{ "cells": [ { "cell_type": "markdown", "metadata": { "navigation": true }, "source": [ "\n", "< [Chapter 15. Missing Data and Other Opportunities](15-missing-data-and-other-opportunities.html) | [Chapter 17. Horoscopes](17-horoscopes.html) >" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " \n", " \n", " \"Open\n", " \n", " \n", "
" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install -q numpyro arviz" ] }, { "cell_type": "code", "execution_count": 0, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "import jax.numpy as jnp\n", "from jax import lax, random\n", "from jax.experimental.ode import odeint\n", "from jax.scipy.special import logsumexp\n", "\n", "import numpyro\n", "import numpyro.distributions as dist\n", "from numpyro.diagnostics import print_summary\n", "from numpyro.infer import MCMC, NUTS, Predictive\n", "\n", "if \"SVG\" in os.environ:\n", " %config InlineBackend.figure_formats = [\"svg\"]\n", "az.style.use(\"arviz-darkgrid\")\n", "numpyro.set_platform(\"cpu\")\n", "numpyro.set_host_device_count(4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.1" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "Howell1 = pd.read_csv(\"../data/Howell1.csv\", sep=\";\")\n", "d = Howell1\n", "\n", "# scale observed variables\n", "d[\"w\"] = d.weight / d.weight.mean()\n", "d[\"h\"] = d.height / d.height.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7e520c41f8a74a788b7983efd74f8879", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1000 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h_seq = jnp.linspace(0, d.h.max(), num=30)\n", "w_sim = Predictive(model, m16_1.get_samples())(random.PRNGKey(1), h=h_seq)[\"w\"]\n", "mu_mean = jnp.mean(w_sim, 0)\n", "w_CI = jnp.percentile(w_sim, q=jnp.array([5.5, 94.5]), axis=0)\n", "plt.plot(d.h, d.w, \"o\", c=\"royalblue\", mfc=\"none\")\n", "plt.gca().set(\n", " xlim=(0, d.h.max()),\n", " ylim=(0, d.w.max()),\n", " xlabel=\"height (scaled)\",\n", " ylabel=\"weight (scaled)\",\n", ")\n", "plt.plot(h_seq, mu_mean, \"k\")\n", "plt.fill_between(h_seq, w_CI[0], w_CI[1], color=\"k\", alpha=0.2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.4" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " mean std median 5.5% 94.5% n_eff r_hat\n", " age 8.03 2.50 8.00 5.00 12.00 13.16 1.10\n", " culture 3.75 1.96 3.00 1.00 6.00 5.27 1.27\n", " gender 1.51 0.50 2.00 1.00 2.00 288.12 1.00\n", " majority_first 0.48 0.50 0.00 0.00 1.00 798.44 1.00\n", " y 2.12 0.73 2.00 1.00 3.00 655.60 1.00\n", "\n" ] } ], "source": [ "Boxes = pd.read_csv(\"../data/Boxes.csv\", sep=\";\")\n", "print_summary(dict(zip(Boxes.columns, Boxes.values.T)), 0.89, False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.5" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1 0.211447\n", "2 0.456280\n", "3 0.332273\n", "Name: y, dtype: float64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Boxes.y.value_counts(sort=False) / Boxes.y.shape[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.6" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.7\n" ] } ], "source": [ "with numpyro.handlers.seed(rng_seed=7):\n", " N = 30 # number of children\n", "\n", " # half are random\n", " # sample from 1,2,3 at random for each\n", " y1 = jnp.array([1, 2, 3])[\n", " numpyro.sample(\"y1\", dist.Categorical(logits=jnp.ones(3)).expand([N // 2]))\n", " ]\n", "\n", " # half follow majority\n", " y2 = jnp.repeat(2, N // 2)\n", "\n", " # combine and shuffle y1 and y2\n", " y = random.permutation(numpyro.prng_key(), jnp.concatenate([y1, y2]))\n", "\n", " # count the 2s\n", " print(jnp.sum(y == 2) / N)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.7" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def Boxes_model(N, y, majority_first):\n", " # prior\n", " p = numpyro.sample(\"p\", dist.Dirichlet(jnp.repeat(4, 5)))\n", "\n", " # probability of data\n", " phi = [None] * 5\n", " phi[0] = jnp.where(y == 2, 1, 0) # majority\n", " phi[1] = jnp.where(y == 3, 1, 0) # minority\n", " phi[2] = jnp.where(y == 1, 1, 0) # maverick\n", " phi[3] = jnp.repeat(1.0 / 3.0, N) # random\n", " phi[4] = jnp.where(\n", " majority_first == 1, # follow first\n", " jnp.where(y == 2, 1, 0),\n", " jnp.where(y == 3, 1, 0),\n", " )\n", "\n", " # compute log( p_s * Pr(y_i|s )\n", " for j in range(5):\n", " phi[j] = jnp.log(p[j]) + jnp.log(phi[j])\n", " # compute average log-probability of y\n", " numpyro.factor(\"logprob\", logsumexp(jnp.stack(phi, axis=1), axis=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.8" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "78a36336c3334fe3b1ea38a4a6c6d04d", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2000 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# prep data\n", "dat_list = dict(\n", " N=Boxes.shape[0], y=Boxes.y.values, majority_first=Boxes.majority_first.values\n", ")\n", "\n", "# run the sampler\n", "m16_2 = MCMC(NUTS(Boxes_model), num_warmup=1000, num_samples=1000, num_chains=3)\n", "m16_2.run(random.PRNGKey(0), **dat_list)\n", "\n", "# show marginal posterior for p\n", "p_labels = [\"1 Majority\", \"2 Minority\", \"3 Maverick\", \"4 Random\", \"5 Follow First\"]\n", "az.plot_forest(\n", " m16_2.get_samples(group_by_chain=True),\n", " combined=True,\n", " var_names=\"p\",\n", " hdi_prob=0.89,\n", ")\n", "plt.gca().set_yticklabels(p_labels[::-1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.9" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "Panda_nuts = pd.read_csv(\"../data/Panda_nuts.csv\", sep=\";\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.10" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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NZoNer0d7ezump6fZ7aGhoVCr1UhJSaFVbPy6XV9nZyeMRiNsNhu7LzY2Fkql8kSt+J+MV0EIIYQQckQWFxdRU1ODzs5O1ufZzc0NKSkpUKvVCAsLO+IjdA2rq6vo6uqCTqfDwsICuz0gIABKpRJyuRy+vr5Hd4CHhMI2IYQQQsgucRyH0dFRtLW1oa+vj2149PX1hVqthlKppPHp2NgYOjAwgM7OTgwMDLD3SSwWIzk5GWlpaQfaD5vjOKysrGBpaQlLS0tYXFzE8vIyPvOZzxzI8+8FhW1CCCGEkB2y2WwwGAxobW3l9XqOjo5GRkYGEhISXK7P81FYWlqCTqfb1N4wPDwcaWlpSE5Ohru7+56e22azYXFxccuvpaUlViPvKihsE0IIIYTch8lkQkdHBzo6OmAymQAAIpEIqampOHXqFMRi8REf4dGz2+1sSM/Q0BC7XSKRQKFQIC0tDYGBgTt6LmegXlhYYF/O/39lZeWe3ysQCODr6wt/f3/4+fnBz89vX69rvyhsE0IIIYRsY3Z2Fi0tLdDr9bDb7QAAb29vZGRkQKVSQSKRQCqVYn5+/oiP9OgsLy9Dq9Wis7OTXYgAQExMDNLS0rbd7OhwOLC8vIz5+XkWqJ3/+87Wf1txd3eHv7//ll8+Pj4u9ekChW1CCCGEkDs4h6o0NzfzxqiHhYUhKysLSUlJcHNzO8IjPHrbDenx8vJiq9jOnthWqxVTU1OYn5/H/Pw85ubmWKh2XsBsxd3dHQEBAezL39+f/W+JRHJs2gFS2CaEEEIIwUYZRE9PD5qbm1nrPoFAgKSkJGRlZR3oRr7jymQyobOzE1qtlrf6HBMTA7lcDn9/fywsLKCjo4OF6qWlpW2fz83NjReopVIp+9+enp4n4v2msE0IIYSQh5rFYkFnZydaW1tZgBSJRFAqlcjKyoK/v/8RH+HR2m5Ij0gkQmBgIEQiEebn53H9+vVtn0MikSAwMBBSqRRSqZT9b19fX5cq+TgMFLYJIYQQ8lAymUxoa2tDe3s7zGYzAMDT0xOZmZlQqVQPfes+s9mMtrY26HS6LVenbTYbpqameLd5e3sjMDCQ9yWVSuHl5fWgDtvlUNgmhBBCyENlaWkJzc3N0Ol0bHphQEAAsrOzkZqaemImF+6GxWLBzMwMZmZmMDY2hpGREd5mx7t5enoiKCiIfQUGBiIoKAgeHh4P8KiPh4fvt4kQQgghD6WZmRk0NTXBYDCwDX1hYWHIzc1FYmLiiagP3gmTyYSpqSlMT09jamoKMzMzWFxc3PbxPj4+iIyMRFhYGIKDgxEUFPRQr1TvFoVtQgghhJxoExMT0Gg06O/vZ7fFxsYiJycH0dHRJzZkcxyH1dVVTE1Nsa/p6WnekJntBAUFQa1WQ6FQPJQr/QeJ3j1CCCGEnEijo6NoaGjA8PAwuy05ORk5OTkIDQ09wiM7HCaTCZOTk5icnGThertSEH9/fwiFQiwtLbH2e2KxGKmpqcjIyNjx8BlyfxS2CSGEEHJicByHoaEhaDQajI2NAdho35eamorc3FxIpdIjPsKDYbFYWKCemJjA5OTkloNgBAIBAgMDERYWhpCQEIhEIgwNDaG3t5d1FfHz80NGRgaUSiXVXB8CCtuEEEIIOfY4jsPg4CDq6+sxOTkJABAKhUhLS0NOTs6Rj+zeD47jMD8/j4mJCfY1OzvL6s7vFBgYiNDQUISFhSE0NBTBwcFwc3NDX18fWlpaMD4+zh4bGRmJrKwsJCQknPj2e0eJwjYhhBBCji2O49Df34+GhgbWhk4kEkGlUiE7Oxs+Pj5HfIS7Z7FYMDExgfHxcYyPj2NycpK1JryTj48PwsLCEB4ejtDQUISGhvJWpq1WK3Q6HVpbW9kGSKFQiJSUFGRmZp7IUhonu92OyclJDA8PY2xsDF/60peO7FgobBNCCCHk2HGG7Pr6ejbtUSQSQa1WIzs7+1h1y1haWsL4+DjGxsYwPj6+5aq1SCRCaGgoIiIiEB4ejrCwsG0vJFZXV9He3o6Ojg6sr68DADw8PJCeng61Wn0sL0Duh+M4zMzMYHh4GCMjIxgdHYXVaj3qwwJAYZsQQgghxwjHcRgYGEBdXR0L2WKxGGq1GllZWS4fsjmOw9zcHMbGxjA2NobR0VGsrKxsepyfnx8L1hEREQgKCoKbm9s9n3tubg7Nzc3o7u5m9dj+/v7IzMyEUqmEWCw+lNd0VJaXlzE0NITh4WEMDw9jbW2Nd79EIkF0dDRiYmKO6Ag3UNgmhBBCiMtzbnysq6tjNdlisRgZGRnIyspy2WmPDocDMzMzGB0dxejoKMbGxthqs5NQKERISAgiIiLY125Wn8fHx9HU1IS+vj52W0REBLKyspCYmHhi6rEtFgtGRkZYwJ6fn+fdLxaLERkZiZiYGMTExCA4ONgl2jpS2CaEEEKISxseHkZ9fT3rLiISiZCRkYHs7GyXC9nOcO0sZRgbG9tUby0SiRAeHo7IyEhERUUhPDx816vOzhX+pqYm9r4AQGJiInJychAREXEgr+cocRyH6elpDA4OYmhoCOPj42zFHtjotBIWFoaYmBjExsYiPDz8vqv/R4HCNiGEEEJc0sTEBGpra1mfbDc3N6SnpyM3N9dlykWcgbCzsxMjIyMYGRnZFK7FYjGioqIQFRWFyMhIhIaG7jkU2u12GAwGNDU1YW5uDsDGynhqaiqys7OPfX/stbU1DA4OsoB9d2mIn58f4uLiEBsbi+jo6GPRqpDCNiGEEEJcyuzsLGpra1lZhFAohEqlQm5urkts7lteXmZ1wsPDw5sGx9wZrqOjoxESErLvUg6bzQadTofm5mYsLS2xn5Oeno7MzEyXeF/2wuFwYHJykgVsZ4mQk1gsRnR0NAvYAQEBR3Og+0BhmxBCCCEuYWFhAfX19dDr9QA2ygQUCgXy8/OPtE+2xWLB6OgohoaGMDQ0tKlWWCQSISIigm3GCw0NPbA6abPZDK1Wi5aWFhbqPT09kZmZCbVafSxWdu+2vr6OoaEh9Pf3Y3BwcFMNe3BwMOLi4hAXF4eIiIhdfwqwurqK6elp9jUzM4NvfvObB/kSdoXCNiGEEEKO1OrqKhoaGtDZ2clqcmUyGQoLC4+kLOLOWuHBwUFMTExsqhUODQ1lpQxKpXLL6Y37sb6+jtbWVrS1tbGyFF9fX2RnZx+7ziLODiz9/f0YGBjA+Pg4r7Whu7s7YmJiEB8fj7i4uB2v0nMch5WVFTZJc2pqCtPT09uOqD8qFLYJIYQQciTMZjNaWlrQ3NwMm80GAIiLi0NRUdEDH7iytraGoaEhVit8d2Dz8/NDbGwsC9gSiYTdJxIdXJwymUxoaWlBe3s76xMtlUqRm5uLlJQUl9wAuBW73Y7R0VH09/ejv7+flb44BQYGIj4+HvHx8TtavXYG68nJSV64vntV3BVR2CaEEELIA2Wz2aDVatHQ0MDCUlhYGEpKShAdHf1AjsE5BGVgYAD9/f2YmJjg3f+ga4VXVlbQ3NwMrVbLLjyCg4ORl5cHmUzmEi3s7md9fZ2F66GhIVgsFnafm5sboqOjER8fj4SEhPuWBZlMJkxOTrJwPTk5uWmz5HacA4CcI+vDwsL29br2i8I2IYQQQh4IjuNgMBhQW1vLVjoDAgJQXFyMpKSkQw+UVqsVQ0NDGBgYwMDAAFZXV3n3BwUFsVrhyMjIB7KKvLy8jMbGRl4JTVhYGPLz8xEfH+/yIXtpaQl9fX3o7e3F2NgYrzzEy8uLhevY2NhtS1+sVisL1BMTE5icnNxxWY6zpCcsLIx9BQQEuFRvcQrbhBBCCDl0IyMjqK6uxtTUFADA29sbBQUFUCqVhxqMVldX0d/fj76+PgwPD8Nut7P7RCIRYmJikJCQgLi4OPj6+h7acdxtq5AdGRmJvLw8xMbGumzIdn4i0Nvbi76+PszMzPDuDwoKQmJiIhISEhAWFrbpdXAch4WFBYyPj2NiYgITExNbjqffjr+/P8LDw9nI+uDg4AMt4zkMrn10hBBCCDnW5ubmUFNTg/7+fgAb5Rm5ubnIzMw8lE1+zs14fX196Ovr29RKzs/Pj9UKR0dHP/CgtlXIjoqKQkFBwQMrodktjuMwPj6O3t5e9Pb28uqvBQIBIiMjkZiYiMTERPj7+/O+12w2Y3Jykheu7+5Dvh2xWIywsDA2sj4sLMxl+qvvBoVtQgghhBw4k8mE+vp6aLVacBwHgUAAlUqFgoKCAw9MHMdhcnKShcGFhQXe/WFhYSwMBgYGHsmq8VYhOzo6Gvn5+S4Zsp0bHJ3v6Z0bRkUiEWJjY9kKtnOKJ8dxWFxcxPj4OPvazaq1r68vIiMj2cj6oKAglyoH2asdhW2NRrOvH5KXl7ev7yeEEELI8WCz2dDa2gqNRsO6aSQkJKCkpORA2/g5HA5eGLyz/trNzQ0xMTEsDHp7ex/Yz92t1dVVNDY2oqOjw+VDtt1ux/DwMHp6etDX18fr9OHu7o6EhAQkJSUhLi4OYrGYjaY3GAwYHR3F+Pj4pjp4YGP1++7ALRAIEBwcjMjISBawj+tgnvvZUdj+/Oc/v6+rwK6urj1/LyGEEEJcH8dx6OnpQU1NDSszCA0NRWlp6YGFSofDgZGREfT09KCnp4cXBsViMS8Muru7H8jP3CuTyYSmpia0t7ezOnFXLBex2Wy8gH1niYenpycSExORlJSEmJgY9glCS0sLxsbGMD4+zi6o7nR3uOY4Dm5ubggLC+OF68MeyMNxHEwmExYXFyGVSg/1Z93LjsL2Jz/5yU1he35+HhUVFWy6U2RkJABgbGwM3d3d4DgOZWVlR/riCCGEEHL4pqamUFlZibGxMQAbmx+Li4uRmpq675INu93OAnZvby8vYEskEiQmJkImkx1J/fVW1tfX0dzcjLa2NhZEw8PDUVRUhOjoaJfY+OhcwTYajejt7eW16PPy8kJSUhJkMhlCQ0MxOTmJsbExNDY2YnJykrfBFACEQiEEAgHvdme4joiIYGPrw8PDD+X8cByH9fV1LCwsYH5+HgsLC1hYWMDi4iIWFhbYOUhLSzvwn71TO3rV3//+93n//9TUFD772c+ipKQE3/rWt5CQkMC7v7+/H3/xF38BvV6Pn//85wd3tIQQQghxGaurq7h9+zb7BFskEiE7Oxs5OTn72vzIcRzGxsZgMBhgNBo3BWyZTMYCtqvU9FosFrS1taGpqYmF19DQUBQWFiIuLu7IQ7bzUwGDwbCpRMTb2xsymQzx8fEAgNHRUdTV1WFycpI3ORPYOMcCgYCFWOf9znAdHR2NqKgohIWFHWi4ttlsWFxcxNzcHC9Yz8/P33PDpUAgeKBdZrY8Bm6nVet3+OM//mPU1tbi2rVr234EsL6+josXL6KwsBB//dd/ve8DPSrz8/NHfQjkHqRSKZ0jF0fnyPXROXJtrnh+bDYb2tra0NDQwEKXXC5HcXHxnoONs0TBGbDvrP319PREUlISkpOTERUV5TIBG9h4L3p7e1FZWcmGrgQHB6OwsBAJCQlHGrKdXUT0ej16enp4Q2G8vLyQmJgIqVSK9fV1jI6ObhpLD2zUaguFwk2TGgUCAcLDwxEdHY3o6GhEREQcSLheW1vD3Nwc5ufn2f+dn5/fNIHybj4+PggICIBUKoW/vz8CAgIQEBAAPz8/iEQi1y8juVt1dTUKCgruWWsjkUiQm5uL6urqPR8cIYQQQlxLf38/Kisrsbi4CGCj08fp06cRERGxp+dbWFhAd3c39Ho9e05gI+TJZDKkpKS41Aq2k8PhQFdXF+rr67GysgJgowd0UVERkpOTjyxkO/tgGwwGGAwG3nAYiUSCyMhISCQSLC0toaura1NZiIeHB8RiMdbW1mC323klJoGBgYiJiUFsbCyioqL2XBfPcRxWV1cxNze36ete49fd3d0hlUrZ153h+jDaSB6UPYXtlZWVHV1lz8/Pb7krdafa29vx8ssvo7W1FVarFTKZDM8++yw+8YlP7Pg5lpaW8JOf/ATXr1/HyMgI3N3dER0djU996lP49Kc/fejF+YQQQshJMD8/j6qqKgwMDADYWBktKSnZU122yWSC0WhEd3c3rw+2SCRCYmIiUlJSEBsb6xI12HfjOA69vb2ora1lWcjX1xd5eXlQKBQPZOrkVhYXF2EwGNDd3c3LaGKxmLU7nJ2dRV9fH+/7PDw84OnpCbPZjLW1NZjNZlaW4enpidjYWMTGxiImJmbX3UKcGxRnZ2cxOzuLubk59n/vDPF38/X1RWBgIKRSKQIDAxEQEIDAwEB4enoeeTnOXuzptzg5ORkajQaNjY3Izc3d8jGNjY1oaGiAQqHY04HV19fjy1/+MsRiMR5//HH4+vri6tWreOmllzA6OoqvfvWr932OpaUlPPXUUxgeHkZOTg6efvppWCwWVFZW4n/+z/+Ja9eu4Sc/+YnLXS0TQgghrsJisUCj0aClpQUOhwNCoRCZmZnIy8vb1YKVzWZDf38/urq6MDg4yLpVCAQCxMbGQi6XIzEx8ci7iNzL8PAwbt++zS4QJBIJ8vLycPr06R2PFz9Ia2trMBqN0Ov1GB8fZ7cLhUJ4e3vDarVifX2dd0Hj7u4OX19fOBwOLC4u8sK1UChEREQE4uLiEBsbi5CQkB2HW7PZzEL1nV/brVQLBAIWou8M1lKp1KVXqfdiT2H7ueeewze/+U18+ctfxic/+Uk88sgjiIyMhEAgwOjoKD788EO88847cDgceO6553b9/DabDd/61rcgEAjw+uuvQ6lUAgC+/vWv4+mnn8bLL7+MRx55hBXyb+fnP/85hoeH8YUvfAF/8id/wm63WCz47d/+bdTV1aGpqYn6gBNCCCF34TgORqMRVVVV7FPquLg4nD59esf1r8467K6uLhgMBt5GtrCwMMjlcqSkpLj8VMDp6WnU1NRgaGgIwMZqcVZWFrKysuDh4fFAV+CdFy3d3d0YHBzk1Vi7u7vDYrHA4XCw8C8UChEYGAixWIzl5WWsrKxgdnaWfY+vry/i4+MRFxeH6Ojo+17sOBwOLCwsYGZmBjMzM5idncXMzMy2Fxt3huqgoCAWrgMCAlzyk4vDsKdXeenSJXzrW9/CX//1X+PnP/853njjDd79HMdBLBbjv/23/4ZLly7t+vnr6uowNDSEp556igVtYKP4/Wtf+xpefPFF/PKXv8Qf/uEf3vN5hoeHAQBlZWW8293d3VFSUoKOjg7eLxwhhBBCNkasV1RUYGRkBMDGiPOysrJN3ce2s7q6iq6uLnR1dfFKGnx8fJCamorU1NQDHXBzWJaWllBbWwu9Xg9gI7iqVCrk5+c/0AsEjuMwMTGBrq4uGI1G3kXLnT2tnaUZUqkUfn5+sFqtmJ6exszMDHu8UChEZGQkC9j3mqjpXK12Pofz6+46bycfHx8EBQUhODiYF64fllC9nT2/+s997nMoLy/HW2+9hebmZkxNTYHjOISGhiInJwdPPfUUYmJi9vTcDQ0NAIDS0tJN95WUlPAecy/JyckAgKqqKhQXF7PbrVYrbt++DYlEgqysrD0dIyGEEHLS3F0y4ubmhtzcXOTk5Nw3MDkcDgwMDKCzsxMDAwMsAIpEIiQlJUGhULjkRsetrK+vQ6PRoK2tja0cp6SkoLCwEAEBAQ/sOJaWltDd3Y2uri7e5tE7cRwHDw8PREREsNXryclJ3kWORCJBQkICEhISEBMTs2X5z+rqKqanp3lf2/1MkUjEQrXzKygoCBKJ5GBe+Amzr0uNqKgofPOb3zyoY2Gcmy/i4uI23efv7w+pVIrBwcH7Ps+nP/1pvPPOO/iXf/kXaLVaqFQqWK1WVFVVYXFxET/4wQ8QFhZ20IdPCCGEHCvOTX+3bt1iJSMJCQk4ffo0/P397/m9CwsL6OzsRFdXF0wmE7s9IiICSqUSMpns2DQjsNlsaG9vh0ajYavH0dHRKC0tRWho6AM5BqvVip6eHnR2drIhQVsJDw9HSEgI7HY7JicnWXZyCgoKYgE7LCyMXeRwHIfl5WVMT09jamoKU1NTmJ6e3rahhY+PD4KDgxESEsKCtb+//7G4aHIVLrmu72yhs12vTh8fH0xMTNz3eSQSCf7t3/4Nf/qnf4p3332XrYYLhUL8zu/8DrKzs+/7HDQB0/XROXJ9dI5cH50j13aY52d+fh4ffvghjEYjACAgIACPPvooUlJStv0em82G7u5uNDU18UKet7c3MjIykJWVheDg4EM75oPGcRy0Wi1u3LiBhYUFABsDac6fPw+ZTLajTYL7OUccx2FoaAh1dXUwGo1blml4enpCJpNBKpVidXUVvb296OjoYPcLBALExcVBLpdDLpez41leXsbY2Bj7Gh8f3zZYBwcHIzw8HOHh4YiIiEB4eLjL19Pfi8PhgE6nQ1NTE5599tkjO459h+2xsTFMT0/fs4XLUW1AnJubw9e+9jXMzc3hxz/+MbKzs2E2m3Hjxg18//vfR0VFBX7xi1/c86rd1QYJED5XHPZA+OgcuT46R67tsM6P3W5Hc3MzGhoaYLfbIRQKkZubi9zcXIhEoi1/5sLCArRaLXQ6Hesy4Qx5aWlpiI+PZ63vjsvv1NjYGKqqqljHDm9vbxQWFkKhUEAoFLLwfS97PUdLS0toaGhAb2/vllMQAwMDkZSUBC8vL9a2786gLBKJEBsbi6SkJMTHx0MgEGBychIajQaTk5OYnJzcMlgLBAIEBgYiNDSUfQUHB2/qAnJnp5LjxGw2o7OzE21tbUfSJeZuew7bb731Fl599VVeq5ntOMe47pSzj+N2b9DKysqOJlR9//vfR0tLC9555x2kpqYC2Fgt/8xnPgO73Y4/+7M/w7/+67/iD/7gD3Z1fIQQQshxNjIygps3b7KAGB0djfLy8i1XZ+12O/r7+9HR0cEaDwAboVSlUkGpVB75OOy9WFhYwO3bt9HT0wNgo8NITk4OsrKyDrX13NraGpqamqDX6zcFYYFAwLq0SCQSjIyMoKOjg9c+z93dnZWHOEP48PAwNBrNlhcGzmAdFhaGkJAQhIWFITg4+ERuWlxeXkZrayu0Wi2bbOrp6Qm1Wn2kx7Wnd/oXv/gFvvWtbwHY2DAQHx8Pb2/vAzsoZ0u/wcFBqFQq3n2Li4uYn5/f0cbGW7duISAggAXtOxUWFgIAOjs793/AhBBCyDGwtraG6upqtgjm6emJU6dOQS6XbyqVWF1dRWdnJzo6OnihMC4uDunp6YiPjz+WdbtmsxkajQatra1wOBwQCARIS0tDQUHBgWaZO62srECr1aK7u3vT2HGhUIjw8HCkp6fDw8MDfX19qK+v5wVsiUSCmJgY+Pn5wWazYXJyElevXt00Wh3Y2NsWFhaGsLAwhIaGIiQkxKV7lx+EqakpNDc3w2g0so25UqkUWVlZSE1NPfILiz399J/+9KcQiUT4u7/7O5w9e/agjwl5eXn40Y9+hOrqajz++OO8+2pqagAA+fn5930ei8XCvu7+RZubmwOAE/8LSAghhHAcB71ej8rKShbi0tPTUVRUxOsgwXEcxsfH0d7ejp6eHhbmPD09kZaWBpVKBT8/vyN5DfvlcDjQ0dHBC7IxMTE4derUodSXLywswGg0QqfTberqIRAIEBoaioyMDPj6+rJ+5nduMHWOJndzc8Pi4iKrqb+TRCJBeHg4C9dhYWHw9PQ88Nfiipx17s3NzbxPXKKjo5GdnY24uDiXmTa5p7A9MDCA3NzcQwnaAFBUVISYmBi8//77eOaZZ9gUypWVFbz66qsQiUT41Kc+xR4/NzeH+fl5Nn3IKTs7G9XV1Xj11VfxwgsvsNstFgteffVVAEBBQcGhvAZCCCHEFSwuLuLGjRsskAQFBeHs2bOIiIhgj7HZbDAYDGhtbeX1ZA4PD0dGRgaSkpKOfHVwP4aGhlBZWckW2gIDA1FaWnqggYzjOMzNzcFoNMJgMGxZ0hEQEID09HRERkaip6cHtbW1vJJZNzc3uLu7w2w2w2Kx8CY/CgQCBAcHs42L4eHh8Pf3d5lA+aDY7XYYDAa0tLSw31WBQICUlBRkZWU9sK4xu7Gnvxx/f/9D3Z0qEonw3e9+F7/7u7+L3/7t38YTTzwBHx8fXL16FSMjI3jhhRd4jfVff/11vPLKK/jGN76B559/nt3+0ksvoaWlBf/wD/+AmpoatkGyuroaw8PDSEtLw6c//elDex2EEELIUbHb7WhpaUFDQwNsNhvc3NyQn5+P7OxstolxdXUV7e3t0Gq1WFtbA7Dxb3BKSgrUarVLBpfdWFhYQFVVFfr7+wFsrAQXFhZCpVIdSAkMx3GYmZlBS0sLOjo6tgzY7u7uUCgUSEpKwvj4OLRaLaqqqrZ8Prvdzs6DRCJBREQE+woNDT1xY8x3w2KxoLOzEy0tLaxrnVgsRlpaGjIzM136E5c9he1z587h448/xvr6+qE1MC8sLMTPfvYz/N3f/R2uXLkCq9UKmUyGb37zm3jyySd39BwKhQK//OUv8aMf/Qh1dXV4/fXX4ebmhtjYWDz//PP48pe/fGx6fxJCCCE7NTU1hevXr7OVv+joaJw9e5YNZJmcnERrayuMRiMrFfH19YVarUZaWtqxH05iNpvR0NDAhtIIhUKo1Wrk5+fv+7VxHIfp6WkYjUb09PRsO/glOjoaqampsFqt0Ol0aGtru+fzSqVSREZGsnAdEBDw0K1ab8VkMqG9vR1tbW2sM4qXlxcyMjKQnp5+LH5XBZyzknwXFhcX8dnPfhapqan4zne+49JXE/t1XFoXPayoZZnro3Pk+ugcubbdnB+bzYb6+no0NzeD4zhIJBKUlpaycsy+vj60tLTwhqVERkayUpHjuOHxThzHQafT4fbt22yFOC4uDqdOndr3ePjZ2VkYDAYYjcZt2wFKJBIoFAq4ubmhv78fs7OzWz5OKBQiNDQUkZGRLGA/LLXWO7W0tITm5mbodDrYbDYAG5UVOTk5e9r0eJSzBPa0sv39738fMpkMH330EWpqaqBSqRAeHr7lYwUCAf7yL/9yXwdJCCGEkHsbGRnhDWVJTk5GWVkZ3N3dodVq0dLSwu4TCoVISUlBZmbmsS8VcZqYmMCtW7dYnbNUKsWpU6dYh7O9WFhYgF6vh9FoZPXeWwkPD4dEIsHc3BxaWlo23S8UChEWFobY2FhERkYiPDz8oS4JuZfZ2Vk0NjbCYDCwziKhoaHIycnZ9QWh81OIwcFBXLx48bAO+b72tLK9VSu9bX+AQLDrPtuuhFZ7XButyLk+Okeuj86Ra7vf+TGbzbh9+zabJujt7Y0zZ84gIiIC7e3taG9vZ903PDw8kJ6eDrVazWZaHHcmkwk1NTUsa4jFYhQUFCAjI4PVpu/GysoKjEYj9Ho9pqamePcJBAIWAN3c3ODl5YW1tTW28nonX19fJCQkICUlBWFhYXs6lofJxMQEGhsb0dfXx26LiYlBbm4uoqOjd1xS43A4MDw8jK6uLgwNDbHf/W9/+9uHctw7saeV7ddee+2gj4MQQgghuzQwMIAbN26wDWNpaWnIyMiAVqvFRx99xEKgn58fMjMzoVQqT0zLW7vdjvb2dtTX17Mp1gqFAsXFxbvul202m9HT0wO9Xo+RkRHefRKJhAU2juNY4Lbb7ZuG7wUFBUGhUECtVh/r7i0PCsdxGBkZQWNjI699X1JSEnJzcxEWFnbP77fb7VhYWMDU1BQGBgbYKPo9rCMfqj39JuykxzUhhBBCDofZbEZVVRV0Oh2AjTCdm5uL0dFR/Md//AcLG2FhYcjKyoJMJjv29dh3GhkZQUVFBSvtCA0NRVlZGa+d4f3Y7XYMDAxAr9ejv78fdrud3efj4wOz2Qyr1cobLgNgU5ALCAhAQUEBYmNjqe56hziOw8DAADQaDSYmJgBslNrI5XLk5ORsqq/nOA4rKyuYmZnBzMwMZmdnMT09jYWFhW2DtVAohL+/P8LDww+lj/pu0GUXIYQQcowMDAzg448/ZlMdZTIZrFYrbty4wR6zl4/fj4OVlRVUV1fDYDAA2Fh1LikpgVKp3NHr5DgOExMT6O7uhtFo5AVpb29vCAQCrK6usk8KtuPh4QGFQgGlUong4GAqxdohjuPQ09MDjUbDOuW4ubkhLS0N2dnZ8PPzg9Vqxfj4OC9Yz8zMsE8vtiMWixEaGoqEhATIZDL4+vqy34mjXuneV9i2Wq24du0ampqaMDU1BYFAgJCQEOTk5ODChQtU/E8IIYQckPX1dVRVVbHaZG9vb3h5eaGnp4c9RiaTITc398RsenSy2+1oa2tDfX09rFYrBAIBVCrVpgmY21leXkZXVxe6u7t5nUTEYjE8PDywurrKG0kPbIRAjuN4I9FjYmKQlpaGxMREKhPZBYfDAb1ej8bGRnZRIhaLkZqaioiICCwvL6O6uhozMzPbdnrZip+fH1JSUiCTyRASEsK74DKbzRgYGEBvby8GBwfx3//7fz/ol7Vje/5NaWpqwksvvYSJiYlNVww/+9nPEBERgf/9v/83srOz932QhBBCyMPs7tVsb29vFhCFQiEUCgVycnJYH+2T5O6SkfDwcJw5c+a+FxRWqxU9PT3o7u7m1QMLhUKIRCJYLBZYrVZYrVZ2n7u7O9zd3bGyssLKSry9vaFUKqFUKuHv738Ir/Dkstvt6O7uhkajwdLSEoCNixhvb29YLBZ0dHSwjb138vT0hKenJ6xWK1ZWVng5Mzg4GDKZDDKZbFO5yfLyMvr6+tDX14fR0VHehdJR2lPY7u/vx3PPPQeTyYS0tDQ8+eSTiIqKAgCMjY3h3XffhVarxXPPPYdf/OIX+2q7QwghhDyszGYz3n33XdZOzs3NDXa7Haurq+zj95ycHPj6+h7xkR48k8mE6upqdHd3A9hZyYizTKSzsxNGo5EXpJ0bGx0OB68kQSAQICAgAGtra1hfX2f3xcbGIj09HfHx8dRJZBecUzXb2trQ09OzqfzDbrez4C0QCCCVShESEoKAgACYzWbMzMxgdHSU9UkHgJCQEBaw7+6XPT8/j56eHvT19fHG2wNAYGAgEhMTkZiYeEivdmf2FLb/8R//ESaTCX/yJ3+CZ599dtP9zzzzDF577TX85V/+Jf7xH/8R3//+9/d9oIQQQsjDZHh4GNeuXePVD9vtdohEIqSnpyM7O3vXXTeOA47joNVqcfv2bTYxUKVSobi4eNuSkdXVVXR3d6Ozs3PbMoS7P4WXSCTw9vbG3NwcK23w9PSEUqmESqWiVewd4DgOi4uLmJqawuTkJCYmJjA5ObnlirJQKERISAjvy9fXF0NDQzAajdBoNLzvCwkJQXJyMmQyGe8TG2fv7N7eXvT09GyqlY+IiEBSUhISExNd5pOePYXt2tpaKJXKLYO20zPPPINf/epXuH379p4PjhBCCHnYWK1W1NTUoL29nXe7WCxGRkYGMjMz4eXldURHd7imp6dx48YNtkIZEhKC8vLyLQfnORwODAwMQKvVYnBwcNtNcO7u7rzVVV9fX9bdwrlBMjIyEmq1GklJSbSKfQ+rq6ssUE9OTmJqaopdEN1NKBQiPDwccrkcERERCAwMhFAohM1mw+DgIJqbmzd1gQkKCkJycjJSUlI2BeyJiQn09PSgp6eH13JRKBQiJiaGBWxX/NvYU9iem5tDXl7efR+XkJAAo9G4lx9BCCGEPHTGxsZw5coV3mY9d3d3qNVqZGVlndjWchaLBXV1dWhrawPHcRCLxSgqKoJard7UsnBpaQmtra3o6uraMug5V1DX19exuLjIgrafnx9MJhMLaiKRCHK5HGq1GiEhIYf/Io8Zq9XKQrUzYG/VpUUgEEAgELBVaU9PT+Tl5UGlUrFNpA6HAyMjIzAYDJtKSwICApCSkoLk5GQEBQWx2x0OB8bGxtDT04Pe3l7e34RIJEJcXBxkMhni4+Ph4eFxWG/DgdhT2A4ICMDAwMB9HzcwMEAfwxBCCCH3Ybfbcf36dej1enabm5sbMjMzcfbs2W1XD0+Cvr4+VFRUsCCXnJyMU6dO8SZc2u12aLVatLW1bVkm4uXlhYSEBIjFYgwMDLCVcaFQCG9vbywvL7M6YX9/f6jVaiiVSpcPaQ+KsxxkfHwcExMTmJiYwMzMzJafFgQFBSEkJIRNalxbWwPHcfD29kZeXh6USiVEIhE4jsPU1BRrs3hnWPb29oZcLkdKSgqvi4jD4cDo6CgL2CaTiX2PWCxGYmIiZDIZYmNjj1XHuz2F7YKCAnzwwQd444038JnPfGbLx7zxxhvo7OzEE088sa8DJIQQQk4yvV6PGzdusM18AoEA6enpyM/Ph5eXF7y8vE5k2F5eXkZlZSV6e3sBbKw8l5eXIy4uDsBGAOzv70dTU9OWnc/8/Pwgl8sRFxeH8fFxtLa2skAnEokgFouxtrbGVrJjYmKQmZmJ+Pj4E9V7fC+sViumpqYwNjbGAvbdw3uAjVAcHh6O8PBwhIWFISgoiPXJdl4c3R2yl5aWoNfr0d3dzaunlkgkrEQkMjJyU8A2Go2bAraHhwcL2DExMce23aKA20On797eXvzmb/4mzGYzcnNz8YlPfAJRUVEQCAQYGRnBe++9h8bGRkgkErz11ltISko6jGN/IKhJvWujQQKuj86R66NzdDSmp6dx9epVzM7OsttiY2Nx4cIF3sbHk3Z+HA4H2tvbUVtbC6vVCqFQiKysLOTn50MkEmF8fBzNzc0YGhpi4+adfH19oVAokJaWBjc3N7S1taG9vZ1djDhXO50XLiKRCKmpqcjIyOCVKBw0Vz9Hq6urLFiPj49jenp60yZGNzc3hIaGsnAdHh7Outw4HA50dXXxWvh5e3sjNzcXaWlpsNvtMBqN6O7uxtjYGO85ExMT2UWRsx6e4ziMj4+zspK7A3ZSUhIL2Putoec4DnNzc5DJZPt6nv3YU9gGNjZJvvTSS5idnd10hchxHIKDg/G//tf/QlFR0YEc6FFx5T8e4vr/gSN0jo4DOkcP1uLiIqqqqtDX18du8/b2xuOPP77lRsCTdH7u3gDp7JltNpvR1dWF3t5eXrs+YKMGODk5ma30Ly8vo7m5GZ2dnSyMe3h4wGq1sgDp7e2NjIwMqFSqHQ292S9XOkccx2FhYQFjY2Psa3FxcdPjvL29ERERwb5CQkI2BVvnMJqGhgb2HF5eXsjLy4NCocDY2Bi6u7vR29vL2+gYExMDuVyOpKQkVqrDcRwmJydZwL6z/vugAzawsb9Qr9dDp9NhdXUV3/72t/f9nHu15/X4oqIiXL9+HVeuXEFjYyOmpqYAAKGhocjNzcWjjz56YjdyEEIIIbtlMpmg0WjQ3t7OSiIEAgFyc3NRWFh4oksbbDYbGhoa0NTUxDZApqWlwWq14u23395UJiMUChEXF4fCwkK2eXFhYQG3b99Gd3c3C9UeHh4wm83s+0NCQpCVlYXk5OSHpqsIx3GYnZ3F6Ogo+7qzR7VTcHAwIiIiEBkZiYiICN44862es6enB3V1dewiQiKRIDc3F1FRUTAYDHjttdd4K9JSqRQKhQJyuZzX931mZgYGgwEGg4GtigMbG3+TkpKQnJx8YAF7aWkJBoMBer2e94nRUdtX8YunpyeeeuopPPXUUwd1PIQQQsiJYrVa0draisbGRt6qbUBAAJ544olNU/BOmuHhYdy4cYOtjPr5+cFsNqO1tXXTYwMCApCTkwO5XM7qc2dmZtDY2Aij0cguUpzt/JwhOz4+HllZWYiOjj7RFy3AxmrzzMwMRkZGMDo6irGxsU0XK25ubggLC0NkZCQL1zvZDMpxHAYGBlBbW4uZmRkAGyFbrVbD3d0dRqMR1dXV7PESiQRyuRypqakIDQ1l7/3i4iILvc7Jn8BGmU9CQgKSk5MRFxd3IDXYJpMJRqMRBoMB4+Pjm+4XCoVIS0vb98/Zj+NZaU4IIYS4OIfDAZ1Oh/r6el4nBgDIyclBYWHhiV59XV9fR3V1NXQ6HYBfT3C8c3UT2AhDKSkpyMjIQFhYGLt9amoKDQ0NvHIbsVgMq9UKi8UCoVCI1NRUZGdnn+gLFudExpGREYyMjGwZrsViMSIiIhAVFYWoqCiEhobuOsgODw+jtrYWExMT7DkTExNhs9nQ1NTEykSEQiHi4+OhUCh40zVNJhML2HdOcnQ+PiUlhXWM2S+LxYK+vj7o9XoMDQ1t2TVFJBIhIyMDWVlZR957e09h+91338Xf/u3f4jvf+Q5KSkq2fEx1dTW+/e1v47/8l/+Cxx57bF8HSQghhBwnAwMDqK6u5q3qARv1rpcuXUJMTMwRHdnh4zgOLS0tqKur421wvDsQ+fj4sBZ8d4ahiYkJNDQ08FoMi0Qi2Gw2WK1WiMVipKenIzMzk9ce8KRw1lwPDw9jeHgYo6OjmzqFuLu7IzIyEtHR0YiMjERoaOimfuQ7NT4+jtraWoyMjAD49UbJ5eVlXivKoKAgKJVKyOVydr4sFguMRuOm0CsQCBAdHY2UlBTIZLIDabHocDgwNDQEvV6P3t5e3u+WUCjklRZlZmYiIyPjgdTr78SewvY777yDtbU1FBQUbPuYwsJCmEwmvP322xS2CSGEPBRmZmZQXV2NoaEhAL9ezQUAmUyGs2fPukwAOGiLi4vQarVob2/ftMnxTlFRUcjMzERCQgIvII6NjaGhoYG9d8BG8LPb7bDZbPDy8kJmZibS09NPXH/slZUVFq6Hh4c3fRIiFotZuI6OjkZISMiew7XT7Owsamtr2ScHAoEA3t7eWFlZYeUYHh4ekMvlUCqVrB+2c3LnVqE3LCwMcrkcycnJvI46e+Xs1a3X66HX63m16J6enrDb7bBYLHA4HJBIJMjOzmYlL65kT2HbaDTy6qm2fOL/326HJkgSQgg56UwmE+rq6tDZ2QmO4yAQCCAUCmG32yEWi1FWVgaFQnHi6omd9bJ6vZ6VHzjdeaHh5uYGuVyOjIyMTdMax8fHUVdXh+HhYXabc6XSbrfDz88POTk5UCgUx7bP8t0sFgtGR0cxNDSEoaGhTZ1MhEIhIiMjERMTg+joaISGhh5YydHi4iLq6+vR3d3NbnNe1Dg7hERHRyMtLQ1JSUlsQM309DS6u7thMBh4GyP9/f1Z3fadI9b34169ugMDAzE3N8eCt5eXF7Kzs5Genu6yg2729Fs7Pz+/o/qowMBANDY27uVHEEIIIS7PZrOhtbUVGo2Greb6+flhaWkJdrsdoaGheOSRRw4shLgCm82G/v5+dHV1YWhoaFO/ZifnVMH09HSoVKpNdbNbhWxnQHc4HJBKpcjNzYVcLt/3Ku5Rc67QDg0NYXBwEBMTE7z3TSAQIDQ0FNHR0YiJiUFkZOSBX1iYTCY0NDRAq9VuOmd2ux3e3t5QKpVQKpVs+rezlKS7u5tXEuXp6YmUlBTI5XKEhYUdyEWkxWJBT08Purq6MDo6ym53c3NDQkICPDw80N/fz/p439nn29UvwvY8rv3OP47tDA8Pw8/Pby8/ghBCCHFZHMehr68PVVVVbMNfUFAQrFYr+/+zs7NRVFR0IjZBchzHeiobjUZYLJZ7Pj44OBjZ2dlbtuAbHx9HfX09r1zEGbI5jkNISAjy8vKQlJR0rD8JMJlMGBwcZAH77rprPz8/xMbGIjY2FtHR0YdWXmQ2m9HS0sLb5OgkEAgQHx8PlUqFuLg4CIVCWK1WdHd3o6uri5f1nANqUlNTERsbeyC/186R785e3XeWpDhrvtfX19HW1sZKa3x8fJCbm8smVh4HezrK7OxsXL16FY2NjcjNzd3yMY2NjWhvb8f58+f3dYCEEEKIK5mdnUVlZSULIt7e3oiNjYXBYIDdboenpycuXrzIxo4fZ0tLS+jq6kJXVxevi4iXlxccDsemAHmvFnxTU1Oora3F4OAgu+3OkB0WFoaCggLExcUdy5DtcDgwMTGBgYEBDA4OYnp6mne/WCxGTEwM4uLiEBMTc+ifdthsNrS3t6O+vn5TDb2vry/S0tKgUCjg6+vLLqa6urpgNBp5j4+MjERqaiqSk5MPrFZ+fn6e/V7dWZ8ulUqRmpoKmUyGwcFB1NXVsZIVHx8fNkznuIRspz0d7Re+8AVcvXoVv//7v4+vf/3r+MxnPsM+HjKZTHjjjTfwD//wDxAIBPjCF75wkMdLCCGEHIn19XXU19ezoTRubm5Qq9UskAJbj1s/bqxWK3p7e6HT6ViHCuDXreBWV1d5twuFQigUCmRlZW1ZYjozM4O6ujpeC787Q3Z4eDgKCgoQGxt77EK2c/V6fHwcRqNxU0u+kJAQxMXFIS4uDuHh4Q/kUw6Hw4G2tjbU19dv+gQiPj4earUasbGxEAqFWF5eRkNDA3Q6He9iys/PDwqFAqmpqaykZL/MZjOMRiN0Oh2vvt/DwwMpKSlQKBQICgpCZ2cnfvnLX7IQ7uvry0L2cf2UaM/j2n/605/ir/7qr9j/HxQUBAC8iT1/9Ed/hC9+8Yv7PMSj5SrjV8nWXGlELtkanSPXR+fo3jiOQ2dnJ27fvs1WcpOSkqBQKFBVVYXFxUUIhUIUFRUhOzv7wAPjgzg/HMdhYmICOp0OBoOBt7IZHR2N5ORkzM7O8up9BQIB0tPT2Rj1u83NzaG+vp7XKOHOTZMREREoKChATEzMsQnZzp7X/f396O/v5/WTBjaCozNcx8XFPdD+zg6HA42NjWhqauKdP3d3dza63tfXFzabDX19fejs7OSViYjFYiQnJ0OhUCAyMvJAzgnHcRgZGYFOp0NPTw8rYxEIBIiLi4NSqUR8fDwAoLOzE42NjYcWsqVS6b6fY6/2vA7/hS98AWlpafjxj38MjUbDmzSUn5+P5557Dnl5eQd2oIQQQsiDNjU1hZs3b7JQFRgYiNOnT2N+fh4ffPABHA4HfH198eijjyI8PPyIj3b31tbW0N3djc7OTt4GOOfKZlxcHIxGIyorK3n1vklJSTh//vyWZQVLS0us28WdfZfvXMkuLCw8NiHbZrNhZGSEBWxnxw6nkJAQpKamIjw8HGFhYQ98M+f6+jo0Gg3a29t558jf3x+FhYWQyWQQCoWYnp5GY2MjDAYDbwU+KioKSqUSMpnswLp5OD/t0el0WF5eZrcHBgayXt3e3t6w2WzQ6XTQaDS8muy8vDwolcpju5J9t30VveTl5SEvLw8Oh4NddUul0mO/a5gQQsjDbX19HbW1tejo6ACwsepXUFCA1NRU3Lx5E729vQCAxMREnD9//lj1zuY4DkNDQ9DpdOjt7WUr1SKRCDKZDEqlEj4+PmhubsZbb73F61xxrxHzJpMJGo0GHR0dvNVvZ8gODQ1FYWHhsajJXltbw8DAAPr6+jA4OMjbuCcSiRATE4OEhATEx8fDx8fnSD4dmpmZgUajQU9PD29gUEhICMrLyxEeHo719XVotVp0dnayRVFgI9AqlUooFIoDKxOx2Wys/OjOFXN3d3fWq9s50t1ut0Or1UKj0bAwfhw3Pu7UgbwaoVDIykgIIYSQ42qrkhG5XI6SkhKsrKzg5z//OZaXlyEUCnHq1Cmo1WqXD45Oq6ur0Ol06Ozs5NXnhoaGIi0tDSkpKVheXkZjYyOMRiMvwAmFQpSUlCAzM3PT6zWbzWhqakJraysLpc4+2RzHISgoCIWFhUhMTHTp92phYQF9fX3o6+vD+Pg47/X7+PggISEBCQkJiI6OPrIw6HA40NfXh+bm5k19zcPCwnDu3DkEBQVhZGQEH330Ea90QygUsoup6OjoA1sYnZmZQWdnJ7q7u3kr5jExMVAqlaxXt/P4u7u7UV9fz34Hj1MLv73a16uy2WyoqKhAR0cH5ufnoVar8Vu/9VsAgMnJSczPz0Mmk53YN48QQsjJMTMzg5s3b7LpeYGBgThz5gyioqLQ2tqKmpoaOBwO+Pn54bHHHkNoaOgRH/H9OVextVot+vv7eSOt5XI50tLSEBISgsnJSVy9ehX9/f2bniM8PBwXLlzYVPNqs9nQ1taGxsZGFrKcIdvhcCAgIACFhYVITk52yZDNcRxmZ2fR09OD3t5e3p4zYKN9YWJiIhITE9n0xKOyvr6Ozs5OtLW1bVnGcvbsWfj6+kKn0+Hy5ctYXFxk9wcHByMtLQ1yufzAPoFxbnbs7Ozk1a37+vpCoVBAqVTyWj87HA4YjUbU19djYWEBwEav7tzcXKSnp5/4nLjnV9fQ0IA/+qM/wuTkJJuWZbVaWdiura3Fn/zJn+CHP/whLl26dGAHTAghhBwkq9WKhoYGtLS0wOFwsJKRjIwM2Gw2fPDBB6xsRCaT4dy5cy4/LtxkMkGn00Gr1fJWsSMiIqBSqVh97vj4ON555x1eOz5nYHZu+szKyuKtgjocDnR1daGuro7V2d4Zsr29vVFQUAClUulyZaXOjaC9vb3o6enhvTcCgQBRUVEsYLvCnJDZ2Vm0traiu7t7U4/sgIAAnDp1CgKBAI2NjbyLKbFYzC6mnKUb+8VxHCYnJ6HVamEwGHifYiQmJiItLQ0xMTG8c+7sR19bW8v2BEgkEuTk5ECtVrvsxMeDtqewrdfr8Xu/93uw2+145plnkJ2djW9+85u8x1y6dAl//ud/jqtXr1LYJoQQ4pL6+/tRUVHB6kaTkpJw+vRp+Pr6YmpqCleuXGHdRly9bMQZJNvb22E0Glnwcnd3R2pqKlQqFYKDg8FxHEZHR9HQ0MBa+AkEAvj4+GB5eRkOhwMhISG4ePEir0TUGZxu377N6pPvDNkSiQS5ublQq9UutVLpcDgwPj6Onp4e9PT08Po6u7m5IS4uDklJSUhISHCJ2nuO4zA4OIiWlpYtBwg6x5PbbDbcunWLd8EQHh4OlUqF5OTkAwuyZrOZbaK9s+5bKpUiLS0Nqampm7quOF9DXV0dpqamAGx8mpKdnY2MjAy4u7sfyLEdF3v6a/j7v/97WCwW/PM//zOKioq2fIynpyeSkpKg0+n2dYCEEELIQVtZWcGtW7fYirWvry/KysqQmJgIjuOg1Wpx69Yt2O12l+82YrFYYDAY0N7ezgtDYWFhSE9P5wWv4eFh1NfXs5HXQqEQ0dHRmJqaYrXoeXl5yM3N5XWCGBsbQ3V1NasTvjNki8ViZGVlISsry2VW/B0OB0ZHR1mJiHMwCrBx8ZGQkIDExETExcW5TPBzTm5sbW3dcrOlcwOr2WzG7du3eSVBqampSEtLQ3Bw8IEci/PCTavVwmg0slVsNzc3JCcnQ6VSISIiYssLz5GREdTW1rJyLLFYjMzMTGRnZ7vM78eDtqewrdFokJGRsW3QdoqMjERNTc2eDowQQgg5aM4gXVNTA4vFAoFAgKysLBQUFEAsFsNqteLmzZvo7u4GsDEE5OLFiy6x4nm3hYUFtLe3Q6fTseElbm5ukMvlSE9PR1hYGHvsyMgI6uvrMTo6CuDXg2isVisMBgOAjZXKixcv8r5vfn4eNTU1bCCNs7uIw+GAQCCASqVCfn6+SwzxcU5BNBgM6OnpwdraGrvPw8MDiYmJkMlkiImJcamV99XVVbS3t6Ojo4NtyhUKhayLi0AgQGhoKEwmE/u9BH5dEpScnHxgr8dsNkOv16Ojo4NXwx4UFASVSnXPuu/JyUncvn2brcY7hz7l5OQ80H7jrmhPZ2dlZYX3x7gdi8XCaxlECCGEHJW5uTncuHGDreo6uzc4VwOdvbNnZ2chEAhQXFx8KENq9sO54bGtrQ0DAwPsdn9/f6Snp0OpVPLC0FYhW6VSISYmBtXV1WwjXWZmJoqLi1loM5lMqK+vh1ar3dQrG9gotykuLj7SQSHAr1dgjUYjjEYjr0REIpHwArar9WyenZ1FS0sLuru7WVaSSCSw2WxsJdnLywtra2tsE+LdJUEHZWpqCh0dHbyBRm5ubkhJSYFKpUJ4ePi2fwezs7Ooq6tjnxIJhUKkpaUhLy8PPj4+B3aMx9mewnZISAh7U+/FYDAgMjJyLz+CEEIIORB2ux1NTU1oaGhgZQ9FRUVQq9VsM1dvby+uXbsGi8UCLy8vPProo4iKijriI/81i8WCrq4utLe380oM4uLikJGRsal39fj4OGpra1lNtjMAZWdnQ6fT4YMPPgDHcfDx8cGFCxcQExMDYKOUoaWlhTeF0M3NDXa7nQ2kKS0tPdJ/251dRPR6PQwGA29oiru7O5KSkpCcnOySAds5UbGlpYV3sSSVSmG1WlmnEed77ix/CQ0NRXp6OlJSUg6sFttqtcJoNKKjo4PXUUQqlSI9PR2pqan3/ERncXGRDS8CNi7GUlNTUVBQ4BKbS13JnsJ2aWkp3nzzTVy7dg0XLlzY8jG//OUvMTY2hi996Uv7OkBCCCFkryYmJvDxxx+zj8Tj4uJQXl7OwoDD4UBtbS2ampoAbJQ/Pvrooy5RFgFsTOLTaDRoampipSLu7u5QKpVQq9UICAjgPX5qagq1tbWsu4gzZOfm5sJms+HKlStsw1pqairKysrg4eEBjuPQ1dWF2tpatjosEolgs9lgt9vh5+eH0tJSJCUlHdlK/+LiIgwGA/R6PW/apVgsRmJiIpKTkxEbG+tSJSJODocDPT09aGpqwvT0NLs9JiYGVqt1U89su92+bUnQfs3Pz6OjowNdXV28lo3OWuz7jWpfXV1FQ0MDOjs72Yp8UlISCgsLaebKNvb0G/mVr3wFly9fxh/+4R/iy1/+Ms6dOwdgow+kwWDA9evX8aMf/QgBAQH44he/eKAHTAghhNyPzWZDXV0dWlpawHEcJBIJysrKkJKSwoKEyWTClStXWIlFVlYWiouLj3w11Fka0dLSgt7eXla6ERAQgIyMDCgUik2b+u7+KF8gEECpVCI/Px8+Pj7QarWoqqqCzWaDh4cHzp49i+TkZAAbpSZVVVUsBDpDts1mg7u7O/Lz84+sw8ja2hoL2HcGUqFQiISEBKSkpCAhIcElAzawsXrc1dWF5uZm1jVEJBIhJSUFdrsdBoOBNzwH2L4kaD8cDgf6+/vR3t7O63Di5+cHlUoFpVJ537rqrYYXxcbGoqio6EAvBk4iAXf3Wd6hxsZGvPDCC5iZmdl0BcRxHAIDA/HKK68gOzv7QA70qDzo8atkd45iRC7ZHTpHru+knaPx8XFcu3aNDc+Qy+U4ffo0PD09eY/54IMPsLq6CrFYjPPnz7PweVScq58tLS28j/UTExOhUqm2HHO+sLCAuro6tskR2Fixzs/PR0BAAEwmE65fv85KFmJiYnDhwgX4+PhgYWEB1dXVbPPj3Zvy0tPTUVBQwHvfHgSbzYb+/n50d3djcHCQN/o9OjoacrkcSUlJLtXZ4u6/ofX1dbS3t6O1tZVtepRIJEhPTwcAtLS08EbAA0BCQgLUajViY2MP7NMDk8mEzs5OdHR08IbhxMfHs591v17oVqsVbW1taGpqYivh4eHhKC4uRnR09IEc54NwlPsL9nwpmJubiw8//BBvvfUWamtrMTo6CrvdjvDwcBQVFeHpp5+mmh1CCCEPjNVqRW1tLVpbWwFsjIEuLy9HYmIiewzHcejo6EBlZSUcDgekUikef/xxBAYGHtFRb9Rjd3Z2orW1ldUfO0sIsrKyIJPJNl0MraysQKPR8D7Kl8lkKCgoYB/l9/f34/r161hbW4ObmxuKi4uRmZkJs9mMyspKtLe3s64iQqGQDU2Jj49HaWnpA31PnJ1Euru7YTQaWckMsFGvLJfLkZKS4jLlPdtZWVlBc3MzOjs7Wc27n58fsrKywHEc6uvreSPNxWIx1Go10tPTDywzbddvXSKRIC0tDSqVCv7+/vd9HrvdDp1Oh4aGBlZaFBgYiOLiYiQkJLjUxmFXt+eV7YfFSVrtOYlO2orcSUTnyPWdhHM0OjqK69evs+4aCoUCp06d4n0Mb7PZcPPmTXR1dQHYCKfnz58/sj7LKysraGtrQ0dHBwuXnp6eLHw5P9a/8/ysr6+jqakJbW1tbGU0Li4ORUVFbHy8zWZDVVUVOjo6AGy0bbt06RICAwPR0dGB+vp6ttrq7u7OfrZUKsWpU6cQHx//wN6DpaUldHV1oaurizecxdfXF3K5HHK5/FjUATscDva75Qy3wcHByM7Oxvr6OhoaGth7DgA+Pj7Iz89HamrqgZXA2Gw2GI1GtLW1sbp8YKPrjlqt3nGLQI7j0NPTg9raWvbpkK+vLwoLCyGXy11uKuhOHcuVbUIIIeSo2Ww23L59m61m+/j44OzZs5sC49LSEj744ANMTU0deVu/2dlZNDc3Q6/Xs2AmlUqRlZW1bfiyWq1obW3lbZSMiIhAcXExr2vKzMwMPvzwQ7aB0NnSb2xsjHe7M2RbLBa4u7ujoKAAarX6gdSrWywW9PT0oKuri9XLAxurvMnJyUhNTUVUVNSxWDmdnp5GY2Mjenp6WO11ZGQkMjIyMDs7i5s3b7IVbmCj7r6srOxAS0VWVlbQ0dHB69PtbNunVqt3VU89PDyM27dvszImT09P5OXlQaVSuWxd/HGwp3duYGAAra2tyMnJYe2CAKC9vR1/8Rd/wVr+vfjiizh//vyBHSwhhBDiNDExgWvXrrFV37S0NJSWlm6q5R0eHsaVK1ewvr4OiUSCRx55BLGxsQ/8eMfHx9HY2Ij+/n52W2RkJLKzs7f9WN7hcKC5uRk3btxgH+UHBQWhqKiI9z0cx6GtrQ01NTWw2+3w8vLChQsX4O/vjytXrrCfKRKJ4HA4WGBPS0tDUVHRoQ8d4TgO4+Pj0Ol0MBqNvAAaExMDhUKBpKSkA2trd9jGx8eh0Wh47fvi4+ORkpKC0dFRfPTRR7w5I35+fjh//vyB1Tg738+2tjZe0Pfx8YFarUZaWtquau2np6dRU1ODoaEhAGBTQbOzs11mwuZxtqcykj/90z/FW2+9hY8//hgREREANoYFXLx4ESsrK6zxvUgkwltvvYXU1NQDP/AH5bh/tHrSnYSPv086Okeu77idI7vdjoaGBjQ2NoLjOHh7e+PcuXObVrM5jkNLSwtqamrAcRxCQkLw+OOPP9D9RBzHYWBgAE1NTWyYDrDRKi0nJ2fbEfAcx6G/vx+3b99mq9F+fn4oKCjY9FG+yWTCtWvXWLu/+Ph4nD59GlqtFq2trawu293dndULR0REoKysjJWeHJbV1VV0d3dDp9Pxfsf8/f2hVCqRmpoKX1/fQz2Gg8JxHEZHR6HRaFhHD4FAAJlMhuTkZHR2drJz4OTp6Yny8vIDa5noLBVpbW3ltRCMjIxEZmYmEhMTd1XmsbS0hNraWuj1egC/HnqUn59/4qY+HrsykubmZsjlcha0AeCtt97CysoKvvjFL+LFF19EZWUlnn/+efzLv/wL/vqv//rADpgQQsjDa2ZmBlevXsXMzAyAjU4jZWVlm1qkWa1W3Lhxg4UIhUKB8vLyB/ZRuMPhgNFoRGNjI+vx7RyRnp2dfc9/+CcmJlBdXc3CuaenJ3Jzc5Genr7p+AcGBnDt2jW2CbK0tBRisRhvvfUWG4ji5eUFk8kEs9kMT09PlJaWIjU19dDKNBwOBwYHB9HZ2Yn+/n626ioSiZCcnIy0tDREREQcizIR4NdTOzUaDTsnQqEQKSkpCAgIgMFggNFo5H2PSCRCfn4+MjMzD+R3zmQysVIR53l1bqLNyMhASEjIrp5vbW0NGo2GbZIFgJSUFBQWFm7q3U72b0+/AdPT08jNzeXdVlVVBXd3d3zjG9+Au7s7zp8/j4yMDLS1tR3IgRJCCHl4ORwOtLS0oLa2Fg6HAxKJBOXl5Vu261taWsLly5cxPT0NoVCIU6dOQa1WP5BwZ7fb0dXVhaamJrZZUywWIz09HZmZmfccX724uIiamhr09PQA2AhTmZmZOH/+PNbW1niPtdlsqK2tRUtLC4CNzXi5ublobW1l/aglEgksFgtMJhMEAgHUajUKCwsPrWXe8vIyOjs7odPpeG3mwsPDoVQqkZyc7FLt+u7H+alEQ0MDq2EWCoWQy+Vwd3eHXq/nbXp0ksvlKCkpOZBR5dPT02htbeXV93t7e0OtVkOlUu26LeNWtf8xMTEoKSk59E85HmZ7Cttms5n3B2O326HVapGRkcFryxMVFcXGeBJCCCF7sby8jKtXr7LNdAkJCTh37tyWH3OPjIzggw8+YPXZjz322APpBWy1WtHZ2Ynm5mYWNCUSCTIzM5GRkXHPkLm+vg6NRoO2tjYWqJRKJQoKCuDr6wuJRMIL2/Pz8/jwww9ZGYFSqQTHcfjwww8BbKyqisVi9j2RkZEoKyvb9ernTjgcDgwMDECr1WJwcJCtYkskEqSmpiItLe1YdBO5k7OEp6GhgXX1EIlEkMlkbBCNs02iUCjkdR85c+bMvkfZO39+a2srRkZG2O3h4eHIzMxEUlLSrjeyOhwOdHV1oa6ujtX+BwcHo6SkBHFxcfs6XnJ/ewrb4eHhrAk+sDHgZm1tDQUFBbzHOT+yIoQQQvZCr9fj5s2bsFgsEIvFOH36NJRK5ZbD1Nrb21FVVQWHw/HA6rMtFgs6OjrQ3NzMwq23tzeys7OhUqnuueHPbrejo6OD1xYuJiYGp06dQnBw8KbHcxyH7u5uVFRUwGq1wsPDAzKZDD09PawW29/fH4uLi7DZbIdaMrKysoLOzk5otVoW3oCNRTaVSoWkpKRj173CGXLr6+t50zQTEhKwtrbGWzz08PCA2Wxmn7KcO3cOCQkJ+2qLZ7VaodPp0NbWxlruCQQCJCcnIzMzc9v6/vu9psHBQdTU1LByJl9fXxQVFUEulx+bUp7jbk9/CUVFRfjP//xP/Ou//isKCgrwwx/+EAKBYFPnEYPBwKvrJoQQQnZifX0dFRUVbDJiWFgYLl26tGU9qc1mQ0VFBXQ6HYCN2tNz584damcLs9mM9vZ2tLS0sKDs5+eHnJwcKBSKewZNjuPQ19eHmpoaFqoCAwNRWlq65ZRI58+rqKhgNejBwcFwOBzo7OwEsBGgzGYzK11RqVQoLi4+sHHfzuMeHh5GR0cH+vr6eKvYSqUSaWlpR7oJba+2CtlisRhRUVFYXl7m1WMHBQVhcXGRXdykp6ejqKgIERERe95k7Oy3rtVq2fN6eHhApVJBrVbveQPp1NQUampq2GZODw8P5OXlQa1WH7sLob1ydm3p6OjA008/fWTHsad3+ytf+QquXLmC73//+wA2Xsxjjz3G6zpiNBoxNDSEz33ucwdzpIQQQh4KIyMjuHr1KutulZ+fj7y8vC1XDU0mEy5fvozx8XEIBAKUlJQgKyvr0FbszGYz2tra0NLSwoJRQEAA8vLydjTwY2ZmBpWVlaw8wNPTE4WFhUhLS9v2e8fGxvDGG2+wIB0SEsJCobu7Ozw9Pdl9wcHBKC8vP9CFrvX1deh0Omi1WnZxAGyUp6Snpx/LVWzg16u+dXV1rFxELBYjPDwcc3NzrK2fSCRCbGwsZmdn2epweHg4zpw5s6865+npabS0tMBgMLBSFH9/f2RmZkKhUOy55d7y8jJqa2vZSrxQKERGRgby8vIO9OLLlTkcDvT19aG5uZntYThKey4jeeedd/DGG29gbm4OaWlpeOqpp3iP0el0OHfuHB555JEDOVBCCCEnm7Oln0ajAbARPC5durTtx+dTU1N4//33sbKyAnd3dzz66KOHVn9qNpvR2tqKlpYW3sTFvLw8pKSk3Ddkm0wm1NXVobOzExzHwc3NDVlZWcjJydm2ntvZO7u6uhoOhwMeHh5wOBwsaIeEhGBmZoaV2BQUFCAzM/PAJvxNT0+jvb0der2eTasUi8VQKBRIT08/drXYTs4V+rq6OhbERCIRgoODMTc3x1aCPT09oVAosLCwwEpnPT09UVJSAoVCsacLOmfAb2lpYT8H2LhwycrK2lcpitlsRmNjI1pbW1lNeUpKCoqKinY0nv0ksNls6OrqQnNzM7sAdXNzO/IW1DSu/T6OU+/Zh9Fx6w/8MKJz5Ppc4RwtLi7io48+YuFHqVTi9OnT267uGY1GXLt2DTabDVKpFE888cShlDBYLBa0tbWhubmZrWQHBgYiPz8fMpnsvsHIbrejra0NDQ0NLKTLZDKUlpbes558fX0d165dY8No7hyrHhAQALvdjuXlZQAbfbXLy8sPpF+13W5Hb28v2tvbeX3Bg4ODoVarkZKScqyHnIyMjKCuro69Njc3N0ilUszNzbHV5YCAAGRmZsJisUCj0cBqtUIgECA9PR2FhYVbrg7f72/IbrdDr9ejpaWFrY47e3RnZWXtqR77zufWarWor69nJU1RUVEoLS3d1fTI42xtbQ0dHR1oa2tjeyc8PDygVquRkZEBLy+v49dnmxBCCDkod26CdHd3x9mzZ5GSkrLlYzmOQ319PRoaGgAAcXFxeOSRRw68pZzFYkF7ezuam5tZgHGG7OTk5B2tavb396OqqoqVXoSEhOD06dO88epbcY5Wv7N9nvO9CQoKwvj4OICN/tllZWWQyWT7LpsxmUzQarXo6OhgGx6FQiGSkpKgVqsRGRl5rDfTTUxMoLa2lq0mC4VC+Pn5YWFhgfVsDwsLQ25uLtzd3VFZWXkgJSNms5kNF3K+r2KxGGlpacjMzNzXBl5nrXlNTQ0L+lKpFCUlJdtOJD1plpaW0NraCq1Wyz598fX1RVZWFpRKpctcGFLYJoQQciQsFgtu3bqFrq4uABtTDS9durRtALFYLLh27Rp6e3sBAFlZWSgpKTmwsglg42Po9vZ2NDU1sRWygIAAFBQUIDk5eUc/a2FhAZWVlazm18vLC0VFRVAoFPf8fo7j0NjYiNraWgBg05iBjZXKubk5FrRVKhVKSkr2fZExPT2NtrY26PV6Vnrg5eUFlUoFlUp1IL2ij9LMzAxqa2vZJwQCgQDe3t5YWVlhF0FxcXHIzc1FQEAAampqWK2zRCJBSUnJlt1v7md5eRltbW3o6Ohgo+m9vb2RkZGB9PT0fZ+3qakpVFVVsXaYEomE1f7vti3gcTQzM4OmpiYYDAb2NxIcHIycnJwd/50+SC4dttvb2/Hyyy+jtbUVVqsVMpkMzz77LD7xiU/s6nlWVlbwL//yL7h69SqGh4chFosRExODc+fO4Rvf+MYhHT0hhJDtTE9P48qVK1hYWIBAIEBeXh7y8/O3/UdyeXkZ7733HmZmZiAUCnHu3DkoFIoDOx673Q6dToeGhga2Aunv74/8/PwdbXwEwMoOWlpa4HA4IBQKkZmZiby8vPuGK5PJhKtXr2JoaIjdxnEcAgIC4O/vz8aAS6VSnD179r6r4/ficDhYH2dnWAM2VnYzMjKQnJx87APb/Pw86uvrWTcbYCOQrq+vs423KSkpyMnJQWBgILRaLd577z1WqqNSqVBUVLTr9sWzs7Nobm7mDaEJDAxEdnY2UlJS9r2R9O7Njzup/T8pOI7D2NgYGhsb2d8DsNEuMycnBzExMVteFK2traGnpwenT59+kIfL47Jhu76+Hl/+8pchFovx+OOPw9fXF1evXsVLL72E0dFRfPWrX93R84yNjeHZZ5/F8PAwiouLUVZWBovFgqGhIXz00UcUtgkh5AHiOA4dHR2oqqqC3W6Hj48PLl26dM/wOD4+jsuXL8NkMsHT0xNPPPHEgXXbcDgc0Ov1qK+vx9LSEoCNj6Hz8/ORmpq6o9DJcRwMBgOqq6tZUI+Li8Pp06d3VCc6OjqKK1eusDHcwMaGvfj4eAwNDWFhYQFCoRA5OTnIy8vbc2CzWCzQ6XRobW1lr9VZN+zs43zcSw9WVlbQ0NDANqICv653X19fh5ubG9LS0pCdnQ0/Pz9MTU3hjTfeYN1IQkJCUF5evusa6uHhYdy8eZOtoAMbmx5zcnIQHx+/7/fVYrGgubkZzc3NrFxCLpejuLj4QGr1XZmzVWZTUxPb0+H8vc3JydmyvMfhcGB4eBidnZ3o6+uDw+GgsH03m82Gb33rWxAIBHj99dehVCoBAF//+tfx9NNP4+WXX8YjjzyC+Pj4ez6P3W7HH/zBH2Bqago//elPUVhYuOnnEEIIeTDMZjM+/vhjNo48ISEB58+fv+fqoV6vx/Xr12G32xEcHIwnnnjiQAbVOP8Br62txdzcHICN8om8vDykpaXtONDOzMygoqKCbbjz8/PD6dOnd1Qze3fZiFNMTAzsdjt7nyIiInDmzJk9T4BcXl5Ge3s7Ojo62MqtRCKBSqVCenr6iQhr6+vraGpq4nXiEIlEsNlsrN5drVYjMzMTXl5eMJvNuHXrFtrb28FxHNzd3VFUVIT09PQdlyA4x7k3NTXxNpMmJSUhJydnX5senZyTH2tra9nFWGRkJE6dOnXiNz86p3U2NjaymnQ3NzcolUpkZWVt2XN/aWkJOp0OOp2Ot+fhMKan7oZLhu26ujoMDQ3hqaeeYkEbAHx8fPC1r30NL774In75y1/iD//wD+/5PB999BE6Ojrwta99bVPQBnAs+4ISQshxNDk5iStXrmBpaQlCoRAlJSXIzMzcNpByHIe6ujrWBjAhIQGXLl06kA1PIyMjqKmpweTkJICNrgU5OTnIyMjY8SAcs9mM+vp6tLW1geM4iEQi5OXlISsra0f/tphMJnz44Ye8cdze3t6Ij4+HwWCA1WqFm5sbCgoKcO7cOdbGbDempqbQ0tICo9G4qdOGQqE41KE/D4rVakVrayuamprYhYRzhLpzimZmZibUajU8PDzYpxCVlZUsvMrlcpSWlsLb23tHP9PhcMBgMKCpqYltohQKhUhNTUVOTs6Bdb0YHh5GVVUV28Dp5+eH0tJSJCUlHftPIO7FarWis7MTzc3NLDC7u7sjPT0dmZmZm86T3W5HX18fOjs7eWVYHh4ekMvlSEtLO55h+7XXXoOnpyc+/elPH/TxAADbZV5aWrrpvpKSEt5j7uWDDz4AADzyyCMYHx9HRUUFlpeXERMTg9OnT+/4D4sQQsjecByH1tZW1NTUwOFwwM/PD48++ug9V+WsViuuXr3KNkLm5OSguLh43wFjenoat2/fZvWeYrEYmZmZyM7O3nG9qzOsVVVVsbAmk8lw6tSpHa8Qj46O8uqDAUChUGBxcZFNhIyMjMS5c+cglUp3tdmL4zgMDQ2hubmZ18c5KiqK9XE+CUHNWWNfX1/PzoNzQ6nD4YCPjw9ycnKgVCrZRcXCwgJu3rzJ3peAgACUl5cjJiZmRz/TZrNBp9OhubmZleGIxWKkp6ejrKyMrajv18LCAqqrq1lvb3d3d+Tn55/4yY/r6+tob29Ha2sr6wDk5eWFzMzMLTeVzs/Po7OzE11dXWwzMwBER0cjLS3NpYYt7eko/uqv/gqnT58+tLDt3MG91XACf39/SKVSXnH8drRaLQCgqakJ3/ve93j/YQsMDMQPf/hDFBQUHMxBE0II4TGbzbh+/ToLzUlJSTh//vw9g+3Kygree+89TE9PH9hGyMXFRdTV1bFR50KhECqVCvn5+fDy8trx88zOzqKiooJtKgwICEBZWdmOB+lwHIeamho0Nzez2wIDA5GYmIi2tjZYrVaIRCKUlJRArVbvKhQ7y06amprYSqhAIEBycjKys7P3NenQlXAch97eXty+fZs3zdJ5n7+/P3Jzc3n19jabDc3NzdBoNLDb7XBzc0NeXh6ys7N3FMbMZjM6OjrQ2trKgr1EIkFWVhZbMffz89t3r3qz2YyGhga0tbXB4XCw3t4FBQW73qh5nKyurqK1tRXt7e2sc4ufnx9ycnKgUCh458hms6GnpwdarZZXuuPt7Q2FQoG0tDSXHOCzp7AdHBx8qLtenR8bbLdK4OPjs6Pxm86Pd7773e/iS1/6Ej73uc/B3d0dly9fxl/91V/h61//Oj744IN7/kfoKJugk52hc+T66By5voM+RxMTE3jjjTcwPz8PoVCIS5cuIS8v754BcmJiAm+++SaWl5fh5eWFz372s4iNjd3zMZhMJlRWVkKj0bAyCpVKhfLycgQGBu74eSwWCyorK1FbWwuHwwGRSITTp0+jqKhoxytnKysr+Nd//VcWhIVCIYqKijA6OorGxkYAQGxsLH7jN35jy2Pb7vxYLBa0tLSgtraWlZqIxWJkZ2ejsLBwy7rW42poaAjXrl3jld44BQcH49SpU1CpVLxPAgYGBnD58mX2vicmJuLxxx/f0fk3mUysp7tzpdXPzw/FxcXIzs7eVIaz178hh8OBpqYm3Lx5k63QymQyXLx48cjLHw7TwsICampq0NLSwj4VCA0NRWlpKdLS0njncXp6Gs3NzbyhNXdeTLpiu7877Slsl5aWorKykm06cFXOnchnzpzBSy+9xG7//Oc/j8nJSfzTP/0T3nrrLXzta1/b9jmOeqoauTdXmHxH7o3Okes7yHPEcRx0Oh0qKipgt9vh6+uLxx57DGFhYZtWIu/U19eHjz76CFarFVKpFE8++SR8fX33dFw2mw1tbW3QaDTsE82YmBiUlJSwxZWdPm9/fz8rQQQ2wtrp06fh5+fHbrufzs5O3Lx5k9cKTi6Xo6Ghga1mFxcXIyMjAwKBYNOxbXV+tvrI3dPTk/Vx9vT0BMdxJ+Jvb25uDjU1NbxOH07BwcHIz89ndczOC461tTVUV1ezHu5eXl44deoUUlJStnyP77S6uorm5mZotVq20iqVSpGTkwO5XA43Nzfe5jvn/Xt5r4eGhlBZWck26UqlUpw6dYo1gDgJ5+9uc3NzaGpq4rVHDA8PR25uLitzWlxc3HYV29fXF2lpaVAoFGxRdrs9DWazGd3d3ejq6sLv//7vH/6L28aewvaLL76ImpoavPTSS/jWt7514B9POZvob/cfspWVlR3Vxvn4+GB+fh5nz57ddF95eTn+6Z/+iZWaEEII2R+r1YqKigoWcOLj43Hx4sUtx1s7OWu6q6qqAGyE4scee2xPn55yHAe9Xo/a2lr270dwcDBKS0t3vUK+vLyMW7dusbpZX19flJWVITExccfPYTab8f7777OyE4FAgOzsbExPT7MOJBEREbhw4cKOV6BXVlbQ2trKG5ay3Ufux51zZVmr1bLFM6fQ0FDk5+dvqkHnOA7d3d2oqqpiFyHp6ekoLi6+7+/U0tISmpqaoNPp2EprSEgI8vLyDnxT4sLCAqqqqtgFhEQiQUFBAVQq1bHvcb6dqakpNDY2si47wMbfe15eHqKiotj7u7CwAK1WC51Ox86hQCBAQkICVCoVYmNj77uKPT09jY6ODuj1evZ3cpT29Ff5gx/8AKmpqbh27Rpu3boFpVKJyMjILVe5BQIB/vIv/3JXz++8ohscHIRKpeLdt7i4iPn5eWRlZd33eRISEjA/P79lmyjnbWazeVfHRgghZLOFhQVcvnwZs7OzEAgEKCoqQk5Ozj0Dit1uR2VlJTo6OgBslHiUlZXtKWwMDw+juroa09PTADYWW4qKinY8kMbJ4XCgtbUV9fX1sFqtEAqFyMrKQn5+/q66d/T09ODq1ausxayPjw+ys7NRX18Ps9kMNzc3FBUVITMzc0fHt7i4yIKgczXQlSfm7YfVakVLSwuampo2BaWwsDAUFBQgLi5u0+/WwsICbty4wcpMgoKCcPbs2fv2ZF9YWEBjYyO6u7vZexsREYG8vLwtf85+bFWXrVarUVBQcM+L0uNsfHwcGo2G7ccDNj4hys3NZe0R7XY7+vv70dHRwdvY6+PjA5VKBaVSed9ppjabDUajER0dHbxSY6lUivT09IN9Ubu0p7D99ttvs/9tNpvR0tKClpaWLR+7l7Cdl5eHH/3oR6iursbjjz/Ou6+mpgYAkJ+ff9/nKSwsRHNzM3p6enDx4kXefc4rq/1M4SKEEAL09vbi2rVrsFgs8PLywiOPPILo6Oh7fo/ZbMaVK1dYq67S0lJkZWXtOtjMz8+jurqarRCKxWLk5ubuuAXfnSYnJ/Hxxx+z+t6IiAicPXsWQUFBO34Ok8mE69ev84KFXC6Hw+FAZWUlgI1V2QsXLuzoeefm5nj9oJ3HlZubeyDDUlyJw+FAd3c3bt++zRvwA2y85oKCgi2nBNrtdjQ3N6OhoYFtgCwoKEBWVtY9L9xmZ2fR2NjIG/m91UrrQb02nU6H2tpaVnMcFxeHU6dO7Wr/wHHBcRxGRkag0WjYxY9zamdubi773V9eXkZnZyc6OzvZQChgY9E1PT0dcXFx972QXFxchFarRWdnJ1sJFwqFSEpKQnp6+oGfy73Yc+u/w1RUVISYmBi8//77eOaZZ9hO9JWVFbz66qsQiUT41Kc+xR4/NzeH+fl5SKVS3i/tU089hf/7f/8v/v3f/x2/+Zu/yVpNrays4Ec/+hEA4NFHHz3U10IIISeVw+FAXV0d2+AXGRmJRx999L5tVZeXl/Huu+9idnYWIpEIly5dQlJS0q5+9vr6OhoaGtDe3s7r3LDbDiPAxibDuro61jPbw8MDpaWlUCqVO/5H2tkS8MaNG2w1ViQSIScnB1qtFqurq2wsfV5e3n1X72dmZqDRaGA0GtltcXFxyM3NPZGLRMPDw7h16xarXXYKDw9HYWHhtqO4x8bGcOPGDfZ9MTExKC8vv2dZzvT0NDQaDa+cIT4+Hvn5+QcyiOZuo6OjuHXrFruIu7su+yThOA6Dg4PQaDQYHx8H8Ose5Lm5uQgICGDtKTs6OtDX18cudLy8vKBUKqFSqe47uMrhcGBoaAjt7e28C1sfHx+kp6dDqVS6VHtnAXd3IZSLqKurw+/+7u9CLBbjiSeegI+PD65evYqRkRG88MILvEL3l19+Ga+88gq+8Y1v4Pnnn+c9z7/927/hu9/9LgICAnDhwgW4u7uz1k2f/exn8Z3vfOeex3ESNyecJLT5zvXROXJ9ezlHa2tr+Oijj9jKdGZmJkpKSu4bIqempvDee+9hdXUVXl5eePLJJ3e178dut0Or1aK+vp6tYsXHx6O0tHRPK4R9fX2oqKhgG97kcjlOnTq1q8C+vLyMGzdu8FrSBgUFISQkBN3d3QA23uOLFy/ed+rf1NQUGhoaWK2485gyMzNP5MTA+fl53Lp1izeMBLh/yDabzbh9+zYrQZJIJDh9+jTkcvm2F0hbvbdJSUnIy8vb996zrf6GlpaWUFNTwy6Y3N3dUVhYiPT09BNXl+2cyKrRaDA1NQVgY9pjWloacnJy4Ovri/X1dXR1daGjo4O3WToqKgrp6elISkq67/uytrYGnU6Hjo4O1usc2Ojko1arER8fv+1K+FF2xXLZnRSFhYX42c9+hr/7u7/DlStXYLVaIZPJ8M1vfhNPPvnkjp/n85//PKKiovDP//zPuHz5Mux2O2QyGb761a/iM5/5zCG+AkIIOZmmpqZw+fJlLC8vQyQS4dy5c5DL5ff9vr6+Pnz44Yew2WwICgpiHUd2amBgAFVVVSzUBAYG4tSpUzvuc32n1dVV3Lp1i61u+vn5oby8fFfPxXEcOjs7UVVVxastTklJwdTUFAvamZmZKC4uvmdZy+TkJOrr63mrdMnJycjLy0NycvKJu2BdX1/H7du3NzUpCAsLY59ubxeae3t7UVFRwcoOlEolSkpKtu1FvdV7m5KSgry8vF2VCO2U1WpFU1MTmpqaYLfbIRAIoFKpUFBQsOtPXVwdx3Ho6emBRqNhK/cikQjp6enIzs6Gt7c3pqen0dDQAL1ez/YwiMViKBQKpKen7+gcTE1Noa2tDQaDgW1e9fDwgFKpRHp6usu3uNzXyvbc3BzeffdddpVSWFiI5557DgBgMBgwPDyM4uLiY92M/aT9B+6koVVT10fnyPXt5hzpdDrcvHkTdrsd/v7+ePzxxxEcHHzf72tra0NlZSU4jtt1x5H5+XlUVVWxsOTp6YnCwsJNvXh3wtmasLq6GmazmXUI2e0GyKWlJXz88ce8zVxubm5ISkpCT08PHA4HvL29ceHChXt2Qrk7CAoEAsjlcuTm5rKV+pP0N3R3fbVTUFAQ6xqzXcheWVnBrVu32JAkf39/nD17dtsJkBMTE2hoaOC9t86QfdB10lKpFHNzczAajaiurmaflERFReH06dMnrl+2w+GA0WiERqNhJTxisRgZGRnIzMyEh4cHent70d7ezmvbFxQUBLVaDblcft/W0c7Wf21tbZicnGS3h4SEQK1WIyUlZVd/s8dyZfvy5cv4H//jf2BtbQ0cx0EgEPA+hhkcHMQf/MEf4Hvf+x4++clPHsSxEkIIOSJ2ux1VVVVob28HsFG6cenSpfsGZofDgerqarS2tgIA0tLScObMmR19jH535wahUIiMjAzk5+fvqTXg3d0qQkNDce7cuV0FIY7j0N7ejtu3b/NWs/38/CCRSGAwGABslCecPXt2x6utzpCdn5/v8qt0e2U0GnHz5k1W/gNsBObTp0/fc7Mnx3HQarWoqamBxWKBUChkF0hbfVowMTGB+vp6VtbjfG/z8vIOLXBNTEzgvffeY8HS19cXpaWlkMlkR7457yA5HA7o9XpoNBpWCuLh4cFCtt1uR3t7O7RaLdvk6tysqFarERkZed/3Y3l5GVqtFlqtlm0mFQqFSE5OhlqtRnh4+LF7T/cUthsbG/Ff/+t/hZ+fH1544QVkZ2fjt37rt3iPOXPmDHx9fXHt2jUK24QQcoyZTCZ88MEHLEgUFBQgPz//vv/gWa1WXL16la1EFhcX37cdIPDr1efbt2+zf2zj4+Nx6tSpPYUlZzu/uro62Gw2iEQiFBYW7rjtntPCwgI+/vhj1jfbKSwsDPPz81haWoJYLMaZM2eQmpq65eucnp5GXV0d657yMITsqakpfPTRR7zVeW9vb5SVld23f/X8/Dw+/vhj9rsXFhaGc+fObflpylYr2ampqcjLyzu093ZtbQ11dXWsF7hzU2xOTs6J6nlut9tZyHYOkHGOrE9PT8f8/DwqKirYpzrAxoZHlUoFlUp137Z9HMdhbGwMbW1t6O3tZZsmvb29oVarkZaWdqxLcPb0m/CjH/0IIpEIP/3pT5GamrrlY8RiMRITE3m7fQkhhBwvU1NTeP/997GysgKxWIxLly7taLCLyWTC+++/j4mJCQiFQly8eBEpKSn3/b6JiQlUVFSwTVYBAQFs5XMvZmZmcP36dfZ80dHROHv27K7Cl3M1u6amhtWcOoWGhrKPuCMiInDx4kX4+/tveo7Z2VnU19ezfxMfhpC9srKCjz76iHdxstNOL3eXm4hEIhQVFSEjI2PTBdJWnxIoFArW/eIwOBwOaLVa1NbWsnkdycnJKC0t3dU+BFdnt9vR1dWFxsZGtiFRIpGwIUqDg4P41a9+xf6+gI2/g4yMjB1teLRardDr9Whvb2c138BG+U1GRgYSExNPRA/5PYXttrY2ZGRkbBu0ncLDw6HX6/d0YIQQQo5Wd3c3Pv74Y9jtdgQEBOCJJ57YUa3rwsIC3nnnHSwuLsLDwwNPPPHEfdvVmUwm3L59GzqdDsBG54b8/HxkZGTsqXOD3W6HRqNBY2MjHA4H3N3dcerUqV218wM2evhev36dNwXS2R5QJBJhamoKAoEA+fn5yMvL2xQM5ufn2eYwp5SUFOTn55/I/srARq3tjRs3oNfr2QqlSCRCXl4ecnJy7huepqamcP36dRa+YmNjcfbs2U3t4KamplBXV/dAV7KBza38goOD8fjjj295kXVcOUO2RqNh01g9PT2Rk5ODhIQE6PV6vP766+yTJzc3N6SkpCAjI2NHnV2Wl5fR3t7O640tEokgl8uRkZGxo30gx8mewvb6+vqOPspbWVk5dnU1hBDysHM4HKipqWHDynZanw1sTIt77733sL6+Dj8/Pzz55JP3DJUOhwMdHR2oq6tjK4QKhQLFxcV77pN7d1hLTExEeXn5rp6P4zh0dHSgpqaGTZJ0OBzgOA6+vr5YWVmB2WyGr68vLl26hMjISN73Ly8vo76+Hl1dXSxwJiUlobCw8FA6YLgCjuOg0Wig0WjY5kdn//NTp07taJWzvr4eLS0t4DgOEokEp06d2lSSMzMzg/r6elae9KA+JVhZWUF1dTWry/fw8GCt/IKCgk7EJtatQraXlxdycnIQGhoKrVaL27dvs1IRZ1/rnZR5OEtFWltbef21/fz8oFaroVQqT+wUzT2F7cjIyPuuWNtsNuj1+j21ZCKEEHI0zGYzPvzwQ7a5LC8vDwUFBTv6KLe3txcffvgh7HY7QkND8eSTT97zH+CxsTFUVFSwUBwSEoIzZ87cd7z2dmw2GxoaGtDU1MTC2pkzZ5CcnLyrhZ+7O414eHiwCwEfHx8WQpKTk3H27FneRYjJZEJjYyMbtgNsXKwUFhbuu5ezq+I4Dnq9Hrdu3WLvEwAkJCTg4sWLO7pIGxkZwccff8zqgVNSUnD69Gne78/c3Bzq6+t5g36cIfswO03YbDa0trZCo9GwTbEqlQpFRUXHutvanbYL2dnZ2fD09IRWq0VVVRV7fEREBDIzM5GYmHjfiyhnHmxra+OVikRHRyMjIwMJCQmHVirCcRwGBgbQ2tqKL33pS4fyM3ZiT2G7vLwcP/3pT/H666/jd37nd7Z8zE9+8hPMzMzg6aef3tcBEkIIeTAWFhbw3nvvYX5+HiKRCBcuXEBycvKOvretrQ23bt0CsBEuH3300W3bct1dMuLh4YGioiKoVKo9/6M7MTGB69evszZkycnJKCsr29WmKufGzMrKSlitVri5uUEsFmN9fR1CoRBubm6sdr2srAwKhYKFeLPZjJaWFrS0tLBAFhUVheLi4j1fPBwHIyMjuH79Om/ASEhICB599NEdrTKbzWbU1NSwftve3t44e/YsEhIS2GMWFhZQX1/PG6suk8lQUFBw6J8SDAwMoLKyknXeiIiIQFlZ2Ym5cNouZGdkZIDjOLS2trI2hkKhECkpKcjMzNzR619ZWUFHRwc6Ojp4pSKpqanIyMg41HPncDjQ09ODxsZGXsA/KnsK28899xwuX76M7373u2htbcW5c+cAbFx13rx5E9evX8fbb7+NiIgIPPPMMwd6wIQQQg7e0NAQrly5ArPZDB8fHzzxxBM7+geV4zjU1NSgubkZAJCeno6ysrItQ7NzCExNTQ1bAU1LS9vXPAabzYb6+no0NzeD4zh4enqivLwcMplsV8+zurqKjz/+mNX/BgQEYGVlBevr6xCLxbBarXA4HAgJCcEjjzzCVlJtNhva29vR2NjIAkVoaCiKioru2TP6uJudncXHH3+MiYkJdpuXlxcuXLiw40+0BwYGcOPGDRbmVCoVSkpK2Er48vIyGhoaoNPpWMhOTExEYWHhodf0Li4uorKyknWN8fLyQklJybZdZo4bu92O7u5uaDQadqHkHJe+vr4OjUbDNgN7enoiPT0d6enpOyrFGh8fR1tbG68zia+vL+sqcpilIs7X1dTUxJtSedT2PNSmt7cXL7zwAoxGI9sw4vwF5DgOiYmJeOWVV3a0a92VnYQarJPsJA17OKnoHLk2juNgNBrx0UcfgeM4hIeH4/HHH9/RP6p2ux3Xr19nZYVFRUXIzc3dMoxMTU3h5s2brHNHcHAwysvL97XqOzU1hatXr7LVbLlcjtOnT+86uBsMBlRUVLAV7IiICLYh0t3dHRaLBQCQkZGBkpISiEQi1m+4traWhUWpVIqioqL7trPbLVf6G1peXkZVVRWv05ibmxuKi4uRmZm5o9e9traGyspK9ntz93Ca1dVVaDQaaLVaFtbi4uJQVFR06CvKNpsNjY2NbPqjUChEZmYm8vLy7lkO40rn6F4cDge6u7vR0NDAC9lJSUlYWlpi5WPAxt9oZmYmUlJS7tvG0G63o7e3Fy0tLbwBNJGRkazc5DC7ithsNnR2dqKpqYn9Pd5JIBDgT//0Tw/t59/PnptAJiUl4Z133sGNGzdw+/ZtjI6Owm63Izw8HMXFxbh06dKedpATQgh5MOx2OyoqKtDZ2QlgY2NieXn5jvoDm81mfPDBBxgeHoZQKMS5c+egUCi2fFxdXR3a29vBcRzEYjGKioqgVqv3/I+vs9OIRqNhq9lnz55FUlLSrp5nbW0NFRUVrAY4ODgYIpGIBW2hUAiLxQIPDw+cP38eSUlJrAa0pqYGs7OzADbquAsKCqBQKE5Em7KtrK2toaGhgZ1Hp9TUVJSVle14yJDRaERFRQXW1tYgEAiQmZmJwsJCiMVirK2toampCe3t7WxVNTo6GkVFRYdeisNxHPr6+lBVVcVCaExMDMrKyk5E1xjnxWFDQwOri/f09ERMTAxmZ2fR0dHBHhsfH4+srCxER0ff9+JpfX0dWq0W7e3tvHITZ1eRw744slgs0Gq1vE+W7uTm5galUoni4uJDPY772de49ofBcbhSfZgdl9WEhxmdI9e0vr6Oy5cvY3R0FAKBACUlJcjKytrRyuTKygreffddzMzMQCwW47HHHttUOsBxHHp6elBZWYnV1VUAG5veSktL7zvg4l6mp6dx7do1VoeZnJyMM2fO7Ho1e2BgANevX4fJZIJAIEBaWhoGBwexvLzMPq0FNmp0H3nkEfj6+mJiYgI1NTUsjHt4eCA3NxcZGRmHOsDkKP+GrFYr2xx4Z4/xkJAQXLx4ccd1tyaTCTdv3mQdRAIDA3H+/HmEh4fDYrGgpaUFzc3NrN49PDwcRUVF245iP0gLCwuoqKjA0NAQgI2Lp1OnTu1q+qOr/nfOOVa9oaGBHZ9EIkFYWBimp6fZlEeRSASFQoHMzMwdbTadm5tDW1sburq6eOUmarUa6enphz6Axmw2o7W1lfc7cyexWIysrCxkZWWxC8FjOa6dEELI8TQ/P4/33nsPCwsLEIvF+PSnP73jGtjZ2Vm8++67WF5ehpeXF5588slNq1dLS0uoqKhg9c/+/v4oLy9HbGzsno/Z4XCgqakJ9fX1cDgcrNPITgbl3MlisaC6upptyJNKpUhNTWVh0tniDwByc3NRWFiI5eVlXLlyha2Au7m5ITMzEzk5OSe2VZnD4UBXVxdviiewEdTKysqQkpKyoyDq7FRSWVnJynRyc3ORm5sLAGhubuatSgYHB6OoqOie49sPitVqhUajQXNzMxwOBxsDn5eXt+3m3uPCebFbX1/Pyqw8PDwglUoxMzPDykWcExrT09Pv+7vMcRyGh4fR2trK/raBjXOWlZWF5OTkQ5+a6fyERavVsvaSd3JeAKvVapc6h/t6V7q7u/Ef//EfaG5uZtODQkNDkZ2djc9+9rNQKpUHcpCEEEIOxvDwMD744APWI/rJJ5+ETCbb0arc2NgY3nvvPZjNZkilUvzGb/wGb9CI3W5Ha2sr6uvrWXB1Bqv9/CM8Pz+Pq1evslrQpKQklJeX73r1bHx8HFevXmUfozunEdbW1gLYqOt0OBzw9PTExYsXERYWhurqal4bP4VCgcLCwhM1JfBOHMehv78fNTU1vN8JZ8lHQUEB3N3dd/RcKysruHHjBgtmISEhOH/+PAIDA9HV1YX6+nr2qUdAQAAKCwt33aZxLziOQ29vLyorK1npQ1xcHMrKyo79NE9nOUx9fT379EcsFsPX1xdzc3NsQ+tuArLNZoPBYEBLSwsrnQI2WjtmZWUhKirq0M/Z6uoqKisr0dPTg60KMjw9PZGXl4e0tDSXCtlOe/6v39///d/j1Vdf3XRlsbi4CKPRiLfeegtf/epX8fzzz+/7IAkhhOyfVqtFRUUFHA4HwsPD8cQTT+w4sN7ZQzs8PByf+MQneKUbExMTuHHjBvsHPjIyEmfPnt1XvevdY9Ld3d1x5swZyOXyXf3jbrfb0dDQgMbGRnAcBx8fH5SVlaGjo4OVDjh/XmRkJC5cuMBer7NrSmxsLEpKShASErLn1+PqJiYmUF1djbGxMd7tEREROHv27I5LRpwtFKuqqmCxWCAUClFQUICsrCz09fXhypUrrFPEg653n5+fx61bt9h59/X1xenTp5GYmHisu4xwHIfBwUHU1dWxxU+RSASJRIKVlRW2uh0XF4esrCzExMTc9/WaTCbWus9ZbiIWi1m5yYO4MJmfn8fNmzcxMjKy5f3e3t7Izc1FWlraoa+q78eejuxXv/oVXn75ZXh5eeF3fud38PjjjyM6OhrAxhjT999/Hz/72c/w6quvIiYmBp/85CcP8pgJIYTswt0TIeVyOc6dO7fjf5y0Wi1u3rwJjuM29dC2WCyoq6tDa2srgI0yg9LSUl4P6r1YXl7G9evX2WCZmJgYnD9/ftcrynNzc/joo48wPT0NYOO1q9Vq3gq3U05ODkJCQvD222+zTXJBQUEoLS090QPaFhcXcfv2bd6wGGBjtbC0tHRX7e6Wl5fx8ccfszAbFhaGc+fOYXV1FW+++SY7D86VSJVK9UBC0lYlI7m5ucjJyXHJldDdGB4eRl1dHcbHxwGA1x9+ZWWFbVjMzs7e0QXT3NwcWltb0dXVxRZUfXx8kJGRceit+5xGRkZQWVm5bY9sHx8f5OXlQaFQuHTIdtrTEb722msQiUR47bXXoFKpePfJ5XLI5XJcunQJTz/9NF577TUK24QQckSsVis+/PBD1i+4oKAA+fn5O663bWhoQH19PQBAqVTi7NmzbAVyYGAAN2/eZMMwUlNTUVpauu/NUXq9Hjdv3oTFYoFIJEJJSQnUavWuwrtzVby6uhp2ux0SiQTl5eUQCoX41a9+xdtUJZFIkJeXh56eHjQ1NQHYWDErLCw88R1GNBoN2traNn00n56ejqKioh0HK2cP9aqqKjYQqLCwEBEREbh16xbbVCoWi5Gd/f/YO6/gxtbsOi+AAHPOTTZzzkQgGMCcm2x2uBrLY9mjqbJkSzXSlCxZtqWSXS5XyZJfpLI9kl2W9CBLntGM5t6ODM1MgpkEwdzMOXWzmQGCiOf4AYV/CEaAqcm+53u6F00cnIO4/v2vvTYfPB7PbDvKVTDaKiQSCXmffimWkfX1dXR1dZGqL5vNBpvNhk6ng16vh7W1NRISEpCUlHRhUzJN01hZWcHAwICJH9vb2xs8Hg/h4eE3njBn3BHp6ek5Nb4PMOxEGEX2fUq8u5TYnp2dRWpq6gmhfZT4+HikpaWhr6/v0ifHwMDAwHB5Dg4O8PbtW2xsbMDKygpFRUVmNxRSFIWWlhbSSJiSkoK0tDSwWCwolUq0tbWRnGRnZ2fk5eVdufqrUqnQ0tKCqakpAIaqaHFxscUpAgcHB2hoaCBNYIGBgSgsLMTY2BhZOBjx8vKCs7MzGUXN4XDA5/O/iIrnWeh0OgwNDaGvr49kiBvx9vZGXl4efHx8zD7e8V0IX19fpKSk4P379+jo6ABgEIJJSUkQCoW3NuJ8d3cXEomEiMcvxTKysbGBrq4u8v5msVik34CiKDg6OoLH4yEuLu7CBY1er8f09DRkMplJFTk0NBQ8Hg9+fn43/lyp1Wr09/djaGjo1GQRwPAdIxQK753INnIpse3o6AgXF5cL/87JyelKEU8MDAwMDJfjaGqIra0tKioqzM4q1ul0qK2tJTFtubm5SExMBE3TGB8fR1tbG1Qq1Ymc5KuwvLyM+vp6KBQKsFgsiEQipKSkWFxVnp2dRWNjI1QqFaysrIgNoqGhgVyPER8fH2xtbRFrQ3R0NDIyMr7Y3y3jAKOOjg5S5TXC5XKRkZGBhIQEs5/z06rZfD4fBwcHqKysJMPuYmJikJqaemtNpacNpvkSUka2trbQ3d194n1M0zRomoaHhwcEAgEiIiIuFKRqtRqjo6MYHBwkTaocDgexsbG35sfe2tqCVCrF1NSUyc7K0ehNZ2dnpKSkIDo6+l6KbCOXEttZWVlob2+HSqU6c4vJOO4zMzPzSifIwMDAwGAZS0tLqK6uhkajgaurK548eWL2j6darcbbt2+xtrYGKysrlJSUIDw8HHK5HE1NTaSa5unpiYKCAosqoKeh0+nQ1dVF/OSurq4oLi6Gr6+vRcfRaDRoa2sjA3o8PT1RUlICDoeDr7/+2iRFwcrKChwOh6Sb+Pn5ISsr68rXcpdZW1tDW1sbueajgiYiIgJZWVkWLTKOV7N9fHzg6ekJmUxGfL5hYWFIS0szu7HyOlhYWEBLS4vJYJrc3NzPmrF8VXZ3d9HT00N2ko7j7+8PgUCAoKCgC6vQ+/v7GBwcxNjYGKki29vbIykpyaz4v6tCURTm5+chk8mIx9yI8T1J0/QXI7KNXEps/9t/+2/R29uL3/7t38Z/+k//6cTW4eLiIv74j/8Y1tbW+P3f//1rOVEGBgYGhosZGxtDc3MzKIqCn58fHj9+bPYP6MHBAV6/fo3NzU1YW1vj8ePH8Pf3J4kgxuqlSCQCn8+/8o/g5uYmamtriRCOj49HVlaWxdXHjx8/4t27d6ThUSAQIDU1Fevr6yTm0AiHwyGeVmdnZ4jFYouGl9w3dnd30dHRQaqhxwVNbm4ugoODzT7e8Wo2m81GUFAQ1tbWTBYvYrH4xqc+HkUul0MikZDrdHBwQHZ29r1+beVyOfr6+vD+/XsSPXmUsLAwCAQCsxamGxsbkMlkmJ6eJossd3d38Pl8s8axXxWVSoX3799jcHDwhB/7SxbZRi41QfIP//APsbe3h6amJrDZbMTExMDf3x+AIY1kYmICFEUhNzf3RDWFxWLhT/7kT67l5G+DuzgRiuEX3NWpXQy/gHmNbgeaptHV1QWpVArAssQRNzc3zM/P49WrV9jf34e9vT2ePn0KLpeLxsZG0tz24MEDFBQUXHl8NU3TGBoaQkdHB/R6Pezs7FBQUIDQ0FCLjnN80I2joyOKiorw8OFDjIyMoKWl5dT7cTgcpKSkgMfj3Yskg8t8hoy7y0NDQ0SoGQf2XNZWcTxpxMXFBVqtlsTCeXh4ICMj41YG0hjR6/UYGBhAb28vdDrdpfLAr4Pr/J5TKpVkbP3xeGWj5uLz+RdW641xgDKZzCQ6LyAgAHw+H4GBgTf+OhknTb5///7UazG+N29DZH/O3Y1Lie3o6OjLPyCLhfHx8Uvf/7ZhRMLdhhFydx/mNbp59Ho9GhoayDazSCRCamqq2T+kKpUKf//3f4/Dw0O4uLjgyZMnmJ+fR3d3N3Q6HTgcDjIyMpCYmHjlZI6DgwPU19cTwRYcHIzCwkKLE0zkcjnq6urIQiAiIgJ5eXngcrlobW0ljZ3HiYqKglgsvle+bEs+Q3q9HqOjo+jp6SFTGa2trUkjpK+vL/Lz882eGAqAePUlEgnJzba1tSUi29HREWlpaYiOjr7V5JaVlRU0NzeT58bPzw+5ubkWXdt1cR3fc2q1GgMDAxgYGDjRKMjlcpGQkIDk5OQL37t6vR6Tk5OQyWQkX5vNZiMiIgJ8Pv/Gs+JpmsbCwgIGBweJzegoty2yjdy7ce1/93d/d93nwcDAwMBwCdRqNaqqqrCysgI2m438/HyLpvcuLy+jqqoKGo0GXl5eyMnJQX19PZk0FxAQgPz8fLOa4i9ifn4eDQ0NODw8hJWVFbKyspCQkGBxdW16ehpNTU1Qq9XgcrnIyclBTEwMDg8P8fLlyxNDWQCDpzg7O/tWrQ23ibGK2dbWRkSfra0t1Go1NBoNrK2tIRaLER8fb9HzfXwKpFG4K5VKWFtbIyUlBUlJSbe6Q3A8DecyeeB3Ca1Wi+HhYUilUhPLE2AYP87j8ZCYmHihHey0pkcul4v4+HgkJyffeIOqRqPB+/fvMTQ0dCLDHjD0Suj1elAUdW8j/C7LpT4dIpHous+DgYGBgcFC5HI53rx5g62tLXC5XJSVlVkUvzc9PY3a2lpQFAV/f38EBATg5cuX0Ov14HK5yMrKQlxc3JUFjE6nI2PPgV80L1raOKfRaCCRSPD+/XsABgFdUlICV1dXfPr0CW/fvj3hB7W1tYVYLEZsbOy9FGLmsLW1hba2NrJbwOVyYWVlRSrb4eHhyMnJgYODg9nHpGkak5OTaG1tNRGAxsp2UlISUlJSbmXAiRGKojA6Ooquri5yTpbmgd8l9Ho9yZU27hIYcXBwgEAgMGv8uEKhwODgIEZGRkhF3MHBAcnJyYiPj4eNjc2NXQNgGIpktIocj5IEfiGy9Xo9GUYTGxv7rRDZRu6+WY2BgYGB4QSbm5t4/fo1Dg4O4ODggIqKCnh7e5t9/9HRUTQ1NQEwNFodHBygu7sbgCGXuqCg4FoqYZubm3j37h3Zzk5OTkZGRobFldCNjQ28e/eOjPlOSUmBSCSClZUVZmZm8O7duxNNZElJSUhLS7txsfG5ODw8RHd3N0ZHR0nMnpubG7a3t6HVauHo6Ii8vDyEhIRYdFylUonm5uYTEXOAwYaTnp4OZ2fn67oMs9jY2EBzczNpwvTy8kJeXp7FqTV3AZqmMTU1hc7OzhMRjK6urhAKhYiKirpQjG5tbUEmk2FycpK8941Nj+bc/6rXsLq6isHBQczNzZ36N0dFtoODAxHZ96FP4rr59l0xAwMDwz3nqPXDzc0NT58+NVv80DQNqVSKrq4uAAYP78LCwrVXs2maxsjICNra2qDX62Fvb4+ioiKLB9/QNI2BgQF0dnaSJsji4mI8fPiQTLg0LhKMuLu7o7S09LN4d28DvV6P4eFh9Pb2kgqvt7c39vf3yaImMTERGRkZFjcJHrXoHCUgIABisdiiBd11oFar0dXVhZGREdA0DWtra6Snp1uUB35XMHqZ29vbT/i7PT09kZKSgrCwsHOvi6ZprK2tob+/32TSo5+fHwQCwY03p+p0OkxNTWFwcNBkCM7RKMnjIlsoFCIuLu5bKbKNfHuvnIGBgeEeMjk5ifr6emL9KC8vt2ikdltbGwYHBwEYGtuM3uzrrGYfHh6isbGRVLyCgoJQVFRkcRPk8WbKsLAwFBQUwNbWFlqtFjU1NSaCg8ViISMjA3w+/4u1jCwsLJj4st3c3GBtbU0qvu7u7igoKLDYm65SqdDc3Izp6WmT2z08PCAWi83KcL5OjAN4JBIJsVhERUUhMzPTIjvMXWF1dRUSiYQMUDLi4+OD1NTUC59f49j5/v5+8pkFLIv/uwpKpRLDw8MYGRnB4eEhAJDzNcb2HRXZ9vb2EAgESEhI+FaLbCPMM8DAwMBwT5DJZGhvbwdgSN8oKioy+4dMr9ejsbERExMTAAyJAAqFAlwuFyUlJQgJCbkWMbWysoK6ujooFAqw2WyIxWIkJydbfOyFhQXU19fj8PAQHA4H2dnZpOK+t7eHn//85yY+V2dnZ/zSL/3SrU0pvG22t7fR1tZGhgrZ2toiMDAQ8/PzJO9aJBJBIBBYbB9YWFhAXV0d8XgDhkEn6enpiImJufUK8u7uLpqbm0mShaurK/Ly8hAQEHCr53EdfPr0Ca2trSeadv39/ZGamgp/f/9zPxs6nY4kixgXWFZWViT+76YnPX769AmDg4MmVhUulwuKokiU31GRbWtrC6FQiISEhHs9rfO6YcQ2AwMDwx2Hpmm0t7eTKYvJycnIysoyW8DqdDpUV1ebVIGNlXGjteOqsWUURaG3txd9fX2gaRqurq4oLS212Hag1+vR2dlJrtXDwwOlpaWkmXJoaAgSicRkvHN8fDzy8vK+yGq2Wq1GbW0tent7SUZ2dHQ0tre3MTU1BeDy+ecajQaNjY0m1WwOhwOBQAA+n3/rYkmn06G/vx9SqRR6vR5WVlZISUkBn8+/d9XR3d1dtLS0kF0ZI4GBgUhPT79wWqlGo8Ho6CgGBgZIsoi1tTUSExORlJR0o9V9mqYxPz+PgYEBEq0JGHbCVCoVacI8KrJtbGzA5/ORlJR0q/nm94X79e5lYGBg+Jah1+tRX19PhFVmZiZ4PJ7ZwvLo+HUjVlZWEIvFSEpKuhaBKpfLUVtbSx4jNjYW2dnZFv/o7u7u4t27d9jY2ABg8B1nZmaCw+Hg4OAAVVVVJlvobDYbpaWlCA8Pv/I13DUoisL79+/R1dVFtu2Dg4Ph5uZGhp1wuVySf27p6zg3N4e6ujqT9IjY2Fikp6d/FpvG8vIympubSQNsYGDgqYPx7joHBwdoaWk50VwaFBQEsVh8YR+BUqnE0NAQhoeHiW/ewcEBPB4PcXFxN9rsq9FoMD4+jsHBQZPoPk9PT8jlcpL0c1RkW1tbE5H9pTYiXweM2GZgYGC4o2g0GlRVVWF5eRlsNhuFhYUWDRVTKpV4+fIlGYcOGDyixcXF1zbgYW5uDg0NDVCpVOByucjPz0dUVJTFx5mcnERTUxO0Wi1sbW1RWFiI0NBQUBSFoaEhtLe3m0ygc3Z2RkVFhcXxgfeBtbU1tLa2En+vp6cn4uLiMDY2RnYngoKCkJeXZ3EqiFqtRmVlpUnF0tvbG4WFhZ+lofR4Zra9vT2ys7MRERFxr3YqVCoV6urqMDk5abLrEhwcjMzMzAt3Hfb29iCTyUwmLbq5uUEgENx4sohcLsfw8DBGR0eJwOdyufD19cXm5iZphDwqsrlcLpKTk8Hj8e5l7OJtc+1iW6FQYH5+Hr6+vjc+pYiBgYHhS0WpVOL169f49OnTpTK09/f38fOf/5xsQbNYLKSlpUEgEFyLB1ev16Ojo4M0W3p7e6O0tNTiSqRWq0VrayvJzvbz80NJSQmcnJywsbGBpqYmUuk2EhQUhNLS0i+ukqZQKNDR0UGEp3FoDABinbG1tUVWVpbFA1yOp7oAhoEphYWFCAsLu/6LMeN8RkdH0dnZSQReYmIi0tPT79XrqtVq0d7ejrGxMZPoyaCgIOTk5Fz4edjc3ER/fz+mpqaISPfx8YFQKERoaOiNLjg+fvyIgYEBTE9Pk8d2dnaGr68v1tbWiGf+qMjmcDhISkoCn8+HnZ3djZ3bl8alxHZ7ezuqqqrwve99z2RS2U9+8hP8t//236DVasFisfD9738f/+E//IdrO1kGBgaGbwN7e3t49eoV9vb2YGdnhydPnlzo8TzKx48f8c0330Cn0wEwNJg9evTo2gogx+0el83O3tzcRE1NDfGLi0QiiEQi6HQ6SCQSDA0NmVQJAUAoFCItLe3exb6dh06nw+DgIPr6+ogfNi4uDmFhYWhvbydxfuHh4cjNzbU41eXDhw+oqakxyXROTExEdnb2Z3keP336hObmZmIJ8vLyQn5+vkXv8c+NXq9HV1cXhoaGTHZcAgMDkZeXd+HE1bW1NUilUpM+isDAQAiFwgubJq8CRVHEj33UWubn5wcfHx/Mz88Ty5pxrLrRP5+QkAChUGjx+48BYNHHv8nM4Hd+53fQ2tqK9vZ2ODo6AgBmZmbw5MkTsNlsxMfHY25uDnK5HH/5l3+J/Pz8az/x2+KqTUMMN4ubmxvzGt1xmNfIMj59+oTXr19DqVTC2dkZz549s6haPDY2hqamJiJS4+LikJOTc64QtuQ1mpqaQmNj4wm7hyUYq5oSiYRk8ZaUlODhw4eYm5tDS0vLiUmQbDYbRUVFl7Ko3GXm5+chkUiIR/bBgwcQi8WYnZ3F4OAgaJqGg4MDcnJyLPamKxQKtLS0mAwdcXd3x5MnT259KA1gsEX19PSQ6+JyuUhPT0diYuK9WTxRFIW+vj709/eTxSxgsIvk5OScK7Jpmsbi4iKkUqmJ0I2IiIBAILjRDHOtVov379+b+LHZbDbCw8Ph4+OD8fFxYhcximzjf8fFxUEoFN77pJ/rss5dhktVtt+/f4+YmBgitAHgm2++AU3T+NM//VNUVFRgdXUVZWVl+MlPfnKvxTYDAwPDbbG6uoq3b99Co9HA09MTT58+NbtZ7Xgj5XU3D+p0OrS1tWFkZASAqd3DEtRqNRobGzEzMwPAIFIKCwtBURSqqqpOnVpob2+PJ0+e3PpAlZtkd3cXEomEVDYdHBwgFovh5OSEhoYG0igYHR2NioqKE0NmzkOn00Emk5EEE8DwfsjKykJSUtJ1X4pZzM3NobW1lVTXw8PDkZ2dbaIj7jI0TWNwcBDd3d1k9wEwLI6KiooQEhJy5oKVoijMzMxAKpWaCNqYmBgIBIIbbQI9ODjA0NAQRkZGyHvIxsYG8fHx8PLywsDAwIlKNkVRYLFYiImJgUgk+iwLsy+NS4ntzc1NxMfHm9zW1dUFZ2dnlJeXAzBkSAqFQvKFysDAwMBwNrOzs3j37h30ej38/PxQUVFhtnd1Z2cHb968IRUre3t7/NN/+k+vrRK1u7uL6upqIhQua+X4+PEjampqsL+/DzabjYyMDCQnJxPv7tFkDCM+Pj6oqKj4YrautVot+vr6IJPJSJQfj8dDcnIy+vv7UVdXB8AgvvPz8xESEgJ7e3uzxLZxEExbWxvx6gOGKaFlZWWfRdjK5XJIJBKyiHJ2dkZubi6Cg4Nv/Vwuw2necsDQo1BcXHxu46NOp8PExAT6+/vJZ5PL5SI+Ph48Hu9GX4/NzU0MDAyY5GO7uLggOTkZ7u7ukEql6O/vB/CL6Y/Gv4uMjERqaupnrQR/aVxKbHM4HJOV3cHBAaanp5GTk2Py5evu7o6+vr6rnyUDAwPDF8xR60dISAgePXpklv+ZpmmMjY2hpaWF/FB6e3vjO9/5zrXlEh+3jZSUlFxq5LoxUYSiKDg7O6O0tBRcLhdff/018e7a2NiYCJrY2Fjk5ubeu4zl06BpGjMzM2hrayMWmaCgIGRnZ0OpVOLrr78mgiw2NhZZWVkWNQp++PABEonEJBrRysoK2dnZiI+Pv/VkD4qiMDw8jK6uLjJ0h8fjQSQS3YthJzRNY3JyEm1tbSR6ETDomqKionP95RqNBmNjY5DJZGTRY2tri6SkJCQlJd1YegdN01haWoJMJiPNjYBhF4rH48HJyQm9vb1obW0F8AuRbbSchYaGIi0t7bOk0nzpXOobzN/fH2NjY+T/W1tbodfrIRaLTf5ud3f33mVkMjAwMNwm/f396OjoAADExMSgoKDArIqxUqlEU1OTiR83LCwMpaWl1xITdpptpLS01OJqnEqlQkNDAznPsLAw5ObmYmRkBFKpFBRFgcPhwMbGxqQam52dfW054J+bra0ttLa2YmVlBYChupudnY2HDx+SJjvAMDQkPz/foqrv8QQTI76+viguLv4sv8EbGxtobGwk0YW+vr7Iz8+/FyKOpmnMzs6itbXV5P3o4uKCgoICPHz48Mz7qlQqDA8PY3BwkEzjdHBwAJ/PR1xc3I0Ne9HpdJiamsLAwACJ+WSxWAgPDwePx4OdnR26u7tN3iNGoQ0YFn1paWn3qkH1vnEpsV1WVoY///M/xw9/+EOkpKTgb/7mb8DlclFYWEj+xlhxCQkJubaTZWBgYPhSoGkanZ2dZCtXIBAgIyPDLHG5uLiI+vp6k3HlCQkJyM3NvRZxure3h+rqaiKWLmsbWV9fx7t37yCXy8Fms5GdnQ1PT0+8ePGC+Fv9/f2xublJhM1lYg7vKmq1Gr29vRgaGgJFUbCysoJQKIRAIMDHjx/xD//wD5euZht92VKp1KRRj8ViIT09HXw+/9abDjUaDbq7u0mKjI2NDTIyMj5LZd1SaJrGwsICWltbsb+/T263t7dHXl7eufGISqUSUqnUJE3GxcUFAoEA0dHRN7Yzo1KpMDo6iqGhIZPPT1xcHJKTk2FlZYXe3l6TWMKj1Ww/Pz+kp6fD39//Rs6P4Rdc6h3wve99D01NTaivr0d9fT3YbDb+/b//9yarou7ubmxvb+O73/3utZ0sAwMDw5cARVFobm4mO4RisRgCgeDC++l0OnR2dpJsayMpKSlIS0u7FkEzOzuL+vp6aDQa2Nraori42GJ/7fFMZxcXFxQVFWFqagotLS0AADs7O8TExGBgYIBU2JycnPDs2bN77xWlaRpTU1Nob28nIig0NBRZWVmwt7c3eQ0dHR1RUFBg9uLC6Mvu6OgwifIDDKPti4uLP8uMC2M12GiRiYyMRFZW1meZRmkpx6dXAgZLU2ZmJmJjY8/8XO3v70Mmk2FsbIzE/3l4eCAlJQXh4eE3ttjZ39/H4OAgxsbGiLh3cHBAcnIy4uPjQdM0+vv7MTQ0RBZiR0W2j48P0tPTERAQcOcXQV8KlxLbdnZ2+MlPfgKpVIqtrS3ExMSc+DJms9n4wz/8Q+Tl5V3HeTIwMDB8Eej1etTW1mJmZgYsFgt5eXknGs5PY3t7G+/evSNNikbMFermnFdnZycGBgYAGFIWSktLLW6yVKlUqK+vx/z8PABD6kRERATevXtHhFhMTAwcHBwglUrJ/fz9/VFeXn7vp9FtbW2hpaWFTGh0cXFBTk4OgoODsb6+jtevXxNRZ2k1e2NjAxKJhMTGHbUC8Pl8pKWl3bq/XS6Xo7W1ldiEnJ2dkZeXdy92JtbW1tDS0mLymeJwOBCJROfuDOzs7EAqlZo0H/r7+4PH4yEkJOTGBOzHjx8hk8kwMzNDXndPT0/weDxERkaCoigMDg6iv7+fNBsfFdkeHh5IS0u78WE5DCe5VM72twkmH/huw2Q4332Y1+gXaLVaVFVVYWlpCWw2GyUlJYiIiDj3PkZLnkQigU6nM8nAzc/PN0uoX4SVlRV++tOfYn19HQDA4/GQkZFhsff76PAUNpuN9PR0fPr0iUSLGZMopqamMDExQe73OQesXBcajQa9vb0YHBwklpGUlBTw+XwAht1eYxXfwcEBBQUFZu8YcLlc1NTUkCmbR0W2s7MzioqKbt0KcFoDJJ/Ph0gkuvMNrac1k7LZbCQnJyM1NfXMBs7NzU309fVhenqa3BYQEAChUIiEhASTyvh1YbS3yGQysoADDANweDweAgMDQVEUxsbG0NvbS6xlR98jrq6uSEtLQ0RExLdaZN+7nO2CggKUlpbi3/27f3fu3/3Zn/0Zampq0NDQcKmTY2BgYPhSUKlUePPmDT58+AAOh4PHjx8jMDDwwvs0NjaS2DQ7OzscHh6CzWajuLgYkZGRVz6vo/5va2trFBYWWpzNbcwg7ujoILaRuLg4yGQyHB4egsViITk5GUlJSaipqcHHjx/JffPy8pCQkHDl6/hcnBa3FxoaiuzsbDg7O+Pjx4+oq6sjC86YmBhkZWWZVcHX6/UYGhpCX1+fSUay8b8vk1pyHWxsbKCpqYlMEH3w4AHy8/Ph4eFxq+dhKRsbG2hvbyeNqkZiYmIgFovPjJf88OED+vr6yG4NAISEhCAlJQW+vr4AcO0iVqfTYXJyEjKZjLx32Gw2IiMjwePx4OXlRexK3d3dxPt/tJLt6OiI1NRUxMTE3OuF7JfApcT26uoqGR97Hjs7OyYrMQYGBoZvIwcHB3j9+jU2NzdhY2ODJ0+e4MGDB+feZ3V1FbW1tVAoFGCxWHB2dsbe3h6srKxQVlZ25eZzmqbR29uLnp4eAIbt6LKyMovTK9RqNRoaGsiCICQkhDR/AoaotMLCQtjY2ODrr78mVhJzFxx3mZ2dHbS0tJCYtaOWEeM4b6lUCpqmYW9vj/z8fLOnbS4sLEAikZBqqaOjIw4ODqBWq2FnZ4f8/Pxzm/ZuguMNkNbW1sjMzERcXNydrphubW2ho6PDZDQ6YBiolJ2dfeZ7fnV1Fb29vSYxehEREUhJSbmxZBW1Wo2RkZETTY8JCQlISkqCk5MTqXZ3dnYSC8xRkW1nZ4eUlBTEx8ff+V2G28K4G/i5uNFX4fDwkHmhGRgYvtXI5XK8fPkSu7u7sLe3x7Nnz879oTaOg+7t7QVN03B2dgaXy8XW1ha4XC4eP36MgICAK53T4eEh6urqsLi4CMBgG0lPT7f4+3pjYwPV1dVkSE1kZCTm5+ehVqvBYrEgFAqRkpKC9fV1vHz5kjRzOTo64tmzZ+cOBLnLaLVaMhTkeMoIh8PB5uYm6urqiBCKjIxETk4O7OzsLjz2zs4O2traiDC0tbWFg4MDiXQLCQlBQUHBrQ/5mZubQ0tLy71qgNzZ2UFXV9eJ4Xo+Pj7IyckhVemjGLOq+/r6iDeezWYjKioKQqHwxqwIcrkcAwMDJ5oeeTwe4uLiyO7F+vo6Ojs7SSHzqMi2sbGBQCBAUlLSvcgyv2kODg6wsLCA+fl5LC0t4Y/+6I8+27nciBKmKArz8/Po6emBn5/fTTwEAwMDw51nZ2cHL1++hEKhgLOzM549e3Zu5VihUKC2tpb8kIaHh2NnZwdbW1uwsbHB06dPTxUIlvDx40dUV1dDLpfDysoKeXl5EIvFFvnqjVP1JBIJ9Ho9HB0d4eTkRHzYnp6eKCwshLe3N0ZGRtDS0kL8o76+vqioqDBLeN5F5ubmIJFISDxcUFAQcnJy4OrqCoqiIJVK0d3dDYqiYGtri7y8vAt9+YChotnX10c832w2GwEBAVhbWyMLraysrFuvIisUCrS2tt6rCZD7+/vo6enB+Pi4ye0uLi7Izs5GcHDwieeQpmnMzc2hr6+P2GPYbDbi4uIgEAhubGT55uYm+vv7MT09TaqvHh4e4PP5iIyMJH0T29vb6OzsNMnVN543l8tFcnIy+Hz+rVuK7hI0TWNzcxPz8/OYn583sat9bswW2zExMSb//+rVK7x69erc+9A0jV/+5V++1IkxMDAw3Gc2Nzfx8uVLHB4ews3NDc+ePTs32WN+fh719fVQqVTgcrlIS0vD6OgodnZ2zKqIX4RRILe2thJfdVlZmcUxcRqNBk1NTaTp0dPTE/v7+1hfXwebzUZqair4fD5YLBba2tpIugkAREdHo6Cg4FqG7tw2+/v7aG1tJb5dR0dH5OTkkGSHnZ0d1NfXk6Y7cyvQNE1jYmICHR0dpLnNGMlm3Hl4+PAh8vPzb3VADU3TGBkZQWdnJzQaDVgsFng83rkNhJ8bhUKBvr4+jI6O4mj2g52dHdLT0xEbG3vCu0xRFGZmZiCVSslOBIfDQXx8PPh8/o2MVKdpGisrK+jv78fS0hK5/eHDh+Dz+QgKCiKLAblcThYOx/Ms2Gw2EhISkJKScus7HXcFnU6H1dVVzM/PY25ujuy8GPH29kZISMhnn/littg+6i9cX1+Hra3tmdspXC4X3t7eKCgowPe+972rnyUDAwPDPWJ9fR1v3ryBWq2Gp6cnnj17duaP4fHsbC8vL2RmZqKhoQFyuRxOTk54/vz5lYSWVqtFc3MzqTyHhoaiqKjI4irY1tYWqqursbOzAxaLBVdXVyJQvL29UVRUBA8PD2i1WtTU1Jh4ZMViMRHh9wm9Xo+BgQH09vaSNJijY8eNo+g7Ojqg0+lgbW2NnJwcREdHX3itHz9+REtLC6nAubq6IioqCqOjozg4OACbzYZIJEJRURFpgLsNtra20NjYSBYOPj4+yM/P/yz53eZweHiI/v5+sitghMPhQCgUgsfjnVggUBSFyclJSKVSsqvD5XKRmJgIHo93I+LVKOxlMhmpnhsnPfL5fJNZJSqVClKpFENDQyTD2wiLxUJMTAxSU1Mtjub8Ejg8PCT2kMXFRWK7AQzJSoGBgQgJCUFwcPCNLJYug9liu6mpifx3dHQ0SktL8ad/+qc3clIMDAwM95Xl5WVUVlZCq9XiwYMHePLkyZmidnd3FzU1NWRSY3JyMqKjo/H27VscHBzA1dUVz58/v9IP6u7uLqqrq7G5uQkWi4WMjIxLid6JiQk0NTVBp9PBxsYGFEVhZ2eHVLMFAgHYbDYUCgVevXpFmujZbDYePXp0681818Hq6iqam5vJtfj5+SEvL4+kbsjlcjQ0NJAGuoCAABQWFl74eimVSnR2dpIoPy6XC6FQCIVCQRpW3dzcUFxcDB8fn1tLktDpdOjt7YVMJgNFUeByucjIyEBCQsKdTLNQq9UYGBiATCY7MUUzPj4eqampJ0SzXq/HxMQEpFIpWcDY2NiQtJybyHnXarUYHx+HTCYj9iMOh4PY2FjweDy4uLiY/O3Q0BCkUinJyj5KREQE0tLS7v3gJ0vZ3d0l1eu1tTWTKr+9vT2pXgcEBNzJnZdLebb/7u/+7sY6cRkYGBjuK/Pz86iuroZer0dAQAAeP3585hf/1NQUGhsbodVqYWtri6KiIjg4OODVq1dQqVTw8PDAs2fPrtSANj8/j9raWmg0GtjZ2eHRo0d4+PChRcfQ6XSQSCQYHR0FYGjYU6lUAEyr2YChYdJ4/sa/ffr0qUnF7j6gVCrR0dFBPL+2trbIysoi1WqapjE5OYmWlhZoNBpwOByIxWIkJiaeu4jR6/UYHh5GT08PEVLR0dGIioqCRCIhFdbExESIxeJbFQ3Ly8toamoiAjQsLAzZ2dl3snKq1WoxPDwMqVRKYhCNhISEQCwWn2i+1el0eP/+Pfr7+8nkTVtbW/D5fCQkJNyI1/nw8BDDw8MYGhoy+UwkJiYiKSnJpG+Boii8f/8ePT09JIXkKMHBwUhLS4O3t/e1n+ddhKZpfPz4EXNzc5ibmzuRgOfh4YHQ0FCEhITAx8fnzu+YXUpsi0Si6z4PBgYGhnvN9PQ0amtrQVEUQkNDUVpaemq6x3Hx6ufnh5KSEsjlcrx48QIajQY+Pj54+vTppatsFEWht7cXvb29AAxNiWVlZRZvqe7t7aG6uppU3q2srKBSqU5UswHDuO6amhqyjW+OT/2uYRwg1NHRQURcfHw8MjIyyGtxeHiI5uZmknDh4+OD4uLiCyuNy8vLaG1tJaLB29sbWVlZWFtbw9u3b0FRFOzt7VFYWHirzYdKpRLt7e3EYuTg4IDc3Nw7uROh1+tPDG8x4uPjg8zMzBPDfXQ6HUZHR9Hf309ErL29PRHZN7Gg2d/fJ8kixoq7s7MzeDweYmNjTR7T2JjZ2dl5apOyn58fMjIyvhVhEzqdDisrK5ibm8P8/LzJooPFYsHf358I7KO7AfeBS4ntixojj/Ps2bPLPAwDAwPDvWB8fBwNDQ2gaRpRUVEoLCw8tQlwZ2cHNTU1xOcsFAqRlpaGlZUVVFZWQqfTwc/PDxUVFZeutKlUKtTW1pLmusTERGRlZVnclDg3N4f6+nqo1WoytVKv18PLywtFRUVkd5OmachkMnR0dJD7BgQEoLy8HNbW1pe6hs/B5uYmmpubyRRNT09P5OXlmfQrzc/Po7GxEUqlkviphULhuRYLuVyOtrY2Is5tbW2RkZEBf39/NDY2kni5sLAw5Ofn31pKi7Exs62tjVRdk5KSkJaWducSLYz+6u7ublKVNuLs7IyMjIwT0xG1Wi1GRkYgk8mIMHd0dIRAIEBcXNyNxBIbk0WmpqaIzcHLywsCgQDh4eEn3idra2tob283mWRpxMvLC+np6SbNkl8iKpUKCwsLmJubO+G/5nK5CAoKQmhoKIKDg2/E4nNbXOrd9gd/8Admvfg0TYPFYjFim4GB4YtleHgYLS0tAIC4uDjk5eWdKr4mJibQ3NwMrVYLOzs7FBcXIygoCHNzc6iurgZFUQgKCkJZWdmlq21Hc685HA7y8/MRHR1t0TEoikJXVxf6+/sBgAhtFouFlJQUpKSkEOGu1+vR0tKCsbExcv+EhATk5OTcSY/vaWi1WvT29mJgYID4lNPS0pCUlESuQaPRoL29nexGuLm5oaSk5NwtfZ1OB5lMBqlUCp1OBxaLhYSEBKSmpmJhYQE//elPodVqweVykZOTg5iYmFsTVbu7u2hqaiKTFD09PZGfn3/lWMnrxlj17erqOmEjsLGxgUgkQkJCgolw1mg0GB4ehkwmI4sIJycnCIVCxMTEXLvIpmkaq6urqK6uNsnzDggIgEAgIMkyR9na2kJnZ6fJREojrq6uSE9PR3h4+BcrsuVyObGHrK6umjS1Ojg4kOr1w4cPv5hZLZe6it/6rd869U1AURTW19fR19eHlZUVPH/+/MSWDgMDA8OXgkwmQ3t7OwBDc2NWVtaJ70adTofW1lYiSB8+fIiSkhI4ODhgcnISdXV1oGkaYWFhKCkpufSPy/j4OJqamqDX6+Hs7Izy8nKL0yOUSiXevXtnMs6aoii4u7ujuLjYRFyq1WpUVlaaTAnOysoCj8e71Pl/Dubm5tDa2kqqpaf5lNfX11FXV0e8zMnJycjIyDj3dZqfn4dEIiH38fPzQ05ODhwdHU0sKA8ePEBxcfGtbYnr9XrIZDL09vZCr9eDw+EgNTUVycnJdy6OcXl5GZ2dnSeyktlsNpKSkpCSkmJS6VSr1RgeHsbAwAAR2S4uLhAKhYiOjr726zMuBKRSKTlHY7KIQCA4dSF2XozflzxanaZpbG9vY3Z2FnNzcySJxYi7uztCQ0MRFhYGb2/vL3KRcalv9R/+8Ifn/rtWq8Wf/MmfoLa2Fl9//fWlTgwwVIx+9KMfYXBwEFqtFuHh4fj+97+PioqKSx1Pq9XiO9/5DiYmJhASEoJ3795d+twYGBi+vRwfdS4UCpGenn7iR+K4bUQkEkEkEoHNZmNsbAyNjY0AgKioKBQVFV3qR1av16OtrQ3Dw8MADI1UxcXFFm+5rq2toaam5kRzlkAgQGpqqom43Nvbw6tXr4iYtLKyQmlp6Z30+Z6GXC6HRCIhg1qcnJyQm5trksWr1+vR19eHvr4+0DQNR0dHFBUVnTu9c3d3FxKJhEQeOjg4IDMzE5GRkVheXsabN29IpN9xz/tNs76+jqamJjKJMiAgAHl5ebea3W0OHz9+RGdnp8mIdCORkZFIT083WZyoVCoMDQ1hcHCQ+OxdXV2RkpKCqKioa39+dTodJicnIZPJiMfaysoKycnJiIuLO/X5VKvVkEqlGBwcPBHjZ2tri5SUlBMV+vsOTdP48OEDZmdnMTs7eyK68sGDBwgLC0NoaOidew/eBDfyynK5XPzRH/0RWltb8Wd/9mf4sz/7M4uP0dPTg1/7tV8Dl8tFeXk5nJycUFdXh9///d/H6uoqfvM3f9PiY/6v//W/TALkGRgYGCyFpml0dnYSm0V6ejpSUlJO/N3RtBE7OzuUlJQgMDAQADA4OAiJRALAYLvIzc29VDXn4OAANTU1xPcrEomQmppq0bFomkZXVxcaGhpMtnNdXFxQVFR0ojHraIY4cL8SRyiKwvDwMLq6uqDVas8c1LK9vY26ujpSgYuKikJubu6ZXmatVov+/n709/dDr9eTLO6UlBSw2Wy0tbWRHHVzLCjXiVqtRldXF1mM2draIjs7G1FRUXeqgnjWaHXAsDOQmZlpYnM5PDzE4OAghoaGSLKLm5sbRCIRIiIirl1kazQajI6OYmBggCxIbWxskJCQgOTkZPj7+59ocNTpdBgZGUFfXx+pthvhcrng8/lITk6+cx75y6LX60mD49zcnMnCnc1mIzAwEKGhoQgNDf3WDeG5sWUUh8NBXFycSdOMueh0OvzH//gfwWKx8OMf/xixsbEADPaV7373u/jRj36E0tJSizq2x8bG8Fd/9Vf4gz/4A/zxH/+xxefEwMDAQNM0JBIJhoaGAJxum9DpdGhra8PIyAgAg1AoLS0lSSB9fX3o6uoCAPB4PGRmZl5K9Kyvr6O6uhoHBwewtrZGSUmJxVPSNBoNGhoaTgic+Ph4ZGZmnmhwnJqaQl1dHRHlrq6uePbs2Y2Nsr5ONjY20NTURAS0r68v8vPzTWJsaZrG8PAwGVBjY2ODvLw8REZGnnpMo5VAIpEQK0pAQABycnLg7u6OT58+oba2lviNExISkJmZeWuRfrOzs2hpaSGiJyYmBpmZmbfWhGkOcrkcvb29Jr5/I66urhCLxWRKJ2AQ2QMDAxgaGiLNdB4eHhCJRDfic1YqlRgaGsLw8DBZYDo4OIDH4yE+Pv7UJmCapjE1NYWuri6Sq22EzWYjMTERQqHwixCcWq0Wi4uLmJ2dxfz8vEk2uLW1NYKDgxEWFoagoKB71TB93dzonsWnT59weHho8f26u7uxtLSEr776ightwOBp+sEPfoDf/d3fxYsXL/B7v/d7Zh1Po9HgD/7gD5CUlIR/8S/+BSO2GRgYLIamaTQ3N5Mmuby8PCQkJJj8zfGoPGPaCJvNJhVkqVQK4HJVaON5jIyMQCKRED/148ePLd6K3draQlVVFXZ3d8ltZ0XP0TQNqVRKFgkA4O/vj8ePH9/5qpxGo0F3dzeGhoZA0zSsra0hFosRHx9v8twfHBygoaGBpLgEBASgqKjozLjEnZ0dtLa2kt1SJycnZGVlESuNTCZDZ2cnKIqCnZ0dioqKbi3ST6FQoLW1ldhkXFxckJ+ff64F5rY5b0Kira0tUlNTER8fT7zWSqUSAwMDGB4eJiLb09MTIpEIYWFh1y6y9/b2IJPJ8P79e3J+bm5u4PP5iIqKOtPysby8jPb2dvIdcJTY2NgvYuqjSqXC/Pw8ZmdnsbS0ZDJQyN7envivHz58eOd6AT4XNyK2KYrCj3/8YwwODiIxMdHi+xuzYTMzM0/8m1gsNvkbc/iLv/gLLC4u4vXr13dq24yBgeF+QFEUGhsbMT4+DhaLhcLCQsTExJj8zdGoPFtbWxQXFxNxdbwinpmZCT6fb/F56HQ6tLS0kMmD4eHhKCwstLhiNDU1hYaGBpMfyYiICOTm5p6oeur1ejQ2NpIcZsBQIc3Pz7/zP6Rzc3NoaWmBQqEAYPD8ZmVlnRgUNDs7i8bGRqhUKlhZWUEsFiMpKenU3wutVou+vj4yZZHNZkMgEEAoFILL5UIul6O+vp40mYaEhKCgoOBWqpjGhVhHRwe0Wi3YbDb4fD5EItGd8QNrtVoMDg6iv7//xIREo/dZKBSSRZxSqYRMJsPw8DB5v3p5eUEkEplUvK+L0+L7fHx8IBAIzhX1Hz9+RE1NDVmsHSU8PBzp6en3eurjwcEB5ubmMDs7i5WVFRPLmbOzM8LCwhAWFgZfX98vrsHzOrjUp+9Xf/VXz/w3pVKJlZUV7O3tgc1m47d+67csPr6xuSQoKOjEv7m4uMDNze3UN/RpDA8P42/+5m/wu7/7uxZvsTIwMDDo9XrU1dVhenoaLBYLJSUlJraC41F5vr6+ePToEaleURSFpqYmIpBzc3MvVYRQKBSoqqrCx48fLz12Xa/Xo729nYh+wOAdraioOHWypEqlQmVlJfGEA0BaWhpSUlLudOHieGXX2dkZubm5JyrLGo0GEomEvDaenp4oKSkhEzGPQtM0ZmdnIZFIiHgPCgpCTk4O2VWYmppCc3Mz1Go1OBwOsrOzERcXdyvP1dbWFhobG0lms6+vLwoKCk69ls+BXq8nExKPD6QBDL749PR0Ykk6ODiATCbDyMgIEdne3t5ITU1FcHDwtT6nNE1jbW0N/f39RH8AQGBgIIRCIfz9/c98PLlcju7ubjJt9CiBgYHIyMi4t1Mf9/f3SYPj0e8AwGDdMQpsT0/PO/19cBe4lNi+qKrM4XAgEAjwW7/1W0hPT7f4+MYvsrO2WhwdHU8NgT+ORqPBH/7hHyImJgb/8l/+S4vPA8C9Xol+W2Beo7vPfX2NdDodvvnmG0xPT4PNZuM73/mOSUVbLpfjm2++IYv/1NRUFBUVmeRQv3r1Cu/fvweLxcKTJ0+QnJxs8XksLi7i5z//OQ4ODmBra4vvfOc7Fid/yOVyfP311yY/msHBwXj27Nmp0XPb29v4+c9/Tpq+2Gw2njx5gqSkJIvP/7agKApSqRSNjY3QaDRkUZKTk3PCJ728vIyXL1+S6xOLxcjLyzu1Wr+1tYWamhoi3l1dXVFSUkKaDFUqFWpqakgTor+/P54/f36tQvesz5BxImlHRwcoioK1tTUKCgouHLZzW9A0jffv36OpqYl4140j7wGDIC0uLiYxwQqFAh0dHSSfHDA8nzk5OdfuyaZpGtPT02hvbyfpJywWC7GxsRCLxSYDjY6jUqnQ3t6O7u7uEzYYf39/FBQU3MsC3+bmJsbHxzE+Pk4GPBnx9/dHdHQ0YmJi7swi7r5wKbFtjKs6DS6XCzc3t1trADmP//7f/zsWFxfxzTffXHq787TxqQx3Bzc3N+Y1uuPc19dIp9OhuroaCwsLsLKyQllZGXx9fcm1rKys4N27d1AqleByuSgsLERERARpiNLpdHj37h3m5ubAZrNRUlKCoKAgi56L4/5sT09PlJeXw8XFxaLjrKysoKqqijR4sdlsiMViJCcnk+3go8dbW1vDmzdvyDY/l8vF48ePERAQcGdfy83NTTQ2NpLMYx8fHxQUFMDT05MUcIBfjLI3Rvo5OTkRsXe8me24ZcTKyopYRjgcDnZ3d7G6uoq6ujrI5XKTwT9sNvvanquzPkPLy8tobm4mvvvQ0FDk5OTAycnpRNTa52B5eRkdHR2kKdUosmmaPtH8uLKygv7+foyMjBDx6uvrC5FIRKYoHu0vuAp6vR7T09Po7+8nUYhsNhuxsbHg8/lkp+K059yYMNLb20s+T0bc3d2Rnp5OrumuflaOQtM0tra2MDMzg5mZGZPhQSwWC35+fggPD0doaKhJAfQ+XNtxPmfR51Ji+6YH1RgbUo6PZTWiUCgubDAYGxvD3/7t3+IHP/gBoqKirv0cGRgYvly0Wi0qKyuxvLwMDoeDx48fk9g+mqbR39+Prq4u0DQNDw8PlJWVmXyRa7VaVFVVYWlpiQh1S6tcx/3ZERERKCwstKiQYTzXzs5OcpubmxvKysrOrExNTEygvr6eVB4dHBzw7NmzO1vJ0ul06OnpMZkAmZGRgYSEhBOV3d3dXdTW1hJBflaknzmWEb1ej56eHtLw6uzsjJKSknOrodfF4eEhOjo6yHvDwcGBVH7vAhsbG+js7CTNo0dF9vHmR4VCgf7+foyOjhKR/eDBA4hEIgQGBl5rJVun02FsbAwDAwNkYcXlcpGYmIjk5OQTXv6jGKvgnZ2dJxZljo6OKCwsxMOHD+/EbsJF0DSNjY0NIrCPLszYbDYePnxIBPaXkJhyF7gbHRPHMPrqFhcXER8fb/Jve3t72NnZuXBK2eTkJPR6PX70ox/hRz/60Yl/n5+fR1RUFJycnMiXJQMDA4NGo8Hbt2+xurp6ws+sVqtRX1+Pubk5AEB0dDTy8vJMBLBGo8GbN2+wtrYGDoeDiooKi1MgrsOfrdFoUFVVZTIc5Lzph8cH9QAGD/PTp0/PFSGfk6WlJTQ3NxOxEBYWRiY1HsVoZZBIJNBqtbC2tkZeXt6phZjd3V20trYSa5CTkxOys7NNmvGO53DHxsYiOzv7xqPNjJFyEomEJH0lJCQgIyPjTqTC7O3tobu7G5OTkya30zQNNpuN5ORkpKSkwMbG5kyRnZqaeuqI86tgnC45ODhInjc7OzskJycjMTHxwuduZWUF7e3tJyYf2traQiQSIT4+Hl5eXne62mscMmMU2EeLmVZWVggMDER4eDhCQkIsHojFcDFXEtuHh4cYHR3Fp0+fTnQVH+XZs2cWHTclJQX/5//8H7S3t6O8vNzk34y53SKR6NxjBAcH4zvf+c6p//b111/DyckJJSUldypvlIGB4fNyVChzuVw8ffqUDHXZ3NxEVVUVaf7Ozc090fymUqnw+vVrfPz4EdbW1njy5MmJoTAXsb6+jqqqKiiVStjY2KC0tPTUZvHz2NrawosXL4iwsLa2RllZGanOH0en06Gurs5EJAUGBqKsrOxOZuMeHh6ivb2dNKU5ODggNzf3VB/74eEhmpqaiN/a398fxcXFJ3ZHdTodpFIppFLpqSkjwC9sPe3t7dDpdLC1tUVeXh4iIiJu+IoNzWrNzc1kEeDu7o6CgoJbqaRfhFKphFQqxfDwMLElHfVlR0REICMjAy4uLlAoFOju7r4VkX1wcIDBwUGMjIwQjeLk5AQ+n4/Y2NgLd4m2trbQ0dFh0jQJGPrShEIhkpOT7+TnwwhN01hfX8f09DRmZmZMhsxwOBwEBwcjPDwcwcHBd/o6vgRYtPHTYCH/43/8D/zt3/7tialIR6FpGiwW69Qu3fPQ6XQoLS3Fx48f8Y//+I+kIUmhUOC73/0u5ufnUVlZSbZlt7e3sbOzAzc3N7i7u194/KioKLPHtd/llSrD/fUDf5u4L6+RWq3G69ev8eHDB1hbW+PZs2dkYt34+Diam5uh0+ng5OSEsrKyExMTlUolXr16hc3NTdja2uLZs2cWpxCMjo6ipaUFFEXBw8MDjx8/PrV58TxGRkbQ0tJChM7Dhw9RVlZ2ZrXq8PAQ7969M6mAx8bGntks+DmhaRqTk5OQSCTktycxMRHp6emnVieXlpZQX19PRqSnpaWBz+ef2Oqfn59Ha2srsQcEBgYiJyfHxBqkVCrR0NBAhNdFOdzXBUVRmJqaQlNTE3Q6HdhsNkQiEQQCwWd/fYwxflKplGRfs9lsIrh9fX2RlZWFBw8enFrJ9vPzQ2pqKh4+fHitIvu0jGx3d3cIBAJERkZe+LwdHBygu7sb79+/x1GJxGazkZSUBKFQeKJQd1e+5yiKwtraGmZmZjA7O2sisLlcLkJCQhAeHo6goKA70Vt3m9w7z/Zf//Vf43//7/8NDodD4pSuc5uRw+Hgj//4j/Hrv/7r+JVf+RU8fvwYjo6OqKurw8rKCv7Nv/k3Jv7HH//4x/iLv/gL/PZv/zZ++MMfXtt5MDAwfDtQqVR49eoVNjY2YGNjg+fPn8Pb2/vENMjAwMBTd8QUCgVJtrC3t8ezZ89MJhNehF6vh0QiIY8TFhaGoqIii6pNFEWhsrKSiEEWi4WsrKwz86IBg2Xi9evXJp7Nuxrtt7e3h+bmZuID9vDwQH5+/qmVXZ1Oh66uLgwMDAA4e0T6/v4+WltbMT8/D8Dgvc3Ozj6Rpzw/P4+GhgYcHh6aNJfe9HO0sbGBxsZGMiDF398f+fn5nz3dh6IoEuNnFHNWVlbQ6/WgKArOzs4Qi8UIDw/HwcEBWltbb0Vkb21tQSqVmmRk+/r6QigUIiQk5MLH0mg0kMlkkMlkJhn0wN0eSENRFFZXV4lF5OgwQWtra4SGhiI8PByBgYF3Jm/928alnvWf//znsLW1xY9//GPExcVd9zkBMHzh/+QnP8H//J//EzU1NdBqtQgPD8fv/M7v4MmTJzfymAwMDN8+Dg8P8erVK3z69Am2trZ4/vw5vLy8IJfLUV1dTZrpRCIRRCLRiaro/v4+Xrx4gf39fTg6OuL58+cWiSGlUonq6moSyZeeng6hUGiRCNnd3cXXX39N8osdHBzw1VdfnXseq6urqKysJIkKZw3r+dxQFIXBwUF0d3dDp9PBysoKIpEIfD7/1Arl9vY23r17h83NTQCG0fNZWVkmVTydToeBgQH09fWRajGPx0NKSorJAker1aK9vZ0sgjw8PFBSUmLRQuoyaLVadHd3Y3BwkDQVisVixMbGftZFkHE8fWdnJ6nicjgc6HQ66PV6WFtbQyQSITExESqVChKJ5FZE9vr6OqRSKVk0AeZlZBuhKApjY2Po7u4+MfU6PDwcaWlpZu2a3yZGgT09PY3Z2VmT87axsUFYWBjCw8MREBDw2XdAGC5pI0lISEBaWhr++q//+ibO6U5xF7aFGM7mrmzdMZzNXX6NlEolXr58ia2tLdjZ2eGrr76Ch4cHlpeXUVNTA5VKBRsbG5SUlJw6antnZwcvX76EQqGAs7MzvvrqKzKUwxw2NjZQWVkJhUIBa2trlJSUWJxaMjY2hqamJlLJCw8PR2lp6bmpCOPj42hoaCD3ucjT/bk4Xtl9+PAh8vPzTx1Nb/RTt7W1Qa/Xw9bWFgUFBSd83EtLS2hpaSExcv7+/sjNzT2RtrKxsYHa2lry3uXxeEhPT7/xyuDCwgJaWlqIpSUyMhIVFRXEpvG5WF9fR3t7O8leNlayAYO9IiEhASKRCHq9/lbsIjRNY2lpCVKpFKurq+T28PBwCIVCsyxcNE1jfn4e7e3tJ2IFHz58CLFYfMIudha38T1HURRWVlZIBfuojdfW1hahoaGIiIhgxqSfwb2zkXh5eV33eTAwMDDcKkqlEi9evMD29jYcHBxIRdoYlUfTtEmu9XG2trbw8uVLKJVKuLm54fnz5xb5dycnJ9HQ0AC9Xg9XV1c8fvzYouoZRVGoqqoi1Tw2m42ioqJzo05pmkZPT4/JYDJ7e3t873vfuxNpFkaOV3ZtbGyQlZWFmJiYU8WaUqlEY2MjeS4CAwNRVFRkYm9UKBRoa2vD9PQ0AMN1Z2VlITIy0uSYFEWhv78fPT09oCgKDg4OKC4utjhRxlKUSiUkEgmmpqYAGBr58vLyEBwcDEdHx8+2YN3Z2UFnZydpMGWz2WCxWERIh4aGQiwWw9raGn19fSY52TfR+GiMZZRKpSQdhM1mIzo6GgKBwGxB9fHjR7S1tZ2YjOjl5QWxWHxnFp4XCeywsDBERETA39+fEdh3mEuJ7bKyMvz85z/H3t6exc07DAwMDJ+bg4MDvHjxAjs7O8RyYW9vj+rqaiIqYmJikJeXd2olc2NjA69evYJKpYKnpyeePXtmdh7t8fHuwcHBKCkpsUjsbm9v48WLF8Q24ujoiH/yT/7JuX5SnU6HxsZGk8QRNzc30gh6V3YflpaW0NTUZFLZzc7OPvP5XVxcRH19PZRKJaysrCAWi0186hRFYWhoCN3d3dBqtWCxWEhMTERaWtqJ53x/fx91dXVEgIWHhyM/P/9Go9CMsYTt7e1Qq9VgsVhISkpCWlraZ02IUCqV6OnpwejoKNkB4XK5pMLu5eWFrKwsskC9aZGt1+sxOTmJ/v5+EwtLfHw8eDye2V7q/f19dHR0kEWXERcXF4jF4hN+/c/BUYvIeQL7vuR6M1xSbP/whz/EwMAAfvu3fxv/9b/+1zuzAmRgYGC4CIVCgRcvXmB3dxeOjo746quvQFEU/vEf/xE7Oztgs9nIyclBfHz8qT+6R6cr+vj44OnTp2aLMbVajXfv3pH4NoFAgPT0dIt+MIeGhiCRSExi1UpLS88VCIeHh6isrDQZv+zn54fHjx/fmUzdw8NDtLW1YWJiAoBhAZGXl3emrUan06GzsxODg4MADGkTpaWlJn7qtbU1tLS0EP+2r68v8vLyTuzOGlNOWlpaoNFowOVykZubi+jo6BsVXjs7O2hqaiI2CE9PTxQUFJhtXbgJNBoNBgYGIJPJiLC2sbGBWq2GVquFg4MDMjIyEBAQAJlMduMiW6vVYmxsDDKZjAwYsrGxQVJSEpKSksyO71WpVOjr68PQ0BBJSwEMOxzp6emIiYn5rML1vCZHRmDffy4ltv/Vv/pXoCgKMpkMjx49gr+/P3x8fE79cLFYLPzf//t/r3yiDAwMDFdFLpfjxYsX2Nvbg5OTE7766it8+vQJ9fX1REiUlZWdmV28vLyMt2/fQqfTwc/PDxUVFWZXpLe3t1FZWYnd3V1wOBwUFBRYNN326FRKwPyGxp2dHbx+/dpk6l14eDiKi4vvRDLBaYNakpKSkJ6efmZld2trC7W1tUREJyYmIjMzk1zP8QmL5zUYqlQqNDc3k0rngwcPUFxcfKO7tnq9HjKZDL29vdDr9eBwOEhLS0NycvJnE1LGJsGenh6yY2IU2Wq1GlwuFwKBANHR0RgaGiJRmIBhEZOWlnatIts4iGZgYIBUdu3t7cHj8RAfH2/25844Xt24s2HkaDPn5/ocUBRlkoNtfN4BRmB/aVzqHXbU76fX67G0tER+AI7zubdjGBgYGADT1BBnZ2c8e/YMY2NjZIKsv78/Hj16dKZdYX5+HtXV1dDr9QgMDER5ebnZObULCwt49+4dNBoNHB0d8fjxY4syuD9+/Ig3b94QMWpvb49f+qVfutCfurKygsrKSpOhY8nJycjKyroT381yuRzNzc0krvCiQS3HmyDt7OxQWFhIqt80TWNsbAydnZ1EoMXFxSEjI+PUCujy8jLq6+uhUCjAYrGQmpoKoVB4o8JmfX0djY2N2N7eBmDwl+fl5X02S6axSbCjo4PYM6ytraHVaomtJTY2FklJSRgfH8f/+3//z0Rkp6amXutYdaVSiYGBAZNBNM7OzhAIBIiJiTFbGBvHq7e1tZlkTVtZWYHP54PP53+WPoXzBs0YU0SYJscvj0uJ7cbGxus+DwYGBoYb46jQdnFxQXl5OVpaWkiRgMfjQSwWnymypqenUVtbC4qiEBoaitLSUrN+9GmaJg2XgMG6UVZWZra/m6ZpSKVSdHV1kduCgoJQXl5+4eO/f/8ejY2NJkM5MjMzwefzzXrsm4SiKAwPD6OrqwtardasQS3HmyCDgoJQWFhImiA3NjbQ3NxMoho9PT2Rl5d3Zg53d3c3ZDIZAMDV1RXFxcVkiNFNoFar0dnZSWIE7ezskJ2dfaJB8zb58OED2tvbiUfd+J4yityAgAAIhUIsLi7iH//xH4nI9vHxQWpqKoKCgq7t3Pf39yGTyTA2NmYyiEYoFCIyMtKiBdBx+xAA4tVPSUkx+/N3XdA0jY8fP2J6ehrT09PEDgMYFjZGgc3E9H25XEps+/v7X/d5MDAwMNwIe3t7ePHiBeRyOVxdXZGTk4PKykrs7++bZec4GpMXGRmJoqIis34QjzckxsXFITc31+wf0+P52wAgFovB5/PPFTg0TaOrq4tU7AFDWkNxcTEiIyPNeuybZGtrC42Njfjw4QMAwwIkPz//3CSWpaUl1NXVQalUnhgqo1ar0d3djeHhYdA0DS6Xi/T0dCQmJp4q0I5bUOLi4pCVlXVjzYjG9IzW1lZSxYyNjYVYLDbbb3zd7O3tobOzk1hn2Gw2rK2tyW6Am5sbUlNTSTSl0X5xEyJ7e3sb/f39mJycJF5qHx8fpKSkmDWI5ig7OztobW09sdMeFRWF9PR0i2I5rwpN09jc3MTU1BSmp6dNbFxcLtdEYN8FOxfDzcK8wgwMDF8su7u7ePHiBRQKBVxdXZGYmIiqqirodDo4Ozvj8ePH5w4oGRkZQXNzMwCDQMrPzzerwiaXy1FVVYWNjQ2wWCxkZ2cjMTHRbOGwvLyMqqoqUmG0trbG06dPz7RXGNHpdKivrzdJWrC2tsbjx4/x8OFDsx77ptDpdJBKpZBKpaAoClwuF2KxGAkJCWc+L3q9Hl1dXaQC7ebmhtLSUnh5eRGv91GbQEREBLKysk6NYKRpGkNDQ+jo6Dg3h/s6kcvlaG1txdzcHABDBT0vL+/GYwTP4vDwEH19fRgeHibC1t7eHkqlEiqVCnZ2duDz+VCpVGhsbCQi29vbG6mpqQgODr42kb2xsYG+vj6S/gP8opJuaR63UqlEZ2cn8egbCQwMRFZW1okM9Ztka2sL09PTmJqaMsnuNo5Kj4iIQFBQECOwv2UwrzYDA8MXye7uLr755hscHBzAzc0Nfn5+kEgkAAwWhJKSknOTOAYGBtDW1gbA0ICXk5NjlgBYX19HVVUVlEolbG1t8ejRI7PFlV6vR3d3N4kFBAxC58mTJxdufSuVSlRWVpKKMWCYJPn06dMbn3h4Eevr62hoaCCe4JCQEOTm5p4b17azs4N3796RgTYJCQnIzMwEl8vFzs4OWlpasLy8DMAgYnNzc89MxlIoFGhoaCAVz+MWlOuGoiiMjIygs7OT2GQEAgFSUlI+i8jS6XQYGhpCX18fWcA5ODjg4OCARCYmJCSAzWajt7fXJN4vNTXV4grzWdA0jbW1NfT19ZlUn8PCwiAUCi1OYTm+gDPi7e2NnJycCxen18Xu7i5GRkYwPDyMra0tcruVlRWCg4MRGRmJ4OBgs3s8GL48GLHNwMDwxbGzs4MXL17g4OAArq6usLGxwdjYGAAgJSUFqampZ1aoaZpGX18furu7ARji+TIyMswSG+Pj42hsbARFUfDw8MDjx4/Nbnzb399HdXU1GdQBGER+VlbWhdaTra0tvH371mSr2t3dHU+fPjU7f/gm0Gg06OzsxPDwMACDTzknJwcRERFnPp/GJkeJRAKdTmdSgTZ6rY3iysrKCikpKeDz+WeK2JmZGTQ1NUGlUsHKygpZWVnnVtOvyqdPn9DU1ES8476+vigoKLjV6qoRmqYxMTGBrq4u4hO2s7ODRqMhuwFhYWFwcHDA2NgYEdmenp5ITU1FaGjotYnsxcVF9PX1kfhJFouFqKgoCAQCi58b43uko6MDarWa3O7i4kIWXTftg5fL5aSCffQzy2azERQUhIiICISGhn7WrHSGuwMjthkYGL4otre38fLlSxwcHMDFxQUajQa7u7vgcrkoLi4+1zZA0zQ6OztJZTktLQ0pKSkX/nBTFIWOjg4MDAwAMEzVKy4uNvuHdnp6GvX19aQBzZxpkEaWlpZQXV1tkjhiaSzhTbCwsICmpiYi8mJiYpCVlXXuboLRvmC0FgQEBKCoqAiOjo5YWFhAa2sr9vb2ABiq0zk5OaeObgcMQl8ikRBrgZeXF0pKSiya0mkJWq0WPT09GBgYAE3TsLa2hlgsPjOv/aZZXl5Ge3s72RmwsbEBTdMk0cbHxwceHh6YmZkh753rFtkURWFmZgZSqZR45K2srBAbGws+n3+pBJbFxUU0NTVBLpeT286aBnrdHBwcYGZmBlNTUyaZ9SwWC6GhoQgJCUFoaOidya5nuDswYpuBgeGL4ehkRUdHR8jlclAUBVdXV5SXl59bQaNpGq2traQKm5WVBR6Pd+FjHh9UIxKJkJqaataPvlarRVtbG0ZHR8ltTk5OqKioMMv6MTIygpaWFpPEkc+doa1UKtHW1kYaQ52dnZGfn3/h8LOVlRXU1dVBoVCAzWYjPT0dfD4fBwcHqK6uxszMDACD/SE7Oxvh4eFnPsfr6+uora0llX6BQIC0tLQbS3pYXFxEc3Mzebzw8HBkZ2ef6h2/aba2ttDR0UHiFDkcDqytrUmGs7OzM7y9vbG4uEiq7x4eHkhNTb226Yl6vR4TExPo7+8nvmUul4uEhATweLxL2Xc2NzdRX19PFg/GY2ZkZCA+Pv7GXluVSoWZmRlMT09jZWXF5LPm7++PiIgIhIeHw9/f/85MYWW4ezBim4GB4Ytga2sLL168wOHhIWxtbUlF1Zxx6BRFobGxEePj4wCA/Px8xMfHX/iYOzs7ePv2LRlUU1hYaHbix9bWFqqrq01+oAMDA1FaWnphZex4Jd1IUlISsrOzP0sl1diw2NraCpVKBRaLheTkZKSlpZ3rVdXr9ejt7UVfXx8Ag/+6pKQEXl5eGBgYQE9PDxmznpycjNTU1DN3DIzHkkqloGkaTk5OKC4uvrEELaVSCYlEgqmpKQCGqZe5ubkIDQ29kcc7j4ODA3R3d+P9+/egaRosFossOHU6HaytreHr64sPHz6QhYu7uztSU1PPXbhYwmnTHm1tbcm0x8tUfA8ODtDQ0EAWs4ChOi4UCiEQCG5kUanRaDA/P4/JyUksLS2Z+MF9fHwQGRmJiIiIz7KYYrifMGKbgYHh3nNUaHO5XBJhZk6VWa/Xo66uDtPT02CxWCgqKkJ0dPSFj7m4uIiamhqLB9XQNI3379+jpaWF5Ambe66AQdDU1taShAsj5sQC3hTHh9N4eHigoKDgwtzqvb091NbWkqbO2NhYZGdnY2trCz/96U9Nxqzn5+efW+3f2dlBXV0dqdZGR0cjJyfnRqw0xz3DLBYLSUlJSEtLu3WP7mnj1Z2dnSGXyyGXy8Fms+Ht7Y2dnR3SlGiM9gsPD7+WAT6nTXt0cHAg0x4v85wYbUDj4+OkmsxisZCQkID09PRrf111Oh0WFxcxNTWF+fl5YukCDPaaiIgIREZGfrbhQwz3G0ZsMzAw3Gs2Nzfx4sULqFQqsNlsaLVas/zZgOEHtrq6GgsLC2Cz2Xj06NGF96FpGoODg2hvbwdN03jw4AHKy8vNGpShVqvR3NxMKqGAYSu8pKTErGqoQqHA27dvTbbS2Ww2CgsLzVogXDc0TWN4eNgkdeOi4TRGJiYm0NzcDK1WC2tra2I1aWtrI82stra2yMjIQFxc3LkNlaOjo2hra4NOp4ONjQ3y8vJuLFN8e3sbTU1NJP/cy8sL+fn5FidpXBWKovD+/Xt0d3cTi4ijoyNUKhWxs7i7u0OhUJDFjJubG0QiESIiIq5FZJ817VEoFCI6OvpSVWeKotDX1wepVGqyGA0PD0dubu61DqShKArLy8uYmprC7OysSd+Di4sLoqKiEBER8VmaWxm+LBixzcDAcG/59OkTXr58SappRn/248ePL2yE02g0qKysxMrKCqysrFBeXo7g4OBz76PT6dDc3EzsJrGxscjNzTVLVGxsbKC6uvpEYkh5efmFY9eN93/79i0ODg7AYrHIAJfy8vIL/dA3wfb2NhobG0mj2IMHD1BQUHDh865Wq9Ha2oqJiQlyv+LiYqyuruLv/u7vyGtpzuAXpVKJhoYGUlEPCAhAYWHhjSSwHI+Z43A4SEtLQ3Jy8o2Odz+OMdmjvb2djHy3s7MDTdPEuuHg4ACNRkP+3cXFBampqRZPYjyL65z2ePS6xsfHIZFITESvv78/CgsLr62iTNM0Pnz4gMnJSUxPT5OGUcDwvEVGRiIqKgpeXl6fbbInw5cHI7YZGBjuJceFNmCePxswCL7Xr1/jw4cP4HK5ePLkyYW+XqVSiaqqKqyvr4PFYiEzM5NMMTwP4zCVtra2E42MhYWFZm2xz87Oora2FjqdDmw2GxRFwd7eHk+ePDHLunKd6PV69Pf3o7e3lwynycjIMGtoz4cPH/Du3Tvs7++DxWJBJBIhNDQU9fX1pFLs7u6O/Px8+Pn5nXus2dlZNDY2kki/jIwMs16Py7C8vIzm5mbS7BccHIzc3NxbnUgIGN7z7e3tJF+cy+XC1taWJHNYW1uDpmkS6+fi4gKRSISoqKhrEdlnTXsUCoVXSjBZWlpCQ0ODyRhzDw8PFBUVXcv7++g0x6mpKZMkE1tbW2IR8fPzYwQ2w43AiG0GBoZ7x8bGBl6+fGmSsZuSkoK0tLQLfyyVSiVevXqFzc1N2NjY4NmzZxdaAIxjqxUKBaytrfHo0SMEBQVdeJ4qlQr19fWYn58nt7FYLGRkZJjlr6ZpGgMDA2hvbwcAIrRdXV3x9OnTW/ePfvz4EY2NjcRLHRQUhPz8/AsryRRFob+/Hz09PaAoCk5OTigoKMDy8jJ+9rOfkUpxamoqkpOTz7WgHI/08/T0RElJyY1s9R8eHqK9vZ3sZNjb2yM7O/vcnPCbYH9/H/X19eQ8WCwWnJ2dsbe3R+w7VlZWJlYOkUiE6OjoaxHZGxsbkEqlpLESAB4+fIiUlBSLpz0eZXNzE7W1tSaDYIzvjevYrdnd3SUC21jlB34xLj0yMhIBAQE3lmTCwGCEEdsMDAz3io2NDbx48YIICw6Hg6KiIkRERFx4X4VCgZcvX2JnZwd2dnZ4/vz5hRF7RzOwXV1dUVFRYZbtY319HTU1NSbVOksmSur1erS0tBD/MovFAkVR8PHxwZMnT861V1w3Wq0W3d3dGBwcBE3TsLW1RXZ2NqKioi4UWnK5HPX19VhZWQEAMuyjsbGRVBhDQ0ORk5NzoWhfX19HXV0dydrm8/lIS0u79kQK4zCYtrY2snOSkJCAjIyMW80uV6vV6O/vx+DgIGnYc3V1xf7+PnkOOBwOdDodKIqCs7MzUlJSEB0dfS0CcnV1FVKp1CQJJCQkBEKh8ErTGRUKBWpra7G6ukpuM76nrtp7cHBwgOnpaUxOTpJmWcCwUA0JCUFkZCRCQkKYcekMtwrzbmNgYLg3bGxs4OuvvybCw5JM6r29Pbx8+RL7+/twdHTE8+fPzxXNNE2jp6cHvb29AAyxfI8ePbpQbNE0jf7+fnR2dprc7u3tjbKyMrOsByqVCtXV1USgGo8bHByMR48e3erY5+XlZTQ2NhKveWRkJLKzs81qVDtq9eByuRCJRFhbW0NtbS0Aw+uXk5NzYXPoaZF+RUVFePjw4dUv8Bg7Oztobm4mz72Hhwfy8/NvbfQ3YLjesbEx9PT0EE+xs7MzVCoVsbJYWVlBr9dDp9PByckJKSkpiImJubLINnrCpVIpsfawWCxERkZCIBCY9Vk7C41Gg4aGBpMKuXFH4ypJOmq1GrOzs5icnDTJwmaxWHj48CGioqIQFhb2WYc8MXy7YcQ2AwPDveDDhw/45ptvSEOWv78/ysvLzcru3drawqtXr8hUyefPn58rerVaLerq6sgkQx6PB7FYfOGWvFKpRF1dHYlYM2JJI+Xu7i7evHmD3d1dYhsBgLi4OOTl5d1aM55arUZ7ezuprDs6OiIvLw8hISEX3vf4sB4vLy88fPgQPT09xHfO4/EgEokuXDhsb2+jrq6OjMS+qUg/nU6H/v5+9PX1EVuLSCQCj8e7NZsBTdOYn59HR0cHyV+3t7cHi8Uiix3je0Kv18PR0REpKSmIjY298jlSFIXZ2VlIpVKSdsNms8m0x7MmdZqDXq8n7wfj+5nNZiMxMRFisfhS567T6bCwsIDJyUksLCyYJJf4+vqSLOzLDNBhYLhuGLHNwMBw51laWsLr169JxSoxMRHZ2dlmCc+NjQ28evUKKpUK7u7ueP78+bk/wHK5HG/fvsXm5ibYbDby8/MRGxt74eOsrKygtraWNKcBBkGRk5Nj9sjulZUVVFVVQa1WE3sAAKSmpkIkEt2aT3h2dhYtLS3kWiyxUHz69Anv3r0jYjEiIgKbm5tkAI+/vz9yc3Mv9FgbYwXb29uh1+tha2uLvLw8s+xClrK8vIyWlhZyzkFBQcjNzb1VT/zHjx/R3t5OrBXW1tawtbUlItuYQENRFBwcHIjIvqod4qxpj/Hx8eDxeFca3ELTNKRSKfr6+kxyqyMjI1FQUGDxDg1FUVhZWcHk5OSJqD53d3dERUUxWdgMdxJGbDMwMNxpJicnie0AMH+6IwCsra3hzZs30Gg08Pb2xtOnT8/1Oq+traGqqgqHh4ews7NDeXn5hakYFEVBKpWip6fHJG3EwcEBZWVlZtsPxsbG0NzcDIqiYG1tDY1GAxaLhby8PLOv96ocHBygtbWVbPO7urqioKDArAmMxtSV9vZ2UBQFOzs7eHp6Ynp6GoAhni4zMxPR0dEXLhoUCgXq6+tJ6kZgYCAKCwuvfWKfUqlEe3s7iSH8HA2Q+/v76OrqIuPt2Ww2XFxcsLOzYyImaZqGg4MDhEIh4uLiriyyT5v2aGNjQ6Y9XqUnwDi4qb293aSJOSAgAMXFxRZVm2maxsePH0mjozFTHDDsthgFtqenJ5MkwnBnYcQ2AwPDnaW/vx8dHR0ADCLk+fPnZo/eXlxcRFVVFXQ6Hfz8/FBRUXFuZfb9+/doamoCRVHw9PRERUXFhQ17BwcHqKurI6LQiJ+fHx49emSWqKAoCp2dnZDJZAAMgsdY2S4tLb2V0d9GcdTW1kYmIgoEAohEIrNE3fG8aw8PDygUCvK8xMfHIyMjwyzLz9TUFJqbm8lzIBaLzYoVtATj9XZ0dHy2Bki1Wg2pVIrBwUFigXBzc8Pe3h6psBtxdHQEn89HfHz8lUX2TUx7PMr8/DyamppMdng8PT1RWlp6YQb7UXZ2djA5OYnJyUnSDAowUX0M9xNGbDMwMNw5aJpGU1MT8QtbW1vjn/2zf2b29vDs7CxqampAURSCgoJQVlZ25pY1RVFob2/H4OAgACAsLAzFxcUXbnEvLy+jtrYWSqWSbPEDQFJSEjIzM83yoWo0GtTW1pJoQKPQtrW1RUVFxa005e3v76OyspKMf/fy8kJhYSG8vLzMuv/i4iLq6+uhVCrBZrPh4OBAotw8PT2Rn59/4dh2wNAU2tLSQqZrent7o7i42CKBZg5bW1tobm4mzX+WnON1oNfrMTo6ip6eHiJ2XVxcoFQqT4hse3t7CAQCZGVlmaTaXAbjtMfh4WGTse4CgQAxMTFXFvFra2toaGggVhTj8QsLC81uZFUoFCRJxOjRBwxNlKGhoYiKikJgYCAT1cdw72DENgMDw51Cq9Xi7du3JA3CwcEB//yf/3OzqqIAMD4+joaGBtA0jfDwcJSUlJz546xWq1FTU0MaGs3xRlMUhd7eXpJSYmxY43A4yM/PNzu67Lg3nMPhQK1Ww9nZGU+fPjUrXvAqUBSFoaEhdHV1QafTwcrKCmlpaeDxeGZ54XU6Hbq6uogX28bGBhqNBnK5HFwuF+np6UhMTDTrWEtLS6ivryfTMVNSUpCSknKtokqr1aKvrw8ymcxkAmRSUtKtiDeapjE3N4eOjg4iSB0cHEDTtEnlFjBYbgQCARISEsDlcq+UPnMT0x6PsrW1hYaGBpOYPVtbW+Tk5CAqKurC+x9NEjm6Q8RisRAYGIioqCiEhoZeueLOwPA5YcQ2AwPDnWF/fx8vX74k4sPNzQ3f/e53zRYbQ0NDaG1tBWBIAMnPzz9TTOzs7KCyshI7OztmZ3Ufzwc2Zl87OzujvLzc7Grw+vo6KisrcXh4CBsbG+h0Omg0Gnh5eeHJkyc3nqBwXCAFBQUhJyfH7MSJ7e1tvHv3jgy3MS4UAENDZFZWlln+aq1Wi87OTgwNDQEweMSLi4uvvcq8sLCAlpYW0mwYEhKC3NzcGxnrfhofPnxAe3s7qaYfb340YmtrC6FQSET2VThr2mNKSgpCQkKubL/Y29tDU1OTiUA2LmB4PN65x9fpdFhcXMTk5CTm5+dPJIlERUUhIiLCrHhJBob7ACO2GRgY7gQrKyt4+/Yt2eL29vbGd77zHbO2t2maRl9fH7q7uwEAycnJyMrKOvMHf3FxETU1NdBoNHB0dERFRcWFQnlxcRF1dXU4PDwk1WyaphEUFISSkhKzK+8TExNobGwk0W0HBwegaRoBAQEoLy+/0QqeTqeDVCqFVColjZiZmZnIzMw02f4/C5qmMTY2BolEYjI6XqfTwcXFBbm5uWZN1gQM6Rt1dXXEOpGQkIDMzMxrzRBXKBSQSCSk4dPR0RE5OTkICwu7tsc4j/39fXR2dhJrjJWVFZydnU80P9rY2EAoFCIxMfHK1//x40dIpVISWwkYGhOFQuGVpj0aOf6cAobdnaSkJKSnp5/5eaVpGqurq5icnMTMzIxJ46Sbmxuio6OZJBGGLxZGbDMwMHxWjBFvxoo0YIiHe/r0qdlCu729ndgZzrOC0DSNwcFBtLe3g6ZpPHjwAOXl5edW0CiKQk9PD/r6+gDAJJJPJBIhNTXVLAFD0zS6u7vJcdzc3IjQjI6ORkFBwY3aGdbX19HY2EjGVoeEhCAvLw+Ojo5mnf/h4SGamppMRBxFUbCysoJQKIRAIDDr9dLr9ejr60NfXx9J2CgoKEBwcPClr+04FEVheHgYXV1d0Gq1YLFYSE5ORmpq6q3YEVQqFfr6+jA0NESqym5ubtjd3TXxZdvY2EAgECAxMfFK50XTNFZWViCVSk0qzaGhoRAKhdeyU3B4eIjOzk68f//eJHUnMjISubm5Zy42Nzc3SaPjUd+5g4MDSRLx8vJiGh0ZvmgYsc3AwPDZ0Ol0aGlpwfv378ltgYGBePz4sVnCjaIoNDU1kftnZ2cjOTnZrMcyZ9CMQqHAu3fvyPa/UWhbW1ujpKTErAEvwMkhOZ6ensSCIRQKkZ6efmNiQ6PRoKuri1g17OzskJOTY1G83fLyMurq6kwSJgDDa5Wbm2u2/WRrawt1dXVkaMpFQu0yfPjwAc3NzeQxfHx8kJ+fb7bF5yro9XoMDw+jt7eXVG5dXFygUChMRLa1tTWpZF9VZM/NzUEqlRJLEIvFQlRUFAQCwYVZ5uagVqvR19eHwcFBsnAADNXygoKCU4dDyeVyIrCNzbKA4brDw8MRFRUFf3//WxvQxMDwuWHENgMDw2fh4OAAVVVV+PDhA7ktODgYZWVlZgltnU6Huro6zMzMgMVioaCg4MzhM0qlElVVVVhfXweLxUJmZiaSk5PPFZuLi4uora2FSqUCm80GTdPQ6XTw8PBAeXm52QLzaCMki8WCh4cHEdq5ublITEw06ziXYXFxEU1NTZDL5QCAmJgYZGZmmp2hrNfr0d3djf7+fpPbHRwckJWVZbZgN+4odHZ2Qq/Xw8bGBnl5eYiMjLT8os5ArVajs7MTIyMjAAxV44yMDLMHCl0FmqYxMzODjo4O4sN2cHCAVqs1aX7kcrlISUm5ssjW6/WYmppCf38/2amwsrJCXFwc+Hz+udNRzUWr1UImk0EqlZp4qj09PVFQUAAfHx+Tv1epVJiZmcHExARZnAIGi0lISAiioqIQHBx85dQTBob7CPOuZ2BguHU+fvyIyspKk0ppSEgIHj16ZNaPsVarRVVVFZaWlsBms1FaWorw8PBT//bTp094+/YtFAoFrK2tUVpaeq5lgaIodHd3QyqVAgAZMAMAUVFRyM/PN9tXu76+jqqqKiiVStja2sLe3h6bm5uwsrJCaWnpjXmHDw8P0dbWRoa1ODs7Iy8vz2w/NWAYG//u3TuTCDYWi4WkpCSkpqaanUe9v7+P+vp60lQaFBSEgoKCaxtQQ9M0Jicn0dbWhsPDQwAGW05mZuatNNitr6+jra2NLBptbGzAYrFM3ttcLhcCgQDJyclXEtk6nY4MojEuoKytrZGYmIjk5ORruV6dTofh4WH09PSQ/gkAcHJyQm5uLoKDg8ni5ejI9Pn5eZPKt7+/P6KiohAeHn6tOxcMDPcRRmwzMDDcKuPj42hqajKploWFhaG0tNQsz7JKpcKbN2/w4cMHcDgclJeXnykip6enUV9fD51OB1dXV1RUVJwbqSeXy1FbW0sqc8bcazabjczMTCQlJZldJR0fH0djYyMoioKbmxt0Oh22t7dvNEObpmlMTU1BIpEQ4ZmcnIy0tDSzRR5N0xgfH0dzc/OJlIi8vDyz7RjGZsq2tjZotVpwOBxkZWVda6V5a2sLLS0tRMi7ubkhNzcXAQEB13L889jd3UVHRwexBnE4HHC5XPK8G2/j8/ng8/lXEtlGD/jg4CA5vp2dHXg8HhISEq5lEI9er8f79+/R1dVF8r8Bw2cgMzMTMTExZIdnZWUFExMTmJmZMWn09PDwII2Ot5X0wsBwH2DENgMDw61AURQ6OjpII6ORi7Kwj3JwcIBXr15ha2sLNjY2ePLkyamilaZp9PT0kCzswMBAlJaWnlthW1hYQF1dHVQqFaysrMBisaBWq2Fvb4+ysrILx7YffezOzk5ivfDz88P29jZUKhWcnJzw9OnTax/UAhgWCs3NzWSKo7u7OwoLCy1qjlOpVKivrydDdoBfiK3Y2FizRbJCoUBTUxM5lwcPHqCoqMhs681FaLVa9Pb2YmBggGRmp6SkgM/n33hmtlKpRG9vL0ZHR0kl197eHkqlkjTOWllZgcfjQSgUXklkHxwcYHBwECMjI0TUOjs7g8/nIzY29losGRRFYWJiAl1dXSbVeONzyuPxwOFwzmx0NI5Mj4qKgqen55XPh4HhS4QR2wwMDDeOSqVCTU0NSUowTlyMjIxEcXGxWY1Su7u7ePXqFfb39+Hg4ICnT5+e+uOu0WhQX19PKo48Hg9isfjMx6AoCl1dXUQc29nZkeqhJWPXjY99dCJkREQE5ufnodPpbixD25jm0tnZCa1WCzabjZSUFAiFQouE5/LyMqqrq00i2WJjYyEWi832eAOm49bZbDbS09PNHpRjDnNzc2htbSU2iuDgYOTk5Nx4ZJxOp8Pg4CCkUikRvsb3ilKpBPCLCLyrpp7s7u5CJpNhfHz8RgbRAIb3/fT0NDo7O8lzCRg+m4mJiRCJROSaT2t0jIiIII2OTJIIA8P5MGKbgYHhRtnY2MDPfvYz7O3tkW1omqYRFRWFoqIis4TD5uYmXr16BaVSCWdnZzx//vxUcbW3t4fKykpsbW2BzWYjPz//zKZJ4KRtxNHRkVTtkpOTIRaLzRasu7u7qKysxPb2NqysrBAVFYXx8XHQNI3AwECUlZVde+zc1tYWmpqasL6+DsBg9SgoKLAohUKv1+P169dkXD1gGC5TVFRkkdXl8PAQLS0tmJ6eBmAY+15cXHwtiRiA4bWVSCRkIePk5ITs7Owbz8ymaZpUfo3vDaO9yLgoY7FYiIuLQ2Zm5pVe40+fPqG/vx/T09MkXs/X1xe5ubnXFo9H0zRmZ2fR2dl5Ils9IiICKSkp+PDhA6qrq4k9B2AaHRkYrgLzaWFgYLgxZmdnUV9fD41GA1tbW6jVatA0jejoaBQWFpoltNfX1/HmzRuo1Wp4eHjg2bNnp1aHV1ZWUF1dDZVKBXt7e5SXl58rFo/aRjgcDjgcDhQKBbhcLgoKCixKylheXkZNTQ157KCgIJOIwby8vGu1N+h0OvT396Ovrw8URYHL5SIjIwOJiYkWCbKNjQ28fv2aiMbLVqJnZ2fR1NSEw8PDax+3rtPpIJPJ0NfXB71eDzabDR6PB5FIdK0DcE5jaWkJ7e3tJpMy9Xo9qf4bY/ZycnIu7ZumaRpra2uQSqVYXFwktwcFBUEoFMLPzw/u7u4m0YGXfZz5+Xl0dXWZVKkBQzNjSEgI1tfX8dOf/tSk0dHPzw/R0dFMoyMDwxVgxDYDA8O1Q9M0ent70dPTA8B0gMtFY9SPsrCwgOrqauh0Ojx48AAVFRWn/uAPDw9DIpGAoih4e3ujvLz8zAat43F2jo6OUCqVUKlUcHV1RXl5udnVWKOFQyKRgKZpeHt7w9nZGePj4wAsG3pjLseH0wQHByMvL8+ihrTj+eSAwVf96NEji1JCVCoVJBIJST1xd3dHUVHRiVi4y7K4uIjW1lZSgX348CFyc3NvxPN+lM3NTbS3t2NpaQkATKIfjYSFhaGgoODSAtQofqVSKUkyYbFYiIiIgEAguLZccJqmsbi4iK6uLpI9bsTFxQVubm5YX183qWK7u7uTRsfriBFkYPi2w4htBgaGa+W4Zzo4OJg0ysXHxyMvL88s8TkxMYGGhgZQFIWgoCCUlZWdqGTq9Xq0trZidHQUgCGar6Cg4Mwtbrlcjnfv3hHbxdFFQFhYGAoLC82uUOr1erS0tGBsbAyAYQv+8PCQ5H7n5+cjLi7OrGOZg1qtRldXF4aHhwFcbjgNAKyurqKqqookTnA4HDx58gQPHz606HwWFhbQ2NiIg4MDsFgs8Pl8pKamXou9QC6Xo62tjYwEt7e3R1ZWFiIjI2/UHyyXy9HT02OyCGGxWCeGuRQXF1/ae39WRnZsbCx4PN61NZHSNI3l5WV0dXWRgTdGrK2tYWVlhb29PZIDbpzoaGx0ZHzYDAzXByO2GRgYro3d3V1UVVURz3RERAQmJycBAElJScjOzjbrR3xwcBASiQSAQUAXFhaesCQolUpUV1cTv7VYLAafzz/z+PPz86ivr4dKpQKXy4WtrS12dnbAYrEgFovB4/HMFhjHHzslJQVzc3PY2toCl8vFo0ePrnX8+NzcHFpaWohn2NLhNIBhEdTQ0EAELGCwKpSXl8PLy8tsm4JarUZbWxsRpJfxd5+FXq/HwMAA+vr6yJh1S3O9L4NarUZ/fz8GBgZIQ6KxidfonX7w4AGKi4sv3Yip1WpJRrbxdbS2tkZCQgKSk5OvtXF2eXkZPT09JsNlgF9ck7HBk8vlIjw8HNHR0cxERwaGG4QR2wwMDNfC0tISampqoFar4eDggPDwcDIinMfjITMz80IxS9M0urq6yECZ5ORkZGVlnbjfp0+fUFlZCblcfuHodL1ej87OThI56OLiAqVSCblcDnt7e5SWllpU1d3Y2EBlZSUZkpOeng6pVIqDgwPY29vjyZMn8Pb2Nvt456FUKtHa2kqaDp2dnZGfn4/AwECzj2Ec+tLc3EyGlHC5XJSWlpo9bt7I0tISGhsbSXpFcnIy0tPTr8U7vbS0hNbWViL6Hzx4QBoDbwq9Xo/R0VH09PSYZEsDICLb09MTxcXFl461Ozw8xNDQEIaHh8lj2NvbIzk5+doyso2srq6iu7vbxBJyFJqmwWazERQUhKioKISEhNy4752BgYER2wwMDFeEpmkMDAygo6MDNE3Dx8cHgYGB6OvrAwBkZmaaVTWmKArNzc3ElpGeng6hUHjiflNTU2hoaCCDah4/fnymh3d/fx81NTVkG93b25tMRLQ01g8AJicn0dDQAL1eD1dXVwgEAkgkEmi1Wri7u+PJkyfX4nGlaRrv379He3s71Go1sWlY2hS4vb2NhoYG4gkGcKYl5zzUajU6OjqIXcfZ2RlFRUXw9/c3/6LO4LhlxM7ODpmZmYiOjr4xKwNN05ienkZXV5fJOPWjuLi4oLCw8NLXuL+/j4GBAYyNjRGvt4uLCwQCAaKjo681zWNtbQ09PT0kWvM0fH19ER0djYiICIt2RBgYGK4OI7YZGBgujU6nQ2NjI7GKxMbGwtHRkQyTEYlEyM/PPxExdtpxamtrMTs7CxaLhby8PMTHx5v8zfE87KCgIJSWlp5ZGZydnUVDQwPUajWsra3h6OhIhDaPx0NGRobZaRkURaGzsxMymYw8dkhICJqbm0FRFPz9/VFeXn4taQ07Oztoamoi1UkvLy8UFBRYVC3XaDRk6IuxQsvhcFBcXHzmWPuzOF7NTkxMhFgsvnJF9DTLSGJiItLS0m7UMrKysoKOjo4TPmYjDg4OyM3NRWho6KXE/qdPnyCTyTA1NUWee29vbwgEAoSFhV2rVWN9fR3d3d1nimwnJyfExsYiKirq2rzgDAwMlsOIbQYGhkshl8tRVVWFjY0NsFgsZGVlkel6gKEynZKScqFgUavVqKysxOrqKqysrFBaWnoiO1mtVqO2tpY0WgoEAqSnp58qXPR6PTo6OkhutJubGw4PD7G9vQ0ul4vCwkJERESYfZ0qlQq1tbUkls04pbClpQXAxU2Z5qLX6yGTydDb2wu9Xg8Oh4O0tDQkJyebLdBomsbMzAwkEonJNEB/f388evQI9vb2Zp+PRqNBe3u7STW7sLDQ4kbK0zieMnIblpGtrS10dHSQ99BxbG1tIRaLLZqUacQ4wry/v58kmACGZkqhUIiHDx9eeyJNe3s7afQ9CpvNRlhYGPh8Pry9vZlGRwaGOwAjthkYGCxmdXUV1dXVODw8hK2tLUpLS7GwsEAEblZWFng83oXHUSgUeP36Nba2tmBtbY3y8nIEBASY/M329jYqKyuxu7sLKysrFBYWIioq6tTj7e3tdm3VVQAAfERJREFUoaamxsQqsr6+Dpqm4eHhgbKyMri5uZl9nVtbW6isrMTe3h44HA7y8/OxtLREou6EQiHS09OvLGjW19fR1NRE8o8DAwORl5dnUTPe9vY2WltbTaqcbDYbOTk5iI+Pt+gcT6tmZ2RkXHkoz97eHtra2jA3NwfA4F0Wi8U3ahlRKBTo7u4mA4aOw+VykZqaisTERIsXTBRFYXZ2FjKZjFTKWSwWwsPDIRAIrs27b2R+fh7t7e2nNrPa2tqCz+eDx+Pd+Mh6BgYGy2DENgMDg9nQNI3R0VG0traCoih4enqirKwMAwMDGBkZAQDk5uYiMTHxwmNtb2/j9evXpFHx6dOnJyqb8/PzqK2thUajgaOjIx4/fnymgJmenkZjYyM0Gg1sbGzg6upK0hiio6ORl5dnkfVhZmYG9fX10Gq1cHJyQnFxMWk+O8vqYimnxfllZ2dbFHGn0WjQ19eHgYEBk4g6Ly8vlJaWWrS4UKvVaG9vJ755Z2dnFBQUnFgAWYpxCI9UKoVerweLxUJycjJEItGNWUZOSxg5CpvNBp/Ph0AgsPgcdDodxsfHIZPJiOf7JuL7AEOKSUtLy6lNnIDB9pKZmXnjsYgMDAyXhxHbDAwMZqHT6dDa2mqSK52fnw+JREKGuBQUFJiVLb2+vo63b9+SQTLPnj0zaSykaRp9fX3o7u4GYKhQl5WVnWqD0Ol0aGtrI2Lf09MTKpUKHz9+hJWVFXJychAXF2e2EKEoCt3d3SQRxd/fH5mZmairq8POzg64XC7KysoQFBRk1vFOwzgyu7W1ldg9LI3zMzb5tbW1mVhGAEMUoUgksqjCeTQ3G7ieajZN05ibm0NbWxv29/cBGAbT5OTkXNsY9+PodDqMjIygt7eXTHo8CovFQnx8PEQikcVxeyqVCiMjIxgcHCRTN21sbJCUlITExESLbDrnQVEUVldXIZPJsLS0dGpF3sHBAenp6YiOjmYi+xgY7jiM2GZgYLiQg4MDVFVVkVQLsViMpKQkNDQ0YGpqCiwWC8XFxWfaO44yPz+Pmpoa6HQ6+Pj4oKKiwkSkHB+Kk5CQgOzs7FOF487ODmpqasg47cDAQKysrICiKDg7O6OsrMyirfzj/uzk5GSEh4fjzZs3ODw8hKOjI548eXLpGDjA4HVvaWnB/Pw8AENOdV5enkXV462tLbS2tmJlZcXkdmdnZxQXF8PPz8/sY6lUKrx69YrENF41hePoOUokEmJrcXR0RFZWFsLDw2+kAmuMOOzs7CQ51seJjIxEWlqaxZXn/f19DA4OYmxsjMQnOjk5gcfjITY29sr2GsBw/pubm5iYmMD4+PipVWzAYBdJSUlBQkLCtSaaMDAw3BzMJ5WBgeFc1tfXUV1djYODA9jY2KCkpAQPHz7Eu3fvMDc3BzabjdLSUrNSLsbGxtDU1ASapk+NoNvd3UVlZSW2t7fBZrORm5t7plVjYmKCZEfb2trCw8ODNKeFhoaisLDQonSQzc1NVFZWYn9/HxwOBwUFBbCyssLLly+h1+vh5eWFiooKi8aZH4WiKAwNDaG7uxtarRZsNhsCgQApKSlmiya1Wo2enh4MDw+bWEYAQxJMdna2RcJvdnYWLS0tpJp9HbnZxnMcGhoCTdOwsrICn8+HUCi8kUxn4zjy9vZ2MpHxOIGBgRCLxRY3YG5sbEAmk2F6etokd1sgECA8PPxavNH7+/uYnJzExMTEuYOFuFwu+Hw+kpOTbzSthYGB4fphxDYDA8OZjI6OoqWlBRRFwd3dHY8fP4aDgwMqKyuxtLQEKysrlJWVXTgchaZp9Pb2oqenB4DBMpGfn28iVhYWFlBbW0uG4pSVlZ06ldDoYTVaV7y9vaFSqbC6ugo2m42MjAyLpkECptndxor48vIyOjo6ABhGzpeWll66grmxsYGmpibSuPngwQPk5+ebbaWgaRoTExPo6OiAUqk0+TdbW1sUFBScSHA5D6VSiZaWFpJt7eHhgfz8/CtNgTRmg3d2dhKLRWhoKLKysi49dfEiPnz4gNbW1jNj/B48eICMjAyLqvQ0TWNpaQkymcyk2TQgIAB8Ph+BgYFXrsyrVCrMzMxgYmLixJTH41hZWUEkEiE+Pp7Jx2ZguKcwYpuBgeEEer0eEomE+KDDwsJQVFQEmqbx+vVrrK2tgcvl4vHjxxfaH/R6PRobG8l47+MJHjRNo7+/H52dnQAMwzfKyspOrSBvbm6ipqaGjFkPDg7G8vIydDodHB0d8ejRI4sEI0VR6OjoINMlAwICSCOk0ZuekJCAnJycS/liNRoNuru7SZXX2toaYrHYonSQjY0NtLS0EAuPlZUVafgLDg5GYWGh2V5ho2hva2uDSqUCi8WCQCBASUkJSR65DGtra5BIJGQx4ebmhuzs7Cv52s9jZ2cHra2tJjF7R/Hw8EBGRgaCg4PNfp71ej2mpqYwMDBAbEksFgsREREkRu8q6HQ6LCwsYGJiAgsLCyd2Jo7DYrEQFxeHlJQUBAYGnlv1ZmBguNswYpuBgcGEg4MDVFdXkwxf4yRHlUqF169fY2NjA9bW1nj69OmFwlaj0eCnP/0pZmZmwGKxkJubi4SEBJN/P+rPjouLQ05OzglbhTEFRSKRQK/Xw97eHl5eXsT3HBQUhOLiYosqf0qlEjU1NWR4jEAgAI/HQ21tLZaXl0l2eHJystnHPIqxAdLoH46MjERWVpbZTXmHh4fo7u4mCx4rKyvQNA29Xg8ul4usrCyLGj/lcjmampqIH93T0xOFhYXw9va+tPdXLpejo6MDU1NTAABra2uIRCIkJSXdSPycQqFAa2sreb8cx9nZGWlpaYiMjDR7caRWqzE2NoaBgQFip+FyuYiLi0NycvKVJoIa87cnJycxMzMDjUZD/o3D4ZDJkiwWy6QJ8rLecgYGhrsJI7YZGBgIR/3Z1tbWKC0tRXBwMA4ODvDq1StsbW3B1tYWz549u7DSd3BwgDdv3uDTp0/gcDgoLS1FaGgo+fednR1UVVURf/ZZedBqtRqNjY3E8uDn5welUonFxUWwWCykpaWdOtbd3OvkcrkoKiqCl5cXvvnmG5I4UlpaeqE95jTkcjlaW1tJlrSzszPy8vLMrvJSFIWRkRF0d3eTNA0HBwciBB88eICioiKzhRhN0xgZGUFHRwfxiqemppLhPJdBq9VCJpOhv7+fCMa4uDikp6dfWyLHUQ4PDyGRSEymMh7FwcEBIpEIsbGxZl+TXC7H0NAQRkZGSNOjvb09kpKSkJCQcOlpoMZGx8nJSUxOTpokxdjY2IDNZuPw8BA6nc5kdwcw2G7S0tKu1IDLwMBw92DENgMDA4DT/dmurq6Qy+V4+fIldnd34eDggGfPnl3oNd7e3sabN2+wv78Pe3t7PH78GL6+vuTfj+Znn+fP/vDhA969e4f9/X0yGW9+fh46nQ729vYoLS21aKIhTdMYHh5GW1sbKIqCm5sbysvLoVKp8LOf/QwqlQqOjo6oqKiwuJnutAZIPp+PlJQUsxsDV1ZW0NraSobbODk5Qa1W4+DgAGw2G2lpaeDz+WZXbbe3t9HY2Eh2KR48eICCggK4u7tbdG1GjHGDHR0dxHbi5+eH7Ozsax/gAhh2PlpbWzExMXGqyLa1tYVQKLRoIM3GxgYGBgYwPT1NrBzu7u7g8/mIjIy8UpXf2Oh4tFGTy+XCy8sLcrmcPGdsNhs0TZNrCggIQHp6uslnhIGB4cuBEdsMDN9yjudnG/3Z1tbW2NnZwatXryCXy+Hk5ITnz59fWFFdXV1FVVUVVCoVXFxc8Ku/+qsmFbyenh4y0v3BgwcoKys7Ya0w+ri7u7tBURScnJzg7u6O6elpAAZxUlJSYlEVVavVoqmpCZOTkwCA8PBwFBYWYm5uDg0NDaAo6tKJIx8+fEBTUxPx+lraACmXy9He3k6uzziUx9j45+npieLiYrMrnnq9HlKpFH19faAoClwuFxkZGUhISLh0JvPHjx8hkUiIcHd0dERmZiYiIiKuPcpPq9WS/PbTvM2WJnPQNI2FhQUMDAyYxCX6+/uDz+db5O0+ikqlwvT0NCYnJ00aHdlsNoKDg2Fvb4+lpSXyb0YrkPGaHjx4gPT0dIsWjAwMDPePOy22h4eH8aMf/QiDg4PQarUIDw/H97//fVRUVJh1f6lUioaGBvT29mJ1dRVKpRL+/v4oKCjAb/zGb1zJi8fA8CUgl8tRXV1NRJ3Rn81isfDp0ye8evUKh4eHcHV1xfPnz+Hk5HTu8SYnJ1FfXw+KokiGtru7O3Z2dqBWq1FbW4uFhQUAhqEpWVlZJ7b9Dw4OUFdXR5IgAgMDsb+/fyXbyM7ODqqrq7G1tQUWiwWxWIzk5GST4TWhoaEoKSmxKJ5OpVKhq6uL+KptbGwgFovN9lLrdDrIZDJIpVJiKwgKCsLGxgY+fvwIFosFPp+P1NRUsyuu6+vraGxsJNXV4OBg5OXlXfjanYVCoUBXVxdJf+FwOBAIBODz+dce5Wdc+J0lsjkcDpKSksDn883y5+t0OkxMTGBgYIA0GLJYLERGRoLH412qGq/T6TA/P4/JyckTjY7+/v4IDw+HRqPB8PAwsZBwOBzitwcMCTppaWkICgpipj4yMHwLuLNiu6enB7/2a78GLpeL8vJyODk5oa6uDr//+7+P1dVV/OZv/uaFx/id3/kd7OzsQCAQ4OnTp2CxWOjt7cXf/M3foK6uDj/96U9vbIoZA8NdZ2VlBTU1NTg8PISNjQ1KS0uJr3htbQ1v3ryBRqOBl5cXnj59em4VmaZpSKVSdHV1ATBUx4uLi4kY29zcRFVVFfb29mBlZYX8/HzExMScOM7i4iLq6upweHgIKysrREREYGZmBjqdDg4ODigtLbV42Mr09DQaGhqg1WqJ9cTHxwc1NTWk0U4gECAjI8Ns4WMcoNLW1kZi7mJiYiAWi82qttM0jZmZGbS3txNrwYMHD2Bvb0/OycXFBcXFxWanq6jVapJ8AhhGv+fk5Fy68nx8IQAYxt6np6dfWrifhUajQVtb25kim81mIyEhAUKh0KwGU6VSieHhYYyMjJDXh8vlIj4+HsnJyRafP0VRJo2ORo83YNh1iIqKQnBwMObm5kzGqnO5XNA0TZ4/T09PpKamIjQ0lBHZDAzfIlj0aUa4z4xOp8OjR4/w4cMH/OxnP0NsbCwAQ4Xlu9/9Lubn51FVVYXg4OBzj/NXf/VXJxq5aJrGf/kv/wX/8A//gF/5lV/Bf/7P//ncYzBxS3cbNzc35jWyEJqmMTAwgI6ODtA0DU9PT5SXl5Ms5IWFBVRXV0On08HPzw8VFRXnbtXr9Xo0NzeTaD8ej4fMzEwiJpaXl/H27VvodDo4OTmhvLz8REVRr9ejq6sLMpkMgMFD6+TkRJIzAgMDUVxcbJFtRK/Xo6OjA4ODgwAM3uJHjx6BoihUVlbi06dPYLPZKCgoOFX4n8X29jZaWlqIHcHNzQ15eXlmWwE+ffoEiURCUlAcHR0RExODiYkJIryTkpKQkZFhduX4+HAaS0e/H/0c0TSNqakpdHR0kCQVX19fZGdnX7unWKVSob29HePj46d6slksFmJjYyESicwSyFtbWxgYGMDk5CSpIjs5OSEpKQlxcXEWDYOhaRobGxuYnJzE1NSUSb65k5MToqKiEBUVBTs7OwwNDWFoaIikjdjY2ICiKCLK3dzckJqaeumFD/M9d/dhXqO7j5ub22d77DtZ2e7u7sbS0hK++uorIrQBw4/SD37wA/zu7/4uXrx4gd/7vd879zj/+l//6xO3sVgs/OAHP8A//MM/oK+v79rPnYHhLqPVatHY2Eii2qKiopCfn09E3dTUFOrq6kBR1KkTHo+jVqtRXV1NovJycnKQmJgIwCB229raMDw8DMAgmEtKSk4IwN3dXbx7945kNIeHh2NjYwOLi4tgs9lIT08Hn8+3SKTI5XLU1NSQbGqBQID09HR8+vQJlZWVODg4gK2tLR4/fmz2aHOtVou+vj7IZDJQFEWGjZib6nF4eIiuri6MjY2RyYo8Hg8ajYZ8Fzk5OaGwsNDs0e3Hk09cXFyQl5eHwMBAs+5/nLW1NbS1tRFb0U35shUKBYkMPEtkR0ZGIjU19cIeAeMQmsHBQbI4AwAfHx/weDyEh4db5FPf3d0lSSK7u7vkdltbW0RERCAyMhJ+fn5QKBSQyWQYGxsjlWs7Ozvo9XqSIuPq6gqRSGRRFCEDA8OXx50U28bmqczMzBP/JhaLTf7mMhi9jzeRA8vAcFc56ltms9nIyspCYmIiEVGjo6NoamoCAERERKC4uPjcz8j+/j7evHmD7e3tE1F5CoUCNTU1pJlOJBJBJBKZCA7jgJWWlhZotVpYW1sjLCwMk5OToCgKzs7OKCkpsXiq4dLSEt69eweVSgVra2sUFxcjNDQUU1NTqK+vh16vh7u7OyoqKsyebDg3N4fW1lZSeQ4ODkZOTo5Z99fr9RgeHkZPTw+pfEZERCAiIgIdHR3Y29sDYIjOy8zMNKv6aowH7OzsNEk+EYlEl0rTML43jPGKXC4XQqEQPB7v0ukcZz1OZ2fnmTnZgCFjWiQSXZiYYvRjDw4OmqR/hIWFgc/nw9fX1+wFwsHBAaampjA1NWUyjZLD4SAkJARRUVEICgqClZUVtre30dDQQN6ngGFRotVqiWXF2dkZqampiIqKYkQ2AwPD3RTbxgaq03JpXVxc4ObmZlLBsJRvvvkGwC+E+3l8zm0HBvNgXqOLmZiYwKtXr6BWq+Ho6IjvfOc75PNF0zQ6OjqI0Obz+SgvLz9XJKysrODnP/85Dg4O4OjoiF/5lV8honhhYQFff/01Dg4OYGNjg6+++gqRkZEm91epVKiqqsLo6CgA4OHDh+ByuaQJLzY2FhUVFRZlHVMUhZaWFrS1tQEwWB9++Zd/Ga6urmhubia3R0RE4Jd+6ZfMErW7u7uoqakhOwEuLi4oLS1FVFTUhULOGJNXV1dHovx8fX1RWFiI6elpVFdXAzBUsysqKhAREWHWda6vr6OqqorYUB4+fIiKiopLNfsdHh6ira0Nvb290Ov1YLFY4PF4yMvLsziR5TxWV1fR3Nx8rsiOiYlBbm7uhdehUCjQ19cHqVRKrB3W1tbg8XhITU01+/tApVJhYmICIyMjmJ+fJxV2FouF0NBQJCQkIDo6mrxPVldX0dHRQd6jgMHudHh4SOw2Li4uyM7OvpGhPsz33N2HeY0YzuJOim3jF9dZHj1HR0eyPWwp4+Pj+Mu//Et4eHjg13/91y/8e8aDdbdhfHLnQ1GUSeKG0bfs4OCAnZ0d0DSNtrY24ms2Ngoaq62ncbRC7OnpSUTx9vY2+vv70dXVRbzgZWVlCAkJMXmN1tfXUVtbi/39fbBYLERHR2NxcRFKpRJWVlbIzs5GfHw8Dg8PSaXwIhQKBWpra4kAjY+PR3Z2NjQaDf7+7/+eTJrk8/nIyMiAUqk08eAex9gc2NfXB71eDzabDR6PB5FIBC6Xa2IvOI2trS1IJBKSqGJnZ4eMjAy4urqisrKS3D82NhZZWVmwsbG58H182uh3Y5wfi8Wy6HNgrLb39fWRZr6AgABkZWXB09MTWq32yp8rmqaxuLiIvr4+ssNxGiEhIUhNTSUi+6zH3djYwODgIKampkhF+TQ/9nnnbRyZbkwSMfq6AcNCKCoqChEREaQ34ODgABMTE5BKpSaRgR4eHjg4OCAVdScnJwiFQjJUZ39/35ynyGyY77m7D/Ma3X0Yz/Ytsby8jN/4jd+AXq/Hn//5n196sAMDw31AqVSS0eMAkJycDLFYTCpuer2ebIcDQFZWFng83pnHo2kavb296OnpAWAQSSUlJbC2toZKpUJ9fT0RtcYq5VG/N0VRkEql6OnpAU3TcHJygp+fH6kUuru7o7S01OLpeUcTTLhcLgoKChAZGYm9vT28ffsW29vb5yagHGdhYQGtra1kweHv74/c3FyzkouUSiV6enowOjoKmqaJSE9OToZMJkNjYyMAw8TDgoKCC5u8AcPzbhz9bmyAjIiIQFZWlsXVZ2MKSkdHBxGExufdw8PjWnzZer0e09PTkEqlJvaO4xwX2adBURTm5uYwODhokmPt6+sLHo+HsLCwC20axiSRqampEyPT3dzcEB0djcjISBNLEEVRmJmZQX9/Pz59+gTAUPE2Dqc5OnQoJSUFMTExjC2RgYHhTO6k2Db+gBj9kcdRKBQWRzetrq7i+9//Pra3t/GjH/0IaWlpVz5PBoa7yocPH1BdXQ2FQgEOh4PCwkITK4dWq0V1dTVpQiwsLER0dPSZx9PpdGhoaCB2CmOFmM1mY2NjA9XV1djf34eVlRVycnJO5Ezv7++jrq6OCKaQkBAoFAoi9BMSEpCZmWlRbjNFUejp6SHNhZ6ennj06BHc3Nz+f3vnHd3Weab5B40gQbCTIMUGggQBEuy9SrJESS5SvI43m2STHGdSdtNjezczKZvZZDxzNpvM7kzapEwmcRLHXpc0x0W9UBSr2MDee+8VJOrdP3juN7wEQIKSaNHW+zuHRzbKLfhA8Lkvnvd5MTo6ivPnz2NzcxO+vr44e/bsnkkaKysruHnzJms29PX1RWlpKXQ63Z4i1GazoaWlBXV1dUzMJSQkoKSkBGtra/j973/PxHtycjKOHTvmkY1leXkZ5eXlzFq339Hv25mYmMCtW7fYt4IKhQKFhYUwGAwICQm566qc1WpFe3s7Ghsb2beTroiLi0NBQQHCw8PdPsZsNqO9vR0tLS3sokAsFiMxMREZGRl7riXHcZiamkJPTw96e3sF32IolUro9XrodDqEhoYK1tZms6GjowNNTU1svSQSCcLDw7G4uMiaeJVKJfLy8vY1Hp4giAeXQym2+WrP8PAwUlNTBfctLy9jcXFx1wrcTsbGxvDUU09hZmYG3//+93HixIl7ebgEcWjYOY48MDAQZ8+eFVRlNzc38Ze//AVTU1OQSqV47LHHdq2wmkwmvPnmm5iamoJYLMaJEyeQkpICjuPQ1taG8vJy2O12+Pv747HHHnOqVLa2tuLNN9+ExWKBVCqFXq9HT08PrFYr5HI5Tp06hYSEhH2d5+rqKi5evMjEO28bkUgkMBqNuHnzJjiOQ3h4OM6ePbtrBdhms6GpqQm3b99mg2UyMzORn5+/pyB2VSkODQ1l48srKyvZwBulUomTJ096VM3eeUxisRi5ubnIzc3dd8PiwsICqqurmV+an76YlZUFLy+vfW3LFSaTySn6zhVqtRoFBQW7CuWFhQUYjUZ0dXWx2Dxvb2+kpqYiPT19z0r+/Pw8i+rbbuXw9vaGVquFXq9HZGSk08XTxsYGWltbYTQamXVJLpdDpVJhdnaWvc922kUIgiA84VCK7by8PPz85z/HrVu3cPbsWcF9lZWVALbSDTxhu9D+53/+Z5w6deqeHy9BHAYsFguuXbvGqs8JCQk4deqUQDCurq7i9ddfx8LCAuRyOR5//PFd0z5mZ2fxxhtvYG1tDXK5HI899hhiYmJgtVpx/fp1dHV1AdiqVJ8+fVrQ0Gg2m3Hjxg1WvVapVPD19WVj4aOionDmzJl9f0vFj1ff3NwU2Eb46jtvS9Hr9SgrK9tVnA4ODqK8vJwJs/1YRqanp1FRUcGEmK+vL4qKipCUlITR0VG8+OKL7Nu51NRUlJSUeFTNHhkZwY0bN5ivOyoqCidOnNi37W1tbQ11dXUsalAkEiElJQUFBQUeDYbZi8XFRTQ2NrodRMMTFxeH/Px8tyKb93Y3NzdjZGSE3R4cHIzMzEzo9fpdv/FYXl5mFey5uTl2u0wmQ3x8PHQ6HWJjY12K45WVFTQ1NQni+5RKJUJDQzE1NcUsWP7+/sjLy0NSUhKJbIIg9s2hFNtFRUWIiYnBm2++iaeeeor5LNfW1vCTn/wEUqkU73//+9njFxYWsLi4iKCgIMEfJF5oT09P45//+Z9x+vTpd/xcCOKdYH5+Hm+//TYWFxchFovZOPLtFby5uTm8/vrrWF9fh6+vL5544oldRWVvby8uX74Mm82GwMBAvO9970NQUJBgXyKRCEVFRcjJyRHsa2JiApcuXRI0QY6NjWFmZoaNXM/JydlXLJrNZkNlZSWbkKhSqfDII48gMDAQq6ureOutt9j2S0pKkJWV5db+sbS0hJs3bzJ7xn4sIysrK6iurmYXEVKpFNnZ2cjOzobD4cC1a9fYgB9/f3+UlZV5lJu9urqKiooKFr+nUChQWlrqUfLJdsxmMxoaGtDc3MwEZHx8PIqLi++6T4XjOExOTqKxsZHZbdyxlyfbbDajq6sLRqNR0HCq0WiQmZmJ6Ohot+e9vr6O3t5e9PT0CJrlxWIx1Go19Ho9NBqNW5E+PT2NpqYm9Pb2shSSkJAQBAYGYmxsjL0vAgMDkZeXB51ORyKbIIg75lCKbalUin/4h3/Apz/9aXzkIx/BuXPnoFQqcenSJYyNjeGZZ55heb4A8OKLL+LHP/4xvvjFL+JLX/oSu/2pp57C+Pg4MjMz2ZCCnWx/PEG8G+nu7sa1a9dgtVrh6+uLRx991GlQy+joKN566y1YLBYEBQXhiSeecFtR5jgOtbW1LMs+NjYWjz76KORyOTo6OnDjxg2349Ptdjvq6upQX1/PmiA1Gg0bbLPfEeQ8i4uLOH/+PKtcZmVlobi4GBKJBOPj43j77bexsbEBb29vPPLII26HuvADZJqamuBwOFgDY15e3p6WCrPZjPr6ejQ3N7MUC358uVKpRF9fH8rLy5k/ODMzE0VFRXv60O12O5qbm1FXVwer1QqRSIT09HQUFhbua+KhzWZDa2urIGHkyJEjKCkp8XhwjzscDgf6+/vR2NgoyKF2RXx8PPLz892K7MXFRRiNRnR2djKriJeXF1JSUpCenu42u3xzcxN9fX3o6enB+Pi4IKovOjoaOp0OCQkJbuMiOY7D0NAQGhsbWWoNsJXQ4+vri6GhIdb4GBQUxEQ25WQTBHG3HEqxDQCFhYV46aWX8MMf/hDnz5+H1WqFVqvF008/jccff9yjbfAfqM3NzSzabCcktol3KzabDRUVFcwTHB0djUceecRppPn2qZCRkZE4d+6cW0FisVhw+fJl5u/NyspCSUkJ7HY7Ll++zCwarsanLyws4NKlS6yJTKPRYHV1lQltg8GAY8eO7csnzHEcOjs7mcD38fHB6dOnERcXB47jYDQamT9959j5ndvp6enBrVu3WKKHWq3GsWPH9oyDstvtaGtrQ21tLROxUVFROHr0KFQqFdbW1vDWW2+xSm9QUBDKyso8Erijo6O4ceMGa06MiIjAiRMnEBYW5vFr5HA40NXVhdraWmZbCQoKQnFxMeLj4+8qYcRisaCjowPNzc17xtklJiYiLy/PZZqMw+HA8PAwjEajwCoSFBSE9PR0JCcnu3xfWCwWDAwMoKenByMjIwK7SkREBHQ6HRITE3e1xfDDb5qamtjrLBaLodFoIJFI0N/fzy6eQkNDkZ+fj4SEhHs6MZMgiAcbEedqVi7BoNzMw82Dmm3KD1vhY8ny8vJQUFDgNKGxqakJt27dArA1Bv3MmTNuPcwrKyt444032ITJkydPwmAwYH5+HufPn8fCwgKzgOTm5jIxwjdl3rp1C3a7HXK5HFqtFt3d3UwgnzhxAlqtdl/nuLm5ievXr6O3txfAVg70mTNn4OvrC5vNhuvXrzPxr9PpUFZW5rKKPDMzg/Lycpb17O/vj2PHjkGj0ewqqDiOw8DAACorK5nNISgoCKWlpazJsa2tDZWVlbBYLPtqYlxZWUFFRQW7qPH29kZpaSmSk5M9Fnn88VVXV7OIPV9fXxQUFMBgMOyrIrvz92htbQ1GoxFtbW1s9LgrRCIR9Ho9cnNzXVpUNjc30dHRIUgVAbYuxDIyMhATE+N0vnwWdk9PD4aGhpgVBtgSw7zA3mt6p8lkQmtrK1paWljTo5eXF7RaLaxWK/r7+5l4Dw8PR35+PuLi4g6lyH5QP+feTdAaHX4oZ5sgCI/p6+vDlStXYLFY4O3tjTNnzjglXOwcVpOZmYmjR4+6FRLbo/IUCgWLymtvb0d5eTmzjTz88MOIjo5mz1tbW8OVK1dYtTIqKgoikYg1QcbExOA//af/JBBMnjA2NoZLly5hbW0NYrEYBQUFzOO9vLyMt956C3Nzc7v6s00mE6qqqph/WiqVIjc3F9nZ2XuK4YmJCVRWVjKB7uPjg8LCQqSkpEAsFmNxcRFXr15lzZHh4eE4derUno2VNpsNDQ0NaGhoYMkn6enpKCgo2Ne0zNHRUVRVVTFLh1wuR15eHtLT0+9qvPrMzAzzMu/W9CgWi5GUlITc3FwEBga63E5LSwu6u7tZ1Vgul8NgMLi0itjtdoyMjKCnpwcDAwPMXgJs+aZ5ge1J4+r8/Dyam5vR1dXF9q1UKqHVarGyssLeD8DW+zUvL8+l6CcIgrhXkNgmiHcJOxsEjxw5gkceecTJe22z2XDx4kVWNS0tLXXbLMhXvysrK8FxHFQqFc6ePQsvLy9cvHiRJZvExMTg4YcfFthGent7cf36dWxubkIikUCv12NgYID9f3FxMTIzM+Hn5+dxxcdut6OmpgYNDQ0AtoTWww8/zDKZBwcHcenSJZjNZvj4+OCRRx5xaj602+0wGo2CzGu9Xo/i4uI9k08WFhZQVVXFLCFSqRRZWVnIzs6GXC6HzWZjnnSHwwGZTIaioiKkp6fvWknmq9AVFRWC5JPjx4/va4jP1NQUqqurWUrGzuO7E3gbyvZkFWCrar3zi0+JRILU1FRkZ2e7fN/19/fDaDQKmhZDQ0ORnp7ulCqyfdhMf3+/oILu5+eHxMRE6HQ6hIWF7SmEOY7DyMgImpubMTw8zG4PDw9HXFwcpqamBFbCuLg45OXl7bt3gCAI4k4gsU0Q7wKWl5dx4cIFVsnMzs5GUVGRU0KCyWTCG2+8genpaYjFYpw+fRp6vd7lNq1WK65evcoEdXJyMk6cOIH5+Xn84Q9/YEkiO9NGNjc3cePGDfa8kJAQ+Pn5sYphWFgYzpw541EVcjuLi4u4ePEi83ynpKTg6NGj8PLychpgExERgUcffVQg+DiOw+DgIG7dusVsH2FhYTh+/Pie/un19XXU1tYKYvIMBgMKCgpYtvPY2BiuX7/OLhzi4uLw0EMPwd/ff9dt7xzd7uvri6NHjyIxMdHjaurc3Byqq6vZhE6xWIzU1FTk5eXdcYwf78c2Go1sgMt2a9B2oS2TyZCeno6srCynnoCVlRW0tbWhvb2d2TXEYjG0Wi3S09Nx5MgRtl2Hw4GJiQn09vair6+PPR7YSl/hBXZERIRHr43VakV3dzeam5sF0yrj4+MRERGBwcFBNvFUJBIhMTERubm5+55SShAEcTeQ2CaIQ05fXx+uXr0Ks9kMuVyOM2fOCNJ4eObn5/HGG29gZWUF3t7eOHv2rCApZDtLS0t46623mD/76NGjSEtLQ3NzM6qqquBwOODn54dHHnlEUP0bGhrC1atXsb6+zsTL+Pg45ufnIRKJkJubi/z8/H3FpPHDcSoqKmCz2eDt7Y2TJ08yj/fOsfMZGRkoLS0V7GNubg4VFRXsMT4+PiguLkZycvKuFWez2YzGxkY0NTUxq4tGo0FxcTG7WNjY2EBlZSW7mFAoFDh27NieYnljYwO1tbVobW0Fx3GQSCTIyspCbm6ux02ii4uLqK2tZRc2IpEIycnJyM/P31Pku2N5eRlGoxEdHR2s8i+RSOBwOJwq2XK5HFlZWUhPTxfYXPhs7NbWVgwNDbHn+fr6IjU1FampqewigOM4JrB3TnPkh83odDpERkZ67DPnG2/b29tZ06pMJkNycjL8/PzQ2dnJvp0Qi8VITk5GTk6OS8sLQRDEQUNimyAOKTvTRlxVc3m2R/sFBATg8ccfd9sMMjQ0hIsXL8JsNkOhULAR52+88Qb7Cn7nQByLxYJbt26hra0NwFaEX2hoKBOBgYGBOH369L6/ll9bW8PVq1fZfmNiYnD69GlWTZ6cnMT58+fZ2PmysjJBpd5kMqG2thZtbW3gOI5F+eXm5u5qq+DHq9fX1zOxFh4ejtLSUnaBwnEcs1fwj0lLS0NxcfGu2+bTS2pqapg1IiEhAaWlpXs29fEsLy+jrq4OXV1dTMgmJiaisLDwjpp8eMHb3NyMgYEBtk25XA6r1cq8zTxKpRLZ2dlISUkRWD9MJhM6OzvR1tbGquHA1rqlpaWxhA8+j5sX2HwCDL/PhIQEJCYmIjo62uMLM34Eu9FoFORj+/v7s0nDra2tLJGFr8ZnZmbekyE+BEEQdwqJbYI4hCwsLODChQssVzonJweFhYUuhUlHRweuXbsGh8OBI0eO4Ny5c/Dx8XF6HMdxqKurY1+r86PM5+bm8OKLL2JjYwMSiQTHjh1Damoqq9puH1ADbAnHmZkZ5glPS0tDaWnpnnnSO+np6cGNGzecPN68V7ipqYlV2XeOnefF8nZftlarRUlJya6C1uFwoLOzE7W1tVhbWwPgOiZvfn4e169fZx7m4OBglJWV7XkxMTQ0hFu3bjFLQ0hICI4dO+bRUBtgy5Jx+/ZtwVTGuLg4FBUV7SsOkMdms6G7uxtGo1EwXVGpVGJ9fd0paSQoKAi5ubmCIS68UG9raxM0Tnp5ecFgMCAtLQ1BQUHgOA7T09NMYPOvL//Y+Ph4JCYmup3muNs59Pb2wmg0MosRsOV5T0pKwtLSEhoaGti5KBQKZGZmIi0t7Y597ARBEPcSEtsEcYhwlSt95swZqNVql4+tqalhPmadTodTp065TKPY2NjAxYsXWWpIamoqiouLUVtbyxouQ0JC8PDDDzM/q9VqRXV1NWssUyqVCA8PZyLbz88PZWVlbgfIuGOn53unx3tzcxOXL19m/uTExEScPHkScrkcHMeht7cXVVVVTPyHhYXh2LFjbi0z/GvV39+PmpoaJoSVSiUKCwuRlJTE7AtWqxV1dXVs6I1UKkV+fj6ysrJ2FYjz8/OoqKhgr6+3tzcKCwuRmprqkTVidXUV9fX1aG9vZ2JWrVajoKDA7Zjzvba302YhkUjg5+eHpaUlgRAGtoRrZmam4IKDn/DY2toq8EOrVCqkpaVBp9NBKpWysfV9fX2sqgz8+7h0XmDvNyVlbW0Nra2taGtrY95uvhE3Li4Ow8PDuH79Onu9AgMDkZWVheTk5LtKZCEIgrjX0CcSQRwSzGYzbty4wSadbs+V3onVasWlS5eY8M3Ly0NhYaFLD/HU1BTefvttZsU4ceIEVCoV/vCHP7CJeRkZGSgpKWEiZWJiAleuXGGNhnFxcVhYWGD7S0lJQWlp6b4rh8PDw7hy5QrzfOfl5SEvL48J2ampKZw/fx6rq6sQi8U4duwY0tLSIBKJMDExgYqKCtYk6uvri6KiIoFY3gmfUlFdXc2qot7e3sjNzRXE5PFpIeXl5UyIxsfH49ixY7t6o00mE2pqalhjpVgsRkZGBvLy8jyK8ltdXUVDQwPa2tqYaIyJiUFhYeG+LTl8BdpoNKK/v5/ZLBQKBXx8fDA/Py8Yiw5srWtOTg5SUlKwtLTE7B98FZv3sUulUuj1eqSmpkKlUmF6eho1NTUuBbZGo0FiYiLUavW+RS9/Di0tLYIcbKVSidTUVISEhKCjowNvv/02e05ERARycnKg0Who2iNBEIcSEtsEcQiYmprChQsXWALIzsEx21ldXcUbb7yBubk5iMVilJWVITk52elx/LAZfsJiYGAgHn30UUxMTODll1+G3W4XTGQEnKvZCoUCERERrNlMqVSirKzMZaV9N8xmM27dusXytwMDA3HmzBlWteU4Ds3NzaisrITD4UBAQAAeffRRqFQqLC0tobKykgl9mUyG7OxsZGdn72pdmZiYQFVVFbOCyGQyZGVlISsrS3CRsLS0hJs3b2JoaAjAVsX++PHjiI+Pd7ttm82GpqYm1NfXs0zohIQElJSUeNSE56qSHRUVhcLCwl0r9K7gEzmMRiO7eAK2Kv4cx2Fubk7QlCgSiZCUlITs7Gz2bYLZbGZDbLZvIzg4GGlpadDr9VhcXER3dzfeeustQWWcF9harRZxcXF3VFW2WCzo7u5GS0uLYP+RkZFIS0tj74+amhp2X3x8PLKzs+96FD1BEMRBQ2KbIO4jDocDDQ0NqKmpAcdx8PPzw8MPP+xWQExOTuLNN9/ExsYGfHx8cO7cOZcVUIvFgmvXrjGrhlarRWFhIW7evMmsDmq1GqdPn2ZRbjur2Wq1GouLi0xoGwwGHD16dN/V7L6+Prz++utMoGVkZKC4uJgJ5Y2NDVy5coXZRrRaLcrKymC321FeXo7W1lY4HA4Wx1dYWLhrw9vMzAyqq6tZ06VEIkF6ejpycnIEsXVWqxX19fVobGyE3W6HWCxGdnY28vLy3Ip4PpO6pqaGnY9KpcLRo0c9EskrKyuor69HR0eHQGTn5+d77OvmWVpaQktLi1OqSGRkJNbX19l0UR6pVMoaBpVKJasit7e3C6rYEokEOp0OKSkpcDgc6O/vx4svvihocrwXAhvYSltpaWlBZ2cnOwe+ip6UlITp6WlUVlay11oikSA5ORmZmZkuJ1YSBEEcRkhsE8R9YnV1FRcvXmSVV51OhxMnTrgVs52dnbh69SocDgdCQ0Pxvve9z2UyyezsLM6fP4+lpSWIxWKUlJRAoVDgtddeg9lshkQiQWlpKdLT0yESiWCxWFBdXc282wqFAqGhoUysKpVKnDx50mlK5V6YzWZUVFSwyLyAgACcOnVKIEpHR0dx6dIlrK+vswjC5ORkGI1GQdVYrVajtLR01+zu2dlZ1NbWCiLfDAYD8vLynPK4+/v7UVFRwSwQMTExOH78uFsBx0fdVVZWssqrUqlEcXEx9Hr9npnQS0tLqK+vR1dXFxPZ0dHRKCgo2Fcl2+FwYGhoCK2trYLhLf7+/oiIiMDU1BSLP+Tx9fVFVlYWUlJSIJfLYTKZ0NjYiPb2dsGwoZCQEKSkpMDPzw8jIyM4f/68k8COj4+HVqu9I4sIj91ux8DAAFpbWzE2NsZuDwgIQHp6OqKiotDV1YW//OUvbP19fHyQkZGB1NRUp5xvgiCIww6JbYK4D/T29uLatWswm82QyWR46KGHkJSU5FK0ORwOVFdXs6mKCQkJOH36tFNW807bCG/56OzsZBVulUqFM2fOMFE5PDyMa9euCUTn/Pw8q357EnXniqGhIVy7do1VJDMzM1FUVMQqxjsnRQYFBeHMmTOYnZ3FCy+8wEReWFgYSktLd636zs/Po7a2Fn19fQC2bBI6nQ4FBQVOlo6FhQWUl5czQern54ejR48iISHBrWCemZnBrVu3mDDcz2j0+fl51NfXo6enh3moY2JiUFBQsC/7w/r6Ojo6OtDW1ibwSMfGxsLX1xeDg4NsjXlCQ0ORm5uLhIQEiMVijI6Ooq2tDQMDA0zwS6VSaLVaxMbGYmxsDHV1dayhEvj3FBH+MXfTeLi6usqG3/C2FpFIhLi4OKSlpUEikcBoNKKiooI9Jzg4GFlZWdDr9dT0SBDEuxb69CKIdxCz2YybN2+is7MTwFb83sMPP+zW57u5uYkLFy4w8euuEXJzcxNXr15lvmaNRoPk5GS3zYibm5uoqKhgx6FUKhEQEMBEaGBgIMrKyvbtH97Y2EBFRQW6uroAbFUr3//+9wuaDJeWlnDx4kXW6JiSkoLo6GhcunSJVVr9/f1RVFQEnU7nVgQvLi6irq6ONZQCW8klBQUFThVqs9mM2tpatLS0wOFwQCKRICcnBzk5OW4tI0tLS6ipqWEiViwWIzMzE7m5uXs2P05PT+P27dusyg7sf0Q4x3EYHx9Ha2uroFmQHwRjt9vR09PjlJGtVquRm5uLyMhIrK6usijB7SI9LCwM4eHhMJvNGBwcZOvFb58X2DExMfuK6duJw+HAyMgI2traMDg4KGjaTElJQVJSEiYnJ1FVVSWIJlSr1cjMzERsbKzHUzYJgiAOKyJu58gwQsD2r1mJw0dQUNC7Zo3Gx8dx6dIlJnry8vJ2nbY4OzuLt956CysrK5BKpTh16hR0Op3T4yYnJ3HhwgWW4FFUVISVlRU2DGdnM2JfXx9u3LjBqovR0dGYnZ2F2WyGSCRCdnY2CgoK9lVJ5DgOPT09KC8vZ5VRvpqtUqmwuLgIjuPQ3d2N69evw2q1Qi6XIz09HSMjI0x4e3t7Iz8/H6mpqW73v7CwgNu3bwuqxQkJCSgoKHAaw+1wONDe3o7q6mp2XHFxcTh27JjbC5y1tTXU1dWxhBEA0Ov1KCoq2jWZhBfH9fX17OII2PKg5+bmQqVSefBKbl048ZF729/bERERiIuLw8zMjEDEA1teZoPBgKysLCiVSgwMDKC9vV1gKfHy8kJ4eDiArfcM79EGtqwmvMCOioq661SPtbU1dHR0oL29XSDyo6OjWaIJX6nn10UqlSI5ORkZGRnkx97Bu+lz7kGF1ujwcycDwe4VVNkmiAPGZrOhpqYGjY2NALaqtmfOnNnVRtDd3Y2rV6/CZrPB398f586dcykktzdXBgQEICcnB/X19SyDevvAmdXVVZSXlzOh5u/vDy8vL2aPCAsLw8mTJ5kg85TV1VVcv36dpXmEhISgrKxMkA+9ubmJ69evo7e3F8CWxUEmk7GMcJlMhszMTGRnZ7u1rCwsLKCurk5gl9BoNCgoKHApZEdHR3Hz5k3msQ4KCsKxY8fcJqlsbGygoaEBRqORVYs9GSjDxwY2NDRgamoKwJY9Qq/XIzc31yPhyE9HbG1tRW9vL9u/VCqFTqdDaGgoa8zcjo+PD3JycmAwGLC8vIzm5mZ0d3cLhtUEBQVBIpFgfn5eIL79/PyQkJAArVaL5ORkwUTIO8FdFVsulyM5ORkpKSnY2NiA0WjExYsX2f1KpRIZGRlISUnxKC6RIAji3QaJbYI4QObm5nDx4kUm+AwGA44dO+bkt+ZxOBy4desWi96LjY3FI4884iRCVlZWcOnSJdZcmZiYCLlcjmvXrgHYEjCnTp1CbGwsHA4HmpubUV1dDavVCpFIhCNHjmBqaooNbiksLERmZua+KpoOhwOtra2oqqqC1WqFWCxGQUEBsrOzBdX6vr4+/PnPf2Y+7KCgIGYZEIvFSEtLQ15entvGt/n5edTV1TGhDmzFvuXn57sU2TujAuVyORsw4+pbBIvFgubmZjQ2NrJEjMjISBQVFe1qo7Hb7eju7kZDQwOraPEV5uzsbI9Gs/ODY3ZG7oWGhrI4x8bGRtZkyhMWFobc3FxERESgt7dXkJnOn7NMJsPa2pqg2hYUFMQEdlhYGLNo3E0le2VlBR0dHejo6BBEAkZGRiI1NRVqtRr9/f24cOGC4BijoqKQkZGB+Ph4yscmCOI9DYltgjgAHA4HmpqaUF1dDYfDAR8fH5SVle2a3WwymXD+/HmMj48DAHJzc1FYWOgkRLq6unDjxg1YLBbIZDKkp6ejt7eXVbNTU1NRUlICuVyOmZkZXLt2jQ10CQ4Ohs1mYyI9Li4ODz300K72CFfMzMzg+vXrzP4RGRmJkydPCqq4VqsVlZWVaGlpAbBlY7BYLEz8JScno6CgwO2+Z2ZmcPv2bSaagS27SH5+vstK8+bmJurq6pgvWyQSIS0tDQUFBS7H11utVhiNRjQ2NjIrQ2hoKIqLi6FWq916hc1mM9rb29Hc3MzEpZeXF4vV2ystY2fk3vYqdmJiIrRaLYaHh1FdXS2weohEImi1WmRlZTGbxoULF1iFWCQSwcvLC2azmf0AW02xCQkJiI+P3zXNZT/YbDaXVpXtVWyRSIS2tjb2XuXPMSkpCenp6U7f1BAEQbxXIbFNEPeYxcVFXL58mVkKNBoNysrKdhVh4+PjuHDhAtbX1yGTyXD69GlotVrBY8xmM65fvy5IFgkODmaJHtur2VarFRUVFWhubgbHcZDJZAgODmbiWKFQ4NixY0hMTNxXA5rZbEZNTQ1aWlrAcRy8vLxQUlKC1NRUwXampqZw6dIlwcRCXnAlJCSgsLDQrfCbnJxEXV2dINpuN5Fts9nQ0tKC27dvM4EZGxuLo0ePutyHzWZDa2sr6uvr2RjwwMBAFBQU7NqQuba2hubmZrS1tbFzUSgUyMrKQmpq6p6JLSaTCV1dXW4j90JCQnD79m288cYbgufJ5XJkZGQgIiICg4ODeP311wU2EYlEArvdDo7jmO8+MjISCQkJSEhIcBkPeafMzs6is7MTXV1dgtSSmJgYpKSkQK1WY3R0FOXl5U6xfmlpaTAYDGQVIQjigYPENkHcI7bbNex2O7y8vHD06FEYDAa3Ao7jODQ0NKC6uhocxyEoKAiPPfaYk0gcGxvD5cuXsbq6yqLtJiYmWIoEPz7dy8sLfX19uHnzJqu6hoaGYnl5mQnttLQ0FBUV7Uv0cByH3t5e3Lx5kzVW6vV6lJaWCgbM2Gw21NXVob6+3mkbcXFxKCwsdGn94DgOY2NjuH37NhNp/Hnm5ua6FM38MVVVVbGqfmhoKEpKSlz6sm02G9rb21FfX88sLf7+/igoKIBer3drZZibm0NjYyN6enpYIkhQUBCysrKQlJS0ayMp72Nub2/H4OAge75MJkNiYiIMBgMWFxdx+/Ztdg48ISEhSEtLw8bGBrq7u1FXV+dyH3a7HRKJBGq1GvHx8YiLi7unWdSbm5vo7u5GR0eHYFCOr68vDAYDDAYDxGIx2tvbUVFRwV5bPtYvPT2dUkUIgnigIbFNEPeAxcVFXLlyBZOTkwC2KqtlZWW7VhU3NjZw+fJl1liYlJSEEydOCKLodo5P9/PzQ1BQEIu78/f3x8mTJxEbG4ulpSVcuHCBVYQVCgWkUinzR4eHh+PEiRMep2LwLC0t4fr164JYwBMnTjhlX09NTeHixYtOjXbx8fHIyclxGXnHD5hpaGhgFwNisRjJycnIyclxmxgyNjaGyspK9hxfX18UFRUhKSnJSTTbbDa0tbWhoaGBCUE/Pz/k5+cjKSnJpY+bH2LT3NwsSBaJjIxETk4O4uLidhWPS0tL6OjoQGdnp2AwjEqlQmpqKqKiotDU1IQ///nPAquIWCxGXFwcwsLCMDo6ihs3brjdh7e3NzQaDeLj4xEbG7vr6Pr9wl8kdHZ2CmIHxWIxNBoNDAYDYmJiWBV7eHiY2Vl8fHyQkpKC1NTUfduTCIIg3ouQ2CaIu8DhcMBoNKKqqgp2ux0ymQxHjx5lnlV3TE5O4vz581hbW4NEIsHx48ednjM5OYnLly8zK0ZUVBQbOCMSiZCZmckyt/kBMXa7HSKRCCEhIUxky+VylJSU7HlMO7FYLLh9+zaamppYNnVeXh6ys7MF1VybzYaKigoWNcjDNxmmpqY6RWLZ7XZ0dXWhsbFR0FyYmpqK7OxstxcpMzMzqKqqYgJYJpMhOzsb2dnZTmLTarWitbUVjY2NrBqvVCqRm5uLlJQUlyLbarWiq6sLzc3N7Li2e6W3J6y4er36+vrQ0dHBPPHAlihOSkqCwWDAxsYGqqqqWCMrj4+PD2JjY2E2mzE0NOQU7cfj7++P+Ph4xMfHIzIy8p43Fs7Pz6OzsxPd3d2Ci4TQ0FAYDAbo9XrYbDZ0dHTg+vXrgobIqKgopKWlIT4+ngbQEARBbIM+EQniDpmfn8fVq1eZNzsmJganTp3atZrNcRyamppQVVUFh8OBwMBAPProowIvMh8V2NTUBI7j4OPjA6VSyRonQ0NDUVZWhvDwcAwNDaG8vJxVkwMCAmAymZjQNhgMKCkpcdkguNsxdnd3o7KykgkutVqN48ePO1Wa+/r6cOXKFeZhBoAjR46gsLAQ0dHRTuLeYrGgra0NTU1NbNt83nZGRoZb+4OrATMpKSnIz88X2Fj4fbS0tAgaH/38/JCXl+fW9rG6uoqWlha0tbUxP7RMJkNKSgoyMjLcJovw9pfOzk709fUJqtRqtRoGgwHR0dFobm7Gn/70J+YR5wkJCYGvry8mJiYEw3m2Ex4ezgR2cHDwPbdjmEwmdHd3o7GxUWAT8fb2hl6vR3JyMkJCQjA0NITLly8Lqtje3t5ITk5Gamrqfc2wJQiCOMyQ2CaIfWKz2VBfX4/6+no4HA6Pq9nr6+u4fPkyq8pqtVqUlZUJGuumpqZw+fJlVlUNDQ3F4uIiZmdnIZFIkJ+fj+zsbKysrOAvf/kLs6DI5XJIJBImusPDw3H8+PFdK7GumJmZQXl5ObPDBAQE4NixY062iZmZGVy6dAkLCwvstpCQEBw/fhzR0dFO211bW4PRaERraysT5r6+vqy50F0U4vr6Ohsww1sZdDodCgsLnYQ/n+FsNBqZYPb392cie2clm08FMRqN6O/vZwLS398fmZmZSE5Odtv0uLS0hK6uLqfJjIGBgUhOTkZSUhJMJhMqKysFiSHAloj38/PD6uoq5ufnBXF4wFaFPzY2FhqNBhqNxuli4l5gtVoxMDCA7u5ugXjmbSJJSUmIi4tjsX6vv/664EKBj/XTarVUxSYIgtgD+pQkiH0wOTmJK1euMDGs0Whw4sQJKJXKXZ83MDCAK1euYHNzE1KpFEePHhUkeFitVtTW1rJqtlwuF/itY2Ji8NBDD0GhUDAPNx9v5+fnx5rrFAoFSkpKkJSUtK8KqMlkQk1NDdra2gBsRbTl5eUhKytLIKbm5uZw48YNgU1CoVCgrKwMGo3Gabtzc3MoLy9Ha2uroLkwOzsber3erVAzmUxoaGhAS0sLi8ZTq9UoLi52SiRZXV1FU1MT2traWGU5MDAQeXl5LhsfrVYruru70dLSIhgRHhUVhczMTGg0Gpf2jM3NTfT09KCrq4t9mwFsxf7pdDokJycjLCwMDQ0NeOWVV5h1hcfb2xs2mw1Wq1VwkcLfx8fzxcTEHIiAdTgcGB0dRXd3N/r7+2G1Wtl9kZGRSExMhE6ng0QiQW9vL/70pz85rXNycjIMBgNVsQmCIPYBiW2C8ACLxYKqqiqWGe3j44OHHnoIWq12V1G7088cGhqKRx55RJBHPTw8jOvXrzPBzFc9zWYzi+jTarXo6upCVVUVE3F+fn5YW1vDysoKxGIxsrKykJubu2cE3c7ja2pqQn19PRNfOp0OJSUlAjvM5OQkampqBJnKUqkUxcXFyMzMFGyT4ziMjIygsbFR8PjIyEhkZ2dDo9G4fc02NjbQ2NgIo9HIhDNvS9nZkLm4uIiGhgZ0dXUxIc8Pe0lISHASzEtLS2hra0N7ezurfEulUuj1emRkZLjMfbbZbBgeHkZXV5cgTUQkEiEmJgbJyclISEjA9PQ0KisrMTk5Kahii0QiiEQiOBwOQVQesHVBkJiYiISEBMGAmXsJP5myp6cHvb29ggsAf39/JCUlQa/XQ6PRoLW1FRUVFQI7jEgkglqtRkpKCuLi4lz63AmCIIjdIbFNELvAcRyL0uM9xgaDAaWlpXtG583NzeHChQusipmVlYWioiJWtTSZTKioqGBeXblcDrvdzuL9+Ii+ubk5vPbaayx5g6+Q8vYFjUaDo0ePuk3ucHde3d3dqKqqYk1uKpUKR48eZVMT+USOhoYG5hfnMRgMeOihhwQVWL650Gg0snMWiUQwGAxISUnZ1dJiNpvR1NSEpqYmJvpVKhUKCwsFA2Y4jsPk5CQaGxsFTYRRUVHIzc11iphzOBwYHBxEa2urIFXE398f6enpLnOfOY7D+Pg4uru70dfXJ8i0Dg0NZQJVIpGgtrYW5eXlTkJ6+7a2D50JCwtDcnIytFrtgdhDeObm5tDT04Oenh5BpKC3tzcSExORlJSEiIgILC8vo6urC2+88YYgEz0wMBAGgwFJSUl7fmtDEARB7A6JbYJww9LSEm7cuMFEWkBAAE6ePOlUYd2Jw+FAQ0MDamtr4XA4oFAocPr0aZb9zHEcurq6UFFRwUSat7c3+2+VSoWTJ09CJpPhypUrbIKiRCKBVCpljwsLC0Npaemex7OT8fFxVFRUsKmSSqUSxcXF0Ov1EIlEsNvt6OnpQWNjo5OfODQ0FGfOnBFUgfnmwvb2dnZsMpkMBoMBmZmZiIuLc0oj4dnY2EBzczOMRiPzcoeGhqKwsFBQAXc4HOjv70djYyO76AC2LjRyc3OdYgXX1tbQ3t6OtrY2QaqGWq1Geno61Gq1oPLNcRxmZ2fR09PjlMTh6+sLvV6PpKQkhISEoLu7G6+//rrAguIOqVSKI0eOIC0tDXFxcQfqb15cXERvby96enoENhWZTIb4+HjodDo28Ki3txe3bt1i3nxAaIeJiIigXGyCIIh7BIltgtiBzWZDQ0MD6uvrYbfbIRaLkZubi9zc3D3F0sLCAi5fvswE4c7pkQsLC7hx4wYb3CKTyWC1WrG5uQlvb28UFxdDo9Ggvr5e4HPmxbjdbodSqWSZ0vsRRHNzc6iqqmJNlTKZDLm5ucyXzSeFbB9DziOTyVBaWsp85nyF2Wg0oq+vT9BcmJGRAYPBsKudxWQyobGxEa2traySHRISgoKCAiQkJLDzslgs6OzsRFNTE6vQSiQSJCcnIzMzU2DHcTgcGB4eZgNktuc+GwwGpKamOqWKLCwsMIG6/YJALpdDq9VCp9MhKioKc3NzqK6uxsjICPOQu8Pb2xsxMTF7RgXeC5aWltDb24ve3l6B+OfzunU6HfOgDw0N4cKFCy7tMDk5OYiIiLinWd0EQRDEFiS2CWIbw8PDuHHjBkv1iImJwYkTJ/a0aLiaHnn8+HEmiC0WC+rq6gSNjcCW9UIkEiEjIwPZ2dno7u7GCy+8wKq8vMje3Nx0Eseesry8jJqaGmZXEYlESElJQWFhIRQKBVZWVmA0GtHe3i6I8OMxGAwoLi6GQqFw21wYHR2NjIwMt82FPGtra2hoaEBbWxsTrWFhYcjPz0d8fDx7XZaXl2E0GtHR0SF4LdLT05Geni6ICOQTM9rb2wUV6cjISKSlpSEhIUHwei0vLzMP8/ZzkEgk0Gg00Ov1UKvVsFgsaGhowPnz593aRHj8/PwQHx+PrKysAx/ksri4iL6+PvT19Qmi+sRiMWJiYpgPXCaTYXx8HDdv3nRrh9HpdFAqlQgKCnL77QNBEARxd5DYJghsVQgrKiowODgIYMs6cPToUSQmJu5ZPV5cXMTly5dZQoVarcbJkyfh5+cHjuPQ09MjGGMtkUiY0IyJicHRo0cxNTWFV199lVWUvby8YLFYsLm5CbFYjPT0dOTm5u5rDLer2LzExEQUFhYiKCgIk5OTKC8vF1SmxWIxe6xKpcJDDz2EiIgILC0tob6+XiB+pVIpdDodMjIynBJCdrKwsIDGxkZBM2N4eDjy8/NZrCDHcRgdHUVzczNbB2DLP8xH8fGVV5vNhoGBAXR0dAi82PwAmZSUFMGI9+XlZSZQt9tQxGIxYmNjkZiYyMR+a2srbty4IRDurggODkZSUhJSU1P39O/fDRzHYX5+Hn19fejv7xdYe/jKNH/83t7emJmZQW1tLXp7e93aYVw1gxIEQRAHA4lt4oFm55REXtgWFBTsmepht9vR1NSE2tpaNj3y2LFjMBgMEIlEmJ+fR3l5ObOM8ELWbrfD398fpaWlcDgcePvtt1lzmlQqhc1mg8VigUgkQnJyMvLz8/dVLTWZTGhqahIkesTGxqK4uBghISHo7+8XXBwA/15BdzgczM6SlJSEwcFBVFdXC1JFAgICkJaW5rK5cCeTk5O4ePGiYGBLZGQk8vPzERMTw6r+fLV8u5BUq9XIyMhgDZIcx2F6ehodHR3o6ekRVGpjYmKQkpIimF64vLyM3t5e9PX1MX86sCVQo6OjBRXglpYWvPTSS4LM7J2IRCIcOXKE7Wc/qS/7hT/X/v5+9PX1sW9agK33UXR0NLRaLRISEuDt7Y25uTk0NTWht7dX8Niddph7PXGSIAiC2BsS28QDCd+kWFVVxap/sbGxOHbsmMAH7I7JyUlcu3aNicPt0yNNJhNqa2vR1tYmiIHjhWxeXh4CAgJQW1vLbAB8tZsXxwkJCSgqKvLoWHhcieyIiAgUFxcjKCgI7e3teOONN9j5isViBAQEYHFxEZubmywBxWAwoK+vD7/+9a8FUXFxcXGsuXC3aj/HcRgaGkJDQ4Mgpzk+Ph45OTmsmXF+fh4tLS3o6upivm2ZTIakpCRkZGSwc19fX0d3dzc6OjoEjX9KpZJVsXkv9sLCAhOo2y0WIpEIUVFR0Gq10Gq1sNlsaG5uRk1NjVMe9nZ2WksOssHRbrdjbGwMAwMDGBgYEFSl+UE3Wq0WGo0Gcrkc8/PzaG5uRm9vryBJRCqVsmOOjY2loTMEQRD3GfoUJh44JiYmUFFRwewEAQEBOHr06K75zzxmsxlVVVUsN9vb2xtHjx5FUlIS7HY7GhoacPv2bSfvs0QiQUZGBo4cOYKmpiYmQvmK7fbBLYWFhQgPD/f4fPhmw5aWFiayVSoV8vPz4e3tjdbWVvT29jL7ho+PD0JCQjA1NSUYzhMTE4OhoSG8/PLLbNsKhYJF97kbWc5jtVrR2dmJ5uZmJv74bwpSU1MRHBzMkk5aWloEQjwwMJAJfblczmIEu7q6MDo6yi5aJBIJtFotkpOT2Tj4mZkZtLe3o7+/X+A75ivYWq0W0dHRmJubQ1dXF27duiUYq74Tfkx5fHw8IiMjDzRb2mw2Y3h4GAMDAxgaGhK8b2QyGdRqNbRaLeLi4iCTyTA7O4umpib09fUJzlUikSAuLg6JiYmIi4tzO5GTIAiCeOcRcdtLb4QT1DR0uNlPY9fCwgKqqqpYPrNMJkNeXh4yMzP3rP7xedvl5eWsEpqcnMzytnt7e1FVVSXINObR6/WIi4tDa2urk8jmUavVyM/Pd4qw2421tTU0NTWhtbVVILJzcnJgNpvR2toqqO5GREQgODgYw8PDrGoaHByM4OBgjI2NCZoAY2JikJaWBo1Gs6fY5KP/2tramLXDy8sLqampyMzMRExMDPr7+9He3o6uri429lskEiE+Ph7p6emIjo5mnu2uri4MDAwIJhxGRETAYDAgMTERUqkU4+PjGBwcRH9/vyA5hW8SjIuLg4+PD7NiuFqX7QQEBECv1yMhIQGhoaEHGnu3tLSEgYEBDA4OYmJiQvA+UCgUiI+PR3x8PKKjoyGRSDA1NcX82tvPg08cSUxMhEajuSuBTQ2Shxtan8MPrdHh535OviWxvQf0y3O48eQDjm8U5G0dfBpHQUGBR4NFFhYWcPPmTdaIFxgYiBMnTiAmJgZjY2OoqqoS+J951Go1NBoNenp67qnIdjU5MTw8HElJSZifn0d3dzcTqhKJBDqdDgEBAejs7GR+XrlcDrlcLhBvvr6+rOFvryo2H/3X0tKC3t5edk4BAQGsmVEkEqG3txfd3d0Cz7evry9SUlKQmpoKX19ftxMOeQGclJQEHx8fDA0NYXBw0GUFOCYmBsHBwXA4HJiYmHC5HjsJDw+HwWCARqM50MEtdrsdExMTGBoawtDQkNP7NTg4GBqNBvHx8YiIiIDdbsf4+LhLO4lUKoVarUZCQgKzk9wLSCgcbmh9Dj+0RocfEtuHGPrlOdzs9gFnsVjQ1NSExsZGJj41Gg1KSko88kJvbm6irq4ORqMRHMcJ8rb53OXtIpInKioKarUag4ODgqEh24mLi0NeXt6+RPb09DTq6+vZkBtgq+IbHh6OyclJQRNgYGAgUlJS4OPjg8bGRuZ1lkgk4DiOiXSxWAyNRgODweA06MUVfDNja2urIDYvKioKWVlZUKvVmJmZQWdnp0D0i0QixMXFISUlBWq1GvPz80xgb29K9Pb2hk6ng16vh7e3NxOo4+Pj7Jj5x4WHh8PLywtra2uYmprCXh9lYrEYUVFR78iAmdXVVQwPD2NoaAijo6OCKj1/HBqNBnFxcQgMDITZbMbQ0BCzk2x/vEwmg0ajgVarhVqtPpAsbBIKhxtan8MPrdHhh8T2IYZ+eQ43rj7grFYrWlpa0NDQwKwR4eHhKC0tZaPId8PhcKCtrQ01NTXs+fHx8SgtLYXNZkNNTY1gVDiPSqVCdHQ0BgcHXb5vRCIRdDodcnJyPI5e45sNm5qaWKoJABw5cgRyuRzj4+NMmInFYmi1WqSkpMBsNqOurs7tlMPg4GCkpKRAr9d7FCc4Pz+P1tZWdHZ2Cqrmer0eGRkZkMvl6OrqElTPga3qdE5ODtRqNTY2NtDX1+eUmMFPONRqtZBIJBgZGcHQ0JCg6Q/YaohUKpWwWq1YXFwUiG93eHl5IS4uDllZWVCpVAdmD7HZbJiYmMDIyAiGh4edJm/6+PggLi4OarUaarUaXl5eWFpaYpX6iYkJwfnstJMcdJMjCYXDDa3P4YfW6PBDYvsQQ788h5vtH3A2mw2tra2or69nvuDAwEAUFRVBq9V6JLRGR0dRUVHBRGpwcDCOHTsGPz8/1NXVCSLseMLCwqBSqTA8POw0eRHYEqUGgwHZ2dl72jN4+MmJRqNRIDpDQ0NhNpsF1eDAwECkpqZCr9djbGwMtbW1TkIV2BJ8vC0jLCxsz9fDarWir68P7e3tgmbGgIAApKenIyEhAWNjY+js7MT4+Di7XyaTISEhAcnJyZBIJBgfH0d7e7vAssInZkRHR7MUjp0VYJFIBF9fX3AcB5PJtGflmkehUECr1SInJwd+fn4ePWe/cByHhYUFjIyMYGRkBOPj405NlxEREYiLi0NcXBzCwsLgcDgwPj7O7DDbLziArfcaL7DDw8Pf0XHpJBQON7Q+hx9ao8MPie1DDP3yHG6CgoIwOzuL9vZ21NfXM3+rv78/CgoKoNfrPcoWnp6eRlVVFbOFyOVyFBYWIiIiAg0NDejr63N6jkqlQkBAAEZGRgSZzzze3t6sSdDTYTTLy8toaWkRTHOUSCRQKBQCgS2TyZCYmAiDwYCwsDC0tLSgvr7e6TgkEgni4+ORlJSE2NjYPZsdOY5j6R49PT3sGEQiETQaDVJSUmCz2dDT04OhoSHB6PLo6GhWKR8ZGUFfX5+T3zg2NhZBQUGwWCwYGxtz+v2SSCSQSCQuJ1nuRnBwMFJTU2EwGA4siWN1dZVdFIyOjjoNvfH19UVsbCz78fHxwdLSEqt2j42N7WknuV+QUDjc0PocfmiNDj8ktg8x9MtzeLFYLBgYGEBlZSUTPn5+fsjLy2NV1b1YWFhAdXU180GLxWKkpaVBrVbDaDRieHjY6Tnh4eGQyWQCW8d2goKCkJmZiaSkJI/8tQ6HA8PDw2htbcXw8DCr4MpkMtjtdoG9ICoqCgaDAQkJCVhbW0N1dTUGBwedLBW88NVqtR410ZlMJvT09KCjo0NgPfH390dSUhL8/f0xOjrqlBISFBQErVYLhUKBqakpDA0NCQS/TCZjWc+8t3q7QAecm0Y94Z3wX29sbGB8fJwJbFcXBlFRUYiNjYVarUZwcDCsVivGx8cxPDyM4eFhp+q1QqFg1e7Y2NhDE9FHQuFwQ+tz+KE1OvyQ2D7E0C/P4WNjYwNGoxEtLS3MU+3r64u8vDwYDAaPhNfq6ipqa2vR2dnJhF5SUhKio6PR0dEhsE3wqFQq2Gw2wWCV7cTGxiIzM3PPoS88a2tr6OjoQFtbm1N83XbxHBAQgKSkJOj1ekgkErS2tqKjo8NpGIu/vz8yMjI89mHzI8+7uroEIp8f5BIaGsp8xdsFtJ+fH2JjY9locFfNi/yH2vz8vMdV6r1Et4+PD3Q6HXQ6HSIiIu65zYIX17zA3um7FolEUKlUiImJQUxMDI4cOcJyvkdGRjA6OoqpqSnBayEWixEREcG82p7Yd+4HJBQON7Q+hx9ao8MPie1DDP3yHB74XOm2tjZWXQ0ODmZVZE9E9vLyMhoaGtDR0cFEkUajQVhYGHp6epy8zhKJBCEhIVheXnZpFeEnHqanpyMkJGTP/TscDoyMjLAhLO7ghaVer4eXlxcGBgbQ2dnp9H6USqWIi4tDUVGRRx8kvG+4u7sbvb29giq1SqVCaGgoLBYLhoeHBff5+PggIiICUqkUMzMzLiu2Pj4+MJlMzC+/G7y1Z68mx/DwcOh0Omg0mntus1hbW8PExATGx8cxMTHhJK4BICQkBFFRUYiJiUF0dDS8vLwwOzvLBPlOawiwddHDV7ujo6MPdKz7vYKEwuGG1ufwQ2t0+CGxfYihX577z9TUFJqbm9HX18fEWWhoKHJzc5GXl+ck/FwxPz+P+vp69PT0sOppREQEAgICMDg46FR99fLygkKhcNloyO8/PT0dOp3OIyvA/Pw8Ojs70dnZ6VaMenl5QaPRQKfTQSqVYnh4GP39/S7PLzg4GLm5udDr9XtWSh0OByYnJ9Hb24u+vj5BRdzX1xdhYWGwWq2Ynp4WNPkpFAoEBQXBbrdjbm5OcJ9IJIKPjw+sVquT2HR3bna73clC4upx/EjymJiYe2az4DgOi4uLmJiYYD+uBt0EBwcjKioK0dHRiIqKgo+PD+bm5jA2Nsaq3jsvury9vVm1OyYmxuMm2MMECYXDDa3P4YfW6PBzP8U2jWsnDiV2ux39/f1obm4WDCiJjIxEbm4us2rs1fw4PT2N27dvC6L6wsPDIZVKXQ4/USgUsFqtsFgsLkeu63Q6pKWleZQWsbGxwXzQ2yc5boePvYuLi2MTFC9fviyY5sgjFouh1+uRm5u754cGL7D7+vqcGhVlMhmCgoKYJWb7fT4+PlAoFNjY2IDJZBII8+0Z3XxCiCu8vLwgFothsVjYxZE7K4lIJEJkZCTzMN+r6Y0WiwXT09OYnJzE1NQUJicnnUSySCRCaGgoIiMjERkZiaioKHh5eWFmZgYTExPo7Ox0+TyZTIaoqChW8T6s1hCCIAjicEBimzhUrK+vo6OjAy0tLUwEisVi6HQ6ZGZmQqVS7bkNh8OB/v5+GI1Ggfc6JCQEJpMJ09PTgseLRCLI5XJsbm66FJBHjhxBcnIyEhMT97QEmM1m9Pf3o6urC+Pj4y49yHz2s0qlgtVqxejoKC5duuTWrxwUFIT09HQ26MUdNpsNIyMjbBT49gq6VCqFUqnE5uYmNjc3BQNweH83bwFxV3l3VZWWSCSQy+Ww2+1MlO7l0Q4ICIBGo0FsbCyioqLuekiLw+HA4uIipqamMD09jampKczPzzu9nlKpFCqVionrI0eOwOFwMDFuNBoxPT3tdJ4ymYyJ8ejoaKhUKo8SbgiCIAgCILFNHAK2+5i3J2soFAqkpaUhLS3No4a/jY0NtLW1obW1lTUcikQiKBQKrK+vO3lyJRIJ7HY7OI5zqiT7+voiOTkZycnJe1aRLRYL+vv70d7ejsnJSZeiWaFQQK1Ww8fHB+vr6xgdHUVPT4/bbfIDY1JSUnZtBjSZTGzy4MjIiMDqIZFI4OXlhc3NTdhsNmaJEYlEkMlkTBS7q1DvRCwWQy6XQyQSYXNzEw6HA3a7fc/n+/n5Mc9zdHT0XY1G5zgOy8vLmJmZwczMDKanpzEzM+PSyuLn54eIiAgcOXIER44cQXBwMJaWlth4+Js3b7rNI+cFeWRkJEJDQz1KtiEIgiAIV5DYJu4bq6uraG9vR0dHhyCNIyIiAmlpaUhMTNyz6ZHjOExNTaGtrQ3d3d2sKsmLI7vd7pSHzKde7Kxg8n5hnU6H6OjoXauX6+vr6O7uRldXl8sqKrA1bIa3RfCe7Z3HwZ8Dj0qlgsFggF6vd1lFdzgcmJ6eZtFyO6v0260edrudVan5Cwt+f3tVn/lqP28HsdlscDgcHjU/KhQKxMTEMJtFXFzcHXkZeWE9OzvLxPXMzIzbRlWVSsXG14eHh8Nut2N6ehrT09Po7e3F7Oys0+AZYOubA16UR0VFITAwkGwhBEEQxD2DxDbxjmI2m9HX14eenh42QAbYajJLSkpCSkqKR6ke6+vr6OrqQk9Pj8APzcfm7daIt13cSiQSJCQkQKfTsTxod8+ZnZ1l2duuqrkikQghISEslWNhYcGpcurt7Q2bzQabzcaOw9/fH3q9Hnq9HsHBwU7bXVlZwdjYGIaHh10O0NkemefuvHd7PUQiEfNZW61WdmyufOOu8Pf3R0xMDLNa+Pv7e/S87dhsNszPz2N2dhZzc3PsX1cVa7FYzKZ2qlQq5p+fn5/HzMwMWltbcfXqVZei3MvLC+Hh4Thy5AgiIiIQERGxqzWHIAiCIO4WEtvEgWOz2TA4OIienh6nASzR0dFISUlBQkLCnlVsfjudnZ2CXOjt7BUlB/x7XB6feuHOM7y2toa2tjYMDg5iYWHBpWD18vKCr68v7HY7VlZWBANhgK0qr0wmw9raGux2OxOw3t7eSExMRFJSkpNNZH19ncXKjY6OukzN2M5+AoVEIhGkUilEIhGsVis4jgPHcS6FqSvEYjHzPfP2DE+nY/LHury8jPn5eczNzbF/l5eXXZ4HH73IC2v+YmRhYYF9W3Dz5k2XolwikSA0NBQRERFMlAcFBVHVmiAIgnhHIbFNHAgWiwUjIyPo7+93mjoYHBwMvV4PnU63Z0wa3/TX19eHgYGBfY/x5vH29oZWq0V8fDyio6NdCvu1tTV0d3djYGDAbVWVt1c4HA6WWLL9mPz9/aFQKGCxWLC4uOgUsxcfHw+tVovIyEhm+VheXsbk5CTLfHYXN7hfRCIRJBIJHA4HuwjhOM6jqD4ePz8/HDlyhFWDQ0NDPcozdzgcWFlZwfz8PBsWs7CwgMXFRZdWDmBrjcLCwhAWFobg4GB4e3vDbrdjcXERc3NzaGxsdPvaSKVShIaGsuerVCqEhISQ15ogCIK475DYJu4Z6+vrGBwcxMDAAEZHRwWVYKVSyawSISEhu1YXrVYrhoeH0dfXh8HBwX2Jw+0EBQUhISEB8fHxTlF9drsds7Oz6OnpwdjYGJaWltyKQF6w8lVgvjrN20Z8fX1ZjN7KyoqgEh0QEICEhAQkJCQgIiKC7belpYUNU/HUrrFfOI5ze06uUCgUzPfMV4J9fHx2fc7m5iYWFxfZz9LSEvvX3bcMEokEwcHBCA0NRWBgIPOGr6+vY2FhAcPDw2hubnb7fIVCgZCQEISGhiI0NBQqlQpBQUGUEEIQBEEcSkhsE3cM34A2MjKCkZERp8xqf39/JjT50dau4AeOjIyMYGhoCGNjYx7ZQXYik8kQGxuLhIQExMbGMnsDP5RlbGwMIyMjmJubg8lk8th+wV808JVX3nfNV1y3W0ckEgmio6OhVqsRExPDXiOj0Yjz588LGkHvJ35+fsyawVeDfX19nR7HcRw2NjawvLyM5eVlLC0tCf7d7UKBF9X85EnermM2m7G4uIjx8XGnptHtSKVSBAcHIyQkRCCu92NbIQiCIIj7DU2Q3AOaCPXv8KJ4dHQUIyMjLkdVq1QqVk0ODg52K7B5a8HAwACGhobuqLorkUhY4gU/XMRsNmNubg7T09MYHx/H/Pw81tbW9uVrBra82GFhYVAqlZBIJNjc3MTc3JxL/3RISAjCwsIgk8mwubmJ+fl5rK6u3nFF/l4ik8nY8fGCNSQkhCWd8H7t1dVVrKysYHV1FcvLy6xCv7Kysud5+Pr6IiAgAAqFAl5eXhCJRCwJhd/WbhdPcrkcQUFBCAoKQnBwMBPYfn5+5K9+h6Dpd4cbWp/DD63R4YcmSBKHEpvNxqbpTU5OYnJy0kkUbx9VrVar4efn57Qd3pc8NjaGvr4+TE9Pe9yQtx3elxsfH8+aCs1mMwYGBtDT07OrH3g3fH19mR1EIpHAYrFgaWkJk5OTLkUin9xht9tZisbODO93Gi8vLyZSg4ODmXD18vKCyWTC2toa1tbWMDY2hq6uLqyurrIfTy4KFAoFfH19IZfLBbGKm5ubWF1dFQwPcoVEIkFAQAACAwMREBDAxHVQUBB8fHxIVBMEQRDvWQ612G5pacGPfvQjNDc3w2q1QqvV4uMf/zje9773ebwNh8OBl156Ca+88gqGh4ehUChQUFCAZ599FnFxcQd38O8yeM/x7OwsZmdnMT09jdnZWSexKZFIEBkZiZiYGMTGxjqNquY4DqurqxgZGcHg4CBmZ2exvr6+78oysCWCeUEmFouxsrKCxcVF1NbW7hpl5w4vLy8EBQVBqVRCJpPBZrPBZDJheXkZIyMjHm/nTps07xaxWAx/f38EBwdDqVTCx8eHCX/+XNbX1zEwMID19XWsr697XF338vKCt7c3pFIp8z7bbDaYzWY2WXOv4TU+Pj7w9/dnP7y4VqvVsNlsJKgJgiCIB5JDayOpra3Fpz71KchkMpw9exZ+fn64dOkSxsbG8Oyzz+Kzn/2sR9v527/9W7z66qvQarU4fvw45ufn8fbbb0Mul+Pll1+GVqvd9fnvta+F+JQIvqGNzzZeWFhwWcVVKBQs4u3IkSMICwuDVCpllpKhoSFMTExgYWEBq6urdySCgS2xx0fS2Ww2WCyWOxLo/LZ44cg3CVqtVpjN5jve5juFTCaDQqGAXC4XCF+73Q6LxcLGqe/nPCQSCaRSKSQSCcvk5l9jTxGLxfD19YWfnx/7USqV8PPzY+LaXYQifb16+KE1OtzQ+hx+aI0OP/fTRnIoxbbNZsOjjz6KqakpvPLKKzAYDAC2otk+/OEPY3BwEG+99daelemamhp8/OMfR25uLp5//nl4eXkBAKqrq/GJT3wCubm5+N3vfrfrNt5tvzzbPbjbf/iUiOXlZbf+WblcLohe8/LyYqOxFxYWWKX0TpoXD4Ltw1zeDfBRfCKRSCB67/QcxGKxYArlna6LQqFgP76+vlAqlU7/+vj43HHaB/0ROvzQGh1uaH0OP7RGhx/ybO+gpqYGIyMjePLJJ5nQBrbi4z7/+c/j2WefxR//+Ef8t//233bdzmuvvQYAeOaZZ5jQBoCioiKUlpaioqICg4OD0Gg0B3Mi9wB+tLbFYoHZbGZf6/MVTpPJxP5dX1/H2tqaR9aB7UKNj7Uzm81smMq7gXeT0Ab2H8W3F7tdNHl7e8Pb2xsKhQI+Pj5OP76+vuw+iswjCIIgiIPjUIrturo6AEBpaanTfSUlJYLH7EZtbS0UCgWys7Od7uPF9u3bt92K7b/7u7/bz2G/qzgs1WnCGalUCrlcDi8vL8GPXC53+vH29haIaz6zmiAIgiCIw8GhFNtDQ0MAALVa7XQfn2QwPDy86zZMJhNmZ2eh0+lcTpHjLSj8vghiL8RiMcRiMSQSCfuRSqV7/shkMrf/enl5QSaTCf6bxDJBEARBvHc4lGKbH/zhKkYO2LKT7BygspPV1VX2WHfb2L4vV3zrW9/a81gJgtib++mVIzyD1uhwQ+tz+KE1ItxBJTSCIAiCIAiCOCAOpdjmq858dXona2trbqvePPz97irX/O3uKt8EQRAEQRAEcbccSrHN+6ld+bKXl5exuLjo0s+9HYVCgbCwMIyNjbnMfua92jTYhiAIgiAIgjgoDqXYzsvLAwDcunXL6b7KykoAQH5+/p7byc/Ph8lkQmNjo9N9/Lb5fREEQRAEQRDEveZQiu2ioiLExMTgzTffRGdnJ7t9bW0NP/nJTyCVSvH+97+f3b6wsID+/n4sLCwItvPBD34QAPD9739fMC2vuroat27dQl5e3qHO2CYIgiAIgiDe3RzKCZLA1mCbT3/605DJZDh37hyUSiUb1/7MM8/gc5/7HHvsj370I/z4xz/GF7/4RXzpS18SbOeb3/wmXnvtNWi1WhgMBtTU1GBmZgYAkJiYiM985jN43/ve5/FxORwOvPTSS3jllVcwPDwMhUKBgoICPPvss2RJucf84he/wP/5P/8HAPDKK68gMzPT4+fSOh0MHMfh8uXLeOGFFzA4OIjV1VVERESgoKAA/+W//BfExMR4tB1an7vj9ddfR0NDA9ra2tDT0wOr1YrvfOc7ePLJJwWPs1qtuHbtGq5fvw6j0YjJyUmIRCJotVo88cQT+PCHP+wyGnU3Wlpa8KMf/QjNzc2wWq3QarX4+Mc/vq/P0QcBT9doO6Ojo/j5z3+OyspKzM7Owt/fHwkJCfjIRz6CRx991ON90xrtzfT0NM6fP4+bN29iYGAAc3NzCAgIQHZ2Nj796U8jIyPD6Tlra2v40Y9+hEuXLmF2dhZhYWE4c+YMvvSlL+27/4vWaG/uZI22Mzo6iscffxwmkwkf+tCH8Nxzz+1r//dyjQ5l9B8AFBYW4qWXXsIPf/hDnD9/np3o008/jccff9zj7Tz33HPQ6/V4/vnn8Ze//AUAEB0djYKCAtTW1uIrX/kKxsfH8dnPftaj7X3rW9/Cq6++Cq1Wi4997GOYn5/H22+/jcrKSrz88svQarV3dL6EkP7+fvzwhz+EQqGAyWTa9/NpnQ6G7373u3j++ecRFhaGsrIyKJVKdHV14dVXX8Wbb76Jl19+GTqdbs/t0PrcHT/4wQ8wPj6OoKAgqFQqjI+Pu3zcyMgIvvzlL8PX1xeFhYU4efIkVldXcf36dTz33HOoqKjAT3/6UzZNdi9qa2vxqU99CjKZDGfPnoWfnx8uXbq078/RBwFP14insrISX/jCFwAAJ06cQExMDJaXl9Hd3Y3q6mqPxTatkWe88MIL+MUvfoHY2FgUFxcjJCQEw8PDuHLlCq5cuYL/+3//Lx577DH2eJPJhI997GPo7OxESUkJzp49i66uLvz6179GbW0tXnrpJSgUCo/2TWvkGftdo+1wHIdvfOMbd7zve75G3AOA1WrlTp06xaWmpnLt7e3s9tXVVe7s2bOcwWDgBgcH99xOdXU1p9PpuI985COc2Wxmt1dVVXF6vZ776Ec/ehCH/8Bhs9m4//gf/yP3gQ98gPvKV77C6XQ6rqmpyePn0zodDDMzM1xSUhJ34sQJbnV1VXDf888/z+l0Ou5rX/vantuh9bl7KisrubGxMY7jOO7nP/85p9PpuD/84Q9Oj5uamuJefPFFzmQyCW5fX1/nnnzySU6n03Fvv/22R/u8V5+jDwqerhHHcdzExASXnZ3NnTlzhhsfH3e632q1erRPWiPPuXjxInf79m2n22/fvs2lpKRw+fn5gs+nH/zgB5xOp+O+973vCR7P3/6DH/zAo/3SGnnOftdoO7/5zW84g8HA/jb97d/+rcf7PYg1OpSe7XtNTU0NRkZGcO7cORgMBna7UqnE5z//edhsNvzxj3/cczuvvfYaAOCZZ56Bl5cXu72oqAilpaW4ffs2BgcH7/0JPGD84he/QFdXF/7X//pf+/6KG6B1OijGx8fhcDiQnZ3t9JXpQw89BABOfROuoPW5e4qLixEVFbXn48LDw/GRj3wEPj4+gtsVCgU+8YlPAABu377t0T7v1efog4KnawQAP/vZz7C2toZvf/vbiIyMdLpfKvXsS2haI885c+YMcnNznW7Pzc1FQUEBlpaW0N3dDWCrSvraa69BoVCwbx94PvOZzyAgIAC///3vwXngyqU18pz9rNF2hoeH8U//9E/49Kc/jeTk5H3v9yDW6IEQ23V1dQCA0tJSp/tKSkoEj9mN2tpaKBQKZGdnO93Hb9vTP1yEa3p6evDjH/8Yn/vc55CYmHhH26B1OhjUajVkMhkaGxud8uvLy8sBbNm/9oLW53DACzhPL2jv1ecoIYTjOFy4cAGBgYEoKipCW1sbnn/+efzyl79EVVUVHA6Hx9uiNbo38L8b/L9DQ0OYmZlBdna2k1VELpcjNzcX09PTLuOKd0JrdG/YuUY8DocDX//61xEZGel0YeQpB7FGh9azfS/hM7VdZXMHBAQgKChoz18Sk8mE2dlZ6HQ6l3+c+KYufl/E/rHZbPja176GhIQE/Nf/+l/vaBu0TgdHUFAQnn32WXzve9/DY489hpMnT8LX1xc9PT2orq7Ghz70IXzsYx/bdRu0PoeHP/zhDwBc/0Fxxb34HCWcGRsbw9LSEtLS0vCtb30LL7/8suB+g8GAn/70p4iIiNhzW7RGd8/ExASqqqoQFhbG+k/418xd8zb/eg8PD+/Z4E1rdPe4WiOe3/zmN2hqasJLL70k+OZ0PxzEGj0QYpuvwrmbOqlUKjE1NbXrNvhplu46jvnb3U2sJPbmZz/7Gbq7u/Hqq69CJpPd0TZonQ6WT33qU1CpVPif//N/4v/9v//Hbs/KysLjjz++57rR+hwOXnnlFdy8eROFhYU4fvy4R8+5F5+jhDPz8/MAgI6ODvT39+M73/kOysrKsLq6ip///Od49dVX8eUvfxmvvvrqntuiNbo7rFYr/uZv/gYWiwVf+cpXWEHA088td1Ovt0NrdHe4WyMAGBwcxPe//3089dRTyMrKuuN9HMQaPRA2EuLw09XVhZ/97Gf45Cc/iZSUlPt9OIQbfvKTn+DrX/86PvOZz6C8vJxVEOx2O5566ilcunTpfh8isQc3btzA3//93yMqKgr/+I//eL8P54GHt4nY7XY8/fTTePLJJxEQEIDo6Gj8/d//PTIyMmA0GlFfX3+fj/S9jcPhwDe+8Q3cvn0bH/zgB/HEE0/c70MidrDbGvH2EZVKhWeeeea+HaM7HgixvddV59ramtsrGB7+fncVN/72/WZtElt89atfRUxMjFNO+n6hdTo4qqur8YMf/AAf/ehH8dnPfhYRERFQKBTIycnBz3/+c8jlcnznO9/ZdRu0PveXiooKfOlLX0JISAh+85vfQKVSefzce/E5Sjiz/TUrKytzuv/EiRMAgLa2tj23RWt0Z3Ach29+85v4y1/+gscffxx/93d/J7jf088tT15bWqM7Y681+u1vf4vm5mb8wz/8g1ND+H45iDV6IMQ276Fy5bFZXl7G4uKiS2/OdhQKBcLCwjA2Nga73e50P+/xoYEcd0ZXVxcGBgaQlpYGvV7Pfv70pz8BAD70oQ9Br9fjypUru26H1ung4JsgCwoKnO4LDg6GXq/HxMTErokktD73j5s3b+ILX/gCgoKC8Nvf/tbjAUQ89+JzlHBGrVazr8Jd/QH39/cHAJjN5j23RWu0f/hq6R/+8AecO3cO//t//2+IxUJpxL9m7npJ+Nfbk9eW1mj/eLJGXV1d4DgOTz31lEBDPPXUUwC2rHN6vR6f//zn99zfQazRAyG28/LyAAC3bt1yuq+yshIAkJ+fv+d28vPzYTKZ0NjY6HQfv21+X8T++MAHPuDyh3/Tnzx5Eh/4wAc8itKidToYrFYrAPfxfvztezWl0Pq88/BC29/fH7/97W/v6I/5vfocJYR4eXkxf2lfX5/T/fxtnnz20RrtD4fDgf/xP/4H/vjHP+Kxxx7D9773PbeN2yqVCo2NjU5D1sxmM+rr66FSqTz6vaI12h+erlFeXp5LDcH3pMTHx+MDH/gASxPZjQNZo32lcr9LsVqtXFlZGZeamsp1dHSw27cHlA8MDLDb5+fnub6+Pm5+fl6wHRrG8c7z1a9+1e1QG1qnd5Y333yT0+l03NmzZ7mVlRXBfX/84x85nU7Hvf/972e30fq8M+w1MKW8vJxLTU3lSkpKuP7+/j23Z7FYuL6+Pm54eFhw+34/R4l/Z681euONNzidTsd9/OMfF/xO9PX1cRkZGVxWVha3tLTEbqc1unvsdjv3ta99jdPpdNyXv/zlPQcH7XeoDa3R3bPfNXJFTU2N26E27+QaiTjOgxT29wA1NTX49Kc/DZlMhnPnzkGpVOLSpUsYGxvDM888g8997nPssT/60Y/w4x//GF/84hedPMTf/OY38dprr0Gr1eL48eNszLRcLqcx0wfA1772NfzpT3/CK6+8gszMTMF9tE7vLHa7HX/1V3+Furo6BAcH4+TJk/D390d3dzcqKyvh5eWF559/ng0hoPU5OF577TU0NDQA2Mqmb29vR3Z2NqusnTp1CqdOnUJ/fz+eeOIJWCwWnD17FhqNxmlbUVFRePLJJ9n/j42NoaysDFFRUbh27Zrgsfv5HH3Q8XSNgC0/6tNPP42LFy9Co9GgtLQUa2truHjxIjY3N/Hd734Xjz/+ONs2rdHdw38+KRQKPPXUUy4HB506dYoNRTGZTPjIRz7CxrWnpKSgq6sLN2/eRHJystO4dlqju2e/a+SK2tpaPPXUU/jQhz6E5557TnDfO7lGD0T0H7A1bOOll17CD3/4Q5w/fx5WqxVarRZPP/204ENsL5577jno9Xq88soreOGFF6BQKHDixAk8++yzLv+QEfcHWqd7j0QiwS9/+Uv85je/wfnz5/HWW2/BarUiJCQE586dw2c+8xmnzFN30PrcHQ0NDayfgaexsZFZc6KionDq1CnMzc3BYrEAAN566y2X28rPzxeI7d24V5+jDwKerhEAiEQi/NM//RN+97vf4fe//z1eeeUVeHl5ITs7G5/5zGf29ZU1rZFnjI+PA9gS0T/72c9cPiYqKooJOYVCgRdeeAE//vGPcfHiRdTV1SE0NBR/9Vd/hS9+8YtOw252g9bIM/a7RveSe71GD0xlmyAIgiAIgiDeaR6IBkmCIAiCIAiCuB+Q2CYIgiAIgiCIA4LENkEQBEEQBEEcECS2CYIgCIIgCOKAILFNEARBEARBEAcEiW2CIAiCIAiCOCBIbBMEQRAEQRDEAUFimyAIgiAIgiAOCBLbBEEQBEEQBHFAkNgmCIIgCIIgiAOCxDZBEARBEARBHBAktgmCIAiCIAjigCCxTRAEQRAEQRAHhPR+HwBBEARx59y4cQMXL15Ec3Mzpqen4XA4EBsbi8ceewyf/OQn4eXlJXi81WrFv/3bv+GPf/wjpqamoFKp8MQTT+Czn/0sHn74YYyPj6O7u9tpP93d3fjXf/1X1NXVYXFxEYGBgTh69Ci+8IUvIDo6+p06XYIgiHcdIo7juPt9EARBEMSdUVJSApPJhMTERBw5cgRra2tobW3F8vIyCgsL8atf/QoSiQQAwHEcvvCFL+Dq1avw9fVFUVERHA4HampqUFRUhK6uLpdi++LFi/jv//2/w2q1IiUlBdHR0RgdHUVHRwcCAwPxu9/9DomJiffj9AmCIA49JLYJgiDexVy5cgXFxcVQKBTstrW1NXzlK1/B9evX8d3vfhdPPPEEAOD111/H3/zN30CtVuN3v/sdVCoVAGBychIf/ehHMT4+DgACsT06Oor3ve99kEql+OlPf4q8vDx235///Gd89atfRVpaGn7/+9+/A2dLEATx7oM82wRBEO9iTp06JRDaAKBUKvH1r38dAHD16lV2+8svvwwAePrpp5nQBoAjR47gC1/4gsvt//a3v8XGxgb++q//WiC0AeCJJ57AqVOn0Nraivb29ntyPgRBEO81yLNNEATxLmdoaAjl5eUYGRmByWQCx3Hgv7QcGhoCsOXVbm1thVgsxunTp5228cgjj+Ab3/iG0+1VVVUAgLKyMpf7zsnJwZUrV9Da2oqUlJR7dEYEQRDvHUhsEwRBvEvhOA7f/e538etf/xruHIHr6+sAgKWlJVitVoSFhTk1TQKAr68vAgICsLy8LLidt5aUlJTseiyLi4t3cgoEQRDveUhsEwRBvEt5++238fzzzyMiIgLf+MY3kJmZieDgYMhkMlgsFqSlpTk9RyQSud2eK8Fut9shEomY79sd1CBJEAThGhLbBEEQ71IuX74MAPj2t7+NEydOCO4bHR0V/H9gYCBkMhnm5uZgsVicqtvr6+tYWVlx2kdERARGRkbwzW9+E0ql8h6fAUEQxHsfapAkCIJ4l8KL4yNHjjjdd/78ecH/y2QypKamwuFw4MqVK06Pv3jxost9FBUVAYDL5xAEQRB7Q2KbIAjiXUpcXBwA4JVXXhFYQOrr6/HLX/7S6fEf/vCHAQA/+MEPMDs7y26fmprCv/zLv7jcxyc/+Ul4e3vjO9/5Dq5du+Z0/9LSEl588UVsbm7ezakQBEG8Z6GcbYIgiHcpg4ODePLJJ2EymaDVaqHX6zE9PY2GhgZ84hOfwK9+9StERUUxkcxxHD73uc/h+vXrUCqVbKhNdXU1CgoK0N3djdnZWbS1tQn2c+nSJfz1X/81Njc3odFokJCQAI7jMDExgb6+PlitVty+fRv+/v7342UgCII41JDYJgiCeBfT39+Pf/zHf0RLSwtMJhM0Gg3+83/+z/jgBz8IvV4vENsAYLFY8Itf/AJ/+tOf2Lj2xx9/HJ/73OeQm5uLgIAA3Lp1y2k/Q0ND+NWvfoWqqipMT09DLpdDpVIhIyMDDz/8MI4fP75r8yVBEMSDColtgiAIAkajER/84Adx9OhR/Nu//dv9PhyCIIj3DOTZJgiCeIDo7u6G1WoV3DY2NoZvf/vbAIBz587dh6MiCIJ470LRfwRBEA8Q3/ve99DW1oakpCSEhIRgamoKbW1tMJvNOH78OP7Df/gP9/sQCYIg3lOQ2CYIgniAePLJJ8FxHHp6etDQ0ACZTAadTodz587hox/9KPmuCYIg7jHk2SYIgiAIgiCIA4I82wRBEARBEARxQJDYJgiCIAiCIIgDgsQ2QRAEQRAEQRwQJLYJgiAIgiAI4oAgsU0QBEEQBEEQBwSJbYIgCIIgCII4IEhsEwRBEARBEMQBQWKbIAiCIAiCIA6I/w/u3OhjcynfmgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = int(1e4)\n", "phi = dist.LogNormal(jnp.log(1), 0.1).sample(random.PRNGKey(0), (N,))\n", "k = dist.LogNormal(jnp.log(2), 0.25).sample(random.PRNGKey(1), (N,))\n", "theta = dist.LogNormal(jnp.log(5), 0.25).sample(random.PRNGKey(2), (N,))\n", "\n", "# relative grow curve\n", "ax = plt.subplot(xlim=(0, 1.5), ylim=(0, 1), xlabel=\"age\", ylabel=\"body mass\")\n", "at = jnp.array([0, 0.25, 0.5, 0.75, 1, 1.25, 1.5])\n", "ax.set(xticks=at, xticklabels=jnp.round(at * Panda_nuts.age.max()))\n", "x = jnp.linspace(0, 1.5, 101)\n", "for i in range(20):\n", " plt.plot(x, 1 - jnp.exp(-k[i] * x), \"gray\", lw=1.5)\n", "plt.show()\n", "\n", "# implied rate of nut opening curve\n", "ax = plt.subplot(xlim=(0, 1.5), ylim=(0, 1.2), xlabel=\"age\", ylabel=\"nuts per second\")\n", "at = jnp.array([0, 0.25, 0.5, 0.75, 1, 1.25, 1.5])\n", "ax.set(xticks=at, xticklabels=jnp.round(at * Panda_nuts.age.max()))\n", "x = jnp.linspace(0, 1.5, 101)\n", "for i in range(20):\n", " plt.plot(x, phi[i] * (1 - jnp.exp(-k[i] * x)) ** theta[i], \"gray\", lw=1.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.11" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "414ef0ac223a4e8cae871138bd7ac3c1", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1000 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "post = m16_4.get_samples()\n", "plt.subplot(xlim=(0, 1), ylim=(-0.1, 1.5), xlabel=\"age\", ylabel=\"nuts per second\")\n", "at = jnp.array([0, 0.25, 0.5, 0.75, 1, 1.25, 1.5])\n", "ax.set(xticks=at, xticklabels=jnp.round(at * Panda_nuts.age.max()))\n", "\n", "# raw data\n", "pts = dat_list[\"n\"] / dat_list[\"seconds\"]\n", "normalize = lambda x: (x - jnp.min(x)) / (jnp.max(x) - jnp.min(x))\n", "point_size = normalize(dat_list[\"seconds\"])\n", "eps = (dat_list[\"age\"][1:] - dat_list[\"age\"][:-1]).max() / 5\n", "jitter = eps * dist.Uniform(-1, 1).sample(random.PRNGKey(2), dat_list[\"age\"].shape)\n", "plt.scatter(\n", " dat_list[\"age\"] + jitter,\n", " pts,\n", " s=(point_size * 3) ** 2 * 20,\n", " color=\"b\",\n", " facecolors=\"none\",\n", ")\n", "\n", "# 30 posterior curves\n", "x = jnp.linspace(0, 1.5, 101)\n", "for i in range(30):\n", " plt.plot(\n", " x, post[\"phi\"][i] * (1 - jnp.exp(-post[\"k\"][i] * x)) ** post[\"theta\"][i], \"gray\"\n", " )\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.13" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Lynx_Hare = pd.read_csv(\"../data/Lynx_Hare.csv\", sep=\";\")\n", "plt.plot(jnp.arange(1, 22), Lynx_Hare.iloc[:, 2], \"ko-\", lw=1.5)\n", "plt.gca().set(ylim=(0, 90), xlabel=\"year\", ylabel=\"throusands of pelts\")\n", "at = jnp.array([1, 11, 21])\n", "plt.gca().set(xticks=at, xticklabels=Lynx_Hare.Year.iloc[at - 1])\n", "plt.plot(jnp.arange(1, 22), Lynx_Hare.iloc[:, 1], \"bo-\", lw=1.5)\n", "plt.annotate(\"Lepus\", (17, 80), color=\"k\", ha=\"right\", va=\"center\")\n", "plt.annotate(\"Lynx\", (19, 50), color=\"b\", ha=\"right\", va=\"center\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.14" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def sim_lynx_hare(n_steps, init, theta, dt=0.002):\n", " L0 = init[0]\n", " H0 = init[1]\n", "\n", " def f(val, i):\n", " H, L = val\n", " H_i = H + dt * H * (theta[0] - theta[1] * L)\n", " L_i = L + dt * L * (theta[2] * H - theta[3])\n", " return (H_i, L_i), (H_i, L_i)\n", "\n", " _, (H, L) = lax.scan(f, (H0, L0), jnp.arange(n_steps - 1))\n", " H = jnp.concatenate([jnp.expand_dims(H0, -1), H])\n", " L = jnp.concatenate([jnp.expand_dims(L0, -1), L])\n", " return jnp.stack([L, H], axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.15" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "theta = jnp.array([0.5, 0.05, 0.025, 0.5])\n", "z = sim_lynx_hare(int(1e4), Lynx_Hare.values[0, 1:3], theta)\n", "\n", "plt.plot(z[:, 1], color=\"black\", lw=2, label=\"Hare population\")\n", "plt.plot(z[:, 0], color=\"blue\", lw=2, label=\"Lynx population\")\n", "plt.gca().set(ylim=(0, jnp.max(z[:, 1]) + 1), ylabel=\"number (thousands)\", xlabel=\"\")\n", "plt.title(\"time\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.16" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = int(1e4)\n", "Ht = int(1e4)\n", "p = dist.Beta(2, 18).sample(random.PRNGKey(0), (N,))\n", "h = dist.Binomial(Ht, p).sample(random.PRNGKey(1))\n", "h = jnp.round(h / 1000, 2)\n", "az.plot_kde(h, label=\"thousand of pelts\", bw=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.17" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def dpop_dt(pop_init, t, theta):\n", " \"\"\"\n", " :param t: time\n", " :param pop_init: initial state {lynx, hares}\n", " :param theta: parameters\n", " \"\"\"\n", " L, H = pop_init[0], pop_init[1]\n", " bh, mh, ml, bl = theta[0], theta[1], theta[2], theta[3]\n", " # differential equations\n", " dH_dt = (bh - mh * L) * H\n", " dL_dt = (bl * H - ml) * L\n", " return jnp.stack([dL_dt, dH_dt])\n", "\n", "\n", "def Lynx_Hare_model(N, pelts=None):\n", " \"\"\"\n", " :param int N: number of measurement times\n", " :param pelts: measured populations\n", " \"\"\"\n", " # priors\n", " # bh,mh,ml,bl\n", " theta = numpyro.sample(\n", " \"theta\",\n", " dist.TruncatedNormal(\n", " low=0.0,\n", " loc=jnp.tile(jnp.array([1, 0.05]), 2),\n", " scale=jnp.tile(jnp.array([0.5, 0.05]), 2),\n", " ),\n", " )\n", " # measurement errors\n", " sigma = numpyro.sample(\"sigma\", dist.Exponential(1).expand([2]))\n", " # initial population state\n", " pop_init = numpyro.sample(\"pop_init\", dist.LogNormal(jnp.log(10), 1).expand([2]))\n", " # trap rate\n", " p = numpyro.sample(\"p\", dist.Beta(40, 200).expand([2]))\n", "\n", " # N including the first time (initial state)\n", " times_measured = jnp.arange(float(N))\n", " pop = numpyro.deterministic(\n", " \"pop\",\n", " odeint(\n", " dpop_dt, pop_init, times_measured, theta, rtol=1e-5, atol=1e-5, mxstep=500\n", " ),\n", " )\n", "\n", " # observation model\n", " # connect latent population state to observed pelts\n", " numpyro.sample(\"pelts\", dist.LogNormal(jnp.log(pop * p), sigma), obs=pelts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.18" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "74ba73e4af6446e2a7fadb4f6b944be4", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2000 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "post = m16_5.get_samples()\n", "predict = Predictive(m16_5.sampler.model, post, return_sites=[\"pelts\", \"pop\"])\n", "post = predict(random.PRNGKey(1), dat_list[\"N\"])\n", "pelts = dat_list[\"pelts\"]\n", "plt.plot(range(1, 22), pelts[:, 1], \"ko\")\n", "plt.gca().set(xlabel=\"year\", ylabel=\"thousands of pelts\")\n", "at = jnp.array([1, 11, 21])\n", "plt.gca().set(xticks=at, xticklabels=Lynx_Hare.Year.iloc[at - 1])\n", "plt.plot(range(1, 22), pelts[:, 0], \"bo\")\n", "# 21 time series from posterior\n", "for s in range(21):\n", " plt.plot(range(1, 22), post[\"pelts\"][s, :, 1], \"k\", alpha=0.2, lw=2)\n", " plt.plot(range(1, 22), post[\"pelts\"][s, :, 0], \"b\", alpha=0.3, lw=2)\n", "# text labels\n", "plt.annotate(\"Lepus\", (17, 90), color=\"k\", ha=\"right\", va=\"center\")\n", "plt.annotate(\"Lynx\", (19, 50), color=\"b\", ha=\"right\", va=\"center\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.20" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.subplot(\n", " xlim=(0.5, 21.5), ylim=(0, 500), xlabel=\"year\", ylabel=\"thousands of animals\"\n", ")\n", "at = jnp.array([1, 11, 21])\n", "ax.set(xticks=at, xticklabels=Lynx_Hare.Year.iloc[at - 1])\n", "for s in range(21):\n", " ax.plot(jnp.arange(1, 22), post[\"pop\"][s, :, 1], \"k\", lw=2, alpha=0.2)\n", " ax.plot(jnp.arange(1, 22), post[\"pop\"][s, :, 0], \"b\", lw=2, alpha=0.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 16.21" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "Lynx_Hare = pd.read_csv(\"../data/Lynx_Hare.csv\", sep=\";\")\n", "dat_ar1 = dict(\n", " L=Lynx_Hare.Lynx.values[1:],\n", " L_lag1=Lynx_Hare.Lynx.values[:-1],\n", " H=Lynx_Hare.Hare.values[1:],\n", " H_lag1=Lynx_Hare.Lynx.values[:-1],\n", ")" ] }, { "cell_type": "markdown", "metadata": { "navigation": true }, "source": [ "\n", "< [Chapter 15. Missing Data and Other Opportunities](15-missing-data-and-other-opportunities.html) | [Chapter 17. Horoscopes](17-horoscopes.html) >" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" }, "nikola": { "title": "Chapter 16. Generalized Linear Madness" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }