diff --git a/hyperpars/ppo-caribou.yml b/hyperpars/ppo-caribou.yml index 62faca4..3eda18f 100644 --- a/hyperpars/ppo-caribou.yml +++ b/hyperpars/ppo-caribou.yml @@ -35,13 +35,18 @@ algo_config: # env env_id: "CaribouScipy" -config: {} +config: {"r_b":.25 } #this is what is passed into the creation of the environment, could pass diff param values here to change the defaults (instead of messing with the params defined in caribou_ode.py) n_envs: 12 -# io -repo: "cboettig/rl-ecology" -save_path: "../saved_agents" - +tensorboard: "/home/rstudio/logs" +#total_timesteps: 50000 +total_timesteps: 5000000 +use_sde: True +repo: "boettiger-lab/rl4eco" +save_path: "./saved_agents" +id: "3" +#rppo - ppo that has memory (should be better than PPO but hard to train lol) +#td3 - giving some weird errors +#tqc is actually better if we can give it enough time to run # misc -# id: "" -additional_imports: ["torch"] \ No newline at end of file +additional_imports: ["torch"] diff --git a/notebooks/4-15-Meeting-Notebook.ipynb b/notebooks/4-15-Meeting-Notebook.ipynb new file mode 100644 index 0000000..a8e81da --- /dev/null +++ b/notebooks/4-15-Meeting-Notebook.ipynb @@ -0,0 +1,1326 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "51ec4e66-92c5-461f-9dfe-79fbe1139f62", + "metadata": {}, + "source": [ + "# Testing the environment\n", + "---\n", + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "e43584c4-92cf-4951-b465-272228ca7f65", + "metadata": {}, + "outputs": [], + "source": [ + "from rl4caribou import CaribouScipy\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "1ebf743f-e007-4eaf-b85f-e2c12c35bdc2", + "metadata": {}, + "outputs": [], + "source": [ + "env = CaribouScipy()" + ] + }, + { + "cell_type": "markdown", + "id": "19584030-7d0a-4529-98d4-9f322de7e5fd", + "metadata": {}, + "source": [ + "## Testing Wolf-Moose equilibrium" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "37cc0eca-ffcc-4ebb-b60e-128d5ed7e4a0", + "metadata": {}, + "outputs": [], + "source": [ + "# set environment randomness to zero\n", + "env.parameters['sigma_M'], env.parameters['sigma_B'], env.parameters['sigma_W'] = 0, 0, 0 " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "1b4dbed5-06cf-45cb-83a2-736a37b28c53", + "metadata": {}, + "outputs": [], + "source": [ + "T = 800\n", + "obs, info = env.reset()\n", + "M, B, W = env.bound * (obs + 1) /2 \n", + "Ms, Bs, Ws = [M], [B], [W]\n", + "for t in range(T):\n", + " obs, reward, terminated, truncated, info = env.step(np.array([-1, -1, -1]))\n", + " M, B, W = env.bound * (obs + 1) /2 \n", + " Ms.append(M)\n", + " Bs.append(B)\n", + " Ws.append(W)\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "6e6ff1b2-55ea-45a4-9f5e-9626c4c48cb0", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "simulation = pd.DataFrame(\n", + " {\n", + " 't': [t for t in range(T+1)],\n", + " 'M': Ms,\n", + " 'B': Bs,\n", + " 'W': Ws,\n", + " }\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "57b77934-8182-45dc-9ed2-b16f0d16af7f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "simulation.plot(x='t')" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "5fa60328-ca26-4d31-bd87-2222612ade5f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.2711187, 0.0, 0.07967687)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Ms[-1], Bs[-1], Ws[-1] # the -1 in this space is the last one (like the tail function in R)" + ] + }, + { + "cell_type": "markdown", + "id": "b1f2d29d-73c3-46c0-b9c2-93c05b8325a5", + "metadata": {}, + "source": [ + "## Ok we start from Moose-Wolf fixed point now" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "89f29dc0-326a-4eaa-a513-e81fd339c979", + "metadata": {}, + "outputs": [], + "source": [ + "env.initial_pop = np.array([0.2711187, 0.0001, 0.07967687])" + ] + }, + { + "cell_type": "markdown", + "id": "f85b2682-cbbc-429c-b3b1-9f48db53f693", + "metadata": {}, + "source": [ + "## We start managing" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "6bda91e0-5f21-46c0-a5d0-6f9de6f325d1", + "metadata": {}, + "outputs": [], + "source": [ + "from rl4caribou.agents import constAction" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "ed6917dc-48b8-4b29-ae3e-e77b2ff67674", + "metadata": {}, + "outputs": [], + "source": [ + "pacifist = constAction(mortality_vec=np.array([0,0,0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "3cacfd11-95e7-4a93-8363-8a0c3f82368a", + "metadata": {}, + "outputs": [], + "source": [ + "def simulate(env, agent):\n", + " T = 800\n", + " obs, info = env.reset()\n", + " M, B, W = env.bound * (obs + 1) /2 \n", + " Ms, Bs, Ws = [M], [B], [W]\n", + " for t in range(T):\n", + " action, info = agent.predict(obs)\n", + " obs, reward, terminated, truncated, info = env.step(action)\n", + " M, B, W = env.bound * (obs + 1) /2 \n", + " Ms.append(M)\n", + " Bs.append(B)\n", + " Ws.append(W)\n", + " return pd.DataFrame(\n", + " {\n", + " 't': [t for t in range(T+1)],\n", + " 'M': Ms,\n", + " 'B': Bs,\n", + " 'W': Ws,\n", + " }\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "1393df9c-106c-4a27-82af-b58b54e776e5", + "metadata": {}, + "outputs": [], + "source": [ + "df = simulate(\n", + " CaribouScipy(\n", + " config={'initial_pop': np.array([0.2711187, 0.00001, 0.07967687])}\n", + " ), \n", + " pacifist\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "6629d575-aecd-45f1-a48f-2e76b2bdc349", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " t M B W\n", + "0 0 0.271403 0.000100 0.079715\n", + "1 1 0.256290 0.000101 0.079398\n", + "2 2 0.243772 0.000102 0.078507\n", + "3 3 0.233288 0.000103 0.077169\n", + "4 4 0.224422 0.000104 0.075490\n", + ".. ... ... ... ...\n", + "796 796 0.147763 0.099564 0.011551\n", + "797 797 0.147699 0.100069 0.011335\n", + "798 798 0.147634 0.100579 0.011127\n", + "799 799 0.147569 0.101096 0.010927\n", + "800 800 0.147503 0.101618 0.010734\n", + "\n", + "[801 rows x 4 columns]" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "simulate(env, ppoAgent)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "631a051f-215a-426f-b3e5-794d939ba747", + "metadata": {}, + "outputs": [], + "source": [ + "df = simulate(\n", + " CaribouScipy(\n", + " config={'initial_pop': np.array([0.2711187, 0.0001, 0.07967687])}\n", + " ), \n", + " ppoAgent\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "0361d8c1-521b-4328-a915-69b24dab2f76", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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CIEIPCRY/iY5kXxlZWAiCIAgidJBg8RNuYaEYFoIgCIIIHSRY/IRiWAiCIAgi9JBg8ROKYSEIgiCI0EOCxU/ktGbq1kwQBEEQoSIgwfLaa68hNzcXUVFRGDduHNatW+d27Ntvv42JEyciOTkZycnJmDp1qst4h8OBhx56CF26dEF0dDSmTp2Kffv2BTK1VoeaHxIEQRBE6PFbsCxcuBDz5s3Dww8/jI0bN2LYsGGYNm0aSkpKNMfn5eXhyiuvxPLly7F69Wrk5OTgjDPOwPHjx6UxzzzzDF5++WUsWLAAa9euRWxsLKZNm4ampqbAP1krEUUuIYIgCIIIOTqHw+Hw5wXjxo3DmDFj8OqrrwIA7HY7cnJycMstt+C+++7z+nqbzYbk5GS8+uqruO666+BwOJCdnY0777wTd911FwCguroamZmZ+OCDD3DFFVd43WdNTQ0SExNRXV2NhIQEfz6O35TVNWP0E78DAA7NPws6na5V348gCIIgOir+XL/9srCYzWZs2LABU6dOlXeg12Pq1KlYvXq1T/toaGiAxWJBSkoKAODQoUMoKipS7DMxMRHjxo1zu8/m5mbU1NQo/kIFdwkBQLOV4lgIgiAIIhT4JVjKyspgs9mQmZmp2J6ZmYmioiKf9nHvvfciOztbEij8df7sc/78+UhMTJT+cnJy/PkYLSJKECzkFiIIgiCI0BDSLKGnnnoKX3zxBb777jtERUUFvJ/7778f1dXV0l9+fn4QZ+kZg16HyAj2tdU1W0P2vgRBEATRmfFLsKSlpcFgMKC4uFixvbi4GFlZWR5f+9xzz+Gpp57Cr7/+iqFDh0rb+ev82afJZEJCQoLiL5T0To8DAKw7VBHS9yUIgiCIzopfgiUyMhKjRo3C0qVLpW12ux1Lly7FhAkT3L7umWeeweOPP47Fixdj9OjRiud69uyJrKwsxT5ramqwdu1aj/sMJ6efkAEA+GlrQZhnQhAEQRCdA79dQvPmzcPbb7+NDz/8ELt27cKcOXNQX1+PmTNnAgCuu+463H///dL4p59+Gg8++CDee+895ObmoqioCEVFRairqwMA6HQ63H777XjiiSfwww8/YNu2bbjuuuuQnZ2NCy64IDifMshcMKIrAGD5nlIcLW8I82wIgiAIouMT4e8LLr/8cpSWluKhhx5CUVERhg8fjsWLF0tBs0ePHoVeL+ugN954A2azGZdccoliPw8//DAeeeQRAMA999yD+vp63HjjjaiqqsLJJ5+MxYsXtyjOpTXplR6HIV0Tse14NfYU16J7aky4p0QQBEEQHRq/67C0RUJZh4Uz64O/sWx3CZ6+eAguH9M9JO9JEARBEB2JVqvDQsikxEYCAO79ZhuKa9peRV6CIAiC6EiQYAmQVKdgAYAXf9sbxpkQBEEQRMeHBEuApAiCpbLBHMaZEARBEETHhwRLgOiFHkKieCEIgiAIIviQYAmQ6Eihp5CFegoRBEEQRGtCgiVALh7ZTVomlxBBEARBtC4kWAIkOtKAN68dBQCobLCEeTYEQRAE0bEhwdICkmNY7Mrm/CrsLqoJ82wIgiAIouNCgqUFpMQapeVP1xwN40wIgiAIomNDgqUF9EqLk5bzK6mnEEEQBEG0FiRYWoBer8NHs8YCAI5XNoZ5NgRBEATRcSHB0kJ6OBsfHq1ogN3e7tsyEQRB+M7un4HNn/k21mYBPrsc+P3R1p0T0WHxu1szoSQ7KRp6HdBstaOsvhkZ8W2zw7QWB0vr0C05BpERpFsJgvATqxn44iq2nNoXyBnjfmxtEfB8f7a8dzFw2kOAUHyTIHyBrlQtxGjQIzXOBAAoqWkO82x8Z9nuYpz6/Arc+dWWcE+FIIj2SJWQaPDuVOD4Rvdjt3yhXG+sbJ05ER0aEixBICPeKVhq20/X5ueWsIaNP24pCPNMCIJol1QcVK6/PcX9WFO8cr22KPjzITo8JFiCQGYCcwO1JwtLQTUFCRME0QLUgsUTdptyvbYwuHMhOgUkWIIAt7AUt3HBcrC0Dt9vOg6rzY4qqs5LEERLKNvj+9hmVWHNb/4BOChJgfAPCroNAu3BJVRU3YRTn18BAIgz0b+dIIgWcnyD6zaHQxlM21gFGCJdBUtjBfBoEnDfUSAqsTVnSXQgyMISBLISowEABVVt182y8agc5Ha4vD6MMyEIot1jaQSKd2hsFwpoWpqAl0cA/x0GNDkFS98zlOMP/dl6cyQ6HCRYgkBOChMsy/eUoqyubbqF6pqt0vKhMqVgsdrsoZ4OQRDtmerjgN3qur2pWl6uOsosKfUlQKnTfdRrMhCVpD2eILxAgiUI5CTHSMu3f7E5fBPxQL0HwVJvtqmHEwRBuIcLjcQc7e0AYBVc5EdXs0dTPHDmM/L26mOtMz+iQ0KCJQhkJ0VLyyv3l4VxJu7xKFiaNe6UCIIg3NHkdDGL1hJAKViaa4UnnAG2pgRg6GXAgHPYenV+a82Q6ICQYAkC6kqxVpsd877cjIvfWIUjbSRepK5ZtqIUViuDgxvMJFgIgvADLkyiEoGkHvL2xip52Vzn+jpTPAvK7X8WWycLC+EHJFiCxKf/GAcA0OuAhevz8e3G49hwpBKP/7QzzDNjeLKiiGKGIAjCK1yYRCcBc1YB6QPYeuVheYzCwuKkyzD2mOR0JZFgIfyABEuQGNszBQBgdwBrD1ZI29cdqmgTTRE9CRZyCREE4ReihcUUBwy9nK0f+kMeoxYsk+4FYtPYcmI39lh9jOqxED5DgiVIGA16GA2s/sAPQrn7miYrDpZpmEZDTJ0HUVLb5P65t/44gCnP5aG4pu3WmCEIIoTsXwosdXZc5jEsPU9hj/lr5XFqwZKcKy8ndGWP1kagoQIE4QskWIKIxaZ9p7CzUMM0GmLqPcSp1DS6r3r75KLdOFRWj5d+39sa0yIIor2x5N/yclQCe0zuyR4bygCrs7SDWrDEd5GXI0xAXCZbpsBbwkdIsLQi/TLjAAD7i9uAYNGIU8lOZD2Qqj0IFo4nKwxBEJ0EhwMo3S2vR7BzCKKTAb2zgvYTGcCWha5Bt9wNxOFWlhpqwEr4BgmWIPLmtaMU6yf2Zv7a/aXhdwlpxamM6J4MwDfBYnVjPSIIohPRKFfMRo+TWIoyAOj1QEya/NzKF4EDy9hyl+HA2c8DaX2V++Il+dVl+wnCDSRYgsi0QVnIu2uytD6+VyoAYH9J+AVLlVOUTO6fDgA4bUAGeqfHOp8ze329tQ0EDhMEEWZ4Vk9sOjBzEZCQLT9XXyIvm+tlS8zomcCYf7juyxTnHBv+8yPRPqAueEEmNy0W788YA4Neh15OQXCorB5Wmx0RhvDoQ6vNjnJny4DHzx+M4pomDM9JwoerjwAAPllzFJP7ZWDqwEzF6xxC9L7NTuX7CaLTw+NN1O4dAHAI54jqo/Ly4Eu09xXpFCzNJFgI3yALSyswZUAGTumXjuzEaEQbDbDYHDhS0eD9ha3EU7/sht0BGPQ6ZCdFY3RuCiIMeiRGG6Ux//hoPXYVKk2zzVb5BNSeLCxNFhsufP0v3PL5pnBPhSA6FtzCoi7JDwBjb3Td1nOSbElRE0kWFsI/SLC0Inq9Dr0zmJUl1G6hLflVePTHHfhkzRG8s/IQAMBmd8Cgl1u/i4IFAL7ffFyx3iD0GDJb24+F5YfNBdh0tAo/bilAs5WK4hGeeezHnTj/tb/QZKFjxStVTsuJlmA5/TFg8v3KbdHJ7vcluYTaRjVwou1DLqFWpnd6HLYfr3Hp39Pa3PvNVuwu8pydlBSjFCzVDcrgWzFQ11Mdl7bGn0I/p5KaZuSkxHgYTXRmmq02vPcXE/R/H67AxL7pYZ5RG4dbWJI0BIsxmpXcz5svb4tOcr8vySUU/ixKon1AFpZWhndyzg+xS+ioD+/XJ11pqq1ViRLRwlLV4D2TqC3QZLFh2a5iaZ0K3rUun687ihd+26uId2pP7BJqJInWR8INnmJYANYrSMSThYULlk0fy7VbCMIDJFhame7Ou/v8ysaAXr94exH++/s+vy4IDWarQmxw1GnXybGRinV1rRWx2FxpbbM0B4fDgfmLduGj1Yd9nlOo2HikEvXCZy8iwdJqLN9Tgvu/3YaXl+5rE5lwgbDtuNxduFHjN0MI2O1yryBfBYu6m7NirHDDtOrllsyM6CSQYGlluqVEAwjcwnLTJxvw4u97sWx3iffBToqqXS/Sz186DNMGZblsz02V3SVHy+slUVJZb8ZdX26RnjPb7CivZ+nPqw+W480/DuKh/+1oczEiO1WBw1rfBREcVgmuN18sem2RYuH4qCfB4pmjq4CGcsCUAKSfoD3GxcKS5H5/kYJgWf9BS2dHdAJIsLQy3CV0vLLRb7O5OH5Hge/FlfL2lLpsi4vSDlf64sYJOGcoK5l9uLwBTy/eAwB49tc9OKiKu+EX/x3H5bmEOjbHG3tUcTvHArRsEd4prZXN+O3pe65qMGN3ETuGxRpEDe0oTiss8MaG/c8EjFHaYyJMgEGw3HqysBij5WWD0f04ImwUVDVi2ot/4LO1R70PDgEkWFqZtDgTAGah8DdwtUZw0ZTV+ebj3XqsCo/9tNNle7wbwZKVGIUbT+klrS9YcQAAcFCjOm+hU7BsPCpXu1QLhHCzz+mamNSPBU+2V1dFe6BUOCaPV7UfwXLOKysx/aU/saOgGpVCbBZZWLzAq9xqZQiJ8Aq23sZaBeunncRiW+SbDcewp7gW//5uG/793TafqqK3JiRYWpnoSAOijOxrrqz3759d1SDf/flqcl+yowgAkBIbiesm9JC2J0S5v4OJMynFjMPhgA5yAOLwnCQAQFE1uyiJ9VoOlrYtC0uF0201sS8rE76nDfRx6qgoLSztxyXErUGzPvhbKqgIeLewfL3hGC5dsMrnm4cOR2MVe/Tk5gGAeMH1nN7f/bg+U4EEZyxM9TFKb27jfLb2KGZ/tD6scyDBEgJSYpiJtKLBewl8EfHur7Let9fWOa0yV47NwQRnawDAVZSIqN1FE59ZjtUHywEAX/5zAgZkMb90VYMF9c1WRRE8rR5F4aSmiX1no3qw7ITS2maXdG0iOIiCpbzOv2M7HLy38hA+XyebtotrmrHmYIW0/vxve/Hy0n1uX3/XV1vw9+FKPLN4t9sxHZqmKvboyc0DAEahjIC7onEAEBkLzNvh7OLsAIq2t3CCRLBRW1TWHarA0fLw3ZyQYAkBKXFMsPgqOjiVgsDx1Z1U5+zKHGcyIl6wqrhzCQFAvElpfRHjEbomR0tip7bZin0ldRBDcRrbULEth8OBGucPLDspGrGRBgC+9UrqjBwtb8BfQuCsP5itdoWgrmnj3bzzKxrw2E87cf+32zyOe+G3vT7sq/24v4JKkzOjSnT5aHHq/7HH4Vf7tt8uw9hj4eaApkW0HpWqm72HzhmInJRoN6NbHxIsISDZaWEp9yBYth2rxmVvrsbm/CppW5WfgsXhcEgWjziTQVFXIt6DS4i7rNScPbQLuiRESa/dVViDC177SzGmLQmWerMNvINAQpRRshyp07UJxvmvrcTV76xVZPv4ypFypfm+ptHSpmux+ON7t3tpQ1Hb3Aktdg4HUFPAlr25hHqeAty6iXVo9oXMweyxtHNarr7deAxzP9vosdKyw+HAZ2uPYuuxqtBNDMprEABcf2IudLrw1SsiwRICUmK9W1hmfrAO6w5V4OI3VknbxJiX+mbPwqCu2Yopz+VhsTOGJdYUgW7JshKOjHD/r9bpdJh/0RDFtt2PT8drV42EXq+TrDN/7nO9sLWlcuafrmHNHI0GHaKMetkyRILFhfpmq3T3tGh7od+v51WUeXuH41WNGPH4b9gu1DVpS/jjuvQmbuo64/G0+jW5aJw3lxAApPRSZgF5IoFlKaK22PO4Dsq8L7fgp62F+GrDMbdjFm0rwr+/24bzXv3L7ZiaJkvQkyAqVYIl3MUVSbCEAC5YPAXrlTljAGzC3Z1oVak3Wz3e+eXtKcFhwbcYa4pATkoMFlwzCgtvHO91jleO7S4tj++VgiijQVr35E5qS8W25v/C7tAsNgd0Oh3inJah9tRWIFT8LlQDDiRwmp8Yx+SmSNuqGix49McdLZ9cK+CPhcWTJRRg6f8ltZ2svs+vD8jL3lxC/hLnDNKtKwruftsBYh2r0pomrNpf5tK3rbC6ETd/tlFad2fJvOerrZj20h/4cUtB0ObHK5zPODEXv8+bFLT9BgoJlhDAa7Ec8RCsZDS4Klex0qzDATR4sGaotQy3LkwfnIVxQvCtJzITWAr2jBN7KrZruZO6JrG7p7biErJpiLkEp9Cq64wmfA84HA489D9ZWATSvoBbWMb2VJZeb6teIbVgeeKCwfjynxMwNjcFd09TZrJUaAgWq015EXn7j4PBn2RbpaFCue7NJeQvPKvo+AbgWHizUEKNGA/18rL9uOqdtXj+N1YLq8liQ7PVhkXblEJO3UKFw63rwepS73A4JPF+xdgc9MnwEEAdIkiwhICe6axj8+IdRW59kNGCRYPToHIDeTJrV6isN56ygtyx8MYJ+HDWWEwfrKyIq2VhSYtn4qbR0ja6OGtZUdqrS2hPUS3mLdyML9fnt8r+y+vNigt4XbPV70yqPcUstX1I1ySYBHejSRUPdbis3iXeJRyoBcukfukY2zMFX94kF07kVNS7WkLVNVp4Fl2noPyAvJw1hFW6DSZxmfLyh+cFvJvqBgtez9uPgnZUE+iwRuHNN1ccRHWDBWP+8zuufWedi9tdq3p3a8SPHa9qRHWjBRF6HXqkxAZ9/4FAgiUE9EyV/9l3CuXuRWIiZVHwwHfbYLHZFRYWwPWifKyyQYqLKVUJltgABEtuWqxUcE1ES7BEOi1CTW3EJVSjYfJvr4LlX59uwLebjuPxH10LAAYDtaWvuKYZwx77FYu2+RbLUtdsle4MB2TFIyFatsBFGuRTSpPFhsnP5WHSs3lhb+GgPj7EDt7dkpXdvMtUKdpNFhuuf2+dYtuOgpqwxW8V1zRhbyjrCzU745IyBgKzlwPBDroUBYslcHF799db8MziPbjpkw1BmFRoKKzWFldzPt2A2iYr1h2uwPrDSguXlmARs/S0bn4DYePRKgDAwOwEREcGZ58thQRLCBCDX/e5qbwqHhCfrj2Kr9Yfc7GwiMF+pbXNOPnp5Zj4zHJpXSQQC4s7tPaVGM3ictqKS0gUJZ/cMA6AXF+mvcWw8IrC7ky/LYX3teqdrrxr8jX+hFtMUmMjkRwbiRjh2BWDu8WAvXBXyBTff8ntpyieUwcSquf63abjiuy92EgDHA6E7U7+5KeX4YwX/8CGIxX4esMxl5iHoNPMxJHZmOBSQr+2yeJ3uQYXIiKBlN7yujWw/f26k8VlbT3WNgO/tahyY9lcdUC24C1XtVrREjmlQkyVPUjWlt2F3Ioa5JilFkCCJQREGPTSRRTQzhZSq+L9JXUuFhbRJbRiLzuI65qtsNkdLoIl1hQ8RSzeQd96Wl8Myk7APyayOJe2I1jYD79XWixOdla5jXcKrfaW1REhXECDHdTscDikTJ5B2coTUUa8m/4wKnjGGj8uREEbIVhYRBEZbitXlVOE/PusAeifFe/y/FtCJ3N1Kqe6X1ZX5w1IQVV4Am8tNnZBuviN1bjrqy14dZn7YnfB4HABs7ytLbAozjMOhwPnvrIS455cKhVsDJi56wGd85xV7b8rdK0bF11bv1mp8kPI8/IT936zDc8u2a1wA4mB881Wu9fUfF/glhy1BTKckGAJESf3TUPPNHZHy8vni6jTjuuaLWhQXax4ANTxqkbc9ZXsWqptsiiKvQ3rlhhUC0tanAkvXDYMC64ZhXmn98PPt05EZgK7uLUZl5DzghgfLRbL8z9LyOFwYP3hCjSYw3eiE081BdWNeHXZPuwLkgvg1WX78c7KQwCAfpnKILouib4JFi5SucjuIXT8bnY+53A48H/fyZVLtVx2oYRnNXVP0T75njEoSwq+VVtYSlRBydlJXLCE3sKidSF6edn+Vo0TWrfrMACgzBqFMf/5XXJH1ZttOFzeALPNjr8PVXjYgw/o9UBaX7ZcdcTvl//7O7kgII+p+m7TMQx+eAm+aqVYMH/5ZsMxfPm3ci7qtGFPnNQ7TVp+bfkBRbuW539VFjxsCoILtsh53Gclmlq8r2ARkGB57bXXkJubi6ioKIwbNw7r1q1zO3bHjh24+OKLkZvLCs689NJLLmMeeeQR6HQ6xd+AAQMCmVqb5sqxrBHYNxtd8+0tqiyEsjqzZFHhF4RtzjvjZbtLFGMr6s1SXMKf90zBt/86KejFfS4a2U0RjMsvVrXN1rCWagaAP/eVSj0uEoR4G7lwnO8Xy//8vAuXLFiN15cf8D7YyfLdJVi8vUi64zle1ajoUeMPYvE/AHjsx5147te9OOOlPwLan5rnhUqu3VOVLiGzzTfXQqNTzHFX0AThRMpF9rpDFVgn+N7DaWGpb7ZKF9kR3ZPdjuM1ZdRm+uIa5f+SC5ZwNHxsduP+mfH+35rbdxbU4PGfdrpYjdyx8Wgl3lt5SHH3bm1g551aBzsPnfEiOxbFY9ydq9svYp3xc+qsJA2arTasOiCnAIv/C15G4o6F7Kbu7q+3tnxuLaTJYsOdX23BPd9sVaTEawW7u6skO6G3MttTLGOh7jUXDMsst7BkJYSvsq0avwXLwoULMW/ePDz88MPYuHEjhg0bhmnTpqGkpERzfENDA3r16oWnnnoKWVlZmmMAYNCgQSgsLJT+Vq5c6e/U2jyDnb5AdbljwPVEdLyyUXIJndyHXRA2HGHdUk0qa8yuwlqYbXZERuiRnRQdkuI+ogvrxo/Dm4p47buyYBYDhP0NurXbHZL1gXet9kZ1gwWzP1qPmz7ZgHf+PITqRgumvfgHTn1+BR78fjuue881yt8TjRabIkWdu/5aI124h8raUNNowS/bCjWD+kS4KOFxV1eOyUEvp/WQZ9OoS/W32GXQAn7fVQy7A8hOjJIsg1pwwaK2sBQ7LzBpcZF469pRUpkCtasoFLg7lg6V1ePvw64X+nNfXYl3Vx7C04v3eN/55s+Q9+ZdeOynnVi/5FPghYHAoT8QYWFirxbyhauktklRr4afm1pEtFNM+iBYHvx+O656ey2e+Hknmq02yU0GuN78tQVEC+NxwRqudgmdOTgLH8wcq7mPE3un4YoxcvdrblWz2Owurnm1dd5fHA6HYGHxzfIaCvwWLC+88AJmz56NmTNnYuDAgViwYAFiYmLw3nvvaY4fM2YMnn32WVxxxRUwmdybliIiIpCVlSX9paWluR3bXuEXUK30ZPWJqKrRLAXdjs5lP2R+gKpV+eZ8drLokRITskqEUZHyobO7qDYoPtNAUN9JiH2R/A26FS+qY3vKBdFsdgeW7ChysZrsLa7FxvxKWJ2ffevxauwpqmVpwo0WfLzmCP7YWyqJDl/wN97GYrMHnK2ido9sPFqFOZ9uxPj5Sz0GUqpdQhEGPZ64gJVX35JfhX9+vN6l9k1NY/gsLF+sY2b4y8d09zguKcZVsNQ0WaT4gIX/nIAzBmVJzUB3F9W47qSV8WTqf335fpdtvD7RhiM+uGy+n4N5xq8xWHcQY9bcDNQcB76bA6OVWU+4hQUADpc1KBpe/raz2Lf38ESM8zfX6H0/X65nVuqPVh/Bkz/vUtRhaot9rcRjSnTfc8vXHVP74aIRXTH/oiFS7J3IyO5J6J8Vj6cuHorZzvhBflyKN2T8hq1FGWxNNVj062JJ9GR5EPmhxi/BYjabsWHDBkydOlXegV6PqVOnYvXq1S2ayL59+5CdnY1evXrh6quvxtGjR92ObW5uRk1NjeKvPcBTjbUuoGoLS2WDRRrHg54qG1i/FnUzv7f/POQcFzrTXaRBj9MHyumIu8Jw8gaA1QfldgGpsZE4b3i2tB7v4fvWQjypiCfA9/86hH9+vAFzP5MLMq0+UI4zXvwDMwVTfElNEw6WuprG/RFz/mQGWWx2nPHiHzj3lZUwW+1YtrsY17yzFkfK69FstWlaNbjIiIzQSxdoLX7d6b7qKBeJYnaQmOW2ZEcxvlaVGffHLRdseMr/mJ7u3UGAtoXlrRWsQFxSjFEqlnhCF1aH5EBpfchTm5s81D0SL4SAsorq3uI6/OIpbd0uj03TyVk2DocNMXbnhRGyYPn7cAWeXaLs/TPjvb9b1hk9xuny8MHCIvLhahbzwmOyzFZ72N3UasTfYn6lPDfufpw2OBMvXD4cSTGR0o0WAFw6qht+uuVkfHHjBOlmdEAWO/5+2FKAo+UNePtPdozGRhqkc15LkiFqP7kOZ6++ApP0W5AYbWwzKc2An4KlrKwMNpsNmZmZiu2ZmZkoKgq8rPK4cePwwQcfYPHixXjjjTdw6NAhTJw4EbW12oGG8+fPR2JiovSXk5OjOa6tIVpY1IV+mlUHmNlql0QMP1Ha7A7UNFndpsL5muURDHQ6Hd6+bjTOcIqWn7f6348mGCzZzlIZr5vQAxsePB0n9ZEtczzo9kh5g0sWlRbi9yqaVF/PY+4hsVjY95uOu7y+tLYZBzXcBP5kAniysKhrmRwpb8ChsnrsK6nDqgNlmPXBeqzcX4ZJz+ah//8txtBHfsX/fb9NMpHb7Q5pH3l3TYZOp0NfN9Urt3noCaR2CQHKOkIA8Nd+ZdZGOF1CckNQz4HoSc5UffE44BV9Z5yYK7WryEwwISnGCJvdgf3BiN3wAy2B9PVNEwAwwSKeV9T1dh7xlLZulo/bXJ3ctsEa1wXxYPsRLSzPLtmDvcXss2c7XQa1zVYs3d2CfkDRTgtLQ2BF+fpkxEklYqa+uELxnLpScagRLYy8hlFlvVlyq4lWDNHd7gALJRCTMs4dlo2U2EhU1Jtx2gt5eMN5fkqINiLK+ZsMOIZlzy+IP8ZKZdxk+NHjTU04aBNZQmeeeSYuvfRSDB06FNOmTcOiRYtQVVWFL7/8UnP8/fffj+rqaukvP79tRIF7g1tY7A5XBczFycp7pyjSWgGWpcMP4n99ugGfrtW2PmUkhD6a+8whLC4pXJU/95awC8oEjfYD4p3KyU8v81q8TBQW245XS4GaWqXate46SmqbNeMa/GlIxq1BfTLiMOskZYsE9TzEO7Wlu7RjyD5Zc1QqCFfbbJXiY1Lj2MX5s9nj8eSFQ1xe56mWhewSkr9fb2n04azDwr9Tb8UU+XfSaLFJpvpjzu94WE6SNE6n0+EE513uzsLQWha1BEu/rHjodGzeYtG7QlUskqf4HVGwPGL8SFq26GOQqHO6oqFd7fTCkV1x2ehuAJTxGX7jh0tIi4QooyRK1bVp+jzwC17TcJmFClGw85unTU5Xfq+0WCTFRErPiwkTWtbZyAi9ZE0XY3fioyKk60RAFhaHA/hpnrTaS18Aqy08rn53+CVY0tLSYDAYUFysVNHFxcUeA2r9JSkpCf369cP+/doHmMlkQkJCguKvPRAjKGfRTeFwOCTBEmU0KFRtYrQRkRF6JDu3iXeu4kkUADLC4GvsmsTuutxZfVobbpFIjHa9ExDvqJutdizfrX1R56gvqme8+IfLnRk/gcRoCJa6Zit2aVzAPlh1GG+uOKDZ70gN90cnREXg8jFKyyGPGaisN8Nud+CYkBkgFjZTwy9i3FwfE2mAKYLNPz3ehEtHd3MpXppf4d6kruUS6pKo7Y7MdWa4cXdFk8WG/20+7lf35JYgZl15s7DEmiIkaya3HvALcI7K3crdQrsLQ1hxFtouoXhThHSHLmbLqGOucjzV0zBrBxA7mqolwXLPBeMVQZ+c4TnJcqq3m8qtPiG5hPy/+emaFI1bT+uL9HjlTZtorXh2iQ+Bx62EeG6pqG/GgdI6yTo8vHuS29e5KwKndSwnRBmlzxuQq3Lfb0Ct3DgxHo1tLoDZL8ESGRmJUaNGYenSpdI2u92OpUuXYsKECUGbVF1dHQ4cOIAuXbp4H9yO0Ot1iHWe5OuFKrZi/EqU0aC4S0p1puglx8oKnDPrpFyME4JDM+JDb2HhQsqfegLBhAs/rQaN6h+1WOhLq/dGtcZnUBcH+2U7c32KJtqYSIP0Xuo4As78X3b71BuIf49JMZEu/88HvtuGGe+vw8gnfsMbKw4oTP7qAND3ZoyWlnlfzdI69lmSVOLOaNBLF2pOVaPFrcDiNWpEK5O7YG/ezZkHCN6xcDNu+2Iznlm8W3N8sGmy2CWrki/tKnhRuT1FNahutEgxRdmq74cH3u5zWvhKa5tx91dbPArHYKAVdKvT6STrEA+WfiPvAOap2oB4vOs2a7u29DX56KZjcWKDevfA/WeegGvGd8eFI7pKY8bmpgip3i0oppfoFEMVh/xKi4sy6rHy3inITopGpsotfsVYpcAKV30lMUto49EqTH/pDyx0ng96pmpbrgDAnYFDU7AI8SZ+W1hsVuCzSwEADrDfcoyuGV3i27lLaN68eXj77bfx4YcfYteuXZgzZw7q6+sxc+ZMAMB1112H+++/XxpvNpuxefNmbN68GWazGcePH8fmzZsV1pO77roLK1aswOHDh7Fq1SpceOGFMBgMuPLKK4PwEdsWsRqZQqJgUacsc4WtTjUd3SMZp52QKZ04AbhcdEJBopBZ4YsFIdhwC0ucRr8j9UW03NnU7pnFuzH6id9dCn9pWYn+OlCmWOdt3sU73Yx4kyLY1x3vOVOmPcHNxRnxJhf/8ZZj1cjbUwqHg90t/rZLtnRaVGe2vhnxuHQUM9PzLt+/7WQWpsEapbbT4pTiyOFwrfjK4Q0v1dWZ1S4sAFKn8KMVDWiy2CTB99Ea/4uDBYJoyYzxocdKX2fg5oHSeqlgXGK00SVGh6d68v/X/d9uw1cbjuGC1/4KyrzdoY5140jxN41mFNc04WlBEHKrg8eLtRsLS7SlSlhJRmKMEU9cMAQvXDYMN0/pjYfPHYhEISC5oIrF0QTULiC1D6CPAJprWIaSj6THmyQ3SoSq6726mnM4UtEB18wl8ffqyVUX58bVqnW+M0XopTirRrOf33+dfC7Z3+MKafmZ81x/0+HEb8Fy+eWX47nnnsNDDz2E4cOHY/PmzVi8eLEUiHv06FEUFsoBmAUFBRgxYgRGjBiBwsJCPPfccxgxYgT+8Y9/SGOOHTuGK6+8Ev3798dll12G1NRUrFmzBunpro342jtiqm1xTRN2F9VIJ0ajQYcIvQ53ndFPGs/rWowQzIb3nTkAX885EXGmCIx23sGO7ZmCQdmhd43xE6XDEfpqpna7A3Vm38z9gOxSeT3vAMrrzXhlGRPNOwqq8dX6fEVMCOdXjarEDodDcfLPiI/CnEm9Xcap6adREl4NvwDyk/AzFw91O/ZIeQPiTREY3NX1/56VGCXdbfFqxH/tZ+Lr7KGulkurXT7BcfeaVuwO4Fo4jnPfmQPw9U0TpMJdAHBCl3hJeA14cLG0vXd667aqP1regHNfWYlZH7AsrthIA/Q+pPx3SZCFCI9pStYIPOTxYiXO/5e7LuzBxOFwbcHBj3t+41BZb8GPWwoUY7g7y2MgphvBoiBKvvjrdDrcPW0AZjpFKnc3Ha1owKwP/sbJTy/zvyx+RCQTLQBQssvnl6nFtsjALsrfBo9Le235fuTe9zPG/uf3kAROe8qS04o9fPLCIRjSNRF3TO2n8Qpopj6P6pEsWfDVZQW8T1C+Zq/tNw/NDnY89U/ybzetTUD12+fOnYu5c+dqPpeXl6dYz83N9dr6+osvvghkGu0SMVNo3JPMtcbvhE/qkwadToe5p/bFc85Sy9wSc9+ZJ6BfZjxO6ZeO0T3k9Myzh3RBbmosBnSJD3p1W1+IjNAjzhSBumYrqhotmq6r1qLBYpMsx1odpQHgguHZ+H4zO4F/8Xe+Is6n2pkefvbL7osU8sZjJ/VJleKHqhstCpfenCm9Fdat+KgIxEZGoKimCdFGg2SebbawOJqh3RKR6uYkKwoWALhsTA62F1Tjo9XaFol+WfHolxmH7cdll9Ccyb1hNOhdAvB4hU3eIkLkgbMG4up31uDR8wfjvZWsAF55vRl9Nd5TK0sIYMfC6NwUdE+JkcQOF3Pzf1G6gIJtjXM4HNLxX1bXjFOeXa543tfu5WnO7720thmV9WbEoAkX6v8Glq0CSnYCF78DGKOR7vz/VdSbfaqFs+FIBR79cSceOmegdJPhL+/9dRiP/6Ts4M0te1xUfbvpmOJYACDdddc2WfHM4t04uU8aThSy6QC4dQkp0Lu3UHVLjkaUUY8mi136zfyxtxRnDfHTrZ/SGyjdDVS5L2uhJl34LfXJiMOf+2SrqLro2d+HK3HhiG5SPEtJbTOe+Hmn22JtnFUHynDvN1sxsEsCXrx8uIvFzRueCrlpWViuGtcdV41zXzdIbWH54sbxGNczBQ//wDLB1MUyxd+HJtyi1W0sGmwG1CIaJliA5tBmwXmjTWQJdSa4YBFPKl85a1aIfmGebjqlfwYA9kO8Z/oAjO+Vqmgwp9frMKRbIoyG8P0r+R15qONY+F1LhF7n4krjvHj5cLx61Qhp/eWlcqO4+mabSxS+u7u1E3unSZaDgqomNFrYCeGqcd0xpX8G9HqdVFL7pkm9sfyuydj6yBnY+dg0vH71SACs4urMD/7GLZ9v0nwPgF1sAeVJWLRYqN1EXZOiFdaKzAQT7p3O2lpECYLFbndIsVHqwESAlf3e/5+zcO34HtLrrn5nrebNBhcjYmaDiCgeU2IjXYKHAdf+PC3h/b8OYfhjv0lNHb9R1YABIBX38wb/3kvrmIXlm8iHcVvti8AfzwC7fwK2fQUASI6JxCmG7bgv4jOUVdd5rI8CsEaFW49Vu8SV+IMoVnQ64KKRXfHAWScAkC2darECyAL1YFk9Xs87gKveWeu6cw3BUuxI8nluer3O5TsIqIalKd7tfDhqsZsmHM+3qywS8VERuH5CD2l9jUY2oy8pwPd9sw35FY1YsqMYawPom6QWLLeeJt8KBFKYLc6kPA/0SI2BTqeTfnuiYPlxSwFGPv4bVu1XurcV1Ditcgld0Gi2o87hvAFrDm1QuTdIsIQYnk3x4u/KZlU6HXBKX9kF9uGssbjz9H543FlBtC2THMt+PL/tLMbGo0Eo0Q3toFg1YvyKu7sHnU7ntqlfg9kqmfQ5uanamRTdkqOl/dy+cJNkYRkp9KZ585rRmH/REMyZ1BvRkQYkRBmh0+lcRIbYOl4NL3ImigrR3fXrHadgy8NnSOtRRr0iJiVLyNaRAvDMdkUQbWqstijjLhMuBG12B7Yeq3bJFJBKdrs50YrzNeh1SIqJlCxQ0wexbMJ6sy1onXQf/XEnqhsteOqX3Vi2u9jFmgO4d2+pSRcsLM1VxThBrwqULmSCQ6/X4SPjk7gp4ie8+tJ/fO/D1IKCXmJM1uknZOKFy4ZLliP1MXZi71R8+c8JuPXUPrhyrOcKvwA0XUInNb+MX2xjfJ7f+ao4Lnd9jzziFCwb9h5FZT2LxxGtV0/8tBPDH/tV8RJR3CdGG3HP9P7SutGgx6PnD8af90wBoN2w0lvpeZvdoXAXe6oC7Q4uim49tQ8+nz0e/5rcG8kxRuSmxgRU60RtYeHHQYIz+UB0z9/y+SZUNlgUDXNd4IIlPhtNVhvqQIKFgPtusYOyExTulOykaNxyWl/F3XVbhf9I3sg7gIteXxVQ0aI38g7gsgWrUd9sxfrDFRj1xO+ad8oitT6mq7orqFfXbHP5EWckmHD3tP7on6mMN+mWHK1IeZVqewhukYHZCbhybHeXWIlkN5YIzrcbj+HcV1biWGWDi0sIUN6dpceZFCncRoNeEd/UTygEx11CK/aW4Oet7ISUFGN06QyuhnctBoDzX/sLdyzcLK03WWxScLI7wTJclW4PAC9dMRy3ndYXL14+XPp/FbfQylLTZMGtgrVq5X5WPK8l8O+9rtkKa+k+1wF7FrOqsEJl2FSbhztXKFtp9E53nxHije7J0XjZ+AqejViAHNV5RLR2DemaiM9mj8fYnimYd0Z/zZT/fcW1uOSNVfhzn7NXldP0v8/OrLyOiGhYEYF7LbOxzDYca0c+43V+D5x9gmLdn1IHRdVN2F9SC5jY8bvlwDG8/fz9+PvZC/DEV8xlW9tkwTsrD7m4O9JUFkO9xs2LXLLe7hIQrGV8e235flz33jo0W22obrQokpa0esF5g8e8DcxOxITeqYgyGvDnvafil9tOCciVr45hiXW6qBKc/2ut9gQe34fXvolNRaPZhno4f9vNbauKPAmWENPDzR38SA9dZNs66mwRnurpD08v3o11hyvwv80FeOC77aioN+NOT3cEkC0sWinNIuqUVM6uwhqsVJlJM+KjcPOUPvh6jjJNv2tSDJ68SC6wxguK+VK2Wi061aJ13pdbsO14Ne5YuFkSJ6Jr6pR+zPKWmSBnQ9wzvT+6JEbhpkm9YYow4OKR3RAbacCcyXLwL/+/lNWZ8eD/mG871gff+/nDuyoE209CFWMuMqKMeiREa+9r5kk9ceMpvfD57PHStjG5Kbjj9H6IjjRIQYYtFSxvrjiAH1QBpiKnD8zEraf1xWkDMvDpP8b5tM84UwSijOy02FB62HVAzTFg60JgwcnSpmYojz+rzY7dRTWSlXCzEJDrt+u2YBPw4mBg65eIazyO8wyrcWnEH7hhjLJQYrZgJZgvHKeA9jH6z483YP2RStY4tHgHLCXM4ptnHwbz1f+D7taN6JsRhxrEYZblHtT1vcDrVNU3Bv4IlvHzl2LqC39Id/ZxaMQ99ndwjmE1ztj1ABwOhxQ0riZN9fs62xk3M0SwPIoxTOrjTp0s4HA48OySPfhjbynmLdyCkY//pvpcAVhYnO4yMVA9zhQRcNl7UYTGRhok65tkYXFaSUVLdVqchxunJqcwMSWiyWJDbRt1CQUUdEsEjvrOiKN1V9peUP/odhbUYGi3JJ9fLxa4stjsPpvXpRosXiws/jSE5AFwaqtNRrwJer0OaXGRKKszo7iGzdmXYM6U2EhkJpik17grxvT3YeZOi4k0KPY7PCcJ/7v5JMWx86/JffCvyX2k9WcuGYr/XDhYij8BIJXpFtEKuNUiKzEKe4pdT1Zyy/kot3dskRF6/PusEzSfA4DM+CgcLK1HSY33dgmeEAOftTixd6qUxeIrOp0O2YnROFhWj7riw4CWFv5+jmJ1qmEDltlHYJ+DBc8/+uNOfLzmCB46ZyBmndwTm49WSWPrnG05fL6r/v5moDof+HY2TOZHAOc1JzuiDoDcImV8r1T858LBGNk9WSpqx9EqcshbSPTQFQFvXMV3izJDBiL7TgYAnHpCNfY5M2gCcVvsKqzBx2uO4JKR3TxemMUqsAWNEegHoKtOFie5uiIUVDfhQKl2JpP6hiUnJQbr/2+qdPEGIAWhN1psLm4hddsI0U38s0b/pUCKZDZq1C5qCeK5IEUQItySxEWY2FHbXcwZAMmS8tjvx/BFbT7GG52CxZdg7BBCFpYQ485fqj7JtCfUFhatC50n9glphbsKaxS1EjzdzXiqwRIoXZ0poOoLCnfzpKvuIt1Zb0SMBj1+vnWiZHHw1vpdKyh2WE6SR/egQa9TiBXA9f8CAHecrp0mqcZd3M9+Z3PHbp6qpnohU0oJ9t3CUllvxjt/HlRUcnUnbC8e2Q3/PmuAxywLT/D/aVedqsu2Xvs4G6Pfix8i/w89dEXQ6YCPnTVmHvtpJ+Z8skHRl2nT0Sqc+NQyn3pbAQCs8ufNghD7VK+0Nuj1Olw9rofmeSQqwv1FcpROGUtXFy0H/s88sSdOH5iJs4d08fkGZGJfOfto8Y4iPPj9dry8TMO1JiCW86+xs+NukP6wtC1a14wdx6slq6YaLZdXWpzJxfXJzxPH1YJFZWE54CXNWZ1c4HA4NGNjRKTMOh9qAfmCaKVNEWLSuEuIu81Ea5LUmsThAOpUx7bTwnK03ll2o41aWEiwhJhUNxcdX+982yLqOzifT8ZgtVREgfLF38ogx9UeAlR9jWEBgP9eMdyn+Zx+QqbH50UxMX1Qls/F+tLiTOjudAc2WmxYvL0I/f/vFzylESCa4MXF5SviyfG20/riwJNnYVQP31yPWpZAm92Bj53p1b7uRwtuxSr20cJS1WDGGS/9gSd+3iV9X+V1zfjM2VOrlyouZGLfNNx4Sm+p/YC/8OMpU6cKIE9XWo0aTBnScrTOjBWmeehvUN6R/7K9CL8LBf4A1uPH5742Bvl466ITBUupxmBt9HqdZtp/NsowSq8UE01x3aTlrMQovH3daLx29UifXVnPXzbM5XywYo/nuYoX+5/3sAtkkk4+J6SgFtuPV0lNA0Wm9E/3uf4U/w5cLSzKeI8DGh3XRdQWltfzDuDEp5ZpNkTlaLWzaAmiGBMzJBO4hcVpNRKbLkpB7iueAZ7rA6x8Sd6h08LCG1zW8c7cJFg6N+q7YG/b2wPRqrgIX9ObP/jrEIY++ivy9rjv8bNou/su4P5YWM4f3hW/3nGKtD5tkFKYLLhmFFbeO0XTZCueZDIFwfKvKd6LxSn24/wfm6123PTJBjRb7Viw4oDLuPoglQ83GeWf9wUjuvrlGhuhclFuP16N3v9eJHUvntDbtdmkr3DRV+RDDEt1owXDH/tNEsG8H5TYF2baIGUfM49N/nyA932J16kukKnC/3v609ja92aX196v+9Cn99hR4L65pIII+QbnAeNn8nY/BAugbbVbFXUrro5YqtyY6JqC7g8Z8VGK3xng/SItWjz2VLkeowadA1/+scWlSu0Fw7Px/syxPhUEBGTXMX8/HifmYmFx43rirNxfhsXO89KqA2XSsXi7EJwu4nA4pGrT/tZv8cRIZ7D91YIlkQf41zZZse1YNT5dK9dvkjrBb3M2Ff79YcDi/A06hUmtM4ZIjmGhoFtCxZT+7buir9rMWV7nWbA4HA6sPlCOR37cibpmK5bscN+S3pN5lldz9BbDwhGzdXJVFq3pg7PcujnE9gfnDstG7/RYPHreIL/idADv/uv3ZoxGUoxREZvSEsRsCHXzPm+oG7Ld9MkGaXlAVryih5W/8E6zP28txFO/7MbKfe6zbNYfVta8qGu2oqCqUXEXrK5mGki8hciVQxPwcMSHGK93VlvtcRIw8S6gi1B1OD4T/QaPcnntJMNWn95Dy1qgicFVaABwcQl5w7XPmGtqzAfWMxCfGPj/ldMtOQY3CZWfvR33YlfpeoebVHlblYsrx2NMhtY+nDc2vLJtP2cbhmarXdGcUG1hGZ6TBINeh1tO7SM1Cb194SbY7A5c9bZGTRsVZptdKikQrBgWAHj3+jH4+IaxOG+YnE6eFCN3rD731ZWKgPnaJivLbrMJAq3iIHt0uoRqnJYVY4zznEeF4whOamwk8u6ajAXXup742hPqOyhvNS9W7i/DlW+v8TjmpcuHA4BLnRSROj9cQoDyQpYeZ8KHs8YiM8GE92do15r4+IaxOKlPKl64bLi07ZR+6Vh652Rcf2KuT+8pYorQu3RFFjl1QCY2PXg6LhnVzf0gPxidm4wR3ZMw48RcRbFBX4iJjMATQg0gsanjfWcOaFFVZdHdtGDFAVzzrvuTvpbbaEdBjSJ26NQBGXj3+tHolxmH0wZkuKSk+8u5xW9gZsQSecOUB4DTHgRMgjCKy0RK/5NhvuQTWP61HrZLPgIANDuM0MF70LjYCsETdoObi3Kde5GvhTr2KhFKK8KDlhl4xDrDbR0ifxHPCd7iNsQ4Nan+h4o0neudvr/ulXhnsTUeUzQgK0Fy0YvdydU3STec3BM7Hp2GO8/oj9/umASApUdrxa1o1Y8SyzwEyyUEsIa4E/umK36LOp1O0507Wrcbcy3vAU92BaqEqtlle5mAccZKcZfQ6H5Oq00bcwlRllAYMVvtLnf67RF1NkpJbTOW7ymRqvSKLNlRhKc14jZEIg16nOh0OVTUN8Nmd2i6M2r8DLoV/fA902IxqV861v57qtvxE/umY2Lf4Fm/dDqd2ya0PA4jmO0VTBEGfPevkwJ+/TXje+DVZftRVNMktV8AgBE5LUvBd1eLSIuDGvEE3286LtW1eOqiIYg1ReC0EzJxmpf4I1/R5avEdKTzNyr00kFcJqDTIXLwuWw9tSfMDgNMOguyUY7jUB430wZlKiyJZXVmVDWYvVoJGpuaoHmG4HfGPqK2sKTrqhTrJc6qtj2D1ONJjJlxVyzP4XDgzT8O4sctzAqQGhuJmnrlp61zRCFO14Q0uLrQbH50dAbk8wSvyNszLQbdUmJQXm/GscpGDO6aCKvNjgJVo9lJ/dMll32fjDj0TIvFobJ6zTTrmiarSxAw//xGgy4kFcl7pMRgV6Es8CJgxdemx9iK2ttcthc4Krt3ef0Ve6RTnJfuYX/p/dEWIAtLGLhmPFOvd57hW8ZGW0erC+7M9/922ba/pBb//HiDlFKp5prx3XHl2O545aoRSI0zQa9jRZ3EtGcRX+uwiDx54RBcP6GHppgKJ1/cON77oDCQ6cwW4mLljqn9pEZ7gaL1/3KX6n2kwjUz5OdthVK/mpa6fzQxq96Tl4sXs4TiVMePIQIFYNu66VwvZFpp3hOfWe6yzXUq8oXnm+QbgAvfYivlnjNv1KgFS7ZOGcy+08HK1/dMDc4NlGgl1CpiBrDK2E/9sls6tlLjIlEFpWDaGzXEOV/2nabGRmLBNaMwukcyZvhp5VTH8fRIjZVcpTwDSUyVv2hkV7w/c4xLEDwX3Pd9u83lPbSaHPIMoVDFKfbJUH6HsfAQK7bzf8CKp6VVq9OGMZJbWKqPAq+NBap9757dmpBgCQOPnDsIv95xSkBuhbaIr37Zr9Z7rlw7vlcq5l80BNMGZcGg10kVKB/5cYfmeH9dQgDr/fPo+YN9DtRrLbIToxQpoO6q8YabOZN6KdZHqGJbAkXdMdpdqjcXpb3TYzVddwkaKa0tRl17gltYrIJwjnS1RFTqmAUmVedqDdCypNQ2Wb0WIWuqZ4JlRfqVOPtfzwJ9TmNPVOUDFh/jYKAsp6CDHR9FPq14Pt/BxFZ2UnCOw/gooyTCD5bU4eZPN2LVAaWQ25xfpVg/pW86LCqj/wnDWQFHLrASY4yYPjgLX885UWpz4ivqTMxhOUlSGQMeH8MD3iMNerxw2XDNGxu1hXDaoEypKJu6Ci8Q/Awhb9xwsrL2kChYzDACMWnAtd+x+Kji7cBhVkl4ofFCAMBns8chLl5lRX1xIPDLva07cR8gwRIGIgx69MsMT3fl1kAULJOFAGIp79+JOsp/tCo1Vn3nzeuOLNpWJLkARGQLS/vzbOamxeLFy4fj7CFdFBVh2xqnnZCpiEEIVs2b5y8dpljX+v+K2+8/8wRMGZCB164aqXheqwZHi7GoLCxcsPQ+lT1mDIJWMFKVPgkAkKqrkdJLOQlREZpz3VvsPqixpskCo43NZciZ/2R36DGpgCkRgAOo1O7grYWimzhUn6//2Vhy+yQsv2uy37FOnuCWidpmK37eVugSoKoOzj93WLZL+YHotFwAciE5b20uPNFLECxvXTsKidFG6X/ChUa98yYoxuReXHRRibquSTHSuUtLsDSYg58h5Ink2EjFTVyMjgmWOkcUzoz7Crh7PzuWu/DfILsz/BpMDCdEGWWrosjaBa06b18gwUK0mAjBWvHMxUOlC1xBldIUqQ6gVd/xqIXHw+cOlJa16rFw86s/FpZww4P8LhnVDWlxJrx29cgWpQi3NkaDHkO7ybEb6gtxoKjN4+4sLNLJ3nkBOXtoF6n0OhBkwWJpBNa/B9hUVg+j8ziNzwTuOQTcqO3KqTUwAZ6mq8aoHskKK5JOp9OsteSpyOLhsnrEgd35pySn8B3J7qgG3zOFugpZYglCunbZaS8Al76P/lnxQa8F5e1GoqBaaSFKjonE+cO7KgclMddELx2Lc0lqwf9b/Hy8wB7PMOQ3P/XO481TC4tMlTU0K9Ek/S60XULOKrchLF0h/k6vH8UsuVWIQ3GtWRbbYtYbgAPmJADO6t0mN7FMVv/bEgQTEixEixGbh6XHm6S0VbGCJeBaUK5/llLFqytynj+8qxTvk6dRfKrKmYrYKnEMrcT3N5+E164aiQtHdPU+uI0gpnWr29oHC3cNM7XuTmefIrupgipYlj4G/HSH63a9cJqMSQEitFONm01MVKShBimxJlhUTfaev2yYlErL2Sb0GVLsy2rDX/uKEaVzXgBFF1Ss05XoRy0W0eWYoGMWllJHIuzDr3b7eVpKVmKUixtE7LxcprKwJMVq/C8zToBDp0dvfSEm6zf5ncoskhpnwqyTeuKa8d2lcxRvgcFdQdzCEuvBwqKu86PX6SQLi7rMP9CKLiFLE/DR+cCv/+fy1CynW2hCr1RcO4pZvRscJtQ1W+UCclmyYHHEZqDSzI7zOFMEs+TFOq3laULAba1rq4JQQoKFaDEn9U7F+cOz8fC5A6HT6SQBId5tOBwOF8HSNSkaS26Xi0xplYOf3I/dTebtVRaXa7bapItZS05ioSYnJQZnD+3SrtyBYgpxa7nf3FtYnCZ64WQ/ODsBw7olYmxuSnCta1VHW/RySxQTEqm6GqTEGl3cF73T4/DrHZPw+ezxkqVt/eFKl/0AwLOL9+CVJdvlDUYhXoMLluXzgSOr2HL1ceDdM4C1b2ruT8yyu3kC+03V62KRFN16vx2jQY/Rucq6LqJbWG2NiNOyaiR2Q0WfiwEAJ+p3Sm0dAuWhcwfiiQuGSL8/fvyoXUKeeoRlJSrnMKF3qvS74PtpNNvw/K978OyS3XJZ/mALlr2/AAfzgFWvuFg+Zp7UE+/PHIMF14wCzOw7b9KxY6iEF2zsIrtl7Sl9pAzGOFMEE7E3/QXcuReYuw5IdsbF1IQ3+Lb92NKJNkuEQY//XjFCWuc/dknJg1UPVfd+iYuKQP+sePx136loaLYiWaNtwYTeqdDpWKGtsrpmqTolL49t0OuC5qYgtBHvKFsrcNBddd8GjbvTCIMe39/M0rWDKvzMniucesMRmw6UMZdQcmwkZk/shUPl9YpKpAA7ppfdORnDHvsVB8vqUV7XjFTncd1stcFqc+CdlYeQCkHgRwhiPsYpWMr2AO+fCZz3CvDDLWxb/lpg3D815/fZP8Zh49FKnNllH7AByM7McOm3E2wm90vHH3tlS1BBVaPkjlFXmJUC4RNzWMNHpwXA1mUEsO8r9NIVoD5LI7aiBfCYrPpmK2x2B278mBVI9OQSyhB+D49fMBiDshNdBMs7fx7EK8tY+4V/Oi2CQf/tiAK7fB+QOUhaNeh1mBKXD+z6BTCyIGGLgc2bW6aRIWeumRO6S6/j3coRL5QJSOwGVB4Ke7YQWViIoKMlWH7cUgBA6VvllVi7JkWjr5tiX7GmCCkq/6/9ZbDY7DhSXi/1kUmMNrYra0V75JR+zDTcKz02qN91suDK03IJ2ewONDuPEXXAok6nC/7/nQuW0bPkbRG+Z83o49j3lIpqpMREIiMhCl/OHofzqz4B9v2mGJsYY5QK3K0/IltZrnhrDaY8lwcAiAK7a7YbopRuKW5h4aizN/b/rjm/E/ukYe7k3tB/eQ0AIDI2yefPFigXj1QWQeSFAO12h+L8cPvUvvKga74FRl4PXP4JAMCQzp7rqStCvxYWBVQTJ5yrNufL/wejwf2xFW+KQO/0WKTGRuJSZ/q22iVUKLSd2OuMUwp6DEuRYIEr3ql8zuEA3j4V+PFWYNPHAACLnp1HuRUJESagy3AAQHm/KwAAsZEG7d9VvLP9hZ8FC4MN3ZoSQYebduuFE9JXG1hK8/Un5mLrsWrsKKjGWB/Lu/fNiMOR8gbc9sVm3PbFZsVz4kmPaB1SYiOx8cHTFU3WgsFPt07ESU8tA6DtEhIzh0KSEsoFywnnAXUlwJ5FwBWfeX6NgCGB3ZGm6mrkgpDbvwbynmTLD1cpsotG5SZjT3EtNhypxLRBWWgwW7HpaJX0fJSOCRa9USWa7KpjXp3V9MnFwAPFQEM5s8JkDgEMRiA6CTj2N+BwftfG4FS19URijBFLbj8Ft32xCbuLaqUO3fVmqxT79u71o3HqACF9OL0fcN7L0mps9gAAQHddCWzJwY2hEgWLWJ6/3EO1bp1Oh0W3TYTN7pCCx7mFhTcbFPfFO5yre661GLEWT+Uh5XOfXiIvH1oBALBEOBsbiplMV38N1BxHuS0XwF/ua1rFOv8/9e77voUCEixE0JEtLOzEaLXZpaZ5l4zqhnmn94PZZve5m+6I7sn4fZf2D8Vs9a3EOdEyUtx0GW8JXZOicebgLPyyvQiNGi4hbnXR6xB0saQJr78SGQdc/C674Cf6HhxdameujgRdI4Z3cYqMY0IBxZoCxf76OKvK8hLv6lLv3MLiIiwGXwKselU202ux/zdg9evAUWeMiykRuP+oUtz42UAxUPpnxWPaoCzsLqqVLCzcdRJp0OPUARkerWVRKTmwmZJgbK6CsXwX0HWk27H+wgVLfbMVx4WsxmIvjTnV5y6ewl1R34zjVY0KdxfvGxV8l5DQ2b5JqP1jbda0stmcgqVWvMmLS8eKAuBfn7Dqzm6DjaVAb/96WAUbcgkRQSfOedCvP1wBh8OBg2X1MFvtiI00ICc5BjqdzmexAgAzT8qV/MBEx4IHImpZWOqFDKGQuP24hSUyFjBG+SVWAGDy0N5odrALYFSzs2ljwWZ5QOFmxXh13MOxSneCRWVhyRoM/LsAuPxj5fbpTwE5zpo+RdtksQIAzdUsq6RBKA9Q7bmQYzDhcVClTgsLd53ER/nwv9XpYOjmFCkFG4M6Lx7DYncAD34vu1j8LaHP/5dLdhTjpKeWYaVG2f6gChZzgzKtXeyq7EaI6px9qepVVunr31sn/dbcBrHzjKEQiVx3kGAhgg63sKw/UokbPlyPnQXsx9Q3Mz6gCrMxkRG40Y1gmT2xp+Z2on0QpxHvxNHKEGpVuPWBF4rzk0Fdk2CIF07sDgfrw8JRxRnIxcYsWHeoAqsPMjExpX86HjjrBMw/19nxOEKjomtEJJB+ApAmtPdI7Ab0OJEti3fcnKZqpWDpe4Zfn68l8NYAvBZTrb9FH3lGS4nQh+yv/wK/PdyiebmLK3nR2XzVV9SuFK02R0HNEqrOV66LTQrdxJlEOuNy6ty0SgCAOHcuIV77p45cQkQHQ0wJXLa7BHuc7qCWpCS6c0ncO31AwPskwg8vBMazvkRCVtK8bB+w83tBsATeADAiPgOoK2Sm8/pSZtmQ3mevYiwPQN94tAqXvbla2t49JYbVmtntvDgb3ZSgN0QAE24GfryNrUenyA0atS4szTVKk/7pj/n12VoCFyb8Ylnt/H/73FqBd8rm7QjsduC3h9jysCuBjMDOAzqdDgO7JGCn0Czw7etGY0yub/F1HHeZikkxRunY1uq5FjDqKsdNgoWlTtsKsjXrIqDAc9xfHLmEiM6G2qzI+3Som4/5g5bZWKdDUEuJE6GH19Cp1OipU+EMfGyVfkEir44Glj0hrwdoYQEgm86LtwHf3aR8TiVY3AU4DumWxBaszouzO8ECAF1HycvRySywFgAqDriObaqW3QiT7pXHhgB1gbbvN7P0WJ87d/PidjZnqrdVcJ/5UfFXi69umoCHzpGrak/q53+Hdnf/y2cvkWudBPVcVex0Xxmc34uWhUW0oGWPQEMyE3WeBYs3l1CJtvkoRJCFhQg67mpq8BoqgfL9zSdh45FKPPYTM62H8XdDBInkWPcWlqPOTs05vl7UAqFWw3zeksqvPJtiqWC9SO7JgmPL9rGD1im+3blDRvIGk9ya4Cm1Ol2wLCR0kS0s5QddxzZVyXfIvJZLiJAEizMQn8d4zDwp17cdOOMvpAaUYuPHFtbPiTVF4PoTc1HVaMGY3OSAatMkRGv/Lyf2TcPjFwzGl3/n47QTgtghvmgre8w9CTiwTBnDwq1rYkfxjIHS8aZ1c8BxWzAvNgMYeyMTLnYbs+6FARIsRNBJdyNMWipYhuckYXhOEt784wCKa5oxTOhxQ7RPeKVVrZMoFyw+34UHAj/xi7QkwFddIwUAek8B1h8CLPUsE8nZWE4tWOJMERgg9vSx+GBhMRiBf61hQZjRybJgMTvvuBO7A9XOAmNN1UCFU8j4GVDcUnj2Sb2ZFWjjab8+i1Eu2iTBImQ7NVS0eH4GvQ7zTu/nfaAbtCwsuakxMEXoce34Hrh2fI+WTM+Vkl3ssceJTsFSy4RbTQFQ6nwuqQdw5RfAhg+AqY8idic7nhZtK8KNH63HrzuLFQ0hAQ+tLoxRwFnPBvczBAAJFiLoTD0hE3dP648TusRj1gfrpe0tcQmJfPqP8Xjnz4O4eUqfoOyPCB+8jYMnC0uP1hQsJTu9j/GHWA13QtYQ1kDRUs/iWiTBIl8crh3fA4+dP0jp+vRFsACKiqWSYOEk92BN7nb/xKxJ/EInlGUPBbxyrMPBUoa5ddTn1gBql5AoUlroEvKZA8vY32kPM6EoIIrPAVnxePnKEUiLM7VedhsPqk5xBmY31bCqx4Vb5DE544Bek4D+ZwIA0uNka+KvO9nywTKldWoYd0e2UUiwEEFHr9dJYiI93iT1EMoIkmDpkxGHpy4e6n0g0ebh/XaqVBaWX7YVSg0vc4PcRVhBbRF77DoasDYBA85p2f7iNMz+cZlAbCpQVc9cMiks4010PaTHa1zcrM5aIN4Ei0hUknI9JlWOyTnyFysaF5MGJITWwhJtNECnY4KFx7TFRhp8d79ILiEzE3JvTZKfC1Ug6McXsseEbsB4ZXySmAY9pGti0CvyusAtTLwCrblWKVYMkUC30YqXTOqfjktHdZOKeGoxsntysGcaVChikWhVUoXsnl7pgWdfEB0TbmGpN9vQbLVhR0E1jlc1Ys6ncr2NVj2J8gDFQRcCc/4Cptzfsv2pXUK5E4E+U73WsRiek6TcYG4Alv+HLev9uK9UC5bYNNnqwhslZg1pmdsrAPR6nZQlw7u4+9W0lLuEbM1AocqNF+rMleMbNDeP75WCeFMEbj2tr+bzQYVb3+K7aD8/ZrZL8LjRoMcDZ5+gPR7AjBNzkRjTygHuLYQsLESrYhEaHrr1jxKdFjErYV9xHc55ZaXi+Rkn5rZugz4pQDHT8zhfES8gUx8FTr6dLbsRLB/fMBb7S+owsa9K6PAsEIAVfPOVqATlekwqoHN+f41ON0rGQISDGFME6s02PLuE1abhAdc+ESEE3epVqbebP2FusXH/dHHVBA2b4LJsqtIc8uGssWg029wLsZpC1iohZ7xrMUB/sNsAm9MiGZUITH0E+P0R5Zh+2jV2EtzVWQHwyHmD3D7XViALC9GqZCW24IdJdHgiDHoYnMUEdxQoi531zYjDg+e08sVVK6OiJWQMBE65B5gwFxg1Q97upo7FxL7pmHlST1d3UPl+eXnMDb6/v8HI4mU4MWmucS0Z7u+yWxPeBZi7hHyOXwHk9F1rs+wqE/n1AWDXDy2dontEoenGomOKMLgXKzYLsOAk4KPzgbz5LZuLmCFljAZOuh24cQVwhpCan6Qd5CsW7uyaFI3rJ7Bx43zs6xZuyMJCtCqPnjcIt36+GXNPpQBZQptIgx6NdpvUOI5zYu9UScy0GtwlFCwLi04HnPqA6/aYVPYoVpr1RLmzjsroWf73zolOYgG+AIud4Zk1nDAJFt5Th5Pkj/tBDLptrtMeI1bBDTZi9dhGuaszaouYG86bxaRsn/y/5/2lmqoBnQEw+ekqFwVLRBQ75rKHA0fl4oNI7ObyMi0eOW8QTj0hE30z2oe7niwsRKvSJyMei26biLOGuPG1Ep0e7vIprVNeWIOVVeYWq1k272tl9wQTZ2aQosCXJ3g2D88C8QfRohKT6mphSe/v/z5bgWS/YlgEC4tZECwR0cwlAmgXywsWYuVgLhiKdwIvDgL+d7P314txL+UHWAryi4OBBSf7V1Bqx3esizjAPrtomUsR2pf44BpzOBzQ6XSY1C8d2Ul+BHaHERIsBEGEFS5YylSCJbkVOkQrEC98plbO6oh07t+XImeL7gb2/MyWc0/y/70UgkXlEkrq3vqf1Q1Xjs1RrPtlYTG4ESzWJrmfkuhGCzaihYVn6Pz9DmC3Atu/Vsa4qFnxLPDDXGFfRcChP1ixt8pD2n2f1DTXAXt+Ab6aAfx4K9umzh7rewZw+uPA9T/59JHSE9qfu54EC0EQYcUkCRZlanOKP3fggcAvPHqjHNTZWnCzv9mNO4PTXMcuhACLQ+gy3P/3ErOKknKUgiU9PO4gAHj0vMG4RXAN+5cl5BxrM6tcQg5WSRhw7a8TTLQEi004XsUChPuXshRoPp8DS133J8ax+OIm/N+/gM+vUG4zquoT6XTASbcCPSd63NXb143GkK6JeO6S9lcaggQLQRBhRbKw1IbawuK0drSkd5Cv8IaK7uIvOIf+ABzOzLobfgss/VjMYolKVAqWMMWvAOz/PLKHnKKeHJCFpcnVSsUDmpuqWQZNayC2cLBbmUVF7MRdJGR1fXIRKzDHXUVckFz7nRwYK9ZM8SUte+f/XLf5U59H4PSBmfjxlpPRt7VrxbQCJFgIgggrkQZtl5C7Dt1BI5SCRbKwOGNY7HbgzxeAv15Wjqs8zB4HXwzEBxgI3Filem8h1TlMKc0csatxQDEsDrvShXLaQ6wlAXvS9bMHC9HCAjArS7VQgO2v/7LYFrECb/EO9sgFS1wmMPI617o6bmrzeKUlqdHtFBIsBEGEFZOzoJhLDEtru4TCaWFZ+waw9FHgtweBOuGCxS9uPKsoENQxKqYEAE5LTcYAl+GhRKwD4leRMrEhJf+Ohl4OnDyPBZhyUdbY8r5CmohBtwATJ6JwqjgAfHY58JxQNM5cxyw+PKuIB0D3UMUl+dJaIFYj7V7tEuoEkGAhCCKsmJwWFrsqWcKvoMxA4LEIoTjxR6piWPb9Jj/HrSpAcATLBa8DGYOAq75k63o9MOp6VnE3I7zFwRKE4pFJ/hSSNAiCZesX7DFrqOwy41aWIDRC1ERtYWmqkVPHOYdWMHcRx2Z2duh2uviinbVOuo5Svs4XC4tU2TZb3hagS6g9Q3VYCIIIK+pKtucPz8akfumK/iytQjhcQs11LI1VDNKsPAzkjGHLwRAs2SOAf61Sbjv3v4HvL4iIFhatDsduMWhcqhTZUClA1ZHWs7CohVBtoW+vW/Y4ezQlyIHD424CNn0C1DutNvU+BN1anYIlIRuoLWDLndDCQoKFIIiwYlIJlkfPG+RfBkmghNQl5HTTWBuB6nxlZkjVYXmZXxhj2kflUX+JjjTg/84+AWabveV1dsQAYm69aC0Li5hRZrfITTO9sduZYiz+P+MzgTv3AGteZxV6vVlYbFbZcpOQDRx3bu+EgoVcQgRBhBW1JSUkYgUIrUtIrGZ6ZLXyOTEdl1sIojumYAGAf0zshX9NDqDydfYI5Xq6EI/DBYGvlYRFrGbm4nGHzcpEivg+3MqRmANc9Lb390hXxQ7p9XJ2k7cYFqtQ2Tapu7wcrHYS7QgSLARBhBWrXW6Q2TWUFTclC0sIypJHmACDU4gd+kP5nHiRDYZLqKMy42dgstBNWxSBCc7Yjup8//f77unAf4e6r0IsCgb+f9m7hD1GJTLR4o3x/3LdFsP7S3kRWWLzy+RcebkTChZyCREEEVYaLXLtjK9umhC6N5YES4hM6/FZQNVR1l0YALpPYP1fuEhxOEiweCIyFph0L7NMdFFZW1KdFht/q902VgGFm9lywSag5ymuY6TePTrWNwiQ+/ZExvn2v0rVaLEgNcT04hLigikiCkjoKry+8wkWsrAQBBFWmiyyhSWkPU24SygUMSwAkCA0pNMbgfFz2HJDOXMTfXiuHKvQQWNYWoxOB4z5B9BNlWmT6kwn9lewlO2Tl925hSTXYbSruHXYtf9XahdQdLLrGC5Y6oqAioPOOVS7xuFYBMESnyVvD1bDznYECRaCIMJKo7mVqpN6aiq3/j0W9AiEzpqRKNwdD78SSHM2IawvA96fDhz+k60bYztlymqL4BaWqnylC8UTNivw7lR5feHVyk7IHL6/iCjX2KIxN7Djp+8Z7O+ab4Fxc4CZvyjHacVJcZcQAPw0jx2vr4wCnunJMsc+ugDIe1qekzFadn0BnVLUkkuIIIiw0mRpBcFiswDvnMaqit7wOwtyFPnpDnm56+jgv78WiYKFJa2/LJTEUvpAp7wQtZjYNCYKLA1AzXFtF4waHjgrsuN7JiY5DocyOLvv6cA2Z32b+47KqdVXfyW/ps9p8nj+Wq0WC2Kl2oPLmYuSu4deG89cQQeXA70mOcdHK7uKx3fx/hk7GGRhIQgirLSKYDmyivVrOb7BVRCoyR4e/PfXgjfpA1iHYS03AUCCJRB0OlkQ+hp4q5VRxONFtn0NPJIIPN8fKN3NthmjgIHnA32nAaNvUNaB0cIXK9k5L7HHjIHKoF8x0Pf3R9mjIRLQG4Dr/gdc/gmQ0PkEC1lYCIIIKz1SY1FQ7cWMb7exP1+7Ku/7VV5urGRm9ZgU+SISl8mqlw69InTulyGXAGV7WbXb3lNYMbSoJFdBFUHuoIBIzGHfr9jjxxNaNVtqi4HSvcA3N7D1umJg+ZNs2RjNsr2u/tK3/RtjAXjJAOJiubHKfSfvo84igFw49Zrs2/t3QMjCQhBEWHn20qG4eHAifp7Ri91lFmxSxp/Y7cBbk4DXxzFXjzeaqlmMCuetKcCLA4FPLpG38bvZyfcF50P4QmQsMO0/rOqswVnlNVWjHolYBZfwHW5hqfLRwsJ7/OROZNlHAKtgu/lT5TguJPwVkun9vY/hVpqmaqDZQy0YAkCAguW1115Dbm4uoqKiMG7cOKxbt87t2B07duDiiy9Gbm4udDodXnrppRbvkyCIjkO35Bg8XzUPg74YD8zvBrw1GVj3FvDrg0DRNqDyEHusOMjiE7xRcVCOHQCAZmeTuiMrmZXG2iw/784tEypihcDL7s6U7sEXhWcu7Z0Up8vt6CrP4zhSCnmKHMxaWwQczFOO4+LZX0vcuS8BvU8Drv7a/RieJm2pBxoqPe8vc4h/798B8VuwLFy4EPPmzcPDDz+MjRs3YtiwYZg2bRpKSko0xzc0NKBXr1546qmnkJWVpTnG330SRKfFU+ZLe8VuA8r2KLf9cg+w6mVgwclKi4OniqScZjemdYDFNzRWsWWdXu7yGy5OOJc9xmawDJNzXgJOfzysU2q3DL4Y0BlYYT6xerA7pDYIqXIAa9VRFvskwl12/lZETuwGXPstC9R1hxgH4y325srP/Hv/DojfguWFF17A7NmzMXPmTAwcOBALFixATEwM3nvvPc3xY8aMwbPPPosrrrgCJpN27wh/90kQnZId3wNP9wD2/x7umQQHux3431xg0d2ex+36UV5u9HIXCriPBQCAsv3yPqISXbOHQs3wq4EL3wL+8Rur8TF6JgXdBkpSdxa8CsjxHp4Q2yBwS1fpLgBubgrErJ5goTfIopnH3hgiWZ2eEdcqx4pl+Tspfv1azWYzNmzYgKlT5dx1vV6PqVOnYvXq1R5eGdx9Njc3o6amRvFHEB2er65nvu5PLwv3TIJD8XZg08fA+neV29U9Y7Z/Iy/7JFjq3T/3/RwWCwOE3x0EsOyWYZcrS64TgZPaiz3yQmyeEF1CYk0UwGl1yVZua62eU9zK8udz7HHA2cC8XXIGESHhl2ApKyuDzWZDZqaywl5mZiaKinzsXhmEfc6fPx+JiYnSX06OD70cCKKj4GilQmuhpkajDgbArA7u8EWwaPWEGTWTPdYLbmYqf9/xSHEKlqJtzILniQbBwqI+FpJ6AJe+r9zWWoJF3RPI4QDi0lkW2XU/MHfhZR+1znu3M9plltD999+P6upq6S8/P4CGVwTRbtEoQtXecDiAGo3006mPsBoXc1YDd2vcJQfqElKXSgeUhdyIjkGKs2Dc5k+BL6/1PFbs2xQZyyrZcuKzXDO4WsslkzNeuX58o7zcaxJw9z5W/4Xwrw5LWloaDAYDiouLFduLi4vdBtS2xj5NJpPbeBiC6PDo23n5pMItwLtnKLfpI4AbfgO6jmTrmc5YBFOCMt1TFCx2G4sBUMODbrOcHXhPf0x7nNhIjugYcAsLAOz+CdjwAbvYa7n/+LEUk8JcczFpsoiOy2BxLeknOONaIGchBZueE4E1r8nroUy1b2f4ZWGJjIzEqFGjsHTpUmmb3W7H0qVLMWFCYF1WW2OfBNGhCZZgMdcDdWHIxFv5EmBtYn8AMOwqYM4qWayIXPgm0GcqMOIats4vMvt+B+bnAFsWsgZ2y5+Ue65wC0uvycBtm4GB52nfHYc7Q4gIPuqS/D/eBjydC5QfcB0ruYScYkYMduZiVizSltxKgqXvNGD4Ncw1ddE7wLArWud9OgB+n/nmzZuH66+/HqNHj8bYsWPx0ksvob6+HjNnMh/xddddh65du2L+/PkAWFDtzp07peXjx49j8+bNiIuLQ58+fXzaJ0EQAsESLJ9fCRxdDcxdDyT3CM4+fSE6Sbnee4r7IlsDzmJ/mz4FNn0CVDnTVb+awWpXfHejPNbaxKwpXLBExsnPaQW1alldiPaNuw7Gn1wE3CakK1ua2PEDyEJF7NPTZRh7HH4VsPYNttxaFha9HrjgNeYm1eo5REj4fea7/PLLUVpaioceeghFRUUYPnw4Fi9eLAXNHj16FHohVbCgoAAjRshR/8899xyee+45TJo0CXl5eT7tkyA6PWL9lWCk4loagUMr2PKO74CTb2/5Pn2lqVq53n289jiRDGcMSokzXVXrxH7EWTCMu4RMgmAxxSvHRiW5po0S7R93F/zKw/JyTQHwxonO8QbA5MzS6T4eOOC09Gc7rX1dhgIXv8tSjSNjW2XKEiRWvBLQrdrcuXMxd+5czee4COHk5ubC4UOxK0/7JIhOjxhIGgwLS9E2edmXcvfBRO2G8iWYMc1pgakvYaZ8Y4xrKXOHMytEy8Ki5u79cnl8omMxYxHwwVnun//jWdm1GJ0s3wCMnQ1s+ZwF7sYJ1pYhl7jugwgL7TJLiCA6Hbw6KwDYrS3fn1g9tvJQy/fnD1yw9D6NBdr6gilODqh8pidQp1HyoGwfe6wvZY9q19PYf7LHE28lsdKRyT0JuPlv127KpXuBP55TptOLKcXRycAtG4FrPJTSJ8JKO083IIhOAq/KCbBg2Zb6u2uFrLwd3wPT57ue4FuLOud7T3tSdvX4Qu7JnguCNdewzKFSZ5l/dSrzGY+zoly+uKCI9k16PxazYm5gjS8B4LUxruN4SX4OuWXaNGRhIdoGDgdgNbPGdIQr9WXyst0K2MyuY2wWlg3hS7+hOkGwWOqBrV+2fI6+YG2We7OoC2Z5Y+yN3sesfIG5hPRGZYorAESYWF2LCCqJ0CmITgYSu8ruRC0iW6kYHNEqkGAh2gbf/wt4Ih14IgP48wV5e0MFsP1bEjINFcr1umLXMb8+CLwyEngiE9iz2PP+uFuGd4sVXUStCX9fvdH/0vhZQ4B/FwDdxrofs+wJ9pjWj9w+BMOTMG7vNY06GSRYiLbBFqET6dJH5UyPz68Evp7JAuU6Mw1lyvWja5Xrdjuw9Qu2bGsGlj/h2dLCBU+/6exRDMJtTaqOsse4zMDM75GxQI8TXbdHRCvX/XE1ER0b3tgQAOJUxUhJsLQrSLAQ4UcMKOUcXcMe852PGz4M2XTaJLyMOGfn98r14u3KKrBF2+TvUAsp8HUKe+QBq62JtVnO3hAvIv4ilkxP6Apc+oGraT+1b+D7JzoWsYKFhR/vnAmUmdqeIMFChB9eDEzkyF/Kda2Yjc4Ej2Hpfxag07Oy42+fBtQUsu0HlrHHftPl+iKi1UrE4ZAtLLxAlrlOtmq1Fty6ArgKMH8QC3j98w9g0IWujelaIoiIjoVRsL51HSUvT74fyB4e8ukQgUOChQg/lRqCpWCjcj0YqbztFbsNOLySLfeawtKBAeD4euBzZxnvg3nssfepQHdnSwuevtlUw+KCCrcCNiuzxNidtVeSe8oX+/oAy/SbG4BPLwPynmLv5Q6xYJy6hoo/pAjl13lBOKPKJTTk0sD3T3QsxHOHWLo/KYTVnYmgQIKFCD/8YitSsEnZHj7Uxc3aEkdXA+VOl03vU4Hu4+TnSljbC8l6kTlYDmblLqI/nmFxQW9OBJbcL9cpiUoEjFFyUGKgfYV2/wTsWwLkzQee6+caX8MRA4fPfz2w9wKAhC7s9Re9LWf8iBaWs55zrcFCdF5Ea5voHmrtyrVE0CHBQoQXcwOwTVWoyWBid+NFQu8Pm9m3dN2OCLeU9DgZSOsDjLsJ6HM622YzA3WlQIWzuVtMiqtg4dYZAFj3luwO4n1X+KNW5pEv2G3ysrURWPem9jg+n16TgRPOCey9OCOuBoZeJq+LgsVThVui8zFmNnOlXvCGstcQpbe3O0iwEC3n2Hpg6eOsoZi/7PgOaFb1lskazB5/EdusO4Dq/ICn2K7hFpF458nWFA9ctVB+/jkhCDUqyVWwiBfz+GzZkiIJlhZaWHhdFc6RVdriUiyHHmzEoFsTCRZCwBQHXPk5a2QodmTm3b2JdgMJFqLlvHMa8OdzwOpX/X/thg/YY98z2GNKLyDb2SwzX5XlUhiiWiFtDS5YxG6yeoN2ZdroJPmk3FjF3GpijJAxSrCwOIVKQjf2GGhqszqAtrZQ21rDq/VGp7g+11LEGBaysBDuEDt0a3XwJto0JFiI4FG42b/xdaXAsXUAdMB5r7KMj9nLWYEwkURnc7yCjawi64KJnku0iy6KjoAkWFSZL1qWCmO0XAwODvbamuPy8+Z62ZLC/fn9prHHXT+yoFy/5+fMYJp0n7xPtbVm3dvAiqfdz7ulGIV4BBIshCduXAFc8j5lCLVDSLAQweNAnn8XPH5nHp3M3B1dhjELgZgFEhEFTLmfLW/9Cvh2NqvK+tUM7X3WlbLAzx9vC+ADtFG4IBAtLID7C39EpHzRLtoKQHDPmBvk7z0mlT3mTmTWmsYK9v0+2RVYdI/v8+P7i02T58hFFmfRXfJyTCtbWMglRHgiezgw+KJwz4IIABIsXqgz1+HDHR+iqF6jOyyhtGaYa4G1C3x/LU9zVbs2xMJgST1YnY2IKKBaqONRuAWarH+XVYXlrqaOgJZLCPBsqeDPFWx2rjtFgrlOECzObYYIoMdJbHnHt2yMu8BZLXj2T0yKbAUSex+pU515dd1gIgZTkoWFIDokJFi88Piax/Hc+udw54o7wz2Vtom6Su3fb3seX30c+OEWoHine8ESL5TP7jWJ3T2rL9aAtuvHXC8vt8WsImszUO9n0TReHE5dVtyjYElijwWb2GPmIOcTDtlFJFo6ck9Wvt4Q6fv8xNgULlh4K4HdPwNP5chjL/9EWQsjWIy9Eeh+IisMlpAd/P0TBBF2SLB4YdGhRQCAraWdNODTG+qASy1hIfLNDcDGj1iJdn7hVAsWnQ444wlmWTntYe0xWu8NKCviNtd6nks4+PE24IUBTLD5gtXMglgBIClH+VysqqnbKYIbh4sZHleUcYL8HLdOcZcQ4CpYdH6cGkThqXYJff8v5VgeXB1sYlOBWb8A/1iqDKwkCKLDQIKFaBlq0aAlLDgOByuCBrAU159ud/+aE29hPWJ4PILWmPfPAt44WVlSXixOpm4YGG4cDmDL50xU/fmcb6+pLQDgYLVpYlRBt4ld5eVxNwGnPiCvc8HCRaFkYREQs3UyBwOR8fK6tcl3C5UoWPgcq5wp6FEJ8rjI+NavfRFIQ0WCINoFJFg8UNkkN5NLNrVCZkNHQJ2+qtXIkPP3O9rbfalKqiVYyvcBxdtYiXoOL7IG+O96aW24pQRQNir0BL/wJ3YD9Kqfq+j6yBiofE50FxkigYHnu+5bdAnpDay2yxn/kbdZfairY7OymBeAZSd1GcqWd/0A1BYp/2+xqS4vJwiC8BUSLB6IiojCbSNZtom1M/ey8QSv3cG746qzQ0TETBERT1YZX8Z8dD5QW8wsAiWCq8XTXABWOCqQNN5AWSsEsvrqEuIl9xO7uT6XIFhY1HEhomAZeZ12vIu6HkruScC4f8rrvhTWEnsCRSUwl09iDrMile4RUqxBwbAEQbQIEiweiI6IxiV9LwEA1FpqYbF34n42WthtwPENbJnHJrjrwuvp4tdSwQIAn17CLpCNPrqELE3AK6OAtyaFJjjXbme1SDh1Re5jbOx2YMkDrHpwvrMvj7o2DaDMjElRCRaT4N45+Q7X1/Y4iRWRU2MwAvoItuyLhYULFmMMe61OJ1t+mqqVLhqtz0AQBOEjJFi8EC/49XeV7wrjTNoYDgfw7hnAweVsva+zt425TluceCr0ps5+0cKbYCnaCrw+TrnNk4Wl8jCL7yjezpZbm+p8wOLMYOJWh/ID2mOPrGRVg/98Dtj4IduWM9Z1XFJ3IGc80HOSMrMKUMb1xDsFxLg5zMpx62Zgxs/u5xrhrGnii4WFx6+YhFgV/r9qqpZFWWJ34OwXvO+PIAjCDSRYvGDQGxBlYHei/1n7Hy+jOxGWBmXsSPcJgN7IluvLWPruGycDH1/IxI26FofIoAu9v58oWMb+k1XGHX6N9ti0fs55eIhhEWNICjZ6f38A2PML8MXVyhojvlK6hz1mDATSB7Dl8v3su9n2tVK8qN1FOgMTJmr0BmDWYuD6H1yDTRVl/J0/8zOfAu49DKT09Bycyi0vWhYWsYM2IP9fxf8PFy/NNbJguehNZb8fgiAIPyHB4gMX9LkAAFDSEGBzuI6IWoAYo5QpraV7WEDsgWVMELhzf9yx07fKpGKGTHIuMPJaYOI813FjZgMjrmXLnlxCoutK7Gbsjtoi4PMrgN0/AVsXeh+vpmwve0zrJ6cYF25hLp9vbgBeGQnYnC7HUpUlb8w/5MaHatwJj1EzgBHXAFd+odxuMHqfq2RhUQmWo2uAp7oDf78rb5MyhLxYWEQXFUEQRACQYPEBHnhb1liGWnMbrO0RDsRgy8n/Zo88C6ShXJmts3eJPL6b4NroOkqZmuuJTCELhl8cU3sDD1UAj1QDs34FLnobOP0xodqq4BKyNDKrD0cUM9u/ZfVOPCFW1tVq7OeNeqfYTegKdBvDlo+tl4UMAOz/nRWJ2/YNWz/nRWDmYmDak/6/X2QMcP5rQP8z/X8tt7BYGpTbf76LVTP+WRCKWsX/SLAQBNEKkGDxgbjIOKRFs4vg4erD4Z1MW4FfqCKigFOc2T/cwlJbCHx+uTy2vlROfRUb+KlTcT3B3SjiewNykbDu44Chl7ELtWTpKZPHP9+fxdyUH2DxHcf+FvZXpcwu0kK0KNUUeh5nt7N05LL98nae7h2dJAuWgk1KK0ZtEfDfoUwU8M/cYwIrnR9KIty4hLSsM1KVWyELiQvKhnJZ9IgxLgRBEAEQ4jNh+6V3Um+UNZbhu/3fYVDaIOj9qQTaEeEX8LS+smjgbptNn7qO1brTHniB7+9nMLIg06qjLMjUE7yCKxcs5fuZaCnczFwvWhTv8Ny9talKXha7H4tUHwdeHgH0OJHtr6EMuPxTYMBZ8uujkoDkHmzZ2ghUHZFfX1+qrNSrrmQbKoxugm7FejkOB3NHNQhl+TncwrLjO3ndl0wwgiAID3Tyq67vjMxgF7qv9n6FpUeXhnk2bQDu4hDrbHDLRuUh5Vi1a+Da74Fz/wv0nerfe/7zD2DOaiBrsOdxPN23voR1Jxb7C7mjeDuLZXn/LKBwK7BlIVApiAnRBVZ9zPX1n18FvDgQsDWzzKn6EsBhBzY7xRsP8o1OZtVe+QW8dLe8D96oUPocXtoctBbuLCzi/5p/Hv4YoyFYeO2i4ddQuXyCIFoMCRYfGZM1RlreVrYtjDNpA5jrge/nsGXR1B/jdAuoYzyaa+Q0W1M80HsKCwr1l+hkZSyLOxKyWfEyuxU48pdnwcIDdHf9CHxwNhv/5kTguxuB1yfI45pUgkVMG26sAva4SRPm7ivRJQTIokqMYeGNCjnhcqNwC4vY5gAAxDpEvKBdo4aFRV2Qrs9pwZ0fQRCdEhIsPjI6c7S0bNB18rvFIkGwmYULt3gHDgBZzjLtTdWyRSYU1U51OiaKAGY1EcWFmjOfYa6X6nzX5yyC0BHjZhw2ZQxMkYfGmNwyI7qEANndwy/8gLNvkEC4+uLwfj+L71UW1RO/x3JnfA4XNaKFJb6Lcn9dRwV/jgRBdDpIsPiITqfD7CGzAQAN6uyJzoaYfSO6NNQWgbS+8phtXznHhChbJNPpNqo4IAexcu7cC1zzDXDLRhakO+Fm9/vh2UOiSwgA8tfJy4UeBItkYXE+8uDUuDDFp/hCn9PlZfFzi+KU/9+lGJYk+bkEQbDEZfnWK4ogCMILJFj8IMbICl/VW3yIiejIVAtBp4MvkZejVIKF9xcS0Ycozju5J3usOKR0CY2/mdU06TNV7r/TfYLr6znc8sJdQql92GPlIWZxcDiUTQ3VNFWzFgbNXLAksUdvguUsH7s5twYjr5VrsYgF9kQLS+keloZdsoOti24graq3BEEQLYQEix/ERDDB8r8D/8OO8h1hnk0YqXEGncakAlP+LW9XW1h4515OVBJwwrmtOjWJlF7sseKQHPA7ehYwXaOmiVZjQE7lYRZ/sv83ts774exZBDzdA1h0t2uH6uRcYM4qtixmSAGyhSnBQ/2ZaU8CY2e7fz4U8O9EjGMRLSwFm4DdQtxOSk95WXRlqUUsQRBEgJBg8QNuYQGAmYtnhnEmYYYXhTt5nrJKrXhxMiXKDRE59xwMnSskqTsraW+pl2Nu3MXPeHJZrHwR2PSJvN7jJPbYVM2Cev9+W2mFAIBBFzHRArB4lzpn/I5ODxgi2TJPbdaiLXQ15jEpCguLILyq84H177Hl0x52FX3ckqY+BgiCIAKEBIsfxBpjpeVGayPyazUCNTsDvJFhUnfldtH8f/LtroXGQpnaGhEJ9DyFLe9ZxB7dCQF1sLDI4T+BXx9gy12GAwPPdx2jFiyRsax7MYcX0TPGyNaHJEGw9DhZ+fq2UBWWCxD+2RwOpYVFJGec67Z//sGEzEm3t8r0CILofJBg8QPuEuLcsvSWMM0kjDgccgVX3mSQo0hxdt6hD7uKPYYjU2Tkdcp1dz2LIiJ929+pD7JaM5EqQaEWLKIwAWSBx9OFAaWFhbuZpHm2ATeK2iVkaZTrqqi7LovuIE7mINbrydfvliAIwgskWPxAdAkBwIHqA25GdmBqi1jWjU7veqESLQPcGnXOi8DpjwOXvBe6OXIGXQik9ZfXfXW1mBKYdUDdOqDrSCZEErKV29XNCsVqtSIRgmCJSmIBvBHRQO9TVe/fBl1Ca15jj3ojiwW6+W9mJeoynGUCEQRBtDJUmt8P1BaWTonoDuL1Ojiiy4e7i4xRwEm3hmZuanQ6oMswoGwPW/cUXMvpfiIw6xe2PHEe8NZkFmCa0lu+iHurnMuf/+cfwJunyNtFC4tOB8xezsRNjar+SltwCfE2CxUHWf+lZU+w9ehkNvf0fsCtmwDoAD3d9xAE0frQmcYPonjJcifR4h1zZ4HXFeH9etRc8h5znXTXiGsIB2KQb7cx7sdx1NaNS94HhlwKXPGZvG3iPHiEv2eXYcq4HqPy+EFUAmsGqRZSbUGw8Oq0u39Spm2LolRvILFCEETIIAuLH0QZlBecJmsTrHYrIkJVWyTcVOUDX1zJlt25VwZfHLr5+ILotkro4n7ctPnAX/8FzviP6+svfke5bfQsFoPyifBZB5zDyvzv+1UZOxPfRRZ5RjcWusRuyvW2IFi6T2CitKEcKNsnb1f3FyIIgggRneRKGxwyYzNxx6g7EGWIwvx18+GAAzXmGqREpXh/cUdg0V3ycltIvfWFkdczodXHS6PFCf8Cxs/xrRy+Tue6v8s/Ydv7T1duj8uUq8Ia3Vjk1O/pi+uqtdHpWIxKQ7lchh8ArM3hmxNBEJ0asuf6yazBs3DVCVchIZJlclTxHjGdgSohjTsy1v24toTBCJz+KNBzovexgfbuiYx3/9rTHxXm4iFj5gxnjMh5rwY2h9YgKYc9koWFIIg2AAmWAEmOYnfB5U3lYZ5JCLEJd9dtIZOlreDJIpIppCxbGt2PG/8v4PbtrCx+WyGRCxaho7S72CWCCCJPrXsKD6x8AA6x+SbR6SHBEiC9E1kfmm1l27yM7ECI6brtxcISCjxVyjUIXld3hdcAFsDKLRptBS5YKg/J2y7/NDxzIToNDZYGfLrrU/xw4Accrzvu/QVEp4EES4CMymSF0NYXrQ/zTEKIVRQsZGGRiPExhslbOnRbIy5dud7n9LaT/UV0WMoay6TlRqsHqyTR6SDBEiBD01ljv72Ve72M7ECILiFP8RidBd65efjVvo1vb4JF7f5Rp2UTRJD5ZOcnOPu7s6X1GnNNGGdDtDUoSyhAchNyAQDFDcVosja51GjpcNjtgLlBXnfYwjeXtsKsJUDhFtdKte4Qmwe2B6JVlqOOfowTYefpv59WrNc0k2AhZMjCEiCJpkTEO3vKHKs9FubZhIDS3UoLi50EC2LTWIE1b9lF055kjxe+2fpzCiZqVxcJFiLEVJurwz0Fog1BgiVAdDodcuJZUOKR2iNhnk0IOLZOuU6CxXcm3Az8u8C1RktbR21hcVdHhiCCgMVmcdlW0lCCaxZdgxfWv6DxCqKzQYKlBXSN6woAKKovCvNMQkDJbuV6DgVf+kV7zKqKjFE2bFT3jiKIIKJ1Hv1i9xfYUroF7+94PwwzItoaFMPSAtKiWYO48sZOUIulxun2Gn8z0ONEudcM0bGJSQFqnKmlnbF3FhEyCuoLXLaVNpZKyza7DQaxlxXR6QjIwvLaa68hNzcXUVFRGDduHNatW+dx/FdffYUBAwYgKioKQ4YMwaJFixTPz5gxAzqdTvE3fXrbN59zwSKm4XVYqp2CJfck4IRzAq8KS7Qv4oX+S5QlRLQiBXWugkWkzuKhjhHRKfBbsCxcuBDz5s3Dww8/jI0bN2LYsGGYNm0aSkpKNMevWrUKV155JW644QZs2rQJF1xwAS644AJs375dMW769OkoLCyU/j7//PPAPlEI6VyCxXmXndA1vPMgQkuPCfIyBd0SrYiWhUWkupkCcDs7fguWF154AbNnz8bMmTMxcOBALFiwADExMXjvvfc0x//3v//F9OnTcffdd+OEE07A448/jpEjR+LVV5U9U0wmE7KysqS/5OQ20ADOC51CsNSXA5s/B+qdglTdWZjo2Igp21R7h2hFuIXlrJ5n4b9T/uvyfFVzVYhnRLQ1/BIsZrMZGzZswNSpcqdavV6PqVOnYvXq1ZqvWb16tWI8AEybNs1lfF5eHjIyMtC/f3/MmTMH5eXu40Kam5tRU1Oj+AsHqdGssNbhmsOaEe4dgi+vBb6/iS0bIqmXTGej1xRg+DXMutJtTLhnQ3RQiuqL8MOBHwAAk7pNkiqJi5CFhfBLsJSVlcFmsyEzM1OxPTMzE0VF2pkyRUVFXsdPnz4dH330EZYuXYqnn34aK1aswJlnngmbTTt1dv78+UhMTJT+cnLC04OlR3wPxBpj0WhtxMe7Pg7LHFqVhgrgyF/yemwGxa50NnQ64ILXgPvygezh4Z4N0UH57chv0vKgtEFIiExwGeOLheVY7TFc9uNl+GbvN8GcHtFGaBNpzVdccQXOO+88DBkyBBdccAF++ukn/P3338jLy9Mcf//996O6ulr6y8/PD+2EncRFxmHu8LkAgLe3vo0/jv3Rsh3u+w347HLgwPIgzK6FNFQAr4xUbosgl0Cnhf73RCtytOYoAOYO6pHQAzqdzsXK4q1Mf35NPs789kzsqtiFR1Y/0lpTJcKIX4IlLS0NBoMBxcXFiu3FxcXIysrSfE1WVpZf4wGgV69eSEtLw/79+zWfN5lMSEhIUPyFi6k9mLurzlKHm5fejBX5KwLf2aeXAHsXA38+H6TZtYBNnwCNlcptDnt45kIQRIcmv47ddI7NGitte/XUVzFr8Cz0SWI9u7y5hL7b/51i3U7nqw6HX4IlMjISo0aNwtKlS6VtdrsdS5cuxYQJEzRfM2HCBMV4APjtt9/cjgeAY8eOoby8HF26dHE7pq2QFZsFHWQ3ydxlc7G1dKv/OxIrx5ZrC7WQUnXUdZudTgAE4Yk/j/2JkgbtjEnCPby9Ca8eDjAL9h2j7sCUnCkAvLuEjtYqz1mdqjFtJ8Fvl9C8efPw9ttv48MPP8SuXbswZ84c1NfXY+bMmQCA6667Dvfff780/rbbbsPixYvx/PPPY/fu3XjkkUewfv16zJ3LXCl1dXW4++67sWbNGhw+fBhLly7F+eefjz59+mDatGlB+pity6ndlc3vvtzzpf87sQht1NWWjXBQW8gez3pO3kZ3LAThlg3FG/Cvpf/C9G+mY0/FHtRb2ll37jDCq9xmx2W7PJdoSgTg3cLC3UqcS3+8FOsKPdcII9oXfguWyy+/HM899xweeughDB8+HJs3b8bixYulwNqjR4+isLBQGn/iiSfis88+w1tvvYVhw4bh66+/xvfff4/BgwcDAAwGA7Zu3YrzzjsP/fr1ww033IBRo0bhzz//hMnUPkqBPzThIcU6/4H5hbVJuSwKmHBQ6wyKju8CDDyfLZ90W/jmQxBtnA3FGwAAFrsFl/x4CS7834Ww2q1hnlXbp8nahGZnY1Wtc6ckWDw0QnQ4HMivZW6lERkjpO1f7/s6mFMlwkxApfnnzp0rWUjUaAXKXnrppbj00ks1x0dHR2PJkiWBTKPNkBKVggv7XCj5UCP0AXytlgblek0BkNo7CLMLEG5hie/CugxPmAt0HR2++RBEG6eiqUKxXlhfiKL6InSLp9pFnqg11wIA9Do9Yo2uPbeSTEkAgOom94KlzlInVcK9a/RduHrR1QCAmIiYIM+WCCdtIkuoI9A7SRYXAdULsDQp18v2tXBGLcBuA+qcgdIJXViX3pyxgJ4OF4JwB4/DUGyrk7fds+IeXL3oarK6qODZP/GR8dDrXM8xvlhYuOgxGUwYmj4U/xjyDwBAcUOx29cQ7Q+6AgWJKwZcgWhnczi3wWEbPgC+mQ1Yza7PqS0s+39zHRMqqo4AditgMAFxmd7HEwHhcDiwpnAN6szUI6UjoCVYjteylhYNlgb8cvgXbC3div1VbSCovg3BBYtW7RVAFiylDaV4Y/Mb2FOxx2UMFyxxxjgAwOhMZg1uqWCx2W24bdltuO/P++BwOFq0L6LlkGAJEiaDCY+d+BgAN4LF4QB+vA3Y9iWw+0fX560qC8veJew14aDUGV2f2geg7qitxg8HfsDsX2fj3yv/He6pEEGgstk1WP543XHFIwCysKjgYsOtYIlkgqXJ1oTXt7yOS368xMWK/cGODwAwKw0AZMRkAECLM7ZWF67Gsvxl+Pngz5r/XyK0kGAJIh6j2SsOSouOBsHXffgvYPH9wNaFbD25JyuDXp0PlOxS7sNmBazNwZ62K6W72WN6/9Z/r07MO9veAQAsz18Oi72DtnboJDgcDunCu+iiRbh3zL0AgC2lWwAoBYu3AmidDX6+5GJDTZIpCRE6ZVzg42sel5Z3lO3ATwd/AiCLnvTodGnfLWmbkpefJy3vr9xPVpYwQ4IliKREpQDQaIbocACvjQMANOh0OGvvu7jnj3vYc19eC6x5HVjvbB4ZkwL0OJEtHxX6LdkswKujgTdPAZpb0YVgswKbP2PLmYNa7306MYsOLsLuit1otMqZYCuPrQzjjIiW0mRrkkRnSlQKJuVMAsAyh6qbqxXuIhIsSry5hAx6A9Jj0hXbNhVvkpZFtw9PeEgwJUjxMC1pmsjTrQHghl9vwJ0r7oTNrt0yJlD2V+7Hjwd+JDHkAyRYgggvelTVXIWqpir5iboSwHkyWxsdhWO2evxy6BfY7TagQdXkMSIaSB/AlgWrDGqOA5WHmPXj73da70MUbQHK9gCRccComa33Pp2ULaVbcO+f9+LSHy9VnGhvXX4rNpdsDt/EiBbBrSsGnQExETHIic9BRkwGbA4bHl39KN7f8b7LWIIhCRaT+4rlmTHKWLqKpgqpkq1Y0bbBymIB9Tq9lF2kzt7yB/VrfzvyG347yuILFx9ajPlr57fIxWez23DhDxfi3yv/jU0lm7y/oJNDgiWIxBhjkBXLWg4crjksP1EmB4kZBBVdVqERfGeMBlJ6seWKQ/L2ekHYlLdiBhF3Q3UdBcRSZ+Zgw2tFaPHq5ldDOBMimHAREh8ZD52zQWhqFPv9/HbkN0UsBQkWJYV1rIQCjzvRIjNWKVisDqvkShItVmIAe7IpGUDLLCxaYmfB5gVosDTg7j/uxme7P8Mvh34JeP/riuTCdgX1BQHvp7NAgiXI9EzoCQA4VC2IjVKnYIlJRZ2QGlxQvNl1B8YoIIXtQ2FhES0xjVXBmawWXLBkDGy99+jEKCxvKox6Y+gmQgQVUbBwUqJTPI4lGPxcyc+dWqgtLIDsehdjBrmFBQCSopIAAJVNgQfLagmWA9UHsHDPQmn9YPVBlzG+sqtCjlNsUideEC6QYAkyvEhUYb1c7RdF29hjr8lYHCsXMios3+26A2MMkJTLlquFNMkGIS7GQwGlFmE1A4ecHaczBrTOe3RyShrdZy04QD7s9opYS4STYtIWLO9se4ca8wlwa3TPRPeC5ayeZyE3IRcX970YvRKZBXpf5T48uvpRrC5YrRjH4TGFgWb3NFgaFHFmANA7kdXb+vngz9K2lpQlKKiTrSoU2+QdEixBhv9IJGVutwG72cH9dXo3LBcEi3iwSkREAdHMlAlzLQuCBZQWFg936S3iq+uBImfjRrKwBJ3Kpkq8v/19t8//dfwvPLHmiRbdsRGhxWq34mD1Qc1Mlxij+yqrK49TkDXArCPcZdM9obvbcYPSBuHHC3/EIyc+IgXg3vvnvfh679dYXcgES25CLm4deav0Gh7D4smqqUYMfNVKib6w74UAgD2VsptfcXPqJ4rssWYSLN4gwRJkkqOY2JAEy4pnmHXEYMIz+UpfZyUfEy90pTZGA1FC8Bn/sdULFpbGVrKw7FkkL6eThSXYaPm6Zw2eJXWjBYCFexbiH0v+EcppES3gybVP4vzvz5dcBGKmCy8Vz+GFJQEmTgmgvJHdiCVEJii+H09kRGvHuojFOwE5tdnX2BCzzYyLfrgId+bdCQD4dv+3ACBZdAAmitSImUT+QhYW/yDBEmR4oJ0kWA4sY4/jbkS06o6rkpeaTpF/EEjMAQxGgPfU+O9wZqUpFdxHrWVhEYlyH7FPBIaYFfTded/hkQmPYNbgWXj51JcxNmus9FxpY2k4pkf4iNiF+au9XwGQ663woHtAKV66xHbBR2d+hJemvAQAWHx4cafr5lxrrsXawrUKK0Z5ExMs3DLtC+J3LJIWnaZY5y6m7/d/r1kdV82W0i3YX7Ufvx75FTa7DX8e+xMAMHvobJzX+zyckHICxmePd0m/VgtTX3E4HArBQrFN3iHBEmRcXEKVLKDMMvAC2BzK/P1KfsISBUuXoeyRFxIz17IaLXsXy2Oaa5iICSZiDYCJdwZ33wQA2fw7b9Q89Enug4v7XSwVGxR970Tb5b3t72H8Z+Ox/Ohyzee7xcmNDm8ceiPGZo3FM6c8g18v+RUDUgbglG6noFtcN1Q0VeCPY3+Eatphx+Fw4OalN+Mfv/5DKvIGyOfJlgqWrnFdManbJMU2MSbmjrw7/JpvWWOZFFszImME/nPyf/DluV/CZDC5CCNfLSO7K3Zjf6WcGVrRVIEmmxxoSxYW75BgCTIKwdJcC9SX4ufYGIxdPtulAm4lv5NO7iFvzBrCHm1Cv6FFd7HHkdfJ28qD3I/EIgSXnezfj5vwDd5Xpnu8q69enbZJtE1e3PAiAOD//vo/5Ne4pqiLnZnTotPw7rR3cWbPM6VtRr0RA1KYu7Uz3VFvKtkk1Rl5ffPrkpWFC5bUaN9LKGgJlrFZYxEVEaXYlpuYKy3n1+bj4VUPuy3OZnfYpcrTADD166mw2q2IMkShS2wXxVj1XOst9V6DqL/d9y0u/fFSXPrTpdhRvgOAawxjQE1zOxkkWIIMT2Wsbq6GtfwAAOC+jDRFcaHHS5kZtJL36ckeCYyaAZxyjxxwq8XEOwFeXGnpY8GduBTprpPdUURQ4RYW8aLG0UrbJNouNocNZ393tst20cLiDn5hVWegdER2le/CP3/7J5YeXSptO1Z3DCuPr8QTa56Q4rr8sbCoBQTALCxqTAYTHprwkLT+7b5v8dsR7aayvx7+FasKVrlsz03MdekgrRYadocdDermtSo2FG8AwIK0v9j9BQDgeD07H/CGjYeqD1GfKS+QYAkyiZGJ0IEVjsrPX4ULurreDfQzM+vJcWMEDkdEAFGJwLn/BU59wP2OU3oBybnAGGdAZtXR4E682Xm3FxkH6OmwCDb1lnopvVLr5CoWzVL3TSHaHhabRZGGnhOfg2HpwzxmunA6smA5VnsMty67FTvKmBXhlmW3YFXBKny08yPFuJuX3oyFexZKVhd/BEvPxJ4YmTESscZYdI3ripz4HFwx4ArNsZf2uxSfnvWplL311ta3NMeJ9VDU76XmpOyTAAADUgYgUh8JwLu1THyeZx9x4TOx20TEG+PRYG3wKdamM0NXpiBj0BukTKGf83/HgchIlzHZVjn+5MNeI5mFxRM9TgamPsKWh1zKHqvdV0wNCC5YTHHB3S8BAFIvmURTIuIiXb/jRFMiJnadCACazxNtC7PdrFj/+tyv8clZn0i9bDwRZWCCpSMWCrvnj3uwPH85Zv86G4Ay0ByQA2PVNYf6Jffz+T0i9BH48MwPseaqNVh88WL8fOHPUiyYFkPTh+KXi36BQWfAnso9ilRiDr/JVKOVFTR3xFzcPfpuvDftPUkIeYs/EQULL3jHM6SyYrIwInMEANkSQ2hDgqUV4HcLVbWu6XQROgOS7HbE25jPs77bCG2LxsXvAqZE4JpvgZk/AwPPZ9sTnSbnxsrgNkGUBIt2x1QiMGx2Gx5Y+QAu+fESANrWFc6D4x8EgICyR5ptzSisK4TD4UBFUwU2Fm/Egi0LtGv9EEHH15RccWxHtLBsK2NFMmsttZpxHad1P81FHFzR/wqc1v20gN+Tt0LwRKIpEcPShwGApuun2das+bpYDfd4clQyrht0HeIj4yXB4o+FhQsWsYfSyAx200qCxTNke24FuGDJt9YCkUoxEuUsv357ZRUeT0tBs1X7h4IhlwCDLwbUP8aoBCZkmqtZJdxgVaTl1XPp7j6o7K/ajx8O/CCtexIsvNCYxW6BxWaB0eB7qf4bltyALaVbcO3Aa/Hxzo+l7SvyV+Dzcz4PYOaEP/hy0eRwwSJmiHQE1BVfd5W7ullyE3LRP6U/dlewMg0vTX4Jp/UIXKz4w8DUgdhYslFTxHNrh5rJOZM97pOnOHtrsCgKlsqmSljtVqlQXEJkgmRh2ly62eN+OjtkYWkFkp03Fvk65vrpIsQnmJz+62jn3YfHk5a7kyDvNXRkJbDpU+CI6x2D3yy8mj3WuS8dT/iP2lTs6U5SrIwq9kTxhsPhkOqAiGIFYIKJaFt01BiWarMyy2X+uvkuY5KikjAma4y07o8rqKVwV6uWNUSsfTQ6czRWXrESP1zwA3ok9HAZK9I1nt2A8Ho87qi1yO/pgAOVTZXStvjIeOl7qGiqaFGp/44OCZZgY65Hyj4WEZ9vZHfIXYS76ihjLHDms4jKORFAgH7s/s40yZ/vBP73L+CDc1rWX8gq+OOTcwPfD+GCePJ55pRncHYv18wSjlFvlIL4/HELcROzFk22pk6VPtua8DgkNf+d8l+/9tNRBYu6tDwX0SLJpmTMGDQDZ/c6G09NfAo5CTmhmp6UjaP12xJ/Q9eccA0STYkeextx5g6fC4POgDWFa/Dyxpc1x9gdduk8wGOcDtccVlhYYowxUnfpr/d+jfe3v+82BbszQ4Il2NQUIkVV1C1TqBsQaYgExt2IqJNuBxDgSWvQRcp1h03ZKNFfGgVz5vQnA98P4QKvgjmhywRFPQ53cJ+5PyLjQPUBj8/n1wY5QLuTcs2ia1y2PTzhYZza/VS/9iO5hDpY0K3awsIRU/bTotOQEZOBpyY+5VG8twb8t6VlweCC5eUpL/vlouqe0B2ndDsFAPD2trc1g2/rLfVSkPHkbpMBAKsLVrt0+M6OywYAPL/hebyw4QX8XfS3z/PoLJBgCTb1JUixKYPNxEJHNqeY4XdZ7oK9PJLeTy4wx6nxswFXcy17TfVx4Pn+bFt0MtBlmP/zaUUcDgduWXoLHljpIeW7DcNPSr5m/vC7Oq27U3ccqFIKllhjLF6e8jIGpw4G4N4yQPgHLyMvwvvV+EO0ofWDblfkr8Dnu0Mbu6TVvO/ivhcrLBU58aGzqKjhv0F1Kf1Ga6O0TXRX+coD4+Rzk9bNAT8HmAwmTMph1Xg3FG+Qg26dcTDq+LaihsB7FHVUSLAEm7pipNiUFhZu6gPk4Cye2lhnqfNo0ndLf1Upd42MJI98dAHw4iDgw3PkbT6kZIaawzWHkXcsDz8c+CEwcRdm+IlQ7OLriYndWGrzn8f/9Pk9DlYpuzuf2fNMTOk+RUqv72w9a0JJWkya90Eq+M1Ka1lY1hWuw9xlc/Hk2idD2vlby7qQE5+j+JyeOli3NtwlpBYs/1nzHwDMXaOVFeSNzNhMjMhgacmeBEt8ZDz6JvcFwM5r6nPD0PShiteVNZbhf/v/h0UHF4FgkGAJNnWlLhYW8UfAD1J+0ippKMGUL6dIUfM+M+xK5bq/Fpbj65krqUI4oZnb3oXNwnsqgd01treAND5ffrL0Bm+CuLlks08+7DpzHb7c+6ViW+/E3gCEC2MIs1E+3/053tj8Rofzv7sTy1p1OrzR2llCawrXSMvnf38+ShtC00xTS7B0T+jeZrKhJMEinEMaLA3434H/AWBVaP3J9hLhliOtdg38e4kzxknjxKwibmG56oSrcHqP06XtL254Ef/31//h3j/vbZc3a60BCZZgo2FhiTXGSsGUHHXfi2/2fuPf+6T0BG7ZCIy8nq37Y2GxWbS3eykvHQ7Ektd3rrgTN/1+U9jm4nA48MKGF7Bw90KfX8MzAXx1CZ2QcgIi9ZGoaq7C0Vrv1Yy1zP69k5hgMRlMAOA+dT7IWO1WPLn2Sby+5fUOV09CTHs9t9e5AIAkU1JAd+RS0K2ldVxCvKIyxxfX0P7K/ThSc6RF76vVC2dg6kDcPvJ2AKzeSjjRsrDsqQxOZVnebuNYnav7lVtYEiITkBCZoLC4G/VGqXyBUW/EC5NfwD1j7nHZB7dS1Vvq8eWeLzut1ZQES7CpK3YJuo01xuKREx8BAFw3kDUw5C4hji8VMl1I7Q3knsyWi7azx+KdQOlez69rbj9ZI+rgU39iO4LNuqJ1eH/7+3hi7RM+v4bfzcUbfXMJGQ1G9E9hMUV7K738HwHNi4xasHi7w3U4HLh9+e2Y8/ucFllGqpqrpOWOFjDI3bbZsdm4e8zdmDloJr4613MqqzukwGpLbatYoqqaqhTr3hrz1ZhrcOEPF+Kc787xOtbbftRkx2bjpK4n4fdLfsf94+4PeN/BQIxh4d+7WCtmxqAZAe+b9zcqqneNO1EH14qZUeobVwAY32W8yzYe7zQvbx4eX/M4nv372YDn2p4hwRJsao4j3q48CY3IGIFzep2DRRcuwrxR8wC4HqgBCRYAyGEuBBRuAarygTcmAG+e4tm9406wdBsb2BxagRpzDeYunYsv93zp8twpX5ziErcRCkS3XaO1EXaHHY+uftTjHay/FhYASI1i3WBFAeAO3pdkaJrs/+aBoL4Gdlc3V2Pp0aVYeXylSyl1fxAvlH67ONs4vE5HWnQakqOSMW/0PM2uwb6QHZeNCH0EGq2NKKz305XrA2oLi4E3WXVDYZ08B1+OOXfwoNvze5+PCF0ELu9/ueRiyYzNdGkiGGq4ULTardJvgguMabnTcOuIWwPeNz8WtAQLjyPigkXMmtKqkNw3uS+mdp+q2MYtLLxK7/f7vw94ru0ZEizBpvoYdADOq61Db7MZ/xt0CxJNidDpdMhJyJFOHmrBYtB5Pqm4JakHEJcF2C3Az0wMwdoIHF3t/jU8mj82A/i/EuCOncDJdwCXvh/YHFqBRQcXYcWxFcg7lufyXGVzZcgzIADWTZVT3VyNLaVb8PXer/Hk2idd7mo5x2tZ3xJ/ujHzvii+tJvnAuPagdciNSoVl/a7VLpISBYWL8Gd4gXOW9dZX/dT0VSB6uZqfLD9A9z0201htYwFA34hyoxteVdto94oxb60RmE/9bHo7tgE2P+Jt40APNf08Qa3sIzrMg4rrlihyJ5pC8QaY6XzLP9t8RuKPkl9/KosrSYrRhYsotXsUPUhvLf9PQCyYBEbnbpr6aBuotlobVRk+wUqlgHmVmqvXaFJsAQTh0Oqh/Kfsgp8f7wIvWKzNYca9cofR8B3HzodMPQytrzvV3n7IQ9ZJmLfoAgTkNiVNVfkfYraAFoNykQMegPrArvjo5AFeIr+6ermaoW7aln+MpfxFptFyhroldjL5/cJRLAMSBmAZZctw0MTHpKe425HbxYWMQDQXS0NX6hskgVLQX0Bzvv+PDy/4Xn8VfAXZi2eFfB+2wJcsLTkQiHSJ6kPANcMr2CgtpJ4KhuvjsdyV6LeF7hgSTQlIiEyIeAA1tZCr9NLvy3+HdU7LdG+BsW7gwvZBmuDoqrt4kOLpWVuZfVFsPBAXM7Gko14d/u70ro608lXShpKcOqXp+LWZYFbk8IJCZZg0lAhB66mDwD0RjnGxAs2h837IHf0muy6rfKQ6zYOFyxRCe7HtBCHw+HTBdcdh6sPe3y+oK4A//ztn3h2/bM+9d+obq7GN3u/gdlm9jrWHeKdanVzteLzHa1xDZA9WnsUNocNscZYxUnKG0mmJOk9PFFnrpOC7zJiMlxErynCGXTrh2DRqqWhRXljOb7b953kW/9yz5e4c8Wd0vMlDSWK/aq7G7c3uOuGxyq0FF4krCUuOC0cDod0Mb5x6I0APAsWddHBllhY+PGqvti2JXjAK7cG8gt/IMHTItER0ZIYKqmX25uIv3tu6RRr96hjGTnq7tNPrXsKX+/9WlpXn398ZeGehWiwNvhVNqEtQYIlmNQ478Bj04GbVgL3HgKik3x6aYuKSGm9R7UHC0UIOjO/sOEFnPzFyYoUS384XHNYc/uUnCkAgOX5y6Vtvpz0H1j5AB5Z/Qhe2fRKQPMBlHeuhfWF+PfKf0vrx+qOuZzs+WfokdDDr7tN9V2gO7hFIzoiWrO+ha8uoYpG/y0styy7BQ+tekgqR/74msd9el17I78mHw+vehhLDi8BEDzBwhukahWjawn5tfmwOWyI0EdIHYA9CRZ13ZBgWFgSTG1YsDhrE/Hfjr91kjzuWyWGAChcL/z84C2GBfBN9PnrZq0z1+GtrW9J6/6kSm8u2YwH/3rQa5PH1oYESzCpd9Y7iM0ADEavgkA0Q7ZMsCS7bju+HljFLs7f7P0G726TzYlS36EgnVi0rBYf7PgAAPDC+hf83l91c7VbwcJN6SIf7/jYo1uowdKAFcdWSPMK1IUkCogFWxYonltyeAmmfDlF8YMurmdCKtuNW9AdvrqE+IlRTJMU8cUlZHfYFVlP3t7zlU2v4Ppfrse2sm0AgE92fYKrf77a42taA7vDjv2V+6XK0a3FLctuwbf7vpXWvTXD85XUaBZYLYrFYJCXnwcAGJ4+XHJfebrIqNNjA7WwiP1y2rSFxY1gaamFRdy3eJ6ot8rf7/WDWAmKtGi52KBWlhDgamER4QXm1hev92t+K4+vVKyLLlyR6uZqrC9S7vvaX67F9/u/d9svKVSQYAkmDc4TQ2yqT8NFf3ijtRG7yncFlg6qJVgA4Nf/Q0NNAR5Z/Qhe2vgSCte8BpTuxVtFf2JGVgY2GVoe+3G4+jBO/uJkPLb6Mewo3+EiBrSynyx2i0eB5unOoV+Ka3fXrWVb8c0+93Vs1OLHn07InEZro+LCr1VvAQC2l22Xlrnlx99ATX6y2liyEUuPLHV5/o0tb+Cm32+SUpqTopI098NdQp7SmtWut2f+fgbnfX8eTv3yVGwt3ap4zu6w462tb2FjyUbF9q1lynEROtf/ecBB5W74YvcXuPCHC/HWtrdaVbSILpNeib2kSqUthWeCBdPCsqF4A55dz9JdT+l2imTFqTHXKAowiqgFS6AxTLXmWqlfTmKk+4ttuOHu1mDHsIj7LqgrwO3Lb8dT656SgtjPzD0Tw9JZ2xP+fwHcZ4d6Eixn5rKeZBuK/Kt1JHakBtxb0y798VLMXDJT81okJh6EAxIswaTeeXfiY7nuS/rJ0fk1zTW47KfLMGvJLP/vcsSDW2Vi3PuBnB5XuexhVLwxDq9UbMCG6Ch8Z9dW2P7wxZ4v0GhtxFd7v8IVP12BsZ+OVdQI0Aomvvn3m3HmN2e6Vfg7ynYAYEXU1HSP7y6dGERE/64adS2XQKxZnjItRCL0EXA4HJjz+xwpO8Cf+BUAyIiWx9+ed7viglxYV4jXN7+Ov47/hYf+YgG2Xi0s1mbNrIA6cx12Vux02X6o+hBKG0sVMSkAfErBfWTCIxieMdxlO3dPBYv56+YDAF7f/DomLpyoSM1tLa4+IXiWJH7RCoaJ/bcjv+HR1Y9ixuIZANjxc+WAK5FoSpR+f+6OXy5YeA0SbzFM1c3VKKhzLVLJ3UHREdEtyrZpbbgVhB/LPEA2NjJ4Fpbn1j+HpUeX4tNdn0rnuC5xsitRdJm5c9eKVhg1vNnmjvIdfmX1qY81LbFc3lgufTfcnW8RCo0GwxLVEkiwBEpjFSvSJtLgFBqxvgmWKwdcKeXbry1aK233liHjgp79G3+Pica52enYkSY3G9ttke+YKgwGHIyUTyZNhpb3DlLfmTTZmvDRzo+kdYPOgPVF66UTo9lmxurC1ShvKscvh37R3Oe+qn0AgLN7nY3XT3sd35wnW0/ijfGad9Ra9Q846nL+gVQY9ac+RWljqcL86k9KM+DqdhDNymI2ktXBRIhbC4tTJGwu3Yzxn41XuDYA4JIfL8H9f7ov5qX+TtVNFrUYkDpAYVH66cKfADCrVrBSKdVCt9ZcG9S06SZrk6ZrLFjxK4DsEqpsqmzR92Kz2zAvb55CsA9OG4yoiCjodXpJ3GsJI5vdJol3/tmW5S+TXJlanP716Zj2zTTFTVWDpQHnfXeeYj9tlQEpAwCw7J2KpgrpvORrYUdPaN1IHaphFgnxQi/exLm7eXJ3E6LX6ZEdl41ucd1gc9gUsXzeUB8DWufMTSWb/r+9M4+Lqvr//2t2NmFYBGRHxAVxRwl3E3PLXPq6fajcPy2amKWZu5mZlpXtnzatrNTKJU0zw6VQxH3BFPcwFVAJQREQ5vz+GO+de+/cGWZgkIHf+/l4+JC5987MOXPvPfd13ue98H+7qY1+cUJrck1HfpFgqSz/62JM0nb1qGmbnRYWpUKJgY0GAhBno8y+k43UK6l2J996IaA+LqmAWYGmB8bfGpMoualS4TVf041QrKz66a9osD2cexhjto3B8sPLAQB/3TSJPEup58/+axQs0d7R6BLSBY29G+PDnh9ibsJchHqG4rFGxsExxjcGjzY0Fm/8t+Rfi1k6hWGGQOWWhDh/kWjvaKuzn7tld0V9BOwXLNJEX3cESQDlzLgWLSyC9fGS8hLM2zuPf80YEwnjZj7NeCdNIUJxaIs52E3tJgrZ56JhAHPhWBm4rLxSHBlt029dP3Re3dlMtNhrKbOGt84bOpUODKxK1bTllnBcNSYrqzVLjlAIC8/T2G3yIehCgcNZQe+W3cXT25/mxXPbAPNryJlIDEtEoHsgisuLceL6CX7McITlQM6azN0z3MNfiqWxyFKyPy7CiHturD+33ub2cf5SnKPvmsw1Zkv4wvGFu7aEltWqOGU7AhIslSX//sP27HbTtqL7J9NGHxZA3kv8pd0v4dnfn8XQTUMr1bR/BevSRQJRss/VBee1pppGJQ5Qy0LLw7vd3xVlXBXy/env8c1f3+DJrU/y29KvpZsdV1xWzAuZaL3JX6BrSFcMbWz8PZ5u+TRe6fAKvnjkC7za8VUARsEnfcD8dOYnfH7ic4cuCel1eoR4mPLVvNP9HbPPPpV3SrStMsnG5jw0h/9bmHNBztIjXBMXYm0ZRmoO9tR64oveX+D5Ns+Ltgt/O1ssf25qN4xuPhoqhQqPNnwUGqWGv8bzSqq+/HHy5kkzHxrAlPG3qjDG+LX+tGum5IvuGndEeEU45DsA4wOpibexBENVsgLLOe1y4cyAyVdGVrDcF8IapYY/DrA8kRBGv3D+Kt/89Y0orcCgRoNsb3wNoFAoeAsmV0dIrVRbjNaxB61Ka7aNs0RZEkT2jkWPRRknax2DOgKQL83BsTZzLab/MZ33veOugeS2yQCMpT+k/m3Ce5QbT4XjqqOj2uyFBEtlKBas8+oESyKc062r/ANEjoqcvWwJPSszlOF2p2T+tVCdFwlESZqL2CPdETVUhTdBz/CeWNjZcnjr0gNLRa/P5Z8zWw8/nXcaBmaAn6ufRUuGt4s3/tPsP/DQekCj0vBRCcKlAgMzYH7afCw/vBy///276P2VqR7LCQW9Ti8ye3OmfY67ZXfN/CkqMzMf1mQYX9lV6BgpJ1j6RPaR/QxLgqXMUIb+6/qLtrlqXGUHbuH3yfkuSHHTuCFKH4Vdw3ZhUedFAEy+SJvPb67w/RXBOTV3Cu6E5T2W8xFYjqpILLzfuHwaWqUWKUNTHO6H08zX+LtILXL2IE3D/9vjv4mSFHLXntyDjbuuPDQeNoUiC0XPqZunUHSvCPuv7ee3jW4+mncsdWa4rLTc7+7j4uOQpY6nYp7CI+GPIMoryuw+Elq9AFPkYKegTjZ9dlv/thgXOw7PtnoWgGnpLbco16J/2sJ9C7H14lb8dsmYUJQTGzG+MWYZfzmEvk7rzq5Di69aYPofpmKMN+/erNFK7CRYKsMtQe4CYeVjzgHKDgcuS7NjDlsccCftmISeudv410pBRIbQwnJTbdwefM94gZeg6hce90DjZi1cynGOikIcT948KXrNhcvG+sXaPIjImb2FMxfpjLwqPizeOm9RzhNuliz8bOk5q+yDjhOzC/ct5AcJqWBp4deCFzZSOCdAIQZmwMZzG81M0ZzJul9kP5GIFn6fLRYWbqDWu+h5E/ng6MEA4JAKztxDJsYnBg+HPYwX2r0AwHFLQkJxyEXchNQLqRZnQ05YSHOh2IPUciJ07gSANgFtAMhbMznLnZvGzaZQZOF3fXTsI4zbNk60lBTpFSn3NqeDs3imZBkj8ITWpargrnHHsu7LsGHQBr7ILYdOKR4Dvur7FWbFzzKzaArhrFXPtX4OK/usxJR2U3iHZl9XX6iVahiYQVasC0uaXLh1ASXlJfzSTpB7EH++pQUrLQVCcDzX+jl++a8mIMFiK7f+AU5tMqbfzxeYTO8KTjD3INTYbl70qcAaU9HM0cAM2HNlj+gBJBQsd2Ue+jGlxrwpJawcWQVZmLtnLlb9tcrmNgvhLnDO4UypUGJQo0FwU7th7aNr8dv//Wbl3eYmbc48HuMbY3Mb5ASLNX+JSi0J3X9we+m88FTMU2ikb4Q3u71plrDtbpm5YKks3MP/zL9n+Ae1VLBISzwI8XbxhgLi859XnCc7o+e+y9fVFylDU3irCDcDY4yZWVjkQjLltnE+PHLVfO2FKyTHhbdzYu2vm385JOJGzqdAmJnUkXDWD2m4qT0I+zyy6Uiz/Q8FGiv/Hr9+3Mxay0WYeGg8zBKnyc2ipfdqxs0M0XJlr/Bedra+ZpCWV5BaSR2BNF+U9DsD3QMxoukI2YSPHPMS5mHjwI14puUzZpM3pULJW4rkovcO55gmaSdvnMT5/PMwMAP0Oj383fx5i5o0Kszasu3Y2LEY32K81TGnuiHBYiuf9wLWPAEcXwvkCZwPhYKFexBauQilCGffbmo30fozUPFgJidoSgRp0IuU5oIltsQ4cBWzMnxw9AOsP7ceSw4sqVRdEz67pWCGtqDjAvwx4g80820Gd407uoZ0NXsfN7uUrolyeUHsqb3DWRKEg7c0v4SQqviweLt4o6G+IdYPXI8+EeZLMXfL7jrMMU348LxZfBMrM1byDskc1qp8a5QaMytLTlEO/5sLz5lw4HTTuJklwbpVcsvsYf5UzFMY0HBAhf3gB0cHCBauPX4uxuXCGN8YNPNphuLyYt70XRXkwkSr44EGAPXdjEKoKstZ3IShY1BHTGs/zWx/SL0Q+Lj4oIyVITMvU7SPD+nVuJtdR3K1auQEIXetL+261CHZYh8EcQFxoteOsrAIidJH8X/3jezLL//Zg1qpRkN9Q4uWZs66JbfcJ4yau3bnGj8hbezdGAqFgs+Vk3olFSszVvLOx9YsLHJRUA8aEiy2Unh/dnliLXBd4CRXRQuLEJ1KZ7b2WdFgJpfALL8kH1xsR5GM53rzkvsWlvJS0ax58wX7fQw4S4ZwsFIqlCIhtrzHcoyNFUcecGvdwoc7Y4wPA5QuLVmD83V56+BbmLd3HgzMICtYOGtDVSwscjfthBYT+L/v3LvDC4Ig9yC8/7BjSgEczDmIZYeWmR1TUUI26ZJj7p1c/jcX/sbSKAYucdWKjBUY/9t4fHf6OwDG33p+wny08W+DUc1HYUb8jAr7wQ2OttYpsob0PCgUCiQEJQBwTOVjueumuiws3Odev3td1qKRmZdZ4TIcZ81rWb+l7MxXoVDw1sqkLUlYm7mW/y5OgHDXyJYhW/j3yflKyW3jkjI6w8PMViK9Ivm8M0DFVu7KILy3nmn5jMM/HzAuBwOmpdZ7hntYsn8Jfrnwi+heuFRwCZsubAJgsoLVu5+F/YuML7Ds0DLsyNqB5B3JOPPvGQBGnxlXtavovFpLZvegIMFiL3euAzfOmF47ULBoVVqzgctafpFyQ7mZQym3rpl9319FzsJSv9woZ4rLi0XRFfaGV5aWl/JF7bhKpHKolWqRxeSR8Ef4GYdw1pZXnIfC0kIooLArBTo30ygpL8G6s+uw7+o+2Rki51lfVadbKc+1fg5dgrsAMM5muEKWm4dsRvfQ7nZ/F/+dAge4Py7/wf/d2NuU7ddS+COHdHkqtyiXF1TC31gqlLl+nr91HunX0vHxsY8BGH/rxxs/jq/7fg0fFx94aj2x+tHVZp8nhLOwFJcX21W/REq5oZwXPcLcM9xs9tj1Y1h+eLlN+WIAo9h+fsfzmLprKn/fyS0JWQtjrwrc594z3DNzfrxx9waGbhqKPj/1sVqwk8+mbCV0XmjhXLhvIV8Xibs2OAtSaL1Q0/KdjLiU+224+1fOX8qZEfp9CRM1OgqNSoM3u76JGR1moKHedmuxPbQPbA/AJFjWZq7FqlOrMOPPGbIpHqK9ozG8yXAA5r6Fp/JOiXI8vdPjHaSNTMPb3U2lVZzBgkaCxV5ungeuC0yrnGD5dSbA+U3YsSQEmGa3CUEJGBw9GKH1QvkLSmruu5B/AX1+6oMfz/yIj459hFWnTL4nGwdt5ENuD7m4oBwmC8vkvHy4QoXhBYVwuT84F5YWitY/s4ssiyMpV25fEc3+3NXWnRKFD7Nl3ZfxZtiswiwU3SvCVye/wtHcowCMg5+lGhtySGv1PP3702aJxIQiyJ7skBx83R6ZgVmtVKNTsNHbnztfPi4+VV7rFfrxcCniBzQcgB8HmJKEWVsSAoyZgYXkFOXwFpYwT9M+6Vq6pdlUsHuw2bbmvs2xYeAGfN//e9n3eGg8eAdca1aWMkOZVf+fgtICU/p3QfuivIyC5XTeaXx+4nOM/MXcl0OOFSdXYNflXdj+93Z+6VXOwlJduUW0Ki0vDHPvisOyT1w/wff1z38sV9blkrxZEyzDmwwXXYtcXS3uOhAKMmtFGTnLpJyTt6VcQM6K8PeqyqTCGn0i+zg0O7IUbtL3z+1/UFxWjH1XxYVmpVbqgVED+eUlqWCRCmZvnTdUShXaB7bHf5r+B0HuQbJ5mh40JFhs4Z5gRl56GxA6n92+H52w70PTNjstLN/2+xZjY8diWvtp8HP1w5YhW7Ck6xIA5jkRpv8xHVduX8GCtAWiypvJbZPR0KshP5jMqu+L+Q1CcFdtzA0wQB+D1PavYvbNf6EzyEcHWbPmCPnpzE/ot64fhvw8BIBxdl7RTL+1f2vMeWgOPnvkMwAmh8Mz/57BpB2T8NbBtzBl1xQA9idxkkZGAMCHR43no1NQJ7ze+XX8POhnPk/CZyc+szprlYO7oS09yDnRyZnI7U0WJ8eizougVYpzO0R7R4vWtOXq9giZmzAXj0U9xs+sjl0/xs+UhXVxpAOYJRN/cD1zwQIYrRyWZmBKhZLfZ82PZeafM9FjbQ9RPSYhnGisp6knegBLo1OES373DPdQZiiTzVwrtMRwD2+pmP2016d8sbnqgPvdpU7iwhpG0lpNQjgLqbVcP0qFUmTh5Mz+nEgTLnlxfjVyeW2432Z4k+Fm+ZaqY1mlOmkf2B4t/VriiWZPIKReSMVvcEK8dd78fbX14lbeIZ1DKlieaPYE/7d0mVPqGyccY16JfwXb/m9btfly2QMJFluwVkfmdi5QKpmx25mEqJF3I7zQ7gXRQyO8ntEakFWQJTLvccmOpHA3nXD2s8FFyYeguSX9AK2f8QHlYiGO/nrR9QoLyWXfycb8tPkwMAMf/29r4bBhTYbhoQbGqIVYv1h+iUZaZMveQmTWqiG7a9wxIGoAIrwiRGKDC5+2heKyYv4haGkm2S6gneh1ZZLFSQmpF4J3eogT03HijJvtcMn0LNHEpwkWdV7EP3T3ZxvzZnhoPNAtpBsmtZ6EUTGj0CO0h+h9loSZnAO1LXDXtrXw462XjKUaRJXFYVwaW5mxEkv3G/P4SEsRuGncZK+BvVf2ou03bdHmmzZ4eO3D2HR+E7/vetF1PqwVAJYfWY6hm4aKCmVGeUXx/jHVBSfOpUuYwgeIJZFXUl7Ci7iKBLIw/PjMv2dwufAyb80SWli4iYScYOHuAVe1q+h3USqUNRo5UhncNG74tv+3eLnDyzXdlEqjUCj48Xru3rlmk1uhEIvwjBBNKntH9BYda+m54myQYLGFu/nm23RegEoLgAG/Si56BxT/auDRAGqFGqWGUouWD6ElglsKspSTw1XtCtRvCvR6Fbo+S0T7nox5EiqFCmWszGomw+KyYixKX2S23Zr/iiXUSrXFwcJaqJ8c1nwMhG0TRrRIZyPWWJO5BoDRmmHJ+hPmGYYFHRfwr4UFw6qC1GmWE0yfPvIpNg7aiI7BHW36HKnFJMAtAGqlGk+3ehovtX/J7DeXs7B46bzQun5rm9suhBMUbx54U9baIURYSiH7TjZ6/dgLyw4tw56rewDI5y6K1JvnAFm4z5TEsNRQipmpM7H7snE5ZGLKRNGxe67swem803zBSl8XX6zos8KWrlUJ7vqULkUJl4KlmZpLy0ux5vQavlqvi8qlwjwq09pPQxv/Nvzrfuv6IavA+IDzc7NNsHCWOTeNGya1mcRvt1QSg6h+4gLjLO4TRiZJrZ8RXhF4sZ2puKnw+hNeJ84GCRZbKJYZYN18AC7HxeGvxfsckDVRrVTzCpkbvISmbrVSLbJEcEJFTrBolVrjDEihADolQx3/NL9vYuuJmN5+Ou+bYS0k9+ntT2PX5V1m2ytbmj3UQ15c2bskJA37eynuJf5vYfRLgHsAbxblanxcLriMpC1JIufljec2Ysn+JSg3lMPADHjr4FsAjMUGrSWzGxI9hP/bUVlRpcKBe61T6ewK/ZY+0Lg8JrZ872NRj2FCiwnYOHBjpTOCPt/WmCDrXP459Pyhp9VsmenX0vHp8U/BGMNnxz8TOUmrFWqziDNAXMaBQ26JirOsScsnSOnXsN8DcSSVs7AwxngxAZj7/azNXIvX0l/D078b7+MA94AKz0tovVB83fdrDIwayG+7fe82wj3DRckPOUuNnCVMaGEhnINpceah7ByxfrEYFTPKeJxMyPvo2NGiCEfAOHl9t8e7Dm2jIyHBYgvXZQY3Nx+gAofHqsI5iWYVZOH709+jw7cd+H2MMX7m9Vqn13gTvpxg4dal5eBmq9z/J2+exKbzm8yWhgzMIFvDBah84TCNSiMrdipy4JUjPjAegDG8U+hoKvVv4Dz2OafcRemLcPz6cbyw6wX+mNl7ZmPVqVX4Pet3u2vUvNrxVUR4RmBy28l290EOMwtLJR+i0tTr09tPt3CkEeGSUMegjpjcdnKV1rBb1W/FX88l5SVmFgXpLP39I+9j84XNoiUaANj6+FY8HPaw2edLZ4WMMZFDMmddy76TjeKyiqPEHOGDZAvc9S8scHmr5JbIyiS1sEgzBtvT1vkd54vuiS7BXUS/ky1LQpYK+REPngivCFFAQ6egTtDr9IjwjECEZwRejHsRqSNSLVpNhJbVYI9gTIubVmH29ZqEBIstpN93bhUufbj6AI++A+htD7+1Fy6K4+/Cv/F6+uuifeWsnDfRCr3c5ZwirQ1o8Q2MD3ouamdB2gLMTJ3JWxU4rGURrUq4m9zSg7sdpQ04lnRdggktJmBp16WitdtuId1Ex3UN7gq1Uo3j149j5OaRvAMix/+O/Y//OzMv0+606YOjB2PT4E2ixFFVwVK4sb0ILSxDoodUGKor/J7KWtCkLO1qqiX17uF3Rb+tXBj6zNSZvM8NhzRjKIfUh6i4vJhfSl3adSkeCjL6TmUXZVstGMfxoAWLsP9SXwTOh4WzSklFqz1tVSvVeDjUJPik14HVJaH7TrfcNcklTnT2god1HeG93dinMTYN2oTVj66GUqE0Jomzkj9FeG+PjR3rkJpK1UmlBMuHH36IiIgIuLi4ID4+Hvv377d6/A8//ICmTZvCxcUFLVq0wJYtW0T7GWOYO3cuGjRoAFdXVyQmJuLs2bMWPu0BU1YK5N5PZf7Ia6btrt5Aq+HAlONAwx7y760iQsdbS9EgKoVKJBh0Kh0fn88h5wCaMjQFPw74kVfnUi//VadWicz20nBT4YVeFUUuZzGojIXF19UXk9tORrBHMBrpGyGpWRImt5ls1vcA9wB0D+kOwJhaXJhJ+FbJLXxw9AP+9T+3/xE9VKszRNES0gFEriKsLXDJ2wDwIcbWEJ5fe32KLBHjG8Nbv9ZkrsG4beMAGIsqnr5Z+YrFgNEixFXuBow5hbhrtn1gez6Nec6dHN5qE+4Zjv1J+/l6REIc4TRtC3I+LJxg4URjYWkh3j74Nh767iFk5mWa5UOxt7imUPRJrWac+Mkvycfs1NmiJWDpktD8jvOxtOtSvNLhFbu+n3AsQuupj84Hehe9zVZv4b3d2r+1o5vmcOwWLGvWrMHUqVMxb948HD58GK1atULv3r2RmytvOt+7dy9GjhyJcePG4ciRIxg0aBAGDRqEjAxT6OLSpUvx3nvv4ZNPPkF6ejrc3d3Ru3dvFBc7op5wFbl1GQADNO5AsCAO3UMwSIxcXS1fzVlYdv+z22LBqUD3QLMH0Ge9PuMTmQGm6qRC/N380cTHtHYt5+UvdMCVZtwVmiHtSfImRdbCUsVCcwqFAjM6zMCElhNk91vy35BmSj118xTv69IluIvV9eLqxBEJmzR2OoIrFAqMbj4a3UO7OzT/gnBGf+3ONezM2oneP/XGuN/GVfmzB0cP5q+n94+8DwaGRvpG8HXx5R/S2Xey+RIUreq3gqvaFWNjx+LL3l+KIo0elIVF6MNyJPcIBqwfgLWZawEAzf2aAzCGc684uQJFZUV488CbZjV9hBFAtiDsm9TC4qn1hIvKmANp4/mNeH7H87xfG78kdP8h565xR9/Ivg4TtETlEFpY7F0yFi43Rno6f/FKuwXL22+/jQkTJmDMmDGIiYnBJ598Ajc3N3z55Zeyxy9fvhx9+vTBtGnT0KxZMyxcuBBt27bFBx8YZ7KMMbz77ruYPXs2Bg4ciJYtW+Lrr7/G1atXsWHDhip1ziHs+8j4v3cEIAynjBYU+tK4AJMOAiod8JA4+qAq2JKenitSJ0SlVPGDHWDbbDFfJnR7/7X9OPvvWby27zUsOyhOCy+c1TlasDii5ow15GoAAaaEWhyXCi5h5cmVAIxhgBXlmqkuVvRegfqu9R+4hefFuBfx/sPvO7Tf0hn95J3yvj6+Lr68JYxjcZfFFX/+/aXNnZd3AgDGtxgPhUKBII8g1NPUQ3F5MbZcNFp4hb4c7QPbi2aY1ZWOXwpnybpx9wYmpkzEpYJLOJJ7BIAxIZ+U9Ox0pF1L41/X09ZDYniiXd8psrBI6ugoFAozi83sPbMxO3U2Od06KVURLMJ7wN5JTU1gl9doaWkpDh06hFdeMZkAlUolEhMTkZaWJvuetLQ0TJ06VbStd+/evBi5ePEisrOzkZhouum8vLwQHx+PtLQ0jBgxwuwzS0pKUFJiSvFdUFBND7iyUuDA58a/vSMAzyDAr7Exk214Z/GxftHAjCyjeHEQtgiNpj5NZbcLHU87BXWq8HPGthgrKkkOAC//aTlHgVCkWMuDUhFyjpyVqfVjD5Fekdg8eDNm/DEDGTdNlr4VGZbDWKsr26ktNPFpgt+H/m7TUo4t1KTTpK2F5gLdAxHtHc1fk6kjUm2qZdIjrAfOnzAmXVNAwef6USvVaB/YHjsu7+CXhKQTghfavYBgj2C0qt/qgQ3enIUl9Uqq2b7G3o3RSN/IYo2kSa0noW9kX7uXZIWCRO4B5+3iLfKjkbaNnG6dC+F9Ye+1kNAgAUu6LEFTX/nniLNh1wh448YNlJeXIyBA4hcQEIDsbPlcIdnZ2VaP5/635zMXL14MLy8v/l9oqHx4bJUpumkUJp7BQMthxvwqE/cD41MAlYzWc6BYAYy+BsKS8SOajMD8hPn4ccCPfN0PSyXdu4V2Q4xvDMbEjkGEV0SF39XGvw22Pb4NEZ4RaObTDJ5aT+hUOlF4rl6nR6xvLKK8ojC+xXj0Cu+F+AbxZpE49vB49OPoGtIVSc2SMCt+FsLqhcmGrTqacM9wTGwzkbfwaJQaUV+b+TTj9/UK78XnuakpHCFWktsmI8IzAmNixzigRZWjZ3hPPpeM3DJkS7+WCPYIxtyEuXgy5kk09GqIZ1o9Y3PhtWGNhyHYIxg6lQ5DooeIHsjDmgyDXqfnQ8Klvl6B7oGY3HYyuoV2k35stdE+sD3fXu7606l0iPCMQHxgPGbFz4K3zhtRXlGYFjeNFwvNfZtjbOxYUXkFW/Fx8UFiWCK6hnSVXfoa1GgQPDQeaOjVUCQwtUoteob1JAuLk9E1pCv8XP3Q3Le5KHu1LSgUCvRr2M+uFAk1iYJZS4gg4erVqwgODsbevXuRkGDKdDh9+nTs3r0b6enpZu/RarX46quvMHKk6cH70UcfYcGCBcjJycHevXvRqVMnXL16FQ0amFKsDxs2DAqFAmvWrDH7TDkLS2hoKG7dugVPT+sJlAiCIAiCcA4KCgrg5eVl0/Pbrmmbn58fVCoVcnLESYVycnIQGCgfbhgYGGj1eO5/ez5Tp9PB09NT9I8gCIIgiLqLXYJFq9WiXbt2SEkx1eAwGAxISUkRWVyEJCQkiI4HgO3bt/PHR0ZGIjAwUHRMQUEB0tPTLX4mQRAEQRD/f2F3qtapU6di1KhRiIuLQ4cOHfDuu+/izp07GDPGuC7+1FNPITg4GIsXGz36k5OT0a1bNyxbtgz9+/fH6tWrcfDgQXz6qTEZm0KhwJQpU/Daa68hOjoakZGRmDNnDoKCgjBo0CDH9ZQgCIIgiFqL3YJl+PDhuH79OubOnYvs7Gy0bt0av/76K+80m5WVBaXSZLjp2LEjvvvuO8yePRszZ85EdHQ0NmzYgNjYWP6Y6dOn486dO/jvf/+L/Px8dO7cGb/++itcXBzrxEoQBEEQRO3ELqdbZ8Uepx2CIAiCIJyDanO6JQiCIAiCqAlIsBAEQRAE4fSQYCEIgiAIwukhwUIQBEEQhNNDgoUgCIIgCKeHBAtBEARBEE4PCRaCIAiCIJweEiwEQRAEQTg9JFgIgiAIgnB67E7N74xwyXoLCgpquCUEQRAEQdgK99y2Jel+nRAshYWFAIDQ0NAabglBEARBEPZSWFgILy8vq8fUiVpCBoMBV69eRb169aBQKBz62QUFBQgNDcXly5frZJ2iut4/oO73kfpX+6nrfazr/QPqfh+rq3+MMRQWFiIoKEhUOFmOOmFhUSqVCAkJqdbv8PT0rJMXIUdd7x9Q9/tI/av91PU+1vX+AXW/j9XRv4osKxzkdEsQBEEQhNNDgoUgCIIgCKeHBEsF6HQ6zJs3DzqdrqabUi3U9f4Bdb+P1L/aT13vY13vH1D3++gM/asTTrcEQRAEQdRtyMJCEARBEITTQ4KFIAiCIAinhwQLQRAEQRBODwkWgiAIgiCcHhIsFfDhhx8iIiICLi4uiI+Px/79+2u6STbxxx9/YMCAAQgKCoJCocCGDRtE+xljmDt3Lho0aABXV1ckJibi7NmzomPy8vKQlJQET09P6PV6jBs3Drdv336AvbDM4sWL0b59e9SrVw/+/v4YNGgQMjMzRccUFxdj4sSJ8PX1hYeHBx5//HHk5OSIjsnKykL//v3h5uYGf39/TJs2DWVlZQ+yK7J8/PHHaNmyJZ+kKSEhAVu3buX31+a+yfHGG29AoVBgypQp/Lba3sf58+dDoVCI/jVt2pTfX9v7BwBXrlzBE088AV9fX7i6uqJFixY4ePAgv7+2jzMRERFm51ChUGDixIkAav85LC8vx5w5cxAZGQlXV1dERUVh4cKForo+TnUOGWGR1atXM61Wy7788kt28uRJNmHCBKbX61lOTk5NN61CtmzZwmbNmsXWrVvHALD169eL9r/xxhvMy8uLbdiwgR07dow99thjLDIykt29e5c/pk+fPqxVq1Zs37597M8//2SNGjViI0eOfMA9kad3795sxYoVLCMjgx09epT169ePhYWFsdu3b/PHPPPMMyw0NJSlpKSwgwcPsoceeoh17NiR319WVsZiY2NZYmIiO3LkCNuyZQvz8/Njr7zySk10ScTPP//MfvnlF3bmzBmWmZnJZs6cyTQaDcvIyGCM1e6+Sdm/fz+LiIhgLVu2ZMnJyfz22t7HefPmsebNm7Nr167x/65fv87vr+39y8vLY+Hh4Wz06NEsPT2dXbhwgW3bto2dO3eOP6a2jzO5ubmi87d9+3YGgO3cuZMxVvvP4aJFi5ivry/bvHkzu3jxIvvhhx+Yh4cHW758OX+MM51DEixW6NChA5s4cSL/ury8nAUFBbHFixfXYKvsRypYDAYDCwwMZG+++Sa/LT8/n+l0Ovb9998zxhj766+/GAB24MAB/pitW7cyhULBrly58sDabiu5ubkMANu9ezdjzNgfjUbDfvjhB/6YU6dOMQAsLS2NMWYUdUqlkmVnZ/PHfPzxx8zT05OVlJQ82A7YgLe3N/v888/rVN8KCwtZdHQ02759O+vWrRsvWOpCH+fNm8datWolu68u9O/ll19mnTt3tri/Lo4zycnJLCoqihkMhjpxDvv378/Gjh0r2jZkyBCWlJTEGHO+c0hLQhYoLS3FoUOHkJiYyG9TKpVITExEWlpaDbas6ly8eBHZ2dmivnl5eSE+Pp7vW1paGvR6PeLi4vhjEhMToVQqkZ6e/sDbXBG3bt0CAPj4+AAADh06hHv37on62LRpU4SFhYn62KJFCwQEBPDH9O7dGwUFBTh58uQDbL11ysvLsXr1aty5cwcJCQl1qm8TJ05E//79RX0B6s75O3v2LIKCgtCwYUMkJSUhKysLQN3o388//4y4uDgMHToU/v7+aNOmDT777DN+f10bZ0pLS7Fq1SqMHTsWCoWiTpzDjh07IiUlBWfOnAEAHDt2DKmpqejbty8A5zuHdaL4YXVw48YNlJeXiy40AAgICMDp06drqFWOITs7GwBk+8bty87Ohr+/v2i/Wq2Gj48Pf4yzYDAYMGXKFHTq1AmxsbEAjO3XarXQ6/WiY6V9lPsNuH01zYkTJ5CQkIDi4mJ4eHhg/fr1iImJwdGjR2t93wBg9erVOHz4MA4cOGC2ry6cv/j4eKxcuRJNmjTBtWvXsGDBAnTp0gUZGRl1on8XLlzAxx9/jKlTp2LmzJk4cOAAJk+eDK1Wi1GjRtW5cWbDhg3Iz8/H6NGjAdSNa3TGjBkoKChA06ZNoVKpUF5ejkWLFiEpKQmA8z0rSLAQtZ6JEyciIyMDqampNd0Uh9KkSRMcPXoUt27dwo8//ohRo0Zh9+7dNd0sh3D58mUkJydj+/btcHFxqenmVAvcLBUAWrZsifj4eISHh2Pt2rVwdXWtwZY5BoPBgLi4OLz++usAgDZt2iAjIwOffPIJRo0aVcOtczxffPEF+vbti6CgoJpuisNYu3Ytvv32W3z33Xdo3rw5jh49iilTpiAoKMgpzyEtCVnAz88PKpXKzOM7JycHgYGBNdQqx8C131rfAgMDkZubK9pfVlaGvLw8p+r/pEmTsHnzZuzcuRMhISH89sDAQJSWliI/P190vLSPcr8Bt6+m0Wq1aNSoEdq1a4fFixejVatWWL58eZ3o26FDh5Cbm4u2bdtCrVZDrVZj9+7deO+996BWqxEQEFDr+yhFr9ejcePGOHfuXJ04hw0aNEBMTIxoW7Nmzfhlr7o0zvz999/4/fffMX78eH5bXTiH06ZNw4wZMzBixAi0aNECTz75JF544QUsXrwYgPOdQxIsFtBqtWjXrh1SUlL4bQaDASkpKUhISKjBllWdyMhIBAYGivpWUFCA9PR0vm8JCQnIz8/HoUOH+GN27NgBg8GA+Pj4B95mKYwxTJo0CevXr8eOHTsQGRkp2t+uXTtoNBpRHzMzM5GVlSXq44kTJ0Q32/bt2+Hp6Wk2EDsDBoMBJSUldaJvPXv2xIkTJ3D06FH+X1xcHJKSkvi/a3sfpdy+fRvnz59HgwYN6sQ57NSpk1kqgTNnziA8PBxA3RhnOFasWAF/f3/079+f31YXzmFRURGUSrEMUKlUMBgMAJzwHDrUhbeOsXr1aqbT6djKlSvZX3/9xf773/8yvV4v8vh2VgoLC9mRI0fYkSNHGAD29ttvsyNHjrC///6bMWYMVdPr9Wzjxo3s+PHjbODAgbKham3atGHp6eksNTWVRUdHO0244bPPPsu8vLzYrl27RGGHRUVF/DHPPPMMCwsLYzt27GAHDx5kCQkJLCEhgd/PhRw+8sgj7OjRo+zXX39l9evXd4qQwxkzZrDdu3ezixcvsuPHj7MZM2YwhULBfvvtN8ZY7e6bJYRRQozV/j6++OKLbNeuXezixYtsz549LDExkfn5+bHc3FzGWO3v3/79+5larWaLFi1iZ8+eZd9++y1zc3Njq1at4o+p7eMMY8bo0LCwMPbyyy+b7avt53DUqFEsODiYD2tet24d8/PzY9OnT+ePcaZzSIKlAt5//30WFhbGtFot69ChA9u3b19NN8kmdu7cyQCY/Rs1ahRjzBiuNmfOHBYQEMB0Oh3r2bMny8zMFH3GzZs32ciRI5mHhwfz9PRkY8aMYYWFhTXQG3Pk+gaArVixgj/m7t277LnnnmPe3t7Mzc2NDR48mF27dk30OZcuXWJ9+/Zlrq6uzM/Pj7344ovs3r17D7g35owdO5aFh4czrVbL6tevz3r27MmLFcZqd98sIRUstb2Pw4cPZw0aNGBarZYFBwez4cOHi3KU1Pb+McbYpk2bWGxsLNPpdKxp06bs008/Fe2v7eMMY4xt27aNATBrN2O1/xwWFBSw5ORkFhYWxlxcXFjDhg3ZrFmzRCHXznQOFYwJUtoRBEEQBEE4IeTDQhAEQRCE00OChSAIgiAIp4cEC0EQBEEQTg8JFoIgCIIgnB4SLARBEARBOD0kWAiCIAiCcHpIsBAEQRAE4fSQYCEIgiAIwukhwUIQBEEQhNNDgoUgCKeme/fumDJlSk03gyCIGoYEC0EQBEEQTg/VEiIIwmkZPXo0vvrqK9G2ixcvIiIiomYaRBBEjUGChSAIp+XWrVvo27cvYmNj8eqrrwIA6tevD5VKVcMtIwjiQaOu6QYQBEFYwsvLC1qtFm5ubggMDKzp5hAEUYOQDwtBEARBEE4PCRaCIAiCIJweEiwEQTg1Wq0W5eXlNd0MgiBqGBIsBEE4NREREUhPT8elS5dw48YNGAyGmm4SQRA1AAkWgiCcmpdeegkqlQoxMTGoX78+srKyarpJBEHUABTWTBAEQRCE00MWFoIgCIIgnB4SLARBEARBOD0kWAiCIAiCcHpIsBAEQRAE4fSQYCEIgiAIwukhwUIQBEEQhNNDgoUgCIIgCKeHBAtBEARBEE4PCRaCIAiCIJweEiwEQRAEQTg9JFgIgiAIgnB6/h/22LIxsRWHKQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(x='t')" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "00baf8ed-18ce-4bb4-b06a-60f930b379b6", + "metadata": {}, + "outputs": [], + "source": [ + "def simulate2(env, agent):\n", + " T = 10000\n", + " obs, info = env.reset()\n", + " M, B, W = env.bound * (obs + 1) /2 \n", + " Ms, Bs, Ws, moosecull, wolfcull, LFrest = [M], [B], [W], [0], [0], [0] # the initial state there is no action yet\n", + " for t in range(T):\n", + " action, info = agent.predict(obs)\n", + " obs, reward, terminated, truncated, info = env.step(action)\n", + " M, B, W = env.bound * (obs + 1) /2 \n", + " Ms.append(M)\n", + " Bs.append(B)\n", + " Ws.append(W)\n", + " moosecull.append((action[0]+1)/2)\n", + " wolfcull.append((action[1]+1)/2)\n", + " LFrest.append((action[2]+1)/2)\n", + " \n", + " return pd.DataFrame(\n", + " {\n", + " 't': [t for t in range(T+1)],\n", + " 'M': Ms,\n", + " 'B': Bs,\n", + " 'W': Ws,\n", + " 'moosecull': moosecull,\n", + " 'wolfcull': wolfcull,\n", + " 'LFrest': LFrest\n", + " }\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "3c1a6e2a-92e7-4dc8-89fe-bf57bd5c5bd4", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = simulate2(\n", + " CaribouScipy(\n", + " config={'initial_pop': np.array([0.2711187, 0.0001, 0.07967687])}\n", + " ), \n", + " ppoAgent\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "5187da22-e409-4172-b668-eeb2bea46ea8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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tMBWmoosecullwolfcullLFrest
000.2715920.0001000.0795720.0000000.00.0
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440.2268300.0156260.0604970.5708980.00.0
........................
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10001 rows × 7 columns

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" + ], + "text/plain": [ + " t M B W moosecull wolfcull LFrest\n", + "0 0 0.271592 0.000100 0.079572 0.000000 0.0 0.0\n", + "1 1 0.265559 0.000000 0.076070 0.697784 0.0 0.0\n", + "2 2 0.245124 0.005083 0.068542 0.677970 0.0 0.0\n", + "3 3 0.237694 0.008161 0.066559 0.600875 0.0 0.0\n", + "4 4 0.226830 0.015626 0.060497 0.570898 0.0 0.0\n", + "... ... ... ... ... ... ... ...\n", + "9996 9996 0.127768 0.193602 0.011291 0.185205 0.0 0.0\n", + "9997 9997 0.125947 0.194216 0.010702 0.221801 0.0 0.0\n", + "9998 9998 0.126776 0.197395 0.009379 0.214861 0.0 0.0\n", + "9999 9999 0.124897 0.204178 0.007722 0.223531 0.0 0.0\n", + "10000 10000 0.125875 0.200913 0.011156 0.221668 0.0 0.0\n", + "\n", + "[10001 rows x 7 columns]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2 #moose = 0.125875, caribou = 0.200913, wolves = 0.011156, moosecull = 0.221668" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "625d8f04-c4a9-45ca-b839-5e3ad30f1b04", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.25019748630884014" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2['moosecull'].mean()" + ] + }, + { + "cell_type": "markdown", + "id": "09668e85-36c6-471d-9773-eaaa1e87da91", + "metadata": {}, + "source": [ + "What's interesting is that no wolf culls are enacted, but the wolf populations are kept tamped down purely by lack of prey. this suggests in a limited trophic system (only prey for wolves are modeled), mooseculls would be enough to actually dampen wolf populations " + ] + }, + { + "cell_type": "markdown", + "id": "72f0c821-3f11-4109-ab15-e2e0b337156e", + "metadata": {}, + "source": [ + "Now let's try a constant action instead of learning, and see how they compare " + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "e9c9ad9d-69f1-45c9-94c8-391caedcfe18", + "metadata": {}, + "outputs": [], + "source": [ + "constantmoosecull = constAction(mortality_vec=np.array([0.25019748630884014,0,0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "4f872d28-a83e-4a5c-a348-49191fcfd2c5", + "metadata": {}, + "outputs": [], + "source": [ + "df3 = simulate2(\n", + " CaribouScipy(\n", + " config={'initial_pop': np.array([0.2711187, 0.00001, 0.07967687])}\n", + " ), \n", + " constantmoosecull\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "0de724f1-52af-45ba-83e2-6dbaa5f84a26", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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tMBWmoosecullwolfcullLFrest
000.2711890.0000100.0797500.0000000.00.0
110.2701400.0033270.0763940.2501970.00.0
220.2634980.0000000.0804820.2501970.00.0
330.2626550.0026410.0814210.2501970.00.0
440.2629520.0026220.0817980.2501970.00.0
........................
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10000100000.2080920.0861980.0200090.2501970.00.0
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10001 rows × 7 columns

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" + ], + "text/plain": [ + " t M B W moosecull wolfcull LFrest\n", + "0 0 0.271189 0.000010 0.079750 0.000000 0.0 0.0\n", + "1 1 0.270140 0.003327 0.076394 0.250197 0.0 0.0\n", + "2 2 0.263498 0.000000 0.080482 0.250197 0.0 0.0\n", + "3 3 0.262655 0.002641 0.081421 0.250197 0.0 0.0\n", + "4 4 0.262952 0.002622 0.081798 0.250197 0.0 0.0\n", + "... ... ... ... ... ... ... ...\n", + "9996 9996 0.212014 0.103054 0.015200 0.250197 0.0 0.0\n", + "9997 9997 0.213589 0.095945 0.013633 0.250197 0.0 0.0\n", + "9998 9998 0.214614 0.088864 0.017539 0.250197 0.0 0.0\n", + "9999 9999 0.214608 0.089382 0.020956 0.250197 0.0 0.0\n", + "10000 10000 0.208092 0.086198 0.020009 0.250197 0.0 0.0\n", + "\n", + "[10001 rows x 7 columns]" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "16d32cb6-e2f4-4bc6-bdcd-a35a54d74780", + "metadata": {}, + "outputs": [], + "source": [ + "#moose =0.208092, caribou = 0.086198, wolves = 0.020009" + ] + }, + { + "cell_type": "markdown", + "id": "4102496b-9ee6-4c91-a817-34f27466bdb4", + "metadata": {}, + "source": [ + "everything is a lower equilibrium value that with the dynamic learning algorithm, especially caribou" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "d929f5de-cb99-4988-949d-1f45f6023bb9", + "metadata": {}, + "outputs": [], + "source": [ + "constantwolf = constAction(mortality_vec=np.array([0,0.25019748630884014,0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "3bf62e7c-1f00-4bbf-8ed5-192088eaede3", + "metadata": {}, + "outputs": [], + "source": [ + "df4 = simulate2(\n", + " CaribouScipy(\n", + " config={'initial_pop': np.array([0.2711187, 0.00001, 0.07967687])}\n", + " ), \n", + " constantwolf\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "82a3baad-a500-4090-9b07-dafc7ba3e753", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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tMBWmoosecullwolfcullLFrest
000.2711750.0000100.0797260.00.0000000.0
110.2736840.0022260.0747740.00.2501970.0
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330.2633830.0043210.0733570.00.2501970.0
440.2638430.0055270.0694650.00.2501970.0
........................
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10001 rows × 7 columns

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" + ], + "text/plain": [ + " t M B W moosecull wolfcull LFrest\n", + "0 0 0.271175 0.000010 0.079726 0.0 0.000000 0.0\n", + "1 1 0.273684 0.002226 0.074774 0.0 0.250197 0.0\n", + "2 2 0.264629 0.002657 0.078230 0.0 0.250197 0.0\n", + "3 3 0.263383 0.004321 0.073357 0.0 0.250197 0.0\n", + "4 4 0.263843 0.005527 0.069465 0.0 0.250197 0.0\n", + "... ... ... ... ... ... ... ...\n", + "9996 9996 0.260629 0.017928 0.070502 0.0 0.250197 0.0\n", + "9997 9997 0.268508 0.017746 0.059063 0.0 0.250197 0.0\n", + "9998 9998 0.265086 0.014298 0.060345 0.0 0.250197 0.0\n", + "9999 9999 0.269537 0.018293 0.064447 0.0 0.250197 0.0\n", + "10000 10000 0.278954 0.017444 0.072202 0.0 0.250197 0.0\n", + "\n", + "[10001 rows x 7 columns]" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df4" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "ec0c8f1f-5a5c-4bb4-9598-fdce7a03ad09", + "metadata": {}, + "outputs": [], + "source": [ + "merged = pd.DataFrame(\n", + " {\n", + " 't': df2['t'],\n", + " 'dynammoose': df2['B'],\n", + " 'constmoose': df3['B'],\n", + " 'constwolf': df4['B']\n", + " }\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "3b082e74-4cf0-4244-a2f8-62fe59c23488", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "merged.plot(x='t')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "561153a1-2cbc-4f11-a83b-f5a18a678009", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/compare-solutions.ipynb b/notebooks/compare-solutions.ipynb index 3647f35..ae7d32f 100644 --- a/notebooks/compare-solutions.ipynb +++ b/notebooks/compare-solutions.ipynb @@ -2,10 +2,22 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "id": "cff325f3-71d3-469c-aec5-e340219ce0e4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'rl4eco'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 8\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mplotnine\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m geom_point, ggplot, aes, geom_density, geom_bar\n\u001b[0;32m----> 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mrl4eco\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m load_hf_agent\n\u001b[1;32m 9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mrl4caribou\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Caribou\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'rl4eco'" + ] + } + ], "source": [ "import ibis\n", "from ibis import _\n", diff --git a/notebooks/policy-evaluation.ipynb b/notebooks/policy-evaluation.ipynb index 9f2fb6a..88123ca 100644 --- a/notebooks/policy-evaluation.ipynb +++ b/notebooks/policy-evaluation.ipynb @@ -140,21 +140,21 @@ "name": "stderr", "output_type": "stream", "text": [ - "2024-03-01 23:46:59,972\tINFO worker.py:1724 -- Started a local Ray instance.\n" + "2024-04-13 23:17:08,842\tINFO worker.py:1752 -- Started a local Ray instance.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 6min 1s, sys: 35min 52s, total: 41min 54s\n", - "Wall time: 2min 22s\n" + "CPU times: user 6min 3s, sys: 36min 25s, total: 42min 29s\n", + "Wall time: 2min 21s\n" ] }, { "data": { "text/plain": [ - "([0.2846977692414673, 0.0], -76.8689655118643)" + "([0.28464007967277005, 0.0], -204.63679761621117)" ] }, "execution_count": 3, @@ -189,7 +189,7 @@ { "data": { "text/plain": [ - "(-100.45752996936659, -209.49536603548933, 8.580306096756132)" + "(-221.07491371142046, -364.65515325587444, -77.49467416696646)" ] }, "execution_count": 5, @@ -214,7 +214,27 @@ "execution_count": 6, "id": "0fe5aa6e-14b2-4296-8cb9-7b06258d2ea2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: '../saved_agents/PPO-CaribouScipy-2.zip.zip'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[6], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mstable_baselines3\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m PPO\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msb3_contrib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m TQC\n\u001b[0;32m----> 4\u001b[0m ppoAgent \u001b[38;5;241m=\u001b[39m \u001b[43mPPO\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m../saved_agents/PPO-CaribouScipy-2.zip\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5\u001b[0m tqcAgent \u001b[38;5;241m=\u001b[39m TQC\u001b[38;5;241m.\u001b[39mload(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m../saved_agents/TQC-CaribouScipy-2.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m/opt/venv/lib/python3.10/site-packages/stable_baselines3/common/base_class.py:677\u001b[0m, in \u001b[0;36mBaseAlgorithm.load\u001b[0;34m(cls, path, env, device, custom_objects, print_system_info, force_reset, **kwargs)\u001b[0m\n\u001b[1;32m 674\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m== CURRENT SYSTEM INFO ==\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 675\u001b[0m get_system_info()\n\u001b[0;32m--> 677\u001b[0m data, params, pytorch_variables \u001b[38;5;241m=\u001b[39m \u001b[43mload_from_zip_file\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 678\u001b[0m \u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 679\u001b[0m \u001b[43m \u001b[49m\u001b[43mdevice\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdevice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 680\u001b[0m \u001b[43m \u001b[49m\u001b[43mcustom_objects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcustom_objects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 681\u001b[0m \u001b[43m \u001b[49m\u001b[43mprint_system_info\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprint_system_info\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 682\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 684\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo data found in the saved file\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 685\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m params \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo params found in the saved file\u001b[39m\u001b[38;5;124m\"\u001b[39m\n", + "File \u001b[0;32m/opt/venv/lib/python3.10/site-packages/stable_baselines3/common/save_util.py:402\u001b[0m, in \u001b[0;36mload_from_zip_file\u001b[0;34m(load_path, load_data, custom_objects, device, verbose, print_system_info)\u001b[0m\n\u001b[1;32m 375\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mload_from_zip_file\u001b[39m(\n\u001b[1;32m 376\u001b[0m load_path: Union[\u001b[38;5;28mstr\u001b[39m, pathlib\u001b[38;5;241m.\u001b[39mPath, io\u001b[38;5;241m.\u001b[39mBufferedIOBase],\n\u001b[1;32m 377\u001b[0m load_data: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 381\u001b[0m print_system_info: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[1;32m 382\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Tuple[Optional[Dict[\u001b[38;5;28mstr\u001b[39m, Any]], TensorDict, Optional[TensorDict]]:\n\u001b[1;32m 383\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 384\u001b[0m \u001b[38;5;124;03m Load model data from a .zip archive\u001b[39;00m\n\u001b[1;32m 385\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 400\u001b[0m \u001b[38;5;124;03m and dict of pytorch variables\u001b[39;00m\n\u001b[1;32m 401\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 402\u001b[0m file \u001b[38;5;241m=\u001b[39m \u001b[43mopen_path\u001b[49m\u001b[43m(\u001b[49m\u001b[43mload_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mverbose\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mverbose\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msuffix\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mzip\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 404\u001b[0m \u001b[38;5;66;03m# set device to cpu if cuda is not available\u001b[39;00m\n\u001b[1;32m 405\u001b[0m device \u001b[38;5;241m=\u001b[39m get_device(device\u001b[38;5;241m=\u001b[39mdevice)\n", + "File \u001b[0;32m/usr/lib/python3.10/functools.py:889\u001b[0m, in \u001b[0;36msingledispatch..wrapper\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m 885\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m args:\n\u001b[1;32m 886\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfuncname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m requires at least \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 887\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m1 positional argument\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m--> 889\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__class__\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/venv/lib/python3.10/site-packages/stable_baselines3/common/save_util.py:239\u001b[0m, in \u001b[0;36mopen_path_str\u001b[0;34m(path, mode, verbose, suffix)\u001b[0m\n\u001b[1;32m 224\u001b[0m \u001b[38;5;129m@open_path\u001b[39m\u001b[38;5;241m.\u001b[39mregister(\u001b[38;5;28mstr\u001b[39m)\n\u001b[1;32m 225\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mopen_path_str\u001b[39m(path: \u001b[38;5;28mstr\u001b[39m, mode: \u001b[38;5;28mstr\u001b[39m, verbose: \u001b[38;5;28mint\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m, suffix: Optional[\u001b[38;5;28mstr\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m io\u001b[38;5;241m.\u001b[39mBufferedIOBase:\n\u001b[1;32m 226\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 227\u001b[0m \u001b[38;5;124;03m Open a path given by a string. If writing to the path, the function ensures\u001b[39;00m\n\u001b[1;32m 228\u001b[0m \u001b[38;5;124;03m that the path exists.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 237\u001b[0m \u001b[38;5;124;03m :return:\u001b[39;00m\n\u001b[1;32m 238\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 239\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mopen_path_pathlib\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpathlib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mPath\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mverbose\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msuffix\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/venv/lib/python3.10/site-packages/stable_baselines3/common/save_util.py:290\u001b[0m, in \u001b[0;36mopen_path_pathlib\u001b[0;34m(path, mode, verbose, suffix)\u001b[0m\n\u001b[1;32m 284\u001b[0m path\u001b[38;5;241m.\u001b[39mparent\u001b[38;5;241m.\u001b[39mmkdir(exist_ok\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, parents\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 286\u001b[0m \u001b[38;5;66;03m# if opening was successful uses the open_path() function\u001b[39;00m\n\u001b[1;32m 287\u001b[0m \u001b[38;5;66;03m# if opening failed with IsADirectory|FileNotFound, calls open_path_pathlib\u001b[39;00m\n\u001b[1;32m 288\u001b[0m \u001b[38;5;66;03m# with corrections\u001b[39;00m\n\u001b[1;32m 289\u001b[0m \u001b[38;5;66;03m# if reading failed with FileNotFoundError, calls open_path_pathlib with suffix\u001b[39;00m\n\u001b[0;32m--> 290\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mopen_path_pathlib\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mverbose\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msuffix\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/venv/lib/python3.10/site-packages/stable_baselines3/common/save_util.py:271\u001b[0m, in \u001b[0;36mopen_path_pathlib\u001b[0;34m(path, mode, verbose, suffix)\u001b[0m\n\u001b[1;32m 269\u001b[0m path, suffix \u001b[38;5;241m=\u001b[39m newpath, \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 270\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 271\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m error\n\u001b[1;32m 272\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 273\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "File \u001b[0;32m/opt/venv/lib/python3.10/site-packages/stable_baselines3/common/save_util.py:263\u001b[0m, in \u001b[0;36mopen_path_pathlib\u001b[0;34m(path, mode, verbose, suffix)\u001b[0m\n\u001b[1;32m 261\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 262\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 263\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m open_path(\u001b[43mpath\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrb\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m, mode, verbose, suffix)\n\u001b[1;32m 264\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mFileNotFoundError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m error:\n\u001b[1;32m 265\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m suffix \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m suffix \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n", + "File \u001b[0;32m/usr/lib/python3.10/pathlib.py:1119\u001b[0m, in \u001b[0;36mPath.open\u001b[0;34m(self, mode, buffering, encoding, errors, newline)\u001b[0m\n\u001b[1;32m 1117\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[1;32m 1118\u001b[0m encoding \u001b[38;5;241m=\u001b[39m io\u001b[38;5;241m.\u001b[39mtext_encoding(encoding)\n\u001b[0;32m-> 1119\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_accessor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffering\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1120\u001b[0m \u001b[43m \u001b[49m\u001b[43mnewline\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../saved_agents/PPO-CaribouScipy-2.zip.zip'" + ] + } + ], "source": [ "from stable_baselines3 import PPO\n", "from sb3_contrib import TQC\n", @@ -225,21 +245,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "6a1c532b-65c7-429f-94b3-c3219c23bcc3", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(-25.84146727008485, -86.69016972646938, 35.00723518629968)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gather_stats_seq(manager=tqcAgent, env=CaribouScipy())" ] @@ -275,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "25646dc3-36b1-47d3-9aaf-9aa3fb76265a", "metadata": {}, "outputs": [], @@ -287,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "5927e08d-bfba-4b38-aaa2-0eb456c8fc15", "metadata": {}, "outputs": [], @@ -313,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "bc96b4d1-109b-4751-82ea-fa00c89f52c4", "metadata": {}, "outputs": [], @@ -323,30 +332,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "3df22322-7bde-4016-9216-8b8f7adf50f3", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/venv/lib/python3.10/site-packages/plotnine/geoms/geom_path.py:100: PlotnineWarning: geom_path: Removed 2400 rows containing missing values.\n" - ] - }, - { - "data": { - "image/png": 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" - }, - "metadata": { - "image/png": { - "height": 480, - "width": 640 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from plotnine import ggplot, aes, geom_line, facet_wrap\n", "ggplot(df, aes(x='t', y='value', color='variable')) + geom_line() + facet_wrap(facets=['data', 'agent'], scales=\"Free\")" diff --git a/src/rl4caribou/envs/caribou_ode.py b/src/rl4caribou/envs/caribou_ode.py index 2cdaa75..a3537ec 100644 --- a/src/rl4caribou/envs/caribou_ode.py +++ b/src/rl4caribou/envs/caribou_ode.py @@ -49,35 +49,35 @@ def ode_func(y, t, effort, p): ## ## Param vals taken from https://doi.org/10.1016/j.ecolmodel.2019.108891 ## -am = {"current": 15.32, "full_rest": 11.00} -ab = {"current": 51.45, "full_rest": 26.39} +#am = {"current": 15.32, "full_rest": 11.00} +#ab = {"current": 51.45, "full_rest": 26.39} -parameters = { - "r_m": np.float32(0.39), - "r_b": np.float32(0.30), +#parameters = { +# "r_m": np.float32(0.39), +# "r_b": np.float32(0.30), # - "alpha_mm": np.float32(1), - "alpha_bb": np.float32(1), - "alpha_bm": np.float32(1), - "alpha_mb": np.float32(1), +# "alpha_mm": np.float32(1), +# "alpha_bb": np.float32(1), +# "alpha_bm": np.float32(1), +# "alpha_mb": np.float32(1), # - "a_M": am["current"], - "a_B": ab["current"], + # "a_M": am["current"], +# "a_B": ab["current"], # - "K_m": np.float32(1.1), - "K_b": np.float32(0.40), +# "K_m": np.float32(1.1), +# "K_b": np.float32(0.40), # - "h_M": np.float32(0.112), - "h_B": np.float32(0.112), +# "h_M": np.float32(0.112), +# "h_B": np.float32(0.112), # - "x": np.float32(2), - "u": np.float32(1), - "d": np.float32(1), +# "x": np.float32(2), +# "u": np.float32(1), +# "d": np.float32(1), # - "sigma_M": np.float32(0.05), - "sigma_B": np.float32(0.05), - "sigma_W": np.float32(0.05), -} +# "sigma_M": np.float32(0.05), +# "sigma_B": np.float32(0.05), +# "sigma_W": np.float32(0.05), +#} # # computed using scipy's fsolve (coordinates where d Pops / dt = 0) singularities = [