{ "cells": [ { "cell_type": "markdown", "id": "d9ea7341", "metadata": {}, "source": [ "# Environments\n", "\n", "Coba Environments are sequences of Interactions. An **Environment** is any class with the following interface:\n", "\n", "```python\n", "class Environment:\n", " def read(self)->Iterable[Interaction]:\n", " ...\n", "```\n", "\n", "Interactions are described in more detail in [Interaction.ipynb](Interactions.ipynb). In this notebook we...\n", "\n", "+ ...introduce the Environments API, a friendly interface for creating and modifying collections of environments\n", "+ ...describe several different methods for creating environments using the Environments API\n", "+ ...describe a number of useful environment modifications that can be applied using the Environments API\n", "+ ...describe how the Environments API can be used to generate many environments by applying filters" ] }, { "cell_type": "markdown", "id": "d43156af-7b32-4eda-b995-da09a9d0da89", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Environments API\n", "\n", "The **Environments** API creates and manipulates environments via chains of commands. It is accessed via\n", "\n", "```python\n", "import coba as cb\n", "cb.Environments\n", "```\n", "\n", "There are two types of **Environments** commands. Those that start with `from_` and those that don't.\n", "\n", "Every Environments chain starts with a `from_` method. After this any number of filters can be called to modify the environment.\n", "\n", "Here is an example\n", "```python\n", "import coba as cb\n", "env = cb.Environments.from_openml(180).reservoir(1000).scale('mean','std').noise(reward=('g',0,.5))\n", "```\n", "\n", "This Environments chain will download the Covertype dataset from openml, create an environment from the dataset, use reservoir sampling to select 1000 random examples from the dataset, apply standardization to all context features in the dataset, and then add gaussian noise to all reward values. A more complete list of the chain commands can be found below.\n", "\n", "A few more useful details about Environments chains:\n", "+ All Environments chains are Python sequences so they must be indexed to access its contained environment. For example,\n", "```python\n", "import coba as cb\n", "env = cb.Environments.from_openml(180).reservoir(1000)\n", "env_interactions = list(env[0].read()) #Because cb.Environments always creates a Python sequence we have to index\n", "```\n", "\n", "+ All Environments chains are seeded so that the same environment will always be recreated. This means..\n", "```python\n", "env1 = cb.Environments.from_openml(180).reservoir(1000).scale('mean','std')\n", "env2 = cb.Environments.from_openml(180).reservoir(1000).scale('mean','std')\n", "\n", "assert list(env1[0].read()) == list(env2[0].read())\n", "```\n", "\n", "+ Environment chains can be added together to get a collection of several environments...\n", "```python\n", "import coba as cb\n", "env1 = cb.Environments.from_openml(180).reservoir(1000).scale('mean','std')\n", "env2 = cb.Environments.from_openml(180).reservoir(1000).scale('mean','std')\n", "\n", "env = env1+env2\n", "\n", "assert len(env) == 2\n", "assert env[0] is env1\n", "assert env[1] is env2\n", "```\n", "\n", "+ Many commands on Environment chains take sequences of values and create multiple environments. For example we can...\n", "```python\n", "env = cb.Environments.from_openml(180).reservoir(1000).noise(reward=('g',0,.5),seed=[1,2])\n", "\n", "assert len(env) == 2\n", "```\n", "\n", "+ The complete list of Environments chain commands can be found in the API reference.\n" ] }, { "cell_type": "markdown", "id": "65040086-3989-4c93-a8b7-c45f07f638d9", "metadata": {}, "source": [ "## Environment Creation\n", "\n", "Coba has many ways to create environments. The five most common are:\n", "\n", "1. From a custom class implementing the Environment interface\n", "2. From an openml.org dataset or task\n", "3. From a local dataset\n", "3. From a synthetic dataset\n", "4. From a result file\n", "5. From a template file" ] }, { "cell_type": "markdown", "id": "eb33a2e9-6063-4a62-9bc1-6d8f585be4b7", "metadata": {}, "source": [ "### Environments From Custom Classes\n", "\n", "The easiest way to create an environment for simple testing is by creating a custom class. Here are two examples." ] }, { "cell_type": "code", "execution_count": 1, "id": "0c0a5711-db47-4a85-b0fc-6b1f7a28028e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import coba as cb\n", "\n", "class BanditEnvironment: \n", " def read(self):\n", " return [ { 'actions':['a','b','c'], 'rewards':[0,100,-100] } ] * 50\n", "\n", "environments = cb.Environments.from_custom(BanditEnvironment())\n", "learners = [cb.BanditEpsilonLearner(),cb.RandomLearner()]\n", "experiment = cb.Experiment(environments, learners)\n", "\n", "experiment.run(quiet=True).plot_learners()" ] }, { "cell_type": "code", "execution_count": 2, "id": "e6f03e11-73cc-4b88-9f1b-393262e7fbd8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import coba as cb\n", "\n", "class ContextualBanditEnvironment: \n", " def read(self):\n", " return [ { 'context':1, 'actions':['a','b','c'], 'rewards':[0,100,-100] } ] * 50\n", "\n", "environments = cb.Environments.from_custom(ContextualBanditEnvironment())\n", "learners = [cb.VowpalEpsilonLearner(),cb.RandomLearner()]\n", "experiment = cb.Experiment(environments, learners)\n", "\n", "experiment.run(quiet=True).plot_learners()" ] }, { "cell_type": "code", "execution_count": 3, "id": "e91e713a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import coba as cb\n", "\n", "environments = cb.Environments.from_openml(180).reservoir(1000)\n", "learners = [cb.VowpalEpsilonLearner(),cb.RandomLearner()]\n", "experiment = cb.Experiment(environments, learners)\n", "\n", "experiment.run(quiet=True).plot_learners(xlim=(10,None))" ] }, { "cell_type": "markdown", "id": "37f68972-ced0-499b-aca4-5fe787d08216", "metadata": {}, "source": [ "### Environments From Openml Datasets\n", "\n", "Next we can incorporate new Environments by loading them from openml.org. Openml is is an online repository of machine learning data sets which currently hosts over 21,000 datasets. Using either dataset ids or task ids Coba can tap into this repository and download these datasets to create Environments.\n", "\n", "To get a sense of how this works let's say we want to build an environment from the Covertype data set. We can [do a dataset search](https://www.openml.org/search?type=data) on openml to see if this data set is hosted. This search finds several datasets and we pick [the one that appears to be original](https://www.openml.org/d/180). On the dataset's landing page we see that its id is 180. Now, all we have to do to run an experiment with the Covertype data set is:" ] }, { "cell_type": "code", "execution_count": 1, "id": "0321f3ee-9941-4e60-9734-0f3024e662c7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1. Openml(data=180) | BatchSafe(Finalize)\n" ] } ], "source": [ "import coba as cb\n", "cb.Environments.from_openml(180)" ] }, { "cell_type": "markdown", "id": "1625b92d", "metadata": {}, "source": [ "### Environments From Local Supervised Datasets\n", "\n", "Next we can incorporate new environments from local datasets in the following formats:\n", "\n", "+ CSV\n", "+ ARFF (i.e., https://waikato.github.io/weka-wiki/formats_and_processing/arff_stable/)\n", "+ Libsvm (e.g., https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/multiclass.html)\n", "+ Manik (e.g., http://manikvarma.org/downloads/XC/XMLRepository.html)\n", "\n", "For example, we may have the iris dataset saved in `iris.arff` in the arff format. To create an environment from this dataset we can." ] }, { "cell_type": "code", "execution_count": 4, "id": "4fcd915e", "metadata": {}, "outputs": [ { "data": { "image/png": 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du3cHAP1r4uLigjp16ugT0MOHD6Njx47o1KkTYmJicP36dRw9ehQ6nc4gocrKysL06dP141UdHR3h5OSE5OTkQuvw6Pcs//tfp04dg3JTU1PUrl272Ncgn3hkfPKTyE+sC1ub8kkmCKpTpw66d+9eYHt4nCoA1KpVq8C5dnZ2BuONmzVrhvr16+vfR4D0zw1HR8cSTb7z6OsMSK91vXr1CpQ/+rNYVJz5if/DcQKAp6dngVlqbWxsCnS9zv8nQ/75iYmJSE5OxrJlywq8P0eMGAHgwfvzSWMqzJQpU2BpaYnAwEDUqVMHY8aMKbKLbv77ibPvEhERUWVS48eUBgYGFhhz9yiVSgW5vOLy90eTBZ1OB5lMhn///bfQGUnzx5YBwIIFCzB8+HBs3boVu3fvxrhx4zB37lz8999/8PT0hJmZGQ4dOoT9+/djx44d2LlzJ9atW4dnn30Wu3fvLnLGU3d3d3Ts2BHr16/HJ598gv/++w83b97E119/bRAnAMyfPx/Nmzcv9DoPx1qU/CQIAPr06QOFQqFflzP/e6XT6fDcc8/h448/LvQadevW1T/u0KEDgoKCkJWVhTNnzmD69Olo3LgxbG1tcfjwYVy6dAmWlpYGS5x88MEHWLFiBSZMmIC2bdvCxsYGMpkMgwYNKjSBL+sZYO3t7SGTyUqUlBTFzc0NgLSu6aNiY2Ph7u5e6msXpqj3zqOJ9cCBAzFnzhzcuXMHVlZW2LZtGwYPHmwwPrUoZfE6lzTOoo4r7vz898cbb7xRYOxsvvyxzE8aU2EaNGiA8PBwbN++HTt37sSmTZvw008/Yfr06Zg1a5bBsffu3YO5uTlnLCYiIqJKpcYnpaXl7e2NvXv3Ii0tzaC19PLly/r9+V91Oh0iIyMNWs0ene3zcfz8/CCEgK+vr0GyVZQmTZqgSZMm+Oyzz3Ds2DG0b98eS5cuxezZswEAcrkc3bp1Q7du3bBw4UJ89dVX+PTTT7F//359MliYgQMH4v3330d4eDjWrVsHc3NzvPjiiwZxAoC1tfVjr/OkPv30U/zyyy/47LPP9N2h/fz8kJ6eXqL7dOzYEStWrMDatWuh1WrRrl07yOVydOjQQZ+UtmvXziAx2LhxI4YNG4YFCxboy7Kzs5GcnFyimPO//xEREQYtgLm5uYiMjESzZs0ee76JiQn8/Pz0s0CXRuPGjWFiYoLTp08bLCuj0WgQGhpaYKmZijJw4EDMmjULmzZtgouLC1JTUw26yT4pb29vhIeHFyh/9Gexojg5OcHKygparbZMfw4e17ppYWGBgQMHYuDAgdBoNHjllVcwZ84cTJs2zWB5p8jISH0LMhEREVFlUeO775ZWr169oNVq8eOPPxqUf/fdd5DJZOjZsycA6LsCP7q+5g8//FDie73yyitQKBSYNWtWgZYTIQSSkpIASEuA5OXlGexv0qQJ5HK5vgvn3bt3C1w/v1WzsG6eD3v11VehUCjw559/YsOGDejTp4/BepytWrWCn58fvv32W6Snpxc4PzExsfjKFsLW1hbvvPMOdu3ahdDQUADSjMDHjx/Hrl27ChyfnJxs8Drkd8v9+uuv0bRpU313y44dOyIoKAinT5826LoLSC1Xj77WP/zwQ4FuxEUJCAiAk5MTli5dCo1Goy9fuXJliRPbtm3b4vTp0yU6tjA2Njbo3r07Vq9ejbS0NH35qlWrkJ6e/tj1TctTgwYN0KRJE6xbtw7r1q2Dm5sbOnXqVOrr9erVCydPnsTx48f1ZRkZGVi2bBl8fHwKjH0tbwqFAq+++io2bdqECxcuFNhf2p8DCwuLQruO5//851MqlWjYsCGEEMjNzTXYFxwcjHbt2pXq/kRERETlhS2lpfTiiy+ia9eu+PTTTxEVFYVmzZph9+7d2Lp1KyZMmKBvNWzVqhVeffVVLFq0CElJSfolYa5cuQKgZGO7/Pz8MHv2bEybNg1RUVHo168frKysEBkZic2bN2P06NGYNGkS9u3bh7Fjx2LAgAGoW7cu8vLysGrVKv2HZAD44osvcOjQIfTu3Rve3t5ISEjATz/9BE9PT4OJYgrj7OyMrl27YuHChUhLSyswMY1cLsevv/6Knj17olGjRhgxYgQ8PDwQHR2N/fv3w9raGn///XdpXm6MHz8eixYtwrx587B27VpMnjwZ27ZtQ58+ffTLjmRkZOD8+fPYuHEjoqKi4OjoCEAav+vq6orw8HCDCaY6deqEKVOmAECBpLRPnz5YtWoVbGxs0LBhQxw/fhx79+41WCrocUxNTTF79my88847ePbZZzFw4EBERkZixYoVJR5T+tJLL2HVqlW4cuVKgRby/FbvixcvApASzSNHjgAAPvvsM/1xc+bMQbt27dC5c2eMHj0at2/fxoIFC/D888/jhRdeKFEcwcHBWL16dYFyPz8/tG3btkTXeNTAgQMxffp0qNVqjBw58qm6x0+dOhV//vknevbsiXHjxsHe3h6//fYbIiMjsWnTpgrtep9v3rx52L9/P9q0aYNRo0ahYcOGuHv3LoKDg7F3795C/zlUnFatWmHdunWYOHEiWrduDUtLS7z44ot4/vnn4erqivbt28PFxQWXLl3Cjz/+iN69exv04jhz5gzu3r2rn5iMiIiIqNKo8Pl+K4n8JSdOnTr12OOGDRsmLCwsCt2XlpYmPvzwQ+Hu7i5MTU1FnTp1xPz58w2WQxFCiIyMDDFmzBhhb28vLC0tRb9+/UR4eLgAIObNm6c/Ln9JmKKWa9m0aZPo0KGDsLCwEBYWFqJ+/fpizJgxIjw8XAghxPXr18Vbb70l/Pz8hFqtFvb29qJr165i7969+msEBQWJl156Sbi7uwulUinc3d3F4MGDDZZWKWxJmHy//PKLACCsrKxEVlZWoXGGhISIV155RTg4OAiVSiW8vb3Fa6+9JoKCggp/kR+57/z58wvdP3z4cKFQKPTL7aSlpYlp06YJf39/oVQqhaOjo2jXrp349ttvhUajMTh3wIABAoBYt26dvkyj0Qhzc3OhVCoL1OXevXtixIgRwtHRUVhaWooePXqIy5cvC29vbzFs2DD9ccW9j3766Sfh6+srVCqVCAgIEIcOHRKdO3cudkkYIaSlUhwdHcWXX35ZYB8es1TLow4fPizatWsn1Gq1cHJyEmPGjBGpqanF3r+4JWEefh28vb1F7969C1yjqLpGRETor3PkyJEC+4taEqawewghxLVr10T//v2Fra2tUKvVIjAwUGzfvt3gmPzlVx5dMqmw93vnzp0LXWalqBgAiDFjxhiUxcfHizFjxggvLy9hamoqXF1dRbdu3cSyZctKFVN6erp4/fXXha2trQCgXx7m559/Fp06ddL/vPn5+YnJkyeLlJQUg2tOmTJF1KpVq8DvJyIiIiJjkwnxFNN7UqmFhoaiRYsWWL16NYYMGWLscKiS+vLLL7FixQpEREQUORkOUXFycnLg4+ODqVOnYvz48cYOh4iIiMgAx5RWgMLWg1y0aBHkcvlTjaWj6u/DDz9Eeno61q5da+xQqApbsWIFTE1NC6yBTERERFQZsKW0AsyaNQtnzpxB165dYWJign///Rf//vsvRo8ejZ9//tnY4RERERERERkNk9IKsGfPHsyaNQthYWFIT09HrVq18Oabb+LTTz8t0dqMRERERERE1RWTUiIiIiIiIjIajiklIiIiIiIio2FSSkREREREREZT4wY06nQ6xMTEwMrKCjKZzNjhEBERUQkIIZCWlgZ3d3fI5fyfOhFRdVLjktKYmBh4eXkZOwwiIiIqhVu3bsHT09PYYRARURmqcUmplZUVAOmPmrW1tZGjISIiopJITU2Fl5eX/u84ERFVHzUuKc3vsmttbc2klIiIqIrh0BsiouqHgzKIiIiIiIjIaJiUEhERERERkdEwKSUiIiIiIiKjYVJKRERERERERsOklIiIiIiIiIyGSSkREREREREZDZNSIiIiIiIiMhompURERFRiW0OjjR0CERFVM0xKiYiIqMT+Phtj7BCIiKiaYVJKRERERERERsOklIiIqBpiN1siIqoqmJQSERFVQ+xmS0REVQWTUiIiIiIiIjIaJqVERERERERkNExKiYiIjIzjP4mIqCYzelK6ePFi+Pj4QK1Wo02bNjh58uRjj09OTsaYMWPg5uYGlUqFunXr4p9//qmgaImIiMoex38SEVFNZmLMm69btw4TJ07E0qVL0aZNGyxatAg9evRAeHg4nJ2dCxyv0Wjw3HPPwdnZGRs3boSHhwdu3LgBW1vbig+eiIiIiIiInppRk9KFCxdi1KhRGDFiBABg6dKl2LFjB5YvX46pU6cWOH758uW4e/cujh07BlNTUwCAj49PRYZMREREREREZcho3Xc1Gg3OnDmD7t27PwhGLkf37t1x/PjxQs/Ztm0b2rZtizFjxsDFxQWNGzfGV199Ba1WW+R9cnJykJqaarARERGVFsd/EhERlS2jJaV37tyBVquFi4uLQbmLiwvi4uIKPef69evYuHEjtFot/vnnH3z++edYsGABZs+eXeR95s6dCxsbG/3m5eVVpvUgIqKaheM/iYiIypbRJzp6EjqdDs7Ozli2bBlatWqFgQMH4tNPP8XSpUuLPGfatGlISUnRb7du3arAiImIiIiIiOhxjDam1NHREQqFAvHx8Qbl8fHxcHV1LfQcNzc3mJqaQqFQ6MsaNGiAuLg4aDQaKJXKAueoVCqoVKqyDZ6IiIiIiIjKhNFaSpVKJVq1aoWgoCB9mU6nQ1BQENq2bVvoOe3bt8fVq1eh0+n0ZVeuXIGbm1uhCSkREdVsHP9JRERU+Rm1++7EiRPxyy+/4LfffsOlS5fw3nvvISMjQz8b79ChQzFt2jT98e+99x7u3r2L8ePH48qVK9ixYwe++uorjBkzxlhVICKiSozjP4mIiCo/oy4JM3DgQCQmJmL69OmIi4tD8+bNsXPnTv3kRzdv3oRc/iBv9vLywq5du/Dhhx+iadOm8PDwwPjx4zFlyhRjVYGIiMrI1tBovNTcw9hhEBERUQUzalIKAGPHjsXYsWML3XfgwIECZW3btsV///1XzlEREVFF+/tsDJNSIiKiGqhKzb5LRESVA8dqEhERUVlhUlpZnd9o7AiIiIrEsZpERERUVpiUVlZMSomIiIiIqAZgUkpERERERERGw6SUiKga49hPIiIiquyYlBIRVWMc+0lERESVHZNSIiIiIiIiMhompURERERERGQ0TEqJiIiIiIjIaJiUEhERERERkdEwKSUiIiIiIiKjYVJKRERERERERsOklIiIiIiIiIyGSSkRUSWxNTTa2CEQERERVTgTYwdARESSv8/G4KXmHsYOg+iJpGTl4npiOpKzcpGRk4eMnDzYmivRo5GrsUMjIqIqgkkpERFRDZKSmQtTExnMTBUAgIS0HFyJT8PNu5lwtVajrosVPGzNkJShQUR8GiIS0hGRkIaI+HREJWUgJTMXPb47BLVSgZjkLCSm5RS4R4C3HZNSIiIqMSalRERE1djdDA3O3U7GwSuJOBieiOt3MgAAchmgNJEjO1dX4BwTuQx5OlHkNcPj0wyeu1ir4GipgoXKBJYqE9R1sSrbShARUbXGpJSIqBS2hkazqy1VKnlaHS7FpuFyXCrC49IQfPMeWs/ZW2hLJgDoBJCdq4NCLoO3gzm87c0Rm5KN64kZ0Gh1kMuAWvbm8He2Qh0XS9R1sURtR0vM3hGG8d3qIkOTBxdrNfycLGClNq3g2hIRUXXCpJSIqr3ySCA5/pMqQq5WB1OF4ZyEmjwdUrJy9dutu5nYH56AA+GJSMnKLfQ6tezN0c7PAV3qOaGdvyNM5DKkZ+chU6OFq40a6vtdeQEpuY1LzYajpcqgPJ+NmSk61HEs24oSEVGNxqSUiKo9JpBUWQkhEJ2chaT0HGw7G4OUrFzEJmfhUmwqwmJTEZ+aA1OFDBYqEygVcqRl5yErV1vk9azVJmjkboN6rlY4cT0Jc15pgrouVrBUFfxzb64s/COAiUIOTzvzMqsjERFRcZiUEhERVQCdTuD6nQxcjEnBxZhUXIxJwYXoVH3rZsifIYWel6sVSM4s2AJqpTaBjZkpHCxVaFvbAd0aOKOFly1M7resvv3bKbSsZVd+FSIiIiojTEqJiIjKUZZGi03Bt7H8SKR+kqGHmSpkUJrI0cTDBrZmSjhYKlHf1QoN3W3g62iBnDwt0rPzkJOn0yeiVmpTKOQyI9SGiIio7DEpJSIiKgeJaTlYdTwKq/67gXv3WzrVpnI0dLNGI3cbNPaQvtZ1scL7a87g12Gti76YTQUFTUREZARMSomoUuGstmRM2bla3EnPQVK6BrlaHcyUCpgrTaDVCSSl5yApQ4OE1GxcTUiHj4M5TBRyCCGQmp2HpPQc3M3QIClDg32XErA5NBqaPGm5FS97M7zV3hevBXjBopDxnURERDUZ/zISUaXCSYmoIoXFpOJwRCKCb95DyM1kJBSxfMqjui88CKVCDhtzUyRnapCrLXxNzxa1bDGqY20839BFP9aTiIiIDDEpJSKiGufMjXv4YV8EDoQnFtinVMjhaKmE0kSOTI0WWRotIAMcLVVwsFAiPD4NeVqBrFytwRqglioT2FtIY0J9HCzwxjO10MrbviKrRUREVCUxKSWiUmE3W6pq0rJz8e+FOGw8cxsnI+8CABRyGbrWc0agrx1a1LJDXRcrWKtNIJMVPYnQ27+dwrI3A3D7XhZSs3PhYKmEnbmy0DU9iYiIqHhMSomoVNjNlio7rU4gNSsXy49E4kRkEg6EJyLn/hhPE7kMr7b0xPtd/eDtYPHE15bLZajlwLU8iYiIygKTUiIiqhayc7U4eysZp6Lu4mTUPQTfuIf0nDycjLqnP6a2kwVeaeGBV1p6wt3WzIjREhERUT4mpUREVOmlZObizM27uJGUibiUbMSlZiNPJ6AykUOpkONqQjrO3U6BRqszOE8hl6GDvyMCfe3RsY4jmnjYPLZrLhEREVU8JqVERFQpCCGQkJqN6OQsxKZkIyY5C7fuZuLMzXu4GJMKUfgEtwacrFQI9LFHax87tPa1x8Ld4fi/4YHlHzwRERGVGpPSmuT8RqBJf2NHQUQ1gBAC1xIzcCQiEWdvp8DPyQIvNHaFv7MVcvK0OHPjHk5cv4ubdzMRk5yFmJQs3L6bhcCvgoq8Zm1HC9R3s4KrtRlcbVRQKuTIydMhJ08HVxs1An3s4e1gbtASylZRIiKiyo9JaU1SHkkpE90qgTPlUnnK0+oQcisZ/11LQlRSJm7fy0TknYwCa35+u/sKvOzNkJiWg+xcXaHXkssAV2s13GzN4G5rBncbNRq6W+OZ2g5wsVZXRHWIiIiogjEppadTlZLSqhRrGeNMuVQWNHk67Dgfg3/PxyH0VjLeWXUauVqBU1F3kZadV+B4pUKO1r52aOVtjwvRKTgScQe37mYBkLrZtvdzQH03a7jZqOFha4ZFe69g5YhAmCjkFV01IiIiMiImpVRz1OCklKg0dDqB2NRs3EjKwJmoe1h94gbiUx+0fu66GK9/bGduivb+jmjgZg1POzN42pmhoZsNzJQP1u5My87F6Rv34GFrhjrOlgW61qpNFUxIiYiIaiAmpURPg4kuVRPZuVocvXoHx68lISopA1FJmbh5NxOaPMNuts5WKrzephZ2XYzDkDbeEEKgiactmnjYQCF//PhNK7UputZzLs9qEBERURXEpJQqp6qS7FWVOKlGys7VIik9B8uPRCLyTgZiU7IAyKCQAyZyOeRyGRQyIDU7D8eu3Sl0nKeJXIZa9ubwcbRAn6Zu6NPUHUoTOS5Ep+CNZ7wrvlJERERU7TAppcqJyR7RUzlxPQlT/zqPyDsZCLmVUqJz3G3U6FrfGfXdrOHjYA4fBwu42ajZpZaIiIjKVaVIShcvXoz58+cjLi4OzZo1ww8//IDAwMLXlVu5ciVGjBhhUKZSqZCdnV0RoRKVO86US08qMS0HF2JSAAFABuy7lIBV/90AACgVMnSt74zaTpbwtDODXCZDnk5ApxPQ3t8Uchna1LZHQzdrLqFCREREFc7oSem6deswceJELF26FG3atMGiRYvQo0cPhIeHw9m58LFH1tbWCA8P1z/nhyiqTjhTLpVESlYutoVGY8f5WJyMvAudKHjM4EAvxCRn4ec3Ayo+QCIiIqISMnpSunDhQowaNUrf+rl06VLs2LEDy5cvx9SpUws9RyaTwdXVtUTXz8nJQU7Og9kiU1NTnz5oIiIj2n85AVM2nTNYB7SOsyXUpgrohIC12hQfPOuPdv6OePu3U0aMlIiIiKh4Rk1KNRoNzpw5g2nTpunL5HI5unfvjuPHjxd5Xnp6Ory9vaHT6dCyZUt89dVXaNSoUaHHzp07F7NmzSrz2IkAIDY1G27GDoJqjNTsXMz95xL+PHkLAODjYI7X29RCz8Zu8LI3N3J0RERERKVj1KT0zp070Gq1cHFxMSh3cXHB5cuXCz2nXr16WL58OZo2bYqUlBR8++23aNeuHS5evAhPT88Cx0+bNg0TJ07UP09NTYWXl1fZVoRqrHgmpVTOMnLycOTqHWwLjcHeS/HIub9Ey1vtffHxC/WgNlUUcwUiIiKiys3o3XefVNu2bdG2bVv983bt2qFBgwb4+eef8eWXXxY4XqVSQaVSVWSIRESlkpOrxf7wBITFpCIsNhWXYlIRmZQB8dB40TrOlvjipcZo6+dgvECJiIiIypBRk1JHR0coFArEx8cblMfHx5d4zKipqSlatGiBq1evlkeIRESlEnUnA3k6HfydrQzKI+LTcCLyLrQ6gTydQGJaDsJiUxEWk4o76Tk4fDWpwLU8bM3Qq4krXmrugUbunCGXiIiIqhejJqVKpRKtWrVCUFAQ+vXrBwDQ6XQICgrC2LFjS3QNrVaL8+fPo1evXuUYKRFRQTqdwLrTt3AtIR3+zpao42KJyDuZWHfqJk5F3YNMBrzfxQ8TuteFiVyG/zsSiXn/XkZeYVPl3ufvbImGbtZo6G6t/+poyd4eREREVH0ZvfvuxIkTMWzYMAQEBCAwMBCLFi1CRkaGfjbeoUOHwsPDA3PnzgUAfPHFF3jmmWfg7++P5ORkzJ8/Hzdu3MDbb79tzGoQUQ2Tq9Xh7d9PY9/lhEL3y2SAEMDi/ddwJOIOHC1VCLp/bIC3HVxs1DCRy2ClNkEDNykB/V9QBFaMKHyNZiIiIqLqyuhJ6cCBA5GYmIjp06cjLi4OzZs3x86dO/WTH928eRNyuVx//L179zBq1CjExcXBzs4OrVq1wrFjx9CwYUNjVYGIahCdTiD0djJORt5DVq4WShM5XmnhgejkLETEp8NcqcArLT3Qv5UXgm/ew9RN53D2dgoAQKmQ4/M+DfDGM96FdsFVyNktl4iIiGoeoyelADB27Ngiu+seOHDA4Pl3332H7777rgKiIqLq5Ep8Gv48eRO17M0xpI03lCbyxx6fk6fFrovxiLqTgZw8LbJzdbiWmI6Qm8lIycoFII31XPpGKzTxtCn0Gr2auKG5ly0+23IBiWk5mPtKEzT2KPxYIiIiopqqUiSlRERPK1erQ3p2HjJztcjS5CFTo0WWRou7GRqE3EzG898d0h+76vgNfNanAbrWcy7QYpmYloM1J25g9X83cSc9p9B7qU3lsFabYvsHHWBnoXxsXO62Zlg+vPXTV5CIiIiommJSSjVGLNcUrdJ0OoHMXC0yc/KQniMlnSlZuThz4x6OXr2DkJvJ0Gh1RZ4vkwFd6znj3O0UXL+TgbdWnkaAtx1ebeWJXo3dcDs5EyuORmFbaIz+Oi7WKnSp6wwzpQIqUzncrNVo6W2HBm7WeG/1mWITUiIiIiIqHpNSqjHiq0hSGpi+D0D1a1lLTMuBjZlpsd1mhRBIzc5FUroGx68l4dCVRJyITMK9zNwS3UdpIoe5UgEzUwXM7n9NycrF6pFt4ONogbTsXPy47yqWH43E6Rv3cPrGPXy+5YLBjLjNvWzxVgdf9GzsClPF4+MlqmlebOZu7BCIiKiaYVJKVMkEZuwHMMXYYZSZC9EpmPfvZRy5egcmchn8nS3h72wJIYDU7Fyk5+QhLTsP6dlSC2h6Th6aztxd5PXkMsBCaQILlQnMVQrUd7VCOz9HtPd3hJedGUwKSSLf/u0UfBwtAABWalNM69UAI9r7YmtoNDaHRONyXBpM5DL0bOKGEe190LKWXbm9HkQVpbySx5eae5TLdYmIqOZiUkpETy07VwuViVw/PlOrEwi+eQ9r/ruBLaEx+uPydAKX49JwOS6t2GsqTeRo6mGDTnWd0KGOI2rZm8NSZWJwn6fhaqPGO5398E5nP0TdyYCFygROVlwPlKoPJo9ERFRVMCklolK7kZSBOTsuYXdYPGzNTVHf1QrOVmocu3YHd9I1+uP6NnPHpOfrQaGQ4XJsKq4nZkBpIoelygRWahNYqk1gpTKFldoE07dewC/DAqAyUVRYPfJbUYmMhV1iiYioJmNSSkQldjdDg8S0HCSl5+BqQjqeW3hIPylQcmYu/rt+V3+stdoE3Rq4YER7HzT1tNWXe9iaoVuDou+hNJFXaEJKVBmwVZOIiGoyJqVEVKzo5CzM3HYRe8LiC+zrWMcRU3vWhxDA5bg0xCRnoUUtWzxT24GTBBERERFRsZiUElGR8rQ6rDgahe/2XkGmRgsAsDM3hb2FEvcyNJj3alM819BFP8azsYeNMcMlIiIioiqISSkRFSr0VjI++es8wmJTAQCtfezw1ctNUMfFCoA0o+3zjVyNGSKRUXD8JxERUdliUkpUhYXeSsaNpAy82NQdcvmDGWlTMnNx7U46mnvaGpSXRFJ6Dr4PisCq/25ACMDW3BTTetbHgFZeT3wtouqI4z+JiIjKFpNSoipIqxP4PigCP+yLgBBAyM1kzHixIWQyGW7dzcSgZf8hOjkL/s6WGN2pNnQ6gbsZGsQkZ+H2vSzEJGchOjkLGTl58HawgJ+TBWQyGf4Kvo29l+KRqxUAgFdaeuDTXg3gYMmlUoiIiIiofDApJapiYlOyMGFtKE5EPpjpduWxKNiYmWJAgCcG/yIlpABwNSEdH288BwBo+eWeEt+jqacNpr5QH+38Hcs2eCIiIiKiRzApJaoiou5kYNnh69h45jY0eTpYKBX46pUmSM7MxYxtF/F9UAR+Px6Fe5m58HEwx6/DArDvcgL+70gk4lNzAABOViq425rBw1YND1szmCtNEJWUgasJ6UjNzsVzDVwxIMATDdysjVxborLB8Z9ERESVH5NSokru3O1k/HzwOv69EAud1KsWAd52mD+gGXwdLQAAKVm5WLjnCu5l5sLbwRx/jn4GbjZm8He2woj2vhi+4iT+b1hrqE25/ifVLBz/SUREVPkxKa0sbp8GTFSAaxNjR0KVgBACR68m4acDV3HsWpK+vGs9J7zb2Q+Bvvb6ZVgA4INn/aE0keN01F188VJjuNmY6feZKuQwM1UwISUiIiKiSolJaWWQngis6AWYmgGTrwIKU2NHREYihMDZXC/MXnocp2/cAwAo5DL0beaOdzrXRn3XwrvVymQyvNvZD+jsV5HhEhERERE9NSallUH0aUCbI21JVwHnBsaOiCqYEALHryXhu71XcCqtH5B2D0oTOV4PrIW3O/rC0878qa4fmL4PQOsyiZWovHD8JxERUc3EpLQyiA5+8Dj+IpPSGubMjbv4emc4Tt6fTdcUeRjSzh/vdfGDi7W6TO4RmLEfwJQyuRZReeH4TyIiopqJSWllEPNQUppwyXhxUIXbcPoWpv51Hlqd0LeMdgybjm59Nxk7NCIiIiKiClHipHTixIklvujChQtLFUyNJIRhS2lCmPFioQojhMBPB65h/q5wAEDvpm74vHdDuNqoEXo5w8jRERWPXW2JiIiorJQ4KQ0JCTF4HhwcjLy8PNSrVw8AcOXKFSgUCrRq1apsI6zu7kUBWXcfPGdSWu1pdQIzt13Eqv9uAADe7eyHKS/UM5hNtyrgONWajV1tiYiIqKyUOCndv3+//vHChQthZWWF3377DXZ2dgCAe/fuYcSIEejYsWPZR1md5XfdtfUGkm9ISWpOulFDqgxiU7PhZuwgSiEjJw+fb70AIYDRnWqjgZvhbLnZuVpMWBuKnRfjIJMBM/o0xPD2vkaK9ulwnCoRERERlYVSjSldsGABdu/erU9IAcDOzg6zZ8/G888/j48++qjMAqz28rvu+ncDLu8A0uOBxMvGjakSiK/kSWmWRouzt5NxV2uD5vfL0nPyMGLFSZyKkpZy2RwSjecaumBggBdqOZjDUmWCCWtDcTLqLpQKOb4b2By9m1bmWlJ1wG62REREVNmVKilNTU1FYmJigfLExESkpaU9dVA1Ssz9btEerYC7kVJSyi68lY5OJ3AhJgUHwxNx5OodhNxMhkargwxvoteaYLzVwRdzdoQh+GYyrNQmaO/niF1hcdgTFo89YfEG17JSm2DZmwFo6+dgpNpQTcJutkRERFTZlSopffnllzFixAgsWLAAgYGBAIATJ05g8uTJeOWVV8o0wGpNpwViQqXH7i2B+DDg+n7pK1W4mOQsaHUCrjZqmCrkuJOeg8MRiTgYnohDEXdwN0NjcLyTlQqJaTnYcT4WO87HAgBszEyxemQbNPG0wdWEdPxy6DrORacgJjkLKVm58LI3wy9DA1Df1bqwEIiIiIiIapxSJaVLly7FpEmT8PrrryM3N1e6kIkJRo4cifnz55dpgNXanStAbgZgagE41QNcGkrlCWGAqblxY6th9obF453VZ6DVCchkgKOllHA+zFJlgvb+DuhYxwnt/R3h42COrXPfwB7vj7DjfCxszaWEtLGHDQDA39kSX/dvqj8/IycPZqYKyOVVa0IjIiIiIqLy9MRJqVarxenTpzFnzhzMnz8f165dAwD4+fnBwsKizAOs1vLHk7o1A+QKwLmB9DwhDPAIMF5cNczFmBSMWxsCrU5AIZdBqxP6hLShmzW61HNC57pOaOltB1OF3OBcH5MkLB7SElPvZsJcqYCDparI+1iouCwwEREREdGjnvhTskKhwPPPP49Lly7B19cXTZs2Lf4kKlz+zLseLaWvTvUByICMRCAvp8jTqOzEp2Zj5MrTyNRo0cHfEcuHt0ZKVi5iU7Lgaq2Gs7W6RNfxsmfLdlmpyUvNcFIiIiIiqonkxR9SUOPGjXH9+vWyjqXmyW8pdW8hfVVaAHY+0mMNl4UpbymZuXj7t9OIS82Gv7MlFg9pCaWJHE5WKjT1tC1xQkplS1pqpmbipERERERUE5UqKZ09ezYmTZqE7du3IzY2FqmpqQYblUCeBoi/ID3ObykFAJdG0tecx8xirNMB2ycCG9+SrkOPdetuJob8+h9+zeiIO+lSC3R4XBr6Lj6C89EpsLdQYvmw1rAxMzVypERERERENU+pBrn16tULANC3b1/IZA8mbRFCQCaTQavVlk101dnNY4BWA1g4AXa+D8qdGwCXtz8+KT25DDj9f9Jjz9bAM++Vb6xVWHauFu+tOYML0akAmmPfN/vRr4UHtoREI1OjhaedGZa9GYBaDux+S0+GXW2JiIiIykapktL9+2tu97oyc3mH9LXuC8BDiT2c78/AqykiKU24BOyZ/uD5gblA04GAuX35xFmM2NRsuBnlziUzZ8clXIhOhZ25KRxybuOqxgV/nLgJAOjg74gfBreAnYXSyFFSVcSutkRERERlo1RJaefOncs6jppFCODyP9Lj+r0N9+UnpdmpwNohQJ3ngNpdAdtagDYX+GsUoM0B/LsDaXFSF+ADc4FexlmKJ74SJ6V/n43Bqv9uAAC+G9gcNlsWIrbXCqw4Gom2tR0wrlsdmChK1YOdiIiIiIjKyFOtUZGZmYmbN29CozEc18gZeYsRexZIvS2tRVq7i+E+xzrSEjGxZ6VuvJe3S+WWroCVKxB3HjCzB15aLK1z+tuLwKn/AwJGAs71K7wqlVFadi42nrmNb3eFAwDGdPVDl3rOCJUBvZq4oVeTyppGExERERHVPKVKShMTEzFixAj8+++/he7nmNJihN9vJfV7FjA1M9wnVwCjDgArewN+XYGI3UBMCJAeJ20A0Pd/UoJq5QrU7yMlrrs+Ad7YZNgVuIZJz8nDgt3hWH/qFjI00nuwbW0HfNi9rpEjoyfhUg6zHr/rEIKauswMERERUWVXqqR0woQJSE5OxokTJ9ClSxds3rwZ8fHxmD17NhYsWFDWMVY/+eNJ6/cpfL9cDqhtgM4fS5smE4gNBW6fAqzcgAYvPjj2uS+AK7uAa0HAhU1Ak/7lHr6xCSFwJT4d3g7mUJsqAEjLuwxdcRJnbyUDAPydLTGsnQ8GtPJkF90qxq0cktKA1H0ARpf5dYmIiIjo6ZXq0/q+ffuwcOFCBAQEQC6Xw9vbG2+88Qa++eYbzJ0794mvt3jxYvj4+ECtVqNNmzY4efJkic5bu3YtZDIZ+vXr98T3NJp7UdI4UJkCqNujZOcozQHvdkD78UDT1wz3OfgBnSZLj3d8BKTGlGm4j5USDZu8JEBXcS3jQgjM+jsMPRYdQpf5B7D25E0kpGZj8C//4eytZNiam2LFiNbY82EnvPmMtz5pJSIiIiKiyqlUSWlGRgacnZ0BAHZ2dkhMTAQANGnSBMHBwU90rXXr1mHixImYMWMGgoOD0axZM/To0QMJCQmPPS8qKgqTJk1Cx44dS1MF48mf4Mi7XdnNmNtxIuDeAshOBrZ9IE2kVN4u/wMsaQtfzRUg6Ivyvx+khHTezstYeSwKABCXmo2pf51Hu3n7EBabCkdLFdaNbouu9ZwNlioiIiIiIqLKq1RJab169RAeLk0i06xZM/z888+Ijo7G0qVL4eb2ZJPILFy4EKNGjcKIESPQsGFDLF26FObm5li+fHmR52i1WgwZMgSzZs1C7dq1S1OFMpebk4WEWxGIiQoHkm8WvV3aJp3w6Ky7T0NhCrz8M6BQAVf3AmdWFHpYbGr2468jBJAS/SDW7JSCx2jzgD0zgLWDH+w/9j/g9umnrETxvg+KwM8HrwMAZvVthM/7NISduSnydAKu1mqse+cZ1HO1Kvc4SFIeYz+JiIiIqOYp1ZjS8ePHIzY2FgAwY8YMvPDCC1izZg2USiVWrlxZ4utoNBqcOXMG06ZN05fJ5XJ0794dx48fL/K8L774As7Ozhg5ciQOHz782Hvk5OQgJydH/zw1NbXE8T2JyyFH0WTnqyU/oV6vsg3AqR7QfYY04dGuz4BabQHnBgaHPHb5lpw04M/BQNRDr6fcFBi1D3B7aDblnVOAU79Kj9u8h3un18NOmwRseQ945zBgWj6Jyq+Hr2PR3ggAwOd9GmJYOx8AwIAAT+y5GI+OdRzhzCSpQpXH2E8iIiIiqnlKlZS+8cYb+setWrXCjRs3cPnyZdSqVQuOjo4lvs6dO3eg1Wrh4uJiUO7i4oLLly8Xes6RI0fwf//3fwgNDS3RPebOnYtZs2aVOKbSslCbIksoIZMBapNixjE2fAmw8y77INq8J016FHkQWPu6lFCa2RV/Xk4asGYAcPM4IJNLLa66XGk78TPQb7F0XNY9IGS19PjlZUCzgbh97hTsFCbS8jQHvpImXgKkVtcy6kK7NTQas3dcAgBM7lEPIzv46vdZq03xaivPMrkPERERERFVvFIlpdevXzfoNmtubo6WLVuWWVBFSUtLw5tvvolffvmlxMnvtGnTMHHiRP3z1NRUeHl5lXlsprVao0HOSqhN5bg8s2eZX79E5HKg/wpgWRfg7nVg41vAkI3SMjNFyUkH1rwmJaQqG2DoFsCjJXDjOLDiBeDiX8ALcwG1NXBuPZCXDbg01k+4pJWZAn0WSd15j34vrZmalw0olFIs9V54qiodjkjEpA1nAQAj2vvg/S5+T3U9ojJzfmONmO2aiIiIqLyVKin19/eHp6cnOnfujC5duqBz587w9/d/4us4OjpCoVAgPj7eoDw+Ph6urq4Fjr927RqioqLw4osPlkTR6XQAABMTE4SHh8PPzzBpUalUUKlUTxzbk7I2MwUAZOfqkJOnhaq41tLyYuEADFoD/N/zwLV9wOZ3ADtfICMRLrm3gdzsB11s83KkZPLmsfsJ6WYpIQWAWs8AjvWAO+HA+Q1AwFvAmd+kfS2HGbaC1u8FNH8DCF0NaNKlMl0e8Ndo4J2DgP2Dls0ncSE6Be+uOoNcrcCLzdzxee+GZT+BUVq8NOGUwvTJztNpgWM/wDvnitTtOS8HsPMBGvUDvNs//h8BRsDxn+WASSkRERFRmSjVREe3bt3C3LlzYWZmhm+++QZ169aFp6cnhgwZgl9//bXE11EqlWjVqhWCgoL0ZTqdDkFBQWjbtm2B4+vXr4/z588jNDRUv/Xt2xddu3ZFaGhoubSAlpSVykSfp6Vl5xktDgDSGND8LrfnNwCHvgHOrIBb7i1g3RApMRUC2DoWiDwEKK2ANzcDHq0eXEMmA1oOlR4H/wZEBwMJFwETNdB0QMF79v0fMPYMMC4E+PAi4BkI5KQAG4ZJ93tCSToLjPztFDI0WrT3d8C3A5pCLi9FQqrJAI4sAn4MRO3sS9Iasdo8qT5rhwAL6gJLOwBJ157suntnAHtnSONpw/+R1ok9/X/Aby8CCxsAQV+Wqt7lheM/iYiIiKiyKlVLqYeHB4YMGYIhQ4YAACIiIjBnzhysWbMGa9euxdtvv13ia02cOBHDhg1DQEAAAgMDsWjRImRkZGDEiBEAgKFDh8LDwwNz586FWq1G48aNDc63tbUFgALlFU0ul8FSZYK07DykZuXC0bL8W2cfq/Gr0uy41w8A5o6Aygrao/+D4upeqXXUpRFwfj0gNwEG/g54tip4jWaDgaBZQOxZaYIjQBoPW9g4VbkCcHyotXzACmBpx/vnTgVeXFTi0DM1eZiT1gfx2hzUcbbEkjdaPXnLc14OcHoFcHgBkCEtL2QNSGNtzeyk8bH5Ei8Dv3SVuhv7dyvkWhqpJTX/vw4ha4BjPwAA4kw84NpzilT/m/8Bl/4G0uOBw99Kj19e+qD1mYiIiIiICihVUpqZmYkjR47gwIEDOHDgAEJCQlC/fn2MHTsWXbp0eaJrDRw4EImJiZg+fTri4uLQvHlz7Ny5Uz/50c2bNyGXl6pBt8JZq02lpNTYLaX5At6Stvuun96NOrooqVvvtX1S4Yv/A/yeLfx8Cwegfh9pXOntU1JZy2Elu7eNJ/DqL8Dq/tISNV6BQPPXH3tKXm4ukpPisOifUFzXOsHeQonlw1vDWm0KJFwCglcBzQYZzgb8KCGkZXf2TAfuRUlltt5Ahw8Rv/MbuChzgMwkQKYAmgyQWoP3zgRunwTW9Ac8WwOaTCAnVeqKnJMGaDWATS2g8cuAc0Pg7/HSdTtPQdypQ3Btdf81afEG0HshcPlv4N+pUtfnX7sDXacBHSeV2cRPRERERETVSamSUltbW9jZ2WHIkCGYOnUqOnbsCDu7EszyWoSxY8di7Nixhe47cODAY899kiVoypu1mSmik7OQmpVr7FAKlaGwAQZvlGbazc0AunwCtBjy+JNaDZOSUgBw8Ae825X8hv7dgc5TgIPzpETOwV9KTgEgJhQ48TNEajTuJUQDGYmwEalwlAnMBvCG0gum7T+Cl4UOCPpCmkRJlwcE/w4M2QB4F+zejegzwK5PpUmbAMDSBegyFWjxJqAwRey+dXCZuFVq0bTzeTAD8vDtwI6J0szCt04UXpeUm1IM+Rq+BHSeCpw6ZHiciVJqpfbtIl0zbAuwbzaQnSrNTFyCxJTjP4mIiIioJilVUtqrVy8cOXIEa9euRVxcHOLi4tClSxfUrVu3rOOrUqzV0suZml05k1IAgE974J1DQNJVoG6PEhzfSZoo6V6k1Kr4pK19nacA8ReAy9vvL1OzXxqDufszQKuBDIB9/rEyQCdk0MnkqC+/BRyaAByZLC1NA0hJZno8sPoVYPBaoHZnqTz5lpS4nl8vPTcxA9qPA9qNA1SWhvGYqB6c93BZ3x+BZq8DGYmAygpQWUvnqqykcbQ3jgIXNklL7rg2BfotkWY7LoqFA/Dab8DJX4B/JgHH/ieVd5sBXN0DhK6Rlt7pPAVwMvy54fjPGqw8Jk/ihExlj68pERFRmSpVUrplyxYAwLlz53Dw4EHs3r0bn3/+OUxMTNClSxesWbOmLGOsMvJn4E3NqiTdd4vi6G84/vNx5HLglV+AK/8CgaOf/F5yOfDyz8DyF4D488BPbQFNGgDgAAKwRROINIUNXu7YEm2b1YetgxtMctMRu7Aj3EwygKy7gJUb0Gu+1PK6dog0qdAfrwFO9aTZczMSACHNwoxmg4FnPwdsPJ4sTplMStiL0vAladPmSWu5lrRLeeAo6Wt+YhqyynA8a9hWoO0YoNPkggk01TxMSqsGvqZERERl6qkGazZp0gTt27dH27Zt0bp1ayQkJGDdunVlFVuVY1UVWkpLw6s10G06YGpWuvNVlsDgPwALJ0CTBqFQYoFiJIZnf4gI116Y9sFY9Hn+eTi41ILCxBQws0O8qSfw4QXg9Q3AmJNAgxel+w/+E6jbU1oLNfYskB4nJaTeHYDRB6SJhZ40IX0SCpOSJ6T5AkcBvb6VHmfdA8zsgbZjgbovSK3ARxcBiwOBi5ulMbFEVcH5jTX3muWhqsRJRERUDkrVUrpw4UIcOHAAR44cQVpaGpo1a4ZOnTph9OjR6NixY1nHWGVYq/NbSqtZUloWbGsBb/wFcXo55sW3wc9XrVHb0QIb3m0Lc2URb0OlBVD3ecMyExUwcBVw/SAgtIClM2DlDli5lH8dnkbgKGm91uxUoF6vB2vFhv8L/DsFSL4BbBgO1O4CaHOl5JQTI1FlVlVadatKq2ZNrjsREdV4pUpK//zzT3Tu3FmfhNrY2JR1XFWSvvtudWspfQqbztzGwj1X0KORK0Z3qotDbh/h56PnYCKX4ftBLYpOSB9HYQrU6V72wZY3/0JirtdTSkSPfg8cXigt4QMAC+oDtZ6RJpaq1VZawic3S5p0KngVkBoNuLeQJo6q3fXxMxITUc1UXkkpk10iIipjpUpKT506VdZxVAv6iY4q+5jSCnLrbiY+23IBWblaLD8aidX/3dD3fJ34fF008eQ/MwBI3ZK7TAWaDpQmgArfIXVLDtsibQCgspG6Kd8fjwtASkwvb5ced54izQZcRZZPIqIqjEkpERGVsVJ/gj18+DDeeOMNtG3bFtHR0QCAVatW4ciRI2UWXFXDltIHhBD6hLSppw0Cfe2h0eqQnatDG197vNPJz9ghVj72vsCgNYDfc8Dwf4BnPwP8ugFKKyAnRUpI7f2A7rOA4TuA574E6tzv3nzwa2D9m9K6qgCQlwPkaYxXFyIiIiKiEipVS+mmTZvw5ptvYsiQIQgJCUFOTg4AICUlBV999RX++eefMg2yquCY0ge2nY3BwSuJUCrkWPhac/g7W+LE9SQcu5aEoW29oZBzvGSR5AppJuD82YC1edKyOkILuLd8MNbUp4O09E3IGmD7BKnVdFFTqUU1OxlQWgIvzJWW8iEiIiIiqqRK1VI6e/ZsLF26FL/88gtMTU315e3bt0dwcHCZBVfVWJtJOX5a9tN3341NzX7qaxjLvQwNvvg7DAAw9ll/+DtLS520qe2AD5+rCwdLlTHDq3oUJoB7c8CjVeGTH7UYAoz4F7B0lZbQyU6WyjXpwLYPgK1jAJ1WKtPppCSXiIiIiKiSKFVLaXh4ODp16lSg3MbGBsnJyU8bU5Wlbyktg+678anZcHvqq5RMcqYG/5yPw9bQaKRk5WLFiNZwsynd8i/ZuVpMWBeKpAwN6jhb4t3O7KZbITwDgA9OA3HnAXMHafmd08uB/XOAkNWAiRr4rjGQFiets9psIND2A8CprrEjJyIiIqIarlRJqaurK65evQofHx+D8iNHjqB27dplEVeVZJM/prQKTXT06+Hr+HrnZeRqH6yPufxIJD7t3bDYc8NiUrEm8xmo41JR39Ua2blajPr9NA5H3IHaVI75A5pBaVK9J95xsVYbO4QHVFbSbL35Ok2SWlc3jQQyk4CUWw/2Bf8ubbXaArmZUrKqzZUmL2nzLuDw0D8TdFogIxFIjZGO9WwtLc1DRERERFQGSpWUjho1CuPHj8fy5cshk8kQExOD48eP46OPPsL06dPLOsYqI7+lNCtXC02ertInZMmZGnyzKxy5WoH6rlZoUcsWf568hXWnbmHic/VgplQUee6V+DQMWnYcqdmtsWHRYXSq64ScXC1ORN6FuVKB5cNbo7mXbcVVxkjcKlNSWhi/rsDY08Dq/kCvbwBLFyDlNnDsByD8H+DmccPjTy4DTv4iLUeTlyMlq+nx0njWfOaOQIs3AE1m6WLS3Z9FWGXNtViJiIiIqHRJ6dSpU6HT6dCtWzdkZmaiU6dOUKlUmDx5Mt5+++2yjrHKsFQ/eDnTsnMr/djJv4KjocnToaGbNXaM6wAhgKNXk3Dzbia2hEZjcGAtAMDJyLvYfTEOL7f0QCN3G8QkZ2HY8pNIzc6DgzwN94QVDl1JBABYKBVYMSIQgb72xqwaPczcHrB0lrr4AoCtF+DdFrgTAdw6ISWZVq5Sa+rJZcCVnQWTVZlcSmi1uUDmHeDoIql81ctAwFtA3RcAuQmQkyolsqkx0te0mEeex0pJri4PcG4ENB8MNBkg3T+fEEDUUWnN1vq9pPVYiYiIiKjaKlVSKpPJ8Omnn2Ly5Mm4evUq0tPT0bBhQ/z888/w9fVFXFxcWcdZJSjkMlipTJCWkyclbJU4KRVCYN0pqTvnoEAvyGQyyGTA0LbemL3jEn47FoVBrb1wNSEdI1acRIZGi1+PRKJjHUfEpmQjNiUb/s6WmKFZBp/Rf+L/jkTi7O1kfNa7IVp52xm5dlQijnWk7WH+3YA7V6Wk1NwesHKTNgsnacIlbZ6UtJ5eDlwLAq7tkza1jbQvN6Pk90+4KK3Lumc6YOMF2PlI42Gv7wMidkrHHF0E9F7AGYSJiIiIqrEnSkpzcnIwc+ZM7NmzR98y2q9fP6xYsQIvv/wyFAoFPvzww/KKtUqwNjOVktJKvixMyK1khMenQWUix0vNPfTlA1p54dvd4bgcl4b94QmYvf0SMjRaeNiaITYlC4cj7gAAXK3V+P2tQCQsy4GXvTlm9m1krKqUWKUa/1mZOfpLW2EUJkCDPtK2si/g2VKaSCkj8cExKhup5dPa7UFSa+0ulVnd/2qiBi5tBUL/BG6fBJJvSFs+ta20bmtMiDSDcEwI8OzngJkdu/wSERERVTNPlJROnz4dP//8M7p3745jx45hwIABGDFiBP777z8sWLAAAwYMgEJR9DjEmsDqfhfespiBtzytOym1kvZu4qafoAkAbMxN8XILD/x58hbeXRUMjVYHNxs1to5tjyyNFr8cvo7LcWmY3a8x3G3NkGCsCpRCpR//WdUozYHuM4EunwDx56VE0soVUFqU7PyAt6QtLQ64ex24d0Pq3nt5B/DWTkCmAI4sAPbNkVpmTy8HTC0AGw/A2uP+V8+HnnsC9n5S4vywzLtAajSw7g3g2gHAthbQeTLQ4CVAXrnHfRMRERHVBE+UlG7YsAG///47+vbtiwsXLqBp06bIy8vD2bNnIWPrBYCHloUx0gy8K45G4kJ0Kt7v6gc/J8tCj0nPycPf52IAAIPujxt92JvP+ODPk7eg0eqgVMix5I1WcLzfFfmLlxqXX/BUNZkopVl+S8vKVdryZw6+dRJQ3P9HSafJgGszYMdHQMpNqXvwnSvSVhgzO6BeL6BeTyAlGri8HbhxTJqoKe6cdEzCRWDDcMClMdBlKlC/D1tfiYiIiIzoiZLS27dvo1Ur6cNn48aNoVKp8OGHHzIhfYi1mfFaSlOycjF7xyVodQJ/n43Bu1388H4XP6hNDVuv/z4bg0yNFrWdLNDap+D4z4bu1uhYxxGHI+7gi5ca1YhZdKkSq/s8UPe8NNtvagyQeltKOFOjpZmEU6Ol5ym3gKx7QOgaaXuY0gpo+z7g310aA3t8MRB/QWo9dW0KdP1EmqyJv8tqFiGk940QUgt6/vdfCOBepDR5l23Bf9wRERFR2XqipFSr1UKpVD442cQElpaFt8bVVA9aSis+KT1+LQlanYBCLoNGq8P/giKwJSQak3rUQ58mbhAC+Pd8LBbsllqZBrX2KvIfCj8NaYnYlGzUdbGqyCoQFU1p/vjxrto8aYKmy9uBq0HSjMP1e0stpzunSYknAHgFAm3ekRLT/5ZILah/DpK6H1u6SJM6WToBFs4PPb7/PP9xSbsoU/nQZALxF++/J+oV7LL9OHeuAmGbgRvHpbHKWXelcrWN9A8KAIg9B+SkSI+dG0ljqN2aAdkp0j8+Um5J/yCxdi/bej0JIaQZtK/sBGKCpXHaKitpDeGcdCnW6NPA+mGAylJ6fzv4AU71pUT7XhQQHyZ9tXYHnOpJE5+Z2QNKS3ZtJyKiCvVESakQAsOHD4dKJXXlzM7OxrvvvgsLC8MPaH/99VfZRVjFWN8fn2mMltLDEdJkM0Pa1MIztR0w6++LuHk3E+P+DMHSA9egSu+LkDXBAIDaThYYGFB0C4CV2hRWatMi9xNVOgoTwLejtBXHzA549jPgmfelNVtP/AxkJ0vbnfDizze1AOQKYM8MwO9ZaZmd1FhpTGxqzP0lcGKkRKD1SCmhqQhp8UDkQSA94f5SOy4Vc9+SyMsBwv8FwrZILdyZSdJ4XxOVlBCqbYC7kcDGt6Q1bPPL1NZAbpZ0fEYiEHceiLvwYO1cEzPAtbH0Grs1l76qLKVrZybdX5f3RyAjAbi2/0E37nxyEwAyKYmLOvygXKGS7pFwUdoetbCB1G3dp4P0fVZZSf+wcG4I2Nd+kCjrtA+S2cdtsaHAgXmAcwMpacxJl8qzk4Gs5IKP70VKCWVxwrY8wTfpIaYW0j9fVJZSkmrnDTjWlbaMRKlbvNLiwXFKcyA3W6prdorUBd+9eenuTURENc4TJaXDhg0zeP7GG2+UaTDVgXX+REdGGFOaPzNupzpO6N7QBZ3rOmH5kUj8fOg6wmJTAXhDqZDj3c618X5X/wLdeolqHHN7oPsMoNMkIPmm9GE7PUH6qn98R0po0hOlr3nZD5a+ObrowZqtRQn+DfDpCDQbLCWJZvbSEjiWTkWfIwQgdFLim0+TAYT+ISVuDfoAtdpK3U0z7gCnVwAXNgGJlx4cf2Au0OFDKSkCgJw0KVlQWkpJ39O0hOUnWsd/kpJEO28pQXNrDmg1D16//NfwXiQQtlVKpgqTHv/g8YVNJYvBwllKVjVpwO1T0laU3ecfPJYpgNpdpHHHHi2lllCZHEi8LCWsQkjJlFN9QJMOXNkFXPpb+oeDmZ2UgF7de78l8oy0PcpELbXU5ydoJXVgbsmPBQCFUnpv+XaSnmvSpddEZSXFGbJKWk4pJ0167e9ckeqZfEv6R4pzIymBTo0GEsOBpKuA7v4/VHMzpC3j/nR2jybzK3o+Pjbv9sCIf56sPkREVGM9UVK6YsWK8oqj2jBWS+mNpAzcvJsJE7kMz/g5AAAsVCb4oFsdDHnGG8sOXcfF4/9g5geji5wAiajGUlpILVRo8PjjhJA++KcnABtGAC6NgOv7pdYrazdpyRtr9wfL4dw+DVzcLLXAPdwKBwAOdaRWNgd/ID1Oal299R/wfTOp1RUC8AiQJoDS5QFnVkotZQDw32KpRc6lsZTsaXPuX1QGuDaRHsadA/Z9KbUEznF/ZA1ZmZSQuzUDPFtLm0crqayoescEA1FHpBayG8el7q03jz3Biwzp9Wk2EHBvCVg4SuvSajUPkrf9c4EWQx48z99MzaRjzR2kLqYeAdJsy0JIMzfHhkpbTKhUb51WSv7N7aWWUr+u0rnODYD6LwIWDgVjc2sqbQ8zswOaDZK2h/0xCHjxe+DKv0DCZSnpy0mVkruES0BupvRPjoeprAEzW+ma+clt/mMzO2lpJc/WQEKY9F5QWz90nG3BxxaOgFcbKQEtyvUDUlf1R+l0hf9TQgjpny6aDKlOmgzp/Z6dIr3O+Ylr7Fkp6dZkSF2pNen3W65lD1q3LR7zTxciIqJHPFFSSsUz1pjSQ/dbSVt628FSZfhttbdQYmrP+gg9PwF+ThMrNC6iakUmk5IAlZWUfL68pPhznpsFnPpVSlCzkqUxjKkxQFKEtD3q4dbEm8cMEz87X8AzALi0XUpeEsKkcvcWQOA7QN0eUiKm00ktjntnShND6e733JCb3m8JE1LX1mv7pC2fg//9JDVA+mrlDpxfLy3Hk3TVME65Aqj9rHTv5BtS/e5ek5JgCycpaXp4XK5vFyk5lD+mh0bwKuCZ94p/TfPJZA/GGTfpX/gxfwwCXv215NcsKSsXoNXwguU6ndQynJn0UAJq82BG6aLcOAb0W1z2cRamqFZymUz6B4CpmfT9K8ofg4DX1z54LoT0zwW5KceiEhFRqTApLWMPZt+t2O67h69I40k71+V/p4kqFRtPaT3Xh2Xdk1obow5L67RauUmtq+c3Ai/MkxJeba6UkEYdlVqimg2WupzKFVJye269lPw07CdN3vTwpGVyOdB0gNTN9/eXpWTH0kUaH5g/7i8tRup6evu01PU16eqD7eyfBeuhtJS6iXq3l1pvD8wDhqw3PCY3W+pSWpMTE7lcmlDIwc/YkVQcmUwaG0xERFRKTErLWH5LaVoFdt/N1epw/FoSAKBjncf8d5uIKgczO6B+L2l7WNRRwLvtg+eO/tKYwALn2wJtRhd/H1Mz6diHEyRTtbRZuUitnK3flsoz795PUk9JiWr0aSl5dWkCtH5Lmjjp4a6iskIST1N18TERERERPYJJaRnTjymtwImOzt5KRlpOHuzMTdHI3abC7ktE1Yi5PVDnOWkDpG6oWfekcq7fSkREROWISWkZ048prcCW0vzxpO39HaGQV48Pjy7WbHEhMiq5vPAJgYiIiIjKWA0e+FM+rO4vCZOp0SJXq6uQe+avT9qpTvUZT+rGpJSIiIiIqEZgUlrG8pNSAEgrZLKjXw9fx7/nY8vsfrEpWQi9lQwA6FiX40mJiIiIiKhqYffdMmaikMNCqUCGRovUrFzYWyj1+6LuZGD2jkuwUCrwQmNXyMpgnNa20BgIAQT62MPNxuypr0dERERERFSR2FJaDvSTHT0yrvT2vSwAQIZGi4S0nALnlcbmkGgAQL8WHmVyPSIiIiIioorEpLQc6Cc7emQG3rjUbP3jqDsZT32fS7GpuByXBqVCjt5N3J76ekRERERERBWNSWk5sDaTekU/2lIa/1BSeuNu5lPfZ0uo1Eratb4TbMxNn/p6REREREREFY1JaTl40FJqmJTGpmTpH99IerqWUq1OYGtIDADgZXbdJSIiIiKiKopJaTkoakxpXMqDcaQ3kp6upfTE9STEpWbDWm2CrvWdn+paRERERERExsKktBxY318W5tExpQ933735lN138yc46t3UHSoTxVNdi4iIiIiIyFiYlJaDolpKY1PKZqKj+NRs7Li/1im77hIRUaGa9Dd2BERERCXCpLQcFDamNFerQ1LGg+67qdl5SM7UlOr6s/6+iEyNFs28bBHgbfd0wRIRUfVUXkkpk10iIipjlSIpXbx4MXx8fKBWq9GmTRucPHmyyGP/+usvBAQEwNbWFhYWFmjevDlWrVpVgdEW78Hsuw+67yak5UAIwFQhg5OVCkDpxpXuv5yAf87HQSGX4auXG0Mul5VN0ERExsZkp2rg94mIiMqY0ZPSdevWYeLEiZgxYwaCg4PRrFkz9OjRAwkJCYUeb29vj08//RTHjx/HuXPnMGLECIwYMQK7du2q4MiLVlhLadz9mXddrNXwdbAAAEQ94Qy8WRotPt96AQDwVnsfNHK3KYtwn4qLtdrYIRBRdVEeyU5NviYREVEVYfSkdOHChRg1ahRGjBiBhg0bYunSpTA3N8fy5csLPb5Lly54+eWX0aBBA/j5+WH8+PFo2rQpjhw5UsGRF81KXXBMaf7Mu67WatRyMAcA3HzCltLvgyJw+14W3G3UmNC9bhlF+3TcmJQSUWVWVRJIJqVERFSDGTUp1Wg0OHPmDLp3764vk8vl6N69O44fP17s+UIIBAUFITw8HJ06dSr0mJycHKSmphps5c3WXEpK72Y8GDMad3/mXRcbNXzuJ6VRT5CU3r6Xif87ch0AMOulxrBQmZRVuEREREREREZj1KT0zp070Gq1cHFxMSh3cXFBXFxckeelpKTA0tISSqUSvXv3xg8//IDnnnuu0GPnzp0LGxsb/ebl5VWmdSiMj6MFZDLgTroGd9KlFtL87rtu1mrUut999+bdknff/enANeRqBdr5OeC5hi7Fn0BEVJ7YskdERERlxOjdd0vDysoKoaGhOHXqFObMmYOJEyfiwIEDhR47bdo0pKSk6Ldbt26Ve3yWKhN420utoZdipZbZuNT73Xdt1Pp9JZ3oKDo5CxtOS3FXlm67RFTDMSklIiKiMmLUPqCOjo5QKBSIj483KI+Pj4erq2uR58nlcvj7+wMAmjdvjkuXLmHu3Lno0qVLgWNVKhVUKlWZxl0SDd2tEZWUibCYVHSs44T4+2uUulir4XO/pTQhLQeZmjyYKx//bfhp/1V9K2mgr325x05E1QiTRyIiIqrkjNpSqlQq0apVKwQFBenLdDodgoKC0LZt2xJfR6fTIScnp/gDK1BDN2sAD7eUSkmpm40aNuamsDGTxp3evPv41tLo5Cysv99KOr5bnfIKl4gqA06gQ0RERDWQ0WfLmThxIoYNG4aAgAAEBgZi0aJFyMjIwIgRIwAAQ4cOhYeHB+bOnQtAGiMaEBAAPz8/5OTk4J9//sGqVauwZMkSY1ajgIbuUlIaFpsKIcSDiY7uz1br7WCOc7dTcCMpE/VdrYu8zpIDUitp29oOaFPbofwDf1L8wEs1FRNIIiIiojJh9KR04MCBSExMxPTp0xEXF4fmzZtj586d+smPbt68Cbn8QYNuRkYG3n//fdy+fRtmZmaoX78+Vq9ejYEDBxqrCoVq6CatIXotMQNxqdnQ5OkAPJyUWtxPSoue7CgpPQfrT90GAIzvXklbSfkhmqoCJpBERERElZbRk1IAGDt2LMaOHVvovkcnMJo9ezZmz55dAVE9HRdrFezMTXEvMxeHr9wBADhaKqE0kRLsRyc7On87BVZqE/g4WuivsTkkGhqtDk08bPBMZWwlJaoqmEASERERVVpVcvbdqkAmk+m78AZdliZyym8lBaTuuwBw5sY9vPl/J/Dij0fw4g9H9EvICAH9WNKBrct/GRuiSoMJJBEREVGNwqS0HOVPdnQkQmopdTVISqUW0ctxaTh8f39aTh5+2n8NABChdcGV+HSoTeXo29y9IsMmMi4mpUREREQ1CpPScpTfUpqh0QIAXGweJKV1nC2hVMghkwH9mrtj3itNAACr/7uB6OQs7MlpCADo1dgN1mrTMonn4ZZaIiIiIiKiyqBSjCmtrvInO8rn9lBSaGehxLYP2sNUIYefkyWEENgcEo0TkXfx9b+XcTinLgDgtTLsuuvGpLTmYusjEREREVVSbCktR7WdLKBUPHiJH24pBYD6rtbwc7IEII1BndyjHgBg29kYZEMJHwdztPG1r7iAqfri7LNEREREVEkxKS1Hpgo56rpa6p+7FtNSGeBjj2frO+ufDwjwgkwmK7f4iJ4Kk1IiIiIiKgNMSstZ/mRHAOBmU3z32Y+el7rtKqBF/1ae5RYXlREmZkRERERET4VJaTl7OCl9tPtuYRq522DliNaYbrWNExNVBewWS0RERET0VJiUlrOG7tJkRxZKBaxUJZtXqks9ZzQzvV2eYVFlxqSUiIiIiGoQzr5bzlrWskWfpm5o6G7N8aFERERERESPYFJazkwUcvz4ektjhyGp6S1wNb3+RERERESVELvv1iQ1PSmr6fUnIiIiIqqEmJRS5cQEkoiIiIioRmBSSpUTk1IiIiIiohqBSSkREREREREZDZNSIiIiIiIiMhompURERERERGQ0TEqJiIiIiIjIaJiUEhERERERkdEwKa2kTlp0NXYIRERERERE5Y5JaSV10vJZY4dARERERERU7piUEhERERERkdEwKSUiIiIiIiKjYVJKRERERERERsOklIiIiIiIiIyGSSkREREREREZDZNSIiIiIiIiMhompURERERERGQ0TEqJiIiIiIjIaJiUEhERERERkdEwKSUiIiIiIiKjYVJKRERERERERsOklIiIiIiIiIyGSSkREREREREZDZNSIiIiIiIiMhompURERERERGQ0TEqJiIiIiIjIaCpFUrp48WL4+PhArVajTZs2OHnyZJHH/vLLL+jYsSPs7OxgZ2eH7t27P/Z4IiIiIiIiqryMnpSuW7cOEydOxIwZMxAcHIxmzZqhR48eSEhIKPT4AwcOYPDgwdi/fz+OHz8OLy8vPP/884iOjq7gyImIiIiIiOhpyYQQwpgBtGnTBq1bt8aPP/4IANDpdPDy8sIHH3yAqVOnFnu+VquFnZ0dfvzxRwwdOrTY41NTU2FjY4OUlBRYW1s/dfzl5e3fTuHXYa2NHQYREVGlUFX+fhMR0ZMzakupRqPBmTNn0L17d32ZXC5H9+7dcfz48RJdIzMzE7m5ubC3ty90f05ODlJTUw02IiIiIiIiqhyMmpTeuXMHWq0WLi4uBuUuLi6Ii4sr0TWmTJkCd3d3g8T2YXPnzoWNjY1+8/Lyeuq4iYiIiIiIqGwYfUzp05g3bx7Wrl2LzZs3Q61WF3rMtGnTkJKSot9u3bpVwVESERERERFRUUyMeXNHR0coFArEx8cblMfHx8PV1fWx53777beYN28e9u7di6ZNmxZ5nEqlgkqlKpN4iYiIiIiIqGwZtaVUqVSiVatWCAoK0pfpdDoEBQWhbdu2RZ73zTff4Msvv8TOnTsREBBQEaESERERERFROTBqSykATJw4EcOGDUNAQAACAwOxaNEiZGRkYMSIEQCAoUOHwsPDA3PnzgUAfP3115g+fTr++OMP+Pj46MeeWlpawtLS0mj1ICIiIiIioidn9KR04MCBSExMxPTp0xEXF4fmzZtj586d+smPbt68Cbn8QYPukiVLoNFo0L9/f4PrzJgxAzNnzqzI0ImIiIiIiOgpGX2d0opWVdY54zqlRERED1SVv99ERPTkqvTsu0RERERERFS1MSklIiIiIiIio2FSSkREREREREbDpJSIiIiIiIiMhkkpERERERERGQ2TUiIiIiIiIjIaJqWV1IvN3I0dAhERERERUbljUlpJvdTcw9ghEBERERERlTsmpURERERERGQ0TEqJiIiIiIjIaJiUEhERERERkdEwKSUiIiIiIiKjYVJKRERERERERsOklIiIiIiIiIyGSSkREREREREZDZNSIiIiIiIiMhoTYwdQ0YQQAIDU1FQjR0JEREQllf93O//vOBERVR81LilNS0sDAHh5eRk5EiIiInpSaWlpsLGxMXYYRERUhmSihv3LUafTISYmBlZWVpDJZE99vdTUVHh5eeHWrVuwtrYugwgrt5pWX6Dm1bmm1ReoeXWuafUFal6dq2N9hRBIS0uDu7s75HKOPiIiqk5qXEupXC6Hp6dnmV/X2tq62vzhL4maVl+g5tW5ptUXqHl1rmn1BWpenatbfdlCSkRUPfFfjURERERERGQ0TEqJiIiIiIjIaJiUPiWVSoUZM2ZApVIZO5QKUdPqC9S8Ote0+gI1r841rb5AzatzTasvERFVbTVuoiMiIiIiIiKqPNhSSkREREREREbDpJSIiIiIiIiMhkkpERERERERGQ2TUiIiIiIiIjIaJqVPYfHixfDx8YFarUabNm1w8uRJY4dUZubOnYvWrVvDysoKzs7O6NevH8LDww2Oyc7OxpgxY+Dg4ABLS0u8+uqriI+PN1LEZWvevHmQyWSYMGGCvqw61jc6OhpvvPEGHBwcYGZmhiZNmuD06dP6/UIITJ8+HW5ubjAzM0P37t0RERFhxIhLT6vV4vPPP4evry/MzMzg5+eHL7/8Eg/P9VbV63vo0CG8+OKLcHd3h0wmw5YtWwz2l6R+d+/exZAhQ2BtbQ1bW1uMHDkS6enpFViLkntcfXNzczFlyhQ0adIEFhYWcHd3x9ChQxETE2NwjapUX6D47/HD3n33XchkMixatMigvKrVmYiIqj8mpaW0bt06TJw4ETNmzEBwcDCaNWuGHj16ICEhwdihlYmDBw9izJgx+O+//7Bnzx7k5ubi+eefR0ZGhv6YDz/8EH///Tc2bNiAgwcPIiYmBq+88ooRoy4bp06dws8//4ymTZsalFe3+t67dw/t27eHqakp/v33X4SFhWHBggWws7PTH/PNN9/gf//7H5YuXYoTJ07AwsICPXr0QHZ2thEjL52vv/4aS5YswY8//ohLly7h66+/xjfffIMffvhBf0xVr29GRgaaNWuGxYsXF7q/JPUbMmQILl68iD179mD79u04dOgQRo8eXVFVeCKPq29mZiaCg4Px+eefIzg4GH/99RfCw8PRt29fg+OqUn2B4r/H+TZv3oz//vsP7u7uBfZVtToTEVENIKhUAgMDxZgxY/TPtVqtcHd3F3PnzjViVOUnISFBABAHDx4UQgiRnJwsTE1NxYYNG/THXLp0SQAQx48fN1aYTy0tLU3UqVNH7NmzR3Tu3FmMHz9eCFE96ztlyhTRoUOHIvfrdDrh6uoq5s+fry9LTk4WKpVK/PnnnxURYpnq3bu3eOuttwzKXnnlFTFkyBAhRPWrLwCxefNm/fOS1C8sLEwAEKdOndIf8++//wqZTCaio6MrLPbSeLS+hTl58qQAIG7cuCGEqNr1FaLoOt++fVt4eHiICxcuCG9vb/Hdd9/p91X1OhMRUfXEltJS0Gg0OHPmDLp3764vk8vl6N69O44fP27EyMpPSkoKAMDe3h4AcObMGeTm5hq8BvXr10etWrWq9GswZswY9O7d26BeQPWs77Zt2xAQEIABAwbA2dkZLVq0wC+//KLfHxkZibi4OIM629jYoE2bNlWyzu3atUNQUBCuXLkCADh79iyOHDmCnj17Aqh+9X1USep3/Phx2NraIiAgQH9M9+7dIZfLceLEiQqPuaylpKRAJpPB1tYWQPWsr06nw5tvvonJkyejUaNGBfZXxzoTEVHVZ2LsAKqiO3fuQKvVwsXFxaDcxcUFly9fNlJU5Uen02HChAlo3749GjduDACIi4uDUqnUf7jL5+Ligri4OCNE+fTWrl2L4OBgnDp1qsC+6ljf69evY8mSJZg4cSI++eQTnDp1CuPGjYNSqcSwYcP09SrsfV4V6zx16lSkpqaifv36UCgU0Gq1mDNnDoYMGQIA1a6+jypJ/eLi4uDs7Gyw38TEBPb29lX+NcjOzsaUKVMwePBgWFtbA6ie9f36669hYmKCcePGFbq/OtaZiIiqPialVKwxY8bgwoULOHLkiLFDKTe3bt3C+PHjsWfPHqjVamOHUyF0Oh0CAgLw1VdfAQBatGiBCxcuYOnSpRg2bJiRoyt769evx5o1a/DHH3+gUaNGCA0NxYQJE+Du7l4t60sP5Obm4rXXXoMQAkuWLDF2OOXmzJkz+P777xEcHAyZTGbscIiIiEqM3XdLwdHREQqFosDMq/Hx8XB1dTVSVOVj7Nix2L59O/bv3w9PT099uaurKzQaDZKTkw2Or6qvwZkzZ5CQkICWLVvCxMQEJiYmOHjwIP73v//BxMQELi4u1aq+AODm5oaGDRsalDVo0AA3b94EAH29qsv7fPLkyZg6dSoGDRqEJk2a4M0338SHH36IuXPnAqh+9X1USern6upaYLK2vLw83L17t8q+BvkJ6Y0bN7Bnzx59KylQ/ep7+PBhJCQkoFatWvrfYzdu3MBHH30EHx8fANWvzkREVD0wKS0FpVKJVq1aISgoSF+m0+kQFBSEtm3bGjGysiOEwNixY7F582bs27cPvr6+BvtbtWoFU1NTg9cgPDwcN2/erJKvQbdu3XD+/HmEhobqt4CAAAwZMkT/uDrVFwDat29fYJmfK1euwNvbGwDg6+sLV1dXgzqnpqbixIkTVbLOmZmZkMsNf+UpFArodDoA1a++jypJ/dq2bYvk5GScOXNGf8y+ffug0+nQpk2bCo/5aeUnpBEREdi7dy8cHBwM9le3+r755ps4d+6cwe8xd3d3TJ48Gbt27QJQ/epMRETVhLFnWqqq1q5dK1QqlVi5cqUICwsTo0ePFra2tiIuLs7YoZWJ9957T9jY2IgDBw6I2NhY/ZaZmak/5t133xW1atUS+/btE6dPnxZt27YVbdu2NWLUZevh2XeFqH71PXnypDAxMRFz5swRERERYs2aNcLc3FysXr1af8y8efOEra2t2Lp1qzh37px46aWXhK+vr8jKyjJi5KUzbNgw4eHhIbZv3y4iIyPFX3/9JRwdHcXHH3+sP6aq1zctLU2EhISIkJAQAUAsXLhQhISE6GebLUn9XnjhBdGiRQtx4sQJceTIEVGnTh0xePBgY1XpsR5XX41GI/r27Ss8PT1FaGiowe+xnJwc/TWqUn2FKP57/KhHZ98VourVmYiIqj8mpU/hhx9+ELVq1RJKpVIEBgaK//77z9ghlRkAhW4rVqzQH5OVlSXef/99YWdnJ8zNzcXLL78sYmNjjRd0GXs0Ka2O9f37779F48aNhUqlEvXr1xfLli0z2K/T6cTnn38uXFxchEqlEt26dRPh4eFGivbppKamivHjx4tatWoJtVotateuLT799FODBKWq13f//v2F/twOGzZMCFGy+iUlJYnBgwcLS0tLYW1tLUaMGCHS0tKMUJviPa6+kZGRRf4e279/v/4aVam+QhT/PX5UYUlpVaszERFVfzIhhKiIFlkiIiIiIiKiR3FMKRERERERERkNk1IiIiIiIiIyGialREREREREZDRMSomIiIiIiMhomJQSERERERGR0TApJSIiIiIiIqNhUkpERERERERGw6SUiIiIiIiIjIZJKRHRI2bOnInmzZsbOwwiIiKiGoFJKRE9leHDh6Nfv34lPl4mk2HLli3lFs+TKiyeSZMmISgoyDgBEREREdUwJsYOgIioNHJzc2Fqalou17a0tISlpWW5XJuIiIiIDLGllIjKTJcuXTBu3Dh8/PHHsLe3h6urK2bOnKnf7+PjAwB4+eWXIZPJ9M8BYOvWrWjZsiXUajVq166NWbNmIS8vT79fJpNhyZIl6Nu3LywsLDBnzhxotVqMHDkSvr6+MDMzQ7169fD9998XiGv58uVo1KgRVCoV3NzcMHbs2MfG82j3XZ1Ohy+++AKenp5QqVRo3rw5du7cqd8fFRUFmUyGv/76C127doW5uTmaNWuG48ePP90LSkRERFQDMCklojL122+/wcLCAidOnMA333yDL774Anv27AEAnDp1CgCwYsUKxMbG6p8fPnwYQ4cOxfjx4xEWFoaff/4ZK1euxJw5cwyuPXPmTLz88ss4f/483nrrLeh0Onh6emLDhg0ICwvD9OnT8cknn2D9+vX6c5YsWYIxY8Zg9OjROH/+PLZt2wZ/f//HxvOo77//HgsWLMC3336Lc+fOoUePHujbty8iIiIMjvv0008xadIkhIaGom7duhg8eLBBYk1EREREBcmEEMLYQRBR1TV8+HAkJydjy5Yt6NKlC7RaLQ4fPqzfHxgYiGeffRbz5s0DILV4bt682WAcavfu3dGtWzdMmzZNX7Z69Wp8/PHHiImJ0Z83YcIEfPfdd4+NZ+zYsYiLi8PGjRsBAB4eHhgxYgRmz55d6PGFxTNz5kxs2bIFoaGh+muMGTMGn3zyiUG9WrdujcWLFyMqKgq+vr749ddfMXLkSABAWFgYGjVqhEuXLqF+/frFvIpERERENRfHlBJRmWratKnBczc3NyQkJDz2nLNnz+Lo0aMGLaNarRbZ2dnIzMyEubk5ACAgIKDAuYsXL8by5ctx8+ZNZGVlQaPR6LveJiQkICYmBt26dSt1fVJTUxETE4P27dsblLdv3x5nz541KHu47m5ubvoYmJQSERERFY1JKRGVqUcnH5LJZNDpdI89Jz09HbNmzcIrr7xSYJ9ardY/trCwMNi3du1aTJo0CQsWLEDbtm1hZWWF+fPn48SJEwAAMzOz0lajVB6uu0wmA4Bi605ERERU0zEpJaIKZWpqCq1Wa1DWsmVLhIeH68d6ltTRo0fRrl07vP/++/qya9eu6R9bWVnBx8cHQUFB6Nq1a4njeZi1tTXc3d1x9OhRdO7c2eDegYGBTxQvERERERXEpJSIKlR+kti+fXuoVCrY2dlh+vTp6NOnD2rVqoX+/ftDLpfj7NmzuHDhQpFjQQGgTp06+P3337Fr1y74+vpi1apVOHXqFHx9ffXHzJw5E++++y6cnZ3Rs2dPpKWl4ejRo/jggw+KjOdRkydPxowZM+Dn54fmzZtjxYoVCA0NxZo1a8r+BSIiIiKqYTj7LhFVqAULFmDPnj3w8vJCixYtAAA9evTA9u3bsXv3brRu3RrPPPMMvvvuO3h7ez/2Wu+88w5eeeUVDBw4EG3atEFSUpJBqykADBs2DIsWLcJPP/2ERo0aoU+fPgaz5hYWz6PGjRuHiRMn4qOPPkKTJk2wc+dObNu2DXXq1HnKV4OIiIiIOPsuERERERERGQ1bSomIiIiIiMhomJQSERERERGR0TApJSIiIiIiIqNhUkpERERERERGw6SUiIiIiIiIjIZJKRERERERERkNk1IiIiIiIiIyGialREREREREZDRMSomIiIiIiMhomJQSERERERGR0TApJSIiIiIiIqNhUkpERERERERGw6SUiIiIiIiIjIZJKRERERERERkNk1IiIiIiIiIyGialREREREREZDRMSomIiIiIiMhomJQSERERERGR0TApJSIiIiIiIqNhUkpERERERERGw6SUiIiIiIiIjIZJKRERERERERkNk1IiIiIiIiIyGialREREREREZDQmxg6gMtBqtcjNzTV2GERERERERFWeqakpFApFiY+v0UmpEAJxcXFITk42dihERERERETVhq2tLVxdXSGTyYo9tkYnpfkJqbOzM8zNzUv0ghEREREREVHhhBDIzMxEQkICAMDNza3Yc2psUqrVavUJqYODg7HDISIiIiIiqhbMzMwAAAkJCXB2di62K2+Nnegofwypubm5kSMhIiIiIiKqXvLzrJLM3VNjk9J87LJLRERERERUtp4kz6rxSWlZ2hoabewQiIiIiIiIqhQmpWXo77Mxxg7BqDQaDfz9/XHs2LEyvW6XLl0wYcKEMr1mWZs5cyaaN29u7DBKpbDYZ86cCRcXF8hkMmzZssUocZXUwzFGRUVBJpMhNDTUqDFR1fi5LQ+Vqd7V+eehKvxuKi8rV66Era2tscMocwcOHIBMJuOKCEWoTt/3R+tSlT9DVWbl/breuXMHzs7OuH37dplcj0lpFbV48WL4+PhArVajTZs2OHnypLFDwtKlS+Hr64t27doZOxR6CpcuXcKsWbPw888/IzY2Fj179jR2SI9lrBg3bNiA+vXrQ61Wo0mTJvjnn3+KPefAgQNo2bIlVCoV/P39sXLlSoP9M2fOhEwmM9jq169fTjUgY4iNjcXrr7+OunXrQi6Xl2sC6+XlhdjYWDRu3LjE51S2D4dFxVMVfjeVl4EDB+LKlStPdE5l+mcJUHg87dq1Q2xsLGxsbIwTVCVXmu97VTFp0iQEBQUZOwx6xLJly9ClSxdYW1sX+g8jR0dHDB06FDNmzCiT+zEprYLWrVuHiRMnYsaMGQgODkazZs3Qo0cP/bTLxiCEwI8//oiRI0caLYaqriSDwCvCtWvXAAAvvfQSXF1doVKpjBzR4xkjxmPHjmHw4MEYOXIkQkJC0K9fP/Tr1w8XLlwo8pzIyEj07t0bXbt2RWhoKCZMmIC3334bu3btMjiuUaNGiI2N1W9HjhwplzpoNJpyuS49Xk5ODpycnPDZZ5+hWbNm5XovhUIBV1dXmJhU/ET75f3+qgq/m8qLmZkZnJ2djXLv8vy+KpXKEq9nWBMZ8/v+MK1WC51OV6bXtLS0rBQrYfDvoqHMzEy88MIL+OSTT4o8ZsSIEVizZg3u3r371PdjUvoQIQQyNXml3rS60p8vhChxnAsXLsSoUaMwYsQINGzYEEuXLoW5uTmWL19eovN1Oh08PT2xZMkSg/KQkBDI5XLcuHEDkyZNQp8+ffT7Fi1aBJlMhp07d+rL/P398euvvwIAzpw5g2vXrqF3794lrsfDjh49ii5dusDc3Bx2dnbo0aMH7t27p9+fl5eHsWPHwsbGBo6Ojvj8889L/Jrl5ORg0qRJ8PDwgIWFBdq0aYMDBw4AALKzs9GoUSOMHj1af/y1a9dgZWWlfz3zu5ls2bIFderUgVqtRo8ePXDr1q0i76nT6fDFF1/A09MTKpUKzZs3N3jt8rvVrVu3Dp07d4ZarcaaNWsAAL/++isaNGgAtVqN+vXr46effirx6zhlyhTUrVsX5ubmqF27Nj7//PMCye68efPg4uICKysrjBw5EtnZ2fp9M2fOxIsvvggAkMvlZfLhYOvWrWjZsiXUajVq166NWbNmIS8vT79fJpNhyZIl6NmzJ8zMzFC7dm1s3LhRv1+j0WDs2LFwc3ODWq2Gt7c35s6da3D+47rxHTx4EIGBgVCpVHBzc8PUqVMN7t+lSxeMGzcOH3/8Mezt7eHq6oqZM2c+tk7ff/89XnjhBUyePBkNGjTAl19+iZYtW+LHH38s8pz8ngQLFixAgwYNMHbsWPTv3x/fffedwXEmJiZwdXXVb46Ojo+NpaR8fHzw5ZdfYujQobC2tta/54t7z+S3VK1atQo+Pj6wsbHBoEGDkJaWpj8mIyMDQ4cOhaWlJdzc3LBgwYIC97937x6GDh0KOzs7mJubo2fPnoiIiNDvz/852759O+rVqwdzc3P0798fmZmZ+O233+Dj4wM7OzuMGzcOWq22RHX+6aef9D+zLi4u6N+/v36fTqfD3Llz4evrCzMzMzRr1szgfQcAFy5cQM+ePWFpaQkXFxe8+eabuHPnzhPV+1E+Pj74/vvvMXTo0HJvEXq0+25+98igoCAEBATA3Nwc7dq1Q3h4OADpezBr1iycPXtW31Kf35qfnJyMt99+G05OTrC2tsazzz6Ls2fP6u+V/z759ddf4evrC7VaDQDYuXMnOnToAFtbWzg4OKBPnz76f3zlu337NgYPHgx7e3tYWFggICAAJ06ceGw8j/7cnz9/Hs8++yzMzMzg4OCA0aNHIz09Xb9/+PDh6NevH7799lu4ubnBwcEBY8aMMXivP+798qikpCQMHjwYHh4eMDc3R5MmTfDnn3/q9ycmJsLV1RVfffWVvuzYsWNQKpVP3SJUVNfHon5Ghw8fjoMHD+L777/Xv45RUVEAin+Pd+nSBWPHjsWECRPg6OiIHj16AJA+hzRp0gQWFhbw8vLC+++/b/B6A0X/XS8qnsK6727atAmNGjWCSqWCj49PgZ8xHx8ffPXVV3jrrbdgZWWFWrVqYdmyZfr9xf39eNSpU6fw3HPPwdHRETY2NujcuTOCg4P1+w8cOAClUonDhw/ry7755hs4OzsjPj6+Qr/vADB79mw4OzvDysoKb7/9NqZOnWrQs6Ak7/uS/m7etm0bGjZsCJVKhZs3bz72s9WTerRHREniLu7+xf2MAkW/vx9Wks+JJXHgwAEEBgbCwsICtra2aN++PW7cuKHfX9xnpeJ+BwOP/3xXGhMmTMDUqVPxzDPPFHlMo0aN4O7ujs2bNz/VvQAAoobKysoSYWFhIisrS1+WkZMrvKdsN8qWkZNborhzcnKEQqEQmzdvNigfOnSo6Nu3b4nrP2nSJNGhQweDso8++khftm3bNmFjYyPy8vKEEEL069dPODo6iilTpgghhLh9+7YAICIiIoQQQixcuFDUr1+/xPd/WEhIiFCpVOK9994ToaGh4sKFC+KHH34QiYmJQgghOnfuLCwtLcX48ePF5cuXxerVq4W5ublYtmxZia7/9ttvi3bt2olDhw6Jq1evivnz5wuVSiWuXLmiv79SqRRbtmwReXl54plnnhEvv/yy/vwVK1YIU1NTERAQII4dOyZOnz4tAgMDRbt27fTHzJgxQzRr1kz/fOHChcLa2lr8+eef4vLly+Ljjz8Wpqam+ntGRkYKAMLHx0ds2rRJXL9+XcTExIjVq1cLNzc3fdmmTZuEvb29WLlyZYnq+uWXX4qjR4+KyMhIsW3bNuHi4iK+/vpr/f5169YJlUolfv31V3H58mXx6aefCisrK33saWlpYsWKFQKAiI2NFbGxsSW6b1EOHTokrK2txcqVK8W1a9fE7t27hY+Pj5g5c6b+GADCwcFB/PLLLyI8PFx89tlnQqFQiLCwMCGEEPPnzxdeXl7i0KFDIioqShw+fFj88ccfBufn/zzkv64hISFCCOl9am5uLt5//31x6dIlsXnzZuHo6ChmzJihP79z587C2tpazJw5U1y5ckX89ttvQiaTid27dxdZLy8vL/Hdd98ZlE2fPl00bdq0yHM6duwoxo8fb1C2fPlyYW1trX8+Y8YMYW5uLtzc3ISvr694/fXXxY0bN4q85pPw9vYW1tbW4ttvvxVXr14VV69eFUIU/56ZMWOGsLS0FK+88oo4f/68OHTokHB1dRWffPKJ/pj33ntP1KpVS+zdu1ecO3dO9OnTR1hZWRnUt2/fvqJBgwbi0KFDIjQ0VPTo0UP4+/sLjUYjhHjwc/bcc8+J4OBgcfDgQeHg4CCef/558dprr4mLFy+Kv//+WyiVSrF27dpi63vq1CmhUCjEH3/8IaKiokRwcLD4/vvv9ftnz54t6tevL3bu3CmuXbsmVqxYIVQqlThw4IAQQoh79+4JJycnMW3aNHHp0iURHBwsnnvuOdG1a9cnqvfjdO7cucTHlsajPw/79+8XAESbNm3EgQMHxMWLF0XHjh31v8syMzPFRx99JBo1aqT/+c/MzBRCCNG9e3fx4osvilOnTokrV66Ijz76SDg4OIikpCQhhPQ+sbCwEC+88IIIDg4WZ8+eFUIIsXHjRrFp0yYREREhQkJCxIsvviiaNGkitFqtEEL6nVO7dm3RsWNHcfjwYRERESHWrVsnjh079th4Hv65T09PF25ubvr3aFBQkPD19RXDhg3TvxbDhg0T1tbW4t133xWXLl0Sf//9t8HfkeLeL4+6ffu2mD9/vggJCRHXrl0T//vf/4RCoRAnTpzQH7Njxw5hamoqTp06JVJTU0Xt2rXFhx9++JTfVelnxcbGRv+8uJ/R5ORk0bZtWzFq1Cj965iXl1ei93j+39/JkyeLy5cvi8uXLwshhPjuu+/Evn37RGRkpAgKChL16tUT7733nv68x/1dLyqe/PfnvXv3hBBCnD59WsjlcvHFF1+I8PBwsWLFCmFmZiZWrFihv4+3t7ewt7cXixcvFhEREWLu3LlCLpfr4yzu78ejgoKCxKpVq8SlS5dEWFiYGDlypHBxcRGpqan6YyZPniy8vb1FcnKyCA4OFkqlUmzdulW/v6K+76tXrxZqtVosX75chIeHi1mzZglra2uDzyLFve+FKPnv5nbt2omjR4+Ky5cvi4yMjGI/Wz1JXR79DFWSuIu7f0l+Rot6fz+quM+JxcnNzRU2NjZi0qRJ4urVqyIsLEysXLlS//e9JJ+VivsdXNznOyGk94yFhcVjt0OHDhWI/9GfzUcNHDjQ4PftwwrLt4rCpLSKJaXR0dECgDh27JhB+eTJk0VgYGCJ6x8SEiJkMpn+B0Kr1QoPDw+xZMkSIYT0gUwul4tTp04JnU4n7O3txdy5c0WbNm2EENIb28PDQ3+98ePHi2effbbE93/Y4MGDRfv27Yvc37lzZ9GgQQOh0+n0ZVOmTBENGjQo9to3btwQCoVCREdHG5R369ZNTPv/9u49Loqq/wP4Z7msLMLKRYUFZUkFhARcBGQlgRQCHy+gqaQooHjLe5qkaaKVVJpFJj3eerQMFdTHehLwyRuKq5KXQDQCJbwkISreVkAEzu8PfszDsAu7iyiZ3/frxUtn5szMmZkzM+e7c+bMokXc8MqVK1nHjh3ZzJkzmUQiYbdu3eKm1QdpJ0+e5Mbl5eUxANzFrfEF1cbGhq1YsYK3Ti8vLzZ9+nTG2P8qiwkJCbw03bt3V7lhfvDBB0wul2vcVnVWrVrF+vTpww3L5XIuD/X69u3Ly/uePXtYa/1eNXDgQBYfH88bt3XrViaRSLhhAGzatGkqeaqv4MyaNYsNGDCAd/wbai4offfdd5mTkxNv3sTERGZiYsJViv39/VV+oPHy8uJ+gFHH0NBQ5TglJiayzp07NzmPg4ODyr5ITU1lALiKdlpaGktJSWE5OTls3759TC6XMzs7O16FqKWkUikLCwvTmK5xmakPlBtXyuqvBQ8ePGBCoZClpKRw02/fvs1EIhEXcBUUFDAATKFQcGlu3brFRCIRN1/9eVYfLDPG2NSpU5mxsTF78OABNy44OJhNnTpV43bs3r2bicVitfuusrKSGRsbq1xHY2Ji2JgxYxhjdefda6+9xpt+7do1BoDl5+drtd2atFVQeuDAAS5NfRmsvxc2vpYxxlhmZiYTi8WssrKSN7579+5s/fr13HyGhoastLS02TzdvHmTAWC5ubmMMcbWr1/PTE1NuYpVY+rywxj/vN+wYQMzNzdnSqWSt116enqspKSEMVZXyZVKpdwPrYwxNmrUKBYeHs4Ya768aGvw4MFs/vz5vHHTp09njo6ObOzYsczV1VVlH7aEugp9c+coY+rLmqYyXj+fTCbTmKedO3cyS0tLblib+3rj/DSu+I4dO5YFBQXx0ixYsIC5uLhww1KplI0bN44brq2tZZ07d+bqMpruH5rU1NQwU1NT9uOPP3LjHj16xHr37s1Gjx7NXFxc2OTJk1XmexbHvW/fvmzGjBm8NL6+virBXXPlXpdrc3Z2NpdG27qVttuiLihtLt8tXX/jc1Tb8s1Y8/VETW7fvs0AcD96NqaprqTNNVib+t39+/fZxYsXm/2rr480pCkofeutt1hAQIDaaboEpc/+RZO/MJGhPn59X/XRvbZmJJ1FYoRHi9f9LPXu3RvOzs7Ytm0bFi5ciCNHjqC0tBSjRo0CAJiZmcHd3Z1rqiIUCjFlyhTExcVBqVTiyJEj8Pf355ZXUVHBNdeqN2jQIK6Ji1QqxYULF/Dyyy9zzRX69++P9PR0ZGdnc+ttio+PD68pqVwux+rVq1FTUwN9/ab3XW5uLmpqauDo6Mgb/+jRI977C/Pnz8f333+PtWvXIj09XeXdBgMDA3h5eXHDPXv2hJmZGfLy8uDt7c1Le//+fRQXF8PX15c33tfXV6WphaenJ/f/hw8forCwEDExMZg8eTI3vrq6WutmfsnJyVizZg0KCwuhVCpRXV0NsVjMTc/Ly8O0adN488jlchw+fFir5ddTdxxNTEy46ePGjcO6deuQk5MDhUKBFStWcNNqampQWVmJ8vJy7qPKcrlcJU/1TQ6jo6MRFBQEJycnhISEYMiQIXjttde0ymdeXh7kcjmv7Pj6+kKpVOKPP/6AnZ0dAMDNzY03n0QiaZN3tBt23OLm5oa+fftCKpUiJSVF7fvamZmZvHnWr18PAJg6dSo3Lj09Hf379wfAL2/1NJUZoK6JnKmpKTfccP8UFhaiqqoKffv25aZbWFjAycmJG87Ly4OBgQEvjaWlJZycnJCXl8eNMzY2Rvfu3blhKysr2Nvb88qWlZWVVscmKCgIUqkU3bp1Q0hICEJCQjB8+HAYGxvj0qVLKC8vR1BQEG+eqqoqyGQyAEBOTg4OHz7MW3e9wsJCVFRUaNzupyU+Pp7XPPDXX39FfHw8vvvuO25c46aUDTUs7xKJBABQWlrKnQ+N5eTkQKlUqlwXKyoqeE1xpVIpOnXqxEtz8eJFLF26FFlZWbh16xb3LtrVq1fRq1cvZGdnQyaTwcLCQtNmNykvLw/u7u5o3749N87X1xe1tbXIz8+HlZUVgLrrVsP7hUQiQW5uLoDmy4s6NTU1iI+PR0pKCq5fv46qqio8evRIJf2nn36KXr16YefOnThz5kyz78Fqe89Up7lztCmaynj9fbNPnz4q0w8cOICPPvoIv/32G+7fv4/q6mredV2b+7omeXl5CA0N5Y3z9fVFQkIC797fsDwLBAJYW1tz267r/ePGjRtYsmQJMjIyUFpaipqaGpSXl+Pq1atcGqFQiKSkJLi5uUEqlaq8ggE8m+Oen5+P6dOn88Z5e3vj0KFDvHHNlXttr81CoZC3n7WtWz2J5vKtzfq1PUfVlW91NNUTm2NhYYHo6GgEBwcjKCgIgYGBGD16NHf91VRX0uYarE39ztTUlHedaC0ikQjl5eVPvBwKShsQCAQwFrZ8l+jrPdn82ujYsSP09fVx48YN3vgbN27A2tpap2VFRERwQem2bdsQEhLCK/ABAQHIyMhAu3bt4O/vDwsLCzg7O+PYsWM4cuQI5s+fz8tX/cWi3qZNm1BRUQEAMDQ0BACkpaVx7wSIRCLev0+DUqmEvr4+zpw5oxK8NrwRl5aWoqCgAPr6+rh48SJCQkKeWp4aaliJqq9Ebty4kXeDANBs4F3vxIkTiIiIwPLlyxEcHIwOHTpgx44dWr3npit1x7HhZyfqgxqlUonly5djxIgRKsto/CNGUzw8PFBUVIT09HQcOHAAo0ePRmBgoMr7f0+ivnzWEwgEzXbkYG1trfM52NQ8YrG4yXPAzMwMjo6OuHTpktrpnp6evP1eX/luWH5sbW25/zcsb4D2ZUbX/dNS6tbT0nWbmpri7NmzyMjIwE8//YSlS5di2bJlOHXqFHeupaam8vYPAK7yqFQqMXToUHzyyScqy5ZIJE0ek2dh2rRpGD16NDdsY2OD999/H2+//bZW8zfcp/U/2DS3T5VKJSQSidr3xRq+49a4fAHA0KFDIZVKsXHjRtjY2KC2tha9evXiOhR5mtf/xporS82VF3Wf4Vi1ahW++OILJCQkcO9Wzp07V6WjlMLCQhQXF6O2thaXL1+Gq6trk/nT9p6p67Y1RVMZr9f4uF6+fBlDhgzBm2++iRUrVsDCwgLHjh1DTEwMqqqqYGxs/Jc5rrreP6KionD79m188cUXkEqlaNeuHeRyucpxrf/0XVlZGcrKylT20bM67tpojeu3SCTi/birbd3qSTSXb23Wr+05qu66pc6T1hM3b96M2bNnY9++fUhOTsaSJUuwf/9++Pj4aKwraXsN1iQpKYn3o7U6DX/I1lZZWZnKD5ItQUHpc0YoFKJPnz44ePAgwsLCANRVJg4ePIiZM2fqtKyxY8diyZIlOHPmDHbt2oV169bxpvv7++Nf//oXDAwMuJMvICAA27dvR0FBAQICAri0MpkM//znP8EY4y5cjSt7QN2vgI25ubnh4MGDWL58eZN5zcrK4g2fPHkSDg4OGoM1mUyGmpoalJaWNnuSTZw4Ea6urtxTysDAQDg7O3PTq6urcfr0ae6paH5+Pu7evctLU08sFsPGxgYKhYL3NFmhUKg8VW3IysoKNjY2+P333xEREdHsdqlz/PhxSKVSLF68mBvX8CV6AHB2dkZWVhYiIyO5cSdPntR5XeqOY48ePVTGeXh4ID8/X+20hk6ePKmSp/onVkDdPg0PD0d4eDhGjhyJkJAQlJWVaXy64uzsjN27d/PKpUKhgKmpKbp06dLsvM2Ry+U4ePAg75MG+/fvV3ni23iexp+N0TSPUqlEYWEhxo8fr3a6SCRSu2+1/SVUmzKjSffu3WFoaIisrCzuSdudO3dQUFDAlX9nZ2dUV1cjKyuL+2TU7du3kZ+fDxcXF53WpwsDAwMEBgYiMDAQcXFxMDMzw6FDhxAUFMR11tHwHG3Iw8MDu3fvhr29vdrea7XZ7qfFwsJCpex37ty5VXrmFAqFKh1JeXh4oKSkBAYGBrC3t9d6WfXHeOPGjdz1t3Fv0m5ubti0aVOT57O6/DTm7OyMLVu24OHDh1wFU6FQQE9PT6cn102VF3UVRYVCgdDQUIwbNw5A3X24oKCAV56rqqowbtw4hIeHw8nJCZMmTUJubm6Tx0nbe2ZLNHVcmyvjTTlz5gxqa2uxevVq6OnV9ZeZkpLCS6Ppvq7tcVUoFLxxCoUCjo6OWv1QW0+X+4dCocBXX32Ff/zjHwCAa9eu8Tp+AuoCzrfeegsbN25EcnIyoqKicODAAW5fPKvj7uTkhFOnTvHunadOndI4X0MtvTZrW7d6WrRZvzbnqC401RO1zbdMJsOiRYsgl8uxbds2+Pj4aKwraXMN1qZ+N2zYMJWHHo2pK4+anD9/nhcTtBQFpc+hefPmISoqCp6envD29kZCQgIePnyICRMmcGkiIyNha2vbbC9z9vb26NevH2JiYlBTU4Nhw4bxpvv5+eHBgwfYu3cvPv74YwB1QenIkSMhkUh4zSZeffVVKJVKXLhwQadv4gHAokWL4OrqiunTp2PatGkQCoU4fPgwRo0axfU8evXqVcybNw9Tp07F2bNn8eWXX2r1BNDR0RERERGIjIzE6tWrIZPJcPPmTRw8eBBubm4YPHgwEhMTceLECZw7dw5du3ZFamoqIiIicPLkSQiFQgB1v9jNmjULa9asgYGBAWbOnAkfH58mg8wFCxYgLi4O3bt3R+/evbF582ZkZ2dzPew2Zfny5Zg9ezY6dOiAkJAQPHr0CKdPn8adO3cwb968Zud1cHDA1atXsWPHDnh5eSE1NVWlN7Q5c+YgOjoanp6e8PX1RVJSEi5cuIBu3bpp3JctsXTpUgwZMgR2dnYYOXIk9PT0kJOTg/Pnz+PDDz/k0u3cuROenp545ZVXkJSUhJ9//hlff/01gLpeHiUSCWQyGfT09LBz505YW1tr9evg9OnTkZCQgFmzZmHmzJnIz89HXFwc5s2bx1UgWmLOnDnw9/fH6tWrMXjwYOzYsQOnT5/m9fq4aNEiXL9+Hd9++y2Auqdba9euRWxsLCZOnIhDhw4hJSUFqamp3Dxvv/0292SpuLgYcXFx0NfXx5gxY1qc1+ZoU2Y0MTExQUxMDBYsWABLS0t07twZixcv5u1fBwcHhIaGYvLkyVi/fj1MTU2xcOFC2NraqjTPay179+7F77//Dj8/P5ibmyMtLQ21tbVwcnKCqakp3n77bbz11luora3FK6+8gnv37kGhUEAsFiMqKgozZszAxo0bMWbMGK5n5kuXLmHHjh3YtGmTVtvdlPqn20qlEjdv3kR2djaEQuFTDdC1ZW9vj6KiImRnZ6NLly4wNTVFYGAg5HI5wsLCsHLlSjg6OqK4uBipqakYPny42mbhAGBubg5LS0ts2LABEokEV69excKFC3lpxowZg/j4eISFheGjjz6CRCLBL7/8AhsbG8jlcrX5adwUMiIiAnFxcYiKisKyZctw8+ZNzJo1C+PHj+daD2jSXHlRx8HBAbt27cLx48dhbm6Ozz77DDdu3OAdw8WLF+PevXtYs2YNTExMkJaWhokTJ2Lv3r1a5ak12dvbIysrC5cvX4aJiQksLCw0lvGmAr8ePXrg8ePH+PLLLzF06FAoFAqVH7U13dfV5aex+fPnw8vLCx988AHCw8Nx4sQJrF27Vqce6XW9fzg4OGDr1q3w9PTE/fv3sWDBAt6TypqaGowbNw7BwcGYMGECQkJC4OrqitWrV2PBggUAnt1xnzVrFiZPngxPT0/069cPycnJOHfunE7385Zem7WpWz1N2qxfm3NUW9rUE5tTVFSEDRs2YNiwYbCxsUF+fj4uXrzIBZCa6kraXIO1qd/p2ny3pKQEJSUlXMug3Nxcrpfr+nO2vLwcZ86c4b1S0mIa3zr9m9LlxVttxWz5udWWpcmXX37J7OzsmFAoZN7e3rxOeBire3m7qZ6wGvrqq68YABYZGal2uru7O7O2tuaGb9++zQQCAXvjjTdU0o4ePZotXLhQtw35fxkZGaxfv36sXbt2zMzMjAUHB3MvVPv7+7Pp06ezadOmMbFYzMzNzdm7776rdccFVVVVbOnSpcze3p4ZGhoyiUTChg8fzs6dO8fy8vKYSCTidVpz584d1rVrVxYbG8sY+98L+bt372bdunVj7dq1Y4GBgbxeURu/pF9TU8OWLVvGbG1tmaGhIXN3d2fp6enc9MYdkDSUlJTEevfuzYRCITM3N2d+fn7s3//+t1bbumDBAmZpaclMTExYeHg4+/zzz3mdCTDG2IoVK1jHjh2ZiYkJi4qKYrGxsU+toyPGGNu3bx/r168fE4lETCwWM29vb14PegBYYmIiCwoKYu3atWP29vYsOTmZm75hwwbWu3dv1r59eyYWi9nAgQPZ2bNnefM31dERY3Vly8vLiwmFQmZtbc3eeecd9vjx/zoWU9fhRmhoqMbzJyUlhTk6OjKhUMhefvlllpqaypseFRXF/P39eeMOHz7MHdtu3brxepFkrK4HO4lEwoRCIbO1tWXh4eG8jn+ehFQqVekxmDHNZUZdRzOff/45k0ql3PCDBw/YuHHjmLGxMbOysmIrV65U2a9lZWVs/PjxrEOHDkwkErHg4GBeL42NO75oat1RUVEsNDRU4/ZmZmYyf39/Zm5uzkQiEXNzc+OVq9raWpaQkMCcnJyYoaEh69SpEwsODmZHjhzh0hQUFLDhw4czMzMzJhKJWM+ePdncuXO5a482260OAJW/hvuztTTV0VHDzip++eUXBoAVFRUxxuo6gXr99deZmZkZA8CV0fv377NZs2YxGxsbZmhoyLp27coiIiLY1atXGWNNd0i0f/9+5uzszNq1a8fc3NxYRkYG75xljLHLly+z119/nYnFYmZsbMw8PT25TuSayk/jZZw7d469+uqrzMjIiFlYWLDJkyfzOshSV27mzJnDnaOayktjt2/fZqGhoczExIR17tyZLVmyhEVGRnLrOHz4MDMwMGCZmZm84yEWi9lXX33V5HK1oamTGMZUz9H8/Hzm4+PDRCIR73hrKuNNlefPPvuMSSQS7lz+9ttvVcpWc/d1dflRVz537drFXFxcmKGhIbOzs2OrVq3i5UPddc3d3Z3rYV3T/aOxs2fPMk9PT2ZkZMQcHBzYzp07eetYvny5Sic3u3fvZkKhkGVnZz/T484YY++//z53P584cSKbPXs28/Hx4aZrKveMtezazFjzdStdt0VdR0ea8q1p/ZrOUca062xOm3oiY4x3fWqspKSEhYWFcfd3qVTKli5dynW4yJjmupKmazBjmut3uoqLi1N7v2q4ndu2bWNOTk5NLkOXeEvAmA4fyPwbqaysRFFREe97ak9q0jensCnKS3PCv6lz584hKCgIhYWFrfZOwV/Bli1bMHfuXN6300jrEQgE2LNnD9ccnRBCCCG6CwoKgrW1NbZu3drWWXmhFBUVwdHREb/++iscHBzaOjvPlI+PD2bPno2xY8eqna5LvEXNd1vRUHebts5Cm3Jzc8Mnn3yCoqKiZl/qJ4QQQgghLVdeXo5169YhODgY+vr62L59Ow4cOID9+/e3ddZeOGlpaZgyZcoLF5DeunULI0aMaLVXjFr+UhVREdpb95eD/26io6OfaUCamZkJExOTJv/+TuLj45vczoafBSHkRfAinfuEENKYQCBAWloa/Pz80KdPH/z444/YvXs3AgMD2zprGDRoUJPX5lZ59/AvZsaMGUhMTGzrbDxzHTt2RGxsLK9n5idBzXdbsfkuefYqKipw/fr1Jqdr6vX1eVLf9bw6IpGoRT2mEfK8epHOfUIIeZ5cv36d+8xNY+p6Dyd/X9R8l7wwmvokxt8RXcgJ+Z8X6dwnhJDnCf1ITlqCmu8SQgghhBBCCGkzFJQSQgghhBBCCGkzFJQSQgghhBBCCGkzFJQSQgghhBBCCGkzFJS2ptxdbZ0DQgghhBBCCHmuUFDamigoJYQQQgghhBCdUFBKnhmBQIDvv//+mazr66+/xmuvvfZM1tWUZcuWoXfv3k9t+bdu3ULnzp3xxx9/PLV1EEIIIYQQ8rRRUPocOnr0KIYOHQobG5tnGug9LyorK/Hee+8hLi6urbPyRDZs2ICAgACIxWIIBALcvXuXN71jx46IjIx87reTEEIIIYS82CgofQ49fPgQ7u7uSExMbNXlPn78uFWX11Z27doFsVgMX1/fts7KEykvL0dISAjefffdJtNMmDABSUlJKCsre4Y5I4QQQgghpPVQUNoQY0DVw5b/1Va3fF7GtM7moEGD8OGHH2L48OEt3tTLly9DIBAgOTkZ/v7+MDIyQlJSEm7fvo0xY8bA1tYWxsbGcHV1xfbt23nzBgQEYPbs2YiNjYWFhQWsra2xbNkyXpqLFy/Cz88PRkZGcHFxwf79+1XykJubiwEDBkAkEsHS0hJTpkyBUqnkpkdHRyMsLAzx8fGwsrKCmZkZ3n//fVRXV2PBggWwsLBAly5dsHnzZt5yd+zYgaFDh/LGZWRkwNvbG+3bt4eZmRl8fX1x5coVbvoPP/wADw8PGBkZoVu3bli+fDmqq6u56Xfv3sWkSZPQqVMniMViDBgwADk5Obx1fPzxx7CysoKpqSliYmJQWVmp3cFowty5c7Fw4UL4+Pg0mebll1+GjY0N9uzZ80TrIoQQQgghpK0YtHUG/lIelwPxNk+2jJbO/24xIGz/ZOtugYULF2L16tWQyWQwMjJCZWUl+vTpg3feeQdisRipqakYP348unfvDm9vb26+b775BvPmzUNWVhZOnDiB6Oho+Pr6IigoCLW1tRgxYgSsrKyQlZWFe/fuYe7cubz1Pnz4EMHBwZDL5Th16hRKS0sxadIkzJw5E1u2bOHSHTp0CF26dMHRo0ehUCgQExOD48ePw8/PD1lZWUhOTsbUqVMRFBSELl26AACOHTuG8ePHc8uorq5GWFgYJk+ejO3bt6Oqqgo///wzBAIBACAzMxORkZFYs2YN+vfvj8LCQkyZMgUAuKaxo0aNgkgkQnp6Ojp06ID169dj4MCBKCgogIWFBVJSUrBs2TIkJibilVdewdatW7FmzRp069aNy0dSUhKmTp3a7PFIT09H//79dTqG3t7eyMzMRExMjE7zEUIIIYQQ8lcgYEyHR3R/I5WVlSgqKsJLL70EIyOjupFVD588KG2pFgalAoEAe/bsQVhYmE7zXb58GS+99BISEhIwZ86cZtMOGTIEPXv2xKeffgqg7klpTU0NMjMzuTTe3t4YMGAAPv74Y/z0008YPHgwrly5Ahubuv25b98+DBo0iMvrxo0b8c477+DatWto375uu9PS0jB06FAUFxfDysoK0dHRyMjIwO+//w49vbqH+j179kTnzp1x9OhRAEBNTQ06dOiATZs24Y033sDdu3dhbm6Oo0ePcsFdWVkZLC0tkZGRAX9/f5XtCwwMxMCBA7Fo0SJu3HfffYfY2FgUFxfj2LFjGDx4MEpLS9GuXTsuTY8ePRAbG4spU6agX79+kMlkvCbVPj4+qKysRHZ2NgDgwYMHuHHjRrP72tbWFiKRiDcuIyMDr776Ku7cuQMzMzOVeebNm4dffvkFhw8fbnbZhBBCCCGEPCtq460m0JPShgyN64LDlkqJAkZ/0/J1twFPT0/ecE1NDeLj45GSkoLr16+jqqoKjx49grExP39ubm68YYlEgtLSUgBAXl4eunbtygWkACCXy3np8/Ly4O7uzgWkAODr64va2lrk5+fDysoKQF3z1PqAFACsrKzQq1cvblhfXx+WlpbcuisqKgCAV/AtLCwQHR2N4OBgBAUFITAwEKNHj4ZEIgEA5OTkQKFQYMWKFbz9UFlZifLycuTk5ECpVMLS0pK3DRUVFSgsLOS2Z9q0abzpcrmcFyiamprC1NQUrU0kEqG8vLzVl0sIIYQQQsizQEFpQwLBkzWh1TNokya4T6JhUAgAq1atwhdffIGEhAS4urqiffv2mDt3LqqqqnjpDA0NecMCgQC1tbWtnj9162lu3ZaWlhAIBLhz5w4vzebNmzF79mzs27cPycnJWLJkCfbv3w8fHx8olUosX74cI0aMUFm/kZERlEolJBIJMjIyVKare3LZlKfVfLesrAydOnXSaR5CCCGEEEL+KigoJTwKhQKhoaEYN24cAKC2thYFBQVwcXHRehnOzs64du0a/vzzT+5p5MmTJ1XSbNmyBQ8fPuQCY4VCAT09PTg5ObU4/0KhEC4uLvj1119VvlMqk8kgk8mwaNEiyOVybNu2DT4+PvDw8EB+fj569OihdpkeHh4oKSmBgYEB7O3tm9zmrKwsREZGcuMab/OwYcPQt2/fZvNva2urxVbynT9/HgEBATrPRwghhBBCyF8BBaXPIaVSiUuXLnHDRUVFyM7OhoWFBezs7AAAixYtwvXr1/Htt9/qtGwHBwfs2rULx48fh7m5OT777DPcuHFDp6A0MDAQjo6OiIqKwqpVq3D//n0sXryYlyYiIgJxcXGIiorCsmXLcPPmTcyaNQvjx4/nmu62VHBwMI4dO8Z1rlRUVIQNGzZg2LBhsLGxQX5+Pi5evMgFkEuXLsWQIUNgZ2eHkSNHQk9PDzk5OTh//jw+/PBDBAYGQi6XIywsDCtXroSjoyOKi4uRmpqK4cOHw9PTE3PmzEF0dDQ8PT3h6+uLpKQkXLhwgdfRka7Nd0tKSlBSUsId69zcXJiamsLOzg4WFhYA6j4bc+bMGcTHxz/RPiOEEEIIIaSt0CdhnkOnT5/mnvoBdR3dyGQyLF26lEvz559/4urVqzove8mSJfDw8EBwcDACAgJgbW2tcydKenp62LNnDyoqKuDt7Y1Jkybx3tcEAGNjY/z3v/9FWVkZvLy8MHLkSAwcOBBr167VOc+NxcTEIC0tDffu3ePW9dtvv+H111+Ho6MjpkyZghkzZnBNaYODg7F371789NNP8PLygo+PDz7//HNIpVIAdc2D09LS4OfnhwkTJsDR0RFvvPEGrly5wgXQ4eHheO+99xAbG4s+ffrgypUrePPNN59oO9atWweZTIbJkycDAPz8/CCTyfCf//yHS/PDDz/Azs5O5ya/hBBCCCGE/FVQ77ta9AaltW1vAGN3tM6yyBMZNWoUPDw8eD3q/h35+Phg9uzZGDt2bFtnhRBCCCGEEI4u8RY9KW1NriPbOgfk/61atQomJiZtnY2n6tatWxgxYgTGjBnT1lkhhBBCCCGkxehJaWs+KSWEEEIIIYQQQk9KCSGEEEIIIYQ8H174oPQFfVBMCCGEEEIIIU+NLnHWCxuUGhoaAqj7pAYhhBBCCCGEkNZTH2fVx13NeWG/U6qvrw8zMzOUlpYCqPtsiEAgaONcEUIIIYQQQsjzizGG8vJylJaWwszMDPr6+hrneWE7OgLqdlhJSQnu3r3b1lkhhBBCCCGEkL8NMzMzWFtba/Xg74UOSuvV1NTg8ePHbZ0NQgghhBBCCHnuGRoaavWEtB4FpYQQQgghhBBC2swL29ERIYQQQgghhJC2R0EpIYQQQgghhJA2Q0EpIYQQQgghhJA2Q0EpIYQQQgghhJA2Q0EpIYQQQgghhJA2Q0EpIYQQQgghhJA2Q0EpIYQQQgghhJA2839BP0jQ0O1qaAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import coba as cb\n", "\n", "environments = cb.Environments.from_supervised(cb.ArffSource(\"iris.arff\"), label_col='Species').shuffle(n=10)\n", "learners = [cb.VowpalEpsilonLearner(),cb.RandomLearner()]\n", "experiment = cb.Experiment(environments, learners)\n", "\n", "experiment.run(quiet=True).plot_learners(err='se')" ] }, { "cell_type": "markdown", "id": "de2da8a4-6381-4c5c-b4e0-e69dccafa681", "metadata": {}, "source": [ "### Environments From Synthetic Datasets\n", "\n", "Coba provides access to several synthetic data generators from many function class:\n", "\n", "+ Linear -- `cb.Environments.from_linear_synthetic`\n", "+ Nearest Neighbors -- `cb.Environments.from_neighbors_synthetic`\n", "+ Kernel Methods -- `cb.Environments.from_kernel_synthetic`\n", "+ Multilayer Perceptrons -- `cb.Environments.from_mlp_synthetic`\n", "\n", "For example, below we create a synthetic dataset whose expected reward function is linear with respect to action features:" ] }, { "cell_type": "code", "execution_count": 5, "id": "3f5d6acf-ce23-403a-b232-09b5eb123c7d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import coba as cb\n", "\n", "environments = cb.Environments.from_linear_synthetic(\n", " n_interactions=1000,\n", " n_actions=5,\n", " n_context_features=0,\n", " n_action_features=5,\n", " reward_features = [\"a\"],\n", " seed=1\n", ")\n", "\n", "learners = [cb.VowpalEpsilonLearner(),cb.RandomLearner()]\n", "experiment = cb.Experiment(environments, learners)\n", "\n", "experiment.run(quiet=True).plot_learners(err='se')" ] }, { "cell_type": "markdown", "id": "6936285b-3fe1-4396-8d48-dc9a27e1e1e8", "metadata": {}, "source": [ "### Environments From Result Files\n", "\n", "A more advanced use case is to create environments from the result of previous experiments. This is useful for off-policy experiments.\n", "\n", "We give an example below, but this topic is covered in much more detail in the [Logged](./Logged_Bandit_Data.ipynb) notebook." ] }, { "cell_type": "code", "execution_count": 6, "id": "a3688042-29c4-4251-9a36-e96c3d9d0fd4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ------------------------------------------------------------------------------\n", " Create the result file with logged actions and plot the on-policy performance.\n", " ------------------------------------------------------------------------------\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " ------------------------------------------------------------------------------\n", " Use the result file to create logged bandit data and plot off-policy learning.\n", " ------------------------------------------------------------------------------\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import coba as cb\n", "\n", "print(\" ------------------------------------------------------------------------------\")\n", "print(\" Create the result file with logged actions and plot the on-policy performance.\")\n", "print(\" ------------------------------------------------------------------------------\")\n", "environments = cb.Environments.from_openml(180).reservoir(1000)\n", "learners = [cb.VowpalEpsilonLearner(),cb.RandomLearner()]\n", "experiment = cb.Experiment(environments, learners, cb.SequentialCB(record=['context','actions','rewards','action','reward','probability']))\n", "experiment.run('result.log', quiet=True).plot_learners(xlim=(10,None))\n", "\n", "print(\" ------------------------------------------------------------------------------\")\n", "print(\" Use the result file to create logged bandit data and plot off-policy learning.\")\n", "print(\" ------------------------------------------------------------------------------\")\n", "environments = cb.Environments.from_result('result.log').shuffle(seed=3)\n", "learners = [cb.VowpalEpsilonLearner(),cb.RandomLearner()]\n", "experiment = cb.Experiment(environments, learners, cb.SequentialCB(learn='off'))\n", "experiment.run(quiet=True).plot_learners(xlim=(10,None))" ] }, { "cell_type": "markdown", "id": "40d5f8c7-62df-4c5a-8700-d4a7b63dd22f", "metadata": {}, "source": [ "### Environments From Template Files\n", "\n", "A final very advanced use case is to create environments from file templates.\n", "\n", "This is useful when multiple researchers want to compare overall performance on the same set of environments.\n", "\n", "By defining Environments in a template file the researchers can be confident their evaluating on the same data." ] }, { "cell_type": "code", "execution_count": 7, "id": "2d4671fa-0559-4640-bad7-766f805e8004", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import coba as cb\n", "\n", "environments = cb.Environments.from_template('short_experiment.json')\n", "learners = [cb.VowpalEpsilonLearner(),cb.RandomLearner()]\n", "experiment = cb.Experiment(environments, learners)\n", "\n", "experiment.run(quiet=True).plot_learners(err='se')" ] }, { "cell_type": "markdown", "id": "84dbedcf-9753-47c2-9a09-e7ddc589f54c", "metadata": {}, "source": [ "## Environment Filters\n", "\n", "The Environments api provides tools to modify environments. Individual modifiers are called filters. Here we summarize common filters:\n", "\n", "### Filters that apply to all environments\n", "\n", "1. `reservoir` -- Randomly subselect interactions in an environment. Does not require loading an entire environment into memory.\n", "2. `shuffle` -- Randomly permute interactions in an environment. Requires loading an entire environment into memory.\n", "3. `take` -- Only keep the first n interactions in an environment.\n", "4. `where` -- Choose which environments to keep based on their characteristics." ] }, { "cell_type": "code", "execution_count": 12, "id": "7d7b6634-f7d1-4340-a45b-ec60c068eafb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------unfiltered------\n", "[{'i': 0}, {'i': 1}, {'i': 2}]\n", "\n", "------reservoir(2)------\n", "[{'i': 2}, {'i': 1}]\n", "\n", "------shuffle()------\n", "[{'i': 0}, {'i': 2}, {'i': 1}]\n", "\n", "------take(2)------\n", "[{'i': 0}, {'i': 1}]\n", "\n", "------where(n_interactions=2)------\n", "[]\n", "\n", "------where(n_interactions=3)------\n", "[{'i': 0}, {'i': 1}, {'i': 2}]\n", "\n", "------where(n_interactions=5)------\n", "[]\n", "\n", "------where(n_interactions=(2,5))------\n", "[{'i': 0}, {'i': 1}, {'i': 2}]\n" ] } ], "source": [ "import coba as cb\n", "\n", "class SimpleEnvironment:\n", " def read(self):\n", " return [{'i':i} for i in range(3)]\n", "\n", "envs = cb.Environments.from_custom(SimpleEnvironment())\n", "\n", "print(\"------unfiltered------\")\n", "print(list(envs[0].read()))\n", "\n", "print()\n", "print(\"------reservoir(2)------\")\n", "print(list(envs.reservoir(2)[0].read()))\n", "\n", "print()\n", "print(\"------shuffle()------\")\n", "print(list(envs.shuffle()[0].read()))\n", "\n", "print()\n", "print(\"------take(2)------\")\n", "print(list(envs.take(2)[0].read()))\n", "\n", "print()\n", "print(\"------where(n_interactions=2)------\")\n", "print(list(envs.where(n_interactions=2)[0].read()))\n", "\n", "print()\n", "print(\"------where(n_interactions=3)------\")\n", "print(list(envs.where(n_interactions=3)[0].read()))\n", "\n", "print()\n", "print(\"------where(n_interactions=5)------\")\n", "print(list(envs.where(n_interactions=5)[0].read()))\n", "\n", "print()\n", "print(\"------where(n_interactions=(2,5))------\")\n", "print(list(envs.where(n_interactions=(2,5))[0].read()))" ] }, { "cell_type": "markdown", "id": "2ab0b9c2-2676-478e-ab4d-17f5910edc76", "metadata": {}, "source": [ "### Filters that apply to context features\n", "\n", "1. `scale` -- Pre-condition environment features by centering and scaling.\n", "2. `noise` -- Add noise to an environments features. Particularly useful with synthetic data which is otherwise noiseless.\n", "3. `impute` -- Fill in missing features with summary statistics." ] }, { "cell_type": "code", "execution_count": 36, "id": "ae828847-749d-4ed5-82dc-64c1dfff2f8c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------unfiltered------\n", "[{'context': 0}, {'context': 1}, {'context': 2}, {'context': None}]\n", "\n", "------scale('mean','std')------\n", "[{'context': -1.0}, {'context': 0.0}, {'context': 1.0}, {'context': None}]\n", "\n", "------reservoir(2)------\n", "[{'context': None}, {'context': 1}]\n", "\n", "------shuffle()------\n", "[{'context': 0}, {'context': None}, {'context': 2}, {'context': 1}]\n", "\n", "------take(2)------\n", "[{'context': 0}, {'context': 1}]\n", "\n", "------noise()------\n", "[{'context': 0.6259805618684365}, {'context': -1.0118803935399336}, {'context': 2.6130905694888105}, {'context': None}]\n", "\n", "------where(n_interactions=2)------\n", "[]\n", "\n", "------where(n_interactions=5)------\n", "[]\n", "\n", "------impute('mean',indicator=True)------\n", "[{'context': [0, 0]}, {'context': [1, 0]}, {'context': [2, 0]}, {'context': [1.0, 1]}]\n" ] } ], "source": [ "import coba as cb\n", "\n", "class SimpleEnvironment:\n", " def read(self):\n", " return [{'context':i} for i in range(3)] + [{'context':None}]\n", "\n", "envs = cb.Environments.from_custom(SimpleEnvironment())\n", "\n", "print(\"------unfiltered------\")\n", "print(list(envs[0].read()))\n", "\n", "print()\n", "print(\"------scale('mean','std')------\")\n", "print(list(envs.scale('mean','std')[0].read()))\n", "\n", "print()\n", "print(\"------reservoir(2)------\")\n", "print(list(envs.reservoir(2)[0].read()))\n", "\n", "print()\n", "print(\"------shuffle()------\")\n", "print(list(envs.shuffle()[0].read()))\n", "\n", "print()\n", "print(\"------take(2)------\")\n", "print(list(envs.take(2)[0].read()))\n", "\n", "print()\n", "print(\"------noise()------\")\n", "print(list(envs.noise(context=(0,1))[0].read()))\n", "\n", "print()\n", "print(\"------where(n_interactions=2)------\")\n", "print(list(envs.where(n_interactions=2)[0].read()))\n", "\n", "print()\n", "print(\"------where(n_interactions=5)------\")\n", "print(list(envs.where(n_interactions=5)[0].read()))\n", "\n", "print()\n", "print(\"------impute('mean',indicator=True)------\")\n", "print(list(envs.impute('mean',indicator=True)[0].read()))\n", "\n" ] }, { "cell_type": "markdown", "id": "a9e4608a-e669-4193-9aea-12c8342fdac9", "metadata": {}, "source": [ "### Filters that apply to categorical features\n", "1. `repr` -- Control how categorical features are represented (by default categorical features are one-hot encoded)." ] }, { "cell_type": "code", "execution_count": 35, "id": "36e340fb-5c82-4068-83b0-ba4533847d23", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------unfiltered------\n", "[{'context': (1, 0), 'actions': [(1, 0), (0, 1)]}, {'context': (0, 1), 'actions': [(1, 0), (0, 1)]}]\n", "\n", "------repr('string','string')------\n", "[{'context': '0', 'actions': ['0', '1']}, {'context': '1', 'actions': ['0', '1']}]\n", "\n", "------repr('onehot','string')------\n", "[{'context': (1, 0), 'actions': ['0', '1']}, {'context': (0, 1), 'actions': ['0', '1']}]\n", "\n", "------dense()------\n", "[{'context': (1, 0), 'actions': [(1, 0), (0, 1)]}, {'context': (0, 1), 'actions': [(1, 0), (0, 1)]}]\n" ] } ], "source": [ "import coba as cb\n", "\n", "levels = list(map(str,range(2)))\n", "actions = [cb.Categorical('0',levels),cb.Categorical('1',levels)]\n", "\n", "class SimpleEnvironment2:\n", " def read(self):\n", " return [{'context':cb.Categorical(str(i),levels), 'actions':actions } for i in range(2)]\n", "\n", "envs = cb.Environments.from_custom(SimpleEnvironment2())\n", "\n", "print(\"------unfiltered------\")\n", "print(str(list(envs[0].read())))\n", "\n", "print()\n", "print(\"------repr('string','string')------\")\n", "print(str(list(envs.repr('string','string')[0].read())))\n", "\n", "print()\n", "print(\"------repr('onehot','string')------\")\n", "print(str(list(envs.repr('onehot','string')[0].read())))" ] }, { "cell_type": "markdown", "id": "bbc9eedd-28af-49d6-b1ac-ad4efd9c0e6b", "metadata": {}, "source": [ "### Filters that apply to rewards\n", "\n", "1. `binary` -- Turn rewards into 1/0 with max reward being 1 and all other 0." ] }, { "cell_type": "code", "execution_count": 41, "id": "7f822c13-d9a8-49cc-afdf-f0350bac1e16", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------unfiltered------\n", "[{'actions': [1, 2], 'rewards': DiscreteReward([[1, 2], [3, 4]])}, {'actions': [1, 2], 'rewards': DiscreteReward([[1, 2], [3, 4]])}]\n", "\n", "------binary()------\n", "[{'actions': [1, 2], 'rewards': DiscreteReward([[1, 2], [0, 1]])}, {'actions': [1, 2], 'rewards': DiscreteReward([[1, 2], [0, 1]])}]\n", "\n", "------noise(reward=(0,1)).binary()------\n", "[{'actions': [1, 2], 'rewards': DiscreteReward([[1, 2], [1, 0]])}, {'actions': [1, 2], 'rewards': DiscreteReward([[1, 2], [0, 1]])}]\n" ] } ], "source": [ "import coba as cb\n", "\n", "class SimpleEnvironment3:\n", " def read(self):\n", " return [{'actions':[1,2], 'rewards':[3,4] } for i in range(2)]\n", "\n", "envs = cb.Environments.from_custom(SimpleEnvironment3())\n", "\n", "print(\"------unfiltered------\")\n", "print(str(list(envs[0].read())))\n", "\n", "print()\n", "print(\"------binary()------\")\n", "print(str(list(envs.binary()[0].read())))\n", "\n", "print()\n", "print(\"------noise(reward=(0,1)).binary()------\")\n", "print(str(list(envs.noise(reward=(0,1)).binary()[0].read())))" ] }, { "cell_type": "markdown", "id": "706449e5-2f0e-4cb8-bd6f-c74242110f97", "metadata": {}, "source": [ "### Filters that apply to sparse context features\n", "1. `dense` -- Turn sparse data into dense data using the 'hashing trick'.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "788a24cb-36b6-4ecb-9bfc-8eb488af92ef", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------unfiltered------\n", "[{'context': {'a': 1, 'b': 2}}, {'context': {'a': 1, 'b': 2}}]\n", "\n", "------dense(5,'lookup')------\n", "[{'context': [1, 0, 0, 0, 2]}, {'context': [1, 0, 0, 0, 2]}]\n", "\n", "------dense(5,'hashing')------\n", "[{'context': [0, 2, 1, 0, 0]}, {'context': [0, 2, 1, 0, 0]}]\n" ] } ], "source": [ "import coba as cb\n", "\n", "class SimpleEnvironment4:\n", " def read(self):\n", " return [{ 'context': {'a':1,'b':2} } for i in range(2)]\n", "\n", "envs = cb.Environments.from_custom(SimpleEnvironment4())\n", "\n", "print(\"------unfiltered------\")\n", "print(str(list(envs[0].read())))\n", "\n", "print()\n", "print(\"------dense(5,'lookup')------\")\n", "print(str(list(envs.dense(5,'lookup')[0].read())))\n", "\n", "print()\n", "print(\"------dense(5,'hashing')------\")\n", "print(str(list(envs.dense(5,'hashing')[0].read())))" ] }, { "cell_type": "markdown", "id": "bd97be05-b4da-4d2c-b05a-c1fa0d03f193", "metadata": {}, "source": [ "### Filters that apply to simulated interactions\n", "1. `logged` -- turn simulated interactions into logged interactions using a behavior policy" ] }, { "cell_type": "code", "execution_count": 45, "id": "4c5ad248-e5f9-44f1-b4b8-762b614a2a42", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------unfiltered------\n", "[{'actions': [1, 2], 'rewards': DiscreteReward([[1, 2], [3, 4]])}]\n", "\n", "------logged(cb.RandomLearner())------\n", "[{'actions': [1, 2], 'rewards': DiscreteReward([[1, 2], [3, 4]]), 'action': 1.0, 'reward': 3, 'probability': 0.5}]\n" ] } ], "source": [ "import coba as cb\n", "\n", "class SimpleEnvironment5:\n", " def read(self):\n", " return [ { 'actions': [1,2], 'rewards': [3,4] } for i in range(1)]\n", "\n", "envs = cb.Environments.from_custom(SimpleEnvironment5())\n", "\n", "print(\"------unfiltered------\")\n", "print(str(list(envs[0].read())))\n", "\n", "print()\n", "print(\"------logged(cb.RandomLearner())------\")\n", "print(str(list(envs.logged(cb.RandomLearner())[0].read())))" ] }, { "cell_type": "markdown", "id": "e36b6032-d43a-4422-8ef6-551153b9c809", "metadata": {}, "source": [ "-------------\n", "#### Filters that apply to logged interactions\n", "1. `ope_rewards` -- turn logged interactions into simulated interactions by estimating a reward function" ] }, { "cell_type": "code", "execution_count": 1, "id": "54abea9f-9629-4fd7-8ad3-f71b35ec62b4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------unfiltered------\n", "[{'action': 1, 'reward': 2, 'probability': 0.5}]\n", "\n", "------ope_rewards('IPS')------\n", "[{'action': 1, 'reward': 2, 'probability': 0.5, 'rewards': BinaryReward(1, 4.0)}]\n" ] } ], "source": [ "import coba as cb\n", "\n", "class SimpleEnvironment6:\n", " def read(self):\n", " return [ { 'action': i, 'reward': i*2, 'probability':.5 } for i in range(1,2)]\n", "\n", "envs = cb.Environments.from_custom(SimpleEnvironment6())\n", "\n", "print(\"------unfiltered------\")\n", "print(str(list(envs[0].read())))\n", "\n", "print()\n", "print(\"------ope_rewards('IPS')------\")\n", "print(str(list(envs.ope_rewards('IPS')[0].read())))" ] }, { "cell_type": "markdown", "id": "8eff6e45-b6c7-4f22-be07-05bb76f94efe", "metadata": {}, "source": [ "## Expansion Filters\n", "\n", "A number of environment filters take sequences of values to expand into the Cartesian product of environments." ] }, { "cell_type": "code", "execution_count": 11, "id": "5452c5b4-0303-4129-943d-494ef80f3bc1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "three environments with distinct linear reward functions\n", "--------------------------------------------------------\n", "1. LinearSynth(A=5,c=5,a=5,R=['a', 'xa'],seed=1) | BatchSafe(Finalize())\n", "2. LinearSynth(A=5,c=5,a=5,R=['a', 'xa'],seed=2) | BatchSafe(Finalize())\n", "3. LinearSynth(A=5,c=5,a=5,R=['a', 'xa'],seed=5) | BatchSafe(Finalize())\n", "\n", "three environments with different sets of interactions from the base\n", "--------------------------------------------------------------------\n", "1. Openml(data=180) | Reservoir('reservoir_count': 4000, 'reservoir_seed': 1) | BatchSafe(Finalize())\n", "2. Openml(data=180) | Reservoir('reservoir_count': 4000, 'reservoir_seed': 2) | BatchSafe(Finalize())\n", "3. Openml(data=180) | Reservoir('reservoir_count': 4000, 'reservoir_seed': 3) | BatchSafe(Finalize())\n", "\n", "three environments the same interactions but in different orders\n", "----------------------------------------------------------------\n", "1. Openml(data=180) | Reservoir('reservoir_count': 4000, 'reservoir_seed': 1) | Shuffle('shuffle_seed': 0) | BatchSafe(Finalize())\n", "2. Openml(data=180) | Reservoir('reservoir_count': 4000, 'reservoir_seed': 1) | Shuffle('shuffle_seed': 1) | BatchSafe(Finalize())\n", "3. Openml(data=180) | Reservoir('reservoir_count': 4000, 'reservoir_seed': 1) | Shuffle('shuffle_seed': 2) | BatchSafe(Finalize())\n", "\n", "four environments from two openml datasets and two different selected subsets\n", "-----------------------------------------------------------------------------\n", "1. Openml(data=180) | Reservoir('reservoir_count': 4000, 'reservoir_seed': 1) | BatchSafe(Finalize())\n", "2. Openml(data=180) | Reservoir('reservoir_count': 4000, 'reservoir_seed': 2) | BatchSafe(Finalize())\n", "3. Openml(data=150) | Reservoir('reservoir_count': 4000, 'reservoir_seed': 1) | BatchSafe(Finalize())\n", "4. Openml(data=150) | Reservoir('reservoir_count': 4000, 'reservoir_seed': 2) | BatchSafe(Finalize())\n" ] } ], "source": [ "import coba as cb\n", "\n", "print()\n", "print(\"three environments with distinct linear reward functions\")\n", "print(\"--------------------------------------------------------\")\n", "print(cb.Environments.from_linear_synthetic(100, seed=[1,2,5]))\n", "\n", "print()\n", "print(\"three environments with different sets of interactions from the base\")\n", "print(\"--------------------------------------------------------------------\")\n", "print(cb.Environments.from_openml(180).reservoir(4000,seeds=[1,2,3]))\n", "\n", "print()\n", "\n", "print(\"three environments the same interactions but in different orders\")\n", "print(\"----------------------------------------------------------------\")\n", "print(cb.Environments.from_openml(180).reservoir(4000).shuffle(n=3))\n", "\n", "print()\n", "print(\"four environments from two openml datasets and two different selected subsets\")\n", "print(\"-----------------------------------------------------------------------------\")\n", "print(cb.Environments.from_openml([180,150]).reservoir(4000,[1,2]))" ] }, { "cell_type": "markdown", "id": "98d5ad1d-6746-4970-ab52-c36eddf0ece1", "metadata": {}, "source": [ "## Custom Filters\n", "\n", "Environment filters are classes with the following interface:\n", "\n", "```python\n", "class EnvironmentalFilter:\n", " def filter(self, interactions:Iterable[Interaction])->Iterable[Interaction]:\n", " ...\n", "```\n", "`Interaction` is described in more detail in [Interaction.ipynb](Interactions.ipynb). " ] }, { "cell_type": "markdown", "id": "9df52317-d89a-46a2-acd0-c3d7183ff334", "metadata": {}, "source": [ "### Creating a Custom Filter\n", "\n", "Below we create a basic Filter which sets all interaction contexts to 1." ] }, { "cell_type": "code", "execution_count": 14, "id": "b3b78912-cca8-46ff-be52-fe77d4792ebf", "metadata": {}, "outputs": [], "source": [ "class SetContextToOne:\n", " def filter(self,interactions):\n", " for old in interactions:\n", " new = old.copy() # we do a shallow copy to make sure we don't contaminate anything\n", " new['context'] = 1 # we then set the context to 1 on our copy\n", " yield new # finally, we yield the new, modified interaction" ] }, { "cell_type": "markdown", "id": "4ac202a3-64a8-4d1e-bc31-452089c00f01", "metadata": {}, "source": [ "### Applying a Custom Filter\n", "To apply our filter we use the `cb.Environments.filter` method." ] }, { "cell_type": "code", "execution_count": 26, "id": "cef8d8a4-9ff0-4355-a690-00b29b358167", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before applying our custom filter\n", "---------------------------------\n", " {'context': [0.19], 'actions': [[1, 0], [0, 1]], 'rewards': DiscreteReward([[[1, 0], [0, 1]], [0.45448, 0.5144]])}\n", "\n", "After applying our custom filter\n", "--------------------------------\n", " {'context': 1, 'actions': [[1, 0], [0, 1]], 'rewards': DiscreteReward([[[1, 0], [0, 1]], [0.45448, 0.5144]])}\n" ] } ], "source": [ "import coba as cb\n", "\n", "env = cb.Environments.from_linear_synthetic(100, n_actions=2, n_context_features=1, n_action_features=0)\n", "one = env.filter(SetContextToOne())\n", "\n", "print(\"Before applying our custom filter\")\n", "print(\"---------------------------------\")\n", "print(f\" {cb.minimize(next(env[0].read()),2)}\")\n", "\n", "print()\n", "print(\"After applying our custom filter\")\n", "print(\"--------------------------------\")\n", "print(f\" {cb.minimize(next(one[0].read()),2)}\")" ] }, { "cell_type": "markdown", "id": "ce69e4b7-4810-4c67-8404-56f29e0ab1be", "metadata": {}, "source": [ "### Adding Parameters to Custom Filters\n", "\n", "We can also provide parameters to describe a Filter. In the context of an Experiment these params go to `Result.environments`." ] }, { "cell_type": "code", "execution_count": 24, "id": "709c422b-70e4-4dd8-b141-c6746b0a8fc6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Environment parameters before filtering\n", "---------------------------------------\n", " {'env_type': 'LinearSynthetic', 'reward_features': ['a', 'xa'], 'n_coeff': 5, 'n_actions': 2, 'seed': 1}\n", "\n", "Environment parameters after filtering\n", "--------------------------------------\n", " {'env_type': 'LinearSynthetic', 'reward_features': ['a', 'xa'], 'n_coeff': 5, 'n_actions': 2, 'seed': 1, 'N': 2}\n" ] } ], "source": [ "import coba as cb\n", "\n", "class ContextToN:\n", " def __init__(self,N):\n", " self._N = N\n", " @property\n", " def params(self):\n", " return {'N':self._N}\n", " def filter(self,interactions):\n", " for old in interactions:\n", " yield {**old, 'context':self._N}\n", "\n", "env = cb.Environments.from_linear_synthetic(100, n_actions=2, n_context_features=1, n_action_features=1)\n", "two = env.filter(ContextToN(2))\n", "\n", "print(\"Environment parameters before filtering\")\n", "print(\"---------------------------------------\")\n", "print(f\" {env[0].params}\")\n", "\n", "print()\n", "print(\"Environment parameters after filtering\")\n", "print(\"--------------------------------------\")\n", "print(f\" {two[0].params}\")" ] }, { "cell_type": "markdown", "id": "19f5df9f-e817-4582-bbd7-93caa494269a", "metadata": {}, "source": [ "## Synthetics\n", "\n", "Here we visualize the reward functions of the available synthetic environments.\n", "\n", "We also provide statistics on the complexity and solvability of each synthetic environment." ] }, { "cell_type": "markdown", "id": "a3e66a1c-90bc-4467-8fe0-964074584f89", "metadata": {}, "source": [ "### Setup" ] }, { "cell_type": "code", "execution_count": 30, "id": "0790fe5a-5bcf-423f-85b1-c92cc402d71b", "metadata": {}, "outputs": [], "source": [ "import coba as cb\n", "import matplotlib.pyplot as plt\n", "from operator import itemgetter\n", "from itertools import product\n", "from statistics import quantiles\n", "from collections import Counter, defaultdict\n", "\n", "def visualize_global_reward(env):\n", " X = [a[0] for i in env.read() for a in i['actions'] ]\n", " Y = [r for i in env.read() for r in map(i['rewards'],i['actions'])]\n", " plt.scatter(X,Y)\n", " plt.ylabel('Reward')\n", " plt.ylim(-.5,1.5)\n", " plt.xlabel('Action')\n", " plt.show()\n", "\n", "def visualize_action_rewards(env):\n", " X = [i['context'][0] for i in env.read()]\n", " Y = [list(map(i['rewards'],i['actions'])) for i in env.read()]\n", " for i,Y in enumerate(zip(*Y)):plt.scatter(X,Y,label=i+1)\n", " plt.ylabel('Reward')\n", " plt.xlabel('Context')\n", " plt.legend(bbox_to_anchor=[1, 1.02],loc='upper left',title='Action')\n", " plt.show()\n", "\n", "def environment_descriptives(envs):\n", " advantage, frequency = [], []\n", " for env in envs:\n", " R = [list(map(i['rewards'],i['actions'])) for i in env.read()]\n", " best_act,best_freq = Counter([r.index(max(r)) for r in R]).most_common()[0]\n", " best_const_R = sum(map(itemgetter(best_act),R))\n", " best_adapt_R = sum(map(max ,R))\n", " advantage.append((best_adapt_R-best_const_R)/len(R))\n", " frequency.append((best_freq )/len(R))\n", " print(str([f\"{r:.3f}\" for r in quantiles(advantage,n=10)]) + \" Advantage over best const\") \n", " print(str([f\"{r:.3f}\" for r in quantiles(frequency,n=10)]) + \" Frequency best const is best\")" ] }, { "cell_type": "markdown", "id": "eb8b716b-e80a-4f9e-a666-4554e710be39", "metadata": {}, "source": [ "### Linear Synthetic" ] }, { "cell_type": "code", "execution_count": 15, "id": "631233de-55cc-4df5-9e80-90a9e20430ca", "metadata": {}, "outputs": [ { "data": { "image/png": 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XY/ZGdZy61m79AQDgDIQlWPXq2Ju0f0ai3frLLy7nHnMAALdCWMJVXf62XKuQenbrs/OM9YqZskb5F0vt1icAAI7AOkt24O7rLFVH/sVSdXxinV37vNbfS5lTEuTrQ3YHADgP6yzBIS5f/N2mSX279Xn2YrnaTlmrCW99brc+AQCwF2aW7KAuzSz9miNmmSTp88nxahzkZ/d+AQD4NWaW4HCXZ5n+eGOkXfvtMXujolNW69iZQrv2CwCALZhZsoO6OrP0a8Wll06lOQIzTQAAR2BmCU7l6+Olo2lJmnlrB7v3fXmmieUGAACuwMySHTCzZKms3FCnqWtU6IBVAXy9pV2PJ6iBv4/9OwcA1CkeO7O0YMECRUdHy9/fX7GxsdqxY0elbfv37y+TyXTFIykpydzm7rvvvuL1xET7LcJYF3l7mfTNrCTtmvIbu/ddXCZ1fGKd2jDTBABwErcKS2+//baSk5M1bdo07dq1S507d1ZCQoJOnTpVYfsVK1bo5MmT5se+ffvk7e2tP/7xjxbtEhMTLdq99dZbzhiOx2vUwFdH05K05v4+du+7RJcWtmyZslrn8ovt3j8AAJe5VViaN2+exo0bpzFjxqh9+/ZauHChAgMDtXjx4grbN2rUSOHh4ebHhg0bFBgYeEVY8vPzs2jXsGFDZwynzmh/XZCOpiWpnpe9bs37i3JJ3WZtUHTKamXlXLR7/wAAuE1YKi4u1s6dOxUfH2/e5uXlpfj4eGVmZlapj0WLFmnEiBGqX99yQcXNmzerSZMmiomJ0fjx43X27Fmr/RQVFSkvL8/igas7OHuItj16i8P6vyktQ9Epq/XVsVyHvQcAoO5xm7B05swZlZWVKSwszGJ7WFiYsrKyrrr/jh07tG/fPv31r3+12J6YmKhXX31VGRkZeuqpp/Txxx9r8ODBKisrq7SvOXPmKDg42PyIioqybVB1UNNGATqalqTn7ujisPcY+u+tik5ZrfGv7tCF4sqPIwAAVeE234Y7ceKEmjZtqk8//VRxcXHm7Y8++qg+/vhjbd++3er+f/vb35SZmam9e/dabff999+rVatW2rhxowYOHFhhm6KiIhUVFZmf5+XlKSoqim/DVVNZuaHes9OVlV/u0PcxSdr66C1q2ijAoe8DAHAvHvdtuNDQUHl7eys7O9tie3Z2tsLDw63uW1BQoGXLlmns2LFXfZ+WLVsqNDRUhw4dqrSNn5+fgoKCLB6oPm8vkz6bMlj7nkhw6PsYkno//ZGiU1brdF7RVdsDAPBrbhOWfH191b17d2VkZJi3lZeXKyMjw2KmqSLLly9XUVGR7rrrrqu+z08//aSzZ88qIiKixjWjai7fNsWR1zNddnmBy/ZTVuv4uQsOfz8AgPtzm9Nw0qWlA0aPHq0XXnhBPXv21Pz58/XOO+/o22+/VVhYmEaNGqWmTZtqzpw5Fvv16dNHTZs21bJlyyy25+fna/r06br99tsVHh6uw4cP69FHH9X58+f11Vdfyc+varfYYFFK+8q/WKquM9apxLFn58wmxbfRPf1by9fHbf7fAQBgB1X9/HarZZCHDx+u06dPa+rUqcrKylKXLl2Unp5uvuj72LFj8vKy/MA7cOCAtm7dqvXr11/Rn7e3t/bu3atXXnlFOTk5ioyM1KBBgzRz5swqByXYXwN/Hx2cnaTcwhJ1m7leZQ6O83M3HtTcjQclSR/8/WZ1ahbs2DcEALgVt5pZqq2YWXKsc/nFipu9QUVOmmmSpOuu8daqh25Rowa+zntTAIBTVfXzm7BkB4Ql57hQXKbuM9epsMS5f2XDAr314YQBahzEbCMAeBLCkhMRlpwrt7BEPZ9cryIXLKFkkpT+YF/FRF7j/DcHANgVYcmJCEuukX+xVGMWZ+rzY65ZQd1b0sbk/mrRpP5V2wIAah/CkhMRllxvz9EcDVu4zaU1hPh5Kf3hAQoP8XdpHQCAqiEsORFhqfY4lJWv+Pkfu7oMBdWTxg1orb/1bcOSBABQSxGWnIiwVPtcKC5T8rIvtPabM64uRZIUHuSrD+7vy0XiAFCLEJaciLBUux07U6i+cze5ugwLvl7SxuQBahYa6OpSAKDOIiw5EWHJPZzOK9Lgf2TozIXa+Vf+L72bKWVwB07bAYCTEJaciLDkfnILS/Tnlz7V3pP5ri6lUvVMUsZEZp8AwFEIS05EWHJvB06cV8JzW1xdRpU9NKCV7hvYlhkoAKghwpITEZY8Q/7FUo1bmqnMo65Zt6kmrg0wKf3hgVxADgDVQFhyIsKS57lQXKZJb+/U6q9Pu7qUGjFJ+n3XCM26rbMCfL1dXQ4A1CqEJSciLHm23MIS3fHvzTpwptjVpdidl6QMViEHUEcRlpyIsFS3HD93QQOf+UgX68Bvjo+kjyZxkTkAz0RYciLCUt11Lr9Ytz63ST/mlbq6FJcK9JE2JN+ipo0CXF0KAFQZYcmJCEu47Pi5Cxr0j49UUOLqSmq3EH8vpU/gPnoAXIuw5ESEJVSkuLRc/1z/nRZsOezqUjxKp4hAvT7uZgUH1nN1KQDcnN3DUnJycpXffN68eVVu6wkIS6iKsnJDH+z8SRP+u9fVpdRpDXykjZMGMqsFoMqf3z5V7XD37t0Wz3ft2qXS0lLFxMRIkr777jt5e3ure/fuNpYMeDZvL5OG9YjSsB5R5m25hSUa8cIn2p99wYWV1S35pdJNaRk27x8XHaKX7o5VA/8q//MJwM1V+bd906ZfbkQ6b948XXPNNXrllVfUsGFDSdLPP/+sMWPGqE+fPvavEvBQwYH1tPbhWyy2ZeVc1OB/btbPF8pcVBWsyTyao45PrKvWPr/rFK6n/tiFta4AN2XTNUtNmzbV+vXr1aFDB4vt+/bt06BBg3TixAm7FegOOA0HRzuUla/fzP9YXGDo2fxNUsYjfKsQcBa7n4b7385Pn75yZePTp0/r/PnztnQJwIrW4Q10JC3piu1ZOReV8I+PlFtEjPIEFw2p99MfWW0T7GvSuuRbuOYKcCKbZpZGjRqlTz75RM8++6x69uwpSdq+fbseeeQR9enTR6+88ordC63NmFlCbZOVc1GD5mUoz/MWHYcVwX4mrXuYIAVUlUOXDigsLNSkSZO0ePFilZRcWlDGx8dHY8eO1TPPPKP69evWrRMIS3AnuYUl+tMLn+hrLiqvM7wl3T+wpe4bECNfHy9XlwPUGg4LS2VlZdq2bZs6deokX19fHT58aQ2ZVq1a1bmQdBlhCZ4mK+eiEuZlKJeZKY8X4mdSOrNRqKMcOrPk7++v/fv3q0WLFjUq0lMQllBX7fz+Z93+4qeuLgN2xgrrqCsceoF3x44d9f333xOWgDque8uGOlrBhecVuVBcpskr9ui9PVl8q6+Wy7lYfsVaVNfUkzZMZDFP1E02zSylp6crNTVVM2fOVPfu3a84/VbXZleYWQIc61x+sX6/YIuO/lzk6lLwfwJ8pHUTBqhZaKCrSwFs5tDTcF5ev1wgaDKZzH82DEMmk0llZXVrMT3CElC75V8s1b2vbtfW73NcXYrHqmeS7u/XSuPj23IROdyGQ8PSxx9/bPX1fv36VbdLt0ZYAjzboax8xc+3/u8eLNWTlDGJmSfUbg4NS7BEWALwv7JyLipx/iblXCx3dSm1xpr7+6j9dfwbidrDKWGpsLBQx44dU3Gx5feLb7jhBlu7dEuEJQC2OpdfrGH/+ljH6tg6DbHNgrToL3HckBgu5dCwdPr0aY0ZM0Zr166t8HWuWQIA+7l0W5sM5Xro9e1hDerpwwf7qXGQn6tLQR3j0KUDJkyYoJycHG3fvl39+/fXypUrlZ2drVmzZunZZ5+1uWgAwJXCQ/z15fSKl2goKze0evdxTVj+pdz1hF92fol6zN4oSYpu6KcV9/VVowa+Lq4K+IVNM0sRERF6//331bNnTwUFBemLL75Q27ZttWrVKj399NPaunWrI2qttZhZAlAb5RaW6M8vbdPekwWuLsUmjQO9tWbCAGac4DBV/fy26fudBQUFatKkiSSpYcOGOn36tCSpU6dO2rVrly1dVtmCBQsUHR0tf39/xcbGaseOHZW2Xbp0qUwmk8XD399yQTXDMDR16lRFREQoICBA8fHxOnjwoEPHAADOEBxYT6se6q+jaUkWj88nx6txoLery7uq04Vl6jF7o6JTVuvNzB9UVs73keAaNp2Gi4mJ0YEDBxQdHa3OnTvrhRdeUHR0tBYuXKiIiAh712j29ttvKzk5WQsXLlRsbKzmz5+vhIQEHThwwBze/ldQUJAOHDhgfv7rdaEk6emnn9Zzzz2nV155RS1atNDjjz+uhIQEffPNN1cEKwDwBI2D/PT51ESLbfkXSzX+tc/1yeFzLqrKusnv79Pk9/dJktY92Fcxkde4uCLUJTadhnv99ddVWlqqu+++Wzt37lRiYqLOnTsnX19fLV26VMOHD3dErYqNjVWPHj30/PPPS5LKy8sVFRWlBx54QCkpKVe0X7p0qfn6qooYhqHIyEhNnDhRkyZNkiTl5uYqLCxMS5cu1YgRI6pUF6fhAHii/IulGrd0uzKP5ri6lAo1beClDyYM5Pom2MyhF3jfdddd5j93795dP/zwg7799ls1a9ZMoaGhtnR5VcXFxdq5c6dSU1PN27y8vBQfH6/MzMxK98vPz1fz5s1VXl6ubt26afbs2erQoYMk6ciRI8rKylJ8fLy5fXBwsGJjY5WZmVlpWCoqKlJR0S9fS8nLy6vp8ACg1mng76O37u1tse3IqQLFz9us2vCd5+P55eo2a4MkqZGftG5iPNc3wSFsumbp+++/t3geGBiobt26OSwoSdKZM2dUVlamsLAwi+1hYWHKysqqcJ+YmBgtXrxY77//vl5//XWVl5erV69e+umnnyTJvF91+pSkOXPmKDg42PyIioqqydAAwG20aFJfh391/dOWSQPkZ7r6fo52rkjqMXujWqWu1oXi2hDl4Elsmllq3bq1rrvuOvXr10/9+/dXv3791Lp1a3vXVmNxcXGKi4szP+/Vq5euv/56vfDCC5o5c6bN/aampio5Odn8PC8vj8AEoE5qFhqoA3N+WdbgwInzSnhui8vqKTOk66emS5JubhmihaNiWfgSNWbTzNKPP/6oOXPmKCAgQE8//bTatm2r6667TiNHjtTLL79s7xolSaGhofL29lZ2drbF9uzsbIWHh1epj3r16qlr1646dOiQJJn3q26ffn5+CgoKsngAAKSYyGvMs06HZw/Rc3/srHoumnna+n2OOj6xTq1TV+tcft1aIR32ZVNYatq0qUaOHKkXX3xRBw4c0IEDBxQfH6933nlHf/vb3+xdoyTJ19dX3bt3V0ZGhnlbeXm5MjIyLGaPrCkrK9NXX31l/sZeixYtFB4ebtFnXl6etm/fXuU+AQAV8/Yy6Xfdr9PBOZfC02cpA9UowPlLFpQaUrdZGxSdslqn8zx0GXQ4lE1zk4WFhdq6das2b96szZs3a/fu3WrXrp3uv/9+9e/f384l/iI5OVmjR4/WjTfeqJ49e2r+/PkqKCjQmDFjJEmjRo1S06ZNNWfOHEnSjBkzdNNNN6l169bKycnRM888ox9++EF//etfJV1aRmDChAmaNWuW2rRpY146IDIyUsOGDXPYOACgLgoP8deuaZeWLDidV6Sh//pYWedLnFrD5ZXCP0sZqPAQlodB1dgUlkJCQtSwYUONHDlSKSkp6tOnjxo2bGjv2q4wfPhwnT59WlOnTlVWVpa6dOmi9PR08wXax44dk5fXL5NlP//8s8aNG6esrCw1bNhQ3bt316effqr27dub2zz66KMqKCjQPffco5ycHN18881KT09njSUAcKDGQX767P8NknRppfE/PP+RDp4rddr735R26YzCmvv7qP11XEoB62xaZ2nYsGHaunWrfH191b9/f/Ojbdu2jqix1mOdJQCwj+LScs3d8LVe/PiYU983eUBr3TuwjXx9bLo6BW6qqp/fNoWly/bu3auPP/5YH3/8sT755BP5+Piof//+euONN2zt0i0RlgDA/nILS/SHBZt08KzzTtX1bh2iV//SS95etWA9BDicU8KSYRjavXu3Nm3apE2bNmndunUyDEOlpc6bSq0NCEsA4FhZORcV/2yG8p2Um25u1VAvjY5VgG/tv4cebOfQsDRv3jxt3rxZW7du1fnz59W5c2f17dtX/fv3d9r1S7UJYQkAnOdcfrF55W5Hu6lliJbd0/vqDeGWHBqWevToYV6Qsk+fPgoODq5Rse6OsAQAzpdbWKK42etV6ISTGXx7zjM55TQcLiEsAYDrXCguU+ryXXrvq1MOf68P/n6zOjWr2xMEnqSqn982X/b/ySef6K677lJcXJyOHz8uSXrttde0detWW7sEAKDaAny9NX9kDx1NS9Km5P4Ofa+h/96q6BRWBK9rbApL//3vf5WQkKCAgADt3r1bRUWXVkTNzc3V7Nmz7VogAABV1aJJfR1NS9L+GYnyd+AqAN1mbVAbbtpbZ9j0V2nWrFlauHChXnrpJdWrV8+8vXfv3tq1a5fdigMAwBYBvt76dnaSvpw6SJ3CAxzyHiX/d9PeP7/8mUP6R+1hU1g6cOCA+vbte8X24OBg5eTk1LQmAADsIjiwnj6YcIuOpiVpy6QBDnmPTw6dVXTKauVfrFvL5tQlNoWl8PBwHTp06IrtW7duVcuWLWtcFAAA9tYsNFBH05K0cUI/h/Tf8Yl16jp9HafmPJBNYWncuHF66KGHtH37dplMJp04cUJvvPGGJk6cqPHjx9u7RgAA7KZ1eAMdTUvSrim/sXvfP18o1fVT0zXixW127xuuY9PSAYZhaPbs2ZozZ44KCwslSX5+fnrkkUeUmpqqgADHnB+urVg6AADcV1bORfONde1t15TfqFEDX4f0jZpzyjpLxcXFOnTokPLz89W+fXu98MILeuaZZ5SVlWVrl26JsAQA7s9RocnfW9o7fTA36a2FHLLOUlFRkVJTU3XjjTeqd+/eWrNmjdq3b6+vv/5aMTEx+uc//6mHH364xsUDAOBs4SH+OpqWpHm3d7JrvxfLpLZT1mr6+/vs2i+cp1ozS4899pheeOEFxcfH69NPP9Xp06c1ZswYffbZZ5o8ebL++Mc/ytu77t10kJklAPAsZeWG5qzdp5c/OWbXfn1N0r6ZzDLVFg6ZWVq+fLleffVVvfvuu1q/fr3KyspUWlqqL7/8UiNGjKiTQQkA4Hm8vUyaktRJh2cP0c2tQ+zWb7FxaZZpxipmmdxJtWaWfH19deTIETVt2lSSFBAQoB07dqhTJ/tOWbobZpYAwLMVl5br+sfXqsyOd1OtJ2nvjEQF+DLR4CoOmVkqKyuTr+8vV/X7+PioQYMGtlcJAIAb8PXx0uE5SfosZaDd+izRpRXAxy7ZYbc+4RjVmlny8vLS4MGD5efnJ0n64IMPdMstt6h+/foW7VasWGHfKms5ZpYAoG6JnbVO2fn2W7E7JMBbe6Yl2q0/VI1Dlg4YM2ZMldotWbKkql16BMISANQ9uYUl6jJjvex4Zk5fTh2k4MB6V28Iu3DKOku4hLAEAHXX6bwi9Zi90W79NQ3y07bJ8XbrD5VzyDVLAADAUuMgPx1NS1I9k336O55XpOiU1SouLbdPh6gxwhIAAHZw0M4XgLedslbTWMiyVuA0nB1wGg4A8GtHThVowLzNdukrwFva/2SSXfqCJU7DAQDgIi2a1NfRNPsEnAtlUnTKapWVM7fhKoQlAAAc5GhakoL97HMxU6vJa5S+76Rd+kL1EJYAAHCgL6cP0a4pv7FLX/e+vktv7/jBLn2h6ghLAAA4WKMGvjqaliR/O9zZ5LEV+9T+8TU17whVRlgCAMBJvn0ySZ/bYQ2lwhJD0Smr7VARqoKwBACAE11el6ltaECN++LCb+cgLAEA4ALrJ92isTdH17ifVpPXaMm2wzUvCJVinSU7YJ0lAICtikvL1XbKWrv0Za/lCuoK1lkCAMAN+Pp42S3kcB2TYxCWAACoBY6mJalpiF+N++E6JvsjLAEAUEtsS4nXl1MH1bgfFrC0L7cLSwsWLFB0dLT8/f0VGxurHTt2VNr2pZdeUp8+fdSwYUM1bNhQ8fHxV7S/++67ZTKZLB6JiYmOHgYAABUKDqxnl9Ny976+S+998ZMdKoJbhaW3335bycnJmjZtmnbt2qXOnTsrISFBp06dqrD95s2bdeedd2rTpk3KzMxUVFSUBg0apOPHj1u0S0xM1MmTJ82Pt956yxnDAQCgUkfTktQ0yLdGfUx490slPPuRnSqqu9zq23CxsbHq0aOHnn/+eUlSeXm5oqKi9MADDyglJeWq+5eVlalhw4Z6/vnnNWrUKEmXZpZycnL03nvv2VwX34YDADjKjFVfa/GnR2vcD9+Uu5LHfRuuuLhYO3fuVHz8Lyufenl5KT4+XpmZmVXqo7CwUCUlJWrUqJHF9s2bN6tJkyaKiYnR+PHjdfbsWav9FBUVKS8vz+IBAIAjTP1dB303a3CN++GbcrZzm7B05swZlZWVKSwszGJ7WFiYsrKyqtTHY489psjISIvAlZiYqFdffVUZGRl66qmn9PHHH2vw4MEqKyurtJ85c+YoODjY/IiKirJtUAAAVIG9lhcgMNnGbcJSTaWlpWnZsmVauXKl/P39zdtHjBih3/3ud+rUqZOGDRumDz/8UJ9//rk2b95caV+pqanKzc01P3788UcnjAAAUNcRmFzDbcJSaGiovL29lZ2dbbE9Oztb4eHhVvedO3eu0tLStH79et1www1W27Zs2VKhoaE6dOhQpW38/PwUFBRk8QAAwBmOpiWpga9PjfogMFWP24QlX19fde/eXRkZGeZt5eXlysjIUFxcXKX7Pf3005o5c6bS09N14403XvV9fvrpJ509e1YRERF2qRsAAHvbNyNBz/zB+v/8Xw2BqercJixJUnJysl566SW98sor2r9/v8aPH6+CggKNGTNGkjRq1Cilpqaa2z/11FN6/PHHtXjxYkVHRysrK0tZWVnKz8+XJOXn5+uRRx7RZ599pqNHjyojI0O33nqrWrdurYSEBJeMEQCAqvjjjVE6PHtIjfogMFWNW4Wl4cOHa+7cuZo6daq6dOmiPXv2KD093XzR97Fjx3Ty5C8rlv7nP/9RcXGx/vCHPygiIsL8mDt3riTJ29tbe/fu1e9+9zu1bdtWY8eOVffu3fXJJ5/Iz6/mS84DAOBI3l6mGl/HxO1Rrs6t1lmqrVhnCQDgajWdJfr3n7ppyA116xIUj1tnCQAAVO5oWpIaeNu+/9/f3KUnV39tv4I8CGEJAAAPse/Jmp2Se+mTo5q5isD0vwhLAAB4kJpew7To06Mau7Tym9TXRYQlAAA8zNG0JPVqGWLz/hnfntZflnxmv4LcHGEJAAAP9OY9vbV/RqLN+3904KzGLGGGSSIsAQDgsQJ8vWt0Wm7TgdMa+q9P7FiReyIsAQDg4WoSmL46nqexS7fbsRr3Q1gCAKAOqElgyvj2jD7cc8KO1bgXwhIAAHVETQLT/ct219mVvglLAADUITUJTK0mr7FjJe6DsAQAQB1Tk8BUF2++S1gCAKAOIjBVHWEJAIA6isBUNYQlAADqsJoEpjZ1JDARlgAAqONsDUwlqhszTIQlAADAKTkrCEsAAEASgakyhCUAAGB2ePYQm/dtk+qZgYmwBAAAzLy9TPr3n7rZtG+JIXWYutbOFbkeYQkAAFgYckOExvaKtmnfguJyjVmyw74FuRhhCQAAXOHx33VQx8hrbNp304HTulBcZueKXIewBAAAKvThg311XYifTftePzXdztW4DmEJAABUamtKvMLre9u0r6d8Q46wBAAArPrs8USZbNzXEwITYQkAAFzVkTq8BhNhCQAAVElNFq2Mm73RjpU4F2EJAABUma2B6WRekaZ/8JWdq3EOwhIAAKgWW1f5XrLtmIpLy+1cjeMRlgAAQLV4e5n0rzu72rRv2ynut8I3YQkAAFTb0M6RGtgu1KZ93e2Cb8ISAACwyaK7Y9U+LNCmfSct32XnahyHsAQAAGy25uEBNq3B9O7Ok3py9Td2r8cRCEsAAKBGbF2D6aVPjmjN3pN2rsb+CEsAAKDGbF1S4O9v7lJZuWHnauyLsAQAAOzC1iUFWk1eY+dK7MvtwtKCBQsUHR0tf39/xcbGaseOHVbbL1++XO3atZO/v786deqkNWssD4hhGJo6daoiIiIUEBCg+Ph4HTx40JFDAADAI3l7mfSPOzrbtG+b1Nr7DTm3Cktvv/22kpOTNW3aNO3atUudO3dWQkKCTp06VWH7Tz/9VHfeeafGjh2r3bt3a9iwYRo2bJj27dtnbvP000/rueee08KFC7V9+3bVr19fCQkJunjxorOGBQCAx7it23VqGuxX7f1KDGnKyi8dUFHNmQzDqN0nCn8lNjZWPXr00PPPPy9JKi8vV1RUlB544AGlpKRc0X748OEqKCjQhx9+aN520003qUuXLlq4cKEMw1BkZKQmTpyoSZMmSZJyc3MVFhampUuXasSIEVWqKy8vT8HBwcrNzVVQUJAdRgoAgHtrmbJatqzV/d2swfL1cc5cTlU/v91mZqm4uFg7d+5UfHy8eZuXl5fi4+OVmZlZ4T6ZmZkW7SUpISHB3P7IkSPKysqyaBMcHKzY2NhK+5SkoqIi5eXlWTwAAMAvvrfxgu/auMK324SlM2fOqKysTGFhYRbbw8LClJWVVeE+WVlZVttf/m91+pSkOXPmKDg42PyIioqq9ngAAPB0Nl/wXcuuX3KbsFSbpKamKjc31/z48ccfXV0SAAC1jreXSc+P6FLt/coMKWn+ZrvXYyu3CUuhoaHy9vZWdna2xfbs7GyFh4dXuE94eLjV9pf/W50+JcnPz09BQUEWDwAAcKXfdmmq/m2rfw+5r7MKlH+x1AEVVZ/bhCVfX191795dGRkZ5m3l5eXKyMhQXFxchfvExcVZtJekDRs2mNu3aNFC4eHhFm3y8vK0ffv2SvsEAADVs/QvsfK3IXF0fGKd/YuxgduEJUlKTk7WSy+9pFdeeUX79+/X+PHjVVBQoDFjxkiSRo0apdTUVHP7hx56SOnp6Xr22Wf17bff6oknntAXX3yh+++/X5JkMpk0YcIEzZo1S6tWrdJXX32lUaNGKTIyUsOGDXPFEAEA8Ejfzrbtgu/oFNdfv+Tj6gKqY/jw4Tp9+rSmTp2qrKwsdenSRenp6eYLtI8dOyYvr1/yX69evfTmm29qypQpmjx5stq0aaP33ntPHTt2NLd59NFHVVBQoHvuuUc5OTm6+eablZ6eLn9/f6ePDwAAT3Y0Lcmm8NN28mp9Z2PYsge3WmeptmKdJQAAqia3sESdZ6yv9n4D2jbWkr/0tGstHrfOEgAAcH/BgfV0nQ0rfG/67rQuFJc5oKKrIywBAACn2poaf/VGFbh+arqdK6kawhIAAHA6Wxes7G7DKbyaIiwBAACn8/Yy6Z82LFh5trBE5/KL7V+QFYQlAADgErd2aap2YfWrvV+3WRscUE3lCEsAAMBl0h/ub9N+WTkX7VqHNYQlAADgUvtnJFZ7n9/+a4sDKqkYYQkAALhUgK+3BrS9tlr75DnxvnGEJQAA4HJL/nKT/LxNVW4f5O+8m5AQlgAAQK3wzczBVW774QN9HViJJcISAACoFby9TFp4V7ertguo56XwEOfdw5WwBAAAao3EjhFWA1NAPS/tr8YMlD1wI1074Ea6AADYV1m5oXV7T+rRlXt1saRMIQH19OEDfe06o1TVz2/nXR0FAABQRd5eJg3pEqkhXSJdXQqn4QAAAKwhLAEAAFhBWAIAALCCsAQAAGAFYQkAAMAKwhIAAIAVhCUAAAArCEsAAABWEJYAAACsICwBAABYQVgCAACwgrAEAABgBWEJAADACsISAACAFYQlAAAAKwhLAAAAVhCWAAAArCAsAQAAWEFYAgAAsIKwBAAAYAVhCQAAwAq3CUvnzp3TyJEjFRQUpJCQEI0dO1b5+flW2z/wwAOKiYlRQECAmjVrpgcffFC5ubkW7Uwm0xWPZcuWOXo4AADATfi4uoCqGjlypE6ePKkNGzaopKREY8aM0T333KM333yzwvYnTpzQiRMnNHfuXLVv314//PCD7r33Xp04cULvvvuuRdslS5YoMTHR/DwkJMSRQwEAAG7EZBiG4eoirmb//v1q3769Pv/8c914442SpPT0dA0ZMkQ//fSTIiMjq9TP8uXLddddd6mgoEA+Ppdyoslk0sqVKzVs2DCb68vLy1NwcLByc3MVFBRkcz8AAMB5qvr57Ran4TIzMxUSEmIOSpIUHx8vLy8vbd++vcr9XP5hXA5Kl913330KDQ1Vz549tXjxYrlBfgQAAE7iFqfhsrKy1KRJE4ttPj4+atSokbKysqrUx5kzZzRz5kzdc889FttnzJihW265RYGBgVq/fr3+/ve/Kz8/Xw8++GClfRUVFamoqMj8PC8vrxqjAQAA7sSlYSklJUVPPfWU1Tb79++v8fvk5eUpKSlJ7du31xNPPGHx2uOPP27+c9euXVVQUKBnnnnGaliaM2eOpk+fXuO6AABA7efSa5ZOnz6ts2fPWm3TsmVLvf7665o4caJ+/vln8/bS0lL5+/tr+fLluu222yrd//z580pISFBgYKA+/PBD+fv7W32/1atX67e//a0uXrwoPz+/CttUNLMUFRXFNUsAALiRql6z5NKZpcaNG6tx48ZXbRcXF6ecnBzt3LlT3bt3lyR99NFHKi8vV2xsbKX75eXlKSEhQX5+flq1atVVg5Ik7dmzRw0bNqw0KEmSn5+f1dcBAIDncItrlq6//nolJiZq3LhxWrhwoUpKSnT//fdrxIgR5m/CHT9+XAMHDtSrr76qnj17Ki8vT4MGDVJhYaFef/115eXlma8taty4sby9vfXBBx8oOztbN910k/z9/bVhwwbNnj1bkyZNcuVwAQBALeIWYUmS3njjDd1///0aOHCgvLy8dPvtt+u5554zv15SUqIDBw6osLBQkrRr1y7zN+Vat25t0deRI0cUHR2tevXqacGCBXr44YdlGIZat26tefPmady4cc4bGAAAqNXcYp2l2o51lgAAcD8etc4SAACAqxCWAAAArCAsAQAAWEFYAgAAsIKwBAAAYAVhCQAAwArCEgAAgBWEJQAAACsISwAAAFYQlgAAAKwgLAEAAFhBWAIAALCCsAQAAGAFYQkAAMAKwhIAAIAVhCUAAAArCEsAAABWEJYAAACsICwBAABYQVgCAACwgrAEAABgBWEJAADACsISAACAFYQlAAAAKwhLAAAAVhCWAAAArCAsAQAAWEFYAgAAsIKwBAAAYAVhCQAAwArCEgAAgBWEJQAAACsISwAAAFYQlgAAAKwgLAEAAFhBWAIAALDCbcLSuXPnNHLkSAUFBSkkJERjx45Vfn6+1X369+8vk8lk8bj33nst2hw7dkxJSUkKDAxUkyZN9Mgjj6i0tNSRQwEAAG7Ex9UFVNXIkSN18uRJbdiwQSUlJRozZozuuecevfnmm1b3GzdunGbMmGF+HhgYaP5zWVmZkpKSFB4erk8//VQnT57UqFGjVK9ePc2ePdthYwEAAO7DZBiG4eoirmb//v1q3769Pv/8c914442SpPT0dA0ZMkQ//fSTIiMjK9yvf//+6tKli+bPn1/h62vXrtVvf/tbnThxQmFhYZKkhQsX6rHHHtPp06fl6+tbpfry8vIUHBys3NxcBQUFVX+AAADA6ar6+e0WM0uZmZkKCQkxByVJio+Pl5eXl7Zv367bbrut0n3feOMNvf766woPD9fQoUP1+OOPm2eXMjMz1alTJ3NQkqSEhASNHz9eX3/9tbp27Vphn0VFRSoqKjI/z83NlXTphw4AANzD5c/tq80buUVYysrKUpMmTSy2+fj4qFGjRsrKyqp0vz/96U9q3ry5IiMjtXfvXj322GM6cOCAVqxYYe7310FJkvm5tX7nzJmj6dOnX7E9KiqqymMCAAC1w/nz5xUcHFzp6y4NSykpKXrqqaesttm/f7/N/d9zzz3mP3fq1EkREREaOHCgDh8+rFatWtncb2pqqpKTk83Py8vLde7cOV177bUymUw29/u/8vLyFBUVpR9//NEjT+95+vgkzx8j43N/nj5GTx+f5PljdOT4DMPQ+fPnK72c5zKXhqWJEyfq7rvvttqmZcuWCg8P16lTpyy2l5aW6ty5cwoPD6/y+8XGxkqSDh06pFatWik8PFw7duywaJOdnS1JVvv18/OTn5+fxbaQkJAq11FdQUFBHvkLcJmnj0/y/DEyPvfn6WP09PFJnj9GR43P2ozSZS4NS40bN1bjxo2v2i4uLk45OTnauXOnunfvLkn66KOPVF5ebg5AVbFnzx5JUkREhLnfJ598UqdOnTKf5tuwYYOCgoLUvn37ao4GAAB4IrdYZ+n6669XYmKixo0bpx07dmjbtm26//77NWLECPPU2fHjx9WuXTvzTNHhw4c1c+ZM7dy5U0ePHtWqVas0atQo9e3bVzfccIMkadCgQWrfvr3+/Oc/68svv9S6des0ZcoU3XfffVfMHAEAgLrJLcKSdOlbbe3atdPAgQM1ZMgQ3XzzzXrxxRfNr5eUlOjAgQMqLCyUJPn6+mrjxo0aNGiQ2rVrp4kTJ+r222/XBx98YN7H29tbH374oby9vRUXF6e77rpLo0aNsliXyZX8/Pw0bdo0jw1unj4+yfPHyPjcn6eP0dPHJ3n+GGvD+NxinSUAAABXcZuZJQAAAFcgLAEAAFhBWAIAALCCsAQAAGAFYcmFnnzySfXq1UuBgYFVXtTSMAxNnTpVERERCggIUHx8vA4ePGjR5ty5cxo5cqSCgoIUEhKisWPHKj8/3wEjuLrq1nL06FGZTKYKH8uXLze3q+j1ZcuWOWNIFmz5Wffv3/+K2u+9916LNseOHVNSUpICAwPVpEkTPfLIIyotLXXkUCpU3fGdO3dODzzwgGJiYhQQEKBmzZrpwQcfNN8/8TJXHr8FCxYoOjpa/v7+io2NvWJh2v+1fPlytWvXTv7+/urUqZPWrFlj8XpVfiedqTrje+mll9SnTx81bNhQDRs2VHx8/BXt77777iuOVWJioqOHYVV1xrh06dIr6vf397do487HsKJ/T0wmk5KSksxtatMx3LJli4YOHarIyEiZTCa99957V91n8+bN6tatm/z8/NS6dWstXbr0ijbV/b2uNgMuM3XqVGPevHlGcnKyERwcXKV90tLSjODgYOO9994zvvzyS+N3v/ud0aJFC+PChQvmNomJiUbnzp2Nzz77zPjkk0+M1q1bG3feeaeDRmFddWspLS01Tp48afGYPn260aBBA+P8+fPmdpKMJUuWWLT79c/AWWz5Wffr188YN26cRe25ubnm10tLS42OHTsa8fHxxu7du401a9YYoaGhRmpqqqOHc4Xqju+rr74yfv/73xurVq0yDh06ZGRkZBht2rQxbr/9dot2rjp+y5YtM3x9fY3FixcbX3/9tTFu3DgjJCTEyM7OrrD9tm3bDG9vb+Ppp582vvnmG2PKlClGvXr1jK+++srcpiq/k85S3fH96U9/MhYsWGDs3r3b2L9/v3H33XcbwcHBxk8//WRuM3r0aCMxMdHiWJ07d85ZQ7pCdce4ZMkSIygoyKL+rKwsizbufAzPnj1rMbZ9+/YZ3t7expIlS8xtatMxXLNmjfH//t//M1asWGFIMlauXGm1/ffff28EBgYaycnJxjfffGP861//Mry9vY309HRzm+r+zGxBWKoFlixZUqWwVF5eboSHhxvPPPOMeVtOTo7h5+dnvPXWW4ZhGMY333xjSDI+//xzc5u1a9caJpPJOH78uN1rt8ZetXTp0sX4y1/+YrGtKr9kjmbr+Pr162c89NBDlb6+Zs0aw8vLy+If9P/85z9GUFCQUVRUZJfaq8Jex++dd94xfH19jZKSEvM2Vx2/nj17Gvfdd5/5eVlZmREZGWnMmTOnwvZ33HGHkZSUZLEtNjbW+Nvf/mYYRtV+J52puuP7X6WlpcY111xjvPLKK+Zto0ePNm699VZ7l2qz6o7xav++etox/Mc//mFcc801Rn5+vnlbbTuGl1Xl34FHH33U6NChg8W24cOHGwkJCebnNf2ZVQWn4dzIkSNHlJWVpfj4ePO24OBgxcbGKjMzU5KUmZmpkJAQ3XjjjeY28fHx8vLy0vbt251arz1q2blzp/bs2aOxY8de8dp9992n0NBQ9ezZU4sXL5bh5CXDajK+N954Q6GhoerYsaNSU1PNi6le7rdTp04KCwszb0tISFBeXp6+/vpr+w+kEvb6u5Sbm6ugoCD5+FjeXcnZx6+4uFg7d+60+P3x8vJSfHy8+ffnf2VmZlq0ly4di8vtq/I76Sy2jO9/FRYWqqSkRI0aNbLYvnnzZjVp0kQxMTEaP368zp49a9faq8rWMebn56t58+aKiorSrbfeavF75GnHcNGiRRoxYoTq169vsb22HMPqutrvoD1+ZlXh0nvDoXqysrIkyeJD9PLzy69lZWWZ73N3mY+Pjxo1amRu4yz2qGXRokW6/vrr1atXL4vtM2bM0C233KLAwECtX79ef//735Wfn68HH3zQbvVfja3j+9Of/qTmzZsrMjJSe/fu1WOPPaYDBw5oxYoV5n4rOsaXX3MWexy/M2fOaObMmbrnnnsstrvi+J05c0ZlZWUV/my//fbbCvep7Fj8+vft8rbK2jiLLeP7X4899pgiIyMtPngSExP1+9//Xi1atNDhw4c1efJkDR48WJmZmfL29rbrGK7GljHGxMRo8eLFuuGGG5Sbm6u5c+eqV69e+vrrr3Xdddd51DHcsWOH9u3bp0WLFllsr03HsLoq+x3My8vThQsX9PPPP9f4731VEJbsLCUlRU899ZTVNvv371e7du2cVJH9VXWMNXXhwgW9+eabevzxx6947dfbunbtqoKCAj3zzDN2+bB19Ph+HRw6deqkiIgIDRw4UIcPH1arVq1s7reqnHX88vLylJSUpPbt2+uJJ56weM2Rxw+2SUtL07Jly7R582aLC6BHjBhh/nOnTp10ww03qFWrVtq8ebMGDhzoilKrJS4uTnFxcebnvXr10vXXX68XXnhBM2fOdGFl9rdo0SJ16tRJPXv2tNju7sewNiAs2dnEiRN19913W23TsmVLm/oODw+XJGVnZysiIsK8PTs7W126dDG3OXXqlMV+paWlOnfunHn/mqrqGGtay7vvvqvCwkKNGjXqqm1jY2M1c+ZMFRUV1fj+Qc4a32WxsbGSpEOHDqlVq1YKDw+/4psc2dnZkmSXY+iM8Z0/f16JiYm65pprtHLlStWrV89qe3sev8qEhobK29vb/LO8LDs7u9LxhIeHW21fld9JZ7FlfJfNnTtXaWlp2rhxo/lG45Vp2bKlQkNDdejQIad/0NZkjJfVq1dPXbt21aFDhyR5zjEsKCjQsmXLqnRvU1cew+qq7HcwKChIAQEB8vb2rvHfiSqx29VPsFl1L/CeO3eueVtubm6FF3h/8cUX5jbr1q1z6QXettbSr1+/K75FVZlZs2YZDRs2tLlWW9jrZ71161ZDkvHll18ahvHLBd6//ibHCy+8YAQFBRkXL1603wCuwtbx5ebmGjfddJPRr18/o6CgoErv5azj17NnT+P+++83Py8rKzOaNm1q9QLv3/72txbb4uLirrjA29rvpDNVd3yGYRhPPfWUERQUZGRmZlbpPX788UfDZDIZ77//fo3rtYUtY/y10tJSIyYmxnj44YcNw/CMY2gYlz5H/Pz8jDNnzlz1PVx9DC9TFS/w7tixo8W2O++884oLvGvyd6JKtdqtJ1TbDz/8YOzevdv81fjdu3cbu3fvtviKfExMjLFixQrz87S0NCMkJMR4//33jb179xq33nprhUsHdO3a1di+fbuxdetWo02bNi5dOsBaLT/99JMRExNjbN++3WK/gwcPGiaTyVi7du0Vfa5atcp46aWXjK+++so4ePCg8e9//9sIDAw0pk6d6vDx/K/qju/QoUPGjBkzjC+++MI4cuSI8f777xstW7Y0+vbta97n8tIBgwYNMvbs2WOkp6cbjRs3dtnSAdUZX25urhEbG2t06tTJOHTokMVXlUtLSw3DcO3xW7ZsmeHn52csXbrU+Oabb4x77rnHCAkJMX/z8M9//rORkpJibr9t2zbDx8fHmDt3rrF//35j2rRpFS4dcLXfSWep7vjS0tIMX19f491337U4Vpf/DTp//rwxadIkIzMz0zhy5IixceNGo1u3bkabNm2cGtxrMsbp06cb69atMw4fPmzs3LnTGDFihOHv7298/fXX5jbufAwvu/nmm43hw4dfsb22HcPz58+bP+skGfPmzTN2795t/PDDD4ZhGEZKSorx5z//2dz+8tIBjzzyiLF//35jwYIFFS4dYO1nZg+EJRcaPXq0IemKx6ZNm8xt9H/r0VxWXl5uPP7440ZYWJjh5+dnDBw40Dhw4IBFv2fPnjXuvPNOo0GDBkZQUJAxZswYiwDmTFer5ciRI1eM2TAMIzU11YiKijLKysqu6HPt2rVGly5djAYNGhj169c3OnfubCxcuLDCto5W3fEdO3bM6Nu3r9GoUSPDz8/PaN26tfHII49YrLNkGIZx9OhRY/DgwUZAQIARGhpqTJw40eKr985S3fFt2rSpwr/TkowjR44YhuH64/evf/3LaNasmeHr62v07NnT+Oyzz8yv9evXzxg9erRF+3feecdo27at4evra3To0MFYvXq1xetV+Z10puqMr3nz5hUeq2nTphmGYRiFhYXGoEGDjMaNGxv16tUzmjdvbowbN86uH0K2qM4YJ0yYYG4bFhZmDBkyxNi1a5dFf+58DA3DML799ltDkrF+/for+qptx7CyfyMuj2n06NFGv379rtinS5cuhq+vr9GyZUuLz8TLrP3M7MFkGE7+vjUAAIAbYZ0lAAAAKwhLAAAAVhCWAAAArCAsAQAAWEFYAgAAsIKwBAAAYAVhCQAAwArCEgBcxdKlSxUSEuLqMgC4CGEJgEfKzMyUt7e3kpKSqrVfdHS05s+fb7Ft+PDh+u677+xYHQB3QlgC4JEWLVqkBx54QFu2bNGJEydq1FdAQICaNGlip8oAuBvCEgCPk5+fr7ffflvjx49XUlKSli5davH6Bx98oB49esjf31+hoaG67bbbJEn9+/fXDz/8oIcfflgmk0kmk0lSxafh/vOf/6hVq1by9fVVTEyMXnvtNYvXTSaTXn75Zd12220KDAxUmzZttGrVKoeNGYDjEJYAeJx33nlH7dq1U0xMjO666y4tXrxYl2+DuXr1at12220aMmSIdu/erYyMDPXs2VOStGLFCl133XWaMWOGTp48qZMnT1bY/8qVK/XQQw9p4sSJ2rdvn/72t79pzJgx2rRpk0W76dOn64477tDevXs1ZMgQjRw5UufOnXPs4AHYHTfSBeBxevfurTvuuEMPPfSQSktLFRERoeXLl6t///7q1auXWrZsqddff73CfaOjozVhwgRNmDDBvG3p0qWaMGGCcnJyzP136NBBL774ornNHXfcoYKCAq1evVrSpZmlKVOmaObMmZKkgoICNWjQQGvXrlViYqJjBg7AIZhZAuBRDhw4oB07dujOO++UJPn4+Gj48OFatGiRJGnPnj0aOHBgjd5j//796t27t8W23r17a//+/RbbbrjhBvOf69evr6CgIJ06dapG7w3A+XxcXQAA2NOiRYtUWlqqyMhI8zbDMOTn56fnn39eAQEBTqulXr16Fs9NJpPKy8ud9v4A7IOZJQAeo7S0VK+++qqeffZZ7dmzx/z48ssvFRkZqbfeeks33HCDMjIyKu3D19dXZWVlVt/n+uuv17Zt2yy2bdu2Te3bt7fLOADULswsAfAYH374oX7++WeNHTtWwcHBFq/dfvvtWrRokZ555hkNHDhQrVq10ogRI1RaWqo1a9bosccek3TpmqUtW7ZoxIgR8vPzU2ho6BXv88gjj+iOO+5Q165dFR8frw8++EArVqzQxo0bnTJOAM7FzBIAj7Fo0SLFx8dfEZSkS2Hpiy++UKNGjbR8+XKtWrVKXbp00S233KIdO3aY282YMUNHjx5Vq1at1Lhx4wrfZ9iwYfrnP/+puXPnqkOHDnrhhRe0ZMkS9e/f31FDA+BCfBsOAADACmaWAAAArCAsAQAAWEFYAgAAsIKwBAAAYAVhCQAAwArCEgAAgBWEJQAAACsISwAAAFYQlgAAAKwgLAEAAFhBWAIAALCCsAQAAGDF/wdf1N7bHDSDjAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_global_reward(cb.Environments.from_linear_synthetic(\n", " 1000,\n", " n_actions=5,\n", " n_context_features=0,\n", " n_action_features=1,\n", " reward_features=['a','aa','aaa'], #third-order polynomials\n", " seed=1\n", ")[0])" ] }, { "cell_type": "code", "execution_count": 11, "id": "8162eb27-0719-466e-9170-ad5eea725d05", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_action_rewards(cb.Environments.from_linear_synthetic(\n", " 1000, \n", " n_actions=10, \n", " n_context_features=1, \n", " n_action_features=0,\n", " n_coefficients=3, \n", " reward_features=['x','xx','xxx'], #third-order polynomials\n", " seed=1\n", ")[0])" ] }, { "cell_type": "code", "execution_count": 29, "id": "4b42ba28-3f8e-4da1-b611-d7e3086e544d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['0.272', '0.279', '0.290', '0.294', '0.301', '0.308', '0.317', '0.327', '0.345'] Potential advantage over best const\n", "['0.145', '0.154', '0.160', '0.166', '0.172', '0.180', '0.188', '0.196', '0.207'] Potential advantage over worst\n" ] } ], "source": [ "environment_descriptives(cb.Environments.from_linear_synthetic(\n", " 1000, \n", " n_actions=10,\n", " n_context_features=5, \n", " n_action_features=0,\n", " seed=range(100)\n", "))" ] }, { "cell_type": "markdown", "id": "0641a2e4-1837-49f0-8c3e-f4b4316db35d", "metadata": {}, "source": [ "### Kernel Synthetic" ] }, { "cell_type": "code", "execution_count": 35, "id": "7b978f0c-a443-4107-b25c-0ed5aaf3658a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_global_reward(cb.Environments.from_kernel_synthetic(\n", " 1000, \n", " n_context_features=0, \n", " n_action_features=1, \n", " n_exemplars=1, \n", " kernel='exponential',\n", " seed=4\n", ")[0])" ] }, { "cell_type": "code", "execution_count": 40, "id": "be8d1cff-6209-4f97-8abe-24c441a2ae5c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_action_rewards(cb.Environments.from_kernel_synthetic(\n", " 1000, \n", " n_context_features=1,\n", " n_action_features=0,\n", " kernel='gaussian',\n", " seed=5,\n", ")[0])" ] }, { "cell_type": "code", "execution_count": 42, "id": "fde87e26-2474-4417-830f-00883a0e6c35", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['0.295', '0.311', '0.319', '0.326', '0.334', '0.341', '0.350', '0.353', '0.365'] Advantage over best const\n", "['0.139', '0.143', '0.150', '0.156', '0.162', '0.169', '0.177', '0.187', '0.197'] Frequency best const is best\n" ] } ], "source": [ "environment_descriptives(cb.Environments.from_kernel_synthetic(\n", " 1000,\n", " n_actions=10,\n", " n_context_features=5,\n", " n_action_features=0,\n", " seed=range(100)\n", "))" ] }, { "cell_type": "markdown", "id": "41db52ba-c481-4d04-b21b-ece5f1347fcf", "metadata": {}, "source": [ "### MLP Synthetic" ] }, { "cell_type": "code", "execution_count": 46, "id": "f696f6e7-ba5c-4897-ba60-2fb7e05456f4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_global_reward(cb.Environments.from_mlp_synthetic(\n", " 1000,\n", " n_context_features=0,\n", " n_action_features=1,\n", " seed=4\n", ")[0])" ] }, { "cell_type": "code", "execution_count": 48, "id": "c3b837bd-849d-4e46-a028-243f570f37ef", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_action_rewards(cb.Environments.from_mlp_synthetic(\n", " 1000,\n", " n_context_features=1,\n", " n_action_features=0,\n", " seed=3\n", ")[0])" ] }, { "cell_type": "code", "execution_count": 49, "id": "12b3a75a-1e19-472c-bd0b-834a0e8a6e4c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['0.375', '0.386', '0.405', '0.411', '0.416', '0.422', '0.430', '0.438', '0.447'] Advantage over best const\n", "['0.199', '0.211', '0.229', '0.242', '0.255', '0.266', '0.280', '0.294', '0.309'] Frequency best const is best\n" ] } ], "source": [ "environment_descriptives(cb.Environments.from_mlp_synthetic(\n", " 1000,\n", " n_actions=10,\n", " n_context_features=10,\n", " n_action_features=0,\n", " seed=range(100)\n", "))" ] }, { "cell_type": "markdown", "id": "fd8976a4-0a76-4e27-84a5-b15eb9fb3052", "metadata": {}, "source": [ "### Neighbors Synthetic" ] }, { "cell_type": "code", "execution_count": 50, "id": "57640c09-6eae-4e29-ac35-80c00e51aec2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_global_reward(cb.Environments.from_neighbors_synthetic(\n", " 1000,\n", " n_context_features=0,\n", " n_action_features=1,\n", " n_neighborhoods=20,\n", " seed=1\n", ")[0])" ] }, { "cell_type": "code", "execution_count": 51, "id": "677f0f0a-27e1-4489-9930-074b47d94dce", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_action_rewards(cb.Environments.from_neighbors_synthetic(\n", " 1000,\n", " n_actions=5,\n", " n_context_features=1,\n", " n_action_features=0,\n", " n_neighborhoods=20,\n", " seed=1\n", ")[0])" ] }, { "cell_type": "code", "execution_count": 52, "id": "c19f2f69-e366-4a9f-8344-0e9bc7af9fcb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['0.200', '0.221', '0.239', '0.254', '0.263', '0.277', '0.287', '0.306', '0.329'] Advantage over best const\n", "['0.254', '0.264', '0.279', '0.291', '0.299', '0.312', '0.324', '0.347', '0.386'] Frequency best const is best\n" ] } ], "source": [ "environment_descriptives(cb.Environments.from_neighbors_synthetic(\n", " 1000,\n", " n_actions=5,\n", " n_context_features=10,\n", " n_action_features=0,\n", " n_neighborhoods=20,\n", " seed=range(100)\n", "))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }