diff --git a/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb b/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb new file mode 100644 index 0000000..c03657e --- /dev/null +++ b/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb @@ -0,0 +1,1518 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Aragon Conviction Voting Model - Version 3\n", + "\n", + "New to this model are the following elements:\n", + "\n", + "* Adding the realism that not all participant tokens are being allocated to proposals.\n", + "* Refactored parameters and system initialization to make more readable and consistent.\n", + "* Making the distinction between effective and total supply.\n", + "* Refining alpha calculations to more accurately reflect the 1Hive implementation. Discussion of alpha and its relation to alpha in the contract and how it relates to the timescales\n", + "* Updated differential specification and write-up to respect new state variables\n", + "* Moved all unit denominations to honey.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# An Introduction to Conviction Voting\n", + "\n", + "Conviction Voting is an approach to organizing a communities preferences into discrete decisions in the management of that communities resources. Strictly speaking conviction voting is less like voting and more like signal processing. Framing the approach and the initial algorithm design was done by Michael Zargham and published in a short research proposal [Social Sensor Fusion](https://github.com/BlockScience/conviction/blob/master/social-sensorfusion.pdf). This work is based on a dynamic resource allocation algorithm presented in Zargham's PhD Thesis.\n", + "\n", + "The work proceeded in collaboration with the Commons Stack, including expanding on the pythin implementation to makeup part of the Commons Simulator game. An implemention of Conviction Voting as a smart contract within the Aragon Framework was developed by 1hive.org and is currently being used for community decision making around allocations their community currency, Honey.\n", + "\n", + "\n", + "## The Word Problem\n", + "\n", + "Suppose a group of people want to coordinate to make a collective decision. Social dynamics such as discussions, signaling, and even changing ones mind based on feedback from others input play an important role in these processes. While the actual decision making process involves a lot of informal processes, in order to be fair the ultimate decision making process still requires a set of formal rules that the community collecively agrees to, which serves to functionally channel a plurality of preferences into a discrete outcomes. In our case we are interested in a procedure which supports asynchronous interactions, an provides visibility into likely outcomes prior to their resolution to serve as a driver of good faith, debate and healthy forms of coalition building. Furthermore, participations should be able to show support for multiple initiatives, and to vary the level of support shown. Participants a quantity of signaling power which may be fixed or variable, homogenous or heterogenous. For the purpose of this document, we'll focus on the case where the discrete decisions to be made are decisions to allocate funds from a shared funding pool towards projects of interest to the community.\n", + "\n", + "## Converting to a Math Problem\n", + "\n", + "Let's start taking these words and constructing a mathematical representation that supports a design that meets the description above. To start we need to define participants.\n", + "\n", + "### Participants\n", + "Let $\\mathcal{A}$ be the set of participants. Consider a participant $a\\in \\mathcal{A}$. Any participant $a$ has some capacity to participate in the voting process $h[a]$. In a fixed quantity, homogenous system $h[a] = h$ for all $a\\in \\mathcal{A}$ where $h$ is a constant. The access control process managing how one becomes a participant determines the total supply of \"votes\" $S = \\sum_{a\\in \\mathcal{A}} = n\\cdot h$ where the number of participants is $n = |\\mathcal{A}|$. In a smart contract setting, the set $\\mathcal{A}$ is a set of addresses, and $h[a]$ is a quantity of tokens held by each address $a\\in \\mathcal{A}$. \n", + "\n", + "### Proposals & Shares Resources\n", + "Next, we introduce the idea of proposals. Consider a proposal $i\\in \\mathcal{C}$. Any proposal $i$ is associated with a request for resources $r[i]$. Those requested resources would be allocated from a constrained pool of communal resources currently totaling $R$. The pool of resources may become depleted because when a proposal $i$ passes $R^+= R-r[i]$. Therefore it makes sense for us to consider what fraction of the shared resources are being request $\\mu_i = \\frac{r[i]}{R}$, which means that thre resource depletion from passing proposals can be bounded by requiring $\\mu_i < \\mu$ where $\\mu$ is a constant representing the maximum fraction of the shared resources which can be dispersed by any one proposal. In order for the system to be sustainable a source of new resources is required. In the case where $R$ is funding, new funding can come from revenues, donations, or in some DAO use cases minting tokens.\n", + "\n", + "### Participants Preferences for Proposals\n", + "\n", + "Most of the interesting information in this system is distributed amongst the participants and it manifests as preferences over the proposals. This can be thought of as a matrix $W\\in \\mathbb{R}^{n \\times m}$.\n", + "![Replace this later](https://i.imgur.com/vxKNtxi.png)\n", + "\n", + "These private hidden signals drive discussions and voting actions. Each participant individually decides how to allocate their votes across the available proposals. Participant $a$ supports proposal $i$ by setting $x[a,i]>0$ but they are limited by their capacity $\\sum_{k\\in \\mathcal{C}} x[a,k] \\le h[a]$. Assuming each participant chooses a subset of the proposals to support, a support graph is formed.\n", + "![](https://i.imgur.com/KRh8tKn.png)\n", + "\n", + "## Aggregating Information\n", + "\n", + "In order to break out of the synchronous voting model, a dynamical systems model of this system is introduced.\n", + "\n", + "### Participants Allocate Voting Power\n", + "![](https://i.imgur.com/DZRDwk6.png)\n", + "\n", + "### System Accounts Proposal Conviction\n", + "![](https://i.imgur.com/euAei5R.png)\n", + "\n", + "### Understanding Alpha\n", + "* https://www.desmos.com/calculator/x9uc6w72lm\n", + "* https://www.desmos.com/calculator/0lmtia9jql\n", + "\n", + "\n", + "## Converting Signals to Discrete Decisions\n", + "\n", + "Conviction as kinetic energy and Trigger function as required activation energy.\n", + "\n", + "### The Trigger Function\n", + "\n", + "https://www.desmos.com/calculator/yxklrjs5m3\n", + "\n", + "Below we show a sweep of the trigger function threshold:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", + " return false;\n", + "}\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%javascript\n", + "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", + " return false;\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "for reference: max conviction = 5.25318713934522in log10 units\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", + " import pandas.util.testing as tm\n" + ] + } + ], + "source": [ + "from model.model.conviction_helper_functions import *\n", + "from model.model.sys_params import initial_values,sys_params \n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "\n", + "\n", + "supply = initial_values['supply']\n", + "alpha = sys_params['alpha']\n", + "\n", + "mcv = supply/(1-alpha)\n", + "print('for reference: max conviction = '+str(np.log10(mcv))+'in log10 units')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "supply_sweep = trigger_sweep('effective_supply',trigger_threshold, supply)\n", + "alpha_sweep = trigger_sweep('alpha',trigger_threshold, supply)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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qqfxb6LYQERGljkEQIiK79kVW+2MZWXr6Hw+sKvEyAJ9CVjvkLAB/3nQDiWg8Efk2slovzx+sz0FERETN43QYIiIiIiIiIkoCC6MSERERERERURIYBCEiIiIiIiKiJLAmSE5kNwV+K3QzKrAhdANm4DEm56XN1rcLCd0A+6xsaiHbEeq1m959mtwdmnhvdb+fut5DXdtb1c9b1fNZep5ZP9NZtrlpX3ua993EY8rcv9R9i5W3kbnJ0+7nNkx+rjnMfh8Zc/scRrdz3POOuk1GPF+Z+w+7b5HrijxX/+Vxj++/bdT1O9+nl1+3/r6D/0pekmHurvyOPWD7w3p9//aGXL4rv2//7Xeu/1fvAjp3AdsAdJD9+wvgZlW9JyL1EBFdrfH5fwF8XVWPqPElGsEgyHa/hay+YAy2hG7ADDaHbsAUlkI3oCDrfbsxdAPWsxSbUQCbQjcCwELg1w+1GTfd9032cxN9umuNz71c43PX0TdV90WV73+xoueZtU2z9vssfTxt26dtc9m2lm1fmc90U/E6gXPLrUL3W1jsTrzP0qbJzzU/V+B5MP55FsfcvoDRzz/ucUtoj3i+TqnnGvb6w+477PUGX2ux0H12PPfgc8733bf/tv7nGPX4tcf2X7f2uczn73H75U5+39U8KLIKbH+JtbP4O/L/r13uAFjJL3fyf9fuc2v+7y07Lm+7BbjiNuBGAFcg+/fNwNWI2CrqrZL/ZmCPGp++MVbGFg1gwXYbbg/dgIixb0tj3ej1hh/XEYVT55AXhTHrz9UdlbSinKZ+Yuvc3lfCRP5bK5MHk7q9+QZaEod2ZdHMnXX6ovPtugYAQw+0UDIYBNnJ8GiuP1tDN2BG3k7Wi42G0CTbQjdgOEuBkJXQDTAg1NdD030fW7ApxElpFerY3qruCwaBqhVbf8ZyaFuzDkYHWaY54e84Optv1RA0qeM5iarEIMg6sfxaeA+EeOMlEGI9wGQ0EGKJhUBI6BN065uxNzH0Z2wnrqFUdQjEzyN6vdVigYFOmxkc/coEVGrLtiAi1gQZro3qJsaGtBV+64PcDvs1LAa14KM+iMe+DUxhqz6IBR2kl7a6gmZrg6TYx0RrUvmpugP11syhqLSwOLIOSQyvN5MFMACLLMMhhrPYujETZCQnO/xEnjNCYhiepPKYDTKRhWyQ0Pj1UK0m+pNTYnbglJj6xVwXhIZqBRiI4rQPIp8YBBmLgZDwvB1RcFpMNQwGQizVBrEi9LSYEFgbxC4GAqoRy6HPLKxvSxEWR22C5ekl42qSWMdAEHnEIMhEPBqgshgIiZalQAizQbgJV43ZIFQl64GElDg4lC2yQgwN56kI69TqXAqdksQgSCEOfj0mYjZIs7wEQiwzmA1ijYVASIqZCswGsauuE29OiQnD488/1YbL5BJRVVgYNSkslEqDrPfrNgAbQzdiZyySaov1TdibJvqThSDti6U+vJdtzUs7B/RWlzC3PHnQp9Oex8Jit4EWEdEG+D3baxIzQQqLIRsEYEZIk7xkg3jrVwM4LWZnKWYqMBskPR6yQazxnJ0ybdv5k+rWuLocluuJVK1b8/SaEAVsiQYxCFIKAyHheTu6YCBkdpwWQxNY3nypeZ5PvGeV8ntPDT9rIqKpMQhSGgMhVJaXQIhlBgMhzAbZWYqZCrFmg7BAKgF2DncY5KxGmc8z4hVimjSqYGlKWSXjdBdqyjhhEVUqgEGQqVg5MkgVj4jqwX6lGYUMhHDzpX4pF0ilnXnpXy/trFEVK8RwqsVwgwGZugIx46bSdB0vA0zxYWHUqcVQNYyFUpvTAlz8MFvuVxZJHWsFwKbQjUhQ0/3eARpZDZEFUv1aha2RUGvtKWPatlv+KU1cG0tYrDhDt4VFLHGAdGqt5TksrfZCNyMaG8CvnyKYCTKTGL7wPE+L8Tb0y2kxs+O0mLFSnxbj7SuByDorhznct83qrRYb4Om0q8kCSG2Z3GkzNtruB2qr43W4l+rFIAjBdyCEqsejTaJSLASf6uD9q4BTYih2LI6apBYDHEQzYxBkZlaGSWblNRDi7SjdSzaI5X5lNshYFk7ImQ1Sr5iK0PLkvx7WTo5Dt4fbWYbFUckLr1PoyA0GQSoRSyDEK29nPV4CIURUmIXgUx28fb0O8pQNQjZNuw1Ns40wWJO0TsDCoXVml7BYLVnEwqiVYaHUsLxVIfNQKNVyn7JI6lgWiqQ2VcBzGMubblVC9m/VWCA1Y7UfrBzepLBfU3AdzGMB3aG31VFUlWq0DOCW0I1o3hzsn2FYwEyQSsWQEeJ1WgzVw/JwJ6fFkDGxZoOQT6GnoFAyihZHLYLL5E5ncAlcIhqPQZDKMRASjuUT9mE4mkA1snBCztog9Wqqf733JafE2BA6KBPrVJPQ/erQtCuuTCO24ET/+2myH4mqxiBILRgICcfbUamHQIjlPmU2yFgWAiGpYZ9PJ9YT1LKs9kMMhzWzaDLQYHUbqACXyfWJq9FQjBgEoQhZPmn3ynKfGgyE0A7MBqkXs0FonNiyBLxthxbbyxVialE2UMAsihK4UgzVgIVRa2OlktgsWCi1GR6KpFIpLJKaNvb5dOosDLqKeg6kPf3UWFDX50BERACyDAf+LE3GTJBaxZA/6nVajDecFjMbg9kglqbFhMZskHqF7F+qntXpEDEc0ljtWyKCMkBKDWIQpHYxHDV4DYR4O/thIGQ2BgMhVrBOBVXB8u5fRGxTQ1IVaju0vP0YaFuVK8RQHFhLhCxjEKQRDISE4/2onVxjNsgOqWWDMPA0HY8j9dZ/ZgycICdtmu3D435QodDL5HZgq/BqVfVDyqxU0y25qg0DHuQNgyCNiSEQQvVjNshsmA0ykoWTck7bqA8LpMYl5pNgBmXCC1gctaoVYkKxUtCUQQei2bAwKpXgtVCqt8p1HgqleuvTgCwVSU1ZiE2WBVKn47FAaipiqPle5/ZFjen25jE/15368W0sYdHgwFMH81jA9O+rXxuLWBwT8bLaBzSbOfj/mm4CM0EaFUM2CKfFkHUGs0GsTIthNkjcmA0SjvU+iS37gnVBiIhoBgyCNI6BkHCsH6X28xCZt9yfBgMhVlgIhITC2iDkCafEUBnsU7PK1OIgomYwCBIEAyFUBAMhUbGSDWIBs0HqE0vf1hkA4MnibGI4hGlaIsVRuUIMEXnBIEgwPIoIgyft6WA2yEgpZycwG6Qa/Cpdz3qfMPizg8MAQ+WMH4ZWsUJM00IXK00q44S1nWhGLIwalPcKYyyUWj8WSY0Ki6Tu0AFSOl6jKbCAJftgHP70NGdFgE3VpTN22vNYWKym+KdnLEw6owUwuDvEBvg8O2saM0FoRl6nxVgfsuvn4QfSan8yG2SkGLMTioo9G4QFUifjgXN4Xj8Dr+1OUMv8IJItoTNZ6rCxL2OEMVPqxyBIcMbzEQvxGgihNBgLhLA2yA6x1K8gWmM9MFTVCXwMhy5Na2LbSCxA0+3N1/bcHdT33EQxE5F9ReSivr+tIvLqIfc7NL/9UhE5q+/6q0Tkkvy28+tqJ6fDmOB9WoxXnnJpOS0mKlamxawA2BS6EYGE2Fyb7O9YphvVOR1kFT7mlXNKTD089KuHNiaI01hqtgAOkjimqpcD2B8ARGQDgOsBnNJ/HxHZDcBHAByhqteIyJ4DT3OYqt5cZzuZCWKG92EVr9kg1oft+nn4wbXan8ayQWgHHuj4ZnWXD4l90hz2Nc2gbX5wyaduyAi8h8B2Wg4H8HNVvXrg+ucB+LKqXgMAqnpT0w1jJogp3jNCvBZK9cRDRohV2wBsDN2IHZgNEl7syUuxZIOQTVUcsnjJxhnktd2Dajjs7K0uYW7Zw6CNL8w+oaIaKIy6x8A0lRNU9YQR930OgM8Puf4hADaKyLeRHYl9UFU/k9+mAL4hIgrgo2OeeyYMglDFPAZCYj8Tahr7k0pK6WQ9xqBT3bs8p8RU2wde3jPZUvEKMUW0VpawtCm9E/8O5rGAOFfP6WIe85G+t4TcrKoHTrqTiMwDeDqAY4fcvAuAA5BliiwC+J6InKOqPwVwiKpen0+ROVNELlPVsytsPwBOhzHI+7QYrzzl1KZ3QFAdY9NirBRJ5UoxRNXiduXDHQ2/Houjbtdps/DorJpczaX/tToVjFoUXrlnUvCXAV3LngLgQlW9ccht1wH4uqqu5rU/zgawHwCo6vX5vzchqyVyUB2NYxDEJO+BENYHqZ/1QIinviQA4QMhKdUGiXG53Lo1fbJKzZn1pD32nxtu+66MCkxUETigXGzZlPF6LoZPhQGAUwEcIiK7iMgSgIMB/ERElkVkMwCIyDKAJwP4UR2NYxDELAZCyDurR6bMBqEBVjdVTzz3oZOR80pxqVyKxKRlcgtnHESqPRCUsRaM6S7Yag9VIw9gPAnAl/uuO1pEjgYAVf0JgDMAXAzg+wA+rqo/AnAvAP8uIj/Mrz9dVc+oo42sCWIaC6U2z1M9CxZJnR6LpA4Vul4Fa4PUI6V+taTqnxMul2pLLLVVvB9q1ijm2hxVYcFWewTAYp1n+HdOvouqrgK4x8B1xw9cfj+A9w9cdyXyaTF1YyYI0TqehjSt//B46ktKGjfV2dXdh5wWQHXgdlW53ioHaIriMr1EYTAIYp73XFNOiyGrZ5ecFjMUa4M0h7VB7OCUmOlVcZiSUl0Qz8VRVyykLFZr2iBELMGLce+jW2EKYePTkmLI0qJaMQjiAgMhzfN0RGU9G4SIKFFV/5QwayFNCX/urZU4gg1NsVbzg8gqBkHcYCCkeQyEVMdqXzIbZKhUs0GsbqaecEoMpSTFDKIKcZlcqgRrJdEUGARxxXsgxCOeFRFRjTglxg6e0KaLwTUioqRwdRhqkMfVYjyxvlqM1ZV3uFLMUKmuFGN1M/Wk7j70tkqK5VViqlrhpIoVRmZti6d911pbuUIMVaCFRSxNOWDbWp7D0mpv8h0XwID+BBs2AJvrrIlyW43P3SBmgrjjPRuE02LqxWkx0zE2LYbSwmwQO5gNQlSJJleI6fbGT6tpvChnTWIpxkpkAYMgLjEQ0jyrJ+8UJdYGybA2CBFRpuyUHa4QE0yrgrSaDuKol1JFXxDVgUEQt7wHQqg+zAaZjrFsECuBEGpG6IBT1VggdWeWV4mxtFSuR8weilqVwQgPK7cwaEGpYBCEAmE2SNrYl26EPjlnNkj1OCVmPJ7UhjNr38+y33oLrEWCK8QQUQgsjOqa90pWHgulWqtmNor1IqlWsUgqBRS6GG3VvHxdEoXA/aOw1soSljbVl+XaxhIWzWfRDjdLMdKoLIMB7JzMARtZGHUiZoK45/2Lz2NGiBfWf9CtDrUbmxZjAbNB4hNDNkjqI/epv3+qlvfDyQCqKlTKgqf1Wxz4l4hBkCjwl6tZMZ8ZkTmsDULUvDpGFC3/dLAuyGyaGoG2UhyViMg5BkHIAI/ZIJaPZvsxG2Q6zAZZh9kgzYhtuVyruzjZxbog9hVcIabJZXKpOA8FWonqxiBINLwPv3gMhHjBQIh7zAYhGo4nrUQEoNsbX2C1lfCUk3Ysk0DqrHNByWFh1Kh4L5TqDauaxc1YkVQLQhfu7ABJDGCF7mfKrKL6g+6qfzbuALBrRc9Vx/ul8XgYQTQai51OR1Dd70LEmAmyXS90AyriOSPEYzaIlywGZoO4x2yQcGLePGOYEsNsEFs8H4ZQEFwml4iaxiBIlDwfgXgMhHhhPRBiEWuDrJNqbZCmhe5nopA81gWxWhy1DMOHj62VdKezlFVXzY9WX7Z5Xa+hzEajhjAIspOYh/s88RYI4XZTDav9aCgQwmyQcKxunlWIIRukLh5WiWEmDI3D6QSFjFumtoPymSotR9PT61iit5vE3FXyjEGQdbweqQ0yHM6Pkpftxno2iJd+TByzFMgaBgKqwRNmKoorxEyFK7MQ2cDCqEPFUqnKc6HUrQC2hG5EpFpAwlXSp2OoSKoiK3qVslAFUpv+aWCBVPLK8+FH02I55KTKdTCPBXR3uq6NJSw2OKDVxQLmvcxDXUY6U2bH2QAWuS6AmSAjxTIi7TkjhNNi0sR+nMjCtBhmg8SFU2JG45SYMELWBSEqqI6pJERUPwZBiCrl5ajL+rQYiwzVBqFwoz1N7+IMNqbROAQAACAASURBVBUXYyAgBE6JsV8clYbq9rjKTAgMBJFHDIKM5eWEdhJmg5A3sex7NWI2CFWNacRUJc+HHtZFuEJME8vktgyfrDOQMAGnd1DFGASZKJaTMc9HI94CIV62GevZIBb7kdkgpvCk3R+Lu3URHqbEEI3CDJWoeVqJhsgKBkEKieVIxXMgxBsv24z1QAiNxWyQMDglxq6Up8TE+N5TOXn3csgQWGuF2RJEEwmy4vF1/UWCQZDC+AsVlrdsEKqGxf2O2SCmMBukWiyQSkA8wYdZtjXWBZmMy+RGiZkllAIGQZLjORvEWyDEy5E+s0HKMxQIYTZIGMwGSQ+nxJTn+ZCDkjOuLkcHLLpalS77kgxgEKSUWI5WPB+VMBBSD8uBEC99SMEwG4T6xTgtpKiU33tq+FkTEU2NQZDSeEJGRACzQQakmKkQazYIp8QQYGdah5V2eFemHz2PlRnCaSXj1bZaz671PC3FZZfQDfDpdgCbQzdiRm3A7ZfzVgBbQjeiBC/bSwswu0Sblz6kYDqIqmAXGbUKLtXojZefDy/tNK7bm8f8XDd0M8bqYAELDacwtrGIxcDRrRaWsGQ68zgSc+DvVAHMBEma51A/p8Wkx2IfMhtkJ8wGiYf3KUaepgrEug2t8XyoweKojeq0668VUUf2wbhaIlZ1aho1YPYLecEgyNRiOWrxfHRC1WOEnhzzfuJeREyBplh+Rq3xFAAi/wquEFOV1JbJnbYga11Bjjp0F+pt6yLnPdAQDILMhEdwYTEbpB6WAyEW+5DZIDuJ6SSdfKsrGJDSKL+V92qlHdY4CnhxmdzqeMw8IbKGQZCZWTwpK8tzNggDIUQUGAukTo9fiRn2Q73Yv0S++ElkIaeYIEQ5z4VSqXosklrONgAbQzciowCazU5ebwXApkCvzQKpRFmGgKUVEniIUUzdP29lCvvyM2tcG0tYNJ2NSy6wMGohzASpRCxDDF4zQpgNkh72IRkT6ybpvc4Kp8TQrFgclRJQ5xQbFkslixgEqUysR8BeMBBSPY5GlMPaIDsJWRvE+4l7ETHVXvHwddgEq/1g5WTeSjsoauOCAdMWKaVAmBVKYzAIUimrRzBleM0GoXpYDoRY3N8MBUKoeRY3SSIiR6pYJrfbSy9YwWwLonIYBKlcDEfBXgMhzAYh2o7ZIPGLqUBqnRytoFEpa+879KFFrD+5Fj7nhpfJpXAYbKFYMAhCkfEWCPGA2SDlMBuEqDSLu/IkdUzPsNoPqU9FsRBoiEBVy+S2VmZ7nlaDhd9jDhp0ON/EpjlkhbHr+osEgyC1sHoUU0boIZtUxLCtkFnMBmked2mi+ngLxkzT3rq/Q8q0iYeCtfEUQOiGbmtEJ94pEJF9ReSivr+tIvLqgfv8FxH5noh0ROQvBm67SkQuyR97fl3t5BK5tbG4jGdZXtdH2wpgS+hGlOBhW+GSueUYWjKX4tbUcsTelx62tmRsU1J930QN4/K2RBlVvRzA/gAgIhsAXA/glIG73QrglQD+cMTTHKaqN9fWSDATpGYxDAl6HQbgtJjq8cfdpdSzQUKI4as/BI/95i0zIbTQhxQetzEiIr8OB/BzVb26/0pVvUlVz0PAOeQMghCZwCOz2VjsP9YGMcF7Uc8iWCA1Lha/zgAGfCxjzRKKQGuZp6VO7CEi5/f9vXTMfZ8D4PMln18BfENELpjw3DPhdJjaWUzVL4vTYprhYVvhtBiXFEDo4v1NTdsgGoVTQ+KwCmA5wOty+xlvRYBNFlIPyYouFjDP6Hnz5lD3d+TNqnrgpDuJyDyApwM4tuTzH6Kq14vIngDOFJHLVPXsaRo6DkNujbA6rFNG6BzWaXFaDIXEbBATWCDVD4/9Zj1DglkCYVksjmpcpz0/83N0e9M/R9vYYE8Hs/cHALRLDGiWXdXGWp+RCU8BcKGq3ljmQap6ff7vTchqiRxUQ9sYBGlO4r9oVJCH7cRybRAP/RcIB+jixikxcYn5q8zrmEpMAq4QU9UyuaFUFZCYFYMO5MBzUXIqjIgsi8jmtf8DeDKAH9XQNp9BEBE5QkQuF5ErROQNY+73RyKiIjIxZYeK8Hrk4i0bxMPRr+VAiDXMBtmOy+VSaMyKmI31rJciuF9GobUSZxCgyuCGp2V4KS55AONJAL7cd93RInJ0/v97i8h1AF4D4M0icp2IbAFwLwD/LiI/BPB9AKer6hl1tNFdTZB8qZ0PI+vY6wCcJyKnqeqPB+63GcCrAJzbfCtHiaFmAeuDkHUx7Gc1sVAbhOoTS90Vj7twqDoVRcVWz8J6f5N5LSxhKfEBnQ4WsMD0PqqBqq4CuMfAdcf3/f8GAHsNeehWAPvV27qMx0yQgwBcoapXqmoXwBcAPGPI/d4F4K9hbtyHQxBUhIftJO2Dh3KYDbIds0H84zEzpcrYEeVOLLeNiJozB2Chxr9IeAyC3BfAtX2Xr8uv205EHgXgfqp6epMNSwenxZB1MZ55VoS1QciDOndhLyeLMX+NeT2MmBaLoyatbJFRIqqfxyDIWCIyB+A4AK8tcN+Xrq1xDNxWf+O2i+GXzesRjKdAiIfthNkgxTEbZLuQ2SCxY4HUcGKol1FEDO/Tw8+rRytpz7dksVIiPzwGQa4HcL++y3vl163ZDOB3AHxbRK4C8BgApw0rjqqqJ6jqgdlax3erscnD8BeYiuB2Mj323UgpZ4NwSgylyksGDDXDeDCrimVyU5NUxkkM9a8oKI9BkPMAPFhE9haReQDPAXDa2o2qepuq7qGqD1TVBwI4B8DTVfX8MM0dx/uRMbNBCLCdDWJtH2M2yHbMBqFJOCXG3leYJcZP4qPCZXJrwdVbZsTiyDQDd6vDqOqdInIMgK8D2ADgE6p6qYi8E8D5qnra+GeganG1mPp5WCqhBTAN1JeUV4rpoPniXk3uxk2tEhOiHykeXg8fYltpJ2Ld3jzm57qhm+FGG0tYND2wNYW+fTWZo9Q5MEBUgLsgCACo6tcAfG3gureOuO+hTbRpeh5OcCfxeiRDabC2j20DsDF0I2yIZUlXojXWl26t6gTe+vu0qIk+SyxA01pZwtKmek7aowwIENF2HqfDRIj5rmF4mhbjYRvhwYI7rA0Sr1imG3n46qsb+6AeHvrVQxsT1AHrldRJGWClBjAIYob3XzrWB6mf920kJGt9x9og28Vysl6Etc2wCp6DSV7qgtBorAtCM2ilM0GiUUELtHKKJhXEIAhVyGsghKrDbBB3Us4GIaoDT8yL83rYEEsArY5tNfFlcuvC7BOiarmsCRIva7ULUsEiqWmw1nesDRIcC6T6YG3X9Y51QWgaLP9G5AMLoxbCTBBzvOdLex3WoeowG6Q4I9NiQmeDpDQlJkacElM/74cGVrFfTeu008x+aEc8TYdTkMgKBkGoBh4DIawNUi2rgRAPfUeN8nwCXwQDTGFwSgwNM812UfZny0lgr7fKk+FZNRks6falTVZR86NbdHrPsIyGhRH/JyqBQRCTeKIWBgMhFAKzQQCkdbLO3bc89lm8Zh03YcCJDBkVmAhaLLRP20g7iEJjEMQs70d8HrNBqFrMBiEnYs8GaYLnPnQycl7pV1dV75kBCAqstTI+G6LbS3NKzZqO8VQJTo+hUFgY1TTv1eA8VtFikVQKwUiRVAUQsrB/LIU8i2CB1PixcGjcqiowGxq305HaWMKi2QEdGzpYwILrKHiE5hDHd1PNmAlCtI6naTHWWT14YDYIUeXqPg7mbkt14HZVPS6TW5j1TA2iWDEIYp73X2dOi6mX9+0jJGt9Z6Q2SGihaoNwICttXqbExCqluiCe2joowkO61KdjjAvCVFnHpPGaKMxuogkYBHHB2slaWR5/NT1lg1jfPqxmg9BQoQukpqTJXTelwrMxY12QNEW6QoxnnaKrmxCRSQyCEI3kKRBindVAiLUAErNBgmI2yOw4JWZnDBAQjVRkmdxOm8GGMqysQtMoZn3QFFgY1Q3vRTA9Fkn1xPv2QaawQGpzWCDVjlgKXVJzuM0QkTVzYGCoAGaCuOJtCGwQp8WkjdkgxTAbJChmg1BKOG0iY+1ngIiIasUgCFE0eBRHFQpdG4Q1LPzilJidVT0lxuL7r+I9sjhqONbaQy61Zygy210ouEoOMxyoIgyCuGPx6KcMZoPUy/r2wWwQonVYINUOZkYQVaPBZXJbK+NPvru9OOqKsBgrUXUYBHHJ+wkbAyFE4xmZEpNqNginxBCRNVZWiPF4COfQLFkVlnTHLMFLFBKDIG55D4RQfaxvG8wGIVonts2PU2LqZXGp3FSx/2jAqACGh5VbYgm+JE0ALNT4FwkGQSgQj0MJzAahJjEbBACzQerAKTHNS6Hmgve6IKkH1mgoBgWI4sQgiGvef7E9BkK8sL5tMBuEiIziyD5RY3qrk4MMnXa9tTBajgMdDNLkuFQ1lcQgiHs8aWsWs0GoScwGSUpsX+ecEkM0mrXsIGvtIarQltANIHMYBKHAPGaDeAmEWD9DYDYIFcQpMdXjlJjmWV4ql9kvRKVVtVpLJ6ZCC8YxGEJrdgndAKrC7QA2h24EmWR922gBTOWcYBuAjaEbkWWDNLfiYbqs77KpuANMr57GKoDlGZ+jDTioH7mzpraXst8PobfjFQE2MZWQqFEbMPv3cAKYCRINz6PXzAYhazzvT5FiNkj1muhTTomhprE4av08HrYlbDDTpO0uykhUPQZByAj+otbH+lGd1WkxlhipDUJERGRQa2V8Vmm3V29xVWoAsxuoQgyCRMX6yW5smA0SN+5P64TOak6ljgU3PRvqqJPBuiDUj8VIiUZjqRSqEYMg2/VCN6Aino+ePWaDeAmEWN8umA0yGbNBguGUmNlwSkxaeGJPRETGsTAqGeOxIhrFi1Uq12GBVCKq26yHAlUUaC3LanHUMkL0G4De6hLmlscPhnTa81hY7DbUIt9aWMRSDQOLXSxgPo9q1/UareU5LK3GMjAdyByATaEbYR8zQXYSy2g0h8WaxWyQasSy/9WJ2SDJFEi1vrumIrUpMRRff3Ka08zaU6xiN81jQuESvZQiBkHWieVEzPOvuMdpMV543i5CYZ+tE7o2CFUrhikxVA2eMFOiWg0FLVqJZDun8j7JLwZByChvgRAv2SDWxRKErBOzQVggldZhX9nCuiDxK3qYtsL5k9Malk3SAVe5IaoCgyBDxXIixqPCZnkJhHC7KI99tk6K2SDMZiBqjrexkGkxYESGucro4BK6VAILo47UAhzN5xvNc2FHFklNUyz7Xp22AdgYuhFhrYCFv6rURH924HPJwzoKXlZdgNLzT31dYi6OSmZ0MI8FsGArGTIHn7+1DWMmCFGlmA0SL/YZgQVSLWNfVYN1QexvS9bbF0hrZfwASrfHqSR1YGFVGiQiu4nIySJymYj8RER+d8h9DhWRi0TkUhE5q+/6q0Tkkvy28+tqIzNBxoplRNrzEBGzQdIUy75XJwPZIFwul4hGCbTcKs3I8DK5MetgAQuccznarmCA1pcPAjhDVf9YROYxcFAvIrsB+AiAI1T1GhHZc+Dxh6nqzXU2kJkgE8Xyhex52MDbxGBmg8SLfWZKKgVSm8JVYkbzsFQu0Sg8eYyap+V4KX4icjcAjwPwjwCgql1V/c3A3Z4H4Muqek1+n5uabSWDIAXFEgih5ngJhFjG/W4yAyvFsEBq/Rh7Ky7lvorxvXsbA5kWA2KFdNqczkLkwN4AfgXgkyLyAxH5uIgM5pc9BMDuIvJtEblARF7Qd5sC+EZ+/UvraiSnwySF02JokPVtwuK0GOt9lhgWSK0W+5OAeAp8ckpOvYoemq0IsCnFiDlRAHOo+3tvj4FaHSeo6gl9l3cB8CgAr1DVc0XkgwDeAOAtA/c5AMDhyL5Fvici56jqTwEcoqrX51NkzhSRy1T17KrfBDNBCotlVNrzUJG3ISEv2SCetwkyIcVjW2aDTM/rlBhKy7T7HKeekHN1T69pmRvcopJuVtUD+/5OGLj9OgDXqeq5+eWTkQVFBu/zdVVdzWt/nA1gPwBQ1evzf28CcAqAg+p4EwyClBJLIITIE4v7naUzUgNTYogsqWv3ZF2Q8mJ/fyFZ+hmKxLiTc9bdICpGVW8AcK2I7JtfdTiAHw/c7VQAh4jILiKyBOBgAD8RkWUR2QwA+RSaJwP4UR3t5HSYJHlO5/c2LWYrgC2hG1GA522CTAi5UgyncFSL/elXjF/l3n72Y8BpRJVoYwmLJgdybOhiHvPoVv/Ey2BGVnivAHBSvjLMlQBeJCJHA4CqHq+qPxGRMwBcDKAH4OOq+iMR2QfAKSICZHGKz6nqGXU0kEGQ0izWKJhGjEdKVnkJhFhmcb+ztA8ZWC43RR0ACw2+nqVNblZN9x2VF0tdEMok8nm2VpawtMl24KGFRSw1PMWbS/BSk1T1IgAHDlx9/MB93g/g/QPXXYl8WkzdGASZisUTspRwWKgeMZ1hUXKYvUD96vo6q+NEkqPu9fLSv17aSTTGuOyXEMGfJNVfGDUKrAmSNM8TSr19iXopkmqZxZEdS/uQgdogLJAaj5XQDaBoeK4LwuKojeqt1j/A2O1Vv8xuB/6W7m0bGkxkoVQKgUGQqVk8IZuGpZM4Co/bA5FpMe2isQaQQotpGyH7Gh6T6rT9BRxCaBkKchBZxCDITGIJhHjFbJD0WNznLJ1xJJ4NwuwFakJKo/xW3qu3n3tabyVU5Wzfhq1K4zHzJKTNnBpCQzAIQrB1EkfhcXsgKiXWjAbvQSVPX2Wep4xQOJ62cSIiQxgEmZnFkelpeP0l9TY85CUbxPL2YHGfs9RfzAaJnqXNbVaxBpBCs7aNhA7yhH59K8pk9rDPKCBl9sb05pAV8K7rLxIMglTC4klZShgIISIioho0GVBi4CFpnYDrhod8baIQGASpTAyBEGtDRxSW5e3B4v5mqb8MZIOEFCIbpOmMhqY2N++ZNXX1k5VaGU2w8l69jXdY6TcqZdxKJcPqc9BkXQZYyCAGQSgS3o6OmA1CkUtxuVyaDqfEZJgFQERUHU6poTEYBKmUxdHpsiyNZlN4lrcHi/ub5f6i2vFknizh1xE1pcJxqN7q7NkWrZX0MjaYpUJUzi6hGxCfFuD+i+h2AJtDN2IKbcDVuuhbAWwJ3QiK1jYAG8M2QQGEWhVxBcCmQK/dlKa+qr33ZV39dAeiKhJXu1WEHZkN/fp18XrIRi51sYB5Rvxtm0Oc33UVYyYIRcbbtBgPLA8nMhuEKAo8pibL+LVejZVqouKd9vxMj+/2Znt8GTFnaLRcDTwS7YxBkFpYPDEri7/4zWBtEKqTgQKpqS2Xy5N5moXVuiBWinx6G+eYpt/q3ga4TC6VxGAHxYhBkNowEBKOt6MkD4EQy9uCxX3Ncn9RVLhKDI3DryKiRnRQLruEgYUSOLWDasAgCBFR1AxkgxAVUWcWDZfKtYGZBUREZAALo9aKRVLDYZHU6lneFmLY1yKWWoHUDoCFhl+T4hFrAU8L2LdEFDsBj0EKYCZI7Sym6qfC27QYioulPHRmg0SNU2KoCcx6scvSzw3RlLoLPHOn5jAIQgXw17UZrA0yGwYcTQtZIDUEFkidjscpMdbF9r5DjW/E1o9Vq/Bz6a0ys7Of1xVmWPeELGMQpBExnJx5/fVnNgiF5HW/iQwzGKhOzJCgcSyuEJOA1sr0gYOW06DDJJ0ScyTKBl7KPDeRBQyCNCaGQAjVj9kgs+F+NhqnxESNU2LiEvNJcMzvzYuQy+SuhCoQVQ0rWRllV6Mhop0xCEIlWD75HYfZIBSS1/2mBiGnxIQ4eeeUGHu4O84mhqwXBmGi0GnHGQSoMqOC01GIRuPqMI2KYQULyyuEjONptRiuFDObGPazumwDsDF0I4jG87i6zh0Adg3diDEsf2UTBdDtzWN+rhu6GUG1sYhFDhTGZw5QroI1ETNBGsd0fSqC02Liwr7aLrUCqU3ilBhKBYujEhHRDBgEoSl4PQpgtDsdDDaOlnBtEE6JIU9inrYR83sLxeuhWQKs1BEhoh0YBAmCJ2hUBLNB4sK+2o7ZIPWJZTPjUrl2xVAXpGlcIYaIyBQGQWhKXo8imQ2SDgYbR2M2SKNizAbhlJj1rAcHvP5s14EBhnokfojFFVsa5K1uFJnDwqjBxFC80WulNRZJrZbX7SAE9hURERlgvJhvb3UJc8txD2a0sIilCiNHbSxhkQNAyettAFrLdeY59Gp87uYwEyQoflER1Yv7mFmcElOfWEb8OSWGGQvjsDhqc6reDlek4iekJG0qcB+ukkIjMAhCM/J6NOApZ5O1QagOnBLTKE6JSYP1KTGWMMBDNWuteM+4blYn8jkmzMOlfgyCBBfDSDVPgMkya/sY95ftmA1C5BODPeU10WeJ/bx02vXV4Gi5n7JOROMwCGKCtZO0VDAbpFqJHX1Fgdkg0Ypld4wxgyakWLaLKnjIRPHQxgRxydt61VvPgmIhIhtE5LJpH8/CqFQRFnwky6wVIub+kqQO4qtov4Ji87It8rIbroLz2kfxVOeczOn25jE/1w3djOgELdC6jOSD5yqC7kKdBxs2BpFV9S4RuVxE7q+q15R9PIMgZlg7SUuFpyMorhRDddgGYGO4l1cArJFHMTG+6oYpDPDEx9NhFRF5tzuAS0Xk++jLnVPVp096IIMgpngPhHg9Afb0i+0hEGKVtf3L6/4SEc9ZDEVwE6M6pRzsiWXfSvkzdIbL3xIN9ZZpH8hJV1QxTjgmbgNUUkoFUmNM0627vgqXyq1Wiu+ZZhegPklv1dLARXNiXqWl5WbQkTxQ1bMAXAVgY/7/8wBcWOSxDIKYwyhvGDbmtxXjoUiqVdb2LytnIwkXSCXygAUy69F0v3JVnR1WOA9yVh3UtzrOON0KgjSFV9+Z9FKcTpc0EXkJgJMBfDS/6r4AvlLksZwOY5K1tP2yYskTpelxGyAnQkyJabJAKnfFMDjNoDmeZrROo2zdFO7zJnmfztLCIpasDBgug4HhMXqYq3mJZyPbQeblAA4CcC4AqOrPRGTPIg9kJgjRdqZ26gmYDRIPZoMASGtKTIw8T4mh6VWR2cCTGYpIqOyMoqxNteka7y8yr6Oq25d4EpFdUPCIkkEQs/xGizNWTuwoHKvbgPd9iypX9wk82Wb1q6pOKb5nilKnPf4kurXiObN6dqzBQZE7S0TeCGBRRJ4E4EsAvlrkgQyCUI08HmUxG4QomJSyQZrMbPD4VUzrMWPCFu5XRAyyUGhvAPArAJcAeBmArwF4c5EHsiaIad5rgxBZnZxsbd+y0k/bAGwM3Qii4ZqspVIF1gXxoWzNjdjUsZ1GUqelhSUs1Zw9aqrWBpEzqtoD8LH8rxQGQcyzdrJWlpWTuzI8/XpvBbAldCOI/AtRIDU2nvvQ408V7eDpZ9tzcCz1gFGE2ljE4oggjOtirrsi2ey5HuaSqbUiIpdgfR7xbQDOB/BuVb1l1GM5HYZoKEblq2M1Z9jaD7uVfmKB1MZwSgyFVNU2weKo9nB/L6zbm+5kse16gLJ5VSyrS36IyG4icrKIXCYiPxGR3x24/b+IyPdEpCMifzFw21UicomIXCQi5094qX8BcDqAI/O/ryILgNwA4FPjHshMEBeYDULjMBuEiMikqkf9ORKfpoQ/997qEuaWrQ1a2OU6e4Ni8kEAZ6jqH4vIPNafyN4K4JUA/nDE4w9T1ZsLvM4TVfVRfZcvEZELVfVRIvIn4x7ITBA3+IXWPGaDVMfqsJS1/cpKPyWaDcJVYmbHpXIpJVa+sr1akdAtoBgwycQUEbkbgMcB+EcAUNWuqv6m/z6qepOqnofZDzg3iMhBfa/9aAAb8ot3jnsggyDUEB4p1IsrxRC5xCkxdrB/iIiIJtlDRM7v+3vpwO17I1ux5ZMi8gMR+biIlMllUwDfEJELhjz3oBcD+EcR+U8RuQpZ4OUl+eu9b9wDOR3GFU6LaZ6namvWWf38re1XVvspEZ6LexKVVdXXjYVin7P8XCc83YSI4tLDHFr1HtferKoHjrl9FwCPAvAKVT1XRD6IbCnbtxR8/kNU9XoR2RPAmSJymaqePeyOeTbJI/LsE6jqbX03/9O4F3EZBBGRI5DNNdoA4OOq+lcDtx8N4OUA7kJ2SPtSVf1x4w0lahRrg1CVAi+XqwCYKe1T3YGk1JfKjfWEPdb3NYyFoFE/a+0hlzpYwMKU6Y2FlyNeBgsp23cdgOtU9dz88snIgiCFqOr1+b83icgpAA4CMDQIIiKvGbgMZKvDXKCqF417HXfTYURkA4APA3gKgIcBeK6IPGzgbp9T1Ueo6v4A/gbAcQ03s0bWahiU5THfmLVBqmP18/e+X5FrnBJjB/uHqBoNHjp12uNXeGmtWMr2nB5XpCEPVPUGANeKyL75VYcDKJSMICLLIrJ57f8AngzgR2MeciCAowHcN/97GYAjAHxMRP5y3Gt5zAQ5CMAVqnolAIjIFwA8A32dq6r9BRKWEd2ii9bS98kOZoPEwcqUmESzQTglhoisKZspU9fPSEoZOwHNklVhSQuLWOJgYopeAeCkfGWYKwG8KJ+pAVU9XkTujWwp2y0AeiLyamTJDXsAOCXP6NgFWWLDGWNeZy8Aj1LVFQAQkbchWzL3cQAuQJYMMZTHIMh9AVzbd/k6AAcP3klEXg7gNQDmATyhmaZRMVZO8MrwVBvEeiDE6ufP4CJRZRhIolRY/UmjYDqYxwK6667n8rWUinwqymDdkOP7br8BWQBj0FYA+5V4qT2xcz7tNgD3UtW2iIyNInoMghSiqh8G8GEReR6ANwM4avA+ecXZvOrsHk02rwLeT9g8HjV4CoSQfx73EZpak3UuYti0WBekutF4S8VRQ2YZMMOBhihcqyISsWSgpKwHQSud85WTAJwrIqfml58G4HP5VJqxU3Dc1QQBcD2A+/Vd3iu/bpQvAPjDYTeo6gmqemBWJKgiUQAAIABJREFU4dbyyPko6XwpU1nWl8zlxHs/Zl3CfUahJjOuBHpdCo9fT34x696flfAVsLu98TVFLOvAb9srxQBmklT1XcgSGn6T/x2tqu9U1VVVPXLcYz0GQc4D8GAR2TufZ/QcAKf130FEHtx38Q8A/KzB9lFhHo80eYQVN2uBRY/7CFGOgSSi0e4I3QA/equeM5+JqGoisiX/9+7Iao58Nv+7Mr9uInfTYVT1ThE5BsDXkS2R+wlVvVRE3gngfFU9DcAxIvJEZEOYv8aQqTDx8D4thurD2iBUlcAFUlPBKTHleJsSQ2QZl8ktjTU+/NgC4MbQjaAqfQ7AU5EVP+3PGZb88j6TnsBdEAQAVPVrAL42cN1b+/7/qsYbRVPyeCTO2iBxY2DRHK4SQzFIoS4IEZXGFVSaw6+5OKjqUyVbQubxqnrNNM/hMghCg3jSRqMwG8Q/K33EbJBGMLvBBiu7nTfei6NOq6ntxcoyuUVxzIiocYo5dBM4kFBVFZHTATximsd7rAlCQ3lOx/NY94AR+7h53p8ixQKp1Wviq7fu/uMiBjRolp/n1cpaETf2kyuDK4V0EjhBpmRcKCKPnuaBDIKQER4DIV5wpRj/2EdERESjdNrjV0lprTBj2j3WrKH1DgbwPRH5uYhcLCKXiMjFRR7I6TBR4bSYZjHPM27cn9bjlJhGcEqMDXVMJWBdEOrHYqREI+kyIMw6ovF+f9oHMhOEDOFod32sZ4PQZNw/OCWmBjFMiSFbuPQrERE1492qenX/H4B3F3kgM0G2uyt0AyrC0etmMRukGlaHILk/rcdsEDKGmTPx8VgcNQahMlNWBNgUKspNFJce5tbVgYnYw/sviMgGAAcUeSAzQXYSy0ir56KOHj8DL0VSmQ1CEUjlOJkFP4mmF6I4alOHL4lOD+itckCiqHbJwZt2wRPm/hPrulYf6S4wok2TicixInI7gEeKyNb873YANwE4tchzMAhCREZ4DIA1jX0UDKd0zMZr/9Wxy1U9XSTRk2IqiD8bhXR7owurtqbICO1gfKHW2JUNxBCVoarvU9XNAN6vqlvyv82qeg9VPbbIczAIsk4svxbMBmkWs0Hi5Xlfqsu20A2gKnn8yh3EzJlqxLAtEBnG4ABRdYoGPIZhEISM4pFYmvi5T8Y+4pQYIuNYHDV+RTOQvIwRGdQZMuWEQRSiarAw6lBWizSWxaKOzfJSJHUrgC2hG+EM96X1EiyQugJgU+hGECUileKoXCaXDGtjCYteMmJ3BacHIiuMymDZZMwEGSmW0VYnX1xDxfIZUDn83CdjH1HFuFTuaKwL4hMzEKgBPNkkCktE9hORY/K//Yo+jkEQokp5OepibZDyPAcUIxRqSkzTJ/KcElMc+6oajLHaXyGGhuq00y5GGkpCy7GSMSLyKgAnAdgz/ztRRF5R5LEMgowVy6+Z55O3WD4DKoefuw8skEpE1Lg6M38irufSWrGbtcFAAtFU/gzAwar6VlV9K4DHAHhJkQcyCDIRT8aoLGaDxMtSQJHfTckUSG0Kp8RQlSI+mXbHw8/FioRugVtJLMebQn0gmoYAuKvv8l35dROxMGoyPBd2jKVQLZXDz90HFkitXQcYskgANamOr6OqC2LGWEg0xvdEU+utLmFu2dJgBJE9Chm6slCkPgngXBE5Jb/8hwA+UeSBzAQpxEMIvQj+cDSH2SDUhFi+m4gqwrog5BGzZoiISlPV4wC8CMCt+d+LVPUDRR7LIAg5wZO9NFn83BlMNIVTYqrFKTEE2PzqnYaX8QivitYm4edARDUQkc+q6oWq+qH87wci8tkij2UQpLBYjgg8n8B5+wy8/OozG4RmlWCBVK4SQxQ3rhBDiap7KgWLwFKFHt5/QUQ2ADigyAMZBCmFv2xEzbO431kKJlrsH6KA6goY1bGrxT4NIvb3R1Hp9kYXGG25ratHFB8ROVZEbgfwSBHZmv/dDuAmAKcWeQ4WRk0Si6Q2pw24iHhvBbAldCOIpqMoWAucCvH2NUs7xFhINMb3VIU6+6Xqor2J6mAeC+iGbkZ6FlDvMtLG9TAXfbaNqr4PwPtE5H2qeuw0z8FMkNI46kpEALNBBnFKTO1imhLDuiD2Wfhaoerw8yRjmF1Ds5o2AAIwCJIwSydwZXn7JWdtkNl5+8ypcSyQSk3gV5E/Xn6CqRKd9ugpLVa0A5z8W8gM6KazbCs5wCDIVGI5CvIcCCGywNI+ZOF7KcFsELLJU9ZM7HUzPL+/JlPqPfdTVVbqn9fYWmH2AVBf8dO6i6oSVYVBkKlZOOFImbf+9zIUxWwQolJinRLDpXL9SnguvBn8uUpKiMyOmHRhP3uH7BKRDSJyHxG5/9pfkcexMGryPBdJJSLqwwKpRETNarhwbW91CXPLlrIw69XBAhamiH63sYRFU9mq4WxcBnBb6FY0RyHJTD0SkVcAeBuAGwH08qsVwCMnPZZBkJmwhH5Y3vqfK8XMzuJnbimQaKF/tgHYGLgNRDWysJs1xcp75Qoxw3nqFy+HQA4wwEG03asA7Kuqt5R9IKfDzCyGnEfPX6Te+t/LtBgiKizWaR3evl4HsS4IEZFLrWWeolIh12LKPB9mghDREMwGKYfZIDsLmA2SwpSYDhBNpusKgE2hGxEhaxkCdwDYNeDrMwuhvNCfGRHRZFcC+LaInI6+oQ9VPW7SAxlmq4T34TKA2SBNYjYIERGRCzGtEOPtcCkxFpaxJXLmGgBnAphHNgK49jcRM0Goj6XRbKJxLGQ7DOL+k7RYMxos7mpl1JU1471fqH7cRlzq9uYxP9cN3YzGtbGIxZoG6VpYxBIHABvTw1wyATVVfQcAiMim/HLhCcrMBKkMw+theet/Dz8GlpfLpfEs7A/bwr20hnvpxniqdzFJrDVVyrJaF8TC1wnApX8puBYHOnyxNCWQaiEivyMiPwBwKYBLReQCEXl4kccyCFIpK0cKs/A8LYbSEsP+RkRERNutzF7UqdOer6AhROTACQBeo6oPUNUHAHgtgI8VeSCDIBQRbyfFzAaJj6Ugorf9IQLMaCBLrGVOhM508fCTOw0Ln7OFNiSug2YCP6lMsyA3llX1W2sXVPXbKJgDFDQIIiIPFpGTReTHInLl2l/INs0uhhMPSydyROQXp8TUqqkpMd5/1urqJ+/9QpSo1kpz01qaCk6E0I1mmTJy7EoReYuIPDD/ezOyFWMmCl0Y9ZMA3gbgAwAOA/AiMDuFZuKtEpmHdfu4XG45LJBKVFqshWXLsrosqcWv2iZZW3LYq4oOeXqrS5hb5oAd0TA9zKGdznHonwJ4B4Av55e/k183UeggyKKqflNERFWvBvB2EbkAwFsDt2tGMRwt8ESOyD8L30XbAGwM89IKYPbp5eXwZJ6oPt6CEdN8BdcdCCvTJqtBOWpUG0tYZJY4lSAiVyH7trkLwJ2qeuCQ+xwK4O+QHSTerKqPL/rYNar6awCvnKaNoYMgHRGZA/AzETkGwPWI5vDRwsnHrLwGQrz1PbNBZmPx8/a675A7dS0BO8jibkaTeQsaEDlVNlDAwEIJC4hrRbR0HKaqNw+7QUR2A/ARAEeo6jUismfRx+aP/ztVfbWIfBVDJkCr6tMnNS50EORVyM4UXgngXQCeAOCooC0iIooKz17JiTqzaOoKFnH3KoeZBUREBDwPwJdV9RoAUNWbSj7+s/m//2faBgStv6Gq56nqiqpep6ovUtVnqeo5IdtUrRiqpnmNUnvrew9l6y2vFOPt805NYgVSuUoMzSL0Kiox8/BTS0TknwL4hohcICIvHXL7QwDsLiLfzu/zghKPhapekP93f1U9q/8PwP5FGhg0E0REHgLgdQAe0N8WVX1CsEYREVWCU2KoIZwSQ03g528Xpz1RBFpYwpLbwVc7ephDp96Dgj1E5Py+yyeo6gkD9zlEVa/Pp7mcKSKXqerZfbfvAuAAAIcjqwnwPRE5R1V/WuCx/Y4C8MGB61445Lp1Qk+H+RKA4wF8DFnxkwjFcNTg9WTOW9+zNshsvH3eTWLfEDUWLKJ6hTrhZ6BhPPYPDWDdk2jdPK5YKQCo6vX5vzeJyCkADgLQH8i4DsAtqroKYFVEzgawH4CfFngsROS5yKbU7C0ip/XdtBnArUXeROggyJ2q+g+B29AAnoCEw76nkLwGEOvAVWKoAI/9Zv1nhienYVlcIca6FQE2hZjLmOn25jE/1w32+oM6WMBCw5VBQ7wmxUFElgHMqert+f+fDOCdA3c7FcDfi8guAOYBHAzgAwUfCwDfBfBLAHsA+Nu+628HcHGRdgYJgojI3fP/flVE/hzAKeir+6uqhSI41CSezDWD2SBUF+tnajQTZjmQF6mf4FuQwM9Bpz2PhcXqAxmep2y0sIilmgrj1Pnc5M69AJwiIkAWa/icqp4hIkcDgKoer6o/EZEzkAUsegA+rqo/EpF9hj128AVU9WoAV4vIkQB+oap3AICILALYC8BVkxoZKhPkAuw8Nve6vtsUwD6Nt6h2MfzieA2ExND3VAw/a9sCZoNQNbiLNYOBgvp4GGuwpOptkf1fCU41IatU9UpkU1sGrz9+4PL7Aby/yGPH+CcAv9d3+S5k5TYePemBQYIgqrp3iNcl8sHDEQKzQYrzGjyMDKfE+OFxqdxUMAhGRvRWlzC3HF8QoMqMCgZK0qQQtM2fR1RmF1XdnvKlql0RmS/ywKBL5IrIriLyGhH5soj8PxF5tYhEPPYRwzKeXr9MY+h7Koaf9WjsG6JaWN+1VkM3gMiW1goHJ2peQYSoCb8SkaevXRCRZwC4ucgDQxdG/QyyQ4f/m19+HoDPAvgfwVpEZIKHbBAqjtkgO3BKTG24VC6lgivEEBERcDSAk0Tk75Hl+14L4AVFHhg6CPI7qvqwvsvfEpEfB2tNI2I4evR6QhdD31tieUoMP+vREu4bTokhT2KuCxLzewuFARqzOpjHAuysNkMUC1X9OYDHiMim/PJK0ceGDoJcKCKPUdVzAEBEDgZwfuA2NSDhkxAqgdkgcfEaPCQKgHVBKCZcJpeIqDIi8ieqeqKIvGbgegCAqh436TlCB0EOAPBdEbkmv3x/AJeLyCUAVFUfGa5pNJ7XEzoGoKplORuE7OKUmNpwSkw4qfRJDO+TYwz1SDwbhYVIyYIe5lKo97L2TTP1r1HoIMgRgV8/oBiOIogs4z42WsJ9wykxlKrET1BpgPWfgRUBNmnoVriS1LSbZWRBf0qSqn40/+9HVPVX0zxHkNVhROTuInJ3ZF/B6/5U9WpVvTpE26gMr9Fu62X8+1WzTFq9toZugCNe95k6bAvdACL77gjdAMO44k1zuB3Wou0yo5rIlP8QkW+IyJ+JyO5lHhgqE+QC7Dwetxbqlfz/+4RoVPOsh+GJvOM+RgmKpeYF64KQRcyomR2nI1EVFpD9TlCyVPUhInIQgOcAeFO+wMoXVPXESY8NEgRR1b3X/p9nhDwYyZZ/8n6Sxtog9fNwtMDaIMVZ2Wc87QMV45SYaiS8CY3EPimOhT+pZp32PBYWp5se0u3NY34ukakluTYWsegiA7kEBrujp6rfB/B9EXkvgOMAfBqAzSDIGhF5MYBXAdgLwEUAHgPguwAOD9kuKsvKSR3RMDwrsYsFUokaVVUWA79Wy2uizxLLUumtLmFumdNMqRjrw4lV6WEOrUTerYhsAfBMZJkgDwJwCoCDijw2SE2QPq8C8GgAV6vqYQD+K4DbwjYpBE81KmLiqd89ROZZG8QfT/tAxWKvtxdLwTimOlNdPPysshaHSS0O/NWqu8D0DSrshwD2B/BOVX2Iqr5eVS8o8sDQq8Pcoap3iAhEZEFVLxORfQO3iabCbBCyzNqwJfeXJHFKjC1e6oJw2ghRLVorS1jaxEySqnWwgIVoIvFk3D6qOtWwVuggyHUishuArwA4U0R+DSDRVWE8H0l65qnfWRuEYsQpMRQZTz8r3iU2/YOIJlgGV45Ky4NF5C8APBB9cQ1VfcKkBwYNgqjqM/P/vl1EvgXgbgDOCNgkmglHt4mKs7K/JHzGFqJAKlEsqvjq8JrlEkvwpY6v/1j6xhhmVxAN9SUAxwP4OIC7yjwwdCbIdqp6Vug2hJfwyUhQnvrdQzaIVZ4+Z4pWk1NivEz3mCTGaUQh8SSVpuE1YEWUmB7m0DYxyNaIO1X1H6Z5YOjCqLSO90KFnFtJLJDqT+jvnW2BX59mEnrzmYWXgVUWyKQUraSZqhfzyh7dKCLzZMhXReTPReS3ROTua39FHsggCBEAX0fxHkraW2Xtc2bQMLjYV4khotGa/jlt4ifISz0EHsrMrMnR/v7XqiJIU/Q5dFLWGrMEU3cUgNcB+C6AC/K/84s80Mx0GOrnPW3fSq0DCocFUolG4pSY+Hn/Gfck9uk9nIYShQ7msYBu6GbEgcVPKaeqe0/7WGaCEG1nLUtgHA6hxMNKNkjo7Z9TYlyre/NZqfn5aTpVfO6c6kMRsV6LwdpUm5bx/iLbRGSjiLxSRE7O/44RkUJLDjITxCzvw0jMBiGr2SDe9y2qHFeJSVuK2TKxZ09QMnqrS5hbHj2Y0GnPY2Ex3QyMNpawaGawhZqgEHQwH7oZTfkHABsBfCS//Pz8uhdPeiCDIEQ78XSCzJViKDbbkP2WJYBTYqgsTouwhYEkInSxgHk3FaYpQo9W1f36Lv+biPywyAM5Hca00Onps2LkmayuFGNt37Kyr1jrFyLHuDuRB3Vsp5HUa+j2khlNJ/LqLhF50NoFEdkHwF1FHshMEKJ1mA1ClBxOiZld3V+dTWbPUDr4M0oBcbpKTZbBekNpeB2Ab4nIlciO4h4A4EVFHsggiHmeTsiHYW0QssravmVlXwndLwlNiSE7OGVoelV8Zcw61cfT1JTQX7GziHBKVmtlCUub0g1CdLCAhRHTWcbdVlYLi1hiUX+qmKp+U0QeDGDf/KrLVbXQRssgiAuefzEBOyd3ZXjqc+vDWFYLpBIFxrogVFaVJ6GeAgepK/u587OtXQtLWGIGBxnUw5z5VYqqIiIvB3CSql6cX95dRP5MVT8y4aGsCUJERAQgmxJDs+FSuTtjXRCi0YokBqxwnmIZCa0KsgMDfil7iar+Zu2Cqv4awEuKPJBBEDe8H0l5jJZ76nPrKYYskFqMlf0kdL9sC/z6REQFRFIAlIjIqQ0isj1SKiIbgGKRQAZBiIiIQmkys4GrGI7H/iEiIvLkDABfFJHDReRwAJ/Pr5uIQRBXQo/OzsrKKHcZ3vvcEmaDFONxP4kIp8RQSqrKZLDwNTrLe7GeTElERMO8HsC/Afhf+d83AfxlkQeyMCpRNKwXSCVfQhcH5ioxbnGp3J1V3R8RrtABIN73NUzor9dB1tpDLs2yAkwX85hHd/IddwWXvp1AIegkUgldVXsAjs//SmEmiDsWhltm4XGU23ufW8JsEKJ1OCWGiGLTYL2U3ur4lTA67QSLhRLRWAyCEEWFOb1xsBIsTDQ4xCkx6WKQiKwqO/pdVxCCo/DBeBzdT2WpVvKHQRCXvJ+YWDnBK8N7nxN5xFViiMg4rhBDA0ad+JdZvrbF6c1EI4nIZ/N/XzXtczAI4hZPymkU69kgnBJDtE6TU2KaUPfuFFt/lVXlaDxP4oko12bwhXw4QETuA+BPRWR3Ebl7/1+RJ2BhVAqkBbhLkWPlMGqSlX0k0e1eAcjEe/nUARxmVfuWwm5UxXuctTjqKoDlKR/L2uI0RLc3j/m5AgU7iYzoYS6FTKLjka0Esw+AC7DzEZvm14/FTBDXOHJNozAbZDrcp+zhlBhqGOuCEDWnyOHKSr0R6daKhQGH6bDmRo6B/aSo6odU9aEAPqGq+6jq3n1/EwMgADNBKCgrI91lpDCcR3Z43Edoat6Wfp2EX5dEo3H/ICKaiar+LxHZD8Bj86vOVtWLizyWmSDuceSaRmE2CFUl0e+ZmFeJiSHbIfW6IERVSvRrfhYtDlK4schh/yiJyCsBnAT8f/buPE6Wsrz7//fLcuacOUcERYyKETFoXEjQ4JIfUVGj4gYmGsUlijExj8aYxF80+mhMNCaPhiSaqM/L8MQ1aiQxkvAghqiAO8giIOAGuLCoyKIwZ4Y5cOZ6/qgaaPr09HRP13LfVZ/369Wvme6u7rpr7aqrrvsq7Vc+Pmz79yf5LKsEWpbjlW4u33Qbyzc9N0vas+1GALOpetcya/2MQbPU0gAwkyXNa0uWd07MT25nHFjXb0t6eERslyTbb5X0ZUnvWO+DZIJ0AuF7rCX1bBCsjwMjoHFdyJRpQ18PR5q6w860dwXizj8Aus2Sdg4836kJy9qTCYIEkA3SXzdI2qvtRozA8t1V2/OkJ9kg1AVB33GHmPRNuozIMAIat6Ld+lQw932SzrR9Qvn86ZLeM8kHyQTpjL5efgH6gGyQ1lAXJG3UBQEgaWV7b076pjZ8QtyD26eiZba/a/trts+zffaI93/e9pdtL9v+42k+Oygi/k7SiyRdVz5eFBFvn6SNZIIgEWSD1Cf1S1upZoNgV7ms80CiUq4LAnTY8tImzW3Z0XYzMIutootXXh4TEdes8d51kl6hInNj2s/eTkScK+ncaRtHJkinkA0CVIftKT03t92AZpDdkIYuZMpMg5OL5vEzA6xpcSunqV0VEVdHxFlq8cAuy7XL9hG2v2n7EtuvGfH+K21fbPsC25+xfa822tmOnH9Rc0z5z2V+p14gldvlri/H7aMj6BIzm1x2k6gGyxsAumxf22cPPF4yYpiQ9N+2z1nj/XFm+ezEsusOY3t3Se+S9HhJV0g6y/aJEXHxwGBflXRoRCzafqmkv5b07PHfvHP82wB6iO4fu2KeIDFdKyaLPLv5dKEIaFu799R77UISt/LNxYqsZW2qcxTXRMSh6wzzKxFxpe39JH3K9jci4nMTfv/En7V9V0n3KJ9eGRE/mnAcWWaCPEzSJRFxWUTskPRRSUcNDhARp0XE6lZ6hqT9J/vqrlyNzvkyTI4711zmd+rZIMAk6BIDYB2zdO1J/ady2tvkdsXCRHe9hFT3CbCk+oqrLmZXHxCjRMSV5d+rJZ2g4vy9ss/aPsT2GZJOV5Hs8NeSPmv7DNsPmWQ8OQZB7iHp8oHnV+i2CNAoL5b0yVpbBKACXQlC1inHIGFHdLlLTBNyiRUPq6O7UNXzoq8nxZgMtV4msriw9sn3jpXpgwo53aJ0WXNtNwEdYnur7Tus/i/pCZIurPiz75f0BxFx/4j41fLx85L+UMVtc9eVXXeYadh+vqRDJT16jfdfIqnsa7RP+WpX7lSRc8p6jneKyQU5p9PLeVuqC/OkU5YljoEhqRtdOoCELWuT5tT9u9Qsa05zvasujdJdJZ1gWypiDR+JiP+y/T8kKSLebftnJJ2t4qR7xfYfSnqApH1HfXbEOLZGxJnDL0bEGWXwZF05BkGulHTPgef7l6/dju1flfQ6SY+OiJFbYUQcJ+m4Yvh7cp0PM+CksBpdCULWiSBh0SVmz7YbgZRQFyQt/CR236R1Wwisbdiitmh+qH8WwQWkLiIuk/SLI15/98D/P9TochU3jPrsCJ+0/QlJH9RtPUTuKekFkkYFTXaRYxDkLEkH2b63iuDH0ZKeOziA7QdL+kdJR5T9iabUlROxnI9CONFDSnLellCZkNRkt3RO7IHu4+cFQIVCu2XVHWsjIuIVtp+koi7orYVRJb0rIk6e5DuyC4JExC22Xy7pFEm7S3pvRFxk+02Szo6IEyUdq+LQ8d/KdJrvR8SRrTUaPZHLkUzqXWK6EoTsulzWd0ykiS4xua4ydcybXOdFk3K8Qwx6Z1Hzmu9wva6sMk+2ihpJPRIRn9QMdT+zC4JIUhnhOXnotTcM/P+rs4+lKydiOR9pkQ0CjMa2QZcYYAABg1210Q2Drh+tWtk+r922djcgAWB9to+LiJesN1yWQRAgXbkEnVLPBklRLssWtaJLTLqYV9XgRD79n0iCXhuyvLRJc1u6X5S0aTs0p025ZIugE2zfaa23JD15ku8gCDIW2SDt44p3P3Vl2+u6nPctAIBdsFtvxZLmtaXD3WqAiv1Y0vd0+8tSq5ep9pvkCwiCrIuTMUwrlyOI1C91pSilZUuAkC4xFaMuCKrEsk5HDtk9HJJsWC8CKHMSySaTWdFuWuz+8eFlkh4XEd8ffsP25SOG38VulTcJibqx7QbMoOM7dqzhhrYbAIzW9A3VFxoeH3ZVx8F3zj/LTaHIIQYtNNkXEUDC3i5pnzXe++tJvoAgyEQ4GcO0cjm6XVp/ECQshQBhLus6eqHPASMCBvliNwoAE4uId0XE+Wu8945JvoPuML2Sc24qqf9IRc7bURfRJaZSTXSJQfpy6D4xia5MR6omLdDKcgBQA9u/PuLln0r6WkRcPe6zBEEmRm0QTIuT5dmx3eWBdR1TYHVBDjZao4ITfmRuSVu0hUxh5OHFkn5Z0mnl88MlnSPp3rbfFBH/vNYHCYL0Ts5Hn2SD1INqZNNLaTtiu2gFt8rtnzqyZFLaldSh69OHTllcmNf8ttHdTHesbNKm3bi9bhW4pW69VrSbdqxsarsZTdlD0v0j4keSZPuukj4o6eGSPidpzSAINUGm0pXaIHQ+bQ7zenZd2e5Qn5vbbgBSQl0Q9AHLGgDuuRoAKV1dvnad1jk4JAiCzKRQCLKLSHvErAj4dQYX6JASTvabx+68EktkaY61WFcWMt3R+uR02yfZfqHtF0o6sXxtq6SfjPsgQZCpdeWqNL9wzWFezy7F7S6l5UpwsBXcKnfjUtp8MNr2thuASrE8AXTP70l6n6RDyscHJP1eRGyPiMeM+yBBkA1J8YSsTzjhqwfZIMgZXWLQALJk8pPLyT+BwUqsbE8/+2JZzddrSCErpbbMD/RWRISkL0g6VdJnJH2ufG1dFEbtNSqWAbNJaRtKoUBqSvMDvZZTIdmubzY5Tx91w5vF/G7MorbOiqCyAAAgAElEQVRovoaLX3V9Lya3snM3LS60fTzYDNvPknSspNNVlKt/h+1XRcTH1vssQZAN49ad7UrhhG8auRwFpnwEwjaHBDV9l5im1HEnlGG57BZzc5OkzW03oue4TW6ylpc2aW5LtXd5WdS85slS3jDmH2bwOkkPjYirJcn2XSR9WtK6QRC6w/Qe+ZcAuqIHXWK6VBcEQP6aLly70MWoc/Xa6HIDtGC31QBI6VpNGN8gCDITaoO0K7eoMQGn2aW4zaW0XFPYJlKaHwBmkko9De4Qk79U1qXMUEejAmTGddl/2T7F9jG2j5H0CUknT/JBusNA5CTj9lLuEgMkiC4xaaqrLkgd84WfYWwEXZ96aVlzmqNKM6CIeJXtZ0g6rHzpuIg4YZLPEgSZGXUK2kVtEAA9k1PRz/WwS0QTqNEBZGXH3Jw2LRPo2YhYsZaX+tMdKiL+XdK/T/s5usOgRAo7BqVc2ZsuMeP1vUtMD+qCAOtJrftISrvIPpumSwrLDECibN9o+4YRjxttT3SiQCZIJcgGaRfZIAAAoAZN9hDl8KDXljSvLS1dyKCLDXISETPvKckEwQDC/hhENsh02H56LdpuQE1yPyau6246uc8X1I9CoFlaXMjpoloelrK6UIm+IAhSmRRPyvokhS4A0+CEGXVKYXugS0ytunSrXHaHhVTnQyon86l18UHv7FjpT52FTqBoMMagO0ylutAthlxMAAAAtKCC7kcr2+e129YULgYALVjZTSvbyb5ZD5kg6BB+8KpHl5jppHQpl+2hcV3tEoM8pZY50fbuMZWMli5KbV3rIbqcANMhCFK5FE/MptX2kUpfMJ/RdXSJqVVTXWJyr39BXRB0GQEINIhgC7qCIAg6hqvf1SMbBEDNiAkjZSn/DOakqmycBc/08eWl5mp7dDlosNjYbZOA6hEEqUUXTsw4Im0G87l7UlqmBAUbR5cYzCKl3ccgupI0J9V1AL21rLm2mwBUjsKo6KBFqcORdyAvbRZbvlnSni2NG0DlblJed3zYLmlr240YMk2bqJU/sUXNa36KCw/L2qQ57aixRd0RWyUTiJ3cimbOluoDMkFqQzYIJpXDfE45FzjFbS2HZYpOoC7IZLp0S+FpUC8CAIBdEAQBgE6jSwwykWPsMPfgUNNyXMYAgM4hCFKrFK9QTyvXI5bcTvxymM9kg2CjenaXGOqCYBY5/BzkipR6AIAIggBATTiTQUPoEoMmEEBIF92e0AE71NxdewAKo9buBkl7td2IGeVaGYsCqdVbkrglWobYFgBgJvz8AVNZ1pzmiJ43b0VpJ28ngkwQIBlkDsyGLjFpo0sMJlDnalJXxkzqx/hdyxLo2vR0RZXLhRO421lsIfq2RMQPHUcQpBFdODnL9QQ9t9og6JZctxsAQCU20o2In46ZrWzfePbj4kI3MyeXaswI3aG52r4bqANBECApORz5pHyJpgsBx7oQEOw06oJ0Sw4/BRvV5WnLRZv1XTKvLbNjJY26FcsEHYCZEARpTBdOznI9cuHkD23KdbupQ8/mBV1i0DWZn8BK6sY0NKlnu+22VZmtsUyhUWBNFEYFkpNDIVoqxCE3N0vas+1GYBJ17gIXJG2r6bsBNGfB0raNR5qXlzZpbsuOChuUn0Vt0XzS2b3YkBUR7J0AmSCNIhukPWSD9EcXtrO6sB10WlNdYrCr1LsJUUwUANAg27vb/qrtk9Z4/1m2L7Z9ke2PDLy+0/Z55ePEutpHJgiQJLJBuiWH5dkU5kX2liW6o6NVN0na3MJ4+dkDgEn9gaSvS9pr+A3bB0l6raTDIuJ62/sNvL0UEYfU3TgyQRrXhavUZIMgdV3YzurS5+2AW+UiI7n+1E6iy9PWFrJ9klXnXVmAFNneX9JTJP3TGoP8jqR3RcT1khQRVzfVtlUEQVrBCRoAAGuq8ySZbkNoGrfJBdAvb5f0ahUVSka5r6T72v6i7TNsHzHw3mbbZ5evP72uBtIdBhuUa0r7opRNRD6HeUxu8ORyWJ5NYV7UhsKf7elLN6Htkra23YgZdWEaUtRWNyUAt1lR3Zlh+9o+e+D5cRFx3OoT20+VdHVEnGP78DW+Yw9JB0k6XNL+kj5n++CI+Imke0XElbYPlHSq7a9FxKVVTwRBkNbcoBFdpABUhm1sbTkFA6vWwl1iQpKbHWXt+nLC3yWcoGIQgaDKLWpe873uctqgreIOKO25JiIOHfP+YZKOtP1kFb86e9n+UEQ8f2CYKySdGRE3S/qO7W+pCIqcFRFXSlJEXGb7dEkPllR5EITuMJgBuZr1y2Eec3u1yeWwPAEAaFkPDi2WtanS76P2CFIQEa+NiP0j4gBJR0s6dSgAIkn/oSILRLb3VdE95jLb+9ieG3j9MEkX19FOgiCtojZIO4jS9wfbWLoICGEdrCLMg3EoBNqcqtdDruCjCmQyZcX2m2wfWT49RdK1ti+WdJqkV0XEtZLuL+ls2+eXr78lImoJgtAdBjOib3/9mMeoA11iOou6IOtjHrUv1582SmFlY2X7vHbbyoWvXtsq6bq2G9FfEXG6pNPL/98w8HpIemX5GBz+S5IObqJtBEFaR92CdvT5BLAOHBVOLtcjf8yEuiD90Jd5Qj0JdNziwrzmt/UrgLKsOc1pue1m1GYvSY3fh7UNKyKLcAJ0h0EF2NKQMrrEpIt9B9AoupC0p4kuIH1bvgtdiywDaApBkCRwktaOnCL8OZws9qCKWefktA1gKgttNwBIXA51KXL46QcqtkimNhpAEAQV4ZcamBzbS/tubn6U0fwos1fnppJLoIjdBZCUHSvV3tUFQPMIgiSDbJB25HQlnCPhjWP7Shfrdda6230cOehb9w9UanmJYEYdFtusEbe5vVEjLxRGBVAhCqTmhyLBQKX6Uhy1CtSJblcdBW5vEieiNVjUFs3T7RiT2Kk8uvu1jEyQpOR+tTrXK7pkg/RDatsXy7J9LXSJaVIu3T2Qpz4fZHMuCgBZIwgCoGIcHWJaPQoIdbEuSN1dYqgLUi26kGAjerSbBtB9BEGSk9rV6mnxKwnkJ6dsKKCH+GlFH/X0mspSh7uotlovBBhAEASQlNdJIEfDG5dakJFl2b6Od4lBOygYm4emu/Q0Mb5cMn363J2qIssNFh8aHFcVQZodE7Z9ces6p6rUX8IGURg1STdI2qvtRsyASmegQCqm1aP9RkhyQ+NakLStoXEBbeh6Ic4e7Rq7bEnz2pLVBbeEbVY+wb42hJg/EyATBLhVTj9OZBB0RyrLMqf1H8nJuS4INq6Kq/ksW3TIYuJdWVLrakP3GLSFIEiyUkvbnxZHNUi1M2/u2xaqR5eYXqM4KtBZK9vTOulv2rI2td0EIEkEQYDbyelqOIEmABPo40l+F7HLT0uqcf6+WWiqbyFGIZMDuSIIkrTcr1hzxIZUpbZtpbKttB0ETGU+NKCLt8rF7VEcFTmgQOmaFhf6nUUCdBmFUYFdLEqJ9ZnMFwVSgd5YVr2V+ikQiTpsl7S17UZ0TNeL1VZoWZs0px1tNwNdslO9uqa0UWSCJC+1K9bTYiusF/MXqAZ1QXqNLkN5y6nGSc6ZFxxydM647ixLOV/E4ta5WAdBEAA1S7XjdGoBxlSOLukS05gmu8Rwko9hVQUOuENMenIKCrVseWljhUN3rFBwdBqp3ZUGIAiShdRO1qaV49FN2yeC08hx/gIApsbuvp9Y7gBQKYIgAABIoktMBeouBprbySDFUYG1TZJFlGoyaaLIuAAmQ2HUbNwgaa+2GzGDHCvaUSC1OqkWSE1tu0plO2l73U9lPgDAGKn+tAF9sk1519qp2oqYHxMgEwTohNwujwKQRF2QlDB/AADoBYIgWaE2SPNyqg2SulRzWnPfrgAAM+GqKQD0CkEQoDNyDDJhV6ksx7YDgG3NB+qCzIw6GPWqctPo0h1iuCPKxhEEQgV2cF9aZIQgSHa4at28tk8GAXRak11iuiCVOOGkCAphGEGHRq1sp75b6hYnrUO2td52oD8ojIqGUfCwXqnP31SryKVWIBWoyYKKInIYjfkDVOMmSZsbGteCpW3djyYvaovmk+1ajGSsKN0e6AkhEyRLZIMA3ZbKpe62s6DoEgMAkqbfHdbVPSiVn6eO68qtbpfpIoNEEQRBC3L8BW37ZLBLCE8DnUcXEPQFP2kYslbXjq4ENoAuIAiSLbJBsJYcg0wpSG2bYjn2SvczuavV982jq8VRAbSKzA30BUEQtCTHI1iyQdBHfV3vO9wlZqHtBvQQmTGTafMOMQRxMMLiAtkbQBdRGDVrFHPEWiiQujFsU+lJfV1G51AcFWjOdrV+x4/lpU2a27Kj3UZs0LLmNEeUtViHmA2FFRHUnQCZIGgR2SDAeDluIwCAdXGSMjnqrgCoGEGQ7KVWxwBA9xD8a0TX6oLUfVWOGCFQHYIy6LA7tJxthPQQBEHLOIqtT+rzNtVLOwQW08OtcitHXZDmVR0USn0XD3TcjpVNlXzPsqr5HqyPzrVYRRCkEzhpaxZXxdEkznSAxvUtSMQdYmbTVEyfnwMAqASFUZEACh/WJ/V5m2qBVOxqURJV8msXktx2I4AWpf6zlZObJG3u8fiBPlpRdYHtDiMTBNgQskG6jeyq9NAlpnJNZDtQrR9N4za59SMjBUDmCIJ0BidtQHdxxAmMxKYBQJIWxqfQrWzvbybjcM2RJbI6AYIgSEWOR7K5ZIOkPm9TLZCKXeWyzgOJojgqAGzMXNsNQJcQBOkUskGA6rA9pacnZ3xdu1VuriiOirrR/QZY0445oh6oD4VRkRCqodUn9XlLgdT1pb4Mu+xmSXu23Yh6LEjaVvM4lsUVvD7ZLmlr240AgJ5aUW+uGc2CTJBbrbTdgIpw9bpZdA8AgFZxsNc9LNN2tJWZQkYMgIYRBEFiOPJBSggq7orAH4DEtdG1p6nyVn09TKJ82MTqKny6PJDSR3FVrMf27ra/avukEe89yva5tm+x/cyh93baPq98nFhX+7IMgtg+wvY3bV9i+zUj3l9zxo7XlT0sJ27NyuWkMPUjp65sf3VKfRk2oSe3yqUuSHdx2+C0kZWAIYsL3T7hX0yoO/KOoTvZIGt/IOnra7z3fUnHSPrIiPeWIuKQ8nFkXY3LLghie3dJ75L0JEkPkPQc2w8YGmzcjEXyONFDSggqouOaKACa64l/DsVR+cnEOBS8ncjyUrUn34trZEr0JYMipcAKmmd7f0lPkfRPo96PiO9GxAVqsR5FjoVRHybpkoi4TJJsf1TSUZIuXh0gIr5bvreBGduVAo03SNqr7Ub0yKKUxQ8bxTVRhVzWd/QGu7Zq3CRpc9uNAABs2E7VndG2r+2zB54fFxHHDQ3zdkmv1sZ+mTeX33+LpLdExH9ssJ1j5RgEuYekyweeXyHp4S21BUCluhKErBNne8wDIHHcIab7Jt0NE1jbsCXNa8tQl+tFbdE83YfRrmsi4tC13rT9VElXR8Q5tg/fwPffKyKutH2gpFNtfy0iLt1oY9eSXXeYKtl+ie2zi2jTYMisKzuXnNP4ye9FSnLellAd6oIAqBg1SJCwJS5MYXqHSTrS9nclfVTSY21/aNIPR8SV5d/LJJ0u6cE1tDHLIMiVku458Hz/8rWpRcRxEXFoEc3ikgVmRYHUanQlCNl1uazvmAh1QZrFvFhf6j9VgKQdKxTyTMbc+oOgfhHx2ojYPyIOkHS0pFMj4vmTfNb2Prbnyv/3VRFQuXj8pzYmxyDIWZIOsn1v25tUzNwabp/TlROxnK9gcwQEjMa2wTxAYyiOmqcu3yYXADJj+022jyz/f6jtKyT9hqR/tH1ROdj9JZ1t+3xJp6moCVJLECS7miARcYvtl0s6RdLukt4bERfZfpOksyPiRNsPlXSCpH0kPc32GyPigS02G72RS8FIaipMj2LDkIouMXs2N7qQ5OZGlzV2a9WghgM1TXK1YGkb/QibRp2SxISSuStURJyuokuLIuINA6+fpaI3x/DwX5J0cBNtyy4IIkkRcbKkk4deW3fGTq8rRRpzPnnjqLafurLtdV0uQT8A6JA6D406HABa2T6v3bam2ZVzWZs0px1tNwPojRy7wwCJS/MHFl1D/jsqRl0QVImCn+lI5KrwWKwvGCM6GphDewiCrKsr6V3UBsEw5uv0ct6Ouoh1GA2pI0BEQAhABZapCApMjSAIgER1JQDZdX3MfOJWucnqc1ysi9PexWnCxnFYAKAiBEEm0pW9Llexm5PLiSFHmHlj+QFA9ugKAgCNyrIwKvqIAqn9lGKB1JwLDXcR+4ZKLUja1nYj0Lqu3CGmK9ORqkl3vywHoDk7xTWyCZAJMrGuZIOgOblkgwCzYl3HFKiFgRxsNDuDw0Vkjhoj6AOCIL2Tc5cYwpr1YL7mjeXXDuqC9A7FUadHNw9kZHlp05rvLS5wO/iqLCaX4Ys+IggyFcL7QPNS3O5yDiYCHUdcEH3Aeg4AG0YQpJdyPoHL7Vc/l24Cuc1XYBDrb6XqyHhAM7q4KXRxmgAAraIw6tRSLNQIoHkpFUhNoTjooqS+pQvfLGnPthuRp2WJbudAg6YpTrpd0tYa29ITi5rXfDYXw5q3Q3PaVEefwK3qd1e8UPe7WlaATJDeIhukOfwAzi7FLjFAw6gLgibd1HYDgA1YcNstWNdSCxcMlrV2vROgjwiCbAgnZOii3IJLwCDWXzSArkL5ySWY0+cr1+iFNoI/wFoIgvRaztkguSEbpJtS2oZSCAKwniMRKWwOk+p62nLOJ/c5tz1HDczvle3Vn4jvWMkvy6KugMQO+jkiEwRBNoxskHbldISbk5TnK9scUtTwrXKb0kTGQ9dP/tuS8m68L/i5AibGLXPRBgqj9l5KxR0BAGOFpPS7vAPoi6brcnN/goksaV5byM7sp52i6+YEyASZCaH+duV2uYsfo9mluM3RJeb22lzPU5h+oENSqafBpp2/VNalzFBHowLc6QgjEASB0jqJQ/s42gTQAXXtyrjChlTwc91LdB8BZkcQZGYpXpnuk9yOAMgGAbqn4bogTd0ql5P95lAfBQCAxhAEAZCZFAOPKWVTpRAYpEsMJsTJfz+0fZcVumJMr+1lhl5bpBsQakZh1Ep0oUoTBVIxqOlKZwCAyrALr852NVdToO5x3SRpc43fj5ksa5PmtKPtZiB3K+J60ATIBEEH5Lal0yUG6J6O3ioXwMakmLQIrIE6I+gbgiCV6cKvXUop/WhfysGlFLe3lLaflJddE3ow/dQFmQzFUWeXSleSHmzWaN/y0qa2m9A5y5pruwnALgiCoCNyOzoiGwRdxzqOCVEXpMB8AJK2uECdiqxwa1yMQRAEQ1K6mg0AAIDeqKIg64Ir+BIAXUZh1Ep1oUBqzqgEV72U52mK2xsFhvvtZkl7tt0IoJDy7rsNFAWtD+ta65Y1pznSySAVhVFZFdZFJghGIBukGXQXQJ1S6CLGrXJrRV2QyfRgVcgCt1ytB+s3GkR9D3QFQZDKpViwEZhFykdYbG8AWpJ7cAhoWiJFdle2N1fbY1HdrSOy1OFpQ/cRBEHHpHzCPgrZIN1DJhUwNVJ3C6nOh0ROXltDFktauP4BYEYEQWrRhb0zJ3JA/lIICvYt0Hdz2w0AuiuFXdo0NnI4WHfAZZqAFsEfSFpKrv4aMDsKo6KDqNBVvZTnaYoFUpGGlNfbioSkJm6EsCBpWwPjAYAM7VjZpE277Zh4+CXNa0vvLhJszOLW3TS/faXtZuRjRXTXnACZILUhGwST4kewe9h2gKTklkFQlb5ONwAAYxAEQUdx5AcU2BaaR5eYDUm1HsY4XG2bTtvdK/pe2wQAIIkgSM3IBsGkcsgGSflkugvbWpdxq1xgYjkGgwAAyAhBEACoBQFENCQaGg9ZD/1GFgWAGnX5dsJID0GQ2nXhCnWuJ3NcAa4e8zRPLDcAmEnbXXnGYRcPYFDU+OgIgiBAMnLoEpOyLgQcu6xv6zd1QZLT1xPFrk1316anK6pcLikHnDCxRe7ch4QRBGkEJ2ft4WgJbco1i6pr2A9kI8d6GHQTwjgbOQQkCNCq5aVNbTfhdpZa6CayrLnGxwk0iSAIJsTJXDNyuFrOCWWeWG6d1qEUVXQcJ/howoLbbkFyllVfcIesD+SGIEhjyAYB6sd2lrYcgnwYi6yHZuSYEYN8TFPktuqgVeYFdhcX0ijeSdABmA1BEEwh12wQroCjTbluN13Txn6AuiDomMxPYCV1YxrQ2WseVWZrtNGNBikIFccfdT26gSBIozq6x0bFcrhaTmApTyw3ZKDOLAg2AQCSVrYTICBIgjrY3mz7K7bPt32R7TeuMdyzbF9cDvORgdd32j6vfJxYVzv3qOuL0VU3SNqr7UZswI2S7tB2I9CIJYk0UfRRSKIbfDsWJG1ruxFj8BMIAGjGsqTHRsSC7T0lfcH2JyPijNUBbB8k6bWSDouI623vN/D5pYg4pO5GkgkCALWjS8xtcsh0wljUBUHb2srooagrAIwVhdUjhT3Lx3D59t+R9K6IuL78zNUNNlESQZAWdKFLTK4ndDnlQedwopjT/AQk6oIgKxRHxTT4SQbQjH1tnz3weMnwALZ3t32epKslfSoizhwa5L6S7mv7i7bPsH3EwHuby+89w/bT65oIusMA6CC6xKyNvHgALdsuaWvbjWgQP0m9tqh5zWdxcQvdsFM1R0WviYhDxw0QETslHWJ7b0kn2H5QRFw4MMgekg6SdLik/SV9zvbBEfETSfeKiCttHyjpVNtfi4hLq54IMkFa0YVsENQvhx9MLj1NLtcMqjrksG5najjhNFcUR00Xd1dpBl1vAGSuDGqcJumIobeukHRiRNwcEd+R9C0VQRFFxJXl38sknS7pwXW0jSAINijXEzqOfvuDYCNGYR9QCeqC7Ip5kg8COfXo+e51x0p1t7cFcmX7LmUGiGxvkfR4Sd8YGuw/VGSByPa+KrrHXGZ7H9tzA68fJuniOtpJEKQ1nKABaEvPj1QbR10QJIDNHoNSDwSRCTO1Zc213YTmbG67ARjjbpJOs32BpLNU1AQ5yfabbB9ZDnOKpGttX6wiU+RVEXGtpPtLOtv2+eXrb4mIWoIg1ATBDLhdbv0WpeTv457T/GxbrtsMACSGn57m9K2GS0OWNK8tdA9Fx0TEBRrRhSUi3jDwf0h6ZfkYHOZLkg6uu40SQZCWUSkLqBfbWLpyCPBlKiS57UZUYFmq7cJmLifQdc4DoC03iSv5mN1WkTE00oqovbY+usNgRrnWBskJOzLUoc+58X2ediARuZ685NruPlroQjQYMyGDCWsgCNI6aoO0g5OgajE/J0fgsJ86WBeEQqC76ss8Sb2eBDCj5aX+FTldJHMWPUIQBEDHEWhMF1lOAHqiiZ+ivl2P4OcdU6AiGwYRBEEFcr2yndPRAieLqENO2wCAmbHJ3yaHbBa63qCHdqh/WThoHoVRk0DxRnRBLpUGU8BdYtrXxvp6s6Q9mxkVxVHXl8sui+KoQFIWF+Y1v42LU0jVioh4r49MEFQk12yQnPCDu3HkzAK16EsNDKSJ43zMYGU7dyirww6itsgAQZBkcJLWDo6gqsX8xLQI7qFjCAwBQDu4GwwmRBAEFSIbBJhcKtsLgSsALcm15kWu7R5WR10UflJqsSSyVoAqEQRJCtkg7cjpF5ur5hvH9oVhbWz7Dd4qN5obVa2W225Ax1S12udQWBQAgBEojAqgYrlUG0Q6FiWucuVrQdK2thuxQeyugMlsF10NgCzsVDrZxukiEyQ5uV+tZqMD8pNTNhTQQ2TDoI+60u1oSssdvkUs3XqQCoIggKS8TgLpErNxqQUZCRq2L6dtH0Clmu7S08RPUC67NLpTzWxRWxob19LAuJYruPvLpG3fMbfOuMhOwgYRBElSaidq0+LEDrkchQFtoC5I53GHmOZ0/eemp9kQXbNIBkR1CHygAgRBgFvldCRFNgiq1vb6zzqNMegO0l2c5KNDdqx0tysL0CUURkVNbpC0V9uNAEZYkhpMIV0f2wo6gOKoealqmm+StLmC7wHqsmBpGylxq5a1SXPa0XYzbrVDc9pElLtiK8q/V0H9yARJFisvctd2ZgEwKdZVZIDzhLSQwZIGDpfHohApMBpBEOB2cjoZovsAuqZP6zR1QQAAeSPIglwRBEla7uFtCqQiValtW6lsKzkFAYHEURwVOeAuLWtaXqK+B9BVBEGAXXAiWB3mJdAbdZ/00x0EdSAIUD1++idGJgXQDgqjJi+1Io7TouhjvRYlfkCBCvSxOiZuxeLPW07LL+fDuu3i9qQds6R5bVmjK+qy5jSXa/R5q3ocOF8Rkcj1kQkCoGap7ojpEjNa28uLuiC1oC4IhlW1qVeRSUGRUbRkZTsXkpqwrLm2mwDcDkGQLKR2sjatVE7uptH2ieA0+nTSCAA91tsrmz03bZAop0OYTC0uEDwBckYQBAAAoA4URwVmQ5bQVMi4ACZDEARYE5dSqpPqvEwtyyqVrKm2l1db2U1tT3cHUBwVfcIJ+mwoSosqEPfBBlAYNRs5V9KSKJBaNwqkAnm6WdKebTcCUl7FNQEAGGlFdJVfH5kgAAD0AcVRAQAACILkJbXU/Wmlkuo/DdLjq5PqvExtu8pxO+mSVNdToAas7gW6ZQBArxAEATqD1DdUqe2zI9bnbFEXpF4pTn8Kt8lte5eVM4JAqMBi1t320TcEQbKT2lXrPuDICkCdbm67AagTd4jBMA7lmrXgtluAdUwcQKEIKipCYVQ0jAKp9Uq9QGqqlQdzLzwMTCgkcT6wtlR3UUBumtyWevITvqR5bSFLEuvaKS7gro9MkCxxCQHotlTqgvT1R7Sv0w0gWdN2F6prN8ZtgRuxrE1tN6ESdJFBqgiCoAWpnOBNg5MioHlc8QKQOIICGLJjZXQAYzHpTF2gXwiCAJ2T+oljqgElMqzQpo7VBaE4appLjOsAACAASURBVL2qnP5Ud8kAGkfmBvqCIEi2cj9hIxsEGC/HbQRZiLYb0EN9KI6a+x1Gcm8/arG81I1uKQBuj8KoAIAx2q4U2Vax37anG+ih7ZK2zvB5NlsAvbdTXEhbH5kgWcs9GwT1oUvMxrBNAb2X6u4J6KJJMnBqrruysj3fWh10Xylta7sByA1BELQoxyglR8doUo7bCFDqQxcQYKOIuQNAawiCZI9fUQB1I/jXjI4VR61b34ujAlWiJgqAHiEIgpZxpbs+dInZGAKL6WlrXU51Ha0AxVGbV3VmDEEgoFWLC9V0o1ni1rm127OsNUTnIayiMCowNSqvoUk3SNqr7UYA6DJ+1vIwa+FYAD2wIi7orS/LTBDbR9j+pu1LbL9mxPtzto8v3z/T9gHNt7JJrOhYS+rZIACQoA4nAdWqii4VNRfBrEWqbWY9BtAw25ttf8X2+bYvsv3GEcM8yva5tm+x/cyh93baPq98nFhXO7MLgtjeXdK7JD1J0gMkPcf2A4YGe7Gk6yPi5yS9TdJbm20lppNjlxiOLKqR6nwksLirVJdV13SsLgjFUdG0WXZV1MWYzKRBH342gD5alvTYiPhFSYdIOsL2I4aG+b6kYyR9ZMTnlyLikPJxZF2NzC4IIulhki6JiMsiYoekj0o6amiYoyR9oPz/Y5IeZ9sNtrEFnLQB6DLqglSuC3VBqIsBAGMN1xxZ1qaWWoI+iMLqJZA9y0cMDfPdiLhARd+dVuQYBLmHpMsHnl9RvjZymIi4RdJPJd25kdZhg3LMBslF6l1iOnySWRm2DwAA1rTetcCFjl8LBRJie3fb50m6WtKnIuLMKT6+2fbZts+w/fSamtjvwqi2XyLpJeXTBen132yzPZjKvpKuabsRmAnLMH8sw7ztq2hg+dUd56zr+/NYs9kG88cyTMC4y9Hj4ivleyzDvNyr7QbU66pTpNfvW+MINts+e+D5cRFx3OAAEbFT0iG295Z0gu0HRcSFE37/vSLiStsHSjrV9tci4tKK2n6rHIMgV0q658Dz/cvXRg1zhe09JN1R0rXDX1QusOOGX0f6bJ8dEYe23Q5sHMswfyzDvLH88scyzB/LMH8sQ6QkIo5ouw2rIuIntk+TdISkiYIgEXFl+fcy26dLerCkyoMgOXaHOUvSQbbvbXuTpKMlDVeOPVHSC8v/nynp1IjoQu9nAAAAAACSY/suZQaIbG+R9HhJ35jws/vYniv/31fSYZIurqOd2QVByhofL5d0iqSvS/rXiLjI9ptsr1aQfY+kO9u+RNIrJe1yG10AAAAAAFCZu0k6zfYFKpIXPhURJw2eq9t+qO0rJP2GpH+0fVH52ftLOtv2+ZJOk/SWiKglCGISJJAj2y8Z7n+GvLAM88cyzBvLL38sw/yxDPPHMgTyQxAEAAAAAAD0QnbdYQAAAAAAADaCIAiSYPsI29+0fYntXWq42J6zfXz5/pm2Dyhff7ztc2x/rfz72IHPnF5+53nlY7/mpqhfZlh+B9heGlhG7x74zC+Vy/US2/9g281NUf/MsAyfN7D8zrO9YvuQ8j22wQZNsAwfZftc27fYfubQey+0/e3y8cKB19kOG7TRZWj7ENtftn2R7QtsP3vgvffb/s7AdnhIU9PTNzNugzsHltGJA6/fu9znXlLugzc1MS19NcM2+Jih38KbbD+9fI9tEEhNRPDg0epD0u4qbn10oKRNks6X9IChYV4m6d3l/0dLOr78/8GS7l7+/yBJVw585nRJh7Y9fV1/zLj8DpB04Rrf+xVJj5BkSZ+U9KS2p7Wrj1mW4dAwB0u6dOA522Bay/AASb8g6YOSnjnw+p0kXVb+3af8f5/yPbbDPJbhfSUdVP5/d0k/kLR3+fz9g8PySG/5le8trPG9/yrp6PL/d0t6advT2tXHrMtwYJg7SbpO0nz5nG2QB4/EHmSCIAUPk3RJRFwWETskfVTSUUPDHCXpA+X/H5P0ONuOiK9GxFXl6xdJ2uLy1kpozIaX31pfaPtukvaKiDMiIlQcbDy9+qajVNUyfE75WTRv3WUYEd+NiAskrQx99okqqrdfFxHXS/qUpCPYDhu34WUYEd+KiG+X/18l6WpJd2mm2SjNsg2OVO5jH6tinysV+2C2wfpUtQyfKemTEbFYX1MBzIIgCFJwD0mXDzy/onxt5DBR3Cb5p5LuPDTMMySdGxHLA6+9r0w9/FPSuGsz6/K7t+2v2v6s7UcODH/FOt+J6lS1DT5b0r8MvcY22IxJluG0n2U7bNYsy/BWth+m4ir2pQMv/2XZTeZtXCiozazLb7Pts22fsdqNQsU+9iflPncj34npVLINqsiWHP4tZBsEEkIQBJ1g+4GS3irpdwdefl5EHCzpkeXjN9toG8b6gaSfjYgHS3qlpI/Y3qvlNmEDbD9c0mJEXDjwMtsg0KAye+efJb0oIlavVL9W0s9LeqiKNP0/aal5GO9eEXGopOdKervt+7TdIEyv3AYPlnTKwMtsg0BiCIIgBVdKuufA8/3L10YOY3sPSXeUdG35fH9JJ0h6QUTceuUrIq4s/94o6SMq0hxRvQ0vv4hYjohrJSkizlFx5fK+5fD7r/OdqM5M22BplytfbIONmmQZTvtZtsNmzbIMVQaQPyHpdRFxxurrEfGDKCxLep/YDusy0/Ib2F9epqKe0oNV7GP3Lve5U38npjbTMiw9S9IJEXHz6gtsg0B6CIIgBWdJOqisgL5JxcnUiUPDnChp9Y4Fz5R0akSE7b1VHPS9JiK+uDqw7T1s71v+v6ekp0q6UKjDLMvvLrZ3lyTbB0o6SNJlEfEDSTfYfkTZheIFkv6ziYnpqQ0vQ0myvZuKA79b64GwDTZukmW4llMkPcH2Prb3kfQESaewHTZuw8uwHP4ESR+MiI8NvXe38q9V1JNgO6zHLMtvn9UuEuV+8zBJF5f72NNU7HOlYh/MNlifWfajq56joQsCbINAgtquzMqDR0RI0pMlfUtFJsDrytfeJOnI8v/Nkv5N0iUq7lZwYPn66yVtl3TewGM/SVslnSPpAhUFU/9e0u5tT2dXHzMsv2eUy+c8SedKetrAdx6q4kDhUknvlOS2p7PLj40uw/K9wyWdMfR9bIPpLcOHqujjvl3FFeaLBj77W+WyvURFV4rV19kOM1iGkp4v6eah38JDyvdOlfS1cjl+SNK2tqezq48Zlt//Vy6j88u/Lx74zgPLfe4l5T54ru3p7PJjxv3oASoyR3Yb+k62QR48Ens4IgQAAAAAANB1dIcBAAAAAAC9QBAEAAAAAAD0AkEQAAAAAADQCwRBAAAAAABALxAEAQAAAAAAvUAQBADQS7ZfZ/si2xfYPs/2w8vXv2t73xbbdWzZrmOHXj/G9o/Ltp5n+4MVjW/i6bX9ftvfKcd/vu3HVdGGjbK9t+2XbeBzf277j+toEwAASNsebTcAAICm2f5lSU+V9JCIWC6DAJsq+N49IuKWGb/mJZLuFBE7R7x3fES8fMbvn9WrIuJjth8j6ThJB7XYlr0lvUzS/26xDQAAICNkggAA+uhukq6JiGVJiohrIuKqgfd/3/a5tr9m++clyfbDbH/Z9ldtf8n2/crXj7F9ou1TJX3G9lbb77X9lXLYo4ZH7sKxti8sx/Hs8vUTJW2TdM7qa+PYPtz2SQPP32n7mPL/79p+44jpuLPt/y6zTf5JksvXt9r+RJnhceEE4/+ypHuUn929nJ6zysya3x2Yznfa/qbtT9s+2fYzB9q3b/n/obZPH2jHLvPP9gPL184rx3GQpLdIuk/52rHlcK8aaMcbB+bN62x/y/YXJN1vvXkLAAC6iUwQAEAf/bekN9j+lqRPq8iw+OzA+9dExEPKrhZ/LOm3JX1D0iMj4hbbvyrpryQ9oxz+IZJ+ISKus/1Xkk6NiN+yvbekr9j+dERsH/j+X5d0iKRflLSvpLNsfy4ijrS9EBGHrNHuZ9v+lfL/v5f0nXWmc9R0/JmkL0TEm2w/RdKLy2GPkHRVRDxFkmzfcZ3vPkLSf5T/v1jSTyPiobbnJH3R9n9LerCKgMMDJN1V0sWS3rvO975OI+afpP8h6e8j4sO2N0naXdJrJD1odX7ZfoKKzJSHqQjunGj7UZK2SzpaxTzfQ9K5ks5Zpx0AAKCDCIIAAHonIhZs/5KkR0p6jKTjbb8mIt5fDvLx8u85KgIWknRHSR8oMxBC0p4DX/mpiLiu/P8Jko4cqDmxWdLPSvr6wPC/Iulfyi4vP7L9WUkPlXTiOk2/XXcY24evM/yo6XjU6v8R8Qnb15evf03S39p+q6STIuLza3znsWWgZ39Jv1y+9gRJv7Ca5aFiXh1Ujmt1Oq8qs2XWs9b8+7Kk19neX9LHI+Lbtkd99gmSvlo+31a24w6SToiIRenWjBsAANBDBEEAAL1UnpifLul021+T9EJJ7y/fXi7/7tRtv5V/Iem0iPg12weUn101mOVhSc+IiG/W0e4ht+j2XVs3D70/ajpGiohv2X6IpCdLerPtz0TEm0YMuloT5PdVZHX8kopp/v2IOGVwQNtPnrDtg+1ea/593faZkp4i6eSyy81lQ8NY0v+KiH8cascfjmkHAADoEWqCAAB6x/b9yoyOVYdI+t46H7ujpCvL/48ZM9wpKmqKrNbaePCIYT6vomvL7rbvoiJj4iuTtH3I9yQ9wPZc2XVkkru1fE7Sc8u2PUnSPuX/d5e0GBEfknSsii4+47xT0m62n6himl9qe8/yu+5re2s5rtXpvJuKrJtV31URQJFu61YkrTH/bB8o6bKI+AdJ/ynpFyTdqCLLY/Czv2V7W/mZe9jer2zH021vsX0HSU9bfzYBAIAuIhMEANBH2yS9owwc3CLpEhV3ZRnnr1V0h3m9pE+MGe4vJL1d0gW2d1NRt+OpQ8OcoKIryfkquta8OiJ+OO1ERMTltv9V0oXleL66zkck6Y2S/sX2RZK+JOn75esHq+jqsiLpZkkvXWfcYfvNkl4t6fGSDpB0bhm8+LGkp6uYzseqqAXyfRVdWgbb8R7bf6HbZ9WsNf+eJek3bd8s6YeS/qqswfJF2xdK+mREvMr2/SV9uYyhLEh6fkSca/t4FfP7aklnTTCfAABABzki2m4DAADoAdvvV1Fv5GNttwUAAPQT3WEAAAAAAEAvkAkCAAAAAAB6gUwQAAAAAADQCwRBAAAAAABALxAEAQAAAAAAvUAQBAAAAAAA9AJBEAAAAAAA0AsEQQAAAAAAQC8QBAEAAAAAAL1AEAQAAAAAAPQCQRAAAAAAANALBEEAAAAAAEAvEAQBAAAAAAC9QBAEAAAAAAD0AkEQAAAAAADQCwRBAAAAAABALxAEAQAAAAAAvUAQBAAAAAAA9AJBEAAAAAAA0AsEQQAAAAAAQC8QBAEAAAAAAL1AEAQAAAAAAPQCQRAAAAAAANALBEEAAAAAAEAvEAQBAAAAAAC9QBAEAAAAAAD0AkEQAAAAAADQCwRBAAAAAABALxAEAQAAAAAAvUAQBAAAAAAA9AJBEAAAAAAA0AsEQQAAAAAAQC8QBAEAAAAAAL1AEAQAAAAAAPQCQRAAAAAAANALBEEAAAAAAEAvEAQBAAAAAAC9QBAEAAAAAAD0AkEQAAAAAADQCwRBAAAAAABALxAEAQAAAAAAvUAQBAAAAAAA9AJBEAAAAAAA0AsEQQAAAAAAQC8QBAEAAAAAAL1AEAQAAAAAAPQCQRAAAAAAANALBEEAAAAAAEAvEAQBAAAAAAC9QBAEAAAAAAD0AkEQAAAAAADQCwRBAAAAAABALxAEAQAAAAAAvUAQBAAyZ/uRtr/ZdjtSYfuTtl/Ydju6zvbptn+77XakwvYxtr9Q9bAAAKBaBEEAIEG2FwYeK7aXBp4/b3DYiPh8RNyvrbYOKk/udg61/501ju/PbX9o8LWIeFJEfKCGcb3fdtg+auj1t5WvH1P1OCds14ttf8P2jbZ/ZPtk23dooy1Ii+3HlevGou3TbN9rzLCH2P687Z/avsL2nw6897yhbXqxXOd/qXz/z23fPDTMgU1MIwAA0yIIAgAJiohtqw9J35f0tIHXPrw6nO092mrjmHF/ebD9EfHyRhtWr29JesHqk3IePEvSpW00xvajJf2VpOdExB0k3V/S8W20BWmxva+kj0v6U0l3knS2xq8bH5H0uXLYR0t6me0jJSkiPjy0T3qZpMsknTvw+eOHtvvLqp8qAABmRxAEADJi+/DyKu2f2P6hpPetvjYwzENsf7XMDPg328fbfvPA+6+2/QPbV9n+7fKK7s+V783Z/hvb3y+zCt5te8ta456i3buk/w+N9/2232X7E2W7z7R9n4FhH2j7U7avK9v1P20fIel/Snp2eeX5/HLYW7tp2N7N9uttf8/21bY/aPuO5XsHlG14YTm919h+3TqT8n8l/YrtfcrnR0i6QNIPB9p6H9un2r62/M4P29574P3v2n6t7YttX2/7fbY3TzovhzxURdDpq5IUEddFxAci4sbheVE+v91yKKf/FbYvK9t6rO3dBob9ou13ltkB37D9uOEG2N5ULpeDB17br8wWuMuI4X/O9mfL77zG9vHl62+0/Y7y/z1tb7d9bPl8i+2bbN+pfP4I21+y/RPb59s+fOD772j7PeU6fqXtN9vefZJpsv0a2yetNbPL9y8t19GLbf/amGHXnLcDw/xNuQ58x/aTBl5/ke2vl+O5zPbvrjWeMX5d0kUR8W8RcZOkP5f0i7Z/fo3hD5D04YjYGRGXSvqCpAeuMewLJX0wImID7QIAoFUEQQAgPz+j4mrtvSS9ZPAN25sknSDp/eUw/yLp1wbeP0LSKyX9qqSfk3T40He/RdJ9JR1Svn8PSW+YZNwVOFrSGyXtI+kSSX9ZtvkOkj4t6b8k3b1s12ci4r9UZEGsXoH+xRHfeUz5eIykAyVtkzTcPedXJN1P0uMkvcH2/ce08SZJ/1m2VSqyQj44NIwl/a+yrfeXdE8VJ6CDnifpiZLuo2J+v37MOMc5U9ITywDCYbbnNvAdvybpUEkPkXSUpN8aeO/hKrJc9pX0Z5I+vhqIWBUROyR9VNLzB15+jopl9OMR4/sLSf+tYjnvL+kd5euf1W3r40NVBJYeVT7/ZUnfjIjrbN9D0ickvVnFuvjHkv59IODyfkm3qFhPHizpCZIGa5esOU0R8ZaIeOqINq+6VNIjJd1Rxbr6Idt3GzP8evP2m2U7/lrSe2y7fO9qSU+VtJekF0l6m+2HSJLtny2DP2s9nlt+xwMlnb86sojYXrZ/rcDG2yW9oAxA3U/FPP/08EAuutQ8Sruu908rg2EX2X7pmHkCAECrCIIAQH5WJP1ZRCxHxNLQe4+QtIekf4iImyPi45K+MvD+syS9LyIuiohFDZyclydgL5H0R2VGwY0qggxHD3x+3LhvbcPQSdkjJpyuEyLiKxFxi6QPqwjESMXJ4A8j4m8j4qaIuDEizpzwO58n6e8i4rKIWJD0WklH+/Zded4YEUsRcb6Kk8ZRwZRBH1Rxsri3im4D/zH4ZkRcEhGfKufRjyX9XTncoHdGxOURcZ2KYM9zJpye24mIz6u44v8QFYGBa23/3Wrmw4TeWi7v76s4ER5sy9WS3l6uS8erOGl/yojv+ICk5wycxP+mpH9eY3w3qwii3b1cnquZKV+WdJDtO6s4yX6PpHvY3qZi/n22HO75kk6OiJMjYiUiPqWiq8eTbd9V0pMl/WFEbI+IqyW9Tbdfhyedpl2UWRVXleM9XtK3JT1szEfGzdvvRcT/iYidKubf3STdtRzPJyLi0ih8VkXQ6JHle9+PiL3HPD5Sfv82ST8das9PJa1VL+YkSc+UtCTpG5LeExFnjRjuBZI+HxHfGXjtX1UE/O4i6XdUBBM3tE4DAFA3giAAkJ8fl+nto9xd0pVDaeqXD71/+Rrv3UXSvKRzVgMYKrIvBrs0jBv3qjOGTsrOWGf4VT8c+H9RxUmcVGRSbLTmxt0lfW/g+fdUBInuOsF4RypP2u8i6XWSThoOBtm+q+2Pll0xbpD0IRVX+wcNzvfvle3cRXlVfbXQ5CPXaM8nI+JpKrIijlKR+TLNXVvGtWV4XRrZ1jIotSjp8LK7xc9JOnGN8b1aRbbMV8rp+63yO5ZUBDMerSII8llJX5J0mG4fBLmXpN8YDLSpyOa5W/nenpJ+MPDeP0rab9ppGsX2C2yfN/DdD9Kuy3bQuHl763pXBiSlct2z/STbZ5SZFT9REdgZN55RFlRkkgzaS9KNwwOWmTD/JelNkjar2OaeaPtlI773BSqCNreKiIvL4NDOiPiSpL9XEVABACA5BEEAID/j+uH/QMXVcw+8ds+h9/df471rVFwFfuBAAOOOZSHEScY9znYVARZJku2fmeKzl6voyjLKeu25SsWJ8aqfVdFV4kdTjH+UD0n6/7VrlwCpyJ4JSQdHxF4qMhc8NMzgfP/Zsp27iIgHDhSa/Py4BpXZCZ+RdKqKk3NpaL6r6M40bFxbhtelNduq4sT4+SqyQD62VrAsIn4YEb8TEXeX9LuS/rfL2jAqAh2PVdGN5azy+RNVZFt8rhzmckn/PBRo2xoRbynfW5a078B7e0XEYBeQaabpVmU3kP8j6eWS7hwRe0u6ULsu20ETLeeh8cxJ+ndJfyPpruV4Tl4dT9kdZmHMY/XuURdpIKvJ9lYV3a8uGjHaAyXtjIgPRsQtEXGFii5OTx5q22EqAjkfW2cyQuPnCwAArSEIAgDd8mVJOyW93PYeLm7nOpiu/6+SXmT7/rbnVdw5QlJxEq3iJO9ttveTJNv3sP3ECtp1vqQHurgN52btWiNjnJMk3c32H7oo3HoH2w8v3/uRpAOGC04O+BdJf2T73mW3itUaIrdscDpW/YOkx+u2E/NBd1BxFf6nZf2KV40Y5vds719egX+dNnhHF9tH2T7a9j4uPExF1sRq9s15kn7d9nwZaHjxiK95Vfn5e0r6g6G27CfpFWWdiN9Q0eXh5DWa8yEVNTCer9HBodU2/4bt1UDc9SpOmFfK559VkWlwcRS1Rk5XkdXynbitvsiHVNSfeKLt3W1vdlG0d/+I+IGKriN/a3svF4Vx7+PiLjrrTpOLW72evkbTt5Zt/XE57It0W7BpLePm7Vo2SZorx3OLi4KpT1h9s+wOs23MY/XuUSdIepDtZ5Tb3BskXRAR3xgxzm8Vk+TnlvPsZyQ9W0XR30EvlPTvZVe5W5Xr4eA6+AoVtXMAAEgOQRAA6JDyxPHXVZzs/kTFCelJKq6OKyI+qeIE/jQVxUdXT5aXy79/svp62ZXj0yqKhs7arm+pSLX/tIo6Cl8Y/4nbffZGFQGHp6noQvBtFYVOJenfyr/X2j53xMffq6I2xeckfUdFYdPf38AkDLfpuoj4zFC3ilVvVFGj46cq6nR8fMQwH1Fxsn6Ziq4+bx4xzCSuV1GD4duSVrveHDtwIvw2STtUBIs+oKLWyrD/lHSOioDJJ1TU4lh1pqSDVGQJ/aWkZ0bEtaMaEhGXq7hlakgal7XyUEln2l5Q0WXmD+K226l+SdIW3RZculjFMrs12FSO5ygVdwb6sYrsj1fptmOaF6gIJFysYv58TEVXmUmm6Z6SvrjG9F0s6W9VBBp/JOngtYYdMG7ejlSu769QEbC8XtJztXbXonHf82NJz1AxjderKMR6a20UF3d+enc57A0q9ht/VA57noosl8G7Sm1WUVPodl1hSker2G/cqCIA9taIGDUcAACt8+jjNwBAV9g+U9K7I2KXW9q6uBPKhZLmKsiOwARsf1fSb0fELnfeaKEtIemgiLhkxHvHqGjnr0zxfe+VdFVEbPRuN7Vab5psnyfpcWsFeqYc15rzFgAAtIdMEADoGNuPtv0zZXeYF0r6BRVFD1ff/7WyW8k+kt4q6f8SAMGsbB+gIptg3WyHVEXEIVUEQAAAQLoIggBA99xPRQ2On6go3vnMslbCqt9VcZvQS1XUD3lp4y1Ep9j+CxUZRccO3ToVAAAgKXSHAQAAAAAAvUAmCAAAAAAA6AWCIAAAAAAAoBf2aLsBqdhj371jzwPu3nYzkrCbVtpuQvKYRwWrf93purzsu7Q8c11OubQ75Xam0ra2t6c25kOT46x7XHV9f9XrRZXtnPW7Zp22jY5/2s9N285Jv3/i4VbWH7/X+6qdY94b9/Vrfe+o1zf62jTPR/0/7rXV6Y6h9wb+jxVpZUVaCenm8iO3qLhX/Iqkq6RrIuIuI6akE+5rx/Yav/8q6ZSIOKLGUTSCIEhpzwPurnuf/eG2m5GEeS223YTkbWEe3WpOO9puQuO6vI1s6tDyzHU55bJ/mddS200YaU7LbTfhVltankdtbAObGpr/da9/dc27OvaxVbW1iu+ZZfo2Ov5p95nTHrdM8/3zO9dfL+eW1x//3HpnsQtj3hu3Ca71vaNev2nCYYefD49/3PA3jXh91PvD7y0PvTYw3M3bpaVl6cabpB9JukHF3yslLUl6vfQ9ddh2SS+r8ftfL+1b49c3hu4w2MWi5ttuQvKWmEe3WtamtpuACu1geQLIwKK21Pz99fzOs49tH8ctE9rcdgPWsbXtBiBnBEEwEoGQ9REI6S+2jzzkupzYt8xmWXNtN+FWSzWfqAMAgOkRBMGacj2BaBInK4U+XlXp8vbBlUpMou4r8ZhdG/upHQkFoQAAGIWaIBhrUfPZ9qtvypLms+nDX6dlbeplfRCkLdd9GPuV2SxrLqnaIEAOct1f5mZ5btNEdUE2bE7j64KkbqvWrl2Cde0mcYliAmSCYF1dvuINzKLL2wbZIJgE2SDro0tMfagLUujKb1Gq00HW75RIBkMGCIJgIqn+MKWCH8gC3WK6pSuBkFyXEfsVVIEuMWhSG78bXdxXLlP0E6gVQRCgIl38Ed6IPgZCgD5LNRskpQKpAFCpbW03AMgbQRBMLNerqU0iEFLoWyCky9sGMLF9LAAAIABJREFU2SDA7OgSA6Slb8cptSJrBRmiMCqmQtEsAGhOLgVSF7VF81pquxm7oEBqoY3f7h2a06YG5n3d615d826HNmlTgsXEOc6bzeLuWzS/M7194a3WKjpaZzHSJgqdbpZ0U83jyMTukvZquxEZIBMEU+OK6nhkgxT6dpWly9sF2SDA7MgGQZ3YvwHA5AiCYEP4sR2PQEiBQEh3dCUQkiP2JwByMsvvRZd/RwGkgyAINowfqvE4cQHSw36rPhRITVuX1/1U1z00h2MuANMgCAKgVmSDdAfZIO3hAL8b+tYlpiu3yu3yfh2TYR+cp8E9LnUyMIggCGbCgcF4/GgWCIQgJSyf+qR6RZ5sEKSo6sByVfs29pH1W57r13ERkBruDlMKue0mZItK4uPlcneHui1rk+YSrISP6aR6R4Np5bjfYl+CWeW43gMAJre7pDu03YgMkAkygFTvjeOqwXhkhPQP2wT6KtVskFTQJaYeda937NO7p29ZqgBuQxBkCIGQjeMAYTwCIf074OjqNtGV/WSOy4f9yMbRJQZoDneImd3y1hk+zO4OGIsgyAhdOcBvAz9cWE/fAiFdxX4S45ANMl6b2SD8TqeFfWn3LP4/9u4/3raqrBf/59kb9zp7nx8CIlwDvGIR+RMEUq5XTcMf6KsbftW+aRZoKJGodO2W0re0b97S6qblt4SOQELXzEILvILKlxSvKdjBEFQsDlgKoQgov/Zh7TznuX+sudhrr71+zF9jjucZ4/N+vdbrnD3X2nPNPecYY875zGeMsZhQ+7cl9gYQhcEgyBQ8KdXHC6zp+BQ3P6wPtnk8PmxH6mM2SBypdInxIOfBUbNrG7dF+t4mGSpERnBg1BlSGQCQbOHghvkNkprqYIRsI2mWVSxjBXtibwZRa1Jty4mi2QLgwRKf2wrggcDbkogFILdwYC3MBJmDGSH1eHyC0KXsnlZMwG4xZIXH9optiH/sEkPkC9tdonQwCFICAyH18CJrNp5M8wqEpFof2D6SN+wSE0dXXWI8SrUdTfXvIiL/GAQpiQ15Pane+BHVkWp9SKF99HhsPARSOUYDdY1lLg1dtckxH8b0e5G+O/aYHrG/nwgMglSSwoV+DB5vLrri4SYmtJyyQYjIBivZIOwS44+H/Zbz4KhERGVwYNSKOBBgPRxMbDoOlJrXQKmp1oUU2kaPx8ZD+8EBUomIHODgo0lYALA99kY4wEyQGpgRUg+fKEzHjJC8sC7YxWOTD2aDdF/eOVXudLy2bAevpxxjN5lkiMhZIvJlEfmKiPzShPdfKSLXi8gNIvI5ETm6621kEKQmnqyI2sVuMf6xXYzDw0W/x5tSIqK6Vhczb/NCxTsZKDFPRJ4I4LUAngrgaAA/ISI/NPaxrwP4MVV9EoC3A9jZ7VYyCNIIL/ir41PW6TzcyISWUyAk1bqQQruY6rEhonZ4aCOsbGMK54SY+l5u+r1sJ3XhcQCuUdVVVf0+gKsAvGT0A6r6OVX9bvHj1QAO63gbGQRpio17dVZOzBYxEJJXIISoLR7aDovZIOwSk26XGGpHzGs2i9eLHtpaosi+DOCZIvIIEVkB8CIAh8/4/GkALu9ky0ZwYNQWpDAgYNc8DkDYFQ8DHVI7Uq0HKbSJqR4bolx4HJA3hbaTOrYNwP1T3usB6He4LSFsAfBg7I3wZRHAjrBfcZCI7Br5eaeqPtSdRVVvFJHfBfBJDIbavQ7A3kkrEpHnYBAEeUbA7Z2IQRCKhjcZ0+UeCOFsMUTVeWg3LN6Y9tFDz/2dAhHVldM1B1EL7lTV42d9QFXPB3A+AIjI7wC4dfwzIvJkAOcBeKGq3hViQ2dhd5iWsFtMPRZTHckGdovxLYU2ke0TdYldYnxh+2AXu6wQxSUiBxf/PhqD8UD+Yuz9RwP4CICfU9V/7n4LGQRpVQoX/THwQmIynsTzkWodYJvYPbYbROssjkPTJSvnFp4Lpuv3uG9q8R9HTd2HReSrAD4K4ExV/Z6InCEiZxTvvxXAIwC8V0SuG+te0wl2h2kZ+3PWwy4Bk3lIbw8ppxRV1gGbeFzaxy4x0+3BMpaN7RsitoPU2FYMRoegLKjqMycsO3fk/68B8JpON2oMgyABMBBCbWIgJJ9ASIrYHnYv9zaD6un6RncNPSwZCDxZwzZzIwZgDLA+OCkDLBssAJnnwJXD7jCBMPWvOitpmxblnuKey/ggrAM28bi0z2I3BSvT5ZIfbBtoltVFe+0cEQ0wCBIQAyHV8YKCcpdiHUihLfR2XHIPnHoWc4DUFFkMuHXJW9vlQRLt69bIv08UGYMggaVw8d81nrAnS+Kk20Au2SCpYltI4yzenOaeDcJZYihXlq8x+gw4ELWOQZAO8OK/OgZCJmMgJI+6xPJvk7fjknt7QdSFEO2CxevGpn9n138T2z8imoUDo3aEA11Vx8GwJst90MNcBkpNsfyzHaRxFmeKsYCzxLSL5YyoJCuDjFrZDocWAeyIvREOMBOkQxYj+9Z5e/LaFT7hIIrDW5vEtqI6dolhlxiyxVu7S0T2MQjSMQZCquPJj8axW4xfbANpnMWxQSzgAKnUlhTPJSnp9xqeF7fNeI8xRgBgDaBNGASJgDcB1Ibcn/AyEOKX9zbQ2zHJva2oI/dskBSFDLblMi4IEVEqGASJhCe3arzddHQl95ubXAIhRERdYpcYmsTb4KgWrC4yo4vIIg6MGhEHCawmxYEi25D7QKk5SLHse2//vB0T6+0EB66cjAOkEnWnysDr1ttUyteCANtDxpUfDLjuDjETJLIco+JNMCNkspwzQnLJBkmx7Htv/1I8JrSOXWIoJTm2VzlfGxHRbAyCGOD9RqBrOZ7IabZcAiFETVi/IeAAqZPFGiA1xXMtxwXxK8XySETxBAuCiMjhIvIpEfmqiHxFRM4qlh8oIleIyE3FvwcUy0VE3iMiu0XkehE5dmRdpxafv0lETh1ZfpyI3FD8zntERGZ9h2U80VXDk+Fm1m9wqLkUy733ti/FY0LrmA3SHY4LQuTc1rGfy1bpLW1vCNF8ITNBvg/gl1X18QBOAHCmiDwewFsAXKmqRwK4svgZAF4I4MjidTqAc4BBQAPA2wA8DcBTAbxtJKhxDoDXjvzeScXyad9hmvebga7x5mOznAMhuWSDsNxTE9bbCGaD2ML2hsaxTMTRHw8wEFEjwYIgqnq7qn6x+P99AG4EcCiAkwFcWHzsQgAvLv5/MoCLdOBqAPuLyKMAvADAFap6t6p+F8AVAE4q3tuhqlerqgK4aGxdk77DPAZCquHJeDPrNzkh5RIISY33do/tUNosZIPE6hKTIgba4vLe3lNLGNShyDqZHUZEHgPgKQCuAXCIqt5evPUtAIcU/z8UwDdHfu3WYtms5bdOWI4Z3zG+XadjkHWC/R79qIp/VTjeZ03omrdZGrqQ86jlVUZ39yrFMs92rzvW2wfOFJOvNfSwhH7szagtRNvcZtuY4rmDGtgK4IGSn92CZGYFSd3CArDM2WHmCj4wqohsA/BhAL+kqveOvldkcGjI75/1Haq6U1WPV9XjFx9pa9gQRsqJaBZmH9jC40GpYtkmz6pmx1bJKG0z87bf43U/UZeCBkFE5GEYBEA+oKofKRZ/u+jKguLfO4rltwE4fOTXDyuWzVp+2ITls77DFQZCyuNF2mbsFpO+1Mo927zuWG8frHVZYJcYovi8nvNWFzuou9vCf0UK2IrSUMjZYQTA+QBuVNV3jbx1KYDhDC+nArhkZPkpxSwxJwC4p+jS8gkAzxeRA4oBUZ8P4BPFe/eKyAnFd50ytq5J3+EObwrK83pyDMn6jU5IuQRCyA5vbVDO7QPZ1cUsMd6myrUmh78xa2XH6+C4HuRYyEyQ/wzg5wD8uIhcV7xeBOCdAJ4nIjcBeG7xMwBcBuAWALsBvA/A6wBAVe8G8HYA/1C8fqtYhuIz5xW/czOAy4vl077DJQZCyuOJebOcb3RyCISkVua9t3epHY+YmA2yWaxsEJbruNpsFy0cS+/tvDvxmy4ic4INjKqqnwUgU94+ccLnFcCZU9Z1AYALJizfBeCJE5bfNek7POOggeVx4K/NrA+ESM2kVubZ3nWHbQMREVE6ZAF4WMgsnXsCrrtDwQdGpfYwcl6ehScd1uSaEZJDNgjZwvanPcwGyZP3LjFENEGZG3N2saGOMAjiDAMh5fFGhIZyCISkVt7Z1nUn1wCpV+wSYx/3lS1s44hoHIMgDvHmoDxeiGyU84UAAyH+eG7rUjsWRBSXtfYwVhvXxfdavV7oM0uCqDUMgjhl7WRoGW9GNso5EEJEk1luF6x1W7DQJSaH6XLZJSYcC9dFqVzHWm47s8DAENUUbGBUCo+DB1JduQ6G2McSeonXGQ6Sakdqx4KIZZqontXFZazs3TPzM/3eEnp9n+c7MmQBDA6VwEwQ51KJpIdm4amHNbk+vbCa5tomlnc7PB0Ly22CtSf2FrJByDZPdZ8oRdu3xN4CsoxBkAQwEFIOL0hoKIdASErYxhFtlsMAqV10ifGEbSERUTsYBEkET4zlMBCykeUnv9RMamXdcxvn6VhYbhOYDUIhWCtXXWmjXfLUtmVhW43fSbTbxDKbZ5qDQZCEeL5J6BJP2htZvukJKYdsEJZ1orTlMECqZ2yDw6izX3O91klKogEbioNBkMQwEFIOL0w2yvXiIIdASEo8t2+e2hzL7UGuT+2tYZcYaoPlNp3XB4ZUHNvjYbkHSxYw2GehXolgECRBlk8qlni6KemC5RufkFK/0GE5JwqHXWLS4Cm4xms8qqWNpqrMDXDuAQhyg0EQyhpvEDfKNRCSupTKuecbAE/HwXJb4OmGtQvsEkMUl+X2MjsTgjA7ut8KcoBBkER5vlHomqcbEwoj9WyQ1Hhu39jepCfXbBB2iSnHcp3n4Kj+9LvKtGjre/xWXUocgyAJ83yj0DWexNfl+kQj9UAIyzhVZbktYDbIRswGIbJvdXF+Pe330r4WCSqh8SoovP1ibwCFtYYlLGEt9ma4sIoVrGA19maYsAcrWM5wX/SxhF7C9SWlMu65bUvpONBAHz300I+9GdTAKpaxgj2xN6MUz+3fuLp/S512NNdrm+RsBfBA7I0wbAEcm6UEZoJkgBkhVIflp8BEANu2LlhuB5gNEh+7xBARkUcMgmSCNwvlsMvARpZvgEJhtxjqAo8DtY1dYuyyXN85Lsh0qV8PtIIZB+QUgyAZYSCknFRP5nUxEJKelMo427XwLLcBlrJBch0gNSWWyhMREYXDIEhmeMNQTko3iVQPAyF+eG3XUjoGZEOMbBB2iYnDa7tHgW2LvQEtYpYJBcSBUTOU0oBaIXHwwnUcTIwoDC/tjOU2wNKAlhwglabxUtdj6HJw1FAst5FmcYDTMDgwainMBMkUnyCUwye16yynxIfCbBA/2KYRxZNSW5Jjl5iUjh/VwBtmyhCDIBlbwxJvHErgxcE6BkLSw/Idn5djYLn+W7pxjT02SOoDpLJLjE1sx8pZXUy7fta2JfYGUJtE5L+KyFdE5Msi8kERmXiEReSlIqIicnzX28ggCDEQUoKXk3sXYl9AxJB6ICQVbMvCy7H+E1nFNi9N/d7s49qvm7lhIX7IrJPkicihAN4I4HhVfSKARQAvn/C57QDOAnBNt1s4wCAIAeCJtAwGQtbxRigtKZVtr21ZSseA8swGSakMh8osSmkf5YIPQYhq2Q/AsojsB2AFwL9N+MzbAfwugAe73LAhBkHoIV5vHrrEC5h8pX4hxLJNZVkNglrqEkNhsUsMEdEUgkHWT6gXcJCI7Bp5nT769ap6G4D/AeAbAG4HcI+qfnLDJoocC+BwVf1Yy399aQyC0AYMhMzHm8UBqzdCIaUeCEmF13aMbQsRxRK7/anbbsfebqIM3amqx4+8do6+KSIHADgZwBEAfgDAVhH52ZH3FwC8C8Avd7nR4xgEoU283kB0iSfdAQZC0pJSufbajnk5BlbrvqVsEHaJoS5YautyP/5W28VWcQBTmu+5AL6uqt9R1X8H8BEATx95fzuAJwL4tIj8C4ATAFza9eCoDILQRJZOqmRbFif9MQyEEBHFFbpLDMcFSVeO1y21WB/ElL3irPoGgBNEZEVEBMCJAG4cvqmq96jqQar6GFV9DICrAfykqu7qciMZBKGpGAiZjRcy63hBkZZUyrbXNszL/rda75kNso7ZIERE1CVVvQbAxQC+COAGDOINO0Xkt0TkJ6Nu3Ij9Ym8A2baGJSxhLfZmmLWKFaxgNfZmmLAHK1jOaF/0sYQe64Z5bMOIiMrhNU03VheXsbJ3T7gv2Abg/nCrD24rgAdibwQ1oapvA/C2scVvnfLZZwffoAkYBKG5eBMxGy8a8pVyIITlOi4v+99q8HMVy1hBwJuMCvrooYd+7M1I0hp6WAq4b0OVo7brdyrXaVb/jpTP9UEwiBHXIux3ZTKA3WGoFK9p5V1h+u+A1fT4kDg+iH1e269U9j/FxS4x1KUYxz7F8tbv+TxvEXnBIAiV5vVGoispnoTryDEQQpQzq3WeY4MQUar6fNJP1AiDIFQJAyGzMRAyYPWmKBRmg9jnte1KZf9TXDGyQbridZYYq3Jpc0Jdp7i9/mkSVLEQkLGwDeQKgyBUmdebia7kcgExj9sLgZoYCLGPbVc4Vut7bjewlqTSboTS9v5h+0alxEhKYyIcGcSBUakWq4NXWeFlUMPQrA6aGAoHT6MQ2J6kgQOkUi6atFm8viRqaAHMjCmBmSBUG586zManYANWnxBTNamUZ6/tlof9b7WuMxtkgF1i6mMZss9DG0lEdjAIQo14vaHoCk/K+WG3GPvYboVjNRBiRW4DpKbSZoTC/eNH2+f21UUG1rqwY+T/26NtBVnEIEhhH3dFbbyhmI0XOfndGDEQQiFw39fHJ/kDKWeDUHvXY2xriCh1vPMfwUa/PgZCZmPZYiCEbGGbFU5udb0qZoOEEbpLDKWHbRVRvhgEGcOb1fp4UzEby1Z+FxypBkJSKcse26xU9n0MzAahJlh+qmnSVnlsm0Po9xrsh23tbQc5swBgS8BXIhgEmYAXmfXxxEXz5BYISRXbSZqF9Xy2mNkg7BJjC9vS9CTV/nGWEUoUgyBT8KRUHwMh07FcDSR1gTBHqtkgqfDYXrEdqY9P8+Ngl5ju5DwuiMdtbqIfK0CRUDYA5YtBkBlWsZJdg9oWjzcWXWGZGmAgxL9UyrLH9srDvs+pjnvDbJB6GETLW6rn8qjKBnIYeKGWMQhSgoeLTYs83lh0hWUqP6lePLEskzdWbmRzGyCVpmM7SkTULQZBSuIJqh4GQqZjmcrvSTEDIXZ5bKs87Pfc6jhNxy4x+fEwOGrMNmp1MVJANnYV4TgjYS1gsI9DvRIRLAgiIheIyB0i8uWRZR8SkeuK17+IyHXF8seIyJ6R984d+Z3jROQGEdktIu8RESmWHygiV4jITcW/BxTLpfjcbhG5XkSObetv8nDBaZHHm4uusEzxJonsYFuVD2aDsEtMXVbKziw5jwtCDSR0g0s0T8hMkPcDOGl0gar+tKoeo6rHAPgwgI+MvH3z8D1VPWNk+TkAXgvgyOI1XOdbAFypqkcCuLL4GQBeOPLZ04vfbw1PCPXw5mI6lqm8AiHMBqE2edjvOdVvms1DeSXfWMaIqIxgQRBV/QyAuye9V2Rz/N8APjhrHSLyKAA7VPVqVVUAFwF4cfH2yQAuLP5/4djyi3TgagD7F+tpDRvYehgImY5lKq8bJQZC7PLYTnnY7xbrt5Un+swGaZ/HLjEe6jGVZ7HN61SdrJIyg58yW4VaEmtMkGcC+Laq3jSy7AgR+UcRuUpEnlksOxTArSOfubVYBgCHqOrtxf+/BeCQkd/55pTf2UBETheRXSKya993JsZrpuLJqh6PNxhdYZnK66Ih1UBICthOEdEsVgJos1hpx3ht00y/Z+M4EqVmv0jf+wpszAK5HcCjVfUuETkOwN+KyBPKrkxVVUS06kao6k4AOwFg6fgnVf79YcO+gtWqv5q1NSxhCWuxN8OkVaxkX572YAXLme8Dz1iG4/Cw3y3W7VUsYwV7Ym8G+uihh36U796DZSx3uA88lFVaF/N4Wbxe7GMJPWPbZMJWAA/E3ggCsD4wKs3UeSaIiOwH4CUAPjRcpqp9Vb2r+P+1AG4G8MMAbgNw2MivH1YsA4BvD7u5FP/eUSy/DcDhU34nCEa5q7PyhMIilqd8pJoNkkIZZhtF5Bu7xFBZnrNQ+7Nudrd1thnh8GaeAonRHea5AL6mqg91cxGRR4rIYvH/x2IwqOktRXeXe0XkhGIckVMAXFL82qUATi3+f+rY8lOKWWJOAHDPSLeZYHjiqo43GdPlXp48X5BUxUAItcXDPrdYt610bYg5NghVZ6XcEBFRdSGnyP0ggM8DOEpEbhWR04q3Xo7NA6I+C8D1xZS5FwM4Q1WHg3S8DsB5AHZjkCFyebH8nQCeJyI3YRBYeWex/DIAtxSff1/x+53wcAFqDQMh0+VenizeLIWSaiDEO4/tU+7tBtXT9QCpLKfd8NiGtcFT+VpdZDCNKIZgY4Ko6iumLH/VhGUfxmDK3Emf3wXgiROW3wXgxAnLFcCZFTe3NezrWp3FPp9W5F6eLI4hEEqK/YxTKL9sn9pnsV5bGRuE2rWGHpYijbWSkqZteQrnAmqoB7RaFTkGCTUUa3aYpHmKQFuR69OKMnIvTzllhKQo9/IbA/e5XzlNl8tyOhn3y0a8PjTA+rgc1revawsYTDcc6pUIBkEC4UmsOp7opsu9POUSCEm1W4z38su2qX0W6zTHeEhTyAFSWWZoFovtHBENMAgS0CpW3F/8d20NS7zhmCL3spTLxUSqgRDvvLVLubcXnnGAVGqTt7YrlirXGEmcp5s2MwllBFCeGATpAC9Gq+NJe7LcyxIDIX7lXnZjsL7PLdbn3J/ss0uMDSnul67/ppT2Yb+X3jUBUWwMgnQkpca4KwyETMaylAcGQuxhm9Q+i4EQC5gN0i52iWnOe/tNJVkZX8PKdlCyGATpEE8g1fGmY7KcyxJvmigmb21Szm1FXbnc1E7DbBCyxlu7S0T2BZsilybjNGHVcYrKyXIuSxan2AyB0+ZSDnKpz1X10UOP07tSC3gdZdvq4jJW9taforu/FehNmy52G4D7a686GduBfM4yC2AmTQnMBImATz2q41OAyXIuS7lkhLBbjD3e2iPv+zsGZoOk9/d76xLDektEFA6DIJFw5pjqvN14UHgMhPjlvf3z1h5Z39+51OWqchkbxHr5pIGmx8n6cQ4xQwzbNiKbGASJzPoJwRpvNx5dyL0M5XKBkWIghMiy3LNBiLzL/fqIiKZjEMQANtLVMBCyWe5lKJdASGq8l1tvbZH1/c16PFmsbBB2ianGepcYb+3VOO/bT0S2cGBUIzhYYDUc5Guz3MtQDoMrcqBUe7y1Rd73d9dWsYwV1B+wkMpj2SSart9bQq9v/FyzFcADM34u+3vUDAdGLYWZIIZYf0pnDZ8KbMYylL4Uu8Ww3NIQs0FsSTEbhJpJfVwQIsoDgyDG8ORQDQMhm+VchnK5gUoxEOKZt3bIehthrR5bGBuEA6S2h11iiApVqkLbmQXMVKDIGAQxiDPHVMOT+mY5lx9rN1ChpBYI8V5m2Q5RqpgNQp5VPbfEuoZYXWQ9I+oSgyCGeb8p6BJvQDbLufwwEOKT9zLrqR2yvq+t1WFmgxDFZ62NtTRNbp+ZFaXsiL0BZAaDIMZZv1C1xNrJ0YKcy4+1mygqJ+cy2zXua7KIXWLsY9vhzLaKny8bUNlSdUOoEwsYdHUK9UoEgyAO8GRTHgMhm+VcfnIIhKSWDeId26D2WKu/Fm5uOV1unlIbFyTn6xKi1InIUSJy3cjrXhH5pQmfe3bx/ldE5Kqut5NT5DrBqePKG57gPU1bGVrO5YdT5/rjvbx6mjbX+76mNHVRLtfQwxL6Qb+DiCg3qvpPAI4BABFZBHAbgL8Z/YyI7A/gvQBOUtVviMjBXW8nM0EcYeS8GgtPOyzJufxYe6IcQmoZITmXV1pnre4yG4TKsFBOiMwp03Sxi01qTgRws6r+69jynwHwEVX9BgCo6h1dbxiDIM5w5phqGAjZKOeyY+1mKgQGQuzw1PZY38851F2ieazV01jbU6dt9TJDzDz9np/zCiXtIBHZNfI6fcZnXw7ggxOW/zCAA0Tk0yJyrYicEmZTp2N3GKeYwlyep9T0LuRcdnLoGkN2eGp7cm4XqlrFMlawJ+o29NFDL0JXjj1YxnJHfzu7xIRjoW1Kpc1JrTuqOz0gwyo82wLKD25bz52qevy8D4nIEoCfBHD2hLf3A3AcBpkiywA+LyJXq+o/t7qlMzATxDFrTwUs8/RUtgssO+liNgilyOqTWaJp2CWGRpVpw1YXWWYoKS8E8EVV/faE924F8AlVfUBV7wTwGQBHd7lxDII4xxuE8hgI2SjXspPDzRQDIXZ4anc87+euWbjBjTU2SJdYJomoruX0m0jrXoHJXWEA4BIAzxCR/URkBcDTANzY2ZaBQZAk8CKhPE83JF3ItewwEOKP57Lqqd2xvJ+t1VsLgZAYUhsgdc1RMMnaVLmW24sc9et0gfBT/Ct5WNjuIDSHiGwF8DwAHxlZdoaInAEAqnojgI8DuB7AFwCcp6pf7nIbOSZIIoYnohT6V4ZmoS+sJan0y60qh/FB2FeZKG2xxgahciyMH5OiOtdxuV7rJGULgAdjbwSVoaoPAHjE2LJzx37+fQC/3+V2jWImSGIYlS/H05PZLuRabqw9WQ4hpYwQz+XUU5tjeT9bq7PMBgnPcnmkZiwfW2ttTdaqZnXkngUyHBg11CsRDIIkyPJJxRJPNyVdyLXc8ELHF8/llG0OhZDD2CCh5dolhtrh4mHDthbWUeYGOPZN8pbI309uMAiSKJ4ky+EwAGHhAAAgAElEQVRNyUa5lpvUAyEuLtAqyLWcdsnyPrZWX5kNEp7l8jiP5fLBcUH86fc6Op+3FcyIHRQBDNdAiolBkITxxFQOAyEb5VpurN1YtS21QIhXntoby21B6vWViNLDdiswAwEX8oNBkMStYsX0hawVa1hydXMSWq5lJvULlJQCIZ7LKNua9MR+2s8uMc2xS0wcdf+WOu2oh/22usi8hbkY7KAWMAiSCQ8NvwW8OVmXa5lhIMSPXMtolyzv49TrqgfsElNO7CAZUTAcg8OeBQyOS6hXIhgEyYjnC4guMRCyjmWGrPNaRj21M173cddi3+gyG6Q5T9kgbeG4INMx0EqULgZBMpPqiaptnm5QQsuxzKR+4ZNSNohnbGeaS72uetBlNggRZYTdXiggBkEylONNbR28QVmXY5lJ/eYqpUCI5/LppZ2xvI8t1VVmg4RluRzO03bZ8Lwv2mKp/bRyTu17Chx42lZKDoMgmeKAqeVYOsHGlmN5sXRzFYKVi7Y25Fg+u8Z9TNOklA3CLjHd67JtYTs2gYUiz4AIdWy/2BtAca1iBStYjb0Zpq1hCUtYi70ZJuRYXvZgBcsJ/819LKGXSPn2Wj7ZxjRnqZ6uYhkr2BPt+/vooYd+tO8PzWs9Tx2PSzmW2ipK1AIYVCqBmSDEqHgJsZ+SWJJjeWFGCIXmpY3Jsf4TtYVdYqiMedPk9ns1zxfb6v1aqyxknRCBQRAq8EQ6n5eblC7kWF4YCPEhx7JJA5bqaI5jg6Q0XW6OXWJoMkvtChG1h0EQeghvHuZjIGRdjuWFF0M+eC2bXtoXr/uXiKaL3f7UbVdibzcR+cQgCG3AAVPnW8MST7qFHMtKyoGQVLJBAL9l00vbYnX/WqqfzAahLliqi5a2JYaUzqFTcawJSgSDIDRR7ieyMrzcrISWY1mxdKPVtiwu4ihpKddPWue1S0zs4Bjled1Si/WAh/XtI9M4OwxNxZG+5+OsDgM5lpWUR3hPZcYYr+XSS7vidf92KceZYvZgGcsR/2YioqxxdphSmAlCMzFaPh8zQgZyLCspP3FOJSPEa7n00q5Y3b+W6iaf/IfDbJDh+trZD7HbnVzak9DtUz/2DXDT79/SylYQzcQgCM3FcULmi33hYEWO5cTSzVbbGAiJi+0KtYFjg1CXYrS3KbaV86bJJaJmGASh0rzeSHQlxZNwHSwnZBHLZThW962lACWzQYioTf0erzmJmggWBBGRC0TkDhH58siy3xSR20TkuuL1opH3zhaR3SLyTyLygpHlJxXLdovIW0aWHyEi1xTLPyQiS8XyXvHz7uL9x4T6G3Nk9WLXCgZCBnIrJ5ZuttqWSjaIV17aFKt1PuW6WUWMbJCusEtMu7y0OU2FKjfmz5nbpixvUszndV/pontO7C5A5E7ITJD3AzhpwvJ3q+oxxesyABCRxwN4OYAnFL/zXhFZFJFFAH8C4IUAHg/gFcVnAeB3i3X9EIDvAjitWH4agO8Wy99dfI5aZPVi14pcLiDmya2cpHyzZf6iriSvZZJtShqs3vSGwi4x3fLavo1L5e8gikYwCGqFeiUiWBBEVT8D4O6SHz8ZwF+qal9Vvw5gN4CnFq/dqnqLqq4B+EsAJ4uIAPhxABcXv38hgBePrOvC4v8XAzix+Dy1iCep2dawxBsX5FdOGAixL7cy2SWr+zblelkFs0GoKzweRGRdjDFBXi8i1xfdZQ4olh0K4Jsjn7m1WDZt+SMAfE9Vvz+2fMO6ivfvKT6/iYicLiK7RGTXvu+UjdfQEAdMnY+BkPwuhlK+4WIgJB62JWlgNohPuXWJ8Sh0G+lthhga2D7SVYd7nEZ1HQQ5B8APAjgGwO0A/qDj799AVXeq6vGqejwOOijmprjm8YaiS7x5ya+MpHxxk0ogxCMPbYnVup5ynawi5WwQSmeqXCKi0DoNgqjqt1V1r6ruA/A+DLq7AMBtAA4f+ehhxbJpy+8CsL+I7De2fMO6ivcfXnx+rtU1RuTrsnrhawUvKPIrIynfdKUQCMmtPHaJ+3a23J7+d5UN4nWAVIqHbRVRvjoNgojIo0Z+/L8ADGeOuRTAy4uZXY4AcCSALwD4BwBHFjPBLGEweOqlqqoAPgXgZcXvnwrgkpF1nVr8/2UA/q74fCmra8sMhtTEk8lsDITkV0ZSDoSkwGN5ZDtSH+vjALNBbEk1KNakffXYNo9q60HB6mL9stFva7YUzrrizyIGswCFeiUi5BS5HwTweQBHicitInIagN8TkRtE5HoAzwHwXwFAVb8C4K8AfBXAxwGcWWSMfB/A6wF8AsCNAP6q+CwAvBnAm0RkNwZjfpxfLD8fwCOK5W8C8NC0ulUwEFIPxwmZjTcw/i9uqkr1xiuFbBDAZ3n00I5Y3a9W6mOqN77TpJIN4kHOXWI8bnMT/V6kv5eBEUrAfvM/Uo+qvmLC4vMnLBt+/rcB/PaE5ZcBuGzC8luw3p1mdPmDAH6q0sZOsbq2jJWlPW2sKjurWMEKVmNvhklrWMIS1mJvRlS5lY89WMFygn9vH0voJVCWPZZHD+2Ix/2aiz566KEfezPcWUMPS9xv2Ur1XB7VVgAPtPg5opJizA7jCrvH1McnMtPl9rRiktzKh5Un0G1LJSOE8mGlLjIbhIZyKwtERLExCFISAyH15HajW8UalrIPhuTWfcrKzVfbUgiEeCyHHtoPj/u1SzFvflMdG4Rlzs4+8DAuSMx9Fe2aIPa4Dmk2PeRMsO4wKRoGQthFpprhCYZp0ZN5SGsPLae0+VTTaVPoGuOxHHpoPyzu11TrIYWXU5cYD+0LtagHZFK0k6YLLQ6MmzBmgtTArJB6rDyZsMjDE93QciofzAixK6dymDsr9TCnbBAOkDodu8S0g9dTjvHGnTrEIEhNDITU4/HCpCs8cedVPqzcgJF/HtqOnOo2pW+N+fyl5Vr3LUyTG1WogMaWQOul7DAI0gAHTa0n1xNiGR5uZkLLqXykGAhhNkgcHtoOi/vVSh1kNgi1LYWpctlmOBIqOMHsEAqEQZAWMBBSXW4DYlbh4WYmtJzKRooXVAyExMG2g2idxzrMLjFxeCwrQ/3e9Haf40IQTceBUVuyurbMAVNrsDhgngUcjIxlwzsOlEqTWNynVgZJXcUyVhDnOqKPHnodjoi4B8tYjvS3tiWnAVK94TUU5WzfgqDfe1jAb0ijbjETpEXsHlOP5wh8SJxCN5+ykWI2CMCMkBg8tBkW92mqdTB3Fstal6z8/Va2w6Js2p62s1KY5ZIFEVkUka+FWDeDIAEwEFIdT5DTebipCSmXspHqhVAKgRBvcm8zPOPYIGSxSwzHBcmc9YADxylOlqruBfBPIvLottfNIEggzAqpjuOETJf7TU0u5YKBEJs8lj/rbYbFfZpq/ctdyLLGWWLyVLat8H7um8l6YIRScgCAr4jIlSJy6fDVdKUcEyQwjhVSncU+4xbk3sc1l3JhZXyCtnkfIySX8tcl7tPJODYItYn1rJzs9tM2APfH3giiUn4jxEoZBOkAAyHVZXcyKomBkDzKRaqBEO+8lb/c24s6rNS9mIEQqibEAKkWj3/T9qTr9jOl9m91cRkrezsqDz2A4/36tg8LWF0M2Ruh23qlqleJyH8EcKSq/v8isgJgsel62R2mI+weU53FdGkLrKe5h5ZLuUgxNT+F1GBv5c96e2Fxf6ZY96roemyQLlgsZ1Qej1+GtsTeALJCRF4L4GIAf1osOhTA3zZdL4MgHWMgpBqOEzKZ9Rub0HIpEynejKUQCKF25VKfq7I4QGYIHCA1PNYx25qe6/u96efVPsfuAADsiL0BmRGR/UXkYhH5mojcKCL/aez9h4vIR0XkSyLyFRF59YzVnQngPwO4FwBU9SYABzfdRgZBImBWSHU8gW+W+xS6uZQJBkLs8Vb2cm4n6kqx3lXBbJBqQgyQmksQjIiS9EcAPq6qPwLgaAA3jr1/JoCvqurRAJ4N4A9EZNrFSl9VH+qDIyL7AdCmG8ggSEQMhFTj7cajKznf4ORSJlK8IWMgpFvW2wlv+7MrudwIMxvEh6btiPV6XmX7OEMM0WQi8nAAzwJwPgCo6pqqfm/sYwpgu4gIBsP03g3g+1NWeZWI/BqAZRF5HoC/BvDRptvJgVEj46Cp1QxPUJ4GJ+xCSgOAVeVtsMq6rAzY2CbOGNMt6+2Etf2ZYp2rouuZYroQsoyFGCC1TdbqVxest3lEIezDQuCHZ/ccJCK7RhbsVNWdIz8fAeA7AP5MRI4GcC2As1T1gZHP/DGASwH8G4DtAH5aVfdN+cK3ADgNwA0AfgHAZQDOa/pXMBPEAHaPqc7604QYrD/pDSmX8sCMEHtyKXu5slDnmA2Sr1yOfRlsax0YH8y07HgkHLfEmztV9fiR186x9/cDcCyAc1T1KQAewCCQMeoFAK4D8AMAjgHwxyIycegWVd2nqu9T1Z9S1ZcV/2d3mJQwEFINT4ibMRCSPgs3ZW3zHgjxxHobkUs99iLFsUGomdS7xFgVdspTolbdCuBWVb2m+PliDIIio14N4CM6sBvA1wH8yKSVicgNInL92Ot/i8i7ReQRdTeSQRBjmBVSDU+mm1m/yQkpl9mEUgyEeOatzFlvI6ztTwv1LZeMgC6yQXIeINVa3aLItlX4bNvZGoyvJktVvwXgmyJyVLHoRABfHfvYN4rlEJFDABwF4JYpq7wcwMcAvLJ4fRTALgDfAvD+utvJMUGM4lgh5XGckM2GNzm59oXNoe9zauMVcHyQbrGvfDUW6tsqlrGC7q8LUhwbhPJRta2r0paXbRfKnN8stDE52B57A/LxBgAfKGZ8uQXAq0XkDABQ1XMBvB3A+0XkBgAC4M2qeueUdT1XVUczSW4QkS+q6rEi8rN1N5BBEMMYCKnG201IF3K+0cmhPKR20cRACA1xX+ZrD5axHDjYw/LVTKxrCx636fq9JfT6fs+flBZVvQ7A8WOLzx15/98APL/k6hZF5Kmq+gUAEJEfBbBYvDdtRpm5GAQxbtg1hsGQcniC3IyBkLTLAwMhtngqc9bbBmv70kJdYzaIfSFmiWnzuFuoVxa2ISf9rUDvgfmfe0gPKFWEt2Iw5CWZopDUxlp7DYALRGQbBlkj9wJ4jYhsBfCOuitlEMQJZoWUx+4xm1m/2Qkph4stCzdnbWIgpDs5tw1kVxfZIEREZJ+q/gOAJ4nIw4uf7xl5+6/qrpdBEEeYFVKNpxuRLuR8s5NDWWAghOqy3DZYq7sW6hmzQdoRsmyFyAah+iy3cVkpkznC7BIaIyJvGvsZAO4BcG3R7aYWzg7jEGePKY8joW+0hiXzM0OEkkNZsDCLRZs8p3PmUN66Ym1fplbPrOpiphhPrM0SE+taoov2wFqbM8RpcilTxwM4A8ChxesXAJwE4H0i8qt1V8ogiFMMhJRn9WQWEwMh6UrtBo2BkG7k2iZ4FWvK3H5i81p6qqOpSWXflz3nljmXpXb+7kTbU/eSRYcBOFZVf1lVfxnAcQAOBvAsAK+qu1J2h3GM3WPK4zghm+WaHmotvT4ECyn7bfLcNcZTebPcJljbjxbqWKxuMVQOu8QQxfWwrcCeDKvgPiykFlA7GBuH6v13AIeo6h4RqX2EmQmSAGaFlJfKk4e25Pr0N4dykNgJkBkhHbHcJljbj6nVsbK6zAbpokuMtXI1C7vE0Cz9Xo3jsa397TCBGSIp+QCAa0TkbSLyNgB/D+Avitlhvlp3pQyCJGJ1bZnBkJI8XfB0IdeLmBzKQa43aUS5iNUthspZS6z7kBV1zt+5XuskYevYv5QVVX07gNMBfK94naGqv6WqD6jqK+uul0GQxDAQUs4qVrK4CS4r14uDHMpASoEQZoN0w3J7YG0/plS/qmA2CLXB8n63vG119NsIIHgJQmyJvQHUBhHZUfx7IIBbAPx58bqlWNYIgyAJYlZIeamd5JrIdeaYHMpASjdqDIR0w3Jb4Gk/doHZIHlhlxh7UjrHNhY7ADEhULOj+62gdvxF8e+1AHaNvIY/N8KBURO2urbMQVNLsDbgXmyWB0cMJYeBcy0M5NgWDpTaDcttgaX9mFLdqqKPHnodDfy5B8tYdjoILAdIpaE2zl2ri8tY2dtBXegBrRTbrQAeaGE91r7LsH1YSOJhgar+hIgIgB9T1W+0vX5mgiSOWSHlsHvMRrk+2Um9DKT0tIoZIWRJ7LrFbJDmPNXLlI533f2e6rggsdsSF2Jnm1BnVFUBfCzEuhkEyQQDIeV4uggKzcPFQgipl4GULrAYCAnPcjvgZR92JcaNcWpjg4TCAVIpWV7GCSHPvigiP9r2ShkEyQgDIeXwwnqd5RugkFIvAwyEUBWW2wFLdTWlepUrS+WpKxwXZLocywORQU8D8HkRuVlErheRG0Tk+qYr5ZggmRkGQjhWyGw5jBFR1vDixurYAKFYGnMghJTGMfA6RoinMmZ5fBBLYterVSxjpeOxMzg2SBwxjjVNF7vuD/V7S+j1nbTV88Yd2QLgwY62hSx7QYiVMhMkU8wKKYdPAdal+qRnltSPf0pPrr1mhKRexrrAfRhfl91iQgtVntglZrouxwWhCbbF3gBqk0IemvExxCuC/66q/zr6AvDfm66UQZCMcdDUcniSXcdASHoYCInPSxmzXP8t7cPYdSqlQTMn8Tw2iFU5dYmJvZ1ez1PBcWwRmu4Joz+IyCKA45qudG4QRETeICIHNP0isouBkPksXWDHFvsCIobUj3/sm7Y2eb3A9FLGcqz/VE5K2SChtJ0NknrAy4IYbfO8c/LqYr3j3rcQaLCwDeSCiJwtIvcBeLKI3Fu87gNwB4BLmq6/TCbIIQD+QUT+SkROKubrpcQwK2Q+TqO7LmJKXDSpH/uUAiFeeSljVuu+pf0Xuz6lfnMcOhvEUlnKBfc5EY1S1Xeo6nYAv6+qO4rXdlV9hKqe3XT9c4MgqvrrAI4EcD6AVwG4SUR+R0R+sOmXkz0MhMzHE/U6qzdDoaR+7GPfuLXFazYINWepjsauT6lPmUvt8tolhnW+Y8zkoI61EfCYpNTsMKqqIvItAN8C8H0ABwC4WESuUNVfDbFhFA9nkJnP06wOoeU2a0TqMwdZGeG+Kc4YE1Zu9Z7sCT1TTKi6uIYellqcTYezxFTH9qukebO3xLYVwAOxN8KefVgwFRy0qsyYIGeJyLUAfg/A3wN4kqr+IgYDkrw08PZRRMwKmY3dY9bllhEC2Hr61LZUnmZ5zQjxUras1ntL+y92XWI2CBER0WZlxgQ5EMBLVPUFqvrXqvrvAKCq+wD8RNCto+g4Vsh8li64Y7J6QxRSysc+9s1bWxgICctqvbe0/1KpSxZ5HRvE6gCpsetN7O+fpu3tCn1e6vcit8tbGv4+u9zQGBE5WkReX7yObmOdU4MgInKgiBwI4I8A3Df8eWQ5VPXGGb9/gYjcISJfHln2+yLyNRG5XkT+RkT2L5Y/RkT2iMh1xevckd85TkRuEJHdIvKe4cCsxXZcISI3Ff8eUCyX4nO7i+85tulOImaFzMOskAEOmJqWVG7eGAgJy2qd97L/QmM2CHUp93FB2pLK+ZeoKRE5C8AHABxcvP6niLyh6XpnZYJcC2BX8bp27LWrxLrfD+CksWVXAHiiqj4ZwD8DGB3o5GZVPaZ4nTGy/BwAr8VgcNYjR9b5FgBXquqRAK4sfgaAF4589vTi96kFDITMl+KJuA6rN0WhpHzcU7kQYyCEYkqlHlnkNRvEqlz+Xu/XKXWnyQ3CQuYG464pOw3A01T1rar6VgAnYBAbaGTqwKiqekSTFavqZ0TkMWPLPjny49UAXjZrHSLyKAA7VPXq4ueLALwYwOUATgbw7OKjFwL4NIA3F8svUlUFcLWI7C8ij1LV25v8PTTAQVPn8zKwYWi5DTyW8nHnYKlxeShbVuu7pX0Xsx7FGDyzjx56pkdVjIsDpKbJ+vmyvxXoTRpMdBuA+wN9KQcw7VSCA6MKgL0jP+8tljVSZkwQiMhLRORdIvIHIvLipl9a+HkMghlDR4jIP4rIVSLyzGLZoQBuHfnMrcUyADhkJLDxLQCHjPzON6f8DrWEWSGzsXvMgPcnLVWlfMxTeZLtNSPEA6v1PeV6WUWMbjFdCZ0NQtU0aQtYX4lozJ8BuEZEflNEfhODRIoLmq60zOww7wVwBoAbAHwZwBki8idNvlRE/h8Mptr9QLHodgCPVtWnAHgTgL8QkR1l11dkfWiN7ThdRHaJyK59d95V9dezx0FT5+PJPL9xQlI+5gyExOOlXOVU1+tIpQ6VlcrYIF4GSG2Ll/ZmVOht9jY4Kg0sj1Sx7fE2gxpQ1XcBeDWAu4vXq1X13U3XO7U7zIgfB/C4ItAAEbkQwFfqfqGIvAqDWWVOHK5TVfsoZqJW1WtF5GYAPwzgNgCHjfz6YcUyAPj2sJtL0W3mjmL5bQAOn/I7G6jqTgA7AWDhKU/RtQd7WNrC1M2qVteW2T1mBkvp2DFZTZcPYXixlOJxt57qW5bHrjFsS+qztO9y6xbTlT1YxnKif1tZKR9fIsqTiPy5qv4cgC9OWFZbme4wuwE8euTnw4tllYnISQB+FcBPqurqyPJHishi8f/HYjCo6S1Fd5d7ReSEYlaYUwBcUvzapQBOLf5/6tjyU4pZYk4AcE+V8UDWHrQZlbeOWSGzsXvMQG5PiVM95qk8zfb4JM5DmbJazz3suxQxGyRPHrrEWG2rhpqca6NPk0vUnieM/lDEDI5rutIyQZDtAG4UkU+LyKcBfBXADhG5VEQunfZLIvJBAJ8HcJSI3CoipwH442J9V4xNhfssANeLyHUALgZwhqreXbz3OgDnYRB4uRnr44i8E8DzROQmAM8tfgaAywDcUnz+fcXvV7L2YI/BkJoYCJmNF1H2LzraluoxZyAkHg9lymo9t7LvYtaflKfM9Tg2SNtdYto6vlbqShVWtrmr+t3JDDGTiqeF2WBoKoU81BU9xKsrInK2iNwH4Mkicm/xug+D3h+XzPn1ucp0h3lrnRWr6ismLD5/ymc/DODDU97bBeCJE5bfBeDECcsVwJmVNnaKYSCEXWSq4Qwys1lKy44lp64xQLrHnF1j4vFQpnKr556w20Q9HuodhcPjH0APKDVJEmeYyY6qvgPAO0TkHap6dtvrn5sJoqpXAfgnAA8HsAPAP6nqVcNX2xtkEbNC6mFWyHTsHsMBU1PBjBCaxWIdt1IXU6k7ZTEbZDqrA6Q2ZbH+E5EvIQIgQLnZYV4D4AsAXgLgZQCuFpGfD7ExlrGLTD0cK2Q2KxfjMeV0kZTq8c7tZs6KVMtTF6zsu9y6xaTAStmZJYUuMTmMCxIr+N6P3Z0l9vcTodyYIL8C4Cmq+ipVPRWDgUjeHHaz7GIgpB4GQqbzcEEVGgMh/qUQCPGYDeKhPOVUv2k2ZoNQaB7aRLO2xd4Aou6UCYLcBeC+kZ/vK5Zli1kh9TArZDp2j8nrRinVY81ASBweypPF+m1lvzEbxJ8QZSfVLjG5aqteuz2vbqnxO2UyRJhFkiURWRSRHxCRRw9fTddZZmDU3QCuEZFLACiAkzGYyeVNAKCq72q6EV5x4NR6VteWOWjqFLkPujW8UcphMMXhRXRqxzuFwVI5UGoYFgdKtbLfYtabrgdJ7aOHXqmREJvZg2UsZzz4a1vHtWkdaVLvrdTPURa3aZp+bwm9fkdtbqiBS7cAeDDAehO2DwtmgvxtEJE3AHgbgG8D2FcsVgBPbrLeMkGQm4vX0HBKmu1Nvjglaw/2GAipiDPITJfqzXEVFm+WQvF0QVUWAyFxpFiWusD9RlasoYelDgJEtJHna47VxWWs7OW1NCXtLABHFTPDtmZuEERV/982vzBVzAqph1kh0+V+Ye75oqSqFI81AyFxWC9LOdXrqpgN0r6Q2SDW6xqQ71TIHo7NkMfzjAnMEMnJNwHc0/ZK5wZBRORTGKScbKCqP972xqSAwZDqmBUynacTeQi5dY9J7VgzEBKH9bJkMRBiZZ+lUGeoGYvZIDG7xJABPaBxkQzVXYZycAuAT4vIxzBSEpsOyVGmO8x/G/n/FgAvBfD9Jl+aA3aRqY5ZIZOxe0w+F1BWbsTaNBzUzfONncdAiHUW63SK9a8KZoNUl3uZ6YLnfcygZkcYYEndN4rXUvFqRZnuMNeOLfp7EflCWxuQMmaFVMeskOk8Xwi0weJNUwipHmfvF4PeAiEeylEudboqdouhNuXaJaaqKu2Rh/Z1nv5WoNckcMDAg1mDgVHTmflrODSHiGwrfr6/jfXOnSJXRA4ceR0kIi8A8PA2vjwXnFK3Ok6lO1lKoz3XYXGazRBSnTLZ7VR/BW/T56ZYhkKzss+81xVr9gS8Ichlutymf2fX528rdbkNnbYH27r7qpk4Fa5rIrK/iFwsIl8TkRtF5D+NvS8i8h4R2S0i14vIsTPW9UQR+UcAXwHwFRG5VkSe0HQby3SHuRaDMUEEg24wXwdwWtMvzhG7yFTDrJDJcu8ew3FCfGNGSLeslyGL2SDW91lozAYha3Kvk9TcMoB7Y29EXv4IwMdV9WUisgRsiuS9EMCRxetpAM4p/p1kJ4A3qeqnAEBEng3gfQCe3mQD52aCqOoRqvrY4t8jVfX5qvrZJl+aM2aFVLe6tszMkAlSespRR05ZIanx/pSbGSHtsliXLewz7/XEmpyzQVJKjU9R03PK6uL049vv2WtfKW0i8nAAzwJwPgCo6pqqfm/sYycDuEgHrgawv4g8asoqtw4DIMX6Po0WcoWmBkFE5EdF5D+M/HyKiFxSpK4c2PSLc8dgSHUMhGyWareJsizePIWQ4jH2foPHQEi7cqnLVcWqJ13fNPcNdv+gzbx1iamqyvaV3Rfez3VEExwkIrtGXqePvX8EgO8A+DMR+UcROU9ExoMWh2Iw9e3QrcWySW4Rkd8QkccUr1/HYMaYRmZlgvwpMMEmOIoAACAASURBVMhRFZFnAXgngIswmKd3Z9MvpgEGQqphVshk1m9wQrJ+UdWWFI+x94tDBkLaZa0uW99foaWYPcBsEL/q7N/c6zDlaR8WsIZesBeAO1X1+JHXeFxgPwDHAjhHVZ+CwRC6b2nwJ/08gEcC+EjxemSxrJFZQZBFVb27+P9PA9ipqh9W1d8A8ENNv5jWMSukOgZCNsv5ZL+GJXM3UCGkeIwZCOlWimUoJAv7y3sdKYvZIETTuWgHxp/1byn5e6z6qbkVwK2qek3x88UYBEVG3Qbg8JGfDyuWbaKq31XVN6rqscXrLFX9btONnBkEEZHhwKknAvi7kffKDKhKFTEYUg2zQjZj9xhfN6R1pHiMXVzczeAtEGKZxTpsob7l0i2mCyGzQXKQepcYmqLt2xPO/pIsVf0WgG+KyFHFohMBfHXsY5cCOKWYJeYEAPeo6u2jHxCRPyz+/aiIXDr+arqds4IZHwRwlYjcCWAPgP9dbMgPYdAlhgIZBkI4k0w5q2vLnEFmTM4jqVucbSKE1I4xZ43pjvWyk0sd9qLL2WK8zxQTom6toYellvZJ1zP/WFD1mMRqf2KcQ/pbgd4DnX5ldPFD2tl4A4APFDPD3ALg1SJyBgCo6rkALgPwIgC7AawCePWEdfx58e//CLGBU4MgqvrbInIlgEcB+KSqavHWAgZ/GAXGKXXL43S6m+U8lW4u0+hav5mtioGQ7lgvO9YCIRb2l/f6UVYXgZA9WMZyZsGANsWqDxbq4aiy29NF3V1dXMbKXpZpskFVrwNw/Njic0feVwBnzlnHtcV/j1HVPxp9T0TOAnBVk22c2a2lmLJmfNk/N/lCqoZZIdUwK2QzaxcNXbJ2IxVCasfX+40eAyHtsVZ/LeyvWPUjxwyCupgNMp+1up26fm8JvX6F/b0NwP0lPrcVgyEvyZR9WDDRjbNFpwL4o7Flr5qwrBKO7eEEgyHlMStks9yzQlK/2LJwc9YmBkK6Y73sWKu/1vdXKpgNQpSgMkETBlaoICKvAPAzAI4YGwNkO4C7J/9WeQyCOMMuMuUxK2SzXC/grd1IhZDasWUgpDuplZ3UMRvEvhzqlKcuMV7GBZnH+3mRqKLPAbgdwEEA/mBk+X0Arm+68lmzwzxERP6jiDy3+P+yiGxv+sVUH2eRKY8zyGyWWIpcaTlMo5vazDGcNaY7lsuNtXprYV/lMFtMF1PmepopZq3F/WFh1h9r9bouC+1B1jjLTLJU9V9V9dMAXgngGlW9SlWvAnAjBlPqNjI3CCIir8Vgft8/LRYdBuBvm34xNcdgSHkMhmyU2s1yFalceM2S0rHdgxXXwRAGQtphrd5a3ldkA8sIjSpzHvN0vnCBAZJU/BWAfSM/7wXw101XWqY7zJkAngrgGgBQ1ZtE5OCmX0ztYReZ8thFZqMcUnYnsZrq2qbUjq3nNGB2jWmHtXobe1/l0C2GY4NsZG2A1Nh1gDaqM0NMstPkbgHwYOyNiEMhrrLcSthPVR86+avqWjH1biNlusP0R79YRPYDoDM+TxEwK6Q8ZoVslGtWSC7dY1LCjJBuWC43qdfZqjzXibK66BYTiuW6ZEHd+lxnv1b9HbY1hmwp/i2b2cEMkNR8R0R+cviDiJwM4M6mKy0TBLlKRH4NwLKIPA+D9JOPNv1iCoPBkPIYCNko14u11C90Ujuunm/6PAVCqBwL9StGnbAwpkSbPD01bXNsEGqHhXZgnn6vhfNPmaIXOwAR+/sphDMA/JqIfENEvgngzQB+oelKywRB3gLgOwBuKL7wMgC/3vSLKSwGQ8phVshGOWeFpCy148pASHiWy4u1+mp5X4WU2iCpoVguH20cQ8t/nzVtnLs6O/9ta2k9W+Z/pDVTmontXW4DtU5Vb1bVEwA8HsDjVPXpqrq76XrLjAnyYgAXqer7mn4ZdY/jhZTDsUI2yrGf7/DGytKYA21L6bhyjJDwLJcXjg+ykef6YEWuY4PEVrcudzFVbgxezg9RbQWQ4jgmtIGI/Kyq/k8RedPYcgCAqr6ryfrLBEH+C4B3i8hnAHwIwMdV9ftNvpS6NcwIYTBktmFGCIMhAx4uFkKwdnPVtpSOq+cbPy8XupbLS+p1taoY9SG1QVJDsVyPujyG3rCNKYEBCXP2YcF19tyIYeem7SFWPjcIoqqvFpGHAXghgFcA+BMRuUJVXxNigygcBkPKYTBk3TDN1erFWyipX/hYviCvioGQ8CyXF0t11fJ+Cimlm2hP2SCW5Fr2iSgcVf3T4r/vVdXvtL3+MmOCQFX/HcDlAP4SwLUYdJEhpzheSDkcK2Rdjn1+U589JqVjyjFCwrNcXizV09j7yXNdKMPz0822y0ZKA6R2OUtMKFa2ZXXR0bXrvEFMOcgpDfy9iHxSRE4TkQPaWuncIIiIvFBE3g/gJgAvBXAegP/Q1gZQPAyEzMeBU9elNrhmWZZusNqW0jH1fPPHQEhaYu+n1GeLCR0I8TRTTFtyGiA19nZaPFf1LQQbeEtCU6jqD2MwKcsTAFwrIv9LRH626XrLZIKcAuBvARylqq9S1cs4Jkg6mBVSDgMh62JfQMSQciAESOeYWry4LIuBkGZSr6MepDZtbgjMBvEnRtsy73xQ91zXyjS5TVkIuJA7qvoFVX0TgKcCuBvAhU3XOTcIoqqvUNW/VVUOJJEwBkPmY1bIupQyCMpK/SYrleO5BytugyEMhDRjqY7G3kde60BZzAZpX+wglqX6S0R2iMgOETlVRC4H8DkAt2MQDGlk6sCoIvJZVX2GiNwHQEffAqCquqPpl5M9HDx1Pg6cui63wdBSn0Y3pePpdcBUDpbaDAdKXZf6bDE0YGm63BhlPnY9G2VpW4LpAUaKG02xDwvRg5ot+xIGvVJ+S1U/39ZKpwZBVPUZxb9BpqUh29Ye7DEQMsfq2jIDIchzBhlLN1ptS+kijoGQsKyWFUv10+o+SkHoKXNDzRTDMhEfj0FJ2wDcH3sjZtgC4MHYG0EdeKyq6vyPVVNmYNQ/L7OM0sMuMvOxi8y62OnfXUs5dTel7k5euwWwa0wzKdfPKlIfJDW03LrFxD52Vutt29sVul5GnyGm6bgfHDeENjpSRHYWM8T83fDVdKVTM0FGPGH0BxHZD8BxTb+Y/GAXmfmYFTKQW1YIu8f4wIyQPFnJCIldj1LuFhM6GySUtssEu8Skca4axfaf6CF/DeBcDGao3dvWSqdmgojI2cV4IE8WkXuL130Avg3gkrY2gPxgZshszApZZ/XpcChWn161IZVjyYyQcFIpIyHF3kdey38ZHCS1XbGzQboSqk52VdfbrtONpsm1kLlhYRsolO+r6jnFDDHXDl9NVzprTJB3AHiHiLxDVc9u+kWUDo4XMhsHTh1I8cnMLClnhaRyLJkREo7VMmIlGwSwu49C4SCps6WcDdKEpTqbon5vCb1+x/uXY3d0ah8WUgt8f1REXgfgbzAyLK+q3t1kpXPHBAHwBRF5+PAHEdlfRF7c5EvJP2aFzMeskLTGligr1ayQVI6l1wsDZoTUZ6lOxtxHKY8PwmwQW2KU89DfaakdofIexgyRFJwK4FcwmB732uK1q+lKywRB3qaq9wx/UNXvAXhb0y+2RveV2RU0jsGQ2dhFZsDqzVEoKV8spXAsGQgJx2r5SLlOVuG17Keq7fqy1lIwKJcuMTGxLnZvR+wNoFpU9YgJr8c2XW+ZO/9JnykzoKo7e+5fwZ772SjVwWDIbAyGpJNJUNYalpK98UrhOO7BisuLUAZC6rNSH63un1CYDZKnJuW8q7pqvS42ae+jzxBD1BIReZiIvFFELi5erxeRhzVdb5kgyC4ReZeI/GDxehcGaSjJYjCkPgZDZss9EALYv+hom5Ubr7alchwZCAnDavmwUh/ZLSaM0IGQEJgN0h4r7Y7XwVEn2jZhmb9qRr6dg8HMtO8tXscVyxopk9HxBgC/AeBDABTAFQDObPrFHgwDIcvb8hnIrC0cPHU6Dpya51S6KQ70lspAjx4HTOVgqf7F3D8ey7wFe7CMZQ72mq1Uz+VRbQXwQInPcXDV0vZhwUxAsCU/qqpHj/z8dyLypaYrnZsJoqoPqOpbAPyYqv6oqv6aqpYprhCRC0TkDhH58siyA0XkChG5qfj3gGK5iMh7RGS3iFwvIseO/M6pxedvEpFTR5YfJyI3FL/zHhGRWd9RFzND6mFWyGzMCrHz1KYLqXaPSaWbEzNCwrBYNlKsh3V0XeaZDTKd1WyQptglZrZY551+L3IbyMFKqZq9IvKDwx9E5LEA9jZd6dwgiIg8XUS+CuDG4uejReS9Jdf/fgAnjS17C4ArVfVIAFcWPwPACwEcWbxOR5HmIiIHYjAQ69MAPBXA20aCGucAeO3I75005zsaYTCkHgZDpuNYIencRJeV6g1YCseQgZAwLJYNK/XQ4r4JyWMXi3E5jQ3i8XjlVqfa1Gdwgmz6FQCfEpFPi8hVAP4OwC83XWmZMUHeDeAFAO4CAFX9EoBnlVm5qn4GwPgcvicDuLD4/4UAXjyy/CIduBrA/iLyqOK7r1DVu1X1uxh0xzmpeG+Hql6tqgrgorF1TfqOVjAYUg+DIdMxGJLXhYuVG7C2pXAMGQgJw2LZsFIPc3wSHRqzQSi27I9nnYBKmWrLQE12VPVKDJId3ojBMB1Hqeqnmq631LywqvrNsUVNUlAOUdXbi/9/C8Ahxf8PBTD6PbcWy2Ytv3XC8lnf0SoGQ+phMGQ6BkLyyQpJuXuMdx5vDBkIqcdKHcwpEJJCtxgP2SBWBkj10CWmiq63yc0MMaGCEwx6ZE9EzgSwrKrXq+r1AFZE5HVN11smCPJNEXk6AC2mqPlvKLrGNFVkcGgb66rzHSJyuojsEpFduOs7tb+DwZB6GAiZjFkhNm+WQrF4kddUCsEsj1PoMhBSj5U6aHHfhOKxm8W4EIGQnMqAJZ73u7fzFIWnkIcetIV4RfBaVf3eQ3/foGfIa5uutEwQ5AwMZoM5FMBtAI5Bs9lhvl10ZUHx7x3F8tsAHD7yucOKZbOWHzZh+azv2EBVd6rq8ap6PB7xyAZ/0gCDIdUxK2S63IMhKdxIl8WsELu8XWAyEFJPivWvCm/lvCyP3WLalMIAqR6+r4lU694mW1peHzNEcrI4nPwEAERkEWh+0p4aBBGR3y3++xxVfaWqHqKqB6vqz6rqXQ2+81IAwxleTgVwycjyU4pZYk4AcE/RpeUTAJ4vIgcUA6I+H8AnivfuFZETih1zyti6Jn1HJxgMqY7BkOlyDoQAvi5mmkrxRiyF4+ftIpWBkHos1D92i/Ell2yQmMfKQr2sy+KxrGVb7A2YgwGR1H0cwIdE5EQRORHAB4tljczKBHlREVw4u+7KReSDAD4P4CgRuVVETgPwTgDPE5GbADy3+BkALgNwC4DdAN4H4HUAoKp3A3g7gH8oXr9VLEPxmfOK37kZwOXF8mnf0SkGQ6pjMGQyZoXklRWSmhSOHwMh7fNeJkJhIKRdzAbJ++8vq0q9S+E83XiaXBYr6s6bMZgR5heL15UAfrXpSveb8d7HAXwXwDYRuReAYDC2hmAw1MaOeStX1VdMeevECZ9VTOlmo6oXALhgwvJdAJ44Yfldk74jlmEgZHnbauQt8WMYCFna0o+8JbYMAyErS3sib0kcw4uUFaRdl4YXWEtYi7wl7VrFiutjtwcrWHa0/X0soWe8DFkrE2tYMlHvrO0X7/rooYcw1xN7sIxltHtOtnj8V7GMlQZ/Z9d/k8V9WFeXbXl/K9B7oJOvmm0rAAvbQdGp6j4A5xav1swKgvy6qv6KiFyiqie3+aW5YjCkOgZDJltdW842EAKkdXEzi5UbsjZ5P3YMhLTPWpmwUu9i7Zeuy3jTm2uabw09LAUKAnXBSp0MpWmdm/X7q4vLWNnL+rUDyKaV2YcFZlqWMKs7zOeLf+/tYkNywm4y1bGLzGbsIuO/i0UZKaTdjvN+3LzNHMOuMdWlWO+qYLeYajg2SNnft/c3hZbj30zkwawgyJKI/AyAp4vIS8ZfXW1gyhgMqYbjhUzGYEj6dSjF2WNSCGJ5C4R4CIZYYqHO5TQ+CIWV49ggVetPbuOCEFkmIn9e/HtWiPXPCoKcAeCZAPYH8F/GXj8RYmNyxWBINQyGTJZ7IMT7DXUZKV50eT9u3m4ULQdCLJYFC3XO4n4Jgdkgm+Vy7MuwUBdjstx2P2R8lpays7Zwdhea7DgR+QEAP1/MEnvg6KvpyqeOCaKqnwXwWRHZparnN/0imo9jhlTD8UI248CptsYWCCHFQVO9HzeOE9Iei2XBwngEHB+kPd4GSbXG2wCp1JJtAO5vcX0c+JTmOxeDmWAeC+BaDCZnGdJieW1TM0FE5FcBQFXPF5GfGnvvd5p8Kc3GzJBqmBmyWc5dZJgV4pP3Y8aMkPZYLAsW6lus/eKtbKemzePuvUtMnXpooUtMmXXGqGeNp8l1aHvsDeiAQh7qAhvi1dnfofoeVX0cgAtU9bGqesTIq1EABJjdHeblI/8/e+y9k5p+Mc3HYEg1DIZslmsgBLB5I9W21MYK8R7A8nazyEBINSnVtaq6LNvsFmNfF8eIqplVR1cXqx2vftnuKbzkpilE5F9E5AYRuU5Edk14/5Uicn3xmc+JyNHT1qWqvygiR4vI64vXk9vYxllBEJny/0k/U0AMhlTDYMhGzApJv+6kdnPm+Zhx5pj2eC4HoeSyT7wHQtqWWjZILuWYKHPPUdVjVPX4Ce99HcCPqeqTALwdwM5pKxGRNwL4AICDi9cHROQNTTduVhBEp/x/0s/UAQZDqmEgZKPcgyGpYyDEFgZC2mGtHFioZ+wWYx+zQcKx1iWmS5bb6lK2lPgML92zoKqfU9XvFj9eDeCwGR9/DYCnqepbVfWtAE4A8Nqm2zArCHK0iNwrIvcBeHLx/+HPT2r6xVQfgyHlMStks1yDITlkhbB7jC2ebhotX1xbKwMW6lgOgRBmg2zEbBCbvI8L4l6ZwArFoAA+KSLXisjpcz57GoDLZ7wvAPaO/LwXLfRKmTU7zGLTlVNYnE2mPM4ks9nq2nKWs8gML0RSHp3ewmwWbfI8m4CnmWM4a0x5FuqYtX0SQhezxYQSYqaYHI45UWu2IMsZaPZhIXRA7aCxcT52qup4d5ZnqOptInIwgCtE5Guq+pnxFYnIczAIgjxjxvf9GYBrRORvip9fDKDxzLWzMkHICWaGlMfMkI1yzQoB0nkKNU2KWSFeeXq6x4yQ8izUrxj7xFN5LiPXQVLbyAZJuUuMR3XqposZYoYDtVbJ+ig7uCvVcaeqHj/y2jSeh6reVvx7B4C/AfDU8c8UA5yeB+BkVb1r2pep6rsAvBrA3cXr1ar6h03/CAZBEjIMhjAgMh+DIRvlGgzx3t2iDAs3am3xfLw83TgyEFJeSvWrCnaLicdaHWjC8t9iedvqqDpDzETbSnwmdvChZ2AbMiciW0Vk+/D/AJ4P4Mtjn3k0gI8A+DlV/ed561TVLxZT5r5HVf+xje1kECRRDIaUw2DIRjkGQoD0LnbGMSvEBk8zxzAQUl7susXxQWxjNkj62hwXZJ6u2ubS0+TO02VAYsp3LfMyv2uHAPisiHwJwBcAfExVPy4iZ4jIGcVn3grgEQDeO20a3dCmjglCaeC4IeVwzJB1w0BIbuOFcKwQXzz3jfcyTgjHCCkvdt2ytj886qOHHnxcA6R0vOv+LXXqnIf95uX8ENVWZDnWhxeqeguAoycsP3fk/6/BYNaXaJgJkglmhpTDzJB1OXeRSVnsp9Zt8nysPGWEWM0KsXb8Y9et1McH8dwthtkgPllrY0ziJTMFJiKHiMixxeuQttbLTJDMMDOkHGaGrMsxMyT1rJDhzVoKWSGej5WnJ35Ws0KsPdnNMSOky3LsebaYtlkr+7mLXfeHPJ1X5mZ0MOOjln1YSCKAJyLHADgXwMMB3FYsPkxEvgfgdar6xSbrZyZIppgZUg6zQtblmhWSwolkmthPrtvk9Th5yQgB7I4T4vXYh5J6RkhozAbpXt0y63GWmNjfP4mJGWI4mClt9n4AZ6nq41T1ucXrRwD8EgbT5jbCIEjmGAyZj11k1rGLTHpSGjTV63HigKnNWTr2qdSnqroqw567XrQdCLFU7j0fl1ksBhXrtsOtzBDTVJVpbil3W1X1mvGFqno1WgibMQhCABgMKYPBkHU5BkOYFeKD5+PEQEgzlo577PpkaV+EEPqG29OUuW3JKRuEiFy4XEQ+JiI/LSJPL14/LSIfA/DxpitnEIQ2YDBkPgZD1uUaDEkVs0LiYyCkGUvHPXZdsvgEu01eAyHMBokv1D6LXefbNnGa3G2db8Z07EKTNFV9I4A/BvAcAGcXr+cA+BNVfX3T9XNgVJqIA6jOx8FT162uLXPg1IRYGeCtKa8DB3oZ2I6Dpc4Xuy6lPlAqtWsNPSw5mSbYs9D10n0d7AEshvUpJJmAnKpeDuDyEOtmJgjNNMwMYXbIdMwMGcg1K8TSU7g2pZIV4vUYeRknhBkh88WuRylnhDAbZMBSeW9yTKx2iUm5DgXBDA0KTER2Nl0HgyBUGoMhszEYMpBrMCRVsW/g2uL1GHm4EGYgZL7Y9cjSvmib10CIVbHHBumK9y4xbbe7jWaImVdkugiKMPCSHBE5cMrrEQBe1HT97A5DlbGrzGzsJjMwDITk0k0m5S4yw4s6711kLHWTqMJDavPwgtxa9xhLxzx215iueSi3Me3BMpbR3vnRUllfxTJWav5tlv6OFK0uLmNlbx7XZeTedwD8KwAZWabFzwc3XTkzQag2ZobMxsyQgdwyQ1J+4hr7aXYbPHeP8cBiVoil4x2zDqWc0u81G6TtbjFt8ZgN4q1LjKV2KWkjGSI2axvNcAuAZ6vqESOvx6rqEQC+3XTlzAQZ2ivA/T1gW95P7+tgZshszAwZyGnwVGaF2OfxaaOXJ+sWB0y1dLxjZoSkPFBqk+yDMvrooWd8tEZL5dwD7i9K0T4spBJk+0MABwD4xoT3fq/pypkJMu7+3vqLKmFmyGzMDMkzKySRE9EmzAqJgwOm1mfpWOeWEULTWR0ktWk2SIoDpJbV1nbMa+tntbNtnSfMT5NLyVLVP1HVL0157/9run5mgswyDIQwO6QSZobMxsyQPMcLSfFpE7NC4vGQFWI1IwSwkaWVU0YIs0EoBR7PFeZtBfBAi5+j5IjISyYsvgfADap6R931MhOkDGaG1MLpdWdjZkhemSEesw7KsvL0rQmPx4YZIfVZOd45ZYRwfJDpmA0y6Xe7Ki/x2oJY3726GPm6a0vcryd3TgNwHoBXFq/3AXgzgL8XkZ+ru1IGQapgV5naGAyZjsEQBkNSsIYl98EQj8eGgZD6rBxrBkLaFzoQEoLVQVK98X4eiqnRNLlt4DS3NNl+AB6nqi9V1ZcCeDwGs8Q8DYNgSO2VUh3sKlMLu8pMx24y+Q2emmJabQrTgHo7NsMbS8vdYyx2jQHsHOsU6k1ZHrpyzeOhW0xbZXsNPSw1+FtTmy637Da1Vafd1JcesKGYhOq+sgXAgwHWm5B9upDag8XDVXV0Npg7imV3i8i/110pM0GaYnZILcwMmS73zBBmhfiXSlaIN9azQvpYMpkV4vFYtynVv5/ZIFSW5zrQxeCoUTE7hIBPi8j/EpFTReRUAJcWy7YC+F7dlTII0iYGQypjMGQ6BkMYDPEuhUCIt+Pi4aKXgZDJ2C2mfSEDISHGBmmbhXINdB+Q8nTusXKMgms7mPF/2nvzcNuustzz/dLsfc7ZJ3CiCTwxAQNWwELAAKG5hVo0RQiIBIs8ELzSSYkl4HMtSgQuliKoJZeywcIrlasIlA1wES4pGmPoxUtCGkIauMAhoCREuiSQ02Qfcs5Xf8y59p57rdnPMcf4xhjv73nWc/ZZe665Zr/X/K33+wblSE68GMBfAji7fLwVwItV9aCqPnbsTClB5oAyZDCUIc1QhuQlQ1KDqRD/UISMw8J+pghxT2wixGIaZGqD1ClYOC/HEvvfvgXmh8llo9WkUVUF8EkAHwHwYQCfKJ+bBCXInLBUZjAcUaYZypA8ZEiM6YM+xP5hMLb9chh7zMsQipB6KEKISxGSwkgxYxh6Hg3ZTimcJ8FHiCGkJyLyDACfBnABgGcAuFxELpg6XzZG9QUbqQ6GTVTryb2Bai7NUxcfsqw1hZvC4kNpzA0gLTbqa8N6Uz2LDVMt7OOQjVJ9r7+PY3RKc84uYmiSGjsWzslc2Fxfw/qmgWvycqPViZy0C/heJg1Vjx07LrUvTV8F4OGq+k0AEJFTAXwIwLumzJRJEN8wHTIYJkPqyTkZkksqBLDxzbRrUkiFxIT1b9uZCKknp0SID3Iui7GSBsmRPufx1P2TfHNUkjvHLQRIyXfgwGFQgoSEMmQQlCH1UIakL0NiK8XoQ+y9QmLbJ9bLYyyOHGNh/+YiQiwfm6lg4XhmSQwhZAR/LyKXiMjzROR5AN4P4ANTZ0oJYgGmQwbBviH1UIZQhsRIzCIEiO+DsPWbTYqQVWI/R/ri49jMOQ3iilBpEAvnYkisX7sBYOXQ6DuCC0d6IS2o6ssAXATgweXjIlV9+dT5UoJYgzJkEJQhq1CG2PvQ6JrUPgwyFeIX6x+mKUJWCXV+pNAAcpmcRYiFY9l3GiQWQuybIc1Ra0eImQJHdCEDUNW/U9WXlo/3uJgnG6NahY1UB8Emqqvk3EB1IUJSbqCaauNUNk31AxumDsPCvg11frBRKlnmCNaxFqAZ7Jhjceh5M+Q9+k7r49x1ec3s3Rx1L4ADTt7SG3cLvQAe0GPHJfEFsYjcAaBuKFxBMXLupN3JJIh1WCozCCZDVmEyJO1vnWJLIXSRQiokFmLoE2IJC/s2l0RIzDAN0mcZ0v67bA3L13lCmlDVk1T1bjWPk6YKEIASJC4oQ3rDviGr5C5DUsfCokL14wAAIABJREFUB1uXxC5CYtoflj8gU4SskoMIYVnMKtb6g8TUG2TOBqk+sXyt7kWfkhr2ByGeoASJEaZDBkEZspNcZQhTIfHBVIg/LH+4tjZyjIX9ShHihthEiCssHMOppEH6bksfQ+VmCaUJGQklSOxQhvSGMmQnlCHpQhlih5j2Bctj+mNhv1KEuCGmm3FrZTGh0iCknjHXyCHNUaNiAxQkpBU2Rk2FqghhM9VW2ER1J7k2UGXz1PiIuXGqhcaafbHcNJUNU3eSQ7NUy8djF5tYx3qABqKxMLZBrbUGqTHg4jza3ADWDzpaoCFsADhY+beLdSDr0+6o8AvyHnhPgojI/UXkmsrjeyLyqyLyahG5ufL8kyuveaWI7BeRL4jIEyvPn1c+t19EXlF5/j4icnn5/DtExM7XRz5gOqQX7BuyEyZD0iX0N9YuiT0VEgtMhPQn9H5lImQ6MZXFMA1ij5TOhQWb6yOvK8uHg880RkP640QmQkgN3iWIqn5BVc9W1bMBPAzAIQCL8X7/aPE7Vf0AAIjIAwBcCODHAJwH4D+KyPEicjyAPwXwJAAPAPCscloAeF05r/8OwG0AXuBr/UzB3iG9oQzZhjIkTSzE910SswiJZT9YLo+hCNlJDiJkbnItiwnN2O3uo0Gqa9gXxBG7Qi8ASYHQPUEeD+DLqvrPLdOcD+Dtqrqpql8BsB/AI8rHflW9UVWPAHg7gPNFRAA8DsC7yte/FcDTZluDWKAM6QVlyDaUIWkS0014F0yF+MGyCLEkQ0Lv01jPhb7E3B8k9SapqaZBQp/TUbA39AIQMo7QEuRCAH9b+f9LRORaEXmziJxcPnc6gK9VprmpfK7p+R8EcLuq3rX0/Aoi8kIRuVJErsRt35q+NjHAdEgvKEO2WciQ3IQIZUg8xHrzF9M+sCpCAFupkND7M8S5kGIpwBxYLosJjc80yFxYWRZL18NOuhIdeX3sJJ4JJkHKPh1PBfCfy6f+DMCPADgbwC0A/mDuZVDVi1T1HFU9ByefOvfb2YMypBP2DdkJZUh6WPngNhWmQubH8g2opQ/+ofcnRcg0ciyLySkNEvrvhIuSmLHnQNPrvI4Q09Sfg307iGdCjg7zJABXq+o3AGDxLwCIyH8C8L7yvzcDuFfldWeUz6Hh+e8A2CciJ5RpkOr0pA6OLNMLjiqzTY4jyqQ8mkxKo8gsPmDGNopMLPtg8SHa4mgdlkaOCT2yRIhRY1IaMWbsqCVdWB4tJvQx63OkGEvzJ8Q5CuDO0Athn5DlMM9CpRRGRE6r/O5nAVxf/nwxgAtFZF1E7gPgLACfBnAFgLPKkWDWUJTWXKyqCuCjAC4oX/9cAO+ddU1SgumQTpgM2SbXZEiqxFSe0UXob/vGEsv2t5oKYSJkGyZCphFLfxBLZTG5p0FCn/OuqRshZtNSYsPSspDoCCJBRGQDwBMAvLvy9H8QketE5FoAjwXwvwGAqt4A4J0APgfg7wG8WFWPlimPlwC4BMDnAbyznBYAXg7gpSKyH0WPkL/wsFppwd4hnbBUZpvcZEgOJTIpfJiLtUQmlu1vWYRYkSGh92PqImRuYiqNcUHofWd1e7veLnOfl8Gvf1M/DlJuEA8EKYdR1YMo5ET1uWe3TP+7AH635vkPAPhAzfM3ohg9hriA5TKdsFSmILcymZRLZIB0YsAhSgNcEMP2Z3lMN6FLnVIujZm7LGYuXJfFHMZu7J6hfGcMR7CONc8lPzFcK4fStU6xHvuEWCH06DAkNpgOaYXJkAImQ9IhllRCF0yFzIvlVIgVQu7HlBMhLIspsNQkddr7+/lbmmtJzCzNUbuGyfWR7OgaaYaQJUI2RiUxw3RIK1URknM6hMmQdAj9bbYrYm6can3bW02FWEmEAGH3IxMh48mxUeoUUkyDuJ5/rAnF6NgF4GDx490AI3mpmTkK4EDohbAPkyALFp102U13OEyHtMJ0yHYyJJd0CJMh9mEqZD4spkLYJ6SAiZDxWO1XUcVSGiSGJqkx/h0gJBZE5HgR+YyIvK9lmqeLiIrIOT6XDaAEqYcyZBxsptoKZUgBZUgaxHAz3kXMJTLWsShCADvlMRQh82D1uGuDZTF17z1uHaxcG10tR9d82o53V9c68yPEEMv8OxSDl9QiIieV01zubYkqUIK0cScoRMZCGdIIR5UpoAyJn1iSCV3EKENi2PaHscfkTSlFCEXIWGLpD2KFGNIgQ7B+zY2Svr08KF6iQkTOAPDTAP68ZbLXAngdAt1pU4L0hUJkHEyHtEIZQhmSAjHckPchNhECxPGhnCKkGYqQ+GBZjB98pUFCXvdDvfcszVGHQKERO6eIyJWVxwtrpvljAL8O4FjdDETkoQDuparvn3NB22Bj1DFURQi7EfeHzVQbYSPVvJqoptpANYXmqTE2To1hu1scznEhQkI3TWWzVPfE2Cg11WFzQzRJnZO+x6+r4zyGptgAihFiqs0414HBu30DW01MJ02TO8cwd2PUb6tqYw8PEXkKgG+q6lUi8pia3x8H4A8BPG+2JewBkyBTYUJkHEyHNJJ7OoTJkPhJIRkSa4mMZVge00zIcybVREiMjVItlsXEmAYZSmzX+io++oIExd4pQbp5NICnishXAbwdwONE5K8qvz8JwAMBfKyc5lEALvbdHJUSxCUUIsNhuUwjlCH5jCiTsgyJndg+HMcgoChCmslJhPjA4rHWhUsRYqUsxndvEOvXwCoxnHt1zVEH47oEpprEZ3mNKVT1lap6hqqeCeBCAB9R1Z+v/P67qnqKqp5ZTnMZgKeq6pU+l5MSZC4oRIZDIVILG6nmkw5JUYbEcFPeBVMh7rF4c0oR4vc4Z6NUP7gSIaGwmAbpe+xavg5PPS84QgwZioi8RkSeGno5FlCC+IBCZDiUIbVQhlCGxApliH+sb3OL5TGbWDMhQ3JpmEoRUk+KZTFMg4zH57p4a47aBSVLEqjqx1T1KeXPv6mqF9dM8xjfKRCAEsQ/lCHDYDqkltzTIZQh8WL9xrwPMYkQwP7NgDURAthIhVCEuCVnEcI0iG2mnm/J9wVxwO70PzJucww7v4B3/UgESpBQJHgwzQ6FSC2UIekfD5Qh9mAqxC1WUyGhoQhxC0XINEKmQcZs3zmHy02hJIaQnKEEsQCFyHAoQ1agDElfiFCG2CNGGWIZipBVchk5xvqxSQpiK4tJhSjOj71L/++7q3d1T0KIayhBrEEhMgymQ1ZgqQxlSIykIENiwfq2tihCrMiQEKQmQpgGiZeU0yAh/oYMORecjBBTJVDPj7jPAOISShDLUIgMg0JkBcqQtI+FVGVIrDAV4g6Wx9RDEeIGipBpMA1iD5d9Qfo2R+UIMSRmTgi9AKQnVRHC2Fg3CxGydzPschihKkJ27z0UcEn8sxAha7vSPRYWImTP2uHAS+KGxQfsPYjzWF3cMK7hSOAl6cb6tj6MPdhtaNk2sYb1wPv1EPYE2V9HsObtmPaxjnMeW4ewG3uQxvW4iVDH4ZhtO3RZfR7rQwi1zZ2xAeCgg2lIO8cAHAi9EPZhEiRGmBDpD9MhK+SaDsmhb0hqyRDrZRtdMBXiBmupEAvlMUyEuCGmRIi1NMhUUkmDxF4SEz1taRQmVUgLlCCxQyHSHwqRHeTcO4QyJC5iliExlchY386WRAgQvjyGIsQN1o6rNqyJkFDHoI/eIDEy5liO6fgfJDXS/YhHHEEJkhIUIv2hDNkBZUiaUIbYgTLEDRZTISEJta8oQvphvT9IaCynQeZokBoSF9eqXs1Rl0eIccGQw2QDq7KEiRBSAyVIqlCI9IPpkB3kmg7JRYakIkQs36R3EZsMsQpFyE4oQqYTkwhxhYU0yFgRYnm7NuGiJMbXud63OWonc3y0apIa7JlIBsDGqDnApqr9qIoQNlTdEiE5NVKtipBUG6mm1ETVelPPNqw23lvG8ja21DR1IUJCNk0N0TSRzVL74bpR6ibWsQ43f6MOYzd2T1y2WBp2ptIg1RKbG8A6G5na4ijYGLUHTILkBhMi/WBCZAumQ9KEyZDwMBUyHZbH7ISJkOnEkghhWYytNIiVa2RUfUG6ylRYxkJmhBIkZyhE+kEhsgVlSHpQhoQnFhlieftShGwTSoT4OoatHoN9sCpCLJTF+GLocro+rkOWxIS+NgFgKQsxAyUIKaAQ6QdlCIA80yGpD7GbmgyJEcqQaVhKhYQeRjf1hqlzr5uV46gPqYgQpkHioFdzVEIigBKErEIh0g3TIVvkJkOAtNMhqcgQqzfqfYhBhAB2P/BbuoEN/c0rRch4YimLcYkLERIDoa9dsRy7zpqjDqVvGQzTI2QCbIxK2mFT1W7YUBUAdoiQXJqpLkRIik1UU2mgarmxZxuLG0nrTfmsbt/FTYCFxqmbWGPD1JmYe91ybJQ6lSn75AjWsTZiPVxvz2VCNEjtek/TzWj3go05Q6LgF9k9YBKE9OdOMCXSBRMiAPIrl0m5VIbJkLDEVCJjESupEAvlMb5hIqQd9gepZ2xZzFDmOm6sXgsXNF2Hphznm13JDR+7lE1UyUAoQRYcDb0AEUIh0g6FCID8ymUoQ2xDGTIfVrettV4hoQixfyhC2klZhPhm7jKjEA1SiQMqcuQkJtpJBUqQKgcqDzIMCpF2KEOyTYekxkKGxC5ErN6wd2FdhAB2t60lERJahviEIqQdyz1CpsA0yHSmnDvR9wUhZGYoQZo4AEqRsVCINMN0CIC80iEslbGN1Rv2NmJIhQA2v+lkKqSAImQcMYgQpkHmw9p1N9Q11ukIMX3LWNL7CEUCQwnSFwqRcVCINEMhwnRIIlCGhCEGGWJ1u1KEhBEhPo7XWEWIS6yIkBiGzA15fQomMWboCzII9u8gBuDoMGOoipC9wZYiPjjSTDMcYSar0WVSHVUmhRFlrI520kYMI8lY3K5WRpBZ3JCEGEEmxH7xMdJGjKPGWB0x5jB2Y/eE5QoxWsyc9D1+XR2DIUamGcPmBrB+sPLEmBFidmH1S9MNAAdb/k9WOQp+ad8DJkGmwrKZcTAh0gwTItmkQ1ItlWEyJAyxJEOsYeWb/dxSIXMTYyLEaqPU2MgpDdL2eivXtllgmoRMhBLENRQiw6EQaSZzIZJTuUzKMiRmIRKrDLGMxW1qpVcIRYhb5j7WYhAhLoixLMYC1q5zY6lrjjq4L8icu5FChIyAEmROmBIZzp2gFGmCQiQrGZKqEIkVizfubcSSCrG2Ta2IkFAyJEURAsy7XtZFSAr9Qca933xpEN/X1jneL3hfkC4oNsjMUIL4hEJkOBQi9WQsRJgOiRvKEL/EIkMskXsqxPcxThFSj0UREoqY0yB9YEnM/JxIqUKWYGPUUCyLEDZY7YaNVetZiJAMG6rm0kw1xUaqsTdRtdjosw3rzVMtbs85ml8OJXTTVF/7w1fzxznXyXqzVBeNUmNrkjp0+w1ZPt8NUmNgpTkqCcMx8Av3HjAJYgWmRIbBhMgqGadDgDzKZVIslWEyxC/WkyHWtidTIX4TIbE3TM0hERJbWUwq+CyJqaOuL0gnbV/wbjT8TIgnKEEswl4iw6AQWSVjIZJLuUyqMiRWIWLt5r2LGGSIJShC/EERYp+pImQsY8piLPQG6TNPSyUxfacf3BzVAHcLvQDEDJQgMUAp0h82Vl2FQiRpIcJ0iC0oQ9xhbVtaSIWEapqaYp+QmESItTTIVKw3SSUz0efQY7k78QQlSIxQiPSHQmQnFCJZCJFUoAzxh1URAtjbllZkSAgoQvqTuggJVRbjo0mq1TSI5et0MNqkSTofh8gMsDFq7LDBan/YWHUnVRGSWVPVhQhJtZlqVYSk0Ew15iaqFht+NhFD81RL2zF049RQTVNTa5gaU7PU1BqljsVHk9QYGXMsb2ItSOPlQWwAOIhCavTZ7YseI7k2aWVj1F4wCZIaTIn0g2UzO8k0IcJ0SFzE3DfEWpqhDZbI9CfXVIjP/eDjeGQiZDxTEiGWzuVl5kiDuGDse7noC9KnOermcpNTn1/ObqD+S05+8UlqoARJGfYS6Q+FyDYUIqEXZRZS6x0Suwyx/OF/AWVIfyyIkFAyxBcUIduk1OPCZ1nMnE1SXc3P0nWtD0Gao3I0GeIASpCcoBTpB4XINpkLkVShDLGBtRv5JihD+pFzKsQXFCHbuBIhodMggO3+IH2xco20cj3sRZfMoOwgMxJMgojIV0XkOhG5RkSuLJ/7ARG5VES+VP57cvm8iMifiMh+EblWRB5amc9zy+m/JCLPrTz/sHL++8vXiv+1NA6FSDcUIttkKESYDokHlsrMj3UZYoVcRYjP8pg5oQgZR6hhc4eSQhrEdUmM12tG06FG4UE8EzoJ8lhVPVtVzyn//woAH1bVswB8uPw/ADwJwFnl44UA/gwopAmA3wLwSACPAPBbC3FSTvOLldedN//qRAxTIt2wj8g2FCLJkYoMAeJNh1CGTMPS9gudCkm9PMaHCJlrXShC6rFcFtMXi9fFKYztC+INipN6jgE4POMjEUJLkGXOB/DW8ue3Anha5fm3acFlAPaJyGkAngjgUlW9VVVvA3ApgPPK391NVS9TVQXwtsq8SB8oRbqhECmgEEmKFNMhsWHpZr4NypBuLMgQ37Bhajcpi5ApWDlvlwmRBrE8/y5WmqMOhY1MiQdCShAF8A8icpWIvLB87p6qekv5878CuGf58+kAvlZ57U3lc23P31Tz/A5E5IUicqWIXInbvzV1fdKGQqQdpkQKqkIkEymSgxCJnVhLZSzdzLdBGdJNaBHiW4awPKabVEVIiLKYFNMgMZXEdDZH9TFCDFMhZCAhJchPqOpDUZS6vFhEfqr6yzLBoXMugKpepKrnqOo52HfqnG+VFkyJdEMhUpCpEEkNpkPCYulmvg3LMsQCTIXMB0WIW0KKEKtNUmNLg5CSihzZHf9HGOKQYBJEVW8u//0mgPeg6OnxjbKUBeW/3ywnvxnAvSovP6N8ru35M2qeb+YYeGM/FkqRdihECjISIjmkQ2IXIpQh82FRhljadiFlSKhUiA8oQmwNnRtChAx/n7jTIHO9topVUUfIVIJIEBHZEJGTFj8DOBfA9QAuBrAY4eW5AN5b/nwxgOeUo8Q8CsB3y7KZSwCcKyInlw1RzwVwSfm774nIo8pRYZ5TmVc/eGM/Hm63Zlg2U0AhkgQpyZCYhMjiht7KTX0TlCHt5JQK8bXd5z7mchIhoRuljiG2NMhUXJfE9MVpc9S+ZSwsd+nPMQAHZ3wkwgmB3veeAN5Tjlp7AoC/UdW/F5ErALxTRF4A4J8BPKOc/gMAngxgP4BDAJ4PAKp6q4i8FsAV5XSvUdVby59fBOAtAHYD+GD5GM/yDb2P+rYU4HZrpypCcm0EVRUhezfDLYcHqiJk995DAZfELVURsrYr3n24ECF71uJpf774UL4Hdo+nxQf1NRwJvCTbWNlui5uR3QGWYyFC1j3ul0PY42WbH8HabMfbXOtwGHucHQeHsBt7HAzjsIl1rCPMNX3sdj6CdawNWGZX22p1ObqPQV/nQ182sebserC5Aaw33TCvA7W7aAPdN9lNryVmEJFdAD6BYm+dAOBdqvpbNdM9A8CrUbS/+Kyq/pzP5QwiQVT1RgA/XvP8dwA8vuZ5BfDihnm9GcCba56/EsADJy9sE3UpB97gd0Mp0sxyMiRHKUIhEj0LIUIZ4hcrN/VtUIY04/IGeCgub3z6QBHSTIoi5DB2Y/fI5fB1rAzZVr7FRdf7tR3nPpd1c30N65sznG99xAixxiaAx6nqARE5EcAnReSD5QivAAAROQvAKwE8WlVvE5F7+F5Ia0Pkxg1LaIbDbdZM7mUzLJmJmhR6h8RcKmMZq2UyocmpV4jP8pi5mGsdUiyN8d0fZO6ymL70Of4sXHu6cHJMuv7Ss1oek+OXhobRgsVd3YnlY3mwk18E8Keqelv5mm/CM5Qgc8Ib/OFwm9WTey8RCpGoSUmIxAJlyHCsbLPQMsQn7BNSD0XIdIaKkCHbyfd1wucx1vca4LQvSB0UG1EjIseLyDUoBjm5VFUvX5rkfgDuJyL/JCKXich5vpcxVE+QPGEpyHCq24zba5uce4ksi5CEy2ZSLJmJvVymKkJiKJepfngOXfLRhLUymdxLZHz3CvG1vWMrj2FpzDbWemcA/ZfJR28QKyUxpsmprOYY5v7C9BQRubLy/4tU9aLqBKp6FMDZIrIPRR/QB6rq9ZVJTgBwFoDHoBjF9RMi8iBVvX3WJV9aABIKSpFhcHvVk3svkUz6iCyESGoyBIhfiMQgQwA7N/dNUIasErpxamq9QihCwouQsYzZvlaapLogBpmx3BektTlqlZwERRp8W1XP6TOhqt4uIh8FcB6KkWAX3ATgclX9PoCviMgXUUiRK2pmMwssh7HEcikIy0Ha4baqh2UzSZfNsFzGHiyVcQvLZFYJVSITolfI3LA0JizW+4PMURbjozfImON6yLHl/PoT6M/9Sbl9URgAETm1TIBARHYDeAKA/7Y02X9BkQKBiJyCojzmRo+LSQliHt7o94fbapWce4lQiERJCjIkFiFi4ea+DcqQVULKEF/42M5zHls5iJDY+oPkztBjcra+IH0S3BvdkxDznAbgoyJyLYpkx6Wq+j4ReY2IPLWc5hIA3xGRzwH4KICXlaPEeoPlMLHBkpD+cFutkmsvkQz6iKTWPyT2cpmYSmUslH20wTKZVUL0CwnRKyTW8pg5jhFrpTEx9QeZsyzGZ2+QGEpivNNWSrMBBKjcyh5VvRbAQ2qe/83KzwrgpeUjCJQgscMb/f5wW+0k514iifcRoRCxQ0yNVK03UbUoQ0KLEMB/vxCfMsSHcIqpTwhFSIE1EWKFMcdyqAbMg1iIjr69QxafZ3PtM3IUwB2hF8I+LIdJDfYV6Q+3005yLZ1JvGwmtZKZmPuHsFTGDZbKZCxsp1xKZOYkpvKY1EpjxhL6vKviszfI2PV2URLT59jbXN/5us05yluaDrkN1JfTsMSG1EAJkgO82e8Ht9NOKESSI1UhEhsx9Q6xcJPfBGXITlJvnOqrV8gczCFCXO3v0CLEZ3+QOZukWsH3NXFwX5Ah5JRQJt6hBMkRpkX6wW20TY4pkaoQSVCKpCREmA6Zn8UNaOgb/TooQ7ZhKmQ6sYgQwJ34ilWE+Bgtpi8xp0G8XjOqpejVXcG0BvEMJQgp4A1/N9xG2+QmRAAKkUiIVYgwHTIdypBtQsgQ36mQOZnrWJrjuKAImVeEzDFkbiyMLYnxBsUJmQAlCKmHN/zdcBsV5J4SSYyqEIldisQuRKwT+ka/CcqQbVKWISyP2YYiZN7jwHVZjIs0yNT5z8lyX5DBUG4QD3B0GNKPupv83EdXWYajzxTkNupM4sPvpjLSTIwjzMQysozVUWUsjSYTeljdUEPq+hpBJsbRY6yOHBN61JixI8YMZehoMX3xNWrU2Pdpet2U4+fQ8bux52jzPtvcANbnHqllF/L5Iq6LY8h3ZJwBMAmy4Bjy+ibbBUxCtMPtU5BbUiSTlEjMxJwOsZ4QCZ18qGORDAn97SgQdvswFTKeOctjXJJzIsRSWUy/9573vLBwvTNBZRefyIQJqUAJUsfyTVsON24uYMPVdrhtCnI6rxJurpqCEGG5zHxYlCGAnVKZHGWID2Isj3F9LFgSIb6xUhbjajnmapA6hNn7gvT980uBQRxDCdIXipFx8Ma/GW6b/M4pChGzxChEYkiHWB1VhjLEvwxJKRUyBymKkBj6g4QcLSbUNcjHKDGtfUGaysX7iA7KEOIISpApUIwMh2mRZrht8jqfEk2JUIiEwboMAWymQyhD0pYhcxFDeQxFSH9ClsV0v9/4NIjPa9uh42faLk195eL580yMwsaorqm7cUu9MeRU2HS1mdybrebUZLUqQhJprppCU9XYGqrG0Ew1dJPQOqw0UQ25bXw3T/XROHXu7TlH01SXjTUXImTqfp3aLDW1Rql9t0effTlX490uhhxndefq0OvFrM1RN8BGoFUWfS5JK5QgPqAYGU7uN/9N5L5dcpEiCY44QyHiH+tCxOKoMrnLEFc3zX1ZJEJ8yJA5RQjg9phxvf9dCK7YRIivUVpc0CVCutal7fdDJUuIkaRqcS02djmeH4kelsOEgqU0w2CpSD25b5Nczp/EymaqJTOxls3EVjJjvVzGWqmMlRFlQm2XFEtkYuwVYq08JrbSGAtlMZaua3OzXBLT2hekShx/RkliUIJYgmJkGLkLgDpy3ia5nDsJ9hKhEPGH9WaqFhupUob4lSFzM+e2pAjphiKk6X3bj505RooZ8hrn52agJPNu+3+miScoQaxDMdIfpkVWyXmb5HLeUIiYgkLEHZQhq+QgQ2JvnDrHcWJRhEyRIdZFiFXGrsfQ47HvMTL0WNrk6C/EEOwJEiPsMdIfNl1dJde+Ijn0E0msl0jsfURi6iFiuX+Itd4hFvqG5NAzxEe/kDm3o+uGly6X1VXfhyl9Qqb0CJmbnJqkxtQ7pZam3iGLz3g59gE5BuCO0AthHyZBUoGJkf7knI6oI9dtkcP5klBKJPY+IjEmRCxiKR1ioW8IkyFuyDEV4mofhkiExFoW44K29XA5XG7dsdHnPBzdF6SNhdDoSonsKqdZno7pElIDkyAp03Rjl+I34FPJNR1RR67pmdSTIkyJmCGWhAjTIf0JnQ7JJRnCVEiB62F0Q44cMzYR4mPEmCGJEFfvH2rI3LHMOppMU8qDQ+ISBzAJkiNMjXTDtMhOctwWqZ8jCTVYZUJkfiz3D7GYDglFyGSID5gK2cblvmYipJm+iRArTVLHpEF8XjN29AWpfsFm+08gSRAmQUgB+4x0k2tCoo4ckzM5JUUiToksi5CYUiJMiEzDUjqkerMR4lvdEMmQlPqF5JgKYSJkOlPW3yJ1x8TciaxBrANG28qQCKAEIc2wnKYbipGCHLdDylIkodL2u4umAAAgAElEQVSZWMtmYhMilmQIEK48pI6QpTIhxBBlSDeWRQgwbd+lKEJcN0p1URbTNo+23zXNd8oxtCxLDh2/G3uObm+DzfU1rG8OON7HlLuwRGabY+C26AElyIJjoRcgIpgaaSdHIVBHbmkRShHzUIjMB9Mh3eTWNyS1fiFziBDA3fFgafSYWETIEEL0ByEO2MB2WoSihFSgBKnS1Osg9Zs3F1CMtEMxkt82yEWKJCBEgHikCIXIeKykQ3IrlfElQ5gKKbBSHhODCJmrUaqrspi50iBDmL0kZi/69ZrbhTT7s5FgUIL0gXJkHCynaSc3KVBHTmmRVKUIUyLBoBAZB9MhBZQh44glFUIR0o+Q/UFCjRYzR0nMyryWSmKqbG4A63WJjD49PpjmII6gBJkC5cg4mBppJncxktP6p3oeJCBFYkyJUIiMw4oQoQxxz5wyJIZUiKtlnLq/FqOmjJEhFkWItbIYH2mQPnQJs8F9QRZwmFwyE5Qgc0A5MhymRprJSQzUkdP6p5gWSUyKUIi4wbIQsSBDAP9ChDJkOHNsM6ZCdhKzCPFVFuNynnXbIcgoMUMkR59pN5BPOc0x5LOuE6AE8QnlyHBS/bZ8KjmJgTpyKaOhFDFHbCmRqhABbEoRa0Ik93SI7/X3KUNiK5GxmAqhCClwKUJSSYMQEhPHhV4AguKGru5B6rmz4ZE7OR9Duax7isf8gfWdj8g4fGDP1iMGjty5vvWwyKEju3dIkdAcwp6tRyiOYG3r4Ruf634Ye7aEyFxsYm0rGeKaObaV6/3uYvmm7qNFecxQNrGOTQy/bh0e+H5DttGRnsvTZ5273rfrOBizb4ccW332+/I0h45vXu/Njcp/PH6RdeJG9zQkD5gEsQyTI8NgSc0qOSdGclj31JMiTInMiuWyGWvpEMBWuUzKpTI+kiE5l8i4SAa46BPis2GqlWapUxmbDhq6Pn2nH5qu6tUXpE9zVEIcQAkSI23fcqd2k+cCltTsJAc50ETqZTSpHesJlc5QiIzHmhCxUC4TqncIZUh/5pIhrkQIELY8xroI6UssZTFNzNFvxDmLnh91w+TWSZNq2oPNU0kDlCCpwfRIP5ga2UmuYiSH9U4pLRKxFIkpJWK5jwiFyCoh0iE+1zsFGZJ6KiSWkWOGiBCr/UFCpkH67OvladqGyh1N24gxQL0oyUmGHAVwR+iFsA8lSC5QjvSDcmSbXI+Z1MUIpYgJYpUiFCLNhBYiqadDqv0G5hIic8mQ1FMhocpjUhUhU/CdBpnScHhzA1hfyIm9WP38xWFwyYxQguQOS2v6QTmyTeqSoI6U1zmlEppEpAiFyHCWm6mGliKh+4eETIekUCoTiwxJLRWSiwiZ+p7W0yBt9OoL0hdKEjIBShDSTK5JgCGkdAM5hZQlQRMp9xdJJS0SqRSJJSXCspkey5FhOiSlUpmYZIilVAhFSPuyzF0WM2bIXJdpkMklMWOao1KIkIFQgiw4iu2bmpRuZuaA6ZF2mBopyE2ipSyCUpF9lCKzEkNKhEIkzXRIzDIkxVTIlP0xtk+IJRHSb37zNkq1OsKNd6pyZBcoSsgWlCB18CZ/PLnd+A6BcqQgZVmwTMrrmkJaZFmKAFGIkRhKZyhEOpYjoBAJmQ6hDFnFaolMjKkQKyLEV38Q12UxdfObuyRmR1+QNpj0II6hBBkKBck4uN2aoRzJS56lKkaYFglCDCkRq2UzFCL+hYivdaUMcVsiE5sIATBIhoQUIVPfb2xZjGu6SmJ60ac5at0wuWSVu0IvgH0oQVzCG/1x5HQDPATKkXSFwTKprmeKaRFKkclYTIlQiPgvl/GRDsldhlhJhUwtj/HRJySUCJm7LGboPOdKgzjvC1KVI2N6iJDsOc73G4rIvUTkoyLyORG5QUT+Xfn8q0XkZhG5pnw8ufKaV4rIfhH5gog8sfL8eeVz+0XkFZXn7yMil5fPv0NE1hCaAx0Psgq3Vz13NjxyIZdjIsV1TOG4PbC+82Gcwwf27HhY48id6zseFjh0ZPfWI+hyYM/WwydHsLb18IGPdTyMPVuPOdjE2pYQcYXL7eJqf05dnrHb/xB2b/UKGcIiFdKXwwPeo++2ONJjGcas2873aN63Pq8frs8Bp2yEXgBijRBJkLsA/O+qerWInATgKhG5tPzdH6nq/1WdWEQeAOBCAD8G4IcAfEhE7lf++k8BPAHATQCuEJGLVfVzAF5XzuvtIvImAC8A8Gezr9kUmCIZBrfXKm03lDF+Az+UVNMUVVJMTcVeRsOkiFOspUSsDL0bashdn+UyKZTKzJUMsVQiE1sqJJVEyBxlMXOnQdp+P6oviAsoQ0iJdwmiqrcAuKX8+Q4R+TyA01tecj6At6vqJoCviMh+AI8of7dfVW8EABF5O4Dzy/k9DsDPldO8FcCrYV2CtNH1DXDMN0BzkOKN4lRyLa3J5VhITQDFXEYTWbNVy1LEYi+R0GUzuZTLxF4q41qGWC2RCdErhCLEzjV6KL1KYur6grTR1jB1A3EmTokXgvYEEZEzATwEwOUAHg3gJSLyHABXokiL3IZCkFxWedlN2JYmX1t6/pEAfhDA7ap6V830acJURD+4nVahHNlJSsdBSmKEaRFvUIr0J1chklo6hDJk/LK5SIVQhCzPa7wICZEGWcZJg9RlFqJj8W9Tc9TllMfByvN2/+zOgAL4fuiFMI/3niALRGQvgL8D8Kuq+j0USY0fAXA2iqTIH3hYhheKyJUiciUOfGvutwsDe5H0g9toJ7n2HUl9/6e0fjEfnxH1FbHcU8RSL5HQfURy6B8y9/rN2TfEdc8Qa/1CpizL2G0+pk/IJtYH9QkJ1SNkCmP25dT9N5bN9e1l3awrUwl/aScjaOr/uTTN3UXk/xORz5bTPN/3cgZJgojIiSgEyF+r6rsBQFW/Ufn9fwLwvvK/NwO4V+XlZ5TPoeH57wDYJyInlGmQ6vQ7UNWLAFwEAPLD5+jE1YoTpiO64TbaJse+I6mnRpgYCU9EJTRWkyKWUiKh+4gs39D4Son4SojEnA6xngxhKqRuudwnQrrnM09ZzNDXjU2DtC7D0FFi2mgrhSEhqe3/WfbtXPBiAJ9T1Z8RkVMBfEFE/lpV/QxPhjCjwwiAvwDweVX9w8rzp1Um+1kA15c/XwzgQhFZF5H7ADgLwKcBXAHgrHIkmDUUzVMvVlUF8FEAF5Svfy6A9865TsnCFEk33D7b5JYeSXm/p7RusR6TkaRFrCZFLI06k2NKJLV0iGusJkNcpULGLsuUVMhQQiZCXIwY0/Y+Y0aLcZkGWT62B+/TMV/ENG3S6hchbIrqBVW9RVWvLn++A0Bd/08FcFLpBfYCuBWFPPFGiCTIowE8G8B1InJN+dy/B/AsETkbxUb5KoBfAgBVvUFE3gngcyg2zotV9SgAiMhLAFwC4HgAb1bVG8r5vRzA20XkdwB8BoV0aUeRb3+EsbBhaztMkBTklh5JOTmSSmokxsRIJGmRGJIiTImU7+0hIZJKOqR6E+cyHWI1GeKqX4jPVMhCGgxJhQxNhADolQrps+4h+4MMYY40SJXqKDGtMPVhiVNE5MrK/y8qqytWWOr/WeWNKIIOXwdwEoBnquox94vajBTBCSL3Pkfxa1d2T1iH9Q/PVonx5skXuW+bnM6pVPd1CusV23FoUIosY0WKVAndYHVBqOF3Af8jzfgYYQaYd73maKTqcmhdwN36T91fU5ZjzHYeWh4zpGEq0E+EFMvRvexdIqSYT/v7tb1P075rek3d83XzqJtueV9Vj+fl31VLYqoSZGuo3OqXLotNdLDy752Vnw9WpjtY+f3i5++gyBmUP8uXcJWqnrOyAokg8hAFPj7jO9y91/Yr+39+HMDvLtpfVH53AYpgxEtR9AS9FMCPl31CvRB0dJhk6BOvju3DtA+YJGkm9xRJTumRVJMjKaRGYkuMRJAWsZgUsdJPJORoM6knRGJJh1TLCFwIESvJkCnL4SMVsiiNcd0nxFciZAxDRotxkQYZvB+7hsqtjhDDlIg56vp/LvF8AL9ftrHYLyJfAfCjKFpeeIESxBcUJcOhJKmHgqSe1M6fFOVICusUuxihFOnEghQJWTaTohDxVS5jtVTGpQwJUSIzdvsOlQdzNEz1IUJ8lMX0YVl0LA+X20TvkpgprIOixBNN/T+X+BcAjwfwjyJyTwD3B3Cjp0UEQAliC4qSYVCSrJLzNsklPZKCSFgm9tRITGLEeFqkrrlqaDFiTYpQiExjznXKQYbEmApJRYSMfY8mERIyDdI0SszmRqUkZg6s/m1Oi6b+n/cGAFV9E4DXAniLiFwHQAC8XFW/7XMhKUFig6KkPzkLgSZyTZHkIEhSkyOxrw/FiDOspUVCS5FQKRHfQ+/6FCJzyRDAfalM7jJkjGiaszzGpwiZo1HqEJHhM1Wyg3UU/T7qyl6Wn1seAYbpD++o6idRiI22ab4O4Fw/S1QPJUiKUJT0g5JkJ7luj9QFSWriK2Y5QjHiBEqRnViQIrELkZjSIS77hliRIbGnQvqOHBNahAyh73yWpxtSEtOUBtmiqS9IUw+QhSzpO32yHAXgrb9otFCC5ApFSTddUgCI48bLFandTPchV0ES4/6MdV1i6nFjtL+ItRIaS1KEQmQ4c62L5XRIaBliPRXisjzGhwhpnu88ZTFDaJJXo/qCVJujEjIQShDSDEVJN7mmJ5bJcTukLEhSEl6x9huJITXCtEgvQkqRECkRn2UzsQsRyhA37z9WhoQqj+mznlNEyNxlMV2vHdsgdWv6MX1BmtIeG+AoMqQWSpAFR8Fv/sfQ18Ba+/DuCx5TBblJkhwFSUz7MNZ1oBgZjaW0SM5ShEJkJ67TIa5KZVysaygZYiEV4qpPiAURMncapLMkZkFTqQshI6EEGUqfm1rA/odp3zBV0gxFSV6SJFVBkkJ6JEY5EkM5TSRihFJkfiniKyXiS4hYLpexkg7xLUN8pEJ89gmZS4QMoc98XKRBaktilvuCLNIc1VQHEx5kBJQgc9FXlgC2P2D7hKmSZnKSBHXksv5d50Csx36McqFKjMtvPTViUIxYSYtYkSKppETmFCIxlMukIkPmLpEZkgqZozzGtwiZWhYz90gxzofK3UBGSRIFRvSMyQ1KEAswXTIMypJVck+TUJLEebzHnh6Jbfmtp0YiECM5SZEUUyJVIQK4lSLWy2Vcl8r4liE+S2RClMdYFyF9ymKGpEGaSmJGNUgdwvIQuiRbKEFigumSYbAEZyc5i5IcJAkFiS1iSo9YliN1YgQIJkcspEWWpQjgR4yElCKxpURiESK5yBALqZDYRMiY5es7zWAWJTF1fUGWR4hZvjweLKdhuQxZghIkVShM+sFUyU5yFSWpS5LUymxiFiSxyxErx4qh1IhFMZKaFPGdEslFiLhIh0xdP+syxGUqpE+fkK71OlLe5TfJEFcixFVZzJg0yNa0TSUxbSPBUHaQnlCCEAqTPgwZh9zKTcJc5Fi+lbocSkmSxCpIYlnu2FIjmYoRSpFpxChEYk+HWJUhQ1MhFspjhsib7fn1EyEuymK66F0Sw+aoZAKUIAuOIa5v6EJBYdIN0yUFqYuDZVJOk6QiSWIRDcvE8LfJqhwxVE4TUoyEKKEJJUXmFCKAOyniepktpkNikCGuS2SslMc0iZCh5Sp9RchYeu+D5VFi+lKVI+vIRJQcBXBH6IUwDyVIH8acdJY+nIZi6HbLbZtRluQlSlJe1xT6kcQoSGJY5pjkSOZiJBUpEmNKxPUyWxEiU0TP2O08VIbMVSLjsjzGlwiZMmLMkDRI03C5vUpiFn1BqnJjuS8IIT2gBJkLCoDhMGVST+6lODmV36QoSlJIkcQgG5axnh6xKEeMpEZCiRHfaZFlKQLMI0bmlCIxpERcC5FY0iFzyhDfqRALIqTP67tESBN1aRDno8SwXIYsQQliBaZNhkHJVE/OwiQXWZKaKIl9FKfYyqCsC51Y5AjFyCz4SIv4kiKpChEL6ZAUZUhXKqRPw9Q5RYiLspixaZBW2uTGBlb/pnCIXFJCCRIzFCf9oTRZJddynBxkSW6ixPIxal06VLG8rNZKrgykRqyIEUqReuZIiaQqRFKQIS5LZMamQiyIkLFpkDoWaZCtkpi2oXKBVcFRbZrKchmyBCVIbowRJ0D4D8C+oTTZZugfDss3pENIXZakJEpilSQxpUhiFCQZypEQYsRnWsRHCU0sUsTlcoYWImPlzpjkzVwyxHUqZIoIAeqH0J1LhPR53YKmNEjXcLm1sMSlgaMAvhd6IcxDCbKAo8O0w9RJO9w+2+RWkpOyLElFlMRachOLJLEqSChHANSLEWBeORJSjMQoRSylRFwKEcvpEAsyJER5zBwipEuMtP2+qSxmZbrlBqnLNDVH3YWdiZAwo6YTg1CC9GFsegKw8yE1BEydtMO0SV7CJNXGv6lIoBjTJDFIEouCxFJpjTE5koIYmTstMocUsZoSmSpEQqZDYpAhPlIhTSKkbtlcipC2spimYXF7NUitK4lhIoSMgBJkbihQhkN5Uk/uaZOcynJSEQtVYl+nGNMk1iUJBUkzgeSI79RIKDGSsxTJRYgMTdoMfQ+fMmRKKmRon5Apo8Z0iZAqXU1SBzdI7WKRCGm4tJL8oASxzBSBAoT/gOsbypNVchYnOUiTFNMlMZfgxCZKLEsSi8tmQZBkIEd8iJE50yLWpYiL5Tu8NI+hUsSFELGSDhkiQ3yUyDSJEKB/n5Cm9e/T9LRNhPTpJ9KWBqktiammQOquwwfBpAiphRIkZShR+sG0zk5yFSepS5OUhEnMqZKYRIlFEbHA2rKF7j9iSI74EiOAWzkylxhZlg7AdDEylxQJkRIZK0R8pkNcyRAfJTJjy2P69gmZOvpLU1nMoDRI1ygxhPSAEmTBMaDxmrT6dzEPKFG6YfqkIMftkLI0SUWYxLoesQxfbTm1Y6XUJnSvmSY5AswmSFJKjfgSI1akiOuUSAxCxHWpjC8Z0pYKGVMe41KEjC2LaXtupTfIMk1pj+rwuNkkQo4BuCP0QpiHEqQPrkrScpMpUyUKYOvGxCUUTAU5pU7GjFEf+ia3D6k0+I0xXRJDqsSiKLGUIglZYuM5PeJLjsydGplDjLhOi1iRIlPKZnwJkbnSIT5liKvymCENU6eIkKblqhsydzkNslUSs0iDAP3kRlWGEAJKEL9QpgyHsqCenEt4ckqdpJg2iTWdsSC25Y8hVWJJSgB2lieUIPGcHgkpR3IRIxalyFghAvSXInMKEUsyxEcqZE4R0lUW08rQkpiNAdOSpKEEiRGHzZKTFyou0iiAjZsZV+QqlnIQR6mlTWJPmcQkTCzLEmtpEgvLE6rMxqMgaZIjgDtBMmdqxIcYcSVFgHFiZMry+E6JjBUifWVI13z7CKC+MsRliUxbKmQOEdI0v7aymEUapLVBKlAvOA5ie2QYQipQgiw4hu0TJCdL6FKoAOlKFZb2bJOjREk5fTI2HmpRnsRcXhWLMLEqS6yVM4VOk4RIkRgQJNbliGsxYi0tEkKKzC1EQqRDDlU+TNcJkan9QvqmQuqkzFQR0meo3d5pkD4lMcujx1CGkBJKkDrmOkFykCtMqTTDVEpBThIl5XVNRZ7EmDaJQZgMOT58HhMWUhxA2OUIkSLxJEjmTo/MIUfqxAgwXo64EiMu0iKupMgYIQL0kyJzCJGh6ZCxpTJj+4VMTYXUvX6sCOkqi+mVBulTEpNNU1Sg+GbffSPq1KAE8QnlyjBcp1SANMSKK5kC2LihG0pOqZwUS3hilyexpU1ikDzW0iVWUiWhRIlvSdImSABnkmTO9IgvOWJNjPiSIr5SIqGEyNRSmSn9QoakQrrKY1yLkF5U0yBVFvdGy5sk1XsmMhhKkBSY02ymdrGgWNlJrkIlh1ROaimUmOVJTOLEsjSxli6xIEtCiBLfoxLNnCKZMz3iWo64TI3UiRFgmByZmhbxKUWGpkRCC5EpMgRYFSJNMmRIKqRPecxyL5UpImRQGgTYec9y59LzHBmGLEEJsuAYpp0gFj5oz8Hc0bEUJAvFSoFLoQLYuwmvI2WZkopEifW6HksfGqvSxJIwCS1LLIoSV9t85hTJXIKkSY4A4wTJ3HLElxgZ+95zS5EhsmaoEBmbDhnbN2SMDJlaHjNGhGyvR70IWaGpJGYdO3s+UoaQEkoQV/g8qVISLpQs9cwhVoC45EpOUiVFmZJC2VKMAsW6PLGYirEyFHXIXi++RY2vNMmMkqRNkADjJYnL9IgrOTI1NeJbjCxLEaBbjIyVIlOFiItymTGlMkNkyJRUSFVwVOfbJUK6ymJ2pEGA7mvYoilqSvdQZBKUIDFC4dIfH02QYhItc8kVwL5gcS1VgPA36cukVt4Us0iZep22OrrKMlaaiC4z53JZkCahhIlPWeJDlASSJGMEicv0SJMcAYYJkimpEZdiZI60SN9+In2XpU8/lanlMm3pkDllSFsqpK1PSF8R0lUWs0XdKXIQmTVFBYCjAO4IvRDmoQRZMNfxctIM8/RJiNhYbOLF14XVumyZU7AANiVLymIllSROrCkbF9deS30x6gjdK6OOEI1G63DaU2PAtK7W35csmbupbpckAUaJEtcpEh+CpK8cmZIaqRMjQP+haYe83xApspwSAZrFyBgpMkaIjE2HNPUNmSJDulIhbX1CuobP7RIhANrTIBvYLpPJToaQNihB5ia0iItRwlC81OPzwm1RuOQiWeYQKwtiGqWkC+u9L9qw2BejiTmvjRb7zliRJ6HSJr57vPgSNHOmSmYQJS4lSZsgAfpLkqnpEd9yZKgYGVpC07d8po8U6UqJdM2jTYgMTYccrky/uyXhUSz3emuJTFsqpEuE9GmUCmBnGqTuGnEQhSFZ9AOx+PmWBIESZMExdN9kxnjihJYwC6zLmJCNkiwKGN+m3MK5NbdkWRBStqQkWGJO4cQkVCyLFEsSJXQiJtToST6lydzCZM5muo5FSZckAfqLEheSZIogaZIjwLBRWRYMFSNt7zNEjMwlRYamRMYIkSHpkFWx0a9Epi4VUp1XXxGyY32W0yB1n12r6Y9dYBKEbEEJMgTLJ46Fm8g2rMgYwJ6QCd2p2oKECXFuhTpnfMkWwK9wmVOwAHZ7T/TBYtlHE1bKQZoIVSZSh+/SkTmWwbc88dXfZW45M0cZTh9RAvSWJa5EyVRJMocg6duMtIqr1EhfMdK3hKZLikxJiUwRIlNlyJhUSHWaqghZPLdYn+WyGKyjuTfI4lxdyBDr90vEG5QgC/oOkWvhhrEOy4IGsHXRsSRkgPBSJrSEAcKcVyHPGV/ng0/hAswrXeaWLAsslVj0xUqioQ2fo4r0xXcKoglf6QiX7+1TnvgQJ3NJkznSJQ5liQtRMkWStAkSoFmSjEmPNMkRoDtt0TV/l2LEpRRpEiLLy1cnROrSIXWlMlNkSFcqpKlZarFMq2UxW+9ePZ93YbsvSDZD5B6D/w+A8UEJMpSYT56QAse6pKniW9hYkzJVfAkaa+fV3OdK6PNhrmM8xN9c1+LFl2wBbCQJ+uBiOS3KFdfXHZ/piCbmvvmf+p6+Rk2au7fLHGLGdR+YvrIEaBUmfUQJ0CxLuiQJ0CxKxkiSNkEC9OvJsWPZOiRF03zrxAiwKke6xEhXSqVNioxJiYwVIsvy5UjlNWvYrJUhfVIh1fVqEiE4HlujxWDHO2Pn6DAcIpdUoARZcAxhbkZ9pgCs3WiOwcfFK/QN6hjmuqm1LGgWzHEOWTxXXB77Vo5xF8dtyC87pgoYn8IFGC8MLKdwLAmgua4bg0oqHL7vnEJg7PvNLVHmLE1yLU5cShMHwmSKLBkrSrokCbAqSoZKkr6CpG86pY8cmSJG2vqkNEmRppTIUCHSJx1SlSFjUiFdImSFakPUTdj5/EOCQwmyIFRj1BhuMqfi8ibV4s3pFFzd2MZ+UZ9ybsV2Do09H6wf+2OOZWvH7dDj0ELadIiI8S1dFvi+me5Ln+XysUyuEwJDaL0xnuH92tbVh8BxtS3rttscpUkupYyrEqYhwgRYkSZ9ZQmwU5j0ESXAqiwZKkqGSBKXgqRLjtSJEWBbjowRI02vqZMih5b+2OzB4RUhMiQd0kVVeHQtZ1WEFG9RkwapjhJDCChBhmHtA3to+l5IYrtJdUWfm13rN7Yu6HNznNK51XVexHw+tB3TMR3LTcek5eOw6biyIGKq1N1vhJIvVVzfYI4l9HK4ujHuy8oN9IzvVV23uQXOHDLFdWmSK4EyVZ4MlSbAljgZIkyAQpr0lSXAtjDpI0qAQpZ0SRJgZ7Kh9f0bRER1Pk1yBMDWsLF1rLfMu2n56panrxQZQlWINKVD6l5TTYU0UidCqr1Aho1WTRKGEmTB9xHXh3gLVLcXa+xWqd5Q5WyeFzf9oRvA+mJxXqR4TiyO6diP5zsQ3/EYy3Fltfv+YYQdnnrBAfgfTjrk+4deX+u43j53ws01Ivh+GyFOMNwJHz6wp/dQwoPo9h9kTpZFSLUMxvKXHc44CuB7oRfCPMlKEBE5D8AbUJwKf66qv9/5ottmWphkt3IF199ux3aD0sWcEdxYcPGHx+LNVRNTzwnL54DvYTXnYMzxaOH4G3JchTqG5hgRwwV99/nc+7nPnVrIkZZc3/z6er+293HxHk3H9VyjDLns4TNmXnXrO7U/zdjSuN6j8SzJkx7Le7iaVOkYUaeaTGmTJ9U0SuvoOIsERI9RcNoauraNbtM2mk1Tk9a6/iN1ZUDLJT/LvU+WG65W+4pU+4nsrm2Wur6VElkkROp6gyyWZ2UbVEXIAQD3APBN2Pg7njgici8AbwNwTwAK4CJVfcPSNILiPv3JAA4BeJ6qXu11OVXV5/t5QUSOB/BFAE8AcBOAKwA8S1U/1/yahylwmacljJ0TQy+AfXIQX32wfCM/B5Zu8l2TwgeHWI/HWI4rqysXbnEAAA/LSURBVMeIpf0ecl+G2D++0jdzpxbmmr/r+bo6vlws15R5jFmPMe835DVDlqnH8MR9EihtAgVolidA81DBQL00aXpN3VC/y8P61r12+T2qv6/Oc0/FCq9XalUWYmTxusWQu3tWnj+y9fMeHNr6/24cwjqOYDcO4eRD38X6N1AkQr4JyP+Iq1T1nJWVSASR0xV40Yzv8But209ETgNwmqpeLSInAbgKwNOq9+Ei8mQAv4JCgjwSwBtU9ZEzLvQKqd6qPQLAflW9EQBE5O0AzgfQKEGAIwC+6mHRmrCQ042Ju4VegHbuCvGmBo+hudJVtWQg50Jesb8103x93qB+Z4Z5xiIoFsx5I+ziGJnjeJi63y3sYxf7bcz+8S2Qxm7rbw+Ydsy27Lvt5vgz7FKU9J1X2/acOo8p51Pbeze939DXDJIdTfNdSqTUTHd4eZqa911RHEty5bs4eevnZalyO/Zt/dwkU5YlyuI1VWGxYz4tYmMx3bI0WQiT27Fva/rFtGs4snV5Xvxu8frbsA97cBi3Y9+WHNmNw7gdJ2MPDuF27MMaNremWe4Zsvh5E2vAHmDPvQ/jbrceGVtpRQagqrcAuKX8+Q4R+TyA07HzPvx8AG/TIo1xmYjsE5HTytd6IVUJcjqAr1X+fxMKy9TCHQA+Xv5s6Wuj2BjWxCo/eGyZF1iz4Gi/B5FrbTj4xO9VlDUR4zFpUHquYFRMWvnkE/LPQQix4yuJMud2nWu7ud42rrbB1PWdsl5jL3FDpdFc0/fZdn3mtWOamjv48n0O1/1u7+J39c9/t2Feq/NZlSjL0mVZtCwLlrakyLIAAbblSfV1a5Xndm+lPw7vkCRFGqSQI4tkyCn4NvYdfzt2n3oI+069HTVrTmZCRM4E8BAAly/9qu5e/XSU8sQHVj4KBEFEXgjgheV/DwC/+IWQy0MGcQqGffdD7MF9GD/ch3GT5/6zIhPdCMA892FacB/GT3b7cFmsLP/fuGb44dALMC9fvwT4jVNmfINdInJl5f8XqepFyxOJyF4AfwfgV1XVXKfWVCXIzQDuVfn/GeVzOyh32MpOI/YRkStTrufLAe7D+OE+jBvuv/jhPowf7sP44T4kllDV80Ivg4iciEKA/LWqvrtmkl736nNynM8388gVAM4SkfuIyBqACwFcHHiZCCGEEEIIIYSQJClHfvkLAJ9X1T9smOxiAM+RgkcB+K7PfiBAokkQVb1LRF4C4BIUgyS9WVVvCLxYhBBCCCGEEEJIqjwawLMBXCci15TP/XsA9wYAVX0TgA+gGBlmP4ohcp/veyGTlCAAoKofQLGBSZqwjCl+uA/jh/swbrj/4of7MH64D+OH+5CQElX9JADpmEYBvNjPEtUjxTIQQgghhBBCCCGEpE2qPUEIIYQQQgghhBBCdkAJQkwgIueJyBdEZL+IvKLm9+si8o7y95eX405DRJ4gIleJyHXlv4+rvOZj5TyvKR/38LdGeTFh/50pIocr++hNldc8rNyv+0XkT8pGS2QmJuzDf1vZf9eIyDERObv8Hc9Bj/TYhz8lIleLyF0icsHS754rIl8qH8+tPM/z0CNj96GInC0inxKRG0TkWhF5ZuV3bxGRr1TOw7N9rU9uTDwHj1b20cWV5+9TXnP3l9fgNR/rkisTzsHHLv0tvFNEnlb+jucgIdZQVT74CPpA0bz2ywDuC2ANwGcBPGBpmhcBeFP584UA3lH+/BAAP1T+/EAAN1de8zEA54Rev9QfE/ffmQCub5jvpwE8CkVd4QcBPCn0uqb6mLIPl6Z5EIAvV/7Pc9DWPjwTwIMBvA3ABZXnfwDAjeW/J5c/n1z+judhHPvwfgDOKn/+IQC3ANhX/v8t1Wn5sLf/yt8daJjvOwFcWP78JgC/HHpdU31M3YeVaX4AwK0A9pT/5znIBx/GHkyCEAs8AsB+Vb1RVY8AeDuA85emOR/AW8uf3wXg8SIiqvoZVf16+fwNAHaLyLqXpSYLRu+/phmKyGkA7qaql6mqoviw8TT3i05KXO3DZ5WvJf7p3Ieq+lVVvRbAsaXXPhHApap6q6reBuBSAOfxPPTO6H2oql9U1S+VP38dwDcBnOpnsUnJlHOwlvIa+zgU11yguAbzHJwPV/vwAgAfVNVD8y0qIWQKlCDEAqcD+Frl/zeVz9VOo6p3AfgugB9cmubpAK5W1c3Kc39ZRg//D8a4Z2Pq/ruPiHxGRD4uIj9Zmf6mjnkSd7g6B58J4G+XnuM56Ic++3Doa3ke+mXKPtxCRB6B4lvsL1ee/t2yTOaP+EXBbEzdf7tE5EoRuWxRRoHiGnt7ec0dM08yDCfnIIq05PLfQp6DhBiCEoQkgYj8GIDXAfilytP/VlUfBOAny8ezQywbaeUWAPdW1YcAeCmAvxGRuwVeJjICEXkkgEOqen3laZ6DhHikTO/8vwCer6qLb6pfCeBHATwcRUz/5YEWj7Tzw6p6DoCfA/DHIvIjoReIDKc8Bx8E4JLK0zwHCTEGJQixwM0A7lX5/xnlc7XTiMgJAO4O4Dvl/88A8B4Az1HVrW++VPXm8t87APwNipgjcc/o/aeqm6r6HQBQ1atQfHN5v3L6MzrmSdwx6RwsWfnmi+egV/rsw6Gv5Xnolyn7EKVAfj+AV6nqZYvnVfUWLdgE8JfgeTgXk/Zf5Xp5I4p+Sg9BcY3dV15zB8+TDGbSPix5BoD3qOr3F0/wHCTEHpQgxAJXADir7IC+huJm6uKlaS4GsBix4AIAH1FVFZF9KD70vUJV/2kxsYicICKnlD+fCOApAK4HmYMp++9UETkeAETkvgDOAnCjqt4C4Hsi8qiyhOI5AN7rY2UyZfQ+BAAROQ7FB7+tfiA8B73TZx82cQmAc0XkZBE5GcC5AC7heeid0fuwnP49AN6mqu9a+t1p5b+Cop8Ez8N5mLL/Tl6USJTXzUcD+Fx5jf0oimsuUFyDeQ7Ox5Tr6IJnYekLAZ6DhBgkdGdWPvhQVQB4MoAvokgCvKp87jUAnlr+vAvAfwawH8VoBfctn/8NAAcBXFN53APABoCrAFyLomHqGwAcH3o9U31M2H9PL/fPNQCuBvAzlXmeg+KDwpcBvBGAhF7PlB9j92H5u8cAuGxpfjwH7e3Dh6OocT+I4hvmGyqv/YVy3+5HUUqxeJ7nYQT7EMDPA/j+0t/Cs8vffQTAdeV+/CsAe0OvZ6qPCfvvfyj30WfLf19Qmed9y2vu/vIavB56PVN+TLyOnokiOXLc0jx5DvLBh7GHqCoIIYQQQgghhBBCUoflMIQQQgghhBBCCMkCShBCCCGEEEIIIYRkASUIIYQQQgghhBBCsoAShBBCCCGEEEIIIVlACUIIIYQQQgghhJAsoAQhhBCSJSLyKhG5QUSuFZFrROSR5fNfFZFTAi7X68vlev3S888TkW+Vy3qNiLzN0fv1Xl8ReYuIfKV8/8+KyONdLMNYRGSfiLxoxOteLSK/NscyEUIIIcQ2J4ReAEIIIcQ3IvJvADwFwENVdbOUAGsO5nuCqt41cTYvBPADqnq05nfvUNWXTJz/VF6mqu8SkccCuAjAWQGXZR+AFwH4jwGXgRBCCCERwSQIIYSQHDkNwLdVdRMAVPXbqvr1yu9/RUSuFpHrRORHAUBEHiEinxKRz4jIfxWR+5fPP09ELhaRjwD4sIhsiMibReTT5bTnL7+5FLxeRK4v3+OZ5fMXA9gL4KrFc22IyGNE5H2V/79RRJ5X/vxVEfntmvX4QRH5hzJt8ucApHx+Q0TeXyY8ru/x/p8CcHr52uPL9bmiTNb8UmU93ygiXxCRD4nIB0TkgsrynVL+fI6IfKyyHCvbT0R+rHzumvI9zgLw+wB+pHzu9eV0L6ssx29Xts2rROSLIvJJAPfv2raEEEIISRMmQQghhOTIPwD4TRH5IoAPoUhYfLzy+2+r6kPLUotfA/C/APhvAH5SVe8Skf8JwO8BeHo5/UMBPFhVbxWR3wPwEVX9BRHZB+DTIvIhVT1Ymf//DOBsAD8O4BQAV4jIJ1T1qSJyQFXPbljuZ4rIT5Q/vwHAVzrWs249fgvAJ1X1NSLy0wBeUE57HoCvq+pPA4CI3L1j3ucB+C/lzy8A8F1VfbiIrAP4JxH5BwAPQSEcHgDgngA+B+DNHfN9FWq2H4D/FcAbVPWvRWQNwPEAXgHggYvtJSLnokimPAKF3LlYRH4KwEEAF6LY5icAuBrAVR3LQQghhJAEoQQhhBCSHap6QEQeBuAnATwWwDtE5BWq+pZykneX/16FQlgAwN0BvLVMICiAEyuzvFRVby1/PhfAUys9J3YBuDeAz1em/wkAf1uWvHxDRD4O4OEALu5Y9B3lMCLymI7p69bjpxY/q+r7ReS28vnrAPyBiLwOwPtU9R8b5vn6UvScAeDflM+dC+DBi5QHim11Vvlei/X8epmW6aJp+30KwKtE5AwA71bVL4lI3WvPBfCZ8v97y+U4CcB7VPUQsJW4IYQQQkiGUIIQQgjJkvLG/GMAPiYi1wF4LoC3lL/eLP89iu2/la8F8FFV/VkRObN87YJqykMAPF1VvzDHci9xF3aWtu5a+n3detSiql8UkYcCeDKA3xGRD6vqa2omXfQE+RUUqY6HoVjnX1HVS6oTisiTey57dbmbtt/nReRyAD8N4ANlyc2NS9MIgP9TVf+fpeX41ZblIIQQQkhGsCcIIYSQ7BCR+5eJjgVnA/jnjpfdHcDN5c/Pa5nuEhQ9RRa9Nh5SM80/oihtOV5ETkWRmPh0n2Vf4p8BPEBE1svSkT6jtXwCwM+Vy/YkACeXP/8QgEOq+lcAXo+ixKeNNwI4TkSeiGKdf1lETizndT8R2Sjfa7Gep6FI3Sz4KgqBAmyXFQEN209E7gvgRlX9EwDvBfBgAHegSHlUX/sLIrK3fM3pInKPcjmeJiK7ReQkAD/TvZkIIYQQkiJMghBCCMmRvQD+71Ic3AVgP4pRWdr4DyjKYX4DwPtbpnstgD8GcK2IHIeib8dTlqZ5D4pSks+iKK35dVX916EroapfE5F3Ari+fJ/PdLwEAH4bwN+KyA0A/iuAfymffxCKUpdjAL4P4Jc73ltF5HcA/DqAJwA4E8DVpbz4FoCnoVjPx6HoBfIvKEpaqsvxFyLyWuxM1TRtv2cAeLaIfB/AvwL4vbIHyz+JyPUAPqiqLxOR/x7Ap0qHcgDAz6vq1SLyDhTb+5sAruixnQghhBCSIKKqoZeBEEIIIRkgIm9B0W/kXaGXhRBCCCF5wnIYQgghhBBCCCGEZAGTIIQQQgghhBBCCMkCJkEIIYQQQgghhBCSBZQghBBCCCGEEEIIyQJKEEIIIYQQQgghhGQBJQghhBBCCCGEEEKygBKEEEIIIYQQQgghWUAJQgghhBBCCCGEkCz4/wFGKrOEN1VcggAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "trigger_grid(supply_sweep, alpha_sweep)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Resolving Passed Proposals\n", + "\n", + "![](images/stockflow_cv_trigger.png)\n", + "\n", + "\n", + "## Social Systems Modeling\n", + "\n", + "Subjective, exploratory modeling of the social system interacting through the conviction voting algorithm.\n", + "\n", + "### Sentiment\n", + "\n", + "Global Sentiment -- the outside world appreciating the output of the community\n", + "Local Sentiment -- agents within the system feeling good about the community\n", + "\n", + "### Social Networks\n", + "\n", + "Preferences as mixing process (social influence)\n", + "\n", + "### Relationships between Proposals\n", + "\n", + "Some proposals are synergistic (passing one makes the other more desireable)\n", + "Some proposals are (parially) substitutable (passing one makes the other less desirable)\n", + "\n", + "### Notion of Honey supply\n", + "#### Total supply = $S$\n", + "#### Effective supply = $E$\n", + "#### Funding Pool = $F$\n", + "#### Other supply = $L$, effectively slack. Funds could be in cold storage, in liquidity pools or otherwise in any address not actively participating in conviction voting.\n", + "$$S = F + E + L$$ \n", + "\n", + "System has the right to do direct mints:\n", + "$$F^+ = F + minted$$\n", + "$$S^+ = S + minted$$\n", + "\n", + "\n", + "Arrival of new funds which come from outside:\n", + "$$L+ = L - donated$$\n", + "$$F+ = F + donated$$\n", + "The above assumes the donated tokens were not in use for voting\n", + "$$L+ = L + tokens$$ that haven't been used in voting recently\n", + "$$E+ = E - tokens$$ that haven't been used in voting recently\n", + "$$L+ = L - tokens$$ that come into use\n", + "$$E+ = E - tokens$$ that come into use\n", + "\n", + "Tokens in $L$ or $E$ are defined at the level of the account holding them.\n", + "\n", + "Total supply $S$ can be made a param and the state supply should be only $E$, effective supply." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## cadCAD Overview\n", + "\n", + "In the cadCAD simulation [methodology](https://community.cadcad.org/t/differential-specification-syntax-key/31), we operate on four layers: **Policies, Mechanisms, States**, and **Metrics**. Information flows do not have explicit feedback loop unless noted. **Policies** determine the inputs into the system dynamics, and can come from user input, observations from the exogenous environment, or algorithms. **Mechanisms** are functions that take the policy decisions and update the States to reflect the policy level changes. **States** are variables that represent the system quantities at the given point in time, and **Metrics** are computed from state variables to assess the health of the system. Metrics can often be thought of as KPIs, or Key Performance Indicators. \n", + "\n", + "At a more granular level, to setup a model, there are system conventions and configurations that must be [followed.](https://community.cadcad.org/t/introduction-to-simulation-configurations/34)\n", + "\n", + "The way to think of cadCAD modeling is analogous to machine learning pipelines which normally consist of multiple steps when training and running a deployed model. There is preprocessing, which includes segregating features between continuous and categorical, transforming or imputing data, and then instantiating, training, and running a machine learning model with specified hyperparameters. cadCAD modeling can be thought of in the same way as states, roughly translating into features, are fed into pipelines that have built-in logic to direct traffic between different mechanisms, such as scaling and imputation. Accuracy scores, ROC, etc. are analogous to the metrics that can be configured on a cadCAD model, specifying how well a given model is doing in meeting its objectives. The parameter sweeping capability of cadCAD can be thought of as a grid search, or way to find the optimal hyperparameters for a system by running through alternative scenarios. A/B style testing that cadCAD enables is used in the same way machine learning models are A/B tested, except out of the box, in providing a side by side comparison of muliple different models to compare and contrast performance. Utilizing the field of Systems Identification, dynamical systems models can be used to \"online learn\" by providing a feedback loop to generative system mechanisms. \n", + "\n", + "\n", + "## Differential Specification \n", + "![](images/Aragon_v2.png)\n", + "\n", + "## Schema of the states - UPDATE\n", + "The model consists of a temporal in memory graph database called *network* containing nodes of type **Participant** and type **Proposal**. Participants will have *holdings* and *sentiment* and Proposals will have *funds_required, status*(candidate or active), *conviction* Tthe model as three kinds of edges:\n", + "* (Participant, participant), we labeled this edge type \"influencer\" and it contains information about how the preferences and sentiment of one participant influence another \n", + "* (Proposal, Proposal), we labeled this edge type \"conflict\" and it contains information about how synergistic or anti-synergistic two proposals are; basically people are likely to support multiple things that have synergy (meaning once one is passed there is more utility from the other) but they are not likely to pass things that have antisynergy (meaning once one is passed there is less utility from the other).\n", + "* The edges between Participant and Proposal, which are described below.\n", + " \n", + "\n", + "Edges in the network go from nodes of type Participant to nodes of type Proposal with the edges having the key *type*, of which all will be set to *support*. Edges from participant $i$ to proposal $j$ will have the following additional characteristics:\n", + "* Each pairing (i,j) will have *affinity*, which determines how much $i$ likes or dislikes proposal $j$.\n", + "* Each participant $i$, assigns its $tokens$ over the edges (i,j) for all $j$ such that the summation of all $j$ such that ```Sum_j = network.edges[(i,j)]['tokens'] = network.nodes[i]['holdings']```. This value of tokens for participants on proposals must be less than or equal to the total number of tokens held by the participant.\n", + "* Each pairing (i,j) will have *conviction* local to that edge whose update at each timestep is computed using the value of *tokens* at that edge.\n", + "* Each proposal *j* will have a *conviction* which is equal to the sum of the conviction on its inbound edges: ```network.nodes[j]['conviction'] = Sum_i network.edges[(i,j)]['conviction']```. \n", + "\n", + "\n", + "The other state variables in the model are *funds*, which is a numpy floating point, and effective supply, as supply.\n", + "\n", + "The system consists of 100 time steps without a parameter sweep or monte carlo.\n", + "\n", + " \n", + "## Partial State Update Blocks - TODO: UPDATE\n", + "\n", + "Each partial state update block is kind of a like a phase in a phased based board game. Everyone decides what to do and it reconciles all decisions. One timestep is a full turn, with each block being a phase of a timestep or turn. We will walk through the individaul Partial State update blocks one by one below." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```\n", + "{\n", + "# system.py: \n", + "'policies': { \n", + " 'random': driving_process\n", + "},\n", + "'variables': {\n", + " 'network': update_network,\n", + " 'funds':increment_funds,\n", + "}\n", + "```\n", + "\n", + "To simulate the arrival of participants and proposal into the system, we have a driving process to represent the arrival of individual agents. We use a random uniform distribution generator, over [0, 1), to calculate the number of new participants. We then use an exponential distribution to calculate the particpant's tokens by using a loc of 0.0 and a scale of expected holdings, which is calculated by .1*supply/number of existing participants. We calculate the number of new proposals by \n", + "```\n", + "proposal_rate = 1/median_affinity * (1+total_funds_requested/funds)\n", + "rv2 = np.random.rand()\n", + "new_proposal = bool(rv2<1/proposal_rate)\n", + "```\n", + "The network state variable is updated to include the new participants and proposals, while the funds state variable is updated for the increase in system funds. \n", + "[To see the partial state update code, click here](model/model/system.py)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```\n", + "{\n", + " # participants.py \n", + " 'policies': {\n", + " 'completion': check_progress \n", + " },\n", + " 'variables': { \n", + " 'sentiment': update_sentiment_on_completion, #not completing projects decays sentiment, completing bumps it\n", + " 'network': complete_proposal\n", + " }\n", + "},\n", + "```\n", + "\n", + "In the next phase of the turn, [to see the logic code, click here](model/model/participants.py), the *check_progress* behavior checks for the completion of previously funded proposals. The code calculates the completion and failure rates as follows:\n", + "\n", + "```\n", + "likelihood = 1.0/(base_completion_rate+np.log(grant_size))\n", + "\n", + "failure_rate = 1.0/(base_failure_rate+np.log(grant_size))\n", + "if np.random.rand() < likelihood:\n", + " completed.append(j)\n", + "elif np.random.rand() < failure_rate:\n", + " failed.append(j)\n", + "```\n", + "With the base_completion_rate being 100 and the base_failure_rate as 200. \n", + "\n", + "The mechanism then updates the respective *network* nodes and updates the sentiment variable on proposal completion. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```\n", + " # proposals.py\n", + " 'policies': {\n", + " 'release': trigger_function \n", + " },\n", + " 'variables': { \n", + " 'funds': decrement_funds, \n", + " 'sentiment': update_sentiment_on_release, #releasing funds can bump sentiment\n", + " 'network': update_proposals \n", + " }\n", + "},\n", + " ```\n", + " \n", + "The [trigger release function](model/model/proposals.py) checks to see if each proposal passes or not. If a proposal passes, funds are decremented by the amount of the proposal, while the proposal's status is changed in the network object." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```\n", + "{ \n", + " # participants.py\n", + " 'policies': { \n", + " 'participants_act': participants_decisions\n", + " },\n", + " 'variables': {\n", + " 'network': update_tokens \n", + " }\n", + "}\n", + "```\n", + "\n", + "The Participants decide based on their affinity if which proposals they would like to support,[to see the logic code, click here](model/model/participants.py). Proposals that participants have high affinity for receive more support and pledged tokens than proposals with lower affinity and sentiment. We then update everyone's holdings and their conviction for each proposal.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model next steps\n", + "\n", + "The the model described above is the third iteration model that covers the core mechanisms of the Aragon Conviction Voting model. Below are next additional dynamics we can attend to enrich the model, and provide workstreams for subsequent iterations of this lab notebook.\n", + "\n", + "* Mixing of token holdings among participants\n", + "* Departure of participants\n", + "* Proposals which are good or no good together\n", + "* Affects of outcomes on sentiment" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Simulation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Configuration\n", + "Let's factor out into its own notebook where we review the config object and its partial state update blocks." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from model import config" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# pull out configurations to illustrate\n", + "sim_config,genesis_states,seeds,partial_state_update_blocks = config.get_configs()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'N': 1,\n", + " 'T': range(0, 60),\n", + " 'M': [{}],\n", + " 'subset_id': 0,\n", + " 'subset_window': deque([0, None]),\n", + " 'simulation_id': 0,\n", + " 'run_id': 0}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sim_config" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'policies': {'random': },\n", + " 'variables': {'network': ,\n", + " 'funds': ,\n", + " 'effective_supply': ,\n", + " 'funds_arrival': }},\n", + " {'policies': {'completion': },\n", + " 'variables': {'sentiment': ,\n", + " 'network': }},\n", + " {'policies': {'release': },\n", + " 'variables': {'funds': ,\n", + " 'sentiment': ,\n", + " 'network': }},\n", + " {'policies': {'participants_act': },\n", + " 'variables': {'network': }}]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "partial_state_update_blocks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialization\n", + "To create the genesis_states, we create our in-memory graph database within networkx. \n", + "\n", + "\n", + "### Parameters\n", + "\n", + "Initial values are the starting values for the simulation and sys_params are global hyperparameters for the simulation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'initial_sentiment': 0.6,\n", + " 'n': 30,\n", + " 'm': 7,\n", + " 'initial_funds': 4867.21,\n", + " 'supply': 22392.22}" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from model.model.sys_params import initial_values,sys_params \n", + "\n", + "initial_values" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$n$ is initial participants, whereas $m$ is initial proposals" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'beta': 0.2,\n", + " 'rho': 0.0025,\n", + " 'alpha': 0.875,\n", + " 'sensitivity': 0.75,\n", + " 'tmin': 0,\n", + " 'min_supp': 1,\n", + " 'base_completion_rate': 45,\n", + " 'base_failure_rate': 180}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sys_params" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* $\\alpha$ : 0.875 The decay rate for previously accumulated conviction\n", + "* $\\beta$ = .2 Upper bound on share of funds dispersed in the example Trigger Function\n", + "* $\\rho$ = 0.002 Scale Parameter for the example Trigger Function\n", + "\n", + "* tmin = 7 unit days; minimum periods passed before a proposal can pass\n", + "* min_supp = 50 number of tokens that must be stake for a proposal to be a candidate" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# import libraries\n", + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from model.model.conviction_helper_functions import * \n", + "\n", + "\n", + "#initializers\n", + "network = genesis_states['network']\n", + "initial_funds = genesis_states['funds']\n", + "initial_sentiment = genesis_states['sentiment']" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'network': ,\n", + " 'funds': 4867.21,\n", + " 'sentiment': 0.6,\n", + " 'effective_supply': 22392.22,\n", + " 'funds_arrival': 0}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "genesis_states" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Exploring the State Data Structure\n", + "\n", + "A graph is a type of temporal data structure that evolves over time. A graph $\\mathcal{G}(\\mathcal{V},\\mathcal{E})$ consists of vertices or nodes, $\\mathcal{V} = \\{1...\\mathcal{V}\\}$ and is connected by edges $\\mathcal{E} \\subseteq \\mathcal{V} \\times \\mathcal{V}$.\n", + "\n", + "See *Schema of the states* above for more details\n", + "\n", + "\n", + "Let's explore!" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# To explore our model prior to the simulation, we extract key components from our networkX object into lists.\n", + "proposals = get_nodes_by_type(network, 'proposal')\n", + "participants = get_nodes_by_type(network, 'participant')\n", + "supporters = get_edges_by_type(network, 'support')\n", + "influencers = get_edges_by_type(network, 'influence')\n", + "competitors = get_edges_by_type(network, 'conflict')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'type': 'participant',\n", + " 'holdings': 520.2734462358999,\n", + " 'sentiment': 0.29980234113414117}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample a participant\n", + "network.nodes[participants[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Count of Participants')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Let's look at the distribution of participant holdings at the start of the sim\n", + "plt.hist([ network.nodes[i]['holdings'] for i in participants])\n", + "plt.title('Histogram of Participants Token Holdings')\n", + "plt.xlabel('Amount of Honey')\n", + "plt.ylabel('Count of Participants')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Participants Social Network')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nx.draw_spring(network, nodelist = participants, edgelist=influencers)\n", + "plt.title('Participants Social Network')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'type': 'proposal',\n", + " 'conviction': 0,\n", + " 'status': 'candidate',\n", + " 'age': 0,\n", + " 'funds_requested': 1671.6565260937566,\n", + " 'trigger': inf}" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#lets look at proposals\n", + "network.nodes[proposals[0]]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Proposals initially start without any conviction, and with the status of a candidate. If the proposal's amount of conviction is greater than it's trigger, then the proposal moves to active and it's funds requested are granted. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All initial proposal start with 0 conviction and state 'candidate'we can simply examine the amounts of funds requested" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "funds_array = np.array([ network.nodes[i]['funds_requested'] for i in proposals])\n", + "conviction_required = np.array([trigger_threshold(r, initial_funds, supply, alpha) for r in funds_array])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Amount of Honey requested(as a Fraction of Funds available)')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.bar( proposals, funds_array/initial_funds)\n", + "plt.title('Bar chart of Proposals Funds Requested')\n", + "plt.xlabel('Proposal identifier')\n", + "plt.ylabel('Amount of Honey requested(as a Fraction of Funds available)')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Amount of Conviction')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.bar( proposals, conviction_required)\n", + "plt.title('Bar chart of Proposals Conviction Required')\n", + "plt.xlabel('Proposal identifier')\n", + "plt.ylabel('Amount of Conviction')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Conviction is a concept that arises in the edges between participants and proposals in the initial conditions there are no votes yet so we can look at that later however, the voting choices are driven by underlying affinities which we can see now." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 55.73999999999998, 'Participant_id')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "m = len(proposals)\n", + "n = len(participants)\n", + "\n", + "affinities = np.empty((n,m))\n", + "for i_ind in range(n):\n", + " for j_ind in range(m):\n", + " i = participants[i_ind]\n", + " j = proposals[j_ind]\n", + " affinities[i_ind][j_ind] = network.edges[(i,j)]['affinity']\n", + "\n", + "dims = (20, 5)\n", + "fig, ax = plt.subplots(figsize=dims)\n", + "\n", + "sns.heatmap(affinities.T,\n", + " xticklabels=participants,\n", + " yticklabels=proposals,\n", + " square=True,\n", + " cbar=True,\n", + " cmap = plt.cm.RdYlGn,\n", + " ax=ax)\n", + "\n", + "plt.title('Affinities between participants and proposals')\n", + "plt.ylabel('Proposal_id')\n", + "plt.xlabel('Participant_id')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run simulation\n", + "\n", + "Now we will create the final system configuration, append the genesis states we created, and run our simulation." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "from cadCAD.configuration import Experiment\n", + "\n", + "# Create configuration\n", + "exp = Experiment()\n", + "\n", + "exp.append_configs(\n", + " sim_configs=sim_config,\n", + " initial_state=genesis_states,\n", + " seeds=seeds,\n", + " partial_state_update_blocks=partial_state_update_blocks\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ___________ ____\n", + " ________ __ ___/ / ____/ | / __ \\\n", + " / ___/ __` / __ / / / /| | / / / /\n", + "/ /__/ /_/ / /_/ / /___/ ___ |/ /_/ /\n", + "\\___/\\__,_/\\__,_/\\____/_/ |_/_____/\n", + "by cadCAD\n", + "\n", + "Execution Mode: local_proc\n", + "Configuration Count: 3\n", + "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (60, 1, 1, 5)\n", + "Execution Method: local_simulations\n", + "SimIDs : [0, 1, 2]\n", + "SubsetIDs: [0, 0, 0]\n", + "Ns : [0, 0, 0]\n", + "ExpIDs : [0, 0, 0]\n", + "Total execution time: 86.42s\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from model.model.conviction_helper_functions import *\n", + "from model import run\n", + "from cadCAD import configs\n", + "pd.options.display.float_format = '{:.2f}'.format\n", + "\n", + "%matplotlib inline\n", + "\n", + "rdf = run.run(configs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After the simulation has run successfully, we perform some postprocessing to extract node and edge values from the network object and add as columns to the pandas dataframe. For the rdf, we take only the values at the last substep of each timestep in the simulation." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "df= run.postprocessing(rdf,0)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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[59321.73774141947, inf] [0.01998730010804558, 0.0] [4, 4] \n", + "20 [59310.61722951841, inf] [0.023530760437823733, 0.0] [5, 5] \n", + "\n", + " age_all \\\n", + "4 [1, 1, 1, 1, 1, 1, 1] \n", + "8 [2, 2, 2, 2, 2, 2, 2, 1] \n", + "12 [3, 3, 3, 3, 3, 3, 3, 2, 1] \n", + "16 [4, 4, 4, 4, 4, 4, 4, 3, 2, 1] \n", + "20 [5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1] \n", + "\n", + " conviction_all \\\n", + "4 [0.0, 0.0, 0.0, 358.15272217479924, 323.890220... \n", + "8 [0.0, 0.0, 0.0, 671.5363540777486, 607.2941638... \n", + "12 [0.0, 0.0, 0.0, 945.7470319928292, 855.2726140... \n", + "16 [0.0, 0.0, 0.0, 1185.681375168525, 1084.771104... \n", + "20 [0.0, 0.0, 0.0, 1395.6239254472584, 1285.58228... \n", + "\n", + " triggers_all \\\n", + "4 [inf, inf, inf, 59352.21276113208, inf, inf, 1... \n", + "8 [nan, nan, nan, 59343.15532804561, inf, nan, n... \n", + "12 [nan, nan, nan, 59339.97441911249, inf, nan, n... \n", + "16 [nan, nan, nan, 59321.73774141947, inf, nan, n... \n", + "20 [nan, nan, nan, 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.plot('timestep',['funds', 'candidate_funds'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Funds are the total available funds, whereas candidate funds show how many funds are requested by candidate proposals." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n", + " kind='area')\n", + "plt.title('Proposal Status')\n", + "plt.ylabel('count of proposals')\n", + "plt.legend(ncol = 3,loc='upper center', bbox_to_anchor=(0.5, -0.15))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_funds', 'failed_funds'], kind='area')\n", + "plt.title('Proposal Status weighted by funds requested')\n", + "plt.ylabel('Funds worth of proposals')\n", + "plt.legend(ncol = 3,loc='upper center', bbox_to_anchor=(0.5, -0.15))" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "nets = df.network.values" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "K = 55\n", + "N = 56\n", + "# K = 0\n", + "# N = 60\n", + "\n", + "snap_plot(nets[K:N], size_scale = 1/10,savefigs=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.effective_supply.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.funds_arrival.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.funds.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.sentiment.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# # Run the following code , without the #, in the images/snap folder to make a movie\n", + "# # ffmpeg -r 10 -i %01d.png -vcodec mpeg4 -y movie.mp4\n", + "# %%HTML\n", + "# " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "We have created a conviction voting model that closely adheres to the 1Hive implementation. This notebook describes the use case, how the model works, and provides descriptions of how it fits together." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/v3/Aragon_Conviction_Voting_Model.ipynb b/v3/Aragon_Conviction_Voting_Model.ipynb index 9d47e5c..c03657e 100644 --- a/v3/Aragon_Conviction_Voting_Model.ipynb +++ b/v3/Aragon_Conviction_Voting_Model.ipynb @@ -4,17 +4,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Aragon Conviction Voting Model - Version 2\n", + "# Aragon Conviction Voting Model - Version 3\n", "\n", "New to this model are the following elements:\n", "\n", - "* Influence - Participant social network where participants influence each others perception of a a proposal.\n", - "* Conflict - A network with the notion of supporting one proposal may mean going against an alternative proposal. For proposals with conflicts, an edge is created between them with a function to calculate the degree of conflict.\n", - "* Sentiment - Participant sentiment\n", - "* Updated trigger function to better represent 1Hive's implementation\n", - "* Updated plotting\n", - "* Updated affinity distribution to between -1, 1\n", - "* Refined parameters to better reflect 1Hive's implementation\n" + "* Adding the realism that not all participant tokens are being allocated to proposals.\n", + "* Refactored parameters and system initialization to make more readable and consistent.\n", + "* Making the distinction between effective and total supply.\n", + "* Refining alpha calculations to more accurately reflect the 1Hive implementation. Discussion of alpha and its relation to alpha in the contract and how it relates to the timescales\n", + "* Updated differential specification and write-up to respect new state variables\n", + "* Moved all unit denominations to honey.\n" ] }, { @@ -79,6 +78,33 @@ { "cell_type": "code", "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", + " return false;\n", + "}\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%javascript\n", + "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", + " return false;\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 2, "metadata": { "tags": [] }, @@ -87,7 +113,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "for reference: max conviction = 4.394571745651725in log10 units\n" + "for reference: max conviction = 5.25318713934522in log10 units\n" ] }, { @@ -101,14 +127,14 @@ ], "source": [ "from model.model.conviction_helper_functions import *\n", + "from model.model.sys_params import initial_values,sys_params \n", + "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", - "beta = .2 #later we should set this to be param so we can sweep it\n", - "# tuning param for the trigger function\n", - "rho = .001\n", - "alpha = .5**3 #timescale set in days with 3 day halflife (from comments in contract comments)\n", - "supply= 21706 \n", + "\n", + "supply = initial_values['supply']\n", + "alpha = sys_params['alpha']\n", "\n", "mcv = supply/(1-alpha)\n", "print('for reference: max conviction = '+str(np.log10(mcv))+'in log10 units')" @@ -116,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -126,7 +152,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "scrolled": true, "tags": [] @@ -134,7 +160,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n"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" ] @@ -146,7 +172,7 @@ } ], "source": [ - "trigger_grid(supply_sweep, alpha_sweep)\n" + "trigger_grid(supply_sweep, alpha_sweep)" ] }, { @@ -174,7 +200,32 @@ "### Relationships between Proposals\n", "\n", "Some proposals are synergistic (passing one makes the other more desireable)\n", - "Some proposals are (parially) substitutable (passing one makes the other less desirable)\n" + "Some proposals are (parially) substitutable (passing one makes the other less desirable)\n", + "\n", + "### Notion of Honey supply\n", + "#### Total supply = $S$\n", + "#### Effective supply = $E$\n", + "#### Funding Pool = $F$\n", + "#### Other supply = $L$, effectively slack. Funds could be in cold storage, in liquidity pools or otherwise in any address not actively participating in conviction voting.\n", + "$$S = F + E + L$$ \n", + "\n", + "System has the right to do direct mints:\n", + "$$F^+ = F + minted$$\n", + "$$S^+ = S + minted$$\n", + "\n", + "\n", + "Arrival of new funds which come from outside:\n", + "$$L+ = L - donated$$\n", + "$$F+ = F + donated$$\n", + "The above assumes the donated tokens were not in use for voting\n", + "$$L+ = L + tokens$$ that haven't been used in voting recently\n", + "$$E+ = E - tokens$$ that haven't been used in voting recently\n", + "$$L+ = L - tokens$$ that come into use\n", + "$$E+ = E - tokens$$ that come into use\n", + "\n", + "Tokens in $L$ or $E$ are defined at the level of the account holding them.\n", + "\n", + "Total supply $S$ can be made a param and the state supply should be only $E$, effective supply." ] }, { @@ -193,7 +244,7 @@ "## Differential Specification \n", "![](images/Aragon_v2.png)\n", "\n", - "## Schema of the states \n", + "## Schema of the states - UPDATE\n", "The model consists of a temporal in memory graph database called *network* containing nodes of type **Participant** and type **Proposal**. Participants will have *holdings* and *sentiment* and Proposals will have *funds_required, status*(candidate or active), *conviction* Tthe model as three kinds of edges:\n", "* (Participant, participant), we labeled this edge type \"influencer\" and it contains information about how the preferences and sentiment of one participant influence another \n", "* (Proposal, Proposal), we labeled this edge type \"conflict\" and it contains information about how synergistic or anti-synergistic two proposals are; basically people are likely to support multiple things that have synergy (meaning once one is passed there is more utility from the other) but they are not likely to pass things that have antisynergy (meaning once one is passed there is less utility from the other).\n", @@ -211,8 +262,8 @@ "\n", "The system consists of 100 time steps without a parameter sweep or monte carlo.\n", "\n", - "\n", - "## Partial State Update Blocks\n", + " \n", + "## Partial State Update Blocks - TODO: UPDATE\n", "\n", "Each partial state update block is kind of a like a phase in a phased based board game. Everyone decides what to do and it reconciles all decisions. One timestep is a full turn, with each block being a phase of a timestep or turn. We will walk through the individaul Partial State update blocks one by one below." ] @@ -321,7 +372,7 @@ "source": [ "## Model next steps\n", "\n", - "The the model described above is the second iteration model that covers the core mechanisms of the Aragon Conviction Voting model. Below are next additional dynamics we can attend to enrich the model, and provide workstreams for subsequent iterations of this lab notebook.\n", + "The the model described above is the third iteration model that covers the core mechanisms of the Aragon Conviction Voting model. Below are next additional dynamics we can attend to enrich the model, and provide workstreams for subsequent iterations of this lab notebook.\n", "\n", "* Mixing of token holdings among participants\n", "* Departure of participants\n", @@ -346,7 +397,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -355,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -363,37 +414,45 @@ "sim_config,genesis_states,seeds,partial_state_update_blocks = config.get_configs()" ] }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'N': 1, 'T': range(0, 60), 'M': [{}], 'simulation_id': 0, 'run_id': 0}" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sim_config" - ] - }, { "cell_type": "code", "execution_count": 7, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'N': 1,\n", + " 'T': range(0, 60),\n", + " 'M': [{}],\n", + " 'subset_id': 0,\n", + " 'subset_window': deque([0, None]),\n", + " 'simulation_id': 0,\n", + " 'run_id': 0}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sim_config" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'policies': {'random': },\n", " 'variables': {'network': ,\n", - " 'funds': }},\n", + " 'funds': ,\n", + " 'effective_supply': ,\n", + " 'funds_arrival': }},\n", " {'policies': {'completion': },\n", " 'variables': {'sentiment': ,\n", " 'network': }},\n", @@ -405,7 +464,7 @@ " 'variables': {'network': }}]" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -429,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -442,7 +501,7 @@ " 'supply': 22392.22}" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -462,7 +521,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -470,7 +529,7 @@ "text/plain": [ "{'beta': 0.2,\n", " 'rho': 0.0025,\n", - " 'alpha': 0.125,\n", + " 'alpha': 0.875,\n", " 'sensitivity': 0.75,\n", " 'tmin': 0,\n", " 'min_supp': 1,\n", @@ -478,7 +537,7 @@ " 'base_failure_rate': 180}" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -491,17 +550,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "* $\\alpha$ : 1-1/2**3 The decay rate for previously accumulated conviction\n", + "* $\\alpha$ : 0.875 The decay rate for previously accumulated conviction\n", "* $\\beta$ = .2 Upper bound on share of funds dispersed in the example Trigger Function\n", "* $\\rho$ = 0.002 Scale Parameter for the example Trigger Function\n", "\n", "* tmin = 7 unit days; minimum periods passed before a proposal can pass\n", - "* min_supp = 50 #number of tokens that must be stake for a proposal to be a candidate" + "* min_supp = 50 number of tokens that must be stake for a proposal to be a candidate" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -520,19 +579,20 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'network': ,\n", + "{'network': ,\n", " 'funds': 4867.21,\n", " 'sentiment': 0.6,\n", - " 'supply': 22392.22}" + " 'effective_supply': 22392.22,\n", + " 'funds_arrival': 0}" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -557,7 +617,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -571,18 +631,18 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type': 'participant',\n", - " 'holdings': 843.6318125922667,\n", - " 'sentiment': 0.5997344273800823}" + " 'holdings': 520.2734462358999,\n", + " 'sentiment': 0.29980234113414117}" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -594,7 +654,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -603,13 +663,13 @@ "Text(0, 0.5, 'Count of Participants')" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -630,7 +690,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -639,13 +699,13 @@ "Text(0.5, 1.0, 'Participants Social Network')" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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2tja1tbWpp6dHbW1t1qhRg4MGDeKGDRt48eJFvnnzRiVR5XJ54YVr1pB6eiWTW08vt57Ah2XBgrJfg7q65MKFJHOvk/Pnz7NPnz4MDw//wIMrBuG6/c8jzPg+VcpgZpKLRDhbsSLOjhsHS0tL3L17F4sWLcLRo0dRrVo1nDx5En/88Qd+//13xMbGwtzcHJmZmUhISECFChUgEomQlpYGOzs7NGjQAO7u7qhbty7c3Nxgamqq1NfGjRuxePFiHDhwAM7Ozv9fIGzA/7hRk7k9s2dPrG3YEKtXr8azZ8+QkZGBBQsWYPz48WoQshwQrtuPAkHxfaqU4QeYDqAZgL8ASCQSkISNjQ3u3r2b79wXL17gxIkTOH78OP744w+8ePECjo6O0NLSQmxsLBISEmBmZgaRSISEhASYmpriiy++gLu7O9zc3LBx40YcPHgQFSpUwJYtW9C9e/fchj/39aGPnY4dgQMHytzMhYoV0SAuTvFeJBKhatWqcHV1hVQqLfKlp6dX5v5LjHDdfhQIiu9TpiSu5P9CPT2MJ7HszRul46GhoRg1alSx9WNjY3H8+HEcP34cJ06cQHJyMmrUqAFjY2OkpaXh2rVrkMvlMP933ebu3buQ/7uOqKmpCW9vbxzetg0alSurdX2IJI4dOwYrKyvUrFmz9O0KqIaaZnzs3x/bWrbE6NGjkZGRAbFYjODgYDg5OSE+Pr7Q18uXLyEWi4tVjm+/zMzMoKOjU3phP/d1zY8IYTvDp0zeYvmECZCnpxcdreDfRXbR4sWob2ICnYAAZGZmAshVSMuWLUOVKlXQtm3bIru0trZGv3790K9fPwDAo0ePFDPCq1evQlNTEx4eHrC0tERWVhb++eeff7sXQSaT4eLFi3g4ezYcAYjKMvZ/N+BzwgQcOXIEEydOxI0bNzBu3DgsXry4LC0LqELt2rkzl7IoAV1diGrXhr+/Pzp37ozJkydj48aNaNOmDdzd3YusShLp6emFKsZr167lO5aQkACJRFIiZWlqagpNzX9vo+oMHDFxYtnbEigUYcb3GZBy7BiOffklOorF0NLWzvU0yyPPrbpdu1y36nr1IJPJYGdnh9jYWABAixYtMGLECEycOBF169bF8uXLUalSpVLJEhMTo5gRRkZG4uXLl7Czs0P9+vXh7OyMx48fo1t4ODqlppZ53E99fOB+/TqSk5ORlZUFAGjSpAnatm0LkShXrYpEIqX/3/1bVNnHXr8829ZJSUGzAQOgkZ2N0iLT1sal3buRbWys6C8xMRGmpqb5+lfHGEji9evXSE5OVnolJSUp/Y2NjUVqaipev36N1NRU6Ovrw8TEBKtTU9E+KanU41UwYACwbVvZ2xEoFGHG9xkwY/9+hJIY17cvlri65kZkSUoCTEwAV1cgIEDJtKKhoYHZs2dj8ODB2LVrF44cOYKgoCDs3LkTe/fuRZ06dRAcHIyRI0f+/9Ouijg6OsLR0REDBw4ESdy9e1dhFv3++++ho6OD0YaGgBoUn0ZaGrKzs/H2s112djbS0tIA5M4K8soK+ltU2cde/320rWVsjIYvX6I0G11kAE4bGGD6woXlNs7SlsXGxiItLQ2ampowNjZWrCVqv7M8UGrUoTwFiqZEPqACHx2nT5+mSCQiAI4ePVrlejk5Ofz7778V7zdv3kypVModO3bw1q1b9PHxoZubG8+fP682WeVyOW/evMlbHh5lc4PPew0YQLlczj179tDR0ZEikYjffPON2uQVKJisrCyeOXOGfZ2d+VokKt13p6dHXrr0oYeiQC6XMyEhgX/99Rd79eql+E3l/Q0MDCT79VPbdStQvggzvk+Yv/76C61bt1Y8rf71118q19XQ0ED16tUV7wMCAuDm5obu3bujXbt2OHjwIH799Vd07doVnTt3xvz582FiYlImeUUiEapVqwZ07547Ky3LBnxNTaz54w+EOjkhOTkZaWlpEIlEMDIyKpOMAgWTk5ODpUuXIjw8HFeuXEFWVhZIYmFwMPSWLi2Zd7GeXu6G7vfs1p+amoqYmBg8ePBA8fft/4Fci4WGhgY0NTWRnZ0NLS0ttGnTBosWLQI2bVLLuiZcXdUzIIFCEdb4PmEGDhyIrVu3KrwmpVIpXr58WaY2k5OT4efnh/j4eOzcuRP6+vqYNm0a9uzZg0WLFqFfv36KdZNSowbvuGxNTbgaGuJ2YqLimFgsxsaNG9GjRw8YGBiUTUYBJTIyMuDg4IAXL14ojvXo0QM7d+5UOYqJDAC1taG5fHm5RDF5/fq1kiJ7V7llZWXBwcEBjo6OcHBwUPrf0dERxv+uNZ45cwbNmjWDkZERli9fjhYtWkBXVxemOTmCV+dHgqD4PmFIwtraGs+fP0etWrXw4MEDpKSklDnWplwux4IFCxAaGooff/wRPj4+uHjxIoYOHQpjY2OsWbMmd+ZWFsqyAR/AswYNoBsRgblz52Lt2rXIyMiApqamYv3GwsICXl5eaN68OTw9PVGzZs0Sr1cKKPP999/j66+/BgDo6uri3LlzqFOnTm5hVFRu3MqDB3M9FwtwsHrp4YHAf/7Bzvv3S7UH782bN3j48GGhyi0tLU2h0N5Vag4ODpBKpSo9tKWmpsLExAQ6OjoQi8XIzMxETk4OVq9ejeGRkcI+vo8AQfF9wpw5cwYdOnSArq4uYmNjQbLss7G3OHbsGPr374/Ro0dj0qRJkMvlWLNmDebMmYMhQ4Zg2rRp0NXVLV3jZdiAn62lhbHu7tj2999wcnKCtrY2Ll68iKCgIEydOhURERHYunUrTp48iQoVKgDInQ3Uq1cP9evXh6enJzw9PWFjY6PWz+tTZuXKlRgzZgyaN2+OkydPolatWrhy5Ur+E1++zHXXL8TBqk+fPnB2dsbs2bPzVc3KysKjR48KnbElJSXB1ta20BlbxYoV1RZgvWfPnti9ezdIQkNDAw0bNsSpU6cgiooSIrd8BAiK7xNm6NCh2LFjB3r16oWNGzeWSx9PnjxBjx49ULFiRWzduhXGxsaIjY3F2LFjERUVhVWrVhW79+9dHjx4gNDQUNQ6fRoD//67xBvwRf8G/M3KysKlS5dw/Phx/PTTT3jw4AFq1qyJ5s2bw9vbG/Xr18fly5cRHh6O8PBwaGtrw8HBAXK5HLdu3YKWlpZCCXp6eqJevXqCibQAhg0bhvXr1+O7777DpEmTEB4eDktLSzRs2LBE7eTk5ODixYto27Ytpk6ditevXyspt7i4OFSqVKnQGZu1tXW5Zw6Jjo7GokWLEBERgVevXkEul8PBwQFXr16Fvr5+7kmlCByhWNcUAlW/FwTF94mSkZEBa2trJCUl4ebNm2U3PRZBVlYWJkyYoHB4yTNvHTlyBCNGjFBp7198fDzWrl2Lbdu24dGjR8jKykKrVq1wpEuXEkW5/yYrC39UrYolS5bgyy+/VLoRZmZm4vz584oN9VFRUXB1dUXz5s3h5eUFiUSCQ4cOITw8HOnp6fDx8YGdnR3S0tJw6dIl/O9//4ODg4OSMiy1ifQTyNEml8vh4+ODM2fOYPfu3ejcuXOR58tkMsTGxhY6Y3v27BksLCygoaEBmUyGwMBAJeVWqVKlD2KOJonIyEgsWrQIN27cwOjRozFkyBD07t0bp06dwtWrVyGRSDB16lSEhYXBzMwML2fPFrIz/Jd5326kAu+H3bt308HBgYaGhu+tzx07dlAqlXLLli2KY+np6Zw+fTrNzMy4bNkyZmdnF1j3t99+IwDFSyKR8Ny5c7mFly6R3bqREglzdHSUXb91dUmJhBdsbNizcmW6ubkRAPX09Ghtbc3Q0FDKZLIC+0xPT+exY8cYHBzMxo0bs0KFCmzSpAmDg4O5efNmhoSEsF69ejQzM6Ofnx937drFP//8k2vWrKG/vz+rVatGfX19NmvWjBMnTuSuXbv46NGjojNOXLxIdu2am7ng3ewF/46FXbvmnvcfJiUlhQ4ODqxQoQKvXbtGkpTJZHz69CnPnDnD7du3c+7cufzqq6/YokULOjk5UVtbm9bW1mzUqBH79evHadOmcePGjYyMjOTdu3eZmZlJkszIyKCTkxMPHz78IYfIrKwsbt++nW5ubqxZsyY3b96skJEkHz9+zJUrV9La2lrp2u3duzdJMnb/fsq6dMn9TnV1C/6uu3X7T23b+FwQFN8nSufOnWllZcX27du/136vX79OFxcXDhkyRCk1kSp7/0aOHKm4eUil0vwKJC6O+5s148/a2mSHDrn7nRYuJOPiOHz4cIXCFIvFij1WxsbGTExMVEn2V69e8ciRI5wyZQo9PT1ZoUIFent7c9y4cRw9ejS9vb1paGjILl26cOvWrUxISGBSUhJ///13zpkzhx06dKC5uTmtrKzYpUsXfvvtt/zjjz+Ympqa20Feupri9raJRP/JNDVyuZwvXrzgzp07qaurS0NDQ/r7+7N169Z0cXGhRCJhxYoV6enpyV69enHy5Mlct24dDx8+zNu3b6ucqorMfRBycXFRUjTvi7S0NC5btox2dnb08vLigQMHCn14mjBhgpLSA8Bbt25x//79FIlEXLNmDRkXx/O+vszq3TvfdSvwYRAU3yfIy5cvaWhoSLFY/EGemlNSUujr68t69erxwYMHiuNyuZw//vgjraysOHToUCWFdPLkSUqlUgYGBhIAx44dm6/djIwM6unpEQBfvHihVDZ//nzFZuK8l7a2Nm/dulWmcURERHDChAmsV68e9fX16eXlRV9fXzZr1owGBgb08fHhypUr+fjxY65fv54DBw7kP//8w59//pljx45lo0aNqKenxxArK2ZoaJR8E/d7VH5yuZzx8fGMiorirl27uGjRIo4YMYLt2rVjjRo1qKenR0NDQ4pEIpqamnLcuHFctWoVIyIieOPGDb5+/Vqt8rRr144L/83H9z549uwZg4KCaGZmxh49evCiirPuPCtD3jU3f/58RQ7LH3/8kVeuXCEAzp8/v5xHIKAqguL7BFm1ahUbNGhAbW3tDyaDXC7nkiVLaGFhkU/5JiUlcfjw4bS0tGRYWBgjIyMplUoZGRlJkgwLC+Pjx4/ztRkUFESxWEyxWMwlS5YolS1fvpza2tqKG5CBgQF79OhBX1/fQp/WS0pSUhL379/PsWPH0s3Njfr6+nRzc6O7uzsNDQ2pp6dHsVhMNzc3JicnK+plnz3LnNImZVVzBJPk5GReuXKF4eHhXLp0Kb/55ht26tSJrq6uNDAwoJGREd3c3NilSxeOGTOGK1as4L59+3j16lUuWLCAYrGYfn5+apOnKP755x+amZnx6dOn5drPzZs3+dVXX9HY2JjDhw/n3bt3Va67YMECikQidu/enQBobm6ueDjT1tbmunXr6OLiQgCsW7duOY5CoCQIiu8TxNPTkzVq1GD9+vU/tCg8deoUra2tOWvWrHwK6MKFC6xSpQq1tLS4devWItu5ceMGdXV1FYrN0dFRyRS6YcMGisViGhkZsXbt2szKymJGRgabNGnCoKCgchlbQkIC9+zZw1GjRrF69epKs01NTU0OGTKE58+fp7xLl+LNm0WZPbt1U1mmtLQ0Xrt2jfv372doaCjHjh3Lrl27sm7dujQ2NmaFChVYq1YtduzYkaNGjeKSJUu4Z88eXr58mUlJSYW2O2TIEIpEIi5YsEAdH53KTJkyhf3791d7u3K5nKdPn2anTp1YsWJFzpo1iy9fvixRG99//z1FIhFDQ0NJkuHh4axRowYlEgkBUEtLi+3bt1coQolEomQBEfhwCIrvE+P27du0tLSkRCLhunXrPrQ4JMnY2Fg2bdqUbdq0YXx8vOL4wYMHKZVKOXr0aEqlUk6bNo3p6ekFtjFhwgTF2l3ezO7q1auK8piYGG7dupVpaWm0t7fnqVOnSOaafZ2cnPjDDz+U6xiPHz+uUMx5JleJRMLGzs58U8bYjZkaGty6eDGjo6OZmprKv//+mwcPHuTq1as5ceJE9ujRg/Xq1aNUKqWuri6rV6/Otm3bctiwYVy4cCF37tzJS5cu8eXLl0U73hSATCajl5cXNTU1uXfv3nL69AonLS2NNjY2/PPPP9XSXk5ODvfs2cMGDRrQycmJa9asKZWJNjw8nGKxmDNnzsxX1iaRWKAAACAASURBVK5dO8UsTywWK64HTU1Nzpo1Sw2jECgrguL7xAgODmaPHj0oEok+iGNAYWRlZXHChAl0cHBgVFQU9+/fT3Nzc4Xn5tOnT9mzZ09WrlyZBw8ezFdfLpczOTmZWlpaDA4O5vbt25mSklJgX9u3b2f9+vUVN/mbN2+yYsWKPHHiRLmNb+vWrTQyMmLz5s05b948Hj9+PNepZcECyt71RC3h641IxBl6etTQ0CAA6urq0t7enl9++SUnTZrEHTt28Ny5c3z+/HmJFVtRFOS5+SHYsWMH3dzcmJOTU+o20tPTuW7dOjo7O7N+/frctWtXqds7efIkNTQ0OHz48HxlsbGxNDY2Znx8PO/evcs1a9awT58+tLKyYsOGDRkcHFzqMQioD0HxfULIZDI6ODjQx8eHzs7OH1qcAtm9ezcNDQ1pYGDACxcu5Cs/fPgwnZyc2L17dz558kSpLDs7mwB48+bNIvuQyWR0d3fnL7/8ojgWGRlJCwsL3r59Wz0DURU1Rex/0bo1nzx5woSEBNW9SMvA7du3aWhoyEqVKinN0j8EcrmczZo149q1a0tcNz4+nrNnz6aFhQU7dOjAkydPlunhIDo6mlpaWuzRo0eB5cHBwRw2bJjSsTVr1nDw4MGl7lNA/QiK7xPi1KlTrFmzJo2NjcttXaus7Ny5k2ZmZqxcuTIDAgIKNG0Wtvfv4cOHBFCoOfRtjh07xsqVKyvNejdu3EhnZ2cmJCSob0DF0aGDWhQfO3QosHm5XM779+8reZHmreMNGjSI69evZ3R0dKH7Jwvi8OHD1NLSoqenZ4nqlSfR0dGsWLGiykr4/v37HDlyJE1MTBgYGMgbN26UWYb79+9TIpHQx8enwPL09HSam5vne7iaOnUqZ8+eXeb+BdSHoPg+Ib7++mtOnjyZBbn7/xfYsWMHLS0tGR0dzbS0NPbp04d16tQp1Ivu3b1/ERER1NDQULm/du3acfny5UrHJkyYQC8vr/dnBv4AOdqysrIYFRXF1atX08/PL99G+927dxfoNUuSoaGh79VzsySMGDEi32zqXaKiotirVy+amZlx8uTJavMIjYuLo4GBAd3c3AqdMa5fv54dO3bMd9zPz6/c15gFSoag+D4R3rx5QxMTE/r7+9PCwuJDi5OPbdu20crKSmmtSC6Xc+XKlTQ3N+f+/fsLrPf23j9PT08aGBio3Oe1a9dYsWJFJW/FnJwcdunShQEBAWpdDyuUBQvyR2gp4StLS4uvCnCiKAkFbbS3trZWMpEGBgZ+EM9NVUlISGDFihV55coVpeNyuZyHDh1i8+bNaWNjwyVLlhS6/lsa0tLSKJVKWbly5UJnwDKZjNWqVePx48fzlTVv3pxHjx5VmzwCZUdQfJ8IO3fuZIsWLWhra/ufe1rftGkTK1WqpJTR/W3Onj1LW1tbTp06tVCHg6SkJFavXp1isZhhYWEqK61BgwZx8uTJSsdevXpFd3d3fvvttyUbSGl48aLMii9TLGZlAwN27tyZu3fvZkZGRpnFyjOR/vTTTxw9ejQNDQ0JgHZ2dhw0aBA3bNhQYhPp+2D9+vVs0qQJ5XI5MzMzuXXrVrq6utLV1ZXbtm1jVlaWWvvLzMykra0tLS0tizSxR0REsG7dugVel87OzsWuSwu8XwTF94nQsWNHrl+/Pp+b/4dm/fr1tLGxKdap5MWLF/Tx8WGLFi0YV0gopxYtWrBGjRqsW7cumzdvrtLN5OnTpzQ1NeXDhw+Vjj958oS2trbctWuX6oMpLV27lnkfX0pKCjdv3szmzZvTzMyMQ4cO5dmzZ8s8a33bc/Py5ctKJtKqVauqbCJ9X+Tk5LBOnTrs06cPbWxs6OPjw8OHD5fL7D0nJ4c1atRQKexdixYtGBYWlu+4XC6nrq6uWhyOBNSHoPg+AeLi4mhkZMSQkBDq6+t/aHEUrFq1inZ2dipHwsjJyeHUqVNpa2v7/wGq36J69ers1q0bs7OzuWLFimL3/uURHBxc4Cz48uXLlEqlKoemKjUXL+ZGYCmN4isgcsuDBw84b948Vq1alVWqVGFISAjv3btXYrFu3bpVrOemKibS93VTf/r0KSdNmkRDQ0Pq6uoq9mqWB3K5XBFu7tGjR0WeGx0dTWtr6wLXjePj42lkZFReYgqUEkHxfQKEhoayX79+dHV1ZevWrT+0OCTJZcuW0cHBgffv3y9x3bw9fitXrlR6kjc3N+fEiRMV74vb+5dHamoqLS0t860NkeS+fftobW2db0aodvICVJdU6RURq1Mul/PixYscOXIkpVIpmzZtyg0bNhQZgSWPPM/NBg0alMic+baJdMyYMfm8SMvDRHr9+nUGBATQxMSE33zzDWNiYujn58dJkyaprY936dixI7W1tQs1z7+Nv79/oWbz6Oho1qpVS93iCZQRQfF9Anh4ePDgwYPU0NDgvn37PrQ4XLhwIZ2cnMqkTO7evcs6deqwb9++fPXqFUlSR0enQO+4ovb+5bF69Wq2bNmyQJPYkiVLWLt27fKfuZRjdobMzEzu27ePvr6+NDQ0ZM+ePXngwIEC17zU7bn5rhepOkykcrmcJ06cYPv27WlhYcE5c+YozUqfPXtGMzOzMgUhL4yAgABqaGgUaHV4l9jYWJqYmBS6RebAgQP/mYdRgf9HUHwfOTdv3qSVlRW3b99OTU1NtQVkLi3z5s2ji4tLoQqoJKSnpzMgIIA1a9bk1atXKRKJCjVLvr33b+nSpflmHFlZWXRxcSkwW4VcLufgwYPZvn37MkUHUYm3cgu+m6MtU0NDLTnaEhISuHbtWjZs2JAVK1bkmDFj+Ndff1Eulxccc/PFi1zv0379cvcL9uuX+74MaXMSExMLNJF27dq1SBNpTk4Od+7cSQ8PD7q4uHD9+vWFpjNavHgx27Rpo9b1vYkTJ1IsFjMiIkKl86dNm8YRI0YUWr527Vp+9dVX6hJPQE0Iiu8jZ+rUqRw/fjy9vb35xRdffFBZQkJCWK1aNcbGxqqtTblczg0bNtDU1JQikYjPnj0r8vy8vX916tTJ98QeHh5OV1fXApVbVlYWW7ZsydGjR6tN9qLYMG8eF5ib5+7P69CB8e3bc6G5udpztP3zzz+cMWMGHRwcFNkjFLPm95gUtzgT6cqVKxkUFMTKlSuzUaNGDA8PL/YhLjMzk9WqVVOblSMv00JBTioF8fr1a0qlUv7zzz+FnjNt2jSGhISoRT4B9SEovo8YmUxGOzs7RkdHU1dXN99m7feFXC5ncHAwa9asyefPn5dLH2vWrCEAjhs3rliX9bf3/g0ZMkThkSeXy9m4cWNu3ry5wHpJSUmsVq0aV69erW7xlXj06BF1dHQoFosVsslkMpqamqr1oSGPlJQU2tvbUyKR0NfXlyYmJlxWtSqztbUp/4BJcbOysnj06FG2a9eOEomE+vr61NXVLZGJ9Pfff2flypVLlOS2IDZt2kSRSFSi39DatWvZqVOnIs/x9/fnpk2byiSbgPoRFN9HzIkTJ1i7dm1euHCBIpGozD/+0iCXyzlp0iTWrl270G0I6mDFihWUSCRs06YNmzZtqpKCeDvv37Zt2yiXy3nu3Dna2NgUGpH/3r17tLS0LLcEvtnZ2XR3d6dIJKKOjg537NihKOvatSt//PFHtfb3tudm3jpU5ooVzNbWVqujTUm5c+cOhw0bRhMTE3799deKtbrExEQeOXKkRCbSrl27cs6cOaWWZe/evRSLxSUKIC2Tyeji4lJs4HMfHx8eOXKk1LIJlA+C4vuIGThwIBctWsRevXqxcuXK771/uVzOsWPHsm7duuUeyHjYsGG0srKiTCZjSEgIra2tVXZnv3DhAuvWrUtvb2/evHmT3bt357x58wo9/88//6S5uXm5ZCSYOnUqdXR0mJe3r3379oqylStXctCgQWrrq0DPTTVvrSgpFy5cYPfu3SmVSjl16tRiTdfvmkgbNmxIPT09JS/SgwcPFrhXUxXyMi0MGTKkRPV+++03uru7F7u+6OLiopJnqMD7RVB8Hynp6ek0MTHh06dPaWZmxnHjxr3X/uVyOUeNGkUPD49iN/eqgzZt2rB27dqK94cOHaKFhQWXLFmiknND3t4/MzMzDhs2jGZmZkXOULdv304HBwe1m26HDh1Kc3Nz5qUX0tXVVch/48YNOjo6qqWfQj031bCZvqTIZDL+9ttvbNasGe3t7bl8+XKmpaWVemyZmZn5vEi1tbUplUpL5EV69epVamlpsVspxtS8eXNu37694MJ/nYXk/foxQixmVq9eZXYWElAvguL7SPn555/ZqlUrPn78mADUFoxXFWQyGYcOHcoGDRowOTn5vfRZq1Yttm3bVunYgwcPWK9ePfr6+qocmzFv75+hoSE7FJLxII8ZM2awQYMGKmWDKAnPnj2jiYkJL126pLT/UC6X08LColR7H9+m0GzpagifRolE5Rt4RkYGN23axOrVq9PNzY0//vij2kOK5fH06VNWrFiRAQEB+Uyk3333XT4TaV6mBS8vrxJ7hV65coWVKlXKv2H9PToLCZQNQfF9pLRr145hYWEcM2YMpVLpe+tXJpPxq6++YuPGjdUaCLg4LCwsCnQbf/PmDYcMGcKqVavy+vXrKrf3yy+/UCwWKx4eCkIul7NPnz7s1auXWreJREZGsmnTpgWW9enTp9TOEDKZjM2aNSt8P6caAmZnamjw/rBhRSqLpKQkfvfdd7S2tmarVq149OjR9xIQfPfu3axZsyazsrKKNJH269ePEomEzs7OpVLEfn5+/O6775QPluMeTQH1Iyi+j5Dnz5/TyMiIr169ooODA3v37v1e+s3JyaG/vz+9vLzKZKoqDTo6OgwNDS20fMuWLZRKpUrOIsUxe/ZsVqtWrdC9f2SuYm3YsCGnT59eKrkLYsWKFRw6dGiBZRs3bmS/fv1K3ObbMTdr1arFmjVrcsuWLcoOT2pKkbTPyIiVK1fmzJkzlcLRPXr0iOPGjaOJiQn79+/P6OjoEo+jLMjlcrZo0aJQz8zMzEyePHmS+vr61NfXp4uLC/X19enl5aWyifTp06c0MTFRNu+XQ1QegfJFUHwfIcuXL+eAAQP4+vXrIjd1q5Ps7Gz27duXLVq0UERSeV9kZGRQJBIVm9olOjqaTk5OHDlypEr59tLT02lra8sdO3YUuvePzA2g7ejoqPL+ruIYPHgwV65cWWDZvXv3aG1tXaIZ0rsxN2vXrq1YQ5RIJGzXrl2uE4makuLKO3RgVFQUR48ezYoVK9LNzY2enp40MjLi2LFjyz/8WxHcuHGDUqm0wHyUmZmZtLOzo4WFhcKrN8+LdPbs2QWaSI8fP65kIp06dSpHjhz5/41+YGchgdIhKL6PkC+++IJHjx7l0qVLqaenV+79ZWVlsWfPnmzdurXa17tU4e7du9TU1FQpPFVSUhI7derEhg0bquTgsGXLFjZq1IgymazAvX95XL9+nebm5jx9+nSpx5FH48aN+ccffxRYJpfLaW9vz5s3bzI1NZUxMTH866+/+Pvvv/Pnn3/mmjVrOGfOHI4dO5Z+fn709PSkSCSiRCKhubk5NTU1KRKJmOc1mrdt4syZM0zr0kUtio8DBlAulzMyMpJffvklTUxM6OrqSkNDQ/r6+nLfvn3vL9FvAYwdO5YDBw5UOiaTyVizZk0aGRkV6YFclInU39+f+vr6/O233/4/CMIHcBYSKDuC4vvIuHHjBitVqsScnBxFep7yJDMzk926dWP79u0/yD5Bkjx+/DjFYrHKsTRlMhm//fZbWlpaMjIysshzc3JyWLt2bf76668kC977l8eRI0doaWmpcrYJMvdGmpaWxocPH/Ly5cs8evQoK1SowAULFnDevHkcN24cAwIC2LFjRzZu3JjVq1enRCKhWCxmhQoVaGtrSzc3N/r4+LBHjx4cMmQIg4KCuHjxYvbt25cikYitW7fmjRs3+Pz5c8Ws5m3FB4AGBgacVaECM8Tiss32dHV5pW9furu7s1q1avz+++8V+QGTkpK4YcMGNmnShObm5hw1ahQvXrz4fhL+vkVycjItLS154cIFxXfQuHFj6urqlmo2mpmZyUuXLrFXr160tbVVxCLt3LAhszQ0yvYQUQJnIQH1ISi+j4wpU6Zw4sSJlMlk1NTU5C+//FJufWVkZLBTp07s3LmzWpKflpZ169ZRU1OzxPUiIyNpaWnJ+fPnF+mccuTIkXyODu/u/ZPL5Xz16hXnzp1LBwcH7t27l7t27eK6des4f/58TpgwgYGBgezcuTObNGnCGjVq0NLSktra2tTT06ONjQ1r167NRo0aUVtbm4MHD+aUKVO4cOFCbtq0ieHh4Tx16hSvX7/O0NDQYl3s3/XczM7O5q5du9i9e3fq6uoqFB8AVqhQgXv27KH8+fMyO7e8AdjB05P79+8v8jO9d+8eQ0JC6OTkxGrVqnH+/PnFpvdRJ5s3b6aHhwdlMhk7duxILS2tEjk/vYtMJqOzs7Ni72hiYiJvDRrELE3Nsik+XV1y4UJ1DVtARUQkCYGPArlcDnt7exw6dAh37txBjx49kJWVBbFYrPa+MjIy4OvrC4lEgp9++gna2tpq70NVxowZg7CwMCQkJJS47pMnT9CzZ0+Ym5tj69atMDY2xps3b5CQkIDExEQkJiYiISEBM2bMQJUqVVC1alXFsYSEBNy5cwcvXryAWCyGlpYWzMzMkJmZiZycHHh7e0MqlcLMzAympqYwNTVV/P/2MYlEopDn6NGjmDdvHk6cOFGkzG5uboiLi8v33crlcjRv3hxnz57F8OHDcf/+fURFReHFixfQ1NSEo6Mj6tati/DwcGhqauKLL77AgQMHYGhoCADI7tgRGgcOoDRXjBxAkrc3zI4fV7kOSZw7dw7btm3Drl274ObmBj8/P3Tr1g0GBgalkEJFWeVyNG7cGBoaGjh//jxOnTqFRo0albq93377DbNnz8bFixchEolyD/bvD/z4Y9mFHTAA2Lat7O0IqIzmhxZAQHVOnDgBqVSKWrVqYezYsahZs2a5KL03b96gS5cuMDY2xvbt26GlpaX2PkrCvXv3IJVK8x3PyMhQKKm3ldi7xzQ1NXHmzBlIpVJoaGhAJBLlU1ZVq1bFkSNH4O7uDmdnZ6Xy7OxszJ8/H1euXMGqVavQunVrdOnSBebm5li/fv3/3whV4MaNG6hZs2aR59jY2MDMzAzXrl1DnTp1AACpqanYuHEjgoODkZGRAQBYv349nJ2d0bNnTwQGBsLNzQ1ArrKxtrZGx44dsWbNGmhq5v7ML1++jDlXruBnTU3o5OSoLHMeMi0txPr5QTstTWWlJRKJ0KhRIzRq1AjLly9HREQEtm3bhtGjR6NDhw7w8/NDixYtoKGhUWJ5ikIsFsPZ2RlhYWH4+eefy6T0AGDp0qUYO3YsRCIRSOLx48fQunULVuoQNilJHa0IlIBPS/HFxQFbtgBXrwIpKYCREVC7NhAYCJibf2jpykxYWBgGDBgAADh37hxmzJih9j5ev36NTp06wcrKClu2bFHcNMuTzMzMfIrr7f/Pnj0LsVgMHx8fpfLs7GyYmZkVOuNycnJSOnb69GmEhIRg0aJFCAgIyCdHQEAAsrOz8fXXX+cr+/XXX3HkyBGMGDECbm5uWLRoEXr37o2lS5di/PjxKo/1xo0bqFu3brHnNWzYEMHBwUhJScHVq1eRkpICANDS0sLo0aMxYsQIODs7F1hXJBLh/v370NXVBZCrCFevXo2QkBCsWrUKOomJwIQJQHq6ynJnaGhgbHY21g8aBI3Bg2FoaAgXFxesW7dOoZyLQyKRwNfXF76+vnj58iV++eUXBAcHIzAwEH379oWfnx9cXV1VlqkoFi1ahO3bt6NZs2Y4d+4cevXqVeq2jh49imvXruHmzZto3749oqKiIBKJ8JOmpnoUn4mJOloRKAkf0s6qNj6DiAmvX7+msbExY2NjeeXKFYpEokIDLZeWtLQ0NmvWjAEBAaXKS5eZmcnnz5/zxo0bPH36NPft28cffviBixcvZlBQEIcMGcIePXrQx8eHbm5utLW1ZYUKFailpUULCwtWr16dTZo0YadOnRgYGMjx48dz3rx5NDQ0pLe3NyMjI3nlyhU+fPiQr169KpXTxPXr11m1alUOHjw4n7POo0ePaGpqWmQuwbfz/k2fPp2VKlVieHi4yv03bNiwwMDGDx8+5MyZM1m/fn3q6+sTADU0NNiwYUP6+flRU1OzxNnSyVyHE19fX9atW5d37tz5/4ISbriWr1nDXr16Ka0d6ujolDnKDEn+/fffDAoKoo2NDd3c3Lh06dJiY3gWRV6mhcWLFzMuLo5SqVTluKuJiYk8evQo58+fz65du9LW1pba2tp0dnbm1KlTGR4ezsePH/P8+fP82d2d6WX1kBXW+D4IH/8a39q1uU+vb97kXkqFIRIBurrA4sXAsGHvTz41sWPHDoSFheHQoUMYMGAATp06hYcPH6qt/dTUVLRr1w7Vq1fHqlWrkJKSUuDsqzBzYkJCAjIyMhQzr8LWuwr6X19fv0hzoa6uLmbMmIGgoCC1jXXQoEF48OABdu3aBQcHB0VZUFAQ4uLisGnTpiLbuH37NoYPH47Hjx8jPj4ekZGRcHd3L7IOSRgbG+PevXt4+fIlNm/ejKNHj+L27dt48+YNTExMUKdOHXTs2BHt2rVDgwYNMGvWLIwfPx79+/fH1q1bSzTOqKgo9OrVC23btsXixYuV1hoBIPPMGcSOGgWr6GgAgOTt34+ubu7vqV07ICgIqFcPcrkcNjY2ePbsGQDAy8sLERERqFChQonkKgy5XI4TJ04gLCwMe/fuRcOGDeHn54fOnTsrZq/FsX//fnTt2hWTJ0/G/PnzAQArV65EeHg4jh07pnSdvX79GpcvX8alS5cQFRWFS5cu4cWLF6hbty48PDxQr1492NraokOHDrh//z4kEgl++eUXrF69GvHx8Rg/YABGLFwIUWZm6QctkQCPHn0SFqmPiY9b8eUpvRKYbKCn91Eqv7Zt22LAgAHo27cvLCws0KtXL4SGhhZZJycnB0lJScUqrri4OFy8eBFisRgikQivX7+GiYlJsU4b7x4zMDAo0XqXKqSnp8PAwAA7d+6Er6+v2toliWXLlmHBggXYunUr2rRpAwBISUmBi4sLIiMjizW7kcRPP/2EESNGIDs7GxcuXCh0/S4qKgqrV69GWFgYNDQ0kJWVBXNzc7i7u6Nbt27o27cv9PX1leqYmZkhMTERCxYswKRJk0o0ttDQUMybNw9r1qxB9+7dlcqTkpKwdu1arFy5EnXr1sW0wYPR6M4dpP75J7Rev4aetTXg6goEBOS7IUdERKBDhw7Q19eHtbU1AODnn39WyXxbEl6/fo29e/di27ZtuHTpErp27Qo/Pz80bdq00HXt06dPo3nz5ggMDMTGjRsVx3NycuDm5oZ+/frB0NBQoeRiYmLg6uqqUHIeHh6oWrWq0npjUFAQYmNjYWFhgc2bN8PDwwMjRoxAmzZtcs/r1g3Yu7foh+7CEImArl2BX38teV2BsvHhJptl5DOKmPDkyRMaGhoyOjqaERERBMClS5dy2bJlnD59OkeMGMHevXuzVatWrFevHh0dHWlkZEQNDQ2amZnR2dmZDRo0YLt27di/f3+OHj2aISEhXLVqFTds2EBnZ2f27NmTd+/eZXJyslrjUpaV27dvU0dHh+fPny+X9k+dOkVra2vOmjVLMe4VK1awTZs2KreRlJTEBg0aUFNTkxs2bGBOTg6PHz/OwMBAVqlSRbGp3NTUlFKplNu3by9yg3dezE2RSMQBAwaUaDyJiYns0qULv/jii3z7DR88eMDRo0fTxMSE/v7++cx/NjY2xaa3ksvlXLJkCZ88ecLOnTvTxcWFZmZmXLJkSbldN0+fPuWiRYtYq1Yt2tvbMzg4mLdv31Y6Jy/TQufOnZmdnc3o6Ghu3LiRQ4YMobu7OyUSCbW0tBgQEMD169fz8uXLxX4Hv/76K7W0tGhiYsLx48crPs+XL18yPDycHTp04NwuXT6b+9CnxMc74/sIn7RkMpmSCVFVU2Jqaiq0tLRga2uL169fIz4+Hj179ix2JmZkZFSk12dCQgJatmwJHx8fLF68WO2zNXXwxx9/oG3btrh37x5sbGzKpY/nz5+jV69e0NPTw/bt22FgYIAaNWpg3bp1aNmyZbH15XI5Dhw4gGHDhuHZs2cgCbFYDBsbGzRq1Ai9e/dG+/btERoaipiYGKxcubLQtlJTU1G7dm3Ex8fju+++w/79+/H777+rNI4LFy6gd+/e6NSpExYuXAgdHR0AwJUrV7Bo0SIcOXIEAwcOxOjRo/N9lteuXYO7uztEIhGOHj0KLy8vlcY9Z84crFu3Dubm5rCyssLWrVthaWmpkrwlhST+97//ISwsDD/++CMcHR3Rv39/WFlZoXfv3pBKpXBwcMDVq1dhZ2enmMV5eHigTp06CAwMhLOzM+bMmVNoH4mJifjhhx+wdu1aZGdnQyqV4s8//4Senh62bNmCGTNm4MWLFxCJRMjMzMSECRMwTk8PlosXQ/QZWJ4+GT6s3i0l7zm9yrvIZDImJibyzp07vHDhAg8dOsTt27czNDSUs2bN4qhRo9ivXz+2adOG9evXZ5UqVWhiYkINDQ0aGxvTycmJHh4ebN26Nfv27cuRI0dyxowZXLFiBcPCwnjw4EGeP3+e//zzDxMSElinTh0eO3aMJOnk5ERfX98yf4RxcXF0dXXllClT3ntkjZKQ56hQUqeOkpKVlcUJEybQwcGBly5d4s6dO1m3bt0CZzGZmZncsWMHu3btSmtra4pEImpqarJy5cq0tLSkm5sbTU1NOW3aNKUQbwMHDuTatWsLleHdbOnJycnU19cvNnhA3izM3Nyce/bsURw7cuQIW7ZsyUqVKnHhwoVFppDqPhGUrAAAIABJREFU2bOnIspLtWrVSjR727t3L6VSKTt37kxLS0seOHBA5bolQS6XMyYmhjt37uT48eNZu3ZtamhoEAA1NTXp5+fH33//vdCsIY8fP6aZmRnv3buXrywqKoqBgYE0NjbmgAEDePbsWTo5OSmFqIuIiKCWlpaSc0/z5s0JgNdHjhSyM3xEfJyKTw3pVairS9mCBUxKSuK9e/d48eJFHj58mDt27ODKlSsZEhLCb775hv3792e7du3o6elJZ2dnmpmZUUNDg0ZGRnR0dGS9evXYqlUr9u7dmyNGjOD06dO5bNkybtu2jQcOHOC5c+d4+/Ztvnz5slSekteuXaONjQ1lMhkzMzMpEon4559/lunje/78OWvWrMnp06f/p5UeSU6cOJEVKlR4b/39+uuvNDc357p16+jp6cmwsDC+fv2aGzduZNu2bRVJZLW1tVmtWjUOHz5cyQybkJBAFxcXLliwgD179qSjoyMjIiJIkp6enoVmjS8wWzpJDw8Pnjx5slB5ExIS2LFjR9avX58xMTHMyspiWFgY69Spo8jQUFzczKdPnyoUSJ4SKUmWCzI3lJ6zszN9fX1pZ2fHUaNGlTnEXWxsLPft28fg4GC2adOGUqmU1tbW7Ny5M+fOncs9e/bQzMyMtra2XLduHb28vGhmZqb4Tgq6tufNm8fOnTuTzM28sXXrVtavX5/29vb89ttvFcmJ9+3bRw8PD6U2EhISWLlyZYrFYopEIsVnJhKJcgO3X7qUG3tTIsn11izIu7xbN8G8+R/g41R8akqvsg25MQwdHBzo7u7OL7/8kr169eKwYcMYHBzMpUuXcsuWLfztt9945swZ3rp1i3FxceU++3ibSZMmcfLkySTJ1atXUyKRlKm9p0+fslq1agwJCVGHeOVOly5daGtr+177PH/+PC0tLWlqaqqYBenq6rJOnTqcMGFCsaGv/vnnH1pYWPDo0aM8fPgwnZyc2K1bN+rr6zMhISHf+aGhoRSJRPmzpZOcPHkyZ86cWWA/Z86coZ2dHceNG8f4+HguXbqUdnZ29Pb2ZkREhMoPNVFRUaxduzYdHR1pYWHB9u3bc+/evSrVfZukpCS2adNGsSXF1dVV5TBh8fHxPHz4MOfOncvOnTvT2tqaZmZmbNOmDadPn859+/YpJVvOyMigvb09zc3NlVJkxcTEcO7cuXRxcaGLiwvnzJnDmJgYpXp2dnbs2bMnzc3N2apVK+7bty/fQ6mXlxd/+uknxftbt26xSpUqHD9+PJ2dnZW2dVhbWysPJi4ud4vCgAG5GTEGDMh9L8Tk/M/wcSo+NaVXedmwIWNiYvj3339zxYoVbNmyJa9evfqhR6cgJyeH1tbWipuHh4dHoQlMVeHx48d0dnbm/Pnz1SViuePu7s769euXax9Pnz7l3Llz2ahRIxoaGhIA9fT0aGpqSh0dHQ4ePLjEbZ48eZIVK1bk33//zfT0dH7zzTcUiUT58v4Vmi39X44cOZLvO5fJZFywYAErVqzILVu2cMqUKTQzM2PPnj15qQyziV27dhUbI7Q4cnJyOGXK/7F33VFRXV/3zNBmqANT6EVAEBBESkSaBY1iRCwoEhSiEVCMilHsJYpRsYtir1iJvYuoKLYglmBFsQs2ooJShXn7+4Pwfo4UaZZ8Zq81C+aV++4r884t++w9BsbGxvjtt98gEokQGxsrE4TfvHmDpKQkzJ49m+0Vq6uro02bNoiMjMQff/yB+/fvVxm4S0tL0bRpU6irq7M9tA/BMAz+/PNPhIeHQygUolWrVhg+fDg6duwINTU1CASCKoPyhQsXYGhoyGq3JiYmQiKRYNWqVQDKgmfr1q3ZRlGnTp3qc8n+wxfAvzPwNVCPb4uCQgULlzZt2mDIkCGIjo7Gpk2bkJycjHv37n0Rm5XExEQ4ODiw3xUUFOrsCffgwQOYmppi9uzZDVW9zwI9PT307NmzQcu8c+cOxo0bB0dHRygrK4OIoKGhAXd3d8yYMYNNnmYYBhMnTgSHw6nTdV+3bh1MTU3x4sULHDx4EC1btmR9/86cOQNPT0/Iy8tX7pb+D/Ly8qCiosJ6IGZnZ8Pb2xvNmjVDr169IBAIMHjw4ErnrWqLAwcO1IrNWh3i4+MhEokwc+ZMWFpaomnTpujVqxesrKygoqICV1dXDB06FBs2bMDNmzdrPKdY7rTA4/FkenJV4dWrV4iOjoaOjg40NDTA5/Ph5+cHJycnzJgxo9J9AgMD2d/J0qVLIZFIkJSUxK6/c+cOxGIxYmNjoaGhUWWj5T98vfh3Br4GmuNbbm4uE/iICK6urvDx8UH37t3RpUsXuLm5wcjIiFUXcXR0RNeuXfHLL7+wwfHkyZO4d+9egzsYBAUFYf78+QCAgwcPgsvl1okyfu/ePZiYmFTpTP01g8fjYezYsfUqIy0tDREREbC1tQWPxwMRQSgUol27dli0aBFev35d7f7dunWDmpoaxo4dW+th7nHjxsHNzQ0zZszAsGHDwDAMVqxYAS6XC3l5+RrN13p4eCAhIQHJyckQi8UwMzODRCLBlClTkJ2dXav6VIcTJ07A09Ozzvu/e/cOly5dwvLlyzFgwABYWlqCw+FAIpHAzs4OAoEAy5cvr9dUQZcuXaCgoPDRkZlLly7h559/hkAgQGBgIM6cOQOGYfD3338jNjYWzZo1A4fDQWhoqIxT/OPHj6GpqYns7GwMGzYMlpaWMoo3hYWFcHBwQExMDICy3uuXdC75D3XDvzOd4cULImNjon/EeuuEfxQTdp0+TUFBQVRQUEASiYRmzpxJaWlpdOXKFUpLSyMOh0N2dnZka2tLJiYmJBQKSVFRkZ4+fUqZmZn0+PFjyszMpMzMTHr69ClpamqSgYEBGRoakoGBgcz/hoaGpKenx9LMq0N+fj4ZGBhQeno6aWtrU6dOnejhw4d0/fr1Wp3mnTt3yMvLi0aPHk3h4eF1vVpfBHl5eSQQCGjFihXUv3//Gu939uxZiouLoxMnTtC9e/eotLSUJBIJOTk5UY8ePdjUhZri+fPnZGVlRVZWVqxbhUQiqdG+DMOQv78/Xbp0iUaPHk2tWrWi7777jlRVValjx4508OBBmjVrFvXp06fKdJKJEyfSzp07KSMjg0QiEU2aNImCg4NrrGZSU6SmplJ4eDilpqZ+dFupVEq3bt2SUT25evUqNWrUSCYhXE9Pj4KDg0lBQYHCwsJoyJAhFBgYSFFRUbV2/Ojfvz/FxcVRUlISeXh4VFhfXFxM27dvp9jYWMrMzKSBAwfSgAEDqrxXYWFhdPbsWXr79i2pq6tTUFAQ3b9/n6RSKT169IhKSkrojz/+IM33tDQHDRpEL1++pPj4+K8y/ec/1BBfOvLWGQ3ofHzv3j1YW1tXGFJjGAZZWVk4dOgQZs6ciYCAAFhbW4PP58PW1hZ9+vTBrFmzkJCQgGfPnqG0tBRPnjxBSkoKduzYgYULF2LkyJHo3bs33NzcYGxsDEVFRUgkEjg6OsLX1xe//PILZs6ciY0bN+LkyZO4e/cuioqKsGHDBpm5AzU1NURFRdXqEqWnp8PAwADLly+v37X+Qrhx4waUlZWRkJBQ5TZSqRSHDx9GUFAQTE1NIScnBw6HA319ffTo0QPx8fEyPnt1RVRUFHr27Inx48fD0NAQZ8+erfG+BQUFUFFRQYcOHSowNz/0/ftwv1mzZkFJSQlcLhfLly+vEzO4prh27RqsrKwqLGcYBnfu3MGWLVswYsQIeHp6Qk1NDebm5ggICMDcuXORnJwsQzJ5HyUlJYiIiICZmRmSk5Ph4+MDR0fHCkno1SEyMhJcLrdS0s3Dhw8xbtw4aGtro127dti1a1eNepVv376FgYEBkpOTceLECQQFBYHD4UBZWRleXl4VRgI2bdoEc3PzKtMl/sO/B//ewNfAyi2lpaU1pl8XFhbi4sWLWLNmDSIiItCmTRtoaWlBIpGgffv2GDlyJOLi4pCWllZhblAqleLJkyc4f/58heDo7u7OBkdFRUU0atQIvr6+CAgIABFh5cqVOHHiBBscq8P169ehp6eHNWvW1O66fkVISEiAsrKyjMJISUkJtm/fjp49e8LAwABcLhdycnIwMTFB3759cfDgwU+iIJKXlwc9PT2kpKRg7969EIvFiImJqRFzUiqVQlFREURU6VBiSUkJFi5cCKFQiPHjx+Px48eYMmUKNDU1wePxEBAQAFVV1Wrz8BoC9+7dg7GxMR4/foydO3di3LhxaN++PTQ1NWFoaIju3btj+vTpSExMxKtXr2pd/vr16yESibBjxw7ExsZCJBJhzZo1H72Gs2bNApfLlXmWpVIpjhw5Al9fX2hpaWHYsGFIT0+vdZ02b94Me3t7lJaWYvjw4VBUVERwcDC8vb0hEAjw008/4fjx47h27RpEIpHMsOh/+Pfi3xv4gP8pzNci6BXKyaFk0aIGrwrDMHj8+DEOHDiA6dOnw9/fH1ZWVuDz+bCzs0Pfvn0xZ84cJCYm4vnz59WW9fjxY2hoaCA5ORk7d+5EixYtoKqqygZHExMTtufo4OCALl26YPDgwZgxYwY2btyINWvWQCwWY/Xq1Q1+np8Tq1evhoKCAmJjY9G5c2fo6OiAw+FAQUEBFhYWCAkJwalTpz6bxNqqVavg6enJ9oDs7e0REBDAEk+qwo8//ggiQkREBMRicZW9xXPnzsHc3BxcLhdmZmYQiUQ4fPgwAKB9+/bYu3dvg59TOfFmypQpaN++PbhcLsRiMTp16oTJkydj//79ePbsWYMdLzU1FYaGhpg0aRLS0tJY0ktV86xr1qwBl8tlCSSvX7/GggULYGFhATs7Oyxfvvyj1786MAwDDw8PBAUFgcvlYs6cOey6p0+fYu7cubCzs4OCggK8vb0r9Mr/w78T/+7AB9TKXoVRVkasrS38/Pw+Wy5eQUEBUlNTsXr1agwdOhStWrWCQCCAjo4OOnTogMjISGzcuBFXr15lh+Rmz56N/v37s2Xo6OggLCxMplypVIqnT5/i/Pnz2LlzJ2JiYhAZGYmOHTtCQUEBYrEYioqKEIvFbHAMDw/HjBkzsGHDBpw4cQJ37typd5JxQyM3NxexsbFo3749+Hw+iMqSxZs2bYqhQ4fi4sWLX6xupaWlsLGxYVmYBQUF6NevH2xsbCrtbZRrbnK5XNjb2wMoY07q6OjI2PmkpqaiV69eEAqFGDJkCGxsbMDj8dCpUyc8fvwYADB9+nRERETUq/45OTk4duwYZs6cCT8/PxgbG0MgEMDLywtjxozBxo0boays/MlFDZ49ewZ3d3f4+Pjg2bNnGDJkCIyNjWVUUoCyJHIul4vIyEikpaUhNDQUAoEAvXv3xqlTpxqknlKpFP379weHw4GVlVWFMhmGQVBQEHx8fDBixAjo6urC2dkZixYtalBi0X/4vPj3Bz6gWsWEfCIw7ykmFBUVsVJhn3K+pDowDINHjx5h3759mDZtGnr16gVLS0vw+XzY29tDU1MTgwYNwtGjR3H79m0QUQXB4cpw8eJFaGtr448//gDwv+CYmprKBsdRo0YhICAAHh4ebM9RLBajefPmFYJjUlLSJw+Oz58/x6xZs+Dh4QENDQ02h87BwQGWlpbQ0tL6ZMeuCw4cOIAmTZqwDadylqZIJMK2bdvY7V6/fg1jY2OoqKggIiICw4cPZ9fFxMTAysoKf/zxB1q3bg1DQ0PMmzcP+/btg56eHiZMmIA3b96wvn/z5s3D6dOnYWdnV+N65ufn4/Tp05g/fz4CAwNhYWEBVVVVuLu7Y/jw4di0aRNu374t01suLS0Fh8P5LGo+xcXFGDRoEJo0aYJbt25h37590NHRwaRJk1BSUoLk5GTIycnB09MTbm5uMDAwQFRUVL18+j5EXl4eunfvDnd3d2hra6N9+/YVtlm1ahWsra3ZXmVpaSkSEhIQGBgIDQ0NdOnSBdu3b/+P2fkvw/+PwFeOShQTFhgY4PQHRqH5+flo06YN+vfv/1U5EeTn52PTpk3Q0tJC//790aJFCygpKYHD4aBjx44YPXo0Nm/ejGvXrlXosaakpEAikdTKFBUoC47Pnj1Damoqdu3axQbHH3/8ER4eHmjUqBEUFRUhEonQvHlz+Pj4IDw8HNOnT2eDY0ZGRo2DY2WGq2pqamjZsiWioqLYHg4AtG/WDHO0tcvyNjt3LvsbHf1FFTAYhkHbtm2xbNkymeWpqakwMTHBiBEjcPXqVRnNzb59+7LJz8XFxVi3bh20tLSgqqqKdevWobCwEJMmTYKuri4SExNlyk1PT0fbtm1hZ2cHVVXVShO2i4uLkZqaiiVLlqB///6wtbWFsrIynJ2dER4ejjVr1uDq1as1GuVQUlKS0Rf91FixYgXEYjH279+PJ0+eoH379rCysgKXy4WSkhLatm2LHTt2NPgITWZmJhwcHBAUFIQzZ87AwMAAYrEYly9fZrf566+/IBKJcOPGjUrLePPmDdauXYu2bdtCKBQiLCyMTZv4D183/p3pDLVAVFQUvX79mubNmyezPC8vjzp27Eh2dnYUGxv71VCTIyMjSVFRkd69e0dz5swhBQUFMjAwoIiICHrz5g2lpaVRWloaZWZmkpWVFdnZ2ZGGhgatX7+eYmNj6ccff2zwOjEMQ9nZ2TKpG+X/l//NysoidXX1CmkcXC6XLl++TFeuXKH79+9TUVGRjOFqUFAQiUQi2QOmphLNmEFFu3YRh8slJYb537pyg1Rv7zKDVGfnBj/fj+HixYvk4+NDt2/flvHQe/XqFXXs2JEuXLhAzZs3p5SUFJKXlydHR0eKjo6my5cv08KFC8nKyop+/fVXiomJIYlEQo8ePSIOh0ObNm0iXV3dCscDynz/+vfvT+7u7jRlyhS6ffs2paamUmpqKt24cYPMzc1l3AhsbW1rnS5ARKSlpUUZGRkkFArrdY1qg7Nnz5Kfnx95e3tTZmYmHTlyhDgcDs2aNYtGjhzZ4Me7ePEide3alQYPHkyjR4+mPn36kIODA6mqqtLGjRspOTmZ3r59S05OTjR58mQKDAz8aJmPHj2iTZs2UVxcHJWUlFBQUBD16dOHTE1NG7z+/6EB8IUD7yfH5cuXYWZmVmkrLDc3F9999x0iIiK+ilZaaWkpdHV1cfPmTaxcuZKd4yoXxc3MzGS3zcvLw59//omRI0eCz+fDxsaG7WV06tQJY8eOxZYtW3Djxo3PMp9Z3nOMi4tDp06doKOjAy6XCyKCgoIC+Hw+5OXlIRQKYW9vDx8fHwwaNAi///474uLicPz4cWRkZKB44cJ/hcp9YGBgBQ3NBQsWgIhgb28PPT09nDx5Eo8ePWI93QICAnDp0iV2+127dkFeXh4dOnSodNhdKpXi1q1b2LRpEyIiImBkZMSyWF1dXTF//nycOXMG+fn5DXZe+vr6ePToUYOV9zHk5uYiJiYG5ubm4PF44HK5sLCwQEpKCiwsLBAcHIw3b9402PG2bdsGkUjEulg8evQImpqayMnJQWlpKRwcHLBhwwb07Nmzwrx6TcAwDM6fP48hQ4ZALBbD3d0dK1as+KhIwn/4vPh/H/gYhoGhoWGVwxWvXr1C8+bNMXr06C8e/BISEuDk5AQAOHv2LKsyoqysXGFoDQCSkpIgEolw5MgRAGXneu/ePezevRtTpkxB9+7dYW5uDmVlZTg6OqJ///5YuHAhkpKS6kRH/xBSqRTHjh2rYLiqq6uLrl27VjBclUqleP78OS5cuIDdu3dj0aJFGD16NAIDA+Hp6YkJQiHy6pKa8gWC3/3796GlpYUnT54AqKi5uWzZMvB4PCgpKUFFRUVGXqukpATjx4+Hnp4eNm/eDD09PezduxcPHz7E9u3bMXr0aHh5eUEgEMDY2Bh+fn6Ijo7GihUrYG5uXm3uX31hYWFRp7SA2uLq1asYOHAgNDU10atXLxw8eBAikQgqKiqwtrbG3bt3kZeXhwEDBsDMzAwpKSn1Oh7DMJg2bRoMDAxkCFKjRo2SIQ2dOXMGGhoasLOzq/fcdnFxMfbs2YMePXpAXV0dvXr1wv79+xskr/Q/1A//7wMfAISHh2PmzJlVrs/OzkbTpk3x22+/fcZaVUSfPn1YKaScnBxWP7Qyfc3ExESIRCIcP378o+W+ffsWZ8+exbJlyzBo0CC4urpCTU0NhoaG+OGHHzBu3DjEx8cjPT29WsKPVCrFnj17EBAQAGNjY3C5XHC5XBgZGaF3797YvXt33XuX9cjLLJKXx+pBg7B+/XocO3YMt2/f/izzVCNHjsSAAQNkNDePHz8Ob29v6OjoYMSIEazjQXnSc2ZmJjw9PeHh4YG4uDhMmjQJrq6u4HA4EIlE8PHxwdSpU3Hw4MEK83lSqRRCoRCPHz+ukPvXUOdrb28v0yttSLx79w5bt26Fp6cn63qflZXFOi2IRCLk5ORg0aJFkEgk7Hzntm3bIJFIMGPGjDoR0goLC9GnTx84OTnJODy8ffsWQqFQhmGbkpICJSUlhISE1P+E38OrV6+wbNkyuLq6QiKRYNiwYbh48eIXb2x/q/gmAt/hw4fh5uZW7TbPnj2DpaVllcK1nxpv376FhoaGzMuOw+HAx8enwraHDh2CWCyu1qftY5BKpbh79y527tyJyZMno1u3bjA1NWVJEQMGDMC8efMwceJEdO7cGbq6uqzhqpmZGfr164djx441HDmoHko8Ug4HVy0sEBgYiFatWsHU1BRKSkoQCoVo1qwZOnfujIEDB2LatGkywbG+Q4T37t0Dl8sFn8/H7Nmz4eTkBAsLC6xYsYLtLUydOhU2NjYwMDCAr68vlJSUoK6uDi0tLXz//fcYN24cdu3ahaVLl8LAwIDtQVYFPz8/xMXFsd+zsrIq+P7VB66urhXSCuqLzMxMlrzTunVrbNu2je31lJSUoGnTplBTU5PJF0xKSoKOjg7mzp3LsqA9PT3Rpk0bmSH/j+H58+dwdXWFn59fhfsdExMDPz8/9vvLly9hbGyMVatWQSgUfrKeb0ZGBiZNmoRGjRrBxsYGM2fOlCF1/YdPj28i8BUVFVUIKpUhMzMTZmZmrDD050T8okVY06QJy2B84+uL31RUIP0geXjfvn0Qi8U4c+ZMg9chLy8PMTExcHFxYRmXHA4HHA6HpcJPmDABf/zxB27dutVw6SDPn9dfdJzHk2F7MgyDFy9e4OLFi9izZw8WL16MMWPGoE+fPmjVqhXMzMygpKQELS0tNGvWDD/88AMbHNetW4djx47h1q1bVQbH9PR0qKmpgcfjgcfjwdXVFbt27UJubi5OnjyJuXPnonfv3lBVVQWPx4OWlhaICN27d8fdu3crbelPmzYNTk5O1QbkJUuW4KeffqqwvNz3r0ePHjV/iT5/XsaSfY81u8LcHMfj42u2fzVgGAZJSUnw8/ODpqYmwsPDK9gAve+0UFm6zoMHD9C8eXMEBgaioKAApaWlmDZtWo3Zy1evXoWJiQkmTJhQoYFWWloKU1NTVkxAKpWic+fO7LDn7Nmz0bFjx0/aI2MYBqdOnUJISAg0NTXRrl07xMXFVSn99h8aDt9E4AOAHj16YO3atR/d7uHDhzAxMcGSzzVvdP480K0birhclCgoyLzMi+Xkyl7o3boB589j165dkEgk9Z7vKMfLly8xf/58tGnTBpqamiCq3HBVKpUiIyMD27dvx6RJk+Dr6wsTExOoqKigRYsWCAkJweLFi3Hq1Km6yWo1kNsGZs2q1WHLg+OlS5ewZ88exMbGssGxdevWMsHRzs4OP/zwA8LCwuDv7w8OhwMulwsHBweoqqqiQ4cOsLGxgbKyMlxcXPDLL79g/fr1MDMzg62tLTp06IDjx4/DzMwMv/zyS6U2V+XJ0t27d6+yJ33z5k0YGRlV+kIuKCiQyf2rctj5n2cOPF6F617E5aJUQYF95mqLN2/eIDY2FjY2NrCyssLixYsr1bZkGAY+Pj5QUFCodmg1Pz8fAQEBcHBwwMOHDwGUKdw0atQIYWFhVTYSDhw4ALFYjI0bN1a6fufOnXBxcWG/R0dHw8XFhb0vxcXFsLS0/CRqOZWhoKAA8fHx6Ny5MzQ0NNC3b18kJiZ+sVzj/+/4ZgLf+vXra2yyeffuXRgaGn56ya9/VGeYGjAYSxQVMVJVFRcuXKjz4d43XFVTUwMRQUVFBc7Ozpg0aRIePHhQq/JycnJw6tQpLF68GCEhIWjRogVUVFRgYmICX19fTJw4Edu3b0dGRkb1Q6IN5K+Ivn3rfG2qQnlwTElJwYQJEyASiWSYtoqKiuxcZ+PGjeHt7Y2wsDBERUVh2LBhICIMHjyYbcW/fv0aXbp0gYuLS6U9s6KiInh4eGDMmDFV1kdXV7da/73y3L9mzZrh3LlzsitroXRUG+LQ9evXER4eDk1NTfj5+SEpKana3lK/fv0gJycn43NXFRiGwZw5c6Cjo8MO7+fm5iIwMBBWVlYy+pkMw2D+/PnQ1dWtVkjc3d0d8f/0bJOTkyGRSNjAWo6EhASYmpp+dnWj58+fY8GCBXBwcIC+vj5Gjx5dYyf7/1AzfDOBLzs7G+rq6jV+iG/dugU9Pb0qW4z1Rh10Rkt5vAovory8PAwbNqxSRYuMjAyMHTu2guGqh4cHoqOjG1QFoxylpaW4desWtm3bhgkTJsDHx4dVMHFwcICfnx+GDh2KyZMnIzo6GuPHj0eakVGDBL5zYjF69eqF0NBQjBo1CtOnT8eSJUuwefNmHDx4EGfPnsWNGzfw5MkTFBQUVPlilkqluHnzJuLi4jB06FA0bdqUdX0gInTo0AHnzp1jCSWlpaVo1qwZpk+fjr1792LRokVo0aIFeDweFBUVWaq+pqYm7Ozs4O3tzSbwR0ZG4ujRo0hPT5cxmzUzM6tSYDwwMBArV66s9j4wDINNmzZBR0cHoaGhePnyZZ2eueqC37t377Bt2za0bt0aurq6mDR7rgBWAAAgAElEQVRpUo3m30aNGgUul8umFNQUCQkJkEgkWLx4MZs2EBwcDJFIhAULFqC4uBihoaFo2rRptY24lJQUGBkZoaSkBM+fP4e+vj4OHjxY6bZdu3bFtGnTalXPhsS1a9cwevRo6Ovrw8HBAQsWLPio1u9/+Dj+3yewvw8PDw8aN24ceXt712j769evU7t27SgmJoZ69uzZcBVJTSVq3ZqooKD2+yorE508SeTkRE+ePKG2bdvSnTt3aPny5eTk5ETr1q2jY8eOUUZGBhUVFZFQKKTmzZuTr68v9enThwQCQYOcQmlpKb18+ZKys7PpxYsXMn8rW5abm0vq6urE4/GIiKioqIjevn1LampqFAdQ55ycetcpy8uLToeEUE5OToXP69evK3wnIhIIBKSiokJycnJUWlpK+fn5lJOTQ8rKyiQQCCgvL49KSkqIz+dTdnY2xcTEUPfu3UkgEBCPx2OFD06cOEH9+/enw4cPU3BwMGlpaZG/vz/Fx8fTgQMHCAC9fPlSJun/1KlTtHv3btLR0SEul0tZWVnE5/PJwMCAtLS0KCUlhX788Ufy8PCQ8XWMj4+no0eP0ubNmz96TXJycmj8+PF0d+tW2p+XR/Lv3tX+wr73zBERPX36lFauXEkrVqwgU1NTGjx4MHXr1q1GCfOzZ8+mMWPG0LJlyygkJKTWVbl79y517dqVbGxsKCEhgQoLCyk5OZnCw8Pp/v375ODgQDt37iQ1NbUqywgICCBnZ2caNmwYdezYkb777jv6/fffK932/v375OzsTJcvXyZDQ8Na17ehIJVKKSkpiTZs2EB79uwhDw8P6tu3L3Xp0oX9Tf2HmuObCnyzZ8+m+/fv05IlS2q8T1paGn3//fe0cuVK6tKlS8NUpHt3ot27y9rUtQWHQ9StG10aP57atGlDb9++pfJbyOFwSCKRkLOzM2u4WlOzUqlUSq9evao0aFX2Nzc3lwQCAUkkEhKLxR/9q6WlRVwut8Ix79y5Q0VRUWQdH08KpaW1vx7l4POJpkwhioysdrMnT56w5ql//vknXbx4kRQUFKhJkyZkYmJC2tra9ODBAzpx4gRxOBxq0qQJXbhwgYqLi8nGxoaKi4srBM7yT3p6OhUUFJCjoyN5enpSWloaAaD+/fvLbFf+4fF4lJWVRT179iSRSETr168nqVTKquMcPXqUVq5cSe3bt6c3b96wyxUUFKigoIDatWtHRkZGlRofq6ioyJz3q9atSePkSZKry7XlcAhdu9KpiAiKjY2lxMRE8vf3p/DwcLK1ta1xMevWraOff/6Zpk2bRmPHjq1LTYiI6O+//yZTU1N6+/YtKSkpUXBwMB0/fpy0tLTo0aNHtGbNmrLG7YsXROvWEV25QpSbS6ShQa+NjOi7JUvowsOHtGDBAkpKSqKjR4+SvLx8lcebPHkypaenU3x8fJ3r3JDIy8ujXbt2UVxcHF28eJH8/PwoKCiI3NzcvhoFqq8d31Tgu3XrFrVr146ViKopUlNT6YcffqC4uDjq2LFj/SrRAO7x77hc0mcY+vuD5SUlJewPmGEYev36dY2CWHZ2Nr169YoEAkGlQauy/4VCIcnJ1ek1WhENcE2IxyN69IhILGYXvXz5knUHLw92xcXFrKxXuVO4rq4u5eTk0LJlyygmJobs7OwoMjKS9PX16bvvviMNDQ1KS0sjLS0tmUMWFRVRTk4OvXjxgmbMmEEJCQlUXFxMUVFR9O7dO4qLiyNtbW3S1tautAfK4XBIIBCQhoYG5ebm0ps3b8jDw4MaNWrEBsfr169TYmIixcTEkJGREWloaBAAat++PY0fP564XG4F+bjMzExSUlJig6GVUEgzt26tV8OimMOhNmZmFDB0KAUFBZGGhkat9t+zZw/16NGDhg4dWkE+sLYYMGAArVu3jqRSKbts8eLFNHjwYDp58iTN7tWLpqupkW1mZtnv/L3n6p28PHEAeuXiQj+lp9Oaq1crlYl7HwUFBWRtbU1r166lNm3a1KvuDY3MzEzavHkzrV+/ngoLC6lv377Ut29fMjc3/9JV+6rxTQU+IiILCwuKj4+n5s2b12q/s2fPUteuXWnLli3k5eVV9wrMmkU0eXK9XvIlCgq0xtiYBt+/L/Pjd3d3p5ycHMrOzqaXL1+SmppajXpj5YGsulbvJ0c9esFSIvrLxIQ2d+9OxcXF9PTpU7p8+TK9fPmSHB0d2QDn7OxMxsbGMo2eR48e0YIFC2jdunXUuXNnGjlyJNnZ2VFCQgL5+PiQo6MjnTp1qsprc//+ferduzdpa2vTunXraMyYMaShoUGzZ8+mZs2a0Zo1a8jR0bHSfcsDZ/ln9+7dtGTJEurWrRtZWVmxy0+ePEnPnz+nxo0bU25uLnuPuVwuCYXCCj1JDQ0NdvirtLSUWp0/T76XL5PSe89Kra+xoiJxp00jzkd61JUhOTmZvLy8yN/fnzZu3FjnOpRj7969tGHDBkpMTKTc3FwiIho6dCgtXLiQaOlSwogRhMJC4lZThpSISEmJ5ObPJxo06KPH3LFjB/322290+fLlL/s7qQIA6PLlyxQXF0dbtmwhc3NzCgoKol69epGmpuaXrt7Xhy8ys/gFMWLEiDortJw4cQIikQjJycl1r0ADMRh3qqqyuo1EBDk5OWzfvh1paWl48uTJv08WqR7KLfkcDlzk5SGRSCAWi6GgoABjY2P06NEDU6dOxZ49e/DgwQMZMstff/2FPn36QFNTE7/++quMPuWCBQvA4XAQHBxcbZV37twJsViMefPmsWU/efIEWlpayMjIAJ/Pr3WS/LVr12BpaYmQkBCWiCWVStGtWzcEBwezx9m0aRO6dOmCp0+f4ubNmzh37hwOHTqELVu2YOnSpZgxYwZGjx6NsLAwJBsbN8gzd8zAAL/88gvmz5+P/fv348aNGx/NOUtLS4OiomKD5sSVu6VbWFjg/PnzWLduXdlvsoHJO++DYRh4eXlh4cKFDXIOnxLv3r3D/v370atXL2hoaKBHjx7Ys2dPpSk03yq+ucB34sQJODg41Hn/xMREiMXiijTxmqJz5wZ5CaFzZzx48ACRkZFsasK/nfJcsmgRCrncWl2Hd4qKeDx+vEzOWklJCa5du4bNmzdj9OjR6NixI3R1daGuro6mTZvC0NAQGhoaGDx4sIyEFQCEhISAw+FgVjU5gUVFRRgyZAhMTEzw559/Vlg/efJk+Pj4wNTUtE7X4c2bN/Dz84OjoyOr8ZmXlwcHBwdMnz4dQFmA1dTUrFmeVwM9c4l8PrS0tMDj8VhhAyJi1WtEIhFMTU3h5OQEb29v9OzZE/Ly8qyqzLlz53Dz5k08ffq0zikCubm5+OGHH9C2bVtZvdl6NJygrFzm6fkRXL9+HSKR6F/Fqnz9+jVWrFgBDw8PiMViDBkyBOfPn2+YRkglAghf2jaspvjmAl9JSQm0tLTqJRG0f/9+iMXiurmBN1CP76BIhCZNmkBJSYlVWXn2gcrLvw3h4eGYY26OQjk5lH7k/KVUptFZk9Z6SUkJNm/eDFtbWxgZGaFXr17o06cP7O3twePxYGFhgR49esDExARcLherVq2q8sVw584dODo6omvXrlUKfb99+xYCgQCenp51vhYMw2DevHmQSCQs1T4rKwuGhoas4a2VlVXNnsFPkCfJMAwKCgqQlZWFs2fPIi4uDlOmTMHPP/8Mb29v2Nraskn+cnJykJeXB5/Ph7KyMuvCIC8vD01NTTRq1AhOTk7o0KED/P39ERYWhtGjR2PGjBlYunQptmzZgkOHDmHq1KlQUFBA+/btKzo21EPyDhxOmVF1DTB8+HD8/PPPNbuJXxnu3r2LKVOmwMzMDE2aNMH06dMr5C7m5+fj0KFD1RdUjQAC+HwZ0Y2vFd9c4APKxKCXLl1arzJ27twJbW1tXLlypXY7NoBKSQGHgxFEoA8+06ZNkxHc/ZrBMAwyMjKwZcsW/Prrr2jcuDGrBerB52M7EUoVFcvUayr5YRV37oxOEgmOHj1a5THevn2LBQsWwNjYGJ6enti3b1+FRPp3797h9OnTEIlEUFBQQMuWLaGjowNNTU20atUKQ4YMwapVq5CamoqNGzdCJBJh4cKFH20xl+cv1rdlnZycDH19fUyePBlSqRSXL1+GWCxGSkoKwsPDKxUw/xBMdDRKFRXrF/RqoYyTk5MDiUQCAwMD5Ofng2EYvHr1CmlpaThw4ACWLVuG8ePHo0+fPnB3d4eJiQmUlJTA5/NhYGAAKysrODk5wc3NDZ6envD09IStrS1rc1Xey1RSUoK2tjZampmhqK5Br/zzgeRddeemq6uL81/xS/1jYBgGZ86cwcCBA6GlpYU2bdpg7dq1ePPmDRYvXgwiQmxsbOU7fyIBhM+Nb47cQkT0xx9/0Pr16+nAgQP1Kic+Pp6GDx9Ox44dIysrqwrrjx8/Tjk5OSQvL0/y8vKUm5tLraysSK9ly/qxOuXkSF8qlWF1ysvLk6qqKuXk5JCioiIZGRlRixYtyNfXl3x9fetkStpQAECZmZksw/LChQt04cIFUlVVJWdnZ9LS0qJNmzaRVCqld+/ekb6+PpWUlNDza9coytycelpaUhNtbSJNTSJbW6KffiISi+nw4cM0cOBAunLlCqmrq7PHe/bsGS1atIhWrFhBrVq1osjISGrRokWldbt16xY5OztXYG6+ePGC0tLS6MqVK3Tp0iVKSEigV69ekZGREbm4uJCdnR01a9aMmjVrRvr6+hVYwv7+/nTq1ClavXp1jfNGq8KzZ8+od+/exOfzaePGjXT27FkaOHAgTZw4kfbt21flc1xcXExbtmyhdbNmUUJ6OinV56deCWu2MhQWFpK1tTW9ffuWMjIyakysAEA5OTmVmhxfuHCBbt68SQCIec+UWFFRkZYvX07e166RaNEikqtLjuI/KOJwaKOFBR1r3rzS1JP3P4cPH6aNGzdSSkpKhRSdfxuKiorowIEDFBcXRydPniQiotzcXOLz+bRixQrq06fP/zZeupRo5Mja5R8rKxPNmVMjAtHnxDcZ+HJzc8nQ0JCePHki46BdF8TFxdG4ceMoKSmJGjduLLPOwMCAXr58SfLy8lRUVESlpaU0depUGnHmDCklJNQ5p4q6daOjgwZR586dqbi4mF1lbGxMPXr0ICsrK0pKSqKUlBR69OgRlZSUkEAgIGtra2rbti0FBASQtbV1vc67OmRnZ8ukEKSmphIAGXalk5MTaWtrU1paGjk5OZGcnBwVFxeToqIiqaiokImJCUVFRVHnzp3J39+ftm7dWumxQkJCiMPh0IoVK+jWrVs0d+5c2rZtGwUEBNCvv/5aLa378OHD1KVLl2qZmxkZGdSrVy8yMzOjJUuW0LNnzygtLY0NimlpaVRaWioTCO3s7Cg4OJgGDBhAq1evpr/++qveqR+lpaU0duxY2rZtG23bto1Onz5NK1eupKysLPr7779JQUGB3fbly5e0bNkyWrx4Menq6hKHw6Gp166R97t31TIdq8Q/zxzt2FHtZiUlJeTg4EAPHjygW7dukZ6eXl2OxoJhGJo8eTJt3LiR9u3bRyNGjKAjR44Qn8+n0tJSsrGxoSVLllDL2FiiTZvqdSwioqy2bSl5wIBKBRA+/GRnZ5O8vHylrNqafpSUlOpd54ZESkoKeXh4UElJCRERycnJ0cKFC2nw4MENJrrx1eDLdTa/LNq3b19ryaSqsGLFChgZGVUYZhw7dizLupSXl4evry8YhsHa8PCy+ak6DMkwfD47EX/06FEoKytDQUEBx44dQ0BAACs2bWRkhJEjRyI7OxsZGRmYOnUqPDw8IBQK2fqYmJjAz88P69evr7NFz+vXr3H06FHMnDkTPXr0gJGREQQCAby8vDBmzBjs2LEDDx8+rHTILy8vD7a2tqyNEBFBXV0dcnJy6NSpEwQCAYgI+vr6VR4/NzcXOjo6cHFxgVgsxuTJkz/qwgGUMTe5XG61zM0tW7ZAJBKxEllV4enTp0hISMCsWbMQGBiIpk2bgohgaWkJsViM7t274+DBg8jKyqr30OeOHTsgFouxbNkyhIaGQl1dnWUZ3759G+Hh4dDQ0ICDgwN0dXXRsmXLMkPg06c/KflDKpXC3d0dPB4Pt27dqtc5AmVzTX5+fnB1dWXJJGKxGBwOB7a2tli1atX/5lgbkDBWU5w/fx7a2tpIT0/HjRs3cPbsWRw8eBCbN2/GkiVLMH36dIwaNQqhoaHo1asXvv/+e3z33XewsLCARCKBgoICeDwedHR00KRJE7i4uKBjx47o3bs3Bg4ciDFjxmDmzJlYtmwZtm7disOHD+PPP/9Eeno6nj17hqKionpf4w/Ru3dvcDgcKCsrg8vlQlFREdbW1mUrP9Mc6ufCN9njIyJatGgRXb58mdasWdMg5S1evJjmzZtHJ0+epKdPn9Lvv/9OKSkplJubS8XFxWRqakpXrlwhPp9PTZs2pT3e3mS+dGmtWlClior0y7t3tF9fn7p27Urff/89cTgcSktLowkTJrDbXb9+naZPn06HDh2i169fk6GhIfXs2ZPGjh1LIpGISktL6eDBg7Rr1y46d+4cPXjwgIqLi0ldXZ0sLCyodevW1Lt37wr5Z/n5+XT58mWZpPCnT5+Svb29TEK4mZnZR4eAALDKMosWLaJGjRoRwzCUm5tLioqKpK+vT48fP6aSkhJSVlamlJQUatq0Kbs/wzC0d+9eVo2nsLCQrl+/XqNeRmhoKK1atYpmzpxJo0aNqrC+sLCQIiIi6Pjx4xQfH08ODg4fLfN93Lx5k3x8fGj79u20a9cumjdvHjk5OdG1a9cIgEzPsFmzZmRtbV2r1v/t27epR48e1Lx5c0pKSiINDQ0yMzOj5ORkMjAwoMePH5Ofnx+Fh4fL1v0TDVUBIF9fXzp8+DCdPXuWnOrZsn/y5An5+vpSkyZNaOXKlcTj8QgA9enTh5Vp43K5xDAMWVhYUPSTJ9Q1L69exyQietGhA0kOH67x9iEhIaSqqkrz58+v9bEAVMjjrM3n9evXJCcnV+feZmU9Tm9vb0pMTCRtbW1auXIlderU6Z8L82kEJr4ovmDQ/aK4f/8+JBJJg9l+MAyDQYMGQVlZGXp6eoiJiUFBQQFmzJgBPp+PjIwMAMCFCxdgampa1vKv4URxOYNRungx1NXVQVTmk8fn8yEWi6vtRdy4cQOBgYGsH5yBgQGGDx9egZL96NEjREdHw8vLi21Zc7lcCAQCGBoaQl9fH3w+H87OzggPD8fatWtx9erVOl+/qKgotGjRAoWFhRg1ahT69OmD/Px8jBkzhu21KioqskSGUaNGAShz016+fDksLCzg7OyMP/74A6WlpQgPD/9o3p1UKoWHhwfrll4Z0tPTYWdnB39//0rtdGqCbdu2wdfXl/3u7++PqKgoMAyDJ0+e4NChQ5g5cyZ+/PFH2NjYgMfjwcbGBj/++COio6Nx+PBhPHnypNr7mpOTAzc3N/YaCQQCmJqaYu7cuVWyTQF8EnJCudNCuWN6fXDhwgXo6OggODgYs2fPZh0YlJSUIC8vz5JbOBwO9PX1ERMTgzO+viiqZRrMh58SRUX8pqqKKVOmVG3n9AFevHgBsVj8RdKIylm1T548abAeZ/nvjv4ZEWrcuHEZ+/0L2YZ9SnyzgQ8A7OzsqrUuqQkYhsHBgwfh5uYGc3NzdO3aFU2aNGEDS0lJiYxS/LBhwzBp0qT/FZCaWjYMwOOh4MOX0XsMxh+0tXHkyBH8/vvv7MtOQUEBO3bsqHFd09PT0bdvXzYI6uvrIyIiAllZWbhy5QpWr16NgQMHwsnJCXw+H40aNUKTJk2gq6vLDkWqqKjA3t4eQ4YMwalTp+rkwL57924YGBggKysLN27cgFAoZJ0idu/ezTYcOnbsCLFYjFGjRmHlypWIioqCtrY2OnXqVMH25u3btzA1Na3SP+3169esS8TVq1cr3aactbl06dJ6DUn+9ttvGDduHPv97t27EAqFVeZ/FRYW4tKlS1i7di0iIiLQpk0baGlpQSwWo127dvj111+xfv16/PXXX8jOzsbcuXOhq6sLPT09mftSYwf295458PmyQ+k8HgqIcFpbG9Ia+D5GRkZCTk6OtfipKRiGwePHj3H48GHMnTsX/fv3h5mZGYjKPCElEgk0NDSgpKQEW1tbhIaGYvz48ZCXl4eysjLmzJmDCRMmQF9fH96Ojiip49QB++Hx8PTKFXh5ecHd3b3GFl0xMTFo27btJzWs/RRgGAb5+fnIysrC9evXcebMGZiYmLANTXl5eejr6+PGjRtftW1YXfFNB77x48dj9OjRddpXKpVi+/btcHBwQNOmTbF582a2pThhwgTY2dnh77//ltmnpKQEEokEt2/frlAe8/w5xioooNjfv2yuoW/fshbSP/NVR48ehYGBATIyMqCkpAQejweJRIIhQ4bUqtcllUpx69YtzJ49G1ZWVmwrWl5eHpaWlpg6dSrOnDlT6ZzfixcvsHDhQnh7e0NXV5f1odPV1UXHjh1rZJly9epViMViNonWy8sLCxYsYNcvXrwYOjo6SEpKgqurK1xcXDB06FBoamrip59+qrZ1ffLkSejp6VW47uVu6QYGBmX2PB8gPz8fP//8Mxo3bozLly9/7BJ+FD179sSmTZtklkVERCA8PLzGZTAMg8zMTBw4cAAzZsyAj48P2yKXl5eHoqIiWrdujfXr18PS0hKamprg8/m1q/+LF2XPWN++uG1piQvW1iidOROif1r9bm5uyM7OrnL3WbNmgcvlVk19f+88EhISMG/ePAwYMAAtW7aEuro6NDU1YW5uDnNzc9Y2y8bGBsOGDUNcXByuX78u82z//fffaNmyJVxdXSEUCjF06FBcvXq1LDXG1vajuZ9VfZj35qCkUilmzZoFsVhco2BeUlICW1tbbN++vebX/SuFpqYm5OTk4O3tLZMfWurt3TCBrxZzqJ8a33TgS0lJ+d/kbQ1RUlKCuLg4WFlZwdnZGbt3767Q62EYBiNHjoSjoyNev37NLj9w4ABatmxZabkvXryApqZmtcceOnQoAgICEBwcjLCwMLx69QpeXl7w8fGpVDqKYRg8ePAA27Ztw+jRo9G2bVtoaGiwpJbo6GgcP34cFy9exE8//cSarOrp6eGXX36poGryIaRSKU6dOoWhQ4fC3t4eKioqbIvdxsYGISEhOHLkCHt9/v77b5iammLDhg0AgPj4eNja2soMLY0ePRpaWlrYtWsXlJWVoaSkhMjIyBr5vAFlPeqAgAD2+8GDByEvL4+WLVtWOoR148YNNG3aFD/++GPFpOg6wtraWsYcFSg7d5FIhPT09FqVlZqaiq5du4LP50NdXR12dnb47bffsGzZMgwdOhStW7cGj8eDsrIyVFRUICcnhxkzZiAtLa1WElXx8fGsUXM5IYvL5UIoFOL06dMVtl+zZg24XC4r/8cwDLKysnDkyBHMnz8fISEhcHV1hUAggFgshr29PVxdXeHg4AA9PT2oqKjAzc0NgwcPhpubG6ytrSskU5fj1q1bGDlyJCQSCVq3bo1Nmzaxyi/Pnj2Dt7c3frKxgbSOw3H5RIgbOlQmyKampqJx48bo16/fR2XZTpw4AWNj4zoTxL4WODs7s6MH5XmSRkZG2PxhLu1/Pb5/N6RSKXR0dHDnzp2PbltUVITly5ejUaNG8PT0REJCQrXDGwzDYMiQIXBxcWFfqP7+/lhSxZxJSkrKR6XUCgoK0KRJE2zdupVdVlxcjH79+sHBwQGXL1/G3r17MWnSJHh7e0MsFkNHRwc+Pj6YOnUqDh48+FHG4507d9CvXz+IxWIQEXR1dREeHv7RIFiOcokkX19fGBgYsAauIpGITQp//Pgx3rx5AwMDAxndU4Zh0Lp1a3A4HOjp6UFRUVGmN1gT5Ofnw8LCAtu3b/+o5ua6desgEomwcuXKBhuqKi4uhpKSUqWSXNHR0ejWrdtHy5BKpdi9ezfs7e2hrKwMPp+PwMBApFbBrDxy5AgcHR2xZ88eGBsbg8vlwtDQEHw+H82aNUPfvn0xZ84cJCYmVnn/L168CDs7OwAAj8dD+VxPuRxZOYuQYRg26Lm7uyM0NBRubm5sgHN3d4evry+6du2K1q1bw8TEBKqqqnB3d6/Qk3vx4gXc3NzQvXt31oS3HAUFBdiwYQM8PT2hra2NUaNGVRgpOXToEHR1dTF+/Pgybdo6anVm/8N4btWqlcwQ59u3b9G/f380bty4ymtfDn9/f9kpjH8JiouLsW3bNvTu3RsaGhrsfS+fSunVqxcWGxmhoL5B7785vq8LAwYMwPz586tcn5eXh/nz50NfXx8dO3bEqVOnalw2wzAIDQ2Fh4cHsrKyoKGhUWEYrhxbt25Fjx49PlpmamoqJBIJrl69ys75+fr6Ql1dHVwuFy1btsT48eOxa9cuZGZm1uuFfu/ePfz8889sENTR0cGgQYNqLfd24cIFNG/eHBoaGqyuqJycHNTV1REcHIwdO3Zg7dq1sLOzA5/Ph6KiIoqLi8HhcKqcj6sOZ8+eBZ/PBxEhOjq6wvq8vDwEBwejSZMmtVfe+QiuXr0KCwuLStcVFhbCyMioymcoPz8fCxYsgEQigbKyMiQSCaKjo6t8Zt7fT0VFBW/evAHDMPD09ISSkhJmz56NlJQUrFq1CkOGDIGnpycEAgF0dHTQoUMHjBo1Chs3bsTVq1eRnZ0NFRUVMAzDEqiICI0aNcLEiRMRFhYGd3d3Vh5PLBbj559/xpAhQxAaGoouXbrAzMysyiD3Ia5du4ZGjRph3LhxMiMmV65cwZAhQyAUCtGhQwds3769Qs+1qKgIw4cPh4GBAZKSkmQLriN5p7S0FNHR0RCJRFi3bp3M7yY+Ph5isRjR0dFVzmk/evQIQqHwq1dOysrKQnR0NFq3bs2mNikoKMDc3Bz29vYyge47WYcAACAASURBVK+cRLR/zRowSkr1C3w1VMb5XPjmA9/evXvRpk2bCstzcnLw+++/QyKRoHv37rhw4UKdypdKpQgODoaVlRW6dOlS5XYzZszAyJEjK1335s0bnDx5EnPmzIG/vz87Ft+qVSuMGDECW7duxd27d7F582aIxWIcPny4TnWtDvfv38eAAQMgkUjYIDhw4EAZV4OqsHLlSlhaWrLDvqmpqVBVVYW3t7cMk0xVVRWKiorQ0tJCcnIyiKjW5Jly5iaHw0HLli0rBP6rV6/CysoKQUFBHx3Cqgu2bt1aba8uLi4OLi4uMvV6+vQpwsPD2aDv4uKC/fv31+rcW7VqxWp6FhYWwsHBAdra2ggICJA5T4Zh8PDhQ+zduxdRUVHw8/ODqakpFBUVweFwYGZmxmprKigogMvlIjQ0FNHR0Rg+fDjk5OQgkUhgampa4yD3IQ4dOgSxWIy4uDgAZT2rVatWoUWLFtDX18fEiRNZce4PcfPmTdjb26Nr165VNwiqIe+wWpLdu1eam/jXX3/B1tYW3bt3l5nffPDgAdzd3eHl5VXl6Me0adPQtWvXj57/54JUKsXp06cRHh4OW1tbtjGorq6O7777DuPGjSsjrwDIzs7GhAkTZIKevLw8du3aVVbY/7M8vm8+8OXn50NNTY2lgGdnZ2P8+PEQCoUIDAxsEKpyaWkpxGIxHBwcqkw8DQ0NRWxsLAoLC/Hnn39i0aJFCA4OhrW1NZSVleHi4oJffvmFZfc5OTlVSio4ffo0tLW1sWzZsnrXuyo8ePAAYWFh0NbWBhFBW1sbYWFhlTLhTp06BbFYzM5tMQwDV1dXeHl5QSgUwt/fH6mpqbh+/TomTJgADofDzjEREczMzBAQEICtW7d+VNH/febmhQsXYGVlhS1btrDHXb16NUQiEdauXVu3E6+BGv3EiRMxYcKEKouQSqWwt7fHtm3b8Ndff6Fdu3aQl5cHj8dD//79cffu3TpVbcqUKYiMjHyvqs9hbGwMDw8PWFtb4+bNm3j+/DmOHz+OxYsXY9CgQfD09IRQKISWlhZcXV2hpaUFLy8vqKmpwcTEBAoKCmyPQF5eHhwOB1paWli9ejVu3LhR61QWhmGwcOFC6Ojo4NSpUzh//jxCQ0OhqamJLl26YN++fVWmEjAMg5UrV0IkEmH58uU1G8l4j7xTGWGsKhQVFSEyMhK6urrYv38/u7ykpARTp06FtrY2du/eXWG/wsJCmJmZISEh4eN1+wTIz8/HunXr0LVrVxgYGLDkMz09PXTu3BkrV66USdEpLS3FoUOH0K5dOygqKkJBQQH6+vqQk5ODsrKyrJ7xZ3C/+Jz45gMfUCYoHBsbi19//RWampoICQmp0bxfTfHgwQNoaWnB19cXvr6+rFfeu3fvcPnyZaxYsQL6+vowMzMDn8+Hvb09QkJCsGLFCly6dKlSb7309HQIhcJKVTIyMjLQuHFjREZG1indoDZ4+PAhBg4cCB0dHRARJBIJQkJC8ODBAzx8+BC6urqs2vv169fRunVryMnJITw8vMJL/unTp1BVVcVPP/2E4cOHQyAQIDAwEObm5mwKh4aGBlxcXDB27FiZYdDKmJvnz5+HRCLBnTt30KdPH1hbW+P69eu1P8laqNF3796dDbZA2Qt76dKlbMOKYRhMnDgRCgoKkJOTg76+PhYtWoSCgoLa1+s9nDp1Co6OjgDKiFJJSUmYMGECeDweDA0NweFwoKKiws7LLVy4EEePHsXNmzeRmJiI6OhoGBkZQSwWg8vlws7ODkOHDkXjxo2hqKgIRUVFqKqqss+og4MD+vXrh/nz5+P48eOVsmXfx7t37zBw4EA0adIEv/32G5o1a4ZGjRph2rRpH50/fvXqFfz8/GBnZ1e3+1dHnDhxAiYmJggNDZXpNZdT/8PDwyvct71798LS0vKzeN/duXMHkydPhqurKzs/x+PxYGVlhbCwMBw7dqzS3//9+/cxbtw4CIVCqKqqQiAQYNy4cXj69CkyMzPB5XIRERFR8YCf0O/wc+ObD3z3799Hq1atoKCggGHDhtXLrqgq/P777wgLC8Nff/2FZs2awdzcHC1atICysjI77CYSibB169ZavQAXLVqE7777rtJW8t9//w0PDw/06NGj3i/VmuLx48cYNGgQGwTl5eXh7OyMrVu3onPnzpBIJFBTU5NpRb+P8+fPQ1dXF+PGjUOnTp3YF3k57t27h2nTpqFVq1YQCoWsm4NEIgGHw4G5ubkMixYo89dTVVVFv3796sa6q+Wc0WSJRGbeMCoqCkSEiRMnYuLEiRAIBKwwwLBhw2pfn/eQnZ2NEydOYMmSJRg4cCDk5OQgFAohEAjg5uaGkJAQDBo0CAKBAKtXr4aRkRH8/Pwwffp09OzZU2a4MiIiAt26dUNYWBjatm2LI0eOACh7+ZcPj5W//N++fYtz585h2bJlCA8Ph5ubG9vo6NSpE8aOHYutW7fixo0bKCkpwcuXL+Hk5AR9fX2oq6ujV69eSExMrFGjLDk5GUZGRhg2bFidPfzqg9zcXPz0008wMzOTyfnNyclB7969YW1tjbS0NHY5wzDw9vZmXTM+Nj9bU0ilUhw+fBj9+vWDpaUl2xDU1NSEh4cHpk2bVm3uYWFhIbZs2QJ3d3fWHsrZ2Rk7duyo8P64cuVKhXuTlJQEbW1tnAsK+n/hzvDNBr6bN28iKCgIWlpaGDJkCAQCwf+xd91xTZ1t9A2EvQIkJGEjGxGQjagggoi4GKKCOMGFIiJanHWiOHCj1uKoG5WitWIdqLhxtGop7oF7IIrKSnLP9wfN/YwJEIatX/ud34+fwp259+Y+7/s85zmnxVzLKYrC3bt3sWvXLkyYMIF+0Fq1aoXIyEhYW1sjKCiIngUIhUIoKys3+ostEokQFBSE2bNny1xeVVWF6OhoeHl5/aXmmRRFoXv37jA0NKT7BDU1NeHg4FAvgWfv3r0wNzfH6tWrYW9vjz59+tR7HIFAgPj4ePrFLGYjamlpwc3NDYGBgdDR0YGJiQk2b94scx9//PFH3QGxCSPcD4SgZsUKALX1vk8ZkioqKhg6dChevnyJq1evwsDAAG/fvm3wer5+/RonT55EZmYmxowZg06dOtEN3j4+PjRBy93dHVlZWbQNkFhD1dXVFUpKSlBXV4euri49y/w8Xbl161b07dsXPXr0QG5uLj5+/Ahzc3OaiFSfPqRIJMLdu3fx448/YubMmQgLC4O5uTmdIlVWVqb3W6+yzJ8QCASYPn06eDye/I35XxBiG7KpU6fSszmKorB582aw2WysWLGCTr/evHkTurq6iImJgYKCQpPKJWVlZVi9ejW6du0KHo9HlwDMzMwQGRmJ7du3y/W++O233zBmzBhoa2uDw+FAQ0MDI0eOpGt7DeHy5csSCkGnT59uVg31a8H/TuBrIbffX3/9FZGRkeBwOJgzZw49Q/D09MSxY8eadGqPHz9Gbm4upk6diuDgYOjr68PIyAi9evXCyJEjYWhoKFEo//jxI/z8/BAXFweRSISHDx/C0NCwycfmcDh1km8oisKMGTNgYWEh98PeHFRUVKBnz55QUVGBp6cn9u7di5KSEvTv35927Gaz2Rg8eLBUOnn58uUwNzdHbm4u9PT06gzoYshyS3/y5Amt8CJupRDXOjp37ow1a9ZIzAp5PB6sra2lyRTNrGns/uYb+vOKg97nKjtDhgzB5MmT6d9LS0tRUFCANWvWYOzYsQgICACXy4W2tja8vb0xbNgwZGRk4JdffpFg7L558wZHjhxBSEgIrKys6Jlchw4dkJSUhC1btmDQoEHo1KkTqqqqMHv2bBgaGuLkyZMS53P+/Hm4ubmhX79++OGHH+Do6AgNDQ1s374dGhoa9TaqiyESiXD06FH07dsXGhoaUFVVRb9+/ehZqY+PDzQ1NWFiYoLu3btj6tSp2LVrF27cuEEH4Xv37sHHxwddunShFX2+Bjx79gyhoaFwdXWVSLnevn0bHh4e6NatG54/f47vvvsOysrKUFBQgKamplzvlWvXrmHixIlwc3OjmbPq6upwdnZGUlJSo/z/ysrKkJmZCRcXF+jq6kJfXx/W1tbIzMxsVK9qZmYmFBQU6OeYyWRKyvg1sYb6NeDrD3wt5PZ79uxZhIaGgs/nY8mSJVKMvjlz5siVenr16hXtBt2zZ0/w+Xzo6+uja9eumD59Ovbv34+nT5/S648dO5Zu8v0U79+/R7t27ZCQkIDjx4/D19dXzgsije3bt8Pe3r7elOamTZtgYGCA/Pz8Jh+nPrx69QozZ86Ejo4OVFVV8eOPP9IvZnF/3sqVK/Hs2TMkJibCyMgIhBDo6+tj0KBBuHXrFlJSUmBoaIjCwkIwmcw62an1aW5euXIF1tbWiI+PR0VFBf0idnd3h6amJs1s09DQgIODA/3F1tLSkqTGN4PFJiIEe/9Mw6qoqNDBNyoqCkBtoDp16hTmz58PFRUV+Pr6gsfjQUtLC15eXhg6dCiWLFmCQ4cO4dGjRxJEDnGQW7BgAZ2u1NLSQocOHdC/f39aZupz4olQKESPHj0wbNgwUBSFQ4cOgcvlYtGiRfT+X79+DR0dHQwaNAhWVlZQUVFBUVERKIqinSbqql09ffoUaWlpaNWqFZycnBAdHQ02my1Tv1MkEuHOnTvYu3cvZsyYgd69e8PCwoLOiqiqqiIsLAzHjx+XSl3/3aAoCuvWrQObzcbSpUvplGBNTQ0mT54sMeASB6/du3dL7KO6uhp79uxB//790apVK3pWLJaoW7p0aaMzNBRF4fjx4xgwYAC0tLTowU9kZCROnjzZpLamx48fw83Njf4sLBar0fv4WvF1B75mCupSFIWjR4+iU6dOMDMzQ2ZmZp3pgatXr8LCwkLiAXn37h3y8/ORnp6OPn36wNzcHNra2ujUqRMmTZqE7Oxs3L9/v86HqqamBhwOp06m3tu3b+Hu7o7g4GDExMQ08SLVom/fvrIL0p8gPz8fBgYG2LRpU7OO9Snu3r2LhIQEsFgshIeHQ09PD+fPn5dYZ/v27XBxcZGqJTx79gxJSUl0EBQzy44cOQJCiMzRqZi5qampKUFuoSgKmZmZYLPZUnJhQO29aNu2Lb7//nu8evUKq1atkvhSi3/at2+P0zk5ze5bolRU8Pb2bZw+fRpr1qzB8OHD0alTJ/D5fGhqasLT0xNDhgxB586dERgYiJKSEqnnSFaQ+3wm92mQEwqFYLFYeP78ucx79f79e7i4uNAz5AcPHsDDwwPh4eF49+4d3cNnamoKBQUFiZpWdnY2dHR0JNjCQqEQBw4cQK9evcBisRAXF4ezZ88iOTkZVlZWjVKpKS8vR3R0NExMTPDNN99g+PDh8Pb2hoaGBszMzNCjRw9MmzYNu3fvxq1bt744aash3L59Gz4+PggICKDv3YgRI7BmzRrweDxwOBy6RWTBggVYuHAhAgICpHrnYmNjsW/fPrmFsT/H48ePMW/ePFhaWsLExAStWrUCl8vFzJkz5RadqA+JiYm0tKG7u3uz9/e14OsNfM1gEFEUhf3798PLywu2trZYsmRJgwSPDx8+gMfjITU1FQMGDICtrS00NDTQrl07jBs3Dlu2bMGNGzca9YXbv39/gzO50tJScLlc+Pr6NqvZvLS0FEZGRg2mVf744w+6Kbk5xyssLESfPn2gr6+PyZMno6ioCJaWlnRvlhjv3r2DoaEhzpw5U+/+Xrx4AT6fLxGEYmJiJNKzdWluvn37Fn369IGzs3O9XnDXrl0Dm82mSQApKSlQVFSkU3Kmpqbo2LFjiyhVVBCCKcrK8PDwwODBg7Fo0SIcPHgQDx48kBpccblcnDx5UiLIWVhY0DM5cZArLi5usIWgZ8+eEqzSz/Ho0SMYGRnRXpRVVVUYOXIkbGxscP36dZo0NHjwYInthEIhjIyMwOPxcPv2bcyYMQPGxsbw9PTE+vXrUV5ejvLycvTo0QP+/v6NInUUFhbCysoKw4YNk1JwEYlEuHXrFnbv3o3p06ejZ8+edMuKl5cXhg8fjlWrVuHUqVNNdtNoKgQCAebNmwcOh4MhQ4aAyWSidevWOHjwICwsLCTcJLS0tNDFxQUH/f1R1r17s8o1NTU1yMnJQWhoKO29qK+vj44dOyI7O7vFuAp5eXkwMTFBaWkpLl682ORS0NeIrzPwNaO+IlBWRj8rKzg7OyM7OxuZmZlgMpkSgrPV1dW4dOkS1q5di2HDhsHZ2Zm2+PH09MT333+Pq1evNnkUJkafPn3k6qfr06cPDA0NG6xpNYRDhw7B1NS0wfTQixcv4OXlhejo6EYZWopEIhw4cAB+fn4wMTFBRkYGysvLIRAI0LlzZ0yYMEFqmwkTJki9ROuCoaEhDAwMMH36dKioqMDExARi5pq/v79Mzc1Lly7B0tISI0eOlKvYn5aWhs6dO4OiKOTl5WH58uXSLLYWUqOnBgyQeQ6lpaUSQU5fXx+Kiop0kNu6datcQU4Wli1bhvj4+HrXuXTpEthstkRdePPmzXQa2N3dHdOnT5fYpqamBiNGjKBJMmPGjJFgMz548ABOTk6Ii4uTm8ovEomQnp4ODoeD7OzsRnzK2sFOQUEBVq5cifj4eHh6ekJdXR3m5ubo1asXZsyYgT179uD27dtfdHb48eNHjBs3TmLAxmAwwOPx0KZNG6irq2NdXByo3r2bXa4pLi5GSkoKuFwunJyc4O7uDhaLhdGjR7e4NZJ4ICqljPMPwdcZ+JpRXxESgqc+PqioqEBMTAyt+h4YGIjRo0fTXxBHR0cMHjwYq1evRmFhISorK3H48OE6RaQbi7KyMmhra8vFYPP19cXevXthY2MjU2KrMRg1ahRi5RCDraioQGRkJNq3b9/g6Ly6uhobN25E69at4ezsjK1bt0qMKhMTExEcHCz1or5+/TrYbLZc9QqhUAgmkwk3NzfExMTQsl+vXr2Cv78//VLR1dVF//79cf36daxcuRJsNrtRljgCgQCenp51aqYCaFFH70+DXGRkpNRMbuvWrbh27Rqsra1bpPH52rVrsLS0bHC9nJwcGBkZ0e076enpUFBQgLq6OkxMTOi0+e3bt/HNN9+Ax+PB19cXGhoaMDQ0lLj/586do2vn8mYRnjx5QlsA1SVO3VgIhULcvHkT2dnZmDp1Krp37w5TU1NoamrCx8cHI0aMQGZmJs6cOdNkQfJ79+5h5syZtD6pONB9Gvh0dXXp6/N0xgxUMBgQNfSs1FGuef/+PbKystCuXTtwuVwEBQXBysoK9vb2WLVq1ReZ5VIURbel/FPx9QW+Fy+abXpIqajARldX4oFksVjIyMhAQUFBnVJV1dXV9dZIGoPvvvtOLu1NoHam8/DhQzx+/BitWrXC8uXLm3zcDx8+wNraWi6bFJFIhEmTJsHa2po2yv0Ub9++RXp6OoyMjBAYGIjDhw9LvdiysrJgY2MjNcukKAp+fn5YtWqVXOf9+PFjsFgs9O7dG56enggKCgIgydwsLS3FpEmT6JmgoqIiQkNDG623KfYArFMlpYVmfHs1NekgN378eHomJ2sGsnfvXjg7OzfbGFkkEoHD4cgVTNLT0+Hi4oLMzEwoKipi2rRpWL16NVgsFrS1teHj4wMOh4MJEyaguLgYQO2MmcfjYcOGDQBAy+T99NNPcp/jvn37wOVyG2X62hy8efMGJ06cwIoVKzBs2DC4u7vTRJqwsDB8++23yMnJwd27dyXujUgkwuHDhzFs2DDY2dnR3oe6urpo37495syZgwcPHmDx4sXo2bMnbG1t6XXmzZvX5HINlZmJs2fPYtiwYWCxWOjUqRO6desGFouFiIgI5Ofnf1H/v5UrV8LDw6PFUqZfI76+wNcCbr8iVVUsNzGBrq4uVFVVoaamBhUVFbleKn369EFWVlazP0aHDh1kyhp9jsrKSigrK9Pn9uDBA5iZmTVLcuzcuXPgcrkS7NL6sG7dOnC5XFo8+dGjR0hJSYGenh6io6Nx5coVmdudPn1aQo7sU2zbtg1t27aV+0V+7tw5mJqaIiEhAUZGRhg7dqxM5mZhYSEsLCwQFxeHlJQUmJmZQazoEhUVJZF+qw+LFy+Gn5+f7DRYejqoZj6DAiUlvEhJkTvNJpZyq6vfsDGIioqSi8Ak9kNkMBiIj4/H77//jj59+tAsVxaLRet/ilFWVgYtLS2YmZlh2rRpMDMzk/uaV1RUYPTo0TAzM5NpdfRXQigUori4GDt37sSUKVMQGhpKO4KwWCyoqanRbFwTExNERERg69atcqXTnz9/DsHZs00u11QwGOhtbIyYmBj4+PiAz+djxowZcltzNQfiOrisgfA/CV9f4Gtht9/ffvsNAwcOhIWFhVyixFu2bGm20Oz9+/fBZrPlqnXcuHFDKjV1584dGBsbN11TErVmuN26dZN7ZHjo0CFaBUJXVxdJSUn1KkGUlJSAz+fLbC4WE1oa426fnZ0NGxsbzJs3D6qqqrSckrh2QVEUli5dCg6HIzWbLSsrw+TJk2Fubg4GgwEdHR1ERkbWa8oqFArh6+srZXv0/PlzLEhORmVzn78mqNGfOXMGJiYmzVbaWbt2LQYOHNjgeidOnACTyYSmpiZ4PB74fD4SExOhoaGByMhI5Ofng8/nY968eRIBfNy4cVBTU4OlpaXc2ZHr16/D0dERffv2/WpaFK5fv45JkybRrS5iL0lLS0t06NABoaGhcHNzg5qaGqysrBAeHo5Zs2YhNzcX9+7dq/+71cx2mJ9VVdGhQwfs3LnzL5E/A2oHJo6Ojs167/yv4OsLfC1UX7ltbw8fHx+oqKjQBqnyEDlev34NLS2tZr185syZg4SEBLnWFYvEfo7i4mLw+XyZ1Hx5UFNTA1dXV6xbt67e9SiKQn5+Prp27UrLXU2dOrXeL/XHjx/h6uoq0Tj+KcaPH4+hQ4c26nwzMjJga2uLefPmQez+IGZulpaWolevXvDw8GhQxLmsrAxTpkyBhYUFGAwGtLW1ERERIeEoLcatW7egr6+PwsJC/Pzzz+jevTtUVVXBZrORq6DQZEfv5qjRh4eHY8GCBU3a9tPPZWxsXO893LZtGxQUFMBkMhEUFARDQ0OsXr0aFEVBRUUFXbp0AVCbgvbx8UGPHj3w5s0bPH36FM7OzlBUVIS5uXmDqUqKorBq1SpaHPxLpujqg0AgQE5ODmJiYqR65zp37owlS5bUWYsWCAQoKirCjh07kJqaipCQEFp+rX379khISMC6detw/vz5WlZqC5RrRMrKf3kj+JgxYxAVFfW33aO/El9f4GuhGd9WBQV8brExdOhQzJ07F9u2bcPZs2fx7NkzmTe5Y8eOdepJNgSKomBtbS3Vy1YXMjMz62ThXb9+HVwuV656nSwUFRWBzWbLFNwWCATYuXMn3NzcYGtri/Xr16OyshJPnjyhBYhljTQpikK/fv0wYMAAmdfu+vXr4HA4DRrefo7x48eDz+dD4c/7Jj72uXPnYGZmhqSkpEaPfN+9e4dp06ahVatWdBAMDw+nTUVfv34Ne3t7iedEbL46t3dvCJSVm/b8NUON/ubNm2Cz2RJKP40FRVEwNjaWMm599+4d1qxZAwcHB5p5KPaPu337NrhcLg4fPoxWrVpJ6KRWV1dj3LhxMDY2BpfLxezZszF48GCYmZlhy5YtdZ7Hq1ev0KNHD7i5uUmdy5fG8+fPsXjxYnTu3BlsNhsMBgNKSkqwtLRETEwMcnNzm11ffPXqFY4dO4aMjAwMHjwYbdu2hZqaGtL19VGloNC8d9hfbNx64MABmJmZyUXG+yfg6wt8LVDjq2Ey8XLSJAwZMoSmaFtYWGDdunVITU1F37594enpCQ6HAzU1Ndjb26Nbt24YM2YMlixZgkGDBiEiIkIuHcXPcf78eVhbW8s9apo4cSLS0tLqXH7lyhUYGBhg//79jT4XAFi6dCnatWtH19o+fPiAFStWwMLCAr6+vsjNzZWqQ3348AE9evRAQECAVFoqLS0N7u7uMmfEYhNUeaStPoezszMIIfTLQyQSYdGiRTAwMJCrVtoQ7t+/jwEDBkBPT08iyIk1CD91nabrG3+TGn1CQgISExObtY+BAwdi7dq1oCgKZ8+exZAhQ8BisRASEgJ1dXVYWlpK3cOTJ0+Cw+HAw8MDVlZWEstyc3OhpaUFLS0tbNy4EcXFxWCxWLC2tpZZxz169CiMjIwwceLEvyRVd/78eYwdO5Y2Mxb3znl4eCA1NbXF6f51oaamprZPrwUG75CDnd0SePbsGXg8HgoKCv6S430N+PoCXwukCaoVFWGprY2AgABMmDCB9n2Thffv3+P69evYt28fli1bhnHjxiEgIABMJhMaGhrQ1dWFq6srIiIiMHHiRGRmZiIvLw83btyQWehOSEhoVD9eZGRkvQ3HAHDhwgVwOJwm0d1FIhECAgIwZcoUTJ8+HRwOB2FhYQ3W34RCIa3aINax3L9/P4yMjOossm/durVRhBYxxELTSkpKGDFiBPh8PkJDQ+Hl5VVvnbEulJaW4vDhw5g/fz4iIiJgbm4OLS0ttGvXDr6+vrRwtdhP8NOgJ3Xv5FQPErZQ0ANqbYX09fWbRTBYuXIlXFxc0Lp1a1hbWyM9PR03btyAgYEBeDxenYO6zZs3Q1NTE2w2G0DtYEbM7C0sLERRURHs7OwQHx+P7t27o1WrVhLp+OrqanzzzTcwNDSUKVfWEqisrMSWLVsQHh4OExMTWiJM/NysXbu2SYPWFkMLtsN8aYhEIgQHB0v1bf7T8fUFPqBF3H4rKiqwZ88ehIeHQ0tLC927d8eePXvkdkCwtbVFYWEhXr16hQsXLmDnzp2YP38+hg8fTvfSqKiowNDQEL6+voiNjcXUqVOhqamJHTt24OHDh3IFAFdXV7nSoqdPnwabzW50Q+mtW7cQExMDBoOBiIiIepVNZGH58uXg8/nYH6czOAAAIABJREFUsWMHOBwOzp07J3O9t2/fgs/n17lcFj7V3NTV1YWamhrc3d2hrKyMCRMmyDVTeP36NQ4fPoy0tDSJINexY0ckJydj27ZtOHz4MBISEqCrq4tBgwbh119/xZQpU8BkMmFsbIy4uDg6xaquro6ePXvSA4MlS5YgqX17Wo1eoKQklZKqYTKRo6CA9y3Y7Dtv3rwG3Sk+h7he279/f2hpaUFFRYWmvn/48AHm5uZgsVgNCj/7+flBQUGBtuRxcXGRsOsqLy9Hnz59YGdnB319fdja2kIoFOLWrVtwd3dH9+7dG53qrg8PHjzArFmz0L59e7p3TkVFBXZ2doiLi8PRo0f/dgkzoPZ5PnbsGE6Zm//PzPiWLl0Kb2/vv6St5GvC1xn4mqHcUs1kQvhZICkrK0NWVhYCAgKgq6uLIUOG4MiRI/UGpokTJ2LGjBn1nqZQKERJSQlOnDiBjRs3om/fvjAwMED79u1hZGQEFRUVWFpaIjAwEMOHD8f8+fOxc+dOXLhwAS9fvgRFUdDV1ZX7JZGfnw82my0XFfzcuXMICwsDm83GtGnTsHLlSjg6OjbJ00xMhBgzZkyd6yQlJWHYsGFy7/NTzc1ff/0VTCaTVjDx8/OTuc3r16/xyy+/SAU5Pz8/OsiJZeUoisLp06fpazBlyhQ8efIEx48fh4GBAZSVlSXEAm7dugVvb28EBgbCxsaG9voTm+sCAF6+xLGQEFxycJBQo589dizatm2L1NRUuT9/Q/j48SOMjY3lGhQ9f/4cCxYsgJWVFRwdHbF8+XKUlpbC0tIS165dQ1VVFe20IOVCIQO7du2iiR+9e/eWkhED/suyVVJSAp/Px8iRI8Fms7Fq1apmkSPEouJxcXESvXNij8FZs2bRdcmvBY8ePcKcOXNgYWEBJycnnOrZs9ntMBWE4Lc6lH9aCr/++ivYbHaDhLF/Ir7OwAc0qb5Cqalhqa0tAgMD6yQHPHnyBBkZGXBzcwOfz6ctPz7/shYUFMDFxaVRpxwREYHvvvuO/r2yshI3btxAXl4eMjMzMXHiRERGRsLNzQ16enrQ1NQEg8FAz549MW7cOCxbtgz79u3DtWvX6my9OHToENhsNi5cuCC1TCQSYd++fWjfvj3Mzc2xYsUK+qVFURQiIiKQkpLSqM8kEAgQGBiImJgYGBkZYfHixVLX6urVq40itBQXF0tobl65cgVKSkrQ1taGtrY20tPTGxXkPj/fXbt2wcvLC5aWlli1ahU+fPiAsrIy+Pv7g8FgoGvXrjKv78OHD8Fms5GdnQ1jY2N6Fih2cwgNDUW/fv2k2KyhoaFYv3499PT0WkyFBAA2bNiA9u3bywwkQqEQeXl5CA8PB4vFwtChQ3Hu3DmJdePj45GRkYF27dpBRUVF7n67/fv3gxBC94/Vh9mzZ9NecbKYsw3h3bt3WLt2Lbp16wY+n0/vy8TEBOHh4diyZctfZqTcGIgdFkJCQqCrq4uRI0fi4sWLtde/hVidHubmiIuLkznwaC4+fvwIe3v7eslJ/2R8vYEPaJI7g1AoRGpqKszMzBr0sLpx4wZmzJgBKysrWFtb49tvv6VTgQKBAPr6+nK/yN68eQMdHZ1G9SgVFBTA0tISOTk5WLJkCcaMGYPQ0FA4ODhAXV0dbDYbHh4e6Nu3L1JTU7Fu3TocPnwYa9euhYGBAd1YXlVVhe+//x52dnZwdXXFjh07ZKYuXr16BT6fjxMnTsh9jklJSejSpQsEAgFKSkrQpk0bjBw5kt4/RVFo37491qxZI9f+Dh48KKG5WVBQAH19fWhoaMDJyQkMBoP2oGsoyH2K8vJyLF26FObm5mjfvj1ycnLoGf3MmTPBZDJhZGTUYG0zKysLmpqaUFRUpIOer68v0tLSYGdnBzEhplu3brSfnbm5OW7evIlp06bJJRcnL4RCIdq0aYMff/yR/tujR48wa9YsmJqaws3NDWvXrq1Ttmr79u3gcrlQUlKSm7jwyy+/gM1mgxCCO3fuwMzMrM6WmrNnz8Lc3Bw6OjpQU1ODs7Nzg/J3v//+O1JTU+Hh4QEtLS2Ie+ecnJwwduxYudnQfxeKioqQnJwMAwMD+Pn54YcffpBtZNwC5Zry8nIMGjQINjY2TRpU1IeRI0ciOjq6Rff5v4SvO/ABTXb7zcnJAYfDwfr16xs8BEVRKCwsxLhx48Dj8eDu7o6MjAxERkbKzVBcu3Zto2syOTk56NGjR53n9Pz5c5w9exbbtm3D3LlzMWzYMAQEBNDK7woKCjAyMqIbbFNTU1FQUIDHjx/XGSQOHDgAc3NzuTT+NmzYAGtrawmK87t37xAcHIyQkBCUl5djy5YtcHNzk6ueuXTpUjAYDAQFBWHu3Llo3bo1FBQUaOFjFxcXEEJw9epVuWs2JSUltMpMVFSUxEz41KlT4PF4UFJSwty5c+XaH0VRCAkJgYeHB31uAQEB9PJu3bph0KBBsLOzA4PBgJqaGhQUFHD06FGUl5eDx+O16EsqLy+PlqALDQ2Frq4uRo0aVaeazqeIiooCIUQicNaHlStXgsvloqCgAIQQXLp0CdeuXQOHw5Fw1xAKhZg9eza4XC5yc3OxZcsWtG7dGmw2W2LAKRAIkJubi5iYGFhaWkJJSQliI+KAgAAsXrz4qzKarQvl5eVYv349vL29wefzMXny5AaJR9SFC80yMv70fSaWhVu8eHGL1DJzc3NhYWHx9xKA/mZ8/YFPjCa4/RYXF8Pe3h5xcXFy17YEAgEOHz6MwYMHQ11dHXp6esjKymrwIfH19W10y8GSJUuaRFt/+PAhEhMToaamBmVlZSQkJGDq1KmIjo6Gj48PeDweVFVVYWtri65du2LUqFFYuHAhdu/ejUuXLiE2NrZBx4SzZ8+Cw+HIdG2vqanB8OHD0bp1axgYGNQ5Sv80XWlubk6TEnx8fGBmZgZbW1ucPHkSCxcuhLOzM0aMGAEmkynXNbh8+TKio6Ohp6eH8ePHS9Su3r17h8DAQDAYDHTu3LnRX/BHjx6ByWRi9uzZWLRokcTgx8fHh66xVlZWYuzYsbTZrJqaGhwcHODi4tIiTcB3795FamoqlJWV0apVK2zatEn27EIGJkyYACaTCUNDQ7pvsS4IBAIkJCTA3t6ervcwmUzaYurgwYN0z9/Dhw/RoUMHBAQE0OzempoamJqawtraGv7+/lBSUqKVUJhMJlq1aoXo6Gjk5OT8z5AoxDVicRtIr169sH///jrP/+nTp9i1axfi4+PBZrOhqqraou0w9+/fR7t27RAUFCS3FKEsPHnyBFwut0GbsH86/ncCXxNRXl6OyMhIuLu7N7r+8uLFC6ipqaF79+5087MsZuidO3fA4XAaLeo6ZswYLF26VO71f/vtN8TExEBXVxcTJkxASUkJNm7cCGNjY6km9Y8fP6KoqAgHDhzAypUrkZycjLCwMLi4uEBbWxsKCgqwsLBAWFgYkpOTsXLlShw4cABFRUW4desWDA0NZcqRiSFOcWpoaODKlSsSQS48PBxmZmbQ1tZGx44dYWRkBAUFBaxduxbHjh2DkZERpkyZQr9EEhMT0aZNG/Tt2xd6enp1HlMkEmH//v3w9/eHiYkJFi1aJBXU0tLSoKSkBB6PR2uPNhY//vgjTExM4OjoKKX2Y21tLaFNunHjRkRHR6OyshKLFy+mG+KVlZXRpUuXRlP6q6qqsHPnTrrxevz48dizZw94PF6to8CLF7W9rjExdXq6LViwAEwmE4sWLcLYsWPrdfwoKytDly5dEBwcLHEtNTQ0MHXqVPr3lStXwsjICGw2G/Pnz4dQKERhYSESExPh7OxMz+YUFBTo2V+PHj3kDtRfC54/f46FCxfCzs6OdktpaFaan58PQggd7Akh6NevX+3CZpppfwqBQIBvv/0WPB6vUaLgYohEInTu3BmzZs1q9Lb/NPzjAx9Q+5JetGgRuFxuo15EQqEQnp6e6NGjBywsLJCYmCjBDI2Pj0dsbCyGDh1aL+OxLoSGhjbYnE1RFA4fPkzLSqWnp0vVEdeuXQszMzO5e94oisLBgwehr6+P77//HgsXLsSoUaPQtWtXWFtbg8Fg0FYu0dHRmDp1Kr7//nscO3YM9+7dw/Pnz5GZmQl1dXW4urpCQUEBampq8PPzw4QJE7B9+3bcvHkTpaWlNHPz2rVrmDVrFng8nlQ/YlhYGKysrBAQEAAHBwep862oqMDatWtha2sLV1dXbNu2TWqQcf78eRgZGYHJZDZIyKgPQqEQjo6O2LdvH3r16oUpU6ZILNfT05OoY6WkpNQq8X+CvXv3gsvlwsHBAQoKClBVVUVgYGC9fZh//PEHkpOTweFwEBAQgB07dkgE3RkhISiytW3Q0y3nzzaNSZMmAagN4sHBwTKPeefOHdjZ2WHs2LFSMxkOh0O/vD98+IDBgwdDVVUVurq6Er1zPB4PISEhWLp0KfT09ODg4ICcnBx8+PABMTExcHJy+uoFjwUCAX766Sf07t0bOjo6GDx4ME6dOiX3rF0gEMDX15cmQ6moqODu3bugKArTp09Hir9/k8o1deHUqVMwMzPDmDFjGsXSXrRoEXx9ff9nZt1fEv+KwCdGfn4+eDwe5s+f3+BDfe7cOejo6NBpLFVVVRw9ehRAbbpgyZIlNAmAEAJtbW3MnDmzUTl4e3v7Opl2NTU12Lp1K1xcXODg4IANGzbUqzW6bNkytGrVSqLfqiGkpqaiZ8+e9LWgKAr9+/dH//798ejRI5w6dQqZmZmIjY2Fq6sr2Gw2TfpgMBi0QWzfvn2ho6OD5ORkWgbuU+bmH3/8gYCAAPj7++PJkydS5+Hu7g4OhwNHR0d069aN/vvz58/ppvsePXrgxIkTUvft/fv36Nq1KxgMBvz8/CSc2ZuCbdu2wcvLCxRF4dmzZzAwMKDrhgKBAIqKihL1zJCQEKnBi9iSad26daiursbSpUvh6OhIB8HOnTsjLy8PHz9+xObNm9GuXTsoKSlh8ODBsoNEZiZEamoNaoeKGAx8IASbP/GUfPPmDbS0tKR6Ik+ePAkul1tnDdvExARGRkZwcXGhX+jKysrQ0NCAra0tDh06JPWsz5w5E4GBgXSql6IoZGZmgsPhtIj6Tkvj9u3bmDx5MgwNDeHl5YXvvvuuSf52Dx48gIODA83SDgwMxPPnz9G5c2cQQtC6devaFZtQrqkLZWVliIqKgqOjI65fv97g+pcvXwaHw5GrneXfgH9V4ANqyRCenp4ICwur9yEvKyuDlZUV3culoqIipUS/YMECCcq7srIyZsyYIZcuIUVRUFNTkzLEfP/+PZYuXQpTU1P4+fnhwIEDcgfT9PR02NjYyE0YqK6uhrOzM23DNH36dFhbW2PmzJkS6Up/f3+Jmdz69evh6OiIvLw8WgYuNDSUtoASy4CxWCz06NED2traiIqKwqVLl2TW23g8HphMJrhcLlJSUlBUVER7kY0YMUKm7RFQay2krKwMDoeDY8eOyfWZ60NNTQ2srKzoAQ4A7Ny5E3Z2dqioqKAVVT6FqampzGB18eJF8Pl8ibaJ6upqrFixAlZWVrRXpL6+PqKioqCkpAQtLS0JV3QATWvr+Sxl5urqioKCAqxYsQInT57Ehg0bwOFwcPjwYQD/bbyOj4+Hvb093TsnrtFFRETQqfR3797B0dERGRkZUp/59evXYLFYaN26tYSV1Pnz52FqaorU1NS/fbbx8eNH/PDDD/Dz8wOHw8H48eObJWd25swZ8Pl8ZGRk4M6dO9DX18fcuXOhra1NDxKb6/ZSFyiKwoYNG8Bms2mBcVn48OEDbGxsGlSI+jfhXxf4gNo6yogRI2Bra0uTNyiKkpotvXjxAsbGxjTl+vMHa/v27VBSUgKTyUTbtm2Rn5+PcePGgcvlwt3dHUuXLq2zEP3s2TNaFkr8++TJk6Gvr4/IyEiZfXryYPbs2XBwcGiwp+7Vq1c4dOgQEhMToaysDH19fTAYDHh7e0sEuc+DbllZGfh8vsxWkTdv3sDKygqEEHTr1g19+/aFtrY2wsLC0LNnT7Rp0wYaGhrQ09ODm5sbIiMjkZycDEVFRejo6EBJSQlt2rShhZDr+gwXL16EqakpFBUVMXny5BZT7Vi/fj06deok9fc+ffogJSUFxcXFtDM8UFs/VlNTq5PRGh0dTaddy8vLsW7dOri7u8PExATTp0/H7Nmz4eTkRAcZQghUVVX/S0ZphpDDp8zApKQktG7dGoqKirCxsYGFhQVmzpyJ0NBQWhhcQUEBxsbGCAsLw4oVK6CrqwtCCG1A+ykePHgAQ0NDmWSuxMRE9OrVC66urhLfl5cvXyIwMBCdOnVqEaPnxoCiKFy8eBEjR46Erq4uunbtit27dzdbQ/SHH34Am82WELQXCoVwc3OTGDzIYxHVHNy8eRNubm7o0aOHzP7luLi4L34O/2v4VwY+McSjpezsbCxatAhKSkpSgaqkpATq6urgcrlS24uL2h4eHhJF/E+ZoSwWC507d8aGDRskZjtnz56Fh4cHiouLERcXBxaLhdGjR8t0UmgMKIrClClT4OLiQqf9xEFu3rx5CA8Ph6mpqcRMLjQ0FEwmU65er8TERAwfPlzmMrHmppOTEzQ1NdG+fXup2SdFUXj58iUtA5ecnEwTI8TkCENDQ7Rv3x6xsbGYMWMGNm7ciBMnTqC4uBjdu3cHg8GAr69vsxwMPkdVVRVMTExk9vm9fPkSPB4Pq1evRrt27ei/nz9/Hq6urnXu8969e9DW1ka/fv3AYrEQFhaGgwcPSgTKqqoqiZek+CcpKQnvOndudi/Y06dPYWhoKLV/NTU1tGnTBmPGjMGZM2fowUNeXh74fD6sra3B4/FkBj6gVj+WzWZLeR4+ePAAurq6cHBwkCJgCIVCTJs2DcbGxn8Jq7C0tBTLly+Hk5MTzM3NMXv2bJSUlDR7vyKRiPZ/lJVmFAgEiIiIAJPJhKKiIsaOHdvsYzaE6upqTJo0CUZGRhI8hj179sDS0lIqs/Rvx7868AHApUuX6FSbkpISxo0bJ7XOxYsX8cPixVJsuvLp0xHp51dv7a2iogK7d+9GWFgYzQzdu3cvpkyZAkNDQ3A4HHz77bctpm346tUr5OXlwdfXF7q6ujA2NpZKV966dYt+0b158wbW1tawsbGp019PjN9++w0GBgZSTcqfam7OmjULXC4XAQEBMDMzq7P+UFpairS0NOjr60NdXR2tW7cGg8GAUCjEw4cPaRm4GTNmIDY2Fq1ataJf2nw+H0FBQVIycK9evWpyG8Hy5csRGhpa5/KcnBzw+XyEhITQf8vKypLZsP7mzRusWLECbdq0AYvFgoeHR53p53v37sHY2BgeHh4YPHgwFi5ciJSUFEyJi2u2GW61oiI4nwU8RUVFmXXlqqoqJCUlwcTEBCdOnEDfvn3h7OxcL3swOzsbJiYmUnXbAQMGIDo6Gu7u7jLvx4EDB2BgYIDly5e3uPebSCTC4cOH6bpz//79W1TL88OHDwgPD4evr2+d/n2vX78Gm83GxYsXMX369CZbnDUFR44coV0x7t69W2+70b8Z//rA9+TJE+jo6EiMhCVYk4WFtSoMDbDp0IBKDFAblEaPHg1tbW0wGAwYGhriwIEDjXYz+HR/4plcWFiYxEwuOTkZQUFBcHV1rbOWKRAIEBQUhKSkJNy7dw9sNrtOso1IJIKvr6+Use2nmpvx8fEwMjKihbS3bdsm5Spx584djBkzBrq6uhg4cCDmzZsHNzc3ujXic1y9ehUWFhZQVFTEhAkT8PHjR5kycK6urtDV1YWmpibatGnTKBm4Dx8+gMfj1evYDgBeXl6wt7enf09OTqZNYymKwsmTJzFgwADo6OigX79+OHbsGEpLS2FgYFDnAGD37t1QV1fH+PHjJV0v0tObrfdYo6SEXwIDoampCVVVVairq4MQIsUu/eOPP+Ds7Izw8HA6SzBkyBAEBAQ02G4jvn+fympdu3YNBgYGMDExgYuLi8xB3d27d+Hi4oJ+/frVeV8ag4cPH2LmzJkwMzODi4sLVq5c2Wyi0+d49OgR2rZti4EDB9Y72E1KSsKoUaNa9NiNgdgHUVNTE+PHj//bzuNrxr8+8GVmZkJRUVGiGB0XFyde2CI9OGI6vrW1NTw8PLB7925ERUXRup18Ph/jx4//r9afDIiD3Ny5c6WC3IQJE7Bjxw6JmRxQG6yGDRsGf39/mf1U48ePR1BQEE04yMrKgpOTk8wv9aZNm+Dh4UEH6aKiIly5cgVaWlrg8/nw9vZGUFCQ1Ci4oKAAXC4X33zzDcLDw8FmszF58mR6lrBgwQJ4e3vD3d0dpqam9HaVlZUIDw8Hg8GAl5eX3ISdt2/f4tdff5WSgbO3t4eamho4HA48PT0lZOCGDBmCbt26NdiH+e2330JTU5OWfAsODsaWLVuwcOFC2NjYwN7eHhkZGVIp2GXLlknMFIHae/Px40esX78eqqqqUFJSgrKyMvz8/Gr330KGzLtUVLBv3z5MmzYNqampuHv3Ll3boigK69atA5vNxnfffSfx7CUkJCA8PLzBNh2KojBo0CCEhYVBJBKhpqYGGzZsgKqqKu1yLksEAaj9XgwdOhQODg51plTrQ1VVFbKzsxEcHAw9PT2MHj26xaW9xLhw4QKMjIyQnp5e7yz19u3b0NfXr3M2+FchLS0N1tbWYLPZyMrK+le4qjcG//rAB9SO+E+fPo2MjAx4enrC29u7RVQXXr9+TUs7hYaGStDxAwIC6JF3cXExZsyYAUtLS9jY2GDSpEnIysqSGeRSUlJkBrm6IBQKERsbi6CgIImen02bNsHKykpCjoyiKPTs2VPKZaCsrAw8Ho8mtLx9+5Zu87C3t4eBgQHmzZsnUzA6Ozsbzs7OYDKZCAoKkpp9JiQkwNPTEzY2NvD19QUArFmzBqqqqmCxWE1q1K0L4haFT2XgBgwYACUlJRgaGkJZWRmmpqbo2LEjBgwYgEmTJiEjIwNbtmzBwYMH0a9fPwQGBsLAwABJSUl0sGrbti1iY2Mxbtw4xMfHIyYmBmFhYQgODkb79u3Rtm1bKCkpwcDAAPr6+lBTU6OVXrS0tGiGp/inV69eLebp9rZjRwC19Whvb2/6WpSWliI8PBwuLi4yg87EiRMxePBgdO3atcHrWlVVhQ4dOmDSpEk4cOCAxGdhMBjYtGlTvdt///33dK1dHly/fh1JSUngcDjw9/f/4kLWO3fuBJvNlkv6LTIysl5j6b8ChYWF4HA4KCkpwe+//442bdogKirqX+OuLg8YAED+D0lcvEiIvz8hFRWN31ZdnTzZvp2kHztGtm7dSnr16kXU1dWJmZkZmTRpEr2ahYUFOXz4MGGxWOTy5cvk8uXL5NKlS+TcuXOkrKyMEEKInp4eCQoKIiNGjCA+Pj5EQUGhSR9HKBSSmJgY8vHjR5KTk0OuXLlCevbsSU6ePEns7e1rV3r5kpBNm0hVYSEpOHCAuPj5EYPOnQkZMoQkzplDampqyNq1awkhhHTp0oUcOXKEMBgMwmKxSG5uLunYsSN9vPfv35MNGzaQZcuWESMjIzJhwgTSrl07EhERQYyMjMimTZuImpoaIYSQXr16kZKSEvL8+XPi7e1Nfv/9d3Lv3j0yZswYsnTpUqnPDIBUVVWRjx8/koqKCvqnMb9/+v87d+6QiooKoqOjQy+rqqoiTCaTMJlMwmAwCEVRRCgUEqFQSBQVFYlIJCIMBoMQQkhgYCAxNjYmfD6fsNlsoq6uTv9oaGjQ/z916hRZv349yc/PJ1paWkRNTY0oKCiQ48ePk5CQEMJkMomDgwNZs2YNcXNzI8L+/Qlz584m3e9P8b53b6L144+kqqqKcDgc8uTJE/Lrr7+S2NhYEhERQRYsWEBUVFSktps5cyZ59eoVOXz4MLl9+3aDxyktLSXe3t4kNTWVUBRFkpKSSEVFBVFUVCQuLi7k4sWL9DWThcuXL5PIyEgSFhZG0tPTiZKSksTy8vJysnPnTpKVlUUeP35MBg8eTIYOHUosLS0bf1HkBAAya9YssnHjRrJv3z7i4uJS7/pnzpwh/fv3Jzdv3qSf778a79+/J66urmT+/PkkMjKSEEJIVVUVmTRpEtm/fz/ZsmUL6dChw99ybl8T/h/4ZCE8nJDc3NoxcyNBEUJ+VlIip8ePJwMHDiRjxowhZ8+eJebm5uT06dPk8uXL5OLFi+Tbb78lJiYm5O3bt8TNzU3ix9LSklAURY4fP062bdtG9u3bR9zd3Ul0dDQJDw8nOjo6jT4vgUBA+vTpQ6qrq8m1a9fIunXrSPfu3WuD/Pz5hOTl1a5YVUVvA1VVAooieYQQ3wMHCCsoiAwaNIj88MMP9DoMBoPk5OSQ3r17k0ePHpGMjAyyefNm0q5dOxIbG0usra3pIFNWVkaWLVtGXr58SYYOHUoYDAZZsWIFqaysJO/fvycACIvFIi4uLoSiKJnBqrKykqioqNQZYD7/vb5lNTU1ZODAgWTPnj3E2tqaXi4OSoTUDhry8vLI+vXrSV5eHvHy8iKhoaFk/vz5RFFRkfj7+5P79++T+/fvEwaDQSwsLGT+mJmZ0YOYQYMG0dfv3r17JDIyksyZM4f4+vqSvLw8kpOTQ+x++olMq6khKs34elYrKpJ0NTWyicMhgYGB5OzZs8Ta2ppcuHCBZGVlkZCQkDq3XbRoEXn27BnJzMwk79+/lwpEsnDz5k3SsWNHsmPHDqKpqUkCAwPJ+/fvibW1NVm9ejUJCgqqd/s3b96Q2NhYUl5eTrKzswmPxyOnT58mWVlZJDc3lwQEBJBhw4aR4OBgwmQyG309GoPKykoyZMgQ8uDBA5Kbm0t4PF696wMgPj4+JCEhgcTGxn7Rc6sPQ4YMIQoKCiQrK0tq2c8//0zi4uLI8OHDyfTp07/4Nfyq8fdNNr9StICXFqWigtM//ggWiyXpBSrKAAAgAElEQVRhb6OtrY1OnTohPj4e+vr6cqcrxczQ3r17Q1tbGxEREdi7d2+j5IooisLTp0+hra0Ne3t7FBUV4UFqKoQqKhA1UMMUEoIqRUVM+JMcQf5MYYn/r6CgQDf6i3vyjI2NYWNjAxcXF1pct1evXujXrx+cnZ2hra2N+Ph4utmdEIKoqCjs3r0bBw8exIkTJ1BYWIjff/8d9+/fx4sXL/D+/fsmE4FkITk5GaNHj5a57P79+5g2bRqMjIzg7e2NrKwseHt70y0f48aNg4aGBt2iQlEUSktLcenSJezevRvp6ekYOXIkgoODYWNjA1VVVejp6UFZWRlRUVG0DNyePXswf/58dO3aFVpaWggNDUVWVhZeFRU1+zmEqiqoFy9w/fp1TJs2DaqqqmAwGHBycsKkSZNw5MiROlOEq1atwujRo2FmZtaoFpv8/HwYGBjgxo0bePbsGXx8fLBp0yaEeniAakBjFKitfU6cOBHa2towNjaGnZ0dFi1a9Jf2/j19+hQeHh7o37+/3CnUXbt2oW3btn+rE/yuXbtgbW1dL1no6dOn6NKlC3x8fL46Q9+/Ev8PfJ8jPb35Lxw1Ncz4s44jDnxqamq0KsexY8fQ8c/aC1D70qysrMTr169RUlKCGzdu4MqVKzh16hR++eUX/Pjjj9i2bRu+++47pKWlISwsDGZmZlBRUYHtn8a74eHh6Nq1Kzp27Ah3d3c4ODjAzMwMHA4HGhoadIAS16WSVFRQ0cgesQ+EIM3UFAEBAXBxcZEI6hMnTmzQi+1TpKWlSajeEEL+UlWPx48fQ1dXV4KKX11djd27d6NLly7Q19dHYmKiBBvT1tYWRUVFAGqZe56ennK7zotEIjx+/Bj+/v4ICQlBcHAwuFwuFBUVoaamBkVFRZiZmSEgIADDhg3D3LlzUeLuDqqZfXzAf9m1YkHpgoICzJgxAz4+PtDQ0EDnzp2xYMECXLp0iX5xb9iwAYMGDULnzp1x6NChRl3brKwsWFlZ1ZJ8Cgsh6tULVQwGhMrKUt8TMStacPYs9u3bh549e4LFYtGElYULF/6lxIwrV67AxMQEc+bMkfu4VVVVsLCwaBH1oKbiwYMH4HA4DTpxALXPolhysS6vxX86/p/q/BwDBhCybVuzd3PRzo4sdHQkd+/eJQ8ePCBv374l9vb2RF1dnTx9+pSUl5cTNTU1OpWnrKwsd/pO/LtAICBFRUXk8uXL5N27d8Tf35907dqVuLi4EE1NTYn1V69eTfbs2UMKCgoI49IlwujUiahSVOM/mLo6yejVi0zYsYP+k6KiIklMTCQZGRkNbi4UCsmQIUPItm3biLGxMXny5AnR0NAg1dXVpLq6uvHn00SMGjWKaGpqkkWLFpFbt26R9evXkx9++IHY29uT+Ph4EhERQVRVVSW24XA4pKioiBgYGNBpy4kTJ5LVq1eTbt261Xu84uJikpOTQ7Zv306Ki4tJv379SHR0NAkMDCSqqqqkpqaGlJSUkPv375N79+6R+/fvE4XLl8m0Y8eIelO+ourq5OPBg2RUVhYpLCwkO3bsII6OjkRfX5/cv3+f6OvrE0IIeffuHTlx4gQ5evQoOXr0KHn16hUJCAggOjo65OnTp8TExIQ4OTmR0aNHN+rw33zzDTHIySHJT58SRmVlvWUDihBSRQhZZWFB9KdOJVFRUURLS4s8fPiQ9OnTh5iYmJCNGzcSbW3txl+HRiAnJ4eMGDGCrFmzhq6PyYOMjAxy/Phx8tNPP33Bs6sbIpGIdOrUiXTv3l2CR9AQfv31V9K/f3/i6elJVq1a9cWv71eFvzvyfnVoITbdHQcHZGZmYtOmTcjOzkZubi7y8/Nx4cIFxMfHY9y4cXj+/DnKy8tbZKZTXFyM6dOn08zQmTNn0pqhP//8MwwNDf8ryRYW1qyZxK02bRAZGYmhQ4ciMjISwcHBchm9btmyBRoaGtDS0sKuXbuQn58PGxsbKCoqQl1d/S8b2d+9exd6enrIzMxEx44dweVyMWnSJNy8ebPObUQiERQVFel7xefz8eDBA9pm6XPGnNjcePLkybC1tYWxsTHGjh2L48ePY+zYsXWmWD/F1q1b8Y2ODkSfK/o38FPNZGJvUBD4fD769OkjMRMPCQnBnj176jzmo0ePsGnTJvj5+UFZWRl6enpo06YNsrOzpWb0Y8eOxahRo2Smn0WrV6NSUbFxz5aMlqCqqiqMGjUKNjY2cokxNwUURSEtLQ3GxsZyzZg+RWlpKdhsdp0tG38F5syZg4CAgCalWT98+ID4+HhYWlo2WSbxfxH/D3yfo4X6pyBD0UOM6OhobN68+YucPkVRuHDhAhITE8HlcuHo6AhNTc3/6iq2QA0TqqqNUpS/e/cu7bY+bNgwOniInQm4XC7U1NQQGxtbb2NwS+DatWuws7ODmpoagoODsWfPHrk0G0tLS8FisQDUKrNoamrSgTohIQGxsbEQCAR0YDMxMYGNjQ1SU1NRWFgoEdTFyh51iW8DwE8//QQul1sroCxnPynFYECgrIzl9vZQVVVFmzZtYGlpCWVlZRgZGaF9+/ZwdXWFu7s7LQP38OFDmYHr2LFj6NSpE5YtW4bWrVujW7du0NLSgpubG7755hscOXIELBYLqqqq6Nq1q2QtrIU0Rj+FWBdz69atDd6rxqCyshIDBgyAm5ubpICAnBg/fjxGjhzZoufUGJw9exYGBgZNOvdPsWfPHhgYGCAtLa1F6+hfK/4f+D5HC9T4KDW1WruROuDj4yOXLmZz8fLlSxgZGaFdu3ZgsVgIDAzExT59mq0IggY+nxgCgQBDhgyBgoICHB0dpYrp8+bNQ6dOncBmsxEaGorw8PAWsRb6HO/fv8f3338PLy8vGBgYQF1dvU6Fmrpw8+ZNWFlZAaj1Q/P09ARQ++LcvXs3tLS0oKWlBVdXV8ydOxdFRUX1zmAXLlxY268nAydPngSbzZaUmrp4EQgPh0hZWao2K1BSQrWCAj6GhGCkuzs6duwooUkploE7fvw4vv32W+jr62PAgAHw9fWFoaEhVFRUYGVlJSEDN2fOHLRu3RoFBQWws7MDUFsDLSgowPTp0+Hi4gJC/uvgYGtr+1+FlrCwZmuMysLVq1dhZWWFhISEZgtMA7W2Vz4+PoiMjGySYa7YjeHvalZ/9+4dWrVqhZycnBbZX0lJCfz8/ODv798oe7P/Rfw/8H2OFpgRVRKCmQkJdapR8Hi8L/5gCQQCBAcH09qjFRUVyM7OxnFj4y8+owVqm361tLSgoaGBLVu2yFxn5MiR6NSpEzQ0NDBlyhSIRCKkpKTAxsamRcS6CwsLMXz4cOjq6qJnz5746aefEBERQcuMNQZnz56Fl5cXgFolFn9/f0RFRUFHRwcdOnTAmDFjZOqY1oXKykqYmZnh5MmTEn8X+6bJMkw+cuQI7PT1caFPHwlPt4rZs2H6pyrN7Nmz6x2xC4VCKVJPRUUFiouLcfDgQaxevRopKSkIDAykjWcJIVIycHFxcTSTV/xvmzZtgBcvmj+wqiej8PbtW/Tu3RteXl7NEpy+evUqzMzMMH369CYzMSMjI6VMiP9KDBgwoE7B+KZCKBRi7ty5MDAwwN69e+tf+cULKf1iWUzdrxH/D3yy0MwR67ugIEycOBFcLhe+vr7IysqiKcYfP36EiorKF6c9JycnIzAwULp+2EI1THTvLvO4Dx48gJOTExgMBp3+qwuhoaHw9fUFk8mUUMXIzMwEj8drkoJ/WVkZVq1aBWdnZ1hYWGDu3Ln0S/7KlSvg8/kSupLyYuvWrXByckJoaCiUlJRgZ2eH7777ToJmP378ePTt21fufW7btg0eHh70s3Djxg3weDyZL5zMzExwuVxaLk2MiooKjBo1ChoaGkhJSZHruGFhYQ2y+W7fvo1WrVoBqB2o/fzzz9i7dy8WL16MhIQEWFlZQUlJCQoKCtDU1KRNhFebmaGiuc9WAxkFiqKQnp4OHo8nc4DQEPbv399sRuOZM2dgYmLSpJliS2Dbtm2ws7Nr0rMsD86dOwcLCwsMHz5c+hgtqF/8d+H/gU8WWqhGUVNTg9zcXPTo0QMsFgvDhg3Dtm3bYG1t/UVPf/PmzbCyspKdMvxCNUyRSIQRI0ZAQUEBdnZ2cpnxOjk50X50n+tbHjx4EBwOB7t27WpwPxRF4dSpUxg4cCB0dHQQFRWFI0eOSA0uunXrhpUrVza4PzFKSkqwfPly+Pv7Q1VVFWZmZti+fTs6duyIvLw8qfUrKipgY2Mjt/SWSCSCm5sbduzYgZKSEpiammLDhg0S6wgEAowdOxZ2dnZSs+Br167BwcEB/fv3R3Z2toQkWX1YuXJlg20YT58+BY/HAwB07NixTqp+ZWUl1qxZAw8PD2hqauKgvn6LPF/UgAENfo78/Hzw+XzMnTtXroEkRVFYvHgxDA0Nm+VYQFEUvL29v1idviHcu3cPHA4HV65c+aLHeffuHQYMGAA7O7v/Cri3kH7x343/B7660AStzgoGA2/rSKM9ffoU8+fPh6GhITQ0NLBo0aIvUhs4d+4cOBwO3W8mhRaoYVYQgvI/DVaB2sK4trY21NXVpV7c9UFPTw8GBgZQUFCQufy3336DiYkJ5s+fL7Ne9urVKyxZsgT29vawtbXF4sWL67R3OnPmDMzMzBokzxQXFyMtLQ3u7u7Q19fH4MGDsW/fPqSlpSE5ORkAwOVy60yznTt3DlwuV+57e/z4cZoI87mr+du3b9G1a1cEBQVJOIZQFIWVK1eCzWZj8+bNoCgKAoEA/2HvvMOayrY2vgIJvSUkgdARUEApKjCgqKAiolgQGzIoYsU+NlQUe8desCv2htjHXsaCDWXs3rEjFhQLgtSc9/uDS66ZJBAg6Hz38nuePE+Ss88++6Scdfbaa73LxMSkzMjUUu7duwdbW9sy23z+/BkGBgYAgKioKKxZs0Zqe0xMDBo0aCDRkN22bVtJgIuKPAoHiSQC6A4ODmjQoAGaNm2KNm3aoGvXrujTpw+GDx+OoUOHwtraGvXq1cOKFSuwd+9eHDt2DJcuXcKff/6JJ0+e4N27d/j8+TN69+4NNzc3vHjxQqnvRhG7d++Gu7v7T0lWLyoqgo+PDxYsWPDDjrllyxbw+XycDA0FU0X94n8KNXl8ZZGQQDR6NFE5eUjEYhFpa9Nhf38a8+QJnTlzhkQikdymy5Yto9OnT0s0LlUpw5SRkUFeXl60atUqateunfxGmZlE1tZS0mQVJZ+I7DU0yD0ggB4+fEhPnz6lbt26UWJiImloaCjVx7dv34jH41FRURHp6upSdna23HYZGRkUHBxMHh4etHLlSlJXV6ezZ8/S2rVr6dixY9S+fXvq168f+fr6KtSCBEDNmzeniIgIioqKktl28+ZNSk5Opn379tGXL18oJCSEQkJCqGnTphKprvHjx5O+vj4NGDCAatWqRZ8/f1Z4vJiYGPrrr78oKSmpTH1KohINSisrK/L09KSTJ09K3n/69Cm1a9eO/Pz8aMmSJZLfxvv37ykqKorevn1LO3bsIHt7e8k+I0eOJF1dXZo+fXqZxwRAIpGIUlJSyNbWVm6boqIi0tbWpqKiIpozZw59/vyZJkyYQDt27KD169fT/fv36du3b5IcTENDQ7K3t6fYhw+p3ZcvZR5fGZjwcPq6YgXl5ORIHl+/fpX7+suXL3Ty5El6+vQpeXp6EpvNlmr79etX+vjxIwEgAwMD0tPTI319fdLT05N5Xt5rDQ0N6tSpEy1evJiCgoJIU1Oz3O9YlUyZMoVSUlLo999/r7R2b2XI2L+feKGhpF3J3F86f57Iw0P1A6sk/8NibUoQHU3k6VmiZXn0aImBy8v7z3Zt7RKD2KYN0fjxFOzhQWkzZpC/vz+dOXOGzMzMZLp8/vw5NWrUiMaOHUvZ2dm0a9cumj59OvXv35969epFUVFRUhczZcnLy6OQkBAaMmSIYqNHRCQUEgUFEZOcTJX52zBElO7iQh/+9S86evQoaWpqkpGREQkEAvrzzz/Jw8NDqQtBeno6mZmZUUZGBgkEAoXtzM3N6cKFCxQSEkLOzs5UXFxMBgYG1K9fP0pISCAul1vusU6fPk2vX7+mnj17ElFJwu+lS5do3759lJycLLmYbdy4kTw9PeVeUD58+EC2trZ07949cnZ2LvMcp06dSg0bNqQdO3ZQjx49FLbLy8uj9u3bU5s2bejEiRP08eNH4vF4dPHiRerSpQvFxsbSkCFDJO1PnjxJkZGRFBERQUlJSTI3GT179qSQkBCaOnVqmRdFFotF/v7+dPbsWYWGj8PhEIvFosLCQiosLKSdO3fSqlWryMHBgXR1dUlXV1eioUpUorNpb29P9X/5hbBmDbGqcGNF2tqk5uZGhoaGFdKl3bVrFw0ZMoTmzZtHvXv3JiKi+/fvU7t27ahv3740depUysvLK9OIlj7ev39Pz549k9n+/Plzys7Opr59+1JOTg4xDCNlJMsznMoYWUU3jxcvXqRVq1bRrVu3qsXoPXr0iO7fv08dO3aU+X2bb95MlZ4j5eWVXEOTklQwStVQM+NTlvfviTZtIrpzh+jTJyIul8jFhSgykuhvF+5Zs2bRpk2b6OzZs2Rubi61rVOnThQWFkZdunSRev/u3bu0YcMG2rp1Kzk7O1NUVBR17tyZdHR0yh0aAOrZsycVFxfT9u3by7woMwxDXW1tKfHlS9JV+uT/QyGbTU0BuioWk4aGBm3atInc3Nxoz549tGXLFuJwOBQREUHh4eFkbW2tsJ9Tp07R+PHj6f79++Tl5UVnz56VaSMWi+nYsWO0bt06yWeZn59Pp0+fJhsbG6XGC4C8vb1pyJAhxOfzad++fXTgwAEyNzenkJAQ6tSpE9WtW7dcY92pUycKDw+nzMxMSk1NpXXr1pXZ/saNG9S2bVtKS0uTO/svKiqiTp06kYGBAW3ZsoUGDx5M2tra5O7uTqNHj6YtW7ZQYGAgEREVFhZSbGws7dixgxITE6lFixYKz9XNzY2WL18uVS1DHmvXrqXz58/T1q1b5W5/9OgR1atXjzQ1NamwsJCKioqIiEhLS4usrKzIxsaGzp8/TywWiywsLOj48eNUq1YtlXgUSEuL6OVLmf+VMty/f59CQ0PJ19dXYvDmz58vJQxeWT5+/EiOjo507tw5cnZ2JqKS76bUMObm5iplVMt6/fXrV2KxWDKGUVNTk27cuEFeXl7k6OhY4dmqMiLjs2bNookTJ1K9evVozZo15O3tXbLhJ3+n1cLP8bD+9zN79mzY29vLpC24u7uXqQ5RUFCAvXv3IigoCFwuFwMGDJBJgP478+bNQ4MGDcqNMPv48SMMDQ3BYrFws3//iq9hqqlhIBFCQ0Px+vVreHt7w8zMDDweD3369MGpU6dw4cIFREdHw9jYGM2aNcP69evlVoDfuHEjmjdvDi0tLQwYMEBq24sXLxAXFwcLCwt4enpizZo1yM7OBsMwWLRoEczMzJRS2Pj69SvGjh0LIyMjGBkZoXHjxliwYEGlxHmbNGmCc+fOYfDgwTJrcYqYOHEigoODZb47sViM8PBwtG3bVlL89vXr19DW1oalpaXU+uyjR4/QsGFDtG/fXiYASB7z589XSj/08ePHEIlEYBgGOTk52LZtG8LDw2FhYSGloSoSidCxY0doaGhIpWoUFBRIBLdlfnfVlMenLF++fEH9+vXBZrOVCo5Slh+VrJ6fn48PHz7g+fPnuHv3Li5fvgw/Pz+0bt0aW7ZswcqVKzFv3jzExcXht99+Q79+/RAWFoZ27drBz88PHh4ecHR0hIWFBQwNDaGurg4NDQ0YGxvD2toadevWxS+//IKWLVuiY8eO+PXXXzFw4EB4eXlJvncOh4MGDRqUiCyoSL9YmdzfH0WN4atG5s2bBzs7O6lACENDQ6VzvdLT0zF9+nTY2trCxcUFixcvlhv9KBKJys1pSktLA5vNhoaGxn/klZSM0BJTiUD1SB0d3L59W9Lnp0+fYGVlhc2bNyM+Ph7169eHmZkZRo4ciZSUFCQlJSEkJASGhobo1q0bjhw5IklvmDZtGtq0aQM2m42EhAQUFhYiKSkJrVu3Bo/Hw5AhQ5CWlib3XJKTk8Hn87F//36ZbR8+fMDGjRvRrl076OvrQ09PD9HR0UpXcFeEs7Mz7ty5Az8/P0kB4fIoKCiAq6urVCFWhmEwZMgQNGnSRGIwcnJyJAWHS5PaGYbBhg0bwOfzsWLFCqXl3DIyMsDlchVWFSjN5+zVqxc4HA60tbVBVFJVQ01NDcbGxujZsyeePXsGOzs7/PXXXwAAgUCA169fyxxL7riqQblFWQoLCzFw4EA4Oztj4sSJEAqFOHLkSKX7K6U0Wf1HVokoJTExEc7OzpUutlsqgv/+/Xs8ffoUt2/fxuXLl3HixAkkJSUhMTERK1asgKenp8TwsdlscDickmC1H6Bm9aOpMXzVTHx8POzs7PDixQt8/PgR+vr6FdakFIvFOHPmDMLDw2FoaIguXbrg2LFjuHv3LgQCAS5evFjm/jt37gSLxQKPx5Odff1bEQRaWiV3Zd/9UPNYLOQRYZ+aGkY2bQo1NTUZlYhTp07B3NxcYszv37+PSZMmoVatWqhTpw6mTp2Ka9euYeXKlfDx8YGJiQmGDx+OkJAQtG3bFkSEyMhImJqaokmTJti8ebNSf/Dr16/DzMwMixYtQnp6OpYvX47mzZvDwMAAnTp1wtatW7F27Vp4eXmpRANUKBTizZs3EAgEFZKHunXrFgQCgWTmHxcXB3d3d0k5o/T0dNSvXx+9evXCx48fYW5ujhMnTqBbt26oV69epfQpAwMDsWPHDuTl5SEpKQlRUVFwcXGBnp4eiAgaGhqwtrYGj8eDsbEx+Hw+xowZIyO44OLiIrn58PHxwYULF5QfRCWioqsaAZiVlYXmzZujTZs2kt/5hQsXYG5ujkmTJlVJiqtLly5K6dGqmsePH4PP51dYaagydOnSBerq6rC3t0diYuJ/1HGqOff3Z1Bj+H4ACxcuRK1atXDo0CG4urpWqa9Pnz5hxYoVcHV1BZvNRrt27cp03Y0bNw5EhHr16pUdfp2ZWeKKiIhAfqtWOGJsjFFE6BEQIJmZhIeHg8PhyMitDR8+HF27dpUyMAzD4MqVKxg6dCiEQiG8vLywePFiXLp0CRMmTACHw5HU9Ovbt69ClRtFPHr0CDExMdDW1oampiZ+/fVXJCcnS8ZaVFQEBweHSiU4/x2GYcBms/Hq1SsYGhpW2JBOmzYNrVq1wsKFC1G7dm1JqsP169dhbm6OuXPnSvocP348NDU1MWjQoArd4RcUFODAgQPo378/rKysJCWjOBwOrK2t0b59eyxZsgQHDx5E3759YWRkBHd3d/j4+EjcrX/nl19+weXLlwEAERER2LhxY4XOW2mPAotVImhdBaP36NEjODg44LfffpMxcG/evIGfnx9atWqllLv471y+fBkWFhY/PFm9sLBQ8r/5EVy5cgXnzp2T/X3XzPhqqCyLFy+GUChEQEBAlfsqLi5G69atERYWhqFDh8LY2BgtWrTA9u3bpYrTls6oOnfurFS/YrEY48aNk9SGc3R0lJLUKi4uhqurK3R0dKTW2L59+wYnJyeFShhFRUU4fvw42rdvD01NTXA4HGhqaoLL5UJNTQ08Hg/+/v7YuHEjsrOz5fbBMAxu3ryJSZMmoW7dujA1NUV0dDSSk5PRsmVLtG3bVqoA57p16+Dn56eS2d6nT59gYGCAs2fPolGjRhXev7CwEDY2NuByuXj+/DkAYM+ePeDz+RLFmqKiIkydOhVCoRA2NjZlykUVFRXh6NGjGDhwINzd3WFgYCAxclZWVggMDIS2trbkO8rMzMSCBQtQt25d2NnZYdasWcjIyEB6ejqMjY0V3hD5+/vj1KlTAICpU6ciNja2wudelkehVOWjqH17BBobVzoh+9SpUxAKhTK5ht9TVFSEsWPHwtraGtcqoCjCMIykmO6PJjY2FkFBQT+0HqFcatb4aqgKHTp0gIGBQZUrH48ePRotWrSQrJfl5eVhx44dCAgIAI/HQ3R0NCwtLUFESrtnTp8+DYFAAA0NDcTHxwMomS1OnDhRqt2bN2/A5XJhZGQktQZ348YNKZdeKTk5OdiwYQMaNWoEkUiEMWPGYOnSpRJ9Rw0NDezatQs7duxAhw4dYGhoiLCwMPz+++/Iz8/HhQsXMHLkSNjY2KBWrVoYPXo0Ll++LHWxLiwsRN++feHu7o5Xr14hPz8fVlZWlZI8k8fjx49ha2uL5cuXo1+/fhXev3RN0sjICE+fPsX06dNhaWkpudA/f/4cvr6+aNGiBTIyMnD8+HHY29ujoKBActMwePBgNGzYEIaGhpI1GAsLCwQFBSE+Pl5iUEvp1asX+vbti9DQUBgaGiIiIkLu3Xzt2rUVrqUGBwdLqnps27atQnJsMnznUSjVGMW8eRJdx0WLFiEkJKTC3a5atQomJiY4e/asUu337dsHgUCAhIQEpQzKnj174O7u/sMrFpw7dw6mpqY/ZU1Rhp9Q0aW6qTF8P5Do6Gh07twZ1tbWePLkSaX6SExMhJ2dncIAmVu3bkFTUxNEhFq1amH58uUyteK+JysrC02bNgWLxUJQUJDUrOn06dMSYebvOXv2LAwNDSEUCqUiEKdNm4aWLVtCLBYjNTUVAwcOBJfLRXBwMA4cOCAx1NnZ2dDR0QGbzYa5uTn8/PwkkaG7d+9GdHS0RNGFz+ejf//+SEtLK/NCxTAMZs+eDUtLS8TExKBNmzblfpbKcuXKFXh6eiI6OhpLliyp0L6lNxQ3btzAtGnTYGJigoYNG0r0Q3fv3g2BQIB58+ahqKgIp06dwvDhw2FgYCAVeGJubo7AwEDMnj27TAHvp0+fYtKkSeDz+dDW1kZCQoJkPVEeAwcOVBil2rVrV+zcuZWaQRgAACAASURBVBMAcPXqVTRs2LBC514RcnNzYWpqqvRaVlFREYYNGwZHR0dJAI6yPHr0CPXq1UPPnj3LdF8WFBSgVq1aklnvj+Ljx4+wsrJSSVCOKvjy5QuYjh1/aqSuqqkxfD+Q1q1b49ChQ1ixYgWsrKwqXIHg6tWrEAgEJTXa5HDz5k2pyM3SIInSWdSpU6ekZkqTJk2SGB952oX5+fnQ09OTazhnzZoFBwcHmJmZSWSysrKyYGNjAwsLC1hbW2PatGlyq1CUrmMREZydnbFp0yYsX74c9evXh7q6OjgcDpo2bYqVK1ciNjYWNjY2qFevHubOnVtuYEliYiLU1NQqpMlZHkeOHEFQUBCaNGlSoYvgtWvXIBAIcPbsWbx9+xbe3t7g8XhYuHAhsrOzERQUBCMjI9StWxc8Hg8sFgvq6uoQiUT45ZdfoKurq1TaRl5eHrZv344WLVrA2NgYQ4cOxc2bN2FpaVmuIdm9ezeCFQQdREZGYv369QBKvtvKrG9WhPj4eISGhpbb7vPnzwgMDESrVq2kpNwqQk5ODn799Ve4uroq1JVdtGgRwlq0+KEVCBiGQefOnTFs2LBq6b88xGIxNm/ejEGDBsHLywu6urogIpyZO/enRepWBzWG7wdSp04didFKSEiApaWl0nerGRkZMDc3x4EDB+Ru3759O4gIfD5fatYGlIT4L1myBK6urrC1tUVUVBT4fD44HA5mzZpV5nEDAwPlrjeJxWK0adMGrVq1gomJCTp37gwjIyMEBgZCX19foXEGSipHlAa2lD68vb2xcuVKZGRk4P79+5g4caJUZOj27dvRt29fcLlctGjRAomJiTLnCQBz5syBv78/TE1NkZCQUOa5KUtiYiLCw8PB4/GUTou4d+8eTExMcODAAaSlpcHExAQ+Pj5wc3OTnDuLxYKJiQmaN2+OqVOnynxmUVFRiImJUXiMW7duYciQITA2NkbLli0lkZylTJgwodyKDZmZmTAwMJBbRWPQoEFSNxBGRkaVCg5RlpycHJiYmEilzPydx48fw8nJCUOGDCmz8ocyMAyDlStXQiAQyKTGfD55Eoc1NCDW0PihFQjWr18PFxcXqe/xR1JUVAQ+ny/137S0tCy54fkJkbrVRY3h+0GIxWJoaWlJlfhYvXo1LC0ty61kkJeXBy8vL4W1v8aOHQsigru7e5l35B8/foSHh4dkjahFixbYvXt3mcLN8fHxcpN2s7KyMHPmTHA4HBgYGIDL5eLGjRuSfRo2bCgTLZiRkYGVK1eidu3a+D5fKDIyUu6x5UWGxsfHY82aNWjXrh0MDQ0RHh6O48ePo7i4GJ8/f4ZAIMD9+/fx+PFj1KlTB6NGjaq0mHBRUREyMzMxf/589OvXDzwer9wZj1gsRnJyMvT19eHg4CAJPGGxWBAKhbCzswObzYaNjU2543r16hV4PJ6UqHJpVG+DBg1gaWmJuLg4PHv2TO7+Dx48gEgkKtdAuLi4yJ3xjx49GnPnzpW89vDwqFJVA2WYN28eunTpInfb+fPnYWJighUrVqj0mFeuXIGVlRViYmJKPquVK1HAZkOsjAtPhRf2R48egc/nl3nT+CPYunWr5OZMR0cHx44d+8/GmuoMNVSEjIwMCIVCmffXrVsHCwsLhar6DMMgIiIC3bp1k3vRbd26NYgI3bt3L/P4M2bMAIfDgUgkwsWLF5Gbm4stW7bAz88PAoEAI0aMkHun/eeff8LOzk4ylrNnz6JHjx4wNDREjx49sGLFCvD5fMTGxsLOzg7nz58Hj8dDnTp1MGXKFPz111+YN28efHx8wOVyER4ejq5du8LY2BilyiDKhIkXFRXh2LFj6NmzJ4yMjNCqVSssXboUc+fOhaenJ0QiEby9vdG+fXvJPllZWWjWrBk6depUqVD0FStWSAx0qQv26NGjUm1SU1MRGxuLJk2aQCAQSC4Yenp6qFWrFnR1dbFhwwa8efMGrVq1go+PDx4/fgxfX1+lFGAmTZqE8PBwuXmcygRceHl5SV+45DB8+HC5M//Jkydj8uTJktfdu3fH1q1byz1mVcjJyYFQKJS5+K9fvx4CgQAnTpyoluO+f/8eAQEBWOjggOKKBnKo4AJfUFCAhg0bYvny5So6o8pRWomhZcuWYLPZ8m+mlYjURadO/zj35vfUGL4fxMWLF+UGigAlf2pzc/MSeaC/UaqI8vcLt1gshp2dHYhI6q7871y+fBlmZmZgs9mYMmWK3DaPHz9GbGwszM3N4enpiVWrVkkCIhiGAZ/Px9ixY2Fvb4969ephyZIlUrX+Fi9ejAYNGmDw4MESuSs+nw91dXXweDwMGDAAx44dkyTERkVFwdnZGUQkyROrCLm5udi1a5ckSrZz586YPXs2tLS0YGZmBldXV8yfPx8ZGRnIz89HREQEvLy8Khwh9/LlS8laJBFBTU0Nw4cPR7NmzWBiYgI1NTWwWCzw+Xw0btwYI0aMgIODAyZNmoR+/frBxcUFz58/x+HDh2Fqaoq4uDjJ7Ouvv/6CsbGx3O+8lFevXmHSpElQV1eHnZ0dFi1aVGFX47Jly9CjR48y2xw4cAAtW7aUeX/u3LkYM2aM5PXEiROlDGF1MWfOHMmNXHFxMUaPHg17e/sK53pWlOKUFBSw2T9lHSsmJkauvN2PIjs7GxEREXB0dERaWhqKiorQoUMHpKSkKN6pnEjdfzI1hu8HsXnz5jJnZRs3boS5ubnUn/v333+HSCSSqR/24cMH6Ovrg8ViyS2ICpToVAYGBoLFYsHPz0+pIIDi4mIcOXIEnTp1gqGhIVq0aIGmTZuCw+GgcePGSElJkfvHLC4uhqenp5TGo7q6OsaMGYPatWvLGO2AgAA0atQIxsbG5Y6pPLKysiQuY01NTfTp0weLFi1CZGQkuFwuWrVqhc2bN2PChAmwsbFRXKfwb9y9exdTp04Fl8uVWu/g8Xjw8fHBmDFjcPHiRYm7Mjc3F40bN8aAAQPg5+eH4OBgZGZmYtiwYbCyspJJ+gdKjJK3t7fUzK2goABJSUlo06YNuFwu+vfvj5iYGPj7+1fqovj+/XsYGhrK1Ust5dOnT9DT05NxeS9btgyDBg2SvN60aRN+VaJAbFXJzs6GQCDA9evXERwcDH9/f/lFlVVNSAiYnxC5ePr0aZiZmSmsJVnd3LhxA/b29ujbt2+1VXT/p1Fj+H4QU6dOxYQJE8psk5iYCDMzM9y/fx8PHz6UK0d2/fp1qKurQ1NTU2FU6Lx586ChoQGhUKh0flMp6enpmDp1KszNzWFhYQGRSASBQIB69epJQvCBkty5EydOYODAgTA1NYW1tTXU1NTAZrMlM6GFCxeie/fuGDp0aMlO794Bc+figIEBzurp4bhQqJIIuYyMDPB4PFy7dg3z58+Hu7s7zM3NMXz4cMyePVsSPenr6wsjIyMZrc1Hjx5h5syZaNmyJUQiEdTV1cFiscDlclGnTh2JIVd0k1FQUIDWrVujY8eOsLe3x6hRo3D79m24urqic+fOCtNJxGIx/P39MXfuXNy/fx+jRo2CUChEkyZNsGnTJslFqKioCE5OTjh8+HClPp8OHTqUWyDY09MT586dk3pv/fr1UuuvFy9eVLrKe1UZM2YMDA0N0a9fP4XKMirl3TswPyFX7cOHD7CwsFBa/1WViMVixMfHQyAQqFTM+/8DNYbvBxEZGYm1a9eW227Lli0wMTGBjY2NTPstW7aAiCAUCuWuWV2/fh2WlpZgs9kVUtkoKirC/v370bZtW3C5XERHR0uSqxmGwYEDB6CpqQkjIyN4eHigWbNmMDIywi+//IK5c+di6tSp2L9/P27dugUjIyP07dsXOjo6qF27NrKystBWKMTbRo0ALS3Zi4sKIuQGDRqEUaNGSb137949SWSoo6Mjxo4di4kTJ8LGxgYsFgvGxsYQCoUSaa/Scxs2bJhU2odYLIauri50dHTkVlUvLi5Gt27dYGZmBh0dHaxZswarVq0Cn8/HunXrypylff36FXPmzAGbzYaxsTFiYmIUrvUeOnQITk5OlYpkTEpKgr+/f5ltYmJiZNyYO3bsQNeuXSWv3759Cz6fX+HjV5RLly7BxMQEurq61e7elDB3Loo0NKpm+CqoTsIwDEJCQjBy5MhqPDH5vH37Fq1bt4a3t7fC4Kj/ZmoM3w+iWbNmSuWAfS8L9r1A8ahRo0BE8PDwkLmY5ubmom3btmCxWPD19VV6HejJkycYP348RCIRGjVqhI0bN8q4Oj59+oQtW7ZAX18fOjo6cHJygp2dHQQCAUaPHo0///wT+vr60NLSwqlTp7B27VrUrVsXX79+LVnTW7kSxZqaKK6mCLlnz56Bx+PJPefnz59LAmtKBZpLpb3U1NTA4XBga2uLuXPnyqYp/Ht2ivBwfGvZErs1NWVmpwzDYMCAAahVq5ak3yZNmsDd3V3hBZthGFy+fBl9+vSBkZER2rdvj+joaDRo0KDMmQ3DMPDz88Pq1asr9PkAJfmYxsbGMuou33P8+HE0adJE6r2DBw9K5fgxDAM9Pb0yE+KryubNmyEQCHD06FFMnz79h7hWAaA4LKxqRq/0UQE9ytWrV8Pd3b3MqOrq4Pjx4xCJRJgwYcKPmU3/A6kxfD8IKysrpdRaxowZg+bNm2Pz5s0wNTXF7du30apVKxARIuT8qRYtWgRNTU0YGxsrFfGWn5+PnTt3okWLFuDz+fjtt99kIujevHmDhIQEtGrVCvr6+mjfvj0CAgKk5MsePnwoqXVXuranq6uL1NRUREREoGfPnmBUmPfzxx9/4NChQzLvR0ZGYtKkSUhPT8eiRYsQHBwMKysrcDgcEBEMDAzg7u6OgQMH4sCBAzh8+DB69uwJAwMDGBoawsnJCd26dYORkRFat26N36dNQ1G7diWz0HJmpzExMTAxMYGenp7kM9DS0pIp3wMA7969Q3x8PJycnODg4IA5c+ZI2jEMg4CAAEyfPr3M7+7GjRsQiUQK9UzLIjo6WmE6DFASTamrqyt143Pq1Ck0b95cqp2bmxtSU1MrfPzyEIvFGD9+PGxtbSW/x8+fP8PY2FjhLFjZfj9//oxnz57h1q1bOHv2LPbt24cNGzZg4cKFiIuLw9ChQ3He0FA1hk/JCgQPHjwAn8//T4mwH0BBQQHGjh0Lc3NznD59+ocd959IjeGrRhiGQffu3dGvXz+oq6tj7969ZboVNm/ejFq1aknkyLZt2ya5oC5YsECq7a1bt2BjYyMJIikvJ+zBgwcYOXIkBAIBmjdvjh07dkjdaT558gTx8fFo3LgxjIyMEBYWhj179kiSxA8fPizXXebr6ysV/MHhcHDhwgV0q1ULhZV1HX0XIVcqRcZms+Hi4gKgpGjr0qVL4e/vL5m5ERH09fXh6uqKfv364cCBA/8pqyKH0nQOMzMzqKuro23bttjdvDny1NSUmp0WcDgYpqGBBg0ayCTj29raApANFurVqxf++OMPue7Ply9fgs/nK9TNLCU8PBxxcXFltpFHSkoK6tSpU6brtUmTJlJrTZcvX5aJRA4NDVX5elBpPUJfX1+ZAI/JkyejR48eSE9Px507d3DhwgUcOnQImzdvxtKlSzFt2jSMHDkSvXv3RkhICPz9/VG/fn3Y2NjAyMgI6urqMDAwgJWVFdzc3NCsWTN06NABvXr1wogRIzBlyhTMmjULOyobzVmJGV9+fj7c3d2xatUqlX6OZfH48WN4enoiODi4WkUI/r9QY/iqEYZhYGZmJrkgampqwt3dXW7bUjmyUvfm+/fvoaenJwmyKL0g5uXloWPHjmCxWPDx8ZG77lRKbm4uEhMT4evrC1NTU4wbN06iFMMwDG7fvo2pU6fCzc0NQqEQ/fr1w9GjR+W6XrKzs6Gnpye1tsgwDIyMjGBgYABbW1s0bNgQbm5uOHHiBL60aFG+ASnL7dmpE7Kzs9G8eXNoaGhIPsPS57q6ujA0NISHhwf27t1baaULsViMESNGYLSeHr6pqVVonPnq6oi3tweLxYKtrS2sra0lBTxHjRolNz2kLDZs2AA3N7cyDfbz58/B4/GkAo2UgWEYODg44OrVqwrbTJ48WUopJi0tTXKzUUpMTEyZM0d55Ofn4+3bt3jw4AFSUlLw+++/Y8eOHVi5ciViYmIgFApRu3ZthIaGIiAgAJ6ennBwcACfz5eImZuYmMDZ2RmNGzdG27ZtER4ejsGDB2PixImIj4/HunXrkJSUhNOnTyM1NRVPnjzBx48flcp1HDVqFPZ6ef2wCgSjRo1Cx44df1jqwtatW8Hn87F06dKfX+nhH0KN4atmYmNjJX9ebW1tqYoBK1euRHJyMjIyMmBhYSGRTbp69SrU1dWhpaWF58+fY+/evTAxMcG4ceOgpaUFLpdbpoBtWloaBg8eDB6Ph6CgIOzbtw+FhYUQi8VISUnBmDFjYG9vDysrK4wYMQLnz59X6gLRpEkTmchGuX8kFai5F6irw+S79IhSlZcFCxYgNzcXN2/ehKmpqWrCr69dq/TslNHRgfjqVcTExEgZaH9//zKlt+TBMAzatm1b7oxu7Nix6NOnT4VPc9q0aRg8eLDC7efOnYOnp6fk9b/+9S/Y2dmhqKgIHz58kOR7BgYGYs+ePVi7di3mzZuHCRMmYNCgQejRoweCgoLg4+MDJycniEQiaGlpgcPhSIybl5cXAgMD0a1bN4SEhEBPTw9BQUFISEjAzp07cfz4cVy9ehWPHj3Cu3fvUFBQgLi4OPTu3bvC56sMT548AY/Hw7s7d35IBYITJ07AwsJCoci8Kvn69St69eqFOnXq4NatW9V+vP9P1Bi+aubhw4fgcDhQV1f/T1j/vzEzMwOHw4FAIJBEYW7cuFFyh1s6i7lz5w5MTExARAgLC5Pr1szOzsaaNWvg6ekJS0tLTJ48GS9evEBhYSFOnTqFQYMGwczMDM7OzoiNjUVqamqlCqoqFYGmgvpdRRwObvbogfnz58PPzw9aWlpQU1OT1Pxr27ZthSslKCQkpNLK8wyLhX+5uKA0wb3U7eno6FipoWRkZEiqOSji06dPEAqFShvW0nWuCxcuwMjICCdOnEBycjI2btyIRYsWIS4uDsOGDUN4eDjU1dXh4+MDFxcXmJmZSYSzeTweatWqBQcHBxgZGSE0NBR9+vTBqFGjMGPGDCxfvhxbt27F4cOHcenSJdy7dw8ZGRnIzc2V+zvbuXMn+Hy+Qu3Z7/n48SN4PF6lK5rIo6CgAG/evEGbNm3Qv39/bNu2DV9atKjWCgSZmZkwMzP7IdUeUlNT4eDggKioqP+Z3LyKUGP4fgBcLheGhoZSFbU/fPggNUNgs9kYMGAAiAi//PILGIZBQUEBunTpAhaLBQ8PD6xfvx5CoVByUSzVsiyNEOzYsSOOHDmCr1+/Yv/+/ejVqxd4PB48PT0xe/bsMlVClCElJUXG9SWXaqjYXFhYiEuXLiErKwuXL1+GpaWlaqLhVDE7VVPD9GHDsHbtWsyYMQP9+/dH//79Kz2krVu3om7dupLzYxgGOTk5ePXqFe7evYuLFy+iX79+cHV1xbJlyzB9+nSMHDkSUVFR6NSpE5o3b4769evD1tYWXC4X6urq0NfXh5WVFXR1dVG3bl3JOtfw4cMxefJkLF68GJs2bYKrqytmzpyJP//8E7dv34aBgYHUjdbLly8hEokqfW4Mw2Dy5MmwsrIqdz3zeyZOnFipWa4inJycJPmapf/DhWFh1VaBgGEYtGvXDmPHjlXZOchDLBZj4cKFEAgE2LFjR7Ue6/8zbKqh2pkzZw5ZWVmRtra25L0rV64Qi8WSvC4uLqbVq1dTr169aNOmTbRu3ToaNmwYaWhoUHJyMnXo0IGIiIyNjSkoKIh69uxJJ06coG/fvlHfvn3pypUrlJqaShs2bKCwsDBq2LAhhYSE0PTp08nS0lIl5+Hh4UHp6en09u1bMjU1VdzwyxeVHI8+fZI85XA41KhRIyIiio2Npbi4ONLU1Kz6MTZtqnIXYLFIa9cumr5/P4WHh9OIESPIyclJqk1hYSF9+vSJPn/+LHmU9fr169ckEomIzWbT58+fic1mE5fLJSMjIzIyMiIDAwN6+vQpnTx5klxcXEgkEpGzs7Nku5GRkaS9gYEBsdklf/X169fT0aNHKSkpSe65vH79mt69e0eurq5UWFhI3759IzU1Ncl2c3Nz+vTpE+Xm5pKurm6FPqe8vDyKjIykly9f0tWrV8v+Df2NESNGUO3atWnixIlkY2NToePKY+DAgTRixAgCQIWFheTs7EzDt24lWr2aaPRoom/flO9MR4coPp7Iw0Nhk4SEBHr9+jXt3bu3ymNXRGZmJkVGRtKnT5/o6tWrZGtrW23H+n/Pz7a8/7V8lwcmr45Xt27dpNavSh9169ZF7dq1oaamhkGDBknuthmGwfnz5/Hrr79CR0cHmpqamDVrFhISEtC6dWvo6+sjODgYGzZsqNaorZCQEGzZsqXsRtUw4yvl1KlTsLe3V13+kYrGukVNDZaWlrCwsICmpiZ0dXVhamoKExMTaGtrS1zapetcrVq1QteuXTFgwADExMRg9uzZknWuY8eO4ejRozA2NsaRI0cUzmz37t0LNze3ClUH//z5MwwNDRVKgF25ckUyq2cYBurq6jKftbOzc4XXL1+/fg1PT0+Eh4dXOhBp/PjxVZpJl3Ljxg3UqVNHqgKBVIUUFVcguHv3Lvh8fpXSMsrj5MmTMDMzw/jx4/9nc/MqQo3hUzXXrpWsGZWTB7aoRw+EhobKNX516tSR6HOWlsWpU6cOnJycMHHiREyfPh3Ozs5gsVho2bIldu3aVancrsqwcuVK9OzZs+xGKljjkxchxzAMfvnlF8k6X0UQi8X48uULnj9/jrS0NJw7dw779+/HCzc3lRi++/b26N69OxwdHaGnp4dffvkF3t7ekuCNnTt3VviCv2vXLtSpU0fKRf73z6NRo0bYtGlThfrt3r07Viq4WBcVFcHAwECSVqCvry8Tkdq+fXvs27dP6eOVFsWdMWNGlaIK379/L1OmqSK8ffsWffr0gVAohFAoxJw5c0BEmDNnjmxjFVUgyMvLg6urK9atW1epMZdHYWEhYmJiYG5u/sMrxf9/hgUAP2eu+V9IQkKJmyQvr+QvoggWi6ClRWNYLFrwb1cSwzCSzVwul3bt2kVr166l48ePk5+fHwmFQkpNTaX09HTq0KEDhYSEUFFREfXv358OHDhAPj4+P+AEiR4/fkxNmzaljIwMKVetFJmZRNbWRPn5lT+QlhbRy5dEAgEREQGgpKQkmjRpEu3evZuys7PLdRd+/zo7O5t0dHRk3IBj79yhxs+eVX6cpUREEG3eTERE6enptHPnTtq+fTtlZmaSm5sbZWVl0b/+9S/q3LkzRUREkK+vr5QLURHdunUjCwsLWrBggdztKSkp1LVrV3r06BHp6OgoNdTff/+dpk2bRikpKXK3t2vXjnr27EldunQhkUhEN2/eJJFIJNk+atQoMjU1pTFjxpR7rH379tGAAQNo1apVFBoaqtT4ymLcuHH05csXSkhIUHqfwsJCWrp0Kc2ZM4d69epFAoGA/vjjDzp69CgdP36cWrZsSerq6vJ3fv++xB1+506J653LJXJxIYqMlPw2y2LEiBGUkZFBu3fvVvx/qSRPnz6lsLAw4vP5tGnTJhIoMZ4a/s1PNrz/PVRCpaSAzcZ0c3O5s75atWohICAA9vb2sLS0xLBhw3Du3DkZrcbff/8dAoFAKk2iOmEYBjY2NuUXy6xCpKSYCBf+XXi2du3aEAgE4HA4kpxGJycn+Pj4oE2bNujRowcGDRqECRMmYP78+Vi7di327NmDkydP4saNG3j8+DE+fPigWOOymmanpdy7dw+xsbGwtbWFvb09AgMD4eDgAGtra8TGxpYbcPT+/XuYmpriwoULCtt07ty5Qrl1RUVFMDExUeh6W7hwoaT4cK1atWTE0FeuXFmuy5FhGMycORMWFhYqVXrJzMwEl8vFy5cvy23LMAwOHToEBwcHtGnTBg8fPsTHjx+l8mWrk6NHj8LS0lKhSHlV2L59OwQCARYvXlyTm1cJagyfKrh2rdLRYPlsNqa2by9j+Hg8HsaPH4/r16+X+8M+duyY3EoOqqa4uBhZWVno1q0bRo4ciVOnTmHv3r1Yu3Yt5s+fj9jYWAwePBg9evTA8EaNKpwQXvoo0tDApSVLkJKSgocPH+Lt27fYvHkzvLy8VP8nV0FUpzL5W6UanUOGDIFQKISLiwv8/f0hEAjg5eWFZcuWKVybTU5Ohr29vcKw9NLafmWJGfyd3377TUqC7nvS0tJQu3ZtAEC9evXw559/Sm0/ceKEjJTZ9+Tl5SE8PBweHh4VTrRXhjFjxkiVS5LH/fv3ERgYiDp16kjlvI4ePRr9+vVT+Zj+ztu3byESiWQqXlSVr1+/onfv3qhdu7ZESL6GilPj6lQFnToR7d9ftntTESwWndTXp1bZ2VJv83g8ysrKUrqbkydPUnh4OCUlJVGTJk3ktgFAX79+rZCL8Pvnubm5ZGBgQBoaGpSfn08NGzaUchv+3Y1Y5+xZslu5ktQq4PKEtjaxFiwgio6WvFdcXEx169al5cuXU0BAgNJ9KUtB27bEPnqUFDi7yobFIgoJIVIQJSmP4uJiOnXqFG3fvp0OHjxIdnZ2pKGhQffv3yc/Pz+KiIig4OBg0tLSkuwTERFBXC6Xli5dKrfPESNGUFFREa1YsUKpMaSlpVHHjh3p6dOnMi5XhmFIKBRSWloahYaG0pIlS8jb21uy/enTp+Tv708vXryQ6ffdu3cUEhJCFhYWtGnTJqXdrxXh3bt35OTkRHfu3CFzc3OpbZ8+faJp06bR1q1bacKECTR48GDS0NAgIqJnz56Rh4cH3b17V8p1q2oAUNu2bal+/fo0c+ZMlfV769Yt6t69OzVu6+ujIQAAIABJREFU3JiWLl1Kenp6Kuv7f40aw1dVVLCexWhq0vq4OErLyKBdu3ZRVlYWaWhoUEFBgVQ7AJSXl6fQUKWmptKuXbuoefPmpKmpKbM9OzubtLW1yzRW8l6XPtfX1yc1NTXKysoiW1tb+vDhg+SiohAl1z3BYtE3gBJdXGjQ7dtS2zZu3EiJiYl09uxZla+T3Lt3j0Y1bUr7Pn6kSl2idXSIzp8vM5S9LL59+0aHDh2i7du30/nz56l27dqUn59Pr169oi5dulBERAQ1btyYPn/+TC4uLrRlyxby9/eX6ScrK4scHR3pwoUL5OjoWO5xAZCbmxstX76cmjZtKrO9c+fO1KFDB9qwYQNNmjSJmjdvLtlWXFxMurq6lJ2dLZVScvv2bWrfvj1FRkZSXFycUmuYlWXUqFFUVFQkuREQi8W0bt06iouLo44dO9L06dNJKBRK7RMWFkZOTk4UFxdXbeMiIlq6dClt27aNLl68SBwOp8r9AaClS5fSzJkzacmSJRQWFqaCUf6P89Pmmv8tqGCNiNHWxnonJ7DZbEmItbq6OgICAmTWubS0tGBqagpHR0f4+PggKCgIYWFhiI6OxoQJE9C/f3/o6elhypQpOHnyJK5fv46//vqr7HWuSuDh4YHz588r1/jfEXL5LBaK/yYN9o0IxRwO0KkT9o4fDw0NDanE2/z8fFhbW1eLG/fIkSMSzc9Hv/2mskoSleXDhw9YvXq1pN6hl5cXrK2tYWNjg7i4OKxevRo2NjYKI3jnzZuHDh06KH28+fPnK0wKX7FiBSIjI9G2bVu5VTEcHBykSi8dPHjwhyZNv3nzBlwuFxkZGTh79ixcXV3RtGlThe6/K1euwNzcvNpVTG7fvg0+ny/RxK0qmZmZaNu2Lby8vFSqXPO/To3hqyoqygNL0tWVVGIofRw8eBApKSl48OAB3rx5o3Q4/NmzZyEQCHDmzJlqO+1x48YpXCNShKeNDTLHjCnJzwsOBiIi8HjgQDgLBHj58qWk5pyOjo6kPt7y5csRFBSk0rEzDIP4+Hhoa2vDzs7uPxUzVJy/VRVevnyJefPmwd3dHUKhEA0bNgSXy4VAIICvr69crce8vDxYW1srfUOSkZEBLpcrN13iwYMHsLKyQpcuXeRWYwgKCsKhQ4fAMAzmz58PMzMzXLlypeInWgWioqIkmrO7d+9WuP7LMAx8fX3LrUJfVb59+4a6detWOL1EEadOnYKZmRliYmJqcvNUTI3hqyrBwSoxfAdJNrJz1qxZ2LRpE44ePYrU1FS8evVK6T/AuXPnIBAIqi235/Tp0zIla8qCYRhoamrKrRw/Z84c+Pj4oLCwEB8+fIC+vj68vb2Rk5MDMzMzlUYFFhYWolevXtDR0UFAQICk7JIEFeVvqZLvI0PNzc0lM/+OHTsiKSlJKsF927Zt8PT0LLdMVSmBgYFyZ2kMw0AkEqFTp05yDcbQoUMxf/589O7dG25ubkpFWaqKnJwcTJw4EUZGRtDW1paJOv07SUlJcHV1rVCif2UYPHgwunXrVuUArMLCQowfPx5mZmZK1disoeLUGL6qoqIZ30s/P5iamkJTUxNEJWV3Ro0ahYiICLRq1Qpubm4QiURgs9ngcrlwdHREs2bN0KVLFwwZMgTTp0/H6tWrsX//fqSkpODp06eSaM+TJ0+q/LTz8/Ohp6endKj2u3fvYGxsLHebWCxGcHAwfvvtNwDAoUOHwOFw0L59e4SGhqpszB8/foSXlxe0tbUxevToso1DZmZJikJEBI6qq6OgW7eS1+VEb1YnpZGh7du3h5qaGmxsbGBvbw8ul4uBAwfi0qVLKC4uhoeHB7Zv365Un1u3blU4ow4PD0ezZs2wfPlymW0zZ86ESCRCx44dZW8eqgmGYbB161ZYWFigR48eePnyJYYOHSr53cijoKAA9vb21W5ADh06BGtra3z69KlK/Tx9+hTe3t4ICgqqUJRuDRWjxvBVFRXmgRUUFGDatGngcDho0KCB3MOJxWK8f/8ed+/exZkzZ7Bjxw4sXrwYEyZMQJ8+fRAcHCxZG9LS0oK2tjbU1NTg5OSEDh06oH///pg4cSKWLVuG3bt34/z583jw4AE+fvxY4TvVwMBAJCUlKdX2xo0bcHNzU7g9KysL1tbWEkWQzp07g4hw7NixCo1JEf/6178gEomgra2ttFEoxcrKqswCwj+Dfv36ISAgABERETAwMICDgwNEIhFsbW0RGRkJCwsLpVzjOTk5MDIykriWv2f9+vWoU6cO5v0tR/HevXswNTWFra2t0jPLqnLt2jX4+PigQYMGUuu9r169ApfLxdu3b+Xut2TJErRu3bpax/b69WuYmJiUmWupDDt37oRAIMDChQt/2Of6v0qN4asq1ZAH9uzZszILhioLwzD48uULdu7cCSMjI0ycOBEJCQmYMmUKoqOjERoaCl9fXzg4OMDAwAAaGhowNzdHgwYNEBQUhF69emHs2LFYsGABtm7dihMnTuDPP//E27dvUVxcjPj4eEmic3ns378fwcHBZbYpLcb7+PFjTJgwAVpaWqhdu3aVXVRnzpyBrq4uuFxumeV+FOHu7q5Sd6sqyM7Oho2NDQ4fPozc3Fzs3LkT7dq1g66uLhwcHMBms2FlZYWEhASFupylREZGYsGCBTLvP3v2DLq6upg8ebLkvVLBhLlz58LOzk7VpyXDmzdvEBkZCVNTU6xfv16uQRg8eDBGjx4t835FyzdVBrFYjFatWpVbQ7EscnJyEBUVBQcHh3/c7+y/lRrDpwqqoFKiTB0vVXDp0iUIBAIcPXpUYZu8vDy8ePEC165dw+HDh7F+/XrMmjULw4cPR1hYGJo3b466detCIBBIXK4aGhpo3rw5wsLCMGLECMyePRvr16/H4cOHcf36dbx48QL5+flYtmwZoqOjyx3n0qVL4eLiAmNjYyQnJ4PD4WDcuHGVPu/ly5dDU1MTTk5OeP36daX68Pf3/0fqIJ45cwbm5uZShq00MrRhw4ZgsViwtraGrq4uQkJCkJycLLe6+5kzZxTOxrlcLnr37g2GYbBkyRKYmpri4sWLyM/Ph4aGRrUFXeTn52Pu3LkwNjbGmDFj8OXLF4Vt09PTweVyZVyDY8aMQd++fatlfKUsXLgQPj4+lY6YvnXrFurUqYNevXr9MJdxDTWGTzVUQbmlvDpeqiQlJQUCgaDM6u3KUlRUhNevX4PH4yExMRFbtmxBfHw8xo4di169eqF169Zo0KCBJBhDQ0MDxsbG8PX1RWhoKAYNGoQpU6YgISEB+/btw8WLF/HXX3/hy5cvqF27NpycnACUKG1wOJwKq1QUFxejX79+0NTURIcOHSpdEQAAOnXqhD179lR6/+pk6NCh+PXXX+Vui4iIgK+vL+rVqwculwsLCwsYGRkhOjoaKSkpEte2WCyGpaWljEILAHh7e8PX1xcDBgxAvXr1pFy+NjY25QaWVBSGYXDgwAHY2dmhXbt20lUTyiA6Olqq1t2zZ8/A4/EqfbOjDLdu3QKfz8fTp08rvG/pjQSfz8fWrVurYXQ1lEWN4VMVldDqrO6QeHlcuXIFAoFAbm5WZQgPD8fq1avLbMMwDEJDQzF37lycO3cOu3btwrJlyzBx4kT069cPHTp0gLe3N2xtbaGjo4PSPEY7Ozu0bdsWBgYG0NXVxYIFC7Bjxw6cOXMG9+7dw/v37xVWo2/cuDE0NDQwZcqUKkfZ9enTp9xz/Fnk5OTA3t4eycnJMtvevn0LY2NjPH78GHfv3kVsbCwsLS0hEAhgbGwMGxsbTJs2DU+fPsWECROk3YX/Lqt10dYWh9XUcNrMDHlTp0q55Fu2bKmyNVigpHxPQEAAnJycKtzvixcvwOVyJbJvYWFhmDJlisrG9ndyc3Ph6OhYKaP1/v17BAcHw9PTU+U3DjUoR43hUyX/oDywsrh69SqEQiEOHjxY5b42bdqEzp07l9vO19cXZ8+eLbfd4MGDMWTIEBw5cgSGhoZYtmwZZsyYAXV1dTg6OqJLly5o2rQpHB0dweVyweFwIBKJ4ObmhlatWqFTp07Q09MDm83G8OHDcezYMdy8eRMZGRmVdsuNGTNGfumafwgXLlyAqampXK3PGTNmoEuXLpLXpZGhgwYNApfLhYmJCXR1deHi4gJDQ0N8OnFCUlZLrKkpP50jJAS4dg0DBw6UG/FZUbKysjB06FDw+XwsWbKk0t9T//79MX78eFy9ehVmZmbVmqw+YMAAhIeHV3i/M2fOwMLCAmPHjpXrdq7hx1Bj+FTNPzAPTP4wr0MoFGL//v1V6ufVq1fg8XjlBqAo4xYrdU+VrtWsX78ezs7OyMnJweLFi8Fms2VSMwoKCpCeno7U1FTEx8dDQ0MDOjo66NmzJ8LDwxEQEABXV1eYmJiAzWaDx+PByckJfn5+6NatG4YOHYoZM2Zg7dq1OHDgAK5cuYJnz55J5RvOmjULMTExlfyEfgwjR45E165dZd7Pzc2FhYUFLl++LLOtsLAQv//+O3r06AFdXV0MYrGQQyXVMZS5cTseEoIRI0ZUesxFRUVYsWIFBAIBoqOjq1xA+dmzZ+ByufD29sb69eur1FdZJCcnw9bWVqZOYVkUFhYiNjYWZmZmOH78eLWNrQblqNHqrC6qWMfrR5Camkpt2rShVatWUUhISKX7qVu3LiUmJpKHAr1KhmFIW1tbRtvx70RFRZGZmRnNmDGDiIgAUO/evUksFlNiYiI1btyY7t+/T+np6WRgYCC179q1a2nw4MHk5OREZ86cIWNjY5n+xWIxffz4kd69e0fv3r2jzMzMMp9zOBwyMTEhhmGIYRhq3bo1mZiYkFAoJBMTE6nnhoaGKtcRrQh5eXlUv359mjZtGnXt2lVq26ZNm2jt2rV08eJFhWMsWLKEaNQo0hSLlT5msaYmrXZwoMF37lR4vGfOnKHhw4cTn8+nJUuWkKura4X7kEdAQADdvn2bXr9+rbjGXhXIyMighg0bUnJystI1MJ8/f049evQgAwMDSkxMJBMTE5WPq4YK8pMNbw0/mdTUVJiYmCidjyePYcOGYdasWQq3v379GkKhsMw+Hj58CD6fL5MAnJubi3r16mHNmjXIzMyEjo4O2rRpI9kuFosxaNAgsNlshIWFqSzKkGEYfP78GY8ePcKUKVPg7e2NFStWYPLkyRg4cCBCQkLQuHFj2NvbQ19fHxoaGrCwsEDDhg3Rpk0bREZGIiYmBgsXLsS2bdtw8uRJ3L59G+/evas2BZErV67AxMREJqetuLgYrq6uir/jKgRnfWOxKuS9ePLkCUJCQmBjY4OkpCSVlpkqKCiAtbU19PX1y03hqAxisRgtWrTAtGnTlN5n9+7dEAgEiI+Pr8nN+wdRY/hqwM2bN2FiYlLpyMVDhw7B399f4farV68qTMgvpVu3bgqN54MHD8Dn83Hz5k3s2bMHbDYb27dvR25uLpo2bQoOh4P58+dXauzKcOLECbRo0aLMNt++fcPz589x9epVHDx4EOvWrcPMmTMxbNgwdO/eHf7+/nB2dgafzwebzZbU5GvRogV69OiB3377DbNnz8aGDRtw5MgR3LhxAy9fvpSSI1OGcePGISQkRMagnDhxAvb29vLXlUJCwFQyHaeYCOKQkHLH9fXrV4wfPx48Hg8zZsyQqw9aVZYuXYrAwEBERUVh0qRJKu9/3rx58PX1VerGJScnB3379oW9vT2u/+RljRpkqTF8NQAoKT5qYmIiV5C4PLKzs6GnpydXhxMo0Uosq2pAWloaTE1NywxG2LFjB+zs7PD582d07NhRkmyvpaVV7XJU169fR/369VXWX2kqSFpaGo4fP47NmzcjPj4eY8aMQc+ePREYGIj69evDzMwMHA4HRkZGqF27Npo0aYLOnTtj0KBBmDp1KlatWoV9+/bh0qVLePz4Mb5+/Yq8vDzUrVtXbrRhYGAgli5dKv3mu3eyQSwVfBRxOChUUHBWLBYjMTERZmZmiIiIwKtXr1T2OX7P98nqjx8/Bo/HU2nl8xs3bkAgEOD58+fltk1LS4OTkxN69uypsJJGDT8X9s92tdbwz8DNzY1OnDhBgYGBxDAMde/eXel99fX1qX79+vTHH39Q69atZbanp6eTpaWlwv0nTZpE48aNI11dXYVtunfvThcuXKCoqCgaPnw47d+/n969e0cPHz4kOzs7pcdaGbhcLn369Ell/bHZbBKJREoVQ2UYhj5//ix3LTI1NVXyvPRROt7IyEhKTEwka2tryVpkixYtKC4ujjw9PcnBwYG4XC49i4sjs4IC0q7C+RQWFdFMW1vK7NmTBgwYQA0bNiQWi0VXr16l4cOHE8MwtHfvXqXXxCrD7NmzqV27duTi4kJERO3ataOlS5fS5MmTq9x3bm4u9ejRg5YuXUrW1tYK2wGgFStW0NSpU2nRokX066+/VvnYNVQTP9vy1vDP4s6dOxCJRNi2bVuF9ps2bRpGjhwpd9uoUaMwd+5cudtSUlJgaWmpVIJ5fn4+bGxsoKamBkdHR6irq2PhwoUVGmdl+Ph/7d15WFT1/gfw7wyMzLDIMjCsA+oQAgoooKRGoAlczNwhEMkV0pS8+iPJrjc1NUOia+KeGU9e0lISvaY9oolK6BVRI1Tcd68KboQoy5z374+JkyOLs6Ein9fz8PTAWeZ7BuMz53s+38/nzh1YWlq2+OsYwh9//IGzZ89i7NixCAgIwIoVK/DJJ59g8uTJGDFiBBwcHGBjYwMrKysYGRlhnT6l9h77+sXFBSYmJpBIJLC3t4efnx/s7e2RmZnZ4s+2Glusfvr0aUilUq0yL5syYcIEjB49utl9ysvLMWjQIAQGBhqsFx9pORT4SAMlJSVwdHTUanHugQMH4OPj0+i26OjoJgtDv/HGG1i9evVTz89xHN5//30IhUKYmJjg119/xXvvvQeRSNTiDTqVSiWEQmGLt7UxpOrqanTr1q1BS6H65ScJCQlQKBQo79XLIIEPAweivLwcb7/9NoyNjSEUCiESifjEpOZKjumrqcXq8fHxWiWiNGbTpk1QKBTNTlnu2bMHLi4uSE5OprV5rQQFPtKo48ePw8nJCd9++61G+9fW1jZZ5b93797Yt29fg5//8ssvUCgUT83EfPToEUJDQ2FsbIylS5diy5YtcHV1xY0bN+Dq6gqFQtHidxVWVlaNNn99kR07dgy2trZ8r7y6ujocPXoUjo6OMDc3x5gxY7DT3t4gge9SSAg6duyIIUOG4OzZsygvL0dGRga8vb3Rrl07vqbrtm3bdK5r2ZjmFqvXZwrrGnQvX74MmUzWZMH42tpazJo1C46OjgatYENaHgU+0qQTJ07AyclJ447SQ4cOxbp16xr8XC6XN2jrw3EcevXq9dS7ylu3bsHNzQ0SiUQteCYnJyMyMhInTpyAsbFxo9X5Daljx46tZgrr9u3bKCgowDfffIPg4GDIZDJ4e3vDxMQEIpEITk5OMDU1RXJyMkrHj9c7ueUBY/hHu3aYMmUKTp061SCj9NKlS/j444/h7OzMFxgYOXIkDh8+rNdyBo7jEBwcjDVr1jS5z8iRIzF//nytz11XV4eQkBAsWLCg0e0XL15E7969ER4e3uiHPfJio8BHmnXy5Ek4Ozvjm2++eeq+GRkZiIyMxOzZs/HFF18gIiICEREREAgESE9PR15eHr/vtm3b0KVLl2anDw8fPgwzMzM4Ojo2yAasqalBnz59sGDBAixYsABGRkZaF7LWRkBAAA4dOtRi59dWdXU1Tpw4gc2bN+Ozzz7D2LFj0bt3b0ilUrRv3x49evTAqFGjMGfOHHTs2BGjR4+Gg4MDvvzyS3Ach5UrVyI0NBTcjRt6t9WqYgzrlyzB6NGj4eTkBFdXV4wfPx4bNmxoUI2lpKQEEydOhJWVFUQiEWQyGT744ANcuXJF6/dg8+bN6Nq1a7P/hk6cOAE7Ozutsys//fRThISENHrujRs3QiaTIS0tjdbmtVIU+MhTlZaWwtnZuckyULW1tXjrrbcgFoshEAggFAoxePBgeHl5gTEGxlRFp+tb3yiVSnTr1o1vOtuYdevWwdjYGL169Woy8eXKlStwcHDA7t274efnBzs7uxZ7xmLogsya4DgO169fx549e7By5UpMmzYNAwYMgLu7O0xMTODu7o4333wT06dPx6pVq5CXl4f//e9/De6iPv30UwgEArUPL7W1tfDy8lIVK9ejrRYnEOA/7drxiSUcx+H48eNYvHgx3nzzTVhYWMDf3x8pKSnYtWsX/7vkOA75+fkYNmwYxGIxjI2N4eHhgSVLlmgUpGpqavDKK69o9DuJiYnBwoULNX7f62vZ1k8R13vw4AESExOhUCheqA9BRHsU+IhGTp06BRcXF3z11VcNtnEch7CwMJiYmIAxhnbt2uGLL75ARkYGxGIxGGOQSCR8E9gffvgBgYGBTU5zTZ8+HUKhEBMnTnzqVNjOnTvh6OiI3377DSYmJjoVDtZEVFQU1q9f3yLnfvDgAY4ePYoNGzZg7ty5iIuLQ2BgICwsLGBra4s+ffpg3LhxSE1NRU5ODk6ePKlRgFcqlZg5cyY6deqE6dOno2/fvmp3KP/5z3/g5eWF2oICvdpqjfP1bfQZLqC6M927dy9mzZqFoKAgmJubIzw8HGlpaTh69CiUSiVqamqQk5OD4OBgGBsb8x94fvzxxyafB2ZkZCA8PFyj9/f48eOQyWQa9burqKiAQqFoUMyhuLgYXl5eiIuLa9FEHfJsUOAjGjt9+jTkcjlWrVqFwsJCKBQK3PqzTc2DBw/g4+MDoVAIsViM/fv3o7y8HCKRCEKhEFOnTgWgenbi6emp9km9/g9SbW0t+vXrByMjo2af2zxp9uzZCAkJQWZmJoRCYYsUAX733XexXI9uGkqlEhcuXMDPP/+MJUuWYPLkyejfvz/kcjnEYjG6dOmCYcOGYebMmcjMzMSBAwf0Krv1xx9/YMiQIQgODkZZWRnq6urw6quvIiMjg9+H4zj07dsXK1eu1KutVnx8fIPs0abcuXMH2dnZmDRpEhQKBWQyGWJjY7F27VpcuXIFlZWVWLVqFbp27QojIyOIxWIMHjxYrfrJvXv3IJPJGu0f2JTo6GjVkpo/2y0hLg4YOFD139RUvt3SmDFjMH78eLX3aNmyZbC1tdU40Yu8+CjwEa2cOXMGDg4OfKLEihUr+G1lZWWwsbEBY4wPZh4eHjAzM+NLVGVmZiI4OJi/k/vhhx9gbm6OQ4cOwc3NDaampjh48KBWY6qrq0P//v3x0UcfISwsDObm5gbvZv3hhx9qlCRx9+5d/Pe//8W3336Lf/zjHxgxYgR8fHwgkUjg7OyMfv36YdKkSVi8eDG2b9+Oc+fOGXyZxOXLl9GtWzeMHTtWreRZaWkppFKpWpLO4cOH4eDgoJpe1LCtVt1jQQ8A5s6di48++kinsZ4/fx6rV69GVFQUbGxs4OnpiaSkJGzduhUXLlzAnDlzIJfLIRQKYWNjg4kTJ2LixIlqwQlQzUg0V97t7Pr12NauHTgTk4bPNP/smnKlRw8Mk8v5fzvl5eUYPHgw/P39NW6IS1oHCnxEK0VFRTAzM+Of3QUEBKhtP3bsGF5//XX++71792LXrl0AVNNeHTp0UJsW8/b2BmMMAoEATk5ODQosa+rmzZtwcXFBdnY2LCwsEBYWptN5mpKamor/+7//A6B6vnTq1Cls3boVaWlpmDBhAp89aW5uDn9/f8TGxmL27Nn47rvvUFRUZPBA3JT69P60tLRGp4n/9a9/Nag3OWrUqL9qWxYWghs6FLUiEaqeDHoSCTixGDlGRrj35+8UALKyshptiaSturo6FBYW4tNPP0Xfvn1hZmaG1157DXPnzkV2djYSEhJgaWkJxhicnZ0xf/58VFRUoLa2FgKBAK6uro1PAf8Z0J/WbqmOMdSJxcDy5di7dy/kcjmmT5+udb1U8uKjwEe0kpiYCJFIhHbt2vFJKw3SuZuYTlqbmoqIiAh+t4KCAv65oEAgaDKLTlP79u2Dvb09srKyIBQK9Zqa4jgON2/exL59+/DVV18hPDwccrkcHh4eMDExQadOnRAZGYmpU6di+fLl2L17N65evWrQbgPaWr9+PWxtbbFly5Ym91EqlQgODkZ6ejr/s4sXL8LGxgZXr15FQUEBAgMDEeHvj0tTpkAZF4ef27XDvcGDgUWLgFu3EBERodbxXZMi5LqorKzEjh07MH36dPj4+MDKygouLi7o3bs33njjDYjFYv5OsP6DmIeHh/q/IR2mcKtFIsywsMD27dsNfk3kxUCBj2jt1KlTmDdvHtzc3MAY+6sZ6aFDfPfuJ6eTOLEYDxnDndBQ1X5QrY1jjEEoFMLCwgJGRkY4duyYXmNLTU1FUFAQRo0aBRMTE76pbVOqqqpQXFyMjRs3Yv78+YiPj0fPnj1hZWUFGxsb9OrVC6NHj8bIkSPRs2dPlJSUaFRe7VlSKpX4+OOP4ebmptFzr7Nnz0IqleLkyZP8z9577z0oFAo4Oztj3bp1akkw06ZNw6xZs/jvU1NTkZSUxH9/+/ZttG/fvsWD/o4dO2BlZYXY2Fg4OjrCzc0N4eHhEAgEfOBjjEGhUKjGoke7JaVE8tybRZOWQ4GP6OXIkSOqNVgaPh+CQADO1BSb+veHQCCAh4cH5s2bh7y8vCa7O2hDqVTirbfeQlJSEhwcHNCtWzfU1dXh8uXLyM3NxdKlS5GUlITw8HC4ubnBxMQEXl5eGDx4MGbMmIGvv/4a+fn5Ddaf7d69GyEhIXqPz9AePHiA6Oho9OrVS6tp4qVLlyIoKAgVFRWYN28erKysYGZmhgMHDjTY9+jRo3Bzc+ODYWFhIbp06aK2j7W1td4d1JvDcRxef/11PquY4ziUlJQgNTVVLejVf82YMUOvZRoQCIBhw1rsesjzRYGP6E+H6aQqoRC9KOs1AAATdUlEQVR/GLiHXkVFBQoLC7Fy5UpYWlrCz8+PX17h4OCAkJAQJCYmIj09Hdu2bcOZM2c0Lp915MgR+Pr6GnS8+rp27RoCAwMRFxen9V1oXV0dunbtCmtrawwfPhznz5/n+9k9ieM4+Pj48AUI6urqYGVlpRZoe/To0WjQNJScnJxGF6uXlJTwswYikQgCgQDm5uaovnJF74X5EIv5bE/ycqHAR/Sjx3QSTE3VppPqax82Vwm/trYWZ86cwbZt25Ceno53330XoaGhcHR0hKmpKfz8/BAdHY3x48fDwsICw4cPh5GREc6ePavXZV68eBFyuVyvcxhSUVER5HI5FixYoPUU47FjxxASEoLOnTvD0tISv//+OwBV8pG7u3ujy0HS0tIwbtw4/vtBgwaprWuMiYlptFydIdTU1MDDwwM7duxosO3ChQsYNWoUlixZggMHDvzV4DY1Vf/AJ5GonmuSlw4FPqIfA00nnTt3Dr6+vhCLxbCxsUFZWRny8/Px9ddfIyUlBUOGDIGXlxfEYjH/bCcpKQlLly5Fbm4uLl261KB81NKlS+Hn5wcPDw+1qTpd3L9/H2ZmZnq9VYayadMm2NraYtOmTVodd+vWLbz77ruQyWRYsWIFamtrsXr1agQEBPCFwrOzs+Hr69vgzuratWuwtrbmA8vixYuRkJDAb581axZmz56t34U1QZvF6ry4OP2CXv1XfHyLXBN5vijwEd3dvGmQ6aRPp02DSCRSe0bTvn179OzZE/Hx8Zg/fz42btyI33777a9P9BrgOA7R0dEYOXIkRCIR3n//fZ0vleM4GBkZPbWTREviOA7z58+Hi4sLioqKND6upqYGixcvhq2tLd5//321hfEcxyEiIoJv38NxHPr06dNobdbw8HD+Lq+4uBgKhYLflpmZ2SJVc3RZrA5AlU1siMA3cKDBr4k8fxT4iO4MNJ30hZMTX6WjvryZoQpOV1RUwMPDA2PGjIFQKNSrxqJUKn1qlmhLefjwIV/K7Nq1axoft2PHDnh6eiI8PBzHjx9vdJ8rV67Azs4OR48eBaDqrejs7Nwg2ejf//43IiMjAaiSiOzs7HDx4kUAQH5+PoKCgnS5tGalpKSoTbFqjO74SDMo8BHdGfCPS2VlJTZt2oRBgwZBIpHwi94Nobi4GLa2tujevTukUqnOd22vvPKK2hKAZ+XGjRt49dVXER0drXHm66lTp/Dmm2/C3d0dW7dufepzwMzMTPj6+vILwKOiohpUqqmsrFTruRgdHc3fGd64cQNSqVTLK2ve4+sLtUbP+EgzKPAR3bXQdFJLtHpZu3YtOnfuDIlEgqioKJ3O0bNnTxQUFBh4ZM377bff4ObmhtmzZ2uUxHLv3j0kJydDKpVi0aJFGlcd4TgOAwcO5Cu41K/1e3KJxJgxY/jF7ytXrkT8n3dEHMfB3Nwcd+/e1ebymhUXF4ePP/5Yt4MNNA1PWZ0vJwp8RHetbDpp7NixeP311yEQCPDTTz9pfXxERIROx+lqy5YtsLW11agrRF1dHdasWQMHBweMGzdOp+ao169fh0wm4wtC//3vf8ekSZPU9vnll1/49lKnT5+Gi4sLH5D9/Pz4Dhz6KiwshKOjo36l3oYOhZLW8ZFGUOAjumtl00n1HSS6d+8OU1NTVFZWanV8bGxsi6XsP47jOCxatAhOTk4aFezev38//P390bt3b7UuBrrIysqCt7c3Hj58iPLyctja2qpN7yqVSsjlchw7dgwcx8HFxYUv4Dx8+HBs2LBBr9cHVNcfEhKC1atX63wOpVKJpaNH44Guge+JpTbk5SJkhOhqzBi9T1FTXc08P/uMubm5MWdnZ2Zra8smTJig/9gaYWpqyjZu3MguX77MRCIRGzBggFbHW1tbs7t377bI2OpVV1ezcePGse+++44dPHiQBQUFNbnv5cuXWWxsLIuNjWXJycksPz+fBQYG6vX6sbGxzNPTk82ZM4dJpVKWkpLCUlJS+O1CoZDFx8ezdevWMYFAwPr168d++eUXxhhj7u7u7OzZs3q9PmOMbd26ld2+fZuNGzdOp+MfPHjARowYwTacO8eUqamMmZpqdwJTU8Y+/5wxPd9L8uKiwEd0J5MxFhnJmECg2/ECAbvh789O373LLl++zK5fv84qKytZQECAYcf5mM6dO7Nly5Yxc3Nzlp+fz77++muNj23pwFdWVsbCwsLY/fv3WX5+PpPL5Y3uV1VVxebOncu6d+/OPDw8WGlpKYuNjWUCXX8PjxEIBGzFihUsMzOTHTx4kE2ZMoUVFxezvXv38vvEx8ezrKwsVldXZ/DAV1tby2bMmMHS0tKYkZGR1sdfvXqVBQcHs/bt27Ndu3Yxiw8+UAUxU9On/zsVCP4KepMm6XgFpFV43recpJUzQOWWtLQ0SCQSMKZaw/f222/rXaz6aSZPnoxOnTpBJBJpXOMyPT39r4LcBlZSUoKOHTvio48+ajK5h+M4bNiwAa6uroiOjuaXErSEjRs3wsPDA1VVVfjuu+8QGBioNq4ePXrg559/xqVLl2BnZwelUok9e/bgtdde0+t1ly5dirCwMJ0KXh86dAjOzs5ITU1teHxhoeqZnVisml5/crpdLFZtp+nNNoECH9GfHt27AdUf9OHDh0MoFCIlJYV/vhUeHo5du3a1SNX/R48eITAwENbW1vD29tbomLVr1+Kdd94x+Fi2b98OOzu7ZtsoFRUV4bXXXoOfnx9fM7OlxcTEYNq0aVAqlejRoweysrL4bRkZGRg5ciQAQKFQoLi4GFeuXIGDg4POr1e/WF2XDz3ff/897OzskJOT0/yOt26pninHx6uyiePj+XZLpO2gwEcMQ4vuDI8HvXpVVVVITEzkq4o8evQIa9euhaenJwICAvD9999rXFBaUxcuXIBUKoVQKMTcuXOfuv/mzZvx1ltvGez1OY7D4sWL4eDggPz8/Eb3uXnzJiZMmAB7e3usWrXK4N3am1NeXg5HR0fs27cPe/fuhZubG18Mu6ysDJaWlrh//z4SEhKwePFiKJVKSCQSrZOG6n344YcYO3asVsdwHIc5c+bA1dW1xWcJyMuDAh8xnBaYTlIqldi6dSv69OmDTp06YdmyZQZpX1Rv69atsLS0hFAoRGlpabP75uXl6T2VV6+mpgaJiYno2rUrLly40GB7dXU10tPTYWtri2nTphl0fZw2cnJyoFAoUFlZicGDB2PRYxm4gwcPxtq1a7F+/XoMGjQIAODt7a19eTEAly5d0nqxelVVFWJiYhAUFKTT8g3SdlHgI4bXQtNJv/76K4YMGQKZTIa5c+eivLzcIMOdMWMGLCws4OTk1Oy0anFxMby8vFBRUaHX+rLbt2+jb9++GDhwICoqKhps/+mnn+Dh4YG//e1vz6VSzJPi4+MxZcoUlJaWwtbWln/fs7OzERoaihs3bsDS0hK1tbUYNGgQsrOztX6NUaNG8YvnNXH9+nX06NEDsbGxL1xjYPLio8BHWp2TJ09iwoQJsLa2RlJSUqN3TNqoqalBUFAQjIyMkJiY2Oj2zp07w8zMDIwxCAQC+Pj46PRapaWlcHd3R3JycoNpy5MnTyIyMhIeHh7PdKH809y5cwfOzs7YvXs33nvvPUydOhWAajpaKpXi4sWL6NKlCw4dOoTp06cjNTVVq/Nru1j9yJEjkMvlmDdvXot3fScvJwp8pNW6du0aUlJSYGNjg9jYWL0KW1+9ehVWVlYQCATIy8tDREQEJk+ezG/v378/hEIhGGMQi8WYN2+e1q+Rm5sLmUyGNWvWqP387t27mDZtGqRSKdLT0/l6mS+S7du3o0OHDjh37hykUinOnDkDAJg4cSLmz5+PpKQkpKamYvny5Wrtip5G28Xqmzdvhp2dHTZu3KjTdRACUOAjL4H79+8jLS0Nzs7OCAsLQ25urk53Arm5uTA2NuaXVTzef+/cuXP8kgsTExPc0nLadvny5bC3t1fLyKyrq8OqVatgb2+PhISE59b5QVPjx49HYmIiFixYgBEjRgAACgoK4OHhgR9//BERERHYuXMn+vbtq/E5t2zZgi5dujw1cYnjOCxcuBDOzs56V6chhAIfeWlUV1fjm2++gbe3N7p3747169drlQk6depUPujVT2k+bsaMGWCM8a15NFFbW4spU6bA09NTrQt8Xl4e/Pz8EBwcbLAWTC3t/v37cHV1RU5ODlxcXFBQUACO4+Du7o7c3FxYWFigtLRU40719VPI27dvb3a/R48e4Z133oG/v79unRoIeQIFPvLSqc8EDQ4ORocOHZCRkfHUTNCamhoYGRmpBT7GmFpqfmVlJSQSCbZt26bROO7evYvw8HBERETg3r17AFStdqKioiCXy7Fhw4ZW94wqNzcXcrkcy5YtQ69evcBxHD755BNMnjwZAQEB2LNnD0xMTDRKOFm2bBn69+/f7Htw8+ZN9OnTB8OHDzdoNi9p2yjwkZdaQUEBhg4dCjs7O8yZMwdlZWVN7nvmzBmEh4erBT5+QfTNm0BqKri4OFWmalycqkh3E1OeZ86cgaenJ5KSklBbW4vKykr885//hI2NDebMmdOq/4hPmjQJo0ePhp+fHzZt2oTz58/z3d0jIyPRvn17REVFYfLkyU1m3t67dw/29vZ889vG/P777+jQoQNmzZrVIq2qSNtFgY+0CaWlpUhISIC1tTWmTJmC8+fPN7nv+fPn0b17dzDGsOOTT4ChQ1VrEJ/sRFG/NnHoUFXptj/l5eXB3t4ey5cvB8dxyMrKgouLC2JiYnDp0qVncbkt6o8//kDHjh0xb948KBQKrFixotG7ZaFQyBckeNLMmTMxZsyYJl9j27ZtsLOzU6sWQ4ihUOAjbcr169cxc+ZMSKVSxMTEoKioqOmddahGs2bNGshkMuTm5qKwsBC9e/dG9+7dsW/fvmd3kc9AXl4eZDIZ2rVr1yDg1X/16dOn0WObW6zOcRy++OILODo6PvOmv6TtoMBH2qSKigqkp6fDxcUF/fv3x86dO9WfNelQf7Ta2Bj/tLPD/v37MXbsWDg4OGDNmjXPtMzYs/L99983GfAYYzAyMsLatWsbPfbxxep1dXX8+15dXY2EhAT4+vq2aAFuQgQA0LL9Hwh5cdXU1LANGzawRYsWMZFIxGbMmMGiOnRgxv37M1ZVpf35RCI2wNSUdU9IYLNmzWKWlpYtMOrn6/bt20wmkzGO45rd786dO8za2lrtZ0VFRWzgwIHs9OnTzMLCgsXExLCamhq2evVqFhUVxSwsLFhWVhazsLBoyUsgbRwFPkIYYwDYjh072KJFi9jMwkIW9vAhE+rwvwbHGHsQFsYsdu40/CBfIEeOHGGJiYmspKSEVVdXM8ZUvQ4vXLjAvLy8mK+vL/v222/VjgHA+vXrx2JjY1liYiK7fv06UygUjDHGxGIxS0hIYAsXLtSpDx8h2jB+3gMg5EUgEAjYgAED2IDAQMbJ5ToFPcZUnZ0t9u9nrKyMMTs7ww7yBeLv788KCwvZ5s2bWXx8PAPApk6dykaOHMksq6sZy8xkbNQoxu7fZ8zSkjFfX7bTyYndunWL76z+5ZdfMqVSyWpraxnHcczf35+CHnkm6I6PkMctWsTY7NmMPXqk+zkkEsbmzmXsgw8MN64X2KNHj9jNmzeZ261bjC1cyNiOHfUb+H0gkbDqR4/YvVdfZQ5ffske+fgwKysrVl1dzYyNjZlIJGI2Njbs6tWrz+kqSFtCd3yEPK64WL+gxxhjDx8y9vvvhhlPKyAWi5nb9u2MJSerrr2Rz9KChw+ZmDFmf/AgY6Gh7Mjw4aympoZ169aNDRkyhIWGhrKePXs++8GTNokCHyGPu3/fMOe5e9cw52kNVqxQBT0NkoEEAGNVVax3djZTLlvGBJMmPYMBEqJO+LwHQMgLxVBZmE9kM760Cgs1DnpqqqqYIDmZscOHW2ZchDSDAh8hj/P1ZUws1u8cEgljPj6GGc+LbuFC1fSmLh4+VB1PyDNGyS2EPO7WLcbc3PR7zicWM3b58kud1ckYo/eKtFp0x0fI42QyxiIjGRMIdDteIGBswIC28Yc8M1P/cwgEhjkPIVqgwEfIk2bOVE1X6kIiUR3fFlAGLGmlKPAR8qQePRj7/HPGTE21O87UVHVcYGDLjOtFQxmwpJWi5QyENKY+zb6ZtWk8gUB1p/f5538d1xZQBixppeiOj5CmTJrE2N69jA0dqkrCeHL6UyJR/XzoUNV+bSnoMUYZsKTVoqxOQjRRVqZKwvj9d9XUnLW16g/2mDFtI5GlMZTVSVopCnyEEN0NG8ZYTk7zU8FNEQhUd8vZ2YYfFyHNoMBHCNFdYSFjoaE69S5kpqaqKeK2kgxEXhj0jI8QojvKgCWtEGV1EkL0QxmwpJWhqU5CiGEcPqyqvbl9uyrAPV7DUyJRBcQBA1QL/OlOjzxHFPgIIYZFGbDkBUeBjxBCSJtCyS2EEELaFAp8hBBC2hQKfIQQQtoUCnyEEELaFAp8hBBC2hQKfIQQQtoUCnyEEELaFAp8hBBC2hQKfIQQQtoUCnyEEELaFAp8hBBC2hQKfIQQQtoUCnyEEELaFAp8hBBC2hQKfIQQQtoUCnyEEELaFAp8hBBC2hQKfIQQQtoUCnyEEELaFAp8hBBC2hQKfIQQQtqU/wdhseTTbXT2GAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -661,7 +721,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -671,11 +731,11 @@ " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", - " 'funds_requested': 964.7387009735636,\n", - " 'trigger': 17735090.882683326}" + " 'funds_requested': 1671.6565260937566,\n", + " 'trigger': inf}" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -701,7 +761,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -711,7 +771,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -720,13 +780,13 @@ "Text(0, 0.5, 'Amount of Honey requested(as a Fraction of Funds available)')" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -746,7 +806,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -755,13 +815,13 @@ "Text(0, 0.5, 'Amount of Conviction')" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -788,22 +848,22 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 55.73999999999998, 'participant_id')" + "Text(0.5, 55.73999999999998, 'Participant_id')" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -836,9 +896,9 @@ " cmap = plt.cm.RdYlGn,\n", " ax=ax)\n", "\n", - "plt.title('affinities between participants and proposals')\n", - "plt.ylabel('proposal_id')\n", - "plt.xlabel('participant_id')" + "plt.title('Affinities between participants and proposals')\n", + "plt.ylabel('Proposal_id')\n", + "plt.xlabel('Participant_id')" ] }, { @@ -852,14 +912,16 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ - "from cadCAD.configuration import append_configs\n", + "from cadCAD.configuration import Experiment\n", "\n", "# Create configuration\n", - "append_configs(\n", + "exp = Experiment()\n", + "\n", + "exp.append_configs(\n", " sim_configs=sim_config,\n", " initial_state=genesis_states,\n", " seeds=seeds,\n", @@ -869,7 +931,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 25, "metadata": { "tags": [] }, @@ -887,11 +949,14 @@ "by cadCAD\n", "\n", "Execution Mode: local_proc\n", - "Configuration Count: 2\n", - "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (60, 1, 1, 4)\n", + "Configuration Count: 3\n", + "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (60, 1, 1, 5)\n", "Execution Method: local_simulations\n", - "Execution Mode: parallelized\n", - "Total execution time: 71.09s\n" + "SimIDs : [0, 1, 2]\n", + "SubsetIDs: [0, 0, 0]\n", + "Ns : [0, 0, 0]\n", + "ExpIDs : [0, 0, 0]\n", + "Total execution time: 86.42s\n" ] } ], @@ -917,7 +982,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -926,7 +991,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -953,13 +1018,13 @@ " network\n", " funds\n", " sentiment\n", - " supply\n", + " effective_supply\n", + " funds_arrival\n", " simulation\n", + " subset\n", " run\n", " substep\n", " timestep\n", - " conviction\n", - " candidate_count\n", " ...\n", " funds_requested\n", " share_of_funds_requested\n", @@ -977,203 +1042,203 @@ " \n", " 4\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", - " 4868.02\n", + " 4867.50\n", " 0.60\n", " 22392.22\n", + " 0.29\n", + " 0\n", " 0\n", " 1\n", " 4\n", " 1\n", - " []\n", - " 0\n", " ...\n", - " [964.7387009735636, 1848.1697852620496, 1253.0...\n", - " []\n", - " [0.19817907212288294, 0.37965572729606656, 0.2...\n", - " []\n", - " []\n", - " []\n", + " [1671.6565260937566, 1944.3791991826024, 2177....\n", + " [0.1131283127104601, 0.4776341120726794]\n", + " [0.3434325991383445, 0.399461965817948, 0.4473...\n", + " [59352.21276113208, inf]\n", + " [0.006034361745133491, 0.0]\n", + " [1, 1]\n", " [1, 1, 1, 1, 1, 1, 1]\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n", - " [20008819.522014346, inf, inf, 56451.973362751...\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n", + " [0.0, 0.0, 0.0, 358.15272217479924, 323.890220...\n", + " [inf, inf, inf, 59352.21276113208, inf, inf, 1...\n", + " [0.0, 0.0, 0.0, 0.006034361745133491, 0.0, 0.0...\n", " \n", " \n", " 8\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", - " 4870.89\n", + " 4867.60\n", " 0.60\n", " 22392.22\n", + " 0.10\n", + " 0\n", " 0\n", " 1\n", " 4\n", " 2\n", - " []\n", - " 0\n", " ...\n", - " [964.7387009735636, 1848.1697852620496, 1253.0...\n", - " []\n", - " [0.19806214826264865, 0.3794317338505428, 0.25...\n", - " []\n", - " []\n", - " []\n", - " [2, 2, 2, 2, 2, 2, 2, 1, 1, 1]\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [nan, nan, nan, nan, nan, nan, nan, 2120.69218...\n", - " [nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, ...\n", + " [1671.6565260937566, 1944.3791991826024, 2177....\n", + " [0.11312598437087308, 0.47762428169171994]\n", + " [0.3434255308130342, 0.39945374432956693, 0.44...\n", + " [59343.15532804561, inf]\n", + " [0.011316155171822826, 0.0]\n", + " [2, 2]\n", + " [2, 2, 2, 2, 2, 2, 2, 1]\n", + " [0.0, 0.0, 0.0, 671.5363540777486, 607.2941638...\n", + " [nan, nan, nan, 59343.15532804561, inf, nan, n...\n", + " [nan, nan, nan, 0.011316155171822826, 0.0, nan...\n", " \n", " \n", " 12\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", - " 4870.99\n", + " 4868.17\n", " 0.60\n", " 22392.22\n", + " 0.57\n", + " 0\n", " 0\n", " 1\n", " 4\n", " 3\n", - " []\n", - " 0\n", " ...\n", - " [964.7387009735636, 1848.1697852620496, 1253.0...\n", - " []\n", - " [0.19805814218066237, 0.3794240593168303, 0.25...\n", - " []\n", - " []\n", - " []\n", - " [3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 1, 1, 1]\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [nan, nan, nan, nan, nan, nan, nan, nan, nan, ...\n", - " [nan, nan, nan, nan, nan, nan, nan, nan, nan, ...\n", + " [1671.6565260937566, 1944.3791991826024, 2177....\n", + " [0.11311263200004616, 0.4775679072295611]\n", + " [0.34338499596098976, 0.3994065964125596, 0.44...\n", + " [59339.97441911249, inf]\n", + " [0.015937772829376525, 0.0]\n", + " [3, 3]\n", + " [3, 3, 3, 3, 3, 3, 3, 2, 1]\n", + " [0.0, 0.0, 0.0, 945.7470319928292, 855.2726140...\n", + " [nan, nan, nan, 59339.97441911249, inf, nan, n...\n", + " [nan, nan, nan, 0.015937772829376525, 0.0, nan...\n", " \n", " \n", " 16\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", - " 4872.08\n", + " 4868.52\n", " 0.60\n", " 22392.22\n", + " 0.35\n", + " 0\n", " 0\n", " 1\n", " 4\n", " 4\n", - " []\n", - " 0\n", " ...\n", - " [964.7387009735636, 1848.1697852620496, 1253.0...\n", - " []\n", - " [0.19801376320743033, 0.37933904160442217, 0.2...\n", - " []\n", - " []\n", - " []\n", - " [4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 2, 2, 2, 1, 1, 1]\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [nan, nan, nan, nan, nan, nan, nan, nan, nan, ...\n", - " [nan, nan, nan, nan, nan, nan, nan, nan, nan, ...\n", + " [1671.6565260937566, 1944.3791991826024, 2177....\n", + " [0.11310448685868632, 0.4775335179836871]\n", + " [0.3433602691087939, 0.3993778354940812, 0.447...\n", + " [59321.73774141947, inf]\n", + " [0.01998730010804558, 0.0]\n", + " [4, 4]\n", + " [4, 4, 4, 4, 4, 4, 4, 3, 2, 1]\n", + " [0.0, 0.0, 0.0, 1185.681375168525, 1084.771104...\n", + " [nan, nan, nan, 59321.73774141947, inf, nan, n...\n", + " [nan, nan, nan, 0.01998730010804558, 0.0, nan,...\n", " \n", " \n", " 20\n", " (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...\n", - " 4872.73\n", + " 4869.75\n", " 0.60\n", " 22392.22\n", + " 1.23\n", + " 0\n", " 0\n", " 1\n", " 4\n", " 5\n", - " []\n", - " 0\n", " ...\n", - " [964.7387009735636, 1848.1697852620496, 1253.0...\n", - " []\n", - " [0.19798740337405313, 0.3792885435290955, 0.25...\n", - " []\n", - " []\n", - " []\n", - " [5, 5, 5, 5, 5, 5, 5, 4, 4, 4, 3, 3, 3, 2, 2, ...\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [nan, nan, nan, nan, nan, nan, nan, nan, nan, ...\n", - " [nan, nan, nan, nan, nan, nan, nan, nan, nan, ...\n", + " [1671.6565260937566, 1944.3791991826024, 2177....\n", + " [0.11307595030892517, 0.4774130350623014]\n", + " [0.34327363843942293, 0.399277071450208, 0.447...\n", + " [59310.61722951841, inf]\n", + " [0.023530760437823733, 0.0]\n", + " [5, 5]\n", + " [5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1]\n", + " [0.0, 0.0, 0.0, 1395.6239254472584, 1285.58228...\n", + " [nan, nan, nan, 59310.61722951841, inf, nan, n...\n", + " [nan, nan, nan, 0.023530760437823733, 0.0, nan...\n", " \n", " \n", "\n", - "

5 rows × 30 columns

\n", + "

5 rows × 33 columns

\n", "" ], "text/plain": [ " network funds sentiment \\\n", - "4 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4868.02 0.60 \n", - "8 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4870.89 0.60 \n", - "12 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4870.99 0.60 \n", - "16 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4872.08 0.60 \n", - "20 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4872.73 0.60 \n", + "4 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4867.50 0.60 \n", + "8 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4867.60 0.60 \n", + "12 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4868.17 0.60 \n", + "16 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4868.52 0.60 \n", + "20 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4869.75 0.60 \n", "\n", - " supply simulation run substep timestep conviction candidate_count \\\n", - "4 22392.22 0 1 4 1 [] 0 \n", - "8 22392.22 0 1 4 2 [] 0 \n", - "12 22392.22 0 1 4 3 [] 0 \n", - "16 22392.22 0 1 4 4 [] 0 \n", - "20 22392.22 0 1 4 5 [] 0 \n", + " effective_supply funds_arrival simulation subset run substep \\\n", + "4 22392.22 0.29 0 0 1 4 \n", + "8 22392.22 0.10 0 0 1 4 \n", + "12 22392.22 0.57 0 0 1 4 \n", + "16 22392.22 0.35 0 0 1 4 \n", + "20 22392.22 1.23 0 0 1 4 \n", "\n", - " ... funds_requested \\\n", - "4 ... [964.7387009735636, 1848.1697852620496, 1253.0... \n", - "8 ... [964.7387009735636, 1848.1697852620496, 1253.0... \n", - "12 ... [964.7387009735636, 1848.1697852620496, 1253.0... \n", - "16 ... [964.7387009735636, 1848.1697852620496, 1253.0... \n", - "20 ... [964.7387009735636, 1848.1697852620496, 1253.0... \n", + " timestep ... funds_requested \\\n", + "4 1 ... [1671.6565260937566, 1944.3791991826024, 2177.... \n", + "8 2 ... [1671.6565260937566, 1944.3791991826024, 2177.... \n", + "12 3 ... [1671.6565260937566, 1944.3791991826024, 2177.... \n", + "16 4 ... [1671.6565260937566, 1944.3791991826024, 2177.... \n", + "20 5 ... [1671.6565260937566, 1944.3791991826024, 2177.... \n", "\n", - " share_of_funds_requested \\\n", - "4 [] \n", - "8 [] \n", - "12 [] \n", - "16 [] \n", - "20 [] \n", + " share_of_funds_requested \\\n", + "4 [0.1131283127104601, 0.4776341120726794] \n", + "8 [0.11312598437087308, 0.47762428169171994] \n", + "12 [0.11311263200004616, 0.4775679072295611] \n", + "16 [0.11310448685868632, 0.4775335179836871] \n", + "20 [0.11307595030892517, 0.4774130350623014] \n", "\n", - " share_of_funds_requested_all triggers \\\n", - "4 [0.19817907212288294, 0.37965572729606656, 0.2... [] \n", - "8 [0.19806214826264865, 0.3794317338505428, 0.25... [] \n", - "12 [0.19805814218066237, 0.3794240593168303, 0.25... [] \n", - "16 [0.19801376320743033, 0.37933904160442217, 0.2... [] \n", - "20 [0.19798740337405313, 0.3792885435290955, 0.25... [] \n", + " share_of_funds_requested_all \\\n", + "4 [0.3434325991383445, 0.399461965817948, 0.4473... \n", + "8 [0.3434255308130342, 0.39945374432956693, 0.44... \n", + "12 [0.34338499596098976, 0.3994065964125596, 0.44... \n", + "16 [0.3433602691087939, 0.3993778354940812, 0.447... \n", + "20 [0.34327363843942293, 0.399277071450208, 0.447... \n", "\n", - " conviction_share_of_trigger age \\\n", - "4 [] [] \n", - "8 [] [] \n", - "12 [] [] \n", - "16 [] [] \n", - "20 [] [] \n", + " triggers conviction_share_of_trigger age \\\n", + "4 [59352.21276113208, inf] [0.006034361745133491, 0.0] [1, 1] \n", + "8 [59343.15532804561, inf] [0.011316155171822826, 0.0] [2, 2] \n", + "12 [59339.97441911249, inf] [0.015937772829376525, 0.0] [3, 3] \n", + "16 [59321.73774141947, inf] [0.01998730010804558, 0.0] [4, 4] \n", + "20 [59310.61722951841, inf] [0.023530760437823733, 0.0] [5, 5] \n", "\n", - " age_all \\\n", - "4 [1, 1, 1, 1, 1, 1, 1] \n", - "8 [2, 2, 2, 2, 2, 2, 2, 1, 1, 1] \n", - "12 [3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 1, 1, 1] \n", - "16 [4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 2, 2, 2, 1, 1, 1] \n", - "20 [5, 5, 5, 5, 5, 5, 5, 4, 4, 4, 3, 3, 3, 2, 2, ... \n", + " age_all \\\n", + "4 [1, 1, 1, 1, 1, 1, 1] \n", + "8 [2, 2, 2, 2, 2, 2, 2, 1] \n", + "12 [3, 3, 3, 3, 3, 3, 3, 2, 1] \n", + "16 [4, 4, 4, 4, 4, 4, 4, 3, 2, 1] \n", + "20 [5, 5, 5, 5, 5, 5, 5, 4, 3, 2, 1] \n", "\n", " conviction_all \\\n", - "4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] \n", - "8 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "12 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "16 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "20 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "4 [0.0, 0.0, 0.0, 358.15272217479924, 323.890220... \n", + "8 [0.0, 0.0, 0.0, 671.5363540777486, 607.2941638... \n", + "12 [0.0, 0.0, 0.0, 945.7470319928292, 855.2726140... \n", + "16 [0.0, 0.0, 0.0, 1185.681375168525, 1084.771104... \n", + "20 [0.0, 0.0, 0.0, 1395.6239254472584, 1285.58228... \n", "\n", " triggers_all \\\n", - "4 [20008819.522014346, inf, inf, 56451.973362751... \n", - "8 [nan, nan, nan, nan, nan, nan, nan, 2120.69218... \n", - "12 [nan, nan, nan, nan, nan, nan, nan, nan, nan, ... \n", - "16 [nan, nan, nan, nan, nan, nan, nan, nan, nan, ... \n", - "20 [nan, nan, nan, nan, nan, nan, nan, nan, nan, ... \n", + "4 [inf, inf, inf, 59352.21276113208, inf, inf, 1... \n", + "8 [nan, nan, nan, 59343.15532804561, inf, nan, n... \n", + "12 [nan, nan, nan, 59339.97441911249, inf, nan, n... \n", + "16 [nan, nan, nan, 59321.73774141947, inf, nan, n... \n", + "20 [nan, nan, nan, 59310.61722951841, inf, nan, n... \n", "\n", " conviction_share_of_trigger_all \n", - "4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] \n", - "8 [nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, ... \n", - "12 [nan, nan, nan, nan, nan, nan, nan, nan, nan, ... \n", - "16 [nan, nan, nan, nan, nan, nan, nan, nan, nan, ... \n", - "20 [nan, nan, nan, nan, nan, nan, nan, nan, nan, ... \n", + "4 [0.0, 0.0, 0.0, 0.006034361745133491, 0.0, 0.0... \n", + "8 [nan, nan, nan, 0.011316155171822826, 0.0, nan... \n", + "12 [nan, nan, nan, 0.015937772829376525, 0.0, nan... \n", + "16 [nan, nan, nan, 0.01998730010804558, 0.0, nan,... \n", + "20 [nan, nan, nan, 0.023530760437823733, 0.0, nan... \n", "\n", - "[5 rows x 30 columns]" + "[5 rows x 33 columns]" ] }, - "execution_count": 24, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1184,22 +1249,22 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1216,22 +1281,22 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 26, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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oLS3lrrvu4sYbb+SOO+6grKyMbdu2UVZWxvr163n44YeZO3cuu3btYu3atZx//vncfvvtQDTExE9/+lMKCgooKSlpGHTuqaee4pZbbiE3N5eePXvyyiuvHNTTBAp9EUmTlStXcuutt/KnP/2J3r17U1VVhZnx+uuvY2b86le/4vbbb+ff/u3fAHjnnXdYtGgRO3fu5IQTTuDb3/42y5Yt4/HHH6eiooLa2lpGjBjREPoJu3fv5vLLL+fll1/m+OOPZ+rUqQ3LTjzxRF599VXy8vJYsGABN9xwA3PmzGHmzJmUl5c3jPN/ww03MHbsWB588EGqq6sZNWoUX/jCFzjssMP269fcuXOZNGkSFRUVLT4GFRUVLF26lO7du3PCCSdw9dVXk5eXx80338ySJUvo2bMnY8aMYfjw4UD038u8efMYMGAA1dXVbX7skyn0ReImhSPyjvDyyy9z4YUX0rt3bwCOPvpoli9fztSpU9m8eTN79uyhuLi4of65555L9+7d6d69O3379uWDDz7g1Vdf5fzzz+fQQw8F4Etf+tJ+23nnnXcoLi5m0KBBAFx88cXMmjULgB07djBt2jRWr16NmVFTU9NkW1966SXmzp3b8HnB7t272bBhw0GPX3T22WfTs2dPAAYPHsx7773Htm3bOOuss+jTpw8AU6dO5a9//SsAp59+OpdeeilTpkzhy1/+8kFtO0Ef5IpIxlx99dVcddVVLF++nAceeOCA4+rX1tYe9PZuvPFGxowZw4oVK3juuecabS+ZuzNnzhwqKiqoqKhoVeAn/1bAvutvbZ/uv/9+br31VjZu3MjIkSPZvn17Sm04EIW+iKTF2LFjeeqppxqCq6qqih07djBgwAAAZs+e3eI6zjzzTH7729/y8ccfs3PnTp577rn96px44omsX7+etWvXAvDYY481LEve3sMPP9xQfsQRR7Bz586G+fHjx3PXXXc1DOG8dOnSlPtZVFTEkiVLAHj66adbrD969Gj+8Ic/sH37dmpqanjqqacalq1du5bRo0czc+ZM+vTpw8aNG1NuR3MU+iKSFkOGDOGHP/whn//85ykpKeFf//VfmTFjBhdeeCEjR45sOO1zICNGjGDq1KmUlJQwYcIETjnllP3q5OfnM2vWLM4991xGjBhB3759G5b94Ac/YPr06QwfPrzRUfaYMWN4++23KS0t5YknnuDGG2+kpqaGYcOGMWTIEG688caU+/m9732P++67j+HDh7Nt27YW6/fv358ZM2Zw2mmncfrppzf6j+L73/8+J598MkOHDuWzn/0sJSUlKbejORpPXyQGNJ5+16Xx9EVEpFm6ekdEJAXz5s3juuuua1RWXFzMM888k6EWtU2LoW9mA4FHgH6AA7Pc/RdmdjTwBFAErAemuPuHZmbAL4CJwC7gUnd/K6xrGvC/w6pvdfeWP7kRkXbh7kQvT2mL8ePHM378+Ew3o5G2nJ5P5fROLfBddx8MnApcaWaDgeuBhe4+CFgY5gEmAIPC3xXAfQDhTeJmYDQwCrjZzI5qdYtFpNXy8/PZvn17m0JCOid3Z/v27eTn57fqfi0e6bv7ZmBzmN5pZquAAcBk4KxQbTbwe+C6UP6IR3vX62ZWYGb9Q9357l4FYGbzgXOAvddTiUiHKCwspLKykq1bt2a6KdKO8vPzKSwsbNV9WnVO38yKgOHAG0C/8IYA8D7R6R+I3hCSLyatDGXNle+7jSuI/kPgmGOOaU3zRKQZ3bp1a/RtV4mvlK/eMbPDgTnAte7+9+Rl4ai+Xf5vdPdZ7l7m7mWJryWLiEj7SCn0zawbUeA/6u6/CcUfhNM2hNstoXwTMDDp7oWhrLlyERFJkxZDP1yN82tglbv/e9KiucC0MD0NeDap/BsWORXYEU4DzQPGmdlR4QPccaFMRETSJJVz+qcDlwDLzSwxdugNwM+AJ83sMuA9YEpY9gLR5ZpriC7Z/CaAu1eZ2Y+AN0O9mYkPdUVEJD00DIOISBejYRhERARQ6IuIxIpCX0QkRhT6IiIxotAXEYkRhb6ISIwo9EVEYkShLyISIwp9EZEYUeiLiMSIQl9EJEYU+iIiMaLQFxGJEYW+iEiMKPRFRGJEoS8iEiMKfRGRGFHoi4jEiEJfRCRGFPoiIjGi0BcRiRGFvohIjCj0RUQ6o7raDlltXoesVURE9ldXC17XuKy+Dj58Fz5Y2fjv+LEw+Z52b4JCX0Sko/2tAt64H1bMgbo9zdfL6QZ9ToDiz0HRmR3SFIW+iEhHqKuFd56Pwn7D/4Nuh0HpRVAwcP+6Bf8AfQdD70GQ261Dm6XQFxFJVcVjsPiB1OrufB92boaCY2Dcj2H4xdCjoGPblwKFvohIqv50F+zaDv2HtVy34Bg4eQqcMAFycju+bSlS6IuIpOLvm2HLSvjCDDjjXzLdmjbTJZsiIqlYtyi6Pe7szLbjICn0RURSsWYhHNYX+g3NdEsOSouhb2YPmtkWM1uRVHa0mc03s9Xh9qhQbmb2SzNbY2bLzGxE0n2mhfqrzWxax3RHRKQD1NdHR/rHjYWc7D5WTqX1DwPn7FN2PbDQ3QcBC8M8wARgUPi7ArgPojcJ4GZgNDAKuDnxRiEi0ultrog+wD0+u0/tQAqh7+6vAFX7FE8GZofp2cB5SeWPeOR1oMDM+gPjgfnuXuXuHwLz2f+NRESkc1q7MLo9dkxm29EO2vp/Sj933xym3wf6hekBwMakepWhrLlyEZHOb83L0L8EDu+T6ZYctIM+OeXuDng7tAUAM7vCzMrNrHzr1q3ttVoRkbbZ/XeoXJz1V+0ktDX0PwinbQi3W0L5JiD5O8aFoay58v24+yx3L3P3sj59sv9dVUSy3LuvQH1tlzifD20P/blA4gqcacCzSeXfCFfxnArsCKeB5gHjzOyo8AHuuFAmItK5rV0IhxwOhaMy3ZJ20eI3cs3sMeAsoLeZVRJdhfMz4Ekzuwx4D5gSqr8ATATWALuAbwK4e5WZ/Qh4M9Sb6e77fjgsItK5uEfX5xefCXmHZLo17aLF0Hf3rzWzaL//dcL5/SubWc+DwIOtap2ISCZVrYPq9+CzV2e6Je0mu79lICLSkdaESzWPG5vZdrQjhb6ISHPWLoSjiqDXcZluSbtR6IuINKV2D7z7ape5VDNBoS8i0pSNb0DNR13mUs0EjacvIunx0TbY9BZsWgIfrIh+GnDQeCg8BXIPMor2fATVG2nH74nCymcgJw+KPtd+6+wEFPoi0nE+WAmv3QkbF0dXwQBgcHQx/PXFaFmPo6JTKJ8ZD0cVp7beXdvhg+Xw/gp4f3l0lU17Bn5C0ecg/8j2X28GKfRFpP19shN+/zN4/T7ofng0UNkp/wQDRkZj2HQ/HD6uhrUvw+qXYPV8WPF067dzVFE0vv2wKdDr+Pb/WcLCU9p3fZ2AQl9E2o97dFpk3g3Rj4KPmBb9vOChR+9ft0cBDP1y9FdfH4YvTvE7m92PgL4ndbmj8HRQ6ItI63z8YXT9+pZV+y+rfBPe/QN8ahhM+S8YmOKRck4ODBjRcj05aAp9kWzmHXAeu6ltbH0HVs+Dv74UXdXidYCB7XMBYH5PmPBzOOWy9j/VIu1CoS+SrcofhN99LwRwmnzqZDjjX6IPXQeMVLBnIYW+SDb6aBvMvxk+PRwGfbHjt3dE/2g7R36647clHUqhL5KN/nBbdG36efdCnxMy3RrJIvpGrki22bY6OrUz8lIFvrSaQl8k2yyYAXk94KzpmW6JZCGFvkg2Wf9HeOd5OOPaLvEj3ZJ+Cn2RbFFfDy/9bzhyAJz6z5lujWQpfZArki1W/gb+9hacdz8ccmimWyNZSkf6ItmgZjcsuCW6Tn7Y1Ey3RrKYjvTjqPaT6MPAqnWZbomk6qNtsGMDTJ4bDVkg0kYK/bipq4U5/wSr5kZHjft+jV46rzP+BY79fKZbIVlOoR8n7vD8NVHgn/MzOPXbmW6RiKSZDvPiwh3m/RCW/jd8/noFvkhMKfTj4pWfw+v3wOhvwVnXZ7o1IpIhOr2TSR9Xw47Kjt/OmgWw6MdQ8nUY/1Mw6/htikinpNDPlF1VcM8o+GhrerZ34iT40l268kMk5hT6mfKH26Mfd558D3Tv4J98y8uHY8+CXD3dInGnFMiEqnXw5q9g+CUw/OJMt0ZEYkT/62fCglsg9xAYc0OmWyIiMaPQT7eNi+Ht38Jnr4YjPpXp1ohIzCj008k9GiXx8H5R6IuIpJlCP51WPQcb34hO63Q/PNOtEZEYSnvom9k5ZvYXM1tjZvH5llBdTTTIWZ8ToVQf3opIZqQ19M0sF7gHmAAMBr5mZoPT2YaMKX8IqtbCF2fq0kkRyZh0p88oYI27rwMws8eBycDb7bqVD1bC0//Yrqs8aNUboOhzMGhcplsiIjGW7tAfAGxMmq8ERidXMLMrgCsAjjnmmLZtJS8f+pzQtvt2lP6lcNZ1GgJBRDKq051ncPdZwCyAsrIyb9NKeh0HUx5pz2aJiHQJ6f4gdxMwMGm+MJSJiEgapDv03wQGmVmxmR0CfBWYm+Y2iIjEVlpP77h7rZldBcwDcoEH3X1lOtsgIhJnaT+n7+4vAC+ke7siIqJv5IqIxIpCX0QkRhT6IiIxotAXEYkRc2/b95/Swcy2Au+lULU3sK2Dm5NO6k/n1ZX6Al2rP12pL3Bw/fkHd+/T1IJOHfqpMrNydy/LdDvai/rTeXWlvkDX6k9X6gt0XH90ekdEJEYU+iIiMdJVQn9WphvQztSfzqsr9QW6Vn+6Ul+gg/rTJc7pi4hIarrKkb6IiKRAoS8iEiNZH/rZ/kPrZvagmW0xsxVJZUeb2XwzWx1uj8pkG1NlZgPNbJGZvW1mK83smlCerf3JN7PFZvbn0J9bQnmxmb0R9rknwjDhWcHMcs1sqZk9H+azuS/rzWy5mVWYWXkoy9Z9rcDMnjazd8xslZmd1lF9yerQ7yI/tP4wcM4+ZdcDC919ELAwzGeDWuC77j4YOBW4Mjwf2dqfT4Cx7l4ClALnmNmpwG3Ane5+PPAhcFkG29ha1wCrkuazuS8AY9y9NOl69mzd134BvOjuJwIlRM9Rx/TF3bP2DzgNmJc0Px2Ynul2taEfRcCKpPm/AP3DdH/gL5luYxv79Szwxa7QH+BQ4C2i33TeBuSF8kb7YGf+I/qluoXAWOB5wLK1L6G964He+5Rl3b4G9ATeJVxY09F9yeojfZr+ofUBGWpLe+rn7pvD9PtAv0w2pi3MrAgYDrxBFvcnnA6pALYA84G1QLW714Yq2bTP/QfwA6A+zPcie/sC4MBLZrbEzK4IZdm4rxUDW4GHwqm3X5nZYXRQX7I99Ls8j97ms+q6WjM7HJgDXOvuf09elm39cfc6dy8lOkoeBZyY4Sa1iZlNAra4+5JMt6UdneHuI4hO715pZmcmL8yifS0PGAHc5+7DgY/Y51ROe/Yl20O/q/7Q+gdm1h8g3G7JcHtSZmbdiAL/UXf/TSjO2v4kuHs1sIjoFEiBmSV+dS5b9rnTgS+Z2XrgcaJTPL8gO/sCgLtvCrdbgGeI3pSzcV+rBCrd/Y0w/zTRm0CH9CXbQ7+r/tD6XGBamJ5GdG680zMzA34NrHL3f09alK396WNmBWG6B9HnE6uIwv+CUC0r+uPu09290N2LiF4nL7v7RWRhXwDM7DAzOyIxDYwDVpCF+5q7vw9sNLMTQtHZwNt0VF8y/SFGO3wIMhH4K9G51h9muj1taP9jwGaghugd/zKic60LgdXAAuDoTLczxb6cQfQv6DKgIvxNzOL+DAOWhv6sAG4K5ccCi4E1wFNA90y3tZX9Ogt4Ppv7Etr95/C3MvHaz+J9rRQoD/vab4GjOqovGoZBRCRGsv30joiItIJCX0QkRhT6IiIxotAXEYkRhb6ISIwo9KXLCyMY/nOY/rSZPd2B2yo1s4kdtX6Rg6XQlzgoAP4ZwN3/5u4XtFD/YJQSfTdBpFPSdfrS5ZnZ48BkolELVwMnuftQM7sUOA84DBgE3AEcAlxCNKzyRHevMrPjiIbw7gPsAi5393fM7ELgZqAO2AF8gehLTj2IhjP4KdFolncBQ4FuwAx3fzZs+3yiERYHAP/t7rd08EMhQl7LVUSy3vXAUMZphf0AAAGXSURBVHcvDaN/Pp+0bCjRaKD5RIF9nbsPN7M7gW8QjUw5C/iWu682s9HAvURj19wEjHf3TWZW4O57zOwmoMzdrwIws58QDXnwj2FIh8VmtiBse1TY/i7gTTP7nbuXd+QDIaLQl7hb5O47gZ1mtgN4LpQvB4aFEUM/CzwVDS0EQPdw+0fgYTN7EvgNTRtHNNDZ98J8PnBMmJ7v7tsBzOw3RMNYKPSlQyn0Je4+SZquT5qvJ3p95BCNOV+67x3d/VvhyP9cYImZjWxi/QZ8xd3/0qgwut++51Z1rlU6nD7IlTjYCRzRljt69HsA74bz91ikJEwf5+5vuPtNRD+CMbCJbc0Drg4jkGJmw5OWfTH8DmoPos8W/tiWNoq0hkJfurxwCuWPFv34/M/bsIqLgMvMLDGi4+RQ/vPww9wrgD8Rjfi4CBgcfqx7KvAjog9wl5nZyjCfsJjotweWAXN0Pl/SQVfviGRAuHqn4QNfkXTRkb6ISIzoSF9EJEZ0pC8iEiMKfRGRGFHoi4jEiEJfRCRGFPoiIjHy/wGd0Cc1tJtJCgAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -1255,12 +1320,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1277,22 +1342,22 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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BcL/ZtxhjnCKSCCQDHxljTnarQzzwroh0rud1Y8zHIrIdWCEiNwKlwFVfaQuUUv0q55XP2JpWS2tQPDH1xTSFj2B69osEdzRYHU15mSdHGBuAc0VkCPAJsB24Grj2RDMZY0qAmd2MPwJ8u/dRlVJWqt6zl7RnNlNJAmEd7US2ljP2QCojqjKsjqb6iScFQ4wxze4jgmeNMQ+LyC5vB1NK+YaOpla2PrKS7APRwDBi6guwOVqZmbVYO8oOMh4VDBE5C9cRxY3ucTbvRVJK+YrCtzay6aNKmoOGE91YQmvIUFLyXiGsrcbqaMoCnhSM3wJ/At41xmSLyOlAqndjKaWsVFt4gLQFn3HAMZoQhyGypZSEQ1tJOLjF6mjKQictGMaY9cD6LsMlwJ3eDKWUsoajrYNtT6xkd3EYTnF1lHVIIHMyn9COsqrngiEiq6DnE5TGmMu8kkgpZYm9H25n49slNATFEdVUSntwJEmFy4lorrQ6mvIRJzrCeLTfUiilLNOwv4r1j6yhtC2BYGcQ0XV7GV6Vwfj966yOpnxMjwXDfSpKKTVAOe0Odjy1moxsG/aAeGLrCmgLjmJ25gJsTrvV8ZQP8uSDe5OBB4AUILRzvDHmdC/mUkp5UXnqLja8lkttYDyRLfsJtAUzqeRdohvKrI6mfJgnd0m9BPwVeAI4H7gBCPBmKKWUdzRX1rDh4Y8obownyBlOdG0xMXVFTN670upoyg94UjDCjDHrRESMMaXA30RkB3Cvl7MppfqI0+lk9+KP2b6941hH2eawEcza8wyBjjar4yk/4UnBaBORAKBQRO4ADgCR3o2llOorhz7PJe3FnRyxjSK8/SiB7Y2cvu8DhtQWWh1N+RlPCsZvgHBcn734f8AFuLrMKqV8WNvRBjY+vJqCI8NdHWUbCglrPkxKwetWR1N+ypMP7m13f9vo7icVaYyp924spdSpcjqd5Cxbx7aNje6OskU0hY9kevbzBHc0WR1P+TFP7pJ6HbgVcODqVBstIk8aYx7xdjilVO9U7y4h9ZktHJYEwjraiGjdz7j964ir3m11NDUAeHJKKsUYUy8i1wIfAfOBHYAWDKV8RHtjC1seWUluRQxihhLbUIjN3siM7Bf0gUaqz3hSMIJEJAi4HHjaGNPR03O4lVL9L3/FRrasqaQ5KI7oxhJaQoeRkreU0LZaq6OpAcaTgrEI2AdkAhtE5DRAr2EoZbGj+eWkPbmeCmcCoXZDZEsZoys2Mapym9XR1ADlyUXvhcDCLqNKReR870VSSp2IvbWNbY+tYs++CAzDia0vwCkBzNm1QB9opLzKk4veMbg+6f1N96j1wH1AnRdzKaW6UbL6cza+W0Zj0HCimvbRFhxNUsEbRLQctjqaGgQ8OSW1BMgCrnIP/xxXu5AfeyuUUurLGkoPkfbop5R1JBDsDCSqfi8jKtM57UCa1dHUIOJJwZhojLmiy/Df9ZneSvUPR4edHQtXk5EbhCPA9UCj9qAI5mQsIMBoR1nVvzwpGC0ico4xZhOAiHwDaPFuLKVU+boM1r+eT13QCCJbyrHbQplc/DZRjfutjqYGKU8Kxm3Ay+5rGQLU0IvWICJiA9KBA8aYS0VkArAcGIbr8xw/N8a09zq5UgNU88EjrH/kI0qaRhJkQomuK2FITR4TSz+wOpoa5Dy5S2oXMFNEot3Dvb2l9jdALhDtHn4IeMIYs1xEngNuBP7Zy2UqNeA4nU52/fMj0nc66AgcSWxtMc1hw5i1+2ntKKt8gid3SQ3DdZfUOYARkU3AfcaYIx7MOwb4PvB/wO9FRHA1L7zGPcnLwN/QgqEGuYot2ax/KZMa20gi2ioIbG9kwr7VDKkrsjqaUsd4ckpqObAB6LzwfS3wJvAdD+ZdAPwRiHIPDwNqjTl2tW4/MNrjtEoNMG019Wx4aDWFtXHYnFHENBQR0VhBctGbVkdT6j94UjBGGWP+X5fh+0Xk6pPNJCKXAoeNMTtE5LzeBhORm4GbAcaNG9fb2ZXyaU6nk+yl69i2uZG2oJHE1Lk6ys7IWkyQXTvKKt/kScH4RER+CqxwD/8EWOPBfN8ALhOR7+F6Fng08CQQKyKB7qOMMbgeyPQfjDGLgcUAc+fO1Y+vqgGjKqOI1H9uoypgFGEdrYS3NXJa+VqGH8myOppSJ+RJwfgV8FvgVfdwANAkIrcAxhgT3d1Mxpg/AX8CcB9h/MEYc62I/AtX0VmO626r97/SFijlJ9obW9j80EryKmMR5xBi6gsIaqtneu5L2lFW+QVP7pKKOtk0vXQ3sFxE7gcygBf7ePlK+Zy85WlsWXuElqA4ohtcHWWn5SwlpF077Cj/4ckRBiJyGf/uJZVmjFndm5UYY9KANPf3JcC83syvlL86mldG6pMbOGgSCLU7iGwtY0zFBkZWbj/5zEr5GE9uq30Q+BrwmnvUb0TkG+5TTkqpbthb2/j80VVklf67o6wxhjN2P6UdZZXf8uQI43vALGOME0BEXsZ1KkkLhlLdKH5/K5tWlrs7yu6lLTiW5ILXCW+psjqaUl+JR6ekgFhcLUEAYryURSm/Vr/vIGmPfUp5x2hCHDaiWvYxqnI7Yw6stzqaUn3Ck4LxDyBDRFJx9ZL6Jq7neiulcHWU3b5gFZn5wTgC4omtK6DDFsacjMcJMA6r4ynVZ05YMEQkAHACX8d1HQPgbmPMIW8HU8oflK3dwfrlhdQHjSCypQx7YDiTi94iqqnbjxcp5ddOWDCMMU4R+aMxZgWwsp8yKeXzmiqqWf/Ix+xt/ndH2aFHcji97COroynlNZ6ckvpURP6Aq3/UsZ4FxpianmdRamBy2h1kPPsRO3YbOmzxxNQV0xo8hNmZT2Fzapd+NbB5UjA6+0b9d5dxBji97+Mo5bsqNmWRtnQ3RwNHEtF6gMCAQCaWrCS2vsTqaEr1C08+6T2hP4Io5ataquvZ+PBqiurisJlIYmqLiGwoJ6n4LaujKdWvPPngXihwO+7nYQAbgeeMMa1ezqaUpZxOJ9kvrWXblhbaAkcQU1dMY0QCM7KeI8iuTylWg48np6SWAQ3AU+7ha4BXgCu9FUopqx3eUUDqou1UB4wivP0I4e2NjC/7hGE1OVZHU8oynhSMacaYlC7DqSKivzVqQGqvb2LTQ6vIqxpKgDOW2LpCgtqOMi3vZe0oqwY9TwrGThH5ujHmcwARORNI924spfpf7mufsfWzo7QEjSCmoZjm0Dim5i4hpL23j7FXamDypGDMAbaISJl7eByQLyJ7cD0PY4bX0inVD2qy95H61CYOkUCo3U5Eazlj9qcRX7XT6mhK+RRPCsbFXk+hlAXsza1sfXQVWeVRwDBi6wsQRwezsv6pHWWV6oYnt9WW9kcQpfpT0bub2bS6gqagYUQ37qU1ZAhT8l8lrPWI1dGU8lmedqtVakCoKz5A2hOp7LcnEOIQV0fZQ58z+uAmq6Mp5fN6LBgiEmKMaevPMEp5i6Otgy8WrCKzMARnwAhi6wqw24KZk/EYAa5HvSilTuJERxhbgTNE5BVjzM/7K5BSfa10TTrrVxTTEBRHVHMp7UGRJBauILL5oNXRlPIrJyoYwSJyDXC2iPz4+BeNMe94L5ZSX13j/irWP7qGfa0JBDuDia4rYVj1biaUr7U6mlJ+6UQF41bgWlxP2/vBca8ZQAuG8klOu4Odz3zAzj1Chy2e2NoCWkOGMDtzITZnh9XxlPJbPRYMY8wmYJOIpBtjXuzHTEqdsgMbdpO2LJvawHgiWvcTGBDMxJL3iWnYZ3U0pfyeJ3dJvSIid+J6NCvAelzNB/VPNeUzWqrr2PDQaorq4wlyRhBTW0RU/V4SS96zOppSA4YnBeNZIMj9FeDnwD+Bm040k7vL7QYgxL2et4wxfxWRCcByYBiwA/i5MUafPKNOidPpZPfzn7D9izbaA10PNGoKi2fmnn8S6NCGykr1JU8KxteMMTO7DH8mIpkezNcGXGCMaRSRIFyntz4Cfg88YYxZLiLPATfiKkBK9Url9jxSF+/giM3VUTawrZEJpR8z9Gie1dGUGpA8KRgOEZlojCkGEJHTAcfJZjLGGKDRPRjk/meAC3C1SAd4GfgbWjBUL7TVNbLpoVXkVw/DZmKIqS0ktKWKlPzXtKOsUl7kScH4H1wtzUsAAU4DbvBk4SJiw3XaaRLwDFAM1Bpj7O5J9gOje5j3ZuBmgHHjxnmyOjUI5LzyGVvTamkNiiemvoim8JFMz36B4I7Gk8+slPpKPOkltU5EJgNJ7lH5nn4C3BjjAGaJSCzwLpDsaTBjzGJgMcDcuXO1E9wgV71nL2nPbKaSBMI62olsLWfs/lRGVO+yOppSg4ZHvaTcBWL3qa7EGFMrIqnAWUCsiAS6jzLGAAdOdblq4OtoamXrIyvJPhANDCOmoQCbvZmZWc/r6Sel+pnXmg+KSBzQ4S4WYcCFwENAKvATXHdKXQ+8760Myr8V/Gsjmz+upDloONGNJbSGDGVq7jJC245aHU2pQcmb3WpHAS+7r2MEACuMMavdj3ddLiL3AxmAfihQfUlt4X7SFqRywDGaEIchsqWUhINbSDi01epoSg1qJy0YIrLOGPPtk407njFmNzC7m/ElwLzeBlUDn6Otg22Pr2R3SRhOcXWUdYiNOZkLtKOsUj7gRO3NQ4FwYLiIDIFjp4yj6eHOJqVO1d4Pv2Dj23tdHWWbSmkPjiSpcDkRzZVWR1NKuZ3oCOMW4LdAAq5bYzsLRj3wtJdzqUGioewwaY9+Qll7AsHOIKLr9jK8KoPx+9dZHU0pdZwTNR98EnhSRH5tjHmqHzOpQcBpd7DjqdXszLbhCIgntq6AtuBoZmcuwOa0n3wBSql+58nnMJ4SkbOB8V2nN8Ys82IuNYCVp+5i/Wu51AXGE9myH7sthEkl7xLdUGZ1NKXUCXhy0fsVYCKwi3+3BDGAFgzVK82VNWx4+COKG+MJcoYTU1tMdF0Rk/eutDqaUsoDntxWOxdIcfeGUqrXnE4nmYs+Jj2941hH2eawEczc8wyBDn1svFL+wpOCkQWMBPQByKrXDn2eS+qLGdTYRhLeXkNgeyOn7/uAIbWFVkdTSvWSJwVjOJAjIl/galkOgDHmMq+lUn6v7WgDGx9eTcGR4dic0cQ0FBLWdIiUwuVWR1NKnSJPCsbfvB1CDRxOp5OcZevYtrHxuI6yzxPc0WR1PKXUV+DJXVLr+yOI8n/Vu0tIfWYLhyWBsI5WItoaGVe+jrgjp9y3UinlQzy5S6oB111RAMG4HoTUZIyJ9mYw5T/aG1vY8vBKcg/FIs6hxDYUYrM3MiP7Be0oq9QA4skRRlTn9yIiwA+Br3szlPIf+W9uYMsnh2kOiiO6oYSW0GGk5C0ltK3W6mhKqT7Wq2617ltr3xORvwLzvRNJ+YOj+eWkPbmeCmcCoXYnkS1ljK7YxKjKbVZHU0p5iSenpH7cZTAA1+cyWr2WSPk0e2sb2x5dxZ7SCAzDia0vwABnZC5E0I/qKDWQeXKE8YMu39uBfbhOS6lBpmT152x8t4zGoOFENe2jLTia5II3CG85bHU0pVQ/8OQaxg39EUT5robSQ6Q9+illHQkEOwOJqt9LfGU64w6kWR1NKdWPPDklNQZ4CviGe9RG4DfGmP3eDKas5+iws2PhajJyg3AEuB5o1B4YwZyMBQQY7Sir1GDjySmpl4DXgSvdw//lHneht0Ip65Wvy2D96/nUBY0gsqUcuy2UycVvE9WofycoNVh5UjDijDEvdRleKiK/9VYgZa3mg0dY/8hHlDSNJMiEEl1XwpCaXCaWfmh1NKWUxTwpGEdE5L+AN9zDPwOOeC+SsoLT6WTXsx+RnuGgI3AksbXFNIcOZdbup7WjrFIK8Kxg/BLXNYwncH3iewugF8IHkIot2ax/KZMa20gi2ircHWVXEVtXbHU0pZQP8eQuqVJAO9MOQG019Wx4aDWFtXHYnFHENBQR0VhBctGbVkdTSvmggJNNICIvi0hsl+EhIrLEg/nGikiqiOSISLaI/MY9fqiIrBWRQvfXIV9tE1RvOZ1O9rz4Ca/8z2cU1I0kum4vGMOMrEVaLJRSPfLklNQMY8yxxkDGmKMiMtuD+ezAXcaYnSISBewQkbXAL3pHRFEAACAASURBVIB1xpgHRWQ+rhYjd59CdnUKqjKKSP3nNqoCRhHe0Ux4WwOnla9l+JEsq6MppXycJwUjQESGGGOOgusIwZP5jDEHcT+lzxjTICK5wGhcnxI/zz3Zy0AaWjC8rr2+ic0PryL38FACnLHE1BcQ3FbPtNyXtKOsUsojnhSMx4CtIvIv9/CVwP/1ZiUiMh6YDWwD4t3FBOAQEN+bZaney3sjjS2fHqElaATRDcW0hMYxLWcpIe11VkdTSvkRT44UlolIOnCBe9SPjTE5nq5ARCKBt4HfGmPqXR3Sjy3biEi3HetE5GbgZoBx48Z5ujrVxdHcUlIXbuSgSSDUbieytZwxFRsZWbnd6mhKKT/kUXtzd4HwuEh0EpEgXMXiNWPMO+7RlSIyyhhzUERGAd12rjPGLAYWA8ydO1fboPaCvbmVrY+tIqssEtwdZTEOZu9+RjvKKqVOWa+eh9Eb7octvQjkGmMe7/LSSuB64EH31/e9lWEwKn5/K5tWltMYNJzoxr20hsSSXPA64S1VVkdTSvk5rxUMXM0Kfw7sEZFd7nF/xlUoVojIjUApcJUXMwwa9SUVpD6xjv0dowlx2Ihq2cfIyi8YU7HB6mhKqQHCawXDGLMJerwB59veWu9g4+iws/2JVWQWBOMIiCe2rgC7LZQ5GY8TYBxWx1NKDSDePMJQXlb6STob3iyiPmgEkS1l2APDSSz6F5FNFVZHU0oNQFow/FBTRTVpD3/MvpZ/d5QdeiSL08vWWB1NKTWAacHwI067g4xnP2LHbkOHLZ6YumLagmOZnbkQm7PD6nhKqQFOC4afqNiURdrSPRwNjCei9QCBAYFMKnmfmPq9VkdTSg0SWjB8XEt1HRsf+oCi+jhsJoKY2iIiG0pJKn7n5DMrpVQf0oLho5xOJ1lL1vLF1hbaAkcQU1dMY/hIZmQ9R5C9xep4SqlBSAuGD6rcnk/a8+lUB4wivP0I4W2NjC9dw7CjuVZHU0oNYlowfEhbXSObH15FXtUwd0fZQkJajzA17xXtKKuUspwWDB+R8+pnbE2tpTUonpj6YprCRzAtZwkh7fVWR1NKKUALhuWOZO0j7elNHCKBsI4OIlrLGXMgjfiqnVZHU0qpL9GCYZGOpla2PrKS7APRwDBi6wsQRwezsv6pHWWVUj5JC4YFit7dzKbVFTQd6yg7hCn5rxLWesTqaEop1SMtGP2orvgAaY+nst+RQIhDiGwpZdShzxl9cJPV0ZRS6qS0YPQDR1sHXyxYRWZhCM6AOFdH2YAg5u56nADjtDqeUkp5RAuGl5WuSWf9imIaguKIai6lPSiSxMIVRDYfPPnMSinlQ7RgeEnj/irWP7qGfa0JBDuDia4rYVh1JhPKP7U6mlJKnRItGH3MaXew4+kPyMgSOmzxxNYW0BYSox1llVJ+TwtGHzqwYTdpy7KpDYwnsnU/gQHBTCp5j+iGUqujKaXUV6YFow80Hz7Khoc/pLghniBnBDG1xUTXlTB573tWR1NKqT6jBeMrcDqd7H7+E7Z/0UZ7oOuBRs1hI5i551kCHa1Wx1NKqT6lBeMUVW7PI3XxDo7YXB1lA9samVD6EUOP5lsdTSmlvEILRi+11TWy6aFV5FcPw2ZiiKktJLSlipT817SjrFJqQPNawRCRJcClwGFjzDT3uKHAm8B4YB9wlTHmqLcy9LWcVz5ja1pnR9kimsJHMj37BYI7Gq2OppRSXhfgxWUvBS4+btx8YJ0xZjKwzj3s86r37OWtW18ldTNIRzuRDeWM3Z/KN7fcrcVCKTVoeO0IwxizQUTGHzf6h8B57u9fBtKAu72V4as6vqNsTEMBNnszM7Oe19NPSqlBp7+vYcQbYzp7YhwC4vt5/R4rfGsjmz6qpDloONGNJbSGDGVq7jJC2/zmDJpSSvUpyy56G2OMiPT44AcRuRm4GWDcuHH9lqu2cD9pC1I54BhNqMMQ2VpKwsEtJBza2m8ZlFLKF/V3wagUkVHGmIMiMgo43NOExpjFwGKAuXPnev2JQo62DrY9vpLdJWE4ZQSxdQU4xcYZmQu0o6xSStH/BWMlcD3woPvr+/28/m7t/XA7G98ucXWUbSqlLTiKpMLlRDRXWh1NKaV8hjdvq30D1wXu4SKyH/grrkKxQkRuBEqBq7y1fk80lB0m7dFPKGtPINgZRFTdXkYc3slpBz6zMpZSSvkkb94l9bMeXvq2t9bpKafdQfrC1WTk2HAExBNbV0BbUBRnZC7A5rRbHU8ppXzSoPukd3nqLta/lktdYDyRLeXYbaFMKnmX6IYyq6MppZRPGzQFo7myhvUPfURJUzxBznCi64qJPVrIpH2rrI6mlFJ+YcAXDKfTSeaij0lPtx/rKNsUFses3c8Q6GizOp5SSvmNAV0wDm3NIXXJLmpsIwlvr8DW3sDp+z5gSG2h1dGUUsrvDOiCkbpkF/XOaGIaighrOkRK4RtWR1JKKb81oAvGhXecydY/P8+4sk8J7miyOo5SSvm1AV0whs+cyKSyD6BDb5VVSqmvypvtzZVSSg0gWjCUUkp5RAuGUkopj2jBUEop5REtGEoppTyiBUMppZRHtGAopZTyiBYMpZRSHtGCoZRSyiMD+pPeyn/Ygfd+GE3GhCb0CepKuUkHdzXu5Vyrc7hpwVCW2zk9ire/3UxhWDMTWiGqQw98leqUXrGec/mT1TEALRjKQjXRgSz/STAbRjQT7TRcmR1Ju0N4NegvVkdTyieEBgZwyaUpVsc4ZkAXjL++fDXlN9kAm9VRVDdKIjuosbVxTnUwI4ocvBNzK7VBcVbHUkr1YEAXjOr2Q1SEd1gdQ/Ugvi2AH2SGsSd2Fktjf2h1HKXUSQzogvHMr9bznT89QYzzoNVRVDdaJYinYs8E0SNApfzBgC4YAKUBSXSYRKtjqJ6I1QGUUp6y5HYUEblYRPJFpEhE5luRQSmlVO/0e8EQERvwDHAJkAL8TER85zYApZRS3bLiCGMeUGSMKTHGtAPLAb3iqZRSPs6KaxijgfIuw/uBM4+fSERuBm52DzaKSL4Hyx4OVHcdERw/8QzAnFpU6zia68QWHuN3uXui2+O7BtK2wMDaHkdzvVy/oKP85021Vae4iNP6Mo/PXvQ2xiwGFvdmHhFJN8bM9VKkfiUi6fb6qgGxLaDb48sG0rbAwNoeX3tPs+KU1AFgbJfhMe5xSimlfJgVBWM7MFlEJohIMPBTYKUFOZRSSvVCv5+SMsbYReQOYA2unh1LjDHZfbT4Xp3C8nEDaVtAt8eXDaRtgYG1PT61LWLMgLg2pJRSysu0j7RSSimPaMFQSinlkQFRMPy91YiILBGRwyKS1WXcUBFZKyKF7q9DrMzoKREZKyKpIpIjItki8hv3eH/dnlAR+UJEMt3b83f3+Akiss29z73pvoHDL4iITUQyRGS1e9ift2WfiOwRkV0iku4e55f7GoCIxIrIWyKSJyK5InKWL22P3xeMAdJqZClw8XHj5gPrjDGTgXXuYX9gB+4yxqQAXwf+2/3/4a/b0wZcYIyZCcwCLhaRrwMPAU8YYyYBR4EbLczYW78BcrsM+/O2AJxvjJnV5fMK/rqvATwJfGyMSQZm4vp/8p3tMcb49T/gLGBNl+E/AX+yOtcpbMd4IKvLcD4wyv39KCDf6oynuF3vAxcOhO0BwoGduDoTVAOB7vFf2gd9+R+uzz2tAy4AVuPqF+yX2+LOuw8Yftw4v9zXgBhgL+6bkXxxe/z+CIPuW42MtihLX4o3xnQ+yOMQEG9lmFMhIuOB2cA2/Hh73KdwdgGHgbVAMVBrjLG7J/GnfW4B8EfA6R4ehv9uC7ja/nwiIjvc7YTAf/e1CUAV8JL7lOELIhKBD23PQCgYA55x/WnhV/c/i0gk8DbwW2NMfdfX/G17jDEOY8wsXH+dzwOSLY50SkTkUuCwMWaH1Vn60DnGmDNwnZL+bxH5ZtcX/WxfCwTOAP5pjJkNNHHc6Sert2cgFIyB2mqkUkRGAbi/HrY4j8dEJAhXsXjNGPOOe7Tfbk8nY0wtkIrrtE2siHR+8NVf9rlvAJeJyD5cXaIvwHXO3B+3BQBjzAH318PAu7gKur/ua/uB/caYbe7ht3AVEJ/ZnoFQMAZqq5GVwPXu76/HdS3A54mIAC8CucaYx7u85K/bEycise7vw3Bdj8nFVTh+4p7ML7bHGPMnY8wYY8x4XL8nnxljrsUPtwVARCJEJKrze+AiIAs/3deMMYeAchFJco/6NpCDL22P1Rd6+uhi0feAAlznlu+xOs8p5H8DOAh04Por40Zc55bXAYXAp8BQq3N6uC3n4Dpk3g3scv/7nh9vzwwgw709WcC97vGnA18ARcC/gBCrs/Zyu84DVvvztrhzZ7r/ZXf+7vvrvubOPgtId+9v7wFDfGl7tDWIUkopjwyEU1JKKaX6gRYMpZRSHtGCoZRSyiNaMJRSSnlEC4ZSSimPaMFQg4K7C+jt7u8TROQtL65rloh8z1vLV8oqWjDUYBEL3A5gjKkwxvzkJNN/FbNwffZEqQFFP4ehBgURWQ78EFfnz0JgijFmmoj8ArgciAAmA48CwcDPcbU2/54xpkZEJuJqox8HNAO/MsbkiciVwF8BB1AHfAfXB+DCcLXYeABXV9ingGlAEPA3Y8z77nX/CFeX0tHAq8aYv3v5R6HUKQs8+SRKDQjzgWnGmFnuLrqru7w2DVdX3VBcb/Z3G2Nmi8gTwHW4OrwuBm41xhSKyJnAs7h6Md0LfNcYc0BEYo0x7SJyLzDXGHMHgIj8A1cbjl+624x8ISKfutc9z73+ZmC7iHxgjEn35g9CqVOlBUMpSDXGNAANIlIHrHKP3wPMcHfePRv4l6tVFgAh7q+bgaUisgJ4h+5dhKvp3x/cw6HAOPf3a40xRwBE5B1crVW0YCifpAVDKdepp07OLsNOXL8jAbieGTHr+BmNMbe6jzi+D+wQkTndLF+AK4wx+V8a6Zrv+HPCeo5Y+Sy96K0GiwYg6lRmNK7neex1X69AXGa6v59ojNlmjLkX18NvxnazrjXAr92dfBGR2V1eu9D9zOYwXNdSNp9KRqX6gxYMNSi4T/tsFpEs4JFTWMS1wI0i0tkZ9Yfu8Y+IyB73crfg6pyaCqSIyC4RuRr4f7gudu8WkWz3cKcvcD07ZDfwtl6/UL5M75JSyiLuu6SOXRxXytfpEYZSSimP6BGGUkopj+gRhlJKKY9owVBKKeURLRhKKaU8ogVDKaWUR7RgKKWU8ki/tgbZsWPHiMDAwBdwNVvTYqWUUr7DCWTZ7fab5syZc7i7Cfq1YAQGBr4wcuTIKXFxcUcDAgL0fl6llPIRTqdTqqqqUg4dOvQCcFl30/T3X/nT4uLi6rVYKKWUbwkICDBxcXF1uM4AdT9NP+YBCNBioZRSvsn9/txjXdDrCEoppTxi6fMwZt33ycza5o4+yxAbHmTfde9FmX21PE/9/ve/T4iMjHTcd999lb/97W8TzjvvvIbLL7+8oes0q1evjnrsscfiU1NTi3pazpYtW8LKy8uDr7766jrvp+6d6upq2wsvvDB0/vz5Vd5Y/jnLz5lZ11bXZ/tCTEiMfdNPN/X7vtCTK664Yvyll15ad8MNNxztaZqFCxcOu+yyy+rHjx/f4ely8/Pzgy+99NLJhYWF2X2TtHe8vV+8eNeGma1N9j7bL0IjAu03PvbNE+4X999//4glS5bETZs2rXnlypV7j399w4YN4UuWLBm2dOnS8oULFw5LT0+PWLZsWZmnGUaPHj09PT09d9SoUfZT2Yav6r777hvxu9/9rjoqKsrZ23ktPcLoy2LhjeWdigULFlQcXyw8lZ6eHv7BBx/E9HWmvnDkyBHbiy++OMJby+/LYuGN5fWHV199dXhZWVmQ1Tl6w9v7RV8WC0+X9+KLL8atXbu2oLtiAfDNb36zeenSpeV9mas/LVq0KL6xsfGU3vsH5Smpp59+elhiYmJKUlJSyuWXXz7h9ddfj5kxY0bylClTUs4+++zE8vLyQHAdOVx55ZXj582blzRmzJjp999//7FfjLvvvnvk+PHjp82ZMyepsLCw83GdXHHFFeNfeumlIQBvvfVW9IQJE6ampKRMeeutt2I7p0lNTQ2fNWtW8pQpU1Jmz56dnJmZGdLa2ioPPPBAwqpVq4YkJyenPP/880Pq6+sDrrzyyvHTp0+fMmXKlJRXX301lh7Y7XZuvvnmMZMnT56amJiY8n//938jAN5///2oKVOmpCQmJqZceeWV41taWgRcf+UcPHgwEFx/Mc2bNy/pRNt81113jSkvLw9JTk5OueWWW8b05f+HlY7fF/Lz84O//vWvJyYmJqacddZZiYWFhcHg+n+99tprx82cOTN5zJgx01evXh115ZVXjj/99NOnXnHFFeM7lxceHj77xhtvHDtp0qSpZ511VmJFRcV/vEFt3Lgx/Gtf+1rS1KlTp5xzzjmTS0tLg1566aUhWVlZ4dddd93pycnJKY2NjdLddJ3zJyUlpSQlJaU8/vjjJ3yz1v2id6655ppx+/fvD7nkkksm33PPPSOP/z0F19mC888/f9Lx81ZUVAR+97vfnTht2rQp06ZNm/LJJ59EABw6dMj2jW98Y/KkSZOmXn311aedrOHr8fskuI4ke9ovO99vwLX/dWacN29e0sUXX3z6hAkTpl522WUTnE4n999//4jDhw8Hfetb30o888wzE3v78xl0BSM9PT300UcfHbV+/fqC/Pz8nEWLFpVdeOGFjbt27crLzc3N+clPflJz3333jeycvqioKHT9+vUF27dvz3300UcT2traZOPGjeHvvvvu0D179uSsXbu2MDMzM+L49TQ3N8sdd9wxfuXKlUVZWVm5hw8fPvaX48yZM1u3b9+el5ubm/PXv/71wB//+McxoaGh5k9/+lPFD37wg6N5eXk5v/rVr47++c9/HnX++efX79mzJ3fjxo35f/nLX8bU19d3+3/22GOPxZWVlQXn5ORkFxQU5Nx0001Hmpub5ZZbbpnw5ptvFhcUFOTY7XYeeeSRuJP9jLrb5scee2z/2LFj2/Ly8nIWLVq0/1R//r6ku33htttuG3fttdceKSgoyLn66quP3HbbbWM7p6+rqwvMyMjIe/DBB8t/+tOfTvqf//mfysLCwuy8vLywLVu2hAG0tLQEzJ07t6moqCj7G9/4RsP8+fMTuq6zra1N7rzzznHvv/9+cXZ2du71119f/Yc//GH0DTfccHTatGnNy5YtK8nLy8sJCgqiu+kAbrzxxvELFiwoy8/PzznZNup+0Tuvv/562YgRIzrWr19fcNdddx0+/vf0RPPecsstY3//+99XZmVl5b777rvFt95663iA+fPnJ5x11lmNRUVF2T/60Y9qDx48GNzTMrrbJwFOtF/2JDc3N+yZZ54pLyoqyi4rKwtZu3Zt5F/+8pfDndu3bdu2gl7+eAbfM73XrFkT/YMf/OBo5/nD+Ph4xxdffBF2+eWXj6mqqgpqb28PGDt27LFnPF900UW1YWFhJiwszD506NCO/fv3B6ampkZ+73vfq+08B3jRRRfVHr+eXbt2hY4ZM6Zt+vTpbQDXXnvtkRdeeCEOoKamxnb11VdP2LdvX6iImI6ODukua1paWvSaNWtiFy5cOBJcbzZFRUXBZ5xxRuvx03722WfRt956a1VQkKsuxcfHO7Zu3Ro2ZsyYthkzZrQB/OIXvzjyzDPPjAC6/VDOibbZk5+tv+luX8jIyIj46KOPigFuu+22mr///e/H3iS+//3v1wYEBHDGGWc0Dxs2rGPevHktAImJiS3FxcUhZ599dktAQAA33XRTDcAvf/nLIz/+8Y+/9Jfo7t27QwoLC8MuuOCCRACn00lcXNx/XLPoabrq6mpbQ0OD7ZJLLmnsXMdnn33W42lM3S9Onae/p502b94cXVhYGNY53NjYaKurqwv4/PPPo955550igJ/+9Kd1t9xyi6OnZXS3TwKcaL/syfTp05smTpzYATB16tTm4uLiHguVpwb0f7in7rjjjnG/+c1vDl177bV1q1evjrrvvvuO/VUYEhJy7PjRZrNht9tPuNN44u677x79rW99q2Ht2rXF+fn5wRdccEFSd9MZY3jrrbeKZs6c2dbd61+FzWYzTqfrmldLS8uXjlq8sc0DQWhoqAHXzyQ4OPjYzyggIKDHn5H7Md7HGGNk0qRJLbt27co70bp6mq66utp2yhvgAd0v/s3T39NOxhh27tyZGx4e3m8fHQgMDDQOh6v+OBwOuhY1b/x/DbpTUt/97nfrV61aNeTQoUM2gMrKSltDQ4Nt3LhxHQBLly4ddrJlXHDBBY0ffvhhbGNjoxw9ejRg7dq1/3FtYdasWa0HDhwIzs7ODgFYvnz50M7X6uvrbWPGjGkHWLRo0fDO8dHR0Y6uF6POP//8+sceeyy+8xd48+bNx/56Od63v/3t+kWLFg3v6HD9sVpZWWmbOXNm64EDB4KzsrJCAJYtWzbs3HPPbQAYM2ZM++bNm8MBVqxYMaSn5XaKiYlxNDU1Daj9pbt9Yfbs2U0vvPDCEIBFixYNnTt3bmNvlul0Ouk8p7x06dJh8+bN+9INEDNmzGitqakJ/PTTTyPAddSYnp4eChAZGemoq6uznWi64cOHO6Kiohxr1qyJdK9jKCeg+8Wp6+n3tCfnnHNO/QMPPHDsmlLnacqvf/3rDZ3vKytWrIiur6/vseh3t08C9LRfnnbaae07duwIB3j99ddjPSkKERERjrq6Ov+76B0bHtSnt5V5sry5c+e23nXXXQfPPffc5KSkpJTbb7997D333FPxs5/9bOLUqVOnDBs27KTLOOecc5p/9KMf1UybNm3qd77znckzZsxoOn6a8PBw89RTT5Veeumlk1JSUqYMHz782HLvvvvuQ3/729/GTJkyJcVu//fqLrnkkoaCgoKwzoveDz74YIXdbpfk5OSUSZMmTf3LX/4yuqdMv/vd76rGjBnTnpycPDUpKSnlxRdfHBoeHm6ee+65fVdeeeXExMTElICAAP7whz9UAdx7770Vf/zjH8dNmzZtis1mO+lfRCNHjnTMmTOncfLkyVO9cXEzJiSmT/cFT5bX3b7w3HPPlb3yyivDExMTU954441hzz77bK/uhgkLC3N+8cUXEZMnT566YcOGqAceeOBg19dDQ0PN8uXLi+fPnz8mKSkpZerUqSnr16+PBLjuuuuqf/3rX5+WnJycYrfb6Wm6F198cd+dd945Ljk5OcUYc8I3CH/fL0IjAvt0v+jN8nr6Pe3J4sWLy3fu3BmRmJiYMnHixKlPP/10HMCDDz5YsXnz5shJkyZNfeedd4aMGjWqvadldLdPAvS0X/7617+u2rJlS1RSUlLKli1bIsLCwk56q+z1119fffHFF5/SRe9+fURrZmbmvpkzZ1b32wqV6mfh4eGzm5ubM6zOodSpyszMHD5z5szx3b02IA8llVJK9T296O1n3n777eh77rnnS4f+Y8eObVu7dm2xVZnUv1l1dKH7hX85dOiQ7bzzzvuPi+hpaWn5I0eO7PEuKqvpKSmllFLH6CkppZRSX5kWDKWUUh7RgqGUUsojWjCUUkp5xNq7pB6aMJOWmr7LEDbUzt17++wZCKtXr44KCQlxXnjhhU0ADz/8cFx4eLjzjjvuONJX6/Cm4/P7soKvnzXTUVvbZ/uCLTbWnvj51hPuC909S6KnZx10feaJpxms/kzG/PnzRz744IOHrFq/GnisPcLoy2LhheV99tlnURs3bozsHP7jH/9Y5S/FAv4zvy/ry2LxVZbn78866GrhwoWjrM6gBpZBeUrqO9/5zsSpU6dOmTRp0tRHH310OLieXZGSkjIlKSkp5ayzzkrMz88PXrZsWdxzzz0Xn5ycnPLxxx9H/v73v0+499574zMyMkKnT58+pXN5+fn5wYmJiSnQ/bMOesqRlZUVcvbZZycmJSWlpKSkTMnOzg5xOp3ccsstx55f8Pzzzw+B/+zBf911141buHDhMHA9w+B3v/tdQkpKypTExMSUjIyM0O7ye+vnORDk5OQET5kyJeV///d/47t71kFX2dnZIeeee+7kqVOnTpkzZ05SRkZGKEBeXl7wrFmzkhMTE1PuvPPOhBMtA+Cee+4Z2fncg9tvv300uPoPzZw5MzkxMTHlwgsvnFhVVWUDmDdvXtKGDRvCAQ4ePBg4evTo6eB6St9FF1008dxzz5182mmnTbv11lvHANx+++2j29raApKTk1Muu+yyCV/tp6OUy6AsGK+99tq+7Ozs3F27duUsWrQovry8PPCOO+4Y/8477xTn5+fnvPfee8VJSUnt1113XdWtt95amZeXl3PxxRcfa0I3e/bs1o6ODsnLywsGWLZs2dDLL7/8aE/POugpxzXXXDPh1ltvPZyfn5+Tnp6eN27cuI5ly5bF7tmzJyw3Nzd73bp1Bffee++YExWdTsOHD7fn5OTk/vKXv6x68MEH40+UX31ZZmZmyBVXXDFpyZIle88888zmk01/0003nfbss8+WZWdn5z7yyCP7b7vttnEAt99++7ibbrqpqqCgIGfUqFEnfMzqihUroj/88MPYHTt25OXn5+f89a9/PQTwi1/8YsI//vGP/QUFBTlTp05tufvuu09aeHJycsLfe++9ktzc3OyVK1cOKSoqCnr22WcPhISEOPPy8nJ6enKcUr01KAvGQw89FJ+UlJQyZ86cKYcOHQpauHBh3Lx58xqSk5Pb4d896E/k8ssvr1m2bNlQgHfffXfIz3/+85quzzBITk5OeeSRR0ZVVFR0+2Z/9OjRgMrKyuDrrruuFlzNCqOiopwbN26Muuqqq2oCAwMZO3as/cwzz2zctGlT+MnyXHPNNUcB5s2b11xeXh5ysumVS01NTeDll18+6dVXXy0566yzWk42fV1dXUBGRkbklVde1EmjYgAABCNJREFUOTE5OTnl9ttvP63z4Vg7d+6M/NWvflUDcMstt5zw1OXatWuj/+u//uvYc5Xj4+MdR44csTU0NNi+//3vN8L/b+/uQRpJwziAP/mSjbsTY7KXE08sYszXnPhJQFCxEwuR+AGCjNVaWFmJVoLYWIuKmIspEkmjhaCIlQiCMgpisFDQ22M9JUtya87sGvUm4xVZF/U0ybrx6/z/2hmGCTPkmXnfd54/UXt7+18rKysJ3wwrKiqOtFptND09/dxgMJzs7u7i+sO9eHGtQWZmZpjFxUVmbW1ti2EY0WazmYqLi4+3t7dffc9xOI47bG5u1re0tBxKJBIqKCg45XlemUzWwV0oFIpvOQVEsXbXl7dfZDXI5fLz/3tOQSoxDBPNzs4+W1hYeFNaWvqfYKrrotEoMQwjbG1t3Zh2J5VK76V1wuXcg+Pj4yvX93I2h0wmSxj0A3BXL+4NIxQKyTIyMqIMw4jr6+uvNjY2Xp+cnEh5nmcuhpguetAzDBMNh8M39q5nWfZUKpVSb29vtt1u/0QUP+vguszMTDErK+vM7XariYgikYgkHA5Lq6qqwpOTkxpBEOjg4EDO8/ybysrKL3l5eac7OzvKSCQiCQaDsqWlJVWi3xrv/CFGoVCcz83N7Xq9Xu3o6GjcbAkiIo1GI+bk5JyNj49nEsXyL5aXl5VERCUlJZ8dDoeGiMjhcMTNVampqTnyeDxvw+GwlCh2z2m12qhKpYpezDc5nU5teXn5Z6JYXyie518TEU1MTCTMqSCKFZnrDxYAP+JxC4ZSk9Je98kcr7Gx8W9BECR6vZ7t6ur6pbCw8ItOpxMGBwf/sNvtBpPJZLXb7fqv+4ZmZ2fVt00aNzQ0fJqentZwHHdIFD/r4CYej+f98PCwzmg0WsvKysx7e3tyjuNCLMtGLBYLW11dbezr6/szNzdXMBgM/9TV1R2azWa2vr5ez7JswrH2ROf/lMjU6pTeC99zPJVKJc7Pz+8MDQ39nEywjNfr/d3lcr01mUzW/Px8dmpqSk1ENDIy8mFsbExnNBqt+/v7ceedmpqajmpra0NFRUUWs9ls7e/vzyIicrlc77u7u3OMRqPV5/MpBwYGDoiIenp6Pjqdzp8sFos1GAwmNTLQ2toasFgsmPSGlEHzQQAA+AbNBwEA4Ie9uEnvx8BxXO7q6uqVIaGOjo6PnZ2dz+YjQLgbnueVbW1tV4aE0tLSRJ/Pl/KFEQD3DQXjAbjd7g+PfQ7wOGw2W+S2FVUAz81DD0mJoihi1QYAwBP09f9ZvG37QxeMzUAgkIGiAQDwtIiiKAkEAhlEtHnbPg86JCUIwju/3/+b3+//lTDhDgDwlIhEtCkIwrvbdnjQZbUAAPB84SkfAACSgoIBAABJQcEAAICkoGAAAEBSUDAAACAp/wI7LpXClYgnTQAAAABJRU5ErkJggg==\n", 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" ] @@ -1313,22 +1378,22 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 29, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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kDVryMbN54YzmLSQJOBf44O62IWkqMNbM5ofp24BziJLP2cBpYdFbgafx5OOcy6HaJWt57saX2J6ehtKTGNO2mWSshANqljBzyyPDaqy1XMvXNZ/3AjvNbG1G2UxJLwPNwHfN7FngQGBrxjJbQxnAZDPrHouiGpg8yDE75xwALZuref66uWxoOQDZBCqb19BWPoXD199LRfOmfIc3LOQr+VwA3JkxvQOYbmb14RrPXyS9I9uNhWtA1td8SZcAlwBMnz69nyE75/Z38aZWXvrFQ6zcNppUwQFUNG+gvWwyR712O2XxXfkOb1jJefKRVAh8Ajixu8zM4kA8PF8saT1wBLANOChj9YNCGcBOSVPNbEdonqvpa59mdgNwA8CsWbP6TFLOOdeb9h31LPrtXF6rKiVRNJGxbRvpKhzN2zbcT0XzxnyHNyzl48znw8BrZvZ6c5qkScAuM0tJOhQ4HNhgZrskNUs6hajDweeAX4XV5gAXAteGv/fnshLOuZGvce1WFvxuHhsaKknFJjKmYzPF8SYO3DaPqTsX5Du8YW0wu1rfSdQhYKKkrcCVZnYTcD5vbnIDeB9wtaQEkAa+Ymbd57Bf5Y2u1g+HB0RJ525JFwObiTowOOdcVtLpNC0bd1C7bBO7NtTS2ZogEU+SiKdJJIx4F9SkD8A0ibGtm0gUjebgrXOZUrM436GPCIPZ2+2CPso/30vZvcC9fSy/CDiml/J64EP7FqVzbn+RTqfZMGc+q57cQFNbjFaNJVVYFuaOjf5YisJUnIJUF7FUgrFdG+konchhG+Ywrmld3mIfiXyEA+fciNbV2sGrN89lxStttBRNojBZSWlnHaNTW8EgVVgC6TSj27ZTEm+kJNFMSVczxfEmyjtqKEq257sKI5InH+fciJNKJKmev4o1j65g7Y5yEkWjKUu0UtG2jjTimNdupayzPt9h7tc8+Tjnhr1EWyfbn1tO1cJNVG/tpD5ZSbKwHGwiYzq2UNLZwLhdq3jbxjkI7/A6FHjycc4NG6lEkl3LN1GzbBO1G+ppqOuiqaOU9qJKTDFgPKUddYyKb8cQXSUVzNz8MBPrl+c7dNeDJx/n3JDU1dzGhgcXsnP1ThprEzR1FtEWqyRdUAQUAJMo6dxFcVcTFW31pAsKScZKOHj7PKZUzyeWTua7Cm43PPk454aMli01rLl/AZtWNlKTnEA6VkKUZBoo7mpmbKoBUwGJonJKOho5oP5lDqhd6p0ChiFPPs65QZdKJGmrqqF5Sy2tOxpoq22ho6mTjrYEne1p4l3QkSikuXAiqJzieBdjOraQihVTmOhgct3LTKxbRklXc76r4gaIJx/n3IBJp9M0r9/OthdeY+eaWupq0zSlRtFVOBpUkLHkKGAUBakuCpPtFCY7iaU7qUyuI148hvG7VnLYpocoTHXmqypukHnycc7tk/rlm9jw+CtsXddMXedYuorGAAVgEynrrKOsq4Zyq8Yk0iokFSuhMNVOSWcD5e01jOrYyaj2nZS37/Q7fe5HPPk45/qUTqbY+tRSmrbUk0okSXWlSSVTpBIpGna2s7OxlPbi8cAYiuNpyjprKE9X01VUTmnnLg6sfoEJ9cspsHS+q+KGGE8+zrk3SSdTbH50EWueXkfVrnLiRRVEHxVv/rgoSJUxqnMHFe31xIsrmVS7hBlVj1OU7MhL3G548eTjnAOgYdVmFtz8HFt2jaKraCxKT2RM+1ZKrI5UrJjiRCuyFEoniaUSxFIdHLxtHqPbd+x548714MnHuf1c3SvrmX/zi2zpmAxMYkx7FaXUkVaMI9bexdjWqnyH6EYgTz7O7aeqF7zGgtsXsrVrCtgkxjZvoKN0Ekesu5uxLVvyHZ4b4Tz5OLcf6GpuY9uzy9n+chU12zupj48iXlRBQWoiFc3raSufwpFr7vImNJcze0w+kg4DtppZXNJpwDuB28yscbCDc85lL51Os+O55WxdsJ6W+k7amlO0xQvoSJcSLxrz+thnJZ27KInXUWo7aSubwtvX3EF5R22+w3f7mWzOfO4FZkl6G3AD0e2q7wA+OpiBOef2LN7UyoYHFrBx0Xa2N48KPdMqUHoUxV3NFCXaKEm1UWo1pGLFpFXAtJ0LmLrjRf8Bp8urbJJP2sySkv4e+JWZ/UrSy4MdmHOub6lEkie/dzfr6seTjhUTS45nVPsOSq2WePEYJtSvpLJ5A5VN6ynpasp3uM69RTbJJyHpAuBC4GOhrGhPK0m6GTgLqDGzY0LZVcCXgO5z/O+Y2UNh3hXAxUAK+BczezSUnwn8EogBN5rZtaF8JjAbmAAsBj5rZl1Z1Me5YS3e1MoDl/+FaptGRct6UgVFFHc1c/j6exnVUZPv8JzLSjbJ5yLgK8A1ZrYxfOjfnsV6twC/Bm7rUf4LM/tpZoGko4HzgXcA04AnJB0RZv8GOB3YCiyUNMfMVgI/CtuaLen/iBLX9VnE5dyw1bK5mjk/eIrG2BQqmtYwuWYJB21/Nt9hObfX9ph8wgf9v2RMbyT64N/TevMkzcgyjrOB2WYWBzZKWgecFOatM7MNAJJmA2dLWgV8EPiHsMytwFV48nEj2M6Fq3nw/5YTLxjHmObNHLrpIcY1rs13WM71S5/JR9Kr0Pf9Zs3snf3c56WSPgcsAr5pZg3AgcD8jGW2hjKAqh7lJxM1tTWaWbKX5Z0bUVKJJGvueZZnn2wDK6K0s453rLqF8s66fIfmXL/t7sznrEHY3/XAD4iS2g+AnwFfGIT9vImkS4BLAKZPnz7Yu3Nun6WTKTY/tpjVT66lqiEa7qY00U5aBcxa8jPvqeaGvT6Tj5ltHuidmdnO7ueSfgc8ECa3AQdnLHpQKKOP8nqgUlJhOPvJXL63/d5A1E2cWbNm9Xk251y+7Vy4mmV/WszmujLiRRWvj69WSh1KJznhletQ3w0Szg0b2fzI9BTgV8BRQDFRr7M2Mxu7tzuTNNXMun9C/ffA8vB8DnCHpJ8TdTg4HFgACDg8dHLYRtQp4R/MzCQ9BXyKqMfbhUS/P3Ju2Em0dbLyj0+zamE99bGpKD2J0R1VlLTXkSoo4si1dzHGx1dzI0w2vd1+TfShfw8wC/gccMRu1wAk3QmcBkyUtBW4EjhN0nFEzW6bgC8DmNkKSXcDK4Ek8DUzS4XtXAo8SpT0bjazFWEX3wZmS/oh8DJwUxZ1cS7n0uk0u5ZvYufLG4i3xkl2Jkh0JEl0pehoTVDVXEGicBQliRIqm9fQVj6Fw9fdS2XzhnyH7tygyWpsNzNbJykWEsLvw49Mr9jDOhf0UtxngjCza4Breil/CHiol/INvNEjzrkhIZ1O07JxB9WL1rNjxQ7qdibYlRxLomg0UACUhUekINXF6LZtlCrGqJYtvH3dPRS83o/GuZErm+TTLqkYWCrpx8AOov8i5/YrHXXNNG/cQVdLB/HmdrpaO+lq66Ktvo2GnR00txXQwliSheXRCjaB0s56yuPVYEaiaDTFXc3EUh0UJjspSrRRnGxlXMMaKlo25bVuzuVaNsnns0TJ5lLgX4k6AHxyMINyLpfiTa3EG1pIdSZIxRMkO7pIdnbRsKGGug317KpP0hQvo6N4XC9rFwPFFHUVUhJvYlRqGzJIFpYSS8aZVv08B9QuIZb2sxnnMmXzI9PuXm+dkq4DDjazdYMblnODo6OumR0vrKB6xXZqt3XQ0F5CW9E4UG8n8zGwiZR21lPc1UBJWy3pghimGGnFACOW7CKW7mRc0wYm1S1lVPvOXrbjnOspm95uTwMfD8suBmokPW9m3xjk2Jzrt40PLeTlv66mM1FAV7qQhIpJFpSSjhWHJcZRHC+gtHMXlW31mETUuVKYhCFSsVJKO2uZUruEiXXLKEzF81gj50aWbJrdKsysWdIXie7jc6WkZYMdmHP9kU6nWfCT+1myfjSFydGUxJuIpTsotBSyNEB0awEKmFK7hKnV8ylOtOQ5auf2P9kkn0JJU4Fzgf8Y5Hic67d4QwuPfO9+tianMaZ1Ex2lEzhh6f/4aADODUHZJJ+riX5n87yZLZR0KOCjGbohpXbJWh76zcu0Fk6hsnENo1uqeNeGn+Q7LOdcH7LpcHAP0Q9Mu6c34L3dXB6lEkkaVm2hftVWGjbX01jTzqbGSkQZY1q2MnPTg4xr8j4xzg1l2XQ4OIhoeJ33hKJnga+b2dbBDMy5TC1balh1zwusf62dBk3ECroP3QpiyRLKOmpIFI3huGXXUZTsyGuszrk9y6bZ7ffAHcCnw/Q/hrLTByso5wA66pp47e7nWPdKA7VMxjSWsngnFfENmApIxkqJpeNUNK5j0q4VVDatz3fIzrksZZN8JpnZ7zOmb5F02WAF5PZPqUSSnQtWs23hemo2NVPXUkxr4XhQGSXxTio61hMvqWBq9UscsuUxH9nZuWEum+RTL+kfgTvD9AVEtzRwbq9VzX2ZZX9dQUcHdKUK6EoX0aUSkrHS0JQ2msJEAWUdtVSmdpEoGkVF41oO3/AXYulEvsN3zg2QbJLPF4iu+fwiTD8PXDRoEbkRJ51Os/GvL7H4wQ3UFkwllhxPSbyRgnQXsXQ75ZZCZphidJZUMrFuKQdvf5byjtp8h+6cGyTZDq/z8RzE4kaAdDJFoqWdruY24k3t1CzbxNKnq2konEJRcjSVbWuIF4/lHat+T3n7Tj+bcW4/lU1vt0OBXwKnEN2H50XgX0OXa7cfS6fTVL+4ivVPrmTrlgRNjCMVK3nLcsWpUipa15JWjHcu/63/6NM5l1Wz2x3Ab4juPArRjeXuBE4erKDc0Fb15FKWzVnOjpZRxIsqgAmUx6sZ3bUFWdQRoHt8NCsopLCrmXeuvMlHdnbOvS6b5FNuZrdnTP9B0r8NVkBu6EonUzz/33/m1apKCtLjGdW+nVKrpbOkkulbnmBq9Xzvheacy0o2yedhSZcDs4ma3c4DHpI0HsDMdg1ifG6IaN6wnYevfYq6gqmMbdlAW/kUjn7tNu8U4Jzrl2ySz7nh75d7lJ9PlIwOHdCI3JCz+q55zHuskWTBBCoa1zG+fjmzqn6W77Ccc8NYNr3dZvZnw5JuBs4CaszsmFD2E+BjQBewHrjIzBolzQBWAavD6vPN7CthnROBW4hufP8Q0dA+Fs687gJmAJuAc82soT+xukhHXRN1r2ygeWs9LTtbaN3VQXNTmh02jbJEOwV0cNTqP/jZjnNun2XT260I+CfgfaHoaeC3ZranPrK3AL8Gbssoexy4wsySkn4EXAF8O8xbb2bH9bKd64EvAS8RJZ8zgYeBy4G5ZnZtaBa8PGNbbi+tu+955j7YSLKwjOiu6RUoPYrirmYqO9aSKCzhpMU/QvkO1Dk3ImTT7HY9UAT8b5j+bCj74u5WMrN54Ywms+yxjMn5wKd2t41wH6GxZjY/TN8GnEOUfM4GTguL3kqUFD359MPS/3uIF5YUUtrVQllbNclYKSXxRka3baOiZTOVTeso6WrOd5jOuREkm+TzLjM7NmP6SUmvDMC+v0DUbNZtpqSXgWbgu2b2LHAgkDl69tZQBjDZzHaE59XA5L52JOkS4BKA6dOnD0DoI0M6neb5H97Lsu0TGN1WRWdJBacs+L6f3TjnBl1BFsukJB3WPRF+dJral51K+g8gCfwxFO0AppvZ8cA3gDskjc12e2Zm0HcfXzO7wcxmmdmsSZMm7UPkI0cqkeSRb93Bsu0TGNu0nsJEG+974QpPPM65nMjmzOdbwFOSNgACDmEfxnaT9HmijggfCkkDM4sD8fB8saT1wBHANuCgjNUPCmUAOyVNNbMdoXmupr8x7W866pp56LtzqGYalQ1rGN2yhSM23JfvsJxz+5HdJh9JMeBY4HDgyFC8OiSLvSbpTODfgfebWXtG+SRgl5mlwpnV4cAGM9slqVnSKUQdDj5HNMgpwBzgQuDa8Pf+/sS0v6mev4pHfrectsIpVDSuZcrOBUyrfjHfYTnn9jO7TT4hGVxgZr8Alu3NhiXdSdQhYKKkrcCVRL3bSoDHJcEbXarfB1wtKQGkga9k/Hj1q7zR1frh8IAo6dwt6WJgM2/8Hsn1YelvH2H+IqPAihnVuo23bbyfiuaN+Q7LObcfyqbZ7XlJvybqHNDWXWhmS3a3klOz6FoAACAASURBVJld0EvxTX0sey9wbx/zFgHH9FJeD3xodzG4SLK9kye+dy/r26YyqmMbXUWjOXHpLyhM9esE1jnn9lk2yaf7tzdXZ5QZ8MGBD8cNlK7WDqrnr6J6WRVrVrbTVDiVisa1xJJtnLzov/IdnnNuP5fNCAcfyEUgbt9tf34FS+5+mV2tRbTGxmMFMWAMRWkxtmkDB22bx+Ta3Z6wOudcTmQzwsEEous1pxKd8TwHXB2avdwQsfhXD7BgWSGycZR31FCRaiBdUEiisIwJ9SuYUfU4xYnWfIfpnHNAds1us4F5wCfD9GeIrv98eLCCctnram7jse/dx+b4NEa3V9FZUskxK2+irNO/Gzjnhq5sks9UM/tBxvQPJZ03WAG57NUuWcvDv1lCS1H0e53izl2ctPjafIflnHN7lE3yeUzS+cDdYfpTwKODF5LLxvJbHue55xOIcsY0b+KQqseZsGtlvsNyzrmsZJN8vgRcBnTfzTQGtEn6MtHINlkPg+P2XSqR5Okr7+G1XZMp76whGSvjuGW/pijZke/QnHMua9n0dhuTi0DcnrXvqOeBqx6mVtOoaFyHAacs/GG+w3LOub2WzZmPGwK2v7CCR256jc7YAVQ0rWVSzRKmb5+X77Ccc65fPPkMAytufYJnn0tQYDHK2ndy5Nq7Gd22Pd9hOedcv/V5SwVJ/bp9thtY6/7yAs88n6a0ox7MeNeSn3jicc4Ne7u7n8+fACTNzVEsroedC19j7gMNlMQb6Cyp5L0vfodYek93L3fOuaFvd81uBZK+Axwh6Rs9Z5rZzwcvLNeyuZoH/28FskLSivG+5/893yE559yA2d2Zz/lEdywtBMb08nCDpKu5jTk/eIp4wSiKEi2csvCHqO8btTrn3LDT55mPma0GfiRpmZk93NdybmClkykevPw+GmNTGNu8iaNX3eq3PnDOjTi7O/Pp9oKkn0taFB4/k1Qx6JHth9LpNHO/exfb09HveA7d9CDlnXX5Dss55wZcNsnnZqCF6E6h5wLNwO8HM6j9UTqd5onLZ7OmMbq99cS6Vxnf8Fq+w3LOuUGRze98DjOzT2ZMf1/S0sEKaH+USiR55N9ms6lzGhWNaxndUsUh257Md1jOOTdosjnz6ZB0aveEpPcAWQ0kJulmSTWSlmeUjZf0uKS14e+4UC5J10laJ2mZpBMy1rkwLL9W0oUZ5SdKejWsc50kZRPXUJLsjPPXy+5kU2c0MvX4+pUcub7XO4o759yIkU3y+QrwG0mbJG0Cfg18Ocvt3wKc2aPscmCumR0OzA3TAB8BDg+PS4DrIUpWRDezOxk4CbiyO2GFZb6UsV7PfQ1pXc1t/OXr97AtdSCVDWuYXLOImVWP5Tss55wbdNkMLPoKcKyksWG6OduNm9k8STN6FJ8NnBae3wo8DXw7lN9mZgbMl1QpaWpY9nEz2wUg6XHgTElPA2PNbH4ovw04BxjyPfPS6TRbHl3MC/eupSEWXeM5aNszHFDnrZnOuf1D1mO77U3S2YPJZrYjPK8GJofnBwJVGcttDWW7K9/aS/mQlWzvZPltT7F8USNNhZOJUcHY5k3M3PQw4xtX5zs855zLmbwOLGpmJmnQfz0p6RKipjymT58+2Lt7i7btdSy+4UlWVxXTVTSW0kSMita1JGLl/M2KGynpasp5TM45l0/5SD47JU01sx2hWa0mlG8DDs5Y7qBQto03mum6y58O5Qf1svxbmNkNwA0As2bNytlQAU3rt7HghmdYv6uSVGwiYzo2U9zRwNjmzRyx/h4KLJ2rUJxzbkjJKvlIejcwI3N5M7utn/ucA1wIXBv+3p9Rfqmk2USdC5pCgnoU+K+MTgZnAFeY2S5JzZJOAV4CPgf8qp8xDai6V9bz0u9fZHP7AZgOoKJlI13FY5i+dS6TaxbnOzznnMu7PSYfSbcDhwFLicZ6AzBgj8lH0p1EZy0TJW0l6rV2LXC3pIuBzUQ/XAV4CPgosA5oBy4CCEnmB8DCsNzV3Z0PgK8S9agrI+pokNfOBu01Dcz70UOsb52MbBJjmzfSUTqBQzfOYVzTunyG5pxzQ0o2Zz6zgKNDL7S9YmYX9DHrQ70sa8DX+tjOzUQjLfQsXwQcs7dxDbR0Os3ymx7jpflxugonU9G0nvayyX7TN+ec60M2yWc5MAXYsacF90e1L6/jyetfoq5gKuVd9RTGW5m56SHGN67Jd2jOOTdk9Zl8JP2VqHltDLBS0gLg9eGVzezjgx/e0NW4disLfjeP9Y0TULqSiua1lHTW847XbmfYDbPgnHM5trszn5/mLIphpHrBayz8wyKqOkNnguaNtJdN4piVv/cu0845l6Xd3c/nGQBJPzKzb2fOk/Qj4JlBjm1I2fTwQhbfv5pqplGQmsjYFu9M4Jxz/ZXNNZ/TiYa/yfSRXspGtAX3raEhVUFl6xpay6fw9tV3MKqjZs8rOuece4vdXfP5J6KuzIdJWpYxawzw/GAHNtSc/q+n8tLXf8LUHS9RnGjNdzjOOTes7e7M5w6i3838N2+MPA3QkvE7m/3GuKMO4ZAdz0Aime9QnHNu2NvdNZ8mSa3A8Wa2OYcxOeecG+F2ez8fM0sBqyXlfjRO55xzI1Y2HQ7GASvC73zaugv399/5OOec679sks/3Bj0K55xz+5Vs7mT6jKTJwLtC0QIz8z7Gzjnn+m2313wAJJ0LLAA+TTQC9UuSPjXYgTnnnBu5sml2+w/gXd1nO5ImAU8AfxrMwJxzzo1cezzzAQp6NLPVZ7mec84516tsznweCXcTvTNMn0d04zfnnHOuX7LpcPBvkj4BnBqKbjCz+wY3LOeccyNZNrfRvhiYZ2Z/zkE8zjnn9gPZXLuZDvxW0gZJ90j6Z0nH9XeHko6UtDTj0SzpMklXSdqWUf7RjHWukLRO0mpJf5dRfmYoWyfp8t736JxzbqjJptntSgBJZcCXgH8D/geI9WeHZrYaOC5sMwZsA+4DLgJ+YWZvuomdpKOB84F3ANOAJyQdEWb/huiWD1uBhZLmmNnK/sTlnHMud7Jpdvsu8B5gNPAy8C3g2QHa/4eA9Wa2Werz5tNnA7PNLA5slLQOOCnMW2dmG0Kcs8Oynnycc26Iy6bZ7RPABKLf9vwZuN/MdgzQ/s/njV50AJdKWibpZknjQtmBQFXGMltDWV/lzjnnhrg9Jh8zOwH4MNEoB6cDr0p6bl93LKkY+DhwTyi6HjiMqEluB/Czfd1Hxr4ukbRI0qLa2tqB2qxzzrl+yqbZ7RjgvcD7gVlEZxsD0ez2EWCJme0E6P4b9vk74IEwuQ04OGO9g0IZuyl/EzO7AbgBYNasWTYAsTvnnNsH2fzI9FpgHnAdsNDMEgO07wvIaHKTNDWjOe/vgeXh+RzgDkk/J+pwcDjRWZiAwyXNJEo65wP/MECxOeecG0TZ9HY7a6B3KmkUURPelzOKfxy6cBuwqXuema2QdDdRR4Ik8LVwkzskXQo8StTz7mYzWzHQsTrnnBt42Zz5DDgzayPqxJBZ9tndLH8NcE0v5Q/hQ/0459yw4wOEOuecy7m9Sj6SCiSNHaxgnHPO7R+yuZncHZLGhus0y4GVkv5t8ENzzjk3UmVz5nO0mTUD5wAPAzOBPq/POOecc3uSTfIpklRElHzmhK7W/lsZ55xz/ZZN8vktUdfnUcA8SYcAzYMZlHPOuZEtm9/5XEf0A9NumyV9YPBCcs45N9L1mXwkfWMP6/58gGNxzjm3n9jdmc+Y8PdI4F1Ew9wAfIxoeBvnnHOuX/pMPmb2fQBJ84ATzKwlTF8FPJiT6Jxzzo1I2XQ4mAx0ZUx3hTLnnHOuX7IZ2+02YIGk+8L0OcCtgxeSc865kS6b3m7XSHoEODUUXWRmLw9uWM4550aybEe1Xkp0d9FCAEnTzWzLoEXlnHNuRMvmTqb/DFwJ7ARSRDdxM+Cdgxuac865kSqbM5+vA0eaWf1gB+Occ27/kE1vtyqgabADcc45t//I5sxnA/C0pAeBeHehmfkIB8455/olmzOfLcDjQDHRqAfdj30iaZOkVyUtlbQolI2X9LikteHvuFAuSddJWidpmaQTMrZzYVh+raQL9zUu55xzgy+brtbfH8T9f8DM6jKmLwfmmtm1ki4P098GPgIcHh4nA9cDJ0saT9QZYhZRJ4jFkuaYWcMgxuycc24fZdPb7Sl6uX+PmX1wEOI5GzgtPL8VeJoo+ZwN3GZmBsyXVClpalj2cTPbFWJ9HDgTuHMQYnPOOTdAsrnm862M56XAJ4HkAOzbgMckGfBbM7sBmGxmO8L8at4YxudAoo4P3baGsr7KnXPODWHZNLst7lH0vKSBGNX6VDPbJukA4HFJr/XYr4XEtM8kXQJcAjB9+vSB2KRzzrl9sMcOB6ETQPdjoqS/Ayr2dcdmti38rQHuA04CdobmNMLfmrD4NuDgjNUPCmV9lffc1w1mNsvMZk2aNGlfQ3fOObePsunttjjj8SLwTeDifdmppFGSxnQ/B84AlhPdM6i7x9qFwP3h+Rzgc6HX2ylAU2ieexQ4Q9K40DPujFDmnHNuCNvdnUynm9kWM5s5CPudDNwnqTuGO8zsEUkLgbslXQxsBs4Nyz8EfBRYB7QDFwGY2S5JPwAWhuWu7u584Jxzbuja3TWfvwAnAEi618w+OVA7NbMNwLG9lNcDH+ql3ICv9bGtm4GbByo255xzg293zW7KeH7oYAfinHNu/7G75GN9PHfOOef2ye6a3Y6V1Ex0BlQWnhOmzczGDnp0zjnnRqQ+k4+ZxXIZiHPOuf1HNl2tnXPOuQHlycc551zOefJxzjmXc558nHPO5ZwnH+eccznnycc551zOefJxzjmXc558nHPO5ZwnH+eccznnycc551zOefJxzjmXc558nHPO5ZwnH+eccznnycc551zO5Tz5SDpY0lOSVkpaIenrofwqSdskLQ2Pj2asc4WkdZJWS/q7jPIzQ9k6SZfnui7OOef6Z3c3kxssSeCbZrZE0hhgsaTHw7xfmNlPMxeWdDRwPvAOYBrwhKQjwuzfAKcDW4GFkuaY2cqc1MI551y/5Tz5mNkOYEd43iJpFXDgblY5G5htZnFgo6R1wElh3joz2wAgaXZY1pOPc84NcXm95iNpBnA88FIoulTSMkk3SxoXyg4EqjJW2xrK+ip3zjk3xOUt+UgaDdwLXGZmzcD1wGHAcURnRj8bwH1dImmRpEW1tbUDtVnnnHP9lJfkI6mIKPH80cz+DGBmO80sZWZp4He80bS2DTg4Y/WDQllf5W9hZjeY2SwzmzVp0qSBrYxzzrm9lo/ebgJuAlaZ2c8zyqdmLPb3wPLwfA5wvqQSSTOBw4EFwELgcEkzJRUTdUqYk4s6OOec2zf56O32HuCzwKuSloay7wAXSDoOMGAT8GUAM1sh6W6ijgRJ4GtmlgKQdCnwKBADbjazFbmsiHPOuf7JR2+35wD1Muuh3axzDXBNL+UP7W4955xzQ5OPcOCccy7nPPk455zLOU8+zjnncs6Tj3POuZzz5OOccy7nPPk455zLOU8+zjnnci4fPzJ1zjm3D+KlaRonp2mcYLSVv3V+ohgaxkD9GFFXXkB9qagrjvPL9g2Me+vieeHJxznn8qRpQorbPhGjpbi33933ZLQWiZpi0RzL7qN7TCpNZVKMThZxYHsZT3Us4Z37FvKA8eTjnHN50HBAiqs/W8iuQnFgPJbVOsXpQg5rKacoXo7i5aS6ykilCt8yZoylY6STJYwtSDG2wCgvKMIoZup7zx6EmvSPJx/nnMuxXVNSfP8zhTQXir9d/g5GF4+hlfF7XE9AM2PYzkS22QSaGUXvo5URjXgJ0WiZKSgtLOC7lW8boBrsO08+zjmXQ7XTUlz9D4W0FYhTlh1NU8kM7rf35zusnPPk45xzOVJ9cIqrzy8iITh52VHUlR7Bc7w732HlhScf59ywsn1iMdVTS2gbVUB7OXSUQrwUkoVpCtMpCtNJisLfQksjbI/bTAOdxQW0F4uOYtFRBPFCSGXTD2AvrB1dhIB3vXw01aOO4UVmDewOhhFPPs65vEhj7Koson5CMQ2VhTSPFelYz2WgsdKoq0xQNyrBjpI0TbE00LGHrQso2uuYStJGedooNVGcFgV7zlt7ZXJXjINWHk7VqONZxLEDu/FhxpOPc47OQvHQR8cy/22tNMcG+BO3F2lBa4FICqArPPo2OpXmwHgBxzSUUNFSRGFXAam0YWmj0NIUpA0ookulpFRMgjISKiZJSdYxxQxKlKK0IE1MBaQpIUE51tcF/X4oJsGCUcexnukDts3hypOPc/ux9pICHvjoGJ49rIWdRW3M7ISjGrP/wN4XJYkYxXFRmChAKZFKGwW9NJEVdSVIFZSxsvC9PMK7QRmnR91jtGTXUzl7g59/93uefNw+SwIvHzeGzYcU4P+1w0dbufHSQW3UFbZxeIf44PJRtMfEHwqvePMHfK70dYKRm1zocsyTj+uX2nFFzD+5nLWHxFk9touGwj21wbuh6Kj2As54ZRTNxcXcUPrtfIfj9iPDPvlIOhP4JdGJ941mdm2eQ8qL9dPLefAMY9W4eE7OPZpiaVJqY0wqzVHNRRy4s5RUPEFBzMeqHTbS0FFwAL8t/2q+I3H7oWGdfCTFgN8ApwNbgYWS5pjZyvxGljurDyvn4Q+lWTA+joBjm4ooSQ5+AijrijFuZwFpJXiy+LPM1RFQPOi7dQMpDy1rznUb1skHOAlYZ2YbACTNBs4GBjz53PHoT9j4kdEMlWsaaWDz1E4WjotTZPCe2hImr4clFafzst6bmyBKc7Mb59zII7Oh8WHaH5I+BZxpZl8M058FTjazS3ssdwlwSZg8ElidxeYnAnWZBUeXlp44FF+t5nJoLaq0Dkb1Gl6qvUmx8oqhGHq/eH2GrpFUFxhZ9Um1N8vSiap0W2NtPzdxiJlNGqh4hvuZT1bM7Abghr1ZR9IiMxsRPz+WtCjZXDsi6gJen6FsJNUFRlZ9htpn2nC/OrwNODhj+qBQ5pxzbggb7slnIXC4pJmSioHzgTl5jsk559weDOtmNzNLSroUeJSo787NZrZigDa/V810Q9xIqgt4fYaykVQXGFn1GVJ1GdYdDpxzzg1Pw73ZzTnn3DDkycc551zOefLpQdKZklZLWifp8nzHs7ck3SypRtLyjLLxkh6XtDb8HZfPGLMl6WBJT0laKWmFpK+H8uFan1JJCyS9Eurz/VA+U9JL4Zi7K3SeGRYkxSS9LOmBMD2c67JJ0quSlkpaFMqG5bEGIKlS0p8kvSZplaS/HUr18eSTIWO4no8ARwMXSDo6v1HttVuAM3uUXQ7MNbPDgblhejhIAt80s6OBU4CvhfdjuNYnDnzQzI4FjgPOlHQK8CPgF2b2NqABuDiPMe6trwOrMqaHc10APmBmx2X8Hma4HmsQjXn5iJm9HTiW6H0aOvUxM3+EB/C3wKMZ01cAV+Q7rn7UYwawPGN6NTA1PJ8KrM53jP2s1/1E4/gN+/oA5cAS4GSikTQKQ/mbjsGh/CD6Xd1c4IPAA0Q3RRiWdQnxbgIm9igblscaUAFsJHQqG4r18TOfNzsQqMqY3hrKhrvJZrYjPK8GJuczmP6QNAM4HniJYVyf0Ey1FKgBHgfWA41mlgyLDKdj7n+AfycaahBgAsO3LhAN3PiYpMVhSC4YvsfaTKAW+H1oFr1R0iiGUH08+exnLPrKM6z610saDdwLXGZmzZnzhlt9zCxlZscRnTWcBLw9zyH1i6SzgBozW5zvWAbQqWZ2AlGz+9ckvS9z5jA71gqBE4Drzex4oI0eTWz5ro8nnzcbqcP17JQ0FSD8rclzPFmTVESUeP5oZn8OxcO2Pt3MrBF4iqhpqlJS9w++h8sx9x7g45I2AbOJmt5+yfCsCwBmti38rQHuI/pyMFyPta3AVjN7KUz/iSgZDZn6ePJ5s5E6XM8c4MLw/EKiaydDniQBNwGrzOznGbOGa30mSaoMz8uIrl+tIkpCnwqLDYv6mNkVZnaQmc0g+j950sw+wzCsC4CkUZLGdD8HzgCWM0yPNTOrBqokHRmKPkR0q5khUx8f4aAHSR8lasvuHq7nmjyHtFck3QmcRnRLiJ3AlcBfgLuB6cBm4Fwz25WvGLMl6VTgWeBV3riu8B2i6z7DsT7vBG4lOrYKgLvN7GpJhxKdPYwHXgb+0czi+Yt070g6DfiWmZ01XOsS4r4vTBYCd5jZNZImMAyPNQBJxwE3Et3mcQNwEeG4YwjUx5OPc865nPNmN+eccznnycc551zOefJxzjmXc558nHPO5ZwnH+eccznnyce5vRRGC/5qeD5N0p8GcV/Hhe7/zo0onnyc23uVwFcBzGy7mX1qD8vvi+MATz5uxPHf+Ti3lyTNBs4mGiF4LXCUmR0j6fPAOcAo4HDgp0Q/8Pss0e0UPmpmuyQdRnTrjklAO/AlM3tN0qeJfhScApqADwPrgDKiYWr+m2j06F8BxwBFwFVmdn/Y998TjWZ8IPAHM/v+IL8UzvVb4Z4Xcc71cDlwjJkdF0bbfiBj3jFEo2+XEiWOb5vZ8ZJ+AXyOaPSMG4CvmNlaSScD/0s0Ntp/An9nZtskVZpZl6T/BGaZ2aUAkv6LaCibL4ShehZIeiLs+6Sw/3ZgoaQHzWzRYL4QzvWXJx/nBtZTZtYCtEhqAv4ayl8F3hlG6H43cE80dB0AJeHv88Atku4G/kzvziAa0PNbYbqUaKgUgMfNrB5A0p+BUwFPPm5I8uTj3MDKHMcsnTGdJvp/KyC6581xPVc0s6+EM6H/ByyWdGIv2xfwSTNb/abCaL2ebejepu6GLO9w4NzeawHG9GfFcD+ijeH6DoocG54fZmYvmdl/Et0I7OBe9vUo8M9hxG8kHZ8x73RJ48OI2ecQnUk5NyR58nFuL4WmreclLQd+0o9NfAa4WNIrwAqizgsAP5H0atjuC8ArRLcoOFrSUknnAT8g6miwTNKKMN1tAdG9j5YB9/r1HjeUeW8350aA0Nvt9Y4Jzg11fubjnHMu5/zMxznnXM75mY9zzrmc8+TjnHMu5zz5OOecyzlPPs4553LOk49zzrmcG7bD6yxevPiAwsLCG4kGUvQk6pxzQ0caWJ5MJr944okn1vS2wLBNPoWFhTdOmTLlqEmTJjUUFBR4f3HnnBsi0um0amtrj66urr4R+HhvywznM4ZjJk2a1OyJxznnhpaCggKbNGlSE1HLVO/L5DCegVbgicc554am8PncZ44ZzsnHOefcMDVsr/n0dNzVjx3b2J4YsPpUlhcll/7nGa8M1Pay9Y1vfGPa6NGjU1dfffXOyy67bNppp53Wcs4557RkLvPAAw+M+dnPfjb5qaeeWtfXdl544YWyqqqq4vPOO6+pP3F87GMfm7l69eqyz3zmM3VXXnllrxcMs3XddddNWLRo0ajbbrtty75sJ1unzj712KZ404AdCxUlFcnnzn8u58dCXz75yU/OOOuss5ouuuiihr6Wue666yZ8/OMfb54xY0Yi2+2uXr26+Kyzzjp87dq1K/paZjgfFzd9c96xnW3JATsuSv9/e/ce1MTVBQD8JIFAAuH9UAgSINlsdomIYAoKtlKfrTogZaBloA91FAftVG2x1drq2EItdhSdjoqiQxVti9L6aEVaFB+oQAUEQhICRUSIgDzDI5KE7w8aPqQQQPCBvb//IDd3b7Jn92RvbvaYGKiX75qtNy527Nhhl5SUZOvu7t5x5syZvwc+fuXKFWZSUpL10aNH7z3J++Ho6CjMy8srnTx5svpJtj8aI4mP0Xhpks94Jp6n0d+T2L17d82TPjcvL4+Zl5dn8iTJp6qqyqCwsNCkqqqq+Em3/zyNZ+J5Gv09C8eOHbOZNm1a52iSz3AmelyMZ+IZaX+HDx+2/eOPP2Rubm6D7ofZs2d3zJ49u2M8xzWa7T9PaNptjPbt22eNYRjB5/OJwMBAl5SUFPOpU6fiAoGAmDlzJnbv3j0DgN4rmpCQEI5IJOKz2Wzhjh077HR9xMTETOJwOO5eXl78srIyXUllCA4O5hw5csQSACA1NdXMxcWFJAhCkJqaaqFrc+nSJea0adNwgUBAeHp64oWFhUZdXV2U2NhYh7Nnz1riOE4kJiZatra2UkNCQjhCoVAgEAiIY8eOWcAQ5s6di9XV1dFxHCcuXLhgKhKJ+FeuXGECANTW1ho4OjoKAXo/uc6fP9/N39+f5+zs7L569Wq2ro89e/ZYczgcd6FQKMjOzjbV/T8pKcmSx+ORfD6f8Pb25o/PXngxDIwFqVRK9/HxwTAMI3x9fbGysjI6QO9+DQ8Pn+Lh4YGz2WzhuXPnWCEhIRxXV1cyODiYo+uPyWR6Ll++3InL5ZK+vr5YTU3Nv052V69eZc6YMYNPkqTAz8+Pd/fuXcMjR45YFhcXMyMjI11xHCeUSiVlsHa65/P5fILP5xPfffed3cD++0NxMTrvvPPOlOrqaqNFixbxNm/ePGngcQrQO4sxZ84c7sDn1tTUGCxYsMDN3d1d4O7uLrh48aIJAIBCoaDNmjWLx+VyydDQUGd9N4buv/1t27bZrV+/3mHr1q32usd5PB4plUrpUqmU7urqSoaFhTlzuVxy1qxZPKVSSQEYOj7y8vKMhUKhAMdxAsMwoqioyGiwMeiDks8Y5OXlGcfHx0/OysqSSaVS8YEDB6rmzZunLCgokJSWlorfeuutxu3bt0/StZfL5cZZWVmy3Nzc0vj4eAeVSkW5evUqMy0tzaqoqEickZFRVlhYaDJwOx0dHZTo6GjOmTNn5MXFxaV1dXWGusc8PDy6cnNzJaWlpeIvvvji/ieffMI2Njbu+fTTT2uWLFnSJJFIxCtXrmz67LPPJs+ZM6e1qKio9OrVq9ItW7awW1tbB93/Z8+elTs5OakkEol44cKFSn3vgVgsZv7yyy8V2IWITwAAD4RJREFUpaWlJWfOnLGUy+WGd+/eNYyLi3PIzs6W5ObmSmQyGUPXPi4ubvLFixdlUqlUfOHChSGnDSeawWIhKipqSnh4+EOZTCYODQ19GBUV5aRr39LSYpCfny+Ji4u7FxYWxv34448flJWVlUgkEkZ2djYDAKCzs5Pq7e3dLpfLS2bNmtW2adMmh/7bVKlUlHXr1k359ddfy0tKSkrffffdho0bNzq+//77Te7u7h3JyckVEolEbGhoCIO1AwBYvnw5Z/fu3VVSqVQ83GtEcTE6KSkpVXZ2dt1ZWVmyDRs21A08TvU9d9WqVU7r169/UFxcXJqWlla+evVqDgDApk2bHHx9fZVyubwkKCiouba2lj6S7Q83RVpVVWW8bt26OrlcXmJubq5JTk62BBg6Pvbu3Wu7Zs2aBxKJRHznzp1SFxeXRyN+Y/4x4aYTXiTp6elmS5YsadLNt9rb22tycnIYgYGB7Pr6esNHjx5RnZycVLr28+fPb2YwGD0MBkNtZWXVXV1dbXDp0iXTN954o5nFYml1bQZup6CgwJjNZquEQqEKACA8PPzhoUOHbAEAGhsbaaGhoS6VlZXGFAqlp7u7mzLYWC9fvmyWnp5ukZCQMAmg98Qll8vp06dP7xrLe+Dn59dqbW2tAQDgcrld5eXlRnV1dQY+Pj5tDg4OagCAZcuWNcpkMmMAAG9vb2V4eDgnODi4KTw8fMjvLCaawWIhPz/f5Pfffy8HAIiKimrctm1b3wnnzTffbKZSqTB9+vQOa2vrbpFI1AkAgGFYZ3l5udHMmTM7qVQqrFixohEA4IMPPni4bNmyxz4h37lzx6isrIwREBCAAQBotVqwtbX91/TKUO0aGhpobW1ttEWLFil128jMzDQfj/cDxcXjRnqc6ly/ft2srKysLzkrlUpaS0sL9ebNm6zTp0/LAQDCwsJaVq1apRmP8Tk6OqpmzpzZCQDg6enZUVlZaaQvPnx9fdvj4+MnV1dX08PCwpp056bRQMlnnEVHR0/58MMPFeHh4S3nzp1jbd++ve/TqpGRUd81Mo1GA7VarTcARyImJsbx1VdfbcvIyCiXSqX0gICAQacsenp6IDU1Ve7h4TH6IDEw6NFoemO8o6PjsTHT6fT+r2nYgyolJaUqMzPT5MyZM+ZeXl7EX3/9JZ40adK4HEATibGxcQ9Abxz0fw+pVOqQcUGhPP7vnp4eCpfL7SwoKJDo29ZQ7RoaGmhP/AIAxcVojPQ41enp6YHbt2+XMpnMcfs5iYGBQY9Wq+37W6VS9e2Tgfurs7NT76zY6tWrG/39/dvT0tLMFy9ezNu7d+/dpUuXtul7zkBo2m0MFixY0Hr27FlLhUJBAwB48OABra2tjTZlypRuAICjR49aD9dHQECA8rfffrNQKpWUpqYmakZGxr++i5k2bVrX/fv36SUlJUYAACdPnrTSPdba2kpjs9mPAAAOHDhgo/u/mZmZRqlU9u3fOXPmtO7atcteF3zXr1/v+1Q1HCcnJ1VOTo4JAMDx48cth2s/e/bs9lu3brEUCgVNpVJR0tLS+p5TUlJiFBAQ0L579+4aS0tLdUVFxZDTBhPJYLHg6enZfujQIUsAgAMHDlh5e3vrnaoaSKvVgu47v6NHj1qLRKLHDu6pU6d2NTY2Gvzxxx8mAL0nk7y8PGMAAFNTU01LSwtNXzsbGxsNi8XSpKenm/6zDSsYBRQXIzfUcToUPz+/1tjY2L7vWHRTsT4+Pm2688pPP/1k1traOuIPEBwOR1VQUGACAHDt2jXm/fv39X5Poy8+xGIxXSAQqLZs2VK3YMGC5oKCghGfT3RemuRjwTQcdKnh0+zP29u7a8OGDbX+/v44n88n1qxZ47R58+aat99+240kSYG1tfWwffj5+XUEBQU1uru7k3PnzuVNnTq1fWAbJpPZs3fv3ruLFy/mEgQhsLGx6es3JiZG8eWXX7IFAgGhVv9/c4sWLWqTyWQM3YKDuLi4GrVaTcFxnOByueSWLVscR/pebNq06cHhw4dtBQIB0dDQMOzVsrOzc3dMTEyNj4+PwNvbG8cwrG9q76OPPmJjGEbweDxyxowZSh8fn86RjmOkzI3MxzUWRtLfYLGwf//+qh9++MEGwzDixIkT1t9///290WyXwWBoc3JyTHg8HnnlyhVWbGxsbf/HjY2Ne06ePFm+adMmNp/PJ0iSJLKyskwBACIjIxvWrl3rjOM4oVarYah2hw8frly3bt0UHMeJnp6eUV2JT7S4MDYxGNe4GE1/Qx2nQzl48OC927dvm2AYRri5uZH79u2zBQCIi4uruX79uimXyyVPnz5tOXny5BF/1xIZGdnU1NRE43K55J49e+ycnZ2HnXIfKj6OHTtmhWEYieM4UVpayli1atXDkY5DZ8KW0S4sLKz08PBoeN7jQJCnhclkenZ0dOQ/73EgyJMqLCy08fDw4Az22Etz5YMgCIJMHGjBwX/YqVOnzDZv3vzYkk8nJydVRkZG+fMaE/J/z+uqB8XFxKJQKGivvfbavxYwXL58WfoiL9pA024IgiDIU4Gm3RAEQZAXCko+CIIgyDOHkg+CIAjyzKHkgyAIgjxzL89qt29cPKCzcfxeD8NKDTF/j1sNl3PnzrGMjIy08+bNawcA2Llzpy2TydRGR0eP+sdZg8nPzzd+++23XSkUCqSmppaTJDnq2+j0JxKJ+PHx8fee5u3enxaZj6+Hprl53GKBZmGhxm7e0BsLg9U6GapWS/+aTSMdw3C/+Vm1ahX7zz//NH/99ddbDhw4UD3SfgczknpRCDJWL0/yGc/E8xT6y8zMZJmammp0yeeTTz6pH8/+f/75Z4ulS5c27dy5s3b41i+38Uw8Y+nvaddq6S8lJcWmqampwMDg5TmkkZcbmnYbo7lz57qRJCngcrlkfHy8DUBv7R2CIAR8Pp/w9fXFpFIpPTk52Xb//v32ulooutoa+fn5xkKhUKDrTyqV0jEMIwAGr9Uy2Bh+/PFH84MHD9ofPXrU9pVXXsGkUimdx+ORuse3bt1qv379egeA3iuaqKgoR6FQKOBwOO4XLlwwBQBQKpWUxYsXu7q6upLz5s1z6+rqogAAqNVqCA4O5vB4PBLDMGLbtm16a74gffe9Ij7//HP7wWq19FdSUmLk7+/PI0lS4OXlxc/PzzcGAJBIJPRp06bhGIYR69atc9DXR0BAALejo4Pm7u5OJCYmWvavAwXQe9UE0HtFIxKJ+AsXLnR1cXEhly5d6qK7199Q9aLOnz9viuM4geM4IRAIiKamJnTOQMYF+pg0RsePH6+0t7fXKJVKiqenJxEaGtocHR3NuXz5sgTH8UcPHjyg2dvbayIjI+v7T7VcvHjRDADA09Ozq7u7myKRSOg4jj9KTk62CgwMbNLVajl//rzcwcFBnZiYaLlx40bHn3/+uXLgGEJDQ1tu3brV179UKtV7U0a1Wk0pKioq/fHHH823b9/usHDhQll8fLwdg8HQVlRUlNy6dYsxa9YsAgDgxo0bzNraWkPddNJY74T8sissLDQKCwtzS0pK+vvhw4cG165dY+lrv2LFCueDBw/eFQqFqszMTJOoqKgpN2/elK1Zs2bKihUr6qOjox/Gxsba6usjMzNTzmQyPSUSiRgA4MKFC0OWRSgtLWUUFBRUcDicbi8vLzwjI8PU39+/PTo6mpORkSElSVK1ePFiV137Xbt2TUpISLg7f/789paWFiqTydQO1TeCjAb6FDNG33zzjT2fzye8vLwECoXCMCEhwVYkErXhOP4IoLeuy3B9BAYGNiYnJ1sBAKSlpVlGREQ09q/BguM48e23306uqakZ9MpntEJCQpoAAGbOnNleXV1NBwC4du2aaURExEMAgFdeeaUTw7AOAAAcx1X37t0zevfdd51SU1PNLC0tX9hfTD9vjY2NBoGBgdxjx45V+Pr6DntjzJaWFmp+fr5pSEiIG47jxJo1a5x1hQJv375tunLlykYAgCe5aeNQhEJhu5ubWzeNRgOSJDvKy8vp/etFUalUCA8P79uej4+PcuPGjU47duywa2hooBkajksIIghKPmNx7tw5VlZWFisvL08ilUrFAoGg09PTc9Rz/BEREU2//PKL5Z07d4woFAoIhUKVrgaLRCIRSyQSsUwmE1+/fr1sJP0NrNvR1dX12H7W1ZIxMDAAjUaj907Gtra2muLiYvGcOXPa9u/fbxsWFsYZ7ev7r2CxWBoHB4dHly5dMh2+NYBGowEWi6XW7WOJRCKuqKjoW7BApVKf6PYj/evsaDQa6F9LZ7Q1pb7++mvFoUOH7nZ2dlL9/f1x3bQggowVSj5j0NzcTDM3N9ewWCxtfn6+cWFhoUlXVxc1JyeHJZFI6AC9dV0Aek9MbW1tg05ZkSSpolKpsHXrVoegoKBGAP21WobDZrPVjY2NBgqFgtbZ2UlJT08ftjqln5+f8vjx41YAALm5ucYymYwJAFBbW2ug0Wjgvffea46Njb1fVFTEHMkY/osMDQ17fv/99/ITJ05Y79+/f9jaOFZWVlo2m/0oKSnJEqC3fs+NGzcYAADTp09XJiYmWgEAJCYmDlsXqj9nZ+dHf/31FxMAICUlxWK4BKOvXlRJSYmRSCTq/OqrrxRTp05tLy4uRskHGRcvT/JhWI1rrY6R9BccHNyiVqsprq6u5Mcff+zo4eHRbmdnp05ISKgMCgri8vl8IigoyPWfts3nz5+30C04GNjXsmXLGn/99VeriIiIJgD9tVqGY2Rk1LNhw4baGTNmCPz9/TEulzts3Y6NGzfWtbe301xdXcnNmzc7EgTRDgBQWVlp6Ofnx8dxnIiIiHDdvn37mJbxPgs0C4txjYXR9GdmZqZNT0+X79u3z76lpWXY4+vEiRMVR44cseHz+QSPxyNPnTplAQDw/fffVx08eNAOwzDi/v37o5rrWrt2bX12djaLz+cT2dnZJgwGQ+/3NPrqRe3cudNOt9jE0NCw56233moZzVgQZCjoxqIIgiDIU4FuLIogCIK8UNBS6wkmIiJiSm5u7mPTb1FRUQ8+/PDDcVsRhbyYcnJyGJGRkS79/0en07V37tyRPK8xIciTQslngvnhhx+qnvcYkOdDJBJ16n7LgyAT3USedtNqtVq9q3gQBEGQ5+Of8/OQi10mcvIprq+vN0cJCEEQ5MWi1Wop9fX15gBQPFSbCTvtplarVygUikMKhcIdJnYSRRAEedloAaBYrVavGKrBhF1qjSAIgkxc6IoBQRAEeeZQ8kEQBEGeOZR8EARBkGcOJR8EQRDkmUPJB0EQBHnm/gf1nP0LWuZXpAAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -1348,7 +1413,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -1357,20 +1422,9 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "K = 55\n", "N = 56\n", @@ -1382,7 +1436,43 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.effective_supply.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.funds_arrival.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.funds.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.sentiment.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1400,7 +1490,7 @@ "source": [ "## Conclusion\n", "\n", - "We have created a simplified conviction voting model that illustrates the state objects, and provides descriptions of how the model fits together. In subsequent notebooks, we will expand the model to introduce additional complexity to more fit real world implementations. " + "We have created a conviction voting model that closely adheres to the 1Hive implementation. This notebook describes the use case, how the model works, and provides descriptions of how it fits together." ] } ], diff --git a/v3/images/snap/0.png b/v3/images/snap/0.png index b09a40b..82730d8 100644 Binary files a/v3/images/snap/0.png and b/v3/images/snap/0.png differ diff --git a/v3/images/snap/1.png b/v3/images/snap/1.png index 64d672c..3f7fd37 100644 Binary files a/v3/images/snap/1.png and b/v3/images/snap/1.png differ diff --git a/v3/model/__pycache__/config.cpython-37.pyc b/v3/model/__pycache__/config.cpython-37.pyc index 8f58b3e..4b2d950 100644 Binary files a/v3/model/__pycache__/config.cpython-37.pyc and b/v3/model/__pycache__/config.cpython-37.pyc differ diff --git a/v3/model/__pycache__/genesis_states.cpython-37.pyc b/v3/model/__pycache__/genesis_states.cpython-37.pyc index f215a0a..a5adc93 100644 Binary files a/v3/model/__pycache__/genesis_states.cpython-37.pyc and b/v3/model/__pycache__/genesis_states.cpython-37.pyc differ diff --git a/v3/model/__pycache__/partial_state_update_block.cpython-37.pyc b/v3/model/__pycache__/partial_state_update_block.cpython-37.pyc index 40c12bc..a20ab5f 100644 Binary files a/v3/model/__pycache__/partial_state_update_block.cpython-37.pyc and b/v3/model/__pycache__/partial_state_update_block.cpython-37.pyc differ diff --git a/v3/model/config.py b/v3/model/config.py index e23bed8..0fabb4f 100644 --- a/v3/model/config.py +++ b/v3/model/config.py @@ -4,7 +4,7 @@ from datetime import timedelta import numpy as np from typing import Dict, List -from cadCAD.configuration import append_configs +from cadCAD.configuration import Experiment from cadCAD.configuration.utils import bound_norm_random, ep_time_step, config_sim, access_block from .genesis_states import genesis_states @@ -21,8 +21,9 @@ seeds = { 'p': np.random.RandomState(1), } +exp = Experiment() -append_configs( +exp.append_configs( sim_configs=sim_config, initial_state=genesis_states, seeds=seeds, diff --git a/v3/model/genesis_states.py b/v3/model/genesis_states.py index 6df3b99..b5b91bb 100644 --- a/v3/model/genesis_states.py +++ b/v3/model/genesis_states.py @@ -7,6 +7,7 @@ genesis_states = { initial_values['supply']), 'funds':initial_values['initial_funds'], 'sentiment': initial_values['initial_sentiment'], - 'supply': initial_values['supply'] + 'effective_supply': initial_values['supply'], + 'funds_arrival': 0 } diff --git a/v3/model/model/__pycache__/conviction_helper_functions.cpython-37.pyc b/v3/model/model/__pycache__/conviction_helper_functions.cpython-37.pyc index 653faed..ed802a8 100644 Binary files a/v3/model/model/__pycache__/conviction_helper_functions.cpython-37.pyc and b/v3/model/model/__pycache__/conviction_helper_functions.cpython-37.pyc differ diff --git a/v3/model/model/__pycache__/proposals.cpython-37.pyc b/v3/model/model/__pycache__/proposals.cpython-37.pyc index 90cfeb2..9d71bdc 100644 Binary files a/v3/model/model/__pycache__/proposals.cpython-37.pyc and b/v3/model/model/__pycache__/proposals.cpython-37.pyc differ diff --git a/v3/model/model/__pycache__/sys_params.cpython-37.pyc b/v3/model/model/__pycache__/sys_params.cpython-37.pyc index c6a3dc8..1d069c3 100644 Binary files a/v3/model/model/__pycache__/sys_params.cpython-37.pyc and b/v3/model/model/__pycache__/sys_params.cpython-37.pyc differ diff --git a/v3/model/model/__pycache__/system.cpython-37.pyc b/v3/model/model/__pycache__/system.cpython-37.pyc index 9343476..9dfc30e 100644 Binary files a/v3/model/model/__pycache__/system.cpython-37.pyc and b/v3/model/model/__pycache__/system.cpython-37.pyc differ diff --git a/v3/model/model/proposals.py b/v3/model/model/proposals.py index ec4f6f4..51e4f16 100644 --- a/v3/model/model/proposals.py +++ b/v3/model/model/proposals.py @@ -11,7 +11,7 @@ def trigger_function(params, step, sL, s): ''' network = s['network'] funds = s['funds'] - supply = s['supply'] + supply = s['effective_supply'] proposals = get_nodes_by_type(network, 'proposal') accepted = [] diff --git a/v3/model/model/sys_params.py b/v3/model/model/sys_params.py index 5e39116..1183008 100644 --- a/v3/model/model/sys_params.py +++ b/v3/model/model/sys_params.py @@ -6,14 +6,14 @@ initial_values = { 'n': 30, #initial participants 'm': 7, #initial proposals 'initial_funds': 4867.21, # in honey, as of 8-5-2020 - 'supply': 22392.22, # Honey supply balance as of 8-5-2020 + 'supply': 22392.22, # Honey total supply balance as of 8-5-2020 } # Parameters sys_params = { 'beta': 0.2, # maximum share of funds a proposal can take 'rho': 0.0025, # tuning param for the trigger function - 'alpha': 1/2**3, # timescale set in days with 3 day halflife (from comments in contract comments) + 'alpha': 0.875, # timescale set in days with 3 day halflife (from comments in contract comments) 'sensitivity': .75, 'tmin': 0, #unit days; minimum periods passed before a proposal can pass 'min_supp': 1, #number of tokens that must be stake for a proposal to be a candidate diff --git a/v3/model/model/system.py b/v3/model/model/system.py index edd30b9..af105c7 100644 --- a/v3/model/model/system.py +++ b/v3/model/model/system.py @@ -29,7 +29,10 @@ def driving_process(params, step, sL, s): supporters = get_edges_by_type(candidate_subgraph, 'support') len_parts = len(participants) - supply = s['supply'] + supply = s['effective_supply'] + + funds_arrival = supply * 0.0001 + expected_holdings = .01*supply/len_parts if new_participant: h_rv = expon.rvs(loc=0.0, scale=expected_holdings) @@ -87,7 +90,7 @@ def update_network(params, step, sL, s, _input): network = s['network'] funds = s['funds'] - supply = s['supply'] + supply = s['effective_supply'] new_participant = _input['new_participant'] new_proposal = _input['new_proposal'] @@ -130,4 +133,31 @@ def increment_funds(params, step, sL, s, _input): key = 'funds' value = funds + return (key, value) + +def increment_supply(params, step, sL, s, _input): + ''' + Increase funds by the amount of the new particpant's funds. + ''' + supply = s['effective_supply'] + funds_arrival = _input['funds_arrival'] + + #increment funds + supply = supply + funds_arrival #/2 * 0.0001 + + key = 'supply' + value = supply + + return (key, value) + +def fund_arrival_check(params, step, sL, s, _input): + ''' + Increase funds by the amount of the new particpant's funds. + ''' + + funds_arrival = _input['funds_arrival'] + + key = 'funds_arrival' + value = funds_arrival + return (key, value) \ No newline at end of file diff --git a/v3/model/partial_state_update_block.py b/v3/model/partial_state_update_block.py index bda683c..04434e8 100644 --- a/v3/model/partial_state_update_block.py +++ b/v3/model/partial_state_update_block.py @@ -12,6 +12,8 @@ partial_state_update_blocks = [ 'variables': { 'network': update_network, 'funds':increment_funds, + 'effective_supply': increment_supply, + 'funds_arrival' : fund_arrival_check, } }, {