QXO8EVlQt9WCgclTbIleEwtFESe+SdrYBKREOjBdQSASAQCZjLLj/nuSIHWkVoEGe6NNx136kKOF1K4pCLOW6IICdUsgSbW4cymxlhkg5qSQsHbOhwMhThJUZoe36HrB2Ha3pc2qdH4Mi8iwDckAwquCyyks56spLO+hcDBtUJdLxl7dgESaeHxjP8rfpr1o5NiOnc86rrb8R3BYfw4al1yK26gERjHMZ3HIVbY1JwobwITp0NB50HUSksCCYDklUdYCv37aGsjDHGGGOsafmazroDEX0J5eGhewDcIoR4m4Oea3cjz/HZay7GM1kHMOroHjyTdQBHVSUIMhKkKhP02b3QJnwcYJFgLXdAyAJVFVWwWmzQq4dAVStPjUoiuBzisnMmRGlhsdXNAqtRU838G7tVQC1rIIOgVdtggQtm+zEUVpyCu6QUkXbAkHYIQW3MsBTl1xwjKjUY3f/QCroIDezF7jrprH1hKcqHpK+bdEXSB9Wc42rrr9d3BYfwl0PzUWwvRZTehGJ7Kf5yaD6+KzgEMrpxwJ0Bm7BDDx1swo4D7gyQsWU8xI4xxhhjrKXxtcfnMAAdgHIABOAdogafnSaEEA80QtlapNgkCWVFbk9Pj8KX5/jsNRfjtdzjMKgkREk6FDsdOPPAeWg/J7QpCwcAmEzdkJTwGIrLvkBJUTFaJ8WhZ8pDOH+iA2Q3oPacQnYJSFq67JzjfhaNOWvOAwAMehUsNhmhBjVAhEqrG9ogwGELh6w3I9R4GgICVo0LslSKO4JlhCR9AwBwWq0wRMXWOXZUarDPgY43Q1Qs7BVlNT05AOCyXTrH1dZfrw9PrYNB0iNYowwbrP764al1MAdXgKwElUoFIoJKqEAywRxc70OkGWOMMcZYM/N1js9eALsBZAAIucortIFjMFz/c3w+KsiGQSUhWC1BRYRgtYSYSA2yUgrqHEsndcWMf8/Aos8X4NUFs/DEH/shOEwFpwNwuQRcThmtWlsx8pEiDP5FLk7+7wTKC5SEJmmdQvGn0fEwhUooMrtgCpXwyqNt8Mq4JJhCJeijAL3ViM6VwQhXOWFXVUK2xGGQjZBgd0MIAafVApfdhuRBwxvtZ5Y8aDhcdhucVku957ja+uuVW3UBBqludjmDZEBu1QVUyJXoYEqERi3B4XZCo5bQwZSICtnviW8YY4wxxth18DWd9V1+LsdPxvU+xyfXbkGUVPeBvDHhWti72xD+jbrBY/Xor8ez/4jA0r+Z8eNxJ+Lb2DB0lBmRsRJCTFo4bU5kZ2SjTa82CIsJQ1qnUKR1ujx2rV5Wk5Fub9uajHStTCfrZFTrNqJxM6rFdO6JXg9PbPAcV1t/vRKNcSi2l9b09ACAxWVBojEOAFBsL0WnVm1q1lU6q5Coi7uhczLGGGOMMf+47nTWDR6QKFII4fMTq29G/k5nfT2eyTqAYqcDwepLsWql24VIjRb/TO7j83FO/u8ErGYrXHYXXM5Lc3wknYTkWzsiLCasUcsdyKrn+BgkPQySARaXBRaXDS+nTAGABtfdGpPSvAVnrJlwOmvGGGPNrVHSWRORloju9bwue7okEUlE9DyAU9dfVNaQR2PawCK7UOl2QRYClW4XLLILj8a0ufrOtVSWVcFuccDlUoamCVl5uewuZGdk1wx7Y8CtMSl4OWUKInURKLKVIFIXURPYXGkdY4wxxhi7+fg01I2IOgPYCiDRsyibiAYLIc541t8PYB6AjgDO+qGcP3n9QiPxYuIt+KggG7l2CxJ1Bjwb0xH9QiOv6TjCLQMQgKenj1SE6l4/tVqFi1n53OtTS3WQc63rGGOMMcbYzcXXHp85AIIB/AbAWABuAP8gIg0RLQawEUAMgD8B6OKHcrYo6xea8VifPIxsfw6P9cnD+oVmn/brFxqJfyb3wbpuA/DP5D7oFxqJw9/Y8NeJxXhm6EX8dWJxvQ9Crb1NWZGS1U3ISrBTHfQQEVSSGvaqKz+H1pfzMcbYT0Vqamrn+++/v31965YvXx6m0Wj65Ofnq61WK4WEhKR06tSp65WOd+TIEZ1er+/jdDob3MbpdIKIUjdv3hxyg8X/SYiPj+9BRKlElKpSqVINBkPvPn36dFmzZk2o9zYbN2687Ge6evXqUCJKfeCBB9p5r7PZbJScnNztD3/4Q2t/16Ol8kf7LF++PKxTp05d9Xp9ny5dunRduXIlJ966Qb60U79+/TpXb0NEqZIkpbZq1arnpEmTEux2+2XpoOfPn29KTU3t3JT18DXwuR3ATCHE+0KITwBMBDAEwIcAHgOwCECyEOLvQgh+guMVrF9oxpK/mmGtlKE3EKyVMpb81exz8FPb4W9sWDijHGVFbkREq1BW5MbCGeV1ghHvbUqLtSgplgAQIDwBj1oFtUYN2eWGzqi7ofMxxthPSXp6esnOnTvDLBbLZf/UV65cGTFw4EBzbGyse+XKlWGhoaHuM2fOBO3Zs+ey4eIAkJWVpRk+fHhyfRcI7MbMmDHjXHZ2dsaZM2cyd+3adbxfv36V6enpHdevX19zIS1JktiwYUO4975r164Nb+gRHi+88ELc6dOnr+3p4+wyjdk++/fv1z/xxBMdnnjiicIDBw4c+eUvf1n86KOPJh87dkzrvS+7Nr6004QJEwqys7MzsrOzM06dOpX5xhtvZC9btix6+vTpdZ4xsmnTppDnn3/+2uZrNAJfA58IKKmsq30PIAjAYACDhRCTAj2hQVNZ804l1BpAq1NBRQStTgW1Rll+rTZ9UAW9kWAIUYFUyle9kbDpg6oGtzl/LhxEKlSYNVBJamWoG5TkBm63jFbJDT/7xpfzMcbYT8n48eNLHA4HrVmzps4YYavVStu2bQt/5JFHigFg+fLlpkGDBpX37NmzatGiRZeNUV66dGl4v379umq1Wn4wuB+Ehoa6k5KSXG3btnWmpaXZ3n333XPDhg0rmTZtWvUQfqSlpVV+8cUXddpRlmVs27YtvGfPnpf9o/vuu++CPv7446h27drx3b8b1Jjtc/bsWe0TTzxR8NJLLxV27drV8corr1wMCgqSd+/efX0PE2Q1fGkno9HoTkpKciUlJbnatWvnHDt2bPkDDzxQvGnTpojqbZ5//vm4hx56qGNiYuKVhxn5ga+BjxpA7cJVf8ifF0LsaNwitWwVZTIkbd07R5KWUFEmX3XfveZiPJN1AKOO7sEzWQdwVFWCIGPdYwUZCfk5l7K15ee46mxTWmLAiWORKCnWQKOXoNaokRUi8GZ4OabHlOL/zKex11x/DOt9rPrOxxhjPyWxsbHugQMHmtesWRNRe/maNWvChBD0yCOPlJWWlqp27twZftddd1UMHTq0bP369SbvXp3PP/889OWXXz7/j3/8I7e+80ydOjXOZDL1ioiI6PX2229H+bNOPxWTJ08uPHXqVNCRI0d0AHDPPfeU5+fna/fv31/Tg7Njxw5jaGiou0OHDnWCG5fLhV//+tdtZ8yYcS4iIoL/CfrB9bbP6NGjze+99945ALDb7fTGG29EORwOuuuuu/hBe37g3U71kSQJWq225kL366+/Dlm/fv3JYcOGlXlvGx8f32Pu3LlR3bt3v0Wv1/cZMGBAx5MnT2qHDBnSISgoqPctt9zS9cCBA9fdy+pzVrcGHLnB/X9yQsJVcDnq3tBzOQRCwq/cFHvNxXgt9ziKnQ5ESToUOx0488B55JjqZmGzVgnEJl3KWRGbJMFaVfd8eblBOJ0Vj96/6AP3z9phdWsXHKE6tNIbUOx04LXc4/UGP/Udy/t8jDHW3Epztgcf//Tx9hkr77nl+KePty/N2e7XO73p6eklX375ZZjNZqsJZj755JOIoUOHlgYHB4uPPvoowu12Y9SoUeaHHnqorKysTFq5cmWdO9fLli3Lef755+tN5T137tyohQsXtvr3v/99dsuWLSeXLl0a0IGPteRCcOHxr9rnH9p6S+Hxr9pbSy40y534lJQUKwBkZGToASAsLMzdr1+/ijVr1oRXb7N27drw++67r8x73xkzZsRGRES4nn766ZKmKm9TyTy9NfjNVaPb/3nRrbe8uWp0+8zTWwOufQDg4MGDeqPR2OcPf/hDmz/84Q8XunTp0qKmYuw892Xwr78c1/4Xmwbd8usvx7Xfee7Lm6KdanO5XNiyZUvw+vXrTbXb6dtvvz153333NRiIvv766/GvvPLK+S+++OKHI0eOGNPS0roOGTKkfPfu3cfVarV48cUX46+3vNcS+NTX/c5d8tdo9FPBcDsBh12GLAQcdhlup7L8Sj4qyIZBJSFYLUFFhGC1hJhIDbJSCmCpkCFkAUuFDFuVwPAJlx64OXyCEbYq0eA29R3XoJLwUUH2ZWW42rEYY6y5leZsD8759rVEl71UkoIinS57qZTz7WuJ/gx+xo4dWybLMm3YsCEUACwWC23fvj380UcfLQGAlStXmm699daKyMhId2pqqq1du3a2Dz/80OeUnIsXL47+9a9/XfDII4+U33777dYFCxac9VNV/M5aciG4PCczUXY6JJWkc8pOh1Sek5nYHMFPZGSkGwDMZrO6etmwYcPKPv/88/Dq95999ln4ww8/XFp7v8zMTN38+fNbvf/++5f/owxwmae3Bq/eOSOx0loihRiinJXWEmn1zhmJzRH8XG/7VEtMTHTu2rXr2F/+8pecv//9760XL14cXt92gWjnuS+D/3ZwdmKpvVQy6SKdpfZS6W8HZyc2R/Dj3U7vvPNOrMFg6G0wGHrr9frUBx98sNPQoUPLZs6cedHXYz700EPFDz74oPnOO++03HrrrRWdOnWyTp06tSgtLc328MMPF9/IvLprCXz+QUQbiWgjgPWeZW9WL6v12nC9hfkpGDkxFI+/FIqgYBVsFoGgYBUefykUIydeOeFIrt0Cg0pdZ1lMuBbG7m6ER6lRWigjPEqNibPC0KP/pd+HHv31mDgrrMFt6juuQaVGrt1yWRmudizGGGtu+UeWxKg0QW61xigTEdQao6zSBLnzjyyJ8dc5Q0JC5MGDB5etXr06AgBWrlwZZjAY3MOHDzfn5eVJ33zzTcjw4cPLqrf/xS9+UbZz586wCxcu+NRdfvr0aX1KSkrNH+W0tDSbTqcLyBuPlRezYkgluVVqSVaS60gyqSR35cUsv7VPQ0pKStSA0pNQveyXv/xlWWZmpjEvL0/KzMzUWa1W1Z133lnzs5dlGb/61a/aPvfccxc6d+7conoQAGD7gQUxWk2QW68NlolU0GuDZa0myL39wIKAaJ/aoqKi3HfccYf1pZdeKnzooYeK5s+f36qpyu5vS098EKNXB7mNnr9zRo1R1quD3EtPfNDs7TRmzJiivXv3Htu7d++x48ePHy4vLz+4atWqs0FBQT7/zWrfvn3N9Bq9Xi8nJCTUvA8KChIOh+O6E8D4OkZpN5TendppBHd5vnI6zWs0cuLVAx1viTplGFqw+lKTWWQ3OpmMeGnhlW8c9uivbzA4aei4ibp6kw5d8ViMMdbcHJV5Oikosk4uaJVkkB1VeQ2nrGwE48aNK540aVJ7p9OJVatWmUaMGFEqSRKWLFkS4Xa76aWXXkp6+eWXkwDlMQKyLGPRokWm6dOnF/hy/OpHD1RTq9UBGfi47RadStLVaR9SqWW33eLX9qnP999/bwCAPn36WKuXdejQwdm5c2fL6tWrwwoKCqShQ4eW1d4nKytLe+DAgeBjx44Z5syZEw8AdrtdlZmZady3b59x9+7dAf0Q9xLzOV2IIapO++g0BrnEfD4g2gdQkk6YzWbVPffcU5PwoGvXrrbvv/++xVyvXrDk6Uy6un/nDJJBvmDx79+5+ni3U0REhKt79+43lLRAkqQ6f99UqhudmVPr2L5sJIS4q9HOyK7LozFt8FrucQBKj4xFdsMiu/BsTMeabXJ/cOHQNhfKCwXCogkpgyUkdrlyE/tyXMYYCxTa4NZ2l71UUmuMNRNpZZdFpTW29mv2oFGjRpknT54sNm7cGLpz586wzz///AQArFq1KjItLa3y3//+d51hUePHj2+/fPnySF8Cn44dO1r37t1rfPzxx8sA5Vk/Foul8a4EmpBaZ7DLTodEaqmmfYTsVql1hibP7rRo0aLIbt26Wbznftx3331lW7ZsCS8sLNTMmjXrfO117dq1cxw+fLjO/OYxY8a079u3b+WMGTPym6Lc/mQKTbBXWkskvTa4pn3sTovKFBofEO0DAMuWLYvYunVr+IkTJ45VLztw4IAhOTnZ6r1toIoztLaX2kslY62/cxaXRRVn8O/fufo01E43q2ualU5KovR7ANwPoDr3dg6ALQD+K4S4emoydl36hUbixcRb8FFBNnLtFiTqDHg2piP6hSq9Pbk/uLDrYyc0esAYBljMArs+duJnY3HF4Odqx72S07kX8fXBUygpr4QpLBh39O6IDomB3ZPs/LoU9oXnIWdboWoTBN3EeGjuiLj6joyxm0Js98cLcr59LRFQenpkl0UlO63q2NTn8vx5Xo1Gg2HDhpVOnz49ISYmxjFw4EDLyZMntYcOHTK+++67Z9LS0upkBXvyyScLpk6d2ub777/Xe6/z9pvf/KZg2rRpbVJTUy09evSw/va3v01qzDugTSm4VXJBeU5mogylp0fIbpWQXergVl392j5ms1mdk5MjCSHo4sWL0rvvvhu1efNm0/r16096bzt69Oiy+fPnx+r1evnee++tqL1Oo9HA+262TqeTTSaTu127dg0/dTZA3N1nUsHqnTMSAaWnx+60qBxOq/ruOyYFRPsAwOTJk4sWLlzY6ne/+138pEmTijZs2BC2efNm0/bt23/wZx2a0mOdJxT87eDsREDp6bG4LCqb26p+rPPzN0073ax8DnyIqB2AjwHcCmXYWwkAF5Qg6GkA+4noESHEaX8UtCU5/I0Nmz6oQn6OC7FJEoZPMDY4fMzpkuFwCchCoJs2HHMSwyALgiwEVERwumRoJBUObXNBowd0QcqwR10QAAgc2uZCWanriufrFxrpU6BTu+wXKwoR1P00ImM0MEXpUWmxYdPOgxh+V++ADX6cX5fCOj0LZFSDYrQQRQ5Yp2cBs5M5+GEsQEQk3V0JIDf/yJIYR1WeTmtsbY9NfS7Ps9yvxo8fX7x06dLoqVOn5gHAkiVLTKGhoe7HHnuszHvbiRMnlsycOTNh4cKFUWlpaeeudNynn366pKioSHrhhRcSbTab6rnnnrtw7Nix+scj3+SCTHGVAHIrL2bFuO0WnVpnsAe36prnWe43s2bNSpg1a1YCAJhMJle3bt0smzdvPjl06NDLztu/f39rRESE67bbbqvQaDT+LNZNp2eHoZUAcrcfWBBTYj6vM4XG2+++Y1KeZ7nfNGb7dO3a1bFu3bpTU6dOTVy4cGGrhIQE++LFi08PGDCg3rlAgeiuhJ9XAshdeuKDmAuWPF2cobX9sc7P53mW+821tNPNirzHDde7EVEYLj20dDqAdUIIs2edAcAIAK9BCYRSq9cFqr59+4p9+/b55diHv7Fh4Yxy6I2EICPBWiVgqxL1JglwumTYnJc60WShRJwqALUfIq3XqPDJq3YYw4DaTy8WQqDovMDhwxU+ne9ayk7dDkNWOeC2q9GmswYhESrY7E4EG/QYP2LA9fxoml3lE0cgihygkEv3A0SFCxSlRfDi7s1YMsYCAxHtF0L0vd79MzIyzvbq1avelM6MMcaYLzIyMqJ69erVtr51vvaVPwsliUF/IcSS2oGNEMIihFgBoD+UwOjZGyxvi7bpgyrojQRDiAqkUr7qjYRNH1z2UGg4XEpQSkR1AxqvZQ6XMqfH4TVYwmEDyopdPp/vWsoOnRUqqKGWCBdzlWe36bQSSswBE/RfRs62Asa6Ge5gVEPO5odyM8YYY4wFOl+Huv0SwDwhRIPd8UKIfCKaC+DXAF5tjMK1RPk5LkRE1403g4yE/JzLH/wse/XGCa+vtbdLGSxh18dOVJorUZifB6dNQKcPRnZuKaLi2tTZvqHz1Xbwm0NY+591yMu+gNZt4vDgr0YhPyeupuzkCIJQO6CCBJtVKZHd4YIptFmen9UoVG2CIIocQK0eH1S5oWrDWewYY4wxxgKdrz0+7aAMdbuaA55tWQNikyRYq+qGLtYqgdiky2NQFRGEANyygEu+tI938nIVERK7SGjdMwfZZ05Cduqh0jhwsXIjfjw/H/l5dRLQNHi+age/OYS3Z85HSWEpTNEmlBSW4u2Z86Exnqgpu1SUCKF2Q4YLuiDAZnfC4XThjt6Bmw1ONzEeosoNUeGCkIXytcoN3cTrfkAwY4wxxhi7Sfga+FgBhPmwXTiAgJ7f42/DJxhhqxKwVMgQsvLVViUwfILxsm1VJCDj8h4eQJm/Uz0/SyspodCOLz5GsXMFytT/QTmthdpQgJh4I87nfe7T+aqt/c86BBn0MIYYQSqCMcSIIIMeTvqipuzqigiIrGS4rRqEtnIj2KAP6MQGAKC5IwJBs5NBUVqIAicoSosgTmzAGGOMMdYi+DrU7XsAYwBsuMp24wD4JytAC9Gjvx4TZ6FulrVp9Wd1kwWBPGGPgNLTUzsIUhFBKxE0khK/5mVfgCnaVOcY0XFGOOzFCI9SX/V81eo7jsFoQElRAZ6bFVar7NEY/mDbFvVAU80dERzoMMYYY4y1QL4GPm8B+JSI/ieEeLu+DYjoTwAegvKcH3YFPfrrGwwWbF+XouzFU3D9UIWgjSkQpU5I7Q2Q2gQBuPT07pCgy5uudZs4lBSWwhhyqTfHUmVBh66t8dIC39JVX+k4rZPirlh21vhKnMXIcebCKlsQpDIgSZMIk8b3tmSMMcYYYwqfhroJIT4HMAfAW0R0iIheI6LfENGviWgWEWUA+CuAV4QQ2/1Z4JbM9nUpSn5zHK6jVYAMyLk2QKeC62QVXNmXHjisIu9ZPooHfzUKVosNVRVVELJAVUUVrBYbHvzVqGsqR2Mdh92YEmcxTtpPwiEc0JIODuHASftJlDiLm7tojDHGGGMBx+dHPwshXgSQDmW01Z8AvANgIYD/A2AD8IAQYpY/CvlTUPFVCc4+cRRFZ6wot8uwCwHnhxdABjVgVMN91nrZnB5vvfun4Hczp8AUHYGSohKYoiPwu5lT0Lt/yjWVpbGOc7Or+KoEZ8YexvH+e3Fm7GFUfFXS3EWqI8eZCxWpIZEEIoJEElSkRo4zt7mLxhhjjDEWcHwd6gYAEEKsArCKiKIAtIUy7SRbCFHgh7L9ZFR8VYJz07LgLnOBALgFUGUTwP/KgL+cgeax1qA2+svm9NSnd/+URglQGus4N6vqn7nKqIbUSgtngQPnpmUh4W/JCBlouvoBmoBVtkBLujrL1FDDKlsb2IMxxhhjjDXE5x6f2oQQRUKIfUKI7znouXGF75yHyqiGOkQNUnkaRQA2m4D8tRn2KT/APuEYjHr1FYMe5ruan3moBFIR1KESVEY1Ct8539xFqxGkMsANd51lbrgRpApqphIxxuoTHx/fg4hSiShVpVKlGgyG3n369OmyZs2aUO9tNm7cGOK9/+rVq0OJKPWBBx6oeRzE2bNnNYMHD+4QFBTUOy4ursfrr78e3VT1aUlSU1M733///e3rW7d8+fIwjUbTJz8/Xw0A77zzjiklJaWL0WjsHR0d3XP48OHtjh49Wufu00svvRQbGxvbMygoqPfAgQM7Hj58uGZ9fHx8j3nz5kX5t0Ytjz8+Pxs2bAjp3r37LQaDoXfbtm27v/HGG9wuN8iXdgIAq9VK06ZNi2vfvn23oKCg3gkJCT2mTJkSX1paWnMBW15erho/fnxSTExMz7CwsJQhQ4Z0+PHHHzVNUQ++ir4J2H+0otIVjLOiE05pUpAtdUYVhcItezaQAd39PKG9Mdl/tEIVrK6zTBWshuPHm6c3JUmTCFm44RIuCCHgEi7Iwo0kTWJzF40x5mXGjBnnsrOzM86cOZO5a9eu4/369atMT0/vuH79+poLNUmSxIYNG8K99127dm041Zq76Xa7cf/99yfbbDbV119/fXzmzJnn//znPyeuW7cu1HtfdmXp6eklO3fuDLNYLJeNEV+5cmXEwIEDzbGxse5JkyYlvPjii0njxo0r+vbbb4+tWbMmq6qqSj1o0KDOWVlZGgCYN29e1DvvvNPqX//619m9e/ceCw8Pdw0fPryj2+2+/MTsmjTm5+fw4cO69PT0jsOGDSvdu3fvsT/96U95L7zwQtLHH3/sy2NZ2BVcrZ1sNhvdcccdndevXx/x6quvnjt48ODRt956K3vr1q3hQ4cO7eh0OgEAkyZNSvzmm29Cli1bdnrbtm0/2Gw21fDhw5Ob4rN0TUPdmH/YQk3IPRIFtVZAgg0uaJGvaYfWzh8BVAIArCsv4uL3FZDaBME4MR56Trl8Q3TtguAscEAdeukjIFe6oW138/SmmDSR6IROnqxuVgSpgpCk5axujN2MQkND3UlJSS4AaNu2rTMtLe1cfn6+Ztq0aYkjR448BgBpaWmVX3zxRRiAmol6sixj27Zt4T179qyqXrZ69eqw7Oxs/fbt2zNbtWrl7tOnj23Xrl3BX3/9tXHUqFH8rLxrMH78+JKXX345cc2aNWGPPfZYWfVyq9VK27ZtC583b1721q1bg99///1WW7ZsOXHfffdVVm/z6aefnu7SpUu3GTNmxC1btiynoqJCNXPmzHMPPfSQGQCmT5+ef9ttt3XNzc3VtG3b1tkM1WsxGvPzs3TpUlOXLl0sr7/+ej4AdO/e3b579+6Qjz/+OHLs2LHlTVy1FuVq7TRjxoxWZ8+e1R07duxIbGysGwC6dOni6NKlS1avXr26L168OGL8+PFlGzduNH300Uen77nnnioA+PDDD8+2a9euZ2Zmpr537942f9aBe3xuAuWaOKjggsrpBGnzoY79ElLCOhQlnEKF3vMZNctQxWjhLnKgfHoWbF+XNm+hA1z0U/FwXbSj6rsyVHxVgqrvyuC6aEf0U/HNXbQ6TJpIpBhS0D+4P1IMKRz0MBZAJk+eXHjq1KmgI0eO6ADgnnvuKc/Pz9fu37+/5pkAO3bsMIaGhro7dOhQ88/+yy+/DLn11lvNrVq1qrn9+fHHH+fMnTv3QtPWIPDFxsa6Bw4caF6zZk2du4Vr1qwJE0LQI488Uvaf//wnskePHlW1gx4A0Ov14pNPPjk9a9asCwAwY8aMgmeffbYYAIqLi9VvvfVWTHJysi0xMZGDHj+43s/Po48+WvL222/n1D4WEcFms9WfGYrdkNrttGLFiqgxY8YUVQc91bp162bfsmXLiQcffNAshMBHH310evDgwTWft+oeO6vV6vc2uuYeHyL6AMCrQogfSSnpIgAzhRA5V9mVNaC82IWKkAvQWSqgjzkMWahAQoJQO3DBVASUJCHEFgZSEShEggygauF57vW5QUqSPPJ84MjzvmmdPpGJ/23fiJLCCzBFx+H2u0egQ+eeTV8QxlqQwrzdweeyVsTYLBd0ekOcPSF5TEF06zsrr75n40pJSbECQEZGhh4AwsLC3P369atYs2ZNeGpqaj6gDNO57777yvLy8mrGt//444+6hIQExzPPPNN65cqVUcHBwe6nn3764u9///uipq6DP+w6Uha8bEdhzIUShy7OpLWPGxRd8LPu4X5rn/T09JKpU6cm2Ww20uv1AgA++eSTiKFDh5YGBweLo0ePGvr06VPv+W+99dbLxj/PnTs36o9//GMbrVYr1q5de1KtVte3a8A6eCoveOv3WTFFZosuKtRgH5qWXNC7Y+uA+fz07NnTXvs4ubm50qZNmyKef/75FnXjwJZVFGzdnxfjNtt06lC9PSi1dYE+OarZ2unQoUNBOTk5un79+lXVt93QoUNryjZ69Og6Pddz5syJCQ8Pd6Wmpvq1twfwsceHiI4S0UIimgDgcQDVkyxVnvc8aew6nT6RiQL7YVjcdgjTUTjULjglGQ7JDbdahkpWozj0Yp19yKiGK9vvvxstWuE756GJ1cF4axiCB0TAeGsYNLG6Jk1ucPpEJjZ/sgCV5jKEhJlQaS7D5k8W4PSJzCYrA2v59uZ/g2d2T8KoT+/FM7snYW/+N81dJL8qzNsdnJX5RqLDXipptCanw14qZWW+kViYtzu4qcsSGRnpBgCz2VxzZTxs2LCyzz//PLz6/WeffRb+8MMP1+nCr6qqUq9duzYyPz9fs2rVqqynnnrq4gsvvJC0dOnScAS4XUfKgueuPZ9YWumSTCGSs7TSJc1dez5x15Eyv7XP2LFjy2RZpg0bNoQCgMVioe3bt4c/+uijJQBQUVGhDgsL83lywYgRI8xfffXV8YcffrhozJgxyT/88IPWX2VvagdP5QUv+zIzscJql0INWmeF1S4t+zIz8eCpvID5/NRmNptVDzzwQHJ0dLTz+eefL/RrgZuQLasouHLHmUTZ4pAoSOOULQ6pcseZRFtWUbO1U0VFhQoAwsPDr2mizuLFi8Pfe++92JkzZ57T6XR+vwXt61C3mQDMAJ6EksJ6BxF9DWCeZ31bImpZtzyayP+2b8TFNhugdgdBAwcE1IBQg4Qa1uA8qIQKDo29Tt+cqHJDaqNv+KDsqm6G5Ab/274RWp0e+iADiAj6IAO0Oj3+t31jk5WBtWx787/BawdmodhWhCh9NIptRXjtwKwWHfycy1oRo1Lr3ZJklIkIkmSUVWq9+1zWipimLktJSYkaUO5UVy/75S9/WZaZmWnMy8uTMjMzdVarVXXnnXdaau+nVqtFaGio++OPP84eOHCg5fnnny9KT08veu+99wI+s9uyHYUxeo3KbdSrZSKCUa+W9RqVe9mOQr+1T0hIiDx48OCy1atXRwDAypUrwwwGg3v48OFmAIiIiHCVlpb6PAKmU6dOjgEDBlg+/PDDnJiYGOeCBQtazM3frd9nxeg0ardeK8lEBL1WknUatXvr91kB8/mpVlxcrB40aFDH3Nxc7aZNm7JCQkLk+rYLRNb9eTEkqdzkaSfSSjJJKrd1f16ztVP1z7ekpMTnz9KCBQsiJk6c2H7ixIkXq4eR+ptPgY8QYpUQ4nkhxO2eRU8DWAwgGEogtApAFREdJKIlfinpdSIiHREtIKJSIsonomnNXabaSgovwGzKRF7PxXCSBJVQQahcsIXkwKkrh0wytE4d1Al6CFlArnBBVLlhnHhzzUUJNLp2QZAr696U8DW5wYmcPXh3/eN4dcldeHf94ziRs+e6ylBSeAE6fd3z6fRBKCnMv67jMebto5P/gUEyIFgTAhWpEKwJgUEy4KOT/2nuovmNzXJBp1Yb6lzgqNUG2Wa5oGtoH3/5/vvvDQDQp0+fmjsqHTp0cHbu3NmyevXqsJUrV4YPHTq0zHu/2NhYZ5s2bWySdOn6oXPnzra8vLyA71m4UOLQGXSqOu1j0KnkC6UOv7bPuHHjiv/73/+GO51OrFq1yjRixIjS6p9vSkpK1cGDB4317Tdv3ryoxx57LAkA1q1bF1o93wQAVCoVOnToYCsqKmoxiaKKzBadTqOu0z46jVouMlsC5vMDABcuXJAGDhzYKTc3V7dt27YT3bp1s9e3XaBym206eLUTNGrZbbY1Wzv17dvX0qlTJ+t3331X72fp8ccfT5w7d27NTYJ58+ZFPfXUU+1/9atfFbz77rvnmqq8vg516+vVo3NMCLEQwG887wcASAPwNwBNVngf/R3A7QAGQynvdCIa07xFusQUHQe1JKEq+ghOd9kJR2g2HCFn4dZUQHJrIGtltB7YFdqeIZALnFBHaRE2O5nn99yg6KfiIVe54Ta7IGQBt9kFucp91eQGJ3L2YOWOl2G2FCLMGA2zpRArd7x8XcGPKToOdlvdHia7zQpTdOw1H4ux+uRW5sAg1f0fZJCMyK1suVMy9YY4u9ttqfO/ze22qPSGuCa/8Fm0aFFkt27dLF26dHHUXn7fffeVbdmyJfzTTz+NGD16dJn3frfddlvlyZMnDXa7vWai77Fjx/QJCQkO720DTZxJa7fY5TrtY7HLqrgIrV/bZ9SoUWaVSiU2btwYunPnzrAnnnii5u7yE088UXzs2DHDli1b6gwTqqyspLfffruV0+kkAJg9e3bc3Llza+6oO51OHD9+POiWW265eZ6DcIOiQg12u9Ndp33sTrcqKtQQMJ8fm81G9957b3Jpaam0Y8eOE7169WpRQQ8AqEP1dni1E5xulTpU36ztlJ6eXrxy5crIixcv1hlSc/DgQf3y5cujjUajDAAffvhh+NSpU9tMmTIlf8GCBU0aN/g61O1LAGYi2g1AAPg5ESV7vgcAmxDisBBiuRDiZX8U9HoQkRHARADPCSH2CyE2QAnOfttcZTqUcwxzvlqFP365FHO+WoW4vv0RHBIOWRYoM5biTPwZODUOaGUdTB1ao9eiB9B+4UBELu6OVjv6InJxdw56GkHIQBMS/pYMTYwW7osOaGK0SPhbMkIGmq64344DC6HTGBGkCwGRCkG6EOg0Ruw4sPCay3D73SPgsNtgs1oghIDNaoHDbsPtd4+43moxVkdicBIsrrrzTC2uKiQGJzVTifwvIXlMgey2qV2uKpUQAi5XlUp229QJyWP8+rBts9mszsnJkbKzszV79+4NmjBhQuLmzZtNc+bMyfXedvTo0WVfffVV6NmzZ3X33ntvhff6CRMmlEiSJB555JE2mZmZuvnz55tWr14dNXny5IB/YPi4QdEFNqesrrK5VUIIVNncKptTVo8bFO3Xumk0GgwbNqx0+vTpCTExMY6BAwfWDI/62c9+Znn00UcLx44dmzxv3ryoo0eP6rZu3Ro8ePDgjhaLRf3666/nAcDkyZMLli9fHr1gwYKIgwcP6seNG9fG6XSqpkyZ0iRDdJrC0LTkArvTrbY5XCohBGwOl8rudKuHpiUHzOfn1VdfbXX06FHDu+++ezYkJMSdk5Mj5eTkSN4X44EsKLV1gXDJauFpJ+FwqYRLVgeltm7WdnrhhRcK4uPjHQMHDuy8YsWKsGPHjmmXLFkSPmzYsI5paWkVTz75ZInZbFY9++yzbe66667yP/7xjxer2ycnJ0dqisx7vnbPhgPoDqXnZACUuT6zAFRBCX6eIaIdAA5D6Q26WaLrXgB0AGrfjt8D4P+ISBJCuJqyMIdyjmHZqf3QqdQIVWtQ4XJiqzkPQ9Mn4PCW1biYl43y4DLYW7kweNhYDLxnVFMW7ycnZKDpqoGOt8LybIQZ6w6z12uNKCzPvubzd+jcE8PSJ3myuuXDFB3LWd1Yo3q006/w2oFZAJSeHourChaXBc92+lUzl8x/PNnbcr2yuuX5O6vbrFmzEmbNmpUAACaTydWtWzfL5s2bT9bOZFStf//+1oiICNdtt91WodFc/rDyiIgIeevWrSeeeuqpNmlpad2ioqKcr7/+ek5LeAaJJ3tb7rIdhTEXSh26uAitfdyg6Dx/ZnWrNn78+OKlS5dGT506Nc973eLFi3Nef/1163vvvRczffr0xODgYHf//v0rPvzww7PVz+iZOHFiaVlZmXr27NnxBQUF2t69e1d++umnJ8PCwlrM3BFP9rbc2lndHrozOc/fWd0a8/OzYcOGCLfbTSNHjuxUe3mfPn0q9+/ff8JvlWhCnuxtuV5Z3fL8ndXtau1kMBjErl27Tr744otxU6dOTSoqKtLExMQ4Ro8eXTx79ux8jUaD1atXh5SVlUk7duwIa9OmTa/ax1+3bt3JkSNHXhbMNiYS15jDl4hkALcByIQyvG0XgE8BxADoCkAnhLj8N7EZENFoAO8JIaJqLbsFwDEArYUQ9aY27Nu3r9i3b1+jl2fOV6tQ4XIiqFbqS6vbjRBJgz8NfLjRz8ca37vrH4fZUoggXc3DpGG1VyDUEI3JI2+q6W2MAVASHHx08j/IrcxBYnASHu30K/SL7e+XcxHRfiFE3+vdPyMj42yvXr1aRMpmxhhjzSMjIyOqV69ebetbdz0T8rIB2IUQNk9mt2wAfxJCHPU816fD9Re10RkAePc+Vb+vMwGMiCYBmAQASUn+GQZS5LAhVF03JtSRCkUOTk0dKAb1mYiVO5TRnHqtETZHFezOKgzq81Izl4yx+vWL7e+3QIcxxhgLJL7O8akhhGgnhMjwfC973h/1vBdCiKzGLuQNsMErwKn1vk76QyHEAiFEXyFE3+ho/2QMjdLqYRd1e8TtQkaUllNTB4rOSQPwy0F/QaghGuVVhQg1ROOXg/6CzkkDmrtojDHGGGPsClpMCsYGnAcQQURaIUR1VpBYKL0+JU1dmKFtumHZqf0AlJ4eu5Bhl914qE1KUxeF3YDOSQM40GGMMcYYCzDX3OMTYA4BcEBJylBtAID9TZ3YAABSkrpiXMdUhEgamN1OhEgajOuYipSkrk1dFMYYY4wxxn5SWnSPjxDC4nmg6nwiegJKb89UeObyNIeUpK4c6DDGGGOMMdbEWnTg4/EHAO8A2A7ADOAVIcQnzVskxhhjjDHGWFNq8YGPEMIC4HHPizHGGGOMMfYT1NLn+DDGGGOMMcYYBz6MMcYYY4yxlo8DH8YYY+wGxMfH9yCiVCJKValUqQaDoXefPn26rFmzJrT2dlarlaZNmxbXvn37bkFBQb0TEhJ6TJkyJb60tLTe/8Xz5883EVFq09Si5fKlfeLj43vMmzcvqqFj7Nmzx9CvX7/ORqOxd3x8fI8XX3wx1u12N00FGGONpsXP8bke+/fvLyKibD+fJgpAkZ/P0dS4ToGjJdaL69T82jR3AZrLjBkzzk2YMKFYlmUqLCxUL1q0KCo9Pb3j6tWrT44cObLCZrPRHXfc0bmyslL16quvnktNTbUePXpUP23atMR9+/YFf/311yc0Gk3N8c6fPy+9/PLLic1YpRblau1zpX0vXryofuCBBzoOGzas5P333z979OhR/ZQpU9oGBwfLL7/8ckFT1YExduM48KmHECLa3+cgon1CiL7+Pk9T4joFjpZYL64Ta06hoaHupKQkFwC0bdvWmZaWdi4/P18zbdq0xJEjRx6bMWNGq7Nnz+qOHTt2JDY21g0AXbp0cXTp0iWrV69e3RcvXhwxceLE0urjTZo0Kal9+/a2AwcOBDdXnVqSq7XPlfZds2ZNmCRJ4oMPPshVq9Xo2bOnPSMj4+LKlStNHPgwFlh4qBtjjDHmB5MnTy48depU0JEjR3QrVqyIGjNmTFF10FOtW7du9i1btpx48MEHzdXLli5dGv7DDz8ETZs2Lb/pS/3TUbt9rrTdkCFDKj788MMzarW6ZhkRwW63q4qLi9U6na7P+vXrQ6rX2Ww2CgkJSVmxYkWYH4vPGLsO3OPDGGOsRSn7rCi48J3cGGeuTadJ1Nujn0osCL8vqrKpy5GSkmIFgEOHDgXl5OTo+vXrV1XfdkOHDq0pW1FRkXrq1KlJS5cuPW2xWFrkzcmDPxwJ3vrN7piishJdVLjJPrT/nQW9u3RvtvbJyMjQX2m75ORkZ3JysrP6fWVlJS1dujR68ODBZZGRke6BAweWr1q1KqJ6yNy6detC1Wo1Ro0aZW74qIyx5tAi/6gGiAXNXQA/4DoFjpZYL64TQ9lnRcF5L51KdBU7JXWU1ukqdkp5L51KLPusqMmHjEVGRroBoKKiQgUA4eHhV50N/9RTTyUOGTKkbMiQIfUGSYHu4A9Hgpd9tj6xoqpCCjUGOyuqKqRln61PPPjDkWZrH7PZrL7attVcLhdGjx7d3mq1ql555ZULAJCenl7yxRdfhFcnO1i1alXEvffeW6rT6YRfCs4Yu24c+DQTIUSLu6DhOgWOllgvrhMDgMJ3cmPIoHargyWZVAR1sCSTQe0ufCc3pqnLUlJSogaAkJAQ2fP+iqMs1q1bF7pnz56Qf/7zn+eaonzNYes3u2N0Go1br9PLRAS9Ti/rNBr31m92N1v7hIWF+ZSezWaz0bBhw9rv2bMndNWqVVnVc4bGjBlTXlVVpd62bVuwzWajbdu2hT/yyCMl/iw7Y+z68FA3xhhjLYYz16ZTR2mdtZepDGrZmWu74jwOf/j+++8NANC3b19Lp06drN99951xwoQJpd7bPf7444k9evSwfvvtt8GFhYWa+Pj4XgAgyzIBgMFg6L127dpT9957b5MPB2tsRWUlulBjcJ320Wl1clFZSbO1T58+faxX27ayspLuu+++5EOHDhnXrVt38u67767pkQsJCZF//vOfl61cuTKitLRUrdVqxf3333/FTHGMsebBPT6MMcZaDE2i3i5b3HX+t8kWt0qTqLc3dVkWLVoU2a1bN0uXLl0c6enpxStXroy8ePFinWFVBw8e1C9fvjzaaDTKb7311rlDhw4d3bt377G9e/cemzt3bjYA7N2799iAAQNaxNC3qHCT3e6w12kfu8Ouigo3NWv7XG3bBx98sH1GRoZx8+bNJ+sbhjhmzJiS//73v2Hr168Pv//++0skie8rM3Yz4sCnCRGRjogWEFEpEeUT0bTmLtOVeMp7hIgG11rWhoi+IKIqIjpORPd57TOIiDKJyEJEO4ko2Wv974joHBFVENF/iMjYRHXpQESbPD/7c0T0DyLSB3KdPOfuQkTbiKiSiLKJ6I+11gVsvWqV4X0i2lnrfcDWiYjGEpHweq0P9HrdbKKfSiwQFrfaXelSCVnAXelSCYtbHf1Uol/TDpvNZnVOTo6UnZ2t2bt3b9CECRMSN2/ebJozZ04uALzwwgsF8fHxjoEDB3ZesWJF2LFjx7RLliwJHzZsWMe0tLSKJ598siQ+Pt7VvXt3e/UrISHBAQDdu3e3BwcHt4j5IkP731lgdzrVNrtNJYSAzW5T2Z1O9dD+dzZr+wDA0aNHg1avXh1a+5WbmystXLgw4r///W/4nDlzctq1a+fIycmRcnJypLy8vJroZvTo0eby8nJp06ZNpnHjxvEwN8ZuUiREi/hbGhCI6J8A7gbwOIAEAEsBTBJCrGjWgtXDExR8DGAUgHuEENuIiAAcBHAcwKsARgD4M4BuQogfiSgRwDHPus2edT0A9BBCyET0IID/AHgMQB6AxQD2CCEm+7kuWgCHPGX7PwAxAD4AsB7A1ECsk6deGgAnAewA8FcAXaC02VOerwFZr1r1+zmAbQB2CSHuCtTfv1r1mQ2gK4AptRbbAJQHcr0aU0ZGxtlevXrd8ANbmzqrW3x8fI+8vDxt9XuTyeTq1q2b5eWXX75QO2NbcXGx+sUXX4z79NNPI4qKijQxMTGOkSNHlsyePTs/NDRU9j7u+vXrQ0aNGtVJCLHfX2VvDk2d1c2X9vHeptoHH3xw5pNPPonYunVrhPe6mJgY58WLFzOr36enp7fZvXt36Pnz5w+rVHxfmbHmkpGREdWrV6+29a3jwKeJeO7AFgEYLoTY5lk2HcC9QogBzVo4L0TUFcqFMwHoiUuBz90AtgCIEUJUeLbdBuBbIcR0InoFwN3V9SEiA4B8AA969t8NYLcQYrpn/QAoF7ZRQgi//dPznGc7AFP1eYhoLIB5AMYGYp0852oLYA6AJ4QQVs+ytVB+z1YEar085zMCyARwAYDLE/gE5O9frTqtBZAphJjptTyg69WYGivwYYwx9tN1pcCHb0k0nV4AdAD21Fq2B0AaEd1sg4EHAvgCQH+v5bcBOFh9ceaxp9Z2twHYXb1CCGEBcABAfyJSA0irvR7At1ASbPRu1NJf7gSAX3hdBAoo7RGodYIQ4qwQIl0IYSXFHQDuBPAlArheHn8BsNPzqhbodeoK5XfRW6DXizHGGAsIHPg0nTgAJUIIW61lFwFoAUQ3T5HqJ4R4TwgxzXOBVVsclKE0tV2EMmzvauvDAehrrxdCuAAU19rfL4QQhdW9bABARCoAvwXw1VXKjKusD0cz1ake56BcLH8DYDUCuF5E1B/Aw1CGIdYWyHXSAugAYBgRnSKi00T0OhHprlJuXGV9OG6e30HGGGPspnaz9TS0ZAYA3llrqt83eRrP69RQHXQ+rDfUet/Q/k1lHpS74WkA/nCVMgVKnR4A0BrAOwDeQIC2lScQWATgOSFEqTKtp0ZA1smjI5S/t1UAHoISBL0FIARK4BKo9WKMMcYCBgc+TceGyy9Eqt9796zcrGwAwryW6XCp/A3VsdizDg2sb5L6eybHvwllcvlDQoijRBTQdaomhNgH1Mz/WAIleUMg1uvPAE4JIVbVsy5g28rzuxYlhCj2LMrw/D4uB7AQAVovxhhjLJDwULemcx5AhGfIS7VYKHdmAyX15XkoZa4tFsoE9Kutr75Iq1nvmdsUWWt/v/EMb/sASsazdCHEBh/KfLX1zV2neCIa4bX4GJThkxcQmPUaC2AoKem5KwFMAzDQ833AthUA1Ap6qh0HoIEyTC1g69XI5OqHdjLGGGPXypO07bIsmdU48Gk6hwA4ANxea9kAAPs9Y/IDwbcAUryeETLAs7x6fU2GOk/vQ28o2alkAN/XXg9l8rYLSipff/sHlIvqB4UQa2stD+Q63QJgLRHF1FqWCqAQynyfQKzXXQC6A0jxvBYC2Of5PmDbiogeJKKLXjc+egMoQwDXq7ERUb7VatU3dzkYY4wFJofDoSGi8obWc+DTRDyJApYAmE9E/Tx36qcC+Gfzluya7AKQDWAxEXUjoj9ByTi10LP+AwC3EtHLnpTYiwDkQMkyBgDzATzvuQjs63n/QROkfb4NwHMAZgDYR0Sx1a9ArZPHLig9PIuJ6BYiGgbgdSgZ0QKyXkKIbCFEVvULQCkAq+f7gKyTxy4o6eEXEFEnIrofwN89r50BXK9G5XK5Zp09e1ZbVVUVxD0/jDHGroUsy5SXlxfsdrsXN7QNP8enCXnu1L4DYDQAM4B/CCH+0bylujIiEvA8x8fzPhnKhdetAE4D+L0Q4ota298HZXJ9EpQ71ROFEKdrrf8TlIQCOgDrAEypfgaNH+swF8DzDazWAGiLAKtTrXMnAfgXlJ6SCs/3rwshRCC2lTdSHvo5QAhxl+d9wNaJiHpDSayRBuWhpe8BeLWltFVjOXDgwFBJkmYIIWLBN+cYY4z5zg1gj8vlmpiamuqobwMOfBhjjDHGGGMtHt9NY4wxxhhjjLV4HPgwxhhjjDHGWjwOfBhjjDHGGGMtHgc+jDHGGGOMsRaPAx/GGGOMMcZYi8eBD2OMMcYYY6zF48CHMcYYY4wx1uJx4MMYC0hERM1dBsYYY4wFDg582DUhIhURmYmon+f9w0R0zIf97iWiz4momIgsRHSUiGYQUbjXdjuJSHi9XERUSEQbiKhLPdtbiahjPedM8ex/1w1V+gY0UB8LEWUQ0W/r2famrcvNhIgeAPBurfeCiKY2Y5EYY4wxdpPjwIddq+4ANAAOed73B/DNlXYgotcAfAbADOBJAMMAfAjgKQDfE1EHr12+9hy3+vVzAK8CGADgCyLSe22vB7DgJu4B8K7PCACHAbztHfzg5q/LzeL3AOJrve8PYFkzlYUxxhhjAUBq7gKwgNMfwH4hhKPW+0UNbUxEDwN4AcDvhRBv1lq1nYiWA/gfgI+J6HYhhNuzrkwI8a3XoXYRkRXAAgB3A/i01rpyAHcB+DWA96+rVv51WX2IaDuAvgB+C+BftVbd7HW5KdXz+8IYY4wxVgf3+DCfENFZIhJQhhfdUT1sC8BtABYS0eIGdn0JwGGvoAcAIITIATAdQD8A9/hQDHMDy/cA2Azg70QU68NxrhkRSUT0ZyIKbozjCSFkABkA2nit8ktdiEhNRC8R0WnPULtDRDSy1noNEb1ARCeIyEZEh4lorNcxBBE9QUQriKiCiIqI6E0ikq5lG892zxDRKSKye4Y9pvtaXiLaCeBnAO73nK+t91C3RqzPrUS027O+hIhWEZF3mzHGGGMsAHDgw3w1Ckrvzo9QgpX+ACYAsAG4HcpQtDqIKBpACpRhbg1ZB0AAuL/uriTVegV75rb8BUAOgN31HGcKlB7Mt6+pVr6LhzI0bysRhTbSMTtC+Xl680dd3gAwA8B/AAwH8B2A1UQ0wLP+QwD/B2AhlKF4XwNYRkRPeh3nTQCFAEYC+DeAZwFMvJZtiGgGgH8AWOEpy38BLPf0DvpS3ikADuLSEMIL9dT3hutDRAYoPYvnATzgWd7HU27GGGOMBRohBL/45dMLQBAAJ4DOnveTAHxzhe3ToAQ1T13luEUANnq+3+nZx/tlAbARQLLXvjsBbPZ8/4xn2xGe9yme93c1Uv1vgXKR/S2AMB/32QlgC5RARoIyPyoJwGuesj3n77oAMAFwAfi/esr2EoAenmP/xmv9cgAFANSe9wLAp17bHACwqdb7K24DIByAFcBsr20WATjtS3m9f1a1zjvV832j1KfW72//Wut/BmAWAFVTf/74xS9+8Ytf/OLXjb24x4f5hIjUUOakWACc8QwHug3APk+vTH2/S9UT9F1XObz3+j1QLjrTAPwKQAmATQAeFkJkXeE4/4LSM/Dva+2VIaKoerKv1XkBOAYgFsCtAP56DYf/BZSA0QnAASAbSs/CG6g7v8fnuniGgZ0gIrn2kLUG3ApADeVnWEMIcZcQ4q8A7vQsWuW13woA0VACvmrec2nOATB6LbvSNrdBSeCwpXavHpRewfZE1M6H8l5NY9XnB3h+94joX0R0H4BvhRAzhDJUkTHGGGMBhJMbMF+dxqX5KA6vdb8FsATAE17Lsz1fkxo6KBEZAUQByK21uFwIsc/z/T4iygGwDYAdwPiGjiWEkIloIpS79q9BGebkq1LUvSCuTxSUi2k7gLnXcOw9ULKQAUoPQiWAM0IIZ0M7+FCXLwF8gisklqjF5Pla0MD6CAAuIUSJ1/KLnq+1Ay+L1zYyLh8ye6VtIj1f/9dAWeJ8KO/VNEp9hBAVRHQngD8DeBzA0wDKiOglIcQ711k2xhhjjDUTDnyYr4YDeB3KsLS3AWihXNCnQ5mnUuS9gxDiIhF9D2AkEf1ZCCEaOK4aynCwegkhthPRIgBPEtEqIcSmK2x7mIj+DiWT3FFfKyeUjHI/NLSeiCKhBBo2AIOEEGd9PTbqBnI+u1JdhBDfecrl0/k9X6MB5FUvJKIUKL1yJQAkIjJ5BQvVyRWKr7XsPpRlFJTeFW8ncCnwqbe8QoiDVzlHo9VHCHEUQDoRaQEMhNJTN5+IDlS3AWOMMcYCAw91Yz4RQhwGEANgh+civhLKELX1Qoh9VwgEXoXy7J8/ea/wZC17HUqvxhdXKcKLUC6a53kuQq/kFQBZUHpKGosbwEkoc2zONuJxr6Yx6rIXSlsN81r+HoA/QglgAeBhr/XpUHpdTt3Aub19B2XIX4zn92af5/epO5SeFfKhvIDSHg1plPqQ8tDdAiKKFkI4hBBfAvidZ3WDvZiMMcYYuzlxjw/ziWcOT1coD94ElAvV41cargUAQohNRDQLwGtE1AfKQybLAPSGchFrBzBGCHHFeUBCiCIi+iuAOVAm/jc41EwIYSOi3wDY7kvdfCGEKMPlF9J+1xh1EUIUENG7AKYTkRPAfih1SQHwtBAik4jWQAkqQwBkQsliNsazvtHmswghCononwD+QUQRUIKcFCgZ+zYIIcwAzFcqr+dQZQBSPNn+6vS8NGJ99kIJxNYS0RwoQzyf85x7xzVWnTHGGGPNjAMf5qsOUCalH/O87w7lgvKqhBAziWgPlIvG96DMsfgRyryVNz1BhS/egpJSejoRLRFCFF7hnDuI6AMoKbcDWiPV5TkowxF/C2Wu0hEAv6g1BG8clN6l30OZh/MDgEeFEMtu4JwNmQal52WS55wXoKSVnnUN5Z0HZejh51AeaOvthusjhCghonuh9EouhTK88zsAg4UQlw3tZIwxxtjNjeqfdsEYCwSeh3m+KYRY38xFYYwxxhi7qXHgw1gAIqLpACZDSQBQASXpQl8hRH6zFowxxhhj7CbFgQ9jjDHGGGOsxeOsbowxxhhjjLEWjwMfxhhjjDHGWIvHgQ9jjDHGGGOsxePAhzHGGGOMMdbiceDDGGOMMcYYa/E48GGMMcYYY4y1eBz4MMYYY4wxxlo8DnwYY4wxxhhjLR4HPowxxhhjjLEW7/8B5aNbbYfz6dEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_glom_text = False\n", "\n", "np.random.seed(124)\n", "glom_colors = {g: np.random.uniform(0, 1, 3) for g in hemi_gloms}\n", "\n", "plt.figure()\n", "for g in gloms_with_more_than_1_pn:\n", " g_pns = df_neur_ids[(df_neur_ids.altype == 'uPN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_orns = df_neur_ids[(df_neur_ids.altype == 'ORN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_block = al_block.loc[g_orns, g_pns].sum(0).values\n", "\n", " all_pairs = []\n", " for pair in list(combinations(g_block,2)):\n", " all_pairs.append(pair)\n", " all_pairs = np.array(all_pairs)\n", " plt.scatter(all_pairs[:, 0], all_pairs[:, 1], label=g, color=glom_colors[g], alpha=0.7)\n", " \n", " if show_glom_text:\n", " for p in all_pairs:\n", " plt.text(p[0], p[1], g, ha='right', va='center', fontsize=8, color='k')\n", " \n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0, \n", " title='gloms with >1 PN', ncol=4)\n", "plt.axis('equal')\n", "plt.xlabel(r'# ORN $\\rightarrow$ PN$_1$ connections')\n", "plt.ylabel(r'# ORN $\\rightarrow$ PN$_2$ connections')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Glomerulus volumes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute hemibrain glomerulus convex hulls:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.1.0'" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_token = 'eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJlbWFpbCI6ImRsYXZyZW50QGcuaGFydmFyZC5lZHUiLCJsZXZlbCI6Im5vYXV0aCIsImltYWdlLXVybCI6Imh0dHBzOi8vbGg1Lmdvb2dsZXVzZXJjb250ZW50LmNvbS8tb2E5eHJGNkE4dU0vQUFBQUFBQUFBQUkvQUFBQUFBQUFBQUEvQU1adXVja3JCc0lUZU12bzRPQ3dvMGRsc2tSWWRWSW9Ody9zOTYtYy9waG90by5qcGc_c3o9NTA_c3o9NTAiLCJleHAiOjE3OTc3NDIyNzB9.Ub406yw82xj5o_u3sQJWBrwoWlmNJ_HYZH5OY8kvxSo'\n", "c = Client('neuprint.janelia.org', \n", " dataset='hemibrain:v1.2.1', \n", " token=my_token)\n", "c.fetch_version()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# collect vertices of glomerulus meshes\n", "glom_verts = {}\n", "for g in hemi_gloms:\n", " obj_glom = c.fetch_roi_mesh(f'AL-{g}(R)').decode('utf-8')\n", " vertices, faces = obj_data_to_mesh3d(obj_glom)\n", " glom_verts[g] = vertices" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# compute convex hulls\n", "glom_convex_hull_vols = {}\n", "for g in hemi_gloms:\n", " vertices = glom_verts[g]\n", " hull = spatial.ConvexHull(vertices)\n", " glom_convex_hull_vols[g] = hull.volume * (8/1000)**3\n", "glom_convex_hull_vols = pd.Series(glom_convex_hull_vols)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "#glom_convex_hull_vols.to_csv('glomerulus_convex_hull_volumes.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One example glomerulus:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "/* global mpl */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function () {\n", " if (typeof WebSocket !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof MozWebSocket !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert(\n", " 'Your browser does not have WebSocket support. ' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.'\n", " );\n", " }\n", "};\n", "\n", "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = this.ws.binaryType !== undefined;\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById('mpl-warnings');\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent =\n", " 'This browser does not support binary websocket messages. ' +\n", " 'Performance may be slow.';\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = document.createElement('div');\n", " this.root.setAttribute('style', 'display: inline-block');\n", " this._root_extra_style(this.root);\n", "\n", " parent_element.appendChild(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message('supports_binary', { value: fig.supports_binary });\n", " fig.send_message('send_image_mode', {});\n", " if (fig.ratio !== 1) {\n", " fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n", " }\n", " fig.send_message('refresh', {});\n", " };\n", "\n", " this.imageObj.onload = function () {\n", " if (fig.image_mode === 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function () {\n", " fig.ws.close();\n", " };\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "};\n", "\n", "mpl.figure.prototype._init_header = function () {\n", " var titlebar = document.createElement('div');\n", " titlebar.classList =\n", " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", " var titletext = document.createElement('div');\n", " titletext.classList = 'ui-dialog-title';\n", " titletext.setAttribute(\n", " 'style',\n", " 'width: 100%; text-align: center; padding: 3px;'\n", " );\n", " titlebar.appendChild(titletext);\n", " this.root.appendChild(titlebar);\n", " this.header = titletext;\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._init_canvas = function () {\n", " var fig = this;\n", "\n", " var canvas_div = (this.canvas_div = document.createElement('div'));\n", " canvas_div.setAttribute(\n", " 'style',\n", " 'border: 1px solid #ddd;' +\n", " 'box-sizing: content-box;' +\n", " 'clear: both;' +\n", " 'min-height: 1px;' +\n", " 'min-width: 1px;' +\n", " 'outline: 0;' +\n", " 'overflow: hidden;' +\n", " 'position: relative;' +\n", " 'resize: both;'\n", " );\n", "\n", " function on_keyboard_event_closure(name) {\n", " return function (event) {\n", " return fig.key_event(event, name);\n", " };\n", " }\n", "\n", " canvas_div.addEventListener(\n", " 'keydown',\n", " on_keyboard_event_closure('key_press')\n", " );\n", " canvas_div.addEventListener(\n", " 'keyup',\n", " on_keyboard_event_closure('key_release')\n", " );\n", "\n", " this._canvas_extra_style(canvas_div);\n", " this.root.appendChild(canvas_div);\n", "\n", " var canvas = (this.canvas = document.createElement('canvas'));\n", " canvas.classList.add('mpl-canvas');\n", " canvas.setAttribute('style', 'box-sizing: content-box;');\n", "\n", " this.context = canvas.getContext('2d');\n", "\n", " var backingStore =\n", " this.context.backingStorePixelRatio ||\n", " this.context.webkitBackingStorePixelRatio ||\n", " this.context.mozBackingStorePixelRatio ||\n", " this.context.msBackingStorePixelRatio ||\n", " this.context.oBackingStorePixelRatio ||\n", " this.context.backingStorePixelRatio ||\n", " 1;\n", "\n", " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", "\n", " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", " 'canvas'\n", " ));\n", " rubberband_canvas.setAttribute(\n", " 'style',\n", " 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n", " );\n", "\n", " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", " if (this.ResizeObserver === undefined) {\n", " if (window.ResizeObserver !== undefined) {\n", " this.ResizeObserver = window.ResizeObserver;\n", " } else {\n", " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", " this.ResizeObserver = obs.ResizeObserver;\n", " }\n", " }\n", "\n", " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", " var nentries = entries.length;\n", " for (var i = 0; i < nentries; i++) {\n", " var entry = entries[i];\n", " var width, height;\n", " if (entry.contentBoxSize) {\n", " if (entry.contentBoxSize instanceof Array) {\n", " // Chrome 84 implements new version of spec.\n", " width = entry.contentBoxSize[0].inlineSize;\n", " height = entry.contentBoxSize[0].blockSize;\n", " } else {\n", " // Firefox implements old version of spec.\n", " width = entry.contentBoxSize.inlineSize;\n", " height = entry.contentBoxSize.blockSize;\n", " }\n", " } else {\n", " // Chrome <84 implements even older version of spec.\n", " width = entry.contentRect.width;\n", " height = entry.contentRect.height;\n", " }\n", "\n", " // Keep the size of the canvas and rubber band canvas in sync with\n", " // the canvas container.\n", " if (entry.devicePixelContentBoxSize) {\n", " // Chrome 84 implements new version of spec.\n", " canvas.setAttribute(\n", " 'width',\n", " entry.devicePixelContentBoxSize[0].inlineSize\n", " );\n", " canvas.setAttribute(\n", " 'height',\n", " entry.devicePixelContentBoxSize[0].blockSize\n", " );\n", " } else {\n", " canvas.setAttribute('width', width * fig.ratio);\n", " canvas.setAttribute('height', height * fig.ratio);\n", " }\n", " canvas.setAttribute(\n", " 'style',\n", " 'width: ' + width + 'px; height: ' + height + 'px;'\n", " );\n", "\n", " rubberband_canvas.setAttribute('width', width);\n", " rubberband_canvas.setAttribute('height', height);\n", "\n", " // And update the size in Python. We ignore the initial 0/0 size\n", " // that occurs as the element is placed into the DOM, which should\n", " // otherwise not happen due to the minimum size styling.\n", " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", " fig.request_resize(width, height);\n", " }\n", " }\n", " });\n", " this.resizeObserverInstance.observe(canvas_div);\n", "\n", " function on_mouse_event_closure(name) {\n", " return function (event) {\n", " return fig.mouse_event(event, name);\n", " };\n", " }\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mousedown',\n", " on_mouse_event_closure('button_press')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseup',\n", " on_mouse_event_closure('button_release')\n", " );\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband_canvas.addEventListener(\n", " 'mousemove',\n", " on_mouse_event_closure('motion_notify')\n", " );\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mouseenter',\n", " on_mouse_event_closure('figure_enter')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseleave',\n", " on_mouse_event_closure('figure_leave')\n", " );\n", "\n", " canvas_div.addEventListener('wheel', function (event) {\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " on_mouse_event_closure('scroll')(event);\n", " });\n", "\n", " canvas_div.appendChild(canvas);\n", " canvas_div.appendChild(rubberband_canvas);\n", "\n", " this.rubberband_context = rubberband_canvas.getContext('2d');\n", " this.rubberband_context.strokeStyle = '#000000';\n", "\n", " this._resize_canvas = function (width, height, forward) {\n", " if (forward) {\n", " canvas_div.style.width = width + 'px';\n", " canvas_div.style.height = height + 'px';\n", " }\n", " };\n", "\n", " // Disable right mouse context menu.\n", " this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n", " event.preventDefault();\n", " return false;\n", " });\n", "\n", " function set_focus() {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "};\n", "\n", "mpl.figure.prototype._init_toolbar = function () {\n", " var fig = this;\n", "\n", " var toolbar = document.createElement('div');\n", " toolbar.classList = 'mpl-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\n", " for (var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\n", " continue;\n", " }\n", "\n", " var button = (fig.buttons[name] = document.createElement('button'));\n", " button.classList = 'mpl-widget';\n", " button.setAttribute('role', 'button');\n", " button.setAttribute('aria-disabled', 'false');\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", "\n", " var icon_img = document.createElement('img');\n", " icon_img.src = '_images/' + image + '.png';\n", " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", " icon_img.alt = tooltip;\n", " button.appendChild(icon_img);\n", "\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " var fmt_picker = document.createElement('select');\n", " fmt_picker.classList = 'mpl-widget';\n", " toolbar.appendChild(fmt_picker);\n", " this.format_dropdown = fmt_picker;\n", "\n", " for (var ind in mpl.extensions) {\n", " var fmt = mpl.extensions[ind];\n", " var option = document.createElement('option');\n", " option.selected = fmt === mpl.default_extension;\n", " option.innerHTML = fmt;\n", " fmt_picker.appendChild(option);\n", " }\n", "\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\n", "};\n", "\n", "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n", " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", " // which will in turn request a refresh of the image.\n", " this.send_message('resize', { width: x_pixels, height: y_pixels });\n", "};\n", "\n", "mpl.figure.prototype.send_message = function (type, properties) {\n", " properties['type'] = type;\n", " properties['figure_id'] = this.id;\n", " this.ws.send(JSON.stringify(properties));\n", "};\n", "\n", "mpl.figure.prototype.send_draw_message = function () {\n", " if (!this.waiting) {\n", " this.waiting = true;\n", " this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", " var format_dropdown = fig.format_dropdown;\n", " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", " fig.ondownload(fig, format);\n", "};\n", "\n", "mpl.figure.prototype.handle_resize = function (fig, msg) {\n", " var size = msg['size'];\n", " if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n", " fig._resize_canvas(size[0], size[1], msg['forward']);\n", " fig.send_message('refresh', {});\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", " var x0 = msg['x0'] / fig.ratio;\n", " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", " var x1 = msg['x1'] / fig.ratio;\n", " var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n", " x0 = Math.floor(x0) + 0.5;\n", " y0 = Math.floor(y0) + 0.5;\n", " x1 = Math.floor(x1) + 0.5;\n", " y1 = Math.floor(y1) + 0.5;\n", " var min_x = Math.min(x0, x1);\n", " var min_y = Math.min(y0, y1);\n", " var width = Math.abs(x1 - x0);\n", " var height = Math.abs(y1 - y0);\n", "\n", " fig.rubberband_context.clearRect(\n", " 0,\n", " 0,\n", " fig.canvas.width / fig.ratio,\n", " fig.canvas.height / fig.ratio\n", " );\n", "\n", " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", "};\n", "\n", "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n", " // Updates the figure title.\n", " fig.header.textContent = msg['label'];\n", "};\n", "\n", "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n", " var cursor = msg['cursor'];\n", " switch (cursor) {\n", " case 0:\n", " cursor = 'pointer';\n", " break;\n", " case 1:\n", " cursor = 'default';\n", " break;\n", " case 2:\n", " cursor = 'crosshair';\n", " break;\n", " case 3:\n", " cursor = 'move';\n", " break;\n", " }\n", " fig.rubberband_canvas.style.cursor = cursor;\n", "};\n", "\n", "mpl.figure.prototype.handle_message = function (fig, msg) {\n", " fig.message.textContent = msg['message'];\n", "};\n", "\n", "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n", " // Request the server to send over a new figure.\n", " fig.send_draw_message();\n", "};\n", "\n", "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n", " fig.image_mode = msg['mode'];\n", "};\n", "\n", "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n", " for (var key in msg) {\n", " if (!(key in fig.buttons)) {\n", " continue;\n", " }\n", " fig.buttons[key].disabled = !msg[key];\n", " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", " if (msg['mode'] === 'PAN') {\n", " fig.buttons['Pan'].classList.add('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " } else if (msg['mode'] === 'ZOOM') {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.add('active');\n", " } else {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " }\n", "};\n", "\n", "mpl.figure.prototype.updated_canvas_event = function () {\n", " // Called whenever the canvas gets updated.\n", " this.send_message('ack', {});\n", "};\n", "\n", "// A function to construct a web socket function for onmessage handling.\n", "// Called in the figure constructor.\n", "mpl.figure.prototype._make_on_message_function = function (fig) {\n", " return function socket_on_message(evt) {\n", " if (evt.data instanceof Blob) {\n", " /* FIXME: We get \"Resource interpreted as Image but\n", " * transferred with MIME type text/plain:\" errors on\n", " * Chrome. But how to set the MIME type? It doesn't seem\n", " * to be part of the websocket stream */\n", " evt.data.type = 'image/png';\n", "\n", " /* Free the memory for the previous frames */\n", " if (fig.imageObj.src) {\n", " (window.URL || window.webkitURL).revokeObjectURL(\n", " fig.imageObj.src\n", " );\n", " }\n", "\n", " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", " evt.data\n", " );\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " } else if (\n", " typeof evt.data === 'string' &&\n", " evt.data.slice(0, 21) === 'data:image/png;base64'\n", " ) {\n", " fig.imageObj.src = evt.data;\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " }\n", "\n", " var msg = JSON.parse(evt.data);\n", " var msg_type = msg['type'];\n", "\n", " // Call the \"handle_{type}\" callback, which takes\n", " // the figure and JSON message as its only arguments.\n", " try {\n", " var callback = fig['handle_' + msg_type];\n", " } catch (e) {\n", " console.log(\n", " \"No handler for the '\" + msg_type + \"' message type: \",\n", " msg\n", " );\n", " return;\n", " }\n", "\n", " if (callback) {\n", " try {\n", " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", " callback(fig, msg);\n", " } catch (e) {\n", " console.log(\n", " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", " e,\n", " e.stack,\n", " msg\n", " );\n", " }\n", " }\n", " };\n", "};\n", "\n", "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", "mpl.findpos = function (e) {\n", " //this section is from http://www.quirksmode.org/js/events_properties.html\n", " var targ;\n", " if (!e) {\n", " e = window.event;\n", " }\n", " if (e.target) {\n", " targ = e.target;\n", " } else if (e.srcElement) {\n", " targ = e.srcElement;\n", " }\n", " if (targ.nodeType === 3) {\n", " // defeat Safari bug\n", " targ = targ.parentNode;\n", " }\n", "\n", " // pageX,Y are the mouse positions relative to the document\n", " var boundingRect = targ.getBoundingClientRect();\n", " var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n", " var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n", "\n", " return { x: x, y: y };\n", "};\n", "\n", "/*\n", " * return a copy of an object with only non-object keys\n", " * we need this to avoid circular references\n", " * http://stackoverflow.com/a/24161582/3208463\n", " */\n", "function simpleKeys(original) {\n", " return Object.keys(original).reduce(function (obj, key) {\n", " if (typeof original[key] !== 'object') {\n", " obj[key] = original[key];\n", " }\n", " return obj;\n", " }, {});\n", "}\n", "\n", "mpl.figure.prototype.mouse_event = function (event, name) {\n", " var canvas_pos = mpl.findpos(event);\n", "\n", " if (name === 'button_press') {\n", " this.canvas.focus();\n", " this.canvas_div.focus();\n", " }\n", "\n", " var x = canvas_pos.x * this.ratio;\n", " var y = canvas_pos.y * this.ratio;\n", "\n", " this.send_message(name, {\n", " x: x,\n", " y: y,\n", " button: event.button,\n", " step: event.step,\n", " guiEvent: simpleKeys(event),\n", " });\n", "\n", " /* This prevents the web browser from automatically changing to\n", " * the text insertion cursor when the button is pressed. We want\n", " * to control all of the cursor setting manually through the\n", " * 'cursor' event from matplotlib */\n", " event.preventDefault();\n", " return false;\n", "};\n", "\n", "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n", " // Handle any extra behaviour associated with a key event\n", "};\n", "\n", "mpl.figure.prototype.key_event = function (event, name) {\n", " // Prevent repeat events\n", " if (name === 'key_press') {\n", " if (event.which === this._key) {\n", " return;\n", " } else {\n", " this._key = event.which;\n", " }\n", " }\n", " if (name === 'key_release') {\n", " this._key = null;\n", " }\n", "\n", " var value = '';\n", " if (event.ctrlKey && event.which !== 17) {\n", " value += 'ctrl+';\n", " }\n", " if (event.altKey && event.which !== 18) {\n", " value += 'alt+';\n", " }\n", " if (event.shiftKey && event.which !== 16) {\n", " value += 'shift+';\n", " }\n", "\n", " value += 'k';\n", " value += event.which.toString();\n", "\n", " this._key_event_extra(event, name);\n", "\n", " this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n", " return false;\n", "};\n", "\n", "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n", " if (name === 'download') {\n", " this.handle_save(this, null);\n", " } else {\n", " this.send_message('toolbar_button', { name: name });\n", " }\n", "};\n", "\n", "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n", " this.message.textContent = tooltip;\n", "};\n", "\n", "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", "// prettier-ignore\n", "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n", "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", "\n", "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", "\n", "mpl.default_extension = \"png\";/* global mpl */\n", "\n", "var comm_websocket_adapter = function (comm) {\n", " // Create a \"websocket\"-like object which calls the given IPython comm\n", " // object with the appropriate methods. Currently this is a non binary\n", " // socket, so there is still some room for performance tuning.\n", " var ws = {};\n", "\n", " ws.close = function () {\n", " comm.close();\n", " };\n", " ws.send = function (m) {\n", " //console.log('sending', m);\n", " comm.send(m);\n", " };\n", " // Register the callback with on_msg.\n", " comm.on_msg(function (msg) {\n", " //console.log('receiving', msg['content']['data'], msg);\n", " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", " ws.onmessage(msg['content']['data']);\n", " });\n", " return ws;\n", "};\n", "\n", "mpl.mpl_figure_comm = function (comm, msg) {\n", " // This is the function which gets called when the mpl process\n", " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", "\n", " var id = msg.content.data.id;\n", " // Get hold of the div created by the display call when the Comm\n", " // socket was opened in Python.\n", " var element = document.getElementById(id);\n", " var ws_proxy = comm_websocket_adapter(comm);\n", "\n", " function ondownload(figure, _format) {\n", " window.open(figure.canvas.toDataURL());\n", " }\n", "\n", " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n", "\n", " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", " // web socket which is closed, not our websocket->open comm proxy.\n", " ws_proxy.onopen();\n", "\n", " fig.parent_element = element;\n", " fig.cell_info = mpl.find_output_cell(\"
\");\n", " if (!fig.cell_info) {\n", " console.error('Failed to find cell for figure', id, fig);\n", " return;\n", " }\n", " fig.cell_info[0].output_area.element.on(\n", " 'cleared',\n", " { fig: fig },\n", " fig._remove_fig_handler\n", " );\n", "};\n", "\n", "mpl.figure.prototype.handle_close = function (fig, msg) {\n", " var width = fig.canvas.width / fig.ratio;\n", " fig.cell_info[0].output_area.element.off(\n", " 'cleared',\n", " fig._remove_fig_handler\n", " );\n", " fig.resizeObserverInstance.unobserve(fig.canvas_div);\n", "\n", " // Update the output cell to use the data from the current canvas.\n", " fig.push_to_output();\n", " var dataURL = fig.canvas.toDataURL();\n", " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", " // the notebook keyboard shortcuts fail.\n", " IPython.keyboard_manager.enable();\n", " fig.parent_element.innerHTML =\n", " '';\n", " fig.close_ws(fig, msg);\n", "};\n", "\n", "mpl.figure.prototype.close_ws = function (fig, msg) {\n", " fig.send_message('closing', msg);\n", " // fig.ws.close()\n", "};\n", "\n", "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n", " // Turn the data on the canvas into data in the output cell.\n", " var width = this.canvas.width / this.ratio;\n", " var dataURL = this.canvas.toDataURL();\n", " this.cell_info[1]['text/html'] =\n", " '';\n", "};\n", "\n", "mpl.figure.prototype.updated_canvas_event = function () {\n", " // Tell IPython that the notebook contents must change.\n", " IPython.notebook.set_dirty(true);\n", " this.send_message('ack', {});\n", " var fig = this;\n", " // Wait a second, then push the new image to the DOM so\n", " // that it is saved nicely (might be nice to debounce this).\n", " setTimeout(function () {\n", " fig.push_to_output();\n", " }, 1000);\n", "};\n", "\n", "mpl.figure.prototype._init_toolbar = function () {\n", " var fig = this;\n", "\n", " var toolbar = document.createElement('div');\n", " toolbar.classList = 'btn-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " var button;\n", " for (var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " continue;\n", " }\n", "\n", " button = fig.buttons[name] = document.createElement('button');\n", " button.classList = 'btn btn-default';\n", " button.href = '#';\n", " button.title = name;\n", " button.innerHTML = '';\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message pull-right';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\n", "\n", " // Add the close button to the window.\n", " var buttongrp = document.createElement('div');\n", " buttongrp.classList = 'btn-group inline pull-right';\n", " button = document.createElement('button');\n", " button.classList = 'btn btn-mini btn-primary';\n", " button.href = '#';\n", " button.title = 'Stop Interaction';\n", " button.innerHTML = '';\n", " button.addEventListener('click', function (_evt) {\n", " fig.handle_close(fig, {});\n", " });\n", " button.addEventListener(\n", " 'mouseover',\n", " on_mouseover_closure('Stop Interaction')\n", " );\n", " buttongrp.appendChild(button);\n", " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", "};\n", "\n", "mpl.figure.prototype._remove_fig_handler = function (event) {\n", " var fig = event.data.fig;\n", " if (event.target !== this) {\n", " // Ignore bubbled events from children.\n", " return;\n", " }\n", " fig.close_ws(fig, {});\n", "};\n", "\n", "mpl.figure.prototype._root_extra_style = function (el) {\n", " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (el) {\n", " // this is important to make the div 'focusable\n", " el.setAttribute('tabindex', 0);\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " } else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "};\n", "\n", "mpl.figure.prototype._key_event_extra = function (event, _name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager) {\n", " manager = IPython.keyboard_manager;\n", " }\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which === 13) {\n", " this.canvas_div.blur();\n", " // select the cell after this one\n", " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", " IPython.notebook.select(index + 1);\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", " fig.ondownload(fig, null);\n", "};\n", "\n", "mpl.find_output_cell = function (html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i = 0; i < ncells; i++) {\n", " var cell = cells[i];\n", " if (cell.cell_type === 'code') {\n", " for (var j = 0; j < cell.output_area.outputs.length; j++) {\n", " var data = cell.output_area.outputs[j];\n", " if (data.data) {\n", " // IPython >= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] === html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "};\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel !== null) {\n", " IPython.notebook.kernel.comm_manager.register_target(\n", " 'matplotlib',\n", " mpl.mpl_figure_comm\n", " );\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib notebook \n", "%matplotlib notebook\n", "\n", "g = 'DM1'\n", "\n", "plt.figure(figsize=(8,8))\n", "ax = plt.axes(projection='3d')\n", "plot_mesh_vertices(ax, glom_verts[g] * 8 / 1000, n_subsample=10000, alpha=0.1, color='k')\n", "ax.set_xlabel('x (um)'); ax.set_ylabel('y (um)'); ax.set_zlabel('z (um)')\n", "ax.set_title(g)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def plot_skeleton(ax, c, bodyId, label='', alpha=0.5, markersize=2):\n", " '''\n", " Given a neuron's body Id, \n", " uses Janelia API to query the neuron's skeleton,\n", " and plots it in 3d coordinates, \n", " with optional label for a legend,\n", " transparency (alpha),\n", " and marker size of the points of the skeleton (markersize)\n", " '''\n", " skel_df = c.fetch_skeleton(bodyId, heal=True, format='pandas')\n", " vals = skel_df[['x', 'y', 'z']].values\n", " ax.plot(vals[:, 0],\n", " vals[:, 1],\n", " vals[:, 2],\n", " 'o', \n", " lw=0,\n", " markersize=markersize,\n", " alpha=alpha,\n", " label=label)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "/* global mpl */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function () {\n", " if (typeof WebSocket !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof MozWebSocket !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert(\n", " 'Your browser does not have WebSocket support. ' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.'\n", " );\n", " }\n", "};\n", "\n", "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = this.ws.binaryType !== undefined;\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById('mpl-warnings');\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent =\n", " 'This browser does not support binary websocket messages. ' +\n", " 'Performance may be slow.';\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = document.createElement('div');\n", " this.root.setAttribute('style', 'display: inline-block');\n", " this._root_extra_style(this.root);\n", "\n", " parent_element.appendChild(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message('supports_binary', { value: fig.supports_binary });\n", " fig.send_message('send_image_mode', {});\n", " if (fig.ratio !== 1) {\n", " fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n", " }\n", " fig.send_message('refresh', {});\n", " };\n", "\n", " this.imageObj.onload = function () {\n", " if (fig.image_mode === 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function () {\n", " fig.ws.close();\n", " };\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "};\n", "\n", "mpl.figure.prototype._init_header = function () {\n", " var titlebar = document.createElement('div');\n", " titlebar.classList =\n", " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", " var titletext = document.createElement('div');\n", " titletext.classList = 'ui-dialog-title';\n", " titletext.setAttribute(\n", " 'style',\n", " 'width: 100%; text-align: center; padding: 3px;'\n", " );\n", " titlebar.appendChild(titletext);\n", " this.root.appendChild(titlebar);\n", " this.header = titletext;\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._init_canvas = function () {\n", " var fig = this;\n", "\n", " var canvas_div = (this.canvas_div = document.createElement('div'));\n", " canvas_div.setAttribute(\n", " 'style',\n", " 'border: 1px solid #ddd;' +\n", " 'box-sizing: content-box;' +\n", " 'clear: both;' +\n", " 'min-height: 1px;' +\n", " 'min-width: 1px;' +\n", " 'outline: 0;' +\n", " 'overflow: hidden;' +\n", " 'position: relative;' +\n", " 'resize: both;'\n", " );\n", "\n", " function on_keyboard_event_closure(name) {\n", " return function (event) {\n", " return fig.key_event(event, name);\n", " };\n", " }\n", "\n", " canvas_div.addEventListener(\n", " 'keydown',\n", " on_keyboard_event_closure('key_press')\n", " );\n", " canvas_div.addEventListener(\n", " 'keyup',\n", " on_keyboard_event_closure('key_release')\n", " );\n", "\n", " this._canvas_extra_style(canvas_div);\n", " this.root.appendChild(canvas_div);\n", "\n", " var canvas = (this.canvas = document.createElement('canvas'));\n", " canvas.classList.add('mpl-canvas');\n", " canvas.setAttribute('style', 'box-sizing: content-box;');\n", "\n", " this.context = canvas.getContext('2d');\n", "\n", " var backingStore =\n", " this.context.backingStorePixelRatio ||\n", " this.context.webkitBackingStorePixelRatio ||\n", " this.context.mozBackingStorePixelRatio ||\n", " this.context.msBackingStorePixelRatio ||\n", " this.context.oBackingStorePixelRatio ||\n", " this.context.backingStorePixelRatio ||\n", " 1;\n", "\n", " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", "\n", " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", " 'canvas'\n", " ));\n", " rubberband_canvas.setAttribute(\n", " 'style',\n", " 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n", " );\n", "\n", " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", " if (this.ResizeObserver === undefined) {\n", " if (window.ResizeObserver !== undefined) {\n", " this.ResizeObserver = window.ResizeObserver;\n", " } else {\n", " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", " this.ResizeObserver = obs.ResizeObserver;\n", " }\n", " }\n", "\n", " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", " var nentries = entries.length;\n", " for (var i = 0; i < nentries; i++) {\n", " var entry = entries[i];\n", " var width, height;\n", " if (entry.contentBoxSize) {\n", " if (entry.contentBoxSize instanceof Array) {\n", " // Chrome 84 implements new version of spec.\n", " width = entry.contentBoxSize[0].inlineSize;\n", " height = entry.contentBoxSize[0].blockSize;\n", " } else {\n", " // Firefox implements old version of spec.\n", " width = entry.contentBoxSize.inlineSize;\n", " height = entry.contentBoxSize.blockSize;\n", " }\n", " } else {\n", " // Chrome <84 implements even older version of spec.\n", " width = entry.contentRect.width;\n", " height = entry.contentRect.height;\n", " }\n", "\n", " // Keep the size of the canvas and rubber band canvas in sync with\n", " // the canvas container.\n", " if (entry.devicePixelContentBoxSize) {\n", " // Chrome 84 implements new version of spec.\n", " canvas.setAttribute(\n", " 'width',\n", " entry.devicePixelContentBoxSize[0].inlineSize\n", " );\n", " canvas.setAttribute(\n", " 'height',\n", " entry.devicePixelContentBoxSize[0].blockSize\n", " );\n", " } else {\n", " canvas.setAttribute('width', width * fig.ratio);\n", " canvas.setAttribute('height', height * fig.ratio);\n", " }\n", " canvas.setAttribute(\n", " 'style',\n", " 'width: ' + width + 'px; height: ' + height + 'px;'\n", " );\n", "\n", " rubberband_canvas.setAttribute('width', width);\n", " rubberband_canvas.setAttribute('height', height);\n", "\n", " // And update the size in Python. We ignore the initial 0/0 size\n", " // that occurs as the element is placed into the DOM, which should\n", " // otherwise not happen due to the minimum size styling.\n", " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", " fig.request_resize(width, height);\n", " }\n", " }\n", " });\n", " this.resizeObserverInstance.observe(canvas_div);\n", "\n", " function on_mouse_event_closure(name) {\n", " return function (event) {\n", " return fig.mouse_event(event, name);\n", " };\n", " }\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mousedown',\n", " on_mouse_event_closure('button_press')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseup',\n", " on_mouse_event_closure('button_release')\n", " );\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband_canvas.addEventListener(\n", " 'mousemove',\n", " on_mouse_event_closure('motion_notify')\n", " );\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mouseenter',\n", " on_mouse_event_closure('figure_enter')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseleave',\n", " on_mouse_event_closure('figure_leave')\n", " );\n", "\n", " canvas_div.addEventListener('wheel', function (event) {\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " on_mouse_event_closure('scroll')(event);\n", " });\n", "\n", " canvas_div.appendChild(canvas);\n", " canvas_div.appendChild(rubberband_canvas);\n", "\n", " this.rubberband_context = rubberband_canvas.getContext('2d');\n", " this.rubberband_context.strokeStyle = '#000000';\n", "\n", " this._resize_canvas = function (width, height, forward) {\n", " if (forward) {\n", " canvas_div.style.width = width + 'px';\n", " canvas_div.style.height = height + 'px';\n", " }\n", " };\n", "\n", " // Disable right mouse context menu.\n", " this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n", " event.preventDefault();\n", " return false;\n", " });\n", "\n", " function set_focus() {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "};\n", "\n", "mpl.figure.prototype._init_toolbar = function () {\n", " var fig = this;\n", "\n", " var toolbar = document.createElement('div');\n", " toolbar.classList = 'mpl-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\n", " for (var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\n", " continue;\n", " }\n", "\n", " var button = (fig.buttons[name] = document.createElement('button'));\n", " button.classList = 'mpl-widget';\n", " button.setAttribute('role', 'button');\n", " button.setAttribute('aria-disabled', 'false');\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", "\n", " var icon_img = document.createElement('img');\n", " icon_img.src = '_images/' + image + '.png';\n", " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", " icon_img.alt = tooltip;\n", " button.appendChild(icon_img);\n", "\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " var fmt_picker = document.createElement('select');\n", " fmt_picker.classList = 'mpl-widget';\n", " toolbar.appendChild(fmt_picker);\n", " this.format_dropdown = fmt_picker;\n", "\n", " for (var ind in mpl.extensions) {\n", " var fmt = mpl.extensions[ind];\n", " var option = document.createElement('option');\n", " option.selected = fmt === mpl.default_extension;\n", " option.innerHTML = fmt;\n", " fmt_picker.appendChild(option);\n", " }\n", "\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\n", "};\n", "\n", "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n", " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", " // which will in turn request a refresh of the image.\n", " this.send_message('resize', { width: x_pixels, height: y_pixels });\n", "};\n", "\n", "mpl.figure.prototype.send_message = function (type, properties) {\n", " properties['type'] = type;\n", " properties['figure_id'] = this.id;\n", " this.ws.send(JSON.stringify(properties));\n", "};\n", "\n", "mpl.figure.prototype.send_draw_message = function () {\n", " if (!this.waiting) {\n", " this.waiting = true;\n", " this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", " var format_dropdown = fig.format_dropdown;\n", " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", " fig.ondownload(fig, format);\n", "};\n", "\n", "mpl.figure.prototype.handle_resize = function (fig, msg) {\n", " var size = msg['size'];\n", " if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n", " fig._resize_canvas(size[0], size[1], msg['forward']);\n", " fig.send_message('refresh', {});\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", " var x0 = msg['x0'] / fig.ratio;\n", " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", " var x1 = msg['x1'] / fig.ratio;\n", " var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n", " x0 = Math.floor(x0) + 0.5;\n", " y0 = Math.floor(y0) + 0.5;\n", " x1 = Math.floor(x1) + 0.5;\n", " y1 = Math.floor(y1) + 0.5;\n", " var min_x = Math.min(x0, x1);\n", " var min_y = Math.min(y0, y1);\n", " var width = Math.abs(x1 - x0);\n", " var height = Math.abs(y1 - y0);\n", "\n", " fig.rubberband_context.clearRect(\n", " 0,\n", " 0,\n", " fig.canvas.width / fig.ratio,\n", " fig.canvas.height / fig.ratio\n", " );\n", "\n", " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", "};\n", "\n", "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n", " // Updates the figure title.\n", " fig.header.textContent = msg['label'];\n", "};\n", "\n", "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n", " var cursor = msg['cursor'];\n", " switch (cursor) {\n", " case 0:\n", " cursor = 'pointer';\n", " break;\n", " case 1:\n", " cursor = 'default';\n", " break;\n", " case 2:\n", " cursor = 'crosshair';\n", " break;\n", " case 3:\n", " cursor = 'move';\n", " break;\n", " }\n", " fig.rubberband_canvas.style.cursor = cursor;\n", "};\n", "\n", "mpl.figure.prototype.handle_message = function (fig, msg) {\n", " fig.message.textContent = msg['message'];\n", "};\n", "\n", "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n", " // Request the server to send over a new figure.\n", " fig.send_draw_message();\n", "};\n", "\n", "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n", " fig.image_mode = msg['mode'];\n", "};\n", "\n", "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n", " for (var key in msg) {\n", " if (!(key in fig.buttons)) {\n", " continue;\n", " }\n", " fig.buttons[key].disabled = !msg[key];\n", " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", " if (msg['mode'] === 'PAN') {\n", " fig.buttons['Pan'].classList.add('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " } else if (msg['mode'] === 'ZOOM') {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.add('active');\n", " } else {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " }\n", "};\n", "\n", "mpl.figure.prototype.updated_canvas_event = function () {\n", " // Called whenever the canvas gets updated.\n", " this.send_message('ack', {});\n", "};\n", "\n", "// A function to construct a web socket function for onmessage handling.\n", "// Called in the figure constructor.\n", "mpl.figure.prototype._make_on_message_function = function (fig) {\n", " return function socket_on_message(evt) {\n", " if (evt.data instanceof Blob) {\n", " /* FIXME: We get \"Resource interpreted as Image but\n", " * transferred with MIME type text/plain:\" errors on\n", " * Chrome. But how to set the MIME type? It doesn't seem\n", " * to be part of the websocket stream */\n", " evt.data.type = 'image/png';\n", "\n", " /* Free the memory for the previous frames */\n", " if (fig.imageObj.src) {\n", " (window.URL || window.webkitURL).revokeObjectURL(\n", " fig.imageObj.src\n", " );\n", " }\n", "\n", " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", " evt.data\n", " );\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " } else if (\n", " typeof evt.data === 'string' &&\n", " evt.data.slice(0, 21) === 'data:image/png;base64'\n", " ) {\n", " fig.imageObj.src = evt.data;\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " }\n", "\n", " var msg = JSON.parse(evt.data);\n", " var msg_type = msg['type'];\n", "\n", " // Call the \"handle_{type}\" callback, which takes\n", " // the figure and JSON message as its only arguments.\n", " try {\n", " var callback = fig['handle_' + msg_type];\n", " } catch (e) {\n", " console.log(\n", " \"No handler for the '\" + msg_type + \"' message type: \",\n", " msg\n", " );\n", " return;\n", " }\n", "\n", " if (callback) {\n", " try {\n", " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", " callback(fig, msg);\n", " } catch (e) {\n", " console.log(\n", " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", " e,\n", " e.stack,\n", " msg\n", " );\n", " }\n", " }\n", " };\n", "};\n", "\n", "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", "mpl.findpos = function (e) {\n", " //this section is from http://www.quirksmode.org/js/events_properties.html\n", " var targ;\n", " if (!e) {\n", " e = window.event;\n", " }\n", " if (e.target) {\n", " targ = e.target;\n", " } else if (e.srcElement) {\n", " targ = e.srcElement;\n", " }\n", " if (targ.nodeType === 3) {\n", " // defeat Safari bug\n", " targ = targ.parentNode;\n", " }\n", "\n", " // pageX,Y are the mouse positions relative to the document\n", " var boundingRect = targ.getBoundingClientRect();\n", " var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n", " var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n", "\n", " return { x: x, y: y };\n", "};\n", "\n", "/*\n", " * return a copy of an object with only non-object keys\n", " * we need this to avoid circular references\n", " * http://stackoverflow.com/a/24161582/3208463\n", " */\n", "function simpleKeys(original) {\n", " return Object.keys(original).reduce(function (obj, key) {\n", " if (typeof original[key] !== 'object') {\n", " obj[key] = original[key];\n", " }\n", " return obj;\n", " }, {});\n", "}\n", "\n", "mpl.figure.prototype.mouse_event = function (event, name) {\n", " var canvas_pos = mpl.findpos(event);\n", "\n", " if (name === 'button_press') {\n", " this.canvas.focus();\n", " this.canvas_div.focus();\n", " }\n", "\n", " var x = canvas_pos.x * this.ratio;\n", " var y = canvas_pos.y * this.ratio;\n", "\n", " this.send_message(name, {\n", " x: x,\n", " y: y,\n", " button: event.button,\n", " step: event.step,\n", " guiEvent: simpleKeys(event),\n", " });\n", "\n", " /* This prevents the web browser from automatically changing to\n", " * the text insertion cursor when the button is pressed. We want\n", " * to control all of the cursor setting manually through the\n", " * 'cursor' event from matplotlib */\n", " event.preventDefault();\n", " return false;\n", "};\n", "\n", "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n", " // Handle any extra behaviour associated with a key event\n", "};\n", "\n", "mpl.figure.prototype.key_event = function (event, name) {\n", " // Prevent repeat events\n", " if (name === 'key_press') {\n", " if (event.which === this._key) {\n", " return;\n", " } else {\n", " this._key = event.which;\n", " }\n", " }\n", " if (name === 'key_release') {\n", " this._key = null;\n", " }\n", "\n", " var value = '';\n", " if (event.ctrlKey && event.which !== 17) {\n", " value += 'ctrl+';\n", " }\n", " if (event.altKey && event.which !== 18) {\n", " value += 'alt+';\n", " }\n", " if (event.shiftKey && event.which !== 16) {\n", " value += 'shift+';\n", " }\n", "\n", " value += 'k';\n", " value += event.which.toString();\n", "\n", " this._key_event_extra(event, name);\n", "\n", " this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n", " return false;\n", "};\n", "\n", "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n", " if (name === 'download') {\n", " this.handle_save(this, null);\n", " } else {\n", " this.send_message('toolbar_button', { name: name });\n", " }\n", "};\n", "\n", "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n", " this.message.textContent = tooltip;\n", "};\n", "\n", "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", "// prettier-ignore\n", "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n", "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", "\n", "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", "\n", "mpl.default_extension = \"png\";/* global mpl */\n", "\n", "var comm_websocket_adapter = function (comm) {\n", " // Create a \"websocket\"-like object which calls the given IPython comm\n", " // object with the appropriate methods. Currently this is a non binary\n", " // socket, so there is still some room for performance tuning.\n", " var ws = {};\n", "\n", " ws.close = function () {\n", " comm.close();\n", " };\n", " ws.send = function (m) {\n", " //console.log('sending', m);\n", " comm.send(m);\n", " };\n", " // Register the callback with on_msg.\n", " comm.on_msg(function (msg) {\n", " //console.log('receiving', msg['content']['data'], msg);\n", " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", " ws.onmessage(msg['content']['data']);\n", " });\n", " return ws;\n", "};\n", "\n", "mpl.mpl_figure_comm = function (comm, msg) {\n", " // This is the function which gets called when the mpl process\n", " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", "\n", " var id = msg.content.data.id;\n", " // Get hold of the div created by the display call when the Comm\n", " // socket was opened in Python.\n", " var element = document.getElementById(id);\n", " var ws_proxy = comm_websocket_adapter(comm);\n", "\n", " function ondownload(figure, _format) {\n", " window.open(figure.canvas.toDataURL());\n", " }\n", "\n", " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n", "\n", " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", " // web socket which is closed, not our websocket->open comm proxy.\n", " ws_proxy.onopen();\n", "\n", " fig.parent_element = element;\n", " fig.cell_info = mpl.find_output_cell(\"
\");\n", " if (!fig.cell_info) {\n", " console.error('Failed to find cell for figure', id, fig);\n", " return;\n", " }\n", " fig.cell_info[0].output_area.element.on(\n", " 'cleared',\n", " { fig: fig },\n", " fig._remove_fig_handler\n", " );\n", "};\n", "\n", "mpl.figure.prototype.handle_close = function (fig, msg) {\n", " var width = fig.canvas.width / fig.ratio;\n", " fig.cell_info[0].output_area.element.off(\n", " 'cleared',\n", " fig._remove_fig_handler\n", " );\n", " fig.resizeObserverInstance.unobserve(fig.canvas_div);\n", "\n", " // Update the output cell to use the data from the current canvas.\n", " fig.push_to_output();\n", " var dataURL = fig.canvas.toDataURL();\n", " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", " // the notebook keyboard shortcuts fail.\n", " IPython.keyboard_manager.enable();\n", " fig.parent_element.innerHTML =\n", " '';\n", " fig.close_ws(fig, msg);\n", "};\n", "\n", "mpl.figure.prototype.close_ws = function (fig, msg) {\n", " fig.send_message('closing', msg);\n", " // fig.ws.close()\n", "};\n", "\n", "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n", " // Turn the data on the canvas into data in the output cell.\n", " var width = this.canvas.width / this.ratio;\n", " var dataURL = this.canvas.toDataURL();\n", " this.cell_info[1]['text/html'] =\n", " '';\n", "};\n", "\n", "mpl.figure.prototype.updated_canvas_event = function () {\n", " // Tell IPython that the notebook contents must change.\n", " IPython.notebook.set_dirty(true);\n", " this.send_message('ack', {});\n", " var fig = this;\n", " // Wait a second, then push the new image to the DOM so\n", " // that it is saved nicely (might be nice to debounce this).\n", " setTimeout(function () {\n", " fig.push_to_output();\n", " }, 1000);\n", "};\n", "\n", "mpl.figure.prototype._init_toolbar = function () {\n", " var fig = this;\n", "\n", " var toolbar = document.createElement('div');\n", " toolbar.classList = 'btn-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " var button;\n", " for (var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " continue;\n", " }\n", "\n", " button = fig.buttons[name] = document.createElement('button');\n", " button.classList = 'btn btn-default';\n", " button.href = '#';\n", " button.title = name;\n", " button.innerHTML = '';\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message pull-right';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\n", "\n", " // Add the close button to the window.\n", " var buttongrp = document.createElement('div');\n", " buttongrp.classList = 'btn-group inline pull-right';\n", " button = document.createElement('button');\n", " button.classList = 'btn btn-mini btn-primary';\n", " button.href = '#';\n", " button.title = 'Stop Interaction';\n", " button.innerHTML = '';\n", " button.addEventListener('click', function (_evt) {\n", " fig.handle_close(fig, {});\n", " });\n", " button.addEventListener(\n", " 'mouseover',\n", " on_mouseover_closure('Stop Interaction')\n", " );\n", " buttongrp.appendChild(button);\n", " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", "};\n", "\n", "mpl.figure.prototype._remove_fig_handler = function (event) {\n", " var fig = event.data.fig;\n", " if (event.target !== this) {\n", " // Ignore bubbled events from children.\n", " return;\n", " }\n", " fig.close_ws(fig, {});\n", "};\n", "\n", "mpl.figure.prototype._root_extra_style = function (el) {\n", " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (el) {\n", " // this is important to make the div 'focusable\n", " el.setAttribute('tabindex', 0);\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " } else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "};\n", "\n", "mpl.figure.prototype._key_event_extra = function (event, _name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager) {\n", " manager = IPython.keyboard_manager;\n", " }\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which === 13) {\n", " this.canvas_div.blur();\n", " // select the cell after this one\n", " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", " IPython.notebook.select(index + 1);\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", " fig.ondownload(fig, null);\n", "};\n", "\n", "mpl.find_output_cell = function (html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i = 0; i < ncells; i++) {\n", " var cell = cells[i];\n", " if (cell.cell_type === 'code') {\n", " for (var j = 0; j < cell.output_area.outputs.length; j++) {\n", " var data = cell.output_area.outputs[j];\n", " if (data.data) {\n", " // IPython >= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] === html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "};\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel !== null) {\n", " IPython.notebook.kernel.comm_manager.register_target(\n", " 'matplotlib',\n", " mpl.mpl_figure_comm\n", " );\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib notebook \n", "%matplotlib notebook\n", "\n", "plt.figure(figsize=(8,8))\n", "ax = plt.axes(projection='3d')\n", "gs_to_plot = ['DP1m', 'DP1l', 'DM3', 'VL2p']\n", "gs_to_plot = ['DP1m']\n", "for g in gs_to_plot:\n", " \n", " plot_mesh_vertices(ax, glom_verts[g], n_subsample=10000, label=g, alpha=0.1)\n", " g_pns = df_neur_ids[(df_neur_ids.altype == 'uPN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " for pn in g_pns:\n", " plot_skeleton(ax, c, pn, label=df_neur_ids[df_neur_ids.bodyId == pn]['instance'].values[0])\n", " \n", " ax.set_xlabel('x'); ax.set_ylabel('y'); ax.set_zlabel('z')\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load in Grabe, Baschwitz et al 2016 dataset of glomerulus volumes:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "df_glom_vols = pd.read_csv(os.path.join(proj_dir, 'datasets/GrabeBaschwitz2016/Grabe_Baschwitz_2016_Table_S1_Glom_Volumes.csv'))\n", "df_glom_vols = df_glom_vols.rename(columns={'Glomerulus': 'glom'}).set_index('glom')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['D', 'DA1', 'DA2', 'DA3', 'DA4l', 'DA4m', 'DC1', 'DC2', 'DC3', 'DC4',\n", " 'DL1', 'DL2d', 'DL2v', 'DL3', 'DL4', 'DL5', 'DM1', 'DM2', 'DM3', 'DM4',\n", " 'DM5', 'DM6', 'DP1l', 'DP1m', 'V', 'VA1d', 'VA1v', 'VA2', 'VA3', 'VA4',\n", " 'VA5', 'VA6', 'VA7l', 'VA7m', 'VC1', 'VC2', 'VC3', 'VC4', 'VC5', 'VL1',\n", " 'VL2a', 'VL2p', 'VM1', 'VM2', 'VM3', 'VM4', 'VM5d', 'VM5v', 'VM7d',\n", " 'VM7v'],\n", " dtype='object', name='glom')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_glom_vols.index" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['VC3l', 'VC3m'], dtype=object)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hemi_gloms[~np.isin(hemi_gloms, df_glom_vols.index)]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['VC3'], dtype='object', name='glom')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_glom_vols.index[~np.isin(df_glom_vols.index, hemi_gloms)]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "common_gloms = df_glom_vols.index[np.isin(df_glom_vols.index, hemi_gloms)]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(12, 4))\n", "axs[0].errorbar(glom_convex_hull_vols.loc[common_gloms], \n", " df_glom_vols.loc[common_gloms, 'Volume_female'], \n", " yerr=df_glom_vols.loc[common_gloms, 'Volume_SD_female'], \n", " marker='o', ls='none')\n", "axs[1].errorbar(glom_convex_hull_vols.loc[common_gloms], \n", " df_glom_vols.loc[common_gloms, 'Volume_male'], \n", " yerr=df_glom_vols.loc[common_gloms, 'Volume_SD_male'], \n", " marker='o', ls='none')\n", "\n", "for ax in axs:\n", " ax.plot([0, 15000], [0, 15000], ls='--', c='k')\n", " ax.set_xlabel(r'hemibrain glom convex hull volume (um$^3$)')\n", "axs[0].set_ylabel('Grabe 2016 female fly\\nglom volume (um$^3$)')\n", "axs[1].set_ylabel('Grabe 2016 male fly\\nglom volume (um$^3$)')\n", "plt.subplots_adjust(wspace=0.5)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(10,4))\n", "axs[0].scatter(glom_convex_hull_vols.loc[hemi_gloms], \n", " glom_orncnts.loc[hemi_gloms])\n", "axs[1].scatter(glom_convex_hull_vols.loc[hemi_gloms], \n", " glom_pncnts.loc[hemi_gloms])\n", "for ax in axs:\n", " ax.set_xlabel('hemibrain glom \\n convex hull volume (um$^3$)')\n", "axs[0].set_ylabel('# of ORNs'); axs[1].set_ylabel('# of PNs')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now perform ORN->PN analysis above, accounting for glomerulus size:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gloms_with_2pns = glom_pncnts[glom_pncnts == 2].index\n", "colors20 = plt.cm.tab20(np.arange(20))\n", "plt.figure(figsize=(6,5))\n", "for i in range(len(gloms_with_2pns)):\n", " g = gloms_with_2pns[i]\n", " g_pns = df_neur_ids[(df_neur_ids.altype == 'uPN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_orns = df_neur_ids[(df_neur_ids.altype == 'ORN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_block = al_block.loc[g_orns, g_pns].sum(0)\n", " if g in common_gloms:\n", " g_vol = df_glom_vols.loc[g]['Volume_female']\n", " plt.scatter(*g_block/g_vol, label=g, color=colors20[i]) \n", " \n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0, \n", " title='gloms with 2 PNs', ncol=2)\n", "plt.axis('equal')\n", "plt.xlabel('# ORN -> PN$_1$ synapses / um$^3$ (Grabe 2016)')\n", "plt.ylabel('# ORN -> PN$_2$ synapses / um$^3$ (Grabe 2016)')\n", "plt.show()\n", "\n", "\n", "\n", "plt.figure(figsize=(6,5))\n", "for i in range(len(gloms_with_2pns)):\n", " g = gloms_with_2pns[i]\n", " g_pns = df_neur_ids[(df_neur_ids.altype == 'uPN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_orns = df_neur_ids[(df_neur_ids.altype == 'ORN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_block = al_block.loc[g_orns, g_pns].sum(0)\n", " \n", " g_vol = glom_convex_hull_vols.loc[g]\n", " plt.scatter(*g_block/g_vol, label=g, color=colors20[i]) \n", " \n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0, \n", " title='gloms with 2 PNs', ncol=2)\n", "plt.axis('equal')\n", "plt.xlabel('# ORN -> PN$_1$ synapses / um$^3$ (hemibrain)')\n", "plt.ylabel('# ORN -> PN$_2$ synapses / um$^3$ (hemibrain)')\n", "plt.show()\n", "\n", "\n", "plt.figure(figsize=(6,5))\n", "for i in range(len(gloms_with_2pns)):\n", " g = gloms_with_2pns[i]\n", " g_pns = df_neur_ids[(df_neur_ids.altype == 'uPN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_orns = df_neur_ids[(df_neur_ids.altype == 'ORN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_block = al_block.loc[g_orns, g_pns].sum(0)\n", " \n", " g_vol = glom_orncnts[g]\n", " plt.scatter(*g_block/g_vol, label=g, color=colors20[i]) \n", " \n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0, \n", " title='gloms with 2 PNs', ncol=2)\n", "plt.axis('equal')\n", "plt.xlabel('# ORN -> PN$_1$ synapses / # ORNs')\n", "plt.ylabel('# ORN -> PN$_2$ synapses / # ORNs')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_glom_text = False\n", "\n", "np.random.seed(124)\n", "glom_colors = {g: np.random.uniform(0, 1, 3) for g in hemi_gloms}\n", "\n", "plt.figure()\n", "for g in gloms_with_more_than_1_pn:\n", " g_pns = df_neur_ids[(df_neur_ids.altype == 'uPN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_orns = df_neur_ids[(df_neur_ids.altype == 'ORN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_block = al_block.loc[g_orns, g_pns].sum(0).values\n", " g_vol = glom_convex_hull_vols.loc[g]\n", " all_pairs = []\n", " for pair in list(combinations(g_block,2)):\n", " all_pairs.append(pair / g_vol)\n", " all_pairs = np.array(all_pairs)\n", " plt.scatter(all_pairs[:, 0], all_pairs[:, 1], label=g, color=glom_colors[g], alpha=0.7)\n", " \n", " if show_glom_text:\n", " for p in all_pairs:\n", " plt.text(p[0], p[1], g, ha='right', va='center', fontsize=8, color='k')\n", " \n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0, \n", " title='gloms with >1 PN', ncol=4)\n", "plt.axis('equal')\n", "plt.xlabel('# ORN -> PN$_1$ synapses / um$^3$ (hemibrain)')\n", "plt.ylabel('# ORN -> PN$_2$ synapses / um$^3$ (hemibrain)')\n", "plt.show()\n", "\n", "\n", "\n", "show_glom_text = False\n", "\n", "np.random.seed(124)\n", "glom_colors = {g: np.random.uniform(0, 1, 3) for g in hemi_gloms}\n", "\n", "plt.figure()\n", "for g in gloms_with_more_than_1_pn:\n", " g_pns = df_neur_ids[(df_neur_ids.altype == 'uPN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_orns = df_neur_ids[(df_neur_ids.altype == 'ORN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_block = al_block.loc[g_orns, g_pns].sum(0).values\n", " if g in common_gloms:\n", " g_vol = df_glom_vols.loc[g, 'Volume_female']\n", " all_pairs = []\n", " for pair in list(combinations(g_block,2)):\n", " all_pairs.append(pair / g_vol)\n", " all_pairs = np.array(all_pairs)\n", " plt.scatter(all_pairs[:, 0], all_pairs[:, 1], label=g, color=glom_colors[g], alpha=0.7)\n", " \n", " if show_glom_text:\n", " for p in all_pairs:\n", " plt.text(p[0], p[1], g, ha='right', va='center', fontsize=8, color='k')\n", " \n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0, \n", " title='gloms with >1 PN', ncol=4)\n", "plt.axis('equal')\n", "plt.xlabel('# ORN -> PN$_1$ synapses / um$^3$ (Grabe 2016)')\n", "plt.ylabel('# ORN -> PN$_2$ synapses / um$^3$ (Grabe 2016)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gloms_with_more_than_1_pn = glom_pncnts[glom_pncnts > 1].index\n", "\n", "plt.figure()\n", "for g in gloms_with_more_than_1_pn:\n", " g_pns = df_neur_ids[(df_neur_ids.altype == 'uPN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_orns = df_neur_ids[(df_neur_ids.altype == 'ORN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_block = al_block.loc[g_orns, g_pns].sum(0).values\n", " #g_vol = glom_convex_hull_vols.loc[g]\n", " \n", " if g in common_gloms:\n", " g_vol = df_glom_vols.loc[g]['Volume_female']\n", " \n", " all_pairs = []\n", " for pair in list(combinations(g_block,2)):\n", " all_pairs.append(pair/g_vol)\n", " all_pairs = np.array(all_pairs)\n", " plt.scatter(all_pairs[:, 0], all_pairs[:, 1], label=g, color=glom_colors[g], alpha=0.7)\n", " \n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0, \n", " title='gloms with >1 PN', ncol=4)\n", "plt.axis('equal')\n", "plt.xlabel(r'# ORN $\\rightarrow$ PN$_1$ connections')\n", "plt.ylabel(r'# ORN $\\rightarrow$ PN$_2$ connections')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### All cell type synapse counts vs. glomerulus volume" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_glom_text = False\n", "\n", "np.random.seed(124)\n", "glom_colors = {g: np.random.uniform(0, 1, 3) for g in hemi_gloms}\n", "\n", "fig, axs = plt.subplots(2, 2, figsize=(10,10), sharex=True, sharey=True)\n", "for g in hemi_gloms:\n", " g_pns = df_neur_ids[(df_neur_ids.altype == 'uPN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_orns = df_neur_ids[(df_neur_ids.altype == 'ORN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_block_all = al_block.loc[:, g_pns].sum(0).values\n", " g_block_orn = al_block.loc[g_orns, g_pns].sum(0).values\n", " g_vol_hemi = glom_convex_hull_vols.loc[g]\n", " \n", " axs[0, 0].scatter(g_vol_hemi, g_block_orn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[0, 1].scatter(g_vol_hemi, g_block_all.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " \n", " if g in common_gloms:\n", " g_vol_grabe = df_glom_vols.loc[g]['Volume_female']\n", " axs[1, 0].scatter(g_vol_grabe, g_block_orn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[1, 1].scatter(g_vol_grabe, g_block_all.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " \n", "for ax in [axs[0, 0], axs[0, 1]]:\n", " ax.set_xlabel('hemibrain glom volume (um$^3$)')\n", "for ax in [axs[1, 0], axs[1, 1]]:\n", " ax.set_xlabel('grabe glom volume (um$^3$)') \n", "for ax in [axs[0, 0], axs[1, 0]]:\n", " ax.set_ylabel(r'total ORN $\\rightarrow$ PN synapses')\n", "for ax in [axs[0, 1], axs[1, 1]]:\n", " ax.set_ylabel(r'total [ORN/LN/PN] $\\rightarrow$ PN synapses')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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Od6OZdZtZq5l9dv+fpUhl06J1JAq5AWWJQo5pkboq9UhERERERAarSsBsZhHgf4FXlZUZcBfQCZwM/Az4rZnNKNVPBe4GbgPmAq3AXWbmK9WfD1wNfAJYUNrHd8oO+5/Aq4HXARcDV5rZv+y/sxQZ2oWTjyNZyNGXz1J0jr58lmQhx4WTj6t210REREREpOSAB8xmdjSwCDh8UNUCYDbwUefc8865bwKPAx8u1V8EPOOc+5Zz7nngQ8BU4OxS/aeAHzjn7nbOLQY+BlxoZjWlmeaLgE8555Y45+4CvgV8cr+dqMhOzG+Ywpdmnk5jKEp7LkljKMqXZp6uLNkiIiIiIiNINR4rdQZwL3AVkCgrPxV42jnXV1b2aKn91vqHt1Y455Jm9hQw38wewJtRvrps20V453ciUADCpf2V7/uLZhZwzuWH4bxE9sj8hikKkEVERERERrADHjA7527Y+ru3CnubicDGQc03A1N2o34MECmvd87lzayzVJ8Fupxz6UHbhoAmYFP5Ts3so8BHAaZNm7bb5yYicjDRWCcio4HGOhHZFyMpS3YMyAwqy+DNDO+qPlb2fqj6SnWU7X8b59yNzrm5zrm5TU1Nu30CIiIHE411IjIaaKwTkX0xkgLmNDsGr2EguRv16bL3Q9VXqqNs/yIiIiIiIiLbjKSAeQPQPKisme3LpXdW34kXFG+rN7MAMK5UvwFoMLPQoG0zQNcw9V9EREREREQOISMpYF4EnFD+7GTg9FL51vrTt1aYWQwvodci51wR+Ht5PTAfyANPA0vx7mN+9aB9L1HCLxEREREREalkJAXMDwFrgFvM7FVm9jm8zNg3lep/CpxiZl8oPZrqJ8Ba4G+l+uuAz5jZ+WY2t/T+p865fudcEu+5zteZ2TwzOxe4HPjvA3Z2IiIiIiIiclCpxmOlKnLOFczsbXiB8BLgZeA859zqUv1qMzsf+B7wBbwZ57eVZpdxzv3KzFqA6/HuT74T+EzZIS4r1d0P9AJfdc7dfiDOTURERERERA4+VQ2YnXM26P1K4MydtP8T8Ked1F8LXDtEXRL4QOlHREREREREZKdG0pJsERERERERkRFDAbOIiIiIiIhIBQqYRURERERERCpQwCwiIiIiIiJSgQJmERERERERkQoUMIuIiIiIiIhUoIBZREREREREpAIFzCIiIiIiIiIVKGAWERERERERqUABs4iIiIiIiEgFCphFREREREREKlDALCIiIiIiIlKBAmYRERERERGRChQwi4iIiIiIiFSggFlERERERESkAgXMIiIiIiIiIhUoYBYRERERERGpQAGziIiIiIiISAUKmEVEREREREQqUMAsIiIiIiIiUoECZhEREREREZEKFDCLiIiIiIiIVKCAWURERERERKQCBcwiIiIiIiIiFShgFhEREREREalAAbOIiIiIiIhIBQqYRURERERERCpQwCwiIiIiIiJSgQJmERERERERkQoUMIuIiIiIiIhUoIBZREREREREpIIRFzCbWYOZ3WZmXWa2wcy+aWb+Ul2Lmd1rZgkze8HM3jRo2wVmtszMkmb2oJnNHFR/qZmtN7M+M7vZzOIH8txERERERETk4DHiAmbgOmAK8BrgvcAHgMvMzIC7gE7gZOBnwG/NbAaAmU0F7gZuA+YCrcBdZuYr1Z8PXA18AlhQ2sd3DtxpiYiIiIiIyMEkUO0OVPBm4APOuecAzOyXwNnAEmA2cIZzrg943sxeB3wYuBK4CHjGOfet0nYfwguazwbuAz4F/MA5d3ep/mPAfWZ2uXOu/wCen4iIiIiIiBwERuIMcyfwHjOLmdkk4I14wfKpwNOlYHmrR4H5pd9PBR7eWuGcSwJPAfNLS7pPLq8HFuF9YXDi/joREREREREROXiNxID5E8BZQB+wAW+W+CpgIrBxUNvNeMu32UX9GCBSXu+cy+MF51MQERERERERGWQkBswzgafx7mF+MzAd+DYQAzKD2maAcOn3ndXHyt4Ptf02ZvZRM1tsZovb29v37ixEREY4jXUiMhporBORfTGiAmYzOxz4PvAh59xjzrk/AR8BPglk2TG4DQPJ0u/pndSny94Ptf02zrkbnXNznXNzm5qa9vJsRERGNo11IjIaaKwTkX0xogJmYA7Q55xbX1a2BPADm4DmQe2bS+XgLd8eqr4TL2jeVm9mAWBc2fYiIiIiIiIi24y0gHkjMKb0iKitjiq9vgicMOjZyafjJe+i9Hr61gozi+El9FrknCsCfy+vx0sWlsdb/i0iIiIiIiIywEgLmBcBS4Gbzew4MzsVuBG4FfgtsAa4xcxeZWafw8uMfVNp258Cp5jZF8zsaOAnwFrgb6X664DPmNn5Zja39P6neqSUiIiIiIiIVDKiAuZS5uq3AF3A/cDvgIeAi51zBeBtwHi8ZdrvB85zzq0ubbsaOB94H7AYmAC8rTS7jHPuV8DVwPV4z2VeDHzmAJ2aiIiIiIiIHGQC1e7AYM65jcC7hqhbCZy5k23/BPxpJ/XXAtfuax9FRERERETk0DeiZphFRERERERERgoFzCIiIiIiIiIVKGAWERERERERqUABs4iIiIiIiEgFCphFREREREREKlDALCIiIiIiIlKBAmYRERERERGRChQwi4iIiIiIiFSggFlERERERESkAgXMIiIiIiIiIhUoYBYRERERERGpQAGziIiIiIiISAUKmEVEREREREQqUMAsIiIiIiIiUoECZhEREREREZEKFDCLiIiIiIiIVKCAWURERERERKQCBcwiIiIiIiIiFShgFhEREREREalAAbOIiIiIiIhIBQqYRURERERERCpQwCwiIiIiIiJSgQJmERERERERkQoUMIuIiIiIiIhUoIBZREREREREpAIFzCIiIiIiIiIVKGAWERERERERqSBQ7Q6IjBZty5ex8oF7SHa0EmtsZuaCcxg/+7hqd0tERERERIagGWaRA6Bt+TKe+fVNZPq2EK5vINO3hWd+fRNty5dVu2siIiIiIjIEBcwiB8DKB+4hEI4QjMYwM4LRGIFwhJUP3FPtromIiIiIyBAUMIscAMmOVgKR6ICyQCRKsqO1Sj0SEREREZFdUcAscgDEGpvJp1MDyvLpFLHG5ir1SEREREREdmXEBcxmFjSz75pZh5l1mtn1ZhYu1bWY2b1mljCzF8zsTYO2XWBmy8wsaWYPmtnMQfWXmtl6M+szs5vNLH4gz01Gr5kLziGfSZNLJXHOkUslyWfSzFxwTrW7JiIiIiIiQxhxATPwn8D5wNuAc4A3AV80MwPuAjqBk4GfAb81sxkAZjYVuBu4DZgLtAJ3mZmvVH8+cDXwCWBBaR/fOXCnJaPZ+NnHcfw7LyJcO4ZMTzfh2jEc/86LlCVbRERERGQEG1GPlTKzMcDHgbc65x4rlV0FXIAX5M4GznDO9QHPm9nrgA8DVwIXAc84575V2u5DeEHz2cB9wKeAHzjn7i7Vfwy4z8wud871H6hzlNFr/OzjFCCLiIiIiBxERtoM8+lACi/ABcA5d4tz7k3AqcDTpWB5q0eB+aXfTwUeLtsuCTwFzDczP96M8sNl2y7C+8LgxP1wHiIiIiIiInKQG2kB8+HAauBfzewfZrbGzL5tZiFgIrBxUPvNwJTS7zurHwNEyuudc3m85d1TEBERERERERlkRC3JBmqBGcClwMWl99fj9TMGZAa1zwDh0u87q4+VvR9q+23M7KPARwGmTZu2F6chIjLyaawTkdFAY52I7IuRNsOcB+qA9zrnHnXO/Qm4HC94zrJjcBsGkqXf0zupT5e9H2r7bZxzNzrn5jrn5jY1Ne3tuYiIjGga60RkNNBYJyL7YqQFzBuBvHPu5bKy5XjLqVuBwQ+tbQY2lX7fsJP6TrygeVu9mQWAcWXbi4iIiIiIiGwz0gLmhUDAzI4tKzsa6CvVnTDo2cmn4yXvovR6+tYKM4vhJfRa5JwrAn8vr8dLFpYHnh7ukxAREREREZGD34gKmJ1zL+E9a/lmM5tjZmcA3wRuAv4GrAFuMbNXmdnn8DJj31Ta/KfAKWb2BTM7GvgJsLa0HcB1wGfM7Hwzm1t6/1M9UkpEREREREQqGVEBc8n7gGXA/cDvgTuB/3DOFYC3AeOBJcD7gfOcc6sBSq/nl7ZfDEwA3laaXcY59yvgarwkYveV2nzmAJ2TiIiIiIiIHGRGWpZsSs9Z/lDpZ3DdSuDMnWz7J+BPO6m/Frh2GLopIiIiIiIih7iROMMsIiIiIiIiUnUKmEVEREREREQqUMAsIiIiIiIiUsGIu4dZRA5eT7Yu5LYVN7Oufy1Ta6bx3lkfZF7z/Gp3S0RERERkr2iGWUSGxZOtC7nmqa/Qme6gMdJEZ7qDa576Ck+2Lqx210RERERE9opmmOWg0bNxEZv/8XPSfWuJ1E5jwqveT/2kU6vdLSm5bcXNxAIxaoK1ANteb1txs2aZRUREROSgpBlmOSj0bFzEmkVXk0t1EIw2kUt1sGbR1fRsXFTtrknJuv61xALxAWWxQJx1/Wur1CMRERERkX2jgFkOCpv/8XP8gRj+UC1mPvyhWvyBGJv/8fNqd01KptZMI5lPDChL5hNMrZlWpR6JiIiIiOwbBcxyUEj3rcUXHDh76QvGyfRp9nKkeO+sD5LMJ+nP9VF0RfpzfSTzSd4764PV7pqIiIiIyF5RwCwHhUjtNIq5gbOXxVyCcK1mL0eKec3zueKkLzMu0khHup1xkUauOOnLun9ZRERERA5aSvolB4UJr3o/axZdDXgzy8VcgkI+yZRXvb/KPZNy85rnK0AWERERkUOGZpjloFA/6VRaTr2SYLSRfKqdYLSRllOvVJZsERERERHZbzTDLAeN+kmnKkAWEREREZEDRjPMIiIiIiIiIhVohll2qmNJP6/c3k1yY5bYpBCHXdBA45yaanfrkPFE21J+/tKdrEtsYmp8Iu8/4jxOGX9CtbslIiIiIiJohll2omNJP899dzOZ7hzhcX4y3Tme++5mOpb0V7trh4Qn2pby9aXX0ZnppjEyls5MN19feh1PtC2tdtdERERERAQFzLITr9zejT9mBON+zLxXf8x45fbuanftkPDzl+4kFohQE4yTK2ZJuzTJYoJv/+NGNmU2Vbt7IiIiIiKjngJmGVJyY5ZAbOA/kUDMR3Jjtko9OrSsS2wiFoiRKWTozm+hSIFYIEJbqpMnexcraBYRERERqTIFzDKk2KQQ+WRxQFk+WSQ2KVSlHh1apsYnkswn6Sv04zPD8JEu5GiKNhAwPy8kXqx2F0VERERERjUFzDKkwy5ooJB05BIFnPNeC0nHYRc0VLtrh4T3H3EeyXya/lwCHKTyGbKFLAumnkzQgvQVdK+4iIiIiEg1KWCWITXOqeGYyyYQbgiS6SwQbghyzGUTDuos2bl8kUS6QF8qTyJdIJcv7nqj/eSU8SfwhRM+QUO4np5sP3WhGO+c9XpmjW0h53LU+g/ez1lERERE5FCgx0rJTjXOqTmoA+RyuXyRdG57gFx0jnTOARAMVOe7o1PGn8B/13+RJ3sXEzA/QQuSLWbJuwJHxY+sSp9ERERERMSjgFlGjWzeC47NbFuZc45s3hGs4n8JE8MTmVc3lxcSL9JX6KfWX8NR8SOZGJ5YvU6JiIiIyG5b2L2eWzYsY22ql2nROi6cfBzzG6ZUu1syDBQwy6hRdG6Pyg+kieGJCpBFREREDkILu9fz1ZWPEvMHaQrF6Mim+OrKR/nSzNMVNB8CFDDLiPHkhjXcuuwp1vVuYWrdGN533EnMm9wybPv3mVUMjn1lM84iIiIiInvilg3LiPmD1Aa8J8lsfb1lwzIFzIcAJf2SEeHJDWv4xqP305lK0BiL05lK8I1H7+fJDWuG7RihgBcYO+e2/ZSXi4iIiIjsqbWpXuL+4ICyuD/I2nRvlXo0PJ5sXci/PfxRzvu/N/JvD3+UJ1sXVrtLVaGAWUaEW5c9RSwYpCYUxmdGTShMLBjk1mVPDdsxggEfkaBv24yyz4xI0Fe1hF8iIiIicvCbFq0jUcgNKEsUckyL1FWpR/vuydaFXPPUV+hMd9AYaaIz3cE1T31lVAbNihRkRFjXu4VYMDSgLBYMsb53y7AeJxjwEY/4qY0GiEf8CpZFREREZJ9cOPk4koUcffksRefoy2dJFnJcOPm4andtr9224mZigRg1wVp85qMmWEssEOO2FTdXu2sHnKIFGRGm1o0hmcsOKEvmskypG1OdDomIiIiI7Ib5DVP40szTaQxFac8laQxFD/qEX+v61xILxAeUxQJx1vWvrVKPqkdJv2REeN9xJ/GNR+8HvJnlZC5LMpfjU6ecVOWeiYiIiIjs3PyGKQd1gDzY1JppdKY7qAnWbitL5hNMrZlWxV5Vh2aYZUSYN7mFz59+NuOicTqTCcZF43z+9LOHNUu2iIiIiIjs2ntnfZBkPkl/ro+iK9Kf6yOZT/LeWR+sdtcOOM0wy4gxb3KLAmQRERERkSqb1zyfK076MretuJl1/WuZWjON/zfrg8xrnl/trh1wIzZgNrMfAzOdc2eV3rcANwGnAWuBy5xzfyprvwD4L2Am8CTwEefcyrL6S4HPAfXAb4BPOucSB+ZsREREREREDh7zmuePygB5sBG5JNvMXgt8uOy9AXcBncDJwM+A35rZjFL9VOBu4DZgLtAK3GVmvlL9+cDVwCeABaV9fOdAnY+IiIiIiIgcfEZcwGxmceBG4LGy4gXAbOCjzrnnnXPfBB5ne1B9EfCMc+5bzrnngQ8BU4GzS/WfAn7gnLvbObcY+BhwoZnV7PcTEhERERERkYPSiAuYga8DD5Z+tjoVeNo511dW9igwv6z+4a0Vzrkk8BQw38z8eDPKD5dtuwhvOfqJw9x3EREREREROUSMqIDZzOYD7wQuH1Q1Edg4qGwzMGU36scAkfJ651web3n3oZP7XURERERERIbViEn6ZWZh4CfAp5xz3d5ty9vEgMygTTJAeDfqY2Xvh9p+cF8+CnwUYNq0g+tZY8+sW8Hvn3mQTT0dTKxv5O3Hn8XxU2dVbNvVtpj1K39FKrGeaHwKU2b+C2PHzz3APRaRajmYxzoRkd2lsU5E9sVImmH+EvCSc+7XFerS7BjchoHkbtSny94Ptf0AzrkbnXNznXNzm5qadrP71ffMuhVc//Bv6E72MjZWR3eyl+sf/g3PrFuxQ9uutsW89My3yaY7CYUbyaY7eemZb/PUsr/y/d88zud/7L0+v6atCmciIgfCwTrWiYjsCY11IrIvRlLA/G7gn8ys38z6gc8CZ5R+3wA0D2rfDGwq/b6z+k68oHlbvZkFgHFl2x8Sfv/Mg0SCIeKhKGZGPBQlEgzx+2ce3KHt+pW/wu+PEgjWYGYEgjWk8wFeWPZzepJpxtSE6Ummue2vzyhoFhERERGRUWkkBcxnAccAJ5R+bgIWl35fBJxQyqC91emlckqvp2+tMLMYXkKvRc65IvD38nq8ZGF54OlhP4sq2tTTQSwYGVAWC0bY1NOxQ9tUYj3+QHxAWWefIxboIhYOYmbEwkHCIT/3/n3lDtvLjnKPddN/4XP0Lvg7/Rc+R+6x7mp3SURERERE9sGICZidc2uccyu3/gDdQKr0+0PAGuAWM3uVmX0OLzP2TaXNfwqcYmZfMLOj8e6FXgv8rVR/HfAZMzvfzOaW3v/UOdd/4M5w/5tY30gylx5QlsylmVjfuEPbaHwKhXxiQFkhlyBvA9tGQwHatgxsJzvKPdZN6sqVuI4sNj6E68iSunKlgmYRERERkYPYiAmYd8Y5VwDeBowHlgDvB85zzq0u1a8GzgfehzcrPQF4W2l2Gefcr4CrgeuB+0ptPnNAT+IAePvxZ5HOZUlkUzjnSGRTpHNZ3n78WTu0nTLzXygUUuRz/TjnyOf6iQQLrM+eNqBdKptn/Jj4DtvLQJmbNmBxP1YbwHzmvcb9ZG7aUO2uiYiIiIjIXhoxWbIHc85dOej9SuDMnbT/E/CnndRfC1w7bB0cgY6fOouPv+afdytL9tjxczni+MsHZMmefOS7WfgkhF2OaChAKpsnky3whjNnVuFsDi7FNSlsfGhgYdxPcU268gYiIiIicshYm1nLkuTT9BR6qPfXMyd2ItPCysp+KBixAbPsneOnzhryMVKDjR0/d4fHSEXq27j37ytp25Jg/Jg4bzhzJke3jN8fXT2k+FqiuI4s1Jb9J5Uo4GuJDL2RiIiIiBz01mbW8re+BwlakJgvTqKY5G99D/JazlLQfAhQwCwDHN0yXgHyXghfNJnUlaXkaHE/JAq4RIHIFZOr2zERERER2a+WJJ8maEHCPu8ptmELQ9ErV8B88FPALCPC86+8xL0LH6Ktu5PxDeN4w/wzOfqwI6rdrd0WPK0Brp5J5qYNFNek8bVEiFwx2SsXERERkUNWT6GHmG9gzp+Qhegp9FSpRzKcFDDLfrF5WSsr73qR/tZ+apprmPm2I5lw3OBHZXuef+Ulbvvj7wiHwoypqaOnv5/b/vg73vuW8w+6oFkBsoiIiMjoUu+vJ1FMejPLJVmXpd5fX8VeyXA5KLJky8Fl87JWlt6wmPSWNJGGKOktaZbesJjNy1ortr934UOEQ2FikYj3/OdIhHAozL0LHzrAPRcRERER2TNzYieSczkyxQzOOTLFDDmXY07sxGp3TYaBZphl2K2860UCkQDBmJc1euvryrterDjL3NbdyZiaugFl0XCYtu7O/dbHdE8bidaXyWcSBMJx4s2HE6nXvdsiIiIismemhafxWs5SluxDlAJmGXb9rf1EGqIDygLRIP2t/RXbj28YR09/P7HI9ozSqUyG8Q3j9kv/0j1t9KxZhvkC+IIRCrkMPWuWQctxCppFREREZI9NC09TgHyI0pJsGXY1zTXkU7kBZflUjprmmort3zD/TDLZDMl0GuccyXSaTDbDG+YP+djtfZJofdkLlgNBzMx79QVItL68X44nIiIiIiIHJwXMsoNnF6b5xkWd/Ns/beYbF3Xy7ML0Hm0/821Hkk/nySWzOOfIJbPk03lmvu3Iiu2PPuwI3vuW86mvqWFLfy/1NTX7NeFXPpPA/AMXV5g/QD6T2C/HExERERGRg5OWZMsAzy5Mc9OXe4jEjYYmH1s6Ctz05R4u+gocOz+y6x0AE45r5oSL5+52lmzwguYDlRE7EI5TyGWwQHBbmSvkCYTjO9lKREREREajrlwna3PrSBWTRH0xpgWnMja4f24dlJFHAbMMcM9PE0TiRqzWW3wQqzWgyD0/Tex2wAxe0LyzALma4s2H07NmGcW8N7PsCnlcMU+8+ehqd01ERERERpCuXCcrMivwmZ+Qhcm6LCsyK5jFLAXNo4SWZMsArWvzROM2oCwaN1rX5qvUo+EXqR9Pfctx+INhirk0/mCYeiX8EhEREZFB1ubW4TM/AQtgZgQsgM/8rM2tq3bX5ADRDLMM0DwtwJaOQmlm2ZNKOJqnHbh/Kl2PbWHdj1tJrUkTbYkw9SPNjD1tzLAeI1I/XgGyiIiIiOxUqpgkZOEBZX78pIqpHdo+0baUn790J+sSm5gan8j7jziPU8afcIB6KvuLZphlgHM+FCedcCT7irii95pOOM750IG5v7frsS2s+OJqsh1ZQuODZDuyrPjiaroe23JAji8iIiIislXUF6NAYUBZgQK+RIbHf/R17rv6Uh7/0df58+Lf8vWl19GZ6aYxMpbOTDdfX3odT7QtrU7HZdgoYJYBjp0f4f2XxIjmCrS9mCWaK/D+S2K7vH956cMv8OUL/puPzruSL1/w3yx9+IW9Ov66H7fij/sI1AYwnxGoDeCP+1j349a92l+1dOU6WZpcysL+x1maXEpXrrPaXRIRERGRPTQtOJWiK5B3eZxz5F2eTKqPnj8+QKZvC+H6BjJ9W/jx0p8RyBaoCcbxmVETjBMLRPj5S3dW+xRkH2lJtgyQXpdhan+WS94fwoKGyzlcf5b0ugyRqeGK2yx9+AWuu/wXROIRxk4YQ3dbL9dd/gs+8e33cMJrjtrWbnnhFe4vLqTdddFkYznbN5/Z/sMG7Cu1Jk1ofHBAmT/uJ7Vmzx5tVU1KDiEiIiJyaBgbHMcsZpWyZKeI+qKkH3qOYGeSYDQGQDAaozOUp6F7C5Td8hcLxFiX2FSlnstwUcAsAySeSWFB8IW8xQcWMooUSTyTGjJgvvOHfyUSjxCviwJse73zh3/dFjAvL7zCHcU/EHIh6qmh1/VxR/EPvIu3Dgiaoy0Rsh1ZArXb/2kWEgWiLbufobvaypNDAAQIkC+VK2AeeV5evozH77+brvZNjG2ayKvPPpfDZx9X7W6JiIjICDE2OG7ANdx9L/yEcH3DgDbjXYwthSRjy8qS+SRT4xMPUC9lf9GSbBkg31PAggOzZFvQyPcUhtgCNq1qI1YzMKCN1UTYtKpt2/v7iwsJuRBRi2BmRC1CyIW4v7hwwHZTP9JMIVEkPHUTkz/xGNO/eC9T/98iWj518GTpThWT+PEPKBsqOYRU18vLl/GH22+kv3cLtfVj6e/dwh9uv5GXly+rdtdERERkhIo1NpNPD7yuW9AzjlzIT38uQdE5+nMJkvk07z/ivCr1UoaLAmYZIFDvx+XcgDKXcwTq/UNsARNnjCfZP3DJdLI/zcQZ25ektLsuIgycoY4QpsN1DSgbe9oYjvxegEkfeQ5fJEUxEaX2BCN29GMUCqv38qwOrKGSQ0R90Sr1SIby+P13EwpHiERjmBmRaIxQOMLj999d7a6JiIjICDVzwTnkM2lyqSTOOXKpJIf3hvjs7AsZF26gI93FuHADXzjhE8qSfQjQkmwZIH58lJ6H+ylS3H4Pc84rH8p5l7ye6y7/BeDNLCf706QTac675B3b2jTZWHpdH1G2z0SnydBoY3fYX/zo53GuDitL4e9chmLxSfz+6cNwlvvXtOBUVmRWkMebWS5QoOgKTAtNrXbXZJCu9k3U1g/8NxiOROlqP7iSzImIiMiBM372cRz/zotY+cA9JDtaiTU286pzz2H87ON4I+/Y9Q7koKKAWQaITA3Da7x7mfM9BQL1fuLHR4e8fxnghNccxSe+/R7u/OFf2bSqjYkzxnPeJe8YkPDrbN987ij+AZw3s5wmQ9aynO2bv8P+nOsGagaVhkrlI1+l5BDTQlN1//IINLZpIv29W4iUknYAZNIpxjY1V7FXIiIiw+fZhWnu+WmC1rV5mqcFOOdD8V0+/UR2bfzs4xivnCejggJm2UFkaninAXIlJ7zmqAEB8mCz/YfxLt7K/cWFdLguGofIkg1g1oBzCRiwhDuLWcMObUeqwckhZGR69dnn8ofbbwS8meVMOkU2k+bVZ59b5Z6JiIjsu2cXprnpyz1E4kZDk48tHQVu+nIPF32FQyJozuWLZPOOonP4zAgFjGBAd5zK8FLALAfMbP9hFQPkwXy+eRSKf8E5gBCQBcvi8y3Y312UUebw2cfx1gs+WsqS3crYpmZlyRYRkUPGPT9NEIkbsVoviIzVGlDknp8mDvqAOZcvks4Vt70vOke6lIdHQbMMJwXMMuJ49yn/E8XikzjXjVkDPt+Cg+L+5T2xNrOWJcmn6Sn0UO+vZ07sRKaFp1W7W6PO4bOPU4AsIiKHpNa1eRqaBgaP0bjRunb/P33k+Vde4t6FD9HW3cn4hnG8Yf6ZHH3YEcO2/2zeC47Ntj/dxTlHNu8IKsKRYaR/TlJ1Tz7Sxa03rGPd6hRTp0d538VTmXfG9EMuQC63NrOWv/U9SNCCxHxxEsUkf+t7kNdyloJmERERGRbN0wJs6SiUZpY9qYSjedr+DQGef+Ulbvj9r+jKZMi4Iuv6+li1eRMXv/1fhi1oLjq3R+Uie0vrFaSqnnyki29csYLO9iyNE0J0tmf5xhUrePKRrl1vfBBbknyaoAUJ+8KYGWFfmKAFWZJ8utpdExERkUPEOR+Kk044kn1FXNF7TScc53wovl+P+6v7/8SmZIK8QSgQIBwu4PN384dHfkIud8ewPCrUVzazvDvlIntLM8yjWHL9w2xZdj25nlUE62cw5riPE5vymgPah1tvWEcs7qemzvunuPX11hvWMe+MHR85tdXfV/Tyi4faWd+RZUpjiPec2cTJs+oOSJ+HQ0+hh5hv4P+sQhaip9BTpR6JiIjIoebY+REu+goDs2R/dv9nyX5l8yb8fj9+n494sEBzTY58wdjYmcW5BIXiX4B/2qfVhKGAkc453KAZ5VCg+gHzpswmXki8SF+hn1p/DUfFj2RieGK1uyV7SQHzKJVc/zDtj3wWXzCOPzaBQrKN9kc+S9MZ3zqgQfO61SkaJ4QGlB3dXOSkuh46b16Mf0yE6EmTCbdsz5D99xW9XPvbDcRCPhrrAnT15rn2txv43Ds4aILmen89iWKScNmzprMuS72/voq9EhERkUPNsfMjBzzBV8bvJ1T0EnKNjeYgFaDQ42c8EfrvaSZ8whZs2pP0b25l8z9+TrpvLZHaaUx41fupn3Tqbh1ja2KvkZYle1NmE0/2LiZgfqK+CKliiid7FzOvbq6C5oOUlmSPUluWXY8vGMcXqsPMhy9Uhy8YZ8uy63e63fJH0vzovZ187bTN/Oi9nSx/JL1P/Zg6PUqyv7DtfUtNjjdOTjOu3ofFQxQSOfrvf5nMmu3PYP7FQ+3EQj5qon58ZtRE/cRCPn7xUPs+9eVAmhM7kZzLkSlmcM6RKWbIuRxzYidWu2siIiIi+2RsywyKhTwunyeUNXJdQXIFx/zGKbiEj9SD40i9soU1i64ml+ogGG0il+pgzaKr6dm4aLePEwz4iEf81EYDxCP+qgfLAC8kXiRgfkK+EGZGyBciYH5eSLxY7a7JXqr+vyqpilzPKixYM6DMgjXkelbz8rrN/PzuR/n+rX/m53c/ysvrNgNesHzHFT30thWon+Cjt63AHVf07FPQ/L6Lp5JMFOjvzVMsOuaOyZDKwvgpUcwMXzgAQT+ppzZs22Z9R5ZYZOA/3VjEx/qO7E6P1fdIF6+8+1lemP8kr7z7WfqqeJ/0tPA0Xlt7FnFfjGQxQdwX47W1SvglIiIiB78Pv+Z1ZCZOphgI0N/toyYQ5E3jD+foMeOxsMOCBdKLa/EHYvhDtZj58Ie895v/8fNqd3+f9BX6CVpwQFnQgvQV+qvUI9lXWpJ9CFi+9lEeeOom2nvW0FTfwoKTLmL2tNN3uk2wfgaFZBsW2r6E2eX6aQ2cxMIHnyYUDFAbj9CfTHPPg09zzlkn8sANAcIxI1rnBavROu9Zfg/ckGD2GXu31GfeGWP5/DWzuPWGdaxfnWLCq6B+Ypwx47Yv07aQn8KW7UH5lMYQXb15aqL+bWXJdJEpjQOXdpfre6SL9Z9diS/uJzAhRK4ty/rPrmTKt2ZSu5N7pfenaeFpCpBFRETkkDNvcgv/8aa3c+uyp/jAigjjxqUJ+AMEfT6gCKEiubYAvrED87n4gnEyfWur0+lBco91k7lpA8U1KXwtUcIXTSZ4WsMut6v115AqpgjZ9uvSnMtR66/ZyVYyXF5evozH77+brvZNjG2ayKvPPnefHx+qGeaD3PK1j3LHA1+gN9lOfbyJ3mQ7dzzwBZavfXSn24057uMUcwmK2V6cK1LM9lLMJXi++DpCwQCRcBAzIxIOEgoGeOzpl2hflSdSMzCRQqTGaF+9b8/ym3fGWH5w2/Hc+eipTD+xgbpa/4B6ly3gH7M9IH/PmU0ks0X6UwWKztGfKpDMFnnPmU1DHqP9+g344n78dQHMZ/jrAvjiftqv3zDkNiIiIiLi2byslce+9iB/ueQPPPa1B9m8rHWn7edNbuEHbzqPadOmEnHNBH0hoAD4ITeOYihNMZcYsE0xlyBcW/3JhNxj3aSuXInryGLjQ7iOLKkrV5J7rHuX2x4VP5K8K5AtZr3nQhez5F2Bo+JHHoCej24vL1/GH26/kf7eLdTWj6W/dwt/uP1GXl6+bJ/2O6ICZjM73MzuMbNuM1tvZt8xs0iprsXM7jWzhJm9YGZvGrTtAjNbZmZJM3vQzGYOqr+0tM8+M7vZzPZvPv0D5IGnbiIcjBMNe8tZouFawsE4Dzx10063i015DU1nfAt/bDyFZBv+2HiazvgWPdko4dDAhQfhUICu3n6aZgRI9w/MRJjudzRNH76FCtGTJkOuQDGTxzlHMZOHXMErLzl5Vh2fe8dkxtYF6OjNM7YuwOfeMXmnCb8yq1L4agYG4r4aP9lVqWHru4iIiMihYOnDL/DlC/6bj867ki9f8N88cPNjLL1hMektaSINUdJb0iy9YfEug2aAfKie5MoCvYtj9C0bS65jLOSDxOcdRiGfpJDtw7kihWwfhXySCa96/wE4w53L3LQBi/uxWm+ixWoDWNxP5qZdT7RMDE9kXt1cor4oqWKaqC+qhF8HyOP3300oHCESjXkTf9EYoXCEx++/e5/2O2KWZJtZCLgHeB54NTAe+Gmp7nLgLuAF4GTgXOC3ZvYq59wqM5sK3A18DfgD8CXgLjM71jlXNLPzgauB9wEbgVuA7wAfO3BnuH+096yhPj5wZjUSitPes2aX28amvGaHjNhj6x+lP5kmEt5+70Umm2dsXQ2nXBznjit6gCKRGiPd78gkHQsuHr7vHsItDXD24aSe2kBhS7qUJXv6gCzZ4AXNe5IROzwjSq4ti79u+z/5Yn+B0IzosPVdRERE5GC39OEXuO7yXxCJRxg7YQzdbb3c9KU7eO2rT+SIWd7sbzDmLTdeedeLTDiuech9dT22hZXf6SQ2MULtlCw+CvS/5Kh//TTGnTQVf/OVbP7Hz8n0rSVcO40pe5Ale38qrklh4wfd6hf3U1yze3l7JoYnKkCugq72TdTWD7zVMhyJ0tW+6y92dmbEBMzAPGAmMM851w+8YGZfBL4L/BGYDZzhnOsDnjez1wEfBq4ELgKecc59C8DMPgS0AmcD9wGfAn7gnLu7VP8x4D4zu7x0rINWU30Lvcl2ouHabWXpbIKm+pa92t9pJx7BPQ8+DXgzy5lsnmwuz2knHsHhUyO86xp44IYE7avzNE0PsODi+F7fvzyUcEvDDgHyvmr6+GTWf3Yl4M0sF/sLFBMFmj4+eRdbioiIiIwed/7wr0TiEeJ13qRCvC5Kt/Ox5LmV2wJmgEA0SH/r9svotkXP8dLP/o/E2s3Ep03giA+8mU0/DuCP+yi4GFvWxQDI9+Xp70nQ+Baon3TqiAiQB/O1RHEdWagtC5USBXwtB/bxXLJnxjZNpL93C5FobFtZJp1ibNPQX+rsjpG0JHs58OZBAawDwsCpwNOlYHmrR4H5pd9PBR7etpFzSeApYL6Z+fFmpR8u23YR3pcFB/0zfBacdBGZXIJUxlvOksr0kcklWHDSRQD0tPWw4vHlLPvrMlY8vpyetp6d7u/wqRM456wTqYlF6EumqYlFOOesEzl86gQAZp8R4WO3jeOLj07gY7eNG/ZgeX+pPWMsU741k+D4EIXNWYLjQ1VN+CUiIiIyEm1a1UasZuD1XbQ2TFd374CyfCpHTbOXyKpt0XMs/dotZDp6iDQ1kOnoYenXbqHrhRfxxwfeEueP+0nt5kzt7kr3tNG5fCGbl91H5/KFpHva9ml/4Ysm4xIFXF8eV3Tea6JA+CJNtIxkrz77XLKZNOlUEucc6VSSbCbNq88+d5/2O2JmmJ1z7XizwQCYmQ/4JPAIMBFvKXW5zcCU0u87qx8DRMrrnXN5M+ss2/6gNXva6bxrwdcHZcn+PLOnnU5PWw9rnlmD3+8jGA6SS+dY88waWo5voX58/ZD7PHzqhG0B8qGk9oyxCpBFREREdmLijPF0t/Vum2EG8NUGGVOIk0tmCUSD5FM58uk8M9/mJbJ66Wf/RyAWJljrzextfU1uXkJN4jACZTO1hUSB6DDO1KZ72uhZswzzBfAFIxRyGXrWLIOW44jUj9+rfQZPa4CrZ5ayZKfxtUSIXLF7WbKleg6ffRxvveCjpSzZrYxtah6WLNkjJmCu4Lt4M8AnA5cBmUH1GbzZZ4DYTupjZe+H2n4AM/so8FGAadOqn6lvV2ZPO73iY6Q2r2zF7/fhD3p/Zu81z+aVrTsNmEVkdDjYxjoRkb0x2se69LoMiWdS5HsKBOr9xI+PEpla8RIYgPMueT3XXf4LAGI1EZL9aYo4/vWKtxJan6O/tZ+a5hpmvu3IbfcvJ9ZuJtI0MJgMxKNYTQeFRBHI44/7KSQKFBJFpv7HwCWyf1/Ryy8eamd9R5YpjSHec2bTbueqSbS+7AXLAS//jgWCFPNe+d4GzOAFzQqQDz6Hzz5unwPkwUZcwGxmBnwf+ATwz865f5hZGhgc4YWBZOn3NDsGv2Ggs1THEPVJKnDO3QjcCDB37lxXqc3BIJ3IEAwPfHC6L+Ankxj83YGIjEaHylgnIrIzo3msS6/L0PNwPxYEX8xIb87R88sUbavS+OoCHHZBA41zBj4f+ITXHMUnvv0e7vzhX9m0qo2JM8Zz3iXv4ITXHDXkceLTJpDp6Nk2swyQT6SoP2oSs947nXU/biW1Jk20JcLU/2hm7GljtrX7+4perv3tBmIhH411Abp681z72w187h3sVtCczyTwBQfOWJs/QD6TGGILkT0zogLm0jLsnwDvAS5wzt1VqtoAHD+oeTOwqax+8N3czcBzbA+at77HzALAuLLtD0mReJhcOrdthhmgmC8Qju/4reLqLe082foK3ekEDZE485oPY/qYoZ9rLCIiIiIjW+KZlBcsh3xkewr0r83iC0LDlBBtazI8993NHHMZFYPmnQXIgx3xgTez9Gu3AN7MctemPjrW9/FE9HgifWt438VTOXWI2+J+8VA7sZCPmqh3r/PW11881L5bAXMgHKeQy2CB7ZNErpAnED4kniArI8BISvoF3qOe3g2c75z7XVn5IuCEQc9OPr1UvrV+25pkM4vhLede5JwrAn8vr8dLFpYHnh72MxhBJsxsplAoUsh5zzQu5PIUCkUmzBz43cLqLe38ZfWzJLJpaoJhEtk0f1n9LKu3tFep5yIiIiKyr/I9BSxoJNJZ1rd30VXTR3c4ASFHMO7HHzNeub17n48z/tRjOOGLFxJurKdzVQcvrTGeaTgb1zKTzvYs37hiBU8+0lVx2/UdWWKRgSFJLOJjfUd2t44dbz4cV8xTzOdwznmvxTzx5sP3+bxEYATNMJvZqXiPf7oCWGxm5VHdQ8Aa4BYzuwp4K15m7A+X6n8K/LuZfQG4E/gisBb4W6n+OuAmM1tWKr8O+OnB/kipXakfX0/L8S1sXtlKJpEhHA8zZWbzDvcvP9n6CiGfn3Dpm7lwIAh5r1yzzCIiIiIHh+T6h9my7HpyPasI1s/AH/wqyf46Nvf0UCw6fObDb0a79dIdztPo6khu3L3AdFfGn3oM4089hkvf+wydkSw1dQF8QE2dF27cesM65lWYZZ7SGKKrN79tZhkgmS4ypTG0Q9tKIvXjoeU4Eq0vk88kCITjxJuP3qf7l0XKjZiAGfjn0us1pZ9yQeBteMu1lwAvA+c551YDOOdWm9n5wPeAL+DNOL+tNLuMc+5XZtYCXI937/KdwGf269mMEPXj63eZ4Ks7naAmOHCZdsgfoDu95/d+LHloI7f/8Hk2rOpj8oxaLrjkaOacOWmP9yMiIiIiuy+5/mHaH/ksvmAcf2wChWQb/T1Xk+z/AkUcOV+RqAsQxM8zuQ30xrOM6aohNmn3AtPdtW51isYJA/cZq/GzfnWqYvv3nNnEtb/d4LWL+EimiySzRS49c/cnbSL14xUgy34zYgJm59zlwOU7abISOHMn2/8J+NNO6q8Frt3rDh5AyZc30/vYS+Q6+wmOq6HutCOIHT58j3l6euFSfnfznWxcs4lJLROZ8oFXk63dPsMMkC3kaYjs2b0fSx7ayHcvf4JoPMC4CVG62lJ89/InuOzbpyhoFhEREdmPtiy7Hl8wji/k3ffbX4jQln6WF9wSZvuOo9YfpqeQ4uVMJz0uRdqXpZB0HPax4c0EPXV6lM727LaZZYBkf4Ep06MV2588q47PvYMBWbIv3YMs2SL724gJmMWTfHkzXfc8jQUD+GsjFPrSdN3zNJxzIs81BbitbQ3rMkmmhmO8d3wL8+rG7dH+n164lB9cdR3RWISxTWPpau+m45b7mXXhGYyprSXkD5At5MkWCyxoPmyP9n37D58nGg8Qr/O+Vdz6evsPn1fALCIiIjLIk72d+3xtt1WuZxX+2PYJlvYtCQq+GCl7gb/4Q/h8PvLZIvhhTDpMTTDKMZdN2CHh175638VT+cYVKwBvZjnZXyCZKPCpK6cOuc3Js+oUIMuINdKSfo16vY+9hAUD+CJBzMx7DQZ4+KnnuWbdC3TmsjQGwnTmslyz7gWe7O3co/3/7uY7icYixGvjmM+I18bxdaTo+vPzxEMR+nMZ4qEI/zT92D2+f3nDqj5iNQMfYxWrCbJhVeVbxdsWPcdjH/8W977lMzz28W/Rtui5PTqeiIiIyMHqyd7OYbm22ypYPwOX237Nlc3lCVuaKaFXwDmKxSL+oFGMFIkeHuCc9x8/7MEywLwzxvL5a2YxrilE5+Ys45pCfP6aWRXvXxY5GGiGeYTJdfbjrx30LLlwgN/Ek8R8UWr83p9s6+ttbWv26JvIjWs2MbZp4IAVi8fY+PeVfO1rn92nvk+eUUtXW2rbzDJAsj/H5BnbB+O1K3p46qFWep95kcjf76WmqYaapgYyHT0s/dotnPDFCxl/6jH71A8RERGRke62tjXEfIF9vrbbasxxH6f9Ee9azoI1xPwZrJiit/ZU4q6edCJBLpsjEg5xzlkncvjU4bndb+u1XU9HhvrGMCed2cy8M8YqQJZDhmaYR5jguBpcJj+gzGXytNb4iPn8A8pjPj/rMsk92v+klokkEwO3SSaSTJo2ce86XOaCS44mlciT6M3iio5Eb5ZUIs8FlxwNeAPqA79bQ7IvR3j5Yor+IFt6IZ3KE6yNEYiFeeln/7fP/RAREREZ6dZlknt8bdfT1sOKx5ez7K/LWPH4cnraerZvO+U1hI/5MP2pTfRuXkQwmubpie9g7eSpFCdmCDRG8deM4V/fPH9Yg+Wt13bxuiDJvhwP/G4Na1f07HpjkYOEAuYRpu60I3C5PMV06Vly6Rwul2daXR3JYmFA22SxwNRwbI/2f/4HzyOVTJPoS3hBbV+CVDLN+R88b5/7PufMSVz27VMYOz5K5+Y0Y8dHByT8euqhVoIhH+FIAHq6sXAEn8/o6cwA3oPuE+va9rkfIiIiIiPd1HCs4rXdmEKSH/3+A3ztZ2fxo99/gOVrHwW8YHnNM2vIpXMEw0Fy6RxrnlmzLWjualvMmta/kZh8ChuOvIhHDv806bETCbk0efL4mzK84YwWjm4ZvmzS5dd2ZkY4EiAY8vHUQ63DdgyRatOS7BEmdvgEOOfEHbJkX9gU4Jp1L3htfH6SxQLJYp7/N/6IPdr/ifNP4NKrPuFlyV67iUnTJnL+B8/jxPknDEv/55w5acgEXz0dGeJ13j3ONqYBl+jHwhFy2SIA+USK+FQ9EkBEREQOfe8d37LDtV1XeguHrbyV3lw39fEmepPt3PHAF3jXgq9j65vw+334g97lu/eaZ/PKVurH17N+5a/w+6MEgjWssin4cQR8jmi0j7qGqWTyOdpc97D1f3nhFVa2byJXlyLkgjRaAzXECYX92yZDRA4FCphHoNjhE3Z4jNQ84IqpRw3IpPj/xh+xV/e4nDj/hGELkPdEfWPYW44dCWAnzcfd/0eccwSiEXJ9SfLJDMd84M0HvF8iIiIi+1txcT/8qhM2ZGFyiLn/Mo4rZg28tpu+6j7qc91Ew7UA214feOomXh3/DMHwwOSqvoCfTMILTlOJ9YTCjQAkiBAmi/kCFAppAEL+AN3pxLCcy/LCK9xR/AOhcUcQ6A+Rj+TY6NqYZOMJZsLUjwsPy3FERgIFzAeReXXj9vpRA5UseqKHW27dzNr1GaZNCXPh+yZw6in1w7b/wU46s5kHfrcGyBOaOoPC6W+EpxdRY0nCjRM55gNvVsIvEREROeQUF/fDdzZC1AeNfujKwXc2Mvczk5g396Rt7b722GVE4gOfUhIJxWnvWUNkfJhcOrdthhmgmC8QjnvB6cq1J3DXX6bR1jmGUJOP417XzWGzuvH7vWSy2UKehkh8WM7n/uJCQi5E6DW95O9swkcQwjna01toyjVx0pnNw3IckZFA9zCPUoue6OGr16ylozNP07ggHZ15vnrNWhY9sf+SNEybVc+C81uI1QZJ9OWIHTWL02/4LG+973ucdv1nFSyLiIjIoelXnV6wXOMHM+816vPKyzTVt5DODpwFTmcTNNW3MGFmM4VCkUIuj3OOQi5PoVBkwsxmFj3Rw89+t4AtvWHG1PVR6C3wwP9O5JUXawnHJpLJ58gWC8xrPmxYTqfddREhjH9misB57VhNHl9viFxNmgXntzBt1v6bgNmq75EuXnn3s7ww/0leefez9D3Std+PKaOTZphHqVtu3Uws6qe2xsvOuPX1lls379dZ5mmz6g/IICoiIiIyYmzIejPL5eI+r7zMgpMu4o4HvgB4M8vpbIJMLsGCkz5P/fh6Wo5vYfPKVjKJDOF4mCkzm6kfX88tX11BXV0t4dAU0omN1IZ7wYx/PNLCEfPyNIQiLGg+jOljBs5e760mG0uv6yNKBP/MFP6ZKVIuzRirZVrwwATL6z+7El/cT2BCiFxblvWfXcmUb82kVo+zkmGmgHmUWrs+Q9O4gffBxGM+1q5XkgYRERGRYTU55C3DrikLmhNFr7zM7Gmn864FX+eBp26ivWcNTfUtLDjp88yedjoA9ePrqR+/Y0C69brO5xtDKDTGa1t0tHfmuPiEY/ep60se2sjtP3yeDav6mDyjlgsuOZqzT5/PHcU/gIMIYdJkyFqWs33z9+lYu6v9+g344n78daUEaKXX9us3KGCWYaeAeZSaNiVMR2d+28wyQCJZZNoUJWkQERERGVb/Ms67hxm8meVEEVJFr3yQ2dNO3xYgP7NuBb965kE2PfIwE+sbefvxZ3H81Fk7bLO/ruuWPLSR717+BNF4gHETonS1pfju5U9w2bdP4V2nv5X7iwvpcF002ljO9s1ntn94lnzvSmZVisCEgV82+Gr8ZFelDsjxZXTRPcyj1IXvm0AyVaCvv0Cx6OjrL5BMFbjwfcPzIHsRERER8fjm1sBnJsHYIHQUvNfPTPLKh/DMuhVc//Bv6E72MjZWR3eyl+sf/g3PrFuxQ9v9dV13+w+fJxoPEK8LYT4jXhciGg9w+w+fZ7b/MD4efA9fDF3Kx4PvOWDBMkB4RpRi/8BnWBf7C4RmRA9YH2T00AzzKHXqKfV86Yppg7JkT96v9y+LiIiIjFa+uTWwkwB5sN8/8yCRYIh4yAsCt77+/pkHd5hlDhdXMSn4IE8/30zB18DsI8fypStm7fK6bvkjaR64IUH7qjxNMwIsuDjO7DMi2+o3rOpj3ISBQWisJsiGVf27fR77Q9PHJ7P+sysBb2a52F+gmCjQ9PHJVe2XHJoUMB+E0o91k7hpA/k1KQItUeIXTSZyWsMe7+fUU+oVIIuIiIiMQJt6OhgbqxtQFgtG2NTTMaDs6YVL+cFV1xGNRTj72FaSiSSprjTh4ieAE4bc//JH0txxRQ/hmFE/wUdvW4E7rujhXdewLWiePKOWrrYU8brty5+T/Tkmz9j9wH9/qD1jLFO+NZP26zeQXZUiNCNK08cn6/5l2S8UMFfBuhfzLL0vT0+7o77JOOF1AaYeuXt/ivRj3fRcuRKL+/GND1HoyNJz5Uq4euZeBc0iIiIiMvJMrG+kO9m7bWYZIJlLM7G+cUC73918J9FYhHit94zlra+/u/lOTpx/wpD7f+CGBOGYEa3z7tCM1hlQ5IEbEtsC5gsuOZrvXv4E4M0sJ/tzpBJ5Lrjk6OE6zb1We8ZYBchyQOge5gNs3Yt5HvpljmSvI14PyV7HQ7/Mse7F/G5tn7hpgxcs1wYwn3mvcT+Jmzbs556LiIiIyHBLP9ZN54XPsXnB3+m88DnSj3UD8PbjzyKdy5LIpnDOkcimSOeyvP34swZsv3HNJmLx2ICyWDzGxrWbdnrc9lV5IjU2oCxSY7Sv3n5NOufMSVz27VMYOz5K5+Y0Y8dHuezbpzDnzEn7cMYiBxfNMB9gS+/LE4xAOOoNUOEogGPpffkdZpmLi/u9B9pvyHqPHfiXceTXpPCNH5gV0OJ+8mvSB+gMRERERGQ47Gzl4PGnzeLjr/lnfv/Mg2zq6RgyS/aklol0tXdvm1kGSCaSTJo2cafHbpoRoLetUJpZLvWn39E0feD16JwzJylAllFNAfMB1tPuzSyXSwW2sGZDL/es+hQTg9M4r+FCjnvhWO/xA1Gf96D7rhx8ZyORsWEyiTxWu/1P5xIFAi0RRERERGRkSb68md7HXiLX2U9wXA11px1B7HAve3X5ykEAqw1QLJVHTmvg+KmzKj5Gqtz5HzyPH1x1HeDNLCcTSVLJNOd/8Lydbrfg4jh3XNEDFInUGOl+RybpWHBxfKfbiYw2WpJ9gNU3GdmyyeCefDfr+9eTGbORsf4muvMdXNf2Vbb8YoUXLNf4wcx7jfqI1UVxiQLFvjyu6LzXRIH4RcoKKCIiIjKSJF/eTNc9T1PoS+OvjVDoS9N1z9MkX94MQH5NCov7B2yzpysHT5x/Apde9QnGNjXQ1dHF2KYGLr3qEzu9fxm8xF7vuqaeuvF+etqK1I33865r6gdkyRYRzTAfcCe8LsBDv8wBjlAEWvva8WdjpF73F8x8xP21UIDk2i7GTBozcOO4D39HgfqrZ5ayZKcJtESIX7F3WbJFREazZxemueenCVrX5mmeFuCcD8U5dr4uFEVkR63ty1n+ygP0JzqoiTcy+7AFNDfN3uV2vY+9hAUD+CJBACwSpFgqjx0+gUBLlEJHdp9XDp44/4RdBsiVzD4jogBZZBc0w3yATT0ywJnvDhKrMxI9kIq3kXzTb8nNWLmtTcwXZ9P4VkgUB26cKMLkEJHTGhh3yzFMeGAu4245RsGyiMgeenZhmpu+3MOWjgINTT62dBS46cs9PLtQ+SBEZKDW9uUsefbXpNN9RML1pNN9LHn217S2L9/ltrnOfiw8cH7KwgFynd5zjOMXTdbKQZERTjPMVTD1yO2Pkfry+l/Tk+8gTu22+mQxwbJzVzLn5/O8grjPC5ZTRfiXcdXosojIIeWenyaIxI1Yrfe9cazWe5zKPT9NaJZZRAZY/soDBPxhgkHv8U5bX5e/8kDFWealiYXc2X0Lm3JraZgX4/WrF/Cq9LHb6l0mT3Cc9xzjyGkNoJWDIiOaAuYqO6/hQq5r+yoUvJnlZDFB2iWZ85p/gqZJO2TJ9s2t7oPiRUQOBa1r8zQ0DVxkFY0brWt37xF/IjJ69Cc6iIQHZmwNBCL0Jzp2aLs0sZDr2r5KxGKM9TfRP3YLt/n/l/e+DEenjsFl8rhcnrrTjti2TeS0BgXIIiOYAuYqOyE+n0+M/9K2byK3Zsk+IT4f5gIKkEVEhl3ztABbOgqlmWVPKuFonqb/LYrIQDXxRtLpvm0zywD5fJqaeOMObe/svoWIxRj/9EmM+9UCQusbSTZv4PHX38fs1MwdsmSLyMinK4MR4IT4fC9AFhE5yOxtIpxqO+dDcW76svc4lWjcSCUc6YTjnM/qcSoiMtDswxaw5NlfA97Mcj6fJl/IMPuwc3douym3lqlPv5qJ33knxWiGfGMP4Z5xTPj5uwn955FMOM2/wzYiMrIp6ZeIiOyVfUmEU23Hzo9w0VfqGdPop7u9yJhGPxd9pV73L4vIDpqbZjPn2HcSidSSzvQQidQy59h3VvxycGJwGmN+9RqK0QzFmjQY5OIJAjHHSzcVK+xdREY6zTCLiMhe2dNEOCPNsfMjCpBFZLc0N80m/0KWZ274IxtXv0j/9C0cf8lbmPKaY1n3Yp6l9+XpaXfMbPgy6VdSZCe14cdPwRUoUqBpzHj617hqn4aI7AUFzPvR+oef5Zkf/pHe1a3UTW/m+EveQjRez+o7lpDc0ENscj3T3zWHcXOmsfmxAi/dVKR/jaOmxTjiIp+W7YjIiLYniXBERA5m6x9+lkf+/ScE4xFiExpItW/hkX//CbM/eSHPvzSbYATi9ZBNNuCsDl8XJMdtImJRmkNTiSbHEGmxXR9IREYcBcz7SaWB9YFPXM+4SdNpmD6JcGOMbHeC57/3N5rPfiMv3zqOQBwi4yHd4Xj6ygInXo2CZhEZsfYkEc6eerK3k9va1rAuk2RqOMZ7x7cwr+7QeKzekxvWcOuyp1jXu4WpdWN433EnMW9yS7W7JSI78cwP/0gwHiFUFwPY9vrUf/2R2vNnE456wXA4CsW5fsIPT6ZlzFQCccgnvJ8jrtCdkCIHI/2Xu5/8/Y5fU3xHjsy/9pE8qwub6SPXn6Vj1SoC8TBmRiAeJhAL8uIPMwTiEKw1zGcEa41AHN3rIiIj2uzDFpAvZMjlUjjnyOVSpUQ4C/ZoP8XF/RQvX0PxX1+iePkann94A9ese4HOXJbGQJjOXJZr1r3Ak72d++lMDpwnN6zhG4/eT2cqQWMsTmcqwTcevZ8nN6ypdtdEZCd6V7cSrIkOKAvWRElvbiPcsx7/I3/E/3+/xP/IH4nWrSd3qiPSaKTbINJonHi1X5MgIgcpzTDvB63ty+k/ajN+C0LScJEC6bk92ArIrkgOaOuPhch0hqmdOXAfgTi610VERrStiXAGZsk+d4/uXy4u7ofvbISoDxr90JUj9v1uTnxPiA3Het/p1vi9/1Xd1rZmr2aZFz3Rwy23bmbt+gzTpoS58H0TOPWU+l1vuB/cuuwpYsEgNaEwwLbXW5c9VXGW+e8revnFQ+2s78gypTHEe85s4uRZdbt9vHRPG4nWl8lnEgTCceLNhxOpHz88JyMyitRNbybVvmXbzDJArj9FpK4W35JHIBSEaAzSSXxLHqH+lNdw+tdn7mSPInKwGFUBs5mFgR8A7wQywHedc98a7uMsf+UBAr4wxWQBX8AHOQOK+F5j+DfEBrQtJLOEx2XIJyBYu708n4Aa3esiIiNcc9PsfUvw9atOL1iuKc281PjpSxZ4071BfnxsYVuzmM/PS31t/Oj3H6C9Zw1N9S0sOOkiZk87HYCeth42r2wlncgQiYeZMLOZ+vH1LHqih69es5ZgIEnEv5HlK/1c+vkNnP2BDHPmNTCv+TCmj2miY0k/r9zeTXJjltikEIdd0EDjnJohu73koY3c/sPn2bCqj8kzarngkqOZc+akAW3WrujhqYda6enIUN8Y5qQzm1nXu4XGmPfoqpb+IKd2RmjIjqHVnyFzdDfhloZt2/99RS/X/nYDsZCPxroAXb15rv3tBj73DnYZNOfyRRLdbSQ3PIvPF8D8YQq5DD1rlkHLccMWNHflOlmbW0eqmCTqizEtOJX8KxtY+cA9JDtaiTU20/bqV7G4fjOOFEaUV8fn8ubGOcNyfJED5fhL3sIj//4TwJtZzvWnyCXSTDriCLLJIOYL4QOKvhDOB43dywAFzCKHglEVMAP/CbwaeB0wBbjVzNY65361rzt+vnMT9657gbZkH4X+ArOmTCX8wssUAV/ATzFVxNdkjJsxg3wigz8WopDMkk/mOPKSMC/fCuB0r4uIjGjlY934WC1vmHoUdf/oqJjg8IWfLGbLy1vIBesIHH8CNf+c5Ik1fyb6i7nUbpxK48Qwr2vfgqvJ4NviJ9AQxx8P42J+Gtoc057Kc/JvcozZUKR1Qo4/L1hDb1M79fEmNnWv5b9+fzH5+BkcM+50TgnOoiYaIxgOkkvnWPPMGlqOb+F7319B16aNjK1rBStQb0bA1bLsrjAzgo5VHTG68j0kszlSFKkZFyfTneNvV7TRGkzQuwWaZgRYcHGc2WdEWPrwC9z05b/xzGIjEgswZeY4Wlf18tX3/I03zo1x3JxxhN9ax8LIKhJ31hMIG+O3bCF139M89qMuzh4b4rGZtfjHQJsVedxinNkwmZNiY+n9y9+pef1UsuEeNv/j51z36KlQGEs4PAGfNVAT9b5U+MVD7TsNmLsf6KT9R+vJrOjEN9FH/F+MyBwwXwADEq0v71PAnHusm8xNG+iO97D24xkCYyOE6sNkXZZ/9Cwl9djDBPuShOsbWB3awnr3DC4dot+l8fk6eaSwmae7H2L+uBM5Kn4kE8MT97ov1fJk60JuW3Ez6/rXMrVmGu+d9UHmNc+vdrd26uXly3j8/rvpat/E2KaJvPrsczl89nHV7taItcNY96qjOOM/PzxgrDv1qrew6sYlFBtD9HVALgvBENQ2h3B9vdU+BREZJubc6Fj2a2ZxoAM4xzl3X6nsSuCNzrnTh9pu7ty5bvHixTvd9/Odm7htxZOE/QGi/iCt3WvJFouclO0htmoD+VQaf22IhqmTOXniv3pZsjf2EJukLNkiByszW+Kcm1vtfgyXvRnrUoUcfVv6aPnxs0zsKGybdUm19VLX2IILTcKCQXzFHPlsmo21JxFeP5bimD5ykT5cb5Bze2ppGJvBX5uDoiM4oY5EHlan+kmv6ycfNZIxBz0pxvYnWPHOR1k1bSWruzbhczkCwVrObPwPQkU/k8aNpy7izQoXcnkSiQQXfq6dqc2txH1JCv4QDh84x/jIYXxiwTSy5si6AsGCn4gF6e7O0rMixqLHjVDUaDo2QrrfkUk6TriglXtu/TWr1kygUAxgFChkCzTE4/gCIepqA5z/T1E60920T58I/hDBtjU0PLCQYDBG0YVJJLdQpIeNJ03CJjRQiGTJFgu8bcxsjog04h+To3vi7WR7i3zu8Q8yJtgLFIg2HEEw0kDROTp68/zmiqMq/o36Huli7eUv4Yv7KNCDSxskjdrLfETnBPD5oJhLM+G41+3Vv5PcY92krlyJxf0sv6yXXLyAv8/wHxnHxgbp2vAyrj9F9LGXAVg0B1LRIp3+DMVgiKCB+Yx0LsfMwHRmNExmXt3cgypofrJ1Idc89RVigRixQJxkPkEyn+SKk748YoPml5cv4w+330goHCEciZJJp8hm0rz1go/uMmjWWOeNdZlCnvfOmsfR4wb+W13yuTvJdicIxMPbyvKJDKGGOHOuPW+/nIOIDL+djXWjaQrzeCAMPFpW9ihwspnt00z7veteIOwPEAuEMDMa4uPwuwIrwjU0nXQ4TaccTt3s8ZxwytsZN2cac649jzNuvZA5157HuDnTAC8b9um3BHnjAyFOvyWoYFlERpzBY10sECK3cQtrThtPqC6G+YxQXYxcf5b2l1ZjoRC+gEEoRDZQYMw/avFla7wZ5TwQTbM0lqbQE8SX94EZhdYEdVkf47I+ijEffTFHyOcn6GvDH0pz2APH0Nrbid98+P0Rirlu6ohS8Dlae7YnBfMF/HRt7qYmksQVwGE488bVVC7Gm4+chCNNzlfEfJCjSMblidX5eP55IxgCf7GI+YxonY9wzLjju/cSiUfI5oIE/BAI+HGFIj39CaIRP51b8nTH+nBhw78+AuEidU89jwsGyIZ9ZDJFcuE8BX+AqSu2EIgUiViAIH4eTawDg0JXkIYZE/GHapkQ6yVdjGLmJ9O3HoBkusiUxtCQf6P26zfgi/vw1QbwBfz4YkAMkrcXcThcIU8gHN/rfwOZmzZgcT9WGyDTVMCf82EBo7g2DUAxmYL67bce5WsC9FgOXxECZoBRLEI8HOHRDUsJmJ8XEi/udX+q4bYVNxMLxKgJ1uIzHzXBWmKBGLetuLnaXRvS4/ffTSgcIRKNYWZEojFC4QiP3393tbs2IlUa68L+APeue2GHttPfNYd8Mkc+kcE5Rz6RIZ/MMf1duu1A5FAxmgLmiUCXcy5dVrYZCAFN5Q3N7KNmttjMFre3t+9yx23JPqL+4Lb3kXAN42onkLAg6UwPkUgtc459577d5yciMsz2dawDoDdNcuygAK4I2VQSX9n/YfIB8CVjUApaXdHhw8/q+h7+kRtDMerwp/3kA3n4zCRCPQWOaKzn5NqxHBOvp85nZEMp4u11pPNZ/D4fzmXwBxtIWpYwATL57PYu5At0dXZx5OQ1ZLMRktkoruhIZaOkc2GmjguQZ+v/Drx8EVnyRPwB+vqMgA/8ke0nEKkxtnR2EKuJEIsVKZRurzZn5PIFMlnHuDFBsi6HL+rDn89BxkegpwdCIYoUKRahaHkKviDBvixm4ByEzU9nLgVFH86fJRSPAPCmw54lXQiSLEQo5FL0pwoks0Xec+aA/2UNkFmVwuLed8AWioFzWNSR3+igkMcV88SbD9/l33ooxTUpiHt/w0iHn0LEgd9wSe8D8cWi0LM9uWWgPw8Bw8znnS/g9/nIZHN0pLYQtCB9hf697k81rOtfSyww8EuHWCDOuv61VerRrnW1byIcGZjhORyJ0tXeWqUeHVjDMdZF/UHaUn07tB03ZxpHf/q1hBriZDqThBriHP3p126bEBGRg99oCphjeIm+ym19Hy4vdM7d6Jyb65yb29Q09IXJVuNjtaQKuQFlLhDm8MbDeMvZV3LmKR9TsCwiI85wjHXURYh1ZQeW+SAUjVEsezJeIA/FWBKcF1iZzyhSIJKoJznW6Hlzgo63d9H/jhy+uTUEWqK4xPakX+Pqp+FLBegd20nYHySfT0ExR2TMqazytePDiPkjOOco5PIUCkU2d7ZRG1jHu+bezpjYFnr7a6iL9/Ge1/6afKgdPxHAeVEcECJAupAjHi2Syzhik7ZfMKf7HWPGNZLsTzO1JUuhYOTzUMTh8wXI5IqcMaeWkAUppopEGrZAxsjX1kM2i6/gw+cHVwgQyOdJh8NQ8GEYWVdknD8GBcMObyWb8AL5Yxo3ceExj1Ef6qe3MJaxdQE+947JO71/OTwjCluDV38IX6QWlzL8Ex3+UIT6fUz45WuJQunv0vxAnGLYkQ8VIOYj7/KEG8binn6ZXCqJc45JLyQJ+wK4UBDnvGA54PexrqOdxugYci5HrX/o5Goj0dSaaSTziQFlyXyCqTUjN0Aa2zSRTDo1oCyTTjG2qblKPTqwhmOsSxVyjI/WVmw/1OpBETk0jKaAOc2gwLjsfZJ98IapR5Ep5EnmszjnSOazZAp53jC18j1mIiIHo0pjXXDSGFoeayPbm8QVHdneJMGaEE1HTMdlsxTzDrJZQnk/W17VRzHUj/WHKQaAVIQxvU1MevUmiukcLpen7rQjAIhfNBmXKFDsy+OKjli+jvHh6Wx4wyrqQlC0CP4xryUUncG6QjtP5F+iqWEs+UyOYCRIy/EtnHXeWaSSabr7wnz67O/w7Xf9G//+pms4fspzpAK34yNKsBAAByGfn7AF6N1Y4Ng5PgKNIQrm82ale4tkko53XfYG0ok0kVA/s45M4fPlKRCkaUyMt55ex+HTojQka7GMI3X+Fvxvb6P3lKPwpQuEC0XqG8NYXxB/ocCKGeNI9DjSZMm6AmfUT8FmbyR+QpruVZsoZPtwrshRdSv41LH/y22XjuH7Fx2+y+zYTR+fjEsWcf0FXBFI+fAV4kz69xNpOnL+PmfHDpf+Lq4vT93yEC0/ixPsMgqH+QlZiFfVn8AJp72DcO0YMj3dTM+Oobl/EulCHn/AT66QZ/n6DXT29XL65BPIuwJHxY/cpz4daO+d9UGS+ST9uT6Krkh/ro9kPsl7Z32w2l0b0qvPPpdsJk269EVGOpUkm0nz6rPPrXbXRiRd14lIudGU9OvVwCNA1DmXLZUtAP4E1Djn8pW2253kEFCWTTHVx/iolzl2cGIIETl0jMZEOFB5rNurLNmbptLYHOaIo7uoaWglOK6GutOOIHb4hG3HSj/WTeKmDeTXpAm0RIhfNJnIad5jl55Zt4LfP/Mgm3o6mFjfyNuPP4vjp87aob9PL1zK726+E1/f05x21GqmTjLqJx3Nlgn/yqKlTczoraWeCLlwgaZTxnDYHO/4yx9J88ANCdpX52maPjBL9p0//CubVrUxccZ4zrvk9Uwc08DKu16kv7WfmuYawm+t4+/HvECH66LRxnLy35vI3LqUxLo2MtEGHs03s2pcJ7F4gpZomNefFOGYE/0EaxuJNJ1G/+ZWNv/j52T61hKuncaEV72f+kmn7vbfsu+RLtqv30B2VYrQjChNH59M7Rljd3v7XdmaJbu4Jo2vJUL4oskET2vY6TZPtC3l5y/dySv9a6kJRTl18jGc2HiUsmQfQNuzZLcytql5t7Nka6zTdZ3IaLCzsW40BcwxoBN4k3PuwVLZF/GyZJ821Ha7O7CKyOgyWi8iRWR00VgnIqPBzsa6UfMcZudc0sx+BlxnZhcCzcDlwEer2jEREREREREZkUZNwFxyGXA9cD/QC3zVOXd7dbskIiIiIiIiI9GoCpidc0ngA6UfERERERERkSGNpizZIiIiIiIiIrtNAbOIiIiIiIhIBQqYRURERERERCpQwCwiIiIiIiJSwah5DvPeMrN2YM0ebNIIdOyn7hws9BnoMxgN59/inGuqdieGi8a6vaLPQJ8BHPqfgca6Q/vvuzv0GegzgEP/MxhyrFPAPMzMbPFQD70eLfQZ6DMY7ec/GuhvrM8A9BmAPoNDnf6++gxAnwGM7s9AS7JFREREREREKlDALCIiIiIiIlKBAubhd2O1OzAC6DPQZzDaz3800N9YnwHoMwB9Boc6/X31GYA+AxjFn4HuYRYRERERERGpQDPMIiIiIiIiIhUoYBYRERERERGpQAGziIiIiIiISAUKmEVEREREREQqUMAsIiIiIiIiUoECZhEREREREZEKFDCLiIiIiIiIVKCAWURERERERKQCBcwiIiIiIiIiFShgFhEREREREalAAbOIiIiIiIhIBQqYRURERERERCpQwCwiIiIiIiJSgQJmERERERERkQoUMIuIiIiIiIhUoIBZREREREREpAIFzCIiIiIiIiIVKGAWERERERERqUABs4iIiIiIiEgFCphFREREREREKlDALCIiIiIiIlKBAmYRERERERGRChQwi4iIiIiIiFSggFlERERERESkAgXMIiIiIiIiIhUoYBYRERERERGpQAGziIiIiIiISAUKmEX2gJldaGbrD9CxVpuZK/vJmdkrZvYfZW2uKpUfO8T2HzkQfRWRfWNm/2xmzaXfrzKzR6vYl1vM7LYDcJzpg8Y4Z2YpM3vKzN5a1u5BM1tlZtEhtp+5v/sqIoeG0nVc+ZhTNLNeM/uzmR1Z1s6Z2e1DbH9ArgNl5FDALDKyfQaYWPo5DPgKcLWZva+sTQC43sysCv0TkX1kZi3Ar4GaavelSuazfZx7FfAI8DszO7yszXTgygPfNRE5BG1i+5gzGXg1EAbuMbPy2OhdZvb6KvRPRhgFzCIjW69zrrX0s8459zPgPuAdZW02AqcAH6xKD0VkX432L7s6ysa5V4DLgTRwTlmbNcDl5TNAIiJ7qVg25mxyzj0HXAHMBI4ra7cG+KGZhavSSxkxFDBL1ZjZJ0pLjNNmtmzQErz5ZvaImSXNLFFaKjO5VHehmT1qZp83s24zazWzd5vZu8xsbansG2X7CpvZ982s3cw6zewOM5uwk37NMbNFpaWBj5vZV83swSHaHlXqW6+ZbSwtpfSV6q4ys1+a2X+bWX9pSeFrzexSM9tsZm1mdslefHR5IFP2fhXwfeBaMxu7F/sTkf3MzKaUxp4uM+sws/8xs0ipelXp9SUzu7D0e7A0dvSUxop/L9uXmdmVZrahVP9nMzuirN6Z2ddKY959Q/TnPWb2cmmM/aWZ/a+ZXTVE27eWlkmnzOwFM3tnWd2DZvY5M/trqf4JMzvczG4qjXsrzOz0Pfy48qXX8nHuF8DTwA/3cF8icogruz3jXPNuR+s3s++Y2bFmtqR0HXm3mcV3sptK484XgQnA5/Zb5+WgoIBZqsLMTsQL8j4NzAZuB+4wszFmVgv8EW8m9VXAG/CWI3+hbBcnA7NKr3cANwKfBN6C9y3hFbb9vt5v4C35eytwJt6/+z9UWsJsZvXAn/EuzE4EflnaX6VzaMRbOrh1hvfjwCV4y6i3egfQDxwPLAF+A7wWOAu4AfiemY3b+ae17XhBMzu/9HncPaj6KiAFfHN39iUiB46ZhYD78ZZcnwW8E3gT8J1Sk3ml1/l4Y2F52Ul4Y9i3ysa0TwLvB96HN/asBP5mZrGyw74NOB34fxX6czpwM/Dt0v4TwAVD9P1s4HfAz/HGsRuBX5rZvLJmVwI/BuYAY4HFwHq88fkl4L8q7XuI49UAXwdCwL1lVQ5vjD3TzN69u/sTkVHlP4BzgY8Bl+Fdc30Wb7w9E/hQpY1KEzJfA5YDK8qqNgFfwrumPGz/dVtGPOecfvRzwH+A8/C+xTuh9N6HFwjGgGa8JXlW1v4a4KHS7xfifRNYW3p/LN7F1IKy9lvwLkpjpeOcWFYXBZLAGRX69VFgLRAoK/tf4MGyY68v/f5veBeFwbK2HwPaS79fBbRuPQ+85YUOmFF631B6f/IQn9FqvGWJ/aWfAtAHXFvW5irg0dLv7wCKwCll23+k2n9r/ehntP/gXcAlgbFlZW8sjWP1ePfnOmBmqe4qvAs1X1n7buA9pd/XAeeV1RnwCvC+0nsHfHIn/fkl8Muy94HSuHdV6f0twG2l338H3D5o+18Bvy79/iBwR1ndd4A1Ze/PAxJD9GPreSfKxjlXGlf/tazdg8DVpd9/UPps6gZ/bvrRj35G50/ZWPDmsrJO4Ctl7+/CW6FyYelaaeuYkypt+zSla9JSewe8DvCX6v5YKr+Q0nWgfkbPTwCR6vgL8CjwtJk9hzdj+hPnXBJImtktwKfN7ATgaLyZjSfKtu9wzvWVfk+VXteU1afxEjgchjdT8cigCeUI3gz1I4P6dRzwtHMuX1a2EDi/wjkcBTzlnMuVlT0ONJZmnwFWO+eNsBX6ufX9zu6N+QpeMqCt57TJOVeo1NA591sz+zNeArCTd7JPETmwjgJWOue6ysoex7sQOwLoqLDNaudcsex9DxApzcBOAX5hZuX1W8e0bdvvpD/HAT/Z+sY5lzezxTvp+02Dyh7H+3Jxq1fKfk8xcCxOsfMxDrwvE9fiXaD2O+c276TtlcA/A1cD393FfkVkdNndsWgzcEbp9yLQ5ZzbUmmHzrmCmX0ceLy0yk9GIQXMUhXOuaSZvQ5vyeBb8S6APmlmZ+B9K7gY7xu9v+BdrL2l1HarPDsqVijb+m/8TLwLznLtFdrn2TEBz1AJedIVyvyDXnfo56CL4F1pd86t3IP2lwLP4S0NF5GRYXfGisEqfTFmbB/T/gV4flD9ll0cc6vhGOfK+z14nNuTMQ5g7e6Oc865HjO7HPgZ8MAeHkdEDm27OxYV9uTayjm3yMx+QilfzF72TQ5iuodZqsLM5gNXOucecc59Dm8WYzPefSbn4WWHfrNz7r+cc4/gzRTvTSbZl/EuPBudcytLA2Q73sxES4X2/wCON7Pyi8E5Q+z7BeAkMwuWlc0HuqgcjO93zrmX8e5j/hrekkURqb4XgJmDkvLNxxubVuLNrO6W0ixIGzCxbExbhXef8/G7uZt/UDaulca7E3bS91MGlc3Hu9evKpxzvwAeRjPMInLgfA7vlr7Lq90ROfAUMEu1pIAvmdnFZjYd7x6/qXiJsTqByWb2ejM7zMw+h3d/7h6n9S8t274J+B8zO9u8R5L8DG9J4ksVNvlfIA5838xmm9lH8GZyKl3Q/hJvluWGUrbsc/GWUF+/h7PIw+2beBfUDVXsg4hsdx9eIplbzew4MzsL+G/gV865Trz76MD7sm53nsX8XeBrZvZ2M5sJXAe8Hi+43R3/A7zTzC4ys1nA99h+D2ClY51vZp8ysyPM7FN4t6hUO1v1J4BJVe6DiIwSpVtq/gNvrJRRRgGzVIVzbile4oRPAS/iXZR9xjl3H17W61tLr0vwskp/GphtZtG9ONxleEu7bwf+jvcN4Rucc6nBDZ1z/Xj3050OLCv18TYgO0TbNwKHs/1xJ/+Fl1GxapxzGbQkW2TEKH2B9na8gHQR3th2D/CRUn0nXqKtXwIf3o1dfhv4Ed6Ysww4Bvgn59zG3ezPQryA84vAUmAM8BiVx7nFwLuBi/Fu9/gQ8C7n3F9351j7i3PuRbZnGRcRORB+ijdWyiizNXuviABmNgOY7Jx7tKzsh0DcOXdh1TomIjJMSo+E6nHOLS8r+wfwn865W6rWMRERkRFIM8wiA9XjPc/0n82spZQR8X1sz1QtInKwmw/8n5m92sxmmNnn8W6J+XOV+yUiIjLiKEu2SBnn3FIzuwTvuc9T8R51cplz7o/V7ZmIyLD5ITAD7xnL9XjLst/knGutZqdERERGIi3JFhEREREREalAS7JFREREREREKtCS7F1obGx006dPr3Y3RGSEWbJkSYdzrqna/RguGutEpBKNdSIyGuxsrFPAvAvTp09n8eLF1e6GiIwwZram2n0YThrrRKQSjXUiMhrsbKzTkmwRERERERGRChQwi4iIiIiIiFSggFlERERERESkAgXMIiIiIiIiIhUoYBYRERERERGpQAGziIiIiIiISAUKmEVEREREREQqUMAsIiIiIiIiUoECZhEREREREZEKFDCLiIiIiIiIVFC1gNnMwmb2nJm9rqysxczuNbOEmb1gZm8atM0CM1tmZkkze9DMZg6qv9TM1ptZn5ndbGbxQce70cy6zazVzD67/89SREREREREDlZVCZjNLAL8L/CqsjID7gI6gZOBnwG/NbMZpfqpwN3AbcBcoBW4y8x8pfrzgauBTwALSvv4Ttlh/xN4NfA64GLgSjP7l/13liIiIiIiInIwO+ABs5kdDSwCDh9UtQCYDXzUOfe8c+6bwOPAh0v1FwHPOOe+5Zx7HvgQMBU4u1T/KeAHzrm7nXOLgY8BF5pZTWmm+SLgU865Jc65u4BvAZ/cbycqIiIiIiIiB7VqzDCfAdwLzB9UfirwtHOur6zs0bJ2pwIPb61wziWBp4D5ZubHm1F+uGzbRUAAOBE4HgiX9le+75PNLLCvJyQiIiIiIiKHngMeLDrnbtj6u7cKe5uJwMZBzTcDU3ajfgwQKa93zuXNrLNUnwW6nHPpQduGgCZg096djYiIiIiIiByqRlKW7BiQGVSWwZsZ3lV9rOz9UPWV6ijb/zZm9lEzW2xmi9vb23f7BEREDiYa60RkNNBYJyL7YiQFzGl2DF7DQHI36tNl74eqr1RH2f63cc7d6Jyb65yb29TUtNsnICJyMNFYJyKjgcY6EdkXux0wm6e27P07zewzZnbkMPVlA9A8qKyZ7culd1bfiRcUb6sv3Zs8rlS/gf/f3n3HSVaV+R//PJW7qsOknsBE4pAZZMjJwUiQ5GJe44Jh110D6iq6qIsBE4afoKCACooiIqCirAQRBGFIQxzi5NQTO1RXfn5/3NtDTdPdUzNdPd3T832/XvXquvfcW/XcWzVn7lPn3HNgrJkleu2bB9bXKX4REREREREZRWpKmM3sIGAR8Jlw+YvAr4GvAY+Y2Un97ly7+4E51XMnA8eF63vKj6uKKU0woNf97l4BHqwuJxgsrAQ8AjxKcB/zMb1e+yF3L9UhdhERERERERllam1h/gawBvhlmNB+CriSYKCt3wBfqUMsfwMWA1eb2QFm9hmCkbGvCMuvBI40swvCqal+CiwBbg/LLwU+aWZnm9nccPlKd+8MR9T+GXCpmR1hZqcD5wPfr0PcIiIiIiIiMgrVOkr2McBb3f0pMzubIFH+ibtXzOxq4A+DDcTdy2Z2BkEi/BDwAnCWuy8KyxeF730JcAFBi/MZYesy7n6dmc0ELiO4P/lG4JNVb/GJsOwOoB34srv/erBxi4iIiIiIyOhUa8JcIejeDHAKwRRNPV2lxwGd2/Pm7m69lp8HThxg+1uBWwcovxi4uJ+yLPCe8CEiIiIiIiIyoFoT5vuAT5nZeOCtwHUAZjYHuBC4Z0iiExERERERERkmtd7D/DFgBvArghGnvxiu/xMQJ7gfWERERERERGTUqKmF2d2fBfYzswnAOnf3sOgNwFPuXh6qAEVERERERESGQ61dsgFw97W9lh+vbzgiIiIiIiIiI0O/CbOZ3bENr+Pu/po6xCMiIiIiIiIyIgzUwtwO+ADlAPOAZqC7bhGJiIiIiIiIjAD9JszufmZ/ZeF8xz8iSJbvAs6rd2AiIiIiIiIiw6nWUbIBsMDHgMeBI4B/c/eTwvmTRUREREREREaNmgf9MrODgJ8AhwO/Af7T3dcMVWAiIiIiIiIiw2mrLcxmljCzrwDzgUnAae7+NiXLIiIiIiIiMpoN2MJsZicClwN7Av8PuMDdu3ZEYCIiIiIiIiLDaaBppa4A3g9sAv4DeACYbWZ9bu/uDw9FgCIiIiIiIiLDYaAW5g+Ef8cAPxxgOyOYfipap5hEREREREREht1ACfO8HRaFiIiIiIiIyAgz0DzMf9uRgYiIiIiIiIiMJFsb9OsQ4IPATOBF4Cfu/tiOCExERERERERkOPU7rZSZnQQ8CJwHHAZ8GJhvZu/eQbGJiIiIiIiIDJuB5mH+AvAoMMvdJwOtwG3A13ZAXCIiIiIiIiLDaqCEeQ7wZXdfBuDuG4DPAJPNbMYOiE1ERERERERk2AyUMDcBbb3WPU8wjdTYIYtIREREREREZAQYKGGOEMyvXK0Y/tWcyyIiIiIiIjKqDZQwi4iIiIiIiOyyBpxWCni7mR1XtdzT6vxOM3t11Xp390vqHJuIiIiIiIjIsNlawvxf/az/eK9lB5Qwi4iIiIiIyKjRb8Ls7uquLSIiIiIiIrssJcUiIiIiIiIifVDCLCIiIiIiItIHJcwiIiIiIiIifVDCLCIiIiIiItIHJcwiIiIiIiIifdjatFJbMLNTgROBZmAdcA/wZ3f3IYhNREREREREZNjUlDCbWQb4A0GyvAFYA0wGPgvca2ZvdPeuIYtSREREREREZAertUv214GDgDe6+3h338/dxwInA/sCX6lXQGY21syuMbP1ZrbczL5uZtGwbKaZ3WZmXWb2tJmd3GvfeWa2wMyyZnaXme3Vq/yjZrbMzDrM7KrwhwARERERERGRV6g1YT4H+Jy731a90t3/AlwQltfLpcA04ATgXcB7gE+YmQE3EXQFPxz4GXCDme0OYGbTgZuBa4C5wCrgJjOLhOVnAxcBHwHmha/x7TrGLSIiIiIiIqNIrfcwNwCL+ylbDIyrTzgAnAK8x92fADCzXwInAQ8Bs4Hj3b0DeMrMXgt8APg8cC7wmLt/I9zv/QRJ80nAX4GPAT9w95vD8g8BfzWz8929s47xi4iIiIiIyChQawvzowQtvX15H/BEXaIJrAPeaWZpM9sNeCNBsnwU8EiYLPe4Bzg6fH4UcHdPgbtngYeBo8Mu3YdXlwP3E/xgcGgdYxcREREREZFRotYW5i8Ad5jZDOC3wGpgEkFX7COBM+sY00eAXwAdBAn9HcAXgUuAFb22XU3QfRtgygDlY4BUdbm7l8xsXdX+IiIiIiIiIpvV1MLs7ncDbyLomv1t4Nrwbwo4093/UMeY9gIeIbiH+RRgFvAtIA3ke22bB5Lh84HK01XL/e2/mZmdZ2bzzWx+W1vb9h2FiMgIp7pORHYFqutEZDBq7ZKNu9/q7ocRzME8HWh298Pc/Q9h1+lBM7M9ge8C73f3e939VuDfgP8ACrwyuU0C2fB5boDyXNVyf/tv5u6Xu/tcd5/b2tq6nUcjIjKyqa4TkV2B6joRGYyaEmYzK5vZ4QDu3uXuy3vmXTaz44Fn6xTPYUCHuy+rWvcQEAVWEsz9XG1yuB5g+QDl6wiS5s3lZhYDxlftLyIiIiIiIrJZv/cwm9n/Ai09i8D5Zra6j00PA7rqFM8KYIyZTXf3peG6/cK/zwCfNrNMT7IOHEcweBfh3xOq4k8TDOh1kbtXzOzBcPu/hpscDZQIun+LiIiIiIiIbGGgQb8WE8yxDODA8bzyHuAysBH4cJ3iuZ9gRO6rzOwTBPce/5hgELAbgAuBq83si8BpBCNjfyDc90rgU2Z2AXAjwUBlS4Dbw/JLgSvMbEG4/lLgSk0pJSIiIiIiIn3pN2F2958APwEws5eAs9z90aEMJhy5+lSC+5jvILhv+bfAZ9y9bGZnAD8l6Kb9QhjTonDfRWZ2NsFo2hcQJN9nuHslLL/OzGYClxHcu3wj8MmhPB4RERERERHZedU0rZS77z7UgVS91wrgLf2UPQ+cOMC+twK3DlB+MXDxYGMUERERERGR0a+mhNnMIsC5BNM8ZehjsDB3P6m+oYmIiIiIiIgMn5oSZoI5l/+LYICsZUBlyCISERERERERGQFqTZjfBXzJ3b80lMGIiIiIiIiIjBQ1zcNMMEjW3UMZiIiIiIiIiMhIUmvC/EfgzCGMQ0RERERERGREqbVL9p+BS8xsD+CfQLZXubv7JXWNTERERERERGQY1ZowXxX+PTV89OYE8x+LiIiIiIiIjAq1zsNca9dtERERERERkVGh1hZmAMxsHHAU0AysBR5w9/ahCExERERERERkONWcMJvZl4FPEYyY3aNoZt9298/VPTIRERERERGRYVRTV2sz+y/gswT3Kc8BpgCHAt8BPmVmHx2qAEVERERERESGQ60tzP8OXOzun69atxp4zMxKwEeAH9Q7OBEREREREZHhUutgXtOAu/op+xswqx7BiIiIiIiIiIwUtSbMzwPH91N2ArC8PuGIiIiIiIiIjAy1dsn+AXCpmUWB3xJ0x54EnEMwENgFQxOeiIiIiIiIyPCodR7mK8xsD+B8gsG/epSA77n7N4ciOBEREREREZHhUvO0Uu7+WTP7JsE8zGOB9QTzMK8bquBEREREREREhkvNCTOAu68H/jREsYiIiIiIiIiMGLUO+iUiIiIiIiKyS1HCLCIiIiIiItIHJcwiIiIiIiIifVDCLCIiIiIiItKHfgf9MrPvb++Luvt/bu++IiIiIiIiIiPBQKNk/wewCshvw+slgUmAEmYRERERERHZqW1tWqkz3f2BWl/MzI4C/jG4kERERERERESG30D3MH8PWLmNr7ci3E9ERERERERkp9ZvC7O7f7z3OjObAcwDpgBXA9OBx909F+6zBHjFfiIiIiIiIiI7m611yQbAzCIELccfAqKAA7cBXwFmmtlJ7r58yKIUERERERER2cFqnVbqQuB9wHsJBvWycP35BEn31+oemYiIiIiIiMgwqjVhfj/wWXe/Fljfs9LdFwBfAF4/BLGJiIiIiIiIDJtaE+bxwMJ+ytqA5vqEIyIiIiIiIjIy1JowLwDe00/ZWcDj9QlHREREREREZGSoNWH+AvAWM/sb8EmCQb/OMLNrgPOAL9crIDOLm9l3zGytma0zs8vMLBmWzTSz28ysy8yeNrOTe+07z8wWmFnWzO4ys716lX/UzJaZWYeZXWVmmXrFLSIiIiIiIqNLTQmzu/8f8EYgAXyVYNCvLwAHAGe5+x/rGNM3gbOBM4A3AScDXzAzA24C1gGHAz8DbjCz3QHMbDpwM3ANMBdYBdwUjvCNmZ0NXAR8hGBqrMOBb9cxbhERERERERlFappWCsDdbwduN7MGYCzQ7u6d9QzGzMYAHwZOc/d7w3VfBN5KkOTOBo539w7gKTN7LfAB4PPAucBj7v6NcL/3EyTNJwF/BT4G/MDdbw7LPwT81czOr/dxiIiIiIiIyM6v3xZmMxvX1wNoAHJAotf6ejgO6CZIcAFw96vd/WTgKOCRMFnucQ9wdPj8KODuqv2ywMPA0WYWJWhRvrtq3/sJfjA4tE6xi4iIiIiIyCgyUAvzWoJ7lWsVHWQsAHsCi4C3m9kFQCNwPfA5YAqwotf2q4Fp4fOByscAqepydy+Z2bqq/Tczs/MI7s1mxowZgzkeEZERS3WdiOwKVNeJyGAMlDC/n21LmOuhCdgd+CjwwXD5MoI400C+1/Z5IBk+H6g8XbXc3/6bufvlwOUAc+fO3dHnQERkh1BdJyK7AtV1IjIY/SbM7n51z3MzOwF4uK97fcP7jl9Xp3hKBHM6v8vdXwhf/3zgF8DVQEuv7ZNANnye45XJb5JgkLBc1XJ/+4uIiIiIiIhsVuu0UncC+/VTNhf4eX3CYQVQ6kmWQwsJulOvAib32n4ysDJ8vnyA8p6keXO5mcWA8VX7i4iIiIiIiGzWbwuzmf0W2KdnEfilmXX3sek0gvuO6+E+IGZmB7n74+G6/YGOsOxTZpZx966w7DiCwbsI/55QFX+aYECvi9y9YmYPhtv3DCh2NEGL9iN1il1ERERERERGkYHuYb4E+Lfw+YEELb1tvbYpA7cBP65HMO7+nJndBFxlZh8kuPf468AVwO3AYuDqcKqp0whGxv5AuPuVBAn1BcCNBPNELwn3A7gUuMLMFoTrLwWu1JRSIiIiIiIi0peB7mG+F+iZCxngf939xR0Q078C3wPuIGgB/hnw3+5eNrMzgJ8CDwEvAGe5+6Iw3kVmdjZBon8BQYvzGe5eCcuvM7OZBIOIJQmS6k/ugOMRERERERGRndBAXbLHARvDhPOTVev65O7r6xFQOM/y+8NH77LngRMH2PdW4NYByi8GLq5DmCIiIiIiIjLKDdQlu43gPt8HqG1O5nrMwywiIiIiIiIyImxtHuae0arftwNiERERERERERkxBrqH+WdViy+xY+ZhFhERERERERkRRto8zCIiIiIiIiIjwkibh1lERERERERkRBjoHubv8vIcxztkHmYRERERERGRkWKge5jvAe6BzfMwf9ndX9pBcYmIiIiIiIgMq37vYTazJWZ2CIC7v6+WZNnM5pjZknoGKCIiIiIiIjIcBuqSPQ042My2ZX7lg4CpgwtJREREREREZPgNlDADXL2Nr2eAb18oIiIiIiIiIiPHQAnzvB0WhYiIiIiIiMgIM9CgX3/bkYGIiIiIiIiIjCT9DvolIiIiIiIisitTwiwiIiIiIiLSByXMIiIiIiIiIn1QwiwiIiIiIiLSh61NK7UFM2sGxvRV5u5L6hGQiIiIiIiIyEhQU8JsZnOBXwD79FVMMPdytI5xiYiIiIiIiAyrWluYLwfiwLnAuqELR0RERERERGRkqDVhng283d1vHspgREREREREREaKWgf9egiYOpSBiIiIiIiIiIwktbYwfxD4nZmNI0ies703cPe76xmYiIiIiIiIyHCqNWHeF5gG/G8/5Rr0S0REREREREaVWhPmbxG0LH8VWD104YiIiIiIiIiMDLUmzJOBc939jqEMRkRERERERGSkqHXQr38Ahw5lICIiIiIiIiIjSa0tzP8P+ImZ7Q48CHT03sDdf1fPwERERERERESGU60J843h34/0U65Bv0RERERERGRUqTVh3n1IoxAREREREREZYWpKmN19MYCZGbAf0Aysc/fnhjA2ERERERERkWFT66BfmNn7gZXA48C9wDNmttLMPjhUwYmIiIiIiIgMl5oSZjN7O/AT4A7gLOAY4GzgLuBSM3tbvQMzs5+Y2V1VyzPN7DYz6zKzp83s5F7bzzOzBWaWNbO7zGyvXuUfNbNlZtZhZleZWabeMYuIiIiIiMjoUWsL82eBH7n7O9z9Znf/p7vf5O5vB34EfLqeQZnZa4APVC0bcBOwDjgc+BlwQzhqN2Y2HbgZuAaYC6wCbjKzSFh+NnARwaBl88LX+HY9YxYREREREZHRpdaEeW+gv2mjfg/sW5dogLDl93KCbt895gGzgfPc/Sl3/zrB3NA9SfW5wGPu/g13fwp4PzAdOCks/xjwgzDZnw98CHivmTXWK24REREREREZXWpNmBcDB/VTdjBBy2+9fIWgq/ddVeuOAh5x9+r5n+8Bjq4qv7unwN2zwMPA0WYWJWhRvrtq3/sJBjw7tI5xi4iIiIiIyChSa8J8NfBlM/s3MxsDYGZjzOxc4IsEXaEHzcyOBs4Bzu9VNAVY0WvdamBaDeVjgFR1ubuXCJL8aYiIiIiIiIj0odaE+VvAHwi6Sq8zszxBwvlj4M/A/ww2EDNLAj8FPubuG3oVp4F8r3V5IFlDebpqub/9e8dynpnNN7P5bW1ttR+EiMhORHWdiOwKVNeJyGDUmjDHwgG+DgY+CnwZ+A/gEHc/x92LdYjlf4Dn3P36PspyvDK5TQLZGspzVcv97b8Fd7/c3ee6+9zW1tYawxcR2bmorhORXYHqOhEZjFiN2z1iZhe4+++AJ4YolncAU8ysM1xOANFw+avAIb22n0wwLzTA8nC5d/kTBC3huaplzCwGjK/aX0RERERERGQLtbYwTwA6trrV4LwaOBCYEz6uAOaHz+8H5vSaO/m4cD3h3+N6CswsTTCg1/3uXgEerC4nGCysBDxS96MQERERERGRUaHWFuaLgUvM7AvA08Ca3hu4+/rBBOLui6uXzWwD0O3uz5vZSwQjdV9tZl8ETiMYGbtnWqkrgU+Z2QXAjcAXgCXA7WH5pcAVZrYgXH8pcKW797Rmi4iIiIiIiGyh1oT5MwSjTf92gG2ig46mH+5eNrMzCAYFewh4ATjL3ReF5YvM7GzgEuACghbnM8LWZdz9OjObCVxGcO/yjcAnhypeERERERER2fn1mzCbWSycfgleOc3TkHP3z/dafh44cYDtbwVuHaD8YoKWchEREREREZGtGqiFeYmZne3u9wMzgZ+4e++5jkVERERERERGpYEG/RoD7BU+vxCYOuTRiIiIiIiIiIwQA7Uw3wX8zMwuAwy408wq/W3s7s11jk1ERERERERk2AyUML8d+FeC+YovBH4FLNsRQYmIiIiIiIgMt34TZnffBPw/ADN7NfBtd39mx4QlIiIiIiIiMrxqmlbK3ecNdSAiIiIiIiIiI8lAg36JiIiIiIiI7LKUMIuIiIiIiIj0QQmziIiIiIiISB+UMIuIiIiIiIj0oaaE2QLnmtmp4fK+ZvakmXWY2dVmlh7aMEVERERERER2rFpbmC8ALgNmh8u/AjLAN4E3AF+rf2giIiIiIiIiw6fWhPm9wAXu/h0zOwA4BPiSu38Z+AxwzhDFJyIiIiIiIjIsak2YpwL/CJ+fBlSAW8LlJUBLneMSERERERERGVa1JszLgP3D5/8CzHf3teHy64BFdY5LREREREREZFjVmjBfDnzXzJ4CDgN+CGBm1wP/3bMsIiIiIiIiMlrEatnI3b9pZkuA44GL3P2XYdFG4D3ufs0QxSciIiIiIiIyLGpKmAHc/dfAr3utO7fuEYmIiIiIiIiMALV2ycbMdjezn5jZS2bWbWavMrPvmNm/DWWAIiIiIiIiIsOhpoTZzOYAjwDHEYyOnegpAn5sZv86JNGJiIiIiIiIDJNaW5gvAe4jGCn7EwSJMu7+ceAy4JNDEp2IiIiIiIjIMKk1YT4S+IG7VwDvVfZbYO+6RiUiIiIiIiIyzGpNmNuByf2UzQjLRUREREREREaNWhPm64Gvmdk8wu7YgJvZPsCFwO+HIDYRERERERGRYVNrwvwZ4AngdmBDuO5PwFNAW1guIiIiIiIiMmrUNA+zu2eB15jZG4BXA+OBTcA9wC3hvc0iIiIiIiIio0ZNCXMPd/8L8BcAM4sBLUqWRUREREREZDSqdR7mpJl9xczeFS4fA6wB1pjZXWY2YSiDFBEREREREdnRar2H+WvAx4F4uPxzYBnwPoLRs79V/9BEREREREREhk+tXbLPAT7u7leZ2eHAHsDb3P03ZpYFLhuyCEVERERERESGQa0tzBMIRsQGOA0oAreGy+uBVJ3jEhERERERERlWtSbMLwDHmlkceAtwj7t3hGVvA54diuBEREREREREhkutCfM3gYsI5lzeB/gOgJndB7wf+Ho9gjGzPc3sFjPbYGbLzOzbZpYKy2aa2W1m1mVmT5vZyb32nWdmC8wsGw5Etlev8o+Gr9lhZleZWaYeMYuIiIiIiMjoVFPC7O4/A44nSJpPcPc/hkV/Bk5y9+sHG4iZJYBbgDxwDPBO4EzgK2ZmwE3AOuBw4GfADWa2e7jvdOBm4BpgLrAKuMnMImH52WHsHwHmha/x7cHGLCIiIiIiIqNXzfMwu/t9wH0AZtbo7p3u/qU6xnIEsBdwhLt3Ak+b2RcIWrP/CMwGjg+7gj9lZq8FPgB8HjgXeMzdvxHG936CpPkk4K/Ax4AfuPvNYfmHgL+a2fnhe4mIiIiIiIhsodYu2ZjZa83sdjPLAZvCrtF/MLMj6hTLQuCUXgmsA0ngKOCRqvumAe4Bjg6fHwXcvXkn9yzwMHC0mUUJWpTvrtr3foIfCw6tU+wiIiIiIiIyytSUMJvZOcBfgEbgf4EPE8zNPAn4u5mdONhA3L3N3f9a9Z4R4D+AvwNTgBW9dlkNTAufD1Q+hmAU783l7l4i6N49DREREREREZE+1Nol+4vANe7+nl7rLzKza4GLCVp56+k7BC3AhwOfILi3uVqeoPUZID1Aebpqub/9t2Bm5wHnAcyYMWM7QhcRGflU14nIrkB1nYgMRq1dsncHru2n7GfAQfUJByzwPeDfgbe7+5NAjlcmt0kgGz4fqDxXtdzf/ltw98vdfa67z21tbd2+AxERGeFU14nIrkB1nYgMRq0J8wPAG/spOwZ4rB7BhN2wryTo8v1Wd78pLFoOTO61+WRgZQ3l6wiS5s3lZhYDxlftLyIiIiIiIrKFWrtk/z/gcjObBPyaINEcD5xGMEL1BeHUTQC4+++2M55vA+8Aznb3P1Stvx/4nJll3L0rXHdcuL6n/ISejc0sTdCd+yJ3r5jZg+H2PfdIHw2UgEe2M04REREREREZ5WpNmH8T/n17+OjtG1XPHYhuayBmdhTB9E+fBeabWXWL8d+AxcDVZvZFgkT9KIJppSBolf6UmV0A3Ah8AVgC3B6WXwpcYWYLwvWXAldqSikRERERERHpT60J8+5DGkXgX8K/Xwsf1eLAGcBPgYeAF4Cz3H0RgLsvClu4LwEuIGhxPsPdK2H5dWY2E7iM4N7lG4FPDunRiIiIiIiIyE6tpoTZ3RcPVG5mcXcvDiYQdz8fOH+ATZ4H+p2+yt1vBW4doPxigtG8RURERERERLaqpoTZzOIEw/GfSNBCaz1FBNM2HQqMG4oARURERERERIZDrV2yvwH8F7AAmAR0A20E00klgC8PSXQiIiIiIiIiw6TWaaXeAlzs7nOA7wOPuPuRwF4EXaXjQxOeiIiIiIiIyPCoNWFuBf4SPn8MOBLA3VcAXyVIqEVERERERERGjVoT5jagOXz+LDDFzMaHy4uBafUOTERERERERGQ41Zow/wX4opkdQDCl0xrg380sCpwTLouIiIiIiIiMGrUmzJ8DosAP3N2BzwMXAjngw8B3hyQ6ERERERERkWFS6zzMq8xsDjA1XP6pmT1PcC/zg+5+59CFKCIiIiIiIrLj1TqtFGHL8rKq5b8BfxuKoERERERERESGW00Js5lFgHOBU4AMfXTldveT6huaiIiIiIiIyPCptYX528B/AY8QtDJXhiwiERERERERkRGg1oT5XcCX3P1LQxmMiIiIiIiIyEhR6yjZSeDuoQxEREREREREZCSpNWH+I3DmEMYhIiIiIiIiMqLU2iX7z8AlZrYH8E8g26vc3f2SukYmIiIiIiIiMoxqTZivCv+eGj56c0AJs4iIiIiIiIwaNSXM7l5r120RERERERGRUaGmRNjMfmNmp5lZrS3SIiIiIiIiIju1WluOxwA3AivN7AdmdvjQhSQiIiIiIiIy/GpKmN399cA04CvAUcA/zWyhmX3ezGYNYXwiIiIiIiIiw6Lme5PdfbW7f9fdDwdmA1cTTDX1gpndbWbvM7PU0IQpIiIiIiIismNt82BeZtYAvAo4jCBx3gSsBb4JvGRm8+oaoYiIiIiIiMgwqHXQr5iZnWpm1wJrgF8AKeADwBR3P5ugy/ZC4MqhClZERERERERkR6l11OvVBAN/LQD+B7jW3ddUb+DuOTO7E/hIXSMUERERERERGQa1JsxXAT9z98e3st33gIsHF5KIiIiIiIjI8KspYXb383uvC6eWmgHc6e7rw+021jU6ERERERERkWFS6z3MM8zsXjO7MFz+EHA/cD3wnJkdOoQxioiIiIiIiOxwtXbJ/hYwCbjDzBLAV4FbgP8EfkQwQvZrhyRCkVFizcIFPH/nLWTXriI9YTL5uUdxXSrPku52ZjQ0896pB3P02GnDHaaIiIiIiIRqnVbqNcCn3P3vwEkEA4B9z92XAN8FjhyS6ERGiTULF/DY9VeQ79hIsmUsbRtW88wNV2IvvUBrIs3aQjdffv4e7tuwbLhDFRERERGRUK0tzHFgffj8VKAD+HtVWaHOcckwevy+HLdc2cWqJSUmz4jxpvdnOOjo1HCHtVN7/s5biCVTxBvSACz3IpVEnP2eWsgjM2fRFEsAcPXyBWplFhEREREZIWpNmB8BzjWzHPA24E/uXjKz8cBngPlDFaDsWI/fl+OKCzeRyhhjWyNsXFvmigs3ce6XGPakedOK+1n95M/JdSwh1TSDSQe8m5bdjhrWmGqVXbuKZMvYzcvdlRKJRJK28mqeWnYzueImkrEW2pr2BU4ZvkBFRERERGSzWhPmTwN/BN5B0NL85XD9U+HfN9Y5LtlOjy19lt8/dhcrN61lSssEzjzk1RwyfZ+a97/lyi5SGSPdFPTWTzcZUOGWK7uGNWHetOJ+Ft9/EdFYmnhDK8XutSy+/yJmHvX5bUqai6UKhZJTcSdiRiJmxGO13pmwlde+dwP5K5ZTWdxNZGYDyXOnEj82SJLTEyaT79i4uYW5IRJjcXQ9f5vSQaGUIB7NkCt3UdjwAP9c8yhHTpxTl5hERERERquhvK6rtr64jiXFpXRXsjRE0syIT6f04vJXjE1zaek5Fq59ACt3sV/zTD5+wDt26mu6B1bdxzXPXsXSziVMb5zBu/Z5H0dMPnq4w9rhap1W6p9mNh04AHjG3TvDoncDD7j7hqEKsJ7MLAn8ADgHyAPfcfdvDG9U9fPY0me57O7fkoonGJduZkO2ncvu/i0fPuFfak6aVy0pkUwU2bS4jFWMCk4p77Q9GeGBT2fZ461jmXBY41ZfZ/WCVTx/0zN0ruqkcXIje52xL5MOnrzdx7b6yZ8TjaWJJpoANv9d/eTPa06Yi6UKuWIleN7RRmHtS1QKXcRTjTRN2ZNUy8Ttjq947wa6P/88loliExNsnNDJqvZHKKyKk25uYtIbXs+L1/4cgFiqgakW5+aWTRRSGaKRJGUqYHGmJpv5+XM37tSVq4iIiLxSZX4nXLcOlhdgagLeNp7I3K1fU9Xq/n9u4upfrGbJsjwzpiV5779O4qgjW+r2+ttr/b0bWXXtYpKJTpItTmJahpbXzyI5c+zWdx5A9XUdQMWdXNEB6po0ry+u49n8s0QsSsKSFLzAk5sepfveu4l3ZDePTfPgo7+g9chJ7N46k2y+wEttq/jkg1/hnbNP4czpb2RKckrdYtoRHlh1H197+EukY2kmpFpZl1vL1x7+Ep991YW7XNJcawsz7t5Nr67X7v6Xukc0tL4JHEMwovc04BdmtsTdrxvesGrzQPs6rlmzmMT9nbzx98Yea+K07NHI+tPXc3vkpyxYMh8iTcTGHYsl9iCTaKCVZl765wvYMzlSmSST9ppMy8Sg8ly/Zj7Lnr+O7q5ldKb3Z2Xj4XRHZ1FclSaRdBwn4kalYrSML5HfALd/dg2r4l20b4TW3WPM+2CG2cenePTup7nxh//Hwsc2sXHTOCr5JFMmNnDC4S3MSuV49MfzmfPBuf0mzU+9+BzX3XErL65eSWM2xSm5fTkoNhmLJmg8dhq5/BLiDa2bt39i7RRuffH1rOpsYO9FL/DOE1s5fJ/mAc/fhrvWs/GK5RRe7MRau8m8xUjOTVIu5Ni0eAHMPHi7k+b8FcuDZLkpxqa98yw+p4tIFmIvlikcUqCttcwe73w3q/9yG9m1q2idMJn0XlmO2W0KDckY3fkSHZsKRIvG0q6V2xXDSKBfInc9q9oWsvDFO+nsWktjZgKz95jH5NbZg37dnvpuaT7L9GSad02cyRHN4zeXD7Y3zVOL13DdL5fy3O0NVNqTTJsc58gxxsRKgfRuiZp/HByJOv6+ntU/XEZ+UTfR3YyGs/IkD84TT2XITB7cj4O16D0jwJpjDmB+y2qcbowGjsnM5ZQJhw1pDCJDYdndj/PYD/9I+6JVNM+azCH/firTTjhoq/tlX1hN93Uvkrk9Dg1GdFKa6HqDb6/gqQ9n+MOqZex7XTe7rTJa9mhi+od3JxX2UOtd171p1jE0tsfJdeW3uK77xZUP8e3vryXGJia1bGTJxhSf+0wzb/rXTqK5/Vny+3FsWhuheUyZvV7TzuvfM5k9p0/qN+ae67qVL60hnplM0aaycU2JRitx+J4JDj5sPMnTmnnwwKdZ+1yBzN+n0fz4JlqeW0BDuR0f28pfok20TVrL+EqZ3cZkOHHcdPYZ20wl286mP3TSctqB5OILWf3kz3l4sfHXVfNYV57JzN3GbdN1XXFxjujUCA1n5ogflCObzNCy216Drut6eg6++NY1+MTgc7NxRowY7RvWY4fuSfzeFwBYNDFK5djpZMplCqUy6USMg6fP4MllS/m/pfexW8sEjmieu1Mlzdc8exXpWJrGeNBI1fP3mmevGtHXdi8sXMA/7riZ9W0rGdc6hWNOOp09Zx88qNc0d69TeCObmWWAtcCb3P2v4brPA2909+P622/u3Lk+f/7Wb9F+at1Kblv6NGuyHUxMNzG3OUPnU3exftVSKmtKZFZM5PC3nENDpoWnfzqfjS9spBhvJnbIHBr/Jcs/F/+Zhmvn0rRiOhOmJNl7//WMy6+n6cVmEuU0G2fEuOS4dVihwuk/KNHd4GQbnJk5KLSt4JE3/41/jJlPLFKGSpFM68lMSR7MAeWp5CoFZu+2O5VSmXK5QiFW5K5bf0o0sor7Hj2ONR2TGTeug4Nfs549lp7BXbdniCcqxONQyEO5GOF1JxRIrk5w/z+MRIPRelCKXKeTzzpz3rqKW35xPbliE0sWtVDK56FSZuzYFiwS58zXjGNma4xiS5nnzsnReXeK+LoMk7vWM2nx06x/aRnLyfLkvo1Uxo9jkkUoRkqcPmFv9m0cj+fidLU8TW7cfUQTTTyxdgpXP3EsyUiOdAKsaX+yhQqfefPUfivXjr+vZ8n5zxHJRKhEO6h0OnQbTZ+IkDosSsTLRONJxs/evgqgfd6D2MQEFjEWnreeQlOFWHcEz1eIHTOGkpdIWII56TkALMkv4eqVvyRfLhLxCEQcN+eZZUuxUozvH/OFnapShS1/iUzHMmRLXWRL2RH/S+T2Vqxm9pC7z90BIe4Q21PXNUehtWMhrdksXYs3UCrniDbGOWjWqew29oDtqusie2R45vQYF4x/iQMeM46/oUzLigprpkDyrc5LyatZ0raQtu4KyZYjaW6eTbaYo6XUwKkTjyLl8S0uIh+571F++J27eHFFhnIlw5Sxq5h35IOsTp/IU79+Dc0WI52I0JWvkMvBKQcZ0xorrFgMq+KZAX8c7Mi2kki3MH1mM6+aZkxJVWic3FjTReSimasZT4k9o83MGzOTfSc3kjioSOPBh9O5etXm8Rqezx3B7WtPZnVXI9MmJLZ6Ednx9/Us/dRzWDqCJ8uUN3TiOaP541FSr3LMy7QM4sdB2PL2k46TjDXvqZAbV6IhkqZpdZEXr/05sWSKWKqBpZlulh3WyKZUgk7PEYlUSMXiNJYbOXr8oeyX2Xenq+tg5/xxUHVdYHuv6/Za087G+X+GcUa0K07kkRiV5yoc/80P0LGukReueZjyhk1Ex7aQPGccD6UeDOq6ZdNoSZV4TTxPMlbBYxWoOPFJzXSVYFF3J7mlnZQajGzaiXc5U/Kw4PRbeXT83VvUdZligkMqM2ltGUdzpnGL67oPfuw5opEou41djUUquEXpKjUyu2ECuZUHEos58YRTKkQoFozdj13OIWMbmbjHNB6+s0LbS6XNdV23v8Sl519LKpMil8/w9JNJKJcY35QmGk9QLMNrj03SPKGLdackqCzYjXjbYsbe+w9isQYqnmRj10ZikXZe3Hs3UnuNoZIsUvAyZ4ybzT6ZceCGNTawMvldntm0Dz9f+DqSkRypSDee2ZsCjTVf13mqTHn9y3Vd8tAKESqDquuqew4u+OoG4usNShDdN4ONi7P2uSewpjQNf3ocgHtf5bS1FPFiGW9IYkAkEqFQKvHYSy/wqSPeTUOkgZPGzduueIbDWX96IxNSrUTs5db6ildYm2vjxlP+PIyR9e+FhQv4w68vJ5FMkUw1kM91U8jnOO2t5221vhuorqt/J/+R6xAgCdxTte4e4HAzq7mlvS9PrVvJNc8+wKZCN2OSDbR1ruOXCx/imeVtVDZViIyJ0XVgG3de/EPu+eSvWPt8F+VYmli5m9L9d/LUl4pMuOgcGjZMoHvsGpasWcXKm5ppvG8c1gGFfCfrVnTy/mtTnH6NUWiAciZCNBJhUbSTcqrEfvccQSqexElAJE5u4/3sXmklT4lILIqZEY3H6O7KsvCBhVRK67jpb2exKdtEU6aDjo4Ud14/i30nxTnpNd1kMk62y8iknXmvzrHvrAhPPWXEExCtVLCI0dAcIZk2fvOd20hlUrS1NRGNObGIE40aXdkukvEIf3+og1yqwOJV7WRvHEOsM0Vs44uU/3IrKxeuYlUuRyxf5LCH17HXqjzJSIxUyvhH9xLKXsGSJZoiM0k0RygXOrj1xYNIRnI0RLtJNU+jsSFKOhHh2r+19fsZtV22nEgmSqQpBpUKkUaDNGR/XcEwLBqjlO/a7u9AZGYDdJUByE0oE80ZlB1LRwGIEqW70r15+4eyj9CaGk+xXKJQKZIrFSiWikydMJ5jpx7MA+3zWZnfuVqaq3+JjFiExngT6Viaa569arhD61dPxdrZvpGmlnF0tm/kD7++nBcWLhju0Eak3nXdmo42Hio28dLSLiqFEjFLUslWePQfv9/uuq68vIv0d9s45ZYYp/+gRGaDkx1vNK0rk/5GF8nHkrQXIOI5yhtvp9D9EtOjrRwZ25u2DeuJJ+MUc0UWP7aY+Xc+xJc+/TsefXEGiRiMyaxnbbaVa287g+U3HsBYi9OQNMpWIZ00GlMR/rnIWbspysNPxVj7bIGWSRHa15T5zWc3ccsPHuPS86/lpWe7WbW6lc6OMutXrOGFh1dyw5/aWNYO6zds4IkrHiX7Fyf1+5lEnllG/IG/UOjYyIauOIsWLuKAZ+5l71WdzIpkyCe6ubnrSRauaSd3b4aOJ25jzbPfpdi9lme7DuHKx17FypVLGJPoZH17iYtvWM6Dz7b3+xm1XbYcS4d1XbmbSKNhaSP7mwoWiWORGF2rXtju70DPRaSvLdB+rLPoTRvJLe0gvjFCwQu8xFIisyYTb0hjZqzYL03eS3QVNuCUibhTLBdZWVzDgrULd8q6rufHwXW5tVt0U3xg1X3DHVq/VNdtm76u6/6QX8q61mYi+RjeUKF0Qp7I3hH+fsFvePYHd1LuzBLJpCl0tLP+WxuY9IW30LBhAtnmVawsd1Jek6BYjGIRg4hR2tDFkmiOmYsilBqMQsaIWYRcQ4VldDD1tt1fUdftZ9MoR5zVXes3X9dFoxGWPLGYfLmZiS3riEQrYEYlEieVKFBZux/xWJlE0jGDeLJCPO6se2IyC0or+O0XOlj34pZ13c+/9GdSmRSZ5gaWLkmSSBgRyrR3dZFuiJGMR7j3yU48acRunwhJp/mJJ/F4jGIqSqHgeLpIMR5l1ksbiSeMVCRGnCh/b1+CVyK4O5X2LqKxNH9ZeiSpaJFMokIkEiVWWLZt13WlLeu6SDQx6Lquuudgal2UciNYzKgsyQEQSTfApuzm7a05AcUKlYhhBg6UKxUaEnEmNIwhbnE6yp39vNvINL1xBtnSltfG2VIX0xtnDFNEW/ePO24mkUyRCv8PSjWkSSRT/OOOmwf1urtSwjwFWO/uuap1q4EE0Nr3LrW5benTJKMx0rEEZkY5vwnLFVkyZjLRWAwrRohUolQOK9P23CIskSASM0gkKMTKjHmyiUihEW/MEykBDTlmxNvp7kpACogaG+IliknYY1WCQjBuFFGMAkaloUKmrZnJzeMpe4WKxykVN5DyOIVKkcktL3djXLV8NWOam5n/9JEk43kaEnmIRGhI5knE8yxbV2Cv6XDWWTne974uzjo9x17TnVy5REeHEYtANPXy1ybVaGxct5Z0Y4psNkI0ChYxzIxisUQyYazbWGR990a6k+OIJMFSFZofeQpPxshV4li8TDERoRSL0PpiG9FUmSRR1hW7cQADb08x9bATiTdMYFVnA+kENIzdm3gqHFQrFWHZ2v5nN8u/1E20KUheiUTBHUs75RXBfyBeLhFLZrb7O5A8dyreVcY7SiTbopTjFbzkRGYEA6WVKdMQadi8/abyJsYnxrF386zgO+NljAhTm1s5YMJexCzK013PbHc8w2Fp5xLSsS3PYTqWYWnnkmGKaOuGqmIdrXrXdZFKAcsVWDxhEpFY8O8r4lEqLZXtrutK+W46EmVOuyVGoQEKGQMzupLddKcj7HfPEeTLRWKxhi1+HKzgZMu5V1xErug6kHGZDTTEu/FognQqRzJRJLtpOslEBTcnGNowaH3pyNb+42AqFYFKhe58F6lklHse7mBDuqOmi8h9n28nmvSXLyK7F4FB/qHxjN19CtFEE7e+dDCpWIVMvEShc1lNPw7mX+rGMkEd7eUymGFpKK8IbrMZ7I+D1ReRq1+TJVKKECtG8CV5Yhaj0p3DD561eftSY4xNViRSgZgZYFQqkEmmuGf5oztlXbcz/jioum7b9HVdFy2WWTxmUvAjezGClYzKoSU2Pr0U4nEiqQREjHyiTGXD/iQ7LKjrPALpHBtiRQrrgykkiRiVQhnLlimXKpuv6wDKpW66GqM0rx//irou7QkcJ196+XonEosSj8RpTndTqkRxN9yDejNXSJHrjhJPONjL7xFLVOhoj9IeyRNPQGVTaYu67qUFq0k3Btcvm6/t3CiWgoaBZMLYuNGJNEQo5+OQrBDbtAkSCSpUKFcAK1OMGYlcHouXcTeSFmVdqTvMJmNEmruIxDOszjbTECuGBxSlUurepuu6l+u6l6/rBlvXVRZ3QyZ4/cl3ZqgknVLGqWRLlLxEcuw4/JEXKHZncXcyHSVaPEEpGqHsFcCJGGTzeeZNP5yiF2mK7ly3+bxrn/eRLWXpLHZQ8QqdxQ6ypSzv2ud9wx1av9a3rSSZathiXTLVwPq2VYN63V0pYU4TDPRVrWc5Wb3SzM4zs/lmNr+trf8Lkx5rsh00ROObl0vlAtFiiWyyalTposE4KHRniVSd9VIMItk0WPiPvuJEiNJIhWKpJ8EzkmWnqwFisQiJ8AetMk4CJ9Idoau1neaGDLPGTSFmZcrWSCFSYkbLZJpTL/8DLZfKdOdyrNk4kYZ40OJp7oCRShb409MriBMjXomAQ4IocYuRbS+TaahQzDvp3V4+1lynM2b8BLKdOdLpCuUyxJIxKhUnHouSK1QY2xSl3F2i1BhUqsDLFWsZIh7DHIoxI95ZwAxylTLjYw0YBqUI1lAiloywz+suZe+9D8Ca9t+cLANkcxWmTUj0+xkld2/AuypEIkY0mQZ3vAuiuxlUSnilRGbynlv9rPsTP3YsDRfthU1IMOmGBJWM4funYGyMkpeoeJkZ8embt2+JtlDwAmOSLUxramWvMTOY1jSR5lhwf4h+idwxhqpi3VkMtq6LRRNEy73qurjDuu2v6yqFMp6O0piNbHkRiVNMlci0NZOKJShXKpglKRc3kPYEeUokYy/XAT0XkblSM5lEJ05wAYk7qUSO8c0R8oWXB4sByBec8WOo+cdBePkisufHwYIXa7qITHYVsKjjzssXkbEK3pEikQnO5+aLyPACErb+42BPXQdg0eDHQc8GdZ1hg/5xsPoicnNvmqjh2eBCOmJRKpmXP4dYZwlihllkc6tLNBIhXyiytnvjTlnX7Yw/DqquG/x1XcydbFUdQ9EoZ4rE4kkiiZe3rVCGQhPmwb9TixgRj/BoUyeRkmGFoAda1KM0FaI8Nym/+boOgrquMet0tba/oq7LWgHDtqjrKqUyxUqR6S1P011Kky004A7duSS5YpJxYzooFsJ/fD2hF4ym5jLlDSkSSSjnXq4LU41G3MaR7Qzal3qu7dyC6zoI6soxY4xKd4Vosgj5CKWWFigUiBAhGgE8SrzktDfHKUeKmEPeK4yPNkDRiEQj2N5LqRS7mJRup7sUnsNKmUisYZuu63rqOrJGbGqESGTwdV11z8GW55LMur6Z+AajNNlIWIIDWuYw59g3k2waQ37TBnZflqBl/CSa0hNwokTMSMYT7JGawawxUyh5mf0y+253PMPhiMlH89lXXcj41ATW5toYn5ow4m+zG9c6hXyue4t1+Vw341q3f+Bh2LUS5hy9EuOq5Wz1Sne/3N3nuvvc1tatNz5PTDfRXS5uXo5FE5TjMdL5qsbsuMN6SDSkqVRdo8VKUElnwYN/lBYxKpTpJEI8Fqyj4uxWipLorrBklpPohmhXhXKlwqxyI9FcjKePewD3CvFIhcnNzZx/5neYd8IxNMSSlIsl3J1ysUQ6k+bJp59mXGY9uVIKM8cqJTDI5ZOsq7zI/RNfIhctkvYk2UiRJZ2dRBYlOeiwCLEJCcoWwStOd3uFfNZ5yydeT64rR2trB+WSUSiBxSJkMo3kusvMO3YsxXPjlKflIR985TZXrFGIljJE3IiXKmzKxOguVih6hWMz04mUolA2kodvwixIkN95YivZQoXO7jIVdzq7y2QLFd55Yv+fVeuHp1LpKlPpKBONJYmUM5AzMudUiMaTg76nD4KkufHqA5n+w2PYb/YhJMekKXiBhCXYJ7kP4+Ivt/Qflj6UohfJV/JEiVLyIhWr0BqZAKBfIneQoapYdxaDresy6fGU4zEaijkcx+MVPOZU7vHtrusiiSgzyik2pctEs44DJRwsyrj2LF2t7Zt705TLOSLxsbTTTbRiW/Sm6bmITMXa6So0YnhwQWVGrpBkr72zFIsx8vlgdT4PpWKEVx2cr/nHQXj5IjJItuMkLF7TRWQ+k8DLQde9vAc/EFKKYE05Cl3B/x2bLyLDC0jY+o+DrR+eimfLVDpKEG2g0ul41km/JYJXioP+cbD6IjK1Nko55VvcftIwoRU2dm5uddnt6SzJSAxPxHEPkuVYNMLStW1MaBizU9Z1O+OPg6rrBn9d5w1JGgp5KmEra8XKsN5p2ecgKoWXt40QhUQHbsG/U4vHqFBmfTHDC5kU5WSZSNaIzmgk+7FWbnhnmVi3k+hySl6hoTtGS1eOF+c98Yq67mlfRrRiTMqM23xdVy5XmHHgTDKRJZx61M2MSW9kU3YMLal1vPukX3H00T+nVIpQyBvuUMgbpWKE1oNXkXluMoX8lj8O5jqdAw45kVxXjq72bqbPyFMoOBWiNGcyZLtL5IsVjj2gEcs7pdesgbzRfuABWLFEPFcmkTAsGydeLPP0fk0s6arQ3dBJkSLHp/cgOqFC+rVrSMw4kHIpyxum/5NcOU5XIUKlUqaUmLZt13XxNN4V1HWNb41QKQ2+rqvuOegVp/nhKPt8rZEjNh3KnPQcxsXHM3H2wRzzoQt47ed/wCnnfI4zJ53O4WP24tDxe3HY+AM5vPFgdm+aRkOkYacb8KvHEZOP5vsnXM6Np/yZ759w+YhOlgGOOel0CvkcufD/oFx3lkI+xzEnnT6o192VEublwFgzq77SmEzQyrx+MC/8+un7kS+XyJYKuDvRZAueijNj4yrKpRIer1CJlIk8FKV171l4oUCl5FAokChF2XhAB5VEJ9aZpBIDulMsKTbTkCkEaX7ZGRdPM6uS5o53Gr/5d6M4LsrsjgYmTW8l88Xp5A/Js6mrjeZ0K2+Z9xVmzziOloktzDxkJvFUnFK+SDwVZ8KerSxevJTJjS/SnU+TzaewSolCLkaxlOKQkyNsnFjg/8Yt4+/T1zD5zRM568I5vPqaPTnz2um84/tjaZ4YZdOaCs0To7zlay286aOH8JFvvZPd92lg8qQ2GpuijJs6kf2On8mXfvN63vvTUzjhkGMpnrCSSh48F6H90P2xfIlUpEgxmyDekSFRiPDU7EbacU6ftCezE5OINJRJvXotDftliUSOAODwfZr5zJunMq45xtr2EuOaYwMODAHQdPw4pn1jL+ITE5RXF0ju1sis789h5ntfy/jZR9d91Nhx8fHMSc/h6MajN1es1WYkZ/CapleTiaSJRWNEiTLJJtIUaaRQKeiXyB1kqCrW0ap3XVeJJkikxjJr5WoqyRLWHSF2d5LYmsR213WxZAPNhQjd7xpLJmdEOsskMPYuNdDQXebp4x6gKdXAbk3NRK1MMXkQqxKbmNI0gUw09YqLyN0yT7C+ayzdxQasXCCbS5EvJGmZdT0nzyvSmIaurggtjcap88qMixZr/nEwl6uEt7RkyOXLHPeqJsZmm2q6iHxmr2bKeSNXKVGkzPENs8Ahedg6Nry0knKhg5N3X0CuFKGrGCPROK2mHwebjh/H9G/uTXxiEt9gxHdrpuWTCVJzSsQTqUH/OFh9ETnp9jSVWIVSvILNSFLyEtGGBvYcd+DmVpdZhTFM7tyNXLlENBalWC6xcNly1nW0c9zUOTtlXbcz/jioum7b9HVdV45G2D9dJJKIUfI8kXSEQ444g4M+dioUi1RyBag4yUKUyNinyDc51pmkbBWsmGZs10RSh6+i46wClcunE79sNvufMJW3nH4Ad3+8gfVjnLHrjUmTUjx82s0sm/XsK+q6Uhp2O3AqY1uaN1/XzTxkJnPnHcZHv/gRIrHxvPu0q/nGOz7NF8+8mDmznqHz6C5mvWMJDc0VuruipBoq7HnMCg5Ipzkg00SxAJGW2BZ13dv+J7iuGzuxGUrrOPhVFfY7YjqJ8S20tMQ5+fAMhx00iQPPnUP6DUb+zMVU9p1G8Yg3kGgaw9hMiVmzZ/HkvseyakILGyjRFkty5r/sxhH/2UXLm7tJzTyB5omnMvOozzNnWo5/3esPjE2Xycb3ZuKEcdt0XefrjeS0FsZ+KkHikGJdGkKqew76miI2IUHDRXsRP7b/qbBmJGdw1tgzeO+Ed/P28W/lzNYzOKP1TZw0bt5OmSzvjPacfTCnvfU8GpvH0LFpA43NY2oa8GtrdqVRstPAOuBkd78rXPcFglGyj+1vv20eTbG7g4kNgxgle+V0Jkzue+TYes3X98h9j/K7q25k9fK1tHXvz6bCBKZPLvC+987i1acdP+jX78/C8ovc9uwjwSjZ6zNM7gxGye5c2sbyzgwL7BCS+87mXz84ncOOaadSeQD3DZiNJRI5gmh01pDFNtxW5lfydNczdJQ7aYo27rQjx+6MXh45dhXjWidr5Nit6F3XvX76fjQ/ufYVU63Uo67L3buBriuWU1qcIzYztXkKvbZNi2ltmcm8V53L7BnBJAeb1mxi9fOryHflSW5llOyTjppP5tiDSRXmMX3xGFKFOMVUhbGHNbHHYcE0Kwv/nuPOH3fRtqhE66wBRsnOtDB9Rt+jZK97rkB6i1GyO/CxE2oeJTvfsYTntnGU7B3h5VGyc3ScRDhKdjBOw4z49Ff8QAjwzzWP8vPnbuTFziU0Jho4auqBHDphv522rtu5R8lWXbe913Xltkf6nELv6Rtf6n+U7JXTmbh7E4d/qJVJx0ZrinHhknu48+Er+qzrtqZ6ytCGzDRKjW/g7mczrNnYxcQxGY5snkr0rxGyK4Ip9JjdGIyS3auuE9nVDFTX7TIJM4CZ/Qg4AXgvQevyL4Dz3P3X/e1Ta8UqIruWXfUiUkR2LarrRGRXMFBdN6jplHZCnwAuA+4A2oEvD5Qsi4iIiIiIyK5rl0qY3T0LvCd8iIiIiIiIiPRrVxr0S0RERERERKRmSphFRERERERE+qCEWURERERERKQPSphFRERERERE+rBLTSu1PcysDVi8DbtMANYOUTg7C50DnYNd4fhnunvrcAdRL6rrtovOgc4BjP5zoLpudH++tdA50DmA0X8O+q3rlDDXmZnNH03zFW4PnQOdg139+HcF+ox1DkDnAHQORjt9vjoHoHMAu/Y5UJdsERERERERkT4oYRYRERERERHpgxLm+rt8uAMYAXQOdA529ePfFegz1jkAnQPQORjt9PnqHIDOAezC50D3MIuIiIiIiIj0QS3MIiIiIiIiIn1QwiwiIiIiIiLSByXMdWJmSTO73Mw2mNkqM/v0cMc0WGb2DjPzXo/fh2Uzzew2M+sys6fN7ORe+84zswVmljWzu8xsr17lHzWzZWbWYWZXmVlmBx7aVoWf5xNm9tqqdUN2zCPx+9PPObi8j+/Ex6rKR9U5kFcajZ+T6jrVdarrpLfR+DmprlNdp7puO7m7HnV4AN8HngAOA84A2oG3DXdcgzymi4DfAZOrHmMAAx4FfgXsD/w3kAV2D/ebDnQAnw7LrwOeBCJh+dnAJuB0YG543n403Mdbddyp8LgdeG24bkiPeaR9f/o6B+H6e4Dze30n0qPxHOjR73dj1H1OqutU16mu06OP78ao+5xU16muU123nedvuAMYDQ8gA3T3+gJ+HrhnuGMb5HH9DvhiH+tPCo+3qWrdX4GLwudfrj52IB3+I+mppO7u2TZcPg7IAY0j4Jj3DyvQx3pVrEN2zCPt+9PfOQjL1gGv7me/UXMO9Oj3uzEqPyfVdarrVNfp0eszHpWfk+o61XWq67bvoS7Z9XEIkCT4labHPcDhZhYbnpDqYn9gYR/rjwIecfeOqnX3AEdXld/dU+DuWeBh4GgziwKHV5cD9wMx4ND6hb7djgdu4+Vj6TGUxzzSvj99ngMzmwyMo+/vBIyucyB9G62fk+q6l6muU10no/dzUl33MtV1qutqpoS5PqYA6909V7VuNZAAWocnpMExswSwJ3CamT1nZi+Y2dfNLElwvCt67bIamBY+H6h8DEG3kM3l7l4i+IVrGsPM3X/s7p8OK4VqQ3nMI+r7M8A52B8oAf9rZsvN7DEze29V+ag5B9KvUfc5qa5TXae6Tvow6j4n1XWq61TXbb+dLsMfodJAvte6nuXkDo6lXvYm+H50Af9CUMl+D2gi+AfS1/H2HGt/5yMZljFA+Ug10DFtrXxrxxzrpwxG1jnZL/z7GMF9Ka8GfmxmXe5+PbvGOdjVqa5TXbcr/DtXXSeq61TX7Qr/zlXX1UgJc33keOWH37Pc+9ecnYK7P2lmE9x9XbjqMTMzgsERrgBaeu2S5OVj7e98rAvL6Kd8JJ+rHEN3zN5PGYysc3Ip8Ct3Xx8uLzCzvYEPA9eza5yDXZ3qOtV1u8K/c9V1orpOdd2u8O9cdV2N1CW7PpYDY8PuLj0mE/ySsr7vXUa+qkq1x9NAnKD7xeReZZOBleHz5QOU9/wj21we3sswvmr/kWigY9pa+daOeaf4/nigdzxPA1PD56P+HMjo/JxU121BdZ3qOhmln5Pqui2orlNdVzMlzPXxKFAAjqladxzwUNiff6djZmeb2epeX/RDgY0EN/XPsS3n2DsuXE/497iq10qH+97v7hXgwepygkEISsAj9T6OOhrKY36UneD7Y2bfNrM/9Fp9KPBM+HzUnwMZfZ+T6rpXUF2nuk5G4eekuu4VVNeprqvdUA7BvSs9gB8BTwFHEMxHtgl463DHNYjjGQ+sAa4G9gFOJfgF8nNAlGAetuuBA4DPENwTMyvcdxbBUPIXEAwo8CuCedh65m17G8G8bmcTzNv2OHDpcB9zH+egevqBIT3mkfr96XUOTgTKwH8S3Pv07wS/FB43ms+BHq/4Toyqz0l1neq6Ps6B6jo9Rt3npLpOdV0f50B1Xa3nbbgDGC0PgpvffwZ0hhXQJ4c7pjoc06HAneExLQf+B7CwbC/gbwTdMZ4EXt9r35MJfqHKAncAe/Yq/wzBaHkbgauAhuE+3j6Ov/dcdUN2zCP1+9PHOXhLWFnmwkrw7NF+DvR4xXdi1H1OqutU16mu06OP78So+5xU16muU123fY+efyQiIiIiIiIiUkX3MIuIiIiIiIj0QQmziIiIiIiISB+UMIuIiIiIiIj0QQmziIiIiIiISB+UMIuIiIiIiIj0QQmziIiIiIiISB+UMIuIiIiIiIj0ITbcAYiI9MfMbgcmAA50AB9190eHNSgRERER2WWYuw93DCIifTKzFnffFD4/C7jQ3ecMb1QiIiIisqtQl+wRxMzczM4f7vceyjh21DEO57kcrJ0hdjP7lpldONTv05Msh5p7xWBm9k8ze/VQxyEiIiIiuyZ1yZYeRwOLR9H7yBAxs8OBtwP77KD3uxY4EagAp/Ssd3c3s08DPzGzg929e0fEIyIiIiK7DrUwCwDufr+7rxwt7yND6mLgUnfv2hFv5u7vdPdpwJfD964u+xuwHvjQjohFRERERHYtSphHnvFm9isz6zCztWZ2iZnFewrN7D/N7Dkzy5vZk2b21uqdw+687zezG8ysy8xWmNmHzWyqmf3RzLJm9qyZndzHftXdgCeY2e/NrNvMXjKzj/Wx/efCGNaZ2b+YWbOZfc/MFptZwczazOxnZjamv/cJl99rZtdVHfN3zazf3g9mljKz75vZGjNrN7OfmNlXzWzRAPvEzey/zWyhmeXM7HEze0c9zl3V/leb2cI+1s83s5/XGkcf+7+ii3b42dw12Ni39n3qI5ZDgXnAdTsqxio/BV5nZuN7rf818F8DfWdERERERLaHEuaR59PAWuAM4EfAxwhbzyy4Z/TbBMnKm4D/A35lZuf0eo1LgOfCbe4D/h/wV+Be4BxgE3CtmaUHiON8oB04E7gBuMTMPtBrmy+Gr/0h4O/AL8O4/xt4PfAt4B3AF7ZyzN8F2sL3+iHwX8C5A2x/JfBe4Evh6+8FfGIr7/HzMI4rgNMJzsW1ZvZvvbYbzLn7JbCPmR3cs8LMdgcOA361jXFsj22KfRu+T9XeDixw9xeGOkYzG2tmU6r2fTOwhqBFudoNwEyC7v4iIiIiIvXj7nqMkAfB1Dl/7rVuAfA7YAzQDVzUq/ynwAu9XuPWquXZ4borq9a9Jlw3p9d+51c9v7vX+/y6j/f5Q9VyCrgNeGOv/W4C5vf1PlXLf+q1z8PALf2co33Cfd5btS4NrAYW9XM8B4XLH+z1Wr8iSMCigzl3VWVRYBXwv1Xr/pvgx4DYNsbR+xyd32uf3wN3be/nXuv3qY9jfBC4qp/vbr1j3CN8v8eBxwgS+lec93C/tcD/DMe/Wz300EMPPfTQQw89Ru9DLcwjzz96LS8iSG6OIkhK/2hmsZ4HcCuwR9iS2eOBquerw7/zq9atC/+OGSCO3/VaviV8n+rusE/1PHH3nLu/3t3/bGazzOz1ZvYJYH8gOcD7ANzfa3kZkOln2xPDv7+veu8s8McBXv+E8O/1vdZfB7QC+1Wt2+5z5+5l4DcELaU93gJc7+6lbYxje2xL7Nvyfao2C1i6I2J09xfd/XB3P8jdD3H313n/czAvCWMTEREREakb3fM38mR7LVcIus73JKq9E+oeU4CXwucdNbzu1qzutdwW/t2Nl5OaNdUbmNnpBF1u9yBo8Zsfvm90K+/V3zH3ZQJQdPeNW4m32lig5O69u/L27FM9XdFgz90vgY+a2UHhfocSdDHf1ji2x7bEvi3fp2otA7xmLerx3exLliA2EREREZG6UcK88+iZj/YsghbY3l4x2NQgje21PCn8u673hgBmtjdBy+nPgBPdfVm4/jcErcz1sgKIm9mYXklz6wD7rAdiZjauV7I6Ofzb5zFtD3e/38xeJLjfNk/QGntPHeLo/QNC4yBD3d7v0zr6T0zrHeO2GEtVjwcRERERkXpQl+ydxz+BIjDR3ef3PIADgf8BrM7v98Zey28GnnP3Ff1s/yogAXy9KlnOAMfVObZ7CVqgT+9ZYWaJPuKt1pOw9h7M6q0EreTP1TE+CLpYnwqcDVzn7j7IONoJWvYBCAftOnSQMW7v92kpMG0HxVgTM7PwvZfsiPcTERERkV2HWph3Eu7eZmbfB75tZmMJ7gWdA3wFuMnd2+v8lq81s28R3NN6FkGC+rYBtn8EKAMXm9llBF2nzydoPc3XKyh3f97MrgW+Hybki4H/JOhCvLiffRaY2Q3Ad8ysiWAgtTPC4/l3d6/UK77QtcBnw+fn1SGOW4H3mdnDBIn1pwkGxtpug/g+3c4rE/4hiXEb7EtwX/b/7aD3ExEREZFdhBLmncunCZKR84AvAysJpmT60hC81wUErbb/QdCq+E53/3V/G7v7s2b2buBC4E8Eo0X/iWAKqB+a2W4DtE5vqw8T3LP6FYLv8K8IuoMP1PX7nQTn7OME9+8+A7zL3a+tU0ybuftTZvY4kHT3R+oQx8cJBuj6EUFL7g8JfqA4bJChbs/36XfAf5vZnr7l1FJDFWMtXk/QrfyBrW0oIiIiIrIt7OXeoiIjn5lNIEiQbnH3jqr1/wBWufvZwxbcLsLM7gLucffPD3csAGb2GMFUV98d7lhEREREZHRRwiw7lbAb9nLgToLWzBJBF+HzgNe5++3DGN4uwcyOBW4A9q7+0WKYYnkt8BNgP3fvHs5YRERERGT00aBfslNx9y6CFuZGgsG1bgYOAd6kZHnHcPd7CbrBf2o44wgH+/o68AElyyIiIiIyFNTCLCIiIiIiItIHtTCLiIiIiIiI9EEJs4iIiIiIiEgflDCLiIiIiIiI9EEJs4iIiIiIiEgflDCLiIiIiIiI9EEJs4iIiIiIiEgflDCLiIiIiIiI9EEJs4iIiIiIiEgflDCLiIiIiIiI9OH/A/cDoRLl+5QZAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "orn_ids = df_neur_ids[df_neur_ids.altype == 'ORN']['bodyId'].values\n", "ln_ids = df_neur_ids[df_neur_ids.altype == 'LN']['bodyId'].values\n", "upn_ids = df_neur_ids[df_neur_ids.altype == 'uPN']['bodyId'].values\n", "mpn_ids = df_neur_ids[df_neur_ids.altype == 'mPN']['bodyId'].values\n", "\n", "show_glom_text = False\n", "\n", "np.random.seed(124)\n", "glom_colors = {g: np.random.uniform(0, 1, 3) for g in hemi_gloms}\n", "\n", "fig, axs = plt.subplots(2, 3, figsize=(16,10), sharex=True, sharey=True)\n", "df_glom_inputs = []\n", "for g in hemi_gloms:\n", " g_pns = df_neur_ids[(df_neur_ids.altype == 'uPN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_orns = df_neur_ids[(df_neur_ids.altype == 'ORN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_block_all = al_block.loc[:, g_pns].sum(0).values\n", " \n", " g_block_orn = al_block.loc[g_orns, g_pns].sum(0).values\n", " g_block_ln = al_block.loc[ln_ids, g_pns].sum(0).values\n", " g_block_same_pn = al_block.loc[g_pns, g_pns].sum(0).values\n", " \n", " \n", " other_orn_ids = orn_ids[~np.isin(orn_ids, g_orns)]\n", " \n", " other_upn_ids = upn_ids[~np.isin(upn_ids, g_pns)]\n", " \n", " g_block_other_orn = al_block.loc[other_orn_ids, g_pns].sum(0).values\n", " \n", " g_block_other_upn = al_block.loc[other_upn_ids, g_pns].sum(0).values\n", " g_block_mpn = al_block.loc[mpn_ids, g_pns].sum(0).values\n", " \n", " g_vol_hemi = glom_convex_hull_vols.loc[g] \n", " \n", " df_glom_inputs.append(\n", " pd.DataFrame({\n", " 'glom': [g]*len(g_pns),\n", " 'pns': g_pns, \n", " 'ORN (same glom)': g_block_orn, \n", " 'ORN (diff glom)': g_block_other_orn,\n", " 'uPN (same glom)': g_block_same_pn,\n", " 'uPN (diff glom)': g_block_other_upn,\n", " 'mPN': g_block_mpn,\n", " 'LN': g_block_ln,\n", " 'all_input': g_block_all,\n", " 'convex_hull_vol': [g_vol_hemi]*len(g_pns)}))\n", " \n", " axs[0, 0].scatter(g_vol_hemi, g_block_orn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[0, 1].scatter(g_vol_hemi, g_block_other_orn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[0, 2].scatter(g_vol_hemi, g_block_ln.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[1, 0].scatter(g_vol_hemi, g_block_same_pn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[1, 1].scatter(g_vol_hemi, g_block_other_upn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[1, 2].scatter(g_vol_hemi, g_block_mpn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " \n", "labadds = ['same glom ORN', 'different glom ORN', 'LN', 'same glom PN', 'other glom PN', 'mPN']\n", "for i in range(6):\n", " rowpos = i // 3\n", " colpos = i % 3\n", " ax = axs[rowpos, colpos]\n", " ax.set_title(labadds[i])\n", " \n", "axs[1, 0].set_ylabel(f'synapses from [title] onto PNs')\n", "axs[1, 0].set_xlabel('hemibrain glom volume (um$^3$)')\n", "\n", "plt.show()\n", "\n", "df_glom_inputs = pd.concat(df_glom_inputs)\n", "\n", "\n", "## same plot but not sharing y axis\n", "\n", "show_glom_text = False\n", "\n", "np.random.seed(124)\n", "glom_colors = {g: np.random.uniform(0, 1, 3) for g in hemi_gloms}\n", "\n", "fig, axs = plt.subplots(2, 3, figsize=(16,10), sharex=True)\n", "for g in hemi_gloms:\n", " g_pns = df_neur_ids[(df_neur_ids.altype == 'uPN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_orns = df_neur_ids[(df_neur_ids.altype == 'ORN') & (df_neur_ids.glom == g)]['bodyId'].values\n", " g_block_all = al_block.loc[:, g_pns].sum(0).values\n", " \n", " g_block_orn = al_block.loc[g_orns, g_pns].sum(0).values\n", " g_block_ln = al_block.loc[ln_ids, g_pns].sum(0).values\n", " g_block_same_pn = al_block.loc[g_pns, g_pns].sum(0).values\n", " \n", " \n", " other_orn_ids = orn_ids[~np.isin(orn_ids, g_orns)]\n", " \n", " other_upn_ids = upn_ids[~np.isin(upn_ids, g_pns)]\n", " \n", " g_block_other_orn = al_block.loc[other_orn_ids, g_pns].sum(0).values\n", " \n", " g_block_other_upn = al_block.loc[other_upn_ids, g_pns].sum(0).values\n", " g_block_mpn = al_block.loc[mpn_ids, g_pns].sum(0).values\n", " \n", " g_vol_hemi = glom_convex_hull_vols.loc[g]\n", " \n", " axs[0, 0].scatter(g_vol_hemi, g_block_orn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[0, 1].scatter(g_vol_hemi, g_block_other_orn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[0, 2].scatter(g_vol_hemi, g_block_ln.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[1, 0].scatter(g_vol_hemi, g_block_same_pn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[1, 1].scatter(g_vol_hemi, g_block_other_upn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[1, 2].scatter(g_vol_hemi, g_block_mpn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " \n", "labadds = ['same glom ORN', 'different glom ORN', 'LN', 'same glom PN', 'other glom PN', 'mPN']\n", "for i in range(6):\n", " rowpos = i // 3\n", " colpos = i % 3\n", " ax = axs[rowpos, colpos]\n", " ax.set_title(labadds[i])\n", " \n", "axs[1, 0].set_ylabel(f'synapses from [title] onto PNs')\n", "axs[1, 0].set_xlabel('hemibrain glom volume (um$^3$)')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "col_order = ['ORN (same glom)', 'ORN (diff glom)', 'LN',\n", " 'uPN (same glom)', 'uPN (diff glom)', 'mPN']\n", "\n", "#col_order = ['LN']\n", "\n", "df_glom_inputs = df_glom_inputs.sort_values(['convex_hull_vol', 'glom'], ascending=[0, 1])\n", "\n", "df_glom_inputs_frac = df_glom_inputs.copy()\n", "df_glom_inputs_frac.loc[:, col_order] = df_glom_inputs_frac[col_order].divide(df_glom_inputs_frac[col_order].sum(1), axis=0)\n", "\n", "glom_axis = df_glom_inputs['glom'].copy()\n", "glom_axis = pd.Series([f'{g} ({glom_axis.value_counts()[g]})' for g in glom_axis])\n", "glom_axis[glom_axis.duplicated()] = ''\n", "glom_axis = glom_axis.values" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_df = df_glom_inputs\n", "\n", "fig, ax = plt.subplots(figsize=(18,4))\n", "cumsums = np.zeros(plot_df.shape[0])\n", "for c in col_order:\n", " ax.bar(np.arange(plot_df.shape[0]), plot_df[c].values, width=1, bottom=cumsums, label=c)\n", " cumsums += plot_df[c].values\n", "ax.set_xticks(np.arange(len(glom_axis)))\n", "ax.set_xticklabels(glom_axis, rotation=90)\n", "plt.legend(loc='upper left', bbox_to_anchor=(1.01, 1), borderaxespad=0)\n", "plt.ylabel('total inputs onto PN')\n", "plt.xlabel('glomerular PNs (# of PNs), sorted by decreasing glom size')\n", "for i in range(len(glom_axis)-1):\n", " curg = glom_axis[i]; nextg = glom_axis[i+1]\n", " if nextg != '' and nextg != curg:\n", " plt.axvline(i+0.5, c='k', ls='-')\n", "plt.show()\n", "\n", "plot_df = df_glom_inputs_frac\n", "\n", "fig, ax = plt.subplots(figsize=(18,4))\n", "cumsums = np.zeros(plot_df.shape[0])\n", "for c in col_order:\n", " ax.bar(np.arange(plot_df.shape[0]), plot_df[c].values, width=1, bottom=cumsums, label=c)\n", " cumsums += plot_df[c].values\n", "ax.set_xticks(np.arange(len(glom_axis)))\n", "ax.set_xticklabels(glom_axis, rotation=90)\n", "plt.legend(loc='upper left', bbox_to_anchor=(1.01, 1), borderaxespad=0)\n", "plt.ylabel('fraction of inputs onto PN')\n", "plt.xlabel('glomerular PNs (# of PNs), sorted by decreasing glom size')\n", "for i in range(len(glom_axis)-1):\n", " curg = glom_axis[i]; nextg = glom_axis[i+1]\n", " if nextg != '' and nextg != curg:\n", " plt.axvline(i+0.5, c='k', ls='-')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Synapse counts of example ORN/LN/PN bootstrapped simulation" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "resample_dir = 'ORN_LN_PN_bootstrapping/df_neur_ids_example_bootstrap.csv'" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "df_neur_ids_resample = pd.read_csv(os.path.join(proj_dir, 'analysis/', resample_dir), index_col=0)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1973,)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_neur_ids_resample.bodyId.unique().shape" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "bodyIds_resample = df_neur_ids_resample.bodyId" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "al_block_resample = al_block.loc[bodyIds_resample, bodyIds_resample]" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "orn_ids_resample = df_neur_ids_resample[df_neur_ids_resample.altype == 'ORN']['bodyId'].values\n", "ln_ids_resample = df_neur_ids_resample[df_neur_ids_resample.altype == 'LN']['bodyId'].values\n", "upn_ids_resample = df_neur_ids_resample[df_neur_ids_resample.altype == 'uPN']['bodyId'].values\n", "mpn_ids_resample = df_neur_ids_resample[df_neur_ids_resample.altype == 'mPN']['bodyId'].values\n", "\n", "show_glom_text = False\n", "\n", "np.random.seed(124)\n", "glom_colors = {g: np.random.uniform(0, 1, 3) for g in hemi_gloms}\n", "\n", "fig, axs = plt.subplots(2, 3, figsize=(16,10), sharex=True, sharey=True)\n", "df_glom_inputs_resample = []\n", "for g in hemi_gloms:\n", " \n", " \n", " g_RESAMPLE_pns = df_neur_ids_resample[(df_neur_ids_resample.altype == 'uPN') & (df_neur_ids_resample.glom == g)]['bodyId'].values\n", " g_RESAMPLE_orns = df_neur_ids_resample[(df_neur_ids_resample.altype == 'ORN') & (df_neur_ids_resample.glom == g)]['bodyId'].values\n", " \n", " \n", " \n", " g_RESAMPLE_block_all = al_block_resample.loc[:,\n", " al_block_resample.columns.isin(g_RESAMPLE_pns)\n", " ].sum(0).values\n", " \n", " \n", " \n", " \n", " g_RESAMPLE_block_orn = al_block_resample.loc[\n", " al_block_resample.columns.isin(g_RESAMPLE_orns), \n", " al_block_resample.columns.isin(g_RESAMPLE_pns)\n", " ].sum(0).values\n", " g_RESAMPLE_block_ln = al_block_resample.loc[\n", " al_block_resample.columns.isin(ln_ids_resample), \n", " al_block_resample.columns.isin(g_RESAMPLE_pns)\n", " ].sum(0).values\n", " g_RESAMPLE_block_same_pn = al_block_resample.loc[\n", " al_block_resample.columns.isin(g_RESAMPLE_pns), \n", " al_block_resample.columns.isin(g_RESAMPLE_pns)\n", " ].sum(0).values\n", " \n", " \n", " other_orn_ids_resample = orn_ids_resample[~np.isin(orn_ids_resample, g_RESAMPLE_orns)]\n", " other_upn_ids_resample = upn_ids_resample[~np.isin(upn_ids_resample, g_RESAMPLE_pns)]\n", " \n", " g_RESAMPLE_block_other_orn = al_block_resample.loc[\n", " al_block_resample.columns.isin(other_orn_ids_resample), \n", " al_block_resample.columns.isin(g_RESAMPLE_pns)\n", " ].sum(0).values\n", " g_RESAMPLE_block_other_upn = al_block_resample.loc[\n", " al_block_resample.columns.isin(other_upn_ids_resample), \n", " al_block_resample.columns.isin(g_RESAMPLE_pns)\n", " ].sum(0).values\n", " \n", " g_RESAMPLE_block_mpn = al_block_resample.loc[\n", " al_block_resample.columns.isin(mpn_ids_resample), \n", " al_block_resample.columns.isin(g_RESAMPLE_pns)\n", " ].sum(0).values\n", " \n", " g_vol_hemi = glom_convex_hull_vols.loc[g] \n", " \n", " df_glom_inputs_resample.append(\n", " pd.DataFrame({\n", " 'glom': [g]*len(g_RESAMPLE_pns),\n", " 'pns': g_RESAMPLE_pns, \n", " 'ORN (same glom)': g_RESAMPLE_block_orn, \n", " 'ORN (diff glom)': g_RESAMPLE_block_other_orn,\n", " 'uPN (same glom)': g_RESAMPLE_block_same_pn,\n", " 'uPN (diff glom)': g_RESAMPLE_block_other_upn,\n", " 'mPN': g_RESAMPLE_block_mpn,\n", " 'LN': g_RESAMPLE_block_ln,\n", " 'all_input': g_RESAMPLE_block_all,\n", " 'convex_hull_vol': [g_vol_hemi]*len(g_RESAMPLE_pns)}))\n", " \n", " axs[0, 0].scatter(g_vol_hemi, g_RESAMPLE_block_orn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[0, 1].scatter(g_vol_hemi, g_RESAMPLE_block_other_orn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[0, 2].scatter(g_vol_hemi, g_RESAMPLE_block_ln.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[1, 0].scatter(g_vol_hemi, g_RESAMPLE_block_same_pn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[1, 1].scatter(g_vol_hemi, g_RESAMPLE_block_other_upn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " axs[1, 2].scatter(g_vol_hemi, g_RESAMPLE_block_mpn.sum(), label=g, color=glom_colors[g], alpha=0.7)\n", " \n", "labadds = ['same glom ORN', 'different glom ORN', 'LN', 'same glom PN', 'other glom PN', 'mPN']\n", "for i in range(6):\n", " rowpos = i // 3\n", " colpos = i % 3\n", " ax = axs[rowpos, colpos]\n", " ax.set_title(labadds[i])\n", " \n", "axs[1, 0].set_ylabel(f'synapses from [title] onto PNs')\n", "axs[1, 0].set_xlabel('hemibrain glom volume (um$^3$)')\n", "\n", "plt.show()\n", "\n", "df_glom_inputs_resample = pd.concat(df_glom_inputs_resample)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "col_order = ['ORN (same glom)', 'ORN (diff glom)', 'LN',\n", " 'uPN (same glom)', 'uPN (diff glom)', 'mPN']\n", "\n", "df_glom_inputs_resample = df_glom_inputs_resample.sort_values(['convex_hull_vol', 'glom'], ascending=[0, 1])\n", "\n", "df_glom_inputs_resample_frac = df_glom_inputs_resample.copy()\n", "df_glom_inputs_resample_frac.loc[:, col_order] = df_glom_inputs_resample_frac[col_order].divide(df_glom_inputs_resample_frac[col_order].sum(1), axis=0)\n", "\n", "glom_axis = df_glom_inputs_resample['glom'].copy()\n", "glom_axis = pd.Series([f'{g} ({glom_axis.value_counts()[g]})' for g in glom_axis])\n", "glom_axis[glom_axis.duplicated()] = ''\n", "glom_axis = glom_axis.values" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_df = df_glom_inputs_resample\n", "\n", "fig, ax = plt.subplots(figsize=(18,4))\n", "cumsums = np.zeros(plot_df.shape[0])\n", "for c in col_order:\n", " ax.bar(np.arange(plot_df.shape[0]), plot_df[c].values, width=1, bottom=cumsums, label=c)\n", " cumsums += plot_df[c].values\n", "ax.set_xticks(np.arange(len(glom_axis)))\n", "ax.set_xticklabels(glom_axis, rotation=90)\n", "plt.legend(loc='upper left', bbox_to_anchor=(1.01, 1), borderaxespad=0)\n", "plt.ylabel('total inputs onto PN')\n", "plt.xlabel('glomerular PNs (# of PNs), sorted by decreasing glom size')\n", "for i in range(len(glom_axis)-1):\n", " curg = glom_axis[i]; nextg = glom_axis[i+1]\n", " if nextg != '' and nextg != curg:\n", " plt.axvline(i+0.5, c='k', ls='-')\n", "plt.show()\n", "\n", "plot_df = df_glom_inputs_resample_frac\n", "\n", "fig, ax = plt.subplots(figsize=(18,4))\n", "cumsums = np.zeros(plot_df.shape[0])\n", "for c in col_order:\n", " ax.bar(np.arange(plot_df.shape[0]), plot_df[c].values, width=1, bottom=cumsums, label=c)\n", " cumsums += plot_df[c].values\n", "ax.set_xticks(np.arange(len(glom_axis)))\n", "ax.set_xticklabels(glom_axis, rotation=90)\n", "plt.legend(loc='upper left', bbox_to_anchor=(1.01, 1), borderaxespad=0)\n", "plt.ylabel('fraction of inputs onto PN')\n", "plt.xlabel('glomerular PNs (# of PNs), sorted by decreasing glom size')\n", "for i in range(len(glom_axis)-1):\n", " curg = glom_axis[i]; nextg = glom_axis[i+1]\n", " if nextg != '' and nextg != curg:\n", " plt.axvline(i+0.5, c='k', ls='-')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dt1 = df_glom_inputs[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "dt2 = df_glom_inputs_resample[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(12,5), sharex=True, sharey=True)\n", "axs[0].scatter(dt1['convex_hull_vol'], dt1['all_input'])\n", "axs[1].scatter(dt2['convex_hull_vol'], dt2['all_input'])\n", "\n", "select_gloms = ['DP1m', 'DC4', 'DM3']\n", "\n", "for sg in select_gloms:\n", " axs[0].scatter(dt1.loc[sg, 'convex_hull_vol'], dt1.loc[sg, 'all_input'])\n", " axs[1].scatter(dt2.loc[sg,'convex_hull_vol'], dt2.loc[sg, 'all_input'], label=sg)\n", " \n", "axs[1].legend(loc='upper left', bbox_to_anchor=(1.05, 1), borderaxespad=0)\n", "\n", "axs[0].set_title('hemibrain connectivity')\n", "axs[1].set_title('example +ORN+LN+PN resample connectivity')\n", "for ax in axs:\n", " ax.set_xlabel('hemibrain glom volume (um$^3$)')\n", "axs[0].set_ylabel('total synapses onto PNs')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the ORN/LN/PN bootstrapped simulation above, three glomeruli, DP1m, DC4, DM3, each of which has a lowly connected PN, ended up selecting multiple lowly-connected PNs, giving small total PN synapse counts." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modelling relationship between total PN synapses and glomerulus volume" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "from scipy import stats" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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glompnsORN (same glom)ORN (diff glom)uPN (same glom)uPN (diff glom)mPNLNall_inputconvex_hull_vol
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1VC55812995098101.00.04.00.00.012.0117.018406.447183
2VC56367890802481.020.00.012.040.02104.04657.018406.447183
3VC563275182399.00.06.01.00.031.0137.018406.447183
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.................................
1DM5697485362118.01.03.04.00.055.0181.0810.351934
0DA4l544021095237.09.00.02.019.0290.0557.0408.427051
0DA4m574037266158.0360.00.032.013.0613.01176.0292.054365
0VM27274724815.02.00.03.01.031.042.014.173028
1VM26971323710.02.00.00.01.07.010.014.173028
\n", "

130 rows × 10 columns

\n", "
" ], "text/plain": [ " glom pns ORN (same glom) ORN (diff glom) uPN (same glom) \\\n", "0 VC5 1849684319 127.0 2.0 0.0 \n", "1 VC5 5812995098 101.0 0.0 4.0 \n", "2 VC5 636789080 2481.0 20.0 0.0 \n", "3 VC5 632751823 99.0 0.0 6.0 \n", "0 DP1m 635062078 5340.0 20.0 0.0 \n", ".. ... ... ... ... ... \n", "1 DM5 697485362 118.0 1.0 3.0 \n", "0 DA4l 544021095 237.0 9.0 0.0 \n", "0 DA4m 574037266 158.0 360.0 0.0 \n", "0 VM2 727472481 5.0 2.0 0.0 \n", "1 VM2 697132371 0.0 2.0 0.0 \n", "\n", " uPN (diff glom) mPN LN all_input convex_hull_vol \n", "0 0.0 0.0 19.0 148.0 18406.447183 \n", "1 0.0 0.0 12.0 117.0 18406.447183 \n", "2 12.0 40.0 2104.0 4657.0 18406.447183 \n", "3 1.0 0.0 31.0 137.0 18406.447183 \n", "0 2.0 146.0 4334.0 9842.0 14951.936123 \n", ".. ... ... ... ... ... \n", "1 4.0 0.0 55.0 181.0 810.351934 \n", "0 2.0 19.0 290.0 557.0 408.427051 \n", "0 32.0 13.0 613.0 1176.0 292.054365 \n", "0 3.0 1.0 31.0 42.0 14.173028 \n", "1 0.0 1.0 7.0 10.0 14.173028 \n", "\n", "[130 rows x 10 columns]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_glom_inputs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aggregate by taking total synapse counts onto each PN, and taking average for each glomerulus:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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all_inputconvex_hull_vol
summean
glom
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DC15254.06490.692328
DC24785.06441.458573
DC35141.06433.030469
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DL17194.06268.062081
DL2d6687.03940.439492
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DL35080.02652.090835
DL42309.01476.765350
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DM17280.011114.254834
DM25493.03875.509334
DM33583.02391.537366
DM45531.08315.167808
DM5433.0810.351934
DM65329.03514.820812
DP1l6266.010868.218634
DP1m10059.014951.936123
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VA1d7836.06903.717138
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VA24223.05633.858782
VA35064.04920.144617
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VA64251.06139.308150
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VC13466.05930.039129
VC22895.05751.142743
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VC3m3312.01975.355661
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VL2a7571.08162.583865
VL2p6303.010167.431703
VM11268.01162.847154
VM252.014.173028
VM3709.01227.725237
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VM5d6901.04192.955106
VM5v3242.04453.984677
VM7d3271.03738.364475
VM7v2785.05125.101909
\n", "
" ], "text/plain": [ " all_input convex_hull_vol\n", " sum mean\n", "glom \n", "D 5610.0 5290.867114\n", "DA1 15365.0 10876.342758\n", "DA2 1717.0 2075.727881\n", "DA3 1167.0 842.093363\n", "DA4l 557.0 408.427051\n", "DA4m 1176.0 292.054365\n", "DC1 5254.0 6490.692328\n", "DC2 4785.0 6441.458573\n", "DC3 5141.0 6433.030469\n", "DC4 3476.0 8110.386543\n", "DL1 7194.0 6268.062081\n", "DL2d 6687.0 3940.439492\n", "DL2v 6035.0 6215.760558\n", "DL3 5080.0 2652.090835\n", "DL4 2309.0 1476.765350\n", "DL5 4031.0 3521.575921\n", "DM1 7280.0 11114.254834\n", "DM2 5493.0 3875.509334\n", "DM3 3583.0 2391.537366\n", "DM4 5531.0 8315.167808\n", "DM5 433.0 810.351934\n", "DM6 5329.0 3514.820812\n", "DP1l 6266.0 10868.218634\n", "DP1m 10059.0 14951.936123\n", "V 8227.0 10942.776289\n", "VA1d 7836.0 6903.717138\n", "VA1v 9806.0 10556.912565\n", "VA2 4223.0 5633.858782\n", "VA3 5064.0 4920.144617\n", "VA4 2605.0 3468.607596\n", "VA5 4862.0 3945.557506\n", "VA6 4251.0 6139.308150\n", "VA7l 2249.0 1630.704234\n", "VA7m 3515.0 2951.984001\n", "VC1 3466.0 5930.039129\n", "VC2 2895.0 5751.142743\n", "VC3l 4404.0 7081.210952\n", "VC3m 3312.0 1975.355661\n", "VC4 4044.0 3970.566620\n", "VC5 5059.0 18406.447183\n", "VL1 6038.0 9943.961646\n", "VL2a 7571.0 8162.583865\n", "VL2p 6303.0 10167.431703\n", "VM1 1268.0 1162.847154\n", "VM2 52.0 14.173028\n", "VM3 709.0 1227.725237\n", "VM4 2545.0 3364.322987\n", "VM5d 6901.0 4192.955106\n", "VM5v 3242.0 4453.984677\n", "VM7d 3271.0 3738.364475\n", "VM7v 2785.0 5125.101909" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dt1 = df_glom_inputs[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "dt1" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "#dt_subset = dt1[(dt1['convex_hull_vol'] < 8000)['mean']]\n", "dt_subset = dt1\n", "Vs = dt_subset['convex_hull_vol']['mean'].values\n", "Ss = dt_subset['all_input']['sum'].values\n", "\n", "Vs_log = np.log(Vs)\n", "Ss_log = np.log(Ss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Standard gaussian:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "def ll_gauss(params, Vs, Ss):\n", " a, sd = params\n", " Shat = a*Vs\n", " return -np.sum(stats.norm.logpdf(Ss, loc=Shat, scale=sd))\n", "\n", "def ll_gauss_Vscale(params, Vs, Ss):\n", " a, sd = params\n", " Shat = a*Vs\n", " return -np.sum(stats.norm.logpdf(Ss, loc=Shat, scale=sd*Vs))" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " fun: 471.80092676308146\n", " hess_inv: <2x2 LbfgsInvHessProduct with dtype=float64>\n", " jac: array([-5.68434192e-06, 0.00000000e+00])\n", " message: b'CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL'\n", " nfev: 33\n", " nit: 9\n", " njev: 11\n", " status: 0\n", " success: True\n", " x: array([1.08610607, 0.67619185])" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max_lik_res = optimize.minimize(ll_gauss_Vscale, x0=(1, 0.5), bounds=((0, None), (0, None)), args=(Vs, Ss))\n", "a_mle, sd_mle = max_lik_res['x']\n", "max_lik_res" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "0.5882352941176471" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plotVs = Vs#dt1['convex_hull_vol']['mean'].values\n", "plotSs = Ss#dt1['all_input']['sum'].values\n", "\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(12,6), sharey=True)\n", "axs[0].scatter(plotVs, plotSs)\n", "\n", "for ax in axs:\n", " ax.errorbar(plotVs, a_mle*plotVs, yerr=sd_mle*plotVs, c='k', alpha=0.5, \n", " label=r'model fit: $\\hat{a}\\cdot volume \\pm \\hat{\\sigma}\\cdot volume$')\n", " ax.set_xlabel('hemibrain glom volume (um$^3$)')\n", " ax.axhline(0, c='k', ls='--')\n", " \n", "nsamp = 10\n", "for ns in range(nsamp):\n", " ex_Ss = a_mle*plotVs + np.random.normal(0, scale=sd_mle*plotVs)\n", " axs[1].scatter(plotVs, ex_Ss, alpha=0.25, label=f'sample {ns}')\n", "\n", " \n", " \n", "axs[0].set_title('hemibrain cone')\n", "axs[1].set_title('samples from model fit to hemibrain cone')\n", "axs[0].set_ylabel('total synapses onto PNs')\n", "plt.suptitle(r'$synapses_g = a \\cdot volume_g + \\varepsilon_g, ~~ \\varepsilon_g \\sim N(0, (\\sigma \\cdot volume_g)^2)$' + \\\n", " '\\n' + r'$\\hat{a}_{MLE} = $' + '{:.2f}'.format(a_mle) + r', $\\hat{\\sigma}_{MLE} = $' + '{:.2f}'.format(sd_mle), y=1.07)\n", "plt.legend(loc='upper left', bbox_to_anchor=(1.05, 1), borderaxespad=0)\n", "plt.show()\n", "\n", "np.sum(np.abs(ex_Ss - a_mle*Vs) <= Vs*sd_mle) / len(Vs)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "def ll_lognormal(params, Vs, Ss):\n", " a, sd = params\n", " return -np.sum(stats.lognorm.logpdf(Ss, s=sd, scale=a*Vs))\n", "\n", "def ll_lognormal_exp(params, Vs, Ss):\n", " a, sd, d = params\n", " return -np.sum(stats.lognorm.logpdf(Ss, s=sd, scale=a*Vs**d))" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " fun: 471.80092676308146\n", " hess_inv: <2x2 LbfgsInvHessProduct with dtype=float64>\n", " jac: array([-5.68434192e-06, 0.00000000e+00])\n", " message: b'CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL'\n", " nfev: 33\n", " nit: 9\n", " njev: 11\n", " status: 0\n", " success: True\n", " x: array([1.08610607, 0.67619185])" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max_lik_res_ln = optimize.minimize(ll_lognormal, x0=(1, 0.5), bounds=((0, None), (0, None)), args=(Vs, Ss))\n", "a_mle_ln, sd_mle_ln = max_lik_res_ln['x']\n", "max_lik_res" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "0.0" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plotVs = Vs#dt1['convex_hull_vol']['mean'].values\n", "plotSs = Ss#dt1['all_input']['sum'].values\n", "\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(12,6), sharey=True)\n", "axs[0].scatter(plotVs, plotSs)\n", "\n", "\n", "nsamp = 10\n", "for ns in range(nsamp):\n", " ex_Ss = stats.lognorm.rvs(s=sd_mle_ln, scale=a_mle_ln*plotVs)\n", " axs[1].scatter(plotVs, ex_Ss, alpha=0.25)\n", "\n", "\n", "ags = np.argsort(plotVs)\n", " \n", "for ax in axs:\n", " #ax.errorbar(plotVs, a_mle*plotVs, yerr=sd_mle, c='k', alpha=0.5, \n", " # label=r'model fit: $\\hat{a}\\cdot volume \\pm \\hat{\\sigma}$')\n", " \n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags])), c='k')\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]) + sd_mle_ln), c='b', ls='--')\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]) - sd_mle_ln), c='b', ls='--')\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]) + 2*sd_mle_ln), c='b', ls='--')\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]) - 2*sd_mle_ln), c='b', ls='--')\n", " \n", " ax.set_xlabel('hemibrain glom volume (um$^3$)')\n", " ax.axhline(0, c='k', ls='--')\n", "axs[0].set_title('hemibrain cone')\n", "axs[1].set_title('sample from model fit to hemibrain cone')\n", "axs[0].set_ylabel('total synapses onto PNs')\n", "plt.suptitle(r'$\\log ~synapses_g = \\log(a \\cdot volume_g) + \\varepsilon_g, ~~ \\varepsilon_g \\sim N(0, \\sigma^2)$' + \\\n", " '\\n' + r'$\\hat{a}_{MLE} = $' + '{:.2f}'.format(a_mle) + r', $\\hat{\\sigma}_{MLE} = $' + '{:.2f}'.format(sd_mle), y=1.07)\n", "plt.legend(loc='upper left', bbox_to_anchor=(1.05, 1), borderaxespad=0)\n", "\n", "#plt.semilogy()\n", "#plt.ylim(10**-1, 10**5)\n", "plt.show()\n", "\n", "np.sum(np.abs(ex_Ss - a_mle*Vs) <= sd_mle) / len(Vs)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "PLOT_DIR = './'#'../figures/supfig_volume_resampling/'\n", "\n", "dt1 = df_glom_inputs[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "dt2 = df_glom_inputs_resample[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "\n", "np.random.seed(124)\n", "sample_draw = stats.lognorm.rvs(s=sd_mle_ln, scale=a_mle_ln*plotVs)\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=(13,4), sharex=True, sharey=True)\n", "axs[0].scatter(dt1['convex_hull_vol'], dt1['all_input'])\n", "axs[1].scatter(dt2['convex_hull_vol'], dt2['all_input'])\n", "axs[2].scatter(plotVs, sample_draw)\n", "\n", "\n", "select_gloms = ['DP1m', 'DC4', 'DM3']\n", "\n", "for sg in select_gloms:\n", " axs[0].scatter(dt1.loc[sg, 'convex_hull_vol'], dt1.loc[sg, 'all_input'])\n", " axs[1].scatter(dt2.loc[sg,'convex_hull_vol'], dt2.loc[sg, 'all_input'])\n", " glom_vol = dt1.loc[sg, 'convex_hull_vol'].values[0]\n", " axs[2].scatter(glom_vol, sample_draw[plotVs == glom_vol], label=sg)\n", " \n", " \n", "ax = axs[0]\n", "ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags])), label='model mean', c='k')\n", "ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]) + sd_mle_ln), \n", " c='0.5', ls='--', label=r'model mean $\\pm 1~ \\sigma$')\n", "ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]) - sd_mle_ln), c='0.5', ls='--')\n", "#ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]) + 2*sd_mle_ln), c='b', ls='--')\n", "#ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]) - 2*sd_mle_ln), c='b', ls='--')\n", "#ax.semilogx()\n", "#ax.semilogy()\n", "\n", "axs[0].text(-500, -10000, \n", " r'model: $\\log~ \\mathrm{synapses}_g = \\log (a\\times\\mathrm{volume}_g) + \\varepsilon, \\varepsilon \\sim N(0, \\sigma^2)$',\n", " ha='left', size=16)\n", "axs[0].legend(loc='upper left', bbox_to_anchor=(0.0, -0.4), borderaxespad=0, frameon=False)\n", "\n", "axs[2].legend(loc='upper left', bbox_to_anchor=(1.05, 1), borderaxespad=0, frameon=False)\n", "\n", "axs[0].set_title('hemibrain connectivity')\n", "axs[1].set_title('example PN resample')\n", "axs[2].set_title('example PN synapse density draw')\n", "for ax in axs:\n", " ax.set_xlabel('glomerulus volume (um$^3$)')\n", "axs[0].set_ylabel('tot. synapses onto glomerulus PNs')\n", "\n", "#plt.tight_layout() \n", "saveplot = 0\n", "if saveplot:\n", " plt.savefig(os.path.join(PLOT_DIR, 'resampling_synapse_density_glom_volume.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(PLOT_DIR, 'resampling_synapse_density_glom_volume.png'), bbox_inches='tight', dpi=200)\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "PLOT_DIR = '../figures/supfig_volume_resampling/'\n", "\n", "dt1 = df_glom_inputs[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "dt2 = df_glom_inputs_resample[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "\n", "np.random.seed(124)\n", "sample_draw = stats.lognorm.rvs(s=sd_mle_ln, scale=a_mle_ln*plotVs)\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=(15,5), sharex=True, sharey=True)\n", "axs[0].scatter(dt1['convex_hull_vol'], dt1['all_input'])\n", "axs[1].scatter(dt2['convex_hull_vol'], dt2['all_input'])\n", "axs[2].scatter(plotVs, sample_draw)\n", "\n", "\n", "select_gloms = ['DP1m', 'DC4', 'DM3']\n", "\n", "for sg in select_gloms:\n", " axs[0].scatter(dt1.loc[sg, 'convex_hull_vol'], dt1.loc[sg, 'all_input'])\n", " axs[1].scatter(dt2.loc[sg,'convex_hull_vol'], dt2.loc[sg, 'all_input'])\n", " glom_vol = dt1.loc[sg, 'convex_hull_vol'].values[0]\n", " axs[2].scatter(glom_vol, sample_draw[plotVs == glom_vol], label=sg)\n", " \n", "axs[2].legend(loc='upper left', bbox_to_anchor=(1.05, 1), borderaxespad=0)\n", "\n", "axs[0].set_title('hemibrain connectivity')\n", "axs[1].set_title('example ORN, LN, PN resample')\n", "axs[2].set_title('example PN synapse density draw')\n", "for ax in axs:\n", " ax.set_xlabel('glomerulus volume (um$^3$)')\n", "axs[0].set_ylabel('tot. synapses onto glomerulus PNs')\n", "\n", "plt.tight_layout() \n", "saveplot=0\n", "if saveplot:\n", " plt.savefig(os.path.join(PLOT_DIR, 'resampling_synapse_density_glom_volume.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(PLOT_DIR, 'resampling_synapse_density_glom_volume.png'), bbox_inches='tight', dpi=200)\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "ex_Ss = stats.lognorm.rvs(size=1000, s=sd_mle, scale=a_mle*5000)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " fun: 439.38810505092033\n", " hess_inv: array([[7.32692117e-04, 1.78647483e-05, 2.63188683e-05],\n", " [1.78647483e-05, 1.41653311e-03, 1.79241055e-05],\n", " [2.63188683e-05, 1.79241055e-05, 3.55634963e-05]])\n", " jac: array([ 0.00000000e+00, -2.67028809e-05, 3.81469727e-06])\n", " message: 'Desired error not necessarily achieved due to precision loss.'\n", " nfev: 136\n", " nit: 23\n", " njev: 34\n", " status: 2\n", " success: False\n", " x: array([8.97973275, 0.37727978, 0.72675016])" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#max_lik_res = optimize.minimize(ll_lognormal_exp, x0=(1, 0.5, 1), bounds=((0, None), (0, None), (0, None)), args=(Vs, Ss))\n", "max_lik_res = optimize.minimize(ll_lognormal_exp, x0=(1, 0.5, 1), args=(Vs, Ss))\n", "a_mle, sd_mle, d_mle = max_lik_res['x']\n", "max_lik_res" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "PLOT_DIR = '../figures/supfig15_volume_resampling/'\n", "\n", "dt1 = df_glom_inputs[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "dt2 = df_glom_inputs_resample[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "\n", "np.random.seed(123)\n", "sample_draw = stats.lognorm.rvs(s=sd_mle, scale=a_mle*plotVs**d_mle)\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=(13,4), sharex=True, sharey=True)\n", "axs[0].scatter(dt1['convex_hull_vol'], dt1['all_input'])\n", "axs[2].scatter(dt2['convex_hull_vol'], dt2['all_input'])\n", "axs[1].scatter(plotVs, sample_draw)\n", "\n", "\n", "select_gloms = ['DP1m', 'DC4', 'DM3']\n", "\n", "for sg in select_gloms:\n", " axs[0].scatter(dt1.loc[sg, 'convex_hull_vol'], dt1.loc[sg, 'all_input'], label=sg)\n", " axs[2].scatter(dt2.loc[sg,'convex_hull_vol'], dt2.loc[sg, 'all_input'])\n", " glom_vol = dt1.loc[sg, 'convex_hull_vol'].values[0]\n", " axs[1].scatter(glom_vol, sample_draw[plotVs == glom_vol], )\n", " \n", "\n", "for ax in [axs[0], axs[1]]:\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]**d_mle)), label='model mean', c='k')\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]**d_mle) + sd_mle_ln), \n", " c='0.5', ls='--', label=r'model mean $\\pm 1~ \\sigma$')\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]**d_mle) - sd_mle_ln), c='0.5', ls='--')\n", "\n", "\n", "axs[0].text(-600, -7000, \n", " r'model: $\\log~ \\mathrm{synapses}_g = \\log (a\\times\\mathrm{volume}^d_g) + \\varepsilon, \\varepsilon \\sim N(0, \\sigma^2)$',\n", " ha='left', va='top', size=14)\n", "axs[0].legend(loc='upper left', bbox_to_anchor=(0.0, -0.4), borderaxespad=0, frameon=False)\n", "\n", "#axs[1].legend(loc='upper left', bbox_to_anchor=(1.05, 1), borderaxespad=0, frameon=False)\n", "\n", "axs[0].set_title('hemibrain connectivity')\n", "axs[2].set_title('example PN resample')\n", "axs[1].set_title('example PN synapse density draw')\n", "for ax in axs:\n", " ax.set_xlabel('glomerulus volume (um$^3$)')\n", "axs[0].set_ylabel('total synapses onto\\nglomerulus PNs')\n", "\n", "#plt.tight_layout() \n", "saveplot = 0\n", "if saveplot:\n", " plt.savefig(os.path.join(PLOT_DIR, 'resampling_synapse_density_glom_volume.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(PLOT_DIR, 'resampling_synapse_density_glom_volume.png'), bbox_inches='tight', dpi=350)\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "PLOT_DIR = '../figures/supfig15_volume_resampling/'\n", "\n", "dt1 = df_glom_inputs[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "dt2 = df_glom_inputs_resample[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "\n", "np.random.seed(123)\n", "sample_draw = stats.lognorm.rvs(s=sd_mle, scale=a_mle*plotVs**d_mle)\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=(13,4), sharex=True, sharey=True)\n", "axs[0].scatter(dt1['convex_hull_vol'], dt1['all_input'])\n", "axs[2].scatter(dt2['convex_hull_vol'], dt2['all_input'])\n", "axs[1].scatter(plotVs, sample_draw)\n", "\n", "\n", "select_gloms = ['DP1m', 'DC4', 'DM3']\n", "\n", "for sg in select_gloms:\n", " axs[0].scatter(dt1.loc[sg, 'convex_hull_vol'], dt1.loc[sg, 'all_input'], label=sg)\n", " axs[2].scatter(dt2.loc[sg,'convex_hull_vol'], dt2.loc[sg, 'all_input'])\n", " glom_vol = dt1.loc[sg, 'convex_hull_vol'].values[0]\n", " axs[1].scatter(glom_vol, sample_draw[plotVs == glom_vol], )\n", " \n", "\n", "for ax in [axs[0], axs[1]]:\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]**d_mle)), label='model mean', c='k')\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]**d_mle) + sd_mle_ln), \n", " c='0.5', ls='--', label=r'model mean $\\pm 1~ \\sigma$')\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]**d_mle) - sd_mle_ln), c='0.5', ls='--')\n", "\n", "\n", "axs[0].legend(loc='upper left', bbox_to_anchor=(0.0, -0.4), borderaxespad=0, frameon=False)\n", "\n", "#axs[1].legend(loc='upper left', bbox_to_anchor=(1.05, 1), borderaxespad=0, frameon=False)\n", "\n", "axs[0].set_title('hemibrain connectivity')\n", "axs[2].set_title('example PN resample')\n", "axs[1].set_title('example PN synapse density draw')\n", "for ax in axs:\n", " ax.set_xlabel('glomerulus volume (um$^3$)')\n", "axs[0].set_ylabel('total synapses onto\\nglomerulus PNs')\n", "\n", "#plt.tight_layout() \n", "\n", "\n", "for ax in axs:\n", " ax.semilogy()\n", " ax.semilogx()\n", " \n", "axs[0].text(11, 1.6, \n", " r'model: $\\log~ \\mathrm{synapses}_g = \\log (a\\times\\mathrm{volume}^d_g) + \\varepsilon, \\varepsilon \\sim N(0, \\sigma^2)$',\n", " ha='left', va='top', size=14)\n", "\n", "saveplot = 0\n", "if saveplot:\n", " plt.savefig(os.path.join(PLOT_DIR, 'resampling_synapse_density_glom_volume_LOGLOG.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(PLOT_DIR, 'resampling_synapse_density_glom_volume_LOGLOG.png'), bbox_inches='tight', dpi=350)\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "PLOT_DIR = '../figures/supfig15_volume_resampling/'\n", "\n", "dt1 = df_glom_inputs[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "dt2 = df_glom_inputs_resample[['glom', 'all_input', 'convex_hull_vol']].groupby('glom').agg({'all_input': ['sum'], \n", " 'convex_hull_vol': ['mean']})\n", "\n", "np.random.seed(123)\n", "sample_draw = stats.lognorm.rvs(s=sd_mle, scale=a_mle*plotVs**d_mle)\n", "\n", "fig, axs = plt.subplots(2, 3, figsize=(15,9), \n", " sharex='row', sharey='row')\n", "axs[0,0].scatter(dt1['convex_hull_vol'], dt1['all_input'])\n", "axs[0,1].scatter(plotVs, sample_draw)\n", "axs[0,2].scatter(dt2['convex_hull_vol'], dt2['all_input'])\n", "\n", "axs[1,0].scatter(dt1['convex_hull_vol'], dt1['all_input'])\n", "axs[1,1].scatter(plotVs, sample_draw)\n", "axs[1,2].scatter(dt2['convex_hull_vol'], dt2['all_input'])\n", "\n", "\n", "select_gloms = ['DP1m', 'DC4', 'DM3']\n", "\n", "for sg in select_gloms:\n", " axs[0,0].scatter(dt1.loc[sg, 'convex_hull_vol'], dt1.loc[sg, 'all_input'], label=sg)\n", " axs[0,1].scatter(glom_vol, sample_draw[plotVs == glom_vol], )\n", " axs[0,2].scatter(dt2.loc[sg,'convex_hull_vol'], dt2.loc[sg, 'all_input'])\n", " axs[1,0].scatter(dt1.loc[sg, 'convex_hull_vol'], dt1.loc[sg, 'all_input'], label=sg)\n", " axs[1,1].scatter(glom_vol, sample_draw[plotVs == glom_vol], )\n", " axs[1,2].scatter(dt2.loc[sg,'convex_hull_vol'], dt2.loc[sg, 'all_input'])\n", " glom_vol = dt1.loc[sg, 'convex_hull_vol'].values[0]\n", " \n", "\n", "for ax in [axs[0,0], axs[0,1], axs[1,0], axs[1,1]]:\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]**d_mle)), label='model mean', c='k')\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]**d_mle) + sd_mle_ln), \n", " c='0.5', ls='--', label=r'model mean $\\pm 1~ \\sigma$')\n", " ax.plot(plotVs[ags], np.exp(np.log(a_mle*plotVs[ags]**d_mle) - sd_mle_ln), c='0.5', ls='--')\n", "\n", "for ax in [axs[1, 0], axs[1, 1], axs[1, 2]]:\n", " ax.semilogx()\n", " ax.semilogy()\n", "\n", "#axs[0].text(-600, -7000, \n", "# r'model: $\\log~ \\mathrm{synapses}_g = \\log (a\\times\\mathrm{volume}^d_g) + \\varepsilon, \\varepsilon \\sim N(0, \\sigma^2)$',\n", "# ha='left', va='top', size=14)\n", "\n", "\n", "axs[0,0].set_title('hemibrain connectivity')\n", "axs[0,1].set_title('example PN synapse density draw'); \n", "axs[0,2].set_title('example PN resample');\n", "for ax in [axs[1,0], axs[1,1], axs[1,2]]:\n", " ax.set_xlabel('glomerulus volume (um$^3$)')\n", "axs[0,0].set_ylabel('total synapses onto\\nglomerulus PNs')\n", "axs[1,0].set_ylabel('total synapses onto\\nglomerulus PNs')\n", "\n", "\n", "axs[1, 0].legend(loc='upper left', bbox_to_anchor=(0.0, -0.52), borderaxespad=0, frameon=False)\n", "axs[0,0].text(-600, -34100, \n", " r'model: $\\log~ \\mathrm{synapses}_g = \\log (a\\times\\mathrm{volume}^d_g) + \\varepsilon, \\varepsilon \\sim N(0, \\sigma^2)$',\n", " ha='left', va='top', size=14)\n", "\n", "for ax in [axs[0,0], axs[0,1], axs[0,2], axs[1,0], axs[1,1], axs[1,2]]:\n", " ax.grid()\n", "\n", "plt.subplots_adjust(wspace=0.4)\n", "saveplot = 0\n", "if saveplot:\n", " plt.savefig(os.path.join(PLOT_DIR, 'resampling_synapse_density_glom_volume_combined.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(PLOT_DIR, 'resampling_synapse_density_glom_volume_combined.png'), bbox_inches='tight', dpi=500)\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "0.0" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plotVs = Vs#dt1['convex_hull_vol']['mean'].values\n", "plotSs = Ss#dt1['all_input']['sum'].values\n", "\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(12,6), sharey=True)\n", "axs[0].scatter(plotVs, plotSs)\n", "\n", "\n", "nsamp = 10\n", "for ns in range(nsamp):\n", " ex_Ss = stats.lognorm.rvs(s=sd_mle, scale=a_mle*plotVs**d_mle)\n", " axs[1].scatter(plotVs, ex_Ss, alpha=0.25)\n", "\n", " \n", "for ax in axs:\n", " #ax.errorbar(plotVs, a_mle*plotVs, yerr=sd_mle, c='k', alpha=0.5, \n", " # label=r'model fit: $\\hat{a}\\cdot volume \\pm \\hat{\\sigma}$')\n", " ax.set_xlabel('hemibrain glom volume (um$^3$)')\n", " ax.axhline(0, c='k', ls='--')\n", "axs[0].set_title('hemibrain cone')\n", "axs[1].set_title('samples from model fit to hemibrain cone')\n", "axs[0].set_ylabel('total synapses onto PNs')\n", "plt.suptitle(r'$\\log~ synapses_g = \\log(a \\cdot volume_g^d) + \\varepsilon_g, ~~ \\varepsilon_g \\sim N(0, \\sigma^2)$' + \\\n", " '\\n' + r'$\\hat{a}_{MLE} = $' + '{:.2f}'.format(a_mle) + \\\n", " r', $\\hat{\\sigma}_{MLE} = $' + '{:.2f}'.format(sd_mle) + \\\n", " r', $\\hat{d}_{MLE} = $' + '{:.2f}'.format(d_mle), y=1.07)\n", "plt.show()\n", "\n", "\n", "\n", "\n", "np.sum(np.abs(ex_Ss - a_mle*Vs) <= sd_mle) / len(Vs)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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wtT3llOHaSimXMTi7b/ny5XWtWrW0UkpHRka6/F1L83UsCJConbynyuqqwuvI38w/RUVFOe04joyMJDk52aE+KCjIrY3ua9WqxcmTJwu8T8VykDHRbsRR7PtELc50es3Dc+5DZ15wuH9hv0ORVmYtpqK+jgVxtbqqPEryUgMHDqRPnz4ev+7p06epW7cuhw4d8uh17733XmbPnu3Rawr/4uoZvKt6d5/Fp6WlGR6l2F9PT6rqkBSiLq5wmhRSXuxDyot90JnOh5zGxcURFhZmqMv/eCg2Npbk5GRycnJITk4ulWGpRX0di0MSQ4CZNm0avXr1Mmz5WZiYmBjGjx/v9GcLFy4kNDSUSZMmMXXqVM6edVxlUghw/Ubvqt7Zm7AzmZmZhhFBeddrWkM5zEvoeHEeURdXOFwjLyHYs3+GHxsby8KFC4mMjEQpRWRkpMvRUKWlqK9jcUhiCCAXLlxg0aJFDB48uEjnxcTEsHv3bof6s2fP8swzzzBu3Diio6Np0qQJ8fHxngpX+JnCPm3bc/Ym7Er+T8txcXHoSVU5+IRxaeyoiyv4g1qGul7n1jpNCHm01taRR/mTQ2m3CgpS1NexOCQx+IBLly4xatQo6tatS8WKFenQoQObNxv3lk1PT6d///5UrlyZunXrMn36dPr06WPYhnPdunUEBQXRuXNnw7lTp04lJiaGypUrU7t2bQYOHEhGRob15zExMSQlJTnENWXKFEJDQ5kwYQIAd955JytXrvTgby78SXE+bdu/CbtKDtZPy3s+cRhx1OziWw6thLwWwoIFC9yKPf+eDGYri1ZL4M1j+GwC/On46bdU1YuGnjOKffq4ceN49913WbJkCU2aNGH27Nn06NGDAwcOWPd9Hjt2LBs3bmT16tU0aNCAF154gU2bNnHPPfdYr7Np0ybatGnjMEEoOzubBQsW0KhRIw4cOMCAAQOYO3cuTz31FGBJDEeOHOHcuXNUrWppmu/fv5958+axcuVKQkMt68q0b9+eqVOnkpGRYa0TIr/Y2NgivYHZd+b26tWLRYsWGYathoSEWD4tO9lm01lCKC5vmphW1NexqAIvMfiY9PR0FixYwKJFi+jd2zL1/vXXX+frr79m/vz5TJ06lfPnz7NkyRLeeustbr31VgAWL17ssHtbSkqKNZHkN3nyZOv3kZGR9O7dm3379lnrYmJiAEhKSqJTp04AjBkzhq5du9K3b1/rcQ0aNCArK4vjx48XqQ9DCGecTU5btGiRw0ihJXeUd2gl5E8IHZrUZNWQjgQFlewBiS9MTPOUwEsMJfjkboZDhw6RlZVlePwTHBxMx44d2bNnj+GY9u3bW4+pVKkSLVq0MFwrIyODunWNu0YdOXKEmTNn8s0333Ds2DEyMzO5dOkS48aNsx7ToEEDwsPD2b17N506dWL9+vWsX7+enTt3Gq6V10rI/xhKiOJytpKqwwQ3J4ve5SWFl/rGcF+7K6z1Ba2zlF+tWrXIyMgw3NsXVkT1JOlj8HJ5n46crQ+TV1fQMfmFh4dz+vRpazk1NZV27drx559/MmvWLDZt2kRiYiIVK1akVatWhnOjo6NJSkoiOzub0aNH89hjj9G8eXPDMadOnQKgdu3aRfslhd9yZ4auq2MK2yvBPilEXVxB1MUVfPufbiTP6G1ICuDeKKewsDBeeeUV00cemc7ZrDdf+/LHmc8DBgzQvXv31ufPn9fly5fXy5cvt/4sOztbN2nSRD/zzDNaa63T0tJ0SEiIXrVqlfWY9PR0Xb16dT1gwABr3cyZM/V1111nLS9fvlxXq1ZN5+TkWOuWLVumAb1//35DPCNHjtTdunXTc+fO1XXq1NFnzpxxiHnRokW6QYMGJf7dffVvJozcmaFb0DGuZj7bz1w+9OxVOnL8Gp2ZfdmtmPKuGxwcbPhvYTOT88715Cxms+Fi5rPpb+qe+PLnxKC15U25fv36eu3atXrPnj363//+t65UqZI+fvy49fihQ4fqyMhIvWHDBv3LL7/oBx54QFetWlUPHDjQesyuXbt0UFCQPnnypNZa6zVr1ujg4GD94Ycf6gMHDuhXX31V16tXT1epUsWQLLTWevHixbp69eq6Ro0aesmSJS5jHjRoUIl/d1/9mwWigt4sXb2xR0ZGunWMfdJwtpxF5Pg1RV4OojhLSnhyGQpv4jOJAagBxAOngGPADCC4oHP8PTFcvHhRjxw5UtepU0eXL19eX3/99XrTpk2G49PS0vRDDz2kw8LCdJ06dfT06dN19+7d9aOPPmo4rkOHDvq1117TWmudk5Ojhw8frqtUqaJr166tH3/8cT127FjduXNnh3gSExM1oNu3b++QNLTWOiMjQ1etWlVv2bKlxL+7r/7NAk1hb5YFrSuUp7Bj4uPjdeT4Tx0SwvSnh2hA16pVS8fHxxfp07w7CcsT5/gCX0oMK4FvgRbATcAfwJMFneOPiaGkLl68qOvWratnzZplqP/ss8/0VVddpbOzsz16v9dee03feuutHrlWoP7NfE1hb5YlbTFEjl/jctG7gloWhX2adydheeIcX+AqMXhj53MvYK7WOklr/Q2wAuhuckxeb8eOHaxYsYKDBw+yY8cOBgwYQFpaGvfff7/huB49ejBixAiOHj3q0fuHhIQwb948j15TeLfC1uxxZ4au4zGKyPFrqPiv2SRXfNBw7vWL0q37JeS/l7PRSwVNSCvOkhJlsQyFV3GWLcz8An4D3gPCgAbAL8DUgs6RFoPWP/30k27Tpo2uXLmyrl69uu7WrZtOTEw0O6xiCZS/ma9zp0XgziOe+Ph4HXlVC+tS1077Egq4V1E/zQ8bNszhHOlj8P5HST2Av4HLuX+Ar4ByBZ0jicG/yN/MN3jizXLT/r+tCeGGCYsdk0J6aqH3KqwDO39iGjZsmMN1lFJ62LBhbv2+MirJvMTwGPAF0BnoCRzC8mjJ/rghQCKQGBER4fIXlzcZ3yN/M99R3DfLaev2GDbEcdZKcPderpKGqyRQWCsnkLhKDF4181kp1RSYC0RprY/m1j0CfKmUmq61PpF3rNZ6IbAQLBv1mBCuEAGvqGv2XD9tAyfOXbKWuwX9zLLyLxkPeu4UCStXMTI8nNTUVMAyG/mVV15xuhFN3v3tN8hx1vdgeS905E3rIHkDr0oMQBsgLS8p5NoOBAORwAmnZwkhvFrUhLUOdfadywBMPktCQgKDBg0iM9O2kU5qaioPP/wwgNNE5CxB9evXz+34/LYTuZi8bVTScaC6Uir/XPa8PR5/K+5Fc3JyShSUKDvyt/IvURPWOiSFkcEfOCaFyWctX1g++edPCnmysrKKtPS1qzd7+6VjAm0dJHd4W2LYCvwMLFVKxSilOmB5XPS21vpkgWe6UKlSJevicK6akcJ8WmsyMzM5duwYlSpVMjucgOTOukbucpYQwNJKGB3yga2ibgtrQshT0GOdojzycTVc9tFHHw3sdZDcoLztzVIp1QBLP0N3IBN4HxivtXa5ZGfbtm11YmKi05/l5ORw8uRJzp49S3Z2dilELDylXLlyVKtWjfDw8BIvkSyKxn6Ja7DMTalatSqnTp1ye2N7Z8kAILnZK3DkB2PlZOfbwLra7B6KvuG9/X4O7vwOgUQptV1r3dah3tsSQ3EUlBiEEIUr6M04T1hYmNNP1xmZl7n2uc8djm8bWYP3h3Vy3ECn0xNw2wsu7+OsjwEsiWrp0qXyxu5BkhiEEC4FBQW59ag1/yf2I6cu0OWlbxyOearnNQy9sSlMj4BLdq0CF60EewkJCYwcOdJhVJIkBc+SxCCEcMmdFgNYOm437PmDQcsc/719MKwjbSJrgtbwfHXjD+97G5rf6aFohae4SgzeNlxVCGGCuLg4hz4Ge9W79qdax/scksLOSbdRLTTEUnCy77K7rQThPSQxCCEcJonVrFmTtLQ0MjMzqf/wPMrXaexwzm/TehEUlDv089J5mN7QeMATO6Bmk9IOXZQCeZQkhHDq6qfXcCnHcbvY5Bm9jRXSSvBZ8ihJCOEW25BTY1JwSAhnjsDcFoaqKtPTqFU/grhmCdJR7MMkMQghAOdzEOpUqcC2ibc4HuyklZC3V8L5lBSGDBkCOF++Qng/eZQkRADLydE0eXqdQ/19bRvx0r0tHU9I2QJLexiqopZVJyXFcUZyUSejibInj5KEEFbpl7K5btJ6h/qlA9tx0zV1nJ9k30po1B4e+ZLDU5zPUpcVS32XJAYhAoirSWkbxnTlyjpVnJ+0fRl8OtJYl69zOSIiwukcCFmx1HdJYhAiAGw5lMoDb251qN/53G1UCwtxfaIby1k4mwMhK5b6NkkMQvixt7em8OxHSQ71B+N6Ui64gIUKN70MX00x1rkYgupqoxzpePZd0vkshB8a//4u3kk84lDvMOTUGftWQuwH0MzJyCTh86TzWYgAcNOsb/n9ZLpDvVsJ4dsZ8O10Y51MVAtIkhiE8APO5iD8X0R1Phze2boBj8vHPDk5MKWG8eQR26D21aUctfBWkhiE8FFaaxo/5TgH4d9dGjOxd3PAcQOeFPvJZ+/2hz0f204OKgfPpZZ+8MKryTZZIiB5chvLsmKNOaQ8URPWOiSFufe3InlGb2tSAEuHsP2KqRcuXGDKc09b+hLyJ4UJhyUpCEBaDCIAFfop2gslJCQwdOSThD/yJvazAz4a0ZlWV1R3ep6zSWYHH69M05pnbBVXXA+Dv/BYrML3yagkEXBcbUrjrUs4uJqUdnR+fxrVqlJgzPl/1/Awxd9P2k1iezYVguXzYaCSUUlC5HK1VIO3LeGwPeUUfRdscahPmXUPXM4C4HD66QKvkTf5LP1J4z/1/dW6cNXoNZ4LVvgVSQwi4Hj7Eg4f/3yMkat+NlbqHFJectwas7CYY29rR6xdUki4cj6xDz1U0jCFH5PEIAKOty7hMHfDfuZuOGCoa3VFdT4aYRlyOiQsrGgx209U6zEDOgzDO3tRhDeRxCACjrct4TAsfjufJf1pqIu9PoK4e6Jt5aLE/NtGeMuudSET1UQRSOezECa54cWvOXo6w1A3+Y7mDOzsuL+y2+xbCQ+8A1f3cH6sCHjS+SyEF3C1Mc6SgW3pfk3d4l/4p7fhk8eMddJKEMUkiUGIMpCReZlrn/vcof6zkV24tn7Vkl3cvpUwdBPUjynZNUVAk8QgRCn6K+0i7eO+cqjfNvFm6lSpWLKLfzkJvp9rrJNWgvCAAhODUkoBtwNHtdZJuXWRwGTgWmA3ME1r/XspxymET9n7xzl6vrLJsX5KD0LLB5fs4s4WvRuzF6o2KNl1hcjlMjEopSoD64EOwEQgSSlVHfgeCAfWAe2AbUqptlprx4HhQgSYr/edYNAyx4EQv03rRVCQKvkNEu6DA/n2aq5QDZ7yrol5wvcV1GKYAFwF3AHkLaQyBqgPDNJaL1dKBef+bBIwqDQDFcKbLfv+dyZ/usdQ16hGKJvHd/fMDbIvwdQ6xrqnjkGFyp65vhD5FLS6al8sj4nWaa2zc+vuBU4DbwNorS8Db2B53CREwHl69W6iJqw1JIWeLeqRPKO355LCJ48bk0LjGy19CUVMCr64oqwwR0EthihgR15BKVUXuAb4UGudk++441geLQkRMO6e/z0/HzljqBt1SzNG3XKV526ScRpejDLWPXcagoq+Wr4vrigrzFNQYsgAwvKVu+X+90u74xoBZzwXkhDeydXGOK/8qxV3tWro2Zst7QUp39vKdy+AVg8W+3Ku9mWYOHGiJAbhoKDEsA24C0snM0AscBn41O64gcB2j0cmhJfIzM7hqmc+c6j/YFgn2kTWcHJGCZw5AnNbGOs8MATVV1aUFd6hoMQwE1ivlGqEpS/idmCJ1vo4gFKqHfAEcCuWDmoh/MrZC1m0nOK4gc2mcTdxRc0wJ2eU0EtN4EK+HdT6rYamnumn8PYVZYV3cZkYtNZfKaXuBP4D1AFexjJsNc+nQBVgrNbasX0thI9KPplOt1nfOtTvmnwbVSuGeP6Gf+yCN7oY6zw8Uc1bV5QV3qnACW65b/iu3vTvAvZrrQveKUQIH/HDb6ncv3CrQ/2BuJ6EBNs6fBMSEjy3Mqv9chaPboZ60c6PLQFvW1FWeDdZXVUEvA+2H2XsezsNdaEhweyZcjuWyf829qN7wPLJe+HChUV7kz24AeL72sqVasOTB4sVvxDF5Wp1VUkMImA5m6V8feOavDO0o8tzPLJftH0rYVQSVL/CvXOF8CBZdluIXM62zhzYKYrJd15X6LklGt2zIx4+HmErR3WBgbLvsvA+khhEwFj43SGmrdtnqPvksc7ENKru9jWKNbrH2aJ341Mg1P37ClGWJDEIv5aTo5myZg/L/pdsrQsJVmwYcyORtSoV+XpFHt3z7Qz4drqt3OZhuGNuke8rRFlyKzEopfoX8OMc4DxwMG9pbiHMlpmdwxMrd/D5L7a9lCNqhrF6eCdqVa5Q7Ou6PbonKwPi6hnrnvkLyhX/3kKUFbc6n5VSWdgW3Ms/TEPnq9PARuBOrfX5YgWjVAjwItA/95rvAqO01pcKOk86n0WetItZxC76gV1HbfMArm9ck6UPtyOsfBk1kD8cCrtW2cq3TIYbRpfokh4dIitErpJ2PvfG8iY9BXgPOAHUBu4G4oBRWBbTex2YhmVGdHHMzL3mXVgSzQogFXimmNcTAeKvcxfpPW8zf6fZPkPc07ohM++NoVxw0RedK5YLp+Clxsa6Yi56l58sgCfKmrstht3AMq31y05+9gTwiNY6RinVD5iutW5U5EAsmwCdAPporb/MrRsI3K+17lnQudJiCFwH/zrPLbM3GuqGdWvKuNuvdpiDUKrevBmO5ft/8B+LIOafHrm0R4bICuFESVsMTQFX/Qe/As1yv08GahY5OosbsKzouiGvQmu9DFhWzOsJP7Y95RR9F2wx1D1/53UM6BRVtoGcToZXWhrrPLychSyAJ8qau4lhNzBMKfWl3V4MAEOBvbnfXw0cK2YsTbEklgeUUhOBylgeWz2ttc4s5jWFn1n/y58Mfdu4mO/rD/0fPVrUL/tgpjWEzHzdaQM+hcZdPX4bWQBPlDV3E8MELGsm7VNKrQH+xtLH0BuIAO5QSrUHZgGvFDOWKkBj4HEsyaYKsCA3xlH2ByulhgBDQP6BBIL4rSk885Gx0freox1pF1XcBmoJHPsJ3rzJWOfhVkJ+sgCeKGtuL4mhlIrGkiBuxLJj23HgO2CG1nqfUupmoAOWPgb7VoU7158ATAeu1Fofyq27F8s2opUKuqb0MfgnrTWzvviV+d8cMtR/OborzepWMSco++Ushm+FOteW+m1lVJIoDV6/VlLuXInFWuuQfHXRwC6gntb6hKtzJTH4l+zLOYz7YBcf/mR7KhleuTxrHu9CvWoVzQlq/3pYcZ+tXC0CRu82JxYhPKTEayUppeoBY7G0GKpiGUa6GXglb/OeEtoClFNKRWut8/7FNQfScu8l/FxG5mUGLfuRLb/Z/twtGlZlxb87lM4+CO7QGp6vbqwbsw+qmtCnIUQZcXfm85VYkkAo8BWWYaX1gGHAw0qpTlrrEq0ZrLU+oJT6GFiqlBqKZb/pGcCbWuvsklxbeLdT6Zn847/fk5xqe4Z+W/O6zHuwNRXKBZsXWOISWJNvYtqVt8JD75sXjxBlxN0WwywsyaC71tr6cU4pFQ58gWW2cl8X5xZFPyyd118D2cByLP0awg8dOXWBW2Zv5FK2rftoQMdIJt1xHUFBZTgHwV7OZZhi16k94QhUrGpOPEKUMXcTQ3dgYP6kAKC1PqmUigPe9EQwWus0YFDul/BTScfO0mfeZkPd+B7XMKxbU5MiymfD87B5tq18/aPQ80Xz4hHCBO4mhgtYFstzJqcI1xEB7Lv9f9N/yTZD3Zz7W3JP6yJPlPe8zAswza7f4NmTEGxS34YQJnL3Df074Fml1Mb8ezwrpWoCz2JZPE8Ipz786Shj3jVunfn24PZ0aVbbpIjsvDsA9nxkK98+HToONy0cIczmbmJ4EvgRSFZKfYOlv6EucBOQBciAauHgv98e5KXPfzXUrXn8Blo0rObijDJ28RzMsNtSc9IZKMs1loTwQm4lBq11ilKqNTAG6AJcB5wCFgFztNZHSy9E4UtycjSTPvmFt7falnAIDQnmi9FduaJmmImR2flxEawdayv/czlcd7dp4QjhTdzuG9BaH8Myj0EIB5eyLzMiYQcb9trmITYJr8T7wzpRs1J5EyOzY780tuy7LIQDl4lBKTWmCNfRWus5HohH+JizGVk8sHAre/44Z63rfGUtFvVvR2h5E+cgOGO/zeaoJKh+hevjhQhQBbUYZhXhOhqQxBBA/jx7kV6vbuJUum3h23vbNGLGP6LLbmMcd509CnOus5VvHA83PW1ePEJ4OZeJQWvtZf+6hTc4cCKNW+d8Z6h7vPuVjLn1qrLdGMdda8ZA4mJb+cnfoFIt8+IRwgfI/APhlm2/n+K+N4wb48Td04LY6yNNiqgQf/8K89vbyj1nwvVDzItHCB8iiUEU6LPdfzAs4SdD3cJ+bbjtunomRVQIrWHVg/DrutwKBU8dhQqVTQ1LCF8iiUE4tez735n86R5D3QfDOtIm0oSNcdx1NBEW3Wwr910M0feaF48QPkoSg7DSWjPj8328sfE3Q/1XY2+kaW0v/sSdcxne7A5//GwpV20IT/wM5bxomKwQPkQSgyD7cg5j39vJxz/bttWoW7UCnz52A3WqmrQxjrsOboD4fAv79lsNTbubF48QfkASQwC7kJnNwCU/si35lLWu5RXViR/cnipmbYzjruxMmBsN5/+0lBu2hcFfQpAMphOipCQxBKCT5y9x9/zvOXo6w1rXK7oec+9vTflyPvDGuvt9+GCwrfzI19CojXnxCOFnJDEEkJTUdG5+eSPZObZ9vgd1bswzva81d2Mcd11Kg+n5lui+pg/cHy+L3gnhYZIYAsDOI2e4a/73hrqJva7l312bmBRRMWx9HT4fbyuP+BFqX2VePEL4MUkMfuybX//i4aU/Gupe+Vcr7mrV0KSIiiH9JMzMt7Nbu0eg98vmxSNEAJDE4IfeTTzCuPd3GepWPHI9na4MNymiYvrqBdiUb8mu0Xugmg8lNSF8lCQGP6G1Zt7XB5n95X5D/bonutC8gY9tYn/msGXEUZ6bJsKN48yLR4gAI4nBx13O0TzzURIrtx221lWpUI7PRnWhUQ0v2hjHXR8/BjvetpXH/Q5hXjzbWgg/JInBR13Musyj8dv59te/rXXN6lTmvUc7Uj3MB2f8/rUX/tvBVu49G9oNdn28EKLUSGLwMWcvZHHfG1v49USata7rVbVZ2K8NFUO8bGMcd2gNCfdaZjADBFeA8b9D+UrmxiVEAJPE4COOn8mgx9zvOHcx21r3r3ZXEHdPNMG+MAfBmcM/wJLbbOX73oLmd5kXjxACkMTg9fb9eY4eczcZ6kbd0oyRNzfzzo1x3JFzGd7oCieSLOUaUfBYIgR7+TIcQgQISQxeasuhVB54c6uh7sW+0dzfLsKkiDxk/xew4p+2cv9PoMmN5sUjhHAgicHLrNl1nMdW7DDULRnYlu7X1DUpIg/JvgSzr4ULqZZyREcYuE4WvRPCC0li8BKLN//OC2uMG+OsHt6J1hE1TIrIg3augtVDbeUh30KD1qaFI4QomCQGE2mtiVu7l0Wbf7fWBSn4amw3Gof7waici+dgxhW28nX3wL1LZdE7IbycJAYTZF3OYdSqn1m7+w9rXcPqoXw0ojO1q1QwMTIP+t9r8MVEW/nxn6BWU9fHCyG8hiSGMnT+Ujb9Fv/AjsNnrHVtI2uwbFB7Klfwkz/F+b9gVjNb+fph0HOGefEIIYrMT96NvNvfaZe487XN/HH2orXujpYNmH1fS0KC/ajz9cvn4PtXbOWxv0KVeubFI4QoFkkMpei3v8/T/eWNhrohXZvwVM9rfHcOgjOnk+GVlrbyzc9Bl7GmhSOEKBlJDKXgp8On+cd//2eoe65Pcwbd0NikiErRh0Nh1ypbeXwKhFY3LRwhRMlJYvCgr/aeYPDyREPd/Af/j94x9U2KqBT9uRtev8FWvnMe/F9/8+IRQniMJAYPWLntME99uNtQt2pIBzo0qWVSRKVIa3jrLvg99xFZ+Srw5AEICTU3LiGEx0hiKCatNXM2HODVrw4Y6teP6srV9aqYFFUpS/kfLO1pK9+fANf2MS8eIUSpkMRQRJdzNE99uIt3E49a66qHhbDuiS40qO6nn5ovZ8OCTnDyV0u5VjMYvhWC5X8fIfyR/Mt208Wsy/z7rUQ2HThprbumXhXeGdKRamF+vCrovnWw6gFbeeBaiLrB9fFCCJ8niaEQZy5k0nfB/zj0d7q17uZr6jA/9v98c2Mcd2VlwKyr4NI5SzmqCwz4VJazECIASGJw4ejpC9w+5zvSMy9b62Kvj+CFu1oQ5Ksb47hrRzx8PMJWHroJ6seYF48QokxJYrDzy/Gz9H51s6HuP7ddxYibrvSvSWnOZJyBFyNt5eh/Qt9FpoUjhDCHJIZc3x88SeyiHwx1M++N4Z9tr3Bxhp/ZPBc2TLKVn/gZavrhhDwhRKECPjF8/PMxRq762VC37OF2dLu6jjkBlbW0P+Hlq23lTo/DbVPNi0cIYTqvTQxKqUXAlVrrbqV1j36LfzCMMvrksc7ENKpeWrfzPusnwpbXbOWx+6GKj+8UJ4QoMa9MDEqpm4HBwMbCji2Ju1s15MCJ87wztAORtfxgYxx3pR6Cef9nK986BTqPNC8eIYRX8brEoJSqBCwEvi/te/Vt04i+bRqV9m28y/uDIOkDW3nCYahYzbx4hBBexxs3A4gDvs39KjUJCQlERUURFBREVFQUCQkJpXk78/2xEyZXsyWFuxfA5LOSFIQQDryqxaCU6gj8E2gBFLigv1JqCDAEICIiokj3SUhIYMiQIVy4cAGAlJQUhgwZAkBsbGyR4/ZqOTmwvA+k5DbAQmvAmH0QUtHcuIQQXktprc2OAQClVAVgBzBJa/2eUmoqcIM7nc9t27bViYmJhR1mFRUVRUpKikN9ZGQkycnJbl/H6/2+yZIU8jzwDlzdw7x4hBBeRSm1XWvd1r7em1oMzwEHtNbvlfaNDh8+XKR6n3M5C15rB6d/t5TrNLfMXpZF74QQbvCmd4oHgfpKqfO55fJAsFLqvNa6sidvFBER4bTFUNRHUl5pzyfwbj9b+eHPIbKjefEIIXyON3U+d8PSt9Aq9+tNIDH3e4+Ki4sjLCzMUBcWFkZcXJynb1V2Mi/A1Hq2pNC0O0w6I0lBCFFkXtNi0FobPsIrpU4DGVrrg56+V14H88SJEzl8+DARERHExcX5bsdz4lJYM8pWHvY/qHudaeEIIXyb1ySGshYbG+u7iSBPxml4McpWbhULd//XtHCEEP7BaxOD1voZs2Pwat/NhK/zrWk0chfUiHR9vBBCuMlrE4Nw4dxxmH2trXzDGLhlkuvjhRCiiCQx+JJ1T8K2hbbyfw5C5drmxSOE8EuSGHzByQPwWr45KLdPh47DzYtHCOHXJDF4M63h3f6w9xNb3VNHoUIV82ISQvg9SQze6thP8OZNtvI/3oSY+8yLRwgRMCQxeJucHFhyOxzdZilXqgOjk6BcBXPjEkIEDEkM3uTQN/D23bZy7AfQ7BbTwhFCBCZJDN4gOxNebQ3njlrK9WJgyLcQFGxqWEKIwCSJwWxJH8L7D9vKgzfAFe3Mi0cIEfAkMZglMx2mXwH6sqXc7HZ48B1Qyty4hBABTxKDGX5cBGvzbVA3/Aeoc4158QghRD6SGMrShVPwUmNbuc1AuOMV08IRQghnJDGUlW+mw8YZtvKoJKh+hXnxCCGEC5IYStvZozAn394IN46Hm542Lx4hhCiEJIbS9Oko2L7UVn7yN6hUy7RwhBDCHZIYSsPfv8L89rZyz5lw/RDz4hFCiCKQxOBJWsPKB2D/Z5ayCoIJR6BCZXPjEkKIIpDE4ClHE2HRzbbyvUugRV/z4hFCiGKSxFBSOZctq6D+sdNSrtoIntgB5cqbG5cQQhSTJIaSOLABEvK1CvqthqbdzYtHCCE8QBJDcWRfgrnRcP6EpdywLQz+EoKCzI1LCCE8QBJDUe16Dz58xFZ+5Gto1Ma8eIQQwsMkMbjrUhpMb2QrX9MH7o+XRe+EEH5HEoM7tr4On4+3lR9LhPBm5sUjhBClSBJDQdJPwsymtnK7R6D3y+bFI4QQZUASgytfTYFN+ZLA6D1QraF58QghRBmRxGDvzGHLiKM8N02EG8eZF48QQpQxSQz5fTwCdsTbyuN+h7Ca5sUjhBAmkMQAcGIPLOhoK/eZA20HmRePEEKYKLATg9YQ3xcOfWUpl6toaSWUDzM3LiGEMFFgJ4YFneCvPZbv73sLmt9lbjxCCOEFAjsx3DAadq6EB9+F4BCzoxFCCK8Q2Ikh5j7LlxBCCCtZ9U0IIYSBJAYhhBAGkhiEEEIYSGIQQghhIIlBCCGEgSQGIYQQBpIYhBBCGEhiEEIIYaC01mbHUGJKqb+BFLPj8GLhwEmzg/Az8pp6nrymnlfYaxqpta5tX+kXiUEUTCmVqLVua3Yc/kReU8+T19TzivuayqMkIYQQBpIYhBBCGEhiCAwLzQ7AD8lr6nnymnpesV5T6WMQQghhIC0GIYQQBpIYhBBCGEhiCABKqUVKqW/NjsMfKKVClFKzlVInlVKpSqkFSqkKZsfly5RSNZRS8UqpU0qpY0qpGUqpYLPj8kVKqQpKqSSl1C356iKVUl8opdKVUnuVUj0Lu44kBj+nlLoZGGx2HH5kJvAP4C7gDqAn8KypEfm+/wKNgK7AQ8AAYIypEfkgpVRFYCVwXb46BXwMpALtgOXAB0qpxgVdK7C39vRzSqlKWEYlfG92LP5AKVUdGAb00Vp/n1s3GbjfxLD8QS9ggNY6CUAptQLojiUJCzcopZoDKwBl96ObgKuBLlrrNGBPbmtiMPCMq+tJi8G/xQHf5n6JkrsByAA25FVorZdprQttmosCpQKxSqkwpVQDoAew3eSYfE0X4Augo119B2BHblLIs9nJcQaSGPyUUqoj8E/gP2bH4keaAsnAA0qpX5RSKUqpWUqp8ibH5euGA92ANOAY8Ccw2cR4fI7W+g2t9Tit9QW7H9UHjtvVncDy6M4lSQx+KLczdDEwSmt92ux4/EgVoDHwODAUeBS4F3jJzKD8wJXADix9DL2AKGCWmQH5kTDgkl3dJaDAARPSx+CfngMOaK3fMzsQP5MNVAUe0lofAlBK/Qd4Wyk1RmudY2p0Pkgp1RSYC0RprY/m1j0CfKmUmq61PmFmfH7gIlDNrq4CYN+yMJDE4J8eBOorpc7nlssDwUqp81rryibG5euOA9l5SSHXr0BFoDaWJroomjZAWl5SyLUdCAYikde0pI4BLe3q6gF/FHSSPEryT92AFkCr3K83gcTc70XxbQHKKaWi89U1x/JsPNWckHzecaC6UuqKfHXX5v73NxPi8TdbgVa5IxTz3JBb75K0GPyQ1tqwaZFS6jSQobU+aFJIfkFrfUAp9TGwVCk1FMvz2xnAm1rrbHOj81lbgZ+xvKZjsLymbwBva61l056S24hlE7NluUOr+2AZqVTg3CZpMQhRNP2AXcDXwEfAamCCmQH5styE2hs4heU1/RDLm9lQM+PyF1rry1gmY9bB8oiuP3CP1jq5oPNkdVUhhBAG0mIQQghhIIlBCCGEgSQGIYQQBpIYhBBCGEhiEEIIYSCJQQghhIEkBiFcUErp3LWQSvMeX+Wu0mq/jn7ez6Nz44gtzTiEyE8SgxDmWg5E4Hp9/FgsS26sLrOIRMCTxCCEuT4A0nGyC1xuK+IB4F0n6+wLUWokMQjhJqVUlFLqXaXUCaVUmlLqY6VUM7tjblJKbVNKZeRu5nO7UipbKTXQ2TW11ulYksM/lVL2/x67YGlNLCuFX0cIlyQxCOEGpVQjYBvQDMuOYw9j2bRnc+52lOSuuvoZlqWi/4HlDf1dLEtIF2Q5lp22utjVxwKHtNabPfNbCOEeWV1VCPeMBkKBW/NW/VRKfYtlaeixuV8TgKNYFinLBj5TSuVQ+G5k3wCHsTxO2ph77fJYdoeb6+lfRIjCSItBCPd0Bb7JvxR07vdfATfmVnUD1tgtwV3oLnraspJlPHCvUiqvddETqAG8VfLQhSgaSQxCuKcGzncTO4Flu0+AcOBvJz93x3Isu8B1zy0/CHxrv7eGEGVBEoMQ7jkF1HVSXw/b7m3Hsby552dfdkprvR/4AbhfKVUFuAPpdBYmkcQghHs2AzcppcLzKnK/vxn4PrfqO6C33eiiu4pwj+XAnVh22bqMZbSSEGVOEoMQ7pkDZAFfKqX+oZTqC3wJZGLrIJ6BZXjpB0qpHkqpJ4BpuT/LceMeq7A8lnoeeD93KKsQZU4SgxBu0FofwTKc9DiWDuHFWPbS7ai1Ppp7zF4sj4AaAx8DQ7CMZgI478Y9TgOfYhkSu8yzv4EQ7pOtPYXwEKXULUCa1vqHfHW3AeuBllrrXaYFJ0QRyDwGITynA/Bk7sJ7vwKRwBTgO0kKwpdIi0EID1FKlQMmYRlq2hDLSKbVwFNa63NmxiZEUUhiEEIIYSCdz0IIIQwkMQghhDCQxCCEEMJAEoMQQggDSQxCCCEM/h/IGKXcGcV1vgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.scatter(Vs_log, Ss_log, c='k')\n", "plt.plot(Vs_log, np.log(a_mle*Vs**d_mle), label=r'$\\log(aV^d)$')\n", "plt.plot(Vs_log, np.log(a_mle_ln*Vs), label=r'$\\log(aV)$')\n", "plt.legend()\n", "plt.xlabel('log V')\n", "plt.ylabel('log S')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.13" } }, "nbformat": 4, "nbformat_minor": 4 }