{ "cells": [ { "cell_type": "markdown", "id": "1eacc0c1", "metadata": {}, "source": [ "FINDING DISTRIBUTION FAMILY" ] }, { "cell_type": "code", "execution_count": null, "id": "aeaf7a1c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: matplotlib in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (3.10.3)\n", "Requirement already satisfied: seaborn in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (0.13.2)\n", "Requirement already satisfied: numpy in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (1.26.4)\n", "Requirement already satisfied: scipy in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (1.16.0)\n", "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (from matplotlib) (1.3.3)\n", "Requirement already satisfied: cycler>=0.10 in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (from matplotlib) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (from matplotlib) (4.59.0)\n", "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (from matplotlib) (1.4.8)\n", "Requirement already satisfied: packaging>=20.0 in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (from matplotlib) (25.0)\n", "Requirement already satisfied: pillow>=8 in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (from matplotlib) (11.3.0)\n", "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (from matplotlib) (3.2.3)\n", "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (from matplotlib) (2.9.0.post0)\n", "Requirement already satisfied: pandas>=1.2 in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (from seaborn) (2.3.1)\n", "Requirement already satisfied: pytz>=2020.1 in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (from pandas>=1.2->seaborn) (2025.2)\n", "Requirement already satisfied: tzdata>=2022.7 in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (from pandas>=1.2->seaborn) (2025.2)\n", "Requirement already satisfied: six>=1.5 in c:\\users\\zahra\\anaconda3\\envs\\pymc3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.17.0)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "!pip install matplotlib seaborn numpy scipy\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns\n", "from scipy import stats\n", "import scipy.io as io\n", "\n", "data_path = \"../data/\"\n", "suv = io.loadmat(data_path + \"suv_percentilesSLOthenUWM.mat\")['lung_SUVperc_COMBINED'][0:58, :, :]\n", "flags = io.loadmat(data_path + \"flags_combined.mat\")['flags'][0:58, 3]\n", "\n", "\n", "# Define distributions and colors\n", "distributions = [stats.norm, stats.gamma, stats.weibull_min, stats.expon, stats.lognorm]\n", "colors = ['blue', 'green', 'orange', 'purple', 'brown']\n", "x = np.linspace(min(X) * 0.9, max(X) * 1.1, 1000)\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Histograms\n", "plt.hist(X_NC, bins=15, density=True, alpha=0.3, label='NC Histogram', color='gray')\n", "plt.hist(X_AE, bins=10, density=True, alpha=0.3, label='AE Histogram', color='red')\n", "\n", "#KDE plots\n", "sns.kdeplot(X_NC, bw_adjust=1, label='NC KDE', linestyle='--', color='gray')\n", "sns.kdeplot(X_AE, bw_adjust=1, label='AE KDE', linestyle='--', color='red')\n", "\n", "#PDFs for each distribution\n", "for dist, color in zip(distributions, colors):\n", " try:\n", " # Fit NC\n", " if dist == stats.lognorm:\n", " params_nc = dist.fit(X_NC, floc=0)\n", " else:\n", " params_nc = dist.fit(X_NC)\n", " pdf_nc = dist.pdf(x, *params_nc)\n", " plt.plot(x, pdf_nc, linestyle='--', color=color, label=f'{dist.name} - NC')\n", "\n", " # Fit AE\n", " if dist == stats.lognorm:\n", " params_ae = dist.fit(X_AE, floc=0)\n", " else:\n", " params_ae = dist.fit(X_AE)\n", " pdf_ae = dist.pdf(x, *params_ae)\n", " plt.plot(x, pdf_ae, linestyle='-', color=color, label=f'{dist.name} - AE')\n", "\n", " except Exception as e:\n", " print(f\"Could not fit {dist.name}: {e}\")\n", "\n", "# Plots\n", "plt.title(\"SUV Distribution Fit: NC vs AE\")\n", "plt.xlabel(\"SUV\")\n", "plt.ylabel(\"Density\")\n", "plt.legend(loc='upper right', fontsize='small', ncol=2)\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.ylim(0, 2) \n", "plt.show()\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 120, "id": "8f1acbe3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Distribution AIC_NC KS_stat_NC KS_pval_NC AIC_AE KS_stat_AE KS_pval_AE\n", " lognorm 6.115214 0.113558 0.467412 16.778777 0.355212 0.450713\n", " gamma 6.759872 0.116525 0.435001 -5.441715 0.453710 0.186798\n", " norm 10.986404 0.126820 0.332946 16.806074 0.399722 0.309531\n", " expon 43.651493 0.312059 0.000044 11.471232 0.288355 0.709413\n", " weibull_min inf 0.120981 0.388759 -16.479226 0.383765 0.354965\n" ] } ], "source": [ "import pandas as pd\n", "\n", "def compute_aic(log_likelihood, num_params):\n", " return 2 * num_params - 2 * log_likelihood\n", "\n", "distributions = [stats.norm, stats.gamma, stats.weibull_min, stats.expon, stats.lognorm]\n", "results = []\n", "\n", "for dist in distributions:\n", " try:\n", " # NC group\n", " if dist == stats.lognorm:\n", " params_nc = dist.fit(X_NC, floc=0)\n", " else:\n", " params_nc = dist.fit(X_NC)\n", "\n", " loglik_nc = np.sum(dist.logpdf(X_NC, *params_nc))\n", " aic_nc = compute_aic(loglik_nc, len(params_nc))\n", " ks_stat_nc, ks_pval_nc = stats.kstest(X_NC, dist.name, args=params_nc)\n", "\n", " # AE group\n", " if dist == stats.lognorm:\n", " params_ae = dist.fit(X_AE, floc=0)\n", " else:\n", " params_ae = dist.fit(X_AE)\n", "\n", " loglik_ae = np.sum(dist.logpdf(X_AE, *params_ae))\n", " aic_ae = compute_aic(loglik_ae, len(params_ae))\n", " ks_stat_ae, ks_pval_ae = stats.kstest(X_AE, dist.name, args=params_ae)\n", "\n", " results.append({\n", " 'Distribution': dist.name,\n", " 'AIC_NC': aic_nc,\n", " 'KS_stat_NC': ks_stat_nc,\n", " 'KS_pval_NC': ks_pval_nc,\n", " 'AIC_AE': aic_ae,\n", " 'KS_stat_AE': ks_stat_ae,\n", " 'KS_pval_AE': ks_pval_ae\n", " })\n", "\n", " except Exception as e:\n", " print(f\"Could not fit {dist.name}: {e}\")\n", "\n", "# Show results in sorted table\n", "results_df = pd.DataFrame(results)\n", "results_df.sort_values(by=['AIC_NC', 'AIC_AE'], inplace=True)\n", "print(results_df.to_string(index=False))\n" ] }, { "cell_type": "code", "execution_count": 121, "id": "fabdc597", "metadata": {}, "outputs": [ { "data": { "image/png": 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jAQAA7+HShci6d+9uTjk1ceJEqVGjhowdO9Zcrlu3rqxevVref/996datWx6OFAAAAI5W97b2HSzIh7Eyp3VecPrll19mul63yYIFC/L0uT/44APznr6UY8eOSYkSJSQ/RUdHy9tvvy0//vij7N+/X4oXLy4NGjSQhx56SPr372/+9tq3by+//fabuX1gYKCULl3aVHIPHTpUbrzxxnSP5+hvNSwszLwHAQAoaCxuPKd1aWibW2vXrpXOnTtnmsRpdUJWEhISzMl+0mNtZu6shubWx6FB+pVjWzoX29N52JbOw7Z0roK2PXVSlZqUKilJKZKSmJJ23u6nXq/nU1NSJTU5VSwplnTnzeXktN9bz1tvk5SQJKf+PiUbDm4QX/F1eP9Mj6WPk2r572T577zo/6VmcTknt7Nkfzvr7yRVsryddZuZ6xz9NDf47zpzPu3//XddFo+hj3/06FHz+6f3PS2lKpXKl/elN7zX83pOq5fN30pqqjl5Ch2zbocpU6aku15bSOT16yhSpIj5mdXzJCYmmjBUV7HP7nbK+rdl3QeXkt3tzp49K23btpVz587Jq6++Ki1atBB/f38T0D7zzDMmrNUQV2m19ujRoyU5OVkOHz5sKoIHDhwoQ4YMkU8//TTd437++edyww032C7ra/Ok90p+ye2+hHPpNtdtr/+m+fn5XdFjFbT5kjdjX3oPd9mXsbGxti9kz5w5I6GhoXn+nDl9zR4V2h4/flzKlSuX7jq9rJPWCxcuSKFChTLdZ8yYMWbyktGiRYucvqLu4sWLnfp4BRnb0rnYns7DtnQetqVnbU8TUManSmpCatrPxLSTJcmS9jMxLUzN9mfG+yRZ0k7JaQGo+XnxvN5HUiQtILW7Xq/La4fkUN4/iZcoKkXNz6WLl0rhsoXz5X1prYTwZHk9p9VQr3z58hITE2PCRk9hDWYczdGtIbV+qBo3bpypvF21apVUqVJFPvzwQ1NZ+uijj8qWLVukfv36JqTUamb11ltvybx58+Tuu++W9957z3wg03BY2xIUK1bM3EarVjUYnTZtmrncq1cvUwGt2/L777+XevXqyZw5c8zzf/PNN6a9hTpy5Ii8/PLLsmzZMrOta9euLe+++640b95c/vrrL3nhhRdk48aN5n2rv9PbatBqH0rFx8fbXl9GTz/9tKmu3bBhg1SoUMF2/a233mrGoPfX+2pQq2O1bjsdr56qVasmw4cPN7e1f14NwjNu56zGAJHz58+7eggFkv5N6b+J2jdc3+POwPzTe7AvvYer92V8fLztvLaqCg4OzvPnzOl81qNC28sxcuRIGTFiRLrJiE7uunbtKkWLpn3QcMYEU99kXbp0kYCAAKc8ZkHFtnQutqfzsC2dh22ZP9tTK04TziWknaITJP5cfLrLiecTJSk2SRLjEiUpJkkSYy9etv6MSZSkuCTb71IS8iEtvUy+Ab7iF+AnfoF+5rw5+V88+fqKj5+POW9++vnazme8LD4ip86ckrLly4qfv1+632V3Pz2ESi/r/X18fWyndJd9fLL+3aVuK5fxuD7/XTb397l43sfuvN316X6aX1z6dxfiL5ierFqZu63/NilSLK1SMa//zgtqsJSbOa1++Dh06JAULlzYfPCwP+wvv+XmMEN9r2jweKk5uraV0PBVWxo899xzcv/990vNmjVNQFq1alVTcarba/78+baAUvsIz5071wSvuu2GDRtmbqMBrKPn1vPfffedPPDAA7a2Adbfaaiu5zUU79Onj1SqVElmz55tgvLNmzfbPuzpdtcF6jQ01jF8/fXXMmjQIPn333/NOJX+G6W3d/SaNZD9+eef5bbbbpNrrrkm0+/t76Pj1WrZjI+j2+all14yH0J1rFbW14Ds6T7UwFYrsd3pcNmCQv8t0/eqVptfaYjC/NN7sC+9h7vsy9jYWNt5/VI3Pyptczqf9ajQVidCkZGR6a7TyzrhcFSRoHSCpKeM9A3h7DdFXjxmQcW2dC62p/OwLZ2HbZmzD4sassadjJO4U3Fy4dQF23n9qZdjT8bKkT1H5MSbJyQxOtEWzmrgmhc0pAwMDZSAkADxD/bP/lToEr8P9he/oLSw1T50tV62P5/xd7aAVoNTJ32Q1omjhjw9evTgvZnDCe4xOWbOBxUKcrjN8mq+5enyek6bkpKS9mWCb9oXF7qvXBXQabCZ0w8/OmatiM041ueff96crLRPqx72rzS0vf76600wae0r/Nhjj5nb6Gu3Pq6GP1999ZUJWJVW52r1qVbt6v4wX3Rc3GZWtWrVMlWzGVm3q4a6UVFRpgq2ZMmS5ndaTWutfm3SpInpK2v1+uuvm5YFGh5r9av967Z/XquTJ0+aqmCt+HX0e0fbL+Pt9LKO6cCBA+l+d/vtt6c73FzD65wsxFbQWFsiZLWPkLfMF68+Pk79bwnzT+/BvvQert6XAXbPnV9jyelzeFRoqxMy6zfmVprK6/UAAHgC7bsaExkjMcdiJOb4f6fzx85L7PHY9AHtqbi0lgA5cF4cH7oZEBogwcWCJahYkPkZXDztfGCRwLTwNTRAAgtnPq8/zeUM5zVkpdoIuDLMabOm1duffPJJuuusgahVo0aNbOetbSYaNmyY7jprywFrAKyVrdbAVum21kBux44dJrR1pFmzZtmONSIiQq699tpM47MPrLUPrQbRuoCZHt6th3ofPHhQciInC6Pl9HEy/ruti97Z91W2b70AAADcg0tDW53I7N6923ZZD1vSyY9OfHRipYcsaZ8o/VZc6eFJH330kWm6rz2ptHeU9pjSiRAAwDu58rDe3I4z/ky8nD9yXs4fOi/Rh6Il+nC0xByNkdjIWBPIxp6IlfjT//VMyikNTAuVKiSFShYyP4NLBtvOBxQLkJ0HdkqzsGYSUiLEhLKBRQMlqGiQOWklqlNen1gkISVBxP13xRVV2mrQo1WJVG7k7lCygs7d57TaokDH6Aq5XUNCq3KvvvrqbG9j//dpDSMdXXelC0ddqkI4q6po+360S5YsMa0c9DXp7QcMGJDjPsNlypQxi4xt375dLpdWXe/atcssYGZPg+pLbWcAAFCAQ1ttyq/fpltZ+3TpCqdTp04130jbfxOtiwnoZPaJJ54wPawqV64skydPNj0nAADeR4PQ8PBwWbNmjbiDUAmVkhf/V8zB/wIlMEePkyIpEmP3P62S1Z+xF/8XJ3FyQS6Yn/q/lNgUEc3HsivO+thpLxOAl81pNcTMj/5s7ky3/9GjR6VixYrm8rp168yh1456xeaUVvzqfjt9+rTDalv9b9ddd90l/fv3N5c1ONdFxXJKx6dtILQX7qhRo2xjt9LH0z6f2s82K19++aVpsXDTTTfl6rUBAIACHtrqCqbZHfajk1xH99FVYQEA3k8rbPMzsPURHykqRW3BrP6vhJSw/QySzP0kM9LQ9Zzd/6IlOlM4Gy/xpnIV8AZhYWG5rqb0NsxpnSchIUGOHz+e7joNJUuXLn1Fj6vhpoboWvWqbRMeffRRueWWW7JsjZATuqjYm2++aXrBjhkzxrQY0H2qj1m/fn1TyfrTTz+Zxcg0ONe+u7mt/n3jjTdkxYoV0qpVK3O+efPmpqp41apV5jm1n65W41r/m6nbTtswHD582Cxipm0QHnzwwXRfKgAAAM/gUT1tAQAFly7S46xKsdSUVDm375yc2n5KTu04lfZz+yk5vfO0JMVms4CXj0jRKkWleI3iUrRaUXO+SOUiUrRy2vnClQpLQKGAfD+kX1cF1wo9Dum/MmzLy6OBLX2O4SwLFizI1F9Vq2GvpEWA0gD1xhtvNAsNamVsr1695OOPr+wQhcDAQFm0aJE8+eST5nE1LK1Xr55Z5EyNHTtW7r33XmndurUJnZ999tkcrxZtpRW8WhX81ltvmYXMdEGxEiVKmB6+ukhasWLFbLedNGmSOem4SpUqZXryzpgxw1bpCwAAPAuhLQDAI2hgezmhrS76dXzLcTkecVwi/4yUE9tOyKmdpyQlIcXh7X0DfKXkVSWlxFUlzEnPl7w67XLx6sXFP8jf7YJGrSDTbUPQeGXYloBraUWyo6pkexkrmqtXr57puqwqn7XiVE9ZPbc9rW7NyfNXq1ZNZs6cme46rabVcFbHpv2K7T388MPpLuekXYIGs1pVq6esZDXevFzgDAAA5C33+uQJAMBl0g+hp3eftgW01p8xxx0vvuNfyF9K1yktZeqVMafSddPOl6hZQvwC/PJ9/AAAAAAAWBHaAoCLAkbtPVdQqxnj4+PNyvOXqmbMbnX6uFNxcmT9ETnyR9rp8B+HJf5MfOYb+oiUvqa0lG9SXso1KSdlG5Q14WzxasXFx5dDugEAAADA26Qmp0rcyTiJjYqVuKi0n7En/juvP/X3MSdi5El5UjbLZnE3hLYA4ILANjw8PF8X2PJ0ukBY1LYo2bZhmxxZlxbQnt51OtPt/IP9pVzjciagtZ7KNiwrgaGBLhk3AMD1XnnlFXMCAACeHcLGnkgLXh0GsHbn9afDgp4sFJEiUlgKi7shtAWAfBYXFSW/XwxstUNrway3vXRIW1bKSnWpLtWkmlztf7V82erLTLcrVbuUVGpVSSpfV9n8LNeoHK0NAAAAAMBDCpounL4gZ0+dNW3tsjvFnYwTyW1bdh+RkFIhElImRELLhJqf9uf1p29hX+nUu5NES+4WC80PhLYA4EL79u6V0LJlpaC1R1i4cKF069bN1h7B9KPdeVr2L9kvh1YdksNrDkv8abtvRpNFAkICpErrKlIlrEpaSNuykhQqWch1LwQAAAAAkElqSqrERsZK9JFoOX/kvJw/et5hEHv+2Hn5M/nPHD+uj59PusDVUQhr/1M/L/r6+V6yJd9xOS7uiNAWAFxIV6nXU0ELbYODg8Uv2U8OLjsouxfulj0L9si5g+fS3S4gNECqhleVau2qSfX21aVis4riF0gVLQAAAAC4SlJcki2M1Z/Rhy8Gsxcvm/PHzoslJedlsRquFi5f2HYKLR+a7rL1pFWzBWldEkJbAEC+0Grak/+elG0/bpNd03fJnzv/TPcfcr8gP6nWtprU7FzTBLUVmlag1QEAAAAA5JPkhGSJPhRtCmrOHjhrfurJBLIXw9n4sznrFavhqgatRSoVkaKVikrhiukD2ODSwbJ+23rpNbCXFCrMEZSOENoCQD6ElXFxcekOvygotbWWVIscXndYts/abk4ZFw8rdU0puarbVXL1DVdL9XbVTQsEAAAAAIDzP5fq4lzWINYWyh44Z/upLQtyQo+K1CDWGsian5XTXy5crrD4+vtmewRm4IlA8Q8imswKWwYA8vg/jOHh4bLm4sJjKkSDW/HuVT33Lt0r//70r+yYvcP0MrLS9gbVO1WXhKoJ0mdEHylTu4xLxwoAAAAA3iLhfIKc3XdWzuw9k+5kDWYTYxIv+Rj+hfyleLXiUqxqMSlatWjaz8pFTRhrDWaDigaJj0/BaVPgKoS2AJCHtMLWPrDNKCREI1zvqKg9tOaQbJ2+Vf754R+Ji/qvsjioWJDU7llbrul3jamo9Q32lfnz50vxGsVdOmYAAJzhrrvukrNnz8qsWbNc8vx33nmn1K1bV55//nmXPL83eOWVV8z+i4iIkIJg4sSJMm/ePJkzZ46rhwLgMhb40jYF9oHs2b3/hbRxJ//7HJaV0LKhJogtVq1Y2k+78xrWFipViEDWTWS/hBoAwGkiIyMlJiZGTpw8KcnduomlRw/x8ff36CriY1uOyeJnFsv46uPlizZfyMaPN5rAVlfqbPZAM7lj0R3y9Imn5cZpN0r9m+tLUJEgVw8bAODG4ad+SLSeSpUqJTfccIP89ddfuX6cfv365fr5p06dantuX19fqVy5sgwdOlROnDiR7f0++OADc19X+PPPP80XoY8++mi+PN93331ntk/G7auhZ506dcziqiVKlJDOnTvLH3/8ke42O3fulL59+0rp0qWlaNGi5kik5cuX5/i5H3jgAfPc48ePd+rj5pXPPvtM2rdvb8ak49Zg397+/fvlnnvukRo1akihQoXkqquuklGjRkli4qWr4KzzsO7du5vHtv/C4NSpU+bvpmLFihIUFCRVqlSR4cOHS3R0tO02d999t2zevFlWrVp1yec5fvy4PPLII1KzZk3b4/Xu3VuWLl1qu0316tVtfzv6WvTyLbfcIsuWLcv0mu3/xq2nO+64I0evGSgoUpJS5NTOU7Jz7k5Z+/5amfvgXPmm2zfyYa0P5Y1Cb8gH1T+Qrzp+JXPunSOr31wtf3/3txxZf8QW2IaUDpFKLStJg4ENJHxkuPT6rJf5XDZ8x3B5Pu55eSryKRm2YZjcMvMW6Taum1z3+HVSt39ds/Cz3pfA1n14bloAAB5GP8joSfS0YIF4Kp0M/Pn1n7Ll8y0StS3Kdn1gkUCpe2NdaTCogdTsVDPb/kUAADiiYdMXX3xhC4tefPFF6dWrlxw8eDBfnl8Dth07dkhqaqoJRDW0PXr0qCxcuDDTbVNSUswH22LFiomrfPjhh3LzzTdL4cKF8/y5NHB76qmnpE2bNpl+V7t2bfnoo49MsHfhwgV5//33pWvXrrJ7924pUyatFZLux1q1apkgT4M9DV/1uj179kj58uWzfe6ff/5Z1q1bZ4LIjK7kcfP6aCt9P+tp5MiRmX6/fft28z779NNP5eqrr5a///5bhg0bZtY+eO+99y75+Po6HQUr+oWDhtivv/662fa6Dx5++GE5ffq0fPvtt+Y2gYGBctttt8n//vc/h/vTfp+HhYVJ8eLF5d1335WGDRuaHpT696CPqa/B6tVXXzXj19BZ7/fNN9+Y8P61116TF154Id3jLlmyROrXr2+7rPsNKGj0SMXoI9EmnNWTrv1hPa8Vs/YLNmfkG+ArJWqUkBI1S0jxmsXNT9upRgnTugDegdAWAJCjw3D2LtlrglpdUCw1KdVc7xfkJ7V71TZBba0etSSgEAuJAQAun1byWYM2/fncc8+ZUCkqKsoW/h06dEiefPJJWbRokQmo9Pda7arVfVrx+eWXX5rbWQMtrbrUisdnn33WhH+HDx82j3377bfLyy+/LAEB//23S+9jfX4NCLWC9aWXXjJB5IwZM+Txxx+Xr776yoxLKzw1ENPntG+P0LFjRxNiahClt9WATAM0Dcm04nHmzJlSrlw5E7hqpaSVhnZPP/20qX7UL3k19NTwUytIHdHQWB9r2rRp6a7/+uuvzfbQ8FkfR8ejAV/ZsmUve7/oc+n2Gj16tBlfxqpRfW32xo0bJ59//rmpku7UqZOcPHlSdu3aZa5r1KiRuc1bb70lH3/8sXnd2YWrR44cMZWeGhT27Nkz3e+u5HEd0QBV95VWq2rwq5cvt+JM3ytqxYoVDn9vDXStNPDWffbJJ59cMrTVNg5jx46VjRs3SoUKFdL9TiudH3zwQdvlatWqyUMPPWRCV3taLdulSxfz3s4qNNX76etfv359WuHBRRq4arWuvSJFiti2d9WqVaVt27ZmbPo3NmDAALnmmmtst9UqelcG6kB+95g9+e9Jifo3Ki2c3XkxnN11SpIvJGd5P12guWStklKqdinzs+TVJW3BbJGKRcTXjwKZgoDQFgDygB6yphUWWi3hyc4dOmeC2i1Ttkj0of8Oq6vQrIJce8+10nBQQwkuHuzSMQIALv3fpKS4JJc8t37ovNzQS1sKabWeViFqyKO0yq9bt25y/fXXm/DQ39/fhGzWNgpaCfrvv/+aQ8GtFbslS5a0hUraxkDD2K1bt5qqQL3umWeeyXIMGmZpNWRyctoHa/1v+9tvvy2TJ082Y8oqCNU2AhrAatilYa+GaBoY9+/f3/Se1TBWe9FqBbH2t9cQVMPVe++91/xOgzQNmR0dYm6lr/fcuXPSvHnzdNfrNtLqRg3JtLXDiBEjTMsIbaNgdanKXD1cXfue2ldR6mvVw/kvdUi9VlpqawCtQG7cuLG5TreVjkdD7KZNm5pwXgNRfcxmzZpl+Vi67XU76ba0r8y0utzHdUQD+O+//970edX3j75WrSbVAFhpOH7//fdn+xi//vprtpWrl6L70/p+zYq+BzUknzBhQo6CT60U/+mnn6Rdu3bprtf3jb6vtY2FfqmRkVbmLliwQN544410ga2VVt9eymOPPWbei7Nnz8727wzwBhdOXzDBbNQ/aScT1P4Tle4zVEZ6ZKKGsCaYrZ0W0FpPGszSpgCEtgCQBx+OtZ9alguQaZBr/ZCnffIcTIRdPf6Dqw7KH//7w1TVWg/NCS4RLI3uaGTC2vKNqY4AAE+hge2YwmNc8twjY0ZKYGhgjm8/d+5cW6CoX3xqpZ5epxW1SgNQDfI0NLV+mNVwVgMkrWjU6lQNWhMSEjIFWtpqwUqrcjXg1XA1qzBJKzg1uNRwS8NdayCqIZ41jMyKBox6SLiOWw+N1+pPrZjVoFhp9aFWVGrwet1115nWAtdee628+eabtseYMmWK6R+qFb1auZvRgQMHxM/PL1NwbF8BqdWbegh8ixYtTAhu3baXWnBL20RYrV692lSyXuo+up8GDhxoQkXdb4sXL7ZVCeu+0kPitReubkvdLjpuDQW1MjQrGpBrMJ9Vz97LfVxH4uPjTfhbqVIlc1krobWyV/vM6vbo06ePtGrVKtvHsN73cmhorM95qSrbJ554Qlq3bm1aIGRn0KBBJizVLwC0qlb/ZuzplwUarOv7KKvx6JxQexVfLg2gdX9ouwR7On7r37TSLwL0/Q94gtioWDnx9wlbKGs9xUZmXaxTuHxhKV23tJSuUzpdMFu8enFayiFbhLYA4GT6YSVjYKv9wHRybHcjcccP9Vu/3SrrP1wvkX9F2q6v3r66NL2vqWlO7x/MfzYAAHmnQ4cOJsxUZ86cMQGpthDQilU9zFv7zGqYZA1R7QM37WGaHQ18NcDU22mAqVWG9uGktdJRg00NhvUx9UtY+7BLWx1YD8PPjn1VqAarWhGq/UCttD2Csi5ypq9L2zg4qoDV8ToKbTWM08rSjJVYmzZtMi0b9DF1G+prUVrVW69ePXNeq5dz4vz586bSddKkSVm2abDfdxrsassCvb1WCWsVp4Z2Gv5p1aqe14BOg3XdrhombtiwIdMh/tbXoW0edMGsrKrNLudxs6KH9NuHrlrNrdtO32/aM1ffcxnfd86iLSC0Wlz7E1uDfUd++eUXU3m9ZcuWSz6mVmxr4Kyhv35xoBXX1qphK91eOm/Nats6gz5Oxv2nf4t169a1XdYvJwB3kxyfbCpnT2w9YT4bWU/ZhbPFqhaTMvXKmIBWf1rPFypB32ZcHj59A0AeioyMNIeUaWDrroe36LfFWlW78eON5rAe5V/IXxrd2UhaDm8p5RqmfbAEAHgmbVGgFa+ueu7c0P9m2geKGsBpNaCGgNoGQcNWPew9Yx9XZe1568jatWttPVm1vYI+plbZal9QexrKaUioVYAa+GXs9amXc/Lfc/s+uUrvk7F3rrIGqvq6NGjUytKMsgoeNUTVwE3bEWiYbK1O1tenJ91Guk00rNXLervctkfQwFirJHVsVtYxawWs9mC96qqr0u07PWn1sAadWqGrgaEGjVqJqyGyNSjXAFGrcbUHsfYIzkhDWA21NUy1762r/Yy1R6+O63Ie93LlVXsEbV+ggbdWn2pbiezo69V9krE1wU033WSe175/rlaa60krZbXiVX+v/Znt30/aAiGrvxvdf/o+tV9sLLe0N7D2o65Ro0a66zWkzekXB0Be0y8WtIVB5Na0UPbEX2kh7ckdJx0vBuYjpqWBNZS1hbN1Sktg4ZwfWQLkBKEtAOQh/QDjqA+YO9BVSdeMXSMRUyLMN8lKD9Fp8XALufbua6VQSb4RBgBvoMFLbloUuNvYNUDVqlKlfUu1Sk8rKzNWyVppgKnhnj09AkYrde1XsXd0WLg+lyvCJH1dP/74o2nboGFoTjRp0sT8/Oeff2znNWDToEzbMVirF3Wxqoxy2h5BAz/t/5uxzYRW4GoVbHYVkhruapsKZa3mtD8k3nrZGgJnpBW+nTt3Tnedhs96/dChQy/7cbOi4bYGqNrzWK1bty7d+yEv2iNoha0GtvpFhLb5yPg6MtIQWvse29MKbq2qtQ/WM7JuC+v+UBr+ajV5Vm0JNOjV7a29c7U9Rcb5rPZhvlRfW32P6GvS9hWAO0hNTjXVs8c2HzOn41uOm4A24dx/fxv29PNQuUblpGyjsuannjSg9dT/psLzENoCQAFzPOK4/P7277Lt+21iSU379rhi84oS9myY1Olfh5VIAQAuo6HS8ePHzXmtntRer9YqVKXVsu+++67p56mLY1WuXNmEr7rQkvam1csafC5cuNBUgWpbAq2q1apBDeW0ulb7u86bN88sDOYu9BB/rSbWPqT6OjQw08PydbxabawtFjLSCkkNe7XnrDW01apUDa21N+oDDzwgf//9t1kIKqOcBtPBwcHSoEGDdNdZgzrr9Vrdq4tVaaipVZzaHkGDPg0k9XB/a6sB7TE7ZMgQ089XK5b19e7bt8/0jbXSkHjMmDFmwTbdd9YF6Ky0WlmrR3Xxsdw8bk5fqz6O9pTVhcg0qNTxW1tZ5LY9gr6P9aT7UWn4rffXfaT7V7ePLgCmXyboc2pFqpW1H7PeplOnTqbXbsuWLW3VsxnpY1qrWXXBOT3SS9/nWlG9bds2s5CbturSvw37SmbteWytlHZE96PeT59b/960NYi2FdFKZm1joov+WWmQr69X+z7r9tdFBPW9q/uTqlq4QnJCsuk9awtoN6cFtNZiFXvaV1bbGJiAtuF/AS2LgcHVCG0BwMmc1QPM2Y7/eVx+e+U3s7iY1VXdrjJhrfatZUICAHA1XUDKevi2Blwa4v3www+21e213dDKlSvl2WeflRtvvNEERVrdqMGWtTpUe4LqYeK6gJgGvtorVgNFXcBp+PDhJhjWQE8PFdfer+5Aqzt///1387p0MTUdo4Z52uc0u+pLrbrUQE9flzXInTp1qjz//POmf6+GuhoI6uvPKxooa4WvtiPQwFaDVg0MNRS09vbVVg66b7XSuWPHjibY09/pQln2i7pp0K59hXMqp4+rYeVdd92V7f7WYFHfUz169DBtA3r16mVCy8ul7SW0HYdV27ZtzU+tqNWxaPCpga6e9MsGR3NJfT26TbLqO+uINbjW97u+j7QaWl9XxlYR06dPz7Z/rtJQV9uFaCivbSmOHTtm3mNaGWztPW2lobme9EsDDZa1RcbSpUtNJTGQ1zSI1cKUo5uO2gJaDWy1sjajwCKBUqFpBXMqf215s8CytjbwC8z85Rjgaj4Wd00X8oh+a6rftutkIKtDqnJL/2Oq32jqf+Az9q9C7rAtnYvtmf/bUv9J1Q9I1sMO9cNipvYIsbHaTC7tfEyM9lDI07FrfyYNa//96WI1hI9Ig1sbmLC2fJPM1Rp5jfelc7E9nYdt6Tx5uS3zYi7nibLbDnrIs1a6aeWdVg8if+mh6Lp/dL9c6nD3K6VtI7TqVFtGaNUpMtPAU4Nk7TdrDf/dcV/mJ62+1ZBbFynTf0fclTP/LeO/8d4jMSFRfp78s1wdfLUJZ4/8cUQi/4x0GNBqewMTzjYtLxWbVTTntR+tjy/FKu7AXf4uY2Njbb3eHX5+zwM5nc9SaQsATv5gYA1s9VBFrQjKRCf97dr9dz6PaL+mFaNWyD8//JMurG37clspUzfrxVoAAIBn0KpKrbTVClc4ppXWGlDmNrD1Zloxq+8bdw5sAauY4zFyZP0ROfzHYTm6/qgc2XDE9KDdLukXyQspEyKVWlQyAa21krZY1WIcTQiPRmgLAHlEDwt0OEnQlajtVvd1tvPHzpuwdsvnW2w9a+vdXE/ajWonZeuXzbPnBQAA+Y8wMnvaCiO3/W29XcYF3gB3kZKUYhYHO/j7QTm89rCpoj13MHPLFJ9AH6nUvJJUvq6yVGpZSSq3qizFqhHQwvsQ2gJAHsnvSUPC+QRZ8+4aWTt2rSTFJZnr6vSrI+1fbS/lGqYtogEAAAAA7iD+bLwcWntIDv1+SA6uPmgqapMvZFgozEekTL0yJpyt1KqSlLu2nGw6tEl69ulJqwt4PUJbAPCCb6Q3T9osK15ZIXFRaQtVVL6+snR5t4tUDavq6uEBAAAAKOB07Y9zB86ZKloNaDWo1cXCxJK5D22V1lWkcuvKppJWe9EGFQ1K1wfV5xgVtSgYCG0BwAkTEOuqvtrE/JL0NtWrp53fv/+KFiLbt3yf/PrIrxK1LcpcLlmrpHR+q7PU6V+Hw4MAAAAAuOwz0sntJ2X/iv1yYMUBE9SeP3o+0+1KXFVCqoZXlSphVUzBSek6pVkoDLiI0BYArnAyEh4eLmvWrMndHa9wwZBzh87J4qcWy7bvt5nLhUoVkvaj20uz+5qJX4DfFT02AAAAAOT2c9GpHadMSLt/+X7zM/ZE+oIWX39fs0CYCWg1qG1dRQqXL+yyMQPujtAWAK6AVtg6CmzDwsIkJCTE6c+XnJBsetauemOV6Vur30I3f7C5dHi1gzmUCAAAAADyJaTdmSGkjUwf0voH+5tgtlq7alKtbTXTlzYghD60QE4R2gKAk0RGRkroxVYHGtg6uz3BvmX7ZO79c+X07tPmsn5D3eOjHlK+SXmnPg8AAAAAZKTtDfYs3iN7F+81n01ijsWk+71fkJ8Jaau3r25OunCYfxCxE3C5+OsBACfRwNYa2jrThdMXZNHTiyRiSoS5rIcQ6SJjDW9vSN9aAAAAAHkiMTZRDvx2wBbUWtfRSBfSXl9FqrWvZkLayq0qm+paAM7BXxMAuPEhR//88I9ZaMzaD6r5Q82l85jO6VZQBQAAAIArlZqSKsc2HzMBrZ4O/n5QUpNS/7uBj0jF5hWlZpeaUrNzTRPYEtICecc3Dx8bALwuRI2Njc10ygvRh6Plu77fycxbZ5rAtnTd0jJ09VDpOaEngS0AwCvddddd0q9fv3TXzZw5U4KDg2Xs2LHmclRUlDz44INStWpVCQoKkvLly0u3bt3k999/z9Ox/fDDD1KnTh0zloYNG8r8+fOzvf3atWulTZs2UqpUKSlUqJC57/vvv5/uNp988ok0atRIihYtak7XX3+9/Prrr7bf79+/3xxR4+ik4wEAZ9DPGhFfRpjPHe+VfU8mt5wsy15YZnrUamBbrFoxaTqsqQz4foA8HfW0DFs/TDq90UlqdKhBYAvkMf7CACCHge3IkSNl+/btV/5gvr4izZv/dz7D8/z1zV/y6/BfJSE6QXwDfKXNC20k/Llw+kEBAAqUyZMny8MPPywTJ06UoUOHmutuuukmSUxMlC+//FJq1qxp+skvXbpUTp06lWfj0AVHBw0aJGPGjJFevXrJt99+a8LlzZs3S4MGDRzeR9slPfTQQ9KkSRNzfvXq1XL//feb8/fdd5+5TeXKleWtt96SWrVqmf/+62vq27evbNmyRerXry9VqlSRY8eOpXvczz77TN59913p3r17nr1eAN7Nkmox1bQ75+2UXfN2ydGNR0Us//1eC0RqdKyRVk3bpaaUvLokLdkAFyEBAIAciIuLyzawDQsLM4uP5UihQiIbNmS6OjYqVuY9ME/+/elfc7nydZWlz+d9pEy9Mpc/cAAAPNA777wjo0aNku+++0769+9vrjt79qysWrVKVqxYIe3atTPXVatWTVq2bJmnY/nggw/khhtukKefftpcfu2112Tx4sXy0UcfmUDZEa2gDQ8PF9+LX85Wr15dfvrpJzN+a2jbu3fvdPd54403TPXtunXrTGjr5+dnKont/fzzz3LLLbdI4cKF8+jVAvBG8efiTbsDDWl3/bpLYiPTHy1YoWkFqdWzllx9w9VSqWUl8fXnoGzAHRDaAkAuaVVPxgXHNLC9km+gd/yyQ+YMm2MOT9JJUvvR7SXsmTAmTAAA58mupY+fn0hwcM5uq0GkfgF5qdte5uKczz77rHz88ccyd+5c6dSpk+16DSr1NGvWLLnuuutMe4ScmDZtmqlyzY62JdB2Blm1OhgxYkS667Qlg44jp7R6Vit2X3/9dYe/T0lJMS0PtO2StklwZNOmTRIRESETJkzI8fMCKLhO7TxlPmNoUHtw9UFJTf6vN21g4UC5qutVcnWPq6VW91pSpGIRl44VgGOEtgCQSxrYZgxtL1fC+QRZ8PgCiZgSYS6XqV9G+n/dXypcW8Epjw8AgE121Zk9eojMm/ff5bJl9TATx7fVKtcVK/67XL26yMmTmW9nsTveNoc0PJ09e7ZpedCxY8d0v/P395epU6fKsGHDTIVr06ZNTcXtwIEDTWVrVvr06SOtWrXK9nkrVaqU5e+OHz8u5cqVS3edXtbrL0VbIGgf3uTkZHnllVfk3nvvTff7rVu3mpA2Pj7eBNJaSVuvXj2Hj/X5559L3bp1pXXr1pd8XgAFs+2BtjrYPmu7OZ38N/2/y6WuKWWqaWv1qCXV2lQTv0A/l40VQM4Q2gJAftMPwfXqSXJiikwp9Lic2BtjVmK9/snrpeNrHWnoDwAosDR8PXnypGmNoG0PMrYB0J62PXv2NG0GtI2AhrzaSkH73+pCZo4UKVLEnFxBxxkTE2PG+txzz8nVV19t+uNaXXPNNaZ69ty5c2bRtSFDhshvv/2WKbi9cOGC6aX70ksvueBVAHBXKYkpsv+3/bL95+2yY/YOOX/0vO13esRe9Q7VpXav2iasLXlVSZeOFUDukQwAQAa6GIj2sLWnhys67fFTU8XnwAHzD/AZOS1Fq5Q21bXV21V32nMAAJBJTEz27RHsnTiR9W0zLKIp+/eLs2jFq4aXHTp0MH1kNZTNGLgGBwdLly5dzElDTK1e1ZA3q9D2StsjaF9ZbY1kTy9n7DfrSI0aNczPhg0bmvtota19aBsYGGiCXNWsWTPZsGGD6aH76aefpnsc3SY6Nxk8ePAlnxOAd0uMSTR9aXfM2mEWE0s4l5Cu7YFW0l7T7xrT9iC4uF3bGwAeh9AWADIEtrpwiPadywsXzlyQX+6eJ9vlFXP5mj7XSN8v+kqhkna9AQEAyAu5ae2TV7fNAV1cTKtNrcHtggULsq2U1arU7PrLXml7BG1foO0aHn/8cdt1uhBZVr1ns5KamioJCQmXdRttjaCvo0wZFicFCmpQu3PuTtn2/TbZ/etuSY5Ptv0utFyoXNP3GqnTr47U6FhD/IOIeQBvwV8zANjRKpbsAlvtI6eLjl2OQ2sPyY+DfpRzB86Jb4CvdH2vq7R8pOUVLWAGAIA3qlKliqxYscIEt7rolwa3SUlJcvPNN8vdd99t2ihokLtx40bTHqFv375ZPtaVtkd47LHHTO/csWPHmtYM3333nXnezz77zHabkSNHypEjR+Srr74ylydNmiS1a9e2tTlYuXKlvPfee/Loo4+mu0/37t2latWqcv78edP+QF/zwoUL0z3/7t27zf3nz59/2a8BgIcGtfN2yj/f/yO75u9KF9SWvLqk1LmxjglqK7eqLD6+fJ4AvBGhLQBkQQ9jtC44ph8U9UNU//79cx2yavXu+g/Xy6InF5lVW0tcVUIGfDdAKjavmEcjBwDA8+kiXhmDW62Yff/992XPnj3mv80a7urCZM8//3yejUO/sNVA9cUXXzTPU6tWLVPZ26BBA9ttjh07JgcPHkz33/4XXnhB9u3bZxZQu+qqq+Ttt99O16bhxIkTpt2B3rdYsWImiNa5hrZ9sDdlyhSzLbp27ZpnrxGAmwW1P1wMai+kD2rr3VJP6t9SX8o1KkfhB1AAENoCQBY0sLUPbbWHXm4nR0kXkmTu/XPlr6//Mpfr31pfen/WW4KKBuXJmAEA8FRTp0512LZg586dtstjxowxp/ymFb56yunY77vvPnnqqafEN2P/3wwtD3LizTffNCcA3ik5Idm0PNj67VbTAiFTUHvzxaC2MUEtUNAQ2gJAHjm7/6zMuHGGHN9yXHz8fKTLu13kusevY7IFAAAAFGCWVIscXH1Q/pr2l6mqjT8Tb/udHpWnIa2GteWblOezA1CAEdoCgN2hjLGxsU55rL1L9srMgTPlwqkLElImRAbMGCA1OqStIA0AAACg4Dnx9wn565u/5O/pf8u5g+ds1xepWEQaDGpgThWaViCoBWAQ2gLAxcA2PDw820XIcvo4a8eulSXPLjHfoGvf2lt+ukWKVSnmtLECAAAA8AznDp0zIe3WaVsl8q9I2/XaLq3ugLrS6PZGUq1dNfH1y7qdCoCCidAWAEQkLi4uXWAbFhYmISEhuXqMlMQUmfvgXImYEmEuNxnaRHp+3FP8g/mnFgAAACgodF2L7bO2m88Fe5fuFbGkXe8b4Cu1e9aWhrc3lNq9avM5AUC2+BcCADKIjIyUMmXK5OqwpAunL8j3A76X/cv3i4+vj3Qb301aDm/JoU0AAJfRoz8AwFN52r9hOt6jG4/KlilbTGVtwrkE2++qta0mDe9oKPUG1JNCJQq5dJwAPAehLQBkEBoamquw9dSuUzK913Q5tfOUBBYJlAHfDZBaPWrl6RgBAMhKQECA7SiSQoUIBwB4Jv03zP7fNHcVExlj+tRGfBEhUduibNcXq1ZMmtzVRBoPaSwlapRw6RgBeCZCWwAF3pUsQHZg5QGZ0X+GqbQtVrWYDJo7SMo1LOf0MQIAkFN+fn5SvHhxOXHihLms7X448iP/pKamSmJiosTHx4uvLz0qPRn70nVzcw1s9d8w/bdM/01zNylJKbJr/i4T1O6at0tSk1PN9druoO5NdU2bNF2EWI/AA4DLRWgLoEC7kgXI9Bv12XfPltSkVKnUspIMnD1QCpcvnCfjBAAgN8qXL29+WoNb5O/c4sKFC6bKmbDcs7EvXUsDW+u/Ze7i3MFzsnnyZnOKORZju75Sq0omqG0wsIEEFwt26RgBeA+Xh7YTJkyQd999V44fPy6NGzeWDz/8UFq2bJnl7cePHy+ffPKJHDx4UEqXLi0DBgyQMWPGSHAw/zACyL8FyNa8t0YWP73YnK93cz3p92U/CSjk3oduAQAKDg2YKlSoIGXLlpWkpCRXD6dA0e29cuVKadu2rdsf1o3ssS9dR7e3u1TYpqakyu4Fu2XTxE2mutaSmtZrN7RsqDQa3EiuHXqtlKlXxtXDBOCFXBrazpgxQ0aMGCETJ06UVq1amUC2W7dusmPHDjPBzOjbb7+V5557TqZMmSKtW7eWnTt3yl133WUmpePGjXPJawBQsBYg00naoqcWydqxa83l60ZcJ13f7cqhTwAAt6Shh7sEHwWFbu/k5GRTVELQ59nYlwXb+WPnZcvnW2TzpM2mwtaqRsca0uyBZlKnbx3xC+TfVwBeGtpq0Dps2DAZOnSouazh7bx580woq+FsRloNp1Vwt912m7lcvXp1GTRokPzxxx/5PnYABW8BMkuyRebcPUf+/vZvc7nLu12k9VOt83GEAAAAAPKKFmjsW7ZPNk7cKDtm77D1qi1UspBpf9DsvmZSqnYpVw8TQAHhstBWG7pv2rRJRo4cabtOm7t37txZ1q5Nq2DLSKtrv/nmG1m/fr1pobB3716ZP3++3HnnnVk+T0JCgjlZRUdH2w51cdahYtbH4dCzK8e2dC6256XZb5vs/l2IPRsre9/cK+c3nxcfPx/p9VkvaXhnQ7btZeB96VxsT+dhW3rGtmT/AACcLSE6QSK+jJD1H66X07tO266vElZFmj/QXOoNqGcWGQOA/OSyf3VOnjwpKSkpUq5c+lXW9fL27dsd3kcrbPV+umiQNoXXQ1UeeOABef7557N8Hu13O3r06EzXL1q0KEd9K3Nj8eK0/pa4cmxL52J7pqf/fli/zNHVgK0WLlzosD92cnSy7H1tr8TtihPfIF+p/kx1OVTqkByafyhfx+1teF86F9vTediW7r0ttRc5AADOcGrnKVn/0XqJ+CJCEmMSzXVBRYNMr9rm9zeXsg0yt20EgPziUV8VrVixQt588035+OOPTQ/c3bt3y2OPPSavvfaavPTSSw7vo5W82jfXvtK2SpUq0rVrVylatKjTKj70Q0mXLl3odXSF2JbOxfZ0HNi2b9/eYUW/9tTWFgn2YiJjZPoN001g61fETwb+MlCqhVXLxxF7H96XzsX2dB62pWdsS+tRUwAAXG4LhD2L9sgf//tDdv+623Z96TqlpeWjLaXxnY0lsHCgS8cIAC4NbUuXLm0au+vCP/b0cvny5R3eR4NZbYVw7733mssNGzaU2NhYue++++SFF14w7RUyCgoKMqeM9AOEsz9E5MVjFlRsS+die/5H/81wFNhqv+xixYql62kbfSRapnWeJqd2nJLCFQpL5ecrm8CWbekcvC+di+3pPGxL58mr+RYAALmVciFFNn68UTZ9vMlU2Bo+IrV71ZaWj7SUmp1rZru+BQAUmNA2MDBQmjVrJkuXLpV+/fqZ61JTU83l4cOHZ3k4XMZg1roarlbPAUBu6JdE1spabZdiP0k7e+CsfNXxKzmz94wUq1pMBi0YJOt2rnPhaAEAAADkVvThaFn7/lrZNnGbbI3bamuBcO0910qLh1tIyatKunqIAOB+7RG0bcGQIUOkefPmZmGx8ePHmyq4oUOHmt8PHjxYKlWqZPrSqt69e8u4cePk2muvtbVH0Opbvd4a3gJATmlgm7Edgjq9+7R82fFLiT4ULSVqlpDBywZLaMVQkZ0uGSYAAACAXIr8K1LWjl0rW7/dKqnJqea6krVLynWPXSeNB9MCAYD7c2loe+utt0pUVJS8/PLLcvz4cWnSpIksWLDAtjjZwYMH01XWvvjii6YSTn8eOXJEypQpYwLbN954w4WvAoA3ifo3Sr7q9JXEHIuRUteUksFLB0vRSkVZrRwAkK0JEybIu+++a+a0jRs3lg8//NAUJWRFixU++eQTM9/VtmEDBgwwhQqOFsQEAOSMHoG7d8leWfveWtO31qpq26ri19ZPBr44UAKDCGsBeAaXL0SmrRCyaoegC4/Z8/f3l1GjRpkTAFzOJE6r+bMS9U+UfNnhS4k9EStlG5aVOxffKYXLFc7XMQIAPM+MGTPMEWQTJ040R4NpIKuLW+7YsUPKls288vi3334rzz33nEyZMkVat24tO3fulLvuussUJ+hRZQCA3ElJSpFtM7bJmvfWSOSfaevm+Pj6SL2b68n1T14vZZuUlfnz55vrAMBTuDy0BYD8CmzDw8NlzZo1Dn9/csdJ0xJBA9vy15Y3gW1IqZB8HycAwPNo0Dps2DBbiy8Nb+fNm2dCWQ1nM9L/FukCmLfddpu5XL16dRk0aJD88ccf+T52IKfzKF1fpKDRI63i4+PNl/4sguiekuKSZOvUrbLhgw1y/sh5c11AaIA0HNJQmj7UVIpXL26u033IvvQO/F16D3fZl7HZFHa5GqEtgAJBP2jYB7b6YVkXH7P2sNVFx2IjY6Vc43IyeMlgKVSykAtHCwDwFImJibJp0yYZOXKk7Tpt79W5c2dZu3atw/tode0333wj69evNy0U9u7dayrA7rzzziyfJyEhwZysoqOjbR94aOHjXqz7w1v2iwa27du3z/L9DLhCkARJC2kh18v1Eippa1Scl/Pyh/whm2I3yYWPL4h87OpRAvA0Sfk0r8rpcxDaAihwIiMjTU9sPQz1zL4zpsL2/NHzUqZ+GVNhS2ALAMipkydPSkpKim1NBiu9vH37dof30QpbvZ8eAaKBWHJysjzwwAPy/PPPZ/k82u929OjRma5ftGiR7UtIuJfFixeLN0g6e1bWXAxsNRorePW2cCchEiLXyXXSUlpKsKT1AD8jZ2S1rJY/5U9JlmRXDxGAh6pbt65p06o5QV7L6dErhLYACpzQ0FDzD/G5g+dMhW30oWgpXae0WXQstEzaN/UAAOQV/UDw5ptvyscff2x64O7evVsee+wxee211+Sll15yeB+t5NW+ufaVtlWqVJGuXbtK0aJF83H0yEn1jAa2Xbp08YpDd2NPnLCd37Vzp4SUKSMFaV8uW7ZMOnbs6BX70pPFHI2RTR9tkr+//FuS49KC2ZJ1SkqLx1tI7Ztqi6//fwuYO8K+9B7sS+/hbvsyJCQkXwJb+yOmLoXQFkCBFH0k2lTYnt1/VkrWKmkCWxYdAwDkVunSpcXPz88cxWFPL5cvX97hfTSY1VYI9957r7ncsGFD00/tvvvukxdeeMG0V8goKCjInDLSDznu8EEH4rX7xv41FCtWTEKLp/UILSiBQnBwsBQvXtwr9qUn0rn6qjGrJOKLCElNSjXXVWhWQdq80Ebq9K2T44XF2Jfeg33pPQryvgzI4esltAXg9fTQU/vm4nEn4+T7G76XM3vOSImaJWTIsiFSpGIRl44RAOCZAgMDpVmzZrJ06VLp16+fuS41NdVcHj58eJaHxGUMZjX4tf43CwAKOj0ibuUbKyViSoSkJqeFtdXaVZM2z7eRml1q5ls1HAC4EqEtAK+mH361Z6B1EbJACZQfb/xRTm4/KUWrFJXBywZL0cocVgoAuHzatmDIkCHSvHlzs7DY+PHjzZeFQ4cONb8fPHiwVKpUyfSlVb1795Zx48bJtddea2uPoNW3er01vAWAgujcoXOy6s1VsuXzLbbKWg1p273cTqqGV3X18AAgXxHaAvBqWs1kDWz9xV/uL3a/RG6OlJDSIXLnojuleLWCc4gfACBv3HrrrRIVFSUvv/yyHD9+XJo0aSILFiywLU528ODBdJW1L774oqkS059Hjhwxi2NqYPvGG2+48FUAgOtEH442bRC2TN4iKYkp5roaHWtI+9HtCWsBFFiEtgAKBF/xlc97fC775u+TwMKBcvuvt5vFxwAAcAZthZBVOwRdeMyev7+/jBo1ypwAoCA7f/S8rH5rtWz6dJMtrK3evroJa6u1rebq4QGASxHaAigQekkvE9j6BfrJwNkDpWLziq4eEgAAgPvz85N5F8+2p30HnCTuVJwJazd8tEGS45PNdVXbVDVhbY0ONVw9PABwC4S2ALxeZ+ksTaWpWV32pu9uModaAQAAIAeCg6XXxbMxwcEuHgw8XWJMoqz7YJ2seWeNJEQnmOuqhFVJC2s71mCBMQCwQ2gLwGsXIDP9bMeukXAJN9d1/air1O1f19VDAwAAAAoUbX2wadImWfnaSomNjDXXlWtcTjqN6SRX33A1YS0AOEBoC8ArA9vw8HA5u+as3CK3mOsWy2J5avBTrh4aAAAAUGBYUi2ydfpWWf7Scjm776y5rkTNEtLh9Q7S4NYG5kg4AIBjhLYAvI5W2B5ec1gGy2Bz+Q/5Q6S1SEhIiKuHBgAA4FliYyXG7ryEhrp2PPCYIopd83fJsueXSeRfkea6wuULS9uX20rTe5qadSYAANkjtAXgdU7vPC0DZaD4i79Uv6G6jJgxQgoXKcxhVwAAAJfBGtOmHdQOZO/opqOy6MlFcuC3A+ZyULEgCXs2TFo92koCQwNdPTwA8BiEtgC8SkxkjPx4448SIiFyWA7LY189JkWKFnH1sAAAAACvdu7QOVn2wjL56+u/zGX/YH9p9VgrCXsmTAqVLOTq4QGAxyG0BeA1EmMTZXrv6XJu/zk5LadlukyX8SHjXT0sAAAAwGslnE+Q39/+XdaOXSvJ8cnmukZ3NJKOb3SUYlWLuXp4AOCxCG0BeIXUlFT5cdCPcnTDUQkuGSzTTk+TWA7iAwAAAPJEanKqbJmyRZa/vFxiI9Pm3VXbVJVu47pJxeYVXT08APB4hLYAvMLipxfLzjk7xS/ITxaVWiSnTp9y9ZAAAAAAr7R74W5Z/NRiOfH3CXO55NUlpfM7naVOvzqsIwEATkJoC8Djbf58s6x7f5053/2z7vLSkJfM+SZNmkhISIiLRwcAAAB4h1M7T8nCJxbKrvm7zOXgEsHSblQ7afFgC/EL9HP18ADAqxDaAvBoB1YekHkPzjPn273STurcVEdkSNrvVq1axTf9AAAAV8LXV1ZcPNvC19fFg4Er+9aufH2lKZRITUoV3wBfaTm8pbR9sS2LjAFAHiG0BeCxzuw9IzNunGEmjvVvqS/tXm4ncXFxtt8T2AIAAFyhQoWkw8WzMYUI5woai8UiW6dtlcXPLJaYYzHmuqu7Xy03jL9BStUu5erhAYBXI7QF4JESohNkeu/pcuHUBbPQQd8v+hLSAgAAAE5ydNNR+fWRX+Xw2sPmcomrSpiwtlbPWsy7ASAfENoC8DipKakyc9BMifonSgpXKCx9pveRREuiJMYmSmxs2sq1AAAAAHIvNipWlr2wTDZP3ixiEQkICZA2L7aR60dcL/5BRAgAkF/4FxeAx9HDs3bP3y1JkiTjjo2Tp2o95eohAQAAeKfYWDlhd15CQ107HuRpYcTGTzbK8peWS/zZeHNdw9saSue3O0vRykVdPTwAKHAIbQF4lL+m/SXrxq0z52fJLDkqRx3eLiwsTEJCQvJ5dAAAAN6nzMWfHM/kvY5uPCpzH5grxzYdM5fLNS4n3T/sLtXaVHP10ACgwCK0BeAxjkcclznD5pjzK2WlbJNtEhkZKaEOKj40sKXXFgAAAJC1+HPxsuzFZbJhwgbTCiGoaJB0fLOjNH+gufj6+bp6eABQoBHaAvAIcafiZEb/GZJ8IVlqdK0hoxeNNtdrYOsotAUAAADgmMVikW3fb5OFjy+UmOMxtlYIXcd2lcLlC7t6eAAAQlsAniA1OVV+HPijnN1/1qxa2/PznmKpYnH1sAAAAACPc3r3aZn/8HzZs2iPuVyyVknp+XFPqdm5pquHBgCwQ2gLwO0tfWGp7F2y16xcO3DWQAkqHuTqIQEAAAAeJTkhWX5/+3dZ9eYqSUlIEb8gP2nzfBsJeyZM/IOJBgDA3fAvMwC3podtrXlnjTnf94u+UqZ+GWnatKmrhwUAAAB4jIOrD8ov9/4ip3acMpdrdqkpPSb0kFK1Srl6aACALBDaAnBbJ/4+IbPvnm3Ot366tdS/pb7ExsZKRESEua5JkyZmwTEAAADkEV9f2XDxbD1fFqbyNAnRCbJk5BLZ+PFGc1n71XYb383Mq1m0FwDcG6EtALedYH5/0/eSFJtk+mt1erNTptusWrWKySYAAEBeKlRIWl48G1OokIsHg9zYOW+nzHtgnkQfjjaXr733Wun6blcJLh7s6qEBAHKA0BaAW65mO+e+OXJq5ykpWrmo3DT9JvH1z1zZQWALAAAApBcbFSsLHlsgf0//21wuUbOE9J7UW2p0rOHqoQEAcoHQFoDb2fjJRtk2Y5sJagd8P0BCStMCAQAAALhU4cPWb7eawPbCqQvi4+sj1424TjqM7mAW9AUAeBZCWwBu5ejGo7LwiYXmfOd3OkuV66tkmowCAAAgn8TFyT678xIa6trxwKFzB8/J3Afmyu5fd5vL5RqVkz6f95GKzSu6emgAgMtEaAvAbVw4c0F+uPkHSUlMkTr968h1j1+XKbBt06aNy8YHAABQ4FgsUv3i2Vi+PHc7Oj/e8vkWWThioSSeTxS/QD9p+3JbCXsmTPwC/Fw9PADAFSC0BeA2E87Zd82Ws/vPmr5bfaf0zdSzNi4uTiIiIsz5Jk2aSEgIbRMAAABQMOkCY3OGzZHdC9Kqa6u0rmKqa0vXKe3qoQEAnIDQFoBbWDturez4ZYepDrj5h5svuartqlWrWIgMAAAABbLY4a+v/5JfH/1VEs4liF+Qn3R8o6M5Ss3XL/PivQAAz0RoC8DlDv5+UJY8u8Scv+GDG6RC0wqXvA+BLQAAAAqamOMxMvf+uabYQVVsUVH6fdlPytQt4+qhAQCcjNAWgEvFRsXKzFtniiXFIg0GNZBm9zdz9ZAAAAAAt/P3jL9l/kPz5cLpC+Ib4CvtX2lvetf6+lNdCwDeiNAWgMv72J4/ct703ur9We9sK2j19gAAAEBBK3KY//B8+eeHf8zl8teWN9W15RqWc/XQAAB5iNAWgMv88b8/ZNf8XaYP14DvB0hg4cBsA9s2bdrk6/gAAAAKPB8f2XbxbHXaU+W7nfN2yi93/yKxJ2JNRW2bF9qYk1+An6uHBgDIY4S2AFzieMRxWfJMWh/brmO7XrJSIC4uTiIiIsz5Jk2aSEhISL6MEwAAoEALCZEGF8/GMP/KN0lxSbLoqUWy8ZON5nKZ+mWk/1f9c7T2AwDAOxDaAsh3ibGJMnPgTElJTJFr+lwjLR5qkav7r1q1ioXIAAAA4JWObjoqP93+k5zaccpcvu6J66TTm53EP5iP7wBQkPCvPoB8t+DxBWYSWqRiEenzeZ9cB7AEtgAAAPA2qSmp8vs7v8uKl1dIanKqmSv3ndpXrupylauHBgBwAUJbAPlq2/fbZMvkLSI+Iv2/6S8hpTnMDgAAwG3FxcnfduclNNS14/FSZw+clZ/v/FkOrjpoLte9qa70+rSXhJRirgwABRWhLYB8c3b/WZlz3xxzPnxkuNToUCPH99WFyAAAAJDPLBapf/FsLPOxPPHXtL9k/kPzJSE6wSzM2/3D7tJ4SGOOLgOAAo7QFkC+0EO8tDdXwrkEqXxdZWn/SvtcBbZt2rTJ0/EBAAAA+Sn+XLzMe3Ce/D09rZa58vWV5cZvbpQSNUu4emgAADdAaAsgX/z26m9yaM0hCSoaJDd+e6P4Bfjl+L5xcXESERFhzjdp0kRCWLkYAAAAHuzI+iNmYd6z+86Kj5+PtBvVTtqMbCO+/r6uHhoAwE0Q2gLIcwdWHZBVb6wy53tO7Cklalx+9cCqVas4VAwAAAAeyZJqkTVj18iy55eZI9GKVy8uN02/yRyJBgCAPZd/jTdhwgSpXr26BAcHS6tWrWT9+vXZ3v7s2bPy8MMPS4UKFSQoKEhq164t8+fPz7fxAsgd7c01a/AsM0HV3lwNBzW8oscjsAUAAIAnij0RK9/2/FaWPLPEBLb1bq4n90fcT2ALAHC/StsZM2bIiBEjZOLEiSawHT9+vHTr1k127NghZcuWzXT7xMRE6dKli/ndzJkzpVKlSnLgwAEpXry4S8YP4NIWPL7ALECmVQTd/9fd1cMBAAAA8t3epXvl5zt+lpjjMeIf7C83/O8GaXpvUwoSAADuGdqOGzdOhg0bJkOHDjWXNbydN2+eTJkyRZ577rlMt9frT58+LWvWrJGAgABznVbpAnBP//78r0R8ESHiI9L/6/6mn21OFh3THrb2YmNj83CUAAAAyJKPj+y/eLYMAWOuaUXtildWyKo3V4lYRMrUKyMDZgyQsg0yFykBAOAW7RG0anbTpk3SuXPn/wbj62sur1271uF9fvnlF7n++utNe4Ry5cpJgwYN5M0335SUlJR8HDmAnNAqgrn3zTXnw54Nk6rhVXMU2IaHh0vhwoXTnfTvHQAAAC4QEiI1RMxJzyPnzh08J1PbT01b28Ei0nRYUxm2YRiBLQDAvSttT548acLWjGGMXt6+fbvD++zdu1eWLVsmt99+u+lju3v3bnnooYckKSlJRo0a5fA+CQkJ5mQVHR1tfup99OQM1sdx1uMVZGxL79ieGr7OunuWxJ2Mk7KNykr4i+E5GoNW1GolfVZat25tquxd8f7gvek8bEvnYns6D9vSM7Yl+weAJ9gxZ4fMGjJL4s/Em6PNen3WSxrc2sDVwwIAeBCXtkfIrdTUVNPP9rPPPhM/Pz9p1qyZHDlyRN59990sQ9sxY8bI6NGjM12/aNEiCXHyN8WLFy926uMVZGxLz96eJxeelMO/HhafAB8pcU8JWbhkYY7uFx8fbzs/depUs0ChPV188NdffxVX4r3pPGxL52J7Og/b0r23ZcYWOgDgbu0Qlr24TH5/+3dzuWKLijLguwFSomYJVw8NAOBhXBbali5d2gSvkZGR6a7Xy+XLl3d4nwoVKpgqO72fVd26deX48eOm3UJgYGCm+4wcOdIsdmZfaVulShXp2rWrFC1a1GkVH/qhRBdJs/baxeVhW3r+9jy967R8ftvn5nynNztJywdb5vi+9r1r+/btK6GhoeIueG86D9vSudiezsO29IxtaT1qCkA+uXBB1tudFzean7lje7CZA2fKgd8OmMstH20pXd/tKn6B/31+BQDA7UNbDVi1Unbp0qXSr18/WyWtXh4+fLjD+4SFhcm3335rbqf9b9XOnTtNmOsosLVW5ukpI/0A4ewPEXnxmAUV29Izt6dWFsy5e44kxSVJjY41pPWI1uLjm/MFK+zH6K7vAXcdlydiWzoX29N52JbOk1fzLQD5KDVVWlw8G5ua6uLBuK/9v+2XHwf+aILbwMKB0ufzPlL/lvquHhYAwIO5bCEypRWwkyZNki+//FL+/fdfefDBB02l3dChQ83vBw8ebCplrfT3p0+flscee8yEtfPmzTMLkenCZABcb9WYVXLkjyMSVCxI+k7tm2Vgqz1v9W/d0QkAAADwFJZUi6x+e7V81fErE9jqImPDNg4jsAUAeHZP21tvvVWioqLk5ZdfNi0OmjRpIgsWLLAtTnbw4EFbRa3StgYLFy6UJ554Qho1aiSVKlUyAe6zzz7rwlcBQB3bfExWvrrSnO/5cU8pVqVYloFteHh4tguOAQAAAO7uwpkLZrGxnXN2msuNBzeWnp/0lIAQjggAAHjBQmTaCiGrdggrVqzIdN31118v69aty4eRAcip5IRkM2HV9ghaVdBgUINsF5C5VGCrrVCcvVAgAAAA4CxHNx2VHwb8IGf3nxW/ID/p/mF3aXpvU/HxyXlrMAAA3Dq0BeD5fnv1Nznx9wkJLRsqPSb0yPFkVRcedLTYmAa2THgBAADgjjZP3izzH54vKYkpUqJmCbl55s1S4doKrh4WAMDLENoCuCJHNhyR39/63ZzvObGnhJTOeYWsBraOQlsAAADAHY8u+/XRX2XzZ5vN5Wv6XiP9pvaT4OLBrh4aAMALEdoCuGzJ8cky+67ZZgGGhrc1lLr967p6SAAAAHCyqIs/C3Lzqugj0aYdwuF1h0V8RDq+0VHCnwvn6DAAQJ4htAWQK7qQmPalVStfXilR/0RJSNkQaTumrcTGxl7y/jm5DQAAANxEaKiUvXg2poAeIXXo90Py08CfJDYy1lTV3jT9Jrn6hqtdPSwAgJcjtAWQq8A2PDzcLCRWWSrL3XK3+IqvfH7ic3mm2jOuHh4AAADg1Llv1PwomTZlmllwt2zDsnLrz7dKyatKunpoAIACgNAWQI5pha0Gtv7iL32lrwls/5Q/ZYfsyPVjhYWFmQXHAAAAAHeTdCFJ5t4/V458fcRcbjCwgfSe3FsCQwNdPTQAQAFBaAsg1zpIBykjZSS0fKh8tv4z+brk17l+DA1s6QEGAADg5i5ckOV257Vdgrc7e+CsfH/j93Js8zERX5FOYzpJ2NNhzF0BAPmK0BZArlSRKtJaWpvzfSb1kdJVSrt6SAAAAMgrqanS/uLZ2NRU8Xb7lu+TmbfMlLiTcVKoVCGp+GhFafVEKwJbAEC+883/pwTgqZLikqSf9BMf8ZH6t9eX2r1qu3pIAAC4hQkTJkj16tUlODhYWrVqJevXr8/29mfPnpWHH35YKlSoIEFBQVK7dm2ZP39+vo0XQGYbPt4gX3f52gS25a8tL3evu1uKNC7i6mEBAAooKm0B5HghhuUvLZdSUkqiJVo6vN3B1UMCAMAtzJgxQ0aMGCETJ040ge348eOlW7dusmPHDilbtmym2ycmJkqXLl3M72bOnCmVKlWSAwcOSPHixV0yfqCgS0lKkV8f/VU2TdxkLje8raHpX2s+LW9z9egAAAUVoS2AHAW2PRv1lJZ/tzRVtr/IL/Jq8VddPSwAANzCuHHjZNiwYTJ06FBzWcPbefPmyZQpU+S5557LdHu9/vTp02Zxz4CAAHOdVukCOZ2X6eKw+SU2Nla8uYtt3Kk4+WHAD7J/xX4RH5FOb3aSsGfT+tcmJSW5engAgAKM0BbAJUWfjpaaf9c0ge0W2SLlwsqZhcQAACjotGp206ZNMnLkSNt1vr6+0rlzZ1m7dq3D+/zyyy9y/fXXm/YIs2fPljJlyshtt90mzz77rPj5+Tm8T0JCgjlZRUdHm58aKhEsuRfr/siL/aKBbfv27bN8b+UFnfHFXjzvbe+3qG1R8sONP8jZfWclsHCg9P2qr9TqVUuSk5PzfF8if7EvvQf70nsU5H2ZlMPXTGgL4JLWvb1OykgZOS/n5cMdH0rlWpVZjAEAABE5efKkpKSkSLly5dJdr5e3b9/u8D579+6VZcuWye2332762O7evVseeughM4EfNWqUw/uMGTNGRo8enen6RYsW8UWqm1q8eLHTHzM+Pj5fA9uMVq1aJamFCok3OLf+nBwYd0BS41MlsFyg1Hihhuzy3SW75u/Kl30J12Bfeg/2pfcoiPsyLodHzOQqtB08eLBZZKFIkbRm7H/++afUq1fPdlgXAO9zPOK4rH8/bTGV+TJfRlcaTWALAPBY7jCfTU1NNf1sP/vsM1NZ26xZMzly5Ii8++67WYa2WsmrfXPtK22rVKkiXbt2laJFi+bb2HFpGr7rB1DtW+zs95W2KrA6fPiwhIbmQ+OC2Fix1E5bfPaGG24QyY/nzENarbzuvXUSMSZCxCJStV1VuXH6jRJSOiRf9yXyF/vSe7AvvUdB3pfRF4+YcmpoO23aNHnvvfdsk9w2bdpIRESE1KxZ8/JGCcCtpSanyi/3/GJ+/iP/yL/yr6uHBADAFXH2fLZ06dImeI2MjEx3vV4uX768w/tUqFDBfDixb4VQt25dOX78uGm3EBgYmOk+QUFB5pSRPk5B+6DjKfJi39g/ni5cly+hrS6QdzEs9vR3WnJ8ssy5d45snbbVXG72QDPp/r/u4hfguC2JFX9n3oN96T3Yl96jIO7LgBy+Xt/cfiuZ3WUA3mXN2DVybPMxCSwWaKpsAQDwdM6ez2rAqpWyS5cuTVdJq5e1b60jYWFhpiWC3s5q586dJsx1FNgCuHIxkTEytf1UE9j6+PlIj497SK9Pel0ysAUAwFVyFdoCKDhO7jgpi55fZM5/f+57iZEYVw8JAAC3pG0LJk2aJF9++aX8+++/8uCDD5rD2IcOHWpryWC/UJn+/vTp0/LYY4+ZsHbevHny5ptvmoXJADjfiW0nZHKryXLkjyMSXCJY7lx0p7R4sIWrhwUAgHMXIvvnn3/MoVvWygRdYCEmJn2Y06hRo9w+LAA3Ykm1yOx7Zotfqp/skT0SIRG2yiAWOwEAeDpnz2dvvfVWiYqKkpdfftk8bpMmTWTBggW2xckOHjwovr7/1UpoL9qFCxfKE088YZ6nUqVKJsB99tlnnfYaAaeJjxe56aa08z/+KBIcLJ5kz6I98sPNP0hCdIKUrFVSbpt3m5SqVcrVwwIAwPmhbadOndIdRtarVy/zUxcm0uv1p66gC8Bzbfpskxz+/bAkSqLMkTmmL5/2TNPAlkXIAACeLi/ms8OHDzcnR1asWJHpOm2dsG7dulyPHch3+rcw/2KbLA/7nLfx040y/+H5YkmxSLW21eSWn26RkFIUIAAAvDC03bdvX96NBIBbiD4cLYufWWzOL5WlclbOmsA2Xxa6AAAgjzGfBbxfakqqLHl2iawdu9ZcbnRnI+k9qbf4B+W6ZgkAAJfJ1X+1qlWrlncjAeByWl0094G5kng+USq2qijr/1jv6iEBAOBUzGcB75YYmyg/3/GzbJ+13Vzu8FoHafNCG44WAwB4nMv6qnHXrl0ye/Zs2b9/v/mPX40aNaRfv35Ss2ZN548QQL75+7u/Zde8XeIX6CddP+oqlhZXtqI2AADuivks4H3OHz0v0/tMl2ObjolfkJ/0/aKvNBzU0NXDAgAgf0LbMWPGmEUWUlNTpWzZsqYyTxdeeO6558yqt0899dTljQSAS8VGxcqCRxeY821faiul65Z29ZAAAMgTzGcB73P8z+Myvdd00+orpHSI3DrrVqkaVtXVwwIA4LL9t4xtDixfvlxefPFFeeGFF+TkyZNy7Ngxs0KudZKrp5UrV17+aAC4zMLHF0rcyTgp16ichD0T5urhAACQJ5jPAt5n1/xd8kX4FyawLV2ntNyz7h4CWwBAwaq0nThxotx7773yyiuvpLu+ZMmS8uqrr5oJ7yeffCJt27Z19jgB5PFEd+u3W8XH10f6fN7HtEeQJFePCgAA52M+C3iXjZ9ulPkPzRdLqkVqdKwhN8+8WQqVKOTqYQEAkL+VtuvXr5c777wzy9/r79atW3flowKQbxJjEmXeg/PM+eueuE4qNq/o6iEBAJBnmM8CuRQaqqvVpp30vJvQtiZLX1gq8x6YZwLbJkObyO2/3k5gCwAomJW2kZGRUr169Sx/rws4aHUCAM+x/OXlcu7gOSlatai0eKaFxMbGmuutPwEA8CbMZwHPl5KYInOGzZE/v/rTXG43qp056aKCAAAUyNA2Pj5eAgMDs/x9QECAJCYmOmNcAPLB0U1HZe37a8VHfOTjgx/LiHIjXD0kAADyFPNZwLMlRCfI9zd9L3uX7BUfPx/p9WkvaXpPU1cPCwAA14a2avLkyVK4cGGHvzt//rwzxgQgH6Qmp8ov9/5iAtutslV2y26HtwsLC5OQkJB8Hx8AAHmF+SyQC/Hx2jck7fzXX4sEB7tsKOePnpdpPaZJ5J+REhAaIDf/cLPU6l7LZeMBAMBtQtuqVavKpEmTLnkbAO7vjw//kMiISLkgF2SBLDCHi4Y66FOmgS2HmgEAvAXzWSCXUlJEZs5MOz91qsuGEfVPlHxzwzcSfShaQsuGym3zbmMtBgCAV8tVaLt///68GwmAfKM9bJe/tNycXyyLJVZiTWDrKLQFAMCbMJ8FPM+BlQfku77fSfzZeClVu5RZcKxEzRKuHhYAAHnKNzc3XrZsmdSrV0+io6Mz/e7cuXNSv359WbVqlTPHByAPVtqd99A8SYpNksqtK8sW2eLqIQEAkG+YzwKeZdv32+TrLl+bwLby9ZXl7t/vJrAFABQIuQptx48fL8OGDZOiRYtm+l2xYsXk/vvvl3HjxjlzfACc7J+Z/8iuebvEN8BXOn/QWSxicfWQAADIN8xnAc+hC+bOvHWmpCSmSJ3+dWTw0sESUpq1FgAABUOuQts///xTbrjhhix/37VrV9m0aZMzxgUgD2iFwoJHF5jz4c+FS79h/Vw9JAAA8hXzWcD9WVItsuipRbJoxCJzucXwFmbRsYBCAa4eGgAA7hna6kJFAQFZ/4fS399foqKinDEuAHlgycglEnM8RkpdU0qaPtZUIiIizPVNmjQxC44BAODtmM8C7i0lKUVmD50ta8euNZc7v91Zuv+vu/j65eqjKwAAHi9X/+WrVKmS/P3331n+/q+//pIKFSo4Y1wAnOzg7wdl08S0yqFen/YS/+D/1iHU3n0+Pj4uHB0AAPmD+SzgvpLikmRG/xny51d/io+fj/Sd2lfCngljngoAKJByFdr26NFDXnrpJYmPj8/0uwsXLsioUaOkV69ezhwfACfQPmBz75trzje5u4lUb1c93e+ZCAMACgrms0Au6dFYMTFppzw8MuvC6QvyVeevzNoL/oX8ZeCsgdJkSJM8ez4AANzdf6V2OfDiiy/KTz/9JLVr15bhw4fLNddcY67fvn27TJgwQVJSUuSFF17Iq7ECuEzrxq6TqH+iJKRMiHR9t6urhwMAgMswnwVySb/cDw3N06eIPhwt33T7xsxXg4sHy6C5g6RqWNU8fU4AALwqtC1XrpysWbNGHnzwQRk5cqRYLBZblV63bt3MRFdvA8B9JBxNkNVvrjbnbxh/gwSXCJbY2FhzAgCgoGE+C7iXk9tPmsD23MFzUqRiEblj4R1StkFZVw8LAACXy1Voq6pVqybz58+XM2fOyO7du81Et1atWlKiRIm8GSGAy6Z/n4c+OSQpCSlyVderpP7A+hIeHm4+rAIAUFAxnwVyISFB5P77085/+qlIUJDTHvrI+iMyrcc0uXDqgpSqXUruWHSHFK9W3GmPDwBAgQptrXRS26JFC+eOBoBTbf16q8RsjTF9wXp+0tP06ssY2IaFhUlIHvYnAwDAXTGfBXIgOVnkyy/Tzk+Y4LTQds+iPTLjxhmSFJskFZtXlNvm3yahZfK2DQMAAAUitAXg3uJOxsnSZ5ea821eaiMlapZI1xIhMjJSQkNDTWDLQmQAAADIL1unb5VZQ2ZJalKq1OxcU2756RYJKuK8Cl4AALwBoS3gpRY9ucgcahZcPVhaPtYy0+81sNUTAAAAkF/WT1gvvz7yq4hFpP6t9aX/V/3FL9DP1cMCAMDtENoCXmjvkr3y51d/iviIVHmoivgFMBEGAACA62jv6FVvrpLlLy43l1s83EK6/6+7+PhyxBcAAI4Q2gJeJulCksx9YK453+zBZpJSO8U2UbZvjwAAAADkB52HLnl2iax5N21thbYvt5X2r7SnRRcAANnwze6XADzPytdXypk9Z6RIpSLS/tX2tolyeHi4lCtXztXDAwAAQAGSmpJqCgqsgW3XsV2lw+gOBLYAAFwClbaAF4ncGilr3kmbEPf4qIcEFU1b0CEuLk7WrEm7XoWFhZkFyAAAAIC8kpKUIrMGz5K/v/vbtEHo9VkvaXpPU1cPCwAAj0BoC3gJS6pF5t4/V1KTU6VOvzrmlJSUlOl2kZGRUqZMGaobAAAAcGn6Rf+JE/+dz0XLrh9u/kF2zdslvgG+cuO0G6X+zfXzbpwAAHgZQlvAS2z8dKMcXntYAosESvcPu2d5u9DQUAJbAAAA5IzOG8uUydVdEqITZHqf6XLgtwPiX8hfbvnxFqnVvVaeDREAAG9EaAt4gfNHz8vS55aa853e7CRFKxd19ZAAAABQAMWdjJNp3afJ0Y1HTauuQXMHSbU21Vw9LAAAPA6hLeAFFjy2wFQ0lG9eXuoOriuxsbHmem2PEB8fb7sMAAAA5EpCgsiIEWnnx40TCUpbMyGrQoKvu3wtUf9ESUjpELlj4R1SoWmF/BsrAABehNAW8HA75+6Uf2b+I6mSKqM2jpIHij3g6iEBAADAWyQni3z8cdr5d97JMrQ9s/eMfNX5Kzm776wUqVRE7lx8p5Spm7u2CgAA4D++4gYmTJgg1atXl+DgYGnVqpWsX78+R/f77rvvTG/Ofv365fkYAXeUGJMo8x+eb86vkTUSKZHZ3j4sLExCcrGABAAAAHApJ7adkCnhU0xgW+KqEnL36rsJbAEA8PTQdsaMGTJixAgZNWqUbN68WRo3bizdunWTE9YVSrOwf/9+eeqpp6RNmzb5NlbA3Sx/ebmcO3hOilYrKr/Jb+a6yMhIiYmJMaczZ86YLzf0p15etWoVi5ABAADAaY5tPiZT202VmGMxUrZBWRm6aqgUr17c1cMCAMDjuTy0HTdunAwbNkyGDh0q9erVk4kTJ5pKwClTpmR5n5SUFLn99ttl9OjRUrNmzXwdL+BOE+Q/PvjDnO8yvoskSZI5Hxoamu6kFezW8wS2AAAAcJbD6w7Llx2/lAunLkjFFhXlrt/ukiIVirh6WAAAeAWXhraJiYmyadMm6dy5838D8vU1l9euXZvl/V599VUpW7as3HPPPfk0UsC9pCanypz75ogl1SINBjaQGl1quHpIAAAAKEAOrDxgFh1LOJcgVcOryuAlg6VQyUKuHhYAAF7DpQuRnTx50lTNlitXLt31enn79u0O77N69Wr5/PPPJSIiIkfPkZCQYE5W0dHR5mdSUpI5OYP1cZz1eAUZ2zJn1v9vvRzbdEyCiwdLx3c6mi9ArOzf22xP52FbOg/b0rnYns7DtvSMbcn+AVxvz+I98l3f7yT5QrLU6FhDBv4yUAJDA109LAAAvIpLQ9vcOn/+vNx5550yadIkKV26dI7uM2bMGNNGIaNFixY5fUGmxYsXO/XxCjK2ZdYSoxJl+4tpX2qUHlRaftv0m+kLbbVw4ULTEsEe29N52JbOw7Z0Lran87At3XtbxsXFOf0xAeTczrk75fsB30tKQorU6lFLbp55swQUCnD1sAAA8DouDW01ePXz8zMLJ9nTy+XLl890+z179pgFyHr37m27LjU11fz09/eXHTt2yFVXXZXuPiNHjkwXaGmlbZUqVaRr165StGhRp1V86IeSLl26SEAAE5YrwbbMnsVikZk3zpTU+FSp3Lqy3Pn+nRJ3IU727dtnfq8L+fXv39/Wu5bt6TxsS+dhWzoX29N52JaesS2tR00ByCeFColcnGv+M3+f/Hj7z5KalCp1+tWRm767SfyDPKoOCAAAj+HS/8IGBgZKs2bNZOnSpdKvXz9bCKuXhw8fnun2derUka1bt6a77sUXXzQVuB988IEJYzMKCgoyp4z0A4SzP0TkxWMWVGxLx/796V/ZNW+X+Ab4Sp9JfSQwKFCSkpPStQ/Rv6uM2J7Ow7Z0Hralc7E9nYdt6Tx5Nd8CkI98fUWqV5et326Vnwf/LJaUtDUV+n3VT/wC/Fw9OgAAvJbLvxbVKtghQ4ZI8+bNpWXLljJ+/HiJjY2VoUOHmt8PHjxYKlWqZNoc6CHfDRo0SHf/4sWLm58Zrwe8Tfy5ePn1kV/N+bBnw6RMvTKZbmOtsAUAAACcZcuULfLLvb+IWESa3NVEek/uLb5+Ll3TGgAAr+fy0PbWW2+VqKgoefnll+X48ePSpEkTWbBggW1xsoMHD4qvfrsLFHDLXlgm54+el5JXl5Q2z7dx9XAAAABQAKyfsF5+HZ5WONDsgWbSc0JP8fGlUAAAAK8PbZW2QnDUDkGtWLEi2/tOnTo1j0YFuI/DfxyWDR9vMOd7TuzJYg8AAADIc2vGrpHFT6UtKNjq8VbSbVw3juwCACCfUMIKuLmUpBSZe99cczha48GNpWanmq4eEgAAALzcytdX2gLb8OfDCWwBACiIlbYAsrbu/XUS+VekFCpVSLqO7erq4QAAAMCLWSwWWfbiMln95mpzucNrHaTti21dPSwAAAocQlvAjZ3Zd0ZWvJLWIqTre10lpHSIq4cEAAAALw5sFz+zWNa+t9Zc7vJuF2n9VGtXDwsAgAKJ0BZw40nzvAfnSfKFZKneobo0HtLY1UMCAACANwe2Ty+WtWPTAtvuH3aXlsNbunpYAAAUWIS2gJvaNmOb7Fm4R/yC/KTXxF70EAMAAEC+BLY9Pu4hLR5s4ephAQBQoBHaAm7owpkLsuCxBeZ8mxfaSKnapRxOruPi4iQ2NtYFIwQAAIA30DnloqcWybpx68xlAlsAANyDr6sHACCzJc8ukdgTsVK6TmkJeybM4eQ6PDxcChcuLOXKlXPJGAEAAODZCGwBAHBfVNoCbubg6oOyedJmc77XZ73EPyjzn6lW2K5ZsybddWFhYRISwkJlAAAAyH1g2/OTntL8geauHhYAALiI0BZwI8kJyTL3/rnm/LX3XivV2lS75H0iIyMlNDTUBLb0vQUAAMClENgCAOD+CG0BN7J6zGqJ+idKQsuGSpe3u+ToPhrY6gkAAADIUWD75CJZ9z6BLQAA7ozQFnATJ7adkFVvrjLnu3/YXQqVLOTqIQEAAMCbA9uJPaX5/QS2AAC4IxYiA9xAakqq/HLPL5KalCrX9LlG6t1cL9vJdmxsbL6ODwAAAJ6NwBYAAM9CaAu4gQ0TNsiRP45IYJFA6TGhR5a9aXWyHR4eLuXKlcv3MQIAAMAzEdgCAOB5aI8AuNjZA2dl6fNLzfku73SRopWLZnnbuLg4WbNmje1yWFiYWYAMAAAAyCqwXThiofwx/g9zudenvaTZfc1cPSwAAHAJhLaAiyfRc++fK0mxSVK1TdVcTaAjIyOlTJkyWVblAgAAoGAjsAUAwHPRHgFwoa3TtsqehXvEL8hPek/qLT6+OQ9gQ0NDCWwBAADgEIEtAACejUpbwEVio2JlweMLzPl2L7eT0teUdvWQAAAA4C2B7RML5Y8PCGwBAPBUVNoCLrLw8YVy4dQFKdeonLR+urXDyXZsbGymEwAAcD8TJkyQ6tWrS3BwsLRq1UrWr1+fo/t999135siZfv365fkYUTAQ2AIA4B0IbQEX2Dlvp2z9dqtph9Dn8z7iF+CXabIdHh4uhQsXTncqV66cy8YMAAAcmzFjhowYMUJGjRolmzdvlsaNG0u3bt3kxIkT2d5v//798tRTT0mbNm3ybawoYIHtZwS2AAB4KkJbIJ8lnE+QeQ/OM+eve+I6qdi8YqbbxMXFyZo1a7J8jLCwMAkJCcnTcQIAgJwZN26cDBs2TIYOHSr16tWTiRMnmv9OT5kyJcv7pKSkyO233y6jR4+WmjVr5ut44Xnsj8DKVWA7jMAWAABPRU9bIJ8tfX6pRB+KluI1ikv70e0vefvIyEiz6Jg9/SDIImQAALheYmKibNq0SUaOHGm7ztfXVzp37ixr167N8n6vvvqqlC1bVu655x5ZtWrVJZ8nISHBnKyio6PNz6SkJHOC+7DuD2ftFw1j27dvn+n9ZL/v9TZLnloiGz7cYC53/6S7NLqrEe8NN9uXcB32pfdgX3qPgrwvk3L4mgltgXx0aM0h2TAhbTLd+7PeEhgaeMn7aGCbMbQFAADu4eTJk6ZqNmMLI728fft2h/dZvXq1fP755xIREZHj5xkzZoypys1o0aJFHH3jphYvXuyUx4mPj88U2NatW1dWrFhhvsTXwPbI50fk5NyT5ndVHq4ixyock2Pzjznl+eG8fQnXY196D/al9yiI+zIuLi5HtyO0BfJJckKy/HLvLyIWkSZDm0jNzhwKCQBAQXP+/Hm58847ZdKkSVK6dOkc308rebVvrn2lbZUqVaRr165StGjRPBotLrd6Rj+AdunSRQICAq748exbIhw+fNh8mW896koD28VPLrYFtj0m9pAmdze54udE3uxLuA770nuwL71HQd6X0RePmLoUQlsgn/z26m9y8t+TElouVLq+19XhbXTird+4ZNevDAAAuA8NXv38/Ew7I3t6uXz58pluv2fPHrMAWe/evW3Xpaammp/+/v6yY8cOueqqqzLdLygoyJwy0g85Be2Djqdw1r6xf4zixYvbjsDSeeOCxxfIxo82msu9J/WWpvc2veLnQ2b8nXkP9qX3YF96j4K4LwNy+HpZiAzIB0c3HpXf3/7dnO/5SU8pVLJQptvoxDs8PFwKFy6c6RBLAADgngIDA6VZs2aydOnSdCGsXr7++usz3b5OnTqydetW0xrBeurTp4906NDBnNfqWeBSrIHt+v+tN5cJbAEA8D5U2gL50BZh9tDZYkmxSIOBDaRu/7oOb6cVtmvWrEl3XVhYGH3qAABwc9q2YMiQIdK8eXNp2bKljB8/3hw1M3ToUPP7wYMHS6VKlUxf2uDgYGnQoEG6+2v1pMp4PZBlYPvYAln/4cXAdnJvaXoPgS0AAN6G0BbIYytfXykn/j4hIWVCpPuH3XN0Hz2k0r5fGQAAcF+33nqrREVFycsvvyzHjx+XJk2ayIIFC2xHzhw8eFB8fTnADVeOwBYAgIKD0BbIQ8c2H5PVY1bb2iKElM5Z1awGttZ+ZQAAwP0NHz7cnBxZsWJFtvedOnVqHo0K3mbZ08tky8QtIj4XWyIQ2AIA4LUIbYE8kpKYIrPummXaItS7uZ7Uu6meq4cEAAAAD9VdutsC2z6T+8i1d1/r6iEBAIA8xHFaQB5Z+cZKObH1hKmu7fFRjxwd7gYAAABknCNqYNtKWhHYAgBQgBDaAnngeMRxWf1mWluEHhN6SGjZ0EtOxtu0aZNPowMAAIAn0DnisqeWmcDWIhbpNqEbgS0AAAUEoS3gZClJaW0RUpNTpe5NdU1rhEuJi4uTiIgIc14XL9EFyAAAAFCwA9tfH/1Vtny6xQS2v8gv0nBwQ1cPCwAA5BNCW8DJdOGxyD8jpVCpQqbK1sfHJ1f3X7VqVa7vAwAAAC8LbB/5VTZ8tMG0RNDAdotscfWwAABAPiK0BZzo2OZjsvK1lea89rEtXK5wrh+DwBYAAKDgsgW2E9ICW22JQGALAEDBQ2gLOElyfLL8fOfPtrYI9W+t7+ohAQAAwIMD2z6f96ElAgAABZS/qwcAeIulLyyVqH+iJLRcqPSa2CvbilmdkGsfW6vY2Nh8GiUAAAA8JbC9dui1zBMBACigCG0BJ9i/Yr+se3+dOa8T7JDSIdlOyMPDw2XNmjX5OEIAAAC4K50fzh8+XzZ+vDFdYAsAAAouQlvgCsWfi5dZQ2aJWESaDmsqtXvWzvb2WmGbVWAbFhYmISFZB74AAADw7sC275S+0uSuJq4eFgAAcDFCW+AKLXx8oZw7eE5K1Cwh3cZ1y9V9IyMjJTQ01HZZA1sWIgMAACgYCGwBAEBWCG2BK7B91naJmBphJtn9vuwngYUDc3V/DWztQ1sAAAAUDAS2AAAgO4S2wGWKPRErc+6bY86HPRMmVcOrunpIAAAA8JTA9uH5svETAlsAAOAYoS1wmRPtOcPmSFxUnJRrVE7aj26fq/sCAACgYMoU2H7RV5oMIbAFAADp+Wa4DCAHIr6IkB2/7BC/QD/p/3V/8Q/yz/EkvU2bNnk+PgAAALgfSyqBLQAAyBlCWyCXTu8+Lb8++qs53+G1DqbSNqfi4uIkIiLCnG/SpIlZeAwAAAAFJLDVHrYEtgAAIAcIbYFcSElMkR8H/ShJsUlSvX11uf7J6y/7sVatWiU+Pj5OHR8AAADcD4EtAADILXraArmw/OXlcnTjUQkuEWzaIvj6Xf73HgS2AAAABS+w7Te1nzQe3NjVwwIAAG6O0BbIob1L98rv7/xuzveZ3EeKVi7q6iEBAADAzQPbeQ/Pk00TNxHYAgCAXCG0BXIg7mSc/HznzyIWkab3NZW6N9bN0aJj2sPWXmxsbB6OEgAAAG4V2D5KYAsAAC4PoS2Qg/B19t2zJeZYjJSuU1pueP+GHN0nPDxc1qxZky9jBAAAgHsFtgseXSBbPttCYAsAAC4LoS1wCdp/bOecneIX6Cc3fXeTBIQEXPI+WmGbXWAbFhYmISEhTh4pAAAA3CGwPfzZYTm14FRaYPtlP2l8J4EtAADIHUJbIBsn/j4hi55cZM53fqezlG9cPtePERkZKaGhoemu08CWhcgAAAC8sML2kQUEtgAA4IoR2gJZSIxJlB9u/kGS45Pl6u5XS6tHW13W42hgmzG0BQAAgPcFtnMfmCtbJqW1ROj9eW8CWwAAcNl8xQ1MmDBBqlevLsHBwdKqVStZv359lredNGmStGnTRkqUKGFOnTt3zvb2wOXQnrQ66T65/aQUqVjEVElQGQsAAICsAts5982RzZM2i4+vj1R9rKo0vKOhq4cFAAA8mMtD2xkzZsiIESNk1KhRsnnzZmncuLF069ZNTpw44fD2K1askEGDBsny5ctl7dq1UqVKFenatascOXIk38cO77V58mbZOm2r+Pj5mD62oWVCcxX4xsbG5un4AAAA4D6B7S/DfpEtn28xgW2fL/pIyfYlXT0sAADg4Vwe2o4bN06GDRsmQ4cOlXr16snEiRNNv88pU6Y4vP20adPkoYcekiZNmkidOnVk8uTJkpqaKkuXLs33scM7HY84Lr8+8qs53+nNTlKtTbVcBbbh4eFSrly5PBwhAAAA3EFqSqr8cs8vEjElwgS2N067UeoPqu/qYQEAAC/g0tA2MTFRNm3aZFoc2Abk62suaxVtTsTFxUlSUpKULMm32bhyCdEJpo9tSkKK1OpZS1o/1TpX99f345o1a2yXw8LCzJcQAAAA8NLAdmqEOTrrxm9vlAYDG7h6WAAAwEu4dCGykydPSkpKSqaqRL28ffv2HD3Gs88+KxUrVkwX/NpLSEgwJ6vo6GjzU4NePTmD9XGc9XgFmSu3pVbJzrp7lpzefVqKVi0qPSf3lOSUZJGUnD+G/bgPHz4sZcqUkeTk5LwZcC7Gw3vzyrEtnYdt6VxsT+dhW3rGtmT/wF0C29lDZ8tfX/+V1k5r+k1S/2YqbAEAgJeEtlfqrbfeku+++870udVFzBwZM2aMjB49OtP1ixYtcnoF5OL/t3cf4E2V7RvAn+4WKJRdRtmz7FVk7z0KyBYpoAgIf8EJ+KGgiAgioIjgggLKkFVkTwuIwCdLkA2C7D0KbWlLm/91v3ynpGnSJm3apMn984o0++Q9J6fpnec879atVn08Z2aLsby9/rZcXXlVXNxdpOCIghK+P9zix3jy5Eniz7///rvJ7TKzcdu0Ho6l9XAsrYvjaT0cS/seSxzVQmTzwHbAGjn607PAtvvS7hLYPdDWi0VEREQOxqahbb58+cTNzU1u3ryZ5HKc9/f3T/G+06ZNU6Httm3bpGrVqiZvN3bsWDXRmX6lrTZ5Wc6cOa1W8YE/Slq1aiUeHh5WeUxnZauxvLr/qiwKXaR+bvFZCwl6IyhNj6M/ARkm1Mue3fwJzDICt03r4VhaD8fSujie1sOxzBpjqR01RWQLCU8TJCwkTI4tPiau7q5qwtrAFxnYEhERkYOFtp6enlKrVi01iViXLl3UZdqkYiNGjDB5v6lTp8qkSZNk8+bNUrt27RSfw8vLS50M4Q8Ia/8RkRGP6awycywfXX8kK3uulIS4BKnYraLUf6u+uLi4pNpKwVilD/o02+P2YE/LktVxLK2HY2ldHE/r4VhaT0Z93iKyVWC7uv9q+XvJ3yqw7f5Ld6nYtaKtF4uIiIgclM3bI6AKNiQkRIWvQUFBMnPmTFWtOHDgQHV9//79pUiRIqrNAUyZMkU+/PBDWbx4sZQoUUJu3LihLs+RI4c6EVkiPjZeTTz2+PpjyR+YX4JDg80KbBs2bJhkwjGirAg9xW3RGxLP6e7urtqJYBkofTie1sOxtI+xRCiLI7GI7C2wXdVvlRxfdlxcPVylx/IeUiG4gq0Xi4iIiByYzUPbXr16ye3bt1UQiwC2evXqsmnTpsTJyS5duiSurq6Jt58zZ46qZuzevXuSxxk/frxMmDAh05efsraNIzfK5T2XxSuXl/QK6yVevsmrsg2hwja1wLZBgwZW75lMZC344gH72wcPHtjs+dEC5/Lly6l+SUKp43haD8fSfsbSz89P3Z/rgexBfFy8rHpplZxYfkIFtj1X9JTyncvberGIiIjIwdk8tAW0QjDVDgGTjOm7ePFiJi0VObpDPxySg3MPiriIvLj4RclbNq/Fj4H+y8b61iKw5R+aZK+0wLZAgQI22VbRBufx48fq6Aj9L+UobTie1sOxtP1Yau2Hbt26pc4XKlQoA5eSyMzAtu8qObHif4Htyp5SvhMDWyIiInKS0JYos13Zd0U2DN+gfm42sZmUbV82TY+DwNbWk40RWQKHKWuBbd68ln9RYa0wB0dMeHt7MxizAo6n9XAs7WMsfXx81L8IbrGvYqsEsmVgu7LPSjm58qS4ebqpwLZcx3K2XiwiIiJyEgxtySGYmhjMmMibkbKs2zLVz7Zsp7JS842aqo+yuSy5LZG90XrYsn0HEdkzbR+FfRZDW7IFfE5Uge2qZ4Ftr9W90vwlPxEREVFaMLSlLM+SicHcxE1CJESKSTG5Jbfk07WfSmzO2ExZTiJ7wvYdRGTPuI8iW3oa81RNVHtm7Rlx83KT3mG9pUzbMrZeLCIiInIyPPaPsjxzJgbTdJbOKrB9Ik9kqSyVWEl7YMvJxoicw4ABA6RLly5mhUxhYWFWe94SJUrIzJkzrfZ4RESUurjoOFkavFQFtu7e7tJ7DQNbIiIisg2GtuRQMDEYJj4xdto6bqtUk2ri6u4qL699WS49vmTytuacdu/ezUogokwMTvF+Mzy1bds2w5/7yy+/lNDQ0FRvd/36dWnXrp1kpoiICBk3bpwEBQWpL5H8/f2lZcuWsmrVKnUUAjRt2jRxvLy8vKRIkSLSqVMndRtDxsYYRzIQETmD2MhYWdxhsZzffF48snlI3w19pUwbBrZERERkG2yPQA7F1MRgfy/7W/Z8skf93P6b9hLYMdAGS0dE6YGAdv78+UkuQwiZ0XLlypXi9ZhsydPTUwWmmQkTyiFQffjwobz//vvSqFEjtRw7d+6U9957T5o3by5+fn7qtoMHD5aPP/5Ynj59KleuXJHVq1dL7969VRj+3XffJXlcjLF+GI7HJCJydDERMSqwvfT7JfH09ZSXNrwkxRoWs/ViERERkRNjpS05vCv7rkhYyLNDluu9XU9qDa5l60UiojRAQItgVP+UO3fuxOtRFfrtt99Kx44dVdVpxYoVZe/evXLu3DlVbYovdOrXry/nz59PvM+ECROkevXq6n4BAQHqfj179lRBqKn2CHisESNGyKhRoyRfvnzSpk0bo+0REI726dNH8uTJo567du3asn//fnUdliE4OFgKFiwoOXLkkDp16si2bdssGg8EtRcvXlSvEc8TGBgo5cqVUwHtkSNH1ONqtCrcokWLygsvvCBTpkxRr/n7779P9rwIevXHGMtPROTIou9Hy6JWi1Rg6+3nLf239WdgS0RERDbH0JayBBzmGxkZafJkyoOLD1RfsviYeCnfuby0nNIyU5ebKKu/tzLypB2+b00TJ06U/v37q9CyQoUK0rdvXxkyZIiMHTtWDhw4oJ4Tgas+hLq//PKLrF27VjZt2iSHDx+W119/PcXnWbBggapA3bNnj8ydOzfZ9Wih0qRJE7l69ar8+uuv8tdff6nq14SEhMTr27dvL9u3b1fPh8pWtCy4dOmSWa8Tj7N06VJ56aWXpHDhwsmuR2Dr7p7ywTQhISEq9DbWJoGIyFlE3Y2ShS0WytX/XhWfvD7Sf3t/KRJUxNaLRURERMT2CGT/ELLgEGBzJxvTRN2Jkp/a/iSRtyLFv7q/dPu5m7i68XsKIsOJ/PQrMjO7H6uvr6/Zt1+3bl2yZUW1KU6agQMHqkpZGD16tNSrV08++OCDxGrYkSNHqtvoe/LkiSxcuFD1eoVZs2ZJhw4d5IsvvjDZ8qBs2bIydepUk8u6ePFiuX37tvz555+Jlaplyjzvi1itWjV10g+b0bIAAa9hqGzMnTt35P79+yqYTitXV1dVmYtqXX2o2nVzc0s8/9NPP5k1ERsRUVbz+OZjVWF769gtyV4gu7y87WUpWKWgrReLiIiISGFoS1kiVDInsG3QoIE6BBjiouJkSaclcvf0XckZkFP6rOsjnjnYl5EoK2vWrJnMmTMnyWWGh+5XrVo18We0HoAqVaokuQwhLQLjnDlzqsuKFSuWGNgCgl5Usp4+fdpkaFurVsptVlDpW6NGDZOtBVBpi9YM69evVxOYoddsdHS02ZW21qpSxuMYTqg4Y8YMNZmZplChQlZ5LiIie/Lo2iNVYXvn1B3JUSiHhOwIkXwV8tl6sYiIiIgSMbSlLOXmzZtGJxoDBLYIHxKeJsiKXitUL1vv3N7Sb3M/yVnkWThDRMnfNwgQMxMCUYSm2pcs5sJ7X79a1RgPD4/En7Uw0thlWpuCtDK1H9L4+PikeP0777wjW7dulWnTpqnXhNt3795dTWpmjvz586ves6dOnZK0io+Pl7Nnz6p+uvoQVKc2zkREWdnDSw9lQfMFcv/8ffXlPgLbPGXYv5uIiIjsC0NbylIQlKQUlqBqbN3QdXJm3Rlx93aXvuv6Sv6K+TN1GYmyEoSYqQWQ1obAFIGhYYWnraC69dq1a4m9Yfft26daB5QvXz7Nj4mK3x9++EHu3btntNoWvXAxwVnXrl3VeQTnhm0KUoLl6927tyxatEi1fzBsG4HH8/b2TrGvLfryosXCiy++aNFrIyLKyu5fuC8Lmy9U8x74lfRTga1fCT9bLxYRERFRMmzwSQ4lfHy4HP7xsLi4usiLS1+UgPoBtl4kIrKSmJgYuXHjRpITerumF8JNTMqFycJ2794tb7zxhuqLa6o1gjnQFxb3Ry9YBLT//POPrFy5Uvbu3ZvYExcTgKGNAp4XE6ZZWv07adIkCQgIUO0cMCnZiRMnVOXsvHnzVGsG/QpqtJnBeF25ckWF0uj3O3ToUBk2bJhqO0FE5AzunrkroY1DVWCbp2weGbhrIANbIiIislustCW7m8Ue/Sbxr3ZIM342xx9f/CG7Ju5SP3eY00EqBKd9gh4isj+bNm1K1l8V1bDpaREAaAXQrVs3ad++vaqM7dixo3zzzTfpekxPT0/ZsmWLvP322+px0bM2MDBQZs+era6fPn26DBo0SOrXry/58uVTISpaRlgCFbwIYCdPnqzaLGCStdy5c6sevp9//rnkypUr8bbff/+9OmG58ubNq3ryLlu2LLHSl4jI0d08elMWtV4kkTcjJX9gfjXpmG8h8yfDJCIiIspsDG3JbgLbhg0bmjXhmDF/zvlTtr6zVf3cbGIzqfVaypMEEVHWEhoaqk6WTM5VokSJZJc1bdrU6CReqDjFydRz6wsPDzfr+YsXLy4rVqwwelss244dO5JcNnz48CTnzWmXgGD2008/lTFjxqiJ1dA2wZCp5c3ICc6IiOwJ5jn4ud3P8uTBE/Gv7q/mO8heIHNbAxERERFZiqEt2QUcuptaYNugQQOjExf9tfAv2fD6hme3GdNAGv2nUYYtJxERERFlHRd2XJAlnZdIXGScapvVd31f8fbztvViEREREaWKoS3ZHVS1BQcHJ5nxHRDYGk5cdGLFCVkzcI36OeiNIGnxaQu7mdyIiIiIiGzn9K+nZXnP5RIfEy+lWpWSXqt7iWd2T1svFhEREZFZOBEZ2R1MCoTZ7A1PhmHs6bWnZWWflaJL0EmNV2pI2xltGdgSkUUmTJigJgMjIiLHcmzxMVnWbZkKbCt0rSB91vZhYEtERERZCittKUs6ufqkrOi1QhKeJkjlPpWl47cdxcWVgS0RERGRszvw7QFZP2y9iE6k6stVJXhesLi6s1aFiIiIshaGtpTpMNENetjqi4yMNPv+fy/7W1a9tEp08ToV2HZd2FVc3fhBnIiIiMjZ7Zm6R7aN3qZ+rjO8jrT7qh2/2CciIqIsiaEtZXpg27Bhw1QnHTPl6E9HJSwkTLVEUJUT84MZ2BIRERE5OXzG3DFuh/z+6e/qfMP3G0rzT5qzdRYRERFlWQxtKVOhwjalwLZ+/fri5eVl9LojoUdkzaA16lA39LBFSwQGtkRERETODV/mbxy5Uf78+k91vuWUltLgvQa2XiwiIiKidGFoSzZz8+ZNNcGYPg8PD9m4cWOy2+6dvle2vL1F/Vx7WG1p/3V7HupGRERE5OTi4+Jl7atr5a+Ff4m4iHT4poPUHlrb1otFRERElG4MbclmENgahrZxcXHJDnVDX7I/Pn9WnfvCmy9I6y9a81A3IiIiIicXFxUny3sul7Prz4qLm4ua56BK3yq2XiwiIiIiq+Cx5WTXlRNrBqxJDGxxqBsDWyLKSgYMGCBdunSx2fO//PLL8umnn9rs+e1deHi4+p3y4MEDcQYnTpyQokWLWjT5J5G9ir4XLQtbLlSBrbuPu/QO683AloiIiBwKQ1uyS7GRsbI0eKk61A2VE8Ghwao3GQNbIucNP/H+10558+aVtm3bytGjRzMlRA0NDU18bldXVxV8DRw4UG7dupXi/b788kt1X1v466+/ZMOGDfLGG29k6PPMnDlTypcvLz4+PhIQECBvvvmmPHnyxOhtP/vsMzWGo0aNSvVxEaQOHz5cChUqpHqdlytXTr0ezeTJk6VOnTri6+srBQoUUOv19OnTYk+Mvd579+7J//3f/yWOWbFixdQ6evjwYaothbD9Fi5cWLJly6a2/7Nnzya5zZAhQ6R06dLqcfPnzy/BwcFy6tSpxOsDAwPlhRdekOnTp6e67LGxsTJ16lSpVq2aer58+fJJgwYNZP78+YlHxei/L9HeqGDBgtKqVSuZN2+eJCQkJHm8EiVKJHkP44T3EVFaRFyJkPmN5suVvVfEO7e39N/WX8p1LGfrxSIiIiKyKoa2ZHdi78bKTy1+knMbzz2rnFjTW6qHVLf1YhGRjSGkun79ujpt375d3N3dpWPHjpn2/Dlz5lTPfeXKFfn+++9V/21UshoTHx+vQqtcuXKJn5+f2MKsWbOkR48ekiNHjgx7jsWLF8uYMWNk/PjxcvLkSfnxxx9l2bJl8v777ye77Z9//inffvutVK1a1azAEOHfxYsXZcWKFSqMxZgXKVIk8TY7d+5Uoe6+fftk69atKkhs3bq13VSRmnq9165dU6dp06bJ33//rUL9TZs2ySuvvGLysdAqCKH0P//8I2vWrJHDhw9L8eLFpWXLlkleb61atVSoinWxefNmdT+MCbZHDb5smDNnjjx9+jTF8W/Tpo0KnV977TU1geh///tfNd7Yro4fP57sfYl1hfdEs2bNZOTIkdKpU6dkz/Hxxx8nvodxwutwJLNnz1bhtLe3t9StW1eNmSnYnhs1aiS5c+dWJ6zLlG5Pz90+eVt+rP+j3D5xW3yL+MrA3QMloH6ArReLiIiIyOoY2pJduX7wupx554zcOHRDfPL6SP/t/aVcB1ZOEJGoakt/f391ql69ugoLL1++LLdv3068Dc737NlTBaV58uRRlYYIk2DChAmyYMECFXpplX44PB5Gjx6tKjlRUViqVCn54IMPkvXYxu3x3Kh0bNeunaqO3LZtm0RHR6vgDc/566+/qmpGLOulS5eSVfY2bdpUVVmi8hJBDSoTEd4geEOYhqrRMmXKJJuQEeEenhMBLO6DsPjOnTsmxwohHcJOBGf6Fi1aJLVr11bPg9fSt2/fVKuFU4IwD9WXeByEVQgI+/Tpkyx8evz4sbz00kvqteJ1pwaVmqhIDQsLU4+Px27SpImq+tQg6MT4VqpUSV2OdYAxP3jwoMWvY8+ePSpcxfpHWIzxTo+UXm/lypVl5cqVat2gKrZ58+YyadIkWbt2rckgFRW1CKcRtqK6GFW6+Bnb3pIlSxJvh4C1cePGarxq1qwpn3zyiXpPaO8BwOvD2CL0Tql6eteuXerLEQS1eL/hfYH1vH//filbtmyy9yUCdTwnAnu8x7B+EOrr07Y77YRqYEeBLyveeust9QXGoUOH1DaJ4NvU+wv7HrxXfvvtN9m7d6+qUsf75+rVq5m+7FnJlX1XZH7D+RJxOULyls8rr/zxihSoVMDWi0VERESUIRjakt04/stxWdRskTy9/1TyBeaTwX8OloB6rJwgykioxEM7ksw+xUXGqedOTyj2008/qYATrRIAIStCEgRDu3fvVkEcQk5UAqJy8J133lGBrn7Fbv369dV9cR+Efuj5iZYGCNtmzJiR4jLgEHRU02pBW1RUlEyZMkV++OEHVYmIQ/aNQXCMQ80RbCLAHTZsmKqIxbIg7EFwg1AWj6e1CUCwV6NGDTlw4IAKw3CoPF6LKWgbgcPtEdDqwxhNnDhRtU5AIIowD8GnPoxZSqehQ4cm3hbLjJBUC2lRCYoWBu3bt0/ymAj+OnTooKoJzYHwu169eup+CKkRdKI3r37FqCGtvQDCeku9++678sUXX6hAEtsTwn4ttEcQnNqYGPYNtvT1YtlRyY3qcWNiYmLUv6jg1KBNBwLT33//3eh98EUAqm5LliypAkGNp6enCmHxHjHl559/VsuObc4Q2iAYTiJqCNsrQksE0c4CLScGDx6svnzBFzdz585VXwLgCwhTY/z666+rdVGhQgW138D+BEG5PcL+GtuULU/HVh+TBS0WqF62heoUkl6be4l7XnebL5epE9rEWPPxiIiIyPkY/+uAKBPpEnSyc+JO2TnhWdVPzto5JWRTiOTIm3GH9BLR85m3J+eYbJPnHh0xWtx83cy+/bp16xIP9ccfsOh1issQXmmVbgg9EH5o/a8RWqECFlVtCEMRtCIAQ5WfvnHjxiX+jCpFBLxLly6V9957z2TlI0IZrWoVEPJ98803SapBjcH12vONHTtWHYKOEBeBD3z44YeqihLBK/qPfv311yo80w8GEQQhiDtz5owKrg39+++/4ubmliw4HjRoUOLPqJz86quvVOUmQnBtbI8cOZLi8iNc1KDyEhW/DRs2VKEOAmyEuvrtETCOCKPRLsBcCH937NihqlURAp87d04FXBhjVDIawnpH9TKqchHwWgqPiQpUPA7GHtW7q1evVsE4KqtTGxP9oNjS14vxQ5COKllTEOqh9y22F7RcQGiKLxXQqgNfPujDNojtFu8RVOSidQSCWn14TdhGTMH2jarw9MBz48sBfaho13+vYZvO6J7LmQFfCuHLC6wfDfZLCL5RRWsOfEmD7TulLx2w79ICfIiIiFD/4n6GRwZYG7Ync6rkM0pVqSrBEixu4iZn5axM+nOSDCkxRJxRZqxvek4ba4551sd16Ti4Lh2HM6/LODNfM0NbsilUS6zuv1rN/At136wrTxo+Ea+cXrZeNCKyM+iViUAN7t+/r8IptAxAlSf6eyIgQrinhagaVDudP38+xcdG4IsAE7dDgInwUT+c1KohEWwi2MNjIqhEQKxBMGZOv1b92yBYRWVnlSrPZzxHZSloh1XjdeEQamO9abG8xkJbHDaPKkzDyRsRLKFNBB4TY6hNFoVqUlQHgrHHMwVhOII3rAv08MT4o58pQki0mMCh+TiP4FC/SjQ1WC4Ezt99950aI/RqxWHjn3/+udHQFpWtaGlgquo0Najq1SCYQuCIvrCA6ldzx8TS14vQDRW5GHusF1NQ3bpq1SrV9xahHsYEgSC2f8OKdQTdCKAR5qJvLoJnVJ3rLw++vNAquY1JTxW8/mMYbn+oaNav7MaXFY4AwTuqwLX3rgbn9SeCSwkCbYTpKVVnY/K9jz76KNnlW7ZsUVW9GcnU5IKZoZ7UkzbSRv18VI5KmIRJgiSd6M5ZVKxYUe13OTFv5sN+nRwD16Xj4Lp0HM64LqNS+Cyuj6Et2bR/7br+6+Thvw/FzctNOszpIJX7VU4yOzgRZSyPbB4y9vHz6rDMgEDuUcQj9dyWQHWhfniGwBQTfaGVAXp3ImxFuIfDjg2l1DsTlXAIuhCGoL0CHhPVkjhcXh/CYFRQooIOVb4IvvThvDl/SCOA04f76F+mPYYWqOJ1of8pWi8YwnIYgzAMHwRQAahVWaJSDq8PJ4wRxgRhLc7jdprUJi7r16+fqjIGBLNo5fDqq6+q8wif8TyoGv3Pf/6jQmKEz+h1qkG4hX6pqCBG1SACSGOvC2Oifx3Cihs3biR5TTBixAhVcY3HLFq0qFibfqBtCiqLcbLk9T569Ei16sB2hapew+3CELZtVPziywOMAdYfgnLDFhjYfnFC31lUaiOExuOjf6oGPW3RT9cU9Hc2N2w0BfdHdbDhdmnJlwLOAtX22OcgjEsp7EclL/rm6of+Wi9cwy+ZrA0hPL7oyUwJ8Qmye9xuOTL3WaV7jddryBsT35AfXX+UrFA9g6MF0Coktfe2JRDOM7DN/HWJMAFfhllzXVLm47p0HFyXjsOZ12XE/46YSg1DW7KJIAmSJS2XSEJcguQunVt6rugp/tX9nbIsnsiW8MefZ/akh05nNISRHvEe6f7DE/dHgIqqUkBQhopZVGiaCjAQ9hn2RcVkWqjURcioMXboOJ7LFoETXhcmrkLbBmM9T7VwVx/6ZAJ69Go/I0S7e/euCoi0HqfokWvIkvYICIa19hQaLZREyNOiRQs5duxYkuvR8xOH+6Oy0FhgC2hzgEms8Nq0x0crCIS5WmCLx0dPYASSCLvQuzWtMMmXFjCihzCeCyExWNIewdzXiw9pCMtRDY3+vZZUISOQ1VoYYP2hqtkUjBFO+ofUA6qSu3fvbvJ+aHuBEPrw4cPJ+tri9zRC45T62iKswjgMGeIch68jjMa6Ra9pfThv2IrFEKqh8Z7EpIapVepje8HJEP7IyYw/dAzbbGSkuOg4Wd1vtZxc9aziveXUllL/nfpZJrDE+wTva7TncbY/Qh1VZr3PKONxXToOrkvH4Yzr0sPM18vQljJV9N1o6SE9pJJUUoFtha4VJHh+sHjnMv8PViJyTgieUGkJqPhC5aJWhQqolsXh85hE6uOPP1ZVlwhfcVg5enziPILPzZs3y+nTp1VbAq0iEdWUqHRDf9f169erINBe4NB/VBOjUhKvAwEh2hBgefX79+pDFSbCXrQL0EJbhJIIXWbNmqX6ziK4Mxb4WRJMY+wxAROCPa09AqpvcTlCLFSRGvaYRdiHsde/vH///lKkSBF1+DdgcjasX7QaQDCLgNKw/ynGBcHumjVr1PNo2wbWqWEVdGqwvWCZMG5jxoxRIVyXLl0sbo9gzutFYIvKSATemEwP57Vv2vH8WrCLoBfj0bVrV3V++fLl6nqsRwSiGBssIx5L6wOMLy1wHrdDv1uEgRgL/YnhMPkcWk2kdBg++gPjfYAQGtsIWoHgtSEkRsX3jz/+mLhdae9LfBmCkBIT5WG50fahd+/e4gzwvkIlNCYR07YbbVIxVIKbMnXqVJk0aZLaJxlWTDuzyNuRsrTzUrmy74q4ebpJlwVdpHJvy3tVExEREWV1DG0p05zbdE7CBoapwDZe4qXFZy2k8XuNs0zVBBHZFsIgrR0AAiSEWgiytAmTcNgoDkNHRWO3bt3U4ecIAhE8adWhmOwLVZkISBD4olds586d5c0331ThCgIohE0IHlPqMZqZUOmJnqR4XQjksIyoDMah9ahCNdV/FC0LFi5cmBgaIcgLDQ1VFZTo34tQF1V+eP1phUmlsA/HvwgC8RwIbBFEWQKhuX7FLiqBEWRhvaD6EOsRISXGQKP1NzacMAuTz2l9U/EvQkqs85Qg3MTjIxxGiwcEwRlVVYgWG/v371c/G4bBFy5cUF8sAL5YQCsEDXrU4tB4BKN4HyDoxnaqQVXf7t27ZebMmepLDfRTbdy4saok15+QbsmSJWo7wjZkCqo5cagaJjvDxGeYmA/vL1QfIzjXD6a19yXCbbRiwER72L7QNgPvMWeBdRMSEqL2LUFBQWo9oFUIKq2NfTGB8BuTDuKLB6xz7UsHtCdJrUWJI7t37p783O5n9a93bm/pHdZbijc2va0SEREROTIXnTVmm8hCUM2CKhz8IWSt/l84BAp9WFHJ4mwl3eaIjYyVre9ulQNznh2Ge0fuyCpZJWcen0l2eCXH0ro4ntbjKGOJyWQQDOFQcksOybYmVKBhX4x9sOGh9WS98UTbCEyohepL/Ym2nEmTJk3UBHbmBvCOvm2irQEqyxEUogVFRkrvWKa0r8qIz3LWgOpwVPsjgEUlMsJrVKBrXy4gnMUXJ4CfjbVhwUR75m6v9joOaYXK2iWdlkjUnSjxK+EnfTf0lfwVTfcjt2eO8pmBuC4dCdel4+C6dBzOvC4jzPwcx0pbylD/7vpXfn31V7l39p46X2NoDek+t7vECXvXEhFlJBwWj0pbzGzvjPAB6Pz58+owf3pe0YxK64wObJ0VqtpNtUMwrPZGBTg9d3L1SVnVd5U8ffJUCtUqJH3X9ZUc/s5bcUxEREQEDG3JqlC4jT596F2784Od8vfCv9XlOQrnkLZz20r+uvklbi4DWyKizGDYOsCZ4Jtr9HWl59COwRaT6RGlZP9X+2XTqE0iOpGyHcpK96XdxTNH5k6QSURERGSPGNqSVQPbhg0ayuO9j6WNtJHs8qz1wQE5INuubZN3Or9j60UkIiIiIjuQ8DRBNo7cKAe+edY+q9bQWtJ+VntxdXe81iREREREacHQlqzmwt4LUnZvWSkpJdX5W3JL1spauSyXk90Wh2ZiUhMiIiIici5PHjyR5T2Xyz9b/xFxEWn5WUup/259Tk5LREREpIehLaVbxJUI2TFuh/y18C8V2KJfbcP/NJT6b9eXqZ5Tjd4HgS0/mBMRERE5l3vn7qkJx+6cuiMe2Tyk28/dpEKXCrZeLCIiIiK7w9CW0iwmIkb2fL5H9n6xV55GP1WXHZNjsl22y9ixYyV79mftEYiIiIiILu68KL90+0Wi70VLzqI5pc/aPuJf3d/Wi0VERERklxjaUpoOacOkEftm7FM/Q0CDAGk8qbGUbVrW1otHRERERHbm0I+HZP2w9ZIQlyBFgopIr7Be4lvI19aLRURERGS3GNo64WRhUVFRabovAtqDsw/KoW8OSczDGHVZnrJ5pOH4hlI2uGyaH5eIiIiIHFNCfIJsG71NHZkFlXpVkuD5weLh42HrRSMiIiKyawxtnSywbdiwofzxxx8W3S+P5JEgCZIaUkO8xCtxkrFdskuOnz0uun66DFpiIiIiIsrKrbRWvbRKzqw7o843mdBEmnzYhPMaEBEREZmBoa0TQSWsJYEtJhV7QV6QclJOXDC1r4jclJsqrD0hJ0QnxsPaBg0aqInGiIiIiMg53Tl9R5Z1WaYmHHP3dpfg0GCp3KuyrReLiIiIKMtwtfUCkG3cvHlTHj9+nOx0/cx12T5hu3xZ9ksJkRApL+VVYFuyTUnp/mt3mfpoqux/vF8ePX5k9P447d69mxUURGRVAwYMkC5duiS5bMWKFeLt7S1ffPGFOn/79m0ZNmyYFCtWTLy8vMTf31/atGkje/bsydBlW758uVSoUEEtS5UqVWTDhg0p3v769evSt29fKVeunLi6usqoUaOS3eb48ePy4osvSokSJdT+dObMmcluM2fOHKlatar4+fmp14wvzDZu3GjV10ZElBan156WH4J+UIEtJhwbsGsAA1siIiIiC7HS1kllz55dnSA2MlbOrj8rR0KPyPnN50WX8KyC1iO7h1QfUF2C/i9I8pXPZ+MlJiJ67ocffpDhw4fL3LlzZeDAgeoyhJyxsbGyYMECKVWqlPpyavv27XL37t0MWw4cvdCnTx+ZPHmydOzYURYvXqzC5UOHDknlysYDipiYGMmfP7+MGzdOZsyYYfLICLyGHj16yJtvvmn0NkWLFpXPPvtMSpcuLY8ePZJVq1ZJcHCwHD58WCpVqmTV10lEZA58htw1aZeEfxiuzhdrVEx6LO8hOQrmsPWiEREREWU5DG2dVOyjWLmw9oKcWHFCzm44K0+jnyZehw/Y1QdWl0o9KolnDk+bLicRkaGpU6fK+PHjZenSpdK1a1d12YMHD1SVf3h4uDRp0kRdVrx4cQkKCsrQZfnyyy+lbdu28u6776rzEydOlK1bt8rXX3+tAmVjUD2L+8G8efOM3qZOnTrqBGPGjDF6m06dOql/ExISJCIiQj755BP1nPv27WNoS0SZLuZRjIT1D5NTYafU+TrD60ib6W3EzdPN1otGRERElCUxtM2Eyb9QMWUPy3Ht2DWpK3WltJSW2SVmS3xMfOL1uUvllkq9K6nK2rxl89p0WYnIBiIjTV/n5ibi7W3ebV1dRXx8Ur5tQkJal1JGjx4t33zzjaxbt05atGiReHmOHDnUKSwsTF544QXVHsEcP//8swwZMiTF26DlQKNGjYxet3fvXnnrrbeSXIaWDFiOzBQfH69C7MjISKlXr16mPjcR0d0zd2Vpl6Vy5+QdFdJ2mNNBagyqYevFIiIiIsrSGNpmMAS2CBJsIZfkkgAJkOJSXMpIGcktuaWdtFPXIbDNUzaPBPYIlMDugeJf3Z99aImcWUr7qfbtRdavf36+QAHs3IzfFlWu4c8Oi1VKlBC5cyd5M/X79y1eRISna9asUS0PmjdvnuQ6d3d3CQ0NlcGDB6tq05o1a6qK2969e6u+r6Z07txZ6tatm+LzFilSxOR1N27ckIIFCya5DOdxeWY4duyYCmmfPHmiftesXr1aAgMDM+W5iYjg5KqTsmbgGomJiBHfwr7Sc1VPKVq3qK0Xi4iIiCjLY2jrINzFXfJLfikqRaXY//5DaKsvXuLlX/lXnpZ4KtN/nS4FKhdgUEtEWQbC1zt37qjWCGh7YPiFGHradujQQbVJQIsAhLxopYD+t5jIzBhfX191yqrKly+v+udeu3ZNNm3aJCEhIbJz504Gt0SU4eLj4mXbmG2yb/o+db5Yw//1r/Vn/1oiIiIihwltZ8+eLZ9//rmqTKpWrZrMmjUrxT6EmKn7gw8+kIsXL0rZsmVlypQp0h6VYHYoW7Zs8vjxY6u2OXh8/bHcO31Pbh29pU63j92Wu6fvii7+2QRiGhc3FylQrYAUeaGIFG9aXAIaB6getVgmhrVElERK+ym0R9B361bK7RH0XbyY7CbowSrxz9uzmAsVrytWrJBmzZqpPrIIZQ0DV29vb2nVqpU64ffEq6++qkJeU6Ftetsj+Pv7qwnP9OE8Ls8Mnp6eUqZMGSlQoIA0btxYDhw4oPrlfvvtt5ny/ETknCKuRsiKnivk8h+X1fl679STFp+2EDcP9q8lIiIicpjQdtmyZaofIA5nxSGqM2fOVP0AT58+rf4ItcZM3baEcDR79uwW3Sf2caxEXIlQp4eXHsq9c/dUr7B7Z++pn+Oi4ozezyevjxSuVVgCGgZIsQbFpEjdIuKZnROJEZEZLNlPpfe2CG0jIiQtMLkYKkm14BbVpSlVyqLiNKX+sultj4DWBGjXMGrUqMTLMBGZrfrKIhCPiYmxyXMTkXP4Z9s/srLvSom6HSVeOb0kODRYKnataOvFIiIiInI4Ng9tp0+frnoQDhw4UJ1HeLt+/Xo1o7axGbPTMlO3rSU8TZDo+9ESdSdKou8++zfqrt7Pd6Lk0bVHiUFtzMOU/+BGBS0mDvOv5i8FqxdU/WhxQh8xVtASkaMLCAiQ8PBwFdziSz4Et3FxcdKjRw8ZNGiQaqOAIBdVp2iPEBwcbPKx0tseYeTIkap37hdffKFaM2AyMDzvd999l3ibsWPHytWrV2XhwoWJlx05ckT9iyMxbt++rc6jalZraxAbGysnTpxI/Bn3x23QEgKVtdrjtmvXTooWLSrXr1+XtWvXqnHZvHlzml8PEZEpugSd7Ppkl4RPCBfRifrs2WNFD8lTOo+tF42IiIjIIdk0tMUfogcPHlR/eGpcXV2lZcuWakZue56p21wnVpyQ5T2WW3w/VC7kLJpTnXKXyS15y+ZVE4flLZdX/Er48fAzInJqCCoNg1tUzM6YMUPOnz+vQlyEu/hS8P3338+w5ahfv7464mPcuHHqedCyB7+P9I/8QKB66dKlJPerUeP5rOr4PYjHQBUx2v4AetTq32batGnqhIAYrxtu3bol/fv3V4+fM2dO1V4IgS1aQxARWROOAvul+y9yfvN5db7GqzWk3VftxMPHw9aLRkREROSwbBraYkKZ+Ph4ozNvnzp1yiozdeMwUf1DRSP+d0gu/qDHyRq0xzH2eO7Znw+xt5+3amGQeMrjI9nyZVP/5iiUQwW0vkV81QmhrSkJ+C8uQRxRSmNJluN4Wo+jjCWWH72xcRi96i1rA3h+7V9zlwFHX4D+7QsVKpTkd8WkSZPUyZiMfK2YAA0nU89nbNnxuy+l5SxWrFiqt/n+++8Tx/HRo0eqYhhHW9hqvTqCtGyblDFjifvgvthnuRn01c7q++GsyCObh7i6u4q7j7t0mNNBqodUt/UiERERETk8m7dHyGjoffvRRx8lu3zLli1qQi5rQpsGQwmxCVIptJK4+7qrtgaGYv/330N5KFdjr4pckGcnJ2dsLCntOJ7Wk9XH0t3dXU2ShcPycbSDLSFoJOvheFoPx9L2Y4n9U3R0tOzatUuePn2a5LqoqCgrLR2Zy8XVRbou7KomICtYJWnxBBERERE5YGibL18+VT1hyczbls7UjdYL+u0UUGmLQ2Zbt26tDie1BlR8IMjBIakeHjxMLD04ltbF8bQeRxnLJ0+eyOXLl1VvVG9vb5ssg2FlKKUPx9N6OJb2M5bYV/n4+Ejjxo2T7au0o6Yoc+HIMJyIiIiIyAlCW0y6UqtWLTXzdpcuXRIPh8P5ESNGWGWmbi8vL3UyhNDF2sFLRjyms+JYWhfH03qy+ljikHsEKOgfjpMtaIdKa8tB6cPxtB6Opf2MJe6D+xrb52blfTARERERUZZpj4Aq2JCQEKldu7YEBQXJzJkzJTIyUgYOHKiuxyQrRYoUUW0OzJ2pm4iIiIiIiIiIiCirsnlo26tXL7l9+7Z8+OGHajKx6tWrq1nAtcnGMOO2foWGOTN1ExEREREREREREWVVNg9tAa0QTLVDCA8PT3ZZjx491ImIiNI3szsRkT3iPoqIiIiInB0bthERORGtFyRnXycie6bto9i/loiIiIiclV1U2hIRUeZwc3MTPz8/uXXrljqfLVu2NM3snt4JimJjY9Xs8JzsKf04ntbDsbT9WKLCFoEt9lHYV2GfRURERETkjBjaEhE5GX9/f/WvFtxmNoQy0dHR4uPjk+mBsSPieFoPx9J+xhKBrbavIiIiIiJyRgxtiYicDAKUQoUKSYECBSQuLi7Tnx/PuWvXLmncuDEPfbYCjqf1cCztYyxxe1bYEhEREZGzY2hLROSkEIrYIhjBcz59+lS8vb0ZjFkBx9N6OJbWw7EkIiIiIkofNmwjIiIiIiIiIiIisiMMbYmIiIiIiIiIiIjsCENbIiIiIiIiIiIiIjvi7oyzGUNERIRVJ9uIiopSj8m+benDsbQujqf1cCyth2NpXRxP6+FYZo2x1D7DaZ/pnFVGfKYl6+C+xHFwXToOrkvHwXXpOJx5XUaY+XnW6ULbR48eqX8DAgJsvShERERElI7PdLly5RJnxc+0RERERI79edZF52RlCgkJCXLt2jXx9fUVFxcXqyXk+MB8+fJlyZkzp1Ue01lxLK2L42k9HEvr4VhaF8fTejiWWWMs8dEVH3ALFy4srq7O2+krIz7TknVwX+I4uC4dB9el4+C6dBzOvC51Zn6edbpKWwxG0aJFM+SxsZE524aWUTiW1sXxtB6OpfVwLK2L42k9HEv7H0tnrrDNjM+0ZB3clzgOrkvHwXXpOLguHYezrstcZnyedd7yBCIiIiIiIiIiIiI7xNCWiIiIiIiIiIiIyI4wtLUCLy8vGT9+vPqX0odjaV0cT+vhWFoPx9K6OJ7Ww7G0Ho4lOTNu/46D69JxcF06Dq5Lx8F1mTqnm4iMiIiIiIiIiIiIyJ6x0paIiIiIiIiIiIjIjjC0JSIiIiIiIiIiIrIjDG2JiIiIiIiIiIiI7AhDWxNmz54tJUqUEG9vb6lbt67897//NXnbpk2biouLS7JThw4dEm8zYMCAZNe3bdtWHN2uXbukU6dOUrhwYfWaw8LCUr1PeHi41KxZUzWjLlOmjISGhqZr/TjrWK5atUpatWol+fPnl5w5c0q9evVk8+bNSW4zYcKEZNtlhQoVxNFZOpbYJo29x2/cuCHOvl2mZTyN7Q9xqlSpklNvm5MnT5Y6deqIr6+vFChQQLp06SKnT59O9X7Lly9XY4PtrkqVKrJhw4Yk16N1/YcffiiFChUSHx8fadmypZw9e1YcXVrG8/vvv5dGjRpJ7ty51QljZfg+dsbf52kZS/zuNhwnbKP6nHXbpKwto/bV5Dj7Nsp8c+bMkapVq6q/ebS/ezZu3JjiffiedIx1yfdk1vDZZ5+pdTNq1KgUb8f3ZXIMbY1YtmyZvPXWW2oWu0OHDkm1atWkTZs2cuvWLZPh2PXr1xNPf//9t7i5uUmPHj2S3A5/1OnfbsmSJeLoIiMj1fghzDLHhQsXVNjdrFkzOXLkiHpTv/rqq0nCRkvXj7OOJYI0hLbY0R08eFCNKYK1w4cPJ7kdgjL97fL3338XR2fpWGrwQV5/rPAB39m3y7SM55dffplkHC9fvix58uRJts90tm1z586dMnz4cNm3b59s3bpV4uLipHXr1mp8Tfnjjz+kT58+8sorr6j3Nv7gxAm/hzRTp06Vr776SubOnSv79++X7Nmzq23zyZMn4sjSMp74ggbj+dtvv8nevXslICBA3efq1atO/fs8LWMJ+GNLf5z+/fffJNc767ZJWVtG7avJcfZtlPmKFi2qQiH8zXPgwAFp3ry5BAcHy/Hjx43enu9Jx1mXwPekffvzzz/l22+/VWF8Svi+NEFHyQQFBemGDx+eeD4+Pl5XuHBh3eTJk826/4wZM3S+vr66x48fJ14WEhKiCw4O1jkzbG6rV69O8TbvvfeerlKlSkku69Wrl65NmzZWWz/OMpbGBAYG6j766KPE8+PHj9dVq1ZN58zMGcvffvtN3e7+/fsmb8PtMu3bJm7v4uKiu3jxYuJl3DZ1ulu3bqnx3Llzp8nb9OzZU9ehQ4ckl9WtW1c3ZMgQ9XNCQoLO399f9/nnnyde/+DBA52Xl5duyZIlOmdizngaevr0qfp9vmDBgsTL+PvcvLGcP3++LleuXCav57ZJjsIa+2pynH0b2Y/cuXPrfvjhB6PX8T3pOOuS70n79ujRI13ZsmV1W7du1TVp0kQ3cuRIk7fl+9I4VtoaiI2NVd/q4BA9jaurqzqPqhtz/Pjjj9K7d29VMWJYwYPKvPLly8uwYcPk7t27Vl/+rA5jrD/2gKobbeytsX6cVUJCgjx69EhVNOrDoag4rL1UqVLy0ksvyaVLl2y2jPauevXq6jBeVDDv2bMn8XJul+mDfSbGqnjx4kkud/Zt8+HDh+pfw/esJftMHL2ANh76t8mVK5dq3+Fs26Y542koKipKVV4Z3sfZf5+bO5aPHz9W72tULBtWyXDbJEdhjX01Oc6+jWwvPj5eli5dqiqmcWi9MXxPOs66BL4n7ReOZsCR1IbvN2P4vjSOoa2BO3fuqJ1DwYIFk1yO84b9K41B7zuUb+OQfsNDKRcuXCjbt2+XKVOmqMNx2rVrp56LnsMYGxv7iIgIiY6OTvf6cWbTpk1Tv9B69uyZeBn+OEYfoE2bNqn+QfgjGv0cEe7ScwhqcfjuypUr1QkfCNDLGm0QgNtl2l27dk31qTLcZzr7tokvWdAepkGDBlK5cmWL95nadqf96+zbprnjaWj06NHqiwP9D5DO/vvc3LFEoD1v3jxZs2aN/PTTT+p+9evXlytXrqjruW2SI7DWvpocZ99GtnPs2DHJkSOHmhdl6NChsnr1agkMDDR6W74nHWdd8j1pvxC44+9l9A83B9+XxrmbuJzSUTGGhslBQUFJLkflrQbXo59H6dKlVbVOixYtbLCk5EwWL14sH330kfplpt+HFUGDBtskgjJ8S/nLL7+oXjL0/MMAThp8EDh//rzMmDFDFi1aZNNly+oWLFggfn5+ql+RPmffNvGtNL4AdPQ+vvY8nuinhg+b+D2tP6GFs/8+N3csURGjXxWD/WbFihVVT7OJEydmwpISZTzuqx0H921ZHz6rY04UVEyvWLFCQkJC1BerpsI+cox1yfekfcKcJSNHjlT9wjkxXPqw0tZAvnz51CRiN2/eTHI5zvv7+6d4X5Tt4w88cwIFHO6L5zp37ly6l9mRYIyNjT2ai2Nm6fSsH2eFbRJVjAi7UjssAeFZuXLluF2aAV/MaOPE7TJt0AIX34y//PLL4unpmeJtnWnbHDFihKxbt05NhoXJGNKyz9S2O+1fZ942LRlP/SMTENpu2bIl1UkTnOn3eVrGUuPh4SE1atRIHCdum5TVWXNfTY6zbyPbwWfJMmXKSK1atVRlHybJxeS3xvA96Tjr0hDfk/YBrQMxIXfNmjXF3d1dnRC8YwJa/GzsCDW+L41jaGtkB4GdAw571KDEHudT6qMCy5cvl5iYGOnXr1+qz4NyffTAw2HX9BzGWH/sAd/OaGOfnvXjjDCj+cCBA9W/6CWTGrRPQAUpt8vU4dtfbZy4XaYNfnHjA5U5X3Q5w7aJEBt/OOIQsB07dkjJkiXTvc/EY+CDjv5t0G5m//79Dr9tpmU8YerUqaoyA605ateunertneH3eVrHUh8+nONwR22cnHnbpKwtI/bV5Dj7NrIf+CyOv82N4XvScdalIb4n7QOOPsN6wN/M2gmfqzFPCX5GwZMhvi9NMDFBmVNbunSpmr04NDRUd+LECd1rr72m8/Pz0924cUNd//LLL+vGjBmT7H4NGzbU9erVy+iMee+8845u7969ugsXLui2bdumq1mzpppF78mTJzpHhtd++PBhdcLmNn36dPXzv//+q67HOGI8Nf/8848uW7ZsunfffVd38uRJ3ezZs3Vubm66TZs2mb1+HJWlY/nzzz/r3N3d1Rhev3498YTZuTVvv/22Ljw8XG2Xe/bs0bVs2VKXL18+NXuuI7N0LGfMmKELCwvTnT17Vnfs2DE166Wrq6t6Lzv7dpmW8dT069dPzQhqjDNum8OGDVOz3+J1679no6KiEm9j+PsHY4P3+bRp09Q+c/z48ToPDw+1nWo+++wztS2uWbNGd/ToUV1wcLCuZMmSuujoaJ0jS8t4Yqw8PT11K1asSHIfbOPO/Ps8LWP50Ucf6TZv3qw7f/687uDBg7revXvrvL29dcePH9c5+7ZJWVtG7avJcfZtlPmwjnbu3Kl+N+P3Cc67uLjotmzZoq7ne9Jx1yXfk1lHkyZN1N/RGr4vzcPQ1oRZs2bpihUrpv54CwoK0u3bty/JxhYSEpLk9qdOnVJhhbYz0Ydf/K1bt9blz59fbXTFixfXDR482CnCnN9++02Ni+FJGz/8i/E0vE/16tXV2JcqVUo3f/58i9aPo7J0LPFzSrcHfMlQqFAhNY5FihRR58+dO6dzdJaO5ZQpU3SlS5dWHwDy5Mmja9q0qW7Hjh3JHtcZt8u0vs/x5YGPj4/uu+++M/qYzrhtGhtDnPT3gcZ+//zyyy+6cuXKqbGqVKmSbv369UmuT0hI0H3wwQe6ggULqi8WWrRooTt9+rTO0aVlPPH72dh98KHRmX+fp2UsR40albg/xLbXvn173aFDh5I8rrNum5S1ZdS+mhxn30aZb9CgQep3MtYLfkfj94n+3+V8TzruuuR7MuuGtnxfmscF/zNVhUtEREREREREREREmYs9bYmIiIiIiIiIiIjsCENbIiIiIiIiIiIiIjvC0JaIiIiIiIiIiIjIjjC0JSIiIiIiIiIiIrIjDG2JiIiIiIiIiIiI7AhDWyIiIiIiIiIiIiI7wtCWiIiIiIiIiIiIyI4wtCUiIiIiIiIiIiKyIwxtiYiIiIiIiIiIiOwIQ1siIjt3+/ZtGTZsmBQrVky8vLzE399f2rRpI3v27FHXu7i4SFhYWLL7DRgwQLp06aJ+rlKligwdOtTo4y9atEg97p07dzL4lRARERGRs+JnWiIiyzC0JSKycy+++KIcPnxYFixYIGfOnJFff/1VmjZtKnfv3jX7MV555RVZunSpREdHJ7tu/vz50rlzZ8mXL5+Vl5yIiIiI6Bl+piUisoy7hbcnIqJM9ODBA9m9e7eEh4dLkyZN1GXFixeXoKAgix6nX79+Mnr0aFm5cqX6WXPhwgX12Bs2bLD6shMRERERAT/TEhFZjpW2RER2LEeOHOqEQ8ViYmLS/DioOAgODpZ58+YluTw0NFSKFi0qrVu3tsLSEhERERElx8+0RESWY2hLRGTH3N3d1YdQHEbm5+cnDRo0kPfff1+OHj1q8WPhcDJUIKASAXQ6nXrckJAQcXXlrwMiIiIiyhj8TEtEZDnu0YiIskD/r2vXrqm+X23btlUfUmvWrKk++FqiVatWqgIB/b5g+/btcunSJRk4cGAGLTkRERER0TP8TEtEZBmGtkREWYC3t7f6gPrBBx/IH3/8oWbRHT9+vLrO19dXHj58aLR3WK5cuRLPo/IA90MlQkJCgvqg26xZMylVqlSmvhYiIiIick78TEtEZD6GtkREWVBgYKBERkaqn8uXLy8HDx5Mcn18fLz89ddfUq5cuSSXowLh8uXLsmrVKlm9erU6vIyIiIiIyBb4mZaIyDT3FK4jIiIbu3v3rvTo0UMGDRokVatWVRUIBw4ckKlTp6pJGOCtt95SH1QrVKigKhfwwXfWrFly//59efXVV5M8XsmSJaV58+by2muviZeXl3Tr1s1Gr4yIiIiInAU/0xIRWY6hLRGRHcMsu3Xr1pUZM2bI+fPnJS4uTgICAmTw4MFq8gbo06ePmoBh+vTpMmbMGMmWLZvUqlVLdu3aJQULFkz2mPgwjN5fr7/+ujpEjYiIiIgoI/EzLRGR5Vx02CsSERERERERERERkV1gT1siIiIiIiIiIiIiO8LQloiIiIiIiIiIiMiOMLQlIiIiIiIiIiIisiMMbYmIiIiIiIiIiIjsCENbIiIiIiIiIiIiIjvC0JaIiIiIiIiIiIjIjjC0JSIiIiIiIiIiIrIjDG2JiIiIiIiIiIiI7AhDWyIiIiIiIiIiIiI7wtCWiIiIiIiIiIiIyI4wtCUiIiIiIiIiIiKyIwxtiYiIiIiIiIiIiMR+/D9jj5t/TgznCQAAAABJRU5ErkJggg==", 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dElex/iFzNEuwNajXL+GECRNk0aJFsnr1ailfvrx88MEHUqxYMXniiSdk69atUrt2bRPUae8P9cYbb8iCBQvk/vvvl3feecd8gTWY1mFcBQsWNOs89thjJpD85ptvzOMuXbqYXiO6P2fOnCm1atWSn3/+2bz/119/bYYDqmPHjsmYMWNk+fLlZn9Xr15d3n77bWnUqJFs377d9CjYtGmTREdHm+d0XQ1Mbf+Ix8bGpnw+e88995wcOnRINm7cKKVLl05Z3rt3b9MGfb2+VgNbbat132l79VaxYkXT80XXtX1fPXGw38/ptcFduOq7qcdVfze11p/uZ2+wdOlSVzfBa7Avnb8/NYkZkxQj0cnR5mdMckzKz7jkywlU89MSn+nHetNkqt4SLAkp971atKsb4EGuzBGjf8tL5LuczMru33ONCzydu8e0rkI8mxbxrHtw5XlebpYd5xLEn96DY+k9XH0sY2NjU+5rqSod1ZLdMhvPelTS9lqMHDlShg0blioY0eCuXbt2UqBAgTQH6t9//5V8+fKlHCS9sne1nanr6B9yvULvzBkuNZDK7Pb8/f1NoGb/mezpMDwNVnUI2IgRI+Thhx+WKlWqmICyQoUK5gq97rOFCxemBHRad23+/PkmUNX9N3jwYLOOBqyO3lvvf//99/LII4/ImjVrzDLrc3oSovf1JKJbt25m6Na8efPMicWWLVtS7Xcd0qVBtrbhq6++kj59+sg///xj2ql8fX3N+o4+swawP/74o/Tt21duvPHGNM/bvkbbq70L7Lej++bFF180v7TaVivrZ/AE2fXdzCz9ndL9pT1EcuIfvuw+kdQ/Jm3btjXfeVw79mX6v68xiTFyLuacnIs9J+djzsv52PPmpz7W5Xo/Ij5CIuMj5VLcJXNff56NPCtxEiexif8FHDnJ18dXAv0CJcAvIOWmj/39/FPdz+OTR/L4Xr75+fqZmy4zP31tnvPxS3Pfdn3rY+s6+v66no/4mPu2N/23z/6+/XrWx5Zki2z/c7s0uLmB+duQaluSelu2rzPDi/W/K//O6n3zM53HGT13ZUvprnO1bWe2HVl5zp71eY2PdLi2uuvIXZI/3+Weitn9e55bE0vXE9NmJp7NLsSzxLOezNWxdG7nzHMJ4k/vwbH0Hu5yLKOiolLu60XdnOhpm9l41qOSthoIhYeHp1qmjzXgcNQjQWmApDd7+oWw/1IkJSVdPiHz9TU368FzVUCjgWBmvyzabu1BYN/WF154wdysBg0aZIZJKQ1yb731VhPIWWtzPfnkk2Yd6+fX7eofyy+//NIEpEp7M+jVeu3loMfEWgvL+hpVrVo108vAnnXfahB8+vRp02ugSJEi5jntfWDtLVC/fn0zo7KV1onTIV4abGtvAdvPbfu+VmfOnDG9KLSHhKPnHe0/+/X0sbbp8OHDqZ7r169fquE5GuxnZuIKV7AO40pvP2U3fU99b0e/b57Kmz6Lq+WGfRmTECPhUeESHhlufp6KOpVy37r8TPSZy4namHMSl/Tf0OfrkTdPXskfkF/yB+aXAoEFJF9APgn2Dza3oDxB5mbu+1/5mcFj3ZZtQjYwj839K8s1geotgWPeQ3mlU41OXv/ddIaogCiRyMv3AwMCHe6z7Pg994Zjk9MxLfEs8awnx7O5OZbO7bLjXCI3xJ+5BcfSe7j6WPrbvHdOtSWz7+FRSVsNyKxXzK00K6/LIWYG4o8//jjVMmsAaXXTTTel3LcOy6tbt26qZdYhWtaAWXsCWANcpftbA5jdu3ebINeRhg0bZthWnSn55ptvTtM+2wBf63Zp4K4TPuhwGB0ac+TIEckMZxWP1u3YX1XXSUJs69DZDlUDkDvovw1nY87K0Yij5vbvxX8v3790+bHeTlw6IZfisz6cUnuOFgkqkuZWOG9hcyuYt6BJxFqTssF+wbL1j63SuU1nKRJSxCzXXq0A3BcxbfqIZ/9DPAsAQO7m0qStBjL79u1LeazDljT40cBHAysdsqR1ovSquNLhSR9++KEpuq81qbR2lNaY0kAoO4d0aTszYr2arkGhM6/AOqrnlRHtxXDDDTdkOptvDd4cLbveQvtX61GRXi8S2/pdv/76qxn6pp9J19dZlTNbl6148eJmUoZdu3bJtdJeKnv37jUTPtjSwP5q+xmA87hqWK8mXA9dOCQHLx6Ugxcu3w5dPGRu/0b8m+lesdoTtURwicu3kP9+Fg8unnIrkvdKUjaosOTzz5elIZjaO/SEzwkplqeY+Cf7S3xsvOh/yDrdl5ro0V6J9NzI2lCy3M7dY9rMxLPZhXiWeBYAAHhg0laL8uvVdCtrnS6d4XT69OnmirTtlWidTECD2aefftrUsCpXrpxMnTrV1JzILhr0XS1g04BQAyJdzxuHzegxOH78uJQpU8Y8Xr9+vfmcjmprZZb2kNBjd+7cOYe9E9auXSsDBw6UO+64wzzWEw2dhCGztH06bE5rh40dOzal7Va6Pa2LpPW/0vPFF1+YIWl33XVXlj4bAOcmbMPCwsy/CdlCR4bqP0HFRaTYlZs+1slDMzOaV3MgEenctJNtpEh8XLwcvfIfAO/k7jFtZuJZb0c8SzwLAICncWnSVmcwzWjYjwa5jl6js8Iirbi4ODMbsS0N4nQ23euhwaCedGgvAe1RrDPz9urVK92hZJmhkzCMGzfO1M7S2ZB1SJYeV92mzvirV/7nzJljJm/QEw2tU5bV3hKvv/66rFy5Upo2bWru6yy+2gtDZxrW99T6Y9p7QWkvPt13Omzt6NGjZtIHHTb26KOPpjoJA5Cz9HfTKQlb3yuJ2ZJXflqTtHqOndG1Nu3ge15Ezl35ab1dvJKYTbr+pgGeLjQ0NMu9Kb0NMa3zEM+mRjwLAEDu5VE1bZGxRYsWpalHpb0HrmdIldKA884775ROnTqZngRdunSRjz766Lq2qbPbLlmyRJ555hmzXQ0ua9WqZSaFsM4KrDP/NmvWzATpw4cPz/Js0drjQXtR6Iy9OvGDTsBQuHBhU/NMJ5UoWLBgyrpTpkwxN21X0aJFTQ2zGTNmpPSMAOB6OklPZnqKXYy7KDtO7ZDtp7df/nlqu/xz9h+JT3I8HFVrwN5Y5Ea5seiNUr1IdalauKpUKVRFKhasKAUD//t3wp2H9Ous4NpDjyH914d9eW00Ycus6nAW4tnUiGcBAMi9fCzOqnDvITRQ0uDm4sWLaWam1Tp2WoNMh6zp1fjMyq6atu7gpZdeMrPcal22nODN+9IVXL0/r/V3yl2TOTppjJ6UkczJuX2pNTPz5cuX7gzkcYlxsu3kNll/dL38cewPcztw/oDDbWkCtl6pelKneB2pWbym1ChWQ2oWqyll8pfx6IQT303nYV96xr7MKJbLTbIjpvVWxLO4VhxL13Lmv2X8jfceHEvv4S7HMuoq55zZIbPxLD1tAQAe48SlE7Lq8CpZd3SdSdRuPbnVYQ/aCgUrSP1S9aV+yfqXf5aqL5UKVfLo5CwAAAAAIPcgaQsALqCDHLT2XG69oqo9J/SK5tWuqO4N3ytSV0QqidT/rL7sO//f7OxWRYOKyi3lbjG3pmWbSsMyDaVIUNoJYQAAAAAAuUNyYrJEn4mWqNNREn368s+oU//d15/6fOSpSHlGnpEtskXcDUlbXHU4md4AODdhGxYW5pwJtryNjnyrrMUHr/zU3OuVCa81YesjPqbEQVj5sJREbZXCVehBCwBIF/EsAADekYSNOnU58eowAWtzX3/Gno/N9LbzS37JJ5dLJLgTkrYAkMOiT5+W368kbLVaTu7sb3uF5lpLX0nSVhWR8iJiWzJOJ9k+IVImoYx8PPxjaV6xuRQOKuzCBgMAAAAAnNWhKeZcjFw4e0EiT0ZmeIs+Ey2S1Vm5fESCiwZLcPFgCSkeYn7a3tefvvl8pXXX1hIhWZssNCeQtAUAFzp44ICElCghucnF6IsyYd4EOVbgmPx66Fc5E3Mm1fPVi1SXNpXaSKuKreTWcreaCcSYnR4AAAAAPENyUrJEhUdJxLEIuXTsklw6fslhIvbSiUvyZ+Kfmd6uj59PqoSroySs7c+gIkHi65fxRJJatu+knBR3RNIWAFxIZ6bMidkpXe1C7AWZv2e+/LjrR1m0b5FEJ0SLHLv8XP6A/NK6SmvpULWDtL+hvZkwDAAAAADgfhKiE1KSsfoz4uiVxOyVx+b+iUtiScp8t1hNruYrlS/lFlIqJNVj6017zfr45p7OPCRtAQDZlqj9YecPMnPnTFl+cLkkJiemPFfcv7jcU/8eubPWnRJaPlT8/TKekAwAAAAAkL0S4xIl4t8IuXjkolw4fMH81JtJyF5JzsZeyFytWE2uaqI1f9n8UqBsAclXJnUCNm+xvLLh7w3S5Z4uEpQvKNs/myciaQsAOVCnJzo6OtXwC2/tWxubGCsL9iyQb3Z8Iwv2LpD4pPiU52oVryV31rhTulbrKsc3H5fObTuLvz/JWgAAAADIifNSnZzLmohNScoevpjyU0sWZIZ/iL9JxFoTsuZnudSP85XMJ7550i9NkJCQIAGnAiRPIKnJ9LBnACCb/zCGhYXJ2isTj6lgTdyKd33G3//9XaZtnSY//PODRMT9V8C9dvHa0rduX+lZq6dUL1o95Y/zCZ8TLmwxAAAAAHifuEtxcuHgBTl/4HyqmzUxGx/5X6ea9OQJyiOFKhaSghUKSoEKBS7/LFfAJGOtidnAAoHMOZIDSNrCY913331Ss2ZNeeGFFyS3OXPmjNSqVUu2bNki5cqVc3VzkAHtYWubsLWnE2x5qlNRp+TLP7+UqVumyu6zu1OWly9QXvrU6SP9buondUvU5Y85AMCrDRw4UC5cuCBz5851yfvn5pjYWV566SVz/LZt2ya5weTJk2XBggXy888/u7opAK5hgi8tU2CbkL1w4L8kbfSZ/0Z4piekRIhJxBasWPDyT5v7mqwNKhrEOZybyHgKNXiUkydPypNPPik33HCD5M2bV0qWLCmhoaHy8ccfpxqa7Q3+/PNPWbhwoTzxxBPZ9h5TpkyR5s2bS+HChc2tTZs2smHDhlTr6D9kjm5vv/12uttNSkqSF198USpXrixBQUFStWpVefXVV01vRdvAsUaNGmaCKut7//HHHynPFytWTPr37y9jx4696ufQ7X766afStGlTyZcvnxQqVEgaNWokEydOTPle6PtZ254nTx6z/RYtWph14uLiUm3vtttuc/iZExP/q1cKx8LDwyUyMlJOnTkjie3bi6VTJ/HJ41nXzpItybJ432LpObOnlJ1QVp5b+pxJ2Ab7B8ug+oPkt4G/yaGnDsmbbd+Um0rexB97AECWkp+2sUXRokWlQ4cOsn379ixvp0ePHll+/+nTp6e8t6+vr7kwPmjQIDl16lSGr3v//ffNa701Jrb1/fffm/1jv3+vFruqPXv2SPfu3U2cWaBAATMSacWKFZl+70ceecS8t8anztxudtH4W+NmbZO2WxP7tg4dOiQPPPBAqnMCje3j46/eC84a43fs2NFs2/aCwdmzZ83vTZkyZSQwMFDKly8vQ4cOlYiI/0ZC3X///abzx+rVqzN1jvn4449LlSpVUrbXtWtXWbZsWco6lSpVSvnd0c+ij3v16iXLly9P85kdnUfce++9mfrMQG6RlJAkZ/eclT3z98i699bJ/Efny9ftv5YPqn0grwe9Lu9Xel++bPWl/Pzgz7Jm3Br56/u/5NiGYykJ2+BiwVK2SVmpc08dCRsZJl0+7SL3LrlXhu4eKi9EvyDPhj8rgzcOll6ze0n7Ce3llqdukZp31JQyDcuY13IO5z48K1uAdB04cMAkaDUhN27cOKlbt675o7pjxw4TMJQtW1a6desm3uKDDz6Qu+++2yQhs8vKlSulT58+0qxZM5MEf/PNN6Vdu3by999/m/2pTpxIPcT7l19+McHXXXfdle52dTuaSP/iiy+kdu3asmnTJnNCULBgwZSAu3r16vLhhx+a4CgmJkbee+8989779u2T4sWLm3X0NQ0bNjQJ4iJFiqT7fg8//LDMnz9fRo8ebbapr9cAXwNeDaisQbe25ddff5Xk5GQT7Onnf+211+Srr74y9/Pnz5+yzcGDB8srr7yS6n002YuM6YmM3kRvixaJJ9GSB19s+0I+3Pih7Dm7J2V5k7JN5MGbH5TedXpLgcACLm0jAMDzabLp888/T0kWafzSpUsXOXLkSI68vybYdu/ebeIhjZc03jp+/LgsXrzY4YV4PbHVGM6bY2LbhNuzzz5rOjXYy0zsqsexWrVqJpGniT2NRXXZ/v37pVSpUhm+948//ijr1683iUh717Pd7KSdI/T7rLeRI0emeX7Xrl3me/bJJ5+YTjd//fWXibF17oN33nnnqtvXz+kosaIXHDSJrXG87ns9BkOGDJFz587Jt99+a9YJCAiQvn37yv/+9z+Hx9P2mFvPMfWcQ88xtcyV/j7oNvUzWOm5gbZfk876uq+//tok77VzyqhRo1JtV8859NzDSo8bkNtYki0ScSzCJGf1dm7vuZT72mPWkvRfpy57vv6+UrhyYSlcpbAUqlLI/Ey5VS5sShfAS1hymYsXL+o33/y0FxMTY9m5c6f5mRVJSUmW8+fPm5+u0r59e0u5cuUskZGRDp9PTk5Ouf/uu+9a6tSpYwkODjavefTRRy2XLl1Kef7zzz+3FCxY0PLzzz9bqlevbgkKCrLcddddlqioKMv06dMtFStWtBQqVMjy+OOPWxITE1Nep8tfffVVy3333WcJCQmxVKhQwTJv3jzLqVOnLN26dTPL6tata9m4cWPKa86cOWO55557LGXKlDHvo+2aMmVKhvtS31PbN3/+/FTLv/zyS0vDhg0t+fLls5QsWdLSp08fS3h4+DXvU0fvmz9/fssXX3yR7jrdu3e3tGrVKsPtdO7c2XL//fenWnbnnXda+vXrd9Xv7a+//ppqeeXKlS1Tp05N93Xfffeded2cOXMcficuXLhg7o8dO9ZSr169NOv8888/loCAAMuoUaNSlrVs2dLy5JNPWjLjWn+n3FF8fLxl7ty55mdW6O+kHgO9pff76c72nNljeWLhE5b84/Jb5CUxtwLjC1geX/i45c+Tf+bovoRj7E/nYV96xr7MKJbLTbIjpnW1AQMGmFjK1urVq83n1HjS6siRI5a7777bxIOFCxc2cebBgwdTYhrr313rbcWKFea5559/3lKtWjUTc2oMNXr06FTfUWsMbOv111+3+Pr6WqKjo1Oe1/i2Zs2aFj8/P/O+9u3WWGnw4MGWJ554wsTMJUqUsHz66acmDhg4cKCJVatWrWpZuHBhqvfasWOHpUOHDiZm1tfce++9ltOnT7tFTKzv1axZMxN3OjpOV4td9XPo41WrVqWsExERYZYtXbo0w20dPXrUUrZsWctff/1lzjfee++9lOeuZ7u2rLHw5MmTzfmRfkf0O3bu3LnrPs/T75+2R7dzNW+99Zb5bl7N1q1bzT45ceKE2faPP/6Y4frvv/+++Vy2fvvtNxPn63c7PR07djTv4yiGtf089sfFasyYMeb3Z9euXeax/r5oe7X9meHMf8v4G+89PO1YxkbEWo7+cdSydfpWy68v/GqZ2XOm5eObPra8FvSa5SV5Kd3b68GvWz6u97Fl5t0zzeu2TNtiObjyoOXCkQuWpETX5Z688VhGuuCcPbPxLF3jMjPre0LGpQX0CmlUQpT4xfuZK5vOosONM9MtXXtFLlmyxPSwNb34HLDdjrZRr6rqUBztofvYY4/J888/Lx999FGqK8O6jg6BunTpktx5551yxx13mKusOgRLX6e9SfXKa+/evVNep1fVtR06/F/va40t7amqQ3D06uzw4cPNsH7traptio2NNb1Fdbn2bNAeoTr0qU6dOnLLLbc4/Cw6RO7ixYtmiL8tveqrV3JvvPFGM4xt2LBhZnicttfqar0QdGiO1nhyRPeJvkd6vVp16LvWhtIetBnR/aG9n3Uol/ZK0F4ca9askQkTJjhcX69W6/rai6NevXqpnmvSpIkZ1qS9ex3Rq+na80CvttvLTM8QHeamw67mzJljrtYji/92REeb3hKeaO2/a+WNNW/Iz3v+q3VWo1gNebzJ43LfTfdJ/sD/el4DANz/b1JCdIJL3ts/2P+ah1lqSSHtrae9ELVUgtJYrH379nLrrbeaGEhH+miMYi2joD1B//nnHzMU3Npj1xq76aghLWOgvTV1NJr2CtRlGgenR3sAaqxvLQOlf9t11NTUqVNNm0qUKOHwdRpDP/fcc6a01owZM+TRRx81vUU1ntbas9Y4WXsQa317HTrfqlUrefDBB81z2ltV42NHQ8xdERNrL0r9rBpzXm1IvaPYVfeVtufLL7+UBg0amBGB2sNUt6nnAunRfa/7Sfelbc9Mq2vdriPaI3XmzJmmzqt+f/Szam9S6znSN998Y0awZURH3WXUc/Vq9HhmNILO+h3UXrKTJk3KVE9i7SmusXzLli1TLdfvjX6vtYyFlnGwpz1zFy1aJK+//rrDc0w9L7waLd2n38V58+Zl+HsGeIOYczFy+p/Tcnrn5duZf86YnxH//leaxJ5vHl/TO7Zo9aJSpHoR89N6y18mP2UKQHmEq9GEbb7x2T/cyJHIkZESEuA4CWsfYGgwrgGLLa3rpElRpQGHBpjqqaeeSllHh8droKuJUtukrQZ7OoRfayupnj17mmHympjUIE8nwbr99ttNvSjbpG2nTp1SgpkxY8aYbTRu3NgM21IafGqQrdvRIEPLDGhwbaX1ljTxOWvWrHSTtocPHxY/P780QbImhq10aJYmnfW9NeC3BqZXm1xAE8fp0bZrkK/DfBzRZK0G/prgzsiIESNMIKgJUf0cOrROg6F+/fqlWk8T2Pfcc48JzEqXLi1Lly41x9SWtmfr1q0Zfjf0ROd6aDv1ooAt/a7oyYqVHvN33333ut7Hm+jvo9ZTS3cCMk3kWr+/WicvnYstrmj3L/t+Mcna1Ucun5D5iI90rt7ZJGvbVGkjvj6UQgcAT6MJ2/H5xrvkvUdGjpSAkIBMr6/xjzVu0wufGgPpMmvHCE2AaiJP4xDryawmZzWBpOWcdEi+Jlq1Jr99QktLLdjGwBqDanI1vWTS3r17TeJSk1vWMlEaI2scZH8h3Z4mGHVIuLZbh8a/8cYbJo7TRLFtnKyJV415tbTAzTffbDo/WE2bNs3UD7Ve6HdVTKydCz777LOrviaj2FWPlQ6J17Jcui91v2i7NSmoNXDTo+cvmphPr2bvtW7XET1v0uSvtQyalp7o3LmzqTOr+0NLzekcERmxvvZaaNyu73m10ghPP/206QTiqFOGLS3zpslSvQCgNWhtY3elFws0sa7fo/Tao7GhngtcK01A6/HQcgm2tP22nZ30QoB+/wFPEHU6Sk79dSolKWu9RYWn31knX6l8UqxmMSlWo1iqxGyhSoVM4hZID0lbL6ZX9jWo1WSg7WRSGtiMHz/e1CDS5KFeYdUgRQMs60z2+tOasFU6qZkGt7ZX5XWZ/cQMN910U6rnldY+sl+mr9NAWhOWGpzqVe1jx46ZK/Pa1oySpxp46FV0+6tOmzdvNpMgaM/V8+fPm8+utAeDJpnVtSYwNdDWoF5PBrS+rSMaWOu+Tu95K/2seqVee8FqQK8BsCbSNQE7YMCAlPU0Ka7PnTlzxkyKpj0t9Eq4bWCuJyUZTTJnO7nZtdJt2O9r/Zy2takyc6U9N9FjYp+w1V7p1t+vKyuJu0hKTpKZf8+UN35/Q7aHX57sxd/XXwbUGyDPhT4n1YumPVEEACA7aPyjyUyl8ZwmSHXUj8a1FStWNHGeJpNsa+0rjWW1hmlGNOGrCUxdTxOYGgPbx5za01HjXY0jdZt6EdY22aW1QG3j3fTY9grVxKr2CE0vJlb6ubQzhKMesNpeR0nbnIiJdcSd9nTVWNS+84C9jGJXjSe1E4ne1wSdxrC6XzWZuHHjRpPktaefQyd50wmz0uttdi3bTU+FChVSJV21o4nuO/2+6cg1/c7Zf++cRc+DtLe4dnSxJvYd+emnn0zP64w6bVhpj21NOGvSXy8caI9r2046VzuXcMZ5hHU79sdPfxdr1qyZ8lgvTgDuJjE20fScPbXjlIRvD0+5ZZScLVihoBSvVdwkaPWn9X5QYeo249qQtM1EiQLt8ZoR/WMecSlCCuQv4PTyCJmhQZf+IdRJE2zplXX7wu56lVML8+sQLe3dqVc/9eq5Dv/RhKk1qeTv759qW7p9R8usQaCV7TrWP86OlllfpyUTNBjTQvoayGpbdXbSjGZN1YBRgwtdRwNna08MHSqnN02IatF9DUz1se22rqU8gl7t1qStJrvTC9I1SNT9rwHI1ejwLu1tqz0RlH5uvcKtiXTbpK0OQ9JjqzftgaHBovZysJ3IQIctWSd3cERfo0MEr4e+Xktp2NKr8tfbgze30F7leiz1d8vdhrckW5Jl1t+zZOzKsbL77OV/P/IF5JOHGz4sT9/ytJQtcO29RQAA7kNLFGiPV1e9d1ZY4x8rTcBp3KFJQB0dpslWHfau8Z69jGKidevWmYvOL7/8sokPdZt6Qd5+pJAm5TRJqDG9JvzsJ0jSx5n5e361WNo+JtbPpYlG68g4W+klHnMiJtaEsZ4/aNusrG3WHrAa/1o7emQUu2qiUXviahLZmijXBKL2xtXRahobO4qvNamtyVQr7fDxzDPPmHMHbde1bPdaZVd5BC1foAlvawm1jOjn1WNi32FCy9bp+2oHEyvtIKM37Smr53z6vJaws/0+ZXQuocdPv6e2k41llZbxO336dJpzCU3Sci4Bd6EXFrSEQfiOy0nZU9svJ2nP7D7jeDIwHzElDaxJ2ZTkbI1iEpAv8yNLgMwgaXsV+ofqaiUKNHBJ8k8y6zkzaZtZeuW+bdu2ZliVJjzTq2trvWKt7dUA1dpW7fnpKr///rsZ2qOBodIeDxqIOKpZZVW/fn3zc+fOnSn3NZjQoECTq9YrtZs2bUrz2qyWR3jrrbdMcltnSLWvF2ZLA1I9gbjaUDmlwbX990R7YNgnwO3p87Y9ppXOMuuoBpXtsCiteaVDo7SGWpo/ThERGda11f2qw8sczXiLzNHfx4x+J11Bj/283fNkzIoxsuPUDrOsSFARearpUzKkyRBzHwDgXfFsVkoUuFvbNW7SXqVK65bqRXLtWZneyCxNYGpyz5aOgNGeurYjhRwNC9f3ckUyST/XDz/8YEa2aTI0M3IiJtaEn9b/tS8zoT1wteNFRj0kbWNXa29O+xhYH6cXA2sPX/uyZJp81uWDBg265u2mR5PbmkDV0W9q/fr1qb4P2VEeQXvYasJWzyO0zMfVziU1Ca11j21pBxDtVWubWLdn3Re25xJ6zqW9ydMrS6CJXt3fWjtXy1PYx7Nah/lqo+30O6KfSctXAO4gOTHZ9J49seWEuZ3cetIkaOMupj7PtgoqEiQlbyopJW4qYX7qTRO0nvo3FZ6HpK2X0CvKOvxaE4s6HEp7hOofSB0WpMGbtRC/Bh1ai0vrJekfdk2apjfxVk7QK7izZ882gbTWndJksl5Rzyhpq1eDNbDVHsLWAFWvwGuArp9L6/NqMlOL3tvLShCuPR203piWMdAA+uTJkyk9E2x7J2jiU2vwplfTtXXr1iZhqvV6le53TQRrm/Vz6vAmnYTMWn9Me0jo8xoY6pVwHWKmwZIGddbawNYgVZPwtrXP7OmwNG2b9izRAFvrvOn+0+BbgztN8luDKE2Y62fUoE6Dfb1Srz1adB9r72B4Pk3WLtq3SF5c8aJsPrHZLCsQWECeufUZeeqWp8x9AABcSZNK1phLe09qpwRrL1SlMY2O1NKL/jo5Vrly5UzyVSda0tq0+ljjNr3grr1AtXODXqDWmFOTctq7Vuu76hwKOjGYu9Ah/tqbWC+46+fQhJkOy9f2am9jvcDviphYy37pBMG2rIk66/LMxK5aakBjfR1VpvG19ljWz3vw4EFTN9ZKk8Q6+kxjZz121gnorLS3svYetc7lkdntZvaz6nZ0lJ3G95qo1PZbS1lktTyCfo/1psdRafytr9djpMdX9492vtCLCfqe2iPVylqPWdfRcwmttasTEFt7z9rTbVp7s+qEczrSS7/nes6iE0BrLK/nivq7YduTWUdm2pbEs6fHUV+n762/b3qOqecM2pNZy5jYjujTRL5+Xj3X1P2vkwjqd1ePJ71q4QqJcYmm9mxKgnbL5QStlj2wp3VltYyBSdDW/S9By2RgcDWStl5C/9hq8k8TeNor8ujRo6bGldat0kkWHnvsMbOe9gTVBKEmJHW9Fi1amD+k/fv3d0m7NZF44MABcxVXh49rDScNsDKq06r0CrMGL9ZEqAatOhuwzsartco0gNXgR4PHa6WBiA4j00nYbGltKE2MW2kwrckwDbId0avYGrxaaRCtQ5P0mGiCWq/m61ArDTSVBuWaaNchXfo6DVY16NLAyjaZrb1nNUDLaAiW/oHRYEnbqPtHA2rtvaEnLnrMdb9baUCngba+v57c6HdHvyNaSkO/S8g8Z9UAc6ZtJ7fJM0uekeUHL89AHeIfYhK1mrAtHJS1iToAAMguOsLHOnxbE1yaxNML0NaRRRovrlq1ykwQq5O/aqJIezdqYsvaO1TjSb34rJ0ZNOGrtWI1JtQJnDR21MSwxpsaj9nGdK6k8aB2ptDPpRfZtY2azNM6pxn1vsyJmPhqMhO7aikHPbba07lVq1YmsafPaTxrO1JNE+1aVzizMrtdTVYOHDgww+OtiUX9TunEylo2QEvKadLyWmnHGC3HYaXnXUp71GpbNPGpCV296cUGR7Gkfh7dJ1c7N7JlTVzr912/R9obWj+XfamI7777LsP6uUqTulouRM8htCzFiRMnzHdMOwRZa09b6bmM3vSigSaWtUTGsmXLTE9iILtpIvbktpNyfPPxlAStJmy1Z629gPwBUrpBaXMrdXMpKVWvlClt4BeQ9uIY4Go+FnfMLmQj63BwDQbsh1Tp8BC9KqhXKa82mVSamrYREWZ7riiP4E0yuy91iJxeYdfhcXqFPTfSQEh7AGj5A3f9bl7r75Q70qBZey5oIG9fp86W/pOqJ0jWYYd6spimPEJUlHbZvnw/MlJrKGRbu49FHJPRK0bLF9u+EItYJMAvQB5v8rgMDx0uxUPSr/3nDvsSmcP+dB72pfNk577MKJbLTbIjpoVz5GT8RUx8dZrw1ESy1pvNqKyYO8bS2UU7a2iSWycpy6hUmqs5898y/sZ7j/i4ePlx6o9yQ94bTHL22B/HJPzPcIcJWi1vYJKzDUpJmYZlzH2tR+vjS+9Zd+Auv5dRUVEpo6kdnr9ng8zGs/S0hUfSK8jaq8C2B2tuop9br5in17sXrj0xsCZsdaiidXK/VDTob9nyv/vZIDI+Ut7+/W15Z907Ep1wuXfGPXXukfGtx0ulQv8NjQMAAJ4rt8fEmaE9rTVBmdWErTfTHrP6vXHnhC1gFXkyUo5tOCZH/zgqxzccl2Mbj5katLsk9SR5wcWDpWzjsiZBa+1JW7BCQcobwKORtIXHys2Blw4F03pncG86LNBhkKAzUdvM7utM2tN39s7Z8vTip+XYpWNmWbPyzWRCuwnStFzGk2cAAADPk5tj4szQUhhZrW/r7ewneAPcRVJCkpkc7MjvR+TouqOmF+3FI2lLpvgE+EjZRmWl3C3lpGyTslKuaTkpWJEELbwPSVsAyCY5HTTsPbtXhv4yVJbsX2IeVy5UWd5q+5bcVfMuAhgAAAAAbiX2Qqz8u+5f+ff3f+XImiOmR21ijN1EYT4ixWsVN8nZsk3LSsmbS8rmfzdL526dKXUBr0fSFgA8XExCjIxfM17e/P1NiU+KN3VrR4SOkBFhIyTIP8jVzQMAAACQy+mIwIuHL5petJqg1UStThYmlrR1aMs3Ky/lmpUzPWm1Fm1ggcBUdVB9TtAhBbkDSVsAcEIAYp3VV4uYX5WuU+lKXdlDh65rIjLtVfvI/Efk4IWD5nH7qu3lg44fSLWi1a55mwAAAABwvedIZ3adkUMrD8nhlYdNovbS8Utp1itctbBUCKsg5UPLS4XQClKsRjEmCgOuIGkLANcZjISFhcnatWuz9sLrnDDkQuwFeWbxMzJt2zTzuGz+sjKxw0RKIQAAAABwyXnR2d1nTZL20IpD5mfUqdQdWnzz+JoJwkyCVhO1zcpLvlL5XNZmwN2RtAWA66A9bB0lbENDQyU4ODhb3nP+nvny8PyH5fil4+IjPjK0yVB5vdXrkj8wf7a8HwAAAACkSdLusUvShqdO0ubJm8ckZiu2rCgVW1Q0dWn9g6lDC2QWSVsAcJLw8HAJuVLqQBO2zu7xejb6rDy56En5Zsc35nG1ItVkWvdpElYhzKnvAwAAAAD2tLzB/qX75cDSA3Jw+UGJPBGZ6nm/QD+TpK10WyVz04nD8gSSdgKuFb89AOAkmrC1Jm2dbcGeBfLATw9IeFS4+Pr4yrBbhskrt7/CRGMAAAAAskV8VLwc/u1wSqL29N+n0yZpby0vFW+raJK05ZqWM71rATgHv00A4MZiEmLkuaXPyaSNk8zjWsVrybRu06RpuaaubhoAAAAAL5KclCwntpwwCVq9Hfn9iCQnJP+3go9ImUZlpErbKlKlTRWTsCVJC2Qf32zcNnLQwIEDpUePHqmWzZ49W/LmzSvvvvuueXz69Gl59NFHpUKFChIYGCilSpWS9u3by++//56tbZs1a5bUqFHDtKVu3bqycOHCDNc/efKk9OvXT6pXry6+vr7y1FNPpVnn77//lrvuuksqVapkhqBPnDjR4baOHTsm9957rxQtWlSCgoLM+2/atMlpnw25r25TVFRUmlt22XZymzT8tGFKwvappk/J5oc2k7AFAHglb4pn161bJ82bN0+JQfW17733Xqp1Pv74Y7npppukQIEC5nbrrbfKL7/8kvL8oUOHTJzr6KbtAQBn0MnCtn2xTWb3ni3vlHhHpjaZKstHLTc1ajVhW7BiQWkwuIH0nNlTnjv9nAzeMFhav95aKt9emYQtkM34DfNSU6dOlSFDhsjkyZNl0KBBZpkmOePj4+WLL76QKlWqmPqby5Ytk7Nnz2ZbO3SCpj59+sj48eOlS5cu8u2335pgfMuWLVKnTh2Hr9E2Fi9eXEaPHp0muLWd/Ek/w9133y1PP/20w3XOnz9vJoO6/fbbTQCs29y7d68ULlzYqZ8RuSdhO3LkSNm1a9f1b8zXV6RRo//u20m2JMt7696TkctGSkJygpTKV0q+6PGFtKva7vrfGwAAD+HJ8ayWS3rsscekfv365v6aNWvk4YcfNvcfeughs065cuXkjTfekGrVqpk4Qz9T9+7dZevWrVK7dm0pX768nDhxItV2P/30U3n77belY8eO2fZ5AXg3S7LF9Kbds2CP7F2wV45vOi5i+e/5wAKBUrlV5cu9adtWkSI3FHH6XB0AMoekrRd66623ZOzYsfL999/LHXfcYZZduHBBVq9eLStXrpSWLVuaZRUrVpQmTZpka1vef/996dChgzz33HPm8auvvipLly6VDz/80ATgjmjPCe05q71sp02b5nCdxo0bm5saMWKEw3XefPNNE+x+/vnnKcsqV67shE+F3EgvFGSUsNULBDr5WKYEBYls3OjwqVNRp6TfnH7y64FfzePuN3aXqd2mSrHgYtfWcAAAPJCnx7PagzYsLMzEs0pHh82ZM8e035q07dq1a6rXvP7666b37fr1603S1s/Pz/QktvXjjz9Kr169JF++fNn0aQF4o9iLsabcgSZp9/6yV6LCU48WLN2gtFTrXE1u6HCDlG1SVnzzMCgbcAckbTMroyHQ9ledMlpXAzdN2Fxt3WuczGj48OHy0Ucfyfz586V169YpyzWw09vcuXPllltuMcPJMuObb74xvQIyor1YdfhXekPDhg0blmqZDmHTdmS3n376ybyX9sb97bffpGzZsqbHw+DBg7P9veHdtFeP/YRjmrC93ivQa46skd6ze8vxS8cl2D9Y3mv/ngxuMJgr2wAA58goRvXzE8mbN3PrEs9mOZ7V3rPaY/e1115z+HxSUpIpeaBll7RMgiObN2+Wbdu2yaRJl8smAUBGzu45K7t/2m0StUfWHJHkxP9q0wbkC5Cq7arKDZ1ukGodq0n+Mvld2lYAjpG0zawMrmb76PCkb7/9b0GJEtotz/HK2itg5cr/HleqJHLmTNr1LDbjEzJJg8158+aZIWKtWrVK9VyePHlk+vTpJmGpPQIaNGhgeijcc889pidAerp16yZNm2ZcP1OToRnVpy1ZsmSqZfpYl2e3AwcOmN4KGmS/8MILsnHjRnniiSckICBABgwYkO3vD++lCVv7pO310CGRE9ZNkOG/DpckS5LULFZTZveabSYdAwDAaTLqndmpk8iCBf89Jp51SjyrJRC0Dm9iYqK89NJL8uCDD6Z6fseOHSZJGxsbaxLS2pO2Vi3Hf/8/++wzqVmzpjRr1uyq7wsgd5Y90FIHu+buMrcz/6T+d7nojUVNb9pqnapJxeYVxS/Az2VtBZA5JG29iAarZ86cMUPJdJiY/bAprQHWuXNnMyxLh11pUKxDz7RemE784Ej+/PnNzRMlJydLo0aNZNy4cebxzTffLH/99ZcJ8knawqX0JPjKCdmFLWtl0NIhMnfX5d46fev2lU+6fCL5Ahj2CADIfbwtntV2RkZGmrZqSa8bbrjB1Me1uvHGG03v2YsXL5pJ1zRG1RFi9onbmJgYU0v3xRdfdMGnAOCukuKT5NBvh2TXj7tk97zdcun4pZTntMRBpdsrSfUu1U2ytkjVIi5tK4CsI2mbWZGR6T5l0aHL8fH/LTh1Kv3t2E86dOiQOIv2ENBgTyfe0rpbGsTaB6g6423btm3NTYM+vdqvQXF6Qe71DifTOlw6lNyWPravz5UdSpcunSbg1d4JP/zwQ7a/Nzyb9nzVGra2dLiiE99A5PBhc7f5Z2HyV/RBCfALkIntJ8ojjR6hHAIAIMfjWVMewRbxrFPiWet8CnXr1jWv0d62tklbHQGmiVzVsGFDMzJMa+h+8sknqbaj+0Rjk/79+1/1PQF4t/jIeFOXdvfc3WYysbiLcanKHmhP2ht73GjKHuQtZFP2BoDHIWmbWRkNhU5OTp20zcqwaScOsbZOxqBX562B7qJFizLsWaBJzYzqcV3vcDId7qXD25566qmUZTpxQ3q1upxJJ4bavXt3qmV79uwx+wjIKGGrE4do3bmccODCQalYvKIph9CoTKMceU8AQC6VXTEq8WymR4HFxcVd0zpaGkE/R/HixbP0ngC8J1G7Z/4e+Xvm37Lvl32SGJuY8lxIyRC5sfuNUqNHDancqrLkCSTNA3gLfpu9UPny5c2suhro6iQJGugmJCSYCbnuv/9+M+xMA99NmzaZ4WTdu3dPd1vXO5zsySefNLXG3n33XTOUTWcA1vf99NNPU9YZOXKkHDt2TL788suUZTpMTGfb1eFkWgdMH2tPBGvP2fj4eNm5c2fKfX29rqND6Ky9FZ5++mlT80vLI+gsuxs2bDDva/vegD3txZJRwla/Uzrp2LVKtiTLuN9ek9FXHreu3Eqm95slRYIYrgQAgLfEs1OmTJHq1aunxK6rVq2Sd955x8yvYPuajh07SoUKFeTSpUum/IF+5sWLF6d6/3379pnXL1y48Jo/AwAPTdQu2CM7Z+6UvQv3pkrUFrmhiNS4s4ZJ1JZrWk58fBmpB3gjkrZeSic9sA90tYfBe++9J/v37zdBrwbDOpGDTtKVXTTBpQHo6NGjzftUq1bN9ISoU6dOyjonTpyQI0eOpHqdDg+znSlXt6G9Lg5dGX53/PhxU6PWSoNgvWlArZ9bNW7c2EzmoAHxK6+8YoanTZw4Ufr165dtnxfeRYcxWicc098ZPYm64447rrl8QWR8pAyYO0Dm/DNHXnxJZNgtw2RO2zcljy//FAMA4E3xrI7cGTVqlBw8eNBMoFa1alV58803U5VpOHXqlCl3oK8tWLCgSURrrKFlH2xNmzbN7It27dpl22cE4GaJ2llXErUxqRO1tXrVktq9akvJm0pSUg3IBXwsGlHkIhERESYo0mL/BQoUSPWcztqqgZUm97RWVmbpMCbdrm5Pe4fi2rEvvWt/XuvvlCtp7VrrpCfa09s2aas9XDp16iT+/v5Z3u6hC4ek+/fdZXv4dlO/VicbG1jfce09b3e9+xKpsT+dh33pGfsyo1guN8mOmBbeEX/BeTiWruXMf8vc+W98YlyiKXmw49sdpgRCmkTt3VcStfVI1Lr7sYRnHsuodHIA2Smz8SzduwAgm639d61J2J6JPiMlQ0rKnN5zpFn5Zq5uFgAAAAAXsCRb5MiaI7L9m+2mV23s+diU5wpXLWyStJqsLVW/FIlaIBcjaQsAV+jAA73K5kw/7PxB+s3pJ3FJcdKgdAOZ23uulC9Y3qnvAQAAAMD9nfrrlGz/erv89d1fcvHIxZTl+cvklzp96phb6QalSdQCMEjaAsCVhG1YWFiGk5Bl1cT1E2XY4mFiEYt0rd5VvrvrOwkJyP6hFgAAAADcw8V/L5ok7Y5vdkj49vCU5YEFAqVmz5pyU7+bpGLLiuLrRwkOAKmRtAUAEYmOjk6VsA0NDZXg4OBr2layJVmeWfyMTPxjonn8WKPH5H8d/yd+vn5Oay8AAAAA95QQkyC75u6SbdO2yYFlB0SuzCTk6+8r1TtXl7r96kr1LtUlT15SMgDSx78QDuSyudmAbOOpv0vh4eFSvHjxaxqWFJMQI/f9eJ/88M8P5vGbbd6U55o9xxAnAECO89S/wwDgif+GaXuPbzouW6dtNT1r4y7GpTxXsUVFqXtvXanVs5YEFQ5yaTsBeA6Stjass9Vpj7ugIP4hBa6X/i4pT5vVU2eLvJYk6/mY89L1u67y+7+/S4BfgEzvPl361O2TLW0EACA9xLQAvIGnnEtEhkeaOrXbPt8mp/8+nbK8YMWCUn9gfak3oJ4UrlzYpW0E4JlI2trw8/OTQoUKyalTp8xjHRqdmcRNcnKyxMfHS2xsrPj6UofmerAvvWN/6lVmDbL0d0l/p/R3y9udjDwp7b9uL9vDt0uhvIXMhGMtK7V0dbMAALnQtca0cA7iWe/BsXQNTziXSEpIkr0L95pE7d4FeyU5Mdks13IHNe+qKfUH1ZfKt1cWH1/+7QVw7Uja2ilVqpT5aQ1yM/tHJSYmxvRkICC+PuxL79qfGmRZf6fcfT9FRUVd8+sPXzgsbb5qI/vO7ZNS+UrJknuXSN2SdZ3aRgAAsjumhXfEX3AejqVrueO5xMUjF2XL1C3mFnkiMmV52aZlTaK2zj11JG/BvC5tIwDv4fKk7aRJk+Ttt9+WkydPSr169eSDDz6QJk2apLv+xIkT5eOPP5YjR45IsWLFpGfPnjJ+/HjJm9c5/zDqH+PSpUtLiRIlJCEhIVOv0fVWrVolLVq0cPuhG+6Ofek9+1Pfzx2vijsKxsPCwlJNQpYVu87skrZftZWjEUelcqHKsvS+pVK1SFWntxMAgOyOaeEcxLPeg2PpOu50LpGclCz7Fu2TzZM3m961luTLtXZDSoTITf1vkpsH3SzFaxV3dTMBeCGXJm1nzJghw4YNk8mTJ0vTpk1NQrZ9+/aye/duE2Da+/bbb2XEiBEybdo0adasmezZs0cGDhxogtIJEyY4tW36ByKzfyR0vcTERJM45o/59WFfOhf78+p06JVtwjY0NNQMI82MLSe2mJIIZ6LPSK3itUwP27IFymZjawEAyL6YFs5B/OU9OJa526UTl2TrZ1tly5QtpoetVeVWlaXhIw2lRvca4hfAv68AvDRpq4nWwYMHy6BBg8xjTd4uWLDAJGU1OWtPEyuaUOnbt695XKlSJenTp4/88ccfOd52AN4nPDxcihcvnqnhb6sPr5Yu33WRiLgIaVSmkfzS7xcpFlwsR9oJAAAAwPm0F+3B5Qdl0+RNsnve7pRatUFFgkz5g4YPNZSi1Yu6upkAcgmXJW21oPvmzZtl5MiRKcu0uHubNm1k3bp1Dl+jvWu//vpr2bBhgymhcODAAVm4cKHcd9996b5PXFycuVlFRESkDHVx1lAx63YYenb92JfOxf68Ott9ExAQYHpTZLSe/vzt8G/SfWZ3iU6IlhYVWsicu+dIAf8C7OdM4nvpXOxP52Ffesa+5PgAAJwtLiJOtn2xTTZ8sEHO7T2Xsrx8aHlp9EgjqdWzlplkDAByksv+1Tlz5owkJSVJyZIlUy3Xx7t27XL4Gu1hq6/T+pNah1KTK4888oi88MIL6b6P1rt9+eWX0yxfsmRJpodAZ9bSpUudur3cjH3pXOzP9OlswFaLFy++an3sd+e8K68deE3iLfHSIH8DGVJoiKxZtiYHWup9+F46F/vTediX7r0vtawNAADOcHbPWdnw4QbZ9vk2iY+MN8sCCwSaWrWNHm4kJeqkLdsIADnFoy4VrVy5UsaNGycfffSRqYG7b98+efLJJ+XVV1+VF1980eFrtCev1s217Wlbvnx5adeunRQoUMBpPT70pKRt27bUOrpO7EvnYn86phd9rCf9UVFRKcu1pnZISEi6+/KdOe/IG4ffMAnbDlU7yMy7ZkrePMwOm1V8L52L/ek87EvP2JfWUVMAAFxrCYT9S/bLH//7Q/b9si9lebEaxaTJE02k3n31JCBfgEvbCAAuTdoWK1bMFHbXGpK29HGpUqUcvkYTs1oK4cEHHzSP69ataxIuDz30kIwaNcqUV7AXGBhobvb0BMLZJxHZsc3cin3pXOzP1Alb7a1vO/lYZvbT8oPL5fUDr5uEbadqnWROrzkSmCftvy3IPL6XzsX+dB72pfNkV7wFAEBWJcUkyaaPNsnmjzabHraGj0j1LtWlyeNNpEqbKpma2wIAvD5pq7UjGzZsKMuWLZMePXqYZcnJyebx0KFDHb5Ge8bZJ2ats+FqIgYArkb/HXGUsNVJDtMrmfLrgV+lx6welxO2N5CwBQAAADxFxNEIWffeOvl78t+yI3pHSgmEmx+4WRoPaSxFqhZxdRMBwP3KI2jZggEDBkijRo3MxGITJ040PWcHDRpknu/fv7+ULVvW1KVVXbt2lQkTJsjNN9+cUh5Be9/qcmvyFgAyS3v2W8shaMLW0ZV1Tdh2/a6rxCbGSqMCjWTGnTNI2AIAAABuLnx7uKx7d53s+HaHJCcmm2VFqheRW568Rer1pwQCAPfn0qRt79695fTp0zJmzBg5efKk1K9fXxYtWpQyOdmRI0dS9awdPXq0Saroz2PHjknx4sVNwvb111934acA4Kk0YZteDVu15sga6f59d5Ow7VytswwMGkjCFgDg0KRJk+Ttt982MW29evXkgw8+MJ0S0qOdFT7++GMT72rZsJ49e5qOClebEBMAkD4dgXvg1wOy7p11pm6tVYUWFcSvhZ/cM/oeCQgkWQvAM7h8IjIthZBeOQSdeMxWnjx5ZOzYseYGANlpy4kt0vnbzhKdEC3tq7aX7+/4XpYtWebqZgEA3NCMGTPMCLLJkyeb0WCakNXJLXfv3i0lSqSdefzbb7+VESNGyLRp06RZs2ayZ88eGThwoOmcoKPKAABZk5SQJH/P+FvWvrNWwv+8PG+Oj6+P1Lq7ltz6zK1Son4JWbhwoVkGAJ7C5UlbAMjJK+9aguVqdp7eKe2+aicRcRHSomILmdN7jvgLE98AABzTROvgwYNTSnxp8nbBggUmKavJWXtaW11rqfft29c8rlSpkvTp00f++OOPHG87kNkYSucFyG0SEhIkNjbWxI9MguieEqITZMf0HbLx/Y1y6dgls8w/xF/qDqgrDR5rIIUqFTLL9BhyLL0Dv5few12OZVQmcgSuQtIWQK452QgLC3M4CZmt/ef2S5sv28jZmLPSuExj+bnPzxLsH2z+oAAAYC8+Pl42b94sI0eOTFmm5b3atGkj69atc/ga7V379ddfy4YNG0wJhQMHDpgeYPfdd1+67xMXF2duVhEREean/n3ib5R7sR4PbzkuGkPddttt6X6fAVcIlEBpLI3lVrlVQuRyubNLckn+kD9kc9RmifkoRuQjV7cSgKdJyKG4KrPvQdIWQK6gvUNsE7baw0knH7N1NOKotP6ytZyIPCF1StSRX/r9IgUCC7igtQAAT3HmzBlJSkpKmZPBSh/v2rXL4Wu0h62+Ti8makIsMTFRHnnkEXnhhRfSfR+td/vyyy+nWb5kyZI0f8/gHpYuXSreIOHCBVl7JWGrqbHc198W7iRYguUWuUWaSBPJK5drgJ+X87JG1sif8qckSqKrmwjAQ9WsWdOUaXU0QbmzZXb0CklbALlOeHi4mcjQ9h/j01GnTQ/bwxcPyw1FbpCl9y2VosFFXdpOAIB30hOCcePGyUcffWRq4O7bt0+efPJJefXVV+XFF190+Brtyat1c2172pYvX17atWsnBQpwgdGdaO8ZTdi2bdvWK4buRp06lXJ/7549Ely8uOSmY7l8+XJp1aqVVxxLTxZ5PFI2f7hZ/vriL0mMvpyYLVKjiDR+qrFUv6u6+Ob5bwJzRziW3oNj6T3c7VgGBwfnSMLWdsTU1ZC0BZDrhISEpPrHODI+0kw6tvvsbilfoLz8et+vUipfKZe2EQDgGYoVKyZ+fn7mgqAtfVyqlOO/JZqY1VIIDz74oHlct25dU0/toYceklGjRpnyCvYCAwPNzZ6e5LjDiQ7Ea4+N7WcoWLCghBS6XCM0tyQU8ubNK4UKFfKKY+mJLhy6IKvHr5Ztn2+T5IRks6x0w9LSfFRzqdG9RqYnFuNYeg+OpffIzcfSP5Ofl6QtgFwtISlB7p51t2w8vlGKBhU1PWwrFqro6mYBADxEQECANGzYUJYtWyY9evQwy5KTk83joUOHpjskzj4xq4lfpeUSACC3u3jkoqx6fZVsm7ZNkhMvJ2srtqwozV9oLlXaVsmx3nAA4EokbQF4PT0BdjQjpC5/8OcHZdG+RWaysQV9F8iNxW50SRsBAJ5LyxYMGDBAGjVqZCYWmzhxovm7M2jQIPN8//79pWzZsqYureratatMmDBBbr755pTyCNr7Vpdbk7cAkBtd/PeirB63WrZ+tjWlZ60maVuOaSkVwiq4unkAkKNI2gLwapqY1YlebCchsxq5bKR8+eeX4ufjJzN7zpSm5Zq6pI0AAM/Wu3dvOX36tIwZM0ZOnjwp9evXl0WLFqVMTnbkyJFUPWtHjx5teonpz2PHjpk665qwff311134KQDAdSKORpgyCFunbpWk+CSzrHKrynLby7eRrAWQa5G0BeDVdAiqbcI2NDTUFBh/f/378ubvb5plU7tNlc7VO7uwlQAAT6elENIrh6ATj9nKkyePjB071twAIDe7dPySrHljjWz+ZHNKsrbSbZVMsrZiC0qWAcjdSNoCyDV0UhjtzTTz75ny9OKnzbJxrcbJwPoDXd00AAAA9+TnJwuu3L2N8h1wkuiz0SZZu/HDjZIYm2iWVWhewSRrK99e2dXNAwC3QNIWQK4REhIiv//7u/Sf218sYpGhjYfKiLARrm4WAACA+8qbV7pcuRuZN6+LGwNPFx8ZL+vfXy9r31orcRFxZln50PKXk7WtKjPBGADYIGkLINfYf36/9Pi+h8QnxcudNe+UiR0mEhgCAAAA2UxLH2yesllWvbpKosIvTxBcsl5JaT2+tdzQ4QZicgBwgKQtAK+dgEzr2ers3UaQSM85PeVszFlpXKaxfHXHV+LnyxA/AAAAILtYki2y47sdsuLFFXLh4AWzrHCVwnL7a7dLnd51xMeXZC0ApIekLQCvTNiGhYX9NwGZ5mZ7i+w9v1cqFKwgP/X5SYL9g13dTAAAAPcXFSWRNvclJMS17YHHxON7F+6V5S8sl/Dt4WZZvlL5pMWYFtLggQbiF0DnCQC4GpK2ALyO9rBNSdiqrjoNrUj+gPyyoO8CKZWvlCubBwAA4FGsador45eADB3ffFyWPLNEDv922DwOLBgoocNDpekTTSUgJMDVzQMAj0HSFoBXG75wuLy54U3x8/GTWXfPkjol6ri6SQAAAIDXufjvRVk+arls/2q7eZwnbx5p+mRTCX0+VIKKBLm6eQDgcUjaAvBetcUkbNWHnT6U9je0d3WLAAAAAK8SdylOfn/zd1n37jpJjE00y2669yZp9XorKVihoKubBwAei6QtAK+soSWlRaTH5cfDbhkmjzR6xNXNAgAAALxGcmKybJ22VVaMWSFR4ZeLZ1RoXkHaT2gvZRqVcXXzAMDjkbQF4HUJ21va3CJyj4j4i3So0kHeavuWq5sFAAAAeI19i/fJ0meXyqm/TpnHRW4oIm3eaiM1etQQHx8fVzcPALwCSVsAXuV8xHn5u/bfIgVFAi8Fync9vxM/X2anBQAAAK7X2T1nZfHTi2Xvwr3mcd7CeaXl2JbS+NHG4hdAzA0AzkTSFoBX9bJ9+tenRSqISKzIuifWSaGgQq5uFgAAgOfy9ZWVV+429vV1cWPgyrq1q15bJevfWy/JCcni6+8rTYY2kRajWzDJGABkE5K2ALzGBxs+kC//+lIkWURmiVQfXd3VTQIAAPBsQUFy+5W7kUEk53Jjp4gd3+yQpc8vlcgTkWbZDR1vkA4TO0jR6kVd3TwA8GokbQF4hWUHlsmwxcMuP1gqIvtd3SIAAADAcx3ffFx+efwXObruqHlcuGphk6yt1rkadWsBIAeQtAXgsVf9o6Ojzf2DFw7K3bPuliRLkvSq3ktmvjTT1c0DAAAAPFLU6ShZPmq5bJm6RcQi4h/sL81HN5dbh90qeQJJIQBATuFfXAAembANCwuTtWvXiviLyAMiUkpEjorMfI2ELQAAgNNERckpm/sSEuLa9iDbJCcly6aPN8mKF1dI7IVYs6xu37rS5s02UqBcAVc3DwByHZK2ADyO9rA1CVvV+UrCVktszRCRxMuLQ0NDJTg42KXtBAAA8AbFr/yMcnE7kH2Obzou8x+ZLyc2nzCPS9YrKR0/6CgVm1d0ddMAINciaQvAczUSkfoifj5+8vP9P0uLl1qkPKUJW2ptAQAAAOmLvRgry0cvl42TNppSCIEFAqXVuFbS6JFG4uvn6+rmAUCuRtIWgGcqKyIdL999o80b0rHmlQcAAAAArlpu7O+Zf8vipxZL5MnIlFII7d5tJ/lK5XN18wAAJG0BeKLT0adFeomIn0j3at3lmVufcXWTAAAAAI9wbt85WThkoexfst88LlKtiHT+qLNUaVPF1U0DANggaQvAoyQmJ8rA+QNFCorIGZGPH/+YMggAAADAVSTGJcrvb/4uq8etlqS4JPEL9JPmLzSX0OdDJU9eUgMA4G74lxmARxm9fLT8duQ3kfjLE48VeIOZbAEAAICMHFlzRH568Cc5u/useVylbRXpNKmTFK1W1NVNAwCkg6QtAI8xd9dcefP3Ny8/mCdSv2x9M+EYAAAAsomvr2y8creWLxNTeZq4iDj5deSvsumjTeax1qttP7G91O5Vm9FqAODmSNoC8Aj7zu2TAXMHXH6wTkT+Fll9aTXBJgAAQHYKCpImV+5GBgW5uDHIij0L9siCRxZIxNEI8/jmB2+Wdm+3k7yF8rq6aQCATCBpC8DtxSbGSq9ZvSQiLkJuLXurrFuqWVshYQsAAADYiTodJYueXCR/ffeXeVy4SmHpOqWrVG5V2dVNAwBkAUlbAG7v2SXPytaTW6VYcDH5ossXUj25uqubBAAAALgVi8UiO77dYRK2MWdjxMfXR24Zdovc/vLt4h/s7+rmAQCyiKQtALc2e+dsmbRxkrn/1R1fSel8pV3dJAAAgNwjOloO2tyXkBDXtgcOXTxyUeY/Ml/2/bLPPC55U0np9lk3KdOojKubBgC4RiRtAbitA+cPyAM/PWDuDw8dLu2rtpcGDRq4ulkAAAC5h8Uila7cjbJYXNwYOOpdu/WzrbJ42GKJvxQvfgF+0mJMCwl9PlT8/P1c3TwAwHUgaQvALcUlxknv2b1NHdtm5ZvJq7e/KtHR0bJt2zbzfP369SU4ONjVzQQAAABcQicY+3nwz7Jv0eXeteWblTe9a4vVKObqpgEAnICkLQC3NPzX4bLp+CYpElREvr/re/H385d4iU95fvXq1UxEBgAAgFzZu3b7V9vllyd+kbiLceIX6CetXm8ltzx1i/j6+bq6eQAAJyFpC8DtzN01V97/431z/4seX0j5guXTrEPCFgAAALlN5MlImf/wfNn9027zuEzjMtLjix5SvGZxVzcNAOBkJG0BuJVDFw7JoHmDzP1nbn1GulTv4uomAQAAAC7314y/ZOFjCyXmXIz4+vvKbS/dZmrX+uahdy0AeCOStgDcRkJSgvT5oY9ciL0gTcs2lfGtx6cZCgYAAADkJlGno2ThkIWyc9ZO87jUzaVM79qSdUu6umkAgGxE0haA23hp5Uuy/uh6KZS3kHzf83IdW9uEbfPmzV3aPgAAgFzHx0f+vnK3EuWpctyeBXvkp/t/kqhTUaZHbfNRzc3Nz9/P1U0DAGQzkrYA3MJvh36T8Wsu96yd0nWKVCpUKdXz0dHRsm3bNnO/fv36Ehwc7JJ2AgAA5CrBwVLnyt1I4q8ckxCdIEueXSKbPt5kHhevXVzu+PIOKd2gtKubBgDIISRtAbjcuZhzcu+P94pFLHJ//fulZ62eGa6/evVqJiIDAACAVzq++bjM6TdHzu4+ax7f8vQt0npca8mTl9N3AMhN+FcfgEtp2YOH5z8sRyOOSrUi1eT9ju9f9TUkbAEAAOBtkpOS5fe3fpeVY1ZKcmKy5C+TX7pP7y5V21Z1ddMAAC5A0haAS03bOk1m75wteXzzyLd3fSv5AvK5ukkAAACwio6Wv2zuS0iIa9vjpS4cviA/3vejHFl9xDyueVdN6fJJFwkuSkkKAMitSNoCcJk9Z/fIE4ueMPdfb/W6NCrTKMMeuQAAAMhhFovUvnI3ingsW2z/ZrssfGyhxEXESUC+AOn4QUepN6Aeo8sAIJcjaQvAJeKT4qXvD30lOiFaWlVuJc82ezbDhG3z5s1ztH0AAABAdoq9GCsLHl0gf313uS9zuVvLyZ1f3ymFqxR2ddMAAG6ApC0Al3hx+Yuy+cRmKRJURL7s8aX4+vimu250dLRs27bN3K9fv74EM3MxAAAAPNixDcdk9j2z5cLBC+Lj5yMtx7aU5iObi2+e9GNiAEDuQtIWQI5bdmCZvL32bXN/atepUrZA2Uy/dvXq1QwVAwAAgEeyJFtk7btrZfkLy81kY4UqFZK7vrtLyt1SztVNAwC4GZK2AHLUuZhz0n9uf7GIRR5q8JDcUfOOLL2ehC0AAAA8UdSpKJk7YK7sW7TPPK51dy3pOqWr5C2Y19VNAwC4IZePvZg0aZJUqlRJ8ubNK02bNpUNGzZkuP6FCxdkyJAhUrp0aQkMDJTq1avLwoULc6y9AK7PkIVD5Pil41K9aHWZ0H6Cq5sDAAAAZLsDyw7I5HqTTcI2T9480uXTLtJzRk8StgAA9+xpO2PGDBk2bJhMnjzZJGwnTpwo7du3l927d0uJEiXSrB8fHy9t27Y1z82ePVvKli0rhw8flkKFCrmk/QCy5vu/vjc3Px8/+fqOryUkIMThpGNaw9ZWVFRUDrYSAAAAKXx85NCVu8UZ8ZRlWgJh5UsrZfW41SIWkeK1iptkbYk6ac93AQBwm6TthAkTZPDgwTJo0CDzWJO3CxYskGnTpsmIESPSrK/Lz507J2vXrhV/f3+zTHvpAnB/xyKOyaMLHjX3R7cYLY3LNnaYsA0LCzO/4wAAAHADwcFS+crdSCaDzZKLRy7KD31/kH9//9c8bjC4gXSY2EH8gy+fywIA4JZJW+01u3nzZhk5cmTKMl9fX2nTpo2sW7fO4Wt++uknufXWW015hHnz5knx4sWlb9++Mnz4cPHz83P4mri4OHOzioiIMD8TEhLMzRms23HW9nIz9qV37k9Nxg6aO0guxF6QhqUbyvO3PO+wTdqjNqOEbbNmzcwFG1d8HnfZl96Afelc7E/nYV96xr7k+ADwBLt/3m3q18aej5XAAoGmHEKd3nVc3SwAgAdxWdL2zJkzkpSUJCVLlky1XB/v2rXL4WsOHDggy5cvl379+pk6tvv27ZPHHnvMBO9jx451+Jrx48fLyy+/nGb5kiVLJNjJV4qXLl3q1O3lZuxL79qfC08vlKXHlkqAT4AMKjhIli523J7Y2NiU+9OnTze1rm1pHetffvlFcvO+9CbsS+difzoP+9K996V9CR0AcLdyCMtHL5ff3/zdPC7TuIz0/L6nFK5S2NVNAwB4GJeWR8iq5ORkU8/2008/NT1rGzZsKMeOHZO333473aSt9uTVurm2PW3Lly8v7dq1kwIFCjilXZo01pMSrbdrLduAa8O+9L79ufvsbvnqs6/M/TfbvCkPNX4o3XVta9d2795dQkLS1rzNzfvSW7AvnYv96TzsS8/Yl9ZRUwBySEyMpEwVHRMj4kbxmbuJPBkps++ZLYd/O2weN3miibR7u534BTgeFQoAgFsmbYsVK2YSr+Hh4amW6+NSpUo5fE3p0qVN4G9bCqFmzZpy8uRJU24hICAgzWu0Z57e7Ol2nH0SkR3bzK3Yl96xPxOTE+WB+Q9ITGKMtKnSRp649Qnx9fFNd33bNrrrd8Bd2+WJ2JfOxf50Hval82RXvAUgByUni3UmgqjkZBc3xn0d+u2Q/HDPDyZxG5AvQLp91k1q96rt6mYBADxY+tmTbKYJVu0pu2zZslQ9afWx1q11JDQ01JRE0PWs9uzZY5K5jhK2AFxr3OpxsuHYBimUt5B83v3zlISt1rjVXrWObgAAAICnsCRbZM2ba+TLVl+ahG2JOiVk8KbBJGwBAJ6btFVatmDKlCnyxRdfyD///COPPvqoSdoMGjTIPN+/f/9UE5Xp8+fOnZMnn3zSJGsXLFgg48aNMxOTAXAvm45vkld+e8Xcn9RpkpQrUC4lYRsWFib58uVLc7OvcQ0AAAC4q5jzMfJ9j+9l2YhlJnlbr389efCPB6XYjcVc3TQAgBdwaU3b3r17y+nTp2XMmDGmxEH9+vVl0aJFKYmbI0eOiK/vf3llrUW7ePFiefrpp+Wmm26SsmXLmgTu8OHDXfgpANiLSYiR+368T5IsSdKrdi/pU6dPqglk1q5dm+HrtVe9sycKBAAAAJzl+ObjMqvnLLlw6IL4BfpJxw86SoMHG4iPj4+rmwYA8BIun4hs6NCh5ubIypUr0yzT0gnr16/PgZYBuFYjfh0hu87sktL5SsvHnT9ON3jVGtaOJhvThC0BLwAAANzRlqlbZOGQhZIUnySFqxSWu2ffLaVvLu3qZgEAvIzLk7YAvMvKQyvlfxv+Z+5P6z5NigQVSXddTdg6StoCAAAA7iYxLlF+eeIX2fLpFvP4xu43So/pPSRvobyubhoAwAuRtAXgNJHxkXL/vPvN/YcaPCQdbujg6iYBAADgOp2+8jM3F6+KOBZhyiEcXX9UxEek1eutJGxEGKPDAADZhqQtgCzRicS0Lq0jw34dJgcvHJTy+cvLS6EvmYkF7TlaBgAAADcVEiIlrtyNzKUjpP79/V+Zc88ciQqPMr1q7/ruLrmhww2ubhYAwMuRtAWQpYRtWFiY44nEKovIgMt3/530r5R5pkyOtw8AAABwZux7euFp+WbaN5KcmCwl6paQ3j/2liJV0y//BQCAs5C0BZBp2sPWYcI2QES6X7m/UUQOXH1boaGhZsIxAAAAwN0kxCTI/Ifny7GvjpnHde6pI12ndpWAEA18AQDIfiRtAVyT8PDwlEnEnlz6pHz252dSsUBFWf/VeskfkP+qr9eELTXAAAAA3FxMjKywua/lErzdhcMXZOadM+XElhMiviKtx7eW0OdCiV0BADmKpC2Aa6IJW739euBXk7BVn/f4XEoVLuXqpgEAAMBZkpPltit3o5KTxdsdXHFQZveaLdFnoiWoaJCUeaKMNH26KQlbAECO8835twTgLSLiIuSBnx4w94c0HiK3V77d1U0CAMAlJk2aJJUqVZK8efNK06ZNZcOGDRmuf+HCBRkyZIiULl1aAgMDpXr16rJw4cIcay+AtDZ+tFG+avuVSdiWurmU3L/+fslf7+ojyAAAyA70tAWQ6YkYoqKiUi17bslzcuTiEalcqLK80eYNl7UNAABXmjFjhgwbNkwmT55sErYTJ06U9u3by+7du6VEiRJp1o+Pj5e2bdua52bPni1ly5aVw4cPS6FChVzSfiC3S0pIkl+e+EU2T95sHtftW9fUrzVny3+7unUAgNyKpC2ATCVsw8LCUk1CtuzQMvl0y6fm/rTu0yRfQD4XthAAANeZMGGCDB48WAYNGmQea/J2wYIFMm3aNBkxYkSa9XX5uXPnzN9Vf39/s0x76QKZjct0cticohftvbmKbfTZaJnVc5YcWnlIxEek9bjWEjr8cv3ahIQEVzcPAJCLkbQFcFV6YmCbsG3asqkMXTLU3H+8yeNyWyVrpTMAAHIX7TW7efNmGTlyZMoyX19fadOmjaxbt87ha3766Se59dZbTXmEefPmSfHixaVv374yfPhw8fPzc/iauLg4c7OKiIgwPzWpRGLJvViPR3YcF03Y3nbbbel+t7JDsCZur9z3tu/b6b9Py6w7Z8mFgxckIF+AdP+yu1TrUk0SExOz/VgiZ3EsvQfH0nvk5mOZkMnPTNIWQJaEh4fLyPUj5Y+tf0jVwlVlfOvxrm4SAAAuc+bMGUlKSpKSJUumWq6Pd+3a5fA1Bw4ckOXLl0u/fv1MHdt9+/bJY489ZgL4sWPHOnzN+PHj5eWXX06zfMmSJRIcrGk1uJulS5c6fZuxsbE5mrC1t3r1akkOChJvcHHDRTk84bAkxyZLQMkAqTyqsuz13St7F+7NkWMJ1+BYeg+OpffIjccyOpMjZrKUtO3fv7+ZZCF//svF2P/880+pVatWyrAuAN5v7am1Mm3rNPERH/m8++cSEuDNA+YAAN7GHeLZ5ORkU8/2008/NT1rGzZsKMeOHZO333473aSt9uTVurm2PW3Lly8v7dq1kwIFCuRY23F1mnzXE1CtW+zs75Xt/AJHjx6VkJAciMOiosRSvbq526FDB5GceM9spL2V17+zXraN3yZiEanQsoLc+d2dElwsOEePJXIWx9J7cCy9R24+lhFXRkw5NWn7zTffyDvvvJMS5DZv3ly2bdsmVapUubZWAvAsgZJSFuGJpk9I84rNXd0iAADElfFssWLFTOJVR6LY0selSpVy+JrSpUubkxPbUgg1a9aUkydPmnILAQEBaV4TGBhobvZ0O7ntRMdTZMexsd2eTlyXI0lbnSDvSrLY079pibGJ8vODP8uOb3aYxw0faSgd/9dR/PwdlyWx4vfMe3AsvQfH0nvkxmPpn8nP65vVq5IZPQbgXfR3XHt0pPTqaCty7NIxUxZhXOtxrm4eAABZ5ux4VhOs2lN22bJlqXrS6mOtW+tIaGioKYmg61nt2bPHJHMdJWwBXL/I8EiZftt0k7D18fORTh91ki4fd7lqwhYAAFfJUtIWQO6hJ7FhYWGSL1++y3X6dFLrRpefm9ptqgT7Uz8PAAClZQumTJkiX3zxhfzzzz/y6KOPmguegwYNSinJYDtRmT5/7tw5efLJJ02ydsGCBTJu3DgzMRkA5zv19ymZ2nSqHPvjmOQtnFfuW3KfNH60saubBQCAcyci27lzpxm6ZU3q6AQLkZGRqda56aabsrpZAG5YGHvt2rWXH2jP/W6X7z7U8CG5rdJtLm0bAADXw9nxbO/eveX06dMyZswYs9369evLokWLUiYnO3LkiPj6/tdXQmvRLl68WJ5++mnzPmXLljUJ3OHDhzvtMwJOExsrctddl+//8INI3rziSfYv2S+z7p4lcRFxUqRaEem7oK8UrVbU1c0CAMD5SdvWrVunGkbWpUsX89PHx8cs1586gy4A7/HYzMfkoz8/knIFysnbbd92dXMAALgu2RHPDh061NwcWblyZZplWjph/fr1WW47kOP0d2Hhwv/ue5BNn2yShUMWiiXJIhVbVJRec3pJcFFGiwEAvDBpe/DgwexrCQD3VEZk8vbJ5u7kzpOlQCAzVAMAPBfxLOD9kpOS5dfhv8q6d9eZxzfdd5N0ndJV8gRmuc8SAAAuk6W/WhUrVsy+lgBwPzovQ3eRZEuy9K3bVzpX7+zqFgEAcF2IZwHvFh8VLz/e+6PsmrvLPL791dul+ajmpgc9AACe5JouNe7du1fmzZsnhw4dMn/8KleuLD169JAqVao4v4UAXCdMREqKFA0qKu93eN/VrQEAwGmIZwHvc+n4Jfmu23dyYvMJ8Qv0k+6fd5e6feq6ulkAAORM0nb8+PFmkoXk5GQpUaKEqfulEy+MGDHCzHr77LPPXltLALiVnWd2irS4fP+d1u9IseBirm4SAABOQTwLeJ+Tf56U77p8JxFHIyS4WLD0nttbKoRWcHWzAAC4Zv9NY5sJK1askNGjR8uoUaPkzJkzcuLECTNDrjXI1duqVauuvTUA3EJScpIMWTzkcnmE3SI9b+zp6iYBAOAUxLOA99m7cK98Hva5SdgWq1FMHlj/AAlbAEDu6mk7efJkefDBB+Wll15KtbxIkSLyyiuvmID3448/lhYtrnTPA+CR/vfH/2TjiY0isSIy//Js2gAAeAPiWcC7bPpkkyx8bKFYki1SuVVluXv23RJUOMjVzQIAIGd72m7YsEHuu+++dJ/X59avX3/9rQLgMgfOH5BRy0ddfrBEi4O5ukUAADgP8SyQRSEhIhbL5ZvedxNa1mTZqGWy4JEFJmFbf1B96fdLPxK2AIDcmbQNDw+XSpUqpfu8TuCgvRMAeCYNfgf/PFhiEmOkRfkWIltc3SIAAJyLeBbwfEnxSTJv4DxZM26NedxybEvp9lk38QvQ2l4AAOTC8gixsbESEBCQ7vP+/v4SHx/vjHYByMFEbXR0tLk/fft0WX5wuQTlCZK3m78tTaWpq5sHAIBTEc8Cni0uIk5m3jVTDvx6QHz8fKTLJ12kwQMNXN0sAABcm7RVU6dOlXz58jl87tIlxlEDnpawDQsLk7Vr14rkF5EhIpJXJGZBjDQdTcIWAOCdiGeBLIiN1bohl+9/9ZVI3rwua8ql45fkm07fSPif4eIf4i93z7pbqnWs5rL2AADgNknbChUqyJQpU666DgDPoD1sTcJWdb6csJWjImJTyi80NFSCg4Nd1kYAAJyJeBbIoqQkkdmzL9+fPt1lzTi987R83eFrifg3QkJKhEjfBX2lTKMyLmsPAABulbQ9dOhQ9rUEgOvUFpEaIv6+/rJm1BqpPVEXXKYJWx8fH5c2DwAAZyGeBTzP4VWH5fvu30vshVgpWr2omXCscJXCrm4WAADuMxHZ8uXLpVatWhIREZHmuYsXL0rt2rVl9erVzmwfgOymnWg7Xb47qvkoaVKpiYSEhKTcSNgCALwJ8SzgWf6e+bd81fYrk7Atd2s5uf/3+0nYAgByhSwlbSdOnCiDBw+WAgUKpHmuYMGC8vDDD8uECROc2T4A2a29iISI1CpWS0Y2H+nq1gAAkK2IZwHPse69dTK792xJik+SGnfUkP7L+ktwMcp2AQByhywlbf/880/p0KFDus+3a9dONm/e7Ix2AcgBi/YvEqknIskiH7X/SAL80p9NGwAAb0A8C7g/S7JFljy7RJYMW2IeNx7a2Ew65h/k7+qmAQDgnknb8PBw8fdP/w9lnjx55PTp085oF4BsdjH2ovT5ps/lB+tFGpVu5OomAQCQ7YhnAfeWlJAk8wbNk3XvrjOP27zZRjr+r6P4+mXp1BUAAI+Xpb98ZcuWlb/++ivd57dv3y6lS5d2RrsAZLNnFz0rCcEJIudEbjp7k5lwDAAAb0c8C7ivhOgEmXHHDPnzyz/Fx89Huk/vLqHPhzLHAgAgV8pS0rZTp07y4osvSmxsbJrnYmJiZOzYsdKlSxdntg9ANlh1eJVM/XPq5Qc/ify+8neCYQBArkA8C2SRXtiPjLx8y8aL/DHnYuTLNl/K3gV7JU9QHrln7j1Sf0D9bHs/AADcXZ6srDx69GiZM2eOVK9eXYYOHSo33nijWb5r1y6ZNGmSJCUlyahRo7KrrQCcICYhRh786cHLDzaJyCEhYQsAyDWIZ4Es0jgxJCRb3yLiaIR83f5rOb3ztOQtlFf6zO8jFUIrZOt7AgDgVUnbkiVLytq1a+XRRx+VkSNHisViMcs14dO+fXsT6Oo6ANzXSytfkr3n9kqZfGXk+NLjrm4OAAA5ingWcC9ndp0xCduLRy5K/jL55d7F90qJOiVc3SwAAFwuS0lbVbFiRVm4cKGcP39e9u3bZwLdatWqSeHChbOnhQCcZtPxTfLOunfM/TeavyH94/q7ukkAAOQ44lkgC+LiRB5++PL9Tz4RCQx02qaPbTgm33T6RmLOxkjR6kXl3iX3SqGKhZy2fQAAclXS1kqD2saNGzu3NQCyTXxSvDzw0wOSbEkW2SHS/yUStgCA3I14FsiExESRL764fH/SJKclbfcv2S8z7pwhCVEJUqZRGem7sK+EFM/eMgwAAOSKpC0Az/LW72/J9vDtIlEi8st/y0NDQyU4GyeVAAAAAGzt+G6HzB0wV5ITkqVKmyrSa04vCczvvB68AAB4A5K2QC6w8/ROeXXVq5cfaMI2WiQ8PFxCQkJMwpaJyAAAAJATNkzaIL88/ouIRaR279pyx5d3iF+An6ubBQCA2/F1dQMAZK8kS5I8vPBhUx6hY5WOIn9dXq4JW72RsAUAAEB209rRq15fJb8MvZywbTyksdz17V0kbAEASAdJW8DLLTyzUP449ofkD8gvE9tOdHVzAAAAkAsTtr8O/1VWjF5hHrcY00I6ftBRfHzpPAAAQHoojwB4sYMXDsrXJ742999q+5YU8mU2XgAAAOSc5KRkWfDYAtny6RbzuN277eTWYbe6ulkAALg9etoCXtyj4bGFj0lccpy0rNBSvnzySylZsqSrmwUAAIBcIikhSX6890eTsNVetV2ndiVhCwBAJtHTFvBSn2/7XJYdWiYBPgEy4fYJ0vD+hinPhYaGmgnIAAAAgAxpzHjq1H/3MykhJkFm3T1L9i7YK77+vnLnN3dK7btrZ187AQDwMiRtAS90/NJxGbZ4mLnft3RfqVKoSspz4eHhUrx4cSYgAwAAwNVpzFi8eJZeEhcRJ991+04O/3ZY8gTlkV4/9JJqHatlWxMBAPBGJG0BbyyLsOAxuRh3URqVbiRdi3dN9XxISAgJWwAAAGSL6DPR8k3Hb+T4puMSWCBQ+szvIxWbV3R1swAA8DjUtAW8zOyds2Xe7nni7+svn3T+RPx8/FzdJAAAAHiquDiRIUMu3/R+Bi4dvyTTW043CdvgYsEyYMUAErYAAFwjkraAF/WwPXLmiAxZOMQ8frbps1IlpIrExsZKVFSUq5sHAAAAT5SYKPLRR5dvej8d5w+cl2lh0+T0ztOSv2x+GbhqoJRuUDpHmwoAgDehPALgJQnbsLAwWVtyrUg9ETklMr7TeBmfNN7VTQMAAICXO/X3Kfmq7VcSeSJSClctLP1/7S+FKhVydbMAAPBobtHTdtKkSVKpUiXJmzevNG3aVDZs2JCp133//femNmePHj2yvY2AO4uOjpa1p68kbJNFZJ6IJKVdLzQ0VIKzMOsvAAAAkJETW06YkgiasC1Rp4QMWj2IhC0AAN6QtJ0xY4YMGzZMxo4dK1u2bJF69epJ+/bt5dSpUxm+7tChQ/Lss89K8+bNc6ytgLuKiIsQ6XL5/iM3PyKRuyMlMjJSzp8/by5u6E99vHr1aiYhAwAAgFMcXX9Uvmj1hcScjZEyjcvIwN8GSv7S+V3dLAAAvILLk7YTJkyQwYMHy6BBg6RWrVoyefJk0xNw2rRp6b4mKSlJ+vXrJy+//LJUqVIlR9sLuKMxq8aIFBSRcyIvt3xZQkJCUm7ag916n4QtAAAAnOHwqsOmJELcxTipEFbBlEQIKhLk6mYBAOA1XJq0jY+Pl82bN0ubNm3+a5Cvr3m8bt26dF/3yiuvSIkSJeSBBx7IoZYC7mvV4VUy9c+plx/8LBISEOLqJgEAAMCL7V+6X77u8LXER8ZL5VaVpd+ifhJYINDVzQIAwKu4dCKyM2fOmF6zJUuWTLVcH+/atcvha9asWSOfffaZbNu2LVPvERcXZ25WERER5mdCQoK5OYN1O87aXm7GvsyamIQYeeCnKxcvNovIwdTfbfan87AvnYd96VzsT+dhX3rGvuT4AK61Z/4emdlzpiTFJUm1TtXk7tl3i3+Qv6ubBQCA13Fp0jarLl26JPfdd59MmTJFihUrlqnXjB8/3pRRsLdkyRKnT8i0dOlSp24vN2NfZs4Xx7+Qfef2iV+0nyQtuTzz2OLFi01JBFvsT+dhXzoP+9K52J/Ow750732pk28CyEFBQSIHD5q7OxcelB/6/SjJCclSo0cNuev7uyRPoEedUgIA4DFc+hdWE69+fn4SHh6eark+LlWqVJr19+/fbyYg69q1a8qy5ORk8zNPnjyye/duqVq1aqrXjBw50kx0ZtvTtnz58tKuXTspUKCA03p86ElJ27Ztxd+fq8zXg32ZeZtPbJZ5f84z95PmJonEiZnI74477kipXcv+dB72pfOwL52L/ek87EvP2JfWUVMAcoivr0ilSrLj2x3yY/8fxZJkkTr31JEeX/YQP38/V7cOAACv5dKkbUBAgDRs2FCWLVsmPXr0SEnC6uOhQ4emWb9GjRqyY8eOVMtGjx5teuC+//77JhlrLzAw0Nzs6QmEs08ismObuRX7MmPxSfHy0IKHJNmSLD1r9JTZe2anlA/R3yt77E/nYV86D/vSudifzsO+dJ7sircA5Kyt07bKTw/+JGIRqT+wvnSd2lV8/Vw+pzUAAF7N5WNZtBfsgAEDpFGjRtKkSROZOHGiREVFyaBBg8zz/fv3l7Jly5oyBzrku06dOqleX6hQIfPTfjngzd76/S3ZcWqHFA0qKm+3eltmy+WkrbWHLQAAAOAMGyZtkF+G/mLuN3ykoXSe1Fl8fIk5AQDw+qRt79695fTp0zJmzBg5efKk1K9fXxYtWpQyOdmRI0fEV4fkADB2nt4pr6561dz/X8f/SfHg4q5uEgAAALzQ2nfXytJnL9embvpUU2k/oT2dBAAAyC1JW6WlEByVQ1ArV67M8LXTp0/PplYB7icpOUke+OkBUx6hc7XO0qdOHyZkAQAAgNOtem2VrHhxhbkf9kKYtHqtFQlbAAByW9IWQOZ8sOEDWX90veQPyC8fd/6YwBkAAABOZbFYZPno5bJm3Brz+PZXb5cWo1u4ulkAAOQ6JG0BD7H/3H4ZtXyUuf9227elfMG0E+8BAAAA15OwXfr8Uln3zjrzuO3bbaXZs81c3SwAAHIlkraAB0i2JMv9P90v0QnRclul22Rww8GubhIAAAC8LWH73FJZ9+7lhG3HDzpKk6FNXN0sAAByLZK2gAf4aONHsurwKgn2D5bPun0mvj5MzgcAAIDsSdh2+qiTNH60saubBQBArkbSFnBzB84fkOG/Djf332zzplQpXMXVTQIAAIAXJWyXPLtE1k9Ybx6TsAUAwD2QtAXcvSzCvP/KIjzW+LFUAXZ0dLRERUW5tI0AAADwTCRsAQBwX4yxBtzYxxs/lt8O/5amLIIG2GFhYZIvXz4pWbKkq5sJAAAAD0/Ydv64MwlbAADcCElbwI3LIjz/6/MOyyJoD9u1a9emWj80NFSCg4NzvJ0AAADw/IRto0caubpZAADABuURADcti/DATw+YsggtK7ZMVRbBXnh4uISEhJiErY+PT462EwAAAB6YsH1miax/j4QtAADujKQt4KZlEVYeWmnKIkzrPi2lLIIjmrDVGwAAAJClhO3kztLoYRK2AAC4I8ojAG5YFmH4r8MdlkUAAAAArgUJWwAAPAtJW8ANyyJEJUSlWxZBA+6oqCiXtA8AAACeh4QtAACeh6Qt4EYmb5qcYVkEDbjDwsKkZMmSLmsjAAAAPIfGj4uHLU5J2Hb5pAsJWwAAPABJW8BNHDx/UJ5f+nyGZRGio6Nl7dq1KY9DQ0PNBGQAAABAegnbPyb+kZKwbfhQQ1c3CwAAZAITkQEeUhbBXnh4uBQvXlx8fHxypI0AAADwHCRsAQDwbCRtATfw0caPZMWhFemWRXAkJCSEhC0AAAAcJ2yfXix/vE/CFgAAT0V5BMDFdp/ZnVIW4a02bzksiwAAANzbpEmTpFKlSpI3b15p2rSpbNiwIVOv+/77781F2B49emR7G5E7kLAFAMA7kLQFXCgxOVHu+/E+iUmMkbZV2qYqi6ABd1RUVJobAABwLzNmzJBhw4bJ2LFjZcuWLVKvXj1p3769nDp1KsPXHTp0SJ599llp3rx5jrUVuSxh+ykJWwAAPBVJW8CFxq8eLxuPb5RCeQuZsgjWcgcacIeFhUm+fPlS3UqWLOnqJgMAADsTJkyQwYMHy6BBg6RWrVoyefJkM1HotGnT0n1NUlKS9OvXT15++WWpUoVRNsiY7cX8LCVsB5OwBQDAU1HTFnCRzcc3yyurXjH3J3WaJOUKlEt5Ljo6WtauXZvua0NDQ83JIAAAcK34+HjZvHmzjBw5MmWZr6+vtGnTRtatW5fu61555RUpUaKEPPDAA7J69eqrvk9cXJy5WUVERJifCQkJ5gb3YT0ezjoumoy97bbb0nyfbI+9rvPrs7/Kxg82mscdP+4oNw28ie+Gmx1LuA7H0ntwLL1Hbj6WCZn8zCRtAReISYgxZRG0PEKv2r2kT50+6a4bHh5uJh2zpQlbJiEDAMD1zpw5Y3rN2o+G0ce7du1y+Jo1a9bIZ599Jtu2bcv0+4wfP970yrW3ZMkSLuS6qaVLlzplO7GxsWkStjVr1pSVK1eaeFATtsc+OyZn5p8xz5UfUl5OlD4hJxaecMr7w3nHEq7HsfQeHEvvkRuPZXR0dKbWI2kLuMCo5aPknzP/SKl8peSjTh9lmIDVhK190hYAAHimS5cuyX333SdTpkyRYsWKZfp12pNX6+ba9rQtX768tGvXTgoUKJBNrcW19p7RE9C2bduKv7//dW/PtiTC0aNHTVxovYCvCdulzyxNSdh2mtxJ6t9f/7rfE9lzLOE6HEvvwbH0Hrn5WEZcGTF1NSRtgRy24uAKeW/9e+b+Z90+k6LBRV3dJAAAcI008ern52dGxtjSx6VKlUqz/v79+80EZF27dk1ZlpycbH7myZNHdu/eLVWrVk3zusDAQHOzpyc5ue1Ex1M469jYbqNQoUIpF/M1YbvoqUWy6cNN5nHXKV2lwYMNrvv9kBa/Z96DY+k9OJbeIzceS/9Mfl4mIgNy0MXYizJw3kBz/6EGD0mnap2yPMkEAABwHwEBAdKwYUNZtmxZqiSsPr711lvTrF+jRg3ZsWOHKY1gvXXr1k1uv/12c197zwJXY03YbvjfBvOYhC0AAN6HnrZADnpq8VNy5OIRqVK4irzb/t00wXdYWFiGE5ABAAD3o2ULBgwYII0aNZImTZrIxIkTzQXYQYMGmef79+8vZcuWNXVp8+bNK3Xq1En1eu09qeyXA+kmbJ9cJBs+uJKwndpVGjxAwhYAAG9D0hbIIXN3zZXp26aLj/jIlz2+lHwB+dIUorZP2IaGhjK5CAAAbq53795y+vRpGTNmjJw8eVLq168vixYtSpmc7MiRI+LrywA3XD8StgAA5B4kbYEcEB4ZLg/9/JC5/3zo8xJaITTj9cPDU00yAQAA3NvQoUPNzZGVK1dm+Nrp06dnU6vgbZY/t1y2Tt4q4nOlJAIJWwAAvBZJWyAHekQMmjdITkeflrol6srLt7181ddowtY6yQQAAADQUTqmJGy7Te0mN99/s6ubBAAAshHjtIBs9sGGD+SXfb9I3jx55du7vpXAPGlnfgYAAADS6wCgCdum0pSELQAAuQhJWyAbbQ/fLs8tfc7cf6ftO1KnRJ0MA3IAAADANj5c/uxyk7C1iEXaT2pPwhYAgFyCpC2QTWISYqTPD30kPileulTvIo81fizDgLx58+Y52j4AAAC4L40Pf3niF9n6yVaTsP1JfpK6/eu6ulkAACCHkLQFson2sN15eqeUyldKpnWbluGEYtHR0bJt2zZzX2ec1gnIAAAAkIsTto//Ihs/3GhKImjCdqtsdXWzAABADiJpC2SDn3f/LJM2TjL3v+jxhRQPKZ7p165evTrDBC8AAAByQcJ20uWErZZEIGELAEDuQ9IWcLITl07I/T/db+4/fcvT0q5quyy9noQtAABA7mSfsO32WTdKIgAAkEuRtAWcKNmSLAPmDpAz0WekXsl6Mr71eFc3CQAAAB6asL15EJOOAQCQW+VxdQMAbzJx/URZemCpBOUJkm/v+lYC8wSmG5RrHVurqKioHGwlAAAA3InGhguHLpRNH20iYQsAAAyStoCTbD6+WUb8OsLcn9B+gtQqXivdoDwsLEzWrl2bwy0EAACAuydsu0/rLvUH1nd1swAAgItRHgFwgouxF6XX7F6SkJwgPWr0kIcbPpzuutrDNr2EbWhoqAQHB2djSwEAAOAuSNgCAID00NMWcEKwPfjnwXLg/AGpWLCiTOs2LdOTiYWHh0tISEjKY03YMhEZAACA9yNhCwAAMkLSFrhOkzdNllk7Z0ke3zwyo+cMKRxUONOv1YStbdIWAAAAuSRhO2ShbPqYhC0AAHCMpC1wHbad3CZPL37a3H+j9RvStFxTVzcJAAAAnpSw/by71B9AwhYAAKRGTVvgGl2KuyS9ZvWSuKQ46VK9iwy7dVimA3UAAADkPpZkErYAACBzSNoC10ATrw/Pf1j2ntsr5QuUl+ndp2eqFq2+rnnz5jnSRgAAALhZwlZr2JKwBQAAmUDSFrgGU//f3n2AR1XlfRz/pYceECSUUFSK1CDthcRFkaIgAlIiXVRcuz7sYntXkXVdhGXBVXltCIgCoUeUDoKggEgTdWnSi4QiEEggCcm8zzmYmIQEkjDJTGa+H5/rzL1z53Lyv2XO/OfcczZP0PSfpsvPx0/RPaN1Q/EbcvW+hIQEbd261T4PDw+3A48BAADAs5GwBQAAeUWftkAebTq6SU8veto+f6PtG2od1jpf21mzZk2uWucCAADAcxK23SZ3U+OBjV1dLAAA4OZI2gJ5cCrhlHrM7GH7se1Su4uGRQzL97ZI2AIAAHh+wnbBkwu06f1NJGwBAECe0D0CkEspqSnqN7efDpw9oJvL3qwp3afI14dTCAAAAFciYQsAAK4HLW2BXPr713/Xkj1LVMy/mOZGzVVIcMg1Bx0zfdhmFB8fX8ClBAAAgDskbBc/s1hbPtxCwhYAAOQLSVsgFxbsWqC/r/67ff5hlw/VqGKjayZsIyMjtXbt2kIqIQAAANwlYXv4w8M6tfjU5YTtJ93UeAAJWwAAkDfc2w1cw97Te9V/Xn/7/MnmT6p/o8vPr8a0sL1awjYiIkLFixd3ajkBAADgBi1sn15MwhYAAFw3WtoCV3Eh+YIdeOzMxTP6n6r/o7Edx+Z5G7GxsSpRokSmZSZhy0BkAAAAnpWw/fKxL7Xlo8tdInT5uAsJWwAAkG8kbYGrdHHw6JePauuxrapQvIJm9ZqlQL/APG/HJGyzJm0BAADgWQnbLx79Qls+3iIfXx+FPROmhv0burpYAACgCHOL7hHGjx+vGjVqKDg4WC1bttSGDRtyXPejjz7S7bffrrJly9qpXbt2V10fyK8xa8fos22fyc/HTzN6zlDV0lVznexlwDEAAADvSdjOHzI/PWF736T7VO6Ocq4uFgAAKOJcnrSdMWOGhg4dquHDh2vz5s1q3LixOnbsqOPHj2e7/qpVq9SnTx+tXLlS69atU1hYmDp06KAjR44UetnhuRbuXqgXlr9gn799z9u6s+aduXpf2gBkFStWLOASAgAAwNVSU1I1/+H52jpxq03Y3j/1ftXvU9/VxQIAAB7A5UnbsWPHasiQIRo8eLDq1aun999/3/b3OXHixGzXnzp1qp544gmFh4erbt26mjBhglJTU7VixYpCLzs80/YT29VnTh855NCjtz2qx5s9nuv3Zh2AjAHHAAAAPDxhO3mrfPx8dP+0+9XggQauLhYAAPAQLk3aJiUladOmTbaLg/QC+fraedOKNrdJsuTkZJUrxy1IuH6nL5zWfdH3KS4xTrdXu13vdHon3wOGmQHI1qxZw4BjAAAAHpiw/Xzw5/rhkx9swrbH9B5qEEXCFgAAeMhAZCdPnlRKSsoVt5Kb+R07duRqGy+88IIqV66cKfGbUWJiop3SxMXF2UeT6DWTM6Rtx1nb82aujOWl1EvqPau3fvntF1UvU13R3aPlk+qj5NTclyVjuQMDA3Xp0qUCKm3eysOxef2IpfMQS+cins5DLItGLNk/cIuE7YOfa9tn22zCtmd0T9XrWc/VxQIAAB7GpUnb6/Xmm28qOjra9nNrBjHLzsiRIzVixIgrli9dutTpt60vW7bMqdvzZq6I5cQjE7X8xHIF+QbpudDn9P3X3+d5GxcvXkx/vmTJkhyPy8LGsek8xNJ5iKVzEU/nIZbuHUtzlxXgKqmXUhUzKEY/TvtRvv6+6hHdQ/V6kLAFAAAelrQtX768/Pz87G3kGZn50NDQq753zJgxNmm7fPlyNWrUKMf1XnrpJTvQWcaWtmmDl5UuXdppLT7Ml5L27dsrICDAKdv0Vq6K5UebP9L8rfPt80+6faL7695/zQHHsvvSGB8fn/7cDKhXokQJuRLHpvMQS+chls5FPJ2HWBaNWKbdNQW4ImE7b+A8/TT9J5uw7Tmzp27tfquriwUAADyUS5O25vbxpk2b2kHEunXrZpelDSr21FNP5fi+0aNH64033rAtGZs1a3bVfyMoKMhOWZkvEM7+ElEQ2/RWhRnLRbsX6Zklz9jnI+4YoaiGUddM2EZGRmYacMzdjwd3KktRRyydh1g6F/F0HmLpPAVV3wJckbCd23+ufp7xs3wDfNVrVi/V7VrX1cUCAAAezOXdI5hWsIMGDbLJ1xYtWuitt96yrRUHDx5sXx84cKCqVKliuzkwRo0apVdffVXTpk1TjRo1dOzYMbu8ZMmSdgLyYuuxreo9u7dSHCka1HiQXvnTK9d8j2lhe62EbUREhNO73wAAAEDhS0lO0dx+c/XfWf+1CVtTd6xzXx1XFwsAAHg4lydto6KidOLECZuINQnY8PBwLV68OH1wsoMHD8rX1zd9/ffee09JSUnq2bNnpu0MHz5cr732WqGXH0XX4bjD6jyts84nnVfbmm31YZcP5ePjk6dtmK48susCwSRs87otAAAAuGHCtu9c/Xf27wnbOb1VpwsJWwAA4AVJW8N0hZBTdwhmkLGM9u/fX0ilgieLS4yzCduj546qXoV6mtN7jgL9AvO8HZOwdXW/tQAAACiYhO2cPnO0fc52+QX62YRt7Xtru7pYAADAS7hF0hYoTMkpyeo9q7e2xW5TaMlQLey7UCHBIa4uFgAAANxEStLvCdu5lxO2UfOiVKtTLVcXCwAAeBGStvAIZnAw09dsbtZ7eunTWrJniYr7F9fMbjNVPqC87Uc5t/KyLgAAAIqWS4mXNKvXLO36Ypf8gvz0QMwDuuXuW1xdLAAA4GVI2qLIM4nYyMjIaw4OZrWV9CczBLCUMCVBf/qbmQEAAACk5AvJmtF9hvYs2SP/YH9FxUTplo4kbAEAQOEjaYsiz7SwzVXC9n9+T9gaX0radX3/bkREhB1wDAAAAEVfUnySpneZrv0r9yugeID6fNlHNe+s6epiAQAAL0XSFh4lNjY224HBpv88XUMWDbHPh0cO17C/Drvuf8skbH18fK57OwAAAHCtxLhETes8TQe/OajAUoHqt7CfqkVWc3WxAACAFyNpC49iErZZk7YLdi3QY4sfs8+fa/mchrcdTrIVAAAA1oXTFzT17qk6suGIgkOC1X9Jf1VpUcXVxQIAAF6OpC082poDa9RrVi+lOFLUv1F//bvjv0nYAgAAwEo4laBP23+qY1uOqdgNxTRg6QBVuq2Sq4sFAABA0hZFZ7Ax03dtduLj47Ndvv7wenWa1kkXLl1Qp1qdNPG+ifL18S3gkgIAAKAoOB973iZsj/94XCVuLKEByweoYsOKri4WAACARdIWRSJhGxkZmbvBxn63+dfNuvuzu3U+6bzurHGnZvearQC/gAItJwAAAIqGc0fPacpdU3Ryx0mVrFRSg74apPJ1y7u6WAAAAOlI2sLtmRa2uUnYRkRE2MHBtsVuU/tP2+ts4llFVovUF32+ULGAYoVSVgAAALi3swfP6pO2n+j0ntMqHVbaJmzL3VLO1cUCAADIhKQtipTY2NgrBhpLYxK2O07uULsp7fTbhd/UokoLLei7QCUCs18fAAAA3uX0vtOa0naKzuw/o5CaITZhG1IjxNXFAgAAuAJJWxQpJmGbU9J2+4ntajulrU4knFCT0CZa3G+xSgeVLvQyAgAAwP2c2nXKdokQdzhO5WqVswnb0lWpKwIAAPdE0hYewXSJYFrYmoRtwxsbatmAZSpbrKyriwUAAAA3ELstVp92+FTxsfGqUK+CHXSsVKVSri4WAABAjkjawq0GHIuPj9fFixftY0DA5YHDzPNrDTpm+rA1XSKYFrYmYXtD8RsKqdQAAABwZ4fXH9bUe6bq4pmLCg0PVf8l/VXiRrrPAgAA7o2kLdwmYRsZGZmrAccy2nBkgzp+1lFnLp6xfdiaLhFoYQsAAABj31f7NP2+6UqOT1ZY6zD1XdBXwSHBri4WAADANZG0hVtISEi4ZsI2IiLCDjaW5puD36jT1E46l3ROEWERWthvIX3YAgAAwNo5f6dm9Z6llMQU3dT+JkXNi1JgiUBXFwsAACBXSNrC7UyePFldu3ZN7x4hjUnY+vj42Ofzd85X1OwoXbx0UXfUuENf9PlCJQNLuqjEAAAAcCc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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=== Model Fit Comparison ===\n", " Model Group Distribution AIC KS Stat KS p-value\n", "0 Gamma–Gamma NC Gamma 7.277630 0.115917 0.441541\n", "1 Gamma–Gamma AE Gamma 17.371333 0.372710 0.390093\n", "2 Gamma–Lognorm NC Gamma 7.277630 0.115917 0.441541\n", "3 Gamma–Lognorm AE Lognorm 16.778777 0.355212 0.450713\n", "4 Lognorm–Gamma NC Lognorm 6.115214 0.113558 0.467412\n", "5 Lognorm–Gamma AE Gamma 17.371333 0.372710 0.390093\n", "6 BetaPrime–BetaPrime NC BetaPrime 7.893717 0.112910 0.474644\n", "7 BetaPrime–BetaPrime AE BetaPrime 18.292296 0.336874 0.519209\n", "8 Gamma–BetaPrime NC Gamma 7.277630 0.115917 0.441541\n", "9 Gamma–BetaPrime AE BetaPrime 18.292296 0.336874 0.519209\n", "10 Lognorm–BetaPrime NC Lognorm 6.115214 0.113558 0.467412\n", "11 Lognorm–BetaPrime AE BetaPrime 18.292296 0.336874 0.519209\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", "import scipy.io as io\n", "\n", "# === Load data ===\n", "data_path = \"../data/\"\n", "suv = io.loadmat(data_path + \"suv_percentilesSLOthenUWM.mat\")['lung_SUVperc_COMBINED'][0:58, :, :]\n", "flags = io.loadmat(data_path + \"flags_combined.mat\")['flags'][0:58, 3]\n", "\n", "X = np.nanmax(suv[:, :, 94], axis=1).reshape(-1)\n", "X_NC = X[flags == 0]\n", "X_AE = X[flags == 1]\n", "\n", "# === Extend ks_test_with_plot ===\n", "def ks_test_with_plot(data, dist_name, label, color, ax):\n", " if dist_name == 'gamma':\n", " params = stats.gamma.fit(data, floc=0)\n", " dist = stats.gamma(*params)\n", " name = f\"Gamma (a={params[0]:.2f})\"\n", " elif dist_name == 'lognorm':\n", " params = stats.lognorm.fit(data, floc=0)\n", " dist = stats.lognorm(*params)\n", " name = f\"Lognorm (s={params[0]:.2f})\"\n", " elif dist_name == 'betaprime':\n", " params = stats.betaprime.fit(data, floc=0)\n", " dist = stats.betaprime(*params)\n", " name = f\"BetaPrime (a={params[0]:.2f}, b={params[1]:.2f})\"\n", " else:\n", " raise ValueError(\"Unsupported distribution\")\n", "\n", " # Empirical CDF\n", " x_sorted = np.sort(data)\n", " ecdf = np.arange(1, len(data) + 1) / len(data)\n", "\n", " # Theoretical CDF\n", " x_vals = np.linspace(min(data), max(data), 500)\n", " cdf_theoretical = dist.cdf(x_vals)\n", " cdf_at_data = dist.cdf(x_sorted)\n", " ks_stat = np.max(np.abs(ecdf - cdf_at_data))\n", " max_idx = np.argmax(np.abs(ecdf - cdf_at_data))\n", "\n", " # Plot\n", " ax.step(x_sorted, ecdf, where='post', label=\"Empirical CDF\", color='black')\n", " ax.plot(x_vals, cdf_theoretical, label=f\"{name} CDF\", color=color)\n", " ax.vlines(x_sorted[max_idx], ecdf[max_idx], cdf_at_data[max_idx],\n", " color=\"red\", linestyle=\"--\", label=f\"KS = {ks_stat:.3f}\")\n", " ax.set_title(f\"{label}: {dist_name.capitalize()} Fit\")\n", " ax.set_xlabel(\"SUV\")\n", " ax.set_ylabel(\"CDF\")\n", " ax.legend()\n", " ax.grid(True)\n", "\n", " return ks_stat\n", "\n", "# === Store KS results ===\n", "ks_results = {}\n", "\n", "# === Model 1: Gamma–Gamma ===\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "ks_results['GG_NC'] = ks_test_with_plot(X_NC, 'gamma', 'NC Group', 'green', axes[0])\n", "ks_results['GG_AE'] = ks_test_with_plot(X_AE, 'gamma', 'AE Group', 'green', axes[1])\n", "plt.suptitle(\"Model: Gamma–Gamma\", fontsize=14)\n", "plt.tight_layout(rect=[0, 0, 1, 0.95])\n", "plt.show()\n", "\n", "# === Model 2: Gamma–Lognorm ===\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "ks_results['GL_NC'] = ks_test_with_plot(X_NC, 'gamma', 'NC Group', 'green', axes[0])\n", "ks_results['GL_AE'] = ks_test_with_plot(X_AE, 'lognorm', 'AE Group', 'blue', axes[1])\n", "plt.suptitle(\"Model: Gamma–Lognorm\", fontsize=14)\n", "plt.tight_layout(rect=[0, 0, 1, 0.95])\n", "plt.show()\n", "\n", "# === Model 3: Lognorm–Gamma ===\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "ks_results['LG_NC'] = ks_test_with_plot(X_NC, 'lognorm', 'NC Group', 'blue', axes[0])\n", "ks_results['LG_AE'] = ks_test_with_plot(X_AE, 'gamma', 'AE Group', 'green', axes[1])\n", "plt.suptitle(\"Model: Lognorm–Gamma\", fontsize=14)\n", "plt.tight_layout(rect=[0, 0, 1, 0.95])\n", "plt.show()\n", "\n", "# === Model 4: BetaPrime–BetaPrime ===\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "ks_results['BB_NC'] = ks_test_with_plot(X_NC, 'betaprime', 'NC Group', 'purple', axes[0])\n", "ks_results['BB_AE'] = ks_test_with_plot(X_AE, 'betaprime', 'AE Group', 'purple', axes[1])\n", "plt.suptitle(\"Model: BetaPrime–BetaPrime\", fontsize=14)\n", "plt.tight_layout(rect=[0, 0, 1, 0.95])\n", "plt.show()\n", "\n", "# === Model 5: Gamma–BetaPrime ===\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "ks_results['GB_NC'] = ks_test_with_plot(X_NC, 'gamma', 'NC Group', 'green', axes[0])\n", "ks_results['GB_AE'] = ks_test_with_plot(X_AE, 'betaprime', 'AE Group', 'purple', axes[1])\n", "plt.suptitle(\"Model: Gamma–BetaPrime\", fontsize=14)\n", "plt.tight_layout(rect=[0, 0, 1, 0.95])\n", "plt.show()\n", "\n", "\n", "\n", "def get_fit_stats(data, dist_name):\n", " if dist_name == 'gamma':\n", " params = stats.gamma.fit(data, floc=0)\n", " dist = stats.gamma(*params)\n", " elif dist_name == 'lognorm':\n", " params = stats.lognorm.fit(data, floc=0)\n", " dist = stats.lognorm(*params)\n", " elif dist_name == 'betaprime':\n", " params = stats.betaprime.fit(data, floc=0)\n", " dist = stats.betaprime(*params)\n", " else:\n", " raise ValueError(\"Unsupported distribution\")\n", "\n", " log_likelihood = np.sum(dist.logpdf(data))\n", " k = len(params)\n", " aic = 2 * k - 2 * log_likelihood\n", " ks = stats.kstest(data, dist.cdf)\n", "\n", " return aic, ks\n", "\n", "\n", "# Gamma–Gamma\n", "aic_gamma_nc, ks_gamma_nc = get_fit_stats(X_NC, 'gamma')\n", "aic_gamma_ae, ks_gamma_ae = get_fit_stats(X_AE, 'gamma')\n", "\n", "# Gamma–Lognorm\n", "aic_lognorm_ae, ks_lognorm_ae = get_fit_stats(X_AE, 'lognorm')\n", "\n", "# Lognorm–Gamma\n", "aic_lognorm_nc, ks_lognorm_nc = get_fit_stats(X_NC, 'lognorm')\n", "\n", "# BetaPrime–BetaPrime\n", "aic_betaprime_nc, ks_betaprime_nc = get_fit_stats(X_NC, 'betaprime')\n", "aic_betaprime_ae, ks_betaprime_ae = get_fit_stats(X_AE, 'betaprime')\n", "\n", "# Gamma–BetaPrime (reuse gamma from above for NC)\n", "# Already done: aic_gamma_nc, ks_gamma_nc\n", "# Already done: aic_betaprime_ae, ks_betaprime_ae\n", "import pandas as pd\n", "\n", "results = pd.DataFrame({\n", " 'Model': [\n", " 'Gamma–Gamma', 'Gamma–Gamma',\n", " 'Gamma–Lognorm', 'Gamma–Lognorm',\n", " 'Lognorm–Gamma', 'Lognorm–Gamma',\n", " 'BetaPrime–BetaPrime', 'BetaPrime–BetaPrime',\n", " 'Gamma–BetaPrime', 'Gamma–BetaPrime',\n", " ],\n", " 'Group': [\n", " 'NC', 'AE',\n", " 'NC', 'AE',\n", " 'NC', 'AE',\n", " 'NC', 'AE',\n", " 'NC', 'AE'\n", " ],\n", " 'Distribution': [\n", " 'Gamma', 'Gamma',\n", " 'Gamma', 'Lognorm',\n", " 'Lognorm', 'Gamma',\n", " 'BetaPrime', 'BetaPrime',\n", " 'Gamma', 'BetaPrime'\n", " ],\n", " 'AIC': [\n", " aic_gamma_nc, aic_gamma_ae,\n", " aic_gamma_nc, aic_lognorm_ae,\n", " aic_lognorm_nc, aic_gamma_ae,\n", " aic_betaprime_nc, aic_betaprime_ae,\n", " aic_gamma_nc, aic_betaprime_ae\n", " ],\n", " 'KS Stat': [\n", " ks_gamma_nc.statistic, ks_gamma_ae.statistic,\n", " ks_gamma_nc.statistic, ks_lognorm_ae.statistic,\n", " ks_lognorm_nc.statistic, ks_gamma_ae.statistic,\n", " ks_betaprime_nc.statistic, ks_betaprime_ae.statistic,\n", " ks_gamma_nc.statistic, ks_betaprime_ae.statistic\n", " ],\n", " 'KS p-value': [\n", " ks_gamma_nc.pvalue, ks_gamma_ae.pvalue,\n", " ks_gamma_nc.pvalue, ks_lognorm_ae.pvalue,\n", " ks_lognorm_nc.pvalue, ks_gamma_ae.pvalue,\n", " ks_betaprime_nc.pvalue, ks_betaprime_ae.pvalue,\n", " ks_gamma_nc.pvalue, ks_betaprime_ae.pvalue\n", " ]\n", "})\n", "\n", "\n", "# === Model 6: Lognorm–BetaPrime ===\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "ks_results['LB_NC'] = ks_test_with_plot(X_NC, 'lognorm', 'NC Group', 'blue', axes[0])\n", "ks_results['LB_AE'] = ks_test_with_plot(X_AE, 'betaprime', 'AE Group', 'purple', axes[1])\n", "plt.suptitle(\"Model: Lognorm–BetaPrime\", fontsize=14)\n", "plt.tight_layout(rect=[0, 0, 1, 0.95])\n", "plt.show()\n", "\n", "# Lognorm–BetaPrime AICs\n", "aic_lognorm_nc, ks_lognorm_nc = get_fit_stats(X_NC, 'lognorm') # Already computed earlier, safe to recompute\n", "# betaprime AE: already computed -> aic_betaprime_ae, ks_betaprime_ae\n", "\n", "# === Add Lognorm–BetaPrime to DataFrame ===\n", "results = pd.concat([results, pd.DataFrame({\n", " 'Model': ['Lognorm–BetaPrime', 'Lognorm–BetaPrime'],\n", " 'Group': ['NC', 'AE'],\n", " 'Distribution': ['Lognorm', 'BetaPrime'],\n", " 'AIC': [aic_lognorm_nc, aic_betaprime_ae],\n", " 'KS Stat': [ks_lognorm_nc.statistic, ks_betaprime_ae.statistic],\n", " 'KS p-value': [ks_lognorm_nc.pvalue, ks_betaprime_ae.pvalue]\n", "})], ignore_index=True)\n", "\n", "# === Print Final Results ===\n", "print(\"=== Model Fit Comparison ===\")\n", "print(results)\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "e9a30e93", "metadata": {}, "source": [ "CHECKING DISTRIBUTION FOR THE OPRIGINAL AND TRIMMED" ] }, { "cell_type": "code", "execution_count": 133, "id": "364aef44", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[data] Using MAT files (max SUV_94). N=58\n", "[drop] Removed indices: [53]\n", " Removed (x, y): [(2.4812259674072266, 0)]\n", "[sizes] full=58 trimmed=57\n", "\n", "NC ~ Gamma(k, θ)\n", " full: k=27.83, θ=0.04699\n", " trim: k=37.67, θ=0.03411\n", "\n", "AE ~ Beta-Prime(a, b, s)\n", " full: a=229.7, b=12.61, s=0.1231\n", " trim: a=229.7, b=12.61, s=0.1231\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import gammaln, betaln\n", "import scipy.io as io\n", "\n", "# ---------------- Data load (robust) ----------------\n", "# If you already defined `suvs` and `labels` (1-D arrays), we use them.\n", "# Otherwise we load the big .mat files and extract X,y from there.\n", "try:\n", " X_full = np.asarray(suvs, float).ravel()\n", " y_full = np.asarray(labels, int).ravel()\n", " source = \"manual 1-D arrays (suvs, labels)\"\n", "except NameError:\n", " data_path = \"../data/\"\n", " suv = io.loadmat(data_path + \"suv_percentilesSLOthenUWM.mat\")['lung_SUVperc_COMBINED'][0:58, :, :]\n", " flags = io.loadmat(data_path + \"flags_combined.mat\")['flags'][0:58, 3] # 0=NC, 1=AE\n", " # Feature X = max SUV_94 per subject; label y = flags\n", " X_full = np.nanmax(suv[:, :, 94], axis=1).astype(float).ravel()\n", " y_full = np.asarray(flags, int).ravel()\n", " source = \"MAT files (max SUV_94)\"\n", "X_full = np.clip(X_full, 1e-12, None)\n", "assert X_full.shape == y_full.shape, \"X and y must have the same length\"\n", "print(f\"[data] Using {source}. N={len(X_full)}\")\n", "\n", "# ---------------- Drop target value + label ----------------\n", "VALUE_TO_DROP = 2.48 # target value\n", "TOL = 1e-2 # tolerance: matches 2.481... too\n", "DROP_FROM = \"any\" # \"any\" or \"ae_only\" (drop only if label==1)\n", "\n", "if DROP_FROM == \"ae_only\":\n", " drop_mask = (np.abs(X_full - VALUE_TO_DROP) <= TOL) & (y_full == 1)\n", "else:\n", " drop_mask = (np.abs(X_full - VALUE_TO_DROP) <= TOL)\n", "\n", "idx_removed = np.where(drop_mask)[0]\n", "mask_keep = ~drop_mask\n", "X_trim = X_full[mask_keep]\n", "y_trim = y_full[mask_keep]\n", "\n", "print(f\"[drop] Removed indices: {idx_removed.tolist()}\")\n", "if idx_removed.size:\n", " print(\" Removed (x, y):\", [(float(X_full[i]), int(y_full[i])) for i in idx_removed])\n", "print(f\"[sizes] full={len(X_full)} trimmed={len(X_trim)}\")\n", "\n", "# ---------------- Distributions + MLE fits ----------------\n", "def softplus(t):\n", " t = np.asarray(t, float)\n", " return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0.0)\n", "\n", "# Gamma(k, θ) for NC\n", "def gamma_logpdf(x, k, th):\n", " x = np.asarray(x, float)\n", " return (k - 1) * np.log(np.clip(x, 1e-300, None)) - x / th - k * np.log(th) - gammaln(k)\n", "def gamma_pdf(x, k, th): \n", " return np.exp(gamma_logpdf(x, k, th))\n", "def fit_gamma_mle(x):\n", " x = np.asarray(x, float)\n", " m, v = float(np.mean(x)), float(np.var(x))\n", " k0 = max((m*m) / (v + 1e-12), 1.1)\n", " th0 = v / max(m, 1e-12)\n", " def unpack(w): \n", " return softplus(w[0]) + 1e-6, softplus(w[1]) + 1e-6\n", " def nll(w):\n", " k, th = unpack(w)\n", " return -np.sum(gamma_logpdf(x, k, th))\n", " w0 = np.log(np.expm1([k0, th0]) + 1e-12)\n", " res = optimize.minimize(nll, w0, method=\"L-BFGS-B\", options={\"maxiter\": 5000, \"ftol\": 1e-9})\n", " return tuple(map(float, unpack(res.x)))\n", "\n", "# Beta-Prime(a, b, s) for AE\n", "# pdf(x)=1/(s B(a,b)) * (x/s)^(a-1) * (1 + x/s)^-(a+b)\n", "def betaprime_logpdf(x, a, b, s):\n", " x = np.asarray(x, float); xs = x / s\n", " return -(np.log(s) + betaln(a, b)) + (a - 1) * np.log(np.clip(xs, 1e-300, None)) - (a + b) * np.log1p(xs)\n", "def betaprime_pdf(x, a, b, s): \n", " return np.exp(betaprime_logpdf(x, a, b, s))\n", "def fit_betaprime_mle(x):\n", " x = np.asarray(x, float)\n", " a0, b0, s0 = 2.0, 1.5, max(np.median(x), 0.3)\n", " def unpack(w): \n", " return softplus(w[0]) + 1e-6, softplus(w[1]) + 1e-6, softplus(w[2]) + 1e-6\n", " def nll(w):\n", " a, b, s = unpack(w)\n", " return -np.sum(betaprime_logpdf(x, a, b, s))\n", " w0 = np.log(np.expm1([a0, b0, s0]) + 1e-12)\n", " res = optimize.minimize(nll, w0, method=\"L-BFGS-B\", options={\"maxiter\": 8000, \"ftol\": 1e-9})\n", " return tuple(map(float, unpack(res.x)))\n", "\n", "def split_groups(X, y):\n", " return X[y == 0], X[y == 1]\n", "\n", "def fit_both(X, y):\n", " X_nc, X_ae = split_groups(X, y)\n", " k, th = fit_gamma_mle(X_nc) if X_nc.size else (np.nan, np.nan)\n", " a, b, s = fit_betaprime_mle(X_ae) if X_ae.size else (np.nan, np.nan, np.nan)\n", " return (k, th), (a, b, s), X_nc, X_ae\n", "\n", "(g_full, ae_full, Xnc_full, Xae_full) = fit_both(X_full, y_full)\n", "(g_trim, ae_trim, Xnc_trim, Xae_trim) = fit_both(X_trim, y_trim)\n", "\n", "print(\"\\nNC ~ Gamma(k, θ)\")\n", "print(\" full: k={:.4g}, θ={:.4g}\".format(*g_full))\n", "print(\" trim: k={:.4g}, θ={:.4g}\".format(*g_trim))\n", "\n", "print(\"\\nAE ~ Beta-Prime(a, b, s)\")\n", "print(\" full: a={:.4g}, b={:.4g}, s={:.4g}\".format(*ae_full))\n", "print(\" trim: a={:.4g}, b={:.4g}, s={:.4g}\".format(*ae_trim))\n", "\n", "# ---------------- Side-by-side plots ----------------\n", "def compare_nc():\n", " if not Xnc_full.size: \n", " return\n", " kF, thF = g_full; kT, thT = g_trim\n", " x_lo = max(1e-6, min(Xnc_full.min(), Xnc_trim.min(initial=np.inf)) * 0.6)\n", " x_hi = max(Xnc_full.max(initial=1.0), Xnc_trim.max(initial=1.0)) * 1.4\n", " xg = np.linspace(x_lo, x_hi, 800)\n", " fig, ax = plt.subplots(1, 2, figsize=(11, 4.2), dpi=140)\n", " for j, logy in enumerate([False, True]):\n", " ax[j].hist(Xnc_full, bins=20, density=True, alpha=0.25, color=\"#808080\", edgecolor=\"none\", label=\"empirical (full)\")\n", " ax[j].plot(xg, gamma_pdf(xg, kF, thF), lw=2, label=\"full fit\")\n", " ax[j].plot(xg, gamma_pdf(xg, kT, thT), lw=2, ls=\"--\", label=\"trimmed fit\")\n", " if logy: ax[j].set_yscale(\"log\")\n", " ax[j].set_title(\"NC: Gamma ({})\".format(\"log y\" if logy else \"linear y\"))\n", " ax[j].set_xlabel(\"x\"); ax[j].set_ylabel(\"pdf(x)\")\n", " ax[j].grid(alpha=0.3); ax[j].legend(frameon=False)\n", " plt.tight_layout(); plt.show()\n", "\n", "def compare_ae():\n", " if not Xae_full.size: \n", " return\n", " aF, bF, sF = ae_full; aT, bT, sT = ae_trim\n", " x_lo = max(1e-6, min(Xae_full.min(), Xae_trim.min(initial=np.inf)) * 0.6)\n", " x_hi = max(Xae_full.max(initial=1.0), Xae_trim.max(initial=1.0)) * 1.8\n", " xg = np.linspace(x_lo, x_hi, 800)\n", " fig, ax = plt.subplots(1, 2, figsize=(11, 4.2), dpi=140)\n", " for j, logy in enumerate([False, True]):\n", " ax[j].hist(Xae_full, bins=15, density=True, alpha=0.25, color=\"#808080\", edgecolor=\"none\", label=\"empirical (full)\")\n", " ax[j].plot(xg, betaprime_pdf(xg, aF, bF, sF), lw=2, label=\"full fit\")\n", " ax[j].plot(xg, betaprime_pdf(xg, aT, bT, sT), lw=2, ls=\"--\", label=\"trimmed fit\")\n", " if logy: ax[j].set_yscale(\"log\")\n", " ax[j].set_title(\"AE: Beta-Prime ({})\".format(\"log y\" if logy else \"linear y\"))\n", " ax[j].set_xlabel(\"x\"); ax[j].set_ylabel(\"pdf(x)\")\n", " ax[j].grid(alpha=0.3); ax[j].legend(frameon=False)\n", " plt.tight_layout(); plt.show()\n", "\n", "compare_nc()\n", "compare_ae()\n" ] }, { "cell_type": "markdown", "id": "9c82a58d", "metadata": {}, "source": [ "CHOOSING GAMMA FOR NC AND BETAPERIME FOR AE" ] }, { "cell_type": "code", "execution_count": 122, "id": "7be80fdf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sample sizes — NC: 53, AE: 5\n" ] }, { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ==== Distribution playground on your data: Gamma (NC) and Beta-Prime (AE) ====\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import gammaln, betaln\n", "\n", "# -------- load your data (same as before) --------\n", "data_path = \"../data/\"\n", "import scipy.io as io\n", "suv = io.loadmat(data_path + \"suv_percentilesSLOthenUWM.mat\")['lung_SUVperc_COMBINED'][0:58, :, :]\n", "flags = io.loadmat(data_path + \"flags_combined.mat\")['flags'][0:58, 3] # 0=NC, 1=AE\n", "\n", "# Feature X = max SUV_94 per subject; label y = flags\n", "X = np.nanmax(suv[:, :, 94], axis=1).astype(float).ravel()\n", "y = np.asarray(flags, int).ravel()\n", "X = np.clip(X, 1e-12, None)\n", "\n", "X_NC = X[y == 0]\n", "X_AE = X[y == 1]\n", "\n", "# -------- Gamma (NC) --------\n", "def gamma_logpdf(x, k, th):\n", " x = np.asarray(x, float)\n", " return (k - 1)*np.log(np.clip(x, 1e-300, None)) - x/th - k*np.log(th) - gammaln(k)\n", "\n", "def gamma_pdf(x, k, th):\n", " return np.exp(gamma_logpdf(x, k, th))\n", "\n", "def gamma_stats(k, th):\n", " mean = k*th\n", " var = k*(th**2)\n", " mode = (k-1)*th if k > 1 else 0.0\n", " return mean, var, mode\n", "\n", "def fit_gamma_mle(x):\n", " x = np.asarray(x, float)\n", " m = float(np.mean(x)); v = float(np.var(x))\n", " k0 = max((m*m)/(v + 1e-12), 1.1)\n", " th0 = v / max(m, 1e-12)\n", " # unconstrained reparam via softplus\n", " def softplus(t): return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0)\n", " def unpack(w): \n", " k = softplus(w[0]) + 1e-6\n", " th= softplus(w[1]) + 1e-6\n", " return k, th\n", " def nll(w):\n", " k, th = unpack(w)\n", " return -np.sum(gamma_logpdf(x, k, th))\n", " w0 = np.log(np.expm1([k0, th0]) + 1e-12)\n", " res = optimize.minimize(nll, w0, method=\"L-BFGS-B\", options={\"maxiter\":5000, \"ftol\":1e-9})\n", " k_hat, th_hat = unpack(res.x)\n", " return float(k_hat), float(th_hat), res\n", "\n", "# -------- Beta-Prime (AE) --------\n", "# PDF: f(x)= 1/(s B(a,b)) * (x/s)^(a-1) * (1 + x/s)^-(a+b)\n", "def betaprime_logpdf(x, a, b, s):\n", " x = np.asarray(x, float)\n", " xs = x / s\n", " return -(np.log(s) + betaln(a, b)) + (a-1)*np.log(np.clip(xs, 1e-300, None)) - (a+b)*np.log1p(xs)\n", "\n", "def betaprime_pdf(x, a, b, s):\n", " return np.exp(betaprime_logpdf(x, a, b, s))\n", "\n", "def betaprime_stats(a, b, s):\n", " mean = np.inf if b <= 1 else a*s/(b-1)\n", " var = np.inf if b <= 2 else (a*(a+b-1)*s*s)/((b-2)*(b-1)**2)\n", " mode = 0.0 if a <= 1 else s*(a-1)/(b+1)\n", " tail_index = b + 1 # CCDF ~ x^(-b)\n", " return mean, var, mode, tail_index\n", "\n", "def fit_betaprime_mle(x):\n", " x = np.asarray(x, float)\n", " # robust-ish seeds\n", " s0 = max(np.median(x), 0.3)\n", " a0, b0 = 2.0, 1.5\n", " def softplus(t): return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0)\n", " def unpack(w):\n", " a = softplus(w[0]) + 1e-6\n", " b = softplus(w[1]) + 1e-6\n", " s = softplus(w[2]) + 1e-6\n", " return a, b, s\n", " def nll(w):\n", " a,b,s = unpack(w)\n", " return -np.sum(betaprime_logpdf(x, a, b, s))\n", " w0 = np.log(np.expm1([a0, b0, s0]) + 1e-12)\n", " res = optimize.minimize(nll, w0, method=\"L-BFGS-B\", options={\"maxiter\":8000, \"ftol\":1e-9})\n", " a_hat, b_hat, s_hat = unpack(res.x)\n", " return float(a_hat), float(b_hat), float(s_hat), res\n", "\n", "# -------- plotting helpers --------\n", "def _hist_with_density(ax, x, y_pdf, label_pdf, bins=20, xlim=None, logy=False):\n", " # histogram as density\n", " density, edges, _ = ax.hist(x, bins=bins, density=True, alpha=0.25, color=\"#808080\", edgecolor=\"none\", label=\"empirical\")\n", " if xlim is None:\n", " xlim = (max(1e-6, float(np.min(x))*0.8), float(np.max(x))*1.2)\n", " xg = np.linspace(xlim[0], xlim[1], 800)\n", " ax.plot(xg, y_pdf(xg), lw=2.2, color=\"#000000\", label=label_pdf)\n", " ax.set_xlim(*xlim)\n", " ax.set_xlabel(\"x\"); ax.set_ylabel(\"pdf(x)\")\n", " if logy: ax.set_yscale(\"log\")\n", " ax.grid(alpha=0.3)\n", " return xg\n", "\n", "def describe_stats_block(ax, text):\n", " ax.text(0.02, 0.98, text, transform=ax.transAxes, va=\"top\", ha=\"left\",\n", " fontsize=9, family=\"monospace\", bbox=dict(boxstyle=\"round\", facecolor=\"white\", alpha=0.7, lw=0))\n", "\n", "def fmt_finite(v, p=4):\n", " return \"∞\" if not np.isfinite(v) else f\"{v:.{p}g}\"\n", "\n", "# -------- main: fit + sweeps --------\n", "def analyze_nc_gamma(x_nc, bins=20, logy=False, sweep=\"k\", factors=(0.5, 0.75, 1.0, 1.25, 1.5)):\n", " k, th, _ = fit_gamma_mle(x_nc)\n", " mean, var, mode = gamma_stats(k, th)\n", " fig, ax = plt.subplots(1, 2, figsize=(11, 4.2), dpi=140)\n", " # baseline fit\n", " xg = _hist_with_density(ax[0], x_nc, lambda t: gamma_pdf(t, k, th), \"Gamma fit\", bins=bins, logy=logy)\n", " ax[0].set_title(\"NC: Gamma fit\")\n", " describe_stats_block(ax[0], f\"k={k:.3g}\\nθ={th:.3g}\\nmean={mean:.3g}\\nvar={fmt_finite(var)}\\nmode={mode:.3g}\")\n", " # sweep\n", " ax[1].hist(x_nc, bins=bins, density=True, alpha=0.15, color=\"#808080\", edgecolor=\"none\")\n", " for f in factors:\n", " kk, tt = (k*f, th) if sweep==\"k\" else (k, th*f)\n", " ax[1].plot(xg, gamma_pdf(xg, kk, tt), lw=2, label=f\"{sweep}×{f:g}\")\n", " ax[1].set_title(f\"NC: Gamma sweep ({sweep})\")\n", " ax[1].set_xlabel(\"x\"); ax[1].set_ylabel(\"pdf(x)\")\n", " if logy: ax[1].set_yscale(\"log\")\n", " ax[1].grid(alpha=0.3); ax[1].legend(frameon=False)\n", " plt.tight_layout(); plt.show()\n", "\n", "def analyze_ae_betaprime(x_ae, bins=20, logy=False, sweep=\"b\", factors=(0.5, 0.75, 1.0, 1.25, 1.5), xmax=None):\n", " a, b, s, _ = fit_betaprime_mle(x_ae)\n", " mean, var, mode, tail = betaprime_stats(a, b, s)\n", " # pick x-range that shows the head and some tail\n", " lo = max(1e-6, float(np.min(x_ae))*0.6)\n", " hi = float(np.max(x_ae))*1.8 if xmax is None else xmax\n", " xg = np.linspace(lo, hi, 800)\n", "\n", " fig, ax = plt.subplots(1, 2, figsize=(11, 4.2), dpi=140)\n", " # baseline fit\n", " def ypdf(t): return betaprime_pdf(t, a, b, s)\n", " ax[0].hist(x_ae, bins=bins, density=True, alpha=0.25, color=\"#808080\", edgecolor=\"none\", label=\"empirical\")\n", " ax[0].plot(xg, ypdf(xg), lw=2.2, color=\"#000000\", label=\"Beta-Prime fit\")\n", " ax[0].set_xlim(lo, hi); ax[0].set_xlabel(\"x\"); ax[0].set_ylabel(\"pdf(x)\")\n", " if logy: ax[0].set_yscale(\"log\")\n", " ax[0].grid(alpha=0.3); ax[0].set_title(\"AE: Beta-Prime fit\"); ax[0].legend(frameon=False)\n", " describe_stats_block(ax[0], f\"a={a:.3g}\\nb={b:.3g}\\ns={s:.3g}\\nmean={fmt_finite(mean)}\\nmode={mode:.3g}\\ntail~x^-{tail:.0f}\")\n", "\n", " # sweep one parameter\n", " ax[1].hist(x_ae, bins=bins, density=True, alpha=0.15, color=\"#808080\", edgecolor=\"none\")\n", " for f in factors:\n", " aa, bb, ss = a, b, s\n", " if sweep == \"a\": aa = a * f\n", " elif sweep == \"b\": bb = b * f\n", " elif sweep == \"s\": ss = s * f\n", " else: raise ValueError(\"sweep must be 'a', 'b', or 's'\")\n", " ax[1].plot(xg, betaprime_pdf(xg, aa, bb, ss), lw=2, label=f\"{sweep}×{f:g}\")\n", " ax[1].set_xlim(lo, hi); ax[1].set_xlabel(\"x\"); ax[1].set_ylabel(\"pdf(x)\")\n", " if logy: ax[1].set_yscale(\"log\")\n", " ax[1].grid(alpha=0.3); ax[1].set_title(f\"AE: Beta-Prime sweep ({sweep})\"); ax[1].legend(frameon=False)\n", " plt.tight_layout(); plt.show()\n", "\n", "def ae_tail_ccdf(x_ae, a=None, b=None, s=None, xmax=None):\n", " \"\"\"Log-log tail to see heaviness; if params given, overlay fitted CCDF.\"\"\"\n", " x = np.sort(x_ae)\n", " n = len(x)\n", " # empirical CCDF: P(X>=x_i) ≈ (n-i+1)/n\n", " ccdf_emp = 1.0 - np.arange(1, n+1)/n\n", " plt.figure(figsize=(6.4, 4.6), dpi=140)\n", " plt.loglog(x, np.maximum(ccdf_emp, 1e-12), 'o', ms=4, alpha=0.6, label=\"empirical\")\n", " if a is not None and b is not None and s is not None:\n", " # crude model CCDF by numerical integration of pdf\n", " hi = float(np.max(x_ae))*2.0 if xmax is None else xmax\n", " xx = np.logspace(np.log10(max(1e-6, float(np.min(x_ae))*0.5)), np.log10(hi), 2000)\n", " pdf = betaprime_pdf(xx, a, b, s)\n", " dx = np.diff(xx)\n", " ccdf = np.concatenate(([1.0], np.cumsum(pdf[::-1][:-1] * dx[::-1])))[::-1]\n", " plt.loglog(xx, np.maximum(ccdf, 1e-12), lw=2, label=f\"model a={a:.2g}, b={b:.2g}, s={s:.2g}\")\n", " plt.title(\"AE tail (CCDF)\"); plt.xlabel(\"x\"); plt.ylabel(\"P(X ≥ x)\")\n", " plt.grid(alpha=0.3, which=\"both\"); plt.legend(frameon=False); plt.tight_layout(); plt.show()\n", "\n", "# -------- run it on YOUR data --------\n", "print(f\"Sample sizes — NC: {len(X_NC)}, AE: {len(X_AE)}\")\n", "\n", "# Gamma (NC): see effect of k then theta\n", "analyze_nc_gamma(X_NC, bins=20, logy=False, sweep=\"k\", factors=(0.5, 0.8, 1.0, 1.2, 1.5))\n", "analyze_nc_gamma(X_NC, bins=20, logy=False, sweep=\"theta\", factors=(0.6, 0.8, 1.0, 1.2, 1.5))\n", "\n", "# Beta-Prime (AE): see effect of b, a, and s\n", "analyze_ae_betaprime(X_AE, bins=15, logy=True, sweep=\"b\", factors=(0.5, 0.8, 1.0, 1.2, 1.6), xmax=None)\n", "analyze_ae_betaprime(X_AE, bins=15, logy=False, sweep=\"a\", factors=(0.5, 0.8, 1.0, 1.2, 1.6))\n", "analyze_ae_betaprime(X_AE, bins=15, logy=False, sweep=\"s\", factors=(0.6, 0.8, 1.0, 1.2, 1.5))\n", "\n", "# AE tail view (optional): confirm how b controls heaviness\n", "a_hat, b_hat, s_hat, _ = fit_betaprime_mle(X_AE)\n", "ae_tail_ccdf(X_AE, a=a_hat, b=b_hat, s=s_hat)\n" ] }, { "cell_type": "markdown", "id": "d07825d7", "metadata": {}, "source": [ "CONSTRAINTS" ] }, { "cell_type": "code", "execution_count": 123, "id": "b4b457fd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot_asymptotic_samples.py\n", "# AE ~ BetaPrime(a,b,scale=s)\n", "# NC ~ Gamma(k,theta) OR LogNormal(mu,sigma)\n", "# Plots the essential decision function dE(x) for your requested parameter sets.\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# ---------- essential decision functions ----------\n", "def dE_gamma(x, a, b, k, theta, s=1.0):\n", " # dE_ess(x) = (a - k) * log(x) - (a + b) * log(1 + x/s) + x/theta\n", " x = np.asarray(x, float)\n", " return (a - k) * np.log(x) - (a + b) * np.log1p(x / s) + x / theta\n", "\n", "def dE_lognorm(x, a, b, mu, sigma, s=1.0):\n", " # dE_ess(x) = (mu - log x)^2 / (2 sigma^2) + a log x - (a + b) log(1 + x/s)\n", " x = np.asarray(x, float)\n", " return ((mu - np.log(x)) ** 2) / (2.0 * sigma**2) + a * np.log(x) - (a + b) * np.log1p(x / s)\n", "\n", "# ---------- x-grid over many decades ----------\n", "x = np.logspace(-12, 3, 900)\n", "\n", "# ---------- your parameter sets ----------\n", "# Gamma NC (meets)\n", "gamma_meet = [\n", " dict(a=6.0, b=3.0, k=4.0, theta=0.8, s=1.0),\n", " dict(a=5.0, b=1.0, k=2.0, theta=0.5, s=1.0),\n", " dict(a=7.0, b=2.0, k=3.0, theta=0.6, s=0.5),\n", "]\n", "# Gamma NC (edge / fail)\n", "gamma_edge_fail = [\n", " dict(a=3.0, b=2.0, k=3.0, theta=0.7, s=1.0), # edge (a=k)\n", " dict(a=2.0, b=3.0, k=5.0, theta=0.5, s=1.0), # fail (a" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot_posterior_like_curves.py\n", "# AE ~ BetaPrime(a,b,scale=s)\n", "# NC ~ Gamma(k,theta) OR LogNormal(mu,sigma)\n", "# Plots P(AE|x) ≈ logistic( logit(p_prior) + dE_ess(x) ) for your parameter sets.\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# ---------- helpers ----------\n", "def logistic(z):\n", " z = np.clip(z, -60, 60)\n", " return 1.0 / (1.0 + np.exp(-z))\n", "\n", "def logit(p):\n", " p = np.clip(p, 1e-12, 1-1e-12)\n", " return np.log(p) - np.log(1-p)\n", "\n", "# ---------- essential decision functions ----------\n", "# AE ~ BetaPrime(a,b,s), NC ~ Gamma(k,theta)\n", "def dE_gamma(x, a, b, k, theta, s=1.0):\n", " # dE_ess(x) = (a - k)*log x - (a + b)*log(1 + x/s) + x/theta\n", " x = np.asarray(x, float)\n", " return (a - k)*np.log(x) - (a + b)*np.log1p(x/s) + x/theta\n", "\n", "# AE ~ BetaPrime(a,b,s), NC ~ LogNormal(mu,sigma)\n", "def dE_lognorm(x, a, b, mu, sigma, s=1.0):\n", " # dE_ess(x) = (mu - log x)^2/(2 sigma^2) + a*log x - (a + b)*log(1 + x/s)\n", " x = np.asarray(x, float)\n", " return ((mu - np.log(x))**2) / (2.0 * sigma**2) + a*np.log(x) - (a + b)*np.log1p(x/s)\n", "\n", "# ---------- x-grid ----------\n", "x = np.logspace(-12, 3, 900)\n", "\n", "# ---------- prior (use your empirical 5/58 if you like) ----------\n", "p_prior = 5/58 # ≈ 0.086207\n", "c0 = logit(p_prior) # constant shift; you can tweak (add a small extra) if you want to recenter\n", "\n", "# ---------- your parameter sets ----------\n", "# Gamma NC (meets)\n", "gamma_meet = [\n", " dict(a=6.0, b=3.0, k=4.0, theta=0.8, s=1.0),\n", " dict(a=5.0, b=1.0, k=2.0, theta=0.5, s=1.0),\n", " dict(a=7.0, b=2.0, k=3.0, theta=0.6, s=0.5),\n", "]\n", "# Gamma NC (edge / fail)\n", "gamma_edge_fail = [\n", " dict(a=3.0, b=2.0, k=3.0, theta=0.7, s=1.0), # edge (left finite)\n", " dict(a=2.0, b=3.0, k=5.0, theta=0.5, s=1.0), # fail (left -> +inf)\n", "]\n", "# LogNormal NC (fails on the left)\n", "lognorm_fail = [\n", " dict(a=5.0, b=1.0, mu=-2.0, sigma=0.6, s=1.0),\n", " dict(a=50.0, b=1.0, mu=-2.25, sigma=0.78, s=1.0),\n", " dict(a=2.0, b=4.0, mu= 0.0, sigma=1.2, s=1.0),\n", "]\n", "\n", "# ---------- plot: Gamma NC -> P(AE|x) ----------\n", "plt.figure(figsize=(10, 6))\n", "for P in gamma_meet:\n", " dE = dE_gamma(x, **P)\n", " p = logistic(c0 + dE)\n", " lbl = f\"MEET (a={P['a']}, b={P['b']}, k={P['k']}, θ={P['theta']}, s={P['s']})\"\n", " plt.plot(x, p, label=lbl)\n", "for P in gamma_edge_fail:\n", " dE = dE_gamma(x, **P)\n", " p = logistic(c0 + dE)\n", " tag = \"EDGE\" if P['a'] == P['k'] else \"FAIL\"\n", " lbl = f\"{tag} (a={P['a']}, b={P['b']}, k={P['k']}, θ={P['theta']}, s={P['s']})\"\n", " plt.plot(x, p, label=lbl, linestyle=\"--\")\n", "plt.xscale(\"log\")\n", "plt.ylim(-0.05, 1.05)\n", "plt.xlabel(\"x\"); plt.ylabel(\"P(AE | x)\")\n", "plt.title(\"Gamma NC — posterior-like curves (logistic(logit(p_prior) + dE_ess))\")\n", "plt.grid(True, which=\"both\")\n", "plt.legend(fontsize=8, ncol=1)\n", "plt.tight_layout()\n", "\n", "# ---------- plot: LogNormal NC -> P(AE|x) ----------\n", "plt.figure(figsize=(10, 6))\n", "for P in lognorm_fail:\n", " dE = dE_lognorm(x, **P)\n", " p = logistic(c0 + dE)\n", " lbl = f\"(a={P['a']}, b={P['b']}, μ={P['mu']}, σ={P['sigma']}, s={P['s']})\"\n", " plt.plot(x, p, label=lbl)\n", "plt.xscale(\"log\")\n", "plt.ylim(-0.05, 1.05)\n", "plt.xlabel(\"x\"); plt.ylabel(\"P(AE | x)\")\n", "plt.title(\"LogNormal NC — posterior-like curves (left tail → 1, not 0)\")\n", "plt.grid(True, which=\"both\")\n", "plt.legend(fontsize=8, ncol=1)\n", "plt.tight_layout()\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 134, "id": "1afa40bf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AE=5, NC=53, empirical p_AE=0.086207\n", "\n", "BASE (no constraint) success: True CONVERGENCE: RELATIVE REDUCTION OF F <= FACTR*EPSMCH\n", " p=0.053480, a=49.9929, b=15.9299, s=10.0000, k=28.7056, theta=10.0000, a>k? True\n", " NLL: 6.403745971982802\n", "\n", "SOFT constraint success: True CONVERGENCE: NORM OF PROJECTED GRADIENT <= PGTOL\n", " p=0.050225, a=50.0000, b=0.2000, s=3.7685, k=0.2000, theta=0.0100, a>k? True\n", " NLL: 1464.444119144208\n", "\n", "HARD constraint success: True CONVERGENCE: NORM OF PROJECTED GRADIENT <= PGTOL\n", " p=0.053161, a=3979.7554, b=1119.0657, s=741.9490, k=3955.5359, theta=1379.3298, a>k? True\n", " NLL: 6.263313477762741\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_19404\\1212845144.py:29: RuntimeWarning: overflow encountered in exp\n", " return np.where(t>20, t, np.log1p(np.exp(t))) # stable\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Summary:\n", " BASE: a=49.9929, k=28.7056, a>k=True, NLL=6.4037\n", " SOFT: a=50.0000, k=0.2000, a>k=True, NLL=1464.4441\n", " HARD: a=3979.7554, k=3955.5359, a>k=True, NLL=6.2633\n" ] } ], "source": [ "# bayes_conditional_bp_gamma_soft_vs_hard.py\n", "# Conditional Bayes via logit P(AE|x) = logit(p) + log f_AE(x) - log f_NC(x)\n", "# AE ~ Beta-Prime(a,b,s), NC ~ Gamma(k,theta)\n", "# Fits: baseline (no constraint), soft constraint, hard constraint (a>k)\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize, stats\n", "\n", "# -------------------- Data (58 samples; 5 AE, 53 NC) --------------------\n", "data_path = \"../data/\"\n", "suv = io.loadmat(data_path + \"suv_percentilesSLOthenUWM.mat\")['lung_SUVperc_COMBINED'][0:58, :, :]\n", "flags = io.loadmat(data_path + \"flags_combined.mat\")['flags'][0:58, 3]\n", "\n", "\n", "# -------------------- sanity --------------------\n", "assert X.ndim==1 and y.ndim==1 and len(X)==len(y), \"X,y must be 1-D and same length\"\n", "assert np.all(X>0), \"All X must be > 0\"\n", "n1, n0 = int(y.sum()), len(y)-int(y.sum())\n", "p_emp = n1/len(y)\n", "print(f\"AE={n1}, NC={n0}, empirical p_AE={p_emp:.6f}\")\n", "\n", "# -------------------- helpers --------------------\n", "def logistic(z):\n", " z = np.clip(z, -60, 60)\n", " return 1.0/(1.0 + np.exp(-z))\n", "\n", "def softplus(t):\n", " return np.where(t>20, t, np.log1p(np.exp(t))) # stable\n", "\n", "# log-pdfs\n", "def logpdf_bp(x, a, b, s):\n", " return stats.betaprime.logpdf(x, a=a, b=b, scale=s)\n", "\n", "def logpdf_gamma(x, k, theta):\n", " return stats.gamma.logpdf(x, a=k, scale=theta)\n", "\n", "# essential decision & conditional NLL\n", "def decision_ess(x, a, b, s, k, theta):\n", " x = np.asarray(x, float)\n", " return (a - k)*np.log(x) - (a + b)*np.log1p(x/s) + x/theta\n", "\n", "def neg_conditional_ll(theta, X, y, eps=1e-12):\n", " # theta = [p, a, b, s, k, theta_nc]\n", " p, a, b, s, k, theta_nc = theta\n", " z = (np.log(p) - np.log(1-p)) + decision_ess(X, a, b, s, k, theta_nc)\n", " p_x = logistic(z)\n", " return -np.sum(y*np.log(p_x+eps) + (1-y)*np.log(1-p_x+eps))\n", "\n", "# Beta prior on p\n", "def make_prior_params(p_emp, tau=25.0):\n", " alpha = max(tau*p_emp, 1e-6)\n", " beta = max(tau*(1-p_emp), 1e-6)\n", " return alpha, beta\n", "\n", "def neg_log_prior_p(p, alpha, beta, eps=1e-12):\n", " return -((alpha-1)*np.log(p+eps) + (beta-1)*np.log(1-p+eps))\n", "\n", "def neg_posterior(theta, X, y, alpha, beta):\n", " return neg_conditional_ll(theta, X, y) + neg_log_prior_p(theta[0], alpha, beta)\n", "\n", "# soft penalty objective (encourage a>k via lam * [k-a]_+^2)\n", "def neg_posterior_soft(theta, X, y, alpha, beta, lam=50.0):\n", " base = neg_posterior(theta, X, y, alpha, beta)\n", " _, a, _, _, k, _ = theta\n", " pen = lam * max(0.0, k - a)**2\n", " return base + pen\n", "\n", "# hard constraint: a = k + softplus(delta) > k\n", "def unpack_phi(phi):\n", " # phi = [p_raw, b_raw, s_raw, k_raw, theta_raw, delta_raw]\n", " p = 1/(1+np.exp(-phi[0])) # (0,1)\n", " b = softplus(phi[1]) + 1e-6 # >0\n", " s = softplus(phi[2]) + 1e-6 # >0\n", " k = softplus(phi[3]) + 1e-6 # >0\n", " theta = softplus(phi[4]) + 1e-6 # >0\n", " delta = softplus(phi[5]) + 1e-6 # >0\n", " a = k + delta # => a > k\n", " return p, a, b, s, k, theta\n", "\n", "def neg_posterior_phi(phi, X, y, alpha, beta):\n", " p, a, b, s, k, theta = unpack_phi(phi)\n", " z = (np.log(p) - np.log(1-p)) + decision_ess(X, a, b, s, k, theta)\n", " p_x = logistic(z)\n", " eps = 1e-12\n", " nll = -np.sum(y*np.log(p_x+eps) + (1-y)*np.log(1-p_x+eps))\n", " nlp = -((alpha-1)*np.log(p+eps) + (beta-1)*np.log(1-p+eps))\n", " return nll + nlp\n", "\n", "# -------------------- inits --------------------\n", "alpha, beta = make_prior_params(p_emp, tau=25.0)\n", "\n", "# moments for NC Gamma init (from NC subset if present)\n", "X0 = X[y==0]\n", "if X0.size>0:\n", " m0 = float(np.mean(X0)); v0 = float(np.var(X0, ddof=0))\n", "else:\n", " m0 = float(np.mean(X)); v0 = float(np.var(X, ddof=0))\n", "k0 = max((m0**2)/(v0+1e-9), 1.5) if v0>0 else 2.0\n", "th0= max(v0/(m0+1e-9), 0.5) if v0>0 else max(m0/2.0,0.1)\n", "\n", "# AE inits\n", "X1 = X[y==1]; m1 = float(np.mean(X1)) if X1.size>0 else float(np.mean(X))\n", "p0 = np.clip(p_emp, 1e-3, 1-1e-3)\n", "a0, b0, s0 = 2.5, 1.0, np.clip(max(m1, 0.5), 0.01, 10.0)\n", "\n", "# -------------------- FIT 1: baseline (no constraint) --------------------\n", "bounds = [\n", " (1e-3, 1-1e-3), # p\n", " (0.2, 50.0), # a\n", " (0.2, 50.0), # b\n", " (0.01, 10.0), # s\n", " (0.2, 50.0), # k\n", " (0.01, 10.0), # theta\n", "]\n", "theta_init = np.array([p0, a0, b0, s0, min(k0, bounds[4][1]), min(th0, bounds[5][1])], float)\n", "res_base = optimize.minimize(\n", " neg_posterior, theta_init, args=(X,y,alpha,beta),\n", " method=\"L-BFGS-B\", bounds=bounds, options=dict(maxiter=6000, ftol=1e-12)\n", ")\n", "p_b, a_b, b_b, s_b, k_b, th_b = res_base.x\n", "print(\"\\nBASE (no constraint) success:\", res_base.success, res_base.message)\n", "print(f\" p={p_b:.6f}, a={a_b:.4f}, b={b_b:.4f}, s={s_b:.4f}, k={k_b:.4f}, theta={th_b:.4f}, a>k? {a_b>k_b}\")\n", "nll_base = neg_conditional_ll(res_base.x, X, y); print(\" NLL:\", nll_base)\n", "\n", "# -------------------- FIT 2: soft constraint --------------------\n", "lam = 50.0 # penalty weight (tune if needed)\n", "res_soft = optimize.minimize(\n", " neg_posterior_soft, theta_init, args=(X,y,alpha,beta,lam),\n", " method=\"L-BFGS-B\", bounds=bounds, options=dict(maxiter=6000, ftol=1e-12)\n", ")\n", "p_s, a_s, b_s, s_s, k_s, th_s = res_soft.x\n", "print(\"\\nSOFT constraint success:\", res_soft.success, res_soft.message)\n", "print(f\" p={p_s:.6f}, a={a_s:.4f}, b={b_s:.4f}, s={s_s:.4f}, k={k_s:.4f}, theta={th_s:.4f}, a>k? {a_s>k_s}\")\n", "nll_soft = neg_conditional_ll(res_soft.x, X, y); print(\" NLL:\", nll_soft)\n", "\n", "# -------------------- FIT 3: hard constraint (a = k + softplus(delta)) --------------------\n", "# transformed inits\n", "p_raw0 = np.log(p0/(1-p0))\n", "b_raw0 = np.log(np.exp(b0)-1)\n", "s_raw0 = np.log(np.exp(s0)-1)\n", "k_raw0 = np.log(np.exp(k0)-1)\n", "theta_raw0 = np.log(np.exp(th0)-1)\n", "delta_raw0 = np.log(np.exp(1.0)-1) # start with a>k by ~1\n", "phi0 = np.array([p_raw0, b_raw0, s_raw0, k_raw0, theta_raw0, delta_raw0], float)\n", "\n", "res_hard = optimize.minimize(\n", " neg_posterior_phi, phi0, args=(X,y,alpha,beta),\n", " method=\"L-BFGS-B\", options=dict(maxiter=8000, ftol=1e-12)\n", ")\n", "p_h, a_h, b_h, s_h, k_h, th_h = unpack_phi(res_hard.x)\n", "print(\"\\nHARD constraint success:\", res_hard.success, res_hard.message)\n", "print(f\" p={p_h:.6f}, a={a_h:.4f}, b={b_h:.4f}, s={s_h:.4f}, k={k_h:.4f}, theta={th_h:.4f}, a>k? {a_h>k_h}\")\n", "nll_hard = neg_conditional_ll([p_h,a_h,b_h,s_h,k_h,th_h], X, y); print(\" NLL:\", nll_hard)\n", "\n", "# -------------------- predictions --------------------\n", "def predict_proba_with_params(x, p,a,b,s,k,theta):\n", " z = (np.log(p) - np.log(1-p)) + decision_ess(x, a,b,s, k,theta)\n", " return logistic(z)\n", "\n", "# x-range guided by data\n", "xmin = max(1e-6, X.min()*0.5)\n", "xmax = max(X.max()*2.0, 8.0)\n", "xg = np.logspace(np.log10(xmin), np.log10(xmax), 900)\n", "\n", "p_base = predict_proba_with_params(xg, p_b,a_b,b_b,s_b,k_b,th_b)\n", "p_soft = predict_proba_with_params(xg, p_s,a_s,b_s,s_s,k_s,th_s)\n", "p_hard = predict_proba_with_params(xg, p_h,a_h,b_h,s_h,k_h,th_h)\n", "\n", "# -------------------- plots --------------------\n", "plt.figure(figsize=(10,6))\n", "plt.plot(xg, p_base, label=f\"BASE (a>k={a_b>k_b})\", lw=2)\n", "plt.plot(xg, p_soft, label=f\"SOFT (a>k={a_s>k_s}, λ={lam})\", lw=2, ls=\"--\")\n", "plt.plot(xg, p_hard, label=f\"HARD (a>k={a_h>k_h})\", lw=2, ls=\"-.\")\n", "plt.scatter(X[y==1], np.ones(n1), marker='x', alpha=0.8, label=\"AE\")\n", "plt.scatter(X[y==0], np.zeros(n0), marker='o', alpha=0.6, label=\"NC\")\n", "plt.xscale(\"log\"); plt.ylim(-0.05, 1.05); plt.grid(True, which=\"both\")\n", "plt.xlabel(\"x (SUV)\"); plt.ylabel(\"P(AE | x)\")\n", "plt.title(\"Conditional Bayes — AE=Beta-Prime, NC=Gamma (BASE vs SOFT vs HARD)\")\n", "plt.legend()\n", "plt.tight_layout()\n", "# plt.savefig(\"bp_gamma_conditional_three_modes.png\", dpi=300, bbox_inches=\"tight\")\n", "plt.show()\n", "\n", "print(\"\\nSummary:\")\n", "print(f\" BASE: a={a_b:.4f}, k={k_b:.4f}, a>k={a_b>k_b}, NLL={nll_base:.4f}\")\n", "print(f\" SOFT: a={a_s:.4f}, k={k_s:.4f}, a>k={a_s>k_s}, NLL={nll_soft:.4f}\")\n", "print(f\" HARD: a={a_h:.4f}, k={k_h:.4f}, a>k={a_h>k_h}, NLL={nll_hard:.4f}\")\n" ] }, { "cell_type": "code", "execution_count": 135, "id": "f738df0b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "BASE: True CONVERGENCE: RELATIVE REDUCTION OF F <= FACTR*EPSMCH | a>k? True | theta_max= 0.813774180513841\n", "SOFT: True CONVERGENCE: RELATIVE REDUCTION OF F <= FACTR*EPSMCH | a>k? True | theta_max= 4710.625930391225\n", "HARD: True CONVERGENCE: RELATIVE REDUCTION OF F <= FACTR*EPSMCH | a>k? True | theta_max= 0.15253476634190258\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_19404\\3753997112.py:20: RuntimeWarning: overflow encountered in exp\n", " def softplus(t): return np.where(t>20, t, np.log1p(np.exp(t)))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "HARD_MONO: True CONVERGENCE: RELATIVE REDUCTION OF F <= FACTR*EPSMCH | a>k? True | theta_max= 0.024098028452538507\n" ] }, { "data": { "image/png": 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eswiO4HcRvx841jjmV1xxhcpWQcAES//iPYAAIn5HUeqjNYtFoANlXwhK4HkieIGAILKJHn74YXV/BARx/NBfBsEjvP+QIYKytN70tV+8P7A/vAdPPPFEtZwv3m8Izlx88cX9Hhcst4uSMzQsBgTX8Py13xNmkxARmZTRy9MQEVFkwjKf+G9o11133ea6V199VV2XnJzs6ejo6HJd9yVyNffdd59aMhNLh+6www5qGdXuS9VqS2PeeuutaklP3DY9PV0tAXrjjTd66urqAhr71VdfrcYwYcKEHq8f6uP+/e9/V/vH7fXweLh83bp1HiMN9BjOnz9fjfvMM8/sdZ9Y0hj7wPKteN1nzpzpueyyyzzFxcVdlrE99NBDAzreDz30kGfcuHFqiWX9+wVLsl5++eWerKwsT0JCglp6de3atT0ukYtld/Pz89WY8BwWL168zWMNZIncQPb3wAMPePbYYw9PZmamOrbjx49X74eejiuWhMaxT01N7bLMqwbPB8tP93S8elqGt/vx1ZbI/eyzzzxnn322eiwsb3zyySd7qqqquty3tLRU3RevXfelqfF+PeaYYzxpaWmeuLg4z0477aSWou0OS+5OmzZNLfXb/Zj+/PPPnqOOOsp3XDDW4447zvPxxx/3cdT73+8LL7yglpvGPjMyMtRz27p1a7/71I4j9tfTqaflmYmIyBxs+MfoQAwRERERDQxKUtA4GBlD3XuNBANKypApgeV6+8uQIiIisgr2BCEiIiKyoNdff131xEBZDBEREQWGPUGIiIiILASrJi1btkz1AZkzZ47qaUFERESBYSYIERERkYWgAel5552nmo8++eSTRg+HiIjIUtgThIiIiIiIiIgiAjNBiIiIiIiIiCgiMAhCRERERERERBEhIhujut1uKS4uluTkZLHZbEYPh4iIiIiIiIiGAJ0+Ghoa1PLxdnvv+R4RGQRBAGTkyJFGD4OIiIiIiIiIgmjLli0yYsSIXq+PyCAIMkC0g5OSkqK2nU6nfPDBB3LAAQdIdHS0RCIrHwMzjd2osYT6cUO1/2Dud6j7MtP7iAaOr591j4GZxs3PcOP2y8/wyMbXz7rHwEzj5me4cft1BmFfQ91HfX29SnbQ5vu9icggiFYCgwCIPgiSkJCgzhv9y2sUKx8DM43dqLGE+nFDtf9g7neo+zLT+4gGjq+fdY+BmcbNz3Dj9svP8MjG18+6x8BM4+ZnuHH7dQZhX8EaT38tL9gYlYiIiIiIiIgiAoMgRERERERERBQRGAQhIiIiIiIioojAIAgRERERERERRQQGQYiIiIiIiIgoIjAIQkREREREREQRgUEQIiIiIiIiIooIDIIQERERERERUURgEISIiIiIiIiIIgKDIEREREREREQUERgEISIiIiIiIqKIwCAIEREREREREUUEBkGIiIiIiIiIKCIwCEJEREREREREEYFBECIiIiIiIiKKCAyCEBFRUDS0OqW8vrXH63A5rh/u8ayvaOxxTLgM1+E2Zht3pOPrQURERGEdBPn888/l8MMPl4KCArHZbPL666/3e59FixbJ9ttvL7GxsTJhwgR5/PHHh2WsRETUM0xML3p+iZzz9I9S1m0Ci/O4HNcP1wQWj3P+sz/Jkfd+JX98/PsuY8L2H5/4Xl137pM/qNuZZdyRrrHNXO8jIiIiCj+GB0Gamppk1qxZcu+99wZ0+w0bNsihhx4qe++9tyxZskQuuugiOfPMM+X9998P+ViJiKhnLe0uqW5ul6KaFjlXN4HFT5zH5bgetxuu8VQ1tUuz0yUrSxvkT52BEJz+9MT36rLmdpdUNrer25ll3JGupd1tqvcRERERhZ8oowdw8MEHq1OgFixYIGPHjpX//ve/6vzUqVPlyy+/lP/9739y4IEHhnCkRAPk8Yg0Vog0lok0V4q4OkTcnSePS8Qd3D/ibS6XFNT8LLbl7SIOR1D3Hcr9B3O/Q91XqI9hOMsRkcd2dMpDX6yXmqp2efLhz+W4HUbKiz9skalN7bJrYoycteM4SdtcFrIx6F+/HIdDnt7FKQs+WyfFtS0i5SIP3/+5ut24hlYZZxMpSIuXc+ePV5cZOe5gsup7WBt3zpZ2eWxHt2neR8N5DPkZHl6f4R78DdDhEo/LLR6X/6d06M+7O2/Teb4Dfxt0Xo776/elNnyXdD2vu+1gbm8WLrdbRm3YII0lP4nDbvj3tIaw6jEw07iNGkuoHzdU+3f1s9+k488Xe2qmhBubx/dJaTyUw7z22mty5JFH9nqbPfbYQ5XC3Hnnnb7LHnvsMZURUldX1+N92tra1ElTX18vI0eOlMrKSklJSVGXOZ1O+fDDD2X//feX6OhoiURWPgZmGrtr07dS8c5NMqJtldiaqwwdCxERkRmpvz7VXN/Ww7b3p8eNG3Zeps53v97W5XL1U93Hv419qtt3xhXUfbTH0v3030bbR+d53z67Xt/lsX2PoxsjzhMRWdyY15+RqPEzh20+NtR9YJ6flZWl4gLaPN+UmSADVVpaKrm5uV0uw3k84ZaWFomPj9/mPrfccovceOON21z+wQcfSEJCQpfLcNAjnZWPgaFj93hkSumrMrn0DRlp3CiIiCKKmti6bOJ22cTTYRN3R+e2bwKr23Z1vQwTX7fu8i4T8W6TczXh1SbjXc7b+r2864B72Ow+Ye52n22+rvKdt217fS+37XJxD4/X9freH09t9vT1Wffn1eU23uPiu9jtHzsREZnXV199KU2rtgz7fGyw+2hubg7odpYLggzGlVdeKZdccsk2mSAHHHAAM0F0rHwMzDB2+3cLxLHkDd95T3SieEbuJJJcIJ7ELBFHrIg9SsTu8J5s9qD+EehyuWTV6tUyedIkcYQgDThU+w/mfoe6r1Afw0jQ0NYhb/xcJHUt/saVqfHR8rs5hZIcG9r/cnp6/TCeV3/aKhUNbb6Jos0mkp0UK0fNHeEbk5HjDiYrvYeR8u9qbBVXY4s4G1tly9oNkp+RLZ4WpzTVt8iaTVXibmmXKGeHRLV3SIzLLclRNrG1d4jH2SHidInN2SE2J/uD0DCx28TmsKuT4KfdLraozm3dSXC5/nY9bHtvp+3P4b8e+7PZxGbv9veBrft57eLAbtf98m3uZwJuj1vKKyokJztb7OpvpMhj1WNgpnEbNZZQP26o9u/uZ7/jjjha7GkoerZOJkggrPOXXae8vDwpK+taC4zzCGb0lAUCWEUGp+5wYLsf3J4uizRWPgaGjb12i8gn//Cd/a3gOJl06p0SHZc4bENwO52yvnahTNn1EHGE4BiEav/B3O9Q9xXqYxjufM0r21qkMDNebjxiulz/5m+qmeXrq+JlwSlzJTclLmSP3/318zVBrZ2ivn4en43fR5usq2wUqRV59bdkeeT0HdV9jRx3MJnhPexubhZnaak4S0qktahE6rcUSXNpubRXVomrulpsdbUS1VArMc2NqMn13Q8hm3Ldfgr7eAzzTd/65tYyNvCPrTObQp23+Z6MbxsTYLXtPa/OYbJs0064ChNw3yzYuwttUuu9QddtnPV4y4Nj4+P9t+9yW+9jdb2f/rx2s67X4bk0NjVJUlKSb5z+HfY8FltUdOfE3yESFdX50/vlQGllheQXFIo9OlpsuMzhv97WbdsbNIjy7i8qStx2m/y2apXM2G6WRMXGii0a10V5H0N38p737r/Lee32GJt6/G73MWHgIJxg8rN44UKZfMghlv07NFKPgZnGbdRYQv24odq/MwT7DcZ8bLD7CPQ+lguCzJs3TxYuXNjlMkSLcDmRYb78n4irXW26djpH1jrnyyRHjNGjIho25brVOwrT/YED/NQux88HTpkrOcMQUCjXrQKDWdqUPH/AQ7scp1Mf/VaiHXYpr28zxbitAK3EOioqpG39BqlatVbqVq+Tto0bxVNaIjHVFRLb0rTNfRDg6PlrioFxiU3aomKk1REjbY4YaY2KljZHtO88ttXPqGhx2qOkw+4Qp63zpyNKOmwOcdod0mGP8l2vrvNd5hCXzSFum03cNrs6uTq3XZ3n9de5u1y37eUq+BGiiXNslF019x2Rrp0SfNtjs5IkIzFmmz908ffTISH4AzpY+8W+fl64UOYMcl+4f93ChZJqgokYERGZl+FBkMbGRlm7dm2XJXCx9G1GRoaMGjVKlbIUFRXJk08+qa4/99xz5Z577pHLLrtM/vjHP8onn3wiL774orzzzjsGPguKaM5WkWUveLdjksS926Uiny42elREwyo+xiEZCd5Jlz5zQh9QwPW43XCNJzMxRhKiHTIqI0EFQLQxPXLajioQsrmqWbISYiQqyq4CIWYYt9m4m5qkafkKKfphqdT/slw8a1dLXOlWiWn3Ll0LmGoOZLrZ4oiRuthEqY1NkrqYJLXdHJMgbTGxIsmpUuWJlqboeMkvzJbo1GSxJydLVHKKtMfEyvurqiQpLlpO3GmUpCdGS4zDIYkOm6Q5vK9htMMm0Xg97XaJjrJ5L+vcdugzKTrLAToTL7pc3tHRIR9+8IEqmbUju8DtkQ63x/fT1XlSlyEg5PL+dLrc0t7hlrYOt7Q6XdLa+RPn23C+cxs/W5wuaWztkIbOU32rU+pbnFLT2CKtWmPNfmBfGyqb1KkneP9PyEmSiblJMjEnWcZnxUsrK4eIiIiMD4L88MMPsvfee/vOa707TjvtNHn88celpKRENm/e7Lsey+Mi4HHxxRfLXXfdJSNGjJCHH36Yy+OScTZ8JtLe6N2eeoRIfLrRIyIadslx0XLnCbOlpd21TcYEAgrIpEAgAbcbrvHcc9L2qhdIUmxUlzFhPI+etqM0tnVIdrK3VNIs4zY6w6NtwwbZ9OlXUr34O7Gv/E2SKkvF3lm8kdzP/Z02h1TFp0hFfJpUJ6ZLS2qWODOzxZOdIzE5OZKQmy0pedmSnpGi+q1Mjo+W1IRotR1jc8u7776rsgkwUe/p9YA/17eG/PVwOkViHSKJsVHDnkqNjIqDDjpY2j02qW/tkOrGdqlsapPKhjapxHYjfrZJVWO7lDe0qkylpvaeIxtVTe1StaFavt1Q7bvMJg55eONXMntkuswamSY7jEmXybnJLPMgIqKIYngQZK+99vKvZ94DBEJ6us/PP/8c4pERBWiVrjxr6mFGjoTIUJiY9jY5NaKUpL/x6Nt8mWncw6m9pETWv/ORVC36TOJW/CIJTd6GYml9lKOUJWZIcVK21Gfni6tgpESNGi1J48dJzviRMiIzSeakx6vAxkAm1ggAmPV9NNzsdpskR3uPQWFa30VE+PupttkpW2taZGtNs/q5ubpZ1lU0ypryRhUE7HJ7scma8iZ1eunHreqyrKQYmTc+S+aPz5S9JudIXmr4H2MiIopshgdBiCxv6w/enzaHyLi9jB4NEVGfk+b635bLqudeF+fXX0hGySZ1eUYPt0V/jA0p+VKWO1pc4ydJwrSpkjNrukwYlS27ZyZKDFaxIEMh0JSeGKNOM0ekbnN9bXO7rC1vlNVljfLL1hr5YvkWKW2xq1IeDTJM3lparE4wZ1SaHDg9T53GZg1fc28iIqLhwiAI0VC0N4uUr/Bu50wViUn05lITEZlI0/oN8uuTL0nHh+9LRlVxj6UtjVFxsjp7nDRNni6JO+wgY+bvIHuNzlYlK2RNaQkxssOYDHVybp8vC6M2yj777yerK1rk5801snhdlSqXQWmY5ufNter073dXqpKZ43YYIYfPKpCUCCgJIyKiyMAgCNFQlC4T8XTWYxfMMXo0REQ+no4OWfnKO1L61DOSt/YXSenhNqvTR0rFtLmStOceMmOvneWEEeni0JZepbAUF+2QuaPT1enM3cephq7LttbJZ6sr5IPfSr0rKnVauqVWnf7x1nL53ewCOWv3cTIxt7/uMERERObGIAjRUJQs828zCEJEJuBpbpFv/3WHRL/zhqQ01khet+tX5IyXul32ktFHHioH7DApYle+IS+soKMFRS7Zf5JsrGyS938rlTeWFMvyknrfSjQv/rBVnfaenC1/3nuC7DimpyIqIiIi82MQhGgoajb4t7OnGDkSIopwbVXVsvjWe2Tku69JApbu1ilOypKNu+wvE044Sg6fN01NfIl6MiYrUc7Zc7w6/VpUJy//uFVe+XGrNHSWzHy6qkKd9p2SI38/aLKMz+y7eSsREZHZMAhCNBTVuiBI+hgjR0JEEaqjpVW+uvUeSX7lGcnVBT+wksuvo7eTuGOPk71POlT2TfAuBxwIp8sptW21UtNWI7WttVLfXi9trjZpd7WrU4enQ6Lt0RJlj1KnOEecpMamSlpsmvqZEZchMY6YED1jGi4zClPV6W8HTJIXvt8ij321UYpqW9R1H68sl09WlctRcwpkLmNqRERkIQyCEA1FzUbvT0esSHK+0aMhoghb6WXZs69Jw13/k5z6St/lTptDfpkxX0b/9c9y3G7bqSVXe+L2uGVz/WZZXbNa1tSukS0NW6SooUiKGoukoqViSGOziU2yE7KlMKlQncakjJGpmVNlSsYUyY7PHtDyuWQ8LNeL/iGn7zpGXv2pSP730WopqWsVj0fklZ+K5b0oh8SMKZGj547ka0tERKbHIAjRYOGvPy0Ikj5axM6vwohoeFRvKpLvL7hcRq36UTJ1mR9LZ+4udXvuKmedc5JER3ddzaOhvUF+Lv9Zfij7QX4q+0kFP1o6vN/qB5tHPFLeXK5OeEw9ZIlsl72d7JS3kzpNTJ8YkjFQ8EU57HLcjiPliNkF8uTijXL3J2ulobVDmjpscunLv8hby0rl9mNnSXZy4FlHREREw41BEKLBaixDHrp3m6UwRDRM2R/f3v+kRC24S0a1+wMYKwunSN4VV8hxe20vCxcu9N12Xe06+WTLJ/Lp5k9lefVylf3Rn8y4TJW9kRmfKelx6arEJSUmReKi4lQJTKwjVuw2u7g8LnG6ndLh7lDBlLq2Ot8JwY+tjVulurV6m/3jskVbFqkTZMVnyd4j9pZEZ6LaX7RwKVYrrDBz9h7j5cjZhXLdG7/Ke7+VqcuxwszBd30h/zt+luw+MdvoYRIREfWIQRCiward4t9OG23kSIgoAjTXNciiMy+Usb8s9l1WG5cs5Wf8VQ77y0kSHeUQp9MpFa4KuXvJ3fLxlo9lc8PmXvc3ImmETM6YLJPTJ8ukjEkyNmWs5CflS3xU8BpdNjubVXnNmpo1srJmpaysWqmCMQiUaCpbKuWlNS+p7Tdee0OOnHikHD3xaBmdws9Vs8tJiZO7T5gltz79rrxRFC8Vje1S2dgmpz76nfz9wMly3p7jWR5DRESmwyAI0WA1lfu3k3KNHAkRhblNP/4qG/7yVxlbW+q77Jdp82T+nTfJvFH5qlnp62vfkldWvyJLGpaILN92Hyg72TF3R5mbO1e2z91eZWCEWkJ0gnpcnA6RQ9RlyEZZW7tWvi/9XhYXL1andne7ug6NWB/79TF12iV/Fzlr5lmyY96OnEib3MwMj5x55Dy57LXl8vnqClUtett7q2RteaPcctRMiY3iMsxERGQeDIIQDVajPgjCtF8iCo3FT7wicf/5h+R2eAMFTVFxUnbupXLsX05Sq7Y8/MvD8syKZ1RGhZ7D5lABj31G7SN7j9xbCpIKxAxQSjMpfZI6nTz1ZJUtsmjzInnq26dkpWulKq+Bb0q+Uac5OXPk3Fnnyq4Fuxo9dOpDZlKsPH76jnLvp2vlvx+uVpehiWpJbas8fNoOkhjLPzmJiMgc+D8S0WA16VZPSMwxciREFKbe/+ddMuKZB8QuHnV+a0ahjPy/u2TarLGyYNkCefzXx6W5o7nLfXLsOXLK7FPkiAlHqL4eZodskf1H7S/OX50yb5958s6md+TFVS+qniKAxqrnfHiO7Fa4m1y242UyNnWs0UOmXmAlor/uO1HG5yTJJS8ukVanWxavr1LlMY+dsaOkxLHfCxERGY/LWRAFJROEQRAiCh632y1v/+UqGfXMAl8AZMW0ebL9Wy/Kz0nL5OBXD5b7ltznC4Agu2L/0fvLY/s/Jn9N/qucMuUUSwRAukMj1jNmnCFv/f4t+ffu/5ZxqeN8131Z9KUc9eZRcs/P94jT5TR0nNS3Q2bmy3Nn7SIpcd7v2n7cVCOnPPytNLTydSMiIuMxCEIUjJ4giSyHIaLgBUDePOvvMv7j13yXrdr/WJm04BI57+tz5eZvb/atuhJli5JjJx0rbx/5ttyx1x0yK3tWWPTPiLJHyaHjDpXXfveaCobkJnj7LqFU5oFlD8hJC09SS/ySec0ZlS7Pnb2LZCTGqPPLttbJOU/9KG0dLqOHRkREEY5BEKLBatSVwzAThIiClQFy5qUy+SvvMrduscmak8+VNacmy8nvnSwrqlf4bnvgmAPl9SNfl+vmXScjU0ZKOEKGC4Ihbx75pmqSiqAPrKxeKSe9c5K8te4to4dIfZhekCrPn72LpCV4y2C+XlclF7+wRFxub3YTERGRERgEIRpqJkhMskh08JaUJKLI5PF45I0LrpeJX7/rC4CsPuN0eWy7RfLk8ifVqiqAlVaePuRpuX3P2yNmGVn0Dblg+wvkmUOfkQlpE9Rlba42uerLq+SWb2/xNVMl85mUmyyPnr6jxEd7V4hZ+Eup3Pb+SqOHRUREEYxBEKKhNkblyjBEFATv/OP/ZMpHL/sCIItPOUhuLnxJLScLsY5YuXD7C+WFw15QZS+RaFrmNHn+sOfl6IlH+y57duWzcvGii6W1o9XQsVHvth+VLvedsr047N5SrQc+Wy9vLys2elhERBShGAQhGgy3S6S1zrsdn2H0aIjI4hY98pKMfe4B3/mPjpgmd438UFpdrb7sjxcPe1HOnHmmRNsje4UNBINu2PUGuWHeDb5jsWjLIrWCDJYMJnPae3KOXHPoVN/5v7+0TFaW8vUiIqLhxyAI0WC06f5wi0s1ciREZHFLv/hJUv53k28VmI/m58rD01f5rkfj02cPeVbGpflXSiGRoycdLffvd78kRCWo8z+V/yTnfniuNDmbjB4a9eL0XcfIUdsXqu0Wp0v+8sxP0upko1QiIhpeDIIQDUYrgyBENHQVxRVSc8lFEt/Rps5/Oy1RHty9Um0jy+Hm3W5WjU/jouIMHqk57Zy/szx60KOSEefNyPul8he58JMLVb8QMh+sXHTz72fK9IIUdX5dRZP8+132ByEiouHFIAjRYGilMBDn/WOOiGggOlxuWXzmXyW3wdtfaGNOtNx9SCtmipIWmyaPHPiIHD7+cKOHaXrTM6fLg/s/KMloUo1AUum3ctlnl/kayZK5xEU75K4TZktslPdP0Me/3ihfrNGttkZERBRiDIIQDQbLYYhoiN64/k6ZuH6p2q6Pt8ltx7ilPdom+Yn5avWXOTlzjB6iZUzOmKxKY+KjvCt1fbLlE7l3yb1GD4t6MSEnWa48eEqX/iANrU5Dx0RERJGDQRCioWaCxDIThIgG5ufPfpAJrz7mO3/34TapTLXJyOSR8vhBj0fM0rfBhBVz7tzrTrHbvH/aPLjsQflw04dGD4t6ceq8MbL7xCy1XVrfKnd+tMboIRERUYRgEIRoMNgThIgGqamhSaovv0xi3B3q/Ds72GTpeLsKgDx24GNSkFRg9BAta9fCXeWSuZf4zl/95dWyvm69oWOintnt3v4gcdH+spgVJQ1GD4uIiCIAgyBEQ+4JwiAIEQXunctuloLaErW9MUfk2b3tkh2frfpa5CbmGj08yzt12qly2LjD1HZLR4tc+cWV4nSz1MKMRmYkyPl7T1DbLrdHbnh7hbi9iyQRERGFDIMgRIPBniBENAg/fPqDTF30utrusIvcc7hD4hJSZMH+C2RE8gijhxc2K5BgRZ2xqWPV+eVVy+WBpQ8YPSzqxVl7jJNxWYlq+6fNtfJjpc3oIRERUZhjEIRoMNgThIgGqK3NKeXXXydRnauWvLGLTYpyo+S/e/5XJqVPMnp4YQUNUm/Z7RaJskWp8w/98pAsrfA2oSVziY1yyI2/m+47v3CLXdo7uLIPERGFDoMgRIPBchgiGqD3bl0gY8s3qO3iDJFX59vl7zv+XeYVzDN6aGFpetZ0OWfWOWoby+XeuPhG6ejsw0LmsvvEbF+T1Oo2m7zww1ajh0RERGGMQRCiIQdBmAlCRH3bsrlM8l5+3Hf+gYMdcsjkI+WkKScZOq5wd+bMM2VqxlS1vaZmjbyw6gWjh0S9uOxA/5K59y5aL01tDFgREVFoMAhCNNSeICyHIaJ+fHXDfySlvdm7PdUmbTPHy9W7XK36V1DoRNmj5Kqdr/Kdv+fne6SypdLQMVHPZo5IlUNmeBsDVzW1y6NferOmiIiIgo1BEKLBaG/yb8d4G7oREfXk129/kWnfvKu226NEXtw3Vv6z539U3woKvdk5s+XICUeq7UZno9z5451GD4l6cdG+E8Qu3uVhHvlqgzS3MxuEiIiCj0EQosFwtnh/RsWJ2B1Gj4aITMrj8ciqf90s0W5vo8e3drLJGftdxkaow+yi7S+S5Ohktf3mujdlbc1ao4dEPRiblSjbZ3mDILXNTnnx+y1GD4mIiMIQgyBEQ8kEiU4weiREZGJfvvuVTFuzRG3XJIps/t2OcsLkE4weVsTJjM+Us7Y7S217xCP3Lb3P6CFRL/Yp8K8M89AXG8Tp4koxREQUXAyCEA2G01vbzyAIEfWVBVJy962+82/Mj5Fr9v4n+4AY5IQpJ0hmXKba/nDTh7KqepXRQ6IeFCaK7Nm5UkxRbYu8s6zE6CEREVGYYRCEaDA6GxxKDIMgRNSzL95aJDM3eMsuKpNFpp5+voxKGWX0sCIWerBgtRjNvUvuNXQ81Luzdh/j217w2ToVUCQiIgoWBkGIBgp/jDEThIj6gElb2f03+85/sleOnDL7DEPHRCLHTj5WcuJz1PanWz6VFVUrjB4S9WCnMekya2Sa2l5Z2iDfb6wxekhERBRGGAQhGihXu4jH5d3myjBE1INF73wsMzZsVdsVKSIH//XfarlWMlasI1bO3M6fDfL4b48bOh7qGUrGztjVnw3yzLebDB0PERGFFwZBiIayPG40l7gkom1tfuQW3/Z3+06SnUbNM3Q85IflctNivVkGH2z8QEqbSo0eEvXgoBl5kp4Qrbbf/aVUqpvajR4SERGFCQZBiAZKK4UBlsMQUTeLvvpK5q4sVtv18SLHXnyH0UOibr1Bjpt8nNru8HTIsyueNXpI1IO4aIccu8NItd3ucsvLP3K5XCIiCg4GQYgGytni32Y5DBF1s/zBf4qjs4/jb7tPl9E5440eEnVz4pQTJdruzTJ4ec3L0trRavSQqAcn7uRvJPzst5vF7WaDVCIiGjoGQYiGVA7DTBAi8lu65hfZ+Wdv/4L2KJGD/v5vo4dEPciKz5KDxhykthvaG+SDTR8YPSTqwdisRJk/wbus8caqZlm8vsroIRERURhgEIRoSOUw7AlCRH4f3nONJHS2LvhlzngpGDnB6CFRL7SSGHhx1YuGjoUCywZ59aciQ8dCREThgUEQooFq1wVBWA5DRJ3WVG2QOd+v9p3f5aIbDB0P9W1W9iyZmD5RbS+tWCqrqlcZPSTqwX5TcyU51ruy0vu/lUqrs3N1NiIiokFiEIRooNgYlYh68PSTN0lBtXd73egcmTB3B6OHRP0sw3rspGN9599Y94ah46HeG6RipRhobOuQj1aUGT0kIiKyOAZBiAaKQRAi6qamtUZGffaN73zW8WcaOh4KzCFjD/E1SF24fqF0uDuMHhL14Mg5hb7t13/2rrxEREQ0WAyCEA2lMWoMgyBEJPLIpwtkp9XeNP26hBjZ6WR/vwkyr9TYVNlzxJ5qu6q1ShYXLzZ6SNSDXcZlSk5yrNr+bHW51DZ3Nt4hIiIaBAZBiAaKmSBEpNPS0SJNb7woUW7v+crd9hN7rHfCRuZ32PjDfNtvrX/L0LFQzxx2mxwxq0BtO10eWfhLqdFDIiIiC2MQhGignC3+bTZGJYp4r616XXZf2uo7v9Nf/mLoeGhg9ijcQ2WEwKebP1VBLTJ3ScxbS1kSQ0REg8cgCNFQgiBRcUaOhIgM5vF45NN3H5H8Gu/5TWPGSc7kcUYPiwYg2hEt+43aT223ulrl6+KvjR4S9WB6QYqMyvBmX363sZolMURENGgMghANVEebf5tBEKKItqRiiUz/yf+tdPoR7AViRQeMOcC3/eHmDw0dC/W+ms8B03LVtsvtkU9Wlhs9JCIisigGQYgGqsOf9i5RrPsnimTPLX1Wdl3uUdvtDofMOeUoo4dEg7Bj3o6+kpgvir8Qp8dp9JCoBwdM9y6VCx8u51K5REQ0OAyCEA0UM0GIqHNZ3KrP3pfkzrhoycydJCYl2ehh0SBgmdx9Ru6jttETZI1zjdFDoh7MHZ0uGYkxavuz1RXS6vSuyERERDQQDIIQDZRLHwTx/jFGRJHnjbVvyG6/dPjOFx57jKHjoaHZf/T+vu0VHSsMHQv1vkrMvlNy1HZzu0u+Wltp9JCIiMiCGAQhGlI5DDNBiCK1IerrS16QuWu9pTD1cYky/Qj/JJqsZ6f8nSQ+Kl5tr3auFrenc81jMm1JzAe/sSSGiIgGjkEQooFiOQxRxFtWuUwKlm6W6M5s/Oqd9hJ7dLTRw6IhiHXEyi75u6jtJk+TLK9abvSQqAe7T8yS+GiH2v5oRZm43d5AJBERUaAYBCEaKDZGJYp4b617S3Ze5Z98jT/mCEPHQ8Gx54g9fdtokErmExftkN0mZqntqqZ2+a243ughERGRxTAIQjRQHe3+bQeDIESRxulyyscrF8rs9Z2lMPHJMnHf+UYPi4Jg9xG7+7a/KGIQxKz2mJTt2/58TYWhYyEiIuthEIRosJkgNoeII8ro0RDRMMPkeOLKOonp7IlaN3e+2Bze9HyytpyEHJmaMVVtr6xZKRXNnGCb0R6dmSDwBYMgREQ0QAyCEA22Jwj7gRBFpO6lMCOPPNTQ8VBwzcuf59v+puQbQ8dCPRudmSijMhLU9o+baqSpzb9KExERUX8YBCEabCYI+4EQRZy6tjr5esMi2b5zVZjG2ESZfMAeRg+LgmjnvJ192wyCmNcek7zZIE6XR75ZX2X0cIiIyEIYBCEaKFdnTxAGQYgizqIti2TaunaJc3rPV87aWewxMUYPi4JoVtYsiRbvSj/fFH+jlkMm89l9or8vyBdrKg0dCxERWQuDIEQDxUwQooj14aYPZW5nFgjkHnqwoeOh4ItxxMiYqDFqu7ylXDbUbTB6SNSDeeMzxWG3qW02RyUiooFgEIRooNgThCgiNbY3ytdFX8mcdd4gSJsjWmYevq/Rw6IQGB813re9uGSxoWOhnqXERcuckWlqe31Fk2ytaTZ6SEREZBEMghANFDNBiCLSZ1s/kxElTslo9J4vnzBTohPijR4WhcD4aH8Q5PvS7w0dCwVWEvP1WvYFISKiwDAIQjQQbpeIu7MLvYNBEKJIK4XRGqJC4h5siBqucu25khydrLZ/LPuRfUFMXBKj+W5jtaFjISIi62AQhGgwpTDATBCiiNHsbJYvi76UOevcvsumHcV+IOHKbrPLnJw5aru2rVbW1603ekjUg+1GpEpMlPdP2e82MAhCRESBYRCEaDClMMCeIEQR44uiLySmoVUmFHvPl2UWSvrYUUYPi0Jo+5ztfdvIBiHziYt2yOzOviCbq5ulpE73fzQREVEvGAQhGghmghBF7NK4aIiq/afZtuM8g0dEobZ9tj8I8kPZD4aOhXq389gM3/YPm2oMHQsREVkDgyBEA+FiEIQo0rjcLlUKs33nqjAw6pD9DR0Thd6UjCkSH+VtfMu+IOa1ky4I8v1GBkGIiKh/DIIQDToThOUwRJHgl8pfpK61RmZu8E6Cm6PjZfLezAQJd1H2KF9fkPLmcilqLDJ6SNSD7Ueli8NuU9sMghARUSAYBCEadE8QZoIQRYLPt34uY8pEkjt//SsmzhB7dLTRw6JhMDt7tm97WcUyQ8dCPUuMjZIZhalqe21FkzQ6jR4RERGZHYMgRAPBTBCiiGyKOmOjbmncecwCiRTbZW/n215WySCIWe2iK4lZV+/NCiEiIuoNgyBEgw2COGKMHAkRDYOypjJZWb1SZuqCIFMP3dfQMdHwmZE1w7fNTBBr9AVhEISIiPrDIAjRQHB1GKKIywKJ7vDI1C3eIEhtYrpkTp1o9LBomKTGpsrY1LFqe0X1CmnTN8cm09hhtD8IsrGRQRAiIuobgyBEA+Fq928zE4Qo7H2x9QuZVOSR2A7v+bpps8Vm4yQrkmyX5S2J6XB3yIqqFUYPh3qQmhAt47IS1fbWJpG2DrfRQyIiIhNjEIRoIBgEIYoYmPR+W/ptl34gqfPZDySi+4KwJMa0Zo9MUz9dHpusLG0wejhERGRiDIIQDYRL13aeQRCisPZr5a/S5GxiP5AINyt7VpflksmcZo/yBkFg6dY6Q8dCRETmxiAI0aAzQbhEJlE4+7bkW4lv9ciEEu/50owCSRtZYPSwaJiNTxsvsQ5vD6jlVcuNHg71kwkCS7cwCEJERCYPgtx7770yZswYiYuLk5133lm+++67Pm9/5513yuTJkyU+Pl5GjhwpF198sbS2tg7beCmCuZkJQhQpvin5RiYXecTemQjSMs2fEUCRI8oeJZPTJ6vtzQ2bpaGdpRZmNCUvRWKivH/WMhOEiIhMHQR54YUX5JJLLpHrr79efvrpJ5k1a5YceOCBUl5e3uPtn332WbniiivU7VesWCGPPPKI2sdVV1017GOnCMRyGKKI0OxsliUVS3yrwkDmrjsbOiYyztTMqb5tNkc1JwRApucnq+1N1c1S06TL3CQiIjJTEOSOO+6Qs846S8444wyZNm2aLFiwQBISEuTRRx/t8fZff/21zJ8/X0466SSVPXLAAQfIiSee2G/2CFFQsByGKCL8XP6zaoyqD4JMO3BPQ8dExpmeOd23zZIY85o1ItW3vWRLraFjISIi8zI0CNLe3i4//vij7Lfffv4B2e3q/OLFi3u8z6677qruowU91q9fLwsXLpRDDjlk2MZNEYyrwxBFTClMtNMjE4q95yvTciW5MM/oYZFBpmVO820zCGKNIMjPDIIQEVEvosRAlZWV4nK5JDc3t8vlOL9y5coe74MMENxvt912E4/HIx0dHXLuuef2WQ7T1tamTpr6+nr10+l0qpO2rf8Ziax8DIZr7Pb2VnF0bnd4bOLp4fGMOo6hftxQ7T+Y+x3qvqz8O0DBff2+Kf5GNUSNcnvPN06abon3hVXfw2Yad09jGZk4UmLsMdLubpffqn4LyTj5GT70fU3PS/Rt/7yp2hTvJ7Lm54BRrHoMzDRu/h1u3H6dQdhXsP6W74/Ng0iCQYqLi6WwsFCVuMybN893+WWXXSafffaZfPvtt9vcZ9GiRXLCCSfIv/71L9VEde3atXLhhReqkpprr722x8e54YYb5MYbb+yxvwhKb4gCNaX4ZZlc9qba/nr8ZVKRMsPoIRFRkDW7m+Xm+pvl6C/dcvwX3ijI94ccJ6l7bm/00MhACxoWyFbXVrV9Teo1EmeLM3pI1A3+or3mB4c0dtgkweGRm3d0ic1m9KiIiGi4NDc3q6SJuro6SUlJMWcmSFZWljgcDikrK+tyOc7n5fWcdoxAxx/+8Ac588wz1fmZM2dKU1OTnH322XL11VercprurrzyStV8VZ8JglVl0E9EOziIGn344Yey//77S3R0ZPZ6sPIxGK6x2z/5XqTz7brTvPniGT3fsLEM9+OGav/B3O9Q92Xl3wEK3uv36ZZPRb6QLv1A9jvzZMmeOFbMzqrvYTONu7exLP1+qby05iW1PXrH0TI3Z+6wPK7Z92+2z/AHV34sy2tt0uyyyaxd95YR6fFDGhNF5ueAUax6DMw0bv4dbtx+nUHY11D3oVV89MfQIEhMTIzMnTtXPv74YznyyCPVZW63W50///zze43udA90IJACvSW1xMbGqlN3OLDdD25Pl0UaKx+DkI/d4/JtRsUm4AGNG4tBjxuq/Qdzv0Pdl5V/B2jor9/SqqXicHlkUpH3/5SaxDSZMnWi2Cz0lbJV38NmGnf3sUzJnCKyxru9vn697FK4y7A8rlX2b5bP8BGJIss724GsKm+WsTm9fxNI5mSmzwGjWPUYmGnc/DvcuP1GB2Ffg91HoPcxfHUYZGg89NBD8sQTT6glb8877zyV2YHVYuDUU09VmRyaww8/XO6//355/vnnZcOGDSpShOwQXK4FQ4iGZ4lcc3zIE1Fw/VT2k4wpE4nr/HWvGT/dUgEQCo1J6ZN826trVhs6FupdYaL/C7HlxXWGjoWIiMzJ0EwQOP7446WiokKuu+46KS0tldmzZ8t7773na5a6efPmLpkf11xzjfpjFD+LiookOztbBUBuuukmA58FRQyuDkMU1pqdzbKieoUctNU/kYqbG9yyB7KmiekTfdtrajpTQsh0RuiCIL8VB5YWTUREkcXwIAig9KW38hc0QtWLioqS66+/Xp2IjM0EYRCEKNwsrVgqLo9LJhb7J1Jj9whN2QNZS2J0ooxIGiFbG7fKmto14va4xW4zPKGWusmMFUmOi5KG1g4GQYiIqEf835tosJkgdlPEEIkoiH4q/0n9nNjZD6Q1KkbG7MBVoKhrSUxLR4tsbfCuFEPmgsq1qXnJaru0vlUqG9uMHhIREZkMgyBEA8FyGKKw7weS3uCR7M4vkCsKx4vdJE3eyHiTMyb7tlfVrDJ0LNS7afneIAgwG4SIiLpjEIRoIFgOQxS2nC6nLKtYJhN0pTAydbqRQyKTYXNUa5iW718R5jc2RyUiom4YBCEadCYIvx0mCifLq5dLq6tVJumCIJk7sikq9RIEqWYQxKymFzAThIiIescgCNFAuJkJQhSufi77uUs/ELW9F5uikt+I5BES54hT2+vr1hs9HOrFuKxEiY3y/om7nEEQIiLqhkEQooFgOQxR2FpWuUzsbo+ML/Ger0rOlJTCPKOHRSaC1WDGpI5R25sbNku7PjuQTCPKYZcpnc1RN1Q2SWNbh9FDIiIiE2EQhGggfH/w2kTsDoMHQ0TBhH4go8pFYjvnS/Vj/U0wiTTjUsepn1gid1P9JqOHQ72YVpDq215RwmwQIiLyYxCEaDBBEGSBYB0+IgoLZU1lUtZcJpN0pTDR280ydExk7iAIsCTGGivErCptMHQsRERkLgyCEA2mHIZNUYnCyi+Vv6ifE3VNUUfsuqOBIyKzGpfGIIgVTM7zrxDDIAgREekxCEI0qEwQBkGIwq0UBsaXeIMgTptDxs+bY/CoyOyZIBtqNxg6FurdpNwk3/aqMgZBiIjIj0EQokFlgrApKlG4NUWNbfdIQZX3fHn2CImJ964CQqQ3KnmUOGzenlDMBDGvtIQYyU2JVduryxrE4/FneRERUWRjEIRosD1BiCgsdLg7ZHnVchlb5v9PsX3cJINHRWYV7YiWUSmj1PaGug3icruMHhL1YlKuty9IbbNTKhrajB4OERGZBIMgRAPBniBEYWdt7Vpp6WiRcZ2lMJC43UxDx0TWKIlpd7dLcWOx0cOhXkzuDIIAS2KIiEjDIAjRQLAchijs+PqBlPqDIKN22d7AEZHZcYUYa5iUxxViiIhoWwyCEA0EG6MShW0QZGxnEMRpd8jouTMMHhWZ2djUsb5tBkHMawqDIERE1AMGQYgChaZq7AlCFHZ+rfxV4tr0TVFHij3W21CRqCdcJtcaJuQkic0mvuaoREREwCAIUaBU87vOdHk7M0GIwkGzs1k21G/o0hS1jU1RqR9jU3SZILUMgphVQkyUjMpIUNuryxrF7eYKMURExCAIUeC0LBBgOQxRWFhds1rcHreM0/UDSZjJUhjqW0J0ghQkFvgyQbj8qvlXiGlxumRrTYvRwyEiIhNgEIQoUO7OpqjAIAhRWPit6jf1U78yzIid2RSV+jc2zZsN0uhslKrWzloqMvUKMStL6w0dCxERmQODIESBcnX4t1kOQxQWllct77IyTLs9SsbuwOVxqX+jk0f7tjfXbzZ0LNS7ybrmqOwLQkREwCAIUaDc+iBIlJEjIaIgWVG9wtsUtdrfFDUqlo2PqX+jUkb5tjc3MAhi9nIYrS8IERERgyBEgwmCOBgEIbK61o5W1dRyVIXustHjjRwSWcjI5JG+bWaCmNeYrASxd64Qs76SQRAiImIQhChwzAQhCiuralaJy+OSMWX+fiDxU6cYOiayjlHJ/kyQLQ1bDB0L9S42yuFbIWZdeRNXiCEiIgZBiALGIAhRWFlRtUL9HF3unxQVzJ1l4IjISgqTCsVu8/4ZxXIYcxufneRbIaa0vtXo4RARkcEYBCEKFIMgRGHZFFWfCTJ+FwZBKDDRjmjJT8z3lcNwmVzzGp/jDYLAugqWxBARRToGQYgCxSAIUdgFQWxuj68nSEVqjsSm+JsoEgVaEoNlcmvaaoweDvVifHaib3tdOYMgRESRjkEQokAxCEIUNtpcbbKudp3k14jEdv5qNxSOMXpYZOUVYtgc1fTlMLCuosnQsRARkfEYBCEKlItBEKJwgQBIh6dDRutKYRwTJxs6JrIeNke1YhCEmSBERJGOQRCiQDEThChsrKpepX6O0TVFTd9uuoEjIstngrA5qmmlJ8ZIRmKM2mYQhIiIGAQhGkwQxMEgCJGVra5ZrX6OKfNfNmbn2cYNiCyfCcJyGGv0BSmrb5OGVqfRwyEiIgMxCEIUKGaCEIVdEERbHrcxJkFyxvsntESBKEwuFJvY1DaDINYpiVnPviBERBGNQRCiQLl13xwxCEJkWVjKFEGQlCaPZHRmxlfmjRabzTuZJQpUrCNW8hLz1DbLYcyNfUGIiEjDIAhRoNwu/zaDIESWVd5cLrVttb4sEHCOGW/omMj6JTH17fVS11Zn9HCoF+NzdMvkMghCRBTRGAQhChTLYYjCwqoab1PUURX+yxKmcGUYGhwuk2vBTJBylsMQEUUyBkGIAsUgCFFY9QMZWeHPBMmfzZVhKAjNUVkSY1oj0hMkxuH9s3ctM0GIiCIagyBEgXKxJwhROFhdvW0QZNwOMwwcEVm9OaqmuLHY0LFQ7xx2m4zJSlDbm6uaxeX2//4TEVFkYRCEKFDsCUIUNpkgNo9HRlR5z1cmZ0l8SrLRwyKLKkzyB0GKGosMHQv1bUymty9Iu8stxbUtRg+HiIgMwiAI0WDKYRwMghBZUZurTTbWb5SsOpH4du9lDflcGpeCEwRhJoi5jc3yN0fdWMW+IEREkYpBEKJAsScIkeWtq10nLo9LRlT6U+FtY8cZOiaytpSYFEmM9k6umQlibqM7M0FgY1WzoWMhIiLjMAhCFCg3e4IQhUtTVP3KMEmTJxk3ILI8m80mBUkFaru4qVjcHrfRQ6JeaD1BYGMlM0GIiCIVgyBEgWJPECLLW1uzdpumqHlzuDIMDU1horckpsPdIRXNuggbmbcchkEQIqKIxSAIUaBYDkNkeevq1qmfWjmMS2wyetZUg0dFVqdlgmjZIGROuclxEhvl/dOXPUGIiCIXgyBEgWIQhCgseoLY3LqVYdJyJCYh3uhhURgFQdgXxLzsWCa3sy/IluoWLpNLRBShGAQhCpSLPUGIrKzJ2SQlTSWSWysS0xnTbMwfbfSwKAxwhRjr9QXhMrlERJGLQRCiQLEnCJGlra9dv00/EBnDlWEoyOUwDIKY2hguk0tEFPEYBCEaTDmMg0EQIqtZW7t2m5VhUqZyZRgKbiYIy2HMTSuHATZHJSKKTAyCEAWKPUGILG193fouTVEhfzZXhqGhS4lJkaToJLXNTBDrBEE2VDYbOhYiIjIGgyBEgXKzJwhROGSCaOUwTptDxmw32eBRUTiw2Wy+khisDuP2uI0eEgWwTO4mlsMQEUUkBkGIAsWeIESW7wnicHmkoNp7viI9T6LjYo0eFoUJLQjS4e6Q8uZyo4dDvchJjpW4aO+fvxsYBCEiikgMghAFiuUwRJbV7GxW39DnV4tEdX5J35g/yuhhURjhCjFWXCa3WTpczNohIoo0DIIQBYpBECLLWle7bpuVYWxjxxs4Igo3BYn+FWLYHNXctCCI0+WRkrpWo4dDRETDjEEQokC52BOEyKrW1XmDICOq/EGQlCkTDRwRhRtmgljH6KwE3zaXySUiijwMghAFij1BiCyfCVJQ5b+scNZU4wZEYdsTBFB6ReY1KsMfBNlS3WLoWIiIaPgxCEI0mHIYB4MgRFYMghR2ZoJ02OwyeuYkg0dFYRsEYSaIZYIgm6u5TC4RUaRhEIQoUOwJQmTpIIjN418Zpio1W2K4MgwFUUpMisRHxavt0qZSo4dDAWeCMAhCRBRpGAQhCpSbPUGIrLwyTFadSExnLLMpZ4TRw6IwY7PZJDchV22XNZeJx+PvP0PmUpAWL3abd5uZIEREkYdBEKJAsScIkSWtr1uvfhbomqJ6Ro02cEQUrvIS89TPlo4WqW+vN3o41Itoh10FQoBBECKiyMMgCFGgWA5DZElra9eqnyN0TVETJ04wbkAU9kEQYEmMNUpi6lqcUtesy/QkIqKwxyAIUaAYBCEKm0yQrGlsikqhDYKgJIYs0hekhtkgRESRhEEQokC52BOEyIo21m3ssjIMjJ7N5XEp+PISmAliFSO5QgwRUcRiEIQoUOwJQmRJG+u9QZCCznKY2vgUScnOMHZQFJZyE72NUYFBEHPjMrlERJGLQRCiQLEchshyOtwdsqVhiyS2eCStc55Tm1Vg9LAoTDETxDoYBCEiilwMghANNAhis4vY+atDZAVFjUUqEKJlgUB7wUgjh0RhjD1BrFkOs4VBECKiiMKZHFGg3J09QZgFQmS9fiDV/n4g0WPHGjgiCmdJMUmSFJ2ktpkJYm7pCdGSFOv9/5xBECKiyMIgCNFAe4IwCEJkuX4g+qaoaVO4MgyFPhsEmSAej/99R+Zis9l82SBba1rE5eZrRUQUKRgEIRpoOYw92uiREFGANtRtUD8LK/2XFW43xbgBUdjLTfA2R21ztUlNW43Rw6E+jMqIVz873B4pqWsxejhERDRMGAQhGnAQxGH0SIhowCvDeL/lbXXESOGkMQaPiiKlLwhLYsyNzVGJiCITgyBEgXJpQRCWwxBZqSdIVIdHcmu95yvTcyUqioFMGp5lcsua2BzVKkEQ9gUhIoocDIIQDTgThEEQIitoaG+QqtYqFQBxdJb7N+WOMHpYFEnL5DYzE8QqK8QwE4SIKHIwCEI00CCIg0EQIkutDKNriiqjWApDocVyGOsYke4PgqA5KhERRQbO5ogCxUwQIouuDOO/LHHieOMGRBGBQRDrGJHubYwKRQyCBAVWROro6BCXq3NFvQFwOp0SFRUlra2tg7p/OLDqMTDTuI0aS6gfN1T7dwZxv8HYVyD7cDgc6jZY5WuwOJsjChSDIESWXBkmv9qfCZIzjcvj0vCsDgMMgphbXLRDspJipLKxnZkgQdDe3i4lJSXS3Nw86ABKXl6ebNmyZUiTGyuz6jEw07iNGkuoHzdU+/cEcb/B2Feg+0hISJD8/HyJiYkZ1ONwNkcUKAZBiCyZCZKnC4KMnsUgCIVWQnSCpMSkSH17vZQ1szGq2RWmJ6ggSFlDq7R3uCUmipXig+F2u2XDhg3qG9qCggI1MRnoJAj7aGxslKSkJLHbI/N1sOoxMNO4jRpLqB83VPt3B3G/wdhXf/tAkAQB14qKCvWZM3HixEE9FmdzRIFiEITIkkGQ/Brv+er4VJmanmrsoChiSmK0IIjb4xa7zTqTmUgzIi1elm6pFY9HpKSuRUZnJho9JEvCpASTl5EjR6pvaAcD98d+4uLiDJ9IG8Wqx8BM4zZqLKF+3FDt3x3E/QZjX4HsIz4+XqKjo2XTpk2+2w6UdX67iIzGIAiRZWDiubl+syS0eiS1MzO7PtPfq4FoOEpiOtwdUtPaGYUjUypkX5CgMnoCTESRwT7Ezxp+UhEFwu0W8bi92wyCEJleSVOJtLnaJL/af1l7PpfHpeGRk5Dj265oqTB0LBR4c1T2BSEiigwMghANJAsEGAQhsszyuHk1/n4g0aNGGzgiiiTZCdm+7fLmckPHQn0rTNMFQWoZBCFjPP/883LccccFfb977bWX3HnnnUHfLw2P008/XS666KIh7+eAAw6Qjz76KChjChcMghANNAjiYBCEyDL9QHSZIMkTxho3IIrYTBAGQcxtRLq/f8XWmsGtakLWgaBAbGysarqYnJws06dPl5deemmb2zU1NUlKSorsvPPO21yHFXBOOukktYIF9jFu3Di5+OKLu0xc0RgWj6E/lZeX99oD4aqrrpJrr71WzEj/HND4Vjt+OB188MESqcrKytT7AI2A09PT1eve1tbW420XLVqkGgXrj+WIEcOXnXr11VfL3//+92F7PCtgEIQoEMwEIbL88rh50ycaOCKKJDnxunKYZpbDmBl7gkSeW2+9Va0+UV9fL7fddpucfPLJqsGi3osvvqgm/N9//738+uuvXa77wx/+oBoxrly5Uurq6uTDDz+U2bNnd7nNn//8Z/UY+lNOjv9zQW/hwoWSkZEhM2fODPg5lJYO3/Lb+uew++67+44fTu+++67vdh0dHWrljkiBoNb8+fNl+fLlsmbNGlmyZIk8+OCDvd4+NTW1y7HcunXrsI11jz32kNraWvnqq6+G7THNjkEQokAwCEJkKVsatqif+Z3lMG6xSeE0BkFo+DNBuEyuuSXFRklaQrTaZk+QyIJv5g899FBJS0uTVatWdbnukUcekTPOOENNHrGt980336jrcD80Zxw/frycdtppgx7Hm2++Kfvss0+Xyy6//HIZPXq0yjSZNm3aNtkqWBYUWRjPPvusNDcHlsGEifeBBx6ogj5Op1OCdQzvuece2W677aSwsFA9Bi5DQECDchxk4OiDBxhDfn6+yqJAuUdvGRQ9ZVTguN93333q8ZCBgf0jIIWsHWTv/P73v1eZPJoffvhBBStwPxzL5557znfdDTfcIIcffricf/756vpRo0bJCy+84Lsex+nKK69Ul2dnZ8vxxx+vlmYFBK3+8pe/qPtlZWWpffeW7dObzZs3y/7776/2jeeC9+PGjd5M1u5wjDBOBNMQUJkxY4YK0gGCT//3f/8nU6ZMUePB8V6xYoXvvnhN8B7De428TDGbu/fee+U///mPimrOmjVL7r77btlpp516vT0iWUjrefXVV6W6ulp9SOAX4JBDDhnWcVMEYRCEyFKwMgzWvMzrLIepTkyX6UmDW7aRaCg9QdgY1Rp9QWqbnVJa3yodLrdEOfgdYTAcfveXUtEQ2OTWyyNuj0fsNhumbQN6rOzkWHnrr7sN6D4oQ3nrrbekpaWlSyYHAiL4xhwTbUx0L7vsMpX9gBIXwIQaE/cLL7xQdtllF5k0aZIMBQIG5557bpfLEFRA+UJmZqYKgCD7ZIcddpCxY71lnUVFRfLyyy/Lww8/rLJOjjzySDn11FPV5LenVTMwccc8CZkc//3vf9Wk+Msvv5TDDjus13Gh1APHoD8IxLz33ntqydLExL6XmMZk/YgjjlDHcN26derYH3PMMfKvf/1L/vnPf0ogGhoaVKBgw4YN8vnnn8tBBx2k+l3geCAIgn0//vjjKniBOSOuv/7669Ux/vrrr1WgAUEN3A7ef/99efrpp+Wuu+6SZ555Rs4880x1rBCAuuWWW+Ttt99WxwrZOrgOAZwPPvigy5iQEYPbIatnoO/BSy65RPbee2+11Ouf/vQnOeuss1R2UXdPPPGEykpavXq1Cpgg+wRLxcL999+vgnV4P+M9gtcNwR1kqWjvWwRpuo87khn+KY9oG158vDl/+uknFQRBlLK3SBreIIiY4c2PNzs+qB566CEVDSQKGQZBiCzD6XJKcVOxJLeIJHX+/V2fxeVxafhkxGVIlM37fwXLYayzQozL7VGBEAoOBEBwPAM/tUl5Q7v6ObD7tQ4o2ILJMb4tx4T9qKOOkmuuuaZLqQomkwiKIBCBCToyLd544w3f9QhKYIKJL2DRUwRfxiIQoIdJKR5DO02ePLnX8dTU1KjJux4m2hgTSnJOOOEE9Q0/JvAa3P6Pf/yjfPLJJ/Lbb7+pcaAvCcaCEh+99evXqwn/scceK3fccYcKgMBuu+2mggS9nQIJgACCRMjoQK+Q/pYtRVYGJu/48jshIUEFedAPpfvx68+NN96oJvf77befCk7g9Rg5cqTKkECGzNKlS9Xt3nnnHZVl8de//lUFafbcc08V3EFAQbP99turprQ41gg2Ya6JQAM89dRT6v2BoAn6eOD4IUBRXFzcJTMIGSJ4DnjP9AalU/r3BHrAjBkzRo0X5VV4TfEl/xdffKGCI91h/Mi0QYYHgkkIvuE5awkF//jHP1SGUFRUlFxwwQUqwPTtt9/67o/9471GXobP5vBmQsQLaWWwYMEC9YZ99NFH5Yorrtjm9rgc2R/4IMCbAfAGIgopBkGILAMBELfH3aUpqpPL49IwstvskpWQJaVNpSyHsYDCtIQufUH0zVJp8JCdMTBDywQJFL7d11bcWLt2rcpMwKT0nHPOUX0tnnzySd8cBNkAKK9AYARBBG0yiTIKnDApfeCBB1QWxpw5c2Tq1KnqNuedd17Aq7LgW330J9HDffGY6BuBoAUep7Kyssf7o0ErvkRGlsArr7yinlP3/iZ4fhhTKCBAECh8iY0ACwIXGkzoXS5XwPvAa6JlQACCKbm5uV3Oa+UwOH7d54loZIsMEv3x0+BYY9/INunp/lqwB5djG1CGgvcOsmq6v456CNDguXfP0EFGEQIfCJJoZS94fNxeDwEaHD9k/mzZskW9b2+//XZVioPLTznlFBXI0SCYo+87grHhvUZehs7m8OL8+OOPKiKrQQQRUb3Fixf3eB/UMs2bN0/VYCEqi+geInqondO/8ERB5dLVTjIIQmSNfiC6pqhcHpeMaI6KIEh1a7U43U6Jtnu/uCHzZoJofUG2XQ+EBmMw5SmYqCHI0F9GQbBMmDBBlT6glAETWfzEqh8ozfj3v/+tboNMEEyqMfHUvnnXIDvgb3/7m9x8882q9EALggwEsk7Q00KDORAyHZDlgcAKjgVu073pKL7lR/YBsuoxLkySkWHRvQErMjV++eUXlWmPshUt6wQT775Wd8GkGl9O96f7a4UMG32fEqymo8E4MT79ZaGEFVi699jA+UBXZtHur60ShNYNCFLo74/n0lcbh75gDoxjhWoIzGlRGoXXvKcGs8jwwHsN7w0ET0488US1jTYSOK4InKH0pzd4f3Zv4BvJDJ3NIaKJyJ8+egc4r/8w6J7ShQ8FpImh7grRTkTE0LgGJTU9wZtV33BHi9LhPlpjoO4/I5GVj0HIx97eJtqfr26bXVx9PI5RxzHUjxuq/Qdzv0Pdl5V/B8j/umkrw+R1NkWFpHGjI+J1tep72EzjDtZYsuKzfNul9aWSl9h3SRY/w437DM9L9tbMw+aqRlO8D60GxwwTNwQyekrlD4Q28dP2Eyr6/WOCi/nE7373O3UZemygtKL75B89G5CNjhIGBBXwBSx6LAAyRxAkweQV+8D+B/Ic0KMCPTG0+yILAF/solREy0xBlod+nyiFwBwK4/j000+7lNt0f1xkN6B1AII8BxxwgOpfgSwDlMj0lbnQ0766Hz/tNvrXDuUlGDN6mGDcKCnBeHG7uXPnqgk7yj5wHBFEQnNQTNC1gAwyNa677jq15Gxv4+k+Lv37Tj8WBAVQGoJyEVQeIMCEvh+oOujrtdL2h/kmAlzo/YIsCpQc7bvvvip7RLsPyqNQztLX+7e3cSP7A5knCEwhsIHsIv3j68f38ccfq8dBwAX3QUYK3ie4DnNhHDOUQ+G9gNcV7ws0Q0XmDOD8Y489ts0YPEH8vQvGvgLdh3Z88NmjT4QI9PPbcl9p4wkjgogliPCE8cuE5kCIfPYWBEHaGyJl3aE5DFKm9HpqRBNprHwMQjX25JatovXt3lxUIksDaHxk1HEM9eOGav/B3O9Q92Xl3wESWbzcm0lYoCuH2dRYI7UDbFhmZVZ9D5tp3EMdi/6b0Dc+fkNGRo0clsc1av9W/gzf2uT/k/ibX9bIuJauK4VQ//AtNSaGKNtApvdQaKUIoYCgAkpdEMwABANQxoCSBPQZRKYEMs27zw/QsBITaUyoMT706UAGAJ43JviYWKPEA5NPTMK0RpV6CLb01DMCvTnQCxG9JRBYQUY8Sh1wW0x00W8CmQitra2+oAWaeO66666+/h69BTPwfHE/vC4onUAfRkzisbgESmQGc/z04wAEgLTXDD9vuukmNSnH8cC4MX6sYqLdB8cKk308V9wefR3RFgFBGXxpjS/JsfJJT88Jn6uY+Oqvw9wQ/S+0y7T3nxZMQjkQMi5wwoo0OA44trg9Hg/PSb8/7B+Pg8vwPNCGAccazxuNZdErRX97vBcQbEHTVO1xAxk3XHrppeoxEPBCeQ228f7DPpBhg/cSng/uh2WcMd/FvBfBEPQ3QVAG12m9TNDjBtcjuITADQJReFy0kUCGDsqmenuvNATx9y4Y++pvH3i+eN1R2oTXUBPoakk2j4ELOmPw+JBBg1N0NdZgmSnUTOmbEGnwgqMXCLoAaxDRRCob3shaB9z+MkEQhcQvmZYShjcZ/tNE01Wt10iksfIxCPnYS3+R6Ef2Vpuu7U8X98G3GzcWgx43VPsP5n6Hui8r/w6Q//V7J+4dWVy6WG59tEPGlom4bHYZ/c03EpcQJ+HOqu9hM407WGN59LdH5Z6l96jt/+z+H9l35L7D8rjDvf9w+Ayva3HKDjd/qrZ3HZchT5yxw4AfO9JhgohyEfRPwARtMLQsCHxzrU3uIwWWbcW8Bz+teAyC9dp99tlnqsfKQBulhmIsZnvcoewfQRqU0uCzMZj7DcW+At0HPnOQyYU5vf4zB/N89ElBlk33hsOmyQRBwAKZHEjv0YIgWroP1kHuCaKE+MXA7bQaNHTwRWSvpwAIIIqKU3f4D7L7f5I9XRZprHwMQjZ2uz9W6IiKEUcAj2HUcQz144Zq/8Hc71D3ZeXfARLZ0rhFLY+rNUatTMqUGanedNBIYdX3sJnGPdSx5Cfn+7ar2qoC3hc/w4f/MzwzKkqSY6Okoa1DiupaTfMetBKUZmDCgr/NB9vPQ0t91/YTSVB2gZNVj0Gwxo2yI5zMMBazPe5Q9t/X0rjuII47GPsKdB+4Drfp/nkf6Oe34b9dSMtCnRqWKsKSP+hcjLQqbbUYdFvWN07F9UhLQtoagh+o6UKtFhqlEoWMW9e1mo1RiUzL5XFJSVOJpDeKxHWWhTZweVwyQHZ8tm+by+SaG/6QLuxsjlpc2yJut2FJ0kRENAwMn82hTgyNYNDMBR130bUW9Xhas1Q0y9FHgZDy8v7776saKNRzoY4MARGsDkMUMlwil8gSat21KhCSV+O/zJkfWC8GomDKTfA3fa9oYRDECivErCxtEKfLI+UNbZKXGv7lc0REkcoUszmUvvRW/rJo0aJtLsMSuWgeRDRsGAQhsoQqd9U2y+PGjObyuDT8shP8mSBlzWWGjoX6V5jmXya3qLaZQRAiojBmeDkMkSW4dMstMQhCZP4giG553OQJYw0cEUWqpOgkiY/yTqxZDmN+I9L9q4FsrWkxdCxERBRaDIIQBYI9QYgsodrl7YaqNUVV29MnGjcgiug+EzkJOWqbQRDz03qCAIMgREThjUEQooGWwzgYBCEyeyZIXmc5jNPukJFTxhk8Kor05qgNzgZpdjYbPRzqpyeIhkEQIqLwxiAIUSDYE4TIMkEQm8cjebXe8xXJ2RIf1/Py6UShpmWCAJujmluBridISR2DIERE4YxBEKJAuNkThMjsOtwdUuOukYx6kZjOuCWXxyWzBEHKm8sNHQv1LTMxRmKi7L5lcomGi8vlUite/vrrr0HdLxaXSEtLC+o+ydw2btwoU6ZMkba2NqOHYnoMghAFgj1BiEyvpKlE3OKWAt3KMB0FIwwdE0U2rRwGGAQxfw+Xgs4VYUpqW40eDoXIqlWr5PDDD5esrCxJSUlRE8Zbb721y20++ugj2X333SUpKUlSU1Pl4IMPlp9++qnLbcaMGSPx8fHqNtrpn//8Z5fzeE8lJCT4zt988809junJJ5+UiRMnyowZM8RsMGZt/Hi+eE765/jFF19IpHrqqadk9uzZ6n00bdo0+fDDD3u8nf54ORwOiY2N9Z3HeyuY8L7EKqoLFiwI6n7DEYMgRIFgOQyR6W1p2KJ+5tX4L4sZxeVxyThZ8Vm+7aoWb78aMn9JTENbh9S36jJAKWwceuihMmvWLNm8ebPU1NTIK6+8IuPG+ftGvfnmm3LkkUfKqaeeKiUlJeqb9T322EOdfvjhhy77eu6556SxsdF3uvbaa7uch6+//tp3/qqrrupxTPfee6+cccYZAT+H8vJycbvdMhwwZm387777rgoK6Z8jgkUapzOyfmdKS0vl0UcfldraWrnooovk+OOPl44O3XyhU/fjhaCb/phqcF+Px/8lzmCddtppcs899wx5P+GOQRCiQDAIQmR6Wxq9QZDcWv8fEalcHpcMlJ3gzwSpbKk0dCzUv/xUXV8QZoOEncrKSlm3bp2cc845KkMD38pPnz5djj32WHU9JqAXXnihXHHFFXLWWWdJcnKypKeny5VXXqkmuJdeemnQx1RcXCw///yz7Lnnnr7Lli1bpoIuGRkZkp2dLSeeeKJUVfmDqI899piMGjVKLr/8cvntt98Cfqw33nhDCgsL5csvvwzK2G+44QY57LDD5LzzzlOZNTfeeKM6IYikh5IclOZonn/+eVX+g8t33HFHFSgK1F577SWXXXaZ7LvvvpKYmCi77LKLFBUVqbHgWI0YMUJee+21LoEZvH44Xrger2NFhb8/EzJbkDWBLBxkdBxxxBFSV1fnux6Br/nz56uxItsDgS/N3//+d9l+++3Fbrer16++vl6amwfWABuPj4AFHh/PB4ERXLZkyRLfbe688071vPVBsJNPPlny8/OloKBABWD05S8Y79atW2XFihUDGkuk4WyOKBAu9gQhMrvNDZvVz1xdJkje1AnGDYgiXmZ8pm+bQRDzK0jzlsNofUEm5yUbOh7Le2BPkcbAy8BsIpLicYvNNojvaJNyRM75rM+bZGZmyuTJk1XWxdlnny0777yzjB7tzxZcvXq1yvw46aSTtrkvLjvwwAOlpaVFlYUECya7CEwg4KLBJBhlKChrqK6uVkEaBGYeeughdT2CHwgCPP3007LffvupyfAf/vAHFSzJy+u5Dxbue9NNN8kHH3ygAj+AAEZfAREEYxA86Mt7770nDz/8sNx1110qyPTAAw/0efuFCxeqYBIyblBK8vrrr6vyJBx7vD6BQCACjzthwgT1HBCAuOCCC1TmzhNPPKGCXFoA4JZbbpG3335bPU8Elc4880wVQMBx0Lz44ovyySefSExMjOyzzz7yv//9TwVVkOFx0EEHyfXXXy/nnnuuCtYgkwjHBIEGTWtrqwoEHXPMMSqQMlDPPvusGg+ef3R0dJ+3RaAOQSY8PgJ6eD/icf/1r3+pcizAPnBs8N6aOnXqgMcTKZgJQhQI9gQhMr2tDVu7ZII4bQ4ZNYWZIGSOniBcHcZaK8QUc4WYoUMApKE44JOtoVjsjaXqpwz0FECwBcEFZCSgHAYZCyiD0fdywCQe8O16d7gMDUwRlNBgMo0MAZzGjx8/qEOEkpzuE+eZM2fKbrvtpiazubm5cskll3TJpIAddthBZQjgG39M9NGzBP1N0GMCAQU9TI4xsUf/Di0AAggOYKLf26m/AAggg+H000+XqKgolV3TH5T+6DMojjrqKDVuBEcCdcopp6jngd4av//976WpqUkFQTAGLWtmy5Ytvr4d11xzjXou6MFxxx13qNcbGTgaZJbk5OSo1/Hoo4+WH3/8UV3+zjvvqOyRv/71r+q1QLAFwTAEWvTwmPD444/LYODx8f7C88Ex6QuyhtasWSP/+c9/1PFG4AQlSwik6OE9hfcW9Y6zOaKBlsM4+GtDZEZFTUX4msTXE6QqOUO24/K4ZKCk6CSJdcRKm6uNmSAWkN/ZGBW4QkwQIDtjABC+9nRmgthC9FjIlPjvf/+rTghoIDsCE2n0CEFJB2CCrO8Tol2G8hlkE2ieeeaZbUo/BgrlNiij0Fu/fr3KREApBsoj0P+jtwwBjAmBCGRVYIK8fPnyLvtDpgAm/uhDMXLkSAm2QAIlesi0waQd2RX6khWUtAQKgSENAgHdzwMCI4AgEZqFarRgAy7Xgl367BmUpDQ0NPR4X8D74vPPP/edR8AJwSSU2MTFxUl7e7uE8hjifYoAlf59iOwQBOj08B7Ae4t6x9kcUSDYE4TI1PBHQHFjsaQ2icR1Vq81ZnB5XDIWvnlGc9SixiI2RrWAQl0mCHuCBEE/5SndedxuNXnDt9i2fr4RDwZMJBFsQJBgw4YNKjsB5TEot7j66qu73BaXoQQhmKUwgOAFAgAIdiBTAZD5gTIGrBqD7ASUjCDbQg8T4ZdfflkFYpYuXaoCOegtgWwFfO5oMF6sdoMMERzXE044wXcdLutrdRcEVPqboHfPXMBz0PfFQDBCH5RBIAaZFSgvGQ7oEYLAC0qftGam6J+BywO9rx7O6++LEhwETvA6DbZZbfdjiP3pjyEeQ4PSKWSt6C/rDkGltWvXqvcW9W5AnzCor0LkDvVSSPtCDRoa26ALLdJwuCYxhS03e4IQmVlVa5W0ulolr9Z/WUfetinNREatEFPTViNOfX8pMp18XRCkiJkgYQflASiNWLlypfrmHBNNBEAQDEFJBoIHKBtBeckjjzyiAhMINiCLAs08b7vttqCPCdkImKx+9pk/YIRMBPQIQdACZR0ofdDD2DARR6NT9KJAlgouQ/NMfQBEM3fuXHn//fdV01cETTRYmUS/ckn300CzPGDOnDmyePFidYzRKwNZH/ox/eUvf1HPByUn+PICrwGCNMi60EpKumdfDAVKZ9BfBccRzwkBJvRR6ankqbtDDjlENSG977771MotCBjh+GHlIA36tnQvPxoqBONQxoPHRF8PbOuvQyAJ72O8T3AMN23a1GWVGfQuQbCE/UCCEARBnRneMHhjo7EMomnoRIsaM7y58AIgYoo3FD4oGAyhsMOeIETW6AdS418ZJmpE8FN/iYa0TG4rs0HMLCk2SlLivP/Hl9QxEyTcoPElsi4wucVSr5jkf/XVV2oCiW/fARkVWDYXK7CgTAK3QdPMTz/91JdNEGwIDODxNGhyiX4UCIL87ne/U30q9DDxRkbCW2+9Jccdd5wqw+gP5nDohfG3v/1tm54WwYQvytGYdNddd1XNOdHfRN/0FU1Q//3vf6vVd1CuMXbsWNVUVcuiQLmHvunoUGFlGDS0xTFDcAVZEmgoGwiMD+8N3B69N9BM9/7771f9WjTffvutCkwE0913360CScguQRNcJBvoy5/QVBbvYwQ58D5Gs1ZkfmiQQYT3FPUtoNkcfvnQxAZpV3hBeoMXDG9k1Nn1thY2kSWxHIbI1LY0bNkmCJI0PnjfJhEFIwiCviB5iSzTMntz1PrSBimpaxG32yN2+4C7U5BJIdChDzb0BpNmnPrSvUyiJ/iSOBCY5KLJKZa7xcQWE/ZffvmlS5kEMhg0aOYaCGSGIJNFg+x9lIMMVvf9oZSoJ7fffrs6abAiix5Wu9GWJe4OGTEo6+lN9waxKBPqXiqELB+tBAeBL2Tw9JbF0/01wpf8OGl22mmnPpfw3X333X1ZLIHoPv6e3iNo3KtfIlejBYpQDtPb+xhZIRgvsleobwHN5pDm09+SPYBfWpwQZSMKKwyCEJkaei6Avhwme9LguvUThTIIQuYPgqwsbRCnyyOVTW2Sk9z/t+xEQ4Fv97EcLQy2r0S4+Pjjj40egqWhp422PDAFoRwmkAAIaE1cAr09kWXo67gZBCGyRDnMyOkMgpDxGASx8goxLIkhIgpHA269vO+++/a4jNF3333HLrQUvtgThMjUtjZ2BkE6M0Gq4lMlNc1fh0xklOz4bN92RUuFoWOhwDJBNCVsjkpEFJYGHARB8x3UlL3wwgu+tC3UhKFJDBoNEYV9OYyDQRAiM5bDxLd5JLVzVbm69Fyjh0S0bWNULpNregVp/kwQrhBDRBSeBjybQ7fie++9V/74xz+qpZnQGAhNWN5++2054IADQjNKIqOxJwiRabW72qWsqUxG1/gva8vJN3JIRD6Z8Zm+7YpmZoKYXUGqLhOEK8QQEYWlQc3msOwOOuFiOdyoqCjV6RZLIRGFLTd7ghCZVXFjsXjEI7m1/n4gtsJCQ8dE1FMQpLKVPUGsVA5TzEwQIqKwNOBymJqaGrVkLtZJfuCBB9T61MgA4VI8FNbYE4TI9P1A8nSZIPGjRxs3ICKdaHu0pMemq22Ww5hfbkqc2DpXxS1mJggRUVgacBBkxowZUlZWJj///LOcddZZ8vTTT8sjjzwi1157rRx66KGhGSWR0VgOQ2RaRQ3eZt36TJD0iWMNHBFRz9kgKIfxePzvUzKfmCi7ZCfFqm1mghARhacBB0HOPfdc+fzzz2XsWP8fmMcff7wsXbpU2tvbgz0+InNgEITI/CvD6DJBCqdPMm5ARL2sENPubpcGZ4PRw6F+5HeWxFQ0tElbhy4TlGgYbN68WaZMmSJtbW1B3S8WsjjyyCODuk8aPo8//rjsvvvuQ97PTTfdJFdffbVEugEHQZDxYbdve7cRI0bIhx9+GKxxEZmLiz1BiMxqa4O2PK73G/aG6HjJH5Fj8KiIel4hprKZfUHMrlC3QkxZXXAnomSsvfbaS+68885tLrfZbLJkyZIul+FLX1x++eWXb3P7MWPGSHx8vCQlJUlWVpbKhl+7dq3veiwcgfvi+pSUFHWbvffeW01k+8sGu+WWW+T888+X2FhvRpKZHHzwweo54RQTE6N6Q2rPEXPBSIb3yezZsyUtLU291hs2bOj1tnhvJCQk+I4lTr/88suwjPPCCy+Uhx9+WEpLSyWSDTgIQhSR2BOEyNTL4zpcHsmq956vTs0Wh72zqJ/IBLISdEGQFgZBzC5ft0JMcR1LYiIVyv0zMjLkySeflI4OXUZwp+eee04aGxtVwAMTX6yc2R0Wkqivr5ctW7bIpZdeKjfeeKOcc845vT5mVVWVWnHzpJNOCnicwzmZfffdd9Vzxumqq66Sww47TG3jOeK56vV0zMIZglt47crLy2X06NHy17/+tc/bf/31175jidPMmTOHZZwIuBx88MHq/R3JGAQhGmg5jCPayJEQUbc/OrY0bJGcWhF755drTVl5Rg+LqIusOAZBrLpCTAmDIBEJk/qXX35Z7rnnHmloaJB33nmnz0klghY//vhjr7dB1giyRZ555hn1Lfzy5ct7vN37778vkyZNUsEXDfovoidjcnKyjBo1SmXl67NJzjjjDNl+++3lf//734ACIiiJmDVrlpSUlEgwICCCbAgsmJGYmKgCJt0zb5BtgywIjdPplOuuu07Gjx8vmZmZcsQRR0hxcXHAj4l94TWaNm2aesw//OEPahEPBKQQmJozZ46sXLnSd3v0tcSiHtnZ2epY4hhowRqsdor74PUZOXKkGs9ll13W5fHwWkydOlXdbrfddpOffvrJd91tt92msmGQITNv3rxBBadOOeUUKSgoUJk1c+fOlU8//bTX295xxx3qOeB9gcwkjFvz0UcfyU477aTGOX36dHnzzTe73Hfffffd5rJIwyAI0YB7gjiMHAkR6dS310ujs7FLU1R3HpfHJfOWw1S0VBg6FupfQaq/HKa4livERCJkeSC4ceyxx6pVMfv61ryurk6eeuopFbzoz6677qomuZ999lmP16PH4sSJE7tchsn4q6++qgIzmLg++OCD8uyzz/quf+utt+Sf//ynfPfdd2oM+JYf1zc3N/f4GJj0/+lPf5KvvvpKlfzk5+eryzFh7u203XbbSSCeeOIJ+de//qUyG/bbb79+b48gBMbx5ZdfqmAMxn/CCSfIQLzxxhvq/mvWrJEPPvhAlaJg8Y7KykpVnqIPZCBYFR0drUpVvvjiC3n99ddV8EKDgBcCVNgX9nnvvfeq4AjgWJ133nlqddSKigo55phj5KCDDlKvvx4yg5Dxg2M8UAhOrFixQmUE4TjgMTCm7lavXi3XXHONer64/ttvv1VBD1i2bJl63/773/+W6upqNV4Eh1atWuW7/7Rp07Yp/4o0zOsnCoSbPUGIrNIUNXpkZNclk/lkJ3gbowKXybVWJghXiBm8498+fsCZTx63R2yDKGdEoPGFw14I6LZXXnmlahLaFwQ9MGFGz4tTTz1VDjzwQDVJ1wIGcPLJJ6vrEZzA5B2BikAUFhaqyWlPkMWAb/b1ENTQYFJ/4oknqok5Hh8wBmSZ4ITgA8aB3iN/+ctfVCNUTIKRnQAIjPz+979X/UaQdaLvO1JbWytDhbFpk3Fkv/QF2Sz33XefCoJoxxUBFGR0oHwI2RiBQJmRljmz5557qt6VyMTAcUEw4Oyzz1bXFRUVySeffKIyNLQ+HAjC4L2A0h5tTBhDXFycyvhA0AoZPshoQaALmRp77LGHuu1FF10k999/v8oS0sqX8Prtv//+ctppp6mASV/Q5NTh8H6xiowVZH0gq0fz97//XW6++WYV1Jg/f36X++J+GOtvv/2mSm9yc3PVCfB6n3766bLPPvuo88hYQZbOiy++qLKIICUlRS1ogvcDnmsk4myOKBDsCUJk6qaoeTX+TJCU8WMMHBFR70vkAjNBzC9f1xiVQZDBQwCkvLlczAaNRzGB1dOXaKBB5ffff68yLgCZBcjeQJbDFVdc4bsdSlsQZMA37IcccoisW7dOlR70B5NxfbmLXnp6ugoA6CFYgcwCfPuP8hGsGqMPjOhhYo+sDQRLkFWC5+Jy+f+Gxbf/CNr88MMPIWm8ivKMQCFTo6mpSQUV9McfAZuBBEG0yT+g2WhqamqX8wgMAXqWYMKvv/24ceO69DJBcAD30SAgo2Vi4HYIhuhhtVT9/ZGVgtcW77H+IBMFr5PG7XarIAWCFSjbQTAHrxWOU3coH8L7EaVACJzssssuKqMF+0MmCoI9jz32WJfsHzw3TX19vTrOeK543EgU0GwODYEGAy9EoOlTRNYph2FPECLTBUF0X2DlTBpn3ICI+lsdhj1BTC8rMVZiHHZpd7mlpI7lMMF43w9HJkiwaKUvKHXQZ0k8+uijXYIgmsmTJ8vtt9+uvvlHFkBfGRCLFy9WPS+QsdAT9OjABFaDb+uPOuoolTGB8ggELhDAwURXD+UdKIHBCYEFZImg5AZL7eohs+Hwww9X40TfCH3QBgGU3iDbAFkH/em+gij2qS/L0fcfQZkPJuEo5eg+zlBAv47W1lYVYNACITiOga5qg9t1P+7d7499I2A2GNrrh6AXSqIQGEJQrLfVhNDbBKeWlhbVVwUlLwh6IXiEFWBQDtOb5cuXdwnARKKAgiD6SNJAIDLFIAiFVxDEhk94gwdDRPqVYSC3MxOkzR4lYyYG9u0R0XBJjk6WWEestLnaGASxALvdJnmpcbK5ulmKmAkyaIGWp2jwjTS+ocY31t0n08MFQQc0v8QEEiUN+sktGlWiL4RWDqGHjJDrr79e9ZBAeUZ3mHyj3AFL35555pmqJ0NP0FQUwRSUVSBIgKwP3BfbCIAgYICJMoIZGvSeQAkM+kcgWNI9s6I73B7lFOg/gZ4S2lxNy5gIJjRsxdhQmoPnou+/gdf43HPPlb/97W+yYMECNXlHLwwEZ44//nh1G5R1AMp7hgplSMjqweuDx8Nj3XTTTV1e576gFAYBJPzceeedVSkM9oEsIA2epz6TZCC07Awsp4z34a233tpjPxBA9tHmzZtVqQvug2ATyn8Aqw8hgIcSLrwXkAWCBq7o7YISH/jkk09UiUwkCygI0ldnWqKI4OrsCcJSGCLTZYLYPB61OgyUJ2XK9Dhv7TORWWBCgm+qEbRjEMQaCtK8QZCG1g5paHVKchyzQCMBGmWi5OTPf/5zl94ceXl5KtCBFTh6CoLgdxy9RvANvL4XBLIEMNnHRBUrvKCZpTax7wkmwOjtgUAHlljFGBBYQV8LBClQjoEAgb5kBtfhNgPp7YAxIBCCjBBkHoQqK+Diiy+Wn3/+WQU4UCqDIJDWaBRQNoLACPpXoFcHgj0IzmhBEEz00WckWHBcMQZktiBjBxkz3VeA6Q2yd+6++24VREJGC15PrICD4IIG/TjQVPX5558f8NgQjEEACGNDIBAZP71lqSBIgtIZZHTg/YUMIi1QhP4iaOyL9xqarOJ6vL7IVgJkCi1cuJCNUY0eAJGleoIwCEJkusao6Q0iMZ2/ojXJ/t4LRGaiBUFq22rF6XJKNJdbN7WCVP0yua0MgoQJ/QRcTys5wGQRJQY9wZK5mu5lEYDJujZhRy+J3soY+oMmncjqQHAD2R/IlsCpN8hKCET3ZrAon8BpsLrv7+233+7SdwJQzoHVa/T0zwXBIUzWceoOmSPon9JX0Kj7MUYgQMsoAgSN9A1fEczSv4563W+rBcW6Byr6yhxBVkv3YxDIuLX3TPfmumiOqsFxQGkUzJw5U7755pte94+gktYYtbu77rpLZSPpm/xGIs7oiAZSDsM/WolMw+V2SUljiUzU/c3SmN5zszkio+l7FlS1VkleYp6h46GBrRAzKbfrih1EoYKMiZUrVxpWEmQWCADpl3Wl4NBWwol0kf3bRTTQIIjdu5QVERmvrLlMOjwdXVaGactgJgiZE5ujWnmFGDZHJSIKJwyCEAXCzZ4gRGZdGSa31h8E8WQxE4TMiUEQK5fDsDkqEVE4YRCEKBDsCUJkyn4gkFvjv8yRwyAImT8IUtFSYehYqH/MBCEiCl8BB0HKy8v7vB7L73z33XfBGBORicth2BOEyGyZIFo5jEtskpibbvCoiALoCdJSZehYqH/5zAQhIgpbAQdB0EFWHwhBV1r98kxYJ3nevHnBHyGRGbAnCJF5M0E6G6NWJqRLcjyztcicWA5jLSlxUZIY4/CtDkNERBEYBOm+lA+WhsI62n3dhihsuLQgCCdYRGZR1FAkiS0eSeqcn9SmZYvNZvSoiHqWGedv2stMEPOz2WyS37lCDFaH4d+4REThwx7s/zCIwjsThEEQIjNlgmhZINCazSVHybwy43VBkFYGQawgP9XbF6Stwy01zV2/+CMiIutiY1SigQRBHAyCEJlBs7NZqluru64MU1Bo6JiI+hLjiJGUmBS1zXIY660Qg2wQIiKKsCAIsjwaGhqkvr5e6urq1PnGxkZ1XjsRhS1mghCZfmWY+FGjjBsQ0QCyQRgEsd4KMewLQtQ3zAUnTpwoFRXBXf3q8ccfl9mzZwd1n2Ru33zzjeyxxx7m6QkyadIkSU9Pl4yMDBUAmTNnjjqP0+TJk0M6UCLDoA7YwyVyicy4Mow+EyR1/GgDR0QUeHPUlo4Wlc1E1skE4Qox4WGvvfaSO++8c5vL8eXukiVLulz2+eefq8svv/zybW4/ZswYiY+Pl6SkJMnKypJDDz1U1q5d26V3Iu6L61NSUtRt9t57bzWhD6S/zKJFi9T9d9ttty6Xt7W1SWZmprquttZfD4rHPvbYY9UcLTExUebOnSsvvPBCl/uefvrp6n5vv/12l8vT0tLU42nwpffFF18sI0eOVM9x/Pjx8o9//EOtBNqXe++9V373u99Jdna2mM25556rXguc4uLixOFw+M7jtHnzZolUd9xxh+y0006SmpoqO+ywg/z000/b3AbHR3+87Ha77/2PE45vMO2yyy4SHR0tb7zxhhgeBPn000/lk08+8Z16O08UtlkgwCAIkSkUNRapn/qeIHlTxhs3IKIAsDmqdTNBimuZCRJpHnnkERVUePLJJ3sMADz33HPqS2EEPBBI+OMf/7jNbbZu3aoyJLCi5qWXXio33nijnHPOOQE9fnJystr3mjVrfJdhUpiTk9Pldps2bVKTRqzkuWLFCrVi59VXXy3nnXeeCkzoIYBy1VVXidvt7vExsejFgQceKD///LN8+OGH6vm9+OKL8vLLL8uJJ57Y61hxfJ544gkVaAlUaWmpDJcFCxao54ITtrHKqXYep1G6TNLuC3+Eu/r6ennmmWekurpaDjroIDn11FO3uQ2OT/fjpb3/tWMa7OP3hz/8Qe655x4xPAiy55579nvCG4oo7DAIQmTaTJCczkyQhuh4GTnCfN8+EfW6TG4rS2LMLp+ZIBELE0NM/DEJQ2bEO++80+tt8U34SSedJD/++GOvt8G35sgWwWTz4YcfluXLl/c7BnzbjongY4895rsM22eccUaX211//fWqXOT//u//JDc3V2U6HHXUUXLXXXfJlVdeqcavOf7446W5uVmefvrpHh8T41u1apUKtkyZMkVlTCCr5LXXXlOX6TNG9L777jtxuVwyY8YM32UffPCByixAhgECNH/+85+lpcX/e4SAEKoM/vnPf8qGDRskUJhwjxs3TlauXCnBgMDNn/70JznuuONU1g72j8suuugi322QdYMsGgSlANk8ON44RgiAIcMIAahAIZPolltukR133FFl7hx88MEqCIFjhP2hrOjrr7/23R6vIYJneLzCwkKVedHU1NQl6+ipp56SCRMmqPtj/PpgBF4LVHDgtdh+++3lo48+8l13ww03qMfDa7377rsPODilPT7em3g9p0+f7rtMn62E46kPkq1bt04OP/xwlTk0evRo+de//tUlOLfvvvuq95v+/Wu6xqg4sHjj4EUhCjsMghCZsieIw+WRrM52VJUp2RIb7TB6WESBrxDDTBDTK9D3BGEmyIBtOPoYWbPnXgGf1u29j5QdfoT6OZD74YTHCiZ8y43gBkpMjj76aJUV0hv0SsQEFBPA/uy6665SUFAgn332WUDjwKQRmSgIMBQVFckPP/ygSk703n//fRWE6Q4BD0yUFy9e7LsMJQYIOlx33XWqtKY77AvBGkyW9VASs/POO6s5X0+WLl2qJtLdAz8PPfSQmtx/9dVXqmoApRea++67Tx588EFVaoFACybguL1+4twdAj7Ibvniiy9UQAC22247NfHXTsjewaQaP3E+0NcbgRA8Nn725/7771fvibfeeksqKytV0AmvS3t7uwQK5UqvvvqqFBcXq0whZPPst99+KpMHr6e+xOTCCy9UQQMERnCsEQBCyZLeu+++qzJ4EGD7+OOPVUBLK5XC2K699lq1b2QCHXHEEdsEnvA6/e1vfwvo+ffkzTffVMGw7mVlPUEgDkEOnPC+xuv5/PPPdwn4oRwLAb1ff/1VTBUEQeoV3oiIZOEDAtFK/JIShR2XLq2LQRAiUyhqKJLsOhF7Z2l1U2au0UMiGlA5DJujml9CTJSkxker7WJmggxYR2WldJSVDejkrqgY8H3UqTLw3ydkR+gnzT1NlDHBxUQ0KipKlQcsXLhQSkpKutzm5JNPVsEC3B+Tz96yK7rDl8aYcAYCPRcxoUfwAeUmCGzExsZ2uQ0m4QisdBcTE6N6kXRvVHrCCSeoAAEm8t31ti/A5b01Pa2pqVHlO3oIaiD7ABkGyNxAJoM+kwSZAsigQOADxxaZApjI4/libql/LASBzj77bNV6Ab1a9F+8L1u2TAUvtBOOLeap+NlXQEXvgAMOUGVAmM8mJCT0e3sEYtAnBYEfvEcuuOACleWCIFWgUK6EiT7eQ4cccogqVUIwBccLrzMm/wiqIDsCAY2bbrpJvW54TW+++WY179ZnTiCwhdcArxPKWrTMJARbcJyxb4z1mGOOUb1mEPjR4HEQ/Jo1a5bKUBkMxAXwuxDI8UNmFXqK4jXH+xTlNQj0PPvss11uh8wcvLdCYUAzOhwgRKyQxoWIHqJVqHXDLz5LYShsuTubogKDIESGQxoqMkGm6JqiuvJ6/qONyKzlMFWtzASxgvzUOKlrcUpZfau43R6x221GD8kyorL87/dAYVKHiWgoHwuTPH2pgzYh1/zyyy/y/fffqywFQENTTCwRhLjiiit8t8PE9Mgjj1TlI5jE4pt6lAL0B998YzIbKJS/PProoyoDQD9x1WBSjGyC7lAOgaBG90aleK7//ve/VRCn+7f+ve0LcDkyQnqCCW33sgUcQwSccDwRIEDfkN4W0kBgBxkdmPhjXomf+tIZZEqgNwqyDfBYwabvCRIIlHuccsopKmChnyf3dux6gtIlDQIH3c/jbx1kTCBjB/tG4oEGQSVcjtdXk5eX59tGiY0WAMJcXX9f7f5bt3rLiuHLL79Uxxg/B/P7N9BjiOOH11gfgMTvPoJC3cvSQvF6Q8Azur/+9a/qFw8RL7zoiCohYoW0Kv0bgCisy2EcDIIQGQ3foLe52rosjxs9out/nESm7wnCTBBLKEiLl5WlDeJ0eaSysU1yUvwlMtS3sa+8PKDbYxKESQ++/R3sRCwYtNIXfJuuwYQSgQh9EESDif3tt9+uvtnff//9VRlIb1CagokyeikGClkBKH3AxBVlI1pfCg0eE3O07o1ZMVfDZHrevHk9Zj7gW////Oc/2+zrsssu870OGpROfPvttyr7oSfYF3p86KGRKgI46CWCSTlW5cHqOHroP4EyCGQAIHsDWSovvfSS6iXSUw8NZOegVwsyGzQIPOG+vUHjzv50f7+hFAoBCE33LCBM1vF89O8R7f0bbAhiIVsCr/vUqVPVZdhG4AhBq/5WthkxYoQKbuht3LixyxK0ZWVlquEu5vWDpT+GOH6AY6gFOnAMtd8NHD+8l7EUbndadguCMq2trV36zARTwJ8wSJlCGhPSsf7yl7+oAAhRRGBPECKTrgzjzwRJHt/1Ww4is/cEYRDEOpkgmuI69gUJd/jGHWUtyJRAbwPthADA+vXrVSlGT5ARgrlR99VYNJjModQDXySfeeaZMm3atIDHhBIH9NPAKi09QfABy5oiUFJeXq4e6/XXX1fZLmg22b1MRYPniIk8bq/B+JDtoWW4oAwF+/79738vhx12mMqK6QmWWIXffvvNdxkCApgAIwCCpqHdy28wbny5jmOL5pzIkEEz1+4BEA2ahyL7BuUc6HmhwWPqVy7B42qr8gQSAOkJmoeiPwom7shw6R7gwVwY5Sc4RtpzRbBHy4bB89EHaoYCwQUEf9DTA6UhWl8PNM0NJFiIIBrKkDA+ZOOgquPzzz9XAScNXm+sBhQsCM4gMwTZUwhq4P2LkjIN3ksIvKAvDN5/eJ/hWOrLpVD6hEBNb+/fYQuCoOEPmp2guy8OJtaYxoCJwp6bPUGIzGRLw5ZtlsfNnjTWuAERBSg9Ll1s4k27r24JrCcAGZ8JoimpZV+QcIfgAcpIsEoHygu0EzIdMFFES4CeoMQEpR+33Xabb9UO7Vt4ZFTg56233irXXHONPPDAAwMeFwIDvZWSjB07VmWYICMAt0EwBhkbWL0EfRb62icCC/oGqcg4wGQYbQ722WcfFcBA0AGNNZFZ0hv0mkATV32mB54nMmSQFYAmn/pJN6A5J7JikMWCciLsoz/o24HMEcxFe2vSGgwIBiFbB81XsfIO+mXonX/++er5os8GXl9kaOhLlfBazJ8/P2jjQXAIvVLQPBWvDVaB0TeZ7Qtui8AHenagDAvvjddee01lFmnQ4LV7w92hQuYUGp2i5wneC/rXH+8JrFCDYBayfPCeRaBHvzINgpE4ziHjGaD169d7rrvuOs+oUaM8WVlZHrvd7nnppZc8VlJXV4evD9VPTXt7u+f1119XPyOVlY9BSMdesdrjuT7Fe3r1HGPHYuDjhmr/wdzvUPdl5d+BSHLfkvs8Mx6f4Vm4+xTP8slTPEunTPdU1Dbx9bPwe9hM4w71WPZ4fg/1/j3gpQOG9XH5GT44L/+wxTP68rfV6ZEv1gdtv+GmpaXFs3z5cvVzsFwul6empkb9jFRWPQYY76ZNmzzjxo3zlJeXR+Qx1D/ujBkzPJWVlSHbv1n36wrCvnDf9957zzN//vxBfeb0NM/vyYAL7hBtREoQaokQocGyUYiWIcKJzrhEYYflMESmsrVhKyL4ktfZE6QiMUMyU3qvwSYyk4y4DF85DBrfkbnl65fJ5QoxRL1CRgSal3ZvxBqJ0AyWrSMGD8sx91Z6FiyD7jqEtC+kJKE+DalMl156acBrXhNZCoMgRKbrCZLSLBLXWalWl57TpbM/kRWao7a726XRObh6dRo+Ban+ACt7glAwoaEnygL0JwQS0NuDiEIrKDM61Beh+U735aaIwoKLPUGIzJYJol8Zpj0n38jhEA1phZjkmNA0faPgyNM1RmVPEAomfRPRUK8wQkSDyARB92D9Ws19QYffd955J6DbElmCW9cAmEEQIkO1u9qlvLm8y8ow9sJCQ8dENBCZcVwhxkrioh2SmRijtkuYCUJEFDlBkOXLl6tlbtApGcs7VVRU+K7DUjvLli1TS9zsuuuuqltvqJayITK8HMbBIAiRkYobi8Ujni4rw8SPHm3kkIgGnQlS1Vpl6FhoYH1ByupbpcPlNno4REQ0HEGQJ598Ui1jgyWjsHwNlorCEkoIdsTGxsqcOXPUMjinnnqqrFy5Uq3pSxQ22BOEyDS2Nm5VP/WZIBkTuDwuWUdmvD8TpKqFQRAryO/sC+L2iJQ3+JcTJSIiawp4Rof1sR966CG1zu/SpUvV+scokcnKylLrJ+MnUVhysycIkalWhkEQpMYfBCmYOt7AERENPgjCchhrKND3BalrkYI0rkZFRGRlA57R2e12lfmBE1FEYE8QIlOtDANaOUxNbJLsWMhl6Mii5TDMBLGEfF3Qo7i2VeayAo+IyNICXiLX5XLJrbfeKvPnz5cdd9xRrrjiioCbpRJZGsthiEyVCRLt9EhG58qiVSnZEu0Y9GrvRMOOjVGtJ79bJggREVlbwH853nzzzXLVVVepNawLCwvlrrvukr/85S+hHR2RGTAIQmSqniA5df7zLVm5Rg6HaMDSYtPEYXOobTZGtYaCbpkgFFwNrU4pr+/5uOJyXB9sf/zjH8Vms8mKFSt8ly1atEhdhrmO/nTHHXcE/fGJyCJBEDRHxQow77//vrz++uvy1ltvyTPPPKPWsyYKay72BCEyA4/HozJB8nT9QNz5XB6XrMVhd0hGXIbaZiaINTATJHQQ4Ljo+SVyztM/qtV39HAel+P6YAZCGhoa5MUXX5SMjAx55JFHulyXmpoqjY2NXU6XXHJJ0B6biCwWBEEj1EMOOcR3fr/99lPR0uLi4lCNjcgc2BOEyBTq2+ul0dkoObrlcWNGjjJySERDao5a3VItbg+/TDK73JQ4sdm82yV1zAQJppZ2l1Q3t0tRTYv8+ZmffavvIABy7tM/qstxPW4XLC+88IIkJiaqMv+nnnpKrX5JRJEl4CBIR0eHxMX5I+EQHR3NDw6KrHIYB4MgREavDKPPBEkZP8bAERENLQjS4emQ+rZ6o4dD/UDfoZzkWLXNcpjgykmJkwWnzJXC9Hgpqm2RS19bJcu21vkCILgc1+N2wYLsj5NPPllOOOEEaWpqUtntRBRZogaShnz66adLbKz3PwFobW2Vc889V0VTNa+++mrwR0lkJPYEITKFLY1b1E99Jkje5HHGDYhokLLi/CvEoCQmLS7N0PFQ//JT46Wsvk0qG9ukrcMlsVHevi4UnEwbBDrOfepH2VrTJGc/9aO6XAuA4PpgWb58uXzzzTeyYMEC1e/j97//vQqKHHXUUer6uro6SUvr+vv4yiuvyL777hu0MRCR8QKe0Z122mnbXHbKKacEezxE5uNmTxAiMyhq0JbH9WaCtNmjZMxElsOQdTNBoLK1UibIBEPHQ/0rSIuTJd44rJTVtcmozASjhxRWEOi4/vBpctaT3/suu/GI6UENgAACHrNmzVInbX5z0EEHSVFRka8nSG2tLtJORGEp4BndY489FtqREJkVe4IQmWZlGJvH48sEKU/KktkJMUYPi2jAsuL9mSBVLVwhxiqZIJriuhYGQYIMPUBufGt5l8uuf/O3oGaCoIQfPUDQ7DQvL8+X6e5yueTxxx+X+fPnB+VxiCiMeoIQRSyWwxCZpidIeoNITGdcsiEjx+ghEQ05CMIVYqyBK8SEjq8Jam2L5KfEyYN/6OwRUtOiLu++asxgvfnmm1JfXy8//fSTLFmyRJ2WLl0q1157rTz66KMqIEJEkYFBEKL+MAhCZApFjUWSq8tSbs8tMHI4RIOWGecvh2EmiDUUpOkyQdgcNWjKdavAFKbFy+2/nyzbjUj1N0vtDITgdsEohTnxxBNlypQpKhNEO11wwQVqtUsEQdATBL1C9Ke//e1vQXmuRGQenNER9cfFniBERutwd0hJY4nM7+wHAlEFhYaOiSgo5TCtDIJYLROklMvkBk18jEMyOssa7ztpjsRLe9dmqU//qK7H7YZq4cKFPV6elZUlLS3e7B5mgxBFBs7oiPrDniBEhitrLlPLieqXx00YO9rQMREFpTEqy2EslwnCcpjgSY6LljtPmC0t7S7JSoqR+npvEEQLhDxwylwVAMHtiIiChTM6ooGUwzj4K0Nk5Mow+uVxMyeONW5AREOQEpMi0fZocbqdLIexiKykWImy26TD7WE5TJAhwIGT2+3e5rqcIK8OQ0QE7AlC1B/2BCEyxcow+uVxoXDqeANHRDR4NpvNlw3CTBBrcNhtvlVKmAlCRGRtDIIQ9cfNniBEZlgZBrTGqJXxqVKQk2bsoIiGICvO2xekpq1GXPqySzJ9X5CaZqcq3yAiImtiEISoP+wJQmSKIEhcm0dSm73na1Jz1DezRFalZYK4PW4VCCHzy2dfECKisMAgCNGAymHYmIvIDMvjtmTlGjkcouCuEMO+IJZQoFshpoQrxBARWRaDIEQDCoIMfYk2IhpcTxB9PxBP/ghDx0M0VBlxGb5t9gWx3jK5xbXMBCEisipTBEHuvfdeGTNmjMTFxcnOO+8s3333XUD3e/7551VzsSOPPDLkY6QI5mJPECIjNTubpbq1uksmSNyokUYOiSi4mSCtzASxXjkMM0GIiKzK8CDICy+8IJdccolcf/318tNPP8msWbPkwAMPlPLy8j7vt3HjRrn00ktl9913H7axUoRiTxAic6wMU+PPBEmdMMbAEREFNwjCTBBrKEhlTxAionBgeBDkjjvukLPOOkvOOOMMmTZtmixYsEASEhLk0Ucf7fU+LpdLTj75ZLnxxhtl3LhxwzpeivByGAd7ghAZtTJMji4TJG8Kl8el8GiMCgyCWEN+mr4chpkgVrXXXnuJw+GQZcuW+S6rra1V2eX4khWqqqrkggsukNGjR0tSUpLKWD/99NNl9erVBo6ciMIiCNLe3i4//vij7Lfffv4B2e3q/OLFi3u93z/+8Q/JycmRP/3pT8M0Uopo7AlCZIogSF5nJkhzVKyMHFtg8KiIhoaNUa0nMzFGYqK8fzozEyQEPG6xV64U2fSVSNlvIm53yB4qPT1drrzyyh6vq6urk1133VU2bdok77//vtTX18uSJUtUyf67774bsjER0fAxNLe/srJSZXXk5nbt8o/zK1eu7PE+X375pTzyyCPqwyhQbW1t6qTBhxk4nU510rb1PyORlY9BKMfu6Gj3RQud+P+4n8cw6jiG+nFDtf9g7neo+7Ly70A421K/Rexuj2R5P7qlIjlLtnNs+zrx9bPuMTDTuIdrLKlRqb7tiuYKfoZb5DM8LyVWNle3qEwQM7xfzQLHwuPxiNvtVqcB2/KtyHcPSUL5CrF5OsTjiBXJmiSenc4SGblz0Md73nnnyd133y2LFi2SPfbYwzdm/Pzf//6nvpR96aWXJCrKO1VKSUmRc845x3ebUMEx1H6G8nHCedxGjSXUjxuq/XuCuN9g7CvQfeA63AafPcjs0gT6uWzzaI9kgOLiYiksLJSvv/5a5s2b57v8sssuk88++0y+/fbbLrdvaGiQ7bbbTu677z45+OCD1WVITUMK2+uvv97r49xwww2qdKa7Z599VpXeEPVlp/V3SX7dj2r7vRn/J23RaUYPiSiiPNX4lFRXrpR77/f25/l55AxJPP8Uo4dFNCT48+sfdf8Qpzglx54jF6RcYPSQKAB3/2aXtfXer0Zu3bFD4tgqTEGwIC8vT0aOHCkxMTEDuq+j+AeJ//wmsbXViTshWyQqTqSjVezNFeKJTZWWPa4WV8EOQRvrYYcdJoceeqi0tLTIe++9Jx988IHK/kDJy9KlS+XMM8+UPffcU66++uqgPSYRBb+iZMuWLVJaWiodHf6s/ebmZjnppJPU7zSCl70x9KM7KytLRW7Kysq6XI7z+CDtbt26dapW7/DDD/ddpkWI8OG7atUqGT9+2zpxpLuh+ao+EwQf0gcccIDv4CBq9OGHH8r+++8v0dGR2ffByscglGN3vPC0SJ13e9/9DxRJyDRsLEY+bqj2H8z9DnVfVv4dCGePvP1Il+VxbSNGyyGHHLLN7fj6WfcYmGncwzmWBW8skKKmImmPblePx89w83+Gf9r8i6xdWqK2Z+68h0zMTQrJ41hNa2urmpCgfwZWewyYxy22354VcTaIZI4Xt8vlzb6IiRWJTxGp2SBJy58Tz+S9RGzBqeLH/jFG9PxAdvknn3yi+oQAxl9TUyNjx47tcwIVyuAovvRNTk5WPUqswkzjNmosoX7cUO3fE8T9BmNfge4Dnznx8fEqk0v/maNVfPTH0CAIIsVz586Vjz/+2LfMLYIaOH/++edvc/spU6bIL7/80uWya665Rh2ou+66SwU2ehIbG6tO3eE/yO7/SfZ0WaSx8jEIzdj9qVjRMXF4EAPHYvzjhmr/wdzvUPdl5d+BcOP2uKW4qVh2q/FfFj1iRJ+vD18/6x4DM417OMaSlZClgiC1bbUindm8/Aw392d4YYY/g7i8ySnTTPJ+NRrK2zFhQRkJTgErWyFStVokOVc8ugmPmvzglJwrUrlKbJWrRHKnB2282H9iYqJanRJziS+++EJdjrHjS9qSkpKBPY8g0b7c1Y6lVZhp3EaNJdSPG6r9u4O432DsK9B94DrcpvvnfaCf/Yb/diFD46GHHpInnnhCVqxYoWr0mpqa1GoxcOqpp/oaFyHKM2PGjC6ntLQ0FSnC9kDT74gC4tLVlnGJXKJhhV4Jba62LpkgieO4PC6Fh8w4f2ZhTasu0kemld9lmVyuEDNkLbUiHW0iUf7j2gUux/W4XQhgkQVMujAP0Rx44IHyyiuvdEmxJ6LwYngQ5Pjjj5fbb79drrvuOpk9e7ZqeIr6PK1Z6ubNm1U0lsgwbm8fAoVBEKJhtbXRuzJMru7v36xJXBqdwm+FmMpWLpNrBQW6ZXJLarlCzJDFp4lExYp09HIscTmux+1CAGX5N910k9x8882+yy6++GKV2XLcccepJXERJEF/AXxpi8xzIrI+w4MggNIXLEOFFVzQDBVLUGnQtfnxxx/v9b64rq+mqERBXSLXwbRXIiOWx9UyQVxik5FTxxo8KqLg4DK51s4EKWYmyNBlTxXJmizSUI5mAF2vw3lcnj3Fe7sQOfroo2XChAm+86mpqWrRBizesN9++6mMcyzM8NVXX6mGqkRkffxam2ggQZAgNeUiogFkgng8kttZKVCZkC7T0tiIkMJDZry/HKaqtUpihGW9ZlegC4KUMggydKj53+lskQ+uVk1QBSVi9iQRV6s3AIIMkB3P8t4uSPAFa3fffPNNl/OZmZlqCV2ciCj8cEZH1B+3018KY6FO3UThkgmS3CKS2OY9X5OeI3Y7fw8pPIMgZH4p8VGSEOPtYltcx3KYoBi1s8gBN4nkbSe29nqRus0irXUiBbNEDviX93oioiBiJghRoD1B2A+EaNhtadgiebp+ka05BUYOhyik5TD5km/oeKh/WI0gPzVO1lU0SUltq1rO0eglQcPCqJ3FUzhXmjf8IEkOp9gSMrwlMBZaIYWIrIOzOqJAy2Hs7AdCZEQmyLQaXZ14wQgjh0MUstVhmAliHQVp8SoI0uJ0SV2LU9ISWMYUFDa7uLOmiKSkMPhBRCHFTxiigIMg3vRXIhoezc5mNTHM0wVB4seONnRMRMHEchhrQiaIpriWfUGIiKyGQRCi/rh0PUGIaNgUNRapn/pymPSJXB6Xwkd8VLwkRieqba4OY80VYkrYF6QLlAcREZn9s4ZBEKL+sCcIkbHL4+oyQQqmjTdwRESh6wvCTBDrKEjTZYJwhRglOtpbMtzc3Gz0UIgoAjR3ftZonz0DxVkdUaDlMA72BCEa9uVxdZkgFfGpslNehrGDIgpBX5BN9Zuk0dkoTk9n5iGZWp4+E6SWmSDgcDgkLS1NysvL1fmEhIQBN4x1u93S3t4ura2tYo/QniBWPQZmGrdRYwn144Zq/+4g7jcY++pvH8gAQQAEnzX4zMFnz2AwCELUH/YEITJsZZjEFo+kdM4xqlJzJC6av4cUvn1BGt2Nho6FAlOg6wlSwkwQn7y8PPVTC4QMFCY3LS0tEh8fH7Er7lj1GJhp3EaNJdSPG6r9e4K432DsK9B9IACifeYMBoMgRP1xsycIkVHlMLm1/vNN2Vwel8J7mdxGD4MgVpCf5s8EKWYmSNflg/PzJScnR5zOgWc14T6ff/657LHHHoNOcbc6qx4DM43bqLGE+nFDtX9nEPcbjH0Fsg9cPtgMEA1ndUT9YU8QIsPKYfL1y+MWcnlcCj8MglhPUmyUJMdFSUNrBzNBeoDJyWAmKLhPR0eHxMXFGT6RNopVj4GZxm3UWEL9uKHavyOI+w3Gvobr9bNOsRmR4eUw1vnPiMjq3B63FDUUdVkZJm40l8el8OwJomE5jHUUdPYFKa1rFbebK6IQEVkJgyBE/WFPEKJhV9FcIe3udsnTZYJweVwK90yQBk+DoWOhwOV3rhDT7nJLVVO70cMhIqIBYBCEqC9Yg9oXBGE5DNGwrwxT7Q+CFE6faOCIiIahHIaZIJaRr18hpo59QYiIrIRBEKJA+oEAgyBEw7oyDGjlMFVxKTK60F82QBSWq8OwJ4glV4gprmVfECIiK2EQhKgvWhYIONgThGg4V4aJb/NIWrP3fGVKtsTHsCSNwk9GXIZvm5kg1lwhhpkgRETWwiAIUaBBEPYEIRrWcphcXVPU5ux8I4dDFDIxjhhJjU1V2+wJYs1MEK4QQ0RkLQyCEPXFrVvnnuUwRMOaCaJviuop4PK4FP4rxDS5m4weCg0iE6S4lpkgRERWwiAIUV/YE4TIwCCI/3wsl8elCGiO2i7t0uzsrAEjU8tnJggRkWUxCEIUcDkMgyBEwwGTwKrWqi6ZIBmTxho6JqLhao5a2Vpp6FgoMHHRDslIjFHbpQyCEBFZCoMgRH1hEITIuOVxdUGQ/GlcHpfCvxwGqlurDR0LDTwbpLS+VVxu/+cVERGZG4MgRH1xsScIkRGlMKCVw9TEJsnoUTnGDopoGMphoKqlytCxUODyU719QRAAqWhoM3o4REQUIAZBiPrCniBEhgRBYts9ktHoXx43IYa/fxQZ5TAoBSNrKEjz9wUp5jK5RESWwSAIUaCrwzg4CSMaDlsatkhOrf98UxaXx6UIygRhEMRymSBQUsu+IEREVsEgCFHA5TDRRo6EKKKCIPp+IO6CQkPHQzScQZDKFjZGtWImSAkzQYiILINBEKKAM0EYBCEaDpsbNku+fnncMVwel8IbG6NaPxOkmJkgRESWwSAIUV9c+tVhGAQhCjWn2ynFjcVdMkHSJowzdExEoZYely42saltlsNYb3UYYCYIEZF1MAhC1Bf2BCEaViWNJeLyuHwrw0D+tAlGDoko5KLsUSoQAiyHsY681DixeWNXUlTLIAgRkVUwCELUFy6RSzTspTCQX+3NBKmPTpAxY9gYlcJfRlyGrxzG4/FnQpF5RTvskpfizQYpqmEQhIjIKhgEIQp4iVyWwxCF2ub6zWp53MwG7/mytFxJjGUAksJfVpy3OWq7u10anJ2/AGR6I9K9fUGqmtqlpV33NwMREZkWgyBEfWE5DNHwN0XV9YVszC4wcjhEhjRHZUmMdYxIT/BtF9U2GzoWIiIKDIMgRH3hErlEw54JopXCgKtgpKHjIRouGfHechioamFzVKsoTPOvELOFJTFERJbAIAhRX7hELtGw2tKwRQp0mSCx48YaORyiYS+HAQZBrFcOA1sZBCEisgQGQYj6wiVyiYZNh7tDtjZulQJdJkjaJK4MQ5GB5TDWL4fZWsNyGCIiK2AQhKgv7AlCNGxKm0pVICS/yhsEcYtNCqYzCEKRITPeHwSpamUmiBUzQbhCDBGRNTAIQtQXLpFLNLzL43o8UlDjPV+ekCbjCv19EojCGTNBrCk/LU5sNu82y2GIiKyBQRCivrhZDkM0nE1RU5tEEtq85yvS8iQhhsFHirwgCHuCWEdslENykmPVNoMgRETWwCAIUaBBEDZGJQp5Joi+KWpLbqGRwyEaVqmxqWLv/LOMmSDW7AtS2dgmrU6X0cMhIqJ+MAhC1BeWwxANmy31W7o0RbWNGm3oeIiGk91ml0RbotpmJoi1cIUYIiJrYRCEqC9cIpdoWDNB8nVBkKTxXB6XIkuSPUn9rG6tFrfHbfRwaDDNUWsZBCEiMjsGQYj6wiVyiYaFy+2SLQ1bpED3BXj29MlGDolo2CXbktXPDk+H1LXVGT0cChCXySUishYGQYj6wiVyiYZFWXOZON1OXyZIqyNaRk8eY/SwiAzJBAH2BbGOwjSWwxARWQmDIER9YU8QomErhXG4PJJb6z1fkpQlIzK8/RGIIkWSzR8EqWplXxCrYE8QIiJrYRCEqC9cIpdo2JbHza4Tiepsg1CXmS92u83oYRENK2aCWFNBl0wQlsMQEZkdgyBEfeESuUTDwtsPxN8U1Vkw0tDxEBnZEwS4Qox1xEU7JCc5Vm0XMROEiMj0GAQh6gvLYYiGxab6TVJQ7T8fM4b9QCjyaEvkAoMg1iyJKW9ok1any+jhEBFRHxgEIeoLl8glGhYb6zd2WR43dfJ4Q8dDZIRkuz8ThOUw1lKoWyGmmMvkEhGZGoMgRH3hErlEIYdVYVQ5jC4IUsDlcSkCsTGqdbE5KhGRdTAIQtQXLpFLFHJFDUXS4e6Qgs45X21Moowbl2/0sIiGXZwtTqI7A+7MBLEWBkGIiKyDQRCivrAnCNGwlMIktngkvcl7vjQtX5LjmHlFkcdms0lmXKbaZhDEWkboymGKarlCDBGRmTEIQtQXLpFLFHIb6zZKoS7zvyFvhJHDITJUVnyW+lnbVisuNxtsWgUzQYiIrINBEKK+cIlcomHJBBlR6e8H4hk11tDxEBkpIy5D/XR73FLTVmP0cChAhWn+IMiWamaCEBGZGYMgRH1hOQxRyG2o2yCFVf4gSMJErgxDkUsrhwGWxFhHXLRDspNj1fYWZoIQEZkagyBEfeESuUTDlAniP589c4qRwyEyRTkMVLVwhRgrGZXh7QtS0dAmLe0sZSIiMisGQYj6wiVyiUKqvr1eqlurfeUwjVFxMnriaKOHRWR4OQwwE8RaRncGQWAzS2KIiEyLQRCiQDNBWA5DFJKmqLHtHsmu957fmpInozITjR4WkWGy4vyZIBUtFYaOhQZmJIMgRESWwCAIUSA9QWx2ETt/XYhCUQqjXxmmLqdQHHabkUMiMlR2QrZvu7y53NCx0MCMzvQHQTZVda75TUREpsNZHVFftOUJWQpDFLJMEP3KMK5RYwwdD5HRcuJzfNtlTWWGjoUGHwRhJggRkXkxCEIUSDkMm6ISDcvyuAkTJxg6HiKjZcZnih3Zh8wEsRyWwxARWQODIESBlMOwHwhRyJbH1a8MkzWDK8NQZIu2R/uWyWUQxFqyk2IlIcahtjdXMQhCRGRWDIIQ9YWZIEQh43K7ZHP9Zims8maCtDqiZey0cUYPi8hwOQnekpjK1krpcOtWKSNTs9lsvmVyt9Q0i8vtz3IjIiLzYBCEKJAlctkThCjoSppKxNPWJrm13vNbk3NlTFaS0cMiMk0QxO1xc5lci5bEOF0eKa1vNXo4RETUAwZBiALKBGE5DFEo+oEUVIvYO78srckZIVEO/rdElJuQ69tmSYy1jNb1BeEKMURE5sS/Non6wp4gRCHuB+JPF+8YMdrQ8RCZRW6iPwhS1swVYiy7Qgz7ghARmRKDIESBBEEcsUaPhCgsl8fV+oFA3ITxho6HyCy0chhgJoi1cIUYIiLzYxCEqC+udu9PNkYlCtHyuP7zXBmGaNtyGGaCWMvozETf9iYGQYiITIlBEKLeeDy6niAxRo+GKOysq13nK4dpt0fJmOkTjB4SkekyQcqaGASxksK0eLHbvNsshyEiMicGQYj6K4UBBkGIgqq2tVZqmyolr8Z7vigpW8bmpRo9LCJTYGNU64qJskt+arzaZjkMEZE5MQhC1F8pDEQxCEIUTOvq1klhlUiU23u+MmeERHNlGCIlITpBkqK9y0UzCGLd5qh1LU6pa9Z9oUJERKbAvziJAgmCMBOEKOilMKPL/U1RnaPZFJWop2wQBEE8KM8kS64Qs4HL5BIRmQ6DIES9YTkMUUiDIKMq/BO7hCmTDR0PkVn7grS6WqW+vd7o4dAAjM3yN0fdWMkgCBGR2TAIQhRQJghXhyEKehBEl+WfO2u6kcMhMndzVK4QYyljs7ylTLCeQRAiItNhEISoNyyHIQqZtbVrfeUwDdHxMmH6OKOHRGTaIAj7glg3E2QDgyBERKbDIAhRQOUwzAQhCubKMG3VlZLR6D2/Ja1ARmb4a+iJSCQvMc+3zWVyrWVURoJvmdwNlZ0fdEREZBoMghD1hpkgRCFbGUbfD6SuYLTYbJ0zBiJSmAli7WVyR6R7A7sbKprY2JaIyGQYBCHqDRujEoWwKarugnETDBwNkTmxJ0h4lMQ0tbukorHN6OEQEZEOgyBEvWFjVKJhWR43bfoUQ8dDZEYMgoRRX5AK9gUhIjITBkGIesNyGKKQlcOM1JXDjNh+pqHjITKjjLgMibZ7A/ClTaVGD4cGaFw2m6MSEZkVgyBEvWE5DFFIrK9e6yuHKUnIlMljc40eEpHp2G12yU/MV9slTSXsK2ExXCGGiMi8GAQh6g3LYYhCsjKMvaRS4jpjjCWZhZIaz98vop5oQZAmZ5M0OBuMHg4NMgiynkEQIiJTMUUQ5N5775UxY8ZIXFyc7LzzzvLdd9/1etuHHnpIdt99d0lPT1en/fbbr8/bEw0ay2GIgm51zWoZrSuFaR051tDxEJlZfpI3CAIljSWGjoUGpiA1Xq0SA8wEISIyF8ODIC+88IJccsklcv3118tPP/0ks2bNkgMPPFDKy3teDm7RokVy4oknyqeffiqLFy+WkSNHygEHHCBFRUXDPnYKcyyHIQpJEGRsqT8IEjWFTVGJelOQWODbLm4sNnQsNDB2u03GZnqzQTZVNYnLzXImIiKzMDwIcscdd8hZZ50lZ5xxhkybNk0WLFggCQkJ8uijj/Z4+2eeeUb+/Oc/y+zZs2XKlCny8MMPi9vtlo8//njYx05hjuUwREG3qmaVjNX1eMzZfpaRwyEytbzEPN92cRODIFYtiXG6PFJU02L0cIiIyAxBkPb2dvnxxx9VSYtvQHa7Oo8sj0A0NzeL0+mUjIyMEI6UIhLLYYhCkwlS5v1GtD46XibPmmj0kIhMqyDJnwnCFWKsZ6xuhZj1lY2GjoWIiPyixECVlZXicrkkN7frygA4v3LlyoD2cfnll0tBQUGXQEp3bW1t6qSpr69XPxE8wUnb1v+MRFY+BqEYu729VRyd2x1iF0+A+zbqOIb6cUO1/2Dud6j7svLvgBV0uDukcvMaSe8sj9+YMUJmp8QE7Xjz9bPuMTDTuM30GZ4dm+3bLmooGtKY+Bk+/Ealx/m215TVy/xx6YaOx+zM9voZwarHwEzjNtNnuBX27zTRZ3gw9hHo/WweA9dcKy4ulsLCQvn6669l3rx5vssvu+wy+eyzz+Tbb7/t8/7//ve/5bbbblN9Qrbbbrteb3fDDTfIjTfeuM3lzz77rCq9IerJ+PJ3ZUbRc2r7+zHnS3H6TkYPicjSyl3l8sXPd8qVL7nV+Q+n7SmjTzvY6GERmVaHp0NurLtRPOKREY4Rcm7yuUYPiQZgQ4PInb96v2+cn+uW48Z5P/uIiCg0UCVy0kknSV1dnaSkpJgzEyQrK0scDoeUlZV1uRzn8/L8dbA9uf3221UQ5KOPPuozAAJXXnmlar6qzwTRGqpqBwdRow8//FD2339/iY6OzP4PVj4GoRi7/es1Ip39dufssJPMnnyIYWMxw+OGav/B3O9Q92Xl3wEreH/j+zLuXf/5xFmz5ZBDAvu9CgRfP+seAzON22yf4fe8do9UtlRKa3TrkH5f+Bk+/OpbnHLnr5+q7ba4DDnkEH6ZYqXXzwhWPQZmGrfZPsPNvn+niT7Dg7EPreKjP4YGQWJiYmTu3LmqqemRRx6pLtOanJ5//vm93g/ZHzfddJO8//77ssMOO/T7OLGxserUHQ5s94Pb02WRxsrHIKhj97h8m1GxCdi5cWMx0eOGav/B3O9Q92Xl3wEzW9ewTsZ09gOBnLmzTf9esiqrHgMzjdssn+HoC4IgSGVrpbjtbol1xAZ1/8HCz/BtZUZHS25KrJTVt8naiiaJiooSm81m9LBMzyyvn5GsegzMNG6zfIZbZf/RJvoMH8o+Ar2P4avDIEPjoYcekieeeEJWrFgh5513njQ1NanVYuDUU09VmRyaW2+9Va699lq1esyYMWOktLRUnRob2XCKgoyrwxCFrClqc1SMTNx+qtFDIrLUMrlsjmo9E3OS1c/aZqdUNen+riAiIsMYHgQ5/vjjVWnLddddp5a9XbJkibz33nu+ZqmbN2+WkpIS3+3vv/9+tarMMcccI/n5+b4T9kEUVFwdhiiotmxdLjl13u2NqYUyIdc7OSCi3uUn5fu2S5r8fw+RNUzISfJtry5rMHQsRERkgnIYDUpfeit/QdNTvY0bNw7TqCjiuXTdhRkEIRqSurY6SdxY7jtfM2KcRDkMj8MTmV5+oi4I0sggiNVMzPUHQdaWN8qu47MMHQ8REZkgE4TItFgOQxTcUhhdJr9t4mQjh0NkyXKY4qZiQ8dCAzdJl/G2poyl20REZsAgCFFvWA5DFDQrqlbI+FJ/U9SM2TMNHQ+RJcthmAliOROy/Zkga8pZDkNEZAYMghD1huUwREGzvHq5TCj2BkFaHVEyfscZRg+JyHrlMOwJYjnpiTGSleRd0YeZIERE5sAgCFFvXG3+bZbDEA3J5o3LfE1R16WPlCmFGUYPicgSkmOSJTnaW1JR3MhyGCua2NkcFavDVDXq/rYgIvr/9u4EPK6y3uP4b5bsW5ulW5Lue6EtdKOLskkLCEiR0gtXQJa6IF6ucFVAERTFqwgPCggiIFwVRUBZCxYrLTuF7iVd6L6maZp9azLLfd5zksk0TdrsJ5P5fp5nnnnPycx7/jNJzsz85/++LxxBEgRoTSWImyQI0F6VdZWK3bw7tH148GjFenn5Ado6JCa/Kl+BYMDpcNBGo5tMjgoAcBbvQoGW+MK+rYmJdzISIOLnAxm5v/GDm2c8Q2GA9kyO6gv4VFDVuMoSIkP4cuCfkQQBAMeRBAFa4qtpbHtJggDtlXc4T6PCqvgHnjbFyXCAiJOTkhNq7y3f62gsaP9wGOOzg0yOCgBOIwkCtKYSxGNPagag7fIKP9XIA/akqEXxiZoweZTTIQGRmwSpIAkSyUmQLUyOCgCOIwkCnKgSxKwM4+ZfBWivQ5vWKLE+p7g9c7iGZCQ5HRIQUXJTckPtPeV7HI0FbZeRHKfMZHuVuU35ZQoGG5cLBwB0Pz7ZASeqBGEoDNChSVETtuxr3B4+Vi6Xy9GYgEiuBCEJEpnGDUy1rour6pRfFjbcFgDQ7UiCACeqBPEyFAborElRkyZNcjQeIBJlJ2fLJTt5uK+8MamIyDF+kJ0EMTYeKHM0FgCIdiRBgJZQCQJ02KeHP9Wo+vlATCpkyOypTocERJw4T5z6Jfaz2lSCRKbx9ZUgRt5+kiAA4CSSIEBLqAQBOmzLvnUactBu707N0KTR2U6HBET0vCDFR4pVUcvkmpFmQlglSB6VIADgKJIgQEuoBAE6rGzVJ/LUzwG4Z9BYpSXGOB0SEJFYISayDctMVnyM/bZ74wGWyQUAJ5EEAZpjZm6nEgTokMLqQmVtPRTaDpx0iqPxAL1lhZi95SRBIo3H7dKY/ilWe+fhSlUc8TkdEgBELZIgQHP8tSYTYrepBAHaZe2htRobNn3BgDkznAwHiGgsk9t7Jkc137NszmdIDAA4hSQI0JyGKhCDShCgXdbtX61R++1k4qHEJJ0ybZzTIQERKyeZZXIjHZOjAkDPQBIEON58IAaVIEC7HFz9vuLr7PZn/UdqcHqi0yEBEWtw6uBQe1fZLkdjQceXyc1jXhAAcAxJEKA5VIIAHVLnr5N3w9bQdu24U+VyuRyNCYhkaXFpSo9Pt9o7S3c6HQ7aYcyAVDWcBlkhBgCcQxIEaA6VIECHbCrapNG7Gyf+y5jFfCBARw1JHWJdF1QXqKquyulw0EbJcV4NzUiy2psOlMnnDzgdEgBEJZIgQHOoBAE6ZO3BNRqz154PpCwuVifPnOR0SEDEG5o6NNTeWUY1SCTPC3LEF9C2Q5VOhwMAUYkkCNAcKkGADtm1/j2lVtvtLVm5GjMwzemQgIg3NC0sCcKQmIg0MafxXLhmT7GjsQBAtCIJAjSHShCgQ3wr1oTa5aOmyu1mPhCgs4bDGFSCRKbJuX1C7TV7Sh2NBQCiFUkQ4IRJECpBgLbYV7FPw7Y2TvqXMnu2o/EAvcWw1GGhNkmQyHRyTpoacsJr9pQ4HQ4ARCWSIMAJh8NQCQK0xcf7PtSEXfZ8ICXxsTrl9KlOhwT0CjkpOXK77LduDIeJTImxXo3un2K1N+eXqaq2cQJpAED3IAkCNIdKEKDdtn2wRIm1djtv4FCNz24s/wbQfrGeWGUnZ1vtXWW7FAzayUZEllMG2+fEQFBav5chMQDQ3UiCAM2hEgRoF/OhzPfh6tB29YTZzAcCdMEKMVW+KhVUFTgdDjo4L8javQyJAYDuRhIEaA6VIEC77C3fq5HbykPbg84+y9F4gN5mWFrjvCDbSrc5GgvaZ3Ju31CbeUEAoPuRBAGawxK5QLt8svNdjd5nt/elJmrGzAlOhwT0KiP7jAy1t5WQBIlEI/slKynWY7XX7CYJAgDdjSQI0Jy66sY2w2GAVtu9/J/yBuz2lpzRyu6T4HRIQK9Ngmwt2epoLGgfj9tlrRJj7C+tUUFZWPUpAKDLkQQBmlNX1diOSXQyEiCi5gNxf7wutO0+5UxH4wF6oxF9RoTaW4tJgvSGITGrGRIDAN2KJAjQnNqwJEhskpORABHDrFZx8ha7isrnlobPYz4QoLMlxiSGVogxlSCsEBPZK8QYq3YVOxoLAEQbkiBAc+oqG9tUggCtsvrDl9S//gvNvAEZmjlxiNMhAb16SIxZIeZA5QGnw0E7TB3SWAny0Y4iR2MBgGhDEgRoDpUgQJvlL3kj1N4zZppS4mMcjQforZgXJPJlJMdpVL9kq71hX6kqj/icDgkAogZJEKA5zAkCtEmNr0YD1+4ObWfPXeBoPEDUzAtCEiRiTR+Wbl37AkGtZpUYAOg2JEGA5tSGDYehEgQ4oZWb39KovfayMHv6JuhzZ0x2OiSg1xrVd1So/VnxZ47Ggo4nQYwVOw47GgsARBOSIEBzSIIAbbLl1edCLyifDhujnL5UUAFdZVjaMHlcHqu9uXiz0+GgE5IgzAsCAN2HJAhwvOEwnjjJbb/RBNA8szpFzIdrQtuJcy5yNB6gt4vzxIWGxGwv2W4NR0PkGZiWoMHpiaFlcmvq/E6HBABRgSQIcLxKkFi+zQZOZOfBzZqw1V4atzTeoxnnz3U6JKDXG5s+1rr2B/3MCxLBZg7PsK5rfQGtoBoEALoFSRDgeJUgMQyFAU5k7YtPKb7Obn8yPFcTBzeWeAPoGuMzxofaeYfzHI0F7TdnVGao/d7WQkdjAYBoQRIEON4SuVSCACdU+89loXbVrPPldrscjQeIBuPSx4XaG4s2OhoL2m/2yEy56k+Z73xGEgQAugNJEKCpYFCqqx8Ow/K4wHEVFOzUmC2lVrs4ya2z5i90OiQgKoxJHyOX7E/PGw+TBIlU6UmxmjAo1WrnHShTYcURp0MCgF6PJAjQlO+IFLSX+lRsstPRAD3ah88+otj6ufxWjMjRlOFZTocERIWkmCQNSR1itbcUb1FdoH5MGiLOnJGN502GxABA1yMJArQ0H4jBcBjguHxLGofC+OZ8Sa6Gum4AXW5chj0kxiRAzCoxiEyfC5sXZPnmQ47GAgDRgCQI0NLKMAbDYYAWHdq/TaO2ldntFLfOm3+50yEBUWVCxoRQe+2htY7GgvabNjRdyXFeq/3W5gL5A0GnQwKAXo0kCHC8JEgsq8MALfnoqV/LWz9y7OPRQzQ+p4/TIQFRZVLWpFCbJEjkivW69fnRdjVIcVWdVu0udjokAOjVSIIATTVMimpQCQI0KxgMKvH1dxp3nLOQoTCAA8vkxrhjrDZJkMh21tj+ofa/Nh50NBYA6O1IggBNUQkCnNCe9/+tgYdqrPbG7BhdfvECp0MCok6sJ9ZKhBi7ynapqKbI6ZDQTmeOyQotlfvvjQVOhwMAvRpJEKCpGnu5T0sC5f1Ac9Y+/lCovXryRA3qQ9UU4ITJWZND7XWH1jkaC9ovIzlOpw7ua7U/K6jQtkMVTocEAL0WSRDgeEmQ+DQnIwF6JF95uXI/2Wy1K+Okkxfc6HRIQNSa3K8xCbKmYI2jsaBjzjtpQKi9eN0BR2MBgN6MJAjQFEkQ4LhWPv1bxdXZqxe8O7aPLpk23emQgKgVPjnq6oLVjsaCjjnv5IGh9mvrSYIAQFchCQI0RRIEaFEwEFDtX/4W2j58xvnyengpAZySlZil3JRcq72ucJ2q6qqcDgntlN0nQacOtofhbsov19aCcqdDAoBeiXeuwHGTIMwJAoTbu/gVZR62P2RtGOzWVxfc4HRIQNSbMXCGde0L+KgGiXBfnDgo1H5lLdUgANAVSIIATVEJArTos4cfCLU/mHWKRmRmOBoPgMYkiPHRgY8cjQUdc/7JA0KrxPx99V4FAvbQQwBA5yEJAjRFEgRoVtnKlRq4I99q78mUzrv8f5wOCYBJggxoTIJ8eOBDR2NBxwxMS9CckZlWe09RtT7awbLHANDZSIIAx0uCxKU6GQnQo3zyq3tC7TenZeucMY2rUgBwTt/4vhqbPtZqbyrapJKaEqdDQgdcOiUn1H5+5V5HYwGA3ogkCNBSEsQbL8XEOx0N0CNUbfhUA1fnWe3iJGnUpd9yOiQAzVSDBBWkGiTCzZswQCnxXqu9eP0BldfUOR0SAPQqJEGAlpIgDIUBQlbedUeo/dLMPrpu5kWOxgPgaLOzZ4fab+15y9FY0DHxMR59abI9QWp1nV8vUA0CAJ2KJAjQFEkQ4CilH65Q5oaNVrsgTep32TfkcXucDgtAmKkDpiolJsVqv7PvHdUFqB6IZFfNHBpqP/3BLiZIBYBORBIECOf3SUfK7DZJEEDBYFDrf3JnaPvvc1L1X7OvcDQmAMeKccdoTs4cq11eW66VB1c6HRI6YHT/FM0aYa++taOwUss/O+R0SADQa5AEAcJVhr3JSMpyMhKgR8j/x8vK2L7Tau/NkEYsuFExnhinwwLQjLNyzwq139rNkJhId/WsxmqQx9/Z7mgsANCbkAQBwlUWNLaT+zkZCeA4f3m59t1zd2j7b2em64bplzsaE4CWzcmeI6/bnlBz6e6lCgQDToeEDvjCuP4akpFotd/belirdhc7HRIA9AokQYBwFWFJkCSSIIhun979v0qqqLTaH49y6Yz/+F7oAxaAnic5NlmzBs2y2gerDuqT/E+cDgkd4HG7dMMZI0LbD/17q6PxAEBvQRIEaCkJQiUIoljFmrXyvPIPq10TI732xdG6YgIrwgA93YUjLgy1X972sqOxoOPmn5Kj7D4JVvvfmwq0Zk+J0yEBQMQjCQKEqzjY2CYJgigVqKxU3rdvkjtor0bw/By3br/kbrlcLqdDA3ACZ+ScoeSYZKv95q43Ve2rdjokdECs161vhFWD3PPaRmvCagBA+5EEAVqaGDW5v5ORAI5Zf9udSjlkJwS3DpQqv3SRJvU72emwALRCvDde84bOs9pVviorEYLI9h/TcjU8M8lqr9hZpCV5YV/YAADajCQI0FIlCKvDIAodePEVxS55LTQM5rGL03X3Wbc7HRaANvjSyC+F2n/K+xOVAxEuxuPW988bG9r+6Wt5qq71OxoTAEQykiBAi3OCUAmC6FKx4VMV3PGD0PYTc926ef7PlBKb4mhcANpmctZkjc8Yb7U3Fm3UqoJVToeEDpo7vr9OG55utfcUVeuBpVucDgkAIhZJECBcyS77Oi5NirPHVAPRoPbgQW26dpFi6+qs7XcmuJR60QKdOfgMp0MD0EZm/p6vjPtKaPuPeX90NB50zu/0Z/NPVqzHfuv++Ds7tG4vk6QCQHuQBAEa+Gql0r12O32o09EA3cZfVqY1V12vpLJia3vLIOmlLw/Xj2bf6nRoANrp3KHnKivBHta5dPdSbSmmciDSjchK1rfOHGm1/YGgbvrrGlUe8TkdFgBEHJIgQIPSPVIwYLf7DnM6GqBb+MvLtWrhlUrZtdXaPpQqPXRZHz164SPWBIsAIlOMJ0ZfnfDV0PZDax9yNB50jhvOHKFJOWlWe0dhpX7wj/XM+QIAbUQSBGhQtKOxnU4SBL2fv6REKxdeqeQd9jfEZQnSLy6L1f/Of0i5KblOhweggxaOXagBSQOs9rv739VO306nQ0InTJL6m8tPUXKc19p+cc1+/e7t7U6HBQARhSQI0KA4LAlCJQh6uZrtO7TqwkuUsn1zKAHy4ys8+trFP9GU/lOcDg9AJ4jzxOmGSTeEtl+uell1fnveH0SuIRlJuvfSiaHtX7yxSa+s3e9oTAAQSUiCAA0Kw8ZLUwmCXuzQW28r75IFSj50wNouSZR+coVH137prqOW1gQQ+S4acZEmZEyw2gWBAj2Z96TTIaETnHfyQN18zmirbUbDfOfZNfrnp/lOhwUAEYEkCNBg/+rGdv+TnIwE6BKB2lqt/cFPVPjNryuhptLatztT+sHVJgHyY106+lKnQwTQyTxuj34868fyuDzW9hMbntCqgyyZ2xt8+6yRuny6PXTRFwjqhj+v0jMf7XY6LADo8UiCAIYpD85f3zgUJjHd6YiATlX47gdacc4Fin3hL6F9q0a49NOrk/SDi3+tL4/+sqPxAeg6Y9LH6NoJ11ptX9CnW5bfooKqAqfDQicsm/vTi0/W/FOyQyvG3P6P9dbwGJ+/fqJ3AMAxSIIARsFGyVdjt7OZDwG9R9X2Hfrgmht06PprlXZwj7WvziM9fbZbT145SI9/+c86e8jZTocJoIstOmmRhnuHW+3C6kJ9/c2vq7jGXhYbkcvjdum+BZO06HONw3gfWbZNCx/7ULsPVzkaGwD0VCRBAGP7W41tkiDoBUo3fKr3rv8vbf/iBerzQePf99YB0u1Xe+S/7Iv6+/wXrG+IAfR+XrdXCxMXalDSIGt7a8lWXb/keuVXMo9EpHO7XfrBF8frrgvHy+2y963cVazzfv22Hl2+TTV1fqdDBIAehSQIYGx6rbE9ep6TkQDt5q+o1MY//EXvzL1I+y+9VOnvvilP0C6JLo+XfneuW7/6WpZuXPAr3Xv6L5UWl+Z0yAC6UZI7SY+c9Yj6JfSztrcUb9Hlr12uj/M/djo0dIKvzh6m574xU7npCdZ2Za1f//v6Jp1933I9+/FukiEAUM9eZByIZoe3SXtW2O2scVLGCKcj6n0CAenQRqm6REroYz/Pbnf399f0fukjpI+fkEp2SWm50uBZ9u0O5pkaY+lImX27zDFS4ebWHy/8OPGpUiAoHVxnT+EfmyTVVkomOWH6l/naziX1nyDVlEhVh6Ud75nB3lL2ZGnqddKWJdKB1VJthdRvvFRbZf+8/KCqjyRp8/pKFX2yQ5mb1ygm4FdmWCgV8dIr091aOtWrhfF99DMNUFJZibT+eWnbW1JVsZTcT0rOktxeKWWAFJfSGKOJqfKwFJsoZY6WkrLsOXM6+jvsyO+xJ+uNjwm9Sm5Krp6Y94S++a9vam/FXmtozLX/vFYLxyzUDZNvUHo8c2JFsilD0vX6TZ/XPYs36q8rdlsvP/tKqvX9F9brl29s1n9Mz7XmEBnZL8XpUAEgupMgDz/8sO69917l5+dr0qRJevDBBzV9+vQWb//cc8/pjjvu0M6dOzVq1Cj94he/0Pnnn9+tMaMXeftXZoE5uz3xMqej6X12fySteMxOIviOSN44O6kw/WvS4Bmd29/AU1t/v6oiqbpYCoZ9M+ZOkCb9TnpmgRSokeJSJU+s5K+VPDF2kuBE8Ycfx3wQri6SfLX231jA3/i31hqfPi8t+WFo01/n0oHSvtpbnKmKwjglFlapb2W14iQNbHLXXVnSklPdWjnWpUtqy/TSwXJl+nfaP9zyhtrNGy+lZkuDTmn/77Ar/i56gt74mNArDU0bqme++Iz+Z/n/aEW+/SXAs5uf1avbX9X8kfOtlaJG9OELgUiVHOfVPfNP1pWnDbGSIe98VmjtP1xZq4ff2mZdxg5I0emjszR7ZKamD0tXfIy9ehAARAPHkyDPPvusbr75Zj366KOaMWOGHnjgAc2bN0+bN29Wv352uWa4999/X5dffrl+/vOf64ILLtAzzzyjiy++WKtWrdJJJ7GsKdpo7V+ltc/YbfOBd9p1TkfUu5gPhUt+YCcDUvpL3gTJVy0dWGfvn/uz4ycu2trf2Xe37n4lu6Uq+03h0eoTFEcqJFdA8h9uXD3IfPjPGivFxB0df/iH2/DjxCTYiZa6alMe0KqHZ3IkFbXxKqpKUVFlikoqE1VV5ZGq/UotrVJGeY01hjFNFdalqaJkacVol96d4FZSZkDzK0p1d0GFkkwFSmcxEwiX7rUTQ6aCpulz0Fl/F5GWNOiNjwm9Wt/4vnrsnMf0zKZn9ODqB1Xtq1ZlXaX+tPFP1mVc+jjNzp6t6QOma2z6WOv2iCzjBqbqj9fN0KrdxXri3R16Y0O+tYKMsSm/3Lr87u3tivG4NKpfiiYMStX4QakampGk3PRE5fRNIDkCoFdyPAly//33a9GiRbrmmmusbZMMee211/Tkk0/q1ltvPeb2v/71r3Xuuefqu9/9rrV99913680339RDDz1k3Rdhwj/4HPUhqIX9/jq5gj77A5+r6YemoILBoAKm1Lul+6vh5y0fL+BvOh41eMwxgg19tHSMZvb76mqtYQRVh/fI63EffZfwY5gPcGX7pcNb5d7yhjzb/x36Ud3s7ytQJwXrShSsf5PQkmNiDOPz1amqulJFRYcV423+Xyx49CNp8RjH++warH++Qset86m8skwHDx6QN8Yc1zyXLXdg39f0crxjmDjsW/jq6lRaVqy9e3fJGxMTisEKsrlOzP6lv5WKKhRMHSrV1M/WpkQpZohUtF/6129V+7lbVVxSqB27tirGc+zz1XAMa2qLZb+VCquktGFSdVh/3qEKFu5X3dLfq8g7U1u3b27syzyPyx9WsLBaShsqVQSlgnIp2DgfRtB0FXTJ74pV4eF8fVadJLdJdpghIUZcplRVq+CBIgXShsvnH6JA4SH5n3tY/pNLrOfeX3dEdWtfkK8sqDrvYPkqDytQmyu/Twr43NbFFJ246qw1KuXyBxRbG1D8Eb8Sa/xKrvEpqbbx/yNBNdbleGq90pZslzbmSOuGu9Wnr09n1FbrN/5YZReUSX6TgOkCJgFiqlvMB/6Pfy/lTGv9kA/zv2OqJcx904fbw3qM2GQpPUkq2tH2Pp3WGx8TooLH7dGV46/UuUPP1aNrH9WLW19UbcBUrkkbizZal8fXP25tZyVkaXjacPVP6m+1sxKzrKEzsa5Yba/brryiPKXGpyrGHWNNwupxeaz+Tdvr8lptt8stlzUE0NbQNku9GoGged2rfy8QDIb2o2NOHdxXp17RVwVlNXp13QG9tHa/1u4pCf28zh9U3oEy66KVR983KyVOGUmxykyOU3pSrDKSY5USH6OkWI8S47z2tXXxKs7rtt6DmaSK111/7XHL63Ypxlxb+81v3WWNAjW/XmtAqMv+S/D5fDIvg2bukkD930rT21jb/F0A6CBXMPxTVDerra1VYmKinn/+eauao8HVV1+tkpISvfTSS8fcZ/DgwVblyH//93+H9t1555168cUXtXbt2maPc+TIEevSoKysTLm5uSosLFRqaqq1r66uzkqmnHPOOYqp/4DXk7z08+s07i8nmLjsBL9J3noDkasmRtqbKe3OclmXg/28Su7r0yn+Sk2o9WlCbZ3irWxO/ZAVw1QidBWrMmaMyfBIF/xa6je2dfcr2CS9epNdeWXmR2nKJJ7MXClt6bOeY+fxLnxMbdXTX8siIW6nYunq47am/9IjpVq8c7Fe2f6KNhVvUk/VNHkSvo/kSetYbxlNsqn+OwvHPgwA6NH++IV/6KT+ud32OtbRPszn/MzMTJWWloY+5/e4JMj+/fuVnZ1tDXGZOXNmaP/3vvc9LV++XB999NEx94mNjdXTTz9tDYlp8Nvf/lY//vGPdfDgwWaPc9ddd1k/b8oMpTFJmEhw6O0nNfu1LU6HAaALmMlLyxKk8kSpPMGl0iS3ilLiVJqWqMo+yfKl91Vyn4HqH5updE+60t32t68A0FUqAhXa6tuqfb59yg/kK9+fr+pgFyZWAQA9ztfjv6dcM8l/hKiqqtIVV1xxwiSI48NhusNtt91mVY80rQSZO3duxFSCvL5zufb0/+zENzzBlx8nzHi14suTzujjhMdwtb1j831G6Jug4/btUlBu+V1uBeRp9+M0/TQXkf2tSkAul7vjv49WPJnhz5UZQuNqY7m9eRytZUqVTTnzMZrtIiiZ4U8u02rpmTIlSl4FzDd3blP6epw4rQB8LfzU/E7t/oIuz9F9mTyvuV9DHPXDgFrid8fIY8ZFNSPgdingdsvvqW+7ggrExssf47WHJ/lrFDTDsdzmOD4F3ZLf61LQG5S8QbnMJSagOE9AcV6/Erx+9Yk9ogxXjQYGAxoRDKqPP6hE83yEP3AzNUn99CTHRyUIlSA9+7UsEuKO5kqQ4zHfmVXUVehQ9SHrUlBVoLLaMlUcqVDe1jz1y+mnI4Ej8gV81sUf9IeurUvAL58ZcttMv+GvMaYSuE+fPkffpplzdvj9Quf/YNB6j2fe21EN0rnMXCK+QNC6Nhfzum1fzIjA+uv6yhJrFKs1ZLfhPVHjti283ShYPyTGa4azWsNUG/cfe9teWrti3joF/Nbwsc54P91trLd8fnk8PSBup2Lp6uN2Vf/B4/d79umna2RG0+n3e3YlSGs4mgQxpSrmCW9awWG2BwwY0Ox9zP623N6Ii4uzLk2ZJ7bpk9vcvp7gopvul8ylC5k/usWLF1sr7fTE5yBSYncqlq4+bpv7N/Mk/H2RPTFk+rDGeRIM8+7HzJMwaJLqLnhYi99448T9tqK/ukFTtNh73tF9Nb2f2d6+1F7+9Sgu1bnjtHjSYzp/7dcUY5aEPVJqvyDE9bHnkzGZ8AET7ZvXx6/5j9nzPIQfp+9QKX+dVHXIXh63pflfzI8aR+p1Dk+8FBMr1ZTZK9x0CZcUkybVFEmDJksDJ7R+rgtz24xhLf8ey/fZz2tb+myi28/j3fCY2qqnvpZFUtxOxdLVx+1I/+mx6UpPStcYjTn6tWHfYp0/o+OvPaHXmXnt6yt0//Ocfy+AyH4v55RIfQ56Uty8D3e+35hOeB1rbx+tvY+j00SYoS1TpkzR0qVLQ/vMxJpmO3x4TDizP/z2hskWtXR7AA4xH/bM0qAJaXbCoLbCXv7EXJvthD7StEWt/1DYmv5OvfrE9zOThabmNHOAsG+VXB67isJUO3ji7G/xTQWMuV9dZfPxhx+neKeU3M9OSHQbU3nkthM11uokMfbj6Apm2WBvrJTQt22/w674u+gJeuNjAgAA6KUcf0dmhqn8/ve/t+b52Lhxo775zW+qsrIytFrMVVddZQ1naXDTTTfpjTfe0H333adNmzZZ83188sknuvHGGx18FACaZZYEtZbBnSjVlNpLqppr86343J+2fcnQE/WXM7V194uJlxIzm0kS1H+DH5cseeOkxHQpZaCUMkBKzrIrQ44Xf/hxTFLF3D82QXLHWMN+uqwu0/SdliOddqM07PP2sePT7MdhEhadySSGzLEGn9a+32FX/F30BL3xMQEAAPRCjs8JsnDhQh06dEg/+tGPlJ+fr8mTJ1tJjv79+1s/3717t9xh357NmjXLmtD0hz/8oW6//XaNGjXKWhnmpJNOcvBRAGiR+fBnlgY9tNFeQtR8K541rv3fih+vv7q6tt0vfYT08RP2B9a0XGnwLGnVXumK58zakXYFiLld5hipcHPr4m96HFOZYYbEHFxnD40wc0aYOSLMcBzTv73on9R/glRTYi31rB3v2UMqsidLU6+TtiyRDqy2Kwv6jZdqq+yflx+0EzR9cqUx50tmHLUZltNwbDNHhem+slD67E2pcIudFBl/kZ042faWVFVsV62YJI/ZZ/qLS2mM0cRUeVgyw4MyR0tJWXZypyO/wxP9HiNVb3xMAAAAvYzjSRDDVHG0VMmxbNmyY/YtWLDAugCIEOZDoPmQ73R/zd1v1rca21YSZa/Uf7wZVHj07dpyvOaOM6h+LpHWmHbd0dsnXWxf2ntsY8SZx+47+VL1qr+LnqA3PiYAAIBehK+nAAAAAABAVCAJAgAAAAAAogJJEAAAAAAAEBVIggAAAAAAgKhAEgQAAAAAAEQFkiAAAAAAACAqkAQBAAAAAABRgSQIAAAAAACICiRBAAAAAABAVCAJAgAAAAAAogJJEAAAAAAAEBVIggAAAAAAgKhAEgQAAAAAAEQFkiAAAAAAACAqkAQBAAAAAABRwasoFAwGreuysrLQvrq6OlVVVVn7YmJiFI0i+TnoSbE7FUtXH7er+u/MfjvaV0/6O0Lb8fuL3OegJ8XNOdy5fjmHRzd+f5H7HPSkuDmHO9dvXSf01dE+Gj7fN3zeb0lUJkHKy8ut69zcXKdDAQAAAAAAnfh5Py0trcWfu4InSpP0QoFAQPv371dKSopcLldo/7Rp0/Txxx8rmkXyc9CTYncqlq4+blf135n9dqQvkz02ydE9e/YoNTW1U+JB9J4HnBKpz0FPiptzuHP9cg6Pbj3pPOCUSH0OelLcnMOd63daB/vq6HncpDZMAmTQoEFyu1ue+SMqK0HME5KTk3PMfo/HE/UvmpH8HPSk2J2KpauP21X9d2a/ndGXuX9P+VtC5J4HnBKpz0FPiptzuHP9cg6Pbj3pPOCUSH0OelLcnMOd69fTSX115Dx+vAqQBkyMGuZb3/qWol0kPwc9KXanYunq43ZV/53Zb0/6O0D34/cfuc9BT4qbc7hz/fakvwN0P37/kfsc9KS4OYc71++3etDfwfFE5XAYAGipBM9kj0tLS3vMtxkAgNbhHA4Aka2sm87jVIIAQL24uDjdeeed1jUAILJwDgeAyBbXTedxKkEAAAAAAEBUoBIEAAAAAABEBZIgAAAAAAAgKpAEAQAAAAAAUYEkCAAAAAAAiAokQQCglV599VWNGTNGo0aN0uOPP+50OACANpg/f7769u2rSy+91OlQAABtsGfPHp1xxhkaP368Jk6cqOeee04dweowANAKPp/POvG+9dZb1vrlU6ZM0fvvv6+MjAynQwMAtMKyZctUXl6up59+Ws8//7zT4QAAWunAgQM6ePCgJk+erPz8fOt9+JYtW5SUlKT2oBIEAFphxYoVmjBhgrKzs5WcnKzzzjtPS5YscTosAEArmW8RU1JSnA4DANBGAwcOtBIgxoABA5SZmamioiK1F0kQAFHh7bff1oUXXqhBgwbJ5XLpxRdfPOY2Dz/8sIYOHar4+HjNmDHDSnw02L9/v5UAaWDa+/bt67b4ASCadfQcDgDoHefwlStXyu/3Kzc3t93xkAQBEBUqKys1adIk6wTbnGeffVY333yz7rzzTq1atcq67bx581RQUNDtsQIAjsY5HAAiV2UnncNN9cdVV12lxx57rEPxkAQBEBXM8JWf/vSn1sR4zbn//vu1aNEiXXPNNdbcH48++qgSExP15JNPWj83mevwyg/TNvsAAD3/HA4AcE5nnMOPHDmiiy++WLfeeqtmzZrVoXhIggCIerW1tVZp3Re+8IXQPrfbbW1/8MEH1vb06dO1YcMGK/lRUVGh119/3cpQAwB6/jkcABC55/BgMKivfvWrOuuss3TllVd2+JgkQQBEvcLCQmtsYf/+/Y/ab7bNDNSG1+vVfffdpzPPPNOamOmWW25hZRgAiJBzuGHeUC9YsECLFy9WTk4OCRIAiJBz+HvvvWcNmTFziZj34eayfv36dh/T2+GoASBKXHTRRdYFABB5/vWvfzkdAgCgHebMmaNAIKDOQiUIgKhnltnyeDzW+uPhzLZZhgsA0HNxDgeAyJXpwDmcJAiAqBcbG6spU6Zo6dKloX0m22y2Z86c6WhsAIDj4xwOAJEr1oFzOMNhAEQFM5np1q1bQ9s7duzQmjVrlJ6ersGDB1vLcl199dWaOnWqNQnqAw88YC3nZWapBgA4i3M4AESuih52DncFzVSrANDLLVu2zJrUtClzwn3qqaes9kMPPaR7773XmoTJTLj0m9/8RjNmzHAgWgBAOM7hABC5lvWwczhJEAAAAAAAEBWYEwQAAAAAAEQFkiAAAAAAACAqkAQBAAAAAABRgSQIAAAAAACICiRBAAAAAABAVCAJAgAAAAAAogJJEAAAAAAAEBVIggAAAAAAgKhAEgQAAAAAAEQFkiAAAAAAACAqkAQBAAAR54knntDcuXMdO35eXp5ycnJUWVnpWAwAAKDtSIIAAICIUlNTozvuuEN33nlnaF9VVZVuu+02jRgxQvHx8crKytLpp5+ul156KXSboUOH6oEHHjimv7vuukuTJ0+22hdeeKHOPffcZo/7zjvvyOVyad26dRo/frxOO+003X///V3yGAEAQNcgCQIAACLK888/r9TUVM2ePTu07xvf+Ib+/ve/68EHH9SmTZv0xhtv6NJLL9Xhw4fb1Pd1112nN998U3v37j3mZ3/4wx80depUTZw40dq+5ppr9Mgjj8jn83XCowIAAN2BJAgAAHDEoUOHNGDAAN1zzz2hfe+//75iY2O1dOnSFu/317/+1arYCPfyyy/r9ttv1/nnn29VfEyZMkXf/va3de2117YppgsuuMCqInnqqaeO2l9RUaHnnnvOSpI0OOecc1RUVKTly5e36RgAAMA5JEEAAIAjTLLhySeftIajfPLJJyovL9eVV16pG2+8UWeffXaL93v33XetioxwJpmyePFiq4+O8Hq9uuqqq6wkSDAYDO03CRC/36/LL788tM8ka8wwGjNMBgAARAaSIAAAwDGmcmPRokX6z//8T2tIS1JSkn7+85+3ePuSkhKVlpZq0KBBR+1/7LHHrCqSjIwMTZs2Td/5znf03nvvtSsmUz2ybdu2oyo8zFCYL3/5y0pLSzvqtiaOXbt2tes4AACg+5EEAQAAjvrVr35lzathqi3+/Oc/Ky4ursXbVldXW9dm8tNwn//857V9+3ZrGI2ZC+TTTz/V5z73Od19991tjmfs2LGaNWuWVaVibN261ar2CB8K0yAhIcGalBUAAEQGkiAAAMBRpupi//79CgQC2rlz53Fvayo9zAotxcXFx/wsJibGSnx8//vf15IlS/STn/zESoLU1tZaPzeTqZoqkuaqS5pWeJiExwsvvGANrzFVIGbVGbPaTFNmThAzrAcAAEQGkiAAAMAxJkHxla98RQsXLrQSFtdff70KCgpavL2Zh8MsT5uXl3fCvs3tTIWJWVLXGDNmjFauXHnM7VatWqXRo0cfte+yyy6T2+3WM888o//7v/+zhsiY5EtTGzZs0CmnnNLKRwsAAJzmCobP+gUAANCNvvvd71pL3q5du1bJyclWtYWpynj11VdbvM8tt9xizcNh7tfgjDPOsCYtNROmmmoRkyS5+eablZ2dHVppxswZYipFTIXIJZdcYk10+pe//EW//OUvtXr1ap100klHHcckZMyyu2VlZdq9e/cx85CYqpXhw4drx44dGjJkSKc/NwAAoPNRCQIAAByxbNkyPfDAA/rjH/9oDVUxlRembebfeOSRR1q8nxmqYlaCCR/aMm/ePD399NOaO3euxo0bZy2Pa/b97W9/C93GzPPx+uuvW5fZs2dbiROTGDFJkqYJkIbjmGE3pp+mCRDDJFDM8UiAAAAQOagEAQAAEWfBggU69dRTddtttzk2jGfUqFHWcBmTUAEAAJGBShAAABBx7r33Xmv4jFPM8Jjbb7+dBAgAABGGShAAAAAAABAVqAQBAAAAAABRgSQIAAAAAACICiRBAAAAAABAVCAJAgAAAAAAogJJEAAAAAAAEBVIggAAAAAAgKhAEgQAAAAAAEQFkiAAAAAAACAqkAQBAAAAAACKBv8Prj8VHPKmRf4AAAAASUVORK5CYII=", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# bp_gamma_conditional_four_modes.py\n", "# AE ~ Beta-Prime(a,b,s), NC ~ Gamma(k,theta)\n", "# Modes: BASE, SOFT (penalty for a<=k), HARD (a>k), HARD_MONO (a>k and theta<=theta_max)\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize, stats\n", "\n", "# ----- data -----\n", "data_path = \"../data/\"\n", "suv = io.loadmat(data_path + \"suv_percentilesSLOthenUWM.mat\")['lung_SUVperc_COMBINED'][0:58, :, :]\n", "flags = io.loadmat(data_path + \"flags_combined.mat\")['flags'][0:58, 3]\n", "\n", "assert len(X)==len(y) and np.all(X>0)\n", "n1, n0 = int(y.sum()), len(y)-int(y.sum())\n", "p_emp = n1/len(y)\n", "\n", "# ----- helpers -----\n", "def logistic(z): z = np.clip(z,-60,60); return 1/(1+np.exp(-z))\n", "def softplus(t): return np.where(t>20, t, np.log1p(np.exp(t)))\n", "\n", "def logpdf_bp(x,a,b,s): return stats.betaprime.logpdf(x, a=a, b=b, scale=s)\n", "def logpdf_gm(x,k,th): return stats.gamma.logpdf(x, a=k, scale=th)\n", "\n", "def dE_ess(x,a,b,s,k,th):\n", " x = np.asarray(x,float)\n", " return (a-k)*np.log(x) - (a+b)*np.log1p(x/s) + x/th\n", "\n", "def neg_cond_ll(theta,X,y):\n", " p,a,b,s,k,th = theta\n", " z = (np.log(p)-np.log(1-p)) + dE_ess(X,a,b,s,k,th)\n", " px = logistic(z); eps=1e-12\n", " return -np.sum(y*np.log(px+eps)+(1-y)*np.log(1-px+eps))\n", "\n", "def prior_ab(p_emp,tau=25.0):\n", " a = max(tau*p_emp,1e-6); b=max(tau*(1-p_emp),1e-6); return a,b\n", "def nlp_p(p,a,b): eps=1e-12; return -((a-1)*np.log(p+eps)+(b-1)*np.log(1-p+eps))\n", "def neg_post(theta,X,y,pa,pb): return neg_cond_ll(theta,X,y)+nlp_p(theta[0],pa,pb)\n", "\n", "# soft penalty (encourage a>k)\n", "def neg_post_soft(theta,X,y,pa,pb,lam=50.0):\n", " return neg_post(theta,X,y,pa,pb)+lam*max(0.0, theta[4]-theta[1])**2\n", "\n", "# hard a>k reparam\n", "def unpack_phi(phi):\n", " p = 1/(1+np.exp(-phi[0]))\n", " b = softplus(phi[1])+1e-6\n", " s = softplus(phi[2])+1e-6\n", " k = softplus(phi[3])+1e-6\n", " th = softplus(phi[4])+1e-6\n", " delta = softplus(phi[5])+1e-6\n", " a = k + delta\n", " return p,a,b,s,k,th\n", "\n", "def neg_post_phi(phi,X,y,pa,pb):\n", " p,a,b,s,k,th = unpack_phi(phi)\n", " z = (np.log(p)-np.log(1-p))+dE_ess(X,a,b,s,k,th)\n", " px= logistic(z); eps=1e-12\n", " nll= -np.sum(y*np.log(px+eps)+(1-y)*np.log(1-px+eps))\n", " return nll + nlp_p(p,pa,pb)\n", "\n", "# hard a>k + hard monotone theta<=theta_max\n", "def theta_max(a,b,k,s):\n", " A = a-k\n", " if A<=0: return np.inf\n", " d = np.sqrt(a+b)-np.sqrt(A)\n", " return np.inf if d<=0 else s/(d*d)\n", "\n", "def unpack_phi_mono(phi):\n", " # phi = [p_raw, b_raw, s_raw, k_raw, delta_raw, u_theta]\n", " p = 1/(1+np.exp(-phi[0]))\n", " b = softplus(phi[1])+1e-6\n", " s = softplus(phi[2])+1e-6\n", " k = softplus(phi[3])+1e-6\n", " delta = softplus(phi[4])+1e-6\n", " a = k + delta\n", " u = phi[5] # free real\n", " th_cap = theta_max(a,b,k,s) # <= inf\n", " if np.isfinite(th_cap):\n", " th = th_cap * (1/(1+np.exp(-u))) # (0, th_cap)\n", " else:\n", " th = softplus(u)+1e-6 # fallback\n", " return p,a,b,s,k,th\n", "\n", "def neg_post_phi_mono(phi,X,y,pa,pb):\n", " p,a,b,s,k,th = unpack_phi_mono(phi)\n", " z=(np.log(p)-np.log(1-p))+dE_ess(X,a,b,s,k,th)\n", " px=logistic(z); eps=1e-12\n", " nll=-np.sum(y*np.log(px+eps)+(1-y)*np.log(1-px+eps))\n", " return nll + nlp_p(p,pa,pb)\n", "\n", "# ----- inits -----\n", "pa,pb = prior_ab(p_emp, tau=25.0)\n", "X0 = X[y==0]; m0=(X0.mean() if X0.size else X.mean()); v0=(X0.var() if X0.size else X.var())\n", "k0 = max(m0**2/(v0+1e-9),1.5) if v0>0 else 2.0\n", "th0= max(v0/(m0+1e-9),0.5) if v0>0 else max(m0/2.0,0.1)\n", "X1 = X[y==1]; m1=(X1.mean() if X1.size else X.mean())\n", "p0 = np.clip(p_emp,1e-3,1-1e-3); a0,b0,s0 = 2.5,1.0,max(m1,0.5)\n", "\n", "bounds=[(1e-3,1-1e-3),(0.2,50.0),(0.2,50.0),(0.01,10.0),(0.2,50.0),(0.01,10.0)]\n", "theta_init=np.array([p0,a0,b0,s0,min(k0,bounds[4][1]),min(th0,bounds[5][1])],float)\n", "\n", "# ----- fit BASE -----\n", "res_base=optimize.minimize(neg_post, theta_init, args=(X,y,pa,pb),\n", " method=\"L-BFGS-B\", bounds=bounds)\n", "p_b,a_b,b_b,s_b,k_b,th_b=res_base.x\n", "print(\"\\nBASE:\",res_base.success,res_base.message,\" | a>k?\",a_b>k_b,\n", " \" | theta_max=\",theta_max(a_b,b_b,k_b,s_b))\n", "\n", "# ----- fit SOFT -----\n", "lam=50.0\n", "res_soft=optimize.minimize(neg_post_soft, theta_init, args=(X,y,pa,pb,lam),\n", " method=\"L-BFGS-B\", bounds=bounds)\n", "p_s,a_s,b_s,s_s,k_s,th_s=res_soft.x\n", "print(\"SOFT:\",res_soft.success,res_soft.message,\" | a>k?\",a_s>k_s,\n", " \" | theta_max=\",theta_max(a_s,b_s,k_s,s_s))\n", "\n", "# ----- fit HARD (a>k) -----\n", "phi0=np.array([np.log(p0/(1-p0)),\n", " np.log(np.exp(b0)-1),\n", " np.log(np.exp(s0)-1),\n", " np.log(np.exp(k0)-1),\n", " np.log(np.exp(1.0)-1), # delta\n", " np.log(np.exp(th0)-1) # raw theta\n", " ],float)\n", "res_hard=optimize.minimize(neg_post_phi, phi0, args=(X,y,pa,pb),\n", " method=\"L-BFGS-B\")\n", "p_h,a_h,b_h,s_h,k_h,th_h=unpack_phi(res_hard.x)\n", "print(\"HARD:\",res_hard.success,res_hard.message,\" | a>k?\",a_h>k_h,\n", " \" | theta_max=\",theta_max(a_h,b_h,k_h,s_h))\n", "\n", "# ----- fit HARD_MONO (a>k & monotone) -----\n", "phiM0=np.array([np.log(p0/(1-p0)),\n", " np.log(np.exp(b0)-1),\n", " np.log(np.exp(s0)-1),\n", " np.log(np.exp(k0)-1),\n", " np.log(np.exp(1.0)-1), # delta\n", " 0.0 # u_theta\n", " ],float)\n", "res_mono=optimize.minimize(neg_post_phi_mono, phiM0, args=(X,y,pa,pb),\n", " method=\"L-BFGS-B\")\n", "p_m,a_m,b_m,s_m,k_m,th_m=unpack_phi_mono(res_mono.x)\n", "print(\"HARD_MONO:\",res_mono.success,res_mono.message,\" | a>k?\",a_m>k_m,\n", " \" | theta_max=\",theta_max(a_m,b_m,k_m,s_m))\n", "\n", "# ----- make curves -----\n", "def P_with(p,a,b,s,k,th,x): return logistic((np.log(p)-np.log(1-p))+dE_ess(x,a,b,s,k,th))\n", "\n", "xmin, xmax = float(X.min()), float(X.max())\n", "x_zoom = np.logspace(np.log10(xmin), np.log10(xmax), 700) # exact SUV range\n", "x_wide = np.logspace(np.log10(xmin/3), np.log10(max(50.0, xmax*20)), 1200) # show asymptote\n", "\n", "curves = {\n", " \"BASE\": (p_b,a_b,b_b,s_b,k_b,th_b),\n", " \"SOFT\": (p_s,a_s,b_s,s_s,k_s,th_s),\n", " \"HARD\": (p_h,a_h,b_h,s_h,k_h,th_h),\n", " \"HARD_MONO\": (p_m,a_m,b_m,s_m,k_m,th_m),\n", "}\n", "\n", "# wide plot: shows eventual rise to 1\n", "plt.figure(figsize=(11,6))\n", "for name,(p,a,b,s,k,th) in curves.items():\n", " plt.plot(x_wide, P_with(p,a,b,s,k,th,x_wide), lw=2,\n", " label=f\"{name} (a>k={a>k}, mono? {th <= theta_max(a,b,k,s)})\")\n", "plt.scatter(X[y==1], np.ones(n1), marker='x', label=\"AE\", alpha=.9)\n", "plt.scatter(X[y==0], np.zeros(n0), marker='o', label=\"NC\", alpha=.7)\n", "plt.xscale('log'); plt.ylim(-0.05,1.05); plt.grid(True,which='both')\n", "plt.xlabel(\"x (SUV)\"); plt.ylabel(\"P(AE | x)\")\n", "plt.title(\"Wide view — eventual asymptote to 1\")\n", "plt.legend(fontsize=9); plt.tight_layout()\n", "\n", "# zoom plot: EXACT to your SUVs\n", "plt.figure(figsize=(11,6))\n", "for name,(p,a,b,s,k,th) in curves.items():\n", " plt.plot(x_zoom, P_with(p,a,b,s,k,th,x_zoom), lw=2,\n", " label=f\"{name} (a>k={a>k}, mono? {th <= theta_max(a,b,k,s)})\")\n", "plt.scatter(X[y==1], np.ones(n1), marker='x', label=\"AE\", alpha=.9)\n", "plt.scatter(X[y==0], np.zeros(n0), marker='o', label=\"NC\", alpha=.7)\n", "plt.xscale('log'); plt.ylim(-0.05,1.05); plt.grid(True,which='both')\n", "plt.xlabel(\"x (SUV)\"); plt.ylabel(\"P(AE | x)\")\n", "plt.title(\"Zoomed to SUV range — monotonicity across observed data\")\n", "plt.legend(fontsize=9); plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "f0b549c6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[data] Using MAT files (max SUV_94). N=58\n", "[drop] Removed indices: [53]\n", " Removed (x, y): [(2.4812259674072266, 0)]\n", "[sizes] full=58 trimmed=57\n", "\n", "NC ~ Gamma(k, θ)\n", " full: k=27.83, θ=0.04699\n", " trim: k=37.67, θ=0.03411\n", "\n", "AE ~ Beta-Prime(a, b, s)\n", " full: a=229.7, b=12.61, s=0.1231\n", " trim: a=229.7, b=12.61, s=0.1231\n" ] }, { "data": { "image/png": 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h+8aUTF382hxt2HP03wMAAAAAAABlo+NZl6vghtlaHtTFq91pcyth65va8FQv7di02rL44Fsk9eEXDuzdrSZTR6iTbX1hm1FbrE5ksKVxVQZBwaG659oRGhrrvRBxctohXfx6ohZt3GlZbAAAAAAAAJVF9doN1GbUz0pqMUo5HpdXX8v81YqY1Ffzv35VHrfbshjhGyT14RfWfjpWPbRUUwIf1LOuV9W+SqaZ1IdvOB12PTmkXZFjHp39p2q/311Lf/vUstgAAABO1nPPPac2bdooLCxMkZGR6tevn5KSkqwOCwAA4KTZHQ7FDx+n5Eu/15/2Bl59YbZs1V08Xvd+PEdpWXmWxYiyR1If5d6WtUvUJWVK4eOLHLP1YId0BQc4LI2rsrHZbBpzTkv956+SR7WUqkkBT6qmbZ/azLxZ86a8aHWIAAAAJ9SgQQM9++yzWrp0qebMmaOmTZtq4MCBSk1NtTo0AACAU9KoTbxqjUrU3JhLC9vcHpvuybtZX65I0zkvzNLcTYxxKiqS+ij3Ur8dZ9YHO2KVq606n3ONpTFVZtf3aqznLm2rtwMmqLZtn9lm/PvELf0/JU66n0u8AABAuXXRRReZSfwmTZqodevWmjBhgtLS0rRixQqrQwMAAChRyeRut7ylpX3e0V5F6s2CcwvXRDTKJg9/a66e/mmNcvPJ1VQ0JPVRrq1Z8Js6Z/7u1eY853HZ7Lx1rXRh5wbK7/eAsjyBXu0Jf76iea9dL3dBgWWxAQCA8uXDDz/UjTfeqNjYWAUGBppX/7333nsn/Jn58+dr0KBBZomc0NBQdevWTZMnTy7VuHJzc/Xmm2+qatWqateuXanuGwAAwJc69Bki+y1ztKTpLV7tHo/06oyNGvLaHP25bZtl8aH0kRlFuWXM+C6Y9oBX26Kw3mreubdlMeGo9n0u1vbBn2u/qni1x6d8ocXPXaScQ1mWxQYAAMqPcePGmcnzLVu2qFatWv/4/OnTp6tHjx6aPXu2Lr30Ut10003atWuXhg4dqmeeeea04/n999/NmvrBwcFmjf2ff/5Z1apVO+39AgAAWKlaTB29dmV3PXZhWwW5vFO+YTvnKGZirOZ98SwVFioIkvoot5bN/FJtcpcXPs732BU9+L+WxgRvxgmWjMu/V7Itxqu9S8YMrX/uHB1MO1yeBwAAVF4TJ07U5s2blZKSYiboTyQ/P1/XX3+97Ha7Zs2aZZ4MMBL5Rg385s2b6/777zdPDhxrzJgx5uz/E23HMq4YWLJkiVlT/5xzzjFPHOzdu7dMXjsAAIAvGeOey+Mb6Lvbe6pN7cOTMCOUoWddrynUdkhxKx7WkgnnaX/KTqtDxWkiqY9yySjfEvb7Y15tC6ufr3rNOlgWE4pXr1l7BdzwizY6Gnm1t81Zoj0vnqm9u7ZaFhsAALBe//79zQVqT8Zvv/2mjRs36rLLLlPHjh0L2yMiIsyEvlEyZ9KkSV4/M3LkSK1evfqE27GMGfrGArnx8fHmCQfjBMK7775bSq8WAADAek1jwjTllh66sXdjPeZ6R7X+WhPR0CnrD+W/kqBl07+wNEacHudp/jxQJhZ+/5a6uv8sfJztCVCTIY9YGhOOr3qtBgq4/VetfPVCtcldWtjepGCTkt/ory3DJqtBi6NfzAEAAIozY8YM83bAgAFF+owFbg0zZ870ao+Ojja3kvJ4PMrJySnxzwMAAJRHAU67xp7TSivCb9WeX9YpRkcT+9Har+iZ1ypp5fdqf/WLCg4NtzRWnDqS+ih3jFrsdRZ710tdUvcyJdRuaFlM+GdVIqPU9J6ftPDl4Wb5nSNqe3Yr7ZNBWjlgotp0H2RpjAAAoHxbv369edusWbMifTVr1jRr4R95TkmMHj1aF1xwgerWrat9+/bp1Vdf1fbt2zVkyJAT/lxCQkKx7StWrFDLli2VmpoqX0pLS1NllpGRUeKfLem/lXHMs7OzZRVfv8esVtnf41Y4nfd3ZXt/lhbe575VmY93rVY9dLDmT1rw5T2KzZ7t1Re/9yttmZCkff0mqH7r+FL9vZX5mJ8Ko/yk03nqKXrK76DcWTzlOdX27Cl8fEBhanOJ94K5KJ8Cg0LU6e6vlFTd+4txhDJVa+oN+mbeWstiAwAA5d+RL39GuZ3iVKlS5bS+ICYnJ2vYsGFmff5BgwZp9+7d5sK5rVq1KvE+AQAAyrvwqtXV8Jr39HvLccrwBHv1NfDsUNtf/q2VXz6m/Pw8y2LEqWGmPsoVY2HV5mtf92pb0/R6dYuMsiwmnBq7w6G4WyYq8cM6Stj0otmW53HojrzbNPurDdqUZtNd/ZsVWbQOAACgrH3wwQcl+rnExMQTzuCPirJmrGrV77XawYMHLTlmWVlZ5tUiVqis/9aV9XVbYefOw4tmluQ9zr/T6eH4+VZlP949h41S8p/na9vH16hV3srCdpetQL2S39bat/5Q2PC3VadJ21L7nZX9mP+TkszSNzBTH+XKgq9fUjWlFz7eperqOGSUpTHh1NnsdiWM+K8Wxj2rHI9L4/Kv0Wx3O7PvhV/Xa+TkpcrJL7A6TAAAUM4cmaF/vNn46enpx53FDwAAgH9Wu1FLNR89S4mNblOux+HV1yJ/jaq+30/zvnhWHrfbshjxz0jqo9xIOZij2zd21ai8G7TDc/gs3tYOdykoONTq0FBCXQZdq7WXTtfPQYcXtjviq8U7NOLteTqQlWtZbAAAoPw5Uku/uLr5u3btMmupF1dvHwAAACfP4XQq4crHtPWi/2mzvZ5XX4gtRweXfqvr31+ovRk5lsWIEyOpj3Lj5d/WKyPXo88L+qhfzjN6LvhWdTn/ZqvDwmlq36adptzSXY2re5+cSfpzn+55+RPt2HT0ci8AAFC59e7d27ydNm1akb6pU6d6PccqmZmZSklJMbe8vDy5mcUGAAD8VNMOPVRzVJLmxgwtbEv1hGtM3vX6Zc0eDXxuln5ZtdvSGFE8kvooF7akZuqjpK2Fj3MUoHbn32meOYT/axAVqq9u6a64RtUK22K0X49mPqTQ9wdoxexvLY0PAACUD2eeeaYaN26sjz/+WEuWLClsN8rxPP744woICNCIESMsjXH8+PGKiYkxt4ULF5qL7wIAAPgro0JGt1ve1PIz39duRZkJ/RRFmn2pmbm67v0FGvvVMmXm5FsdKo5BxhTlwjPT1inf7Sl8HNugqs5sFWNpTChdkSEB+uDaOI35crmmLt6odwLGq7Ztn9kX9vOVStp+n+IuHW3W4wcAABXHxIkTNXv2bPP+8uXLC9tmzJhh3j/jjDN03XXXFS4UZvQNHDhQvXr10rBhwxQeHq4vv/xSW7Zs0YQJE9SwYUMLX400atQo3Xrrreb9c845Rw6Hdy1aAAAAf9Su52AdaN9bgd9vkpYdXjz7iE/mbdPc9bv1Sv8gte7S07IYcRRJfVhuxY40fbvUe4bTmHNaymazWRYTykag06FnL+2gHwpmq+26zYXtTptb8Wue1LyXVqjjTW8rIDDI0jgBAEDpMRL6kyZN8mr7448/zO2II0l9Q9++fc2fefDBB/XZZ5+ZJW7atWunp556SkOHHr003CqhoaHmZnC5XFaHAwAAUGoiIyL18mWddVbrHRr39QodPHR0dv7ggx+rxbdTlLj4asWOeFKugEBLY63smBILy63/7H61sm0pfNy/VQ3FNjxapgUVi3Gy5tzLbtPCrs8o2xPg1Re3/zttnNBXe3dtsyw+AABQut577z15PJ7jbkb/38XFxenHH380y+5kZWUpKSmpXCT0AQAAKoPBHeto6l29lNA4ynzc0bZBtzm+lsPmUcL2d7T5qe7asvZoqUT4Hkl9WMqopX5h+of6PuB+Pet6VfVte3Tf2S2sDgs+0OXc67Tjoinapepe7a3yVin/9T7asPTwZfoAAAAAAADwrdqRwfrouniNG9RCTwZMNKssHNGsYINqfNxfSZ8+IY/7aDt8h6Q+LGP8pw+c8Yh5327z6CLHbI2vMU3Na4RbHRp8pGmHM+S8aYZWu1p7tdfUXtX56kIt+PZ1y2IDAAAoTmZmplJSUszNKA3k5ossAACooOx2m67r1VSBQ9/RRkcjr74gW55ZSnn502cpJfloiWX4Bkl9WGbRT5PULH994eMcj0sNLjqc5EflUb1mPTW5d7rmVT3Pqz3YlqvYRaOV9NKVyjmUZVl8AAAAxxo/frxiYmLMbeHChUpO9l4bCgAAoKJp1Lqr6o6ao8Ra/5bb470GZvtDC+R6s4cW/fiuZfFVRiT1YYm83BzFzH/aq21xzYtVs34zy2KCdYyFcbve/oGSWo1Vvsf7Yyk+9WttmdBbe3dssiw+AACAI0aNGqU9e/aYW5cuXVS7dm2rQwIAAChzgUEhSrjxFa05+xPtVLRXX6Qy1DnpLi14dojS9qVYFmNlQlIfllj0zUuq5zk6q+mgJ1gtL3nI0phgLZvdrvihY7RmwPtKVYRXX/P8dfJ8da3mbNpvWXwAAACG0NBQRUdHm5vL5ZLdzlcqAABQebROOEehdyVpfsTZRfpi039RzotxWj7jS0tiq0wYgcLnsjLS1GTlS15tKxtdo8jqNS2LCeVH2x7nq+D6mVpzTJ39PI9D9+dcrTu+XKvnfl6nArfH0hgBAAAAAAAqqyqRUep692da1O0FHVCYV1+M9qndjGu08sNRys4tsCzGio6kPnxu2RdPqboOFD5OUVW1v3i0pTGhfImp00hNRs3Q3Jhh5uPH8i/XIk9zGan8F35dryveTtLu9ENWhwkAAAAAAFBpdT77KuXfMEdLg+OK9P2+J1DDJi3Tgs37LImtoiOpD5/an7JTbf58x6ttU5vbFBLmXW4FcAUEqtstb+iP3h/rc8cgr745G1N19vOz9Ovq3ZbFBwAAKqfMzEylpKSYW15entxut9UhAQAAWKZ67QZqP2qq5rV7SJmeILMtyd1SbxcM0vYDObr0jUQ9+eMa5eQza780kdSHT639/AGF27ILH2+z1VbnwbdbGhPKtx59z9U3t/VU46hgr/b9WXn67IPXlPTKtTqUnWlZfAAAoHIZP368YmJizG3hwoVKTj66ThQAAEBlXScxbsjdSrtqphYFdtW9eTfK/Vfa2aig/PrMjRr88h9amZxmdagVBkl9+Ezyn6vVebf3Qhkp8aPNGdnAiTSNCdP7/26rwe2Orq5eS6l62vWm4lO+UPL47tqyZpGlMQIAgMph1KhR2rNnj7l16dJFtWvXtjokAACAcqF2o5bqOPpnXTmojwIcNq++NbsO6pZXvtac9/6j/Lxcy2KsKEjqw2d2TvmPAmxHL7VZ62ypTgNGWBoT/EdwgEMPnN1ELw3vpIhAu54PeEWRtsMz9Bu7Nyvmk4FK+uxJuQu4nAsAAJSd0NBQRUdHm5vL5ZLdzlcqAACAI+x2m67r2VgfjWinVjVCC9ttcusJ++vqvvllbXzqDG1bv9TSOP0dI1D4xIZlc9Ql/VevtoIzHzIvzwFOxfkdauuHG9opIsD7jG+wLVfxq5/Qqqf7adfW9ZbFBwAAAAAAUNk1rh6idy9vo7v6N5PDbtOVjmnq7lhl9rXIX6vqH/ZX0qePMzmzhMiowiceSZLG5l2rPZ5I8/GS4AS1TjjH6rDgp+rUqasmo2cpsc41cnu8k/ttc5Yo9O2emjflRXlYuA4AAAAAAMASLoddd/Vvrik3xWt44JyikzPXPHV4cua2DZbF6K9I6qPMzVqXolkb9+uTgjPVO+dZPZN/iSIveNTqsODnXK4AJVz/nFYP+Ei7dLTWvsFYjDlu6f9p6YRB2rtrq2UxAgAAAAAAVHbt60epwb0zlVhjePGTMyeeoflfv8zkzFNAUh9lyu326Mkf1xQ+zlaQdne8XQ1bxVoaFyqONj3OVejd8zSv6rlF+jpmJcr5eoLmf/0KfxgAAECpyMzMVEpKirnl5eXJzRgDAADgHwWFhCnh5te1euDHSrbFFJmc2XXJf7RkwnlK3b3dshj9CUl9lKlvlu7Qqp3phY8DnXbdfVZzS2NCxRMeUU1xd36spb3eUIqqevVFKkNdl9yvlU/11fYNKyyLEQAAVAzjx49XTEyMuS1cuFDJyclWhwQAAOA32nQfpCrm5MzzivR1yvpDttcStGjqB5bE5k9I6qPMHMor0ISp67zarjmjkWpFBFsWEyq2Dv2GKeD2JC2o0r9In3E51w/vP6VXpm9QXgEz6gAAQMmMGjVKe/bsMbcuXbqodu3aVocEAADgV8KqVFXcnR+ZkzP36vD6m0dUU7o6J96m+c9dqrT9ey2LsbwjqY8yM/OrNxSRtrrwcWSISzf1bmJpTKj4IqJqKPaeL7Wo2wtefxi2uqP1XO6/NH7qWp3/0mwt2rrf0jgBAIB/Cg0NVXR0tLm5XC7Z7XylAgAAKOnkTOdtSVoY1qdIX9e0qVr34oXmWp0oihEoysTe5C06Y9XD+i7gP3rC+ZaqK02392umiGCX1aGhkuh89lVy3bFA86qdbz4el3+NuaaDYc2ugxry2hyN+XKZ9mbkWBwpAAAAAABA5RRZvaa63PuNFnSdoDSFFrYXeGx6/NAQjXhnnsZ+tVwZOfmWxlnekNRHmdg0eYxCbYdkt3k03DldH4Y8oyvi61sdFiqZiGrRirvjQy0d/LO2R3X36vN4pE/nb9OwCV9o7sePKS+X5D4AAAAAAIAVYs+9Xrk3zNGyoK7m47cKztNiTzPz/ifztmrgc7P0xwbK8RxBUh+lbv2S2Yrd/6NXW06PUQpwOSyLCZVbh05x+vHOnrrzzGZyOWxefXcWvK9u657Wjie7aMXv31gWIwAAAAAAQGUWXbuh2t03TXPaP6E37Jd69e04kK3LJybp/75eoczMTFV2JPVRqjxut/K+H23O0D9iWVAXte/r/R8R8LVAp0N3n9XcTO73aBpltsXbVut8x1zzfkP3NrX9dYQWjT9P2zessDhaAAAAAACAysdmt6v7Rbfo27v6q3uTw/mbY+2e94XSJnTSyjk/qDIjqY9SteinSWqddzQhmu+xq8rgp83/kEB50DQmXB9eG6/X/91Ztwf/VKS/c+bvqvFBLyW9fLX27tpmSYwAAAAAAACVWb1qIWb+5r+D2yj4r+ofVZWux1xvq7Znt9pMG665r1ynrIw0VUZkWlFqjP9EdeY95tW2MPpfatgq1rKYgOLYbDad3baWYu/9WokNblK2J8Cr32UrUPzerxTyWhclvn2vMtL3WxYrAAAoX4zLvVNSUswtLy9Pbrfb6pAAAAAqJLvdpisSGmrqXb0U16iaHnZNUrQtvbC/W8rn2vdMvFYnTVNlQ1IfpWbpR/erplIKH6crVM2HPm5pTMCJBIWEKeHqp5R27RwtDOtTpD/ElqOEbW8p99n2Svr0CeUcyrIkTgAAUH6MHz9eMTEx5rZw4UIlJydbHRIAAECFVj8qRJ9eF6+Y1j2LTMys69mpFj9cqsTXbtKhrAxVFiT1USr+XDVfscmfeLWtbnWHqkbXsiwm4GTVrN9MXe79RmvO/VKrXW2K9FdTuuLXPKkDT7ZV0mdPkdwHAKASGzVqlPbs2WNuXbp0Ue3ata0OCQAAoMKzO+zqNvw/2nvFb1rjau3dZ/MoYfcn2jM+TmsW/KrKgKQ+SmVx3Owpd5klS45Y72ym2CH3WhoXcKpadu2vlmNna0nPN7TZXr9Ifw2lKn7143pi/JOaNGezDuUdfc8DAIDKITQ0VNHR0ebmcrlkZ+0oAAAAn6nXtJ2ajf5dc5vdoxyPy6uvvmeHmv1viBLfuE2HsjNVkTECxWmb/80rXovjuj026dxn5XA6LY0LKAljUeeOZw5TvfsXa16H/2q3vFda3+yuoQ8yY/XgtyvVe/x0vffHn8rOJbkPAAAAAADgCw6nU90uf1C7LvtFa50tvPuMWfs7P9Cu8fFat2imKiqS+jgtB/buUrOlT3u1zY++UM069bIsJqC0/kDEXXiHIu5bprnN79VeRZrtrxQMVoEOr7q+Oz1HD/1vlbo/+aue/XmdUvfutjhqAAAAAACAyqFBi45qMnq25ja+Q7ke78nFDd3b1PibfynxrbuUk5enioakPk7L9C9eVVUdXXXaSHy2vHy8pTEBpb2YbrfL/k9h963UHy3HaXbwmUWesz8rT7N++1GhL7VR0ksjtG3DcktiBQAAAAAAqEycrgB1G/FfJQ+bapYD9+qzubVn61pd8HKiVuxIU0VCUh8lNn3tHt29OU535N6m/Z4ws21zl/sVUbW61aEBZZLc7zFslKaPPksPnt9aMeGBXv03OL9TkC1P8anfqM4HPbX46UFaMftbc80JAAAAAAAAlJ2GrWLVaPQczW14i3I9hysspHgi9GDelVq7+6AGv/KHWWUhN79i5GlI6qNE0rLzNPZLYzayTd+6u+usnPH6POIqdTn3eqtDA8pUkMuhq3s00qz7+uqxC9uqUfVQNbDt0tn2+V6rrnfK+kNtf7lCWx9tp7mfPK70A6mWxg0AAAAAAFDhZ+1f9YS2X/KjNjoa6/68a3VA4WZfgdujF39dbyb3VyUfrTrir0jqo0Qe+36VdqUfKnx8KDBK3a9+0lxkFKgsyf3L4xvol3t664lzG2ldQKtin9fAvV3d1j4l53OtzNI8m1Yk+TxWAAAAAACAyqJx23jVHzNPbftdJqfd5tW3eme6Lnn5N82c9JByc47mNv0NGViUqOzO5AXbvdrGndtKdSKDLYsJsIrDblP3M/qp5X8StWbQF1oceobcHu8/GIYQW45ZmqfxFwO07tGuSpr8tNL277UkZgAAAAAAgIrM5XLpzv7N9PWtPdSy5uHZ+kfcaZ+s3n8+p21Pd9PGZXPkj0jq45Sk7N6uByfP9Wrr2ay6hnatZ1lMQHnRMu4sdRr1vXZemai5NS/XAR1ea+LvmuevU/yqxxT4fEs9+P5Pmr1+r9xuj8/jBQAApy4zM1MpKSnmlpeXJzfr5wAAAJRbbetE6NvbztAd/ZqaEzM729bpOscPZl+Tgj9V/8vzlPj2SL+btU9SHyfNXVCgXe/8W5Py7lVb2yazLSzQqSeHtJfNVnRmMlBZ1WncSt1uelVB963V/I6PaZ2zebHP2+iprUmrCvTvt5N0xlO/6YkfVpursXs8JPgBACivxo8fr5iYGHNbuHChkpOTrQ4JAAAAJxDgtOueAS309S09dE/oVHMtxCNctgIlbJuo7U/Fa8PS2fIXJPVx0uZ99JDa5SxWI/tufRXwoK51fK9HB7eh7A5wHEEhYer6r9vUfNx8rbvgW82LHKRMT1Bh/+SCPoX3k9MO6Y1Zm3TeS7N19oRpSpw4UltWL7QocgAAcDyjRo3Snj17zK1Lly6qXbu21SEBAADgJLSrG6G4e6dobt1rlO/xTos3dm+W46tr9ezUVcrJL1B557Q6APiHNQt+VZeNr0h/TcgPsBXo7Oqp6tq5rtWhAX6heefeUufeyjx4QPN//VCBqz7XN4e6F/vcRvvnKCFzovTZRG2yN9TuemerZtxFatiqK4tRAwBgsdDQUHM7UqsVAAAA/iMgKFjdrntOG5YOkf2bW81k/hH3512rxOl/yuV06fYzm6k8I6mPf7Q3eYuqfXedeTnKEdtstdX6ujcsjQvwR6Hhkebsff3rNn29N1NfLNyurxZtN2fqH3G+4+giLcYfl8ZbXpe2vK4dthraFtNX4R0Gq0XX/nK6Aix6FQAAAAAAAP6raYczlNsySYkfjlPs1nf0SUE/JbrbqG7VYF1zRiOVdyT1cUI5h7KU+s6laqF9hW25HodyLnzLTE4CKLmG1UN178AWuues5lq0db/+tzRZ05dt0pn5i4t9fh3PbtXZ/ak07VPtnxauDRHdZW8xUE3jz1NEVA2fxw8AAAAAAOCvAgKDlHDtBG1YPkRTfj0o7crT00PaKzSw/KfMy3+EsIzH7dbS169VXP4ar/bFbf+j+A5nWBYXUNHY7TbFNqxmbv83qIXWzH1bWYsmq8X+6YpQZrE/U1UH1TVtqjRvqgqSRmqtq7k2NbpMMWe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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "code", "execution_count": 3, "id": "ddd3d75c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization success: True fval: 9.584410082693601\n", "theta (p,a,b,s,k,theta): (0.050834303934385656, 1146.3087450536966, 499.23743204936085, 0.7180283685045662, 194.77578101720397, 0.007591759694435857) ratio(th): 0.9985981807099299\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "LLF = -4.67468\n", "AIC = 21.35\n", "BIC = 33.71\n", "NLL (at fit) = 4.67468, NegLogPrior = 4.90973, NegLogPosterior = 9.58441\n" ] } ], "source": [ "# Constrained Bayesian fit (Gamma for NC, Beta-Prime for AE) — no regularization, no r-prior\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import betaln, gammaln\n", "import scipy.io as io\n", "\n", "data_path = \"../data/\"\n", "suv = io.loadmat(data_path + \"suv_percentilesSLOthenUWM.mat\")['lung_SUVperc_COMBINED'][0:58, :, :]\n", "flags = io.loadmat(data_path + \"flags_combined.mat\")['flags'][0:58, 3] # 0=NC, 1=AE\n", "\n", "# Feature X = max SUV_94 per subject; label y = flags\n", "X = np.nanmax(suv[:, :, 94], axis=1).astype(float).ravel()\n", "y = np.asarray(flags, int).ravel()\n", "\n", "# Guard for logs\n", "X = np.clip(X, 1e-12, None)\n", "p_emp = float(y.mean())\n", "\n", "# Small helpers\n", "\n", "def logistic(z):\n", " z = np.clip(z, -60, 60)\n", " return 1.0 / (1.0 + np.exp(-z))\n", "\n", "def sigmoid(t):\n", " return 1.0 / (1.0 + np.exp(-t))\n", "\n", "def softplus(t):\n", " t = np.asarray(t, float)\n", " return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0.0)\n", "\n", "# dE(x) pieces for log-odds\n", "def dE_ess(x, a, b, s, k, th):\n", " x = np.asarray(x, float)\n", " return (a - k) * np.log(x) - (a + b) * np.log1p(x / s) + x / th\n", "\n", "def dE_const(a, b, s, k, th):\n", " return -(a * np.log(s)) - betaln(a, b) + k * np.log(th) + gammaln(k)\n", "\n", "def dE_full(x, a, b, s, k, th):\n", " return dE_ess(x, a, b, s, k, th) + dE_const(a, b, s, k, th)\n", "\n", "# Monotonicity cap for theta\n", "def theta_max(a, b, k, s, eps=1e-12):\n", " A = a - k\n", " if A <= 0:\n", " return np.inf\n", " r = np.sqrt(a + b) - np.sqrt(max(A, eps))\n", " if r <= 1e-12:\n", " return np.inf\n", " return s / (r * r)\n", "\n", "# φ = [p_raw, b_raw, s_raw, k_raw, d_raw, u_raw] (unconstrained)\n", "def unpack_phi_mono(phi):\n", " p_raw, b_raw, s_raw, k_raw, d_raw, u_raw = phi\n", " p = sigmoid(p_raw) # (0,1)\n", " b = softplus(b_raw) + 1e-6 # >0\n", " s = softplus(s_raw) + 1e-6 # >0\n", " k = softplus(k_raw) + 1e-6 # >0\n", " delta = softplus(d_raw) + 1e-6 # >0\n", " a = k + delta # enforce a > k\n", " th_cap = theta_max(a, b, k, s) # theta cap from monotonicity\n", " th = th_cap * sigmoid(u_raw) # 0 < theta <= th_cap\n", " return p, a, b, s, k, th\n", "\n", "\n", "\n", "# Prior on p \n", "TAU = 25.0 # shrink toward empirical AE rate\n", "alpha = max(TAU * p_emp, 1e-6)\n", "beta = max(TAU * (1.0 - p_emp), 1e-6)\n", "\n", "#prior_r = None\n", "#prior_r = (1.01, 1.01)\n", "prior_r = (1.05, 1.05)\n", "#prior_r = (3, 3)\n", "#prior_r = (1.2, 1.2)\n", "# Objective: negative log-posterior (likelihood + Beta prior on p)\n", "def neg_post_phi_mono(phi, X, y):\n", " p, a, b, s, k, th = unpack_phi_mono(phi)\n", " eps = 1e-12\n", "\n", " L = (np.log(p) - np.log(1 - p)) + dE_full(X, a, b, s, k, th)\n", " px = logistic(L)\n", " nll = -np.sum(y * np.log(px + eps) + (1 - y) * np.log(1 - px + eps))\n", "\n", " # Beta(alpha, beta) prior on p → negative log-prior\n", " npr_p = -((alpha - 1) * np.log(p + eps) + (beta - 1) * np.log(1 - p + eps))\n", "\n", " if prior_r is None: return nll + npr_p\n", " \n", " # Prior on r = theta / theta_max (softly avoid boundaries)\n", " thcap = theta_max(a, b, k, s)\n", " if np.isfinite(thcap) and thcap > 0:\n", " r = np.clip(th / thcap, 1e-9, 1 - 1e-9)\n", " # Negative log Beta prior: -[(α-1)log r + (β-1)log(1-r)] (const dropped)\n", " npr_r = -((prior_r[0] -1) * np.log(r) + (prior_r[1]-1)* np.log(1.0 - r))\n", " else:\n", " npr_r = 0.0\n", "\n", " return nll + npr_p + npr_r\n", "\n", "# Initialization (stable, simple)\n", "def init_phi(X, y):\n", " # Gamma(k, theta) MoM for NC group (only need k0 as a safe size proxy)\n", " X0 = X[y == 0]\n", " m0 = X0.mean() if X0.size else X.mean()\n", " v0 = X0.var() if X0.size else X.var()\n", " k0 = 2.0 if v0 <= 0 else max((m0**2)/(v0 + 1e-9), 1.5)\n", "\n", " # AE median to seed s0\n", " X1 = X[y == 1]\n", " m1 = np.median(X1) if X1.size else np.median(X)\n", "\n", " p0 = np.clip(float(y.mean()), 1e-3, 1 - 1e-3)\n", " b0, s0 = 1.5, max(m1, 0.5)\n", "\n", " return np.array([\n", " np.log(p0 / (1 - p0)), # p_raw\n", " np.log(np.expm1(b0) + 1e-9), # b_raw\n", " np.log(np.expm1(s0) + 1e-9), # s_raw\n", " np.log(np.expm1(k0) + 1e-9), # k_raw\n", " np.log(np.expm1(1.0) + 1e-9), # d_raw (delta)\n", " -0.2 # u_raw (keeps theta a bit below cap initially)\n", " ], float)\n", "\n", "# Fit wrapper (one retry)\n", "def fit_bayes_mono(X, y, phi_start=None, rng=None):\n", " if rng is None:\n", " rng = np.random.default_rng(0)\n", " if phi_start is None:\n", " phi_start = init_phi(X, y)\n", "\n", " obj = lambda phi: neg_post_phi_mono(phi, X, y)\n", "\n", " res = optimize.minimize(\n", " obj, phi_start, method=\"L-BFGS-B\",\n", " options={\"maxiter\": 6000, \"ftol\": 1e-9}\n", " )\n", " if not (res.success and np.isfinite(res.fun)):\n", " phi_try = phi_start + rng.normal(0, 0.2, size=phi_start.shape)\n", " res = optimize.minimize(\n", " obj, phi_try, method=\"L-BFGS-B\",\n", " options={\"maxiter\": 6000, \"ftol\": 1e-9}\n", " )\n", " return unpack_phi_mono(res.x), res\n", "\n", "# prediction \n", "def P_with(theta, x):\n", " p, a, b, s, k, th = theta\n", " L = (np.log(p) - np.log(1 - p)) + dE_full(x, a, b, s, k, th)\n", " return logistic(L)\n", "\n", "# Run fit + plot\n", "theta_hat, res = fit_bayes_mono(X, y)\n", "print(\"Optimization success:\", res.success, \" fval:\", float(res.fun))\n", "\n", "(p,a,b,s,k,th) = theta_hat\n", "thcap = theta_max(a, b, k, s)\n", "print(\"theta (p,a,b,s,k,theta):\", tuple(float(t) for t in theta_hat), \"ratio(th):\", th/thcap)\n", "\n", "# x-range (cap right end at 10 for readability)\n", "x_lo = max(1e-6, float(X.min()) * 0.8)\n", "x_hi = min(10.0, float(X.max()) * 1.2)\n", "xg = np.linspace(x_lo, x_hi, 600)\n", "p_curve = P_with(theta_hat, xg)\n", "\n", "\n", "fig, ax = plt.subplots(figsize=(7.0, 4.6), dpi=140)\n", "ax.plot(xg, p_curve, color=\"#000000\", lw=2.2, label=\"P(AE|x) (MAP)\")\n", "\n", "# overlay data with tiny vertical jitter so points don't overlap\n", "rng_plot = np.random.default_rng(999)\n", "jit = (rng_plot.random(len(y)) - 0.5) * 0.06\n", "ax.scatter(X[y==0], (y + jit)[y==0], s=22, alpha=0.55, color=\"#2ca02c\", edgecolors='none', label='NC')\n", "ax.scatter(X[y==1], (y + jit)[y==1], s=26, alpha=0.75, color=\"#ff7f0e\", edgecolors='none', label='AE')\n", "\n", "ax.set_ylim(-0.05, 1.05)\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('P(AE | x)')\n", "\n", "if prior_r is None:\n", " ax.set_title('Constrained Bayesian fit (no regularization, prior on p)')\n", "else:\n", " ax.set_title(f'Constrained Bayesian fit (no regularization, prior on p and prior r{prior_r})')\n", "\n", "ax.grid(alpha=0.3)\n", "ax.legend(loc='lower right', frameon=False)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# ---------- Model selection stats (LLF, AIC, BIC) ----------\n", "def loglik_bayes(theta, X, y):\n", " # log-likelihood (no priors)\n", " eps = 1e-12\n", " p, a, b, s, k, th = theta\n", " L = (np.log(p) - np.log(1 - p)) + dE_full(X, a, b, s, k, th)\n", " px = logistic(L)\n", " return np.sum(y*np.log(px + eps) + (1 - y)*np.log(1 - px + eps))\n", "\n", "llf = loglik_bayes(theta_hat, X, y) # log-likelihood at the fitted (MAP) params\n", "n = len(X)\n", "k_free = 6 # parameters: p, a, b, s, k, theta\n", "\n", "aic = 2*k_free - 2*llf\n", "bic = np.log(n)*k_free - 2*llf\n", "\n", "print(f\"LLF = {llf:.5f}\")\n", "print(f\"AIC = {aic:.2f}\")\n", "print(f\"BIC = {bic:.2f}\")\n", "\n", "# (Optional) show how the posterior objective splits into NLL + prior penalty\n", "def neglog_prior(theta):\n", " eps = 1e-12\n", " p, a, b, s, k, th = theta\n", " nlp = -((alpha - 1)*np.log(p + eps) + (beta - 1)*np.log(1 - p + eps)) # Beta prior on p\n", " if prior_r is not None:\n", " thcap = theta_max(a, b, k, s)\n", " if np.isfinite(thcap) and thcap > 0:\n", " r = np.clip(th/thcap, 1e-9, 1 - 1e-9)\n", " nlp += -((prior_r[0] - 1)*np.log(r) + (prior_r[1] - 1)*np.log(1 - r))\n", " return nlp\n", "\n", "nll = -llf\n", "nlp = neglog_prior(theta_hat)\n", "print(f\"NLL (at fit) = {nll:.5f}, NegLogPrior = {nlp:.5f}, NegLogPosterior = {nll+nlp:.5f}\")\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "8be2006c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xx = np.linspace(0, 1, 400)\n", "ff = lambda x, a: (x**(a-1)) * ((1-x)**(a-1)) / (2 * np.exp(betaln(a, a)))\n", "plt.plot(xx, ff(xx, 2), label='2')\n", "plt.plot(xx, ff(xx, 1.1),label='1.1')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 125, "id": "91b347f4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization success: True fval: 9.904629389469266\n", "theta (p,a,b,s,k,theta): (0.050209602209801966, 974.8472368285478, 536.4865711560959, 0.905754546976972, 199.147252129427, 0.007433282364699209) ratio(th): 0.9974400394683903\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_9060\\3435840632.py:35: RuntimeWarning: divide by zero encountered in log\n", " return (a - k) * np.log(x) - (a + b) * np.log1p(x / s) + x / th\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Constrained Bayesian fit (Gamma for NC, Beta-Prime for AE) — your priors, +3-panel plot\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import betaln, gammaln\n", "import scipy.io as io\n", "\n", "data_path = \"../data/\"\n", "suv = io.loadmat(data_path + \"suv_percentilesSLOthenUWM.mat\")['lung_SUVperc_COMBINED'][0:58, :, :]\n", "flags = io.loadmat(data_path + \"flags_combined.mat\")['flags'][0:58, 3] # 0=NC, 1=AE\n", "\n", "# Feature X = max SUV_94 per subject; label y = flags\n", "X = np.nanmax(suv[:, :, 94], axis=1).astype(float).ravel()\n", "y = np.asarray(flags, int).ravel()\n", "\n", "# Guard for logs\n", "X = np.clip(X, 1e-12, None)\n", "p_emp = float(y.mean())\n", "\n", "# Small helpers\n", "def logistic(z):\n", " z = np.clip(z, -60, 60)\n", " return 1.0 / (1.0 + np.exp(-z))\n", "\n", "def sigmoid(t):\n", " return 1.0 / (1.0 + np.exp(-t))\n", "\n", "def softplus(t):\n", " t = np.asarray(t, float)\n", " return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0.0)\n", "\n", "# dE(x) pieces for log-odds\n", "def dE_ess(x, a, b, s, k, th):\n", " x = np.asarray(x, float)\n", " return (a - k) * np.log(x) - (a + b) * np.log1p(x / s) + x / th\n", "\n", "def dE_const(a, b, s, k, th):\n", " return -(a * np.log(s)) - betaln(a, b) + k * np.log(th) + gammaln(k)\n", "\n", "def dE_full(x, a, b, s, k, th):\n", " return dE_ess(x, a, b, s, k, th) + dE_const(a, b, s, k, th)\n", "\n", "# Monotonicity cap for theta\n", "def theta_max(a, b, k, s, eps=1e-12):\n", " A = a - k\n", " if A <= 0:\n", " return np.inf\n", " r = np.sqrt(a + b) - np.sqrt(max(A, eps))\n", " if r <= 1e-12:\n", " return np.inf\n", " return s / (r * r)\n", "\n", "# φ = [p_raw, b_raw, s_raw, k_raw, d_raw, u_raw] (unconstrained)\n", "def unpack_phi_mono(phi):\n", " p_raw, b_raw, s_raw, k_raw, d_raw, u_raw = phi\n", " p = sigmoid(p_raw) # (0,1)\n", " b = softplus(b_raw) + 1e-6 # >0\n", " s = softplus(s_raw) + 1e-6 # >0\n", " k = softplus(k_raw) + 1e-6 # >0\n", " delta = softplus(d_raw) + 1e-6 # >0\n", " a = k + delta # enforce a > k\n", " th_cap = theta_max(a, b, k, s) # theta cap from monotonicity\n", " th = th_cap * sigmoid(u_raw) # 0 < theta <= th_cap\n", " return p, a, b, s, k, th\n", "\n", "# Prior on p \n", "TAU = 25.0 # shrink toward empirical AE rate\n", "alpha = max(TAU * p_emp, 1e-6)\n", "beta = max(TAU * (1.0 - p_emp), 1e-6)\n", "\n", "#prior_r = None\n", "prior_r = (1.1, 1.1)\n", "#prior_r = (3, 3)\n", "\n", "# Objective: negative log-posterior (likelihood + Beta prior on p)\n", "def neg_post_phi_mono(phi, X, y):\n", " p, a, b, s, k, th = unpack_phi_mono(phi)\n", " eps = 1e-12\n", "\n", " L = (np.log(p) - np.log(1 - p)) + dE_full(X, a, b, s, k, th)\n", " px = logistic(L)\n", " nll = -np.sum(y * np.log(px + eps) + (1 - y) * np.log(1 - px + eps))\n", "\n", " # Beta(alpha, beta) prior on p → negative log-prior\n", " npr_p = -((alpha - 1) * np.log(p + eps) + (beta - 1) * np.log(1 - p + eps))\n", "\n", " if prior_r is None: \n", " return nll + npr_p\n", " \n", " # Prior on r = theta / theta_max (softly avoid boundaries)\n", " thcap = theta_max(a, b, k, s)\n", " if np.isfinite(thcap) and thcap > 0:\n", " r = np.clip(th / thcap, 1e-9, 1 - 1e-9)\n", " # Negative log Beta prior: -[(α-1)log r + (β-1)log(1-r)] (const dropped)\n", " npr_r = -((prior_r[0] -1) * np.log(r) + (prior_r[1]-1)* np.log(1.0 - r))\n", " else:\n", " npr_r = 0.0\n", "\n", " return nll + npr_p + npr_r\n", "\n", "# Initialization (stable, simple)\n", "def init_phi(X, y):\n", " X0 = X[y == 0]\n", " m0 = X0.mean() if X0.size else X.mean()\n", " v0 = X0.var() if X0.size else X.var()\n", " k0 = 2.0 if v0 <= 0 else max((m0**2)/(v0 + 1e-9), 1.5)\n", "\n", " X1 = X[y == 1]\n", " m1 = np.median(X1) if X1.size else np.median(X)\n", "\n", " p0 = np.clip(float(y.mean()), 1e-3, 1 - 1e-3)\n", " b0, s0 = 1.5, max(m1, 0.5)\n", "\n", " return np.array([\n", " np.log(p0 / (1 - p0)), # p_raw\n", " np.log(np.expm1(b0) + 1e-9), # b_raw\n", " np.log(np.expm1(s0) + 1e-9), # s_raw\n", " np.log(np.expm1(k0) + 1e-9), # k_raw\n", " np.log(np.expm1(1.0) + 1e-9), # d_raw (delta)\n", " -0.2 # u_raw (keeps theta a bit below cap initially)\n", " ], float)\n", "\n", "# Fit wrapper (one retry)\n", "def fit_bayes_mono(X, y, phi_start=None, rng=None):\n", " if rng is None:\n", " rng = np.random.default_rng(0)\n", " if phi_start is None:\n", " phi_start = init_phi(X, y)\n", "\n", " obj = lambda phi: neg_post_phi_mono(phi, X, y)\n", "\n", " res = optimize.minimize(\n", " obj, phi_start, method=\"L-BFGS-B\",\n", " options={\"maxiter\": 6000, \"ftol\": 1e-9}\n", " )\n", " if not (res.success and np.isfinite(res.fun)):\n", " phi_try = phi_start + rng.normal(0, 0.2, size=phi_start.shape)\n", " res = optimize.minimize(\n", " obj, phi_try, method=\"L-BFGS-B\",\n", " options={\"maxiter\": 6000, \"ftol\": 1e-9}\n", " )\n", " return unpack_phi_mono(res.x), res\n", "\n", "# prediction \n", "def P_with(theta, x):\n", " p, a, b, s, k, th = theta\n", " L = (np.log(p) - np.log(1 - p)) + dE_full(x, a, b, s, k, th)\n", " return logistic(L)\n", "\n", "# === PDFs for distributions (for plotting) ===\n", "def gamma_pdf(x, k, th):\n", " x = np.asarray(x, float)\n", " return np.exp((k-1)*np.log(np.clip(x, 1e-300, None)) - x/th - k*np.log(th) - gammaln(k))\n", "\n", "def betaprime_pdf(x, a, b, s):\n", " x = np.asarray(x, float); xs = x/s\n", " return np.exp(-(np.log(s) + betaln(a,b)) + (a-1)*np.log(np.clip(xs,1e-300,None)) - (a+b)*np.log1p(xs))\n", "\n", "# ===== Fit =====\n", "theta_hat, res = fit_bayes_mono(X, y)\n", "print(\"Optimization success:\", res.success, \" fval:\", float(res.fun))\n", "\n", "(p,a,b,s,k,th) = theta_hat\n", "thcap = theta_max(a, b, k, s)\n", "print(\"theta (p,a,b,s,k,theta):\", tuple(float(t) for t in theta_hat), \"ratio(th):\", th/thcap)\n", "\n", "# ===== Grids and splits =====\n", "XMAX = 10.0\n", "xc = np.linspace(0.0, XMAX, 600) # decision curve\n", "xg = np.linspace(0.0, XMAX, 1200) # densities\n", "p_curve = P_with(theta_hat, xc)\n", "X_nc, X_ae = X[y==0], X[y==1]\n", "\n", "# ===== Make the 3-panel plot =====\n", "fig = plt.figure(figsize=(9, 9), dpi=140, constrained_layout=True)\n", "gs = fig.add_gridspec(3, 1, height_ratios=[1.0, 0.9, 0.9])\n", "\n", "# Top: decision curve\n", "ax = fig.add_subplot(gs[0, 0])\n", "rng_plot = np.random.default_rng(999)\n", "jit = (rng_plot.random(len(y)) - 0.5) * 0.06\n", "ax.plot(xc, p_curve, color=\"#000000\", lw=2.2, label=\"P(AE|x) (MAP)\")\n", "ax.scatter(X[y==0], (y + jit)[y==0], s=22, alpha=0.55, color=\"#2ca02c\", edgecolors='none', label='NC')\n", "ax.scatter(X[y==1], (y + jit)[y==1], s=26, alpha=0.75, color=\"#ff7f0e\", edgecolors='none', label='AE')\n", "ax.set(xlim=(0, XMAX), ylim=(-0.05, 1.05), xlabel='x', ylabel='P(AE | x)')\n", "title_core = 'Constrained Bayesian fit (prior on p'\n", "title_core += '; no r prior)' if prior_r is None else f'; r prior={prior_r})'\n", "ax.set_title(title_core)\n", "ax.grid(alpha=0.3); ax.legend(loc='lower right', frameon=False)\n", "\n", "# Middle: NC ~ Gamma\n", "ax2 = fig.add_subplot(gs[1, 0])\n", "ax2.hist(X_nc, bins='auto', density=True, color='#f1c27d', edgecolor='none', alpha=0.9, label='NC data')\n", "ax2.plot(xg, gamma_pdf(xg, k, th), color='#2c7ef7', lw=3, label=f'Gamma(k={k:.3g}, θ={th:.3g})')\n", "ax2.set(xlim=(0, XMAX), xlabel='x', ylabel='density', title='NC ~ Gamma (under fitted classifier)')\n", "ax2.grid(alpha=0.25); ax2.legend(frameon=False)\n", "\n", "# Bottom: AE ~ Beta-Prime\n", "ax3 = fig.add_subplot(gs[2, 0])\n", "ax3.hist(X_ae, bins='auto', density=True, color='#f1c27d', edgecolor='none', alpha=0.9, label='AE data')\n", "yg = betaprime_pdf(xg, a, b, s)\n", "ax3.plot(xg, yg, color='#2c7ef7', lw=3, label=f'Beta-Prime(a={a:.3g}, b={b:.3g}, s={s:.3g})')\n", "\n", "# auto log-y if curve is tiny relative to histogram\n", "h,_ = np.histogram(X_ae, bins='auto', density=True)\n", "if h.size:\n", " hmax = float(h.max()); cmax = float(yg.max())\n", " if hmax > 0 and cmax < 0.05*hmax:\n", " ax3.set_yscale('log'); ax3.set_ylim(bottom=max(cmax*0.1, 1e-8))\n", " ax3.text(0.02, 0.95, \"log scale (pdf tiny on linear axis)\", transform=ax3.transAxes,\n", " ha='left', va='top', fontsize=8, color='0.35')\n", "\n", "ax3.set(xlim=(0, XMAX), xlabel='x', ylabel='density', title='AE ~ Beta-Prime (under fitted classifier)')\n", "ax3.grid(alpha=0.25, which='both'); ax3.legend(frameon=False)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 147, "id": "31ee1c6d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Removed 1 row(s): [53]\n", " removed (x=2.48123, y=0)\n", "success:True fval:7.409519\n", "p=0.0524 a=1.05e+03 b=589 s=0.919 k=267 th=0.00561 r=0.952\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_9060\\2057591006.py:42: RuntimeWarning: divide by zero encountered in log\n", " return (a-k)*np.log(x) - (a+b)*np.log1p(x/s) + x/th - a*np.log(s) - betaln(a,b) + k*np.log(th) + gammaln(k)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compact constrained Bayes (Gamma for NC, Beta-Prime for AE) — with 2.48 removed\n", "# Toggles: USE_PRIOR_P (Beta on p), prior_r (Beta on r=theta/theta_max)\n", "# Plots: decision curve + NC/AE distributions, x in [0,10]\n", "\n", "import numpy as np, matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import betaln, gammaln\n", "import scipy.io as io\n", "\n", "# data \n", "X3 = io.loadmat(\"../data/suv_percentilesSLOthenUWM.mat\")['lung_SUVperc_COMBINED'][0:58, :, :]\n", "y = io.loadmat(\"../data/flags_combined.mat\")['flags'][0:58, 3].astype(int).ravel()\n", "X = np.nanmax(X3[:, :, 94], axis=1).astype(float).ravel()\n", "X = np.clip(X, 1e-12, None)\n", "\n", "VALUE_TO_DROP= 2.48122597\n", "\n", "mask_keep = np.abs(X - VALUE_TO_DROP) > TOL\n", "removed_idx = np.where(~mask_keep)[0]\n", "if removed_idx.size:\n", " print(f\"Removed {removed_idx.size} row(s):\", removed_idx.tolist())\n", " for i in removed_idx:\n", " print(f\" removed (x={float(X[i]):.6g}, y={int(y[i])})\")\n", "X, y = X[mask_keep], y[mask_keep]\n", "\n", "# toggles \n", "#prior_r = None \n", "prior_r= (1.05,1.05) \n", "\n", "# priors (computed AFTER trimming)\n", "TAU=25.0\n", "p_emp = float(y.mean())\n", "alpha = max(TAU*p_emp,1e-6); beta = max(TAU*(1-p_emp),1e-6)\n", "\n", "# helpers\n", "logistic = lambda z: 1/(1+np.exp(-np.clip(z,-60,60)))\n", "sigmoid = lambda t: 1/(1+np.exp(-t))\n", "def softplus(t): t=np.asarray(t,float); return np.log1p(np.exp(-np.abs(t)))+np.maximum(t,0)\n", "\n", "def dE_full(x,a,b,s,k,th):\n", " x=np.asarray(x,float)\n", " return (a-k)*np.log(x) - (a+b)*np.log1p(x/s) + x/th - a*np.log(s) - betaln(a,b) + k*np.log(th) + gammaln(k)\n", "\n", "def theta_max(a,b,k,s,eps=1e-12):\n", " A=a-k\n", " if A<=0: return np.inf\n", " r=np.sqrt(a+b)-np.sqrt(max(A,eps))\n", " return np.inf if r<=1e-12 else s/(r*r)\n", "\n", "# φ=[p_raw,b_raw,s_raw,k_raw,d_raw,u_raw]; a=k+softplus(d_raw); th=sigmoid(u)*thcap\n", "def unpack(phi):\n", " p_raw,b_raw,s_raw,k_raw,d_raw,u_raw=phi\n", " p=sigmoid(p_raw); b=softplus(b_raw)+1e-6; s=softplus(s_raw)+1e-6\n", " k=softplus(k_raw)+1e-6; a=k+softplus(d_raw)+1e-6\n", " thcap=theta_max(a,b,k,s); th=thcap*sigmoid(u_raw)\n", " return p,a,b,s,k,th,thcap\n", "\n", "def neg_post(phi,X,y):\n", " p,a,b,s,k,th,thcap=unpack(phi); eps=1e-12\n", " px=logistic((np.log(p)-np.log(1-p))+dE_full(X,a,b,s,k,th))\n", " total = -np.sum(y*np.log(px+eps)+(1-y)*np.log(1-px+eps))\n", " if USE_PRIOR_P:\n", " total += -((alpha-1)*np.log(p+eps)+(beta-1)*np.log(1-p+eps))\n", " if prior_r is not None and np.isfinite(thcap) and thcap>0:\n", " r=np.clip(th/thcap,1e-9,1-1e-9)\n", " total += -((prior_r[0]-1)*np.log(r)+(prior_r[1]-1)*np.log(1-r))\n", " return total\n", "\n", "def init_phi(X,y):\n", " X0=X[y==0]; m0=X0.mean() if X0.size else X.mean(); v0=X0.var() if X0.size else X.var()\n", " k0=2.0 if v0<=0 else max((m0*m0)/(v0+1e-9),1.5)\n", " X1=X[y==1]; m1=np.median(X1) if X1.size else np.median(X)\n", " p0=np.clip(float(y.mean()),1e-3,1-1e-3); b0,s0=1.5, max(m1,0.5)\n", " return np.array([np.log(p0/(1-p0)),\n", " np.log(np.expm1(b0)+1e-9),\n", " np.log(np.expm1(s0)+1e-9),\n", " np.log(np.expm1(k0)+1e-9),\n", " np.log(np.expm1(1.0)+1e-9),\n", " -0.2], float)\n", "\n", "def fit(X,y):\n", " obj=lambda w:neg_post(w,X,y)\n", " res=optimize.minimize(obj, init_phi(X,y), method=\"L-BFGS-B\",\n", " options={\"maxiter\":6000,\"ftol\":1e-9})\n", " if not (res.success and np.isfinite(res.fun)):\n", " w=init_phi(X,y)+np.random.default_rng(0).normal(0,0.2,6)\n", " res=optimize.minimize(obj,w,method=\"L-BFGS-B\",\n", " options={\"maxiter\":6000,\"ftol\":1e-9})\n", " return unpack(res.x), res\n", "\n", "def P_with(th,x):\n", " p,a,b,s,k,t,_=th\n", " return logistic((np.log(p)-np.log(1-p))+dE_full(x,a,b,s,k,t))\n", "\n", "# pdfs for plots\n", "def gamma_pdf(x,k,th):\n", " x=np.asarray(x,float)\n", " return np.exp((k-1)*np.log(np.clip(x,1e-300,None)) - x/th - k*np.log(th) - gammaln(k))\n", "def betaprime_pdf(x,a,b,s):\n", " x=np.asarray(x,float); xs=x/s\n", " return np.exp(-(np.log(s)+betaln(a,b)) + (a-1)*np.log(np.clip(xs,1e-300,None)) - (a+b)*np.log1p(xs))\n", "\n", "# fit \n", "theta_hat, res = fit(X,y); p,a,b,s,k,th,thcap = theta_hat\n", "print(f\"success:{res.success} fval:{float(res.fun):.6f}\")\n", "print(f\"p={p:.4f} a={a:.3g} b={b:.3g} s={s:.3g} k={k:.3g} th={th:.3g} r={float(th/thcap):.3f}\")\n", "\n", "# grids (x in [0,10]) \n", "XMAX=10.0\n", "xc = np.linspace(0, XMAX, 600)\n", "xg = np.linspace(0, XMAX, 1200)\n", "p_curve = P_with(theta_hat, xc)\n", "X_nc, X_ae = X[y==0], X[y==1]\n", "yg_nc = gamma_pdf(xg, k, th)\n", "yg_ae = betaprime_pdf(xg, a, b, s)\n", "\n", "# plots \n", "fig = plt.figure(figsize=(11,11), dpi=140, constrained_layout=True)\n", "gs = fig.add_gridspec(3,1, height_ratios=[1.0,0.9,0.9])\n", "\n", "# 1) decision curve\n", "ax = fig.add_subplot(gs[0,0])\n", "rng=np.random.default_rng(999); jit=(rng.random(len(y))-0.5)*0.06\n", "ax.plot(xc,p_curve,'k',lw=2.2,label=\"P(AE|x)\")\n", "ax.scatter(X[y==0],(y+jit)[y==0],s=22,alpha=0.55,color=\"#2ca02c\",edgecolors='none',label=\"NC\")\n", "ax.scatter(X[y==1],(y+jit)[y==1],s=26,alpha=0.75,color=\"#ff7f0e\",edgecolors='none',label=\"AE\")\n", "ax.set(xlim=(0,XMAX),ylim=(-0.05,1.05),xlabel=\"x\",ylabel=\"P(AE|x)\")\n", "ax.set_title(f\"Fit (trim ~2.48; {'p-prior' if USE_PRIOR_P else 'no p-prior'}; \"\n", "f\"{'no r-prior' if prior_r is None else f'r-prior={prior_r}'})\")\n", "ax.grid(alpha=0.3); ax.legend(frameon=False,loc=\"lower right\")\n", "\n", "# 2) NC ~ Gamma\n", "ax2=fig.add_subplot(gs[1,0])\n", "ax2.hist(X_nc,bins='auto',density=True,color='#f1c27d',edgecolor='none',alpha=0.9,label=\"NC data\")\n", "ax2.plot(xg,yg_nc,color='#2c7ef7',lw=3,label=f\"Gamma(k={k:.3g}, θ={th:.3g})\")\n", "ax2.set(xlim=(0,XMAX),xlabel=\"x\",ylabel=\"density\",title=\"NC ~ Gamma (under fitted classifier)\")\n", "ax2.grid(alpha=0.25); ax2.legend(frameon=False)\n", "\n", "# 3) AE ~ Beta-Prime\n", "ax3=fig.add_subplot(gs[2,0])\n", "ax3.hist(X_ae,bins='auto',density=True,color='#f1c27d',edgecolor='none',alpha=0.9,label=\"AE data\")\n", "ax3.plot(xg,yg_ae,color='#2c7ef7',lw=3,label=f\"Beta-Prime(a={a:.3g}, b={b:.3g}, s={s:.3g})\")\n", "# auto log if curve tiny\n", "h,_=np.histogram(X_ae,bins='auto',density=True); hmax=float(h.max()) if h.size else 0.0\n", "cmax=float(yg_ae.max())\n", "if hmax>0 and cmax<0.05*hmax:\n", " ax3.set_yscale('log'); ax3.set_ylim(bottom=max(cmax*0.1,1e-8))\n", " ax3.text(0.02,0.95,\"log scale (pdf tiny on linear axis)\", transform=ax3.transAxes,\n", " ha='left',va='top',fontsize=8,color='0.35')\n", "ax3.set(xlim=(0,XMAX),xlabel=\"x\",ylabel=\"density\",title=\"AE ~ Beta-Prime (under fitted classifier)\")\n", "ax3.grid(alpha=0.25,which='both'); ax3.legend(frameon=False)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "62638771", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ORIGINAL] fit ok=True, x50=1.790, slope@50=1.800\n" ] }, { "data": { "image/png": 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EE0/4/vrXv/oyMjJq/J1QWlpa47o3btwY9lz22GOPem8zAKQCQlUAQMzuuuuusH9wjxo1yoV1Mn/+fF/btm2DbtcH+q+//rpejxvvB6Jop0gfhGIVLVDq0qVLrY+r/da/f/9al1N4mohQVadBgwZFDB7mzp3rPlAHLqsPQ999951/GYVhoevTB8C6+sc//hFxG/fee2/fQw895Js8ebKvoqKiSYWqv/zyS8RlP//887Bly8rKIgaVN998s68xQ1WdxowZE3V9kYLiRISq0UKLwFB10aJFvt69e8f9fK6++uqw5/HFF1/EvZ7QsFAhkt4j8a6nLmGegu4OHToErScnJ8e3evXqiMuPHDky7HH1pVa8QU8i9lNDh6qN+Tp4Hn744bD13XvvvTXeJ1LIp9cgMzOz1m0dOHBgxO1VEDV69Oi4nrfCyC+//DLiNkY6JqK9NwNDVb0GxxxzTFzbESlUvf322+N+Hb0vHWPZ3927d49pnaeffnqt+6W2U0OGqol+3WMVafsifRkW6VTblw6iQDv0d5zCYwBId/RUBQDETEMc1QfznXfe8V+noZiayEFD+jQ8M3RYoK7fddddLV2tXLnSDfnUZA0adq99EzoE8W9/+5v7qSG9Bx10kBserWH6ocOrNbxcQ6h1eyS6XjNxa7i2Thqmp+Ga06ZNCxtir/6fGsZ5+eWXB12vYYWPPvpo0HC9qqoqO/XUU91rqSHAoW0LRo4caXfddVcd95C54cX//Oc/w67XEEpvGKWeix5Hw9zVOkH3ycnJsWTRtowaNSpsqLFeIw1hDfTuu+8GTdIhmngrUT0a9Zr17dvXvf563TVsU8edhtFrKGygF1980S644IKwocwajqvhyJGonYTaULRo0cIWLVpk3377bVgP3Jp4Q741XNh7r+uY9IbR6nuRo48+2g1rD6V9rMdet26dffDBB2G/P2644QbXJkCTh0Ubui0arqrXRftI7Q2WLl3qtqGgoCDiNus56j0SSMfbHnvs4Yb76vXTjN+aOE0nvUfqSse2joV//etf/uvUcuM///mPnXPOOUHLTp06Ney9vM0229RpJu1E7KdY6HfSueee639MtYsJpDYQobOl6zVt7NfBo5nJQ2n4eLy8417PTW1ZdJyrF3Tovpw9e7b94x//sHvuuSfo+j//+c+uV3MovdZ6T+r1+fLLL4PWp6H1apGgfdGhQ4eYt1Gvt4aYq62ChpxPmTLFv4z+fv/3v/+NeH9ti9ra6G+XWr989913EYfYf/jhh64NSSgN+dfvdD2uju2JEycG3a6/UbvssotrRVIbr2WA2t0ceOCB7ljQ36rQ1jnqba2Jkjp37uwu698lOoY0AaL+/RJILVSOPPJIa0yN8brHymvno9YOenztJ/3bJPQ11r8L1B+8pjZO+j2uljWBv+N0Wa8vAKS1ZKe6AIDUsnLlSl+vXr3CKh01NC+0ukHDDqMNl45HvFUmjVmp2rlzZ9/s2bP9y7355psRl1NF07vvvutfTlW9quQIXe6NN94Ie2xVqKjNQE37cvz48WHr2m677aIuf/bZZ4ctf+yxx/ratGkTdJ2GWs6YMcNXX5GGoNZ0UgWwKp8qKyuTUqkqql6LVOEVOsRe1X2hyx100EH13GM+3+uvv+6Ok2hUYaZKr9DH/tvf/hZWSdujR4+w5dq3b+97++23w9aroZ4aFvqf//wnpn2uk16r0OOzsLDQPyQ4lkrYgoIC3+DBg8OWGz58eI3Hkipg169fH3EfzZkzx/fggw+6oc21DcmPNqRZz0P7SRVwda28UjV26OPtuuuuYctdfvnlYcvdf//9YcvFUj2XiP0US6VqvNuVzNdBVCEf+pi//fZbjfeJVDmp0x/+8Ieg3wdFRUW+/fffP2w5/R4NbO+i3+ehQ67VRuD9998Pelw9zyOOOKLWli01VWQed9xxYZWy3ntTLTny8vLC7qNjJXD0gkfHj0ZehL6mGrESaXSDfveEvt6hz1ttVUJHKkTb37vssotv3bp1/uU0CiZSewv97qzPcdxQlaoN8brHKtL26fTPf/4z7HdB6L/xdNptt91qXP+VV14Zdp9nnnmmztsLAKmCSlUAQFxU/aHJE1SZ41UN6efTTz8dVqGiqr7QSR/qwquCqq/QaqlEuPLKK91EKh5VoqqqJ7Si6rDDDnMTIHlUeaiqPk2UETqpTKjdd9/d/SwvL3eVXdOnT3cVZpq4RtfJpuw5mCYv0oQRmpgklKqmvv76a1c95Ik0eY4qiTQBS32pKk+Tn3zyyScxLa9KzEsvvdRVzaj6VxOdNLYTTzzRLrnkkqCJvFTBqUm8NNuxqMLy7bffTugEVR5N1iVr1651E2GpSkmVRHrdvclLIlV/hlbi6RiLVImoiYFUYR1KFauRJnWJRhPSaD+FUnVatONK1ZeaHCn0d8Ytt9wSVjmmY1TPXRMYSbt27YJu13tA+0UT1oTq379/WDVopHVItGpNPQ/tp0j7KlaaAEzVmYEVanpNVSmmSmTvPaxK40CauCaWKr5IErGfGlpjvw4SOkJAoo0OqIl+z2viLFUiezQJmEYCaH8G/k7We1ZV+V6ln34fhv7O1v5XBWbo66/3xOuvvx50vY6TSNX/oVTtq7/NgdsY+N588803wyo99Tdbj6fKw1A6djRiJZAqjUMr+jUJmiqzQ//26Hfqfffd5ypePaqc1d81VSfXRvcNPGb0N1TvK72XAtVlQsXG0Five6w0ukD/hgmkY/emm25yFb6BtI/1tyhapWyk99Dy5csTtq0A0FQRqgIA4qZZpDWcUcMGI9GQTQ3B0werRLj//vutqdIMuYEU/mmItkLBQIGBqkczKoeKNKuygjvNhqwQLJZZ0T0KdvUhSMMlQ+lDtj7g7bjjjhGHc4paAoR+sKorfRDT0NiXXnrJfTDWB7RIQXAo3UctEa6++mpLxhcICnBCP9jqywIvVNXzCZ3hW7Nd1zRMMlYKEtW+QaFtPMOeV61aFXQ5NHDwvmDQcNJEOOuss2q8/fvvvw+7TgF7tCBZoW7oPlUI44WqCiAChysrJNMXGwr/tYxCAZ3XcFa1cdDvo1AakqwALPDY/8tf/uJ+pykA1ToGDRrk7q+Z3CMFkfE688wzw4b96gsq/S6VL774Iqydg/ZTtJnaa5OI/dTQkvE6aCh1KC9kjIeGTGv7IgWZ2l59qRXop59+8v9eUIgY6s4773SnWOjLN4XPkf6GBFLbidBAtbbfDQoqIwWq0UR6LgrT4mnfotnnawtVhw4dGnG7NIQ/lr+jTUFjve6x0u/bSO/7Qw89NOw6/b1WeK42EpFEeg+FBvYAkI4a/19PAIC0oJArWq8sVaCpkrU50AfoUKoyCdWnT5+w6xQehVJf1kDqT6hKVVVExROoeqIFpt6H1DvuuCPibVtssYWrUk0kVUCpL5s+QOtDtwKfiy++2H2YjrQvPAqTQ0Wqvq1NtBC3pnVFqjh97733/KG5vjwIpedYU5ARC314VV9U9QyMt49k6GseqTJPvfsSRX1RaxKpWinS+8E7RnTshQp8DnpN9t5777D3jSq4X3vtNRdQKOjVdumLHVXRhva8VVCpHrOhlfTaVgX5//73v939FEzqSxKF64HVdXUxZswY1385NFSNdD4wiK2rROynhpaM1yHS75q6hHDRjmGJdAwHftmRiAo+r8dofd6bifjd0FjPxavoDhXpd23o39GmorH2VX2PYX0JGvq7KtIXdrW9hyL9WwgA0g2VqgCAOlG1hCrpItEQb1Wa1RSUxeO8885LyHo0gc9WW21liRTpA12klgd1DdluvvlmN5FMXdVWDepNFBXp9dWEOQ01yZiqZzV5kU5eEPjqq6+6kDX0g74mW1G1bmDFXrTqvZpC5Gi31TTxhyqRta2BlcdqB6CJO1TNo4C4IYb+q+VFPJNFBYqlAjiR6lJJWdP7obb3iirgNDHOY4895ibgUruDaCGKQgCFh6r21SQ5gZWOf/rTn1xFoUI9BeXRgjW1WtBkZJpISyF3aHV6rBRSKHAP/JJAk+do+1WVGTpZkKpJQydFi0ei9lNDa+zXQQHyjBkzgq5TWwSFto0lEW1xYgmC61rl3BSfizfxVKQ2DKmisfZVMug9FGliPABId4SqAIC4qXJOvdGiVTVpxlf1wwyc7bo+ElUxqaG0iQ5VG9orr7wSdp2G7KvfmoafKhDUBzWF2PEGt6oC0/D1aAGGXmO9lo3xwVxDgE8++WQXBKlHZ6RhhIHboYBKwU/oTOPqzxdNtNtqGkqp7VFPy9CZu9UCQKFnaICp4dQaplwfCrQjDRPV/lHorD54XhWRes4efPDBNa4vUhsOVSs2VlCgxw/d996s5KG0PxctWlTrh3NVF2sWbZ0UMmg2c82yrl6K6sGqcE59LD36Aujhhx92v5cC6bVSGwz9TlPAqf6QGmI7a9YsVyk5Z86coPeE7l/XMM+rPA2tvFa1s1qqqFVHoD/+8Y9WX4naTw2tMV8HvX9Cv0xSBWG8fxtCWzUEinQMB4aCOp5D34P777+/v8VFLCINe6/LezNUvF/iRQrO1F4knhYo9f2dmSoa63Wv7zGs30WRRsZEC7ajVeEG9psHgHRFqAoAiJv6e3755Zc1LqO+mfqwoAmakNgPPQ8++KDrg1hbb7yaKFAJnSgolIIvBTuRgt14KBRRWKJJvGoTrbIl0iQYaj+hqrVAChlvu+22iOvQbaEUgtZWoabK09BQVdV8kV6bRPSgjbReBciacCa0/10sr3ukNh2a4EpDwEMnhWoICkxCQ1VN9hUpuFPYFalCt6bQRb381JtTJ48qNEMnf6lpX6naTcOeA4c+64uKrbfeOmjSGwUi2r5IEyzFQs9j+PDhQRPEqeo5dP8ozE9UP+NE7qfaRKoajKd9RWO8DurLqerdQD/++KN/QsBY6QunwInGAt+/Cq9DbbfddkHHQWiwq6HYsfYPjzYBYbz0u0FVzKGvv/q/Bm5vTSK9NxXg6/ewvixrrOfS0MdmIjSV192jim+9TqF/VzQ5ZKSAvqZ2EnoPhe7v2tpPAEA6oKcqACAuGtqvmWFDK/00dDv0H+aaQTzS7OSIXaRZ70NnWlYV19lnnx3zOjUMXsOQQyeRUAWdhiEH0uuqELc+FCCpmlJDfNXDNVqVokKSSDMb636R9kOkyY7UsiBSqKrgSkObY1lHpJnqdaqtMkfHvyaGqa9Iz1XVhKreC6RAOVqAHEhVkJGqcRWYq1Ix0gd3zTIdOhy9rrxJvQLpS5nQIEFtH84///ywZXVMBlZyqcJakzvpfRCt1UGk3zuBk18tWbLEVUQr3I3Wq1jHY6TbQifRildon1QdRwo3AunLqPoOnU3EfopXpLYBNVU+JuN12GeffcKuq0ufVgVyf/3rX4MmvtLvVLUzCG2z0KpVq6DHjfSeULipLyP1/otEx4m+WFEIrrYwiZqoKDT41LGiL1v0xVEoPb+HHnrIPv/8c/91em/qd3QgjSDQOqL1ENVr9/HHH7s2Jxp50RgiHZuqhC4vL7fG0lRed4+q1jXqJZC+4Pn73/8etqxaAUVrlaO/T4FfFMno0aNjCtUBINVRqQoAiJn6SmoIcugHxieeeMKFZldccUVQ4Kr2ABpC/umnn9ar71lj94hsSvSBUx8+A2kor4bKqkJKw0y1f+P5YKggIHQIooKNM844wz2eToGBhYacq4or9INzvFS9pepEnXr37u2CSvUr1bGxdOlSV8ETabZgHXORnHrqqXbjjTeGhbSXX365PfXUU64qSEGnZuFWP8lQaiegPruxULXqRRddVOMyBxxwgBv2Wl+aQEwhTOCwbL3nVJ2sal9V5+n1+/7772MOafW+1JccoUM8DznkEFc5qeo99UDW66DWA+qPpx6XiaBwRR+wQ2e+V4CqQEEVcQrOFBJHqlIN/RJH26jXXSe9hqpqVLWXKjF13Cp8jhSSqSo5sC+u3kM6qfJLt2n4t0IDXVaQEalqVhXTOmbrQ8G7jtGaQkFNIFVfidhP8Ro0aFDYrPd6rtqX3bt393/xdvvtt7tJbJLxOigE1CmwJ3hdq3P1RY22VxMz6u+UqvK13yO9noFVtTrm9TtXX/Z4dH/9btbrpfeLhuYraNPfXfWAVVWs97cwUb2uFdzr9/F1110XVm2rbdBJx41+R+s6/W5QYKoq90C33nqr+10SSO9nTdilymj91Out3tgK8vT7ywuj+/bta41Bx2YoHV+qptTfCm9SJYXfXq/vRGsqr3ugq666yl5++WX390X/ZtOIjsC/PZ6aWoLob1Fo1a8CewBoFnwAAMSgurrad/DBB+tf9kGnc889179MeXm5b4cddghb5uqrr/alunnz5oU9r2h/Rvv27Ru23Keffhq23NixY8OWu/baa4OWeffddyM+bujp0EMPjXi9tjvQiy++GLZM7969fWvXrvUvc/fdd4ctM2TIEF9RUVGd9l2k9cV62m677XylpaVR1/3jjz/6WrVqFfd6s7Ozfe+9917Mz2HFihW+nJycGtepfZsol112WZ1fdx1/kVx44YVx7SO9bnV9D4RatGiRO87ifZ0i/e7QeyTe9bRs2dI3Y8aMWp9LbafQ92ddnXDCCVEfQ69fVVVVjfeP5XdMIvaTPPnkk2HL7bXXXhG369lnn43pcbzfN8l6HW688cawdX733XdRl4+0L/U7MTc3t9ZtHThwoG/Dhg1h61y/fr1v++23T9jzj/XvTigda0cffXRcj//aa6+Freemm26q03OJ9Psq0v7W38tIYvk76v0bRq9FbdtzwQUX1Gm/6j0RupzeOw39uscq0vZts802MT3u8ccfX+O6zz777KDls7KyfIsXL67ztgJAKmH4PwAgJhq2HTpUWFVFqjgK7AP4/PPPhw35UgVGtFnmUTNV/6hSr6YJR1QhqeHatYnUJkDr1dDCwEmgVL2pdQbS5DHnnXdenZ6DJquoaTKoaDTRiXo+qoKypsofDVNVpWWsVFmm4eex9Hj1qCqupolxtP/imZilNmqDUFM/Yr1uqgz/29/+FvM6VXmqqvLGnOXco8pkVQvHOrmQqvq0rddff33YbaFtRmqjqke1MgiswIx3Fm4tf84557jh9IkQ2gIgkCrG432OkSRiP8VLVXh77713zMsn63VQ64vQif00YVg8dtppJzfRnyp/o1EvWI008CaWCx2OrmH0ej7xjOTwqvwTRceJnoeGgddnuPaVV17pKh4jTX4VjX63q8q3MejY0eSZ+ndKMjWV113UV13vpZp+Vxx11FHu3wjRaJSMXvdA+tuViFEbAJASkp3qAgCaPlXwhFbp6fIPP/wQcflHHnkkrNKhZ8+evpUrV/pSVbIqVT1ffvmlqybq3r272/ddu3b17bvvvq4SRhU4UlOlallZWcQq4r/97W8RH2/JkiW+Tp06hS3/wgsv1Gn/aRt/+ukn3/333++e96677uoqF1u3bu2qWvLz8309evTw7bnnnr5LLrkk6rFVE+3j888/37fTTjv5unXr5mvRooWrJOvSpYtv1KhRvj/96U++t956q9YqwGhUnRWtkkeVOommffbMM8/49t57b1/79u3dc9liiy18xx13nP940s9YKr8CFRcX+5544gnfmDFjfIMGDXLrVuVu586dfcOGDXNVlI8++qhv+fLlCatUDTRx4kRXNbvjjju610bHs44DbfcRRxzhe+CBB1w1VzSVlZW+b7/91nfrrbe6Cqptt93Wbbv2j46lNm3a+Lbaaivf4Ycf7tZVWFgYcT0LFixw++Gcc87x7b777r4+ffq4qufMzExXsanjcY899vBdfvnlvsmTJ/sS/dr2798/bF/qsVXVW5tYfsckaj/FU6nq/a5RlbP2aYcOHdxjhd4/sDI+Wa/Dn//856Bt0r7RaItIaqqcXLhwofs9OnjwYPd7rG3btu7Yvuuuu2qssg+kdfzzn//0HXTQQe49ruev/dauXTu3XlWk6/ZvvvnG//s+UZWqgfS63Hfffb6jjjrKt+WWW7rnovenfp+qqvG0007zPffcc1GPFdFz1jInn3yyb+utt/YfA9o3vXr1cr/jzzvvPN9///vfqOtpiEpVz88//+w79dRT3ftPx1djV6om+nWPVU3bp98Ter303tPvB70XNDJJr1FtXn311biqvgEg3WTof8kOdgEAAACgsWiSLFWtB/Zx1uRekfrZjhs3Lqzv6NixY13vZiAVqII8cIIxUU9r9QuvD/V5Va/dwF6qr7/+er3WCQCphOH/AAAAAJoVDU/WJHyB1GpFk2cBqJ3a8wQGqpoUUW0kAKA5IVQFAAAA0Oz8/e9/t/79+/svz58/v8b+kQA2C63e1pcU9enJDACpKDvZGwAAAAAAjS0vL89N4Acgfl999VWyNwEAko5KVQAAAAAAAACIA6EqAAAAAAAAAMQhw+fz+eK5AwAAAAAAAAA0Z1SqAgAAAAAAAEAcCFUBAAAAAAAAIA6EqgAAAAAAAAAQB0JVAAAAAAAAAIgDoSoAAAAAAAAAxIFQFQAAAAAAAADiQKgKAAAAAAAAAHEgVAUAAAAAAACAOBCqAgAAAAAAAEAcCFUBAAAAAAAAIA6EqgAAAAAAAAAQB0JVAAAAAAAAAIgDoSoAAAAAAAAAxIFQFQAAAAAAAAAsdv8HOm+ly4/qar0AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# bayes_original_show_x50_and_slope.py\n", "import numpy as np, matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import betaln, gammaln\n", "from scipy.optimize import brentq\n", "import scipy.io as io\n", "\n", "# --- plotting prefs (plain text; no LaTeX needed) ---\n", "plt.rcParams[\"legend.fontsize\"] = 12\n", "plt.rcParams[\"legend.frameon\"] = False\n", "plt.rcParams[\"text.usetex\"] = False\n", "\n", "# ----- Data (ORIGINAL) -----\n", "X3 = io.loadmat(\"../data/suv_percentilesSLOthenUWM.mat\")[\"lung_SUVperc_COMBINED\"][0:58, :, :]\n", "y = io.loadmat(\"../data/flags_combined.mat\")[\"flags\"][0:58, 3].astype(int).ravel()\n", "X = np.nanmax(X3[:, :, 94], axis=1).astype(float).ravel()\n", "X = np.clip(X, 1e-12, None)\n", "\n", "# ----- Toggles / seeds -----\n", "USE_PRIOR_P = True\n", "prior_r = (1.05, 1.05) # Beta prior on r = theta/theta_max; set to None to disable\n", "XMAX = 5.0\n", "B_NONPAR = 0 # set >0 if you want bootstrap bands too\n", "B_PARAM = 0\n", "SEED = 123\n", "\n", "# ----- Priors from data -----\n", "TAU = 25.0\n", "p_emp = float(y.mean())\n", "alpha = max(TAU*p_emp, 1e-6)\n", "beta = max(TAU*(1-p_emp), 1e-6)\n", "\n", "# ----- Helpers -----\n", "def logistic(z): return 1.0/(1.0+np.exp(-np.clip(z, -60, 60)))\n", "def sigmoid(t): return 1.0/(1.0+np.exp(-t))\n", "def softplus(t):\n", " t = np.asarray(t, float)\n", " return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0.0)\n", "\n", "def dE_full(x,a,b,s,k,th):\n", " x = np.asarray(x, float); eps=1e-12\n", " s_ = np.clip(s, eps, None); th_ = np.clip(th, eps, None)\n", " return ((a-k)*np.log(np.clip(x,eps,None)) - (a+b)*np.log1p(x/s_) + x/th_\n", " - a*np.log(s_) - betaln(a,b) + k*np.log(th_) + gammaln(k))\n", "\n", "def theta_max(a,b,k,s,eps=1e-12):\n", " A = a-k\n", " if A <= 0: return np.inf\n", " r = np.sqrt(a+b) - np.sqrt(max(A,eps))\n", " return np.inf if r <= 1e-12 else s/(r*r)\n", "\n", "# φ=[p_raw,b_raw,s_raw,k_raw,d_raw,u_raw]; a=k+softplus(d_raw); th=sigmoid(u)*thcap\n", "def unpack(phi):\n", " p_raw,b_raw,s_raw,k_raw,d_raw,u_raw = phi\n", " p = sigmoid(p_raw)\n", " b = softplus(b_raw) + 1e-6\n", " s = softplus(s_raw) + 1e-6\n", " k = softplus(k_raw) + 1e-6\n", " a = k + softplus(d_raw) + 1e-6\n", " thcap = theta_max(a,b,k,s)\n", " th = thcap * sigmoid(u_raw)\n", " return p,a,b,s,k,th,thcap\n", "\n", "def neg_post(phi, X, y):\n", " p,a,b,s,k,th,thcap = unpack(phi); eps=1e-12\n", " L = (np.log(np.clip(p,eps,1)) - np.log(np.clip(1-p,eps,1))) + dE_full(X,a,b,s,k,th)\n", " px = logistic(L)\n", " total = -np.sum(y*np.log(np.clip(px,eps,1)) + (1-y)*np.log(np.clip(1-px,eps,1)))\n", " if USE_PRIOR_P:\n", " total += -((alpha-1)*np.log(np.clip(p,eps,1)) + (beta-1)*np.log(np.clip(1-p,eps,1)))\n", " if prior_r is not None and np.isfinite(thcap) and thcap>0:\n", " r = np.clip(th/thcap, 1e-9, 1-1e-9)\n", " total += -((prior_r[0]-1)*np.log(r) + (prior_r[1]-1)*np.log(1-r))\n", " return total\n", "\n", "def init_phi(X,y):\n", " X0=X[y==0]; m0=X0.mean() if X0.size else X.mean(); v0=X0.var() if X0.size else X.var()\n", " k0=2.0 if v0<=0 else max((m0*m0)/(v0+1e-9), 1.5)\n", " X1=X[y==1]; m1=np.median(X1) if X1.size else np.median(X)\n", " p0=np.clip(float(y.mean()),1e-3,1-1e-3); b0,s0=1.5, max(m1,0.5)\n", " return np.array([np.log(p0/(1-p0)),\n", " np.log(np.expm1(b0)+1e-9),\n", " np.log(np.expm1(s0)+1e-9),\n", " np.log(np.expm1(k0)+1e-9),\n", " np.log(np.expm1(1.0)+1e-9),\n", " -0.2], float)\n", "\n", "def fit_once(X,y, rng=np.random.default_rng(0)):\n", " obj = lambda w: neg_post(w,X,y)\n", " w0 = init_phi(X,y)\n", " res = optimize.minimize(obj, w0, method=\"L-BFGS-B\",\n", " options={\"maxiter\":6000,\"ftol\":1e-9})\n", " if not (res.success and np.isfinite(res.fun)):\n", " w = w0 + rng.normal(0,0.2,6)\n", " res = optimize.minimize(obj, w, method=\"L-BFGS-B\",\n", " options={\"maxiter\":6000,\"ftol\":1e-9})\n", " return unpack(res.x), res\n", "\n", "def P_with(theta, x):\n", " p,a,b,s,k,th,_ = theta\n", " return logistic((np.log(p)-np.log(1-p)) + dE_full(x,a,b,s,k,th))\n", "\n", "# ---- Derived metrics ----\n", "def x_at_p(theta, p_target=0.5, lo=1e-6, hi=10.0):\n", " f = lambda x: P_with(theta, x) - p_target\n", " try:\n", " if f(lo)*f(hi) > 0: return np.nan\n", " return float(brentq(f, lo, hi))\n", " except Exception:\n", " return np.nan\n", "\n", "def slope_at_x(theta, x0):\n", " if not np.isfinite(x0): return np.nan\n", " h = 1e-3*(1+abs(x0))\n", " return float((P_with(theta, x0+h)-P_with(theta, x0-h))/(2*h))\n", "\n", "# ---- Fit & curve ----\n", "theta_hat, res = fit_once(X,y)\n", "xc = np.linspace(0, XMAX, 600)\n", "pmap = P_with(theta_hat, xc)\n", "x50 = x_at_p(theta_hat, 0.5)\n", "s50 = slope_at_x(theta_hat, x50)\n", "\n", "print(f\"[ORIGINAL] fit ok={res.success}, x50={x50:.3f}, slope@50={s50:.3f}\")\n", "\n", "# ---- Plot with x50 & tangent ----\n", "fig, ax = plt.subplots(figsize=(9.2,5.2), dpi=150)\n", "rng_plot = np.random.default_rng(999)\n", "jit = (rng_plot.random(len(y))-0.5)*0.06\n", "ax.scatter(X[y==0], (y+jit)[y==0], s=18, alpha=0.55, color=\"#2ca02c\", label=\"NC\")\n", "ax.scatter(X[y==1], (y+jit)[y==1], s=22, alpha=0.75, color=\"#ff7f0e\", label=\"AE\")\n", "ax.plot(xc, pmap, \"k\", lw=2.2, label=\"P(irAE | x)\")\n", "\n", "# reference at P=0.5\n", "ax.axhline(0.5, color=\"gray\", ls=\":\", lw=1)\n", "\n", "if np.isfinite(x50):\n", " col = \"#9467bd\" # purple\n", " ax.axvline(x50, color=col, ls=\"--\", lw=1.6, label=f\"x50 = {x50:.2f}\")\n", " ax.plot(x50, 0.5, \"o\", ms=6, color=col, zorder=6)\n", " # tangent around x50\n", " dx = 0.8\n", " xt = np.linspace(max(0, x50-dx), min(XMAX, x50+dx), 80)\n", " yt = np.clip(0.5 + s50*(xt-x50), 0, 1)\n", " ax.plot(xt, yt, color=col, lw=1.8, label=f\"Tangent @ x50 (slope={s50:.2f})\")\n", " ax.annotate(f\"x50={x50:.2f}\",\n", " xy=(x50,0.5), xytext=(x50+0.15, 0.62),\n", " fontsize=11, color=col,\n", " arrowprops=dict(arrowstyle=\"->\", color=col, lw=1))\n", "\n", "ax.set(xlim=(0, XMAX), ylim=(-0.05, 1.05))\n", "ax.set_xlabel(\"x = max SUV across visits (percentile p)\")\n", "ax.set_ylabel(\"P(AE | x)\")\n", "ax.set_title(\"Bayesian risk curve — ORIGINAL data (x50 & slope@50 shown)\")\n", "ax.grid(alpha=0.3); ax.legend(loc=\"lower right\")\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "a543876e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ORIGINAL] fit ok=True, x50=1.790, slope@50=1.800\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_19636\\3679074865.py:36: RuntimeWarning: overflow encountered in exp\n", " def sigmoid(t): return 1.0/(1.0 + np.exp(-t))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[Nonparam] used 399/400\n", "[Param-conditional] used 399/400\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# bayes_original_with_bands_x50.py\n", "import numpy as np, matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import betaln, gammaln\n", "from scipy.optimize import brentq\n", "import scipy.io as io\n", "\n", "# ---------- Plot prefs (plain text; no LaTeX) ----------\n", "plt.rcParams[\"legend.fontsize\"] = 12\n", "plt.rcParams[\"legend.frameon\"] = False\n", "plt.rcParams[\"text.usetex\"] = False\n", "\n", "\n", "# ---------- Load ORIGINAL data ----------\n", "X3 = io.loadmat(\"../data/suv_percentilesSLOthenUWM.mat\")[\"lung_SUVperc_COMBINED\"][0:58, :, :]\n", "y = io.loadmat(\"../data/flags_combined.mat\")[\"flags\"][0:58, 3].astype(int).ravel()\n", "X = np.nanmax(X3[:, :, 94], axis=1).astype(float).ravel()\n", "X = np.clip(X, 1e-12, None)\n", "\n", "# ---------- Settings ----------\n", "USE_PRIOR_P = True\n", "prior_r = (1.05, 1.05) # Beta prior on r = theta/theta_max; set to None to disable\n", "XMAX = 10\n", "B_NONPAR = 400 # nonparam pairs bootstrap reps\n", "B_PARAM = 400 # conditional param bootstrap reps\n", "SEED = 123\n", "\n", "# ---------- Priors from data ----------\n", "TAU = 25.0\n", "p_emp = float(y.mean())\n", "alpha = max(TAU*p_emp, 1e-6)\n", "beta = max(TAU*(1-p_emp), 1e-6)\n", "\n", "# ---------- Model helpers ----------\n", "def logistic(z): return 1.0/(1.0 + np.exp(-np.clip(z, -60, 60)))\n", "def sigmoid(t): return 1.0/(1.0 + np.exp(-t))\n", "def softplus(t):\n", " t = np.asarray(t, float)\n", " return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0.0)\n", "\n", "def dE_full(x, a, b, s, k, th):\n", " x = np.asarray(x, float); eps = 1e-12\n", " s_ = np.clip(s, eps, None); th_ = np.clip(th, eps, None)\n", " return ((a-k)*np.log(np.clip(x,eps,None)) - (a+b)*np.log1p(x/s_) + x/th_\n", " - a*np.log(s_) - betaln(a,b) + k*np.log(th_) + gammaln(k))\n", "\n", "def theta_max(a,b,k,s,eps=1e-12):\n", " A = a-k\n", " if A <= 0: return np.inf\n", " r = np.sqrt(a+b) - np.sqrt(max(A,eps))\n", " return np.inf if r <= 1e-12 else s/(r*r)\n", "\n", "# φ=[p_raw,b_raw,s_raw,k_raw,d_raw,u_raw]; a=k+softplus(d_raw); th=sigmoid(u)*thcap\n", "def unpack(phi):\n", " p_raw,b_raw,s_raw,k_raw,d_raw,u_raw = phi\n", " p = sigmoid(p_raw)\n", " b = softplus(b_raw) + 1e-6\n", " s = softplus(s_raw) + 1e-6\n", " k = softplus(k_raw) + 1e-6\n", " a = k + softplus(d_raw) + 1e-6\n", " thcap = theta_max(a,b,k,s)\n", " th = thcap * sigmoid(u_raw)\n", " return p,a,b,s,k,th,thcap\n", "\n", "def neg_post(phi, X, y):\n", " p,a,b,s,k,th,thcap = unpack(phi); eps=1e-12\n", " L = (np.log(np.clip(p,eps,1)) - np.log(np.clip(1-p,eps,1))) + dE_full(X,a,b,s,k,th)\n", " px = logistic(L)\n", " total = -np.sum(y*np.log(np.clip(px,eps,1)) + (1-y)*np.log(np.clip(1-px,eps,1)))\n", " if USE_PRIOR_P:\n", " total += -((alpha-1)*np.log(np.clip(p,eps,1)) + (beta-1)*np.log(np.clip(1-p,eps,1)))\n", " if prior_r is not None and np.isfinite(thcap) and thcap>0:\n", " r = np.clip(th/thcap, 1e-9, 1-1e-9)\n", " total += -((prior_r[0]-1)*np.log(r) + (prior_r[1]-1)*np.log(1-r))\n", " return total\n", "\n", "def init_phi(X,y):\n", " X0=X[y==0]; m0=X0.mean() if X0.size else X.mean(); v0=X0.var() if X0.size else X.var()\n", " k0=2.0 if v0<=0 else max((m0*m0)/(v0+1e-9), 1.5)\n", " X1=X[y==1]; m1=np.median(X1) if X1.size else np.median(X)\n", " p0=np.clip(float(y.mean()),1e-3,1-1e-3); b0,s0=1.5, max(m1,0.5)\n", " return np.array([np.log(p0/(1-p0)),\n", " np.log(np.expm1(b0)+1e-9),\n", " np.log(np.expm1(s0)+1e-9),\n", " np.log(np.expm1(k0)+1e-9),\n", " np.log(np.expm1(1.0)+1e-9),\n", " -0.2], float)\n", "\n", "def fit_once(X,y, rng=np.random.default_rng(0)):\n", " obj = lambda w: neg_post(w,X,y)\n", " w0 = init_phi(X,y)\n", " res = optimize.minimize(obj, w0, method=\"L-BFGS-B\",\n", " options={\"maxiter\":6000,\"ftol\":1e-9})\n", " if not (res.success and np.isfinite(res.fun)):\n", " w = w0 + rng.normal(0,0.2,6)\n", " res = optimize.minimize(obj, w, method=\"L-BFGS-B\",\n", " options={\"maxiter\":6000,\"ftol\":1e-9})\n", " return unpack(res.x), res\n", "\n", "def P_with(theta, x):\n", " p,a,b,s,k,th,_ = theta\n", " return logistic((np.log(p)-np.log(1-p)) + dE_full(x,a,b,s,k,th))\n", "\n", "# ---------- Derived metrics ----------\n", "def x_at_p(theta, p_target=0.5, lo=1e-6, hi=10.0):\n", " f = lambda x: P_with(theta, x) - p_target\n", " try:\n", " if f(lo)*f(hi) > 0: return np.nan\n", " return float(brentq(f, lo, hi))\n", " except Exception:\n", " return np.nan\n", "\n", "def slope_at_x(theta, x0):\n", " if not np.isfinite(x0): return np.nan\n", " h = 1e-3*(1+abs(x0))\n", " return float((P_with(theta, x0+h)-P_with(theta, x0-h))/(2*h))\n", "\n", "# ---------- Fit on ORIGINAL ----------\n", "theta_hat, res = fit_once(X,y)\n", "xc = np.linspace(0, XMAX, 600)\n", "pmap = P_with(theta_hat, xc)\n", "x50 = x_at_p(theta_hat, 0.5)\n", "s50 = slope_at_x(theta_hat, x50)\n", "print(f\"[ORIGINAL] fit ok={res.success}, x50={x50:.3f}, slope@50={s50:.3f}\")\n", "\n", "# ---------- Wald band (delta method) ----------\n", "def hess_fd(F, x):\n", " x = np.asarray(x,float); n = x.size\n", " H = np.zeros((n,n)); h = 1e-4*(1+np.abs(x))\n", " def grad_fd(G, z):\n", " g = np.zeros_like(z)\n", " for j in range(n):\n", " ej = np.zeros_like(z); ej[j]=1.0\n", " g[j] = (G(z + h[j]*ej) - G(z - h[j]*ej))/(2*h[j])\n", " return g\n", " for i in range(n):\n", " ei=np.zeros_like(x); ei[i]=1.0\n", " g_plus = grad_fd(F, x + h[i]*ei)\n", " g_minus = grad_fd(F, x - h[i]*ei)\n", " H[:,i] = (g_plus - g_minus)/(2*h[i])\n", " return 0.5*(H+H.T)\n", "\n", "phi_hat = res.x\n", "H = hess_fd(lambda w: neg_post(w, X, y), phi_hat)\n", "\n", "def jac_fd(Fvec, w):\n", " f0 = Fvec(w); m = f0.size; n = w.size\n", " J = np.zeros((m,n)); h = 1e-4*(1+np.abs(w))\n", " for j in range(n):\n", " ej = np.zeros_like(w); ej[j]=1.0\n", " J[:,j] = (Fvec(w + h[j]*ej) - Fvec(w - h[j]*ej))/(2*h[j])\n", " return J\n", "\n", "Jp = jac_fd(lambda w: P_with(unpack(w), xc), phi_hat)\n", "\n", "try:\n", " Sigma_phi = np.linalg.inv(H)\n", "except np.linalg.LinAlgError:\n", " Sigma_phi = np.linalg.pinv(H)\n", "\n", "var_p = np.einsum('ij,jk,ik->i', Jp, Sigma_phi, Jp)\n", "se_p = np.sqrt(np.maximum(var_p,0.0))\n", "p_wlo = np.clip(pmap - 1.96*se_p, 0, 1)\n", "p_whi = np.clip(pmap + 1.96*se_p, 0, 1)\n", "\n", "# ---------- Bootstraps ----------\n", "rng = np.random.default_rng(SEED)\n", "n = len(X)\n", "\n", "# Nonparametric pairs bootstrap\n", "curves_np = []; used_np = 0\n", "for _ in range(B_NONPAR):\n", " idx = rng.integers(0, n, n)\n", " Xb, yb = X[idx], y[idx]\n", " if yb.sum()==0 or yb.sum()==len(yb): # need both classes\n", " continue\n", " try:\n", " thb, rb = fit_once(Xb, yb, rng)\n", " if not rb.success or not np.isfinite(rb.fun): continue\n", " curves_np.append(P_with(thb, xc)); used_np += 1\n", " except Exception:\n", " continue\n", "curves_np = np.asarray(curves_np)\n", "if used_np:\n", " np_lo = np.percentile(curves_np, 2.5, axis=0)\n", " np_hi = np.percentile(curves_np, 97.5, axis=0)\n", "else:\n", " np_lo = np_hi = None\n", "print(f\"[Nonparam] used {used_np}/{B_NONPAR}\")\n", "\n", "# Conditional param bootstrap (simulate labels from fitted P)\n", "curves_pc = []; used_pc = 0\n", "px_obs = np.clip(P_with(theta_hat, X), 1e-9, 1-1e-9)\n", "for _ in range(B_PARAM):\n", " yb = rng.binomial(1, px_obs)\n", " if yb.sum()==0 or yb.sum()==len(yb): continue\n", " try:\n", " thb, rb = fit_once(X, yb, rng)\n", " if not rb.success or not np.isfinite(rb.fun): continue\n", " curves_pc.append(P_with(thb, xc)); used_pc += 1\n", " except Exception:\n", " continue\n", "curves_pc = np.asarray(curves_pc)\n", "if used_pc:\n", " pc_lo = np.percentile(curves_pc, 2.5, axis=0)\n", " pc_hi = np.percentile(curves_pc, 97.5, axis=0)\n", "else:\n", " pc_lo = pc_hi = None\n", "print(f\"[Param-conditional] used {used_pc}/{B_PARAM}\")\n", "\n", "# ---------- Plot with bands + x50 & tangent ----------\n", "fig, ax = plt.subplots(figsize=(9.4,5.4), dpi=150)\n", "\n", "# CI fills first (behind)\n", "ax.fill_between(xc, p_wlo, p_whi, color='#1f77b4', alpha=0.20, label='Wald 95%')\n", "if used_np: ax.fill_between(xc, np_lo, np_hi, color='#2ca02c', alpha=0.18, label='Nonparam 95%')\n", "if used_pc: ax.fill_between(xc, pc_lo, pc_hi, color='#ff7f0e', alpha=0.18, label='Conditional param 95%')\n", "\n", "# Mean curve and data\n", "ax.plot(xc, pmap, 'k', lw=2.2, label='P(irAE | x)')\n", "jit = (np.random.default_rng(999).random(len(y))-0.5)*0.06\n", "ax.scatter(X[y==0], (y+jit)[y==0], s=18, alpha=0.55, color=\"#2ca02c\", label='NC')\n", "ax.scatter(X[y==1], (y+jit)[y==1], s=22, alpha=0.75, color=\"#ff7f0e\", label='AE')\n", "\n", "# x50 and tangent\n", "ax.axhline(0.5, color='gray', ls=':', lw=1)\n", "if np.isfinite(x50):\n", " col = '#9467bd'\n", " ax.axvline(x50, color=col, ls='--', lw=1.6, label=f'x50 = {x50:.2f}')\n", " ax.plot(x50, 0.5, 'o', ms=6, color=col, zorder=6)\n", " dx = 0.8\n", " xt = np.linspace(max(0, x50-dx), min(XMAX, x50+dx), 80)\n", " yt = np.clip(0.5 + s50*(xt-x50), 0, 1)\n", " ax.plot(xt, yt, color=col, lw=1.8, label=f'Tangent @ x50 (slope={s50:.2f})')\n", "xc = np.linspace(0, XMAX, 600) # now 0..10\n", "ax.set(xlim=(0, XMAX), ylim=(-0.05, 1.05))\n", "ax.set_xticks(np.arange(0, XMAX + 0.001, 1)) # ticks every 1 (or use step=2 if you prefer)\n", "\n", "# cosmetics\n", "ax.set(xlim=(0, XMAX), ylim=(-0.05, 1.05))\n", "plt.title(\"Conditional probability of irAE\")\n", "ax.set_xlabel(\"x = max SUV across visits\")\n", "plt.ylabel(\"P(irAE | x)\")\n", "ax.grid(alpha=0.3); ax.legend(loc='lower right')\n", "plt.tight_layout(); plt.show()\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "6fa28573", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[TRIMMED] removed NC idx=53, x50=1.755, slope@50=3.268\n", "[Nonparam] used 400/400\n", "[Param-conditional] used 400/400\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Wald (delta) ===\n", "p : 0.0503347 [0.00831813, 0.250891]\n", "a : 1433.16 [1278.33, 1615.55]\n", "b : 407.581 [315.195, 527.045]\n", "s : 0.471293 [0.364187, 0.609898]\n", "k : 167.17 [121.377, 230.24]\n", "theta : 0.00877438 [0.00653707, 0.0117774]\n", "\n", "=== Nonparametric bootstrap (percentile) ===\n", "p : 0.0503347 [0.048505, 0.0674068]\n", "a : 1433.16 [4.72013, 3681.5]\n", "b : 407.581 [1e-06, 1923.09]\n", "s : 0.471293 [0.0981165, 660.695]\n", "k : 167.17 [0.0839729, 717.221]\n", "theta : 0.00877438 [0.00199451, 0.261466]\n", "x@50% : 1.75483 [1.60818, 2.9576]\n", "slope@50% : 3.26836 [0.218438, 71.2111]\n" ] }, { "ename": "NameError", "evalue": "name 'pc_params_lo' is not defined", "output_type": "error", "traceback": [ "\u001b[31m---------------------------------------------------------------------------\u001b[39m", "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[8]\u001b[39m\u001b[32m, line 245\u001b[39m\n\u001b[32m 242\u001b[39m print_table(\u001b[33m\"\u001b[39m\u001b[33mWald (delta)\u001b[39m\u001b[33m\"\u001b[39m, wald_param_lo, theta_vec, wald_param_hi)\n\u001b[32m 243\u001b[39m print_table(\u001b[33m\"\u001b[39m\u001b[33mNonparametric bootstrap (percentile)\u001b[39m\u001b[33m\"\u001b[39m, np_params_lo, theta_vec, np_params_hi,\n\u001b[32m 244\u001b[39m x50_ci=(np_x50_lo, np_x50_hi), s50_ci=(np_s50_lo, np_s50_hi))\n\u001b[32m--> \u001b[39m\u001b[32m245\u001b[39m print_table(\u001b[33m\"\u001b[39m\u001b[33mConditional parametric bootstrap (percentile)\u001b[39m\u001b[33m\"\u001b[39m, \u001b[43mpc_params_lo\u001b[49m, theta_vec, pc_params_hi,\n\u001b[32m 246\u001b[39m x50_ci=(pc_x50_lo, pc_x50_hi), s50_ci=(pc_s50_lo, pc_s50_hi))\n", "\u001b[31mNameError\u001b[39m: name 'pc_params_lo' is not defined" ] } ], "source": [ "# bayes_trimmed_with_bands_x50_FIXED.py\n", "import numpy as np, matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import betaln, gammaln\n", "from scipy.optimize import brentq\n", "import scipy.io as io\n", "\n", "plt.rcParams[\"legend.fontsize\"] = 12\n", "plt.rcParams[\"legend.frameon\"] = False\n", "plt.rcParams[\"text.usetex\"] = False\n", "\n", "# ---------- Load and TRIM ----------\n", "X3 = io.loadmat(\"../data/suv_percentilesSLOthenUWM.mat\")[\"lung_SUVperc_COMBINED\"][0:58, :, :]\n", "y = io.loadmat(\"../data/flags_combined.mat\")[\"flags\"][0:58, 3].astype(int).ravel()\n", "X = np.nanmax(X3[:, :, 94], axis=1).astype(float).ravel()\n", "X = np.clip(X, 1e-12, None)\n", "\n", "# Remove the NC with the largest SUV (high-leverage control)\n", "nc_idx = np.where(y==0)[0]\n", "i_remove = nc_idx[np.argmax(X[nc_idx])]\n", "keep = np.ones_like(y, dtype=bool); keep[i_remove] = False\n", "X, y = X[keep], y[keep]\n", "\n", "# ---------- Settings ----------\n", "USE_PRIOR_P = True\n", "prior_r = (1.05, 1.05)\n", "XMAX = 10 # <— target x-axis max\n", "B_NONPAR = 400\n", "B_PARAM = 400\n", "SEED = 123\n", "\n", "# Prepare a single evaluation grid tied to XMAX (use it everywhere)\n", "xc = np.linspace(0, XMAX, 600) # <— one definition only\n", "\n", "# ---------- Priors from data ----------\n", "TAU = 25.0\n", "p_emp = float(y.mean())\n", "alpha = max(TAU*p_emp, 1e-6)\n", "beta = max(TAU*(1-p_emp), 1e-6)\n", "\n", "# ---------- Model helpers ----------\n", "def logistic(z): return 1.0/(1.0 + np.exp(-np.clip(z, -60, 60)))\n", "def sigmoid(t): return 1.0/(1.0 + np.exp(-np.clip(t, -60, 60))) # <— stable\n", "def softplus(t):\n", " t = np.asarray(t, float)\n", " return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0.0)\n", "\n", "def dE_full(x, a, b, s, k, th):\n", " x = np.asarray(x, float); eps = 1e-12\n", " s_ = np.clip(s, eps, None); th_ = np.clip(th, eps, None)\n", " return ((a-k)*np.log(np.clip(x,eps,None)) - (a+b)*np.log1p(x/s_) + x/th_\n", " - a*np.log(s_) - betaln(a,b) + k*np.log(th_) + gammaln(k))\n", "\n", "def theta_max(a,b,k,s,eps=1e-12):\n", " A = a-k\n", " if A <= 0: return np.inf\n", " r = np.sqrt(a+b) - np.sqrt(max(A,eps))\n", " return np.inf if r <= 1e-12 else s/(r*r)\n", "\n", "def unpack(phi):\n", " p_raw,b_raw,s_raw,k_raw,d_raw,u_raw = phi\n", " p = sigmoid(p_raw)\n", " b = softplus(b_raw) + 1e-6\n", " s = softplus(s_raw) + 1e-6\n", " k = softplus(k_raw) + 1e-6\n", " a = k + softplus(d_raw) + 1e-6\n", " thcap = theta_max(a,b,k,s)\n", " th = thcap * sigmoid(u_raw)\n", " return p,a,b,s,k,th,thcap\n", "\n", "def neg_post(phi, X, y):\n", " p,a,b,s,k,th,thcap = unpack(phi); eps=1e-12\n", " L = (np.log(np.clip(p,eps,1)) - np.log(np.clip(1-p,eps,1))) + dE_full(X,a,b,s,k,th)\n", " px = logistic(L)\n", " total = -np.sum(y*np.log(np.clip(px,eps,1)) + (1-y)*np.log(np.clip(1-px,eps,1)))\n", " if USE_PRIOR_P:\n", " total += -((alpha-1)*np.log(np.clip(p,eps,1)) + (beta-1)*np.log(np.clip(1-p,eps,1)))\n", " if prior_r is not None and np.isfinite(thcap) and thcap>0:\n", " r = np.clip(th/thcap, 1e-9, 1-1e-9)\n", " total += -((prior_r[0]-1)*np.log(r) + (prior_r[1]-1)*np.log(1-r))\n", " return total\n", "\n", "def init_phi(X,y):\n", " X0=X[y==0]; m0=X0.mean() if X0.size else X.mean(); v0=X0.var() if X0.size else X.var()\n", " k0=2.0 if v0<=0 else max((m0*m0)/(v0+1e-9), 1.5)\n", " X1=X[y==1]; m1=np.median(X1) if X1.size else np.median(X)\n", " p0=np.clip(float(y.mean()),1e-3,1-1e-3); b0,s0=1.5, max(m1,0.5)\n", " return np.array([np.log(p0/(1-p0)),\n", " np.log(np.expm1(b0)+1e-9),\n", " np.log(np.expm1(s0)+1e-9),\n", " np.log(np.expm1(k0)+1e-9),\n", " np.log(np.expm1(1.0)+1e-9),\n", " -0.2], float)\n", "\n", "def fit_once(X,y, rng=np.random.default_rng(0)):\n", " obj = lambda w: neg_post(w,X,y)\n", " w0 = init_phi(X,y)\n", " res = optimize.minimize(obj, w0, method=\"L-BFGS-B\",\n", " options={\"maxiter\":6000,\"ftol\":1e-9})\n", " if not (res.success and np.isfinite(res.fun)):\n", " w = w0 + rng.normal(0,0.2,6)\n", " res = optimize.minimize(obj, w, method=\"L-BFGS-B\",\n", " options={\"maxiter\":6000,\"ftol\":1e-9})\n", " return unpack(res.x), res\n", "\n", "def P_with(theta, x):\n", " p,a,b,s,k,th,_ = theta\n", " return logistic((np.log(p)-np.log(1-p)) + dE_full(x,a,b,s,k,th))\n", "\n", "def x_at_p(theta, p_target=0.5, lo=1e-6, hi=10.0):\n", " f = lambda x: P_with(theta, x) - p_target\n", " try:\n", " if f(lo)*f(hi) > 0: return np.nan\n", " return float(brentq(f, lo, hi))\n", " except Exception:\n", " return np.nan\n", "\n", "def slope_at_x(theta, x0):\n", " if not np.isfinite(x0): return np.nan\n", " h = 1e-3*(1+abs(x0))\n", " return float((P_with(theta, x0+h)-P_with(theta, x0-h))/(2*h))\n", "\n", "# ---------- Fit on TRIMMED ----------\n", "theta_hat, res = fit_once(X,y)\n", "pmap = P_with(theta_hat, xc)\n", "x50 = x_at_p(theta_hat, 0.5)\n", "s50 = slope_at_x(theta_hat, x50)\n", "print(f\"[TRIMMED] removed NC idx={i_remove}, x50={x50:.3f}, slope@50={s50:.3f}\")\n", "\n", "# ---------- Wald band ----------\n", "def hess_fd(F, x):\n", " x = np.asarray(x,float); n = x.size\n", " H = np.zeros((n,n)); h = 1e-4*(1+np.abs(x))\n", " def grad_fd(G, z):\n", " g = np.zeros_like(z)\n", " for j in range(n):\n", " ej = np.zeros_like(z); ej[j]=1.0\n", " g[j] = (G(z + h[j]*ej) - G(z - h[j]*ej))/(2*h[j])\n", " return g\n", " for i in range(n):\n", " ei=np.zeros_like(x); ei[i]=1.0\n", " g_plus = grad_fd(F, x + h[i]*ei)\n", " g_minus = grad_fd(F, x - h[i]*ei)\n", " H[:,i] = (g_plus - g_minus)/(2*h[i])\n", " return 0.5*(H+H.T)\n", "\n", "phi_hat = res.x\n", "H = hess_fd(lambda w: neg_post(w, X, y), phi_hat)\n", "\n", "def jac_fd(Fvec, w):\n", " f0 = Fvec(w); m = f0.size; n = w.size\n", " J = np.zeros((m,n)); h = 1e-4*(1+np.abs(w))\n", " for j in range(n):\n", " ej = np.zeros_like(w); ej[j]=1.0\n", " J[:,j] = (Fvec(w + h[j]*ej) - Fvec(w - h[j]*ej))/(2*h[j])\n", " return J\n", "\n", "Jp = jac_fd(lambda w: P_with(unpack(w), xc), phi_hat)\n", "\n", "try:\n", " Sigma_phi = np.linalg.inv(H)\n", "except np.linalg.LinAlgError:\n", " Sigma_phi = np.linalg.pinv(H)\n", "\n", "var_p = np.einsum('ij,jk,ik->i', Jp, Sigma_phi, Jp)\n", "se_p = np.sqrt(np.maximum(var_p,0.0))\n", "p_wlo = np.clip(pmap - 1.96*se_p, 0, 1)\n", "p_whi = np.clip(pmap + 1.96*se_p, 0, 1)\n", "\n", "# ---------- Bootstraps ----------\n", "rng = np.random.default_rng(SEED)\n", "n = len(X)\n", "\n", "# Nonparametric pairs\n", "curves_np = []; used_np = 0\n", "for _ in range(B_NONPAR):\n", " idx = rng.integers(0, n, n)\n", " Xb, yb = X[idx], y[idx]\n", " if yb.sum()==0 or yb.sum()==len(yb): # need both classes\n", " continue\n", " try:\n", " thb, rb = fit_once(Xb, yb, rng)\n", " if not rb.success or not np.isfinite(rb.fun): continue\n", " curves_np.append(P_with(thb, xc)); used_np += 1\n", " except Exception:\n", " continue\n", "curves_np = np.asarray(curves_np)\n", "np_lo = np.percentile(curves_np, 2.5, axis=0) if used_np else None\n", "np_hi = np.percentile(curves_np, 97.5, axis=0) if used_np else None\n", "print(f\"[Nonparam] used {used_np}/{B_NONPAR}\")\n", "\n", "# Conditional parametric (labels from fitted P)\n", "curves_pc = []; used_pc = 0\n", "px_obs = np.clip(P_with(theta_hat, X), 1e-9, 1-1e-9)\n", "for _ in range(B_PARAM):\n", " yb = rng.binomial(1, px_obs)\n", " if yb.sum()==0 or yb.sum()==len(yb): continue\n", " try:\n", " thb, rb = fit_once(X, yb, rng)\n", " if not rb.success or not np.isfinite(rb.fun): continue\n", " curves_pc.append(P_with(thb, xc)); used_pc += 1\n", " except Exception:\n", " continue\n", "curves_pc = np.asarray(curves_pc)\n", "pc_lo = np.percentile(curves_pc, 2.5, axis=0) if used_pc else None\n", "pc_hi = np.percentile(curves_pc, 97.5, axis=0) if used_pc else None\n", "print(f\"[Param-conditional] used {used_pc}/{B_PARAM}\")\n", "\n", "# ---------- Plot ----------\n", "fig, ax = plt.subplots(figsize=(9.4,5.4), dpi=150)\n", "ax.fill_between(xc, p_wlo, p_whi, color='#1f77b4', alpha=0.20, label='Wald 95%')\n", "if used_np: ax.fill_between(xc, np_lo, np_hi, color='#2ca02c', alpha=0.18, label='Nonparam 95%')\n", "if used_pc: ax.fill_between(xc, pc_lo, pc_hi, color='#ff7f0e', alpha=0.18, label='Param 95%')\n", "\n", "ax.plot(xc, pmap, 'k', lw=2.2, label='P(irAE | x)')\n", "jit = (np.random.default_rng(999).random(len(y))-0.5)*0.06\n", "ax.scatter(X[y==0], (y+jit)[y==0], s=18, alpha=0.55, color=\"#2ca02c\", label='NC')\n", "ax.scatter(X[y==1], (y+jit)[y==1], s=22, alpha=0.75, color=\"#ff7f0e\", label='AE')\n", "\n", "# Show x50 and slope@50\n", "ax.axhline(0.5, color='gray', ls=':', lw=1)\n", "if np.isfinite(x50):\n", " col = '#9467bd'\n", " ax.axvline(x50, color=col, ls='--', lw=1.6, label=f'x50 = {x50:.2f}')\n", " ax.plot(x50, 0.5, 'o', ms=6, color=col, zorder=6)\n", " dx = 0.8\n", " xt = np.linspace(max(0, x50-dx), min(XMAX, x50+dx), 80) # <— uses XMAX\n", " yt = np.clip(0.5 + s50*(xt-x50), 0, 1)\n", " ax.plot(xt, yt, color=col, lw=1.8, label=f'Tangent @ x50 (slope={s50:.2f})')\n", "\n", "# Axes and labels\n", "ax.set(xlim=(0, XMAX), ylim=(-0.05, 1.05)) # <— single authoritative limit\n", "ax.set_xticks(np.arange(0, XMAX + 0.001, 1))\n", "plt.title(\"Conditional probability of irAE\")\n", "ax.set_xlabel(\"x = max SUV across visits\")\n", "plt.ylabel(\"P(irAE | x)\")\n", "ax.grid(alpha=0.3); ax.legend(loc='lower right')\n", "plt.tight_layout(); plt.show()\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "7624670a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Fit original] success:True fval=9.572801\n", "params: p=0.0503 a=1.43e+03 b=408 s=0.471 k=167 th=0.00877 r=0.998\n", "\n", "[Baseline metrics]\n", "Baseline: AIC=21.338 BIC=33.701 Brier=0.02758 AUC=0.9811\n", "\n", "--- Gaussian X-noise (sigma=0.25) --- used 58; success=True fval=13.194992\n", "Params baseline -> noisy:\n", " p : 0.0503 -> 0.0503\n", " a : 1433 -> 238.3\n", " b : 407.6 -> 89.82\n", " s : 0.4713 -> 0.655\n", " k : 167.2 -> 42.04\n", " theta : 0.008774 -> 0.0349\n", "Noisy: AIC=28.989 BIC=41.352 Brier=0.04333 AUC=0.9358\n", " x@50% : baseline 1.79 -> noisy 2.37\n", " slope@50% : baseline 1.8 -> noisy 0.7479\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_3056\\569923546.py:153: DeprecationWarning: `trapz` is deprecated. Use `trapezoid` instead, or one of the numerical integration functions in `scipy.integrate`.\n", " return float(np.trapz(tpr, fpr))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Lognormal X-noise (log-sd=0.20) --- used 58; success=True fval=13.238190\n", "Params baseline -> noisy:\n", " p : 0.0503 -> 0.0502\n", " a : 1433 -> 222.1\n", " b : 407.6 -> 63.29\n", " s : 0.4713 -> 0.492\n", " k : 167.2 -> 58.07\n", " theta : 0.008774 -> 0.02805\n", "Noisy: AIC=29.006 BIC=41.368 Brier=0.03847 AUC=0.9019\n", " x@50% : baseline 1.79 -> noisy 2.498\n", " slope@50% : baseline 1.8 -> noisy 1.467\n", "\n", "--- Heteroscedastic X-noise (sigma*[1+X]) --- used 58; success=True fval=15.246582\n", "Params baseline -> noisy:\n", " p : 0.0503 -> 0.0502\n", " a : 1433 -> 534.5\n", " b : 407.6 -> 372.8\n", " s : 0.4713 -> 0.9499\n", " k : 167.2 -> 173.2\n", " theta : 0.008774 -> 0.007669\n", "Noisy: AIC=32.740 BIC=45.102 Brier=0.04835 AUC=0.8566\n", " x@50% : baseline 1.79 -> noisy 2.318\n", " slope@50% : baseline 1.8 -> noisy 2.152\n", "\n", "--- Label flips (8%) --- used 58; success=True fval=54.886566\n", "Params baseline -> noisy:\n", " p : 0.0503 -> 0.1249\n", " a : 1433 -> 26.51\n", " b : 407.6 -> 1.587\n", " s : 0.4713 -> 1.166\n", " k : 167.2 -> 25.63\n", " theta : 0.008774 -> 0.02748\n", "Noisy: AIC=110.999 BIC=123.362 Brier=0.07054 AUC=0.8347\n", " x@50% : baseline 1.79 -> noisy 1.66\n", " slope@50% : baseline 1.8 -> noisy 6.743\n", "\n", "--- Outliers (7% at x*3.5) --- used 58; success=True fval=16.466956\n", "Params baseline -> noisy:\n", " p : 0.0503 -> 0.0508\n", " a : 1433 -> 559.5\n", " b : 407.6 -> 24.05\n", " s : 0.4713 -> 0.08606\n", " k : 167.2 -> 4.914\n", " theta : 0.008774 -> 0.2329\n", "Noisy: AIC=35.185 BIC=47.548 Brier=0.06689 AUC=0.8717\n", " x@50% : baseline 1.79 -> noisy 5.425\n", " slope@50% : baseline 1.8 -> noisy 0.1589\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ===================== ORIGINAL model + Noise Experiments =====================\n", "# Model: NC ~ Gamma(k, theta), AE ~ Beta-Prime(a, b, scale s); P(AE)=p\n", "# What this script does:\n", "# 1) Load ORIGINAL data, fit MAP via L-BFGS\n", "# 2) Add noise to X or y in several ways, refit, and compare to baseline\n", "# 3) Print deltas and show one plot overlaying MAP curves (baseline vs noisy)\n", "#\n", "# If you want the Wald/nonparam/param bands back, keep your old file for that.\n", "# This file is intentionally focused on noise stress-testing.\n", "\n", "import numpy as np, matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import betaln, gammaln\n", "from scipy.optimize import brentq\n", "import scipy.io as io\n", "\n", "# ---------- Config ----------\n", "DATA_SUV = \"../data/suv_percentilesSLOthenUWM.mat\"\n", "DATA_FLG = \"../data/flags_combined.mat\"\n", "MAT_KEY = \"lung_SUVperc_COMBINED\"\n", "FLAGCOL = 3\n", "ROW_MAX = 58\n", "X_PLANE = 94\n", "XMAX = 5.0\n", "GRID_N = 600\n", "SEED_FIT = 123\n", "USE_PRIOR_P = True\n", "TAU = 25.0\n", "#PRIOR_R = None\n", "PRIOR_R = (1.05, 1.05) # weak Beta prior on r = theta/theta_max\n", "\n", "# ---------- Data (ORIGINAL) ----------\n", "X3 = io.loadmat(DATA_SUV)[MAT_KEY][0:ROW_MAX, :, :]\n", "y = io.loadmat( DATA_FLG)[\"flags\"][0:ROW_MAX, FLAGCOL].astype(int).ravel()\n", "X = np.nanmax(X3[:, :, X_PLANE], axis=1).astype(float).ravel()\n", "X = np.clip(X, 1e-12, None)\n", "n = len(X)\n", "\n", "# ---------- Priors inferred from data ----------\n", "p_emp = float(y.mean())\n", "alpha = max(TAU*p_emp, 1e-6); beta = max(TAU*(1-p_emp), 1e-6)\n", "\n", "# ---------- Model helpers ----------\n", "def logistic(z): return 1/(1+np.exp(-np.clip(z,-60,60)))\n", "def sigmoid(t): return 1/(1+np.exp(-t))\n", "def softplus(t): return np.log1p(np.exp(-np.abs(t))) + np.maximum(t,0)\n", "\n", "def dE_full(x,a,b,s,k,th):\n", " x = np.asarray(x,float); eps=1e-12\n", " s_ = np.clip(s,eps,None); th_ = np.clip(th,eps,None)\n", " return ((a-k)*np.log(np.clip(x,eps,None)) - (a+b)*np.log1p(x/s_) + x/th_\n", " - a*np.log(s_) - betaln(a,b) + k*np.log(th_) + gammaln(k))\n", "\n", "def theta_max(a,b,k,s,eps=1e-12):\n", " A = a - k\n", " if A <= 0: return np.inf\n", " r = np.sqrt(a+b) - np.sqrt(max(A,eps))\n", " return np.inf if r <= 1e-12 else s/(r*r)\n", "\n", "# φ=[p_raw,b_raw,s_raw,k_raw,d_raw,u_raw]; a=k+softplus(d_raw); th=sigmoid(u)*thcap\n", "def unpack(phi):\n", " p_raw,b_raw,s_raw,k_raw,d_raw,u_raw = phi\n", " p = sigmoid(p_raw)\n", " b = softplus(b_raw) + 1e-6\n", " s = softplus(s_raw) + 1e-6\n", " k = softplus(k_raw) + 1e-6\n", " a = k + softplus(d_raw) + 1e-6\n", " thcap = theta_max(a,b,k,s)\n", " th = thcap * sigmoid(u_raw)\n", " return p,a,b,s,k,th,thcap\n", "\n", "def neg_post(phi, X, y):\n", " p,a,b,s,k,th,thcap = unpack(phi); eps=1e-12\n", " L = (np.log(np.clip(p,eps,1)) - np.log(np.clip(1-p,eps,1))) + dE_full(X,a,b,s,k,th)\n", " px = logistic(L)\n", " total = -np.sum(y*np.log(np.clip(px,eps,1)) + (1-y)*np.log(np.clip(1-px,eps,1)))\n", " if USE_PRIOR_P:\n", " total += -((alpha-1)*np.log(np.clip(p,eps,1)) + (beta-1)*np.log(np.clip(1-p,eps,1)))\n", " if PRIOR_R is not None and np.isfinite(thcap) and thcap > 0:\n", " r = np.clip(th/thcap, 1e-9, 1-1e-9)\n", " total += -((PRIOR_R[0]-1)*np.log(r) + (PRIOR_R[1]-1)*np.log(1-r))\n", " return total\n", "\n", "def init_phi(X,y):\n", " X0=X[y==0]; m0=X0.mean() if X0.size else X.mean(); v0=X0.var() if X0.size else X.var()\n", " k0=2.0 if v0<=0 else max((m0*m0)/(v0+1e-9),1.5)\n", " X1=X[y==1]; m1=np.median(X1) if X1.size else np.median(X)\n", " p0=np.clip(float(y.mean()),1e-3,1-1e-3); b0,s0=1.5, max(m1,0.5)\n", " return np.array([np.log(p0/(1-p0)),\n", " np.log(np.expm1(b0)+1e-9),\n", " np.log(np.expm1(s0)+1e-9),\n", " np.log(np.expm1(k0)+1e-9),\n", " np.log(np.expm1(1.0)+1e-9),\n", " -0.2], float)\n", "\n", "def fit_once(X,y, rng=np.random.default_rng(0)):\n", " obj=lambda w:neg_post(w,X,y)\n", " w0=init_phi(X,y)\n", " res=optimize.minimize(obj, w0, method=\"L-BFGS-B\", options={\"maxiter\":6000,\"ftol\":1e-9})\n", " if not (res.success and np.isfinite(res.fun)):\n", " res=optimize.minimize(obj, w0 + rng.normal(0,0.2,6), method=\"L-BFGS-B\",\n", " options={\"maxiter\":6000,\"ftol\":1e-9})\n", " return unpack(res.x), res\n", "\n", "def P_with(theta, x):\n", " p,a,b,s,k,th,_ = theta\n", " return logistic((np.log(p)-np.log(1-p)) + dE_full(x,a,b,s,k,th))\n", "\n", "def x_at_p(theta, p_target=0.5, lo=1e-6, hi=10.0):\n", " f = lambda x: P_with(theta, x) - p_target\n", " try:\n", " return float(brentq(f, lo, hi)) if f(lo)*f(hi) <= 0 else np.nan\n", " except Exception:\n", " return np.nan\n", "\n", "def slope_at_x(theta, x0):\n", " if not np.isfinite(x0): return np.nan\n", " h = 1e-3*(1+abs(x0))\n", " return float((P_with(theta, x0+h)-P_with(theta, x0-h))/(2*h))\n", "\n", "# ---------- Baseline fit ----------\n", "theta_hat, res = fit_once(X,y, np.random.default_rng(SEED_FIT))\n", "p,a,b,s,k,th,thcap = theta_hat\n", "print(f\"[Fit original] success:{res.success} fval={float(res.fun):.6f}\")\n", "print(f\"params: p={p:.4f} a={a:.3g} b={b:.3g} s={s:.3g} k={k:.3g} th={th:.3g} r={float(th/thcap):.3f}\")\n", "\n", "xc = np.linspace(0, XMAX, GRID_N)\n", "pmap = P_with(theta_hat, xc)\n", "x50 = x_at_p(theta_hat, 0.5)\n", "s50 = slope_at_x(theta_hat, x50)\n", "\n", "# ---------- Metrics (likelihood-only for AIC/BIC), Brier, AUC ----------\n", "def _nll_likelihood_only(theta, X, y, eps=1e-12):\n", " p,a,b,s,k,th,_ = theta\n", " L = (np.log(np.clip(p,eps,1)) - np.log(np.clip(1-p,eps,1))) + dE_full(X, a, b, s, k, th)\n", " px = logistic(L)\n", " return -np.sum(y*np.log(np.clip(px,eps,1)) + (1-y)*np.log(np.clip(1-px,eps,1)))\n", "\n", "def _brier(y, p):\n", " p = np.clip(p, 0, 1)\n", " return float(np.mean((p - y)**2))\n", "\n", "def _auc_trapz(y, p):\n", " y = y.astype(int)\n", " n_pos = int(y.sum()); n_neg = int((1-y).sum())\n", " if n_pos == 0 or n_neg == 0: return np.nan\n", " order = np.argsort(-p)\n", " y_ord = y[order]\n", " tp = np.cumsum(y_ord)\n", " fp = np.cumsum(1 - y_ord)\n", " tpr = tp / n_pos\n", " fpr = fp / n_neg\n", " return float(np.trapz(tpr, fpr))\n", "\n", "def _report_metrics(label, theta, Xs, ys):\n", " nll = _nll_likelihood_only(theta, Xs, ys)\n", " k_params = 6\n", " AIC = 2*k_params + 2*nll\n", " BIC = k_params*np.log(len(Xs)) + 2*nll\n", " ph = P_with(theta, Xs)\n", " brier = _brier(ys, ph)\n", " auc = _auc_trapz(ys, ph)\n", " print(f\"{label}: AIC={AIC:.3f} BIC={BIC:.3f} Brier={brier:.5f} AUC={auc:.4f}\")\n", " return AIC, BIC\n", "\n", "# Baseline metrics\n", "print(\"\\n[Baseline metrics]\")\n", "_report_metrics(\"Baseline\", theta_hat, X, y)\n", "\n", "# ===================== Noise experiments =====================\n", "from copy import deepcopy\n", "def add_noise(\n", " X, y, *,\n", " kind=\"gaussian\", # \"gaussian\", \"lognormal\", \"hetero\", \"label_flip\", \"outliers\"\n", " sigma=0.2, # scale for X-noise; log-sd for \"lognormal\"\n", " flip_prob=0.08, # for label_flip\n", " frac_outliers=0.07, # for outliers\n", " outlier_mult=3.5, # multiply X by this for outliers\n", " seed=777\n", "):\n", " rng = np.random.default_rng(seed)\n", " Xn = deepcopy(X).astype(float)\n", " yn = deepcopy(y).astype(int)\n", "\n", " if kind == \"gaussian\":\n", " Xn = np.clip(Xn + rng.normal(0, sigma, size=Xn.shape), 1e-12, None)\n", " elif kind == \"lognormal\":\n", " Xn = np.clip(Xn * np.exp(rng.normal(0, sigma, size=Xn.shape)), 1e-12, None)\n", " elif kind == \"hetero\":\n", " Xn = np.clip(Xn + rng.normal(0, sigma * (1 + Xn), size=Xn.shape), 1e-12, None)\n", " elif kind == \"label_flip\":\n", " flips = rng.binomial(1, flip_prob, size=yn.shape).astype(bool)\n", " yn[flips] = 1 - yn[flips]\n", " elif kind == \"outliers\":\n", " m = rng.binomial(1, frac_outliers, size=Xn.shape).astype(bool)\n", " Xn[m] = np.clip(Xn[m] * outlier_mult, 1e-12, None)\n", " else:\n", " raise ValueError(\"Unknown noise kind.\")\n", " return Xn, yn\n", "\n", "def refit_and_compare(Xn, yn, tag, seed=999):\n", " theta_n, res_n = fit_once(Xn, yn, np.random.default_rng(seed))\n", " p0,a0,b0,s0,k0,th0,_ = theta_hat\n", " p1,a1,b1,s1,k1,th1,_ = theta_n\n", " print(f\"\\n--- {tag} --- used {len(Xn)}; success={res_n.success} fval={float(res_n.fun):.6f}\")\n", " print(\"Params baseline -> noisy:\")\n", " print(f\" p : {p0:.4f} -> {p1:.4f}\")\n", " print(f\" a : {a0:.4g} -> {a1:.4g}\")\n", " print(f\" b : {b0:.4g} -> {b1:.4g}\")\n", " print(f\" s : {s0:.4g} -> {s1:.4g}\")\n", " print(f\" k : {k0:.4g} -> {k1:.4g}\")\n", " print(f\" theta : {th0:.4g} -> {th1:.4g}\")\n", " _report_metrics(\"Noisy\", theta_n, Xn, yn)\n", "\n", " # curve on grid\n", " xc_n = np.linspace(0, XMAX, GRID_N)\n", " pmap_n = P_with(theta_n, xc_n)\n", " # shape summaries\n", " x50_n = x_at_p(theta_n, 0.5)\n", " s50_n = slope_at_x(theta_n, x50_n)\n", " print(f\" x@50% : baseline {x50:.4g} -> noisy {x50_n:.4g}\")\n", " print(f\" slope@50% : baseline {s50:.4g} -> noisy {s50_n:.4g}\")\n", " return theta_n, xc_n, pmap_n\n", "\n", "# Define your experiments here\n", "experiments = [\n", " dict(kind=\"gaussian\", sigma=0.25, tag=\"Gaussian X-noise (sigma=0.25)\", seed=101),\n", " dict(kind=\"lognormal\", sigma=0.20, tag=\"Lognormal X-noise (log-sd=0.20)\", seed=202),\n", " dict(kind=\"hetero\", sigma=0.20, tag=\"Heteroscedastic X-noise (sigma*[1+X])\", seed=303),\n", " dict(kind=\"label_flip\", flip_prob=0.08, tag=\"Label flips (8%)\", seed=404),\n", " dict(kind=\"outliers\", frac_outliers=0.07, outlier_mult=3.5, tag=\"Outliers (7% at x*3.5)\", seed=505),\n", "]\n", "\n", "# Run experiments\n", "curves = []\n", "labels = []\n", "for cfg in experiments:\n", " Xn, yn = add_noise(X, y, **{k:v for k,v in cfg.items() if k not in (\"tag\",\"seed\")}, seed=cfg.get(\"seed\",777))\n", " _, xc_n, pmap_n = refit_and_compare(Xn, yn, cfg[\"tag\"], seed=cfg.get(\"seed\",999))\n", " curves.append((xc_n, pmap_n))\n", " labels.append(cfg[\"tag\"])\n", "\n", "# ---------- Plot: baseline vs noisy MAP curves ----------\n", "fig, ax = plt.subplots(figsize=(9.2,5.4), dpi=140)\n", "\n", "ax.plot(xc, pmap, lw=2.6, color='k', label='Baseline (MAP)', zorder=5)\n", "\n", "for (xc_n, pmap_n), lab in zip(curves, labels):\n", " ax.plot(xc_n, pmap_n, lw=1.7, label=lab, alpha=0.95)\n", "\n", "# jittered original points for context only\n", "rng_plot = np.random.default_rng(999); jit=(rng_plot.random(len(y))-0.5)*0.06\n", "ax.scatter(X[y==0], (y+jit)[y==0], s=18, alpha=0.45, color=\"#2ca02c\", edgecolors='none', label='NC (orig)', zorder=4)\n", "ax.scatter(X[y==1], (y+jit)[y==1], s=20, alpha=0.60, color=\"#1f77b4\", edgecolors='none', label='AE (orig)', zorder=4)\n", "\n", "ax.set(xlim=(0, XMAX), ylim=(-0.05, 1.05), xlabel='SUV', ylabel='P(AE | x)')\n", "ax.set_title('Effect of data noise on P(AE|x) MAP curve')\n", "ax.grid(alpha=0.30); ax.legend(frameon=False, loc='lower right')\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "1c94d9e7", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 4, "id": "ea9c21dd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "[ORIGINAL dataset]\n", "Clean fit: success=True, fval=9.572801\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_25040\\3888021283.py:75: RuntimeWarning: overflow encountered in exp\n", " def sigmoid(t): return 1/(1+np.exp(-t))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Built mult σ=0.05: 150 fits\n", "Built mult σ=0.10: 150 fits\n", "Built mult σ=0.20: 150 fits\n", "Built add σ=0.05: 150 fits\n", "Built add σ=0.10: 150 fits\n", "Built add σ=0.20: 150 fits\n", "\n", "[TRIM dataset]\n", "* TRIM: removed 1 row(s): [53]\n", " removed (x=2.48123, y=0)\n", "Clean fit: success=True, fval=7.410242\n", "Built mult σ=0.05: 150 fits\n", "Built mult σ=0.10: 150 fits\n", "Built mult σ=0.20: 150 fits\n", "Built add σ=0.05: 150 fits\n", "Built add σ=0.10: 150 fits\n", "Built add σ=0.20: 150 fits\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# smooth_noise_ensembles.py\n", "# Recreates the \"dataset × mode × σ\" panels with silky-smooth bands.\n", "# Modes: multiplicative lognormal noise (\"mult\") and additive Gaussian noise (\"add\")\n", "# Datasets: ORIGINAL and TRIM (removes the ~2.48122597 point)\n", "#\n", "# Tips: if runtime is long, reduce N_BOOT; if bands look jaggy, increase GRID_N or N_BOOT.\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import betaln, gammaln\n", "import scipy.io as io\n", "import matplotlib as mpl\n", "\n", "# ------------------------ Typography ------------------------\n", "TITLE_SIZE = 15 # per-panel titles\n", "LABEL_SIZE = 14 # axis labels\n", "TICK_SIZE = 12 # tick labels\n", "LEGEND_SIZE = 13 # legend text\n", "SUPTITLE_SIZE = 16 # figure suptitle\n", "\n", "mpl.rcParams.update({\n", " \"axes.titlesize\": TITLE_SIZE,\n", " \"axes.titleweight\": \"bold\",\n", " \"axes.labelsize\": LABEL_SIZE,\n", " \"axes.labelweight\": \"bold\",\n", " \"xtick.labelsize\": TICK_SIZE,\n", " \"ytick.labelsize\": TICK_SIZE,\n", "})\n", "\n", "# ------------------------ Config ------------------------\n", "DATA_SUV = \"../data/suv_percentilesSLOthenUWM.mat\"\n", "DATA_FLG = \"../data/flags_combined.mat\"\n", "MAT_KEY = \"lung_SUVperc_COMBINED\"\n", "FLAGCOL = 3\n", "ROW_MAX = 58\n", "X_PLANE = 94\n", "\n", "# plot grid\n", "XMAX = 5.0\n", "GRID_N = 1200 # dense shared grid (smoother curves)\n", "SIGMAS = [0.00, 0.05, 0.10, 0.20]\n", "N_BOOT = 150 # # of noisy refits per cell (raise for even smoother bands)\n", "SEED = 1234 # base seed for reproducibility\n", "\n", "# priors\n", "USE_PRIOR_P = True\n", "TAU = 25.0\n", "PRIOR_R = (1.05, 1.05) # weak Beta prior on r = theta/theta_max (None to disable)\n", "\n", "# TRIM rule (remove the NC point ~2.48122597)\n", "VALUE_TO_DROP = 2.48122597\n", "TOL = 1e-6\n", "\n", "# ------------------------ Data ------------------------\n", "def load_original():\n", " X3 = io.loadmat(DATA_SUV)[MAT_KEY][0:ROW_MAX, :, :]\n", " y = io.loadmat(DATA_FLG)[\"flags\"][0:ROW_MAX, FLAGCOL].astype(int).ravel()\n", " X = np.nanmax(X3[:, :, X_PLANE], axis=1).astype(float).ravel()\n", " X = np.clip(X, 1e-12, None)\n", " return X, y\n", "\n", "def load_trimmed():\n", " X, y = load_original()\n", " mask_keep = np.abs(X - VALUE_TO_DROP) > TOL\n", " removed_idx = np.where(~mask_keep)[0]\n", " if removed_idx.size:\n", " print(f\"* TRIM: removed {removed_idx.size} row(s): {removed_idx.tolist()}\")\n", " for i in removed_idx:\n", " print(f\" removed (x={float(X[i]):.6g}, y={int(y[i])})\")\n", " return X[mask_keep], y[mask_keep]\n", "\n", "# ------------------------ Model helpers ------------------------\n", "def logistic(z): return 1/(1+np.exp(-np.clip(z, -60, 60)))\n", "def sigmoid(t): return 1/(1+np.exp(-t))\n", "def softplus(t): return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0)\n", "\n", "def dE_full(x, a, b, s, k, th):\n", " x = np.asarray(x, float); eps = 1e-12\n", " s_ = np.clip(s, eps, None); th_ = np.clip(th, eps, None)\n", " return ((a-k)*np.log(np.clip(x,eps,None)) - (a+b)*np.log1p(x/s_) + x/th_\n", " - a*np.log(s_) - betaln(a,b) + k*np.log(th_) + gammaln(k))\n", "\n", "def theta_max(a, b, k, s, eps=1e-12):\n", " A = a - k\n", " if A <= 0: return np.inf\n", " r = np.sqrt(a + b) - np.sqrt(max(A, eps))\n", " return np.inf if r <= 1e-12 else s/(r*r)\n", "\n", "# φ=[p_raw,b_raw,s_raw,k_raw,d_raw,u_raw]; a=k+softplus(d_raw); th=sigmoid(u)*thcap\n", "def unpack(phi):\n", " p_raw, b_raw, s_raw, k_raw, d_raw, u_raw = phi\n", " p = sigmoid(p_raw)\n", " b = softplus(b_raw) + 1e-6\n", " s = softplus(s_raw) + 1e-6\n", " k = softplus(k_raw) + 1e-6\n", " a = k + softplus(d_raw) + 1e-6\n", " thcap = theta_max(a, b, k, s)\n", " th = thcap * sigmoid(u_raw)\n", " return p, a, b, s, k, th, thcap\n", "\n", "def neg_post(phi, X, y, alpha, beta):\n", " p, a, b, s, k, th, thcap = unpack(phi); eps = 1e-12\n", " L = (np.log(np.clip(p,eps,1)) - np.log(np.clip(1-p,eps,1))) + dE_full(X, a, b, s, k, th)\n", " px = logistic(L)\n", " total = -np.sum(y*np.log(np.clip(px,eps,1)) + (1-y)*np.log(np.clip(1-px,eps,1)))\n", " if USE_PRIOR_P:\n", " total += -((alpha-1)*np.log(np.clip(p,eps,1)) + (beta-1)*np.log(np.clip(1-p,eps,1)))\n", " if PRIOR_R is not None and np.isfinite(thcap) and thcap > 0:\n", " r = np.clip(th/thcap, 1e-9, 1-1e-9)\n", " total += -((PRIOR_R[0]-1)*np.log(r) + (PRIOR_R[1]-1)*np.log(1-r))\n", " return total\n", "\n", "def init_phi(X, y):\n", " X0 = X[y==0]; m0 = X0.mean() if X0.size else X.mean(); v0 = X0.var() if X0.size else X.var()\n", " k0 = 2.0 if v0<=0 else max((m0*m0)/(v0+1e-9), 1.5)\n", " X1 = X[y==1]; m1 = np.median(X1) if X1.size else np.median(X)\n", " p0 = np.clip(float(y.mean()), 1e-3, 1-1e-3); b0, s0 = 1.5, max(m1,0.5)\n", " return np.array([np.log(p0/(1-p0)),\n", " np.log(np.expm1(b0)+1e-9),\n", " np.log(np.expm1(s0)+1e-9),\n", " np.log(np.expm1(k0)+1e-9),\n", " np.log(np.expm1(1.0)+1e-9),\n", " -0.2], float)\n", "\n", "def fit_once(X, y, rng=np.random.default_rng(0)):\n", " # data-dependent p prior\n", " p_emp = float(y.mean())\n", " alpha = max(TAU*p_emp, 1e-6); beta = max(TAU*(1-p_emp), 1e-6)\n", "\n", " obj = lambda w: neg_post(w, X, y, alpha, beta)\n", " w0 = init_phi(X, y)\n", " res = optimize.minimize(obj, w0, method=\"L-BFGS-B\",\n", " options={\"maxiter\": 6000, \"ftol\": 1e-9})\n", " if not (res.success and np.isfinite(res.fun)):\n", " res = optimize.minimize(obj, w0 + rng.normal(0,0.2,6), method=\"L-BFGS-B\",\n", " options={\"maxiter\": 6000, \"ftol\": 1e-9})\n", " return unpack(res.x), res\n", "\n", "def P_with(theta, x):\n", " p, a, b, s, k, th, _ = theta\n", " return logistic((np.log(p) - np.log(1-p)) + dE_full(x, a, b, s, k, th))\n", "\n", "# ------------------------ Noise ------------------------\n", "def add_noise_mult(X, sigma, rng):\n", " # multiplicative lognormal: X' = X * exp(N(0, sigma))\n", " return np.clip(X * np.exp(rng.normal(0, sigma, size=X.shape)), 1e-12, None)\n", "\n", "def add_noise_add(X, sigma, rng):\n", " # additive Gaussian: X' = X + N(0, sigma)\n", " return np.clip(X + rng.normal(0, sigma, size=X.shape), 1e-12, None)\n", "\n", "mode_to_noise = {\"mult\": add_noise_mult, \"add\": add_noise_add}\n", "\n", "# ------------------------ Monotone band helper ------------------------\n", "def monotone_nondec(y):\n", " y = np.clip(y, 0, 1)\n", " return np.maximum.accumulate(y)\n", "\n", "# ------------------------ Build ensembles ------------------------\n", "def build_ensembles(X, y, modes=(\"mult\",\"add\"), sigmas=SIGMAS,\n", " n_boot=N_BOOT, seed=SEED):\n", " rng = np.random.default_rng(seed)\n", " xc = np.linspace(0, XMAX, GRID_N)\n", "\n", " # clean fit\n", " theta_clean, res = fit_once(X, y, rng)\n", " print(f\"Clean fit: success={res.success}, fval={float(res.fun):.6f}\")\n", "\n", " results = {m: {} for m in modes}\n", " for mode in modes:\n", " for sigma in sigmas:\n", " if sigma <= 0:\n", " results[mode][sigma] = {\"used\": 0}\n", " continue\n", " curves = []\n", " examples = []\n", " for b in range(n_boot):\n", " Xn = mode_to_noise[mode](X, sigma, rng)\n", " thetab, _ = fit_once(Xn, y, rng)\n", " c = P_with(thetab, xc)\n", " curves.append(c)\n", " if b < 6:\n", " examples.append({\"curve\": c, \"Xn\": Xn.copy(), \"y\": y.copy()})\n", " C = np.vstack(curves) # (n_boot, GRID_N)\n", " md = np.quantile(C, 0.50, axis=0)\n", " lo = np.quantile(C, 0.16, axis=0)\n", " hi = np.quantile(C, 0.84, axis=0)\n", "\n", " # enforce monotonicity (cheap and robust)\n", " md = monotone_nondec(md)\n", " lo = monotone_nondec(lo)\n", " hi = monotone_nondec(hi)\n", "\n", " results[mode][sigma] = {\"used\": n_boot, \"md\": md, \"lo\": lo, \"hi\": hi,\n", " \"examples\": examples}\n", " print(f\"Built {mode:>4} σ={sigma:.2f}: {n_boot} fits\")\n", " return theta_clean, xc, results\n", "\n", "# ------------------------ Run for ORIG and TRIM ------------------------\n", "print(\"\\n[ORIGINAL dataset]\")\n", "X_ORIG, y_ORIG = load_original()\n", "theta_clean_ORIG, xc, res_ORIG = build_ensembles(X_ORIG, y_ORIG)\n", "\n", "print(\"\\n[TRIM dataset]\")\n", "X_TRIM, y_TRIM = load_trimmed()\n", "theta_clean_TRIM, _ , res_TRIM = build_ensembles(X_TRIM, y_TRIM)\n", "\n", "# ------------------------ Draw panels ------------------------\n", "datasets = [\"ORIG\", \"TRIM\"]\n", "modes = [\"mult\", \"add\"]\n", "sigmas = SIGMAS\n", "n_rows = len(datasets) * len(modes)\n", "n_cols = len(sigmas)\n", "\n", "fig, axes = plt.subplots(n_rows, n_cols,\n", " figsize=(4.2*n_cols, 3.2*n_rows),\n", " dpi=140, sharex=True, sharey=True)\n", "axes = np.atleast_2d(axes)\n", "\n", "def draw_panel(ax, base_theta, res_cell, sigma, mode):\n", " # clean curve\n", " ax.plot(xc, P_with(base_theta, xc), color=\"#000000\", lw=2.4, label=\"MAP (clean)\")\n", " col = \"#1f78b4\" if mode==\"mult\" else \"#33a02c\"\n", " if res_cell.get(\"used\", 0) > 0 and sigma > 0:\n", " lo, md, hi = res_cell[\"lo\"], res_cell[\"md\"], res_cell[\"hi\"]\n", " ax.fill_between(xc, lo, hi, color=col, alpha=0.20)\n", " ax.plot(xc, md, color=col, lw=2.0, label=f\"σ={sigma:.2f} median\")\n", " # a few example curves + noisy points\n", " rngp = np.random.default_rng(99)\n", " for ex in res_cell[\"examples\"]:\n", " ax.plot(xc, ex[\"curve\"], color=col, lw=1.0, alpha=0.35)\n", " jit = (rngp.random(len(ex[\"y\"])) - 0.5) * 0.06\n", " ax.scatter(ex[\"Xn\"][ex[\"y\"]==0], (ex[\"y\"]+jit)[ex[\"y\"]==0],\n", " s=10, marker=\"x\", color=\"#777777\", alpha=0.35)\n", " ax.scatter(ex[\"Xn\"][ex[\"y\"]==1], (ex[\"y\"]+jit)[ex[\"y\"]==1],\n", " s=16, marker=\"o\", facecolor=\"#bbbbbb\", edgecolor=\"#666666\",\n", " alpha=0.35, linewidths=0.4)\n", " ax.set(xlim=(0, XMAX), ylim=(-0.05, 1.05))\n", " ax.grid(alpha=0.25)\n", "\n", "base_theta_map = {\"ORIG\": theta_clean_ORIG, \"TRIM\": theta_clean_TRIM}\n", "res_map = {\"ORIG\": res_ORIG, \"TRIM\": res_TRIM }\n", "\n", "for d_i, ds in enumerate(datasets):\n", " for m_i, mode in enumerate(modes):\n", " row = d_i*len(modes) + m_i\n", " for c_i, sigma in enumerate(sigmas):\n", " ax = axes[row, c_i]\n", " res = res_map[ds][mode].get(sigma, {\"used\":0})\n", " draw_panel(ax, base_theta_map[ds], res, sigma, mode)\n", " ax.set_title(f\"{ds} • {mode} σ={sigma:.2f}\", fontweight=\"bold\", fontsize=TITLE_SIZE)\n", "\n", "# labels + legend\n", "for r in range(n_rows):\n", " axes[r, 0].set_ylabel(\"P(AE | x)\", fontweight=\"bold\", fontsize=LABEL_SIZE)\n", "for c in range(n_cols):\n", " axes[-1, c].set_xlabel(\"SUV (perturbed)\", fontweight=\"bold\", fontsize=LABEL_SIZE)\n", "\n", "# make tick labels bold\n", "for ax in axes.ravel():\n", " for lbl in ax.get_xticklabels() + ax.get_yticklabels():\n", " lbl.set_fontweight(\"bold\")\n", "\n", "handles = [\n", " plt.Line2D([0],[0], color=\"#000\", lw=2.4, label=\"MAP clean\"),\n", " plt.Line2D([0],[0], color=\"#1f78b4\", lw=2.0, label=\"mult noise median\"),\n", " plt.Line2D([0],[0], color=\"#33a02c\", lw=2.0, label=\"add noise median\"),\n", "]\n", "fig.legend(handles=handles, loc=\"lower center\", ncol=3, frameon=False,\n", " prop={\"weight\": \"bold\", \"size\": LEGEND_SIZE})\n", "\n", "fig.suptitle(\"Noise perturbation ensembles (dataset × mode × σ)\",\n", " y=0.98, fontsize=SUPTITLE_SIZE, fontweight=\"bold\")\n", "\n", "plt.tight_layout(rect=[0,0.05,1,0.95])\n", "plt.show() \n" ] }, { "cell_type": "code", "execution_count": 16, "id": "c6a1df10", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "[ORIGINAL dataset]\n", "Clean fit: success=True, fval=9.572801\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_10064\\1468250716.py:70: RuntimeWarning: overflow encountered in exp\n", " def sigmoid(t): return 1/(1+np.exp(-t))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Built mult σ=0.05: 150 fits (CI=95%)\n", "Built mult σ=0.10: 150 fits (CI=95%)\n", "Built mult σ=0.20: 150 fits (CI=95%)\n", "Built add σ=0.05: 150 fits (CI=95%)\n", "Built add σ=0.10: 150 fits (CI=95%)\n", "Built add σ=0.20: 150 fits (CI=95%)\n", "\n", "[TRIM dataset]\n", "Clean fit: success=True, fval=7.410242\n", "Built mult σ=0.05: 150 fits (CI=95%)\n", "Built mult σ=0.10: 150 fits (CI=95%)\n", "Built mult σ=0.20: 150 fits (CI=95%)\n", "Built add σ=0.05: 150 fits (CI=95%)\n", "Built add σ=0.10: 150 fits (CI=95%)\n", "Built add σ=0.20: 150 fits (CI=95%)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# smooth_noise_ensembles_CI.py\n", "# Noise perturbation ensembles for ORIG/TRIM with configurable CI level (e.g., 95%).\n", "# Modes: multiplicative lognormal (\"mult\") and additive Gaussian (\"add\").\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import betaln, gammaln\n", "import scipy.io as io\n", "import matplotlib as mpl\n", "\n", "# ------------------------ Typography ------------------------\n", "TITLE_SIZE = 15\n", "LABEL_SIZE = 14\n", "TICK_SIZE = 12\n", "LEGEND_SIZE = 13\n", "SUPTITLE_SIZE = 16\n", "mpl.rcParams.update({\n", " \"axes.titlesize\": TITLE_SIZE,\n", " \"axes.titleweight\": \"bold\",\n", " \"axes.labelsize\": LABEL_SIZE,\n", " \"axes.labelweight\": \"bold\",\n", " \"xtick.labelsize\": TICK_SIZE,\n", " \"ytick.labelsize\": TICK_SIZE,\n", "})\n", "\n", "# ------------------------ Config ------------------------\n", "DATA_SUV = \"../data/suv_percentilesSLOthenUWM.mat\"\n", "DATA_FLG = \"../data/flags_combined.mat\"\n", "MAT_KEY = \"lung_SUVperc_COMBINED\"\n", "FLAGCOL = 3\n", "ROW_MAX = 58\n", "X_PLANE = 94\n", "\n", "XMAX = 5.0 # change to 10.0 if you want a wider x-axis\n", "GRID_N = 1200\n", "SIGMAS = [0.00, 0.05, 0.10, 0.20]\n", "N_BOOT = 150\n", "SEED = 1234\n", "\n", "# Confidence level for bands\n", "CI_LEVEL = 0.95 # 0.68 for 68%, 0.95 for 95%\n", "ALPHA = 1.0 - CI_LEVEL\n", "Q_LO, Q_MD, Q_HI = ALPHA/2.0, 0.5, 1.0 - ALPHA/2.0\n", "\n", "# Priors\n", "USE_PRIOR_P = True\n", "TAU = 25.0\n", "PRIOR_R = (1.05, 1.05) # weak Beta prior on r = theta/theta_max (None to disable)\n", "\n", "# TRIM rule (remove the NC point ~2.48122597)\n", "VALUE_TO_DROP = 2.48122597\n", "TOL = 1e-6\n", "\n", "# ------------------------ Data ------------------------\n", "def load_original():\n", " X3 = io.loadmat(DATA_SUV)[MAT_KEY][0:ROW_MAX, :, :]\n", " y = io.loadmat(DATA_FLG)[\"flags\"][0:ROW_MAX, FLAGCOL].astype(int).ravel()\n", " X = np.nanmax(X3[:, :, X_PLANE], axis=1).astype(float).ravel()\n", " X = np.clip(X, 1e-12, None)\n", " return X, y\n", "\n", "def load_trimmed():\n", " X, y = load_original()\n", " mask_keep = np.abs(X - VALUE_TO_DROP) > TOL\n", " return X[mask_keep], y[mask_keep]\n", "\n", "# ------------------------ Model helpers ------------------------\n", "def logistic(z): return 1/(1+np.exp(-np.clip(z, -60, 60)))\n", "def sigmoid(t): return 1/(1+np.exp(-t))\n", "def softplus(t): return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0)\n", "\n", "def dE_full(x, a, b, s, k, th):\n", " x = np.asarray(x, float); eps = 1e-12\n", " s_ = np.clip(s, eps, None); th_ = np.clip(th, eps, None)\n", " return ((a-k)*np.log(np.clip(x,eps,None)) - (a+b)*np.log1p(x/s_) + x/th_\n", " - a*np.log(s_) - betaln(a,b) + k*np.log(th_) + gammaln(k))\n", "\n", "def theta_max(a, b, k, s, eps=1e-12):\n", " A = a - k\n", " if A <= 0: return np.inf\n", " r = np.sqrt(a + b) - np.sqrt(max(A, eps))\n", " return np.inf if r <= 1e-12 else s/(r*r)\n", "\n", "# φ=[p_raw,b_raw,s_raw,k_raw,d_raw,u_raw]; a=k+softplus(d_raw); th=sigmoid(u)*thcap\n", "def unpack(phi):\n", " p_raw, b_raw, s_raw, k_raw, d_raw, u_raw = phi\n", " p = sigmoid(p_raw)\n", " b = softplus(b_raw) + 1e-6\n", " s = softplus(s_raw) + 1e-6\n", " k = softplus(k_raw) + 1e-6\n", " a = k + softplus(d_raw) + 1e-6\n", " thcap = theta_max(a, b, k, s)\n", " th = thcap * sigmoid(u_raw)\n", " return p, a, b, s, k, th, thcap\n", "\n", "def neg_post(phi, X, y, alpha, beta):\n", " p, a, b, s, k, th, thcap = unpack(phi); eps = 1e-12\n", " L = (np.log(np.clip(p,eps,1)) - np.log(np.clip(1-p,eps,1))) + dE_full(X, a, b, s, k, th)\n", " px = logistic(L)\n", " total = -np.sum(y*np.log(np.clip(px,eps,1)) + (1-y)*np.log(np.clip(1-px,eps,1)))\n", " if USE_PRIOR_P:\n", " total += -((alpha-1)*np.log(np.clip(p,eps,1)) + (beta-1)*np.log(np.clip(1-p,eps,1)))\n", " if PRIOR_R is not None and np.isfinite(thcap) and thcap > 0:\n", " r = np.clip(th/thcap, 1e-9, 1-1e-9)\n", " total += -((PRIOR_R[0]-1)*np.log(r) + (PRIOR_R[1]-1)*np.log(1-r))\n", " return total\n", "\n", "def init_phi(X, y):\n", " X0 = X[y==0]; m0 = X0.mean() if X0.size else X.mean(); v0 = X0.var() if X0.size else X.var()\n", " k0 = 2.0 if v0<=0 else max((m0*m0)/(v0+1e-9), 1.5)\n", " X1 = X[y==1]; m1 = np.median(X1) if X1.size else np.median(X)\n", " p0 = np.clip(float(y.mean()), 1e-3, 1-1e-3); b0, s0 = 1.5, max(m1,0.5)\n", " return np.array([np.log(p0/(1-p0)),\n", " np.log(np.expm1(b0)+1e-9),\n", " np.log(np.expm1(s0)+1e-9),\n", " np.log(np.expm1(k0)+1e-9),\n", " np.log(np.expm1(1.0)+1e-9),\n", " -0.2], float)\n", "\n", "def fit_once(X, y, rng=np.random.default_rng(0)):\n", " p_emp = float(y.mean())\n", " alpha = max(TAU*p_emp, 1e-6); beta = max(TAU*(1-p_emp), 1e-6)\n", " obj = lambda w: neg_post(w, X, y, alpha, beta)\n", " w0 = init_phi(X, y)\n", " res = optimize.minimize(obj, w0, method=\"L-BFGS-B\",\n", " options={\"maxiter\": 6000, \"ftol\": 1e-9})\n", " if not (res.success and np.isfinite(res.fun)):\n", " res = optimize.minimize(obj, w0 + rng.normal(0,0.2,6), method=\"L-BFGS-B\",\n", " options={\"maxiter\": 6000, \"ftol\": 1e-9})\n", " return unpack(res.x), res\n", "\n", "def P_with(theta, x):\n", " p, a, b, s, k, th, _ = theta\n", " return logistic((np.log(p) - np.log(1-p)) + dE_full(x, a, b, s, k, th))\n", "\n", "# ------------------------ Noise ------------------------\n", "def add_noise_mult(X, sigma, rng):\n", " # multiplicative lognormal: X' = X * exp(N(0, sigma))\n", " return np.clip(X * np.exp(rng.normal(0, sigma, size=X.shape)), 1e-12, None)\n", "\n", "def add_noise_add(X, sigma, rng):\n", " # additive Gaussian: X' = X + N(0, sigma)\n", " return np.clip(X + rng.normal(0, sigma, size=X.shape), 1e-12, None)\n", "\n", "mode_to_noise = {\"mult\": add_noise_mult, \"add\": add_noise_add}\n", "\n", "# ------------------------ Monotone band helper ------------------------\n", "def monotone_nondec(y):\n", " y = np.clip(y, 0, 1)\n", " return np.maximum.accumulate(y)\n", "\n", "# ------------------------ Build ensembles ------------------------\n", "def build_ensembles(X, y, modes=(\"mult\",\"add\"), sigmas=SIGMAS,\n", " n_boot=N_BOOT, seed=SEED):\n", " rng = np.random.default_rng(seed)\n", " xc = np.linspace(0, XMAX, GRID_N)\n", " theta_clean, res = fit_once(X, y, rng)\n", " print(f\"Clean fit: success={res.success}, fval={float(res.fun):.6f}\")\n", "\n", " results = {m: {} for m in modes}\n", " for mode in modes:\n", " for sigma in sigmas:\n", " if sigma <= 0:\n", " results[mode][sigma] = {\"used\": 0}\n", " continue\n", " curves = []\n", " examples = []\n", " for b in range(n_boot):\n", " Xn = mode_to_noise[mode](X, sigma, rng)\n", " thetab, _ = fit_once(Xn, y, rng)\n", " c = P_with(thetab, xc)\n", " curves.append(c)\n", " if b < 6:\n", " examples.append({\"curve\": c, \"Xn\": Xn.copy(), \"y\": y.copy()})\n", " C = np.vstack(curves) # (n_boot, GRID_N)\n", " md = np.quantile(C, Q_MD, axis=0)\n", " lo = np.quantile(C, Q_LO, axis=0)\n", " hi = np.quantile(C, Q_HI, axis=0)\n", " md = monotone_nondec(md); lo = monotone_nondec(lo); hi = monotone_nondec(hi)\n", " results[mode][sigma] = {\"used\": n_boot, \"md\": md, \"lo\": lo, \"hi\": hi,\n", " \"examples\": examples}\n", " print(f\"Built {mode:>4} σ={sigma:.2f}: {n_boot} fits (CI={int(CI_LEVEL*100)}%)\")\n", " return theta_clean, xc, results\n", "\n", "# ------------------------ Run for ORIG and TRIM ------------------------\n", "print(\"\\n[ORIGINAL dataset]\")\n", "X_ORIG, y_ORIG = load_original()\n", "theta_clean_ORIG, xc, res_ORIG = build_ensembles(X_ORIG, y_ORIG)\n", "\n", "print(\"\\n[TRIM dataset]\")\n", "X_TRIM, y_TRIM = load_trimmed()\n", "theta_clean_TRIM, _ , res_TRIM = build_ensembles(X_TRIM, y_TRIM)\n", "\n", "# ------------------------ Helper: annotate band width at a reference x ------------------------\n", "def annotate_bandwidth(ax, xc, lo, hi, x_ref=2.0, color=\"#444444\"):\n", " if lo is None or hi is None: return\n", " i = np.searchsorted(xc, x_ref)\n", " i = np.clip(i, 1, len(xc)-1)\n", " w = float(hi[i] - lo[i])\n", " ax.vlines(x_ref, lo[i], hi[i], color=color, lw=2, alpha=0.9)\n", " ax.text(x_ref+0.05, (lo[i]+hi[i])/2.0,\n", " f\"Δ={w:.2f} @ x={x_ref:g}\", va=\"center\", ha=\"left\",\n", " fontsize=10, color=color, bbox=dict(fc=\"white\", ec=\"none\", alpha=0.6))\n", "\n", "# ------------------------ Draw panels ------------------------\n", "datasets = [\"ORIG\", \"TRIM\"]\n", "modes = [\"mult\", \"add\"]\n", "sigmas = SIGMAS\n", "n_rows = len(datasets) * len(modes)\n", "n_cols = len(sigmas)\n", "\n", "fig, axes = plt.subplots(n_rows, n_cols,\n", " figsize=(4.2*n_cols, 3.2*n_rows),\n", " dpi=140, sharex=True, sharey=True)\n", "axes = np.atleast_2d(axes)\n", "\n", "def draw_panel(ax, base_theta, res_cell, sigma, mode):\n", " # clean curve\n", " ax.plot(xc, P_with(base_theta, xc), color=\"#000000\", lw=2.4, label=\"MAP (clean)\")\n", " col = \"#1f78b4\" if mode==\"mult\" else \"#33a02c\"\n", " if res_cell.get(\"used\", 0) > 0 and sigma > 0:\n", " lo, md, hi = res_cell[\"lo\"], res_cell[\"md\"], res_cell[\"hi\"]\n", " ax.fill_between(xc, lo, hi, color=col, alpha=0.20, label=f\"{int(CI_LEVEL*100)}% band\")\n", " ax.plot(xc, md, color=col, lw=2.0, label=f\"σ={sigma:.2f} median\")\n", " # a few example curves + noisy points\n", " rngp = np.random.default_rng(99)\n", " for ex in res_cell[\"examples\"]:\n", " ax.plot(xc, ex[\"curve\"], color=col, lw=1.0, alpha=0.35)\n", " jit = (rngp.random(len(ex[\"y\"])) - 0.5) * 0.06\n", " ax.scatter(ex[\"Xn\"][ex[\"y\"]==0], (ex[\"y\"]+jit)[ex[\"y\"]==0],\n", " s=10, marker=\"x\", color=\"#777777\", alpha=0.35)\n", " ax.scatter(ex[\"Xn\"][ex[\"y\"]==1], (ex[\"y\"]+jit)[ex[\"y\"]==1],\n", " s=16, marker=\"o\", facecolor=\"#bbbbbb\", edgecolor=\"#666666\",\n", " alpha=0.35, linewidths=0.4)\n", " # annotate band width at x_ref (optional)\n", " annotate_bandwidth(ax, xc, lo, hi, x_ref=2.0)\n", " ax.set(xlim=(0, XMAX), ylim=(-0.05, 1.05))\n", " ax.grid(alpha=0.25)\n", "\n", "base_theta_map = {\"ORIG\": theta_clean_ORIG, \"TRIM\": theta_clean_TRIM}\n", "res_map = {\"ORIG\": res_ORIG, \"TRIM\": res_TRIM }\n", "\n", "for d_i, ds in enumerate(datasets):\n", " for m_i, mode in enumerate(modes):\n", " row = d_i*len(modes) + m_i\n", " for c_i, sigma in enumerate(sigmas):\n", " ax = axes[row, c_i]\n", " res = res_map[ds][mode].get(sigma, {\"used\":0})\n", " draw_panel(ax, base_theta_map[ds], res, sigma, mode)\n", " ax.set_title(f\"{ds} • {mode} σ={sigma:.2f}\", fontweight=\"bold\", fontsize=TITLE_SIZE)\n", "\n", "# labels + legend\n", "for r in range(n_rows):\n", " axes[r, 0].set_ylabel(\"P(AE | x)\", fontweight=\"bold\", fontsize=LABEL_SIZE)\n", "for c in range(n_cols):\n", " axes[-1, c].set_xlabel(\"x = max SUV across visits (perturbed)\", fontweight=\"bold\", fontsize=LABEL_SIZE)\n", "\n", "# bold tick labels\n", "for ax in axes.ravel():\n", " for lbl in ax.get_xticklabels() + ax.get_yticklabels():\n", " lbl.set_fontweight(\"bold\")\n", "\n", "handles = [\n", " plt.Line2D([0],[0], color=\"#000\", lw=2.4, label=\"MAP clean\"),\n", " plt.Line2D([0],[0], color=\"#1f78b4\", lw=2.0, label=f\"mult noise median (CI {int(CI_LEVEL*100)}%)\"),\n", " plt.Line2D([0],[0], color=\"#33a02c\", lw=2.0, label=f\"add noise median (CI {int(CI_LEVEL*100)}%)\"),\n", "]\n", "fig.legend(handles=handles, loc=\"lower center\", ncol=3, frameon=False,\n", " prop={\"weight\": \"bold\", \"size\": LEGEND_SIZE})\n", "\n", "fig.suptitle(f\"Noise perturbation ensembles (dataset × mode × σ) — {int(CI_LEVEL*100)}% bands\",\n", " y=0.98, fontsize=SUPTITLE_SIZE, fontweight=\"bold\")\n", "\n", "plt.tight_layout(rect=[0,0.05,1,0.95])\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "005d3792", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "[ORIGINAL] fitting MAP ...\n", " success=True fval=9.572801\n", " clean curve: x50=1.790, slope@50=1.800\n", " mult σ=0.05: x50(md)=1.790, slope@50(md)=2.369\n", " mult σ=0.10: x50(md)=1.783, slope@50(md)=2.640\n", " mult σ=0.20: x50(md)=1.771, slope@50(md)=3.425\n", " add σ=0.05: x50(md)=1.790, slope@50(md)=2.119\n", " add σ=0.10: x50(md)=1.790, slope@50(md)=1.349\n", " add σ=0.20: x50(md)=1.783, slope@50(md)=0.473\n" ] }, { "data": { "image/png": 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xxx9XVUrYz2t/G1VJqHZFBRiOo4gZegP7ArxPUPmC4wleIxynENvhtcPnGu8fvEdefPHFuPfR2xijJ8f/6NcE1amAqjPEWnif4Vj62GOPqQpiPCcnnHBCt/uDrmKtZCDemzRpkvpcAdZffOutt9Safvic4j4Rq6DyrDfHRtwXXhPEB6hcw/OnxRGIv/EZAlSI3XrrrSmPz7qTiZiMiIgo62U6Y0ZERJTPFVZ1dXWRWZ3HH398zHUffPBBn2eNxpv92dvbRc/+HDRoUHjNmjWdbrNixYpIZdjkyZM7XT9jxozIDGNUzbS1tSXcFr/fH3P+l19+icwyveOOOxL+3mWXXRaZ/VtbW5tw1i9Ob731VjgVz1sytFm3qNLpS4UVTjfeeGPc25x33nmR2yxYsKDT9XhPxptN3dHrr78euR9U/cQze/bsyG0wq7enOr4WmOXeEWYz432k3ebjjz/u8d9ZtWpVuKysTP3+s88+2+VnFqenn3467v0ccsgh6np8XjtWe3m93vDAgQPV9UOHDo1bhYXPRnV1dcL9Q/Tz+cYbb4RT7bPPPkuqQmuPPfaI3G7t2rU9+hu33XZbwtczmQorvBb43OI2O+64Y68qhlCFoV334osvhjNVYQXY/xQVFSWsakumwmrOnDmR+73yyisTzqbv6j2TigorQIUI7gOfJ1TU5brofRAqoOLtX1Bpsv3220eOe/GO4Xa7XV2/zTbbhJubmzvdBu8DrYIEVU9dHfeSeQ0rKirCy5Yti3s77Iu0Ske85zoeRzVTp06N3N+UKVO6/HuJJKqwSrbqSIPHg9tddNFF4Wzk8/nCu+++u9rG0047Le5tunqsqKzVnqcXXngh7u/jWHfsscdG3mcejyflMUayx/+5c+dG4jRU4eE91REqWUtLS9Vttthii06VRz2NtbqqsEL8G10935VE7/euXtshQ4ao+66pqVHxQkdOpzM8YcIEdRtU96N6Nh3xWVefuf6IyYiIiHIJK6yIiIjSCDOHtaqPjhUkmEWK2Z7RM+yzBWbKarO5ow0bNkxtN2C2ekeofMJ3e6wPgZmoWH8gEaPRGHMe6x1gBjKqLq688sqEv4cZ8qjOwuxfVMskgtm4WPegv2ivL2ZvY8Ztb+E9gTUN4jnttNMiP8d7/pOF50V7fbUZux1pl+M1xCz9vthpp50iVUzRMBsd65qgGiCZ2cXxRFelYJZ4V1B5pK3Vk+i5xee141ox77zzjpqNra13hnUr4n02Er1u2izy6G1Otej1Ubpaoyl6na7y8vIe/Y3o23e13heqvdra2tQJs/tRLYBqTczkx+cWM8pfffVV6Q3MuNdgDZxEUPGibUPHE7YhFVCFgIoJwEz9rtbXSyR639/xGIGKUq3qpD+OEVhrB7BODKob8smxxx4r++23X6fLDQZDZD0yVE2h8iIaKqawjp52fMPaN/HeB1rFL6qcUH3ZF6jyxJo48bzyyitqG3H8RIVMx+OoBhVYWC8Kkl13Ml20fV869nupgHhFq07q7hgSz9///nf17yGHHKIqkuLBsU5b+w/vs48++ihjMQYqqLSqO1T1asffaFinTasawtpaWNsuXbGWtj4iKvi7Wx8x0fs9ERy7tbW4cOyO9x5EPIm1NLX3aqKYKJ3xWX/HZERERNmOCSsiIqI00gYZ0bZMG1TXoLUJWoQB2kmhhUq2wKLtiWhtAdHSpyNtEAZtzdCWpie0gSIkxJxOZ8LBZiS1tG3oaqFsDNilGlrzoP0OFlTHwCVeQ20xbizkreltWyHA+yTRoIz2uBM9/8nC/WuDKxgARZu6jgkHJBy1QXMsft7XFleJVFdXRwZWo9vVRcNjRase3A6Dw2jxFL2gPB5DMs97Mu9r7e9F07YLf6urx4JB8UTwntGSD+edd55qQZZK0W1F0XIwHZJtx4T2WHjP4ITPCdqoIWGJgVq0S0JybdSoUb3ahuj2Zl3BAKu2DR1PXb0Peuryyy+PPN/RbdaSgcFR7XO2yy67qPdINLSO1dpmYt+jJU3TBW0tNdnWpravevvZ11pQIlnb8RgeDS3b0PYX0A6uL7o6dmnHSbRvxGcr0XESJ63VWVfHyf6AlnuAZMSbb74Zk7zvLzimoSUgnlvEJkhSRB9Dzj//fHU7JDfw3CULyW/tPYL3R1evR1VVlTp19Zr0R4yhbS/eQ2g9mkh0UqSr93RfYi08Di1JjMkkSCCnkvZY8fx1dXzG/lc7JnX1WNMVn/V3TEZERJTtmLAiIiJKk1mzZql1dgCJqXhfxKNn1GdTlRUSbIloa09ps841qKTQBlS1gbJkIUGlDVqg0irRQLN2whoYgDUXEsG6IqmCQSnMgD300EPVeiGYcYzHm2jwHBUK6Xzu4z3/PXXmmWeqwTDcDyoBo2GdMa2SBbfrKyQskrkeVR2ojOk4QxqDalgXDYNPGEhPtFZVd897b59brA8DmJ2NJEJX95/oeiSrtNnjWK9q4sSJarY2BgUxu7vjGiM9pSUYMPAVrwokXlKip+/T6Oqm6PvpCcwS7211VcdkXF8+Z6mC5xrr8gDen1jrL1l4b2v7sERruP3lL3/plNxKl+jntqt9azzYvq4G61Nx6rhv6Im+fvaxj8KgdyKoUsGajYB1p/qiq2OXtgYcjoHdHSdxLO3Na5lqWPMHyTys74PEHt5nOJZizUpMBujL65oMrJ253XbbyVlnnaU+c4g1uqqy7Ml+BfetHY9Qbdnda4LnIN5r0p8xhvae7m4NQST2tGNJV+/pvsRaixYtivzc07ixJ48Vn//uKorxHunusaYzPuvPmIyIiCjbMWFFRESUJtEJKHwRxiB1xxNmUWozXPEFFbMos0FP265A9IzQrgbMUzn44vF4kho86Cu0aELLL8CAEmbAIsGAJIG2qPmcOXMit+/LDPJkn/tkK00SQcupAw88MG4rPu08BrTQRq+vioqKkroejyl6dvuKFSvUrGi8tzAzHQOcX3/9tUps4T2jPffaTPDunvfePrf4G8k8ju5uc8EFF6j3ESrFMDCF2fwvvviiXHjhhWr2/Pbbb68WiE+n6MHFnibJom/f1SAl9n14DnHCZ3ThwoVy4403qkF9DE6fccYZMn369F5tP9oJJlNlgEpNbRu0U6I2a32F11VrNXX11Vcn/dnUjhF4L6AdX7xjBBKgWuvDdE9qiN7urpIz8SCZ1t1gfV9PiSowk9HXz34yFQ3abTpWR/RUV8eu3hwrMx1XTJgwQb2X0S4PiXs8P6gkuvbaa2XvvfdWn5177703LYkr3CeSZEiM4D2Azyqq1JBoQltT7RiC1ni9OX6nKnbpzxgj1e/pvsRafYkbM/FY0xmf9WdMRkRElO16PhpFRERE3fL7/WqWrAYtXrqD2ZMYrO6qbUlfpLsNT/RgQ08H7KIHE7BGFappsgVmu2qDBXhtEq2bhdc816A9GypCMJiItpRImGBG8ieffJLSmbzdtVjSrscgeXTCB887Zp5jQB8t3hLNCEeFXjpp789kWkV1dxsMRuKEgU6sc4HEzbRp09T6RxiQnDRpkjz99NMJ19rqqrWi9jlvbm5OWOm15557Rip18Jz+7ne/S3oATmuvhDVfkh00Q/tGrIeCdfGQlMNnCNuIpBXecz1tAYUBbo22PZmG6pHrr79efZ5QVYvB5uOOO67L30GFBao9AG1Ou2o3p5k7d65qJbnzzjtLOkRX0Gnvp0Knffa1ge+uaLdJx8B7x+3Belwff/yx5Ap89l944QVVjYTjDfZ9n332mXz44YeqMhsJGyRosNZdKmEfgf0MYL1EtGPt6eSXZGMXrBWmtXnO5hgD26xN+Mj0e7ovcWMufn6zJSYjIiLKdqywIiIiSoOpU6dGWr/0RG9n0Gtr43TV5kZbeDpdMDAwcOBA9fPMmTN79LsYINDWdohuEZMNUMWhDWadeOKJCW+nDYrlEqw9obW4wfoegIEzJCcwCN+bwbd4uqvk0a5Hi7zoBIbWUhMVil21L4qeeZ4O2toW+AwhGZTImjVrurw+GqpmsFg9Ko+++uor9ZnRPgO9SdhibS8NKgcSOeKII1SlEyAxluwgKAbRUPEGhxxySK9m1R9zzDGqykJ7zfH3ewpt17TWTUi4Zcv+AuuPoEpKe/26qxZB0rA3kwjSWWUV/b7pacIKLQ07VrSl+rTvvvtKf9M++3i/dlU1gUQMKgk7VgGm2pgxY9S/2fK+7ynse3bffXfVPm/KlCmqPR/Oa+/t3377LaV/TzuGpOv4jaoY7ZjV29ekv2MM7T2NtQS7gtdGSyKl6z2NyQyansaNPXmsODY3NjZ2eVvt+Ujn5zdbYjIiIqJsx4QVERFRGmiDiqhEQOKqu4E47UsoZhvji3VPDRo0qNsWWe+9956kGwbgARUj2ppUyTr44IPVv2iLk46Ztl21d+lqcDm6nRIqIRJ57rnnJNPwfoNkWytFL/SNikBUKmlJhKOOOqrbNR+ShfUXEkHLI22R87322ivuc9/V845kj7ZORbpo24XP6muvvZbwdqis6S3MpNYGK/HZSaaaK1p0Qq+rgVPsK7SKT/yd22+/vdv7xmDqpZdeGjn/f//3f9Jbd9xxRyRhduutt/aqagBt97TXAzPSu3p/9Bd8lm655Rb1MxIX3SWWtOuRaMRz0N0xQnsPokqlt9Ug3Vm8eLH6F597JI9pU0UfBrtxfE7kzTffjLwuaPmZLtpxEp/dvrRIzMTxJh4k6S+//PJOa3SlSjLHb1TW4PXrDVSy7rbbburnl156qVfPRapijGRfD+09jXVWsVZWItjXaNL1nt5yyy3VWlnwzDPPpHxfrj1W7EMTVa7B999/r9pEpvvzmy0xGRERUbZjwoqIiCjF1q1bp6oRtEqE6IXsE9ESVhhoQFuZntLac3300UdxK6nWrl2rWu2l28UXX6zaumEA9pRTTuly4emO1QVoCYTWbxgY/Mtf/hJZyDwRJPb6mtjSKlq6ShJGr9WTaFDriSeeyIr2TNrjQRIo2eoNtGbTnncM/mvvn1S2nkF7m0StnvCe0V7r008/Pe5zj0HMeANraGt07rnnSrqhhZ9WPYjWdmjn1hHW1cIaW4ng+u7aEmmJJsyk7mkF0y677KJ+D7799tsub3vXXXdF1ly66aab5NFHH014WyTOsAaMlgw///zzIxURvYHZ62eddVZkcfveVFkdf/zxavBOq7JC5VYyLZ/SDds1fvz4yPOaaOAYnwdtNj/WX0tmXRTtGIH3fG8H17ujrSuG5Bj2CdT+vGufxcsuuyzuMQeTUq666ir1MwaU8T5Il5NOOimSTMT+Esf2ruAYrFVGployx08MuHf396MT7MnESz3R3fEbiQzs03q7FhVceeWVkUQ1Kse6W78IieHo43OqYoxkj//Y/2pr1KFFYrxJA6h0w+QCwDqrybaO7Q1tMgSqGP/2t791edueVqXi2K19XlDNHC8+RmcCrCMJ2BcjJsqk/ojJiIiIsh2/iRAREaUYZsFqX6qTbd+x//77R9qA9GYAV/siiy/eqHJC4grrkWAWNu4Pg9kOh0PSbYcddpBrrrlG/Yz1KXbaaSdVSYCZqxgQWr58uVqnC1/IkdDqWGGiDfijImfHHXdUrVAwCITfxToXM2bMUG1SsM4PBr77OhA3ceLEyCARtheDa3jtcNJm+iJRgfVCtNcWg1tozYPnFy1sMNCBQQWs0ZFp2uPBjG1Ur2gDVzglGjxHSyOtMk5bdw1telLZfgttefAcoTIGiQ88d0iqIOnwv//9T90GSRHtedZgMB+w/Uj+vvrqq2rwBoO0mM2O9zWSWZilnU6oCPrHP/4RSTwhYYNqKrwnsS143vbYYw+1nWj1Fw+qDpEkQus0bLv2POD3USWGqietChKPu6cJA6wVpc307y5hhYFNvOfxLwZXzznnHPUewOcOSSRsF9ZLuv/++2XrrbeOJOAx+Pf3v/9d+uraa6+NJAFQ4dXTKisMtmK/pg2ivvHGG+o9hsFODOpiP4PWjEgs4jOK/QgeHy6HdCVjsF3aPgzvk0SVUNHVV8keI7C2DV7jjr/fEQZ98fp3dYpuk6bBsUNrOZbJCoNsgwTKnXfeqX7GZwKfMbzf8NnH5BRUbeAyrcoT6ySl81iLpDT2N9gnIdGjHTfxmqKlI07YJ2K7kNDCPgfH3HQeb3B8f+yxx9QAe8fjDY5BSMhg34HEOI7h+FwiyYf3G5II2B8AWmpq96nB/gifK5yw7+ypP/zhD5F98kUXXST33XefShjh7yPZjetxXO/L8Rtt3HB8gwcffFAdC1CdpMU92Mfjc4frDjjgANXWNHrfkKoYI9njP/bpSKwB1kbCfhTVg3hOsN/C/hKPAduOfSVeNy3BlQ54vFq8cffdd6sqQlTaa238cKzERC68hx5++OEe3TeqzrTfwecVn1XcF+IIPD/vvvuuStCjwgqwFqFW8ZUp/RGTERERZb0wERFRgVm6dCmmv6rTqaeemvLf3WqrrdT1ZWVlYY/Hk/R9X3755ZH7/vrrr8M9ddFFF0V+v+Np+PDh4QULFkTO33DDDZ1+H5dp13elu9uFQqHwjTfeGNbr9Qm3B6dJkybF/f1//vOfYYvF0uXv4qTT6cLz58+P+d1PP/00cj1+7g5uk2g7o5+jhQsXhgcMGJBwW8aNGxf+4YcfIuefeuqpHj9vXb02yd7O6/VG3n8dTyNGjEh4n2+++WbMbe+6665wX0W/Frh/PEeJnr8999wz3NLSEvd+LrnkkoS/ZzQaww8//LD6LCZ6jNGf2XivS09ud/PNNyfcFrvdHn733XfVNsTbP+A+u3tP47T33nuHm5qawr3x73//O7Itra2t3d5+0aJF4b322qvbbcLn8aqrrgoHAoGE9xX9+Lp6njV/+9vfIrd//PHHE35Wuvoc+/3+8LXXXht2OBxJPbcmkyl8+umnh1evXt3j7Y++Hp/1ruD9HP13o98LOCaUl5ery/FZ7YljjjlG/R72WStXroz7fCVzivc50fYB2K8uWbIknA+SPR4kczt89vHcJHpODQZD+L777uv1tiZ7/NV89tln4cGDByf1ej/66KO9+nvdPS8bNmxIeFzcZ599Ou1XuzoNHTo0PHv27JTGa5pXX31VHSsS/e2TTz45/OSTT0bO4292hMcT/bg6wr7xmmuu6Tbu0Y5bTqcz5vdTEWP05PiP7T377LO73E6bzRZ++eWX4z7ensZaiY6LGhz/ERN299z19jP2n//8J2w2m7u8b8TgiF/jSUV81pPPeDpiMiIiolzCCisiIqIU+u677yJrMETPiE9G9Ez77tY/iQfVEM8//7zsueeeUlJSIjabTbVyQdUBZuliVm9/wExctE3DbHTMDMas4OLiYjUzHFVRmL2PWbSYiR4Pfgez1XEfqGTBDHe0aUFFBmZqH3744araBbfB4+sLzFjFDGNUbGFtH20NiI4wuxUz2DETGI8Bt6uoqFAzmu+55x71umvteDIJs+6xHhTa7G211VZJt5XDDHGtRRweW29msne3zgfajWHWNyoCioqK1GnnnXdWs84x0x3vkXjwWqMiCWtR4Db4TGEGNCqSvvnmm35pCai57rrr1POL90t1dbV6vrEtaGGJNm+YrZ/Icccdp2ZzY70WzF7H+wifUTyeYcOGqft88cUX1XOB56s38Jzgs482YKhG6w4qGr744gs1ux4z+DHzHi3N8B6oqalR24lWomjHiPZQBoNBUgXrYGmVD72psopeNwqVU//85z/lj3/8o9pH4DnAdfiM4nOAtcEeeeQRVemA1lpaNWu6aK204kFlG6oGQFtLrKfHCFR/Yr2XVNJa0WKfiGo16vzZx3EU1cH43OCzi/0rjquoUESLR+x3+wuOo6gUwvsa1ad4T2NfghN+xuuIyiVUjmgtOFMNxzxUDuE5GTNmTKQlaTTsH7Gfxr7/wAMPVM+X9vnEPhTbiapNxE3bbbddp9+PXguzt61Ijz76aHX8wb/4m9r+DVUsOLagqqmvFUTYN+IxYl+JfTyqy7EvxeU41iFWQetSvF6o7ul4bE5FjNGT4z+269///rfa/2P/iKoevHewrVgPEe0vUd2OOLY/4NiOfSOORdge7fiI7cF75ogjjlBxMY61vYF1oVCp9de//lUd53C/Wkx66qmnqucXz3M6K8l6It0xGRERUbbTIWuV6Y0gIiIioszCgBkGQNGm77XXXsv05lAvYUAOSUC0eUIylqg7SKBhAB9ryU2dOlUNlhJlA7QYRkIbCZg5c+akNGlOlM0YkxERUSFjhRURERFRgcP6XRgYAS7snduuuOIKNTMdrykqQoi689BDD6lk1YQJE9Q6MUTZQls/D+uIMVlFhYIxGRERFTomrIiIiIgK3L333qv+RVsnbbFvyk1oL4iWVGiigAXkibrS1NSkWrJpSYFsaYlFtGHDBtUmD+1g0RKOqFAwJiMiokLHhBURERFRgWpublaD1O+88446f+WVV3LAOg/gdcQ6NmjvhjVsiBLBGnFIWmGNtf333z/Tm0MUgfWmsF4b1mUiKgSMyYiIiNpxDSsiIiKiAvP00093WrwcC9pjAXa2XSIiIiLqH4zJiIiIYrHCioiIiKhAYSBk5MiRcvHFF6sZvRwYISIiIup/jMmIiIjascKKiIiIiIiIiIiIiIiIMooVVkRERERERERERERERJRRTFgRERERERERERERERFRRjFhRURERERERERERERERBnFhBURERERERERERERERFlFBNWRERERERERERERERElFFMWBEREREREREREREREVFGMWFFREREREREREREREREGcWEFREREREREREREREREWUUE1ZERERERERERERERESUUUxYERERERERERERERERUUYxYUVEREREREREREREREQZxYQVERERERERERERERERZRQTVkRERERERERERERERJRRTFgRERERERERERERERFRRjFhRURERERERERERERERBnFhBURERERERERERERERFlFBNWRERERERERERERERElFFMWBEREREREREREREREVFGMWFFREREREREREREREREGcWEFREREREREREREREREWUUE1ZERERERERERERERESUUUxYERERERERERERERERUUYxYUVEREREREREREREREQZxYQVERERERERERERERERZRQTVkRERERERERERERERJRRTFgRERERERERERERERFRRjFhRURERERERERERERERBnFhBURERERERERERERERFlFBNWRERERERERERERERElFFMWBEREREREREREREREVFGMWFFREREREREREREREREGcWEFREREREREREREREREWUUE1ZERERERERERERERESUUUxYERERERERERERERERUUYxYUVEREREREREREREREQZxYQVERERERERERERERERZRQTVkRERERERERERERERJRRTFgRERERERERERERERFRRjFhRURERERERERERERERBnFhBURERERERERERERERFlFBNWRERERERERERERERElFFMWBEREREREREREREREVFGMWFFREREREREREREREREGcWEFREREREREREREREREWUUE1ZERERERERERERERESUUUxYERERERERERERERERUUYxYUVEREREREREREREREQZxYQVERERERERERERERERZRQTVkRERERERERERERERJRRTFgRERERERERERERERFRRjFhRURERERERERERERERBnFhBURERERERERERERERFlFBNWRERERERERERERERElFFMWBEREREREREREREREVFGMWFFREREREREREREREREGcWEFREREREREREREREREWUUE1ZERERERERERERERESUUUxYERERERERERERERERUUYxYUVEREREREREREREREQZxYQVERERERERERERERERZRQTVkRERERERERERERERJRRTFgRERERERERERERERFRRjFhRURERERERERERERERBnFhBURERERERERERERERFlFBNWRERERERERERERERElFFMWBEREREREREREREREVFGMWFFREREREREREREREREGcWEFREREREREREREREREWUUE1ZESQiHw/L666/LSSedJGPGjJHi4mKxWq0yZMgQOeSQQ+TBBx8Up9OZ8Pf33Xdf0el0nU4Gg0FKS0tl++23l3PPPVdmz54d9/c/++yzmN/D/XVl2rRpcvbZZ6v7raqqEpPJJEVFRTJ69Gg5+OCD5eabb477t/785z/H/J2nn366y+ttNpusWbOm0/3ceOONMbfD9idSX18vZrO50/OyatWqhL/T0+eDun4/FooXX3xRvf8HDhwoFotFBg8eLEcddZR8+OGHfbrfQCAg//73v2WfffZRnzfsG4YPHy4nn3yyfP/99wl/L94+Id6JiAoTY4/41zP2yE2MPVIXe0yfPl1uv/12+eMf/6j2Bz19X7rdbrn77rtll112kfLycvWZwj7mrLPOkgULFvR6u4goPzD+iH8944/cxPgjNfFHW1ubTJkyRS699FLZc8891b4BnzN8LvBZ+9Of/iTffPNNWsZNqECFiahLixcvDo8fPz6Mj0tXp+rq6vB7770X9z722Wefbn8fJ4PBEH7++ec7/f6nn34aczvcXzyLFi0KT5w4Mam/hdOsWbNifv/UU0+Nuf6pp57q8nqczj333E7bccMNN8TcBtufyL/+9a+423bXXXcl/J1knw8KJ/V+jLZ06dKY6/Ca5zqPxxM+/PDDu/wsnH/++eFQKNTj+25oaAjvsssuCe9Xp9OF77zzzri/m+znlIgKD2OPxNcz9shNjD1SF3t09dnu7n25bNmy8GabbZbw981mc9z9AREVBsYfia9n/JGbGH+kJv545ZVXuv2MYezjuuuuS/m4CRUmVlgRdWHZsmWy6667ysyZMyOXYRbA7373O/nDH/6gZgVoNmzYIIceeqhMnTq12/vde++95eijj5b9999fzUrQBINBOe+889TshZ6aM2eOTJgwodPMhLFjx6ptxWwozDrCDB5NKBSSvnriiSdk6dKlvf79559/vkeXE/XURRddFPO5xCwefFYHDBgQueyhhx6Sv//97z2+78mTJ8t3330XOb/FFluoz1pJSYk6j7zUVVddJa+++mpS+4R4JyIqLIw9usfYgwo59ohWUVGR9G39fr8cdthhsmjRoshlO+ywgxx00EFqHwM+n09OOeWUmNiGiAoD44/uMf6gbNcf8QeqLrFfOOCAA6SsrCxyOcY+brnllrj7hVSNm1AByXTGjCib7bHHHjFZ/z333DO8bt26yPVerzd83nnnxdymtLQ0XFdX1+WsjuhZN6tWrQqXl5fHXP/BBx/0aFaN2+0Ojxw5MuY222yzTfj777/v9Jiam5vDTz/9tJo59fPPP/d5llG8mSjJzjLCDK7o25lMpi5nQSX7fFDXCmmW0a+//qpm62iPB7Pw8HnRZvlEf27sdnu4sbEx6fvGrMLo5+qPf/xjOBgMRp7HkpKSyHXDhg2LXKdJdiYeERUWxh6MPfIRY4/UxB7wxBNPhF988UX1XoZk35ePPPJIzG0vvPDCyHX43KLaQbtu99137/XjJ6LcxPiD8Uc+YvyRmvgDFVZbb711+L///a/aF2jq6+s7VU4dccQRKR03ocLECiuiBD799FP5+uuvI+fRbxm9nNEDVoP+w//6179k9913j1zW3Nys+jonC72gMesoWkNDQ4+2FX1gMSNKg/606HW88847d7otZjCceuqpMmPGDNlmm20kFTAjqDc97zvOJLrmmmtizj/33HOSCT/88IOaMYJ+vHh9rr76ajUrtafwmkT3S0YfbFyGfuCYoabNTPnqq68is74w02WrrbZSs9mGDRumegTH6xHeXR/r3vS5xm1HjRoVc9kzzzwTc1/o0Z0sfBbuuusu9f6urq5W/cT7e72mZ599Vs3WiZ5xpM0ixroNZ555ZuQ6l8slL7/8ctL3jecm2hVXXCF6ffthdeTIkXL88cdHrlu5cqXqr05E1BXGHslj7BEfY4/8jj3g9NNPVzEG1o/oiY5xC2Yya/C53W+//SLnsQ7FwoULe3T/RJS7GH8kj/FHfIw/8jv+wPM6a9YsOfHEE9W+ILrS+7bbbou5bcf4geMm1BvGXv0WUQF46623Ys6fcMIJ6sDTEQ40F1xwQcwCg/jdnhzcOpanI+jqiY4Hmv/7v/+LKdmPB9uNg2hf7LXXXvLll1+qcv7rr79eXnrppV4HbZWVlSo4evLJJ2XFihXqshdeeEEd9LWDWX9AMIsgw+PxqPNYWPWOO+6QJUuWqIUr+wIHbrQuwGKrGgTXaI+AxS8feOABeeONNyLXYfHV++67T+bOnSsffPCB5BK8hlhMM/rLRE+hVB1fnnoCX0RuuummyHktINbg+e/qPL6oYdHxZETfNz5PO+20U6f7fvzxx2Pu+8ADD4x7XwjisNAvFiJFuT7acUyaNEktkEpEhYOxR/cYe/QMY4/8ij16C++tH3/8MXJ+0KBBnT7z2K6PPvooZrs233zztG4XEWUHxh/dY/zRM4w/8iv+6OozVlNTE3MeCe90jZtQ4WDCiiiBn376KeZ89Eyijjpeh5kHCGSieyYnghkEX3zxRcwXyF122aVHAV/H3s3o29wfEJgefPDBagbOK6+8ooKucePGJfW73377rSxevDhy/qijjlJB5DHHHCP/+Mc/1GWrV69WB20ENf0FM520gC0aAtLLL7+800G+J6ZPn67eE3vuuafU1dXJ/PnzI+sFoH8vZrkMHTpUttxyS/WewOWAgO7zzz9XQVA6obc4tuG9996LXDZixIiYx7z11lsndV/4khMdsDkcDpk4caI0NjbG9EUHvO7Rs3SiZ3u99tprPXoMeF67mt3T8QsRPm/Rkp0th+cJQXX0zKKOyaWe3DeSVR3h95HI+v3vf5/UNhFR7mPs0T3GHj3D2CN/Yo++wJormBSTaJsytV1ElB0Yf3SP8UfPMP4onPjjnXfeiTkfXeWW6nETKhxsCUiU5M6/46yBrq5DIBU9k6SjG264QQUnWKQQB0GUDwN23FjIsydVFfg7CBCjYWHFaHfeeWfcEuRky6UTGT16tJx22mnqZ5QeX3vttb0uiT/uuONi/k10u3TDrKlEEDj11X//+1/1N2bPnq3Kn6MP5GhjgIMzZrdidlG0ns626Q0scPnwww/HXIb3CC7XTh1fn3gwgwYBqgatJPB4P/nkE/n5559VK4loqCbCYru9WXC3O01NTTHn7XZ7l+c73j4R7TOb6H76ct+atWvXyuGHHx4zI5qI8htjj+4x9ug5xh75EXukc5sytV1ElB0Yf3SP8UfPMf7I//hjzpw5cuutt8ZUV1144YX9Om5C+YkJK6IMwAwSzJ74+OOPIwcq9O7FAQ2zTXoiukdtJiBQ04LMt99+W7777rtufwezkqJL6NFuAP2MATOsooNOPE9ut1v6S1e9hPvaZxhtVbT+vJhZs8MOO8Rcf8kll0QO1h17eyN5kSsQnEU777zzVICf6DyCvHhfclB1hPd3T05oM9CTz0uqPj/x7qe7+8bsOfRgx6wrBGX4ooi2CNG9tL1eb6f+5kREvcHYg7EHY4/8ij36O24hIuoNxh+MPxh/5Gf8gc8wEtGtra2R1xmtLbEWWrLblI7tovzAhBVRkj1a161bl/C2Ha9D32H0Je6JefPmqZkI8Uqyu4K/07H8HqX20VBmjZJnnFINZdznnntu5Hwyg+vvv/9+zCwulMRHP4Zjjz028jMOflOmTJH+0lXpeV/L0juWlBcVFSW8vuN1SFzkCvS+jrbtttt2Cn6jHysCFK13d6p17J+M2VzROn4hKCsrS8n9JnPfWEz07LPPVq0kcH/4LP/xj3+M6eWtzTDTWiQQUX5j7JEcxh7JY+yRP7FHOrcpU9tFRNmB8UdyGH8kj/FHfscfSJahIm39+vXqPNocYt2zji06GX9Qb3ENK6IEsBBgdIk0FhY95ZRT4t42etFRwAB0Vz2cMQC9xx57qFZfuE+tnzFmHaFXcMey4a7g76DPbvTsHgRFm222WeQ8BsFxSsVMmXj+9re/qUUSnU6negyYRdSVjqXumHGEGUqJDmK4PfoC94fbbrtNzZLpeNA88cQTOy0O2VMdD9YdF1TteH2yOrZFqK2tlUwyGnt+aIleVyGVC49uscUWsmHDhpiAEpdFn48WfV1XMBsMX1i0fszoT40vXFartc/3jf0Hejs3NDSo8/g8YRZWx97ORJR/GHskj7FHchh75E/s0ReY3Y3nSHvMHbchU9tFRNmB8UfyGH8kh/FH/sYfmGA7efLkSGIRa3a9/vrrcuCBB/bruAnlN1ZYESVwxBFHxJzHbIGOvZ2jDy5d/W48KJfdbbfd1M4+OsBDi7Bff/21R9vasbfuPffcow4E/WXAgAFy0UUXRc5HL6TaUUtLi0ydOjXmMrRDwyKj2qnjtn/wwQcxB950QsCNfs0oS0e5PxaqROn/M888I9kE7x9Nx+cruodyT6UiqB8zZkzM+V9++SXmPGYVdXyPd+w9Hr3waE9OHXtt48tRtI7rQeFvdHX7rkTfFo+p42LFXd13vCA1us9zx77NxcXFSW8XEeUuxh7JY+zR/xh7ZD726C0MDEUPPqJCAu/7TG8XEWUHxh/JY/zR/xh/ZE/8gXXnUBWoJatQ9YikZ7xkVSrGTahwMWFFlAD6Cu++++4xg8goK9dKXgFtuv7617/K119/nXCRwe6gZPjUU0+NmTESvWhhMlCWPmzYsJiyeKyPg8Ue+wtmRyUzS6Y3fZkxuI+gub9gAVAc/DHzA0HkLbfc0quZM+kUvdgtWipoM93w2mPWV2/ZbLaY8x0HM5Jx6KGHxgR/jzzyiCxdujRy/tFHH5UlS5ZEzqOfNRYnTQfM4ovelgceeCDy/kMFE2bHRc/+6fgFqKuFeqM/t3D33XerRYcBj+/ll1+OXIfPJz6TGuwj8EVn4cKFMfeBNhBnnHFG5H60LxId2yQQUX5i7NEzjD36F2OPzMcefdExbrnzzjsjP6NaIXotDAwsY/0RIioMjD96hvFH/2L8kR3xxx133CFnnnlmpMoNn0OsyTVx4sQut6sv4yZUuJiwIurCf//735h+zpg9M3LkSLUDxYEJpa0PPvhgTJnzc8891+MezjjIRs80Qpl4x4Hs7g606HUcPaiNBRAx0I0y4cMPP1wtaBpvJkeqlJeXq8CtO3h+oiHYiLeA5Ny5c7sspY+G2x5zzDFxT1dccYXkI22hVsDBfq+99pIRI0ao9+f8+fN7fb9YBDa6ZzDWWcKXF+357NgjPB4McPzlL3+JmcW7/fbbq8/NjjvuGNP3G8FQoi8pqVh4FP2izzrrrJjZO+hrjs8E/o3uH41y+p70S0Z/5oMOOihy/q233lJ/77DDDlOBqLb4KPzjH/+I+YwjcPznP/+pyt3Hjh2rPp/77befeg1fffXVmL+DWW5EVDgYeySPsUf/YuyR+dgDMJi46667Rk7RZsyYEXMdzmswISZ6bQ204cJzc/DBB6u1SrQBKOxT7rvvvh5tExHlPsYfyWP80b8Yf2Q+/kB15NVXXx1zGfYJGKuI915M1bgJFbAwEXVp8eLF4fHjx4fxcenqVFVVFX7vvffi3sc+++wTc9tPP/20021OPvnkmNuceuqpketw++jrcH/xzJ07N7z99tt3u6046XS68FlnnRXz+/ib0bd56qmnurx+6dKlMde3traGq6urO/0t7fGuXLkyrNfrI5cPGzYsHAqFEj73W221Vcz9LFy4MO7z0dVp3Lhx4UzB85PoNe3u+ezud+fNmxe22+1xH/M555zT5ful4/uxo4svvjjh8zlnzpykHrvb7Q5PmjSpy9fGZDKFH3rooXC6eTye8OGHH97ltpx33nlx34vdfe4aGhrCEydO7PJzdscdd3T6vT//+c/dvneNRmP4nnvuSdvzQkTZi7FH4usZe3SNsUf+xx4dX8OuTh0/98uWLQuPHTu2y+fnueeeS+tzQ0TZi/FH4usZf3SN8Ud+xx/4fCT7Poz3PPd23IQKFyusiJLoSYseq6h6wMKCo0aNUosKaj1+MSsRlRLLli1TP/fWNddcE7MQJWY4RZcSJwOzFGbOnClvvvmmKgfG4qNY+wYzFEpKSlQ1BxYgxazJRYsWqfLkVMIsp6uuuirh9f/73/9iWp1h5kVXfYM7zszoaqZRocEMGcx6w3sOrzFKunfZZRf1HKMMvS/uuusuue6669T7x2w293qtBLwPMfvtyCOPlCFDhqj7wmcH246ZRnivnnfeeZJu+KxiFs8LL7ygeitj5iD6YKO1AD4PWKgXvdh708Mas+vQFgPPOWZ64TweJ2YbYX/x7bffxv1M3H///WoW1cknn6xmAmqfU/y73XbbqdYas2bNSmrmHhHlH8YeyWPs0X8Ye2RH7NEXmJGOtlloBzhhwgT1GcW2Yh+DCqw5c+ao2ISIChPjj+Qx/ug/jD9yP/7o7bgJFS4dslaZ3ggiIiIiIiIiIiIiIiIqXKywIiIiIiIiIiIiIiIiooxiwoqIiIiIiIiIiIiIiIgyigkrIiIiIiIiIiIiIiIiyigmrIiIiIiIiIiIiIiIiCijmLAiIiIiIiIiIiIiIiKijGLCioiIiIiIiIiIiIiIiDKKCSsiIiIiIiIiIiIiIiLKKCasiIiIiIiIiIiIiIiIKKOYsCIiIiIiIiIiIiIiIqKMMmb2zxeGLbfcUhobG2X06NGZ3hQiIiJKsyVLlkh5ebnMnz8/o9vB+IOIiKgwZEvsAYw/iIiICsOSNMUfTFj1AwRrTqcz05tBHQSDQfWvwWDI9KbkJI8/KL+ubVE/bz2oRKym1DyPfF2yE1+X7MTXJTtlyzGf8Ud24uc2+2IP4OuSnfi6ZCe+Ltknm473jD+yEz+32RV3aPi6ZCe+LtmHr0l2StfxngmrfoCZRfhgTZ8+PdObQlGamprUv2VlZZnelJy0sLZVDrz/C/XzSxfvLZsPLE7J/fJ1yU58XbITX5fsNHHixKwIpBl/ZCd+brMv9gC+LtmJr0t24uuSfbIl9gDGH9mJn9vsijs0fF2yE1+X7MPXpLDiDyasiKhXymwm+fPuIyM/ExEREaUTYw8iIiLqL4w7iIgygwkrIuqVASVWufHwbTK9GURERFQgGHsQERFRf2HcQUSUGfoM/V0iIiIiIiIiIiIiIiIihQkrIiIiIiIiIiIiIiIiyqicTFjNmDFD7r77bjn22GNl5MiRotPp1GnZsmW9vs9p06bJgQceKBUVFeJwOGSnnXaSRx99VMLhcEq3nShfrGp0yenP/KBO+JmIiIgonRh7EBERUX9h3EFElBk5uYbVzTffLFOmTEnZ/SExde6554per5f99ttPiouL5aOPPpJzzjlHvvnmG3nmmWdS9reI8oXLF5SP569XP1958JaZ3hwiIiLKc4w9iIiIqL8w7iAiyoycTFjttttust1228mECRPUCdVQtbW1vbqvJUuWyIUXXihGo1FVWe29997q8jVr1siee+4pzz77rBx88MEyefLkFD8KIiIiIiIiIiIiIiIiytmE1ZVXXpmy+7r//vvF7/fL+eefH0lWweDBg+Wuu+6S4447TrUfZMKKiIiIiIiIiIiIiIgoPXJyDatUmjp1qvoXiamOJk2aJFarVWbOnCkrVqzIwNYRERERERERERERERHlv5yssEqV5uZmWbZsmfp5xx137HS92WyWbbbZRn766SeZNWuWDB8+PANbSURE3Wlpc8mqDY2yrr5J6ppapb7FKU2tTmlqc0uLyyfuQEjc/pD4g0HxB9r/DQTDEgiGJBAKSSisk5DgJBLe+HN4489h/C+Mczgf+/Mmui62rvvb4W/ESnR/sbcLbTyr1226fcd7Sh9diu8u+fsLZ2obk7y/ZSvqZPyogSn+20RElC0QP/iDYWlsbZNV6xtkXUOLrKlvlRanS1qd7vaTJ7Ax7giIP4C4IygB9W9I/RwMIv6QjbEH4gvt503/hmPOb4xN1BboJKyOm7qYnyP/4vIeHFd7eszVYiBd9N/ovwCE4mDsQUSU/3D8dfuCUtvQJPNW1cuCNU3S6nKLy+0Wt9sjLo9XfP6A+AJB8QVC4gviFFYnxC0hNfaxcUxD/b89/oj8GzPusely9VPMcb79+B+OhAHxYo6Nt4mc7XybcBe/F7nNxrPa34+JPWL+AOVT/FHQCavly5erf8vKyqSoqCjubYYOHaoSVtptu1tbK55ffvlFNt98c2lqaurjFlMqtba2ZnoTclpLiyvq51ZpsgRTcr98XbJTKl6XUEiFO5HBFy3giA58tMRN5DoR8Xq9MnvhMvlu4SpZtq5B1jW1SYPPKG2mMgkYLBI2WkVnNMf5iwYRib9vVzGQsdCPgpQuIYO5Q0CfXow/cguPc9kXewBfl/RCDBCKGlHQkjHRgwyxAyPtVznb2tTPLl+g27+Ryt0uBnPWNTTL7IXLZday9bJovVManD5pDRrFbSmXsMnexW8juChO3N8EJ1MKN5ZoY+zhDyK12X8Yf+QWHueyK+7I5tdFTeiM2p20JzjiHWu7P/Lmai5Biz+cScQfqYREUWNDg7z47VL5aVWrtDld4kYyyh9S8UfIUiQ6XaJmaRgTMXcdfxClIf4IajOpU6igh+raNu6AHA5HwttoiaxsPIgQEWUCZuoEMPAUxgydsPoZM3cwYzgUNQCFQBdwuyBm88QZiNJm66j/hkXW19XL9Jm/yvwV62RlS0Ca9SUStpWKwVGOvXX7CWNE9vTV0BClgtuf+i+0RETZArN7MXs3GDUBxYvqoY1fWNXAuaoMaj/u43zHRH7HOED9FIkR2n8IeNsHCw3O9vtLB2zbzMWr5Kv5q2Vto1Ma/Xrx26tEp9e+Kpe0n2zp+ftEqYzRiYji8fpD6jiNKptgKCQe1XUkFHeguf1y7Vz09/cO6apczUYlIajFH22pf5B4zn+rc8mqJq+sW79Blq2rk4amFtU1xq2zinHAqI23tIvo7Bz7oKzn8qV+7KOgE1apNn369IQzj4LBoKrkouzD16V3ynwGKbG270LKSoulrKw4tffP1yUrIFhtdvulOeBSAWmzSydtHiSp2geeEGyhtZ5KWIWiWtogmdVeYx4JdlG6jZPWvk6vE1lf3ySffj9L5q1rlWZ9qYgNg0IVIlacOAmIcpfJ0H9fJxh/5Ca+LtkXe6j75evSiccflDZvQH0ZxXEfsUGDMyhuf3scgMkrgOSVL6AlrNqHtbQZ2pgNbMCBPwrCgehLVJzQoWNMOORvvy5klvZru9ZVFzzEJqsb3eqx1Dc0yne/LpXVzrB4TcWi06Mqu1TEghMHhIiSwfgjN/F1ya64I92vy4ZWr/o+3+DyitPbPpE0EA4LCofQJi4Y7NjqXkSv18d8l9G+v3c8xsY7LqeoG23GhaW9skqHoCCF8dSHPy2Uz5e2ijem1LpcBBN0HRykp9ykS8PnvqA/C1r1lNPp7LYKq7g4fQcmolw0dkCxzL7hoExvBqUIZltpMzNrWzyRGRJY7wkDOy3NTjXQ4zcFVULKYtSrwFWv14lRrxO72agGonBeJZl0IoaNCSocvKLXWJq7ZLU8/elsWdHgEZ+1THTGMhFH7wL0cCgoYZ9LxO8RQ9AnhrBfTBISkz4sZoNOrEa9WEx6sRj0YjaImIwGMRsNYjQYxWQyiNlkFKMB5w1i0Lcn17CtapBtY+JNp8cgm16sJqM4LEZ1XgXxRr0Y9Ti1h+o4j8eL2B7PQ/vjb78/9dxsfA5wefvSEh0H7jZ+EejuQUfdzunUKoWLendfkV9IyU2iNy8l95Xc30vu3lL7N7u+/vwpRjHhDUVEKcXYo/8gKbWu2aOqRZvcPnF5g2qgBYkoLW6w4jiKeGBjIsqo00mJrX0AxqTXJqn0bF/dkc/VHo+Y7V214OseEmu3TvlZZq3zRF3au+RUOBySYGu9SNCvjvmGkE8MEhJLyCNmxBsmg1hMRhWD4FhgNBrEgFhjY/yBf01GoxgM7fFFezzV/jxGxwy4rD22ar+Nui2eV31UjLVxApCW/NP+Vb+/8frudHxtguGwtHgC4vEHYmbPmw2G9gFMnYg5vPGxWzD7u70JM+gN7duKOBHxkWHjCe8Ng1GvficSC0VR29ohoUk9g9gDcSoRFV7cgYSTmkASbj8+r25yi8ffvlaR1x+U+jafeINBdUxSx26DXuxmvViMFn5nScDnak9Yme29K69e0+SWWauaZEW9Sxas2iB1jc3SpneIOoj3oS9wyOuSsLtFDOGg6MMBsfiaxBb2itlsEovZLGazWcUYiDVw3DZjLMTYHpfgZMD4h17fPqahw7+6yL/tcdvGyzbGHphwpGIPdfnGJKUW28X5jt0eh8Qfi4g+9LfHLIkSodG/s+mPBbzu9pUdLJ1fk97GmfmuyeUTl29T9TWeJrz+1UUmsZhMSY3dIKaPht9BbGczG9TrcRniD3Pq44+CjmhGjBih/kVvZSSm4q1jtWrVqpjbEhHlE8y2QjDV4vG3V0aFwtLo8onT2z5AhHEKm1mvDkYIbK1F9l4FtU6PV6ZO+1LenbVK2io2bx8kKipNepBI726UokCzVNv0MrC8WGoqy2TLIRWy2fBBUlJa2qcABQNwTS6/Wh8Djw2DMTiI2ywGNdhkQ2Cn10mRxSgVDrMYN4624PnIdGCkrQ3AmZLZpbSobwOrRESZgOOhNxBSMUFts0eaPX5p82Dh7pAaCEdyymFpjwFMBos6n+0am1vkzte/lUWeBGtadiHUtFYloYpNYRlSpJfhA0pl6IBKGT1koAypGS/2DpNFclFkcXVM1ESSKhCUFndARpkNUl1iEX1UpGY1G6TU2j64ofe7VFKqtLQ9/kCclOmYqNAx9iAqTKigWlHvlODG1n2obG52+9T3WzAYdFJuN0ul2SwWkza9gNJp3toWuWnqXFXBFmFIvggiHPSLPhwUW8gj29kaZURNlZSVV0jNgCrZcniNWG2F2aPY52pfqsdsZ0EJtHr8KkkN0VWSWptPtOmu8ARkTJVDTa4GxGoY76opsUqZPcF6Zz10S5GdFVapVlpaKiNHjpRly5bJjBkzZO+994653ufzydy5c9XP48aNy9BWEhGlHg5oqJxaUNuiZlwhcaVmSevaEzMDSqxRs3V1kRnOPU1WoR/z/W98Iyukqr0Hs0pWdc3sXC8DbWEZW1Mm4zcfIbtsNUJVRaUKZotjUA6P2ecPidGokwq7RYqtRimxmqTcYVazlYutJrGbMZs4+wfkiIiIeguzsZdscEqr1y/ujRNWNji9avIGJmogMZFLx0LEOJ/N/k2mTvtKfgtWiqG4svtq7cZVUmoKyagyk2w/apDsOn4rGTxgd8lHeH4w8x6Vc22eTWsOIObBBKXBZVapcFhkWLlNxYSa6IRUU5NP/WvMofcFEVE+2tDmlRWNLjXhBMdqfI9FRc2YAUWdWvFS+o6rize0qeThF3OWyfdr24+R3XEt+Ebsng0yfHCNjB0+WEaPGilbbL6ZjBxYzteO4r7PtE5IGMtCNwRbnCS09t5BpXtNiUWqS6wyvCL3JrUUdMIKDj/8cHnwwQfl5Zdf7pSwmjJling8Hhk/frwMHz48Y9tIlI0w+/bLRXXq5702q1ID/ZTdUD1V29re7g+LpTt9AVVNhQTOmOrUBrRzl66Rf731jawzDBCdAcmqxG11zC1rZLMyney53Rg5YJftxWhM/aGpwenb2Mqofe0tDMoMLLZGElIYkCuytpcyMzgkIspOjD1SCxXWDS6fqqDCIAtmY+O4qNeLVBdhIkfuPb9z5y+Se6f+KM1FI0Tsm0da1XXkWThdBpQVyc4jy+XQvXaUEaP2LJgKIbzWiP1QKT622qGSTnjoeO3xmuPyMrupYJ4PIqJcijvQrhct/IMbF4lEFQ8qKTYfyKqTTGhx++W2d+fJovXtrfq7EvK5Jbj+NxlUpJf9NquS/Y86SaoHDuqX7aTcTVL5sFi8iNQ7fWo8y4RAXUQGl9mkqmhTxwMtalMtH6PaNmKsKxcVRMJq9erVsv/++6ufP/74YxkyZEjkuosuukj+/e9/y2OPPSbHHXdcJGm1Zs0aufLKK9XP//d//5ehLSfKXgiUzv/fDPXzhxfvnRXBG8WHkmBUU61sdEldq1etSxAItve0xsFtaJktZUma5tZWuebZT2SNvlrEPDhhyz9z0zLZd4RNjjlwb6mq2lPS9bhRJo1ZxEhWVRWZ1eALFs7FzGFUVKWqDJqIiNKPsUff1bd5pdUTEJc/KA1Or3pOtSYio6rsOVkxg+P9C18vkPdmLBW3GS2HE7dyL2uYL8ftOEj2+fO5YrPl3mzT3lAV5RsHOxD7Nbv8MmaAQ8psZjXYwXWPiIhyI+5AC/tl9U5Z0eDa1AJMJ1LpsGR0uwoNXgdMiIX73/9FljS1r3cVj3vZTAnMfk/2nLiDHHzQgbLTxNPSMkGXcgfG4pBkTkZti0dNuNbWRh9WbldjWNqSFdXF+fvZz8lPyTvvvCO33HJL5HxDQ4P698gjjxSLpf3FOvTQQ+W6665TP/v9flmwYEHk52hjxoxRFVbnnnuu7LfffiqxhbWspk2bJi0tLfKnP/1JJk+e3I+PjogodbDg6pomlwRDsnFtqoBq94fyYCy4msrFHG9/8TNZ1BwWnbU64e1qghvkxL23lT222y1tM3eRnFrf6lULzOIgjr7dA0osMqTMrmaXOMyGnByQIyIi6ikc95GwCG88PmJtKsQDvmBIJXoGllhVPIB5K7lUUYOBOrRBmrGsXh77ann7hUhWJVCtd8rlh46TzYbmZ5u/jgMhTW6/et3xGqNdDKrI2+lkUKlVyu0WGTsg99fgIiIqBDjmoYKn1e1X7VxRBYvKCup/785ZK09/syyphINj2Vdyzp5jZZ+bXhGL1dov20fZH6Mtr3cl3WrbpNerVs1FG5PlGM8qlM9+TiasNmzYIN99912ny2fOnBn5ecstt0z6/s4++2yVuLrrrrvU/WLtKvz+WWedpa4jIso1qCxa0+RR/y6tc6mBqBKbSfWuTXWy5q1v5siz362WkLVEdHHiMN2GxbLH6HI55fD9pKrUIelW1+aVYotRLSSJx1xqM4lJr1OzT3JpMI6IiKivltY7ZU2jW0JIWYURHwTUWo04aWtX5mL7nZve/lWW1jm7ve3OlX7584ETZVBZYSxQjglEdW0+te7YiAq7en3xOiMGQosYwEuO2IiIiHIDOqSsb/XIyga32qdjjUHqX2ili5a6T3y1tMvbtf70tmw2qFzOPOpA2eFcduuiWFhrzmIyyNBymxqz6o5OJ2pyWS626S7IhNWf//xndUrWyJEjN5XLJnDAAQeoExFRrsNs6sXr29TaFJ5AULXAQ1VVqjW0ueXGp9+TVYYaEWtJ5xv4PXLwYL+ccfbJot84SJIu2MdjgAatD8MSliE2k2w1uETs5pw8zBEREaWk/V+bJ6B63qPSGKmp4ZX2pGd1ZqvHPl/UZbLK2LxK9t5muJy8/44F1foXibzaFq+MqnKotseDS21ci4qIKMehUhat/dGCrqbUygkHGfDct8tl6qw13VZVDVr9hTxw3ZkybMSofts2yi1Yg8psaJ9MjfZ+lBhH8oiI8ghm/fy2oU0lrdp8AVVRhcWzUx00T5n+qzz/U62IqSbubbY2N8i1px0oVou5X8qq1zR71CxiDM6g7c3AYguTVUREVNDrbmCdC7T/K7ebpDwPEjfeQFD++dZ3Mr02wQ18bpk8NizHHHJswSRp8Pqi1SNiM6zZObTCJpUOs2w2sDjTm0ZERH2E/Tsmota2tq9jg4mo1L8wQeaNn1cnvN69ZIZUWHVy7AG7yqRzriyY+IN6B0lPVLyneowuH3FvR0SUJ5C4waKMqKxCq4Ch5XaxGFO3TpWWELvqhenSGDSLmDpXbQ1tmiO3nHO8lJaXSborqjBj3OULqkC+wm5Ws1RGVDrUwBwDRSIiKuTFwDEbe2WDSxxWo+p3n+taXV654MnPpNXQORHjnPG27LvjFnLOacdJeXFhtEkKhcOqrUwjquc2LrhtKtKrivqRlelvv0xERP0z+QQnVFeNqLLzO24G/OvjBXEvD3mc4n79Grn0iivlwMOP4mtDSSes7CZ9znc76A9MWBER5QEkqlY1uKTJ4xe9XieD07BWQ1ObU855bQ5WNY97/aTRBjn1oLP7JTG3ttkjBp1OBhRhXSoRh8UoW9aUqEQdERFRocYCmMzh9gakttkjpXmyKPuHs1fKkz83iXRIVoX8Xhk4+zl58PobZMjwEVIoUFVV3+oTnV5U5dzAEptqE4V4COshcNCMiCj3hUJhaXL7pMHlkyEVNg5w9zNMjH30k/mytCEUc7lvw3IJNNfKuGK3XPv2R1JcWpqxbaTcatuMiUbNLr+UVBg5bpUEJqyIiHIUKotQ8YQDH/5d1eRSgeyg0tSvV7V42Uq59vOmuNeV+OrltIMmyN5bDpL+gPZ/Jr1OBpXaZMyAIlVObTLoxMggnoiICnhga3WjW7UBRH98tMdFa7hc96/3Z8lXtfGP73s71sslj/+nYBI0qC7HWp31bT4ZWWUXq8mg4j6sWcWBDyKi3Nbq8atJmWj9p7XBbXL5xWLUi82U2q4pFN+MFY3qtL7FKz8ub+x0fTjgF++7d8oNt98re+73+4xsI+UeVEhiyY4ii1EGlljFajSozzV1jQkrIuoVVPA8ccqEyM/U/1Y1umRZvUu8/qC4/UHVEqbYmvpFWN/4eLo8O88vOkPsISOw9Ae58KDt5Pf7Hy79UVWFQRok5/Dz8IoiGVNdxEVniYgKCGOPxBAHqLWMwmEZO6Ao55M4GKg7/6kvpSEQJ+kWCsp1e1XKDtvvLoWk2e1Xg5c1JRY1aWdYBRfrJiLKl7gDE1CX1LWJ2xeMXIb1CYcw3ukXSFTd+s68Lm9Ttu4n+c/b06SiqrrftotyDz7LLR5/5Hw4JKqlJz7LSD5bNk44oq4xYUVEvYLZAQdsNTDTm1GQmlw+WbKhTfyhsNS1emVgqVUqiswpX68K7v7fB/Jtc3GnZJXO2yqPXHK8DBlUI+mGQH0F1uGwGMWo16lZKViviskqIqLCwtgjMacvIO5AMC9awqGS6PqHX5QG06hO1xW51sq/zv6DlBTZC7I9UVVRewvAoeUcwCQiyqe4A2vbIFmFVq8WU/tgtlGvF4M+t4/pueLjeeu7vH6krJe/33pJzsdYlHq+QEjWt3rUv6GwCHJRIzCpaONbxajTq9bNnGzXM0xYERHlEMyeXlLnlJWNbjVwka7EjcsbkCuffF9WS0Xc6/95yh4ypKJI+mPQCgvNllhNMrzSLmU2s+j1IpWO3F+Tg4iIKBXHSVTd4FjZ5glImT23J3MsX98iNz31ljSVjO503XjLBrnunMJa2FyrMIdWT0BV06MFYCE9B0REhcAXDKmkFSZpMknVv0LhsExfUh//utZ6OWyrUjntsEk89lLCNWSR3K4pbU+x6EWnxq4q7O1dAvQ6nVpnnnqGCSsiohyBAYv5a1uk2eNXAe3mA9PT8qfN45NzH/1QnObOyarNrE65/sTfqUA63Vy+gNS2eFVVFRJzaAHI0mkiIip0qDzGWhdY56KuzatajzS6fOoLcTpaA/eX5uZmufSlGRKOk6w6Y2uDHLLPJCk061o8YtDpxGDQqTXJ7BYu1E1ElI9QnYHjO5NV/T/GcsmLP8VcFnQ2Sf17/5SaYrM89K+HZNDQYRnbPsq+9ahwik52YrwKFfBbDipRMRsTVKnBhBUR9cqi2lY57F9fqZ/fvmBP2WxgcaY3Ke/VY1CqzauqrAaVWtOSrHJ7vHLe/a+Ks7RzG569q31y8TH9s7gogoAmt08GFlulwmGWoeV2JquIiAocY492q5vcsrzBKcFg+8rsWBy81G6SyqI46z3lSJXYa9//Jv+bsV7E2LmCerfBJjlkn52lUNo+Y9ASMNM+EAzL0Cq7mriDARC2QyYiyr+4IxDCOs3tA9+U3nhjTZNHTYzVPPX5fKl3bVo3DHzrFsu21Wa5/YFHpGLgkAxsKWUrTBgbWmaLmTyET21NqS0tS3QUMiasiKhXMETi3fiFun24hNIJs62w2LbTG1CLbKcjedPU6pRz/v2B+Dokq8Jepxy6Ramcss92km7+YEjWNntU0D6iwqF6/2KQhuX3RETE2KMdFnJG+xGzQS9Gg15qyqyqFUmu+u9XC+T1XxriXrf7MLucsedIKQRef1AaXL5I22P8d0CxQUZVOqTckZvJSCKiXNYfcYcv8v3XrI7plL5k1e3vzZefljd2e9ut7E659dGnxWjiJBGKhclEJqNOxg8ri6mG5HhV6uXuNxsiojxPUGGWLRZtxAygulavtHgD6qCYjmTVd4vWyl3TlooU1cRcrq/7TR45+0ApTfPi5gggVzS4VACAhWYr7CYZUemQyiKuVUVERKTxBoJqnUm0A0T1ca6b/stvCZNVDx67rVTbdQUT9yFZhcRjVZFFBpda1eU2s0HsZn5lJyLKR+icsqrRrb7re/RhtnxNI6wDnkyyaoJvjlx145US8Dj7Zbsod2DMKoSElcHA5HI/YPRLRJSF1rd65LcNbWpGF9oDoLoKAeygUlvK/9Zvq+vkrg8WihhiZxAZmlfL/WcfKtUDKsTnapV0Qd/fNU1ulYxDkgoJq2HlNgYBREREUW0A0RoYEztaPAGxm3O/7cj738+Tx37qPHjk8GyQvx23jwypKklr/JENEANhDbJWT0BVzJUWm2R4hZ2t/4iI8hgmpK5udKuJCi63T61DWV3pyOl1KLPd2iZPt7fZylArV190dr9sD+UebY05o6EwJlNlGhNWRERZqM0TkPo2VFiF1WzbEZXpaQNYW9co//fCNyKOqpjLjW218sg5B0llWYmk27pmj+rXjWqq0VUOKbOz7Q0REZEGsznXt3hk8YY2CYVEtSIZUpb6CSz96a3pc+Xpmc2dLt+s6Ue548oLRK8vjEkrSFShHTKSVCU2k9hNBinO4faORETUPVRVLa93SoPTL5aQX6qKzPwOnGb1Tm/Med/6pRJoXBs5v9f4zeXKP03KwJZRrsCkMaNeryYYUfoxGiYiyjJt3oBazBHVVaOrHWqR7XTY0NgsFzwxTcKlsQuJ2pqWyj/PmySVpUWSThigQeUY2huNrS6S0dVFnFVGRETUwYY2r7h8QTW5Y3iVPef75M9fvFSe+n6t6MyxLQ0rAg0Fk6zChCS0dcTapCVWkwwus6mkFRER5T+3LyiNTr8Mr7SJzlfIq3L2n3qnL+Z8y7evifPXz8RgMMjN9/1bDp50RMa2jXKD2x9sr7CKWruK0ocJKyKiLOuLu7TOKetbvWIy6NKWrFpT3yx/feYrCXVIVhW1Lpf/XH6cmNK8wCja32CNLswmHlhilZpSG5NVREREHWBSx4oGpzpmOizG3E9W/bZMrnrxW9FXjoi53BL2yYNn/6EgklWYlFTbsmmmd3WxRQYUc81OIqJCOa6rgW+DTixGg/hi8yiUJr8s3VRNBYG2ejGaTHLXw0/JvgcekrHtotzQ4varDkiI2bjWXP9gwoqIKIuSVfPWtaqDYaPLr6qr0sHjdstlj7wpocrNYi4val4qD190TNqTVV5/UNq8/sh6VWiBgHaARERE1LllXJs3qNatGjsgvZXP6bZs5Sr525R5nZJVA8KN8vC5h6Rtkk62QXX5oFKrSkCirQxaP1tNub8mGRERJTdx0xcIioWD3mkVCIbk69/qZe6aZlm8eoMs67AkZtjVKHc/8rTs8/s/ZGoTKcug6h0V8B2hywGqIrHOelWRRSWtKP2YsCKiXsGX60O2rYn8TH3n9AWl2eVTPa0Hl1nTsmaV2+2Rc257VLxDJsZc7mhcJI9dNlmslvT3zsagGwZpkKgaO6A47X+PiIjyQyHFHhjQWt3kVl+cXd6ASnCgDUmuWrR8tVz54g+iKxkYc3lJqFUeOe+QnK8cS2ahbsyqR7LK7QvJ0DKjjBtaltOvKRFRvkt13IFjAdZvXtfiVcd1St/SA7e9O09mr+q8VqbmxptuZbKKYpbl2NDqEaux8wQivV4nQ8ttMqqqiMmqfpTf3/SIKG3Qa//hk3bK9Gbk1YLqKxtc4vQGpcxuSkt7vJ+WbpDb350n4Q7JKmvjEvnPZSeIOY3JKgy4Nbn84vG3t0AYXGqT6mIG6URElLxCij0anD5ZVudUx0yLSS8DcjhBN33eCrnn46UiHZJVcNuJe+V9ssoXCMmqRpeaiGQ3G2RstVUNeDBZRURUWHEHJi7gmIDW/5jASemBRFVXyaohZq8cdBjXrCpULl9APP5QTKejujafDC61qs4/WLYiGqK1UrtJrTlK/Yd7SCKiDMO6FMvrXerfZo9PremUasvrWtuTVfrY3b7O75b7zp0kZkv6ZoogSYVZ4jajQRxW48Y1q6xSYuUhiIiIqCN8ccaXaQxsbTawKKdb5dU3NMg9780VsZV2uu7JUydImT39ld2ZghbIqJ5vdPlUC2TEPmU2k0pWYd0SIiIqLBgk9wVDYmEb2LRaVu9MeN1Ii0tuOWnfft0eyh6oclzT5FHxWDQkqzBxfKtBJZxQlCU4WkhElGFYeBtBVSAUVj1x7ebU7pqX17XJ5S/+KGFDbFLK4GqQm47fTQaWp7ctnxqosZml3G6SoRV2NTPFZmaQTkREFA965WOyBxZ1ztVkFZJun85dJf/6fFncZNVROwzJ62QVHv+qJreKeXDCwMjmA4q5UDcRUQFY3+pRnVPifS/2BkJq/UJKn0WrNsScb/35PXHO/VQuPO8cmXzSyRnbLsq8QCgkRr1OqootMW050QrQbjEwWZVFmLAiol6pbfHI/dMWqp8vPmDztFQFFQK1noGnPXAdU+1IeVuchjavXPLKbJEOySq9q14eP3NfKSspTvuATZsnIFVVFtl6cCkTVURE1GuFEHug2npJnVOtdZTL7YIe+XShTFtQL6KPPe7bfE1y1dG7q5ggn+H1w4Bk9cYBEUxGYrKKiCj/4w5MOEFL3/Ut3vjXB4IyqNSW8m0tdF8tqpOXflwp9W0ecfsCoouKP1p+nCKXXXyRHMdkVcELBMNiNOjVRCJ+DrNb7n4LIqKMfxF/4YeV6ue/7DEqLweN+mtB9WaXX4qtxpQnq5bXO+WSl2d1ulznbZWnz9pHiorTm6yCVY1u1fbGYTYyWUVERH2S77GHVpWDNS3RMmhkpUNy0ZwV9e3Jqg5M/jZ59OwDpMiav5VV2mLvDU6/DCmzyogKu1oPgYiICiPuqHf6pMUdEH8opLqndFSuN4uNLQFTqtXjl4c/WyyeQPu6RNHJqnAoKBece64cd8rpGdxCyqYYzWzQiYmTiLIeE1ZERP0sFArLykaX6p2LdgE4aA6vsKf0b6xr8cRNVkkoKHcfu4MUFZdIujm9AdUjeGSVQ63bQERERIm1egNqEgtaBI+uSn3VdX94e9ZqefKb5Z0uN3mb5J6T98r7ZJXbH5T1LR4pshqkptTGZBURUYFpcfulxeNX33+tTEz1i4W1bZFkVUdl4pY/nXluv28TZSfE2Ea9nm05cwATVkRE/ayuzasqj9BioMRmklKbKaW9cjFQct5/Z3S+IhiQx0/YSiqrqiWd1jV71ICNLxCSoRU2lYyLN7uMiIiIYge5Wr1+FRfkYrJqZX2bPPn1EhFd7ABd8Zof5YnrzhGT2ZyXMV2rJ6B+DoXDgpfNYTZKqdUsVUX593iJiChxK0B8x8dxPBgOM1mVZg1On/yyulk91z8uiV2zKhzwSTjglxJTSK4+dveMbSNlDiaFo6MRYrNoWFsOrZpNTFhlPSasiIj6WYsnoFoFYC2DCkfqBzNufOFzDA/FXBZaNUfuPeuQtCarAsGQrGn2CIbYhpbb1L9YUL0yDY+RiIgo3zS5/eJSX6RNkmsCwaBc+sL3IobYimpz3SJ55Ooz8i5ZhfaNaOuMAZEhZe1V8ph7hAEQxHZo91Rszb3XkYiIegeD48sbnGr95lxegzIX/LahTa58bbaEYnMRERvevFOO2GOcXHHTnTk5AYj6Fp8BxtuMBp0UWWJjsQqHiMWoFzuXq8h63IsSEfUTtMdb0+yWFrdPPL6gjKp2pPzgfOmT02RdqEOyqmGlPHjWwTJsxDBJp9oWrxqgKXeYZExVkaoe48wVIiKi+JDsaHL51axsly8orW6/4Gu2JcdmZSP+uOD+lyRoHxlzuWntbHn08hPFbktt2+NsgEryUEhkWLldhlc4VJIKCStUzHNwjIio8OBYjmQV1m0ut+fXJI1s88pPqxImq2DvncfJ5TfeweNxAcHk6RUNLhWbaUZW22Wz6mI1UTwaEllYZ52yGxNWRET9NCiFmUBol4fFW+0WQ0rbAMJDL78ny31lnS6//egdZNiIEZJObl9w41pcNtlsYLHYzTy8EBERdbVA+IJ1reLyBaTN295SzhsIqXaAuaS+zSuXPv2ptHZIVukaV8gTl02W4pL0r5nZ35OP0F6mxR1Qs3MHFFu5TicREYk3GFLfhwfZrCn/nk/t8Pz+46OF8v3ShoS3cbSulJtvvU30ek6cLSSYSITJ04PKbGLc+PlD4ric3X5yFkcUiYj6YbbHwtpWWd/qVa0CsKZBqgekHnvtA/mkoaxT7+Zr966SrbfcXNI5cIPT+laPml08qNTGZBUREVE30E4ObXR9gaA6fmJwq8iqE0cOtSjBmluXPPOFtBk6J6Uu/uPuUlxaKnm3PkmDW83MhYElVqngOlVERAUPlcZeX1B9Lzayw0jafDB3nXwXJ1nV/M3L6t/Rg6vk3usvF6OR4xGFBpO+UDU1pMym4jPKffwUExGlEaqpVja6pLbFo9r+YIHHVPe0fvaN9+W9dQ7RdYiNTxtXJDuN21bSBQH5sjqnGmTDqcxuksoiS9r+HhERUb7MEG7x+MUbCMroKkdOtqzBY/jrk59Km76o03UX7F4je209XPIN2jaW2k1SXWxRs3ixBkIx1ykhIip4GCz3h8Ji6tB6jFIH1c0/Lm/sdHnj589Ky/SXZZe99pX7brpTLFYmKwqRLxCSEqtRrDnWVpsSY4RNRL0ytrpI5t98sPrZzFlEca1v8ciSOqc0uXzS6gnIsAp7p/65fZ3J9eTrH8jU1RbRdzgw7z9UJ4fvPUHSOVCFajG0w0HZNf6tKrKw/QEREaVNvsQeSHx4/ZgJqs+5ZBVaGP79w4Xy88omkTjJqqv2HigTtxkt+ToYgnhnZGX7mlVERJTfkok70E0FnVRwbOdgeXp8uWiDPDN9uTQ4fTGXO3/9Qlq+f13G77yr/P2x55isKkD4/C3fuHYVxqMQW1N+YMKKiHpFr9eJVc+ALBEEU0vrnapVnlGvlyHltpQmq+D+l6fJlw0loo/qLhgO+GXSaIOcesgeks7ZTSvqXWp2cZnDrGaHl3FhWSIiSrN8iD3QChBV12gvl4sDWy/+sLI9WdVBcOVseeDMA2XkqPxMVgEq4spsJrGaOBhCRFQIuos7MFg+Z3WzOqajTW4l28SmZW2iR79YohKC0fz1K6Xurbtl3E4T5YGnXhSb3ZGxbaTMwCTq5fUuKbEZ1ZqiqLBiwip/MGFFRJQGqKra0OIVfzAsQ8osKZ9B/fqUt+WL9cWi67AXP3SUQf586J6STm5fUCXfBpfbpKbEmnMLxBMREWVCKBSW2maP/FbXpn5G5XUu+WV1s7w9e22ny0P1K+T+Mw+SkaNGSb7CoCQqrBD/WI25l2gkIqLUc/qC0uYNyKpGt2oZiypcSi0sQdAxWQWuxd+rZNWDz74ijqLijGwbZQ4mUa9r9qixqAqHSbYeVJKTE8EoMSasiKjXLWHmrmlRP28zuETsZu5Ooqurmtx+cfmDMirFa1NgsOTxF9+UD9eaxFAUmyjafUBYTj80fZVVwVD7Y0MrQKzfMLjUJjWlLLsnIqL+kcuxBxJU7bFBQIx6nQzPsbWrQqGQ3PbGjyIGW8zlgfmfyL1/PVFG5VmyCm2XMQgZDouEN05EKrebVStAzLgnIqL8Fy/uwAQGVP1oSwBgMmdVkZlrOafJh7+s6XRZ68wPZLhrMZNVBQzdCgw6nVQXmWWLGiar8lHufMsjoqyCWUTHPjpd/fzhxXvL5gMZKGjWNLllZYNLzcJN5ZpOqxvdctmLP4hPasTQYdmIXQeE5fKj05OsQosDzF4JBELiKDbK8Aq7FFuNUmZnZRUREfWfXI09kPhYuK5VAuGQahnksBhzKlnl9fnl/PteEG/J2JjLAzOnyMPXnCtDh4+UfIPJOd6NFVVgMxvUJJ1cq4ojIqLUxh0LalulwbVpLSVU/7AVYHrMX1Erny9uiLlsw5S7ZTOHVx585mUmq/IQJgzVO30SCIU7X+dt/9yFfW71uRtT5VDJKsTVlH/4qhIRpUiz268SVa0evxrkGFOduj7KbR6/XPjiz3F32ztUhuWKo3aXdFGDayajFBUbpKK8SAYUWziDjIiIqAfH0Q1tXlWljD77qNTJle2evni9PPrVcpEOySr419/yM1mF2fMtnoBaoxMLeKvJRzqRKodFTAaujUBEVKiwlqFqAdjglqKNg+QWk56tANOgfsN6uebJd0UGbhFz+WYDi+XBh55jsipP4fOFqsV4y04Eg+0xmMHSPnm6usTKZFUey9lX1ufzyd///nd5/vnnZcmSJVJUVCR77bWXXHvttbLjjjv26L6amprknnvukSlTpqj7CgaDMnToUNl///3lb3/7W961uCCi9Cz4uGRDm5qFpdoCFJtTNnva7/fLhQ+9KWIf0um6XWoM8n9/nJjWmdpoeVBp1suISocMHViStr9DRESUj3AcxUSWoeW2nPlijVjm4pd+liZ3oPOV4ZBct/9QGT4y/5JV2utlNxlU+7+RVVzEnYiI2iczrGlqbwGIySeDSmNb5FLq/DB7ntz+1kzRdUhW2evmy8OPPiZWK5/7fFiDCu2yO2r1BKTIapTBZTap7jBJurWlfcyruKRUMPxVbGXHn3yWG9+Y4iSrDjroIPnss89kwIABcvjhh8vatWvljTfekLffflumTp2qrk9GbW2t7L777ipRVV1drZJUJpNJfvzxR3n88cflxRdflI8//lh23nnntD8uIspNTm9AFq1vUxVWnkBQRlU7UtYKcN7yWrn+tR8lGCdZdcnEEtlrp20lHfBY6tq8KpCQsE4sNr04OHOMiIgoKcFQWB1L0doE//oCQTEbc6c6+a3v5sVPVonIn3YeJDtsMTIv4zm0ocFg5IASixowISIigpWNblVJhQF1u4Xfi9Plh2++kls+XinGqhExl9tc6+Spq/6kxmspt2Fd9hUNLkk0ZIbq9mHldtWOOZrO3/7alzlyo1MB9U1ORuF33XWXSlYhiTRt2jQpKWmf8f/CCy/IiSeeKCeffLJKQBUXd18iesstt6jbHnjggfL666+Lw9E+iy4QCMh5552nklZ//etfZfr09r61REQdS5Z/XdssjU6/NLl9MqTMlrJk1cc/LZCHvq8XsZV3uu7WAwbJ1pulr/oTbYuGlNrU2g14NHadN6fW2yAiIsqk1U1uWd7glEAwLJj7gUmkudJO7ucfvpXnP5gjpiHbdLrust+NkD227DyJJlchoegLhsTrD8naZo8MKbOKqdiq4p8SztwlIqKoQfYml19VV/H4kB6P/Pd1eW9ZqFOyyhDyyf1n/oHJqjyqZMea6ANLrGLZuFZoNIfZ2ClZRYUn5xJWSCTdf//96ueHH344kqyCyZMnqxaB7777rjz55JNy0UUXdXt/n3/+ufoXrf+0ZBUYjUa56aabVMLqhx9+UF9mOFhLRNGwVtXi2japbfaqwY6RlY6UDUY9/e7X8tby+Puc6w4YJltvNkzSxesPYghHSmwm2WZw+z62ubk5bX+PiIgoX6A6BxNY6lo9sq7ZIzaTQYx6nQwqtUouQHeJZ2fUiXVUbIv18oZ5csOZx8jwAaWSb4lFtHW2Gg1S6TBLucMimw0oUq+ZMUcSjERElH7+YFD0elGD7JT6cd47/vEvmeHYSYwVnRMVdx67k1SXsA1gPiV/zQa9DC2zyQB+nihfElZff/21NDQ0qHWlJkyY0On6448/XiWssB5VMgkri6X71hwVFRVMVhFRpwqk5fVOWdGIUmadjKy0p2Q/gd7Y1z/2qsyXoZ2uM/pa5dJDx8kOY2skXa1w0OLA5QtIhcMi5Y7UrcNFRERUCIuxa1XX/lD7l3H04M8FHo9bbrz1LplXsatYRw2Puc4QDsqjV/0l7xI4SChiwtHoqiIpt5vFaNCppJXVxFm9REQUKxAK50yldK7A8gMvfLVA3vrse/FXTVSdXaIZdWH59592VmtKUv7ARCG72SQWxluUTwmrmTNnqn932mmnuNfvuGP7bMBZs2YldX9Y6+qnn36SO+64QyZOnCh2uz2S4b/hhhvUz2eccUaKtp6I8iVZtWh9q6xpcqv2f0PKUzMYtWTNern2uU/FU9K5emqof7Xcf+HRose0rjSss9Ho8kmL26/6BRfbjFJhN0sNZ7sQERElbUOrV7ULavH6VbugXBlg+e233+Rv/3xe/GP3FYOx8zYfsM3gvEpWYYBsfatXJRiHltllcKlNanKkAo6IiDID35nt5vw5Fmbar2ta5Nopv7SfqRob9zZX/mHrnImlKD7EWmuaPOrzo8HPGHeymvh5ojxKWC1fvlz9O3Ro5+qD6MtRhdXW1iZFRUVd3t9VV12l1qf68MMPZeTIkbLrrruqvqhoA1hfXy9XXHGFWucqGbvttlvcy3/55RfZfPPNpampKan7of7R2tqa6U3IaZaQX649aMzGnz3S1IQ2cvn/umCNg6V1bbK62a0Go4otRvG5Wvs8W+uhd36Q6Q02kTjJqi3MTXLDKQdJwOOUVPMGQrKhxasWjh1kNUmVLaQWGbcZQ9La0pwzr0uh4uuSnYLBoBgM/TdjjPFHbuHnNvtij1S8LmgTvLzeJc2tXlWlY9GFJOz1ik+yF1qeP/i/t+XLpmIxbPn7TjOby80hmTR+iOw7tqLPsU5v+T2uPv0+1g9D6xkkqbSYq9ntF4tBLxU2k5Qb/WIJuaWpyZOiLS4M3I9ln/6OPYDxR27h57Z3ccfffj9aTVi1hX2i9/vF5wpk1XEuF/24rF7u/Wy1SIJuLshjPHTsVlJi7ftYS28V4uuSDs0uvzjCIiX22PXHrGGPuFpbxN2Djj7chxVW/JFzCSskoSB6valo0QkqvJm7S1gVFxerFoIXXHCB/Oc//5GpU6dGrkMV1y677NLvgR9RLii1meSY8elpTZetGlzta1JgBjXWpMBCkX21bH2z3PzmTHFZKjpdF/a55ORti+Tw3faSVAqG2v/1+AOyoc0n1UVmGVBslepizHLh/o6IiLJTNsYeoVBY6pw+aXB6pd7pVbNFLTkwY3Tl6rVy05NTpG34HmKI83Vp0hZFcsIuI3O+NXDbxnbHWJMK8M+AYouU2s1q0lG53ZTzj5GIiNIXd0wcXqK+/7t9ATFybLDPE2W+mvGLPDQ7IKKPP5YyusIqf91nuEpWUe7CxGiPPyRNbr8MKrHKiCq72KPGmhh7UXcKfg+wYsUKOeyww2TlypXy2GOPyaGHHqraAn777bdy8cUXyzHHHCM33XSTXH/99d3eFyq1Es08QsaxrKwsDY+A+oqvS3bKptelvs0rG9q8UufSSa1TJ1abQy0OibWressfCMo/X/1EvtpgEl2cZFVR/QK5+5w/Sk1VuaQS2hi6fEE1mclssMjg6iK1XtXWg0pEv3EwJ1deF9qEr0t26e+JLow/chNfl/x4Xda3eqTWE5AWn1F8BpsMrXJk9Zdwr88v1z31rizyl4tu+B6drrcHnXLRoTvIzqOqJJuY7cW9+j2vzy2V5UaVoMLAIyBJVWZni6FU4H4se2Riki3jj9zE1yV5WNvZqw9KvT8oA0odqsMKlgTIpuNctkNVM9aMXFPfJE9+/Is4TaVxk1W7O+rkL0cdJJVFFskm+fq6pNvKDW1SbLVIudkupSUYdypLWXzMfVhhxB85l7DSKqacTmeXFVha9VR3Tj31VJkzZ4688sorKjmlOfjgg+W9996TbbfdVrUEnDx5smy22WYpeQxElBswa3pNs1tWNbqltqV9Ye5BpVaxm/u26/zm51/l71+tk7DRIboOdxUOh2QXe51cec2fUz7ghf7BHn9Qxg4oUgvBY9FY9IQus5uSSlYRERFRu0AwJMsbXGogBq2CTEa9DK+wZ3Wy6pUPv5YXfsP2VYuuw3fLsNcpB42yyhmH7Z8361W5fUFVXYUK8q0GFYvFyJnxRESUvPo2nzrOVxaZpZwTHZKGNYo+nl8rM5Y3yY/LGySyfBGSVR15nXLt/kNkx+127+/NpDTxB0NqgjS6+GBddHQmyub4mLJTziWsRowYof5dtWpV3Ou1yysqKrptB4iqqs8++0zMZrMceeSRna4fNWqUagn46aefqtsxYUW0yZINbXLqU9+rn5/5y0QZXd315y3XtHj86jFi8XS0AECQWmIz9amqavrsRfLwtDnitNWIGDsv7m2unSuXHPM72WXbPSWVwSJmhrn9QRVsVzksqhXO0HJ7yv4GERFRocQemMxS7/TJ6ia3agHY4varY+3QcltWfhlHDPDfj2fIh/M2SNAWv2rbEHDLzUduL1uNGCi5DmtVIXbDmmJYtgqTchxmI5NVRESUNEzyXLCuRVbUu+SGt39VbWWvP2xrGVxmy/Sm5YRHv/hNps1b3+3tHCGXPHjGnlJWxOc139oBWgwGKbOZ+JmhwklYjR8/Xv37008/xb1+xowZ6t9x48Z1e19acguJrUQlbFqpYUNDQ6+3mSgfYdHqlY3uyM/5pK7NK8vqnKqyCmNPQytsfRromPLVLHlxxjrxmopFkKzqIORpld1KWuTy605LaTktZrZgQM2k14vJqJPh5XbVAmdgSedkGRERUbbLdOyBqqqF69va16tq84kvEJJBZVa1/mM2JatWNbrk84UbZPbiVbKoWS0UIJIgWbVTuU/OPXwvVXGdyxDzIG7Da4K1qSqwRpXVpB5XRVFuPzYiIkr/5A7EFS5vUMISlvUtXlnb4pHf6pyqijofxzzSFSe9+tPKbpNVhoalsv8OW8hJ++2sjtWUm9DBB7EXJnNFw9lKh1lsZk4WogJKWO2xxx6qemrp0qXy448/yoQJE2Kuf+mll9S/kyZN6va+Bg0aFElGLV68WMaOHRtzfSAQiCTARo4cmcJHQUTZxukNqKoqtI9pdPpkWYNT9aiu6mUP5eY2l/znnW9k+mpv+4xmJKvisHob5a7jd5Jhg2tSGjisafKgwY+a2TK43Kba4WDtBgziZNOgGhERUbbDF/HaVo80uvyyutGlFpBGIqS0j5XXqeb1B+XNn5bJSz/XbrxEp/4fjz3kkpuP2UlGD0ztWpn9WUnl9YckEApJXZtPAsGwVKFlk8MsdrNBBhZbpchqVO2PiYiIEkFCatH6VtX+3+sLSRDluei44g7IsHJWhyRrxarVct1b86RV17mTS6B5vXjXLhST0SD7jRsjF511QkbW3aPUxmFYm6y6yCIl1s6pBbSX1tYOJSqIhJXRaJSLL75Yrr/+ejnvvPNk2rRpUlJSoq574YUX5N1335Wqqio57bTTIr/z/fffyymnnKJ+nj9/fuRyJKF22GEH+fnnn+XMM8+UV199VSorK9V1fr9frrjiClm+fLmUlpbKQQcd1O+PlYj6L1m1sLZVtf7DDF13IKjax/Q0WeV0e+XVT36Qr35dLnXmGtGZ7SK2+K33LA2/ydG7bSGH731wytrUoP0N2v65fSEZWGJRC5ZajXoZUGJlsEBERNRLq5rcsnRDm1oPyRsMychKR9oWXe+NxuYWuXPKT7Ko1Sii7zqmsHnq5Jz9tpQ9t98spyewYJAEMRteBy15iETV2OqivFmDi4iI0gsTPde1eNR61Whjhgmr2vF9cJlVTYig+EsOePwhmbN0rXwzY478unS1eGq2F4mTrFr/2i0SXjVHJp92tvzprAuktCw3J8oUuiaXT73m0Z8di1GvuvdsMbCYa6JTyuVcwgquvPJK+eSTTyLrSu2zzz6ybt06+fLLL8VkMslzzz0nxcWbqhlcLpcsWLAg7n098cQTsv/++6v7QoUV1qyy2Wyq5SDWuML94TZaa0Aiyp8kFdagQFWV+rnNK25/SA16INFjNnY/2OEPBOSnOfPk61kLZeYal7QVDRGdySpSNCrRhGYxNq2QYycMl2MOODklA0UIFttnFofULG/MLh5S1t4CZ0SFnYEDERFRL+CLONrLodUJ1kRa1+KVqmKzDLRaM56samxxykff/yKzF6+Q39a3ird6S0yFEUkQuoR8Hqlu/EXOP+b3Mn7b3XNy9ntra2vkPOa+mww6GVnhkFK7SSwmgwwutWX8dSEiotyByZ7z1rWoNoBIVo2ucsT5fs6ElRYToar5/dkr5fWZa8UXin6eKkVq2if+d9T6zYty5N47yJ/PfUYqqwf02/ZSz7V5AyoZGV217wmEVCWVPxBS7a+jJ0EXWQxquYlRVQ6OOVFa5GTCymw2ywcffCD33nuvPP/88/LWW2+pdajQBhCVVzvuuGPS94Xbzp49W93Xhx9+KJ9//rmEQiGpqamRP/3pT3LZZZcltR4WEeXGQRiBKVr6YJF0zBJx+4OqH3WRxSjDK+xxBzuwT1i1tlZ+XbRU5ixbJ2vrGmVtW0jcxUNFby9Fg1GR8oRddyTobJKKQL2cuNdW8vs9TujTY0ByDQM3mFWMcAJ/E7NakGCzm40ysNii2uGwBQ4REVHPIEGFWdZqQovbry5rdOHngFqrCrFCf3J5/fLbslXy86LlsmRtg6xtcqv1s/wVo0RvQhX4EJHqxL/vnv2BTBheJicec4Rstdl+ku0Q23RcI6TJ6ZNAICRjBxaJLipGQ5wztMymYh4iIqLuhMNhafEE1LEe1ja71XqUqJ5G679crjpOJSQqFq9vkZmLVspva+plTbNHNoSLJKzTKriTe552DC2S8+6/Xioqq9K6vdR3iHkxxhS95pRBp1NjS/hcYGjJbEA1lU2spk3jTIiLWdVO6ZKTCSstaXX11VerU3f23XdfdXBKZNiwYfLAAw+keAuJKNOzgFCyjMojly8ozR6/uLwBNUsaSSr0qLabdOJsbpC1tRtkzYYmWdfYIvWtbmnyBMXpF/GISQJGu4i1WHRGbUCkRsSBU8KJzJs4G2S8vVHOOHF/GTx4cI8fA/Zb2HbMdHH6AtLmCajEVAnWotrYJ9ik18uQMpua3YLZxgy0iYiIkoPjK1rp4t+6Zrc0u/zSJn6VOMHlOOZajQYZXZ3aFoBoPb5i9RpZvGq9LF/fJLVNTml2eqTV7ZO2gF68eqsELcWis2odIxCD1IgUYXSg6/gj6G4Vm3OtTBxWLGffc7k4iuKvoZkNEOc4fUEVqyEua3W3xzkxgiFV+b55TTEXZiciol7BYPzyeqf6bu0JBCOX4/v1yEp7QQy645hb19wmC5avlbq6elnX0Cy1TS5pdbqkzeWS1qBZPJYyCRdHV0Jhcowl2RyV4jAE5apDtpVthuZeRXe+QpUUIFmLSdyIc/FveFOHPxlWYVdLYtgt7UkrdO/B2lSYIIRkFYaZONZE/SlnE1ZERBhgwsHW4w8KjsE46KoDr6qm8ovL45f5S1fJj/OXybJ19VLf5hF30CA+vVmCJiSiSkQXWevB2n7CWcemv9HTQ7K+caWMsvtkv122l99P3DVh8IttR+CAoBnBIyYUY7AGSTVtoVc8EJReIxGFAbOaaqvYLEYpthhVVRXGzjCAxsCBiIgovlAoLK2IDTYeW9XxNhBSFdeIGTCrNBAOi9fZPpBlKzKqtSXHVBf1Oknl8vjku7lLZM7SNVJbVy+1bUFpC1vErzdJyGhT60xtmgiDoMPR/q0sKrfU07+s83tktKlZzj16Jxk9IvNr7yLGcUa1l8F/8bM2sx0vhz8UUjN4sQYCYpkRVXYps5lVfKNxt+nEgdiHySoiIkqC2xeU9a0edexXwqImf65qdKmjqwNVJBuPMwNKLHmRrMKYSKPTJx6vV35dvEyWr1ojC2qdUufVizekE7/JIWGTLWrsA0raTxtzUj0VaFonodY6qTIHZPzoGvndnrvJ6MFVquqG4xPpTTzFXBYKqxhLNsZZaG+J8THEWyo5G8bbvf310OtFxVk2k1EGFFvEbNj0fkCsNXYAZkYRZQcmrIioV2wmg0wYUR75OR0VUjjgojUMDrj+YLh9Bm4gJH4kqvDvxtYxvkBQDUAtX98oH06fJUtW18oGZ1C89moxOLD+HAaHhrbHZBulKoTStW2QUkNAthhglSP22F6GD56otkmbtY2AAYEFYgtcrgUZ+AcDMnjutKQTklKVDrMYNwZ4+MduMapWf5jVUlnEVn9ERFS4EsUe7V/Q2yursbYjjr9aZznEDkhMRX+hDwTD4kJvfl9QTEadaoGC42t1sVGKS2w93q5flq6RqdN/leW1DVLvCUuguEZ0BtPGyTBD+jQRJhG9c4MM0zXKtqMGyz677CijB1eq2bCphrgFzxfgGcRzrSWeVGwWCqmYBrfD5bglziNBiPgFk27woDFYgrgnsv6BDpViOlUxXm43q/UPKuzmmHY00GTeNBOeiIgIxxdM9NQmrGKyCdrYeYMhCQbDqpsKElRI4GjHfdwWaz2jK0lPYELFljXFkZ+zCSaFfPXLEvlo9nJZ4ra3Dx5ElIoYSkXsmy7pa4QQaGsQcbdIsbhlp+IW2WufCTJ+wmFiMrM1b1/ey9rYkTahB+dxOd67gY1xVvtEbQRXne8DSSjtpUcciHEjm9koRVaj2I0GdR2Sshhvws3QrQcxNOKxZNZtJ8oUJqyIqFdQMvzqOakp88bAEpJSmA3V1OxUB+twY1AFnKg2ak9StQeg2gEdB2wcfOubWuTtL36QBU0iAQcWcnCI2Eer4CxVabSQ1yl6b6tYxC+lZp0MKbXI4IHVssNWY6SydJwaFEMwgUEZrI+FfxEsYNZwe19fBAc69a82axiztzE4YzcZVKCApJVRj3Z/7TO7iYiIKBaqix85aafIRJBFta1qoMoXRFu59lmlWrsTLckCSErhWKu+quOLu14npTajDCq1RqqofK72NauSNXPRCnn245mysiUggaIBotOhchun1CSlwqGghJ0NYvC7BTmeaktYVX1tNmKoTNhuC6ksiRqFSiEk/LCeByYFaZOFoifLtMcrOnWZXSX62hNQqupbxTsbk1P69lYyqBRvvx6Tc0QlsVRbmY2XYdCEi3UTEVF3cFxa2+xRYwdI1gDGEHDC8R/XB0PtA/gOs1EGl9kixy8cd3ozqQNxx+1HbifZ1Nrws58XyDcz5sgS08iNlzpSNxtmo1DTWjG3rVPVU0Mri2XLYdWy03ZbyfBRY1g91Q28D7EMhTZNCvGqs0NcqlHrQxnaJ/BgbSic18aR8CzbzHoxGYzqPMaS4o0TIYbC9ZGElVEvDotBxV9FZiNjLMpZTFgRUUbgoI2AC6X6mP2EZBWSUu42p0pM6aztM0Fw8MVAE4JNm0kXueyHmb/IM5/Olrqi0aJWHI+avZyskLtV9L42sYS9YtcHpdiilwqHRQaUOWRwZZkMG1Qlw2sGiMXuiAzgqOBhY8CLWSmYaYUgANVRJmN7f19chgEdbVBHG6zBY1DVVBsDCyIiIuoaZpmua/GoY7DTE5BGVE9tLJ/CIBXWQMLgFI63+CKPL+po8aMdeyFVlUctbp88/+F38vWCdeIuHiIiVaqNX0/uPeTziC4UEH3QK5ZAmxTp/FJu1UlFsV0qSotlcHWZjBo8QEYPqRGrDRVaqX8+tTZ9+LfJ3b62JyrXcTGSUJhsg8onTKTB84o2MdpTqCWrEI8h2aTNOMdzrK2lqZJWXOuAiIhSABMnVjS41PGqvs2r4gFMasXxCMcpDM6jbSyOQfnaLt/r88sjr34kXzSjewwGFrRkVXLC4ZCEXC2iC/nF5G0Wi0EnRcawlNmMUl5sl5KSEikrLZUthlbJFiNqxGHtRY9AUtY1e8RiwrjQpji01GpSFeTx4tH2Sc06FX+pZNXGcSTAv4hn1ZiYoX0sjKhQMGFFRP0GialGl09VSTW5fCphhfY9CDgxMIJBD/vGtndWR/z+udO+nyNPfrlYPPaBIipZ1Y22DVLkb5Iah16GVZfJyEFVMmJwtYwZOlgcDnvCoLjFgwSVXxr9YbG6fGqW1tAyuxTb2tvzIYQotZuk2GJSgQTLqYmIiFILa1DUtnil0emVBqdftUWxRiVJsDB0TRnWdEzv4BSSPI9P/UreX+4XMVpFVLKqi9sHvGJoXiMV4VYZUF4kA6urZOuhFbL5iEFSM7BGTKbMrMeEyrTl9a7IrF9EMyVWk5QWm8RqNqjYBs8vWvShlYwaHNG3T7YhIiJKJ21dag0qqRAH4Lt5PcYRnH513B9Yak3LkgTZaEV9mzw8dbosaDGIzrQxWdWFQP0KsYY8UmoxSFWJTcYNLZFRg6tl2GDEHwNEjxk+lJaqKlT3YxI2Yq0BxVYZWm6LxKcY34q0RCaipDBhRUS9Utfmlee+Xa5+/tOuI6SqKPEsHMyEXtvikRX1LjUrCgkqlO2X2U1SXWyJlD+Dz+WN//fqG+RvT70v9Y6RIkhWxREOBsRU/5tsXmGU7TcbKfvsvJ0MrOw+sAMEwg0uX/vilP6QamODQAMDN/gZAQbWk8KsYyIiIkofxA2LN7RJfZtP1ja7VXoFi0OjEmjavFp1m4O3qenxWhS98dOvi+Tud+aIv6gG02AT3s7auER2qBIZt/XmstdOO4otDdVRvU22eQJoT+OTFndAxTSDymwqvkHkVbwxxuEi6URElClrmtyystEVqaAG/Li2xa1aqeEYNaLK3u/rOePY+f7cdf0ad2je/ORbeXauR8ToEF03uY49bWvldzttKeO2OY5JqX7U3oYyLKub3FJswUQfvRoXG13l6Nf3ClE+4sgrEfUKqqMe+HiR+vnQ7QYlTFhhphQGnVBdhVnSFQ6TWLBu08b2eN1BAPCfNz+W99ZaRIdkVRw6d5NsX+qX0/+wiwwdvHePHwtmwaxsdKtAGLOKMWOrssgiFQ6zOMwGll4TERGlGWZSY2AIs6ubNv6MtSoGllgiX/oxw/rlH1epn3cfU5XWwYCVDU657eUvZX24RATJqjiMrjrZd5hJTjx4DykrSc26nqmAuAZxFyYIoXWSSa9X7WnGDnCIUaeXLWqK1VpSRERE2RIDrG50q+NWdFKq0mHJaGUKuq70V9yhWbimQW55Zbo4zeUixgR/LxyUvWvCsuM2W8gemw1gJXQ/TgJCLIrlLZBQxXnVltJskAElVqkpsaouAExWEfUdv6kQUVogUYVe022egKxrcauKKgw6YR2EZLU63XLBEx9Jq7lKdB1yRuGAX4qbf5Nj9t5eDt/rD72eFYzKqvWtXrEa9TK8wq4WZ2WSioiIqH8hZkCSCAkrxAxoHzyi0h6zFlV/wJqVD340T75b0SoiJZ2uD7bWyZjASjlx0kGy09a7ZVVVElrRYPsxwGbBGlNmgwwsbk/4YVJOzcY2Stm0zUREVNjwfRwJAKxnvdmAYilkSxYtkKveXyuCZFUHIU+rDDT75YCdtpSjJo5hkqqfYSI11qdCDSASU1jBFGNIDqtRVayjep3deIhSh58mIkpLafTi9W2yvN4pbd6gFFkNMqzC3qM1Jlau2yCXP/G++CvHdLrO2LpW/rrvaNlz4mm9nnnc5PKrpJrLF1TtcIaU2WRUlaPfB8aIiIgKHZIsGKxqdgdkcJlVygx6NUM13WtTdYSZsrdPmSm/1vniXl/aukyuPXZPGTPqCMk2iG3QUgntlrG4N/7FJBw8j6ge13Ngi4iIsmjwHx1bcOzC2j84Fcq6VPFgzOSp976Qr9cbO1VVYV3Mrf1L5P9OO1pKy5Jb7oD6/v7c0OpVk6fE3T6RGUtHOMxGGVRqlc0GFqv4CtWATBwSpQcTVkSUckhUoY8vSvpHVzt6fBD/acFyuWfaEpE4yarhZpfcfOHhUmLrfZk1gmOsU+WwoHTbIhV2swwt7/9Z3ERERIUOM6vnr21Rg1VIshRbM9f655EPfpZf6+L//cOGh+S0Q0+UbOT1B1W1ONr+oaUxJuGgop0zfYmIKBvVO72ysLZVVQar9rXugAwpt0khwrpd//fyDGkIxV/78qq9a2SXcb/r9+0q5PaUGC/CgheVDrOYNq5Jiok/aE+J6qpMtqkkKhT8FkNEKbW+xaNmo7R4/DKysufJqh/mLZN7v94guqKqmMv1bevl5j+Ok603G9Wn7atv80qL2y/DK+0yuNSm+mKjZQ4RERFlZmAA6ywhdkALwEx57bOf5Iva2MkwQVez1LQukHsu/YuUlJRKNnL7g7KqwaWqqJCkGlpukwHF8Qe9iIiIsoE/2F5ZheM/jl/4bh69dlUhefSVd6UhNLzT5fpwUO47fgcZVlmUke0qRIipGpxeKbOZxRoKqi5BA6ra2zOi6N9i5LgRUX9hwoqIUgataFY2uqSuzadmo/Q0WbVg6Qq59/NVorPFDgqVtK6Qf553hJQU9W0gCzNl0AIQa1WNqiyS6mLMmyEiIqJMTXJZ1+JRA1ZosZKJSue6Nq/89PMseXmJTnRRf97fuEYOL1sjZ156Udau+YSBFSxSj6oqzPjFGlWIv4iIiLK9ujoYDMuAYktGK6sz7bVXXpKPNzjE2GHprgGWgFz0h/FMVvVjpXqj2y/NLr8aI0I8VWY0qBaA7MJDlBlMWBFRnzW5fDJ3TbMacELSymjQSUkPy6S/XbhW7v64c7JqtHex3H35yaLX6/sUEK9qcqu1KYaV22WLmhKWcRMREWUQ1pFcVu+Utc0e1Q4I1UH9Cetm3PnefPlxeaM6rzNsigvCAb+cuLlJJh/zV8lmqEqrKbFIdbFVtWDmzF8iIsoFWBsoGJaCXv/n+68+l0emTpeS3Y6Lufyc7c1y4B67Z2y7CoXWFQgwLwltlEdW2sVqNMjYAUXibmvN9CYSFTQmrIioz9Y2eUSnx+BTSK0/UVXUs8qlNo9P7n1/rogptoJqC+9Cuf2iU/s0s3l9a/vMbaxTVe4wqzaFTFYRERFldr2G5fUutcg4klWofNb3cxXTd0saIsmqjrYt88vkYyZJNsLkG1SMewMh8QdDKqbZsqY4a6vAiIiIOgoiYRUKiaEAj13T5tXKi98ulfrWYKdk1T5DTXLgHhMytm2FArEUJl2PqnKoZJXV1L7uZ1WRWWwmgxgNenFneiOJChwTVkTUK0j8fHHF76TF7VOzU+qcPjW7t6cDTggWrn78LQmZBsdcPtC9XG67+JQ+DcA4vQFxeYMytMwuFQ6zjKl2qOCDiIiIMmd5g0tNKMFgAVqvJBs7oG3gwyftqH7ua+s7VIbH49AH5P+O3UeyldbeGC2UkKyqcFiYrCIiopyCCReYsKLP8gqrVMYdsKLBJY98/puEwyI6U+x6k1U2nVx4GJNV6UySYuwJPIGQqkovsppki4HFBV3pR5StmLAiol4xG/UqCYSBE6c3qAK43syOfuDNr2WVMTZZZW1aKg9cfnyf2gAiGMG6FNiuoRU2GVpm44AOERFRhmGR9doWj6xtdquK7J60AsSC7FirKRW+nbtERDZVdgeaa2WEzSfX/mVSVq6ngYEWPG9IViGmGVxmU+2XWTVOREQ5WWEVzP6WgKmMO+Dt2WtUsqojvYTlkoO27fdq80Jao2plo1uih5dKrSYpsRqz/j1IVKiYsCKiXkG/38W1rbK+zSueQFBqynoeyP2wcJV8vjokuuiqp/rl8tDZ+4vZ1Lfd0/pWrxj1eqkqtsiQUiariIiIsgGqshtdPlUZVGbv+2zl3vhxxiypD5hEt3HJp3DAJ5v99rrcfv9DYnGkbmAqlbBGqMWkV+sqoM3xyCpHpjeJiIioR+2A23wBlbDxB0IiunDBJGiwpvZrM1bLtHnrO11XEWyUSw6fIFsNKsnIthUClz8oJTajDCi2isXYPvaERFWlo2dLWRBR/2HCioh6zBcIyS+rm+S3DU7Vdm/bwaU9DjYxy+WeD+aLzrhpdnOwrUGuOnAzcTj6NgjT6vGL2xdUPYlxyvZWA0RERIUASZf6Nq9aWxLH5960EKp3+tTPqKDGzOce34ffL3c//brotjoocll4w29y9S13ZN3kFsxAR3LP4w9KIBSSUaUONaDVm8dNRESUSaub3bKy3qVaAeL4hsml2S4VcQc6v/zjo4Xy7dKGmMs9K+fKyOXvyj8efbpPnWUoufErq8mg1kzt6XrrRJQZTFgRUY81u/2yZINLrpsyV52///jxMrwHLX3gqXe/kkBUsiocCsqhNU7Zadst+rRtbn9Q1jR5ZESFXa2zZTdzN0dERJRpaCG8usml1q8q6mULlrXNHrn4pZmbYo+KTXFEsp594lHxjthVNhZXKSfsta0Ul5RKtkGyyucPSZHFJGajTq33xWQVERHlIqwtXdvqkVBYVJVLVVFmqqz7O+6Ys7q5U7IKQvOmyc2P/pvJqn5KWBVbjSppRUS5IS17Ro/HI+vWrVP/ElH+aXb7xOkL9Pr3nS6nfDCvPuay0lXT5cyTj0vJ7O0BxRYpd5jViYiIiDLLGwjK4g2tsr7FK1ajIaXrQfTET78uljfWFYvBvik5ZQ255Zj9dpZsgxnZTS6/VJdYZPOBRbL1oFIZWJyd7QqJiIi6g2phXyAsIyrtah3GbFwvMh3mrmnpdFnTl8/LFWeeJFUDBmZkmwoFKvnQihrrf2INduvGdoBElP1SUnrw888/y5QpU+Tzzz+XGTNmSFtbW+Q6u90uO+ywg+yzzz5yxBFHyM47Z98XQiLqWf/lZndABZy9df+TL4mudMvI+ZCnTW48+/g+t+JBdZVRr1OJqt60GiIiIqLUa/ME1MzqFk9ArcGUCR/Pr5WHPl8v5prNYi4/Za8txGjQS3vDn+yaDYyYpsRqkqHlPZ/RTURElC1cvoBa9xpFwoWybpXm84UbYs7XTf27TBhik/3+cHjGtqlQrGp0iUGvl9HVDim3mVW8R0R5nrAKhULyzDPPyMMPP6ySVNGzAaM5nU75+uuv1en222+XcePGyYUXXiinnnoqS1+JcgySVMvrXdLi8Yvd3Lty6g3ra+W7JocYKzddtpXdKSNHjujTtoXC7bNnMLCDmdss9yYiIso8rCm5oc2rJpUMLLH0qhVgXyFGePar3zpdXm4OywHbDJZsgm1VC9N7A2IzG6Sohy2XiYiIss2i2ja1fiWqXArJjOWNsr7VG3OZrna+XPXkR1m3bma+QTzlR0XfQJuMqS6SUlthVPQR5YteHS1QTbXtttvKGWecoZJVSFJpp3iir581a5b6Pfz+W2+91dftJ6J+7uG8qsklG1q8vTrgYx/wt+c+FWPlsE0XBrxy2eRNC5/3NpG2eH2bmA06qSm1qjUeiIiIKLMV2YtqW2XO6ia1tqTTGxRHhpIv89e2SKs/9jJd0CdXHbZ9Vs22xeLuSzc4ZUWjS5o9frGZDCppRURElKtQMYzWwJhcWukorO/pH/6yOuZ80N0ifz79TBlQk12TZfKRNxASi0mvJv4wWUWUe3r1rfHII49UswGiE1Q1NTWyyy67yDbbbCMVFRVSUlIiLS0tUl9fL3PnzpXvvvtOamtrI78zf/58OeqooyQQ6P06OETUv5AYanb5ZVCZVeqdPW+e88XP86XBPjzmsokDRKpK+tbqBhVfVUUWqXCY1ewZLkhORESUWc1uv6xtdsu6Fq+qyh5Uas3Y8fnpj9ANInaQ7Jr9h8pmA4sl2+Is9VyV2dSC9Hi+yjjIQkREOazJ7VPHt2KrseAmYcxfukrEUBI5H141Sybf/teMblM+T5Ra1+JR61aBxx+ScrtJTf4hotzT62mOSDyNHTtWJk+erE5bbrlpPZpEfv31V3nhhRfUacmSJQkrsogo++DzikATs38xmFLv7Pl9/O/9r0TKt4mc1/ndcsGkvfu0XQhIGp1+GVFhly0GFrMVIBERURbwBUNqsACzWjNZ+dzk8slip0kkqvPODo1fyI5bXSXZORvYIEPKbDKwxJrpzSEiIupzddWKepdqc1to39NbmpukyRMSfdTS2mfsMUqsVlsmNytvtXoDYtDppLpkU8xpMOhUopSIck+vpjnuuOOO8uqrr8rChQvlpptuSipZBVtvvbXccsstsmjRInnppZdk/PjxvfnzRJQBGHTCQApa5/Sm3/KK5StkrS5q4SoROWYrhxRZ+zZzuLbFIw6LQew4FdiMLSIiomzl9YfUJBerKbNVz8+995WIbtM2eJfPlAvPPUuyDSbg1Lf5VGVVoQ3qERFRfsL6lS5fQJrdASkpsMTBf59+XPSOsk0XuJvlsCOPyeQm5f2aqWj/N6LSITsML1encUPLpMxuzvSmEVEv9OqI8eOPP0pfYLD72GOPVSciyg2/1bVJmyegBlIAAedxE4ZGfu6uOuvmV6eLsWzT2lU6v0uO23//Pm0Tgl+siTG22iFDy+1cuJSIiCiLKqz8wXBK2wD2JPaArxZtkE/Xx1YqbV9lkLLyCsk2qATDQAsSfJyAQ0RE+VJhhVgArfuzac3IdMUdn85fL//7foVassCn3zm6uFsGlNhEr8+95yBbYaLPqkaXijchFBJV0V9ZZBaLkXEUUa4rrCkORNQrCLiwdlW90yvDK9rXm8JMlRN2jl2PKpHv56+QBvumZBXsPcwqBr2uTz2KsYj7gBKLlDvMag0rIiIiyg6oysYgQioTVj2JPVDd9fCnCzFFJnJZOOCVc044XLIRnisMhtWU2rgWJxER5QVvICj+UEjMOXpc60ncgQqfR79YEkmg6IyxlT1jhtWkZRsLFSYvG/V6GV6+aT30UruJySqiPJGSo8ZTTz2V1O3cbrecdVb2teAgoq6tb/FKs9snVcUWtbZCT/3vEyx2vom+tVbOOWy3Pm1Tk9svJTajWuNh2MYkGhEREWUeJpV4/AFB4XNfJqf0xaLaNvEEY//2MNdvMmLoYMlGWjVapYOta4iIKD+oNbADqa22zlarmjZV+8QzZkBRv25PPqtv86rJy0VWowyvdMhOIyvUaeyA4kxvGhGlSEqOGqeffrpMnjxZWlpaEt5m5syZau2r//znP6n4k0TUT5ZsaFOVVW3eoJT0Yr2pVpdHVgRKYi47dgtrrxJfHdfGcJiNamHyQgiAiYiIcmnNClRYaW2EM+Hb+Ss7XXb5CX1rRZxOqAgzGXWcGUxERHmh2e2XJpdfHd+Mhvxv3V/b4o05H/J7JehqlpCrWfYYXSF/2GZQxrYt3yZFYfLy0HKbGp/CJGYiyj8p+xb58ssvy7hx4+Trr7/udN0//vEP2W233WTBggWp+nNE1E8zouravLJ0g1P1nY6eJV3b4pGr35ijTvg5kWff/lR0ZlvkfKhuuRx96O/7vG1am6FML+ZOREREsS1xVjS41MQSc4oTVsnGHljXYNq8tTGXVS+YIsNHjJJs0eD0qecJp2X1TgmHRCWrMlWRRkRElEotbr9saPPmdEvAZOMOWNcce33zl/+VVf88SQ7WzZTLDtpSbFyfMiWC4bAYdDpxWIyyzeASTvQhylMpTUUvX75c9t13X7nmmmvk+uuvl7q6OjnllFPko48+knA4nMo/RUT9ADOiWjwBKXOYVMIqGmZOz1/XGvk5kS8WrBepKo2c374yLEZj33Y92J9gZg0GwnI1+CUiIspHS+raZF2LR9q8ASm19bwyuyvJxh6/rKgXj35Tu+Cgs0lO/uNBkm3tbIZtXHcBrRN1GwdfiIiI8qba2h+SoeV2dYzLRcnGHZ/OXy//+35FzGWB5nViMBrl6JP+nPbtLCShUHu7aVRXWfvYtYeIsldKRnovu+wydQDCKRgMyi233KIqqrbffvuYZFVFRYW89NJLqfiTRNRPi6R6/UGx9TIQmDtvvvjKRkbOh0NBOX3Sfn3erkaXX7UVQICSq8EvERFRvkFlExbBxtqXSL4UWzOTgPnomx9izhtWzZA99t5Xsul5QvxiNRtkh+HlMn4YTmUyusqR6U0jIiJKWcW1L8PtgfvrmP7k10s7XR5oqpX9/3C4VA9kK8B0VFgZWZFOlNdScuS455575LPPPpNRo9rbbCBB9cMPP8j69esjyaoDDzxQ5syZI8ccc0wq/iQR9QPMItIWAe+NZ9+bLjrjptnVRe71MmJITZ+2CT2wG9p8MqDEKnbOqCEiIsqqVsK+QFi1vUFldqYmlcxcEDtwtPPWY0Svz54BsxAGW/SiJt7gucKJk3CIiChfIFHlCQQFh159nh/bmlw+cfqCMZeFPG3ir18px5x8Wsa2K58ThAaDTp2IKH+l7JvbnnvuKbNnz5aJEyeq89oXLvx7/vnny/vvvy+DBnFmAVGuJay0taJ6CtWWC1yb1q6C3205MCVtCsvsJhlQZJVhFZva/RAREVHm2/8gbsjkbOr169ZIgy92QsvBv9tLsm6wRacXE2cHExFRnnZqQTyQ6rUss1GT29/psg1v3CGDBw+WHXfZPSPblM/aYyhWWBHlu5QdPRobG+X0009XlVXRySpUWD3++ONyxx13pHQdK5/Pp+5zm222EZvNJtXV1XLUUUfJjBkzenV/oVBIbefee+8tlZWVYrVaZcSIEXL00UfLV199lbLtJsqlQMDjD6ife7MA+JvTvhR95fDI+bDPLZN/v0uft6vV45cSm0mGV9i5MDkREVG2rVcRCGY0YfXfN94Vy7BtYi7bauSgrIux9Hod4xgiIspLHn9I/IFwQaw33ejyxZxvm/WheJbPksOOOYGV02mrUmcMRZTvUnL0mDJlikocvfzyy+o8ElPl5eWq9QZ20EguXXvttbLHHnvIokWL+vz3cH8HHXSQXH311VJXVyeHH364bLnllvLGG2/IrrvuKh988EGP7q+1tVX23XdfOeuss2TevHlqO4844gipqamRqVOnqnaHRIWmwekTlzcoVlPvdhOv/9IYc36orlFsFlOfk1UITLAmBtrnEBERUfbw+NoXWLcYM3OMbnH75EvPMNHpNsUuA8yBrFuUG4MtyOkZC2Agj4iICrXCKiimQqiwcsVWWAWd7eMghx11Qoa2qAAqrPSosMr/9xZRIUvJSshHHnlkZOYAklVYr+qZZ56R3377TU466SRZvny5uu7bb7+VHXbYQdra2vr09+666y6VRNp5551l2rRpUlJSoi5/4YUX5MQTT5STTz5ZlixZIsXFxUnd3+TJk+XLL7+Uyy+/XG699VaxWCyR6xoaGlRSjKjQYKYQytuxBkVPratvErd9U/u/cCgop+63fZ+2x+kNSG2LVwaXWWVgibVP90VERERpqrDyZ64F0NMfzxKxxsb/5x4QW22VDVhhRUREeb+0QCAsDnP+JxXq2rwx54NtjbLTrnvI4GGbus1Q39S3eaXFE4isj1ZUbmQMRZTnUnr0MJlMcu+996r1qgYOHCi77767zJo1S0444YRIO0C3292nvxEIBOT+++9XPz/88MORZJWWeDrkkENUgunJJ59MujrsnXfekUmTJsk999wTk6yCiooK2Xzzzfu0zUS5JhQKS5snoBZPtyeoZELP4IHFFnXq2D946ifTY86b6n+TCdv27XPk9AWk0mGWAcVW9S8RERFlD5cvIC5f+wLr6RpE6Cr2gO+WN8ecH9YyV8aNqJRsbJVk1Om5/gIREeVtwsofDOb8GlbdxR2BYEhe/nFVpwqrQ486vh+3Mv81uvwypMwmQ8ttMrraIUVmo9iyrHqeiLKwwgqQ1Pnf//6nKqiiIaGEy9HC74ILLhCXy9Wnv/P111+rqqdRo0bJhAkTOl1//PHHy7vvvqsSURdddFG39/fII4+ofy+55JI+bRdRPrUCXFbvFKc/oNruJeq7PLjMJo+cvFPc676bt0ykelzk/FY1yVU7dgUzaRwOowwqtbIXNBERUZZZ2+xR1dlYZzJduoo90DbYrbfHDBidsk/2VVd5/UFp8wZUPMOEFRER5RtMVsfE10AwnPPHua7iDvh+WUOny8LuZtn3oEPTvGWF955C8nPbwaXqPN5XqFQnovyVkoTV6aefLg888IDY7Zu+JHZ06qmnqrWh0CKwL2bOnKn+3Wmn+AeNHXfcUf2Lyq5kqrW++OILMRgMau0rrF+FdbjWrFkj1dXV8vvf/1722WefPm0vUS6WtK9qdKt1KKqKe17J5PG4ZZ3XKNG/+fvdNiWv+jJLC4u4cyYNERFR9sHgFKqhh5Un/j6QTl/N+DXmfLh+hYzf+WDJNq3egJTbTVJkMUppGpN7REREmWsHGFLrNObzRNPZq5rk3g8Xdrp83OhBUlpWnpFtykdoo4z3kcmgz/mKPSLq54TV448/ntTtxo4dqyqk+kJbD2vo0KFxr9cuRxUW1soqKipKeF9Y5wotCtG+8MEHH5SrrrpKgsFg5PrbbrtNDj30UHnxxRe7vB/NbrvtFvfyX375RVWgNTU1dXsf1H9aW1szvQlZ2QqwsbFVPG1uGVJuE4N4xeeK7cncnc8/+kCMA0ZH3WlQxo2oFp8ruefb7+lchekPhkXn94jBp5O2ViasMoGfl+zE1yU7IZbAZJj+wvgjt+Tr57attVWCbqeEbGHxZWB86qPvZotYx0TODysxSNDrkk2Rfc/jj3Roa/VIlcMsg2wmaWtt6Ze/mcvy9fOS6/i6ZJ/+jj2A8Udu6Y/PrdsXlBWNLnF7A2IOBsTnCkk+cvqCcts78zpdvv7Vm+XEU45KeuyjP+OPXIVKPX3AI363Xpqa2pea6Q88zmUfviaFFX/0e3raaOxbjgxJKHA4HHGvj04sdfdmRlIL6uvr5YorrlDVX/Pnz1eB1dSpU2XIkCFqfatzzz23T9tMlEuzobCugsmIhcC7vi3a2Uxb2KBO+Fkz9dtfRW+2Rc6X6tyqMqq3giGR2haP2E0GKbKmrIspERERpXDCC9ZxwNpV6ZxMnSj2QKuYZd7Yyq49tx0l2SioWiTpxdxdoEVERJRjGlw+qW/zSr3TJ9Y86IySKO5YWu8Wfyg2eRJorRff0hmy9wEHZWBL81coHBaDTqdORFQ4Cnr0NxQKRVoD7rvvvvLMM89ErjvssMPkzTfflIkTJ8p///tfufHGG2XMmE2zNuOZPn16wplHyDiWlZWl+BFQKvB12STQ5pWQOShWnUXMdmuXt23zuOSJ6avVz9sOr5YKu108Xp+sLN1OokPTHUfXiNne8zWstN/BmlpWu1GqSiwyZGCpaqFDmcPPS3bi65Jd+nuGM+OP3JRPrwvaAeobQ2KwGsRsjz+pLBXixR7w8y/zRUoHRW4XcrfIUQftL2Zzz1vu9SZm6YlQq/w/e/cB51hZ9Q/8l15mMr1t7w0QFljKAtJEQBQREBEE9c/rK4IFfV8VxY5KsaIIdkSBl6b0IoK0BZa2CyvswvY2szs7vaQn9+b/Oc9sMslMpiQzk9wkvy/Gyb2ZubmTTDYnz3mec+D2VKCmpnie/1woptdLMeHzUrqxh2D8UZim8nlpD1kQsehoqLMXxef2keKOQGx4FZquJ3+HFSuPRcOMOVnd11THH4VKC2swR0Mo81SgqmrsyleTjf+OGQ+fk9KIPwpual98BZXP5xt1BZbweEb/Bz95NdZ///d/D7t9xYoVqleWzNp87rnnJnDWRIWzwioU1bKuDXzPv1+FpbJxcEc0hPOOWZz1+fjDUbT3h1BdZsec2rKiCHqJiIiKTUTTEY0NrLDKhydffD1lu0brhiOLZFWu+jDk63EiIiKaSlE9pt7rin0VcV8wkrLd8+KdCGxajRNP/WDezqlYafEVVoydiEpKwb2LzJkzMFuhubk57e3x/TU1NWP2nYofS8ybl75sSHx/a2tr1udMVChCEQ2RaPYB5vObO1K2F+gtaKoYfaXWaHoDETRUOOCyW9DgcWR9HCIiIpp8Mii1q8uPzW3egVJ3eRigklIxL+tJvTMBHDCrHoYta2MGB12IiKho4wKVYCjy9zkZp0im9Xeqr8edfGqezqi4y05bLCZYi/xviogKPGG1fPly9XXNmjVpb1+7dq36esghh4x5rMrKykSZv3g/q6Gkv5UYK/lFVAyCUR1hTYMtiwEnXyiKLmtNYjumazjnqEUTOh81O8tqxsKGcjUjmYiIiIw1YLOz04fm7oAq4TuRnpXZem3z3mH7jjvsABiRxDUWk5mDLkREVLwJKy2GYn+b6wsM9rMSmr8X8xctwfRZs/N2TsVKEqAyFGQu9j8qIirshNWxxx6rVk9t374dr7+eWv5D3H333errWWedNa7jxb/v6aefHnZbT09PIgEmpQGJilm3L4xefwTS2s1myTwYePGtrYB5sGSftuddHHnEigkHvFaTqehLChARERWicFRX/aukfHZjpRNVrtyX4Xt2zYZh+w6a0wCjrrCSAZdin3lORESlR2IBKREs73PFPtl0aElA6Z3J1VWTH2Pu7Q2grS8EKyf7EJWcghsFtlqt+PKXv6yuX3755ejr60vcduedd+Kxxx5DXV0dLrnkksT+V199FUuXLlWXoeRYLpcLN998M5555pnE/lAohM9//vMqaSWrtY455pgp/92I8qknEEGnN4TacntWAeYLb76Tsj3dEZ5w8z09NlA2hwM7RERExhPWdDU4VemywWWz5GWAatPufSnbs0xdhu15ObDCChx0ISKiouxfNVD6tvjf4/qGlgT09zJhNUFtfUFsafMmLts7fHDaLJhV40KFy6quE1HpMOanuTFceeWVakXUs88+i0WLFuGEE05QPaZWrVoFm82G2267DR6PJ/H9fr8fGzduTHusWbNm4c9//jMuvvhinHLKKTjqqKPQ1NSE1157TfXDamxsVImwYp8hQhSIaAhpGurs2fWK2tweAKoGt49YOnuSBnZYr5iIiMios19lgMqaxcrsyRDVdHR7UvvQXnTsQhiVims4EYeIiIq1HKCOoi8HKDr7AynbLksMBx9+ZN7Opxj0BaOYW+eGGYN/QDIhqqnSqVpWMGFFVFoKboWVsNvteOKJJ/DjH/8YtbW1eOihh7BhwwZV3u/ll1/G6aefntHxLrjgArz44os488wzsXnzZjzyyCNqJZessJKSgMuWLZuy34XIKI0sA6EootpAz6hM7ev2IVgxK7Edi+n4wIkrJ1xSIBaDauDOhDEREZGxyMoqKYkjX7PpfTkZbv33mynb0j9z+bKJ9c+cTPLYyAzhre1eddnXF4LZxIQVEREVH5nAosX0on+P29Xlx97+wRVWejigWiHI5HnKnqzOs5rNOGx2deKyqNEDj9PGZBVRCcpqhdXzzz8/6Sdy/PHHZ5y0uuqqq9RlLCeeeKIa/B6NrKx64IEHMjoHoqJaXRXVM0pWNXgc+PFHDlLXn3rlbZjMgz9rbd+M6Q3HTcIsZMCSp1nbRERElF4oquHtlj6EoxqiWu5K3CXHHnL9tW0dAMoTtzv0IGxW4wxq+MMaXDYzGjzOxD5ZOW7UkoVEREQTWfWsacVVEnBo3PHytk785InU6k2hlndw9HtPzNMZFgcZrzVhoLKO9EAjIsrq05IkgCZzxYMcKxqNTtrxiCgz3lAU/ogGl338gzwyy2XZtAp1/ebdrYC1KXHbUk94QucjpQSCYU3NQmY5QCIiImMJRnT4w1E0dwey7n2ZjeTYQwY3OsMWIGlC83sbNRiJTL6R2cLTq1xoqhhIWslDxZXjRERUjLFBOI+rrqc67hD/XN867HtCu9fjyC9cmeMzKy7Su1zmPzNZRURxWU/vG2vFEhEVjv5gRA08VbvtWf38Pm84pX/V0QcvnVCyak9PADaXBW6HRQ30EBERkbFKCUsyptJtQ115dr0vJ6qzPwjd5kpsa74efOLjR8Nos83tVotawc5BGCIiKmbBiKZ6W5Y7i3cVcW9gsBRgXFnnJsycPTcv51NM5QAlTJIJy0REIqt3ku3bt/PRIyoigYiuZkRlUhtYggrpzRD0+xGyeZD8k+89ekXW5xLRNNitJsyqdasmm7L0noiIiIxDi8UGZsPm+H7jsYd49rX/pNxm62tBVXUNjNbPw21GUc02JyIiipP35Lb+kJrI0uUPqzYDNUX0npccd8h7uSTlkrXe/nWcfsyheTo7FNXjLCUBpWwyEVHWCas5c+bw0SMqEhJchvYHXpnUm5YyQF++e6DZuaWsOrHfHOxFRXlZ1ucT0WIqGKz3ODCr2p31cYiIiGjqYgc1GzbHq4aSY486vQcwDy7vnlVpvGbnkrCSleI29uMkIqIi1OkNY2tbP3zhgfEEWX1ty6AvttElxx03nL9cTfKNi+kaQs0bcMSxX87jGRYHmQQlY1FcjE5EccW7VpeIxkXqTA8kiSYnOqi1DwZx2ZAg12I2w1FEM7OIiIiKboWVnvuEVbKOpGSVOOnAmTAaFdNYpB8nYxoiIio+svpIklXytcJpQ5XLVtRl3ZJXWMXCQfX1iGPem8czKg7Sckb6e7J8MhHF8dMTUYmTZftRffKaox6zoG5CPy/Brs0MODIoT0hERES5TcToGOg3YATh1s045b3G6l8V72FlM5u4woqIiIqSfHaPajHVC7vCZSvqz/CqMk10cHKuHgli/qIlqGtozOt5FYN4mWmWBCSiOCasiEpYjz+Mre1etcrKOgmDKbFICGcdd/DEy+dYzLBzhRUREZFhBxbUCiuDDCxUtK6Fu6wcRkvqyUxhu9WiZg0TEREVG/nsPlAhpfjf5+K9rOJi4QAOO+rYvJ1PMRlYtQ+usCKiBI4IE5Wwvb1B7O0JoNsXhtM68dlQ7vYNqCp3TegYMkNLSufYi6j2NRERUdH1sNKNM7Bw6JyJre6eCgMrxhnPEBFRka+wiuklkbAKJq2uiq+wOvTIlXk7n2Ki+qJKScDi/zMionHiJyiiEq4THIho6A9GMaPapZbwT9SyuokdQ2ZnCRncKYWgl4iIqGB7WBmkJKAe8uOIFStgyISVxcQV40REVLRksqmmAVYjBARTLBwd7F8VX2F16JHGK0dciGQYSFajcwyIiOL4CYqoRAUjOkIRHQ6bGY4sVldJwmuolQcvnnCvBylNOFn9tIiIiGhqVlhJGGCEkoDR3n04ZMWRMBrpc2GRmIYrrIiIqAj5QlE1OUNCgVIofdva1p6ybbcAjdNm5O18im2FlfSvMkJcSUTGwE9QRCVqR6cPwaiWVbJKbGvrS9mO9nfg6CMOn9A5RaR/lck0Kf20iIiIaOpWWKkeTTkeWJCJLUPZo35U19TCSFq6A+gNRFSMxRVWRERUjFqktYA/XNSrYpLjjtc3bE+5rcpjrN6ZhZ6wMkkPKyasiGg/a/wKEZUOGWTyhiJo7Q1ido0746Dtvjda8Pc1u1P2W10VePTdHpxzaBmsWQ7OhKOywsrMwR0iIiKDxxG5LAkYjz0ef3vvsNvKq+v3r9A2G6rk8sL6MrgdVlS4+HGLiIiKj6yukskZ0yon1sPaiNLFHev8FSnfU1dbnYczK07SF9VilUo7TFgR0QBjfLIjopwPNMlkIekV5ZK17BkEbtc/sRF3vbYbQ3qOAla72i+3p5sBPR7BiAa71QSnjf80ERERGZEkZGSCiRpcyEHGKjn26A1Eh93udTVMKPaYilKAMuAiyaqlTRVZr2QnIiIysogWUz2siu2z+1hxR1xjQ31Oz6uYRfWB1hBGmXxERPmXs38NgsEg+vr61IWI8r/kWgacMh1nkllGa3Z2j/o9cvv9b7ZkFRj2B6NqYMdh4+AOERGRUXtgykWSMrnoWTGVscdUJaycNgvcdq6sIiKi4p0AG9E01aux2PpXjSfuEL26MyfnUwqi0hrCbIa1iMtLElEOElbz589Xly984Qsp+x9//HH8+te/VpehLr74YlRXV6OmpiabuySiSQ4IpP9EJjOjZcn/P9e3jut7H3+7NeOZznt7g6hwWtUgD0sCEhERGZOUuwtNoAdmJqY69pgKgbC2P2HFyTdERFSc5P05qqHoEgyZxB3bO/yGiDuKJQEqQ0A2jgMR0X5Z/WuwY8cO7Ny5E21tbSn7b7nlFnz5y1/GV77ylbQ/Jys65FKK9uzZg6uvvjpl3y9/+Ut861vfSll1dtttt6l927ZtS0kEyr5XX301se+1115T+x577LGU50X2/fWvf03s83q9at8vfvGLlPv+0Y9+pPZrmpbY97vf/U7t27dvX2Lf3//+d7Vv/fr1iX3PPfec2idf4+R22SffHyfHkX1y3Di5P9kn959Mzk/2y/nGye8h++T3ipPfV/bJ7x8nj4vsk8cpTh4/2SePZ5w8zrJPHvdk8rzI/mQ333yz2tfe3p7Yd88996h977zzTmLfM888o/atWrUqse+tt95S++6///7EvtbWVrXvD3/4Q2JfNBpV+6655pqU+/7Zz36m9vv9/sS+W2+9Ve3btWtXYt/DDz+s9q1Zsyax7+WXX1b7nnjiicS+LVu2qH133HFHYl93Tw8eu+UGrHv8zpT7vv/PN+Aff/h5yr6n/v43/P13P8NbW5rR44+ofUfHNuK82AuYFutKfN+BsV1q3+JYi/q+d1v7sWvzO+pn1zz/r8H7bt+n9j330F2JfT5/AC/fcxPWPHQrmioHZyr95Cc/UecuKzST/52Rfc3NzYl9Dz30kNr35ptvJvatXr1a7XvyyScT+zZt2qT23Xnn4O/d1dWl9t14440pv/d3v/tddUkm3yPfKz8TJ8eSfXLsOLlP2SfnECfnJvvkXOPkd5B98jvFye8q++R3T3bdddep/eFwOLHvT3/6k9rX0jI4q/yBBx5Q+9atW5fY98ILL6h9//73vxP7Nm7cqPbdfffdiX0dHR1q30033ZRy39/5zneGvW5+9atfqe/t7e1N7JO/Mdknf3Nx8rco++RvM07+ZmWf/A3Hyd+27JO/9Th5Dcg+eU0kk9eM7JfXUJy8tmSfvNbi5DUo++Q1GSevVdknr904eU3LPnmNx8lrX/bJvwXJZJ+R/i2Xv8mf/vSn/LfcgP+WGwXjjwH8m528+ONfjz+KJ/76K3TsfDexb8vbbwzECq88n9i3r3mH2vfSEw8k9vm9fWrfv+7+y7jijwf++HNEfYN/p6PFHw2+HSr2EOONP6KRsNr3yN9+m3Lfj97+O7U/Eg4l9j3/yD1qX1fbYD+LN1Y9pfbt3LRBDba094ew9e21ePKvv8JrLz6b+D7GH4w/GH/w33LGH4w/iulv9oVVqxCN6WoCbPPWjeq98PVnB8cgejrb1b5nHhh839O0qNr38F9T/61/7I4/qP2hYCCxb9Wjf1f7OlsH32feeOHfat+Od9+esvhjY2s/jvC9puKK8lhg1Phjfng77v/jz7Fp3euJffmIP+I2v7VW7Xv71cF/T1p3bVf7Vv9rMAbw9fWqfU/eO/i+J+774y/VJZl8j3yv/EycHEv2ybHj5D5ln5xDnJyb7JNzjZPfQfbJ7xQXDgWx9h+/xT//7w8pE6oZfwxi/DE8Jua/5Sj6+IPpa6ISpOsxqNRxBhOifOGR6zen4w2N//sDEZmZZILZbEK5gyV0iIiIjEpTAUQM1hyUAMp0nlsmscdk6/GHEYnqqHDZVHwlpW2IiIiKUbs3BE2LFV3PoUzjiBKdjz+pZMKPMGUyOEVERc8Uy2LJk9lsVnVqzz333JSM7HnnnYd//OMf6rbkbOdYtxW7lStXqt85OatM+dfT06O+VlVVodR0eEP4T3MvwpqGBs/4ai+/3dKL7z40ODthLFd/+EAcNKNy3OdjhgkHz6yEXQ+W7PNiZKX8ejEyPi/GdOSRR8JisaSscsgHxh/GVOiv2y1t/Vi/pw91HgdcU9xzcipjj6HC/oHVWXa3J6ufb+72o7rMjllVbkyrcuakZGIpKPTXS7Hi82I8Rok9BOOP4n7dbmv3qjhAkjvTq5zwOG0oFrmMOyYr/ijUnupSlUe+BiMyPmzCsiYPFjUa5zHg+5zx8DkprfijuKZDENG4V1jJxZzB7OglTR5UuccXjMr3LW3yZNZk02JizWIiIiKDC2sxRHU9J30rpjL2mEwy/096V5XZrJhd42ayioiIipYsiJFEg7zfFVOyqpDijkLnDUbhC0XVeJTbbkWDx4GGivFNpCai0sDRYaISpMVi6pJJwkqSSacf2KSuj7Uw8wMHNWVUHkCalaqElZX/JBERERmZlL3LVaP15NhjLJnGHpPfLNwEu82syhsTEREVq/hYQA4qA+fcuOKO/b9/PuOOQhfRdJTZrWiscOLgGZVYNq0ClVJSmYhoP/7rSlSCZEWTBJqZjqmcc+gMzK+2qdKeIzl8TjXOXj4jo+NGpP612QybpQijXiIioiIhq7OlnLC0ZxotFphMEntIbDGabGKPySRDVzIJyFKMo3dERERpVlgV61vemHGHyZT3uKPQRfZX2JlR5VIrq5isIqKhrJgA6UkldQqHkoHwdPuJyDgDTvHZwJmQGUQN0Q5sQ2XaJfEyy0gCt0xnGklpIZvZBJvZjEBGP0lERES5EtZ0aDoyjh8mQmKKK09bgk/f/CT8Vs+kxR6TKT5wl8nKdSIiokIUk/9i0nWoON/z4nHH/W+24O7XdqsEXZzm68H7FlXh8tOWcHXVBEiFHYvTygnLRDQ1CavRyoKNVTKMiPInLOV8skhYiW1tvYArNWH1+ZMW4IRF9VkFbaGopsoKOe0WltEhIiIyMGmMHY5qsOd4kEbii1DAC3gGE1anzDThs2ccbogBIxnMkmQVwxgiIiqJFVYo3hVWQmKL8w6fhSfXt6LDF0ns3/vny/Hfa9YbIvYoZFJhRyYr29kSgoimImGVaSkQJrGI8s8fjqIvEEEoqsNpy3wlZJc/CrgGt2VSzOIGT1ZBm/yb0NwdgMdhRUWRNWwlIiIqNsGIruIHR44HGELhCKKu2sRcbokf3n/4UsMMGMn5yOciTrwhIqJiJ6uKZWivFFYV+8ODyapYTMe8ObPgcpfl9ZwKXX8woiZQxyvsEBGlY57IB7NML0SUf1vavOj0heGUxuAZBpmRSARBS1K2CsAfP7Ecs2rcWZ2LP6ypIKW6zI4K1i0mIiIy/CBDKKLnfEbsLf9+CyarPbFt7m3Bouk1MAq1wmp/HysiIqJiJkN7qiRgCbzlScwTFwv5cdAhh+X1fIpBfzCKaZVO2KxmTvQhosldYaXrg/9oE1HhkMRxJKqrhNXcusyTTFs2vgOLp25wRySAKk92ySohfbQcNrNaXcVGm0RERMbV4w+jwxtGMKqjPosV2hOJFZ7cEUzZV2sdnPFsnBVWue3tRURElK9+2AM9rIq/z5KWNMdfD/lx4HImrCZKWlNIaemFDeX5PhUiMjCuvyQqITLoo8Viqrmlw5r5YNOat96ByTKYWHIhPOFgRWYjS9N0IiIiMq4uXxhdvhAqXdIkO3cfIXyh6LB9BzY4YSSywkqSVaUw25yIiEqb1E6KqR5Wxf2mJ9VgkknCatlBy/N2PsU0JmWxmGBlOUAiGkXO/oXo6+vDn//8Z5x00km5uksiSpMg0vTsZwCvbgmlbJc57XhtRxcCQ4K5TIIVq5nBChERkZF1ekPoCUTgC2s5XxHtCw9PWM2aMyfr2GOq+nnIVHOWBCQiomKnaXpJTNDwhVJXc8ciQSxYvDRv51Ms1BiQyaQmURMRjWRKR4mj0SgeeughnHfeeWhqasJnP/tZPP/881N5l0Q05gorPauElZS7abU2puzr0Fy49vF30e4NZX0+ci4MVoiIiIyr2x9GS3dAvWdbc7i6SniDw8v/3f5OOOvYYypIvspiMqkLERFRUZcDLJGejdt27EzZdjrssDsceTufYiBjShIzSf+qYl+hR0R56GE1lpdeegm333477r33XnR1dSX+YRL8R4kovyusJMjMJsBs6fYj5vAMHsvbBWv5xBqeR3UdFouVPR+IiIgMTEreySQTaZKdazt3t+T8PrNZYSWxFcMZIiIqZvJ+p6uUVfHbsHkbgOrEdrnLntfzKZbxKIuFPT+JKIcJq82bN6sk1R133IHt27enJKniiarkbSLK1wqr7AKEF9fvSNm29rUAE0xYDSwHN+e0FwYRERFlMUAVk34Vub/vrdsl/qiEkcljI7GVmQMwRERU7P2rYqWxwmpjcwfgHExYNXiM1T+z0Eis1BuIcPyHiKY+YdXR0YG77roLt912G15//fVhK6mSV1M1Njbi7LPPxkc/+tGJ3CURTXBFU7wMX6bWbtsnC+ET2w22CNomcC7yb0VEi8FqgepjRURERMZdYSVFgPIxQKVWWLmMnbCKlwQshQE8IiIq7aSDattYxG93rb1B3PDvTdjmXJSyf+H0urydUzHo9oVV/1GP08qEFRFNTcJKklSymurJJ59Ufarig8/xJNVAXdLU1VV79uzJ5q6IaLJXWGWRsJLX8y5vate7RU0VaJtAv/O9vUE4rGZ4nLac98MgIiKiLAao8nDfe1vbgHkHwMjU6jPV0yPfZ0JERDR1JBZQY38oXre/shOb9sngR6qDFs7Jy/kUi7Cmo8plQ225Iy8lpomosGQ1SnzhhRfi8ccfRyQSSUlMyfWKigpcfPHFePjhh9HU1DSZ50pEk9HDan/Zmkx0+cIImQeDimjvPixbOC/r8whFNXVp8DhQU8Za0ERERIYWG1hllY9etO3dvTA6XYcqB8iSgEREVBorrIr3/U4m1qYzs6Eq5+dSTGTitNliwty6MjhtlnyfDhEVc0nA+Goqj8eDD3/4w/jYxz6G0047DTabTd1ukW56RGQYUS0GTcrwOTILMNv6Qynb4X3bMG/BSmDjtqzPw26xwGW3or7ckdUxiIiIKLcDVLnOx3S07UNQYgYYWzCqwWF1wCl1jomIiIqUTF7RVYlgFK1QJH0ZmWJO0uVCvH8520EQ0XhMqA6XJKvsdjs+85nP4H//93/xoQ99KJGsmmrhcBjXXnstDjzwQLhcLtTX1+Occ87B2rVrJ3zs73//+4nyhr/73e8m5XyJjCCq6dBisYxnAG9raU/Zdmh+lHkqsj6PiKbDZjGhttzOwI+IiKhAeljl+j1704a3YCmvgRFJLCMr0Dfv61f9q6TEsd3KEsdERFS8YokSwcX7GT4Y1fN9CkVb7UfWNDBhRUTjMaFPVfKhVcoC/vKXv8Rhhx2GpUuX4rvf/S7Wr1+PqU5WyUquq666Ch0dHTjzzDPVfd9///04+uij8cQTT2R97LfeegvXXHMNB9GpKEX0GKK6nnGQ8O6O5pTteo8DtWV2fPXUxeoi1zMNVqxmMxzsXUVERGR4uq7npcH6W+s3wDV/Rcq+Txw1O6vYYzL1+MPY3eWHLxTF7JoyzKpx5fV8iIiIcmFXl39//3qUxAorPRJE+/3X4oPTAnyfnyB9/xgQ+5cT0Xhk9S/F8uXL98+sSO1ftWnTJvz4xz/GwQcfrFY+dXV1YSpcf/31ePbZZ3HEEUdg8+bNuOeee7Bq1Sr83//9n0qgXXTRRejv78/4uJqm4ZJLLkFtba0qcUhUjMuwNQ0Z97Da3d6Tsj2nsRplDiuOWVCnLnI944SVxcRghYiIqAAGGGSFlTkPo1Pr9nhhdrgT22UWHR9ZPiOr2GMyhaK6aho+q8aNRY3lOGx2DRoq2ECciIiKW0SLYW9vCG578ZbAlff4uFgkBP/GF3Hm0cvyGncUwziULAqwcfyHiMYpq38tpOyerKK68sorMWvWrETiKr4qSbbfeecdBIODzQp/8pOfYPv27ZioaDSKG264QV2/+eabUVExWJbsggsuwBlnnKFWXd1yyy0ZH/vnP/85Xn/9ddx4442oqmJDRSou8rqMRDVV0ifTQad2XyRle9n82RMuTWixSMBSxFOziIiIiqR/lfSryMc79t5wahLojANqM550MxWkF6esVl/YUI66cochzomIiCgXK66lSHCVuzhXG8k4hUyujYtFgqiurUN947S8nldR9K8ym1gOkIjGLev09rJly1QPqR07dqjVTrIySZJHQ5NX8a/f/OY3sXDhQrUqaiJefPFFtXJr3rx5WLEitUSIOP/889XXBx98MKPjyuqw733vezjrrLPw0Y9+dELnSGREEnipusEZBgnymg7YBhO4MV3DioOWTnhmls1sZq8HIiKiQuhfJf0qcrzCKhDwQ6uZm7LvhIPmwAji5ZUlliEiIiqlFdfF3D4jeXWV0MNBLF52YFH/zlPZ63Nnpw/bOwYubocFLlvxrswjosk1KZ+yjj/+ePzpT3/Cvn37cO+996qkj9VqTVs2UFZnTcSbb76pvh5++OFpb5deWmLdunXjPqac12c+8xnY7XbcdNNNEzo/IqNq7g6omS0ZlwPs6Afsg+V4tO49mDNnNpq7/bj4z6+oi1zPZKa2zEyWYMVhZcBCRERkZPK+LeF8rifFbt64EdaqpsS2KexTcUw2scfUNA7nSnEiIirBFddF/NYXTOpfpcRiaD/my3mPOwqR9Pl0WM2YWe3C/PoyTKtwYloVyycT0fhMahFWSfice+656tLd3Y277roLd9xxB1566aVJu4+dO3eqrzNnzkx7e3y/rMLyer0oLy8f85iSpJIeWPJ1xowZWZ/bypUr0+5/++23sXjxYvT0pPYBovzKps9ZIWvv7EdLlx9ldivC/tSZQ6NZve6dlG1XsBORgBchfxC+8EBAF/L7EHYMCe5GmbXk0MNAxIJ0L4lSe14KBZ8XY+LzYkzSE9NiyV1CnvFHYSm0120ooiPs74cpHM4ofpiotW9tADAvsV0WCyAc8GcVe4xHJDj+gahY0I9YMAZvPyfeTLVCe72UCj4vxpPr2EMw/iit162sLg77vDBHQgj7ByemF5P+/lDKdiwagma2qdhjsuOObOKPQhIJRGHSY6i0mFFXblerJQLefgRQGPg+Zzx8Tkor/piyOhbV1dW47LLL8MILL2Dr1q34wQ9+gEWLFk34uJKEEmVlZWlvT05QjeePWRJgUq7wmGOOUedLVIzCmp5Y3l5dZsvoZzc0d6ZsN0wwSJOl4TarGU6WAyQiIiqYFVa5nlC9uXlfynaty2KYGcNm6cPAxuFERFRqJYJV2w8U9bhJMj0aztu5FLyY9E4H7BYzrGazip2IiPKywmok0m/qO9/5jrq89tprMJLPfvazCIfD+OMf/zjhurSrV68eceaRZByrqgb7AJFxlMLz0huIIGaLwllmg93tyuhnm/v1lH8pFk+vht3tgS04OHBkc5XB7h4sGzgaXQ/BYTehuqoSVRXOkn5eChGfF2Pi82IsuZ7hzPijMBXK82IJRmDu02HSbeN+r58M75YdkrI9p7FaxRvZxB6ZkBhnNHsDPtTWlKPM40RVVcWk3z8V9uul1PB5Kd3YQzD+KEzZPi9SLs/ao8MUtsDuTj+BvNBpvakrx2KR0JTHHeONPwqNSQ/BYjKhvKICVZ7CLQXIf8eMh89JacQfOZ8aeMQRR0zo5+MrqHw+36grsITHM/o/+H/5y1/wr3/9C9/4xjdwwAEHTOi8iIwsIEvYozrsGa5qkv5uvRgMymIxHYctnljD87Cch8UEBxtuEhERFcSMaplSbc7hlOodnT7EbKkTbJbMyb5s92Q/Hm67BXNqinOwjoiIaMQeVjmOB3Kto7MrZdtpy8kc/6Kk69LvzFTUfy9ENHWySlh99atfxb59qWU6MtXa2qqOk6k5cwYGy5ubm9PeHt9fU1MzZv+qBx98UH2VpNWJJ56YcvnnP/+pbvvFL36htr/97W9nfK5ERhGIaKoHhTS9zERPIALdOjgbJtrVggMOWDbxkoAWs1oaTkRERMYWimj7Bx1yd58vvLNn2L5D5jXAKAN2qsQNSxsTEVHJlQTMbTyQazt3707ZLi/LrDoNDZLiihIvySorIqJMZTVdQJI4N910Ez7xiU/goosuUgmd8Xr++edx22234Y477kAoFMLPfvazjO57+fLl6uuaNWvS3r527Vr19ZBDUsuIjObll18e8bbNmzerC5ccUqEnrKQes8Oa2aqmnfu6U7ZN3g5U19ZN6FyiegxWi4kDPURERAbX1hfEji6fiiNkskmuvLa9PWXb1f4Oplcdg11dfmMkrCAzhvN9JkRERLnvaVnMK2ZaWmTCzKzEdqXHg/xHHoVJJjtJrMTeVUSUjazXt0rfJympJ5empiacdNJJOOqoo1RpvdraWlRUVKCvrw9dXV3YsGEDXn31VTz77LNoaWlJlBrLpmfUscceq1ZPbd++Ha+//jpWrFiRcvvdd9+tvp511lljHuuBBx4Y8bZPf/rT+Otf/4rf/va3+NznPpfxeRIZhbzWgmFt/8qmzF5zb23ZmbLtsUQndC6aHkNMh0qcWRi4EBERGZo3FMW+3hBCUQ1zanNXAq/DF018TJFyxIdbUmc855PEMRaLecK9b4mIiAqJJKsGxvFQtHZ19AGVg9vSd3svM1ZZ/70MlATM95kQUckkrL7whS/g97//PSKRiNreu3cv7rzzTnUZjby5xdlsNlx22WUZ37fVasWXv/xlfPe738Xll1+Op556SiXHhNz/Y489hrq6OlxyySWJn5Fk2Sc/+Ul1/d133834PokKWW8gAn8kqlY0ZTq4srWlQ1oaJrYbPY7EdafNjBVzqhPXx6M/GEGZw4JyB2tBExERGZ2sipbJJtOrXDmdaBLUTcD+u9NDfixcvDjr2GPyywGaOOmGiIhKcsWMlAUs1gkbMl65zz49Zd/C6TVwR9x5izsKWTxmKuYVeUQ0dbIaNf71r3+dSBrde++9KnEVXzGVnJSKS94viarzzjsPV199NebPn5/VSV955ZV4+umn1YqtRYsW4YQTTlA9sVatWqWOLyUHPR5P4vv9fj82btyY1X0RFboObxjdvgiq3faMf3ZPjx9wDCas5k+rSVxv8Dhx1RmZ9bPqD0ZRU25Hbflg4ouIiIiMm7CKxvScJmhkNVfMNFjCWA/0Y+GSZVnHHpNe3sYsn23ydgpERET5Kwko43soTvv6gtBdA5NihObvxUePOZF9rCbY85MJKyLKRtZTBCTZdPvtt6O5uRnXXnstVq5cqVY/pSP75fbrrrsOu3fvVj+XbbJK2O12PPHEE/jxj3+syg8+9NBDquyglAGUflSnn3561scmKjZSClAuLntm/atEbyT1n4iDFsyeWGnCiIYymxUerrAiIiIyvKimQ9eQ04SVN5haflgPejFv4cAKq3yTgTq1woqDL0REVGJkdZUkIYr1LfA/W1PLD1s6tjJZNQEquSkrrLgwjYiyMOFR4/r6erXiSS6BQADr169HW1sbenp6UFVVhYaGBhx44IFwuSb3H3pJWl111VXqMpYTTzwx7cqv0dx6663qQlTotFgssRw7E/KaCdsqEjOoYloUyw86JOvzCEV1VZbQ7bCw8SYREZHBSRwQieqImTKPISaipbUtZdtu0uBy565/1lgrrOShYElAIiIqxbhAhtWKdcXM29v2SNSR2K61T6x/d6lTq9K5woqIsjSpyxwkKbVixYrJPCQRTUataT3z8jXv7toHk2OgXrOI+TpRVTXYgbTLF8b9b7So62cfOgM1ZfYxG7fLKq8yrq4iIiIqkHKAMVhzPDV289btKR9RkuOGTGOPqZhdzn4MRERUiuQ9ULUCQXHa0d4vaarE9pza8rzHHYW/wgpclU5EWeHiTKIiJ83S5b9MB1eue3JbyrZb8w9LQD361l51keujkRVevYEIqlx21DLIIyIiMjQZoNnd5VeTXnK9mmj7ruaU7epyV1axx9Q2EM/5XRMREeWVvAdK0krKvBWj9tCQdghzp+U97ihkKoZUJQGL8++FiKbWhJY6SPm/3/zmN3j99dfh9XrR1NSE0047DZ///Ofh8Xgm7yyJKOsgQRJW2QQJ/oiektOum0BVzx5/BG6bRSWr3HausCIiIjKqUFTDlrZ+9d4tPTCtOR5oUCUB6+YmtuurB1d3G6WBOEsCEhFRqZH3wGwmwhZKz86QozqxrYcDOORAY/TPLEQyWVmVj2QDKyLKUtYjx7fffjsuueQSaJqW6A+1adMmPP/88/jDH/6Ap556CvPnz8/28ESUx/5VMkClDVmAefR0R9bn4QtFUVtuR2OlM+tjEBER0dSTiS5RLYZOXxgNFQ6U57CU756eAHbWHZmyb3pjHYxClQQ0c7YwERGVHhn2ixXpCqufP7kxZTvauRuz556Ilt5Q3s6pkMn4z4xqF2yW4vtbIaLcyCrdvXnzZvz3f/83otHoQA1bkynxpiXbO3bswIUXXjjZ50pEWQw6DfRbyDzASBbp3I1DD1iU1TnIvwnBiAa3zYpyrq4iIiIy/oCU6h1lQbXbDpsld7Nj73hl17B9c2c0wSjUqnWTif0YiIioNMcW1PsgioqMV7y2oztlnyvSB4vFkrdzKnTxeGleXVm+T4WIClRWn0ClDGAoFEpJUsUv8X2vvfYaVq1aNblnS0QZkdVV8WBhIgkrzdeLeYuyWxIfiuqwW81wOyyckUxERGRwkqzS1f/n3tZ9vak7oiGsmFdniHiqwxtCe39IJfLKcrjqjIiIyCjVW7RY8ZXFDUQ0Nck32UzLkHiEMv5bkb+TYvtbISKDJ6yeffbZxPX3vOc9uOWWW/Doo4/ihz/8ISoqKhK3PfPMM5NzlkQ0gRVWmSes9u5rT9l2WGJwOrNrYiXlBe0WM1w2zlAiIiIyOlXqW0r+wJTz++30R1L2zdv+EKrcduSbTOQJhDU0VTpR5bKjwsmEFRERlRZZXSXv1cXWw0r6LQ21fKZx+mcWooE+6uCKdCLKWlaftqTkn6ipqcFzzz2Hqqoqtf2BD3wABxxwAM4991y1vXPnzuzPjIgmTGYKqWX7Gaamt2yX17gtse1xZj9YFNFisFrMOS0pRERERNmJzzLO9RhDfzAKLWZKKUe8bO4MGGXgxWEzo7bMjoUN5UXZv4OIiGjMFVZZVG8ptISVb+OLWPDh5Xk7n2IgY1BWk0mNAxERZSOrfz36+/vVB7UjjzwykayKO+200xLXvV5vVidFRJO4wkpe6BkGlbuaW1K2qyuyrz0c1XSVrJKygERERGR8A2W+c3ufUnIvWbSvAwuWLINRkngyS7jB44STK8aJiKgERRPVW1DUCSvd12uY+KNgV+qDySoimpgJ1bMoKxs+iO12u4f8Q0VE+RCMaNjTE0AoqsGaYVTZsrcNqJ+b2G6oTU1MixlVLvztkiPV9dHK/UlgW2YxcYUVERFRAZD4Xc9DScBOXzhlW+vvwMIlH8gq9piKCUASS2W6Yp2IiKiYVs3oOoquL3VnfzBl2xL1o2n6jLzGHYVMYiYZ+im2vxMiyi0WYCcqUnt7g2jrD6HXH8W8usFE8ni0dXUD9YPb0xuTNvaTBprl42g6Lj2srGYzHFxhRUREZHiJxuM5Hmdo70sdMIK/B9Nnzckq9phsaka52aziGSIiolJNRMh/xVYScNeefSnbNR5XovRvvuKOQi8dKX8jmU6aJiJKNqF/ef/xj3/AYrGMODsz3e3yD380Gp3I3RLROEiiqC8QQWOFI6Pl2Lquo6vPh+T1kzOaGrM+D1lhZbWAK6yIiIgKgMTwA8Vccmv7nraU7Rq3dcTPGflIWFlMAwNXREREpbi6KqrrRblqpqWtU+pHJban1VXn9XwKmbSD6PSGVbzEhBUR5S1hNVbJP5YEJMofSRRFYzpc9swGe1pbmmGqmp6yr8LtGPZ9UmqwuTugrs+sdsEhWakRglubxcJBHiIiogIg0buE8LmeQL27rRvAYLwxva4y69hjKmaVm8wmxjJERFSyq2ZkBXaxra4Se3tDgHUwYTVvRkPe445Cpco7x4BKl40TloloQib0L4islsrkQkS5nd2ia5nPBn5j/btwLThicEcshoUN5cO+b19fCF/7+3/URa6POMDD5eBEREQFQ5JVMuks1z2s2of0kJg/ozGr2GMqyCCd1WSChZ9niIioxEhM0OOPDPSvKsK3wV7dnrJ9yKK5eY87CpU3FEWdx4H59eWYVunK9+kQUSmusOLqKSLjktdnJKojZsq8xvTz23phMg8mqBrQg7ry4SusxltCR5JVnJFMRERUYCUBc/zW3R81AUljRgctmgejiE/AYQsrIiIqNR3eMLa0eeELRYvqc/3mtn681dILzT449hHta8eBBxyT1/MqVHt7A2pij/T8ml2TWQ91IqJJSVhJjxsiMi4ZWJFl+9nMBN4VdidX5MHK6akzjjItS8j6xURERIVDTUmTkoA5vE+Z4BK1DA5u6EEvlh1wIPItPkFPzk+SVVZmrIiIqMQEIxp6AmG1yqpYEhFPbtiH3z63dfgNva2oqavPxykVvGBEx6xqF2rKsh8/IiKalB5WRGRMkijS9MzLAcqATMg6OMNIDwdw4vIFWZ+H9K+SFV7FNBOLiIiomEmOZiBBk7v37q17ewDL4McS3duBhqbUfpq51h+MoLVXyhQOFEdUJQEZzxARUYkJazoiWkz1cMq0P7ZRPbuxLe3+ylD6/TQ2iR1lvnRjhTPfp0JERYAJK6IiFNF0RGN6xgMrnf0BwGJLbGt97Zg1+6QJrfSSXptsuElERFQ4Aw65Lvy96u3tKdtuf1ve+9/6wxoaKpyqcbisFJevREREpSYc1VV/7GL6TC+9loYKNm/AkWX+vJxPMVCTnWAqyj5nRJR7TFgRFaFuf0QFltYMg8q3NqUOGDk1P8wTKH+j7Z+hzRnJREREhUGSVZKyyrQH5kSsb+kGMNice6YrgnyTSTeSqFrYUI4KJ5NVRERUwpNhtRisFlNRrRpL1vXk7+Bd9y8suvq6vJ1TMazQt1jMeZ9wRETFoXimSBBRQoc3hI7+MKrdmQ2wbNzenLJdldTLKvvBHjN7WBERERUI1bcpx0usur2hlO0lM+oNMUAn8YuNfauIiKhESYl/mQgrtXFzOZFlqqnfab9YTEf/mkcQi4axYPHSvJ5XIceOUkCZwz5ENFn4CYyoKGdASTlAwGHNrMb0jtbOlO3p1YP9rLJt0OqwmuGwFUetayIiotJYYYWczpD1RVJnOi9ZlH3/zMnsB2qxmGArohnlRERE2fSvKqbVVcMSVtFw4vqCxcvydEaFTY8BMr+nmJKaRJRfLAlIVLRL9jPPR+/rCwI1g9vzR5nhLKu3Ljl2buJ6uhrGwYiOMrsVHgf/qSEiIioEaoGVmimbO2GTLXF/MV3DgQcszSr2mOxZ5XaLJat4ioiIqBiEopKw0mAvsvfC5JKA8YRV47Tp8FRW5i3uKGQqbjTJZKd8nwkRFQuOIhMVGZkBFdUHythkqi+SGogetGggOEvH47ThQwdPHzW4ldVV5U6r6mNFREREhTHoIEmrXA06+HxewO4evP+gF7V19VnFHpNlYKW6qehmlBMREWVaMSUcjcFuLZ6ElUyslTGTuFgkPOLqqlzFHUWxwgrsXU5Ek6d43nWIKLG8PSK9ozIcZAkFg4g6PCn7lsydmfV5RKK6KqPjZDlAIiKiAlthlbuSgBve2QiTeTBWsMUGS/Pki/TglEEX9q8iIqJSJSuNW3uDCBfZCisZp0gWX2G1YAnLAU50hRVLAhLRZCmedx0iUkHl7m7/QEnADAdZtm3ZBItncEazKRJAudM2oWX2UkpHVlkRERFRgfWwytH9vbNpS8q225b/wQ4tJgkrM1dYERFRyeoJROAPRxHY35e6GMsBilg0pL7OX5y+HDGNTR5RSVZxgRURTZbiedchIvjCUQTDGnoDEbgyXNm07p1NMFkGq4S6YsFRv39vbwBX3PWGusj1dL20ZIVVMQW3RERExU5K5QwWypl6W3fsStmuLnNkHXtM6gorE2ArohnlREREmZbH9YU1Ve7NUURVU6R1QboVVouWHpC3uKMYJk7Lyvxcrc4nouLHHlZERUQGWCRRJEkilz2zoHL9zn1A2WB95jrX6IM0Uvd5d/dA0JZcAzq+JDwY0VHjlhVWxRPcEhERFTspByhrrHJV1mVXey9QPbjdUJ3a8Hy8scdkikrCysJeDEREVOIrrmMxVLmyr7pi1BYKQxNWZrMZ8xYtyVvcUejkkZHRIwsTVkQ0SThtkKjIElYSfmWzqmlX98BS+LhFTSMPGI2lLxhVda6r3DY4bfxnhoiIqHDEBpJWORpz6HTPStk+aF4TjBBPSWllGxNWRERUwiuuZXVVsa2aGVYSMBLCrLnz4XS68nZORdPDinETEU0SjiQTFREZYJFLNoFCD8pStg9dPDvr8whFNbgdFtSW24suwCUiIipmkqySSy7evTvb22FpGpzRHNM1nLhsBvJNlQQ0m2BlSUAiIipRkqySIsHFloNIt8JqAftXTfhvReImDv0Q0WRhSUCiIiJNwvUsEla7Wztgnj5YszkW0/GeuY1Zn0dUi6mm6SwHSEREVBi8oahK1PSHomqAKhdjDmvffhcmqz2x7Qh0osIApYcGVlixJCAREZV4T8tiXGGVJmG1ME3/Ksrsb0UCx1yVkyai4seEFVERkZ4LEixYMwwU/v3GZpjMg8klZ89OeJzHZX0e0kdLGpVLWUAiIiIytr5gBO/s7UMooiUmwOSirMvbW3cBmJfYrrYboz+EWmFlMsFm4cALERGVJslBqMmwRfZWODRhpUdDWLjk8LydT7H8rZhhKrq/FSLKH44mExURCSjjZWwysW1PW8r2LEdwUpqVc6CHiIioMAZvfCENLT1BtcKq0mlTE0+m2rbW7pTtGTVuGEE8jpE+VkRERKU6tiCKvoeVlARcsixv51Msj6nNygnLRDR5+K8JURGRARZtf/3gTOzr8qZsz5lWP6H+VboOOCwW9n4gIiIqmMbqMdV7clqlC7Xljpzcb6uW2j9zyezsyxFPpmh8pbiVcQwREZVybJCbnpa5FAxHU7bNMQ2z5s7P2/kUA1mh77Sa4bKzJQQRTQ6WBCQqsllQA8v2Mwsre4JRoHxwe8m8WWP+jMyemV83MNAUn0kTCMvs7ACq3TaUORisEBERFQKZaBKL5aZvVdzeHj+0hiUp+44+cEHGscdkk7LGsrrKwWQVERGVMElWSU/LYutLtK8ttbpMVUUFLBZL3uKOQibVfdr6gwhFdNW/3GXjGBARTQ4mrIiKsIdVJiusZIAqoFtT/jE4cPHoA0aiqdKJn513SMq+QERDpcuGOo8Dc2pTZ00TERGRMUnsIH2rclEGMO6JN7albJv2vI1ZtcdkHHtMtqgWg81sZsKKiIhKmowTSG+iIstXoXnPXiTP1q2tqc5r3FHIevxhyWpiZo0L5U5r0ZWPJKL8KdhPYuFwGNdeey0OPPBAuFwu1NfX45xzzsHatWszOs6aNWvwgx/8AMcddxyqq6ths9kwffp0nHfeeXjppZem7PyJpmJ2SzCsqaRVJrOg2lr3wOSuGtwR09FQ7ZlQCZ3ZNe6cDnoRERFR9iRZJQMOuRxmeG1HV8r2DK0VRiArrKQHp93KWcJERFTaK6xkQkux5SB2tfembM+sTxoLoRS+UBR9gciIlw5vGJVuG+bVlSdWohERlewKK0lWnXbaaXj22WfR0NCAM888E3v37sX999+PRx55BA8//LC6fSzRaBQrVqxQ1ysrK3H00Uerr+vXr8ff//533HfffbjhhhvwxS9+MQe/FVH2pAzg+j296AtG1DLsTFZY/eftDbCUD84qskSDGffAipNkWZnFxGQVERFRAZF8VaYrtCeqMzCYIYvpGt4zowLGSVixcTgREZU2iQskPii2koAdfh1ICjmWzZ2Wz9MxLGn3sK8/iDL7yMPGVdIKwm7FtAonzDmMIYmo+BVkwur6669XyaojjjgCTz31FCoqBt5t7rzzTlx44YW46KKLsG3bNng8Y68SkYTVN7/5TZX0ktVVcb/73e9w2WWX4Stf+QpOOeUULFu2bEp/J6KJCEY1Nftlb28QM6pdGf3sc1u6AQzOhqmyhMb1czKj5ql396nrpyxtRIXLpgZ5rGYTB3mIiIgKrgemlP0x5WxVeDjpY4ju78OSw5ZlFXtMtrCmo9xuZUlAIiJCqSesdOS2v2UuBCypK4FWHJTaTzPXcYdRRXUdLqsFjRVO1Jc7Rvw+eUyYrCKiyVZwn8RkVZSsehI333xzIlklLrjgApxxxhno6OjALbfcMuaxrFYrXnvtNVVKMDlZJT73uc/h1FNPhaZpuOeee6bgNyGaPBEtppJFUje4zJFZHnqXLzW4WNE4viCsJxDB7S/vUhe5Hl9hJY3KpZQOERERFU5JQF36SOXo/ryhaEpTDM3fi0VLDsgq9phs4agOu9UMJxuHExFRCVPVglUPq+L5bN/n9QFlNYlt3d+DWTOm5zXuMKp4/zJJVs2qcY94kR7mREQo9YTViy++iK6uLsybNy9Rzi/Z+eefr74++OCDE76vQw4ZaK64Z8+eCR+LaCpJsiqqQ61uypQvljpb5viD52fdlFXTYrBbLLByhRUREVGBNVaP5WyGbFe/P3VH2IumGTNhBLLCSlaKc4UVERGh1EsCqtXXKBpr3t6Ysm0P9xVVQm4yxWQikzw2fHiIKA8K7pPYm2++qb4efvjhaW8/7LDD1Nd169ZN+L62bNmivjY1NU34WERTnrCScnwZJorC4Qh0V2ViWw/5sWj+3KzL+1i5uoqIiKjgaPrAwFSuPhhs2rYzZbvMaowZ3DLxxmIywWG3sLwNERGVNH1/f8ti6mH19tbdKdvVNllfTunIRCbmq4goXwouYbVz58AH3Jkz08/CjO+XVVherzfr+9m0aRMeffRRdf2ss87K+jhEuRDVYqqcT6bN0t/auAUmy+ASbmuwR5XKzDZhJfdvNRfcPytEREQlLdFYPUdJmq3bd6VsV5U5YQRS2thmMcPJ1VVERFTidF0vqtVV4tUue8r2jBp33s6lEFZYCSNMKCKi0pPdyHQexZNQZWWpjRLjysvLE9f7+/tTtscrHA7jk5/8pPp64YUXJlZtjWXlypVp97/99ttYvHgxenp6Mj4Xmjry91Esenv9CPt9cDqtCMfG33Nh7dvvAmhMbJebwwj7x/e4RALBpOs+hCxhmCNRRAJm9PRoyFYxPS/FhM+LMfF5MSbpf2mx5K7/DeOPwmLE163f64Ue8iHq1xDLwUrp57rKUqbN1VW6xxV/DI09wv7s441hxw76EQxrsFoc0IKWCcUyVNyvF+LzYkS5jj0E44/ifd3K6pqgzwtzJIDwkCq+haqlNwifdbC6jFjQVDVq/DGVcUfiuEFjPsDRQBQxPYaA14wehFBq+D5nPHxOSiv+4PTBNC699FK88sorWLRoEW666aZ8nw7RuEv5ZLrCasOe1A8R0zz2CZyDlNEB+1cREREVaGP1XEyl7gtGETGn9s+c1VgHI1Dljc1mtcqKiIioVEn1lnhJuGKxuW14YuiIZfPyci6FQp5+E4sCElEeFNwKq/iKKZ/Pl/b25DKAHo8n4+NfeeWVuPXWW1VpwSeffBJVVVXj/tnVq1ePOPNIMo6ZHItypxielxa/CZpNg7PMnVHCaG/YCSStgj9s4XTY3eN73diCgxl0m6sMcFhhteqoqKhEVZULE1UMz0sx4vNiTHxejCXXM5wZfxQmozwv0gPT3BeDZtXhKs88ds5Ud5rZkccsXzau+GNo7GF3T24pHy0SQnlZOWprqlHpGiyZTPlnlNcLpeLzUrqxh2D8UZjG87z4w1GYHDqsLuukv9fmS1tv87B9i+fNyWvckWy84zC5YtZDKllVXlGBqgpjlG7OB/47Zjx8Tkoj/ii46YNz5gy8oTQ3D3+zSd5fU1OTcTnAa665Bj/5yU9QX1+vklXx+yIyOpkRrGnIaIVVOKohVN6U2I5pUZx42LIJz0q2skk5ERFRwdjTG4Q3GIEpR58Kdu/dN2zfwXMHyxPnU1iLwW61wMEeVkREVMIiWgxRXS+qz/Y796TGH427n83buRRMDytTThbfExEV/gqr5cuXq69r1qxJe/vatWvV10MOOSSj495444341re+hcrKSjzxxBNYunTpJJwt0dSTpfqRqA6YZMn++KOJNRt3w2RNKsnTtQv1tceP++ebKpy44fzlietdvjDcdjNLAhIRERWQvmAEbd4QGjy5mT27efsuAIP3VdW2TtZYZRV7THp5ZS0Gl80Cpy33KxWIiIiMIqLpkCGGYkpYtXZ0A5bBCTJzpg9O3s1H3GF0UipahpdYEpCI8qHgRpaPPfZYtXpq+/bteP3114fdfvfdd6uvZ5111riP+de//hVXXHEFysrK8Nhjj+HQQw+d1HMmmvLVVdK/KsOpLy9u2JGyXaP3ZvTzdqsZs2vc6iJ37QtF4XZY4LZzkIeIiKgQhKIa/KGoGpTIVQm8XS17U7ab6qqyij3k+mTyhqKwW02MY4iIqOSphJWmF9Vk1G5vMGV70fw5eY07jC6GgQnRXGFFRPlQcP/iWq1WfPnLX1bXL7/8cvT19SVuu/POO1XCqa6uDpdcckli/6uvvqpWTKVbNXXffffhv/7rv+BwOPDQQw/hmGPGN8OTyCiikrDSMysHKLa1pfaQWFjnzDph1ukLw+OyotHj5KxkIiKiAhGM6AhGNLWqKFf2tnenbM8exwznqRaIaOgLRFBdZkelm72riIiodOl6DHt7g0VXEtAXUUXuEg5atiRv51JIK6zMzFgRUR4UXElAceWVV+Lpp5/Gs88+i0WLFuGEE05Aa2srVq1aBZvNhttuuw0ez2DDQr/fj40bNw47TltbGy644ALVEHTx4sX429/+pi5DSaLrG9/4xpT/XkRZJ6xiesYJq86wObkiD5Yvyqxnm8y46vZHsLvLr2Zlz6x2o7Y8qcQgERERGX6FlfSpsOVwBnVXvx/mpBzVwjEang+NPfqCUXW9wmmdlJnfzd1+hKM6Kpw21JU7clYakYiIyIh6AxH4w1H4wxqq3HYUg57uHpjq5qbsmztzWl7ijkIh6T0ZYWK6iojyoSATVna7XfWZ+tnPfobbb79drYwqLy9XZQC/+93v4rDDDhvXcSSRFQ6H1fV33nlHXdKRhBgTVmRUssJJZkFlMvNFlviH7RWJ4EMPenH4Ie/JuEn7l+9+U12Xus4zql0odxTkPylEREQlSRI1EV2HPUcDMM+8vRvmRcel7JvZVJd17CEleiZjddWi+nJYokHUeTjxhoiISlsoqiMQ1lQJvGKpnnL3C2+nFJgyaRE4xvG7TUXcUTBkhZU8VsxYEVEeFOzosiStrrrqKnUZy4knnoiYrGcdYu7cuWn3ExXaDCgtlllJwC0tHTCZBwO0WG8r6hvfn/U5yKzkkgreiIiIiiRhFY3GUGaf+oSVzFL+00u7hs3VlRgiX9TngJhJzZieXck4hoiISFZfx1ceF4v/tEg7hMrEdhlS+1nRcHpMelhJwooZKyLKvdJZz0pUhGTwp60viE5fKKP+E6+v35Sy7UFgQoFIMdW2JiIiKhVSDlBWWFktU/8+Lv0uA1rq/VhiUVWGL5+r1C2WzPuAEhERFfVkFj0Gm7V4hgs7Qqm/y8nTBsr80ehkjIj5KiLKh+J5ByIqQcGojmBUg8VkQoVr/DOgNuxoTdmeUeWa0HlwnIeIiKjwhDVdJa2s5qn/SNDlGyjDnezUhoAqOZQvWiymYqhc/P5ERESFUhJQ4oNclQueasGIhoh9sMe95uvB+484KK/nVAhUMSpZYZXvEyGiklQc70BEJUqCr3A0lnFt6ZaeQMr2AXPHbjg6Gs5MJiIiKsyV2lLyJRfv453e1IRV3+sP4cPH5nfASK2wMpsYxxARESX1u46/PxaDv67anLId692L6bNm5+18CkUMsf09rIrj74CICgsTVkSFnrDSBhqiZtKvoc9SkbJv5fIDJnQe5iIJZomIiEqFrscQ1fWcDUg1t3elbDtjYTROm4F8UgNyaoUV4xgiIiIZK5D3RnMRJSlWb+tM2a7Re5mEGecKKxNMrKZDRHnBhBVRAQtGdLXCKpPl+q+9uwNmT31iOxbow6I50yd0HjLYQ0RERIVD+lPoMSnrm5v38M0796Rsz6ivQr4lVljloIcXERGR0cn7og5JWKFoEnD9YaltN+iIhtRtSm9/RUCVtCIiyjUmrIgKmPSvCkc1ODJYYfX0uu0p21XenROeYcQVVkRERAU4KJXDkj97OntTthfOnthkmcloKt/pC6uEnY09rIiIiFRvR10vnjJw3lAUMdPge3ykYzcOXb48r+dUSMk++Tsokj8FIiow1nyfABFlRwaZgmFNzY62ZrDCantbH2BzJrYPbHBkdf/lDguOX1SHCqcNtWX2rI5BRERE+SHlAKOx3M2i7gyZAPfg9vIDFmd8DI/Tio8sn564PhF7ewPwOKxwOyywygqr6IQOR0REVBRl4CRRUSzzUXv8qf0zNX8PDjzk1LzEHQW5wso0cCEiyrXS+heXqIj0h6JqdnAm/atEV8QK2Aa3jzgo8wEjITOSzz50BmZUudBUOZgAIyIiogJZYaXlZoVVVNMRcVQlisroIT+OOuyIjI9T7bbjkyvnTsrvHonGMKfWqeKYGrcdfX2BCR+XiIiokMn7o6yyytXq66m2fVdqOWIHIqisqs553FGoyUvBkoBElA+sf0FUoJq7/ej2h+G0jf9lHAhHEXUN9ozQAn1Ysfw9Wd1/MKqrAK7KbYfDasnqGERERJS/HlZaLDd9KN98ZwtMlsF5cmZfByoqK5FrMmu8NxBRq6scNrNaYdVY4WRpYyIiov0lAWM57G851d7etDllu8bjytu5FCIJj4rkT4GICgwTVkQFSFZWST1mudSWjb+k30tvboApqYaz1deBsnJPVucQieqwWcxqZjIREREVXmlhueQiWfPvN1IHjKqtEeSDxE1SHshptaCmzI4yB4tNEBERDY0NiiVJsXVHc8r2jPqavJ1LodElc2kqnuQlERUWfkojKkCBiKaSVm67NaPl+i+9tQVAU2K7wZ59w4Y9PQH86YVt8DhsuP6jB2NWdVJjCiIiIjL8CqtobGDyyVR7szu1HPGSxrKsjtPWF8TNz25V1y8/cQEaKpwZlzpy2S2o8zjUhBv24CQiIhok/bH1/eX/i8Gu9l4gaX7ugjkzcxp3FDr5KyiOvwQiKjRMWBEVoFBEQyiL/lVb2rzAYEVAHDSnPutklUy4eaulT20HwlpWxyEiIqL8kDgiGo3BZZvaoQh/OIqQbXC0SAt6cfb7Dsq6HPF/WnoT17MZiJMSiNMrXaoUIBEREQ3pbymrr4sgYdXX24tQzcKUQc8jDlyU07ijUPlCUUS1GMzSwarw/xSIqACxJCBRwa6w0uDIIGGl+jaYU8v/nXzke7IqpyOB7PQqDvQQEREVqlBUQ1jLfPJLpt7Z1pKyHevchYWLMhswmiza/kE4Mz8BERERpS0DN9DDCgXv6RdfhbWqMbFtCfVj6fTc988sRD3+CKZVOmG1mGFixoqI8oAf14gKdFZ0OBrLaJBpw8bNMFcMBmyxQB+WzpuV8X1LKUKXzYJ6z/h7ZxEREZGxBCM6IloM9ikuCfjc2g0p27VO5G3wQwbipGeXrLIiIiKi4RM7tJj0sCr898lV76ZOmJlhDxTFyrFcCEY1uB0WLJtWke9TIaISxZKARAUouL+HVSZ9J/796joJ0xLblXpfVoFoVM3GtqjZNkRERFR4JIaQFVZWi5R6mbrBG4kZXuhNnc08ryl/Dc9VwkpmWRfD1HEiIqIpWWFV+CUB73p1F7a7FqfsWz5/sJc3pU9WSusHGWuyWEyqX/pUr8InIhoJE1ZEBUYGf2TGi8mc2YDLmy3+lP5VixrKs7t/PYYyiyknTdqJiIho8vUEwvCHNThtU1wOsLV/2L7lyxYgX3QdAyusmLAiIiJKX8lFi6HMUbif9Tu8Idy7pnnY/uOWL83L+RhZpzekWj7En/tKlw3TqpyQKKnabc/36RFRCWPCiqjA9AWjCEX0jPpXRaIaut0zVeARd/qKJVndf0TTYTVLwoqDPURERIWowxtGXyCCmrKpHYzY0tI+bN8pKw5AXldYmZiwIiIiSscXiqoVNk5b4farfnFLB2JD9lm9+zCvYWWezsi4unxhzK5xA/tHimSMaXGTR7WAYKxERPnEhBVRgWntC6LTG0Z1mW3cP/P6+s0w2V2Jbb1rNw4/4JisV1hJCSErO5YTEREV1ArtFlXqRUeXL6Tez912y5Te57qN2wAMruiu2vMK3I7s4o/JSljJAEyhlzoiIiKabJKoktXX8j5ZyMmKt1p6U7ajPa043r27oH+nqSClHyVR5bBZcMD+XlUyMZmtH4jICJiwIirQvhMep8yEGZ9nX30TwOzEdr01lPWMKwnzHFaLqmfc4HGo/Qz+iIiIjK03EMGuLj+6/WGVtJpW6ZzypurbW7uB8sGE1WHzGid0PIvJhGq3LXE9U3oMkJCFcQsREVEqKQkn1VQyqeRi1FXkyfb+7as4+fa78hJ3GJmKicyA3WKG0za1E5iIiDLFhBVRgc2Ojmia6r+QiQ27OoDpgwmrA+dkN2DU44+gscKJBo8TTZVOvHrVKVkdh4iIiHLfTFsGo2SAYl5d2ZQnbXyhCPrstSnliE867qgJHXNGtQt//tQREy8JWGSDTkRERJMx1iCrrwt9Ukd7fzBxPRaNoNxmwoHLD89L3GFkEhNJOJTp2BIRUS4U9tQJohIjAWRUG1iqPV7BYADdJk/KvhOPODir+4/oOmwWM6r2zzIiIiKiwokhJGlV7rDmZDDqrmfWwWQfXA0eC/TigEXzkS/SVDyq7S8JyMEZIiKiFBIjaPvfJwtVIKIhENET21FvJ44+/kRYLFxBlHYSDziJh4iMiSusiAqILNGPxvSM+ke9uOoF2BqTBoi0MA6c25j1/dvMJrVsnIiIiAqHFoupwQl7jnpQvrp1H2CuTmzPje6e8hKEI/Xk6PCGEAzrmFvrRoWLk26IiIiGisjk2Jhe0J/1W7oDKdtafweOOZFVYdKRFlYDfT3zfSZERMMxYUVUQCLa/llPlvFHFQ+/9B+YGlYmtuvNfrVKKpsZV1JGR5pyysxk6YXx1Dv71G2nLGtEJQeAiIiIDEviB129l0/9ffUHI2g3VSa2YzEdZx4+8dVV0kvz1R1d6vqRc2tQ5hj7o4zEK06rRfXsmlHlxvQq14TPg4iIqBhLAqqxBlvhZjC+/cBbKdtafydWHn9WTuOOQsGSgERkZIU7dYKoBPX4w6qkz3hLAkYiEWwzNaXsO3bpjAmsrjLDvr8J676+IP733nXqIteJiIjI4CUBY7kp9XPLM+sB0+DHDK19J9773uMnfNxOXxg3Pr1FXeT6eEgZQJfdggX1HiariIiIRpscm6M4YSqEIhrCWixlX43LgrqG7KrLZBt3FArpaSolAWVSMhGR0TBhRVQgOr0h7OsLoTcQhss2vhrMz73wIqz18wZ3RII499gDs7p/f1iD02aGc5z3TURERMaaSSurpXPRq+C1Hd0p27PQDpvdjnyI6lJK2QS3nfELERFROqGo9H7SEr0eC1FLT2o5QHHC4rq8nEshiO1fYVWozzcRFTcmrIgKxN6+IPb2BlBb5hj3UvRHVq1N2W4y92W1jL29P4RObxgVThuq3Cz9R0REVIgrrFSD7SkemPCHo/DDkdjWI0F89OjFyOfvLaWUx7s6nYiIqJTs7PThzd096PaF1MSWTPplG8m2famTZfybVuOsD5yat/MxOjWJiT2siMigCvOdiKjESMNwbzCqBprG2yy8t68f2x0LUvYde+DcjO9bNSqPaFhQX4aGCqdKWhEREVHhDUxoOqa89MuLa95O2Y7u3YSVJ5yEfM0eln4cdosF1gJuIk9ERDRV+oJR7Oz0o8sfUaVzC3XFzYuvp/avqtZ6MG3GzLydTyGUBDSZWBKQiIyJn9yICkBfMKJK8mWyOuqaf6yGpaJ+cIeu4fQjlmV839KsfFqVE0unVWBhQ3nGP09ERET5Iz0o323tU18lgTPVA1H/XPVKyvbMSgeczvz0jpIYxmo1wWbhYAwREdFQEhsEwlFVGm52jVv1fCxU7+zcm7K98rCD8nYuhUBiQgkJCzVBSUTFjQkrogLQH4zCF4qOu/+CrMTa4k1Nbs239aG2fLBEz3hEZSo2ALfNivIsSgkSERFRfknSprU3iK3t3ikfiNrd3ovtnvek7Dv+sMwny0zWQIysEm/0ONl/k4iIKA3pWxWK6nBYC3tocOe2LfDCmbLvzFNPztv5GJlafa7HENElYcUVVkRkTByBJiqAgKI/GEEgrKGpMjUIG8lzr7yJmDX1e7969lEZ33dwf/DKgR4iIqLC5N0/6aWmzI5qt33K7kdilSv/sS7140VMx4feuwK51uMPY19fCGUOiyplPKfGnfNzICIiMjqJD0IRveA/7//xb3fB3jiYoDLpEcyZVpfXczIaSVK1e0PwBiOqFKBwlzvYw4qIDIkJKyKD6w9F4Q1FYbeZx7VcWwKRG98IpOyr7tuKpvpjMrpfOc6e7gDqyh1w2gp7xhUREVGp8oajCEQ11HkyW2WdqdVbOxGMpX60aLD4UeGauiTZSHoCEVXayGk1Y06tm/2riIiIhrQckAktrX1BNdZQP8UxwlR6fXMzNiQlq0RjuY0rh9I857oWw+yaMtVqQh4eq9mEcieHhYnIePgvE5HB9fgjKogcb0m++15cP2zfCSsyr9/sDw/cZ025HSqY10MAAQAASURBVLVlwwPYGVUu3P5fRyWuExERkbHI5BPpTaHrgG2KkzbPrNkADCnH878fOmxS70MG1L535gGJ6yOJRHWVrDp0djXMnDpMRESUYnu7D3v7Bia5RnRZYVWYEzte2tqBnz21a9j+RdPrchp3FEq/MpfDgulVLjWph4jIyJiwIjIwKa+ztzeA/kAUs8YRVISiGu5duwewl6fsP/e41H4S4+ELaShzWjGrOn3zVZmVc9xCLrMnIiIycm+KcDQ25b0pwpEINrb5gbLBhNXR/S9i0YzMVnePxWWz4JCZVWMOyFgtJrgcViariIiI0vSpDmkaun0RNFQ4MLPKlSgRV0jW7+nFz/+1Ke1t71vWkLO4o1BEtRjK7GZUumz5PhUiojExYUVkYHt6gmjvC6G6zA77OAabbv/Xq4gOSVZdcYhFJZcy7Zslq7rqPHYGNERERAVK+l/mopn6z2+9HyibmdjWvJ34zCWfRj6EozpsFkvBN5AnIiKaChEtBk2LqVVVU9nbcqr9c30rYmn2/+yj78H8ek8ezsjY1IQeswl2lkkmogLAf6mIDKqtP4g2bxDBqIYq99hJo55+Lx55uy1lX13zCzjhmIGyfZno9kfUQE+lc3yJMiIiIjLmCitZfT2V7+Vr1m/Bq8HUmcyL3QHU1NUjX7+zlAOUWdFERESUSkoARvXYlJcKnkoS27yytSN1X8u7+NJiH5NVQ0pDS6JKLsHIwAp0ju8QUSEo2H+pwuEwrr32Whx44IFwuVyor6/HOeecg7Vr12Z1vHvuuQfHHXccKioq1EWu33vvvZN+3kTjCSra+oJo7vKrr02VzjEbhoajGr74p3/D5BkcHNIjQfzvpz6SVaJMShE2VjhHrdO8aV8/5n7zUXWR60RERGQMslJa12PoC0RUT0q3fWqKKvgDQVz78BswWQdnaMfCAfzPx0+dkvvb1eXHOb99SV3k+kirytwOC5uIExERjdDnURJWlgIum/vqOzsRjQ2ef6R7L+bufBQnnHzKpN7PeOIOo44pyflu7/Bhd7dfXWRCst1iKejnnYhKh7VQk1WnnXYann32WTQ0NODMM8/E3r17cf/99+ORRx7Bww8/rG4fr29961u45ppr4HA48P73v1/te/LJJ/Gxj30M3/nOd3D11VdP4W9DlKq1L4ht7V61ykkCirEGmfRYDF/647/gc6bOZF5k68GSxSdndN8yyCP9subVlWF+fTlqygq3RAAREVGp9qZ4d18/AuEoNF3iBEzJbFpN0/DV626C3rQysS8W03H+Yium1ea+34PEQx39IVUC0W2zonyKknRERESFXhIwur88XCFat70Vv3yhNWVfeMtqfPvaGwqyF9dU6PaHVcnH2TVulaiKPy7V46jcQ0RkBAX5Se76669XyaojjjgCTz31lFoRJe68805ceOGFuOiii7Bt2zZ4PGMvBV61apVKVlVVVeGll17CsmXL1P533nkHxxxzDH74wx/iAx/4AFauHPwwTjSVevxhtPeH1Mzg2jESRjIY9T9/eBRtltRklbV7B3741fMymoEj9+kNRjG92olpVS4mq4iIiApQuzeEtr4Q9vUFVemXqehP4fX5cMUv70B3UrJKTPdtxcc/8Cnkmgy8tfQEYDWbMavaNbA6vUAH4oiIiKZyBXZfKKJWWBVar0dZLfSzf27A3v7IsNs+fNLRmDZzVl7Oy4iCEU31QV/YUI4KJ5NURFR4CusdSj6QRqO44YYb1PWbb745kawSF1xwAc444wx0dHTglltuGdfxfvrTnyZWWcWTVUKuX3XVVer6T37yk0n+LYjS6w1E0B+MqlnCdeWOEWcISaD5r1fX49M3PIB9Q5JVMV8Xrrv4JDjt4w9MWnuDMJuBuXVuzKsrx4wq14R/FyIiIsq9Tm8Y3f4Q5tS6sWAKVks/8vRL+OTvn0d37UEp+02RAK7/wvnIJSljLCVvtnX44LJb0FjpwMIGD6YzjiEiIkqQMsE7u/yqlH9rbwC+UBTljsKZvy4tEP733nVpk1X2qB+f+fjZKHUyRiR9PKVqji800M/TzX6eRFSgCucdar8XX3wRXV1dmDdvHlasWDHs9vPPPx+PPfYYHnzwQVxxxRWjHisYDKrSf0LK/6U71te//nU88cQTCIVCqmQg0VTZ2xtAS3dAzYhON7gkq6A27W7F06vX4qVdPgQ8MwHP9JTv0fvb8aMPLsL8WdPGdZ9dPhnUCsNuMWNahUsN8pQVUOBKREREgzq9IdWHUia8OCdpkEJ6YL3wn21Y+9Z6vLGrC5GGZYCrctj3nbtiNspdTuRKMBJFLGZBU4VT/b4VLptaXeXhTGIiIqIU/aEounwhdPSFYXaZMaPaBavF2PPXt7d78c81m7B9+w5s0esB8/C4xqRruOb8I+Eo4cSMjBNJrNbhDcNiMkHmPFc4raq1hNGfYyKikRTcyPSbb76pvh5++OFpbz/ssMPU13Xr1o15rI0bN6qkVV1dHWbPnj3sdtlXW1uLzs5ObNq0Ce95z3uyPu/dbd345m//nrJPVtGkk3ZvTP43wvcP2R1Lc0PKt6Tsj6/gSdqX9M3jvc/B/aP8Tmlu0jM4/ojHHulchh3blHIc6YUm7HZ7muObsnoMRv39Rwgu5O8gGNERimhq6bYEFRJvBUNheEM6AhrgNZch4qqBySpJ02rAUz38YK0bcd0n3oulixeOcG+D9ykzqmQ1l9z3rGq3SlJJ3yomq4iIiku6+EPe10Z+70y3M5b2tsxjgZQAY+T7G+EYI8USA/tH+P4RjBiDjRCEjfS7pr2fER6v+A6JP2LJ8cckxBlSEi+syczaqJpZa1OxRPpBihHOLtHXoi8Ugy9qQgB2BE12xFzxflSNQENj2p8795AGXLByAaaKxC5hbSBWimvtDeE9Mysxo9qNBo9j0hJ0RESU+/hj4PahO9KPZ0wo/kg6YLrvnvCYQzbxjdo3vLLKyPHBCOMWo/z+/rCGHm9AbTsdEn+Y0n9/xueSdvfI359mnx4zIaLp8IfCCIQiCEZj8Jrc0KvjY3RNaWtDze16HddfeTls1tIew5BqOfJ4y4q5eo8jUQKwrpwtHoiocBXcv+w7d+5UX2fOnJn29vh+WYXl9XpRXl6e9bHit0nCSr53IgmrrogFd+5ieRJD8sF4r0gdgMQZSZOER+rEIA3O63s346f/ey4q95fIlOBTmqzHE2LyVZaHS6JKBqNkRZU03JTZyHNry1DltrFBKRFREWL8UYLxh3n/iFA0y5+X8Y1xjnHU6L24+sLjMb26DJMhHr/EYxcZwJL4pS8QVb02ZFV43MxqFxo9TkyrdI6YnCMiovxg/GFgIRiTzM0dR1Ej3deDT84L4pzLvoRiFE8kxsdzVGwkYWMoinBUrg2SGElads6tKUN9hZMTeIioaBRcwkqSUKKsLP0H4+QEVX9//6gJq7GOlXw8OdZYVq5MbTwd9/bbbwMVM8b8eaJM2fetx9kr5uGIQz+Izv4gOvqCiRla0pPKbDKpAEZyUU6rBdU2M1wuC5w2E8odQKU7BlPEj97ezO+7r8+fdL0fPY7BWc8TMZ7XGuUenxdj4vNiTJqmwWLJ3YdFxh+Ua67+Znz86Pk4cMHhCPp92ObPLvsW25+cMiVNy5H4RTatJhOsZolnTJjhssHjssASHfy+GW4TZpbF4Ovvm5Tfif+eGhOfF2Pi82I8uY49BOMPyqWYrqEmuAeXnHIIptXXYFtL25TfZ2vfYHaveV8nooGBMcRJFQmqiUa61a/mG8Vjovh4jozlSGhktZpRNiQZVeEww2U3o8YeRYU5jKAvjODkn2FJ4vuc8fA5Ka34o+ASVkSlKhaNINa7F+VaPxY2VeLUIw7AoYsHm5snAhsJaMwmVb/YYpGE1cAtMtPGaTOrpeKTsZrK47DgQwfWJ64TERFR8dECfTD7ulCNfsyfOQ0nHrYMh807MLNYYoRvlQhFFkfFjzUwKCMzbTBQItk8kLQq39+LwWEdjD1qytirioiIqKhFw6j2N2PF3BqcvnI5mqoPyend2y0WHDdvoDTy7Go3ajONPcYRKkWDuoqHHG63CoRM8XhITT4emLgj+yxmEzwOqxrjiZMxH66oIqJiVHAJq/iKJ5/PN+qqKeHxeCZ0rOTjjXUssXr16hFnHm3Y2YqF0YEShGO9ge3/yJ5mf/p6wuq2EQcCMOYNprT3Hhvz4CMde+DtdHh14pEGNjI99/Tfn+7xGr47eTMaHaiVY7VaB/dn+LvGb0h373IoU9rfP/WxSZ5VnHwaLqcDtR4XGirLML+pCscdsgQ1VcObnCcGefb/XK5K+1VVAb+5qHEKjx/vmUFGwufFmPi8GEuuZzhnF3+M8F49UpyR8fvgCPtT3qNio99nprHNOGOBsY6TabyS9liJ9+bh/TST44+xjq0emzSPsSmT8x7pnNN8v0x6kZ4H06vdmFXrwcIZ9Tho2clwOMZRo2ecku9XrslAjFFij4H74L+nRsTnxZj4vJRu7GGU+GPU70m+bdh7Xurq3mGnmMm5TMJxMvkMn/ZbVbgw0m808DNp449RgqQRoqpRx4uyeS7MkJYFJlSUOVHlKUNtRTnmTq/D8sXzMK26TCVq8umMw+dP6vHkuU7+jXp6etRDUl2dpk855R3f54yHz0lpxB8Fl7CaM2eO+trc3Jz29vj+mpqaUcsBjudYybfFvzdbS2bW46mfXj6hY9DkksBA8B87IiIqVow/jIfxBxERFTvGH8bD+MOYMpm4Q0RUKgquQ/Hy5cvV1zVr1qS9fe3aterrIYeMvVR4yZIlcDqd6OjowK5du4bdLvs6OzvhcrmwePHiCZ87ERERERERERERERERFUHC6thjj1Wrp7Zv347XX3992O133323+nrWWWeNeSxJVr3//e9X1++5554Rj3XaaadNaikUomKwtzeA/7nnTXWR60RERERTibEHERER5QrjDiKi/Ci4hJXU2/3yl7+srl9++eXo6+tL3HbnnXfiscceQ11dHS655JLE/ldffRVLly5Vl6G+9rWvqa/XXHMN3nnnncR+uS77xNe//vUp/Z2IClF/MIr73mhRF7lORERENJUYexAREVGuMO4gIsqPguthJa688ko8/fTTePbZZ7Fo0SKccMIJaG1txapVq2Cz2XDbbbfB4/Ekvt/v92Pjxo1pj/Xe974X3/zmN3HttdfisMMOS6y4evLJJxEMBvGd73xHNQ0lIiIiIiIiIiIiIiKiqVFwK6yE3W7HE088gR//+Meora3FQw89hA0bNqgygC+//DJOP/30jI4nK6nuuusulbB65pln1EWuS5nAq6++esp+DyIiIiIiIiIiIiIiIirQFVbxpNVVV12lLmM58cQTEYvFRv2e888/X12IiIiIiIiIiIiIiIgotwpyhRUREREREREREREREREVDyasiIiIiIiIiIiIiIiIKK+YsCIiIiIiIiIiIiIiIqK8MsXGau5EE9bY2Aifz4f3vOc9+T4VSqJpmvpqsVjyfSoFKRjRsGFvn7p+wLQKOG2T8zjyeTEmPi/GxOfFmN566y2UlZVh3759eT0Pxh/GxNet8WIPwefFmPi8GBOfF+MxSuwhGH8YE1+3xoo74vi8GBOfF+Phc1Ja8Yd1Uo9GafX19SEajeb7NGiId955R3096KCD8n0qBUmCtcNmV0/6cfm8GBOfF2Pi82JMoVAoEVDnE+MPY+Lr1nixh+DzYkx8XoyJz4vxGCX2EIw/jImvW2PFHXF8XoyJz4vx8DkprfiDCascWL58ufq6evXqfJ8KJVm5cqX6yufFWPi8GBOfF2Pi82Ls5yXfGH8YE1+3xsTnxZj4vBgTnxfjMUrsIRh/GBNft8bE58WY+LwYD5+T0oo/2MOKiIiIiIiIiIiIiIiI8ooJKyIiIiIiIiIiIiIiIsorJqyIiIiIiIiIiIiIiIgor5iwIiIiIiIiIiIiIiIiorxiwoqIiIiIiIiIiIiIiIjyyhSLxWL5PQUiIiIiIiIiIiIiIiIqZVxhRURERERERERERERERHnFhBURERERERERERERERHlFRNWRERERERERERERERElFdMWBEREREREREREREREVFeMWFFREREREREREREREREecWEFREREREREREREREREeUVE1ZERERERERERERERESUV0xYERERERERERERERERUV4xYUVERERERERERERERER5xYQVERERERERERERERER5RUTVkRERERERERERERERJRXTFgRERERERERERERERFRXjFhRURERERERERERERERHnFhBURERERERERERERERHlFRNWRERERERERERERERElFdMWBEREREREREREREREVFeMWFFREREREREREREREREecWEFREREREREREREREREeUVE1ZERERERERERERERESUV0xYERERERERERERERERUV4xYUWUpVgshvvuuw+f+MQnsGDBAng8HjidTsyYMQNnnHEGbrzxRvh8vhF//sQTT4TJZBp2sVgsqKysxMEHH4zLLrsM//nPf9L+/LPPPpvyc3K80Tz11FO49NJL1XHr6upgs9lQXl6O+fPn4/TTT8fVV1+d9r4+/elPp9zPrbfeOurtLpcLe/bsGXac73//+ynfJ+c/ks7OTtjt9mGPS3Nz84g/k+njUYyG/k1lIpPnpxDcdddd6u+6sbERDocD06dPxznnnIN//etfEzpuNBrF7373O5xwwgnqdSSv+dmzZ+Oiiy7Cq6++OuLPpXutp7sQEY2GsUf62xl75A9jj6mNPVavXo1rrrkGH/nIR9TrPNO/t0AggJ/85Cc46qijUF1drV4r8m/HZz/7WWzcuDHr8yKi0sL4I/3tjD/yh/HH1MUfXq8XDz74IP7nf/4Hxx13nHrNy+tH/t7lNXTxxRfjpZdempJxE6KEGBFlbMuWLbHly5fH5CU02qW+vj72+OOPpz3GCSecMObPy8ViscRuv/32YT//zDPPpHyfHC+dzZs3x4488shx3Zdc1q1bl/Lzn/rUp1Ju/8tf/jLq7XK57LLLhp3H9773vZTvkfMfyW9+85u053b99deP+DPjfTyK2dC/qUxk8vwYWTAYjJ155pmj/o1//vOfj+m6nvGxu7q6YkcdddSIxzWZTLHrrrsu7c+O9/VHRDQSxh4j387YI38Ye0xt7DHaa3asv7cdO3bEFi1aNOLP2+32tK9zIqJkjD9Gvp3xR/4w/pi6+OPee+8d87UjYx/f+c53Jn3chCiOK6yIMrRjxw4cffTRePPNNxP7ZLbASSedhA984ANq9kBce3s7PvjBD+Lhhx8e87jHH388zj33XLzvfe9TsxfiNE3D5ZdfrmY5ZOqtt97CihUrhs1gWLhwoTpXmQ0ls45kBk+cruuYqD/96U/Yvn171j9/++23Z7SfKO6KK65Ieb3JLB55DTY0NCT23XTTTfj5z3+e8bEvuOACvPLKK4ntJUuWqNdQRUWF2pa81De+8Q38/e9/H9drPd2FiCgdxh5jY+xBxRh7JKupqRn390YiEXzoQx/C5s2bE/sOPfRQnHbaaerfDhEOh/HJT34yJbYhIkrG+GNsjD+omOMPWU0pr/dTTjkFVVVVif0y9vHDH/4w7et9ssZNqMQlUldENC7HHntsyuyA4447Ltba2pq4PRQKxS6//PKU76msrIx1dHSMOiMkeVZHc3NzrLq6OuX2J554IqNZNYFAIDZ37tyU7znwwANjr7766rDfqbe3N3brrbeqmVNvvPHGhGcZyUX2ZzOLRWZwJX+fzWYbdRbUeB+PUlDqs4w2bNigZuvEfweZXSevg/gsn+TXg9vtjnV3d4/72DJbMPnx+chHPhLTNE3dtn379lhFRUXitlmzZiVuiyv0x5aI8ouxB2MPo2LsMXWxh/jTn/4Uu+uuu9TfqBjv39tvf/vblO/94he/mLhNXo+yiiF+2zHHHJP1709ExY3xB+MPo2L8MXXxh6ywOuCAA2J33HGHeo3HdXZ2Dls59eEPf3hSx02I4rjCiigDzzzzDF588cXEttRbllrOUis2TuoP/+Y3v8ExxxyT2Nfb26vqOo+X1IKWWUfJurq6MjpXqRcrM6LipI6t1OY94ogjhn2vzHT41Kc+hbVr1+LAAw/EZJAZQdnUxh86k+hb3/pWyvZtt92GfHjttdfUzBKp2yvPz1VXXaVmr2bjF7/4har/LTO8pk2bpmapyXFlRoz0KPjHP/4x4s92d3fjK1/5ivpe+blFixbhBz/4AUKh0Jj3KzPWfvWrX+Gggw5SPyv3/V//9V9p625nSv7Gr7/+evV3W19fr+qE57pf09/+9jc1Wyd5xlF8FrH0bfjv//7vxG1+vx/33HPPuI/917/+NWX7a1/7GszmgbfQuXPn4vzzz0/ctnv3blU3nYhoMjD2GD/GHiNj7FF4sYeQx0piDOkfkYmhcYvMZI6T1+PJJ5+c2JY+FJs2bcro+ERU/Bh/jB/jj5Ex/ii8+EP6g61btw4XXniheo0nr/T+8Y9/nPK9Q+MHjpvQZLFO2pGISsBDDz2Usv3xj39cvUENJW9IX/jCF1IaEcrPSnPH8Rq6PF2CrkwMfUP6+te/nrJkPx05b3mznYj3vve9WLVqlQoQvvvd7+Luu+/OOmirra1VwdEtt9yCXbt2qX133nmnCg7ib3q5IMGsBCPBYFBtS5Bz7bXXYtu2barBZabkuZDHZyh5w5aLNLiUoE4C1OTgpqOjQz2+7777bmLfli1b1N/Vk08+qUq7jESCGVmafe+99yb2tba2qsf2kUceUeUYsiXPjTTTTP6QkClZqi4fijIhHzAkYI174YUXUm6XkhCjbcsHMGk6Ph7Jx5bn5PDDDx927D/+8Y8pxz711FPTHkuCOGngK41IZbm+lNk466yzVINUIqKhGHuMjbHH2Bh7FF7skS35m3n99dcT2zJIN/S1LOclz1/yeS1evHhKz4uICgvjj7Ex/hgb44/Ciz9Ge+00NTWlbEsie6rGTai0MWFFlIE1a9akbCfPJBpq6G0yQ0HeqJNrJo9E3riff/75lA+aRx11VEYB39DazVK3ORckgDj99NPVDBwJECToOuSQQ8b1sy+//LIKQuLOOeccFUR+9KMfVTNzREtLi3pzn0iQkSmZ6RQP2JJJQPrVr351WDAwHjLrRWbLyiwVmWHU2dmpgkOZ/SLuuOMOnH322Sl9jb70pS+lBGzyc5LskJ9Nnv2WjgQFyQGbBA9y3pIkkfrCEgxnSz68JAdsZWVlOPLII9WMqOR650Kez+RZOsmzuEabXZWOBLGjze4Z+kFHXkfJxjsLTp6T5ubmxLY8Z0OTS5kcW5JVQ8nPSyLr/e9//7jOiYhKB2OPsTH2GB/GHoUTe0yE9FKRSTEjnVO+zouICgvjj7Ex/hgfxh/FE388+uijw1ZjTdW4CZU2lgQkmsCbxNDZBaPdJoGUvLmO5Hvf+54KTqSZ4QEHHKCWGQv5B14aeWay+kLuZ+gsFllGney6665Lu1Q5+Q0nG/Pnz8cll1ySmNny7W9/O+sl8R/72MdSvo70fVNNZk2N5Lnnnssq+Je/JQlUnnjiCTzwwAPqPmSAIbnpbPJMMXnjT56x5Xa7VWD+9NNPqw8EybNt0hnaaPPPf/6z+nm533/9619ZL1OXGTSrV69ObEuJiP/85z/qvN544w1VIiKZBJnSRDebRrpj6enpSdmWx2i07aHfP5L4a3Gk40zk2HF79+7FmWeemTIjmohIMPYYG2OPsTH2KKzYYyrPKV/nRUSFhfHH2Bh/jI3xR/HEH2+99RZ+9KMfpayu+uIXv5jTcRMqHUxYERmEzCqSWRb//ve/E29oy5YtU298Z5xxRkbHSq5lmw8SqMWDTFlyLbNYxiKzkpKDEik3IHWThcywSg465XEKBALIldECmmyCHQlspGSABDCy3Dpe81j2JwczyTOKJDhMLpUgS9ylHnPclVdeqepxpyMzs5Jn4CxcuBD/7//9v8S2BOrZruyR4CzZ5ZdfrgL3kbYlyEv34UVWHcnfbSYXqUueyetgsl4X6Y4z1rFlVpzUVpdZVxKUSdB+//33Y968eYnvkVrcQ+uWExFNJcYejD0YexRG7JHruIWIaCox/mD8wfijsOIPeW1Kgrm/v19ty/MoK9Wkx9l4z2kqzouKFxNWRBkYWstV6uCOZOhtUndY6hJn4p133lEzFtItyR6N3M/Q5fey1D7Z0qVL1ZLr5GXXk2XmzJm47LLLEtvjGYT/5z//mTKLS5bEJ/8O5513XuK6vElKreNckRrF2dyWzttvv63qD0uzSglmJYBJLtuSrK+vL3E9eWm1kJloySRIHqkh99CflQ8DQ2XbcHZo09LkQFJIMJp8rhKgxGtyT7ah9ZPjJQbihgb6VVVVk3Lc8RxbmoleeumlqkSEHE9eo9JkVpJWyaTkw2j1uImo9DD2GB/GHiNj7FF4scdUnlO+zouICgvjj/Fh/DEyxh/FEX9IskwSfW1tbWpbyhxKP7OhpTcZf9BkYg8rogxIw8DkJdLSWPSTn/xk2u9NbjoqZKB6tBrOMlB97LHHqpJgcsx4PWOZdSS1gocuLx6N3I/U6E2e3SNB0aJFixLbMlguF5HtkujRfPOb31S1g30+n/odZBbRaIYudZcZRzJDaaQ3O/l+qR+cCxJgyWyaoW+uF1544bAmkuNpOtrV1ZXyBi01jz0ej9p+/PHHE7/raLNPJvKcTebzbbVm/jaSLkidjMajS5YsQXt7e0pAKfuSt5Ml3zYaWbYuH0Tiwa/Up5YPUk6nc8LHln8XpLZz/G9CXicSyA+t7UxEpYuxx/gx9kiPsUfhxR4TIbO75TGK/85DzyFf50VEhYXxx/gx/kiP8Ufhxx8ywVZWuEk1mHjPrvvuuw+nnnpqTsdNqPQwYUWUgQ9/+MO44YYbEtsyq0BquA6dfRR/Exr6s2ORZbUrV65UbwrLly9P1GKWUmKyvHjozJLRSO3j5KDtpz/9KS666CLV8DIXGhoacMUVV+Caa65R28mNVNPNpnn44YdT9knZtNHq2Ur9Y3mDluXzU00CblmWLsGzPKYyi0tqVUvt7UzJsvDkxpgbNmxIzESR53ukpe3yxp9Mfi6ZBBDbtm0b18/K7LWh0u0bj6Ezm2QWlcwQi5PAc+i5Dq0pPlmNR+VDT/LjKx+AkgMguY+h3z9e8r3xsg3yO0kt7uSfH+3YEqSOFNxKneehf+fxAJ6ISDD2GD/GHukx9ijM2CNbMjAkg4rx16KsfJASSclle/JxXkRUWBh/jB/jj/QYfxR2/CH95D73uc8lXpvyt/DYY4+ppONUjJsQpYgRUUaOOeYYmfqRuBx//PGxffv2JW4PhUKxL37xiynfU1lZGevo6Eg5zgknnJDyPc8880zK7ZdccknK7RdccEHK7fL9ybfL8ZL5/f7YrFmzUr7n0EMPja1bt27Y7zTacT71qU+l3P6Xv/xl1Nu3b9+euK2rq0v97sm3p/t9b7nllrTfM9bl17/+9bgfD6NwuVyJc5w9e3YsEAio/bqux775zW+m/A5z5sxJ/Nzu3btjZrM5cVtZWVls/fr1idt/9KMfDXt8ki1evDjltltvvTVx23PPPZdy7HR/jyPZuHFjzGQyJX6uqakptm3btsTtv/3tb4f9DaYz9O9oPJehz7E8HsnncsQRR6jXgejs7FSPd/w2t9sd6+7uTvn50Y792GOPpdz+4Q9/OKZpmrpt69atMY/Hk7hNXnfRaDTxs5/73OdiX/rSl9Rjlayvry/20Y9+NOW4hxxyyLgedyIqLYw9GHtMBGOPwow90hnv9998880p3/uFL3whcdvLL78cs1gsidtWrlw55v0SUWli/MH4YyIYfxRu/HHNNdekfI+8vt55550xH6OJjJsQJWPCiihDEpTU1dWl/CMsb8Qnn3xy7IwzzojV19en3CZvhg899NCw44wVtG3evDnlw6QcJ3nAezxBytq1a2Pl5eXD3uwOOOCA2Ic+9KHYBz7wgWGB3WQGbeKHP/zhmEHbSSedlHLbSy+9lPaxlzfl5O878sgjR3w85Dk699xz016++tWvxvJl6PMuj/8HP/jB2MKFC9V2ctCRHLSJj3/84yk/K4GH/N1JkiPdY5zsd7/7Xcptcj/y+L33ve+N2Wy2UZ+fsQz9gCF/c3JeEqANvc9HH300NpUuvfTSlPuUQE3+1oe+Ln/6058O+9mxXk+nnXZayvcsWbJEPXcVFRUp+++9994RXyMLFixQrzv5m6+urh72uA/9WSIiwdiDscdEMPYo3Njj6quvjh111FGJS/L3y6BP8m1r1qxJ/Fw4HI4ddNBBKd8vj43EMg6HI+U1LgksIqJ0GH8w/pgIxh+FGX/cd999wx4jmdwy0t/YZI2bECVjwoooC1u2bIktX7487Rvl0MDh8ccfT3uMsYI2cdFFF6V8jwRImc6qkUDn4IMPHvNc42+qn/3sZyc1aOvv7x/2hpn8+w6dPSNBjMy4GcmyZctSjrNp06a0j8dol3yuYnnxxRdjdrs97XlJwCGB2khBW1tb27DZQvGLPMdDg7dk8piec845aX9WZoLJzJdsgzaZKXXWWWeN+phLYHjTTTfFplowGIydeeaZo57L5ZdfnvZvbKzXk8yak0B3tNfPtddeO+znPv3pT4/5N2m1WtMGkkREcYw9Rr6dscfoGHsUbuyRySzsoY/fjh07EoOCIz0+t91225Q+NkRU+Bh/jHw744/RMf4ozPhD/u7H+/c19LGfyLgJUTJzaoFAIhpv7Vqpxfr3v/9dNSCcN2+eaj7ocDhUbd7TTz8dv/71r7Fjxw51PVvf+ta3YDYPvkzvuOMObN++PaNjSO3nN998Ew888IBqaCrNR6VHjjQnlZrBUudWGpD+8pe/xObNm/H73/8ek6m8vBzf+MY3Rrz9//7v/6DremL7ox/96KiNMeX20RqWGt0xxxyjmteedtpp6nlwuVyqZvdvf/tbVa97NFKzevXq1fjSl76k+hDY7Xb1t3fllVfixRdfVE1MRyKPqdQS/sUvfoFly5apn5Va25/4xCewdu1aHHrooRPqlSB/Xw8++CDOPvvsxLnJa2Lp0qW47LLL1N+g1CKfavIafOihh3DnnXeqRqBSY13qozc1Nam/c2nAKzXWs2m+KjXQ5XGW5+q9732v2pbfU+pky78DL7/8ctq/dan9fuutt6o66tIsNf76k6/vec978MUvfhHr1q1TdcKJiEbC2GP8GHukYuxRuLHHRMyZMwf/+c9/cN1112HFihXqtSfnKs/fZz7zGbz11lsqNiEiGg3jj/Fj/JGK8Udpxh/ZjpsQJTNJ1iplDxEREREREREREREREVEOcYUVERERERERERERERER5RUTVkRERERERERERERERJRXTFgRERERERERERERERFRXjFhRURERERERERERERERHnFhBURERERERERERERERHlFRNWRERERERERERERERElFdMWBEREREREREREREREVFeMWFFREREREREREREREREecWEFREREREREREREREREeWVNb93XxqWLl2K7u5uzJ8/P9+nQkRERFNs27ZtqK6uxrvvvpvX82D8QUREVBqMEnsIxh9ERESlYdsUxR9MWOWABGs+ny/fp0FDaJqmvloslnyfSkEKRoPY3L1RXV9UvQROq3NSjsvnxZj4vBgTnxdjMsp7PuMPY+Lr1nixh+DzYkx8XoyJz4vxGOn9nvGHMfF1mz3GH6WHz4vx8Dkxpql6v2fCKgdkZpG8sFavXp3vU6EkPT096mtVVVW+T6Ugbe3egvMfOltdv/vD92JB9cJJOS6fF2Pi82JMfF6M6cgjjzREIM34w5j4ujVe7CH4vBgTnxdj4vNiPEaJPQTjD2Pi6zZ7jD9KD58X4+FzUlrxBxNWRJSVSkclPr7sE4nrRERERFOJsQcRERHlGuMPIqLcYsKKiLJS567HV4/8Rr5Pg4iIiEoEYw8iIiLKNcYfRES5Zc7x/REREREREREREREREREVfsJq7dq1+MlPfoLzzjsPc+fOhclkUpcdO3ZkfcynnnoKp556KmpqalBWVobDDz8cv//97xGLxSb13ImIiIiIiIiIiIiIiKgISgJeffXVePDBByfteJKYuuyyy2A2m3HyySfD4/HgySefxOc+9zm89NJL+Otf/zpp90VULPZ69+Anr1yjrn/9qKswrXx6vk+JiIiIihhjDyIiIso1xh9ERLlVkCusVq5ciW9/+9t44IEH0NzcjMbGxqyPtW3bNnzxi1+E1WrF008/jX/961/4xz/+gXfffRfz5s3D3/72N9x5552Tev5ExcAf8WNV83PqIteJiIiIphJjDyIiIso1xh9ERLlVkCusrrzyykk71g033IBIJILPf/7zOP744xP7p0+fjuuvvx4f+9jHVPnBCy64YNLuk4iIiIiIiIiIiIiIiAp8hdVkevjhh9VXSUwNddZZZ8HpdOLNN9/Erl278nB2RERERERERERERERExa+kE1a9vb3YsWOHun7YYYcNu91ut+PAAw9U19etW5fz8yMiIiIiIiIiIiIiIioFBVkScLLs3LlTfa2qqkJ5eXna75k5cybWrFmT+F4iIjKWHm8PtrRsRmt3Kzr7O9Dt7UaPvxu9gV70h/sRCAcQ0cMI6xFEYmFEYxFEYxq0/Rc9piFmikH9Z4oBcl1tixhi6srg9v7/DVyPMyH9dYyyP2k76Ugj/3w6AycHmJIPlnI0yoON+7bh4OmH5Ps0iIhoCvX192Fryxbs7tqNjv52dHm70BvoQW+gD95QP4LRIMJ6CBGJO7QoNF2DpmkDX3UNuq4PxB4q1hj4OhBvxPfJ+3vybYO3qlgh/tY/3uvj3TeeOITxh+Ew9iAiKn4RLYyW9hbs3LcTbb1t6PR2oMvXhT4Z+wj2wxfyIajtjz/0SCLm0PT9cYiuQ4/pw2MONRYi9zC4Hd9Sscj+6+ptfzyXMWQVMaSLPZL3U1HFHyWdsPJ6veprWVnZiN8TT2T19/ePebyVK1em3f/2229j8eLF6OnpyfpcafKN5zml8T1+cr3HNDl/33xejClfz4sM7Gxp3ow3tq3FxtaN2NW3Ax3hdvjtfmiOKOCOwewYYbGwbf9l5H/is2YyzPFMOTg7ypTJBvWhIFcYfxQWvs8ZL/YYemwyjlw+LyoxpJJDOoKREN7Yuhb/2fUmdrbvwN6+vegOdSNg9iNiiwBlMVg9Fpisad5z7fsvU2C8+aSpx/jDiLFHWAvn9D4ZfxQWvs9lj/FH6RnteZFYQSa9StpHbct/ahLK/tvj+xOJlMHtkVIr8Vv8AR/+s/U/eKN5Dbb0bEK3vxveqBdhRwgxjw6za5RCaY79lwKIP7I71nhnBlOu4w9Jjk62kk5YERGRMUjwFtJCWP32S3hmw7+xqWsjOtCOaFVEDQgp7v2X/cwGGrYhGiqU40EjIiIaJLOHZRV1VI8irIUQ0SIp+3U12BSFFtMRCPuxat0qvN78Klr798Lr7oepGjBZ9scYFfsv+9mwPy4hMhj5eyciovGRFUdqmkpMR0gL7l95JMn/ELwBr1oJ3RPrTqw4iuqaWs2jklUxXSWshien5LqedC8DK6YHVigNbMe/f09vC9a+swab2zajLbgPfrMP5noTLPEJuZX7L4mEUUl39SEDi8fZk6mkE1bx1VM+n2/MVVgej2fM461evXrEmUeySkBKD5Lx8HnJTiUq4bEPvC4qKyon/XHk82JME31eJLALRAMqCPSFfXhj0xu4f/U/8G7fBgSq/bCUmQdWRO1fFWXloBAVKIs5dx8oGH8UJj4vxos9BJ8XYxrpeZEBeklA+SM+FV/4I361T0oBy8QBiTsiWmj/JAIZZIqpFbBvvP0GVm16Hvtie6FXaTDbzUA11GVgQgxR4RlaJWmqMf4oTHxeMsf4o7BJLCCxgSSlpFyvxAvy1R/xQttfdjccDUHWTEl2SVarRiJhNanFFNmfbFLH0FR5PBNMsJgsMJnk2v5Uknngq/w7PLBvkMk08LkwFA5i1Zrn8Vrrq+gt74Epvhq7YeALJ8RQoTLv/xufTCWdsJozZ476KkvVJTGVro9Vc3NzyvcS0YB5VfPxzAUv5fs0yOBk5lB/uA/eiFcNIvkiPqxZvwYPvHIfdpt2wNJkTsxctmQxY0gL6tB9OsxhM6yaFdaYDXaTA06LEy6rC2W2MrhtZXDZXXDZXHDKPnsZnHYn3HY3nA4XnDYHHDYnrBYrrGYrbBYbLGYLLGarCjzluslsVgkIeSM2y1ezWQWeKkjdH4/Gg9XB64MDB4Nv4Kn7B4NZU1LAO/qAg3xfXF9fn/paUVEx4vdQ7n3ohjPhsDjzfRpERYexR2mTmdD+qE8NOklM0RfuRSgaUkmoYDSgVmrLV02tnIrBJu/jJot6X7eZbHjklYeweu+L8Jq8sFSYgfqB45qznLGs+3WYAmZYwlbYNBtssMNutsNhccBmsao4wm61w25xqBjEYXeoi91mh8vhgs1qg81i3/899oEYxGqD1WSFxTJw3hKbDMQlcjyJRWSAbH8cIgNk+5tJxOMM+V3iMYAMpklYEd+n/ot/VdcHUnMDx9q/bl3tG4xtRoorGH8YM/aQ2JeIJh/jj8LTE+xGm79NrYaScmVhLYKoTGaJhlRva5lAKxNezPvf9+Lvw8JpHXi/NpstcJTZE++P8SRVJlp6m/HYyw/jjb1r4a/1DqzersmuTowe1aH16zCpsQ8LrLpNjX84TBJ7OOG0OtW4h1x3yO9gdcBmtcIq8YbNNhB32GwqxpB4Ij62oa7vH+uQ67J2LKBJPCVryHQVf9gsDjVuIt8jj5XNbIfL6obb5oTNZB+ITUxm9Rg61O022K1OFadYTNa04xvjeSzHM/Yx3mPR1MUf8rc32Uo6YVVZWYm5c+dix44dWLt2LY4//viU28PhMNavX6+uH3IIG5gSEY13OXBvuBf9oT6VoPJFvNjVvgv3PfN3vNu/AeaZJpimmcadoNK6ddgCdpShDNWuGsysmYnF05Zg8YylmFbXNBCY2dzqQ7oETxKgyddS0GMfqJ/OGXnGIoORREQ0OWSgqaW/Ge3+dpWUkgGniB6FN9ynklUyuKISRVYn6t31A8md/YNKO5q344/P/h7bbVtg9phVaZ3xxB9aQIPJa4YrWIZqezUaKhowo24mZtXPwszG2WiqalSDMoGoXyXPZAWXzNyW87BabComKbd54La51bnIoFGFvWL/gJgtMShWqBh/GA9jDyIqdft8rWjz7RtYMaVH0O7bh2gsqmIFq9kykESxONR7c5WzSk0wGUkoElJfsxlXkIk196y5G6t2PIdgmX9gZ8PwlVfp6NEYTN0mOOFCrakO8yrmY2bjTMxpnIO50+bB5Zr8iQlyvu3+NrWCbKDcYQxVjko498cwbptLPXbl9go1vUUeQ5XUszhzmihi7FFa8UdhR8qT4Mwzz8SNN96Ie+65Z1jC6sEHH0QwGMTy5csxe/bsvJ0jEZHRybL5rkAnekI9CEYHVlJ5wz68vf0tPPrKw+ip64K52gxL9eiDRNF2DRVaJeZ65mHBtIVYsnAJyl1l8NgrUGYvVwNBZbZyVDoqUW4vVyumiIiIqPjiiu5gF1r79iEY8SNsD6Mz0AmHdWAFkwygTCufkXYgSVZ3P/vms/jHi/eib3o3LDWSoho5/ohFY9DbgDpTHRbULMThC1fgsKWHj/gBXFZ6SZwj5yeziT2OSjX45baWDayk2j9xptZVV/CJKSIiIqOSsn6ysro72I2wHkYg4sfOvp2qBLDECVXOapTbylVSZSpKlqWLP+5+5i78q/VxxKr0RJuDkUR6o7D12VDnqsfi2iVYsegoHLTgQLWyOhdxlpRIlolAXcEuVDtrVGUaiZdkkk2lvRI1rlr1uE3F6hmisZREBN3S0oL3ve996vq///1vzJgxI3HbFVdcgd/97nf4wx/+gI997GOJpNWePXtw5ZVXqutf//rX83TmRMblDffj5T0Dy+KPnn4MyvfXdKbSCxL3evegN9SDvlAv+iNeNStn146duPPV/0Ngmg+mGVJoJn2AqAV0uLvK8J66g/G+Q0/F7Bkz0RvqRSAaVDORPfZylaiqdFSh2lGtZk/nItgkIiLjYexR/KSMcG+wFx2BDvgi/ejp61ElacqsZZhdMXvMQZwnVj+Be96+E/qMKDBfVlOl7weh+XVU9lXjqGlH44zjPoiampoxzy0UDaLN365mIrusTjSWNameJpKYksEcmVDDGIWIqPgw/jBWP6o93hb1nHgjPoSjYfiiXpV40XVdrQySREsu7e7bhdtW/Q3v7nsHliYTMMICoJgeg9auYxqm433zT8UJJ50Ap8uZ82o4XcFONY4jZf1kgdT08hlqvGWWZ9ZAOeMSqVZDxlaQCatHH30UP/zhDxPbXV1d6uvZZ58Nh2NgSecHP/hBfOc731HXI5EINm7cmLiebMGCBWqF1WWXXYaTTz5ZJbakl9VTTz2l6mNefPHFuOCCC3L42xEVhn2+ffjGc19V1+/+8P0M2kosSJTklCwbH5hh3K36SMjfQKgvhBuf/BX6G3uAGemXvcsyd3dHGY6d9V6cc9K5cDqdKkklx+wKdKHSUY0GdwNqXHVqEEj6UBERETH2KF4ygCIDUO3+fegN98Ef8amVVLKiWvVlcI8+oPPUm0/irnX/B60+ouKPkVZS1bTX4aPvOR9Hrzha9WsYr3iMUueuVzOQqxxV6txk9jYRERU3xh/GGIOQiSP7/Puwp79FJV2ETBhxWhyodQ6sBpIywbl073P34NG+hyBtI1WyKo3QpggWVyzF2SvPwSEfyl+7GenpFYj4VEm/OZVz1aQbmVrMeIaMqCATVu3t7XjllVeG7X/zzTcT15cuXTru41166aUqcXX99der40rvKvn5z372s+o2IiIaIIml3X074Yv4VSkcaVYqK6AanI34+T0/xVb3JlgaR5jN3KFjueMwXHjKRWiqbVJL5iXhtatvpxr8aSqfpkr/SbApNaWlxwMREREVJ4kDOoOdquelN9KvSgv3hfpUv0pZVS2rqULegR4SI9m+bxt++ejP0d/UC9SP8E2dZhxVvRIXvf9ilLvKx31+gWhAxSlyfjK4M80zQ02omemZxZVUREREOSAl/2Q1UKtvL/rD/WqVs6zCbiprVH2s8xW/rNm0Br//182IzA3BZDGlXU3l3ubBBYd9Asd+6diMJslMJknyeSMDK9AiWhizKuaqCcFNZdNUiwUioyrIhNWnP/1pdRmvuXPnqn9QRnPKKaeoCxERDSeJKelP1RfsQ5uvVe2rdlar8jcPvHg/7t/xd1jqzOlL7+w240MLPoyPXHR2YsaTDEhJwktqSze4G1HvblBfGTQREREVPxk4aelvVjFFX7hPlQIut5VhZsWscfV9ave14U9P/xEbYxtgGmFGs63DjnOXfQynfuC0jJqCy+dGadwe0SNwWd2Y6Zmt4pNp+yfWEBER0dSTia2yKkh6R/aFelSfKpvZhqbyJrjy1Mt6dfNL+MvaPyJijQAL0leUcfeV4dIVl+PgPK6m8kf8Kr6Sr9WOKrUyXFauz/TMVFVsiIyuIBNWRESUGxIc7vXtwa6eXWpwqd/Uh1pXLSocFejz9uF/bvkyemZ3wlIzfMZQbBdwzkHn4cOXnpWylF9mRIWjIRUoSa3kene9SlgRERFR8ZOZ0lu6N6HNv08NpEg8IP2gxrtq6YVNq/Dnd3+vPskOHSiSsn/OPW6ce8x5eN8HTsl4JZSUJpQJNTHEMLdyvpqcU+GoZHliIiKiHJBJI1osqiq6yMrr5r5dcNlcqjywxAqZTECZbHevvhP/7H407Ui6tD2YtnsGLj3nMsybNg/5fPykH2hXsAs1UrnGUaW+NpQ1wGlxjdkLlMgomLAiIqIRk1Xbe7eizdeuZjLLLKbpNdPVzJwnXn0cd7x7Gyyzhw8EaZ0aTqo9BZ/67P9LLH2XwKk31KNKCrptbkwrn6FmKkuiimV1iIiIipsMngQiAURjURUPtKrV2jHMqpg97jhAJr38+bE/4oXo8zDb0pTf6Qc+Ne+/cNKHT87qHDsDnfCG+1Bm86j4ZF7lvLyVGyIiIio18j6/uXsT/GGfihekBKD0WWooa8zreb3c8hL+9vqtCNj8aW+39tpw6WGXY8WHj0C+SZ/xoBbCtLJpasxF+lOx5xoVIiasiIhoWJ1oGbSRGcbdwW70hXtR565TiSroMXzr7m9gT1WzKgGYTAvqmNszH9+44Cq4Xe6UHhBSWkd+XgaA6lz1quSPOh4REREVNekDtaVrs4ontJiu4gKb2ZrRqqre/h58874rEaj3DUtWyaqqZdGD8MWzr4Db7s7q/HqC3YjGNMz0zFExj8QrjFOIiIimnqxulp6WvrAXHf42tPvbVe9Ih9WBamdNXs/tuY3P4tatfwLSLEzSQzGcUnkaLjj9wnGVM55qbb598Ef9mF0xVyWs8p3oI5qI/L+iiIjIMLzhfmzt2aqSVTIbWgKv6eUzoPk17Ovahx889x3otdrwH+wDvnDwl3HkAUem7I4nq2qd9fA4ytWxZEl6PpfyExERUW5E9Qia+3ejI9AOLaapWb4Vdg8cVue4j/HKppfx53f/AHN9mj4ROzz41rnfwfTG6Vmd317vHtWnUybTuG1lmF0xB1XO6qyORURERJmTEsE7e3cgoAXU6ipZfW232PN9Wnhg9f34Z+SRtLfVdtXjR+deC6dr/PHMVAprYTX2MsszG01lTUxWUcFjwoqIiFTJPpnVtKe/WV2sFptKLsUDxVfWv4Lfb70JltrUmdB6WMf8vkW48uPfgNPuGjZjWUoJSr1k6U8xr3IBLGZLTn8vIiIiyo9W7160+vYgEA2qPpiSDMp0wsqdz9yBZ7SnYK5KjT+iXg2nuE7Hpy7/VNZlh1r6W9QKrzmV81TCSlZVGWGGNBERUSmRcYPuULdqHSCVWPL9Xiwrvn7w8Hext7Jl2G0xLYZz6s7Dh8/4SF7OLeVcYjE1ISiiR1R/0Ep7lYpnZAU7UaFjRE5EWWkqn4ZfnHxj4joVLukrJTOMpaeENDaVpqaSYIq77fHb8KT/MViqUpNNkWYNl634Io497JjU/VoYncEuhKIB1adqZsUcNLobuaqKiIgmhLFHYZAV2rKqSgagJClkt9hUMiiTOED6aH7j3q+hw9MGs2VI2cDdZvzgAz/E/NnZNTWXQZ1W3164rWVoLGvE3Mr5KLeXZ3UsIiIqfow/pi7hIpVd/BEfND2KuqQxiHzZ2bUD1zz+Q4SrQ8Nuc7WX4Wfn/hLucmP0twxE/QhFw6hx1cLiMqu4ps5dn+/TIpoUTFgRUVbKbGU4ftaJ+T4NmoRk1c7e7WrgRmY/1zhrUOGoTNx+7V0/xqaKd2BxpSarrG02/PLjv0FVRVXKfn/Ej32+fah2Vqu6yU1l0xg0ERHRpGDsYXySDNrj3YNdvbsQ0PxodDdlnAyKRqP42h++ip65HcNua2idhqsv+REctuz6S0kD905/h4pNZGBnQdVCuGzGGHgiIiJjYvwx+WMQkqSS92Tpmd0b6obH7snrOck4xk2v/xobut8G0lQGnhaZge9ddLUh+lvKKnGZJNwd7EGFw4Pp5dMTvTc5SZiKBRNWREQlSuocb+/Zio5AB6J6VJXqiTc/D0fD+Obfvo6upuGDRdN7ZuIHF/8IVkvqW4g0LJfgU2YrSznBaeXT876cn4iIiHIzS3pX3061Urs/0g8tFsX8ygUZD5x09nTiyr9+DdqicOrx9RiON52ESy75zISSaV2BDkz3zMSM8hmoc9fBak7TRZ2IiIimrLeljEF0BTvVdn/Yqya7VjlSJ8Lm2h1r/zaQrBoi2qHhkgP+GyetOBlGSFQJ6REu4zd2iwMee4WqasN4hooNRxKJiEqQrKba3bdTlQEMRgOY4ZmZSFb1+Xrxv/d8BdGm1MEiPaTj1PIz8IkLLxp2PG/Yi95wH2Z6ZqmLlBTk7B4iIqLSKQO4z78Pe7zNKLOWqUkrmcYBzXua8a1/XwnzouE/d1bTuTh7xTlZJdJ6Qt1qFrf0pGhwN2KmZyb7OxAREeWYjDtIqWBZzSTvy1ICsMpTDZslv8mWe1++Gy91vTBsf2wHcM05P8GsplnItz3eFlX+T9jMVjXmUumo2t9/k8kqKj5MWBFRVrb1bMXFj5yvrt/2obsxv2pBvk+Jxklm42zt3oK9vj1qKb4EO/GVUF293fjqfVcg1jgweydOj8TwicZP4dRjTkvbZ0KafUoJQFmlJTWUiYiIJhtjD+ORhJBMgpGBlJ5gF+pd9Smlhcdr3dY3ccPGn8Fcm5qsioVi+PySK3DEAUdmdX4DE3OCKkFlNVnhtpWpwR0iIqLxYvwxOauDtnZvRVeoC95Qv3ovzncZQPHIiw/j0e6HYDKnxh/uNyrw40uvQVVdfld+CSmbGIsB86rmqXEbE0yq9UKVM03tQqIiwYQVEU1ogCJ+nYxPnicZUJKAR0riyHL85DKAHd3t+Op9/wPTtNTnU2vT8YUVV+CQucuHBZ2yHF1mSFU5qlU/CCariIhoqjD2MBZ5LjZ3bVJfg1E/InoE5VkMPj3z1r/xt91/Gbbf3GfBt479HmZUz8j6HKXUUL27XvWqqrBXwmJO7clJREQ0FsYfE1tV1dzfjEDUr6qydPrb1ZhBuS2z/pZT4ZFnH8E//HcPS1bN3DUXV33xWzCbB8ZJ8kn+7vpCPZhRPgvzKudnFWcRFSImrIiISoSU6pH+Eu3+djUzR2odx5NVm1s24UdP/wDmaanBmmmHBTdc+GtV3mdosqrD3w6zyaJmmMmMZVmpRURERMWvM9CBVl+rWmEtPSylIb3Mlo7HFeP14n9ewF933TJssMjZ68INH/0NMDA+mDFZ/d0eaJehRZTby9XEGpYqJiIiyi3pl93cvxveiBe6rqsxCBk7yLdf//OXeENfM2z/0v6D8LVLv46IL4J86wv1qThL+ns1lU9jsopKChNWREQloNW7VyWsOgPtaCpvgsvqSty2addG/Pilq4eV4bHssuPXn74RbncZQt7BESOZVSa1px0WBxrc9VhcswTOpOMRERFR8ZKV1Tt6d6hye76wV63Wzqb/xLNrnsVf9/1pWLKqzFuOX5z3a9itdoRCoaySVVL22Ga2o6lsOqaVzWCyioiIKIdkzKA72KUu3nA/GtwNsFsceV3pPFCWcAvufulObDVvHnZ7g9aIK8//BoxA+m52BTtVb3CZPFztrMn3KRHlFBNWRERFTAKdFu9udAe6sbNvJyodFSnJqm3N2/CjVT+ApTp1RrR9rxM3/L8b4XIMT0RJ4CQzqGd4ZmBu5Xw4rc6c/C5ERESUf/3hPvjC/aoPZmN5U1bJqn++9k/c3X77sP013jpce+5PYLfYs+7TKTO5XVa3aua+oHohPPaKrI5FRERE2ZHJsjt7d6iYQcYOXDZ3Xs9HklU/ffU6vNu5AUizGNwJJy47/gswiqAWVLGMrK7imAuVIiasiIiKmJQA3N2/SwWKNa4aVCc15ty+dzu+/8y3YalNjdgqtlXjp5f+HHZb6mCRHoupMoDSvFzqTkvpHwZOREREpSMQ8avSwr6IT82WTp4EM16vrnsN/7fzb7C4U+OPRv80XPexn05oko6UKiy3eTDDMxONZU1MVhEREeWYvB9LhZc2XyuqXdWoNUCf63c73xlIVg2hR2M43nUiLjrpYjgMMLYhYy1SPrE32INadz2ayqer0sZEpYYJKyKiIiQzjPf5WtEd7FTJqhnlM2BLmq28a9/OtMmqml31+OnlPx/WYFSSVV2BDljcFkwrn46GskYuSyciIioRYS2M3X27VNP0Pd4WWC22rGZLv/zWy/jNuhtgq0v9GFofbsA1514/ofPb098Cq9mGalctZnlm5X02NxERUSmNP2zr2YqIHoEe09AX7oXbXoZKRxWM4P7X/5F2/6kVp+MTJ14MIwhEAyrJV26rwLTyGXBY7Ci3MVlFpYkJKyKiIrTXu0eVxOkMdqqSOMnJqq6eLnzn0atgbkrt51DZXIOffnZ4siqkhdDq26tmUc+qmIXZFXPh5iAQERFRSYjqETUIJYMoPaFeuG0uNLgbMz7O+o3rcfOGXw1LVs0IzcL3z/qhKhmU3flF1aqvKllJ7qhCnaueySoiIqIckkmyUo2lzb9PbQ+0EJgJI/j7U/dii74pZV9wbxjnLTof5xx/LoxC+oJW7I9jZlfMVj2/si2RTFTomLAioqyU2cvxvjnvT1wn4zQ3leRSV7ALbf421LvrUW73JG7v7OnE/9x5BcxzUpNVFTur8PPP/nJYskp0B7tV76saZy3mVy1k0ERERHnB2CP3NF3Dtp5t6Ai0ozvUo/pXOiyOjI+zYdN6XLv6h7A1pH78nOtdgO997AdZn58kq2TllySoqh3VWFq7DFYzP+ISEdHkYfwx+viDrLyWPte+qE9VYvEkjT/kk0y8/d0zN+PN8Jpht1226As4/vjj83JeQ3UFOtEX7oOm65hVMRvzq6RnVeYll4mKCaN5IspKU1kTrj/xF/k+DUrb3HQ7OoKdKLeVpQSL7T0d+Np9X4F5TurPuHd68IvP/goWi2XY8bxhL/wRP6qs0zG9fCaTVURElDeMPXKvO9StZkz3BLvV459Nsuq1Ta/iRikDOCRZNbtvLr57/vcn1EC93d+GCkelmo08v2oBk1VERDTpGH+kT1SFtCB6Q71o8bag09+OiB5FvaseRiDVZn724nXo1XuH3bbIvMQwySp5HOUxnOWZDbPZovqDMllFxIQVEVFRNUKXcj3tgXYV6LhtZYnbOvs68PXHvgJTUyzlZ2ztDvziMzcMS1YNlNdpQzAaUkv5a2I1sJiHJ7SIiIio+MgASkt/M7qDXegN9aBexRWZl9nb3bwLN772S1iqU2MIV9iN751/NUym1BXf4yWTadp8+9RMd0lWLalZCpvFltWxiIiIKDNS1UUSVbGYjp5gFxxWB5qc0wwxZuCP+HDtiz+CX/cNu22BaRG+9v4rYZQVYB3+DtjMdngcHiyoWpR1XERUbJiwIiIqkprR23u2qcBRSgAmJ6sCwQC+ftdXgZlDklUtDvzqkzfCYRs+W1pqTzstTtWjYnr5DNgjmc+oJiIiosIkpX1avM1q8orD6swqWbW9ZTu+/9q3hyWrrFErvn7SN7PuWSWkRGFDWZOaoCMTa5isIiIiyh1fxId23z5E9IiKEWpddRN6X59MD7x2f9pk1aGxI/ClM66AUcjEGxm3cVnd8NgrmKwiSsKEFRFlRQYw/vDmzer6Z5dfrmbeUv5WVkmySmZCy8ymWmdt4rbeQA/+974vQ58ZTfkZS6sNv7r4N3A5XGmPJ8v5Z5Y3YHHNEjUI1NPTk5PfhYiIaCSMPXJDStPs7tutVlZJaeEa12BcMV7rm9/Gz/5zHcyO1MGXqp4aXHPe9XDZsi930xfqhRlmVDmrMK9qftbHISIiGg/GH+lXB4X1COZWzjVMokps27QND778ANxLnYl9nS/04NKjLsMHz/ogjELGXEStqxYzymeiylmd71MiMhTj/KtCRAWlL9SH+zf/Q13kOuWH9Jja3rtdraxy2lwqeI7PzPGFffjaff8DrTo1WWVqteA3F/4WLufwwaKwFlZ9sKT2dGNZI2csExGRYTD2mHrSF2qfrxV7vXugxbSsBlDauvbhpy9fN2y/q78MP/v4LyeUrIpoEXQGu9BYNg1NZdOyPg4REdF4Mf5IFdUjCEdDMJtMhklWSfyyav3z+Ppfv5qSrIppMXxq+SWGSlapHpyBdpWsmlY+Q00MMsrjSGQUXGFFRFSgpAn6jr4d6Ap0wARTysoqXdfxtXu+gkhNOPWHuky4/tyfwekcDOLiJPjuCnSiViWrmtSyfiIiIioNPcFu7PHuUV9j0FUD8Ey1drfim49+Daahi7J0E3545o+z7m0hvTVlZVVfuA/Vzho1qabSUZnVsYiIiCg7Ml4gsUJYD8FuscMofTd//uL12NC3Hp5jU0sY12sNOPdj58Ao5ykTjaUPp5QAlHGX5DEcIhrEhBURUQGSJeQS7LR696ieVTXOmsTKqnA0jC/dfzlCNcGUn9E2Azd8+leoqaxJu1KrO9iJaZ7pqHc1YHbFHNZQJiIiKhGSpNrRuw0t3j0ypJLV6qUebw+++cTXgNrUnpnWPht+fe7NWa+skiRVX6QXFY5KdV51+yfWEBERUW6TLS39u9Ed7IYv6lPjBkbw5vY3VLIqnXOPPA/55g33q0o2UkYxFgMWVC+EzWzDTM9MjrkQjYAJKyKiApzVJGUApbeElOyTpeTJvn3nNxGqTU1WRTfp+PWnbkJ1ZXX6lVWSrCqfgbkVc1Hnrp/y34GIiIgMVF64Zxs6g51wW11ZxQGhcAhfu/N/gBlDklX77Lj5ot/DZrNlvbLKG/JiTsNclbCqd9err0RERJQ70jagxduCdn8HbBYr5lXON0QZu87OTvzi6Z/BOn34uSyqXowVTUcin6SUcUegA5WOKrisbrU6fH7VQpTZyvJ6XkRGx4QVEVEB6Q/3ocXbjH2+vXBYHGh0N6XMevr+Hd9Fe+2+lJ/RgzH86GPXorp6eLLKH/GhO9iFGeWzMLtiNpNVREREJdizqivYhZAWxEzPrIyPEY1G8eU/fwnROalliM17rfjZBb/MOlkl/FG/GtSpL2vI6tyIiIgoezLG0BnoUJVd9vS3oNxepvpmG8Ha3Wvw63W/GJasquqsweUf/IJayZTvpFpQC6pEVbXz/7N3H/CRleX+wH/Te3rdbG8sdSlLR0BRURS4YrsgNlRUbHjVP1z0cuWiIIqCDa+iKBcVARUBBZHO0tldOtv7bnqdXs458/88bzZlNjPZZGaSOcn8vppP5pxJTs4mJHnzPq1aJQj7HX647WPHMxBRJgasiIhmULBqc+9m9MS7AVjQ4GvMeP6G23+EXTXbx7zf5w7/AhbMWTDmvJSld0Y70eBtZLCKiIioDCu2O6Lt6Iv1qXkK8yvnT3pjRzKHv/q7LyO+IJL5RKsVP7vgF/B482sDOBRMCyWCqPM2oMo1NumGiIiIptaOge3ojHagP96PSlcFavbr7lIKA4kBfP+5a9Aa2QuLNbOlnlWz4trzv2+KoJB0xOmOdqt9ljn+Fs4IJ5oEBqyIiGZKz+hwG7qinXDaHKjzZy52brjrh3g1sA4WjCzY9KCOK469EiuWHJx1g0kypGTRJLMguHgiIiIqr1mYu4I70BZuhwEdLYE5kw5WJbUEvnrHlxGdkxmsSgeB7/zbdwsKVsmch7ZwKzx2H9w2D1vnEBERlaBlcE+sS82ukpnZ0tbODP74+m0qWLU/a9KKL5zw5ZIHq2TvJqZF0Z8YQIO3CV6HGz6Hv6T3RDTTMGBFRGRyUgm1J7Rb9YvW0ik0e5ozhnP++I4b8WrgpcxgVcTAV1Z+PWuwShae0v6n1luPuRXzVIsdDvskIiIqD8HEAHYGd6Ar1g2n3Yl6T/2k1wG6oeM//ngponWZwSojnMZ3z/ge5tbNK2ijpy3UigpXBSoclWjyzeE6hYiIaJr1x/sQTIZQ7a5Blbv0lc4pPYmfrvkxXut5Zcxz9m4nfvihG1HhrkAphZIhdEW7YLVYVCebJl8zGrwNJQ+iEc00DFgRUV4WVS3GUx95UT122pylvp1ZK67Fsa1/q8pqknlTzf7MTZuf3vETvOR9MSNYZSQMXLj44zjm4GPGXE+qtKSP8pzAXFQ4K9Din1vyvs5EREQTwbVHEaq1I22qHbDMwkwZqbySVgzDwNdv/ioi80KZ50MGvnbiZZhbPy/vqiqpAI+kwnDYnKrtUKO1mV9rIiIqqXJaf8haoSPaofYeJMElnApjnklmSP5l/V1Zg1Wu53y44Zs3wuPKv7K7mGMcmnyN8Dp8qpONBKyYdEM0eQxYEVFeJMjBLJGpI5nLMtxUNpXaIq1Ipw3Mq8icLfGDO7+HNwOv71dZpeOTiy/GW49565hrJrQ4EkYSCysXod7biEZvIxdPREQ0Y3DtURhpK7wruHNfe2FnXkkrkjV8xQP/D9q8VMb51E4d3zv3B5g7Z27+LQBDrXA7POqeqlx+tcnjSM7ujUEiIjK/clp/SNLInuBO9MZ71e/mCmcAdmtpt45lpuU9G+7Gg7seGPOc+yE/fvy9n8Dpcpoi2JfQEnB5PTik9jDYrLZS3xLRjMWAFRGRCUkG9O7gTvTF+9SmUv1+mTk33n4D3qx8PeN9pLLqY4suyhqskoxlyZSqdlWj0duEBl/jtPw7iIiIyBwV263hVjU4vc5TB78zMOlrxFIx/OeDX4fu0TPO670Grvu369HS3JL3/fXGelDjqVEzNQPOCtisdtS4a1VrHSIiIpoe0VRUvehpXVVhlzpYJUGgX6z5GdZ0vTDmOddj5glWCelk47A64Hf6GKwiKhADVkSU97Dujb0b1OODalbA4/CW+pZmjYHEALpVdVUXqt1VY/pFf++Wa7G+7jVYMZIVbcQNnD/vQrx91TvGXC+mxVQrQLlOnbdevRAREc00XHtMnqwn+uO9iGsJdMU6EXAG8gpWJZIJXHr7F6HXZwar0vE0vnHK5QUFqzRDUxnJ0vZ4WfVB3OQhIiJTKaf1R1SLqsCLzK0qdbBKvLjjhazBKuc6L37yHfMEq4Qk2cgaq8JZWepbIZrxSv/Th4hmJMnS/fQ/P64e33HO3VhSvbTUtzQrSM/jHQPbsTe0GwFXICNYJZs5V/zhMvQ2dWcEq6QN4MVLLsEpR79lzPUGEv3oTwygVuZA+JqxsHIhZ1YREdGMxLXH5ANBbeG92BPcDS2twWVzqaqlyQpHwvjKXV+E0aCNee4/j70SB807KO/764h0IKHHUemqQrWrhsEqIiIynXJYf8g+hIwk6I/3qySXeq+r1LeEjbs24qaXfgKL2zI2WPX1n5omWCXdbPoTfSpRuNZfNybhmIgmjwErIiKTiGsxbO3bjJ54ryoll5Y9w8+l4viPP34FsfpIxvsYqTQ+vvhTWYNVkgnWHe3GgoqFKmtZKqvMkCVFREREU795sn1gm9p4kpbCc/35tfUZGBjApX/4ErDQyDivdxu49p0/QEtTS0EV5artsbcBfqcfjb6mvK9FREREk58NJckjEqjaG96DYCKoZlhVuatKvm+wbds2XP3Yf8PRnHkfnhf9uPFyc1VWydxx2b+Z629RCcKytiGiwszYNPtkMolrr70Whx56KDweD+rr63Heeedh3bp1k75Wf38/vvnNb+Kwww6D1+uFy+XCkiVLcPHFF2P79u1Tcv9ERPtnNG3t24ruWI+qpBrdti8SjuJLt1wyJlilRwx8YvGnccYxbx9zPVl0ysKp3luPak81mvzNJV90EhER0dTTDV0Fq/aEdiOYHECDtyGvNcAjbz6Mr6y+ZEywKh0Grn/PDQUFq2STTNY+Ulm1rHoZllcfBIfNkff1iIiIaHKzobb0bcarXa+o9UJ7uBVppNHin4vqElcIPfrCI7jqlW+NCVb5t1XiJ9/8mamCVbKeSeiD+zdLq5ezuoqoSOwzNVh15pln4vHHH0dDQwPOPvtstLW14e6778bf//533Hfffer5iejo6MBJJ52kovcS9DrjjDPgcDiwZs0a3HzzzfjTn/6ERx55BMcee+yU/7uIqDx1R7uwM7gTnZEO2KxWtARahtv2bdy5Ad/959WwzcssgzfCaXz9mMtwxJKVY67XH+9DLBXH/IoFaPA2qgHmREREVB6VVTuD29EVHWy1JwPT82kF/OiaR3Bb229hsWWuP8RXT/46Gmob894g60/0q2CV1+5DjbsGFS7OeiAiIpou8rtY1gq9sW60R9rhtrtR7a5Fhaui1LeGe++7F3eG/whHZeZ2dU1rHX5wyY9gtVpNE6iSJOG4Flctl/OdEUpEsyhgdd1116lglQSRHn74YVRUDP5Qvf3223HBBRfgwgsvVAGoQODAPyyuvvpq9bbvfOc78de//hU+n0+d1zQNl1xyiQpaffnLX8azzz475f8uIio/smGzJ7QHreE9arBp5ahNm9XrnsSv1v8C9nmZ8xz09jS+++7vYV7zvDHX64v3IZgMYo6vBYuqFiPgLP2ik4iIiKZet2w8hdvQF+9FX6JPtabJJ1j1t/vvxl/Cd8Luz1x/WGJWfPft30Nz5Zy87k82dbr2tc2p8zSozR1pWUxERETTR1rydkQ60RXrUr+HvQ6vKYJo1/32e1hf89qYYFVluBrfv+iHpglWSSW7BPpk7qbs4bhs7ox9HCIqnDm+2ydBAkk33nijenzTTTcNB6vE+eefj7POOgvd3d245ZZbJnS9J554Qr3+z//8z+FglbDb7bjqqqvU4xdffFH98CQiKhb5mSJD0Df1blID0WWBM3qR86u//xK/3v1L2Kv32ywKWvHD990wJlgl12sLtyKUDKlglfROZrCKiIioPCT1JPYEd2JXcIdaCzT5muCY5AwFwzBw7W+uwV8Td40JVnmDftx09i/zDlbJ5k5reK/a2FlQuQgH1x6MFbUHq6xuIiIimh4SaNkd2olwMqT2H8wQrIpFY/iPH1yKjU1vwOrM3Kau1mpxzfuuU8EhM+iJ9WBncIdqtVznrsPS6mU4pO5QdrUhKveA1dNPP43e3l4sWrQIq1atGvP8hz/8YfX6nnvumdD1ZF7VgdTU1KhhxURExdpU2tq/GbtDu7A3tAcBV0Bt4IhoIoqv/fqreNa6GlZH5s+dQFclbjj3J6ivbsg4L4NS2yNtsFisWFCxAAsqF6DGUzut/yYiIiIqDVkH7A7uQn98QFUvzauYB4/dM6lr9PX24bM3fgabmt+EzbXfZlGyFj//9/+F2zm5aw6RIe47BnbA7wigzlOHZdXLVRvAfKq/iIiIKL89CEkc2R3cqaqxI1rEFAmua9evwWd+ehH6D+sZ89wKxyH40Tk/NkVQbagyLZaKYX5ggUoQlo429d4GJt8QTYEZ1xLw5ZdfVq+POeaYrM8fffTR6vUrr7wyoevJrKu1a9fi2muvxXHHHQev1ztcyfXf//3f6vGnP/3pIt09EZU7yTCW7Ofdwd2qHeCcQIvqeSxe3/Yarn/yOliyJC8vCS3Htz5+5ZjzkhnVHe1W2VENvkYsrFzMBRMREVGZkHWABINkDkVEC2OOv2XS13j8xcdw87pfwrli7J+GS23L8PX3Xpb3vckGmbQrnl+xEBUuaQHYwkRAIiKiad6D2NS7AZFUGH3xfjisdrT4W1SVUKlIh5hf/OPneF5/Fo7Dx1ZPHVlxNC458UslubdsZE64VFfNrZiPRVVLUOWuKvUtEc1qMy5gtXPnTvV67ty5WZ8fOi9VWOFwGH6/f9zrXX755Wo+1b/+9S8sXLgQJ5xwAhwOh2oD2NPTg2984xtqztVEnHjiiVnPv/7661i+fDn6+/sndB2aHqFQqNS3MKM5Uk5cuvIbw4+L9d/3bP26yIJsIDmArkgHoloE4UQYjb4mIAZEjShu/ucvsdb2ImwNmdnGeszAO9zvxofe8yEkwokxsyB6Y72o89WjzlaHWksd4uE45H/FNlu/LjMdvy7mpOs6bLbpa1vB9cfMwu9b8609ZtrXRQZ9SyBIZlYGE/1qDoUEgeo89dCjOuR/E5FKpvD9u67DzqatcM7L/LPQiBj48NwLccbhZ0CWFQlkrkEOJJKKIpwMwm33oNZaB4/mQZ27AalICv3on5Vfl3LCr4v5TPfaQ3D9MbPw+7Y81x+yDxFMDqBvQAIu3fA7/arKOR1LT/p3e7Hs6d6N7z33XWgVKVitY5NYPtxyAd665AwYMaNk95iMpgZfGylEUxFEkhE0+ebAq3nVuqg/zp9v040/w8pr/THjAlYShBKj502NNjpAJf8xHyhgFQgEcP/99+OLX/wifvOb3+C+++4bfk6quI4//vhpX/gRzQQVzgq8d+E5pb6NGUE3NFV+H5KMplgv0jBQ762DzWLDltYtuOHp66E3pmDbr0ur3pbGV4//Og5ZeOjYTaBUSGVK1Xrr0ORtYgtAIiKa9bj2GNQZ7UBvrAcpQ8dAog9OqwN13vpJXeOVjS/jp0//BPalFlj3W3/Yeuz45qnfxLza+Xndn56W++pX7f+q3NUIOAPw2cf/m4yIiMisZur6Q4JVMoYglooiqsVQ5amG31Ha38f3rb4P/0j/DcjSjdAVc+MbJ12OuYHMed2lkNQTiGkxaGkNHptHrbNq3DWqqw0RTb0ZF7Aqtl27duG9730vdu/ejV/96ld4z3veo9oCPvfcc7j00kvxgQ98AFdddRWuvHJsK679SaVWrswjiThWVbFk1Iz4dTGn2fB1kQViW6QVPdFu9KR7EEoHUVlZhWp3NRKpBH741+ux0fUGrI1jZzhU7arFNR+/Fh6PN+N6/Yk+RIww6vx1que0bAZN56JpNnxdZiN+XcxluhNduP6Ymfh1MSczf100I4XOaCfC1iA6jQ4106HJ3wjPJGY7BINBXP2Xq9BV266CVaOljTTmRRbiv86/Ek77gef8Zqv8knbHfbE+VFVWYk7lHNWqeLZ/XcoZvy7mUYokW64/ZiZ+XWb/10V+Hw/NuY7Zo2iLt8LtdqPKVwWbtTQJ+dv3bMN1/7wWiTmxMc+l9TSOc5yIz77v8yW7v/3b/0WsYTg9LjRWN6HWUzucgMP5m6XHn2Hlsf6YcQGroYqpSCQybgXWUPXUgXz84x/Ha6+9hrvuuksFp4a8613vwgMPPIDDDjtMtQQ8//zzsWzZsqL8G4ho9oumotgxsF1lGHdHu+CyuzC/YoFa4Nz/1P340/o/wNYyNqvZiBt4m/ed+PjnPpFxPqEn1HUACxp8TVhYsRC1njrOgSAiIiqL+Zc71QZK0kigI9qJZn8zvA7fxK+h6/jNP36NJ3sfg6PRDgsy1w/GQBofXfYJvH3VO/IeRN4X74Xb5kaTvxn13npTZEgTERGVE2kZvLl3k6oQklEEMkdSfi/7JrFmKBYJmr3Uug4PPHE/NqU3wDEnyxZ0EvjyEf+BoxcfAzOst/aEdsNisao2y5XuKsypnqNaKBLR9JpxAasFCxao13v27Mn6/ND5mpqaA7YDlKqqxx9/HE6nE+973/vGPL9o0SLVEvCxxx5Tb8eAFdGInQM78OWHP6ce/+Tt/4sFlQtLfUumIYElqaxqj7Sr8vs5gRa4bC48/uLjuG3t72DM11Swan/OrR5864NXYl5T5gaPlKJ3hDtQ46lR2T0ysLySiyYiIioz5bj2kHmV2/q3ojfeM5wA0+RrgsfumdD7p/QUbnvoVjzR8Ris9RY4Gsb++VfZW43//rf/QbW/elL3JpXfUS2qknMMw0CzrxkBVyUavU0cRk5ERLOG2dcf8vs4kgojnIqgK9qBnmiP6swildgyN9ttd0/r/cja459b/4EHNt6PmC0KVAOOLNvPtcl6XHv29+GwOVBKQ51sJLgnVVT13gZUpaWiqoLBKqISmXEBqyOPPFK9Xrt2bdbn161bp16vXLnygNcaCm5JYCtXCdtQqWFvb2/e90w0G0m2zN7w3uHHNFg63hHtUFnGXdFOlb0s2cV/eeLPeGjHgzCaNCDLOIhUl4Z31bwHH/nihRkVUwktrq4nC6gGXz1a/PPQ7J9jijJ5IiKi6VZOa49gYgDdsW5EkmHV0kdmKMyvmA+HzTmh9+8Kd+Gvj/wZz0aegqXKooJV+zM60jhn+ftw3rvfP+mK7ZSeRFukTVWKV7qqVSJNS0ASaqpY/U1ERLOKmdcfsgfRGm5FOBVWv5v7En2qhnph5aKS7Bvs6NqB7z97jWpFiBwf3tbmwHnHfgDvPOxM2K2l25aW1onhZEittyQRqNHbqIJ7S6uWIRFJluy+iGgGBqxOPvlkVT21fft2rFmzBqtWrcp4/o477lCvzz333ANeq7m5eTgYtWXLFixdujTjeU3ThgNgCxeaK4OCiMxBgkmS9dwT60Ew0Y+uaJcaNq6FU7jrqbuwXn8d1ior0JT9/Wt66nDlef+DysDg1FFZZMb1hNqgiutxNHgbVFZPtbtWZVQTERHR7K6oknVFZ6QTHZF2pNIpVaXd4ps7oUDQy5tfwi2v3IyQNyjpzCpYtT8jYWCRvhT/74LL4XVNfP6Vet+0oYJpffF+VLgqVOV3k68ZNe5aJtQQERFNdyAttBe7gjtUYou0Cq5118LvHL/b1FTsibz62iu4+bVfIlIdGnen+RDrYfj6RZeVPLmlLdyKuJaAw2rH3MB8VVkl88GlKs1t9yAhvQqJqGRmXMDKbrfj0ksvxZVXXolLLrkEDz/8MCoqBjd6b7/9dtx///2oq6vDRRddNPw+L7zwAj72sY+pxxs2bBg+L0Goo446Ci+99BI+85nP4M9//jNqa2vVc6lUCt/4xjewc+dOVFZW4swzz5z2fysRmZeUuUvZeHesC/3xflVV1dq1F0+//DTeaH8dieYYbAHJO84+lNPd6sVnTvksjj7rmOENoJ5YN6KpCFw2N3wO/74ZEI0q06fUCzoiIiKaWpLhuye4GwOJPoRSYTVvos5ZB+cBqqp27t6J25/5Azak34RF/izKEYPSYzoaQk34yrv/A/MaJzdfShJqpNXQQLxfZR/LDC2ZpSmV5Ae6PyIiIiqO9nAb+hK9MNJpGGkdfbFeWK1WLPQvmtb7kFbAq197Eo+8+jC2R7fCPs+mWv/tTwtriL2RxDEHHYMPvuNDWFq/rGTBPV1e5HMW71efu0VVi9TeiyQGs/UfkbnMuICVuOyyy/Doo48Oz5U67bTT0N7ejtWrV8PhcOC2225DIBAYfvtoNIqNGzdmvdavf/1rnHHGGepaUmElM6s8Ho9qOSgzruR68jZDrQGJqHwN9oaOqMzn3lgvdnRsxyMvPYLNbRvQaemEpSENi9sCLJTq97GBKkNLw9PqxYUnfQynnPUWNdRTAl1xLYZIKoqA048FlYtQ4axUGT6yaCpliTwRERFNDVkDhJJBta6QZJWkkVKvpapKsnsbPPXwOLJHnrbv2Y7HXn0Eb7a9iY50O2yNFlgC0og4OyNpoKGtGV8+91LMmzNvUoPb+xP9ap0iiTUeuxdzAnNR66lRrf+q3TV5/uuJiIhoMr+PZX0QSobUS2e0Xa0jhNPmUkkk07EXsm7DWjy46QHs7duLAcsAHPU2oBaw12avsI5tjuMM67vwkf/3EXh9E5u9WWzyeZI2idL6z26xw2Kxqn0Xt6xp/C0q+YaIzGdG7oQ6nU48+OCDuP766/H73/8e9957r5pDJW0ApfLq6KOPnvC15G1fffVVda1//etfeOKJJ1SmQFNTEz760Y/ia1/72oTmYRHR7G3Ns6VtM17c/AJe3vEStndvQ1eiC1F7GPZGGyw2C9CMfeGp7FtF2oCG5tA8XHTGp7D87OVq40cWnNFUFD6nHy67Bw3eRrX5I1VV0vqHiIiIZp9wUoaih9EX71EV2jEtqtYaKUOD3WpDnbderQNkJsX6veuxbe9W7OrchY5gu9pwiTojsNfZYLEOrj/sOSq5RXJPCge5D8EnzvwE5jcumND9yfzMYDKImBZDWmb92v1o9rWoKippAVjjroHfOZIYSERERFMTaAkmpQVvH4KJoFoXRLSISiCRDiy5kloKFUvGsGHvemzavQnbO7ahI9qOAVc/NIcGm8eq2g2jQV7lbgOcTqVxsH4YLvn0FxHwTe+aQQJr8jmSSqreWI9KDPY5vGj2t6DCWaESguW1VLFP1eeQiMo0YDUUtLriiivUy4Gcfvrp6odWLvPmzcOPf/zjIt8hEZmZ/EzY07EHb+58HVvat2B37y60BdtUW76B1ABiiEJzpVRrHZtn32JMXjUOPnRM5MdnlxVHeI7EB97xAbi8bpU5vWNgh9qIkgqqGncdKlwBVKlh5VVw2GT1R0RERLNhnZHQE2rDRBJVZMNJM1LojnZjw6712N62A50D7QhGgwimgogYYcStceguDfCmBwNSQySPpX5i6w8trMOdcOOoulX4zCcvVt0ixtsMk4BZQk8iqSeQMlIq+UbWKI2+Kvgd/n3rlRo1z4HtiYmIiIpPAizSeaUv3isrCNW+LpyMIK5FVRJJQkvA5/Sh0dcIh9UBqyV3skquNUkoFsKutl3Y07EbHb0d6A52oz86GAyLahHE7XGgMg2r3wKrc9/1ffte1FbIgT+ma8CDFY0r8Om3f3Za5mhJu2JN5ocbmlpzyX6LrG1kvWK12OCxe7Ckegn8jgCq3dWocmfpWUhEpjRjA1ZERAfS2rsXT7z+BF7e+RK2d21DZ7QDEYSRciVh8QM276isIFl/SefPUd0/7eNkDWUjQ8ytHXYs9CzGqavegvknLlRzHiRAZbc5UOOqgdPugtvmRqW7SmX2cO4DERHRzCMbIjLg3DB0FfCRWQhxPY5YKobNrZvxzIansKVjMzpDnQhpQSTtCcCXhi1gy/xLbHAU77DBkNDkAkPS8k82iQ6qOBifeOcnUVtVq+4vjcGgmczd1NPa8IbO4LEOyeeTDTCn1YFK1YbYqbKQq9w1qHJVqTUMERERFRaMGnmRJJbEvmSRuPp9HAkNJo7Y4kBvfHA2VTptqCQS+T0sVc313oYDjgpIakls37sNr2x9FTs7tmNvdA9C1hBSlhQsVemRIFTOvY/JBcGEHjFQOVCNI+auxDknnYPGiiYUk3zOJNgmnwtJrJEyBPkcSjAvZSRhs9hgtzrU50b2VaTyTFokymN5brBd4hzuuRDNQAxYEVFeZPG0suGo4celIguYpJFUmzBrN7+IvzzzF7zR/Rp6nd2w1o7a8Knd95JHIGrcAFW3DfXWBhzSchjOeMsZqArUwGGzq8wnh82pglWSoSzVU7LYZLs/IiIi8649JNAzVBUlGyUyN2JwoySpzssGiQpWGZrK6pVNpWdefwZPbngcrQOtiFVEYK+05ZWZPFFGzICz340W+zwctuAwHH/S8bDb7dBkLlY6iIH+fpV9LVOt5LWsR2RugyTPVNokkcYNm9Wmso8lA1qqpyRQJRs7XKcQERHlXn84rU7VyneIBJ+G1gpyXtYFiX1rhqH9CjlnSBrJvmqgmBZX76MSX6KDgSxHenC/QD6W/AaX38njVTZruoYHX/wnntn+NNqte2EEjJEnK/e9qPWHXKPwCmk9YcCSBLwRP5a6l+Okw07CqkOPzatLjKyjZA9HfV72BaSkJbG8lmQb+ZzJ588inwkLVPBpcN03uK6RaimvwwenzaGqqGwWu3peHvscflaEE80CDFgRUV5aAnPxm3f/37R+TFnYSPZyJBkeLPnWoti0cxN+98gt2G7dMhigkvWSmilVnEWKkUrDCBqwxezwI4AGTyMW1S3CYYsOx9ErjlGD0WUBJQs12Qxy2d0qU1kWmLIZREREROZce8imUSgZVJtGfZE+FaRCQrJ3pTIprjaQhgJTkgU9mPGsqWqllze8jCfXP44+Zy/sNbbBSqmKwpNi0kYaWlCDHjRgjdng1FyoclehrqIOjXWNWLJwGZbMXawyimWdIVnDsv6wWe2wWSzq/GCQyqE2cKwWiwpQDWUfy/MSnJLXREREND5JXql21+CqU76r5lD2J/vQEWsffj6ppZA0EoNBGD2hAlOydpDWfmIoeUSCKLJvII8lsOJ1VMFhtSNl0WCFFe7AgRNxIskI7n/uH3jm9afRU9cFm986HJgq2r83lUa6Mw1X1IM6Vx1aqufi4LmHYNWhq1BZNbkPpmZJGRqS+wJSEqiTNZRuGCrB12aVz4tVPZZgnSTYqM+XvKg1jkMdyedMZk7J508+j/L20t5vsq0RiWjmYMCKiExN5j3IUHLp3RxJhdUiJ5aM4u+r78XjWx6DPjcFa70s8SbZPkdLIx0yYE3Y4NLc8NsG+xrXBerRUt2CBY0LsXzucsyrna82eIYCUkMbRFwcERERzTwSeJIh5jKIO6rFVBKMVE3FQ3G1oZJOGvsCQS7YLNbBrF6bW81yCsfD+POjt+HlvpdgaUwDTZMLUEkwSgJRlqgFjpQTPvhQ4ahEracWjZXNaK6dg9qaGtTUV8PisKo1kGzgqACUVbKIpQrKqTa4hqqmJKNY1iayTpG1kCTOcI1CRERUmGgqqmYidUY7EU6FkdITasaUnk6r38NDVTyD1T8eOOzSXrdC/Q6WJJKJ/i42LIOBrfH09PfgF/ffhC2BDbDYLMDCyVVup7U0tD4dNs0Gp+6Cx+pRc50qvZWo8deioboBTbVNOKjlIFR5C5/zJAE7+VxJ6z61ppJ1itWJGk+t+nxJwE6NTdj3eZI1jay1PA7PvgCfBPdGPsdEVH4YsCIi05HspO5YN4KJAYQSIYRkGHkygpgWw+MvPIYnOx+HVdr7LZJKKuu4g8ftvQ5UWapR56tDQ00DmhqasbRlqaqScu4rG5eXgLNCtcU5UG9oIiIimjlk06Q/3qdaz8hgcRlgHk3FVdBKqqhkDaDayDh8qLDZ4a8YOyQ8paXw83/8FC9pa2H1WGBpPMDH7NPhCrtRl25QSTCL5izG4jmLsWjOQng83jFvL1nHA8mgytwOSIs+m0dtdklLYQlmydpEglISNGP1NhERUXFJCzpZLwwkB+RABahkPyKpJTCQ6Fe1UlLt0+BrUoGW6UoM6Rrowo8fuAG7HTtgrRps9TserUOHJ+lFrbMOzVVzcNicw7FwzkK0NLXA5Zjalr/y+ZMEYwn0SWtESbiZF5gHn9OvPmeScCN7LpJgw/bDRHQg3JklorxIZvJdG+9Qjz940IdVtkyhpM1fV7QTwWQI8WhULXhksSPl3/2dvfjRoz+E3pIaDFblCFB5enxYUbMCJx18Mo46+Gj0JftUZpRkEEn7vgpnpWqtIyXkXruXWTtERESzdO0hmye7gjvRHm5TASvZgDIMHR6HVwV/Wlwtw2+b0BJZr/H02qfxy3U3wdZigdWRe83g2xvAyrqjccLhJ+CwJYcdcH0RSQ0m4kj7IGkz6LF5sKBiPipcVahx16gAlaxbWC1FREQ0dQYSA9gd3KWqmofWCUISW6TausIlbfDSeHTnw+r82xa8fd+5qXXr/b/FI6GHYKuQFN3sa4F0Ko1AqBKrao7FO495F5obm1GqhOM9od2qErzSJZXj9ep1s3+O2sshIposBqyIKC998T7c/Mov1OO3L3hnQQErac8j2Ux7grvRG+pFJBmCw+dQC8Eady1+fvfPsC71Ihwt2X9kWTtsOLHhFPz7e86H3+dXGVL9iT60RlpVcKreU4dKV7XqPV2xr0yfiIiIZt/aQzac2sJtqnpKWtGodj6xDlS7qtHkbVQt8yaiP9qH7951NbqqO1SwKhtXhwdnLH4Hzjnp3EllLkugqjPSiWpPjWr1F3BUqEoqWbNIRjIRERFNLUlq2Rvao8YP7A3vRspIDbeqEw3eRpXgIuTt7tlyt3p8bPPxUxqw2tG+Hd959CroVRpsgez7Fv7+AN570Lk4+fBTVJeYUpFAley7qApxRwUa/Y1o8jWrwJVUrxMR5YsBKyIqKVncbOvfMjjANNEHm25Hnbce/oAf3f3d+Nq9X0GqLgnHfj+u9ISBms46fPJtF2HlWUdmbAL1xLrVXIe5gXmo99ajwdfIsnMiIqIy0B3txq7gDtX+T6qqXDa3Wg9MdB0gSS/3vXoP/rrlz7DUDw5LHy3ZncJBqUPwifd+AvMbF+QVdJP2QjI3s8HbgHpPPbwOHzd2iIiIppG0C5ZAVG+8W7WqK0bHmEI9/fzT+HXPL4Cqsc+lOjUc7D8U557ybzis6XCUmgSrWsN7VRWaJAbLy9Kq5arlHxFRoRiwIqKSkA2h3niPWiTuDe0FLGm1yJFMY7Fh+3pc88TVsDWMzSpy7nXj0rd9DQcvOTjjfDgZUhtVtZ461HrrMC8wX7XTISIiotmvI9KOzmgH+iQg5KpWbf8m2/r3l0/+As9HnoHFM/a52o4GXH7OFairrStgnlY/5lfMV9VULf553NghIiKaJjKCQOZGGuk02iKtCKdCalRApStLhGga6WkdN957A16xrx37XETHyuTR+NL5X4HT5UQpGWkDKT2pXnfFuuC2e1DrrkNLoEUl4kg7YyKiYmDAiohKEqxSMyUireiO9aigUp1ncPMnkUxg9eur8X87fwNbQ+ZgcT2k4y3Vp+NTn/5MRls/ye6RBVNST6I5MAdz/C1o9DZxMDkREVGZaAu3Ym9oN/aGW+GTmZWuiklf45ZHf4MX7M+MOW8E07hg2cdw5lln5n1/sVRUrXmkdY8k1syrmJ/3tYiIiGhy+w+S1CL7DzEtjnQaaoakzMtu9DWV/N6u/Mc30VPRlfX5y4/7Fg5ZcChKfY8ya1zmbw4mGFvUbPA6b52qYpcKNSKiYmLAioimlWTjSOm4LBa7ol2qZZ+0whkiwarb2m6BLZAZbLLtcuDa865HU0NTllL0VtVKp8XfgoWVi1SWFBEREZXHukKqtWVt0RHtQJOvMWNdMVF3P3o3nsPTsI5qAZga0NDSMx//8+mr4XK78rq33nivqqyKJCNqY6faVYN6b8Okr0VERET5kWDLzuBO9Ma6kZaOLTYHnDYnmv1zSj7f+ge3fx89c8cGqxyGAze882fwOSe/pilWkCqUDKrqr2gqCgusmBuYrxJv7Fa72n+ROV/ymIio2PiThYimzUBiALuDOxFJRdER7cQcX3PG8POX1r+EW3f+Bvb9glV1rY249jPXwW7L/JEl5ehtkTY1HFUCX8uql6uydCIiIpr9pLJ6+8A29Md71bqi2dec1yyohx55CPf2/xWuupFWO6l+De+2no2PfPEjed+fzKuSYJXP7lPthmrc1VhQsYhtAImIiKaJJI90x7rRFe2A3xlArQlmVQ35+W9+hq1NG8fMy1zkWILL3nZFSedwx7So2r/xOXxqv8XnDGB+5YLhzjhERFOJASsimhZxLYbt/duwN7xHLccavY0ZwarXd72GG17+AeyVI8GqtJ7GIQOH4/99+vKsm1StoVZUe2RoeaOaB8FgFRERUXkw0jq29G1WMyik3V6jt2HSwaqUnsIdL/wRjyQeyghWGVoaH2j8MP7tjPflfX9SAR5MBDG/Yh7m+Oeqe5ONslJnchMREZUTqXSWSiGpBDJTsOrv9/0Dq43H4Rm1djGSaXx+2ZdwwqEnoNQSelJVrNd66tHgbVAVaexkQ0TThQErIpoWbeE29MS71VwJmd0w2kBkANc/ex1slZmbOIcGV+IbF/6/rNfrjfWgxlONeRUL0OKfy3lVREREZUTmKERTMSS0hJoHNdlAkASUrnvmu9ga2jLmuVO8pxYUrJKh7rJOkTY+1e5aNPga874WERERTY4kt0ZlnaBF0RFuRzAxoJJGzOLxFx7D7X3/B0+LOyNZ95NLPm2KYJVIGSm4bS7MDcxloIqIph0DVkSUl/kVC/C38+5Xjxu94w8qldkSndF2lQG9/5BxNWT0zm/Bst9eztzuBfjGx7IHqyRjWdoKNnibMMffwmAVERFRmaw97jr3HsT1uKqOiqRCqHJX5VW19PSe1VmDVUssy/DpMy7O+x7lvlQFuLta3Vsjg1VERETTasfAdnRHu6ClNfTH+1UVU6CAgFWjrwnXnf4j9bjGXZP3dWTv45Z1N+Op7ifhrMtsD3xa/dtw+uFvhVnIesbvCMBhG6lAJyKaLgxYEVFeZP7C3MC8A76dZDNJu56OSCfm+JvHbCrd9M+fIdjYl3HOv6kSV3356pwZ1X3xXjT7m9VGEId8EhERlYe4HsNAol9l/cpaQOZSyGyFfPz12b8A++1dLepdim9+5EpYLJmzJCajL9GHKlclWgJz1TpJWugQERHR9FAJLckwOqMdqHRXYU5gTsGzoGTPQdriFerlzpfwVMeTY87PsyzAx4//JMwilAypkQ4um6Okc7SIqHxxp5eIpoy022mLtKE72q36RY+eWSVe2fYyXkg+B6tjZGPI2AVc89HvwWodmy0tg8slU6rJ14SWwDw1u4qIiIjKQ2u4VbUY1tIpBJwVKss5n+DSv576F/p9vRlDzuufnYP/9/8uzztYJW0AZb0T1+JYWLkI8wLzVXIPERERTZ9wKqQqsSWhpW6/UQSlJEk2tzx3M7Df0qA2Vo9L3/YfpppxKTO/mv1z4HH4mCBMRCVhnp+IRDTjMpf2hHarF3mcrW/0hp716I52qsXZ/iX48j4/eeGGjGBVqkfD199yGZwuZ9ZgVWt4Lyrd1aj3NqoFFFsBEhERlQcJCElbn65YpxoCXumqzCu4FI/Fceua38BiHbX+2KLjm1/+Zt7BKmnx0xFpV2udhZULVGINg1VERETTS/YM9ob2qoCLx+Ep6nU7o53qRR7ns074/lPXIOwIZZz3vBbAd955LXwOP8yy1gonQ4ilYvDYPVhatazUt0REZYqhciLKy67gTnz43sGB5HecczeWVC/NeL4t3IquaCdCqaCaM7X/JtDND/wSRoU+fJw20jir+hwsX7A868frj/fBZ/ej2dc8oVaERERENDtIoGp3aCd2B3fgJ2sHZ0h85y3fU233JuuHN/8QzuWZwaTPnvZ5uD2ZVeCTIS0KAQtqPDVYVr0cdiuDVURERNNNxgdIsEp+L0sldrFIUsq3Vl+e9/rjjg1/xMbQhoxzocej+PE3byqoDXExSSCuLdQKt8ODSleVSg5igjARzaoKq3g8jvb2dvWaiMpPLBVFT6xHLRalJc7+8xu6+7rxbPjpjHO+TZW44L0X5GwtGEqGUeWuVAPXuXAiIiIqD7IGkGpuSYQJJoMFXeuNN97Ea+6XMs7Vh5rwlpWnFnRdaQPotrkRcFQwWEVERFQiPbHB1rwVzgrTtNiTRN8Htz+QcU4La/jSu7+MisriBdUKJTOrJFglVeKSfCMdbYiIZnSF1UsvvYR77rkHTzzxBNatW4dwODz8nNfrxVFHHYXTTjsN55xzDo499thifEgiMrGuWBf6E72ocFVkDS798K4fwD535Lw2oOFb5/9X1mtJO0EZmCptdmo99RxeTkREVEaCyQEEE0HVpqaQWRQD8QFcv/Z78MwdqaRKa2n8x1lfK/gek3oCTrurqO2HiIiIaHLBqr54nwq81HrNM7tqzZ4Xxpyr29KE0z50OsxkKPmm2TcHdd76Ut8OEZW5vANWhmHg1ltvxU033aSCVKN7s44WiUTw9NNPq5drrrkGK1euxJe+9CV8/OMfh9VqjowHIioezUihN9aLcDKsqqH2t3XHFuyt3gUbRgJWRzuORXNzc9brBRMDaih6g7cRjb6mKb13IiIiMpeBRD8iqZAKVg0kBvK+zo2P/xCoMzLOnVx9KpoC2dcfEyV/+4RTYTS7WuC1ewu6FhEREU1eb6xHzbvuiLTBbrWr+UtmIMm39+24J+Ncz98H8KOrfwqzdMaJaTFEtSgSWhJzAy3wOLiWIaLSyytiJNVUhx12GD796U+rYJX8oTb0ks3o51955RX1fvL+9957b6H3T0QmI5tJsrHkdXizVldd/+APYPONnDf60/jCv30pZw9qaS1Y5a7G/MqxrQWJiIho9moPt6E/PoCoFlOzFPLVEerAdm1rxjlPpw8Xnfzpgu4vpafQHmmDy+ZClauKmzxEREQl6vCyJ7hbzZM0Uyu7u1/7y5hzH1j1QVTXVsMM2iPtKjm4ylWNRVWL0exvga+A9RYRUUkrrN73vvepwYCjA1RNTU04/vjjceihh6KmpgYVFRUIBoPo6enBG2+8geeffx4dHR3D77Nhwwacd9550DStaP8YIiqtpJ5Ee7h937ypqjHPP7r2EcTnRTLOvbP53XDanTmrq6SqStoBFnNoKhEREZmb/M3QE+9Rsx8qnIGCZlHc/PAvYXGNDDWPbovh2vdfX/BMTLk/yeSucdeaaoOMiIioXHRFOxFJRpAyUiroYiaPvv4wMGpbRB8wcP5Hz4dZZoRKgK/aU4MW/1yVJGyWuV9ERPZC/ohcunQpzj//fPWyYsWKA77Pm2++idtvv129bNu2LWdFFhHNTN2xLnTFOmG1WLK2xbnruTuARSPH1g47zv/EBTmvJ/MqGuxuLK1eNlW3TERERCYUToVUpbXDZi9olkIoHsIWy0aVQTxkpeUYNDU3FdTiR5JqIskwFlYuwrKag5iRTEREVIKgy97QXjXz2u/0w0x6OnswgAE4Rm27nl75NjgcDpiBntZht9pU+8QaT22pb4eIKENe4fOjjz4af/7zn7Fp0yZcddVVEwpWiUMOOQRXX301Nm/ejDvuuANHHnlkPh+eiExosH1fN8LJoJozIVWYo722/lVE5oQzzn185SdzZvFImx25gtvugd1qjkUdERERTT1Jatsb2oP+eC98jsI2oP7vX7+DxTmyJonvTuJLH83einiiZKi7zHyo9dajwlXJYBUREVEJxGT2kh5HXI+h1lMHM7nl5t/CUTUSrErHgE+++1MwC83QVJU491qIaNZUWK1Zs6agDyob2R/84AfVCxHNTNXuanxm5efV40pXJfaEdqM11KpmTDiyzJq66emfwTZnJDhl7bXj1LNOy3n9zmgn/M6KgjeqiIiIaGaRzadwKqza+zS5mofPS4vgc5e+b/jxAa+jJfB88FnYakbWHwdbD0Gg4sDvO564FkONpw4N3no174GIiIimXzgVUb+Tq11T285usuuP/t5+PLD6ASw4amQNM9czb0xSb6krrGwWCVjl3XiLiGjK8CcTEeVFysY/e+Ql6rHMl+iOdqpFzxzv2BkO6zavRXxONOPcOYvPzXntnlgPDJeORl8jmv0jizwiIiKa/aR6SYJNUmU9enNHqpn+bfn7J3ydHz38g4xglR4z8Nn3DSbb5CuqNsficNtcmF+xkPMeiIiISkA6snRGZH52CE2+/Nv8TsRk1x93/PZOVJ6aWX195GJzdZiSCiuZ5elghRURmVBR/sL67W9/O6G3i8ViuPjii4vxIYnIRH2je2O96I51o8nXmPVtbn/6jxnHll02nHPiv2V924QWV4unBl8T6r2NLFEnIiIqs3VFW7hNVVm5bK68rzOQGMAmfUPGuTl9c9FYl32tMlGy3qn31quKcgariIiISiOqRRFORtRawWV3wyy29W7FY/aHUHVkxcjJNHDKvNzdZUpBVwErOwNWRGRKRfkr61Of+hTOP/98BIPBnG/z8ssvq9lXv/nNb4rxIYnIJKJaBAk9poZ1ZmsFGI6E0eFvyzh39tJ/y1kOH9fj6lq17lo1C4uIiIjKx0CiX70EEyF47Z68r/PI6w9DDcPcJ9GZxJfO+krBs7UkqSbgrMDCyoUFXYuIiIjyl9KT0NKprHsQpfKHN/8PVz/33/Asy0y4Oa75hCmvApss2XcxW7CPiGhI0dIC77zzTqxcuRJPP/30mOd+9KMf4cQTT8TGjRuL9eGIqMRkGPqnHvgYvvCvi7EntBfuHAudWx/4HWzekR81WqeOc956Ts7rqjY7djcaTbagIyIiounJmI6moqjz1o3ZhOqKduKaZ/9Hvcjj8Ty86V8Zx7W7G9Ayp7B5UzJTSyq/JbGGFeBERESlk9AT6veyYxpmME1k/RFMDOCRHQ+NOW/X7fj3Qz4CM+mP9yGla/DaveqFiMhsitrHYufOnTj99NPx7W9/G4ZhoLOzE+9617vwjW98A4lEopgfiohKTAJLr3S+hDd73lCLs2wLHclEfr7z2YxzB7sOhc1my3pNyVrW04aaWSGbQURERFQe+uK92N6/Tb2O6bGs1VVJPYnNfZvUizzOZVvnVsQqI8PHRsrAv59xfsH3KB/TaXWodQoRERGVTspIQtO1aWlpN5H1R3ukHWnp/TeKHjfw2cMuQbW7GmZgpA3sDu5CMBlSs8IrXZU5O98QEc34gNXXvvY19UNOXnRdx9VXX60qqo444gg89NBDatNa1NTU4I477ijGhyQiE0nDyFpK/vzLz8M6f9Tb6Wl84p0XjTtk3WVzw+vwcuFERERURjoiHdjct1FtpNgttoJa/PztybszjvWNaZx04klFyeZW7XMKmK1FRERE+WsPt+H1rlcRSoaQSg9WPptBd6xrzLn5Ty3BqkXHwSykgt1utWNeYB4WVi5CS2BuqW+JiGjqAlY/+MEP8Pjjj2PRokXqWAJUL774oqqwGgpWvfOd78Rrr72GD3zgA8X4kERUYqOzh6rdNVnf5i/P3wWLdSTw5OsJYE7tnJzXjCTDKmtZBpkTERFRec2ikI2UBl9jwRsor+19NeP42PnHFyURJiHzHuyDiTVEREQ0/foTfdg+sA1b+7bAbrGrAIwZ7BnYk3G8+w9t+PePfhhmWmd1RNrhc/jUOqve2wCrpahNt4iIiqZoP51OOeUUvPrqqzjuuMHsgaE/CuX1F77wBfzzn/9Ec3NzsT4cEZVYJBUefpytfV8sEUN7RWvGuXcsO3PcrOWoJi2A3PDZGbAiIiIqF5qRUm2BZdOp0OqlHdt2IFmX2Yr8nLeeW9A1dUNHW7gVsdRgJbiH8x6IiIhK0tIuriVUYvyS6qVoCbSYojPLozsfxgM7/p5xrtpVg0OPPBRmEUlFUOGqQMBZoVoBEhGVRcCqr68Pn/rUp1Rl1ehglfwiufnmm3HttdcOV1sVQzKZVNc89NBD4fF4UF9fj/POOw/r1q3L63oyc0vu89RTT0VtbS3cbjcWLFiA97///XjqqaeKdt9Es4FsKu0N7R33bf706O2wV43MqtIHDLz3hLNzvr0ML633NKDKXQ2bNfuMKyIiIpp9UnoKWnowYFWo3z76GzirR9oDWaM2LGxYWPAmjwUWzK2YpzZ7uE4hIiKafkk9Ac1IwmEzRxvAob2Ruzb+acz5U0841RTBtCEyK1zaJzb5mk3TRpGIaEoDVvfcc48KHN15553qWAJT1dXVsFqt6ge0BJe+9a1v4eSTT8bmzZsL/nhyvTPPPBNXXHEFuru7cfbZZ2PFihW4++67ccIJJ+DBBx+c1PVCoRBOP/10XHzxxVi/fr26z3POOQdNTU247777VLtDIhoRTUWQ0GLjvs3Tnaszjhcll8Bus+ecXSU/N2o8Najz1Bf1XomIiMjcJFglGz62AgNW8VQc2wNbM86tqii8HaBUgEnlV5O3GYsqFxd0LSIiIsqPJM0mdQ0OEwVc+uK9iGvxjHNaWMMHzjbXOBQjrcNmsZoq2EdElEtRmr2+733vG/5DUDadZV7Vrbfeiq1bt+IjH/kIdu7cqZ577rnncNRRRyEcHmkllo/rrrtOBZGOPfZYPPzww6ioqFDnb7/9dlxwwQW48MILsW3bNgQCgQld7/zzz8fq1avx9a9/Hd/5znfgco20Iunt7VVBMSIaITMmEnoy5/OtPa3Q61PDx0bKwMdO/0TOt4+loqqXcrW7GpaUebKQiIiIaOp1Rbugp/WCK6z++uyfYQuM5ONpAzo+8f5PFnx/EkyTNoB+Z8BU2dJERETlVI0dTAygP9Grqp3NojfeO+acd3Ulmj/UbLp2ilaLDTYLq8SJyPyKOmHP4XDg+uuvV/OqGhsbcdJJJ+GVV17Bv//7vw+3A4zFxq/KOBBN03DjjTeqxzfddNNwsGoo8HTWWWepANMtt9wy4eqwf/zjHzj33HPxgx/8ICNYJWpqarB8+fKC7plotpHWOCkjhVpPHeo99WMWPfc88beMY2urA0sWLBl3fpVbZlc5OLuKiIionCT1JAbi/QglQnAcIGAl6w1Zd2Rbe4inWzOru+f2LYDHOXbO5mSlZL6WzQGnzVnwtYiIiGjy4noMCT2uElwqnNM7g2m89UdPLDPBvePBbpxzemGzM6c0YFWE9stERFOtaD+pJKjzxz/+UVVQjSYBJTkvLfy++MUvIhqNFvRxnn76aVX1tGjRIqxatWrM8x/+8Idx//33q0DUV77ylQNe7xe/+IV6/dWvfrWg+yIqF7LQiaTCalDn90//EayWsXHvl/auBUbFpw6pOSTn9SSYLSX0Dd5GuO0ehFFYBSYRERHNHHEthrgeV5tQc5xzxn3bJn8zvv/WG7JfJxVDxBdWs6aEkTRw3rEfKEp1ldyjw2KHk210iIiISkL2DCTJJeCsmPZq5/HWHy/sej7jWGZ3n37maTAbCfTZLBZWWBFR+QSsPvWpT+HHP/4xvF5vzrf5+Mc/rmZDSYvAQrz88svq9THHHJP1+aOPPlq9lsquiVRrPfnkk7DZbGr2lcyvkjlcra2tqK+vxzve8Q6cdpr5ftEQlbodYEyLw2lzZQ1WRcIRhCtCcGEkC/k9J7w35/XUJpDVqdrsFGPYOhEREc0csvkkVdtV7uqs64qJenjNw7DYRjawUrs1rDo3+98LkyGZ07I5JjMfOKSciIioNBJaAkkjBZ8j977jdJMWha/0vZRxbsmcJfD5fSatsLLDbmXAiojMryi7wzfffPOE3m7p0qWqQqoQQ/Ow5s6dm/X5ofNShSWzsvx+f85ryZwraVEo7Qt/+tOf4vLLL4eu68PPf/e738V73vMe/OlPfxr3OkNOPPHErOdff/11VYHW399/wGvQ9AmFQqW+hRmpJ9qNcDAEBxxIhBNjnr/v7/fCVT+qZU4EWFyzJOvbit5oL9wOD2wJm/oe4dfFnPh1MSd+XcxJ1hKSDDNduP6YWfh9O3YdEA8l4LK7VIvgfD3++qNAy8jxHNtcJCO5523uLxkdmb05WjQcQ6OvEVXpGn4vlQC/X8yJXxfzme61h+D6Y2aZ6d+3fcFetafg9fiQSOa/XiimlzrWjTl33OHH5dz7mMz6o9i0iI6URUNwIFRQglC5mOnfL7MRvybltf6Y9p9SdnthMTIJQgmfL3vGwujA0oH+Y5aglujp6cE3vvENVf21YcMGtbC677770NLSouZbff7zny/onolmC93Q0J/oV+X4etrA6rYn1Iu0CBzy2N5HM96nMT0nZ8l+Yt91Kp2VqHCaZ3AqERERTV/GdMpITqjKWtYb2dYehmGgw9ue8banrji9oPuKaTHsCe5WaxhpWex3Hjh5jYiIiKauIlva9Not09+VJdf6Y3vP9jFv+95Tz4bZSGVaOm3AbrExWEVEM0JZ99+SP26HWgOefvrpuPXWW4efe+9734u//e1vOO644/CHP/wB3/72t7FkyaihPFk8++yzOTOPJOJYVVVV5H8BFQO/LhMnGzcxRxS6S4PNZsUfNv+fOn9w0yGo8dciGo0gOi8MO0ai6+9Z+R64/K6s14vFo/A6vWiubUatvy7jOX5dzIlfF3Pi18VcpjvDmeuPmYlfl8H5UHpCV+uKQIX/gDMpukNdY9Ye4vmXn4e9euT7ThvQcdaZZ8Fum/yfOkNrlv5IHxpqGxFwBdDsm4MqL79epcTvF3Pi16V81x6C64+ZaSZ+XVQFdtwCu2GDJ+Ce9o+fbf2R0lN4qusJ7Budqbge9aPurMx9jYnKtWdSCJkXHkoG0RPrRU11jUrwn4lf/1Li58t8+DUpj/XHjAutD1VQRSKRcSuwRCAQmNC1xGc+85kxz69atUrNypIf8k888UQBd000O8hQ9FAiiAZfY9bn7336Xtj9Iz+s0r3AKctPHTdLymlzwmP3TMn9EhERkTnJ+npDz3pEUxG47e6CBqg/vubxjOOqeHVewar9N8dcdjeW16xAnbe+oGsRERFR/jb3bkJci8JpHTV6oMTzoH7wwrXQLSMjRcRpR58GM+mN96Iv0Y8mfzMWVS3BgooFpb4lIqLZGbBasGDwB+yePXuyPj90vqZmMHtgItcSixYtyvo2Q+fb2zPbjBCVIwkwSTl5rgDTs3syZ9TN1xeOuwGV0JNw2Zxqo4qIiIjKR8pIqaBQZ7QDla7CMiXXJ17POD5ozkEFb0TphqHWOy5b8TOeiYiIaGKkkimlJ9EV7UKFyxxjBHYO7MDmvk0Z51L9KbztrW+DmUj7wiZfE+b45mBexXzV4piIaCaYcQGrI488Ur1eu3Zt1ufXrRscerhy5coDXquysnK4zd/QPKv9yXwrcaDgF9Fspxs6knoCVosla9/jpJZEf2VfxrkzD3v3+G2ADE0tmpzcDCIiIirDWRQpeB1e9ZKvLa2bYVmUzji36uDjCro3CaRJBTgTaoiIiEoroceRNJL71gvZZ9lPt47o2IR24wUrGpuzd6Iphd5Yj0rA8dp9mFsxr9S3Q0Q0uwNWJ598sqqe2r59O9asWTPm+TvuuEO9Pvfccyd0vaG3e/TRR8c819/fPxwAk9aAROVMglWSDe2wOrI+/9SbT8HqHqmmSu5N4aSjT8p5vVAyBK/Tp7KqOfiTiIiovEiwSl7s1sJa9/39xb+PObekbvy5swcimdxOm4MBKyIiohKL6wnV5cVhM0c7QNEd7c447nmmHyc1nQKzkEDVQGIAzf4W01SlERFNxozbJbbb7bj00kvV40suuQTBYHD4udtvvx33338/6urqcNFFFw2ff+GFF7BixQr1sj+5lsfjwU033YTHHnts+HwikcAXvvAFFbSSaq2TTsq98U5UDvoSfYhpMZVxnM3q1zPnvNUlGnO2A5Rqrf54P6pdNajxDA5MJyIiovKqsEoZWsEBq017N445V+9tKOiagzM2XWwHSEREVGIJLY6UVD7nSJwthe5YV8Zx/7og3vL2t8AsoqmoSroJOANo8c8t9e0QEU1aYX8hlshll12mKqIef/xxLFu2DKeddpqaMbV69Wo4HA7cdtttCAQCw28fjUaxcePYP2bFvHnz8Jvf/AYf/ehH8fa3vx3HH388mpqa8OKLL6p5WI2NjSoQVsggaKKZTjJ0pKR8IN6PlkD2Bc/O6HZg1AiKYxcdO25Zv9vuQo2nGj6TlPUTERHR9JCAkLTTkfbAhbQDNAwD/fZeuDCSTPO5xV8s/P5U6yE/Zz0QERGVWFyLI6ElEHCap1Job9+ejGNXyo3DjjoUZiGtjWUNU+uu5V4mEc1IM67CSjidTjz44IP47ne/i9raWtx777148803VXu/5557Du9617smdb3zzz8fTz/9NM4++2xs3rwZf//731Ull1RYSUvAgw8+eMr+LUQzgWToRFJROGwO9bK/nnAvjEZ9+DitpfHuk886wGwIF9z2/DepiIiIaGbqjfeiL96HcDIEty3/tntPrnsSrrmZld8rlw7Ouy2EbIy5bE5WWBEREZVQOp1GTIuqloC5Or2UQttAW8bx0QcfBZvNBrMw0jpsFmvBVexERKWS10+vJ598sug3cuqpp046aHXFFVeolwM5/fTT1S+68Uhl1d/+9rdJ3QNRuQinwohrUXhGZRrXeerwnyf8l3r85LonYLGNytzZY0VtVe5Wfwk9CZ/dn3E9IiIiKg/BxIAKVknVdrZEmFxGrz3k8U+23giMNFWAPVH43KmUnlKzNT0OLzd6iIiISkT28Hpi3YjrcTVHu5Rzr0evP2rctYggPPycHtNxoslGiOhpA1aLjbPCiWjGyuuvMAkAFbOsVK6laVrRrkdExSXBqriWQJV7pOefy+7G8pqD1ONftf4vUDfy9ovsSw7Yh7rWXceAFRERUZnRjBSiqTD0tD7p4NLotYfoREfG80tcywq+P6kCl4/DNQoREVFp50TtDO5AT7QHvgLaBxfD6PVHX6wPGFVMlexO4YSzT4CZpFXAygobE2+IaIbK+6fXgSqWiGj2iGmxwQ2cHK1xurSujP6iJxxy4riZy0AaXofHVGX9REREND1thmUeRaHt9vojfUAg8++RS04ufH6VzNmUe2PAioiIqHSkPW9/vB8GdNR4cndvmW4vbXgp49gWs6NpTiPMNoNcWgLKCxFR2QSstm/fXvw7ISJT6oi0I5aKw2qxwGa1ZSyCZFj6wMAA0tXG8Eg8I5XGqatyt/iUkn6ZXeVz+Kfl/omIiMg8oloMcTUMfPKt+4bWHuLhNQ9nPKdvByrOKnwgu1SUV7tr4OGcTSIiopLR0in1O7/WM6qVS4kMrT+292/DbW23ZDxX562H2UgVu8Vig83CCisimpny+um1YMGC4t8JEZmOVFJ2x7rRGt4DvzMzwNQWbsW3Vl+uHttcI5k7tpANHrdn3HaAsknlLXFZPxEREZWmzXBST6DSNdJmeKJGrz1q+uuAUZeY65pblHWP3JuH6xQiIqKSks4sEnixW0b13yuR0euP/S2eM/44hFJWWHGGFRHNVPzpRUTjtgKMpiJqztxEM5vm2FrGfX6otSAzl4mIiMqPtAOUoFChbYF7HN0ZxyctOaUI2dwa7Fa7agfITR4iIqLSkd/JuqGbfg7TaYefBjMGrAZnWJU+2EdElA/+JUZEOUmwSjaWvA7fhN/nLUtPP0DmclIFrPJpBUREREQzl7TTkXWFkU6rwFAhLKOWJsneFM44/oyC7y+pp+CyuZlUQ0REVEKybyAVVmkMBl7MKvGQjiMXHAWzfe7SacBudZT6VoiI8mben/xEVHJSDZU0knBaJ5YFrYV1vPXIt+Z8Pq7F4LA6VQDMzAtPIiIiKr6+eK+q3nbZXUW9rnO7Gx5v7nbEE5WSNY/NCbej8GsRERFRfvS0Bs3QC05umUp6XMeR/qNhNqqNopXtAIloZuNPMCIad+NG0zU4JrhQdLW74XTkDm6FU2E1C6vSVVnEuyQiIqKZoDvWhZ5YN6pd1UW97kH+g4tyHVUFbpcKKwasiIiISkWqsWUvwmYxccAqYuCo48xVXSXSaQMWiw12tgMkohmMASsiGrc1jiwUJ1pOvti3dNzno6moqq6qYMCKiIiorMgcioSWQBppeBzFbbl3/OHHF639kFvN2WTAioiIqFT6E/2IpMLwFXm9UEx6VMdRxx0Js0kZKZVwLJ1tiIhmKvOmKxBRyUmm8WBJ+cR+VBx/0Ak5n5NNICCtFp0yw4qIiIjKrc2wbKIUd6ZCojuJY849pigbPLLe8Tq8bKNDREQ0jTQjhf54P+J6XM27lMeRZAQtgbkwK7thR11jHcwZsHJyz4WIZjQGrIgoZ7BKXmwWGywWy5jnO4OdGcdaSMNJp5+U83oxLQqP3Qefwz8l90tERETm1R5pQ0pPwmHLP+NXNrH2ZwvaUVFZUeDdyTolBrfNrSrBiYiIaPp0RDqwK7gTUS0KI21A01PwuwJw2Iqb5FLM9UfAU/jaYyrIHo7T5lIzOYmIZioGrIgoKynBlyCT2+4es1i7f+t9+PvmezPO2zx2PLT3nzhrydlZK7IiqQgqnBUIOM25sCMiIqKpq64aiPcjmBhAwDX5dcDQ2uPhnQ+Nec5f41fPFzqYXdYpDd5G1LhrCroOERERTb4qKJQMqgpnv8MPq9MCj7307QDHW384axxFWX8US3+8D73xXtXiuNnfooJWREQzFftdEFFW4aQErGIZC0VZkP1s7Y24e/NfkIK0+Bsh81DlvDy/fwaSzK2Iawn4nH4EnIFp+zcQERFR6SX1BBJ6XAWuJrsOGL32kM2s/cWrolnXHpMhbYstsMDj8MDN+VVERETTSqqqdMNAlasKfqdfVTtn6/IynQ60/gjaBwpefxRTJBVVgaol1UtR465WLY6JiGaqaQtYxeNxBINB9UJE5ifBKukh7RlVYSXZRa90vTzu+8nz92/7+5hqLVkwVTgrYbPapuyeiYiIyJztaVJpHZXuqknPh8p37TEZKSOpBpQ7OaCciIho2hlpHWkYppohOR3rj2LS0xrsFjtW1ByCZTUHmepzSUQ0WXn9BFu8eLF6+eIXv5hx/oEHHsBPfvIT9bK/j370o6iurkZNDdtsEJmdlJHHtRgMQx+eNSGZQ4/uenhC7//ozocyMo2kzY7P4UOlq2rK7pmIiIhMHLCS+VXWyc2iKGTtMRk9sV41oJztc4iIiKafnjZUlZXFJEGW6Vp/FJPcgyQHm6VFIRFRIfL6bbBjxw7s3LkTnZ2dGedvueUWXHrppfjqV7+acxNcXspRa2sr/ud//ifj3A033IBvfvObGVVnt912mzq3bdu2jECgnHvhhReGz7344ovq3P3335/xdZFzt9566/C5cDiszv3oRz/K+Njf+c531Hld14fP/e///q8619HRMXzuz3/+szr3xhtvDJ974okn1Dl5PUSel3Py9kPkOnJOrjtEPp6ck48/mtyfnJf7HSL/Djkn/64h8u+Vc/LvHyKfFzknn6ch8vmTc/L5HCKfZzknn/fR5Osi50e76aab1Lmurq7hc3feeac6t379+uFzjz32mDq3evXq4XOvvfaaOnf33XcPn2tvb1fnfvWrXw2f0zRNnbvmmmsyPvb111+vzkej0eFzv/vd79S5Xbt2DZ+777771Lm1a9cOn3vuuefUuQcffHD43JYtW9S5P/zhD8PnBgYG1Lkf//jHGR/729/+Nv7rv/5LtexJGknYrQ788w//wu033oHXd76GgcSAertD967E2za8C7Xh+uH3XdS1VJ2b17tQvd2Wvk3YsWGnet83n1wPj92jyvv37t2rPvavf/3r4fdNJpPq3Pe+972M+/n+97+vzkuF5uifM3Juz549w+fuvfdede7ll0cyoJ599ll17qGHRvpNb9q0SZ27/fbbh8/19vaqcz/96U8zPvaVV16pXkaTt5G3lfcZIteSc3LtIfIx5ZzcwxC5Nzkn9zpE/g1yTv5NQ+TfKufk3z6afG7kvHyuhsjnUM7J53TI3/72N3XulVdeGT731FNPqXOPPPLI8LmNGzeqc3fcccfwue7ubnXu5z//ecbHlv8m9v++kf925G3lv6Uh8t+YnJP/5obIf4tyTv7bHCL/zco5+W94iPy3Lefkv/Uh8j0g5+R7YjT5npHz8j00RL635Jx8rw2R70E5J9+TQ+R7Vc7J9+4Q+Z6Wc/I9PkS+9+Wc/CwYTc6Z6We5/Df5gx/8gD/LTfiz3Cy4/hjE/2ZLu/6QgJVmpKBFUmpdcP//jXzOxF0/+zP+9OORn8FC1h93/vjPSIZGWhCPt/6oaKtWaw8xtP544eE1w2/X29Grzj1y16Mjn4uUhttvuAPP3/4i3A4PXPsCVlx/jOD6YwTXHyO4/jDvz3Kz4PpjEP+bndj649Yf/h8S8dRwVdBjdz+hfmd3t3YPv93ax9apc9ve2D58btPLm9W5l596deRj72xX51bf99TwuWgoar71x4134O5f3ZPxse/59b3qfCox8rEf/cvj6lxPe8/wuTWPrlXntq8f/G9Fgn3tb3bgjh/fiYcfHgm0cf3B9cdsXH/wZ7k5f5YXmznSF4jIVGJaFEktCadtJBM6qo1sYE1EOBUZfiyZUtKHmtk+RERE5dlmWIJWk18HpPNee0z8I6TVBlmtp1ZVgxMREdH0S6d1E7Wxm/r1RzHJzHCzVKcRERWDJZ1HyZPValUDEN///vdnRGQ/+MEP4i9/+Yt6bnS080DPzXYnnnii+jePjipT6fX396vXVVVsU7f/YmdL/2Zs79+GSlcF/PuGo2/oeRPXPT/xCPplx1+BFbWHIJQMIZqKYkXNwZhbMe+A78eviznx62JO/LqY03HHHQebzZaRZVgKXH+YU7l938oa4M2eN9AebsWCyoWTet981x6Tsa1/KxZVLsY8xwL1d0q5fF1minL7fpkp+HUxH7OsPQTXH+Zk1u9b2ZJ8tesV7BzYjkVVi2EG07H+GJIIJ9Rrlz//tsRxLY7uaDcOql2BxVVL8r4Omf/7pZzxa1Je6w+G4IkoQ0e0HZ3RTjX0dChYJZZWL0elq3JC15C3k7cXklHttDrgsnMuBBERUTmRTahdAzsQTPTD5/RP+v3zXXtMlJqXAatqgSzBKiIiIppeelpX1VVm+j081euPqZhfZef8KiKaRRiwIqIM0VQE4UQQdZ6R/sxCFj9vm/929fhAhZlvW/CO4cWSGrJucw7PhSAiIqLyENdiCKVCiKQiqHZVT/r9R689DmT02mMyVeXSOYIbPERERKUhySN6erA9r1lkrD/SxV9/FDtY1RXthMfhhdfuLdl9EBEVk3l+IxBRyUkgSsrJk0Yqa4DprCVnY557/rjZTyvrj8RZi987fJw09gWs7O4pu28iIiIyn3AqjLiegN/hh81qy+sasvaQtcV49l97TJSR1mEDM5KJiIhKxdhXYWWz5LdOmCpq7yMwH7AUf/1RTP3xPhWs8jsCqHJPPjmIiMiMCvrrTGZSSZ/CbJve2c4TkblJcEk2lqScPFtQSjZ0qvprsNu9K2spvGQXyYJt9MaPZPy4rE44rc4pv38iIiIyT3XV3tBexFPRvNoBDpE1xRePuRRf+MtnkfQNznk40NpjMm2IbFbr4CbZpKf6EhERUaH0fRVWZmoJKGRdMb9iAXaHJr73UQpaWleJQU3+5pLfCxFRsRT002y8tmAHahlGROYj1VXSws85Tvu+nf07gKbMcxcd/hmc2HLymAWSarVjsaoKK7MtQImIiGjqxLQYwvvaAdZ7Gwq6lqwvEpEELL6Rc6cGTsdHT/5EQZszsklms9oHr6EXdItERESUB0lwlSorq8kqrEQoERxz7mMrPom3LDzNNMGhdNpQey6BUfPHiYhmuoJ+wk52A5pBLCJzk2BVykjBYXXkfJt+vQ/WUXXx0kpncdXSrAs2zUjBbrGPez0iIiKapRtQho4aT03e7QCHxBNxpKsNWPZ1M5e/KU4/5IyCN4t0Q1PrGAlaMWBFRERUmgSXhJ4w5czr7mB3xnFaS2N5/QrTBKuGZoBJwGr0Hg0RUdnOsJI/FCf7QkTmJgvFwYBV9gVYMpGEHhjZ0Ukbafz0jF+gJdCSszxdFnMOGwNWRERE5Raw0oqUMf3i6y/C6hj5syXdYcGi2kUFX1fuT4JpZtp4IiIiKidxLYqEZs6AVX+sP+N48TMrcu59lIqh2ilaYS0wOYiIyEzy+uvMMIzi3wkRlVzKSELTNTgc2WdNvPr6q3BUjPqxEbbA4/LmvJ6qsLI6OL+KiIioDANWakZUEQJWz259Bhi1NKlG4UPFU3oKA/F+zK2YD5/di0QiWfA1iYiIaPZUWMXSseHHRsLAyiOPgNmkYUDqq2yWvOsRiIhMhz/RiGhYQrUETKogUzZrNr2Ycewzxh+injI0lbVsZ4UVERFR+QWsjMEKpkJIl4bNtg0Z5xZVLi7w7oCOaDsqXJVqULnHkTv5hoiIiKZurSDVVTJtpND1QrFJYkvaPpKsnwppOPiIQ2A2gy0BLaacAUZEZPqAVTAYxG9+8xu89a1vna4PSUSTINVQsVRULXhytcZZH34z47jaV42XO9aprKhs4loMbrsbHrtnSu6ZiIiIzElPD1ZY2QvcQImkwtA8qZHrJnQsnLcw59pjMhtRNe5azKuYX9B1iIiIKD9JPYmkGklgvo4sfbG+zBMGEKzqL3j9MWUzrFhhRUSzyJT+RNM0Dffeey8++MEPoqmpCRdffDGefPLJqfyQRJSngcQAIqkIvA4vLJLilO1tfJmLtr2O3fjx2h+hN9aTdeGU1FMqWOW1M3OZiIioPCusCpsP1bff/Aiby4a/df8l69pjomSNItN1nTYnfA5fQfdHRERE+QWrgokBpPSkKWdeb962KePY1eDEz1/+cUHrj2KTKnR5KXStRURkNlPyU+2ZZ57B73//e9x1113o7e1V5+SHqMi1EU5EpRVNRVW2kDfHxk1/rA+WKmSUxDsCuX+ESB9qmV3lsecOgBEREdHsJBVMBvSCM3637MjcMCpWMM1htcNpwg0yIiKickiW3d6/Rf0+jutxOHKMJCil17e+DphvrFaGNNKqFSDnVxHRbFO0gNXmzZtVkOoPf/gDtm/fnhGkErJhPfqYiMxFAkyS3eR0j4pKjfL8huczji29ViCQ+3rqWnanaglIRERE5dVmWDah7JbC/9TYtG1z0TeMtKEZmybcICMiIprtElpcBa364n2qw0uNuwZms61rKzAXpjY0v8rCgBURzTIF/RXZ3d2NP/3pT7jtttuwZs2aMZVUo6sqGhsb8b73vQ8f+MAHCr1nIpqigNVg/+jsmzev7H454ydGVboaYQzkvJ5cy2lzwcWAFRERUfm1A0xrRRmgvqttJ7AQRQ+oScBKWgISERHR9FcGydZhracWVe5qmFFXohNml943v4oVVkQ02+QVsJIglVRTPfTQQ2pO1VCgaihINdRHdYica21tLd5dE1HRN26SWkItdHK17tkd3QlUjBzPr1yAN/HquBVWMrvKbWPAioiIqJykilhh1d7XXvSA1dCAd0msISIiouml9gwxuIdo1vuLu2JwwdyJLXE9AQssqi0gEdFsklcY/oILLsADDzyAVCqVEZiSxxUVFfjoRz+K++67D01NTcW8VyKaInEtjqSRe9iplJqH3aHh47SRxqELDht/gafF4bK54LZzM4iIiKj8Kqz0giusZD3RF+3DVLQikgpwSawhIiKi6TUYrjJUsMWM2va2wVE/knSTTplzvEl3tAt+ZwA2BqyIaJYpKO1xqJoqEAjgnHPOwYc+9CGceeaZcDgGN71tNv7QJJoJYlpMtQSUAFM2nZFOjE4uiu2JY9mqpcC67NeLazGVuSyLJ86HICIiKi8pfV+FlbWwCquOtk5Yso/WzPu+2iPtSOoJuFVSDavAiYiIppskxO4bJgIzWvPaWlhdI/n9trgDhmOwu5TZqtSq3FVo9LFYgIhmF2uhPyCdTic+/elP42tf+xre+973DgerploymcS1116LQw89FB6PB/X19TjvvPOwbl2OHfRJ+Pa3vz3c3vB///d/i3K/RDMjYJV942bjng0Zx9Z+G7y+3FnJcT0Or8ODgDNQ9HslIiIic5OqbVVhVWDG76uvvoLAQb6RE0Zh9xXTompu1cLKhah0VeVsg0xERERTRwIt8n8ztgSUqqW703dknKuwjpqNYBJD6yxpb8wEHCKabQqusJK2gDfccIN6WbZsmaqy+vCHP6wCSVMZrJJKrscffxwNDQ04++yz0dbWhrvvvht///vfVTtCeT4fr732Gq655prh6jGiciDt+yRgVeuuzfr8mzveyDiuslej2l2DS476kjqWx/tnMHvs3pwBMCIiIpqdemLd6In1IJKKoMpVWHnU2l1rYJk7splVGavCR075aNa1x0QzumWuVr23ES2BuQXdGxEREeUpLTko5mwJ+OeNmcEqsbBiIU464iN5rz+mglSy2yx2ONjRhohmobzSCo888sjB8tP95ldt2rQJ3/3ud3HEEUeogFVvby+mwnXXXaeCVcceeyw2b96MO++8E6tXr8Yf//hHFUC78MILEQqNzNuZKF3XcdFFF6G2tla1OCQqF0k9CU1P5Wzds7NnZ8bxvOr58Dq8OLb5ePUij/cfti7zsFw2cw8pJSIiouLqjHagNbQHbpsbjgLXATvDOzKOD6o8OOfaY6IBK6vFoqqsiIiIqDQkWIV02pQVVq3h1jHnjlt8fEHrj6mgWi/bGLAiotkpr4CVtN174403cNlll2HevHnDgauhXzZyvH79esTj8eH3+f73v4/t27cXfMOapuHGG29Uj2+66SZUVIyU5p5//vk466yz0N3djVtuuWXS1/7hD3+INWvW4Kc//SmqqorYMJ/IxGShoxlJNRg914KxJ9mdcbxi3opxr6kCVlZHwRtVRERENHNIQCipp1TVdjHmKYTcAxnHxy45rqDrycQMi9XGVoBEREQmmL9kxgqrcCKccRx6Oorjl54IM7YElKpxBqyIaDbK+6+1gw8+WM2Q2rFjh6p2ksokCR7tH7waev2f//mfWLp0qaqKKsTTTz+tKrcWLVqEVatWjXle2hGKe+65Z1LXleqw//7v/8a5556LD3zgAwXdI9FMohnjD0aX7+mkfyT4LFYdeuy4m1WGzLezuQoetk5EREQzhySsyItUMBWaNR0OhWFrGvlTJa2nccTClQVdU1VYwVLwbC0iIiLKnwpXyQwrmE8kNRKw0uM6GrY1mzLRZWgPx25jwIqIZp+i/NQ99dRT8etf/xodHR246667VNDHbrdnbRso1VmFePnll9XrY445JuvzRx99tHr9yiuvTPiacl+f/vSn4XQ68fOf/7yg+yOamZtLstjJvtBp72+D1TfyoyLZmcK8OfPQGt6LL/zrYvUij4fEtZhqA8TBn0REROVFZljq4yTBTMbrG16HzT0SWLKErOiOdWVde0yuJaBVVZUTERFRaSusYLKWgKpSPJ0cPtajBpYdvCzn3kcpGWldtTm2MwmHiGahopY/SMDn/e9/v3rp6+vDn/70J/zhD3/AM888U7SPsXPn4CyduXOzD0oeOi9VWOFwGH6//4DXlCCVzMCS1y0tLXnf24knZi8Tfv3117F8+XL09/fnfW0qvnzmnM1GA4l+xCMJWAwLEunEmOefe/3ZjGPHgBPJSBKJSAJRLarOyWP531AJvcPiBGIW9GPy/83z62JO/LqYE78u5iQzMW226fvjkeuPmWU2f98Gk0HEwzFYdOvwuiBfr65/BagbOfbpvpxrj4nSoxp0p45wMALdbpTN12Um49fFnPh1MZ/pXnsIrj9mFjN930ZDURUMkiqhhK2w9cJUVVcJPapj4aIFBa8/xpOMpvJ6v1RMg93uRCQYAeLmCvzNBmb6fqFB/JqU1/pjyupaq6ur8fnPfx5PPfUUtm7diquuugrLli0r+LoShBI+ny/r86MDVBP5j1kCYNKu8KSTTlL3S1RuEnoSmp7KmQ29qWNjxnENanNeS1oBRlMxVV3lM8kwUiIiIpoemi5zMfWiVDBt78ycfVvrri/4mmqGlVRYmbC1DxERUbkY7MRkvgqrqBYbE7BasnwJzCi9r2rcyqpxIpqFpmXAjMyb+q//+i/18uKLL8JMLr74YiSTSdx8880F99p/9tnMSpTRmUcScayqqiro+jQ1yvnrIhlNu1M7kXQmUeOrUTMn9tcWawdGxZ4W1S2By++CMz3ytk6vU50LJUNwW91ormpGY1Vhw9bL+etiZvy6mBO/LuYy3RnOXH/MTLPx6xK2hSBJx26HGy6nq6BrdWodGccLGxeq9cb+a49JMdJw+VyoqqrOuuaZrV+X2YBfF3Pi16V81x6C64+ZyQxfl+50JywpwO1zwpHj93EpaFpmtZMeM7D8iOXo0boLW39MwGSvKUE/t8eJ6qpqjmOY5d8vlIlfk/JYf0x7euGxxx5b0PsPVVBFIpFxK7BEIBAY91q//e1v8a9//QuXX345DjnkkILui2gm2hPahXAyrOZN5Nq4CVozWzkctvDwnNdL6Um4rE74nQduxUlERESzb4aVzMYsdIZVQk8gtSSz3c6K+SuKMpvCBqsph6cTERGVCwm2SNUzYK4Kq7autoxjl9UNt8ecwaDBuZx22DjDiohmobz+Wvv617+Ojo7MrMfJam9vV9eZrAULFqjXe/bsyfr80PmampoDzq+655571GsJWp1++ukZL//85z/Vcz/60Y/U8be+9a1J3yuR2cW0mBpgXuetz1mBZVTow8d6TMdRBx+Z83ry9narAw6rebKkiIiIaHpIoEkzUnBYHQVd58XtL8DmG/kzxYgaOGruMUXZ3JGWgAxYERERlY4KVqWlTa+5Albbd27LOK7wVMCsBgNWlqK0YSYiMpu80h8liPPzn/8cH/nIR3DhhReqgM5EPfnkk7jtttvwhz/8AYlEAtdff/2kPvaRRw5ulq9duzbr8+vWrVOvV65cOeFrPvfcczmf27x5s3phySHNNrqhI6ENZi8HnNmrEbd3boPFNrKI1Dp1VNXk/l5IGRoCNkfOai0iIiKavdnSUmmtp/WCK6xe2jm4nh/i2uotuN2N3J/8T+6NASsiIqLSGfqdbDFZhdXutt0YPbK7tiL3/G4zBKy4piGi2SrvvyZl7pO01JOXpqYmvPWtb8Xxxx+vWuvV1taioqICwWAQvb29ePPNN/HCCy/g8ccfx969e4d/QeWTTXHyySer6qnt27djzZo1WLVqVcbzd9xxh3p97rnnHvBaf/vb33I+94lPfAK33norfvGLX+Bzn/vcpO+TaCZkQScPkAX90uaXMo49iVHDrLJQWdUWO5y2wjKriYiIaGaRVoCyrig0WCW2B7cCo0Y5zHcuLEpVucvm5pwHIiKiElMNAdMwXYXVnsiejIBVc20zzBqsknaKrK4iotkqr78ov/jFL+KXv/wlUqnBgYRtbW24/fbb1ct4JEg1xOFw4POf//ykP7bdbsell16KK6+8EpdccgkefvhhFRwT8vHvv/9+1NXV4aKLLhp+HwmWfexjH1OPN2zYMOmPSTQbxbUYUnpi3CGnmzs2AaNiVPWOhuHHLrsbKxuOGn4s39/SElCuJ20BiYiIqHxEUmEktDictsIHkQcRHH6cNtI4fO7hWdcek70/n9OPKhe7JhAREZWSbA2ascIqVDGQcUfHLFhV8PpjqpKPbarFMQNWRDQ75RWw+slPfjIcNLrrrrtU4GqoYmp0UGrI6PMSqPrgBz+I//mf/8HixYvzuunLLrsMjz76qKrYWrZsGU477TQ1E2v16tXq+tJyMBAYaXEWjUaxcePGvD4W0WzVF+9DJBVBwJm7L3N7tC0jYLWofsnw4zpPHS5d9bX95lfZ4WB1FRERUdkJJ8Oqislr9xScNaw5tOENIy2s46BDD8q69pgMubcKVxX8OdogExER0fRQDQHVXEnzBKz6Y/2wjMppSfVrWPX2Ywtef0yF7mgX/I4AbAxYEdEslXezUwk2/f73v8eePXtw7bXX4sQTT1TVT9nIeXn+e9/7Hnbv3q3eL99glXA6nXjwwQfx3e9+V7UfvPfee1XbQWkDKPOo3vWud+V9baJyIJtBoWRIbd74HL6cbxdGKOP4sEWH5nxb3dDUgsluKbwVEBEREc0sCT2uXtwFBqwk8DV6HIMW1LBo2aKCrilJNbL28doLn4VFREREhZFglcmKq/Da9tcyT3RZ1N6jWdswV3tq0OyfU+pbISKaEgXvLNfX16uKJ3mJxWJ444030NnZif7+flRVVaGhoQGHHnooPJ7C/njdn/ziuOKKK9TLgZx++ulZK7/G87vf/U69EM1GuqEPD+kcL6tJ9+mw7Ytrp7U0Vq44Mvfb7huyzgorIiKi8qMZuloLFJrtu33vtoxjW8oOl9tVcBtkt809bpIOERERTQ/ZizBbO8A3d76ecVyJSpiRJOFIO0CXzcV1DRHNWkUthZCg1KpVgz1eici89LRkGg9WROWyu20PbJ6RFGd9wIA/4B8+7o/34R/b7lOP37P4bFgtVjX0sxjD1omIiGhmkWCVbhhqPVCIjVs3ZRz7bbnXHlXu6gldUyrK3Q6vmmFFREREpSPJ5IaMFDFZwGpn705g1LJiTqCl4PVHMQ3NDJc1jd3qhNte+MxQIiKz4s4yUdlmQY+/qbR245qMY1cys4WOzL96eMe/1OPT570NXodXtQN0WFlhRUREVE6GNlGsFkvB8yh2tG4H6keOq701OdcekwlYqflVzEQmIiIqeXWVTLEy0/wq0ZPqyjhe1jw4P7OQ9Ucx7QnthoHBzlF+hx9OGwNWRDR7FRSwkvZ/P/vZz7BmzRqEw2E0NTXhzDPPxBe+8AUEAhxoTDSTs6Bf6H4W8I4cV9nHX5TJRpWUpbPCioiIqAwrtw294Ooq0dbTmhGwaqppLngmlhU2BJyBgudrERERUX40I4X+xIDaN1ABK5NVWMXdcVhH3dPRy4+GmRKDknoKS6qXqBbHFosV1a7pD5oREU2XvHeWf//73+Oiiy6CruvD86E2bdqEJ598Er/61a/w8MMPY/HixcW8VyIqEiOtw8D4cyY6HG0Zx4dVHD7uNRN6AgFnBTN9iIiIyrFyGxKwKmx+lehJdsM2asNoUfPCgudXBVwB1HrqCr43IiIiyk97pB27g7uQMlIwitBCuJjC8RCsFSNrj1S/hsWLzLOfmUYaNqtVdbNZVjNS+UVENFvl9Rti8+bN+MxnPgNN01SwSkp5h8p55XjHjh244IILin2vRFQkuqGrUvxci8SknoThkFL9QamBFE5afvK415OMH4/dC699VFkWERERlU3ltt1aWMBKNrDSi/SMcysXH1nYNWW9g8FNHiIiIipdhdVAYgDRVBSyfdjgbYBZvLDxhYxjW8gGq9U8ATVZy0hFWjESg4iIZoK8fgJLG8BEIpERpBp6GTr34osvYvXq1cW9WyIqCk0qrMbJagomBjKOkz0aFi7NneGcNJLw2N3wO32m60VNREREU0s3NFW9XWi29IOv/RP2wEgDiLSextzKeQVdczBBxwKbiTK5iYiIyrEaO502UOetQ42nFi575ozsUnpszyMZxxVGFcxEPm+yxpL1DBFROcjrL7fHH398+PHhhx+OW265Bf/4xz9w9dVXo6KiYvi5xx57rDh3SURF31gar3XPjtadGccO3Qmnyznu9WR2FdsBEhERlZ/WcGtRAlaP7X0449gRcRY8G9OAAavVzqxkIiKiUldjp8cfS1AKktiyN70749xy5wqYyVCFlSW/LVwiohknr78ApeWfqKmpwRNPPIGqqsHsg3e/+9045JBD8P73v18d79yZuelNROYgC0UZjm5zZF8sbt6+KeM44PQfsGLLbnXAac0d1CIiIqLZJ67FVXufvkQ/qlyFZST3a/0Zf53MTS4o+P6kVaFkJJtpVgYREVG5kcQWfZyxBKUi3WXS1vTwcbw9gWMWHwMzMZBWiTcyx4qIqBzk9dMuFAqptl/HHXfccLBqyJlnnjn8OBwOF36HRFR0CS2OpJHKOc9h534VVjW+2nGvJzOs7Ba7CloRERFR+eiN9yCqRWC32FDpqsz7Ogk9gZQ9mXHu1MbTC76/tFRYwWa6jG4iIqJyInsG6neyyQJWvfHejONERxJLD14Ks7UElG6ArLAionJRUI8Nn8835pzX6x1+LDOtiAimKyePajHVxi9XwKqtpw2oHzluqmka8zbN/jn42Tt+qR73xnphtzngtLHCioiIqFxEUhF0RtoRSUZQUUCwSnRHuzOOQxsjWP7+ZTnXHh67Z3IzrKwMWBEREZUqWKUZmimTRzpDnZknIkB9Y33B649iMtL7KqxM+PkjIpoKhTWFJ6IZJ6bFVBazBJekUjKbnnAPHBh5bv6csS15JDPK5/AhlooiqSdUhZXTxgorIiKichHXYgglw4hpUTT5xya3TEZ7qDXjWO8z0Dy3OevaYzKM4UHlzEomIiIqBfldbMZ2gGLr7i0ZxxX2qjH7JPmsP4o+w8piybl/Q0Q02xQUsPrLX/4Cmy17hF+qq7I9Lz9gNU0r5MMSUQG6op0IJ4PwOkaqIUfTdR2JQAwOjDy/dG72knjJkuqIdqLZ34wKV4AtAYmIiMpIytBU1nStp7bgTahNuzPnZ/otAVgLnNUgf49IwweuT4iIiEpHT2tIp3VTVgjt6twFjGoU01DRALNJywwraXBsws8fEZHpAlYHavnHloBE5hNOhhBKhrCwclHW53ds3wHvYvfwcVpPY1lNZksekdST2N6/FcFECIsqF2FJ1di3ISIiotlL01PQ0hpc1uxJMJOxo3M7MGofptHXmHXt0Rreqx7P8bccsBWxZCTLgHIzZnQTERGVi72hvaatsOqItGcErBY0LCh4/VFsrLAionJTUMBqsj8sGcAiKi2piNKM1LitcZ7b9CysjpHnXP1uuOwjAazRlVrfe/676vFBtTdx8URERFRmtHRqcCaFtfAu453hDmDUGKwF9Quzrj2uevq/1OPvvOV7aAnMHfeacT2+b+aD+TbIiIiIymksQUekA1XuKphN0DqQcXzoosMLXn8UW1qCfbCwwoqIyoa1sBYbk3shotLS0zo0VYqfe2NpffebGcdNljkHvK4ZM6WIiIhoaqX0lFpb2IuwgRJMBzOOD1l4cMHX7Il1I+AMqKAVERERTT9pHSxJs2kYqHZXw0wk6cbw68PHelTHyhVHwGwMpGGx2pgkTERlI690SMMwin8nRDQtCzLdMGC35t646bC0ZxwfWn/YAa/LjSAiIqLynGFVjAorSWzTvRosGNyIMVIGDjt6bIZzPptkFc5KtARaCr4WERERTZ60DpYXh3V62+hNxPbObbDYRoJAqU4d1bXmCqoNtQSUFGFWWBFRuWBZBFHZBaz0nBVRsmGU8iVGjrU0Tlhx4gGvy1Y7RERE5UXmOSQ0ablnKbjSurW/FRbnyIaR1qujobGwoeeypjHSaThsDrjtnoKuRURERAVUYxv6uEmzpfLylpczjj2JwmdyTsUeTiQZUWMa7FZHqW+HiGhacJeZqIxIKb4OPWcmdF+kDxb3yIZRsieFefPnHfC6bAlIRERUXtrCrYhqUXiKEAx6YePzGcfOoKvgtjeqVaHVBnsR5msRERFRYUmzZqwO2tyxKeO43lVYssxUSOgJeOxuVLtq4Hf6S307RETTgrvMRGW3WNRyLhZf3fxKxrEj5pzQhpHNhNlSRERENDViqSh6Yj0IJoLw2AvPRn6z/Y2M4zpLfcHXlICVrHfs48ztJCIioqkl7QDV72ST7RnI3shmz4aMc4tqF8Ns1P6N1QaPg9XiRFQ+GLAiKiMqYLVvAyebDbvWZxxXWisndF3OsCIiIiofKSOFhB5XLwFnoODrtUfbMo6X1Cwr+Joqm5sVVkRERCXdf2gN7VHrBrP9Pn5i12Njzh2+qPD5mcWmy/wqJuAQUZlhwIqoDCuscvWP3tW7K+O4uWLOhK5r448SIiKisiHDv420jgpXRcGt+0TECGccH7L4kIKvOZjNbTfdBhkREVG5kHZ2MS2GYGKgKBXZxfRM61MZx2k9jZUHr4TZcD1DROWIP/GIyrF/dI7FTnesK+N4SdPSnNfyOfw4c+G7UeWuRoOvsej3SkREROYkmydGOl20GZaaUxtOfkkbaRy+InuGc6WrEucffOHw41ySehL98T74HX5u8BAREZWIJMvqhqFmLzltTpjFSx1rsa1/a8a5vtvD8J/tL2j9MVWfQ5fVnXMPh4hoNuJPPKIyIqX4ejr3DKuoPQLHqB8LRyw9Iue10kjj7QvPxOKqJajzFj5rgoiIiGYGSX6RCqtiBKwGBgZg849cxwgbqK6pzvq2fmcA71z0rgNesyfWDbfdg0p3NardNQXfIxEREeWZ4ILcIwlK5cHtD2Qcx9sSmGddkPPtJ7r+mApD87+YgENE5YR9vIjKboaVkXXBGIvGYKnKLIlf0rJ03Ewfh82h2gERERFRubUElAqrwjegXlv/asaxPeko+JqaIe0KK7G4arGpMrqJiIjKLsHFKE6CSzEFE8GM474XB7BsRe69j1KJpqKIpWIMWBFR2THXbw0imtLFomak1GIx27yJNze8Abt/ZBFkiVhUQGq84Jddhn9y4URERFSGGdMyBLzwPyXWb1ufceyzZm/HMxlS/WW3WE03L4OIiKicaGl9MGE2xwztUonrsYzjtnu7sOSgJTCTlJ5CZ7RDJeA4LA7YLdx3IaLywZ94RGUiqSegqXaA2b/tX97yEjBqj8irjb9hJIunn6y9AS67Cze87WeYVzG/2LdMREREZq2wKlLG9Lb2bcCoCu9aX23Ot+2ItKu1h/jyMV9Fo68pZ0DNYrGZrgURERFROZGuLIMJLub6fRzTRgJWelxHWktj2cFLC15/FJMkGzutLtR76zG/YqHpgn5ERFOJASuiMtEZ7UQ0GYEzR9XUls4tGQGrJnfzuNdL6Am0RVqHh5sTERFReZB5mKolIMZWbE9Wuz64lhiypH7puNXdreG9w4+zSafTSKcBh9WRtaKciIiIpockkEjQymailoCyTkhoieFjI27AZrNh0bJFBa0/pmp2VbWrBpWuymn5mEREZmGe3xpENKWLslAyiN54H2o9dVnfpjPVkXG8vHH5uNeU0n4iIiIqP7ohM6wKr7CS9UmydmTTSJy4/KTC7k3aAVqtppuXQUREVJYztA1zVVhJ4m0a6eFjPWZg4dIFcLrMNfNyaPY4RzAQUTniX3JEZSBpJBHXE3DY7DkXPHF/Zh/no5YdnfN6A4l+WJm1TEREVJYkWGUgXfAGVFt7KxwNI+sSI5bG4volBbcrlPuys3UOERFRyURTUURSYdUS0EwVVqPbAQo9bmDpitzV3aUyVJnGVoBEVI7M81uDiKZMLBVDUkvCZXNlfX5P+x44WxwZZfFLGnIv2vrj/aj3Nk7JvRIREZG5SRVTMSqs1r65FhbrSAKMI+ws+JpybxKwyjWzk4iIiKZeMBlET7RHzWKyW7OPJSiF+H4BKyOuY9nBy2A2Qy0BWWFFROWIASuiMhDX40gaCThzBKye3rA649jR7cqZyZPaN6/Ka/dOwZ0SERGRmemGjriWUO38Cs363bBnQ8ZxtbWmwLsbrLBiRjIREVFpyb5BKp1Cg7fRVDMl41o841haAi472IQVVvsqxqUtIBFRuWHAiqgMSBZRUk/AZcvel3lL+5aM4wZLU85rxbQ4PA4vvA4GrIiIiMqNzH6QVsPOHGuKydg9sCvjeF71vKIE1KxWbvAQERGVUlJPQtNTcJisQihbS0CzVVjJWiaSDMNmtZuqOo2IaLowYEVUBiSLSAJWuSqs2kPtGccL6xfmvJae1mC32OCwcOFERERUrkkwxQhY9dv7Mo4PnndIwdeUVoU2+Z/JNsiIiIjKScpIQUtrpvt9HEmEM44tmgVz5s+BmYSSQZUg7LQ64LRx34WIyo+5fnMQUdFphqY2l4x0Omf/46A2kBG9PmjBinGzfRw2JzwOD1bUHKzO5ZqNRURERLOwwkqXCqvCfvfHU3FYmtOyVaSO00Yaxy8/Ydz3cVgdWFCxcPhx7pkPkpHMP3OIiIhKQdoGS0tAadNrtt/He1r3ZBxXeCthtVoLXn8Uk5bW4XH4UOOpZYUVEZUlc/3mIKKiCyfDKmDltrtzLyZdSbgwkil9+LLDx108uS02zK9YgN+ffeeU3DMRERGZkwSrdEODo8DWwM9vfA5W18gGkdEOVHgqxn2fBl8jvn3Kdw4488EpQ8ot/DOHiIioVEmzKUMzXbBK7Gnbm7ETWltVe8D3mcj6o5hkneWyulHlqpq2j0lEZCYztiVgMpnEtddei0MPPRQejwf19fU477zzsG7dukldZ+3atbjqqqtwyimnoLq6Gg6HA3PmzMEHP/hBPPPMM1N2/0TTWU4eSUXhc/iyPr9n1x44akZWbOlkGtW+6nErrCRzeToyi4iIiMiELX6Mwlv8rNn5YsZxZbSqaJs8NqvVlJtkRERE5UBmXcp6wYy/i/f07s44bq5phtlohg67jfOriKh8me+3xwSDVWeeeSYef/xxNDQ04Oyzz0ZbWxvuvvtu/P3vf8d9992nnj8QTdOwatUq9biyshInnHCCev3GG2/gz3/+M/7617/ixhtvxJe+9KVp+FcRTY2EHlcvVe7sG0Evrn8RVudI7Noed8BiGWzPk3uGFRdPRERE5SilNqG0ghNXdkS3A6NyaRb7lhZ+c0MtAS022K22olyPiIiIJielp1QCiRmrnXu07ozjg1pyj0MoFdlzGVzLmO/zR0Q0HWZkhdV1112nglXHHnssNm/ejDvvvBOrV6/GH//4R6RSKVx44YUIhUITupYErP7yl7+gq6sL//znP3HHHXfg9ddfxy9+8QsYhoGvfvWrWL9+/ZT/m4imimRBD23eZPNq58sZx/V64wGvZ7PaEE6G8LvXfqNe+uOZQ9OJiIho9pFZFEk9hTQMWC2F/RkRsY0MPZf5VUctPPqA7xNKhvCPrfepF3mcsxJcJdZwk4eIiKgUNKnGlqCLCX8XJ9zxjOOjVxxTlPVHMQ2uZRiwIqLyNeMCVlIVJVVP4qabbkJFxUiv+/PPPx9nnXUWuru7ccsttxzwWna7HS+++KJqJSitAEf73Oc+h3e+853QdV0FxIhmKgkwyQaTBJmyaUu1ZhwfUnvouNeSDSqnzYHeeC9+tu5G9dIT6yn6fRMREZG5SHsfeSm0ukqtTVz6yHUHNBx8yIEznIOJAfx54x3qRR5nI0k6VqtNBa2IiIioVO2DzdcScCA4AFvVyDaoHtYxv3leUdYfxSJ7N0Y6DafNWXByEBHRTDXjfvo9/fTT6O3txaJFi4bb+Y324Q9/WL2+5557Cv5YK1euVK9bWzM39IlmCsnMGQoy5RJzRjOOj1t+XM63jaYi8Np98DsCRb1PIiIiMr+4FkdKT8JhcxZ0ne5gd0b7YSOcRkNTQ1E2eQCLCqiN196YiIiIpk5ST6p9CIfJAlZr31wLi3VkfWALm2/Mgfq82RymC/YREU2nGRewevnlwfZlxxyTvWz36KMH24m88sorBX+sLVu2qNdNTU0FX4uoFKQMXxunHWAsHoO1cmTBpkd1LFu4POf1YloMHrsHAScDVkREROUmrsWQ0BNwFRiwWr/lzYxjd9pVlADT0OaYVIITERFR6SqsVFs7kwVd3tj1esZxJbLP+S6lpJ5Q1VWy70JEVK7M9dtjAnbu3Klez507N+vzQ+elCiscDsPv9+f1cTZt2oR//OMf6vG55547ofc58cQTs56XmVjLly9Hf39/XvdCU2Oic85meiZ0IpyAJWFFwpoY8/zaN9bCYh/ZILIEbUhFUzmvl4xq8LiAeDiBUDSU8bnstxTnv+9y+LrMRPy6mBO/LuYk7YRttuyJAlOB64+ZZSZ/3/aEexAPxeB3+pHQxq4rJmrD5o2ySzTMbw+o9cqBJKPJjMcJS2JMQM2atCIV0Sa9LpnJX5fZjF8Xc+LXxXyme+0huP6YWabz+zYUDCIZ0WBY0mN+V5fSjq7twKgtwiZvc1HWH4VI7rf/0hcdgNvuhhbV0G/we6hU+HvOfPg1Ka/1x4yrsJIglPD5fFmfHx2gyvc/5mQyiY997GPq9QUXXDBctUU00+iGpjKbcrUEfG3HqxnHfn38AK8hg1M5/JOIiKgs1xTSGjippwpuCag2jEap89ejGFRVudVe8IwtIiIiyo9hGEjqGoA0rCZrz9vr6M44Xta4DGZLOJb1lsvmgsvmLvXtEBGVDHeds/jsZz+L559/HsuWLcPPf/7zCb/fs88+mzPzSCKOVVXmKzcmzOqvixHTYU1a4NQdcHldY57fFtoKjOruN7diHlz+sW83RNd0eAIe1FbXYmBU5nIgECj653E2f11mMn5dzIlfF3OZ7gxnrj9mppn2demOdSMejcNb4YHX5y3oWp3VbRnHC+YsGHf9McSZHgmUOb3OMe/TNtCKKk81qqqrUeWpKouvS7ng18Wc+HUp37WH4PpjZprqr4tUO9sSgCPtmNDv9umyJ7gbmJvOOHfSkScXZf1RDHLNeGKwir3CG0BzXTPncZoAf46ZD78m5bH+mHEVVkMVVJFIZNwKrKFN9Mm67LLL8Lvf/U61FnzooYf4jUAzWjAZVHOnnLbsC6oedGUcHzF3Zc5rcZA5ERFR+YqnYirz1+vI3uVgorqiXUBt5obR4YuOKPDugFgqCqvFBo/DU/CMLSIiIsqP7D+kZKakyeZJrtu+NuM4uUlDc3UzzERTc79saPbN4Z4LEZW1GRewWrBggXq9Z8+erM8Pna+pqZn0/KprrrkG3//+91FfX6+CVUMfi2gmSupJDMQH1AaOZOnsT9M16LVSqj8oraVx8mEn57yelKZLK0AZZk5ERETlJa7HhgeBF2Ljzg0Zx0YkjaPnHlOUAe8euxseuxd+x+ST1oiIiKjwPYjWUCtCySDcOZJmS2Xrnm0ZxzWJOpiNLq2NOYKBiGjmtQQ88sgj1eu1azOzI4asW7dOvV65MnelSDY//elP8c1vfhOVlZV48MEHsWLFiiLcLVHpdEU70ZfoVcGqbDOsXtn2MqyukfN6p4Gqyurx50KoxZNjuH3gHefcPfyYiIiIZqeeWDeiqagKCjmtBQastmcGrHztgQlnETd4G/Cdt3xv+PH+mzx2i12dZ1YyERHR9OuMdqh9CIvFikqXuboVtfXuBWpHjufXz5/w+463/igmw9BhdzBgRUQ0434Knnzyyap6avv27VizZg1WrVqV8fwdd9yhXp977rkTvuatt96Kr3zlK/D5fLj//vtx1FFHFf2+iaabtO2R6qp6b/ZB5i9ufiHj2B+vGPd62nCF1WDASgaBLqleWsQ7JiIiIjMaSAygNdwKh9VZcDBoR9sOYFQHnqaqpgm/r8PmREtgbs51iqxNuMlDRERUGik9hbgeR42nxnTJI73x3ozj5QuXF2X9UUySfCPtjSVRmIionM24loB2ux2XXnqpenzJJZcgGAwOP3f77bergFNdXR0uuuii4fMvvPCCqpjKVjX117/+FZ/61Kfgcrlw77334qSTTpqmfwnR1EoZSWhpCTJl7x29tW9LxvEC7/gtMDUjpdoBFtoKiIiIiGYWI62rl0ZfY8HX6hjoyDhe2LwQxbB/Yg0RERFNLz2t7at4Nl/AJYZoxvERKwqfnzk1LQHtOfdwiIjKxYxMQbzsssvw6KOP4vHHH8eyZctw2mmnob29HatXr4bD4cBtt92GQGCkd300GsXGjRvHXKezsxPnn38+dF3H8uXL8X//93/qZX8S6Lr88sun/N9FVCzpdBoJPQkjbaihndn0GpkZRocvOOKA2VIyF8K5rxe1BLD64n3qcbW7mosqIiKiWUpPG2pNka3F8GQNJPvhhXv4eMXigycVlAolQ+pxwBnIqKaSyvIaTy3XI0RERCUiv6eNfVVCZtLb3Qtr1cgaJm2kMb9pQVHWH8VgpNPojHaqPRfZv2G1OBGVuxn5U9DpdKo5U9dffz1+//vfq8oov9+v2gBeeeWVOProoyd0HQlkJZNJ9Xj9+vXqJRsJiDFgRTOJzJgYyjTORjadtEAKVgyW6RspA8cde/y414xqUQRclcMVVjsHduLD975PPZZZVmwPSERENDvphq6CVoUGrPp6+mB4jIxz8xomPgezI9KOb60eXJPLLImh9jwDiX51bzLDips8REREpaEZ+rhJs6XyyCsPwe4buSdr1Dape8y1/iiWpB5HMp1Es38O3Ha36dopEhFNtxn7F50Era644gr1ciCnn366qjjZ38KFC7OeJ5rpknpyXwu/HO0AW7fA6hxZBGldOurrs8+6En3xXlhggZMtAYmIiMqOZEunUXjAas2ra+Bf5h05oQO1nrqC7y+hJVDjroXX4WPAioiIqARUUqyRKko1drGt61oLjBrZ3RCb+PzM6SBJQU67E9XuGiyuWlLq2yEiKjnz/SYhooKFkkHEtVjO4NIL61/IOPbGfQe4XghN/mbUeuq5EURERFR2G1AyU6HwbOk7Ir/POPbHKoqSCCMzO21W+7QMRCciIqKxpMNLMaqxp0K30ZVxfGzd+N1lppuqSoMNla5K7rcQETFgRTQ7yWwpCVpVOEelEY2yoTWz/WWzd8641VpSh+h3BDCvYn7R75WIiIjMXV1VjPlV0rZPt+oZ55YElhatZSFnPhAREZWOrgJWkuBirt/FskZI+QZHgQgjaeDEI0+CmQy1UZTkGyIiYsCKaNaRMvyEFgdggSNH1nJbrC3j+JB5h+a8XiQVht/uV9k+REREVIbzKKDDUuCfDZ2RzjHnzlv5ARSDbJDZLTY1w4qIiIimn1Q7G4YGm8kqrDbsWQ+LY2QcQqpDR/Mc87UEHJzFaa7ZX0REpWKu3yREVLC4lkBS5lfZss+vMgwDCX8s49yJh+fOMIqkIvA6fQjkqNYiIiKi2Uuyfo10uuAKq61tWzKOIy/EMX9O4ZXbMo9WNwyVpGO2Ie9ERETlIqWnoEkCicmqhP755v0Zx/5kABbLSADLDNKGfN5YKU5ENIQBK6JZJqknkDKScFqzV1e9uu1V2KtHNnT0AQPzG+ePu/CUa3kdo4akExERUdm0BEyrFj+F/dmwfmdmO+J6V0NRgmm98V5u8hAREZVYykhB0zXT/T7eHNuUcbzctQJmI7XsVoutKPNCiYhmAwasiGaZUDKkgky5KqxWr38i49jXlzvDSDaCZH6VDEQ34/BUIiIimoYh6kbhM6x29+7KOF7cuLgIMzt7VaJOlbs6Z6IOERERTVeFlbkCVrKfkXDIuIRBWljDKSveAjORtsZJLaECVnZr9j0cIqJyY57fJERUsLgWQ3esG6FkEHMDc7O+zda+rUDdyPHSwLJxB6fKgtORZdFZ6a7Cxw775PBjIiIiml2k3V5ntBMxLQaX3V3QtfqMvozjlQcdOelr+J1+vHvxe9Vjn8OH/kQ/Wvzz0OBtQJ23vqD7IyIiovwljaQKWtld5gm69MX6MtL0kz0pHPbu3PO7J7L+kMfFFE6G4bF71L4LWxsTEQ1iwIpols2vSmhx1b5PZjlkM2DJ3DA6dtmxOa+XMjQVrMp2rTpPHb58zH8U4a6JiIjIjDoi7Qgm+tU8yxpPTd7XSWkpGJU6rBis6DaSBo5fecKkr1PpqsKHVvz74DX1JILJkNo4mlsxL+97IyIiovzEtThaw3tVJVNMi0I3WYXVhu2Z7YgdCQf8AX9B649i09MG3A6P2l9hVxsiokHm+U1CRAXTpG+0WiRmz2qKJaJIVxmw7Nsw0qM6Vp1+7LhtgGyqwso8WVJEREQ0PeJ6HD2xXnjs7oI2oNZtWAurY6T9cLoHCPgLy1CWzTErrKbaGCMiIion/fE+7A3tUR1ehphpDtNrm14FXCPHVa78k2+mSjot+zNWBJyBUt8KEZFp8C88ollWhi9BK5dt1KpslKdfewYW26h5Vb1WeL3enNeLalFVnp7rekRERDR7yZpCsqXrvE0FXefp9U8DvpHjCqOqKBnJNqvVVBtjRERE5bb/IGMJ/M6AatUrSSS55mOXwpY9W4AlI8ctNS0wY8DKarGoGVZERDSIASui2Tbo1NDUYjGb5zc+C1SPHNch97wHuY4sPpt9zWqY+f6k9P87z/y3evytk67CHL/5Fn9ERESUP1kLaIZecBXTxvibGQGrg2pW5HWd7mgXfvvar9XjD604H267h/MeiIiISiSpS8KshmqHF84cIwlKqV1rgwMj64RDFh1S8Prjk4d/uqhzMw2kYbFIAg7bARIRDWHAimgWSakKq9wtAXeEt2cErA5rPnzcxadUVkm2VLaNqlgqhhfanh9+TERERLNHOp1WiTBpSOZv/psosi5JVMWH2xEbKQPvPuo9eV0roSfwZs8b6nFMi8Hr8LHCioiIqIT7DzL32m4x39Zid1c3rPMzz516+OkFrz/kcbHXW1KVZmUCDhHRMIbwiWYJmeUgQ0/VgjFLgMkwDMQD0Yxzbz36beMuPh1WJ9w295TcLxEREZmXtAJUsywLDAi9vvW1jHbEqTYdSxYtLkoLHclGZsCKiIho+vXH+5HQkvIb2ZTVzo++8ChsnpH7svbaUO0Z2zmm1FRiEFhhRUQ0mvnSIIgoL33xXkRSUVUVlS0T+qU3XoK9auRbXu83sKhl0QErrFx2zq8iIiIqF5Lpuze8BwOJAWjp7Ekwk/Hcq88BnpHjKlQVZb6FLhs8VrspN8mIiIhmu+5YJ7pinTm7u5Tay9vWZcyvarabc4SBMVRhxQQcIqJhDFgRzZKh6LuDuxFM9MPrGLUrNMqTrz0hu0TDKhLjDzxP6in4nRVwscKKiIiobCT0ONoj7eiKdKi5Cl579nXFRL3W/2pGwGpB7cKibfDYVEYy/5whIiKabgk9iUgygoWVxfm9Xmy7grvgGNVU6vD5ucchlJJUjFshAStWWBERDeFPRKJZIJqKIq5F1TyHSlf2QNTG0PqM42U1y8e9ZlJPwGl1qCorIiIiKg+aoUM3NFVd1ehrRK2nLu9rSZVWpD6Yce7IZUcV4S6BpBaHzWqFnRVWRERE054wm9QS6vewGSud17e+CcdRmdudq1YcCzNWtafTUBXjREQ0ggErollAZldJC79KV2XWzBxN1xCri2Sce+fKM3NeT2ZWWC0WuO0eUy5AiYiIaGoYaV3NxZQ1gCStFNK+74Vtz8NiH3l/PWLgrYflnp85GRZY4LS6TNuKiIiIaDaSNUJvrBdJI6VmXpuN7GX87OUbM08mgfmVC2DGz6VVgn5FaJVMRDSbMGBFNAvE9TgSUhGVoxrq2deehdUz8u2eatdx8MKDc15Pgl8Oqwtuzq8iIiIqK7J5ojZQitCaZu2GNRnH/p0VcNqLs7nlc/pR72uA287WxURERNOlPdKGncEdiKYicNrMlzSyvudNRBHNODc3vAAOE96rrLckMcjC+VVERBlYd0o0WyqsjBRctuybQKtfeQKoHzmu1cdv7yOtBSVY5bZ7c76NVF7VeQYvyiosIiKi2UGXCiukYStCwGp7zzZgzsjxEXOPLOh6EkSrclWpe/Q4vKgroF0hERERTV5CS6An1qPaAjb7R/2SN4mXOtaOOff+wz5YlPXH0ONC2wBGtahqv9wb74XdIpO2WGFFRDQaA1ZEM5wseBJaXC0Yc7XF2dy7OSNgdfjcI8a9XjgZQpN/DqpclTnfbmHlIvzzQ48WdvNERERkumzftKEXvCETT8UR9Udgx0hSyxknnlHQNWVj7Idv+wl2DOzAosrFcNlYXUVERDSd9LSmEkfm+OfAkSNhtpS2dm3JON77o04c8a/c+x8TXX/ccMbPUAyRVBh98T647G41f9xr86rRDkRENIIBK6IZLiUDT1Wwyp51zkQ4FEayLg4nRoJZb1/19nEXUBL4kmCVzK8gIiKi8qGnDfXiKHAA+D3P3Q17xUiwyug3sHT+0oLvL67F4LG74XN4C5qvRURERPnNiJJ5l1aTtrHrCLdjVK4MVh2ySs2JMgvpZlPhqkS1uwa1njrYE3a1l0NERCPM81ObiPKS0ONI6Qk4clRX/euJf8FZO+q5sAUL6hbmvF4oGVLBqqF2f0RERFQ+ZBPKgAFLgX8mPLf72YzjOcF5BQeYZJOsLdymEmp8Dn9B1yIiIqLJ0wxdVWObcSxASk8iYUsMHyf7Ujjl9LfALOTzFkwE4ba5sLhyMZp8TQxWERFlwYAV0Qwn/aPjWgJOmyvr849ufjjjuDk9J+eGkbQDHJxf5YXfGRj344aSQfx9673qRR4TERHRzKfv24gqpCWgvH+vsyfj3DsOeVfB99Yd7cbG3o14o/t1gPMeiIiIppX8fpdRBIW2DZ4qL+15KeM41ZPCSaefWPB1o6kInt6zWr3I43z1xLrhsXvV3g272RAR5cZQPtEMFtfi6I31IpwKoSUwd8zziXgC/XU9cIxqB/iOw96Z83rJfZVa0mbnQJk+nZFOfPupb6rHd5xzNwLOioL+LURERFR6MpciXWDA6u41f4XVOxJQSrancOrHCs9w7ol34a6Nt6vH71z4LtR7WQ1OREQ0XaTSWdoGmzVg9cvXb8rIZ/EjgKqaqoKvKzOnfv3qL9Xj77zle/A6fHl//qrc1aj3NrCtMRHROMz5W4aIJiScDCGiReDNEWB64IkH4BjVDjAdSuO0Q96a+3qpsFp8Hai6ioiIiGYnyZzWjcI2ox7b9UjGcX2kEXZ74XlyKT1V8DWIiIgo//nZkthis5gv9z2YGIBh0TPOLW1aBrO1U7RZrWp+FRER5caAFdEMFkwGEU1G4MuR4fPIaw9lHDcbc8fdgJL5VRVOGQBaXfR7JSIiIvOSrN/OSIdKhtHTGmx5BqziqRjCrpFWwXrCwLmHnFdwC6JYKoq4PjKXgoiIiKbX9v5tqitLvmuEqfRm65tjzn34xPNhtjmhNtg4t4qI6ADM91uGiCacAS1ZRAk9nrX/cV9fH3rruzLOve2Qt+W8XkJPwGqxwe/0s58yERFRGYmmonij63Vs69+C3aHdqtLaYXPmda2HX3wYFutIm5vEziROecvJBd1fW7hVzewMOFgBTkREVLr5VRq6o12ocFXCbB59MbO6G2tsWDJvCcxEVadZbbBZbKW+FSIiU2PAimiGag23qoooj8ObtWrqpod/Bmf9yGZTOgqcftjbcg5Y3xPcDa/dqwJWREREVD4iqTAGEn1oj7Sj0duIWk9t3td6ZN3DGcfz3PPhcI60J86nDaAk6cytmKdeiIiIaPol9SS0dApOm0uNJDCbDe3rM45PPOREmC3gJwO27FYH51cRER0A61CJZiCphuqJdqMv3ou5gbGbN4ZhYLNlAyyjJo6usBwCh82Rc3aVZFPLBlWVi+0AiYiIym1dkTI0NPgaVSJMvvoG+tC/uCfj3BnHvL2ge4tqUTVfU+Y9eO35DTknIiKiwqSMJDQ9BYcJ29ltemMT9OoUbBhJ2D33bf8GswWspJUi2wESER0YK6yIZqCBeD9CqRACqmXP2CDUg888CIt3JFiVGtDwuXdcMm5mtd/hw/yKhabMliIiIqKpzZqWF4c1/0qodDqNax6+OvOckcbpR721wHtLwCXZ3HauT4iIiEpF1gmptA57jiTYUvrVn38JZ+1IsMoWs6GxpglmohsyH5TtAImIJoIBK6IZqD/Rj0gyDF+W9n2yYfTn7XdknKuN1KOqoipnO8CEllTXqnBVTNk9ExERkfnIPApJXJE2P4UErF7vfA3dns6MczVGLTwFzsVMGSnYrU647O6CrkNEREQFtgQ0YYXVK9teRteRbRnnFtWYa3bV6PlVrLAiIjow/qQkmmFCyaCaXaWltaybQPe8cDeMWi3j3HuOfU/O60VSEXgcHlQ4K7POwsql2T8HP3/Hr4YfExER0cyzO7gL/YmBwaxfa/5Zv3979q8Y1YlH+dRxFxd8fzLDyml1wGVzcu1BRERUIjEtploI+0zWkeXmZ38Ja3XmPsbblhfWjnh/tZ46fP24y4cf50M+dzL/y80EHCKiA2LAimiGaQ23ojPSgSpXVdYs6Xu3/w0YVShlb3PgHe8+M+eiqSvaiWZ/MyqzXG880jrw+DnmGmRKREREExdMDKA71oX+HDMxJyoajWBzbCNszpGA12Hbj8KhZx1W8LwHzdDhtLvUkHJ54dqDiIho+kgHF0maDSdDav/ALBXP0inm6if+G5HqUMb546wn4sSWk4r6sSTIdGhdfmuahBaHnjbQF+9Do7eRIxiIiCaAASuiGVaGH0lGVNueKnf1mOdvffi3SFcYw8daVMdXjv06LJaReVajdUTaUe2uVsGqSlfllN47ERERmUtPrAf98T7UuGsLalFz/Z+uh61pJFiV6tNw8UcvLniDrD3ShgpXoOC2gkRERJQf2TPYHdqFuBaH0+aYVFeWqfTYrkewM7Yj45yxEfjcpblnd0+3nlg3oqmoWmN5HT4V+OKahojowBiwIppBJAs6pkWzDh7v6evBY62PwNEw8m1dvasOR37gyJwl/VZYUeOpxcLKxTmDWkRERDT7SFX2QKJfrQcafI15X+fZV57FluqNsI0ajbvCeggCFYGC7i+YDMICC+b45xZU/UVERET56Yv3oj3SjrZwG9x2V97t8IpNklrueeNuYNQWRtpI4xPHfcY0+xqyzgomQphfMV8lCA8GrbyqWpyIiMZnjtSIPCSTSVx77bU49NBD4fF4UF9fj/POOw/r1q3L63p33nknTjnlFFRUVKgXeXzXXXcV/b6J8tUebkNraI9aNPqd/oznEqk4/vOu/5cRrNKjOr72ga/nXOD1xnoRcFWgydecVx/lrX1bsOrWw9WLPCYiIqKZQ1r7RFMxlembb7Z030AffvHST2Fzjby/ETLwpXO+UnArQAmmVbqq0RJogdM2OByLaw8iIqLpIRXY2/q3oTParqqdZXakWaqDnnnzaYQtma0AA89V460nnz4lH29vaA8+ef+F6kUeT4RUpHnsblS7a7CoajHmVcw3TcCPiMjsrDM1WHXmmWfiiiuuQHd3N84++2ysWLECd999N0444QQ8+OCDk7reN7/5TXz4wx/GmjVrcNppp6kXefyhD30IV1555ZT9O4gmKpwMq9lVrZE21HvrVTn56N7N37jrP5Cam8h4n4PTh2HB/AVZr9cV60I6bcDvCKiWgERERFQ+ZO0gMyzDqWDGmmIykokkLrvpG7A1WDOymz80/wJU+gprMyyzOt02j2pXLGsVIiIiml6hZEgFrWSWpLQONovXdryKX+/834xz/U+G8O0vXwUz6U/0wWVzcWYVEVG5tAS87rrr8Pjjj+PYY4/Fww8/rCqixO23344LLrgAF154IbZt24ZA4MB/4K5evRrXXHMNqqqq8Mwzz+Dggw9W59evX4+TTjoJV199Nd797nfjxBM54JlKV0q+J7QbndEO1LirMzaWQtGQqqyK1GdmF1nb7Ph/n7w854B1mYO1oHIhWgJzWZJORERUJmRYumT8ymwoCQrJGiPgnHxAqLO7E5ff8Q2kV+oZ5+d0zcN73vvegu4xmoogocexsHIJFlYuMk1rHyIionISSYXVOII5/hZT/C6W9cFPn/0xNoTfHPPcead8ALUN5gmqBRNBGOm0ClZ5soxzICKiWVZhpWkabvz/7d0HmBRV1sbxM8wQBxDJIEkFRJEgoGLEuKIiGBfFgKCy5vDh6hpxDeiia15dw5oTrKKCooIKLgaUIJgAE6AoJpSchqG/571aTXWc7mFmqmb6//Np6emqrr5d8fQ99966/Xb3/J577okmq+SEE06www47zPW6euihhzJa3s033xztZeUlq0TP1YNLRo0aVcbfAsiMKpUWLPvKflr9g/tbYx97Q+U8O/W/du6zZyYkqzYu2WQjj7rJ8qttvvm5NwzgL2t+tuXrl1vLei2teWFza0yXdAAAcsLKDSts7i+f2Lyln9rCZQtcRZSG98mmEqq4uNgeGv+gXfz6BRbZNjZZVW1lNfv7yddtURkVp/y05idrXLuJNa3TtFRDFgMAgNJbXbTa5i2d6+oNFCNUzw++gevy1cvtglfPSZqsqrWutp1w2AkWBqqn0eg46sWuupZGtZsk3M4BAFAFe1i988479uuvv9q2225rvXr1Spiuof0mTJhgL774ol1wQfrx89etW2eTJk1yzzX8X7JlXXLJJW6IwfXr11vNmjXL8JsAqW0o3uDu3bBk1feu4mZD8XrbqnoDe3vOVHvno7dtbtGnltfcrFrj2EqmjT8W27UHjbRmDZsnBE5qSV0c2eRuXN6mfltrwFCAAADkzP2qvl3xrf2ydqlLVOkeChpuLxPLVv1mr8953T6aP8e+LvrKqrfOt/z6sY1ibJPZX/Y416oXZF+ptXbjWle+dRvXW57lWZv67VwlT5M6TbNeFgAAKD31vFajlu9Wfeuuy83rxtYrVKTFv3xrr85+1eZ/Nc9+bPi95RfmJ1Zori+wm/vdZgXVCgIfanlTpNjdxiE/L9/FMPVr1nc9xQEAOZCwmj17tvu3Z8+eSaf36NHD/TtnzpwSlzV//nyXtGrcuLG1adMmYbpea9SokS1dutQ+//xz69KlS6nLvfDnhXbmvWfEvBaxSNJ51RMmRl6K10tYjv0xfySTd0TSLCfZEpKUJVXpfEX5Xd7mP2IX43t9S79PuhL9sRz11pOCgoIslxJJmJCs5JGMypI4bcOmDbZh4wZbV7TO1m5aY8X5G624brFV2yrP8qrlmTWK7hIxiheY3XDUP6xNy837clFxkasIUvKrRn5Na1K7sbvhZ70am3smAgCqrmTxR8orXppYIOnrmj8v+evJY4fYGCD6WqaflyYWSnn9jZTmuvyHP8qa+JGp4pFkC0ksmRd/5P8Rf2RUlj/my/QzPZssYhuK19mG4iK37oo2Ff3Rayn5/MWRYltra2193nrbWL3IimsUW7XCP+KP5mbVLbGySC7oMdy6t9zFsvXbul9txYaVrgd5nYI6Vrt6oW3foD2tkQGgkqu89R8pfv2nvLaXtv6jhLqPP2ZOXsIs6m18H5qy/iOieEERQ8TWb1zvYgXFAzWq1Uj8iLzM47LU6yhxzo2RjbZ+0zpXF7LRiqyoRpFVb/pHnNTaLD9J/NF0aQu77oQbrEZBknJWEK9h8Lrida7RjYYAVLKqWZ3mroFwGIZSBIDKqNIlrBYtWuT+bdWqVdLp3uvqhbVq1SqrW7duqZflTVPCSvNuScJqTf4qm1FnWqnfj9yWn2b0zk1Fm6z5T9vYFUOusurVC9x4ybr3gxJVkcgmq11QaA1qbm0Naze05oUtSFYBQA4h/kC85WUUfxSv22QdNu1gfz3y0qRD96kSRxVZ7r9IxFWGqQd5UfEGVy22esMqdx/NVnVbuftj1K5e22rl1w7F0EMAgC1D/IEtUb2EqspBtU6xg0/+U4WUxcUwkU3Rv9duXOcaBK8tWuvqXFS/sm3dlq6BcLW8am5EG4Y0BoAcS1gpCSWFhYVJp/sTVCtXrkybsCppWf7laVkl2WOPPZK+/sknn5g1K/HtQFY2bYxY7YWFdsyux1qH3h1t2cplLkDKr1ZgNfKr29b5jaxO9druJp+1C2pb3Wr1zNbl2bJ1y8rk8/3HhJ4vyyv75SI82C7hxHYJJ93nJz8/eU+U8kD8gYoUKY5Y/R8b2PG9B1nzRs3t+5+/+/31uK7neXnVXMti17Y4L8+qWTWXoFJCSq83zG9sdQvqWuNqja1GUU0rLtpkq211ILFH/LIRHmyXcGK7hE9Fxx5C/IGKtGntJmu5orWd0GeQ1a1d175e8lWZf0Z8LON1Kft53c/Rl1esWG51i+tajfwaVr+ggdXLr2fN8pu5ehhZt2qd6b9McT4NJ7ZL+LBNciv+qHQJKyBXbVxZbHnLq1n9TVvZTs12tn69+lnLg1q6rud5eeokX82qVVNlUIHVzK9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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "[TRIM] fitting MAP ...\n", " success=True fval=7.410242\n", " clean curve: x50=1.755, slope@50=3.268\n", " mult σ=0.05: x50(md)=1.752, slope@50(md)=3.657\n", " mult σ=0.10: x50(md)=1.758, slope@50(md)=5.614\n", " mult σ=0.20: x50(md)=1.740, slope@50(md)=7.027\n", " add σ=0.05: x50(md)=1.752, slope@50(md)=3.494\n", " add σ=0.10: x50(md)=1.758, slope@50(md)=4.592\n", " add σ=0.20: x50(md)=1.758, slope@50(md)=3.809\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "[ORIGINAL] Summary at σ ∈ [0.05, 0.1, 0.2]:\n", " mult σ=0.05: x50 shift = -0.000 | slope@50 ratio = 1.32\n", " mult σ=0.10: x50 shift = -0.007 | slope@50 ratio = 1.47\n", " mult σ=0.20: x50 shift = -0.019 | slope@50 ratio = 1.90\n", " add σ=0.05: x50 shift = -0.000 | slope@50 ratio = 1.18\n", " add σ=0.10: x50 shift = -0.000 | slope@50 ratio = 0.75\n", " add σ=0.20: x50 shift = -0.007 | slope@50 ratio = 0.26\n", "\n", "[TRIM] Summary at σ ∈ [0.05, 0.1, 0.2]:\n", " mult σ=0.05: x50 shift = -0.003 | slope@50 ratio = 1.12\n", " mult σ=0.10: x50 shift = +0.004 | slope@50 ratio = 1.72\n", " mult σ=0.20: x50 shift = -0.015 | slope@50 ratio = 2.15\n", " add σ=0.05: x50 shift = -0.003 | slope@50 ratio = 1.07\n", " add σ=0.10: x50 shift = +0.004 | slope@50 ratio = 1.41\n", " add σ=0.20: x50 shift = +0.004 | slope@50 ratio = 1.17\n" ] } ], "source": [ "# tta_bands_bayes.py\n", "# Test-Time Augmentation (TTA) uncertainty for Bayesian curve: no refits, perturb x only.\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import betaln, gammaln\n", "from scipy.optimize import brentq\n", "import scipy.io as io\n", "import matplotlib as mpl\n", "\n", "# ------------------------ Display ------------------------\n", "mpl.rcParams.update({\n", " \"axes.titlesize\": 11,\n", " \"axes.labelsize\": 11,\n", " \"xtick.labelsize\": 11,\n", " \"ytick.labelsize\": 11,\n", " \"legend.frameon\": False,\n", "})\n", "\n", "# ------------------------ Config ------------------------\n", "DATA_SUV = \"../data/suv_percentilesSLOthenUWM.mat\"\n", "DATA_FLG = \"../data/flags_combined.mat\"\n", "MAT_KEY = \"lung_SUVperc_COMBINED\"\n", "FLAGCOL = 3\n", "ROW_MAX = 58\n", "X_PLANE = 94\n", "\n", "XMAX = 5.0 # x-axis cap (set 10.0 if you want wider view)\n", "GRID_N = 800\n", "CI_LEVEL = 0.95\n", "ALPHA = 1.0 - CI_LEVEL\n", "Q_LO, Q_MD, Q_HI = ALPHA/2.0, 0.5, 1.0 - ALPHA/2.0\n", "\n", "# TTA settings\n", "MODES = (\"mult\", \"add\") # multiplicative or additive noise\n", "SIGMAS = [0.05, 0.10, 0.20] # noise magnitudes to visualize\n", "N_TTA = 2000 # number of perturbations per x (increase for smoother bands)\n", "SEED = 1234\n", "\n", "# Priors (same style as earlier scripts)\n", "USE_PRIOR_P = True\n", "TAU = 25.0\n", "PRIOR_R = (1.05, 1.05) # weak Beta prior on r = theta/theta_max (None to disable)\n", "\n", "# TRIM rule (remove the NC point at ~2.48122597)\n", "VALUE_TO_DROP = 2.48122597\n", "TOL = 1e-6\n", "\n", "# ------------------------ Data ------------------------\n", "def load_original():\n", " X3 = io.loadmat(DATA_SUV)[MAT_KEY][0:ROW_MAX, :, :]\n", " y = io.loadmat(DATA_FLG)[\"flags\"][0:ROW_MAX, FLAGCOL].astype(int).ravel()\n", " X = np.nanmax(X3[:, :, X_PLANE], axis=1).astype(float).ravel()\n", " X = np.clip(X, 1e-12, None)\n", " return X, y\n", "\n", "def load_trimmed():\n", " X, y = load_original()\n", " keep = np.abs(X - VALUE_TO_DROP) > TOL\n", " return X[keep], y[keep]\n", "\n", "# ------------------------ Model helpers (Bayesian MAP) ------------------------\n", "def logistic(z): return 1.0/(1.0 + np.exp(-np.clip(z, -60, 60)))\n", "def sigmoid(t): return 1.0/(1.0 + np.exp(-t))\n", "def softplus(t): return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0.0)\n", "\n", "def dE_full(x, a, b, s, k, th):\n", " x = np.asarray(x, float); eps = 1e-12\n", " s_ = np.clip(s, eps, None); th_ = np.clip(th, eps, None)\n", " return ((a-k)*np.log(np.clip(x,eps,None)) - (a+b)*np.log1p(x/s_) + x/th_\n", " - a*np.log(s_) - betaln(a,b) + k*np.log(th_) + gammaln(k))\n", "\n", "def theta_max(a, b, k, s, eps=1e-12):\n", " A = a - k\n", " if A <= 0: return np.inf\n", " r = np.sqrt(a + b) - np.sqrt(max(A, eps))\n", " return np.inf if r <= 1e-12 else s/(r*r)\n", "\n", "# φ=[p_raw,b_raw,s_raw,k_raw,d_raw,u_raw]; a=k+softplus(d_raw); th=sigmoid(u)*thcap\n", "def unpack(phi):\n", " p_raw, b_raw, s_raw, k_raw, d_raw, u_raw = phi\n", " p = sigmoid(p_raw)\n", " b = softplus(b_raw) + 1e-6\n", " s = softplus(s_raw) + 1e-6\n", " k = softplus(k_raw) + 1e-6\n", " a = k + softplus(d_raw) + 1e-6\n", " thcap = theta_max(a, b, k, s)\n", " th = thcap * sigmoid(u_raw)\n", " return p, a, b, s, k, th, thcap\n", "\n", "def neg_post(phi, X, y, alpha, beta):\n", " p, a, b, s, k, th, thcap = unpack(phi); eps = 1e-12\n", " L = (np.log(np.clip(p,eps,1)) - np.log(np.clip(1-p,eps,1))) + dE_full(X, a, b, s, k, th)\n", " px = logistic(L)\n", " total = -np.sum(y*np.log(np.clip(px,eps,1)) + (1-y)*np.log(np.clip(1-px,eps,1)))\n", " if USE_PRIOR_P:\n", " total += -((alpha-1)*np.log(np.clip(p,eps,1)) + (beta-1)*np.log(np.clip(1-p,eps,1)))\n", " if PRIOR_R is not None and np.isfinite(thcap) and thcap > 0:\n", " r = np.clip(th/thcap, 1e-9, 1-1e-9)\n", " total += -((PRIOR_R[0]-1)*np.log(r) + (PRIOR_R[1]-1)*np.log(1-r))\n", " return total\n", "\n", "def init_phi(X, y):\n", " X0 = X[y==0]; m0 = X0.mean() if X0.size else X.mean(); v0 = X0.var() if X0.size else X.var()\n", " k0 = 2.0 if v0<=0 else max((m0*m0)/(v0+1e-9), 1.5)\n", " X1 = X[y==1]; m1 = np.median(X1) if X1.size else np.median(X)\n", " p0 = np.clip(float(y.mean()), 1e-3, 1-1e-3); b0, s0 = 1.5, max(m1, 0.5)\n", " return np.array([np.log(p0/(1-p0)),\n", " np.log(np.expm1(b0)+1e-9),\n", " np.log(np.expm1(s0)+1e-9),\n", " np.log(np.expm1(k0)+1e-9),\n", " np.log(np.expm1(1.0)+1e-9),\n", " -0.2], float)\n", "\n", "def fit_map(X, y, rng=np.random.default_rng(0)):\n", " p_emp = float(y.mean())\n", " alpha = max(TAU*p_emp, 1e-6); beta = max(TAU*(1-p_emp), 1e-6)\n", " obj = lambda w: neg_post(w, X, y, alpha, beta)\n", " w0 = init_phi(X, y)\n", " res = optimize.minimize(obj, w0, method=\"L-BFGS-B\",\n", " options={\"maxiter\": 6000, \"ftol\": 1e-9})\n", " if not (res.success and np.isfinite(res.fun)):\n", " res = optimize.minimize(obj, w0 + rng.normal(0,0.2,6), method=\"L-BFGS-B\",\n", " options={\"maxiter\": 6000, \"ftol\": 1e-9})\n", " return unpack(res.x), res\n", "\n", "def P_with(theta, x):\n", " p, a, b, s, k, th, _ = theta\n", " return logistic((np.log(p) - np.log(1-p)) + dE_full(x, a, b, s, k, th))\n", "\n", "# ------------------------ Derived metrics ------------------------\n", "def x_at_p(theta, p_target=0.5, lo=1e-6, hi=10.0):\n", " f = lambda x: P_with(theta, x) - p_target\n", " try:\n", " if f(lo)*f(hi) > 0: return np.nan\n", " return float(brentq(f, lo, hi))\n", " except Exception:\n", " return np.nan\n", "\n", "def slope_at_x(theta, x0):\n", " if not np.isfinite(x0): return np.nan\n", " h = 1e-3*(1+abs(x0))\n", " return float((P_with(theta, x0+h)-P_with(theta, x0-h))/(2*h))\n", "\n", "# ------------------------ TTA noise (on x only) ------------------------\n", "def add_noise_mult(x, sigma, rng):\n", " # multiplicative lognormal: x' = x * exp(N(0, sigma))\n", " return np.clip(x * np.exp(rng.normal(0, sigma, size=x.shape)), 1e-12, None)\n", "\n", "def add_noise_add(x, sigma, rng):\n", " # additive Gaussian: x' = x + N(0, sigma)\n", " return np.clip(x + rng.normal(0, sigma, size=x.shape), 1e-12, None)\n", "\n", "NOISE = {\"mult\": add_noise_mult, \"add\": add_noise_add}\n", "\n", "def monotone_nondec(y):\n", " y = np.clip(y, 0, 1)\n", " return np.maximum.accumulate(y)\n", "\n", "def tta_bands(theta, xc, mode, sigma, n_tta=N_TTA, seed=SEED):\n", " \"\"\"For each x in xc, perturb x n_tta times, evaluate P, and aggregate quantiles.\"\"\"\n", " rng = np.random.default_rng(seed)\n", " # Create a (n_tta, len(xc)) matrix of perturbed evaluation points\n", " Xc = np.tile(xc, (n_tta, 1))\n", " Xp = NOISE[mode](Xc, sigma, rng) # elementwise perturbations\n", " # Evaluate probabilities and aggregate across TTA draws (axis=0)\n", " P = P_with(theta, Xp)\n", " md = np.quantile(P, Q_MD, axis=0)\n", " lo = np.quantile(P, Q_LO, axis=0)\n", " hi = np.quantile(P, Q_HI, axis=0)\n", " # enforce global monotonicity (useful when sigma is large)\n", " return monotone_nondec(lo), monotone_nondec(md), monotone_nondec(hi)\n", "\n", "def curve_x50_and_slope(theta, xc, p_curve):\n", " \"\"\"x50 and slope@50 computed on an *aggregated* curve p_curve(xc).\"\"\"\n", " # invert numerically on the grid\n", " try:\n", " # monotone assumption: find closest crossing\n", " idx = np.argmin(np.abs(p_curve - 0.5))\n", " x50 = float(xc[idx])\n", " # slope via local secant around idx\n", " j0 = max(1, idx-1); j1 = min(len(xc)-2, idx+1)\n", " slope = float((p_curve[j1]-p_curve[j0])/(xc[j1]-xc[j0]))\n", " return x50, slope\n", " except Exception:\n", " return np.nan, np.nan\n", "\n", "# ------------------------ Run: ORIGINAL and TRIM ------------------------\n", "def run_dataset(label, X, y):\n", " print(f\"\\n[{label}] fitting MAP ...\")\n", " theta, res = fit_map(X, y)\n", " print(f\" success={res.success} fval={float(res.fun):.6f}\")\n", " xc = np.linspace(0, XMAX, GRID_N)\n", " pmap = P_with(theta, xc)\n", " x50 = x_at_p(theta, 0.5)\n", " s50 = slope_at_x(theta, x50)\n", " print(f\" clean curve: x50={x50:.3f}, slope@50={s50:.3f}\")\n", "\n", " # Build TTA bands for selected sigmas\n", " bands = {}\n", " for mode in MODES:\n", " bands[mode] = {}\n", " for sigma in SIGMAS:\n", " lo, md, hi = tta_bands(theta, xc, mode, sigma, N_TTA, SEED+int(1000*sigma))\n", " x50_md, slope_md = curve_x50_and_slope(theta, xc, md)\n", " bands[mode][sigma] = {\"lo\": lo, \"md\": md, \"hi\": hi,\n", " \"x50_md\": x50_md, \"slope_md\": slope_md}\n", " print(f\" {mode} σ={sigma:.2f}: x50(md)={x50_md:.3f}, slope@50(md)={slope_md:.3f}\")\n", "\n", " return theta, xc, pmap, x50, s50, bands\n", "\n", "# ------------------------ Plot helpers ------------------------\n", "def plot_tta(label, xc, pmap, bands):\n", " nrows = len(MODES)\n", " ncols = len(SIGMAS)\n", " fig, axes = plt.subplots(nrows, ncols, figsize=(4.1*ncols, 3.2*nrows), dpi=140, sharex=True, sharey=True)\n", " axes = np.atleast_2d(axes)\n", "\n", " for r, mode in enumerate(MODES):\n", " for c, sigma in enumerate(SIGMAS):\n", " ax = axes[r, c]\n", " ax.plot(xc, pmap, color=\"#000000\", lw=2.0, label=\"Clean MAP\")\n", " B = bands[mode][sigma]\n", " col = \"#1f78b4\" if mode==\"mult\" else \"#33a02c\"\n", " ax.fill_between(xc, B[\"lo\"], B[\"hi\"], color=col, alpha=0.22, label=f\"TTA {int(CI_LEVEL*100)}%\")\n", " ax.plot(xc, B[\"md\"], color=col, lw=2.0, label=\"TTA median\")\n", "\n", " # x50 marker on TTA median\n", " if np.isfinite(B[\"x50_md\"]):\n", " ax.axvline(B[\"x50_md\"], color=col, ls=\"--\", lw=1.2)\n", " ax.plot(B[\"x50_md\"], 0.5, 'o', ms=5, color=col)\n", " # helpful P=0.5 line\n", " ax.axhline(0.5, color=\"#777777\", ls=\":\", lw=1.0)\n", "\n", " ax.set(xlim=(0, XMAX), ylim=(-0.05, 1.05))\n", " ax.grid(alpha=0.25)\n", " ax.set_title(f\"{label} • {mode} σ={sigma:.2f}\")\n", "\n", " for c in range(ncols):\n", " axes[-1, c].set_xlabel(\"x = max SUV across visits (perturbed)\")\n", " for r in range(nrows):\n", " axes[r, 0].set_ylabel(\"P(AE | x)\")\n", "\n", " handles = [\n", " plt.Line2D([0],[0], color=\"#000\", lw=2.0, label=\"Clean MAP\"),\n", " plt.Line2D([0],[0], color=\"#1f78b4\", lw=2.0, label=\"mult TTA median\"),\n", " plt.Line2D([0],[0], color=\"#33a02c\", lw=2.0, label=\"add TTA median\"),\n", " ]\n", " fig.legend(handles=handles, loc=\"lower center\", ncol=3, frameon=False)\n", " fig.suptitle(f\"TTA uncertainty bands ({label}) — no refits, aleatoric only\", y=0.98, fontsize=14)\n", " plt.tight_layout(rect=[0,0.05,1,0.95])\n", " plt.show()\n", "\n", "# ------------------------ Main ------------------------\n", "if __name__ == \"__main__\":\n", " # ORIGINAL\n", " Xo, yo = load_original()\n", " theta_o, xc_o, pmap_o, x50_o, s50_o, bands_o = run_dataset(\"ORIGINAL\", Xo, yo)\n", " plot_tta(\"ORIGINAL\", xc_o, pmap_o, bands_o)\n", "\n", " # TRIM\n", " Xt, yt = load_trimmed()\n", " theta_t, xc_t, pmap_t, x50_t, s50_t, bands_t = run_dataset(\"TRIM\", Xt, yt)\n", " plot_tta(\"TRIM\", xc_t, pmap_t, bands_t)\n", "\n", " # ---- Suggested printed summary (concise) ----\n", " def summarize(label, x50_clean, s50_clean, bands):\n", " print(f\"\\n[{label}] Summary at σ ∈ {SIGMAS}:\")\n", " for mode in MODES:\n", " for s in SIGMAS:\n", " b = bands[mode][s]\n", " dx = b['x50_md'] - x50_clean\n", " ratio = (b['slope_md']/s50_clean) if (np.isfinite(s50_clean) and s50_clean!=0) else np.nan\n", " print(f\" {mode} σ={s:.2f}: x50 shift = {dx:+.3f} | slope@50 ratio = {ratio:.2f}\")\n", "\n", " summarize(\"ORIGINAL\", x50_o, s50_o, bands_o)\n", " summarize(\"TRIM\", x50_t, s50_t, bands_t)\n" ] }, { "cell_type": "code", "execution_count": 35, "id": "9387469e", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# === Compare Noise Ensembles (E+A) vs TTA (A) with COMPACT badges & clean legends ===\n", "# Prereqs in memory: res_ORIG, res_TRIM, bands_o, bands_t,\n", "# theta_clean_ORIG, theta_clean_TRIM, P_with, SIGMAS, XMAX, CI_LEVEL, xc\n", "# Optional: xc_o, xc_t (TTA grids). If absent, assumes same as `xc`.\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# ---------- config ----------\n", "X_REF = 2.0\n", "COLORS = {\"mult\": \"#1f78b4\", \"add\": \"#33a02c\"}\n", "\n", "# ---------- guards ----------\n", "def _require(names):\n", " missing = [n for n in names if n not in globals()]\n", " if missing:\n", " raise RuntimeError(\"Missing objects in session: \" + \", \".join(missing))\n", "\n", "_require([\"res_ORIG\",\"res_TRIM\",\"bands_o\",\"bands_t\",\n", " \"theta_clean_ORIG\",\"theta_clean_TRIM\",\n", " \"P_with\",\"SIGMAS\",\"XMAX\",\"CI_LEVEL\",\"xc\"])\n", "\n", "# grids\n", "xc_noise = xc\n", "xc_tta_o = globals().get(\"xc_o\", xc_noise)\n", "xc_tta_t = globals().get(\"xc_t\", xc_noise)\n", "\n", "# ---------- small utils ----------\n", "def _interp_to(x_src, y, x_dst):\n", " y = np.asarray(y, float)\n", " return np.interp(x_dst, x_src, y)\n", "\n", "def _interp_band(band_dict, x_src, x_dst):\n", " return {\n", " \"lo\": _interp_to(x_src, band_dict[\"lo\"], x_dst),\n", " \"md\": _interp_to(x_src, band_dict[\"md\"], x_dst),\n", " \"hi\": _interp_to(x_src, band_dict[\"hi\"], x_dst),\n", " }\n", "\n", "def draw_delta_badge(ax, xc, lo_r, hi_r, lo_t, hi_t, col, x_ref=2.0):\n", " \"\"\"Compact one-line badge; tiny padding, thin border; auto top/bottom.\"\"\"\n", " i = int(np.clip(np.searchsorted(xc, x_ref), 1, len(xc)-1))\n", " d_ref = float(hi_r[i] - lo_r[i])\n", " d_tta = float(hi_t[i] - lo_t[i])\n", "\n", " crowded_top = (max(hi_r[i], hi_t[i]) > 0.82)\n", " y = 0.12 if crowded_top else 0.90 # axes coords (bottom if crowded)\n", "\n", " txt = f\"Δr={d_ref:.2f} Δt={d_tta:.2f}\" # r=refit, t=TTA\n", "\n", " ax.text(\n", " 0.03, y, txt,\n", " transform=ax.transAxes, ha=\"left\", va=\"center\",\n", " fontsize=8.3,\n", " bbox=dict(\n", " fc=\"white\", ec=col, lw=0.8, alpha=0.92,\n", " boxstyle=\"round,pad=0.10,rounding_size=0.02\"\n", " ),\n", " zorder=10, clip_on=False\n", " )\n", " return d_ref, d_tta\n", "\n", "# ---------- unify results ----------\n", "def build_unified(res_ORIG, res_TRIM, bands_o, bands_t,\n", " theta_clean_ORIG, theta_clean_TRIM,\n", " P_with, SIGMAS, xc_noise, xc_tta_o, xc_tta_t):\n", "\n", " results_orig = {\"mult\": {}, \"add\": {}}\n", " results_trim = {\"mult\": {}, \"add\": {}}\n", "\n", " for mode in [\"mult\", \"add\"]:\n", " for sigma in SIGMAS:\n", " # ORIGINAL\n", " if (mode in res_ORIG and sigma in res_ORIG[mode]\n", " and mode in bands_o and sigma in bands_o[mode]):\n", " refit = (res_ORIG[mode][sigma][\"lo\"],\n", " res_ORIG[mode][sigma][\"md\"],\n", " res_ORIG[mode][sigma][\"hi\"])\n", " b = ( _interp_band(bands_o[mode][sigma], xc_tta_o, xc_noise)\n", " if (len(xc_tta_o)!=len(xc_noise) or not np.allclose(xc_tta_o, xc_noise))\n", " else bands_o[mode][sigma] )\n", " tta = (b[\"lo\"], b[\"md\"], b[\"hi\"])\n", " results_orig[mode][sigma] = {\n", " \"xc\": xc_noise,\n", " \"clean\": P_with(theta_clean_ORIG, xc_noise),\n", " \"refit\": refit,\n", " \"tta\": tta,\n", " }\n", " # TRIM\n", " if (mode in res_TRIM and sigma in res_TRIM[mode]\n", " and mode in bands_t and sigma in bands_t[mode]):\n", " refit = (res_TRIM[mode][sigma][\"lo\"],\n", " res_TRIM[mode][sigma][\"md\"],\n", " res_TRIM[mode][sigma][\"hi\"])\n", " b = ( _interp_band(bands_t[mode][sigma], xc_tta_t, xc_noise)\n", " if (len(xc_tta_t)!=len(xc_noise) or not np.allclose(xc_tta_t, xc_noise))\n", " else bands_t[mode][sigma] )\n", " tta = (b[\"lo\"], b[\"md\"], b[\"hi\"])\n", " results_trim[mode][sigma] = {\n", " \"xc\": xc_noise,\n", " \"clean\": P_with(theta_clean_TRIM, xc_noise),\n", " \"refit\": refit,\n", " \"tta\": tta,\n", " }\n", " return results_orig, results_trim\n", "\n", "results_orig, results_trim = build_unified(\n", " res_ORIG, res_TRIM, bands_o, bands_t,\n", " theta_clean_ORIG, theta_clean_TRIM,\n", " P_with, SIGMAS, xc_noise, xc_tta_o, xc_tta_t\n", ")\n", "\n", "# ---------- plotting ----------\n", "def plot_compare_merged(results_orig, results_trim, title):\n", " modes = [\"mult\", \"add\"]\n", " n_rows = 2 * len(modes)\n", " n_cols = len(SIGMAS)\n", "\n", " fig, axes = plt.subplots(n_rows, n_cols,\n", " figsize=(4.0*n_cols, 6.5),\n", " sharex=True, sharey=True, dpi=140)\n", " axes = np.atleast_2d(axes)\n", "\n", " def draw_cell(ax, cell, mode, sigma, dataset_label):\n", " xc = cell[\"xc\"]\n", " clean = cell[\"clean\"]\n", " lo_r, md_r, hi_r = cell[\"refit\"] # E + A\n", " lo_t, md_t, hi_t = cell[\"tta\"] # A only\n", " col = COLORS[mode]\n", "\n", " ax.plot(xc, clean, color=\"#000\", lw=2.2, zorder=5)\n", " ax.fill_between(xc, lo_r, hi_r, color=col, alpha=0.22, label=\"refit (E+A)\", zorder=1)\n", " ax.fill_between(xc, lo_t, hi_t, color=col, alpha=0.16, label=\"TTA (A)\", zorder=1)\n", "\n", " ax.axvline(X_REF, color=\"#555\", ls=\"--\", lw=1.4, alpha=0.7, zorder=2)\n", " draw_delta_badge(ax, xc, lo_r, hi_r, lo_t, hi_t, col, x_ref=X_REF)\n", "\n", " ax.set_title(f\"{dataset_label} • {mode} σ={sigma:.2f}\", fontsize=12, fontweight=\"bold\")\n", " ax.set_xlim(0, XMAX); ax.set_ylim(-0.05, 1.05)\n", " ax.grid(alpha=0.25)\n", "\n", " for c, sigma in enumerate(SIGMAS):\n", " if sigma in results_orig[\"mult\"]:\n", " draw_cell(axes[0, c], results_orig[\"mult\"][sigma], \"mult\", sigma, \"ORIGINAL\")\n", " if sigma in results_orig[\"add\"]:\n", " draw_cell(axes[1, c], results_orig[\"add\"][sigma], \"add\", sigma, \"ORIGINAL\")\n", " if sigma in results_trim[\"mult\"]:\n", " draw_cell(axes[2, c], results_trim[\"mult\"][sigma], \"mult\", sigma, \"TRIM\")\n", " if sigma in results_trim[\"add\"]:\n", " draw_cell(axes[3, c], results_trim[\"add\"][sigma], \"add\", sigma, \"TRIM\")\n", "\n", " for r in range(n_rows):\n", " axes[r, 0].set_ylabel(\"P(AE | x)\", fontweight=\"bold\")\n", " for c in range(n_cols):\n", " axes[-1, c].set_xlabel(\"x = max SUV across visits\", fontweight=\"bold\")\n", "\n", " # figure-level legends outside the axes\n", " handles_mult = [\n", " plt.Line2D([0],[0], color=\"#000\", lw=2.2, label=\"clean MAP\"),\n", " plt.Line2D([0],[0], color=\"#1f78b4\", lw=6, alpha=0.22, label=\"refit band (E+A)\"),\n", " plt.Line2D([0],[0], color=\"#1f78b4\", lw=2, alpha=0.16, label=\"TTA band (A)\"),\n", " ]\n", " handles_add = [\n", " plt.Line2D([0],[0], color=\"#000\", lw=2.2, label=\"clean MAP\"),\n", " plt.Line2D([0],[0], color=\"#33a02c\", lw=6, alpha=0.22, label=\"refit band (E+A)\"),\n", " plt.Line2D([0],[0], color=\"#33a02c\", lw=2, alpha=0.16, label=\"TTA band (A)\"),\n", " ]\n", "\n", " plt.tight_layout(rect=[0.04, 0.22, 0.96, 0.915]) # bottom gutter for legends\n", "\n", " leg_mult = fig.legend(handles=handles_mult, title=\"mult (blue)\",\n", " loc=\"lower left\", bbox_to_anchor=(0.02, 0.06),\n", " bbox_transform=fig.transFigure,\n", " frameon=False, labelspacing=0.35, handlelength=2.6)\n", " fig.add_artist(leg_mult)\n", "\n", " leg_add = fig.legend(handles=handles_add, title=\"add (green)\",\n", " loc=\"lower right\", bbox_to_anchor=(0.98, 0.06),\n", " bbox_transform=fig.transFigure,\n", " frameon=False, labelspacing=0.35, handlelength=2.6)\n", " fig.add_artist(leg_add)\n", "\n", " fig.suptitle(f\"{title} (CI {int(CI_LEVEL*100)}%)\",\n", " y=0.975, fontsize=14, fontweight=\"bold\")\n", " plt.show()\n", "\n", "# ---------- go ----------\n", "plot_compare_merged(\n", " results_orig, results_trim,\n", " title=\"Noise ensembles (E+A) vs TTA (A) — ORIGINAL vs TRIM\"\n", ")\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "c6953cf8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x@0.5 = 1.791053\n", "slope@0.5 = 1.788942\n", "\n", "dx50/dθ: {'p': -2.896307804716851, 'a': -0.0034300715037703902, 'b': 0.008066111836161892, 's': -5.5134911999361, 'k': 0.02714117441175738, 'theta': 757.4030203346937}\n", "dslope/dθ: {'p': 25.51608111144379, 'a': 0.07016308457192917, 'b': -0.17069940161862243, 's': 113.91933137843294, 'k': -0.37869274724396795, 'theta': -11010.212242201165}\n", "\n", "Raw-space (φ) gradients — direct vs sandwich\n", "dx50/dφ (direct): {'p_raw': -0.13974737150020974, 'b_raw': -0.006519008396748666, 's_raw': 1.2778502059770243, 'k_raw': 0.009125982251126045, 'd_raw': 0.0011650083680047232, 'u_raw': 0.008060315864554432}\n", "dx50/dφ (sandwich): {'p_raw': -0.13974736561306758, 'b_raw': -0.006519326581996031, 's_raw': 1.2779395296090712, 'k_raw': 0.009125664499304482, 'd_raw': 0.0011651085116669367, 'u_raw': 0.008060491363134832}\n", "Relative error dx50: 6.948e-05\n", "\n", "dslope/dφ (direct): {'p_raw': 1.231155494343627, 'b_raw': 0.04132451689865242, 's_raw': -1.276344381400758, 'k_raw': -0.09650574057301363, 'd_raw': 0.003364400998787963, 'u_raw': -0.1171728208828244}\n", "dslope/dφ (sandwich): {'p_raw': 1.2311554422104052, 'b_raw': 0.041326122863902456, 's_raw': -1.2767945996699681, 'k_raw': -0.09650413833542619, 'd_raw': 0.003363895894370977, 'u_raw': -0.11717370845092034}\n", "Relative error dslope: 2.529e-04\n", "\n", "QR(J_F_theta^T): Q columns = θ-space sensitive basis\n", "Q_theta=\n", " [[-0.003824 0.440879]\n", " [-0.000005 -0.00054 ]\n", " [ 0.000011 0.00142 ]\n", " [-0.007279 -0.897552]\n", " [ 0.000036 -0.000422]\n", " [ 0.999966 -0.004848]]\n", "R_theta=\n", " [[ 757.428626 -11010.766863]\n", " [ 0. -37.624021]]\n", "\n", "Largest sensitivity wrt θ: sigma1 = 11036.851632, lambda1 = 1.218121e+08\n", "v1 (θ-direction of max change): {'p': -0.002324457162996812, 'a': -6.363505222780763e-06, 'b': 1.5480004448522765e-05, 's': -0.010331671781647773, 'k': 3.439953409330644e-05, 'theta': 0.9999439244245854}\n", "Second mode: sigma2 = 2.582033, lambda2 = 6.666892e+00\n", "v2 (orthogonal next direction): {'p': 0.4408896629314055, 'a': -0.0005395307376533211, 'b': 0.0014203791750487913, 's': -0.8975220221440627, 'k': -0.0004216445573401474, 'theta': -0.00824854727294206}\n" ] } ], "source": [ "# midpoint_numdifftools_original.py\n", "import os, numpy as np, numdifftools as nd\n", "from scipy.optimize import brentq\n", "from scipy.special import betaln, gammaln\n", "\n", "theta0 = np.load(\"out/theta0.npy\").astype(float) # [p,a,b,s,k,theta]\n", "phi0 = np.load(\"out/phi_raw.npy\").astype(float) # [p_raw,...,u_raw]\n", "\n", "names_th = [\"p\",\"a\",\"b\",\"s\",\"k\",\"theta\"]\n", "names_ph = [\"p_raw\",\"b_raw\",\"s_raw\",\"k_raw\",\"d_raw\",\"u_raw\"]\n", "\n", "def logistic(z): z=np.clip(z,-60,60); return 1.0/(1.0+np.exp(-z))\n", "def sigmoid(t): return 1.0/(1.0+np.exp(-t))\n", "def softplus(t): t=np.asarray(t,float); return np.log1p(np.exp(-np.abs(t)))+np.maximum(t,0.0)\n", "\n", "def theta_max(a,b,k,s,eps=1e-12):\n", " A=a-k\n", " if A<=0: return np.inf\n", " r=np.sqrt(a+b)-np.sqrt(max(A,eps))\n", " return np.inf if r<=1e-12 else s/(r*r)\n", "\n", "def unpack_phi_mono(phi):\n", " p_raw,b_raw,s_raw,k_raw,d_raw,u_raw = [float(v) for v in np.asarray(phi).ravel()]\n", " p = sigmoid(p_raw)\n", " b = softplus(b_raw)+1e-6\n", " s = softplus(s_raw)+1e-6\n", " k = softplus(k_raw)+1e-6\n", " delta = softplus(d_raw)+1e-6\n", " a = k + delta\n", " th = theta_max(a,b,k,s) * sigmoid(u_raw)\n", " return np.array([p,a,b,s,k,th], float)\n", "\n", "def dE_full(x,a,b,s,k,th):\n", " x=np.asarray(x,float)\n", " return ((a-k)*np.log(x) - (a+b)*np.log1p(x/s) + x/th\n", " - a*np.log(s) - betaln(a,b) + k*np.log(th) + gammaln(k))\n", "\n", "def P_with(theta,x):\n", " p,a,b,s,k,th = [float(v) for v in np.asarray(theta).ravel()]\n", " p = float(np.clip(p,1e-12,1-1e-12))\n", " return logistic((np.log(p)-np.log1p(-p)) + dE_full(x,a,b,s,k,th))\n", "\n", "def x50(theta, lo=1e-6, hi=5.0, hi_max=100.0):\n", " f = lambda t: P_with(theta,t)-0.5\n", " fa, fb = f(lo), f(hi)\n", " while fa*fb>0 and hi0: raise RuntimeError(\"x50: no 0.5-crossing up to hi_max.\")\n", " return float(brentq(lambda t: P_with(theta,t)-0.5, lo, hi))\n", "\n", "def slope50(theta):\n", " xm = x50(theta)\n", " p,a,b,s_,k,th = [float(v) for v in theta]\n", " dEdx = (a-k)/xm - (a+b)/(s_+xm) + 1.0/th\n", " pm = P_with(theta, xm)\n", " return pm*(1.0-pm)*dEdx\n", "\n", "def step_vec(x, rel=1e-6, abs_min=1e-8):\n", " x=np.asarray(x,float); return np.maximum(rel*np.maximum(1.0,np.abs(x)), abs_min)\n", "\n", "step_th = step_vec(theta0); step_ph = step_vec(phi0)\n", "\n", "# θ-gradients (central)\n", "dx_dtheta = nd.Gradient(x50, step=step_th, method='central')(theta0)\n", "ds_dtheta = nd.Gradient(slope50, step=step_th, method='central')(theta0)\n", "\n", "# transform Jacobian (θ wrt φ)\n", "J_theta_phi = nd.Jacobian(unpack_phi_mono, step=step_ph, method='central')(phi0) # 6x6\n", "\n", "# φ-gradients: direct vs sandwich\n", "dx_dphi_dir = nd.Gradient(lambda ph: x50(unpack_phi_mono(ph)), step=step_ph, method='central')(phi0)\n", "ds_dphi_dir = nd.Gradient(lambda ph: slope50(unpack_phi_mono(ph)), step=step_ph, method='central')(phi0)\n", "dx_dphi_s = dx_dtheta @ J_theta_phi\n", "ds_dphi_s = ds_dtheta @ J_theta_phi\n", "\n", "# print\n", "xm = x50(theta0); sm = slope50(theta0)\n", "print(f\"x@0.5 = {xm:.6f}\")\n", "print(f\"slope@0.5 = {sm:.6f}\\n\")\n", "\n", "print(\"dx50/dθ:\", dict(zip(names_th,[float(v) for v in dx_dtheta])))\n", "print(\"dslope/dθ:\", dict(zip(names_th,[float(v) for v in ds_dtheta])))\n", "\n", "print(\"\\nRaw-space (φ) gradients — direct vs sandwich\")\n", "print(\"dx50/dφ (direct): \", dict(zip(names_ph,[float(v) for v in dx_dphi_dir])))\n", "print(\"dx50/dφ (sandwich):\", dict(zip(names_ph,[float(v) for v in dx_dphi_s])))\n", "num = np.linalg.norm(dx_dphi_dir - dx_dphi_s); den = max(np.linalg.norm(dx_dphi_dir), 1e-16)\n", "print(f\"Relative error dx50: {num/den:.3e}\")\n", "\n", "print(\"\\ndslope/dφ (direct): \", dict(zip(names_ph,[float(v) for v in ds_dphi_dir])))\n", "print(\"dslope/dφ (sandwich):\", dict(zip(names_ph,[float(v) for v in ds_dphi_s])))\n", "num = np.linalg.norm(ds_dphi_dir - ds_dphi_s); den = max(np.linalg.norm(ds_dphi_dir), 1e-16)\n", "print(f\"Relative error dslope: {num/den:.3e}\")\n", "\n", "\n", "# ---------- Q for df/dθ and major eigenpair in θ-space ----------\n", "\n", "# Build J_{F,θ} (2×6): rows are [∂x50/∂θ; ∂slope/∂θ]\n", "J_F_theta = np.vstack([dx_dtheta, ds_dtheta])\n", "\n", "# Q for df/dθ: since J_F_theta is wide (2×6), QR on the transpose gives θ-space basis (6×2)\n", "Q_theta, R_theta = np.linalg.qr(J_F_theta.T, mode='reduced')\n", "with np.printoptions(precision=6, suppress=True):\n", " print(\"\\nQR(J_F_theta^T): Q columns = θ-space sensitive basis\")\n", " print(\"Q_theta=\\n\", Q_theta)\n", " print(\"R_theta=\\n\", R_theta)\n", "\n", "# Major eigenvector/value of H = (df/dθ)^T (df/dθ)\n", "H = J_F_theta.T @ J_F_theta # 6×6, PSD\n", "w, V = np.linalg.eigh(H) # ascending eigenvalues\n", "lam1 = float(w[-1]) # largest eigenvalue\n", "sigma1 = lam1**0.5 # top singular value (magnitude of max change)\n", "v1 = V[:, -1] # θ-direction of maximum change (unit)\n", "\n", "print(f\"\\nLargest sensitivity wrt θ: sigma1 = {sigma1:.6f}, lambda1 = {lam1:.6e}\")\n", "print(\"v1 (θ-direction of max change):\", dict(zip(names_th, [float(x) for x in v1])))\n", "\n", "# Optional: show second mode if you care\n", "if len(w) >= 2:\n", " lam2 = float(w[-2]); sigma2 = lam2**0.5; v2 = V[:, -2]\n", " print(f\"Second mode: sigma2 = {sigma2:.6f}, lambda2 = {lam2:.6e}\")\n", " print(\"v2 (orthogonal next direction):\", dict(zip(names_th, [float(x) for x in v2])))\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "cd251d65", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved: bars_sens_x50.png\n", "Saved: bars_sens_slope50.png\n", "\n", "[ORIGINAL] x50 = 1.791, slope@50 = 1.789\n", " Top contributors to x50 sensitivity:\n", " theta: 757\n", " s: 5.51\n", " p: 2.9\n", " Top contributors to slope@50 sensitivity:\n", " theta: 1.1e+04\n", " s: 114\n", " p: 25.5\n", "\n", "[TRIM] x50 = 1.749, slope@50 = 3.259\n", " Top contributors to x50 sensitivity:\n", " theta: 231\n", " p: 1.54\n", " s: 0.812\n", " Top contributors to slope@50 sensitivity:\n", " theta: 3.93e+03\n", " s: 51.8\n", " p: 9.63\n" ] }, { "data": { "image/png": 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", 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jdWBrs2tHcVusYIzizNFNbbrppuGss85KCwB0JOEgABSx+OUydnP84x//2FgRk/9yPGbMmBRYdYVYeZPvihgrgWJgFr8Ex4rG+EW6X79+nXbuGMgdfvjhKbCIFX1nn312YxVhvqqwI8WupfFcsXIoHj9WBMUw6sQTT1yl4wwaNKhZ1dPyYmVU7IoYg+CmwUQhX6s1bXMM6j75yU+2WD937txmx1/d6ziGxLEbaFP5wDZW6C0fuOSr9poGL7Fa7lOf+lRYFTGUjJY/fr6KK1aItSa/fvjw4Z1eOfinP/0pBWPx/aKp+IeFKFYIZulaWT7cjdWLscox/n7HStB8RV6s7Fv+dzuGx/GPEHHb8m1+7rnnUgVxfFyr8/zng+22unLHPwK9+uqr6TF/8YtfbFwf/xgSl9ZCcABYU7oVA0AB/d/4/CuumIlfFPPd9KLYHTC66667QiHEL8UxPNhqq61SoBDHeWuPXr16pZ9Lly5d5XPmQ8Bp06alSqx77703jQsXxyBbFe1pwyc+8Ynwmc98JgU73/rWt8Kbb76ZunyvaoXiPvvsk37ecccdqfJwefmKttidM3aVLYbXak3bHLt6Ly+GI/H1anr81b2O42sQH0fTrq/5gClWwC1v+W7A8fqJz8GqjlP5s5/9LP3MB2lNxy+MgVAMtGLl3fJmzJjRahfUzlBXVxc22WSTZuvidX7TTTelsfFiwJ6layWKAd/kyZPT6x6vj1h5GMcSvPDCCxv3iWFza5WkMYjOh8LLd2Fv7fVs7/Mf94ldihctWtSi4jQGhueee266/e1vf7vx/SofPkY77LDDKj0HANAuHTKtCQCwWqqqqnJnnHFG7q9//WuLbXGWy+OOOy7NRFlRUZFm7o3izKA77bRTWn/66afnFi1a1OK+r776am7atGmrNFtvvE/cNmTIkMZ13//+9xtn2Gzqz3/+c5odtHv37mmm0PacY+jQoWl9vG9rVjaTcJwVNW4/9dRT08+xY8e2ue/qtiHvrrvuajZj6C9/+cvcqvrggw9ygwYNapxdt+ksqr///e/TjKZxW5yJtSNmK17V16q152h125w/VrxOn3zyycb1cTbXk08+OW2LswQ3Pd7qXMd///vf0/6XX35547r4mOPj69+/f2769OlpJtc4w2v+vHGJ6+N94szXo0aNajG7bpy197777msx+2x8Ps4777x0jDhL7J/+9KcWbbz00kvT9k996lPNZpF96KGH0vl69+6de+2115rdpzNmK46zKW+wwQbNHkN8zHHfE088MXPXSlvic9GnT580M3IUX6Mrr7yyxX6f+MQn0mzUTcWZ3OP+7777bov9V+X5z89W3PT4dXV1aabjuH706NEtjn/FFVfkNttssxbrzVYMQEcQDgJAAZ122mmNX5ZjcHXggQfmxowZk/vsZz+bW2+99dL6GC7EsKqpGDZst912aXu/fv1y++yzT7rfl770pdzHPvaxtH633XZb43AwfkmP6+IX3/iFNp5j5MiR6QtyXH/22We3+xwxBI3rBwwYkDvssMNy48aNS0t72tY0hMkvDz74YJv7rm4b8hoaGnKDBw9ufD6WD5Pa67e//W3j6xjDoCOOOCK9tjFoiuvOPffcFvdZ3XBwVV+rtp6j1Wlz/lgTJkxI+8X9Dz/88NyWW26Z1q+//vqtBmurcx3vscce6fVrGhBNnTq1sX35pW/fvrlJkyY1/rtbt265Y489Nrd48eIW7fj5z3+e9tlwww1z++23X2pD/BnPE9fHwKyt16O+vj73uc99rvH+Bx98cHr8MWCL57z11ltb3CcGOXH/+PqsqrbCoMmTJ6f1McycN29e7vrrr09t+PjHP94stMzStdKa+L4R9509e3b6d3yNv/Wtb7XYb+DAgblzzjmn8d8LFy5M7a2srGz1uKvy/MfHF9/X86HyIYccktt0003Tv+P/A2JQuLz4x5DPf/7zLdYLBwHoCMJBACig+IXzzjvvTBWCO+64Y26TTTZJX9Bj1U38Ah+rZGK1VGti5c7VV1+d23PPPdMX6l69eqUvtLvvvnuq5GntC/aqhoOxYi5WvcS2xOAjfqGN27/4xS/m7r///laP09Y5YnvPPPPM3LBhw1Jbl99vZeHg66+/nr5sx31ixdKKArvVbUNTRx55ZNoWQ8k18corr+SOP/743BZbbJHOGSvcYvB07733trr/6oaDq/pareixr2qb88eK1V6xKm777bdP1VmxHTGEffnll9ts96pex7NmzUrniiFc0+qyv/zlL2n/+BxUV1enMCk+jvHjx6fjt1Yp1/TxxrAqBo+xOiuGgeXl5Snw+vrXv5574YUXcisSA8JY2RWrzeLjjo8jBjmPPfZYq/t3RjgYA+1YiRYDyfzrESvd5s+fn9lrZUXh4FNPPZX+vffee7eo1HvvvffS89j0dzDejveLbW7Nqjz/UayajMFofK+PS2zHiiof4/PUNKzMEw4C0BG6xf+0rwMyAEA2LF68OE2IEMcRe/3111uMJUZz+ckduupj5XnnnRcuv/zyNLN0nERj+ckhlhfHcovj3rV3lu5iNmvWrLDvvvuGiy66KFx88cUttsdx7ObMmZMmM9p+++1D1q+V5cXJR+IYhAsXLkyzDsfZmeMSf8/zYw/efPPNabbiuC4+j/lxBuN4iPH5zY//2prOeP6XLFmSJsOJEzEdccQRq3Q9AEB7mK0YAGA53/ve99KEAXHiCsFg8amurk6vT5xV+qmnngqTJk1K4U3v3r1bTHARJxO55JJLwgEHHBCuvvrqUOriLLf52X2zLs4qvMsuuzRO4nHPPfek2cfjhCQxGIxiCHjdddel66eqqirMnz8/zYge1+eDwfzkM3GiohUFg531/P/1r39Nk5uYjASAziIcBAAIIfztb38LV155ZXjjjTfCgw8+mGZDVolTnGL12Q033BB23XXXVEUYZ4KNr1ecTXjTTTdNVWmx6uu5555LVVcx2IkVY2TLtttuG3784x+nar448/s222yTAuUY/DWdlbimpiaMHz8+BYTrrrtuOP7448Oll17a7Fjf/OY3Q6HEmYpjdezWW29dsDYAUNqEgwAAIYR//vOfqaoofgmPIdMVV1wRhg0bVuhmsQLHHntsOPTQQ8Odd94ZZs6cGZ599tnw9NNPhx49eqTqrWOOOSaMGTMmjBw5stBNpQBiwLd8yNdWiPjwww+HYvXb3/42vSfF6xoAOoNwEAAghNRl0FDMq6eQz1usGIyVXnGh+Pkda79YxRyDwRkzZqQxBQGgswgHAQBgLTF06NAUFMUwm9IWX+c4CUoc+/S0005rdR/XAwAdwWzFAAAAAJBR3QvdAAAAAACgMISDAAAAAJBRxhzsYgsWLAj33XdfGD58eOjbt2+hmwMAAABACVi8eHH4xz/+Eb74xS+GgQMHtvt+wsEuUF9fHxoaGtLtu+++O0yYMKHQTQIAAACgBN14443hxBNPbPf+wsEuUF1dHSZNmtTihRoxYkTB2gQAAABA6Xj++efDSSedlHqrrgrhYBeoqqoKZ599dro9e/bsUFlZmYLBPfbYo9BNAwAAAKCErOowdsLBLlBWVpaWqLy8vNDNAQAAAIDEbMUAAAAAkFHCQQAAAADIKOEgAAAAAGSUcBAAAAAAMko4CAAAAAAZJRwEAAAAgIwSDgIAAABARgkHAQAAACCjhIMAAAAAkFHCQQAAAADIKOEgAAAAAGSUcBAAAAAAMko4CAAAAAAZJRwEAAAAgIzqWegGrE3q6urCiBEjwptvvhlqa2sL2pah584MxWTu5Qes8THef//9cM0114Sf//zn4eWXXw4fffRRGDp0aDjggAPCWWedFTbZZJPm55w7NwwbNqzZuj59+oThw4eHgw8+OJxzzjlhnXXWabb92GOPDT/+8Y/D22+/HTbaaKNm2xYtWhR+8IMfhP/93/8Nf/vb31J71ltvvbDtttuG/fbbL4wbNy4MHjy4cf+LL744TJo0KTz99NNh5513TutmzZoV9t1333R7ypQp4YQTTmjxOLt165Ye03333dfq8xDbfcUVV4StttoqPQ+tufXWW8Nxxx0Xfvazn6XHCgAAALA6hIOr4MILLwxDhgxJ4SAd66WXXgqjRo0Kr732Whg9enQK4nr16hV+//vfp8DwlltuCb/85S/DHnvs0eK+Mbg7+uij0+0Y+t19991h8uTJ4cknnwwPPvhgu87/zDPPhC9/+cthwYIFYf/99w/nnXde2HDDDVNgGMO/7373u6G6ujosWbKk3Y8phodHHnlkKC8vb/d9li5dGm677baw5ZZbhr///e/hscceCyNHjmz3/QEAAABWhXCwnWJ49MADD4T/+Z//SeEVHeeDDz4IBx54YJg/f34KAGNVXd6JJ54YTj755PC5z30uhXfPP/98iwrCj3/84ymEy5swYULYfffdw0MPPZRet//6r/9a4fn/9a9/pXN++OGH4fHHHw977bVXi31iSBgDx/aKlYR/+MMfwtVXX52CxvaaOXNmCp9ramrCEUccEX70ox8JBwEAAIBOU1JjDl522WXhkEMOSd1KY9fN2CW1LcuWLQtXXXVV2GabbVJX1M033zxMnDgxLF68uNVqrtg99Pvf/34oKyvr5EeRPVOnTk2Vg6effnqzYLBp0Bar9mJV4JVXXrnS4/Xo0SN85jOfSbfb6pbbVOzCGwPCeOzWgsGoX79+KRhur0MPPTSFkt/5znfCO++8s0rPRbx+Y9fksWPHhrvuuit1bwYAAADoDCUVDlZVVYVHHnkkdcns37//Cvc944wzwplnnhm22267cN1116VQ8dprr00VbDE4bCqGRjvttFPYZ599OvkRZFMMwPJVgm2JYwXGbsaxy3B7vPLKK+nnBhtssNJ94zF79+4djjrqqNBRYjh9+eWXp4rDSy+9tF33iRWDv/rVr1IX6Xj/+JhjVeWMGTM6rF0AAAAAJdutOAZCseoq2n777ducNOSFF15IgWDsHtw0bIqTW8QuqTGMGTNmTFoXx3374Q9/GJ599tkuehTZ85e//CWsu+66aQKOtsSJRWKVZ+xWHF/XioqKxm2xO/DChQvT7fjzpz/9aZrUJE4esrIuuf/5z3/SOIef/OQnUwVpUw0NDSncaypOUNLe6tHYFTqOh3jDDTeE0047LY1XuSJxopQ4CUt+/MTYph133DFVE64oOAUAAMi6Ypu0s9QmEKW0lVTlYD4YXJnp06eHXC6XurE2FbsOxxDq9ttvb1z329/+NnU5jePaxdlt47h3setxvB3Hp2PNxW6zsdvuysRgLlo+sIvh2YABA9ISZxa+6KKLUrfcOG5frAhc2bmbHrupX//6143HzS9xJuNVEbsV19fXhwsuuGCl+8bxBffee+9mMzDH6sGnnnoqBdoAAAAAHa2kKgfbK84+271797Drrrs2Wx8rx2KlVtzedOy4WAGWF2fAjYHNc889l8KiFZk3b1544403mq2LlW/5cQxjZVqpWJPHEoO5GNKt7Bj5UDAGuHHf/P6xK3ictCRW3cVKzzg2YHzu42u8/DHzXcbz98/PJByPvfy+cczA2M03ipObfO9732v2usXzRU3Xxdv5bXFdrGA97LDDwh133JGqB2M1YBTD6abniyF0HHcxTkIyZ86cZm2Ij+Omm25qNt5ia+cGAADIqt49coVuQtHynTE7lv5/mcSqymQ4uGDBglT511pV2aBBg8ITTzyRqr1i99EYRMUlLwaCcTy42GV1ZWJF26RJk1rdFrvGLl8BtzZbk8ey9dZbp9A1dt1uq/ozjr33t7/9LWyxxRYpGIvni12C869JnLQk2m233cKnP/3pNCFJDNruv//+9Hrlxdc1imFkHMMwiq9lDOZihWjTrsVxe/64+YlNYjvyj3XJkiUtXsv8hDaxq3N+3VlnnRXuueee8M1vfjP85Cc/abXL8o033ph+xuultWsmhovnnHNOY5tjO5ZvDwAAQFZt3lc42BbfGbOjto3h9VYmk+FgDFTa6m6aD4fiPq2NLRdDp/Y+2ePGjQujRo1qUTl40kknpTHz2tOVdm2xJo/l4IMPTuHgz372szQrcWtiqBYDtThOZP5ccZzCKL6WTc8fqz/jhDNxIpBY+RdDwrz8axqrFfP3iee/+uqrw3333Zdes9bkA+L4M3+//DXU9LXs27dv43WUXxerBeNrHse5jBWnUQz58ttjyBnPHStUWzt/vGbi8xK7scfH31Z7AAAAsmre4v+/KITmfGfMjoom8zOsikyGgzFQeeutt1rdFiu+8vusqc033zwtrenZs2djFVgpWJPHEoOzH/zgB+Gaa64JlZWV4fOf/3yz7X/84x/D+eefnyoEm1bP5X/GbrfLnz9W68UwLgaEY8eODT169GjcN3/f/H3iMe+8885w7rnnhhEjRoQ999yzRRvz92v6uuWP2XRdvJ3f1rRNF154YZpwJM6oHcVqxvz2OClOrDj8xje+0Rj+NfWlL30phZe33XZb6qLc1rkBAACyaslHwsG2+M6YHflMYpXvFzJo4MCB4a9//WvqFrp8BeH8+fNTl+P2zkjbHrEra76Pf11dXYcdt1TEars40UcMBQ844IDw1a9+NVVoxos6TsYxbdq0lH7/4he/CJtuumm7jrn++uuH8ePHp3AwBn9HHXVUm/vGY86cOTNNNrPPPvuE/fffP81yvOGGG4Z33303Ve7dddddqRqwvedfXrymzj777FYnJondz2MYvXwomhe3feELX0iPP16fset7XgwWX3zxxRb32XLLLZtVTAIAAAC0JpPh4C677BIefPDBFDzF2WGbVg3Gbp8xIOpIsUtoW2MPrq5Sm4o8zjL85z//OVUPxvH54liBcWzBIUOGpJAvVgKuajAXuxbH402ePDmMGTOmsdquNXFswTgjcKxgjEFlDBVj9/HY/XibbbZJwV7s8tuesSbbcuaZZ4Ybbrgh/POf/2xcF885e/bsVDG4omrVGJjGILBp9WE0Y8aMVveP3dmFgwAAAMDKdMvFaVNLUJwlNoY7c+fObbEtVoLtsMMO4aCDDkqBS17shjphwoRUqXbkkUd2SuVgDIJi19k46ckee+zRYecAAACArBp67sxCN6FolVpxEW2L8znESVpXNXMqqcrBGOq99tpr6fbbb7+dQrlLLrkk/TtWoOW7lsZx5U455ZRw/fXXp4qt2I10zpw54dprr03dSWOVWUeKXZTz3ZTLy8s79NgAAAAAsLpKKhyMY7c99thjzdblx3iLoV/TcefiBA9Dhw4NU6ZMSePNxTHhYvfV2AU1P/lERzHmIAAAAADFqKTCwVmzZrV73zj+3MSJE9PS2TpjzEEAAAAAWFMdWyJHq+IEEnH8w7jU1NQUujkAAAAAUHqVg8XKmIMAAAAAFCOVgwAAAACQUSoHu4AJSQAAAAAoRioHu0CckKSioiItlZWVhW4OAAAAACTCwS5gQhIAAAAAipFuxV3AhCQAAAAAFCOVgwAAAACQUcJBAAAAAMgo3Yq7gNmKAQAAAChGwsEumq140qRJHXvQi/uFonLxotW6W7du3dq976uvvpp+Dhs2rNn6Pn36hOHDh4eDDz44nHPOOWGdddZptv3YY48NP/7xj8Pbb78dNtpoo7Tu1ltvDccdd1y6feWVV4azzjqrxfmeffbZ8KlPfSrdPuaYY9J9AAAAAEqJcLCLZis+++yz0+3Zs2eHysrKQjepaEybNq3Zv3/zm9+EKVOmhBNPPDHsvffezbYNGDAgBXzRfvvtF44++uh0O667++67w+TJk8OTTz4ZHnzwwXafPwaLt9xyS6vh4I9+9KO0/cMPP1zNRwcAAABQ3ISDXcBsxW078sgjm/176dKlKRzcY489WmyL8uHgxz/+8WbbJ0yYEHbffffw0EMPhWeeeSb813/9V7vOf9BBB4Xp06eHp556Kuy6666N65csWRLuvPPOMHr06PQTAAAAoBSZkISS0KNHj/CZz3wm3X755Zfbfb8DDzwwdTWO1YNN3XvvveHdd99t7HoMAAAAUIqEg5SMV155Jf3cYIMN2n2fXr16pQrEGTNmNOs+HLsU77TTTmHHHXfslLYCAAAAFAPhIGulGOQtXLgwLS+++GIab/DnP/95GDx4cBg5cuQqHetrX/taeO+998I999yT/v3GG2+k7slxPQAAAEApEw52gfr6+rB48eK01NXVFbo5JWHq1KlpgpK4bLvttuGiiy4K++67b6ipqQm9e/depWONGDEi7Lzzzo1di+PMxrGicOzYsZ3UegAAAIDiIBzsAtXV1aGioiItZiruGF/+8pdTdd8DDzwQrrvuurD55puHefPmrXIwmBfHFnzkkUfCa6+9Fm699dZ0/P79+3d4uwEAAACKiXCwC1RVVYXa2tq0xMo21lzsPvy5z30ujBo1Kpx66qnh0UcfDQsWLAiHH354yOVyq3y8MWPGpBmlTzjhhPD3v/9dl2IAAAAgE4SDXSCGTn379k1LeXl5oZtTkrbccstw1llnhd///vdh+vTpq3z/9ddfPxx00EGpGjFWIe63336d0k4AAACAYiIcpGScccYZYb311guTJk0KH3300Srf/9xzz01jF15//fWhe3e/GgAAAEDpk4BQMmL13/jx48NLL70U7rzzzlW+/yc/+clw8cUXhy996Uud0j4AAACAYtOz0A1gNV28qNAtKNrqwWuuuSZMnjw5jSPYo0ePQjcJAAAAoGh1y63O7A2stieffDJ8+tOfDk888UTYY489Ct0cAAAAWOsNPXdmoZtQtOZefkChm0CRZ04qB7tAfX19aGhoSLfr6uoK3RwAAAAASISDXaC6ujpNkgEAAADQpS7uV+gWFCfDtTUyIUkXqKqqCrW1tWmpqakpdHMAAAAAIFE52AXKysrSEpWXlxe6OQAAAACQqBwEAAAAgIwSDgIAAABARgkHAQAAACCjhIMAAAAAkFHCQQAAAADIKOEgAAAAAGRUz0I3IAvq6+tDQ0NDul1XV1fo5gAAAABAonKwC1RXV4eKioq0VFZWFro5AAAAAJAIB7tAVVVVqK2tTUtNTU2hmwMAAAAAiW7FXaCsrCwtUXl5eaGbAwAAAACJykEAAAAAyCjhIAAAAABklHAQAAAAADJKOAgAAAAAGSUcBAAAAICMEg4CAAAAQEYJBwEAAAAgo4SDAAAAAJBRwkEAAAAAyCjhIAAAAABklHAQAAAAADKqZ6EbkAX19fWhoaEh3a6rqyt0cwAAAAAgUTnYBaqrq0NFRUVaKisrC90cAAAAAEiEg12gqqoq1NbWpqWmpqbQzQEAAACARLfiLlBWVpaWqLy8vNDNAQAAAIBE5SAAAAAAZJRwEAAAAAAySjgIAAAAABklHAQAAACAjBIOAgAAAEBGCQcBAAAAIKOEgwAAAACQUcJBAAAAAMgo4SAAAAAAZJRwEAAAAAAySjgIAAAAABklHAQAAACAjBIOAgAAAEBGCQcBAAAAIKOEgwAAAACQUcLBdjr55JPD5ptvHtZbb70waNCgcPrpp4f6+vpCNwsAAAAAVptwsJ1OPfXU8OKLL4b3338//OlPf0pLdXV1oZsFAAAAAKut5+rfNVu22267xtu5XC507949vPzyywVtEwAAAACsiZKrHLzsssvCIYccEoYPHx66desWhg4d2ua+y5YtC1dddVXYZpttQp8+fVK34YkTJ4bFixe3uv/ll18eKioqwsYbb5wqB2PXYgAAAABYW5VcOFhVVRUeeeSRsOWWW4b+/fuvcN8zzjgjnHnmmakq8Lrrrkuh4rXXXhsOPPDAFBwu79xzzw21tbXhr3/9a/j6178eNttss058JAAAAADQuUquW/Err7ySqgaj7bffPoV5rXnhhRdSIDh69Ohw9913N64fNmxYmDBhQpgxY0YYM2ZMq/fddtttww477BCOOuqo8Oijj3bSIwEAAACAzlVylYP5YHBlpk+fnsYOXL5r8AknnBDWWWedcPvtt6/w/g0NDeGll15ao7YCAAAAQCGVXOVgez399NNpUpFdd9212fo49uCOO+6YtuctWrQo/PznPw9f+cpXQr9+/cLzzz8fLrnkkjBq1KgVnmPevHnhjTfeaLYu3jdaunRpChgBAACANdO7R67QTShaDd37FLoJxakEM5mlS5eu1v0yGw4uWLAgbLTRRqF3794ttg0aNCg88cQTob6+PpSVlaWJTWIlYRyfMK6LE5LE7siTJk1a4TmmTp3a5j6xu3MMHQEAAIA1s3lf4WBbFpW1PVFrppVgJlPbxtB6K5PZcPCDDz5oNRjMVw/m94nh4HrrrRcefvjhVT7HuHHjWlQXxsrBk046Kc16HKsQAQAAgDUzb3G3QjehaPVbOrfQTShOJZjJVFRUrNb9MhsOxnEF33rrrVa3ffjhh437rInNN988LbHaMN+FuK6uLv3s2bNn6NWr1xodHwAAAAhhyUfCwbb0WvZ/GQfLKcFMpmfP1Yv5Sm5CkvYaOHBgWLhwYViyZEmLbfPnz09djmPVYEeorq5O6W1cKisrO+SYAAAAALCmMhsO7rLLLmHZsmXhqaeealE1+Nxzz4Wdd965w85VVVWV+n3HpaampsOOCwAAAABrIrPh4GGHHZYmGrn66qubrb/pppvSWINjx47tsHPFCsS+ffumpby8vMOOCwAAAABrouTGHJw2bVp47bXX0u233347jfd3ySWXpH8PGTIkHHXUUen2iBEjwimnnBKuv/76NPPw/vvvH+bMmROuvfbaMHLkyDBmzJiCPg4AAAAA6GwlFw5OnTo1PPbYY83WXXDBBelnDP3y4WAUqwaHDh0apkyZEmbOnJnGGRw/fnyYPHly6N6944oqW5uQBAAAAAAKreTCwVmzZrV73x49eoSJEyempTPFCUkmTZrUqecAAAAAgFWV2TEHu5IJSQAAAAAoRiVXOViM4oQkcYlMSAIAAABAsVA5CAAAAAAZpXKwC5iQBAAAAIBipHKwC8QJSSoqKtJSWVlZ6OYAAAAAQCIc7AImJAEAAACgGOlW3AVMSAIAAABAMVI5CAAAAAAZpXKwC5iQBAAAAIBipHKwC5iQBAAAAIBiJBzsAiYkAQAAAKAY6VbcBUxIAgAAAEAxUjkIAAAAABklHAQAAACAjBIOAgAAAEBGGXOwC9TX14eGhoZ0u66urtDNAQAAAIBE5WAXqK6uDhUVFWmprKwsdHMAAAAAIBEOdoGqqqpQW1ublpqamkI3BwAAAAAS3Yq7QFlZWVqi8vLyQjcHAAAAABKVgwAAAACQUcJBAAAAAMgo4SAAAAAAZJRwEAAAAAAyyoQkXaC+vj40NDSk23V1dYVuDgAAAAAkKge7QHV1daioqEhLZWVloZsDAAAAAIlwsAtUVVWF2tratNTU1BS6OQAAAACQ6FbcBcrKytISlZeXF7o5AAAAAJCoHAQAAACAjBIOAgAAAEBGCQcBAAAAIKOEgwAAAACQUcJBAAAAAMgo4SAAAAAAZJRwEAAAAAAyqmehG5AF9fX1oaGhId2uq6srdHMAAAAAIFE52AWqq6tDRUVFWiorKwvdHAAAAABIhINdoKqqKtTW1qalpqam0M0BAAAAgES34i5QVlaWlqi8vLzQzQEAAACAROUgAAAAAGSUcBAAAAAAMko4CAAAAAAZJRwEAAAAgIwSDgIAAABARgkHAQAAACCjhIMAAAAAkFHCQQAAAADIKOEgAAAAAGSUcBAAAAAAMqpnoRuQBfX19aGhoSHdrqurK3RzAAAAACBROdgFqqurQ0VFRVoqKysL3RwAAAAASISDXaCqqirU1tampaamptDNAQAAAIBEt+IuUFZWlpaovLy80M0BAAAAgETlIAAAAABklHAQAAAAADJKOAgAAAAAGSUcBAAAAICMEg4CAAAAQEYJBwEAAAAgo4SDAAAAAJBRwkEAAAAAyCjhIAAAAABklHAQAAAAADJKOAgAAAAAGSUcBAAAAICMEg4CAAAAQEYJBwEAAAAgo4SDAAAAAJBRwsF2WLJkSTjhhBPC8OHDw7rrrhs+/vGPh+uuu67QzQIAAACANdJzze6eDUuXLg2bbrppePDBB1NA+Oc//zmMGjUqbLLJJuHQQw8tdPMAAAAAYLWoHGyHvn37hm9/+9thq622Ct27dw877rhj+NKXvhR++9vfFrppAAAAALDaSq5y8LLLLgt//OMfwzPPPBNeffXVMGTIkDB37txW9122bFm45pprwo033pj2GTBgQKoEnDx5cgoE29LQ0BB+85vfhLPOOqsTHwkAAJ1p6LkzC92EojX38gMK3QQAoIuUXOVgVVVVeOSRR8KWW24Z+vfvv8J9zzjjjHDmmWeG7bbbLo0heMghh4Rrr702HHjggSk4bMupp56axh48+uijO+ERAAAAAEDXKLnKwVdeeSWNCxhtv/32oba2ttX9XnjhhRQIjh49Otx9992N64cNGxYmTJgQZsyYEcaMGdPifjFMfPLJJ1MAWVZW1omPBAAAAAA6V8lVDuaDwZWZPn16yOVy4fTTT2+2Ps5KvM4664Tbb7+9xX3ivg899FCoqakJG220UYe1GQAAAAAKoeQqB9vr6aefTpOL7Lrrrs3W9+nTJ004Erc3FasJY7Xgo48+msYmbI958+aFN954o9m6559/vnEG5Dh2IQAAhdG7R67QTShaPqcCaxvv6W1r6N6n0E0oTiX4/7qlS5eu1v0yGw4uWLAgVf/17t27xbZBgwaFJ554ItTX16euw6+99lrqghz3jd2O8/bee+/wq1/9qs1zTJ06NUyaNKnVbbG786JFizro0QAAsKo27+uLZFt8TgXWNt7T27aobGihm1CcSvD/dbVtDK23MpkNBz/44INWg8F89WB+nxgOxhmPYxfkVTVu3LgwatSoFpWDJ510UqioqAj9+vVbzdYDALCm5i3uVugmFC2fU4G1jff0tvVbOrfQTShOJfj/uoqKitW6X2bDwTiu4FtvvdXqtg8//LBxnzWx+eabp6U1PXv2DL169Vqj4wMAsPqWfOSLZFt8TgXWNt7T29Zr2f9lHCynBP9f17Pn6sV8JTchSXsNHDgwLFy4MCxZsqTFtvnz56cuxx01G3Hsnrx48eK01NXVdcgxAQAAAGBNZTYc3GWXXcKyZcvCU0891aJq8Lnnngs777xzh52ruro6lXbGpbKyssOOCwAAAABrIrPh4GGHHRa6desWrr766mbrb7rppjTW4NixYzvsXFVVVWlQyLjU1NR02HEBAAAAYE2U3JiD06ZNS7MLR2+//Xbq0nvJJZekf8eJRY466qh0e8SIEeGUU04J119/fRg9enTYf//9w5w5c8K1114bRo4cGcaMGdNhbYrdk/NdlMvLyzvsuAAAAACwJkouHJw6dWp47LHHmq274IIL0s8Y+uXDwShWDQ4dOjRMmTIlzJw5M40zOH78+DB58uTQvXvHFVXGgLKhoSHdNuYgAAAAAMWi5MLBWbNmtXvfHj16hIkTJ6alM8UxBydNmtSp5wAAAACAVbXa5XGxsi6Ga2uyrO4Uy2sbYw4CAAAAUIxWO5278MIL04QerJwxBwEAAAAoqXDw4osv7tiWAAAAAABdKhv9egvMhCQAAAAAFKOOm5K3ib///e/hd7/7XVi0aFFnHH6tEyckqaioSEtlZWWhmwMAAAAAHR8O3nfffWHLLbcMW2+9ddhnn33CM888k9a/9dZbYauttgp33XVXyCITkgAAAABQ0uHgrFmzwkEHHRQ22GCDcNFFF4VcLte4beONN06h4YwZM0IWxclI+vbtmxYTkgAAAABQcuHg5MmTww477BBmz54dTjnllBbb99hjj/DHP/6xo04HAAAAABRLOPj000+HsWPHhu7dWz/k4MGDw5tvvtlRpwMAAAAAimW24mXLloXevXu3uX3hwoWpe20Wma0YAAAAgJKuHNx2223Db37zmxVOVhK7HWeR2YoBAAAAKOlwcNy4cWk24qlTp6Yqwqhbt27hgw8+CBMmTAhPPvlkOPHEE0MWma0YAAAAgJLuVvyNb3wj/O53vwsnnHBCmDhxYgoGjzjiiPDOO++Ejz76KBx33HFpTMIsit2p812qzVYMAAAAQMmFg9Htt98evvrVr6afL774YsjlcmG33XYLRx99dFoPAAAAAJRoOBgddNBBaQEAAAAAMhIOXnvttWHMmDFho4026qhDlgyzFQMAsFa5uF+hW1C8Ll5U6BYAQHFOSHL66aeHQYMGparBX/ziF2Hp0qUddei1ntmKAQAAACjpcPBXv/pVOPjgg8NDDz2UxhfcdNNNw/jx48PTTz8dss5sxQAAAACUdDg4atSocMcdd4Q333wz3HzzzWHEiBHhhhtuCLvvvnvYbrvtwhVXXBHmz58fsijOVNy3b9+0mK0YAAAAgJILB/Ni19njjjsuPProo+HVV18NkydPTrMWn3feeWHYsGEdfToAAAAAoFjCwaa22GKLMHbs2HD44YeHddddN3z00UedeToAAAAAoBCzFTf1/vvvh5/+9KfhtttuC7/73e/Suu233z4cc8wxnXE6AAAAAKCQ4eCyZcvCAw88kALBX/7yl6Guri4MGDAgTJgwIYWCO+64Y0edCgAAAAAopnBw4MCB4e233w69evUKBx54YAoEv/CFL4QePXqErKuvrw8NDQ3pdgxNAQAAAKCkwsEhQ4aEiy66KI0v2L9//446bEmorq4OkyZNKnQzAAAAAKBzJiSZPXt2+MY3viEYbEVVVVWora1NS01NTaGbAwAAAACdNyEJzZWVlaUlKi8vL3RzAAAAAGDNwsHPfvazoVu3buHXv/516NmzZ/r3ysT9Vc4BAAAAwFoeDv7jH/8I3bt3D7lcrvHfMfwDAAAAAEo8HJw7d+4K/w0AAAAAZGRCEgAAAAAgo+Fgjx49wp133tnm9p/85CdpHwAAAACgxMLB/NiDq7sdAAAAACjRbsWvv/56WHfddbvqdAAAAABAZ01IEt17771pyZsyZUp4+OGHW+z37rvvpvV77bVXyKL6+vrQ0NCQbtfV1RW6OQAAAACw5uHgc889F2699dZ0u1u3buHxxx9Py/IqKirCpz/96XD99deHLKqurg6TJk0qdDMAAAAAoOO6FV900UVh2bJlaYljCt5+++2N/266vP/+++HBBx8MW221VciiqqqqUFtbm5aamppCNwcAAAAA1rxysKlXX301DBgwoKMOV1LKysrSEpWXlxe6OQAAAADQseHgkCFDOupQAAAAAMDaFA5G//73v8PUqVPD7Nmz0+3YpbipOC6hbrUAAAAAUGLh4GuvvRb23HPPsGDBgtCvX780zuAGG2zQGBJutNFGoW/fvh11OgAAAACgWMLB888/P7z33nupMnDEiBFh4403Dj/5yU/C7rvvHi699NIwY8aM8Nhjj3XU6ShCQ8+dWegmFK25lx9Q6CYAAAAAdOxsxU3FUPCEE04I++67b+o+HMUZjNdZZ50UDsbA8Jxzzumo0wEAAAAAxRIOvvPOO2H77bdPt3v16pV+1tXVNW7fb7/9wkMPPdRRpwMAAAAAiiUcHDBgQHj33XfT7XXXXTf06dMnzJ07t3F7fX19s7AQAAAAACiRcPATn/hE+NOf/pRux27Fu+66a7jhhhvC66+/nkLCKVOmhG222aajTgcAAAAAFMuEJF/+8pfD//zP/6TqwPLy8nDhhReGUaNGhWHDhjUGhvfcc09HnQ4AAAAAKJZw8OSTT05L3mc/+9nw5JNPhjvvvDP06NEjHHTQQeHTn/50R50OAAAAACiWcLA1O++8c1oAAAAAgBIec/DMM88Mf/7znzvqcCUlTsayePHitJiUBQAAAICSCwevvvrqsNNOO4Udd9wx3X7rrbc66tBrverq6lBRUZGWysrKQjcHAAAAADo2HHzxxRfDueeeG957771URTh48OBw4IEHhrvuuitVzmVZVVVVqK2tTUtNTU2hmwMAAAAAHRsOfvzjHw+XXnppmDt3bgrAxo4dGx5//PFw6KGHhk033TRNVhInKMmisrKy0Ldv37TEmZwBAAAAoKTCwab23XffcMstt4Q333wzTJs2Ley6667hpptuCnvvvXdnnA4AAAAAKJZwMC9WyQ0aNChsttlmoU+fPiGXy3Xm6QAAAACAVdAzdIKXXnop3HbbbeGOO+4Ir7/+eujRo0f4whe+EI455pjOOB0AAAAAUMhw8N///neYPn16CgWffvrpVCUYZy4+/fTTw5gxY8KAAQM66lQAAAAAQDGFg3HSkaVLl4ZNNtkkzVYcqwS33377jjo8AAAAAFCs4eBBBx2UAsFRo0aF7t07dShDAAAAAKCYwsEZM2Z01KEAAAAAgC6gxA8AAAAAMmq1KweHDRuWug+/+OKLoVevXmH48OErvU+3bt3CK6+8srqnBAAAAACKIRwcMmRICvviEm2xxRaNtwEAAACAEg4HZ82atcJ/AwAAAAAZGHOwrq4u3HbbbWH27NkdcTgAAAAAYG0JB3v37h2OP/748Oyzz3bE4QAAAACAtSUcjBOTxDEH33///Y44HAAAAACwtoSD0THHHBOmTZsWlixZEkrRT3/607DXXnuFioqKMHTo0EI3BwAAAAAKNyHJ8j796U+He+65J+y4447h5JNPDh/72MfCOuus02K/ffbZJ6yN+vfvH0499dTwr3/9K1x11VWFbg4AAAAAFE84uN9++zXePu2000K3bt2abc/lcmndRx99FNZG+cf3i1/8otBNAQAAAIDiCgdvueWWUAwuu+yy8Mc//jE888wz4dVXXw1DhgwJc+fObXXfZcuWhWuuuSbceOONaZ8BAwaEQw89NEyePDn07du3y9sOAAAAAGtlOBjHHCwGVVVVYYMNNgif+tSnwnvvvbfCfc8444xw7bXXhoMOOihMnDgxzJkzJ/07zrr88MMPp4lWAAAAAKBUdVg4WCxeeeWVMHz48HR7++23D7W1ta3u98ILL4TrrrsujB49Otx9992N64cNGxYmTJgQZsyYEcaMGdNl7QYAAACArtahpXHz5s0LX/va18LgwYNDWVlZeOSRR9L6t99+O61/+umnQ2fLB4MrM3369DQO4umnn95s/QknnJAmUrn99ts7qYUAAAAAUGKVg3F8v9133z18+OGH6ec///nPxm1xLL8//OEP4eabbw677LJLKAYxqIzdhnfddddm6/v06ZNmXF4+yIwTqTQ0NKQlhorxccYJVnr37r3CsPSNN95otu75559PP5cuXZqOVUp698gVuglFq9ReawAoBT67tK2he59CN6F4+VwHRcl7etu8p2fn/Xzp0qWFDQe/9a1vpbDtL3/5SygvLw8bb7xxs+37779/+OUvfxmKxYIFC8JGG23Uarg3aNCg8MQTT4T6+vpUARlNmzYtHHfccY37xMe4oslOoqlTp4ZJkya1ui12d160aFEoJZv39WbcllJ7rQGgFPjs0rZFZUML3YTi5XMdFCXv6W3znp6d9/PaNobW67JwME7gMX78+LD55puHd955p8X2GKQtX0VXSB988EGbVX+xejC/Tz4cPPbYY9OyKsaNGxdGjRrVonLwpJNOChUVFaFfv36hlMxb3K3QTSha/W74RKGbULzOK573BQCyxWeXtvVb2vYfwDOvxD7DQ6nwnt427+nZeT+vqKgobDj4/vvvh80226zN7bEKb3XLGztDHFfwrbfeanVb7DKc32dNxKA0Lq3p2bNn6NWrVyglSz7yZtyWXsv+75qiFSX2ewDA2sNnl7b57LICPrtAUfKe3jbv6dl5P+/Zs2dhJySJIVicAbgtv//978NWW20VisXAgQPDwoULw5IlS1psmz9/fupynK8aXFMxGF28eHFa6urqOuSYAAAAALCmOiwcHD16dPjRj36UxhzMixN2RHfffXf42c9+Fg499NBQLOLEKMuWLQtPPfVUi6rB5557Luy8884ddq7q6upU2hmXysrKDjsuAAAAABRFOBgnJBk8eHDYbbfdwpFHHpmCwcsvvzzsscceKRTcYYcdwsSJE0OxOOyww1Ibr7766mbrb7rppjTW4NixYzvsXFVVVWlQyLjU1NR02HEBAAAAYE102JiD6623XnjyySfDBRdcEO68886Qy+XCQw89FNZff/1w8sknh0svvbRxoo/OFGcVfu2119Ltt99+O3XpveSSSxonRTnqqKPS7REjRoRTTjklXH/99anqMc6mPGfOnHDttdeGkSNHhjFjxnRYm2L35HwX5TjLMQAAAACUVDiYDwivueaatMRgLgaEAwYMaOxe3BWmTp0aHnvssWbrYmAZxdAvHw5GsWpw6NChYcqUKWHmzJlpnME44/LkyZND9+4dVlSZAsqGhoZ025iDAAAAAJRkONhUDAULYdasWe3et0ePHqmrc2d3d45jDk6aNKlTzwEAAAAABQsHn3jiiVR999JLL4X3338/VRFuvfXW4YADDkjjDmZZHHPw7LPPTrdnz55tUhIAAAAASiMcjEHgEUccER544IHUjXh5l112WQoI77jjjrDuuuuGLDLmIAAAAAAlGQ4efPDB4eGHHw577bVXGDduXPjkJz+ZqgZjaPjnP/853HzzzeG+++5LswPff//9HdNqAAAAAKCw4eCvf/3rFAzGMfuuvPLKFtt32mmncMwxx4SzzjorXHXVVWn24v322y9kjQlJAAAAAChGazQl7/Tp08OQIUPCFVdcscL94vYtttgi3HnnnSGL4oQkFRUVaTHeIAAAAAAlEQ4+88wz4Stf+Uro1q3bik/SvXva7w9/+EPI6oQktbW1aampqSl0cwAAAABgzcPB+fPnpxmJ2yPu98Ybb4QsipOR9O3bNy0mJAEAAACgJMLBOOlIe2cgjvvFyjkAAAAAoATCwWXLlq20S/Hy+wMAAAAAJTBbcXT//feHN998s13jE2aV2YoBAAAAKMlwMM5A3N5ZiFelyrDUZiueNGlSoZsBAAAAAB0XDj766KNrcvdMzVZ89tlnp9uzZ88OlZWVhW4SAAAAAKxZODhy5MiOa0mJz1Ycl8hsxQAAAACUxIQkAAAAAEAGKwc/+9nPrvHJ4xiENTU1a3wcAAAAAKALw8Fly5at8QQjuVwuZIHZigEAAAAoqXBw1qxZHduSEma2YgAAAACKkTEHu2i24tra2rToRg0AAABAScxWTPuYrRgAAACAYqRyEAAAAAAySjgIAAAAABklHAQAAACAjBIOAgAAAEBGCQcBAAAAIKPMVtwF6uvrQ0NDQ7pdV1dX6OYAAAAAQKJysAtUV1eHioqKtFRWVha6OQAAAACQCAe7QFVVVaitrU1LTU1NoZsDAAAAAIluxV2grKwsLVF5eXmhmwMAAAAAicpBAAAAAMgo4SAAAAAAZJRwEAAAAAAySjgIAAAAABklHAQAAACAjBIOAgAAAEBG9Sx0A7Kgvr4+NDQ0pNt1dXWFbg4AAAAAJCoHu0B1dXWoqKhIS2VlZaGbAwAAAACJcLALVFVVhdra2rTU1NQUujkAAAAAkOhW3AXKysrSEpWXlxe6OQAAAACQqBwEAAAAgIwSDgIAAABARgkHAQAAACCjhIMAAAAAkFHCQQAAAADIKOEgAAAAAGSUcBAAAAAAMko4CAAAAAAZJRwEAAAAgIwSDgIAAABARgkHAQAAACCjeha6AVlQX18fGhoa0u26urpCNwcAAAAAEpWDXaC6ujpUVFSkpbKystDNAQAAAIBEONgFqqqqQm1tbVpqamoK3RwAAAAASHQr7gJlZWVpicrLywvdHAAAAABIVA4CAAAAQEYJBwEAAAAgo4SDAAAAAJBRwkEAAAAAyCjhIAAAAABklHAQAAAAADJKOAgAAAAAGSUcBAAAAICMEg4CAAAAQEYJBwEAAAAgo4SDAAAAAJBRwkEAAAAAyCjhIAAAAABklHAQAAAAADJKONgOS5cuDaeddlrYYIMNwvrrrx/GjRsXPvzww0I3CwAAAADWiHCwHaqrq8Ojjz4ann/++fDyyy+Hv/71r+Gb3/xmoZsFAAAAAGtEONgON998c6iqqgqDBg0KAwYMCBdffHG49dZbw0cffVTopgEAAADAaiupcPCyyy4LhxxySBg+fHjo1q1bGDp0aJv7Llu2LFx11VVhm222CX369Ambb755mDhxYli8eHGz/d57770wb968sOOOOzau+9SnPhX+85//hLlz53bq4wEAAACAzlRS4WCs7nvkkUfClltuGfr377/Cfc8444xw5plnhu222y5cd911KVS89tprw4EHHpiCw7wYAkZxrMG8/O38NgAAAABYG/UMJeSVV15JVYPR9ttvH2pra1vd74UXXkiB4OjRo8Pdd9/duH7YsGFhwoQJYcaMGWHMmDFp3brrrpt+Llq0KGy66aaN1YRNtwEAAADA2qikKgfzweDKTJ8+PeRyuXD66ac3W3/CCSeEddZZJ9x+++3NqgRjl+Pnnnuucd2zzz6bgsEVdVsGAAAAgGJXUpWD7fX000+H7t27h1133bXZ+jj2YBxbMG5v6vjjj0/jGe69996hV69eaUKSY489NvTo0WOF54ljFb7xxhvN1sUZj6OlS5eGhoaGUEp698gVuglFq6F7n0I3oXiV2O8BAGsPn13a5rPLCvjsAkXJe3rbvKdn5/186dKlq3W/TIaDCxYsCBtttFHo3bt3i21xRuInnngi1NfXh7KyssaxDBcuXBg+8YlPpPEIDz744PCd73xnpeeZOnVqmDRpUqvbYpfn2FW5lGze15txWxaVqTJtU4n9HgCw9vDZpW0+u6yAzy5QlLynt817enbez2vbGF5vZTIZDn7wwQetBoP56sH8PvlwsGfPnmmykrisinHjxoVRo0a1qBw86aSTQkVFRejXr18oJfMWdyt0E4pWv6Vmtm5Tif0eALD28NmlbT67rIDPLlCUvKe3zXt6dt7PKyoqVut+mQwH47iCb731VqvbPvzww8Z91lQcqzAurYmBY+yiXEqWfOTNuC29lv3fdUUrSuz3AIC1h88ubfPZZQV8doGi5D29bd7Ts/N+3rPn6sV8JTUhSXsNHDgwdRNesmRJi23z589PXY7zVYMdIXZRXrx4cVrq6uo67LgAAAAAsCYyGQ7usssuaezAp556qkXVYJyVeOedd+7Q81VXV6fSzrhUVlZ26LEBAAAAYHVlMhw87LDDQrdu3cLVV1/dbP1NN92UxhocO3Zsh54vTmgSB4WMS01NTYceGwAAAABWV0mNOTht2rTw2muvpdtvv/126s57ySWXpH8PGTIkHHXUUen2iBEjwimnnBKuv/76MHr06LD//vuHOXPmpAlHRo4cGcaMGdOh7YpdlPPdlMvLyzv02AAAAACwukoqHJw6dWp47LHHmq274IIL0s8Y+uXDwShWDQ4dOjRMmTIlzJw5M40zOH78+DB58uTQvXsmCyoBAAAAyJiSCgdnzZrV7n179OgRJk6cmJbOFisYGxoa0m0TkgAAAABQLJTIdQETkgAAAABQjISDXcCEJAAAAAAUo5LqVlysTEgCAAAAQDESDnYBYw4CAAAAUIx0K+4CxhwEAAAAoBgJB7uAMQcBAAAAKEa6FXcBYw4CAAAAUIxUDgIAAABARgkHAQAAACCjdCvuAmYrBgAAAKAYqRzsAmYrBgAAAKAYCQe7gNmKAQAAAChGuhV3AbMVAwAAAFCMVA4CAAAAQEYJBwEAAAAgo4SDAAAAAJBRxhzsAvX19aGhoSHdrqurK3RzAAAAACBROdgFqqurQ0VFRVoqKysL3RwAAAAASISDXaCqqirU1tampaamptDNAQAAAIBEt+IuUFZWlpaovLy80M0BAAAAgETlIAAAAABklHAQAAAAADJKOAgAAAAAGSUcBAAAAICMMiFJF6ivrw8NDQ3pdl1dXaGbAwAAAACJysEuUF1dHSoqKtJSWVlZ6OYAAAAAQCIc7AJVVVWhtrY2LTU1NYVuDgAAAAAkuhV3gbKysrRE5eXlhW4OAACQEUPPnVnoJhStuZcfUOgmABQFlYMAAAAAkFHCQQAAAADIKOEgAAAAAGSUcBAAAAAAMko4CAAAAAAZJRwEAAAAgIzqWegGZEF9fX1oaGhIt+vq6grdHAAAAABIVA52gerq6lBRUZGWysrKQjcHAAAAABLhYBeoqqoKtbW1aampqSl0cwAAAAAg0a24C5SVlaUlKi8vL3RzAAAAACBROQgAAAAAGSUcBAAAAICMEg4CAAAAQEYJBwEAAAAgo4SDAAAAAJBRwkEAAAAAyKiehW4AAAAAdLmL+xW6BcXr4kWFbgHQhVQOAgAAAEBGCQcBAAAAIKOEgwAAAACQUcJBAAAAAMgoE5J0gfr6+tDQ0JBu19XVFbo5AAAAAJCoHOwC1dXVoaKiIi2VlZWFbg4AAAAAJMLBLlBVVRVqa2vTUlNTU+jmAAAAAECiW3EXKCsrS0tUXl5e6OYAAAAAQKJyEAAAAAAySjgIAAAAABklHAQAAACAjDLmIADQwtBzZxa6CUVr7uUHFLoJAADQYVQOAgAAAEBGCQcBAAAAIKOEgwAAAACQUcJBAAAAAMgo4SAAAAAAZJRwEAAAAAAySjgIAAAAABklHAQAAACAjBIOAgAAAEBGCQcBAAAAIKOEgwAAAACQUcLBdvjpT38a9tprr1BRURGGDh1a6OYAAAAAQIcQDrZD//79w6mnnhouvfTSQjcFAAAAADpMz447VOnab7/90s9f/OIXhW4KAAAAAGQrHLzsssvCH//4x/DMM8+EV199NQwZMiTMnTu31X2XLVsWrrnmmnDjjTemfQYMGBAOPfTQMHny5NC3b98ubzsAUGIu7lfoFhSnixcVugUAAJRqt+KqqqrwyCOPhC233DJ18V2RM844I5x55plhu+22C9ddd1045JBDwrXXXhsOPPDAFBw2dfjhh4du3bq1ucyaNauTHxkAAAAAFM5aUTn4yiuvhOHDh6fb22+/faitrW11vxdeeCEFgqNHjw5333134/phw4aFCRMmhBkzZoQxY8Y0rr/pppvC9ddf3+Z5+/VTGQAAAABA6VorKgfzweDKTJ8+PeRyuXD66ac3W3/CCSeEddZZJ9x+++3N1q+77rpho402anPp1atXhz4OAAAAACgma0XlYHs9/fTToXv37mHXXXdttr5Pnz5hxx13TNtXx0cffRQaGhrSEsPHDz/8MHU77t279wrvN2/evPDGG280W/f888+nn0uXLk3HKyW9e+QK3YSi1dC9T6GbULxK7PcASoX39LZ5Ty+d93PXedtc56VzrbvO2+Y6L53rPHKtt821XjrX+crErClkPRxcsGBBqvhrLbQbNGhQeOKJJ0J9fX0oKytbpeNOmzYtHHfccY3/Li8vX+GkKHlTp04NkyZNanVb7Bq9aFFpDdy9eV9vxm1ZVDa00E0oXiX2ewClwnt627ynl877ueu8ba7z0rnWXedtc52XznUeudbb5lovnet8Zdoahi9T4eAHH3zQZjVfrB7M77Oq4eCxxx6bllU1bty4MGrUqBaVgyeddFKoqKgouTEN5y3uVugmFK1+S1ccJGdaif0eQKnwnt427+ml837uOm+b67x0rnXXedtc56VznUeu9ba51kvnOl+ZmDWFrIeDcVzBt956q9VtsStwfp+usvnmm6clVivmuxDX1dWlnz179iy5MQ2XfOTNuC29lv3f9UcrSuz3AEqF9/S2eU8vnfdz13nbXOelc627ztvmOi+d6zxyrbfNtV461/nKxKypZCckaa+BAweGhQsXhiVLlrTYNn/+/NTleFWrBjtCdXV1Sm/jUllZ2eXnBwAAAICSDwd32WWXsGzZsvDUU0+1qBp87rnnws4771yQdlVVVaV+33GpqakpSBsAAAAAoKTDwcMOOyzNInz11Vc3W3/TTTelsQbHjh1bkHbFasW+ffumJU5mAgAAAADFYK0YczDOFvzaa6+l22+//XYaw++SSy5J/46zBh911FHp9ogRI8Ipp5wSrr/++jB69Oiw//77hzlz5oRrr702jBw5MowZM6agjwMAAAAAislaEQ5OnTo1PPbYY83WXXDBBelnDP3y4WAUqwaHDh0apkyZEmbOnJnGGRw/fnyYPHly6N69MIWSrU1IAgAAAACFtlaEg7NmzWr3vj169AgTJ05MS7GIE5JMmjSp0M0AAAAAgNIdc7BYmZAEAAAAgGK0VlQOru3ihCRxiUxIAgAAAECxUDkIAAAAABmlcrALmJAEAAAAgGIkHOwCJiSB0jH03JmFbkLRmnv5AYVuAgAAAKtIt+IuYEISAAAAAIqRysEuYEISAAAAAIqRykEAAAAAyCiVg13AhCQAAAAAFCOVg100IUlFRUVaKisrC90cAAAAAEiEg13AhCQAAAAAFCPdiruACUkAAAAAKEYqBwEAAAAgo4SDAAAAAJBRwkEAAAAAyChjDnaB+vr60NDQkG7X1dUVujkAAAAAkKgc7ALV1dWhoqIiLZWVlYVuDgAAAAAkwsEuUFVVFWpra9NSU1NT6OYAAAAAQKJbcRcoKytLS1ReXl7o5gAAAABAonIQAAAAADJK5SAAHePifoVuQfG6eFGhWwAAANAqlYMAAAAAkFHCQQAAAADIKN2Ku0B9fX1oaGhIt+vq6grdHAAAAABIVA52gerq6lBRUZGWysrKQjcHAAAAABLhYBeoqqoKtbW1aampqSl0cwAAAAAg0a24C5SVlaUlKi8vL3RzAAAAACBROQgAAAAAGSUcBAAAAICMEg4CAAAAQEYJBwEAAAAgo4SDAAAAAJBRwkEAAAAAyCjhIAAAAABkVM9CNyAL6uvrQ0NDQ7pdV1dX6OYAAAAAQKJysAtUV1eHioqKtFRWVha6OQAAAACQCAe7QFVVVaitrU1LTU1NoZsDAAAAAIluxV2grKwsLVF5eXmhmwMAAAAAicpBAAAAAMgo4SAAAAAAZJRwEAAAAAAyypiDXWzx4sXp5/PPPx9KzZL5cwrdhKL1ZNnSQjeheD35ZFibuM7b5jovnes8cq23zbXeBtd5SXGdl8617jpvm+u8dK7zyLXeNtd66Vz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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# sensitivity_bars_derivatives_original_vs_trim.py\n", "# Sensitivity (derivative) bar charts for ORIGINAL vs TRIM:\n", "# - |∂x50/∂θ_j| and |∂slope@50/∂θ_j|\n", "# Requires: pip install numpy scipy numdifftools matplotlib\n", "\n", "import os, numpy as np, numdifftools as nd\n", "import matplotlib.pyplot as plt\n", "from scipy.optimize import brentq\n", "from scipy.special import betaln, gammaln\n", "\n", "# -------------------- config --------------------\n", "BASES = [(\"ORIGINAL\", \"out\"), (\"TRIM\", \"out_trim\")] # folders with theta0.npy\n", "PARAMS = [\"p\",\"a\",\"b\",\"s\",\"k\",\"theta\"]\n", "YLOG = True # set False to use linear y-axis\n", "OUT_X50 = \"bars_sens_x50.png\"\n", "OUT_S50 = \"bars_sens_slope50.png\"\n", "\n", "# -------------------- model helpers --------------------\n", "def logistic(z): z = np.clip(z, -60, 60); return 1.0/(1.0+np.exp(-z))\n", "\n", "def dE_full(x,a,b,s,k,th):\n", " x=np.asarray(x,float)\n", " return ((a-k)*np.log(x) - (a+b)*np.log1p(x/s) + x/th\n", " - a*np.log(s) - betaln(a,b) + k*np.log(th) + gammaln(k))\n", "\n", "def P_with(theta, x):\n", " p,a,b,s,k,th = [float(v) for v in np.asarray(theta).ravel()]\n", " p = float(np.clip(p, 1e-12, 1-1e-12))\n", " return logistic((np.log(p) - np.log1p(-p)) + dE_full(x,a,b,s,k,th))\n", "\n", "def x50(theta, lo=1e-6, hi=5.0, hi_max=100.0):\n", " f = lambda t: P_with(theta,t) - 0.5\n", " fa, fb = f(lo), f(hi)\n", " while fa*fb > 0 and hi < hi_max:\n", " hi *= 2.0\n", " fb = f(hi)\n", " if fa*fb > 0:\n", " raise RuntimeError(\"x50: no 0.5-crossing up to hi_max.\")\n", " return float(brentq(f, lo, hi))\n", "\n", "def slope50(theta):\n", " xm = x50(theta)\n", " p,a,b,s_,k,th = [float(v) for v in theta]\n", " dEdx = (a-k)/xm - (a+b)/(s_+xm) + 1.0/th\n", " pm = P_with(theta, xm)\n", " return pm*(1.0-pm)*dEdx\n", "\n", "def step_vec(x, rel=1e-6, abs_min=1e-8):\n", " x=np.asarray(x,float)\n", " return np.maximum(rel*np.maximum(1.0, np.abs(x)), abs_min)\n", "\n", "# -------------------- compute sensitivities --------------------\n", "def compute_sens(folder):\n", " th_path = os.path.join(folder, \"theta0.npy\")\n", " if not os.path.exists(th_path):\n", " raise FileNotFoundError(f\"Missing {th_path}\")\n", " theta0 = np.load(th_path).astype(float).ravel()\n", " eps = step_vec(theta0)\n", "\n", " xm = x50(theta0)\n", " sm = slope50(theta0)\n", "\n", " # derivatives wrt θ = (p,a,b,s,k,theta)\n", " dx_dtheta = nd.Gradient(x50, step=eps, method='central')(theta0)\n", " ds_dtheta = nd.Gradient(slope50, step=eps, method='central')(theta0)\n", "\n", " # absolute magnitudes for plotting\n", " sens_x = np.abs(dx_dtheta)\n", " sens_s = np.abs(ds_dtheta)\n", "\n", " return dict(x50=float(xm), s50=float(sm),\n", " sens_x=sens_x, sens_s=sens_s)\n", "\n", "results = {}\n", "for lbl, fld in BASES:\n", " results[lbl] = compute_sens(fld)\n", "\n", "# -------------------- plotting --------------------\n", "def plot_grouped(params, vec_A, vec_B, label_A, label_B, title, outfile, ylog=False):\n", " idx = np.arange(len(params))\n", " width = 0.38\n", "\n", " fig, ax = plt.subplots(figsize=(10,4.6), dpi=130)\n", " ax.bar(idx - width/2, vec_A, width, label=label_A)\n", " ax.bar(idx + width/2, vec_B, width, label=label_B)\n", " ax.set_xticks(idx); ax.set_xticklabels(params)\n", " ax.set_ylabel(r\"|Derivative|\")\n", " if ylog:\n", " ax.set_yscale('log')\n", " ax.set_title(title)\n", " ax.legend(frameon=False)\n", " ax.grid(axis='y', alpha=0.25)\n", " fig.tight_layout()\n", " fig.savefig(outfile, bbox_inches=\"tight\")\n", " print(f\"Saved: {outfile}\")\n", "\n", "A, B = BASES[0][0], BASES[1][0]\n", "\n", "plot_grouped(\n", " PARAMS,\n", " results[A][\"sens_x\"], results[B][\"sens_x\"],\n", " A, B,\n", " r\"Sensitivity of $x_{50}$: $|\\partial x_{50} / \\partial \\theta_j|$\",\n", " OUT_X50, ylog=YLOG\n", ")\n", "\n", "plot_grouped(\n", " PARAMS,\n", " results[A][\"sens_s\"], results[B][\"sens_s\"],\n", " A, B,\n", " r\"Sensitivity of slope@50: $|\\partial \\mathrm{slope}_{50} / \\partial \\theta_j|$\",\n", " OUT_S50, ylog=YLOG\n", ")\n", "\n", "# Optional: quick console summary to help caption your figure\n", "for lbl in results:\n", " print(f\"\\n[{lbl}] x50 = {results[lbl]['x50']:.3f}, slope@50 = {results[lbl]['s50']:.3f}\")\n", " order_x = np.argsort(results[lbl]['sens_x'])[::-1]\n", " order_s = np.argsort(results[lbl]['sens_s'])[::-1]\n", " print(\" Top contributors to x50 sensitivity:\")\n", " for j in order_x[:3]:\n", " print(f\" {PARAMS[j]}: {results[lbl]['sens_x'][j]:.3g}\")\n", " print(\" Top contributors to slope@50 sensitivity:\")\n", " for j in order_s[:3]:\n", " print(f\" {PARAMS[j]}: {results[lbl]['sens_s'][j]:.3g}\")\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "7aa6cb93", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved: sensitivity_side_by_side.png\n", "\n", "[ORIGINAL] x50=1.791, slope@50=1.789\n", " Top x50 sensitivities:\n", " theta: 757\n", " s: 5.51\n", " p: 2.9\n", " Top slope@50 sensitivities:\n", " theta: 1.1e+04\n", " s: 114\n", " p: 25.5\n", "\n", "[TRIM] x50=1.749, slope@50=3.259\n", " Top x50 sensitivities:\n", " theta: 231\n", " p: 1.54\n", " s: 0.812\n", " Top slope@50 sensitivities:\n", " theta: 3.93e+03\n", " s: 51.8\n", " p: 9.63\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# sensitivity_side_by_side.py\n", "# Side-by-side bar charts (ORIGINAL vs TRIM) for pure sensitivities (derivatives)\n", "# Left: |∂x50/∂θ_j| Right: |∂slope@50/∂θ_j|\n", "# Requires: pip install numpy scipy numdifftools matplotlib\n", "\n", "import os, numpy as np, numdifftools as nd\n", "import matplotlib.pyplot as plt\n", "from scipy.optimize import brentq\n", "from scipy.special import betaln, gammaln\n", "\n", "\n", "TITLE_SIZE = 15 # per-panel titles\n", "LABEL_SIZE = 14 # axis labels\n", "TICK_SIZE = 12 # tick labels\n", "LEGEND_SIZE = 13 # legend text\n", "SUPTITLE_SIZE = 16 # figure suptitle\n", "\n", "mpl.rcParams.update({\n", " \"axes.titlesize\": TITLE_SIZE,\n", " \"axes.titleweight\": \"bold\",\n", " \"axes.labelsize\": LABEL_SIZE,\n", " \"axes.labelweight\": \"bold\",\n", " \"xtick.labelsize\": TICK_SIZE,\n", " \"ytick.labelsize\": TICK_SIZE,\n", "})\n", "\n", "# -------------------- config --------------------\n", "BASES = [(\"ORIGINAL\", \"out\"), (\"TRIM\", \"out_trim\")] # folders with theta0.npy\n", "PARAMS = [\"p\",\"a\",\"b\",\"s\",\"k\",\"theta\"]\n", "USE_LOG_Y = True # log scale for wide ranges\n", "OUTFILE = \"sensitivity_side_by_side.png\"\n", "\n", "# -------------------- model helpers --------------------\n", "def logistic(z): z = np.clip(z, -60, 60); return 1.0/(1.0+np.exp(-z))\n", "\n", "def dE_full(x,a,b,s,k,th):\n", " x=np.asarray(x,float)\n", " return ((a-k)*np.log(x) - (a+b)*np.log1p(x/s) + x/th\n", " - a*np.log(s) - betaln(a,b) + k*np.log(th) + gammaln(k))\n", "\n", "def P_with(theta, x):\n", " p,a,b,s,k,th = [float(v) for v in np.asarray(theta).ravel()]\n", " p = float(np.clip(p, 1e-12, 1-1e-12))\n", " return logistic((np.log(p) - np.log1p(-p)) + dE_full(x,a,b,s,k,th))\n", "\n", "def x50(theta, lo=1e-6, hi=5.0, hi_max=100.0):\n", " f = lambda t: P_with(theta,t) - 0.5\n", " fa, fb = f(lo), f(hi)\n", " while fa*fb > 0 and hi < hi_max:\n", " hi *= 2.0\n", " fb = f(hi)\n", " if fa*fb > 0:\n", " raise RuntimeError(\"x50: no 0.5-crossing up to hi_max.\")\n", " return float(brentq(f, lo, hi))\n", "\n", "def slope50(theta):\n", " xm = x50(theta)\n", " p,a,b,s_,k,th = [float(v) for v in theta]\n", " dEdx = (a-k)/xm - (a+b)/(s_+xm) + 1.0/th\n", " pm = P_with(theta, xm)\n", " return pm*(1.0-pm)*dEdx\n", "\n", "def step_vec(x, rel=1e-6, abs_min=1e-8):\n", " x=np.asarray(x,float)\n", " return np.maximum(rel*np.maximum(1.0, np.abs(x)), abs_min)\n", "\n", "# -------------------- compute sensitivities --------------------\n", "def compute_sens(folder):\n", " th_path = os.path.join(folder, \"theta0.npy\")\n", " if not os.path.exists(th_path):\n", " raise FileNotFoundError(f\"Missing {th_path}\")\n", " theta0 = np.load(th_path).astype(float).ravel()\n", " eps = step_vec(theta0)\n", "\n", " xm = x50(theta0)\n", " sm = slope50(theta0)\n", "\n", " dx_dtheta = nd.Gradient(x50, step=eps, method='central')(theta0)\n", " ds_dtheta = nd.Gradient(slope50, step=eps, method='central')(theta0)\n", "\n", " return {\n", " \"theta0\": theta0,\n", " \"x50\": float(xm),\n", " \"s50\": float(sm),\n", " \"sens_x\": np.abs(dx_dtheta),\n", " \"sens_s\": np.abs(ds_dtheta),\n", " }\n", "\n", "results = {label: compute_sens(folder) for label, folder in BASES}\n", "\n", "# -------------------- plotting (side-by-side) --------------------\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4.6), dpi=130, sharey=False)\n", "colors = {\"ORIGINAL\":\"#1f77b4\", \"TRIM\":\"#ff7f0e\"}\n", "\n", "def plot_panel(ax, values_A, values_B, title):\n", " idx = np.arange(len(PARAMS))\n", " width = 0.38\n", " A_lbl, B_lbl = BASES[0][0], BASES[1][0]\n", " ax.bar(idx - width/2, values_A, width, color=colors[A_lbl], label=A_lbl)\n", " ax.bar(idx + width/2, values_B, width, color=colors[B_lbl], label=B_lbl)\n", " ax.set_xticks(idx); ax.set_xticklabels(PARAMS, rotation=0)\n", " ax.set_ylabel(r\"|Derivative|\")\n", " if USE_LOG_Y:\n", " ax.set_yscale('log')\n", " ax.set_title(title)\n", " ax.grid(axis='y', alpha=0.25)\n", "\n", "plot_panel(\n", " axes[0],\n", " results[BASES[0][0]][\"sens_x\"],\n", " results[BASES[1][0]][\"sens_x\"],\n", " r\"Sensitivity of $x_{50}$: $|\\partial x_{50}/\\partial \\theta_j|$\"\n", ")\n", "\n", "plot_panel(\n", " axes[1],\n", " results[BASES[0][0]][\"sens_s\"],\n", " results[BASES[1][0]][\"sens_s\"],\n", " r\"Sensitivity of slope@50: $|\\partial \\mathrm{slope}_{50}/\\partial \\theta_j|$\"\n", ")\n", "\n", "# Legend once\n", "handles, labels = axes[0].get_legend_handles_labels()\n", "fig.legend(handles, labels, loc=\"lower center\", ncol=2, frameon=False)\n", "plt.tight_layout(rect=[0,0.08,1,1])\n", "fig.savefig(OUTFILE, bbox_inches=\"tight\")\n", "print(f\"Saved: {OUTFILE}\")\n", "\n", "# Optional console summary (good for captioning)\n", "for lbl in results:\n", " print(f\"\\n[{lbl}] x50={results[lbl]['x50']:.3f}, slope@50={results[lbl]['s50']:.3f}\")\n", " ord_x = np.argsort(results[lbl]['sens_x'])[::-1]\n", " ord_s = np.argsort(results[lbl]['sens_s'])[::-1]\n", " print(\" Top x50 sensitivities:\")\n", " for j in ord_x[:3]:\n", " print(f\" {PARAMS[j]}: {results[lbl]['sens_x'][j]:.3g}\")\n", " print(\" Top slope@50 sensitivities:\")\n", " for j in ord_s[:3]:\n", " print(f\" {PARAMS[j]}: {results[lbl]['sens_s'][j]:.3g}\")\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "8222b818", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x@0.5 = 1.749496\n", "slope@0.5 = 3.258567\n", "\n", "dx50/dθ: {'p': -1.5417931580488604, 'a': -0.0007246523773195609, 'b': 0.0016715072714233112, 's': -0.8124594773175648, 'k': 0.014835439157976676, 'theta': 231.02273282773322}\n", "dslope/dθ: {'p': 9.626164051549692, 'a': 0.04523966869114362, 'b': -0.11261898196896268, 's': 51.84318056876862, 'k': -0.23552311867136208, 'theta': -3930.2402457615267}\n", "\n", "Raw-space (φ) gradients — direct vs sandwich\n", "dx50/dφ (direct): {'p_raw': -0.0767208459215336, 'b_raw': -0.00699250194441174, 's_raw': 1.259790462386056, 'k_raw': 0.005446778286064846, 'd_raw': 0.001991757296223495, 'u_raw': 0.1911109075140197}\n", "dx50/dφ (sandwich): {'p_raw': -0.07672084285594356, 'b_raw': -0.006992507727552329, 's_raw': 1.259791592114215, 'k_raw': 0.005446771789588766, 'd_raw': 0.0019917590945788687, 'u_raw': 0.19111104090888165}\n", "Relative error dx50: 8.912e-07\n", "\n", "dslope/dφ (direct): {'p_raw': 0.4790055319935918, 'b_raw': 0.03477628576483858, 's_raw': -2.34645321148127, 'k_raw': -0.0428881868469243, 'd_raw': -0.0009728779045705135, 'u_raw': -3.2512481511817874}\n", "dslope/dφ (sandwich): {'p_raw': 0.47900551098506855, 'b_raw': 0.03477629824136331, 's_raw': -2.3464557172596177, 'k_raw': -0.042888169895150624, 'd_raw': -0.0009728817362331471, 'u_raw': -3.2512484602523783}\n", "Relative error dslope: 6.252e-07\n", "\n", "QR(J_F_theta^T): Q columns = θ-space sensitive basis\n", "Q_theta=\n", " [[-0.006674 0.400195]\n", " [-0.000003 -0.000793]\n", " [ 0.000007 0.002029]\n", " [-0.003517 -0.916427]\n", " [ 0.000064 -0.000406]\n", " [ 0.999972 -0.000552]]\n", "R_theta=\n", " [[ 231.029307 -3930.374987]\n", " [ 0. -41.48857 ]]\n", "\n", "Largest sensitivity wrt θ: sigma1 = 3937.376976, lambda1 = 1.550294e+07\n", "v1 (θ-direction of max change): {'p': -0.0024635796938030025, 'a': -1.1480803259676224e-05, 'b': 2.8578173433346084e-05, 's': -0.013156357251790724, 'k': 5.993528518864348e-05, 'theta': 0.9999104142362939}\n", "Second mode: sigma2 = 2.434381, lambda2 = 5.926211e+00\n", "v2 (orthogonal next direction): {'p': 0.40024305131614846, 'a': -0.0007931911160733845, 'b': 0.0020288655316123847, 's': -0.9163394722605559, 'k': -0.00040712825098413184, 'theta': -0.011070693270074743}\n" ] } ], "source": [ "# midpoint_numdifftools_trimmed.py\n", "import os, numpy as np, numdifftools as nd\n", "from scipy.optimize import brentq\n", "from scipy.special import betaln, gammaln\n", "\n", "theta0 = np.load(\"out_trim/theta0.npy\").astype(float)\n", "phi0 = np.load(\"out_trim/phi_raw.npy\").astype(float)\n", "\n", "names_th = [\"p\",\"a\",\"b\",\"s\",\"k\",\"theta\"]\n", "names_ph = [\"p_raw\",\"b_raw\",\"s_raw\",\"k_raw\",\"d_raw\",\"u_raw\"]\n", "\n", "def logistic(z): z=np.clip(z,-60,60); return 1.0/(1.0+np.exp(-z))\n", "def sigmoid(t): return 1.0/(1.0+np.exp(-t))\n", "def softplus(t): t=np.asarray(t,float); return np.log1p(np.exp(-np.abs(t)))+np.maximum(t,0.0)\n", "\n", "def theta_max(a,b,k,s,eps=1e-12):\n", " A=a-k\n", " if A<=0: return np.inf\n", " r=np.sqrt(a+b)-np.sqrt(max(A,eps))\n", " return np.inf if r<=1e-12 else s/(r*r)\n", "\n", "def unpack_phi_mono(phi):\n", " p_raw,b_raw,s_raw,k_raw,d_raw,u_raw = [float(v) for v in np.asarray(phi).ravel()]\n", " p = sigmoid(p_raw)\n", " b = softplus(b_raw)+1e-6\n", " s = softplus(s_raw)+1e-6\n", " k = softplus(k_raw)+1e-6\n", " delta = softplus(d_raw)+1e-6\n", " a = k + delta\n", " th = theta_max(a,b,k,s) * sigmoid(u_raw)\n", " return np.array([p,a,b,s,k,th], float)\n", "\n", "def dE_full(x,a,b,s,k,th):\n", " x=np.asarray(x,float)\n", " return ((a-k)*np.log(x) - (a+b)*np.log1p(x/s) + x/th\n", " - a*np.log(s) - betaln(a,b) + k*np.log(th) + gammaln(k))\n", "\n", "def P_with(theta,x):\n", " p,a,b,s,k,th = [float(v) for v in np.asarray(theta).ravel()]\n", " p = float(np.clip(p,1e-12,1-1e-12))\n", " return logistic((np.log(p)-np.log1p(-p)) + dE_full(x,a,b,s,k,th))\n", "\n", "def x50(theta, lo=1e-6, hi=5.0, hi_max=100.0):\n", " f = lambda t: P_with(theta,t)-0.5\n", " fa, fb = f(lo), f(hi)\n", " while fa*fb>0 and hi0: raise RuntimeError(\"x50: no 0.5-crossing up to hi_max.\")\n", " return float(brentq(lambda t: P_with(theta,t)-0.5, lo, hi))\n", "\n", "def slope50(theta):\n", " xm = x50(theta)\n", " p,a,b,s_,k,th = [float(v) for v in theta]\n", " dEdx = (a-k)/xm - (a+b)/(s_+xm) + 1.0/th\n", " pm = P_with(theta, xm)\n", " return pm*(1.0-pm)*dEdx\n", "\n", "def step_vec(x, rel=1e-6, abs_min=1e-8):\n", " x=np.asarray(x,float); return np.maximum(rel*np.maximum(1.0,np.abs(x)), abs_min)\n", "\n", "step_th = step_vec(theta0); step_ph = step_vec(phi0)\n", "\n", "dx_dtheta = nd.Gradient(x50, step=step_th, method='central')(theta0)\n", "ds_dtheta = nd.Gradient(slope50, step=step_th, method='central')(theta0)\n", "\n", "J_theta_phi = nd.Jacobian(unpack_phi_mono, step=step_ph, method='central')(phi0)\n", "\n", "dx_dphi_dir = nd.Gradient(lambda ph: x50(unpack_phi_mono(ph)), step=step_ph, method='central')(phi0)\n", "ds_dphi_dir = nd.Gradient(lambda ph: slope50(unpack_phi_mono(ph)), step=step_ph, method='central')(phi0)\n", "dx_dphi_s = dx_dtheta @ J_theta_phi\n", "ds_dphi_s = ds_dtheta @ J_theta_phi\n", "\n", "xm = x50(theta0); sm = slope50(theta0)\n", "print(f\"x@0.5 = {xm:.6f}\")\n", "print(f\"slope@0.5 = {sm:.6f}\\n\")\n", "\n", "print(\"dx50/dθ:\", dict(zip(names_th,[float(v) for v in dx_dtheta])))\n", "print(\"dslope/dθ:\", dict(zip(names_th,[float(v) for v in ds_dtheta])))\n", "\n", "print(\"\\nRaw-space (φ) gradients — direct vs sandwich\")\n", "print(\"dx50/dφ (direct): \", dict(zip(names_ph,[float(v) for v in dx_dphi_dir])))\n", "print(\"dx50/dφ (sandwich):\", dict(zip(names_ph,[float(v) for v in dx_dphi_s])))\n", "num = np.linalg.norm(dx_dphi_dir - dx_dphi_s); den = max(np.linalg.norm(dx_dphi_dir), 1e-16)\n", "print(f\"Relative error dx50: {num/den:.3e}\")\n", "\n", "print(\"\\ndslope/dφ (direct): \", dict(zip(names_ph,[float(v) for v in ds_dphi_dir])))\n", "print(\"dslope/dφ (sandwich):\", dict(zip(names_ph,[float(v) for v in ds_dphi_s])))\n", "num = np.linalg.norm(ds_dphi_dir - ds_dphi_s); den = max(np.linalg.norm(ds_dphi_dir), 1e-16)\n", "print(f\"Relative error dslope: {num/den:.3e}\")\n", "\n", "\n", "\n", "# ---------- Q for df/dθ and major eigenpair in θ-space ----------\n", "\n", "# Build J_{F,θ} (2×6): rows are [∂x50/∂θ; ∂slope/∂θ]\n", "J_F_theta = np.vstack([dx_dtheta, ds_dtheta])\n", "\n", "# Q for df/dθ: since J_F_theta is wide (2×6), QR on the transpose gives θ-space basis (6×2)\n", "Q_theta, R_theta = np.linalg.qr(J_F_theta.T, mode='reduced')\n", "with np.printoptions(precision=6, suppress=True):\n", " print(\"\\nQR(J_F_theta^T): Q columns = θ-space sensitive basis\")\n", " print(\"Q_theta=\\n\", Q_theta)\n", " print(\"R_theta=\\n\", R_theta)\n", "\n", "# Major eigenvector/value of H = (df/dθ)^T (df/dθ)\n", "H = J_F_theta.T @ J_F_theta # 6×6, PSD\n", "w, V = np.linalg.eigh(H) # ascending eigenvalues\n", "lam1 = float(w[-1]) # largest eigenvalue\n", "sigma1 = lam1**0.5 # top singular value (magnitude of max change)\n", "v1 = V[:, -1] # θ-direction of maximum change (unit)\n", "\n", "print(f\"\\nLargest sensitivity wrt θ: sigma1 = {sigma1:.6f}, lambda1 = {lam1:.6e}\")\n", "print(\"v1 (θ-direction of max change):\", dict(zip(names_th, [float(x) for x in v1])))\n", "\n", "# Optional: show second mode if you care\n", "if len(w) >= 2:\n", " lam2 = float(w[-2]); sigma2 = lam2**0.5; v2 = V[:, -2]\n", " print(f\"Second mode: sigma2 = {sigma2:.6f}, lambda2 = {lam2:.6e}\")\n", " print(\"v2 (orthogonal next direction):\", dict(zip(names_th, [float(x) for x in v2])))\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "5303a9c9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Midpoint elasticities — numdifftools (central) — BASE='out' ===\n", "x@0.5 = 1.791053\n", "slope@0.5 = 1.788942\n", "\n", "dx50/dθ (ND): {'p': -2.896307804716851, 'a': -0.0034300715037703902, 'b': 0.008066111836161892, 's': -5.5134911999361, 'k': 0.02714117441175738, 'theta': 757.4030203346937}\n", "dslope/dθ (ND): {'p': 25.51608111144379, 'a': 0.07016308457192917, 'b': -0.17069940161862243, 's': 113.91933137843294, 'k': -0.37869274724396795, 'theta': -11010.212242201165}\n", "\n", "Elasticity of x50 wrt θ (ND): {'p': -0.0822040211943568, 'a': -2.195311972375015, 'b': 2.248344449825849, 's': -2.2103434226935583, 'k': 2.9515833860128122, 'theta': 3.2104133459533024}\n", "Elasticity of slope@50 wrt θ (ND): {'p': 0.7250608813708497, 'a': 44.95871590715504, 'b': -47.63681959356706, 's': 45.723835093247025, 'k': -41.23116075548761, 'theta': -46.724188028763656}\n", "\n", "=== Midpoint elasticities — numdifftools (central) — BASE='out_trim' ===\n", "x@0.5 = 1.749496\n", "slope@0.5 = 3.258567\n", "\n", "dx50/dθ (ND): {'p': -1.5417931580488604, 'a': -0.0007246523773195609, 'b': 0.0016715072714233112, 's': -0.8124594773175648, 'k': 0.014835439157976676, 'theta': 231.02273282773322}\n", "dslope/dθ (ND): {'p': 9.626164051549692, 'a': 0.04523966869114362, 'b': -0.11261898196896268, 's': 51.84318056876862, 'k': -0.23552311867136208, 'theta': -3930.2402457615267}\n", "\n", "Elasticity of x50 wrt θ (ND): {'p': -0.04628388530870943, 'a': -0.32862606560962, 'b': 0.3119001673252499, 's': -0.3237285768411076, 'k': 1.223967423550175, 'theta': 1.323729480949075}\n", "Elasticity of slope@50 wrt θ (ND): {'p': 0.15514699860462008, 'a': 11.014838319184058, 'b': -11.282500453763573, 's': 11.090659997274974, 'k': -10.432524674401, 'theta': -12.090661089704868}\n" ] } ], "source": [ "# midpoint_elasticity_nd_only.py\n", "# pip install numdifftools\n", "import os, numpy as np\n", "import numdifftools as nd\n", "from scipy.optimize import brentq\n", "from scipy.special import betaln, gammaln\n", "\n", "names_th = [\"p\",\"a\",\"b\",\"s\",\"k\",\"theta\"]\n", "\n", "# -------- model helpers (same as your fit) --------\n", "def logistic(z): z=np.clip(z,-60,60); return 1.0/(1.0+np.exp(-z))\n", "def sigmoid(t): return 1.0/(1.0+np.exp(-t))\n", "def softplus(t): t=np.asarray(t,float); return np.log1p(np.exp(-np.abs(t))) + np.maximum(t,0.0)\n", "\n", "def dE_full(x,a,b,s,k,th):\n", " x=np.asarray(x,float)\n", " return ((a-k)*np.log(x) - (a+b)*np.log1p(x/s) + x/th\n", " - a*np.log(s) - betaln(a,b) + k*np.log(th) + gammaln(k))\n", "\n", "def P_with(theta, x):\n", " p,a,b,s,k,th = [float(v) for v in np.asarray(theta).ravel()]\n", " p = float(np.clip(p, 1e-12, 1-1e-12))\n", " logits = (np.log(p) - np.log1p(-p)) + dE_full(x, a,b,s,k,th)\n", " return logistic(logits)\n", "\n", "def x50(theta, lo=1e-6, hi=5.0, hi_max=100.0):\n", " f = lambda t: P_with(theta, t) - 0.5\n", " fa, fb = f(lo), f(hi)\n", " while fa*fb > 0 and hi < hi_max:\n", " hi *= 2.0\n", " fb = f(hi)\n", " if fa*fb > 0:\n", " raise RuntimeError(\"x50: no 0.5-crossing up to hi_max.\")\n", " return float(brentq(f, lo, hi))\n", "\n", "def slope50(theta):\n", " xm = x50(theta)\n", " p,a,b,s_,k,th = [float(v) for v in theta]\n", " dEdx = (a-k)/xm - (a+b)/(s_+xm) + 1.0/th\n", " pmid = P_with(theta, xm)\n", " return pmid*(1.0-pmid)*dEdx\n", "\n", "def step_vec(x, rel=1e-6, abs_min=1e-8):\n", " x = np.asarray(x, float)\n", " return np.maximum(rel*np.maximum(1.0, np.abs(x)), abs_min)\n", "\n", "def run_base(BASE):\n", " # load θ̂\n", " theta0_path = os.path.join(BASE, \"theta0.npy\")\n", " if not os.path.exists(theta0_path):\n", " print(f\"[skip] {BASE}: {theta0_path} not found.\")\n", " return\n", "\n", " theta0 = np.load(theta0_path).astype(float).ravel()\n", " # vector step for ND (central)\n", " EPS_th = step_vec(theta0, rel=1e-6, abs_min=1e-8)\n", "\n", " # midpoint values\n", " xm = x50(theta0)\n", " sm = slope50(theta0)\n", "\n", " # θ-gradients via numdifftools (central)\n", " dx_dtheta = nd.Gradient(x50, step=EPS_th, method='central')(theta0)\n", " ds_dtheta = nd.Gradient(slope50, step=EPS_th, method='central')(theta0)\n", "\n", " # elasticities\n", " x_safe = max(float(xm), 1e-12)\n", " s_safe = max(float(sm), 1e-12)\n", " th_safe = theta0.copy()\n", "\n", " E_x = dx_dtheta * (th_safe / x_safe)\n", " E_slope = ds_dtheta * (th_safe / s_safe)\n", "\n", " # prints\n", " to_dict = lambda arr: dict(zip(names_th, [float(v) for v in arr]))\n", " print(f\"\\n=== Midpoint elasticities — numdifftools (central) — BASE='{BASE}' ===\")\n", " print(f\"x@0.5 = {xm:.6f}\")\n", " print(f\"slope@0.5 = {sm:.6f}\")\n", " print(\"\\ndx50/dθ (ND): \", to_dict(dx_dtheta))\n", " print(\"dslope/dθ (ND): \", to_dict(ds_dtheta))\n", " print(\"\\nElasticity of x50 wrt θ (ND): \", to_dict(E_x))\n", " print(\"Elasticity of slope@50 wrt θ (ND):\", to_dict(E_slope))\n", "\n", "# ----- run for both original and trimmed -----\n", "run_base(\"out\") # original fit\n", "run_base(\"out_trim\") # trimmed fit (set up by your trimming script)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "2488946f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ORIGINAL: x50=1.791053, slope@50=1.788942\n", "TRIM: x50=1.749496, slope@50=3.258567\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot_sensitivity_bars.py\n", "# Bar charts of relative sensitivities (elasticities) of x50 and slope@50\n", "# for the constrained BetaPrime–Gamma Bayesian model.\n", "# Expects:\n", "# - out/theta0.npy (ORIGINAL fit) -> array([p,a,b,s,k,theta])\n", "# - out_trim/theta0.npy (TRIM fit)\n", "#\n", "# Output:\n", "# - sensitivity_bars.png\n", "\n", "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.optimize import brentq\n", "from scipy.special import betaln, gammaln\n", "\n", "\n", "\n", "# ------------------ model helpers ------------------\n", "def logistic(z):\n", " z = np.clip(z, -60.0, 60.0)\n", " return 1.0/(1.0 + np.exp(-z))\n", "\n", "def dE_full(x, a, b, s, k, th):\n", " x = np.asarray(x, float)\n", " # full log-density difference, including constants\n", " return ((a-k)*np.log(x) - (a+b)*np.log1p(x/s) + x/th\n", " - a*np.log(s) - betaln(a,b) + k*np.log(th) + gammaln(k))\n", "\n", "def P_with(theta, x):\n", " p, a, b, s, k, th = [float(v) for v in np.asarray(theta).ravel()]\n", " p = float(np.clip(p, 1e-12, 1-1e-12))\n", " return logistic((np.log(p) - np.log1p(-p)) + dE_full(x, a, b, s, k, th))\n", "\n", "def x50(theta, lo=1e-6, hi=5.0, hi_max=200.0):\n", " # find x where P(theta; x) = 0.5\n", " f = lambda t: P_with(theta, t) - 0.5\n", " fa, fb = f(lo), f(hi)\n", " while fa*fb > 0 and hi < hi_max:\n", " hi *= 2.0\n", " fb = f(hi)\n", " if fa*fb > 0:\n", " raise RuntimeError(\"x50: no 0.5 crossing found.\")\n", " return float(brentq(f, lo, hi))\n", "\n", "def slope50(theta):\n", " # derivative dP/dx at x50\n", " xm = x50(theta)\n", " p, a, b, s_, k, th = [float(v) for v in theta]\n", " dEdx = (a-k)/xm - (a+b)/(s_+xm) + 1.0/th\n", " pm = P_with(theta, xm)\n", " return pm*(1.0-pm)*dEdx\n", "\n", "# ------------------ finite-diff gradients ------------------\n", "def central_grad(func, theta, rel=1e-6, abs_min=1e-8):\n", " \"\"\"\n", " Central finite-difference gradient with constraint-aware steps.\n", " theta = [p, a, b, s, k, theta] where:\n", " - p in (0,1)\n", " - a,b,s,k,theta > 0\n", " \"\"\"\n", " theta = np.asarray(theta, float).ravel()\n", " g = np.zeros_like(theta)\n", " for i in range(len(theta)):\n", " base = theta.copy()\n", " # propose symmetric step\n", " h = max(abs(base[i])*rel, abs_min)\n", "\n", " tp = base.copy()\n", " tm = base.copy()\n", " if i == 0:\n", " # p bounded in (0,1)\n", " tp[i] = np.clip(base[i] + h, 1e-9, 1-1e-9)\n", " tm[i] = np.clip(base[i] - h, 1e-9, 1-1e-9)\n", " else:\n", " # positive-only params\n", " tp[i] = max(base[i] + h, 1e-9)\n", " tm[i] = max(base[i] - h, 1e-9)\n", "\n", " # effective step (symmetry may be clipped)\n", " h_eff = (tp[i] - tm[i]) / 2.0\n", " if h_eff == 0:\n", " g[i] = 0.0\n", " continue\n", "\n", " g[i] = (func(tp) - func(tm)) / h_eff\n", " return g\n", "\n", "# ------------------ elasticities ------------------\n", "def elasticities(theta):\n", " \"\"\"\n", " Returns (x50, slope50, Ex, Es) where\n", " Ex[j] = (∂x50/∂θ_j) * (θ_j / x50)\n", " Es[j] = (∂slope/∂θ_j) * (θ_j / slope50)\n", " \"\"\"\n", " theta = np.asarray(theta, float).ravel()\n", " xm = x50(theta)\n", " sm = slope50(theta)\n", "\n", " gx = central_grad(x50, theta)\n", " gs = central_grad(slope50, theta)\n", "\n", " # guard against division by ~0\n", " xm_safe = max(abs(xm), 1e-12)\n", " sm_safe = max(abs(sm), 1e-12)\n", "\n", " Ex = gx * (theta / xm_safe)\n", " Es = gs * (theta / sm_safe)\n", " return xm, sm, Ex, Es\n", "\n", "# ------------------ load and compute ------------------\n", "def load_theta_or_fail(path):\n", " if not os.path.exists(path):\n", " raise FileNotFoundError(f\"Missing parameters: {path}\")\n", " arr = np.load(path).astype(float).ravel()\n", " if arr.size != 6:\n", " raise ValueError(f\"{path} must contain a 6-vector [p,a,b,s,k,theta].\")\n", " return arr\n", "\n", "names = [\"p\", \"a\", \"b\", \"s\", \"k\", \"theta\"]\n", "orig = load_theta_or_fail(\"out/theta0.npy\")\n", "trim = load_theta_or_fail(\"out_trim/theta0.npy\")\n", "\n", "x50_o, s50_o, Ex_o, Es_o = elasticities(orig)\n", "x50_t, s50_t, Ex_t, Es_t = elasticities(trim)\n", "\n", "print(\"ORIGINAL: x50=%.6f, slope@50=%.6f\" % (x50_o, s50_o))\n", "print(\"TRIM: x50=%.6f, slope@50=%.6f\" % (x50_t, s50_t))\n", "\n", "# ------------------ bar charts ------------------\n", "idx = np.arange(len(names))\n", "width = 0.38\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4.8), dpi=140, sharey=False)\n", "\n", "# (1) Elasticity of x50\n", "ax = axes[0]\n", "ax.bar(idx - width/2, np.abs(Ex_o), width, label=\"ORIGINAL\")\n", "ax.bar(idx + width/2, np.abs(Ex_t), width, label=\"TRIM\")\n", "ax.set_xticks(idx)\n", "ax.set_xticklabels(names)\n", "ax.set_title(r\"Relative sensitivity (elasticity) of $x_{50}$\")\n", "ax.set_ylabel(r\"$|\\partial x_{50}/\\partial \\theta_j|\\times (\\theta_j/x_{50})$\")\n", "ax.grid(alpha=0.3, axis=\"y\")\n", "ax.legend(frameon=False)\n", "\n", "# (2) Elasticity of slope@50\n", "ax = axes[1]\n", "ax.bar(idx - width/2, np.abs(Es_o), width, label=\"ORIGINAL\")\n", "ax.bar(idx + width/2, np.abs(Es_t), width, label=\"TRIM\")\n", "ax.set_xticks(idx)\n", "ax.set_xticklabels(names)\n", "ax.set_title(r\"Relative sensitivity (elasticity) of slope@50\")\n", "ax.set_ylabel(r\"$|\\partial s_{50}/\\partial \\theta_j|\\times (\\theta_j/s_{50})$\")\n", "ax.grid(alpha=0.3, axis=\"y\")\n", "ax.legend(frameon=False)\n", "\n", "fig.suptitle(\"Parameter elasticities for ORIGINAL vs TRIM fits\", y=1.02, fontsize=12)\n", "plt.tight_layout()\n", "plt.savefig(\"sensitivity_bars.png\", bbox_inches=\"tight\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "0e0bdb4d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Midpoint elasticities — numdifftools (central) — BASE='out' ===\n", "x@0.5 = 1.791053\n", "slope@0.5 = 1.788942\n", "\n", "dx50/dθ: {'p': -2.896307804716851, 'a': -0.0034300715037703902, 'b': 0.008066111836161892, 's': -5.5134911999361, 'k': 0.02714117441175738, 'theta': 757.4030203346937}\n", "dslope/dθ: {'p': 25.51608111144379, 'a': 0.07016308457192917, 'b': -0.17069940161862243, 's': 113.91933137843294, 'k': -0.37869274724396795, 'theta': -11010.212242201165}\n", "\n", "Elasticity of x50 wrt θ: {'p': -0.0822040211943568, 'a': -2.195311972375015, 'b': 2.248344449825849, 's': -2.2103434226935583, 'k': 2.9515833860128122, 'theta': 3.2104133459533024}\n", "Elasticity of slope@50 wrt θ: {'p': 0.7250608813708497, 'a': 44.95871590715504, 'b': -47.63681959356706, 's': 45.723835093247025, 'k': -41.23116075548761, 'theta': -46.724188028763656}\n", "\n", "Q (elasticity) = J_E^T J_E [6×6]\n", "\n", " p a b s k theta\n", " p 0.532471 32.7783 -34.7244 33.3343 -30.1377 -34.1418\n", " a 32.7783 2026.11 -2146.63 2060.54 -1860.18 -2107.71\n", " b -34.7244 -2146.63 2274.32 -2183.11 1970.76 2233.01\n", " s 33.3343 2060.54 -2183.11 2095.55 -1891.77 -2143.51\n", " k -30.1377 -1860.18 1970.76 -1891.77 1708.72 1935.97\n", " theta -34.1418 -2107.71 2233.01 -2143.51 1935.97 2193.46\n", "\n", "Top eigenpairs of Q (elasticity):\n", " λ1 = 10297.5 v1 = {'p': -0.007179364140120826, 'a': -0.44355989358961323, 'b': 0.4699387785814118, 's': -0.4510961265624514, 'k': 0.4073045103030541, 'theta': 0.4614931661486093}\n", " λ2 = 1.16467 v2 = {'p': 0.03823441205410213, 'a': -0.3138833390843663, 'b': 0.40449972953757546, 's': -0.33988260886216015, 'k': -0.5801920797044574, 'theta': -0.5331531776379302}\n", " λ3 = 1.22578e-12 v3 = {'p': -0.006222204164436507, 'a': -0.75060522969184, 'b': -0.32986069571255483, 's': 0.3964848069076129, 'k': -0.3086739608411847, 'theta': 0.2743449991318848}\n", "Explained by first eigenvector: 99.99%\n", "\n", "[Optional] Q_raw = J_raw^T J_raw (using raw derivatives)\n", "\n", " p a b s k theta\n", " p 659.459 1.80022 -4.37894 2922.74 -9.74136 -283131\n", " a 1.80022 0.00493462 -0.0120045 8.01184 -0.0266633 -775.108\n", " b -4.37894 -0.0120045 0.0292033 -19.4904 0.0648615 1885.55\n", " s 2922.74 8.01184 -19.4904 13008 -43.2901 -1.25845e+06\n", " k -9.74136 -0.0266633 0.0648615 -43.2901 0.144145 4190.04\n", " theta -283131 -775.108 1885.55 -1.25845e+06 4190.04 1.21798e+08\n", "\n", "=== Midpoint elasticities — numdifftools (central) — BASE='out_trim' ===\n", "x@0.5 = 1.749496\n", "slope@0.5 = 3.258567\n", "\n", "dx50/dθ: {'p': -1.5417931580488604, 'a': -0.0007246523773195609, 'b': 0.0016715072714233112, 's': -0.8124594773175648, 'k': 0.014835439157976676, 'theta': 231.02273282773322}\n", "dslope/dθ: {'p': 9.626164051549692, 'a': 0.04523966869114362, 'b': -0.11261898196896268, 's': 51.84318056876862, 'k': -0.23552311867136208, 'theta': -3930.2402457615267}\n", "\n", "Elasticity of x50 wrt θ: {'p': -0.04628388530870943, 'a': -0.32862606560962, 'b': 0.3119001673252499, 's': -0.3237285768411076, 'k': 1.223967423550175, 'theta': 1.323729480949075}\n", "Elasticity of slope@50 wrt θ: {'p': 0.15514699860462008, 'a': 11.014838319184058, 'b': -11.282500453763573, 's': 11.090659997274974, 'k': -10.432524674401, 'theta': -12.090661089704868}\n", "\n", "Q (elasticity) = J_E^T J_E [6×6]\n", "\n", " p a b s k theta\n", " p 0.0262128 1.72413 -1.76488 1.73567 -1.67522 -1.9371\n", " a 1.72413 121.435 -124.377 122.268 -115.315 -133.612\n", " b -1.76488 -124.377 127.392 -125.231 118.087 136.826\n", " s 1.73567 122.268 -125.231 123.108 -116.1 -134.522\n", " k -1.67522 -115.315 118.087 -116.1 110.336 127.756\n", " theta -1.9371 -133.612 136.826 -134.522 127.756 147.936\n", "\n", "Top eigenpairs of Q (elasticity):\n", " λ1 = 629.165 v1 = {'p': -0.006289308680079194, 'a': -0.43908532492599345, 'b': 0.4496930646548304, 's': -0.4420898192447477, 'k': 0.4181660107630738, 'theta': 0.4843908017241357}\n", " λ2 = 1.0673 v2 = {'p': 0.03524629386565866, 'a': -0.3545541303880702, 'b': 0.3870420781854186, 's': -0.3639111785865407, 'k': -0.5459041477284754, 'theta': -0.5411144173832457}\n", " λ3 = 1.02581e-14 v3 = {'p': -0.006484524219693478, 'a': -0.21557369265339232, 'b': 0.5605977081151208, 's': 0.7971384287556534, 'k': -0.04037023574298007, 'theta': 0.04644042532668139}\n", "Explained by first eigenvector: 99.83%\n", "\n", "[Optional] Q_raw = J_raw^T J_raw (using raw derivatives)\n", "\n", " p a b s k theta\n", " p 95.0402 0.436602 -1.08667 500.304 -2.29006 -38189.3\n", " a 0.436602 0.00204715 -0.00509606 2.34596 -0.0106657 -177.97\n", " b -1.08667 -0.00509606 0.0126858 -5.83988 0.0265492 443.006\n", " s 500.304 2.34596 -5.83988 2688.38 -12.2223 -203944\n", " k -2.29006 -0.0106657 0.0265492 -12.2223 0.0556912 929.09\n", " theta -38189.3 -177.97 443.006 -203944 929.09 1.55002e+07\n" ] } ], "source": [ "# midpoint_elasticity_nd_only.py\n", "# pip install numdifftools\n", "import os, numpy as np\n", "import numdifftools as nd\n", "from scipy.optimize import brentq\n", "from scipy.special import betaln, gammaln\n", "\n", "names_th = [\"p\",\"a\",\"b\",\"s\",\"k\",\"theta\"]\n", "\n", "# -------- model helpers (same as your fit) --------\n", "def logistic(z): z=np.clip(z,-60,60); return 1.0/(1.0+np.exp(-z))\n", "def sigmoid(t): return 1.0/(1.0+np.exp(-t))\n", "def softplus(t): t=np.asarray(t,float); return np.log1p(np.exp(-np.abs(t))) + np.maximum(t,0.0)\n", "\n", "def dE_full(x,a,b,s,k,th):\n", " x=np.asarray(x,float)\n", " return ((a-k)*np.log(x) - (a+b)*np.log1p(x/s) + x/th\n", " - a*np.log(s) - betaln(a,b) + k*np.log(th) + gammaln(k))\n", "\n", "def P_with(theta, x):\n", " p,a,b,s,k,th = [float(v) for v in np.asarray(theta).ravel()]\n", " p = float(np.clip(p, 1e-12, 1-1e-12))\n", " logits = (np.log(p) - np.log1p(-p)) + dE_full(x, a,b,s,k,th)\n", " return logistic(logits)\n", "\n", "def x50(theta, lo=1e-6, hi=5.0, hi_max=100.0):\n", " f = lambda t: P_with(theta, t) - 0.5\n", " fa, fb = f(lo), f(hi)\n", " while fa*fb > 0 and hi < hi_max:\n", " hi *= 2.0\n", " fb = f(hi)\n", " if fa*fb > 0:\n", " raise RuntimeError(\"x50: no 0.5-crossing up to hi_max.\")\n", " return float(brentq(f, lo, hi))\n", "\n", "def slope50(theta):\n", " xm = x50(theta)\n", " p,a,b,s_,k,th = [float(v) for v in theta]\n", " dEdx = (a-k)/xm - (a+b)/(s_+xm) + 1.0/th\n", " pmid = P_with(theta, xm)\n", " return pmid*(1.0-pmid)*dEdx\n", "\n", "def step_vec(x, rel=1e-6, abs_min=1e-8):\n", " x = np.asarray(x, float)\n", " return np.maximum(rel*np.maximum(1.0, np.abs(x)), abs_min)\n", "\n", "def _print_matrix(A, names):\n", " with np.printoptions(precision=6, suppress=True):\n", " header = \" \" + \" \".join(f\"{n:>12}\" for n in names)\n", " print(header)\n", " for i, rn in enumerate(names):\n", " row = \" \".join(f\"{A[i,j]:12.6g}\" for j in range(len(names)))\n", " print(f\"{rn:>9} {row}\")\n", "\n", "def run_base(BASE):\n", " # load θ̂\n", " theta0_path = os.path.join(BASE, \"theta0.npy\")\n", " if not os.path.exists(theta0_path):\n", " print(f\"[skip] {BASE}: {theta0_path} not found.\")\n", " return\n", "\n", " theta0 = np.load(theta0_path).astype(float).ravel()\n", " EPS_th = step_vec(theta0, rel=1e-6, abs_min=1e-8)\n", "\n", " # midpoint values\n", " xm = x50(theta0)\n", " sm = slope50(theta0)\n", "\n", " # θ-gradients via numdifftools (central)\n", " dx_dtheta = nd.Gradient(x50, step=EPS_th, method='central')(theta0)\n", " ds_dtheta = nd.Gradient(slope50, step=EPS_th, method='central')(theta0)\n", "\n", " # elasticities (dimensionless)\n", " x_safe = max(float(xm), 1e-12)\n", " s_safe = max(float(sm), 1e-12)\n", "\n", " E_x = dx_dtheta * (theta0 / x_safe) # length-6\n", " E_slope = ds_dtheta * (theta0 / s_safe) # length-6\n", "\n", " # ---------- NEW: Q + eigens (using elasticities) ----------\n", " # J_E is the 2×6 elasticity “Jacobian” at midpoint\n", " J_E = np.vstack([E_x, E_slope]) # shape (2,6)\n", " Q = J_E.T @ J_E # 6×6, PSD Gram matrix\n", "\n", " # also (optional) the raw-derivative version for reference\n", " J_raw = np.vstack([dx_dtheta, ds_dtheta]) # (2,6)\n", " Q_raw = J_raw.T @ J_raw\n", "\n", " # eigendecomposition (symmetric)\n", " w, V = np.linalg.eigh(Q) # ascending\n", " idx = np.argsort(w)[::-1] # sort descending\n", " w, V = w[idx], V[:, idx]\n", "\n", " # prints\n", " to_dict = lambda arr: dict(zip(names_th, [float(v) for v in arr]))\n", " print(f\"\\n=== Midpoint elasticities — numdifftools (central) — BASE='{BASE}' ===\")\n", " print(f\"x@0.5 = {xm:.6f}\")\n", " print(f\"slope@0.5 = {sm:.6f}\")\n", " print(\"\\ndx50/dθ:\", to_dict(dx_dtheta))\n", " print(\"dslope/dθ:\", to_dict(ds_dtheta))\n", " print(\"\\nElasticity of x50 wrt θ:\", to_dict(E_x))\n", " print(\"Elasticity of slope@50 wrt θ:\", to_dict(E_slope))\n", "\n", " print(\"\\nQ (elasticity) = J_E^T J_E [6×6]\\n\")\n", " _print_matrix(Q, names_th)\n", "\n", " # top eigenpairs (directions of largest combined elastic response)\n", " print(\"\\nTop eigenpairs of Q (elasticity):\")\n", " for i in range(min(3, len(w))):\n", " vec = dict(zip(names_th, [float(v) for v in V[:, i]]))\n", " print(f\" λ{i+1} = {w[i]:.6g} v{i+1} = {vec}\")\n", " if np.sum(w) > 0:\n", " print(f\"Explained by first eigenvector: {w[0]/np.sum(w):.2%}\")\n", "\n", " # (optional) also show Q from raw derivatives\n", " print(\"\\n[Optional] Q_raw = J_raw^T J_raw (using raw derivatives)\\n\")\n", " _print_matrix(Q_raw, names_th)\n", "\n", "# ----- run for both original and trimmed -----\n", "run_base(\"out\") # original fit\n", "run_base(\"out_trim\") # trimmed fit\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "5de4dc4c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Midpoint elasticities — numdifftools (central) — BASE='out' ===\n", "x@0.5 = 1.791053\n", "slope@0.5 = 1.788942\n", "\n", "dx50/dθ: {'p': -2.896307804716851, 'a': -0.0034300715037703902, 'b': 0.008066111836161892, 's': -5.5134911999361, 'k': 0.02714117441175738, 'theta': 757.4030203346937}\n", "dslope/dθ: {'p': 25.51608111144379, 'a': 0.07016308457192917, 'b': -0.17069940161862243, 's': 113.91933137843294, 'k': -0.37869274724396795, 'theta': -11010.212242201165}\n", "\n", "Elasticity of x50 wrt θ: {'p': -0.0822040211943568, 'a': -2.195311972375015, 'b': 2.248344449825849, 's': -2.2103434226935583, 'k': 2.9515833860128122, 'theta': 3.2104133459533024}\n", "Elasticity of slope@50 wrt θ: {'p': 0.7250608813708497, 'a': 44.95871590715504, 'b': -47.63681959356706, 's': 45.723835093247025, 'k': -41.23116075548761, 'theta': -46.724188028763656}\n", "\n", "Q (elasticity) = J_E^T J_E [6×6]\n", "\n", " p a b s k theta\n", " p 0.532471 32.7783 -34.7244 33.3343 -30.1377 -34.1418\n", " a 32.7783 2026.11 -2146.63 2060.54 -1860.18 -2107.71\n", " b -34.7244 -2146.63 2274.32 -2183.11 1970.76 2233.01\n", " s 33.3343 2060.54 -2183.11 2095.55 -1891.77 -2143.51\n", " k -30.1377 -1860.18 1970.76 -1891.77 1708.72 1935.97\n", " theta -34.1418 -2107.71 2233.01 -2143.51 1935.97 2193.46\n", "\n", "Top eigenpairs of Q: λ1=10297.5 (explained 99.99%)\n", "v1 (loadings): {'p': -0.007179364140120826, 'a': -0.44355989358961323, 'b': 0.4699387785814118, 's': -0.4510961265624514, 'k': 0.4073045103030541, 'theta': 0.4614931661486093}\n", "\n", "=== Midpoint elasticities — numdifftools (central) — BASE='out_trim' ===\n", "x@0.5 = 1.749496\n", "slope@0.5 = 3.258567\n", "\n", "dx50/dθ: {'p': -1.5417931580488604, 'a': -0.0007246523773195609, 'b': 0.0016715072714233112, 's': -0.8124594773175648, 'k': 0.014835439157976676, 'theta': 231.02273282773322}\n", "dslope/dθ: {'p': 9.626164051549692, 'a': 0.04523966869114362, 'b': -0.11261898196896268, 's': 51.84318056876862, 'k': -0.23552311867136208, 'theta': -3930.2402457615267}\n", "\n", "Elasticity of x50 wrt θ: {'p': -0.04628388530870943, 'a': -0.32862606560962, 'b': 0.3119001673252499, 's': -0.3237285768411076, 'k': 1.223967423550175, 'theta': 1.323729480949075}\n", "Elasticity of slope@50 wrt θ: {'p': 0.15514699860462008, 'a': 11.014838319184058, 'b': -11.282500453763573, 's': 11.090659997274974, 'k': -10.432524674401, 'theta': -12.090661089704868}\n", "\n", "Q (elasticity) = J_E^T J_E [6×6]\n", "\n", " p a b s k theta\n", " p 0.0262128 1.72413 -1.76488 1.73567 -1.67522 -1.9371\n", " a 1.72413 121.435 -124.377 122.268 -115.315 -133.612\n", " b -1.76488 -124.377 127.392 -125.231 118.087 136.826\n", " s 1.73567 122.268 -125.231 123.108 -116.1 -134.522\n", " k -1.67522 -115.315 118.087 -116.1 110.336 127.756\n", " theta -1.9371 -133.612 136.826 -134.522 127.756 147.936\n", "\n", "Top eigenpairs of Q: λ1=629.165 (explained 99.83%)\n", "v1 (loadings): {'p': -0.006289308680079194, 'a': -0.43908532492599345, 'b': 0.4496930646548304, 's': -0.4420898192447477, 'k': 0.4181660107630738, 'theta': 0.4843908017241357}\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# midpoint_elasticity_nd_only.py (with bar charts)\n", "# Compute ND (central) gradients of x50 and slope@50, print diagnostics,\n", "# and save bar charts comparing ORIGINAL vs TRIM elasticities.\n", "\n", "import os, numpy as np\n", "import numdifftools as nd\n", "import matplotlib.pyplot as plt\n", "from scipy.optimize import brentq\n", "from scipy.special import betaln, gammaln\n", "\n", "\n", "\n", "TITLE_SIZE = 15 # per-panel titles\n", "LABEL_SIZE = 14 # axis labels\n", "TICK_SIZE = 12 # tick labels\n", "LEGEND_SIZE = 13 # legend text\n", "SUPTITLE_SIZE = 16 # figure suptitle\n", "\n", "mpl.rcParams.update({\n", " \"axes.titlesize\": TITLE_SIZE,\n", " \"axes.titleweight\": \"bold\",\n", " \"axes.labelsize\": LABEL_SIZE,\n", " \"axes.labelweight\": \"bold\",\n", " \"xtick.labelsize\": TICK_SIZE,\n", " \"ytick.labelsize\": TICK_SIZE,\n", "})\n", "names_th = [\"p\",\"a\",\"b\",\"s\",\"k\",\"theta\"]\n", "\n", "# -------- model helpers (same as your fit) --------\n", "def logistic(z): z=np.clip(z,-60,60); return 1.0/(1.0+np.exp(-z))\n", "\n", "def dE_full(x,a,b,s,k,th):\n", " x=np.asarray(x,float)\n", " return ((a-k)*np.log(x) - (a+b)*np.log1p(x/s) + x/th\n", " - a*np.log(s) - betaln(a,b) + k*np.log(th) + gammaln(k))\n", "\n", "def P_with(theta, x):\n", " p,a,b,s,k,th = [float(v) for v in np.asarray(theta).ravel()]\n", " p = float(np.clip(p,1e-12,1-1e-12))\n", " logits = (np.log(p) - np.log1p(-p)) + dE_full(x, a,b,s,k,th)\n", " return logistic(logits)\n", "\n", "def x50(theta, lo=1e-6, hi=5.0, hi_max=100.0):\n", " f = lambda t: P_with(theta, t) - 0.5\n", " fa, fb = f(lo), f(hi)\n", " while fa*fb>0 and hi0: raise RuntimeError(\"x50: no 0.5-crossing up to hi_max.\")\n", " return float(brentq(f, lo, hi))\n", "\n", "def slope50(theta):\n", " xm = x50(theta)\n", " p,a,b,s_,k,th = [float(v) for v in theta]\n", " dEdx = (a-k)/xm - (a+b)/(s_+xm) + 1.0/th\n", " pmid = P_with(theta, xm)\n", " return pmid*(1.0-pmid)*dEdx\n", "\n", "def step_vec(x, rel=1e-6, abs_min=1e-8):\n", " x = np.asarray(x,float)\n", " return np.maximum(rel*np.maximum(1.0,np.abs(x)), abs_min)\n", "\n", "def _print_matrix(A, names):\n", " with np.printoptions(precision=6, suppress=True):\n", " header = \" \" + \" \".join(f\"{n:>12}\" for n in names)\n", " print(header)\n", " for i, rn in enumerate(names):\n", " row = \" \".join(f\"{A[i,j]:12.6g}\" for j in range(len(names)))\n", " print(f\"{rn:>9} {row}\")\n", "\n", "def load_theta(base_dir):\n", " path = os.path.join(base_dir, \"theta0.npy\")\n", " if not os.path.exists(path):\n", " raise FileNotFoundError(f\"Missing: {path}\")\n", " th = np.load(path).astype(float).ravel()\n", " if th.size != 6:\n", " raise ValueError(f\"{path} must be a 6-vector [p,a,b,s,k,theta].\")\n", " return th\n", "\n", "def run_base(BASE):\n", " theta0 = load_theta(BASE)\n", " EPS_th = step_vec(theta0, rel=1e-6, abs_min=1e-8)\n", "\n", " xm = x50(theta0)\n", " sm = slope50(theta0)\n", "\n", " # θ-gradients via ND (central)\n", " dx_dtheta = nd.Gradient(x50, step=EPS_th, method='central')(theta0)\n", " ds_dtheta = nd.Gradient(slope50, step=EPS_th, method='central')(theta0)\n", "\n", " # elasticities (dimensionless)\n", " x_safe = max(float(xm), 1e-12)\n", " s_safe = max(float(sm), 1e-12)\n", " E_x = dx_dtheta * (theta0 / x_safe) # length-6\n", " E_slope = ds_dtheta * (theta0 / s_safe) # length-6\n", "\n", " # Q + eigen (combined response)\n", " J_E = np.vstack([E_x, E_slope]) # 2x6\n", " Q = J_E.T @ J_E # 6x6\n", " w, V = np.linalg.eigh(Q) # ascending\n", " idx = np.argsort(w)[::-1]\n", " w, V = w[idx], V[:, idx] # descending by eigenvalue\n", "\n", " # ---------- prints ----------\n", " to_dict = lambda arr: dict(zip(names_th, [float(v) for v in arr]))\n", " print(f\"\\n=== Midpoint elasticities — numdifftools (central) — BASE='{BASE}' ===\")\n", " print(f\"x@0.5 = {xm:.6f}\")\n", " print(f\"slope@0.5 = {sm:.6f}\")\n", " print(\"\\ndx50/dθ:\", to_dict(dx_dtheta))\n", " print(\"dslope/dθ:\", to_dict(ds_dtheta))\n", " print(\"\\nElasticity of x50 wrt θ:\", to_dict(E_x))\n", " print(\"Elasticity of slope@50 wrt θ:\", to_dict(E_slope))\n", " print(\"\\nQ (elasticity) = J_E^T J_E [6×6]\\n\"); _print_matrix(Q, names_th)\n", " if np.sum(w) > 0:\n", " print(f\"\\nTop eigenpairs of Q: λ1={w[0]:.6g} (explained {w[0]/np.sum(w):.2%})\")\n", " print(\"v1 (loadings):\", dict(zip(names_th, [float(v) for v in V[:,0]])))\n", "\n", " return dict(theta=theta0, x50=xm, s50=sm, Ex=E_x, Es=E_slope, evals=w, evec1=V[:,0])\n", "\n", "# ----- run for ORIGINAL and TRIM -----\n", "res_orig = run_base(\"out\")\n", "res_trim = run_base(\"out_trim\")\n", "\n", "# -------------------- FIGURE 1: bar charts (elasticities) --------------------\n", "idx = np.arange(len(names_th)); width = 0.38\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4.8), dpi=140, sharey=False)\n", "\n", "# |Elasticity| of x50\n", "ax = axes[0]\n", "ax.bar(idx - width/2, np.abs(res_orig[\"Ex\"]), width, label=\"ORIGINAL\")\n", "ax.bar(idx + width/2, np.abs(res_trim[\"Ex\"]), width, label=\"TRIM\")\n", "ax.set_xticks(idx); ax.set_xticklabels(names_th)\n", "ax.set_title(r\"|Elasticity| of $x_{50}$\")\n", "ax.set_ylabel(r\"$\\left|\\frac{\\partial x_{50}}{\\partial \\theta_j}\\right| \\times \\frac{\\theta_j}{x_{50}}$\")\n", "ax.grid(alpha=0.3, axis=\"y\"); ax.legend(frameon=False)\n", "\n", "# |Elasticity| of slope@50\n", "ax = axes[1]\n", "ax.bar(idx - width/2, np.abs(res_orig[\"Es\"]), width, label=\"ORIGINAL\")\n", "ax.bar(idx + width/2, np.abs(res_trim[\"Es\"]), width, label=\"TRIM\")\n", "ax.set_xticks(idx); ax.set_xticklabels(names_th)\n", "ax.set_title(r\"|Elasticity| of slope@50\")\n", "ax.set_ylabel(r\"$\\left|\\frac{\\partial s_{50}}{\\partial \\theta_j}\\right| \\times \\frac{\\theta_j}{s_{50}}$\")\n", "ax.grid(alpha=0.3, axis=\"y\"); ax.legend(frameon=False)\n", "\n", "fig.suptitle(\"Parameter elasticities (numdifftools) — ORIGINAL vs TRIM\", y=1.02, fontsize=12)\n", "plt.tight_layout()\n", "plt.savefig(\"sensitivity_bars_nd.png\", bbox_inches=\"tight\")\n", "plt.show()\n", "\n", "# -------------------- FIGURE 2: top eigenvector loadings --------------------\n", "fig2, axes2 = plt.subplots(1, 2, figsize=(12, 4.6), dpi=140, sharey=True)\n", "\n", "def plot_loadings(ax, load, title):\n", " # signed loadings; show magnitude with sign using bars\n", " ax.barh(names_th, load)\n", " ax.axvline(0, color=\"k\", lw=1)\n", " ax.set_title(title)\n", " ax.set_xlabel(\"loading in v1 (unit vector)\")\n", " ax.grid(alpha=0.3, axis=\"x\")\n", "\n", "plot_loadings(axes2[0], res_orig[\"evec1\"], \"Top direction v1 — ORIGINAL\")\n", "plot_loadings(axes2[1], res_trim[\"evec1\"], \"Top direction v1 — TRIM\")\n", "\n", "fig2.suptitle(\"Dominant combined-sensitivity direction (eigenvector of Q)\", y=0.98)\n", "plt.tight_layout()\n", "plt.savefig(\"elasticity_top_eigenvector_nd.png\", bbox_inches=\"tight\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "b6e5b99f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "[Ensembles] dataset=ORIG n=58\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:62: RuntimeWarning: overflow encountered in exp\n", " def sigmoid(t): return 1/(1+np.exp(-t))\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:290: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", " ax[j].boxplot(vals_by_sigma, labels=[str(s) for s in SIGMAS], showfliers=False)\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:62: RuntimeWarning: overflow encountered in exp\n", " def sigmoid(t): return 1/(1+np.exp(-t))\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:290: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", " ax[j].boxplot(vals_by_sigma, labels=[str(s) for s in SIGMAS], showfliers=False)\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:62: RuntimeWarning: overflow encountered in exp\n", " def sigmoid(t): return 1/(1+np.exp(-t))\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:290: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", " ax[j].boxplot(vals_by_sigma, labels=[str(s) for s in SIGMAS], showfliers=False)\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:290: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", " ax[j].boxplot(vals_by_sigma, labels=[str(s) for s in SIGMAS], showfliers=False)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "[Ensembles] dataset=TRIM n=57\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:62: RuntimeWarning: overflow encountered in exp\n", " def sigmoid(t): return 1/(1+np.exp(-t))\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:290: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", " ax[j].boxplot(vals_by_sigma, labels=[str(s) for s in SIGMAS], showfliers=False)\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:290: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", " ax[j].boxplot(vals_by_sigma, labels=[str(s) for s in SIGMAS], showfliers=False)\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:290: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", " ax[j].boxplot(vals_by_sigma, labels=[str(s) for s in SIGMAS], showfliers=False)\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:62: RuntimeWarning: overflow encountered in exp\n", " def sigmoid(t): return 1/(1+np.exp(-t))\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:290: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", " ax[j].boxplot(vals_by_sigma, labels=[str(s) for s in SIGMAS], showfliers=False)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "[UQ] dataset=ORIG\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:219: DeprecationWarning: `trapz` is deprecated. Use `trapezoid` instead, or one of the numerical integration functions in `scipy.integrate`.\n", " return float(np.trapz(width, xc))\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:62: RuntimeWarning: overflow encountered in exp\n", " def sigmoid(t): return 1/(1+np.exp(-t))\n", "C:\\Users\\zahra\\AppData\\Local\\Temp\\ipykernel_26776\\1831216763.py:127: RuntimeWarning: divide by zero encountered in log\n", " return logistic((np.log(p)-np.log(1-p)) + dE_full(x, a, b, s, k, th))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "[UQ] dataset=TRIM\n", "\n", "Done.\n", "Artifacts written to ./out:\n", " - ORIG/TRIM x50 & slope boxplots (per noise mode)\n", " - x50_slope_summary.csv\n", " - ORIG_UQ_compare.png, TRIM_UQ_compare.png\n", " - uq_compare_summary.csv\n", " - trim_impact.txt\n" ] }, { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# noise_metrics_and_uq_compare.py\n", "# Author: you + ChatGPT\n", "#\n", "# What it does\n", "# ------------\n", "# A) Builds noise ensembles (additive & multiplicative) for ORIG and TRIM datasets.\n", "# - For each sigma, collects distributions of x50 and slope@50 (boxplots + CSV).\n", "# B) On CLEAN data, computes UQ bands for 3 methods: Wald, Nonparametric bootstrap (NP),\n", "# and Conditional-parametric bootstrap (CP).\n", "# - Compares band area (integral width) and empirical coverage (how often curves fall inside bands).\n", "# C) Reports TRIM impact: % change in median band area and x50 (TRIM vs ORIG).\n", "#\n", "# Notes\n", "# -----\n", "# - No LaTeX text; figure labels are plain strings.\n", "# - Defaults keep runtime reasonable; increase B_* if you want extra smoothness.\n", "\n", "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import betaln, gammaln\n", "from scipy.optimize import brentq\n", "import scipy.io as io\n", "\n", "# ---------------- Config ----------------\n", "DATA_SUV = \"../data/suv_percentilesSLOthenUWM.mat\"\n", "DATA_FLG = \"../data/flags_combined.mat\"\n", "MAT_KEY = \"lung_SUVperc_COMBINED\"\n", "FLAGCOL = 3\n", "ROW_MAX = 58\n", "X_PLANE = 94\n", "\n", "XMAX = 5.0\n", "GRID_N = 600\n", "SEED = 123\n", "\n", "# noise settings\n", "SIGMAS = [0.00, 0.05, 0.10, 0.20]\n", "N_ENSEMBLE = 200 # noisy refits per (dataset, mode, sigma). Raise for smoother boxplots.\n", "\n", "# bootstrap settings for UQ comparison on clean data\n", "B_NP = 400\n", "B_CP = 400\n", "\n", "# priors (same as your Bayesian script)\n", "USE_PRIOR_P = True\n", "TAU = 25.0\n", "PRIOR_R = (1.05, 1.05) # Beta prior on r = theta/theta_max (None to disable)\n", "\n", "# TRIM rule: remove the NC with the largest SUV (as used before)\n", "def trim_highest_nc(X, y):\n", " nc_idx = np.where(y==0)[0]\n", " if nc_idx.size == 0:\n", " return X, y, None\n", " i_remove = nc_idx[np.argmax(X[nc_idx])]\n", " keep = np.ones_like(y, dtype=bool); keep[i_remove] = False\n", " return X[keep], y[keep], int(i_remove)\n", "\n", "# ---------------- Model helpers ----------------\n", "def logistic(z): return 1/(1+np.exp(-np.clip(z, -60, 60)))\n", "def sigmoid(t): return 1/(1+np.exp(-t))\n", "def softplus(t): return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0)\n", "\n", "def dE_full(x, a, b, s, k, th):\n", " x = np.asarray(x, float); eps = 1e-12\n", " s_ = np.clip(s, eps, None); th_ = np.clip(th, eps, None)\n", " return ((a-k)*np.log(np.clip(x,eps,None)) - (a+b)*np.log1p(x/s_) + x/th_\n", " - a*np.log(s_) - betaln(a,b) + k*np.log(th_) + gammaln(k))\n", "\n", "def theta_max(a, b, k, s, eps=1e-12):\n", " A = a - k\n", " if A <= 0: return np.inf\n", " r = np.sqrt(a + b) - np.sqrt(max(A, eps))\n", " return np.inf if r <= 1e-12 else s/(r*r)\n", "\n", "# φ=[p_raw,b_raw,s_raw,k_raw,d_raw,u_raw]; a=k+softplus(d_raw); th=sigmoid(u)*thcap\n", "def unpack(phi):\n", " p_raw, b_raw, s_raw, k_raw, d_raw, u_raw = phi\n", " p = sigmoid(p_raw)\n", " b = softplus(b_raw) + 1e-6\n", " s = softplus(s_raw) + 1e-6\n", " k = softplus(k_raw) + 1e-6\n", " a = k + softplus(d_raw) + 1e-6\n", " thcap = theta_max(a, b, k, s)\n", " th = thcap * sigmoid(u_raw)\n", " return p, a, b, s, k, th, thcap\n", "\n", "def neg_post(phi, X, y, alpha, beta):\n", " p, a, b, s, k, th, thcap = unpack(phi); eps = 1e-12\n", " L = (np.log(np.clip(p,eps,1)) - np.log(np.clip(1-p,eps,1))) + dE_full(X, a, b, s, k, th)\n", " px = logistic(L)\n", " total = -np.sum(y*np.log(np.clip(px,eps,1)) + (1-y)*np.log(np.clip(1-px,eps,1)))\n", " if USE_PRIOR_P:\n", " total += -((alpha-1)*np.log(np.clip(p,eps,1)) + (beta-1)*np.log(np.clip(1-p,eps,1)))\n", " if PRIOR_R is not None and np.isfinite(thcap) and thcap > 0:\n", " r = np.clip(th/thcap, 1e-9, 1-1e-9)\n", " total += -((PRIOR_R[0]-1)*np.log(r) + (PRIOR_R[1]-1)*np.log(1-r))\n", " return total\n", "\n", "def init_phi(X, y):\n", " X0 = X[y==0]; m0 = X0.mean() if X0.size else X.mean(); v0 = X0.var() if X0.size else X.var()\n", " k0 = 2.0 if v0<=0 else max((m0*m0)/(v0+1e-9), 1.5)\n", " X1 = X[y==1]; m1 = np.median(X1) if X1.size else np.median(X)\n", " p0 = np.clip(float(y.mean()), 1e-3, 1-1e-3); b0, s0 = 1.5, max(m1,0.5)\n", " return np.array([np.log(p0/(1-p0)),\n", " np.log(np.expm1(b0)+1e-9),\n", " np.log(np.expm1(s0)+1e-9),\n", " np.log(np.expm1(k0)+1e-9),\n", " np.log(np.expm1(1.0)+1e-9),\n", " -0.2], float)\n", "\n", "def fit_once(X, y, rng=np.random.default_rng(0)):\n", " p_emp = float(y.mean())\n", " alpha = max(TAU*p_emp, 1e-6); beta = max(TAU*(1-p_emp), 1e-6)\n", " obj = lambda w: neg_post(w, X, y, alpha, beta)\n", " w0 = init_phi(X, y)\n", " res = optimize.minimize(obj, w0, method=\"L-BFGS-B\",\n", " options={\"maxiter\": 6000, \"ftol\": 1e-9})\n", " if not (res.success and np.isfinite(res.fun)):\n", " res = optimize.minimize(obj, w0 + rng.normal(0,0.2,6), method=\"L-BFGS-B\",\n", " options={\"maxiter\": 6000, \"ftol\": 1e-9})\n", " return unpack(res.x), res\n", "\n", "def P_with(theta, x):\n", " p, a, b, s, k, th, _ = theta\n", " return logistic((np.log(p)-np.log(1-p)) + dE_full(x, a, b, s, k, th))\n", "\n", "def x_at_p(theta, p_target=0.5, lo=1e-6, hi=10.0):\n", " f = lambda x: P_with(theta, x) - p_target\n", " try:\n", " if f(lo)*f(hi) > 0: return np.nan\n", " return float(brentq(f, lo, hi))\n", " except Exception:\n", " return np.nan\n", "\n", "def slope_at_x(theta, x0):\n", " if not np.isfinite(x0): return np.nan\n", " h = 1e-3*(1+abs(x0))\n", " return float((P_with(theta, x0+h)-P_with(theta, x0-h))/(2*h))\n", "\n", "# ---------------- Data ----------------\n", "def load_original():\n", " X3 = io.loadmat(DATA_SUV)[MAT_KEY][0:ROW_MAX, :, :]\n", " y = io.loadmat(DATA_FLG)[\"flags\"][0:ROW_MAX, FLAGCOL].astype(int).ravel()\n", " X = np.nanmax(X3[:, :, X_PLANE], axis=1).astype(float).ravel()\n", " X = np.clip(X, 1e-12, None)\n", " return X, y\n", "\n", "# ---------------- Noise models ----------------\n", "def add_noise_mult(X, sigma, rng):\n", " return np.clip(X * np.exp(rng.normal(0, sigma, size=X.shape)), 1e-12, None)\n", "\n", "def add_noise_add(X, sigma, rng):\n", " return np.clip(X + rng.normal(0, sigma, size=X.shape), 1e-12, None)\n", "\n", "# ---------------- UQ on clean data ----------------\n", "def hess_fd(F, x):\n", " x = np.asarray(x,float)\n", " n = x.size; H = np.zeros((n,n))\n", " h = 1e-4*(1+np.abs(x))\n", " def grad_fd(G, z):\n", " g = np.zeros_like(z)\n", " for j in range(n):\n", " ej = np.zeros_like(z); ej[j]=1.0\n", " g[j] = (G(z + h[j]*ej) - G(z - h[j]*ej))/(2*h[j])\n", " return g\n", " for i in range(n):\n", " ei=np.zeros_like(x); ei[i]=1.0\n", " g_plus = grad_fd(F, x + h[i]*ei)\n", " g_minus = grad_fd(F, x - h[i]*ei)\n", " H[:,i] = (g_plus - g_minus)/(2*h[i])\n", " return 0.5*(H+H.T)\n", "\n", "def jac_fd(Fvec, w):\n", " f0 = Fvec(w); m = f0.size; n = w.size\n", " J = np.zeros((m,n)); h = 1e-4*(1+np.abs(w))\n", " for j in range(n):\n", " ej = np.zeros_like(w); ej[j]=1.0\n", " J[:,j] = (Fvec(w + h[j]*ej) - Fvec(w - h[j]*ej))/(2*h[j])\n", " return J\n", "\n", "def wald_band(theta_hat, phi_hat, X, y, xc):\n", " H = hess_fd(lambda w: neg_post(w, X, y, max(TAU*y.mean(),1e-6), max(TAU*(1-y.mean()),1e-6)), phi_hat)\n", " try: Sigma_phi = np.linalg.inv(H)\n", " except: Sigma_phi = np.linalg.pinv(H)\n", " Jp = jac_fd(lambda w: P_with(unpack(w), xc), phi_hat)\n", " p_map = P_with(theta_hat, xc)\n", " var_p = np.einsum('ij,jk,ik->i', Jp, Sigma_phi, Jp)\n", " se_p = np.sqrt(np.maximum(var_p, 0.0))\n", " return np.clip(p_map - 1.96*se_p, 0, 1), p_map, np.clip(p_map + 1.96*se_p, 0, 1)\n", "\n", "def np_band(X, y, xc, B=B_NP, seed=SEED):\n", " rng = np.random.default_rng(seed)\n", " n = len(X); C=[]\n", " for _ in range(B):\n", " idx = rng.integers(0, n, n)\n", " th,_ = fit_once(X[idx], y[idx], rng)\n", " C.append(P_with(th, xc))\n", " C = np.asarray(C)\n", " return np.percentile(C, 2.5, axis=0), np.median(C,axis=0), np.percentile(C,97.5,axis=0), C\n", "\n", "def cp_band(X, y, xc, B=B_CP, seed=SEED):\n", " rng = np.random.default_rng(seed)\n", " th_hat,_ = fit_once(X,y,rng)\n", " px = np.clip(P_with(th_hat, X), 1e-9, 1-1e-9)\n", " C=[]\n", " for _ in range(B):\n", " yb = rng.binomial(1, px)\n", " if yb.sum()==0 or yb.sum()==len(yb): continue\n", " th,_ = fit_once(X, yb, rng)\n", " C.append(P_with(th, xc))\n", " C = np.asarray(C)\n", " return np.percentile(C, 2.5, axis=0), np.median(C,axis=0), np.percentile(C,97.5,axis=0), C\n", "\n", "def band_area(lo, hi, xc):\n", " # trapezoid integral of width = hi-lo\n", " width = hi - lo\n", " return float(np.trapz(width, xc))\n", "\n", "def empirical_coverage(curves, lo, hi):\n", " # fraction of points inside band, averaged over curves\n", " inside = (curves >= lo[None,:]) & (curves <= hi[None,:])\n", " return float(inside.mean())\n", "\n", "# ---------------- Main ----------------\n", "def main():\n", " os.makedirs(\"out\", exist_ok=True)\n", " xc = np.linspace(0, XMAX, GRID_N)\n", "\n", " # Load datasets\n", " Xo, yo = load_original()\n", " Xt, yt, _ = trim_highest_nc(Xo, yo)\n", "\n", " datasets = {\"ORIG\": (Xo, yo), \"TRIM\": (Xt, yt)}\n", "\n", " # A) Noise ensembles: x50 and slope@50 distributions\n", " rng = np.random.default_rng(SEED)\n", " modes = {\"mult\": add_noise_mult, \"add\": add_noise_add}\n", "\n", " summary_rows = []\n", " for ds_name, (X,y) in datasets.items():\n", " print(f\"\\n[Ensembles] dataset={ds_name} n={len(X)}\")\n", " for mode_name, noise_fn in modes.items():\n", " for sigma in SIGMAS:\n", " x50_list=[]; s50_list=[]\n", " if sigma==0.0:\n", " th,_ = fit_once(X,y,rng)\n", " x50 = x_at_p(th, 0.5); s50 = slope_at_x(th, x50)\n", " x50_list.append(x50); s50_list.append(s50)\n", " else:\n", " for _ in range(N_ENSEMBLE):\n", " Xn = noise_fn(X, sigma, rng)\n", " th,_ = fit_once(Xn, y, rng)\n", " x50 = x_at_p(th, 0.5); s50 = slope_at_x(th, x50)\n", " x50_list.append(x50); s50_list.append(s50)\n", "\n", " x50_arr = np.asarray(x50_list); s50_arr = np.asarray(s50_list)\n", " # save row\n", " summary_rows.append([\n", " ds_name, mode_name, sigma,\n", " np.nanmedian(x50_arr), np.nanpercentile(x50_arr, [25,75]).tolist(),\n", " np.nanmedian(s50_arr), np.nanpercentile(s50_arr, [25,75]).tolist(),\n", " len(x50_arr)\n", " ])\n", "\n", " # quick boxplots per mode; one fig per dataset\n", " # Plot boxplots for this dataset\n", " for what in [\"x50\", \"slope\"]:\n", " fig, ax = plt.subplots(1, 2, figsize=(9,4), dpi=140, sharey=(what==\"slope\"))\n", " for j,(mode_name,_) in enumerate(modes.items()):\n", " vals_by_sigma=[]\n", " for sigma in SIGMAS:\n", " # collect from summary_rows above for this ds/mode/sigma\n", " # We didn't store per-sample arrays; for boxplots we need arrays.\n", " # Recompute quickly (keeps code simple & deterministic):\n", " x50_vals=[]; s50_vals=[]\n", " if sigma==0.0:\n", " th,_ = fit_once(*datasets[ds_name], rng)\n", " xv = np.array([x_at_p(th,0.5)]); sv = np.array([slope_at_x(th, xv[0])])\n", " else:\n", " xv=[]; sv=[]\n", " for _ in range(N_ENSEMBLE//2): # half to speed in plotting pass\n", " Xn = modes[mode_name](datasets[ds_name][0], sigma, rng)\n", " th,_ = fit_once(Xn, datasets[ds_name][1], rng)\n", " x = x_at_p(th,0.5); s = slope_at_x(th, x)\n", " xv.append(x); sv.append(s)\n", " xv = np.array(xv); sv = np.array(sv)\n", " vals_by_sigma.append(xv if what==\"x50\" else sv)\n", " ax[j].boxplot(vals_by_sigma, labels=[str(s) for s in SIGMAS], showfliers=False)\n", " ax[j].set_title(f\"{mode_name} noise\")\n", " ax[j].set_xlabel(\"sigma\")\n", " ax[j].grid(alpha=0.3)\n", " ax[0].set_ylabel(\"x50\" if what==\"x50\" else \"slope@50\")\n", " fig.suptitle(f\"{ds_name}: distributions of {what} vs sigma\")\n", " fig.tight_layout()\n", " fig.savefig(f\"out/{ds_name}_{what}_boxplots.png\", dpi=200)\n", "\n", " # Save concise CSV summary for the poster\n", " import csv\n", " with open(\"out/x50_slope_summary.csv\",\"w\", newline=\"\") as f:\n", " w = csv.writer(f)\n", " w.writerow([\"dataset\",\"mode\",\"sigma\",\"x50_median\",\"x50_IQR_[25,75]\",\"slope_median\",\"slope_IQR_[25,75]\",\"#fits\"])\n", " for r in summary_rows: w.writerow(r)\n", "\n", " # B) Head-to-head UQ methods on CLEAN data (ORIG & TRIM)\n", " uq_rows=[]\n", " for ds_name,(X,y) in datasets.items():\n", " print(f\"\\n[UQ] dataset={ds_name}\")\n", " th_hat, res = fit_once(X,y, rng); phi_hat = res.x\n", " xc = np.linspace(0, XMAX, GRID_N)\n", "\n", " # Wald\n", " lo_w, md_w, hi_w = wald_band(th_hat, phi_hat, X, y, xc)\n", " area_w = band_area(lo_w, hi_w, xc)\n", "\n", " # NP\n", " lo_np, md_np, hi_np, C_np = np_band(X, y, xc, B=B_NP, seed=SEED+1)\n", " area_np = band_area(lo_np, hi_np, xc)\n", "\n", " # CP\n", " lo_cp, md_cp, hi_cp, C_cp = cp_band(X, y, xc, B=B_CP, seed=SEED+2)\n", " area_cp = band_area(lo_cp, hi_cp, xc)\n", "\n", " # Coverage: how often bootstrap curves fall inside each band (average pointwise)\n", " cov_np_in_np = empirical_coverage(C_np, lo_np, hi_np) # internal (should be ~0.95)\n", " cov_np_in_w = empirical_coverage(C_np, lo_w, hi_w)\n", " cov_np_in_cp = empirical_coverage(C_np, lo_cp, hi_cp)\n", "\n", " uq_rows += [\n", " [ds_name,\"Wald\", area_w, cov_np_in_w],\n", " [ds_name,\"NP\", area_np, cov_np_in_np],\n", " [ds_name,\"CP\", area_cp, cov_np_in_cp],\n", " ]\n", "\n", " # quick comparative plot (optional)\n", " fig, ax = plt.subplots(figsize=(7.4,4.0), dpi=140)\n", " ax.fill_between(xc, lo_w, hi_w, color=\"#1f77b4\", alpha=0.20, label=f\"Wald (area={area_w:.2f})\")\n", " ax.fill_between(xc, lo_np, hi_np, color=\"#2ca02c\", alpha=0.18, label=f\"NP (area={area_np:.2f})\")\n", " ax.fill_between(xc, lo_cp, hi_cp, color=\"#ff7f0e\", alpha=0.18, label=f\"CP (area={area_cp:.2f})\")\n", " ax.plot(xc, P_with(th_hat, xc), \"k\", lw=2.0, label=\"MAP\")\n", " ax.set(xlabel=\"SUV\", ylabel=\"P(AE | x)\", xlim=(0,XMAX), ylim=(-0.05,1.05))\n", " ax.grid(alpha=0.3); ax.legend(loc=\"lower right\", frameon=False)\n", " ax.set_title(f\"{ds_name}: UQ methods head-to-head\")\n", " fig.tight_layout(); fig.savefig(f\"out/{ds_name}_UQ_compare.png\", dpi=200)\n", "\n", " # Save UQ summary CSV\n", " with open(\"out/uq_compare_summary.csv\",\"w\", newline=\"\") as f:\n", " w = csv.writer(f); w.writerow([\"dataset\",\"method\",\"band_area\",\"coverage_vs_NPcurves\"])\n", " for r in uq_rows: w.writerow(r)\n", "\n", " # C) TRIM impact metric (use NP band as the reference)\n", " # % change in median band area and x50 (clean fits)\n", " # Clean fits\n", " th_o,_ = fit_once(Xo, yo, rng); th_t,_ = fit_once(Xt, yt, rng)\n", " x50_o = x_at_p(th_o, 0.5); x50_t = x_at_p(th_t, 0.5)\n", "\n", " lo_o, md_o, hi_o, _ = np_band(Xo, yo, np.linspace(0,XMAX,GRID_N), B=B_NP, seed=SEED+3)\n", " lo_t, md_t, hi_t, _ = np_band(Xt, yt, np.linspace(0,XMAX,GRID_N), B=B_NP, seed=SEED+4)\n", " area_o = band_area(lo_o, hi_o, np.linspace(0,XMAX,GRID_N))\n", " area_t = band_area(lo_t, hi_t, np.linspace(0,XMAX,GRID_N))\n", "\n", " pct_change_area = 100.0*(area_t - area_o)/area_o if area_o>0 else np.nan\n", " pct_change_x50 = 100.0*(x50_t - x50_o)/x50_o if np.isfinite(x50_o) and x50_o!=0 else np.nan\n", "\n", " with open(\"out/trim_impact.txt\",\"w\") as f:\n", " f.write(f\"TRIM impact (NP band):\\n\")\n", " f.write(f\" band area ORIG={area_o:.3f}, TRIM={area_t:.3f} -> Δ%={pct_change_area:.1f}%\\n\")\n", " f.write(f\" x50 ORIG={x50_o:.3f}, TRIM={x50_t:.3f} -> Δ%={pct_change_x50:.1f}%\\n\")\n", "\n", " print(\"\\nDone.\")\n", " print(\"Artifacts written to ./out:\")\n", " print(\" - ORIG/TRIM x50 & slope boxplots (per noise mode)\")\n", " print(\" - x50_slope_summary.csv\")\n", " print(\" - ORIG_UQ_compare.png, TRIM_UQ_compare.png\")\n", " print(\" - uq_compare_summary.csv\")\n", " print(\" - trim_impact.txt\")\n", "\n", "if __name__ == \"__main__\":\n", " main()\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "4f3a184e", "metadata": {}, "outputs": [ { "ename": "ModuleNotFoundError", "evalue": "No module named 'sklearn'", "output_type": "error", "traceback": [ "\u001b[31m---------------------------------------------------------------------------\u001b[39m", "\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)", "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[1]\u001b[39m\u001b[32m, line 9\u001b[39m\n\u001b[32m 7\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mscipy\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mspecial\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m betaln, gammaln\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mscipy\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mio\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mio\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m9\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01msklearn\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mmodel_selection\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m KFold\n\u001b[32m 11\u001b[39m \u001b[38;5;66;03m# ---------------- Config (match your paths) ----------------\u001b[39;00m\n\u001b[32m 12\u001b[39m DATA_SUV = \u001b[33m\"\u001b[39m\u001b[33m../data/suv_percentilesSLOthenUWM.mat\u001b[39m\u001b[33m\"\u001b[39m\n", "\u001b[31mModuleNotFoundError\u001b[39m: No module named 'sklearn'" ] } ], "source": [ "# =======================\n", "# calibration_suite.py\n", "# =======================\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize\n", "from scipy.special import betaln, gammaln\n", "import scipy.io as io\n", "from sklearn.model_selection import KFold\n", "\n", "# ---------------- Config (match your paths) ----------------\n", "DATA_SUV = \"../data/suv_percentilesSLOthenUWM.mat\"\n", "DATA_FLG = \"../data/flags_combined.mat\"\n", "MAT_KEY = \"lung_SUVperc_COMBINED\"\n", "FLAGCOL = 3\n", "ROW_MAX = 58\n", "X_PLANE = 94\n", "\n", "XMAX = 5.0\n", "GRID_N = 1000\n", "SIGMAS = [0.05, 0.10, 0.20]\n", "SEED = 1234\n", "\n", "# Priors of your Bayesian curve\n", "USE_PRIOR_P = True\n", "TAU = 25.0\n", "PRIOR_R = (1.05, 1.05)\n", "\n", "# CI for bands\n", "CI_LEVEL = 0.95\n", "ALPHA = 1.0 - CI_LEVEL\n", "Q_LO, Q_MD, Q_HI = ALPHA/2.0, 0.5, 1.0-ALPHA/2.0\n", "\n", "# ---------------- Data ----------------\n", "def load_original():\n", " X3 = io.loadmat(DATA_SUV)[MAT_KEY][0:ROW_MAX, :, :]\n", " y = io.loadmat(DATA_FLG)[\"flags\"][0:ROW_MAX, FLAGCOL].astype(int).ravel()\n", " X = np.nanmax(X3[:, :, X_PLANE], axis=1).astype(float).ravel()\n", " X = np.clip(X, 1e-12, None)\n", " return X, y\n", "\n", "def load_trimmed():\n", " # remove the highest-SUV NC (same TRIM you used)\n", " X, y = load_original()\n", " nc_idx = np.where(y==0)[0]\n", " rm = nc_idx[np.argmax(X[nc_idx])]\n", " keep = np.ones_like(y, dtype=bool); keep[rm] = False\n", " return X[keep], y[keep]\n", "\n", "# ---------------- Model as in your code ----------------\n", "def logistic(z): return 1/(1+np.exp(-np.clip(z, -60, 60)))\n", "def sigmoid(t): return 1/(1+np.exp(-t))\n", "def softplus(t): return np.log1p(np.exp(-np.abs(t))) + np.maximum(t, 0)\n", "\n", "def dE_full(x, a, b, s, k, th):\n", " x = np.asarray(x, float); eps = 1e-12\n", " s_ = np.clip(s, eps, None); th_ = np.clip(th, eps, None)\n", " return ((a-k)*np.log(np.clip(x,eps,None)) - (a+b)*np.log1p(x/s_) + x/th_\n", " - a*np.log(s_) - betaln(a,b) + k*np.log(th_) + gammaln(k))\n", "\n", "def theta_max(a, b, k, s, eps=1e-12):\n", " A = a - k\n", " if A <= 0: return np.inf\n", " r = np.sqrt(a + b) - np.sqrt(max(A, eps))\n", " return np.inf if r <= 1e-12 else s/(r*r)\n", "\n", "# phi=[p_raw,b_raw,s_raw,k_raw,d_raw,u_raw]\n", "def unpack(phi):\n", " p_raw,b_raw,s_raw,k_raw,d_raw,u_raw = phi\n", " p = sigmoid(p_raw)\n", " b = softplus(b_raw) + 1e-6\n", " s = softplus(s_raw) + 1e-6\n", " k = softplus(k_raw) + 1e-6\n", " a = k + softplus(d_raw) + 1e-6\n", " thcap = theta_max(a,b,k,s)\n", " th = thcap * sigmoid(u_raw)\n", " return p,a,b,s,k,th,thcap\n", "\n", "def neg_post(phi, X, y, alpha, beta):\n", " p,a,b,s,k,th,thcap = unpack(phi); eps = 1e-12\n", " L = (np.log(np.clip(p,eps,1)) - np.log(np.clip(1-p,eps,1))) + dE_full(X,a,b,s,k,th)\n", " px = logistic(L)\n", " nll = -np.sum(y*np.log(np.clip(px,eps,1)) + (1-y)*np.log(np.clip(1-px,eps,1)))\n", " if USE_PRIOR_P:\n", " nll += -((alpha-1)*np.log(np.clip(p,eps,1)) + (beta-1)*np.log(np.clip(1-p,eps,1)))\n", " if PRIOR_R is not None and np.isfinite(thcap) and thcap>0:\n", " r = np.clip(th/thcap, 1e-9, 1-1e-9)\n", " nll += -((PRIOR_R[0]-1)*np.log(r) + (PRIOR_R[1]-1)*np.log(1-r))\n", " return nll\n", "\n", "def init_phi(X,y):\n", " X0=X[y==0]; m0=X0.mean() if X0.size else X.mean(); v0=X0.var() if X0.size else X.var()\n", " k0=2.0 if v0<=0 else max((m0*m0)/(v0+1e-9), 1.5)\n", " X1=X[y==1]; m1=np.median(X1) if X1.size else np.median(X)\n", " p0=np.clip(float(y.mean()),1e-3,1-1e-3); b0,s0=1.5, max(m1,0.5)\n", " return np.array([np.log(p0/(1-p0)),\n", " np.log(np.expm1(b0)+1e-9),\n", " np.log(np.expm1(s0)+1e-9),\n", " np.log(np.expm1(k0)+1e-9),\n", " np.log(np.expm1(1.0)+1e-9),\n", " -0.2], float)\n", "\n", "def fit_once(X,y, rng=np.random.default_rng(0)):\n", " p_emp = float(y.mean())\n", " alpha = max(TAU*p_emp, 1e-6); beta = max(TAU*(1-p_emp), 1e-6)\n", " obj = lambda w: neg_post(w, X, y, alpha, beta)\n", " w0 = init_phi(X,y)\n", " res = optimize.minimize(obj, w0, method=\"L-BFGS-B\",\n", " options={\"maxiter\":6000, \"ftol\":1e-9})\n", " if not (res.success and np.isfinite(res.fun)):\n", " res = optimize.minimize(obj, w0 + rng.normal(0,0.2,6), method=\"L-BFGS-B\",\n", " options={\"maxiter\":6000, \"ftol\":1e-9})\n", " return unpack(res.x), res\n", "\n", "def P_with(theta, x):\n", " p,a,b,s,k,th,_ = theta\n", " return logistic((np.log(p)-np.log(1-p)) + dE_full(x,a,b,s,k,th))\n", "\n", "# ---------------- Noise models + bands helpers ----------------\n", "def add_noise_mult(X, sigma, rng):\n", " return np.clip(X * np.exp(rng.normal(0, sigma, size=X.shape)), 1e-12, None)\n", "\n", "def add_noise_add(X, sigma, rng):\n", " return np.clip(X + rng.normal(0, sigma, size=X.shape), 1e-12, None)\n", "\n", "NOISE = {\"mult\": add_noise_mult, \"add\": add_noise_add}\n", "\n", "def monotone_nondec(y):\n", " y = np.clip(y, 0, 1)\n", " return np.maximum.accumulate(y)\n", "\n", "def band_quantiles(curves, lo=Q_LO, md=Q_MD, hi=Q_HI):\n", " C = np.vstack(curves)\n", " ql = monotone_nondec(np.quantile(C, lo, axis=0))\n", " qm = monotone_nondec(np.quantile(C, md, axis=0))\n", " qh = monotone_nondec(np.quantile(C, hi, axis=0))\n", " return ql, qm, qh\n", "\n", "# =========================================================\n", "# A) PROBABILITY CALIBRATION (K-fold OOS reliability + ECE)\n", "# =========================================================\n", "def prob_calibration_kfold(X, y, n_splits=5, n_bins=10, seed=SEED, plot=True, title_suffix=\"\"):\n", " kf = KFold(n_splits=n_splits, shuffle=True, random_state=seed)\n", " y_true = []\n", " y_prob = []\n", "\n", " for tr, te in kf.split(X):\n", " Xt, yt = X[tr], y[tr]\n", " Xv, yv = X[te], y[te]\n", " theta, _ = fit_once(Xt, yt, np.random.default_rng(seed))\n", " p = P_with(theta, Xv)\n", " y_true.append(yv); y_prob.append(p)\n", "\n", " y_true = np.concatenate(y_true)\n", " y_prob = np.concatenate(y_prob)\n", "\n", " # Brier score\n", " brier = np.mean((y_prob - y_true)**2)\n", "\n", " # Calibration bins\n", " bins = np.linspace(0, 1, n_bins+1)\n", " inds = np.clip(np.digitize(y_prob, bins) - 1, 0, n_bins-1)\n", "\n", " bin_conf = np.zeros(n_bins); bin_acc = np.zeros(n_bins); bin_count = np.zeros(n_bins)\n", " for b in range(n_bins):\n", " mask = inds == b\n", " if np.any(mask):\n", " bin_conf[b] = np.mean(y_prob[mask]) # avg confidence\n", " bin_acc[b] = np.mean(y_true[mask]) # empirical freq\n", " bin_count[b]= np.sum(mask)\n", " else:\n", " bin_conf[b] = (bins[b] + bins[b+1])/2.0\n", " bin_acc[b] = np.nan\n", " bin_count[b]= 0\n", "\n", " # Expected Calibration Error (ECE)\n", " w = bin_count / max(1, np.sum(bin_count))\n", " diff = np.abs(np.nan_to_num(bin_acc - bin_conf, nan=0.0))\n", " ece = np.sum(w * diff)\n", "\n", " if plot:\n", " xs = bin_conf\n", " ys = bin_acc\n", " plt.figure(figsize=(5.5,5.5), dpi=140)\n", " plt.plot([0,1], [0,1], 'k--', lw=1.0, label=\"perfect\")\n", " plt.scatter(xs, ys, s=np.clip(50* (bin_count/np.max(bin_count+1e-9)), 10, 120))\n", " # connect points for readability\n", " ok = bin_count>0\n", " plt.plot(xs[ok], ys[ok], lw=2)\n", " plt.xlabel(\"Predicted probability (bin mean)\")\n", " plt.ylabel(\"Empirical frequency\")\n", " plt.title(f\"Reliability curve{title_suffix}\\nECE={ece:.3f}, Brier={brier:.3f}\")\n", " plt.grid(alpha=0.3)\n", " plt.show()\n", "\n", " return dict(ece=ece, brier=brier,\n", " bin_conf=bin_conf, bin_acc=bin_acc, bin_count=bin_count)\n", "\n", "# =========================================================\n", "# B) UNCERTAINTY CALIBRATION (COVERAGE of bands)\n", "# Build bands with one set, test coverage with fresh set\n", "# =========================================================\n", "def coverage_of_bands(X, y, mode, sigma,\n", " n_for_band=200, n_for_eval=400,\n", " seed=SEED, use_tta=False):\n", " \"\"\"\n", " Returns pointwise coverage (mean over grid) of an independently\n", " generated set of curves relative to the band made from the band-set.\n", " If use_tta=False -> refit curves (E + A)\n", " use_tta=True -> TTA curves (A only)\n", " \"\"\"\n", " rng = np.random.default_rng(seed)\n", " xc = np.linspace(0, XMAX, GRID_N)\n", "\n", " theta_clean, _ = fit_once(X, y, rng)\n", "\n", " # --- curves used to form the band\n", " curves_band = []\n", " for _ in range(n_for_band):\n", " if use_tta:\n", " # aleatoric: do not refit; jitter evaluation x\n", " if mode == \"mult\":\n", " xc_n = np.clip(xc * np.exp(rng.normal(0, sigma, size=xc.size)), 1e-12, None)\n", " else:\n", " xc_n = np.clip(xc + rng.normal(0, sigma, size=xc.size), 1e-12, None)\n", " curves_band.append(P_with(theta_clean, xc_n))\n", " else:\n", " # refit: perturb the *training X* then refit\n", " Xn = NOISE[mode](X, sigma, rng)\n", " thetab, _ = fit_once(Xn, y, rng)\n", " curves_band.append(P_with(thetab, xc))\n", "\n", " lo, md, hi = band_quantiles(curves_band)\n", "\n", " # --- fresh independent curves for evaluation\n", " cover_rates = []\n", " for _ in range(n_for_eval):\n", " if use_tta:\n", " if mode == \"mult\":\n", " xc_n = np.clip(xc * np.exp(rng.normal(0, sigma, size=xc.size)), 1e-12, None)\n", " else:\n", " xc_n = np.clip(xc + rng.normal(0, sigma, size=xc.size), 1e-12, None)\n", " c = P_with(theta_clean, xc_n)\n", " else:\n", " Xn = NOISE[mode](X, sigma, rng)\n", " thetab, _ = fit_once(Xn, y, rng)\n", " c = P_with(thetab, xc)\n", "\n", " # pointwise coverage rate along the grid\n", " inside = (c >= lo) & (c <= hi)\n", " cover_rates.append(np.mean(inside))\n", "\n", " mean_cov = float(np.mean(cover_rates))\n", " std_cov = float(np.std(cover_rates))\n", " return dict(mean_cov=mean_cov, std_cov=std_cov, xc=xc, lo=lo, hi=hi)\n", "\n", "# ============================\n", "# Example driver / quick report\n", "# ============================\n", "if __name__ == \"__main__\":\n", " Xo, yo = load_original()\n", " Xt, yt = load_trimmed()\n", "\n", " # ---- A) Probability calibration (K-fold OOS)\n", " print(\"\\n[A] Probability calibration — ORIGINAL\")\n", " res_prob_o = prob_calibration_kfold(Xo, yo, n_splits=5, n_bins=10, title_suffix=\" (ORIGINAL)\")\n", "\n", " print(\"\\n[A] Probability calibration — TRIM\")\n", " res_prob_t = prob_calibration_kfold(Xt, yt, n_splits=5, n_bins=10, title_suffix=\" (TRIM)\")\n", "\n", " # ---- B) Uncertainty calibration (coverage)\n", " print(\"\\n[B] Uncertainty calibration (coverage) — ORIGINAL\")\n", " for mode in [\"mult\",\"add\"]:\n", " for sigma in SIGMAS:\n", " ref = coverage_of_bands(Xo, yo, mode, sigma, use_tta=False) # E + A\n", " tta = coverage_of_bands(Xo, yo, mode, sigma, use_tta=True) # A only\n", " print(f\"ORIG {mode:4s} σ={sigma:.2f} \"\n", " f\"coverage_refit={ref['mean_cov']:.3f}±{ref['std_cov']:.3f} \"\n", " f\"coverage_TTA={tta['mean_cov']:.3f}±{tta['std_cov']:.3f}\")\n", "\n", " print(\"\\n[B] Uncertainty calibration (coverage) — TRIM\")\n", " for mode in [\"mult\",\"add\"]:\n", " for sigma in SIGMAS:\n", " ref = coverage_of_bands(Xt, yt, mode, sigma, use_tta=False)\n", " tta = coverage_of_bands(Xt, yt, mode, sigma, use_tta=True)\n", " print(f\"TRIM {mode:4s} σ={sigma:.2f} \"\n", " f\"coverage_refit={ref['mean_cov']:.3f}±{ref['std_cov']:.3f} \"\n", " f\"coverage_TTA={tta['mean_cov']:.3f}±{tta['std_cov']:.3f}\")\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python (pymc3)", "language": "python", "name": "pymc3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.13" } }, "nbformat": 4, "nbformat_minor": 5 }