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generative-rtlive.ipynb
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{
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"source": "# Generative Bayesian modeling of the COVID-19 pandemic: The model underlying rt.live\n\n(c) 2020 Thomas Wiecki\n\nThis blog post explains the model powering https://rt.live with its nowcast of the effective reproduction number. The model was developed by [Kevin Systrom](https://twitter.com/kevin) and [Thomas Vladeck](https://twitter.com/tvladeck) with mostly technical support provided by various PyMC3 developers, including myself.\n\nThe model underwent several revisions and will continue to improve. However, I believe that the model is at a point where it is valuable to explain it to the world. First, because I believe it is one of the best models currently out there, but also because it is a great case-study for generative Bayesian modeling where several challenges needed to be overcome. This post describes [version 1.0.0](https://github.com/rtcovidlive/covid-model/commit/50bf8e4ace5b973b3d323f058ad613d4b02f4c2f) of the model.\n\nBut let's start with the basics.\n\n## What is Rt?\n$R_0$ (\"R-naught\") describes the reproduction factor of a disease -- i.e. how many other people does one infected person pass the disease to. If this quantity is larger than 1 we have an epidemic on our hands, as is the case for COVID-19. \n\n$R_0$ assumes, however, that there are no counter-measures being implemented to curb spread of the virus. Thus, the more critical measure to track is $R_e(t)$ -- the time-changing effective reproduction factor, i.e. on a given day $t$, how many people does one person infect. \n\nAs lockdowns and social distancing measures are put in place we expect this quantity to drop, ideally below the critical quantity of 1 because then, over time, the disease would just wimper out.\n\nUsually we'd extract $R_e(t)$ from something like an SIR (susceptible-infected-recovered) model, or an SEIR (which adds an exposed category). \n\nThis is in fact how the `rt.live` model started. However, because the SIR model is described as an ODE it causes various problems. Solving the ODE is quite time-intensive and while closed-form approximations are fast, they are quite poor in practice as we had to find. In addition, SIR/SEIR models are also just approximations of the real thing and come with their own assumptions baked in. The current model is simpler and makes fewer assumptions.\n\nInstead, the current model uses a simple generative logic to explain how a initial pool of infected people spreads the disease at each time-point, according to the current reproduction factor.\n\n## The generative model\n\nA core property of Bayesian modeling is that the models we tend to build are *generative*. That means we are defining how some hidden, unobservable causes we are interested in give rise to observable data. This aspect isn't always so obvious with Bayesian models (think regression models) but it is a very powerful and intuitive concept once understood.\n\nThe `rt.live` model makes this generative aspect particularily obvious. So in this post I will explain how the model links hidden causes to observable data which we can then invert using Bayes formula to infer the most likely hidden causes given certain observed data. For this reason, Bayesian statistics used to be called \"inverse probability\"."
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"source": "import warnings\nwarnings.simplefilter(action='ignore', category=FutureWarning)\n\nimport pymc3 as pm\nimport pandas as pd\nimport numpy as np\nimport seaborn as sns\nsns.set_context('talk')\nfrom scipy import stats\nfrom matplotlib import pyplot as plt\nfrom covid.models.generative import GenerativeModel\nfrom covid.patients import get_delay_distribution\nfrom covid.data import summarize_inference_data, get_and_process_covidtracking_data\n%config InlineBackend.figure_format = 'retina'\n\ndf = get_and_process_covidtracking_data(\n run_date=pd.Timestamp.today()-pd.Timedelta(days=1))",
"execution_count": 1,
"outputs": []
},
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"cell_type": "markdown",
"source": "Let's assume that for an idealized disease we start with a single infected patient on day $0$ that is infectous for a single day only and on that day goes on to infect 2 people which become sick the next day. This disease thus has a reproduction factor $R_0$ of 2. We could write that on day $t$ the number of newly infected $y_t$ is:\n\n$$ y_t = y_{t-1} \\cdot R_0 $$\n\nQuite simple. This logic gives rise to the classic exponential growth pattern we see in epidemics:"
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"source": "# Code optimized for readability, not speed\nn_days = 10\nts = np.arange(n_days)\nR0 = 2\ny = np.zeros(n_days) \n\ny[0] = 1 # starting with 1 infected\nfor t in ts[1:]:\n y[t] = y[t-1] * R0",
"execution_count": 2,
"outputs": []
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"source": "fig, ax = plt.subplots(figsize=(12, 8))\nax.plot(ts, y);\nax.set(xlabel='time', ylabel='newly infected', \n title='Growth of idealized disease with $R_0 = 2$'); sns.despine();",
"execution_count": 3,
"outputs": [
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"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
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\n"
},
"metadata": {
"image/png": {
"width": 748,
"height": 519
},
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "However, as we discussed we care more about the effective reproduction rate as a function of time $R_e(t)$. We can just switch that into our idealized generative model:\n\n$$ y_t = y_{t-1} \\cdot R_e(t) $$"
},
{
"metadata": {
"trusted": true,
"code_folding": []
},
"cell_type": "code",
"source": "n_days = 10\nts = np.arange(n_days)\nRt = np.linspace(2, 1, n_days) # Assuming Re(t) goes from 2 to 1\ny = np.zeros(n_days)\n\ny[0] = 1 # starting with 1 infected\nfor t in ts[1:]:\n y[t] = y[t-1] * Rt[t]",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fig, ax = plt.subplots(figsize=(12, 8))\nax.plot(ts, y);\nax.set(xlabel='time', ylabel='newly infected', \n title='Growth of idealized disease with $R_e(t)$ going from 2 to 1'); \nsns.despine();",
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 738,
"height": 519
},
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "You can see that on the last day, where $R_e(t)$ is 1 we get the same number of newly infected as on the previous day, because every infected infects just one more person.\n\nThe implicit assumption in the generative process above is that people get sick and infectious instantly, as they infect another person on the very next day.\n\nIn reality, it takes a while for a person to pass the disease onto the next person. This delay is officially known as the \"generation time\" and we will model it with a probability distribution which we get from [this study](https://www.ijidonline.com/article/S1201-9712(20)30119-3/pdf) (the study actually provides an estimate for something closely related to the generation time but we can use it here)."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The paper includes a simple formulation of how to derive the generation time distribution for COVID-19:"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "mean_si = 4.7\nstd_si = 2.9\nmu_si = np.log(mean_si ** 2 / np.sqrt(std_si ** 2 + mean_si ** 2))\nsigma_si = np.sqrt(np.log(std_si ** 2 / mean_si ** 2 + 1))\ngeneration_time = stats.lognorm(scale=np.exp(mu_si), s=sigma_si)\n\nfig, ax = plt.subplots(figsize=(12, 8))\nax.plot(ts, generation_time.pdf(ts))\nax.set(xlabel='days from one person infecting another',\n ylabel='probability density',\n title='Generation time'); sns.despine();",
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 754,
"height": 518
},
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "In order to include this effect in our generative model we need to do a convolution. Intuitively, instead of the new cases on day $t$ depending only on the new cases on day $t-1$, they now depend on the new cases on (potentially) all previous days because it could have taken 5 days between the time a person got infected and infected another person. We need to take all of these previously infected people into account and by which probability they infect people today. \n\nWe accomplish this by weighting the number of newly infected people $i$ days ago -- $y_{t-i}$ -- by the generation time $g_i$ for that particular delay as well as the effective reproduction number on that day $R_e(t-i)$:\n\n$$ y_t = \\sum_{i=1}^{M}y_{t-i} R_e(t-i) g_i $$\n\nFor further details on this generative process see this post: https://staff.math.su.se/hoehle/blog/2020/04/15/effectiveR0.html.\n\nUpdating our generative process model accordingly we get:"
},
{
"metadata": {
"trusted": true,
"code_folding": []
},
"cell_type": "code",
"source": "n_days = 30\nts = np.arange(0, n_days)\nRt = np.linspace(2, 1, n_days) # Assuming Re(t) goes from 2 to 1\ny = np.zeros(n_days) \ny[0] = 1 # starting with 1 infected\n\nfor t in ts[1:]:\n # loop over previous days\n for i in range(1, t+1):\n y[t] += y[t - i] * Rt[t - i] * generation_time.pdf(i)",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fig, ax = plt.subplots(figsize=(12, 8))\nax.plot(ts, y);\nax.set(xlabel='time', ylabel='newly infected', \n title='Growth of idealized disease with $R_e(t)$ going from 2 to 1');\nsns.despine();",
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
"image/png": 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gsaHIBgAAAAAAtTYvd6vueWOV/AHrmN1xYW/ddN6pMsZ4kAwA0BhRZAMAAAAAgJNmrdVfPlinJz/e4JjFRBk9cs0gXT64kwfJAACNGUU2AAAAAAA4KRX+gO59c5Vezt3mmDWPj9Zz44frzFPbeJAMANDYUWQDAAAAAIATKin369a5S/XBN3scs04tEzQjK02ntW/uQTIAQFNAkQ0AAAAAAL7XgeJyTc7OVW5egWPWv2MLzchMU7sW8R4kAwA0FRTZAAAAAADguHYfKFHG9Byt3XPIMTu7Z4qeGT9MSXHUCwAAd/EvDQAAAAAAqNGGvYeVMT1HOwqPOGY/GdRRj14zSLHRPg+SAQCaGopsAAAAAADgsHRrgSbOzFVBcbljljmym+6/tJ98PuNBMgBAU0SRDQAAAAAAqvlk7V79fM4SHSn3O2Z3XNhbN513qoyhxAYANByKbAAAAAAA8H9eX7Jdd7y6QhUBW+14lM/owSsH6trhXTxKBgBoyiiyAQAAAACAJOm5zzfqT/9c4zgeF+3T02OGalS/9h6kAgCAIhsAAAAAgCYvELB68L1v9fy/NztmyQkxmp45XMNSW3uQDACAShTZAAAAAAA0YeX+gO54dYXeWLrDMeuQHK9ZE9N1WvvmHiQDAOA/KLIBAAAAAGiiissqdNOcJfps3XeOWc92ScqemK6OLRM8SAYAQHUU2QAAAAAANEH7i8qUNTNXy7cVOmZDurbU9Iw0tUqM9SAZAABOFNkAAAAAADQx2wuKNWF6jjZ9V+SY/aBPOz09ZqgSYqM8SAYAQM0osgEAAAAAaELW7D6ojOk52nOw1DG7amhnPXTVQMVE+TxIBgDA8VFkAwAAAADQRORs3q9Js3J1qKTCMbvp/FN1x497yxjjQTIAAL4fRTYAAAAAAE3A+6t369a5S1VaEXDM7ru0nyad3d2DVAAAnByKbAAAAAAAGrmXc7bqnjdWKmCrH4+JMnrkmkG6fHAnb4IBAHCSKLIBAAAAAGikrLV66uMNevSDdY5Zs9goPTNumM49ra0HyQAAqB2KbAAAAAAAGiF/wOqBt1cre8EWx6x1YqxmZKZpUJeWHiQDAKD2KLIBAAAAAGhkSiv8+tW85Xp35S7HrHOrBGVPTFePtkkeJAMAoG4osgEAAAAAaEQOlZTrhtmL9dXGfY5Zn1OaK3tiutq1iPcgGQAAdUeRDQAAAABAI7H3UImyZuRq9c6DjtmI7q31fMZwtYiP8SAZAAD1Q5ENAAAAAEAjsGVfkcZPy9HW/cWO2YX9T9HjowcrPibKg2QAANQfRTYAAAAAABFu1Y4DypyRo/zDZY7ZmBFd9YfLByjKZzxIBgBAaFBkAwAAAAAQwb7ckK8p2YtUVOZ3zH45qpd+cUEvGUOJDQCIbBTZAAAAAABEqHdW7NTt85ap3G+rHTdG+sPlAzTujFSPkgEAEFoU2QAAAAAARKBZX+Xpd2+vlq3eYSs2yqcnRg/WRQM7eBMMAAAXUGQDAAAAABBBrLV69P11euqTDY5Z87hoPZ8xXGf0aONBMgAA3EORDQAAAABAhKjwB/SbN1Zp3qJtjlnb5nGalZWufh1beJAMAAB3UWQDAAAAABABSsr9uuWlpfrw2z2OWfeURGVPTFeX1s08SAYAgPsosgEAAAAACHMHiss1OTtXuXkFjtnpnZM1IzNNbZLiPEgGAEDDoMgGAAAAACCM7T5QoozpOVq755Bjdk6vFE0dN0xJcfx6DwBo3PiXDgAAAACAMLVh72FlTM/RjsIjjtllgzrqkWsGKTba50EyAAAaFkU2AAAAAABhaOnWAk2cmauC4nLHbOJZ3XXvJX3l8xkPkgEA0PAosgEAAAAACDOfrN2rn89ZoiPlfsfszgv76MbzesgYSmwAQNNBkQ0AAAAAQBh5bfF23fnaClUEbLXjUT6jh64cqGuGd/EoGQAA3qHIBgAAAAAgTDz3+Ub96Z9rHMfjY3x6esxQXdC3vQepAADwHkU2AAAAAAAes9bqoflr9Oxnmxyz5IQYTc9M07DUVh4kAwAgPFBkAwAAAADgoQp/QL95Y5XmLdrmmHVIjlf2xHT1at/cg2QAAIQPimwAAAAAADxSUu7XL19epvmrdztmPdslKXtiujq2TPAgGQAA4YUiGwAAAAAADxwurdCU7EX6auM+x2xwl5aamZWmls1iPUgGAED4ocgGAAAAAKCB7TtcqqyZuVqx/YBjdk6vFD0zbpgS4/iVHQCAo/hXEQAAAACABrSj8IjGT1uoTd8VOWaXnN5Bf7l2sGKjfR4kAwAgfFFkAwAAAADQQDbsPaTx03K060CJYzZ2RFf9/vIBivIZD5IBABDeKLIBAAAAAGgAy7cVKnNGjgqKyx2zW3/QU7/64WkyhhIbAICaUGQDAAAAAOCyLzfka0r2IhWV+R2z+y7tp0lnd/cgFQAAkYMiGwAAAAAAF81ftUu3zV2mMn+g2vEon9Gfrz5dVw7t7FEyAAAiB0U2AAAAAAAueTlnq+55Y6UCtvrxuGif/jZ2qC7o296bYAAARBiKbAAAAAAAXDD10416eP4ax/HmcdGalpmm9O6tPUgFAEBkosgGAAAAACCErLV68L01eu7zTY5ZSlKcZk1MU/+OyR4kAwAgclFkAwAAAAAQIhX+gO5+faVeWbzdMevcKkFzJo1Qt5RED5IBABDZKLIBAAAAAAiBknK/bpu7VO9/s8cx692+ubInpat9i3gPkgEAEPkosgEAAAAAqKdDJeW6PnuRvt603zEb2rWlpmemqWWzWA+SAQDQOFBkAwAAAABQD/mHS5U5I0erdhx0zM47ra2mjhuqZrH8+g0AQH00uX9JjTGtJaVV/QyX1FVS26ofv6T9klZI+lDSbGttvkdRAQAAAABhbntBsSZMy9Gm/CLH7CeDOurRawYpNtrnQTIAABqXJldkS8qWdMn3zJtJ6izpYkm/N8bcba19qkGSAQAAAAAixvo9hzR+Wo52HyxxzMafkaoHLusvn894kAwAgManKRbZwfZK+lbSVklFkhIl9ZE0TJJPUpKkvxpj2ltr7/MsJQAAAAAgrCzbVqjMGTkqLC53zG67oJduH9VLxlBiAwAQKk2xyP5U0j8kfWit3VTTG4wx3SQ9I+nHVYd+Y4x5x1q7sCECAgAAAADC1xfr8zVl9iIVl/kds9/+pJ+yzuruQSoAABq3JldkW2sfOYn35BljLpO0TFJfSUbSZEkU2QAAAADQhP1z5S794uWlKvfbasejfUaPXDNIVwzp5FEyAAAaN+44cRzW2jJJLwYdGuJVFgAAAACA915auFU3v7TEUWLHRfv03IRhlNgAALioTldkG2MmhDrI8Vhrsxvqs2qQH/S8uWcpAAAAAACesdbqb59u1J//tdYxax4fremZaUrr1tqDZAAANB113VpkpiR7ojeFiJdFdt+g53lehQAAAAAAeCMQsPrTP7/VC19sdsxSkuI0e1K6+nZo4UEyAACalvrukV3bWzAfLb/NMceOt05DleUOxph+kiYFHXrdqywAAAAAgIZX4Q/oztdW6rUl2x2zLq0TNGfSCKW2SfQgGQAATU9di+ytOrmSuY2ko/+qm6qfckkHJJVKaqHqW3YcXXOHJOftn11mjEmU1FPS5ZJ+LSmpavSlpGknuUZePWN0ruf5AAAAAIB6Kin365aXlurDb/c4Zn1Oaa7sielq1yLeg2QAADRNdSqyrbXdTvQeY8xkSU+qsrzeJOlZSe9KWmut9Qe9r7WkMySNk3Rt0Puvs9buqku+k2WMGSXpg+95i5U0V9Jka23FSS6bWu9gAAAAAADPHCwp1/WzFmnh5v2O2bDUVpqekabkZjEeJAMAoOnyubGoMeYmVRbXcZIel9TPWvtna+03wSW2JFlr91tr/2mtHSMpXZVXY58j6TNjjJc3WNwj6VJr7Vhr7REPcwAAAAAAGkj+4VJd99zXNZbY5/duqzmTRlBiAwDgAWNtaLehNsb0lLRSUqyk6dba62t5/mmSlkqKl5Rtrc0KacDqn9Vb0q1VL32SWkoaIGlg1TEr6U1JN1lrnX9PVvOaefWM1VlSlCSlpqYqL6++ywEAAAAATsa2/cWaMD1Hm/OLHLPLB3fUI9cMUkyUK9eDAQDQFNT2fovVT3ahyH5Q0p2SKiR1tNbm12GNJ1RZMJdK6mCtLQxpyBN/fn9JU1V5ZbgkbZQ00lq7twE+O09V25NQZAMAAABAw1i355DGT1uoPQdLHbOMM1P125/0l89Xr9+/AQBo6ur1D6kb/5V8YdXjyrqU2FU+qnqMlXR+vRPVkrV2taQfSvqq6tCpkv7S0DkAAAAAAO5bsrVA1zyzoMYS+5ejeul3l1FiAwDgNTeK7M6q3JKjPldRFxyzXoOz1pZK+n9Bh35mjEnxIgsAAAAAwB2fr/tOY59fqANHyh2zBy7rr1+OOk3GUGIDAOA1N4rsZlWP9SmguwQ9T6jHOvW1QFJx1fMoSWkeZgEAAAAAhNA7K3Zq0qxcHSn3Vzse7TN6YvRgZYzs5k0wAADg4EaRvVOV+530NMYMqOMaVx+znids5QbiB4IOtfIqCwAAAAAgdOZ8vUW3zl2qcn/1+0bFx/j0fMZwXT64k0fJAABATdwosj8Nev6sMSauNicbY34q6Yqql1bS5yHKVWvGmBhJbYIO7fcqCwAAAACg/qy1eurj9br3zVWy1TtstYiP1pxJI/Rfvdt5Ew4AAByXG0X2NFUW0JJ0hqSPjTF9TnSSMSbKGHO7pLlVh6ykD62121zIeLJGqfKGk0et8SoIAAAAAKB+AgGrP7zzrR55f51j1rZ5nObdcKaGd2vtQTIAAHAi0aFe0Fr7tTHmeUlTVFlGnylphTHmE0nvSVopaZ+kMknNJXWXNEKV24l0VOW2JFLl3tS3hDKbMaa1tfakrqo2xiRL+nPQoaXW2rxQ5gEAAAAANIxyf0B3vrpCry/d4Zh1bd1McyaNUNc2zWo4EwAAhIOQF9lVbpHUVtJPVVlmR6vy6uZR33OO0X+u5C6WdJm1dkOIc00wxoyW9KSkt6y1RY4QlbejvkDSE5L6BY3uCnEWAAAAAEADKCn365aXlujDb/c6Zn1Oaa7sSelq1zzeg2QAAOBkuVJkW2srjDHXSLpd0gOSmuk/RbU59u1Bx4ykryRNtta6tY3HCEkvSio3xqyWtE5SoaQoSe0lDZPU4Zhz7rLWvu9SHgAAAACASw6WlGvyrEXK2ez849y0bq30QkaakhNiPEgGAABqw60rsmWtDUh61BgzS1KWKq/OHiLp2Js/GknbJX0maYa19mO3MkkqDXoeI2lw1c/xbJd0q7X2TRczAQAAAABckH+4VBnTc7R650HH7Ad92unpMUOVEBvlQTIAAFBbxh57m2Y3P8yYGEldJbVS5U0UD0raY639rgEz9Jb0Q1XeiLJfVZ4Wqrwy/ICkrZKWSHpX0rvW2oqGylaVL09SqiSlpqYqLy+vIT8eAAAAABqF7QXFGj8tR5vzHTtK6orBHfXnawYpJsrnQTIAAJqsY3fqqBXXrsiuibW2XNLGhvzMGjKslbRW0lNe5gAAAAAAuGP9nkMaPy1Huw+WOGaZI7vp/kv7yeer1+/SAACggTVokQ0AAAAAgJuWbStU5owcFRaXO2a3jzpNt13QU8ZQYgMAEGkosgEAAAAAjcKXG/J1ffYiFZf5HbMHLuuvjJHdGj4UAAAIiQYpso0x50saJWm4pLaSklW5P/epNby3i6r2S7HWbm2IfAAAAACAyDZ/1S7dNneZyvyBasejfUaPXDNIVwzp5FEyAAAQCq4W2caYUZIek9T/2JEqb65Yk5mSzpdkjTHnWGsXuBYQAAAAABDx5uVu1d2vr1TgmN8y46J9mjpuqH7Qp703wQAAQMi4dotmY8zdkuarssQ2x/x8n78EvW+sW/kAAAAAAJHv2c826s7XnCV287hozZ40ghIbAIBGwpUrso0xWZL+qMqrro2kAklvSFohabKkAd9z+ntV728p6SI38gEAAAAAIpu1Vg/PX6tnPtvomKUkxWrWxHT175jsQTIAAOCGkF+RbYxpJenRoEPZklKttZOttU9K2vF951tr/aq8kttI6la1ZzYAAAAAAJIkf8DqnjdW1lhid2qZoFduHEmJDQBAI+PG1iKTVHk1tZX0lrU201p7uJZrLA563i9kyQAAAAAAEa20wq9b5y7R3Jxtjlmvdkl67aaR6p6S6EEyAADgJje2Frkw6Pmv67jGhqDn3eoeBQAAAADQWBSVVujGOYv17/X5jtmgLi01MzNNrRJjPUgGAADc5kaR3UeVV2OvtdZuruMahUHP+XswAAAAAGjiCorKlDUzV8u2FTpmZ/dM0bPjhykxzpXbQAEAgDDgxr/yKVWPO+uxRvCWJ6Ye6wAAAAAAItzuAyUaP22h1u917lp50YBT9PjowYqLjvIgGQAAaChuFNlFqtwjO6Eea7QPer6vfnEAAAAAAJFqc36Rxk9bqO0FRxyz0Wld9MefDlSUj+ufAABo7NwosvdKaiWpdz3WGBn0fHv94gAAAAAAItHqnQeUMT1H+YfLHLMbzztVd17YW8ZQYgMA0BT4TvyWWsupemxljDm/ticbYxIkXVf10i/pyxDlAgAAAABEiJzN+zX6ua9rLLHvuqiP7rqoDyU2AABNiBtF9rtBzx80xtR2o7KHVbnPtpX0b2vtoZAlAwAAAACEvY/X7NH4aQt1qKSi2nGfkR66cqBuPO9Uj5IBAACvuFFkvyZpfdXzdEl/N8YknugkY0yMMeYxSTcHHX7YhXwAAAAAgDD11rIdmpK9WKUVgWrHY6N8enrMUI1O7+pRMgAA4KWQ75FtrfUbY26T9I4qi/IrJK0zxjwr6SMF3QTSGNNC0mmSfiRpiqQukowqr8Z+zVr7fqjzAQAAAADCU/aCPP32H6tlbfXjzWKj9Nz44Tq7V4onuQAAgPeMPfYbQqgWNuYmSU8dfanKclpBr1XDMVv1uFjSedbaYlfChTFjTJ6kVElKTU1VXl6ep3kAAAAAwG3WWj350Qb95cN1jlnLZjGamZWuwV1aepAMAACEUL1ubuHG1iKSJGvtVEmXSsqvOmRUvcC2xxw7+p6XJZ3bFEtsAAAAAGhqAgGrB97+psYS+5QW8XrlhjMpsQEAgHtFtiRZa9+T1EPSryQtlxTQf8rr4AK7SNJbks621o6x1h5xMxcAAAAAwHvl/oB+/cpyzfwqzzHrnpKoV248U73aN2/4YAAAIOyEfI/sY1lriyQ9LulxY0yypIGS2khKlFQoabekFdbaiuOvAgAAAABoTErK/brlpSX68Nu9jlm/Di00a2K62jaP8yAZAAAIR64X2cGstQckfdGQnwkAAAAACC8HS8o1edYi5Wze75ild2utFzKHq0V8jAfJAABAuGrQIhsAAAAA0LTlHy5VxvQcrd550DG7oE87PT12qOJjojxIBgAAwlnIi2xjzMdVT3OstXfVcY0/SDpLkrXWXhCycAAAAAAAz2wvKNb4aTnanF/kmP10SCf979WnKybK1Vs5AQCACOXGFdnnS7KSSuqxxoCgdQAAAAAAEW79nkMaPy1Huw86f1XMHNlN91/aTz6f8SAZAACIBGwtAgAAAABw1bJthcqckaPC4nLH7PZRp+m2C3rKGEpsAABwfOFaZB/9BsMV2QAAAAAQwb7ckK/rsxepuMzvmD1wWX9ljOzW8KEAAEDECdciu0XVY7GnKQAAAAAAdTZ/1S7dNneZyvyBasejfUaPXDNIVwzp5FEyAAAQacKuyDbGxEkarMqrsfd6HAcAAAAAUAfzcrfq7tdXKnDM39nGRfs0ddxQ/aBPe2+CAQCAiFSvItsY0/V7xgknmFdbSlKCpF6Sfi6ppSqL7GX1yQcAAAAAaHjPfrZRD763xnG8eVy0pmWmKb17aw9SAQCASFbfK7LzVPM+1kbSuZI213P9V+p5PgAAAACggVhr9fD8tXrms42OWUpSrGZNTFf/jskeJAMyMTItAAAgAElEQVQAAJEuVFuL1HR76brcctoGnTffWjuv7pEAAAAAAA3FH7C6982VmpuzzTHr1DJBcyaPUPeURA+SAQCAxiAURXZdCuvjKVXldiJzJD0bwnUBAAAAAC4prfDr9nnL9M+Vux2zXu2SNHvSCJ2SHO9BMgAA0FjUt8jufsxrI2mTKq+s/lxS5kmuE5BUJKnQWhs40ZsBAAAAAOGhqLRCN85ZrH+vz3fMBnVpqZmZaWqVGOtBMgAA0JjUq8i21m459pgxRqostI/UNAcAAAAANA4FRWXKmpmrZdsKHbOze6bo2fHDlBgXqh0tAQBAU+bGN4oHqh43uLA2AAAAACAM7DpwROOn5WjD3sOO2UUDTtHjowcrLjrKg2QAAKAxCnmRba194MTvAgAAAABEqg17D2vCtIXaeaDEMRud1kV//OlARflCeTslAADQ1PE3XgAAAACAk7Z8W6EyZ+SooLjcMbvhvB6668I+R7ecBAAACBlXimxjzH9Jal718gNr7ZFanDtEUpeqlwuttXtCnQ8AAAAAUHtfrM/XlNmLVFzmd8zuubiPppx7qgepAABAUxDyItsY00nS+5J8klZZa/9RyyV6SHpFkpX0V0m/DG1CAAAAAEBtvbtil345b6nK/bba8Sif0UNXDtQ1w7sc50wAAID687mw5lWSjt7RY2odzn9d0m5JRtLPQhUKAAAAAFA3c77eolvmLnGU2HHRPj0zbhglNgAAcJ0bRfb5Qc9fr+3J1lor6c2ql+2MMf1DEQoAAAAAUDvWWj350Xrd++Yq2eodtprHRSt7Yrp+2K+9N+EAAECT4kaRPaDqcau1dm8d11gY9JwiGwAAAAAaWCBg9cDb3+ixD9Y5ZilJcZp3w5ka0aONB8kAAEBT5MbNHjuocn/rbfVYI/jcTvWLAwAAAACojbKKgP7fq8v11rKdjlnX1s00e1K6UtskepAMAAA0VW4U2bFVj+X1WCP43IR6rAMAAAAAqIXisgrdNGeJPlv3nWPWt0MLzZqYpnbN4z1IBgAAmjI3iuz9ktpV/dRV8LkH6hcHAAAAAHAyCovLNHFmrpZsLXTM0ru11vMZw5WcEONBMgAA0NS5sUf2LklGUh9jTOs6rnF20PPd9Y8EAAAAAPg+uw+U6NpnF9RYYo/q217Zk9IpsQEAgGfcKLK/CFp7Sm1PNsYkSRobdOirUIQCAAAAANRs03eHddXUr7Ruz2HH7OphnfXMuKGKj4nyIBkAAEAlN4rst4Oe32OMGVzL8/8mKUWVN4xcYq3dFbJkAAAAAIBqVm4/oKufWaAdhUccsynn9tCfrz5d0VFu/OoIAABw8kL+bcRa+4GkxVUvkyR9aIy56kTnGWPaGGP+rupXY/8x1PkAAAAAAJW+2pCv0c8t0P6iMsfs7ov66J6L+8oY40EyAACA6ty42aMk3SzpU0lxklpL+rsxZpWkVyTlStorqVRSsqTeks6XdLWkBFXur20l/cNa+6ZL+QAAAACgSXtv5S794uVlKvMHqh33Gemhq07XtcO7eJQMAADAyZUi21qbY4zJkpRd9RlG0oCqn+M5WmBL0kJJY9zIBgAAAABN3dycrfrNGysVsNWPx0b79NR1Q/Sj/qd4EwwAAOA4XNvozFo7T5VXWudVHTJBj8E/wbOApL9KOs9a69ygDQAAAABQZ9ZaPf3JBt39urPEbh4XreyJ6ZTYAAAgLLm1tYgkyVq7wBhzmiqvrh4j6SxV7psdzEhaI2m+pL9aaze7mQkAAAAAmqJAwOp/3v1W0790/sqVkhSrmVnpGtAp2YNkAAAAJ+ZqkS1J1lq/pNmSZhtjoiR1VuW+2fGSCiTtttYWup0DAAAAAJqqcn9Ad7y6Qm8s3eGYdWmdoNkTR6hbSqIHyQAAAE6O60V2sKpSe0vVDwAAAADAZUfK/Lr5pSX6eM1ex6zPKc2VPTFd7VrEe5AMAADg5DVokQ0AAAAAaDgHiss1cVauFm8pcMyGp7bStIw0JTeL8SAZAABA7VBkAwAAAEAjtOdgiSZMy9HaPYccsx/0aaenxwxVQmyUB8kAAABqr0GKbGPM+ZJGSRouqa2kZEnGWntqDe/tosobQMpau7Uh8gEAAABAY7I5v0jjpy3U9oIjjtmVQzvp4atOV0yUz4NkAAAAdeNqkW2MGSXpMUn9jx1Jssc5baak8yVZY8w51toFrgUEAAAAgEZm1Y4DypyRo/zDZY7Z5LO7656L+8rnMx4kAwAAqDvX/gveGHO3pPmqLLHNMT/f5y9B7xvrVj4AAAAAaGwWbNyn0c99XWOJfceFvfWbSyixAQBAZHLlimxjTJakP6ryqmsjqUDSG5JWSJosacD3nP5e1ftbSrrIjXwAAAAA0Nj8a/Vu3Tp3qcoqAtWO+4z0p58O1Oj0rh4lAwAAqL+QX5FtjGkl6dGgQ9mSUq21k621T0ra8X3nW2v9qryS20jqVrVnNgAAAADgOOblbtVNcxY7SuzYKJ/+NnYoJTYAAIh4bmwtMkmVV1NbSW9ZazOttYdrucbioOf9QpYMAAAAABoRa62mfrpRd762UoFj7kKUFBetmRPTdOGADt6EAwAACCE3tha5MOj5r+u4xoag593qHgUAAAAAGqdAwOrB977V8//e7Ji1SYzVrInpGtAp2YNkAAAAoedGkd1HlVdjr7XWOr9RnZzCoOd88wIAAACAIOX+gO56baVeW7LdMevUMkGzJ6WrR9skD5IBAAC4w40iO6XqcWc91gje8oRbagMAAABAlZJyv25+cYk+WrPXMTutfZKyJ47QKcnxHiQDAABwjxtFdpEq98hOqMca7YOe76tfHAAAAABoHA4cKdfkWbnKzStwzIalttK0jOFq2SzWg2QAAADucqPI3iuplaTe9VhjZNBz59/KAQAAAEATs/dgiSZMz9Ga3Yccs/N7t9XUscOUEBvlQTIAAAD3+U78llrLqXpsZYw5v7YnG2MSJF1X9dIv6csQ5QIAAACAiLRlX5GufmZBjSX2FYM76vkJwymxAQBAo+ZGkf1u0PMHjTG1/Tb1sCr32baS/m2tdX5TAwAAAIAmYvXOA7pq6gJt3V/smGWd1U2PXTtYMVFu/GoHAAAQPtz4tvOapPVVz9Ml/d0Yk3iik4wxMcaYxyTdHHT4YRfyAQAAAEBEWLhpn0Y/+7XyD5c6Zv/9o9N0/6X95PMZD5IBAAA0rJDvkW2t9RtjbpP0jiqL8iskrTPGPCvpIwXdBNIY00LSaZJ+JGmKpC6SjCqvxn7NWvt+qPMBAAAAQCT44Js9uuWlJSqtCFQ7boz0P1cM0NgRqR4lAwAAaHjGWuvOwsbcJOmpoy9VWU4r6LVqOGarHhdLOs9a6/zbuUbOGJMnKVWSUlNTlZeX52keAAAAAA3v5ZytuueNlQoc8+tabJRPj48erIsHdvAmGAAAQN3V68/IXNtIzVo7VdKlkvKrDhlVL7DtMceOvudlSec2xRIbAAAAQNNmrdWTH63XXa87S+zE2CjNyEqjxAYAAE2Sq3cEsda+J6mHpF9JWi4poP+U18EFdpGktySdba0dY6094mYuAAAAAAg3/oDVvW+u0mMfrHPMWifGau6UM3RWzxQPkgEAAHgv5HtkH8taWyTpcUmPG2OSJQ2U1EZSoqRCSbslrbDWVridBQAAAADCUUm5X7fNXar3v9njmHVulaBZE9N1atskD5IBAACEhzoV2caYy6qe7rHWLjzZ86y1ByR9UZfPBAAAAIDG6EBxuSZn5yo3r8Ax69uhhWZlpaldi3gPkgEAAISPul6R/aYq97j+l6SLgwfGmAlVT3dYaz+qRzYAAAAAaNR2Fh5R5owcrdtz2DEbeWobPTN+mFrEx3iQDAAAILy4sbXITP2n5KbIBgAAAIAarNtzSBnTc7TrQIljdunpHfTotYMUFx3lQTIAAIDw4/oe2QAAAACA6hbl7dfEmbk6WOK8VVDWWd103yX95PMZD5IBAACEp7oW2cWSElR5w0YAAAAAwEn61+rdum3uUpVWBByzuy7qoxvO7SFjKLEBAACC1bXI3i2ph6SBxphYa21ZCDMBAAAAQKP04sItuu/NVQrY6sejfUYPX3W6rhrW2ZtgAAAAYa6uRfYiVRbZyZJeM8Y8ImmbpOC/i0swxnStZz5Za7fWdw0AAAAA8JK1Vo9/uF5PfLTeMWsWG6W/jR2q83u38yAZAABAZDDW2hO/69iTjLlU0j9UeVNHx7jqsfYLO1lrbZPax9sYkycpVZJSU1OVl5fnaR4AAAAA9VPhD+i+t1Zpbs42x6xNYqymZ6ZpUJeWHiQDAABoUPXaO81Xl5Oste9Imhv04SboRzUcq88PAAAAAESkknK/bpyzpMYSu0vrBL1600hKbAAAgJNQn6udx0laIOl6SQNE6QwAAAAA/6ewuEyTZi3S4i0Fjln/ji00IytN7ZrHe5AMAAAg8tS5yLaVe5I8JekpY0y8pNaSYiVtUuW2Ip9LygxBRgAAAACIKDsKjyhjeo427D3smJ3Vs42eGTdMzeNjPEgGAAAQmUKy/7S1tkTSTkky5v8uzD5ird0SivUBAAAAIFKs3X1IGdNztPtgiWN22aCOeuSaQYqNrtMujwAAAE2WWzdSZJsRAAAAAE3Owk37NDl7kQ6VVDhmk8/urnsu7iufj1+XAAAAasuNIvu/qh73u7A2AAAAAISl+at26baXl6msIuCY/ebivrr+3B4epAIAAGgcQl5kW2s/C/WaAAAAABDOZn+9Rfe/tUrWVj8e7TN65JpBumJIJ2+CAQAANBJubS0CAAAAAI2etVaPfbBOf/14g2OWGBulqeOG6dzT2nqQDAAAoHGhyAYAAACAOqjwB3TPGyv190XbHbOUpFjNyEzXwM7JHiQDAABofFwtso0xCZKulHSOpP6SWkpqppO/GaS11p7qUjwAAAAAqJMjZX7d8tISfbRmr2OW2qaZsiemK7VNogfJAAAAGifXimxjzGRJ/yuprpcgGEn2hO8CAAAAgAZUUFSmibNytXRroWM2sFOyZmSlKSUpzoNkAAAAjZcrRbYx5n5Jv9XJX3kNAAAAAGFve0GxJkzP0abvihyzc3qlaOq4YUqKYwdHAACAUAv5NyxjzGBVlthS5RXVRtICSZ9J2i7J+Y0PAAAAAMLct7sOKmN6jvYeKnXMrhjcUf979SDFRvs8SAYAAND4uXGpwM36z7YgeyVdba390oXPAQAAAIAGsWDjPk3JXqRDpRWO2Q3n9tCdF/aRz8cfpAIAALjFjSL7vKDnYyixAQAAAESyd1fs0u3zlqnMH3DM7r2kryaf08ODVAAAAE2LG0V2R1Vejb3FWvuJC+sDAAAAQIOY9VWefvf2atljbkMfE2X06LWDddmgjt4EAwAAaGLcKLKP/q3dZhfWBgAAAADXWWv1yPtr9fQnGx2zxNgoPTt+uM7uleJBMgAAgKbJjSJ7u6S+khJcWBsAAAAAXFXuD+ju11fq1cXbHbOUpDjNzErTgE7JHiQDAABoutwosj+S1E9Sf2NMtLXWeTcUAAAAAAhDxWUV+vmLS/Tp2u8cs+4piZqVla6ubZp5kAwAAKBp87mw5guSApKSJI12YX0AAAAACLn9RWW67vmFNZbYgzon69Ubz6TEBgAA8EjIi2xr7UpJD0kykh4zxvQM9WcAAAAAQCht21+sq6d+peXbCh2z805rq5euP0NtkuI8SAYAAADJnSuyJel+Sc9ISpG00Bgz0RgT49JnAQAAAECdrd55QFdO/Uqb8oscsyuHdtILGcOVGOfGrowAAAA4WSH/NmaMmR70Ml+VZfbzkv5ijFkkabek0pNczlprJ4U4IgAAAABIkr7akK8psxfrcKnz1j43nX+q7vhxbxljPEgGAACAYMZaG9oFjQlIOnbRo9/8av1h1tqoeoeKIMaYPEmpkpSamqq8vDxP8wAAAACN1dvLd+pXf1+mcn/1X1OMke6/tJ+yzuruUTIAAIBGqV5XB7j193HHC1XbsKFt2QEAAABA0vQvNuv373zjOB4b5dNjPxukS0/v6EEqAAAAHI8bRfYsF9YEAAAAgHoLBKwe/tcaPfvZJscsKS5az40fppE9UzxIBgAAgO8T8iLbWpsV6jUBAAAAoL5Kyv3671eW650Vuxyzts3jNDMrTf07JnuQDAAAACfCrbcBAAAANHoFRWWaMnuRcvMKHLMeKYmaNTFdXVo38yAZAAAATgZFNgAAAIBGbcu+ImXNyNWm/CLHbHCXlpqemabWibEeJAMAAMDJosgGAAAA0Ggt3VqgybMWaV9RmWP2w37t9eToIUqIjfIgGQAAAGqDIhsAAABAozR/1W79ct5SlZQHHLPMkd1036X9FOUzHiQDAABAbVFkAwAAAGh0pn2xWf/z7jeytvpxY6R7L+mnSWd39yYYAAAA6qRORbYx5uOgl9Zae8FxZvVVbW0AAAAA+D7+gNUf3vlGM7/Kc8zion16YvRgXTigQ8MHAwAAQL3U9Yrs8yVZSabqsaZZfdW0NgAAAADU6EiZX794eane/2aPY9Y6MVYvZAzX0K6tPEgGAACA+qrP1iLft5kcG80BAAAAaDD5h0s1adYiLd9W6Jh1T0nUzKw0pbZJ9CAZAAAAQqGuRfYDdZwBAAAAQEht/O6wsmbkauv+YsdseGorPT9huFolxnqQDAAAAKFi7LF3P4GnjDF5klIlKTU1VXl5eZ7mAQAAAMJZzub9mjJ7kQqLyx2zS07voEevGaT4mCgPkgEAAOAY9drFoz5biwAAAACAZ95evlO//vtylfkDjtkN5/XQnT/uI5+PXQ8BAAAaA4psAAAAABHFWqtnPtukh+evccx8Rvr95QM07oxUD5IBAADALRTZAAAAACJGhT+g+/+xWi8t3OqYNYuN0lNjhugHfdp7kAwAAABuosgGAAAAEBGKSit0y0tL9Mna7xyzts3jND0jTQM7J3uQDAAAAG6jyAYAAAAQ9vYcLNHEmblavfOgY9arXZJmZKWpc6tmHiQDAABAQ6DIBgAAABDW1u4+pKwZOdp5oMQxO7NHGz0zfpiSE2I8SAYAAICGQpENAAAAIGx9uSFfN85erEOlFY7ZlUM66aGrTldstM+DZAAAAGhIFNkAAAAAwtKri7frrtdWqCJgHbPbLuil20f1kjHGg2QAAABoaBTZAAAAAMKKtVZPfLRej3+43jGL9hn96acDdW1aFw+SAQAAwCsU2QAAAADCRllFQPe8sVKvLt7umCXFRWvquKE6p1dbD5IBAADASxTZAAAAAMLCwZJy3TRnsb7csM8x65AcrxlZaepzSgsPkgEAAMBrFNkAAAAAPLez8IiyZuRq7Z5DjlnfDi00IzNNpyTHe5AMAAAA4YAiGwAAAICnVu04oIkzc7X3UKljdt5pbfX02KFKiuNXFwAAgKaMb4MAAAAAPPPJ2r265cUlKirzO2aj07roD1cMUEyUz4NkAAAACCch/0ZojLnVGJMc6nUBAAAANC4vLdyqybMW1Vhi/78f99aDVw6kxAYAAIAkF4psSU9I2mGMmWaMSXdhfQAAAAARLBCwenj+Gt3zxkr5A7baLDbKpydGD9bN/9VTxhiPEgIAACDcuHV5Q4KkTEkLjDFLjTFTjDGJLn0WAAAAgAhRWuHXL+Yt09RPNzpmLeKjlT0pXZcP7uRBMgAAAIQzN4rsIkkm6Od0SVMl7TLGTDXGDHbhMwEAAACEucLiMo2flqO3l+90zDq3StDrPx+pM3q08SAZAAAAwp0bRfYpkm6UtKTq9dFCO0nSFEmLjTFfG2MyjTHxLnw+AAAAgDCzdV+xrpz6lXI273fMTu+crDd+fpZ6tmvuQTIAAABEgpAX2dbaImvtc9ba4ZLSJE2TdLhqfLTUPnp8pzHmcWNMv1DnAAAAABAelm0r1JVTv9Sm74ocs1F92+nlKWeobfM4D5IBAAAgUrh6C3Br7WJr7fWSOkr6uaSlVaOjhXZLSbdKWmmM+dwYc50xJtbNTAAAAAAazvurd2v0cwuUf7jMMcs4M1XPjh+uZrHRHiQDAABAJHG1yD7KWnvYWvuMtXaYpBGSpqtyL23pP6X2WZLmSNphjPlfY0zPhsgGAPj/7N15eNTV3f7x+0xWEkKAhJ0kkLCvYRMD4i6tKyqtVlyr1K1qa2urfVrtpq3aPtWnLrVu/VlXVGxtxV0QQcK+7yQhCTtkQkIWss2c3x8JkJhJWDJr5v26rlxJvufMzP1Hr5K5PfP5AgDgG//4ertue22FqmrdTa4bI/3q4qH6zWXDFeEwAUoHAACAUGKstYF5YWMSJF0v6QeSRn9j+Uioeaq/UeS/rbUuP8YLGGNMvqQ0SUpLS1N+fn5A8wAAAAAny+22euTDTXpp4fZmazGRDj15daYuHNkrAMkAAAAQQG06weCXE9meWGvLrLXPWmvHSDpd0j8kVau+xD5ySvscSW9LKjTGPGiM6RKovAAAAACOr6rWpTtfX+mxxO4aH603fnA6JTYAAABOWsCK7COMMRGSUlV/CvnIfGyrpoV2L0m/kbTdGPMTYwyfPwQAAACCjLO8Wte8sFgfb9jbbK1fUpzeu2OSxqVxNgUAAAAnL2B3VTHG9Ff9WJHvS+reeKnhe56ktZIuUn3BbSR1kvQnSWcZYy63gZqLAgAAAKCJbfvKdPMry7Sj+HCztXFpXfTCDePVNZ77ugMAAODU+PVEtjEmwhhzhTHmY0nbJN0vqYeOnby2kuZIuljSQGvtlZL6SPqFpD1HnkbSJZLu8Gd2AAAAAJ7N27JfVz67yGOJfdHInnp95kRKbAAAALSJX272aIxJVf3p65sl9TxyudGWA5JelvSctbagheeIk/ScpOtUX3gvt9ZO9FnoAOFmjwAAAAgV1lr94+t8PTxno9we3lbcema6Hvj2EDkcTAYEAABA22726LPRIsYYh+pPTt8maarqT39/M2y2pGclvWOtrWnt+ay1lcaYWyV9S1I3SUPbkG1YQ6YzJI2Q1FtSrKRS1Y80+UrSy9baTaf6GgAAAEB7Vuty66H3N+jNpYXN1iIcRr+5dJiuz+rn/2AAAABol7xeZBtj+kqaKekW1RfEUtMCu0LSG5KesdauPZnnttZWGWPWSDpfUvwpZLtA0pOShrWwJbnh6zRJ9xljXpT0Y2ttxcm+FgAAANBeHayo0R2vr9DivOJmawmxkXr22rGaMrBbAJIBAACgvfLFiex8HZt53dgm1Y8GecVae6gNz9+WUnmcmpbYbklrVD+vu0T1Y0/OlNS5YX2mpCHGmKnW2uYD/wAAAIAwk7O/XDNfWaZ8Z2WztX5JcXrxxgka0L1jAJIBAACgPfNFke1Q/QxrSaqT9L6kZ62187z0/Ot1rGg+VaskPS9plrX2YOMFY0y8pF9L+lnDpTMk/V7SfW18TQAAACCkfbX1gH74xkqVVdU1W8tKT9LfrhurznHc1BEAAADe5/WbPRpj3JJ2S3pB0vPW2j1efYE2MMZcKcllrX3/BPY+IenHDb/WSOpurS31Zb6G180XN3sEAABAkHllUb5+98FGuTzc1fGa01L1u2nDFRXhCEAyAAAAhIg23ezRF0X2dEn/tta6vPrEfmaMSZS0X9KRIyXTrbXv+eF180WRDQAAgCBR63Lrd//dqFcXFzRbcxjpwUuG6aZJ/WRMm96XAAAAoP1r0x+MXh8tYq2d7e3nDARrbakxZoOkMQ2X+gUwDgAAAOB3pZW1+uEbK7Uwp6jZWkJMpJ6aMUZnD+4egGQAAAAIN76Ykd2eND6uHhGwFAAAAICf5R0o18xXliuvqPm91lO7xumlG8drYI+EACQDAABAOKLIboExJkbSwEaXdgQqCwAAAOBPX+cU6Y7XVuiQh5s6nta/q567bpy6xnNTRwAAAPgPRXbLpks6csTESpobwCwAAACAX7y+pEAPvb/B400drxrfVw9fPlLRkdzUEQAAAP51SkW2McZfN3K01lq/l+3GmA6SHml06V1r7f4TfGx+G1++bxsfDwAAAJy0OpdbD8/ZpP+3KL/ZmjHSLy8aqlvO6M9NHQEAABAQp1oSG9WfUm6vf8X+n47d3LFK0q9O4rFpXk8DAAAA+FDp4Vrd/eYqfbX1QLO1+OgI/fWaMTpvaI8AJAMAAADqteW0c7sssY0xMyX9oNGln1prtwYqDwAAAOBL+UUVuuWVZco90Pymjn27dNCLN47XkJ6dApAMAAAAOOZUi+xzvJoiSBhjpkp6ttGl1621z7a0vwUFbYzRV1JEG58DAAAAOK7FeU7d/toKlVTWNlsbn9ZFz10/TskdYwKQDAAAAGjqlIpsa+18bwcJNGPMREnvSYpquPSppJtP9nmstf3amCNfjCcBAACAj81aVqhf/mu96jzc1PHKsX30xytHKiaS8xUAAAAIDn6/kWIwMsaMkPShpPiGS4slXWmtrQlcKgAAAMD7XG6rP3y4SS8t3N5szRjp/m8P0W1npnNTRwAAAASVsC+yjTEDJH0mqWvDpXWSLrLWNh8SCAAAAISwsqpa3fPmKs3b0vymjnHREXry6kxNHd4zAMkAAACA1oV1kW2MSZH0uaQjf61vk3SBtfZg4FIBAAAA3rejuFK3vLJMW/eVN1vrnRirF2+coGG9uakjAAAAgpPXi2xjzLuS5kqaa63d7O3n9xZjTHfVl9hH5lHvkHS+tXZf4FIBAAAA3rcsv1i3vbpCxRXNJ+eNSe2sv18/Tt0TYgOQDAAAADgxvjiRfaWkKyTJGLNX0jwdK7bzffB6J80Y00X140QGNVzar/oSuzBwqQAAAADve2f5Dv3Pv9ap1tX8po6XZ/bWo9NHKTaKmzoCAAAguPlytIiR1EvSNQ1fMsYUqKHUVn2xvdeHr+85lDHxqr+x46iGSwdVP05kq7+zAAAAAL7icls9/vFm/f2rPI/rP/vWYN15dgY3dQQAAEBI8EWR/aSkc1RfFJuGr3CmoisAACAASURBVCPSJH2/4UvGmC06Vmx/aa0t9kGeo4wxMZLel3R6w6VySRdaa9f68nUBAAAAfyqvrtOP31qtzzc1n5rXISpCT1w9Wt8e0SsAyQAAAIBTY6xt/hFDrzyxMV1VX2if2/A12MM2+42f1+pYsf2Vtbb5nWjalulxST9rdGmppGUn+PDF1trXvJnHE2NMvhrmdqelpSk/P9/XLwkAAIB2ZOfBSs18Zbk27y1rttazU6xevHG8RvRJDEAyAAAAhLk2fRTQZ6NFGk5Xz274kjGml46V2ueqvqxtHN5IypQ0WtK9klzGmGXW2slejNX9G7+f1vB1IjpK8nmRDQAAAJyqFQUHddury1VU3vymjqP7JuqFG8areydu6ggAAIDQ48sZ2U1Ya/dIer3hS8aYdB0rtc+R1KNh65FyO1LHRoAAAAAAaMV7K3fqgdnrVONyN1u7ZFQv/fm7o7mpIwAAAEKWz0aLnFSI+tnVP5D0P2paaFtrbVj9tc1oEQAAAJwMt9vqz59u0bNf5npcv/f8QbrnvAHc1BEAAACBFpyjRVpjjHFIGi/pPNWfyJ4kic84AgAAACehsqZO985arU82NL+pY0ykQ/971WhdMqp3AJIBAAAA3uW3ItsYM1LHRomcJSmh8XKjn92S1qj+ho9f+CsfAAAAEEp2lxzWzFeWa+OeQ83WuifE6IUbxmt0SucAJAMAAAC8z2dFtjEmQ8dOXJ8jKbnx8je2b1J9cT1X0jxrbYmvcgEAAAChblXhQf3gnytUVF7dbG1En0568YYJ6pnIBx4BAADQfni9yDbGvKz6Artv48vf2JavY8X1XGvtXm/nAAAAANqj91fv0s/eXauauuY3dbxoZE/973cz1SE6rG4zAwAAgDDgixPZN0myalpe75E0Tw3jQqy1BT54XQAAAKDdcrutnvxim/76xTaP6/ecO0A/Pn+QHA5u6ggAAID2x9czsislPS3paWvtTh+/FgAAANAuHa5x6afvrNaH65p/kDE60qE/fWeUpmX2CUAyAAAAwD98WWRbSR0k/UzSz4wxOWo6B7vIh68NAAAAtAs7D1bqtldXaMPu5jd1TO4YoxduGKcxqV0CkAwAAADwH18U2T9V/c0dz5TUqdH1AQ1ft0qyxpj1ahg1Imm+tbbcB1kAAACAkPV1TpHuemOlDlbWNlsb2quTXrpxvHp37hCAZAAAAIB/GWutb57YGIek8ZLObfiaJCmu0ZbGL+yStFzHTmx/ba1tfgv2MGCMyZeUJklpaWnKz88PaB4AAAD4n7VWLyzI06MfbZbbw5/rU4f10BNXZyo+xteTAgEAAACvadPNXHxWZDd7IWOiJJ2uY8X2REnRjbY0DlItKVv1N4b8g18CBgmKbAAAgPBWWVOnn7+7Vh+s3eNx/c6zM3Tf1MHc1BEAAAChJjSK7GYvbEwHSWfoWLE9VlLEN7ZZa+03r7VrFNkAAADhq8BZodteXaHNe8uarcVFR+jP3x2ti0b2CkAyAAAAoM3aVGQH7LOI1trDkj6T9JkxJlXSFZLul9SjYQtHTAAAABA2vtyyX/e8uUqHquqarfVPjtffrx+nQT0SApAMAAAACLyAFNnGmGTVn8I+r+F7eiByAAAAAIFmrdWzX+bqz59ukacPS547pLueuDpTiR2i/B8OAAAACBJ+KbKNMQmSztaxMSIjGi+38LAc1d/4EQAAAGiXyqpqdd87a/TJhn0e1+85b6B+fN5A5mEDAAAg7PmkyDbGxKh+/vWRE9ffnH/t6S/xHZLmqb68/sJau8sX2QAAAIBgkHugXLf+c7lyD1Q0W+sYE6knrs7UBcN6eHgkAAAAEH68XmQbY+ZKypIU3fiyh637JH2p+uJ6rrU219tZAAAAgGD06Ya9+snba1Re3Xwedka3eD1/w3hldOsYgGQAAABAcPLFieyzJVk1L68PSpqvY8X1Rh+8NgAAABC03G6rJz/fqr/OzfG4/q3hPfTn745WQizzsAEAAIDGfDUj20gql7RA9cX1PEmrrPV0+xoAAACg/Ss9XKt7Z63W3M37m60ZI903dbDuOCuDedgAAACAB74osh9UfXm91Frr8sHzAwAAACFl674y3frP5cp3VjZb6xQbqf+7ZozOGdw9AMkAAACA0OD1Itta+4i3nxMAAAAIVR+u26P73lmjyprmZzyG9EzQ368fp7Sk+AAkAwAAAEKHr0aLAAAAAGHN5bb60ydb9Nx8z/c0v3R0bz02faTiovmTHAAAADge/moGAAAAvOxgRY3ueWuVFmwrarbmMNIvLhyqmVP6yxjmYQMAAAAnwudFtjEmRtI1ks6XNF5SN0mJkmStbfb6xpgzJDka1r/ydT4AAADAmzbsLtVtr67QzoOHm611iYvS0zPGavKA5AAkAwAAAEKXT4tsY8zNkh6VlNT4csN328LDfirpsobHf9ta+5nvEgIAAADe8/7qXbp/9lpV1bqbrQ3v3Ul/v36c+naJC0AyAAAAILQ5fPXExpjnJL2g+hLbNPo6nicb7Zvhm3QAAACA99S53Pr9Bxv1o7dWeyyxrxzbR7PvmESJDQAAAJwin5zINsb8QtKtqj91bSRtlfSapLWSfilpQisP/0rSHkm9JE31RT4AAADAW4rKq3XXGyu1OK+42Vqkw+hXFw/VjZP6MQ8bAAAAaAOvF9nGmD6SftXo0sOSfm2ttQ3rd7T2eGutNcZ8IukmST2NMRnWWs+3egcAAAACaO3OEt3+6grtLq1qtpbcMVrPzBirielJHh4JAAAA4GT4YrTILZI6qP409ovW2oeOlNgnYWWjn4d6LRkAAADgJe8s36HvPJftscQendJZ/737DEpsAAAAwEt8MVrkyDgQt6QHT/E58hv9nNqmNAAAAIAX1dTVz8N+dXGBx/XvTUjRb6cNV0xkhJ+TAQAAAO2XL4rsDNWfxt5ord1/is9R0ujnhLZHAgAAANpu/6Eq3fn6Si0vONhsLSrC6LeXjdCMiZzDAAAAALzNF0V214bvp1piS1J0o5+b3/YdAAAA8LMVBQd1x2srtL+sutla94QY/e26cRqX1iUAyQAAAID2zxdF9iHVl9ltOUndp9HPzrbFAQAAAE6dtVZvLC3Ub/6zQbWu5rd+GZ/WRc9eO1bdO8UGIB0AAAAQHnxRZO+VlCRpqDHGYa09lRPVZzb6Od8rqQAAAICTVFXr0q/f36BZy3d4XL8hK02/uniYoiN9cQ91AAAAAEf4osj+WtJwSR0lXSLpPyfzYGNMZ0lXN/xaI2mRV9MBAAAAJ2BP6WHd/tpKrdlR0mwtOtKhRy4foe+OTwlAMgAAACD8+OLoSOPi+nFjTPxJPv551ZfgVtIn1toqryUDAAAATsCSPKcufWqhxxK7d2Ks3r09ixIbAAAA8COvF9nW2g8lrWz4daCkT40xfVp5iCTJGJNkjHlX0vRGl//g7XwAAABAS6y1+sfX23Xti0tUVF7TbP309K76z91naFTfzgFIBwAAAIQvX4wWkaQ7JH0pKVbS6ZK2GGPelvSF6m8EKUkyxoyUNFjSVNWPE+koyaj+NPbT1tqlPsoHAAAANFFV69L/vLdO763a5XF95hn99cCFQxQZwTxsAAAAwN+Mtc3vvO6VJzZmmqQ3JcXoWDl9dLnh+zev2YbvcyRdbq11+SRcEDPG5EtKk6S0tDTl5+cHNA8AAEA42FFcqdtfW6ENuw81W4uNcuix6aM0LfO4HzIEAAAA0DJz/C0t89lxEmvt+5KyJG1quGTUtMC2jX4/8r1O0qOSLgvHEhsAAAD+93VOkS57eqHHEjulawe9d8dkSmwAAAAgwHw1WkSSZK1d0zA+ZJqkGyVNUaPRIg2MpK2SPpL0pLW2wJeZAAAAAElyu62eX5Cnxz/eLLeHDylOGZisp64Zo85x0f4PBwAAAKAJnxbZkmTrZ5f8u+FLxpi+kpIkxUsqkbTXWlvs6xwAAADAEcUVNfrp26s1b8sBj+t3nJ2h+6YOVoSjTZ9+BAAAAOAlPi+yv8lau1PSTn+/LgAAACBJy/OLdfebq7SntKrZWlx0hP783dG6aGSvACQDAAAA0BK/F9kAAABAIBwZJfKnT7bI5WGWSL+kOD1/w3gN6pEQgHQAAAAAWkORDQAAgHavuKJGP3l7tb5sYZTIxSN76Y/TR6pTbJSfkwEAAAA4ERTZAAAAaNeW5Rfr7jdWae+h5qNEoiMcevCSobru9DQZwzxsAAAAIFj5vMg2xkyWNEXScEmdJcVJOtF3CdZae56vsgEAAKD9crutnvsqV//76VaPo0TSkuL0zIyxGtEnMQDpAAAAAJwMnxXZxpgLJD0laeCpPoWk5u84AAAAgOMorqjRvbNWa/5WRokAAAAA7YFPimxjzM2SXjjyqy9eAwAAAPDkuKNELh2m6yamMkoEAAAACCFeL7KNMRmS/qamJ6p3SVogaaekCm+/JgAAAMAoEQAAAKD98sWJ7HskRam+xD4s6TZJb1hrGRMCAAAAn3CWV+snb69peZTIqF569MqRSmCUCAAAABCSfFFkN745403W2nd98BoAAACAJGnp9mLd82YLo0QiHXrokmG6llEiAAAAQEjzRZGd0vB9LyU2AAAAfMXttvrb/Fz95TPPo0T6JcXpaUaJAAAAAO2CL4psh+rHimzxwXMDAAAAcpZX69631+irFkaJXDKql/7IKBEAAACg3fBFkb1T0iBJ0T54bgAAAIS5JXlO3fPWKu07VN1sjVEiAAAAQPvkiyJ7kaTBDV8AAACAVxwZJfK/n26Rh0ki6p8cr6dnjNHw3owSAQAAANobhw+e86WG712NMRf74PkBAAAQZorKq3XjP5bqT594LrEvGdVL/7lrMiU2AAAA0E55/US2tXaRMeYlSbdI+j9jzBJrbZG3XwcAAADh4XijRH596TDNOI1RIgAAAEB75ovRIpJ0j6Seki6WtNgYc6u1dq6PXgsAAADtkNtt9eyXOfrLZ1sZJQIAAACEOa8X2caYhxp+XClpoqR0SZ8ZY7ZJ+lrSXknNj9O0wFr7O29nBAAAQHArKq/WvbNWa8E2zx/su3R0b/3xypHqGOOrcxkAAAAAgomx1sPxlrY8oTFuSd980iOf8zzpF7PWRrQ5VAgxxuRLSpOktLQ05efnBzQPAACAvy3Oc+qeN1dpf5nnUSK/uXS4rjkthVEiAAAAQGhp0x/wvjrC0lKokw3r3ZYdAAAAQet4o0TSk+P19IyxGta7k//DAQAAAAgoXxTZX4kCGgAAACfheKNELhvdW39glAgAAAAQtrz+TsBae7a3nxMAAADtV3auUz96q+VRIr+9bLi+N4FRIgAAAEA440gLAAAAAsLltnp2Xo6e+JxRIgAAAABaR5ENAAAAvztQVj9KZGGO51Ei0zJ765ErGCUCAAAAoB7vDAAAAOBXi3KL9KO3VuuAh1EiMQ2jRK5mlAgAAACARiiyAQAA4Bcut9Uz83L0ZCujRJ65dqyG9mKUCAAAAICmKLIBAADgc8cbJXJ5Zm89zCgRAAAAAC3gnQIAAAB86nijRH43bbiuGs8oEQAAAAAto8gGAACAT7jcVk/PzdH/fdHCKJFu8XpmBqNEAAAAABwfRTYAAAC8bn9Zle6dtVpf5zg9rl8xpo8evnyE4hklAgAAAOAE8M4BAAAAXvXphr164L11Kq6oabYWE+nQ76eN0HfH92WUCAAAAIATRpENAAAAr6iortPvP9iot5bt8Lie0S1ez1w7VkN6MkoEAAAAwMmhyAYAAECbrSg4qJ+8vVoFzkqP64wSAQAAANAWvJMAAADAKat1ufXU3Bw9PXebxxs6xkVH6DeXDmeUCAAAAIA2ocgGAADAKck7UK57Z63Wmp2lHtfHpHbWE1dlql9yvJ+TAQAAAGhvKLIBAABwUqy1en1JoR6Zs0mHa13N1iMcRj86b6DuPDtDkRGOACQEAAAA0N5QZAMAAOCEHSir1v2z12ru5v0e1/snx+uJqzOVmdLZz8kAAAAAtGcU2QAAADghn23cpwdmr5Wzosbj+rUTU/XLi4cqLpo/MQEAAAB4F+8yAAAA0KqK6jo9PGej3ly6w+N6csdoPf6dUTp3SA8/JwMAAAAQLiiyAQAA0KKVhQf1k1mrle+s9Lh+/tAeenT6SCV3jPFzMgAAAADhhCIbAAAAzdS63Hpqbo6emZcjl9s2W4+LjtBDlwzT1RNSZIwJQEIAAAAA4YQiGwAAAE3kHSjXvbNWa83OUo/rmSmd9eTVmeqXHO/nZAAAAADCFUU2AAAAJEnWWr2xtFAPf7BJh2tdzdYjHEb3nDtQPzwnQ5ERjgAkBAAAABCuKLIBAACgA2XVemD2Wn2xeb/H9f7J8Xri6kxlpnT2czIAAAAAoMgGAAAIe59v3Kf7Z6+Vs6LG4/qMian61cVDFRfNn44AAAAAAoN3IwAAAGGqorpOD8/ZqDeX7vC4ntwxWo9NH6XzhvbwczIAAAAAaIoiGwAAIAytLDyon8xarXxnpcf184d216PTRym5Y4yfkwEAAABAcxTZAAAAYaTW5dbTc3P09Lwcudy22XpcdIQevGSYvjchRcaYACQEAAAAgOYosgEAAMLE9qIK/XjWaq3ZUeJxPTOls568OlP9kuP9nAwAAAAAWkeRDQAA0M5Za/Xm0h36/QcbdbjW1Ww9wmF097kDdNc5AxQZ4QhAQgAAAABoHUU2AABAO3agrFoPzF6rLzbv97jePzlef7lqtMakdvFzMgAAAAA4cRTZAAAA7dTnG/fp/tlr5ayo8bg+Y2KqfnXxUMVF8ychAAAAgODGuxYAAIB2pqK6Tg/P2aQ3lxZ6XE/uGK1Hrxyl84f18HMyAAAAADg1FNkAAADtyKrCg7p31mrlOys9rp8/tLsenT5KyR1j/JwMAAAAAE4dRTYAAEA7UOdy66m5OXp6Xo5cbttsvUNUhB66dJi+NyFFxpgAJAQAAACAU0eRDQAAEOK2F1Xox7NWa82OEo/rmSmd9cTVmeqfHO/nZAAAAADgHRTZAAAAIcpaqzeX7tDvP9iow7WuZusRDqO7zx2gu84ZoMgIRwASAgAAAIB3UGQDAACEoKLyaj0we60+37Tf43q/pDg9cXWmxqR28XMyAAAAAPA+imwAAIAQ8/nGfbp/9lo5K2o8rs+YmKpfXTxUcdH8qQcAAACgfeDdDQAAQIgoPVyrR+Zs1NvLd3pcT4qP1mPTR+n8YT38nAwAAAAAfIsiGwAAIAR8smGvHvz3eu0vq/a4fv7Q7np0+igld4zxczIAAAAA8D2KbAAAgCB2oKxav/nPBs1Zt8fjeoeoCD106TB9b0KKjDF+TgcAAAAA/kGRDQAAEISstXpv5S797oONKj1c63HP6JTOevLqTPVPjvdzOgAAAADwL4psAACAILPzYKV++a/1mr/1gMf1mEiHfjp1kG6e3F+REQ4/pwMAAAAA/6PIBgAACBJut9VrSwr02EebVVHj8rhnYv+uemz6KPXjFDYAAACAMEKRDQAAEARyD5TrgdlrtSz/oMf1jjGR+sVFQ3TNhFQ5HMzCBgAAABBeKLIBAAACqNbl1gsL8vTk59tUU+f2uOfcId31yBUj1Cuxg5/TAQAAAEBwoMgGAAAIkPW7SnX/7LXasPuQx/Wu8dH69aXDdNno3jKGU9gAAAAAwhdFNgAAgJ9V1br01y+26e9f5cnlth73XDa6t3596TAldYzxczoAAAAACD4U2QAAAH60LL9Y989eq7wDFR7Xe3aK1cOXj9D5w3r4ORkAAAAABC+KbAAAAD8or67T4x9v1j+zC1rcM2Niqh64cIg6xUb5MRkAAAAABD+KbAAAAB+bv/WA/ue9ddpVctjjelpSnP545UhNykj2czIAAAAACA0U2QAAAD5ysKJGv5+zUe+t3OVx3WGkmVPSde/5g9QhOsLP6QAAAAAgdFBkAwAAeJm1Vh+t36uH3l+vovIaj3uG9EzQY9NHaXRKZz+nAwAAAIDQQ5ENAADgRfsPVenB99frkw37PK5HRRjddc5A3XF2hqIjHX5OBwAAAAChiSIbAADAC6y1emf5Tj08Z6MOVdV53JOZ0lmPf2eUBvVI8HM6AAAAAAhtFNkAAABttKO4Ur94b50W5hR5XO8QFaH7vjVYN03qpwiH8XM6AAAAAAh9FNkAAACnyOW2emVRvv70yRYdrnV53DN5QJL+eMUopSbF+TkdAAAAALQfFNkAAACnYNu+Mv189lqtKizxuJ4QG6lfXTxUV41PkTGcwgYAAACAtqDIBgAAOAk1dW49Nz9XT8/NUY3L7XHPBcN66OHLR6hHp1g/pwMAAACA9okiGwAA4ASt3Vmin7+7Vpv3lnlcT+4Yrd9eNkIXjezJKWwAAAAA8CKKbAAAgOM4XOPSk59v1QsL8uS2nvdcOaaPHrxkmLrER/s3HAAAAACEAYpsAACAVizOc+qB2WuV76z0uN47MVaPXDlS5wzu7udkAAAAABA+KLIBAAA8KKuq1aMfbdbrSwpb3HNDVpp+/u0h6hjDn1QAAAAA4Eu86wIAAPiGuZv36Zf/Wq89pVUe1/snx+ux6aN0Wv+ufk4GAAAAAOGJIhsAAKCBs7xav/tgo95fvdvjeoTD6NYz0/Wj8wYqNirCz+kAAAAAIHxRZAMAgLBnrdV7K3fpkQ83qbiixuOeYb066fHvjNKIPol+TgcAAAAAoMgGAABhbePuQ3ro/fVaXnDQ43p0hEM/On+gbj0zXVERDj+nAwAAAABIFNkAACBMlR6u1V8+3aJXFxfIbT3vGZfWRY9NH6UB3Tv6NxwAAAAAoAmKbAAAEFbcbqt3V+7UYx9tlrOFMSJx0RG6/9tDdP3paXI4jJ8TAgAAAAC+iSIbAACEjfW7SvXg++u1qrCkxT1Th/XQQ5cOU98ucX5MBgAAAABoDUU2AABo90oqa/TnT7fo9SWFsi2MEemXFKffXDZcZw/u7t9wAAAAAIDjosgGAADtltttNWv5Dj3+8WYdrKz1uCc2yqG7zx2omVP6KyYyws8JAQAAAAAngiIbAAC0S2t2lOih99drzc7SFvdcOKKnfnXJMPXp3MGPyQAAAAAAJ4siGwAAtCvFFTX60yeb9dayHS2OEUnvFq/fXjZcUwZ28284AAAAAMApocgGAADtgstt9ebSQv350y0qaWGMSFx0hO45b6Buntxf0ZEOPycEAAAAAJwqimwAABDyVhYe1K/f36B1u1oeI3LJqF765cVD1SuRMSIAAAAAEGoosgEAQMhyllfrsY836+3lO1vcM7B7R/32suGaNCDZj8kAAAAAAN5EkQ0AAEKOy231+pIC/fmTLTpUVedxT3x0hH58/iDdNLmfoiIYIwIAAAAAoYwiGwAAhJQVBcV68N8btHHPoRb3TMvsrf+5aKh6dIr1YzIAAAAAgK9QZAMAgJBwoKxaj360WbNXtjxGZHCPBP122nCdnp7kx2QAAAAAAF+jyAYAAEGtzuXWq4sL9JdPt6qs2vMYkYSYSN17wSBdn5XGGBEAAAAAaIcosgEAQNBakufUr/+zQZv3lrW458qxffTAhUPUPYExIgAAAADQXlFkAwCAoLP/UJX+8OEm/Xv17hb3DO3VSb+bNlwT+nX1YzIAAAAAQCBQZAMAgKBR63LrlUX5evLzbSpvaYxIbKTumzpY105MVSRjRAAAAAAgLFBkAwCAoJCd69Sv/7NeW/eVt7jnu+P66v4Lhyi5Y4wfkwEAAAAAAo0iGwAABNTe0io98uEm/XdNy2NERvTppN9eNkLj0rr4MRkAAAAAIFhQZAMAgICoqXPrH19v11+/2KaKGpfHPYkdonTftwZrxmmpinAYPycEAAAAAAQLimwAAOB3X+cU6aH31yv3QIXHdWOk701I0c++NURd46P9nA4AAAAAEGwosgEAgN/sLjmsR+Zs0px1e1rcM6pvon43bYQyUzr7MRkAAAAAIJiFZZFtjImWNFrSaZImNnwfJOnIZ5Z/a639TWDSAQDQ/lTXufTigu16em6ODtd6HiPSJS5KP//2EF01PoUxIgAAAACAJsKuyDbG3CDpeUkxgc4CAEB7Z63V3M379cicTcoranmMyIzTUnXf1MHqwhgRAAAAAIAHYVdkS+oqSmwAAHxuVeFB/fGjzVq6vbjFPZkpnfX7aSM0sm+iH5MBAAAAAEJNOBbZR+yQtKTR12OSsgKaCACAdiC/qEJ/+mRLq3Owu8ZH64FvD9F3xvWVgzEiAAAAAIDjCMci+11Js6y1Td5dG2NqApQHAIB2wVlerafm5ui1xQWqc1uPexxGuu70NP30gsFKjIvyc0IAAAAAQKgKuyLbWrsz0BkAAGhPKmvq9PLC7Xpufp7Kq+ta3DcpI0m/vHiohvdmjAgAAAAA4OSEXZENAAC8o87l1rsrduovn23V/rLqFvcN6ZmgBy4corMGdZMxjBEBAAAAAJw8imwAAHBSrLX6YtN+PfbxZm3bX97ivt6JsfrJ1MG6YkwfRTAHGwAAAADQBhTZAADghK3eUaI/fLhJS7cXt7gnITZSPzxngG6a1E+xURF+TAcAAAAAaK8oshFwJZU1WpznVHauU8vyD+q9OydRfABAkMkvqtCfPtmiOev2tLgnOsKh67PSdNc5A9QlPtqP6QAAAAAA7R1FtpcZY/Lb+BR9vZEjVHy0bo/ufGOlrD12bWXBQU0akBy4UACAo5zl1Xpqbo5eW1ygOrdtcd+0zN66b+pgpXSN82M6AAAAAEC4oMj2vrRABwglw3snNimxJWlRrpMiGwAC7HCNSy8tzNNz8/NUXl3X4r5JGUn6xYVDNbJvoh/TAQAAAADCDUU2Aiqlawf16dxBu0oOH72WnecMYCIACG91Lrdmr9ypv3y2VfsOVbe4b0jPBD1w4RCdNaibjOFGjgAAAAAA36LI9r6CNj6+r6SwGRBtjFFWRpLeXbHz6LU1O0pUUV2n+Bj+1eg12QAAIABJREFU5wkA/mKt1dzN+/XoR5u1bX95i/t6Jcbqp1MH64oxfRThoMAGAAAAAPgHTaGXWWv7teXxDTO2w2o8SVZ60yK7zm21LL9YZw/uHsBUABA+Vu8o0R8+3KSl24tb3JMQG6k7zx6g70/uxw15AQAAAAB+R5GNgMvKSGp2LTvPSZENAD5W4KzQ459s0Zy1e1rcEx3h0PVZabrrnAHqEh/tx3QAAAAAABxDkY2A6925g/olxSnfWXn0WnYuc7IBwFec5dV6am6OXltcoDq3bXHftMzeum/qYKV0jfNjOgAAAAAAmqPIRlDIykhWvrPw6O/rd5Wq9HCtEjtEBTAVALQvh2tcemlhnp6bn6fy6roW903KSNIvLhyqkX0T/ZgOAAAAAICWUWQjKGRlJOnNpceKbLeVlm4v1gXDegQwFQC0D3Uut2av3Km/fLZV+w5Vt7hvSM8EPXDhEJ01qJuM4UaOAAAAAIDgQZGNoJCV7mFOdq6TIhsA2sBaq7mb9+vRjzZr2/7yFvf1SozVT6cO1hVj+ijCQYENAAAAAAg+FNkICt0SYjSwe8cmRcui3KIAJgKA0LZ6R4n++OEmLdle3OKehNhI3Xn2AH1/cj/FRkX4MR0AAAAAACeHIhtBIysjqUmRvXlvmYoratQ1PjqAqQAgtBQ4K/T4J1s0Z+2eFvdERRjdkNVPd50zQF34/1gAAAAAQAgIyyLbGLPaw+UBjX6+3Rhz+TfWd1trL/JhrLA3KSNJ/8wuaHJtcZ5TF43sFaBEABA6nOXVempujl5bXKA6t21x37TM3rpv6mCldI3zYzoAAAAAANomLItsSaOPs96j4auxzj7KggYT+yfJGMk26l+ycymyAaA1h2tcevnr7frbl7kqr65rcd+kjCT94sKhGtk30Y/pAAAAAADwjnAtshGEusRHa2jPTtq459DRa9l5zgAmAoDgVVXr0tvLd+iZeTnad6i6xX1DeibogQuH6KxB3WQMN3IEAAAAAISmsCyyrbW8kw9SWRlJTYrsnP3l2n+oSt07xQYwFQAEj6pal95aWqi/zc9ttcDulRirn1wwSFeO7asIB//sAQAAAABCW1gW2QhekzKS9NLC7U2uZec5NS2zT4ASAUBwOFzj0htLC/X3+bnaX9ZygZ0QG6k7zx6g70/up9ioCD8mBAAAAADAdyiyEVQm9O8qh5Hc35iTTZENIFxV1tTp9cWF+vtXeSoqb7nAjoowuiGrn+46Z4C6xEf7MSEAAAAAAL5HkY2g0ik2SiP7JGrNztKj15iTDSAcVVTX6bXFBXr+qzw5K2pa3BfhMJo+to/uPnegUrrG+TEhAAAAAAD+Q5GNoJOVkdykyC5wVmpXyWH16dwhgKkAwD/Kq+v0z+x8vbhgu4pbKbAjHUbfGddXPzxnAAU2AAAAAKDdo8hG0MnKSNJz83ObXMvOdeo74/oGKBEA+F5ZVa3+mV2gFxbkqaSytsV9URFG3x2fojvPzlDfLhTYAAAAAIDwQJGNoDOhXxdFOozqGg3KpsgG0F4dqqrV//s6Xy8t3K7Swy0X2NERDl09IUW3n53BJ1QAAAAAAGGHIhtBJy46UpkpnbW84ODRa9m5RbLWyhgTwGQA4D2lh2v18sLtevnr7SqrqmtxX3SkQ9c0FNi9EimwAQAAAADhiSIbQWlSRlKTInt3aZUKiyuVlhQfwFQA0HYllTV6eeF2/ePrfJVVt1xgx0Q6NGNiqm4/K0M9OsX6MSEAAAAAAMGHIhtB6fSMJP11bk6Ta4tynRTZAELWwYoavbgwT68sKlB5KwV2bJRD105M021npqs7BTYAAAAAAJIoshGkxqZ2UXSkQzV17qPXsnOduua01ACmAoCT5yyv1gsLtuvV7HxV1Lha3NchKkLXZ6XpB1PS1S0hxn8BAQAAAAAIARTZCEqxUREal9pF2XnOo9cW5TqZkw0gZBSVV+uFr/L06uICVbZSYMdFHyuwkztSYAMAAAAA4AlFNoJWVkZSkyK7qLxauQfKNaB7QgBTAUDr9pdV6fn5eXptSYGqat0t7ouPjtCNk/pp5pR0dY2P9mNCAAAAAABCD0U2gtakjCT95bOm17JznRTZAILS/kNVem5+nl5fUqDqupYL7ISYSN00uZ9untxfXSiwAQAAAAA4IRTZCFqj+nZWh6gIHa499pH8RblOXZ/VL3ChAOAb9pZW6bn5uXpjaWGTuf7flBAbqe9P7q9bJvdXYlyUHxMCAAAAABD6KLIRtKIjHZrQv6u+2nrg6LXFeU653VYOB3OyAQTW7pLDem5+rt5aukM1rpYL7E6xkbrljHTdNLmfEjtQYAMAAAAAcCooshHUstKTmhTZBytrtXlvmYb17hTAVADC2a6Sw3p2Xo7eWb6z1QI7sUOUZp7RXzdO7qdOsRTYAAAAAAC0BUU2glpWRlKza9l5TopsAH63o7hSz36Zo3dX7FSty7a4r0tclGZOSdcNWWlKoMAGAAAAAMArKLIR1Eb07qSEmEiVVdcdvZadW6RbzugfwFQAwkmhs1LPzMvR7JU7VeduucDuGh+tW89M1/Wnpyk+hn9eAQAAAADwJt5pI6hFRjh0Wv+u+mLz/qPXlmwvlsttFcGcbAA+lF9Uoafn5ehfq3bJ1UqBndyxvsC+7vQ0xUXzzyoAAAAAAL7AO24EvayMpCZFdllVnTbsLtWovp0DmApAe7Wq8KBeXLhdH63bo1b6a3VLiNFtZ6br2olp6hAd4b+AAAAAAACEIYpsBD1Pc7IX5TopsgF4jctt9dnGvXpxwXYtLzjY6t7uCTG6/awMzZiYqtgoCmwAAAAAAPyBIhtBb2jPTuocF6WSytqj17Jznbr9rIwApgLQHlRU1+md5Tv08tf5KiyubHVvz06xuuPsDF09IYUCGwAAAAAAP6PIRtBzOIxO75+kjzfsPXptWX6xal1uRUU4ApgMQKjaW1qlV7Lz9friAh2qqmt1b+/EWN1xzgBdNb6vYiIpsAEAAAAACASKbISErIymRXZljUtrd5ZoXFrXAKYCEGo27C7VSwu2679rd6vW1coAbElDeiboljP667LM3hTYAAAAAAAEGEU2QsIkT3Oyc5wU2QCOy+22mr/1gF5YkKdFuc7j7j9rUDfNnNJfZwxIljHGDwkBAAAAAMDxUGQjJAzo3lHJHWNUVF599Fp2nlN3nzcwgKkABLOqWpf+tWqXXlq4XTn7y1vdGx3h0BVj+uiWKf01qEeCnxICAAAAAIATRZGNkGCMUVZGkv67ZvfRaysKDqqq1sVN1wA0UVRerVezC/Ta4gI5K2pa3dslLkrXn56m67P6qVtCjJ8SAgAAAACAk0WRjZCRld60yK6uc2tVYYmyPIwdARB+cvaX6aWF2zV75S7V1Llb3ZueHK9bpvTXlWP6qkM0/zEMAAAAAIBgR5GNkOFpTnZ2npMiGwhj1lotynXqxQV5mrflwHH3n57eVT+Ykq5zBneXw8H8awAAAAAAQgVFNkJGWlKceiXGak9p1dFr2blF0gWDApgKQCDU1Ln1wdrdenHBdm3cc6jVvZEOo0tG9dLMKeka0SfRTwkBAAAAAIA3UWQjZByZk/3eyl1Hr63eUaLKmjrFRfM/ZSAclFbW6vWlBXplUb72HapudW9CbKRmTEzVTZP6qVdiBz8lBAAAAAAAvkD7h5CSld60yK51WS3PP6gzB3ULYCoAvlbgrNDLC7fr7eU7dbjW1erevl066ObJ/XXVhBR1jOGfOQAAAAAA2gPe4SOkeJqHnZ3npMgG2iFrrVYUHNQLC/L06cZ9srb1/WNSO+sHU9I1dVgPRUY4/BMSAAAAAAD4BUU2QkrfLnFK7RqnwuLKo9cW5ToDmAiAt9W53Pp4w169uGC7Vu8oaXWvw0jfGt5TM6eka1xaFz8lBAAAAAAA/kaRjZCTlZ7UpMhev6tUZVW1SoiNCmAqAG1VXl2nt5YW6h9f52tXyeFW98ZFR+iq8Sm6eXJ/pSbF+SkhAAAAAAAIFIpshJxJA5I0a/mOo7+73FbL8ot17pAeAUwF4FTtLjms/7coX28uKVRZdV2re3t2itVNk/vpmtNSldiB/3gFAAAAAEC4oMhGyMlKbz4ne1GOkyIbCDHrdpbqhQV5mrNuj1zu1gdgD+vVST84s78uHtlb0ZHMvwYAAAAAINxQZCPkdO8Uq4xu8co9UHH0WnYec7KBUOByW83dvF8vLMjT0u3Fx91/3pDuumVKf2WlJ8kY44eEAAAAAAAgGFFkIyRlZSQ1KbI37jmkksoadY6LDmAqAC3ZW1qlWct2aNayQu0urWp1b0ykQ9PH9dXNk/trQPeOfkoIAAAAAACCGUU2QlJWerJeW1x49HdrpcV5xfr2iJ4BTAWgMZfb6qutB/T6kkLN3bxPx5keouSO0br+9H667vRUJXWM8U9IAAAAAAAQEiiyEZJOT+/a7Fp2bhFFNhAE9h2q0tvLduitZTu0q+TwcfcP7N5RM6f017TMPoqNivBDQgAAAAAAEGooshGSkjrGaEjPBG3eW3b0GnOygcBxu62+2nZAbywp1Beb9x/35o2SdMaAZM2c0l9nDerG/GsAAAAAANAqimyErKyMpCZF9tZ95TpQVq1uCYwkAPxlf1mV3lm+U28uLdTOg8c/fd05LkrTx/bVNaelMv8aAAAAAACcMIpshKys9CT94+v8JtcW5zl16ejegQkEhAm322phTpHeWFKozzftU90JnL4+rV9XXTMxRReO6MX4EAAAAAAAcNIoshGyJqYnyWHU5AZy2RTZgM8cKKvWOyt26K2lO1RYXHnc/Z1iIzV9XF/NOC1VA3sk+CEhAAAAAABoryiyEbISO0RpeO9ErdtVevRadi5zsgFvcrutFuU69cbSAn264cROX49P66IZE1N10UhOXwMAAAAAAO+gyEZIy8pIalJkby+q0J7Sw+qV2CGAqYDQV1RerXdX1M++LnAe//R1Qmzk0dnXg3ty+hoAAAAAAHgXRTZCWlZGkp7/Kq/Jtexcp64c2zdAiYDQ5XZbLc5z6vWlhfp0w17Vuo5/+npsamfNmJimi0f2UodoTl8DAAAAAADfoMhGSJvQr6siHEauRuMOKLKBk+NsdPo6/0ROX8dE6oqxfTRjYqqG9Ozkh4QAAAAAACDcUWQjpHWMidTovolaWVhy9Fp2HnOygeOx1mpxXrHeWFqoT9bvVY3LfdzHZKZ01oyJqbpkVC/FRfPPBwAAAAAA8B+aCIS8rIykJkX2zoOHtaO4Uild4wKYCghOxRU1mt1w+jqvqOK4+zvGROryMb0147Q0DevN6WsAAAAAABAYFNkIeZMykvXMvNwm17JznRTZQANrrZZsL9abSwv10boTO309um+iZkxM1aWje3P6GgAAAAAABBztBELeuLQuio5wNCnnFuUW6aoJKQFMBQReSWXN0dnXuQeOf/o6PjpC08b00YzTUjWiT6IfEgIAAAAAAJwYimyEvNioCGWmdtbS7cVHr2XnOWWtlTEmgMkA/7PWaln+Qb25tFBz1u1RTd3xT1+P7FN/+vqy0b0VH8M/CwAAAAAAIPjQWKBdmJSR1KTI3neoWnlFFcro1jGAqQD/2XeoSh+s3aO3lhZq2/7y4+6Pi47QtMz62dcj+3L6GgAAAAAABDeKbLQLWelJelLbmlzLznVSZKNd21tapY/W79GH6/ZoecFBWXv8xwzv3UkzJqZqWmYfdeT0NQAAAAAACBG0GGgXMlM7KzbKoaraY2MUsvOcuu70tACmArxvb2mVPlx3rLw+ER2iInTZ6N6aMTFVo/omMnIHAP5/e/ceZndd34v+/U0md3IhE4FwDZmAXARFAUmgoBVvaKunraee1opgu9utddee1p726c127/O0u+6eqt1e2m0VWtG2u7u1u17aKqKiCRBFNF4ASQgJcs2EEHK/fc8fs0jWTGaSSTKz1sqs1+t51sN3fdf395tPnic/PvBev/n+AACA444gmwlhWs/kXHrW/Hz1gQ375+5YbZ9sJoZHn96ez656LJ9d9Wi+McrwOknOXzhw9/XrX3BqZk+fMo4VAgAAAIwvQTYTxtK+3kFBdv/WXbn/8S157imz21gVHJ1HNm3ff+f13es2jfq4mVMn5zUXLczPvPjMvOCMeb7IAQAAACYEQTYTxtK+3oPmlq/eIMjmuHEs4fXLzj85r7loYV7y3Odk+pTJ41glAAAAQOsJspkwLjptbmZNnZytu/bun1uxuj83XHl2G6uCQ/vhpu353KpH85lVj+abRxBez2qE19cJrwEAAIAuIMhmwpgyeVIuP3t+brvvyf1zd6zpz959NZMn2V6BzvHwU9vyuVWP5TOrHs09648svL72goHw+ppzhdcAAABA9xBkM6Es7esdFGRv3rEn3390c5532tw2VgUD4fVnVz2az6x6LN86gvD6hGk9ufb8k3LdRQtztfAaAAAA6FKCbCaUZX0LDppbsbpfkE1brN+4LZ/7zpGH17On9ey/8/pHzlkgvAYAAAC6niCbCeX8hXMyZ3pPNu/Ys39u+eoN+YWrF7exKrrJ+o3b9j+w8VsPPz3q454Nr19z0cL8yLkLMq1HeA0AAADwLEE2E8rkSSVXLO7Nv3/v8f1zdz24Mbv37suUyZPaWBkT2fqN2/KZRnj97SMMr1/+7J3XwmsAAACAEQmymXCW9g0Osrfu2ptVP3w6LzzzxDZWxUSzrv9AeL3qh0cQXk8fCK9fc9HCXHWO8BoAAABgNATZTDhL+3oPmluxul+QzTE7lvD6FRecktdcfEquXCK8BgAAADhSgmwmnHNPmp3eWVPTv3XX/rkVq/vz9pcuaWNVHI/27N2X7zyyOV/9wZP51+8+lu/8cPOoj50zvScvv+CUvPbihblyyYJM7bG1DQAAAMDREmQz4Uxq7JP9mVWP7p/7+kMbs3PPXnfCcki11tz3+DNZ/kB/lq/ekDvXbMwzO/cc/sCGOdN78ooLT8lrLhJeAwAAAIwlQTYT0tK+wUH2jt37cs+6TXnx4oO3HaF71VqzbuO2fK0RXK9Y3T/oTv7RmDtjSl5xwcm57uKFubJPeA0AAAAwHgTZTEjD7pO9pl+QTR7fvCPLV29o3HXdnx9u2n7E55g7Y0peeeHJue6ihVkmvAYAAAAYd4JsJqTFC2bl5DnT8vjmnfvnVqzuzzuvbWNRtMWmbbtyx5r+/Xddr35y61Gdp3fW1Fx7/sCd18v6ejNlsvAaAAAAoFUE2UxIpZQsXdybT93zyP65b67blB2792b6FPtkT2Rbd+7JXWs3ZsXq/nztgQ353qObU+uRn2f2tJ68ePH8LO1bkCuX9Obck2Zn0qQy9gUDAAAAcFiCbCaspX2Dg+xde/flGw89lSuXLGhjVYy1nXv25pvrNmX5AxuyfHV/7lm/KXv2HXlyPa1nUi5ddGKW9S3Isr7eXHTa3PS46xoAAACgIwiymbCW9R0cWC9fvUGQfZzbu6/mOz98Ol9rPJxx5dqN2bF73xGfZ/KkkuefPjdXLlmQpX29eeGZJ7pbHwAAAKBDCbKZsM6YPzOnzZsx6GF+K1b3t7EijkatNfc/viXLV2/I1x7oz50P9ueZHXuO6lwXLJyTZX29uXLJglx29vycMM2/AgEAAACOB1IcJrRlfb35n994eP/7bz38dLbs3CPA7GC11qzfuD1fWz2wVciK1RuyYcuuozrX4gWzsrQRXF+xuDfzZ00d42oBAAAAaAVpHhPa0iFB9t59NSvXbsxLn3tSG6tiqCc278jy1f3777puvov+SCycO33/HtfLlvRm4dwZY1wpAAAAAO0gyGZCW9rXe9DcHav7Bdkd4Iebtuemrz2Y2+57Mg88seWoznHizClZ1rdg/13Xi3pnppQyxpUCAAAA0G6CbCa0hXNn5OwFs/Lghq3755bbJ7utHn16ez5w2wP5u5Xrs3tvPaJjZ02dnBcv7h2447pvQc47ZXYmTRJcAwAAAEx0gmwmvKV9vYOC7O8+8nSe3rY7c2dOaWNV3efxzTvywdseyCfvWp9de/eN6pipPZPyojNPzJVLerO0b0EuPn1upkyeNM6VAgAAANBpBNlMeEsX9+YTd67b/35fTe58sD+vuPCUNlbVPZ54Zkc+9KXVueXOddm159AB9uRJJRefPjfL+npzZd+CvPCsEzN9yuQWVQoAAABApxJkM+FdsfjgfbJXrBFkj7cnn9mZv/jy6nz8zoeyY/fIAfaCE6blx59/aq5c0pvLz56f2dPdKQ8AAADAYIJsJrznzJ6Wc08+Ifc/fuCBgivskz1uNm7dlb/4yur89fKHsn333hHX9c6aml+6pi9vuuKszJjqrmsAAAAARibIpissXdw7KMi+97Fn0r9lZ3pPmNbGqiaWp7buyv+4fU1uWr4223aNHGCfOHNKfvGavrx56VmZOdW/ggAAAAA4PCkSXWFp34LcvOKhQXN3Prgx1120sE0VTRxPb9udj3x1TT72tbXZsnPPiOvmzZySX/iRxbl+2aKcMM2/egAAAAAYPWkSXeGKxfNTSlLrgbnlqzcIso/B09t356NffTAf/eqDeeYQAfac6T35hR9ZnLdcucj+1wAAAAAcFUE2XWHezKm5YOGcfPeRzfvn7JN9dJ7ZsTsf+9rafOT2Ndm8Y+QAe/b0nrz1qrNz41VnZ44AGwAAAIBjIMimayxd3DsoyF795NY8vnlHTp4zvY1VHT+27NyTm5evzV9+ZU2e3r57xHUnTOvJjVcuyluvWpy5MwXYAAAAABw7QTZdY2lfbz7y1QcHzd2xpj+ve8Fpbaro+LB155789YqH8pdfWZ2nto0cYM+cOjk3XLkoP3/V4pw4a2oLKwQAAABgohNk0zUuP3t+Jk8q2bvvwEbZyx8QZI9k+669+Zs71ubDX16TjVt3jbhuxpTJuX7ZovyHqxdnvgAbAAAAgHEgyKZrzJ4+Jc87bW6+tX7T/rkVa+yTPdSO3Xvz8Tseyoe/vDobtowcYE+fMilvXjoQYC84YVoLKwQAAACg2wiy6SrL+noHBdnrNm7Lw09ty+knzmxjVZ1hx+69+eRd6/LBL63Ok8/sHHHdtJ5JedMVZ+UXr1mck2bbXxwAAACA8SfIpqssXdybD31p9aC5Fav784ZLuzfI3rlnb/5u5fp84LYH8vjmkQPsqT2T8jOXn5m3vaQvJ3lAJgAAAAAtJMimq1y66MRMmVyye++BfbJXrOnPGy49o41VtceuPfvy918fCLAffXrHiOumTp6UN15+Rt72kiU5Za4AGwAAAIDWE2TTVWZO7ckLzpiXlWuf2j+3YnV/aq0ppbSxstbZvXdf/uEbD+e/f/GB/HDT9hHXTZlc8oZLz8jbX7okp82b0cIKAQAAAGAwQTZdZ+ni3kFB9qNP78hD/duyaMGsNlY1/nbv3Zd/uvuH+fPbfpD1G0cOsHsmlfzUi07P21+6JGfM794tVwAAAADoHIJsus7SvgV5/xcfGDS3fHX/hA2y9+zdl3++55G8/4s/yEP920ZcN3lSyU9cclre8aPn5MxeATYAAAAAnUOQTde55Mx5mdozKbv27Ns/t2JNf37mxWe2saqxt3dfzb9865G879Yf5MENW0dcN6kkr7/ktPynHz1nwob5AAAAABzfBNl0nelTJufSs07M8tX9++cm0j7ZtdZ8+tuP5r1fuD+rnxw5wC4led3zT81/etk5WfycE1pYIQAAAAAcGUE2XWnp4t5BQfaGLTvzwBNbcs7Js9tY1bGrtea3P/WdfOLOdSOuKSV57cWn5ldetiRLTjq+/7wAAAAAdAdBNl1p2ZLe/OnnB8+tWNN/3AfZf/aFHxwyxH7NRQvzK9eek3OP8z8nAAAAAN1FkE1Xuvj0eZk5dXK27dq7f275A/1589JF7SvqGH3yrnV5/60/GPazV114Sn7l2nNy/sI5La4KAAAAAI6dIJuuNGXypFy6aH6+cv+T++fueLA/+/bVTJp0/O2Tfev3H89v/9Oqg+YvPevE/MHrLsyFp85tQ1UAAAAAMDYmtbsAaJdlfb2D3m/atjvff2xzm6o5eves35Rf/sQ3s68Onn/eaXNy042XC7EBAAAAOO4JsulaSxf3HjS3oukBkMeDtRu25sabVmb77r2D5k8/cUY++pbLcsI0v3QBAAAAwPFPkE3XuvDUOZk9fXDQe8ea4yfI3rBlZ67/2F3ZuHXXoPl5M6fk5hsvz0mzp7epMgAAAAAYW4JsulbP5El58dnzB83duWZj9uzd16aKRm/rzj258aaVeah/26D5aT2T8lfXX5a+55zQpsoAAAAAYOwJsulqS/sWDHr/zM49+e4jnb1P9p69+/LLn7g733746UHzk0ry/v/rkrzorBPbVBkAAAAAjA9BNl1tuH2yl3fwPtm11vz2P30nt9335EGf/cHrnpdXXnhKG6oCAAAAgPElyKarnXfK7Jw4c8qguRUdvE/2+279Qf7u6+sPmn/7S/vyc1ec1YaKAAAAAGD8CbLpapMmlVwx5K7slQ9uzK49nbdP9t/etS7v/cIPDpr/iReell9/xXPbUBEAAAAAtIYgm663tG9wkL199958++FNbapmeF+89/H89qe+c9D8j5yzIH/8ExenlNKGqgAAAACgNQTZdL1lfZ29T/a31m/K22/5Zvbuq4PmLzx1Tj70phdlao/LGAAAAICJTQJG1+t7zgl5zuxpg+ZWdEiQvXbD1tx408ps37130Pxp82bkY2+5LCdM62lTZQAAAADQOoJsul4pJUuH7JP9jXVPZceQ8LjVNmzZmes/dlf6t+4aND9v5pTcfOPlOWnO9DZVBgAAAACtJciGHLxP9q49+3L3uqfaVE2ybdeevPWmlXmof9ug+Wk9k/JX11+aJSed0KbKAAAAAKD1BNmQHHRHdpLc0abtRfbs3Zdf/sQ3862Hnx40X0ryvjdekhedNb8tdQEAAABAuwiNAYiHAAAcUklEQVSyIclZvTNz6tzBW3W044GPtdb8zqe+ky/e+8RBn/3Bj1+YVz3vlJbXBAAAAADtJsiGDOyTfcWQ7UXuWb8p23btaWkd77/1gfztyvUHzf/Hl/TlzUsXtbQWAAAAAOgUgmxoWNa3YND7PftqVq5t3T7Zf79yff7sC/cfNP8Tl5yW33jlc1tWBwAAAAB0GkE2NAx94GOSrGjR9iK33ftEfuufVh00f9WSBfnjn7w4pZSW1AEAAAAAnUiQDQ2nzZuRs3pnDppbsWb8g+xvrd+Ut91yd/buq4PmL1g4Jx960wsztcdlCgAAAEB3k5BBk6WLB9+VverhTdm8Y/e4/byH+rfmxptWZvvuvYPmT5s3Ix+74bLMnj5l3H42AAAAABwvBNnQZOj2IvtqsvLBjePys/q37Mz1H70r/Vt3DZqfO2NKbr7xspw8Z/q4/FwAAAAAON4IsqHJ0Duyk2T5OOyTvW3Xntx489eztn/boPlpPZPyV9dfmiUnzR7znwkAAAAAxytBNjQ5ac709D1n1qC5sX7g4569+/KOT3wz31q/adB8Kcn73nhJLl00f0x/HgAAAAAc7wTZMMSyvgWD3n/v0c15asj2H0er1prf/efv5NZ7nzjos3f/2IV51fNOGZOfAwAAAAATiSAbhhi6T3aS3Png2NyV/edffCCfvGv9QfO/dE1frl+2aEx+BgAAAABMNIJsGOKKYfbJHovtRf7+6+vz/33+/oPmX/+CU/Mbr3zuMZ8fAAAAACYqQTYMMX/W1Jx3yuCHLR7rAx9vu++J/NY/rjpo/solvfmTn3p+Jk0qx3R+AAAAAJjIBNkwjKH7ZP/giS158pmdR3Wubz+8KW+/5e7s3VcHzZ+/cE4+/KYXZWqPyxAAAAAADkWCBsMYbp/sFWuO/K7sdf3bcuNNK7Nt195B86fNm5Gbbrgss6dPOeoaAQAAAKBbCLJhGJefPT9Dd/s40n2y+7fszPUfuysbtuwaND93xpTcfONlOXnO9GMtEwAAAAC6giAbhjF3xpQ877S5g+ZWrN4w6uO379qbt9789Ty4Yeug+ak9k/KR6y/NkpNmj3AkAAAAADCUIBtGsHTx4O1F1vZvy6NPbz/scXv27ss7Pnl37lm/adB8Kcn7fvoFuWzR/DGtEwAAAAAmOkE2jGDYfbIPs71IrTW/97+/my98/4mDPvv9116QV1+0cMzqAwAAAIBuIciGEVy2aH56hmyUvfwwQfYHbnsgn7hz3UHzv3jN4rzlyrPHtD4AAAAA6BaCbBjBrGk9ef4Z8wbNrVjdn1rrsOv/59fX57/9+/0Hzb/+Bafm/3nleeNSIwAAAAB0A0E2HMLQfbJ/uGl71m88eJ/sL933RH7zH1cdNL+srzd/8lPPz6Qhd3YDAAAAAKMnyIZDGHaf7DUbBr1f9fDTedstd2fvvsF3ap93yux8+OdelKk9LjMAAAAAOBYSNjiEF511YqZOHnyZNO+TvX7jttxw08ps27V30JpT507PzTdenjnTp7SkTgAAAACYyATZcAjTp0zOJWcOv0/2xq27cv1H78qGLTsHfT5nek9uvvHynDxneitLBQAAAIAJS5ANh7Gsb8Gg9088szPffWRz3nrzyqzZsHXQZ1N7JuUj11+Wc06e3coSAQAAAGBCE2TDYQy3T/ZbPrYy31y3adBcKcl7f/oFufzs+a0qDQAAAAC6giAbDuMFZ8zL9CmDL5Wh24kkye+99oJcd9HCVpUFAAAAAF1DkA2HMbVnUi5bdOi7rP/D1Ytzw5Vnt6giAAAAAOgugmwYhSsWH7y9yLN+/Pmn5jdfdV4LqwEAAACA7iLIhlFYNsw+2UmydHFv3vOGizNpUmlxRQAAAADQPQTZMAoXnTY3J86cMmjuvFNm5y/e/KJM65ncpqoAAAAAoDt0dZBdSplTSnlHKeXLpZRHSik7SinrSin/Vkq5oZQyrd010hl6Jk/Kb113fnoad16fd8rs3HTD5ZkzfcphjgQAAAAAjlWptba7hrYopVyV5JYkZx5i2beTvLHW+v3WVJWUUtYmOStJzjrrrKxdu7ZVP5pRWL9xW554ZkcuOm1epvZ09fdAAAAAAHAkjmlv3p6xquJ4Ukp5YZJ/TTKrMbUrya1JHkmyOMk1Gbhb/eIkt5ZSLq+1PtyOWuksZ8yfmTPmz2x3GQAAAADQVbouyC6lTE3yv3IgxP5Gktc3B9WllAuS/EsGQu2FGbhz+5oWlwoAAAAAQLpzj+xfTLKoMe5Pct3Qu61rrd9L8mNJdjamri6lvLplFQIAAAAAsF83Btlvaxq/p9b6xHCLGmH2TSMcBwAAAABAi3RVkF1KOTfJeU1TNx/mkObPry2lnDD2VQEAAAAAcChdFWQneWnT+L5a62OHWb8yydbGeHqSpeNSFQAAAAAAI+q2IPv8pvHdh1tca92TZNUIxwMAAAAA0ALdFmSf2zReN8pj1jeNnzuGtQAAAAAAMAo97S6gxXqbxo+P8pjm7UfmH25xKWXtkRQ0jNOP8XgAAAAAgAml24Ls5oc1bh/lMc3rRvOwx7NGXw4AAAAAAIfTbVuLTG8a7xrlMTubxjPGsBYAAAAAAEah2+7I3tE0njrKY6Y1jUdzF/dDoy9nWKcnmXyM5wAAAAAAmDC6Lcje0jQe7d3Vzeu2jLiqoda66EgKGqqxx7btSQAAAAAAGrpta5GNTeOTR3lM87qNI64CAAAAAGBcdFuQfV/T+MxRHtO87r4RVwEAAAAAMC66Lcj+ftP4ksMtLqVMTnLRCMcDAAAAANAC3RZk39Y0fm4p5XDbi1yaZFZjvDPJinGpCgAAAACAEXVVkF1rvT/JvY23JcmbD3PI9U3jL9RaD/uwRwAAAAAAxlZXBdkNH2wav6uUsmC4RaWU85Lc0DT1gXGtCgAAAACAYXVjkP0XSdY2xs9J8tlSymnNC0op5yf5dJLpjanba62fa1mFAAAAAADs19PuAlqt1rqrlPKTSW5PMjPJZUlWl1JuTfJokkVJXpoDIf9jSX62DaUCAAAAAJAuDLKTpNZ6dynlVUk+nuTMJNOSXDfM0lVJ3lhrXd/K+gAAAAAAOKArg+wkqbXeXkq5KMlbkrwhyZIk85M8meR7Sf42yS211p1tKxIAAAAAgO4NspOk1ro5yfsbLwAAAAAAOlA3PuwRAAAAAIDjiCAbAAAAAICOJsgGAAAAAKCjCbIBAAAAAOhogmwAAAAAADqaIBsAAAAAgI4myAYAAAAAoKMJsgEAAAAA6GiCbAAAAAAAOpogGwAAAACAjibIBgAAAACgo5Vaa7troEkpZUeSaUkyefLknH766W2uCAAAAADg2Dz00EMPJXm41nrV0RwvyO4wpZQ9SSa3uw4AAAAAgDH2UK110dEcaGsRAAAAAAA6Wk+7C+AgW5PMaoz3JHmsjbW0yuk5cBf63iQPt7EWOF65juDYuY7g2LmO4Ni5juDYuY7g2I3XdXTU5xFkd5ha69x219BqpZS1Sc5qvH34aH+9ALqZ6wiOnesIjp3rCI6d6wiOnesIjl0nXke2FgEAAAAAoKMJsgEAAAAA6GiCbAAAAAAAOpogGwAAAACAjibIBgAAAACgowmyAQAAAADoaIJsAAAAAAA6miAbAAAAAICOJsgGAAAAAKCjCbIBAAAAAOhogmwAAAAAADqaIBsAAAAAgI4myAYAAAAAoKMJsgEAAAAA6GiCbAAAAAAAOlqptba7BgAAAAAAGJE7sgEAAAAA6GiCbAAAAAAAOpogGwAAAACAjibIBgAAAACgowmyAQAAAADoaIJsAAAAAAA6miAbAAAAAICOJsimbUopc0op7yilfLmU8kgpZUcpZV0p5d9KKTeUUqa1u0boRKWUd5dS6hG+rmp33dAqpZSppZTLSilvL6X8dSnl3lLKvqbr4d1HeV59i64xlteRvkU3KqVcUEp5ZynlHxrXz+ZSyq5SypOllDtLKe8ppZx/FOfVi+gaY3kd6UV0o1LK/FLKK0spv1NK+VQp5e5SyvpG79jaGH+mlPKrpZQFR3jutvSjnvE4KRxOoyHckuTMIR+d0Xi9Isk7SylvrLV+v9X1AXB8KqW8OclfJhnT/3DSt+gm43UdQTcopbw8yXuTXDDCkgWN1+VJfr2U8pEk76y1bh3FufUiusJ4XkfQZf46yWsO8fnMJKcnuS7JH5ZSfqvW+t8Pd9J29iNBNi1XSnlhkn9NMqsxtSvJrUkeSbI4yTUZ+G2Bi5PcWkq5vNb6cDtqhePAyiR3jWLdI+NdCHSI+Rn7EFvfotuM+XXURN9iontRBodv+5J8K8kPkmxKckqSq5PMa3z+80nOK6W8ota6faST6kV0mXG5jproRXSjJ5J8P8m6JFsz0E/Oy8D1NinJCUn+vJRycq31d0c6Sbv7kSCbliqlTE3yv3LgL/w3kry++S91KeWCJP+SgQtgYQa+5bmmxaXC8eKztdZ3t7sI6EDrk9zZ9PqvSZYe6Un0LbrcmFxHQ+hbdItvZuA3G/6u1vpU8wellFlJfj/JuxpTVyX5z0l+fbgT6UV0sTG7jobQi+gWX0ryv5N8oda6ZrgFpZRFST6c5JWNqd8upXy61nrnMGvb3o/skU2r/WKSRY1xf5Lrhn4zU2v9XpIfS7KzMXV1KeXVLasQgOPZPyQ5tdZ6Zq31DbXW/1ZrvT0DdwocDX2LbjTW1xF0k/sz8D/1L6y1fnho+JYktdattdbfyMDWCc96Ryll7gjn1IvoNuNxHUHXafw33F+OFGI31qxN8uMZuFs7SUoGfsthOG3vR4JsWu1tTeP31FqfGG5R4y/+TSMcBwDDqrU+XGt9dAxPqW/RdcbhOoKuUWv9x1rrP49y+btz4AuiqUleNsI6vYiuMk7XETCCWuuuDNw5/axLRlja9n4kyKZlSinnZmD/nWfdfJhDmj+/tpRywthXBQDD07cAGE+11qeTfLdpatHQNXoRHNporiNgVDY0jWcP/bBT+pEgm1Z6adP4vlrrY4dZvzIDG9AnyfQc+56MAHAk9C0AxlttGk8e5nO9CA7vcNcRcHjnN43XDvN5R/QjD3uklZovirsPt7jWuqeUsirJFU3Hf348CoPj2MmllDcnOScDD1x4KsmDSb5Sa13X1srg+KdvwdjTt6ChlDItA9fCs9YPs0wvgkMY5XU0lF4ETRoPaHxr09Q/DrOsI/qRIJtWOrdpPNrmsD4H/tI/d2zLgQnhlxqvg5RSbk3yu7XWFa0tCSYMfQvGnr4FB/xkDvz6dk3yxWHW6EVwaKO5jobSi+h6pZRZSZYkeV2SX0vy7NYfX0vyV8Mc0hH9yNYitFJv0/jxUR7T/KsK88ewFugGL0tyeynlne0uBI5T+ha0lr5F1yilzEjy/zZN/cMID83Si2AER3AdHQm9iAmplHJtKaU++0qyJck9Sf4gyZwMfBH0iSQvr7XuGeYUHdGPBNm0UvPG7ttHeUzzOg8qgQO+l4GG89IkJ2fgCd3zklye5I+SbG6sm5zkz0opP9eOIuE4p2/B2NG3YLD35cBD6XYk+Z0R1ulFMLLRXkfP0otgeI8neW2t9WdrrSP1mo7oR7YWoZWmN413jfKYnU3jGWNYCxzP3l9rffcw809n4IEKK0spH0nyuRz49Z/3l1I+XWt9qkU1wkSgb8HY0LegSSnl55P8QtPUr9Va7x9huV4EwzjC6yjRi2B9kg80xpMy8CXO85JclIEvdj5dSvlUkv9Yax3ujuuO6EfuyKaVdjSNp47ymGlN49F+4wMTWq114yjWrEnyYznQYOYl+fnxrAsmIH0LxoC+BQeUUl6R5INNU7fUWj840vroRXCQo7iO9CK6Xq31vlrrLzdeb6u1/kyt9eIMhNm3JylJ/o8kXyulnDTMKTqiHwmyaaUtTePRfhPTvG7LiKuAgzTuSPjbpqlXtasWOE7pW9BC+hYTXSnlxUn+McmUxtS/J7nxMIfpRdDkKK+jUdOL6Da11u8meXmS5Y2pviR/NszSjuhHgmxaqfkb0JNHeUzzusN+gwoc5Nam8fltqwKOT/oWtJ6+xYRUSnleks8mmdWYuiPJT9RaD/fr2XoRNBzDdXSk9CK6Sq11Z5J3NU39dCllwZBlHdGPBNm00n1N4zNHeUzzuvtGXAWMpPkpwb0jrgKGo29B6+lbTDillCVJPp9kfmNqVZLraq1bR3G4XgQ55uvoSOlFdKMVSbY1xpOTXDbk847oR4JsWun7TeNLDre4lDI5A5vOD3c8MDozm8bj8R95MJHpW9B6+hYTSinljCRfSHJKY+oHSV5+BA+P04voemNwHR0pvYiuU2utGXj46bNOHLKkI/qRIJtWuq1p/NxSyuF+FeHSHPiVoZ0Z+HYIODLNDebRtlUBxyd9C1pP32LCaDws6wtJzmpMrU9yba318SM4jV5EVxuj6+hI6UV0nVLKlAz+DYShW4F0RD8SZNMyjYcm3Nt4W5K8+TCHXN80/kKt1YNK4AiUUnqS/GzT1FfaVQscj/QtaC19i4mklHJiBrZBOLcx9UQGwrd1R3IevYhuNlbX0RH+TL2IbnVtkqlN7+9t/rBT+pEgm1b7YNP4XcNsHp8kKaWcl+SGpqkPjGtVcJwopZxwBMv/OANPHH7WLWNcDnQDfQuOgb5FNyqlzMrAA+kubkw9lYFtEO4/ylPqRXSdsbyO9CK6USll/uFX7V87N8l7mqa+WWtdO8zStvcjQTat9hdJ1jbGz0ny2VLKac0LSinnJ/l0kumNqdtrrZ9rWYXQ2X6tlPJvpZTXlVKmDbeglHJ6KeVvkvxa0/Snaq1fbU2JMKHoW3Bs9C26SuPv+T8nuaIxtSXJq2ut3z6G0+pFdJVxuI70IrrRm0spd5RSfqbxxdBByoBrkyxPcmHTR785wjnb3o/KwF7e0DqllBcmuT0HHqCwM8mtGdh7alGSl+bAlyyPJbm81rq+xWVCRyqlvDvJ7zfebk/y7SRrkmxOMiMDv3Z3aZKepsO+leTqWuvm1lUK7VNKuWeY6SU5sEfb4xn8NPokeaTWet0I59O36DpjdR3pW3SbUsqfJHlX09RdSVaO8vA7aq0fH+G8ehFdY6yvI72IblRKeWeSP2u83Z3ku0nuT7IpyeQkJyd5UZKFQw79zVrrfz3Eedvaj3oOvwTGVq317lLKq5J8PMmZSaYlGS48WJXkjf4DDEY0I8mLG6/h7E3y0SS/Wmv1tG26yfMP8/nJjVezeSMt1rfoUmN6HTXoW3SDk4a8v7zxGo0TMtBrDqIX0WXG5Tpq0IvoFjubxlOSvKDxGsnDSd5Ra/3UoU7a7n4kyKYtaq23l1IuSvKWJG/IwB0+85M8meR7Sf42yS211p0jngS603sy8O3nsgz8qt2ZSRZk4PrZk4G9476X5KtJbq61PtSmOmFC0bfgqOlbMEb0IjhqehFdp9b6oVLKF5O8PAN/7y/IwN/9OUlqkqeTrEtyd5LPJPlMrXXPKM/dtn5kaxEAAAAAADqahz0CAAAAANDRBNkAAAAAAHQ0QTYAAAAAAB1NkA0AAAAAQEcTZAMAAAAA0NEE2QAAAAAAdDRBNgAAAAAAHU2QDQAAAABARxNkAwAAAADQ0QTZAAAAAAB0NEE2AAAAAAAdTZANAAAAAEBHE2QDAAAAANDRBNkAAAAAAHQ0QTYAAAAAAB1NkA0AAB2slPLuUkptvL7U7noAAKAdBNkAAAAAAHQ0QTYAALRAKeWmpjurb2p3PQAAcDwRZAMAAAAA0NEE2QAA0MFqre+utZbG6yXtrgcAANpBkA0AAAAAQEcTZAMAAAAA0NEE2QAAMI6efcBjkuubpq9vevDj0NdLhhz/7qbPvnSInzPswyRLKUtLKR8ppdxbSnmmlLKtlPLtUsofllJOHOY8k0opbyylfLqU8mgpZVcpZUMp5UullJ8vpRzx/0OUUs4ppfxeKeX2UsrDpZQdpZRNpZTvl1L+spTysiM9JwAA3aWn3QUAAABjr5QyNcmfJvnlYT6+qPF6SynlJbXWNY1jTk/yD0lePGR9b5JrGq83lVJeW2vdMooaTmjUcGMO/n+PaUnmJjkvyS+UUj6f5OdqrY+P8o8IAEAXEWQDAMD4+rfGPy9Kcmpj/EiSVSOs3zhGP/d/JHlzY7whyX1J9jXqmNeYPyPJF0spFyaZmeQrSc5ufLY2yUNJZiR5QZKpjflrknwsyRsO9cNLKScn+VySS5qma5J7kzyWZHqS5yWZ3fjs5UlWlFKurrU+fGR/VAAAJjpBNgAAjKNa66uSga0/cmB7kc/XWt8yjj/2tRm4i/rhDNyR/S+11n2NOqYk+a0kf9BYe1aStyd5SQZC7OVJ3lFrvfvZk5VSepN8NMmPN6Z+qpTyI7XW24f74aWUngzc2f1siL0ryR8n+fNa64Yh6342yXszEK6fneSWUspLn60XAAASe2QDAMBE1JvkiSRX1lr/uTkUrrXurrX+YZKPN63/z0leneTLSX60OcRuHNOf5P9M8mDT9A2H+Pm/luSqxnhHkpfXWn+/OcRunHdPrfXmDNzlvbUxfXWSnxzdHxMAgG4hyAYAgInpXbXWdYf4/ENN46lJ9ia5oda6c7jFjfm/apq6arh1pZRpSX61aer3aq1fOVShtdZvJ/mjpql3HGo9AADdR5ANAAATz+YknzzMmq9nILx+1udrrQ+OtLjhjqbxksYDJYd6dZKTG+NtGRyYH8pfN42XllJmjvI4AAC6gCAbAAAmnm/UWncfakGtdVcGP1hyxSjO+2jTuCSZO8yaa5rGd9Rat4zivKm1rk+yqfG2JwMPmAQAgCQe9ggAABPRY6Nct+0Ij9k25P1wd01f3DQ+r5Tyr6OsJUmmN42fcwTHAQAwwQmyAQBg4tnVomPKMHO9TeNTG6+jMdzd3gAAdClbiwAAAGNp1hidx/+rAACwnzuyAQCAsbSpafy+Wus721YJAAAThrscAACAsdS81/a5basCAIAJRZANAACtsa9pPNze0hPF8qbx1aWU6SOuBACAURJkAwBAa2xtGs9oWxXj73NN41lJbmhXIQAATByCbAAAaI1Hm8bntK2KcVZrvSfJF5qm/ksppa9d9QAAMDEIsgEAoDW+0TR+finl2rZVMv7elWRHYzw/yW2llCsPd1Ap5cxSyn8ppfzpuFYHAMBxp6fdBQAAQJf4Ygbuyl6YgT2yP19K+W6Sh5Lsblr3O7XW77ShvjFTa72nlPLWJH+TgZtnzkjy1VLKF5N8Jsm9STZnYOuRk5I8P8nVSS5rnOLmlhcNAEBHE2QDAEAL1Fp3l1LekuSfksxsTF/YeDV7byvrGi+11k+UUjYluSXJvMb0jzZeAABwRGwtAgAALVJr/fckFyX5kyR3JtmYwXdjTyi11s9mYD/wP0ryxGGW78zAXetvT/J/j3NpAAAcZ0qttd01AAAAE1wppWQgxL84yYIkJyTZmuTJJPcl+U6tdXv7KgQAoJMJsgEAAAAA6Gi2FgEAAAAAoKMJsgEAAAAA6GiCbAAAAAAAOpogGwAAAACAjibIBgAAAACgowmyAQAAAADoaIJsAAAAAAA6miAbAAAAAICOJsgGAAAAAKCjCbIBAAAAAOhogmwAAAAAADqaIBsAAAAAgI4myAYAAAAAoKMJsgEAAAAA6GiCbAAAAAAAOpogGwAAAACAjibIBgAAAACgowmyAQAAAADoaP8/B3/3tWxxlroAAAAASUVORK5CYII=\n"
},
"metadata": {
"image/png": {
"width": 729,
"height": 519
},
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "As you can see, taking the delay between one person passing the disease onto the next into account slows the spread significantly. The longer the generation time, the slower the spread.\n\n\n## Getting to number of infected\n\nOK, we're getting close now. We have a generative model of how people transmit the disease from one person to the next. However, we don't have data of when people transmitted the disease, we have data of got a positive test result. So we need to delay this function even further by when an infected patient actually shows up as as a positive test in our data. \n\nTo do this we will use the distribution of the delay between infection and confirmed positive test, also known as the *onset delay distribution*. To estimate this distribution we can use data from the [Open COVID-19 Data Working Group](https://github.com/beoutbreakprepared/nCoV2019) which asked COVID-19 patients how long ago their symptoms started ([Xu et al., 2020](https://www.nature.com/articles/s41597-020-0448-0)). Now symptom onset isn't the same as when someone got infected, but we can just add an incubation period (rt.live uses a static 5 days shift) to include that as well."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "p_delay = get_delay_distribution()\nax = p_delay.plot(figsize=(12, 8))\nax.set(title=\"Onset delay distribution\", \n ylabel=\"Probability of getting positive test\", \n xlabel=\"Days since infection\");\nsns.despine();",
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 754,
"height": 518
},
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Now all we need to do is convolve the function we have above of how many people got infected each day with the onset delay distribution to get to how many people will show up with a positive test on that day."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fig, ax = plt.subplots(figsize=(12, 8))\nax.plot(ts, np.convolve(y, p_delay)[:n_days])\nax.set(xlabel='day', ylabel='number of positive tests', \n title='Growth of number of positive tests');\nsns.despine();",
"execution_count": 10,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 744,
"height": 518
},
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Adjusting for number of tests performed\n\nSo we're done, right? We have a generative process that gives rise to the data we actually observe (number of positive tests on every day) and we'd just need to write this in PyMC3 and hit the [inference button(TM)](https://twiecki.io/blog/2013/08/12/bayesian-glms-1/).\n\nYes, almost. There is one last thing that is included in the model that is quite nifty. When looking at the number of raw positive tests, that number will be influenced by how much you test. The more you test, the more cases you will uncover. \n\nAnd there indeed is huge variability in the number of tests being done over time (ramping up of tests more generally, but also fewer tests being done on weekends) which would bias our estimate of $R_e(t)$ if not accounted for.\n\nThus, the last trick in the model is to multiply the test exposure $e_t$ with the number of positive tests from the generative process. Intuitively, if we test twice as much, we expect twice as many positive tests to show up.\n\nThus, the expected number of positive tests $\\tilde{z_t}$ will be:\n\n$$ \\tilde{z_t} = z_t \\cdot e_t $$\n\nwhere $z_t$ is the output of the generative model with the delays applied.\n\n## The Bayesian model in PyMC3\n\nThe model in [`PyMC3`](https://docs.pymc.io/) follows the above generative process directly and you can check it out [in the source](https://github.com/rtcovidlive/covid-model/blob/master/covid/models/generative.py#L143). \n\nI'm not going to describe the code here as there are a few technicalities that make it not so easy to look at, mostly related to the recursive function defined above. But don't be discouraged by that and take a look for yourself, if you know a bit of `PyMC3` and `Theano` you should be able to figure it out quickly with the above logic. \n\nThe main addition is that we place a random-walk prior on $R_e(t)$ that injects the knowledge into the model, that the reproduction factor is not changing hugely from day-to-day. If you want to learn more about random-walk priors you can check out my blog post on [non-stationary Bayesian neural networks](https://twiecki.io/blog/2017/03/14/random-walk-deep-net/).\n\nInstead, let's see how to actually use the model interactively. As our example region we use Massachusetts. "
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "region = \"MA\"\nmodel_data = df.loc[region]",
"execution_count": 11,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "To run the model we just instantiate it and call `.sample()`:"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "gm = GenerativeModel(region, model_data)\ngm.sample()",
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"text": "Only 200 samples in chain.\nAuto-assigning NUTS sampler...\nInitializing NUTS using jitter+adapt_diag...\nMultiprocess sampling (4 chains in 4 jobs)\nNUTS: [alpha, seed, log_r_t]\n",
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"text/plain": "<IPython.core.display.HTML object>",
"text/html": "\n <div>\n <style>\n /* Turns off some styling */\n progress {\n /* gets rid of default border in Firefox and Opera. */\n border: none;\n /* Needs to be in here for Safari polyfill so background images work as expected. */\n background-size: auto;\n }\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='3600' class='' max='3600' style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [3600/3600 22:41<00:00 Sampling 4 chains, 0 divergences]\n </div>\n "
},
"metadata": {}
},
{
"output_type": "stream",
"text": "Sampling 4 chains for 700 tune and 200 draw iterations (2_800 + 800 draws total) took 1419 seconds.\n",
"name": "stderr"
},
{
"output_type": "execute_result",
"execution_count": 12,
"data": {
"text/plain": "<covid.models.generative.GenerativeModel at 0x123febdc0>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "result = summarize_inference_data(gm.inference_data)",
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<IPython.core.display.HTML object>",
"text/html": "\n <div>\n <style>\n /* Turns off some styling */\n progress {\n /* gets rid of default border in Firefox and Opera. */\n border: none;\n /* Needs to be in here for Safari polyfill so background images work as expected. */\n background-size: auto;\n }\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='800' class='' max='800' style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [800/800 00:05<00:00]\n </div>\n "
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fig, ax = plt.subplots(figsize=(12, 8))\nresult.infections.plot(c=\"C2\", label=\"Transmission\")\nresult.test_adjusted_positive.plot(c=\"C0\", label=\"Infection onset\")\nresult.test_adjusted_positive_raw.plot(c=\"C1\", alpha=.5, label=\"Test-adjusted (raw)\", style=\"--\")\ngm.observed.positive.plot(c=\"C7\", alpha=.7, label=\"Reported positives\")\nfig.set_facecolor(\"w\")\nax.legend();\nax.set(title=f\"rt.live model inference for {region}\", ylabel=\"number of cases\")\nsns.despine();",
"execution_count": 19,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
"image/png": 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},
"metadata": {
"image/png": {
"width": 759,
"height": 537
}
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The plot above shows exactly what's going on but let's apply the logic backwards this time. We start with the observed data, the number of \"Reported positives\" in magenta. From this we adjust for the number of tests done each day (\"Test-adjusted (raw)\"). This raw number we convolve with the *onset delay distribution* to get to \"Infection onset\", i.e. when did people actually get infected. From there we use the *generation time distribution* to arrive at when the actual transmission of the disease occured.\n\n**As you can see, we are using our domain knowledge of the disease and testing mechanics as well as derived distributions that describe these mechanics to back out the thing we are actually interested in but can't observe directly. A beautiful example of the power of statistical inference.**\n\nOur $R_e(t)$ estimate is then based on when the actual transmission occured, not when we observed the positive test:"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fig, ax = plt.subplots(figsize=(12, 8))\n \nax.set(title=f\"Effective reproduciton number for {region}\", ylabel=\"$R_e(t)$\")\nsamples = gm.trace[\"r_t\"]\nx = result.index\ncmap = plt.get_cmap(\"Reds\")\npercs = np.linspace(51, 99, 40)\ncolors = (percs - np.min(percs)) / (np.max(percs) - np.min(percs))\nsamples = samples.T\n\nresult[\"median\"].plot(c=\"k\", ls='-')\n\nfor i, p in enumerate(percs[::-1]):\n upper = np.percentile(samples, p, axis=1)\n lower = np.percentile(samples, 100-p, axis=1)\n color_val = colors[i]\n ax.fill_between(x, upper, lower, color=cmap(color_val), alpha=.8)\n\nax.axhline(1.0, c=\"k\", lw=1, linestyle=\"--\")\nsns.despine();",
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
"image/png": 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