{ "cells": [ { "cell_type": "markdown", "id": "8e70d09e-7de5-44d7-9783-df3d4f27c057", "metadata": {}, "source": [ "(lecture_15)=\n", "# Social Networks\n", ":::{post} Jan 7, 2024\n", ":tags: statistical rethinking, bayesian inference, social networks\n", ":category: intermediate\n", ":author: Dustin Stansbury\n", ":::\n", "\n", "This notebook is part of the PyMC port of the [Statistical Rethinking 2023](https://github.com/rmcelreath/stat_rethinking_2023) lecture series by Richard McElreath.\n", "\n", "[Video - Lecture 15 - Social Networks](https://youtu.be/L_QumFUv7C8)# [Lecture 15 - Social Networks](https://youtu.be/hnYhJzYAQ60?si=Y9bnH_DopygCafIr)" ] }, { "cell_type": "code", "execution_count": 1, "id": "1d03928a", "metadata": {}, "outputs": [], "source": [ "# Ignore warnings\n", "import warnings\n", "\n", "import arviz as az\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import statsmodels.formula.api as smf\n", "import utils as utils\n", "import xarray as xr\n", "\n", "from matplotlib import pyplot as plt\n", "from matplotlib import style\n", "from scipy import stats as stats\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "# Set matplotlib style\n", "STYLE = \"statistical-rethinking-2023.mplstyle\"\n", "style.use(STYLE)" ] }, { "cell_type": "markdown", "id": "05e736ad", "metadata": {}, "source": [ "# What Motivates Sharing?\n", "\n", "## Koster & Leckie (2014) Arang Dak dataset\n", "- year of food transfers between 25 households\n", "- 300 dyads, i.e. $\\binom{25}{2} = 300$\n", "- 2871 observations of food transfers (\"gifts\")\n", "\n", "### Scientific Questions: Estimand(s)\n", "- How much sharing is explained by **reciprocity?**\n", "- How much by **generalized giving?**\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "7d5a245e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " hidA hidB did giftsAB giftsBA offset drel1 drel2 drel3 drel4 \\\n", "0 1 2 1 0 4 0.000 0 0 1 0 \n", "1 1 3 2 6 31 -0.003 0 1 0 0 \n", "2 1 4 3 2 5 -0.019 0 1 0 0 \n", "3 1 5 4 4 2 0.000 0 1 0 0 \n", "4 1 6 5 8 2 -0.003 1 0 0 0 \n", "\n", " dlndist dass d0125 \n", "0 -2.790 0.000 0 \n", "1 -2.817 0.044 0 \n", "2 -1.886 0.025 0 \n", "3 -1.892 0.011 0 \n", "4 -3.499 0.022 0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SHARING = utils.load_data(\"KosterLeckie\")\n", "SHARING.head()" ] }, { "cell_type": "code", "execution_count": 3, "id": "e6469ec9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "utils.plot_scatter(SHARING.giftsAB, SHARING.giftsBA, color=\"C0\", label=\"dyad\", alpha=0.5)\n", "plt.plot((0, 120), (0, 120), linestyle=\"--\", color=\"gray\")\n", "plt.axis(\"square\")\n", "plt.xlabel(\"A gives B\")\n", "plt.ylabel(\"B gives A\")\n", "plt.xlim([-5, 120])\n", "plt.ylim([-5, 120])\n", "plt.title(\"What not to do with this data\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "a2860e08", "metadata": {}, "source": [ "## Improve analysis with a causal graph" ] }, { "cell_type": "code", "execution_count": 4, "id": "71cea70f", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "H_A\n", "\n", "household A, H_A\n", "\n", "\n", "\n", "G_AB\n", "\n", "A gives to B, G_AB\n", "\n", "\n", "\n", "H_A->G_AB\n", "\n", "\n", "\n", "\n", "\n", "T_AB\n", "\n", "Social tie from A to B, T_AB\n", "\n", "\n", "\n", "H_A->T_AB\n", "\n", "\n", "\n", "\n", "\n", "T_BA\n", "\n", "Social tie from B to A, T_BA\n", "\n", "\n", "\n", "H_A->T_BA\n", "\n", "\n", "\n", "\n", "\n", "H_B\n", "\n", "household B, H_B\n", "\n", "\n", "\n", "H_B->G_AB\n", "\n", "\n", "\n", "\n", "\n", "H_B->T_AB\n", "\n", "\n", "\n", "\n", "\n", "H_B->T_BA\n", "\n", "\n", "\n", "\n", "\n", "T_AB->G_AB\n", "\n", "\n", "\n", "\n", "\n", "T_BA->G_AB\n", "\n", "\n", "\n", "\n", "\n", "unobserved\n", "\n", "unobserved\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[\n", " (\"H_A\", \"G_AB\"),\n", " (\"H_B\", \"G_AB\"),\n", " (\"H_A\", \"T_AB\"),\n", " (\"H_B\", \"T_AB\"),\n", " (\"H_A\", \"T_BA\"),\n", " (\"H_B\", \"T_BA\"),\n", " (\"T_AB\", \"G_AB\"),\n", " (\"T_BA\", \"G_AB\"),\n", " ],\n", " node_props={\n", " \"H_A\": {\"label\": \"household A, H_A\"},\n", " \"H_B\": {\"label\": \"household B, H_B\"},\n", " \"G_AB\": {\"label\": \"A gives to B, G_AB\"},\n", " \"T_AB\": {\"label\": \"Social tie from A to B, T_AB\", \"style\": \"dashed\"},\n", " \"T_BA\": {\"label\": \"Social tie from B to A, T_BA\", \"style\": \"dashed\"},\n", " \"unobserved\": {\"style\": \"dashed\"},\n", " },\n", ")" ] }, { "cell_type": "markdown", "id": "db037b79", "metadata": {}, "source": [ "## Social Network Analysis\n", "- $T_{AB}$ and $T_{BA}$ are not observable\n", "- **Social network** is Pattern of direct exchange\n", "- Social network is **an abstraction, not data**\n", "- what's a principled approach?\n", " - bad approach -> Null network analysis\n", " - no correct way to permute\n", " - we care about causality, not testing a null hypothesis\n", " \n", " \n", "## Drawing the Social Owl 🦉\n", "1. Estimand(s): Reciprocity & what explains it\n", "2. Generative model\n", "3. Statistical model\n", "4. Analyze data\n", "\n", "We'll loop between 2 and 3 often as we build the complexity of our model" ] }, { "cell_type": "markdown", "id": "6b0d78aa", "metadata": {}, "source": [ "## 1) Estimand\n", "### Starting Simpler, ignoring household effects for now" ] }, { "cell_type": "code", "execution_count": 5, "id": "fde97d14", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "H_A\n", "\n", "H_A\n", "\n", "\n", "\n", "G_AB\n", "\n", "G_AB\n", "\n", "\n", "\n", "H_A->G_AB\n", "\n", "\n", "\n", "\n", "\n", "T_AB\n", "\n", "T_AB\n", "\n", "\n", "\n", "H_A->T_AB\n", "\n", "\n", "\n", "\n", "\n", "T_BA\n", "\n", "T_BA\n", "\n", "\n", "\n", "H_A->T_BA\n", "\n", "\n", "\n", "\n", "\n", "H_B\n", "\n", "H_B\n", "\n", "\n", "\n", "H_B->G_AB\n", "\n", "\n", " backdoor\n", "paths\n", "\n", "\n", "\n", "H_B->T_AB\n", "\n", "\n", "\n", "\n", "\n", "H_B->T_BA\n", "\n", "\n", "\n", "\n", "\n", "T_AB->G_AB\n", "\n", "\n", "\n", "\n", "\n", "T_BA->G_AB\n", "\n", "\n", "\n", "\n", "\n", "unobserved\n", "\n", "unobserved\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[\n", " (\"H_A\", \"G_AB\"),\n", " (\"H_B\", \"G_AB\"),\n", " (\"H_A\", \"T_AB\"),\n", " (\"H_B\", \"T_AB\"),\n", " (\"H_A\", \"T_BA\"),\n", " (\"H_B\", \"T_BA\"),\n", " (\"T_AB\", \"G_AB\"),\n", " (\"T_BA\", \"G_AB\"),\n", " ],\n", " node_props={\n", " \"H_A\": {\"color\": \"blue\"},\n", " \"H_B\": {\"color\": \"blue\"},\n", " \"T_AB\": {\"style\": \"dashed\", \"color\": \"red\"},\n", " \"T_BA\": {\"style\": \"dashed\", \"color\": \"red\"},\n", " \"unobserved\": {\"style\": \"dashed\"},\n", " },\n", " edge_props={\n", " (\"T_AB\", \"G_AB\"): {\"color\": \"red\"},\n", " (\"T_BA\", \"G_AB\"): {\"color\": \"red\"},\n", " (\"H_A\", \"G_AB\"): {\"color\": \"blue\"},\n", " (\"H_B\", \"G_AB\"): {\"color\": \"blue\", \"label\": \" backdoor\\npaths\", \"fontcolor\": \"blue\"},\n", " (\"H_A\", \"T_AB\"): {\"color\": \"blue\"},\n", " (\"H_A\", \"T_BA\"): {\"color\": \"blue\"},\n", " (\"H_B\", \"T_AB\"): {\"color\": \"blue\"},\n", " (\"H_B\", \"T_BA\"): {\"color\": \"blue\"},\n", " },\n", ")" ] }, { "cell_type": "markdown", "id": "1c6aa883", "metadata": {}, "source": [ "At first, we'll ignore the backdoor paths to get a good flow, and get the model running, then add them in later" ] }, { "cell_type": "markdown", "id": "32db0ae9", "metadata": {}, "source": [ "## 2) Generative Model\n", "### Simulating a Social Network" ] }, { "cell_type": "code", "execution_count": 6, "id": "2e31516a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "N dyads: 300\n", "[(0, 1), (0, 2), (0, 3), (0, 4), (0, 5), (0, 6), (0, 7), (0, 8), (0, 9), (0, 10), (0, 11), (0, 12), (0, 13), (0, 14), (0, 15), (0, 16), (0, 17), (0, 18), (0, 19), (0, 20), (0, 21), (0, 22), (0, 23), (0, 24), (1, 2), (1, 3), (1, 4), (1, 5), (1, 6), (1, 7), (1, 8), (1, 9), (1, 10), (1, 11), (1, 12), (1, 13), (1, 14), (1, 15), (1, 16), (1, 17), (1, 18), (1, 19), (1, 20), (1, 21), (1, 22), (1, 23), (1, 24), (2, 3), (2, 4), (2, 5), (2, 6), (2, 7), (2, 8), (2, 9), (2, 10), (2, 11), (2, 12), (2, 13), (2, 14), (2, 15), (2, 16), (2, 17), (2, 18), (2, 19), (2, 20), (2, 21), (2, 22), (2, 23), (2, 24), (3, 4), (3, 5), (3, 6), (3, 7), (3, 8), (3, 9), (3, 10), (3, 11), (3, 12), (3, 13), (3, 14), (3, 15), (3, 16), (3, 17), (3, 18), (3, 19), (3, 20), (3, 21), (3, 22), (3, 23), (3, 24), (4, 5)]\n", "\n", "Base non-friend social tie probability: 0.047\n" ] } ], "source": [ "from itertools import combinations\n", "\n", "np.random.seed(123)\n", "\n", "N = 25\n", "dyads = list(combinations(np.arange(N), 2))\n", "\n", "# convert to numpy for np.where\n", "DYADS = np.array(dyads)\n", "N_DYADS = len(DYADS)\n", "\n", "print(f\"N dyads: {N_DYADS}\")\n", "print(dyads[:91])\n", "\n", "# Simulate \"friendship\", in which ties are shared\n", "P_FRIENDSHIP = 0.1\n", "FRIENDSHIP = stats.bernoulli(p=P_FRIENDSHIP).rvs(size=N_DYADS)\n", "\n", "# Simulate directed ties. Note: there can be ties that are not reciprocal\n", "ALPHA = -3.0 # base rate has low probability\n", "BASE_TIE_PROBABILITY = utils.invlogit(ALPHA)\n", "print(f\"\\nBase non-friend social tie probability: {BASE_TIE_PROBABILITY:.2}\")\n", "\n", "\n", "def get_dyad_index(source, target):\n", " # dyads are symmetric, but ordered by definition,\n", " # so ensure valid lookup by sorting\n", " ii, jj = sorted([source, target])\n", " return np.where((DYADS[:, 0] == ii) & (DYADS[:, 1] == jj))[0][0]\n", "\n", "\n", "# Simulate gift-giving\n", "TIES = np.zeros((N, N)).astype(int)\n", "for source in range(N):\n", " for target in range(N):\n", " if source != target:\n", " dyad_index = get_dyad_index(source, target)\n", " # Sample directed edge -- friends always share ties,\n", " # but there's also a base rate of sharing ties w/o friendship\n", " is_friend = FRIENDSHIP[dyad_index]\n", " p_tie = is_friend + (1 - is_friend) * BASE_TIE_PROBABILITY\n", " TIES[source, target] = stats.bernoulli(p_tie).rvs()" ] }, { "cell_type": "code", "execution_count": 7, "id": "c8877d16", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.matshow(TIES, cmap=\"gray\")\n", "plt.ylabel(\"Household A\")\n", "plt.xlabel(\"Household B\")\n", "plt.title(\"Simulated Social Ties\\nAdjacency Matrix\");" ] }, { "cell_type": "code", "execution_count": 8, "id": "0cd8b2ef", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import networkx as nx\n", "\n", "TIES_LAYOUT_POSITION = utils.plot_graph(TIES)\n", "plt.title(\"Simulated Social Ties Network\");" ] }, { "cell_type": "markdown", "id": "dac356ad", "metadata": {}, "source": [ "### Simulate Gift-giving from social net" ] }, { "cell_type": "code", "execution_count": 9, "id": "bb7a6be7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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giftsABgiftsBAdid
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............
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300 rows × 3 columns

\n", "
" ], "text/plain": [ " giftsAB giftsBA did\n", "0 1 0 0\n", "1 0 1 1\n", "2 2 0 2\n", "3 0 1 3\n", "4 0 0 4\n", ".. ... ... ...\n", "295 0 1 295\n", "296 0 0 296\n", "297 1 0 297\n", "298 0 0 298\n", "299 0 0 299\n", "\n", "[300 rows x 3 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "giftsAB = np.zeros(N_DYADS)\n", "giftsBA = np.zeros(N_DYADS)\n", "lam = np.log([0.5, 2])\n", "\n", "for ii, (A, B) in enumerate(DYADS):\n", " lambdaAB = np.exp(lam[TIES[A, B]])\n", " giftsAB[ii] = stats.poisson(mu=lambdaAB).rvs()\n", "\n", " lambdaBA = np.exp(lam[TIES[B, A]])\n", " giftsBA[ii] = stats.poisson(mu=lambdaBA).rvs()\n", "\n", "## Put simulation into a dataframe for fitting function\n", "simulated_gifts = pd.DataFrame(\n", " {\n", " \"giftsAB\": giftsAB.astype(int),\n", " \"giftsBA\": giftsBA.astype(int),\n", " \"did\": np.arange(N_DYADS).astype(int),\n", " }\n", ")\n", "\n", "simulated_gifts" ] }, { "cell_type": "code", "execution_count": 10, "id": "7231b4cd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(simulated_gifts.giftsAB, bins=simulated_gifts.giftsAB.max(), width=0.25)\n", "plt.title(\"Gifting from A to B\");" ] }, { "cell_type": "code", "execution_count": 11, "id": "85f30834", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(simulated_gifts.giftsBA, bins=simulated_gifts.giftsBA.max(), width=0.25)\n", "plt.title(\"Gifting from B to A\");" ] }, { "cell_type": "markdown", "id": "ca9fe644", "metadata": {}, "source": [ "## 3) Statistical Model\n", "\n", "#### Likelihood\n", "$$\n", "\\begin{align*}\n", " G_{AB} &\\sim \\text{Poisson}(\\lambda_{AB}) \\\\\n", " G_{BA} &\\sim \\text{Poisson}(\\lambda_{BA}) \\\\\n", " \\log(\\lambda_{AB}) &= \\alpha + T_{AB} \\\\\n", " \\log(\\lambda_{BA}) &= \\alpha + T_{BA} \\\\\n", "\\end{align*}\n", "$$\n", "\n", "#### Global gift-giving prior\n", "$$\n", "\\alpha \\sim \\text{Normal}(0, 1) \\\\\n", "$$\n", "\n", "#### Correlated Social Ties prior\n", "$$\n", "\\begin{align*}\n", " \\begin{pmatrix}\n", " T_{AB} \\\\\n", " T_{BA}\n", " \\end{pmatrix} &= \\text{MVNormal}\n", " \\left( \n", " \\begin{bmatrix}\n", " 0 \\\\\n", " 0\n", " \\end{bmatrix},\n", " \\begin{bmatrix}\n", " \\sigma^2 & \\rho \\sigma^2 \\\\\n", " \\rho \\sigma^2 & \\sigma^2\n", " \\end{bmatrix}\n", " \\right) \\\\\n", " \\rho &\\sim \\text{LKJCorr}(\\eta) \\\\\n", " \\sigma &\\sim \\text{Exponential}(1)\n", "\\end{align*}\n", "$$\n", "\n", "- Symmetric Likelihood\n", "- Global intercept, but tie-specific offset\n", "- We model the (symmetric) correlation between social $T_{AB}, T_{BA}$ \n", "- Priors give us **partial pooling**, allowing us to share information from ties that have a lot of activity to those ties that have less activity" ] }, { "cell_type": "markdown", "id": "a8005bf1-770e-4a5c-8f09-3578e91f6a66", "metadata": {}, "source": [ "### Fitting the social ties model\n", "##### Notes\n", "- We use `LKJCholeskyCov` instead of `LKJCorr` for numerical stability/efficiency" ] }, { "cell_type": "code", "execution_count": 12, "id": "81cdb974", "metadata": {}, "outputs": [], "source": [ "def fit_social_ties_model(data, eta=4):\n", " n_dyads = len(data)\n", "\n", " # ensure zero-indexed IDs\n", " dyad_id = data.did.values.astype(int)\n", " if np.min(dyad_id) == 1:\n", " dyad_id -= 1\n", "\n", " n_correlated_features = 2\n", "\n", " with pm.Model() as model:\n", "\n", " # Single, global alpha\n", " alpha = pm.Normal(\"alpha\", 0, 1)\n", "\n", " # Single, global sigma\n", " sigma = pm.Exponential.dist(1)\n", " chol, corr, stds = pm.LKJCholeskyCov(\"rho\", eta=eta, n=n_correlated_features, sd_dist=sigma)\n", "\n", " # Record quantities for reporting\n", " pm.Deterministic(\"corrcoef_T\", corr[0, 1])\n", " pm.Deterministic(\"std_T\", stds)\n", "\n", " z = pm.Normal(\"z\", 0, 1, shape=(n_dyads, n_correlated_features))\n", " T = pm.Deterministic(\"T\", chol.dot(z.T).T)\n", "\n", " # Likelihood(s)\n", " lambda_AB = pm.Deterministic(\"lambda_AB\", pm.math.exp(alpha + T[dyad_id, 0]))\n", " lambda_BA = pm.Deterministic(\"lambda_BA\", pm.math.exp(alpha + T[dyad_id, 1]))\n", "\n", " G_AB = pm.Poisson(\"G_AB\", lambda_AB, observed=data.giftsAB)\n", " G_BA = pm.Poisson(\"G_BA\", lambda_BA, observed=data.giftsBA)\n", "\n", " inference = pm.sample(target_accept=0.9)\n", " return model, inference" ] }, { "cell_type": "code", "execution_count": 13, "id": "fd078e91", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [alpha, rho, z]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "333184283d5c4177994efda479403982", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 5 seconds.\n"
     ]
    }
   ],
   "source": [
    "simulated_social_ties_model, simulated_social_ties_inference = fit_social_ties_model(\n",
    "    simulated_gifts\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "edc91fea",
   "metadata": {},
   "outputs": [
    {
     "data": {
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
rho_corr[0, 0]1.0000.0001.0001.0000.0000.0004000.04000.0NaN
rho_corr[0, 1]0.4770.1770.1390.7840.0060.004868.01709.01.01
rho_corr[1, 0]0.4770.1770.1390.7840.0060.004868.01709.01.01
rho_corr[1, 1]1.0000.0001.0001.0000.0000.0004124.03699.01.00
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "rho_corr[0, 0] 1.000 0.000 1.000 1.000 0.000 0.000 4000.0 \n", "rho_corr[0, 1] 0.477 0.177 0.139 0.784 0.006 0.004 868.0 \n", "rho_corr[1, 0] 0.477 0.177 0.139 0.784 0.006 0.004 868.0 \n", "rho_corr[1, 1] 1.000 0.000 1.000 1.000 0.000 0.000 4124.0 \n", "\n", " ess_tail r_hat \n", "rho_corr[0, 0] 4000.0 NaN \n", "rho_corr[0, 1] 1709.0 1.01 \n", "rho_corr[1, 0] 1709.0 1.01 \n", "rho_corr[1, 1] 3699.0 1.00 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(simulated_social_ties_inference, var_names=\"rho_corr\")" ] }, { "cell_type": "markdown", "id": "e97511f5", "metadata": {}, "source": [ "### Posterior Ties" ] }, { "cell_type": "code", "execution_count": 15, "id": "8b6efa03", "metadata": {}, "outputs": [], "source": [ "def plot_posterior_reciprocity(inference, ax=None):\n", " az.plot_dist(inference.posterior[\"corrcoef_T\"], ax=ax)\n", " posterior_mean = inference.posterior[\"corrcoef_T\"].mean().values\n", " plt.axvline(\n", " posterior_mean, label=f\"posterior mean={posterior_mean:0.2f}\", color=\"k\", linestyle=\"--\"\n", " )\n", " plt.xlim([-1, 1])\n", " plt.xlabel(\"correlation amongst dyads\")\n", " plt.ylabel(\"density\")\n", " plt.legend()\n", "\n", "\n", "def plot_posterior_household_ties(inference, color_friends=False, ax=None):\n", " T = inference.posterior.mean(dim=(\"chain\", \"draw\"))[\"T\"]\n", " T_AB = T[:, 0]\n", " T_BA = T[:, 1]\n", "\n", " if color_friends:\n", " colors = [\"black\", \"C4\"]\n", " labels = [None, \"friends\"]\n", " for is_friends in [0, 1]:\n", " mask = FRIENDSHIP == is_friends\n", " utils.plot_scatter(\n", " T_AB[mask],\n", " T_BA[mask],\n", " color=colors[is_friends],\n", " alpha=0.5,\n", " label=labels[is_friends],\n", " )\n", " else:\n", " utils.plot_scatter(T_AB, T_BA, color=\"C0\", label=\"dyadic ties\")\n", "\n", " plt.xlabel(\"$T_{AB}$\")\n", " plt.ylabel(\"$T_{BA}$\")\n", " plt.legend();" ] }, { "cell_type": "code", "execution_count": 16, "id": "6536bd18", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axs = plt.subplots(1, 2, figsize=(10, 5))\n", "plt.sca(axs[0])\n", "plot_posterior_reciprocity(simulated_social_ties_inference, ax=axs[0])\n", "\n", "plt.sca(axs[1])\n", "plot_posterior_household_ties(simulated_social_ties_inference, color_friends=True, ax=axs[1])" ] }, { "cell_type": "markdown", "id": "58d3bb5a", "metadata": {}, "source": [ "## 4) Analyze Data\n", "Run the model on the real data samples" ] }, { "cell_type": "code", "execution_count": 17, "id": "026179d1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [alpha, rho, z]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e955398a0a69451a8dc62b9f1d9af76b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 11 seconds.\n"
     ]
    }
   ],
   "source": [
    "social_ties_model, social_ties_inference = fit_social_ties_model(SHARING)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7ec5108",
   "metadata": {},
   "source": [
    "### Posterior correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f329cc88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
rho_corr[0, 0]1.0000.0001.0001.0000.0000.0004000.04000.0NaN
rho_corr[0, 1]0.3520.0680.2310.4790.0030.002539.01272.01.01
rho_corr[1, 0]0.3520.0680.2310.4790.0030.002539.01272.01.01
rho_corr[1, 1]1.0000.0001.0001.0000.0000.0004089.03939.01.00
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "rho_corr[0, 0] 1.000 0.000 1.000 1.000 0.000 0.000 4000.0 \n", "rho_corr[0, 1] 0.352 0.068 0.231 0.479 0.003 0.002 539.0 \n", "rho_corr[1, 0] 0.352 0.068 0.231 0.479 0.003 0.002 539.0 \n", "rho_corr[1, 1] 1.000 0.000 1.000 1.000 0.000 0.000 4089.0 \n", "\n", " ess_tail r_hat \n", "rho_corr[0, 0] 4000.0 NaN \n", "rho_corr[0, 1] 1272.0 1.01 \n", "rho_corr[1, 0] 1272.0 1.01 \n", "rho_corr[1, 1] 3939.0 1.00 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(social_ties_inference, var_names=\"rho_corr\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "be56aa40", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_posterior_reciprocity(social_ties_inference)" ] }, { "cell_type": "markdown", "id": "5880311a", "metadata": {}, "source": [ "## Introducing Household Giving/Receiving Confounds\n", "## 2) Generative Model\n", "### Simulate Including Unmeasured Household Wealth\n", "We use the same social ties network, but augment gift-giving behavior based on (unmeasured) household wealth:\n", "- Wealthier households give more\n", "- Poorer households recieve more" ] }, { "cell_type": "code", "execution_count": 20, "id": "8652ce8e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " giftsAB giftsBA hidA hidB did\n", "0 0 1 0 1 0\n", "1 0 2 0 2 1\n", "2 1 2 0 3 2\n", "3 1 0 0 4 3\n", "4 0 5 0 5 4\n", ".. ... ... ... ... ...\n", "295 1 3 21 23 295\n", "296 5 0 21 24 296\n", "297 0 2 22 23 297\n", "298 0 3 22 24 298\n", "299 3 0 23 24 299\n", "\n", "[300 rows x 5 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.seed(123)\n", "giftsAB = np.zeros(N_DYADS)\n", "giftsBA = np.zeros(N_DYADS)\n", "\n", "LAMBDA = np.log([0.5, 2])\n", "BETA_WG = 0.5 # Effect of (standardized) household wealth on giving -> the wealthy give more\n", "BETA_WR = -1 # Effect of household wealth on receiving -> weathy recieve less\n", "\n", "WEALTH = stats.norm.rvs(size=N) # standardized wealth\n", "\n", "for ii, (A, B) in enumerate(DYADS):\n", " lambdaAB = np.exp(LAMBDA[TIES[A, B]] + BETA_WG * WEALTH[A] + BETA_WR * WEALTH[B])\n", " giftsAB[ii] = stats.poisson(mu=lambdaAB).rvs()\n", "\n", " lambdaBA = np.exp(LAMBDA[TIES[B, A]] + BETA_WG * WEALTH[B] + BETA_WR * WEALTH[A])\n", " giftsBA[ii] = stats.poisson(mu=lambdaBA).rvs()\n", "\n", "## Put simulation into a dataframe for fitting function\n", "simulated_wealth_gifts = pd.DataFrame(\n", " {\n", " \"giftsAB\": giftsAB.astype(int),\n", " \"giftsBA\": giftsBA.astype(int),\n", " \"hidA\": DYADS[:, 0],\n", " \"hidB\": DYADS[:, 1],\n", " \"did\": np.arange(N_DYADS).astype(int),\n", " }\n", ")\n", "\n", "simulated_wealth_gifts" ] }, { "cell_type": "code", "execution_count": 21, "id": "96c4d16c", "metadata": {}, "outputs": [], "source": [ "# plt.hist(simulated_wealth_gifts.giftsAB, bins=simulated_gifts.giftsAB.max(), width=.25);\n", "# plt.title(\"Gifting from A to B\\n(including household wealth)\");" ] }, { "cell_type": "code", "execution_count": 22, "id": "36faa558", "metadata": {}, "outputs": [], "source": [ "# plt.hist(simulated_wealth_gifts.giftsBA, bins=simulated_gifts.giftsBA.max(), width=.25);\n", "# plt.title(\"Gifting from B to A\\n(including household wealth)\");" ] }, { "cell_type": "markdown", "id": "5d3d3f54", "metadata": {}, "source": [ "## 3) Statistical Model\n", "\n", "- $G_{A,B}$ - househould $A,B$'s generalized _giving_\n", "- $R_{A,B}$ - househould $A,B$'s generalized _receiving_\n", "- Model Giving and Receiving covariance vian $\\text{MVNormal}$\n", "\n", "#### Likelihood\n", "$$\n", "\\begin{align*}\n", " G_{AB} &\\sim \\text{Poisson}(\\lambda_{AB}) \\\\\n", " G_{BA} &\\sim \\text{Poisson}(\\lambda_{BA}) \\\\\n", " \\log(\\lambda_{AB}) &= \\alpha + T_{AB} + G_{A} + R_{B} \\\\\n", " \\log(\\lambda_{BA}) &= \\alpha + T_{BA} + G_{B} + R_{A}\n", "\\end{align*}\n", "$$\n", "\n", "#### Global gift-giving prior\n", "$$\n", "\\alpha \\sim \\text{Normal}(0, 1)\n", "$$\n", "\n", "#### Correlated Social Ties prior\n", "$$\n", "\\begin{align*}\n", " \\begin{pmatrix}\n", " T_{AB} \\\\\n", " T_{BA}\n", " \\end{pmatrix} &= \\text{MVNormal}\n", " \\left( \n", " \\begin{bmatrix}\n", " 0 \\\\\n", " 0\n", " \\end{bmatrix},\n", " \\begin{bmatrix}\n", " \\sigma^2 & \\rho \\sigma^2 \\\\\n", " \\rho \\sigma^2 & \\sigma^2\n", " \\end{bmatrix}\n", " \\right) \\\\\n", " \\rho &\\sim \\text{LKJCorr}(\\eta) \\\\\n", " \\sigma &\\sim \\text{Exponential}(1)\n", "\\end{align*}\n", "$$\n", "\n", "#### Correlated Giving/Recieving prior\n", "$$\n", "\\begin{align*}\n", " \\begin{pmatrix}\n", " G_{A,B} \\\\\n", " R_{A,B}\n", " \\end{pmatrix} &= \\text{MVNormal}\n", " \\left( \n", " \\begin{bmatrix}\n", " 0 \\\\\n", " 0\n", " \\end{bmatrix},\n", " \\textbf{R}_{GR}, \\textbf{S}_{GR}\n", " \\right) \\\\\n", " \\textbf{R}_{GR} &\\sim \\text{LKJCorr}(\\eta) \\\\\n", " \\textbf{S}_{GR} &\\sim \\text{Exponential}(1)\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "markdown", "id": "10d93c12", "metadata": {}, "source": [ "### Fit Wealth Gifting model on simulated data (validation)" ] }, { "cell_type": "code", "execution_count": 23, "id": "35741bdf", "metadata": {}, "outputs": [], "source": [ "def fit_giving_receiving_model(data, eta=2):\n", " n_dyads = len(data)\n", " n_correlated_features = 2\n", "\n", " dyad_id = data.did.values.astype(int)\n", " household_A_id = data.hidA.values.astype(int)\n", " household_B_id = data.hidB.values.astype(int)\n", "\n", " # Data are 1-indexed\n", " if np.min(dyad_id) == 1:\n", " dyad_id -= 1\n", " household_A_id -= 1\n", " household_B_id -= 1\n", "\n", " n_households = np.max([household_A_id, household_B_id]) + 1\n", "\n", " with pm.Model() as model:\n", "\n", " # single, global alpha\n", " alpha = pm.Normal(\"alpha\", 0, 1)\n", "\n", " # Social ties interaction; shared sigma\n", " sigma_T = pm.Exponential.dist(1)\n", " chol_T, corr_T, std_T = pm.LKJCholeskyCov(\n", " \"rho_T\", eta=eta, n=n_correlated_features, sd_dist=sigma_T\n", " )\n", " z_T = pm.Normal(\"z_T\", 0, 1, shape=(n_dyads, n_correlated_features))\n", " T = pm.Deterministic(\"T\", chol_T.dot(z_T.T).T)\n", "\n", " # Giving-receiving interaction; full covariance\n", " sigma_GR = pm.Exponential.dist(1, shape=n_correlated_features)\n", " chol_GR, corr_GR, std_GR = pm.LKJCholeskyCov(\n", " \"rho_GR\", eta=eta, n=n_correlated_features, sd_dist=sigma_GR\n", " )\n", " z_GR = pm.Normal(\"z_GR\", 0, 1, shape=(n_households, n_correlated_features))\n", " GR = pm.Deterministic(\"GR\", chol_GR.dot(z_GR.T).T)\n", "\n", " lambda_AB = pm.Deterministic(\n", " \"lambda_AB\",\n", " pm.math.exp(alpha + T[dyad_id, 0] + GR[household_A_id, 0] + GR[household_B_id, 1]),\n", " )\n", " lambda_BA = pm.Deterministic(\n", " \"lambda_BA\",\n", " pm.math.exp(alpha + T[dyad_id, 1] + GR[household_B_id, 0] + GR[household_A_id, 1]),\n", " )\n", "\n", " # Record quantities for reporting\n", " pm.Deterministic(\"corrcoef_T\", corr_T[0, 1])\n", " pm.Deterministic(\"std_T\", std_T)\n", "\n", " pm.Deterministic(\"corrcoef_GR\", corr_GR[0, 1])\n", " pm.Deterministic(\"std_GR\", std_GR)\n", "\n", " G_AB = pm.Poisson(\"G_AB\", lambda_AB, observed=data.giftsAB)\n", " G_BA = pm.Poisson(\"G_BA\", lambda_BA, observed=data.giftsBA)\n", "\n", " inference = pm.sample(target_accept=0.9)\n", " inference = pm.compute_log_likelihood(inference, extend_inferencedata=True)\n", " return model, inference" ] }, { "cell_type": "code", "execution_count": 24, "id": "f667120e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [alpha, rho_T, z_T, rho_GR, z_GR]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4369074bfbf349f8b4b973f640f8168d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 26 seconds.\n",
      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "53c0218933e6497da277a61d5f9346b6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "simulated_gr_model, simulated_gr_inference = fit_giving_receiving_model(simulated_wealth_gifts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c9e5cd65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
corrcoef_T0.4670.258-0.0080.9210.0160.011260.0579.01.02
corrcoef_GR-0.8530.087-0.981-0.6940.0030.002989.01727.01.00
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "corrcoef_T 0.467 0.258 -0.008 0.921 0.016 0.011 260.0 \n", "corrcoef_GR -0.853 0.087 -0.981 -0.694 0.003 0.002 989.0 \n", "\n", " ess_tail r_hat \n", "corrcoef_T 579.0 1.02 \n", "corrcoef_GR 1727.0 1.00 " ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(simulated_gr_inference, var_names=[\"corrcoef_T\", \"corrcoef_GR\"])" ] }, { "cell_type": "code", "execution_count": 26, "id": "2ba16e30", "metadata": {}, "outputs": [], "source": [ "def plot_wealth_gifting_posterior(inference, data_range=None):\n", " posterior_alpha = inference.posterior[\"alpha\"]\n", " posterior_GR = inference.posterior[\"GR\"]\n", "\n", " log_posterior_giving = posterior_alpha + posterior_GR[:, :, :, 0] # Household A\n", " log_posterior_receiving = posterior_alpha + posterior_GR[:, :, :, 1] # Household B\n", "\n", " posterior_receiving = np.exp(log_posterior_giving.mean(dim=(\"chain\", \"draw\")))\n", " posterior_giving = np.exp(log_posterior_receiving.mean(dim=(\"chain\", \"draw\")))\n", "\n", " # Household giving/receiving\n", " _, axs = plt.subplots(1, 2, figsize=(10, 5))\n", " plt.sca(axs[0])\n", " utils.plot_scatter(posterior_receiving, posterior_giving, color=\"C0\", label=\"households\")\n", " if data_range is None:\n", " axis_max = np.max(posterior_receiving.values.ravel()) * 1.05\n", " data_range = (0, axis_max)\n", " plt.xlabel(\"giving\")\n", " plt.ylabel(\"receiving\")\n", " plt.legend()\n", " plt.plot(data_range, data_range, color=\"k\", linestyle=\"--\")\n", " plt.xlim(data_range)\n", " plt.ylim(data_range)\n", "\n", " # Giving/receiving correlation distribution\n", " plt.sca(axs[1])\n", " az.plot_dist(inference.posterior[\"corrcoef_GR\"], color=\"C1\", plot_kwargs={\"linewidth\": 3})\n", " cc_mean = inference.posterior[\"corrcoef_GR\"].mean()\n", " plt.axvline(cc_mean, color=\"k\", linestyle=\"--\", label=f\"posterior mean: {cc_mean:1.2}\")\n", " plt.xlim([-1, 1])\n", " plt.legend()\n", " plt.ylabel(\"density\")\n", " plt.xlabel(\"correlation, giving-receiving\")\n", "\n", "\n", "def plot_dyadic_ties(inference):\n", " inference = wealth_gifts_inference\n", " T = inference.posterior.mean(dim=(\"chain\", \"draw\"))[\"T\"]\n", " utils.plot_scatter(T[:, 0], T[:, 1], color=\"C0\", label=\"dyadic ties\")\n", " plt.xlabel(\"Household A\")\n", " plt.ylabel(\"Household B\")\n", " plt.legend()" ] }, { "cell_type": "code", "execution_count": 27, "id": "8bf3b01c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_wealth_gifting_posterior(simulated_gr_inference)" ] }, { "cell_type": "code", "execution_count": 28, "id": "56e3e367", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axs = plt.subplots(1, 2, figsize=(8, 4))\n", "plt.sca(axs[0])\n", "plot_posterior_household_ties(simulated_gr_inference, color_friends=True)\n", "\n", "plt.sca(axs[1])\n", "plot_posterior_reciprocity(simulated_gr_inference)" ] }, { "cell_type": "markdown", "id": "d45be5cf", "metadata": {}, "source": [ "### Fit on real data\n", " " ] }, { "cell_type": "code", "execution_count": 29, "id": "6850ada8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [alpha, rho_T, z_T, rho_GR, z_GR]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2b2854b6ee8f44f19b4c89d694897dff", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 26 seconds.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4d1ba22424a2439d8f5951c6b7e79adb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gr_model, gr_inference = fit_giving_receiving_model(SHARING)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8a49d44a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
corrcoef_T0.9410.0270.8930.9880.0010.001767.01300.01.0
corrcoef_GR-0.5290.213-0.892-0.1260.0060.0041327.01819.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "corrcoef_T 0.941 0.027 0.893 0.988 0.001 0.001 767.0 \n", "corrcoef_GR -0.529 0.213 -0.892 -0.126 0.006 0.004 1327.0 \n", "\n", " ess_tail r_hat \n", "corrcoef_T 1300.0 1.0 \n", "corrcoef_GR 1819.0 1.0 " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(gr_inference, var_names=[\"corrcoef_T\", \"corrcoef_GR\"])" ] }, { "cell_type": "code", "execution_count": 31, "id": "a121fa88", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_wealth_gifting_posterior(gr_inference)" ] }, { "cell_type": "code", "execution_count": 32, "id": "7b4e158e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axs = plt.subplots(1, 2, figsize=(8, 4))\n", "plt.sca(axs[0])\n", "plot_posterior_household_ties(gr_inference)\n", "plt.sca(axs[1])\n", "plot_posterior_reciprocity(gr_inference)" ] }, { "cell_type": "markdown", "id": "8d2f6c3b-6bfd-4398-bf76-802d1a35226a", "metadata": {}, "source": [ "### Plot the posterior mean social graph" ] }, { "cell_type": "code", "execution_count": 33, "id": "21cb86ae", "metadata": {}, "outputs": [], "source": [ "def plot_posterior_mean_graph(\n", " inference, rescale_probs=False, edge_colormap=\"gray\", title=None, **plot_graph_kwargs\n", "):\n", " \"\"\"Plot the simulated ties graph, weighting each tie connection's edge color by\n", " a model's posterior mean probability of T_AB.\n", " \"\"\"\n", " T = inference.posterior[\"T\"]\n", " mean_lambda_ties = np.exp(T.mean(dim=(\"chain\", \"draw\"))[:, 0])\n", " _, axs = plt.subplots(1, 2, figsize=(10, 5), width_ratios=[20, 1])\n", "\n", " plt.sca(axs[0])\n", " plt.set_cmap(edge_colormap)\n", " A, B = np.nonzero(TIES)\n", "\n", " G = nx.DiGraph()\n", " edge_color = []\n", " for ii, (A, B) in enumerate(DYADS):\n", " ii, jj = sorted([A, B])\n", " dyad_idx = np.where((DYADS[:, 0] == A) & (DYADS[:, 1] == B))[0][0].astype(int)\n", " weight = mean_lambda_ties[dyad_idx]\n", "\n", " # include edges that predict one or more social ties\n", " if weight >= 1:\n", " G.add_edge(A, B, weight=weight)\n", " edge_color.append(weight)\n", "\n", " edge_color = np.log(np.array(edge_color))\n", " utils.plot_graph(G, edge_color=edge_color, pos=TIES_LAYOUT_POSITION, **plot_graph_kwargs)\n", " plt.title(title)\n", "\n", " # Fake axis to hold colorbar\n", " plt.sca(axs[1])\n", " axs[1].set_aspect(0.0001)\n", " axs[1].set_visible(False)\n", " img = plt.imshow(np.array([[edge_color.min(), edge_color.max()]]))\n", " img.set_visible(False)\n", "\n", " clb = plt.colorbar(orientation=\"vertical\", fraction=0.8, pad=0.1)\n", " clb.set_label(\"log(# ties)\", rotation=90)" ] }, { "cell_type": "markdown", "id": "2780e990", "metadata": {}, "source": [ "#### Posterior Mean social network from gifting model" ] }, { "cell_type": "code", "execution_count": 34, "id": "f4e7672c", "metadata": {}, "outputs": [ { "data": { "image/png": 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vX76MTz75BCUlJUHPFx8fj4ULFyIzMxNqtRpKpRIAxCoEn8+HK1eu4MiRI3C73WAYBnK5XOyir1arMarNh1llDkTK1WhhvXBzPiQmJiI2LlZcTAjF/detCiq1GgqFApzLA+9fM/Lxv9yCiCXT8Pd///eorq4W7xMREYH4+HhotVqkp6eLf6Kjoym4J4R8K9TW1g7p+VNSUob0/I8ryswTQgghjziO4+B0OsU/Aw3e1Wo1VCoVlEpl0CCyubkZhYWFKCwsxO3bt2GxWACgX9l3lUqFmJgYMXgfMWIERo4ciYyMDGRkZECn0wXcx+v14vTp09i3bx/q6uqCnlen02H27NmYPHkyDAaDWPLv8XjgdDrh8/nQ0NCATz/9FA0NDQC6S/iFxQKZTAa1Wg2WZVERJ4M+PQkjL95HZLsLLAtUlpfD6/NCq9FCJpehq7MTCqUS0VFRUP71HE6nE2azGQBgtVgRCQXgcEOTm4G4VzdCMz5TvB0AcYuD2WyGx+NBcnKy2FMAAPR6vSS4H6ySf0IIedgoPzw8KJgnhBBCHkFerxdOpxMOhwNut7vfX5SE0nMheO9ZMi+wWCy4e/cuCgoKcPv2bTQ2NoqPLQTvdru918UDjUYjBu/C/44cORKjRo1CRkYGTCZTyPs6nU4cOXIEn3/+OVpbW4PeRi6XY+LEiVi4cCGio6Mhk3XPbed5XqxM6OrqwtGjR3Hz5k3xWpVKJXQ6Hbxer7iFQHgN4uLikDl7Nj5u2I5JahZjGtyI8bBQmu2w21ywcW6AZcE4nfB6vYiPi4NSpYLb4QDj9EBmc4HxcnBERSDlxVWI3rpUskc+Pz8fn3/+OWQyGRwOh7jg0NXVhdjYWOj1eqjValitVty+fRu3b98GABiNRklwHxER0cs7TAgh5LuOyuwJIYSQR4DQuE7Ivns8nn7dX6FQiMG7SqUKGrx7PB5xxnthYSEqKirERYJws+96vV7MusfExECr1SIhIQFZWVnIyspCSkqKGHCHYrFY8NVXX2H//v1i9t8fwzAYN24clixZgoSEBMnz8fl8cDgccLlcuHLlCo4fPy72CmBZFmq1GkajUcyQ92zcFxkZiWeffRb79+9HcXExOI6Dva4Z+YpYLNMmw1ffBrg8YP96exkrg06nhUqthtvtgYP3whOlg3VSOpx5qVi++RnJVgEAsNls+Jd/+RfU1dUFbEVgGAYajUa8Tq1WC61WC7VaHVAtER0djfT0dGRkZCA7O7vP15UQQoZLTU3NkJ4/LS1tSM//uKLMPCGEEDJMOI4T976HO7pNIJfLJcF7sECP53lUV1ejsLAQBQUFKC4uFkfThZt91+v1iI2NFYN3tVoNtVqNkSNHigG8IcwRb21tbfj8889x+PBhMdAOZuzYsVi6dCkSEhICnpfH44Hdbkd1dTW++OILtLS0gOd58DwvbiWIi4tDV1cXZDIZWJYVg2S9Xo+FCxciJiYGxcXFAAC32w2LnIdy1QzUZ41CzdUC8LUtiHEyULi80CpVSM/KRPTYbLApsThfXQKXSQPIuhcXKisrMXr0aMk16nQ6TJ06FQzDoKqqCg6HQ9zqIGyZUKlUcDgccDgcaGtrA8uy0Gg00Gg00Gq1UKlUaGtrQ1tbG65fv47ExER8//vfp4CeEEKIiIJ5Qggh5CESOq4LmeVwC+QYhoFKpRKD6VCN2lpbWyX73js7O8XfuVwuWK1W2Gy2kMG0SqVCbGys+Eer1QIAEhISxOZ1ycnJ/Qoq6+rq8Mknn+DUqVMBnel7ys3NxZIlSxATEyM2thPwPA+Xy4XW1lYcPXoUt27dEoN4AGKWOzk5Ge3t7ZDL5ZIFCo1Gg8mTJ2P16tV48803xeNOpxMGgwE5OTnwer3wxBrQzDvQ8dfnHR0djfQFCxAzaVL363BVJmluV1FRgZycnICs+tSpU3Hnzh1kZGSgpKQEPp9PbMIndM+PiIgAz/PiGD9hcQXo3uMvBPdGoxENDQ2oqalBRkZG2K87IYQ8LFTsPTwomCeEEPKd5vF44PF4xOZoQ8Hn88Fut4v738MlZGuFxnXBrs9ms0n2vdfX10t+73A4YLVaYbVag5buy2QyREdHIy4uDjExMTAajWAYRsy+jxo1CpmZmWFn33sqKyvDvn37cPHixV6/6E2bNg1PPPGEmJH2D4w5joPFYsG1a9dw9OhROBwOMZAXytYNBgOSk5NhNpuhUCjgcDjE+ysUCmRnZ+PZZ59FR0cHzp8/D+C/FgimT58OmUwGp9MJhUIh3o9hGPGPYOTIkZJg3m63o6mpCQkJCZJrTk1NRVxcHJqbmxEXF4empiZ4PB7J1ACLxYLY2FgkJCTA7XaLnxEhuLdarWBZVqwuoD30hBBCeqJgnhBCyHeWzWYTu5PLZDLEx8cPWkDPcZwYmIUzf10glIoLY9f8A1uv14t79+6J2feysjJJoMxxHOx2u5iB9/l8kvszDAOTySRm3qOiosQse2Jiolg639/su4DneRQWFmLv3r345ptvQt6OYRjMnTsXS5cuBcdxIRcrfD4f7t27h2PHjqG8vFwM4nmeh1wuh1qtRkxMDOLi4mC1WiGTycTsNtD9vqanp+PZZ59FREQE3nvvPTFj7/V6IZPJMHHiRPHnnsF8sOuJioqCyWRCR0eHeKy8vDwgmGcYBlOnTsXBgwcRFRWFrq4ucRKBcF6e59Hc3Ayv14uYmBioVCro9Xrcv38fHMdBq9UiPj4eADB79mxER0f38eoTQsjwoMz88KBgnhBCyHeSy+WSBGQ+nw8WiwVGo3HA5xT2QzscDjidzrC+3DAMA6VSCbVaDY1GE1A+z/M8ampqcPv2bXHmu//igJDFtVqtsNvtAY+r0+kkpfNCCbtarUZmZiaysrIGnH3veZ2XLl3Cvn37UFpaGvJ2CoUCTzzxBJYvXw6r1SpuH/DHMAysVisOHjyIO3fuiIsuQiAvbDlITk6GwWAAz/PgOA5Wq1VyjtTUVKxduxapqalwOBw4evSo+Hun04m8vDyo1d2d6IV59IKe++17nnPkyJG4ceOGeKyxsRF2u13ckiDIzc3FsWPHAED8nVwuD9hq0N7eLgb09fX18Hq9UKlUSExMBMMwyM3NxYIFC0K+poQQQr6bKJgnhBDyneP1etHW1gae5+Hz+eDz+aBUKmGz2WAwGPqVnRdGpAnNzMIJ4IVO5sIf/8dzOp24ffs2bty4gZs3b6K9vT3gHG63Wwzg/fe/K5VKSfDec7a70WjEmDFjkJOTg9TU1AduqBbOjHigO5hdsWIFnnzySXR0dKCzszNoB3egO+C/desWjh8/jsbGRthsNsnrKnSAT01NhVKphMFgQHNzMywWi2SffHJyMubOnStm3k+dOgW73S7+3u12Y+rUqeLPOp0OnZ2d4mOF+hykpqaioKBADMp5nkdlZSXGjRsnuZ1KpcL48eNx7do1mEwmcaElKioq4D3t7OyE2WyGTCaDXC5HUlISZDIZ0tLSsHr16qCvEyGEPCooMz88KJgnhBDyncJxHNra2sBxHDiOE/eRC5ldu90OvV7f6zmEMXLCHudwutD3HEUWbF94Y2Mjbty4gRs3bqCoqChoo7hQ+99lMhmioqIQGxuLuLg4cd+7IDExETk5ORg9ejTi4uIGJTAMZ0Y80L14sHbtWixbtgwdHR24f/++2NjNn9C0bseOHaitrUVjYyPcbndAWb3JZEJiYiJYlkVqaiqqqqpgsVgkr0lCQgJyc3PxxBNPAOh+z77++mvx9xzHIS0tDZGRkeIxlUol+UIqZOb9v6QqFAqMGDEC5eXl4rHKykqMGTMmYAFg6tSpuHbtGnQ6nZiVV6lUiI+PR3Nzs/jc3G63WPafmZkJhUKB6OhobNy4MWSzQ0IIId9t9K8DIYSQ7wye52E2m+HxeMDzvCT4E/ZLW61W6HS6oAGvMBZNaFDWF6GRnBC89jyn1+vF3bt3cevWLdy8eTOgcZ1wvUKHc6vVKnnMnvveo6OjJRl2lmWRnp6O0aNHIzs7+4G2DvgLZ0Y8AMTFxWHdunVYvHgxbDYbysvLIZfLJVUCPa9Xp9OhtLQUe/bsgcPhQFNTE3w+n6SsXqlUIj4+HlFRUWAYBhMnTsTdu3dhsVgk++Sjo6ORkZGB9evXi69LUVGRZA6y0+nE/PnzxZ+FMXY9A3eh+V2wjNPIkSMlwbzT6UR9fT1SUlIkt4uNjUVaWhpqampgNBrR1taGjo4OpKamQi6Xo6GhAU6nU1y8USgUaG5uRlZWFjZv3hx00YMQQh41lJkfHhTME0II+c6wWCxil3MhoBf4fD4oFAp4vV44nU4xiBIa2dlstrA70fcM4Htmas1mM27evImbN2+ioKAg6Hg4IYAXAlQh66/VasXMu9AsrSeVSoVRo0YhJycHWVlZ4j7wwdLa2oovvviizxnxI0aMwDPPPIM5c+bA5XKhrKxMnBYQbIFEo9FAp9Nh7969KCgogMViQWtra0C3eoVCgZSUFLFqYvHixbh16xba29slvQ8iIiKQlJSE9evXSwLhnll5oHvmfHp6uvhzXFwcGhsbA/bMh6q6MBqNiI6ORltbm3isrKwsIJgHurPzQjDf3t4ujiXU6XQwmUyora0F0P0eymQycREj2PQBQgghREDBPCGEkO8Eh8OBrq4uAN2BvBCkKZVKMbD3er2Qy+WSrujhltErlUpotVpoNBoxG8xxHEpLS8Xy+aqqqqD3DRbAsyyL6OhoxMfHIz4+Hnq9PiAYFuajjx49Gunp6Q+8/z2YcGfEjxkzBs888wymTp0Kn8+H6upqtLW1Qa/XB80uK5VKGI1GdHV14fXXX0dbWxva29vR2dkJAGJZvUqlgkqlQmpqqhjsPv300ygsLERtbS3MZrO4KKPVapGUlIRly5ZJust3dnbi4sWL4s88z2PMmDGS1zMhIQGVlZWSY0KmPlTGKTMzUxLMt7a2or29HVFRUZLbjR49GjqdDjabDTqdDlarFZ2dndDr9TCbzdBoNOA4Thxbl5CQAI7jsH37dmzZsgVJSUkhX3dCCHkUUGZ+eFAwTwgh5FvP7XaLDce8Xq9Yrq5QKMCyLORyOTweD7xeLxiGETP4fTXCUygU0Gg00Gq14r5mq9WKb775Bjdv3sQ333wjLiD4EwJ4YQ+8MJ4tJSUF8fHxiIuLk4xJE8TFxWH06NHIyckRu50PhbKyMuzduxeXLl3q9Uva1KlT8cwzz2Ds2LHgeR5NTU24f/8+1Gp10LnoMpkMBoMBJpNJ7H7vdrvR0tIiNqcTyuoVCgV0Oh1SUlIgk8mgVquxZcsWlJeX45tvvkFnZ6e4wKBUKpGSkoIJEyaIDe8Ex44dC1iIGDt2rOTnuLg4OJ3OgMw8gJBbKlJSUlBYWCiZaV9aWooZM2YEPOdJkybh3LlzMJlMsFqt6OrqgsViAc/ziIiIQGxsLOrr62EwGMTqA4fDgQ8//BCbN29GWlpayPeAEEKGGwXzw4OCeUIIId9qPp8P7e3tYoM7IaiTy+WSTLbwe6G02+v1iiPcepLJZGI3dSGAr6mpwa1bt3Djxg2UlJSE/FITLICPjIxEdnY24uPjYTKZggbn6enpyM7OxujRoyUN2wZbuDPiWZbF3LlzsX79erFU3WKxoLy8HD6fDwaDIehIN61Wi8jISLAsix07duD69evweDxobGwUS8qFPgNCU7/4+HgwDAODwYAXXngBLS0tOHLkiNh8ULie1NRUJCYmYvny5ZLH5TgOhw4dkhwbN26cpFogIiJC3Bvvn5kHQgfzLMsiMzMTt2/fFo/V1dUFHVM3ZcoUnD9/HlqtFkqlUtyyodFoEB8fD5ZlsXbtWrS0tIhl90D3QtTOnTuxadMmjBw5MsQ7Qggh5LuIgnlCCCHDgvf64K5pgruiHq6qBvg6rODdXjBKOWQmPVTpiVCOTIIyLR6MfGDl4zzPizO8hY7hQHdALuxN9vl8kjJ6IRDvGdgD3fvgdTod1Go1XC4XCgoKxNFxPUutg11DzwBeJpMhLi4OWVlZiIuLC7m3PSMjA2PHjsWYMWOCNo0bTDzP4+LFi9i3bx/KyspC3k6YEf/000+LZewejwfV1dVobW2FwWAIWlIvZOkjIiLQ2NiId999F83NzWKju55bHoRZ7wkJCeLCRVxcHF544QVYrVbs3r0bbrdbLMcHukfQ6fV6rF+/PqCa4fr162hpaZEcGz16tOTn+Ph4ycKAQHjve2t2mJGRgaKiIvE2HMehvLwceXl5kttFREQgOzsbJSUlMJlMaG5uhkKhQFJSEliWRXZ2Np588kl4vV7s2bMHlZWV4n29Xi8+/vhjrF+/Hjk5OSGvhRBChgtl5ocHBfOEEEIeKm9LByzHr6PzwHm4a1vAOVxg8NcvAgwD/DWA5gGwGhWUKbEwrpoNw+IpkMea+vVYHR0dcLlcACAG8kIGVjjur2cAL2TOtVot2tracOrUKdy6dQt37tzptTmZfwCv0+mQkJCA8ePHIyoqKmT5fnp6OsaNG/dQAnigO0g8deoU9u3bF7SbvkCr1eLJJ5/EmjVrYDKZAHQ/x+bmZlRXV0OpVAatKhDK5E0mE5RKJS5fvoxdu3bB7Xajq6tLXATheR4GgwE8z0MmkyElJUV8/unp6diyZQu8Xi8++OADOJ1OmM1m8TGEfgKrV68O2KsOAIcPH5b8nJaWFvDaxsXFSYJ5nufFsXTC6xSKSqVCenq6pLN9RUUFxowZEzBSburUqSgpKYHBYIDZbEZycjJkMhmSkpLw9NNPg2VZKJVKbNq0CZ9++inu3bsn3tfn82Hv3r146qmnkJubG/J6CCGEfHdQME8IIeSh4GxOtO08gs5PT8PXbgGUcsgiDZDHR4IJEtzyHAfO7oKrqhHNv9mNtvcPwrhuPqK3LgWr7btTu9VqFceVud1uSaY9WCm7/xgyYWzYpUuXcO3aNclYs2B6BvAOhwNRUVFIT09HQkJCQMl1Tw87gAe6g9Pjx49j9+7dvc6IN5lMWLNmDVasWCG5NmHUnMvlgsFgCFicELYiGAwG6HQ6eL1efPTRRzh//jx4nkdra6s41o5lWRiNRrjdbrHRnbC9ITc3F+vXrwcAvPfeezCbzTCbzWIW3Gg0IioqCtOnTw/ItgNAU1MTrl+/Ljk2c+bMgFL6mJgYMRgXPgM9n1NfYwizsrIkwbzH40FVVRWysrIkt8vIyEBUVBTa29uRlpYGmUwGo9GITZs2SbZ0KBQKPPPMM/jiiy9w584d8TjP8/j888/h8XgwadKkXq+JEEIeJsrMDw8K5gkhhAw5R0E5mt/YA8ftCsgMWijSE8DIem8ux7AsZHoNZHoNeB8HX1sn2v68H/ZLdxD36kZoxmeGvK/L5RLLsF0ulzjqq2e2NeDxGAYymQxlZWUoLCzEnTt30N7eDoVC0WuXeKELPcdx4kzxmJiYgKxsT+np6WIJvdDs7GHgeR5nz57Fzp070dDQEPJ2cXFxWL9+PRYvXiwJMn0+H2pqatDY2Ai9Xh+0wZ0wai4iIgIKhQIdHR145513UF1dDZ/Ph6amJnG0nVqthlarFRcFkpKSxNd69uzZWLZsGQBg7969qKqqgtVqFSsqNBoNEhMTkZKSgkWLFgV9HocPH5Z8wdTpdMjIyJA895iYGMhkMkkTO/8Fn94y80D3VIHExETJecvKypCZmSk5D8MwWLRoEfbt2ycueGzevDnoZ0Amk+Gpp56CQqHArVu3xOM8z+PAgQNwuVyYOXNmr9dFCCHk242CeUIIIUOq6/BlNP36Y/i6bFCkxIFVBXZo7wsjYyGPiwRr1MN5pxK1v3gb8b/YjIil0wNu6/V60draCrfbDa/XK+7HDhXI+3w+lJeXo7CwEAUFBWL3eSGg83q9AcG80+mE1WqFSqVCVFQUcnJygjZ960kI4EePHg2DwdDv1+BB8DyP69ev48MPP5TsxfY3YsQIbNiwAbNnzw5oDtjW1obKykqwLIvIyMiQJfXCvnmGYVBdXY133nkHHR0dcLvdaGxsFANj4RwulwsxMTGIjY0Vz7lixQrk5+cDAM6cOYNr167B5XKJ2Xy5XC6W4j/99NNBF1s8Hg+OHTsmObZgwQLJXnugu0wfQEAw3zMz798/IZhRo0ZJgnmr1YqGhoaAsXJjxozBSy+9hJaWFowcObLXagyWZbFq1SooFApcvXpV8rujR4/C6/Vi9uzZQzbRgBBCwkWZ+eFBwTwhhJAh03XkCpr+30fgPB4oMx58jBqrUkCRkQhPXQua/u9OAJAE9BzHob6+Hm63W+xOL+g5L9zlcqGkpAS3b9/GnTt3JPvnhTJrIXjjeV5skufz+aDVahEfH4/c3Nyg3e57GjFihJiBf9gBvODOnTvYvn07ioqKQt5mzJgx2LBhA6ZMmRLwHjkcDlRUVMBiscBgMARUHLAsC61WC71eD71eLwbW169fx/bt2+HxeGCz2dDc3CxWRyQmJsJut8PtdiM5ORlGoxFAdzb6mWeeEfeEFxcX46uvvoLP5xP3yTMMg9TUVCgUCjz11FNBqwMA4OLFiwFjAefMmRPwOsTFxQGAOBav5/MScBwnzoEPJTY2FiaTCR0dHeKx0tLSoDPiExISxAaCfWEYBsuWLYNKpcK5c+ckvzt58iRcLhcWLVpEAT0hhHwHUTBPCCFkSDgKytH0613gPB4okmMHLdhgGAaK5NjugP7Xu6BIiBZL7s1msxjI+2cJLBYL7t69i8LCQpSWlvZZOg1AHE+n1+thMBgQHR3d5/N4FAJ4oLsJ2/bt23Hjxo2Qt8nKysILL7wQMJcd6A5ga2trUVdXB41GE3QkntDh32AwQKlUiosfX331FQ4ePAie59HZ2Yn29nYA3d3qk5OTYTabwfM80tPTxe73wgz5jIwMAN373T/66CNwHAez2SwuzCQnJ0OtVmPu3LnibYP5+uuvJT/n5uYGdLoXuuwDEEv/geCZeZ/P12swzzAMRo0aJcmgt7S0oL29PWhjvv5gGAYLFy6EUqnEiRMnJL+7cOEC3G43li9fTgE9IWTYUGZ+eFAwTwghZNBxNiea39gDrtMGxSBk5P2JAX1lA5rf2IPUt18Dq1VLGpUxDIOOjg4UFhaisLAQlZWVki8bwa5JWAQwGAwwGAxQKBTQ6/Xi7PNQzyM5ORl5eXkYO3bssAbwQPec8x07duD8+fMhb5OSkoLnn38+oBmcoKOjA+Xl5eA4DiaTKaDBnVwuh06nE/8Iv3e73eICAsdxaG1thdVqBdC9Xz0pKUkcyZaSkiIG1zqdDt/73veQmJgIoDtL/v7778PpdMJisYiTCGJjY2EwGDBy5EjMmTMn5POrqqoKyMAvX74czc3NkmNxcXHi8++ZmQ8WzPes8gglNTUVt2/flpTsl5aWYsaMGX3eNxyzZ8+GUqnEoUOHJMevXbsGt9uNVatW9brgQAgh5NuFgnlCCCGDrm3nEThvV0KeMngZeX8Mw0CeHAvH7Uq07TiC2B+tQVRUFCoqKnDz5k0UFBSgrq4uoAFZKLGxsTAajd3n9SslD3a/yMhI5OXlIS8vDzExMYP3xAaopaUFu3btwokTJ0IGnrGxsXjuueewYMGCoOPx3G43Kioq0N7eLmbbe2IYBlqtVuxU3zPTbTab8cc//hH379+H1+tFU1OTuH0hKioK0dHRaGpqgl6vR2Jiovj4JpMJ27ZtQ3R0NIDuHgY7d+5EW1ub2JsA6J7THhMTg4iICKxdu7bX9/LIkSOSn00mE6ZPnx6QrRf2ywvPXeDfX8F/y0YoLMti5MiRkg70dXV1sNvtvU406I9p06ZBqVRi//79ksWpgoICeDyekD0ECCFkKFFmfnhQME8IIWRQeVs60PnpabAGzYCa3fUHq1JAZtCg6aPDOMG34lJxIerr68XAS6VSAZB+yRD+P8uySEtLg9FohM/nC5gbL9xO6HLPMAw0Gg3GjRuH8ePHIyUl5ZEoa+7s7MTevXtx8ODBkFsHTCYTNm3ahGXLlgXtss/zPBoaGlBdXQ2FQoHIyMiAYF+lUol744UGd4LKykq888476OrqgsvlQmNjo1glkZiYCJ1Oh8bGRsTExEi2KsTGxmLbtm2Sfe8HDhwQt0EI++TVajUSExMhk8mwbt26XgNjr9eLs2fPSo4tWbIEnZ2dASPmhP3yPM9Lgnn/bvZCmX04Ro4cieLiYvH2HMehvLwceXl5Yd0/HBMmTIBCocBnn30mWWQoKiqCx+PBM888E7ClgBBCyLcPBfOEEEIGleX4dfjaLVCkh9fgayB4nofVakVHRwc6zWboOl24t6MB9UndAUywrDPQHZCOGTMGJpMJHo9H3LvNsqwY+PuTyWTIyclBXl4eRo0a9chkPW02Gz7//HN88cUXkv3ePel0Oqxbtw6rV6+GWq0Oepuuri6Ul5fD4XAEzcbLZDLodDoxkPd//levXsWHH34Ir9cLq9WKlpYW8DwPmUyG1NRUsCyL5uZmJCcnS7YgCKX+PQPzS5cuibPohfdGJpMhJSUFLMti8eLFSE5O7vV1uXbtmtj1XvDEE08ElNibTCbxPff5fJJgnWXZgOaJ4WTmge7PWHp6umTufEVFBcaMGdPruML+Gjt2LBQKBfbu3Su59rKyMnz88cfYuHFjyM80IYQMNsrMDw8K5gkhhAwa3utD54HzgFLe5xz5fp+b49HV1dkdwHd2SrLQagYY3ezBnQQ5eFaaLdfr9Zg4cSJiYmLgcDhw//79gMAumPT0dIwfPx5jxowJGQgPB7fbja+++gr79u0LCFoFKpUKq1evxrp160LOsfd4PKiqqkJTUxM0Gg2ioqICtiRoNBpoNBpJgzsBz/PYv38/Dh06JAbfQid3pVKJ9PR0uN1umM1mjBgxQvIaZmZmYsuWLZKFg4qKCnzxxRcAuqsNPB6PpHP9mDFjMHXq1D5fn1OnTkl+HjduHOLj4yWl78B/ZeUBaYk90B3M9/xi2p/MPNDdWLBnMO/xeFBdXY3MzMywzxGOUaNGYfPmzdi9e7eksqSqqgo7d+7E5s2bxQaDhBBCvn0omCeEEDJo3DVNcNe2QBY5OE3geJ6HpcsCs7kdHR2d8PmCl5E7FAwinDyMTh4dWgaRkZGYNm0a0tPTYbPZUFRUhHv37vX5eLGxsRg/fjzy8vLEcWmPCq/Xi2PHjuHjjz8Wu8P7k8vlWLZsGTZu3Bi0+zzQ/Zo2NzeLDQFNJlNASbZSqYRWq4VGo4Ferw+odHC5XHj//ffxzTffgOM4NDc3iw3k9Ho90tLSYLVa4XA4kJ6eLslIjx07Fhs2bJAca29vx/bt2+Hz+WC328VzJSYmigsNK1eu7HNbg8ViwbVr1yTHFi5cCJfLJRkZB4TeLw90VyP0DOY9Hk/YmXkAMBgMSExMlMydLy0txciRIwd9a0ZGRga2bt2KXbt2SSo0hEaIW7Zs6XWWPSGEDAbKzA8PCuYJIYQMGndFPTiHC/L44IFkWHgeFqu1O9NrNoc3Qk4GmDg5Vk6YgfSNS2G323Hz5s2AudzBGAwG5ObmYvz48YiPj38k9sH3xPM8zpw5g507d6KxsTHobYTRZZs3b5YEqf5sNhvKy8vR1dUFjUYDnU4neb4ymQxarRYqlSpoyT3QHXj/4Q9/QF1dHTweD5qamsRgOCoqComJiejo6ADDMEhLS5MsBEyePBlr1qyRlOoLCwN2ux0ejwednZ0AgOjoaBiNRsjlcqxfvz6skvFz585JPi9KpRKzZs0KqMSQyWSScXH+wbxKpXqgYB7ozpr3DOatVisaGhqCzp1/UMKWhZ07d0q68jc2NuKDDz7A1q1bJX0JCCGEfDtQME8IIWTQuKoawABgQuxZ743NaoPZbIbZ3B7QjC4UrVYLk8kEk8kEb00TXGY7vvzyyz5LohUKBcaOHYvx48cjPT095B774cTzvLgfvbq6OuTtZs2aha1btyI1NTXkbXw+H2pqalBfXw+WZYNm4zUaDdRqtRjkB3tNKioq8Mc//lHMujc3N4uvdVJSEqKiotDe3i5m03uaPXs2li1bFlCqv2vXLjQ2NoLjOLS3t4Pneej1esTGxgIAnnzySUlJfG9Onjwp+XnGjBnQ6XQoLi6WHI+NjZUsKPgH82q1WpLl9nq9/SqzFx7DZDJJKgJKS0uHJJgHgISEBLzwwgvYsWOHOAEAANra2sSAPlS1BiGEPCjKzA8PCuYJIYQMGl+HtV//oDvsdrSbzTC3m+F2u8K4BwO9Xg9TZHcAzzAMurq60NDQAFWHFW1VtfDFhW6QNnLkSEyaNAk5OTmPdLfvwsJCbN++HSUlJSFvM2HCBLzwwgsYNWpUr+fq6OhAWVkZnE6nOFauZ0CtVCqh0WigUChCZuMB4PLly9ixYwd8Ph+6urrQ1tYmNqhLS0uDTqdDR0cHTCZTQFn3kiVLMG/evIBzHjp0CHfv3gXP82K3eaVSieTkZDAMg0mTJoXdBb6uri5gK8WCBQvA8zyampokx/0XB4QRegKtVivJcLvd7n5n5hmGwahRo3D16lXxWEtLC8xm85AF1cJ0gA8//FCscAC6PwNCQP8ojFEkhBAyOCiYJ4QQMmh4txfoo0zd6XDCbG5Hu9kMV4gu7P60Oh2iIqMQGWmCXK6A1WaV7NMGACUDML7AgMtoNGLixImYOHEiTCZTv57Pw1ZWVobt27fj1q1bIW+TnZ2NF154AePHj+/1XF6vF5WVlWhqaoJcLkdkZKRknzrLstBqtWIw719yL+A4Dl9++SWOHDkSstGdQqGA1WpFdHR0wGLAmjVrMG3atIDz3rhxQ8ykOxwOOBwOSQf8hIQELFmypNfn2JN/Vl543y0WS0C3f/+tCP6VIDqdTrIA4PV6+x3MA0Bqaipu374Nh8MhHispKcHMmTP7fa5wRUZGYtu2bdixYwfa2trE4xaLBR988AGee+45JCQM3aQJQsh3E2XmhwcF84QQQgYNo5QDQf5Bd7lc3SX07e2SwKY3Go0WUVGRMEVGQqVSdZ+jowOWLgt8XGDJM8MD/F876MtkMowePRqTJk3qd9MxnufR1dWF1tZWtLa2oqOjAzExMZg8efKQ7ae/f/8+duzYgYsXL4a8TVpaGp5//nlMnz691+vgeR5tbW0oLy+Hx+OBTqcLmAsvlNPL5XIYDIaQVQpOpxPvvfceCgsLwfM8WltbxQ76QqM7oDtzHRUVJSldl8lkeOaZZ5Cbmxtw3pqaGuzbtw9Ad6AsZJGTk5OhVCqhVquxfv36sKsneJ4P6GI/f/58yGSygKy80NSvJ//MvMFgkATvPp8v7M9tTyzLYuTIkZJO+nV1dejq6hrSPewRERH43ve+hx07dkj6Bdjtdnz44YfYvHkzUlJShuzxCSGEPBwUzBNCCBk0vF4NH8eB83Hw+bzdJfRmM+w2W1j3V6nVf83AR0KtUYPzceiydKGpsRFOVx9l+AygjonE8uXLkZeXJ5lf7s/j8aC9vR0tLS1i0N7zj/8eaqA7CFuzZk1YzyNczc3N2LVrF06cOBEyqxEXF4fnnnsO8+fP73Nvv8vlQnl5Odrb24Nm4+VyObRaLeRyea/ZeKB7r/Uf/vAH1NfXB3Ssj46ORmJiInw+n3jOnudRKBTYvHlz0C0AnZ2d2L59O7xeL3ieR0dHB3ieR0JCgliev3Llyn5VURQWFqK1tVVybOHChQAQ0PwuWJND//fbP5gHINmH3h+ZmZm4d++emP3neR5FRUWYMWPGgM4XLp1Oh+effx67du1CfX29eNzpdGLHjh149tlnkZ6ePqTXQAj57qDM/PCgYJ4QQsgD4XkelZWVuHLlChpOn8LEpma0dTSCZxiwYWSylUoVIqMiERUZCc1fA3C73Y7GhgZYrH3vwZexLAw6PfRQI++FDYiY0T2L3Gq1isG5ELQL/9vZ2dnreXmeh8fjETO2BoMBt27dGrRgvqOjA3v27MGhQ4dCduuPiorCxo0bsXTpUklAHup6m5qaUFlZCZ/PFzQbL3Sp7ysbD3SX+7/zzjuw2Wzw+XxobGwUX4vk5GRERUXB6/VCrVYHXJtarcbWrVsxYsSIgPN6PB5s374dXV1dALrfI7fbjcjISHEf+fjx4zF69Ohen68//xL7ESNGICMjAz6fDy0tLZLfBWumF6zMvmeVAdA9CWAglEolsrKyUFRUJB6rra3FmDFjhrzDvFarxdatW/Hxxx+jpqZGPO7xeLBr1y4888wzffZcIIQQ8uiiYJ4QQsiAdHR04Nq1a7hw4QIqKyvR3t4OVasV2T4FGBcPn1IG1i8gEigUCkRGdWfghWws5/PBbDajs6MD7jC62Ws1WhiNEdDrDeDsTnCMHaqRyaiursavfvUrNDY2Qq1Ww2QyiSPOevL5fHC73SH/COLi4mAwGMLuqN4bm82GTz/9FPv37w/Yxy3Q6/VYv349Vq1aFdY4NofDgbKyMnR2dkKhUMBoNEoCUYVCAa1WK46d88+i+7t16xb+8pe/wOv1wuv1oqGhAR6PBzKZDCNGjBDfL61WG1ApoNfr8b3vfS/onmye57F3717cv38fQHc23GKxQKvVinvYjUYjli5d2udz7snpdAZsTxCy8q2trQEZ9mDvo3+ZvUKhgFqtlhwbaDAPdI+pKy0tFRdueJ5HcXExpk+fPuBzhkulUmHLli3Yu3cvysvLxeNerxd79+7Fpk2bkJmZOeTXQQj5dqPM/PCgYJ4QQkjYvF4v7ty5gwsXLuDq1atob2+HxWIRAyZWAZiVPKLdDCx+95XLFYiMNCEyMhJ6g0E87nQ60dnRgS6Lpc8vA3K5HMaICEREGKFQ/ldm2We2QJWeAGVqHN7+n/8D9fX14HkeVqsVXV1d4HkeSqUSCoUCLMvC4/GEPWpMKPeeMmVKWLcPxuPxYP/+/di3b1/Icm21Wo01a9bg6aefDugGHwzHcairq8P9+/fBcRx0Op1kawHDMGKDO6FTfV8Z/rNnz+Ljjz8Gz/NwuVxobGyEz+eDSqVCeno6lEolWJYNmMMOdL9O27ZtQ3R0dNBznzhxQmzsJ5TXKxQKpKSkgGEYMAyDtWvXhrWA0dPly5clCyMMw4id8/2z8pGRkUG79fuX2QtNAXsayJ75nufLysqSjMi7f/8+xowZA0OPvwtDRaFQYOPGjfjss88k1+Dz+bBnzx5s2bIlaCUFIYQ8Drq6uvDmm2+isLAQtbW16OzsRGRkJDIyMvDcc89h6dKlYfe84TgOH330EXbv3o3q6mpotVrMmDEDr7322iO5NYmCeUIIIX2qq6vD5cuXcfLkSdTX16OjoyNod2+OAQpNPixpVkLGspDJ5DCZTIiMioTBYBD/MeU5HhZLFzo6O0NmqAUMw0Cv0yHCaIROqw3ols/7OMDthXH1bDBymVgy7fP5JN3uewZjCoUCcrkcKpUKKpUKSqVS8sdms6G5uRlqtRoqlQoKhaLP7vHBCLPi//znP6OxsTHobeRyOVasWIENGzaEvU/cYrGgrKwMNpute4HDr/JAqVSKmfNgJffBrvPrr7/GgQMHAHS/Vk1NTeA4DgaDAampqZDJZGKZvv9CiDASLVTZ+J07d3D48GHx566uLnAch/T0dLGKID8/H6mpqWE9/578S+wnTZokzrj330cfqrrCv8xepVJBq9VKPjMPEswD3dn5srKygOx8sE7/Q0Eul2PdunXYv38/CgsLxeNerxe7du3C1q1bqSkeIWTAhjMzbzab8cknn2DChAlYvHgxTCYT2tracPLkSbzyyivYuHEj/vmf/zmsc/3DP/wD9uzZg6ysLGzduhVtbW04ePAgzp8/j48//hhZWVlD/Gz6h4J5QgghQTkcDly7dg0nTpxAUVER2tvbA4KenuRyOdRqNcwxBqh4YKRaA1mMEdoe+4/dbjc6OzvR1dkJXx+jvpRKJYxGIyIiIgL2L/fka+uELMoAw6LuzPmLL76IoqIi2O12ybxwhmHEzLLwB+jOiBuNRuj1ejHgFZqmGY1GAEBubm6/M8Z1dXV49913cePGjaC/ZxgGixcvxrPPPht2Cb/P50NNTQ3q6uoAIKBsXhg3p1Aows7GcxyHPXv24MyZMwAgLmTwPI+oqCgkJSV1L6j8tQO8/x7/hIQEbNu2LWQ1QWtrK3bv3i3+7HQ6YbPZkJqaKr6mCQkJmDt3blivQU/t7e345ptvJMeEEnuv1wuz2Sz5XagZ68HK7HU6nSSA979Nf6lUKmRmZqKkpEQ8VlNTgzFjxgR01x8qMpkMa9asAc/zuH37tnhc2EP//PPP09g6QsiADGcwn5KSgqtXrwb8e2e1WrFp0ybs2bMHL7zwQp89Qi5duoQ9e/Zg6tSpeO+998RKrqeeegrf//738Y//+I/YsWPHkD2PgaBgnhBCiER9fT2OHTuGkydPoqmpqdeMpFByrdfrMWPGDOTn52Py5Mm4/X/+BMuOozCbW8DLWKSkpMLhdEgy5cEIQaPJaBSb4fWGc3ngszgQ/eIqyGNNALoD77feegv/+q//ipaWFjAMA5vNBp7nwXEclEqlGPxyHNc9Ms9shlzeXUWg1+vF/dFCpnzq1KlhvHLd7HY7Pv74Y+zfvz9kKX9+fn6/M6EdHR0oKyuD0+mETCYLaGInjJtjGCasbDzQvbjy/vvvi+Xvwkg+oDuLLexlj4mJgcvlCljMSU5OxgsvvBBycoDH48GOHTvE6gufz4eOjg7ExcWJAaxcLsfatWt7XbAJ5fz585IvkBqNRtyH3tbWJvkdwzAhtwD4l9mrVCoYDAZJZr+vCpJwZGdno6ysTPxcCNn5/ny+HhTLslizZg08Ho9kYcHpdGLnzp144YUXEBsb+9CuhxBCHlSofz/0ej3mzJmDsrIyVFdX9xnM7927FwDw6quvSrZkzZo1C3PmzMHZs2dRWVmJjIyMwbv4B0TBPCGEEHi9Xty4cQOff/457t69K+4zD0Uo4542bRrmzJmDqVOnigHd0aNH8VnDN5il8CK63Y0Gxo0uiwWxsbEhR6sJgXRERESfmWQBz/Pw1rVAk5uB6K3SpmnZ2dn43//7f+Ptt9+G0+lEY2MjamtrxWBUrVYHBLperxetra2or68X57ML2fxx48aFdT0nTpzABx98gI6OjqC3ycnJwY9+9KN+dRD3eDyorKwUqwX8R8rJZDKx+3q42Xige9Hhj3/8I8rKysQ97EImOykpSQx8k5OT0dXVFRDIp6WlYevWrQF7y3s6cOCAOBaN53l0dnbCYDBIgurFixeHzJj3xb/x3cyZM8Vsf7D98qFeF//nplQqA7LlvVWlhEvIzt+7d088JmTnw+mTMFhkMhnWrVuHPXv2SJri2e127NixAy+88ELIhQ9CCAnmUWyA53K5cOnSJTAME1Z5/OXLl6HVajF58uSA3wnB/NWrVymYJ4QQ8mgwm8347LPPcOLECTQ1NYUckwZ0BwBqtRpjxozBkiVLMGvWLEnzLqFb+Zdffonq6moUu1vw35gExPBydPg4eDyegFJ1nU7XXeKu0wXshffHczw6OjvgcXugUaug6nKBNeoQ9+pGsFp1wO2zsrLw05/+FG+//TaSkpKg1+tRXV0Nt9sNjuPAsmzQzLXQHM/tdqO4uBg5OTkoKCjA+PHjgzZPA4B79+7hnXfeQWlpadDfR0VFYdu2bZg/f37YTXh4nkdbWxvKy8vh8XjAsiwMBoPkGjQajbgwEU6nekFHRwd+97vfoa6uDjzPo7W1FRaLBQzDIDU1VdxekJWVhcbGxoDPRXp6Op5//vmQrwfQ3RW/Z7DtcDjAcZykjDszM3PAjQXNZrNk3BvQnT0R+AfzobLNPp8vaDDvv//f5/OB5/mw379QsrOzUV5eLmbnOY5DcXHxAzVYHAi5XI4NGzbg448/RlVVlXjcarVix44d+N73vhd2DwdCCHkUdHV14YMPPgDHcWhra8OZM2fQ0NCAn/3sZ302r7Pb7WhpaUF2dnbQTL9w/57/vXwUUDBPCCHfMTzP48qVK9i3bx9u377da/mwkJlOSEjAsmXLMG/ePCQnJwfczmKx4N/+7d9w+fJlmM3m7vJkGbBb1YYt7jhE8zIwLAvOx4Flme6meJFRko70fbHarN0l/zwP5/1O8HotMn75fWjGhx6rNWrUKPzkJz/B73//e0RERCAtLU2ctx0REQGNRoOuri5xKwHHcWKQJWRxnU4n/vKXv0CtVmPy5MmYOXMmMjMzwTAMzGYzPvjgA5w4cSLo4wsl5Bs3buw1g+3P5XKhvLwc7e3tACBuZRAqG+RyuThuLpy58T01NzfjzTffRHt7OziOQ3NzM+x2O1iWxYgRI8SM9Pjx41FRUREQyGdmZmLLli29BvItLS3Yt2+f+LPX64XFYsGIESPE56DRaLBy5coBB8dXrlyRZILUajUmTpwoPp5/dUSo7H+wjLtSqQy4PcMw6OzsfOAAV61WY+TIkZKFn+rqaowePfqhZueB7t4AmzZtws6dO1FbWyse7+rqEjP0oZoaEkJIT49CZr6rqwtvv/22+LNCocCvfvUr/OAHP+jzvhZL9wyeUD1MhOOhJtIMFwrmCSHkO6KtrQ27d+/GqVOnArKW/oQ92XPnzsWSJUuQm5sbNOhqaGjAhQsX8NFHH6GtrQ0Oh0Oyz7jIyOEA78BGZzT0Nh/cRiVYtRI8z3cH8jwPjudDlt/3xHEcGK8PinYbfBol7j8xGlGjE9BXqJGTk4O/+Zu/wR/+8AcYjUYxoO/q6oJMJkNmZiZcLhc6OjrQ0NAgPn+hSZ7wD7jT6cSFCxdw4cIFREVFged53LlzJ2hXf6B7n/2LL76IpKSkPp+bgOd5NDY2oqqqCj6fDwzDwGAwSCoatFqt+LNWq5WU3PelqqoKv//972G1WuHz+dDU1ASn0wm5XI709HRxn/306dNx+/btgD3/2dnZePbZZ3tdOBD2yQv70IUS/ri4OMnzePLJJx9oLNuFCxckP0+bNk1cYHiQ/fJAdzCfmJgIlmUl729VVZW4YNDS0oK7d+/i3r17UCgUWLlyZdh7zbOzs1FRUSHJzpeUlAQt7RxqSqUSmzdvxo4dO8TPP9Bd+SBk6B/2IgMhhAxESkoKSkpK4PP50NDQgIMHD+L111/HzZs38cYbb4S9je9x8u17RoQQQkQcx+HkyZP4/PPPUVRU1OdsdaVSibFjx2L16tXIz8+HWh1Yvi4EHpcuXUJpaSkKCgpgtVrhdDoliwR6vR4ajQZxi+YhYsxUON87DF19J3weDm6+u2zZYrGA8/kgl3cHh12WLijkckTHxEj+0eV9HFQ2DzztNrhSotC6LBeu1GhcuXJF7HjfmzFjxuDHP/4x/vjHP8JoNCI1NRX379+H2WwGwzBISkpCQkKCuDKv1Wrh8XhgNBoDFhpaWlpw5swZsUmeVqtFZGQkjEYjZDIZkpKS8NJLL/W7bNrhcKC0tBRdXV3ie2EwGMTHVygU4rg5YbGlt+y4v7t37+JPf/oT3G43vF4vGhsb4Xa7oVQqkZGRAaVSCZlMhjlz5uDatWsBn5UxY8Zg06ZNfTaq++KLLyRBodVqhUajkWS0J0yYgNGjR4d97f4sFoukGzvQvV9e0J/98v7BvEwmExdz1Gq12LSR4zgcP34cFy5cQFFRUcBjFBYW4te//nVYCysajQYZGRkoKysTj1VVVWH06NEhmwkOJbVajS1btmD79u2S59XW1oYdO3bg+eefH5brIoQ8Ph6FzLxAJpMhJSUFP/rRj8CyLP793/8de/bswZYtW0LeR1hcDpV5F44/rOkj4aJgnhBCvoWqq6uxe/dunDt3TgxQQ2EYBvHx8Vi2bBlWrVoVshzZ6XTi5s2buHLlCjo6OmCz2VBQUACn0wmXyyWOM2MYBpGRkYiPj8e6deuwbds27N69G45nJiH2ajWiv6mDrssFR1U9OJUcUCngcrtg6eoCw7Ld+8PNZsRER4Ozu+AzWwC3F4ooA/TPL0Flqhq8svufL6/Xi/Pnz2PJkiV9rriPGzcOP/rRj/CnP/0JJpMJPM+jtrZWLGWPiYkRs9SZmZlgWRaLFy9GfX097t27B6vViuLiYrERncBut8Nut6O5uRlLlizBSy+9hLy8vHDfKvA8j/r6elRXV3dXH/ToRi+8P1qtVgzc1Wq1pOQ+HFevXhX3EbrdbnEfvEajQXp6ujhWcM6cObhw4UJAtUFubi6eeeaZPgP5Gzdu4MqVK+LPbrcbHo8HI0aMEI+ZTCYsWbIk7GsP9Xx6LjYolUrJ4km4++WFa+xJeJ1bWlrg9XrhcDjg9XrBcRyuXbsmZql5nofNZoPNZkN8fDzq6urgdDrD3k6Rk5ODyspKSXb+3r17Yub/YdNqtdi6dSu2b9+OtrY28Xhzc7M4h76/4xkJIWS4zZkzB//+7/+OK1eu9BrMa7VaxMbGora2Fj6fL+DfO2GvfF977x82CuYJIeRboqurC0ePHsWBAwdQU1MTsvxboNFoMG3aNGzYsAHjxo0LmVFsb2/H1atXcePGDTHw6ezsRGFhITweD9xutxjIC1neqKgozJs3Dz/84Q9RXFzcncVWytE0OxNtE1KwQJuIrgMXwTS2g+mwgfP5oHG7/+saOpzwWDxgtCqo0hNgXD0bhkVTIIsxouvKFUkDmq6uLly9ehUzZ87sMyual5eHF198Ee+++y4iIyMBQAzoe666y+Vy6PV6rFu3Dh6PB3/5y1+wc+dOdHZ2Bj1vcnIycnJywPM8/vSnP8FgMGDatGmYOXNmr+Pn/LPxQjd64UuEMDWAYRixAV5/A6rjx4/jk08+AQCxsz/HcdDr9UhLS4NMJkNERATy8/Nx6tSpgPtPnDgRTz/9dJ+LB01NTfj000/FnzmOQ1dXF1JSUsT7MgyDNWvWPHBQ6N/FftKkSWIVicfjCXu/PPBfwbzL5YLV2t2X4Wc/+xna2towevRoyWfK4/GgsbERFosFNpsNHMdBq9UiPj4eBoMhaCVLKMJCSs9u8pWVlcjJyelXf4XBpNfrsXXr1oCJDPX19di1a1efvRIIId9dj1JmvqempiYAocfX9TR9+nR89dVXuHHjBqZNmyb53blz5wAg4Phwo2CeEEIeY16vF9evX8eXX36Jmzdvwul09voPKsuySE9Px6pVq7By5cqQX8x5nkd1dTUuX76M4uJiye9aW1vFveIejwctLS1iQJiZmQmlUonp06fjpZdeAsdxuHnzpuT+MVkjkL5qFS6MiQMazWAbzXCW16HjfgPkPANexgIRGozZugHKkUlQpsaBkf/XP8JTpkyB2WyWBNY1NTWIjo5GdnZ2n6/ZhAkTJAE9z/Ooq6sTgzqhk/ukSZNw9uxZvP/++2hvb0d0dDSioqLgcDjQ0dGBjo4O6PV6jB07NqApmsViwYkTJ3DixAkkJSVh1qxZmDlzpiSr29DQgKqqKnHRpedseJZlodPpxGoDYe55f7LxPM/jiy++wJEjRwB0VxA0NTWB53lxqwHDMIiNjcX06dNx/PjxgHNMmTIFa9eu7XORxOVy4cMPP5Rkubu6uhATEyMJ3PPz85Gamhr2cwjG4XDg1q1bkmM9u9j3Z798fX09PvnkE9TW1orX7vV60dnZCZ7n4XK5oFR293jgeR5Op1MctScQ3tNRo0b1u5mfkJ0XPgM+nw8lJSXDlp0HuhtDChl6YZEJAO7fv489e/Zg06ZNYTdbJISQh6GoqAgpKSkBfVg6Ojrw+uuvAwDmzZsnHm9vb4fZbEZkZCSioqLE4xs3bsRXX32FN954A++99574HenixYs4d+4cpk2b9kiNpQMomCeEkMdSdXU1jhw5gmPHjqG9vb3XkXIAxMzrli1beg2mfD4fbt++jcuXL0v2PQvq6+tRUlICoHuVu729HSqVClqtVizXzsvLw09/+lPIZDIUFxcH7D+bMmVK93g4BkBiJLjESDiyYlFTqhODVZZloV80OWhwJJfLMXv2bBw9elTSifzWrVuIiooKa2b5xIkT8YMf/AB/+ctfxGZ29fX1YBgGERER6OzsFMf19SSUvCclJWHr1q2Ii4vD5cuXgzaL6/maffLJJ/jiiy8wYcIEzJw5ExzHiYsRwkJIz8Bd2J/MMAz0er04fi5cXq8XH330ES5dugSge3FBKD2Pjo4Wm/KlpaVh/PjxOHbsWMA5pk+fjlWrVoX1uF988YVk+4HT6YRSqRQXRgAgMTERc+fODfs5hHL9+nXJ+y6XyyWZkp4NGIHQ++WdTif++Z//GQ6HQwzIhT4OpaWlsNlsiIiIkIzSU6vVMBgMMJlMaGpqgtvtFvdPhrOQ5E/4e1NRUSEeq6ysxOjRo/uV5R9skZGRYoZe6A0hXNsnn3yCDRs2hJXlIoR8dwxnZv7TTz/Fvn37MGPGDCQlJUGj0aC+vh6nTp2C3W7HsmXLsHr1avH2O3fuxNtvv42f/exnePnll8XjM2fOxIYNG7B37148/fTTmD9/Ptra2nDw4EHo9Xr84z/+4zA8u95RME8IIY8Jp9OJixcv4tChQ+JIud5K6RUKBbKysrB27VosXry41z3ldrsd169fx9WrV4Pused5HlVVVaiqqoJer4der0d5eTk4jhNHvrEsi+zsbLz22mtQKBTw+Xy4ceOG5Dzx8fFISkqC2WyWHFepVJKsM8dx8Hq9ITOABoMBM2bMEMvehGs8d+4cli5dGlazrilTpoDnebz33nti5ra9vR3FxcVobGxETk5OQCArk8mwevVqbNq0SQwAJ06cCJvNhmvXruHSpUuorq4O+nherxeVlZVwOp1Qq9WIiooSMwnBsvFCA7z+Bk1utxt//vOfcfv2bbGTvPB6JyQkiPvHR48ejaysrKCBfH5+PpYvXx5WIH/16lVcu3ZN/Nnn88HtdktGGAoj+gYjAPQvsR8/fryk23q4++Xb2tpgNpuh0Whgt9vh9XrF10v4O+D1eiVbBCIjI8X36f79+wCkmfmByMnJkVRoCNn5CRMmDOh8gyU6OlrM0AujGwGgtLQUn332GZ5++mkK6Akhj4Rly5bBarXi1q1buHr1KpxOJ4xGI6ZMmYKnnnqqX2NQ/8//+T/IycnB7t278eGHH0Kr1WLhwoV47bXXHrmsPEDBPCGEPPKqqqpw7NgxnDp1Cu3t7b2W0rMsi+joaMyePRvr16/vdb820B34XLp0CQUFBSGz+xzHoby8HDabDRkZGWAYBnfu3IHD4UBUVBSSk5PBMAzS09Pxy1/+UswolpaWBs3KMwwjdggXBBtR5nK5ei3nTU5OxpgxY1BUVCS5z9mzZ/tcvBBMnToVHMfhvffeg8ViERuSRUdHB/zDP2nSJLz00ktBX1OdTof58+dj/vz5aGxsxJUrV3Dp0iVx37FCoUBycrL4PHmeFzvwOxwOaLVaREREgGEYSQO8/pZt22w2/O53v0NVVRV4nkdbW5tYKp2cnCyWE06dOhVxcXFBA/l58+bhiSeeCOuxGxoa8Pnnn4s/8zwPq9WKhIQEyeLME088EbLUvT/cbjeuX78uOdazxD7YfvlQwXxiYiKSkpLQ2dkJhUIhZvt5nkdqair0ej1iY2OhVCrFvxtqtRqNjY3ia6NQKKBUKsGyLDIzMwf0nHQ6HUaMGIHKykrxWEVFBbKzs4dt77wgLi4OW7ZswY4dO+ByucTjRUVF4gJNfz+jhJBvp+HMzE+dOhVTp04N+/Yvv/yyJCPfE8uyeP755/H8888P1uUNKQrmCSHkEeRwOHD+/HkcP34cJSUlsNvtcLvdIf+xNBgMyMjIwJo1a5Cfn99rEMDzPMrKynDp0iVJeW8wer0ezc3NUKvV0Gq14DgOd+/eFTt4x8fHAwCSkpLwP/7H/5CUK/vva46Pjxeztf7BfLDRcsHmf/vLzc1Fe3u7pBy+o6MDV65cwaxZs8IKNJRKJZqbm8VFAZZlJaX6CQkJePHFFzFt2rSwzpeQkIA1a9Zg9erVKC4uxuXLl2Gz2cTg1mg0IiMjA3K5HDzPo6urC2azGc3NzdDpdEhPTx/QGLD29na89dZb4r745uZm2Gw2MAyDtLQ08TVeuHAhdDpd0EB+0aJFWLhwYViP53K5sGPHDknJu91uh8lkkvRiyMrKGrT56Tdu3IDT6RR/ZhgG06dPF38Otl++537InliWxc9//nP8y7/8C1iWhVarhd1uh8fjAcMw0Gg0ksw80F1B0nMxTfi8p6WlPVBZ/OjRo8VpBkD335+ioqJhmTvvLykpCZs3b8bOnTsl73VhYSEUCgWefPJJCugJIWSYUDBPCCGPCJ7nUVFRgWPHjuH8+fOwWCxiEB+MQqFATEyMWBKdmZnZ65dqj8eDb775BpcvXw7YV+xvxIgRGD9+PA4fPgyz2QyWZcVFgK6uLiQnJ4uZ1tjYWPyv//W/JAG5cLueJk/+rz3w/sG8Xq+XZEcBSIK2UFiWRX5+Po4dOybZHnD//n0YjUaMGzcu5H2bmprwn//5n+K+8uzsbDgcDrGbvVqtxsaNG7F27doBNfzyeDzgeR5ZWVliUzWhvF74vfAceZ5HYWEh7ty5A6B7jN7s2bORm5sbVilzU1MTfvvb36KjowM+nw9NTU1wOp2QyWQYMWIEdDqd2EkeAA4fPhxwjqVLl4a9p53neXzyySeSknZhW0TPz4FWq+1XeWNf/Evsx40bJ9mX7/+5joqK6rVCIyUlBbNnz8alS5egUCigUqng9XrR0NAApVKJ2NhYyeuvVqvFUXXAg5fYC4Jl5ysrK5GVlRV0oethS01NxaZNm/Dxxx9LKnhu3LgBuVyOpUuXUkBPyHfco9rN/tuOgnlCCBlmNpsN586dw/Hjx1FVVQWXywWHwyEJbAVCg7b4+HgsXrwYCxcu7HWGtnD+y5cv49q1a5K9r/5kMhnGjRuHGTNmwGAw4PXXX0dtba34++rqarS3tyM9PV0MMIxGI/7n//yfkuxnsA72sbGxYnk6z/MBwbxWq4VKpZI853Ay80B3Zn3OnDk4duyY5P63b9+G0WgMKIt3Op345JNP8Omnn0pur1KpxM7r8+fPx7Zt2wZUGs7zPFpbW1FeXi4GPiqVCllZWZDL5fD5fOIYNKC7CuPKlSuSwPj27dvi9c+aNQv5+fkhG/s1Njbit7/9LTo7O+H1etHY2Ai32w2FQoH09HSo1WrIZDI8++yzsNvt+PrrrwPOsWLFCuTn54f9HC9fviypvOB5Hl6vF3FxcZLbrVy5UmwQ96C8Xq9kbz4gLbEHAvfLh9MMMSoqCqmpqaipqYFarYZGowHP86isrER8fHxAZt7hcIifzQdpfudv7NixqKmpERsp8jyP27dv9+t9GUoZGRnYsGED9uzZI2n2eOXKFSiVyrArOgghhAweCuYJIWQY8DyPe/fu4fjx47h48SJcLhecTifsdnvQruhKpRIxMTFISkrCggULMGfOHElGMhiz2YyLFy/i5s2bvXa712g0mDp1KqZNmwaDwQCz2Yx/+7d/k5SuNzQ0oKmpCRkZGWI2Uq1W4+/+7u8k3b6B7oyif1Ze2CsPdGek/a9HCOZ77rEPN5gHusv0Z82ahTNnzkiOX758GXq9HiaTSWyQ995774WsTBg5ciR+/OMfY8yYMWE/dk8ejwfl5eWS86vVauj1ejAMI5kbn5CQgKamJhw+fDggCBV0dnbi0KFDOHz4MEaPHo3Zs2dj/PjxYra5oaEBb7zxBiwWC9xuNxobG+H1eqFSqZCRkSFmm7/3ve+hvb19UAL5uro6fPnll5JjXq8XkZGRkuzsxIkTByXIFRQUFEg6qwPdnYcF/dkv35Pb7UZMTAxcLheampoQExODxsZG2Gw2VFRUIC8vT7ytkLn3+XyQyWTidogHzcwD3X8Ps7OzJT0g6uvr0dLSEtbzeBiysrKwbt067Nu3T5KFO3fuHBQKBebMmTOMV0cIGU6UmR8eFMwTQshDZLFYcPbsWRw/fhy1tbXgOE4M4v070zMMA6PRiJiYGCQnJ2PevHmYNWtWn02xmpqacO7cOdy5c6fXf1xjYmIwc+ZMjB8/Xiwjb21txW9+8xtJMNrW1oba2lpkZWWJmWuZTIa//du/RXp6uuScPM/jm2++CXicnuPw/LPyLMtCrVYHzLwPp8y+p8TEREycOFGSMfZ6vTh79iyys7Px/vvvi2Xs/iIiIvD8889jyZIl/Zrl3lNbWxvKysrEbD/DMDAYDFCpVGJTO+F1ZhgGJpMJCQkJmDBhAqqrq3H+/HlcvXo16CIGz/MoKipCUVER9Ho9Zs6ciaysLOzYsQNWqxUulwuNjY3w+XzQaDTIyMiATCaDXq/Hiy++iLq6Ohw4cCDgvMuXL+9XIO90OrFjxw7JYozP54NOp5O8fyaTCUuWLAn7vOHwn4yQnZ0tqZzoz375noTXOzk5GS6XCxaLBZmZmSgpKYHFYoHD4QDDMOB5HjKZDAzDwOfziVMIhEqZwZCdnY2KigpJs7nCwkIsXLjwkSljHz16NJ566il8/vnnktf75MmTkMvlkgUWQgghQ4uCeUIIGWJCIHb8+HFcvnwZHo8HHMfBbrcHHS+nUqkQExOD6OhoJCYmYv78+Zg6dWqv+7Z5nkdNTQ3Onz+P0tLSXq8nKysLM2fOxMiRIyUBQkNDA15//XVJdrOrqwvV1dXIzMyUBGsvvfRS0NFZ9fX1AVnviRMnSh7Hv9Rf6Nruv0jR25aAULKzs9HR0YGqqioA3cH83bt3cejQIXGUWE8sy2LlypXYvHnzgMvBPR4PKioqJNl1hUIhjpXrmY0Huse09ZwrDwDp6elIT0/HM888g2vXruHcuXMhR9xZrVbs378flZWVYtbfZrOB53lJIB8dHY2XXnoJFRUV2L9/f8B5li5ditmzZ4f9PHmex759+9DW1iY5ZjQaA/b1r1y5MmBx5kH5b93w71zsX93Q1355Qc/Fk/T0dHAch8rKSmRmZqKiokIcWdezg73b7RYrVLKzswct0FYoFBg7dqzkuba3t6Ourq7PyRQPU25uLjweT8AC0dGjR6FQKDBlypRhujJCyHChzPzwoGCeEEKGSGdnJ86cOYMTJ06gvr4eQHcWUwji/bOIJpMJMTExiIiIQHJyMhYtWoS8vLxeM8U8z6OkpATnz5+X7G/3x7Is8vLyMHv27KAlu7W1tXj99dclTeTsdjuqqqrEcm3Bhg0bMG/evKCPU1BQIPk5IiIiIHsfbL98z/8NdbtwMAyDqVOnwmKxoKioCLW1tfB6vVCr1YiLi0Nzc7N42/Hjx+NHP/oR0tLS+v04gvb2dpSVlUkCQq1WC61WK3ZI7xnUajQaseQ+GJVKhdmzZ2P27Nmoq6vDuXPncOXKFcnChsPhEEfoWa1WdHV1gWVZ6PV6pKamQiaTISUlBT/84Q9RUlISUBIPdI+KC7fZneDixYtB31//5zJhwoSA9/xBNTc3o66uTnJs0qRJkp/DnS/fE8/zkveOZVn86Ec/wn/8x3+gtbUVqamp4mIbz/NgWRYKhUKsRgAGp8S+p4yMjICxjrdv30ZSUtKAq0aGwqRJk+D1enHo0CHJ8YMHD0Iulwdd7COEEDK4KJgnhJBBJDStOn78OK5evSqWI3s8HjgcDrhcLkkQr1arER0djejoaCgUCmRlZWHRokUYNWpUr9k+n8+HwsJCnD9/vtfO9EKWbObMmSH32FdWVuK3v/2tJHh2u92oqalBWlqaJLu5ePFiPPXUU0HP09bWFpD9DrYY4V8+L2TkByOYB7q3GRw/fhx2u11y7UajUWwM98Mf/jDs0XXBeL1eVFZWSvoKsCyLiIgIKBQKKBQKsYO88Duh5D5cycnJ2LRpE55++mncvHkT58+fR2FhoRjI8zwvBppCGXhpaSlGjhyJ5cuX4969e5IZ8IJFixZh/vz5/Xq+tbW1Adl9pVIZ0LRQp9Nh8eLF/Tp3OPyz8gaDAVlZWeLPwfbLh9P8Tpg44H+/X/3qV/iHf/gHABCbFgq9LJRK5ZAG8yzLIjc3V5yyAHRXY1RUVEie86Ng2rRp8Hg8OH78uOT4/v37xSoDQsh3A2XmhwcF84QQMgg6Ojpw+vRpnDhxAo2NjQC6/2HzeDwB4+VYlhWz8MK+29zcXCxatEiytzwYt9uNGzdu4OLFiwFN5nrSaDSYMWMGpk2b1uvM8nv37uGtt96S7NH1+Xyoq6tDYmKipHx60qRJ2LZtW8gA2D9rq1arkZOTE3A7/2BemM/9oMG8z+fD559/jl27dsHtdkOlUiE1NVUSUE+aNAkbNmx4oJLljo4OlJaWSl4zlUoFvV4vNkXrmY1XKpViyf1AKJVKzJgxA4mJiSgvL0dkZCTa2trE4FJ4TGFfPsdx+Nd//Ve4XC5ERUXBZDKJCyoLFizod9dxh8OBHTt2BDRmTE9PlyxmAN2l+331dBgI/2Def+tGe3u75Pfh7pcPNjFCqVQiLS0Nr776Kv7f//t/kMlkkMvlYl8L4fkJTfAyMzMH8pR6lZycjKioKMnzKioqwogRIwY0JnEo5efnw+PxSJpP8jyPzz77DHK5fFCbIBJCCJGiYJ4QQgaI53kUFxfj8OHDuHLliiTYcbvdsNlskmBBrVaLe+HlcjlkMhmmTp2K+fPnB4z08me323HlypWAkmt/wiizSZMm9bln+c6dO/j9738vuUaO49DS0oLo6GhJRj0zMxMvv/xyyIDUarWivLxccmzcuHEBe5Z5ng87mO/PnvmKigq8+eabqKioEI8JTeESExPF8WMqlQpXrlyB0WiEwWAI+/xAd/BWWVkpLtYIDAYD1Go1FAqFWF4PQAyuhZ4AD6KqqgpvvfUWeJ5HRESEOLqQ53koFAowDAO9Xo/Y2Fg4nU4xS11XV4fGxkZERUXhySefxKJFi/r1uDzPY+/evQHBcm5ubkAVRlZW1oCnAPTG6/UGLBT5l9j33McPAJGRkWHtl++5IANAnDgAdG8X+P73v48LFy7AaDSK/S3UajXkcjmsVivGjRvXr2qLcDEMg/Hjx+PUqVOSay0pKUFubu6gP96DmjdvHrxeLy5cuCAe4zgO+/btw+bNm5GRkTGMV0cIeRgoMz88KJgnhJB+crlcOH/+PA4dOhTQpMzj8cBms4mZeJZlERkZiZiYGLHBmlKpRH5+PubOndvneLnOzk5cvHgRN27cCJpFFMTGxmL27NnIzc0NKwN88+ZNvPvuu5Ku5ML8954BKQDEx8fjl7/8pRh0B1NYWChp5CfMrPcnjPXqKVQw7z+GLBi3243du3fjk08+CWgkCHRXKCxcuFByLo/Hg3PnzmHx4sVhN2mzWCwoKSmRLETI5XIYDAbI5fKAbu4ymUwsuX9QlZWVePvtt+FwOGC1WsV9/yaTCenp6XA6ndBoNOLserPZLLm/0Kfh6NGjaGpqwvz58zF69OiwFhjOnz+P27dvS46lpaUFVIUoFAqsWLFiSDqul5SUBFRpTJw4UfKzfzDfs8t9b/wnByiVSslzWLJkCZqbm9HS0gKVSgWn0wm1Wg2ZTAabzTboJfY9CaMohX4bAFBaWorMzMwhqX54EAzDYNGiRfB4PLh69ap43OfzYc+ePdi2bdugdfwnhDyaKJgfHhTME0JImJqbm3H48GGcOnVK0pwK6A5SbTabmOnTaDSIiYmRdNTW6/WYM2cO8vPzey19Fx5LCKSCBamC1NRUzJkzp8899j1dvnwZ7733XsB5WZYVm3wJDAYD/u7v/g4REREhz+dyuVBcXCw5lpOTEzT498/K98yE+r8mHo8HHo8nZEBcVFSE3/72t5Jgp+d5V69eja1bt0KlUuH8+fOSBmpdXV04f/485s2b1+viB8/zqK2tRU1NjeSLikajEUfN6XQ6yWsmdJgfjGZlFRUVePvtt+F0OiWBvF6vx4gRI8CyLObPn48NGzbg+vXr+M///E8oFIqAfezC+1dQUICCggLEx8dj/vz5mDFjRsjAsKamBl999ZXkmFarRXp6esD4wYULF/b6GXkQ/iX26enpkhJ6juMCKgfCKbEHAoP5YJ+1GTNm4Ny5c3C73eKWBiGYH+oS8tzcXDQ0NIifPZ/Ph7t37z6S3eIZhsGyZcvg8Xgk4yHdbjd27dqFH/zgB0P2GSGEkO8qCuYJIaQXPM+jsLAQhw4dwo0bNwJWnr1er9idnmVZREdHIzY2VmyOBXQHFgsWLMC0adP6zNTW19fjzJkzKCkp6fV2o0aNwpw5c/rdif3s2bPYsWNHwPMwmUy4f/++ZEFAqVTiF7/4BRISEno9Z1FRkSR4FEqEg/EP5lUqlRj0Bgsq7XZ7QPWCw+HA9u3bcfDgwaCZgJSUFLzyyisYPXq0eGzmzJk4duwYOjs7xWPNzc24cuUKZs6cGXQhxOl04t69e5IsdM/Z8VqtVlJiLfyutwqG/igvL8fbb78tZtyDBfIzZ87EunXrUFxcjP3794vbOLq6utDe3i6W5fs/v6amJuzZsweff/45Zs6cifnz5yMxMVH8vd1uD7pPfunSpZLSb6B7f/dQBpc9A0MAmDx5suTnrq6ugOsMNzPvX+0S7O+nUqlEeno67HY7HA6H2P/A7XYPeUO6iIgIZGRkSLaPVFVVYdSoUY9kYMwwDFauXAm32427d++Kxy0WC3bt2oVt27YNybYEQsjwo8z88KBgnhBCgnA4HDh9+jQOHz4cNPPr8/nETLzQaC06OlqS5TUajXjiiScwbdq0Pvfv1tXV4fTp073OiGcYBnl5ecjPzx9QyeqxY8ewZ8+egOMjRozA3bt3JQEfwzB45ZVX+iwj9vl8AWXYGRkZIQONUPvlge6gSS6XS0r/HQ6HJJi/fv06fve73wXt4C+TyfDMM89g48aNAUGZXC7H3LlzcfToUck+6ZqaGmg0moCy7ebmZpSXl0uCRGE+vFKpDMi8KxQKREREDLjJnb+ysjK8/fbbcLvdsFgs4ti1noH8rFmz8PTTT+PevXvYvXu3pLO90WjEkiVLMGXKFJw9exYXL14MyEID3VnTM2fO4MyZM8jJycGCBQswbtw47NmzJ6A7/IIFC1BcXCz5wiaTybBy5cohG5nW2dkZ0IvB/73yz8rrdLqwF1T8v3wGex5Cf4ucnBx0dnaKPRBGjBjRZ6+LwTB27FjU1NSIfy+EBcbZs2cP+WMPBMuyWLNmDbq6uiTjMpubm7F3715s3rx50P6eEELIdx0F84QQ0kN9fT0OHz6M06dPB23A1nNOfEREBFJSUgIyx3q9HosWLcKsWbP6zMSHE8TL5XJMnjwZs2bNgslk6vdz4nkeX3/9ddAxZXl5ebh+/XpAUPODH/wgIAMaTGlpacB+5lBZeaD3YJ5hGGi1WkkmXDi3xWLBu+++G5AVFmRlZeGVV17pdb65TqfDvHnzcPLkScmCQUlJCbRaLbKzs+H1elFeXh4ws1woq9dqtQHXLPxusPaLl5aW4ne/+11AIG8wGJCWlgaWZTF79mysXbsWpaWl2LVrV0BmeurUqVi1ahUYhsGmTZuwZs0aXLlyBadPnw5o4NfzdSgpKYHP54Pb7UZUVJQYdI0cORKRkZEBJe+zZs0Ka577QH3zzTcBoxz9x53575cPt8QeQNCtJv6EbSBKpRKTJ0+GTqeDSqXCq6++OiQ9Avyp1WpkZ2dLMt0NDQ1oaWkZ0tf+QSgUCmzatAnvv/++5P2prKzEgQMHsGbNmofy2hFCHh7KzA8PCuYJId95HMfh5s2b+Prrr1FYWBjyNsKIuejoaGRmZgaUi2o0GsyfPx9z587ts5S0trYWp0+fRllZWcjbqNVqTJ8+HdOnT5eU7feHMCLq0KFDAb+bPXt20IztU089FdascJ7nA7qMJyUl9Zqt9F8g8c+gajQaSTBvs9lw7tw5vPPOO5ISeYFSqcTWrVuxZs2asLLDUVFRyM/Px9mzZyVfPG7evAmfzwer1SrJ3Aul80LA3rPCQpgrH24TvXDcu3cPv//973sN5OfOnYvVq1ejvLwcH330UUAgP3ny5IBgSfhszps3D/fu3cOpU6dQUFAQ8OXL5XKJe7Sbm5sRGRmJtLQ0rFy5Ert27ZLcNjo6esizw9evX5f8nJeXF1DlMtDmd0B4wXzPz6hWq8WkSZPws5/9bMiqEYIZNWoUKioqJIthBQUFWLRo0SMbFGu1WmzevBl/+ctfJAt+BQUFMJlMmD9//jBeHSGEfDtQME8I+c6yWCw4deoUjhw5Iu5H9sdxnBiACvuR/b/EK5VKzJ07F/Pnz++zsd39+/dx+vTpgNLhnjQaDfLz8zFt2rQH2l/K8zw+/vhjnDx5MuB3y5Ytw7lz5wK6ks+bNw8bNmwI6/w1NTUBpdgTJkzo9T69ZeYBaRM8j8eDnTt3SjKSPeXl5eFnP/uZZK93OBITEzFt2jRcuXIFQPfrJGyrSE9PF6cOyGQyGI1GaDQacY674EFnxwdTXFyMP/zhD/B4POjq6hK3EkRERCAtLQ0Mw2D+/PlYuXIlqqqqsHPnzoBAftKkSXjqqadCBngMwyAnJwc5OTlob2/H2bNnce7cOdhsNvA8j9bWVjHA5zgObW1tUCgUePPNN6FUKiXvz8qVK8Ma/zZQPM8H7Jf3H0nncDgCKkP6E8yHU2Yf7O+gy+4A29wJd0U9XFUN8HVYwbu9YJRyyEx6qNIToRyZBGVaPBj5g39GFAoFxowZI6mMMJvNqK2tRWpq6gOff6hERkbi2Wefxfbt2yXVMGfOnIHJZOrzvxeEkMcHZeaHBwXzhJDvnKqqKhw+fFjsUB2MMA9drVYjOTk56ExymUyG/Px8LFq0qM+Z5TU1NTh9+rSkkZU/rVYrBvEPmu3lOA7bt2+XzH0WrFu3DufPn0dTU5PkeF5eHl588cWwM33+Hc2joqKQkpIS8vY8zwfM9Q4VzLe0tOD+/fsBgZpwmx/84AdYsmTJgLOSGRkZcDgcuHXrFqxWqxgUV1dXIzMzEyaTCQaDIWDknPD4g1lWDwB3797FO++802sgv3DhQqxYsQJ1dXX48MMPJcER0L2Q0lsg7y8qKgpr167FihUrcOPGDezYsSPg74PJZALLsuJMea1Wi5iYGCxYsGDIg8jKysqAagz/YN5/v7zQ1yBc/pn5YK+dXC4Hy7LgOA5Mhw3yGxWoffsI+KYOcA4XGPz1SyzDADwPhmHAA2A1KihTYmFcNRuGxVMgjzWFfV3BZGRkoKysDBaLRTx2+/ZtJCUlPdJ70JOTk7Fu3Trs3btX8mX/wIEDMBgMGDly5DBeHSGEPN4omCeEfCd4vV5cvXoVhw8fRlFRUcjb8X/9Mq7VapGQkBA0qGZZFtOmTcOSJUv63MNeXV2N06dPo7KyMuRttFotZs+ejalTpw5KybbX68Vf/vIXXLt2TXKcYRg899xzuHz5ckBlQHp6Ol599dWwM61NTU0Be6/Hjx/fayDpdrsDVu79g3m3243i4mIxYPHPlE6fPh3/7b/9t35lX4PheR5RUVFQKBSS7DbHcairq0NSUhKMRqPk8VmWFTvZD6Y7d+7gnXfegdfrRWdnp1g2bjQakZqaKs7wXr58OZqbm/HBBx8EdGHPy8vDunXrBlT6rVQqER8fD51Oh8zMTLS1taGzs1Ns6uffw6C2thYXLlyAVqvFrFmzhqw7uf/+/ISEhIAqjGD75fuzyBJOmT3DMFDzLLwHrkBx9i4YiwNunRaq2EjI4yPBBLkPz3Hg7C64qhrR/JvdaHv/IIzr5iN661Kw2oFNO2BZFrm5ubh48aJ4zGazoby8fMhH5D2onJwcLFu2TLLdh+M47N27l2bQE/ItQZn54UHBPCHkW62jowPHjx/H0aNHYTabQ96O53lERkZCqVRCoVCE/FI/adIkLF26FDExMb0+blVVFU6fPo2qqqqQt9HpdGIQ31ejvHC53W786U9/CtjLLpPJ8P3vfx+FhYUBQVJsbCx++ctfhpw3Hoz/+YVAsDf+++VZlhWft8/nw5dffondu3dLXgshMDMajfjxj3+M2bNnP3BG3OPxoKysDG1tbUhISIDL5YLFYgHDMJDL5eB5HiUlJZg+fbr4ORjsbvWCu3fv4o9//CN8Pl/IQP6JJ57A0qVL0d7ejvfffz9gq8LYsWOxfv36Ae/hdrlc2L17N3ieh1arhVarRVJSEsaNG4dz584FfEHTarVob2/Hnj17cODAAXGLyUCaM/bGv/LDPysPPFjzOyC8zLyjoByKN74AW1ILXqsCl2ACo9NB1svfF4ZlIdNrINNrwPs4+No60fbn/bBfuoO4VzdCM773vyuhJCUlITo6WvK87969i9TU1H79/R0O06ZNQ2dnp2QxgmbQE0LIg6FgnhDyrcPzPMrKynDo0CFcunQpoBy5J5ZlkZWVJXbwDiU3NxfLli3rc392OEG8Xq9Hfn7+oAbxQHdQ9vvf/z6g8kAul+PHP/4xKisrcfz4ccnvdDodfvWrXyEyMjLsx+no6Ah4frm5uX0GusH2yzMMg6qqKrz55psoKyuDQqGQvCYsy2LhwoV48cUX+9zKEO6137t3T3yvGYZBWloaampq4Ha7IZPJwDAMLBYLbt68ialTp0Kv1w96WT3QPUf+nXfegc/nQ0dHh1gy3jOQX7p0KZYsWYLOzk68//77sFqtknNkZmZiw4YND7TIcODAgYBy9TVr1iAlJQW1tbUwm81obW2Fx+OBUqmUVI/Y7XYcPnwYx44dw7Rp07B48WIkJycP+FoEXq8X9+7dkxzz318tvG499bdio689812HL6Pp1x+DaTWDi40AFN1fmzi/XgW9YWQs5HGRYI16OO9UovYXbyP+F5sRsXR6v64V6P68jh8/XtIHw+v1oqCgADNmzOj3+R62xYsXo7OzM+gM+u9973thjxQkhDx6KDM/PCiYJ4R8a3i9Xly4cAGHDh3qtcEc0L0XeNKkSTCbzQHZvZ6ys7OxYsWKXvcH8zwvBvHV1dUhb2cwGJCfn48pU6YMahAPdAdVb731VsDzViqV+MlPfiJmUntSKBT4xS9+0e/gq7CwUPKPtlKpxJgxY/q8n38wr1AosHPnTuzbt08sde+ZKVUqlcjKysJrr73Wr+sLhuM4VFdXo66uLuB3ERERmD59OgoLC2Gz2cTjZrMZpaWlmDNnzqAH8rW1tfj9738Pj8cjCeRNJhNSUlLAMAyWL1+OxYsXw2az4f333w8IXNPS0rBly5YHakJXXFyMy5cvS46lp6djxowZ+POf/wyZTCY2fnQ4HNBoNKivrw84j8/nw6VLl3Dp0iWMHj0aTzzxBMaMGTPg162ysjLg8+L/Gevo6Aj48tjfzLz//Xteb9eRK2j6fx+B83ggS4sHnP9VWeKf0Q8Hq1JAkZEIT10Lmv7vTgAYUEAfHR2NjIwMydad+/fvIyMj46HMvX8QDMNgzZo1sFgsYh8GoHsG/b59+2gGPSGE9BMF84SQx57NZsOxY8fw9ddf91pKD3Tv3czPz0djYyNu374d8nbp6elYsWJFn6XjlZWVOHnypOSLqT+DwYDZs2dj8uTJgx7EA4DVasVvf/vbgIUEjUYjjtB69913Jb9jGAY//elPkZOT06/HstvtARnTsWPHhrXXv2fzO6vVitOnT+Pq1auS2wjBVVxcHFJTU8GyLLxe7wMFrHa7HSUlJZJAHejeemAymRAREQGFQoEpU6bg0qVLcLvdYBgGCoUC9fX1+OabbzBx4sQBP76/lpYWvPXWW3A4HCED+RUrVmDRokVwOBx4//33xYZ4goSEBGzduvWBeizY7Xbs3btXckypVGLTpk04d+6cpPkcwzB45plnMHHiRJSVleHo0aMh//4UFxejuLgYSUlJWLx48YAqUPyrS5KTk2E0GiXH/BfhhPexP0LtmXcUlKPp17vAeTxQJMcCfj0KfAMI5oHu11GRHNsd0P96FxQJ0QMquc/NzUVdXZ2kmujmzZtYsmTJQx2ZNxAKhQIbN26kGfSEfMtQZn54UDBPCHlstbS04Ouvv8bx48cDsng9KZVKzJ49GwsXLkRFRQVOnToVsvQ+OTkZK1asQE5OTq9fKGtra3HixIleG9sZDAbMmTMHkyZNGpIgHgA6OzvxxhtvBGScdTodXn31VRiNRvz93/99QMO0559/HtOn9z8rePfuXUnDOJZlMW7cuLDu63Q64fP5UFdXh6amJjQ0NATcJj4+HiNGjBDHwwHdgf9A9mPzPI+GhgZUVVUFBG0qlQpRUVHQ6/Xi+6zVajF16lSxcaBwvKSkBGq1GqNHj+73Nfjr6OjAb3/7W1gsFpjNZnHxyWAwiIH8qlWrMH/+fLjdbuzYsSOg0WBMTAy2bdv2QHukeZ7Hp59+KumMDgCrV6+Gy+USx/YJ0tLSMHHiRDAMg1GjRmHUqFFobGzEiRMncPny5YDPFwDU19fjww8/xBdffCHOuNfpdGFdn38wH6zy40HmywuCBfOczYnmN/aA67RBkZEIhmECAuSBZOYFYkBf2YDmN/Yg9e3X+t0UT6VSITc3Fzdu3BCPWSwW3Lt3b1A+p0ONZtATQsjgoGCeEPLYKS8vx1dffYWLFy/2+qU6NjYWS5YswcKFC1FaWordu3cHzFUXxMfHY9myZcjLy+s1iG9ubsaJEydQUlIS8jYRERFiED+Uc7jb2trw+uuvo7m5OeDxX3vtNcTFxeFf/uVfAvZDL126FMuXL+/34/l8voCZ76NGjQo7QKurq0N5ebmYTey5ACOTybBu3Tps2rQJ7733niSL39XV1e9g3u12o7S0NGilhsFgQFRUVEAXdoZhkJKSAr1ejzNnzkiyDN988w1kMhlGjRrVr+voyWaz4a233kJ7e7skkNfpdOL4udWrV2PevHnwer346KOPUFNTIzmHyWTCtm3bwn7NQ/nmm28CmhiOHj0aU6ZMwfvvvy957jKZDE8++WTA34uEhARs2bIFq1evxpkzZ3D69OmAPf1A9/u3f/9+HD58GLNmzcKSJUt6LYfneR537tyRHPNfMOJ5flCC+WBl9m07j8B5uxLylFjxOQfLdnMcN+AsOMMwkCfHwnG7Em07jiD2R2v6fQ6h1L7nZ7yoqAhpaWniiMdHWWRkJDZv3ozt27dLFoPOnDkDo9E4qNUwhJChR5n54UHBPCHkscDzPG7evIkDBw4EfNH3N2bMGKxcuRJTpkxBbW0t3n///YCgSKDVarF8+XLMmDGj172a7e3tOH36dEAA1FNERATmzp2LiRMnDmkQD3QvKvzmN78JCNQjIyPx85//HHFxcXj33XcDSuLHjRuHrVu3Dugxq6qqAiog8vLy+ryfxWLBf/7nf8Lr9UoCQqG7/ciRI/HKK6+I86YjIiLQ0tIi3i7UAkwo7e3tKC0tDcgWsyyL6OjooF3phfnkcrkcCQkJmDZtWkB2+saNG5DJZAOai+1yufC73/0O9fX1MJvN4v53tVqNESNGgGVZrF27FnPmzIHP58PevXsD+h/o9Xps27YtoNy8vzo7O/HZZ59Jjmm1WjzzzDO4evUqmpqaJL+bO3dur4GywWDAypUrsWTJEly5cgXHjx8POAfQvcBy+vRpnD17FjNmzMDSpUuDjiSrr68PeM/9M/M2my2gYWV/98sDgRl2WZcDnZ+eBmvQgFVJGzEyAHp+VeV8Aw/mge499DKDBp2fnkbk0/P6PYdemK5x8uRJ8Uu0z+dDQUEBZs6cOeDrepiSkpKwbt067NmzRxIIfPXVVzAYDH1ucyKEkO86CuYJIY80t9uNc+fO4cCBA0GblwkYhsHMmTOxatUqZGVlobOzE7t378b169eD3p5lWeTn52PJkiW9ZjktFgvOnDmDmzdvSsrLezIYDJg3bx4mTZr0UJo3NTQ04PXXXw9oiBYXF4fXXnsN0dHROHLkCE6dOiX5fWxsLF555ZUBLzT4Z+UTExP7DKAuXLiAP/7xj3C5XAFl/RzHYdu2bVi7dq3kdTMajZJgvufe7d5wHIfKysqg5fsKhQLx8fFBM5ZqtRoGg0Gy0JCRkQG3241bt25Jbnv16lXIZDKMGDEirGsCukfhvfPOO2IWVXjflEolMjIyIJPJ8PTTTyM/Px88z+OLL74IeK01Gg22bds2oOxzTzzPY+/evQFjAp9++mkwDIOzZ89KjsfFxYUdGCqVSsyZMwezZ8/G7du3cfz48YDFJKD7fbp48SIuXbqESZMmYdmyZZIGk/4l9pGRkQFBv/8illKpHFC1gn8wr7hZCV+7BYr0hIDbsiwr2Svv43yQP+DXKFm0EZ6qRlhOXEfkpsX9vn9UVBQyMjJQUVEhHqutrUVTU9NjM7s9Ozsby5cvx9dffy0e4zgO+/btw/e+9z0kJAS+F4SQRw9l5ocHBfOEkEdSV1cXjh49isOHD/cazKnVaixatAgrVqxAXFwcPB4Pjh8/juPHj4ccNZednY21a9f2+mXX4XDg/PnzuHz5csj99RqNBnPmzMG0adOGbE+8v+rqarzxxhsBzdwSExPx2muvwWQy4e7du9i+fbvk9yqVCj//+c8HPN7NbDYHBMm9dbBvb2/HH//4R1y6dAkAAkbfabVavP7660hKSgq4r/+86XAy8w6HA8XFxQGvC9C92BITExPwHjEMA71eL47I85eTkwOv1xvQ6O3y5ctgWbbXCQcCjuPw/vvvo6ioCO3t7eJnWaFQICMjA3K5HOvXr8fMmTPB8zwOHjyImzdvSs6hUCjwwgsvDEpwdunSpYAAe+LEiZgwYQK+/PJLSTUDwzB48skn+71AxTAM8vLykJeXh5qaGhw/fhzXr18PCJx5nseNGzdw48YNjBs3DsuXL0dmZmbAQsbYsWMD3p9gJfYDaZom+fLp4yC/WAIo5WBkgRl3ViaTBPMPsm9ewMhYQClH5/7zMK1fAEbe/8XAcePGoba2NmgzvMelM/zUqVPR2dmJCxcuiMeEGfQ//OEPaQY9IYSEQME8IeSR0tjYiK+++gqnTp3qde57ZGQkVqxYgcWLF0Ov14PneRQUFASdmS2IiYnBmjVreh2Z5Xa7cfnyZVy4cCFkUz2FQoH8/HzMnDnzoc5Frq6uxuuvvy5pGAUAqampePXVV2EwGNDS0oI33ngjIND48Y9/3K9ssj//bKlarUZGRkbA7Xiex7Fjx/CXv/xFElgLr5MQBGdkZAQN5IH+B/MtLS0oKysLWjmRkJAQkHUHpGX1vRk3bhx8Pp/k+fM8j0uXLkEmk4V8DsLtPvroI9y4cUMSyMtkMqSnp0OlUmH9+vXifPDjx4+Lix89r/P5559HSkpKr9cZjtbWVnz11VeSYxEREXjqqadQV1eHwsJCye8mTJjwwDPj09LS8P3vfx9PPfUUjh07hnPnzgVtlnfnzh3cuXMHWVlZuHLlCnieF9+zoWp+B0gDcpXZDralE7KE2KC3DWiC53vwYB4AZJEGuOta4L7fDFVGYr/vr1KpkJeXJ6lCslqtuHfvXlgjIx8VixYtQmdnp2QbldVqxUcffYRt27bRDHpCHnGUmR8eFMwTQh4JJSUlOHDgAK5evdrrPwhpaWlYtWoV8vPzxUxrQ0MDvvjiC5SVlQW9j0qlwpIlSzBnzpyQwZvX68X169dx5syZgGBZIJPJMG3aNMyZM+eBG5D1V21tLd54442AaxP2m2u1WjidTvzHf/xHQBOyp5566oH20Ho8noBs7ujRowOyfl1dXXjzzTcD9poD3cG80WhEeno6lEplr53Yww3mOY5DRUVFQLd3oDsITklJCTq6TaVSwWAwhL3fOS8vDz6fT/IacByH8+fPY+7cuSHLgL/44gucP39eEsizLIv09HRoNBps2LAB06ZNAwCcO3cOp0+fltyfZVk8++yzQRdN+svn82H37t0BC2QbNmyARqPBnj17JMdVKhUWLFjwwI8riIyMxIYNG7B8+XKcPHkSp06dCrpYdufOHVy9ehUajQaxsbGIiIjA2LFjJbdxu90Bn4lBCeZbrYDLC1arCnpb2SB2tO+J1argazbDXVE/oGAe6B6lWVlZKVnILC4uRlpa2kP/b9VA9ZxB37PHSUtLC82gJ4SQECiYJ4QMG47jcPXqVRw4cCDo3tqe8vLysGrVKkyYMEHM2NlsNhw6dAiXLl0KugDAMAymT5+O5cuXhywv5zgOBQUFOHXqVMhyfqHR1Lx58x64+dhANDY24vXXXw8oIR89ejR++tOfQqVSged5vPPOOwGN/iZPnowNGzY80OP37EAPdL8e/hm/W7du4fXXXw/aPT4iIgLLli2TjJvz7yTvf/ueHA4H3G63JDC32+0oLi4OuvASERGBuLi4gGCdYRhotVpotdp+lWQzDIOJEyfC5/NJmtJxHIdz585h/vz5iI2VZnOPHDmCw4cPo62tTQw8GYbBiBEjoNPpsHHjRkydOhVA9z78w4cPBzzu+vXrkZOTE/Z19ub06dOorq6WHJs1axZycnJQWFgY0I9i7ty5QxIEGgwGrFmzBk888QROnz6NEydOSD7XQj8Bh8OBmpoa6HQ6NDU1IS0tTVyI8/+MMQwzoNGFgDQgV7fZwDAAE2KRx//z5OOC99DoL+HxXJX1MGDKwM7x1/9GnThxIqAZ3qxZswblOh8GuVyODRs20Ax6Qh5DlJkfHhTME0IeOqfTidOnT+PgwYNBs6oCmUyG/Px8rFq1Cunp6eJxr9eLixcv4siRIwGNvAQZGRlYu3ZtyPJknudRVFSEkydPorW1NeQ15ObmYv78+YiJiQnvyQ2y1tZW/OY3vwmYBz5mzBj89Kc/FQPcL774ApcvX5bcJjk5GT/5yU8e6Msvz/MBe5hTU1PFxRGPx4MPP/wQn3/+edD7z58/Hy+99BKqqqokDfv6E8wD3dl54T1obm5GWVlZ0MxoYmJi0IUblmURERERNFMfDoZhMGXKFPh8PlRVVYnHfT4fzpw5gwULFojZ4XPnzuGzzz6TBPJAd1WJwWDAs88+i8mTJwPonqv95ZdfBjzemjVrMH78+AFdq7+6ujocPXpUciw6OhpPPvkkXC4XTpw4IfldVFSUuNAwVLRarbhN5vz58zh69Cg6OjoCAnWNRoMPP/wQX331FZYuXYqZM2cGneAw0IytZASfw43evouyfo8xWJl54Tp8HYFj/fojMjISI0eOlCw41dXVobGx8bFqIifMoH/vvfckCz0FBQUwGo2DWjFCCCGPOwrmCSEPTUdHBw4fPoyjR48GBKc9abVaLF68GCtWrAgony0uLsaXX34ZMFtdYDKZsHr1aowfPz5oEMvzPCoqKnD8+PGgXc8Fo0aNwsKFC5GYOLCy18HQ3t6O//iP/wjoWp+VlYWf/OQnYmB6/fr1gDJprVaLn//85w88b7qlpSVgsUPIytfW1uLf//3fUVlZGXA/o9GIl19+Wexg779PureGgXK5HDqdTvJFvqurC5GRkSgvLw/63svlckn21v93RqPxgUt0hUoPn8+H+/fvi8e9Xi9Onz6NhQsXorKyEh999FFAIJ+SkgKj0YjNmzdj0qRJALq3lnzyyScBj7Ns2TKx/P5Beb1e7N69W9JPgGEYbNq0CSqVCidPngzYlvEwG6cplUosXLgQc+fOxZUrV/CLX/xC8nsh497e3o6PP/4YBw8eRG5uLlQqlXiN/s0V+6NnQM54OfS27jXYs+YlGAa8J3ijzf4QmuG5XC7x2K1btx6rZnhA93v67LPPBsygP3v2LIxGo/h3iBDy6KDM/PCgYJ4QMuRqa2tx4MABnD17NmRneOC/soWLFi0KCEKbm5uxf//+gEZsAoVCgUWLFmH+/Pkhs691dXU4duyYJLPqLy0tDYsXL0ZaWlrfT2wIdXZ24vXXXw9o9JWeno6XX35ZzGzX1dXh97//veQ2DMPg5ZdfHpSFCP+svF6vR0pKCg4dOoQ///nPQZsUTp48GX/7t38rCbL8b9dXhjwiIkISzDc3N6OjoyNoWb3BYAj5XIONnXsQwghEn8+H+vp68bjH48GXX34pNrvrGcgLI/yee+45TJgwAQBQVVWFXbt2BWR358+fjzlz5gzKtQLd5f7+1S8LFixAeno6zGZzQDVHZmYmsrKyBu3xwyWXyzFp0iTExcVBqVSipaUFTqczIFDv6urCvXv3oFQqER0djejo6EEL5nl570H5kAbzPA9G8eBfyZRKJfLy8nDt2jXxmNVqRUlJSUDvgUddUlIS1q9fj927dwfMoI+IiKAZ9IQQAgrmCSFDRCjPPnDgAG7cuNHrbTMyMrB69WrMmDEjILPq8Xhw5MgRnDlzJuSc90mTJmHlypUh982azWacOHEiYMRYTwkJCVi0aBGysrKGfU+m1WrFG2+8gaamJsnxlJQUvPLKK2LzOKvVil//+tcBWw22bNkiBo0Pwul0Skp2AWDEiBH413/916BN7uRyObZt24bVq1dLXkOe5/uVmQe6M/tC5YTL5cLdu3eRnZ0dcLvExEREREQEZAQYhoFOp4NGoxn095NlWeTn5+PcuXNioGy321FZWQmFQiFZcIiNjUVcXBy2bt2KvLw8AEBTUxN27twZ8HmeOXMmFi/u/6zxUCorKwOa6iUlJWHJkiUAurvn97wGlmXxxBNPDNrj91dJSQmA7my80WiE3W7H+PHjUVtbK96GZVnIZDL4fD40NzejpaVFvM9AxpfxPC9+Pm0sB7fHA6fDCbUmeOd0md+sec7nA/qYiBAOhmEgM+n7vmEYRowYgcrKSslCYElJidiv4XEyatQorFixAgcPHhSP8TyPvXv3Ytu2bY/V9gFCvu0oMz88KJgnhAwqnudx8+ZNfPbZZ302tZs8eTJWrlyJcePGBQ24SktL8cknn4Tc056amoq1a9dK9tP35HQ6cebMGVy5ciXkQkB0dDQWLlwYdJb1cLDb7XjjjTcCGpIJc+SFJnI+nw9vvfVWQMA/Z84cPPnkk4NyLaWlpZLXzWKx4N133w06+i8lJQW/+tWvgr4XwUaR9RXMCwG63W6Hy+UK6H4vjHeTyWQBXyAedH98OGQyGebMmYMzZ86gpqYGVVVVcLvd4DgOI0aMQHV1NfR6PRISErBlyxYxkO/o6MAHH3wQ0Ml90qRJ+P/Ze+/wOOpz7f+e2d60q957ce+9995kg00Ah2IILXAIIeGEnPM778nJyfuShAQSCBACBAwGG9vCRe6yLfferWJbZdXLqmzvO/P7Y5mvd7QrW7IkFzKf6/IFml3tTtvV937K/SxcuLDX7kGXyxWU0RSJRHjkkUcgFotRWVlJxDPH6NGj75k3BOC/3zg4Q7c333wT169fx+7du3Ht2rWg+8bn86GwsBDHjh3D1KlTMXfu3E7NLgPxer1obGxEbW0tDAYDGIaBSEEj2etFi8GA2LhYSELcPzTd+7Pm2e9H3MnSOx9z2B24c7d//36eGd7FixcxadKkXnmPu8moUaNgNBp5M+g9Hg+++eYbrFmz5p6YkgoICAQjiPl7gyDmBQQEegWGYXDq1Cls2bLllmXsYrEYU6ZMweLFizs1p7PZbNi+fTuvVDQQjUaDhQsXYvTo0SHFj8/nw9mzZ3Ho0KFODfLCwsIwffp0DB069L7pJXW5XPjrX/8a5EgfExOD1157jSdS1q9fHzQXPCMjA88++2yvCMJA4zuWZVFbWwu9Xh/S8X/hwoVYs2ZNp+L5TsS8VCqF2WwmwYRA8cuV+ocSUr3VH98VRCIRBgwYgIMHD8LtdpNWAolEguzsbIhEIqxYsYJUSdjtdqxduzbIL6J///5YtmxZrwaT8vPzg4Iu8+bNQ3x8PHw+X5AhnlKpxJQpU3rt/e+Ejt4LXJVMv3790K9fP+JoHnhcXNuOx+PB/v37ceTIEUyfPh2zZ8/mTU8A/J+vuro61NTUoL6+Hh6PB+3t7eQ+sunkYKQi0B4v3G5PaDEvooGATiFfL4h5xuECpZRBmtE7Yh7wVypkZmbyxnU2NDSgvr4eCQm99z53i85m0HOCvi8DdwICAgL3M4KYFxAQ6BFerxfHjh3D1q1bg7LJgWg0GsyZMwfz5s3rtByeZVlcvHgRW7duDTLlAvziaerUqZg1axbk8uAyWM6hvqCgIOSINMDfQz1lyhSMGTPmtoLybuJ2u/H++++joqKCtz08PByvvfYa75wdOXIEO3bs4D1Pq9Xitdde67VFbX19PUwmEym1t9vtQf3qYWFhePXVV29r1tZRzIvF4k77jFmWRWNjIxoaGnhVAQ6HAyzLIjExEVqtNmSlRW/3x98Ok8mEDz/8ELW1tZDL5eSeFIlEUCqViI+PJ60BHo8H69atI2XhHCkpKVi5cmWvBh9KS0uDeuHT0tIwdepUAH5DtI77MW3atJCfqbtJx5aOjIwM3s/p6ekYOXIk9Ho9DAYDTCZT0L3ldruxd+9eFBYWYubMmRg/fjxaW1tRU1ODpqamW2aOHFo5XFoFVGZXp2X2He/b3sjM+9otkKXFQZoc0+PXCmTgwIGora3lBcIuXLiAqKioB0783moG/bZt2/DQQw/dF5VVAgL/ygiZ+XuDIOYFBATuCLfbjUOHDmHr1q1BwiCQ6OhoLF68GNOnT7+lWGhra0NeXh5KS0tDPp6WloaVK1ciNjY25ON1dXXYs2cPz2U8EJFIhDFjxmDKlCk9dnjvbTweDz766KOgsmedTofXX3+d5+hfXl6OTz75hPc8sViM1157Lcj5vycUFRWhubkZ1dXVYFkWXq+XJ5xGjBiBn/3sZ10yH+uq+Z3X60VZWRlaWlqCRtcxDIOUlBQolcogId+X/fGd4XA48N5776G2thaNjY2gKAopKSlQq9VQKBSIjIyETqdDYWEhJk2ahIKCgqCKi+joaDz++OO9Kqzsdjs2btzI2yaVSrFq1SrQNA2HwxHURx8bG4vhw4f32j7cCTabLahlpKOYZ1kW7e3tUCgUSElJgcvlgt1ux/nz53mLSJqmwbIsDh06hOPHjyMyMhJRUVEhAya8NgSpBNS0IVDuugKb2QKlRh3k4SHqOGu+k/adrsL6GMDthXbJJFDi3q0m4czwzpw5Q7Y5HA5cunSp16Yl3E3EYjFWrVqFzz//nNd6VVJSguPHjz+QLQQCAgICPUUQ8wICAt3C6XSioKAA+fn5nWa/Ab/RVm5uLiZNmhRyXBgHwzA4evQodu/eHdIZXSaTYdGiRZgwYUJIoWY0GrF///5bmtsNGDAAs2fPRkRExG2O7u7j9XrxySefBO2/Wq3Ga6+9hpiYm9k6o9GId955JygbuWbNmpDmcHdKU1NTUHUDl5UXi8V48sknsXTp0i4L566Y31ksFly7do1kEWUyGWiaBsMwEIvFUCgUsFqtQb3zd6M/viM+nw+ffvop9Ho9GhsbSXa2qakJERERCA8PR0xMDCiKgtvtxoYNG4J8HzQaDZ544oleDSyxLIu8vLygMv7FixeTXvjDhw8HtZ7MmTOndxzZe0DHEntu1GAgDoeD9x0hk8mwZMkSLF68GNu2bUNxcTFEIhHvvuSM8lpbWxEVFYXIyEgi6imKgkKhgEwmI8GjarkP8NhBVVnRGqZASmoqLwgQatY8y7J3HETytZogitBAM3MUGIbBpk2b0NzcjOzsbGg0GrJvXOWHXC4nP4vF4tu+b0pKCmpqangTDaqqqpCUlHRPx27eKQqFAo888gg+/fRTXsXBwYMHERcXJzjcCwjcQ4TM/L1BEPMCAgJdwmazYc+ePdi5c+ctZ8SnpqZi+fLlGDdu3G0FQn19PTZu3NhpNn3w4MFYvnx5SIMjp9OJI0eO4NSpU51mxxITEzF37tx7PmauMxiGwT//+U9cuHCBt12pVOJnP/sZb7Ht8Xjw7rvvBvVBz507F9OnT++1fbp06RLef/993jaWZeF0OpGUlIRf/vKXSE9P79Zr3iozz7IsGhoaUFlZyVsIUBQFuVwOhmEgkUjAsiysViuio6PJcyQSCcLCwu6658GmTZtw+fJlNDY2kntPKpUiJSUFWVlZSE1NJdUqra2taG9vJw7sLMtCLpfjiSee6LTd5E65dOkSLl++zNvWr18/jBs3DoB/vN+5c+d4jw8YMACpqam9uh93Qsf2kuTk5KAgYGBwiWVZuFwuXLx4EXV1dZDJZBg4cCAMBgOMRmPQotLn86GpqQktLS1IT0/HlClTkJGRgV27dpFRgpWVlQgLC4O4fzTSLtTD4/bAbrfzvCpC3WuMzwfRHTjaMy4PfBYHIp9dDHG0Dk8++ST27NkDwH8/JScnIyIiolPBTtM0EfaBop/7r0KhwODBgzF58mQUFBTwgmrnz5/HnDlzHrhyewCIiIjA8uXLsX79enKduUDWM888c18GbQUEBAT6CkHMCwgI3BKTyYRdu3Zhz549IWd8c2RnZ2PFihUYMWLEbbNFHo8H+/btw6FDh0IKcY1Gg+XLl2Po0KFBj3XF3E6n02H27Nn3jUN9KFiWxdq1a3klsIA/2/hv//ZvvAAEy7L4/PPPg6YDDBw4EKtXr+6V/fF6vfjyyy+xZcsWXvYS8AdO5s+fjzVr1gSVv3eFzjLzXq8XN27c4I3Q4hCLxUhKSkJDQwNZsAfOblcoFFCr1Xf9+hYWFuLAgQNoaGgg5msikQjp6eno378/Vq9eDZqmcezYMZSUlPAy8pzz/mOPPdbrI7VMJhO+++473jalUomVK1eCoiiwLIt9+/bxRK5YLMbMmTN7dT/ulI5iPlTAqK2tDXa7HVarFVarFWKxmFwDwP/ZSUpKQnR0NJqbm2Eymcjxer1eeL1e+Hw+XLp0CWVlZZg9ezacTifpp+eoHhKL8DoztAYbpB2qSCiKIhUjHN47EPMsy8JbZ4BicDoiV88Fy7IoLCwk++rxeHDt2jWoVCokJSVBo9GApmnQNA2KokBRFBiGgcPh6PR7EAAOHToEu92O4cOH8wI5DocDly9fxujRo7u13/cLWVlZmDFjBg4cOEC2OZ1ObNy4EU8//fQDGaQQEHjQETLz9wZBzAsICISkra0N+fn5KCgogMvl6vR5XPa8s/FyHSkrK8OmTZs6HTc3fvx4LFq0KKicmmVZlJaWoqCgIORoNOCmud3YsWNvWdp/r2FZFt988w1v1BLgF7mvvPJKUK9wQUEBDh48yNsWHR2NV199tVeOs66uDm+//TbKy8shk8l4Qp6bHd+T+eOhxLzFYkFpaWnIeyssLAwZGRlobW1FfX092W4ymUBRFNRqNeRy+V0X8kVFRdiwYQMaGxvJMVEUhdTUVGRkZODpp58mgYqIiAg0NDQE7WNSUlKv7zc3d7ujqFu+fDmZvX7jxo2gKRPjx4/v9eqAO6VjmT33GWBZFgaDAXq9HmfOnIHNZiPP6czAUiaTYcCAAQgLC8P169dDtuDYbDZs3rwZbrcbIpEIEonkpkiWiFA7JQNJJ5pAtZjBJsp410wkEvHEfHf75lmWhafOAFqrQszPVoFW+r1E4uPjodfrwTAMCZxarVY0NTVBKpVCLpcTMc8Je5qmIRKJQv6s0+kQHh6OK1euIDc3F7W1tbyghV6vR1JS0gM7q33ixIloaGhASUkJ2dbc3Izt27djxYoV920gV0BAQKA3uX9XuwICAveEpqYmbNu2DYWFhbysV0dGjhyJ5cuXd7lX22azYceOHTh9+nTIx6Ojo/Hwww+H7Hmsq6vD3r17gwzEOO5nc7uOsCyLzZs3kywch1gsxk9/+tOg81lSUoK1a9fytslkMvz85z/v0jzt2+3Lvn378I9//IOI6sAgSlhYGEaPHt0jIQ8El9mbzWbU1taGjOJzmVW73R7UXmE0GqHT6e7JFIK6ujp8/PHHaGxs5AUgkpKSkJ6ejmeffZZULVRVVWHz5s3w+Xy8Hu7Y2FhoNBrSGtJb/b2nTp0KqtoYPnw4GYnn9XqDRtGFhYVhwoQJvfL+PcXtdge12sTGxuL8+fPQ6/VkskXHyqCO90FkZCSSk5ORnJwMnU4HiqIwe/Zs1NXVYceOHbh48SKAmyX6TqcTFEXB4/HA5XJBJpOBZVmkpqZiyctLgJOlaHprHTx1BkgSo8l1FIlEvABVd8Q8EfJSCWJ/+RgUQ2/eA++99x4ef/xxmM1meDweXsDI7XbD4/GQcnqWZW/5vhRFkRF0Q4cOBUVRGDVqFPbu3cv7Xj937twDW27POdy3tLTwTFiLi4sRHx+PiRMn3sO9ExD410PIzN8bBDEvICAAAKitrcWWLVtw7NixTsctURSF8ePHIzc3F2lpaV16XZZlcenSJWzZsqXTcXMzZ87EzJkzgxbnD7q5XSjy8/Oxd+9e3jaRSITnn38eAwcO5G03m814//33gxbtzz//fI/7nC0WC95//32cOHGCtx8ymT8LyWXsRo4c2aP3AW5m5lmWhc1mI6IkEG42u0QiIdnXwKwxRVFwOBz3xKjNbDbjgw8+QG1tLS/7HRMTg9TUVPzkJz+BSqUC4M8MfvXVV0Qw+Xw+0DSN6OhonvP/2bNn4fP5emxcaDabsXPnTt62sLAw5Obmkp9Pnz4No9HIe87MmTPvGwFXVVVFjA6VSiVUKhWKiop415rzGwhEIpEgNjYWKSkpSElJIdegI4mJiXjuuedQU1ODvLw8nD17llwfTqBzAt9oNCI+Ph5yuRzSuWMBAE1vfwNPZQPEidGgZZKgvvmuinnG5YH3+4x87C8fQ9gcvqP8mDFj8J//+Z/4xz/+gaqqKrS0tIBhGEilUigUCnL8EokEcXFx0Gq1YBiG/PP5fCSzHxsbC5lMhqioKCxYsACAv+1i6NChOH/+PHlPh8OBK1euYNSoUV06hvsNblJDR0O8AwcOIC4uLqjKSUBAQOCHhiDmBQT+xdHr9cjLy8Pp06c7jarSNI0pU6Zg2bJlSExM7PJrt7e3Iy8vj1cGGUhqaipWrlwZVObpdrtx9OhRHD9+/IE1twvFnj17sH37dt42iqLwzDPPkCwqB8uy+PDDD4MmBuTm5mL8+PE92o/Lly/jnXfeCepV59yyMzMzoVQqIZVKeyV77PF44PP5YLVa4fP5glootFotsrKy4HK5eGKZE/M0TUMsFoNlWRiNxl4dwXc73G43PvzwQ1y/fp1X4q3VapGRkYHnn3+e7KfJZMIXX3zBExUAMGzYMKSnpwdlzy9cuACv1xsUxOkO27ZtC3q/hx9+mFSoWCwWHD16lPd4UlJSj96zN7HZbDh9+jTi4uJIcIGbZBBIYCZcJpNBp9PhoYceglqt7tL7sCyLlpYWeDwepKWlobm5mefBIBaLERYWRhzlCwoKMG/ePEyaOQlJcZFofvdbOK5WQKRRgtbygwa3c7RnfQx8rSb4LA4oBqcj5mereBn5QB577DGcPXsWWq0WFRUVqKyshMvlgkQiIS01Xq8XtbW1aG9vR0pKCqlgaW5uJkERLiu/evVqXuAsPT0dtbW1aG5uJtsqKyuRlJTU6djP+53ODPE2b96MZ599tkvjMwUEBHqOkJm/NwhiXkDgX5Rr164hLy+PlJ6GQiwWY8aMGVi6dClvRNrtYBgGx44dw65duzodN7dw4UJMnDiRtwBmWRbFxcXYu3cvb6EdiFarxezZs7vco3+/cPDgQWzevDlo+1NPPRXShGr79u24dOkSb9vQoUOxcuXKO94Hr9eLdevWIS8vL+Qf3ezsbCQkJBAhlZ2d3eOefJ/PB4fDAZvNRt4zUKglJycjMTERZrM5qK1DKpUiLCyMJ1ZbW1vvmpjnTArPnz/Pm+CgVCqRmZmJZ599lrjrOxwOfPHFF0H3bU5ODpYtW0YCEsXFxbzHr1y5Ao/HQ0qhu0NpaWmQe/3IkSPRv39/8nNhYSFPCFMUhblz597Tz47T6URVVRX0ej2am5uh1+t5VQKhMuwSiQQRERFQq9WQSqWIjY3tspC32WzYuXMnbty4AcDfSpKamgqHw4GamhpIpVIolUpSzg74q4I2bNiAAwcOYMmSJRjx15+h7et9MOUdgq/WAMrjBqtRADIJQFNBjvYsw4Cxu+BrtwBuL0QRGkQ+uxiRq+eSHvlQiMVi/PznP8fPf/5zZGVlAfC3eDgcjiDDR5vNhpKSEkRERCAxMRF1dXUA/GNBxWIx0tPTMWPGDN7rc+X2+/btC1lufy9aWHqDrKwsTJ8+nect4nQ68e233wqGeAICAj9oBDEvIPAvBMuyuHLlCrZs2YKioqJOnyeTyTB79mwsWbKk21mNhoYGbNy4sdP+9kGDBmH58uVBxltNTU3YtWsXqqqqQv7eg2JuF4qjR4/im2++Cdq+evXqkH3L169fx7fffsvbFh4ejpdeeumORVigyV1HNBoNnnzyySCDtOzs7Dt6Lw6WZVFeXh7UXkFRFMRiMXJycqBWq2E0GoNaOyiKgkajQWxsLO+eCOV831ds374dBw4cgMlkItskEgkyMzPxzDPPICkpCYA/a/zVV1/x+nYBfwb8kUceIWXZQ4YMgVgsDhLgpaWlcDqdGDNmTJfbCNxud0j3+sWLF5Of6+rqgt5r6NCh92S+ONcXr9frUV9fzwsmdeyF5yo3VCoV0tPTkZaWhitXrvCufVe/l6qqqrBt27aQ4zQTEhIQHx9PxtYFVl5wGAwGfPbZZ0hOTkZubi6yl0+F5cA56NfuANXcDrT7f8dlsEIkEQMBGXpKKYMsLQ7aJZOgmTkK4mhdl/Y5LS0Njz32GNauXYu0tDRYrdag6otA2tra0NjYCJZlERYWRgKvzzzzTMjvC5VKhSFDhvBGYtrtdly5cqVX2mruFZMmTUJDQwNKS0vJtubmZuTn52P58uUPVPBXQOBBRMjM3xserBWxgIDAHcGyLC5cuIDNmzejrKys0+epVCrMmzcPCxYsIC7YXcXn8+HAgQMoKCjodNxcbm5uUAbSbrejsLAwaEQbB0VRGDNmDKZNm3bfm9uF4vTp0/jyyy+Dtq9atQpTp04N2m6xWPDee+/xxC1FUfjpT3/a7WsC+K99QUEBPv7445DO8cOGDcNrr70WFNzRarW8me7dxePxoLS0NOTUArVajQEDBgAAb3wYB03T0Gq1kEgkiIyMvCdi/tSpU/j22295kxNomkZ6ejqeeuop0n7AMAy+/fbboOBVZGQkfvzjHwdlBAcMGACRSMQTUoC/3cXhcGDSpEldyo7u378/qAVj0aJFJFvNmRsGIpVKMX369Nu+dm/h9XpRV1cHvV6P2traTltmAsW8z+dDVlYWpkyZgujoaDJWLzCgAtxezHPVQUePHg25wBw+fDhmz56N9evXw+PxID09HXa7HU6nM8hZHwBqamrw3nvvoX///li2bBkk/Z+C6ZoedEM76IZ2KERS6NQaUBIxRDo1ZOkJkGYkQJocA0ocPJv+dqxYsQKnT59GaWkpMjIyiEBNSEhAW1sbT9xzI+pYloVSqYTdbse0adNCjvbkyMjIQF1dHa/cvqKiAklJSd2qwrqfCDTEC/zeKSoqQnx8/H1j+CggICDQmwhiXkDgBwxnPrdx48ZbiviwsDAsWrQIc+bM6dRE6la0tLTg66+/7jQbP27cOCxatIgnxhmGwfnz53HgwIFO5ySnp6djwYIFPRKV95ILFy7gs88+CxITubm5IR3iWZbFxx9/HCRYV6xYcUc9zqFM7jjEYjGeeOIJLFu2DAzDBM35zs7OvuNMVuDYuY7HrlKpMHTo0E7nY4vFYmi1WpLN7lhS39lYwt6krKwMH330UVAgIiUlBU888QQGDRoEwH+9tm/fzssEAjcrHToLPuXk5EAsFgcFsJqamnDgwIHbTmVobGzE4cOHedvS09N57RrFxcWk7JpjypQpXS5Nv1N8Ph8aGxtRWVmJmpqaoLGEHXE6nfD5fLDb7URMz549mzfJwGq1BrVg3GqknsViwbZt20JW+ahUKixatIiUsAcGzZRKJX70ox+hvb0dW7ZsCapUAfxVFKWlpRg3bhwSExMhi/cHFXwREYj7/r7oDWiaxmuvvYZXX30VgN/dv6mpCS0tLRg4cCDa29tRV1cHr9cLp9MJlmUhFovh8/lQUlKCGTNmwGq1dnq9KYrCyJEjsW/fPl6Q5ezZs5g7d+4DV/3EIZPJsGrVKnz22We8gMf+/fsRGxsrGOIJCPQhQmb+3vBgflsLCAjclqtXr+Lbb7/FtWvXOn1OREQElixZglmzZgW5i3cFlmVx5swZbNmyJWRvfGfj5qqrq7Fr1y40NjaGfF2tVou5c+diwIABXRaUrNcHd3UT3BX1cOkb4DNawbq9oKTfZ8rS4v2ZspTYO8qUdZerV6/iH//4R1D5+MKFC7Fw4cKQv7Nr1y6cO3eOt41rS+guV65cwTvvvBMyM56YmIhf/vKXZGFbU1MTlLXnxE53YFkWjY2NqKioIH/UO4qliIgIWK3WTr0UwsLCeNe845QCk8kEj8fTZ729BoMBf/rTn4LuzYSEBDz22GM8wXz48GGcPXuW9zyZTIYnnnjitpnjjIwMyGQynDhxgiemjEYjCgoKMG3atKDRfID/HOfl5fF+RyQS8eZq+3w+HDp0iPd7ERERGDOG757eW7Asi+bmZlRWVqKqqipkBUhHxGIxkpKS0N7ejtraWt5+djzujhUIcrk8yESRo7y8HPn5+SFL5tPT07F06VJewDJUVUhOTg5++ctfkikcgdlrjmvXrsFmsyEiIgIxMTEh36+nxMfH4+mnn8aHH36I5ORkmEwmOJ1O1NTUIDMzExERESgvLyeTCrhzEh0djTNnzuDFF1/E008/jRkzZoT8HlWr1RgyZAjPN8Vut+Pq1asYPnx4rx/P3SIyMhK5ubnYsGEDzxAvLy8PzzzzjGCIJyAg8INCEPMCAj8wSktL8e23396yJz42NhbLli3D1KlT71gUWa1WbNq0KeTYOJqmMWPGDMyePZv3+mazGfv27et01JxYLMbkyZMxceLELu+X12CEZf85mPKPwV1rAONwgcL3i3SKIj2sLABaIYM0KRraxZOgmdX1HtbuUlpaig8//DAomzh79mwsW7Ys5O+Ul5dj/fr1vG1hYWF46aWXujWO7XYmd/PmzePNRAdAjME44uLiul3SzzAMysrKgoQPwzCgaRpqtRoikQgMw4QU8txIso6iIyIigpRaA/7r2t7e3ielwHa7HX/84x+h1+t55y4yMjKoLeLy5csoKCjg/b5IJMLjjz8eNJ2hMxITEzFjxgwcOXKEJ4AdDgf279+PyZMnBx3nqVOngjLG06ZN4zmRX7lyJUgAz5w5M2ikWk9gWRatra3Q6/XQ6/VBfe+hoGkaCQkJSE9PR1JSEiQSCb7++mvec0KNvOw4Vi+UGPP5fDh8+HDIKhSapjFt2jSMHz8+yHCzY7CN+6xRFIXhw4djyJAhOHnyJPLz83ml/lzWt62tDe3t7YiKisLAgQN7vfJh/vz5OHnyJC5cuICMjAyUlJSgtbUVOp0OkZGRoCgKarUaDMNAJBJBJBIRJ3uTyYR3330XBQUFePHFF5GcnBz0+pmZmairq+P5PZSVlSExMfGBrYgC/JVF06ZNQ2FhIdnmcDiwceNGPP300w+s0Z+AwP3MvcrMc55Lhw8fRkVFBVpaWqDVajFy5Eg8++yzQdOCOuPUqVN44oknOn18w4YN92WgUxDzAgI/EG7cuIENGzbgypUrnT4nLi4ODz30ECZNmtSjhX1paSk2bNgQ0lQqKioKjz76KG8OutfrxYkTJ3DkyJFOy24HDBiAuXPn3rJ8NhDG5kTrur1+d+k2CyAVQxSugTg2HFQI8cu5S7v0jWj+8wa0fr4T2hXTbusu3V3Kysrwt7/9Leg4p06dipUrV4bMkNlsNvz1r38NEv8vvfRSt7JIDQ0N+OMf/xiypUKj0eCVV14JGmvncrmCypG7a3zndDpRUlISMjspk8lI37jH4wkKTFAUBbVCCbrZBGtFaciqiqR6O1qkDJw6BVgRjdbW1l4X816vF++++y6uXr3KW5BoNBqsWLEC8+bNI9uqqqqQl5cX9BoPP/ww0tPTu/W+kZGRmDVrFg4fPswzCvR4PDh06BDGjh1LPksWiwW7du0K+fuBv3fkyBHecxISEno8z57DaDRCr9ejsrIy5Oe/IxRFITY2Funp6UhJSQmqAKqvr+f9HGr0ZcfARMfvCJPJhC1btgS1FQD+gFhubi4xKwwk1MKz4+dTJBJh0qRJGDNmDA4ePIi9e/fC4XCQFhIu0GQwGPDWW29hxowZPQqShtqff/u3f8PLL78MwJ+tr6+vR1VVFfESkEgkGDx4MIxGI0QiUZBPw9WrV/Hqq68iNzcXjzzyCO8aBLrbdyy3nzNnzgNbbg8AkydPRkNDA686rampCdu3bxcM8QQEfkB8+eWX+Mc//oGUlBRMnDiReO0UFBSgoKAAf/rTnzqtiAzF2LFjMXbs2KDtXQ3U320e3G9pAQEBAH7Tom+//TbIUCuQ6OhoPPTQQ5g6dWqPRLzb7UZ+fj6OHz8e8vFx48Zh6dKlZLHIsiyuX7+OPXv2BC3IA/dtwYIF3RJBjsvlvLnPkrQ4UKJbZ68pmoZIrYBIrSBzn1s/2Q77yaJbzn3uDlVVVXjvvfeCyozHjx+PRYsWYf/+/ZDL5ZgwYQK5DizL4pNPPglyQl+2bNktDaw6cubMGfz5z38OKaiHDh2Kn//850El64D//gnMTtI03a2+0ra2Nly/fj0oEAH43dwdDgcaGxvh8/lIXy8H224FdfYGmnadumVVRYrVihgwcIbJ0TIgFm0Z1cD3Bnq9Acuy+Oc//4ljx47xzoVcLseiRYt4Jeytra1Yt25dkJnbggULMHjw4Dt6f41Gg1mzZuHo0aM8vwSGYXDy5Ek4HA7069cP27dvD/IZWLFiBU84XrhwIWg83vTp03skXKxWKyorK6HX6zv9HHckOjoaaWlpSE1NvWX/f0cB3lHMsyx7y8z89evXkZ+fH9LtPScnB4sWLeq0JJ+iKF7VB4CgTD2HVCrFvHnzMHnyZOzduxeFhYVwu908YcwwDDZv3oyDBw9i8eLFGDt2bLeqajojMjISL774It5++20kJCTAaDTCbrcTn4vY2FgoFAokJibit7/9LdauXYtTp07xXsPr9WLTpk04dOgQXnjhBV7LhVqtxuDBg3mjMG022wNfbk9RFJYtW4bPPvssyBAvISEhKLApICDQM+5VZn7o0KFYt25d0Jjfs2fP4qmnnsJvfvMbzJ49u8sjKseOHYtXXnmlL3a1TxDEvIDAA0pVVRU2btzYqQs84F8ErlixAtOnT+9xhqWmpgZff/11kOgE/KZSq1atIsZggN8Ub8+ePZ0a78nlckyfPh2jR4/uVoDBvOcUmt5eD5/ZBklSDGhZ9zNglIiGOCYctFYNZ1Elan/xPmJ/8SjC5gZHYrtKXV0d3n333SCxNWzYMOh0OvziF78gIv/69etYs2YNAKCgoCBo4Z2Tk4OHH364S+/LMAy++eYbbNiwIegxsViMH//4x8jNze1UzHUssU9NTe2SfwLLsqipqQlpeigSiZCdnY3IyEicP3+eJ/RFIpG/QmLLMbh3nQbTbr1tVQXV2gqvoQ3ydjtSjlRAdLUZhnpXr1VV5OfnY9u2bTyBLhaLMWvWLKxevZqcO7vdji+//DLoGo8dO7bHTtnc5+HkyZNBAvfSpUuorKzk9TYDfkf2wCoKt9uNY8eO8Z6TmpoasnT9dni9XlRVVeHGjRshe8ZDER4ejrS0NKSnp5Nyc5/PB6fTCbk8+DqxLIuGhgbeNq5EnMNisQQFTsLDw+HxeHDw4MEgzwLAf4/NnDkTo0ePvmUQg6IoiEQi3v3ZmeM+h0qlwvLlyzF9+nTs3LmTV3rPfW7a2tqwdu1aFBQUYNmyZRg8eHCPs8BTpkzBiRMncOzYMWRmZqKoqAgMw0AsFpNz9vjjjyM5ORn/8R//gdOnT+Pvf/970Pe1wWDAb3/7W4wbNw7PPfccKaXPyspCXV0dT/SWl5cjPj6e18LxoMEZ4n366ae8IGtBQQGpGBEQEHiwmTt3bsjto0ePxrhx43D06FFcu3YNQ4YMuct7dncQxLyAwANGbW0tNm3aFLI3lCM8PBy5ubmYNWtWj8s9GYbBgQMHgsowOQYMGIBVq1ZBo9EA8JdcHzlyBKdOnep0YTxq1CjMmDGj28755r2n0fT7r8F4PJCmx/d4gUzLJJCkx8NTZ0DTW+sA4I4EfWNjI9555x1eVpyb+VxSUkKulcPhgEKhwPHjx7FmzRro9Xp89dVXvNdSq9V45ZVXuhTgsFgs+NOf/oTz588HPZaQkIBf/vKXQeaDHX+/o9FbV0rsPR4Prl+/HjJLq1Qq0b9/f8jlcphMpqAqBaqsAdbNefBeq+lyVYVUJodPJoZPJgYYFnKnu9eqKk6fPo1PPvmE1xZBURQmTpyI559/ngTBvF4vvvnmm6BJAzk5OVi4cGGvlOyKxWJMmjQJ58+f5wXBuMkPUqmU+A0oFAosWbKE9/tnzpwJ6l2fNm1at/atvb0dN27cQEVFRUhvg45oNBoi4DuWv2/duhVffvklvF4vMT+MjIwk/5VKpWhoaIBUKoVEIoFEIgkS8x1H0snlcthsNnz33XdoamoK2p/w8HAsW7Ys6HU6o7tiPvB9Jk6ciLKyMjQ2NsJisQQFLOrr6/Hhhx8iKysLubm5PXJSpygKL774IoqLiwH4KxhqamqQkJAAsViM1NRUXrvF2LFjMXToUGzYsAFbtmwJOq5Tp07h4sWLePTRR7F06VKIxWKMGjWKN1qUMzidM2fOHRmk3i8EGuJxsCyLzZs349lnn+1ya5eAgMCtuR/d7Lm/4d1JaOn1eqxduxZOpxMJCQmYOHFiyMrG+wVBzAsIPCDU19dj8+bNOHbsWKdfmFqtFsuWLcOcOXO6XE50K9ra2vD111+HHNEkkUiwdOlSYirFsiwxBQvs/Q0kOTkZCxYsQHx8fLf3xXG5HE1vfwPG44EkMbrX+h0pioIkMdov6N/+BpK4yG6Jw7a2Nrzzzju80maz2QyLxQKbzQaapuFyuVBfXw+z2Yxhw4bB6XSSefIde+tfeOGFoHFsoaisrMTvfve7kFnTKVOm4JVXXgmZDQ2kY9WETCYLaZIViNVqRUlJSUjH8qioKBIMMBqN8Hq9vLJl6bkKsDsvwevydquqQiINeB5NwakUQxwf1eOqioqKCvz+978POpZhw4bhZz/7GfkMsSwbclRZXFwcVq1a1avGctzIMJVKRcqeW1pa4Ha7IRKJIJPJ4HK5sGDBAhJAA/yBopMnT/JeKysr67bXE/AHZ7gsfKjKm44olUqkpqYiPT2dmLB1xGKxYO3atUQoc6PnAp3rzWYz7x4UiUT493//d0RGRhLRb7VaYbPZkJGRAblcDrPZjM8++yxkoGHgwIGYP3/+be/7QDqWwXdWZh8KlUoFuVyOtLQ02Gw20svekbKyMrz99tsYOnQoli1bdkfff4C////ll1/Gb3/7W8TFxcHhcBDviDVr1gQdi1wux5NPPomZM2figw8+CDJFdblc+Pzzz3HgwAG89NJLGDhwYFC5vdPpxJkzZzBp0qQHusc8JycH06ZN40154AzxnnrqKcEQT0DgB0h9fT2OHz+O6OjobvnG5OfnIz8/n/wsl8vxyiuv4Nlnn+2L3ewxgpgXELjPaWpqwubNm3H48OFORbxGo8GSJUswb968bi1kO4NlWZw9exbfffddyEVzcnIyHn30UbKQNBgM2LFjR8iFLLd/s2bNwtChQ+9oQcjYnGh+91swJhskvZCR7wgR9JUNaH73WyS//1qXyrcdDgfef/99kqF2Op1kNFdGRgYYhkFDQwMMBgMYhuH15/7jH/8IKjFeuHAhRo4cedv3PXjwIP72t78FXRuapvH0009j6dKltz1HnJ9BIBkZGbcUpk1NTSgvLw8SPBRFIS0tDQkJCfD5fDCZTCS7xz1XdqESqs0nQYul3a6qkEgkoECBxc373wtA2oOqitbWVvznf/5nkMdAZmYmfv3rX/P6vAsLC3kCB/Df06tXr+6TjCVFUejfvz8UCgUOHz7MqwagaRrR0dEY0MEz4NSpU0F949OmTbvl+7S1teHGjRuorKy8bRZeJpORkv2YmJjb9oLTNE3uAW56hUQigVQqJZl4m80Gr9cLmqZB0zRkMhlaW1t5x9vW1gaXywW5XI6pU6fC6/XyghiAP+MyZ84cDB8+vNvfDR3v91DeD50ReI+oVCpkZWVh9OjR2LZtW5CxH+CfgHDlyhVMmTIFixYtCjqOrjBmzBjMmTMH+/btQ3p6OiiKwogRIzBixIhOfyc5ORn/9//+Xxw8eBD//Oc/g6odqqur8atf/QqzZ8/Gk08+ibi4OF7FTmNjI8rKyrptjHm/MWXKFDQ0NPC+9xobG5Gfn3/LViQBAYGucT9l5j0eD9544w243W784he/6FLQPSIiAm+88QamT5+OhIQEmM1mnDp1Cm+//Tb++Mc/Qq1W40c/+tFd2PvuIYh5AYH7lJaWFuTl5aGwsLDT0k+VSoXFixdj/vz5tzSZ6g42mw2bNm0K6YpPURRmz56NWbNmQSwWw+Px4PDhwzh+/HjIjJZIJML48eMxZcqUHome1nV74bxaCXFS72XkO0JRFMSJ0XBcrUTrV3sR/dzSWz7f6/Xio48+Qm1tLbxeL2pra9HU1AS5XI709HS0traioaGBJw5YliWj1Y4fP86rnsjIyLjtHwmv14vPPvuMFzHm0Ol0eOONN7pswmYwGIIW9Z0t1hmGQUVFRVBJPuAXaP3794dWq4Xb7YbZbObdCwzDQKI3QJV3CpSXgSgldCb3VlAUBYlEDHdAFYPb44ZMLrujqgq3241f/epXaGtr422Pi4vDb37zG95YvkuXLuHAgQNBx7x69eqQc+B7k5SUFBiNRt4CiaIoxMTEYP/+/Rg/fjwSEhJgs9lw+vRp3u8OGDAgpPOux+OBXq/HjRs3eP3RnZGQkIDs7GwkJSV1qwJBpVJh0KBBKCoqQnh4OBoaGoKCDZwrPIfT6URxcTFP9NtsNiiVSsjlclRWVgaVqkdFRSE3N/eOpxt0PKbuZOY7GutRFIX09HT8+te/xpkzZ7B9+/age4xlWRw+fBhnzpzBggULMG3atG5nhX/yk5+gtbUV58+fR3JycpeMmiiKwsyZMzFmzBisXbsWe/fuDVp4c/4dP/7xj0kFCMeVK1cQHR39QJekUxSF3NxcfPrpp7yA0dWrVxEfHy8Y4gkI/EBgGIZ8D69atQq5ubld+r3s7GzeOkihUGDp0qXo378/VqxYgffeew+rVq3qFWPT3kQQ8wIC9xltbW347rvvcODAgU6zRAqFAgsXLsSiRYu63Xd+K65du4b169eHHDkVGRmJRx99lJhp3bhxAzt27AgShBzZ2dmYN29el0rGb4XXYIQp7xBojeKOzO66Ay2TQKRRwJR3COHLp3Y6h55lWXz55ZcoKipCU1MT6urq4PF4IJPJEBkZievXrxPhIpfLkZCQQJyn7XY7ampqeCVfSqUS//Zv/3bLnq62tja89dZbKC0tDXosJycHb775ZrfOdccS+7CwsJBGVy6XC6WlpSHvCY1Gg/79+0Mmk5HWgY4CgXW4oN52FrTNDSZOC5q6sz+CEqmUL+ZdbkDT/aoKlmXxm9/8BjU1NbztYWFh+J//+R9ERUWRbXq9Ht999x0Afy+1xWKBTCbD6tWru9yT3RPOnj2LmpoaUBQFmUwGiqIQGRkJuVxORtANGTIENTU1QT3/U6dO5b1Wa2srycJ3Nh6SQ6FQICsrC9nZ2T2amz5z5kwUFRUhMjKSVKFw95jb7YbH44HH4+EJ6I6+E2q1GklJSaBpGhKJhPcZGTp0KObOndujlqKOi7Ku9swD/kCAXC7nBSnsdjs0Gg3GjRuHkSNH4siRI9i1a1dQBYjD4UBeXh6OHDmC3NzcblUVyOVy/Pd//zccDgfkcnm3gmMajQY//elPMXv2bHzwwQeorKzkPW6xWPDBBx9g0KBBGDhwIAlYMAyDU6dOkUDug0qgIV5gNYpgiCcg0HPuh8w8y7L4z//8T2zbtg1Lly7Fb37zmx6/Zk5ODoYNG4azZ8+iqqrqvvueeHC/kQUEfmAYjUZs27YNe/fu7XSxLZfLMX/+fCxevPiOSjQ7w+PxID8/P8gJm2Ps2LFYunQp6VndvXs3SkpKQj5Xq9Vi4cKFvTbX2rL/HHxtFkjS7s58T1GkFh59IywHziH8kVkhn7N161bs2LED1dXVxNmcW1BzfdVisRjx8fGIjIwkZcQMw6CyshIMw/BEw3PPPXfLzGJJSQneeuutkIZzCxYswE9+8pNuLbB9Pl+QmM/KygoSBUajEdeuXQt5PyYkJCAtLQ0URcFms4UciScWi6EoLIJY3wwmSgNQFO60sEL2fZaWw+W+mTXsTlXFJ598gnPnzvG2yeVy/OY3v0FKSgrZ1tLSgq+//hpmsxk1NTWoq6uD2+1GbGxsl8ez9QSr1YodO3YA8C9OnE4ntFotL9gAAOfPn0d1dTWZeQ4AQ4YMQVRUFNxuN8nCdzTu6whFUSQLn5iY2Cs+ABMnTsTHH38MwJ+pt9lskEqlpGLA4XBAIpGQipXExESoVCpYLBYYDAbExMQgKiqKlOCr1WqIxWIyJq43nIl7kpkH/IG4QDEfeI9KJBLMnDkTEyZMwL59+7B///6gz5LBYMA//vEPZGVl4eGHH+bdg7ejs5F7XaFfv37485//jPz8fKxbty6oaqKoqAitra0YPHgw4uP9bTEWiwUXL14MGv/0oMFVc3z77bdkG8uyyMvLwzPPPPNAVx8ICNxL7rWYZxgG//Ef/4G8vDwsXrwYb731Vq9l0bmRqKHGoN5rBDEvIHCPMZvN2LZtG/bs2dNp36pUKsXcuXOxdOnSXi/tra2txTfffBPSGVqpVGLVqlUYPHgwfD4fTp48iQMHDoQUdzRNY+LEiZg6dWqvmQmxXh9M+ccAqfi2jue9BSWiAakYpu3HoHtoOigxf7G/adMmnuEdJ7TEYjHp/42OjkZsbCxPYItEIthsNvh8Pv94tu9Fw5w5czB2bOheb5ZlsWPHDnz66adBGUOJRIKXXnqJ52DdVerq6oL+IAWWlnEjwyorK4P+ONM0jaysLMTExIBlWVit1qBRbYA/AyazeyA9UgJWIQUk/nNxp20SHds03G43T8B2paqisLCQZNoDj+f111/n9aBbrVb84Q9/wJUrV9DS0kLOgVarRXh4OPbs2dPnJbk7duwIcqbPzc2F2WzmjQNsa2sj9xLLshCJRBg0aBCOHz+Oqqqq22bhlUolsrKykJWV1aMsfCgUCgUmTJiAwsJCREVFwWazoaWlhWTnuTJubt67TqeDSqVCW1sbUlNToVAoiNiOjo6GRCJBbGwscnNze1zxw9FRzHcnMw+A7C9Hx2sG3CzVnDJlCrZs2RJynGhZWRl+//vfY9y4cVi6dOldEZQikQjLli3D5MmT8cknnwQFcxsbGyGXy2E0GpGeng6FQgG9Xo/Y2NguGSvez/Tr1w9Tp07F4cOHyTa73S4Y4gkIPKAECvmFCxfiD3/4Q6+Z03q9XhQXF4OiqDs2MO1LBDEvIHCPsFgs2LFjB3bt2tVppI8zdlq2bBmJCvYWDMOgsLAQe/bsCbmA7d+/P1auXAmtVou6ujrs2LEjyLCNIyUlBYsWLbrjvtXOcFc3wV1rgCi896oQuoIoXAN3nQHummbI0v1f3A0NDfg//+f/4NChQ2AYBizLkjJhiUQCn88HmUwGpVIJm82GsrIy8jzAL7q451MUhfLyckREROD8+fO4cOECgJs99YBfVJSWlpIgS6ColsvlGDhwIDZs2ICNGzeS/mKZTAaZTMb7/44/S6VSFBcXw2AwQCwWQywWIyYmBq2trbDZbBCLxaivr0d7ezvEYjFPfMvlcgwYMAAqlQoMw8BsNocMQCmVSqhUKrTk7wVlcYCJDQhA3aGYl8pkoABigceyLNxuN0/k36qqoqysDO+++25Q5nX16tWYMmUKAH9gbf/+/fj44495ru5utxs+n48EZ7oysq0nlJWVBVUPDB06FIMGDQLLsggPD8elS5eIRwEHy7JQKpU4evToLV+foigkJiaSLHxf9v/NnDkThYWFiIiIIJUsdrsdIpEoKFDEVf5ERUWBoihIpVKwLAudTge5XI7+/fvjiSee6FWh1VMx39GrJFSFCkd4eDiefvppzJgxA5s2bSKtNxwsy+LkyZM4f/485s6di9mzZ/fKVJLbERkZiX//93/HuXPn8Pe//53njVFXVweZTIaioiIkJSUhLi4O58+fR3h4eK8Hf+42U6dORUNDA27cuEG2NTY2YseOHVi2bJlgiCcg0E3uVWY+UMjPnz8ff/zjH28p5Nva2tDe3o7w8HDeyLkLFy4EtTx5vV784Q9/QF1dHaZMmXJfVu4IYl5A4C7jcrmwa9cubN26NWQWB/CL+JkzZ/ZqBioQq9WKr776KqjUGvBnfJcsWYIJEybA5XJh586dITNJgD/jdKcu0l3BXVEPxuGCOLZ3Axm3g1bK4Gtuh7uiHrL0eDQ0NGDx4sVobm4mgtvn85FMKOA/bzRNh7ymDMPA4/GAZVniau/1ehEXFxeyZNvpdKKsrCzka2m1WmRmZoKiqE7vn1vBMAxqa2t5f3QjIiKIiaHVauV5NUgkEigUCkRGRiI5ORnnzp2DWq2GSCSCUqmERqOBWq2GRqOBRqNBeHg4lEolWK8P5vwTYMUiIEAs3ul9QtO0v28+QEi7nC6emO+sqsJkMuE3v/lNUNBs0qRJePTRR3Ht2jUUFBTg9OnTqKmpgdlsBsuycDgcpOpAoVAQMd+XIsbj8QRVD8jlcixd6m8d4JzutVotNm7cyAsAcb9vt9uhUCiCzrVKpUJ2djYyMzN71WvjVgwZMgTR0dEwGAwIDw9HW1sbWltbeSaDwPcTCygKNE2DZVmy/1ywacCAAZg+fXqvZ0x70jMPBN8LbrcbLpfrloafaWlpeP3113Hu3Dls2bIlyCTP7XYjPz8fR48eRW5uLsaMGXNXhOWoUaPw/vvvY/369di8eTMJWDY0NJC59u3t7UhPT8fp06cxffr0+84IqjtwhnifffYZrw3lypUriI+Px7hx4+7h3gkICHSVv/3tb8jLy4NSqURaWho+/PDDoOfMnj2bVOCtW7cO77//Pl5++WWegejrr78OABgxYgRiY2NhsVhw5swZVFZWIiEhoVf67/sCQcwLCNwlfD4fCgsLsXHjxk57bmmaxrRp0/DQQw8hOjq6T/ZDr9dj7dq1vIweR1JSEh577DFER0ejqKgIe/bs6XRm/IgRIzB79uxec9EPhUvfAAoAdZcXjNz7uSrrocEofPPNNzAYDGBZFl6vl4gnzpRLqVR2utjmStE50cUJZa4PuCNGoxEVFRUhzQ8TEhKQmJjYo4W93W4PckdXKpXwer2wWq1BmWuPxwOxWAyj0QiTyQSGYXjnIBBO+Gu1WsT5JJhwsQIOmgVaPRCJRBCJRJBIpBBLxKQqoDvHIpPK+GLe5QTAF4Udqyrcbjf+53/+J2h+emJiIsaMGYNf//rXxAyvpaUFbW1tcDgccDqdYFkWNE2T3mQucNOXQvjgwYNB+7pgwQKe+HW5XKiqqkJraytPTHFZXC4go9FoQNM0kpKSkJ2djYSEhLsuviiKwowZM/Dtt98iMjKSiPlAUS4SiZCSkkJaJ0QiEaRSKVwuF9LT0zFmzBhyX/U2Pc3Mc60Agb9ntVpvO72DoiiMHj0aQ4cOxYEDB7B79+6gig+j0YjPP/8chYWFePjhh4Oc/PsCqVSKJ554AuPHj8c777yDuro6mM1mqNVqaLVaWK1WFBUVwWQyITo6uld8C+4lcrkcK1euxKeffsprSdm3bx8SEhIe+HYCAYG7yb3KzNfV1QHwr28++uijkM9JTEwMGunakR/96Ec4cuQITp8+TaoTU1JS8MILL2DNmjV9PsHmThHEvIBAH8PNbP/mm2/IF05HKIrClClT8NBDD4UcJ9Vb+3HkyBHs2LEjaMHKjS2aM2cOzGYzvvrqq6ASUI6oqCgsXrwYqampfbKfgfiM1nv2x4FlWfiMVtjtdhQXF5P9EIvFpHyepml4vV5YLBZS6s5l3X0+H7xeL9xud5BApmkaLpcLRqORtE9wfep1dXVBxywSiZCRkdErrRYdy4Dlcjl8Pl+nQRu1Wk1EYmdCnsugcsfV3NwMlcENj8WBdokPrMP/nhQotHUIZIlEIkjEEshkUkilMkhl37cMSKWQymQ8sSWTy2Cx3nTVd7mCy90DqyqkaXF4//33UVRURB7nMqdutxtfffUVAL+Aq6urI1MJOKRSKVJTU+F2u9Ha2trnmXmDwYCDBw/ytqWkpGDcuHFgWRYGgwHXr19HdXU1ampqwDAMGIaBSCQigSUOr9dLvDZuV93DsixKS0tRVVUFnU6H0aNH96pjOSfmtVotJBIJPB4PjEYjAP/9l5iYCKlUSs69UqkEy7KIiIjAtGnTSADiboj57hrgURQFtVrNm+phNpu7XFEllUoxf/58TJgwAdu3b8eJEyeCPl96vR5vv/02Ro0a1WfVWh3JycnBX/7yF3z11VfYunUrGhsboVAoIJVKwTAMqqursXXrVjKa8kEmOjoaubm52LhxI9nGsiy+++47PPfcc5DLO5+OISAgcO9566238NZbb3X5+a+88krIkZ7PPfccnnvuud7ctbuCIOYFBPqQa9euYd26dbh27Vqnz5k0aRIeeughJCYm9tl+OJ1ObNiwIeTseK1Wi9WrVyM5ORnHjh3DkSNHQmanxGIxpk2bhgkTJvSaqcjtYN3eO+6x7jEUBa/ThQ8//BA0TaNfv36oqqoiIikiIoKMY3O73XC73XA6nTxhS1EUb2HOZeclEgk0Gg0poXU6nVi3bh0aGxuRlJTE243Y2Fj85Cc/QWxsLMliB/6XYRieQHW5XLx/gdtsNhvcbje8Xi/5p9Fo4Ha7ids+B03TxD0cAAlOBJ8mipRIB6KzMQBYsIGbQ1xKn88Hn88Hpyu0b4RIJCLCnqZpf1+/SASRSOxvW/D5QAfcj4FVFXvz9Ni/fz8YhoHFYoHZbIbH40FOTg4xLjQYDDAYDLDZbMRQTyaTQaFQID09HWq1mozv4u77vhDznJt24GePpmksXrwYpaWluHHjBhGMTqeTF3zx+XxQqVSgKAoKhQIqlYqMsjt69CgmT558SwFYXl6Oy5cvAwB5j940+IuPjycz56OiotDQ0ACj0YiIiAgSvPT5fOTci0QiUBSF+fPnEyEvlUr7RFT1NDMP+Me9BYr5zgJjt4L7Hp4+fTo2bdqE69evBz3n3LlzuHTpEmbNmoV58+b1uciUSqVYs2YNxo8fj3fffRd1dXVkggXg93357LPPMG3aNCxcuPCB7jHv378/Jk+ezPObMJlM2LFjB1asWPFAH5uAwN3iXrvZ/6siiHkBgT6Ac4g/e/Zsp88ZOnQoHn/8cTK3va9oaGjAF198gZaWlqDHsrOz8fjjj8NgMOCjjz7qdHxVdnY2FixY0OsmfLeDkoqBe/XHgWVxqegqrmn87QgZGRlITk6GxWIBRVGoqqqCy+UiGVFuXjbLssSlm8ticyIxcEFotVoxffp0SKVS/O53v0NjY2NQ+fbEiRPx6quv9mgEVSClpaW8SgCn04kRI0YQwcQJdrlcjtTUVDAMA4fDAYPBgJaWFlgsFlgsFlitVlgsFtjtdhLQ6JjRlHt757r5fD7YHQ7YHQ6ABRwOOwJf2Ww2Q6lQQiq7mc2XOl24duYivmo+T/wHuKyvXC4nP3u9XlAUBY/HA5qmIZfLIZPJyFhBTrRz19bj8XSphPpOOH/+PMrLy3nbMjIycPTo0aBz2/FzKpFIMHv2bGg0Gly6dIkXdHE6nThw4ABGjhyJjIyMIFHCjRsD/FUbSqUSVVVVyMnJ4RkD9ZSOM+c5IU9RFBHy3Nx2hmGwYsUKXgtPX5kO9ZaYD8RisfAmLXSHpKQkvPrqq7h8+TLy8vKCWi68Xi/27NmD48ePY+nSpZgwYUKft04MHDgQf/3rX/H555/j5MmTZBoB4A/m7dy5E6dPn8Yrr7wSNDrxQWLatGmorq7mTYsoLi5GRkYGRowYcQ/3TEBAQKBzBDEvINCLtLa2YuPGjSgsLOw0Qpmeno7HHnsMQ4cO7fP9OXfuHDZt2hRyPNWcOXMwceJE7Nu3j2TlOqLRaDB//nwMGDDgnmQmRDr1PcuIWK1WlDfZAI2/hPb48eOw2+2IjY2FVqsl2ffATDdniheYkQ/c/8D/F4lEuHz5MtavX0/Ef+DznnrqKeTm5vbq8ev1egAgmerw8HCeEBCJREhISEBmZiYxIuOel5OTw3stuVwOjUZDjtVms5Hst8lkAvPJbtDGIrgVFMm+MwwLWkSHzPB3CcqfeWcDxC3XZ22z32wf0Fq8OLzzBq7KDaRiArjZ3sBVUHD7zp1jroJBIpHA4XCgqqoKIpGIeAmYzWYwDIMbN26QEYO9gd1uR35+vv8Qv98vrm2jo5Dn3OA5sziRSITZs2cTsREVFYWjR4/y2ikYhsHZs2fR3NyM0aNHk3J8lmVx+vRp+Hw+uFwumEwm4qFw4cIFzJw5s9fuv8CZ81zvN/cZYRgGYrEYMpkMLMti5MiRyMrK4rmqdzTM6y36Qsz7fD44HI479hOhKArDhg3DoEGDcOjQIezcuTNo/KPFYsG6detIP32/fv3u6L26ilwuxwsvvIDx48dj3bp1vO8NtVqNqqoqvPLKK/jJT36CGTNmPJCZbJqmsXz5cvz973/nmWXu3r0bSUlJfeZjIyDwQ0HIzN8bBDEvINAL2Gw2bN26Fbt27ep0bFVsbCweeeQRTJw4scsLHYfDgTNnzoBhGIwfP77LZZUejwdbt27FyZMngx5TKpV49NFH4XK58MEHH3Q6Fm/8+PGYPn16n2Qhu4osLR4sAJZh7qoJXpvBAKvNBpNaBwA4ceIE2traIBaLUVtbi+rqaiKyuLL6wB7jjpl4Thjz5qLTND7//POgeyEsLAxvvPFGrwd73G436QnnDPkiIyN5Zn7p6emIj48n5fu3Gz0XWO6vVquhVqvJDNamw+VoOauHKOpmtYFYLEaYVguwLLzfVwFw4/rcLhdc37cruF0uuDsEoFiGhdfnDarUZ3wMEGBw7s+gu+GS3KyKCCQwkMAJ4sBrwIkULkAD+EU+y7JobW2F0WjE1q1b0dzcjLS0NMTHx5N/cXFxd/R5ycvLg8Ph4AnLuLi4kBlXk8kEsVhMStHVajVGjx5NHtfpdJgzZw6OHz+O5uZm3u9WV1ejra0NEydORHh4OK5du4aWlhYwDEN62M1mM+RyOVpaWlBbW9trBmAKhQLDhw/H6dOnodFogqo53G43tFotEY3cuEaOvjIe6niOu9szD4CMfAz8rFgslh6bg4rFYsyaNQvjx4/Hjh07cOjQoaD7ua6uDn/5y18wcuRIPPTQQ31ePTV8+HCkpqbi008/5VUNxMTEoLKyEu+++y6OHz+On/70p3e9kqs3CAsLw5IlS3j9816vF3l5eVizZo0wf15AQOC+QxDzAgI9wO12Y+/evdiyZQssFkvI54SFhWHFihWYM2dOt0ylWJbF2rVryQzcM2fO4OWXX75tyXVbWxvWrl2L2traoMeSk5OxbNkyHDlypFODu4SEBCxevJiIsnuJNCMBtEIGxu6CSN07pea3w2I2o6m6DlIRBaNaTMa1ATfnjXeEK9cONMHrLGDDGeRxI+oCycrKwptvvtknGaDa2lrYbDYyzo5rFVi3bh18Ph/S0tKQlJSEmJgYREVFQaFQIDw8HFFRUWQBy4nHrpT9i3Rqfr88AioTAgIgnQWouDnybpcbTqfDH0Dx+eDzMWDBggIFUN+LLxYA5f8dh90BJcPCSvmvE5fdDqyU4IzjAkcFcv84U0Pu/wEEXStuvF99fX3QfkdGRiI+Ph4JCQlE4CckJCAiIoL3GizLora2FsePH0dRURHvMW7cHwdN00hNTYVMJkN1dTXve2Ty5MlBAkMmk2HatGm4dOlSUO+11WpFQUEBcnJyyGMmk4nc19z9HhYWhsuXLyMhIaFXKhCKi4ths9lIOT13DrhzybmiP/744wgPDw8yauwrMd8bmXnAf80C2x8sFguvHL0nqFQqrFq1ClOnTkVeXh6uXr0a9Jzz58/j6tWrWLBgAWbNmtWrBoYdCQ8Px49//GPk5+ejsrISHo8HFEUhKSkJFRUVOH36NEpKSvDCCy9gypQpfbYffUX//v0xatQonDt3jmxrbm7G/v37MX/+/Hu4ZwIC9zdCZv7eIIh5AYE7gGEYHDlyBN9++23IXnTAX5a4aNEiLF68+I4yNBUVFbhx4wYYhoHP50NTUxO++OILrFmzhriLd6S4uBjr168POX98woQJSEhIwNdffx2y7F4mk2HWrFkYNWrUfTM7WJoSC2lSNFz6xrsi5h12O6qqqqFyMzCpxbAoRfB6PUhPT8e1a9eIEOHK6QEQJ3Gu99dut5M+eu4xmqbJghfw/8HreA3nzJmD559/vtNr2xO4MuvA+0IulxPndLVajba2NrS1tZHZ0oGEhYUhKioKSUlJSEhIQExMDKKjoxETE0NK7TsiS4v3+x0wLEDfFPFdhTNDk8lk8DE+SGUySLhz8714l0qkYMEiXKeD1+dDc1MzGJ8PoERopP3HoFKpEBMTA7fbDaPR+H25P8NriwBuVlN0zMwGCn4uCMP9fijjv9bWVrS2tgYJLqVSiaysLGRlZUGhUMBq9U9K4Mz1OGiaJqZwWq0W2dnZyMjIgEwmw6effsp7P51Oh+HDh4c8fzRNY8SIEYiKisKZM2d419Tn8+HIkSOkR50r4VapVLDZbLBarVCpVLBarSgrK+tRCTfDMDh06BBOnDgBpVJJXOspioLb7UZ5eTkkEgnEYjGys7OxaNGioNGdFEUFlbL3Fn0p5nubuLg4vPTSSygpKcHmzZuDgklutxtbt27FiRMn8Mgjj9x2DFNPiI2NxZgxY0iJfWtrK6RSKeLj41FfXw+LxYI//vGPOH78OF588cU+a5PoK+bMmYPq6mpe9cGZM2eQkZER1HIkICAgcC8RxLyAQDdgWRaXLl3CunXreCY5gdA0jdmzZ+Ohhx7qkWkT56prMpnQ3t6OiIgI7N69G+fPn8dLL73EW8QzDIM9e/Zg//79Qa8jlUoxe/Zs6PX6kBkdABg0aBDmzZvXZwvmO4USi6BdPAnNf94A1seAEvVdkMHtdqNSrwfL+CBigIpEBViawpIlSyAWi6FWq1FSUgKXy0XM0zihB/hFAVfWzTAMXC4XrwSfE4Sc8OdEu1gsxgsvvIC5c+f2yXF5PB4UFxcH3a/h4eEQiURQKpW4ceMGme3N/Zf7JxKJYDab4XA4QlZ7yOVyREREwOv1QqVSYeXKlRg0aBCkGQmAXAq4PIDCf6x32kfr+r4VxPt9Sb5coQDFUnB73JBKpVCp1bBZrQBYaKRyQASI02KRrRIjJyeHCPn29nYiNDgByfXzB7YbcFlN7npy5dPcc1taWmAymYgYVigUxEVeLpeHDIZZLBYcPXoUu3fvhs/nA03TUCqVkMlk0Ol00Ol0kMlkiI2NRU5ODrKzsxETE0POWXFxMZqamnivOWXKlNtmzZOTkxEeHk5aRQB/dt7j8cDtdsNsNkMsFkOj0SAsLIy3PTw8HEVFRUhLS7uj9gGn04mtW7fyjP0iIyNhsVjgdDpJgCwiIgIikQg//elPQdM0zGYz73XUanWfTdDoTTEfiM1m61VfhUAGDBiAN998E8eOHcP27duDqhiam5vx3nvvYfjw4Xj44Yd71cgwkMGDB8NgMEAkEiE8PBx6vR5arRZOp5Pca8eOHcPVq1fx8ssvY9y4cX2yH32BRCLBQw89hE8++YTXmrNt2zY899xzD1xwQkDgbiBk5u8NgpgXEOgi5eXlWLduHW9mdUfGjx+PRx55BAkJCT16r/b2diK829ra4HQ6odfroVQq0djYiE8++QS//vWvkZCQAKvVinXr1pFy/ECioqIwcOBAHD9+POQiVaPRYNGiRX1untQTNLNGofXznfC1miCO6ZseTJ/Xi8rKSni9XihdDJwyGtWxcowfPx4rVqzA8OHD8Ze//AU6nQ5XrlyBw+GAx+OB3W4nmd7A0vrAP2gMw/Cy9V6vl5h9RUZG4s033+yzTI/NZkNxcTEaGxuDTOfGjh2La9euobm5GRkZGbDb7STrzBl4cSJBJBKRoAT3j6Io2O12mEwmYgzHsizy8/PxzTffICs9A4jVgdI3guXEfKjZdF2AMwj07xsDj9sNsUQCGjTcLjf0er2//97rhc4LtMkAm1qCMaNHIyYmBoA/qMG59Tc3N+Py5ctoaGggfftcCwXnWi+RSCCRSEgWHrg5/zwzM5NMA3C5XDCbzaRChxPpKpWKZKLdbjc5vxxctQ3LsqiqqgLgD7Dk5uaSfeVgGAaHDx/mnZOoqCgMHjy4S+dPrVZj1qxZuHz5Mq5evUqyxoEu/VwAIiwsDC0tLXA4HKTUv6ioCCNHjuzWNWtpacGmTZuIqAvc76KiItTV1YFhGKjVakilUixfvpxM9uD69zn6qsQe6J2eeSB4XCFnCtmXxn1Tp07FyJEjsXXrVhw/fjxoIX3x4kUUFxdj3rx5mD17dq/3e9M0jXHjxqGgoADh4eHQaDTQ6/Xks8FVAplMJvzud7/D9OnT8dxzz/XJaMe+IDo6GnPnzsXOnTvJNofDgS1btmD16tX3TQWbgIDAvzaCmBcQuA0NDQ3YsGEDTpw40elzBg4ciMceewzZ2dm98p7cwsxmsxGHba6EWyqVorq6Gp988gkeffRRrF+/njfjmCM9PR0AgoykOEaOHIk5c+b0+aziniKO1kG7YhpaP9kOWqsGLevdBSnDMNDrvx8z52Mh9bC4nKlE6vBBeOKJJ0BRFDIzM/H//X//H7744gukpKTg0KFDaG1thUQigd1u5/XAdyzV5rK5XFk3l6lrb2+Hw+HA/v37YbfbMWTIkF7N4rW2tuL69evw+Xy88l+KopCSkoL+/fsjPT0d7e3tUKtvTg3gBGxgeXnH88VlrLmMdEJCAmQyGSQSCXw+H7Zu3Ypf/OIXEE0bAqqszu8+38Forju4uMz49+eVYVgwPgYszYKmKHjcPjidTogoGmKWxtUIIDktDa+88grOnTuHsrIyiMViUt4dGxuLOXPmoLm5GVeuXIHNZiNj+EwmE6m84DLo3HkD/CIqMjIy6Fg4R3jOLd9ms6G5uRlOpxM0TfOqHbhS847iS6fT4eTJk8S4Uq1WIycnh1RPaLVaco9MmzatW2KCpmkMGTIE5eXlvJYBwH/NLRYL3G43wsPDoVAoyLmIjIxEWVkZsrKyuixMr1+/jm3btgWZJ9I0jdzcXNKLrFarSVvBqlWryPM6Zub7Usz3VmZeLBZDqVTyWlksFkufZ3DVajUef/xxTJo0CRs2bCCBIQ63243t27fj5MmTWLVqFQYNGtTr7z927FgcP34cYrEYWVlZaGtrA03TuH79Oi+IWFhYiMuXL+O1117DsGHDenU/+oqRI0eioqICpaWlZFtVVRWOHz+OyZMn38M9ExC4/xAy8/cGQcwLCHSC0WjE5s2bsX///k4XeCkpKXjssccwfPjwXhvF43a7cerUKQD+rHzgezudTni9Xmg0Gpw4cQLXr18n/bUcFEUhLS2t017+8PBwLFmyhIj9B4HI1XNhP1kEZ1ElJOnxvTr2qKamxj/WjGWhcfhg0ElgmpSNn7/wAs9EKjo6Gs8++yy++OILhIWF4fjx4ygvL4darYbD4YDD4QDDMJBIJFAoFPD5fLxyfOCm+ZpGo0FKSgocDgd2796N3bt3Q6PRYNy4cZg4cSKGDRt2xwZWLMuipqaGlNWzLEuyozRNQ61Wk15a7t7hhAjLspBIJDyRyGWmuWxxoDN/oEjlAhlisfhmpn5sDthvD4EyO8DqVN1pmQ88ILgDMvPccQB+h3sfvg+csIDKw8Ii8qE5NQL/9sILiI6Oxrx588i4Nm6eOXf/xMbGIiUlBTdu3MDVq1dB0zTpG+fc1rlzwpWiSyQSqFSqIF8KkUhEjAHdbjfp9wf8AtHtdpPxb5zIDax0iIqKCgqsWa1WnDt3DrW1tSQooNPpkJ6eTnrbu5PlLCoqgtfrRVRUFOrq6sh+c+fT5XKhubkZYWFhcDgcZJ/lcjkuXbp0WzMzlmVx7NixoCoCwN+Pv2LFCiQnJ+PJJ5/ExYsXyWi9//iP/yBtJyzLBgUn+1IQ95aYB/yVTh3F/N0iLS0Nb7zxBo4fP44tW7YEld4bDAb87W9/w9ChQ7Fy5UpERkb22nsnJCRgwIABKCkpAQBERESQto1Tp07xFvhtbW34r//6L6xatQo/+tGP+qx9oregKAqLFy9GfX09L8hUWFiI1NTUXpv2ICAgIHCnCGJeQKADDocD+fn5yM/P73RsW2RkJB555BFMmTKl10vtzp8/D7vdDrfbTbJlSqWSCHmPx0PmQTudTjISDPh+9Nf3ZbKhGD9+PGbMmNEnJmt9Ca2UI+Znq1D7i/fhqTNAkhjdK4K+ob7BLxxYFmqHD24JhRujE/DSz38W0rRQp9NhzZo1+OKLLzBlyhSo1WpcunQJMpkMFEXB4XCQjCfXD+1yuXgLfJqmIZfLUVNTA4lEQha9AFBQUICCggKoVCrMmDED8+fP79Zi0efz4caNG7zrb7Va4Xa7Sd8/TdNIS0sDy7LEId3pdBLXd86wLzAzz5WccwS6v3eE6xlnWRZMmBLuKQMg23EerEoGStn9a+b2eMCwLMCyYBm/KJBKJWBZ//FyMkEMCnKGQqHODbvs5meSuy4mkwkSiYQY3YlEImJm2K9fP6SmpuLSpUuorKyESqWCQqGAxWKB1WolQQuNRoOcnBy8++67xEOgpqYGlZWVuHjxIin37wgn9JVKJZRKJdrb20nfOnd/cO0YXHm+SqWCWCyGw+Eg30MMw6CtrQ1SqRTvvPMOKIpCVlYWRo0ahVGjRt1yAkVraytKSkrAsizxDAgclcjBjanjKhlMJhNkMhnq6+vR3NxM2hY64nK5kJ+fj2vXrgU9Fh8fj4ceeojc5ytXrkRYWBgOHz6MpUuX8nqpuUqXQO5mmX1PxXygr8HdFPOA/16fNGkShg8fjm3btuHo0aNBmbLLly+jpKSElN731t+CgQMHwmg0oqGhAYC/2iMnJwdpaWlBff0sy2LDhg24evUqfvGLX0ChUICiqC5NybgXKBQKLF++HGvXruUZZn733Xd47rnn7vvqNgGBu4WQmb83UKxw5gUEAPjHixUUFCAvLy9k2TrgLynMzc3FvHnz+kQQsyyLt99+G01NTeSfz+cj5Ztut5ssdMViMenDHjhwIMkEhuqLjIqKwrJly5CUlNTr+3w3Me89jaa31oHxeHos6FtbWlBXX0+EPENTuDA8Co+++9+3FdA2mw1fffUV6uvrcfjwYVy7do30mttsNpK1ViqVRLDJZDIi6KKjo4P6gqVSKcLCwhAWFsa7hoMHD8aCBQswfvz4W2brXS4XGf8ViF6vh8FggFKpBEVR0Ol0WLlyJcnsfvLJJ8TYjnPk75jB5v4/0LmfI/A53LztkSNHYsWKFbh8+TKMTQYo/7oDIr0BssyEbi/YLRYL9Ho9GB/jPzbK/zn0eX1g8f0ceZaF1upDldiFTVkU0vvngKIoTJ48GUOHDsWGDRsA+EU1V3kQHx9PTMq4z5HH44HBYMC5c+eIozrXEy8WixEeHo7MzEwsW7YMkZGRxMyturoabrcbTqcTLS0taG5uhsFggMFg8LdvfF8RoVarYbPZgowEY2JioFQqyTWx2Wwku8993rnqAKlUitTU1JD3fkJCAkaOHInRo0cjMzOTPMfn82HPnj2wWCyw2+3k3ouOjobP54PRaAzp4s/5O+h0OqhUKuh0OsydOzfovdvb27Fp0yae8zcHd/92tV+7oaGB19IkkUiwePHiXq3GCUSv1/OMQ8PCwrBy5co7ei2r1RrU1jR+/Ph7Npu8qqoKGzZsgF6vD/l4dHQ0Hn74YTIWsKe43W4cOHCAjPLkyMzMxHfffYeLFy8G/U5aWhqGDRsGnU6HIUOG3NdO8YcPH8ahQ4d42wYOHIgVK1b02f0pIPAg8cUXX/Tp6z/55JN9+voPKkJmXuBfHpZlcebMGaxbtw6NjY0hnyOVSrFgwQIsXbq0T817ysvL0dTUBIZh0N7eDrfbDYVCQUqcuUwpy7JEcLndblRWVmLkyJFBWSaapjF58mRMmTKlT+cO3y3C5o4FADS9/Q08lQ0QJ0bfUQ+92WRGXX09aJ+/tN4toXBuUDiW/fb1LmXCVSoVnnzySfz2t7+FRqNBdnY2ysvLwbIsVCoVHA4HEfacEJbL5RCLxRgwYABGjRoFi8WC2tpa1NbWoq2tDW63Gy0tLWhpaYFCoYBGo4FGo8HVq1dx9epV6HQ6zJkzB/PmzQuaQ282m1FSUhI0Uo5zYlepVGRbamoqLBYLampqUFxcDJPJRLLPSqUSNE0HVRJIpVIiSAIzl5wRHuAfbRgREYGsrCzk5uaS94dMAtdD46H4aC/YxjawaQndWviGKrH3uN1gWYCmKVAsizAXC5eEwna1GVaPHC0tLYiKisLBgwexbds2JCYmQqlUEtf6rKwsUjnR3t5OyumjoqKg0+mQmJiI4uJiXLx4EQzDIDIyknz21Go13G43bty4gUuXLgEAmQAgkUiQlJREgmYqlQrR0dHwer3Q6/W4ceMGCgsLeccnlUoRERFBzn90dDS5bkajEbW1tfB4PDCbzaTM3mAwQKPRQC6X885lfX096uvrkZ+fD51OhxEjRmD06NGkysfn85FAJdcyIJFIEB0dTb5vOLj71uVyob29HQqFAkajEXq9nteiU1FRgS1btgRVMVEUhVmzZmHMmDHdut4ds9lhYWF9KpR6s8ye+/wEBkYsFkufucnfjtTUVPzyl7/EiRMn8N1334Usvf/www8xZMgQPPzww0HfK91FKpVi4sSJOHDgAK+6orKyEq+88gqOHDmCL7/8kgTQkpKSoFAoeO1i6enp9yz4cTsmT56MyspK3mSQ4uJiZGRkYMSIEfdwzwQE7g+E/PC94cFf3QsI9AC9Xo+1a9d26lBPURSmT5/e6z2GnXHkyBEA/n59brQZTdOwWq3wer1k4cn1YXu9XkilUtjtdlRXVxM3aMCfpVu6dCliY2P7fL/vJmFzx0ISF4nmd7+F42oFRBolRJHaLo+ts9vtqK7SQ+n0QephYdBJcL6fBotfew4DBw7s8n60tbWhtrYWIpEIKpUKSUlJqKurg8fjIYKeE9fcnGyRSITly5cTd/YBAwZgwIABsNlsqKmpQV1dHXESdzgcJKOu0WjAMAw2btyITZs2YcyYMZg/fz5GjhwJg8GAGzduBP0RFYvFiIuLI32sDMPAYDDg5MmTWLduHcmichl3rrKAy14DN7PB3PMCCey11mg0SEpKQnh4OBYvXhxcupwRB+eqiZB9d7bbbRIul/v7/feLLArc/Q9IJWKEuVj4aArHMmSwi8JBOZ1obGyE2WwmPgDl5eWIj49HVFQUZs6ciSFDhuDYsWMA/C0zbW1t8Hq9aGtrQ0REBCIjIzF58mSkpKTg/PnzqKysJBUJ0dHRaG5u5h/f9+7/DocDIpEIUVFRGD58OHJycnjn4tChQ2Tsm9lsJgZzHc8FV+XAMAwpTeeuj1arhclkQn19PUQiEQn6qNVq3vg4o9GIgwcPYvfu3TCZTEhOTkZERASioqJIS4XVaoVYLIZIJEJERATxCgi8xly/f2NjI+Li4nDlyhUkJydDLBbj3Llz2Lt3b9C9J5fLsXz5ciL6Wa8P7uomuCvq4dI3wGe0gnV7QUnFEOnUkKXFQ5qRAGlKbJCY7+txmR3F/J262QM3PSkCe6vvpZgH/PcS58ORn5+Pw4cPB12vK1euoKSkBHPnzsXcuXN7VHUWFhaG0aNHExNHwH9OT506hQULFmDgwIH405/+BJVKRe5XhUKB5uZmWK1W9O/fv9dN+noLmqaxfPlyfPzxx3A4HGT77t27kZSU1ONgiICAgMCdIJTZC/xLYjQasWHDBhw8eLDTSOKoUaPw6KOP3jWDm9bWVrz11ltgWRY3btyA0WiEXC4nvfKc6ALAK4UOLB0eMGAA4uLiMGPGDIwbN+6+NxfqCYzNidZ1e2HKOwRfmwWQiiEK14BWykCF8DFgGQYuowVNNypBef3j564nKVCSrsK8ZUsgk8nQ1tYGnU6HcePG3TJ44/P58N///d8oLy9He3s72traSItDVVUVKTPlDMTEYjHi4+Oh0Whw7NgxSKVSNDU14cqVK7hy5Qqv5N5qtaKiogIVFRVE9AMg5mxhYWFQqVQkSzxw4ECMHj2al31XKBQYOHAgzp49i/z8fNTX16OxsRE+n483uzwQbvxcYHaRCyZxxn2B2XGRSASWZREeHo6kpCRIJBLk5uZCp9OR17x06RKvZSWlzg7PP/eAMdm6XFVRWVEBq80G5/fBEer7fnyRj0UMpHCKKRzLlKE2SU2yx5zQ5fwJuODEggUL8Nxzz4GiKDL3nRsvyAl6LvstkUhI/7PH40FFRQWioqIQHh7e6XeGQqHgiWqtVovExEQkJiZCJBLhD3/4A08EpKWl4cUXX0RbWxvKy8tRXl6OsrIyVFRUwG63B5VHR0ZGEmHIiXGj0Ugc+GUyGU/cSyQSMtrS6/WS75Ho6GgkJCSQioXAe4zLxgMgVUBcllUulyMiIgKjRo2CwWAIOeGDK90ODw+H12CEZf85mPKPwV1rAONwgcL32RuKAr7v2WcB0AoZpEnRqM+MgCE9HL4wfzvGkCFDem1KSCiampqQn59PfpbJZFi9evUdv15FRQUxFwT8hqNdHSF4N6ipqcGGDRtQUVER8vHIyEg8/PDDGDp0aI8qIq5cuRLknxAREYFhw4bh8OHDKC0thclkgkKhAE3TcLlc8Hg8sNls+PGPf3xfz6QvLS3Fxo0bedtiYmKwZs2a+7aqQEDgbvDPf/6zT1//6aef7tPXf1ARxLzAvxQejwc7d+7Ed999x1tUB5KdnY3HH3+cOH7fLbZt24bDhw/DarWirKyMZHW5hTQnzDmTMoqiyHO4DKpSqcTvfvc7DB069K7u+73EazDCcuAcTNuPwV1nAGv3C5GOgoFhGDSZ2tEuZVGRqEB1rBwOuQiTJk3CwIEDSQYb8IuyzMxMZGdnh8wMbt26FRs2bEBTUxMpuUxISIBKpQLDMKivr0dbWxsxKaRpGuHh4Rg3blxQTxnnPn/lyhVcvXqVlLj7fD7U1taivLw8qBc5sKxbJpNBJBJhyJAhGDduHKKiomCxWHD16lWcPHkSbrebuM8rlUqe2AZulspzrvSBASBuMc8Jee7PBbdg1Wq1SElJAYCQZn3Hjh3D559/jtLSUgwbNgy//vWvEd7i6FZVRWlpqX+Rb/2+v52ioPYAcoZCi06CU5kKtEbISC9+a2srGY3FHZ9cLodMJsPrr7+O8ePHk9d2OBw4duwYTCYTr7WFy4xbrVb4fD5SncCdO6/XC7fbTT5/XPXErVpZWltbUVNTQ2a7A8DLL79Mzl8gXq8XX3/9NY4cOUKCRXa7Henp6SEDdCzLkl54k8lESt45oSQSiYhJI3cvcP90Oh3i4+ORkJAArVZLnhO4nxyctwDDMOS+DqR///5YvHgxxB6m24E2xu6Cr90CS7sRPqUU1rGZME/uhwkzpgZN7OhNDAYDtm3bRn4Wi8U96ss0GAy8MWZisRjjx4+/r3qqWZbFqVOnkJeXF9TfzjF48GD86Ec/uuOqApZlcfToUZ4hoNPphMfjgUajgcfjQX19Pfm+83q9cDqdcDqdqKysxJIlS/DUU0/dt+J4586dZMQiB1cxJSDwr4og5u8NQpm9wL8ELMvi9OnTWLduHW9xEUhUVBQef/xxTJgw4a4vvFwuF86cOQPAvxgMFGDATcdlhmFIWSznNs7NMOfGg33++ef4r//6ryDR9kNFHK1D+COzoHtoOtw1zf5S3sp6fymvxwtKIgbUCmy/cBylFgYWpQgs7b++AwcOxOOPP05KQjnx4nA4UFNTg+bmZsTFxSE7O5tkvqurq7Fp0yZUVVWRcmupVEq8FHQ6HUaNGoXz58/j6tWrZBY7gJBzibm57ykpKZg/fz4qKipI2WtqaipSU1NhNBpRXl5O3NK5Webc79M0jdraWmzbtg0qlQoJCQmIiori3Ucsywa5LkdGRiI2NhZyuRwNDQ2kfYMTdNw54aYoBDpOq9VqIt7HjRvHE/J6vR75+fn4+9//jvr6egD+3tL09HS8/vrrSH7vNSL2PPrGTsUewzD+eew+H8ReH7ReGmIAVhGLQq0LxWkiKLRiqORy0hfe2tpKnOplMhkxiszJyQkKcikUCkydOhUnTpxAS0sLIiIi0NraCrvdToJ9gUEB7ntBIpEgLCwM2dnZiIyMhMFgQF1dXdBcdQ5u5BtnUun1epGSktKp+7zL5UJDQwPS0tJI68ygQYMQHR2NoqIiFBUVobW1lXcPqVQqqFQqJCYmwul0wmQywWQywWKxkJn23PsrFApIpVLij1BWVoaysjKoVCokJyeTknyXywWHw0HuBa4iKFQpOufN4bxSgYaAYI0kLe62LTAUTUOkVoBSyuChvRBZndAeKIb8RhMk6QOAPhTzHYMjgZ+BO6Fj8I8TqfeTUztFURg/fjyGDh2KHTt2oLCwMKja5OrVq/if//kfLFmyBNOnT+92lRdFURg7diwOHDgAm80Gm81G2g8YhoHD4YBUKoVYLIbVaiWvL5fLIRKJsH37dhQXF+ONN9645ZSGe8WcOXNQXV3NC7SeOXMG6enp6Nev3z3cMwGBe4eQH743CJl5gR88t+uLl8vlyM3NxaJFi+7ZyLbjx48jLy8Pbrcbly5dgsfjIX3MwM0MKSdMuExpYLaU65+VSqVYunSpEMH8HoZh8Mc//hHFxcWIj4/H/PnzIZfLUV5ejhUrVkChUKC8vBwnTpwgs+G5eelRUVFkkZmYmIi0tDT89re/xYEDB3jl42lpaVAoFJg1axb69++P48ePAwAxUROJRIiMjMSOHTu6HGRxu924fv06rly5ghs3bsDn88HlcuHq1auoqKiA2Wwmhm7ATVEf6DavVCoRGRlJSs7j4uKQnJyM2NhYIuy45zY0NKClpYX3ej6fD3a7nZRwc474SqUSaWlpEIlEyM7OxrRp04iR5LZt23DlyhW0tLTg+vXrvMqSRYsWYe3ateQYb1dV4XV70NLWCq/XCwfjRZvYh4thXhSrvLBK/P25CQkJ5PU8Hg8aGhqISODOyZIlS/DII4+EHDcI+AXXwYMHUVFRQUrSAz9XNE1DoVBALpdDq9Vi0KBBSEtL42XiGYZBS0sL6urqUFdXx2uRqKmp4WVAKYpCZmYm5HI5EhMTkZqaiujomz4ChYWFpKef24eXXnqJ9M+zLIvm5mYUFRXh6tWrKC4u7jTDyo2Xa29vJyZ4nFiVSqXkPuCCgRxcsCIzM5N4ArhcLt5ijbvfFixYgGHDhsG85xSa3l4Pn9kGyR2YU7rdbrRxQQqvD5I2O7SJsYj95aPE/LK3MZlM2LRpE2/bU089dcctSlzWO9CMsl+/fp2O9LsfqKurw4YNG1BWVhby8eTkZDz++OMhq0huR3t7O7Zu3Uq8ELjgs0QigVwuh06nQ3NzM6ksYRgGtbW15PlKpRIvv/xyyEDovcZgMOCTTz7hmf0pFAo899xz5LMqIPCvxKefftqnr//MM8/06es/qAiZeYEfLF3pi582bRoeffRRhIeH3+W9uwlXjsiyLCmv5+Z0d1w4B4oM4GZWqWPm7OzZs3jqqafuq9LOe8WPf/xjnD17FgDwt7/9DfHx8aBpGsnJyeT8RERE8IyruDLj5uZmREREQCaToa6uDidPnkRtbS1PqEVGRkKhUGD16tVYuXIlEbsFBQUYOHAg0tPTYbPZsHDhwm5VS0ilUgwcOJD0Px87dgylpaVgGAapqamw2WxoaWmB0WjkZdM5N24u+2U0GpGWloYZM2YgKysLTqcTEokk6N6IioqCwWAARVFkccpl5LlsLufKn5KSApFIhJiYGIwYMQJbtmxBfn4+yVKZTCZcv36d9KNzWckxY8bw3vN2VRV1TY04ceII6lgvqrxWtIh9oMTf3/NMcKWBRCJBfHw8nE4n3G43wsPD8fTTT2Pq1KkhzzHDMKiurkZJSQmam5tJ8IwLpHG+AYC/jWLEiBFISAjtxk/TNGJiYhATE4Phw4ejtbUVtbW1KC0tDRLaERERkEgk8Pl8qK6uRnV1NZRKJcnWdyzfHTRoEE8cUBSF2NhYxMbGYubMmWBZFtXV1SRrX1paSu5RiUSCqKgoREVFwefzEeM9s9kMr9cLu90Ou91O3PSVSiXkcjlcLhcuXryIc+fOITo6GjqdDnFxcbyyZ6lUihUrViAjI8M/NvL3X4PxeCBNj7+j7x7efHmxCGx8OBinC01vrQOAPhH0oUQ7wzB3LOY5s8u2tjayzWKx3NdiPjExEa+99hrOnDmDzZs3B5kQ1tTU4Pe//z1mzpyJxYsX84wWb4XP58O1a9d4xq3cNeZaPLgKGsAvhOvr66FSqcg+2O12/OEPf8CVK1fwzDPP3LOAeyiio6Mxd+5c7Ny5k2xzOBzYsmULVq9eHdSGIiAgINAXCGJe4AdHV/ri+/XrhyeffBKZmZl3ee+CuX79OhoaGlBdXU2yvYGl0YF9yxzcvGmJRAKRSASXy8UrtxeLxbh48eK//LicTZs24ezZs2BZFhKJhIhpzuTNbDZDJBJBrVZD/n2pdmCpNGeMJpfL4fV6UVFRgaSkJCQkJKC8vBxVVVWIi4vDz3/+c55gnDJlCqRSKXbt2gWFQoHw8HBMmTLltvvr8/lQVVWFa9euobS0lAhit9vNm1/PsiyZW86yLFpbW8lMc+CmkRl3L7S2tmLHjh0YMmQIRo0aFXJBHBYWBq1WS/rGOR8GmUwGuVwOmqYhk8mI2R3gX+Q/++yz5H09Hg/q6upQXl7OqxqgaRqxsbG8c+DxePDMM8+gsLAQYWFh+PTTTzFu1jhoMIo85x+//S2OhbvhcLjgcPjN22iWJe/HCYNA4SgWi6FW+83wJk+eHFLIezwelJWVoaSkhAhtLghD0zScTifJyHPj5RYtWtRlgUpRFKKiohAREYGDBw/CZrNBLBaTUXBRUVFBv2O321FaWooTJ06Qvn3u/E2YMOG278e1ZCxcuJDcq5y45yo7RCIRwsPDER4eDoZhYLPZYDKZYDQa4Xa7YbVayfngzBalUimqqqqg1+tJdUdSUhLS09Px2GOPIS4uDo7L5Wh6+xswHk+3JhV0xBco5gGIJRJIorXw1BnQ9PY3kMRFQjG0d7+zQ4l2n8/Xo17tUGL+focrix80aBC2bt2Ko0eP8h5nWRb79+/H+fPn8aMf/ei2s+ldLheOHz+O1tZWMkKR+7xyFWZGoxGRkZGQSqVwuVxQKBQYNGgQSktLg8bE7tq1C8XFxfjVr36FxMTE3j34HjBy5EhUVFTwfBKqqqpw/Pjx+7KaQECgLxGKve8NgpgX+MFwN/viuzNqicskdsauXbtQUVEBi8XC61MGbs565spZOUEVmDnkFkhcqWxMTAwiIiKwa9cuZGVl9flop/uVGzdu4PPPPydBkdjYWCKSgJsBE4vFgrCwMOIEbrPZiPABQErNLRYLdDodLBYL3G43cnJyMHz4cEydOjWk2Bo3bhwyMjJQX1+PzMxM0lMfCDd/vLS0FNeuXcP169eD5nU7nU7e3HfunhCJRGR2ularxYABA+B0OtHQ0ID6+npe8Icrk75w4QKKi4sxaNAgjBw5EhqNBsnJyejfvz+Sk5Nx5MgRbNiwAWKxmASGuNJ6mUyGuLg4uFwuVFdXo6Kigtx7drsdTU1NMBgMMJvNvPemaRoRERFITU0l2UmGYfDTn/4UO3fuBMuysNlsePrpp1FUVESuz/Hjx3H16lUwDEPEO8uyJEDHCfZQI/MkEglUKhUMBgP27NmDiRMnEtOt0tJSFBcX86orAs8t10/OBUxEIhH69et3R98X586dQ0NDA7kGLpcLs2fPhlqtRmNjY9DCh2VZGI1Gco0B/3dWx8De7RCLxcjJyUFOTg4ZhXj9+nUi7jlhzjnfJyYmwuFwkHJ8p9NJhH6gIaBMJkNtbS1aWlrgdDqxf/9+LJo1B6Z3vwVjskFyhxl5Dm9HMS8WgaIoSBKj4alsQPO73yL5/ddAK+WdvEL3CZU97cmseSC4b54zUnwQpouoVCo89thjGDt2LL7++usgUd3e3o4PP/wQI0eOxMMPPxyy2shqteLo0aOwWq3EWJJlWRIg484DN6aRq7BxuVwIDw/HsGHDEBERgUOHDvFet6qqCq+99hpefPFFzJgxo29OQDehKAqLFy9GfX09byRhYWEhUlNT79o0HAEBgX9dBDEv8IPgbvXF38moJe3iSdDMGgVxtC7o9aqrq3HgwAFiagbcjGxyJl7c4phb4Hs8Hvh8PpKZD+wPBvwLIi67fO3aNYwePfqOj/dBpa2tDR9++CHa29tJ73dcXBwRgtxEAC4gws0k57JDXHZSJBKRUmSGYSCVShEZGUkqIQYNGgSXy4XDhw8jPT0dKSkpvD7q6Oho3uxhs9kMvV6PyspKlJaWoqysrFPTNACw2WwhRWd0dDTGjh2LgQMHol+/foiIiMDZs2dx5MgRNDU1wWg04saNG6irq+OJQI/HA4/Hg7Nnz6K8vBwPPfQQli1bRkT2mDFj8M0335BgEbfo5u41vV4PCm8VrgABAABJREFUp9MJo9EIj8eD9vZ2NDU1kcyj1WolGW6PxwO32w2VSoWYmBikpaWRbPOf/vQn7Nq1iydSzWYzWlpaEB0djevXr2PLli1BBmycoR/3emKxmIjNQBHp9XqJoLp+/TqZM8+5aXeGSqXCgAEDkJWVBbPZjOrqamg0mjuq4HG5XNi9ezdvW1xcHGbNmkWqaaqrq1FVVUUqciwWS5CglcvlOHz4MFQqFcm+d9b73xkymQxDhgwh2VSr1YqSkhIi7hsaGkiJfVxcHOx2O2pqatDa2kqukcPhgMPhgFgsRmRkJKqqqrBlyxZYvtiDae1SSJNje9zWEyzm/Z8liqIgToyG42olWr/ai+jnlvbofQLpLDPfEzqKeZZlYTab72k7V3fJysrCm2++iX379mH37t1B1+b8+fMoKSnBsmXLMGXKFHLtW1pacPz4cbjdbt7IR24kIufbwMFVrXDfxx6PBxKJBCtXrsTw4cPx0Ucf8b4DnU4n3nnnHVy+fBnPP/98UKvNvUChUGD58uVYu3Yt+a5iWRZ5eXn3zT4KCNwNhMz8vUEQ8wIPNHerL76zmebi2PBbjlpy6RvR/OcNaP18J7QrpiFy9VxeVunkyZPE7RjgZ10DM8jcCDLOsEoulxOBxf3jfg5cUD9Ii8fewu124+9//zsaGxt55cqJiYmw2Wxk0Rgo5jnDO5ZlyXg2lmXJqCSfzwen0wmWZYk7vU6nIzPkAb9o1Ov1yMjIQEpKCqxWKxHuer0eer2eV3p7K1iWhdVqJcIzPDycuIyPGjUKo0ePBkVRMJlMuHbtGvbt2wer1QqlUkm8AIYOHYrMzExUVFSgoaGBiGbu/mhvb8dnn32GvLw8LF68GGvWrEFcXBwGDx6MkpISiMViIug5d3TgZkCiqamJBCK40X+cE3XgSD6uxzw9PR0sy+L999/Hl19+CafTSQwcuYxdTU0NWJbFl19+SQQQt/DnTCFjY2OJw7tcLifXMBCKomAwGGCz2Uj/d1VVFaRSKeLi4oLEVlRUFAYMGIDU1FSSqeX6zO+UQ4cOBZVXL168mIhHmUyG7OxsZGVlwWg0Qq/X4+DBg7znB05CsNlsKC4uRnFxMWJiYpCamoqEhIRbjsPrDLVajTFjxhAPg7a2Nly5cgUXL17E5cuX0dzcDJFIhOjoaDI5weVykf5mrhzfWtOIRHsSPAlJkHfT7K4jgX4PHKKAY6NlEog0CpjyDiF8+dSQwdE7obOe+Z4gFouh0Wh4199oND5w38cSiQQLFy7EqFGj8M033+D69eu8xx0OB9avX4/Tp0/j0UcfhUqlwpEjR4iRaFtbG/kOCQ8PJ607XJCIg2t34qpwJBIJmpubMWvWLOTk5OD3v/89GQHKsX//fly7dg2/+tWv7siYr7dJSUnB1KlTedUEZrMZO3bswIoVKwT/GgEBgT5DEPMCDyR3sy/ecbmcNxe7O6OWRGoFWB8DX6sJrZ9sh/1kEWJ+tor0fQ4cOBAURfFEEU3TEIvFEIvFpF9XrVYT0R6YhQ+FSCSCTqdDdnY2YmNje3TsDxosy+Kbb75BZWUl2tvbyTaKopCYmAiXy0UW6lzZq9frBU3TpC+eq4jgetU5gaFQKNDe3g6Xy4V+/fqRhafL5SLVHk6nE9euXUNLS0unztC3g2EYyGQyDBo0iAh4Tnymp6cjJiYGZWVlpK+UE0HcfnIBCa5EXqfTgWEYlJWVobKykidUGIZBW1sb1q5di02bNmH27Nl44oknYDQa0dzcDIfDAZlMRqpBDAYDzp07R15DLBYjJiYGHo8HBoOBCEvucaVSSUb6paamYv369fjqq69IK0Pggl4ikaCoqAj79+8nBnZcRo5hGCJsU1JSoFKpMHPmTFy6dAm1tbW8mehcMMztdsPr9cJsNpPef7fbTbLtcXFxyMjIwKBBgxATE9Ori22j0RhUItyvXz/k5OQEPZeiKISHh8NgMMDhcJCAC7c9FM3NzWhuboZYLEZycjJSU1MRERFxx8cQERGBadOmYcKECdi8eTNOnz6NpqYmNDU1EdPDsLAw0DSNtrY22Gw2AMAQpwxSpxeK+DsPenD4vMHZ8I6BClGkFh59IywHziH8kVk9fk/g5v0SGEjoaWYeAGnJ4TAajT1+zXtFbGwsXn31VZw8eRJ5eXnk+nNUVFTg//2//4fRo0dDqVTC6/Wira2N55nh9XqJb4RWq+WdD5ZlSeCV+1vIjf1MTk7Gn/70J3z88cfYt28f731ra2vx85//HM8//zxmz559zwXz5MmTUVlZyQs8FBcXIyMj41/ev0bgXwMhM39vEMS8wAPF3Z4Xzxu1lBTT7VFLAECJaIhjwkFr1XAWVaL2F+8j9hf+UUuDBw/Gc889h7/+9a+kB1oul0MsFiM6OhparTbkMchkMmJkFRERQf6r0+nQ3t6Oc+fOoba2Ft9++y2mTZt2Xxj93Q0OHTqEY8eOkT5NDs7lHLgpNF0uFzF283g8UCgUpKSY63HtmKGLiIiARqOBRCIhJfCBmWHOQI+rkOjqH7bk5GTk5OQgJSWFlPMHQtM0oqOjodfrUVBQQBa8HYU8d1zc3HGNRkPM286dO4cjR47g9OnTqKioCBIsdrsd27Ztw86dOzF27FhiWuVyuUj/9MWLF8EwDJRKJWJjYxEZGYmWlhYyS56DYRioVCpyfpVKJYqKirB9+3a4XC5YLBbeuaUoChKJBDt27CA9poHtJVy1RGZmJhYtWoSZM2di48aNsNlsJADW0SMgsBeac9GWyWSQSCTweDykkqEnIrgz9uzZwyvnp2kaixcv7vT5LMuScYbcPRgZGYmxY8eiurq6UwM1r9eLyspKVFZWQqfTITMzE8nJyXfUm221WrFx40Y0NDSQ9pDBgwfDZrMhLi4ONpsNJSUliI6O9ldqtLVjSrkIijANxLKeO4x3LOOmA6qTOCgRDUjFMG0/Bt1D02/rR9JVaJrudTGv1WpRU1NDfrZarUTQPohQFIUJEyZg8ODBJOATCMMwuHr1KiIiIpCQkICIiAjY7XbS2mI0GsmIRy7I1zEowI0FBfzfRzabDSqVCjKZDK+88gqGDh2Kv/3tbzxfEbfbjffeew8lJSV48cUXe2Rc2FNomsby5cvx8ccf85IMu3fvRlJSEq/lSkBA4F8Ti8UCuVzeq99VD+ZfFYF/Se72vPjeGLUUCC2TQJIe73dmDhi1tGzZMly8eJGUMCoUCsTFxRGxzgn1QNEeyvirubkZx44dI0EOTkheuXLlX0LM37hxAxs2bAAAXnk21+PLmZoB/nPDMAzsdjsxppNKpWAYBlarlWTszWYzNBoNcZGnKApWq5WMYOPEIQBSWgrc7O0OhVQqRWpqKjIyMtCvXz/069cParUara2tuHbtGk+Uer1e4i7f8b4PJeQjIyMhkUhIwAEAkpKSoNFoMH36dEydOhU3btxAYWEhdu7cibKysiDh4vV6Sc9rTEwM0tPT4fP5UFRUBIZhSNUHV+ZfVVXF+30uo2yxWPzu8CwQ7aZRsX4XpjolkLpp+Dyx8IKFBV7UwYkmeOH0+lBRUUHEvEQiQXp6OqqqqiASibBgwQK88MIL0Gq12LdvH8rLywHcdO7ngifceec+H1KplJwnj8dDKl5EIhHOnDmD0tJSTJ48GZmZmb0i6mtqaoJGy40bN+6WVTI1NTWoq6vjbZs0aRL69++Pfv36oa2tDVVVVaQKIRRGoxHnzp3DlStXkJ6ejoyMDNKaEMp8MZDW1lasX7+etFJwiMVi/PjHP0b//v0B+Muqr169iosXL6Ll0jWkNlQjOjXplq/dVby+0P3yHRGFa+CuM8Bd0wxZenyvvLdIJOKd194Q82FhYUEBPZPJhMjIyB6/9r1Eo9Hgqaeewrhx47B+/XryXQj4BTjnBxEeHo74+HiEhYWR8Yc+nw82mw02m40YuXL99Ny54gKiUqkUzc3NSE9PJ68/bdo0ZGdn4/e//z0qKyt5+1VQUIDa2lq8+eab97SdISwsDEuWLMG3335Ltnm9XuTl5WHNmjX3NNggINDXCJl5PlarFbt27cLJkydx4cIFNDc3k78vKpUKOTk5GDt2LGbNmnXbCSG3gmKFMy9wn3Mv5sU7Lpej9hfvg3G4ejRqKRQsy8JTZwCtkCHp7ZehGJoJhmFw6tQpMAyDzMxMREREdDkgYTabcfbsWbK44RzaHQ4HYmNjIZfL8fjjj/fa/t+PtLW14Xe/+x3JYFZUVMBkMiEsLAwGgwFDhgzBww8/DIVCgaSkJCiVSlLWKRKJIJfL4fF4cO7cOZJBc7lcxBiMC55w/eBut5uYNgE3M/Lc/9fU1JAFaWpqKtLS0pCWlob09HQy556DZVnU19fzrp/ZbCZGdkqlMijTGijkpVIpeW2VSoXt27fz7te5c+eSHvNAuFLwr7/+GlevXg0pYBwOBxiGQXh4OORyORoaGuDxeBAREYG4uDhcu3Yt6PfS09PR2NgImd2D2WEpGGmTItxDQ8ZSYFgWYFkwLAsaAPdpdlEsWkU+XNR4oJ0zBr4wBeRyOV599VXSXsKZvpWUlODrr78m54G7Xh6Ph2eoFzgBguvXDTTfUiqViIyMJKIxNTUVCxYs6NFim2VZ/P3vf0dFRQXZJpfL8cYbb9xSUG/YsIHXlhEWFoaXXnop6Lr7fD7U19dDr9eTMuTOaGxsRENDA1wuFyIjI0mZf2ZmJs+Qq7a2Fhs3bgxqV1IoFFi5ciWSkkKLdUvBWdT9x8eQpsWF9A3pLkajEc6AfVB+PxqvIyzDwKNvRML/fR6aWaOCHr8T1q9fz8sSz5s3r9Pj7g6XL1/mBUgSEhJ+UIFVt9uN3bt3Y+/evUETLORyOTQaDRISEsjfZW4yR6ChHZeN54S9z+cjlT/JyckYN25cyPf95z//iR07dgQ9FhUVhTfffBPZ2dl9cMRdZ9euXTh79ixv25gxYzB//vx7tEcCAn3P3//+9z59/eeff75PX7+3qK+vx4cffoj8/Hzyt1Wr1SIyMhJarRYulwtGoxFNTU3w+XygKAoDBgzAU089haVLu2/wKmTmBe5b7tW8eMbmRHMvjVoKRWejlm43S7ojLpcLFy9eRElJCREoXDm0z+cjIqVj+eoPDbfbjY8++ogIeY/HA7PZjOjoaJjNZlAURRbmgSOQuC9Qj8eD1tZW0pPt8XjIWLaIiAi0tLSQDDyXQeJGwjEMQwzyuJFLiYmJmDlzZkjh3hGWZVFeXk7M+gwGA5qamohruFqtDvp9TshHRUUhIyMDCQkJJMjAHS8HRVGkvaAjOp0Oy5Ytw+LFi3Hu3Dl88sknOH78OO9+USgUcDgcxBAtMjISNE3DZDLh7NmzpIyeIz4+HtEaHYbcsGIGG45wkwxOnwc22odW+OBjA/rkuekPABQQI5aRYKlFDvpALWqyIzDuf14OMqBraWnB5s2beRUWnHDgxjQGGkdy/hMymQxarRZarRbt7e2wWCyw2+1wOBzQarXQ6XSoqqrC+fPnQ4qHrlJUVMQT8gAwc+bMWwr55ubmIH+F8ePHhyyVF4lExEfBbrejuroalZWVvNGFgP8z0draSrwTHA4HTp48icOHD0MkEiE1NRX9+vWDWCzGmTNnggIyOp0OjzzyyC2zyC59AyigV4Q80LmTfUe493NV1kOD3hHzUqmUJ+Y7joe8U3Q6HU/MP8h986GQSqVYunQpMcjj7n2u6slut8NoNCIxMREJCQmQy+WQy+UkQ899zwV6kwD+889VQIUaySiVSvH8889j0KBB+Mtf/sILDrS0tODNN9/Eyy+/jOnTp9+V8xCK2bNno7q6mhd0O3PmDLKyspCVlXXP9ktAoC8R8sPA22+/jS+//BIMw2Dq1KlYsGABhg8fHjJA7HQ6cfXqVRw9ehQ7duzAG2+8gc8//xz/+7//i4EDB3b5PQUxL3Bfcv78eXz++ed3pS++I63r9sJ5tRLipN7NyAfSk1FLPp8PJSUluHjxIlnEBI4L4+AyJV6vt1szqh8kWJbF119/Db1eT35ubm6GRCKB1+uF0WiE1+tFTEwMvF4vJBIJWJaF3W4Pqnyoq6uDTCYjJk1utxthYWGkxzsqKopkegEQZ+/IyEhoNBqMGDGiW9k8r9eL0tJSVFRUoLm5mWcYJZPJyHz3QFQqFZKTk5GUlESM5QD//aTRaEjpOUd0dDRkMtkt90MkEmHs2LEYO3Ysqqqq8MEHH2DPnj1E0CgUCohEIiLqOafutLQ0tLW1EZfziIgIjNElYvw1F2KZaNhpBrU+OxgKoECBYXz+THzgMX1fWuuADy4KoOFFoleBEXonwj7YA8fPtMQs0u124+uvvyZTBTh0Oh1sNhvJ7HHng6Zpco2NRiOZGc9FxV0uF7kXVCoVpFJpj0Sc1+sNyhSGh4dj0qRJt/y9EydO8H5WKBQYNmzYbd9PqVSSMvzGxkaUlZWFzNZzbSNSqZRUoFRWVuL8+fNoaWmBSCRCWFgYdDodtFot0tPT8cgjj/Dur1D4jNZeXbj5Oor5W/T9sywLn9Haa+/dcXRYqHGQdwIXJOLgTDV7ow3sfiIxMRGvv/46jhw5gi1btvA+Ry6XCxUVFairq8PYsWNJhU1YWBg0Gg2cTicJrgUG6SwWC8RiMSwWS8gKDcBvOJeYmIj//d//5ZX7u91u/PnPf0ZlZSWefPLJWwZU+wqJRIIVK1bgk08+4QWqduzYIYyrExD4AbNhwwY8++yzeOKJJ6DVam/5XLlcjtGjR2P06NH42c9+hhMnTuCDDz7AgQMHBDEv8OBiMBjw+eefB5WncfR2X3xHvAYjTHmHQGsUd2R21x26O2qJZVno9XqcPXsWZrMZAIixELd4omkaKpUKFouFt9DmhOyDjs/ng8lkQltbG9ra2nDo0CHs378fbrebjJFzuVyQyWQwmUykHD4uLg7AzUW71WpFREQEOUcKhYLMOwb8mR8uCMKZf3H3G5eBF4lEUKlUSEhIwLBhw7o1+7u1tRWFhYWorq4OmjOvUCiI+RzgF6ZcJlWtVgdlMCmKQlhYGGQyWVDfdXdLhVNTU/H73/8eb775Jj788EN89913MJvNkEqloGmamP45HA5IpVLiReByuTBfm4oZ5QzETqAOLvhYABQAFkTIU99n43kSkKK+/9m/3SkXQ9svjWcWqZo1Cl999VVQcC8sLIx37dxuN2iahkwmI6KfG5vX2toKuVyO9vZ2Mo6QE7CcY3tPetZOnDiB1tZW3raFCxfe8nNnNBqDvBDGjBnTre82rvoiPj4eZrMZ5eXlxGeAqxjhDAABkGoFiUQCuVwOp9OJ9vZ2tLe3Q6VSgaZpbN++HTk5OcjJyem0qoB1e/mBmR7QcbIB0Hlm/vuDBuvpvYqjjgGv3hLzXGVNYAm60WhETExMr7z+/QRFUZg6dSqGDh2KTZs24fz587zHXS4Xjhw5gtTUVMyePRvt7e0wGo2kIspqtZJRdpynidFoRFVV1S0/l+np6fjzn/+Mt956K+iz9N1336Gqqgq//OUvbxuc6guio6Mxd+5c7Ny5k2wzm80oKCi4pSGmgMCDipCZBw4cOBA0/rarTJgwARMmTOjU9LYzBDEvcF/g8XiQn5+PvLy8IHHD0dt98aGw7D8HX5sFkrS4PnuPQLo6aqm5uRmnTp0imTdO1AaWhmo0GvIF8iCKeYZhYDKZ0Nraivb2diLYA/8ZjUayMLbZbKioqAj64yGVSkn5PADExcURMcqJJIvFgoiICPI7nJiz2WzweDzk+dyMZI1GA4qiiDgKzJj379+/S0Le6XSisrISpaWlKCsrCznLWq1Wk33UarXo378/srKyIJfLYTabgz4bFEVBq9WSUuqOYjIhIeG2+xUKnU6HN998Ez/5yU/w8ccfIz8/HyaTCQ6Hgwhkj8dDPAXmalIwo4qBhKJRwzrhBQOaooMM6Wjq+775EPi1PwWRWASRXAo6PR6eWgOqf/MZinfvRrmCL7BkMhni4uJIlUWgezgnWLl2E24En0QiIWI/OjqafCYyMjIwffr0O17w2+12FBQU8LalpKRg6NCht/y906dPB43nGz169B3tA+APbowYMQKDBg1CdXU12traiFM7ZzDGBanUajXUajW5b1iWRWxsLMxmM06dOoVTp04B8E9wiI6OxsiRIzF27FjyXpRUDPTSwi04QEWDvpUjP8uCkvTe8qWvxDxN06S1g8NkMv0gxTyHTqfDs88+iytXrmD9+vW8YweAqqoqfP7551i4cCGmTZsGvV6P2tpaqNVqYqrJCXquDakzMc96fXBXN4GuqMdraeNxutyF8mvX4KMoOMRAmwLQHzuH1+tew3/+n//qFR+E7jJy5EiUlJTwDPsuXLiAgQMHIiMj467vj4CAQN9yp0K+J68hiHmBe87Fixfxz3/+E42NjSEf74u++FCwXh9M+ccAqfi2c+R7i9uNWgplbmc2m3liXaFQQKfTBc345p7PCS+FQkG2cZmPwH9cL3bgfzs+J9Q/7vkdX4N73OfzkWyuzWaD1WqFyWSCxWKBxWIhx9NxXBmATlsDvF4vampqSJ8l9zylUklGIXHZVy4rzy3YvV4vL4PPwZniBc6iD8yqyWQyKBQK0pceFhYGqVSK4uJiTJgwIWQpp9PpRFVVFcrLy1FfXw+32w2rNbg8maIoqNVqyOVyZGRkoH///oiNjSVZZZPJFORiHijkAQRl5SUSyS0d1LtCVFQUfv3rX2PVqlV47rnn0NbWRkQyd28lOWjMtYtBSRg0i7xgwUJE0/B73d0U8iJaBB9Xah9wDCRTzwK0mIbT6QTDMHA5nTCLfWCbjYja1QLdlGQYo/1BE5qmkZCQQNz29+3bRwIvnFjlWiUCBSwA4rDNeR9Mmzatxz2sBQUFQb4eS5cuvWVri91ux4ULF3jbhg8fTj6nPUEqlSI9PR2VlZVkv3Q6HcnSB4olhUJBRiK2tLQQMQWAfI4AIC8vD8uXL8eLL774/7P33fFtlXf3517pam8Pec84trMTkhAgJEBIGGXPQqFQRvdilA2lpSWsl/b3lhYolLbMEEpom5CQlJCdAIEkZDiO97YlS7L21r2/P5Tnyb2SHDuOE+CtDugTWZY1ru69es73e77nAABkJt24je6kz8sfPXKOYRjITEd36D8WpJL58ZqZB0DjQgn+r83ND4epU6di4sSJWLlyZZp5bSKRwMqVK7F3717ccMMNmDZtGj1PxuNxiQdEpjGh+KAbvvWfw7NqG6I9g+BDETAAJggCChMmeIbc4JH044iygKe9F3879FOc9/BPMGfx2Sfh3R8BwzC46KKL8MILL0jO4StXrsT3v//9Ecegssji64RsZ370EAQBnZ2dUKlUdJ06VmTJfBZfGhwOB1599VXaAUqF0WjEt771LSxYsOCkzHtHu2yI9gxCZj7+qtqxIFPUUjAYxLZt29Dc3ExJMSHDZCEul8uhVqupIRlZdBPyTFzSAeCdd94Bx3ESAn6sEMcGkUskEjnqv+QyHlFPYjgcjjRyq9VqafwRIQdKpRKVlZU03xgAlV+HQiHJQkqn09HiAyAl8qTb7/V6KTkKh8PUEK+jowMqlYqalvl8PlqwEG+/TN14lmVRUFCA6upqVFRUQKvVguM4hEIhyGQyBAKB9Azuwx0/sdoilcwXFBSMKW88FYIgYO3atdBqtaipqUF3dzfC4TDi8Ti0LIfr4oXQCCzsiCIeTb5OAYAgJN8rIfL0FyIwRGJPSD+Shae+3t6klJoXEFIy0HgSqN9tw6dnlyPBsZg4cSLOPvtsFBcXI5FI4D//+Q9YlqVeCWT/Fkf3kblxoqyYNGkSzjjjjOOeXR0cHEybe58xYwbKysqO+ne7d++WfK4sy0o638cL8vwMw6C1tRUsy6K0tBQmkwkymUzi/E/2y9zcXOTk5MDlcmFgYIDO23McB5lMho8++oiSeWVFYfJz5vl0EzzxKIVweIBCdIOQcr8oKaAxDBgAMtnwSxMhcbi4Vjk21UkmnKiZeSBJ5sUg40D/DTPTSqUSV111FWbOnInXXnstzdOhs7MTTzzxBC644AIsWbIENTU1GBgYwMcffwy73Q6DwYAzzzyT3p8PhOF8Yx08KzYh4fIBCjlkZj3kVjPdB5UAFD4fmltakIjGwPGAOSzgtNYwBm57Gh9+YzPOfvoeyLTHXzQbLUwmE84991ysWbOG3ub1erF+/XpceOGFJ+11ZJFFFicfH374IdavX4/77ruPztD39PTg+9//PvU5uvDCC/H000+P2d8jS+azOOkgRlHvvvtuxkUTwzA477zzcM0115zUObdoWx/4UARy68nNqGU1SiTsQ4i29UFZWQiHw4GXX36Zkk7i0k0W3AzDUBJH7pPaRSekn/yeyI0JuSGddPG/4utiMi6+/lWouno8HsTjccjlcsjlcuqyXllZicbGRrAsS82QcnNzUVpaSqXVgJTMk2gyMv+uVqsRiUQQDAYp6VMqlbSYZDAYaNcuNQ/e6XTC7/enGbQBRwzZxGBZFnq9HiqVCoIgoKWlReJqLpfLqcSe/D2RSjscDgCgsW1yuRz79u1DJBKh91OpVLDZbPQ+5HKsBP/111/H2rVr6Yy5wWCA1+uFxWJBzT4Hqt0K2JkYDnOs5P5I9lUwkB1+PQk+ATGbZw5fAAbC4f8SfALRaBShUAhqtQbhSBg8gKCOg8kZQmWjA4abzscVV1xBPxO5XE5nv4mJXSwWk6g2FAoFfd9+vx/XXnvtuCl93n//fUmxSi6X44ILLjjq3/A8nzZTPGnSpDTiNxwSiQQlhaFQCOFwGNFolCYxxGIxuFwu9Pf3IxqNwuFwIJFIUDKl0Wig0+noCEKqkkZ83efz0aKD2+3G9773PQiCAIMvhvPsTkSHbIjJkkGDYz07xKIxyfEkl8sgk8uTxTIwYJjDKg6GARcXoIgLWLb8VYT+847Ew4KkOpBjmhhWchwHpVJJ3f0VCoXkZ7vdju7ubshkMrpN+vr60u47lqKyVquFXC6XFG7cbvdxd2K+TqiursYDDzyAlStX4qOPPkrr0q9atQp79uzBt7/9bZSUlODyyy9Pe4zQ3lbYf78cof1tkOk14CoKhlXQ6fR6TJ48Gc3NzQgGgojKAEYQoI0BzD8/wYd7vo95/3sfjLPrT9h7TsUpp5yChoYGiSHi559/jvr6elRWVp6015FFFicSX4U14lcNy5Ytg81mk5jhPf7442hpacG8efPgdruxevVqzJs3D1dfffWYniNL5rM4qdi3bx9eeeUV2jFORU1NDW699dYv5cttvKOWRguv1wu/YxDrn/g9DqwwoKenh8oyU7vohKiRbhq5pELcXSZk5stw9B0LZDIZ1Go1NBoNNBoNtFotvT44OIimpibJ3LpOp8OiRYuwZ88eKJVK6iNAyFtOTg4SiQQl80qlEmVlZZS8i0EIEemKk9EFjuNgsVjQ3d0Nlj0yCy4ujsTj8YwRimIizzAMtFotJfHDxQZyHIcJEybQ10yeKxaLoaWlJa0IFovF0sZUiFN+pu2bSvCJ07lKpYJSqYRSqYRKpcLGjRuxbNkySozIvvSHP/wBFaY8NF3zEAIKHxQBD0KhpDRW4MVf5snXDSaDGuQwOWMggEm28pMZ9DyPWCwGmSxC92NexiLGsajtCWP2/LPTSJVOp0M4HIZcLqcz4kCSWGu1WqriIDF0vb2940LmW1pa0NDQILntzDPPzOjrQcY7wuEwXdQTY7p4PI6qqir861//ouSc/Cu+Tv5NVaWQxycu/aQIZ7PZJIVAILkP+nw+DA4O0s9ebDYn/pxIUYj8fUVFBd33nJwAn5qFIZBAVHN8yqn04hdLb5d29QFNMAG3VoaOkBtCxIPxQCgUkrihy+VybNu2Le1+ZHulFgbE5yuNRgO1Wi05bxG3dnJceTye/yoyDyTVTVdeeSVmzZqF1157Le181dPTgyeeeALnn38+zj//fMk+6V37CWzPLEPCGwBXkj8qc1qFQoH6+nq0t7fD5XRBYBj4FUCIF2DsHMTO6x9E7W9/gNKrF4/7e80EhmFw8cUX48UXX5Qcv6tWrcL3vve9/3MJB1lkkUUSLS0tOP300+nPPp8PmzdvxoUXXohnn30WsVgMl19+Od59990smc/iqw2Xy4VXX301TY5KYDAYcP311+Oss8760iLUxjtqaVTPGY+js7MLxmgc8Ifg97OUtIljelIX2GKn8xOFTM8z3G2juT+QLC7odDpq1pd60el0EjWG+H339vZix44dtLuYn58Pi8WCK664AgaDAevXr4darcbQ0BAl3CR3XBAESozFxiJk9jsejyORSNCoNZ7noVAoqKIhEomgtbUViUSCjjswDCMpBpCxBzGhJ51BQuCJWzjpnmaCQqHAhAkT0hZ30WgULS0tGQ0iU4sIxK08E0jxYaS54IMHD6aZurEsi8svvxwdHR1wf/IR9IEIDKUFkAWNOHSo8XC2OwOATfbaDxN08i9Fhn1FIBdeQDgSoQZoZO/h9WqYGSUCG3dDkWIWqdPp4HA4aEeWzMyTGfrc3FxKwgBg7969mDx58lFz1I+GSCQCr9eL119/HUNDQ4jFYocLEDLYbDY8//zz8Pv9CAQC8Pl88Pv9kgJMb29v2lzwaOa0BUFALBajpF1M3FNHWcT+FakghRlSSCDmkHLSDT98IfcjnW2/PxkHp1arAZZBc6ESpzYFwQgChOM4F2VSsmQCIwiQ8UBzoRICO37nvtRCZ6YCKQD6OYuNR0eDcDgs+bw5jkNxcbGE/IsLl6nFAfE58usuz6+srMR9992H1atX4z//+Y/ks+d5HqtXr6Zd+rKyMnjXfQrbk2+Cj8WgqCw8pu88lmVRXV0NjUaDnp4eQAASLAOXUoAxGEbDPf8Lj9uDKbdfdSLeahrMZjPOOeccrF27lt7mdrvx0Ucf4fzzzz8pryGLLE4ksp35dLhcLuTl5dGfP//8c8TjcXzjG98AkPw+OP3007Fy5coxP0eWzGdxQhGPx7FmzRr84x//yLhYZRgG5557Lq699tpxcYAcC4hseaC7B0w0CsVJzGTneQHRWBSxeBwBTxSDg0FKOiKRiOR1iLv0ZNZVvOAGpItgQmhYloXJZKKO66Ml5keDXC6nxFt8Ed+W6bparR7TtnW5XPjnP/8Jp9NJF94OhwPf/OY3ce2112Lnzp0wGo2IRqPo7e2lRLigoIASeULqA4EAQqEQnTtXKBR0uyoUCjQ3N8NgMGDevHmwWCzQarXo6elBW1sbleIaDAYIgpAmWec4DhqNhhqL6XQ6GAwGWlwAkvO5JPqOkPpoNEq79OXl5WmxXJFIBC0tLcMWAFLJvDjabixoa2vD+vXr024/66yzUFRUBIfNDtOW/YjyCUQPE5vCoiIM9A8cJpUCGAZJQi4AiUQ8TYIt8IctqhhIZ6gZAeFwGBqNJknkD0uti0pKwDq8Gc0iSXyaTCaDyWSipJOYBF588cXYsmULJbyCIGDz5s247LLLwPM8vF4vhoaG4Pf74fP5qFEj+ZlcJ+ScREKmKowKCwuxcePGo27baDQqIXZA+lw1z/MSoi4m7qNZLAmCMGxxQLzPEok6GTshpF6j0dD9h3ShgeT53O12w+fzQafToT1PhWkdIaijAoLKse1vmd4PMwxRV0cEhBQMOvLH1zQsE5kXxvF7ILWwFovFMDQ0RCNGjwUKhQJ6vZ7mtBsMBsl1QvqNRqMkHeOrBIVCgcsuuwwzZszA66+/nnYc9fX14cknn8TFdaeg6l97IcRi4Irzxvx5FBYWQqNWo7WtDYl4AmAYeBQCjNEEOn/zVwwkgjj3+98ej7c2IubMmYODBw+iq6uL3rZz507U19ejvLz8pLyGLLLI4uRBp9NJjE8/+eQTsCwrSa6Ry+UZlZ2jRZbMZ3HCcODAAbzyyivJingGVFdX49Zbbz3hLvWpiMVi6OnpQVdXFzo7O9HZ2YlQKIRJjQOo8Hjh6elFSenJibCJx2OIhCOIxwW4vD50dPjo7Kd4RppEbZGFuJjUk+4xmRcFQOde5XI5FAoFTCYTLBaLZMZa/G/q7aRLpNPp6HytmJyPdX50LIhGo3jhhReoez2RtOfm5mLlypWYMmWKJJKtqqoKDMOgs7MTBoOBbrOuri6EQiEqFddqtfD7/VCpVAgGg1RqK5PJ8K1vfQt+vx8HDhxAZ2cnJdHkbwlSiYhKpaJRXpnc5ydOnCip0IqRSCTgdruPSMtFjuMsy6KsrIx2BsWXSCQCl8sFjUZD/yY3NxcajYbOUB9Ltby3txcffPBB2t+cfvrpmDx5MgBAORSEwh1CXHNkW+h1OmgnVMM95EYwlDQijEajdJKamt0hOUtPe/ECxD8BgoB4LIZwKAT28D5tsVgQi8fAquSId/TD2dAKY30lJUlE1m4ymWh6A4lfi8fj+Pjjj6FUKtHa2kq3yaFDh/Dhhx8iGAweczeB53mJLBtIkt7RzLx7PEek4WLX+P7+fkrYhyvaDAfxfDiQNNAUKxOAI8W9nJwcKBQKcBxH0zGCwSAtMhkMBqpMMZlMiMfjNIWB+FUUFhZi4cKF0Gg0MJa4oF+/H7LCHDAKjkopmMOFmuR10Ex6RnIjEI1E4XYP0UQDhmWSionDxnnkGBAiMQi2ITCXn47vXzZPMttPRgnEM//kNqJ0yuQBQn4OBoPw+/303EL+djwMJMnnQ87lBETJcayIRqNwOp1pMZTDQaVSSci+TqeD0WiUkH6TyQSz2TzmYutYUVFRgXvvvRdr1qzB2rVrJdtHFksg+PJqDPp5mCZXQ3Gcr8toMmHSpElobmpCOByhhN4SETDw7Nt4MeLBrT/6QVohdbxB3O3//Oc/S8asVq5cie9973tf+QjZLLI4GrKd+XRUVVVhw4YNuOOOOyCTybB69WpMmjRJMkPf19c3ZqUgkCXzWZwADA0N4fXXX8fWrVsz/l6v1+Ob3/wmzjnnnJMyx+31etHZ2UnJe19fX0YZZVQpg8AA/kByUTdeC7mjwT44mOyuy1jwWiVSxQkcx9EFFukEk8UWMfUic5gajQZmsxl5eXm0e0hI3bx58ygR+zpBEAS8+eab6OjooKZvpLNpNBrB8zyefPJJ/PCHP6Qkm+d5HDp0CNFoFJ2dnXRhH41GqUHa4OAgCgsL8dprr+Giiy4CkFxkmc1mlJSUYNWqVRnl7KkgqgcAtCPv8/nAsiwMBgO9n0wmQ319/bBkL5XIk8eWy+U0Umw42Gy2tLnt6667jo4rkDGCTIUAQnJI57etrQ0fffQRlVsTgjRr1iyccsop9PGVDj/YaAIxnbRDyjIMLBYzLEiSa14QMNA/AJ/Pe8TAEQxkMhYAc4SoCQII1WeQVOTHEwnIDxsQJhIJuIeGAF6AwhXArpdeQ2+xlkanRaNRSjRJlF9vby9Vn8jlcpSVlWU8psey+HC73WmEm0QJZnp8QhzD4TD6+/slBRa1Wk1d41UqFbRarcTQjXg3pN6WavpGnsvpdFLfCblcjoMHD9J5fdJtJiaDoVCIZtCT+W+iiiguLoZcLofH48HAwABNb1AqlXC5XGhsbMTZZ5+NgVlaYH8HdH0OaCZm3sZHQzQalfwNd9i/IXUbxmz9UM2qQ+kvbgKrGV+pOc/z+Otf/yq57dJLL4VWq82Y3iH+mcRuhkIhBINBBAIBWhwMBoP0QqISCWKx2EmRzBPfhVQn+UxQKBSwWCwwm83DXoxG47h+b3Mch0suuQQzZ87Eq6++SlM5att8yHFHMaSRw9XWhty8POTn5x/Xc6tUKkyaPBmtra3wuD2U0BcGBHz82gd4eKBP4jh9opCTk4Ozzz4b//nPf+htQ0ND2LBhA5YsWXJCnzuLLLI4ubjxxhvxs5/9DAsWLKAd+J/85Cf094lEAp9//jmmTZs25ufIkvksxg2JRAIffPAB3nnnnWHlIueccw6uu+46CdEZb7hcLjQ3N6OjowOdnZ2jzvX1G5RgACjkx+74PVYoFQrIDscxDWnYjJJIsVw2kUhQkpdIJOhct9/vB8/z6OjooFJZ4tJsNBrpwp4syL4u1f+NGzdi+/btiEaj8Pl8EmLU0dEBmUwGi8WCF198ET/96U/R3t6OZcuWwWw2UwK0du1aVFRUIB6PY2hoCD6fD1arFTabDQ6HA06nE16vF263mxrAjbRgLCoqQlVVFSork93h7du3w+Px0M/B4/FArVZTxcPkyZOpFDwVmYg8gFEReSA9ks5kMkl8B8jM80ifeV9fH5577jkq2yVYtGgRbr/9dkpewuEwArYPEVc3QWEySowY+UQCCRJ/SC6CAJlMDoZN/swwLBiWOTIqgiNElLTuBQjU4ZxlWbicTsQPqzJyQgKaN36MrXnpcYfixIbUYkx3dzcdexDPhRNiTSTnI4HnedoVJdvWYrFgypQptOhGFBOE1Gk0GhgMBoRCIcmIDJDsTh7r8ajVapGfnw+r1Yr8/Hzk5+eD4zh88MEHyM/Pp/cjpJ04tBOvBJZlJa+FFAZjsRg0Gg1YlkVHRwdCoRDtHorNN4Gkp8KMGTNgNpvhOm8qZK9vR6SxHYqSPGgOFyRG0+VN3e9TPwNBEBDrHQRr1CL/59eMO5EHQM+Z4n0mHo9DrVanmWSOFb29vdi/fz/C4TAikQji8TgmTJggKQKQogApCJCL1+sd93jPTIhGoxgYGEgzpxODFDDJdwm5nloEOFZ5f2lpKe69916sXbsWG95bhQldQUQ5FrwsuQ8NDg7C6/WipKSEjoyNBTKZDBNratDT04v+/n4kWAYRVsC0QQFv7t6PO+64Aw899BCqqqrG/Byjwdy5c3Hw4EGJcvHTTz9FfX09SktLT+hzZ5HFiUK2M5+O8847D4888gj+8Y9/AAAuuOACXHXVEZ+OHTt2IBwOS2I4jxVZMp/FuKCxsRF/+ctfJHNgYlRWVuLWW29FTU3NuD93LBZDR0cHmpqacOjQIdrBPVYIRRYo9G7k5uaPfOdxgMALiMcTMCjVEBBHokANrZDsogyXBU8WusRxnXQ7iTyeyG1jsRh1vx4cHITdbsfOnTvp42i12rQFmfhnvV5/0goaw6GpqQnLly8HAEqeiAEdkPzSIPnZJpMJv/nNbygxEUsleZ7HGWecgddee43e1t3dTWdPGxoaKImXyWSUQKaisLCQEvjUBX5ZWRm2b98uGX9wuVwoKyvDlClThiUEx0vkgXQyX1Jy7CMiTqcTDz/8sEQCDgCnnnoqfvzjH0Mmk0kW0DaFBkMKBZQZlAYCL8Dn88Lr9SIQDCa75TRznoVKraJyeK/Hi1A4BF70/gXh8Mx4NAI2xiISjoCVsaJtwUA9DK8RE0+WZSUKnEgkQqXmqaMSg4OD1OeAmBWK5cdarRYqlQocx6G5uZk+FpFll5aWpm07ADQZgMDlckk+U41GMyyRJ+MFYsJOrqcWhmw2G5YtW5ZmzEak/2IJObkPIedknyfKH2LWluqAL74AoGZ/ZrMZkbJcuC6aAcu/dyPQ3gebWgZOoYDVmg/1CMQrEU/Z90XnHUrkFRysv7ge6mknbiRLqVRKyPx4Zs0DyW4sMbQjmDRp0rBFPjGIB4LXmzyufD6f5F+v10vHIHw+H3w+37AmfscLnufhcrngcrmOej+tVku/T3JycpCbm0svOTk59Bwghlwuxze+8Q3UdQZh27AMTpX0OzASiaCttRU5ubmwWq1j79IzDEpKS6DRqNHe3o4AJ8ASAWrcAvYoHLjnnntw5513Shyoxxssy+KSSy7Biy++KPHyWLlyJW6//favTcE9iyyyGBnXX389rr/++oy/mz9/vmR9PhZkyXwWxwW324033ngDmzdvzvh7rVaLb37zmzj33HPHVZrncrlw6NAhNDU1oa2t7ZhnTBmGQUFBAcrLy1FWVoby8nIYdXp09T2OSMcAYDrxZnzBYBDRWBRGloPfqkPhjDIYwsnOjMfjoV0xsggXZ8GTThKRUJMLcMT9nhBbEi1FrjMMg0AggEAgkEYECYhMXCytTCX+Wq32hM1XulwuySKHFGiIO3dubi5dVLa0tMBqtWJgYIDK2Ql5rqmpoSSVdF5JsYMQukgkAo1GI4mBI7BaraiurkZFRYWk2y2G3W5HT08PdDodfD4fvT0ej9M51EwYDyIfi8Vgs9kktxUXF4/4d2L4fD48/PDDaTPgU6dOxS9+8YvM0vRonM5AixEIBDDkGkI0GkHg8BxyLBYTOdkzyRnmaBRgGKjUKihVSgT8AcTiscNy+2Q8pIyV0blqPsFD4AWwMhYQGLCj4CniwgzxgSgoKKDKC/GceWVlJbRarUQ2TeLbSHENSO4bQ0NDku66RqOhUvWjdaPJ44phNBrBcRwl6mLinpeXN6oFfV9fH5YtW5ZmeGe1WnHFFVegoaEBfr9f4lZPIDa8JAUwcayl+D7kOklxiEajePPNN6HVavHd734XmFaGQCCA3NV7ofGEEdbz6B8YgMVioZn2qRB4AbGYVEEhO3w/PhJD/HBH3vqL62FYPGfEbXE8UKlUkuN3vMk8iX4Uf05ut3tUZJ5sc7VaDavVOuL9idFnKuknRF9M+t1u9zG78xP1gF6vlxSrxCDfMcN55shkMgm5z8vLS5J+swXyrQ3IKcyHTMnAbrdLzskCkt8HPq8XJaWlx9Wlt+TkQKlSoaW5BYloBJMcAvbmJdVfTz75JG677TZcfPHFY378kZCTk4OzzjpLYjbqdDqxadMmnHvuuSfsebPI4kQh25n/cpAl81mMCYlEAv/5z3+wfPnyYRcCCxcuxLe+9a1xmT873u47yRYn5L20tDTjIsR40RmwP/s2hAQPRnbi5vkFXsDgoB3BQADqGOCaXIic/DwQ+wviLk2IuM1mQ1dXFyXz4nxzYvBEpJvi7hkx0woGgxg8PJ8vjj0i11MJG8/zcLvdcLvdaG9vz/geOI7L2NUnP5tMpmEXekcDMbwjC+tgMIhwOAydTkfnPnNzc6HT6cDzPOx2OxobG6HT6SAIAg4dOoS6ujqcccYZuPnmm9HQ0ICDBw/S10LkxYSQRSIRifu7xWLBpEmTUFVVNeJCu7e3l24fo9FICzAcx0Gn06GtrQ1FRUVpC87xIPIAMDAwIOnAsSyLwsLCUf0tkBzh+NWvfpW24K6ursaDDz6YUSorCALCiRiikQj8TicikUjS/d3nRzQaSXbWBR58gkc0Fj3sWp+ETMZCwSkkhYBoJAqGATVkE3jhcEqDiBQfdryPxWJI8HKEohGEQjEYjUZJB91oNFKyHgqF0NvbK/EMMJvNVNUSjUZpR9rtdo/KCI/MmIvBsqykEELGYMiYB/k3FApBr9fT4y4nJwc//vGPkZubO+aiWHd3N95+++20kYLi4mJce+21UKlUWLRoEV555RXI5XJa9BSPFJDr4nEDgtRITHKb3++nbuxutxvvvvsubr31VjTnyNB7TiVqPuuF0R6EoBYQUiZHDdQqFbQ6HS1QBINBDNoHEY6Ek1nth+fHWTCI24eQ8IWgnlKJ/J9fc0I78gSp56rRRAUeK0wmk0TC7na7x6SkGQkMw1DT0tGcD0g6g8vlwtDQkOTicrnod0EikYDD4UBrayt4ngfDMFCpVDAajbBarcdErBOJBGw2W1ox0uSP45I9ARRUlSM/xwSDwYDenh4EUwphkWgUba2tyDtc/BrrMaTVajFp8iR0NByC0ReEKQy41Mn9/KWXXoLD4cDNN998wgrX8+bNw8GDByWO/h9//DHq6upOyL6RRRYnElkynxnxeByvv/46Vq1ahba2NoTDYep1dPDgQbz99tu46aabUFlZOabHz5L5LI4ZTU1N+Mtf/oKOjo6Mvy8vL8ett96K2tra43qe4+m+azQa1NTUoLKyEmVlZaM2ztEvOgXOv61GwumBPN98PC//qPh056fweX3IlavgVCqwS+5HgUjeTTp+QHKxPXHiRFxyySUwGAyw2WxoaWlBa2sruru7JV1DMj8fCARotxAAdZ/neZ7OYYqhVCrTSP5IRDwWi8Futx/VWInI+U0mE3VSTs1UFl9kMhk1vCNwOBxQqVS0cKFUKmmMoUajoXFdfr+fzm1qtVoUFBRg3bp1AI50G8Wz1ITMq1QqWK1WWuTRarUwGAxH7YoKgoCOjg6JsoFlWVgsFrjdbqpa4Hke+/fvx5w5cyRJA+NB5AGkzbbm5+ePelY1Fovh8ccfR1NTk+T2oqIi/PKXv0QikUBLSwudoSULb5vNhrrGIcxwhTAUdiMeiyGROFJQEASBztALgiBysD9MdLkjXzvxWBzxeIz+nmEYsJwcCqWCqjBkMhlkLAtBAGKxKORgwVmUKClRw2QygeM4xONx2Gw29PX10TjGVMd5QRAQiUSgUCioU7mYoCoUiqN2Y0mBTQziCi+GSqWiyQ/kX6VSScc5yPMWFBSgra0NNpsNer2ekq/RJkV0dHTgnXfeSTsvlpWV4eqrr6bH71lnnYW//e1vGU09yb423LlVXPQS/xwMBuFwOGjsYyKRQGlpKTo7O+G16rB7cTXKDthR3eEH5/BBkLEIa2MIBUNQqlXQ6/XwuN0QDo9fRCMRqHgGXCgGIZAAk2NEzm0XIeeGJSdkRj4TUs93492ZB9LJvMfjGXas52SC4zjk5eUNm7QBJD97j8eDn/70pxgaGqJqMVL4dTqdNLI0Ly+PelMcK0zBBJhoHA6fB6U5JqhUKlRVV8PhcMBms6V16e12O/w+H0qGKdCPBhzHoXpKPex7GmEJh+BSH3nd7733HhwOB37+85+fEOk7kdu/9NJLaXL72267LSu3zyKLrznC4TBuueUW7N69G2azGTqdTrKWKCkpwYoVK2A0GnHHHXeM6TmyZD6LUcPr9eLNN9/Ehg0bMv5eo9HgmmuuwZIlS8Y0bx2LxdDe3o6mpiY0NTUdU/edYRiUlJRg4sSJmDhxIoqLi8e0QJLnmWC8YiGcL68Ea9SBVY7/F6nb7YbP64NMABRRHu+jD9t39qHaZceUKVMyOp4HAgF8/vnnAJKL9cWLF+P73/8+EokEuru70dHRgY6ODrS3t6OjowPBYJA6L4vndgnhF0c4kX/JzCVZLJE5aXEH/1iji0aS86eCuJCLJdCEHNtsNiiVSuTk5CAWi2FgYAB2ux0FBQXQarXIycmB0Wikr3n//v2or6+n5A6Q5rHH43GwLIvvfve7sFgsEnIdi8WGXUTxPI/m5uY0WTqQjCAJhULo7u6mt7lcLnR1daG8vHxciTyAtK5WQUHBqP6O53k8++yz2LVrF1VvkNEDk8mEBx988KjSW5cKSMTjCAcThzPBD5M9CEjwJFovQQ3tkkSdpXJuBskEh0gkAk6hSH7WDANWJqPycv6wWVsgEEAsHgefSIARkvtwHxvB0FAYQ0NDtBNOZsDFiEQiEgl8IBCARqOhBQ/x5yAIAk1IEI+3kIs41pB0s2tra2GxWKBSqWgBLNNnaLPZaNGNHG8AsH///rT7ElWHOEOcKBBI/ntLSwtWrFghibYCkt4kV111lWTfLS8vh9VqRV9fH1iWpYScvOfUToo4YYD8jvwdUQA5HA4Eg0E6erJ48WIcPHiQFuwCgQCcC8zQXZQDbUMvdLs6IHcFwHhD4OGDRxgEE49BJQDc4f0FGgZxqwnW26+CYdEpkOeZ0ne8E4hUZ/kT0ZlPVakRImyxWMb9ucYbDMPQ8Sq1Wo1wOEyPO/GxF4/H0d/fD4fDgdzcXBQXF0On09Eu/9DQEE2hEI+OkX9z/VrEYwYoREU/hmGSBQK9AT09PQiGpMXoYCiEluYWFBQWjDneiZXJYDGbcf7UKXiu53PJ77Zs2QK3240HHnhg2HGr40FeXh4WLFggWVs5HA5s2bIF55xzzrg/XxZZnChkO/PpeOGFF7Br1y7cdddduO222/Dcc8/hT3/6E/29Xq/HnDlzsHXr1iyZz+LEQRAEbNmyBa+++qpkplCMM888EzfccMOocpbFcDqdlLy3tramLU6PBo1GQ8l7TU3NuH3J5tywBMGPDyB8oB1cZeG4yut8Ph9ampsBQUC+oEQbG8IaZhDRweS2aG5uxsKFC1FZWTns83Z1daGrqwtqtRq1tbWor6/HOeecI+me2e12SuzJhcjsj5ajSxbw4gUWmbEkt5HZe7VaLfn3eLdTIBBAV1cXlUUDR9z7CQknMuVIJILi4mLU1dXRwpFYoUCMvvbt24fi4mLadSUFC6/XC6vViltuuQVVVVVUyUAw3H6YSCRw8ODBjAkJFRUVKC4uplJUceGgqakJOTk5lFyKMVYinynrXOxkTkBk5L29vejp6UFvby/WrFmDpqYmyfuUy+Wor68/qpM1mdEfdPgwO6EHKwiIsoBMLgMEIMEnqCt9gpg4HpbIy+XJGEXi9RAKhpJO9kJyJp4HoJLL07ctw0B2uNOuAIsoy8OhPLJgINF0mUi9TCajHf54PA6fzycZRTGZTLRTTmIgJ06ciPz8fMm4iEajwXPPPQe/30/JfUFBAebPnw+/3w+/3z8s+SPHoxhHc/uOxWJU4pwKuVyOSCSCpqYmKuEn5pe1tbW4/PLL045vhmHw3e9+F0uXLkUkEqHbhsikiQO/+PgRg6gcSIpEPB6H1+ul55LKykpMmjSJyoRZloVer8c3vvENDA0NoTXXCN/canBOPzi7F9ygF2wgAo/ThUAkjKhChoBZDUVlISrnzYTlgkUZt8uJxsnozBPTTfH3qMvl+sqQeVLUJfP0qbP2fr8fbW1taGtro/uCuDhF9i1yLjt06BD9WafTwWKx0GIdicUk3zNk/5IFOSQScSgU6V12pUqJquqqpKmrzY4jup/kaE9fXx98Xi+KS0rG1NEWBAHTqybiZ1fOx3PPPSc5V+/btw/33XcfHn300ePKgx4Op512GhobG9Hf309v2759O+rq6lBUVDTuz5dFFlmcHKxZswZz587F7bffDgAZ18qlpaU4ePDgmJ8jS+azOCpsNhteeukl7Nu3L+Pvy8rK8J3vfAeTJk0a1ePxPI+2tjY0NjaOufteW1tLu+8nYo6N1aiQ//Nr0HP3c4j1DoIrzhu35+no6ADPC7DKVAgk4lgutyPCJMkPMXRbuXIlSkpKcMUVVyAvL2/YbRQKhbBnzx7s2bMHZrMZ9fX1qKuro/OLVqsV8+bNo/f3+/3o7OykJL+9vR3d3d2SBQtZ3B+NWJKFfygUolFsPM9TUk+yr8nPozVy6+zsTCMSSqWSki+r1Uq7k5mqvxzHUWl3LBajc8rNzc3Q6/XYs2ePpNusVCqxdetWfPrppygpKcHMmTPp+4/FYvjss88kc88sy8LhcCAej1PlAHmvxcXFiEQiaG1thVwupwRaTCzXr1+PoqIiyTy1SqWC2Wym8WHk8QBIPBFSu1jxeBxOp5NKncn77uvrw759+2Cz2ag03m6304xx4tyeuk8xDIP8/Hy43W5q8Cb+rMl4BumosQLgkmuRn5DDLQedtZYzcjBsMu4NMQAQAIEBGNDtSOTuqW7bHCen5mepYGUyKGUyaCKAUwckctTQCnzaNhKTevG2JN1DQip0h2e3CZEln1EoFEJLSwtsNhuVHefm5qKnpwc+n08S8fed73wHZWVlkn2YEHvxpaurK22mPVPRZTSw2WwZPSzIPrR69WraySddfYPBgEWLFqG/vx9/+ctfJAUcsaEmAAm5J/sA+fzJe3C73TQVoKqqCtOmTUsrANXU1KCoqAhFRUWYOHEi2tra0NzcjGD+kchD8l76+vogxAPIcQmo154xpu0yHjgZZB5Imp6JybzT6UR1dfW4fpcR9/tUMi4m6IFAIO13gUBgxM6a0+mk5/1Mqg4AkhEvUgwirvudnZ3QaDQwm820aCZGUWcC8kEBkWjm7U/OVXqdDt3dPWn38/n9aG5uRnFx8bH79TAMhFgcixYtgtlsxhNPPCEp0nV2duIXv/gFHn30UcmxPx6QyWS4+OKL8Ze//EUit//3v/+N22677ahF+Cyy+Kog25lPR19f34iGlqkGyseK7Nkhi4xIJBJ4//338c4776QtRIGkJPGaa67BeeedN6ovGZvNhl27dmHPnj3HtMNqtVrU1NSMe/d9JKinVcN693WwPfHGcRN6n9cHh9OR7BLG48hJyBBWcHhf40NXJA4mfmTxTDqInZ2deOmllzB16lRcc801MJvNOHTo0LALzKGhIWzfvh3bt29HUVER6uvrYTKZ0NzcjPr6ehQVFUGn02Hy5MmYPHky/bt4PI7e3l6JRL+9vR1+v3/Y90MkyzKZLK37QeTaZL6S53lotVoYjUbodDrqGk/MuEgOd2dnp4RksCyLgoIChEIh5Ofnp0mDU0HINcMwNJNeXGgA0hfnOTk5NOquv78fU6ZMkfy+v7+f7vs8z8Pn86V11YnRVGdnZ9prIrP75DULgoAdO3bQ/Z90g8eCeDwOh8MBu91O899jsRhWrFhx1L8LBAIZP1uz2UxHIlLfHyk+EOdq0l0fsPGoaA0hxAkQGEaqbIjFAQhJozsBkB2W0ZNjIPn7I2BZFoqR5l0FAXIwGJiYgxwrB6/Xi3g8LollJJ838VYgX5BilYRKpUJubu7hh0x6LYj3KZLDHgwG0dnZCZ7n0dLSQotKHMehqKgIBw4cgN1up6SfEBSzWeq18e6776K4uJge23q9HhdccAF1GyekfyQDvsHBwYz7WU5ODioqKhCLxTA4OJim1iAFip6eHshkMjpWQRQJMpmMFjTExxkpWgGg8/Y8z9N9pKysjD63uDAjk8lwyimn0J+JaqC6uhotLS1oampCLBaDWq1GT08P3W/6+/uxceNGGgF5sqMxT4YBHpD8vMSeINFoFH6/n/qApIIUBjO50pP9h0TTkd8RBcmJADEFJfsLgLTxDfK6gSOjLOJCEXntXV1dYFkWpaWlNIUjwTBgWYzY/VZrNJhQMwG2gQE4DkeXEiQSCXR1dcFkMqGoqGj0+5IggDks7581axYef/xx/PrXv5aohRwOB+699148+OCDad8Zxwur1Yr58+dj06ZN9LbBwUFs3boVZ5111rg+VxZZZHFyoNVqR4zy7OrqOi6FVpbMZ5GGtrY2vPjii8Ma3M2bNw8333xz2qI1FX6/H3v37sWuXbskTq1Hw8nqvo8GhiVzAQC2Z95CrL0f8uK89Bl6QcgY0UXQ09ODtrY2CLwAnUoNS4xBVCHD55PMcHMK5PYmqESXmFAR+avP58POnTvR09ODWbNm4cYbb4Rer8e+ffuOuj37+vrQ2tqKhoYGuqD7wQ9+gIULF6bdVy6Xo7y8HOXl5fT3giDA6XRK5vA7Ozsl8r+RIJbzx2IxOByOtG6wyWRCcXExBgYGEI/HYbFYoNVqoVAooNPpoFQqqeER6SxnissiTtxkHICMBJDfaTQa6mBPIO6wAqA53OJFn9FoxODgIB01SO0kky7vcMUst9tNlQnkuS0WC83wHg2RTyQS1LCQXAKBAJWkign0SAtWoqRIhdFohF6vp9FX4rEJsfw6Fe15CUxuC0ATBbzyI/fhef7w3DwDMjQvkx3uugsCwqnFQQbQaDXg5BxkMhbs4UKRjMTHkZ89IbBmOS589Ae4ujgfSqUSHR0d2Lx587BflDzPo7CwEC6XC4lEAoFAgDrSEzKrVColxI10+snnSsy+gOSxEY1GwTCMZMENJL+wc3NzaaxcXl4e1Go1Ghsbk2/zcCFgwYIFqKurS3ut5PURck/2Z6/Xi+bm5oxEPi8vD2VlZRnPkdFoFM3NzWhra6P7iVKppFn34pg6cZeVvEeiZCC/I/4ViUQCGo0GZWVltJAixuTJkzMSU7lcjrq6OlRWVqKpqQk7duyQ7L8sy+LDDz/EhAkT0NLSgkmTJg373k4ETlZnnhxfZJ+LRCLYt28fVCoVLcY4HA7J9RNFzMcCMZknSE1BIOcMsSKGKL4y/evz+XDZZZclo+m2NMO8qTHNwyATWJZFYVER9Ho9enp6EYtLjRxJ7F5pSQm0o4wAlJmO3G/ChAl4+umn8ctf/lLynRsIBPDII4/gzjvvxPz580d83GPBGWecgUOHDknULlu3bkVdXd2oPVGyyOLLQrYzn44ZM2Zgw4YN8Pl8Gb8bBwYGsHnzZixaNPYRsyyZz4IiHA5j+fLlWL16dcYD0mKx4NZbb8Xs2bOHfYx4PI7Gxkbs3r0bhw4dGpYIiEG677W1taipqTmu3NjxhmHJXHAFObD/fjlC+9sg02sgyzEinognjeZCIZjNZpSVlqaR+ng8DrvNBiQEGHkWan8M9lw1mmYXoV0WhgVJB/nOzk6Ew2GEw+E0+WIsFkNPTw88Hg/a2towZ84c3HTTTTCbzTh48CAaGxvh8XjSXvfAwADttrEsixdffBGNjY246KKLUFRUdNQFMsMwNP9X/FmHQiF0dXWhp6cHPT096O7uRk9PT0YjuNHA4/HAZrMhEonAaDTSeeBEIgGtVkuJdDQaRTgcpl1EIEl8PB4PGIahpkrE0I68Z7VaDY7jEAwGKQEji06VSpW2QPZ4PJLKqMlkQn9/P3w+X8Y5YoPBcNQRAjLTLpZUEyOnVPJJpOckiSAQCNBIvqM9fuprGg6RSITOOZPXwTAMJk2ahAkTJtC/5XkekUgE4XA4TYVAkEgkYLfboVQq0V1jRt3BIQh8DDEIUHAc+AQPuVyORDyRnIlnk7OuFosFLMMgHI6AYRkwSL6GwqLCEeWwfCSG2FAYOTdcgLxTptHbzWYzpk2bhi+++AKbNm1Km7dnWRbhcBgOhwMGgwFVVVXQaDSYN28eCgoKMDg4CJvNhu3bt9MiCfksSMfamdL1I4kMqSCfm5h0O51ODA0NQalUUn8Jv9+Pffv2wWQy0UIK2beJLF6ML774Ag0NDSgqKqLz+rFYDCUlJSgqKqKFKIJ4PE5l7aku9aR7SkZSxMcLGd8QKxDE/hlkVl6tViM3Nxeyw2aFYrWUQqHA9OnTj/pZKpVKTJ06Fdu2baPKCvHrW7NmDS699FJ89tlnaGpqwuTJk1FYOL7eJcO9LjHIvnA8zysIAoaGhigxJ5dDhw6hu7ubRiLKZLJxiXAdT5DUEIPBAL1eTxMXlEol7HY7HbkRm5WS/UkcjyrehqnbUnxeLS4uxnnnnQef9jP0bmmCwPNgRukjotPrUTOxBr29vWnfh7FYDG3t7cjNzYXVah32PCkcTuRQVkrn061WK5566in8+te/liR/xONxPP3003C5XLjkkktG9TpHA7HcXuxj8e9//xu33nrrSVesZJFFFseHW2+9Fd/+9rdx880348EHH6RrTzIq+9hjjyEej+M73/nOmJ+DEbJllCwA7NmzBy+//HJGYsYwDM477zxce+21GYm2IAjo7u7G7t27sXfv3rT4pkwoLCzE5MmTv/Tu+2jBB8JwvrEOnhWbkHD5MBTwwREJICYDwDCoqqqGwXhkES7wPPhAGJ37DiIejsCLBHaoA9hXpkJFbXJs4MCBAwCOSAKDwSA4jqPybrGEUSzvzc/Px9lnn43rr78eFosF/f39OHjwIJqamhAOh8HzPL744gsaU8dxHF2oVlZWorKyEnV1daivrx8X46VwOEzN1cQknxQUxJDJZFAoFNQRPJNjOol183q9dP6dxGG5XC4MDg7C5XJRl3qyfeRyOc0cN5lMkMvlGBoaQldXF3Uhl8lkqK6uRm5uLubMmYOLL76YmjiJJcdE2rpr1y6JyRPp2FqtVgDI6HpOLqSIQEYLxOS7v78f/f39tAsbCASOqftG1ArAkQWyWq2m4w9kEW40GhEKhbB7924ARwg/wzA444wzMHduUn3idDrR19cHj8cz7Osg4wtz587FVVddBbPZjDXv/QvsMyuQ50mgj4kADKBWqcCwLO1scnI5tDod8vPzqSs8gdFgQMEIOdiCICDW3g/V5EqUPnfHsFFliUQCn3/+ObZs2QKv1yv53eDgIFUlmM1mzJgxQ/LF2dDQgA8//BChUIjuk1OnTkVrayv27NlDzb6A5DGkUChgt9sRiUSgVqupsiG1W9nR0SHZngaDge47BKQwRBzrxZfBwUFs2bJF0kUHgNNPPx0LFy6k8YeBQAAulwvbtm3Dhg0b6OdIsuPJcUT2V1IcEwSBkgNiSAaAjlaQwgYAOtIhCALy8/NRVFSEGTNmoKysDAqFAnK5HLNmzZJI7I+Gm2++GXa7nXZ6geR+6PP5cMEFF2DatCNFm5ycHEyZMoWOR5wI+Hw+LF++XHLbt7/97aMqaEihKJWsj9RVJ4URMcZigjkakPOB+GIwGGgEp/h2cp6KxWIIhUJwuVzo7e1Ff38/BgcHMTQ0hEAgALvdLjG9G80yMrV7L/4blmXx0UcfgeM4RNr60HnLUrB6DWS69KLZSHC73ejr68tYjFQplSgtLYUqQzEu4Q+B9wdR/soDUFamn5MikQiefvppfPrpp2m/u+yyy/Cd73xnXNcxGzduxJYtWyS3LVy4EAsWLBi358gii/HGM888c0If/+677z6hj3+i8NZbb+G3v/1txvOSTCbDL3/5S1x99dVjfvxsZ/6/HB6PB6+++iq2bt2a8felpaX47ne/i4kTJ6b9zu12Y/fu3di9e/eojOz0ej1mzJiBmTNnfu3kYqxWhbzvXgLz5Qvg++hztD75EhQBAdoIAIYH32VHROtPztyRLoRGCXm5FZtjNvzH3QmvjAczFIDFa4VWq8W0adOwd+9eyGQyVFZWwm63w+VyYerUqWhpaaEdNyK7j0aj6OrqgsfjQSQSwbZt27B48WJcdtllWLRoEc466yx0dHTgP//5D13EkwU9kOy0EPMsr9eLTz/9FFarFfX19aitrR2zIkKlUqG6uhrV1dWS26PRKLq7u7F//360tbVhcHCQdpvFs7diEEJKOsMk13xwcJBK7QnpjsViYFmWSuaVSiUl/YlEAiqVCna7HWq1GnK5nG4L0lVkGEZiYkRi0ADQWL/6+nrJ6zMajaivrz+qTwRRDZDn6+vrw8GDBym5Dx1WcxC5s16vP5LJLhzJ9U7toot/DofDcDqd0Ov1MBqNsFgsuO6661BWVob8/Hy6aP7444/x1FNPoaqqSvIaL7/8clx77bX49NNPsWXLFthsNkrUUjs/wWAQ8XgcF1xwAa6//noqf92xYweW//ufENCP78CMnIQMdkQQCoUlBIikH6SSGoVCgfwUYpsKQRAQ6x0Ea9Qi/+fXHDVzXCaTYe7cuZg5cyYl9YTAa7Vaen1oaAgbN24Ex3E4//zzoVKp4PP5MDg4KNkne3t7EQqF6D5CstTPPPNMfPTRR3A6nZDJZHSOmfgKEFKUqUCTqftK4slSVQV+v1+isOE4DgqFArW1tQgEAti6dStMJhMMhmRc14cffgi73Q6FQkHzwokngMvlosSN53n09PTA7/dTs0dxUUy8D5DXHw6HoVKpKLFXKBRUmUKUCzKZDGazGT6fj3oHkEzdVJJD5v/JqAqBUqmE1+vFRx99hOLiYjo37XQ6sWnTJhQUFGDKlCknpIud2pkXBAH9/f0IhUJpBN1ut2NwcHDMhkWkOCMmtNFodERpOSHgOp2Ofp7kuvg28YUUmaLRKB1D8ng8dJ/r7u6mMZ8+n48qcyKRyLCjBmPpAZFzkvgcBwC5ubl44YUX6DlDUWaFoiQPkY6BMZF5Ep/X090Nf8p3TDgSQUtrK6yHR2HEarrEkA/KigIoSjObUyqVStx///148cUX8cEHH0h+989//hNOp3Ncs+jPPPNMHDp0SJKEsWXLFtTW1qYVBLPI4r8dNpsNa9aswebNm9HW1gaHwwGj0YhZs2bhtttuG1ExJgbP83jzzTfx9ttvU8POU089FXfccQcqKirG9Pquu+46zJ07F2+99Rb27t0Lj8cDrVaL6dOn4/rrr0dNTc2YHpcg25n/L4UgCNi8eTNee+21jAsSjuNw5ZVX4uKLL5YQl2g0in379mH37t1ob28f8UtdLpdj8uTJmDlzpkTO+3VGPB7Hd2+9DVp/DOZAAqZgAuefvhAWoxEMJ4fMpIOysgiKqiIEdBzu/MXdaG1tpVFTFosFFRUVuPfee7Fq1SpJHIXP54PdbkdFRQVaWlroPLm4CyLu0pOYn0WLFuHyyy9Hfn4+/vCHP2DDhg3UIIzIYEkONpDsLooNhhiGQXl5Oerr61FdXT3mBQnpaHd3d9NFYqocnOd5dHV1URk9uRC380gkgr1796Kzs5NGF4lfJ+nsE9MzMVQqFUwmExQKBQYHB2kXmBAUjuNQVlYGo9GIuro6PPDAA3SGKRaLwev1IhwOUzMy8UIqNzcXEydOHHYfjkaj6OzsRENDAzo7O9HT04P+/n7E43EYDAZUVlZK7u/3+9HT0zPiNiVO/kRWXVJSAofDQc2jgKTS5eKLL5b83fbt2/H000+nVYLPPvtsTJkyBR9//DEl8ZmqxYTsnXfeebj66qslpKu3txc/+tGP0NjYiHA4jCl+OW7iiyAHC6csmT1P5rLVajVMRiO4w1Fs4VAYYJL556kESgxK5BUcrPfdAMPiOSNuKzGi0Sh27tyJrVu3IhAIpCU3kONCp9OhoKAA0WgUdrtd0kEkknSCn/70pygpKcHbb7+NlpYWSsBJ1BYhQmS+nIx3AMl9s7S0dFSvPRgMJl3eU86vZrNZ0p0OBAIYGBhAMJjM3RanL5Cij1wuR35+Pk2aIO/t4MGDEvUM6cTH43EqsSdkjhTgnE4nlEolqqqqMGHCBJSWltL3R8YGUsFxHEwmk4Tgb9iwAX/605/AMAw1PgOSBZPu7m4AQEFBAa6//vqM56KysjJMmjTpuA1RSbGtq6sL3d3dWLlyJTWT8/l8yMvLGzZC8HgRCAQkZNlkMqGmpoYmKBDfhfz8fOTm5sJoNGaUWMfjcYTDYYRCIXi93jTC7vF4MDQ0BLfbLSHpIxH2o0F8zhDL6cVI/c4i9yEqDplMhquvvhq33nprWrFnaNl62J99G1xFARjZ2NcMDocDtoEB8BnWKVqNBiWlpcmozASPWMcA8u+6FuZrjz63KggC3nnnHbz++utpv5syZQoefPDBcTPq7evrwyuvvCLZtgUFBbjllluycvssvpJ4+umnT+jj/+IXv8h4+zPPPIOXXnoJZWVlmDNnDnJyctDZ2YkPP/wQgiDgf/7nf3DhhReO6jkefvhhLF++HBMmTMDChQvhdDqxevVqKJVKLFu2DBMmTBjPtzQuyJL5/0IMDAzg5ZdfHjZubtKkSbj99ttptimJk9u1axcOHDiQNoeZCZWVlZg5cyamTJkyKiObrxN6e3tx//33S257/vnnh/0Cf/PNN/Hee++hqamJLoBIN/yBBx7As88+i5aWFnr/WCwGl8uFoqIiDA4OoqmpiZp2ibu2pKtbWlpKO9rz58/Hli1bwPM8Ghsb4ff76Yyv2WyGyWQaltATcByHmpoa1NfXo6SkZMQCTDAYxMDAQHJR3N6BeM8gVM4AVM4AZKEomDgPQc4ioVYgnKOFQymg0W2DwB5xzzaZTPjZz36GRCKBDRs24Gc/+xldpAJHHPT1en3aIkav11NpvUqlopFtqaZ1JEqOOLIrD0sutVotCgoKUFRUhPnz51MCx3EcXC4XGIZBQUGBJD6KOPB3dnaiq6sLHR0d6OvrQyQSSVvUiosvqWSnr69PIrfVarWoqKhAWVkZSkpKUFJSgsLCwjRCsWrVKokh04wZM6hkHgC2bduGp59+WvL+5XI5pk+fDoZhMDg4SGXXqa+XzEWfddZZuPjii2mXlyAWi+G73/0uduzYQQsgADBfnovrYlZoBRYueQJxloFOqwXDssjLzaVdsHA4TGMGhwMfiSF+uCNv/cX1x0zkxYhEIvjkk0/w3nvvweFw0LEIAPTcRFIJSNFHLpdTUq7RaKi/wM033wwAeP/997Fnzx44nU66j2g0GipfJlGLPM9Tk7gZM2bAZDJRgpUpHQFI7lt9fX1pRTCTyYTc3FxK0gcGBobtDBNFT6aCF8MwKCwsRElJCT766COEQiHJ/Dw5x5AiIlG/kG4+8SmwWq1032BZFsXFxaMu1q5YsYIW+lI7Es3NzVQldMopp2Q07iTPWVlZifr6+qMWhYAk+SQjQMT3o6urC/39/ZLt3NvbK/k5Ly9vXL6/5HI5JeeErBMVgslkgl6vB8uymDJlCqLRKE35GO4i/j1R1JAxCXIRk/ZMiTTHg3g8Tp9XXPhKVXiII9ZYlqXqKZPJhLvvvhs1NTU05jQajaKsrCyp4hl0o+PGxyDE4pDnH91odySEw2H0dHcjlMF/hGVZFBUWQR8HGE6OitcehjzPNKrHXb9+fVoWPZAsND366KPjNhKyYcOGNOXk2WefPe7Ge1lkMR74ssj8unXrYLFY0jy9PvvsM9x8883QarXYsmXLiMXZjz/+GDfddBNmz56Nv/71r/T+O3bswHe+8x3Mnj07YyHvy0ZWZv81w6FDh7Bx40YUFRXhG9/4xjF1uuPxON5//3384x//yPjlrtVqceONN+Kss84CwzCw2+3YtWsXvvjii4wma6mwWCyYNWsWZsyYMS6z2F9VpDrJE1nfcLj44ouxfv16WK1W+rf9/f1Qq9XYsWMH7rzzTjz11FM0PYDjOOTn51PSYzab0dDQQIkIid8i8W/BYBD5+fmwWq3497//jebmZhiNRng8HomEv6mpCWq1GlVVVTCbzVRZkbroiMViaGhoQENDA3Q6HU0WINI+r9eLgYEBevF6vZD7IzAdsqFofx8U7iBkscMLHAFHTM2Z5KIul4+jWM2irViNjnwl4noVfvSjH1GjuIGBASqDJ91dUrQgBCMvL48ahxFpNM/z1LAuU4652DxP/G8gEEBLSwv27dsHs9ks2Xc//PBD9PT0UOl6LBajjuNE9kxO9mS2XwxC5BmGgc1mg1arpUoXjuNQV1eH/Px8VFZWoqKiAhaLZcS5S2KsJ4bYZG/r1q145pln6PvnOA5arRZms5nO8GZ6rR6PB0ajEeeffz4WLVqE8vLyjK/l8ccfp07khExyHIfWXA5/9thxVTQXFXElQuCREAClQimRs+p1umGJvJDgkXB6kPCFoJ5SifyfXwP1tOqM9x0tiBpjxowZ2Lx5s6TIE4vF6DEVCASgUChgMpmoiz+RoSsUCixevJg+JjGpI11jQRCoAR4hM+I4t3g8DrfbjYKCAixevBiVlZVgWRZ+v5+Se4/Hg87OTmzevBkajYZGyAmCAIPBgNzcXMRiMdhstjRJPt1+h4tjxJsiFWq1GkVFRVAqlfD7/aivr8fevXtpcUMcHyb2twBASWhubi71pCC55AzDoLW1FRzH0eKFODJQbLQXCoXgdDqpa35qioRSqYTP54NarcYXX3yBWbNmwWKxpBWReZ5Ha2srOjs7aXQpMQwlnfaj+XdkAjECFD/H0UC2t06ng8ViQU5ODsxmM5W9azQaOuZDFD+EjJNRA0K+AVCDuVQQI9BUsk6uZzqejwepjvMqlQp5eXkoLCxEaWkpCgoK8NRTT1ElB9l2ZD0i/qzEJD8Wi6GqqgpXX301AoEAPvvsM2o8CQB79+7FhRdeCE2eCcYrFsL58kqwRl16iswxQKVSoXrCBNgPj2uJtxLP8+jr6kZuQoaSn1w9aiIPAIsWLYLFYsHSpUslRqVdXV245557xi2L/swzz0RjY6NklHHz5s2ora1NK7RmkcWXjS+rP7xkyZKMt8+ePRunnnoqtm7dikOHDmHq1KlHfZx33nkHAPDzn/9c8h162mmn0WZZe3t7mtJSDLLOt1qtkMlko07zAkCbqMeKLJn/GqGjowO/+c1v6BffwMAAbr/99lH9bWtrK1588cWM8UZAcke9+eabodFosHPnTuzcuRO9vb0jPq5KpcLUqVMxa9askxoj9GUidbuMdPCRXOl3330XLpcL4XCYRub84x//wNy5c3H33Xdj6dKl9LHFM7JGoxGnnHIKuru70dLSQmfHxcZW/f398Hg8NAbNbrcjFArRLmFJSQmA5FzRgQMHUFZWhoKCArS2toJl2WGLLz6fDx9//DG2bNlCJe4cx9E5TDYah3VnJ3K+6IE8GAUvYxHXKBDTqwD28Iw3AKVSBZVahUGbDVFvDHp/DLMaYpjUysJ4xQIUmI48//z586mJCsuyMJvNOPXUUzFv3jyceuqpmDJlikR6Gw6H0dTUhD/96U8IhUKQyWRUqksg3i+JwkHsFBwMBhGJRDA4OAi1Wk1n9bu6utDa2opDhw4N+/kS1QDZNuJ/NRoNZDIZrFYrKioqUFhYiEQiQZ32gSQRnzlz5qiPnaGhoTRiQ8j85s2b8eyzz4LneRrxRxblsViMOlATkLEIi8WCxYsX44wzzkBdXd2wngDLli3DsmXLaFY0WahPmDABNpsNvgITXvQ4cVZIhwUJI4zBBNQyQIjEwXMysDIWOSnFI4HnwQcjSAz5gGgcMoseObddhJwblhx1Rn4k+P1+WpQi6gGLxQKNRgOPx0NJhFgGHI1GKSEnn080GsX06dMlcnBSjCDbiRScfD4fNQ8jJFculyMnJwc8z9PXo9FoMHnyZEydOhWlpaUoLS2F3W7Hp59+KiEAgiCguroa06dPx4cffojPPvsMgiBAq9VShYHYV0NMqMRgWRb5+fkwm82S/Uyn00GlUsHv90tmmcUxdWTfIQSfqAPI9iHbLxwO0/efaV8jIMU28tjhcFhSDNVoNDSuMxqN4oUXXsCkSZOg0WggCALkcjl4nqceF8SzgBQWFAqFpCiR6ULeW+qF+JSQ+5ACDyHlJFaOJBOIyTqQJLF2u10ynnM0RCIRqpAhSiSZTJZG2IdLlhgLxMouMWEn4yalpaUoKipCYWEhvaT6HgQCAfzud7+TNAXIZ516fiEjHzKZDIsXL8asWbOorwiR+JPzSDQaRUdHByZNmoScG5bAvXk3bJ/sg0fDIi8/P+3ccSzv2VpQAL3egO6e7iOvWxCgD8bRZ2Lxr/ZPccOByZg8efKoH3fmzJlYunQpfvWrX52wLHq5XI5LLrkEf/3rX+l+mUgk8O9//xs333xzVm6fRRYjQPw9PRI++eQTaDQazJo1K+13hMzv3LnzqGT+nHPOAcMwWL16NSorK+nPI4FhGDQ0NIx4v0zIkvmvCQRBwN///ne62JTJZHjvvfcQjUbx/e9/f9gTejgcxttvv401a9ZkrJjl5OTgtttuw8SJE7Fjxw58/PHHI7rRMwyDiRMnYtasWairqxs3w5evC1KrbOJF/nC48MILsW7dOhQVFaGtrQ1Asjuv1Wrxzjvv4JZbbsE999yDpUuXSvJlA4EAtFot6urqKOk+ePAgzc0Gkgv1eDwOv9+PWCxGF98AqNxerVZTiefg4CC6uroAJElgQ0MDrrjiCqhUKnR2dlIJJVmQZ9pvWJZFgY9H3a4BGOx+JFQcwhYtJfAymSy5+FWpoDyctW632xEIhQCORYxjwQgCcmRqmDYcRPfg72gXdu7cuXj++eexfPlyVFdX48Ybb8SECROGPRkODg7ib3/7G8LhMHJzc9Hb20sXqkqlknZHxeSd4zg6q08KK7FYDCtXrqQSX2IaNVJ3jjwOWSASMz6NRiO5PZFIwOv1Ijc3l5IEhUKBSCSCnJwclJeXj7gfAUgjCnq9HhqNBps2bcKzzz5LI87kcjmi0Sh18RfPxgqCAJfLBYvFgnPPPRczZ87EjBkzMkauEXz22Wd4/PHHwfO8JA6tqqoKHMdRYuPz+fCBxosmiwrTI2osVhqg9ISg8IUh5zgkQjZE5LI0s0hlRQGMF58B/TmnHFOHLBXd3d344osv0NHRISEYfr+fkiS1Wg2FQkFJtzgWkWwzou4gnX0xSGeeLA54nkdOTg5ycnLgcDgoASPFNq/Xi1gsRk3JgsEgLZqeeeaZmDJlCpYtW5Z27q2qqoLBYMDLL7+McDgs8S0gIL4ExKiQKC8ISdRoNMjJyUn7jiCdbSKlFxNd0qEmHUfyWRsMBqhUKom7PhlfkcvlEkk6KZgR+Td5PeT8SZ4rGAymkXnxcwaDQezevRtyuZx2tcm+nBp5JlbzHItqTaVS0W46OW8olUo6sz7WIjXpXJP3ntpRJ1J58TmWKHnGAjFRFxN28rPBYEgj6gUFBSgoKMiYfzwcQqEQdDodVViQwon4HAuApoPo9XpcdNFFMJlM1Csl9XWTz8tsTsrqvdEwXud7cGosDPmQgI5gB7SHi09jhUarQc2EGvT398HlckEXTCCiYLF7khGecBB//OMfsWjRIlx66aWjWvgDQHV19QnPoi8uLsZpp52G7du309v6+vrwySef4PTTTz+ux84ii/HEV21yu6+vD9u3b0deXl5GI28xiGJq4sSJGTkVMb8jKtrhcNlll4FhGHpOJT+fSGTJ/NcEO3fuRENDA3ieR29vLzX5WrNmDQoLC3HFFVek/c3u3bvx8ssvZ3SaZxgG559/Ps455xzs3LkT//znP0eMxiosLMTMmTMxffr0Y/ri/7+GY+3MA8kF6sUXX4y33nqLzs0So6VNmzZh/vz5mDhxIu69914sXbpUQtjsdjs4jsPFF1+MNWvWYPbs2ejs7Ezm3AeDtAtLFs7iBTlZkJCMeNIpjEQi9OeioiJ88MEHOPXUU6HT6eDxeCQxVZlQ0O7G5F02cNEE3DoOjIKBWi6DTqeDVqMFp5AWeAKBAGyiIgUAyBUKWCdWg4nzCB9oR8/dz8F693UwLJmLSy+9FJdeeumI23XPnj14/vnn6Wxoc3MzNW4jpCMvLw+BQAChUIg6dxOCS4gMMQeLRqMSwjRSoUostVcqlfRxU8lEMBhEV1cXurq6IJfL0xzxd+/ejZaWFkm0HvE4MJvNkttTi0lWqxUbNmzAH/7wB+j1eigUCkoWCOkii2diYpabm4vFixdj4sSJmD17Nl1AD4eenh7ccccdiEajkhlcYsjX29uLqqoqmpYgl8sRUsrQVZmLg6fOgi4QQ0Gcg8Efg0VjgJpTpJlFKkrzwciPr8u0e/duSZwT6RaTri1wREmhUqmg0+lgMplgt9spcY1EIvTYIZnrn376Kc444wxKJDKReZK5HQ6H6WxwIpGgZCocDiMcDmNwcBBarZYS+40bN2LPnj3UbZ88niAIabeLwXEc8vLy4PF4IAhCWiFGrVbjoosuolFxRDEQCoXgdrvxwgsv0NdK9plIJEKJFRlpEUuIiQJEfFwMR5rJdibbGkiqHJqamujjA0grYKhUKloIEadxkPMbeWzgyMJRvIAkYw3kucXZ5xqNRpKdTgg8kVM6nU5JogHp8qeC53kaVyhWImS6HA3iAor4ttS89tFeyPmOjEMUFBRQwl5YWDhuxmwmkwk5OTnULwI48pmQcyrZL+rq6nDWWWfRsYpMIOfL8vJyFBYWIhAI4Le//S06Ym5EKzksbIvBEBEQG4Xj/0hgZSyKiouhD/FwxtzYNckAp/nIaMP69evR3NyMW265RTK+dDSQLPrHHntMouIiWfROp3NU32dHw4IFC3Do0CGaHgEk4+tqa2szet9kkcV/O2KxGO655x5Eo1HcfffdI6pYyNhgpqK5+PbhvpMJnnjiiaP+fCKQJfNfA8RiMbzxxhsAksROqVRScyYAePfdd3HmmWfS+Sm3242///3vkiquGKWlpfjGN76Bzs5OvPDCC0d9bp1OhxkzZmDWrFlfuzi5EwFBECSdc2D0My5LlizBmjVrEI1G4fV6aURUbW0t/vrXv+Kxxx6D2WzGfffdh6VLl0rmont7e7Ft2zb86Ec/wrJly8CyLHJycnDo0CEquyZmWyQLneSii7sexEQuPz+fZlsT2ei+fftQXl6OvLw8mEwmRKNRmoEuXpQWdXox9fMBsDwQMqshY2Vg2GQX2+VyIRQMQqPV0vnwRCKB7q4upNZry8rKkidXmQxcZSFivYOwPZHczw1L5uJoEAQB69atk0i+Ozo64PV6KTkn3UYyr+r3++kiPxqNQqlUQqfTSU7cDMNArVbTvyUGXdFolM6ek/dEHk8MsqA+WlcwHo+ju7tbItOSy+WwWCzo7e1N279S0dvbC5lMBo1GA41GA61WC4/HA4vFQjPEyWctjhhzOp3Iy8vDkiVLUFJSgtmzZ6O4uHjEirHX68Wdd95JTfOIc7rJZMLEiROp7wJ57lgsRrdpTk4OBJaBoqIQqqIiRAGoJ048YeeS/fv3A0gWj4ibPIFCoYBer6ddcgJBEFBbW0sLHUCS0BPCynEcent78fTTT+Pyyy/H5MmTKZknXWmx5F1s2iiXy+mMus/no4XVYDAIvV6PeDwOm81GiwKCINAINBL9lgpCekhBMNPnN23aNFxyySWSoispOsnlcvz+979HR0eHhJTrdDrMnz8fhw4dQmtrK412JCMr+fn59HMlfgrl5eUwGo1HNWsTd2EdDgeN7CO3k2IEAdluZASCbF9SfCPnNDFSCbFYBk8KJ8QgU7wdxI9DjneiqiCfZerowHDjA6kQd8iPdhGrXMjnJCbd5DURRUlJSQnKy8spYReb6plMppMy6iaXy1FbW4vm5ua0cQayTymVSlx66aUoKSmh6gOyPUjBhTyWVquFxWLBnDlzEI1GJR4yLbnJY+PcPhYKhx+8Un1cM/TEXFNjMaLg4ZvR2LsfOHzeIOjq6sLjjz+O6667DqeeeuqoHtdgMOA3v/lNWha9IAj4y1/+Ap/Ph29961tj/nw4jsMll1yCv/3tbxK5/dq1a3Hdddf9V4w4ZvHVx1elM8/zPB544AHs3LkT11xzDS677LIv+yWdUGTJ/NcAH3zwAQYGBqjLLTEHI8TE4XDglVdewT333IONGzfi9ddfz1g5ksvlmDdvHniex3/+85+jPufEiRNx2mmnYcKECdmZLBHcbndat2W0ma9KpRKXXXYZ/va3v8FqtaK/vx/BYJB2N95//31ceumlsFgslNCLVRU9PT147bXXcMcdd2D16tXYsWMHZs2ahY6ODnR3d0sWxWLndoPBQLu64u4dWbCSxaparaaeCiSSyWKxwGw2U1MmpqUfFXvbIWNkCJuVkGVYQITCYYQO56ArFQoEQyFEo4e32eG7F1itkgUrwzDgivOShP6Zt8AV5AxrfBaPx/H6669j48aNAJIEoaenhy7CxZJplUoFm81GF+BinwFS8BCDvCaO41BeXo6KigrU19ejrq6Odq/JbG0wGITX64XT6YTT6cTQ0BDtehJCJnaqF4MQMUIKgSRZcjqdkk5oKghpFEt3yWy8mLiShZ3X60V3dzfC4TDKysqo6Vo8HkdDQwO6urpoVrVOp6MZ6eIZ8l/+8pc4cOAAeJ6nlWuVSoUpU6aAYRjU1dWhqakJNpuNki2tVgulUgm9Xg+5XC45RkaThjFWmM1mDA0NpZmIEXUDIRIkJhJIEn9ybJhMJkQiEQQCASQSCSiVSkqoHQ4Hli9fjvLycpx//vnQ6XTw+/20uBOPx9O6zKToQnwZgCNu8iqVCv39/bBYLNS7oK2tDbFYLKMzPMMwmDBhAu3uZ4LJZMIll1wy7Nyvx+PBr371KzrqQ6BWqyXzvWvXrsULL7wAq9UKlmXR2dlJ0xyImkGv1+OKK64Y9vshEomgtbUVjY2NaGpqQnNzMz777DM640/+jkT6iT8zvV4Pu90umbfmeZ4W2ohiguy3Wq0WKpWKjnqkGtmRYz4QCMDj8dBiAtkfyOdHPnsChUIh8RmQy+VpRYDRXD8aVCoVgsEgWJaF0WhETk4Opk6dShNKyNiM0WikCoJZs2aNW5d9rJgzZw5WrVpFje1IEYZhknGDl112GQRBoMeEWE1BihdKpRIWiwUsy2Lq1KlgGAa/+93v0uZGvZOKMPnXtyLy17UI7W+DTK+BLMd4TLF1w5lr/kA4Exs3bsSKFSskRZVoNIq///3vOHjwIL75zW+OShGgVCrxwAMP4MUXX8SaNWskv1u+fDmi0Si+853vjJl4l5SUYO7cufjkk0/obcTTpa6ubkyPmUUW/9cgCAIeeugh/Pvf/8Yll1yCX/3qV6P6O1L8Hq7zTm4frnM/HOrr6/HjH/8YP/rRj4a9z5///Gf87ne/k0RVHwuyZP4rDo/HgxUrVgBImpeRL3cyi0acljdu3EjjwVIhCAKsVissFgv6+/uHfS6ZTIYZM2Zg/vz5oyao/21InVfmOG5EibIY55xzDtauXUsX7ySGymQy4Z///Cfmzp2LwsJC5OTkUEIvltX19PTg//2//4d77rkH9fX1eOONN1BdXQ2lUon9+/fT7rG4655q+EQWEmQxTaS0hOA2NjbSmDsyT6nVasEHwuj+ye8QUOsQy9WDCQURDoXSOu5iECOrI0hKXfMyyBcpoW/vh/33y1H63B1pBmiBQAB//OMf0dDQgEgkgs7OTjidTiQSiTS/ACKnF79Xsh3Iv2TBn5OTg1mzZmHSpEkoKChAXl4e/RuVSiVZOBPJPsMwMBqNMBqNqK6uliy2CaLRKBwOB43LIyTf4XDA4/FIzMaApGqmubl52O1JupUWi4WSUzFI90sQBLS3t8PhcFCHbGLs5na7sXPnzmGfQyaTQavVQqfTobGxEY2NjXTel6g/ioqKEAwGccEFF2DHjh3UrT0SidDXlZOTA4ZhMGXKFMki+USS+bPOOgtutxsulwuFhYWw2WzUcFIul1PiJybziUQCwWCQFkMIMSTnVvH9otEourq68Oc//5mqO0jxKBaLpUXFGQwGmrIQCoXAsiwKCwuhVCoxMDAAi8WCUCiEQ4cOwev1QqlUZiTy1dXV0Gg0dIwhFRzHYeHChVi4cOGw0TtOpxOPPvpomjmkXq/HI488IomIO++886BQKPC///u/yMvLo+cUIFkwAJKEUpwQ0d3dTUl7U1MTjeYjIPtQpmMxFApJyLxWq5V05GUyGXXIr62txXnnnUdTHcjxRT5TrVY7bHdoYGCA+oJkAiH14jnzVPI+Vuh0OuTk5NDceHLR6XTo7e1NnmMPd+FTiXoikZCMfxBz0y8TM2bMoKMo4pGhefPmUZO7TCBFFFIsJhGDJpMJf/rTn/DZZ59J7m80GvHwww+joKAA/KxJcL6xDp4VmxDrGAAUcsjMerAaJZgMKpbRmGsyDIOzzz4bEyZMwF/+8pe07/hPP/0U7e3tuOWWW0bla8KyLL7//e8jNzcXr732muR3//znP2m051j3qYULF+LAgQMSwrFu3TpUV1f/1/kXZfHVw5fdmed5Hg8++CBWrFiBiy66CE888cSo/VM0Gg3y8vLQ09OTlrICHJmVJ7Pzo0WmcarxRpbMf8WxfPlyBINB+P1+ujASz2MSKWAkEsHOnTtRVFQkmV0Djsgjh1tEq9VqzJs3D/PmzfuvnoUfDVK/6PPy8o7pS1kul+OGG27A008/jeLiYrS0tCAWi2FgYADFxcV45ZVX8MADD4BhGOTm5uL+++9PI/RdXV146qmncNddd+F73/seli1bBq/Xi3nz5km6HsCREyuRdJLbxCcWQRDg9XppZzkcDmPz5s0oKyvDGWecQe/nfGMdwvvboSy1Qq3kYDAZwSd4BEPBJMENBsGnzK6Gw0dM14BkY55lGHR1dVEJLHHGJ69TXpyH0P52OF9fh7zvXiJ53w8++CC6u7vh9/slcmmy4BZ/FuIOM1mck0U86ZjOnz8fCxcuxOzZs+m+T+KjCMTbMxAI0A4rfU+HjaUykSiFQoGioqJhRzEI+RFLeE899VSEQiEMDQ3B4/FgaGgIbrcbbrcbHMehurqabl8xyGfa09ODwcFBaDQamM1mqNVqGI3GUS/0iFHfwYMH0dHRQY3gSCFIJpPRGfMVK1bQTHQipVWr1XA6nYjH49BqtdiwYQOCwSCVN+fn56O7uxtKpVLiDi7+ebhZ5ZGg0+lw1VVXYdWqVejr60NBQQEGBwcRCASo8ZbBYIBSqZQYAqZK70kxKx6Po7GxkX7moVCIvjaXy0WNDAVBoPJxMTQaDfr6+uhYFJHck6i0gwcP0kU52VfEC4iysjKUlpbi4MGDsNlsGd/zlClTcNFFFx21qGiz2fDII4+kPYbZbMajjz6akaScffbZ4DgOzz77LIqLiylhM5vN4DgOAwMD2Lp1K5qbm9HS0iLZnsRDgHThE4kEJdvEeZ9cJ0oXUiQAQMdZUs9TiUSCxnSJ7w8kPzOPxwOv1wur1QqdTpd2risoKEBubi7NmM8EsVkmibrjOI76YyiVSmpSx3EcLBaLxOMi9Tq5DGeo5vf74XQ66egVcKQQSeT1ZL8iBY+RspJPBsxmM+bNm4etW7eCZVmo1WosXrwYeXl5GUchANDPlJwzWZaFwWBAZWUlXn31Vaq2ItBoNHjooYfoWA6rVSHvu5fAfPkC+D76HJ6V2xDtHUTCnty3BEFIxmCOwVyztLQU999/P5YvX44dO3ZIfjc4OIhnnnkGl156KRYtWjTiuYlhGFx99dUwGo344x//KNkH33//fcRiMfzoRz8a0zlOqVRi8eLFeO+99+htHo8HW7duxdlnn33Mj5dFFv9XICbyF154IZ566qljVhbPnTsX77//Pnbt2oU5c+ZIfrd161YASLt9PDA0NHRcfiBZMv8VRmdnJ9avX0+dp4EjX+Lijh5ZAJDumF6vRyQSgV6vR0lJybCLeIvFgvnz52PWrFlficXB1wGpi+HRGuSIMXPmTMycORO7d+9Gbm4uHA4H7HY7nYHfvHkzFi5cCADIzc2lHfqhoSFKSu12Ox577DFUV1ejsLBQIjMfLn6JgMQCDQ0Nwel0wuPxSIihVqsFx3F45ZVXcN111wEA4oNueFZsAquXziuyMpZKXQVBQCgYQiAYoJnbSOnbq1RqMCxL5f0+nw8sw0KtUUOr1UKj1oBVcpDp1fCs2ATz5QsgzzPB4XDg+uuvp0WtYDBISTbHcbQrTyDO2SaRUgzD0A4tiY8rLCzE3LlzJV2u1JN/PB6nclGxBBcAdSzNlA09GlRXV9OuLTmRK5VKXHzxxZI56r1792L16tVob2+XGPkRCEIyjtDr9UKlUsFoNEIul6eNVowW4tEF8f6jUCioE3x5eTmVa5MxBrLNSZeazFyLCyAcx0nGCzKBYRgJuU+9TmaiSSGA/EyIVmlpKWw2G002IG72fr+fFjZIp5NlWXi9XolqhWVZLFmyBMFgkMafEZd60rEnYxo+n4+OPYidyBUKBRwOByKRCGQyGYqKiiCXy3Ho0KG0eX6O4ySEOT8/H9OnT0dTUxO++OKLjNvIarXikksuwYQJE466LTs7O/HII4/A5XJRNYogCDCbzfjhD3+IWCxG1RfiEQ6iRJg1axY1luQ4Djt37kRHRwfsdruEsIuvZ+pCxGIxqlQgBRGxOaD4+CVGkuKYOODId93Q0BA9T4n3GfIzGVfJy8sDx3H0NZFCQlVVFaxWK9ra2tJGYci+R/Ypq9VK/SmIjN9gMKC0tBTFxcWwWq3Iz8+nLvyjQSQSoRF2wWBQModP9tXh/BIAHLcJ3Hjh17/+NZYvX47W1lZUVFRIYj/F51Fy3vD5fNSXRKFQgGVZTJkyBf/617+watUqyWNzHId77703YxdMnmeC+dpFMF15FqLddkTb+hBp70PC7YcQi4/ZXFOpVOLGG29EfX093nzzTYmqLJFIYMWKFWhsbMRNN900qsbHkiVLwHEcfv/730v243Xr1iEajeJnP/vZmMYYJ0+ejF27dkmihnfs2IFp06ZlzfCy+FLxZXXmxUT+/PPPx9NPP33UY8vlcmFoaAhms1kSzXzNNdfg/fffx+9//3v89a9/pWuaHTt2YOvWrZgzZ85RY+kI/vnPf0p+bmxsTLsNSJ5XBgYGsGLFCok67liRJfNfUQiCgNdee40SebLQJIs9Iismbr1EWhsKhcBxHCoqKmgWcirKy8tx5pln0rizLEaP1M78WMcRbrjhBuzbtw9WqxVerxfRaBQ9PT2YMGECli1bhurqakSjUSrPnjRpEvbv3y/pHoZCIbS2tiI/P5/KUAmpJbOgQJKMejweeiGElGRpW61WhMNh2k0hi2rxe/Ot/xwJlw9cxfDGZQzDQKPVQKPVJEkgz9MuCQBwCgXkXPophxd4EfkHVEol1EolFHYv3P/ZidzrF2PVqlU0C1tM5AHQzjF5DTKZDPn5+XQ8AEi6lPI8L+l+hUIhlJaWpslVUzto5DlTiTxwJKd7rJDJZKirq8Pu3bsl76e1tRW1tbXo6urC8uXL0dXVBZ7nEYlE6LwwOSfY7XYwDIMrr7ySStxrampQWVmJQCBAO/uk009ILXF59/l8dNuSbdXR0YFQKCTpUnIcR+eRKysraYKA2GWcbAsyN0ukyqnbcyQIgkDd38cKcu4kZE3sLi6eqRarWYjXhFqtxkMPPUQXA+Q9EOPDSCSCSCRC0yRIxCF53eQzIo+p1+slSQvibUK6k+3t7VCr1SgoKEB7e/uwJJ5lWWp2+sILL9D5b3FeObl4PB5K1MVQqVSora1Nc9lNJBIIBALU+NLv96OyspISBJJy0dLSMqrPkWEYSoLJd5P478i4GDmGxd9HhPxlAnm/R1ObEBUNkbaTeXexQWVNTY3kXKlQKOB2uyWfT0lJScYO6tDQEIaGhqjpok6nQ35+Po2zS40DTCQSsNvtGBwchMfjobeT45gUDcXbjhQ1iLKD7Dtftpw6Ho+jp6cHnZ2dyM3NlXz3kP2RqAuIyoKcg8kYD5D05tm+fTveeustyeOzLIu77roLkyZNOurrYOQyKCsLoawshB6njNv7mz17NsrLy/HXv/41LYaqoaEBv/3tb3HTTTehvr5+xMciCpdnnnlGUjTfuHEjYrEY7rrrrlHH4BEwDIMLLrgAf/7zn+ljZs3wsvhvxh//+EesWLECGo0GFRUVeP7559Puc+6559Jj9o033sBzzz2HH//4x/jJT35C7zNv3jxcffXVeOedd3D55Zdj4cKFcDqdWL16NXQ6HR599NFRvZ777rtPojhdv3491q9fn3Y/cs5XqVT48Y9/fKxvmyJL5r+i+Pzzz7Fv3z6Je7RYXi/OrhZHkJHrqUSezK6eccYZaZnJWYwe49GZB5IxfxdccAFWrlyJ8vJyOBwOSpQA4Pnnn0/rSEyYMIHK8gkIoSf7BZm5JKMZXq+XElhC1omBorg4VFRUBJ1OR53xa2pq8NRTTwEAhHgCnlXbAIV8VIZDXk/SFA4Mc9jvjoFSlcxsFs8mD4dwJIJwJAJVMATbc2/Aq/BS8sWySSUAeT9kzES80JXL5QgGg+jo6KDblORGA5AULTKRhdQCFyE4qdDpdGPqeqeCzNCKzQ5bWlqwadMmHDx4kH7e4kg4QRDgdDrR19eH2bNn45xzzqFz6vPmzTvm7gwpWLS0tODRRx+llWpiBEe6/Wq1GpMmTUJeXh4+//xzAMnigyAINJIPSHoQkO2duj1H4wQ+HiDeAnK5HC6Xi3bNyez/cLFmxJGbyMJT89MBUCIvzmEnpIwQG2JIqVKpaDRe6iKbYZIRiiRDPhaLoaWlZdj3pFAoqMt8amExFT6fD01NTWmzy2q1GnV1dZDL5ZSwk0tq5rlarU7bl/r6+oYl8iTuj3gukNl3n8+HgYGBjF17sk2CwaDEWEir1dLjTrwoYlkWWq0Wp59+OiwWi8TAkZg4iv9VKpUIhULYt28fenp6Mr5uuVyOqqoqqFQqrFq1ihYtSDzfaLqnZBsStYpMJqOFBIvFArvdTs89JHaPZM6nqqdYlqVFEDK+IPbw+LLIWiwWQ3d3N7q6uiQxgVqtFm63W1K8UyqVdB1CRgGBpI8EGSPr7u7GSy+9lPY8P/zhD2mk4peFvLw83HnnnVi1ahXWrVsn+Z3X68Vzzz2HxYsX46KLLhqRjM+fPx9yuRxPPfWUpLC2bds2xGIx3HvvvcdcoMnLy8PcuXPx8ccf09uyZnhZfNn4sjrzJDI6GAwOm9JVXFw8qgLcr3/9a9TW1uLtt9/Ga6+9Bo1Gg7PPPht33HHHqLryALB06VIAye3xwAMP4Nxzz8WiRYvS7seyLEwmE2bMmDFsA3Y0yJL5ryDi8bikKy9eTJCOBIA0YgYkdwwiCc3NzYVCocDs2bPpwieL40Oqi/SxkPlYLEadz51OJ+RyOXJzcxGLxWA0Gqm0lWEYDA0NwWKxSOTISqUyI6EnefVAkmSQzhPP81CpVOA4Dn6/XxK5RDqQPM/ThW9hYSEefvhhLFiwQPK6o102RHsGITOPLCuMRWPo7pEabLEsg4ryCihVSediUqAKBgIIHaXzGlNzULpDsH3RiJBFg1NOOQWNjY1IJBLQ6/Uwm81wOBxUuUKKGWazmbrZk24pICUE5NLV1ZX2vOS4IttKbIhFoNVqj0lWezQwDIP6+nps27YNiUQCNpuNzmOTz5mQR2KcSBbTixcvxrx588BxHGbMmIHa2toxqW0YJplF/+KLL1LPALIvGgwG5ObmorKyEvPnz8fPfvYzeL1e/PCHP6SmbOFwGGazGXq9HkajET//+c8pUXS73XSfJTPAubm5tPMeCoUooRlvEJNCmUyGwcFB6q1AiEUmcknGMAgIoRNvV41GQ00jU7vNhMCTSEQx0U99bcQZXiaTURO9TCAFhdF28DweD5qbmyXqA57nqUHmoUOHEAgERiyslJSUSH5OJBJ01pzjOImbvE6ny0hISAFFfNxlQigUomSefG5Efk9msnNyclBbW4sf/OAHx6SK0mg0OPXUU1FVVYUvvvhC0hkHkp9xU1MTJdBkO/M8jwULFiAWi8HhcFDjytGAdOLtdjtVTpGCF9kOZJ8iXWyxwoiQPvEcPYAxj/QcD6LRKDo7O9Hd3Z3R2I7jOCiVSpo4QEaByH3J9xPp0isUCiQSCfzv//5v2vF388030zGzLxtyuRyXXXYZamtr8fe//10ykiEIyXjUpqYm3HLLLcjNzT3qY82bNw8PPPAAli5dKjnOP/30U/z2t7/FAw88cMzjjgsWLMD+/fslZnhr167NmuFl8aXhyyLzTzzxxDHluf/kJz+RdOTFYFkWN954I2688cYxv57LL7+cXt+5c+ewZH68kCXzX0GsXbsWAwMDCAQCkqo86UYCkEgFxYtMsujs6urClVdeiQULFoxL9zAL0G63GMMtKMPhMHVZJlL5TIvAoqIidHZ2QqlUUtJAYpq6u7tRV1cn6QpptVqceuqp+OSTT+Dz+Shh7e7uhkqlQnFxMb2/wWBAPB6H3+9HcXExwuEw7HY74vE4jUJSqVSIx+NwOBxQKpV48cUXsXPnTtx88820Ixdt6wMfikBuHcG1XxDQ3d2VttgrKi6GUnVkAcpxHHWBJ07ixCFeMtsvl0Hpj0I9FETIosG0adMwbdo0xONxDA0Nob+/HwMDA5R4k+JIWVnZkcz7w4Z+hHgRIkEcmIfr1JG4pUyu18S4bzyh0WgQi8XQ3NxMn5PkZDudToRCISp/DwaDkMvlmDNnDubNm4fS0tK0uf9jRSwWw5NPPone3l709fVRGTmJNiwuLkZJSQm+973vgWEYbNy4EcFgEHa7nRI1k8kEpVKJG264AYsXL6aPHQ6HJbnLAHD66adLiKkgCIhGo5TcRyIR+tmRn8Xkn/ycel9CnlPj++RyOWQyGU0EUalUtOCTCqVSmdaJjcViEhJFpPg9PT2Qy+XUIE0sdweOGC+SQhMBwzB0Fpt0ZzOBHKPiWfyRMDQ0JDFVFMuedTqdRF0kJtiEXJLrxJCP3E4MJW+44QaUl5dTl/tUTwPiXUC8KjiOw5NPPolVq1ZJoiEJUmP9SDGtqKgIF1xwASZOnIja2lo6TnQ8yMvLwznnnIO2tjY0NDSkFU+I2oJsdzIiITawJOdRkkxht9tHTGgQ54KLDQCBI/4exINBfI4Sj7l8GWQ+HA6js7MTPT09Ry38WCwWTJ48GQcOHAAAeuyRkSiidiEFUKVSid///vdpx9+VV16Jb3zjGyfuDY0R9fX1ePDBB/H3v/89LTavo6MDjz/+OK6//nrMnj37qI8ze/ZsPPLII3jsscckx/yuXbvw61//Gg899NAxjW1lMsPzer1ZM7wssvgKgXTpTySyZP4rBq/Xi3fffRfxeBxerxfxeJxWWMUyTgCSxZfY6Iz8/Pnnn+O88877Mt/O/ymkSuyJrNnn81HCTsh7Jll2JlgsFjgcDgQCAahUKkpOFAoFIpEIvF4vFi5ciNzcXOTk5FAH4LPOOgtPPvkk3G43rFYrFAoFQqEQ8vLy8IMf/AAVFRWwWCxgGAYHDhzAG2+8AbfbjbKyMrS0tMDj8SAcDiMQCNDFYXt7O8xmM+LxOA4cOIBrrrkGS5YsQaSjHwyQMfpHDLvdDn/K+zYajUdVhMhkMuj1euj1ejpvHAqF6HYAAI0rBJcocp6QdrfbjcrKSjpzGwqFUFxcDJ/Ph6GhIeo+LZYu2e12Sbd+OIdwQBqhRu5/Ioh8S0sLli1bBpvNJjFBEwQBBoMBnZ2d6OjowNDQEB0jmDp1Ks444wycddZZKC0tPS7ZrSAI+OMf/4iDBw9iYGAAoVCI5qcbDAbk5+fDYDDgrrvuglqtBs/zWLduHfr6+qhkXa/XQyaToaCgIE3ZkalDRGIQCYjpmFiaO94gJoHvvfcelZQ3NzdLTLuIH8C0adNQV1dHu4uRSATbtm1DOBym9zUajdBoNPB4PHA4HBIST7qv4nM2kSPn5uZi7ty5GBwcHNZRnWVZVFdXo7a2Nq0bTyLayIUoA/r7+7F+/Xrs2rWLEgVyH6PRiMrKSqrkyuRlIH7u8vJyFBQUQBAE6gshl8vxzW9+c0yKlMsuuww7duyA0+mkZF2lUsFgMIDjOASDQXi9XnAcR4sO5eXluPzyy6k/wHiBZVlMmDABpaWlOHDgQFrcn0wmo5n0CoUirYCrUqlQVlZGx9V4nofb7abEnpxjxCCFeOIRAEBC2sVeDmJjQLF64mSa35ExpaONVADJ4khlZSU9Zt1uN43Zc7vddAyFGIUCyVGRF198UZJ+AACLFy/Gtddee4Le0fFDr9fjRz/6EdavX49//etfkkJEOBzGK6+8goMHD+Kaa645asFl+vTpePTRR/HrX/9a4gmyd+9ePProo/jlL395TA2YrBleFl8lfNnRdP+tyJL544AQTyQlyG19iHT0J51Uo3EwisNOqhWFSSfVMuuonFQB4J133oHf76ddRbEsDziyAEiV/QJHnMuj0Sjkcjm2bt2Kzz77bMRqcRajg81mo9udLDjfeuuttEXJsYBhGJSUlODgwYMQBIGalSmVSrrYvPrqq9PmdAoLC3HPPffgySefhMfjgdlspkR8zZo1uOuuu+i+MnnyZDz00EP4xz/+gY8//hiTJk3CwMAAurq6oFAoEAwGEY/HoVKpMDQ0BJ/Ph+LiYrz66qvYunUrbuCLqIndcAgEAhhIIcYKTpEm0x1pW5BuHgDwiQSCkS4UGyzwGgwSiaPX66Xz7mTuuKqqCmazmSpafD4f7Q6Fw2Ho9XpqXkaQadEUj8czGq+RvPnxmlcdGhrCq6++KjETc7lcyM/Pp2MDxOU6Go1Sk8tp06Zhzpw5OPvss8fF/2LVqlXYvHkzPB4P3G53MmHg8ByXTqeDxWLB9773PZSWlgIA9uzZg4MHD9LuPZAs2pjNZkyePBnFxcWSxyc54eLFbzQaPemKIdIN/9a3voV//etfOHToEDQajUR9oVarodPpMHnyZEyZMkXy93q9nkbTEJDxCDFpFxM2crtGo4HJZIJCoUBlZSUd1yksLEx7nXV1dbjooouOSmJ5nkdrayu++OIL7Nu3Dw0NDdSQDJAmMpjNZlRVVQ273xYUFGDixImoqalBTU0Nve9bb70lKWhNnDhxzKMldXV1ePPNN3HgwAHE43F0dHRQUtrd3Y0DBw6gra0N8XicSo2j0SgGBgbGncwTKJVKzJo1CxUVFfjiiy9oYoxcLkcsFqNFwl27dsFqtQ5bZGJZFhaLBRaLBbW1tQCSYzEkpYR08cUqu5EiQ8mID1FzkWOfKE4yjW2MB/x+Pzo6Omh04nCwWq2orKxMc3SvqqpCf38/LaSSohIp9gmCgOXLl6cVSE4//XTcdtttX3njNoZhcO6556KmpgavvPJK2tjdjh070NrailtvvZWeLzNhypQpeOyxx/Doo49KCv8NDQ14+OGH8atf/WrUReOsGV4WWWSRJfNjQHzQDd/6z+FZtQ3RnkHwoQgYpGecCgBYtRKKkjwYLzoD+kXDZ5wCyRzttWvXUpkr6VaR+WfyBS420AGOfPGLjfDkcjk0Gg3+/Oc/45RTTsme0I8RRMot7rbv379fsphNzaoeLcxmM3JycpCTk0M77n//+9+xceNGqNVqdHd3w+v1wmKxQKvV4i9/+Qt+9atfpUlMi4qKcO+99+KJJ56QEN2WlhY8++yzuOuuu+iCWaPR4Nvf/jamT5+ON998EwzDwGw2o7W1FSzLUtM8spDu7OykMv0N7Q04xcchJ1EANoPMNZFIpM2eMwBKy0qPSxbLymTglEpUlZfjtFtugMfjQVdXFzo6OtJijEgHniyMxIZ3xDSMyJmJ27hSqUzLC02ds6ev5XDxZjyOo2g0irfffhufffZZmsyUuPrLZDJqfEni64LBIGbNmoUzzjgDCoVizEkKYjQ3N+O1115DLBZDf38/dbUnWeLFxcVYsmQJzjzzTPo3r732GvXyIPJzg8GAvLw8nH766Rmfh0jQCUaSJZ9I6PV6XHrppXjkkUdoF5TIm1mWhd/vz1homDJlCj777DMq5x8cHERnZyftwopnu4m5nEqlohnjgUAA0WgUBw4cgEqlgtVqlXRZc3JycPHFF2c06BEEAV1dXdi7dy/27t2L/fv3S0jAwMBAxpGR3NxciZGmwWCgxJ38mykmcM+ePZLPiGEYTJ06dVTbdzhotVrMnTsXAwMDGBgYoLeTmDqiRhKTeZvNdtzPOxIsFgvOOussdHV1Yd++fWnnLJ/Ph/Xr16O2tjZt7Gk4KJVKFBcX08KWIAjwer2w2Wxob2+nCSaAlNAPBxLHGQwGsWnTJuzYsQMFBQWwWq0oLCyE2Ww+rmQar9eL9vb2o5oqMgyDwsJCVFRUDEs0iWqho6MDWq0W0WiUnovj8Tg++uijtOeYNm0afvKTn3ytknXKy8tx//33Y9myZWkjRHa7HU899RSuuuoqLFiwYNjPtra2Fo899hh++ctfSoxYm5qa8OCDD+Kxxx4bVfwdkDXDy+Krg2xn/stBlswfA/hAGM431sGzYhMSLh+gkENm1kNuNWeUIAs8Dz4YQaRjAPZn34bzb6thvGIhcm5YAlYjlcoJgoD/+Z//QWNjI1QqFZ2jE0voxfcFjpB4Ilskc43EwZlhGIRCIXR0dIzagfG/CSQj2uv10tg2cj2Ty3lqt3ak2UWZTAaLxSIh7eSzScU3v/lNfPLJJwCSpno2mw3d3d00nmzt2rW48MIL0/6uqKiI5tCLX3NzczOeffZZ3HnnnRLCMH36dBp/9/nnn2PSpEmw2+3o7OwEx3EIhUIIBoNQqVTwer04dOgQZvOFCPjlsB08iNLS0rQOVU9PTxo5s4pi4Y4LggCGk9OZbJPJhMHBQdrZIQvhvLw8OnMrhlKphEajofJ0Ms9L8si7urqwZ88eFBYWwmKxSKLrCIhZ4PGC53l8+OGHWLt2bcYiEFEENDU1obS0VOKJUV9fj5qaGsybN4++Z5PJdFyvx+/345lnnkE8HkdfXx8lmyaTCRzHobCwELW1tbjpppvo3+zduxdbtmwBAGpaZzKZUFRUBJVKNawKiOM4yfHzZZJ5ADhw4ACVoBMiT6TwJEItFWSbbNy4kRbPyKwz8WMgTusWi4X6VLS2tsLj8dD7AslzSVdXF0wmE8rKynDuuefitNNOk4xYDAwMYO/evdi3b19G0zaC3t7ejHL9goICnHPOOZg0aRImTpyIiRMnIi8vb0TiGI/HadwagVhKfbxIPU7J+YnjOEQiEUpgSGf+ZIBhGJSXl6OwsBDr1q1Dc3Mz/R3phDc2NqK3txennHLKMcuXiaGf0WhETU0NOjo60NXVRY0tybhKprl0sgYg4Hke4XAYHR0dNDZNqVQiPz8fhYWFsFqtabF4w8HtdqO9vV2SpJEKlmVRVFSEioqKUalpKioqqLO0RqOBWq2GIAjYtm1bWsxbRUUFfvGLXxxzNNtXASqVCjfffDPq6+vx1ltvSWbgE4kE3n77bTQ3N+OGG24YdjRiwoQJ+O1vf4uHH35Ycny3tbXhgQcewG9+85tRH3dZM7wssvjvxdfvDPolIbS3FfbfL0dofxtkeg24ioIRY7oYloVMp4ZMp4aQ4JFweuB8eSWCHx9A/s+vgXrakUHgDz74AGvWrKFkL3WmMfVnsZM9+Vmv11MCJTYx2rhx438tmef5ZIa5mKiT6yT3drRIJWBi51mFQkEJOyHvRqNx1N0Gg8GAK6+8Eq+//jry8vLg8XgQDAbhcrmQk5ODFStWYM6cORklp6RD/+STT6ZV+H/3u9/h5z//uWQRptVqceutt2LWrFm0S28ymdDe3k6j6YLBIGQyGZRKJfoDbkRjRkTCQFtrG4xGI4pLiqFUKuFyOtNIhk6rQ/44SWMZhoHMdCSuKhQK4R//+Af9WRAE5OTk4Pzzz4fb7aYqCp/PR824Uo8bAtKN3rBhAy2Y5eTkIC8vD3l5eSgsLKTzycTtfazdo/379+Ott97KSMiIjF4ul0MQBDQ0NIDneXrMymQyzJw5U7LgJQ7tY4UgCPjDH/6AwcFBOA9/hsFgEFqtlnbai4qKcNddd9H9XBAEPPvss1QRRJITKisroVKpMGvWrGEX+6mLyS+TzAuCgC1bttDxDIZh0gzuxN1qQRDQ1NSEtWvXpmW2y2Qy6HQ6mk0+efJkVFVVIRqNwm63UzJKVC5ikPOzTqejx7yYvKdKeDO9j87OTgkR02g0MBgMuOKKK3DnnXeOSRbf3NycRrinT59+zI8zHI5G5sUKo1gsBq/Xi1AodNJGMhQKBerr69Hb24twOAye5yWfm8/nw8aNG1FdXY0pU6aMiYQyDIOKigrIZDJ0dnbSaEKSVkFUd6lF/KMhEomgu7sb3d3JJBGO45Cfn4+CggIUFBQgLy+Pni/IOFdbWxuNX8wEmUyGkpISlJeXH5PpHsdxqKysRFNTE12PfPzxx2hsbJScf3NycnDfffedFA+AE4lTTz0VlZWVeOWVV9IUart27UJPTw9uv/32tPEjgoqKCjz++ON4+OGH6agHkFTH3Xffffjtb387qiSirBleFl8FZDvzXw6yZH4U8K79BLZnliHhDYAryQerPPYqJyNjIc83gzXqED7Qjp67n4P17utgWDIXALBu3ToYDAYoFAqJnB7AsGSEQKlU0ngjQvLJdaVSKTFG+b8IQRAQCASG7bBncqwmCyUyvkD+JdfJfcT3JaMPZJ7ZYDCgoKAAGo2GmlCFQiEqBSedFmJ+JI5PS+3CkMe1WCzw+/2ora2lub1EBvzMM89gzpw5EkIp3h/mzJmD7du3S4hSS0sLHn74YZx++ulQq9V03yCX888/H59//jna2towceJEKgWNxWJ0JnpIzQJBAeFQGJxCkdy+Pi+MBgN8KbOPMpkMpWWlyXGT4/1cE8nto6w84iS9du1aCSEOh8OYO3cuNcUj8UB5eXlUmtzZ2Um7FakEmHzuxDlaLAGeO3cuzGYzlEolVCoVotHoMTtq2+12vPLKK+ju7s547BKDtdraWuzevRsHDx4EkCRUxcXF0Ol0qKyspPGCBMdrbLRq1Srs3LkT4XAYNpsNfr+fxpbJ5XIUFhbixz/+saR4tG7dOnzxxRcAQB3Si4uL6Ws57bTThn2+1Mil4dzbTwYaGxspUSbnyDlz5uCLL74Az/OYO3cuTCYTBEHA/v37sXbtWmqSJpblA8n3RYo/8+fPRyKRQGNjI/r7++l7JOeJUCgEm81Go/mMRiNcLhc2bdqE5cuXQxAE5Ofnj4ogJhIJtLa20n3SYDBAr9eD4zjcdNNNklicY4EgCNi7d6/ktuLi4hFjt44FqWRePA5DPCKAI/vIwMDASS1G6/V6yOVyKhPPtK+2traiv78fs2bNGtO4C8MwKCsrA8uyaG9vp8UKQuiJ0o6cm8g+MdrjJhaLobe3l3bIyfnRaDQiGo0iHo8Pq9CQy+UoLS1FWVnZMUelEZSWlsLv92NgYACNjY3YvXu35LypUqlw//33/58xaMvPz8fdd9+Nf/3rX1i/fr3kd0R2f91112HevHkZ/760tBRLly7Fgw8+KCnO9fb2UkI/Gu+IyZMnY/fu3RIFRNYML4ss/u8jS+ZHgHfdp7A9+Sb4WAyKysLjnplllRy4ykLEegdhe+INAIBhyVzMnj0bO3fuBCCNCwJAZ+EVCgXNc1UoFFAqlfRLntyXkEbxbWP9Qv4qIB6PU1Lp8/ngdrspYff5fPD7/fD7/bSTkUrKj0baRwPiFk0yo8VdmmAwOO6FkqKiIrS0tFBX72g0ilgsBpVKBYfDgYaGhqNW6aurq9HS0iIpYLjdbmzYsAHV1dUZiYJGo6HSSKLuEGd/y30xCP4YDDIgKmMgCDwYyDA0NAQBgIxlwbIygAGUCgX6+vqSRQiGAUMMA8l1hgXDHnZrllw/cl+avxyMgNEooagqott79erV9HWHw2Eq/xSjvLycmg/V1dXRTlR3dzftSJHtQzpvqQoNhklmkRPDqUAggJ6eHnR3d8NqtaKgoACFhYUoKiqi2dhiBINBvPXWW/jss88kChoCEsdVVlaGwsJCvP/++5IFmFqtxuDgIKZNm0bHLsQYTadmOJA5eUEQqLye53mYzWYwDIPi4mJceumlOOWUU+jfOJ1OvPDCC/S4IV35uro6MAyD/Px8TJgwYdjn/Cp15jdv3iz5ubCwEDfccAOuuuoqasC2detWbNq0CX19fWl/T8i8XC6nSpwFCxZg48aNdKaeQK1WU7KnVCoxd+5c9Pb24uOPP5Z04QgCgQDy8vKGHaHIy8tDdXU1Pv/8c1RVVUnO7QzD4Hvf+x7OP//8sWwWAMmRGXF3HBjfrjyQTuYJkSX7CCGs4gLbySTz4qx78h2r0+nSTNuCwSC2bt2K8vJyTJ06dUyRcSUlJWBZFq2trVRFFAgE0vwK5HI5zGYzDAYDqqqqaNFxYGAg7fPKhHg8LilUElUIGTkil7KyMpSWlh63LJtlWUyePBnRaBSbN2+WEHmWZXHXXXehvLz8uJ7jqwa5XI4rr7wSNTU1+Pvf/y7Zz2OxGF599VW0trbi6quvzrgmKywsxBNPPIEHHnhA4iswMDCA++67D48//viIhSOGYXD++eenmeF98MEHuP7667PeSVmccGQ78+mIRCLYu3cvJkyYALN5hIjnMSJL5o+C0N5W2J55C3wsBq545FnD0YJhGHDFeUlC/8xb4Apy8K1vfQurV6+mudkcx0GtViMvL492CsSIxWJUBgiAdnrFhQCWZWE2m1FQUDAur3usIIQ8HA5TYj7cz4FAAH6/n5r9iHOSj0USfywgxRKSHCC+TrrghHyJcSKKJAaDAUajER6Ph5oGEVMolmXR09MDnU437HOr1WpMmDABra2tktcbCoXQ0tIy7PycTqdDTU0NzU7WarVQKBRJxYNWDq8qDlNQQEQOQGS+yOBIdrLycHyVwAtI8Amk6yGODUp3CGGLBhs/+BcUahV6enoQjUZpB08mk2HChAno6OigBZfy8nKo1Wr4fD5qRMYwDHWb7u7uRm9vLzXCI47t4gUxmZ9O9UhQq9VIJBLo6+uTkDydToeioiIqZ92zZw/WrFmTcdaeqDPMZjNqa2sRiUTw7rvv0kU2x3Ewm81Qq9W48cYbYTAY4HK50sjvWL8QxHPydrsdXq+XbgeZTIacnBxMnjwZ1113Hf2bRCKBV199lRauSGJGZWUlJWKnnXbaUc+PXxUy39vbi9bWVsltZ555JiVRxFwsFAqB4QUYAnEYfTEY/HEoognIeAGcRg1VnhkhsxphmRbOQBAvvfRSWsGF4zjodDraHSUeFEByTIJIq8Ug8XlerxdWqxX5+fmYPn06pk6diunTp8Pn8+Hxxx9HIpFIG/O58847h+38jRapGdoWi0WSsT4eGE5mLza+IyAmeCcTRMFECn4ymQzTp0+H1+tFQ0NDmtKrs7MTAwMDmDFjBoqLi495nVBUVASWZdHc3EzHPjwej+T7jlxXqVQ0yrOmpgZAsqjQ399PyXpqLF4mEKUZGR0jMasOhwNyuRxWq/W48+w7Ozvx7LPPpn1v33777ZgxY8ZxPfZXGdOmTcP999+Pl19+OU12v23bNnR2duL222/P2GnPz8/HE088gQcffFDigzE4OIj77rsPv/nNb4aV6xNkMsNra2tDY2NjRnPNLLLI4sTCZrPh29/+Nv7f//t/WLJkCYDkWszr9Y7b92uWzA8DPhCG/ffLwXsC4MahI58KSujb+2H//XKUPncH/vCHP+Cll16C0+lEcXExNZUiVXMiwW9qaqIxacR9OxqN0hlQvV6PwcFBmuXb19eHWCx23NX2RCJBF6DBYBChUCiNkGci6eLFj1hqTggyuZxowp6JrIsJ+9GQiXycKNOekpISSi6VSiXNXddqtdQ5vrq6eth9khD6lpYWCaEPh8NoaWnBhAkTMu4LLMvCarXCZDKht7cXgUAARqMRoVAIh/ITOKMjCkYQICSzGwAgeT35P+KxOAKHzfNk7HEaxvEC2AQPx6QCRBNxhA472ZOuKMuyyMnJgdfrpdtKrVajv79fsoiRyWRQq9X0OOrq6pJ03CwWCzWVI2aIgUAAg4ODw5KOVPj9fhw6dAgffvghGhsbkZOTA5VKRUckSGdeEASo1WrU1dVBoVDA6/VixYoVND+eSKWVSiXuvfdezJkzBz6fD1u2bEk7LsbSmRfPyZP36Pf76Zw8ceD+6U9/Ktk/tm7dim3btknkzxzHobo66fnBMMyIJPKrQuZTu/I6nQ5qtRovvPAC9u/fD0EQoAonUNMfRGV3ELpgHPJ4cl+XyZLmduowi7hjCF5PJyIMj1wFwFg5BHQMXHyEpibIZDK4XC4oFIo0dQbHcSgpKYHP54PdbqfnSDLrTOadzzvvPJxzzjlQKBTYuXMnnnnmmTTvDqPRiAcffBATJ048rm3j8XjozDXB5MmTx/27bziZPSmqit8f8R4gGe0nAwzDQKvVSgp8oVAIEydORGFhIXbt2pVmGBeJRPDJJ5+gqKgIM2bMOOYZ/4KCArAsi0OHDkGpVEKr1Ur8T8j3ZSaCrdFoUF1dTY9Ht9tNzfpIQXykbpkgCHA4HHA4HNi3bx8tgJKZe6vVekzvyeVyYenSpWkF0csuuwznnnvuqB/n64rc3FzceeedWLFiRdo5p6enB0888QRNl8n0t0uXLsVDDz0kSahwOp24//778Zvf/GbESNJMZnjr1q1DdXX111qpmcVXH9nOfBJ2ux35+fn059Tt8re//Q1//OMf6Wjl8SJL5oeB8411CO9vh7xk/DryqWAYBvLiPIT2t8P5+jrkffcS3HvvvRnvS9x0t2zZgmg0Co1GQyXnZMbOYrFAp9MhFAphaGgIfr+ffvm/+uqruPXWW9MeNx6PUwdz8m/qdTFxHw6pJD31X/Gs+IkCkSOKiTr5OdVAMBM4jqM50WIixrIsXC6X5GBUKBSoqamRJAkMdxF7GaT+Trz9xP9qNBps374dQNJ0ichvjUYj3G43jEYjZsyYkfZ34uunnHIK3nvvPUkeO0k3WLx4MdRqteTzEV+Ki4sxMDCAlpYWMAyDgXIWoV4ntDEB/sO8TADAQEheYVkAAuKxOPxxPxScAkqVEixzbIZxSaLOgAtGEdNwGJqQnNUdHByksltCfMSEVqPRZCTbiUSCjmIAyUUmIdYsy8Lj8WDDhg2SfYCkQojnoxOJBORyOXw+X5rvgNfrxc6dO6nbOXkf4n1dJpPBbDbDaDTSgsEHH3xAkwOIg7xer8cjjzxC86r1ej1MJpNkUccwDMLhcMZIsaOBzMknEglarCGzwURe/+1vfxslJSX0bwYGBrBu3TrJOAkZDyDnlqlTp47ouPxVmJl3u910HjyRSFDjv+effx4AII/zqG31YUJXAMoID54FwgoWcaMa+fn5MJpM9BhyORzwhAXIYjz0/gTmeqKYJOOxTRnANmMYcl1yfxyp4Jebm4vTTz8diUQCgUCAjjoQ7NixAw0NDdDpdFizZg0dFfL5fAiHw7BareNC5IGkl4D4PKJUKilBHC8QpZUY4uOW4zjJvkHub7fb6bF1MpCq1iHnD71ejwULFqC9vR379u1Ley99fX0YHBzE1KlTUVFRcUxrh/z8fLAsi8bGRmg0GoRCIcnjR6PRYQuKgiDQ6E673Q5BEGAwGGAwGMDzvKTQPlpyT8xEDxw4AAAwmUyU3BcWFg5rrhgKhbB06VI4nU7J7aeffjquv/76UW+PrzsUCgW++c1vorq6Gm+88YZkvw6FQnjxxRexaNEiXHrppWnnCYvFgqVLl+Lhhx+WjF+53W7qcp86XibGcGZ427Zty5rhZZHFScCCBQtQWVmJefPmoby8fFQRpMeDLJnPgPigG54Vm8Dq1WMyuzsWsEoOMr0anhWbYL58QcYceq/Xiw0bNtCuSSQSgcPhoF8OGo0GFouFSqldLhc10iE70GeffYaSkhLwPC8h6iMtqkci6eJ/TzQIuSKzfmq1Gmq1GhqNJtkxU6tp/BORXROCPtx18nOmuWYxtm3bRsk1AFitVlxwwQUn7L1WVVWhoaEBTqcTRqORSm/r6+uhVCqxadMmLF68eMQF7tSpU/Hkk09icHCQLuA8Hg8++ugj3HvvvSPO4AUCAaxcuRJbtmxBe2UMNQccCIYiiDNHigjioodKqYJMLkM4EkYsFoXZbIHBaEj6FPACeIFPRjaKrwsC+EQCLpcL4UgECoZFvqDA4OnViOmUSCQSsNvtEiKv1WrpwnY4Ip8JqVGP4kWtWKURiUSov4K4SETIODl+mpqa4PP5UFZWRmPOxM9F9jEyMuFyueBwOPDJJ5/QrHuWZeFwOJCfn48f//jHqKqqkrzm1G4cx3FUATDabmVTUxNeffVVAEmC7vf7EYvFkJOTQ6P9TjvtNJx33nn0bxKJBN599120t7fTTjrpkIo7Q8Nly6e+ZjEIoTiZM5zbt29HIBCA3W6H0+kEz/NUqpzjimBGgxu57iiiHAuvTga9wYDinBwalRYIBJJJCV4fYrGkiRjLsggpAUYANFEW53hUqIspsV2nwIA8vZBFfAamTp2KadOmoba2li7kOzo6sHLlSknXVxAEbNq0Cc3NzdDpdNDr9QiFQhAEAWVlZbj88svhcDiOm8zH43E6AkAwceLEcY+0yhQfKT52yWgPAfl+6unpOalkPjVWU9wlZxgGVVVVKCgowJ49e9JiAWOxGHbt2oXu7m7MmjUro6fGcMjNzcWkSZNw8OBBqFQqhEIhGj+bicwnEgnYbDZ0dXVljFMFkooHMrJXWVkJi8Xy/9n77vi2yrv7c4f2tuS9Z7YznIQMEgibsAottLRQygtlFdoy+iulTRmFlk0ptJRCgfIWWvYehQySEILJ3o73lG3JtvaW7v39IT9P7pXklUGB1+fzMbEloXF1x3O+3/M9hyYt9PX1YWBgIKNJbCrcbjft+gNJRUh+fj4KCwuRn58PlSp5rn7kkUfSIuimTJmCn/zkJ/8nZ7YXLFiAoqIiPPXUU2lRi2vWrEFbWxuuvPLKNJ8Mk8mEe+65B7fffjuam5vp7V6vF7/97W/xhz/8YVTJ/aQZ3iT+G5jszCexatUq1NfX44MPPqBpN/fffz82bdqEBQsWZPTMORIw4uSWT4Pr32vgePilccXPHQ2ICQGx9j7k3PxdWL578qHbh52FN2/eTLuSQ0NDtBtPZPWBQCBJhIY756IoUpdsQRCg1WqhUqkwf/58WczUf4Okj9S5lv5NDIdMJhMsFgvNardYLNDpdIcdD3YkePfdd/Hyyy/Tv2fMmDGiiuJoYdeuXbjvvvsAJBeTbW1t0Ol0qKmpoQvKVatWjUnoXC4X7rvvvrSFhNlsxv/7f/9vXDM7bW1tuP+uu7FgbQcKwizsiEDEoWKRIAhJQzuGgUKpgFqlAjPclVeqlCgsLBzR1EsURNh77RgcGAQgwhxIYMCkAP/ri7HoxGX4+OOP8dZbb9FREoZhsGLFCjo7Sha9ZLxjNAXJwMCATEqs0WhQXl5OyXoqFi5cKNvf9u/fD6/Xi87OTmzbto2qYVKLA6RgRBypgSQJCAaD6Ovro2Q2FovRXPNZs2ZBo9GAZVno9XpYLBbYbDb4/X6Ew2F6n8FgoMdEUVHRmCTH5/PhlltugdPphNfrRUdHB9xuN8xmM1QqFbRaLWbNmoWHHnpI9h2tXbsWa9aswZo1a+g2JeMAM2bMAJBccN59991j7oNEhizFokWLMko+g8EgPvzwQwwODtLK9kQIUSpEUcSuXbtwzz33yLqFxE+kpCeIefvcUEYTCBqUMNmSpnbkvfl8PvT19g4XQOJICAlABBJCImlahuGhE1EE4gLMUSDMA58Us2iyJn0damtrMXv2bFqMGwnxeByffvopNm7ciHA4jPr6etjtdrqvAEmiOW/ePCxfvhxZWVlQqVRHZHoHgKq+pLjooouOWrY8QX9/PzZt2kT/ViqVqKmpwUMPPUTvd7vddLbXaDTS/PfDdeg/HGzfvh07duygfxcXF9NZRylEUUR3dzd27dqVNv4AJBU506dPR1VV1YSuW263Gzt37oTb7ZYVvU4//XRoNBqEw2F0d3eju7t7zJEVi8WC0tJS2Gy2jGSaKB8IuScqqImAYRjYbDZs2bIFO3fupMomIFn4/v3vfz9hJdE3DZFIBC+88AK2bt2adp9er8fll1+ecaY9EAjgzjvvpEUUApvNhnvvvVcm5U2F0+mUmeEByUbBpBneJI4Vfvvb3x7T57/rrruO6fMfC6xfvx5XX301pk6dSn1NyPF34YUXYsGCBViwYMER+ZtNduZTIMYT8Ly7CVDyXwqRB5KxdVDy8LyzCeZvnwiG52C32/Haa6/B6XQikUggEokgFArJTsrhcBh+v18WpUZkmMStlswMkwxfKYk/EhCJcSYyPhpRJzswx3HQ6XTU8E36r8Fg+K8Q9tGQaio0EjE9mpg9ezZOOeUUrF69GgaDAVarFYODg+jv70deXh5aW1vxzjvv4Fvf+taoz2OxWPCrX/0K999/PzXjApKf6Q9/+AN+8YtfjDmDF4/HkVBw2DbFAOu+IPISKgxwCQBiUmXPsEgIyf1KjCbl9mqNGgqeRzQSRVtrG/R6PQqLCtPkmQODAwgGghAFAYawgIiCxc4ZZgyuXwuH14VPPvlE1nWqrq7GvHnzUFFRkbEQQXLbpQQ/FAohEAhg+/btaG9vl8U+kgzwTN2pcDgse7/RaBSrV69GJBJBSUlJWnwkOd44jkt7zmAwCK/XKyOmgiBAoVDAZDKBZVkafxiJRDA4OEiNDEVRRFFRETQaDY0/9Hq92L59O8rLy7FixQosW7YsjdiLoojHH38cTqcTsVgMdrsdPp+PzsmzLIuCggJcd911sn3abrdj/fr1NG8bSBKvUChEkwKAZMbyeNQBmTq8sVgsI5knJlEAsGfPHhw4cAB1dXWyYuR4EAwGUV9fjw0bNqChoSFN9puVlYWSniDq9rqgYnloawpRlJVFvUh6enrgdDoRCYchSGvew0QeSB4XPMfRY4BRcQhpedhEBX4Q06Pwih8i59zl437PPM/jxBNPRHFxMX7605+ip6eHjr4QWK1W6HQ6eDweZGVl0dSJw12ci6KYZnxXXFx81Ik8kNnJXvq+iS8MAenMk7jMo60UGAmpxSOpWkAKhmFQXFyMnJwc7N69O83wLJFIYM+ePeju7kZdXd24t6nZbMbcuXPx6aefUrJOjr+mpiYqpR8JHMclC1UlJWMWwnieR0FBAT2XJhIJOJ1OSu4dDseYBQNRFLF69WpasCONhqysLFx//fVU3fJ/GSqVCpdffjmqqqrwyiuvyI5pv9+Pxx9/HGeddRbOPPNM2TGh0+lw11134Y477pAdpwMDA/jNb36De++9d0QPlUkzvEl82ZjsD6eDpLFcd911OO2003Dw4EE8/vjj+Pjjj7F69Wq8/PLLYBgGRUVF+Pjjjw/rNSbJfAqinf2IdjvBWb7ciw9nMSDa40SozY6gRYPHH3+cLqJJ9i4h6mRxxzAMXRwQ+XDG5x6WkI8mqZfOdKfOBKf+jDZ/Tki6VquFRqOhvxMpPLldqVR+rSrDqWT+WMVLpOL73/8+9uzZg/7+fuTn58Pv96O3txcmkwkajQZvvvkmamtr06TZqTCZTLj11lvx4IMPyuaffT4f7rvvPtx8880jPkckEsEzzzwDAIiVZWMX50fdXjcKWBX8GhaB4dlOjuMAUUQiISCBOILBIBQ8P2wGx1GjOOKQLY2i4jgW5hiDKAvUT9HBaVKAEUW89dZbcDqdMBqNlDQuX74clZWVI3akWZaFWq2WSVITiQRcLhcGBwdlHUidTocrr7wSDMPQhAjpD3m+SCSCtWvX4r333qNdcenxRkyziBs1cGhOXBAEuFwu2oEnxzGQJDNkoZspHg84dHF0OBwoKSlBJBJJxgKKImw2Gz7++GN8/PHHyMvLw/Lly3HppZciLy8PRqMRa9eupZGXdrsdfr8fLMtSGXFeXh7OOussWQxdPB7Ha6+9RrPMCfR6PXiel3XYxiOxJ9uQ53lZx28kgkBk5i6Xi5oX1tfXY/fu3Vi8eDFmzZo1arGvt7cX69evxxdffIFIJAJRFNMkbXq9HgUB4Pi2KAwWK/SVRUjEExgcGIDD6YTf55MTeAmE4c68IAiIJMLgdTooeAU0GjV4hQLZtmzoDXrEepzwPP4GDGWF0NSOf/a8q6sL9913HxKJZOdfOrtdU1OD3Nxc+P1+2g2uqqpCJBIZ96hJKvr7+9MKHdOnTz+s5xoLI8XSEYxklCgIAux2+5cWZzZeMk+gUqmwYMECFBcXY/v27Wmf0+VyYe3atZg+fTpVVo0Fk8mExYsXY+/evQiFQlCpVNi2bduo/49Go0FRUREKCwsPu/BBCgGkS0T8JQi57+/vT1tLtLW14YsvvqB/k8SLuro6bNq0CTt27KCmvoWFhRM2CPymgGEYLF++HKWlpXjqqadk5yVRFPHuu++ipaUFl19+uWwfVKvV+O1vf4vf/OY3Msl9X18fVq1ahT/84Q8jKh8mzfAmMYkvHxdccAEWLVqE4447Li25YsqUKZgyZQpWr16Nzz77DM3NzdiyZcuY5/fRMEnmUxBttUMIRcDnfjlkDUheLIcCPoi9g9j55D/QXaClkUVS+S7JkCeEm3TiU3PTUxcK5D6NRgOVSpXWVR+PQRwh6dIZdSlJJ7d/3Uj6ePHf6MwDyYv4tddeizvvvBMsy6K4uBgtLS1ob2/H1KlTIQgCnnzySfzud78b88JsMBjwy1/+Eg899JCMpAUCATzwwAO46aab6AyxFK+//rpssd9drMfxxx8P2we7oe51gNfqEYonO+EiAI7n6P4ajcYQTySgUqqgVCnBiAyGBofgdrmQm5eHnJwcGFRqcL0uxLUqHKy1oV0dAmIxxGIxOBwOxONxuFwumEwmTJ8+Hccff/yE5mcFQaBRT1KjoVS1CJlvl3aRgsEgdu3aheeeew4ejwfl5eWUSJLjTqvVUgM7hmFkCQ2xWAxutxuRSCRNXk2KAk6nE4IgpBlTpUr3I5EI3G43DAYDvS07OxsWiwVDQ0Po7e3FK6+8gs2bN2PatGlQKpVYv359mmka6eIYDAZMmzYNl156qex9rVu3Dg6HA/39/VQRYbVa4ff7ZaZLVVVVo0o8U6FUKmVkPpMsGQB9TDgchsvlop4gQFL6v2PHDixbtgwVFRX0uxMEAXv37sX69evT5Kg+n09WOOA4DuecejpOqB9AlO+AT8uh+8ABeH0+iIKA0foKAi2kstBoNdCo1VCqVMnvfvgxXq8HBqMhLa2E1Y5Ntnfv3o177rkHfX19iEajUKlU1A+loqICFouFjm6IoojW1lb09fVhypQpmDlz5pjPnwnE4IzAaDTK1BdHE6kjMGq1WrYfkAhOUpwmiSc8z6O7u/u/RuaJgdxYcW15eXk49dRTsW/fvrQIRLKP9vb2Yv78+WN2zMPhMIaGhmh6x2jd8aysLBQXFyM7++gb9nIcRxMWamtr6bgfiejctWsX1q5dm9ZMOPHEE2lBIBgMoqmpCU1NTfT9EnKfl5d3zJJhvqooLS3Fr371Kzz//PPYs2eP7L4DBw7g97//Pa688kpZgV2r1eLOO+/Er371K5kCpKurC7fffjvuvvvuNK8HIFloOu200/D666/T27xeLz799FOcdNJJx+DTTeL/MiY780kYDAa8+OKLeOaZZ+g17f3334dKpZI1T4DkWqqqqkoWCTxR/N86g44DkfZeMACYL1Hm7Xa5EYqEoRJFqAcD0FRawbKsLLItdZGf2sVLJeNksSfNnSeO2lJwHEdJeSpJl/58U0n6eJFK5o+FBHUk1NTU4Oyzz8Y777wDrVaL7OxsOBwO9Pb2oqCgAL29vXj55ZdxySWXjPlcWq0Wt9xyC/74xz/KDK9CoRAefPBB/PznP5fJ7xobG2Vu70BS5n7izdcgck4b+h95Cbot++FKAD4Dj0AohFgsljSN43gIojAcaZi8nTh8C4KIvh47Al19sGr0YKoK0DDLini+EaXD/gDhcJju54IgwO12Y/r06ROaKyJEnhBE0t0nneLRjJ88Hg+eeeYZrFu3DjabLU3KqFAokJeXB7PZTKPopGBZFjt37oTdbpcVzFiWxaJFi1BbW4tgMIjdu3cjEAhQ92ryGGkKBDn+BwcHZV0tURRRW1uLt99+m47TdHZ2wm630+cgBQa/30/n++PxOHWzf+qpp2C1WpGdnQ2O47B69WrwPE/JiEqlgtFohNfrlW2D8XblCdRqtSxXfSRvA2k3FgA1GzQajbBYLHC5XHj77bdRWFiIBQsWoKWlBRs2bEjrLhOQ7hcxAcvPz0fBTjt6N+7BABtHzJV+Pk0Fg0Pmm2Q7MwAUCiVstmRBRvr+Q6EQNBpNWlrJaFizZg0eeOABeDweAIcKuFqtFhdccAE4jkNXVxeNviOPCYVCeOGFF7BixQqsWLFiQh3ZQCCQZlY2ffr0cZ3ryfsjhFv670jH1cDAgIy8EzNXchvZz4k/BsuyCAQCUKvVaGpqSjP6G+l9pt5OroGZUk4yIRMpCgQC48peVygUmDNnDoqLi7Ft27Y0Y7rBwUGsWbMGtbW1aY73oijC7Xajq6srs5Q+IYBzesH1uaFweGFkFTBqdFDpB8Ca7fCX5UNZUQBlSS4Y/thE+bEsC5vNBpvNhtzcXLz88suwWq0IhUJ031y4cOGoSQhDQ0MYGhrCnj17wHEccnNzadeemHJ+06HT6XDNNddQTxjpd+12u/Hwww/jggsuwIoVK+j2MBgM+N3vfodf/vKXMg+clpYW3HXXXbjzzjszKnSmT59OR8wIPv/8c8yePXvSDG8SkzgG+Mc//oFYLIZdu3ZhzZo1ePbZZ/Gf//wHH374IU0RApLz9HV1dUfkCwRMkvk0JNz+L72yJAzPXzIiwIWi4HkeSqUSPp9vzPcijTuQzk2SaCxCBEhXd9GiRZMkfYIQRREul0t225clsyf4zne+g507d6Krqws5OTlJU66+PphMJuh0Onz00UeYO3cuNSYbDRqNBjfddBP+9Kc/ybpykUgEDz/8MH76059i1qxZiEQi1AGdQKFQ4LLLLks6JNdWouTxm6B74SPoXlkHb08ffAzgUyngjYaRQNIUj2VYCEICsXgMQiABPa+EiVGAB4OQQsRaYwi+2QYUVOQDwwQzJycHLS0tyM3NRV9fH0RRhNlsxp49e/Dkk0/i0ksvzbjglkIURXi9XllHi+d5uqgHkNHoSRRFfPzxx/jnP/+JWCyGgoKCtEW/zWZDTk4OlEplRkWEzWbDunXr0NjYSA0CiZfF1VdfjZUrV9LHlpaW4osvvkAoFKILNKvVing8TmPspE7+DocDGo2GnhtIh3337t1QKBTQarWIRqPw+XzUyTqRSEChUND3ynEcKioqIIoi2tra0NbWRomhIAjwer30vahUKnR2dsJmsyVHJxQK6PV6zJs3b9Ttn4rUReZIZJ58J+TzKRQKxGIxeL1e+Hw+mM1msCyL/fv34/nnn4dGo4HFYslIYslog1qthtvtxtatW1FmtmFJlxa+hIgII2C0VrxKqYLVaoVao4ZPIncHAJbjUFCQD4VSCbfHg5hEeuz1epOGheNIKxFFEU899RSef/55+h0LgoB4PA6bzYYzzjgDFosFBoMBlZWVaG1txYEDB2SEWRAEbNq0Cc3NzTj//POpckVKuDOR7j179iAQCMiKv7FYDDt37pQR80xkPbXIPB44nU6ZRFsQBHR3d8vOr+R8y3Ec9Ho9hoaGoNFo4HK5sH79+qM6N0+KelKCT34PDRcmSRHu4MGDyM/PH/HxqQUCq9WKk08+GQcOHEhLCojH49i+fTvsdjvq6uqgUCjQ19eHrq6ujK70jCcI1c52qL5ohsLlhyIB8AoeEIEgwyA4/N2JAFiNCsqibJjOXgrDyXUZ97mjAZ/Ph3vuuQc+n0821rRs2TKsXLkSvb29NAJzNCQSCdrl37p1K9RqNXXJLygo+EbP2zMMg9NOOw3l5eX4+9//LhupEQQBr776Kpqbm3HppZfSIq7FYsHdd9+NW2+9VZZ8ceDAAdxzzz347W9/m3aMMAyDM844Q2aGl0gk8OGHH06a4U3iqGKyM38ICoUC8+fPR05ODp599lk89NBDyM3NRX19Pd577z14PB5cffXV4DgONTU1WLBgAW677bbDeq1JMp8CMRoHvuQTm9FkQjgSARiASQhUmks6a2RmPpPRnZSwp3bsiQMykQITAkBytCeJ/PhAFnVSfFkyewKFQoFrr70Wq1atApA0qGpubkZ7ezumTZsGlmXx1FNP4fe///2I+b9SqFQq/OxnP8Of//xn7Nq1i94ei8Xwxz/+ET/5yU/Q3NwMh8Mh+//OP/98mbSa1amRfdW5sJy/HL612+B4dR2GGlphTLCIx+JIxGPDefQcBCSd6yOJOLoUUTTlq+EsMyOk5oCudjR1tVN3+GAwCJ7nodEkM74HBwdp/jmRIl9xxRUjdn9EUYTP50ub7SRRhASpZL6trQ1PPvkkmpqaYDabaU4zgUajQXFxMXQ6XcbjR6FQoKamBs8995zMmwBIFhJuvvlmLF26VHZ7RUUFvvjiC6jVaigUCkq8jUYj7ayTz6TX6+H3+zE0NCSbkZw7dy5aWlrg9/sRjUapNJfI6xmGoQUolmWRlZVFTVkIyP8HJKPAyLmCdNNtNhvi8Tg16XvwwQeh1+tpx9xgMNBxG3K+If+mehgA4yfz2dnZNPfa6XSiubmZFhV4noff70cgEIDRaITZbKYEy2q1Yvv27WhoaKDEV6lUYlZQBXVUwIAyfdHBgAGvSKZpFBQUwGg0wj9cOJM9jmFRkF8AxXBxxGgwYnDw0MI6FAwhHouDV/DgrCbE2vvgW7tNllYCJI2v7rjjDurwTlQTgiCgrKwMp556Ki1UEGJeVFQEpVKJxsZGBINBMAxD4xIHBwdx4MABVFdXo7y8PG0ESwpBEHDw4EHZMWCxWGRpD0cbqQoIjuPSzq1kPyHFAun78/l8I5p9He77iUajGf1kiMKCoKGhIe18mAlkdE1K8k0mE3p7e6lqifw0NzejubkZRqORplXIzinhGDTr9kL92UHwoRiUWjWUeTlgtaqM6kFRECAEI4i098Hx8EsYfO59mC44AdZLThvXmMd4EYvF8OCDD6bF8tXW1uK6664Dz/OoqqqCKIrweDzo6emB3W6n22A0hMNhWmAEkmMfhNiTCLxvGqqrq/GrX/0Kzz77LBobG2X37dy5Ez09PbjqqqtoFF1OTg4l9FLV4K5du3D//ffjl7/8ZdroQnZ2No477jhs3ryZ3jZphjeJSXx54HkedXV1qKurgyAI+POf/4x///vfqK+vx5YtW/DGG29MkvmjBUbJJyOGvkQkEolkNV8EVDotKisrUV9fj3A4jGg0KuvASLvv0i58LBZDNBql/5Lfpd2tDRs2yIgbmQ8mDvLETZ4sim022zfywjlRpHblgS+fzANAWVkZLrjgArzyyitQq9XIy8uD3W5HT08PiouLMTQ0hOeffx7XXHPNuJ5PqVTihhtuwF//+ldZXE4ikcB9990HQRBkCoSKiooRZ+z4bDMs3z0Z5m+fiGiXA+2btmH7Ox/B1WmHd9CFUCyKACegn4/DzkTQFfUDPhamThOKioqg1SZ9IlwuFwwGAxKJBF0IG41GqNVqWZGCyBDPPfdcnHbaaWlS1UAgkEYWWZaF2WyWPZYQhVAohH/961947733oFQqkZOTI3NpJ6ZQ+fn5dGQlFbm5uSgvL8d9990nk10DyfGG2267DbW1tWn/n9FoRE5ODhwOB7RaLXw+HwKBADQajYxkMAwDjUaDQCCA3bt34/jjj6e3K5VKLF26FOvWrUMwGKSkSZoqIZ2ZnzVrlmw7kKIhkJS1Dw0NUZmzIAjIz8+nHUdiMDgwMCDrDJEuJyHZmTqWpFOuVCqh1Wpp5J60ABAIBGSJG6FQCIODg7Db7QgEAtS9PRpNZr0rFApwHIf+/n709PTAZDKBYRg0NjZSsyiO46BSqWDSGzCjB4gzgDj88VmGhUKRfN9mswW2bBvtgoVCIfT396d/13m5UGsOkSO9Xg+Xa0hCVkV4fcmxhExpJaIoYtu2bbj33nvR2dkpMzcFgJkzZ2Lx4sVgWZbK7qVgWRbV1dUYGBhAT09Pmt/C/v37YbfbUVtbO6KCxefzpRWzjrXkNtN4WCqRlo6RkFEzgtRRj2MJhUIhI/OjGchKQVQLqY/X6/XweDxUCSEdn3G73fSY4Hk+qajpcSH7o33Q2N3gjTrwpVngeB4iyw0XSNPBsCw4vQacXgMxISAx6MHg0+8g+Pk+5Pz8ogkZMY4EURTxxBNPpCUglJSU4Oabb5aRSIZhYDabYTabMWPGDOqUT65bAwMDY464eL1eeL1eHDhwAAzDIDs7m5J7Mhr0TYDJZMINN9yA9957Dx9++KHsPqfTiQceeACXXXYZ5s6dCwAoKCjAXXfdhV//+tcyNUd9fT0effRR3HTTTWnF5mXLlmHPnj2TZniTOGaY7MxPDLNnz8bs2bNx1VVXHVHK2CSZTwFn1n/p3eqhwSGIogCwQJAV0dncTLtcwKEFDYnXCgaDiEQiiMViiEQiNLpqJJDuhtPplM16x2IxOrs2EkgkWnZ2NqxWK52VIx2w/wuQXviAZOfov3XhO/fcc7F9+3a0tLTAarXC6/XC6XTCbDbDYDDgs88+w7x587Bw4cJxPR/P87j22mvx9NNP04q9IAjo7OxEJBJBeXk5rFYreJ6n8vrRwPAcVOX5mFJ+Nmp+cBatNjY2NqKjo2OYrDDQqvR0//N4PLBarTAajWBZFj09PTAajeCHnfBVKhUqKyvh8/nSCltvvfUWGhsb8aMf/YjKMUOhkGw2GwBNfkj9LmOxGDZt2oRnnnmGmuylkh+z2YzCwkLk5uairKwMbW1tskU+y7KYO3cueJ7HXXfdJZNKAslu5+233z5q4kBlZSUcDgd0Oh18Ph+Vu6eSLYVCAZfLBbfbjfb2dhonJYoiSkpKqEEi6e6mKnbi8TglGUuXLqWL64MHD1JjNdKVJ8c3wzAyNQbpOqZitC4n6VbGYjGZ+aY0bxVIFhIGBgYgiiIikQj8fj86OzsRCoXod0+8DsjcfzL/PdnxVKlUGBoaojJTpVJJTT8ZhkGuqIQlxiCsZKFWJQ0POZ6DyWiC1WaVFS9j0Sh6e3vTzq02W3bafBvDMtAbDPBKiLff54PFbAHDMjStJNrlgKo8Hy+++CL+/ve/0xxxqcx98eLFqK2tHfVYI53dvLw8ZGVlob29Pc1Q0O1249NPP8XUqVNlMYoEqUVKUkw5EpB9I9O1gXw+6X2kQCe9Ta/X0+OLKM/ItggGg1QRM9I1L9PtZPuO5pGRipGc9Q8XJPECQMYROlKc0ul0sDU5kfvRPnChGKJZekQVLJAmv2fAcilRsCwLluXo7VyWAbxRh9C+NnTf8jhyb7kYxtPGd20YCS+//LIsEQQ4FH86lipM6pQ/b948RCIR9PX10c59psKVFKIowuFwwOFwYMeOHVAoFCgoKEBxcTGKi4vHpUr7KoPjOJx77rmoqKjAP/7xD9mIQjQaxVNPPYXTTz8d55xzDliWRVlZGe644w785je/kV2T1q9fD7Vajeuuu0523E+a4U1iEl8+SkpK0ox5M6nmjiSSe5LMp0BVlg8RSbnal2GCJ4piMp87noBSBMI2HQYHB+F2u+H1ehGPxxEOhxEKhWSLZOkCkHTPSDdLGmMniiKVLR7OjuLz+eDz+dJMkjiOo27chOAT0q/Var9R8v3UmKGxZrWPJTiOw7XXXovbbrsN0WgURUVFaGpqQkdHB6ZOnQqe5/Hcc8+hurp63HP9HMfhxz/+MXiex8aNG9Hf30+JQVtbGwRBwNVXXz0hB3kguXhduHAh5syZgzVr1uCdd95BU1MTBgYGaDeZdL/sdjsGBgaQk5MDp9MJj8eDsrIyRCIROvdtsVgQDAbTOqXE/ffyyy9HaWlp2owmIfKpEnvisOx0Omk3Xnq/SqVCaWkpdDodysrKaNdS+hiLxYLjjz8ebW1tuPPOO9PUAHl5efjd736H3NzcUbdVRUUFPv/8c6hUKhrhlml2NhqN0s/X0NCQnOdWq+m5YOrUqWhra0sz9yPnBkK01q1bh7179+Kxxx6DTqejvgR+vx9utxtZWVngeR6RSISOFJBzijR+b7wg5DuVEEUiEbof8DwPj8dDiTsZN7DZbPSxfr8ffX19GBwchN/vp/4H5P0Q53Mg+f1Jc8yNRiOmK7JhUAThNyVlymaTCVlWa1pxTkgIsPf2QkghfyaTCWaLOeNnNBgM8Hq8IEP4giAgEPBDbzCA1aqQcLgQbbXjgKcff/7zn6nBI7mg8zyPk046SebSPxKk92u1WsyePRuDg4MZHdT379+P/v5+zJo1CxqNBhzHQRAEOsoCJK8NFRUVKCwslBFy6e+j3Ub+He19h0KhtGLaqaeeioGBAdkxXVFRQUdURFGEQqGQFZOWLFly2Aak5DopTZyQ+gFI/1apVAgGg/TYUigUsFgsaY8drZtCCgixWIwW3TmOg9FoRDAYTCt8iaII9c525G5sA5sQEc8xjjL2J0JIJNL20UxgtCx4xyB8v/4rEgcPQrm8FiqVCiqVihZMySjMaOuEdevW4dVXX5XdplKp8Ktf/YoepxMBOceSlAK/30+79na7fcRRHIJYLIaOjg66v1itVkrsj4Wz/5eFmTNn4tZbb8XTTz+dNq71n//8B11dXbj88suh0+lQXV2NVatW4Y477pDtT//5z3+gVqvxP//zP7LtMGmGN4ljicnO/Pjwox/9CBdccMFRe75JMp8CZUUBWI0KQjACTn/ss1A9Hk/SuTccRVgU0C2GUF+/g1ZxUqWrUjlmKoEnkEZaEaksy7I0rsrvP3KTP9LRS5UTA8nOtZTcW61W5OTkwGazHVHl6b+FVHL4367+FxQU4Lvf/S7+93//F0qlEgUFBejq6kJPTw9KS0vh9/vxzDPPZJTZjQSWZfE///M/8Hq92L17t+w+h8NxRF0ppVKJM888E4sXL8a7776LDz/8EC0tLZS0EWfPSCRCJceiKKK3t5eSi6amJphMJuTn52PRokWor6+X7cMejwePPPIIli9fjhUrVsj2M4PBQMkaIbldXV3o6OiAKIqYPn26bP6cYRjk5+dTAlFVVSUjDySCbvr06ZgzZw42btyIRx99NK3rV1lZiTvuuGNcxEOn0yE/Px92ux1arZYa30nBsizcbjfdZrFYDLt378Zxxx0HIElUcnJyUFRUhPb2dnrsk/uA5DzqwMAAzGYznE4nfvGLX2DatGlUmt7a2kqzqoFkd7e4uJh2KVmWxcUXXwy3202Ljn6/X2aKJnXhl56XMu2L8XicyvqHhoZoTBUh4YQweb1e9Pb20oxrhmHocUjOiRzH0fhN8lqkM6/T6VBTU4OSRi9YNgyr1YYsa9aIkVj9/f0yQzvyHdlS8mKlUCgU0Gg1CElUIT5/ksyTwvDBtZ/hvsYNtFhG1BAajQannHIKbDYbVRmkRoZKz+WkM83zyfl+nU6Hk046CU6nE2vWrIHH45HNZpPv9qyzzkJtbS327t0rI9A8z2PlypXHVHGUKYpQqVSmFUstFouMwKSS5a6ursMm82T7jcdET6PRoKenh/6t1WqxfPnytMcRBY2U5AcCATgcDjidToTD4YxRsmq1GqFQiBbtGIaBvteLkk+aAQFI2AxHzb9HBBAza8ANBSD+Yw3sYhTR0nTyTUZ5dDod/SEpN62trXjyySfTHn/jjTem+W8cLvR6PWpqalBTU0N9Mgix7+/vH1NZMTg4iMHBQezcuZOex4qLi1FQUPC1Gxm0Wq248cYb8dJLL8nm3IHkGM39999P5+hnzpyJ2267DXfffbdMzfXWW29Bo9Hg+9//Pr1t0gxvEpP478NgMBxVc89JMp8CZUkulEXZiLT3fSlk3ufzgWM5qGJA0KxFQK9ES0sLdcAm3SwiGyYLukwnXOl8LFlckMWszWbDKaecQg3GOI5DJBKh82jSH4/HA4/Hc9iEPxwOo7u7G93d3bLbFQoF8vPzk9FQw2Y2qbPJX0WkSrb/22QeAM444wxs374d+/btg9lshtfrxeDgYLJzaDbT7N+TTz557CcbBslzz83NpQt9hmFQXFyM1157DcFgEBdddNFhX+yNRiMuueQSnHjiiXj99dfx3nvvwW6309dRq9V0QRwMBhGLxaDX6+nCneyX/f39OO2007B582YqaSdmj6tXr0ZbWxsuuugiGI1G6PV6mfFaQ0MDtmzZglAoBJVKhalTp8pOqEajEaWlpZQEE+IuhcFgwIIFC5Cbm4s333wTzzzzTNpnnT17Nm677bYJyZYrKytht9uh0+ng9XoRDodlxC0ej9O/FQoFIpEIGhoaMGPGDBgMBuqWP2/ePEqGCFlMlSUTl+5gMIienh4IggClUpmW5W00GmUEb968eXRWn4CQbbfbDY/HA7fbTX/3er206JhIJGi6gHTER+qmHovFhqMLk5J90qUjHd1MfgVk7IXMGpNOP/nuWJaFyWSCzWbDjIgNpj5AnZuDkZB8T/IOskqlQm5e3pj7vkFvkJH5SDiMWCwGhUKRlLN+8BFiJUlVk9vthiAIsNlsOPfcc6HX62kHVwoySy0tUkQiEbhcLposoFarUVZWhrKyMsyePRsff/wxvvjiC9nzRCIRvP7662hoaEg7t5eXlx/z0aFUMk8+TyqZlxJ1UtCResV0d3dj5syZx/S9AulZ88FgEIlEIm3/I/tcIpGA2+2G3W6no2ssy454vdBoNCgpKYHJZMKuXbvg6OxG3lv7oYoJUFcWgmW5pGqPGN0mBAhCAoIgYtQIhpHAMEhk6cA7vTC9vwMD/3MiRJW8qCGKIo2ClBbqBwYG8K9//Ysen0Shcckll6CiooLu40cTDMNQ1d/s2bMRj8epL4bdbh8xipIgFArRbHuWZZGbm0u79qR4+VWHUqnEJZdcgpKSErzyyiuywhaZo//hD3+IefPmYd68ebjllltw//33yx7373//GxqNBueffz69bSQzvJaWFlRVVX05H24S30hMdub/O5gk8ylgeA6ms5fC8fBLEBNC0rzoGEKlUiEWjoJLiBiYnguNXkdNoIhET3pwSGcrOY6jZlJSqSlx8gYOkRGTyYS33nqLGolpNBpqTGMymVBYWIjp06fDbDZDr9dDEAQMDQ1Rk6uBgQEMDg5iYGAgjdyOF7FYDJ2dnejs7KS38TxPM2YJyc/JyTnqC4MjQernPdK50qMBhmFw1VVX4dZbb0UoFEJhYSECgQA6Ozuh1+vB8zxefPFF1NTUoLi4eFzP+d5776Gvrw9FRUVgWRa9vb3Izc2lZPiDDz6A3+/Hj370owkVYCKRCP70pz9h165dKCkpwamnnorTTz8dBQUF+OSTT7B161b4fD7akVQqldTUsbOzEzqdTib/c7lceO211zBt2jQYjUZ0dXXJDMBaWlrwpz/9CZdccgkWLFgAIFk0e/rpp7F69WqEQiFkZWWhpqaGdmYVCgVdWBNSTPZBqSpBp9OhvLwcRqMRzz77LN544420z7ts2TLceOONI3Z9R0J5eTk2bdpEySj5TERNQCS60jljQRCwa9cuLF68mB7/ZrMZVVVVaG1tlUXikdg6AFRyT0YxCAG32WyU1MXj8bRRjUzZ8jzPIysrK6MxWTweh9vtpueSTz/9FPv27UNfXx+dhZYWW6LRKIaGhuBwOGTeA6mKHjIfr1KpoFAoZL8DkJ039Xo9Lr/8cqxYsQLO+16Em2sf8TsIBAIYSiEJHMchPz89njATNFoNWI6TSZ+9Hi9criGwXi9YVfI5SNezuroa5557LiX2QPL8LR2tIj9EeUBcz4FDXWtiCkiOn7POOgtTpkzBW2+9lebhsHfvXsRiMeTl5dGRodT89mOBTGQeSE81SN3nyHWQHE+k+HSsVV4jZc1LVTyiKFICP57OMZDsuJaUlMjy1JctW4aWB/8XQUcAqqoSKPWjFIxFEYIwrNAjZD8hyP8m43apIwAMg7hFD2XnIPQbG+A7ZdaY7zcYDOL111+n3x+Rcs+fPx96vR4bNmwAkCSe0o6+tLMvLUQdLnieR2FhIXV0D4VC6OnpQWdnJ+x2e0blB4EgCOjt7UVvby+++OILGI1GSuzz8vK+0g0FhmFwwgknoKCgAE899ZRsVCUajeLpp5+mc/RLlizBz372MzzyyCOy53j22Weh0Whwxhln0NsymeF9/PHHKC8v/0pvj0l8tTFJ5oG77roLV1999ZjjlSPhww8/RDwex9lnnz3u/2eSzGeA4eQ6DD73PhKDHvA5xzZP3GazgfcEEdQqMVBhRSQSwfz587F582YqJyWL+tSuFOlkkWo56UalLuCBQ/FOoVCIdkJ6enqgVqupmzSZhWVZljraE2nz1KlTYTKZ6BwhIfdOp5OS/MHBwQkZDAHJxX5PT49MzsiyLHJycmQEPy8v779mOvdV7MwDye/00ksvxd/+9jfwPI/i4mK0tbWhs7MT5eXliMVieOyxx3DnnXeOWYDo6OigDroMw1DDt9Tvc+PGjQgGg7j66qvH/X188skn2LFjBwCgvb0df/rTn8CyLOrq6nDOOedg2bJleOedd1BfX08XfKSjpVAosG/fPpSWliI/P1/2miRrOysrC4FAQFYACoVCePbZZ9HQ0ICysjI899xzcLlcEEUR5eXldEEIJF3oCwsLqVw7tRtPTNssFgs0Gg0EQcCDDz6YZgIFJA0Kr7jiisNauKrVahQVFdECBllkEaUNibgaGBighTwAaGpqwpQpU5CVlUUvpPPmzaNknqgeSN48+X6zs7Pp9hRFEUNDQ7LCT2FhoaxLnJWVhalTp07oM5FCRENDA7744gv09PQgEonQ2WNyvnE4HOjr64PX66Ud9tTUDvJ85LMQSX2mhSeJ9jOZTMjOzkZRUVEywknBjZhWEotG0d+X4lw/bDLHK8Z3qWQYBnq9nhrhJRICeuw9iEYiyAIgSD7Lqaeeiquvvpp6E3R3d6OjowM+n49+PmJ8SkZSSAwfIbaEzJPil/T4qKqqwnXXXYf3339fNjpDVFvE+b+8vHzCfhiHg1TSTsh86vk1k9eH1AshEolQf41jCRLfKp1D9vv9MBqNCIVC6O3thd1uT1MWZAIZoxlJ7p0Y8ABrdkFjM4MfjcgDAMOA5ZLmd/wYSzgaYZtK9hOAZXsnFKfWIazhqX9DKgRBwDvvvJNWEKqursYJJ5wgu40UnTKlv5BRKq1WC71eT6X7RFVyOOdLjUaDqqoqVFVVIZFIwOFwoKurC11dXbK4tkzwer3Yt28f9u3b97Ux0SPxdX/7299GnaNfsWIFwuEwnnjiCdljnnjiCahUKqxYsQJAcv8+6aST8Pbbb9PHDAwMYOfOnairqzv2H2gSk/iG4qOPPsKrr76Ks88+G+eddx4dhRwNAwMDePfdd/Haa6+hubkZd95554Rec5LMZwCfbYbpghMw+PQ7YE16sKpj2CWOJaBjlSi45ly4ixX46KOPwLIs5syZg4MHDyISiSAcDiMSidAOhXShSxbvhNQTiKJIFw2ErKdCSu5JFBVZKJMs69Tuh0ajgclkonLuadOmwWw20y6G2+2WdfEHBgbgdDozmnmNBEEQ0NfXJ8t2JpI7QvDJHNxEu5+Hg9TF5n/TAC8VJ5xwArZs2YIdO3bAYDDAZrNRQ6m8vDz09fXh2WefxbXXXjvigikej+Mf//iHbDHHcRxWrVqFjo4OPPPMM7L7tm3bhkceeQQ//elPx6VSIJLTwcFBeL1eStI3bNiAzz77DDNnzsTSpUvh9XrR2dlJF45qtRo8z0OpVFLZPyHUhMgyDIPe3l5a+DIajdRELpFI4F//+hdcLhdVnOTl5VGCShaYxcXFVMIuLQj4/X4aZ5ebmwuO4xCNRrF169aMRP6yyy7DBRdccEQdqMrKSnR2dkKr1VIVDum6KpVKGI1GxONxZGVlUdf5WCyGLVu24LTTTqPPo9PpMHXqVOzfv59ur0QiAa1Wi5kzZ8oM8sxmM91fCIg6QoolS5aM+7MFg0Fs374d9fX1aG1tpbeT8wkx2yNz96Io0uLh4OBgmtOrUqmkJIDsF5mgVCppxCYh+aFQCKtXrwYAFO7tRJHPD//AIJQqJZRKJTX36+3thSDIi1c2qw2aCS7uCZmPxmIIDRuoJbebiJAiuc9edtllOO+88+j2JIkNFRUVcLlcaG9vpyMoBoMBer0ekUiEmqaRcz0hayzLUjNBKTQaDb797W9j6tSpePfddxEIBGQFGo/Hg7a2NnR0dKCsrGxCn3OiSDV7G6kzT0ifdLRMqt4AklL7Y03mgeR3KU176e7uRm9v76gJMAQ8zyMvLw8FBQUwGo2jHju+NduQGPJBUZY34mMOB6QBkFrwEjVaxNr7UBZSwnLuyfQ8EgwGEQgE6M9rr70mK7QDQH5+PlauXDmh81w8HqdjUqlgWTZjR1+n08lUKKMhqZ5JjvAtXLgQXq8XXV1d9PsarcmQaqJns9lQXFyMoqKir5yJnsViGdcc/ZlnnolwOIxnn32W3i+KIh599FGo1WosXrwYADBr1izU19fL/DM++eQTzJw582vnMTCJrwYmO/NJMv/UU0/hueeewxtvvAGz2Yza2lpMnz4dNpsNRqMR4XAYHo8HHR0d2L17N5qbm5FIJDBnzhy8+OKLNIJyvJgk8yPAeslpCH6+D+F9bVCU5x+TE7ooioj3OKGZWY7cH62E69WXkZOTQx2kOY5DQ0MDlEolnUslxlKZ5ubJQUQuXOFwmM7NE4muNKYq0/uRdu6l5F6j0VDDnlAoJCPaAKhDL1mQZ2dno7q6mrqIE5da0s3o7e3NWMEfbVsRw71du3YBSHbfCgsL6axocXHxMenefxVl9gQMw+DHP/4x/t//+3/w+/3Iy8tDIBCgRmpGoxGff/45pk6dOmL0zAcffJDmb3DmmWfKOhV/+ctfZCTgwIEDuO+++3DTTTfJZKeZQBYFkUgEDocDQJKgmM1mqNVqNDY24v3334darUZeXh6ys7Nl+eXElMnr9UKlUlHJLSHt5DtPJBLo7u6mXZ+enh5KIFwuFziOoznzhBSS95Xq4rxr1y40NzfDZDKhoKAA1dXVCAQCaGpqSjMDZFkWN9xww4T8CUZCaWkpPU7JnDs5XoksNysrC0NDQ9Rsi8TJ9fX1yQj5nDlz0N7eThfyxcXFmDt3LoLBIHw+H93epBCoVqtht9vBMAxOOeWUtGLaokWLRn3vgiDg4MGD2Lx5M3bv3p3RNDEUCqG9vR1OpxPRaBQajQYFBQUwGAxgGAaBQACDg4PUtE2r1cJkMkGtVssKLanFTJ1OJysqjoSgWYN4Io6wxwuww+dPBohFY4gn4mAZBgzDgmGZ5D46gnP9aFAoFIhGo7LzBjv8fsNZOtx5522ora3N+P+S7zcrKwuzZs2i3XqPx0PdxhOJBILBID2/S8n8SIY6M2bMQElJCV544YU0x/tIJILnnnsOixcvxkknnXTMRpxG6syndra1Wi0MBoNs+xmNRll3uKurC/PmzTvs9+J2u+FwOFBeXj7q59VqtTLi3tnZOab5ntVqnVAGuhhPwPPuJkDJH/OxPgKGYwElD887m2D+9olgeI4WtsxmMwDg008/xcGDB5GTk0N9LwwGA2688UZwHEcJfygUOqIFvCAINDUn7X0yyeOQFOiI2mYsomk0GjFjxgzMmDEDsVgMdruddu3HGhMkTYgdO3Z8JU30xjtHf/755yMYDOKll16i9wuCgAceeACrVq3C3LlzwbIsTj31VPzzn/+kjwkGg/jss89oB38Sk5jExKDVavGzn/0M//M//4M333wTb7zxBjZs2ID169cDSF+/mEwmnHvuufje976H2bNnH9ZrTpL5EcBq1cj5+UXovuVxxHqcUBQe3QqtKIqI9TjBmnTI+flFYLVq6uKrUCigVqtRUFAArVaLnTt3QhAEGI1G+P1+evLmOE5WcU41uSLmQX6/H/39/SgpKaHxWy6XS+Y4Lc2klr7Hscg9IUCJRAIulysjQScLcrPZDJvNhsrKSkqq+vr6ZARfSuLGQiwWQ3t7O41YYVkW+fn5KCsro3E3R0My91WV2ROYzWZcd911eOCBB8CyLEpLS9HU1IS2tjZMnToVKpUK//znP1FZWSkzNwOS87NvvvmmbNFZVFSElStX0r+Jsc6jjz4qW3i3t7fj97//PX7xi1+MGmmjVqsRiURk5I4s3gwGAzQaDZVoejweqFQqXHHFFWBZFq+88opskTc4OIj8/HxKaDiOozPmRL3R2toKn88HpVJJSSDP8/B6vYhEIsjLy4NKpUI8HofT6cScOXNkx7bL5UJHRwc9Vt5//32a/ywIAu0Wkd9/8YtfYP78+Yf35aVAqVSitLQUBw8epDPxAOg5QavVoqSkBM3NzQgGg5TICYKA+vp6nHfeeQAOHatz5sxBc3Mz5s2bh5KSEoRCIQQCAeTl5cFisYBhGDQ3N0Ov12P37t10m27cuBFVVVV0u0ydOjXjTDwA9PX1ob6+Hl988UVGeWs4HEZvby96enrg9XrBMEyaD4Lb7UYsFqPGhITAS2dtU8+/LMvCYrHAarVCoVBkjAljWVZmZBbK0kJQcOBiCSRUyctfLBpFNJrcN4e9ncGyLOKxGBwOB1TDJEc5gqRfing8jpaWFvj9fnCS4pBSYMBq1bj2nt8gv3Z85m0KhQLl5eUoLy+H2+1GR0cHLbqRbj1RpJDXHg0GgwFlZWXw+/1wOBw01pSYJH722WdoamrCBRdcgIKCgnG9x4kg08w8yVaXQq1WpxVlSDGPoK+vTya9nwi2bduGp59+mp4LVq1alVagJTL61Ci9kTq8Wq2WqsZSVQRjIdrZj2i3E5zl6DkbjwecxYBojxPRLgdU5fIxi46ODvzlL3+hfxPV0qpVq9L8FUjMobSjT37IOepwIYoiNeaVQq1WU2JPfnQ6XcY1mkKhoOsBMk5EiL3T6Ry1EJFqopeXl4eioiKUlJSMqbY4liBz9IWFhXjqqadk10jpHP33vvc9hEIhmZQ+Ho/jnnvuwZ133okZM2agvLwc1dXVaGpqoo/5/PPPUVdXN2ahfhKTSMVkZ/4QDAYDLr30Ulx66aXwer3YsWMH+vv74Xa7oVKpqHfTlClTjvi1Jsn8KNDUViL3lovRf+8LR5XQUyKvVCD3F9+HprYSQHKGsqOjg7oUx2IxWCwWHHfccdixYweCwSAMBgONghJFkRIMaY4tANrZAkBlzcQAhuO4ZExTSQn0ej36+vrQ399PybyU4KcSfSm5B0CJPfnJtH2IO25vb6/sdjIDbDKZUFVVhbq6Ohqd53K56PslC8+xIAgCnb/ftGkTACAnJwelpaWU4B9OpNFXWWZPMGfOHFx44YV4+eWXoVQqUVRUhI6ODrS2ttLF12OPPYa77roLWq0WiUQCzz33HJ588kmEQiGUlZUhPz8fLMvisssuS1skT506FbfeeisefPBB2cKhr68P99xzD2655ZYRCQAhkFKHeI1GQ7uLxDVZmje+ceNG6HQ6fO9730Nrays2bdpE5zr7+vpQUJA0JEskEgiFQjSdQdo5Jx19omIhGdudnZ1wOp009jF1Pn7Hjh0IhUKUKMdiMbz00ks455xzKAEl3f9Vq1ahpKTkKH2LSVRWVmLv3r3gOI66zqtUKrAsi2XLluHtt9+mMnUAdPbc6XTK5NIsy2LevHmYNm0adYgHkrPU5Pv1+/0Ih8NobGykC2+r1Yrm5mZkZ2fTLl2q8R2R0W/evFmWVyzdjg6Hg7pOk89gNpsRjUaHM9iT0XuRSISa8WVlZcHlcqGvr4+OFBGZMPmdzMObzWaEw2H09PTI7ud5nnqILFq0CEajkebSh80aRExqqIdCSKh4JBJxSuQJGAZQqVWIxxOIx4MIBg4d/xzHQqlUQalSQjX8L9mWgUAALc0tiEYjABhA0mTVCyzM08uQN3vaYe0TxKx0xowZsNvt6OjowNDQEO0UknPpaAgEAnROXqvV0m0shdPpxNNPP40TTjgBxx9//FE1wspE5lNJGpDsqqYqDFLfRyKRQG9v77jNPQn279+PJ598khZ++vr6sGbNGpx99tl07lrqRp8KaeGBmLcWFhYeEbGLttohhCLgc4+tP08qWK0KCYcL0Va7jMz7fD488MADacqaK6+8MqNRIimYpbr/A4caAiMR/bEKUCMhHA4jHA5TpRdwSB1IuvjkX+m1jGEYWK1WWK1WzJkzB6FQCN3d3TTaNXUURApBEGC322G3278yJnpVVVW49dZbR52j/9GPfoRwOIyPPvqI3heNRnHXXXfh7rvvRnV1NU4++WQ0NzfTdVY8Hse6detocXgSk5jEkcFoNKb5jBxNTJL5MWA8bSEAoP/BfyHW1gu+MPuIZuiFSAzx4Y587i++D+OpC+h9arUa559/Pt59911Z51yv12PJkiXYsmULgsEgFAoFPB4PNUfSarU0g55kyBPipFQqodFo4PF4aCRdIpHAgQMHcODAAXAcR2eWs7Ky0N/fj46ODkruCUYi+lJyT0zLyGzreLpYJBc2E0gXsqamBvF4HOFwGD6fj0ZaSeOKRoLD4YDD4cCWLVsAJGfOpORe6ig8Er7qnXmC8847D+3t7fjiiy9oFNfAwAA6OztRVlYGh8OBZ555BldddRX+8pe/4N1336WfjXSiV65cmda9JygtLcWvf/1rPPDAA7LvbGhoCPfccw9uvvlmVFRUyP4fp9NJ1RbSDitxzCVddEEQqDeEXq+nktyNGzfCYrHgxBNPhN1uR0NDA+305ufnU0k6IYhmsxmdnZ3Iy8vD1KlTEYlE6HslRalYLEaJpNlspvuRyWTC3r170dLSAlEUaaIEy7IoLy/H6tWrcd5559GO97XXXntUc0IJiouL6XuSRq3V1NSgtLQU0WgUAwMDssU2eeyOHTtQVlYGlmVhtVpp0USj0SA7O1vWfQGSBKu9vR0ej4cSbFKs6uzspF4DtbW1CAaD2Lt3L7Zt24aGhgaZgR1RBQ0MDKCnp4cSRZIZLy2akMeSbU5ksxzHIRwOy2IRSSSf1OQTAI29k5LRVGKqUqmwadMmxONx1NXV4aGHHkIgEIAzpIX4v+sQZxgEMzhgq1RqsExmuXMiIaQVNDmeo6ZsdHtAhDC872hUaqgTCfRWWzGHP7IFP8/zKCkpQUlJCXw+H7q7uxEOh1FaWjrm+E9LS4tM6VFeXo7Kykp88sknadtx7dq1aGxsxPnnnw+bLT2P/HCQicynKjlIoS/1uAqHw7LITCA5vz4RMt/W1obHHnuMJiz4fD4UFxdj7dq1KC8vh8PhSCOXqUXNeDw+YRn9SAiHw8ki07a9gCiCOcbu/Kkgrxdps8OApOGZIAj405/+JNvOAHDyySfjlFNOmfhrDI/KaLVaZGdny+4TRRGRSCQj0Q8EAhnHdEbDSOpAnU6XRvJJ40Gj0aC6uhrV1dVHbKJXXFyMsrIyFBUVfalpPOOZo//xj3+McDhMkweAZJH9jjvuwP3334/CwkLMmzcP27Zto/fv2bMHCxcu/FLMMSfxzcFkZ/6/g0kyPw4YT1sIRZ4Vjj++jNDeVnAGLTiraULzbWJCQGLQg4QvBM3McuT8/CLakZeisLAQM2fORGNjI7RaLfr7+2kG9HHHHYctW7YgEAjQnGKSyS3tinMcRzv2pLNGTOnIQkmr1dLO5q5du7Br1y7wPI/a2losWLAAF154IRwOBzWG6evrkxUJ6OcaPnAJuY9EInSGTqVS0Q6mUqmccOeCdPRTYTQaodPpEAqFEIvFEA6HKfEiigQpcUiVULtcLuzcuRNA0uCotLQUlZWVqK6uptsr9X1I8VWamZeCYRhcffXVVJ2Ql5eHYDAIl8sFjUaDvLw8bN68GXv27IHT6URfXx/8fj/9PDzP46yzzhr1NfLy8vCb3/wGDzzwADXoApJdv/vuuw8//elPMWPGDABJSXxjYyNd2JB9h8SREWJN8rUjkQgYhoHf70djYyNMJhOd6/P7/TCZTDjrrLOwY8cO9Pb2oq+vjzruS+fKrVYrLBYLTWUoKChAT08PBgcHEQ6HEY1G6SLd6/Xik08+wXe/+13MmzcPzzzzDO0mEdNJ0vVnGAZr167FD3/4Q1x//fXHrKjD8zxycnIwMDBAjxudTkdNi/x+PzWlkkqlOY6Dx+NBe3s7Fi1aBKVSCY7jUFFRgbq6OtlcJJAkUzt27KBSU6KeGBgYgMViQV9fH6ZOnQqDwYD77rsvzceAFBDdbje6u7tht9tphBohZYSQS2M2NRoNsrKyZNnwmfw/yHFHPlsikaDxhYQ0k/vIuYwQBDKPT/a5Tz/9FC+88AJuuOEG5F/xHbSt3Y9IXx8USiVEQYQoJgs9SpUKHMuOZHifBhFJLw+/Ty7HZlkWKrUqaeQVERDTKtCRo4LT6YTRaDys82EqDAYDpk0bX6dfFEU0NjbKbquoqMDy5csxZcoUvPHGG2nKqe7ubvz1r3/FaaedhgULFhzR+yXfixTEo0EKMn6V2uX1+Xyora2Vkcz29nZ6TIyF3t5ePPzww4hEIvD5fOjo6KBjMk6nE1u3bs2oLEol64IgYO7cuePeFmRkh5x/PB4P/H4/Vf7wPI8pX/SgZGAQ2cXZUHzJiS2iKCLhPrTvvvTSS/TaSFBdXY0rrrjiqL82GQVSq9UZx7Si0Sh8Ph8t3Hk8Hvh8vgkn5pDigHT/lqZdEJJvMBgymuh1dXVlVLFIEYvF0NraitbWVnAcR718iouLJzx2cTgYbY5+YGAADz30EL7//e8jHA7jiy++oPf5fD7cfvvteOCBB3DCCSdgz549VJ0giiJWr16NSy655CtlAjiJSXzdkHqdy4TRFE7jwSSZHyc0tZUofuxGDL7wETyvr0esvQ9Q8uAsBrBaVcaquigIEIIRJFw+IBoHl2WA9cqzYb3kNLDakU/wCxYsQE9PDz2Bki6cSqXCwoULaS632WyG2+1GIpFAOBymBIXIUhUKBY477jja0ejp6UF/fz+CwaBsxyHRMPF4HNu3b8f27duhUCgwe/ZsLFiwAJdccglEUURXVxc6OjrQ2dmJ3t5eWWc8o2OuRGKnVqupEznpth0JOI6T7fSksxsMBmnnjFzQRiL4DMPA6/Vi79692LdvH4Bk3FtNTQ2qq6upGdnXpTMPJAsNN910E1atWoVgMIiSkhI0NTXBbrdDpVLB4XAgGAyC53n4fD46d8pxHEpLS8fVUbBYLLjtttvwyCOPyMy0IpEIHn74YVxzzTWorKxEQ0MDdWEHDpEy8j24XC4680uIXV5eHvx+f3LmeJhEJxIJaDQaKt0+77zz0NfXh5dffhn79+9HZWUlJXZGo5F+BhLpRopaHo+Hmr2Rz006xu+99x4+++wzDA0NIRwOw+/3030kkUjA6XSisLAQbrcbBw4cwMyZ45t7PlwsXboUjY2NiMfj4DgOZ5xxBpVUHzhwgCoRCBEm/5KOJnF1Jy78a9asAXCo+MYwDHbv3k0l6tLRHTK2w3Ec2tvbM86ikoJCT08PAoEAGCYZg6nT6Sixlma9q1Qq6lUg7XaS7428f+JaHw6HodVqaWGQnC9GUuMQgy7p54vH45QYsixLJd2czYTOGgs0Le1gORVEjgXAQW8wIC8vjxaZosNFgciwn4MoyBl+IhHHwMAAIpF0aa5CqUCWxYJ4KAIEYmiYZkGj046bb74Z4XAYZrMZFRUVVPKemsud+vvhxncRZOpYEsl0bm4ufvzjH2P9+vXYuHGjjAjEYjG89957aG1txXnnnXfYhcxMfgZKpTJNZk9GBVI7836/H6WlpbLOocvlgtvtzliAlWJwcBAPPfQQvF4v3G432tvbKTHzer0wGAzYv39/GpknRTVpAYGo0cioUigUQjAYxNDQEHp7e+F0OuFyuWSEPROkxwAnAGCAgWE/kC8VDAMxljy26uvr8frrr8vuNhqNuOmmm77UTjOBUqmkxVkCoh6SEnyv15tmrjgWYrFYmiqQnD+lXfyqqqoJm+glEgl0dnais7OTztmTmf1jOaI31hz9c889h5NOOgnhcFgWVelwOHDnnXfiD3/4A5YuXYp169bR+9rb29HU1JRxvGISk8iEyc58Ok466aRxX7+tVitOOeUUXH/99RNSxU2S+QmA1amRfdW5sJy/HL612+B5ZxOiPU4kHMlFkiiKyYFLyYKT0aqgKsuD6ZylMJxUBz7bPObrKJVKHH/88fjoo49gMBgQDofpolapVGLBggXYunUrvF6vjKSQiioxAyNzljzPo7CwkOZGE8M5h8MBr9cLhUIBvV4Pg8FAL9qxWAxbt27F1q1boVarUVdXh6VLl+Lkk08GwzCIRCKU3Le2tqbJ8oBDpJllWWo2Rt5fSUkJ8vLyYDabEYlE6EU5EAhMuPIOHJL4E6ItiiLdboTgj/a85L329PTAbrdj/fr1NH82EolQwgF8tck8kIwOuv766/HAAw9AqVSiuLgYra2t2Lt3LyXFQUlkViwWQ3FxMTo7O8c1ugAkFQ2/+MUv8Nhjj9FCCJBcyDz66KNYsmQJdewmZF5qHAdANu9I/B+ys7Nhs9nQ29tLo6eIy3IikQDHcWhqasLevXvpvtPd3Y3KykoaRyYt1pAM8+bmZtl7IQQxEonA5XKB53msXr0aPp+PduGlsV+kS5SVlYUNGzagrKwMy5cvPwrfVmaUlZXh2muvRUNDA2pqamREg0jipSoZhUJBownnzZuH6upqqlghxn+EpIuiCJ/Ph23bttFiVTgclsnlg8Eg9Ho9ent7qdIiEonAbrejp6eHEsNUGT3ZrqIo0plicl6RHkOA3NCOFGLIWM0777xDC3TAoX2HfCek008k+OQ26XOLokgVSBaLBZdffjmAJGnZkg3MztHD6AwgaFJBqVbT/Y0UFVKTMcg5NhpJGjX29fcjEU8/pxAXfEYE1KEEBrNUaKoxw+Vy0c/U19cHh8NBz9Ek03ykGC5yfksl+yUlJZgxY8aYx2xbW5vsbxLTSMBxHE466STU1NTg9ddfTxt9OnDgAOx2O77zne8clkdEalceSHbmU6XMhJinknmfz4fc3FxoNJo0E845c+ZkfE1RFKmnR09PDzW1I14MgiDA7/fDYDCgqakJJ5xwAhQKhUxGDyQN80gxQhAEvP/++wgEAtRvgqQKHC4Ebrggzn75M9cQRTAKHt3d3Xjsscdkd3Ech5tuuumojVkcDbAsC4PBkLZ/SNcQ5F+fzzchYiE125Omu0jN9srKyjBnzhyEw2E6az+aiZ50zn7z5s3Uw+dw/XvGg9Hm6NeuXUsbFdL7Wltb8Yc//AG/+tWvsG3bNlmRbfXq1aisrPyveAJMYhLfBHzrW99CT08PtmzZApPJhKlTp9Ix2IaGBng8HixYsAA6nQ6NjY3497//jXXr1uGVV14ZdwTrJJk/DPDZZli+ezLM3z4R0S4Hoq12RNrsSLj9EGNxMAoenFkPVXkBlBUFUBbngJngrGRBQQFqamrQ2NiIrKwsKnPXarWIRqNYsGABtm3bRjsTxA2aEH6WZbFkyRJccsklOHDgAJqbm2k3kpi2xGIx9PX1oaenh3YU1Go17diTk3c4HMamTZuwadMmWCwWLF68GEuWLEFVVRWqqqpw8sknw+v1orm5mbqoj9Z5j8ViaGlpoV1dEv1VW1uL3NxcRKNRmUlOpnm6sTr7ZB6OSHrJXDUh9qnmO6lO/sAhZ2rpwkEURXzwwQd0RlWpVNKFOPk39ee/IVGTGuKROCuSbEDIlpSw2mw2+h1WV1eP6zXUajVuvPFG/O1vf6PSPRKh+OGHHyIYDOK4446DQqGASqWinWVBEOD1etO6GzabDYIgoLe3F4FAADU1NVAoFDRzXavVIh6Po6+vD0ajEaFQCDU1NYhGozCZTDJCSV7H4XCgs7MTKpWK7kvSY4Tki9vtdjq7T0gt6S4T1YnX64XT6UR2djZeeukllJeXT9iAayyQURVSUCgvL4ff78eePXuop0BlZSW2bt1K9ysydsLzPJYuXYqCggLqeUGcpkVRhMFgwODgIEKhENavX0+7jMRIj3TVPR4PjccMhUI4cOAAfD4fXbQSAk9m+YnpHJG763Q6ZGVlUdKUCumxRswaycWNfMa1a9ciGAxCrVZT40OdTke9M6LRKCVQDMPQc5XUz4OMc1RUVOCRRx5BQUEB2trasG7dOogKDi0LizBrdQu0gThsZXlj5lkrFAooFAoE/H4MDA5ApVRCUIgQEodMQs0WM3RaHSCKUHnDSGiV2FtrRYI/NGJCFCdAsqA1ODhIPQNIaoFKpZIlhhDimequXl9fj8HBwTGNdVLJfHl5ecbzUlFREa655hqsXr0a9fX1svs8Hg+effZZrFixAscff/y48r8JUsk82Q6pZJ4QnEwye3I87N+/X/a5pGSeFKr6+/vR3d2NF154Af39/fS8kUgkoFKpkJ2dTf0G4vE4NBoN3G435s6di1gshra2NuzZswc+nw9utxuhUAjRaBSxWAz9/f1HldgIWhV4XgFb9pdPmhmGQUKrxP3335/2Hf3whz+khbyvOlQqFXJycmQL30QikSbT93q9E57Fz2S2R5yop02bhrq6OrjdbnR1dcFut4/q3i/18LFYLNS7Jysr66iuE0abo29qaqLjBR6Ph96+c+dOPPHEEzj55JNl7veDg4PYsWPHUUtsmcQ3G5Od+XRcccUV+P73v4/rr78eV155pWz0JhwO4+mnn8bzzz+PF198ERUVFXjyySfx6KOP4oknnsDtt98+rtdgxMkt/5VFLBbDm2++iUAgQBdX8ioAAQAASURBVBcVDMMgNzcXoVAIQ0ND2LZtGwYHB+mFSxAEZGVlQafT4eWXX4bFknTIJU7f+/btS8sUB5IyLCmxB5LdMNIByrR4KSkpwZIlS3DcccfJpI4kMq6pqQnNzc0ZHYtHgsFgQFVVFaqrq1FWVpYxN15KzDM55JLfR3OmJVJaMpc/kiKALA5T3yPHcdTsT6fTjSpDJKR+JNIv/Tv1MVJZ+kQhiiJ+97vf4dVXX6VeBmSbkJlnQRCg1WpRVVUFi8WCb33rW7jooosm9DqCIOB///d/8fHHH6d1QxYsWIDTTjsNjz76KERRxI4dOwAkF+tSYqJQKFBRUYHOzk4EAgEUFxejsrJSli9OurGEkJMOnc1mQ35+PgKBAPWYkBYuHA4HXC4XJYPE/I58NxqNRvZeCEmREk6LxUK7xKWlpTCbzcjJycGtt9464owTIZ6EnJPf024LhiDYB4GeAXB9HnChKJi4AJFnkdAoEbbqELHpEbFogWGfjvXr12P16tV0+yiVSkyZMgVnnnmm7HsJBoOy/bqnpwerV6+mIw7k+yLHuSAI1ItDoVBAFEUoFArk5+dDp9PRLrvU0E4URWRlZaGgoIBud1JYlBbMpIoJm81G1Tk8z9OCm8vlgiiK+Oijj7BlyxZEIhE4nU4IggCFQkGl9NJClPRv8lmVSiU9Tuvq6vCjH/0I06ZNw6uvvirr7Oa2unDcAS8ULDdmWokgCOhob89o2KlUqVBVVQWNRoNIOIJodz9iENF50hRs5X30+CPbxuPxpC16SDFECqIuId8xOSeQgorBYEBBQQGuvvrqEd+3y+XCq6++Krvt3HPPRW5u7oj/DwAcPHgQb775ZkZJcUVFBS644IJxG0Da7XZ8vukzKAZ8UDi90LrDmFJQgvpPP0PfoBMRJQuvnsdxF5yFk3/wHdj7kx116XZ47LHH0NXVhffee0/23D/60Y8QjUbhcDjQ399PCfrbb7+N7u5uJBIJ9PX1geM4mEwmFBYWQq1WIx6P01x1cq0rKiqSXUvIcSolaGT/Hy8YhqHFGa1WS5MYsrOzk/GX21sx9LvnoSzL+1JN8MSEgGhHHzbNseDDoVbZfcuXL8f111//jZuVJteNVIIvvSYcDjiOg9lshtFoRDQapWMX4x0nJLGRpaWlyMnJOWrbXRRFbNiwIW2OnoBEPEpxwQUXUAUngVarxU9+8pMvZf5/El9v3HTTTcf0+R9++OFj+vzHAldddRUEQcDTTz894mOuvPJK8DyPv/71rwCACy+8EIODg1i7du24XmOyM/8VhkKhwNKlS/HRRx9Br9dTUy6Xy4Xs7GzodDpoNBps2LABg4ODMJlMNMoqJycHq1evxqJFi1BcXAyVSoWZM2di5syZ8Hg8OHDgAPbv30/lskqlkrokR6NRmgs9MDCAgYEBmUs9WXCSubCXXnoJM2fOxOLFizFv3jyoVCrqECuKIhwOB81qtdvto1bufD4fduzYgR07doDneZSWlqK6uhpVVVW0YEAWRyqVihYrMoGQdSKJlBL9YDAIv99PF3NElk/uD4fDI75PhmHSOmVk1pd8J9JFOclQT+2qjQfEzTwT4R/r997eXnR1dVHHd0KwpDPWZFHq8XhgsViwc+fOCZN5lmXx7W9/G/39/fj0009l9+3atQsWi0VmTphIJOD1emXbyGg0orW1lY40VFRUUOICgHaqeZ6HTqejJpDEldtoNFLFQV9fH8LhMC2E5ObmUoM3othIJBL0exkYGIDBYEgjqEQWTkgxkfgS86xgMIi7774bK1eupAZ+UqI+lvSW94dhauiHZW8PlO4Q2Ch5vHS/S74fQckhatbANbMQ7ik58Hq9VF1DYt+OP/542fN7vV76OchMeTgcpmSdFP+I+oEYSpLs70QiQcl7UVGRrLAmiiLUajUKCwtpxB/phuv1ejoKQIzrACArK4tKPKVdQELKyffHsiymTJmC9evXUwUNIe2pMn2pwR65n8zuA0lDUY7j8OKLL9Lvxu/3Q61WY/bs2Zh6+bdQElCMmVYSiUTQ3NyMUCZDTpMJFRUVyW0QiYHtHYI2y4zcX3wf809dgLLt2/Hxxx8jEomgr68PgUAAPM/TDqG0eES2WapxIPnuyOOJyVYikRhTHdLaKidqOp1uXNK9KVOm4Nprr8Vrr72WFj/Y2tqKJ554Aueff/6YSp640w3/axuQ98Z68EN+sNE4WI6DS9OMAr8fJn8Q4jB3sQ2sRcfHB8GfNAfqcAJhNUe3TSAQQGFhIRQKBd1HI5EI3nnnHVoMImMX9fX1EAQBZWVlSCQSqKmpAcdxUKvVMsPEYDCY9EMYLtr6fL6MBRUpUq8L0n1Xp9NRok4yyQsLCzMWpQkiYcCtUUEIRsDpvzxzVSEUgTcSQn33IKA99JnLyspw1VVXfeOIPCB315f6E8RiMdrFJwQ/NS1jNCQSibQZfHJuJJ4KxB8mE3w+H/bs2YM9e/bQFJ+ysrIjjrwbbY4eSBYR+vr6ZArC119/Hd/61rdkjwsGg9i0aRNOPvnkw34vk/i/gcn+cDq2b9+OH/zgB6M+ZsaMGXjhhRfo37Nnz8ZLL7007teY7Mx/DbB582YcPHiQSgVFUYTZbKaZ806nE9u3b6fZuAqFAieeeCLNmy4rK8PChQvTZr0J8dm/fz+N/EqFdDbM6/XSi2EqsSdQqVSYP38+li5diqlTp6ZdvAKBAJqbm9Hc3IyWlpZRu+epyMnJocS+qKjoqCw2SBpAanff5XLRWTfiHE5gNBpHfU4iNSby54nIUY8W/H4/WlpaEI/HEY1GMTg4SOXHwCEjMZ7nEY1GoVAo6AL/rLPOoqZhUoO1kf6OxWLo6upCIpFAS0sLdu3aBQB08QwknbFzcnLQ3NxMyYy0u0pIvkKhQFVVFXJzc2mKA1loE3JJFuOERBKVBMkrJ0Z5RJ4tLSKQLpt0Qe/1ejE0NETJAXGwl+5f5DOT3zmOQ3Z2NliWRVVVFWbNmjXu74aNxmH7oh1ZO7vAB6MQORZxrRKCggPYDPu0IIKNJcAHo2ASAvysgNWCE5tMEUSHd6158+ahrq6OFroCgQB27txJ59ZFUaRKhdWrV+PAgQOU/JpMJlqAICDjBXq9HjzPo6CgAAUFBWBZFgUFBVQOPtIxSLr+SqWSkhqr1Urdykm0JIHRaMTQ0BCNBiSSVULmiYs9WdiS74I4gpNEA3LsEc+QvLw8WrghxSzyHGVlZXjuuefAMAxCu1tGTCvxeDxobW1FIkOXLT8/H4WFhRAFccS0kmg0imeeeYaaL7a1tdFZWlKkSnX0J4oR4BDJJ14GoijSTi/P8zjhhBNQVlZGv6NUk61XX31VZn5HCq/jhSAI2LBhAz755JOMCzXipZLm/B4IU8PYYN8gIokYEjoVRCUPlUYDS5YlOVZjtyMUDiPLbIFJrUXC5YMYjaHDPYDmEi0OVhgQ51ncdtttUKvVeOedd9DR0UFVGjqdjqpCRDEZj0hICzneSSIEKS7F43F6biT7BCmKkXEgglgsRgvp5JxSVFREtzf5nZwPJgoxnkDHj+5BpL0PyuLxzUceDXgbO3DQP4BXZ6ogDp939Ho97rvvvnHPaX6TQc6ZpINPfjL5P4znuUhBlZyHpaa8I0GlUtHIu8LCwgkpQlLhcrnw17/+FV1dXbLb3W43enp6YDQaZSbBqbJ6juNw3XXXwaQ3INrZnxwvbe9NjpdG42CUw+OlZfnJ8dKS3AmPl07i648bb7zxmD7/I488ckyf/1hg3rx5OPHEE0dVFdx4443YsGEDNXm999578eqrr2Lr1q3jeo1JMv81gFRu7/f74XK5wDAMcnJyqATVaDSioaEBfX19qKqqwvTp02UXCoVCgbq6OkyZMiXjBSSRSKCtrQ0HDhxAa2trRnmYx+NBd3c3nTVMzZVPfV7pfH1hYWHG1+zs7ERzczMaGxvT3JZHg9FoxPTp0zF9+nTk5+cfsy5CT08Pbr31VtohE0UR5eXlAA5VIFP/lf5OyIXBYKAE+VjD6/WitbWVdoyCwaCsK09AyDxZWJDudHFxcVom8EiQjncQkPlq6cLD4/FQd3nilE4UDsChbiOJKiJFHpVKRV8DSBqukdi51O+czBwzDENHU6SGbARk3poQpJ6eHkr2yLZIhZTMx+NxqpggC/gFCxagqKhozO2l7XEjb20DtL0eJFQ84jpVZgIPgGFYsNyhognHcoAowNnUDkVMQK+OwcYiFvHyHNx7771wOBzYu3cvdu/ejf3791NHfhKlRUiM2+3Gv//9b1rUUKlUaXOk0uJKVlYWsrOzUVdXJ/PSGAkMw6C6uhp5eXlUpUI69SqVCnq9nqZw+P1+tLW10R8yk08k92ROn0jjCaEnxIwUYMj3Rog8maEl36X0+yYGd9OmTcNf/vIX+r6l5DMx5AOUPIZiYfQM9NPOMQHLcagoK4NBqZGllZguOAGK8xbjjfffhclkwjnnnAOFQkELKAAwNDQEl8sFrVaLgwcP0qhEMkYgLbpptVo6ZkJmd4kJGMMwKC0tTZPLkzhGQuw/+ugj2f3jkdhnQnt7O15//XXZnC1BUVERvv3tbyMrKwsA0oojQSWDoGS8QaPRwDSKC72YENC2cy/4cAx9Bg6fFrOoOH0Z9YeRGq6SWXqWZanDPcMw9Dgn+4O0g04gLQIRvwqDwUDJPlF3JRIJ2Gw22Gw2VFdX43vf+96Et99ocP17DRwPvwRFWd6EIm8PF+FgCP3b92NDKYc9+cn9i2EY/OY3v6HGpZNIBymoDQ4OYmhoCENDQ2nd7vE8RzQapd4f5HqS6ZomBc/zKCoqQmlpKVVbThTRaBTPP/88tm/fLrvd6XSip6cHFouFnt/JWoesBZTBGBYIRlT0BBHtdkIIRcAg3fhZBMBqVFAWZcN09lIYTh6f8fMkvhn4+c9/fkyf/49//OMxff5jgR//+MfYvHkzHnnkEZx66qlp93/00Ue48cYbsWTJEjz11FMAgGuuuQadnZ14//33x/Uak2T+a4Le3l785z//gSgmc42ljtsk0othGBx//PFobm5GX19fxufJycnB4sWLR5WnR6NRtLa2oqGhgXaRpCDvobu7m86FEdKq1+tlmfcEI83XS59zaGiIyvG7urpGNZKRIisrCzNmzMD06dPHTULHi66uLvz617+mfzMMg7/85S/U7K+pqSltpjQTqSfdn7y8PBQUFMBqtdKLOsnFJr8fSWyf2+2mpIgQeakhmFQ2KO0MEFM4vV5PI3nGQiYiD4CSsfb2dvr5ieRb2h0l5IrjODoaQOTxxLCNYRgqhVUqlTAajbRIQJ6bfAZCsAnhI/PfxEGcuJ7HYjG6HQKBAD1WiDKFyPvJYp68hrQbTP5/9bALukKhwPLly0eMyVKpVLA2OmD7YDe4UAxithGsSpVG1ln2EIHPtLDr6elJzv8KIoxhEUFGQO8p09CSo6BjHD6fT5ZryjAMXaCT7b9x40Y0NDRAr9fTzjUBy7Iwm83gOI7O9/I8T30VRkJJSQlmzZqF2tpamM1mCIKAnTt30jlxEiE1ODiIlpYWtLW10QKeNOWASJIFQUB7ezs9PggRJ/P9JK2CvHeiFCDpHWQ/So1FI1L8iy++OOOsedzpxsAHm7H78ReQ6BuCMkVpq+AVyLJZoeB5MFoVlIXZNK2EtRrxne98h27/6upq3HHHHVCpVHjjjTcAJPfbjo4OaDQaBAIB9PT0IBKJQKVSyYp9pJtHjAaJn4BWq4VSqYROp0sr2qbC5/MhFApBpVLReNDLLrvssKW7wWAQb731FhoaGtLuU6vVOOecc1DSE0D/g/9GwhuAYnhswTNsIkeg0+lhMMqNReOxOGLxGOKxGMKRCHp6eiBGYjBFgDAPdK+oAb9sJi08S0Gc+YeGhsCyLCVK0rEi4FCXnRihBgIBDAwMIBgM0u0/d+5czJ8/nxq8chwnK4goFApceumlR7WAHHe60X7p7yDG4uBzRj7GjgaEhID2nXsRjkXxcq0aQWXyc3z/+9/H+eeff0xf+5sIMiNPfkihciL/P9kniWmolNxn2s84jkN+fj7KyspQUlIyochIUUya+L777ruy28m1hYyvAcnr9qLZ8zCzK4zCgwPQxERYcrInHMlsuuCEMSOZJ/HNwCSZT8fBgwdx8cUXIxQKYdq0aZg3bx4sFgtcLhe2b9+OAwcOQKPR4MUXX8TUqVPhcrmwfPlyXHjhhfjtb387rteYJPNfI3z++edoaGiQye2BpAGYRqNBaWkpVqxYAVEU0dLSQg2kUsGyLGbOnIna2toxZVvhcBjNzc04ePAgOjs704gbMUrp7u6mXTTSOZNm2Esxa9Ys2Xx9JoRCIbS2tlJJvnQhOBpycnIwc+ZMTJ8+fcz84fGgtbUVd9xxB/1boVDg73//O/2bdHYJse/u7h7XzBDHcTTDdurUqbKLsSAIMnKfSvhHuq+7uxtNTU0ADi1apXO4wKFOFCG7UpDuvFKpxKxZs0Zd8BNH+kxEnpBw0nWVkv7UsQqWZakzel9fH/x+P4qLi8HzPB0LcbvdGcc6pNuZ7GMKhYISUIZh0N/fT+cYCaGUZpL39vZSKTfp7kq/C1KAIEkQBKTLDSTJZ35+PkpLS3HttdfCYrFQ8kR8DHwfb0H/vS9AiMXGNFobCeFwGHv37E0SnngciXgCuYwSSq0W22ZZ0FmopUSHLCZdLhe6urqwcuVKGI1Gus3C4TBeffVVqFQqWgTQaDTQ6/Uwm83Q6XR07p+oJYxGI6ZMmSJ7TyUlJaitrcXMmTMzEn232423334bLS0taG5uThI0yRx/KsjoBJHzm0wmGos2MDCAeDwOrVZLTQulBRjy/+Xn59OCUmpkHQAaxblw4UKccsopWLJkiWy/amtrw4MPPoje7m6YwoA1JCIrLEITA0oKC7Fo6VKoss0Z00oaGxvxwx/+UFZoqqysxBlnnEFHRcj2dzqdUKvV6O7uRjAYpOkKmc4fxEtCq9VSM8bq6uoxF/FOp1NWHNTpdLDZbLSoWFhYiOzs7AnJd0VRRH19PT766KM00pLX5sbS5hBUHC/bz10uFyLD35UIQKPWQKFUIB6LITZ87ImCgIQgQBQEiACdM4YImKOAUqfBwNlz4JmWT6PmCFEnSRexWAx+vx9ut5sWAaVkKbVQSjqtJA+8sLAQy5Ytw1VXXUUfEwgE8O9//1v2/333u98d0fgyExKJBD2PEHk/eb/k9ui/P4H4+mcQcowQORaCKCaJkShCFESIopBymzC8vwBgiLsGQdoNFG7HADS+CNaawvjEklwflJeX49RTT80YHZlKKDPdPtb9UhNHqZlj6t+Z7iNqq68LSBFZSvDHK80nBXgy1iEdaZPGrkpBfGFKS0tRXl4+7iz77du34x//+ActWJMio9PphMViSRaqvXEs7YijhtEjruKgyrEityBvjGc+BDEhDI8fBaGZWSEbP5rENxM/+9nPjunzP/roo8f0+Y8VGhoacNddd6WpYoCkDH/VqlWYNm0aAFA/F6kB9FiYJPNfI8RiMbz11lvUeI1EyRGp77e+9S3ZPHc4HMaWLVtoBFwqDAYDlixZIjOCGQ3BYBBNTU04ePBg2twVeT3pfD0AOner1+uhUqlkFyK1Wo3Fixdj+fLldL4/ExKJBOx2O5qamtDY2IiBgYFxvd/CwkLasZ/IwkuKxsZG3H333fRvjUaDJ598csTHBwIBHDhwAPv27aNS97HAcRwqKyspsT+cHHuXy4Ubb7yRdgnsdjvtxKtUKprzTUBIA5lFBkDNywoKCnD++eejpKSEkiFptncsFoPdbqedL/JDMprJ8xPCv3PnTvT19dGOOFmQMAxDs+EPHjwIp9OJefPm0XlhhUKBWCxGCfFYIHLaRYsWIScnh87B7t69Gw0NDZQAEPltV1cXAoFA2naRdvJI8YMY70kXPmSBxjAMFAoFzGYz6urq8MADD8gKIaHdLei+5XEIociEiTyRovt8PnR3dSEcliwKGcBiMsEUAeI8i43zrdgXdVEZdDgcRkNDA93OK1eulG2rvXv3orGxkZJbQoYNBgNYlqWJESQDHkgW4qZMmUIJvMlkovJl4knQ0tKCvXv3Yv/+/bQQR9QrZHuSbSjd7kCSaJeWlmLq1KmoqalBPB7HP/7xDxqdGQwGqU8CKfARAiCKInJzc6FWq2X7LFEwkc+t1+thsVho7JZWq0VBQQF4nsf27dtpbB8AmUfE6aefjhNPPJG6mWf6cbvduOaaa2jqgkqlgsFgQE1NDUKhEAoLC1FYWEhHQcj+SFQsOTk51JyTgKQiMEwyBaCgoACLFy/GGWecAafTSb09ent7ZcWyeDxOk0kIrFZr2rHEcRxyc3ORn5+PoqIi5OXljWsB0dvbi1deeYUWy0zOAOau64CW45E9syY5qhGPIzY82hGLxiBi+FwxvK8JgghBPETgpXC73Yd8XEQgl1FBadCi+8IFGLAo4XQ6oVAoEAwGYbfb0d7eDpfLRWXPZP490/FGilNGoxGBQAC9vb3QaDTUKO/OO++k58dIJILVq1dTZY8oipgyZQq0Wi0l4tJ/pQSd/JupU0ti7kgBjY0lMOOd/dA7/AiZNUnp8lGG3+eFajCILmUMf7d5EGWTcYCnn376uBeNXzbI+XW85D/T36n/z5dZHDhcaT5Z0BNiL702pXbvpcjNzUV5eTnKy8vHXEt0dXXhiSeeoBGRoiiiqakJbrcbi0QzznAqoY6L0FcWQ6lVw2Q2H9aooBCJId7jBGvSIfeWi2E8beGEn2MSXw9MkvnRYbfb0dDQAL/fD71ej6lTp6KgoOCIn3eSzH/N0NfXhw8//JAa/ZjNZigUCsyYMQMLFizI+P/Y7XZs3rx5xAtIZWUlFixYMKHYkUAggMbGRjQ0NMgkvQSp8/VAsmtLOqypHfuSkhIsX74cixYtGrOy7HA4sG/fPpkb/2ggs6WZuuBj4cCBA/jDH/5A/9br9bI529EQDAYpsW9paRkXsWdZVkbsx1tlb2lpwapVq2i3eWhoiLryk+dVKpV00d7Q0ECJuXS2lCgqrrjiCvzkJz9Je51YLIa9e/emRflotVrMmjUr44JwaGgIF110EVpaWmSz+yqVCgUFBRgYGEBWVhZycnLouAiRvJLnI+SfFA6kDuDkFKZSqcDzPNRqNX7wgx/QE+QXX3xBo/HI4prIrzs7O2UEM1PXgzw/iW4jsu3ULh8phlxxxRW0sycEwui64RGE97VBUT62t4MoiggFQ/D7ffD5/QgFQwBERKJR+Lzy4zcZp6UFRBHGQBwOPYeXyhIwZFuh0Wjw0ksvUfMvn8+HM888E2VlZTTaDADWrl1LCzpkoShd7JJFJOl8z5s3D6effjpVJsRiMQwODqK7uxs9PT20yJMKqdRdOnpCFuq5ublUMqpQKKiLPgBs27YN//nPf+D1emlRgPgtkJl/URRhtVqp+iB1BIOQKZ1OR5UUeXl5dCwjGo2OGNupVquxcuVKlJaWjvrdAcnj45lnnpERUZZlYbVaodPpEAwGYbFYUF1dDbVaTbvHgUAAXq+XymdjsRiGhoaoiz0plhGC+rOf/Qzz5s2TvbYgCBgaGkJPTw96e3uxf/9+mbs2STkZax+UdqmLioqQm5s7Yuc+Eong/fffx+4vtqJudRuMA0GI+RboDQbEY3GIYvI7j0ajEERxOKhBHFcEm9fjRTAUBIPkvmkyGpEPFbSzKmG9/2q8+NorCIfD2Lp1KwRBQFtbW8bYQLJfK5VKqNVqahxIiJAgCOjr64MgCLBareA4DrW1tbICs9frlR3v5Bo2HhAjNZfLRWf6nU4nurq6aJFm2bJlWLp0KQx9Pkz9oAF8QoSy0AYMK5wSifGNnI2GSDgEod+NKCPieasXnapk/OQZZ5wxpqnrNwlkFIcUiUn3n+wfZIxHp9PJPIFGKgwdDiYqzRcEgRZFU5N2pJ17KblnGAZ5eXkoLy9HWVnZiOsej8eDJ598kiZWCIIA9otGnG7noOJ4JKx6TB8ufB4JRFFErMcJVqFA7q0/mCT031D89Kc/PabP/6c//emYPv/XFZNk/muI+vp66kbNMAzUajUuuOCCUbuX8Xgcu3fvxp49ezLKOFUqFRYuXIiKiooJX7B8Ph8aGhpw8OBBmTERkHm+HgCV4pMoN6lMev78+Vi+fPmIZn3S57bb7di/fz/2798/rmo3x3GoqKjAjBkzUFNTM2bHd+/evbj//vvp32az+bBOJqFQCA0NDdi3bx+am5vHNVPHsizKy8sxc+ZMzJgxY9QihCiKuPPOO9HY2AgAlJyQ2VHgUFfSYDBAo9FQ80QiRSUxZUajETabDatXr5Yt4uPxOPbu3ZsWsafRaDBr1qxRt+UVV1xBiSP5bBzHwefzobCwEPn5+cjJyaHGZhqNRtbdlpJqsmBJNR4kHUxRTDpc33zzzdi4cSOef/55iKJIO7ZSkztiwkiIV6b9jRQOrFar7P8jCQGpEtOcnBzcdNNNOOmkkxB6cS2Gnn4XfFHmyDMAiEWj8Pn98Pt88AcCEFL2DVEU4XK7ISSkc98MzBYLWIaFVquBQa1FrMeJppk2tNTmYt++fTSHPhKJQKPRID8/H6effrrs/ba3t2Pfvn2y908QiUQQDAbpPDHJhD/zzDPhdrsxMDAAh8MxrhEYqREhx3GwWq20eENM06QGhlLJfjAYxL333ku73eTYIUUfojwgcnFSMJK+NjHzM5lMEEUR1dXVlMi7XC46kpTaycrJycE555wzIbLzr3/9C729vfD7/bKiQlZWFp3jZ1kWRUVFqKmpQVdXF0RRpAt60s0XBCEpTx9WgJD3azabodfrUVFRQX0ayCgE+eE4Dq+99hpNdQiHw+NWuKSC4zgqyS8qKoLZbKYxXjSr+7kPYd3YhIhZA61RT/cjIgePxeIQJb13lmHSOs8Mhk0fWQYMyyIYCMLn94FjWYBhYDKZUJSbj1i3A6YfnYnVhgD27dtH5+cdDgd6enpo95xsZ/IzHpBipsViwbJly+jtgUBAJpVWqVQZC63RaJQSdil5lxYCwuEwhoaGZMVdrVZLO1q5rS7UbneASQhgci2IJ+IYHEgvUkwEiXgMcfsgohDwptmP3drkNeHEE0/MaE47iXSQ0S9C8sm+Iv2b/DtR1/mJSPOJBwwh9tL9iBRlpYkv5Lb8/HxK7FMLUdFoFP/6179QX18PqyuCZVsGgUgMyqJsFBUXH1E8nhSU0GtUKHrw+knJ/TcQk2R+dPT396OhoQE+nw96vR7Tpk07LEPaVEyS+a8hYrEYPv74YzgcDjAMgxUrVqCkpGRc/6/L5cJnn32WJr8kyM/Px+LFiw+7Uu9yuWjHPlUOT+bru7q6MDAwICNn0oshWXjl5ORg+fLlWLJkyajGW0DyAtfZ2Yn9+/fjwIED4yIYPM+jpqYGM2bMQGVlZcYL8M6dO2VxEjabbdR4ifEgFArh4MGD2LdvH5qamsZF7BUKBTXOIM7NqYjH4/j000+xYcMGfPDBB7S4QYz2SHwbATE+IwSIEG2j0QiFQoErrriCxowkEgns27ePjk8QqNVqzJo1a0xn3R/84AfYunUrjYoipJsUKGw2GxYuXAiO42AwGEZ8HmmHXvp3JBKhagGybdRqNfUQkEKpVEKr1cLn89HOXEdHB+1Ck20m/ZdhGFnUoiiKaG1tpZ016SxjWVkZsrKyYAaPSxpEmPQGaAoOGTMKgoCAP0C779Ex5ikDweBwh354G7AMcrJzYLVZoVapwTCAx+tFwumGwDLYvLIK7Z4BrF27Fmq1WhapN3v2bJSUlND57EQigU8//ZR2vMl3Ix1HIMoFsgDMz8+f8ChIbm4unYG32WxgGEZmLkhIPumQpY7F/PGPf6TGn2Sbk8+m1+vp+Y/4REhBYvaIj4FGo0FFRQUSiQRN7yDfnZSg1dXVYenSpRNeyL755pu0Q06KPdLPJ52DMxgMKC8vRyQSQSwWoyMSZPzE5XLJ4hV5nofJZKLvV6lUYsqUKWlRYsQ8UEpmifmoz+ejxRhyPI9UNCVFGJL2QL4zg8EAg8GQjN+MAXmPfwQmnkDcpE3OdAsCBEGkBD5VlSSTCjNJ8k4+H8dxYBkWLrcLA84BKs1XKhQwWyzgPEEIDINNZ1agPxqA3W6n57jGxkY6piM1UiT7sDQtQPq79FpETFRPPvlkuj8Q8iR9/6QQJCXvqYol6XaMRqPweDwIBAK02EDMP61WK1atWgWFQoEpU6bAfKAPgb++A8EXBJefhWAsekg9M1wIIf8yYCT7/PDYE31hIBGJwNPYAZ8Yx0f5CRwwJr+LFStWUI8dMpYiHasi71s6cpLpX+n5L/VcSFQRZHunjiOQ/UrqBUPGGb7OkHb4ydomteOf2siQYrzSfFEU6b4ZCoUy+uCkztwT9U9FRQVKSkroeV0URax+9wP4Vz0LiyuCmE2Piqqqo57AI4oiYm29UM8oR/HjN06a4n3DcMMNNxzT53/ssceO6fMfK3R1deH222/H5s2b0+5bvHgxbr/99nGp/0bCJJn/miKRSMDlctELwkQgiiIOHjyIbdu2pUVSAaAyw5kzZx5RRXZwcBAHDx7EwYMHMTQ0JLsvGAyis7MTnZ2dMuLNMMywfFhHu7SEhJxwwgljGrMBh2L29u3bR6OfxoJarcaUKVMwY8YMlJaW0tfYunWrrBKYm5uLBx54YCKbYVSEw2E0NjZi7969aGpqGpeTvclkwpw5czBnzhzYbLa0+z/77DP89a9/hdPphNPpRDgchsViQXFxsUzeR7r2xEiKnAoIoS4qKsKvf/1rLF++HA0NDWnfoUqlwqxZs8YlN3344Yfxt7/9DdFoFG63m3Y5yEKyqKgIM2bMQGFh4aE52RSkLnrIIiUajcLv99PFKHHuj8fjtHtOQFIEBEGgCgNCWHp6eugiM1UKDgDLli2DRqOhHgQ7d+5Ed3c3LVCQxx933HFgGAYzeiJY3BKGW8tCbzBArdEko66GF/MjQcSh8YFEPA6P1wtW0rHUaDTJcYThxwuCgGAwBFFIQD0UxCdFLPbkJyMHu7u7ZeoBtVqNFStWyLZlV1cXPv/8c7qQl44iZEJBQcGY5xybzYbS0lKUlZWhrKyMdquCwSBcLhdYlqXEhyz+tVottFotysrKkJOTQ+fQWZbFgw8+iH/+85/JQkggAKVSSaXTRUVF4DguY/wi2U8A0C5+VlYWlEolGhoaEAgE6OPNZjOMRiNMJhOuuuoqTJ06lRqWSX+kRmaZft588004HA50dXUhEomA53kwDIN4PClrJg71JM5Tq9WC4zjk5OTQLjrprMViMVrcCAQCVCKeitzcXEyZMoUWCUisHwFRJKVum0QigVAoJHN5l5K78RQayxtdmLHTgZjNACFDTYAUzJhDNyS/E3GYLIrDJFKQ72+RSBheCYHhOA5ZlixAEKF1h9C0uBi7clhqbEnk7KQYNRFHcem5g6hDli1bhuLiYigUCkSjUTgcDprQ0NHRQfen1G2aSk6JSWmqPBpIHo88z+Pss8/GjBkzYLPZsGjRouS2b+hC4n/XILq/A55EBBE1P2KMZeYPJUIViiHhC6GFCeAdvQ8dyuT1Pi8vj56n/luQEs3UWXAC6Xk4tYBLfs/0OGlRguwHqXPm43GNP9aQNjJGIv7kdgCjSvPHIvbAoWhP8rl5nkdBQQEl9t5//AcDf3sbcZsBOpMRzET2twlAiMQQ63bCeuXZyL7q3GPyGpP472CSzKejr68P3/nOdzAwMIDKykrMnz8f2dnZGBgYwLZt29DU1ASbzYZXXnll3B5mqZgk8/+HEQwGUV9fj46Ojoz3m81mLF68+IglIERqTxzfpXON5L6Ojg46tyiFlNjzPA+z2Yzjjz8ey5YtS+tGZUIsFkNzczOVt4+HLOt0OkybNg0zZsxAd3c3nnjiCXpfQUEB7r333gl8+vEjEonIiH2mQksqSkpKMHfuXCrD9/v9WLVqFSVKhNzMmTMH27dvl3WXAoEA7SCmFlR4nkd2djZqa2tx8cUXp3ViieP9eAtJ8XgcV111FdatWwebzQa1Wo3Ozk66CDvhhBNgs9loZy4TyGKLLEKAZCeWyJmlOdJkQRgIBChhu/TSSxEKhbBu3ToEg0HEYjHqek6eOxqNguM42rmUvvZPfvITavDHcRw2b95MjdkcDgeCwSDNohZicZy33Q9zKIFB7lDnj+c5KFWq5GckC09RBIb/FYd/54fnowOBACLhCHWmZpDcB0nXURzeBkJCQDAYgM4fh0vD4O06A4KRsOwzCIIArVaLqqoq5Obm0jn2RCKBtWvX0gWgdCEs/WEYBlarFUVFRbIOHMuysNlsNJZu1qxZIyZJiKKIhoYGOJ1OauRJoNPpYDAYsHjx4jTvhY0bN+Lmm29GX18f9Xcgs90kQzx1PyHz+OQ4kkrypaMuGo0GVqsVarUa8+fPxw033ACTyZTx/Y8Hjz/+OHbv3o329nZ0d3fT2EVipEg6swyT9KjIzs6mZpGFhYXUKJLsMyT7ubi4GEajEQcPHsx4HlMqlZg6dSqys7OpQz6B0Wik8W1SkKhG0hGNRCKUeJKUDLItU7uuoiiCEUQsX9MFgz8KMSeZIMFIbNRJV10KQrhEOkOfGdFYVJZpzzIMrNZk8VLtCSFo1mD1slzExUPfPVEMEDNGQmzIDynGEIItLcRJ359Go8Hxxx9Pi1uks97Z2Yldu3bRbZJa3Ekd8QDkyRekaCqKIjXVLCwsxGmnnQa1Wo2zzz5bdk6NegPYe/+zyNvfD2U4DoFjEVVxiCvYzAZ5ogg+JkAZiYNNiPAycawWBrBeG0CUTb4vvV6PE0444StreHcskOmclkr6U31YpMqNVNM5KRkm5Dj194mMd4wHCoWCroWIKobneaqmCkiKxOMh9oC8wKGNCJj50g7oVBooco9tPCIAxB0uMAoeZf+7ajKH/huE66+//pg+/+OPP35Mn/9Y4Ne//jVee+01/O53v8OFF16Ydv8rr7yC3/72t/j2t78tM9yeCCY22DOJbxS0Wi1WrFiBrq4ubN68OS0v3e1244MPPsCUKVNQV1d3WPOWwKE54pycHCxduhQulwtNTU1obm5Gb28vvS8SiaCrqwudnZ1UUkYWYQMDA1CpVJQ4vfvuu5g6dSpOOOEE6oCeCUSePm3aNEQiESpvb2trG/ECFwgEsHXrVmzdupV2r8nF+WjNjmUC6XTPmjWLSkZ3796NgwcPjvheibrh/fffx7Rp02i8m5TQ/OQnP8Hs2bMRjUaxfft2bNy4Ebt27aILg8LCQpoSQBajopg0WBwcHMTTTz+Nyy67jBIcnucxY8YMqBVKRFrtiLbaEWnvRcLthxiNg1Hy4Mx6qMryoawoQDRLhz//9Qm4XC7MmTNH9v57e3sxbdo0mshAu3gZui9SMhGPx+m+Qf4faTeZLJrVajUSiQRuvvlmHHfccXj22WfBMAzC4TCdT5YqC4jxWk5ODsrKytDV1QWHw0E7v6TLSqSj2dnZuPHGG1FTU4PW1lZs2LABa9asQai1B/qgDn5WAMDQDocgJBdZDJhknrykQKEeNjdTqdTgOBaRYRWFNGLKYDTK9vV4LEZn6ROCgJAimT+Pfjdah+yUpBGfgIKCArS0tFD3evLaixYtQm9vb0Z35FQYDAaUlZXRKCRSHBhPZ4thGFRXV8Pn8yESiYDjOJqtnEgk6IhHptecMWMG7Y6SAgLP8/SzpXoXKBQKSopJl5+MuADJrqjVaqXJCZdffjnOPPPMI+7QkREltVpNvyvSEQOSxRin04lYLEY9AKZMmYJ4PA673U6j91QqFaxWKywWC7RaLS655BI6R79u3Tq0t7fL5OKxWAy7d+9GTk4Ona8nIHJxMlojNb6UgkRFEkJJSHEoFEI4HE4rMBq8UWj9UYSVHJSESKQydEmhih6fkv+mPFhG9pPd+uQzCgDCkTAgiogxAhQDXjD9KoQMh/aXcDiMwcFBur3JeAUZ30r9bokqhxB7Egdms9nSFF3S0ZB4PJ6mVJKC7G/Ei0Qq+SeGkxaLBTqdDtOnTwfLspg/f35acXT7/j1omWZBa6keuV1eFLW4oPFFoQ6OXOiN8ywCRhUachR4vWsP3Myhwg/P81i4cOH/KSIPHFLnHM71mxxj5IeMnaTeJi3ASV+X7IeH+0P22VgsBrfbTZ3nU0FUPqRoKYoiHTkhx3HqjD0pVgCAZXcPIk4X+BoDvoy9g7OaEGvvg2/tNli+e/KX8IqT+DIw2R9Ox6effoqTTjopI5EHgAsvvBDr1q3Dhg0bDvs1Jsn8JFBcXIy8vDzs2LED+/fvT7ufZMwfd9xxKC0tPeLFrsViwcKFC7Fw4UL4/X40NzfTjPaqqipUVlbC5XKho6MDPT09dMFJFltDQ0NQKBQYHBzEzp07kZWVhSVLlmD58uUoLi4e8XVVKhVqa2tRW1tLneb3798v6xCngnRz4vE4lQaTGdxjCaVSiZkzZ2LmzJkIBALYvXs3duzYgd7e3oyPj8ViqK+vR1NTEziOo0ZYCxcuxOzZs+lzLlq0CIsWLYLb7cZnn32GjRs3oqOjg0p03W43nTtOJBJwOp2wWq147bXXcMkllyTHEXIKEX3nczjf3YRotxNCKAIGwydxhgGGu44igCgjosU/iLAhDl0Wi4Dy0L4zd+5c/PKXv8Tq1aupMRhwaE6TKASA9M4gIRYqlUpGMlJJnU6nw5133klnqsnCxWw2o7OzEzqdjhI/8mOxWLB06VLk5uYiKysLgUAAb775JvR6PV1si2LSZG/79u245ZZbwPM8NBoN3W5VGgvUiMPHjZQwJYIBA16hoPJyNuWBriF5UgPLsoc63sMzs0nCMRzrxvPw+PzIjnOItg3AA4+sg1RZWQmz2Yy+vj40NjbSTFOGSboep0aiAUB2djbKyspQXl5OyXtWVtYRnQN4nse0adOwdetWOrvPMAwSicSI3hiEjFZWVmJoaIi6UIupJJE5NFtOijzEoZ/s22RGmTxnSUkJbrrpplHjMScCQuZ5nodSqZT5VBDyaLFYqKqEjNqQz05GESwWC6qqqsBxHM4991y6D5eVlWHOnDnYvXs33n//fTqWQrZDLBZDMBhEVlYWVSaYTCZq4kYIyEgd89TOpXQEQpqAEY1GYfTFwMcFxIzydJIkER/ughLlC5nlFjEcaynISD5RpYAcw6IIQUhAmpkuDn+fooqDKiogX1QiyMvPxSRacTyQHvujxZeS/aqwsJD6cBgMBlkMHpHMkwKT2+1O6/iSwpXRaKQd1qKiIhQVFaG8vFz2mna7ncbKRrQKdE6xoqs6C1pfFHpPGHpPBMpIAkxCgDjcsfebVPCb1HApRaxd/wnCjFzBMXfuXBiNRlqQBNKJrlSGTj576n5B9h/y+zcZ5Bw6VgFEKutPJfnS9A/y93gxHsJP9jufzyf7O7UoTooD5Huj6ipBhG1/HwSWQfxL+j4ZjgWUPDzvbIL52yeC4Y/tmmoSk/hvYXBwENXV1aM+prq6epLMT+LIoVAoqJv9Z599ltZ1CIVC+OSTT1BUVIQlS5YcVhZ6Juj1ejr/HQ6H0draiqamJrS3tyMrKwszZ85ET08POjs7ZTF00ip1f38/Ojo68Pbbb2PatGk46aSTcNxxx41qyqbValFXV4e6ujp4vV7qiJ8asyddoAqCAKfTiT/96U+ora3F3LlzqRP3sYROp8PixYuxePFi9Pb2YufOndi5c2eakqKnpwcAqOs3MTHbunUrZs6cKetAm81mrFy5EitXrkRHRwc2btyIDRs2YNu2bQBAO9fk/3E4HPjorXdxbdkCDP7nNSSGfICSB2cxgM+1ZIya6uuxw9Flhy4GLHMB83sT2JPNYkc+h7O+fT4uvvhiWlRxOByU6ACHiigGg4F2KjUaDdRqNTV+VCqV8Pl8soQE0uElXXmdTidbhEkfW15ejhUrVlBjKgJRTKYkTJs2jS665s+fj46ODmp6F41GMTAwQFMZyAKJRB7liyGwrAhOwQ7PAwtgWBYKngc/nFNO5MiJeAJ+nw8KpRIqpQosyyAUSs5OsyybjOZik4Q7NycH3LCc095jT0r0hyGIIpRqFfgIg3xBAYXEPd9gMMBsNtP4sqGhIZSXl1MzNoZhUFNTA51OR+fcy8rKRiU4RwKDwYCqqips27ZNVhgb6XgyGAzweDzQaDSwWCxU9gyAqiRIUYDIXQkhSSQScLvdtOMqNVg888wzcfnllx+26mik9wqAqnlSPSVIvizpovn9fkr+EokELQL4fD50d3djxYoVmJESDcUwDGpra1FcXIy3334bjY2NNJmC7OPd3d1QqVSwWCzweDyUaEijFaUGh+MBGWEhxcKceAAsx4FhWYQlhU8yOgIALMtBrVaRNw4AEEQBLMOAk8wrJyX6hx4jDsuHpWCHj/EkYjD54mCsvKwwEY/Hj+r3ScAwSdPFOXPmYMuWLTRnnkj1DQYDOI6D3++n3VNpZzUej9OiX3l5OXiex0UXXYTjjjuO/i1VDxiNRmq6Sfbl1PGW5PZlZfcDwIMPPoji4mIZkTv33HNx6aWXHpPZ8LHIfiaJ+0RvJ/ss8TWR/j6R28Yzanc4kKpBxrO9MhH+TH9PlPxLISX2RKFCVD/SIpPWFYLCFURcq4R2gh5MRwLOYkC0x4lolwOq8sObFZ7EVwuTnfl0ZGVlZTRjlqK5ufmI+MQkmZ+EDDabDWeffTb279+PHTt2pF1Euru78dZbb2HRokVpnYQjhVqtxvTp0zF9+nTEYjF0dHSgqakJer0eZWVl8Hg86OzsRFdXl0zuGY/H4fV64fV60d/fn4xXsVpxyimn4Mwzzxxz5t9oNNKO9dDQEPbv34+9e/diYGAgoywzEAhg8+bN2Lx5M8rKyjB37lxMmTJlwnE0h4P8/Hzk5+fjtNNOQ2NjI3bs2IGDBw9icHAwjdzn5OTA6XTirbfewvvvv4/p06dj7ty5aUZYpaWlKC0txcUXX4wtW7bgz3/+M9rb2+lMJwDk+0XM+agZTqYXpvwcKMrykpX1DIjH4mhra4XH4wU4BlEOYEQR2hiwuE/EmUU1mDL3eCiVSurGTSK4RDHp4uvz+eD3+9HV1YXa2lpUV1cjHo+jvb0d4XAY8Xh8OH85QQkc6fICoGRfFJNmj8RUJNXYzePxoKSkBG1tbQgGg3Th1NzcjM8++4zOI8bjcVitVkpuyWIstVtDChLqmAiGSXbsNGoNVColBEFEJBqRRMzJ5cfRWAx+vx9GgwGBYAAq9aFilEKhQHFxscwLwOeXuxsb9AYIiQTEYATalP22qKgIQHJ0RqFQQKPRYHBwEDU1NaiurobRaKRS30ymiscCRUVF6OjooEZtFotlxCQDg8EgizUk6QxENpraFdZqtQgEAjKZs1qtps9vMBhwww03YOHCzFnHiUQCXV1dMBgM1CdhvJCSeSC5DxACTfa9UChEnayJuR0hGT6fD1qtFjzPo6+vD0ajER9++GEaOSEO+EQaTtzzSWeaHEsejwc+n2/MxAkppMeI1FMidZRBGUlAFESEho+dJNFkwXEsWIYFwzLgWC5J+MnzAeMj2xlIZ+pCURlNUIM6AmIaSECk9uRHrVZn/Jf8KJVK8DwPxXDRjfze0tKCXbt2obq6GgqFAg0NDaiursa+fftkc/UkClIKctwKgpAsyg2nO1xzzTUjqggyRd+NB++++y727t0rI5WzZs3CD37wg2NC5IGJEdn/Nsg5+nAKAeS2aDRKzSqJvwT5fTxkhlyzCMkeDdIiHLk+pfo0jFSMI48naS/SJg0h91qtFkZHFEw0DsGkhXIC54kjBatVIeFwIdpqnyTzk/jG4vjjj8cbb7yBV155JaPU/tVXX8W6detw/vnnH/ZrTBrgTWJE+P1+bN68mXZ8U1FRUYFFixYdky6IFIlEAt3d3XTO3uv1ore3F52dnSNG7BGoVCrMmDEDZ599Nk488cRxE25RFOls/gcffEBvVyqVmD59etrjNRoN7dZ/WWSIwOl04rbbbsPQ0BAlBCqVCjU1NRkXb2azGQsWLEBdXV3agtHtdmPfvn0QRRGDg4N4/vnnUdYbxsl2BpoE4NOwKKmsgGkEgzOf14fW1taM5n0Ggx7lRcWAwwPWpEPuLRfDeNpCCIKAJ598Ej09PWhra0NHRwcl46QLRbZrPB6Hz+fDwMAAXcCQTqxUpp9IJKgUOzs7G7NmzYLH48GOHTto14wYuul0OpqXnRpVRTpCQJJsSiMb/X4/+vv7ZZ+RdEKObwyhxh5GNMcIs9lM3yPPcQgNz/X6fXJJO0E0FkUgEADPJRd6vIJHaUkpbNk2+p7a29oQlWxjjmVRXl6Ojo4ORNt68bk6iHeyk9ni8+fPx2WXXYbc3Fw8+eSTsgVdbW2tTF6elZU1IsE9FhAEgeasF4+RZ/zLX/4S27ZtQzQahU6ng9VqpQkEUrJEFBrET4EoD0gnfNasWfj5z38+IkkfGBjAW2+9Rbv5Z555Jh1JAA6RAeL+TrwbiIt6Y2Mj3nrrLUQiEepDQPYx6XOQY48UkUhMmcFgGJahi6irq8O8efPoPi2VuJMCAdlfI5EI+vv70wpMZL+22Wwwm80yA7uxIDXIIqSedIFZlkXNp+3Ia3DCa1Am1fAZzjcMGLASV2wR6VF1GSGKyWOVGTbVY4Cc7GzaVVQ4vIgfPw19K2uxf/9+2XzyhRdeCLPZnDx+huXGR4qenh58+OGHAJLXpHfeeQcKhQKBQAB79+5FIBCghQEpyL7a2dkJlmUxa9YsKBQK/PznP5dl2R8NtLW14Ve/+pWsCG8ymfDQQw8dkanjJMYHMuYiJfqpZH+k26R/TxRSGX+m1I2xjrd5HRHM64wgmm3AlClTDvfjHxairXZYf3wObFee86W+7iSODa699tpj+vxSQ+pUvPXWW9i2bRv27t2LxsZGxGIx/OEPf8AFF1ww7uevr6/HD3/4wxHvf+mll9K8n8ZCb28vvv3tb8PlcqGqqgoLFiyA1WrF4OAgtmzZgubmZlgsFrz22muH7WY/2ZmfxIjQ6/U45ZRT0N7ejvr6+rSLTGtrK/r6+rBs2bLD3gHHA47jaPf45JNPRm9vL5qbm9Hc3Izu7m5qApfpIhiJRLB9+3Zs374djzzyCBYtWoSVK1cmDdxGiVRjGAa5ublYsGABPvnkE3qxHG22vr6+HvX19dRhfurUqV+K0dCaNWsoMSULidG8DdxuNz7++GOsXbsW06dPx4IFC1BWVga/348DBw7Qz2i1WnFp9QKot34KHgzc2mSucUdHJ2pUKqil3adhabq9tzfdoZoBCvLzkV9QkJSj67SI9TjRf+8LAADjaQtx2WWX4Y033kB2djZsNhs6OzspGed5nmaMcxxHY6iks9HSDj2ZC45EItRUjOM4usDhOI5KNvv7+2UL31QyKTW7S10QcRwHjUZD75fKFmNIPt4/PFObn59PyZtGq0VWVhaCwSAc/Q643C66zUSINFkgnogjHoxDqVAiISSoTHdoaEhG5IHkbDvH84gPm/pZ8/Sorkh2HX/3u9/BbDZjz549aeMzs2fPlo0YDA0N0XntLwMsy44rWzUQCKC0tBS9vb10X+/o6ADP81Cr1bLiEXFvTo2cUqvVuOSSS3DBBRdkPDZI7vx//vMfOtsKAB988AF6e3tl7tCjyV69Xi+VXhMSrtVqaXwigTQ3mmGSzvaEcBkMBsycORNFRUXweDx07ERqeCf1CpA63xOyDxzq6gHJol8wGERubq5sPydd1VSn7vGQfoFj6f8viCMQBkbiZTH8WJVKBZ7jwHG8ZPZ3+LUl72Xfvn2ybZaTm0tHvCKBBCzVVZh75pk05YDA7XZTNcrRgjShgeM4nHTSSfj888/hdrvptSEcDssSOfLz85GXl4eGhobk+8/JgUKhQGFhIZYuXXpU3184HMYjjzyStm/+9Kc/nSTyXxJIEVqpVMoKvxMBKcxlKgBkIv6kmBgIBBAMBtOMG0lBWqo0SCX86rgIBoD+MNUgRwJRFJFwZy5sT2ISE8Gjjz6Knp6e/8/ee4fJVZ9n/58zvezszGzvXXUloS6hRhECREeAwTaObcAEx8YJiZ1ccfLG+fm1Hb/GCbYJGBewjQHTi4QBgYUQQkK9d23vs2V2Z6f33x+j75c5O6uKMGDPfV17STvt1Dl77ue5n/vG6XRSVFR00kbkmUD4eo3FeKkwp0NpaSl/+MMf+I//+A/pbZWOBQsW8J//+Z8fikdlyXwWp4SiKNTW1lJWVsb7779PW1ub6vlAIMDatWuZOnUqs2fP/sil5sKRu6ysjKVLl+J2uzl+/DjHjh1j//79tLa20t/fP+57vV4vb731FuvWraOiooIFCxYwf/586uvryc/PH/cGX5BFIYmzWCwsWLCAffv2qeLc0iGKC2vXrmX69OnMmjXrjGL0zgVdXV2sX79e/q7X65k7dy733HMPx44dY9euXXKedizi8Tj79+9n//795OXlydgxobTQNPfRsLmDkMNJZ8jzwbxrIk5LSwsTT4wWRCMRWlpa8I7TadYb9NTV1mHL/UA+rSgK+vLCFKH/8R/Ql+RjmVHP5z//eSD1x/2NN97gmWeeka9XFCWD/MAHsnlx85xO6oT8OhwO097eTiwWk11QgfSZVvGesbJXsXyj0Uh5ebkqGqioqAitVsuhQ4dYu3Ytzc3NqYi6YQO1YRNhnQ7wctzrxW63U1paKosgFouFmtoayiJl9Pf3MzQ4RDAYyDhWeoOenu4eent7seXYCIaC6HU6eTxMJhN2h4OR4RF8Xi9OIKRPPbdq1SpJQtatW6f63LKyMubPn8/GjRtVhbDm5mbmzp2bcSw/KiRjcSIdrpOmIgSdZl7atpHOqE/1PRKGY6LrLUh0OoEXx9Jms/FP//RPlJSUcODAAVVcmfhxuVyy2CFc381mM6FQiNbW1jOWEIvOrCDEgnTn5OTILnn6eSvkriIxQSQpaDQaurq6VKR9PIydoxYycXHTn74/QqEQPT09VFdXY7PZVM+BOjYufWRl7PIEAdfkWtGc8I0wmoxqUy6tFq1ORyAQwJ9mrGgymXE4HWe0L0WhTK7fmAhCrSMHg8FATU2NNIsDOHbsGNOmTTujZZwpLBYLBoNBRZYSiQR9fX0YjUapnPD7/eTl5VFXV0dubi7Dw8MEg0EZpQjwmc985rzGlgE89thjGQap1113HTNmzDivy8nio4XwZjCZTOdUhBGeOaLwON7/x/4UDLRgGfGR/xE2ZU4KRSEZ/Wh8DLL48+PjFHt/73vfo7q6mvLycn75y1/y3//93+f8WfPnz+fee+89b+tWXV3N7373O/r6+jh06JD0zpkyZcp5aYZmyXwWZwSj0chFF11EZWUlW7ZsyZBRC/O4pUuXnvWM6blCdOjy8/NZuHAhfr+f1tZW9uzZw4YNG04q904kEpJwv/XWW9TW1jJ58mQmTJhAbW0tVVVVsqM+9oZLo9GwYsUKLrnkEo4ePcru3bszChwCoVCI7du3s337dioqKpg1axZTp049b936ZDLJU089pbp46nQ6br31VrRarYzk8/v97N27l927d9PX1zfu/mhpaaGpqYmdO3dSXV3NxKoaql/dhS4cI29KHf7OTtxDQ/I9kRMEvrCwMEWUx/ljbLfnUltbh06feZmRhL61l/6fPEvl/96HxmKSz61cuZJgMMirr7562j8OgmSJm37xr5A8ik5HumRe/F989ti8YRErZrFYyMnJwWazMWfOHObOnUs8HqetrY3W1lZ27NhBU1OTHG/Iy8sjGAzSQxgFE9FwBIPRgEJK7uwZHcXpdFJaUiJnEw0GAxUVFRQVFbF79240ikZ2OXVaHYYT50sykcTV75KSbGEIWFJcQiKRoKu7C+XE9gybNRQWFrJy5UogJRE+duyYar9deumlaLVaampqZOcQUjLz0dHRc+4snSliAyN41+3Ec4pUhGg0hmd0hOkahTqrjo7qXHoqcojZTHz9619nx44ddHd3o9Vq6e/vV6lnRFc8JyeH2bNnSzXPWAhjS+HkL2ZixXMajYZQKHTGM8zp0VDCgE8Y24m5VwGRPCHm+hsaGuT1c2xEI3wwa5vuYp2+vcPDw/I5vV6P0WjMuAYmEgna2tooLS2lqKhIFgFO5pI99rH0a6I1YMC8v5+c4mI0J3GjHvv9VTRnLnkfe/1NJE5s6wnfCWNtGQCTJk1Skfm+vr7zfg4rioLD4cDlcnH8+HHee+89LBYLRUVF9Pf3ywgwrVYrrxnCTBOguLgYnU4nTWTPJzZv3qwq6kIq+eGzn/3seV1OFp98aLVacnNzz+rcd93/B4afe/vj8TxIJlHGuUfIIouzxfm+rn4UKCkpOafu/umQ/QZlccZQFIX6+npKSkrYuHFjBjEcGRnhj3/8IzNnzmTatGnnvfNwOlitVhnn9tnPfpa2tjZef/11NmzYkDHbnL7Ou3fv5uDBg1RVVVFTU4PdbqeiooK6urqM1wvSJrLWGxsbcbvd7N69m3379uH3+8ddTldXF11dXbz55ptMmzaNWbNmfegv9LZt2zLIyZVXXpkxs2+1Wlm0aBEXXnghXV1dbNu2jQMHDkji4/V6JcmNxWI0NzdjXbuX0q4Ylkk1KIpCZUUl4VBIbl+SFOnr6+09IXtNu0FXUuZmp9s+RVHQlRcSPNDK0BNvUnj3dfK51157jffff19Ga419XzrBSXc/HhtRNtYFWTiHi+212WyYzWYsFgtVVVVMnDhRjmCsW7dOHu9AIMAf//hHVq9eTTAYlB3PsYUZm83G5MmToXuIyGgI41i1RzLJ8Akpe0F+AcUlxfIzhgYH0el02Gw5J4zNIpjNJrlv04lgPB7H5/MRCUdkNy4SDqOPQ1Sr4LZo+NLnPy9VFm+//bZqNXJycmT3vbKykpaWFlXHsbm5mVmzZp3y+J0rEv4QQ0++iefFDadMRXC73fT29pIwKeiiCczDIaYMBak7OIBvfj3H9h9EURQOHz4s5XRjXb4LCgrIycmhvLx83HWJxWL09fXJ+Lh0N3g4PZkX7uTCs0GcZwaDAb/fLwsKQ0ND0qhKkHwx7gFQXl5OUVEROTk5KnWTeJ0g1WJ2Pf18F5L0SCSScc2tqqoiLy+P1tZWYrGYat7d7Xaj0WiYOXPmKUeOjEYjVqsVi8WS8a8yzU3Hm4dJhiKQM74L9liliUY5878LY+MaRZErEQyjWIwY6lJkvrKyEqPRqIoBPH78OHPmzDnjZZ0J9Ho9a9eulQVcvV5PRUUFPp+PYDBIXV0dg4ODjIyMMHji+yy68sKI9ZZbbjmvfxv7+/v5xS9+oXrMaDTy93//938WU9YsPv3QOnM+MnPE00EobLL4y8Bfig1bW1sbjz/+OKFQiLKyMhYtWvRnSa86V2Sv9FmcNaxWK1dccQWHDh1i586dqpu1RCLBrl276OrqYunSpSd1p/6oodVqqa+v5+tf/zpf+9rX2Lt3Ly+99BLbt2+XN9npiEQiNDU10dzcTGFhIbW1tdLhPN0te7xYm7y8PJYvX87FF18spe2tra3jrlc4HGbnzp3s3LmTsrIyZs2aRWNj41mbCAaDQZ5//nnVYwUFBVx55ZUnfY+iKFRWVlJZWcnKlSvZsWMHb731VsaMZU4UJnQGGE0kydUqaEh102pqazl27BiRcBifz08kmiJ/wVAIsyl1I28wGqirqzvjSDONUY/WZsbz4gacNy5DV+igtbWVtWvXyn0/FmPnhQXGyoMFwRLbp9Vqpfu5RqPBaDTymc98RnoGpB+DaDRKZ2cnzz33HL29vXi9XvnZwtDqlNtVlo/RE6PYH8elRIiPPW+SSQYHBxhyD1FYWEheXh59ouCkKOgNBgoKCyktKWFwcIjhYTfhSFj1EaKYMOQewjvqRdEoFGPEk6OjdOYUFi5cCKRmuLdt26Z677Jly+T2iu58eufe5XJJGdj5RHBfM/0/eZbggRa0NgvaykLiyQThWJzYiZjBaCzG8PAwgbTCWBQIGkGv1ZGvM5O3s4uBJhevxzvpVj5IcRAk12w2U1hYiE6no6ioaFzH6FAohMvlkkUtMecOSB8G0THX6/XU19cTjUal8Z0wYhSRcmIuVUQdBgIBWYAR1xCz2axSD+h0OvLy8igpKUFRFGKxGEbjB3L1dJl+uuFjOikX/w+HwyqfAIvFQnFxMRUVFTQ0NLBv3z6G0tQ1kCqYbNy4kTlz5jBhwgRsNhtWq1VF2k9FCJPVJRgqCgm39aE9CZlPJs69Mz828lLI7OPDXow1JRgqU2MXWq2WhoYGDh48KF979OhRZs+efd5IyubNm3nkkUdUc5jCfPHCCy9keHhYXldEnKr4jn1UXfl4PM5Pf/rTjCSTu+666yP1scniLwvGmlKSICNU/1wYq7DJIotPCl599VVeffVV+bvJZOLee+/lrrvuOu17//Vf//WclqkoCj/4wQ/O6b1ZMp/FOUFRFBobGykrK2Pjxo0Zxlr9/f288sorzJ8/nwkTJnxsVV9IravIsh8dHWX9+vW89tprdHd3yxtuAeFi39/fj8ViobS0VBqPQerm7dlnn5Vd/KKiItllSZe2Dw8Ps2fPHvbu3Svlu2PR09NDT08Pb731luzWn+kN2KuvvqoyLoPUHOaZFgVMJhN5eXlcfvnluFwuaSao0WhocEUxhGL4c9UESK/XU1lRwZ49e4im7bNIJIJGSeWg19TUoD3LbpA23060rQ/v2ztx3rpczhOdbHY3/fexrvNjybwgOjqdjlmzZvHuu+9iNpulU/6VV14pibnL5eLAgQPs27ePw4cPE4lE8Pl8GcdPFIPSFRCKolBdXc3kyZOZPHkykyZNIvTKZvr/5xnyKgsZHBqkv3+AREJdOEkmEvS7XLS3t5NMJuV6QapbazabsebkYDIZ6entVZmvGU+8NhgIprY5liSZjPFWeIAKnZYjR44wefJkNmzYkCHtXrZsmWo9RHc+/bvQ0tLyoedtRTza6OgoI69vIfzr10mMBog4LMQifpIu9b5NJJOMekaJjClcQKrbaMvNJZpIMjDoxdQ+wq0aA2ucMfZZPlAVzJ07l5KSEjo7O7FYLNKJ3mQyYTabMZvNeDweent70ev1aDQaabAYj8exWq1EIhGGh4clmU8mk7hcLtkZFzP14XBYGs6JkQ74YK5cr9fL7rnVasVgMEiTKkGUhcu9KD6JmXfRlVcUhdHRUamKEa736T8mk4mhoSG5PYqiUFBQIM3i9Ho98+fPp729nebmZpWMXqfT0draSklJCQsXLjyrbq6i02JduYCR//cEgSEduU5HpjR+jDHe2XSlM2X2iRQBiMSwX7sYJU3aP3HiRBWZF93xwsLCM17eePB6vfzqV79i06ZNGeZi0WiUiy++mLvuuovdu3fz3//935SUlOD1eqWHQ3pX/nOf+9x57co///zzGeMzS5cu5aKLLjpvy8jiLx+GujI0ZiOJQPikRbmPAmMVNll8+vFp78zn5eXxz//8z1x88cWUlZUxOjrK1q1b+fGPf8z9999PTk4Ot9122yk/46WXXjqnZWfJfBYfG5xOJ1dffTV79+5l3759qudisRibN2+ms7OTRYsWZWTvfhzIzc3l+uuv59prr2Xv3r2sW7eO3bt3S2OYdCOwQCDAsWPHCAQC2O128vPzMZvNMut+06ZNGI1GqqqqqK6upqqqSrqAO51OLrnkEpYtW0ZTUxO7du2ipaVl3AtdJBKRjvtlZWUsXLiQSZMmnXR+rbe3N0M2PW3aNC644IIz2gfJZJJjx47J6C0xwxOPxwkHgmi/+zTodRSVlqhu7Ec9ozS3tGAwGonF4iTTbOu1Wi0Oh/OsiTyAotUQU+DAw8/w4qbVbN+1M1UUSNv+sURdkPT0/Ot0M7t0UzARUVVdXa1ypBZeAa+//jr79+8fdxQjJyclP+zv71cdO6EaWLFiBVOnTmXSpEmSOAnol89h6LevkRzxUVJaSkFhIS6Xi8GBQZJpBCeeSBAKhoAkkXAEo9FIaWmJ/L5EwmE8Hk8qE9hsTjkQnyDn0UhUEozcpBafEqej2ETg2DG+973vUVhYSH9/v0q+PX/+/Ix5Sr1eT3V1tWruuLe3l4aGhoztGgthuCQITPq/YoQj91APpWsPosQSRB1mIJ6RehCPxxnxeDJVDIDFasVqseIP+HEPuYkn4ozqIC+u4YbhHPS6MN1VNj7/+c/T2NgoSbv4MRgMeDweBgYGeO+99zh48KDMXhbrKEwOA4GAdCYHpBx+YGCARCIhSX86tFqt7GpbLBaZlBCNRlMFGatVdtKnTp0qC2diOUNDQ3IUQMxcC8RiMdX4jlgHIasX534gEJBSfL1eT2VlJaWlpdhsNvljNBrp6OjgueeeU0XlAWzZsoWOjg5uvvnmM/Y96e7u5pH332ChdxitZxh3SV7GeNLYzvxY6fypMFaSn0gkiQ950ObZsF2qltCXlJRgs9lURplHjx79UGR+x44d/PznP5dxluljNWazmaVLl/KlL30Js9nMokWLOHjwIG+88Qa1tbUcOnSIaDSq6sqfz9jHgwcP8sILL6geKy4u5q677vpYi+dZfPpgqCo+rcLmo8BYhU0WWXzcmDBhAhMmTJC/m81mrrvuOiZPnsyqVat48MEHT2tgOtZs+M+BLJnP4kNDq9Uye/ZsysvL2bhxY0Yns7Ozk1deeYVFixZRVVX1Ma2lGhqNhlmzZjFr1iz6+vpYv369XHfh+ioirhKJBMPDwwwPD5OTkyPJr3BKP378uIyayM3NlTF6VVVVmM1mJk2axKRJkxgZGWHv3r3s2bNHdcOZjp6eHl588UXsdjvz589n5syZKolwMpnkD3/4g4pMCNO7M7mBSyaTtLS0MDg4qHpcp9Mxe/ZstH0jtBv/iGZiseqPuquvj86uLkimTNnMFjOBQACNopCTY0Ov19HZ1YleryfXfnamU7FYjE7PEMmeIMdG3UT0CXp6erDZbJKgi46j2AZAJZ9P7zSmd/DTZfatra1Eo1E8Hg8jIyP4fD4eeuih066f1WqluLiY4eFh8vLyKCoqorCwUBrQnWxMQlfowL7qIoZ+vQaNPQedMRVJVVRYSJ/LlZI8J0UUnVAYJAiFQni9XoaGhsjLy8Plcn3AexUFg8HIxNqUl8G+ffvQaDVoYgksSQ1vmEfJTYt6O3bsGG63G0VRcDqd5Ofnc+mll467ndXV1bS1tcn9lUwmaW1tpbGxkVgsJsn5WNI+3thKOsxdw5S8degDIj/OeRo5cVySY8cqFAWH3YHZYmZwcBC/z5c6zvrUcQ4mk9jD8PmEk8Z//3fMM+oZHBxkcHCQ1tZW+X+3200kEqG/v19KkqPRqPRjEN1uRVFU2e2JRIJAIICiKAwPD2eQOSFJNxgMUgGi1WpxOp243W7sdrs8H/Py8pgxYwZ2ux2NRkNPT480tOvv76e8vBxFUfD7/arxpPS4uEAgIDv24l+j0SgVFenn+8DAgNxOjUYjixpVVVV89atfZfXq1Rw+fFi1u3t6evj5z3/Otddee9ri4Lvvvsujjz5KKBQit0THnM4oo0NuGEPmx3bmz0bGqxkjyU9EosRDEfLvugZdoUP9uYrCxIkT2blzp3ysqamJRYsWnXU33O/389vf/jajaCr2e3V1NcuWLcNsNjMyMiKP1xe/+EWOHDlCW1sbdXV1NDU1ya78V77ylfNGsr1eLw8++KDqe6fVavnGN75x2uJbFlmMhaLTYr9mMf3/8wzJeAJF+9FL7U+msMni041Pe2f+ZJg4cSIXXHABO3bsoL29ndra2pO+9mQePR8lsmQ+i/OG4uJirr/+erZt25aRoxgKhXj77beZMGEC8+fP/7Pkr58pSkpK+OxnP8uqVavYunUr69ato6OjQ5rDCck3gM/nY+vWrdhsNurr66moqFB3r0dHZdwbpPaJ6NyXl5dz0UUXsWTJElpaWti1axdNTU3jXvw8Hg9vvfUW7777LrNmzZLd1J07d6qcxwEuv/xyecN4OnR0dGTEF2m1WhobG7FYLHhbDpEIhtEVpxQGiUSC9rY2hobUYxR6nV4SFa24UU4maW1rpaGh4YydvwFGPR5Ggj6ckSRFES0D+gR+v186gJtMJmKxGBqNRnY/IVUEGOuuLbZHrLswv/P5fOzbt08el/TXnQyKolBXV8e0adOYMWMGiUSCNWvWqIhTR0cHL7/8Mtdff/24c9n5t19OYMtBQgdb0deWpgoTBgOVlZUUFRXR0dHB8PCw6j1GUyrmqrOjg66uLhQUjEaDJMF5eU4MBgOuvj4UwGa1YvcnaNeFaZrgwHGisJBIJGRHMZlM4na7CYfD/OQnP+HSSy9l6dKlqg6wwWCgvLyc5uZmOfs9MDDA/v37VYqVs4EmHKP47SNog1Ei+dZxiXwoFMLr86XOpRPFGEXRoNPrqKysJBQM0dHZQTxt3CWRSJFWRYFkkRODP862++5n60WVxPWZN6LRaJS+vj6pYkjvrovudvrMvNhn4l9BuoWhntVqRa/Xq/LZ01Uh9fX19PX1EQwGMRgMTJkyRapNtFotkydPlt9DrVZLOBxmaGiIgoICAoEARqNRzuprtVpGRkbk+SwKEMlkUsr70wsQYm47GAzK1A4B4ew/adIkbr31VrZv384bb7yhKg5Go1FefPFFWlpauPrqqzMKVeFwmMcee4x33nlHPran3EDlSIKykIaA34/BYJQpFh+qM5/+3U4m0Q6OYl44g/zbLx/39RMmTFCR+UAgQHd3N5WVlWe8zL179/LQQw9l+AtAav+tWrVKFWU6MjIiP99gMPDNb36Tb37zmwBMnjwZnU5HQ0MDjY2NZ7wOp0IymeSRRx7JWL9bb72ViRMnnpdlZPHXB9sJJVl8yIOuyPmRL+9kCpsssvikQihvz/V+6KNElsxncV6h1+tZvHgxlZWVbN68OeOkP378OL29vSxduvSMCeifC0ajkWXLlrF06VKam5t5++23ee+99wB11nJubi6hUIi9e/dy+PBhampqqK2tHdcR2uVy4XK52L59OzqdjrKyMmpqaqiuruYzn/kMXq9XxsaNlb1C6sZ5y5YtbNu2jYkTJ8r1EXA6nTJ+7HTo6emhs7NT9ZiiKEyZMkV2lsJtvSikumfCFDDgD2R8ltPppLa2FperTyVPT56Qrk+cMBGjKZPcjsWoZ5S29naiiThJNBRFtRwkNXvsdDq56qqrqKyslDncHo9H7ie/309zczOhUEh2JMUPpMYXQqGQ7EyOJ40eC5vNxowZM5g+fTrTpk1Tkd1IJMKVV17J2rVrVQ773d3dvPjii9xwww0ZoyQai4mif/gMXd/8X6LdA+jLC+W5ZDQaUznpOTmEQ2FisajMGAZIJsHvTRWSUq+zYrVYyMvPJ+AP0NHZCYkkjphCxKBhYHkjT/3P/2Xz5s2sW7eOQ4cOZRgIOp1Oenp6eOKJJ3jmmWeYOXMmU6dOxWKx4D7hsj92LjgSiZxzZFH+tlbM3SNE8yzoT8yCa3U69Cc62MMjI0Si0YxCiNFoTMUetrXhGR39gKwmEjKezGQyYcvNJQmMmhRsLi81hwdonqG+rgQCAVwulyzsRCIRFfEVnw2oFB6QImcFBQU4nU45n55+LRhL5NMN+C699FICgQAOhyOjeCkiNYeHhzEYDESjUfr7+ykrS82O5uTkUFVVhcPhwOl04nQ6OXr0KF6vVxqtiaSHRCIht0lArEf6XL1er8fn8/Hmm2+yevVqtFotq1at4u677+bZZ5/NIId79uyhs7OTW2+9VV6ru7q6eOCBB+jq6lK9NqZVODK7hOrDQQJtvfjyc3Dk5WHQ61UjJXB2nXklrVCYE4gTz9NT9A+fkTGWY5GXl0dBQYFKeXTs2LEzIvOhUIjHH3+ctWvXjvv87Nmz+epXv8qhQ4c4evSofHxsMa60tJS/+7u/44EHHsBsNqMoCl//+tfPW1f+rbfeyjC0nDZtGjfccMN5+fws/joxVkmmMX50DZdEOErcGxxXYZPFpxt/qZ35WCzGoUOHUBTlE2kumiXzWXwkqKqqorCwUM7Mp8Pn8/H6668zY8YMLrjggo8n2/QUUBSFhoYGGhoauOGGG/jCF77A0NCQ7Mg6HA4MBgOxWIxAIEBPT480kKqvr8dut4/7ubFYTNUpM5vNsmv/uc99DpfLxdatW2UucToSiQTvvPMO/f396HQ6SQRvvfXWcTvCYzEwMEBLS0vG45MmTVLNkcdHUuTR5/PR3NREdJz8+PLyckrLUhez0rIyotGoygAxHovR3NzEhIkTT67ASCbpPmEASBIMegPaWAKn3kRhoY077riDVatWjXsDHAqFpElhXl4e+/btkw7jbrdbxoBZLBbpDJ5MJmWXWkCYjNXX10sCX11dfcqb7uLiYq666ireeOMNVQxWX18fzz//PDfddFOGzNU8o57ib34W1w+fVBH6cCiM2+1Gq9VisVqIx+Lo9R+MCUQiEfmHMRaL4RnxoNFo8Pv9HD1ylGg4gjOmENFq2Nxg5c5v/z12u52VK1dyySWX8I1vfANIkQ2dTofT6cThcEjTM41GQ0tLCy0tLZhMJgoKCsjLy5MEV0C4/5+OjBgMBmw2G7m5uakZ7ZhC7PFdKGVFGEvUM9ixWIzurm78AX8GUdfptHgjEbq6ujK6upAi0HZ7bqrocWKdEloNUYOWquPDdDXkEbakzruBgQEGBwdJJBKqTnw6yRXk3WQySTM5IUkXnWHhvyA65elyfFEYED4O6SZ0QkUy1nBOp9Mxd+5c1q9fj1arlS75iqJQWFhIeXm5KlatqqqKo0ePYjabGR4eJplMUliYOo8ikQg9PT0Z6xIOh1XnqF6vp6SkhObmZvr7+4nH4+zevZv77ruPe+65h9dee43du3er9vXQ0BC/+tWvuPHGGxkcHOTRRx8lEAgQCAQYHBxkdHQUk8nE5z//eSZPnoxvdxuOl3egGfIRNlvQ6zK//2dDajWKRhL5hEah7/JGFsyoP+V7Jk6cqCLzLS0tLFu27JRqsMOHD/O///u/GXGrkCoa3XHHHVx66aXSgyMdY68rAIsXL8bpdLJ3717mzZt3VsqAU6Gzs5Pf/va3qsdycnK49957s3PyWXxojKckO99IJpPEugcwT6s9qcImiyw+aojmhdPpVEXO7d69m5kzZ6rO/Vgsxo9+9CO6u7tZunRpxt+ATwKyZD6LjwyiO3X8+HG2bduWEeu2b98+GWEn5CufNBQWFlJSUkJhYaF0RxakQKfTkZubS25urpS87t+/H6fTSVFREQUFBaf8YxgMBjl69Kjs8litVsrLy6msrMzooofDYTkDG4vFiMVi5Ofnk0wmiUajp7xRHR4eznA8BmhoaMjIpE9GYvgDAVqP9mUQKa1WQ21dXcaFrLKqimgshjdNWRCJRGhpbqZhwoSMYk04HKalpQWf9wNvBUVR0Cga8nNtPPDA908pFzWZTFRVVVFZWUlxcTHBYJCnnnpKuo2LfR4MBtHpdJJci46zRqMhNzeXmTNn8v3vf/+MZ0zF5xYUFEhCn35ODw4O8txzz3HTTTdlRLrlXp4yvnL9+A9EW3vRlRfS26ced9Ab9EyfPp1gIEhnZwc+n1/1vFanJRqJcOjgIRLhMAVxPUFtktfzQ+QtmEV9fT2xWIyRkRHeeustzGYzEydORFEUoie63+mKgnSEQiG6urro6emRvgBjDQi1Wi1ms1maqQnSLv4dW1Qafnod/b4Q+poSYrEY4XCYaCSKz+dl8ERxbOyMvE6nx+vzEQmr1QECZrOJ3Fw7mnFmOsMmHTmjYUq7vHgvnCBHZISJYSKRkIUwi8UiCbter0ev10vCDuMnJ4ydpwfknHx6h34saU/3cdDr9bKoMn/+fLq7uxkdHZWqk87OToqLi2lra1OZpZWWlspl6XQ6uT/NZjPxeFwWC8S6lpSUEIlEGB0dJRpNKT7y8/MJBAL4/X6Z1GC327n//vu5++67ueGGG6irq2PNmjUqdYbf7+e73/0u/f39jI6OEgqFpAGfoijY7XYZtxecmfJrsK/ZicY1QmIcL4mzIvPxBHZfjLBBw65GB0UTTm9mN2HCBDZv3ix/j0ajtLW1qUyNBCKRCH/4wx9Ys2bNuB2ladOm8bWvfY2iog8Musb+rRoZGZEFlHRMnTqVqVOnnnZ9zxSRSISf/OQnGd/hr33ta5/o/OMsPj04lZLsfCCZTBLtHkBjt55SYZPFpxcfZ2f+ueeek2NW4p73ueeek0qmyy67jMsuuwyAJ598kv/93//l61//Ovfee6/8jH/6p38CYNasWRQXF+P1etm+fTutra2UlZXx//1//9+fc5POGFkyn8VHCmFKVFpaysaNG+nv71c973a7WbNmDXPmzGHq1KmfuO6CyIYOBALk5eXhdDq59dZbOXbsmGr+WjhhG41Gkskkvb29+P1+Jk2ahM1myzCcGw9+v19Fuq1WK7ETmdt9fX2qi6SInnr99dfZsGEDc+bMYe7cuRmz6qOjoxw+fDjjAltdXU1JSYnqsVgsxo69uzEPj5A0q4+D0WRkQkMDpnESCRRFobamluNNxwmm5R0Hg0HaWlupq6+Xx3VgYICOjg4S8cz8eJPZxBXXXE3VaeY+XS4XmzZtYuvWrVLiX1hYKKXK8IH8WagMHA4HVVVVjIyMkJubi0ajGdeB/kyRl5fH1Vdfzbp161SGj263m2effZabb745wzE+9/L56Evy6f/Js/j2Hic8OIhigOSJfVNUVIROp8Nmy8FqzSF2wiU+HouDkpKek0hg9EcwJ7W0G8K85gjQb9VR097OT3/6UxwOB7FYjKNHj6q8HAoKCqiursbn88ls9PH+6CYSCdnJttvt5OTk4HA4sFqtXHzxxafdX5FIBJfLRV93N/Ffvwi+UbwtfuKJBCSThCMRwuPOmymgpM7X8dZLq9WQa7erRlnGi2jTDoxyibaIoi/fwaO//Q3V1dXSlE504dORnsue/pO+DmPjD8Xn6XQ69Hq9JNjp2fBi/ex2uyTvTqcTi8WiusatWLGCF154QRWXFw6HpVGf2N9i7MDlcmEymfD5fIRCIcxms6r7Ll6r1+uJx+OS+IkxAY/Hg8/nY3R0lNbWVqqrq8nPz+eRRx5heHiYG2+8EavVyhNPPEFHRwc+n08qXSClvhgeHpYFxKKiIubOnasimMGZ1TgaqrD96RD+fU1o41HiNhNo1IWSUyEZTxAf8qAf9tPjMLB7qp0hpxFHZPwiTzqsVisVFRWqUYDjx49nkPmmpiYefPDBjJEBsZ1/8zd/w5VXXpmxvmOLmdFoFJ/PpzIt/Cjw+OOPq/wPAFauXMncuXM/0uVm8deFkynJPiwkkTfoKf7W5zCfRmGTRRZni507d2bEwomkKEipSgWZPxluu+02Nm7cyLZt26SqsaqqinvuuYc77rjjpMrbjxtK8i91wCGLTxwSiQQHDhxgz549GbO8kDKiW7p06VmZp/058I//+I8qMn7fffcxa9Ysenp6ePPNN9m0aVOG6iAdVquVJUuW0NDQwMjICO3t7eNKM0+G4eFh2traVA7bTqdTul8L6HQ6pk2bxoIFCygsLCQYDLJ3796MdSsrK6O2tlb1Xo/Hw/3334/1zX3M747hNn/Q+bTbc6mrqztt7FwsGuPY8WNExpALZ14eZaWltLa14RnxZLxPUaCispK8QIL8r1xLwV3XZrwmEAiwdetWNm3aRFNT00nXwe1209nZSTKZVJGp0tJS6uvrOXDggHztRRddxN/8zd+ccpvSEY1GM3wNdDodL7zwAh6PertsNhs33XTTuIqThD/Emr/7Drp3D2KOJolrIKTXMumCaeiNBkZGRj7wIUgmCQVDaGMJrDGIhyOMJCK8bw6w0RYioklis9nIycnBbDazbNkyYrFYhly4vr5eRcRjsRhDQ0MMDQ3h8/mIx+PEYjH5r8FgoKGhQZ4jNpuNmpoaLr30UiwWC/F4nKGhIfr7++nr65PeEGJ+2DoSYuHaFmIGLTFDaswhGAwSO4kyIBKNEo2M85ySWnZxUTEmkxGDwXiCuOvRjCHm8VgM38AQcW8Qzz9cTTchqWYRSO+gnuwGdezj6d15nU4no8bGGi8aDAby8/MpKCggPz8fm812Whf1QCDAt771LSKRSKrIlUjQ2NhIfX09l112GVOmTJGv3bVrFzt37pQSd71eT2lpKb29vSoy7XA4sFgs9PX1kUgksFqt0rCttbWVpqYmOjo65DWtsLCQnJwc/H6/lPhDSmkyMDBAPB5XJUOI74HFYmHOnDkUFBRILxCx/EWLFqEJx+h+9BV6fv86Wn+YpFZD3GqkqLpi3Ln5ZCJBIhAmPuyFSAxtng3XtBKeGW0mpku9fvLkyXJ85FQ4cuSIyoleo9HwxS9+EbPZTCwW49lnn+Wll14a9+/QpEmT+PrXvy79CzLWM5nkySefVBVRVqxY8ZEmtWzfvp0f/ehHqseqqqr4r//6r3GTNLLI4sNi9M1tuH78BxIeP7rywg81Q58IR4md6MgXf+tz5K6Ydx7XNItPEu64446P9PMfe+yxj/TzP63Iduaz+LNBo9EwY8YMGWE3ltD29fXx8ssvc+GFF2ZkFX+cGGtqJqKtysrK+NKXvsSqVatYv34969atGzdyzu/3s3btWv70pz+xcOFCLr/8cux2Ox0dHbS3t9PV1aXKkU5HIpGgr69P1WkWP93d3VINYDAYMBqN7Nmzhz179lBbW4vD4SA3N1dFToqKijKIfEtLCz/84Q8ZGBig4URHXkkmSZ6Q61ZUlI/rQj4WOr2O+vp6jh07psoK7+vro7urC70+86bTaDRQV1+PUWcg5usnWZYvZcOxWIwDBw6wadMmdu/efcqCiUBdXR1Llixh3759qi6pz+fjtddeIzc3V3bWzrZoNB75s9vt3HLLLbzwwgsqIyyv1ysl92Mzu91BH09HOjDMMFE/FGNyf5xKk41k9yDBRIKA2401mURJQlKBHEWD1mLBrYvz6qiLvYYgo9oECgomg0nK56PRKG+//Ta1tbWqsQubzSb9A8R8mPjJzc3l2LFjvP3222zfvl3u43A4zOjoKHa7XUYz9vX18eCDD+J0OrHb7eTn55/U7yLHE0YXSxCypjrEwUAggzglSRG4UCgMioj9UlBOnOsmo5G6ujpyz7AS7vX5iGkUtOEo2r4RSmam4vtGR0clIZXLTuu2j/eYkNOnGypaLBai0agk8nq9XpL3goKCjO/amUAQ4i1btmA2m/H7/XR2dlJfX097e7uKzJeXl7Nz506pThDHfKzs2mAwSHWFwWCQEuxp06axbt064vE4AwMDhEIh4vE4Xq8Xk8mE1WplZGSE4eFhCgoKOHToEFqtVm6X2D8ikq+wsJCCggLMZjMVFRXyuQULFqRUITod1ttX0Jcbw3KwC+vONvTDfqJtfR/sb0WB9AKLxYixpgT7tYuxXTqH3iP7if2hVW7bWHPGk6Guro4NGzbIY5dIJGhubiYnJ4ef/exntLe3Z7xHp9Pxuc99jmuvvfaURRgxN59u/Dm2mHc+MTQ0xMMPP6x6TK/Xc99992WJfBYfGdKVZMEDLWhtFrT59rOKrRMKm7g3iHlaLUX/8JlsRz6LLD4CZMl8Fn925Ofnc80117Br1y4OHTqkei4ajfLuu+/S19fH/PnzVVLhjwtjyfxYh/7c3Fyuv/56Vq5cydatW1m7di3d3d0ZnxOPx9m0aRObNm1i8uTJXHHFFVx99dVAau6yq6tL/ogOcH9/v+oGVlEUqqurMRhSHVy/3y/XR1EUKTfevn27zBZvaGigoqKC/Px8VbcV4L333uPBBx+Uy3CbFaJaBUNSoay+NoOIng5Go5H6unqamo5LmbjoYJmTSQyGD+aqC4sKqaqsJB5PEPcFwKgnXJDDnj172LVrF7t378bv95+WIOXn5zNnzhzmzZsnt8/lcvHAAw+oOtRidra0tJTi4uKM43qusNls3HLLLbz44osqBYff7+e5555j1apVqpnb1atXp3wPDAq7CmCnI8lXV13NcGc/noMtxJxxNPEkCa1CxKjFVF9BstTJs+++yaBZSzisR4lE0Gg0lJeXqwpIfr+fo0ePUlZWhtlsRqfTcdVVV8nowfH2pZjtHRwc5I9//CPr1q2jp6cHt9vNnDlzVIQ3JydHKiO0Wi0lJSWUlpaSn5+vIkA5o2G5z4PBECnqrqDRpEzikkAiniCuJLFYLYxdq8KiIiorKjK676dCMpEEjUISoHuIkRoH8Xgcg8GQkXYwVpAmfk8n8Omz8eI5RVEoLi6msbHxnMj7eLjwwgtVZH50dBSPxyM79WK/FhYWYjQaCYfDGAwGIpFIRvFQURQCgQCRE+eH8O2orq5Go9EQjUY5cuSIHA2xWCz4/X6CwSCRSASj0UhTUxOHDx/GaDSiKArBYJCCggJ0Op0kjyaTCUVR8Pv9VFZWypGDhQsXqrwTYrEY8VxzysNgfj2W0TCTayYTbu1JmW1GYyh6HVpHDsbaMgx1ZRgqi2TutL5Z3Q08mefDWBgMBmpqamhubgZSx3fNmjXs3r07I9UCUuT/G9/4xhkb1Y0l82Md7c8XEokEDz74oGqUB+DLX/6yLKBkkcVHBfOMeiofvI+hJ9/E8+KGVCHOoEPrtKGxGM9YYZN/1zXk3355dkb+rwBZsffHg4+fKWXxVwmdTsf8+fOprKxk48aNststcOzYMQYHB7n44oszZo//3Bg7Jzx2XQUMBgNLly5lyZIlHDp0iLVr16rm6tNx5MgRjhw5QllZGVdffTULFixg+vTpTJ8+HUh1eg4cOMBvfvMblbu4mGEWTtnhcJjh4WG8Xi/JZJJwOEwgrQvq8/no7e3FZrNx2WWXUVdXh9lsJpFI8OSTT/Liiy+q1mvEBEGbkQark5yzJPJyf1ktFBQWcvTIkdSs9AkEQyEURcFitVJbU4P9RIc8FosRc4/isep47A+/pXuMMZwwFUs3t7NarVx44YUsWrQoQ2kAKdf5//N//g8PP/wwBw8eBJA38b29vYRCobPuao1H3IRs22q1cvPNN/Pyyy+rCgjBYJDnn3+eG264gaKiIpqbm3nxxRdlkSOZTDJ16lT6NBFCxSbaghbgg/MtNzeXsrIy9uzZw9DIiIyuMxqNTJ48mdzcXJqamvD7U67woVCIWCwmXfLr6+spKChQqRDi8Thut1tK44VMXhCSqqoqcnJy6OzsZHBwUFXQqampoaOjQ5Lj7u5uuru7MRgMlJSUUFZWhsPhwKExkkymlmUyGdFotCiaD1z6Y5EoigLaMTeDRpOJmpqac5o/NhgNjHpC6KIx/K5BRkcL5TESxz49dk6Q9WQySSwWk8RZdN3F46FQSH6nrFarHN84X5g8eTJOp1NFMjs7O7Hb7fT29krZu0ajoaysjNbWVkwmE5FIJONapCiKJH75+fnSpPOiiy7iiSeeYHR0lGAwKGP5xDhKJBIhHo/LBAXhki+KBm63m8rKSjlqkJOTg1arZWhoiK6uLsrKyli0aFHGcVMRZ60GyvOxLZ+DjTPLlh5rqnimnXlIyeWbm5sJBoO0traqrosCGo2GW265hVWrVp1V4fhMHO3PB15++WV5/RJYsGDBaec+s8jifEFjNVF493U4b1yG9+2deNZsItI9QLw/9ffiTBQ22fi5LLL4aJEl81l8rCgtLeWGG25gy5YtGdFpwhxvyZIlVFdXf0xrmNmZDwaDp3y9oig0NjbS2Nh42rn6np4efvWrX/Hiiy9y1VVXsWTJEgwGA3a7nV27dskYLVHtXL58uTQxg9TNbklJCQUFBYyMjDA0NKS6YRUdRo/HwwsvvMDq1aspKyujublZyvTTO6oTp0xh3nUX4n/kVZLxxFlJ6iDVbe3s6qTf1Y/BaMzYV/F4goqKCuwOB4lEglGPh8H+AXQDo2yuM9LdN5rxmYJUabVaZsyYweLFi5kzZ47KDG08WK1W7rvvPp566inefvttFbEYHh7m+eefZ9asWWetPjgZzGYzq1at4uWXX5ZRYeFwGI/Hw8MPP0xZWRn79u1T5XkrisLMmTNJJpMZ5pAajYbCwkJGR0fZtWsXWq1WOq/X1tby/e9/H6PRyGuvvcavf/1rRkdH5TkmusjBYJBvfetblJeXM2XKFBKJhJyDPhmE87mYsxZFo3A4jMlkory8XJqGiW6t0WgkEonI+W13vwdnIo7e8MExisfjhEPhE2QxY6kUlxRTXl5+2jnzdESjUcKhEKFQmHg8BgqgKGgTSVUHPr0Qo9VqMZlMmEwm1ThCPB6XkW5ut5tgMIhWq8VqtaqKIedb2qwoChdeeCGvvfaa7Lx3d3czdepU2tvbJZmHlNS+tbUVs9ksneWFE38ikSAWi6HT6bDb7VKZcdlll2E0Gtm3b588TqJAFo/Hpdt+KBSS541Wq5XFodzcXIqLi+VrbTabHGHRarW43W4OHz7MkiVLMrZt7Hl2tjGkY/f12ZD58vJyBgcHaW9vl+eBwWCQSqGqqiq+8Y1vUFtbe1brBJmO9iIu8HwauB47doxnnnlG9Vh+fj733HPPJ84oNou/fOgKHThvXY7jpouJdPYTaek5Y4VNFn89yHbmPx5kyXwWHzsMBgPLli2jvLyczZs3q24Ao9Eo69evp7GxkdmzZ38smfRn2pkfD2c6Vz80NMTvf/97XnnlFS6//HIKCgoy3PIvu+wybrrpJiBVUOju7payfJfLJQmHyFwXxC694zQyMsKGDRskURG52kajkUsvvTQVc6QYaH92A/EhD7qiM48M9Pt8NLe0EA6lbpYNegPJRJJQONWRz7HmYDAa6OjoYGRkhFAwSCwexxJKEDJoaCscnyRVV1czb948Zs2aJbdRuHILvwCDwTDuDa5Op+MLX/gCpaWl/Pu//7vqucHBQb7zne/wta99TTWbfDYQN/DJZBKv10t/fz8lJSU0NTXhdrtVrz1+/DjHjx9XPTZx4kRsNhujo6Oq80pRFCZMmMC8efN48sknKS4uVmWef/Ob35Sz0LfccguzZs3izjvvJBKJyGJOIpGgo6MDjUZDZ2cnW7ZsoaCggPr6+jPOSRWdW4fDgV6vJxaLkZOTI4tMY7+PoVCI5uZmaoc1VEY0+Hwx9Do98USceCyORqvJIPIms5namhqsY+L8ToZoNJqKRwuFicVjH8y4xxMkkgk0iQRRkqqbivEIvFarJS8vT868OxwOuY+TyWTG6IvX66WmpoZp06ad0XqeDQSZF+70wtG+ra2NRYsWydcJabU43wXBBmQn3WQySeXAkiVLyM/Pp6+vj76+Psxms/yeWCwW2ZEXPhVin0WjURmFF4vFiEQiWCwWpk6dSiwWkzPier2enJwcwuEwv/zlL7npppuYPHmyXN+Pi8z39vby0EMP0dbWpvoMvV5PJBLhxhtv5DOf+cwpIz1PhbHfn1gsdl4d7f1+Pz/96U9VhVlFUfjGN76REXuZRRZ/Tig6LcbaUoy1pWessMkiiyw+WmTJfBafGNTX15Ofn8/69eszDIUOHjzIwMAAF1100Z/d7f5kBnhng7Fz9a+//jq9vb0ZrxsdHeXZZ5+lubkZu91OUVERer2e3NxcrrnmGtU6NTQ00NDQAEB3dzfbtm3D7XbjdrvxeDwEg8FU5/JEJ2pwcJADBw5Ikp/uXj59+nTsdjtPPPFESsJdZ6dg4zF0Bi1mm/WUs8vJZJKe7m56entTo9FpMBoNmMyp+dpkIkEwECAWi+Pz+lKmbFotxliSPbVmojlGjCBj0WbPns3cuXNV8+bpiMfjBAIBAoGA9AsQ5D6dNIhCyKOPPkpLS4skGBqNBp/Px/33389nP/tZLrvssjPueCWTSSKRCIcPH6a/vx+Xy6XyUigtLSUajaoKNx6PB8cJRYJ47axZszCbzXR0dKgM+5xOJ7fffjvbtm2jpaVF1a2+8sorKSsro6mpiZ6eHnp6enj//feldFrsG9GtTc9PHxwclNL5+vr6cd32CwoKKC4upri4mJKSEoxGoyoyEWDVqlW0tLSwefNmWlpaZDFDfDcC2iRJUudYOBQmFouiKBr0hpSyQKMooCiUlpRQVlYuJfgnwwcEPkQsHieZSBAfk/kuoUDMrB+XwJvNZrldBQUFJyWXwm/C6XTK0ZePEsXFxdTX13Po0CEp2e7s7KSkpASv1ytJos1mIzc3l9HRUdW4gNgPer2egoICAKZMmSLj2ERh0O/3y/hMYeTndrtVHXlxfRCvSSaTuFwuFi5ciNVqRa/X43Q66e7uxmazyeuxyGy/+OKLufjii2WxIR0fNZlPJpOsXbuWxx9/nHA4LAuWAlarla9+9assXLjwrNZjLIShZLqj/fDw8Hkh88lkkl/96lcZSp2bb775vObWZ5FFFlmcb2Q78x8PsmQ+i08UHA4H11xzDZs3b6a1tVX1XH9/P2vWrGHZsmUnjQ36KDC2Mz/WAO9skD5Xv2fPHl599dWM8YKBgQFJUl0uFwUFBdx3330nzfj2eDy0tbVRWFhIYWFqTjgej+N0OgkEAhw9epTXX3+dvXv3Zlxo9Xo906dPx2Aw4HK5JLnbX2WiMVdHTlMHLocZvcGAyWTEaDJhOkGYOSHjbmluGbfAodEolJVXpDrDHR0Zrwn4A+RpTAw4jRyoMmM0Gpk3bx6LFi2SnfJIJCI7lePFSAkIvwBxc63T6SSxF904q9XKxIkTaW1tJRQKSWIh/APa29v5m7/5m3Fl1JFIhIGBAbkMMVu8b9++cddLo9FQVVVFZ2cno6OjJBIJvF4viqJQUFBAIBBg/vz53HXXXWzbto0DBw5kEPZwOMzvfvc7Sf7FOrtcLn7wgx/I1yYSCY4dO4ZOp8NkMhEOhzEajWi1WoLBoOy6phcqhoaG8Hg8VFdXs3z5cmbPnk1paSkFBQUZ3UpB5tILbAMDA1x55ZWsXLmSPXv28Itf/EL9vD5BMqEQi0RT5DuZBOLEg3FCwRBms4nqmhpKiotPSuQTiQShYOhEUSoiSWsikRhbM/pgvydT+95QW0phYaF0Hi8pKaG4uPi8mdZ9FFi0aBHNzc1S/u5yuQiHw7S3t6vUABUVFdJpHj4whRNjGRqNhqKiIi688EL5nn379gFIY82SkhLC4TCDg4Nyf4jzON2bQpxLeXl5HDlyBI1Gw5QpUzCZTCxevJhYLKYyggN455136O3tZdWqVRmjRWdL5seei9Fo9KRy9sHBQR566CG5rfDBmJFGo6G4ODXGcS7F2LEYz9H+TNI2zgTvvPMOmzZtUj02adIkqcrKIosssvikIkvmPx5kyXwWnzjo9XqWLVtGcXEx27ZtU5GlUCjEm2++ycyZM7ngggv+LDfm56MzPxaKojBr1ixmzpzJkSNHePXVVzl06BCRSETVkUkkEvj9fp555hna29u55pprVIWMQCDA4cOHMy6gDQ0NlJeXk0wmaWlpIRwO09DQwNDQEF6vl3g8jtVq5YILLsBkMpFMJvF4PIyOjpKbm0teXh5ti2qY/PoRTKNhQrmc6DSnzLUUjUIsGmPUO5pyEVdI68onMZpMWC1W+vv7Ux0+vV6aaZ14CflxDZ5khOPz6vjyXZ8ddw5eRO8lk0mpMhCzvadCLBYjFovh9/vRaDTE43Gqqqro6+tjwoQJtLe3ZxCL9957j+7ubu69916MRiMul0t23YeHhzEajRly/FP94dJoNNTW1uJ2u2lubk51pE8QdqPRyEUXXUQsFuPdd9+V74nH4+Tn5zM0NMSDDz7Inj17VN3IuXPnZjhbC9IHqe9OIpHAZDKh0+mkbFsUM8xmsyxyiM7uu+++S39/PzfeeCOlpaUZ26EoCvX19ezatUs+5vP5cLlcHDlyhNdffx2r1cqUKVMIBoO0t7fTPjhAMJmDNpaSvH/wYanvk8lkot/Vz8DAALm2XBl3p9FqCIfDBINBQsFgqvt+Qj5/0v2spBzyNVot2nAMjdlA4QWTKZ41leLi4gwTtU8q5syZw9NPP43ZbMbn85FIJOQoTTqZLy8vz0gBgZQ5ppDZL1++XJ7fIuIRPiDzBoMBj8eTEc0nFC46nU4WLYUxnslk4vDhw5SVleF0Olm1ahV2u53Vq1erCDTA0aNH+dWvfsXcuXNVj59tOsnJCmvpxzSZTPLOO+/w6KOPjutnYjabVaaKx48fZ9GiRaf13Dgd0sm88Fb4sBgYGMjIUbZYLHzjG9/4WEbMssgiiyyy+OQjS+az+ERCURQmT55MQUEB69evz8hh37NnD/39/SxbtuxD35SdDmPJfDqZEh1bl8uF2+2msLCQGTNmnHGRQVEUpkyZwpQpU2htbeX//J//o7rBVhRFkvL333+f999/n5kzZ3LNNddQWVnJwYMHMzpCpaWllJWVEYvFePjhh1m/fr3cjoqKCuLxOOXl5ZSVlRGJRORPOBwmHo9LUu/OzUV7YSUTN3ecIPRGUBQSiTgBX2omX4ETndVUJJiYtY1EIsRjMVV0jclsTr0mHCE/oQODlh0TrfRrQ9xUUHDK45geu5eTk5OSb58gqaeLqxJGdKJTOTg4SG9vLxMmTJBu/mI+2OVy8f3vf5/a2tozmk0dS+bNZjNFRUUUFRVRXFyM0+kkGo3y1a9+VdV5dzqd7Ny5ky1bttDf3y877yI3/JlnnmHLli2qzxby8LHblh6DqNFoqKurIz8/n5GREVkMSSQSUkI9nmfDkSNH+K//+i8mTZrEjTfeyJQpU1TncGFhITk5OfLcj0ajvPLKKyoPAL/fT3t7O4FAAGtpHv7RBM6ghr5kmGQiiVanJceaoyIlycSJIpJ3FINej9lsRqvToQCJUxVK0gi85oQ83Gg0oQt5MU+pouaaFZ868yWLxcLMmTNxu91yP4t5/fRudGlpKRqNJvX9O+HXoNVqsdlsKIrCpZdeqjp3m5ubpYdGIBAgGo3icrlQFAWj0SiXpdFopCogGo2qUiSCwaA0X3S73UyfPl3K+VetWkVZWRlr165VfR8GBwd5+eWXqaurk4qhsyWk45H/WCwmyfzw8DCPPPIIO3bsGPf9K1as4JZbbuG5556TBcB4PM6xY8eYMWPGWa3LWKTPzdfW1n7ojlQymeSXv/xlhvLrnnvuOemoURZZZJHFJwnZzvzHgyyZz+ITjYKCAq677jo2btwoHbQFenp6WL16NRdffPFHerNjsVgIBoMqY6r/+q//kh3bsRevVatWccMNN8jfk8mkHBkYL0ZNwO/3S5Mpl8vF0NAQ+fn5GcWEPXv2sHv3bvLy8pg9ezbV1dXyM/Py8qirqyMUCnH//feze/fujOV89rOf5bbbbiMQCLBlyxZ27NghCXEsFmNoaAi/34/f72eHLoFveh4z97sxjwTxmhT8kXBG/nYkGk0ZnGk0JJS0LqqCjPvSaDQ4c2zkKDF8SpwtE6x0FRsgEuHHP/4x//zP/yxnfE8FRVEksRDLF8RexL2NRfrsrpgJr6qq4p577uHw4cO4XC7p8h6Px2lubqasrEzmdIvljkVOTg55eXlUVlZSXFwsCVU6NmzYIDuiOp1Ouo4fOXKEYDAovQsAaTQ3ttOp0+mYPn16hit7NBrFYrHgdDqlkeF9991HRUUFP/nJT1SdQ4ALLriAqqoqXnvttXHjtI4ePcoPf/hDJk2axLXXXiuXKbrze/fuZXR0lN7eXuLxOEajEb/fT1dXF4ODg5JUarVajpXEWdYRx2Ex4sjLQ6vRMOLxkIifOD8U0J1w6NeecFRPJJMkotETpvQKSprkW1EUtGkEXn/CI8FoNKZmu+MJogNeHNct+dQReYFFixbx/vvvy99HRkbo7+9naGhIkmche29ra5PxcqLQNWfOHJX7PcDevXsB8Hq9Ut2i1+ulD4EoCIgCgSgciAg6s9ksC1H6EwWXSy+9VH6+cOMvLi7m2WefVXXHI5EIO3fupLGxkcrKyvPaXX7vvff41a9+laFUgdR18O/+7u+YNWsWkLruisx5SHmwjP0+nS3ESJLJZKK6uvqUIwBngnfeeYc9e/aoHrv44otV4xJZZJFFFllkMRZZMp/FJx5Go5Hly5dz4MABdu3apSJrgUCA119/nXnz5mV0E88GIjNbZG+L/O3+/n56e3s5cuSI6vUHDx5UmY2JrrbNZuP9999Xkfk//OEPvPPOO0Bq3vXGG29k2rRpqnWNRqM8/fTTwAey0IkTJzJnzhy2bNmiklonk0l8Ph/Dw8M0NzdTXFzMwoULmT17NpMmTWJkZITvfe97GbP4iqLwt3/7t1xxxRVAygxq+fLlzJs3jxdeeIH333+f7u5ufD6fNL+68MILGSrUssmsZeKOXvKGg1i0CgEDxBIJIpEosXhMdvUykEx1Xw16HQ5FjymUxFvmZPdECy2xUThxLEOhED/+8Y/5l3/5F+rq6s7q2Gk0GsxmM2azWcrxBbEXqoVIJCJngZUTXV2Px4NOp6OxsZHa2lpZyHC5XAwODtLd3U0wGKSiokJunyGNQHZ3d/PGG2/g8XioqanhkksuYenSpVgsFnp6eujq6qKzs5Nf/vKXcnQiLy+P4uJiaaAH6u5jQUEBx44dy+ieT5kyhYaGBsrKyqSqIi8vj+9+97sUFxfL1zU0NDBhwgQUReGee+7hgQcekIUESJ23eXl53H///bz77ru8+uqrMl8+HUePHuXo0aNUVVVx9dVXM3/+fBwOB729varXazQa9u/fTywWk2Zz4rxucmq41GdlSl4+5rJUZ7YykWB4eJhRj4dYLI6iUcb9ziY5UeGPxYEkmhOk32KxYjabMJyIVEwmk4wMjxCOhDEFolgdudgu/fQ6LE+ZMoWCggJ6e3vludvb20tXV5ck84B0qxedc1FsmTlzZsZnisJQf38/gUAAg8FAKBRSJR+kmyXqdDp0Oh0Oh0OqOjQaDZWVlVRXV1NTU0NVVVXGcurq6rjnnnv4wx/+QF9fH/BBl+bgwYMEg8Gz/m6PV5jz+Xz8/Oc/VxU90nHRRRdx5513qmTvjY2NKjI/PDxMb2/vh/JeEWR+4sSJ8lxMTxc4G7jdbn77299mfP6XvvSlc16/LLLIIos/N7Kd+Y8HWTKfxacCiqIwffp0CgsLZbSaQDKZZNu2bbhcLhYvXnzWOdDd3d3cf//9GVFiAnq9/oP4qxM/ra2tksSLm27RmRWSUkgZSG3cuBFIkf6uri4efPBBJk6cyKpVq+TN7Z/+9KcM9+LbbruNJUuWcPPNN/OnP/2Jt956SxrjpUvLXS4Xa9as4ciRIzLiSuTQCxgMBr75zW8yb948IFU82LNnD5s3b2br1q14vV56e3sJhUI4nU4URSEWi9Hb24vT6eTgaC+7qqPMMsK0vhiW0QTRZIKEJolGryM5XiycVkuu3ogNHdoERCx6OqcW0z2zDL1WIbetTWWa5vf7+f73v89NN93EtGnTKCoqOusRCiHH12g0DA8P09PTw+joKNFoVBVfl04gNRoNVquVYDCoMhEUIxSRSITFixdTUVGh8kt45ZVX8Hg8xONxDhw4wPbt2/nud78LpG7ES0pK0Gg0quPqdrupr69XdeMhRegtFgsej4eWlhZJjE0mExMmTOC///u/M87rTZs2ZRDxq666SqXS+OpXv8pPf/pTlXR348aNOBwOVqxYwUUXXcTGjRtZs2bNuOd/R0cHP//5z/n973+PVqvFbreTl5dHPB4nGAymIgdPjD2km5WVl5fzla98hfJtHQz9eg3xYJhQPIrP5ycajaRIqFZLMpEkkcx0pE8mU9FyiXicWCxOPB4jHk8wqAxgzcnBbrdjt9uJRqMEQ0GUWJzYqJ/OuTXofcPUFNjPq59GIBDA7XZTXl7+kfp0aDQaZs+eTVNTkyzo9PT00NnZqSLqdXV1rF+/XhbQHA4Hl1xySca6+Xw+mpqa8Pl89PX1SaNI4X4vxkuE2sVsNsvPFJ35iooKSktLMZvNjIyMcNFFF510/R0OB3feeSevvPIKBw4cUHlbtLS0sHHjRqZNm3ZOhBdSJPxb3/pWxtgVpBJDvvrVrzJ//vyM58rLy3E4HCo1ysGDBz8UmRcjNenFtGg0etbbJuT1Y71Y7r777j97cksWWWSRRRafPmTJfBafKpSUlHDttdfy7rvvyu6PQHt7O263m0suuURmcJ8JVq9ejdvtlnPY4/14vV4V4RgeHs7oRIsZSkGYIUVQ4yfcvI8cOUJRURH5+fkcO3aMH/7wh8ycOZNZs2bx/PPPy44xpG7WFy9eDKTiqG688UauvPJKXnjhBV577TVVJJKiKNhsNlpbW3nzzTdlrJZw7s7NzeXb3/421dXVbNq0ic2bN7N9+3ZVQaStrY2uri6i0ShtbW1UV1eTl5eH1+tlaGgoFT3m9/J8fIRXc2LMCJu5MGajVGvGkEjJdDlBwHRaHTq9DkWjIaHTEso10j+5iMG6fKLWFCHVADU1NbS2tqo6x+FwmGeffZZdu3ZhNpvJycmROeD5+fkUFBSQl5eXQWyFgZ8wDHO5XCoiMTAwQF9fHwUFBRQVFVFRUaG6URb7KRwOMzo6KuWyYnyjs7NTusULWX9/fz+tra0MDAygKAoWi0Ua74nnxLEX+d5Wq5WioiI6OjpUKgGDwUBxcTHd3d00NDRIUqbT6fjmN7+Zsb2xWIzXX39d9VhdXR2TJk1SPVZWVsadd97JI488oioerFmzBofDwdy5c1m+fDnLli3j3XffzSD1QgXS09OTOm4aDXPnzpWERaPRMGHCBJqamoCU5PjWW2/l2muvRaPR0JOTy+grb5M80kLIac4o+igaBS2p71EykTwxghAlemI/Skm+XB/weX34vD66u7rRaFKd5PwQhKoLGVpYx+C2bXR2djJv3ryMEZVzQVtbGz/84Q/xer1UVlbyD//wDxneBecTc+bMYc2aNZLMj46OcuTIEa6++mp5faipqWHJkiXs3LmTnJwcbr755nGN/g4ePIjP5+Po0aNyhERAKFpMJhMlJSWUlJTQ1tZGPB6ntraWkpISaRqXSCTweDzY7XYuuOCCU66/wWDg5ptvJi8vj1deeUX1XFtbG48//jif/exnz+jYiGtuOBymo6MDj8dDeXm5yn8C4MILL+Tuu+8mNzd33M9RFIWpU6eyefNm+VhzczNLliw553NEURSVMSGkFEZn+3nvvfceO3fuVD22dOnSDPPALLLIIotPOrKd+Y8HWTKfxacOFouFyy+/nD179mTMFnu9Xv74xz+yYMECJk6ceEafJ0i53+/PkKYLpBMvjUZDXl4eeXl5BINB+vr6MBqNcrZ0zpwPZL6ia59IJIjH4/T29jI4OCjN0d5//32effZZkskkeXl5OBwODAYDt912W0aXzev1UlNTw9133y07wSMjI+Tk5DA6OkpLS4sksP39/QwPD1NdXc1VV13F888/z65du1Ry/UgkwvDwcAah1ul09PX1MTw8TG5uLl6vl5GREUkEojqF3blwSBciPxahWmejweRgalUtNRVV5Dhy0TpyoDyfUZuBQW2U0NAQQZdL1RkTbu8tLS0qWXksFqOpqUnOz/t8Ptra2lT7wm6343Q65dx4IBAgHo9n3OQLiIiq/v5++vv76ezsZMGCBZSWlmK322WUG6TmlDs6Oj7oDicSRCIRjh8/TlVVlVyG3W7HbDZjMBhkxnq6TDkYDMp5Xq/Xi9VqZdGiReTmptzbhVEgpMYv3G637OyJfX3LLbdQXV2dsT3btm3L6KSnd+XTMXHiRD7/+c/z+OOPqx5/6qmnsNlsTJo0Cb1ez/Lly7nooot47733eO211+jq6mJkZETG8IVCqZi4Q4cOMXXqVNnVtdvtWCwW5syZw5e+9CV0Oh3bt2+ntbUVv9+PaW4pdV0DGDxBwnYzpK2jcuI80J5QJphNJpLAyPAIw8PD47qTjz2uRk+Ifk2Sl0NedO/GqKmpkbFrs2bNoqam5kN101988UVZzOvs7OQ73/kO//iP/5hRODlfqK+vp6ioSKXo6OjowOVyqdIGrrjiCjkyczKsX7+epqYmWVQUMBqN2O129Ho95eXl2O12Jk6cyI033kh7e7u8XgnjvNHRURmreSadZ0VRWL58OV1dXWzevFne4CmKQnt7O48++ii33367ykRuPESjUXp7e+nt7R03wSInJ4evfOUrLFmy5LTrNHnyZLZu3Sr3QyKR4MiRI3Ku/lxgt9tVM/ttbW1Sfn8mGBkZyXCvt9vtfPnLXz7ndcoiiyyyyOKvC1kyn8WnEkKOWlRUxMaNG1Wd6ng8zubNm+nv72fhwoWnvflcuXIl77//Pna7XcaCQUo2b7FYMBqNdIzJSbfZbDgcDilzdjgcKIpCY2Ojykla3DimVyuj0ShdXV0MDAxgNBolUfD7/XR3d1NXV0dnZ6fK2G5kZEQ6h+t0OmbOnMmMGTMIBoM89dRTsjMqliXmxo8fP84PfvADnE4nOTk5hMNhhoeHGR4exufz4ff7VZJ9sZ6JRIKcnBw6OjrkNqRLcTUaDQnAazPgry1jpLqayNy5FC5erOqOFQDuHTs4fvw4DoeDL33pSwQCAUmqBWFpbm5W3RSnE3rRcRTbFQqF6O/vVx1zAVFUSZepG43GVJf3hPFcLBajsbGRlStXyveJbrsoNjidTnp7e1XFD51ORywWkyTWZrNhMBiwWCyEQiE5MxuLxVJu/ie68lqtlkQiQSAQYMeOHbS1tTFx4kTsdrt8XyKRYGBgAEBmwtfU1HDttddmbGM8Hmft2rWqx2pqajJi89IxZ84cPB6PqlMaj8d59NFH+cY3vkFFRYXcxqVLlxKPx3n22WelaVo6GWxtbaWqqgqj0Ug4HMZqtXLjjTcyefJk3nnnHdxut4p4BcocdF06kco/HcV4gtALDwKzxSLj8tIJd3FJMcUlxUQikZTbvWcUry8VqZiIx1MmeCjYQxAz6HinNEGbPghNTTQ1NaEoCiUlJezYsYN58+Zx+eWXn5NkOZFIyBi4lpYW2ZH/wQ9+wN133y3VM+cTQv1w7Ngxef6JufnxogNPhdWrV+P1eolEItKd3mQykZOTg8lkYvLkyVxxxRVccsklOBwONm7cSH19vZwvF3F0hYWF6HS6s97e6upqQqEQe/bsIR6Py2M8MDDAL3/5S26//faTSt3379/P//7v/6rSGtIxZ84c7rnnnjNWYZlMJurr6zl27Jh87NChQ8ycOfOciz3pihmhgDibz/v1r3+dYeB31113SUVEFllkkcWnCdnO/MeDLJnP4lONiooKrr32Wt55552MOfGmpiaGhoa4+OKLpWHUeKisrOSWW27h6aefpry8XN78xmIx2TkyGAwqMh+NRonH47KjLV43dl5T3Iynd6ZKSkpkHJlYZ5HrLHLNm5qa+Nu//Vvuuuuuk2bJ19XV8c477+DxeCgrK6Ovr4/R0VFisZicwYaURLWzs1MSfNFxFnOngpyL7rjFYpHzz4LA6XQ6KioqUBQFj8eD1Wqlrq5OxmQB7Ny5kz179jBz5kwWnyD1LpeLp59+mng8TkdHB4ODg9x7771UVlaq9mV3dzc///nP6enpkdsZjUY5fvw4lZWVcgQivbs4HsRYhIDRaJSz6CMjI1JhkZOTQyQSobe3l46ODjo6Oujs7JT7xGg0Stm9UEyIG/REIkE0GpU33KJYZLVasVqteDweQqEQgUCAZDIpCwBmszkV+ed209TURGFhIRMmTOALX/iCND8U0Ol0TJw4kVgsljHOsW3bNkn8Ba6++urTEohLLrmEkZERNmzYoNpfjzzyCP/4j/9IXl4e3d3dPPvss3R3d8us+nQSFgwGCYVCMtorJydHHufu7m4MBsO4Rogjk0tQFIXK9cfJ9cUwVRZjys057TobDAbpYxAKhWhpbiYUChELRnAmtEQMWjY3WOgv0pMXSs10i3lw0dF9//33efzxx1m2bBkrVqxg8uTJZzzX3NbWRjAYlN91oY5xOBw8/PDD9Pf3c8MNN5z3Ofo5c+bw0ksvEQtHcIahwDNK5JkNuDY0kYzEUAw6tI4cjDWlGOrKMFQVZzj4t7S00NXVJU3ZRDEuJyeHyZMn8/Wvf50lS5ZgMBiIRCK8++67xONxTCYTVVVVtLe3EwwG5bVzzpw5Z00y4/E4hYWFLFiwgJ07d6r2k9/v57HHHuOWW25RqRyGh4f57W9/y3vvvZcRuwkfzOUvXrz4rPd7Y2Ojisx7PB66urpU16OzQfpow9GjR2UKyJnEWgq/knRceOGFLFy48JzWJYssssgii79OZMl8Fp965OTksHLlSnbs2MHhw4dVzw0PD7NmzRoWL15MbW3tST/jyiuvZPfu3Rw9epTq6mqOHz/O0NCQNNpKN/eCFNEcHR0lkUicVGIPH8js08l8YWEheXl5Ut4uOrqjo6NSNu5yufjhD39IS0sLN9xwQwaJLSoq4vnnn2fDhg1S/u92u+V8tlarlbnl6V1SrVYrn7NYLKkOeyKB3++XHW2dTie7z5Aylqqrq8NgMDBp0iQuvvhiPB4Pe/bsybjZjsfjktTPmjULjUYjJe6KotDX18fLL7/MqlWrZFdLr9dTU1PDd77zHf7f//t/dHR0SKm6oijyOKTLz08G0XkUP6LQ0NPTI9cjHo/z1ltvsX79ermdWq1W/iv2jzAK27lzJ0NDQyxatIgrrrgCs9mMXq/HarXKool4nyD+fX19qu68IPXRaFSu19DQkOzmFRcXqwpO5eXluN1unnvuOW644QZJDuLxOG+88YZqm6urq5k6deop94s492688UZ57AS8Xi8PPfQQ06dPZ/PmzcTjcVwul9xnIm5Oo9EwODgo4//Kysoyvhd+vx+dTofBYJDnj/ADmHTZZRR+PsrwQy8RPNBCPBxDm29H0Y4/GjEWwUAAo96ALaagMxrwFFoJ37SQuLsL2tsxmUwUFRXh8Xgy5PkjIyOsXr2atWvXUlpayqxZs5g9ezYXXHDBKQmquJ6IhIdkMklLSwvl5eUUFxfz/PPP09fXx1133ZWxLz4Mah2FLI87yW3x4QyDEQ22P+1n2HA0NaZwwtMhCWjMRgwVhdivWYxt+Ry0BXbWr1/Pyy+/THl5Oa2trSiKIjvxX/nKV1i1apWqOLVjx44M5dGECRPYsGGDjL27/PLLz3o7xPc1NzeXhQsX0tXVlVEUfeqpp7j22muZPXs2a9eu5amnnsowgwOkh8UDDzxwWnn+yVBSUqJSX0HKV+Bcyby4VrpcLjn2MjAwcFoyPzo6yqOPPqp6zGazceedd57TemSRRRZZfBKQ7cx/PMiS+Sz+IqDValmwYAFFRUVs2rRJRTJjsRgbNmygv7+fuXPnjts51Gg03H333Xz7298GkDOrHR0dTJ48eVwyP1ZiP23atIybuPSZebEcsb6RSASz2UwkEiESiRAMBtFoNDI+CuCJJ55g27ZtfPGLX5TO9xaLhSeffFLlFyDIRlFREYODg0SjURlZBUiCBanuqnDoF4TTYrFIGS6kCLaIoyouLmbOnDlcddVV1NfXy2WKTOxdu3ZlkOx4PM6OHTsYHh7G6/XKiCuj0Uh7ezurV6/m+uuvR6/XEwgE6OnpkeZv4XA4g4yFw2Hq6+sxmUyEQiH5k96FNxgMUrpvt6fczMWct9vtVq2jmK8X0vvxzgdB0EUUnNvtxu12y1xz4TkgHPdFRjegOoais60oijzWgiDrdDq6uroYHh5m+vTpWCwWVSLCwMAATz/9NNdffz2FhYXs2LEjoyt/sln58aAoCrfffjter1dKqQOBAFu2bGHHjh0UFhbS1dWl2v+iWBUMBqmpqWHWrFnjkimdTkc0GpVFC0jNKRcXFzM4OEh1dTW6eh05D97H0JNv4nlxA9G2PjDo0DptaCxGlHE8D5KJBIlAGL3bj8UTImLW0z67mK4ZpVy4cAY/WPJ3DA0NsWfPHnbv3s2BAwekz8PYOetwOCyNMrds2SIN/AS5H+tWL8i8UK2IfPbu7m7C4TCVlZW89957DA4Oct99951RR/ZUSPhDct8s648zrLfhNyXJLS3GVlSY8Xqxb8JtffT/zzMMPPYqR8qNrDOOktCliouVlZVEo1EmTZrE3XffnREPd/DgwQxVk8PhYPHixcyaNYuOjg4aGxtVru1nivTvnNls5rbbbmP9+vW0traqXvf000/zyCOP4Ha7xz2XrVYr1dXVWCyWD+XwLkah3n33XfmY8HY4l88Vaof0bv/AwMApC8cAjz32mMqnBOCOO+44pYIsiyyyyCKLLMaDksyWUbL4C4PH42H9+vUqszWBgoICLr744pPedG/YsIFHH32URCLBsWPHpMzUbrfT0dEhX2c0GmXXe/LkyZjNZu666y6WLVum+rwDBw7ws5/9jGAwyPHjx9Hr9UyZMgW32y1vaBOJhIp8iBgxIRFXFIWqqiq+/OUvM2nSJF566aUMQzhhUpWbm8vw8DBNTU2yS+9wOIhGoyqSLLqM4sZZdJBFN7W0tJQpU6Zw6aWXsnLlylPO6o6OjrJ582Z2796dQepFxyqRSGAwGDCbzRQWFuJwOLDZbBQVFWUcJzEvP5bQa7VaKe0vLy+nvLyckpIS9Ho9o6OjfO973+Po0aOSVBcUFEgZbHonDlJkZbyiDiBd60V2veikB4NBAoGA7MYPDg7yyiuvyHl4s9lMcXGxNO2CD4wThQO32+2WxDA9Js9qtVJZWYndbpejGqIYo9FoMBqNXH311fzmN79RGaNVVVXxL//yL2ctNw4EAvzP//wP+/fvl8cnGAzK45Q+Xy2iEOfMmcOUKVNkQSrdIFDA5/MxODjI0NAQIyMj7Nu3j4GBAQwGA1OnTmXdunXyHIsNjOB9eyeeNZuIdA+QDITl56Z3nwEUixF9eSEH8xSOOyByIhVBq9Vyxx13qOamw+EwBw8eZPv27bz99tsZkY8Cer0eh8OhKtQVFhYye/ZsZs6cyaRJk/ja175GMBjkyJEjBAIBampqiMVidHd3k0wmyc3Npba2Fq1WS0lJCd/61rfO2ek+uK+Z/p88S/BAC1qb5axUC5BSLgwca0UJhBl0Gtk71cFQXur8nzhxIl/+8pczVAjd3d0ZTuomk4lly5addSzkeHj11VdVvhNLly4lLy+Pl19+mX379sl9KQpUGo0GvV6vKkImEglV3OfPfvazc462g9To0+9+9zuVV8i8efNUKSRng/b2dv70pz/J30tKSrj66qtP+vrt27fzox/9SPXYvHnz+Na3vvWRxh5mkUUWWXzUuO222z7Szx87kphFCtnOfBZ/cbDb7VxzzTW8//77svsoMDg4yJo1a7j00kvH7TQtW7aMXbt2sXv3bqqqqjh27BgejycjGkx00Y1GIyaTCa1WmyGxh8zOvKIoJBKJjFg90aUX2d3pedAWi4WOjg5+8YtfUFRUpMpLhxTp/7d/+zf0ej3f/e53cTqd0sQqGAxisVhIJpMZ0lVBNOEDR3+NRkNubi7//M//zOWXX35Gzsy5ublceeWVLFq0iE2bNkmzK0gpGLRaLfF4nHA4rJoBF/PjxcXFqu3R6XQ0NDTQ3NysmjsPBALs2bOHZcuW0djYSE9PjzzGr732Gu3t7VJtIIot8+fPx+/309bWJqX7Wq1W5XoviLv4N51MpEPk1wcCATweD36/XxZEIpGI3Fa/3084HJbdfZPJhF6vJxaLyUKNVqvFYDAQCoVQFIWCggIALrroIiZNmsSRI0dUxYxIJMLvf/979Ho9JSUluN1uIpEIK1euPCcC0NnZSSQSYXR0VKocBKLRKGazmVAoxMjICJMmTWLBggUZkVvi/BHESjj6t7a20tbWRm9vrxwjCQaD7N69m//5n//h61//OhaLBV2hA+ety3HcdDGRzn4iLT2EW3uIj/hIRmMo+hNz4bVlqbnwyiKs7iEO/+53cOL7JEYmPvOZz8j9YDQamT17NrNnz+buu+9m69atrFmzhuPHj6tUDdFolIGBAaxWqxwjGBgYYO3ataxdu5ZYLEZHRwc5OTn4/X4ZAanX6zEajbS1tTE6OsqxY8eor6+nr6/vnJ3uR9duxfXjp4mP+tFXFKExnp1kf2RkhJ7ubhLaJBqLnvyRCEu2D7JrmpOpd9yoirUT8Pl8qnELSH3/582bd16IPJBR3BNqlxtvvBGXyyX3s4Dwo9Dr9Vx00UVcddVVPPDAA+dlXQQMBgMTJkyQxoaQUmDMmTPnpGkYp8LY9wwODpJIJMb9LK/Xyy9/+UvVY1arlbvuuitL5LPIIosssjgnZMl8Fn+R0Ol0LFmyhOLiYrZs2aLqHobDYdauXcuiRYtoaGhQvU9RFO68807+9V//FUh1qHt6ehgYGFDdoImZc6fTKaWb48k0x5uZHxwcVBnjCQd0Ib0XDugiFzoWi6EoCt3d3QwPD1NUVCS7f3a7nX/7t3+TMW7/9m//xv/9v/+XvLw8kskkzc3NdHR0yMKDiNYTREwUF+CDefOGhgYqKipOmtl8MuTm5rJy5UoWL17Mpk2b2Lp1q5TBp3dzh4eHCQQCstvW399PUVGR6mY2Pz+fKVOm8Pbbb3P8+HEZjRYIBLjvvvuYNGkS+fn5QEom297eDiANAI1GIx6PRyYFCGKs0Wiw2WzcdNNN5ObmYjKZ8Pv90uE/PYJvPIgueigUUhV4hGQ/GAzKYyuM2BKJhMpcT6fTkZubK6X45eXlGAwGampqaGxsRKfTccEFF9DS0iK7yunFnbq6Oi688EI0Gg3V1dVyTl3M756KFAQCAVavXs2OHTvweDwyHUBALCcUClFUVMTKlSspKirK+BwRz1heXs7w8LAcaWhubqarq4v+/n68Xq88h8VYx6ZNm2hububiiy9mxYoVFBQUoOi0GGtLMdaWYiOzIJaOoqIi5syZw/bt2+VjbW1tHD58eFzfAEVRWLhwIbNnz2bfvn3s27ePjo4O2tvb6erqIhaL4ff7pQInvWARCASwWq2Mjo7i8/lkZGNOTo6cKRcFs6NHj0r5+tk63Y++uQ3X/3uKRDSKobb0rEhdMpGkt68X99AHMYUJrcKoVYctlGBln44aY3EGsRRjMGPP9RkzZpxVtNpp12+M8E9cx375y19y4MCBkxbNZsyYwRe/+EXVuZn+GR8WU6dOVZF5n89HR0cHNTU1Z/1ZohAnEIvFGB4eltendDz++OMZSqQvfelLZ+zIn0UWWWTxSUZW7P3xIEvms/iLhaIoTJw4kfz8fN555x1VlnkikeC9997D4/Ewe/Zs1Q1ibm4ud9xxBz/96U+loZbP55NdbkBGnYnZ4QULFoy7DkLKmX6B6+/vV/0u3M5DoZAk/0Ienh55ptVqCQaDuFwubDYb9fX1/Md//IdKAj979mz+7d/+je9///tYrVYp0xbEUxBM0TVOLzLk5OSg0WgwmUz8+te/ZvXq1Vx33XUsXLjwpJL0dAiiLhzA8/LycLlcGdFLkCqodHd3Y7PZyMvLQ6vVMmvWLCoqKigvL8dsNtPT08PixYtpamri2LFjqoLMzp07aWxsRKvVynlVn88niXQoFMJkMjE0NMTMmTPp6enBYrFgMBgoKSlRxdKlI33kwe12q0h+eq67yWQiLy9PxtWJ8ycSiahUGOJx4Wmg1WpllJ3JZJLGgoLgv/fee3IuuKqqCr/fz9DQkDTuUxSFlpYWgsEgK1asyHDvT8+5Tzf102g0HDhwgJdeeom+vj66urrkzK5QCKT7OjidTubPn59B5E0mE7W1tcyYMQOHw0EikWDdunW0tbXR399PIpFg4cKFvPDCCxnmi2azmZycHILBIK+//jpr165l7ty5XHHFFTQ0NJwxSVuyZAlHjhxRfZ/ffvtt6urqTtpRNhgMzJ07l5qaGrZv386UKVOIxWL09PTQ3t5OW1ubLDI5HA7MZrNMbxgdHcXhcDA0NMTg4CADAwMoioLZbCY3N1cWRY4fP051dTVOp/OMne6D+5px/fgPJKJR9OWFZ0VUo5EIHR2dGeMoAGaLmZJJlSgDHlw//gP6knzMMz7wuzhw4EDGzHZlZSVVVVVnvPwzwdjr3IsvvsjatWtlEUFcV6LRKIqiUFpaSklJCYlEgl/+8pfjmu6dDzJfVFQkfVEEDhw4cE5kXpwH6ftzYGAgg8zv3r2bd955R/XYrFmzuOiii856mVlkkUUWWWQhkCXzWfzFIz8/n2uvvZYNGzZkZBbv37+fkZERli1bppqdnTNnDkuWLOG9996jurqaI0eOEI/HZV5zMplEr9dLif3s2bPHXfbYzryQ56ff5ApCJkiZ+FyBsa8PhUL09vby6KOPjjvLPnfuXJYtW8b9998PpAoD6TPyIsdcfHYsFpMScpPJJAsW/f39/PrXv2bNmjXccMMNLFiwIONGOp3AC9lx+noXFRWRk5NDf3+/vGEX25JMJiUBj8fj9Pf3o9fr2bp1K21tbbIQUlFRwcjIiJxDF+/dvXu3NNULBoNy3woS29DQgNFoZOLEiRw5ckS+91RO2BqNRnokVFdXq57z+Xy4XC4Zc+fz+di8eTNtbW3StV9so1hHjUaj6shbrVaSySQmk4nq6mq5/00mk5Tu6/V6CgoK8Hg8xONx/H4/Ho9Hrp+Q8vt8PmbNmoXNZsNiscifZDKpmgceGhrirbfe4tChQ/T19UnjRmH+J1z+IZUMIfwEDhw4gMlkorCwkPz8fBobG5kwYYIkYKFQiFdeeYXNmzfL7qQoTAUCAZVKQK/X43Q6VUWhRCLBtm3b2LZtG3V1dVxxxRXMmzfvtPPQBoOB5cuX8/LLL8vH/H4/GzduZMWKFad8b0FBAVdccQVHjx7l4MGDVFVVUVVVxZIlS3C73bS3t9PR0UFJSQmRSIRwOEx+fj55eXmyoDM0NITH4yEQCMgxEFEMOXLkCGVlZVRWVp7W6T7hD9H/k2dJePzoz7Ij7/V66ersGldFkpfnpLS0DEWjkCwvJNraS/9PnqXyf+9DYzHR1dUllSwCNpuN6dOnn/HyzwTimgOpmLx169ah1+sz9oVWq2X69OkYDAaV5N7v9/PMM89kmNOdLzl6Y2Ojisx3dHRI35GzRUFBQQaZnzx5svzd7/fzyCOPqN5jNpu5++67s/L6LLLI4i8G2c78x4Msmc/irwKCAOzYsUMlr4TU/PBrr73G8uXLVcZ4t99+O0eOHGFwcJDy8nJGR0flLDSkbsYURWH69OkndUIWpCqRSEhzO0G4hARbyC6Fw7og8uny5PQbPq1WSzgc5kc/+hHf//73VTefHo+Hf/mXf5GRdSISDj64yIo5/JqaGpqamkgkEhQVFRGLxcjLy8u4uXS5XPziF7/gtdde4+abb2batGmMjIzQ1tZGa2urqkM63rYbDAYKCgoIBoNSei3WJRaLEYvFJInKzc2loKBAJQvWaDRMnz4dnU5HZ2en3Dfi5llRFGKxGFarlZKSElk4iEQi6HS6jCznc5W0arVaHA4HDoeD6upq9Ho9O3fuJCcnhz179kgjufSRAkHuRZQdpLrblZWVktiKzp5YRklJCSaTiXg8jsfjkaMX4vwQ5Luzs5O+vj7y8/NVJFmv12OxWDAajbhcLtl1FsUBRVHkMTAYDCSTSSoqKqitreX48ePyXAU4duwY1113nYroRaNR1q5dy7PPPsvo6Cg6nQ6Hw0E4HCYajRKPx5kyZQp79+4lkUhgNptl0kN6MScdLS0t/PznP+fpp59mxYoVpzSphJShm/CFENi9ezfTpk07pVkjpM6nKVOmUFlZyc6dO+nr60NRFPLz88nPz2f27Nl0dHTgcrlIJpN4vV70ej15eXnk5eVRUFAgu/SiyGIymeR4QktLCz09PRQWFtLf309LSwv/8R//kWE+N/Tkm4QOtKKrOIuOfDJJf/8A/QP9MGY3KhqF8rJyHE7HB48pCrryQoIHWhl64k1Mn72EvXv3qt6n1WqZO3fuhzKVG39VU/tOjMoAKiM7SBVa77zzTubPn4/H4+GJJ57I8DXo6emhtLRUng/ni/w2NDSwadMmlUHf4cOHT6qyOhUKCwtpaWmRv481Xfz973+vUvYAfPGLX8yQ6GeRRRZZZJHF2eLs3V6yyOJTCo1Gw/z587nwwgszbgiHh4d59dVXVTeSFotFdk7y8/Mxm82SVAFSun4qF+T0zryY/xRkKRwOq7o5QhIvYuEEiR87By3+/+abb/LYY4/JwsDzzz/P5Zdfztq1a6XxmCB5Qn4tSK7dbieRSEjCW1RURFlZGd/61rfGlZqK+fv//M//5I477uDXv/41+/btOymRh5TkXKy7IIe5ubkypm7sTzKZxOPxyPnydNKnKApTpkxhxowZ5ObmEovFMJvNGI1GhoeHicViFBYWUlpaKjvv4limR/gB5zwTPB4JdTqdaDQaCgsLJVEVknjxr0gJENtosVikWZyiKHJ9nU4nNTU1mEwmEokE/f39Urmg0+lk518UDEQRY2BgQNWJj0QidHV1sWXLFg4cOCCLDDabDYfDQX5+PkVFRRQXF1NaWsqiRYtYtmwZEyZMoL6+XioInE4nRqORxx9/XOaDb9y4kW9961syWisUCnH06FH2798vibyiKMyYMUN2YMUxuemmm/jRj37EihUr5BjJWAwPD/Pss8/y93//9/z2t7+lp6dn3NcpisJll12mIqDJZJI33njjlJ4H6cjJyWHZsmVceOGFGfJ8MTqh0Wjkvvf5fITDYRwOBw0NDUyZMoWGhgbsdrsswonPCYVC9PX10dnZyauvvsr111+vurbEBkbwvLgBjc18xmZ38ViMtrb2FFEccyoaDAbq6+tVRF5AY9SjtZkZeeEddq7bMO6c/NhCw4dFPB5n9erVPPbYY5LIq9ZJo+H666/nZz/7mVT8OBwO7rrrroxYt2QySU9PT8ZYwIeFXq/PMCo8dOjQGZ8/6Rg7jiKKcJC6/qxbt071/PTp07n00kvPejlZZJFFFp9kiPvRj+oni/GR7cxn8VeHSZMmkZubyzvvvKOaNw6FQrz++ussWbJEmllNnjyZK6+8ktdff53CwkICgQCJRELOm5/MxV5AkPlgMEgsFpOEOhQKodPpZOa7kO+bTCb5eDoRT4eQ+2u1Wh5++GEZnbVlyxb8fr9qTllRFIxGI7FYDKfTidlspquri97eXtkpEiZ+tbW1XH755axYsYK9e/fyyiuvcOzYMQKBgFx/SJnMdXV1UVFRwcyZMzNk62LeWxBWj8ej2s96vR6bzSZlzOmye+EM39fXh9Vqpb6+nsbGRmpra6mtrUWn03H33XfLrqmQOQuiDCnJq5hzLy8vZ2RkRNX9Pl9kPp2Ip88Ai3URIw06nU46+VssFoaHhzEYDBgMBtlhXrlypZTqejweduzYgdFolMUAMU4QDoczXOWTySRut1t2PXt7exkZGZGGeWMh1qugoEAe+56eHjQajezop+eOd3V18Y1vfIMpU6ZgNBpl4ScUCuH3+5k4cSLxeJz8/HxVznxlZSWdnZ2y+1hZWUlxcTFf+MIXuOmmm9iwYQNvvfVWRsY5pDqyb7/9Nm+//TYzZszgiiuuYNq0aarvgsPhYNGiRarM8P7+frZu3cqiRYvO6JiK2MeSkhL2799PU1MTkDkeo9frpRllNBrFYDBIlUZhYSEul4vOzk5VcUsUXiwWC729vTz88MN85zvfAcC7bidxtxd9zZnF2AUCATo7OohGYxnP5dpzKS8vP6WvhTbfjvdoG/H3j8DiifLxqqoqKisrz2gdzhRHjhzhF7/4hWpURkBRFCZPnszdd9+dMcYCKYXDF77wBV566SX279+veq6vr++838w1NjaqliMiRNMl8mcC4fshrgPJZJLBwUGcTmeGvN5oNHLPPfdk5fVZZJFFFlmcF2TJfBZ/lSgtLeXqq69m3bp1UioLqa75u+++y8jICLNmzUJRFG666SaZly1ytwUBnz59upwxHw/iZlbknIvuKqRmqEX3TxB9g8FAIBDIuDEXJnbCYE10a6PRKD//+c/R6/UZRliKouB0OuX8/5o1a+Qcd0dHhyTYwqhp2bJlkhjG43EaGxvRaDTs2bNHNcsq0NXVRVdXF3V1dSxYsIDa2lpisRh9fX28+eabMn5PbK9wfBf/F/P5IspNEGBh2maz2eRMd0VFBRaLhZ///Ockk0lKS0ulJFyr1WI2mxkaGiKZTFJZWSlj/txuN9FolMHBwQ9N5scincyLufh08zthRCf8FeLxOKFQCLvdjsFgoLq6mssuu4xrrrlGEvTS0lKOHj0qXe6FmkOQ5NzcXKZPn87mzZvxer1y/4gYtVAoRDAYVM3Bp6+vOCcKCgpk51yr1ari+CZOnEg0GsXj8Uglitfr5eDBg9TX16u2E5Bz0MJEUeC2226jr69PSvnFOIuIASwpKeGOO+6gtbWVrVu3Zsxxi3UWLvRlZWVcccUVLF68WKpi5s+fz+HDh1Vd782bNzNx4sSzkjAbDAbmzJlDTU0NW7duVUmvAVnk8Hq9cpwgEonIwpTdbqekpIS+vj45ey1i2MTYhVARJGNxPK9uAoPutDnyyWSSgZPI6lFSmeZnsp2hSJhoMoFlRwv+hQ2g1chz6XzB6/Xy+OOP8/bbb4/7vMlk4m//9m+58sorT0lktVotN910EwaDQVWogdTIz/vvv8+FF154XtY5Ly+PsrIylQJkz549TJo06azItk6nIy8vT3Ue9vf388c//lH1GMAXvvCFcRMissgiiyw+7ch2zz8eZMl8Fn+1yM3N5eqrr+add97JkPPu27cPj8fDkiVLMBgM3HPPPdx3333o9XrpPh4Oh5k/f/4plxGLxVSdaXGhczgcKkO4dLInSD58IL0XBnU6nU528YWkGVB1viFFsCZMmMAdd9zBzTffLKPPfvazn1FSUiLJlSAjYib4hRdeULnPV1ZWUl5eTmtrK/v27ZOkFT4wY2tra+Po0aMUFxdTU1MjO8pjMd7NsdFoJD8/n3A4LGfdxXZ6PB5pxHbkyBEUReHAgQNAijgYDAbC4TAWi0V+tihE5Ofn09XVJW+kR0dHiUQiGAyGc56ZH68z73Q6ZbzZ2O3S6/Uys10oKRRFwev1YjKZ+Pd///eMEY3h4WHef/99ldkiIAsDVVVVXHzxxcyfP5/Vq1fT29uLx+Ohq6sLn88niXe6GaCIIxQz31qtlmg0qjI7TJexiZnyvXv3qqTNfr+fpqYmampqpMxfFJ1isRher1fl4G0wGKScXnT/000M0/ej1Wpl4sSJ+Hw+AoGAVCSke0sMDAzw+OOP8+STT9LQ0MD06dNxOBxUVFTQ2toqixUajYbnnnuOG2+8Eb1er3L2F/8/GVHLz89n0qRJvP/++6pjLr6rOTk5WK1WOf6Q3qm32+3k5eVRV1fH8PAwfX19cgSioaGBe+65B4BIh4tI1wBa56ml7ZFwmM6uLoKBTLd6nV5HZWXlSb060hGLxfCOjoLVhM7tQzfkJVmax9y5c88opeJ0SCaTvP322zz++OOqa0f692X69OksW7aMSy+99IxIsqIoXHvttXi9Xvbs2aN6/I033iAcDnPRRRedl+62SLsQcLvddHR0jKscOBUKCgpUxH3nzp28+eabqtc0NjaO69CfRRZZZJFFFueKLJnP4q8aBoOByy67jG3btqkczwHa29vxer0sX76c6upqbrjhBu6//35MJpMkMidzsRcQzvPpEXAWi4Xi4mL27duHxWIhEong9XolQRKdvPR5edGRH2uGl/67KAzk5eVx9dVXc++991JRUSFfu2LFCmKxGA8//DClpaWYTCZsNhtlZWU4HA46OjrG3QaNRkN9fT3V1dUcP36cgwcPyvnhdHR2dtLT00NVVZU0IUu/oU/fLtG1LCwslPO6OTk59PX14fP5iEaj6PV63G63VB0I87vh4WF8Ph9ms5mamhrV/oXUvKpwVQ+Hw5LIDQ4Oym09F5xMZj/W2Eqr1WIymdBoNJSWluJyuVQEUqvVUlVVxdatW5k2bZrsykejUf70pz/Jzu/YfafT6XC5XAwNDZGfn8/ixYv5yU9+Qk9Pj+r1wjF/eHiYeDxOZWUlCxYsoLi4mJKSEqZMmYLdbsfv90tX/LH/BoNBGhoa2LVrlyTWiqLg8/lob2+nvr5eReQBqQgQ25pMJrHZbHi9XlVM38n2q1arxW63yxEMYfw3HtxuN+vXr8dgMEgjyvSRi+HhYR5++GFpujcW4vxLJ/hCoSAMA4U5oyhMpStMxDEWxyoUChEKhWSxr6CggIKCAiwWC4sXL+bKK6+U53+kpYdEMIyu+OQKEbfbTV9vL4lE5vZbrRYqK6vQ6U//5zuZTOIZGSGZJKUEGA2gc43SuPLSUxoMnina29v5xS9+wdGjR8d9vrCwkMsuu4zy8nLg7MzrFEVhyZIlrF69WiqbBNavX08kEmHFihUfmtBXV1fjcDhU+e979uw5azJfVFTE4cOHgdR34uWXX5bxoJAqsGbl9VlkkcVfMrKd+Y8HWTKfxV89NBoNCxcuxOFwsHXrVtXFyO128+qrr7J8+XI+//nP88c//lG64a9cufKUEntIuXQLya640c/PzycUCpGTk4PBYJAZ6gaDQZX9LmTpYwl7+r/pEFLff/3Xf+Wyyy4bN0Zu3rx5XH/99Wzbto3Kykr52SfrVovYuHg8Lon19OnT6ejooL29PaMDH4/HaW1tpb29XRqs6XQ6zGYz5eXluN1u2cVOJpP4/X5isRiBQIBIJCIl2IFAQJqQDQ4OSsIcCoWk4Vxubi42mw2z2Uxra6tK+u33++W6xeNxdDodQ0NDVFRUnLPZ18nI/ODgoEpKLX4qKyvx+XzY7XYCgYDs4Ios8h07dtDZ2cnXv/51KioqeO+993C73apoufRjL0wRN27cyMjICM8//7wcHxi7TVarlZycHBobG6mvr1dlwwucTqEwPDzM3/7t39LT0yNVI4Iou91uJkyYIE0ODQYDer0ej8ej6s5bLBZ8Pt9ZdYDFCIbRaCQajY47+y8KQsKYTqvVYjAYVOe8GEdJT0YQGDvLnY5gMCjNC8caGY6FWI9YLCZfJ9Q1Op2OQCDA6tWr6ejokJ35cFsvCqCMs16xWIzu7m68o+MYSyopwijMFs8Eo6OjxGInvqOa1HuKo1pJrs8VoVCIZ555hldffXVcXwaj0ciNN96oKk7CuTnR5+fny+tAOoQT/dVXX/2hCLKiKMyaNYv169fLx7q7u+nv7z8rOXy6U//27dtxu93SAwXgc5/7HCUlZ+aRkEUWWWSRRRZniiyZzyKLE5g8eTK5ubmsX79edbMfDAalMd5TTz3F2rVrsdlsLF269LSfKYircKgXUulEIsHQ0JAkxOnxccL9PL1jKZ4bDyKKLCcnh29/+9tcdtll8rlkMsnQ0BCtra20tbXh9/vR6XTU1dXR0dEhDfLEjWgikZDEMxgMEggEAHURQby/oqKCtrY2urq65A29cEKPxWIMDg4yMjJCSUkJeXl56HQ6jEYjo6OjkiiFw2HpAC4MAEVeOkBPT49UDAjDPEB2vsPhMDk5OdTX19PS0pJRXBD+A2IZ6TnwZ4uTyexDoZBcdyH7F4kAwWAQo9FIcXExWq2WUCikMhxzuVx897vf5ZprrpFxVumKB+Fcr9FoiEajtLa28vzzz+P1euU+HxkZIR6PS6Ku1WpxOp3YbDby8vK45pprVAT7TOF0OvnRj37E9773PQ4fPqyKXwuFQnR1dcnzSSA/P5+bb75ZduvNZjNms5mSkhLq6uoIBAKEQiHZeY9Go/JnbCdeURRpFBiLxaSJ4HhIl+WLLnsymSQSiWQ41Z8O4nPGnifjnTdCcaDX60kkEvK6Ibr6er0erVbL/v375WfGR3zjfpe9Xi/dXV0fkO80GIwGKisqMJ+meJiOYDBIKBhSPaZRNBRbzj5HXSCZTLJ161Yee+yxjG65wMKFC/nyl7+MyWTKkJmPV1g5E+Tl5aHRaDII/fbt24lEIlx//fUfamRg4sSJbN26VV7vINWdPxtJvEjqaG9vl+NAwttk0qRJXHXVVee8fllkkUUWnwZkO/MfD7JkPoss0lBWVsY111zDn/70J5UzdTweZ8OGDcycOZOVK1eeMSG89tpr2bhxI5AiukuXLmXevHlSHi0MzsSsMiBlyqKrJaTDAoLcpb9GGIK9/PLLLF++nMHBQdra2iSBH4uSkhLsdjuhUAij0Sjdz9NvZk8ljYbUiMLUqVNZunQpvb29tLa2yu5od3c3Go2GYDBIU1MTLpeLhoYGzGZzhjzfYrFgtVqxWCyqm329Xk9lZSV9fX3SUV9AEEBB3LRaLTU1NbS3t0vCJ/aj6JZaLJaTEpAzwXhk3mazMXHiRCkzNhqNTJ06FY1Gw7FjxzCZTBQUFJCfn4/JZOJv/uZvePHFF1XHRFEUjhw5gtFolBF2oDaZ6+npYd++fQwPD5+UCALU1dWRl5dHbm4uFouFZDLJyy+/zI033nhOXgE1NTU89NBD/OQnP2H16tWy0yi64Xq9nkAggMlkwmAwUFFRId3604l3WVmZihgJYz2hPBHxhKITP95PJBIhEAgwNDQkRymEDF6YAIo5drFsYZAozP7OFKJwIPa1KBKNjYlMfz59e9ONHAGVpD0ZicEYBUFfby9u9/C465KXl0dJaclZEWE5J58GRaNgNpvgHKLXIFV4evTRR9m5c+e4zxcXF3PXXXfJ0aPxYivPtpCWfq47HA55nUvH3r17iUQi3HLLLedM6LVaLTNmzGDLli3ysaamJhYuXCiNM08HodR5/PHH5XqHw2Hsdjt/93d/d86FjCyyyCKLTwuyZP7jQZbMZ5HFGNjtdq655hrWr18vHdkF9uzchfdIG9PzSol19Ke6bJEYikGH1pGDsaYUQ10ZhqpiFJ2WxYsX8+tf/5rNmzczZ84cOjo6OHz4ME1NTTKXG5CmeiJjXHRkxfOCtAviKkizkMEHg0EMBgM7duzgF7/4xSm7kcKwze/3yznn9Hn206GwsJAJEyYwYcIEqqurJVHq6enhhRdeYOfOnbJDKQip1+tl9+7d5OTkyNxxsS02m0124i0WC3V1dbLzv3nzZnbu3ClHEkREniBw4gdSf0RycnIYHByU6gbh+B8MBtHpdPj9flpaWmT04NlgPDKvKApPPfUUDz30ED09PXR1daHX62lqasJoNMrceIA777yTZcuWccEFF/DQQw9J07aqqiqZaCCWIUju8PCwTFIYT84MKYI5a9Ysrr76aqqqqti0aZMsEkFKav3MM89w3XXXnZO82mg08i//8i9MmjSJBx54QCpJNBoNZrOZZDKJz+ejrq4Og8FAX1+fXI4w4BvrUyDI7tkg3QzP5/OxY8cOdu/eTTwex2AwSCPHUCgkZf9Csj9hwgTy8/NJJpPjnj/pP7t27ZI+B+kdf/G82HZRaEsn+qKwJkwsk8mkVCtIdYtBByeOs/CCiIQjGdur02kpP4exkGQyyYiYk09Dbm4uincI5Qxm7dMh5r+ff/75cccTtFotN954o3SgT1+PsfgwZB5ShP4zn/kML7zwgkqFc/jwYZ566iluu+22sy7cCDQ2NqquXZAqFJyJAkvgwIEDqnSUSCTCrbfeSllZ2TmtUxZZZJFFFlmcDlkyn0UW48BoNLJixQq2bt3KsWPH0HlD5B7pw7G/C/1wgKZEai5ZgVSX7YSENglozEYMFYXYr1mMbfkcpkyZwpQpU4jH4/T29rJ+/XpJKEQcnZCXi7lkQRLSo61EBJuYpRdExe/3y46m0Whk7dq1XHfddfLGOZFIEAwGJYEXLunpn3sqmM1m6uvrmTBhAg0NDSftVJWVlXHvvfeyb98+vvvd7zIwMKAy/hMu6s3NzdhsNmpra7FarWg0GmbPnk1dXR0lJeoO5JIlS+jq6uKdd94BPsj7FoUQ0REVM8si8qyvr0+aCgqI7v66devOiMwnY/GU83hLD+G2Xny9AyQiURS9Do3dimZyLckJlTiqivn3f/93ANasWcNvfvMbLBYLFRUVcvlLly5l2bJlQMr1+tvf/jZPPfUUx48fl47v4rWJRILR0VEOHDgg59XHXb9kksbGRm6//XYWLlwou7+VlZW89NJLKlIRCoV44YUXuOKKK5g0adJpt3083HDDDRQVFXHvvfdKObswdNTpdLS3t5NMJrHb7RiNRgoKClTb9GGRrkRxOBxcdtllXHzxxWzbto21a9eyb98+IHWcx6ZTWCwW6uvrWbJkCZdccgnl5eXy3Ez/N5lM0tXVpVILiOfE8kVBYLyRAJPJJItUIt1BmDEKaB05oCj09/enRivGaWTYbDbKK8rPuuAB4B0dJT5Gqm+xpLwoIoqSWv4ZQEjqn3zyyYz9KTB9+nS+8pWvjFskOh9kfrz3NzY2otfreeaZZ1RqiKamJp544gk+97nPye/U2cBoNDJlyhR5HkGqSDBv3rwzGtXo6+tTdfYhVXxYuXLlWa9LFllkkcWnEdnO/MeDLJnPIouTQKvVsmDGLGx/OoD35U3oAhESWg1xi56oXkdEr6TyutO7UYkEiUCYcFsf/f/zDEO/fQ37qovIv/1ytBYT8+fPlzFzwoVbyIBF1vrYWflEIoFOp5Oy9bEkQsDv92MwGHC5XBw/fpyCggICgYB0+U7v7p/qplqj0VBZWcmECROor6+nrKzsrCSiBQUFLF26lL6+Pvbs2YPf71e9Pz23vLa2lpkzZ7JkyZKTrsvnPvc5br31Vtra2jh8+DCHDx/m6NGjsoghOnGJREIWSaqqqvB4PPT396u63SMjIzz33HPcdtttJ+14xgZG8K7biefVTUS6BkgEwyiQIkgKqa6qohDUajMKN7W1tRgMBqqqquTnlZSUcOedd6qWodfrmT9/vnSOF/LtYDDIvn376OzsPKlJWyKRoLy8nEWLFnHnnXdm5Iw7nU5uvfVWVq9erVKWxONxXnvtNXw+H7Nnzz6nLunWrVspKiqiv79frrdwlPf7/bS1tWGxWBgZGZHmYcIrwOv1nrP54Mmg0+lYtGgRF154IcePH2fdunVs27aN3NxcVaxeIBDA5XLx1ltv8dZbbzF58mSWL1/OnDlzMgjz7NmzefPNNyVxB7WMPn38JP37lD76odFoaG9vZ926dbIwJ4wpg04Lw243g76kSm6f+jyFktLSc45PDIfCBMfMyev0OnJsNpLxVGHCWHv6LvGxY8f43e9+l5HwIeBwOPjyl7/M4sWLT3oejWdaeLY42Y3hxIkT+fznP89TTz2l+p60tbXx+OOPc/vtt8uUiLPBBRdcIP0NIKVK2L9/f0aE5Hj4zW9+k2H2t2TJkozIxiyyyCKLLLI4n8iS+SyyOAmC+5rp/8mz6A+0YLfaGLZESKa10eLxOK7+fvLz8+WNo6LRoM0xo80xk4wniA95GPr1GgJbDlL0D58hf0Y9DzzwALfeeisulwuHwyE7ryJ+DlI3golEQiVHFu7uAunRdULiKwjHkSNHmDRpUkbU3cngdDpl5722tvasTcPSYbfb0ev1lJaWUlJSQnd3N4cOHSIWi8m5eGFk1dXVxRNPPEFubi4rV6486XK1Wi319fXU19dzzTXXEIvFaGlpYd++fbz33ntyRj9d5mu1WrFarQwNDZ2QHae6rb29vfz2t7/l3nvvVS0j4Q8x9OSbeF7cQNztBYMOrdOGrtiJckJSHYvFICnm8VEVbvofXcM7iX60zgQx7Qf58H///7P33vFN3Hn+/2s06sWyLFnuNq6AbcD05tB7CaEkIYGE1L3dzWb3djfZ3/eye7fZfrd9N9sul4QUQiBA6BCq6RgMtsHYGAPuTVazZPU2vz+c+URj2cYGE5LdeT4eftgaSaOZ0Uie17u83t/5ToSwsFgsKC4uJqaAbrcbFRUVqKurI9MPehIKhaDVajFp0iQkJCSApmlcvnwZCxcujHisQqHA6tWrcfDgQdTW1nLuO3XqFGw2G2bNmjWoIM2BAwdw8uRJSCQS6PV6WCwWeL1esm/seepyudDY2EhEFvueNjQ0ID8/f8CvNxgoikJOTg4ReceOHcObb77JqU4wmUykiqC6uhrV1dVQq9WYNWsWZs2aRQRXRkYGKbEPF/T99cqHC3ybzUaqX8JLvv/+97/DYrGg8vApzAgFIAwIEBB9vk6ZXIbk5OS7yioDQCgYgt1u4yyjBN193BRFIej2gJJLIM7oW8y3tbXhww8/xPnz53u9n6IoLFq0CE888cQdZ9z3FOJ30zPeM6AVfjwzMjKwYcMGbNq0idNW0tzcjHfffRdPP/30HbexJyqVCtnZ2aipqSHLrl27hrFjx/ZbJXH58mWUlpaScYeBQAD5+fnQarXo+Ox/BA8PD88/O3xm/sHAi3kenl6wH7oAw2+3IGh3QpSsh0Qigsjvh8lkQjDcUZthYDaZuudj9yg/p2gBhHoNBGolPJV1aH7lL4h75QlkLpiEixcvwul0Yvny5WS2engpLyvi2XF1rFhnf/orjWcYhvSk9yXgxWIxMjIykJWVhaysrCG92FQoFFi2bBnKysogFouxcOFCJCcn49KlS9i9e3eECZ3f78e2bdtw6tQprF69ut9sH4tQKCTibc2aNWhoaMC2bdtQX1+Prq4uuFwucgzZMXZms5kES3rOxWYDN+5rtaBVcoiGxYOiueKjpzgDwAncmG83INdgg05F49wwMQxRNNauXRtR0h8IBHDkyBH4fD54PB6Ul5fj5s2bfYp4hmGgUChQWFgIvV5PKhBomkZjYyM6OzsjetKB7vd4+fLlOHHiBK5cucK578qVK3A4HFi8ePGAeoyvX7+Od955h9yWSCRISEhAbGwsOjo6YDQaiTmezWaDw+FAW1sbYmJiiJhvbW1FTk5OryZmQ0lUVBRWrlyJUaNG4a9//Svq6+vR0dGBUCgEo9GI+Ph4jvDevXs39uzZg4KCAsybNw/5+flQKBSw2+1EzPcMioWX4Ye3eoRX1fQs4w8EAtiyZQuElAAFUgrRriAcIkH3yLnYWMTq9fdUhm632yPm0qtUKvJdEbR2QTIsHuKUyHFrXV1d2L59Ow4ePNhnW0dWVha+9rWvITMzc0DbMxRivqdZZs9AR0pKCp555hm8//77HPPO9vZ2vPPOO9iwYcOADexYCgoKOGLe7Xbjxo0byMvL6/XxPp8PGzduJLdZvwbWCNBoNGLkyJGD2gYeHh4eHp6Bwot5Hp4e2A9fhOF/NiPk90OcnkAusEUiEeL0cTCZTfD1uMi02Wzw+/3QxMREXJALJCKI0hPgbzHC8N8fAgCiFkzC9evXUV9fT7JPrPiUSCSQyWQQiUR3vLhns9HsD03TiI6OhkqlinhuUlIS6X1PSUm5p1FOdyI1NZVTag4As2bNwtSpU3Ho0CH8/e9/57jTezwedHZ24u2338bRo0fx+OOPD+oCOC0tDd/73vdQXl6OoqIiOJ1O2O121NTUkGqFuLg4+P1+dHV1YdGiReS5PQM3AsngDbQoWgC/UgK7jYK+K4hF1z1onTsCy5Yt4zyOYRgUFRXBYDCgoqIC1dXVEYIl/LEikQhjx44lRoNCoZBUcLCi68KFC71m54Hu82P27NmIiooiUxVYbt++je3bt2PFihXEgLA3rFYrfv3rX0eIvP/4j/8ATdP44IMPoFarUV9fDwBEwHd0dCA3N5eI+VAohJaWFqSnp/d9IIeQrKwszJs3D9euXYPT6URDQwMaGxvhcDgiyv0ZhkFZWRnKysqg0+nIZyP8M8QK9HARz86y7+lkz/7uLasfYEK4qg7hIVsQQqEUqWlp/R7/geB2uyOFr7T7e4QJMd2tIb4A1MungxJ+/rn3+Xw4cOAAduzYwRHD4cTGxmL9+vUDCrKFMxRl9uEZdwC9Vu4kJCTgueeew3vvvcdx0DeZTNi4cSOee+65QbV36HQ6JCcno7m5mSwrLy/HyJEjew1I7N69GwaDgdyWSCQoKCgggQej0Tjg1+bh4eH5KsNn5h8MvJjn4QnDffU2DL/9CCG/H6Kk2EhhTgsQGxsLq9UKV4+Rby6XC4FgkGP8xUJRFERJsfC3GNHyqw/w+/fewsYzhzhzzyUSCZRKJUQiEcRiMSQSCcnysGK959/A5+Zc7Gx6v99PnN3Z0vnMzMxBl5zeDyQSCR5++GGEQiHs2rWLCMBwIdLQ0IBf//rXKCgowGOPPYaEhIQBrZs10hs5ciSKiopw9uxZSCQSclHt9/uh0Wig0+kQHR2NQCAA1/HSXgM3d4NWp0NnZyeslAuxkKDwlgddR0oQtWASecy5c+ewbds2XL9+/Y4iPj8/H9nZ2URYMgwDj8dDzq3w7LzNZoNare51fRRFYcKECVCpVDh06BBHlLe3t2PLli1YuXIlNBpNxHMDgQB++9vfwmrljk1bvXo1Jk+eTB7z0UcfQaFQoK6uDna7HQqFAjRNw2q1IicnhzyvsbERw4YNu2cjtIEyZ84c1NXVAQByc3MxfPhwWCwWsq2hUChi/N3t27dRUFDAMb/raYbHjtELz8b3nE0fbpjX8/vgVowA0y1CaCCCz+eDVCKFgL670WXBYBBddu4YOAEtQJRKhQ5DB1wuF2SeAFSaaKjmjCfbevr0aWzevLlPsalQKLBmzZoBV2/0pLfpD4PlTpl5ltjYWDz33HN49913Oa0VFosF7733Hp599tlBff+NHTuWI+ZtNhvq6+sjqmwMBgN27tzJWZabm4usrCzOc1lzUh4eHh4enqGGF/M8PJ8RcnrQ8cePEbI5IepH2FEUhZiYGIhEItg6Ozn3+bxedHR0IDY2NiLzTVEUEBuNxnOXEXPVBgh9CFHdF7z5+flITk6GVColQijcDC8c1sU9PPMVbpInkUhA0zTmz59PSj2/bGRnZ2PcuHHIzMxERUVFr/Pfy8vLcfXqVcyZMwcrVqzgzOruD5lMhiVLlkAsFuP27dtEvCoUClIifOLECdz+9DQmn2sD5Q/0GrgZLGKxGCM+m1pACwTwt5pg+O1HEMVrIclPx7Zt2/CXv/ylTxEPdLcP5OXlYcSIEZxS7XBY0RienS8tLcXs2bP73b7hw4dDoVBgz549nG2w2WzYunUrli1bhuTkZM5z3nnnHVRWVnKWjRkzBuvWrSO3p0yZAr/fj+3btyMnJwcGgwEtLS1wOp0IhUKcIIPb7YbRaCTmePcbmUyGBQsWYOfOnaQqgzWRjI+Px40bN2CxWEh/PE3TkEgk3YG5z4R6+Eg8oDt4wQbMAK6/RbjjfiAQgFgsJmMV7XY7/H4/xGIxCqZPRCi5C/TJarjt3dukUiqhUCoHfR7abLaI8yQqKgpujwculxNUIAQ4vajOk8BYWQ61Wo3NmzdHeCmw0DSNpUuXYvXq1QP+zPXGFynmge6KkOeffx7vvfce5/vEaDTivffewzPPPDPgCojk5GTodDri7QEAZWVlEWL+vffe4/T1UxSFb37zmzhz5gxnZKbZbObH0/Hw8PzTw2fmHwy8mOfh+Qzzh4fhuVYHYfLAhJ1KpYJIKITZbOZ8gQX8fnQYDNDFxkZktMxmE1p8TmRAjoVBHfYIjYiKikJeXh4EAgExWerLdIvN8vU0tWMFBfD5bO+ysrIvrZiPj48H0G2WN336dBgMBvg/8yQIJxQK4ejRozh79iyWL1+OefPmDThLyI5NY8f2hT+P9gehP3oD9k4/dAXDhyxTHG5YKEqKha+uDaWv/AF/lreizWLqU8jTNI3hw4cjPz+fY5bHZoD7GvPFLg93bu+P5ORkPP7449i1axfnOW63Gzt27MDMmTMxZswYUBSFffv24cCBA5zna7VafO9734vIND/00ENkHnl8fDx0Oh0ROR6Ph7NPDQ0N913Md3V1obGxEU1NTWhqakJVVRXH2R/oLqfWarVQqVRwuVzwer1EgHk8HgiFQhI08/v9nOBJzznz4SIe6K4CkclkUCqVkMvloKjuyRdsqwsAdOoDkN/ugKTZCl+sEvauLjicTqiUSsgVigGdk06nE34f1yROJpNBIpF8ZtbIQGL3wBGvQl2uDic/+QRWqzWifJ1l+vTpWLduHeLi4gZ3wHuhZ5n93fTMD6TMPhy1Wo1nn30W77zzDiwWC1luMBjwwQcfYMOGDQMy96QoCgUFBTh69ChnHW1tbaRSqKysDCUlJZznLVy4EFlZWaiqquJUPHR0dPBinoeHh4fnvsCLeR4edI8js31yEgKVbFA901KZDHp9HEwmI6d8ORgMwtjRAV1sLMfwSyKVIkAxcDNBzGY0OEvbkVdQAKlUSmals7DiIdwYjxUR4U72LKyw6OjogNPphMPhgMViuesxV/eTmJgYSCQSeL1eUBSF+Ph4LFiwAK2trdi1axen9xXoFpsff/wxioqK8Nhjj2H8+PF3FDudnZ1k/rdIJCLGZwzDIOWaAVFGJzzaSG+BoYKiKDR7u8BctSJH60e7juIIcKBbxGdnZyM3NxdCoRAymSzCNVskEsHj8fQ6qs7tdkMmk0VkDPtDq9Vi7dq12LVrV/ec888IhUIoKipCR0cHoqKi8Pbbb3OeJxQK8f/+3//rs5x/9uzZ8Pv92L9/P4RCIdmPkpISjBkzhjzPbDbD4XDcU9aXhWEYdHZ2EtHO/nSGVcywVStsGwr7WbLb7ZBKpRAIBBCJRBCJRAgGg/D5fLDZbIiJiSHGdmxPfLiZXSgUAsMwpCKGoijyHSCXy6FSqUgQQyQSYeXKlXjooYcQDAZx48YNXL9+HaaF+YjfXAyR1QW/Ro5QKASb3d59fFQqEgjojYA/AKfDwVlG0zRUUarPt8HDwC2mcTFLhhs13WPmBAIB5HI5fD4fMV3Mzc3Fhg0bOOXh98pQZOZ7mkIOxDxRpVLhmWeewdtvv80puW9tbcUHH3yAp59+ekAl75mZmSguLoYj7BiXlZUhISEBfr8/4vMRFRWFtWvXAugu+w8X8z2DlDw8PDz/jPCZ+QcDL+Z5eAB0HbuMoKULomHxg36uSCyCPi4ORqMRgTDBFQqFYOzogFanI9mgmJgYDEsfhraWViRCgr88/R3M+uV38dprr5FSXXZWeriwDy/hDb/NinuHw4HW1la0tbUhEAhAIBCgrq4Ohw8fJheYXyZYAd/Q0ECWdXR0YM6cOZgyZQr279+Pw4cPc4zFgO6S2b/+9a/Izs7u1Sk+nPALaIqiMHr0aMycORNHt+1CcnUFAhIhYvS6Pp9/zzAMjDYrFDSD8TYhSqMDgFRKSq31ej3S09MhFArJLGp2nnV4iwVbdVFfX4+KigoiIlmcTicEAgGysrIGPFtboVDg0Ucf7XV03aVLl1BVVRXxnJdffhnZ2dn9rnfBggXw+/04fPgwWcaOqktLSyPO4o2NjcjNzR3QtrKw5crhGfempiYitthSePbzw4pw9nMklUo5lREMw3T3q0ulkEqlkMlk5LdQKITJZEJzczPnWLPBNfY9YKs92MCbSCSCVCqFSqUin/mUlBRs2LCBVKOwrRTp6emoqKiAqdMN3b5yIuhBUQiGQmQqgEqpglwu48ykZxgGNrsNPa+b1OooEjDyNXUgSAFHkhg0hLiiH+gWxmq1GqtXr8a8efOGPKg1FGJ+sJl5lvAMfXgFSnNzMz788EOsX7/+joEBmqYxZswYnD17liyrr6+H1WrF8ePHOaZ3ALB+/XrSlx8bG8u5r6OjI8JTgYeHh4eHZyjgxTzPvzxMIAjbvrOAWBgxjmyg0DQNvV4Pk9HIySYxDAOTyYSYmBjSr5mdnY3s7Gz4mjogaXIAwRDmz5+Pf/zjH6SMXiKRQKFQQCaTQSAQRPTJMwwD72f9+e3t7XCGmfGxQQGRSISKioovpZgHul2ow8V8W1sbgO6M4qOPPorZs2dj+/btuHDhQsRzb968iZ/97GeYPHkyHn300V5H6/Usq46Li0NCQgKW6XPQJrsMUVochOLBG3sNBiFNw0H7ofNRGNklRHWqDKtXr4ZUKsXp06c5FQgvvvgihg0b1ue6pk6dioceegh///vf0dLSwrnvwoULqK2txTe+8Y0BZ+nZ0XXnz5/HxYsXAXSXh9fU1IBhGMhkMng8HoRCIaxduxYzZ84c0HqXLFkCv9+PoqIiAN3naldXF5qbm5GSkgKVSoWWlhZkZ2f32jLh9XphMBjQ0dHB+TEYDPB4PKQCpbef/rICQqGQk01nf2JjY8n5IxQKkZSUhJSUFKSmpuK///u/YTab4fF4iBALF/Js6ThbYQKAZOkpisKCBQuwePHiXmeUy+VyTJ48GdacHFyP2QnBphMQGx3wx8jBfOY4HwwG0WnrhMPR1Z3p/+w7xOFwIODnBroUCjlEYjGCHh/sNxtgdDtwPIXCLSUNyumEVColPh7sfup0Oty4cQNRUVGYMGHCfZ1wcTcMpme+JxqNBs888wzeeecdTna9oaEBH330EZ588sk7tuzk5uaipKSE851+5swZ7Nixg/O47OxszJo1i9zuKebdbnevUxR4eHh4/pngM/MPBl7M8/zL42s0wNdsBK25twstgUCA2Fg9TGYTvOEZJYaB5bMZ5+GlxbRGBV+LEb6m7ox0UlISLl++DJ/PB6fTCaORW7oPgMzKbmxsRHt7OydTyJbNBgIBKBQKiMXiPntjvwz0dKk3Go0IBAJE+Oh0Onz961/H/Pnz8dFHH+H27dsR67hw4QIuX76MhQsXYunSpSQzzTBMhJiPj48ngRtaKr7vQh4UhezsbNTV14OmAlimTsYvt/0VNkcXfvrTn3IeOn78+H6FPEtycjL+67/+Cx999BFOnDjBuc9oNOIXv/gF1qxZg0WLFg0oCygQCDB9+nTo9XocPHgQVVVVnFGJMpkMOTk5eOyxxwax2xRWrFiBQCBAxuE5HA5ERUWhqakJqampUCgUqKysBE3TMBgMMBqNRMCzhm4Mw3CqVMJF+0AQCAQRGXexWIzm5mYyRYIVh5MmTUJeXh7i4+M5gjYnJwclJSWkBJ+maYRCITI2kp0ewfbPd3V1wWazwWq1YvLkyYiJiUEwGOxVzLNoNBpM+95zaJswBs2//hCi260ISkUIKqWAoPs9DASDsHZ2osvhgEwmg8vJHSMnFAkhl8lhq2uBvb0DzZIQzmYK0a7qDjYwDENaMlJSUhAXF8eZknDx4kXU1dVh/vz5vQbG7oae59/dXOTdi5gHultKWEEfPnqvtrYWH3/8MdauXdtvAIOdKlFaWkqWnTx5MmIU4fPPP8/Z36ioKEilUs73r8lk4sU8Dw8PD8+Qw4t5nn95fLWtCLm9EMZFjuYaLJSg2+jKYrHA3WNuc6fVilAwiKjPeocFcgmCHVb4alshSU/A8OHDMXz4cPL4YDAIi8UCg8GAqqoqnD17FleuXCFlo2zG3uv1kowlW8rJZgx7mlB9mYiLi+P0kIdCIRgMBiQlJXEel5mZiR/+8IcoKSnBtm3bIvpPA4EA9u/fj7Nnz+Kxxx7DlClTYLVaI/pt4+PjhyxwM1DU0dEoKChA0OFGyOEC027FrqP7OIKUpmk88sgjA16nRCLBM888g7y8PGzcuJEjUoLBILZu3Ypr167hhRde6HXcXG9kZmbCarXC4XBwjMqUSiVUKhWOHj2KOXPm9CtKw6EoCqtWrYLdbsfZs2fh8/lA0zSioqJQVVUFsViMsrIyNDQ0RMxtH0iWvScCgQAymYwj3CUSCRFYIpEIcXFxiI+PR2FhIc6dO0cEOdAt7mbOnBkh7AoKClBSUkLM8FgPBuBzc0JWyLtcLoRCIahUKuh0OrS1teF///d/8f7772PKlCmYOXMm0tPT+wyyJMwYj7jxeWj43x2wbCsCbeoCIxQgKJcgJBYCAgoBfwBWtwWgKIiEQghAQeAPQtzlRdutFnSGvLimp1GWIIQz6AfjYSAWi0HTNGbPnk2qdI4cORIxks5oNGLLli2YPHkyxo4d+6XI0t+rmAe6s+QbNmzAxo0bOeK6pqYG27Ztw6OPPtrvvo4aNQpXrlxBMBiE3W6H1WqFRCIh65o3bx4xNWRhDQ/Dx9t1dHQgPT190NvPw8PD81WBz8w/GHgxz/Mvj7e+DRQA6i7clnuDoihotVp0ftbLHo7dbkcwFIImOpq8nreuFSqMj9wurxcVFRU4efIkbt68CQBITEyETqdDR0cHTCYT3G43EeysqAjv5R1KQ6uhRiwWQ6fTcURFW1tbhJgHuo/ppEmTMHbsWBw9ehR79+6F2+3mPKazsxNvvvkmioqKyAx0FolEgujoaDgu3x6ywM1gYAM3Decuo6ysjHPfrFmz7iobOnHiRKSnp+Mf//gHbt26xbmvsrISP/rRj7BhwwZMmjSpjzV8znvvvUe2iy3HlkgkyMrKAkVRqKyshNlsxrJlyyKyiy6Xi1MO397ejra2NnR0dM84NxgM6OrqQmdnJ8aOHQugOwAjEnXPWHf1CHrdCZqmiXBnxbtYLCYiWSKRID4+HgkJCYiPj0d8fDxiYmI4QQqpVIozZ86Q2zabDUeOHMGyZcs4rzVu3DhOBpt9DfbvqKgohEIhdHV1gaIoxMXFRRj7ud1uFBUVoaioCMnJyZgxYwamTZtG/APCESikSP/eOiSvX4LmXUUw7iiCoN0Kod0NgEIoFATNAABDeui9AgZ1ATeqE2jcipHAJabgdDpJMIuiKLz44otYvHgx2f5HH30Uly5dwqVLlyJMN8+fP48bN25g5syZEaMKB8NQZObvtme+J/Hx8Xj66afx3nvvcQIE169fx86dO7Fq1ao+3fYVCgVyc3Nx9epVNDY2AugODnm9XigUCjzxxBO9Pi82NpYj5nsGT3h4eHh4eIYCXszz/MsT7HTcl2hitEYDAU3DHuaoDABOhwOhUAgxMTHd/b+dnwt+hmFQVVWFkydP4sKFC6TkORQKwW63w2w2cxyapVIpoqOjodVqIZfLcfXqVfj9fmi1WiiVygH3OT8o4uPjORe5PUvjeyISibB48WIUFhZi9+7dOH78eMR7d/PmTZw/fx5erxcJCQkQCoVISEgARVFDHrgZKOzrle09CoQNF5DL5Vi0aNFdr1en0+E//uM/sHPnTuzfvz/CGO9vf/sbysrK8NRTT/U5Y/vQoUPYvXs3ue3xeKBUKpGdnQ2hUIhAIACv14vr16+jqqoKer0eLpcLFouFjDlj+8jZLHs4crkcXq8XVqsVTqeTbIfP54NSqexTzItEIkgkEkgkEojFYvI3m1FXKBTQarXQarWIiYmBTqeDTqdDdHT0HVsMpk6divr6eo7YqqysREZGBseYLyYmBtHR0RwDM9bXgg0iREVFYdmyZZg8eTJKS0tx/vz5iCAeS3NzMzZv3oytW7di7NixmDlzJkaNGhUhJEV6DdK/tgppzz6MlsvXcOvURbhvNSHU6QQVDCEkoGBn/GgIOHC+sQZdCiGU6ihIxN3/0v1+PwnIiMVi7Nq1C62trVixYgViY2NB0zQmT56M9PR0HDlyhDPGDQAsFgt27tyJnJwcFBYWEmO3wfBlKLMPJykpCevXr8f777/PmQxRUVEBoVCIFStW9HnejBs3DseOHSPbw7ZorFu3rs/S+Z7jF81mM2nV4OHh4flnhM/MPxh4Mc/zLw/jC3CcooeSqKgo0AIBrFYrZ7nL5YLNZoPE1IWK40UwSM2wWq345JNP4HA4iJChaRo+nw9ut5tTQs8KGY1GQ0qfWRHFlhQLhcIBl1k/KBISElBRUUFut7W1Dcj1WaVSYf369Zg7dy4++ugjzjqAbhFgNBphtVqRmJhIstP3K3BzJxwOBxwWC0yUGQ7x5zPE8/PzceXKFTIajRV14SZq4cZq7O9gMEjGD3o8Huh0Ojz55JPYuXMnacNg9/PUqVMoLS3F3LlzER8fT/rQ/X4/bt68icOHD0eUtqvVaty4cSPCOR/odvTuOUaxPyiKIudhW1sbpyRZpVKhvb0dWq2WI9rFYjEEAgGEQiFiYmKIaA8X73ebpWWP4bJly7Bx40aOYDx8+DCSkpLIGD2v1wupVEoCDgzDgKZpIuRTUlLw5JNPIj8/HwCQl5eHtWvXorS0FKdOncK1a9d6Pd+CwSDJjGs0GhQWFmLGjBlkvnsoFMKZM2fQ3NyMrKwsTP320zhw4ADMZjMsFgs6Ozvh8wlw6VIFvOIQ4PfBYzJBIpEgLS0NEokEbrebfG+YTCbcuHEDf/7zn/HQQw9h1qxZZKLC448/jgsXLqCsrCxiW2tqalBXV4cpU6Zg9OjRdzUr/l4YSjEPAKmpqVi3bh02bdrE6XsvKyuDUCjE0qVLe/3u8Xg8qK+v5wjx6OhojBs3rs/X0um4kzICgQCsVmvEch4eHh4ennuBF/M8//JQYiEiZjwNIQqlEgKBAGaLhbyO3+eDx+uFKBSCzenA9evXceTIEZLRYzOc4RfXFEURB+5gMAiPxwOj0UgylgKBAIFAADRNkwvSr4KYD8ftdsNmsyE6OnrAz//ud7+L8vJybN68mfTTs+W5gUAAjY2NOHv2LObOnQvlfQzc9IXL6UJrSyvEbg/gp4lAEYvFMJlMOH78+B3XwQZxwn/3JBgMQq/Xw+v1orOzk4httgz8gw8+gFwuh1QqJeeP1WqNEOVRUVHk+LHnXM/XY8/BgZjRURQFqVQKtVoNu93OCVQIhUIoFArodDoUFBRApVJxMu0qleq+jfNSq9VYsGAB9u7dS5Z5vV7s3bsXTz75JK5fv44tW7bA7XZDLBaTefXs+LklS5ZgxYoVEUEFkUiEyZMnY/LkyTCbzTh9+jROnTrV56xxq9WKvXv3Yu/evRg+fDimTZsGl8uF69evA+iej24wGGC320nrQigUwq1btzhiVywWY8KECRg3bhwuX76M2tpaUBQFv9+PQCCApqYmZGRk4MSJEygvL8fDDz+MESNGQCgUYvr06cjKysKJEyfQ0dHB2T6/34/Tp0+jqqoKs2fPjvjM9sWXLTPPkp6ejieeeAKbN2/mnL8lJSWgabpX88gPPvgALpcLSqWS3JeamopLly5hwYIFvb6OVCpFVFQUZzSe0WjkxTwPD88/LXxm/sHAi3mef3noaOV9EwwsMrkcsQIaJpOxuxyZ/cKjKITkEjJfHvh8ZjVnG8MEOjs/u2d5Mvs8iqJw7tw5CIVCPP7449BqtYiPj0dcXBySk5ORnJxMensVCgXkcvkDm38cFRUFhULBGa3X1tY2YDEPdIuGsWPHIi8vDwcPHsT+/fsjREBXVxd+8Ytf4FGPFsMCA3NDHyo8Hje8Pi9EYBAUfH6cExISes10skJXIBBwhDvrhxA+55zF7/fD5/OhoaEBfr8fDMP0OsnAbrfD4XBAIpHAbrdHCHmFQsERp6xbu1AojNhWmqYhEAhIyXJ4Vp0NMLGiPCoqClFRUVAqlSgvL4fD4SD7mZ2djY6ODkRFRWH+/Plf6LmYm5uLuro6XLt2jSyrq6vDT37yE5jNZrKfOp2OBNoSEhLw8ssvD2gEoFarxSOPPIIVK1bg+vXrOHXqFEpKSjhl3uHcuHEDTU1N0Ol0EIvFpOqmvLycPIemaTidTni9XtA0DYZhMHr0aEyePJm0MAiFQuK8z54zbCl9SkoKOjs78f777yM3NxfLli1DdHQ04uLi8Oijj6KyspK0qYRjNpuxfft2jBw5EtOmTeuzbWOo6O0cvpdqjHCysrLw+OOPY8uWLZzPQHFxMUQiEebNm0eWXbt2jcya9/l8kEgk0Gq1UCgUuHXrFsaPH9+n50VsbGyEmB85ciTnMR6PB+3t7XC5XGR0Iw8PDw8Pz0DhxTzPvzySYQlgADCh0H3tpZZIJYjV62EymiAWiRD4zKCqSy2GWCzG8OHDcfXqVSLiwufKh/daDkTssMGA+vp61NfXR9wfbiIml8uh0Wig1WoRGxuLmJgYyOVyKBSKXn/kcjmUSiXHdOxuoSgKer0edXV1ZFnP/t2BIhaLsWLFCkycOBHr16/nuNmzGb2a1iYoTG7IoiXQxcZ+IcKRbZVgALhohowODIVCsFgsoGkaNE2TqotwI8NwwS4QCIiADg/usJnXcNMzkUgEmqbhdrsjAkPslAS295tFKpX22RvNGtax28f+LRaLoVAoMHHiRKSkpEAmk0GlUpEgTW/9wcOGDcORI0dIppptJ9m/fz88Hg+WL1/+hQr6efPmobm5GVarFe3t7bh16xaCwSCSkpKIeJRKpZDL5Zg/f36fc+P7g6Io5ObmIjc3F08//TTOnz+PU6dOcc57oPtYREVFkeAeO0KPrdRhKyJaW1uhUCgwe/ZsFBYWwmw2cwwhJRIJFAoFHJ/5c7DH02q1wu/3Q6fTISYmBlVVVbh58ybmzJmDwsJC0DSNUaNGITMzE+fOnSPVAeFcv34dtbW1mDp1KvLy8vosvb/XzLzf748INg1FZp5l+PDhWLNmDT7++GPO8tOnT0MkEmHmzJkIBAJ46623yH0+nw8ymYxjDFhSUtKn70VsbCxnpKbBYIDf74fBYEBraytaW1vJZxEALl26hFWrVkWYKPLw8PB8FXiQmfndu3fj8uXLuHbtGmpqauD3+/GrX/0Kq1atGtR6QqEQ8bZpaGiAXC7H5MmT8d3vfndAI4QfBLyY5/mXR5yRCIFMgpDLC1opu7+v9VmfqtFohEoUBCUXQJGdiniVCLGxsRg/fjxOnToFo9EIv98Pv98Pr9fLybqHC7lwen6J9tffGgwGu/u4P8s2NjQ0kPtEIhHHLTz8J1ycsQEBNoPI9n2zorS32z3/FolEMJlM6OzsJJnamzdvQq/XRzyu5zrDj0G4+ZrL5UJaWho0Gg1aWlrg8XggEAjg8/lgFIcQDIXQ3NSEjg4j4uLjoFAouo8d81n2u/uPzzoiPhPV3S/y+W8GCDEhhIJBBEOf/Q6GEAwFESK/u8vQu7q6upcFBWgMemG3U0hPT0d0dDQJ2rD96gzDIBgMEsHOivfw97Ln+8yKdZfLxemzp2kaYrEYbrcbXV1dZP12u52MMqQoCiKRCGq1Gnl5eVCr1VCr1cRUkQ3w6PV6KJVK3Lp1C4cOHYrILNfX1yMtLQ0jRoy4oxCPi4tDUlISBAIBOjo6iJmd3W7HsWPH4PF48Oijj35hgl4ikWDatGn41a9+xQkkGQwGpKSkQCAQICcnB2vXro0wNbsb5HI55s6di7lz56KxsRGnTp3CuXPn4PV6iXlfzxGTDMPA6XRCIBCgrq4OycnJ+Na3voURI0YA6D4Hbt++jaqqKni9XtJ2I5PJiNM+TdMIBoNk+oDNZkN8fDzkcjkOHTqEsrIyrFixAunp6ZDL5Zg3bx7y8vJQVFREqhRYvF4vTpw4gaqqKsycORPx8fF33O/BXuT1HC0JgIwFHCry8vKwatUqfPLJJ5zlx48fh1gshtlsRktLC1nOMAwmT57M2bba2loYjUbExsZy1hEMBmG1WtHc3Ey+Kzs6OvDee+9FnNvsiEMAaGlp4Ywo5eHh4eG5M3/605/Q0tICjUYDvV7P+e4eDD/+8Y/x8ccfIysrC+vXr4fZbMaBAwdw9uxZbNmy5Us5JYoX8zz/8ohT4yBOjoW3vv2+i3kAEIqE0MfpYa2uhVurhHRYAqR094UcTdN48cUXSb8uW05rMBhgMpmI6JPJZKRHnjUjY0V/T8O0wcIGEcLLQ1kkEkmvIl8qld716/VsK2hsbERJSckdnxc+Miw8g2exWFBbW0vuo2kat2/f7r649tOY7I+CP8jA4XLBYrVA/Fnw4n6Ye/l8PgSDIUhCgI9i0CbwITMzlxidAb0LlN6ET3h5ffj4QVb0s+W/4SiVSqjVaggEAly5coWMmAsv5VcoFPj5z3/OGV3WF9nZ2YiJicGePXvQ2dlJlodCIRQVFcFgMGDu3Ln9Zq5pmkZCQgICgQAEAgHa29uJmAdA5tI/8cQT9935OxAI4NixY/j0008j7vP7/bDZbHjppZcwderU+xJcSE1Nxfr167F06VJs2bIF9fX1CAaDJAPNZuWB7uNmsVjg8/lgs9mwadMmTJs2DVOmTEFMTAxycnKQkZGB2tpaGAwGAN0VBQ6Hg1RhsIECn8+HQCCAhoYGqNVq6PV6dHR04P/+7/8wbtw4LFq0CEqlEgkJCVi7di2uXr2K4uLiiCBOR0cHtm/fjry8PEydOpVTBn+vx6u3NhGZbOi/n8eMGYNgMMiZ6AAAO3fuRHV1NacaYNiwYVi3bh02b97MaUMoKSnBkiVLAHR/Fq5cuYIzZ87AbDajs7MTDMNAKpVCJpPB7XaTOfXsTygUQnx8PPkc8/Dw8HwVeZCZ+Z///OdIS0tDUlIS3nzzTfzud78b9DqKi4vx8ccfY8KECdi4cSO5PnvkkUfw7LPP4vXXX8emTZuGetPvGV7M8/zLQwlpqJdNR8fvt4IJhkDR99+xWQAKSokczsKRQNjrBYNBnDhxAoWFhfjtb3+LjRs3oqysDEqlEomJiWhsbCT95VKpFKmpqZDJZAgGg6irqyNuyXK5HFlZWRg2bBgMBgOMRiO5sGTLsu/WkIo1WAuHHdUUXrrP/i2RSAZ9YT8QR/u+zNfCRQBFUYiJicGwYcPQ1NQEk9EEizCI2AANr6B7/31+P/z+AKRSCSRSKYZKsoUYBl5vdwZPEaRgEofgVIoRE/P5bLr+SpTZSoPwdgsWttydzb6KxWJMnToVGo2GZNajoqKI4Ae6Z8nX1tZyltE0jby8PHz88ce4efMmnn322V7nn4ej1WrxxBNP4ODBgxEtHFVVVbBYLL3Oow8nKSkJTU1N0Gq1oGkaLS0tEIvFJONZUlICr9eLp59+mrO9Q0l9fT02b96M1tZWAN1mkS6Xi5w/er0e2dnZAxp1dy90dHRg06ZNaGtrAwDiYdHzNaVSKSiKIgZqjY2NaGxsxNatWzFixAhMnz4dEyZMQE5ODvx+P2pra2G1Wsl4QeBzP4bwNgyz2Qy73Y64uDhER0ejtLQU169fx8KFCzFx4kQIBAIUFBQgOzsbZ86cQU1NDWe7GIbBtWvXcOvWLUyfPh0jR47sdfsHS8+efWDoM/Ms48aNg9/vx4EDB8iyyspKNDc3IykpibSfvPDCC5DJZCgoKMCFCxfIY2/fvo0LFy6go6MDV69eRVdXF4DPfS6Az8cFdnR0RASp2PcEQESGn4eHh+erwoMU89OmTbvndWzbtg0A8O///u+c/zdTp05FYWEhTp8+jbq6OqSnp9/zaw0lvJjn4QGgmjse5ncPIGi2Qai//w7wQbMNIm0Uprz8NAKV5Zx51wzD4PTp05g4cSJeeeUVXLx4Ee+++y4AICcnh5R+ulwuVFdXQ6/XE4dpoVAItVoNrVaLhx9+GMuWLeO8Ljumqr29Hc3Nzaivr0dLSwtaWlpgNBpJpp8t/Wb/Dl/WG6xZFeuQHg47k7tnNl8ulw9J331PejPNEovFyMzMhF6vR6W/BfMMFCgGYD57aQYM3B4PvD4f5DIZhCLRPYt6L1vKzgA0A5RHBZCQnEr6oFkhH77/4WXy4fcLBAJiLMeWTns8HqhUKigUCqSkpGD8+PF9bsvOnTuxc+dOJCQkICoqihjl5eXlEaFSVlaGW7du4bnnnsPYsWP73TepVIoVK1bg/PnzuHjxIue+9vZ2bN68GUuXLuX0FoejVquJ8SHbbuB0Ojnl3FevXsXbb7+N5557bkhFnMfjwb59+3Dy5MmIaRFxcXEwGo3IzMwkovnw4cNITEwclCnjQLBardi1axfKysogEomI63/PzwNN0xCJRHA4HL1+/hiGwfXr13H9+nW8++67GDduHLKzsyGTySASiUhmODxA5vP5EB0dDalUSs6lpqYmWCwWJCUlAQB27dqFS5cuERNNhUKBhQsXIi8vDydPnozwtvB4PDh27BgqKysxa9ase+6Z7/k5vpug4GBgy+ePHj0Kk8mEpqYmAN3TBFJSUrBo0SJS/j569GhcuXKFfOcZDAY0NzdzzCp9Ph+pZGArItjAHNsCQ1EUvF4vOb9ZrxIeHh4eni+eCxcuQC6X9zp2lBXzJSUlvJjn4fkyIoyNhnrVTJjf2guBWgmB5P5kAwEg5PUj2OWG9oVlkCboMFs/G+fOneMYJQHd2UmPx4NJkyYhPz8fH330EY4fPw6dTge1Wo2mpiZ0dnaio6ODM4qMvTDsbSwdRVGIjY1FbGwsRo0axbkvEAigo6MD7e3taGtr4/xmL9zZUm9W3IeP0AsvAQ//O/y20+kk/duhUIiMb2IYhpjricViSKVS4qR+ryIgvPRXpVIhOCELgaIWRHm8sNHdx4wCBVCf9Sa7XBCLxVAqFN3l4hQFClT3RLvP/gbVfSxpAQ2aFkDA/qZp0AIBvD4f2tvbIRKLofCEEJJQyH9uOZ7595dAURQ6OztRVFQEm80Gn89HWiSAz53Ie8K2P3R1dZESdVbw9zfu6siRI3jvvffIbYVCgREjRmDUqFERPWVdXV3405/+hJkzZ+KJJ57o1z1cIBBg+vTp0Ov1EX30LpcLO3bswMyZMzFmzJgIEUZRFJKSkkiWNyoqCnl5eTh//jxnPdevX8c//vEPvPjii0NSYn3t2jVs2bIlorKE3ab58+cjKysLhw4dIsu9Xi927dqF9evXD9r4rjcsFgt27tyJI0eOIDo6mog3ts+d3ZbwLLpSqUR6ejrGjh2L8+fPRwTMWAKBAC5evIjz58/DbrdDrVaTthx2TB17njkcDmg0Gmg0GrjdbvLZrKmpQUxMDBISEtDc3Ix3330X3/ve98h7mJycjLVr16K8vBwXL17kzGsHuoM5W7duRUZGBgKBADlm99ozP1RO9v1RWFiIzs5O/M///A9ZFgqF0NHRwQmMikQijBs3DmfOnCHjAoHuzy77/cjub/h7yVbUxMfHQyQSwWq1csQ8n5Xn4eH5KvNVHk3ncrlgNBqRk5PTp3kvgF5NpR80vJjn4fkM7foFcBVXwlNZB1F6wn3JAjEMg0CLEbL8dGjXd88npmkahYWFkEgkqKqq4jy+oqICHo8HU6dOxQsvvIDCwkK89dZbaG1tRUZGBmw2GxobGzkXvuzF82BnzAuFQiQmJiIxMTHiPrZvnxX44WKfLSm9F9jKAKA7GDFu3DhMnDgR6enpSE1NhVarRTAYJIKWdfoGPnd5ZzPYr732Gnw+H3n/vv3tb2PkyJEcMznL2/tgfHMPLKIQTJ19CaMgtFot9Po4UIKBnwsMw+DmzZvdF+5BBpJQCDUjYvD480+TbYqOjsaSJUtw4cIFWCwW+P1+cmHPCoH+jA7ZIIrNZoPD4YDRaIRcLodWq+WU7p89exZ/+9vfItbx7W9/G/PmzUNpaSk2btwY8R6ePHkSVVVV+NrXvobs7Ox+9/du++gTExM5JdsKhQKPPfYYtm3bxjmfb9++jb/+9a/4xje+cddZS7vdju3bt6O0tLTX+xMTE/Hkk0+Sf9bNzc2orKwk9xsMBhw5cgSLFy++q9cHAJPJhJ07d+Lo0aMIBALQaDQcIR/uddHTDyIqKgo0TWPFihV47LHHUF1djXPnzqGkpITjYs/C+mmYzWb4fD4IBAKo1WqOI34gECCj1uRyOQQCARlXaDKZ4HK5kJSUBIZh4PV6OWKapmmMHz8eOTk5OH36dEQgkmEYVFdXw2azITk5GTExMfcclLtfJfbhsN8hPdtasrOzsXfvXjz33HOQy+VgGAYSiQQGg4FsJ+tbEr4u4PMRjgBIKb3f74dIJCLnObtv/Ax6Hh4engcDex3U1zT0c3GeAACU6ElEQVQRdjlrHP1lghfzPDyfIZBLof/3x9D8yl/gbzFClDS0o8sYhoG/xQiBWgH9vz8GgZxrFjVx4kTIZDJcvnyZ87ybN2/C4/Fg5syZGDFiBH71q19h79692LlzJ9RqNXJzc9HW1oaOjg4An18YDmVZsEQiQWpqKlJTUyPuczqdvWbz29vbexUavSEUCsmFrc/nw/Xr14mJF9CdlUtLS0N6ejqGDRuGYcOGISkpKSJ6yo55Cu+zZt25w9GuXwhXcRXoyjpocnK62xbCZt0DAMOE0N7eDqu1E8kpyQMeF2Uymbov6hkGKlcA5mgxcr67LqIXXSKRYPr06bh8+TJaW1uh1+vJhAG2FJcVZdzt6hZF4aK9ubkZzc3NEIlEiIuLQ3x8PAwGA/7whz9EiKhnnnmGzNEeN24csrKyiDdDOEajEb/85S+xdOlSrFixot/e9bvpo5dKpdDpdGREHdD9OXjppZfw97//nSPmmpqa8MYbb+Cb3/zmHXv6w2EYBufPn8euXbtI9jQcoVCIxYsXRwQbFixYgPb29oiy/8TERIwZM2bArw9098R/8sknOH78OCmTV6lUUKvVALo/r2wbhUgkIkKyp6M90D3rPTk5mTPmrry8HGfPnsXVq1fJ+sNFKeu/0NXVRSZisBMhfD4fxGIxKbUHus8rpVIJiUQCm80GhUKB2tpaZGRkRGTHVSoVlixZgoaGBpw8eRI2m41zv9/vR11dHUwmU6/fHf3Rs2f+i8jMO51ObN++nVQluN1uREVFIT09HUajEZs3b8aiRYtw4cIFGAwGKBQKuN1uUkHEvmdsa0R4wJGtTqIoCh6PBzKZLELM85l5Hh6erzJf5cz8VxlezPPwhCEbnYm4V56A4b8/HFJBT4S8WIS4V5+EbHRmxGMoisKoUaMgkUhw7tw5zn1NTU04duwY5s6dC5FIhFWrVmHKlCl46623UF1djeTkZGg0GjQ3N5OL/8Fm5u8WhUKBzMxMZGZy94kdgxaeyQ8X++EitadQ7Oma7fF4cOPGDdy4cYPznNTUVI7I7xkxlUgkvR6H8MCN0OJAVlYWOjs70draikCP1/Z6Pbh96xY0MTFITEzst9Ta6/HCbrNDLpVBaHXCKxbAMHcEHpk3p9fH0zSNiRMnorKyErdu3YJSqQRN0yRDKhQKodPpEAgEiPlguEAAuBlLv9+P5uZm3Lhxg5wXXV1dsNvt8Pv9WLNmDR555BHONkRFReHb3/42Tp8+jQ8//JAjohiGwb59+1BWVobnn38eGRkZfe773fTRJyUlccS82WzGqFGj8J3vfAd//etfOe9nW1sb/vznP+Ob3/wmx0SwLzo6OrBly5YIwzaW/sbNicViPPLII3j//fc55+KRI0dIsOROtLe3Y8eOHThx4gQn0yuTycjUAXYMpFQqhUql4vShs6KQpmn4/X6IxWKYTCbO8ROLxZg0aRImTZoEh8OBixcv4ty5c6ipqYnIMLPVHuy55PF4QFEUXC4XqQKRSqVQKBTE+X7YsGHIzs5GRUUFKisrkZycjKysLOh0Os73YlpaGp588kmUlpbi8uXLEQGorq4uVFVVYd++fZg8efKARGtPMf9FuLzv2bMHDocDAoEASUlJaGxsxJgxY8ixrK6uRl1dHRITE7urrD6rbmB74tnKHzYIFx6QCfc76Pk5Zr9T+Mw8Dw8Pz4OBTTb0lXlnlw80sfNFwot5Hp4eRC2YBAAw/PYj+OvaIEyKvace+pDXj8BnGfm4V59E1PyJ/T4+JycHUqk0QgS0tbURQc+WxP/nf/4nTpw4gQ8//JA8l3Vwvx9jnAYDRVFkbjk7D5slFAqhra0N9fX1qK+vR0lJCUpLS8kFbk8x3xt+vx+3b9/mlPhaLBaYTCYoFAooFArk5ORElAiz9AzcRCfFQh0Vhfb2dlLyH47VYoHdZkdiUmKfYtJoMkJICyCxeRCSSVGWr8bKb7/Q79g7iqKQn58PhUKBq1evkjF5bD99Z2cnNBoN8REwGAykF5lhmIjyY7fbjZqaGjAMA6VSSUaM6fV6jBs3DlarNcKhnaIozJgxA8OHD8f//d//4datW5x1trS04Gc/+xmWLFmCFStW9FnyPNg+er1ez3FbZ18rMzOTCPrw0n2j0UgEfV8z330+H44cOYIjR45EiEqg22Rs5cqVmDJlSr+BOp1OhyVLlnBGlgWDQezatQsbNmzo8/PV2tqKHTt24NSpUxHl2mKxGLGxseQzyvZQazSaiKw2OzbQ6/XC5/NBoVBEzHsPR6lUYs6cOZgzZw5MJhN+85vfoKamhtO/zYr0cE8Lj8cDmqYhl8vJ50StViM/P59TBREKhYiDvlqtRlZWFtLS0kggTigUYtKkSRg+fDhOnTqFmzdvRmxjXV0d6urqkJGRgcmTJ/crXnszwLufWCwW7N27l9ymaRqPPPIIJBIJqbZhfTxYw9JgMEjaFkQiETnfWPHOvv/s558V94FAgFQtsZ8ltVrNj6Xj4eH5SvNVzszL5XLExsaiubkZwWAwovKTrTpk2/G+TPBinoenF6IWTIIoXouOP34M97Va0Co5aK16UGPrmGAIQbMNwS43ZPnp0P/7Y71m5HsjNTUVCxYswLFjxziCqKegpygKs2fPxrhx4/DBBx/g/PnzoGka69evH/Q+f5Gwma+kpCRMnz4ds2bNwvbt2+F0OmG1WtHZ2YnMzEzU1dUNqiff7XbD5XIRIxObzYbnn38e8fHxGDZsGMngp6WlQaVS9Rq4SUxKgiYmBk1NTXD3KM0OBgNoamyExWJBcnIyJ0hgt9kRdHshtXsQkIrQNDsbidNyB1w6m56eDplMhpKSEkgkEsTExMBqtSIQCMBisXDaJsRiMfR6PQKBAIYPHw6LxUJ67mtqaiJcz2NiYpCamoqamhrU1NRAKpUiPj4e8fHxiI2NJf+04uLi8Nprr+HAgQPYuXMnZz0Mw2D//v0oLS3FCy+8EFGJEc5g+ugTEhKIczjQLeYzMjKg1+uJoA/P3lutViLow/0dGIbBpUuXsHv37l4N7gBg/PjxWL169YBL9UeMGIGWlhZcunSJLLPZbNi3bx9Wr14d0eqwY8cOnD59utcLGpqmyTHXaDSw2+0AurMB7Ji4cNgsOSvmgc/bSO5ULaTT6TB+/HgIBAKOHwW7XT1d/AUCAfFtkMvlUKlUaG9vh9/vR0xMTMTr2Ww2XL58GVeuXEFaWhoyMzNJBYxarcby5ctx9epV7Ny5s9cRc7W1taitrUVWVhYmTZpEKhXC+aIz89u2beN81woEAjz33HMoKyvD0aNHSfAjGAzCZrNBLBaTiz+LxUJaGFiTQbYKItwIL/y49xTzfIk9Dw8Pz4Nl0qRJ5Dpn4kRu4u3MmTMAELH8ywDFfJXDKDw895mQ0wPzh4dh++QkgpYuQCwErVFBIJeA6iXbyoRCCLm8CFq7AF8AdIwK6lUzoV2/gNMjP1BMJlNEhhMAEhISejUVczgcEIvFX4hZ1FDicDjwzjvvcJY988wzUKlU6OzsRF1dHerr68nvvjKUt2/f5oh/Vjz1hk6n+1zg+8VQ7b2MwI2mzwM3AgomsxltbW0I9TISjM0s6+PiwARDaKq4DrGfgSdZg+YZWfCmapGTkwO5XI7Ro0cPuOe3s7MTxcXF8Hg8CIVCsFqtZJydWCwmlQbR0dFQqVSYO3cugO5Az29+8xsEg0FSKg2AZFH7EoA0TUOv1yMxMREJCQnknGpoaMDbb7+NxsbGXvd94cKFWLVqVb/nmtfrxcGDB1FXVxdxX3x8PJYuXYpQKITi4mLOfZMnTybi0Gaz4W9/+xva29s5j5HL5fj617+OtLQ0NDQ0YPv27b2+DtDdcrJ27Vrk5eX1ua19EQwGsWXLFs74SACYPn06CgsL0djYiO3bt+PcuXN9ZiXEYjEmTJhAMtEmkwkMw0Aul0OtVnMc0VmSk5NB0zTZ74SEBAgEAixZsoT02/fHgQMHcObMGZjNZhiNRkgkEvh8PrhcLiKU2XOCoigolUooFApONoI1yNPr9UhPT+9V2LPodDpkZmYiJSUFNE2js7MTR44cgdFoRHt7O4LBYK+fRYqikJ2djYkTJ3IqXj788EOcPXuW3J4xYwbWrl17x/2+G1pbW/Hd736XU0kxb948/Nu//Rs2b96M1tZWNDY2cio92ICkWq1GV1cX+U5iDTrFYjE8n42nZMfQKdgJGQDJ/Oh0OshkMkyZMuWuzk8eHh6eLwuzZ8++r+svKioa0OPefPNN/O53v8OvfvUrrFq1KuJ+NgGi0Wg4/3eKi4uxYcMGTJgwARs3biTXN+fPn8ezzz6LCRMmYNOmTUOzM0MIL+Z5eAZAwNiJruOXYdt7Fr4WIxhX98UwwzAARQFh2TJKLoE4KRbq5dOhmjMewtjoe3rtwQr6ryIMw+Af//gHZx8feeSRPk2zurq6iLhvaGhAfX092traUFVVxXFCT0tLG7B3gCjAYJJZgPyOIBRBChKFHLI4LYJiGm1tbZHZXoaBKAgoQwJIaCFsCOBWqhyuWXlQxEQjJSWFZNNZQd+fiVw4LpcL58+fJ2P8Ojs7OZnKqKgoyOVypKenY8yYMejq6sIPf/hDIrxZcZaVlYXx48f3Wm7eG2z2OCUlBXq9HqFQCAcOHMDu3bt7nXEeHx+P559/vl/H+1Ao1GsfPdCdfZ43bx7a29vhDDMgTE5ORn5+PrntcDjwj3/8g5PBB7oFVXJycp8inqIozJw5E8uXL7+nzK7D4cC7777L2Ub2fOirJx/oFvGLFi1CWloa2traEAwGYTQaybGUyWRgGAZdXV0cISmVSknVASuEdTodJBIJJk2a1G9VBMvp06dx8OBB2Gw2tLW1keU0TZMAgt/vJxnlqKioPlsHQqEQXC4XRCIRkpOTkZGRAa1W26uwF4vFSE9Ph16vJ0GaYDCIjo4OiESiXjP1QPd7lZOTg4kTJ0Kj0eBvf/sbrl27Ru5ftmwZlixZcsf9vht+97vfcQJKIpEIf/nLXxATE4PTp0+joqICdrsdLS0tpEUB6D6WKSkpUCgUaGlpIZ8zn8/HmTrBehIolUqIRCLOhIDExETQNI3ly5f32TrCw8PD81XgQYr5bdu2EQPpmpoaVFZWYty4cUhLSwPQHaBlzX/feOMN/OUvf8G3vvUtvPzyy5z1/OhHP8K2bduQlZWFmTNnwmw248CBA5BIJNiyZQuysrLu097dPV99FcDD8wUgjI2G5vG5iF49C76mDvhqW+Gta0Ww0wHGHwAlEoKOVkKSnghxRiLEKXpQwsg5lXeDTqfDwoULIwR9z5L7rzIURSE6OprTq97Z2dmnmFepVBg1ahRGjRpFllmtVvzbv/0bHA4HnE4nnE7noHwD/EIKZ+MYlEUD6SY/hhuMiDJ1QCEQQyERQwkZXG5X98X8Z88J0BSMkiBOMka0JCmgTddB3NaCcQlxnLJ4l8uFqqoq5Ofn9zq/tCdyuRwzZszAxYsXYTQaSVk2m70NL831eDz42c9+xsmgMwwDrVaLV155BXK5HBaLhRgQ9te2EAwG0dLSgpaWFojFYiQmJmLatGkoKCjAO++8E+FU397ejl/+8peYN28eVq9e3Wv1QX999B6PB/v27UNmZiZEIhERh+3t7WScINDdD/7SSy/hzTffRG1tLRmfZjQacfXqVSQkJERMb8jJycHq1auRlJR0x+N9J5RKJR5++GFs3boVJpMJ165dI2aTKSkpEUEaiUSCJUuWYPny5VCr1Th48CCAbpFH0zQR8y6XCz6fj+NCz4o+FrFYDLfbTbLkZrN5QGKeNfMJ/26Ijo5GbGwsBAIBPB4PpFIptFotPB4PXC4X5HJ5rzPsWYd7hmGIwSIr2nsKe5/Phxs3buDatWtwOBxQKpWQyWRISEjA0qVLcfXqVZSVlUWIeoZhcOPGDdTU1GDEiBER2xE+CWEouXnzZkRlyLJly0i2Ztq0aaAoikwLMBgMCAaDpOS+sbERqampiI6OJu0gbAUNe+zCjw07i541zGOnVgzE1JGHh4fny8yDzA9fvnwZO3fu5CwrLS0lI2mTkpKImO+Pn/70pxg+fDi2bt2KDz74AHK5HLNnz8Z3v/tdpKen35dtv1f4zDwPz1eEf/YM/cGDBzmmWQUFBZgxY8aAn9/U1ITXX3+ds+yPf/wjOjo6OCX6Pctl+4IKMVB7QtA4Q9C4QpAGGNAhBkEBBbPPBYdaAk+MAtdMLehydWdsaZpGamoqfve738FoNEaUTsfExGDkyJH9GuKFEwqFUFZWRjLSbJBCr9eDoijMnTsXv/nNb3DlyhXO8+Lj4/Hf//3fvY4ndDgcRNibzeYB/fOVy+VITEzEzZs3sW/fvl6z9LGxsXj++ecjzA7DMZvNEX30LCqVCnq9ngQqRo8ezemJB7rF/y9+8QuUlJRwKjCA7qBXbGwsYmNjsWrVKowaNWpIR0veunULf/jDH0jfHItEIkFSUhIEAgGkUimWLl2K5cuXc8TntWvXUFFRQW6zmVmLxQKPx8M5nqyrvEgkgkQiQSgUgtvtJsI7Ojp6QPPub9++jbfffhterxetra2Ij48nwa2UlBRMmDAh4sJn0aJFSExMRElJCS5evNiv4V4wGITT6YTL5YJCoUBGRgbS09OJ073f7yfilqZpKJVKPP7445DL5fB6vSgvL0d5eXnE+8hSXV2NQCBAxPDXv/51jB49+o77PRgYhsFPfvITVFZWkmUKhQJ//etfoVAoOI9tbW1FUVERbt68CavVSrLurIdBQkICGVPHrtvlckEgEEAikRDTSnYUod/vh0qlQkJCAnQ6HVasWDGk+8bDw8PzRTNr1qz7uv4TJ07c1/V/VeHFPA/PVwiTyYTDhw9HXADHx8dj3rx5X2lBf/78eZSUlJDb6enpWL58+YCfX1JSgn/84x/ktlarxa9//euIxwUCAbS2tnL68BsaGkgmjWEY+Hw+iESiPkW3x+NBW1sbbDYb/H4/hEIhmd0dFxeHwsJCrF27FmazOSIDqdPpMGLEiAELTTZjWV1dTbZfKBRCqVTi1KlTuHr1KufxGo0G//M//zOgkl2fz4f29na0traio6Mjwn29N2iaRkVFBW7fvt2rqJ87dy4effTRPj0CvF4vjh49GlGeLhKJQNM0tFotoqKioNVqOUYzTU1N2LFjB2pqatDa2koM5FgEAgGmTp2K1157bUgnOdTU1ODjjz9GWVkZmSbQc3RNbGwsXnjhBSxbtqzXsTUMw6ClpQVNTU0wGAxwu93weDykfYINLrHj6Hr7HLMtEBRFYc2aNXf8rHd2duLXv/41x4BNKpVi4cKFmDRpEiiKwjvvvMOZXCCTyfDqq6+SyQm1tbW4ePEiSkpKOCaEPffN4/HA6XTC5/NBLpcjLS0NycnJEAqFnEqUhIQEMt5Or9dzRH3PIOW1a9c42/7yyy9zWi+GgrKyMvzyl7/kLHvqqafw8MMP9/p4v9+P4uJiHDp0iLTAsFl6gUAAlUoFv99PvjdY3wupVAqBQEAex5rhKZVKJCYmYsSIEZg+ffqQ7hsPDw/PF83MmTPv6/pPnjx5X9f/VYUX8zw8XzHMZjMOHTr0Tyfor1+/jiNHjpDbGo0GTz311ICfv3fvXuzatYvczs3Nxfe///0BPZdhGLS1taG6uhrvvvsu6uvr4XQ6kZycHJGhYwkEArh27RoxuQK6BaVWq+12yo+KwqJFizBy5MgI4R4XF4fs7OxBZY4bGxtRXl5OMoLXrl0j5WMsKpUKv/zlL5GSkjLg9bKwGdympibOvPO+6OjoQENDA+x2O5xOJycQoNVq8fzzzyM3N7fX5zIMg8rKShQVFXHGebHl6gqFArGxsZgzZw78fj/27t2L8+fPc9zYOzo6SOZYo9EgLi4OIpEIWVlZeP755yGXywd9DMKprq7G1q1bI4IloVAITU1NZPb7iBEjkJOTgxUrVgwoc8x6IBw9ehQWi4VUR1AUBZFIRMYQ+nw+eL1ejtiPj48HTdOYN2/egNzPt2/fTs6RUaNGYenSpRwn/+bmZvztb3/jPGfevHmYM2dOxDbX1dXh4sWLuHjxYp/CPhAIkGx9KBQipncJCQmIj49HamoqEboymQxpaWlIS0uDRCJBWVkZrl69Svr4q6qqOOseOXIkxo4di/Hjxw9JyT3DMHj11VfR0NBAlmm1Wvz5z3++o4FoY2Mj/u///o8ElNjPJDtjnqZp0DRNWiikUinJyocH9+RyOZKTk/HQQw8hJyfnnveJh4eH50HCi/kHAy/meXi+gvwzCvrW1lZs376d3KZpGt/4xjcGXJL+5ptv4sKFC+T23Llz8eSTTw749X0+Hz744AMyt57tUc7NzcX169dRV1fHKUlvbW2F2WxGKBSCz+dDIBCATCaL6J9WKBTIzc3FmDFjkJqaCo1GQ8pyMzMzByXo7XY76uvr8cknn6C8vDzidV5//fV+zegGitPpRHNzM5qbm/vtsfd6vWhsbCQCjv3NHqdZs2bh8ccf7zNTzhrLsOIw3KSOrT4oLS2NmDnOIpFI4HA4IqoA4uLi8PWvf/2u+pArKyvx8ccfc8zXeiISiSCTyZCRkUGEHzsSsq/pCeHcunULVVVVsNvt6OjoAMMwkEgkoCgKOp0uokIiGAzC6/VCJBJBJBJhypQpA+rdYysJxGJxn8figw8+wPXr18ltiUSCV199tc9gCCvs2VL8cJ+L8Mc4nU6YTCayLxRFITU1Fenp6UhNTeU48kdHRyMtLQ16vR7Xr1/HxYsXOdsEAHl5eUQsjxo1CuPHj+8z0DYQTp06hTfeeIOz7Jvf/OaADZy6urrwxz/+kZy7bJaezcDTNE1M8BQKBSiKglqthsPhIMEZqVSKpKQkrFmzhu+Z5+Hh+cozmNbIu+HUqVP3df1fVXgxz8PzFeWfTdC7XC689dZbnGUbNmwY0BguAPjZz37GMWhbt25dRIaxLwKBAD799FOUlZXB5XIhEAhAJBIhJiYGr7zyCoDuudA3b94kYuPIkSMccc8K0Z7lwkB35k4sFkOj0SA6utvpPjU1FZMnT8aUKVMGHLBgze7Ce3yBboO2119/fchdVhmGgd1uJ8K+5yx0FqPR2D3C77MeYra33+12IyYmBs8991yfJdKBQABnzpxBWVkZKcsOBALwer3weDxobm6GUCjkBD00Gg1WrlyJsWPHoqqqCu+++27E50ClUuHFF18kTrZ32s+Kigps27YtIiMcTlRUFFasWIFFixahrq4Oe/bs4dyvVquxYcOGfsv8vV4vjh07Rto93G43OdeSk5NRWFgIs9kMg8EAg8HAEcRAtyhesmQJJ8N+L7S3t+ONN97gnMszZszAokWL7vhchmHQ0NBAMvYdHR2c+9rb2xEKhRAIBBAMBknAAvhcwLMinl0eFxcHr9eLTz75hOMa37PKQygUIj8/H2PGjBn0sfD7/fjOd77DCUTEx8fjqaeeQn5+/oCrOux2O/7yl7/AaDSS94j9HX48RSIRMR70+Xyc8nu9Xo+vf/3rA/4O4OHh4fmywov5BwMv5nl4vsL8Mwl6hmHw5ptvcspQV6xYMWAx9tJLL3Ge+/3vf7/PMu9wgsEgDh8+jPr6ejQ1NcHr9YJhGEilUsTGxuKb3/wmJ2PMMAx+/etfo7a2Fl1dXbDb7ejq6kJSUhJxWWfniIfDCt3o6GjI5XIiXnQ6HcaOHYuRI0dixIgRGDZsWK+O9263Gz/96U8jMpYqlQo/+clPkJGRccd9vRcYhoHZbEZzczNaW1sjzjmv14umpiZOP3koFILD4YDD4cDkyZPxxBNP9CmUamtrsWfPHgSDQY5BYWNjI3w+H8RiMSQSCRYsWIC5c+dyKiAaGxvx5ptvRlQRiEQiPPPMM30GEhiGQXl5ObZt24YbN270ue/R0dF45JFHMH/+fE4VwLFjx3Dp0iXOY9PT07FmzZo+xVl5eTkxYWRLvGNiYiAWizF9+vSICQ7BYBAmkwnt7e3wer0YNmzYkI8w27JlC6edQCQS4dVXX+21/78vGIZBa2srysrKUFpailu3bnFG4gHd1SMejyfCgFImkyE1NRVpaWlISkpCS0sLzp8/D6lUCrlcDrlc3mcZOpvxHzVqFNLS0gYkig8cOICNGzeS22y7RHR0NGQyGR555BHodLoB7bfRaMSbb76Jzs5O8plgGIb8AN3HMyoqChkZGWhvb4fL5UIwGIRQKERycjJeeOGFAb0WDw8Pz5eZhx566L6u//Tp0/d1/V9VeDHPw/MVpz9B31P0fNnZunUrDAYDuT1z5kyMGTPmjs8zGAx47bXXOMt+97vf9ermHk4oFMLx48dx+/ZtOBwOtLa2ksyaTCZDSkoKVq5cySmdPn36ND766CPOepYvX4758+ejvr4e1dXVKCkpQVFREWw2W8TrseX4Go2GBFvkcjnJ5kokEgwfPhwjRozAiBEjkJmZCb/fj5/+9KfEBI9FpVLhpz/96Rc+LoWdG97c3EzmoLOYTCYyUz0cdvb26tWrMWHCBM59TqcT+/fvx6lTpxAfH885Z202GwwGA7RaLZ588kkUFBT0uk0WiwX/+7//i/b29oj71qxZw7nICAaDKC4uxp49ezgGcD1hKwDmz5/fax91MBjERx99hJaWFs7y8ePH9zoCx2azkZ4/m80Gk8kEmUwGtVoNoVCIlStXPpAAnNFoxB//+EdOAGratGlYtmzZXa+zs7MTf/3rX1FfX4/m5mYEAgHodDqIRCL4/X64XC643e6IlgKapqFQKNDV1QWZTAaBQID4+HhMmzYNFoul39GOKpUK+fn5yM3N7TNo5HK58K1vfYsEflg3foVCAZ1Oh5SUFCLoB+JLAAD19fV4//334fF4yD6x8+WDwSBomoZYLMb48eMhEok4gZOJEydi6dKlA3odHh4eni8zvJh/MPBinofnnwCz2YzDhw9HOKd/1QT9p59+ynE5HzNmzIAMVS5cuIA333yT3Far1fj973/f73MYhsGpU6dQXV1NyoXDe7OjoqKQmJiIhx56iGT4u7q68JOf/IQzck6v1+OHP/xhxDEOhULYuXMnNm/eDJPJRHplWUEvEAgQHR1N+mkVCkWfc9pbW1vh8XjIzG6KoqBSqfCzn/0Mw4YNu+PxuZ/4/X60tbWhubkZRqORTANoamrqtd+eYRjExMRg5cqVSExMxJkzZ3DgwAFyTKOiohAdHc1xMmcDIED3OTFjxoxeRa/b7cbbb7/NGXHIMmvWLMybNw9Hjx7FwYMH+x27ptVqsWrVKsyZM+eOZmgOhwPvvvsunE4nZ/mCBQswduxYzn6fPXuWmAu2tLTA6/VCp9OBpmmkpaVh2rRp/b7W/WTHjh24fPkyuU3TNF555ZUBt7n0xu7duxEMBuH3+9HS0gKhUIgbN26Q84I9V1wuF8dIkr0NdAe3kpOTMW/ePMjlcthsNnR1dRFTud4QCATIyspCfn4+EhMTOS0aW7du5XhzNDY2Ij09nUykUCgUyM7Ohkwmw4oVKxAXFzegfS0tLcXu3bvBMAzcbjcxv5NIJGAYBkKhEKmpqfj617+OnTt3or6+HnFxcXj88cc5lT88PDw8X1UKCwvv6/p7jobl6YYX8zw8/yT8Mwj64uJiXLx4kdxOS0sb0Pzlbdu24dNPPyW3R48eje985zt9Pp5hGJw/f57M/jYajbBYLGR0VCgUQkxMDPR6PfLz88nYqPfffx/FxcWcdX3729/ud7a6zWbDpk2bUFJSAq/XC4fDgc7OTjLWTiqVIiYmhgiJ8Av7QCCAmpoajlCkaRo6nQ7f//73sWDBgnsyARtqPB4PWlpa0NzcDKvVCrPZjNbW1l5H2LHmYOyYNhaappGSkgKapsl4QL/fz8ng6nQ6LFmyBFqtNmK9gUAAW7du5ZxHbrcbHR0dcLlcUCqVfZoOsjPqZ8+ePajPS3NzM7Zs2cLZT4FAgNWrV5P2h5aWFiKW/X4/GhsboVQqSSn7jBkzkJSUNODXHGqsVit+//vfc/Zh4sSJWLly5V2vc9++fZyKoRkzZkCr1eLWrVukHL+1tRUAiAh2u92wWCyc7zGJRAKFQoGoqCikpqYSV3+PxwORSMRpW+mJVqvFqFGjkJOTA5fLhZdffpmsmw0kxMbGgqIoErhhy+7lcjkefvhhJCQkDGh/Dx8+jLNnzwLofo8dDgdCoRAJwOXl5WHDhg2DP5A8PDw8XwF4Mf9g4MU8D88/EV91QV9dXY3Dhw+T29HR0Xj66afv+Lzf/OY3nBL05cuX45FHHunz8ZcuXSLCymw2w2azkb5sNnOu1WoRGxuLpKQkLFu2DLdu3YrI9o8fPx7PP//8gPbt0qVL+OCDD8g4K7fbDZvNBo/HA5/PR0SdSqWCWCzuVcgD3cZfI0aMIAIhJycHY8eOxdixY5GcnDwod/z7icPhQHNzM2pqanDz5s2IbCwrGtkSZFZYCQQCTJw4kbRImEwm2O32CGNBoVCImTNnYtSoURH7zDAMPv30U9K2ET6Tnh3/Ft5bHRcXh9WrV2PmzJl3XeZ+7do17N+/n7NMIpFg/fr10Gg0OH78ODEQ7OzsRGdnJ3Q6HRGRK1eufOAmaHv27OEEqwQCAb773e/2GjQZCAcOHOAEaqZPnx6R6W5vbyfCvqamBgzDoKWlBV1dXWSGu0wmizAVpGkaCQkJiIuLQ3p6OpxOJ2iaJnPceyISiWAymVBRUUECQ0ajEfHx8aAoioyTY98DgUCAESNGQKVSYfny5QMKtIRCIWzZsoX4L7CeEUB3YHLDhg3QaDTk8UwgCF+jAb7aVnjr2xDsdIDxBUCJhaCjlZAMS4A4IxHi1DhQwr7bC3h4eHi+DLCJj/sFGyzl4fLVccfi4eG5I1qtFgsWLIgQ9O3t7Th27NiXXtD3dKUON1PrC4Zh0NjYyFnWn2nelStXiJC3WCxwOBwIBoMQi8WkH5d1VGcf4/P5sGnTJs56JBIJVq9efeed+owJEyZgxIgR+Oijj3Du3DnIZDIwDMN5P/R6PUaOHAmhUIht27b1K+TZfb9x4wZu3LiBLVu2QKvVoqCgAAUFBcjLy+u1bP+LQqlUkhnsBoMBRUVFqKqqivB2CAaDcLvdEIvFyMzMxMiRI6HX69Ha2gqKoqDX6yGTydDe3s4xTgsEAjh27BgaGxsxb948sq9erxcnT57Ep59+io6ODo6QB7ozpmazGRqNBiNHjsSyZcswZcqUe+5Vz8/Ph9Vqxblz58gyr9eL7du3Y/r06ZxJAA6HAyqViojO5OTkBy7kge5WhEuXLpHjHAqFcOrUqbvOzvfcp5798UB3oHHx4sVYvHgxHA4Hrly5gjfeeANer5eYRsrlcggEAk7VQDAYRHNzM9RqNUaPHg2n04m2tjYYDAYyrjC8FN/hcOD27duQyWTEZJFtcQgEAhCLxWAYBn6/HyKRCKFQCFVVVcjOzsaePXuwfPlyJCcn33F/16xZg7feegsGgwECgYB8p2VlZZEAVcDYia5jl2Hbdxa+ZiNCbi8ofOaAT1EAw4CiKDAABDIJxMmxUC+bDtXc8RDGRt/Ve8HDw8PD888JL+Z5eP7J6E/QHz16FPPmzfvSCvqe2bdAIIBAINCv0DKZTJwedqBvMV9VVUUyj52dnejq6iKl9ayQZ7N0rKBxu9345JNPOGO3AODhhx++o8FeT5RKJV588UVMmjQJ7733HnG8ZrOXHR0dMJvNSEtLQ3Z2NjQaDZnf7vP5kJaW1u/YM7PZjGPHjuHYsWMQCoXIzc0l4n4g88/vB36/H1euXCFj/3w+HxQKBacXnZ0f7nA40N7eThzwpVIpZDIZVCoVcnJycPXqVTLXm+XmzZswGAyYMmUKysvLcfjwYRIEYg3UOjs7OeZuUVFRSElJwYsvvojMzMwh29fCwkJYLBZOlYjNZsOZM2dI7zZrBBjeTvGgfQ9YoqKiMGXKFE4pY1lZGRYtWtTvedcXPc3qemu3CEepVGL69Ok4cOAANBoNmRah0WgQCoU4xnns+zlp0iRQFAWlUons7GwIhUJs3boVMTExkMlkUCqVUKvVMBgMCIVC5PMtFAohlUpJ9p/dPpfLBblcTs7PGzduID09HXv37sWSJUvuOF1DLBbjySefxJtvvskJxpWUlCBWpUbGDStsn5xE0NIFiIWgNSoI4zSgegnmMKEQQi4vvPXt6Pj9VpjfPQD1qpnQrl8AgfzBBep4eHh4eoMv9n4w8GKeh+efkL4EvcFg+FIL+t6MoFjjt75gx3uxqFQqTikry61bt4hIsdvtxGleKpVyjpFQKCT93IFAAHa7HRcuXOBkudPS0u5pnuqYMWPwi1/8Alu3bsWJEyfAMAwZidfZ2QmLxQK1Wo2oqCjQNI3U1FT8/Oc/h1AoRHl5OcrLy1FZWRkx4iucQCCAq1ev4urVq3j//feRkJCAsWPHoqCgACNGjLjvrul+vx+nT5/miGuKoiCRSGC1WuF0OqHT6aDT6ci2+Hw+3L59GxqNBlqtlsyrZ8+Lxx57DOfOnUN5eTl5HafTidraWhQVFcHv90ccE4lEAq1Wi66uLmg0Guj1eiLU/va3v2HdunUYN27ckOwzRVFYunQpbDYbGctG0zTp2dfr9RFZeXbW+JeFwsJCnDt3jmTRA4EALl26dFcuxQPJzPeEYRh0dXWBoihERUUhKioKP/jBDxAKhVBRUYGrV6/i5s2b8Hg8EIvFESMZL1++TM4bsVgMmUwGiUQCj8dDfBhY34nOzk4i7JnPsuEURcHlcpGAi0AgwO3bt+Hz+bBv3z4sWbLkjtMjoqOj8cQTT2Djxo0kgKE2OmH5f/+HqIAYwigFRMPiQdH9V2NQAgFopQy0UgYmGELQbIP5rb1wFVdC/++PQTZ66AJRPDw8PDxfTXgxz8PzT4pWq8XChQtx6NChr4yg760s3Ov1DkrMp6WlRfTM1tfX4/jx40QoWK1WACDZv3CUSiXpY3e73SgrK4NYLCbbJhQK8fTTT/c7ImsgyGQyPPPMM5g8eTLeeecd3L59G1arlQgem80Gu90OnU6H119/nfTsLly4EAsXLoTX60VlZSXKy8tRVlbWrzs7ALS1taGtrQ0HDhyARCLBqFGjiLjvLfhxtwQCAZw7dw6HDh2KGM3HEh0djeXLlyMQCKCoqAhyuRwqlYqIP6vVCpfLBa1WC7FYDK/Xi/b2dhw5cgSZmZmYN28edu3ahebmZk72M9wwj80QJCcnY+nSpSgoKMB7772H5uZmzra+9957MJvNmDdv3pD4DQiFQqxatQrvv/8+HA4H2aeuri4IhUIIBALO5y41NfVL43MAdGfn8/LyiDkk0D0tYvr06YNuBej5+Dtl5oFuJ/ueAZmoqCjExMQgIyMDK1asgNPpRGVlJRwOB5RKJSnJdzgcuHbtGnmez+eDz+dDW1sbGT3Hivnwzy/bZ8/Og/d4PKRaRiwWQygUoqmpCR6PBwcOHMCiRYvuWNHBjrXcvn074us6MaKkFSJfEML8bAjlg69yoGgBhHoNBGolPJV1aH7lL4h75QlELZg06HXx8PDw3A/4zPyDgRfzPDz/xMTExHylBL1AICBmaCzhBlq90VPMp6amcm63tLTg6NGjYBgGTqeTjAZTq9UQiUQRwkGpVCIUCsHn86G6uhpOp5MjtpYvXz5gd+uBMHLkSPzbv/0bXnrpJbjd7ojqBI/HgzfeeAMvvfQSJyMokUgwbtw4jBs3jpiGlZaWory8HDdu3Oj3n6rX68WlS5dw6dIlAN0BkIKCAowdOxZZWVl31b8dDAZRUlKCAwcOkGPcGwUFBVixYgWZ4T1jxgxs3LgRN2/ehEKhgEqlItUSLpcLfr+flMuzc9o7OjpgsVh6FYesiVl6ejrWrFmDMWPGkPfv29/+Nt59911UVVVxnrNv3z5YLBasWbPmnoM0QPc5tHr1amzevJnzPpjNZmJwyHKnsu0HwbRp0zhi3mKxoKampt+pDb3R81gOJDPf0+MA6K62CUehUGDSpG4Ry7ap2O12lJWVQavVwuFwwOPxIBQKwel0wmazkWqJ6OhopKWlwe/3QygUdvemh71HFEWRbH54m49QKITRaCTmjYsXL0Z2dna/+zJq1Ci4j5fBvXUvqGAIwpTYuxLy4QgkIojSE+BvMcLw3x8CAC/oeXh4vhTwYv7BwIt5Hp5/cu4k6OfPn3/fS64Hg1Qq5Yj5ns784bDz4cMJ7z82GAw4dOgQ6YVls9cqlQpqtTqi/1oikUAkEkEkEsFut6OhoQFisZg4qQ8bNgxz5869113kcOPGDfz85z8nPck+n4/09iqVSggEAty8eRM//OEPsXLlSqxYsSJi9jlFUUhOTkZycjIefvhhOJ1OVFRUkKx9b/Pew2loaEBDQwN2794NpVKJMWPGYOzYsRg1alSEkOoJwzAoLS3F/v37I3wFwsnLy8OyZcuQkpLCWZ6YmIjXXnsNp06dwtatW9He3g6RSEREvUAgQFdXF8m4s1UVKpUKKpUKfr8fNpuNlPLrdDro9XpIpVJYrVYEg0FyfkskErzwwgvYsWNHhCvuuXPnYLFYsGHDBsjl8n73eSD4/X7Ex8eTcnug+701Go2k0kMul9+1U/z9JDU1FQkJCZxtP3/+/D2L+YFk5nuKeblc3m/AkRXfMpkMixYtwqxZs1BdXY0rV66gpKQEx44dI4KdrcxxuVwQiUTEJA8AMdsLXy973rDl9yKRCDabDdeuXUMwGMSSJUswfPjwPrfNffU2NPvLoIyJgSA+ZsjmyVMUBVFSbLeg/+1HEMVr+ZJ7Hh4enn9RvjxX8Dw8PPeN/gR9UVER5syZMyQZyaGg5wVvf2KedaMPh83MBwIBHD16FH6/H263GyaTiZjdSSQS4qIeDlvOT1EUbt++TTKJPp8PQqEQGzZsGFLX8cuXL+PXv/412Uc2IxgdHY3Ozk7yOIZh4HA48Mknn6C0tBTPPfdcv1lBhUKBKVOmYMqUKWAYBrW1tSgrK0N5eTlqa2v73SaHw4GzZ8/i7NmzoCgK2dnZpBw/vCScYRhUVFRg3759ZFZ4b+Tk5GDZsmURvc3hUBSFmTNnoqCgAJs3b8aFCxdgNpthMBgwfPhwEmBhRVl4pYRIJEJCQgLEYjEps2cpLy9Hc3MzZyY9TdN49NFHodPpsHv3bs52VFdX47e//S1eeOEFJCYm9nuc+iMYDKKqqoqUdptMJoRCISJm29rakJycjMzMzC9ViT0LRVGYOnUqPvnkE7Ls5s2bMBqNpKJiINxNz3zPwFPPCRd3QiqVEtPHzMxMNDY2wm63o7OzE3a7HXq9nmyX1+sl51UwGOR8B7Lin72PNclkg3sVFRXw+XxYvnw5cnNzI7Yj5PSg448fI2RzQpqeMOTvMxH0dW3o+OPHSPnLd3lTPB4engcKn5l/MPBinofnX4S+BH1LSwvOnDmDGTNmfCmERc+++f7K7Htm5VnxBIA4ogPdjvTsaKtQKASTyUTGU7Fl2UKhkGRka2tr4fF4OCW4CxYsiJiRfS+cPHkSf/7znyOylSNGjMCPfvQjXLlyBe+++y6MRiO5z+l0or6+Hr/85S+xYMECrF69OiJL3xOKopCZmYnMzEysWbMGNpuNmOhdvXo1IqARDsMwqKmpQU1NDbZu3QqNRoOCggLExMSgpqYGLS0tfT43IyMDS5cu7Tdz2RO1Wo3nnnsOAoEAb731FiwWC3ElFwqFkMlkpAVCIpFApVIhLi4O0dHRYBgGJpMpYpyfyWTC5s2bMXv2bOTl5ZEs65w5c6DRaLBp0yZOq4XZbMbvf/97PPnkk3dtjNfQ0EDOW7VaDZ/Px6laCAaDaG9vj2gJ+TIxZswYHDx4kHN+FBcXY/ny5QNex930zPfMzN+pMqQvAoEAtmzZAolEgtjYWMTGxiI+Ph4vvPAC/vd//5eMjmMf63Q6IRQKOYGj8O9DNhDBTl5gx0KaTCY8/PDDEQaB5g8Pw3OtDsLk2Pv2vUpRFIRJsXBfq4N502HEfu3h+/I6PDw8PDxfXngxz8PzLwQr6D/99FNOKXtdXR2kUikZ8/QguRcxH545Zk2zWEEYExMDr9cLt9sNl8tFTLPYi3SGYWC32+FyuVBfX88pzdVqtcjPzx+yfdyzZw/eeeediOXjxo3DD37wA0ilUhQWFiIhIQE7duxAcXExEUJOpxMMw+Dw4cOoqKjAiy++eEd37XDUajVmzpyJmTNnIhAI4ObNm6TXvj9xDgDNzc3ELVwgEECtVhNHejaokJKSgmXLliE3N3dQ55LJZMKnn36Kw4cPw+l0IikpCUKhEC0tLcjKykIgECCjytra2pCbm4u4uDhi3sfOpO/q6oLZbOZkCAKBAI4cOYKGhgbMmzePVH+MHTsWarUab7/9NqfCw+/347333kNjYyOWL18+qKqVQCCAmpoacpuiKOTk5KCrqyviNQ4fPoxVq1Z9KWbM90QkEmHixIk4deoUWXb58mUsWLBgwOXiQ9Ezf7di/ujRozAYDJxlTz31FEaPHg2BQACpVErOz0AgQDLwwWAQHo8HQqGQmN+Fj60EPs8+hUIhdHR04KOPPoJGoyHfEQFjJ2yfnIRAJYNAcn89SQQSEWiVDLZPTkKzcgY/h56Hh+eBwWfmHwxfvisIHh6e+0pMTAzmz58fcaF9/fp1XLly5QFt1ef0ZgDXF/31ywsEAjz88MOYOHEiKQ1mS9hZl/TwsmyKomCxWHDhwgXOa1IUhYKCAk7Z+93CMAzef//9XoX8zJkz8dprr5FgBptRf+KJJ/DUU09x5sSzs7bb2trw85//HLt37+53TF1fCIVCjBw5EuvWrcNvfvMb/OlPf8Kzzz6LsWPHcvqUXS4X6urqUFtbSzLfoVAIVqsVN2/eRHFxMWpra1FQUIBvfvObJAM+EGpqavC73/0O3/jGN7Bz506yfpqmkZiYCLFYDJqmSW90amoq9Ho92tracPHiRTKmjEWlUiEpKanXPuuamhps2rSJE7TIyMjAq6++2qsRXVFREf7xj39EtHL0R11dHSdQBnS798fGxnKqKNiRZ0VFRQNe9xfN5MmTOe+jz+dDaWnpgJ9/N2X2PcX8YMvsge7t3L59O2dZTk4OJk6cCIPBQF6DPa9omoZSqSQ/KpUKcrmc9Mz3dYHKHhun00nGXgJA17HLCFq6QGvVg972u4HWqhG0dKHr+OUv5PV4eHh4eL488Jl5Hp5/QWJjYzFnzhwcO3aMc4FdXl4OqVQ6aKOroWSgPfMMw6C+vp6zrGfZcrjju8PhQGNjIxoaGlBeXk4Mrtif6OhoXLlyBT6fj3PxnpGRAaVS2a9D+0AIBoP429/+hmPHjkXct3z5cjz33HMRApiiKFJtoNVqcfnyZZw5cwaBQIDMwpbJZNi1axfKy8vxta997Z6c9mNjYzF//nzMnz8fPp8PJ0+exJYtWyIEczhisRhxcXFQq9U4fvw4Tp48idGjR2PKlCkYP358r2ZygUAAxcXF2LdvH27evNnvNsXFxSE/Px/BYBAGgwHBYBAqlQoWiwVutxuVlZW4desWxo8fD51OR0a/JSUlwWKxRIhDu92Ojz/+GGPHjsW0adMgFosRHR2Nl19+GTt27MD58+c5j6+pqcFvf/tbPP/88xHmfT3x+/24detWxDFta2sDTdOIj49HS0sLQqEQEbqXLl2CUqnE5MmT+133g0Cj0WDEiBG4fv06WVZcXIwpU6YMKFhzNwZ499ozDwDHjx+PGIv45JNPgqIonDt3DsFgkLP9EomE01LDVuSwlTtsxp5939hyfADkeWwQigkEYdt3FhAL7zhHfqigaAEgFsK29yyiV88CJfxy+J/w8PD8a8Fn5h8MvJjn4fkXJSkpCYWFhZwyWqD7Yl0ikQyqdHsoGWiZfWdnZ8SFf3hmvidKpRK5ublITU1FU1MTpFIp3G433G43lEolXC4XTCYTpFIpuYhXKpWkT551Ub8bfD4ffvvb3+LixYsR9z311FNYtWpVv+IoJSWF9OpmZGRg//79MBgMcLvdYBgGcrkc9fX1+PGPf4xHH330nmemd3R0YP/+/SgtLYVMJsOkSZPgcrlgsVhgsVhgs9kgFAqh1+sRHR3NycAGg0GUlZWhrKwMQqEQBQUFmDZtGgoKCuD3+3HkyBEcPHjwjsGRcePGYdmyZRg9ejSqqqrQ1NQEjUaDlpYWeDwezvO9Xi/OnTsHtVqNWbNmkZGDWq0WMpkMRqMxIitcVlaG27dvY8GCBUhJSYFIJMLatWuRkpKCHTt2cISn1WrFH//4R6xduxYTJ07sc5tv375NJh+wxMfHk6CTWCxGfHw8xwcBAE6cOAGZTIbRo0f3e0weBFOnTuWIeaPRiNu3byMrK+uOzx0KN/vBivlAIIBdu3Zxlo0aNQp5eXkAut93AJzPByvWWcHO/rAXpmz/PEVRCIVCZGwiK/g7Ozvxhz/8AQDgazTA12wErbm79oC7hdao4GsxwtfUAUn60I3O5OHh4eH5csOLeR6ef2EyMjLg9Xpx4cIFzvLTp09DLBYjKSnpC9+mnmK+r8x8zxJ7mUw2IKftiooKIoDlcjlomsaMGTPwu9/9DiKRCH6/n7hWFxYWckZX3Q1OpxO/+MUvImabUxSFl156CfPmzRvQepKSkogAWbduHc6fP09aAtjAg9/vx+bNm1FaWooXXnhh0GPPzGYzPv30UxQXF0eM6VIoFFAoFMjLy8PMmTOhVCpx+fJllJaWRpSVswQCAVy6dAmnT5+G2WyGz+cjZcy99YmLxWLMnj0bS5cu5Zx7cXFxaGpqgkgkwrBhw6DRaOByuSJG4dlsNuzevRtZWVmYM2cOEYZJSUkwGo0RgSG73Y7t27cjLy8Ps2bNglgsxvTp05GYmIh33nmHIywDgQA2bdqExsZGrFixImKco9frxe3btznLEhISInwItFotJk6ciAMHDnCWf/rpp5BKpcjJyen1WD4oMjMzERsbywlAnD9/fkBifijK7AfbM3/q1CkygpJl9erV5G92HKXf74ff7+91m1jnenb7WbPM8N80TUMulyM+Ph5/+tOfyGfNV9uKkNsLYZxmUNt9rwjkEgQ7rPDVtvJinoeH54HAZ+YfDLyY5+H5F2fkyJHwer0oLy8ny0KhEIqKirBw4cJBjaIaCgZaZt9TzKelpd0xG+31ejlZRgAYPnw4Ll26RHq02VF2Y8aMgUqlIhf7bGZvMFgsFvzkJz+J2FaxWIzvf//7gy6tTkxMJGPzCgsLkZmZiQMHDsBisaCrq4vMpa+ursaPfvQjrFu3DtOnT7/jcbHZbDh06BDOnj3bZ/ZULpdjwYIFmDFjBun9nj59OjweD8rKynD+/HmUl5eT3v1gMAir1QqTycTpObdYLBAIBIiKioJarYZSqYRer8fixYsxb948Mh4wnJiYGBJoAbpN/L72ta+hoqIC+/fvj/ALuHXrFm7fvo1Zs2ZhypQpaG5uhlAohM1mg9VqjbjgYEv1Z82ahdzcXKSnp+PVV1/Fxo0bI0b5nTp1Ci0tLXj22Wc5QvPmzZsRxy4tLQ3Hjx/nLMvJycHIkSPh8Xg49zEMgz179uDRRx/ttX//QUFRFKZMmYK9e/eSZdXV1bBarcR8sC8Ga4AXDAbvqcw+FAph586dnGXDhw8no+MYhoHFYoFQKCRCPlyws+X1Pp+PCHeg21siOTkZ2dnZyMvLw5gxY5CcnNzr58pb3wYKAPUFmxqyr+eta4UK47/Q1+bh4eHheXDwYp6HhwdjxoyBx+NBdXU1WcbOaV+8eDGio6O/sG0ZaJl9b072d6KqqopTBk1RFKRSKce8SiQSIS8vD9/5znfg8/lgMpkgl8vvKFx60traih//+McRJdUKhQKvvfbaXQUHgO5sr0gkwo0bN5CQkICnn34ap0+fxuXLl4mgp2kaHo8Hb7/9NkpLS/HMM8/0KoocDgeOHDmCU6dORZSHs0ilUsydOxezZs2CTCbr9f6pU6di6tSpcDqd2LNnDz755BNcu3atz8AAW5rs9/uhVCoxbtw4ZGZm9rp+oDtTqtfrOVlus9mMlStXYvr06fjoo49I+TQLwzAoKipCSUkJ1qxZgylTpuDWrVtoa2uDyWSKOK+8Xi8OHTqE0tJSzJo1C0lJSXjppZewc+dOzvkBdJfT/+Y3v8Hzzz+PtLQ0uN3uCP+G5ORktLa2cgIHNE0jMzMTADBx4kS4XC4UFxeT+4PBIHbs2IEnn3ySY3j4oBk3bhwOHTpEKjAYhkFxcTEWL17c7/N6ZubvZNJotVojBP9gqkvOnTuH9vZ2zrLVq1dzXOjNZjMkEglxsA+faAF0fyfExsYiIyMDI0eOxOjRo5GTkzNgB/9gp+OBZacYhkGwc+BmjTw8PDxDCZ+ZfzDwYp6HhwcURWHy5Mnwer2oq6sjy71eLw4fPowlS5b0mjG9H/RWZh+eQWPpLTPfH4FAABUVFZxlSUlJEZk8sViM9evXg6IoSCSSu2o1qKiowP/8z/9EuKBHR0fj9ddf77e3fyDodDoIhUJSZTBnzhxkZWXhwIEDsNvtiIqKIlnRsrIy3Lp1i7jUA92Z+BMnTuDkyZN9lsiLxWLMnDkT8+bNg0Kh6Hd7Ojs7cfLkSRw/fhzNzc0AujPQdrsdNpst4jjExMQgLi6OrPfkyZM4efIkVCoVJk+ejKlTp2LEiBGczGdcXBxHzFutVng8Huj1enznO9/BlStX8OGHH0aU3jscDrz77rvIyMjA+vXrkZeXh5s3b6K6uhoWiyXi4sNoNOKTTz7BsGHDMHnyZKxZswapqan4+OOPOWLUZrPhT3/6Ex577DHIZLIIQZiZmYmjR49y1p2ens5xtJ8xYwbcbjdnioTf78fHH3+M9evXIyYmpt/j/kUhkUgwfvx4jjngpUuXMHfuXM7+9KTnRIE7iXm2BJ5FJpPd8dxjYRgm4rOcnp6OgoICclsgEKCwsJATnFEqlUhPT8fw4cORn5+PUaNGQa2+exd6xhcAHtR4T4oC4x/8VAseHh4enq8uvJjn4eEB0C1ACgsL4fV60draSpa7XC4cPnwYixcv7jNzOpT0zICxZa/hIt9ms0WMiruTmK+pqYHb7eYsa2xsjFjPqlWroNPpBr/hn3H06FH8/e9/j8hKx8fH4yc/+Qkx1LtXoqOjMWrUKFRWVsLn8yE1NRXPPPMMioqKUFVVBaVSScRUV1cX/vznP2P06NHQaDQoKyvrM2suFArx0EMPYf78+f2WOLNGd8eOHcOlS5ciMqpCoRAxMTGIiYlBIBCAz+eDWq1GMBjsdWwcu51Hjx7F0aNHER0djalTp2LKlCnIysoiAYxwQdjR0UEqMsaMGYORI0fi0KFD2LNnT0SlQW1tLX72s59hxowZWLNmDfLy8nDt2jWUlZVFnBfBYBC3b9+GwWBAZmYm8vPz8fLLL2Pjxo2c8yUYDOKDDz6ARqPB+PHjSQAlNTUVRqMxIlAyfPhwzm2KorBgwQK43W7ObHq3242tW7di3bp1d+Xmfj+YMmUKR8y73W5cvXoVEyZM6PM5PX0F+qr+YOlZxaLT6QZs5Hjp0iU0NjZylvVmLPkf//Ef2LJlC2w2GzIyMpCVlYWYmBhoNJo+z8vBQImFwIPKTjEMKBF/WcfDw/Ng4DPzDwb+W5+Hh4dA0zRmz56NQ4cOcbJkdrsdR48exaJFi4bkgrc/embmge5S+/DlPbPyEomk37LkUCiEq1evRizvmakfMWIEHnroocFuMnmN9957D7t37464LyMjAz/+8Y/vKePXG0qlEmPGjMG1a9fgdrshlUqxePFiZGZm4siRI2AYBmKxmDj1V1RUQCKRICMjI2JbBAIBpk6dikWLFvXbUtDS0oKioiKcOHHijg7/FEVh7NixmDNnDiZOnAihUAir1Yri4mIUFxf3O5aus7MTBw8exMGDB6HT6TBlyhQkJCRwxHx7ezunvUIsFmP58uWYOnUqtmzZgkuXLnHWyTAMTp48iUuXLmH16tWYNWsWCgoKcOrUKVRWVkZciDgcDly7do28znPPPYc9e/Zwxs85nU6YTCZYrVY89NBDUCqVyM7Ojpgfn5CQ0KswFwgEWL58ObZv3845r9kReuvWrftCgmh3IjY2FllZWZx9P3/+PMaPH9+n4B5sZr6ncd1Ag2oMw+CTTz7hLEtKSurVk+LkyZPo6uqCQCBAfX09pz0iKiqKBKBYgc/6NQwUOlp5T5Mk7gWKokBHfzEVVDw8PDw8Xw54Mc/Dw8NBJBJh/vz5OHDgAGdWs9lsxrFjxzB//vwIY6uhRCgUgqZpTua4pwlezwwcO4u9L+rr6zn74vf7OZlQoDsgsG7duru6EPd4PPj973/f6+i5SZMm4Xvf+16vQYqhQCqVkvFtrHlYTk4OkpKSsG/fPlRWVnJMxVgTwISEBKSkpICmaUyYMAFLlizp0+zQ4/Hg/PnzOHbsWISBYG/Ex8dj9uzZmDVrVoQg02g0WLx4MRYvXgyj0UiEfXh7R09MJhP27duHqKgoZGdnQ6PRQKPRwGKxwOfzRZR663Q6fOtb38K1a9ewadOmiD5qp9OJ999/HydPnsRTTz2F+fPnY8KECdi/f39Edpidb+9wONDR0YGCggLo9XqcO3cOgUCAZPVNJhM+/fRTPPHEE7Db7RGu7P251AuFQqxatQpbtmxBW1sbWW42m7F9+3Y8/vjj/Zazf1FMmzaNI+bb2trQ0NDQZ9tIz8z8YMvsByrmKyoqONsFACtXruz1s8y+v+z7IxKJIBaLQdM0ed96+h+oVCpotVoi7tmf3kS+ZFgCGABMKPSFmuAxwe7KGEl64hf2mjw8PDzh8Jn5BwMv5nl4eCKQSCRYsGABDhw4AKfTSZa3t7fj1KlTmDlzZq+jxYYCtlfd5XKRZT3NynpebPdXYs8wDMepHwDq6urg9/s5F/urV68e9Cg3oFsc/OIXv4jYJgB45JFH8PTTT9+3Y8UiFosxatQoXL9+ncyBNxqNyM3NhVwuR3FxMed4At3vpVQqxQ9+8INeZ6czDIOamhocO3YMZ86c6XOqAItIJMK0adMwd+5c5ObmDigoEhsbi+XLl2P58uVob29HcXExzp8/j6ampl4f39XVBY/Hg/b2drL9nZ2dmDFjBhITI0VMfn4+fv7zn+PTTz/F3r17I/ahoaEBP//5z1FYWIjHHnsM69atw7Vr13Dy5MmIknCn0wm32w232w2FQoEZM2bgyJEjnMd4PB4cOHAABoMBQqGQHAOVSoWEhP7HhYnFYqxZswYffvghLBYLWd7a2oqdO3di9erVEeL4iyYnJwcajYZTkXH+/PlBiXmGYfo8N3orsx8IPbPycXFxKCws7PWxWq2WGO2F7wdN0xCJRETcs78FAgG6urrQ1dXF+Yz7/X4wDAORSITc3FzMmTMHFEVBnJEIgUyCkMsLWvnFVVSE3F5QcgnEGbyY5+Hh4flXghfzPDw8vaJQKLBgwQIcPHiQI6YbGhpQXFyMqVOn3rdyUqlUyhGfd8rM9yfm29raOCKhvb0dJpOJY6w1cuRITJ8+fdDbeePGDfzyl7/kZP2BbmHwjW98Y8Az5IeCQCAAg8FASumB7sBIeno69Ho9Tp06hdbWVtA0jZiYGGi1WohEIvz9739HS0sLli9fDpqmezWz64+srCzMnTsX06dPH7BZWW/Ex8fjkUcewSOPPIKWlhacO3cOxcXFnEw1wzCw2+2kRcDj8eDq1avYs2cP0tLSiKt+eIWBUCjEsmXLMG3aNHz00UcoKSmJeO0zZ86gtLQUK1euxOzZszFs2DAcPXo0IkATCoXQ0dEBhUIBtVqN/Px8NDc3o7W1FV6vFwqFAhRF4caNG9BoNEhISIBAIMDw4cMH9FmRy+V4/PHHsWnTJk41RX19Pfbv34/ly5ff98BQfwgEAkyZMgUHDx4kyyorK4npYk96y1wHAoE+y9bvpsy+uroalZWVnGUrVqzos3ooIyMDt27dglwu54j5YDCIYDAYETgMF/ns9rOj61jq6+tBURTmzJkDcWocxMmx8Na3f6FiPmjtgmRYPMQp+i/sNXl4eHjC4TPzDwZezPPw8PSJWq3GvHnz8Omnn3JKZGtqaiCVSjFu3Lj78ro9TfDCL7C7uroiLvr7E/PhWXmfz4fr169zesKlUilxrx8Mp0+fxhtvvBFhcqZSqfCDH/wAo0aNGtT67pauri6cOHECp0+fJgGQuLg4jhBSKBRYtmwZOjo6cPv2bc7zGYbBrl27cOzYMcTExKCqquqO88BVKhVmzpyJOXPm3JeZ6ElJSXj00UexZs0aNDY2EmFvNBo5Yh4AGcXX0NCAhoYGbNmyBTk5OZg9ezamTJlCzqWYmBi89NJLqKqqwqZNmzgmj0C30eOHH36IoqIiPP7441ixYgWqq6tRVFQU8R47nU7YbDZIpVKkpaVBpVLBbDaTTC3wudt+eno60tPTB7zvUVFReOyxx7B582aOMV91dTWkUikWLFjwwHqyAWD8+PE4cuQI+T5g/Sh6y4T3VknQl5h3Op0R1SMDEfM9s/IxMTGYNWtWn49PS0sDRVFEoPv9fsTGxpK/fT4f/H4/+fF6vXC73WQOPQtFURAIBBCJRBAIBKRNhBLSUC+bjo7fbwUTDIGi73/whQmGAF8A6uXTQQnvXwsUDw8PD8+XD17M8/Dw9ItOp8PcuXNx5MgRjsi7evUqJBLJXc9L74/+Zs33zMqLxeI+ze/a29s5JdvXrl2DSCTiiKE1a9YMaoY8wzDYunUrtmzZEnFfYmIi/vM///OOJdVDgdFoxPHjx1FcXBxREm4wGBAIBBAfHw+JRAKdTofo6GiMHDkSEyZMwJkzZ9DS0gK32w2z2QyTyYRAIEDmufeWZe3NzO5+Q1EU0tLSkJaWhrVr16K2tpbMEg/fZ5VKxXGZr6mpQU1NDd5//31Mnz4ds2fPJoI6NzcXP/3pT3HkyBHs2rUrouqjtbUVf/jDH5CXl4cnnngCGzZswPHjxzlBkFAohGAwCKfTCZFIhJiYGKhUKtjtdvj9fiL83G43KisrUV5e3q/re090Oh3WrFmDLVu2cPazvLwccrn8rk0ahwK5XI78/HxOkKyiomLAYt7v9/dq6NezX14gENzxc1lbW4uysjLOsuXLl/drWCeRSJCcnIympibI5XLYbDa43W4olUpSXh8u3tlKCHYmPZuRZxgGNE1DIBCQzwaLau54mN89gKDZBqF+4N8td0vQbAMdo4Jqzvj7/lo8PDw8fcFn5h8MvJjn4eG5IwkJCZgxYwZOnDjBWV5SUgKJRIKsrKwhfb3+MvM9S59ZE7eeMAyDCxcukNvt7e1obW3lzI3Py8vD1KlTB7xdPp8Pb7zxBk6fPh1x35gxY/Dqq69Cqby/btKNjY04cuQIysvL+/3HqVarMXbsWASDQU4QRiaTYdy4cWhqaoooTw6FQmhvb4fL5YJer4dAICBmdrNnz74rT4Ghgp3dnpmZicuXL6Ourg5WqxWdnZ1Qq9URIwaB7vFp7Ki7YcOGYfbs2Zg2bRoUCgUWL16MKVOmYOvWrSguLo54bmVlJf7zP/8TM2fOxMqVKzF8+HAUFRWRvnmBQACBQAC/3w+73Y7ExESIRCIYjUZi4MgK/g8++ADV1dVYs2bNgI0QExMTsWrVKmzfvp1T0n3u3DlIpdJefQ6+KEaPHs0R801NTbBarRHimz1G4edfXyZ4PcV8TEzMHQNGPbPyKpVqQK0t6enpHDHPtjR4PB7O9lEURTLwDMNwAitisRhSqRQymQzz58/nVCkJY6OhXjUT5rf2QqBWQiC5fxNAQl4/gl1uaF9YBmFs9H17HR4eHh6eLye8mOfh4RkQw4YNw7Rp03Du3DnO8rNnz0IikSAlJWXIXqun4AnPntbW1nLu66vMu6GhgbiY+3w+XLlyBWq1mmTaZDLZoNzrrVYrfvWrX0W44APAwoUL8eKLL963bDXDMKiursaRI0d6ff1wRo0ahfnz5yMjIwNAdxl+VVUVrFYrTCYTLBYLgsEgCgoKAHRnVXtm9ru6uhAdHY3vfOc7mD9//gMt6+6NhIQEGI1GKJVKJCcnw+l0IiMjAyUlJXA4HL0+p76+Hhs3bsSmTZswdepUzJo1C8OHD8fXv/51zJo1Cx999FHEyEOGYXDixAlcuHABy5YtwxNPPIGjR4+SvnuJRAKJRAKxWAyj0Qi/3w+5XA632w2apokJntPpRElJCerq6vD0008PuDVh2LBhWLZsGfbs2cMJ3Bw/fhwAHpigz87Ohkwm47QBVFRUYMaMGRGPFYlEnM9vX7Pme4r5OwWOmpubI6ZHLF269I7BEoZhoFarYbfb4Xa74fF4EAqFEAqF+uyzZxiG9MmzFQMajQYSiQTz5s3DiBEjIp6jXb8AruJKeCrrIEpPuC+fIYZhEGgxQpafDu36BUO+fh4eHp7BwGfmHwy8mOfh4RkwOTk58Hg8KC0tJctYwTN//vx+Z70Php5juFgBwDBMRM93ZmZmxPNDoRAnK19RUYFgMAiVSkWWPfroo4iOjh7Q9tTX1+NnP/tZRK8+RVF4/vnnsXTp0vtysR4MBlFWVoajR4/2a0ZH0zQmTpyIefPmcd4D1szu1KlTiI6OjqgaKCgogE6nQ3FxMex2OxQKBXQ6HTQaDYRCIbZu3YpAIIDFixd/qQR9bGwsyfhSFAWlUonp06fj2WefRWlpKYqKinD16tVeLyz8fj9OnTqFU6dOISEhAbNnz8aMGTPw+uuv4+zZs9i+fXtElt/tdmPbtm0oKipCYWEhcnJyUFdXB6/XC7/fD51Oh0AgQH4kEgkCgQBCoRCkUimkUincbjcsFgv+9Kc/YdmyZZg9e/aAjumIESPg8Xhw6NAhzvIHKehpmkZubi4uX75MlvUl5oVCIUfMDzQzf6d++Z07d3LeX7lcjkWLFvX6WJvNhubmZvLjdrvR1dUFn89HzqNgMNivmKdpGhKJBHq9HgqFAgKBAAsXLuz1+wcABHIp9P/+GJpf+Qv8LUaIkmKH9DPEMAz8LUYI1Aro//0xCOT3Z/QlDw8PD8+XG17M8/DwDIpRo0bB6/VySrSDwSCOHTuGxYsXIyYm5p5fo6djN1umazAYOC7fAHot8b9x4wYRZK2trWhpaYFOpyMX06NGjcLkyZMHtC3nz5/Hn/70pwiXa5lMhldeeQXjxw99n6rP5yNz3cPHlPVEIpGgsLAQs2bNIiXOwWAQpaWlOH78OC5dukSOnUAgQE5OToRIGjZsGMaNGweJRIJjx45x9jMUCmHbtm2orKzECy+8MChvgfuJSCSCVquNmFKQkJCASZMmYdKkSTCZTDh58iSKior6PIZtbW3YvHkztm7digkTJmD27Nn41a9+hYMHD+LgwYMRWeTOzk5cuXIFSqUSw4cPR3t7Ozle4SLV7/dDLBYjJiYGHR0dCIVCkMlkRNTv2bMH1dXVWL9+fa/+BD0pKCiA1+uNaHN5kIJ+zJgxHDHf0tICs9kckVHv2b8+FGLeYDDgzJkznGWLFi0i0xScTidHvPf8zgC6xb/P5wNN0yTwwo7NEwqFkMvlkEqlsNvt8Hg8oGkaer0ecrkcNE1j8eLFfY7kY5GNzkTcK0/A8N8fDqmgJ0JeLELcq09CNrr3gAIPDw/PFwmfmX8w8GKeh4dnUFAUhQkTJsDj8XCy5H6/H0eOHMHixYsHJFD6o6eYZ/9B3Lx5k7M8Ojo6Qjz4/X4iMtxuN65cuQKxWAy5XA6g+yL+iSeeuONFdTAYxKZNm7Bz586I+2JjY/GjH/1oyJ3cnU4nTp48iRMnTkQ4e4ejUqkwe/ZsFBYWkv1qaWlBUVERioqKeu0fD4VCqK6uRmpqKtLS0hAVFUWM8SiKgkwmw//3//1/eP/994kzN0tVVRX+67/+C8899xzH6OtB8v+3d+fxUdXn/sA/Z5l9y0wySxZCFsISQkgAEYhcFoWiCBXtD3GpvXax2l5fVa+39nr7sn35x12sv7ZX297Wn/darWhr1dtWbQsKAgJlFQ1bCJB9kswkk8y+njPn90d6TjPZCCELkef9euUlzEzOmTkTyTzf5/k+j9PpzAjmu7q6IAiCstUhJycHd9xxB7Zs2YLa2lp8+OGHOH78+JCd+kVRxOHDh3H48GHk5ORg9erVeOKJJ7B79+6MbSUWi0Upm29oaIDVasWqVatw8ODBQR9iGIZBKBSC0+mE3+9HLBYDwzDQ6/XQ6XRoaWnBf/zHf+Cee+5BeXn5JV+vvPg0VEAvSRKWLl066ms3HoqLi2EwGBCJRJTbamtrsWbNmozHDdx6Mtoy+5GC+d/97ncZ7yPP8ygvL8fevXvR1taWMXJuOHq9Hn6/HxzHKXvjLRYLTCYTVCoVJEmCx+NBPB4HwzBwOp3Q6XTKqMOCgoJLngMAzOv73hfPs68j1dgBPt9+RXvo04kUhL9m5J3/dDfM66audwIhhPRHwfzUoGCeEHLZGIZBTU0NEolERvl3LBbDzp07sXHjxiE7Vo/WcJn5CxcuZNw+a9asQUH5qVOnEIlEIEkSTpw4gVQqBafTqTxu69atlyyv9/v9ePbZZ3Hq1KlB982dOxf//M//nDEe7Up1dXVhz549+Mtf/jJoDFp/drsdN910E5YuXQqVSgWPx4MdO3bg4MGDg3oJDMXlcqGmpgZVVVXweDwZAVEsFkNHRwceeugh7Nu3D++++27G94bDYTz33HO48cYbsXXr1kFbISabw+EAwzDKh4d0Oo3u7u5BWz1YlkVVVRWqqqoQCASwb98+7NmzJ2N+fSqVUrKvXq8Xb775Jt566y1UVVVhy5Yt+PTTT9HU1DRokaqpqQknT57EvHnzMgJblmXBcRwkSUIgEIBOp4NOp1MqBBiGgclkgiiK+OUvf4lly5Zdsgs7MHxA/+GHHwLApAb0HMdh/vz5GfvWT548OSiYH01mXhCEQdUTwwXzPp8Pu3fvRjQaRTweRzwex6xZs4ZsSjkSm82GZDKpLLrI779arYYoivB4PEgkEmBZFk6nE1qtFmq1Gps2bbrsaRXm9UuhcmXD++M3EDvVAM6kB5dtuayxdZKYhugLQAzFoKsohuORrZSRJ4QQQsE8IWRsWJbF6tWr8f7778Pj8Si3h8Nh7Nq1Cxs2bBhzQ7iBAbocdF5qv3w8Hle6bF+4cAHd3d3KnmUAqK6uvmRJ8tmzZ/HMM88Mmd1btWoVvvnNb45LICuKIk6dOoV9+/bh3LlzIz525syZWLduHSorK9Hd3Y333nsPBw8eHHQ9hqJSqbBixQrceOONKC8vV66t0+nEmTNnMhYPBEHAuXPnsHTpUpSXl+OFF14YlOXftWsX6urq8OCDD446OzkR5DL2/n0MPB7PiH0bLBYLNm3ahFtvvVWZIX/w4EH09PQoiwKhUEjpUn7ixAmcOHECFosFDodDKZ8HoATqGo0GnZ2d4Hke2dnZSCaTgwJYObubk5MDv9+vBLQcx8FiseDTTz/FhQsX8Pd///dwOBwjvu6rKaCvrKzMCOY7Ozvh9XozXsPAfwOGCua7urqU5nIyu92u/FmSJITDYZw9exavvvoqGhoalPeLZdlRjcfU6XTIz89HQUEBCgoKYLFY8NFHHym9FeLxOKLRKIxGIzwej1KC73Q6odFooNVqsXnz5ku+P8Oev7IUM55/FL7tOxF4ey9STZ2AmgdnNYHVa8CwgwN7KZ1GOpqA2BsCkgI4mwnZX70V2feupz3yhJCrDmXmpwYF84SQMeN5HjfeeCP+9Kc/ZQS/3d3d+Oijj7B69eox7REd2IgqnU4jHA5nZFOBvq7a/X388cdIJpPo7e1FXV0dACj7vLOysnD33XcP+3wkScJ7772Hl156KWMUmPw6v/KVr2DDhg1XvOc1EAjg4MGDOHDgwJDl8P2Vl5dj3bp1MJvNOHToEF577bVRBfBA37VZu3ZtRil+fyaTCVVVVThz5kxGB3hJktDU1ASbzYannnoKv/rVrwbN8na73Xj66aexbdu2UTdymwhOpzMjmPd6vSM2MpMxDIN58+Zh3rx5WLduHX7961+jtrZWKfWWx8+pVCro9XqIoojz588jnU7DZrMhJydHuV3epy0IAjweDzQaDWbPnp2xBQDou67RaBQGgwHJZDKjE7xarUYqlcLPfvYz3HTTTaipqRnxml5//fVgGEYJ4GUffvghJEkadT+IK1VUVASj0aj8/EiShE8++QQ1NTVIJpNIJpMIhUKIRCJKx/iGhoaMqop0Oo2zZ8+is7MTHR0dUKlUcLlc6OnpQTKZVLLvp0+fxtmzZ3HkyJGMD4xlZWVD/nyr1Wrk5eUpwXt2dvaga1pcXIza2lrl+xOJBDo7O5FKpcDzPJxOp7JF5/Of//wVj2ZkDVrYH9gM65a/Q2j3cQTeOYCkuwuit1e5fmAY4K979wGA0WugKXLBsqkGprWLafwcIYSQDBTME0KuiFqtxrp16/Dee+9l7J9tbm7GsWPHxtSca6gy+4El9mq1OmMcnjyCTRAEfPzxx5AkCQaDAWq1GgzD4P7771cCr4Hi8Th++tOfDlmqm52djW9/+9uYM2fOZb8OmSRJqK+vVzKBQ+3blsk9Caqrq9HY2IgXX3xx0GsfjtlsxqpVq7BmzZpR7efXaDSorKxEfX39oD3LPT09iEajuP/++7FgwQK8/vrrGfudU6kUfvWrX+HkyZP48pe/nDEpYLLI1QUyURTh8/kuK3tqMBiwcOFCzJ07F+fPn0dDQwOam5shiiJSqRQCgUDG6LKenh74fD6l/Lr/SDNJkuB2u9HS0oLy8nLo9fpBe8RTqRQYhhm03xzoq6LYs2cPzpw5g7vvvnvQ9IH+5Az8wIBezthPRkAvN1XctWsXUqkU0uk03nnnHYRCISUYDQaDGa8zKysLoiiCYZiMrQidnZ0QRRGiKKKtrQ3f/OY3UVlZiRtuuAFlZWXo7OxU/v+WMQyDiooKAH0LgHl5ecjPz8eMGTOUiQcjycvLg1qtRjKZhEajUaYT8DwPl8sFlUoFo9GI2267bdSTL0aDt2fBeueNyLpjNZKtXiQb2pFobIfoD0NKCWBUPLgsIzTFeVCX5EE9wwGGH3mBihBCphpl5qcGBfOEkCum1+tx00034Y9//GNG8HL69GmYzebLDoQHZtCGGklXUlKSUcJ79OhRiKKIkydPIhKJKA2tgL458AOz+LK2tjb8+7//+5Cj3xYuXIjHHntszPvjo9EoDh8+jP3792dsRRiKXq9HeXk5VCoVamtr8Yc//GFU5zAajVi+fDmWL1+OioqKS2alB+I4DnPnzkVraytaWloyfhnH43HU1tZi7ty5+N73voef//zng67TJ598gqeeegoPPPAA5s2bd1nnvlIajQY2my1jv3VnZ+dlBfNySTzHccjJyUFOTg6qq6vR0tKChoYGdHd3QxAESJKklIJrtVo4nU7Y7XalUaFarYYgCEpVx5kzZ8CyLObMmQOO4wa9L5IkQavVIpFIZFxzhmHQ1dWFn/70p1i7di2WLFkybJZ+6dKlYBhG6Wovm8yAnmGYjAkI4XAYwWAQRqNRGfkmXxNJkhAMBpFKpSBJEnJycpReB3KQHovFYDQawbIsTp8+jVOnTsHlcsHhcKC+vj7jvFVVVVizZg0KCgrgcrkue1sPx3EoKipCfX099Ho9EomEUhnA8zwsFgs+//nPX3FDz+EwPAdNcS40xbkwYfynYhBCCPnso2CeEDIurFYr1qxZg/fffz8jODl06BAMBsNl7a8eKjM/sMFb//3y3d3duHDhAtxuN1pbWwH0BbkqlQpFRUW45ZZbhjzPgQMH8Pzzzw8aOwcAX/jCF3D33XdfMrs3lNbWVuzbtw/Hjh0btnu3zOFwwGQyoaOjA++8886ojm80GrFs2TKsWLFiTAH8QAzDoLCwECaTCefOnct4znJVhMPhwJNPPon//d//xfvvv5/x/X6/H8888wxuueUWbNmyZcy9EsbC6XRmBPPyKLjRvm/yHvj+AbNWq0VpaSlKS0vR09OD+vp6NDY2IplMIp1OI5VKKcfX6/UQBAGxWAzHjh2DwWBQZpHLJeRyybfJZMp4XizLKpnhgXvGBUHAzp07cfbsWdx8880Ze8j7kytfhgroJUnCsmXLRnUdxkpu7hcKhZTxbmfPnlUqQ0RRRDKZRCqVQjKZhM/nw6JFi8BxnNI5Ph6PK69drq4IBoPIycmBzWaD2+3GsWPH4PP5lG0ORqMR3//+95Gfn39Fz7+4uBj19fVKpYTT6QTP87BarbjtttuGreYhhBCSiTLzU4OCeULIuMnLy8OKFStw4MAB5TZJkrBnzx7ccssto55BPzATmUql0NTUlHGbnGmXJAkHDhxAJBJBbW2t8v0WiwUajQb333//kE24XnnllSGz3waDAd/61rcuu5GYPBLvo48+QnNz84iPTafTsFgsCIfD+PTTT0d1fKPRiOuvvx41NTWYP3/+hATMVqsV1dXVqKurQzAYzLjP6/UiEongtttuw/z58/Hf//3fg+Z3//GPf8SZM2fw4IMPwul0jvvzG4rT6cTZs2eVvwuCAJ/PN2zwO5AczPcPpOVGdnJDtOrqalRWVsLtdqOpqQmhUAgWi0XJOrMsq+yn7+zsRHd3N3Q6Hex2u9KVvampSblNHgcI9GWH5WBYLvHu//Pf2tqK7du3Y9GiRVi0aNGQpffDBfR79+4FgAkN6AsLC5GXl4cLFy5AFEVIkgSv1wubzaZMCYjH48qHPIZh4PP54HQ6lWaBXq9X2UMv/zcej6OtrQ0dHR2wWq3w+XyQJAk+nw89PT2oqKhAT08P8vLyrqhnQ2FhIViWhUqlQm5uLliWRU5ODjZv3jzkXnxCCCHkakLBPCFkXJWVlSEUCimBNdAXYH3wwQfYuHHjqDJdA7OqPp8vI1vMMIySmT9//jw6Ojrw8ccfK4+xWCzgOA7btm0bFNT19PTg2WefzdhrLSsqKsITTzxxWaOnvF4v9u/fj0OHDo04G17OvkqShN7e3kuW3QN9AfzSpUtRU1ODioqKScl4azQaLFiwAE1NTXC73Rn3RSIRfPLJJ5g9ezaefvppvPjiizh9+nTGY5qamvD9738fX/nKV7BkyZIJf75arRZZWVkZzQQ9Hs+og3m5zF6eNS43ZdNqtWAYBolEQtnjXVhYiNLSUvj9foRCIUSjUYiiCEEQ0NzcDI1Gg3nz5sHj8aCrqwstLS1obW2F1WpVFjdaWlrg8/mQk5OTsQ/bZDIhkUigt7cXOp0uoyN+JBLBwYMH0dLSgqqqKsyZM2dQx/ypCuhnzJgBm82m7DeXqxQ8Ho/SJFC+tjK/3w+Xy4VkMgm9Xg+fzweGYZTHSpIEm82mjJ9zu92Ix+PgeR4ajQY8z0MURTz99NPIz8/HzTffjFWrVilTKy6HRqPBokWLcOzYMbAsC5fLhVtvvXVMxyKEkGsZZeanBgXzhJBxV11djVAohMbGRuW2aDSKXbt24eabb77kPO2BwfzAwDcvLw96vR7JZBKHDh1CfX29UmrN8zxMJhOuu+66QXuGT58+jR/84AdDdpFfs2YNHnzwQWg0mku+Pnlv/kcffTTiWLlkMgm/3w9JkhCLxZRmfCOVgBsMBlx//fVYsWIFFixYMKkl6zKWZVFSUgKz2Yz6+vqM7v6iKOLs2bPIz8/Ho48+ivfffx9vvvlmxmPkhoLr1q3D1q1bJ/w1OJ3OjPe0q6tLyfJeCsdxSmadZVllwQWA0nuB53nlePIxTSYTjEYjksmk0kVf7lafn5+PnJwcdHZ2ore3Fz09Pejp6YHBYIDL5YIkSYhEIkqzPrl5oEajgcPhQEdHBziOU/aOA33Xvbm5GaFQCE1NTSgvL0dRUVHGz9JIAb1ccn8lWexUKgWv1wuv1wuPxwOPx6MsashNAmWBQAB6vX7I88lZ9lQqhWg0CkEQwPM80um0EsxbLBYUFxfD7/crC0aCIEAQBGi1WoTDYWg0Grjdbrz44ot47bXXsGbNGmzevHnUFUCyZcuWoaioCKlUCvn5+WPaWkMIIYRMBQrmCSHjjmEY1NTUIBKJwOv1Krf39PRg7969WLt27YgfmAfe1/8YADBr1iwAwLFjx+B2uzMaY1mtVuTk5ODOO+9UbpMkCb///e/xyiuvDOokz/M8vva1r2H9+vWXDHTksXL79+9HIBAY8jHyaLxwOAxBEGAwGMBx3IiLBHIAv3z5clRWVk5JAD8UeQRbXV3doM7rbrcboVAIq1evxty5c/GLX/wCnZ2dGY95//33ceHCBXzjG99Qys0ngsPhyFhUSSQSCIVCo2pcxjAM1Gq1sm9bFEWk02lltFr/x1ksFgQCAahUKqUrvVarRU1NDWpqalBXV4fe3l74fD5oNBrMnDkTDocD7e3tyoi2ixcvorW1VWmgFw6HYTKZ4HK5oNfrwbIs8vPz4ff70dLSAqfTqVQJAH3/D4VCIQQCATQ2NmL+/PlwOp3K/ddddx0YhsGuXbsyXue+ffsQjUaxdu3aEX/OJUnCyZMn4fF4kJ+fD0mSlPnx/ccA9qfT6WCz2eDxeJRgPBgMDtpqoVKpoNFooFarldfU29urlLn370XQP0uv1WqhUqmUvfc8z6OlpQVutxvZ2dlKw8P33nsP+/fvx49+9KPLnq7gcrku6/GEEEIyUWZ+alwdnxgJIZ85PM9j7dq1eO+99zL2Vre1teHIkSPKrGyZJIhItniQbGgHf/oiZu67CEYUIXEc0r4wgkYefgOPoJ5DWVkZenp6cOLECRw/flz5BaLT6WAwGPDlL39Z2e8aCATw3HPP4fjx44OeY05ODp544olhO90DoxsrJwfwvb29SKVSMBgM0Ol0IwZNer1eycBfTQH8QHq9HgsXLsSFCxcGLaoEg0F8/PHHKC0txVNPPYVXXnkFhw4dynhMY2MjnnrqKXzta19DdXX1hD1HvV6fsc2hq6tr1F3I5SZs8vuVTqcHNUWUmwzKizRAX4CfnZ0No9EIhmHwwAMPID8/H6dPn8bu3btx9OhR6HQ6lJaWIhwOo729HdFoFMlkEq2trXC73bDb7XC5XMo+/NzcXGg0GmRlZcFgMKC+vh4cxyE3N1epaJF7SASDQQQCAbhcLlRWVir76eXtDQMD+mPHjiEWi+Hmm2/OaJooSRJCoRA6Ozuxe/duNDQ0KFtWZsyYofQVGA7DMMjPz88I5uVFkfz8fCSTSajVauWcKpUKoiiC4zhlJKL88y+/B3KFhFyVI/cWyM7ORk5ODrxeL+LxuFIpIGfyA4EAPv30U9xwww2jeu8JIYSQ6ezq/PRICPlM0Gq1ygz6RCKh3F5XVweTyYT58+dD6PIjtOs4Au8eQLKtC+lYAgyAGZEoEskEWDBwMQxisSBSHIO4WYuS834cadqN2tpaxGIxAH1BgNVqxcaNG1FSUgIAqK2txY9+9CP09vYOem7V1dV47LHHhs3gXWqsXP8APhqNQq/Xw2AwjBiU6/V6ZQ/81RzAD8RxHGbPng2LxYKLFy9mLGiIooj6+nrk5OTg/vvvx5w5c7B9+/aMeeCxWAzPPfccPve5z+ELX/jCuL9uhmFgt9szGg92dXVlTDwYiRwky1lhQRAyfl6Bvveuu7tbGasmZ+VzcnLA8zyWLFmiZIgrKipQUVGBYDCIffv2YceOHQD6+kkEAgF0dHQgkUggnU4r5epWqxUulwt+vx/Z2dnKnPPy8nK0t7fj9OnTyMvLQ3Z2thIUy1n6aDSK7u5ulJWVYfbs2eA4Thlp98EHH2S8jtOnTyMUCmHp0qXw+XxKyXwsFoPf71eCa3nbgd/vv+SoP57nUV5ejo6ODgQCAbAsq+yft9lsg6pYIpGI0q2+q6tLOQbwt0UTURQRiUQGVYTk5ubCarUiKysLdXV1SCaTYFkW2dnZ4HkeLMsqnfQJIYRMHsrMT43p8UmSEDJtmc1mrF27Fjt27MgIAo/v/wuMO2uR2nEMYk8IUPPgrCbwTisYloUagJSWAAZgAPi6fRDCUeSDR+9P3oY+HsYMPgCPA0hxDMxmM+bOnYsNGzZAFEW8/vrreOutt4b85bJ161Zs27ZtUDm/JEloaWnB/v37hxwr1z+AD4fDUKvVyj7o4bLwcgC/YsUKLFy4cNoE8AMxDAOXywWDwYC6urpBmevu7m6EQiFUVVWhuLgYP/vZzwZl8nfs2KGU3dtsNnR3d6OtrQ0ajQYlJSWj6lcwnIHBvN/vVzLClzKwo/3A18ayLJLJpFJhwjAMVCoVrFarUmFhsVgGHddsNuPWW2/FzTffjKNHj+K9997DxYsXYbFY0NPTg87OTuVnTP65kn+eenp64HA44HA4kJ+fD6vVirNnz8Lj8aCwsBBmsxkMwyCVSqG5uRlZWVkQBAFutxsLFy6E3W7HokWLIEkS/vznPyvbBlKpFDo6OvDpp58iNzdXCZ4jkYgSyMsj+LRaLUKhUMYCglyN4HQ6lS+r1QqWZaHX65X+CXLn+VAolNG/QO4fEQgE4HQ6lU728vH7B/MDF9HkioVoNIoLFy4o3fBLS0thNBrBcRy+/vWvY8aMGZd8zwkhhJDPAkaiZRRCyCRoaGjAvn37AAC6tl44d9fB2h2D3m4Fl20Bw42+6ZQkptFx9gLiPj/aDcCBQh66ylJ897vfhSiK+OEPf4i6urpB32exWPDoo4+iqqoq4/ZgMIijR4/i8OHDaG9vz7gvHo/D7/fD7/cjHA6DYRilnH+4QFEO4JcvX46FCxdesuHfdCMIAhoaGoasWGAYBnl5eXA6nXj55Zdx9OjRQY8xGAy49957IQiCsthiNBqxcOHCMTcfE0URu3fvzmjEV1lZiby8vEt+74kTJ9Da2qrsa5dLwIG+4FOlUqGnpweCICj7u3meR0VFBZYtWwadTjeq5yhv2fjTn/6Eo0ePQhRFdHd3w+PxZDxvoG+Bwel0wuVyIS8vT+nO73a7cfHiRZjNZsycOVPpup5Op8FxHGw2m5KhTqVSSKVSiEQi6OzsHLSwpVarYbVa0draCr/fj5ycHGUuPAClq/6cOXOwdOlSZZ//cAtSXq8X//Zv/6Y0I0wmk5g/f74SaAN/2wtfVFSEJUuW4Be/+AW8Xi/a29vR0dEBhmHg8XhgNpuVhQBZQUEBtFotGhoalMWGsrIyaDQaGAwGPP7446ioqBjVe0EIIWR8jbRlcTycP39+Qo8/XU3PFBEhZNopKSlBKBTCxVffg+v9M+BiKfClBeAtl9eoCgAYjoVjbgkunq1Dvj+GL7TycG2rwblz5/DTn/50UGku0FdW/61vfUsZB5ZKpXD69Gn85S9/wZkzZ5SgQd4/HAgEEAgElCwtz/OwWCxKk7KBdDpdRgb+sxbA98fzPGbPng2bzYbz589nlNRLkgS32w2/34/77rsPc+fOxWuvvZYRrIbDYTzzzDNYvHgxrr/+eqjVaoTDYbjd7jFnVTmOQ3Z2dkY1QFdX16iC+f6ZeXmvN8dxyt7vZDIJQRDAcZwSyBYXF2PlypWXVWnBMAzmzJmDOXPmwOv1YseOHdi9ezeys7OVcXbyz2H/ffUtLS0oKChAUVERnE6nUh1x7NgxZeFEznxHIhFotVoYDAawLKtkzPPz89He3p5RHRONRlFbW6tUB4TD4YymdRzHweFwQBAELFiwIGOf/VAcDgdmzpyp9AXgOA4+nw86nS6jsR3HcUgkEpAkSSmzl++Xr2cwGBx07dLpNC5evAhJkmA2m1FSUgKe5+F0OvHkk0+O6r0mhBDy2VRbW4vnn38en3zyCVKpFGbNmoUvfelL2LRp06i+//Dhw7jvvvuGvf83v/nNoGTQ1YCCeULIpCnqjIP7SwtSLAfVnFzoRzFzfjg8z2POgoq+xmXeAKIv/BG/03Yjkp0ZaHMchy9+8Yv4/Oc/D6BvzvehQ4dw7NgxpWGaIAgIBALw+/0IBoMZgWf/LPzAUnqdTofrrrsONTU1n/kAfig5OTkwmUyor68fNO4vEong008/xdy5c/Ev//Iv+NnPfpZRxi0IAg4fPoyGhgbccsstcDgcaGlpQXZ2ttK8cCzPp38w393dPaoRdf1nzffvoi4vUsgzzuVg1mazYcOGDVe0ZcLhcOCLX/wibr/9duzZswd//vOf0dHRAY/Hk9E1Xt5X7/V60djYqOybd7lc0Gg0aGlpgcfjQUlJidL/IR6PI5lMwmg0QqPRgGEYaDQaFBQUoL29XXld7e3tiMViSvVBKBSCRqNBbm4uYrGYUqUQCoVw7tw5lJeXX/J1VVZWwu12o7u7GxzHKUG5vBiSTqeV69bT0wNRFMGyrHKbWq2GJEnKmD+gb4GI4zilasZut2PGjBlgWRbl5eV4/PHHL7t7PSGEkPE1lcXehw8fxle+8hWoVCps3LgRJpMJO3fuxOOPPw63240HH3xw1MdaunQpli5dOuj2q3XqCQXzhJBJEau9CO///TVUDAv97KIrmnfdn1arhTRDg86jtVgliAhqgE5jX0DvdDrx+OOPw+FwYPfu3Th06BA6OjogSZJSPh8IBBAOhzOOyXGc0tBuYDZSq9UqGfiqqqprLoAfSKPRoKKiAu3t7WhqasrI/MqZVKvViieffBKvvvpqxiKKKIpob2/H9u3bsWnTJsyaNQvnz59HZWXlmH4+5FJ0WSqVgt/vh9VqHfH75Mx8/xnzcqM7SZKUDDfQN19+1apV49L7QBRFJBIJzJkzBzabDUeOHMH+/fuRTCaRSCQG9WzoP68+Ly8Pubm5mDVrltIgz+FwYMaMGVCpVEin0wgGg9BoNDCZTFCr1XC5XFi+fDmOHTuGffv2KdskBEFAKpWCWq2G3+/H/Pnz4fP5EI/HEQgEYLPZcPz48VEF83PmzMEHH3wAg8GASCSCVCqFRCIBlUqlXFuVSgWWZeF2u5XrynGcEtTLe/YBKIG9TqcDx3EoKCiAw+EAwzBYvXo1HnjggWv+/0FCCLmWCYKA7373u2AYBtu3b1d+V33zm9/Etm3b8Pzzz2PDhg0oKioa1fGWLl2Khx9+eAKf8fiiYJ4QMuHSkTi8P34D6UAEquLccQvkZQzDQLAaoO1IYGWLiN/NYXD9qpW44YYb8MEHH+DMmTMQRRHhcFjZ/95/hrh8DJ1OB71ePygLn5WVhcWLF2PJkiWoqqoaVVO1a4k8miwrKwvnzp0btM1Bbhi4detWWCwWvP3225AkSQnYYrEYfvvb32LlypVYsWIFOjo6xlQyrdPpYDQaMxZnurq6LhnMy8GgvKVCDjrlTD3LsmCYviaLLpfrsrulC4IAv9+Pnp4e9Pb2KkG53+/PyGRwHIdVq1ahq6sLdXV1aGxsRDweVypF+pfSnz9/Hs3NzcjNzUVBQQEsFgs6Ozvh9/tRVFSk7G1nWRaJRAI2m03JvtvtdqVqQd5KIJe/MwyDhoYGFBYWKsG81WpFe3s72tvbL/m+5OXlwWg0Ip1OIxaLIZ1OIxwOw2q1Ku+3fL37l9JzHKf0Ikgmk8rzikajyvaGkpISZZvMXXfdhS1btoz7vyWEEELGZqoy84cOHUJLSwtuv/32jEVno9GIb3zjG3j00Ufx9ttv47HHHpuS5zfRKJgnhEw43/adiJ9qBF9gn7AP34VFM+EGg5k9YdyuLcAJrxcvvfSSsvc9EAgMOSNerVZDr9dn7OsF+vb4ywF8aWkpBQ2jYDAYsHDhQjQ3N8Ptdmfcl0qlcPbsWdjtdtx555343e9+h2AwqJS0S5KE/fv3w+12Y/PmzbDZbEpzt8tht9szgvnu7m7Mnj17xO9Rq9UQBCFj7z/DMGBZVsnMZ2VlQa1WY9GiRYN+FtLpNKLRKEKhkPIVDocRCoXQ29s7aDTbaF6D3W5HdXU1zp07h7q6OoTD4UE/v8lkEs3NzWhtbUVeXh7mzZuHQCCAtrY2+P1+zJw5EwaDAaIooq2tDcFgEC6XC6dPn0ZJSQkuXryYsfAi73Pv7OyEw+EAz/MQBAHhcBgmkwnHjx+/ZDDPMAzKyspw4sQJmM1m+P1+hEIh2Gw25VoyDAOGYTLeJzmYj0QiyuuMRCLK/vi5c+dCr9dDpVLh4YcfxvLlyy/rmhJCCPlsOnLkCADghhtuGHRfTU1NxmNGo6mpCa+88gri8Tjy8vKwYsUK2Gy28XmyE4CCeULIhBK6/Ai8vResSQdWM3HlsCqVCkVlpWg/dQ6W400454nCkxzcCA/4Wxm9Xq9XyqVVKhWqqqqwePFiLF68+Kr+h/tqxnEcSkpKYLVaUV9fr1RAyOXSqVQKOp0Ot912G/bu3asE/YIgIJ1Oo7m5GS+99BISiQRuvfXWy15EsdvtaGxsVP4eDAYRj8dHXBhQq9VK6T/Q14yN4zjEYjFwHIesrCxIkgSj0Yju7m40NjYqwbocuE9ERsJut2POnDm46667cOHCBezatQsNDQ1IJBIZj0un02hra0NbWxvsdjsKCwsRCoVw5swZOJ1O5OXlQaVSIRgMoqurC/F4HDabDWazGY2NjUpjvHQ6jVQqBYZhcObMGZSXlyu9JEwmE+rq6rBmzRoYjcYRn/fs2bNx4sQJaLVaqNVqZfa8nP2XJAn5+fmor69XvkcO5vtPSJAkCRqNBgsWLIBarYbFYsETTzwx4R2TCSGEXL6pysw3NTUBwJBVcxaLBVarNWN07aW8++67ePfdd5W/a7VaPPzww/jqV796xc91IlAwTwiZUKFdxyH2hKAqmpzGId5kBPpIAsXdKXjMf7t9qDL67OxsLFmyBIsXL1YCBjI+rFYrFi1ahAsXLqC7u1sZkwb0Be4qlQqf+9zncPHiRezfv18JJkVRRCQSwYsvvohAIIB77rnnsgL6rKwsJaMs6+7uRkFBwZCPlyRJGd8mZ4TlTLtc3i6PJAwEApf1gWC0DAYDbDYbrFYrbDab8uf+I+/Wr1+Pr3/96zh69Cj+53/+B8eOHVO2BfTX1dWFrq4umEwm2Gw2dHR0oKenB4WFhcqMdrkpIMuyKC0tRV5eHi5cuICenh4lOx+NRtHS0gKr1YpEIoFYLAadTocTJ05g5cqVI76esrIy5T0zm83weDwIh8MwGo1gWRbpdBpFRUXo7OxUvofjOAiCkFEpII/FU6vVKCwsxHe+851BfREIIYRc2+Qqr+EaoRqNxozfN8Ox2Wz49re/jdWrVyMvLw/BYBCHDx/Gs88+ix/84AcwGo3Ytm3buD738UDBPCFkwkiCiMC7BwA1f1lz5K8Ey/MQGKA6pMYRUxK8Rg2DwQCtVguO4zBr1iwsWbIES5YswcyZM6l8fgKpVCrMmzcPXq8Xx44dA4CMSQEMw2D27Nmw2+3YsWMHent7lb30LMvizTffREdHBx566KFLZoNlLMsiJydH+cUtSRKam5uVngkDS+HD4XDGvHsAGQsPMrVaPeRIwsthNBqVYL1/8K7RaEb1/RzHYdmyZVi2bBnq6+vxwgsvYPfu3UMG9aFQCMFgECqVCkajEdFoVBlR178ZHfC37RFutxsXLlxAMpmEVquF1+uFWq2GTqdDIBCATqfDJ598guXLl4/YAFCv16OgoACtra1QqVTQ6XQZjQjlLS39Kwx4nlcmIjAMA7VaDZPJhOzsbFRXV+ORRx4Z85QDQgghE28qu9mPh7KysozKL51Oh82bN2Pu3Lm4/fbb8fzzz2Pr1q1X/FlgvFEwTwiZMMkWD5JtXeCskzc2asaMGWgOn4ddlDDb4kAyx4jq6mosWbIE1dXVSgMtMnni8TiMRiMikYiSeZWbrUmShKysLGzZsgV79uxBQ0ODMh4unU7j8OHD8Hg8ePjhhzFz5kxIkoRkMolYLIZEIoF4PD7oq7u7G4FAQCndB4ATJ04M+/zkbLG8d39gIM+y7KiqNliWhclkgtFohMlkgslkgtlsVgL38az8mD17Np599ll4PB78/Oc/x7vvvjuo8SDDMBAEAb29vfB6veB5Hs3NzSgrK0Nubq7yGDlTX1BQgOzsbJw/fx6hUAg8z8Pj8cDhcADoq6iIRqM4c+YMKisrR3x+c+bMQWtrK4C+Ko3+gfqSJUsyyumBvgUAeauDvP3Fbrdj48aN+NKXvnTJGfeEEEKuTfJifygUGvJ+ue/LWM2ePRsLFy7EsWPH0NzcjOLi4jEfayJQME8ImTDJhnakYwnwzpG7iY8nq9UKvmIuUs0ePPp/bkP5399Go6umUDweR2trq1IBIe+Zlv8uB9A8z2Pt2rWw2Ww4evQokskkGIZBIpHAyZMn8fWvfx2LFi0adZf7gZljOWgdjhzQy53U+5NntWu1WiVYN5vNGUG70WiEXq+f9EoPp9OJ733ve3jsscfwwgsv4M033xy24V40GkUkEkFvby9cLhcqKipgNBqV90B+jfPnz0dPTw/a2tqQSqUQCATAMAx8Ph+cTic+/vhjLFiwYMTXWlZWhg8++ABA37W1Wq1YuXIlioqKYDablftkubm5mDlzJurq6sDzPFQqFR577DHccccd43exCCGETJipyszLI+eam5tRUVGRcV8gEEBvby+qq6uv6BxyZdlQlXBTjYJ5QsiESTR1gAHATHJJktFoQkTdC6m9BxcvXoRKpcr4UqvV4HkearVayRCTsRMEQdlXHY/HMzLmXV1diMViEEVRyX4PHLXWX3l5ObKzs/Hhhx8qmVpJkiAIAg4ePIiSkhIsXLjwkplaZcFATEPrj0LdFYLGF4EqJoARRUgch5SOR9xmQMymR9JmgN5ohCiK0Gg04HkePM/D6XRi5cqVMJlMV/WikMlkwj/+4z/i4Ycfxssvv4zt27fD6/UCgNKpX77eiUQCzc3N6OzsxLx581BWVqZ07pevm1xN0NbWBo/HA51OB6/XC6PRCI/Hg9bWVhQWFg77fAoKCjKy7QzDIBaLwWzua2TR0dGR8fjc3Fz813/9F7773e8iGo3igQcewIYNGybiUhFCCJkAUxXMX3fddfjFL36B/fv3Y+PGjRn3HThwAEDf7PixEgQBZ86cAcMwSlXb1YSRpvsGB0LIVcvz7OvofWM3NKX5k3veTg/Q1g3vwny0rJ414mMZhskI8gcG/vLsa5ZllbFa8p8H3tb/vks9Tl5EGOkYw90nzz+/3C9BEJSgeuBt/b/S6fSQtw/3NdyvEY7jlPI3OVMuN7qTr/1wQXk8HseuXbuUcmz5OQN9K+TLly8fcQ+1OpJE9kUfbKc7oAnEwKX65sWzDAuW6/dflgVn0EFT6ERHqQ1t+XqIpr7GcyzL4uabb1YC0OlEEAT89re/xUsvvYSLFy8qWwf6X3sAyui3xYsXK+X0/bEsi1AohJaWFmRlZUGr1SI3NxdLlizBli1bRnwOb7zxBj79+AQMoSSMgQTKDDYsKpsHKSngwJFD6IwEEDTyCBhVWH/fnVi77qZxvgqEEEImy1Dd5MfTcA1oBUHAhg0b4PF48MYbb2DevHkA+srrt23bhsbGRrz77rtKeXxPTw96e3uVvjWyEydOoKqqKiPRIAgCnnnmGbz88stYuXIlXnzxxQl8hWNDwTwhZMJ0/uuv4P/9R9CUjK40ejykxTRaWlqg80XQVZGL5htHnjFOJo7RaATHccqiBIAhg//+98vkPfNHjhzB6dOnASCjUZ1Go8GyZcswc+ZMaLVaaLVaaDQaaMHBcqAe6v1nIfaGIHEs+GwLjDnWIStEpHQa6WgCYm8QQV8vBIMGwcVF6F0xC3MXLkBVVdUEXJnJ09LSgnvuuQc9PT0IhUJIp9PKohAApeEg0Ndvorq6WumiL2fpOY5DOp2Gz+dTRgtarVY8+eSTw/agELr8OPXS22j/9U7owynwQhpqtbpvYYRh4O/tRSKRBCBB4Fm4Fs5F3tZ1MN24GLx96GMSQgi5eo1UrTUeWlpahr3v0KFD+OpXvwqVSoVbb70VRqMRO3fuRFtbGx555BE89NBDymOff/55/OQnP8E//MM/4OGHH1ZuX7t2LQCguroaTqcToVAIR48eRWNjI/Ly8vDqq68iP39yk1OjQWX2hJAJw6h5YJLXCxmWAa/q+6dNmqQO+mQweQsDgIxAfbhMPMMwypeMZVmsWLECLpcL+/fvh0ajgclkUiolWlpacN1112Hjxo19Zdy1F+H98RuInWoAZ9KDm1dyySkKDMuCM+rAGbQQuTSYQAS2vedgavahtHLsZXlXA0mS8J//+Z9gWRZZWVnQaDSIxWKIxWJKUC8H9pIkobW1FR0dHViwYAFKS0uV2+X58Ha7HZIkKXsQ//CHP+C+++7LOGc6Eodv+04E3t4LbU8Q1piEsJpFTM9jRmEhNAYDAMAcs6KpsRGiICDbYAbvDcL7w9/A98s/wnL7KmTfux6sXjsVl40QQsg0s2zZMrz22mt47rnn8Kc//QmpVAqzZs3Ct771LWzevHlUx9i2bRs++ugjHDlyBL29veB5HoWFhXjwwQfx5S9/GRaLZYJfxdhQZp4QMmG6X3wHvv/3DtSTmJkHgFQyhXB9M3pXzUXXDbOQSqWUfd3954+T8SePMtNoNMqWAACDAnX5tv7/BTLL6fsLBALYuXMnUqnUoF+o119/Pe4qqob3//4aYjACVb4drOby97enkkkEQyEwKQG6cAoqqwnOx++Cef30DOqPHz+OJ554Qun+L/+6lyQJsVgMkUhEycrL5Mfk5ORg8eLFMJlMGVs8eJ6HRqNBIBCAyWTC008/rXzvoMWUbAsYlkEsHodapQI3xDg7eaEAACQxDdEXgBiKQldRAscjW6GrLJ2oy0MIIWQczZgxY0KPL09IIZkoM08ImTCaolxI6CtlnswmeDzHwaDXo2zLzTDduDjjPrmZWiqVQjKZVGaKD/V3+Ta5vFsuSZa/5L8PvH3gbcN938BjjAeWZcFxHHieB8dxSpn7wNuu5EvOjPf/u1zmLmfh3W43GhoaRnyu/a+p/Gc5EywvvMjXxWq14o477sCePXsQjUYzFgC8v9+Hpt7j0KpUUBfnjrmhoUqtRnZ2tvLcUu4ueP59OwBMy4D+rbfeQiqVUkb9AX2vi2VZ6PV66HQ6xONxRCKRQYtcXV1deP/991FRUYHS0lIl4E6lUuA4DlarFTk5OQiHwzAajQjuOAzPs39dTClwZCymyGX7Q+lfqcFwLHiHFazFiPjpRrQ9/pNpvZhCCCGETDQK5gkhE0ZdkgdWp0E6mgBnHP4D/XhLxxJg9JohKwL6N7wbqYHaZBsY2A63OCD/d7hA+2rpzJ+XlweWZdHb26t0U5e/+nez779/uz+9Xq/MNZcDTY7jsGnTJoiiiLfeegsAYPencH19GJJFDVVR3ri9foZhoMq39wX0z74OlSt7WmWJRVFUmgXJCzpAZuM7SZKg1WphNpsRi8UQCoWURnnyz1ltbS3a29tRXV2t9EBIpVIoKCiA0+nEhx9+iNk9abAv70Y6lbqixRQZq1FBVZw77RdTCCHkWkLF3lODgnlCyIRRFzqhLrAj0dQ5qcG82BuCpsgF9YzB3bmvViMFttORPMJlqDEucrf84b7kbRHyVzAYRCQSAcdxWLBgAVwuF4qLi/Hq//sfLDraABOrhqmscNwXMpSAvrED3h+/gRk/eXTa7ONubm4Gx3Ewm80IhUJK48GBH7bkBndGoxEGgwHxeBzBYBDJZBJA34czn8+H3bt3o7y8HKWlpRkjBjUtPgR+tR8GTgVdMS2mEEIIIZOJgnlCyIRheA6WW2vg/eFvIInpSzYjGw+SmAaSAiybasDwI88iJ1ODZVmo1Wqo1eoxH2P+/Pl4rPzv0LXfD81s14QtgjAMAz7fjtipRvhe3Qn7A6NrpDPVTp06BZZlYbFYlLGAA7eKABhU+aHRaGA0GhGNRhEIBJBIJJTJAidPnkR7ezuWL1+Ozs5O+NwdWLG/A2w0CWGmlRZTCCHkGkaZ+alBwTwhZEKZblwM3y//CNEXAO+wTvj5RF8AnM0E09rFl34wmbaELj8Cb++DymIcU7O7y8FqVOBMOgTe3gvrlr+bFqPT5Mw6y7IwmUwAhm5CeKljdHd3o6urC5FIBJIkIRqNwufzQa1WY3FzAuoWH+IOM4y6iQmyp+tiCiGEEDIZPhv1nISQqxZvz4Ll9lUQQ1GkE6kJPVc6kYIYisFy+6ppEXCRsQvtOg6xJwQue3JGxXDZFog9IYR2H5+U812ptWvXIjc3FyzLKl8jBfIcxymTCAwGAywWC1wuFyorK7FkyRLMnDkTWVlZKC4uhkqlQtTtheNUB+JsGoxaBY1GM2Gvpf9iitDln7DzEEIIGbv+jWwn4osMjTLzhJAJl33vekQPnUb8dCNU49AgayiSJEFwd0FXUYzse9eP+/HJ1UMSRATePQCo+UnZugH0dVqHmkfgnQPIumP1Vb+Fw2az4V//9V/R3d09ZMPE/hMOLidj39LSgt///vcIvbUX2mQaQQOLguycCX41fYspqaZOhHYfh/XOGyf8fIQQQsh0QJl5QsiEY/VaOB7ZCtZiQMrdNe4rrPIYMdZi6DsP7av9TEu2eJBs6wJnNU3qeTmrCUl3F5Kt3kk971gxDAO73Q6n04mcnBxYrVaYzWYYDAbodDqo1epLZuwHKiwsxD889A3cYZ8Lq8OO8gUV0GgnLisv67+YIgnihJ+PEELI5aHM/NSgYJ4QMil0laVwPn4XWJVqXAN6JZBXq+D8p7up4/U1INnQjnQsAVY/8UFkf6xeAymaQLKhfVLPe7VJtnjAdAVgzHMozfUmw3RbTCGEEEImGgXzhJBJY16/FM7v3ANWp0GqseOK99CnEymkGjvA6jRwfudemNddN07PlFzNEk0dYAAwkzzGTz5fovEaD+ZpMYUQQsgAlJmfGrRnnhAyqczrl0Llyob3x28gdqoBnEkPLttyWXufJTEN0ReAGIpBV1EMxyNbKSN/DRH94Sn7xS5JEkR/eErOfbW4GhZTTKBpFYQQQggF84SQSaerLMWM5x+Fb/tOBN7ei1RTJ6DmwVlNYPWaIYMEKZ1GOpqA2BsCkgI4mwnZX70V2feupz3y1xgpKQAT0ERxVBgGUkqYmnNfJWgxhRBCyECUPZ8aFMwTQqYEa9DC/sBmWLf8HUK7jyPwzgEk3V0Qvb0A/vpLgWEASVIadDF6DTRFLlg21cC0djGNn7tGMWoemKoPDZIERnVt/+qkxRRCCCHk6nBtfyIhhEw53p4F6503IuuO1Ui2epFsaEeisb0v+5cSwKh4cFlGaIrzoC7Jg3qG46ofC0YmFpdlnJDxhqPBMAy4LOOUnPtqQYsphBBCBqLM/NSg34iEkKsCw3PQFOdCU5xL+2HJiDRFuZDQt/ViMvdtS2K67/zFeZN2zqsRLaYQQgghVwcK5gkhhEwr6pI8sDoN0tEEOKNu0s6bjiXA6DVQl1zbwTwtphBCCBmIMvNTg0bTEUIImVbUhU6oC+x9zRAnkdgbgjrfDvUMx6Se92rTfzFlMtFiCiGEEJKJgnlCCCHTCsNzsNxaAyQFJVs70SQxDSQFWDbVXPM9G2gxhRBCyEA0Z35qUDBPCCFk2jHduBiczQTRF5iU84m+ADibCaa11M+BFlMIIYSQqwMF84QQQqYd3p4Fy+2rIIaiSCdSE3qudCIFMRSD5fZVNA7xr2gxhRBCSH+UmZ8aFMwTQgiZlrLvXQ9dRQkEd9eE/aKXJAmCuwu6imJk37t+Qs4xHdFiCiGEkP4omJ8aFMwTQgiZlli9Fo5HtoK1GJCagIBekiSk3F1gLYa+8+i143r86Y4WUwghhJCpRcE8IYSQaUtXWQrn43eBVanGNaBXAnm1Cs5/uhu6ytJxOe5nCS2mEEIIkVFmfmpQME8IIWRaM69fCud37gGr0yDV2HHFZd/pRAqpxg6wOg2c37kX5nXXjdMz/eyhxRRCCCFk6jASLXUQQgj5DIjVXoT3x28gdqoBnEkPLtsChhv9mrUkpiH6AhBDMegqiuF4ZCsFkaMU3HkEnmdfRzoQAZ9vB6tRjflY6UQKwl8z8s5/upsWUwghZBrIysqa0OP7/f4JPf50RcE8IYSQz4x0JA7f9p0IvL0XYk8IUPPgrCaweg0YdnBgL6XTSEcTfTPTkwI4mwmW21ch+971VNZ9mWgxhRBCrl0UzE8NCuYJIYR85ghdfoR2H0fgnQNIursgRRMA+sq3wTCAJIFhGAAAo9dAnW+HZVMNTGsXU8f0K0CLKYQQcm2yWCwTevxAYHJGoU43FMwTQgj5zJIEEclWL5IN7Ug0tkP0hyGlBDAqHlyWEZriPKhL8qCe4QDDc1P9dD8zaDGFEEKuLRTMTw0K5gkhhBAyIWgxhRBCrg1ms3lCjx8MBif0+NMVBfOEEEIIIYQQQsaMgvmpwU/1EyCEEEIIIYQQMn1Rfnhq0Jx5QgghhBBCCCFkmqHMPCGEEEIIIYSQMaPM/NSgzDwhhBBCCCGEEDLNUGaeEEIIIYQQQsiYUWZ+alBmnhBCCCGEEEIImWYoM08IIYQQQgghZMwoMz81KDNPCCGEEEIIIYRMM5SZJ4QQQgghhBAyZpSZnxqUmSeEEEIIIYQQQqYZyswTQgghhBBCCBkzysxPDcrME0IIIYQQQggh0wxl5gkhhBBCCCGEjBll5qcGBfOEEEIIIYQQQsaMgvmpQWX2hBBCCCGEEELINEOZeUIIIYQQQgghY0aZ+alBmXlCCCGEEEIIIWSaocw8IYQQQgghhJAxo8z81KDMPCGEEEIIIYQQMs1QZp4QQgghhBBCyJhRZn5qUGaeEEIIIYQQQgiZZigzTwghhBBCCCFkzCgzPzUoM08IIYQQQgghhEwzlJknhBBCCCGEEDJmlJmfGpSZJ4QQQgghhBBCphnKzBNCCCGEEEIIGTPKzE8NyswTQgghhBBCCCHTDAXzhBBCCCGEEELINEPBPCGEEEIIIYQQMs1QME8IIYQQQgghhEwzFMwTQgghhBBCCCHTDAXzhBBCCCGEEELINEPBPCGEEEIIIYQQMs1QME8IIYQQQgghhEwzFMwTQgghhBBCCCHTzP8HtqaoLNMValEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_posterior_mean_graph(social_ties_inference)" ] }, { "cell_type": "markdown", "id": "60a0fb7e", "metadata": {}, "source": [ "#### Posterior mean social network for model that also incorporates Wealth" ] }, { "cell_type": "code", "execution_count": 35, "id": "9a4caf9c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_posterior_mean_graph(gr_inference)" ] }, { "cell_type": "markdown", "id": "de37f3a0", "metadata": {}, "source": [ "## Reminder: Social Networks Don't Exist\n", "- They are abstraction for things we can't measure directly\n", " - if we can account for all confounds, the network becomes less useful\n", "- Networks models aren't point estimates (though we plot the mean below)\n", " - Like all other posteriors, any quantities calculated from the graph model (e.g. centrality, degree, etc) should also use distributions" ] }, { "cell_type": "markdown", "id": "22467d54", "metadata": {}, "source": [ "## Including Predictive Household features\n", "\n", "Now we'll add predictor featurs to the model. Specifically, we'll add GLM parameters for \n", "- an association feature $A_{AB}$ for each diad (e.g. friendship), $\\beta_A$. \n", "- the effect of household wealth $W_{A,B}$ on giving, $\\beta_G$\n", "- the effect of household wealth $W_{A,B}$ on receiving, $\\beta_R$\n", "\n", "#### Likelihood\n", "$$\n", "\\begin{align*}\n", " G_{AB} &\\sim \\text{Poisson}(\\lambda_{AB}) \\\\\n", " G_{BA} &\\sim \\text{Poisson}(\\lambda_{BA}) \\\\\n", " \\log(\\lambda_{AB}) &= \\alpha + \\mathcal{T}_{AB} + \\mathcal{G}_{A} + \\mathcal{R}_{B} \\\\\n", " \\log(\\lambda_{BA}) &= \\alpha + \\mathcal{T}_{BA} + \\mathcal{G}_{B} + \\mathcal{R}_{A} \\\\\n", " \\mathcal{T}_{AB} &= T_{AB} + \\beta_A A_{AB} \\\\\n", " \\mathcal{G}_{A} &= G_{A} + \\beta_G W_{A} \\\\\n", " \\mathcal{R}_{B} &= R_{A} + \\beta_R W_{B}\n", "\\end{align*}\n", "$$\n", "\n", "#### Global priors\n", "$$\n", "\\begin{align*}\n", " \\alpha &\\sim \\text{Normal}(0, 1) \\\\\n", " \\beta_{A, G, R} &\\sim \\text{Normal}(0, 1)\n", "\\end{align*}\n", "$$\n", "\n", "#### Correlated Social Ties prior\n", "$$\n", "\\begin{align*}\n", " \\begin{pmatrix}\n", " T_{AB} \\\\\n", " T_{BA}\n", " \\end{pmatrix} &= \\text{MVNormal}\n", " \\left( \n", " \\begin{bmatrix}\n", " 0 \\\\\n", " 0\n", " \\end{bmatrix}, \n", " \\begin{bmatrix}\n", " \\sigma^2 & \\rho \\sigma^2 \\\\\n", " \\rho \\sigma^2 & \\sigma^2\n", " \\end{bmatrix}\n", " \\right) \\\\\n", " \\rho &\\sim \\text{LKJCorr}(\\eta) \\\\\n", " \\sigma &\\sim \\text{Exponential}(1)\n", "\\end{align*}\n", "$$\n", "\n", "#### Correlated Giving/Recieving prior\n", "$$\n", "\\begin{align*}\n", " \\begin{pmatrix}\n", " G_{A} \\\\\n", " R_{A}\n", " \\end{pmatrix} &= \\text{MVNormal}\n", " \\left( \n", " \\begin{bmatrix}\n", " 0 \\\\\n", " 0\n", " \\end{bmatrix},\n", " \\textbf{R}_{GR}, \\textbf{S}_{GR}\n", " \\right) \\\\\n", " \\textbf{R}_{GR} &\\sim \\text{LKJCorr}(\\eta) \\\\\n", " \\textbf{S}_{GR} &\\sim \\text{Exponential}(1)\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "markdown", "id": "cfba0990", "metadata": {}, "source": [ "#### Add observed confounds variables to simulated dataset" ] }, { "cell_type": "code", "execution_count": 36, "id": "d89782d5", "metadata": {}, "outputs": [], "source": [ "# Add **observed** association feature\n", "simulated_wealth_gifts.loc[:, \"association\"] = FRIENDSHIP\n", "\n", "# Add **observed** wealth feature\n", "simulated_wealth_gifts.loc[:, \"wealthA\"] = simulated_wealth_gifts.hidA.map(\n", " {ii: WEALTH[ii] for ii in range(N)}\n", ")\n", "simulated_wealth_gifts.loc[:, \"wealthB\"] = simulated_wealth_gifts.hidB.map(\n", " {ii: WEALTH[ii] for ii in range(N)}\n", ")" ] }, { "cell_type": "code", "execution_count": 37, "id": "eddb43e4", "metadata": {}, "outputs": [], "source": [ "def fit_giving_receiving_features_model(data, eta=2):\n", " n_dyads = len(data)\n", " n_correlated_features = 2\n", "\n", " dyad_id = data.did.values.astype(int)\n", " household_A_id = data.hidA.values.astype(int)\n", " household_B_id = data.hidB.values.astype(int)\n", " association_AB = data.association.values.astype(float)\n", " wealthA = data.wealthA.values.astype(float)\n", " wealthB = data.wealthB.values.astype(float)\n", "\n", " # Data are 1-indexed\n", " if np.min(dyad_id) == 1:\n", " dyad_id -= 1\n", " household_A_id -= 1\n", " household_B_id -= 1\n", "\n", " n_households = np.max([household_A_id, household_B_id]) + 1\n", "\n", " with pm.Model() as model:\n", "\n", " # Priors\n", " # single, global alpha\n", " alpha = pm.Normal(\"alpha\", 0, 1)\n", "\n", " # global association and giving-receiving params\n", " beta_A = pm.Normal(\"beta_A\", 0, 1)\n", " beta_G = pm.Normal(\"beta_G\", 0, 1)\n", " beta_R = pm.Normal(\"beta_R\", 0, 1)\n", "\n", " # Social ties interaction; shared sigma\n", " sigma_T = pm.Exponential.dist(1)\n", " chol_T, corr_T, std_T = pm.LKJCholeskyCov(\n", " \"rho_T\", eta=eta, n=n_correlated_features, sd_dist=sigma_T\n", " )\n", " z_T = pm.Normal(\"z_T\", 0, 1, shape=(n_dyads, n_correlated_features))\n", " T = pm.Deterministic(\"T\", chol_T.dot(z_T.T).T)\n", "\n", " T_AB = T[dyad_id, 0] + beta_A * association_AB\n", " T_BA = T[dyad_id, 1] + beta_A * association_AB\n", "\n", " # Giving-receiving interaction; full covariance\n", " sigma_GR = pm.Exponential.dist(1, shape=n_correlated_features)\n", " chol_GR, corr_GR, std_GR = pm.LKJCholeskyCov(\n", " \"rho_GR\", eta=eta, n=n_correlated_features, sd_dist=sigma_GR\n", " )\n", " z_GR = pm.Normal(\"z_GR\", 0, 1, shape=(n_households, n_correlated_features))\n", " GR = pm.Deterministic(\"GR\", chol_GR.dot(z_GR.T).T)\n", "\n", " G_A = GR[household_A_id, 0] + beta_G * wealthA\n", " G_B = GR[household_B_id, 0] + beta_G * wealthB\n", "\n", " R_A = GR[household_A_id, 1] + beta_R * wealthA\n", " R_B = GR[household_B_id, 1] + beta_R * wealthB\n", "\n", " lambda_AB = pm.Deterministic(\"lambda_AB\", pm.math.exp(alpha + T_AB + G_A + R_B))\n", " lambda_BA = pm.Deterministic(\"lambda_BA\", pm.math.exp(alpha + T_BA + G_B + R_A))\n", "\n", " # Record quantities for reporting\n", " pm.Deterministic(\"corrcoef_T\", corr_T[0, 1])\n", " pm.Deterministic(\"std_T\", std_T)\n", "\n", " pm.Deterministic(\"corrcoef_GR\", corr_GR[0, 1])\n", " pm.Deterministic(\"std_GR\", std_GR)\n", " pm.Deterministic(\"giving\", beta_G)\n", " pm.Deterministic(\"receiving\", beta_R)\n", "\n", " G_AB = pm.Poisson(\"G_AB\", lambda_AB, observed=data.giftsAB)\n", " G_BA = pm.Poisson(\"G_BA\", lambda_BA, observed=data.giftsBA)\n", "\n", " inference = pm.sample(target_accept=0.9)\n", "\n", " # Include log-likelihood for model comparison\n", " inference = pm.compute_log_likelihood(inference, extend_inferencedata=True)\n", " return model, inference" ] }, { "cell_type": "code", "execution_count": 38, "id": "86b7299d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [alpha, beta_A, beta_G, beta_R, rho_T, z_T, rho_GR, z_GR]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a27195deda624e7d95a423e7d7523d10", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 24 seconds.\n",
      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "43672cb15af84294b08e26f6bd694385",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
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      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "simulated_grf_model, simulated_grf_inference = fit_giving_receiving_features_model(\n",
    "    simulated_wealth_gifts\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "0fe34b06",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_dist(simulated_gr_inference.posterior[\"std_T\"], color=\"C0\", label=\"without Association\")\n", "az.plot_dist(simulated_grf_inference.posterior[\"std_T\"], color=\"C1\", label=\"with Association\")\n", "plt.xlabel(\"std T\");" ] }, { "cell_type": "markdown", "id": "50596e6f-c605-4f19-871a-b8da337c24c3", "metadata": {}, "source": [ "We can see that including parameters for giving and receiving reduces posterior standard deviation associated with social ties. This is expected because, we're explaining away more variance with those additional parameters." ] }, { "cell_type": "markdown", "id": "1beaf190", "metadata": {}, "source": [ "### Model coefficients" ] }, { "cell_type": "code", "execution_count": 40, "id": "36fed9bc", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots()\n", "plt.sca(ax)\n", "posterior = simulated_grf_inference.posterior\n", "\n", "\n", "az.plot_dist(posterior[\"beta_G\"], color=\"C0\", label=\"$\\\\beta_G$\")\n", "plt.axvline(BETA_WG, color=\"C0\", linestyle=\"--\", label=\"True $\\\\beta_G$\")\n", "\n", "az.plot_dist(posterior[\"beta_R\"], color=\"C1\", label=\"$\\\\beta_R$\")\n", "plt.axvline(BETA_WR, color=\"C1\", linestyle=\"--\", label=\"True $\\\\beta_R$\")\n", "\n", "az.plot_dist(posterior[\"beta_A\"], color=\"C2\", label=\"$\\\\beta_A$\")\n", "plt.axvline(1, color=\"C2\", linestyle=\"--\", label=\"True $\\\\beta_A$\")\n", "\n", "plt.xlabel(\"posterior, $\\\\beta$\")\n", "plt.ylabel(\"density\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "6f1e8d77-f726-4bd3-9869-4c2a5413c05d", "metadata": {}, "source": [ "Using this model--which is highly aligned with the data simulation--we're able to recover the coefficients from the underlying generative model.\n", "- Association (in this case friendship) gets positive coefficient $\\beta_A$. All friendship associations result in giving\n", "- Wealth positively affects giving, $\\beta_G$\n", "- Wealth negatively affects receiving $\\beta_R$" ] }, { "cell_type": "markdown", "id": "2853bbd7", "metadata": {}, "source": [ "### Model Comparison\n", "Controlling for the correct confounds provides a better model of the data, in terms of cross-validation scores" ] }, { "cell_type": "code", "execution_count": 41, "id": "98cd9c34", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rankelpd_loop_looelpd_diffweightsedsewarningscale
with confounds0-312.82618239.9682110.0000001.000000e+0018.5365880.000000Truelog
without confounds1-326.92132055.71415214.0951385.648815e-1318.2348684.638331Truelog
\n", "
" ], "text/plain": [ " rank elpd_loo p_loo elpd_diff weight \\\n", "with confounds 0 -312.826182 39.968211 0.000000 1.000000e+00 \n", "without confounds 1 -326.921320 55.714152 14.095138 5.648815e-13 \n", "\n", " se dse warning scale \n", "with confounds 18.536588 0.000000 True log \n", "without confounds 18.234868 4.638331 True log " ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.compare(\n", " {\"with confounds\": simulated_grf_inference, \"without confounds\": simulated_gr_inference},\n", " var_name=\"G_AB\",\n", ")" ] }, { "cell_type": "markdown", "id": "e1960e1e", "metadata": {}, "source": [ "##### Accounting for the confounding features makes social network abstraction less important" ] }, { "cell_type": "code", "execution_count": 42, "id": "9543fb41", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_wealth_gifting_posterior(simulated_grf_inference, data_range=(0.4, 0.6))" ] }, { "cell_type": "markdown", "id": "1e21ce97-429f-4867-a750-5a176ab04297", "metadata": {}, "source": [ "Giving/receiving is mostly explained by friendship and/or household wealth, so after accounting for those variables, the giving receiving dynamics defined in the dyads has less signal" ] }, { "cell_type": "markdown", "id": "8b1516b7", "metadata": {}, "source": [ "##### Social ties become more independent when controlling for correct predictors" ] }, { "cell_type": "code", "execution_count": 43, "id": "6fd2eda2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axs = plt.subplots(1, 2, figsize=(8, 4))\n", "plt.sca(axs[0])\n", "plot_posterior_household_ties(simulated_grf_inference, color_friends=True)\n", "\n", "plt.sca(axs[1])\n", "plot_posterior_reciprocity(simulated_grf_inference)" ] }, { "cell_type": "markdown", "id": "9f1e6cf6-ab9f-4794-a09b-cde2662f452e", "metadata": {}, "source": [ "The x-shape in the joint is indicative of an independent set of variables. m" ] }, { "cell_type": "markdown", "id": "4e0ae3c9", "metadata": {}, "source": [ "##### When accounting for confounds, a majority of the connection probabilities are around 0.5\n", "This indicates social ties are more-or-less random after accounting for freindship and wealth" ] }, { "cell_type": "code", "execution_count": 44, "id": "051973b8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "
" ], "text/plain": [ " hidA hidB did giftsAB giftsBA offset drel1 drel2 drel3 drel4 \\\n", "0 1 2 1 0 4 0.000 0 0 1 0 \n", "1 1 3 2 6 31 -0.003 0 1 0 0 \n", "2 1 4 3 2 5 -0.019 0 1 0 0 \n", "3 1 5 4 4 2 0.000 0 1 0 0 \n", "4 1 6 5 8 2 -0.003 1 0 0 0 \n", "\n", " dlndist dass d0125 \n", "0 -2.790 0.000 0 \n", "1 -2.817 0.044 0 \n", "2 -1.886 0.025 0 \n", "3 -1.892 0.011 0 \n", "4 -3.499 0.022 0 " ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SHARING.head()" ] }, { "cell_type": "markdown", "id": "d77ee5bd-6853-4c97-8a3a-144d5dadcdbb", "metadata": {}, "source": [ "To fit the model we need to know which columns in the real dataset are associated with\n", "\n", "- The association metric $A_{AB}$\n", "- Wealth of Household A $W_A$\n", "- Wealth of Household B $W_B$\n", "\n", "Looking at the dataset, it's not entirely clear which columns we should/could associate with each of those variables to replicate the figure in lecture. That said, if we DID know those columns--or how to derive them--it would be easy to fit the model via \n", "\n", "```python\n", ">>> grf_model, grf_inference = fit_giving_receiving_features_model(SHARING)\n", "```" ] }, { "cell_type": "code", "execution_count": 46, "id": "e413308b-dde5-442e-ba69-fe2cfa0b029a", "metadata": {}, "outputs": [], "source": [ "# grf_model, grf_inference = fit_giving_receiving_features_model(SHARING)" ] }, { "cell_type": "markdown", "id": "e8bd718d", "metadata": {}, "source": [ "## Additional Structure: Triangle Closures\n", "- Relationships tend to come in triads\n", "- **Block models** -- social ties are more common within a social group\n", " - families\n", " - classrooms\n", " - actual city blocks\n", "- Adds additional confounds" ] }, { "cell_type": "code", "execution_count": 47, "id": "74ccf3ed", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "H_A\n", "\n", "H_A\n", "\n", "\n", "\n", "G_AB\n", "\n", "G_AB\n", "\n", "\n", "\n", "H_A->G_AB\n", "\n", "\n", "\n", "\n", "\n", "T_AB\n", "\n", "T_AB\n", "\n", "\n", "\n", "H_A->T_AB\n", "\n", "\n", "\n", "\n", "\n", "T_BA\n", "\n", "T_BA\n", "\n", "\n", "\n", "H_A->T_BA\n", "\n", "\n", "\n", "\n", "\n", "K_A\n", "\n", "A's block membership\n", "\n", "\n", "\n", "H_A->K_A\n", "\n", "\n", "\n", "\n", "\n", "H_B\n", "\n", "H_B\n", "\n", "\n", "\n", "H_B->G_AB\n", "\n", "\n", "\n", "\n", "\n", "H_B->T_AB\n", "\n", "\n", "\n", "\n", "\n", "H_B->T_BA\n", "\n", "\n", "\n", "\n", "\n", "K_B\n", "\n", "B's block membership\n", "\n", "\n", "\n", "H_B->K_B\n", "\n", "\n", "\n", "\n", "\n", "T_AB->G_AB\n", "\n", "\n", "\n", "\n", "\n", "T_BA->G_AB\n", "\n", "\n", "\n", "\n", "\n", "K_A->T_AB\n", "\n", "\n", "\n", "\n", "\n", "K_A->T_BA\n", "\n", "\n", "\n", "\n", "\n", "K_B->T_AB\n", "\n", "\n", "\n", "\n", "\n", "K_B->T_BA\n", "\n", "\n", "\n", "\n", "\n", "unobserved\n", "\n", "unobserved\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[\n", " (\"H_A\", \"G_AB\"),\n", " (\"H_B\", \"G_AB\"),\n", " (\"H_A\", \"T_AB\"),\n", " (\"H_B\", \"T_AB\"),\n", " (\"H_A\", \"T_BA\"),\n", " (\"H_B\", \"T_BA\"),\n", " (\"T_AB\", \"G_AB\"),\n", " (\"T_BA\", \"G_AB\"),\n", " (\"H_A\", \"K_A\"),\n", " (\"H_B\", \"K_B\"),\n", " (\"K_A\", \"T_AB\"),\n", " (\"K_B\", \"T_AB\"),\n", " (\"K_A\", \"T_BA\"),\n", " (\"K_B\", \"T_BA\"),\n", " ],\n", " node_props={\n", " \"T_AB\": {\"style\": \"dashed\"},\n", " \"T_BA\": {\"style\": \"dashed\"},\n", " \"K_A\": {\"color\": \"red\", \"label\": \"A's block membership\"},\n", " \"K_B\": {\"color\": \"red\", \"label\": \"B's block membership\"},\n", " \"unobserved\": {\"style\": \"dashed\"},\n", " },\n", " edge_props={\n", " (\"K_A\", \"T_AB\"): {\"color\": \"red\"},\n", " (\"K_A\", \"T_BA\"): {\"color\": \"red\"},\n", " (\"K_B\", \"T_AB\"): {\"color\": \"red\"},\n", " (\"K_B\", \"T_BA\"): {\"color\": \"red\"},\n", " },\n", ")" ] }, { "cell_type": "markdown", "id": "9ea4d619", "metadata": {}, "source": [ "### Posterior Network is regularized\n", "- Social networks try to express **regularities** in the observations\n", "- Inferred networks are **regularized**\n", "\n", "> Blocks and clusters are still discrete subgroups, what about \"continuous clusters\" like age or spatial distance? The goal of next lecture on Gaussian Processes" ] }, { "cell_type": "code", "execution_count": 48, "id": "61b0652b", "metadata": {}, "outputs": [], "source": [ "def plot_gifting_graph(data, title=None, edge_colormap=\"gray_r\", **plot_graph_kwargs):\n", "\n", " G = nx.DiGraph()\n", " edge_weights = []\n", " for ii, (A, B) in enumerate(DYADS):\n", " row = data.iloc[ii]\n", "\n", " if row.giftsAB > 0:\n", " A_, B_ = A, B\n", " weight = row.giftsAB\n", "\n", " if row.giftsBA > 0:\n", " A_, B_ = B, A\n", " weight = row.giftsBA\n", "\n", " G.add_edge(A, B, weight=weight)\n", " edge_weights.append(weight)\n", "\n", " edge_weights = np.array(edge_weights)\n", " edge_color = np.log(edge_weights)\n", "\n", " _, axs = plt.subplots(1, 2, figsize=(10, 5), width_ratios=[20, 1])\n", " plt.sca(axs[0])\n", " plt.set_cmap(edge_colormap)\n", " utils.plot_graph(G, edge_color=edge_color, pos=TIES_LAYOUT_POSITION, **plot_graph_kwargs)\n", " plt.title(title)\n", "\n", " # Fake axis to hold colorbar\n", " plt.sca(axs[1])\n", " axs[1].set_aspect(0.0001)\n", " axs[1].set_visible(False)\n", " img = plt.imshow(np.array([[edge_color.min(), edge_color.max()]]))\n", " img.set_visible(False)\n", "\n", " clb = plt.colorbar(orientation=\"vertical\", fraction=0.8, pad=0.1)\n", " clb.set_label(\"log(# gifts)\", rotation=90)" ] }, { "cell_type": "markdown", "id": "ac6851cd", "metadata": {}, "source": [ "#### Comparing Gifting Observations to Model Trained on those observations\n", "⚠️ The example below is using the simulated data" ] }, { "cell_type": "code", "execution_count": 49, "id": "09d8d86e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Data that is modeled\n", "edge_weight_cmap = \"gray\" # switch colorscale to highlight sparsity\n", "plot_gifting_graph(\n", " simulated_wealth_gifts, edge_colormap=edge_weight_cmap, alpha=1, title=\"Observed Gifting\"\n", ")\n", "\n", "# Resulting model is sparser\n", "plot_posterior_mean_graph(\n", " simulated_grf_inference,\n", " edge_colormap=edge_weight_cmap,\n", " alpha=1,\n", " title=\"Model Posterior Social Ties\",\n", ")" ] }, { "cell_type": "markdown", "id": "8b86e95f-4ca8-493e-943e-7bb8fb084045", "metadata": {}, "source": [ "The observed gifting network is denser than the social ties network estimated from the data, indicating that the model's pooling is adding regularization (compression) to the network's of social ties." ] }, { "cell_type": "markdown", "id": "a7177fa3-6d4b-498c-95f2-04535bdb305d", "metadata": {}, "source": [ "## Varying effects as technology\n", "- Social nets try to express regularities in observed data\n", "- Inferred nets are thus regularized, capturing those structured regular effects\n", "- What happens when clusters are not discrete?\n", " - Age, distance, spatial location\n", " - We need a way to stratify or perform local poolling by \"continuous clusters\"\n", " - This is where Gaussian Processes come in next lecture.\n", " - Allows us to attack problems that require phylogenic and spatial models" ] }, { "cell_type": "markdown", "id": "92d04cc7", "metadata": {}, "source": [ "# BONUS: Constructed Variables $\\neq$ Stratification\n", "- Outcomes that are deterministic functions of e.g.\n", " - Body Mass Index: $BMI = \\frac{mass}{height^2}$\n", " - \"*per capita\", \"*per unit time\"\n", " - % changes, difference from reference value\n", "- **It's a common misunderstanding that dividing or rescaling by a variable is equivalent to controlling for that variable.**\n", "- Causal inference can provide a means to combine variables in a more principled manner." ] }, { "cell_type": "markdown", "id": "ee876fe2", "metadata": {}, "source": [ "### Example: Dividing GDP by population" ] }, { "cell_type": "code", "execution_count": 50, "id": "121bc8cf", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "P\n", "\n", "population, P\n", "\n", "\n", "\n", "GDP/P\n", "\n", "GDP/P\n", "\n", "\n", "\n", "P->GDP/P\n", "\n", "\n", "\n", "\n", "\n", "GDP\n", "\n", "gross domestic product, GDP\n", "\n", "\n", "\n", "P->GDP\n", "\n", "\n", "assumed to be linear\n", "(not realistic)\n", "\n", "\n", "\n", "GDP->GDP/P\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"P\", \"GDP/P\"), (\"GDP\", \"GDP/P\"), (\"P\", \"GDP\")],\n", " node_props={\n", " \"P\": {\"label\": \"population, P\"},\n", " \"GDP\": {\"label\": \"gross domestic product, GDP\"},\n", " },\n", " edge_props={\n", " (\"P\", \"GDP\"): {\n", " \"color\": \"red\",\n", " \"label\": \"assumed to be linear\\n(not realistic)\",\n", " \"fontcolor\": \"red\",\n", " }\n", " },\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "markdown", "id": "39ee96e1-a50a-41f1-bebd-23bcdbc2ae85", "metadata": {}, "source": [ "- makes the assumption that population scales GDP linearly\n", "- dividing by population is not equivalent to stratifying by population" ] }, { "cell_type": "code", "execution_count": 51, "id": "f57dbf87", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "P\n", "\n", "P\n", "\n", "\n", "\n", "GDP/P\n", "\n", "GDP/P\n", "\n", "\n", "\n", "P->GDP/P\n", "\n", "\n", "\n", "\n", "\n", "GDP\n", "\n", "GDP\n", "\n", "\n", "\n", "P->GDP\n", "\n", "\n", "\n", "\n", "\n", "X\n", "\n", "cause of interest, X\n", "\n", "\n", "\n", "P->X\n", "\n", "\n", "backdoor\n", "path\n", "\n", "\n", "\n", "GDP->GDP/P\n", "\n", "\n", "\n", "\n", "\n", "X->GDP\n", "\n", "\n", "Causal Path\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"P\", \"GDP/P\"), (\"GDP\", \"GDP/P\"), (\"P\", \"GDP\"), (\"P\", \"X\"), (\"X\", \"GDP\")],\n", " node_props={\n", " \"X\": {\"color\": \"red\", \"label\": \"cause of interest, X\"},\n", " \"GDP\": {\"color\": \"red\"},\n", " },\n", " edge_props={\n", " (\"P\", \"X\"): {\"color\": \"blue\", \"label\": \"backdoor\\npath\", \"fontcolor\": \"blue\"},\n", " (\"X\", \"GDP\"): {\"color\": \"red\", \"label\": \"Causal Path\", \"fontcolor\": \"red\"},\n", " (\"P\", \"GDP/P\"): {\"color\": \"blue\"},\n", " (\"GDP\", \"GDP/P\"): {\"color\": \"red\"},\n", " },\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "markdown", "id": "7bc640bc-9758-4b07-a131-e27d1e2ee234", "metadata": {}, "source": [ "it gets worse, though. In the scenario below, where we want to estimate the causal effect of $X$ on GDP/P, the fork created by $P$ isn't removed by simply calculating GDP/P" ] }, { "cell_type": "markdown", "id": "60030bee", "metadata": {}, "source": [ "### Another Example: Rates" ] }, { "cell_type": "code", "execution_count": 52, "id": "cd551dc5", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "T\n", "\n", "T\n", "\n", "\n", "\n", "Y/T\n", "\n", "Y/T\n", "\n", "\n", "\n", "T->Y/T\n", "\n", "\n", "\n", "\n", "\n", "Y\n", "\n", "Y\n", "\n", "\n", "\n", "T->Y\n", "\n", "\n", "\n", "\n", "\n", "Y->Y/T\n", "\n", "\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "\n", "\n", "\n", "X->Y\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"T\", \"Y/T\"), (\"Y\", \"Y/T\"), (\"T\", \"Y\"), (\"X\", \"Y\")], graph_direction=\"LR\"\n", ")" ] }, { "cell_type": "markdown", "id": "ec05c972", "metadata": {}, "source": [ "- Rates are often calculated as $\\frac{\\text{\\# events}}{\\text{unit time}}$ and modeled as outcomes\n", "- Does not consider the varying precision for different amounts of time\n", " - assuming all Y/T has the same precision, despite larger Y generally having more time to occur, and thus having higher precision\n", " - collapsing to point estimates removes our ability to talk about uncertainty in rates (e.g. distributions)\n", " - datapoints with less time/less prcision are given as much credibility to the estimate as data with longer/better precision\n", "- **Division by time does not control for time**\n", "- If rates are the focus of scientific question, **model the counts (e.g. Poisson regression) to estimate the rate parameter**" ] }, { "cell_type": "markdown", "id": "d0a7890a", "metadata": {}, "source": [ "### Another Example: Difference scores" ] }, { "cell_type": "code", "execution_count": 53, "id": "32899c43", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "H0\n", "\n", "H0\n", "\n", "\n", "\n", "H1-H0\n", "\n", "H1-H0\n", "\n", "\n", "\n", "H0->H1-H0\n", "\n", "\n", "\n", "\n", "\n", "H1\n", "\n", "H1\n", "\n", "\n", "\n", "H0->H1\n", "\n", "\n", "\n", "\n", "\n", "H1->H1-H0\n", "\n", "\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "\n", "\n", "\n", "X->H1\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"H0\", \"H1-H0\"), (\"H1\", \"H1-H0\"), (\"H0\", \"H1\"), (\"X\", \"H1\")], graph_direction=\"LR\"\n", ")" ] }, { "cell_type": "markdown", "id": "ce271240", "metadata": {}, "source": [ "For example the plant growth experiment, where H0 and H1 are the starting and ending heights of the plant, X is the antifungal treatment.\n", "\n", "- difference score H1-H0 makes strong assumptions about the effect of H0 on H1, namely that\n", " - growth effects are constant for all starting heights\n", " - there is no floor or ceiling effects on plant height\n", "- **need to model H0 on the right side of the GLM (linear regression), as it is a cause of H1**. This is what we did in the plant growth example" ] }, { "cell_type": "markdown", "id": "02215c8f", "metadata": {}, "source": [ "## Review: Constructed Variables are Bad\n", "- **arithmetic is not stratification**\n", "- implicity assume fixed functional relationships amongst causes; you should be estimating these functional relationships\n", "- generally ignores uncertainty\n", "- using residuals as new data does not control for variables; don't use in causal inference (though it is often common to do so in predictive settings)\n", "\n", "\n", "### Adhockery\n", "- adhoc procedures that have intuitive justifications\n", " - \"we expect to see a correlation\".\n", " - Why do you expect to see correlation (make assumptions explicit)?\n", " - Also, if you don't see a correlation, why does that mean some NULL contingent on that correlation is disproven?\n", "- if an adhoc procedure _does_ work (they sometimes can be correct by chance), it needs to be justified by causal logic and testing\n", "- **Simple rule: Model what you measure**\n", " - don't try to model new metrics that are derived from measures" ] }, { "cell_type": "markdown", "id": "09df5362", "metadata": {}, "source": [ "## Authors\n", "* Ported to PyMC by Dustin Stansbury (2024)\n", "* Based on Statistical Rethinking (2023) lectures by Richard McElreath" ] }, { "cell_type": "code", "execution_count": 54, "id": "894902df", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Tue Dec 17 2024\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.5\n", "IPython version : 8.27.0\n", "\n", "pytensor: 2.26.4\n", "aeppl : not installed\n", "xarray : 2024.7.0\n", "\n", "arviz : 0.19.0\n", "matplotlib : 3.9.2\n", "pandas : 2.2.2\n", "xarray : 2024.7.0\n", "statsmodels: 0.14.2\n", "numpy : 1.26.4\n", "pymc : 5.19.1\n", "scipy : 1.14.1\n", "networkx : 3.4.2\n", "\n", "Watermark: 2.5.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pytensor,aeppl,xarray" ] }, { "cell_type": "markdown", "id": "443488f3", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 5 }