{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": "true" }, "source": [ "# Table of Contents\n", "

1  An example of a small Single-Player simulation
1.1  Creating the problem
1.1.1  Parameters for the simulation
1.1.2  Some MAB problem with Bernoulli arms
1.1.3  Some RL algorithms
1.2  Creating the Evaluator object
1.3  Solving the problem
1.4  Plotting the results
1.4.1  First problem
1.4.2  Second problem
1.4.3  Third problem
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "# An example of a small Single-Player simulation\n", "\n", "First, be sure to be in the main folder, or to have [SMPyBandits](https://github.com/SMPyBandits/SMPyBandits) installed, and import `Evaluator` from `Environment` package:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: SMPyBandits in ./venv3/lib/python3.6/site-packages (0.9.4)\n", "Collecting watermark\n", " Using cached https://files.pythonhosted.org/packages/81/c8/9d3dd05a91bdbda03e24e52870b653c9345a0461294a7290f321bba18fad/watermark-1.7.0-py3-none-any.whl\n", "Requirement already satisfied: numpy in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (1.15.4)\n", "Requirement already satisfied: matplotlib>=2 in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (3.0.2)\n", "Requirement already satisfied: scikit-learn in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (0.20.0)\n", "Requirement already satisfied: scikit-optimize in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (0.5.2)\n", "Requirement already satisfied: seaborn in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (0.9.0)\n", "Requirement already satisfied: joblib in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (0.13.0)\n", "Requirement already satisfied: scipy>0.9 in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (1.1.0)\n", "Requirement already satisfied: ipython in ./venv3/lib/python3.6/site-packages (from watermark) (7.1.1)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in ./venv3/lib/python3.6/site-packages (from matplotlib>=2->SMPyBandits) (1.0.1)\n", "Requirement already satisfied: cycler>=0.10 in ./venv3/lib/python3.6/site-packages (from matplotlib>=2->SMPyBandits) (0.10.0)\n", "Requirement already satisfied: python-dateutil>=2.1 in ./venv3/lib/python3.6/site-packages (from matplotlib>=2->SMPyBandits) (2.7.5)\n", "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in ./venv3/lib/python3.6/site-packages (from matplotlib>=2->SMPyBandits) (2.3.0)\n", "Requirement already satisfied: pandas>=0.15.2 in ./venv3/lib/python3.6/site-packages (from seaborn->SMPyBandits) (0.23.4)\n", "Requirement already satisfied: pygments in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (2.2.0)\n", "Requirement already satisfied: pickleshare in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (0.7.5)\n", "Requirement already satisfied: pexpect; sys_platform != \"win32\" in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (4.6.0)\n", "Requirement already satisfied: jedi>=0.10 in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (0.13.1)\n", "Requirement already satisfied: traitlets>=4.2 in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (4.3.2)\n", "Requirement already satisfied: backcall in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (0.1.0)\n", "Requirement already satisfied: prompt-toolkit<2.1.0,>=2.0.0 in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (2.0.7)\n", "Requirement already satisfied: setuptools>=18.5 in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (40.6.2)\n", "Requirement already satisfied: decorator in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (4.3.0)\n", "Requirement already satisfied: six in ./venv3/lib/python3.6/site-packages (from cycler>=0.10->matplotlib>=2->SMPyBandits) (1.11.0)\n", "Requirement already satisfied: pytz>=2011k in ./venv3/lib/python3.6/site-packages (from pandas>=0.15.2->seaborn->SMPyBandits) (2018.7)\n", "Requirement already satisfied: ptyprocess>=0.5 in ./venv3/lib/python3.6/site-packages (from pexpect; sys_platform != \"win32\"->ipython->watermark) (0.6.0)\n", "Requirement already satisfied: parso>=0.3.0 in ./venv3/lib/python3.6/site-packages (from jedi>=0.10->ipython->watermark) (0.3.1)\n", "Requirement already satisfied: ipython-genutils in ./venv3/lib/python3.6/site-packages (from traitlets>=4.2->ipython->watermark) (0.2.0)\n", "Requirement already satisfied: wcwidth in ./venv3/lib/python3.6/site-packages (from prompt-toolkit<2.1.0,>=2.0.0->ipython->watermark) (0.1.7)\n", "Installing collected packages: watermark\n", "Successfully installed watermark-1.7.0\n", "Info: Using the Jupyter notebook version of the tqdm() decorator, tqdm_notebook() ...\n", "Lilian Besson \n", "\n", "CPython 3.6.6\n", "IPython 7.1.1\n", "\n", "SMPyBandits 0.9.4\n", "\n", "compiler : GCC 8.0.1 20180414 (experimental) [trunk revision 259383\n", "system : Linux\n", "release : 4.15.0-38-generic\n", "machine : x86_64\n", "processor : x86_64\n", "CPU cores : 4\n", "interpreter: 64bit\n" ] } ], "source": [ "!pip install SMPyBandits watermark\n", "%load_ext watermark\n", "%watermark -v -m -p SMPyBandits -a \"Lilian Besson\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Local imports\n", "from SMPyBandits.Environment import Evaluator, tqdm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also need arms, for instance `Bernoulli`-distributed arm:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Import arms\n", "from SMPyBandits.Arms import Bernoulli" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally we need some single-player Reinforcement Learning algorithms:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Import algorithms\n", "from SMPyBandits.Policies import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For instance, this imported the [`UCB` algorithm](https://en.wikipedia.org/wiki/Multi-armed_bandit#Bandit_strategies) is the `UCBalpha` class:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "code_folding": [ 0 ] }, "outputs": [], "source": [ "# Just improving the ?? in Jupyter. Thanks to https://nbviewer.jupyter.org/gist/minrk/7715212\n", "from __future__ import print_function\n", "from IPython.core import page\n", "def myprint(s):\n", " try:\n", " print(s['text/plain'])\n", " except (KeyError, TypeError):\n", " print(s)\n", "page.page = myprint" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;31mInit signature:\u001b[0m \u001b[0mUCBalpha\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnbArms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlower\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mamplitude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1.0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m \n", "The UCB1 (UCB-alpha) index policy, modified to take a random permutation order for the initial exploration of each arm (reduce collisions in the multi-players setting).\n", "Reference: [Auer et al. 02].\n", "\u001b[0;31mInit docstring:\u001b[0m\n", "New generic index policy.\n", "\n", "- nbArms: the number of arms,\n", "- lower, amplitude: lower value and known amplitude of the rewards.\n", "\u001b[0;31mFile:\u001b[0m /tmp/SMPyBandits/notebooks/venv3/lib/python3.6/site-packages/SMPyBandits/Policies/UCBalpha.py\n", "\u001b[0;31mType:\u001b[0m type\n", "\n" ] } ], "source": [ "UCBalpha?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With more details, here the code:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;31mInit signature:\u001b[0m \u001b[0mUCBalpha\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnbArms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlower\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mamplitude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1.0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mSource:\u001b[0m \n", "\u001b[0;32mclass\u001b[0m \u001b[0mUCBalpha\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mUCB\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;34m\"\"\" The UCB1 (UCB-alpha) index policy, modified to take a random permutation order for the initial exploration of each arm (reduce collisions in the multi-players setting).\u001b[0m\n", "\u001b[0;34m Reference: [Auer et al. 02].\u001b[0m\n", "\u001b[0;34m \"\"\"\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnbArms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mALPHA\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlower\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mamplitude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1.\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mUCBalpha\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnbArms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlower\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mamplitude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mamplitude\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;32massert\u001b[0m \u001b[0malpha\u001b[0m \u001b[0;34m>=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Error: the alpha parameter for UCBalpha class has to be >= 0.\"\u001b[0m \u001b[0;31m# DEBUG\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0malpha\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0malpha\u001b[0m \u001b[0;31m#: Parameter alpha\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__str__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;34mr\"UCB($\\alpha={:.3g}$)\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mcomputeIndex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;34mr\"\"\" Compute the current index, at time t and after :math:`N_k(t)` pulls of arm k:\u001b[0m\n", "\u001b[0;34m\u001b[0m\n", "\u001b[0;34m .. math:: I_k(t) = \\frac{X_k(t)}{N_k(t)} + \\sqrt{\\frac{\\alpha \\log(t)}{2 N_k(t)}}.\u001b[0m\n", "\u001b[0;34m \"\"\"\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpulls\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0marm\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'+inf'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m 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\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpulls\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0marm\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mcomputeAllIndex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;34m\"\"\" Compute the current indexes for all arms, in a vectorized manner.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mindexes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrewards\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpulls\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m 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\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mindexes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mFile:\u001b[0m /tmp/SMPyBandits/notebooks/venv3/lib/python3.6/site-packages/SMPyBandits/Policies/UCBalpha.py\n", "\u001b[0;31mType:\u001b[0m type\n", "\n" ] } ], "source": [ "UCBalpha??" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Creating the problem" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameters for the simulation\n", "- $T = 10000$ is the time horizon,\n", "- $N = 10$ is the number of repetitions,\n", "- `N_JOBS = 4` is the number of cores used to parallelize the code." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "HORIZON = 10000\n", "REPETITIONS = 10\n", "N_JOBS = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Some MAB problem with Bernoulli arms\n", "We consider in this example $3$ problems, with `Bernoulli` arms, of different means." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "ENVIRONMENTS = [ # 1) Bernoulli arms\n", " { # A very easy problem, but it is used in a lot of articles\n", " \"arm_type\": Bernoulli,\n", " \"params\": [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]\n", " },\n", " { # An other problem, best arm = last, with three groups: very bad arms (0.01, 0.02), middle arms (0.3 - 0.6) and very good arms (0.78, 0.8, 0.82)\n", " \"arm_type\": Bernoulli,\n", " \"params\": [0.01, 0.02, 0.3, 0.4, 0.5, 0.6, 0.795, 0.8, 0.805]\n", " },\n", " { # A very hard problem, as used in [Cappé et al, 2012]\n", " \"arm_type\": Bernoulli,\n", " \"params\": [0.01, 0.01, 0.01, 0.02, 0.02, 0.02, 0.05, 0.05, 0.1]\n", " },\n", " ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Some RL algorithms\n", "We compare Thompson Sampling against $\\mathrm{UCB}_1$, and $\\mathrm{kl}-\\mathrm{UCB}$." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "POLICIES = [\n", " # --- UCB1 algorithm\n", " {\n", " \"archtype\": UCBalpha,\n", " \"params\": {\n", " \"alpha\": 1\n", " }\n", " },\n", " {\n", " \"archtype\": UCBalpha,\n", " \"params\": {\n", " \"alpha\": 0.5 # Smallest theoretically acceptable value\n", " }\n", " },\n", " # --- Thompson algorithm\n", " {\n", " \"archtype\": Thompson,\n", " \"params\": {}\n", " },\n", " # --- KL algorithms, here only klUCB\n", " {\n", " \"archtype\": klUCB,\n", " \"params\": {}\n", " },\n", " # --- BayesUCB algorithm\n", " {\n", " \"archtype\": BayesUCB,\n", " \"params\": {}\n", " },\n", " ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Complete configuration for the problem:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'horizon': 10000,\n", " 'repetitions': 10,\n", " 'n_jobs': 1,\n", " 'verbosity': 6,\n", " 'environment': [{'arm_type': SMPyBandits.Arms.Bernoulli.Bernoulli,\n", " 'params': [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]},\n", " {'arm_type': SMPyBandits.Arms.Bernoulli.Bernoulli,\n", " 'params': [0.01, 0.02, 0.3, 0.4, 0.5, 0.6, 0.795, 0.8, 0.805]},\n", " {'arm_type': SMPyBandits.Arms.Bernoulli.Bernoulli,\n", " 'params': [0.01, 0.01, 0.01, 0.02, 0.02, 0.02, 0.05, 0.05, 0.1]}],\n", " 'policies': [{'archtype': SMPyBandits.Policies.UCBalpha.UCBalpha,\n", " 'params': {'alpha': 1}},\n", " {'archtype': SMPyBandits.Policies.UCBalpha.UCBalpha,\n", " 'params': {'alpha': 0.5}},\n", " {'archtype': SMPyBandits.Policies.Thompson.Thompson, 'params': {}},\n", " {'archtype': SMPyBandits.Policies.klUCB.klUCB, 'params': {}},\n", " {'archtype': SMPyBandits.Policies.BayesUCB.BayesUCB, 'params': {}}]}" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "configuration = {\n", " # --- Duration of the experiment\n", " \"horizon\": HORIZON,\n", " # --- Number of repetition of the experiment (to have an average)\n", " \"repetitions\": REPETITIONS,\n", " # --- Parameters for the use of joblib.Parallel\n", " \"n_jobs\": N_JOBS, # = nb of CPU cores\n", " \"verbosity\": 6, # Max joblib verbosity\n", " # --- Arms\n", " \"environment\": ENVIRONMENTS,\n", " # --- Algorithms\n", " \"policies\": POLICIES,\n", "}\n", "configuration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Creating the `Evaluator` object" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of policies in this comparison: 5\n", "Time horizon: 10000\n", "Number of repetitions: 10\n", "Sampling rate for plotting, delta_t_plot: 1\n", "Number of jobs for parallelization: 1\n", "Using this dictionary to create a new environment:\n", " {'arm_type': , 'params': [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]}\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]\n", " - with 'arms' = [B(0.1), B(0.2), B(0.3), B(0.4), B(0.5), B(0.6), B(0.7), B(0.8), B(0.9)]\n", " - with 'means' = [0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9]\n", " - with 'nbArms' = 9\n", " - with 'maxArm' = 0.9\n", " - with 'minArm' = 0.1\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 7.52 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 48.89% ...\n", " - with 'arms' represented as: $[B(0.1), B(0.2), B(0.3), B(0.4), B(0.5), B(0.6), B(0.7), B(0.8), B(0.9)^*]$\n", "Using this dictionary to create a new environment:\n", " {'arm_type': , 'params': [0.01, 0.02, 0.3, 0.4, 0.5, 0.6, 0.795, 0.8, 0.805]}\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.01, 0.02, 0.3, 0.4, 0.5, 0.6, 0.795, 0.8, 0.805]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.01, 0.02, 0.3, 0.4, 0.5, 0.6, 0.795, 0.8, 0.805]\n", " - with 'arms' = [B(0.01), B(0.02), B(0.3), B(0.4), B(0.5), B(0.6), B(0.795), B(0.8), B(0.805)]\n", " - with 'means' = [0.01 0.02 0.3 0.4 0.5 0.6 0.795 0.8 0.805]\n", " - with 'nbArms' = 9\n", " - with 'maxArm' = 0.805\n", " - with 'minArm' = 0.01\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 101 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 55.39% ...\n", " - with 'arms' represented as: $[B(0.01), B(0.02), B(0.3), B(0.4), B(0.5), B(0.6), B(0.795), B(0.8), B(0.805)^*]$\n", "Using this dictionary to create a new environment:\n", " {'arm_type': , 'params': [0.01, 0.01, 0.01, 0.02, 0.02, 0.02, 0.05, 0.05, 0.1]}\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.01, 0.01, 0.01, 0.02, 0.02, 0.02, 0.05, 0.05, 0.1]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.01, 0.01, 0.01, 0.02, 0.02, 0.02, 0.05, 0.05, 0.1]\n", " - with 'arms' = [B(0.01), B(0.01), B(0.01), B(0.02), B(0.02), B(0.02), B(0.05), B(0.05), B(0.1)]\n", " - with 'means' = [0.01 0.01 0.01 0.02 0.02 0.02 0.05 0.05 0.1 ]\n", " - with 'nbArms' = 9\n", " - with 'maxArm' = 0.1\n", " - with 'minArm' = 0.01\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 14.5 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 82.11% ...\n", " - with 'arms' represented as: $[B(0.01), B(0.01), B(0.01), B(0.02), B(0.02), B(0.02), B(0.05), B(0.05), B(0.1)^*]$\n", "Number of environments to try: 3\n" ] } ], "source": [ "evaluation = Evaluator(configuration)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Solving the problem\n", "Now we can simulate all the $3$ environments. That part can take some time." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c3519c02978c4993b6736e0998bb379a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=1, bar_style='info', description='Problems', max=1, style=ProgressStyle(descr…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 9, arms: [B(0.1), B(0.2), B(0.3), B(0.4), B(0.5), B(0.6), B(0.7), B(0.8), B(0.9)], minArm: 0.1, maxArm: 0.9)\n", "- Adding policy #1 = {'archtype': , 'params': {'alpha': 1}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][0]' = {'archtype': , 'params': {'alpha': 1}} ...\n", "- Adding policy #2 = {'archtype': , 'params': {'alpha': 0.5}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][1]' = {'archtype': , 'params': {'alpha': 0.5}} ...\n", "- Adding policy #3 = {'archtype': , 'params': {}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][2]' = {'archtype': , 'params': {}} ...\n", "- Adding policy #4 = {'archtype': , 'params': {}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][3]' = {'archtype': , 'params': {}} ...\n", "- Adding policy #5 = {'archtype': , 'params': {}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][4]' = {'archtype': , 'params': {}} ...\n", "\n", "\n", "\n", "- Evaluating policy #1/5: UCB($\\alpha=1$) ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bbfe90f17b73465ca374a9545ab96dcb", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1a645472e10343c7a926932c90715e76", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy UCB($\\alpha=1$) after 10000 steps: [0 4 2 5 3 6 7 1 8] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 66.05% (relative success)...\n", "\n", "\n", "\n", "- Evaluating policy #2/5: UCB($\\alpha=0.5$) ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "aa522325d0824b0188dd86c1923e9cf9", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "96174b7cc12c4ccdaa7ccc24839ebc56", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy UCB($\\alpha=0.5$) after 10000 steps: [0 4 2 5 7 1 3 6 8] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 58.02% (relative success)...\n", "\n", "\n", "\n", "- Evaluating policy #3/5: Thompson ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a760eb59441c4fe986e9f0922929d7c3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4a556546109a4c52946cb9a138ab0094", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy Thompson after 10000 steps: [2 1 0 6 4 3 5 7 8] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 59.88% (relative success)...\n", "\n", "\n", "\n", "- Evaluating policy #4/5: kl-UCB ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4735f83353b84ad6a263fb0fd1b0c246", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "717c903e60564d03b1a9d8bb02ffd975", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy kl-UCB after 10000 steps: [4 3 0 1 2 5 6 8 7] ...\n", " ==> Optimal arm identification: 88.89% (relative success)...\n", " ==> Mean distance from optimal ordering: 66.05% (relative success)...\n", "\n", "\n", "\n", "- Evaluating policy #5/5: BayesUCB ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4ab0e337cfce4b9dad520aed331accf7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5466f3b7b7d7405bb7ad365277433476", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy BayesUCB after 10000 steps: [1 4 2 0 3 6 5 7 8] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 65.43% (relative success)...\n", "\n", "\n", "Evaluating environment: MAB(nbArms: 9, arms: [B(0.01), B(0.02), B(0.3), B(0.4), B(0.5), B(0.6), B(0.795), B(0.8), B(0.805)], minArm: 0.01, maxArm: 0.805)\n", "- Adding policy #1 = {'archtype': , 'params': {'alpha': 1}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][0]' = {'archtype': , 'params': {'alpha': 1}} ...\n", "- Adding policy #2 = {'archtype': , 'params': {'alpha': 0.5}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][1]' = {'archtype': , 'params': {'alpha': 0.5}} ...\n", "- Adding policy #3 = {'archtype': , 'params': {}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][2]' = {'archtype': , 'params': {}} ...\n", "- Adding policy #4 = {'archtype': , 'params': {}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][3]' = {'archtype': , 'params': {}} ...\n", "- Adding policy #5 = {'archtype': , 'params': {}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][4]' = {'archtype': , 'params': {}} ...\n", "\n", "\n", "\n", "- Evaluating policy #1/5: UCB($\\alpha=1$) ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5963ed4e803145b99df9ab089d8af982", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e106c46b3b604434bc2c644c0012495c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy UCB($\\alpha=1$) after 10000 steps: [0 1 2 3 4 5 6 8 7] ...\n", " ==> Optimal arm identification: 99.38% (relative success)...\n", " ==> Mean distance from optimal ordering: 91.98% (relative success)...\n", "\n", "\n", "\n", "- Evaluating policy #2/5: UCB($\\alpha=0.5$) ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9759f590c39a4fcca82aec6481b0cf39", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "52c4b987518a466aa39c41acb32cc7c5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy UCB($\\alpha=0.5$) after 10000 steps: [0 1 2 3 4 5 6 7 8] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 100.00% (relative success)...\n", "\n", "\n", "\n", "- Evaluating policy #3/5: Thompson ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0bab6630e2284e409de571167e066d55", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6329a4367c814251892e1113758833b4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy Thompson after 10000 steps: [0 1 5 2 4 3 7 8 6] ...\n", " ==> Optimal arm identification: 98.76% (relative success)...\n", " ==> Mean distance from optimal ordering: 65.43% (relative success)...\n", "\n", "\n", "\n", "- Evaluating policy #4/5: kl-UCB ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "20eff6d862774bbda4f75a73b68bb7a1", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5c7733c416af4ca48650cb6daae1da50", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy kl-UCB after 10000 steps: [0 1 3 2 5 4 8 6 7] ...\n", " ==> Optimal arm identification: 99.38% (relative success)...\n", " ==> Mean distance from optimal ordering: 73.46% (relative success)...\n", "\n", "\n", "\n", "- Evaluating policy #5/5: BayesUCB ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "de1b09a73c264157afa5ae9692aa7843", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "211c06e0d6d441f4802486ced79db1af", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy BayesUCB after 10000 steps: [0 1 2 3 4 5 7 8 6] ...\n", " ==> Optimal arm identification: 98.76% (relative success)...\n", " ==> Mean distance from optimal ordering: 89.51% (relative success)...\n", "\n", "\n", "Evaluating environment: MAB(nbArms: 9, arms: [B(0.01), B(0.01), B(0.01), B(0.02), B(0.02), B(0.02), B(0.05), B(0.05), B(0.1)], minArm: 0.01, maxArm: 0.1)\n", "- Adding policy #1 = {'archtype': , 'params': {'alpha': 1}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][0]' = {'archtype': , 'params': {'alpha': 1}} ...\n", "- Adding policy #2 = {'archtype': , 'params': {'alpha': 0.5}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][1]' = {'archtype': , 'params': {'alpha': 0.5}} ...\n", "- Adding policy #3 = {'archtype': , 'params': {}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][2]' = {'archtype': , 'params': {}} ...\n", "- Adding policy #4 = {'archtype': , 'params': {}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][3]' = {'archtype': , 'params': {}} ...\n", "- Adding policy #5 = {'archtype': , 'params': {}} ...\n", " Creating this policy from a dictionnary 'self.cfg['policies'][4]' = {'archtype': , 'params': {}} ...\n", "\n", "\n", "\n", "- Evaluating policy #1/5: UCB($\\alpha=1$) ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2b1e00bf2c5f45b69ea3703c26cca067", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ca8bf49decc2442aa6c6084382000822", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy UCB($\\alpha=1$) after 10000 steps: [6 7 3 0 2 4 1 5 8] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 34.57% (relative success)...\n", "\n", "\n", "\n", "- Evaluating policy #2/5: UCB($\\alpha=0.5$) ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c9b44962b1194fc8afef7f14eb4f9c5e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "80157d5a3c9545c284f3d62dc865fcd0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy UCB($\\alpha=0.5$) after 10000 steps: [2 3 5 6 0 7 4 1 8] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 53.70% (relative success)...\n", "\n", "\n", "\n", "- Evaluating policy #3/5: Thompson ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d276bf67a0584cf6be1b62c2fd4e26d7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "346f493c0618452ab3a8bc7e0b78cf9d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy Thompson after 10000 steps: [2 1 3 4 5 0 7 6 8] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 68.52% (relative success)...\n", "\n", "\n", "\n", "- Evaluating policy #4/5: kl-UCB ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "dca05d7aef30498db10a421bb8b47e45", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "99e6f73e796e4d4385f20a23493a3610", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy kl-UCB after 10000 steps: [0 4 7 2 1 5 6 3 8] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 58.02% (relative success)...\n", "\n", "\n", "\n", "- Evaluating policy #5/5: BayesUCB ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "781536b192b94b3ea2ea04ed4002eab5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', max=10, style=ProgressStyle(description_width='initi…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "dcae5ec8c9234d8ba1f922fa745dd00c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy BayesUCB after 10000 steps: [5 6 4 3 7 0 1 2 8] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 35.19% (relative success)...\n", "\n" ] } ], "source": [ "for envId, env in tqdm(enumerate(evaluation.envs), desc=\"Problems\"):\n", " # Evaluate just that env\n", " evaluation.startOneEnv(envId, env)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the results\n", "And finally, visualize them, with the plotting method of a `Evaluator` object:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [], "source": [ "def plotAll(evaluation, envId):\n", " evaluation.printFinalRanking(envId)\n", " evaluation.plotRegrets(envId)\n", " evaluation.plotRegrets(envId, semilogx=True)\n", " evaluation.plotRegrets(envId, meanReward=True)\n", " evaluation.plotBestArmPulls(envId)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "evaluation.nb_break_points" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "mpl.rcParams['figure.figsize'] = (12.4, 7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First problem\n", "$[B(0.1), B(0.2), B(0.3), B(0.4), B(0.5), B(0.6), B(0.7), B(0.8), B(0.9)]$" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment #0 :\n", "- Policy 'Thompson'\twas ranked\t1 / 5 for this simulation (last regret = 33.2).\n", "- Policy 'UCB($\\alpha=0.5$)'\twas ranked\t2 / 5 for this simulation (last regret = 49.52).\n", "- Policy 'kl-UCB'\twas ranked\t3 / 5 for this simulation (last regret = 51.36).\n", "- Policy 'BayesUCB'\twas ranked\t4 / 5 for this simulation (last regret = 58.74).\n", "- Policy 'UCB($\\alpha=1$)'\twas ranked\t5 / 5 for this simulation (last regret = 98.04).\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 7.52 for 1-player problem... \n", " - a Optimal Arm Identification factor H_OI(mu) = 48.89% ...\n", "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 7.52 for 1-player problem... \n", " - a Optimal Arm Identification factor H_OI(mu) = 48.89% ...\n", "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": 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fxn6IT1EURVE2KkSkOufbGAlsb/laOo58bursh13adZNpnGj5UDZVSjKCIiKfx07sawL+g3VRWYX16/Owqz2MAXbHDmmvBH5ojJk94MIqiqIoSj8hIi8CL2GXAR+OnQ+wG/BtY8y1pZRNKT1aPpRNlQEdQRH7gaJfAMuBYyKf2s64LzpuEnC+iDQClxTx67iKoiiKUkoexk5+PwXbQTcHOMMY84eSSqUMFrR8KJskAzqCIiLXAjcaY/J9BbU7x38KO8lyoL9JoSiKoiiKoijKADDQDRQ352NxJclDURRFURRFUZTBia7ipSiKoiiKoijKoGGgv4PSARE5PE/cTqWQRVEURVEURVGU0jLgDRQRGSsie4qIF0UdnSfZJBH5cfQlUUVRFEVRFEVRNhFKMYLySeAJYJ2I/AuYIiL7x74QizHmAeAq7BdyFUVRFEVRFEXZRCjVd1CSwCeAzwAXYpfOGwq8DswCngHeAc41xpw14AIqiqIoiqIoilISSjIHxRiTNsY8Z4z5KfCYMWY0sCtwM7AZcC3wIrCgFPIpSjkjIp8UkYNLLUd/sDHrBqpfubMx67cx6waqX7mzseu3KTKgH2oswFMAxpg3gTeBm0orjqIMLCLyArAUuMIY898+5rUtcKox5mtFES7/OTzgp9iPpjb313nynLffdYvOo/r1z3k32rIZnbso+kUeBoExxo/FVRpjWjbmexedp+z1E5GRQBXWvnIBJ9q1HEhR5vp1co6yr3tdnKNH+onIDGClMWZmnn0XAJ8F3jHGXFx0YTcSBqyBIiKfN8Y8mhtvjLmlB3l8wRhzX3ElUwYaEfkadsRsGTAJuMoY825JhSot7xhjTs2NFJEDgK8CR2AbMM9EuxzsdZsHfMsYsyJ22A3AyTn5nAPUASuAHYBLu/OxVBHZBbgRONoYszAbb4zxReRG4OfA17unYv/oFuXVI/1EpBq4ADtaOwUIgIuMMa9vJPrVAKcD44BkdMz/GmP+szHol+f4K4B3jTG3FUO3KM9S1r1PAXeKyFPASmBLYISIHGiMSZf7vRORKuASYDTwEbAe+JUxJlPuZVNEfgp8O88uH5hmjHmznPWLHTMR29jaErjeGPPSRlL3Cton3dVPRLYAfgk8Angicg9wsjGmPpvGGHMtcK2I3NqVPJsyA+nitVpEbhCRzXp6oIgMFZHrgHQ/yKUMICJyEXAa8DVjzKXAdcAjIlLRj+es7a+8+xNjzD+BE7EG9JXGmBOj35eAz2HncbU22EXkQGBJ/MEtIqcDxwHnGGOuBP4EPBYZCXkRkcOiB+c5wB7YOWK5sr0LrBCRg0qlW2/1Ay4F/myMOc8Y83ngv8AsEanbSPT7X+AgY8z3jTHfBZ4EHheRyRuJfvHjPw5cjG2IFUW3YunXB90cIAQOA2ZgXZ2/YIxJF0O/Ut47EXGBO6P8vhEd8wPg8zH5ylY/7FzaE7Crkx4FHAlcBlwbeYmUtX6R0f+eMebbxphLsI2xm0RkfDF0K5Z+va17Xdkn3dHPGLME28D6UiTDl+KNE6X7DFgDxRjzInZuyV9E5Pci8unOjFIR8URkj6hH4s/AzcaYhwZKXqX4RD273wPuNcZkAIwxL2Mf6od0ctzWInK9iLwjIg0isl5E/iUin8qT9gciEorIx0XkRhFZAdTn7NtJRG4SkZUislZEbhaRShGpEZHfiMhHIlIvIn/JbdyISK2IXC0ic0WkWURWi8gLInJsTropIjKxzxcN9gQqsEZmK8aYFNYlcudY9MnAH3OO/z7WGA+i8KNANfbBmRdjzAPRiM6fupDteuA7XaTpjL7qBj3UL3pBnQOcGov+SXTMOTnJy06/CA8YHwvPAWqA3XLSlat+QKvLxWnYns5c+qoblKDuxbjYGDPEGLOFMeZ8Y8z6nP3leu9OBsYYY26Mwh8B92IXyIlTrvotMcbcboz5uzHmXuBBQLCNlDjlqt9p2PnB2fN9BPwL666UpSzrXg/sk071i0ZQbsTarbcBf5XYKrVK9xnQSfLGmA+MMQcBdwFfA94VkZdE5EERuS36PSzWJ/994FzgYWPMkdneB6Ws2QEYgh1yjbMY+J9Ojtsd23NyD3A+1qDcBnhSRHYscMxtwGTgSuDynH1/xrq/XAY8BJyB9S29G9g8ir8P24uTe+xvIhkeAM4Gfog1APfKSfdOdJ6+sjewwBjzQTxSrJ/z54C/xqI/A7wUS1OHHaJurTvGmBB4i86vd7cwxqwEmkVkai+z6LVuUbre6OcBq7DlMHvMhihucjxhmeqHMeZsY8yusajtsL2Rr+SkK0v9YnwNawgEuTuKoBto3ctSzHt3HtZozx5Tb4w5xRjzYTxRGev3i5zwBcCvjTEt8cgy1i8F3CDWTTbL9sDbsXzKte51yz7pSj9jzBJjzHFAA3YOygwdQekdJZkkHw3h/RMgcjvYEhiDbTCtBJYaY94phWxKv5KK/p2c+ARQqKEB8JAx5u54hFhf0DnYRuxX8hyzGOvmkm8dbRM9QAB+E5XBs4E7jDEnRPG/FZHtgC/TvrfkcOxo3nmdyFtM9ianF0lEtsE+oO/Gyk0k60rTfvLettF/bu/rBuwDvBj8G9u79FYvju2LbtAL/YwxDcDWOeesBcYCc/McUlb65RKNGH0D2yP/fp4kZalfVGc9Y4wRkULJ+qIblLbu7RqdqwXbW/xjY8zsnDRlde9EZAxWl5tF5DvYHu0pwE/y6AZlph+0dnZkzzcR2NYYc3WB5GWnH3B1lP+ukRvV7sCDxphcHcqx7vXEPulSP2PM3zs5l9INSr6KV/TSzPfiVDY+3sJOehuXjYjc/LYF5hc6yBjTFEtfjXVXcbBDzbluK1muL9A4gY4rxT2HnWtxc754ERkWc7FYC3xSRLYysYnjeWTOfcj1GLGr+ewFrIp8YwFGYR+MVxpj7owl3xK7SkyckdF/Q058PdbtoBi8hvW17RFF0A2Kp98JQBN28mMuZalf1DD5LtaAuJf8ukEZ6iciDnb05LtdiNkr3aJzlLLu+UCzMebySJbdgX+JyBRjzKpYunK7d9mOgaOAQ4wxzSKyFfCGiOyU53labvrlciXWHagQZaefMeYeETkV61L1DHYieD63qXKsez2xT3qtn9J9St5AUTYdjF0F4xzgeyJybdTrcRKwEPtSzkv0kLg8SrtVzu55BQ7L1xue5cOc8Nou4kfS1htzAfAXYIGIvA48jh15eYXi8wlsY+zCuAtENHr0qohUG2NujaLHAOtyjvdz/rMkKV7dX0Vbj1VP6KtuUAT9RGQEdtL8N4wx+cpMWeoX1a0ronP+CnhBRA7IMXChPPU7DfhT1k+8E3qrG5Sw7hljngWejYVfikaJzgJ+FEtabvcuu9jGy9keb2PMQhFZBFyEHemLU276tRKNFh2MHYEvRNnpF82vOAjr8vRV4IvASyLy6cj1KUvZ1b0e2id90U/pJiX5UGN3EJE5WT9HEfmiiBTqKVfKiMhV61zgchH5LnZy5AYKNzTArqRxEXZeyHHAgdgH5JMULsNNBeKhcGOoUHzraIgx5h7s/JevYOeZfBn7gL6kk/P1lr2BhXn8sz/A9l79IBad7zp8VGBfLW2Nr76yGhjei+P6qhv0UT+xKwrdgv3+zK0FkpWtfjF+jV0285o8+8pKPxGZAIwy0ZLQXdBb3WDw1b0G7MThOGV177DyQsfOozXA9ALpy0m/OMdh51B0mB8Vo6z0i0Yu/w+7XO+TkZv0QVgdfpiTvCzrXg/sk77op3STwTyC8gNjTJOIjMLONdidnEmeSnlijHmGtrXNiYb5O1sx6jjsihztVlkSkSv7R8LOMXY5wz8Af4ga0Q8DV0S9Li2dH90j9gZmFdhXjX3gZllJ29B2luwEw3GxbbDD5cVyq/Ro893tCX3VDfqu3/8Ct2V9hUVkcp55GmWln4hsjn1O3mSMuSKKXhD95y7kAGWmH9Yg2kXafz9gC+AMEdkHODNWB3urG5So7onIUOzk3l8bY34W2zWUjsvsl9u9m491s8lnd+QbDSs3/eLsS8fJ1rmUm35TgTXxZ6Qx5lGxK1j+Nidt2dW9LN20T/qin9JNBtUIitjvL2RX15ktIh/DToq6kDzfYlDKDxG5R0R+GQt/HPvV3b90clhATlkVkc/SsUexXxG79HW7XpNofozBvnSHxtL2aZnhqHf/M+R5UEf1Yh/sanhZlmI/fBaXbX4k25TYsUnshL9/9Va2HEbR1mPVLYqhG/RNPxE5E3g+ZyLjyXmSlpt+Y7Er0cVf2mOi/w86Ji8v/YwxNxtjvmSMOTX7w7pu/D4KxzsIeqxbJEMp614AVNLWqCTqpBsJPJWTttzuXRp4ApiQs2s8dtJxLmWlXw7TiJa374Ry0y/Aul7l8iawKCeuHOteT+yTXumn9IwBb6BEw4SFuAz7QbEngS9gfW5/YexHenInNivlySiiJQmjh8a1wDeNMZ0Nvd4PnCj2Q59fEZGfY5cH7u0KIb1lKLBERP4qIheKyOkicj12meJ/5vjg9nWZ4V2AYeQ8qKPenHuAF7Bub/HzjY2uaZxbaP/Nj2Oxw9OtEw1F5EwRWRD1vsdxc/7zMYacl5OIfF1EFotddSUfxdINutAvn24icniUTkTkouh3FXbFpE7164ZupdbvDewKib/OOSZF+/kL5apfO8R+CwXyd2D1pmxCCeuesavM3UZ7b4ETsEZg7iIeg7ru5dMPuwzvF7L5iXXdHodd5j2XQa1fF2VzDF33sJdV3TPGvA2EInJ87LwO8C3s0v8FdSuBfr1973XXPumgn1J8SuHi1SwiLwLPA+uMMXHfxTOMMbOjHqN9gf2AH4vI2djvoWgjpfw5F/iW2DXEx2JdUe7uxjHN2NVfTsMaYUdjX9z79J+oHWjErsqyP3ZFkUrsxPofk9+/v8eIyCTsw35aFPVDEWmMtrPL4f4RuCE+SdgYE4rIf7Crmj0fy/JaYLiI/A679PLOwIGRIZTFxfYSOZEM07HLOH4y2v+IiPwXu4LK27Rnd+DpnDgX+5GtI4mtHtUPunVHv1zdRgO3Y3sC983J64t0JFe/vLoNFv2MMYGInABcLCKV0b4JwD7GmOfKXb8ceb6J/VYRwFViv+58fNRTn0+3gdavx3Uv4lKsy+gwrJGbAKabjkvFDva610E/Y8xMEfkh8H8ishi7CtM+Ua93LoNdv4JlE+tK1NU8qXKse0cDPxCR/bHzoqqBO40xuaN75Vr3umuf5NNPKTZhGA7or66u7r26urpED4+ZWFdXd/RAy6o//Q3Er66u7tYi5bNvXV3dzwZY9qfr6uom5okfXldXd14RzzPguhXSr9i6qX4Dp5vqVx66bar6adksb/16kc+tAyl3uf1KMQfl1W4sD9kOY8yH3ehlV5RNGmPMk8B2kjNPpr+IhupX5a62ErE3saVS+8pA6wad6ldU3UD1KzYDWTZh49ZvkJVN2Lj107LZQwaZfkoRKUUDpZirHCmK0p7vA1cN0LnOp+Pyktnv1uxpiv9tmIHUDfLo14+6gepXTAa6bMLGrV/JyyZs3Ppp2ewTJddPKT6laKDsLiL7i0i+1SDaISJbd5VGUZQ2jDFvYBeaOKo/zyMinwaajDH/zbN7a+y3a4rKQOkGnerXL7qB6lcsSlE2YePWb5CUTdi49dOy2UsGiX5KkXHCMBzQE4pIAITYdc9fAWZGv1nGmPqctH8xxpw0oAIqygAjIq9i18z/Xj/1LhUVsSsnXQpcZYwp9HHLskX1K182Zt1A9St3Nmb9NmbdoLj6ichF2AV+ZhtjvlsE8TZKStFAuQ/4Gfbm7I39eFgt9iver2EbK09jl5n7kzHmiAEVUFEURVEURVGUklGKZYY3GGNmEa1zHbVKd8M2WD4LnI5dVzsg//J9Gy2vvPJKBut2t77UsiiKoiiKoihKLxgGBLvttluv2xmlaKBsFg9EQ2UvRr9rog//7Iz9RsGlAy9eSXEBx/O8AVtNJI7v21FLz8v3zTNlY0Xv+6aH3vNNE73vmyZ63zdNSnnfo3P3aZ57KRooe4vI5saYpfl2GmNCrKvXayLymYEVreSs9zxv+LRp07pO2Q8YYwAQkZKcXykNet83PfSeb5rofd800fu+aVLK+/63CutcAAAgAElEQVTaa6/h+36fvIFKsYrXtcCtInJaN1byahoIgRRFURRFURRFGRwMeAPFGHOZMeZA4L/AWV0k/84AiKQoiqIoiqIoyiBhQBsoIrJzdtsY85ox5uedpTfGLM6Txy79IZuiKIqiKIqiKKVnoEdQLi9CHj8qQh6KoiiKoiiKogxCBnqS/BYicgt2+eDefIDFAcYVVyRFURRFURRFUQYLA9pAMcbsOZDnUxRFURRFURSlvCjFKl6KoiiKoiiKoih50QaKoiiKoiiKoiiDhlJ8qLFTRGQicCCwJeADS4GnjTHvl1QwRVEURVEURVH6nUE1giIipwK/B6YCHlAD7AL8VUS6+maKoiiKoiiKoihlzmAbQak0xhyQb4eInDPQwiiKoiiKoiiKMrAMqhEU7KhJITIDJoWiKIqiKIqiKCVhsI2grBeR/wBvARuwjZKhwM7AX0opmKIoiqIoiqIo/c+gGkExxvwVmAH8C1gErABmAocbY35bStkURVEURVEURel/BtsICsaYpcCdpZZDURRFURRFUZSBZ1CNoHSGruKlKIqiKIqiKBs/g2oERUS+jV1aOBcHOAC4cWAlUhRFURRFURRlIBlUDRTgaeAi4IE8+1YPrCiKoiiKoiiKogw0g6qBYox5WUQeNMb8KXefiKRLIZOiKIqiKIqiKAPHoJuDYoy5tUD8/w2wKIqiKIqiKIqiDDAlaaCIyO6lOK+iKIqiKIqiKIObUo2g/KhE51UURVEURVEUZRBTqgaKkxshInvmidt8YMRRFEVRFEVRFGUwUKoGSpgn7so8cR0myyuKoiiKoiiKsvEymCbJdxhVKRCnKIqiKIqiKMpGymBqoOQbVckXpyiKoiiKoijKRkqpvoMyVUR+DDwOzDLG6DdOFEVRFEVRFEUp2QjKW8AvgC2B60Xkj8DmIvLxEsmjKIqiKIqiKMogoFQjKMOAi4HHgHOMMS0isgtwsIhcBKwDngJqSySfoiiKoiiKoigloCQjKMaYPYHrgInAzSJyG7A3cJ8x5gTgQqAJGFMK+RRFURRFURRFKQ2lGkHBGLMAuBnbQHGATwAzRKSOthGU5aWST1EURVEURVGUgadkDZQ4xpgQeCn6ISK1wD7AKyUUS1EURVEURVGUAWZQNFByMcY0AA9FP0VRFEVRFGWAqG98i8UrfsuWY7/GkJqp/XaeixdezvL0R4zwhjM6MYrxyXGMS45hVGIUo6PfyMQIPMfrNxmKyUBdN+j62q1lHUMZ2q8y9CeDsoECICJzgF2MMU0i8kXgfWOMjqgoiqIoBdnYDJ6BZGO7dmpk9476xrdYsPRqwjDFgqVXs/Xm3+2367dZYjTzWhbQGDSyJL2UN5rewsMj6SRxcUiTZnxyPD+d+MN+OX8xGcjrBl1fu5SbYjSjuI6f9psM/cmgbaAAP4gaJ6OAOcDuqMtXv/Lhhx/ywx/+kNrawoun/eEPf2DzzTcH4LXXXuOSSy7pNM+77rqLIUOGAPDMM8/wk5/8pGBa13V58MEHW8MPPfQQN9xwQ8H0w4cP5/bbb28N33777fzlL38pmH6rrbbipptuag3fdNNN3H///QXTT506lZ/+tK1i/+xnP+PJJ58smH7PPffksssuaw1fdtllvPzyywXTH3DAAZx33nmt4fPPPx9jTMH0M2bM4PTTT28Nf/nLX2bZsmUF05922mkcc8wxreFjjjmGhoaGDumycZdccgkHHnggAL7vc9hhhxXMG+DSSy9lr732AmDt2rWccMIJnaa/5ppr2HHHHQFb1s4666xO0994441MnDgRgDfffJPvfOc7naa/7bbbGDlyJADPPfccV111VafpH3jgATzPGgyPPfYY1113XcG0tbW1/O1vf2sN33333dxyyy0F048fP77d/ltuuYW77767YPq6ujp++ctftoZ/+ctf8ut/3EBLkCLpJKhwklS4lVQ6FSSdJLvsugtXXnVlq9Fz5ZVX8vzzzxfMf9999+Xb3/52a/iaa67h/fffL1jXjzjiCM4888zW8JlnnsnChQsL5n/SSSdx/PHHt4ZPOOEE1q5dWzD917/+dQ499NDW8KGHHkoQBAXTX3TRRey9994A1NfXc+yxxxZMO69lPhPPnUzjDval/eKCl3jpkudwcQAICal0KplSXdd6zK9//Wu23XZbAIwxnH/++QXzB/jTn/7EmDF2DZeXX365Xb3Pxz333ENVVRUATzzxBNdee23BtBUVFdx3332t4dvv/BU33ngtVRVb43lDOqTfbLPN+POf/9wa/vOf/8wdd9yRN++GhgYmTJjAbbfd1hp3ww038NBD1llhXst81vnr2x0zcspodr9wr1ZjccHv5jLkjeqC8n/2s5/l4osvbg1ffPHFzJ49u2D6gw8+mLPPPrs1fPbZZ/PBBx8UTH/cccdx8sknt4ZPPvlkVq5c2SGd79fT1DKXGV/chv0PaDMWjzzySFpaWmhuDlixPE1zU0DdlDZ9LrjgAvbbbz8AWlpaOPLIIwvKAnDFFVew2QRrKK7+aDV3fDf7DnLylrmf//znTJkyBYC5c+fyzW9+s9P8i/HOzT7jc+t7vnfur351NU0tcwlj38l2eILqym0ZNWpLfnbNrfz+rhXMW9DChJ1m8uq9fy8oS3feufV+Ax+0zCMgYNjkEUy76BP4+Pihz5zfv8lHzy9nTGIzDq54tUP+g+md6/v1HHiowwEH2XsVhilmzDgYgrZ6u2xDmhUr0iRSsMP2NZx77rl9eufef+rfW69dPna9cA8+ud3uneY5mBlUDRQROQx4yhhTD8wWkY8B1wOrgWdLKtwmQENDA88880ynaRobG1u3V61axSOPPNJp+kwm07q9bNmyTtO7bvtF5T788MNO02cNhCzvv/9+p+mzL4Us77zzTqfpN2zY0C48e/bsTtNXVFS0C7/88sudps++dLL85z//4cUXXyyYPmvcZ5k5c2anL/Lp06e3Cz/++OOsW7euYPr4Sx/o8t5+9atfbd1OpVJdpo8bLQ0NDV2mr6+vb91es2ZNl+lTqVTr9vLly7tMH2fRokWdph8+fHi78AcffNBp+o997GPtwsaYTtPnGlhvvPEGHzz1fsH0C1sWseHDltaexVdffbXT/EePHt0uPHv2bF55pXB/T11dXbvws88+yzvvvFMwffalmeWJJ55gxYoVBdPHGydgy1pnDZRTTjmldTuTyXR5byee2nb9/aYMS2cu6pBmHnNbt+N1fd26dV3m39zc3Lr90UcfdZk+rtuSJUs6TZ9tyIDtkZ39xl945ukPgQ/zpq8ZNp5R35rHL3++DQDvvfdej56Db731Vqfp/ZRPc2j1rXCSpEwzjzzydMH0WeM4y4svvthpx87WW2/dLjxr1qxOGzS77bZbu/BTTz3FokUd72+WvT49trVHe+L47/Loo4/R3NzULs3ceW3b8YZ2EARd3tuzzz6bg3c8kDca36Ix1cDSmYsLpp3HXC6//PLW8IYNG7rMv7/fueuefgJ/3Vq84SMw7zzLP/9ZyNRaQk3NKKq8hQQ+OCE89PqbvNZJ/jJFqPcbCPAJwoD/vvXfTuVJN7T/ZvfaOWtYMnMRS1jEbF7rkH6Ns5bd1uxBQIAfBjz03MO8+q/Cz7XUqAzbrJkMODg4PPzMw7z76rsF09dOHsKWa9vK56NPPcrS+UsLph/+8WmMZkJreNa/l9K4IX+9XTAftjtgJ9xPVOEHIX6m67K20xF7sWRcE2HgsGblKp79Z+f2WssxVUzeZttO0wxmBlUDBbgMuEREmrBfmR8J/MIY83hpxdo0GDVqFKeffjqjRo0qmGbEiBGt2xMnTuTCCy/sNM/KysrWbRHpNL3jOO3C06ZN6zR9bm/QXnvt1Wn6sWPHtgvvu+++HRoVcSZNmtQufMghh3RoVMSZOrX9UO6MGTM6NCri7L57+56NE088sUOjIk7uvq985SusXr26YPo99tijXficc85pZ1hlyeax0047tcY5jtPlvZ08eXLrdk1NTafpn1k/i18FN3HvgocZnRhFtV/FUd+cQZVbRbVbTbVTRaVbieu0NVLjRvWECRO6lKempqadbF2lj5e3nXbaqdP0uUbj+InPce55p1GR3Cxv+tw6NH36dMIwzJsWbE9jnM9//vMw3OGF+pfwQ79D+qEfG46Dw7Qae8+OPPLIDo2KOLvuumu78CGHHMK0adMK1vXPfOYz7cJf/vKXO21w5DZQvvGNb1BfX08YhgQENKc/YkPDK4QEgMuEukrWpNfyxust3H5XPdtPOR0Ce31GT3eZUuPhOkDUjzvsYyOY37KAMAxpDJs44/yvtO7L9vTa62tDDVu0NVaTwyqYckZb3fQcj91qd2nnbrN26HrebppDGIasH76B0877cjt9HMcaNC4uruOwrmIDidQyqtwqRm81mm9ekL8XPHvH14braExbo3iLui04+1tn07E02BgvkWBF+iMamt5l8YqbmDB1GMefkW1UuAypmcb6NcOZYzJkNoQkE0NZu8TnJwvmc/z4anbYc0e+/q1v5JVn3bq1jB4zmsWpJfihj0/AjtN34vSqMwgICMOQVxpeIx22Xb8hWw9ruw64HHrooezwsR1wcOzVDrPS243tdtyO2Y1vQhgSErLXFz7FhI9vlb1Lrapm02+9+zY8X/8SYRgSBvDZY6ez/d72uZmtM2FofxBStcMIHl36LEEAQRAy/dj9Wb94KWHGB8+D2gQt6SVR/g6pidvwxLLNWTVHWPZCC3WTT8bPtK9TVdNSjE424TjwrrOem19+jCCETCrN/l86uu0OBdEvdFrleWrREt54IgHrp1G5vp7tD46NHIbZ6+Yw3LN19vYX3ueh9+0o1YbVq9jr4GPalYXWx0T0/6uH/kv1kLmEIaxevojdDzwaQqftioex5GHIpX96mkSykhD4aOEKdttvBn7UQI4/80LfBz/gomdX2mPdVSxbOoSPTz+M0AntOUKHsKmKsKEWApeEV0uYgWwuo9dNY4dPnR4J3QCtPfkOhFBVM5Kvff8lCB2c0GHhoq3ZYffjI/lp+4+2h9RuQcV1x7See6uGKdTuPMfm2HqRHBsIHbz6ydx1YVuDoLL5cKbuVOB73yGkF+/IPRds05rP8OTRTN0xX4PDyrX67d25/fwtW6/x+FHHMaq2cCffutf35smrPmnlD2DyxBH4fqpg+vcf2oPbnt/SihcGTJ1yRsG0AHPu3Y3lT1mvgnR6VJfphz1yAre/MZYdrlnO1sPGdZp2MOJ09tIcaERkZ2PM7Mita19gP+zyw0uAh40xN3WaQZnzyiuvrPU8b/i0adNKcv7sUKeIlOT8SmkYiPt+7dJf8VJD+yH6cvIzDsOQDBnWNrzB3GW/pJk0aZIMHXUsycoJtATNrPXXM/v9Ycx5bBRVH/l8/rL3CAgJwsAaf9F2iDXagzC7FeLhUeNWk3AStm/PcXBCuG/tQzQGjXllSjpJDh9xMAnHa2eoVzq20Z0O06TCNOnol/LTtKR9MpmQlevWgO8yvGo0gQ9+JgQ/Ab4LgQsZDz+Kz2QgyEDGDwmC2C/SIQgDfELCIBuO6VfRAk7YZpw6QODgLt4C782pkKrCybTvmEgdk4FkCyRmgrMBQjcyWNyc7QL/kXHkhFhdfA8yCfvvezjRf9vPtXGBY491WrOItkNw2owi3BC8MCcRkbFlDcf24Wg7cCBwcYLstg0TOLH9Tp79tP03J3AaE9bgo/11C72oseCEsV9cB6zs0S90o3Dc8GtnDrQPO+2MyZw0gdOmehjpGze0s+HWuFg4pIMuiqIUj8MuTDFjtx0G9JyvvfYavu+v22233UZ0nTo/g2oExRgzO/pfDdwd/RCRicAenRyqKMog5uAR1gWiOWxpjcv6GYN1HcmOBuQjE2ZIh2kyoU8mzMR+PhlywmEGP8yA47Aus47moJnmsIWmoInmoIXmsJmmoJlMmOlwDoDGoJGWIEUqtL/sdptPtgtEI4Or74YQ3Pe3I/HkoThLa8B3aAld7lwWQvJBcGJuCyHQVI3TUgHpJLRU4LRUtv37Ua++70HGg8wuJLLGdcazjYiMhxPF/SNjje9smJYKG26obetyzBrhYcfv8i7p9h3sGS69/wpwxd8S2FfTwcUTaBPA8bNGfveMfW0SKErpaO2/6M6PjnFhvv3Q1vD3ABeS2zaw//b5R/oHO4OqgVIIY0xhB1xFUfpEwDx8917qG89pt+LIPW+u4oH71zB8ldfq3x4nFaSoDxpo8BtY668n6SRa3UQyYYY1/lrW+etYkV5Jvd+AX2AiH4AfBqxIf8Q1S35BU9BMS9hiGxZBC01hM01BU8FjOwqWwNkwFBpqceprbEMgcG0PcOASJtOQTIOfwGmohsYanIYaa8hHabJpAXBCvGS6rbc525Oc8XCXj8VZMQYCr30PM1D5sx0g3MEOP2R78wMHJ+it6a4oGzdto1YUNMy6jItthyE4TUC6LTofwfgCeefkG7pYqynrHZhtiTsQJqP4+ElyjcdC/53sC7ubR2/Om+8YgEbw5oCzAggKX7fUUbReH5cMFaRs0AlwnND+CNu2nSAn3BaX9kLWJCF0QyCgwgkZnwra8sCmzQ7VuU4IbpRfGEZihO1/of0HcMJYXlnXuzBo20+IG7a9o1wCiOcduZBm83WdEBIhjLSjlW60r2V9JfOf3J7Vc8cSZFwKXb2W79n/CQ0L2Gvlf2Lniv5DYvJn42y8G/p4oW/lCAOW1sIj2ybIuCGEAeMafI6dk8ILAka+s46KJVfC5LxiDGoGXQNFRD6N/Ujjv40xT5dWGkXpnHJcXjITZkiFacIwYEXDayxyb6PZ8XlhydWENbuz7r3JvPPQJNJLEuA7rA19zjIzGVL1FI3hehr8BkJCUmFh39oe4bv4GY8X6t+2vf+pCmiuxGkaAs1jcJor8JqqcBprWkcSnFbXHc/GN9TgNFXZ45sLrzA0kDiN2RdTsqRyZAnBPvFdrCEV9bCFXiycL86N/UdeVq10ZviE0eBRduCpBZxl1msr6+2VD387IoMyMgIiFyXrPm/DTm58bL/jhISOQ+BA2sG6Y3khbiKk2g1wvBDHy/7bbTcR4EQNUAc74cHJ3c66T/mAT7vztRlQ1hMrayxZjzF7AVwvwHHteRw3xHUDiP4d1+bjuoGVxw2s0eOGZBoTLH1ua9YvGEnoFzZ4mi+yu0aFK6hzTXsXqjCMub1B6BO5kJEjf4hDwDrgDcdtdc0bSsDugd9qhDlh9rrYn0eIE4SRrR7Y+CDADQOcwMcLMzhB0Hp9HZxozlEYNezbGv8hVjYv8HGDwP78oP12GPv5Pl4mgJEBwW4QJpzIuAQfDx+P5Ys3598P7M+qFeMI0x07CFKRK3/dsnc4+M2How4FWv/tdQvbxbX+MuBkbPyicQ73HpAknbSto/EfhRz/j3RkEDut18T3EqS9BGkvSeg6Ofcoa1B3Eo7+XeJltq2stTuGmKGbkza+358AmSNDrIdoiLMfrFgyjqf/cQirV2xGOt02nzRLEHkNJdMpPv/0o3xyduFFXroiBH56TiXrhzkk0iGn35pii+WDZwpCIfytIf1FIDuddShw0pMsX7I5j99/OCtWbE6Qzm9qJ9MpdvnPbHae/VafZNgKmBm7djPuTDEuunbhqNFUbjWxT/mXipI3UETkaWAB8AzwjDHm38C/ReTTInLmxj7vRClvirWGexiGNASNpMIUw71hrMmsJRWmqHAq8ByPxqCRxqCRet/+NwSNNPqNLEsvjxocKdJhhnq/nnX+ett4CB2aAp8gHELSGUkmgCDI4K9JQmM1TjphLbjUQZAeirtgHN47wyFl/eTbdaj9dgsahhwPlSshzOCsraHCt2aY01hlbabAgaYEJAKo9KMRAzs3IKwNIBlAEOI0eOA7dr5Dmg4jDxs7YQVQFfW4VkbhSqAiahiAbRBEPbVhon04X1xruCIK12Lf+C44XkDSTZF0M3hkSDgZEthfWzjdGlflNFNBC0knTYI0ySidDdvtAI80CSpJUeU04pMgEyYIIhO11qmniiaSTpok9ufiE+CycMnWzPzHQaxaMTbvizv9RUiQ4oDkE+yWeBFwcPBwHBccD9epxAkTNi5M4AQebtY6CEM7XzcMCcOAq70lrHd8kqHDV9Nj2DxIQOgThj5h4NvymPJw0o4N+wFhJiDMZCDj58ypsIZdmMng+CE4bpQ+Q5i2xxJgGzDZe5ik1dettXO2tfe2bTv7HwyHYGfaeuizbE/XBk8CkpkUe73xPHvMfREnbkTn+bXuzzW4o4ng877ZZvCcWC7G4ns5xmLEsAnrmXyW4Z/vHMrrD34Smpx2npdgjUV54z02m72m1+cfuQwenV5JutJet6MeSDF6RTevm+viuJ7991xw3fZx2XAi0TGtE+33vLZ0rguuh+M61Dc0gOMwZMhQ0itXkFr4IeSumvc++He1v35bbfkhJ571Wz54t47H7j+ShqYhOOmOz2vPcZg8ZjRD9vy0jXCcbB8F+D64jpXRcWzLPlqx03HcaJ+D47jsu3oR9w/9gJ3Wj2X7aTtFk/qdjsdHP8d124cdm87uix/rRM+PnLSx49vytjLlO3fjm6+zfuaThJm2wuMtAO7sWO7GbbGUL511Ey/P+SwzHziAME+Z85JJdjn0MCYccThRb0bU8+FEHSBZmdpvO9nt6FrjwCGpWdyReoRdq3dirwtOBMexq3wOH45bWUU5UvIGCnAVcBRwHvA7EVmOXVJ4Pm2PekXpE/31wa6u5lYknSQTK7bipfpXqA8aaA5aWNDyIRkyLE+tYI2/Fj/0Wxsn3cJ3cFaPwlm8OU79eGgZgdM0ElJDcVo8nPVVhLUOzvqEdSnyIOMCTeCtgUQvapW7zMFaTd1YCcR3oaX9o8VpGji3ptAFhkA4JDLUs0aiY/c5LdgniwdhDVAdpfNi6RzaJlFkRwKyNHXP/aH5PJtHtdPAFsmPqHDT1HpNVCZSUW+1h+t4+FSSdF0SjkfCcfEcl4TjknAdPMcjgcu9ja/SGDbhEXL0sL0YnxhNInTwQpdEEOIFDp4fEPg+iUxAhZ+mMuNTkcmQTCRJVFXj1gzHrRmCEyaYO/ddcBNsO3U78CAIUtb4TqUIWlKELS0ELS0ELc2QShE2ZQib2vaFzXZf2NKC31hP49uvtz2tQwgmQvpYOgweeQRM2nIeW5/1G16a8ylmPnBQXmPRawmY+Nf5VC7L2eG6ELT/TkdI4RfFpz7p8dh+CWSOz/h7Pmw3Bzx+33LjS9lk9t/Kb2RnDZ7OrpvrB2z11mK8wp9H6hYO8KkXMjy2X4Ip7wVFa5w4yaQ1sBOJjoa35+U3vL2cdK5LZs0aUksWdTCyCxmLYO24Hete542v70Z6dpLEk9iRsGgqmud5TP3EJxiz67TCMnWIjzUGPNuIPjh4jjv9f7JrVWQoZhsNTlvDo01Hr9VIzl3FsphkF0LZXAS/oZ75532NMM+y3q3X7zha667jwOQp8/nUZyr4zj8cgn+1v24AicpKdjnhJCrcvj3nD/HreXfp9Zyx21cZ/cnCq4mWiqo6Yf0zHZfMLlTuXLeCIz63D7M+5tL8ctihzCU8j8nbTurzdQPY1z+Y2Us/4JTxp5FMRNdude8b24OBkjdQjDFPAE8ARKt3fRbYHzspvvMvJClKNyj0ddfFC1t48P41LFyQ4oc/7f4QaBAGrM6soSFoZEXqIwIKv7zTYZp/1z/Hv9c/b+dCVOZphITAuhE467fCaRiC01hFiAdeiJMairN8HO6CMXYFn5QHLW5sQmz5EzrYJ1Hkw50dUQirwKkKCCsdwiqnrRGR64YUNTDCqihcE5CMfC48AlwCvMhHOOkEODhUOAGVbkClA5Uu0b9LlevAskU4SxaSTLWQrEqR2C5F0kuRdFJUkCZJiuR+KVYuGcez/ziQlQVGAhgCFQ4cO2Q0+3qjCFPW6A+bWmxDINUSxaUIU00Eqcj4T7XYfS02TdDUyDpZz0O7bmCH91x2fmAOQVPnc3Iy0a/jZzktWWkXAE4iCZ5L2NJSIHXX5JZGbx5wR35DEazRs8uUF3lm631I/7emw4vbDQLGfbS844GdfCslH7u+7mO2czno8XTXifuK4+BUVuJWVOJWVeFUVEQGqGf/s4aq5+FEcenVKzv0ZndlZO9a9wrPfv1/SOUxshPJJDsdchjJ1l7hqIcah6ClmeWLFoHrMG785u0NbMdtF8Z1OchtZl74CKdscxCjLxzeIb2TTOIkYy3QaFlhQnCinn6noiJKF/0XyQjvqZFtr10Fu084hb8trKR5twB/R0jMAnde27Xb4dOf6bOxuJ+/Ga8vXdDeUBxEeLVDGHHQoax99CHCVMf3UWJpJUM/3J01k18kDFM4TkXrO/OPJ0HTjIB/3Luat99s4oodt8pzht4z1BvCZRMuKmqexaSza+ctAOeeJKljA3D9dtftD1OBqdB0zKZ77XrDoFpmOI6IfA7wjTGdf4lmI0KXGS4+8cYJWC+NBXOn8OqsE1i4wMP3Q4IAbr2j/QyydZn1tIQtpIM0mcDn7aVLeevDZby3fAUti0eQmjgfJ53EWTXKNjy8jB2aCMHZMJTQDXACD2fRFjhNtdBYiRM6hEmfYOsm+5JvSkLKw2lwcOoHrsHh1Pp4w9I4SeurH6528euTsRmqHWk5GZwGqA4aGOJuoLq2CSpCEmGGobVr8Qjw3AwV1SmCtIuXCajyGhnibaCaJloaqmlKV5MKkjxbE9JcXY/nrefYirWM9zLWQwyXhOPguVUk3Br75fRENa5TS8oZTpMzDJwaEm4CggYcUgRODWlqwKnCd6qo8SoY5yap9B2cFgenxX7L2Rs6DLe6xvbeZg3FPGQ2rGfBt75BmG4zaDv4GMcIQwr2aDd/Hypbmjntb39kwrLCH2/rDo3VcPuMJEffn2b4hq7TDxY6u3akIHmnfbG3hJXMykxnXrCEfCYAACAASURBVLAtZ9T8zl7YrPEZN2rDEFwXt7IKt7oKp7KqzX0h3rMdNQLwOrrNOMkK3IpKnMrov6ISp6ICt7LSGtIVFXg1NTiVla3uFm1i2EaIk0yCnwEvYY+rqOyVAd5qaKc7NqDyXbu40QPQ1BgzeP63a4NnY3rGr7rnzoJGtlNRSfWM/Eb2pkjufQ/DkNX33sXaRx4E1yVMpXAqKiAIGHHQoYw68lgamt7uF6+Dcqera1f5+aksXnHjoLhupazvxVhmuOQNFBHZ3BiT99OcInKuMea6gZapVGgDpbjEGyfpVII3X92Vfz+5H6nmKoKgvZP32O0S1A5tpHHkElbUvk/m3Yk4q0firB1uJ20PMsIhEIyG5NgWqiqaqEo0MaZ2OaSgKtHMqKErqa3cwLDatRC6+L5HsiLFyNGrqKzq2FPelX978/chSZrPVz3HnpVzcd0qXKcS161snReQ8IbhuUPxwhq8sAYnSEDCwU804Xm1OBkXf80G/tn8Mve4r7JLy5acvmwXyIQ4bgVhc4awuYUwnY5GEVLgR3MFwhAnkbQGqOPgVFTgr1tHZu0awuZmguYmgui/O73s3tBhuDU1OMkKwkyaoLGRoLGxnW9xnM4M7XRLgusav0P67fYjAc3fh+qmRr5z4zUk/UzHA/tKIoGTSOJGPdntfolkqztNmE4TNDfjr19njTnHIeP74Ps4aXuNsziVlbhV1bhVVXYUoKraNgaqKnGra3CrqnGqqlrjnMoqmt9/lw2zZuY1sluvXW5vNkkmDDubITU7RKMLibbGheO0fqCv3YflwhAyGat3P7rDDDSdGdrB5Pw9sr1lY3rGq5HdfQrdd7+hnvqXXmj9kvyQ3ffEy/kAspKfcrh25d5AKbmLF/C8iCSw806eAWYB7wETgLGdHagoccIwZOGHKdav85k370NWr3uaBXOPYcnCrWhuHNLpsSvey2Ctz0nApA5zVPubsCLEGR1ADbjVPk5LCB4kEymGjl7HqC0+YrOxyxmWXEdNRQNDqjZQ4zRS6xRy4rE4fhLWp6ERnCYIl0G4FR0m4XbHv93zHepeqaZmxSj8+nqC+hVk6uvxG+qtsRsZ+x0aCInoMZOxRrpUw6QZSfa7fy5rNsztw1XrPf6G9fgb1nedMKKg200Kau7K8P0FPwaghUpmhfswz5vMV379e3vsiBGRy0+sp76irfc+G7buQRU2LurhdyoqcavtqmTekCG4ldZ1yK2uKTgK1B2yL666ujrCZusu5lRW9SrP2mm7smHWzIL7vQXg3O2RPt4jpHu92fkaII7jQHJwrIhWTEYdeSxAXkN79A6HUjlh8PTIDiYcx2H0UV9kxIGHFDQUh9RMRSZdX2JJBy9e7RCG77NfqcUoS/Ta9T+DoYEyFZgOfA74MvAr2vxMbhaRHYwxb5dKOGVw4PuNpDOrqKzYgnRmNYnECFwnSSoV8ObsRma/tp73321h8cJsb3ACOLCoMgQjbc94OMyumhQOxy4pGBKtYmW3wxFROAPhWBg6eg2ThxnGOMtZv3gk/toKqr1GRgxZRbXXRE11A+M2W4rrOThOgjCacO95w6lIjMFxPJKJzaismEBlxR5UVUwgDH272kjo4we2kZLwRgIQ4pNwa6EZFpz/TcKchsb/s3fn4XHW5f7H38/MZCZrm7Z0B9qy3aVQVssiCgoeLLUgcGRRD3gUFxAERQQRhIrg76DH7RyV5YiCUJGChWKRVRAXsILsFL6s3Te6pG2SJpPMPL8/nkkySSZL28w8aZ/P67rmysyz3ulMr2vu3N/7++2pGtBXX4CXTlP9yAM09FAN8NM99DC0dj6+cgucc0cRewISiaAKkEoFw3/iMTKbNpFt2hLMzpTZtrk3uo5t97IJRjV8jIqP7028piZ4VNcwpbIq90X/gwP5WxWF53l4FZXbdY2+xrR7yRQj9ptBatz++mt2Af35oq0v2T3TF0WRnVPoCYpzrh54IPfAzIYSrIPS9njZzNYAv3POfS2cKKUUstk0byy+iNZM7zNPbNxQy2svHsj690by+iv7k81s/8e49UhIPB3M8pTdA7LjITsR/BFAGmibDaqLcrawe+xdxsRWsIBWmkkT8zZxireePb0N+MQoj2VJxIcQi1WQnJqlLD6MRGIk5cmDSCXHU5YYSdZvIh4LqjzN6eX4ZClP7hY0r/bBb2mhefEiMi3raF37HumVK2hZuYKmd94sOOymtybcMq+VSxLfo+wdaCXF3/xjeNfbk8//9w39/rcMhhcl8MqS7TM9ARCLUTZyFPHaYcQrq4hVVhKrqMTPZvDi8aA6UF4eDFsqz/UDtPUSeMH0rn5uaFK2JU28qprELiNzQ4/K24cmeYnePw9+JkNm00ayTU3BX6vLyvBSKeI1Q8imm1n8tS/3OFyprRqQ/XQtu477MtX76Is29F4FqJ0+g+GnnI7nefqi3Qt90RYR6RB6gtKVc24jMC/3wMxGEFRY9gkzLimultYNuEXnddv+yH0f56Vnp2319fwhm8iOX4Ff00R20hj81BjKHgVvLd2GLgG0Hhc82sSAilgMqypnRCLB5KoKNmcyxPEYnUwwJB6nrPVtKvx1pMomsqXZZ2TzcubWv8ShFVM4ceQX8Lw4idgQYrHyPhONWF6mUJ7qaHb1W1tpXraUpjdeI71yBX5rK7FUOdmGerItadIrltOyZnW3KkVfekxSWqD8oaGkYiOIH1DDxyvriVW+SSz5sWCoUipFrDqoFASPamJV1XhlZWSbmoIhSnkJgu/77X0PXiKxXcOSBooXj5MYVnh2nVgy2a9qwIg9zih2mDuU/lQBRERE+qtoCYqZ7Q0c7Zy7ZRvO/QgwFLjfObcOmDvQ8cng8daSS2lKL+m0beELB/LHe07r1/l+ZSOZ/Rx+bYLsvin8IXsAQ3KPDunPQewtKHsQ2FI4UQE4ckgVF+0+th937vjreXXlAUzP1PNa6yb+c/TnKd/K6SV93ye9ZDFbXn+VlvXraF2zhpb3VtOyalWPjdvbK6gGxEifAcSzeCSZMOEyqi/etqpAvLL7UCEvN/XqjqQ/1QApTFUAEREZCAOeoJjZR4GLgBXAhdtyDefcY2Z2BvCmmc0DbnPOPbeVcZzrnLtxW+4vxZf1W1m9djbrNj5Ia0uCd9/cl3m//fRWXSNz0Etkpr5OdrfdIHZk3yd4MNleZuw+y/jLs/9G7PFEtwWnkp7HvlXbNia/P/OQt25YT3rVymCBu4Z60suXkV6+jOZF75DZWLdN9wUoGz2GeE0NiWEjKBs7juTYccRrh7HyR//V43AlgPjSOPH0J8iU/5EJ4y9UbwCqBoiIiIRtQBMUM3sd2BuY55z7/PZcyzl3l5m1APcAF5jZy865TvPvmtklQKFvkx5wPKAEZZB6Z9lVNDW/Q7o5yZ3/9wXeW9WfigX4sSyt//YEmSMXAAdC6ykUbA7JM9SrY0biPvaMvwXACn8S8ffFaeqyUBdA3IM9Krb9L/5+NkvLqpU0L3oXP9NKZtNGmpcupnnJYlpWbNtaGIldRpLafSLxoUODfovKSuI1Q/ByPR3J8bsSrxlS8Ny+hivVTp/B2uRkYtnJVFfu+FOPDiRVA0RERMIx0BWUfQgWMN6myklXzrm5ZvYEwQxfUwsc8mfgm8AfCuxbPxAxyMDy/Qyvvv1pfB/++Zej+eujx/d6fPqMuWSn5iZx8wk611tO69ww0sUuZQnWtgSL/3142BBOr21m+aol+H6w0Nn7xvwHc5bGIZXtdpm457F7ee/rnvi+T8vKFWx54zWa3OukV6/Cb26ita6ObEN93/8IPYhVVlG+196kJu5BctyulI0aTdno0cSrep8iuTf9Ga609o03tvn6IiIiIgOtGD0ojzrnlg3g9W4hSFC6cc49a2bznXO3dd2Xq77IIJH1W3l6wS386cHxvOOu7f3Y2jr83ZfRcur9kMhCZl9o+fdezzmkppLPjB3J6GShasooEmMv6zTF6S/37X/sfjZLy3tr2PLqy6SXLWXLW2+QXrKo/xfIF4uRHDMOL5UiMXwEyXHjSY7fjeSuu5EcN37Am8g1XElERER2NMVIUO4e4OvNI1hhouDSwc65W3vY/tsBjkO2wtr3WnjumQb2O6CSXUatZ8G/ruX2G86jJV14+FTr+56j9eQ/dtv+8SGXMW9Nz0O4plRVcPFuY6hO9L604tYs2LXlrTdofOE5WtauoeW992h++81+ndcmPmQoZWPG4iWTlI0cRWq33UkMG46fyVIxeQrx6m2viGwrDVcSERGRHUUxEpStambvi3OuwczeIuhtkR3AdVcv403X1GXrV3s8Pn3mPWT3f7399cm1p/HwmslsyfrM63qZnBNGDOWooTXsWZHqtup0pqG+S7Xg8ILDpHzfp+mN12l85SWa3n6TLQtf6ffv6CXKqNhvKhWT9yU5blfiQ4YQr66BWIzE8BEFV8IWERERkb4VI0F5rQjXdChB2SHcc+e6AslJZ34si5eN0TLjYTJHPtNeG5s17gqeqqvlvlUbCRpOOps2pIovjBvFkB6qJb7vs/7eOR39Fs3NeKkUa2ffSu0JMxl24qk0PP8sDc89yxb3GpkN/W9T8pJJkmPHkRg5msop+1F9xAcKTqsrIiIiIttnoBOUBudcMXo/+vVN0sw+4Jz7m5kd45x7sghxSC/Wr2tl/rzeV4FvPfglWj++HLx6iDsArhr/TfZOGbetfI/HNmwseN53Jo3Hqip6v/+9c4IZq/Km1W1bxXzDH+5jw/339vt3SU3ak8r9DwhmyBoyhIp99u1zhXIRERER2X79+sZlZrXAccBEIAP80zn3VIFDe/92uu36u0DEIcDfgEMBJSgl9NRfN3Pzz1f3ekxm0iJaZyag9YRgQwscXF3JNW83Am8XPOeDtTWcPWYXavroMck01FP34Pye1/zwu1dk8g097niS43ej6tBpeIkyNZCLiIiIhKTPBMXMzgI+DywFKgADjjazFPAF59yKvMN7H9uz7bov4tA7NQAUge/7XHTuIjZtzHDuV0Zz2JHV3HLjGv7+l83djv3Q53/J4xNXkn3w34i/tB/NF94EiQ9C5vBOxz1f31jwXtftsSt7Vpb3O7b6ZxZAP/o+vFQ5Qz90HFXvO4yykaOIV9eoMiIiIiIyiPTnm1mNc+6YthdmVgUcDvwD+Abwnbxj+z28y8zKAM8515/kQ1MGDwJ/engjmzZmALjxf1fz+KMbeeP17jnpxL3e5NCJi/g7KTaf8BitH30d0pcEtbc+nLhLLWeMHkFiK5rMs+k09f/4e8HFCLuqnf4xRpxyWr+vLSIiIiKl1Z8EpdM3xdysWiOcc41m1nVcTj++goKZGXAX0GBmJznn1vVxSu/jc6Qk7rx9bafXhZITgA/826Nk/DhD/N3YnN0VWj/Sr+t/ZdfRHFVb069j/WyWhn89w6YnH6fxlRf7dY6XSpEYNrxfx4qIiIhIOPqToDSa2eMEQ7zKgN2Bz5nZo8Dft/aGZvY54KdAJUHy808zm+Gcc1t7LSmdFcvTZPpMP33AY9i4dfxX83d6PKoq9Tg373UOca/3vpJCtrjXWPu722l+952tPpdsluppR2z9eSIiIiJSMn0mKM65X5vZs8BHgU3AXOfcWjP7T+C9/t7IzGqAm4HTCRKTNPAtYCHwiJn9p3Puia3/FQpSxWUA/e3JTfzyhjX9ODIotv2g+Vs9HlGWuoXzx52xVclJtqmJlrXvse6e39H4wr96PC4xchSZjXUFh3p5yRS102eo+V1ERERkkOtXd7Bz7mXg5S7blvf3JmZ2GHAnwSxgHvAm8Enn3HO5/TOBuWb2Pefcr/t73QK8Lj9lOzU3ZfuZnOQrkHyUzcOLv8KE1CQOrjywX1dpWbOKxZf2vMBjmxGnf5ohHzyGWHVN53VQ0mm8ZBKyWWqnz2D4Kadv5e8hIiIiIqVW9OmLzOxS4Lu5e3nAb4DznXMNbcc45142sw8C88xsL+fcFdt4u9/nfs7Znpilw/P/auj7oF6cOaaZRzb/kvWZDZR5Sc4Z9Zk+V1nPNNSz4vvX0bz43R6PKRs3njHnf5XU+N06bR9x6hnUfvRjXVaSP0KVExEREZEdRNESFDMbBdwOfIQgMdkMfNk5N7vQ8c65VWb2IeAOM5sDnOWca96aezrnluV+Lt2e2KXDjf/bfW2TsjKPlpa+R9GdPX4tM4YdQSL+UWavu4tDKg9kUmpCr+f42Swrfvj/ek1OJv74F702u8erqhn6oeP6jE9EREREBp9YMS5qZtOBl+hITp4BDu4pOWnjnNsCfAJYDDxhZiOKEZ/0z9LFhfPDK64Zz7hds8QTrT2fHH+WE2qDNU+OGfIB9i03zhr5yT7vuW7ObJrf6Tw5XNX7DmP85Vezxw2/Yq9bf6eZuERERER2YgOdoCTN7AfAfGBUbtv3gaOcc/2adsk55zvnvgHcCjxlZvv25zwze93MKnLPzzCzQ7c6eunk25d1LkRNnlLBD/5nAruMfpuPfPEmvH/fgj/Exy/rfu4FY05oH8pVE6/mql2/yYhE4cTC931a3lvDhj/eT91DD3TaN+K0TzL2goupsH2JVVQOzC8mIiIiIoPWQA/x2ge4mKBqsho42zn36LZcyDl3s5ktAh4iaKrvyyzn3BYzGw68DkwDep7ySfq0625Jli3tmBHrsm+Po2HLQhavvJ7b0t+gee9y2NMj/jwkHgcy4OWKKr9euY4PDBvafq6fzbLkiktoWbkCgDHnf42q9x1G8+JFLJt1ebd7Vx0yjTEXfA0vVpQin4iIiIgMUsXoQfGAhwmSk35PQ1yIc+4RM5sBPFBov5mdCDzhnKsHXjSzPYCfAeuBv27PvQXG7dqRoJRXeO3Jie+nKaeJZiogBplDIbM/JP4GsVzrSGW8c2Kx5MpvtCcnAKt+/uMe7+slU4w651wlJyIiIiIRNNAJShr4lnPuRwN1Qefcq2Z2OHBvgd1XAd8ysy3Ao8Aw4MdbW7Uxs0kEi0ceS/A73A9c7Jxb38d5CeBrwOeACcBaguTsSudc9+7yHcz6dR09Jl+8oLk9OQFo6frRSUFrXl/63pXl7c83/vkxWlb0e1ZqRn/hy5p1S0RERCSiBjpBGeKc675K3nbKfdl/f4Fdn3fOvZgb1nUscBzwPTO7APijc+6mvq6dW0DyCYLk4gygCrgeuN/MPuic6226qmuAS4HvAH8D9gCuBQ4ys8Odc9l+/5KD0Ib1HQlKY+Ymkn7HW9tITY/nlXk+kysraF2/jo1PPs6Geb/v8dh8Y79+OZX7TVXlRERERCTCBjRBKUZy0sf9Xsz9XA/ck3tgZrsDh/XzMl8ExhI08i/Pnb8M+DvwMYKG/56cBcx2zn039/oJM2sBbiPox3l9q36hQSSb9Vm3tiNBqapZ1/683u+9uhHz00wkw6KLz++2b+xFl1A2bleWXNaxAOPu//UjkmPGDUDUIiIiIrKjK/pCjWFwzi0BlvTz8JnAX9qSk9z5T+Ua9E+k9wSlDNjUZdvG3M8dugzwyIN1nV4nkzH8XC3p9cx+vZ6biCVJ3X4LLQX2VR50KJ7nsdetvyObThNLJgcoYhERERHZGeyUCcpWmgLcWWD7wty+3twMXGRmfyQY4jUJuBp41Dm3cFuCyWQyOOe25dTt1tjYCIBzjt/dHu+0L9b6KTKx2eC18J4/qmOHtxpS/wfACX6Ww7KfInHLg7Ss6d6Ck/nmLN54443i/QKyTfLfd4kGvefRpPc9mvS+R1OY73smk9nuayhBCRrr6wps3wBM7O1E59xVZpYlmGXMy23+E3DqQAY4GMSYBNlPk4n9hqXZiR07Eo+1Pz04ezoxfwJel+Qkc9GlUKmmdxERERHpmxKU7WBmXwa+DlwOPE3QJP9d4G4zm9FHg31B8XgcMxvYQPupLcs2M8aNX8yK5cEgrcuvHk+wBqbx9JK3WNM8JndGFmLLAHhfuXHArjPZ9Nc/sybvmqPPvZCagw8p3S8hWy3/fZdo0HseTXrfo0nvezSF+b6/8MIL211FUYISVEpqC2wfRrCeSkG5mcN+RLBA5PW5zX8xs3eAJ+m7wX5Qa2jomIBsxC4dH5N76g/OO6oJvCCJ+fyY8/B9nzW33Ni+N7nbBGqOKDT5moiIiIhIYTt0I/cAeY3CvSZTcvt6sheQAp7rsr1t9fq9tz+0cGQyPps3dWS+NTVBP0pD8wqWZ0d3HOgF+duoxEhqE7Vseb1z282I0z9V/GBFREREZKdStATFzPY2s3O28dyPmNm/m1nZQMdVwHzgGDNrn+fWzI4g6D/5Qy/nLcr9PLTL9rbX7w5QfCXX2JAlmyuglJV5pMqDj8mr6//R+cDkbwE4dfhJZNNpVlz/3U67q6YeWPRYRURERGTnMuAJipl9NDer1WUUnh2rT865xwiGn71pZj81s61uYjCzc/t56M3AKmCemX3MzE4DfkvQU9I+RMvMrjKzVjObkItxDXA3cKWZXW5mH84lZLOBNwhWlN8hNTV1DO8aMrRjNq/XtnSsDk9sEXjBsjcHVU5lwwPzOl1j/JXXFDVGEREREdk5DWgPipm9TjC0aZ5z7vPbcy3n3F25RQ/vAS4ws5edcwd1ud8lQGWB0z3geODGAvu63meTmR0L/BS4C2ghqJx8rUuTewyI0zFbF8DnCBrkPwtcBawBHgeudM5t6dcvOgg1N3ckKG3VE4AHG/fpOCi2GIDa+FBq0kne7bJafMVe+yAiIiIisrUGukl+H6AVuHAgLuacm2tmTwAfBqYWOOTPwDcpPBSrxwb3Avd5m2DBxt6OmQXM6rKtHrgi99hpNG3pSFDKy73CB3nBupanDj+JzU/9tdOuif9zU9FiExEREZGdWzFm8XrUObdsAK93C0GC0o1z7lkzm++cu63rvlz1RbZBU1NH4ag8V0HZ1NKlIBR7B4BpVYfS+FJHQpLcfSKJIUOLH6SIiIiI7JSK0SR/9wBfbx6Q7Wmnc+7WHrb/doDjiIz8HpTyiuAjsqRhVccB3ur2gW5D0km2LHylfdfYC75WkhhFREREZOdUjASl67S728U51wC8NZDXlN415yUoqVSQiSzdsqHjAG8dAFWxKtbe8Wv81qBYldxtd8pG5U1DLCIiIiKylYqRoPS2dsi2ckW4pvSgubljiFcqFXxEljfnDfHKJSjT3x3Xqf+k6pBppQlQRERERHZaA52gNDjnitH70a+GdzP7QO7nMUWIITLS6Y4KSjIZVFCWNec1y8eCBGXEE690Oq/q0MOKH5yIiIiI7NQGOkHZ0Pch26Sun8e1rZfSdfFE2QrpvApKMhXD931ebxnVcUCugjJmld/pvIZnuyzkKCIiIiKylQY6QWka4Ou1SW/l8T3MjSv90TlB8Vjf3CXvzCUoydbOm+senE+moaHY4YmIiIjITqxfCYqZJXI/P523baaZDe9yaL+Hd5lZmZkl+3m4pgwuoeZ0fpN8jBfX/q3zAV6aDzzVJTsBiMWof0ZVFBERERHZdv2toDxsZo8A083sQADn3HyC1drzZfpzMTMz4BngCTMb0Y9T/L4PkYHSqUk+6fHM5ryqSPxfAIxa2/0t8dNpMhv7OxpPRERERKS7fiUozrnjgM8CSeAyM3vZzObQPUHpk5l9DniWYGX4I4F/5hIWGSTSzXlN8qkYL6yaRuI+SN4EeMFwrxHruy9N4yWTxIfWlipMEREREdkJ9XsleefccjP7pXPuUQAzm0I/Z9fKHV8D3AycTtAjkga+BSwEHjGz/3TOPbE1wfdCFZft0Jy3kvz9964nuQbIgOdDWzvQ0E0F/omzWaqnHVGSGEVERERk59TvBAWgLTnJPV/Y3/PM7DDgTmAiQXLyJvBJ59xzuf0zgblm9j3n3K+3JqYuvC4/ZSstXQTP/6tjSNeqFS2d/zHjLxLL+gzZ3Pk8L5midvoM4lVVpQhTRERERHZSxViosRMzuxT4Kx3JyW+AQ9qSEwDn3MvAB4Fzzey67bjd73M/52zHNSJp08ZWnvyTxx2/jvd+oJdh9GqfWK6A4pWV4ZWVUTt9BsNPOb34gYqIiIjITm2rKihbw8xGAbcDHyFITDYDX3bOzS50vHNulZl9CLgj199ylnOueWvu6Zxblvu5dHtij6Kf/XgVb7r+FZ7GreroP9nlU5+h+rAjVTkRERERkQFRlAqKmU0HXqIjOXkGOLin5KSNc24L8AlgMf2f4UsGwJcuGI3t27/WnZr64OeY87/K0A9/RMmJiIiIiAyYgU5Qkmb2A2A+0Lb0+PeBo5xz7/TnAs453zn3DeBW4Ckz23eAY5QCRuxSxiln9C9B2eftDHge5XtPLnJUIiIiIhI1Az3Eax/gYoKqyWrg7PzG+q3hnLvZzBYBDxE01ffKzL4MHAQ8BxwDXOKcW74t95YcL0ss4ZNt6dyXsusyn9SkPUnUakphERERERlYxRji5QEPAwdsa3LSxjn3CDAD2Ksfh78LfINg6uKLCIaKyVYaNqKjijL2E+/Q/JE4fgr8vFQ2RtAcLyIiIiIy0AY6QUkTVC5OcM69NxAXdM69ChwOLOjj0L2BK4FHnXNrCBIW2UqtLR3P3x2zF5lDoflCyEyD7NhNTFgSNMgPm3FSSBGKiIiIyM5soId4DXHOpQf4mjjnVgPv7+OwXwOnAA+a2Y0EQ71kK7W25r1o+3SkoPU4IHkbXm5+tMoDDy5xZCIiIiISBQOaoBQjOdmKe28mWGMFM/sVMCAVnKgpmKC0iW3kyGda2evW35UyJBERERGJkKKtg7I9zCzjnOtjxcCeOef+OZDxRIXvdx7iRYE2k5r6/s30JSIiIiKyLYq+kvw26t+KgTKgshnw/eCf3o/R+dPhrQBg5O5TSx+YiIiIiETGYE1Q9Gf6ELT0NryrbB4Ae599YcniEREREZHoGRQJipmd28f+RO7np/O2zTSz4cWOLUq25HcQ5Q/vSv4IYuuouZ5GQwAAIABJREFUyJRRXl5d6rBEREREJEJK1oNiZpcAlQV2ecDxwI29nP6wmWWA1Wb2inPuRefcfDM7E1DH9gBY2tTMr5ry8tX8T0b6c5D8HbWxbMnjEhEREZFoKWUF5c/AAcDiLo9FwPreTnTOHQd8FkgCl5nZy2Y2hyCxkQFw9TvL2Zw3xMvvlLoOgfRnWO3VlTosEREREYmYklVQnHPPmtl859xtXfeZWUuhc7qcv9zMftm2Or2ZTaGPxEb6ryoeY0trXoWk0ycjBjSRRRUUERERESmukk4z7Jy7tYftv+2yqeAsXm3JSe75woGLTPaqLGdtS33Hhq5TDMeW88WRny1pTCIiIiISPYOiSb4r59ygjGtnZokYiZZM++vOQ7zSEFvCsUOPKXlcIiIiIhItg3KhRikd3/dZf+8cyp97ntjUs4Hc+pidPhlZ8Ffy1OYFjEgMZ0RiOMMStcS9bV5LU0RERESkICUoEbf+3jnUPfQAo7NZvMl5y890GuKVhcQabl7za2J4tNDCmLIx/GD3a0sdroiIiIjs5AbNUCoz27fQcymeTEM9dQ/Ox0+nKWttZeZDD3TsjAOxV6H8Wij/EXgZmvwmGv0teHgcVKkV5UVERERk4A2aBAX4YQ/PpUjqn1kAsY6PwLOZI9qfe3WAly5wFsS9BKcOP6nY4YmIiIhIBA2mBMXr4bkUSWZjHX5zc/vrVf649uexZQDN3c5JeSk+Nfw0KmIVJYhQRERERKJmMCUofg/PpUjiQ2vxUqlejuheQamOV2k2LxEREREpmsGUoKhqUmLV0w6HbOHFF7Oj6DbEK+WlOGfk2Zq9S0RERESKZjAlKFJi8apqak+YiZdMdtuX3Q3wO6orHh67JcdzcOWBJYxQRERERKJGCUrEDT/ldGqnfwy8LgWsJJDpmKmrzCvjnFGfwet6nIiIiIjIAFKCEnGe5zHi1DOonHpQ5x0xoOzJ9peHVB7IpNSE0gYnIiIiIpGjBEUAaB3d2HmDB8SWtL88tfrQ0gYkIiIiIpE0mBIUzdwVkvrGV9l06JudN3oAHUnL5jW/oL7x1ZLGJSIiIiLRM5gSFAlBfeOrLF55PSQ6z+blx3zwWgA4klZ8P83ildcrSRERERGRohpMCUpjD8+liJavuQHfL7BivNeRsLTkfvp+muVrbihNYCIiIiISSYMmQXHOfaLQcymu8aPOw/OSZLNdZ+fqGHHXtuqJ5yUZP+q8ksUmIiIiItEzaBIUCUd15X5MGHsZLVvKO23PTsi0P9+fDJ6XZMLYy6iu3K/UIYqIiIhIhChBEaor96P6+b07bfOHdCQoNZQpORERERGRklCCIgDEN9R03pCXoOw/TsmJiIiIiJSGEhTJ6fgo+B7tTfIjG2JKTkRERESkZJSgCNBlEZoKwAsqKIlNrWGEIyIiIiIRNegSFDNL5H5+Om/bTDMbHl5UUdB1Fq+gglKm/ERERERESmjQJSjAw2b2CDDdzA4EcM7NB44PN6ydndflaZCgbBqZCiUaEREREYmmQZegOOeOAz4LJIHLzOxlM5uDEpSi8vPHeHkAwRCvuvKWQoeLiIiIiBRFIuwACnHOLTezXzrnHgUwsynA+pDD2qn5XuEhXiIiIiIipVTyBMXMPOecn/fagGrn3L/yj2tLTnLPF5YwRMkb4iUiIiIiUkphDPH6LzM7PO/1fOChEOKQPL7fpYLidayDkmmoL3E0IiIiIhJVYSQovwB+k/f6PuCoEOKQPH4PTfJn3Jdh0VfPY93cu/A7NaqIiIiIiAy8MBKU6cAzea/rgb1DiEPydEo98hKUPd5pwW9poe6hB1h/75wQIhMRERGRKAmjSf5C4MN5r7PAH3JTCz8G/AX4l3MuU+hkKQ4/09FzEiQrwT9/Mp3blk5T9+B8aj86k3hVVcnjExEREZFoCKOC8mdgr7zX+wOnAwuAmcCTQJ2ZPWJmXyx9eNHUWlfX8SJXQfF8n0T+Qo2xGPXP/KPEkYmIiIhIlIRRQbkAODnv9WvASufcPQBmlgKOAD4IHFL68KIp25K33kkuQSlr6by+vJ9Ok9lYh4iIiIhIsZQ8QclNMXxv3utZZvYRMzveOfeIc66ZoIryZKlji7REssuGTOfqCeAlk8SH1pYsJBERERGJnkGxUKNz7rGwY4i6eG1e4uEBXpZ4lwSFbJbqaUeUMiwRERERiZhBkaDIIBAv63ieG+KVyHTM7eUlU9ROn6EGeREREREpKiUoAnRZBwWADIkMeKkUZLPUTp/B8FNODyU2EREREYkOJSjSXa6CkqqqZZdPfpzqaUeociIiIiIiJaEERYBCK8lnSNXuwtCpx4UVkoiIiIhEUBjroMgg5HfbksVfPZybfraKK7+xJISIRERERCSKQq2gmFkZcBZwHDAKuNQ597yZDQNOBB53zi0LM8ao8P28Ckoakr+ayspV1azK1JPN9nyeiIiIiMhACi1BMbNa4DGCxRgbgEpgWG73RuA64A7g8lACjJjWbEeC4m0Cb+NQfApVVkREREREiifMCsp1wBRgJvBPYE3bDudc1szmAtMpQYJiZpOAnwLHAmngfuBi59z6fpxbBlwMfBaYSJBc/RM4xTnXdSWRQWfTxlYefWgjD79wWPs2T1mJiIiIiIQkzB6Uk4GfOef+SOE/1L8FTCh2EGZWAzwBjAPOAM4FjgHuN7Ouc+92PdcD7gK+DvwC+ChwHrCcHaS/52c/XsX8+zaQzmq+BBEREREJX5jfSkcAb/Sy3wfKSxDHF4GxwFHOueUAZrYM+DvwMWB+L+f+B3AS8D7n3At52+cWKdYB96ULRvO729fy/D830erHww5HRERERCIuzL/yLwP26WX/kQRVlGKbCfylLTkBcM49BSwiaNTvzbnAn7skJzuUEbuUcf7XxnLq5FfDDkVEREREJNQEZQ7wJTM7IG+bD2BmZxIMt7qzBHFMAQp9O1+Y21dQrvdkGvCamf3IzDaYWbOZPWFmBxcp1qKprkm3P/dj4JcN+vYZEREREdkJhTnE61qCpvQFBE3lPjDLzH4C7A88DfywBHEMA+oKbN9A0PTekxFAGfAZgqFqZxMscfgd4DEz27s/TfZdZTIZnHNbe9p2+3tZRftzfwxkDl5I+WNT8DJxWlu9UGKS0mhsbATQexwhes+jSe97NOl9j6Yw3/dMJrPd1witguKcawSOBq4GaoAmgoqEB1wJHOecS/d8hdC1/duVATOdc39wzt1PMGSsGjg/tMi2gdttz44XMchMW8xxX3+NQw/3GT1W03qJiIiISGmEOnVTLgH5fu4Rlg1AbYHtw4DeKiB1BFWfV51zq9o2OueWm9nrBFWgrRaPxzGzbTl1u0x47AEWk3dfL8tee+zOYQf01iYkO4O2v66E8bmTcOg9jya979Gk9z2awnzfX3jhhe2uouwQU+EW2WsU7jWZkttXUK4C9G4v1y3FDGQDJ79I4gFkKfM09bCIiIiIlNag+AZqZtUEFYtu644455YU+fbzgevMbJxzbkUuniMI+k/+0Me584Avdzl3N2AycHfxQi6CbqO4siSUoIiIiIhIiYX2DdTMKgj6Tz5H0HDek2IvznEz8BVgnpnNAiqB6wma9NvXQDGzq4CrgD2dc4tzm39AsBbKA2Z2DUGCdTWwDrixyHEPmMuXXs3SSUeQ+Htugwfg8/qWN0h6SUYkhjMsUUvc0zopIiIiIlJcYf6J/CaCL/f/BGZTeCatonPObTKzY4GfEqwK30JQOfmacy6/rhAjSJa8vHNXmtmHgB8BtwNZ4HHg351za0vzG2y/XRIjWJxXu/JzQ7z+UPcgD9Y9QgstjCkbww92vzasEEVEREQkIsJMUE4B7nDOnR1iDAA4594mmH2rt2NmAbMKbF8ITC9KYCUyo/ajPJd9p8vWLGk/TRpIemUcVDk1jNBEREREJGLCbJLfAvy9z6Ok6CaX70Msf7KF3BCvNnEvwanDTyp1WCIiIiISQWEmKPcAx4d4f8nxPI9hdXmj2fISlJSX4lPDT6MiVlHwXBERERGRgRTmEK+vA/eY2e3AL4ElQLdJk0swi5cAQzb5bOq0JQtAdbyKY4ceE0ZIIiIiIhJBYSYorcBbwAXAp3o5TlNHlUCiNe+FB3hZkl6Sc0aerdm7RERERKRkwkxQfg6cAzxDMKVvKLN4SY7ffYjX+OQ4Dq48MKyIRERERCSCwkxQTgN+65w7K8QYpF3XNTKzfHHU5/G8bmtnioiIiIgUTZhN8q1oFq9Bw+tSQRkeq2ZSakJ4AYmIiIhIJIWZoMxFs3gNGn5+BcWDPVPjwgtGRERERCIrzCFe/wv8xsxmAzejWbzC5Xd+WR1LhROHiIiIiERamAnKS7mfBwFn9nKcppAqhS5DvBJemMU1EREREYmqMBOUa+j2d3sJT+chXmWaWlhEREREQhBaguKcmxXWvaW7Tk3yQLlXFlIkIiIiIhJlJUtQzGx36OgpaXvdF/WglIYf61xBWdSyIrxgRERERCSySllBWQT4ZlbhnEu3ve7HeRprVAL+Lp17UOJa/0REREREQlDKBOVzBAlJS5fXMgj41Z0rKEdVHhReMCIiIiISWSVLUJxzt/b2WkLWJVWsTGiaYREREREpvdDmkjWzs81sYi/7J5rZ2SUMKdryE5QseM3p0EIRERERkegKc7GLXwPv72X/4bljpIh832fd3Luof7e2fVv8dfj7w0+zbu5d+L5G4YmIiIhI6YSZoPTVhV1BgZXlZWCtv3cOdQ89wPoXRnfa/rf9/40bSLHyvntCikxEREREoqik66DkphaemLdpspkdXeDQYcC5wOJSxBVVmYZ66h6cz6ohw2BT532tiSSvTzKu2dLA5RvqmDCstvBFREREREQGUKkXavwscDVBx4MPXJF7dOXl9n+5dKFFT/0zCyAW4/8++QX47+77W8vKqIsP4TtLV/MrJSgiIiIiUgKlTlDuI1j/xAN+BdwMPN3lGB9oAP7lnFtUyuCiJrOxDr+5mfKmLdS/v4LEU8H27PC8g2IxKlqaQ4lPRERERKKnpAmKc+5F4EUAM5sA/N4590opY5AO8aG1eKkUu61cxsLKjqwku3fn4/bItJY4MhERERGJqtCa5J1z31FyEq7qaYdDNsvE5YvwyBY8pqwlzf7jx5Y4MhERERGJqjBn8ZKQxauqqT1hJuPXvYfXw3TC8bjHnkOHlDgyEREREYkqJSgRN/yU05n4gd06b8ybANqLtTAi+3ZpgxIRERGRyCp1k7wMMg1bFtKw1z8Yv9RYxYT27ZeVX0lZ7vmK1UnKYpdRXblfOEGKiIiISGSoghJh9Y2vsnjl9fh+mq4DvPI/GL6fZvHK66lvfLWU4YmIiIhIBClBibDla27A99MAbPHzx3V1GuUFBEnK8jU3lC44EREREYmk0Id4mdlkYE9gON2/F+Oc+03Jg4qI8aPOa6+gbOnyT9/1jfC8JONHnVe64EREREQkkkJLUMxsd+B24AMUSExyfEAJSpFUV+7HhLGXsXjl9WR6SVA8L8mEsepBEREREZHiC7OCciPwPuBi4ElgQ4ixRFZVxRSGvXUYrb7XMd4vf7SXkhMRERERKaEwE5RjgB86534aYgyRt/7eOWx56J9475vafWcLDFtyGNV7KjkRERERkdIIs0m+AVgV4v0jL9NQT92D8/HT6e4701D2O9hyzwIyDQ2lD05EREREIinMBOVu4KQQ7x959c8sgFjwEYj7nXtQyu6C+GIgFqP+mX+EEJ2IiIiIRFGYQ7x+DtxmZncDvwAWAZmuBznnlpQ4rsjIbKzDb24GoBxobNvh5ZITwE+nyWysCyM8EREREYmgMBOUVwhm6ToUOLWX4+KlCSd64kNr8VKp9iSlEC+ZJD60toRRiYiIiEiUhZmgXAPdFjCXEqqedjhrZ98avOjpnchmqZ52RIkiEhEREZGoCy1Bcc7NCuveEohXVVN7wkzqHnqAQkvReMkUtdNnEK+qKn1wIiIiIhJJoa8kL+EafsrpAPir8zZ64JWVUTt9Rvt+EREREZFSCD1BMTMDTgQm5Ta9C/zBOefCiyo6PM9jxKlnwA1/67R94k9uVOVEREREREou1ATFzH4EXET38UXXm9lPnHNfDyEsAeJVVSxf2sz8eRtYujjNtT/YPeyQRERERCQCQktQzOwi4KvA/cD1wMLcrinApcBXzWyxc+5/QgoxUvy8dVC8OrjuqmUsereZTMYnmw0xMBERERGJlDArKF8EHnHOndxl+9PAKWb2EPAlQAlKCeQnIbGF8Ga2KbxgRERERCSywlxJfk+C6klP7gf2KFEskbVpYyu/v2sd6adHtm/zVDERERERkZCEWUGpAyb2sn8isKkkkUTYz368ijfdFvDDzFVFRERERAJhfit9CLjAzGZ23WFmHwPOB/5Y8qgi5qzPb2Tv/RZCTGtmioiIiEj4wqygfAv4MDDPzBzwWm775Nxjae4YKZL6xlfZ1Hw9J52Z5ie//zqtzw8LOyQRERERibjQKijOuRXAwcAPCaYZnpF7eMB/A4c451aGFd/Orr7xVRavvB7fT5P2y2iprGjf56fAK8t0O15EREREpNhCXQfFObeeYErhS8OMI4qWr7kB30/zXnYUd6bPIkOq/cPQejjEqiD+eJZ4JkOmtYzla27AJv4s1JhFREREZOenzuiIGj/qPDwvya3pL7CJoXRaK9ODlkPjNF0ImWkwatwKxo86L7RYRURERCQ6Qq2gSHiqK/djwtjLaHmnEaiA/B75tlwlFSN53EaumDSM6sr9QohSRERERKJGFZQIq67cjyFlvc/kvDm2gmvX3VWiiEREREQk6pSgRNz7h+4GpHvYmyYWX8ZBlVNLGZKIiIiIRJgSlIg7smY3Oo/vIq8dJUsitpZTh59U4qhEREREJKqUoETchIoUSa+nViSfM3f5IBWxih72i4iIiIgMrFCb5M2sDDgLOA4YBVzqnHvezIYBJwKPO+eWhRnjzi4Zi/HzyeM570+vAXkLNZZfy4jEcI6v/UFosYmIiIhI9ISWoJhZLfAYcAjQAFTS8Q15I3AdcAdweSgBRkhNvLrzBg9SXopzRp5N3IuHE5SIiIiIRFKYQ7yuA6YAM4FJ5HU+OOeywFxgejihRVCXNpTdkuM5uPLAcGIRERERkcgKM0E5GfiZc+6PdPt6DMBbwITShhRlXqdX54z6DJ7n9XCsiIiIiEhxhJmgjADe6GW/D5SXKBbJ58GklHJDERERESm9MBOUZcA+vew/kqCKIqVQqIYlIiIiIlJiYSYoc4AvmdkBedt8ADM7EzgDuDOMwEREREREJBxhJijXAq8BCwga4n1glpm9CMwG/gH8MLzwoiWe34Oi1hMRERERCUloCYpzrhE4GrgaqAGagGkEX4+vBI5zzqXDii9qYr7W7BQRERGR8IW6UGMuAfl+7iEiIiIiIhGnP5tLdxriJSIiIiIhCXMl+bP7OMQnGPa1FHhOw71ERERERHZ+YQ7xupWOyW27/s0+f7sP1JnZd51zPylRbNGjaYZFREREZBAIc4jXAcALwF+ATwAH5h6n57Y9B7wfOA14Ffihmf1nKJFGQMJrbH9eFmsNMRIRERERibIwKyhfAeqAjzjn8v9+/7KZzQUeA85yzp1vZvMIpiP+CkHlRQZYRWw1LYwGwFKLgcnhBiQiIiIikRRmBeVUYG6X5AQA51yWYG2U03KvMwQLOxblW7OZTTKz+82s3szWm9mtZjZ8K68x0cwazMw3s12LEWdR+Zn2p/HMG9Q3vhpiMCIiIiISVWEmKBXAmF72jwUq815vBDI9HLvNzKwGeAIYR7B6/bnAMcD9ZrY181n9L7BpoOMrhfrGV/FpyduSZfHK65WkiIiIiEjJhZmg/BW4yMyO6brDzD4EXEjQi9JmKsGMXgPtiwTJ0Medcw845+YAnwaOAj7WnwuY2cnAEeyA67nUN77K4pXXd2qS9wDfTytJEREREZGSC7MH5UKCJOVxM3sFeDO3fW9gf+A94KsAZlZOsMr8XUWIYybwF+fc8rYNzrmnzGwRcCIwv7eTzawK+ClwObBDdZe3JSe+32UGZy/IVtqSlAljL6O6cr8QIhQRERGRqAktQXHOvWlmU4FvAjPoqFYsAn4CXO+cW5M7tgk4vEihTAHuLLB9YW5fX64CVgO3AJ/Z3mAymQzOue29TJ+yvEsmNhu8YGiX38PqjL6fZtHy/yKe/TQxJhU9Lim9xsZgBrdSfO5kcNB7Hk1636NJ73s0hfm+ZzLb35ERZgUF59x7wNdzj7AMI5hNrKsNwMTeTjSzKcBFwAedc76ZDXx0RZKJ3duenADE8oZ4lXU92GshE7uXWPbiksQmIiIiItEVaoKyE7gBuN0598xAXTAej1OKRKe+8cJOw7tGkW3v8B/uZTsd63lJJoy7kOrKHScBk/5r++vKjpRgy/bRex5Net+jSe97NIX5vr/wwgvbXUUJNUHJq0AcCtTSvWnfd87tWeQwNuTu3dUwYH1PJ5nZGcDBwDlm1nZ+26xjQ8ysyjnXMKCRDqDqyv2YMPay9iSlKm9f/mAvz0uqB0VERERESia0WbzM7EjgWeBkYCWwB/BO7vkEYDOdZ/Eqltco3GsyJbevJ/sCNQTN/Rtyj5/n9r0KzBvAGIuiLUnxvCT4HWlJ2zMlJyIiIiJSamFOM3wNsBww4LO5bd9zzh0FfIig/2N2CeKYDxxjZuPaNpjZEbn7/6GX824FPtzlcX1u3+mE21fTb21JSqePgucrORERERGRUIQ5xOsw4P855+ryVm2PATjn/mpmtwDfBR4rchw3A18B5pnZLIJhWtcDT5M3xbCZXUUwY9eezrnFzrlFBDOOkXfMxNzTp51zy4oc94CprtyP6sqOj4JHQsmJiIiIiIQizApKHFibe96Y+zksb/9CgsUZi8o5twk4lmCq4LsIEpa/ASc65/LmtiJGEPPWrC6/w0jEO/7pR9Qer+REREREREIRZgVlCUGvCc65JjNbCrwfuDu3/yBgYykCcc69TbBgY2/HzAJm9XHMrQRDv3Zo5clxfR8kIiIiIlIEYSYojxM0yH879/oO4FIzqyGoVPwHcFNIsUWO3/chIiIiIiJFF2aC8n3gCTNLOeeaCaoTw4EzgCzwG+Cy8MKLmPwMZaccxCYiIiIiO4LQEhTn3BKCYV5tr1uA83IPCZGnBEVEREREQhJKk7yZVZpZxsyuCOP+0p3va5CXiIiIiIQvlATFOddIMIPXhjDuL31RCUVEREREwhHmNMP3EjTJyyCjIV4iIiIiEpYwm+R/Dsw2sweAnwHvAFu6HpTrVZEi0wgvERERERkMwkxQXsz93B+Y3stx8RLEInlUQRERERGRsISZoFyDlt8YNFRBEREREZHBIMxphmeFdW8RERERERmcwmySl0FKQ7xEREREJCxhDvHCzMqAs4DjgFHApc65581sGHAi8LhzblmYMUaFhniJiIiIyGAQWoJiZrXAY8AhQANQCQzL7d4IXAfcAVweSoARk5+gqIIiIiIiImEJc4jXdcAUYCYwibzVAZ1zWWAuvc/uJSIiIiIiO5kwE5STgZ855/5I4dm83gImlDakKNMYLxEREREJX5gJygjgjV72+0B5iWKJvM5DvDTGS0RERETCEWaCsgzYp5f9RxJUUaTUlJ+IiIiISEjCTFDmAF8yswPytvkAZnYmcAZwZxiBRZJGeImIiIjIIBBmgnIt8BqwgKAh3gdmmdmLwGzgH8APwwsvWvLzExVQRERERCQsoSUozrlG4GjgaqAGaAKmEXw/vhI4zjmXDiu+KFMLioiIiIiEJdSFGnMJyPdzDwmRFmoUERERkcEgtAqKmX3NzMaGdX/pQmO8RERERGQQCLMH5YfAEjP7k5l9zsyGhhiL5FF+IiIiIiJhCTNBOQD4b4JV5H8JrDKzuWb2CTNLhRhXJGmEl4iIiIgMBmE2yb/inLvcObcH8AHgFuD9BNMPrzGz28zso2HFF2VqkhcRERGRsIRZQWnnnHvKOXcBMA6YTjDt8KnAA6EGFiG+uuRFREREZBAYFAlKniHAhNyjArVDlE6nJnn9s4uIiIhIOEKdZhjAzCqBjwOfBI4HksDbwPeA34YYWmQpPRERERGRsISWoJjZSQRJyYlAJbAS+AVwp3PumbDiiioN8BIRERGRwSDMCsp9QB1wZ+7xhHNO35PDonVQRERERGQQCDNBORl40DnXEmIMUoBaUEREREQkLKElKM65+8O6t3Sn0pWIiIiIDAaDbRYvCUn+LMMqoIiIiIhIWEKdxcvMpgAXAYcCtXRPmHzn3J4lDyzqlKGIiIiISEhCq6CY2ZHAswS9KCuBPYB3cs8nAJuBv4QVX9TU1sbznoc++7SIiIiIRFSYQ7yuAZYDBnw2t+17zrmjgA8BE4HZoUQWQSecOIx998ty1DFZ9tgrFXY4IiIiIhJRYSYohwG3OOfqgGx+PM65vwK3AN8NKbbIGTW6jJNP9zn6WB9P03iJiIiISEjCTFDiwNrc88bcz2F5+xcCU0sakYiIiIiIhCrMBGUJQa8JzrkmYCnw/rz9BwEbQ4hLRERERERCEmY39OMEDfLfzr2+A7jUzGoIqiv/AdwUUmwiIiIiIhKCMBOU7wNPmFnKOdcMzAKGA2cQ9KT8BrgsvPBERERERKTUwlxJfgnBMK+21y3AebmHiIiIiIhEkFaSFxERERGRQUMJioiIiIiIDBpKUEREREREZNBQgiIiIiIiIoOGEhQRERERERk0lKCIiIiIiMigEeY6KL0ys8eBFcD3nHMLw45HRERERESKbzBXUD4EfAp4ycxuDzkWEREREREpgUGboDjnYkAN8HFgTcjhiIiIiIhICQzaIV4AzrkG4IHcI3JaW1tZtWoVmUymJPdramoCYPHixSW532AVj8cZM2YMicSg/u8hIiIislMatBUUgVWrVrF58+aS3a+mpoaO9Qj0AAAgAElEQVSampqS3W+w2rx5M6tWrQo7DBEREZFIKtmfiM3s7G05zzn3m4GOZUeRyWSorKxkwoQJJblfWwWlvLy8JPcbrBYvXlyyqpWIiIiIdFbKMSy3Ftjm5356PWwHiGyC0h+Zhnrqn1lAZmMd8aG1VE87nHhVddhhiYiIiIhsk1ImKJO6vB4C3AY0AP8DuNz2ycCFQAXwmZJFt4PxfZ/1986h7sH5EIvhNzfjpVKsnX0rtSfMZPgpp+N5XfM+EREREZHBrWQJinOuU+e1md0EbAKOdc5l83a9ZGa/Bx4HLgDOLVWMO5L1986h7qEH8Fta2rf5zc0A1D0UzCkw4tQzQolNRERERGRbhdkkfypwT5fkBADnXAa4G/j3kke1A8g01FP34Hz8dLrgfj+dpu7B+WQaGnq9zty5c3niiScAePvtt7nhhhtoaWnhu9/9Ltdccw3f/va3WbBgAXPnzuVLX/oSs2bN4tprrwXguuuuY8uWLdsU/2OPPcbq1asBeOWVV7jzzju36ToiIiIisvMJcx7VCmBsL/vHAdHu1s6z4cH5rJ93D36ukb0vfksL755/Dl55OcM//gmGnTCzX+f9/ve/5+ijj+aYY44BIJ1Os3z5cs4880w+/OEPc8kll7BhwwYAKioqAHj++efJZrNMnToVgGQy2eP1165dy7333sv+++8PwP7778+tt97KJz/5yX7FJyIiIiI7tzArKH8GLjSzY7vuMLPjCPpQnix1UINV3cMP9Ds5yec3NVH3cP+XkXn77bfbEw3oSDbmzJnDFVdcwdChQ3nhhRfYa6+9AJg9ezajR4+mvr6eu+++u33tkMWLF7NgwYL2x7PPPgvALrvswuTJkzvdM5VKsfb/t3fn8VVUdx/HPzcBkhAgCassCojyo26VQq0iixRbVBbRKkIf+lhrq7W2pSKiVURFsaICtmLVWqtUsYqIRUXrvtRHRY2ICvWICIiIZQlhz0Jynz/O3BAu2UnuhOT7fr3yupmZkzln7ty5md+cbdOmah+biIiIiDQ8YQYo44HtwItm9rGZzQ9+PgJewPdPGR9i+eqVzKHDiNRg+N9IaiqZQ4eVua1Vq1bk5OQAkJOTQ6tWrejRowfLli0rSVMQNCMbPXo006ZNo3379ixbtqxkvpT169fTqVMnkpKSSEtLIynJf6SKior2+dmzZ0+5ZWzVqhU7duyo9rGJiIiISMMTWhMv59xKMzsWuAoYDsTuolcDM4FbnXMbQypevZN1+vCSZlpFO3ew+neX7NNBPl6kaVO63XEPyenp5aYZMGAAU6ZM4dNPP2XLli1cfvnltGjRglmzZvHqq69SVFTEsGH+tDz66KO8+eab5ObmMnbsWJYsWQLAmWeeySeffMIhhxxCQUEB0WiUSCTC4YcfzuGHH75fnps3b2bVqlW88847jBo1CoANGzbQqVOnGr83IiIiItJwhNkHBefcZuCK4EeqKDm9BZmnD/ejeJXRUT7SLIXM086oMDgB37Rq+vTpJcuxiRqnTJmyT7oTTjiBs88+u2Q5Go3y1FNPAXDkkUeWrC/9e3natGnDzJkzS5Z37txJenp6hf1WRERERKTxCKWJl5k1N7MiM5scRv4NQeuzRpN52jAiTZsSSUmBSIRISgqRpk3JPO0MWp81us7yjkQijBw5ssajeJW2YcMGfv7zn9dCqURERESkIQilBsU5t8vMNgE5YeTfEEQiEdqcfR6ZQ4fFzSR/YqU1J7Whb9++tbKf7t3j5+8UERERkcYszCZeTwKjgD+HWIaDXnJ6CzJOGRJ2MUREREREakWYAcpdwFwzWwTMBr4A9msz5Jz7MtEFO9js2LWMdRvupnP7S2jR/OiwiyMiIiIiUmNhBihLg9djgNMqSJecgLIctHbsWsaa9dOJRgtYs346XTteqSBFRERERA5aYQYoU4FoiPkf9EoHJ4CCFBERERE56IU5D8r1YeXdEMQHJzEKUkRERETkYBbmTPJSQ+UFJzGxIGXHrmVlbhcRERERqa9CnaixvjCz7sAfge8DBcBTwATnXLnDIJtZMjABGAYcBaQA/wFudc4tqO0ybtryDBty5lMczatS+mi0gNVf30iEpnRocx5ts4bvl2bBggVkZWUxePBgVq5cyVNPPcXPf/5zbrvtNqLRKIWFhQwfPpx169bx/PPP07FjR5o0acLkyZOZNm0aEyZMIC0trVrH8f7771NYWMjXX3/Nj370o5L1zz//PO+++y5DhgyhVatWfPzxx4wdO7Za+xYRERGRg1+oAYqZHQWMB/oAmexfoxN1zvWo4zK0BF4FNgHnAenAdOApMxvgnCuvn0wacDUwB7gdyAdGA0+Y2a+cc3fXZjk35S6qcnBSWpRCNuUuKjNAKcsTTzzBwIEDGTRoEAAFBQWsW7eOMWPGMHjwYCZOnMiWLVsASoKTJUuWUFxczLHHHgtQ4azwr7zyCpMmTWLmzJnk5+eTkpIC+Bnmr7322pJ0Dz74oAIUERERkUYotADFzE4CXga2A+8C3wFewd/4nwh8AnyQgKJcBHQETnbOrQvK9hXwf/jakWfK+bvdwOHOuS2l1r1oZocCVwC1GqC0zRxWrRqUmAhNaZs5rMrpV65cyciRI0uWY8HGvHnzeOmll8jIyODDDz/kiCOOAGDu3LkMHjyYFStW8Pjjj5cEFWvWrOGbb74p2U9ycjJ9+/Zl586dJfvNzc2lQ4cOAGRkZOCcY/ny5Zx11lmkpKSwadMm2rZtW63jFREREZGDW5h9UKYC6wADLgjW3eycOxk4BegGzE1AOYYDb8SCEwDn3FvAamBEeX/knCuKC05isoHOtV3ItlnDOarHgxxzxKN063QtkUj5tRQAkUgzunW6lqOPeKjc2pNWrVqRk+NbseXk5NCqVSt69OjBsmV7+64UFPh+LqNHj2batGm0b9+eZcuW0bJlSwDWr19Pp06dSEpKIi0tjaQk/5EqKira52fPnj0ApAez3O/atYvMzMySfJYsWYKZ8cknn5SUbceOHdV+n0RERETk4BZmE68TgD8453LNrHWwLgnAOfdvM7sfuBF4qY7LcRTwjzLWLw+2VddAfF+UGikqKsI5B0BeXh4tW7YkL2/fWpMmST3o2OYy1m+eVWZH+UikGR3bXEaTpB77/W1p3/3ud7nxxhtZtmwZW7ZsYeLEibRo0YIZM2bw4osvUlxczGmnnUZhYSFz587ltddeY+vWrYwePZqlS5eSl5fHaaedxgcffEBWVhY7d+5k9+7dRCIROnXqRKdOnfbJLy8vjxNPPJF///vfdOjQgWg0yttvv02LFi3o3r072dnZ9OzZk7y8PNavX0/r1q0rLH9dKSoqYvv27aHkHYZdu3YBlHzupOHTOW+cdN4bJ533xinM815UVHTA+wgzQEnG9/sA2BW8ZpXavhzf/KquZQG5Zazfgq/FqTIzGwf0B8YdeLEq1jz1W2UGKbHgpHnqtyrdR0pKCjfddFPJcnFxMQBXX331Pun69u3LmWeeWbIcjUZZtGgRQElTr/jfy3PCCScAPjgC6N279z7bjz76aHbt2kV6enqFfVlEREREpGEKM0D5EugK4JzLM7O1QD/g8WD78cDWkMpWbWb2PeBe4BHnXI2bpiUnJ2NmgO/HAZCamlpm2tTU3jRrdmXJkMORSLMDmv8kVmNQXn6lnXXWWUSj0WqP4lUV69ev5+KLL65SOepCcnIymZmZdO3aNZT8Ey32dCX2uZOGT+e8cdJ5b5x03hunMM/7hx9+eMC1KGEGKK8Ao4DY0E0PA5OCUbWS8bUQ9yagHFvwI4jFywLKHWa4tGA0skXA2+ztT5MQLZofTdeOV7Juw910bn9JwiZn7Nu3b53tu3v37nW2bxERERGp38IMUG4FXjWzFOdcPnA90Bo/1G8x8HfgygSU4z+U3dfkKODFyv7YzLoF6VYBo5xzZc+eWMt+v/Y6/lu4kczkDNo0ac0hzU+gQ/6XtC7aQZsmrWnTpDVZTTJJjiQnojgiIiIiIrUitADFOfclvplXbLkQuCT4SaRngGlm1sk59zWAmZ2I73/ydEV/aGYd8MHJNuB051zChp1q26QNq/LXsKt4F18Xrufj3ctIJpmmkaYkEaGQQg5pegi3HXZT5TsTEREREaknwpwHpadz7rOw8i/lL8BvgIVmdj3QHD9R49uUmgPFzKYAU4Aezrk1ZpYG/As/pPD5wBFmVrqX+JKgZqhOnJE5lI93LSMvujeLIoooivo2f80iTTm++bF1lb2IiIiISJ0Is4nXp2b2X+CN2I9z7uNEF8I5t83Mvg/8EXgMKMTXnFwWN4t8Er5vTCRY7oDvyA8wr4xdd8fPpVIneqX2pHlSc/KKyo6BkiNNOLv1yDK3ge8Qf/PNN7Nhwwa2bdtGWloaTZs25Y477qirIouIiIiIVCrMAOVn+DlDBgHnAlEz2wK8CbyOD1o+iAsS6oRzbiV+wsaK0lyP7ycTW17N3mClzj2z5Tnm5ywkr4ozye8u3s0FX1xCaiSVc1qfyfCs0/fZnpqaytSpU1m8eDErVqzglFNOYdKkScyaNYuNGzcyY8YMXn75ZV599VXy8/P5zW9+Q3Z2NosXLyYlJYX27dtTWFjIihUruOOOO5gyZQpdu3Zl69atDBw4kOTkZJ544gnatGnDBRdcwEcffbTfvt577z26dOlCUlISl1yS6JZ9IiIiIlIfhdkH5UHgQQAzOxQfqMQCltgM7tspe4StRmdR7vNVDk5Ky4vmsSj3+f0ClLJ07dqVyy67jBkzZrBx40YWLlzInXfeybp163j44Yc58sgj6d+/PyNGjOD8889nzpw53HPPPXz++eeAH3q4ffv2XH755QwaNIhOnTpx5pln0r59+zL3NWDAAM444wwmTJhQ7eMSERERkYYpKewCADjn1uLnP3kEP6v7Z/jaiVZhlqs+GZY5lNRI9ecFSY2kMixzaJXStmjRAvATOBYUlJ78MUI0Gt0nTevWrQFo2rRpSdo9e/ZQXFxMUVERo0aNYtSoUfz973/nnXfeKXNfsTlUYssiIiIiImF2km+On5hxUPDzXaAZ4IDXgKn4pl4CDM86vcxakP/sdtzy9Uzyo/lEiNAjpTs3drmWSOTAW5+NHDmSKVOmsHv3bn71q1+xZMmSCtPPmzePb775hvPOO49//etfLF26lG3btnHIIYdUe18iIiIi0jhFwnp6bWb5+E7nHwH/Zm9H+Y2hFKgeyM7Ozk1OTs44/njf9z42k3xFM5pHo1EuXT2BnKItNIs044Yu19A9pWYzoFdnJvl4V111Fddeey3p6ek1yrs+qcr73pBoluHGR+e8cdJ5b5x03hunejCT/NY+ffrUuJtGmE28koKfFHxNjmYUrIFIJMIZmUOJEOE7zb9d4+DkQN1yyy0NIjgRERERkXCFOYpXJnubeA0ELgSamtln+KZdrwGvO+fWh1bCg8SgVv35YOeH/KTd2LCLIiIiIiJyQMIcxWsnfhb2FwHMLAU4ER+wjAV+AUTDLOPB4v2tRXy1/Tw+ap7M4NZhl0ZEREREpObqxc2/mR3G3s7yg4AewaZtoRXqIJBXXMw9X/2XJdt3kR+N8uD6TSzdsYtfdulAalK9GKBNRERERKRawhzF6wL2BiSH4YcVzsF3mL8L38zrw7DKV9+tzctn+pr1bN1TRGEw0EF+NEr29l1MXPElV3btyKGpKRXuY8GCBWRlZTF48GAWL17M8uXLGTt2bzOx3/72t/zpT38C4Pbbb2fMmDFEIhFmz55NWloa+fn5XHbZZfzyl7/kuOOOY9OmTVx00UUcc8wxdXfgIiIiItKghVmDcj+wAT961+34/iafhFieeu2ZTVuYvyGHvOKKR10rjEbZVLiHKz5fC0BqUoRz2rdmeNuscv/miSeeKBnBqzJ33nknkyZNonXr1kSjUfbs2UOnTp2YMmUKS5cuZcmSJQpQRERERKTGwgxQjnLOfRpi/geVRZtyKw1OypJXHGXRptxyA5S5c+cyYsQIjjjiCJYvX17p/nbv3l0ySWMkEqFp06asX7+eadOmsWLFCiZPnlztMoqIiIiIxITZSf5TM2sK/AQYArQHJjnnlphZFjACeMU591VYZaxPhrXNrFINSrzUpAjD2pY/DPVhhx3G559/ziGHHALA66+/zvvvv88555xDUlISBQUFNGvWjM2bN5ORkUFaWhpbtmwhK8sHPIWFhXTs2JFrrrmGPXv2cNVVV3H77bfX/EBFREREpFELsw9KJvAS8B1gJ9AciD3m3wpMAx4Gfh9KAeuZ4W2z9qkFeWHzVh7+ZhMFZUy02SwSYdwhbflhm4xK9ztgwACSkpKYMWMGp59+OoMGDWLo0KEAjBs3jmuuuYZWrVrRuXNnWrZsya9//WumT59O8+bNKSwsZPz48Xz99ddMnTqV3bt3079//9o7aBERERFpdMJs4jUNOAoYDryL748CgHOu2MwWAKehAKVM3dNSSI7gB2KOkxyBw9Mq7iAPcPbZZ5f8PmjQoP36ofTt25e+ffvus65Lly7ccsst+6ybP39+1QsuIiIiIlKBMMeiHQXMds49S5m32XwOhDMt+kGga2ozkiORMrclRyIcltoswSUSERERETlwYdagtAE+q2B7FEhNUFkOOs2Skvjrtw4vc9u6tfk88OcNrF1TwE23HZbgkomIiIiI1FyYAcpXQM8Ktp+Er0WRKohGoyz7aDcLn8hh9ap8ioqiFBeHXSoRERERkeoJM0CZB1xqZg8D64J1UQAzGwOcB1wbUtkOGgUFxbzzfztY+EQOO3YUkZ9X9VG+FixYwPPPP0/Hjh1p0qQJEydOPKCylJ74ceXKlTz77LP85je/YdasWWzdupXi4mL69evHihUrWL16Nenp6XTs2JFLLrnkgPIVERERkYYjzADlJuD7wGJ8J/kocL2Z3QEcA7wNzAivePXLc89sYeH8HPKqEYAA/PKnKznznNacPrzseVDGjBnD4MGDmThxIm+88QbZ2dls3bqVq666irvvvpuf/exnZGVlcc011zBlyhT+9Kc/EY1GSU9P5/zzz+eGG26gc+fODB48uMz9v/baa3To0IHLLrsMgIKCAlasWMHFF19Mz549DzgoEhEREZGGJcx5UHaZ2UDgd8AYIA/4Lr5Z12RgpnOuIKzy1TfPL8qtdnACkJcX5flFueUGKPPmzeOll14iIyOD5ORkiouLKSws5K233uLHP/4xjz32GIceeijDhg3j6aefJj8/n3bt2rF69Wq2bt1KcnIyp556Kr1792bt2rX77X/FihWceOKJJcvNmvnO+/fddx/RaJSePStq5SciIiIijU2YNSgEAcitwY9UYOiwzBrVoKSmRhg6rPyJGkePHs3gwYO59957+dvf/sb999/Pc889R15eHl27dmXDhg2sXLmSWbNm8Y9//INBgwYxZMiQkr+fPHkyL7zwAm+99Ra9evUiJycHgJycHDIyMjjssMNYtmwZxx57LOBrUAB+8Ytf0LNnT6677jq2bt1KRkblc7aIiIiISMMXSoBiZs2B7cB1zrmbwijDweb04Vll1oKsXpXHnL9u5OuvCsjP3z94uefBHhXu99FHH+XNN98kNzeXXr16cd9997FmzRr69esHwEknncTGjRtJSkpi5MiRTJ06lffff5/CwkLOPfdc5s+fT35+Pv369WPAgAFMmTKFTz/9lC1btnD11VfTunVrZs6cyfXXX1+yP4B7772XjIwMCgsLadmy5QG+OyIiIiLSUIQSoATNuzYBOWHk35B0657KlJu6sHTJLv5+/0Z27igqM1Apy9lnn73PZI2xiRpTU/3oztnZ2bzwwgtMmzYNgJYtW3Lbbbfts49rrrlmn+Xp06fvl8+ECRP2WY7NVC8iIiIiEi/MJl5P4idr/HOIZWgQIpEIx38nnWO/3ZzXX9nK44/ksKcoSmFB9fuslNanTx/69OlTS6UUEREREalcmAHKXcBcM1sEzAa+AHbHJ3LOfZnogh2skpMjfP8HmZx0ciueejKH5Z/s93aKiIiIiNRrYQYoS4PXY4DTKkiXnICyNChpzZM473/ahl0MEREREZFqCzNAmUowMaOIiIiIiAiEOw/K9WHlLSIiIiIi9VNS2AUQERERERGJCXWiRqme1atXV7i9Xbt2pKenA1BUVMTatWvp1q1buekXLFhAVlYWgwcPrnC/xcXFJCVVL5at6r4TITZvy9dff82PfvQjAN577z0ikQhffPEFo0ePDrmEIiIiIhKjAOUg0r179wq3z58/v+QGPDc3l+7duxONVq2bz4oVK3jyySfZvHkzY8aMoXfv3ixYsIC33nqLY445hgEDBjB79my6devGRx99xNSpU3nggQeIRqMceuihtGnThnfffZf09HQmTJhAdnZ2ybwqsSBlwYIFLF68mJSUFNq3b09hYSErVqzgjjvuYOPGjfvs7+STT+bpp59m06ZNnHvuuaxatYr33nuPLl26kJSUxCWXXFLl9+2VV15h0qRJzJw5k/z8fFJSUnj55Ze56qqreOaZZ0rWiYiIiEj4FKAIAE2bNiU/P582bdqwcOFCevfuDcDAgQMZOXIkt9xyCxMnTqRDhw5ceOGFPPLII6SkpJCamspnn31G586dMTOGDBlCs2bN6NOnT5k1KP3792fEiBGcf/75zJkzh3vuuYfPP/+cRYsW7bO/U045hfz8fNq2bcvChQs57rjjGDBgAGecccZ+Ez+uWbOGhx9+eJ91l156KZmZmQDs3LkTgGbNmpGbm0uHDh1o0aIFANu2bWP79u0KUERERETqCQUoB5FVq1ZVuL1du3Ylv2dmZlaavrSHHnqIcePGEY1G+ctf/lKyvmXLlvuki0QiRCIRiouLOfPMM+nVq1fJtk8//ZRbb72V8ePHl9skLBYYtG7dGvCBUUFBwX77u/HGG7nwwguJRqPceeedAKSlpQHsVysUjUYpKioq99hizd527dpVErSMGzeOZcuWkZGRQdu2GpJZREREpL5QgHIQqag/Sbzk5OQqpX/kkUd49dVXOfTQQ3nggQdKAod45557LjNmzKBbt26kpaUxbtw4Zs6cSfv27UlPT6ddu3asXr2apKQkMjMz6dWrF3fffTdFRUWceuqplZYjfn/f+973uO+++2jTpk2lf9utWzemTJlS7vaBAweyePFiOnfuTEpKCtnZ2bz99tv069ePH/zgB5XuX0REREQSJ1LVPgpS97Kzs3OTk5Mzjj/+eMA3XQLo2rVrQvKP9RlJTU3db1tubi5z5swhNzeXk046iR/+8IcJKVMYEv2+h805B4CZhVwSSRSd88ZJ571x0nlvnMI87x9++CFFRUVb+/Tpk1nTfYReg2JmvYAeQGsgEr/dOff3hBdK9pOZmcn48ePDLoaIiIiINHChBShmdhjwENCfMgKTQBRQgCIiIiIi0kiEWYNyD9AXmAC8DmwJsSz1UiQSYc+ePWEXo9EpKiqiSZPQKxdFREREGqUw78IGATOcc38MsQz1Wnp6Ohs2bGDVqlXVniixJmIjYSUnJ9d5XvVVcXEx+fn5ZGRkhF0UERERkUYpzABlJ/BNiPnXe1lZWeTn51NYWJiQ/LZv3w5QMhRvY5SUlERGRgZZWVlhF0VERESkUQozQHkcGAn8OcQy1GtJSUl06tQpYfnFRvFqLKNXiYiIiEj9E9oww2Z2FDAHWI0PUlYD+82255z7MqEFC1F2dnYxEAmriZWaeDVOOu+Nj85546Tz3jjpvDdOYZ73IO9onz59atw/IcwalE/wo3T1Ac6uIF1juqKKgaSioqJtYRaiolnZpeHSeW98dM4bJ533xknnvXEK6by3wt/T1liYAcpUfIAigT59+mjoKBERERFp1DSTvIiIiIiI1Bt1P3atiIiIiIhIFYXapCjoKD8e3w8lkzICJufc4Ykul4iIiIiIhCO0GhQzOwl4HxgFrAcOB74Ifu8KbMfPMC8iIiIiIo1EmE28pgLrAAMuCNbd7Jw7GTgF6AbMDaVkIiIiIiISijADlBOA+51zuewdiiwJwDn3b+B+4MaQyiYiIiIiIiEIM0BJBjYFv+8KXrNKbV8OHJvQEomIiIiISKjCDFC+xPc1wTmXB6wF+pXafjywNYRyiYiIiIhISMIcxesVfAf5a4Plh4FJZtYSX7syDrg3pLKJiIiIiEgIwgxQbgVeNbMU51w+cD3QGjgP3yfl78CV4RVPREREREQSTTPJi4iIiIhIvRHqRI1SP5hZd+CPwPeBAuApYIJzLifUgkmFzOwc4H/wE522BVYDc4BZzrmCUumqdH7NrDcwCz/C3nbgEeBq59zuuHRDgFuAY4CNwH34IcKLav8opSJm1gT4AD+gyE+ccw+X2lar59PMxgCTgSPwfQZnOufurqNDk3KY2dnAFcBxQCHwCXCxc25ZsF3XewNiZqOAq4Bv4c/ne8Bk59wHcelq9To2s98AvwM6A58BNzjnnqjdoxMAM+uCP8cnAN8GmjnnImWkawfMBIbj799fBn7rnPsyLl2D+A4Is5M8ZtbUzH5mZnPN7MXgzcLMsszsf4OTJnUo6PPzKtAJ37zul8Ag4Ckz2+8CkXplIpAPTALOAB4CrgtegaqfXzM7DN8vrAA4E9+88n+Bv5bO0Mz6As8CK4BhwO3A1fh5jSTxxgPt4lfW9vk0s5HAP4CXgNPxfQZnm9kvavdwpCJmNh54DHgDGAH8GH+TkhZs1/XegJjZUGABsBI4F7gIaAO8bGaHlkpXq9dxEJzMAh4ATsNPmv14UB6pfUcA5wD/Bd4tK4GZJQGL8INJ/QJ/7XfFfxbSSqVrMN8BodWgmFkm/iL5DrATaM7eYYa3AtPwF8/vQylg43ER0BE42Tm3DsDMvgL+D/9hfCbEsknFRjjnNpZafs3MosAfzOyK4KlKVc/vFfgvqrOcczuDdAXAXDP7g3PukyDddYADxmqPhtoAABB9SURBVDnnioFXzKwFMMXMZjrnNtfpEUuJ4AHOdcCv8TVnpdX2+ZwGPOuc+12w/KqZdQZuNLO/6Wl63TOzHvi+m5c552aX2vRsqd91vTcs44A1+NrRYgAzyw7WDQPuCdLV2nVsZs3wfYLvdc7dFKR7zcws+Pvn6/KAG6k3nHOHAJjZZKB/GWnOAr4LnOCcey9IuxQfvF4IxL4TGsx3QJg1KNOAo/BVVd2BksgueBMW4CN3qVvD8RfHutgK59xb+OZCI8IqlFQuLjiJyQ5eOwevVT2/w4GnYl9UgSfwNTQjAIJ/XD8AHov9swzMBVKAH9b4YKQm7sBX3b9RxrZaO59m1hVftf9IXB5zgQ745gFS936Gb9J1XwVpdL03LE2BHXHv/7bgNQnq5Do+CT9gUVnp+phZpwM5INlf3Hkrz3Dg81hwEvzdl8Cb7H9tN4jvgDADlFHAbOfcs0BZPfU/J5gnRerUUcCyMtYvD7bJwWUgUISvjoUqnF8za46/1vZJF4yut5K9n4Me+C+l+HRr8JOt6vOSIGZ2Gv6fwxVlbKvt8xl7jf8cLY/bLnWrH8GTTDNbbWZ7zGyZmY0ulUbXe8NyP/AtM7s8aPreBf+kfD0wL0hT29dxZem+VYPjkANX1Xu1BvMdEGaA0gbf8ao8USA1QWVpzLKA3DLWb8E/RZGDRFAFfxnwgHNuU7C6Kuc3E1+DWVm6WBNMfV5CZGap+JuUG5xz68tIUtvns7x0W4JXnffE6Aj0BP4A3IBvYfAR8JiZDQ7S6HpvQJxzL+Kb9kwBcvCd2vsDQ+K+46H2ruPSTe0rSieJVdV7tQbzHRBmgPIV/su2PCfha1FEpBJm1gZYiP8HdnnIxZG6dTW+7fCfwi6IJFQS0AK4yDn3gHPuJXxH2U/wozJJA2NmJ+LnhPsHcCq+5ck64Fkz6xhm2UTqWpgByjzgYjM7rtS6KJQMg3ce/qKUurUFH03Hy8I/sZF6Lhi14zn8zctQ59y2Upurcn5jT0cqS7eliumkjgTtyCcB1wLpwWAjrYLNzc0sg9o/n+Wliz1d03lPjNj7/FJshXMuih+J55hgla73huVOYLFz7pfOuZedcwvxo29lsvdBVG1fx7F0GZWkk8Sq6r1ag/kOCDNAuQn4D7AY3yE+ClwfjEowF3gHmBFe8RqN/1B2O8Kjgm1Sj5lZCr7mpAfww/jx0KnC+XXO7cKPCrNPumDfPdj7OViJf3Ifn64rfhQ+fV7qXnd8m+D5+H8eW4ClwbZ7gc11cD5jr/Gfo6PitkvdKqtdeUysObSu94blaPw8RyWCB1CfA0cGq2r7Otb1Xj9V9V6twXwHhBagBG/QQPwQZi2BPPwQahF8dfWQ0pPNSZ15BhhUemSOoFq5G/B0WIWSyplZMvAofvSVM5xzy8tIVtXz+wwwMug8F3MW/mb4aYDgenwROC8Ykz1mLP5L7IUDPSap1IfA4LifscG2m4Ehwe+1dj6dc6vxN8dj2ddYYAPljNsvtW5h8Foyck5w3obgJ+8DXe8NzWr8RLwlzKwVft6MVVAn1/Fb+AcfZaX7wDn39YEckNTYM8CRZlbyeQjmwunP/td2g/gOiESjZQ2gJY1F8GX3Mf4L6np8VDwd+AY/jrY+IPWUmd0DXIzvQPli3OaVzrmNVT2/wRORpeytuewUvL7knBtTKs8T8MMazsOPMHNMsL8/OeeuqpsjlYqYWTf8zUrJTPK1fT7N7Cx8Tfcs/NDGsYdLlzrnYnMxSB0KJll7Hf808/f4/mYX4m8qhjjnXtf13rCY2a+Au/BDS8/HN+O9HB+09HbO/SdIV6vXsZn9Dj8h33X4+TPOxs+3NMw591wdHnKjZWbnBL/+CBiDn5gTYLVz7v3ggeS7+KZ3V+KHA54aLB8bPPSv8j3dwfAdEOpM8hK+oLr4+/gZTB8D/kIwrraCk3ovNk/QVODtuJ9hUPXzGwwbOAQ/I/VTwG34ppY/K52hc+7dYN+98P1ersR/WV1TFwcoNVPb59M59yTwP8BQ/ERt/wv8VsFJ4gTX60j8DeYf8DUqhwKnO+deD9Loem9Y7sYHoX3xc1Tcg5/Y+pRYcAK1fx075+7AB0IXBum+D5yn4KROPR78jIlb/jVAMBnu6fhuEffj+2ivxT+c2BXbSUP6DkhoDYqZVXe24ahzLrTZ7kVEREREJLESffMfAXbj262VNa6yiIiIiIg0YokOUOYDw/FNUxYBDwGLnHN7ElwOERERERGphxLeST7owDMaGAcMwI8WMQ94yDn3dkILIyIiIiIi9Uqoo3gFowj8Dz5Y6QV8ge+k81fn3NrQCiYiIiIiIqGoN8MMB2M73wqcAtzgnJsabolERERERCTRQh8hK5hMJlaLcizwFbAk1EKJiIiIiEgoQqlBMbMWwDnAT4BBwA58B/qHnXOvJbxAIiIiIiJSLyS0BsXMhuNrSkYEef8LGAs85ZzLT2RZRERERESk/kn0RI3F+HlQnsHPcLmpsr9xzr1R1+USkfrPzH4KPAB0d86tDrc0InuZ2fXAdSTos6lrQUQaujD6oKQB5+KbeFUkAkSB5DovkYiEwsyq+oRkDvBaHRalzpjZ8cAo4EHdTIqIiFQu0QHKBQnOT0Tqt5/ELZ8NnAVcxr41rCuBd4FHgYOtOejx+KfrrwGrQy1JFZnZSOBd59w3dZhHb+Ae4JxEDitvZlOBicC/8Z+xFsBI4DPgPaAZ8B2gK5DqnCtKVNmq4SHq+bUQ5vtc2WfLzH4L9AQ2AEcB1zrnVlR1e23tQ0TKl9AAxTk3J5H5iUj95px7uPSymR2BD1D+WU5tQ328WWxQzKwZ/ub3VKDWAxQzGwH8CF9DfgKJryU/CejpnPsqKM8A/I3zb51zzwfrmgGv1rfgxMzSnXM7g3LVq7KVIeHvc1U+W2Z2ITAG6O+cKzaz04Hnzewo51xeZdtrax8iUrHQhxkWEamKstrdl2r7fxzwa/zNSRPg8WA5Gbgd36w0DXgS+KVzbmep/aYD1wDnAV2AzcA/gWucc1sqKVM6MAXfZLUzsAtYAcxwzs0rVT6AV80s9qcXOOcerE7+pfZ1PPA74EygKfAc/qbvm6qUqaLjCfQNXt+rQtpqc849DTxtZqcAP62LPMoTPFl/NHbTHBgE7AH+r1QZC8zsnRpkkW5mdwGjgXTgdfznbU1cOToD04DTgUx8DeFfgD8656JBmuvx5/vbwK/wtYvtgEg510JFzSUHx0bIrGbexwR5V3g88RLwPpepip+tycB051xxsPwv/HfDGODBKmyvrX2ISAUUoIhIQ/B3YA3+xvxk4Of4ATmOwDeDia0fB6wHJgGYWQrwMnA0/ibN4ZtlXAqcaGYnVTLC4J/xIxH+GfgEaIW/oTwJmAcsADoCFwE3A/8J/u6tA8h/DpCDv4HsEaT9lpn1DdJWVqbK9Afecc4VViHtwWYIvulPaYOAbOfcjrj1W2uw/9i5uQE4BJgAPAwMiCUwszb4898BuAtYha9ZmAV0wwefpc0F/gtMBVpXkHd8c0mAK/HNizbVMO9Kj6ccdf0+14iZ9cQf5yexdc65qJktA35gZm9VtB14sDb2UUeHJ9KgKEARkYbAOefGBL//OWgq9mv8U9wfB+vvNrMjgZ8RBCjAeKA3cKJzrmSCWDN7DXgaf9P31wryHQnc55yLv7GLFeojM3sbH6C8WMY8TzXJfyvwg1izmODG5y/4oOyuyspUnqBZymBgKLDGzB4G5jvn/lmd/dRnzrnbSy+bWRN84HZXGWmn1iCLL51zZ5fa/yZgVtC0Z3mw+krgMGCUc25hkO4ufK3ZeDO71zn3n1L7XAecHqvdKE8ZzSUvwteAXOOci90sVzfvqhxPWWWp6/e5pnoEr9vi1m/HBxWVba+tfYhIJZLCLoCISC24N275bfxIgPeVsb6NmbUKlsfiO9+vNbO2sR/gHWAn/klwRXKB75nZoTUsd03ynx3XZv9BfNAy/EDK5Jy7Hx8QJeNvasc1pOCkHH3Y23SpNsTfgMf226PUupH4gHphbEUQfEwPFkfE7WN2ZcFJPDPrD8wGHnfO3XwAeVfleKqitt/nmsoKXnfGrd8RbKtse23tQ0QqoRoUEWkIvoxbzq1kfRb+Cafh24ZvLGe/7SvJ93L8iEprzOwj4EV8rU12VQpdw/zdPgvOFZrZF0D3WijT0fgmYW+XWVizCDAff7NZFZc755ZVMW0YBgHFwJu1tL/VccuxPkSlm2Z1w/cbiherkeget35ldQoQBKZP4JsTxo+cWd28V8ctl3U8VVHp+5ygz1ZR3GtMU/z9UGXba2sfIlIJXSwi0hCUNwpQeesjpV7fxLexL0uFneSdcwvM7E38k+dT8c3HLjezyXFPrstzQPnXQZn6Ax855+Kbp8T2HcUPRNBQDAQ+LO94a6Cyz1tN7K5qQjNrDizE14KNKj0YRA3V1vFU+j4n6LMVexAQ33okHf/worLttbUPEamEAhQRacw+BzKdcy/VdAfOuQ3A/cD9ZpYGPAvcYGYzgk7rFTXPqUn+BnxUsmDWFP/ku2Q0pCqUqTwDqL3ahHrNzJLwAdnfEpz1KqBXGeu/VWp7Td0PHAsMdc6VtZ+6zLtMIb7PZfkieO1Q6nfwNUKfV2F7be1DRCqhAEVEGrN/ANPMbKxz7h+lN5hZMpDhnMsp6w+D7S2ccyWjEDnndpuZA04BWuJHEIs9xS6r/XlN8v+1mS0o1Q/lp/jhYhdVo0zlORm4Ish/JLDGObe0VJkaUhOvbwMZJL5fxNPAFWY2IhgWN/a+Tiq1vdrM7Pf4YWx/55x7JZF5V6JK73MiPlvOudXBtdCLoBljEOAfA9xf2fba2oeIVE4Biog0ZjOBYcDcYJK3WOf6HvjmJpMpf1jQlsA6M3sSWIofjrU3fjStF5xzm4J02fhalN+bWSa+yc7i4Al3TfLPAF40swX4YZQvxfch+Gs1ylSedsDyoKlQP+fcU6U31nIznKS41xJmdjFwNX50s/XV2V7Z35YyGH9e/l1egmBukdedc6dUfCjVMh0/5808M5uN7+cxAj962h/jRtGqEjM7BrgJP9/NZjMbF5fkRefcf+si7yqo9H2GxH228DU5P8XPIwN+jpcc4LEqbq+tfYhIBRSgiEij5fysz0PwHcvH4ifDy8PPqfIIUN6TaPATIM7G9/MYBqTgO+XfDNxaKo9VZnYpMBE/qlgyvvPyqhrmfz5+voqp+I63/8RP1JhnZsVVKVMFbsYPfbyhiumrzcwG4YeA/l6w6jkzWwJMLTV0bRKQSvl9HSraXu42M+uCP6404PtBmjlmtg2YXLpZlJm1CH6tKMipNufcZjPrh3+vf4oflOAL/Bwjd9Rwt23xx30kfoCEeIOB/9ZR3vupzvtcm6r42ZoBZJjZX/BDOH8b3yRuZxW319Y+RKQCkWi0WqMXiohICErN7l0ye7jUHTMbhm/y9G3n3Mdhl0dEpDHRPCgiIiL7G4IfnlnBiYhIgqmJl4iISBzn3ISwyyAi0lipBkVEREREROoN9UEREREREZF6QzUoIiIiIiJSbyhAERERERGRekMBioiIiIiI1BsKUEREREREpN5QgCIiIiIiIvWGAhQREREREak3FKCIiIiIiEi9oQBFRERERETqjf8H+LRH8Cg+5lgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 5 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plotAll(evaluation, 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Second problem\n", "$[B(0.01), B(0.02), B(0.3), B(0.4), B(0.5), B(0.6), B(0.795), B(0.8), B(0.805)]$" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment #1 :\n", "- Policy 'UCB($\\alpha=0.5$)'\twas ranked\t1 / 5 for this simulation (last regret = 65.017).\n", "- Policy 'BayesUCB'\twas ranked\t2 / 5 for this simulation (last regret = 70.413).\n", "- Policy 'Thompson'\twas ranked\t3 / 5 for this simulation (last regret = 83.188).\n", "- Policy 'kl-UCB'\twas ranked\t4 / 5 for this simulation (last regret = 84.505).\n", "- Policy 'UCB($\\alpha=1$)'\twas ranked\t5 / 5 for this simulation (last regret = 96.174).\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 101 for 1-player problem... \n", " - a Optimal Arm Identification factor H_OI(mu) = 55.39% ...\n", "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 101 for 1-player problem... \n", " - a Optimal Arm Identification factor H_OI(mu) = 55.39% ...\n", "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 5 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotAll(evaluation, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Third problem\n", "$[B(0.01), B(0.01), B(0.01), B(0.02), B(0.02), B(0.02), B(0.05), B(0.05), B(0.1)]$" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment #2 :\n", "- Policy 'Thompson'\twas ranked\t1 / 5 for this simulation (last regret = 69.227).\n", "- Policy 'BayesUCB'\twas ranked\t2 / 5 for this simulation (last regret = 84.888).\n", "- Policy 'kl-UCB'\twas ranked\t3 / 5 for this simulation (last regret = 94.7).\n", "- Policy 'UCB($\\alpha=0.5$)'\twas ranked\t4 / 5 for this simulation (last regret = 162.35).\n", "- Policy 'UCB($\\alpha=1$)'\twas ranked\t5 / 5 for this simulation (last regret = 282.57).\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 14.5 for 1-player problem... \n", " - a Optimal Arm Identification factor H_OI(mu) = 82.11% ...\n", "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 14.5 for 1-player problem... \n", " - a Optimal Arm Identification factor H_OI(mu) = 82.11% ...\n", "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 5 items in the legend.\n" ] }, { "data": { "image/png": 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