{ "cells": [ { "cell_type": "markdown", "id": "4f90fb1e-5a5e-4255-ab23-3ae810d85b10", "metadata": {}, "source": [ "(lecture_09)=\n", "# Modeling Events\n", "\n", ":::{post} Jan 7, 2024\n", ":tags: statistical rethinking, bayesian inference, logistic regression\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 09 - Modeling Events](https://www.youtube.com/watch?v=Zi6N3GLUJmw)# [Lecture 09 - Modeling Events](https://www.youtube.com/watch?v=Zi6N3GLUJmw)" ] }, { "cell_type": "code", "execution_count": 1, "id": "6d488dfc", "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": "dd6d0fb8", "metadata": {}, "source": [ "# UC Berkeley Admissions\n", "\n", "## Dataset\n", "- 4562 Graduate student applications\n", "- Stratified by\n", " - Department\n", " - Gender\n", "\n", "Goal is to identify gender discrimination by admissions officers" ] }, { "cell_type": "code", "execution_count": 2, "id": "876ff2cc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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deptapplicant.genderadmitrejectapplications
1Amale512313825
2Afemale8919108
3Bmale353207560
4Bfemale17825
5Cmale120205325
6Cfemale202391593
7Dmale138279417
8Dfemale131244375
9Emale53138191
10Efemale94299393
11Fmale22351373
12Ffemale24317341
\n", "
" ], "text/plain": [ " dept applicant.gender admit reject applications\n", "1 A male 512 313 825\n", "2 A female 89 19 108\n", "3 B male 353 207 560\n", "4 B female 17 8 25\n", "5 C male 120 205 325\n", "6 C female 202 391 593\n", "7 D male 138 279 417\n", "8 D female 131 244 375\n", "9 E male 53 138 191\n", "10 E female 94 299 393\n", "11 F male 22 351 373\n", "12 F female 24 317 341" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ADMISSIONS = utils.load_data(\"UCBadmit\")\n", "ADMISSIONS" ] }, { "cell_type": "markdown", "id": "c18ab839-ca84-44c3-aef5-a7a8255536e9", "metadata": {}, "source": [ "## Modeling Events\n", "- **Events**: discrete, unordered outcomes\n", "- Observations are counts/aggregates\n", "- Unknowns are probabilities $p$ of event ocurring, or odds of those probabilities $\\frac{p}{1-p}$\n", "- All things we stratify by interact -- generally never independent in real life\n", "- Often deal with the Log Odds of $p = \\log \\left (\\frac{p}{1-p} \\right)$" ] }, { "cell_type": "markdown", "id": "86fb87f0", "metadata": {}, "source": [ "## Admissions: Drawing the owl 🦉\n", " \n", "1. Estimands(s)\n", "2. Scientific Models(s)\n", "3. Statistical Models(s)\n", "4. Analysis" ] }, { "cell_type": "markdown", "id": "78b2200d", "metadata": {}, "source": [ "# 1. Estimand(s)\n", "\n", "## Which path defines \"discrimination\"\n", "\n", "### Direct Discrimination (Causal Effect)" ] }, { "cell_type": "code", "execution_count": 3, "id": "ac57f32f", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "G\n", "\n", "Gender, G\n", "\n", "\n", "\n", "D\n", "\n", "Department, D\n", "\n", "\n", "\n", "G->D\n", "\n", "\n", "\n", "\n", "\n", "A\n", "\n", "Admission rate, A\n", "\n", "\n", "\n", "G->A\n", "\n", "\n", "\n", "\n", "\n", "D->A\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"G\", \"D\"), (\"G\", \"A\"), (\"D\", \"A\")],\n", " node_props={\n", " \"G\": {\"label\": \"Gender, G\", \"color\": \"red\"},\n", " \"D\": {\"label\": \"Department, D\"},\n", " \"A\": {\"label\": \"Admission rate, A\", \"color\": \"red\"},\n", " },\n", " edge_props={(\"G\", \"A\"): {\"color\": \"red\"}},\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "markdown", "id": "77c9eb9f", "metadata": {}, "source": [ "- aka \"Institutional discrimination\"\n", "- Referees are biased for or against a particular group\n", "- Usually the type we're interested in identifying if it exists\n", "- Requires strong causal assumptions\n", "\n", "Here, deparment, D is a mediator -- this is a common structure in social sciences, where categorical status (e.g. gender) effects some mediating context (e.g. occupation), both of which affect a target outcome (wage). Examples\n", "- wage discrimination\n", "- hiring\n", "- scientific awards\n" ] }, { "cell_type": "markdown", "id": "5a3bb603", "metadata": {}, "source": [ "### Indirect Discrimination" ] }, { "cell_type": "code", "execution_count": 4, "id": "8934294e", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "G\n", "\n", "Gender, G\n", "\n", "\n", "\n", "D\n", "\n", "Department, D\n", "\n", "\n", "\n", "G->D\n", "\n", "\n", "\n", "\n", "\n", "A\n", "\n", "Admission rate, A\n", "\n", "\n", "\n", "G->A\n", "\n", "\n", "\n", "\n", "\n", "D->A\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"G\", \"D\"), (\"G\", \"A\"), (\"D\", \"A\")],\n", " node_props={\n", " \"G\": {\"label\": \"Gender, G\", \"color\": \"red\"},\n", " \"D\": {\"label\": \"Department, D\"},\n", " \"A\": {\"label\": \"Admission rate, A\", \"color\": \"red\"},\n", " },\n", " edge_props={(\"G\", \"D\"): {\"color\": \"red\"}, (\"D\", \"A\"): {\"color\": \"red\"}},\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "markdown", "id": "e44270b3-782d-44d6-9505-4801550bcda0", "metadata": {}, "source": [ "- aka \"Structural discrimination\"\n", "- e.g. Gender affects a person's interests, and therefore the department they will apply to\n", "- Affects overall admission rates\n", "- Requires strong causal assumptions" ] }, { "cell_type": "markdown", "id": "ad3f6e3b", "metadata": {}, "source": [ "### Total Discrimination" ] }, { "cell_type": "code", "execution_count": 5, "id": "50f23ee9", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "G\n", "\n", "Gender, G\n", "\n", "\n", "\n", "D\n", "\n", "Department, D\n", "\n", "\n", "\n", "G->D\n", "\n", "\n", "\n", "\n", "\n", "A\n", "\n", "Admission rate, A\n", "\n", "\n", "\n", "G->A\n", "\n", "\n", "\n", "\n", "\n", "D->A\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"G\", \"D\"), (\"G\", \"A\"), (\"D\", \"A\")],\n", " node_props={\n", " \"G\": {\"label\": \"Gender, G\", \"color\": \"red\"},\n", " \"D\": {\"label\": \"Department, D\"},\n", " \"A\": {\"label\": \"Admission rate, A\", \"color\": \"red\"},\n", " },\n", " edge_props={\n", " (\"G\", \"D\"): {\"color\": \"red\"},\n", " (\"G\", \"A\"): {\"color\": \"red\"},\n", " (\"D\", \"A\"): {\"color\": \"red\"},\n", " },\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "markdown", "id": "6d8381d9-52cd-430b-8a4b-b091afc89d19", "metadata": {}, "source": [ "- aka \"Experienced discrimination\"\n", "- through both direct and indirect routes\n", "- Requires mild assumptions" ] }, { "cell_type": "markdown", "id": "f860ec4a", "metadata": {}, "source": [ "### Estimands & Estimators\n", "- Each of the **different estimands require a different estimators**\n", "- Often the thing we **can estimate** often isn't what we **want to estimate**\n", "- e.g. Total discrimination may be easier to estimate, but is less actionable" ] }, { "cell_type": "markdown", "id": "c933f824", "metadata": {}, "source": [ "## Unobserved Confounds" ] }, { "cell_type": "code", "execution_count": 6, "id": "e370734b", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "G\n", "\n", "G\n", "\n", "\n", "\n", "D\n", "\n", "D\n", "\n", "\n", "\n", "G->D\n", "\n", "\n", "\n", "\n", "\n", "A\n", "\n", "A\n", "\n", "\n", "\n", "G->A\n", "\n", "\n", "\n", "\n", "\n", "D->A\n", "\n", "\n", "\n", "\n", "\n", "U\n", "\n", "U\n", "\n", "\n", "\n", "U->D\n", "\n", "\n", "\n", "\n", "\n", "U->A\n", "\n", "\n", "\n", "\n", "\n", "unobserved\n", "\n", "unobserved\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"G\", \"D\"), (\"G\", \"A\"), (\"D\", \"A\"), (\"U\", \"D\"), (\"U\", \"A\")],\n", " node_props={\"U\": {\"style\": \"dashed\"}, \"unobserved\": {\"style\": \"dashed\"}},\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "markdown", "id": "00a109cc-fbea-4d55-bffd-0fcebeeed6b4", "metadata": {}, "source": [ "It's always possible there are also confounds between the mediator and some unobserved confounds. We will ignore these for now." ] }, { "cell_type": "markdown", "id": "5db65009", "metadata": {}, "source": [ "# 2. Scientific Model(s):\n", "\n", "## Simulate the process\n", "Below is a generative model of the review/admission process" ] }, { "cell_type": "code", "execution_count": 7, "id": "ed254bbf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------\n", "UNBIASED\n", "------------------------------\n", "Department Acceptance rate:\n", "[[0.1 0.1]\n", " [0.3 0.3]]\n", "\n", "Gender-Department Frequency:\n", "gender department\n", "0 0 335\n", " 1 173\n", "1 0 106\n", " 1 386\n", "dtype: int64\n", "\n", "Gender-Acceptance Frequency:\n", "gender accepted\n", "0 0 437\n", " 1 71\n", "1 0 359\n", " 1 133\n", "dtype: int64\n", "\n", "Overall Acceptance Rates:\n", "gender\n", "0 0.139764\n", "1 0.270325\n", "dtype: float64\n", "\n", "------------------------------\n", "BIASED\n", "------------------------------\n", "Department Acceptance rate:\n", "[[0.05 0.1 ]\n", " [0.2 0.3 ]]\n", "\n", "Gender-Department Frequency:\n", "gender department\n", "0 0 335\n", " 1 173\n", "1 0 106\n", " 1 386\n", "dtype: int64\n", "\n", "Gender-Acceptance Frequency:\n", "gender accepted\n", "0 0 465\n", " 1 43\n", "1 0 370\n", " 1 122\n", "dtype: int64\n", "\n", "Overall Acceptance Rates:\n", "gender\n", "0 0.084646\n", "1 0.247967\n", "dtype: float64\n" ] } ], "source": [ "np.random.seed(123)\n", "n_samples = 1000\n", "\n", "GENDER = stats.bernoulli.rvs(p=0.5, size=n_samples)\n", "\n", "# Groundtruth parameters\n", "# Gender 1 tends to apply to department 1\n", "P_DEPARTMENT = np.where(GENDER == 0, 0.3, 0.8)\n", "\n", "# Acceptance rates matrices -- Department x Gender\n", "UNBIASED_ACCEPTANCE_RATES = np.array([[0.1, 0.1], [0.3, 0.3]]) # No *direct* gender bias\n", "\n", "# Biased acceptance:\n", "# - dept 0 accepts gender 0 at 50% of unbiased rate\n", "# - dept 1 accepts gender 0 at 67% of unbiased rate\n", "BIASED_ACCEPTANCE_RATES = np.array([[0.05, 0.1], [0.2, 0.3]]) # *direct* gender bias present\n", "\n", "DEPARTMENT = stats.bernoulli.rvs(p=P_DEPARTMENT, size=n_samples).astype(int)\n", "\n", "\n", "def simulate_admissions_data(bias_type):\n", " \"\"\"Simulate admissions data using the global params above\"\"\"\n", " acceptance_rate = (\n", " BIASED_ACCEPTANCE_RATES if bias_type == \"biased\" else UNBIASED_ACCEPTANCE_RATES\n", " )\n", " acceptance = stats.bernoulli.rvs(p=acceptance_rate[DEPARTMENT, GENDER])\n", "\n", " return (\n", " pd.DataFrame(\n", " np.vstack([GENDER, DEPARTMENT, acceptance]).T,\n", " columns=[\"gender\", \"department\", \"accepted\"],\n", " ),\n", " acceptance_rate,\n", " )\n", "\n", "\n", "for bias_type in [\"unbiased\", \"biased\"]:\n", "\n", " fake_admissions, acceptance_rate = simulate_admissions_data(bias_type)\n", "\n", " gender_acceptance_counts = fake_admissions.groupby([\"gender\", \"accepted\"]).count()[\"department\"]\n", " gender_acceptance_counts.name = None\n", "\n", " gender_department_counts = fake_admissions.groupby([\"gender\", \"department\"]).count()[\"accepted\"]\n", " gender_department_counts.name = None\n", "\n", " observed_acceptance_rates = fake_admissions.groupby(\"gender\").mean()[\"accepted\"]\n", " observed_acceptance_rates.name = None\n", "\n", " print()\n", " print(\"-\" * 30)\n", " print(bias_type.upper())\n", " print(\"-\" * 30)\n", " print(f\"Department Acceptance rate:\\n{acceptance_rate}\")\n", " print(f\"\\nGender-Department Frequency:\\n{gender_department_counts}\")\n", " print(f\"\\nGender-Acceptance Frequency:\\n{gender_acceptance_counts}\")\n", " print(f\"\\nOverall Acceptance Rates:\\n{observed_acceptance_rates}\")" ] }, { "cell_type": "markdown", "id": "7dfac7b4", "metadata": {}, "source": [ "### Simulated data properties\n", "\n", "#### Both scenarios\n", "\n", "- Gender 0 tends to apply to department 0\n", "- Gender 1 tends to apply to department 1\n", "\n", "#### Unbiased scenario:\n", "- due to lower acceptance rates in dept 0 and tendency of gender 0 to apply to dept 0, gender 0 has a lower overall rejection rate compared to gender 1\n", "- due to higher acceptance rates in dept 1 and tendency of gender 1 to apply to dept 1, gender 1 has a higher overall acceptance rate compared to gender 0\n", "- even in the case of no (direct) gender discrimination, **there is still indirect discrimination based on tendency of genders to apply to different departments, and the unqual likelihood that each department accepts students.**\n", "\n", "#### Biased scenario\n", "- overall acceptance rates are lower (due to baseline reduction in gender 0 acceptance rates across both departments)\n", "- in the scenario where there is actual department bias, **we see a similar overall _pattern_ of discrimination as the unbiased case due to the indirect effect.**" ] }, { "cell_type": "markdown", "id": "c8cc6e18", "metadata": {}, "source": [ "# 3. Statistical Models" ] }, { "cell_type": "markdown", "id": "165d2a45", "metadata": {}, "source": [ "## Modeling Events\n", "- **We observe** counts of events\n", "- **We estimate** probabilities -- or, rather, the log-odds of events ocurring\n", "\n", "\n", "### Linear Models\n", "Expected value is linear (additive) combination of parameters\n", "\n", "$$\n", "\\begin{align*}\n", "Y_i &\\sim \\mathcal{N}(\\mu_i, \\sigma) \\\\\n", "\\mu_i &= \\alpha + \\beta_X X_i + ...\n", "\\end{align*}\n", "$$\n", "\n", "b.c. Normal distribution is **unbounded**, so too is the expected value of the linear model.\n", "\n", "### Event Models\n", "Discrete events either occur, taking the value 1, or they do not, taking the value 0. This **puts bounds** on the expected value of an event. Namely the bounds are on the interval $(0, 1)$\n", "\n", "## Generalized Linear Models & Link Functions\n", "\n", "- Expected value is **some function $f(\\mathbb{E}[\\theta])$ of an additive combination of the parameters**.\n", "\n", "$$\n", "f(\\mathbb{E}[\\theta]) = \\alpha + \\beta_X X_i + ...\n", "$$\n", "\n", "- Generally, this function $f()$, called the **link function**, will have a specific form **that is associated with the likelihood distribution**. \n", "- the link function will have an **inverse link function** $ f^{-1}(X_i, \\theta)$ such that\n", "- to reiterate **link functions are matched to distributions**\n", "\n", "$$\n", "\\mathbb{E}[\\theta] = f^{-1}(\\alpha + \\beta_X X_i + ...)\n", "$$\n", "\n", "- In the linear regression case the likelihood model is Gaussian, and the associated link function (and inverse link function) is just the identity, $I()$. (left plot below)\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "d0cc274e", "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", "xs = np.linspace(-3, 3, 100)\n", "plt.sca(axs[0])\n", "alpha = 0\n", "beta = 0.75\n", "\n", "plt.plot(xs, alpha + beta * xs)\n", "plt.axhline([0], linestyle=\"--\", color=\"gray\")\n", "plt.axhline([1], linestyle=\"--\", color=\"gray\")\n", "plt.xlim([-3, 3])\n", "plt.ylim([-0.5, 1.5])\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"$I(\\\\alpha + \\\\beta X$)\")\n", "plt.title(\"Linear Model\\n(continous outcomes)\")\n", "\n", "plt.sca(axs[1])\n", "plt.plot(xs, utils.invlogit(alpha + beta * xs))\n", "plt.axhline([0], linestyle=\"--\", color=\"gray\")\n", "plt.axhline([1], linestyle=\"--\", color=\"gray\")\n", "plt.xlim([-3, 3])\n", "plt.ylim([-0.5, 1.5])\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"$\\\\frac{1}{e^{-(\\\\alpha + \\\\beta X)}}$\")\n", "plt.title(\"Logistic Model\\n(binary outcomes)\");" ] }, { "cell_type": "markdown", "id": "de57a29d", "metadata": {}, "source": [ "## Logit Link Function and Logisitic Inverse function\n", "### Binary outcomes\n", "\n", "- **Logistic regression** used to model the probability of an event ocurring\n", "- Likelihood function is the Bernouilli\n", "- Associated link function is the **log-odds, or logit**: $f(p) = \\frac{p}{1-p}$\n", "\n", "$$\n", "\\begin{align*}\n", "Y_i &\\sim \\text{Bernoulli}(p_i) \\\\\n", "f(p_i) &= \\alpha + \\beta_X X_i + ...\n", "\\end{align*}\n", "$$\n", "\n", "- the inverse link function is the **inverse logit** aka **logistic** function (right plot above): $f^{-1}(X_i, \\theta) = \\frac{1}{1 + e^{-(\\alpha + \\beta_X X_i + ...)}}$\n", " - defining $\\alpha + \\beta_X X + ... = q$ (ignoring the data index $i$ for now), the derivation of the inverse logit is as follows\n", "$$\n", "\\begin{align}\n", "\\log \\left(\\frac{p}{1-p}\\right) &= \\alpha + \\beta_X X + ... = q \\\\\n", "\\frac{p}{1-p} &= e^{q} \\\\\n", "p &= (1-p) e^{q} \\\\\n", "p + p e^{q} &= e^{q} \\\\\n", "p(1 + e^{q}) &= e^{q} \\\\\n", "p &= \\frac{ e^{q}}{(1 + e^{q})} \\\\\n", "p &= \\frac{ e^{q}}{(1 + e^{q})} \\frac{e^{-q}}{e^{-q}}\\\\\n", "p &= \\frac{1}{(1 + e^{-q})} \\\\\n", "\\end{align}\n", "$$\n", "\n", "### logit is a harsh transform\n", "Interpreting the log odds can be difficult at first, but in time becomes easier\n", "- log-odds scale\n", "- $\\text{logit}(p)=0, p=0.5$\n", "- $\\text{logit}(p)=-\\infty, p=0$\n", " - rule of thumb: $\\text{logit}(p)<-4$ means event is unlikely (hardly ever)\n", "- $\\text{logit}(p)=\\infty, p=1$\n", " - rule of thumb: $\\text{logit}(p)>4$ means event is very likely (nearly always)" ] }, { "cell_type": "code", "execution_count": 9, "id": "3b094e6c-c1a9-4e12-b308-4aebdc969edc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "log_odds = np.linspace(-4, 4, 100)\n", "utils.plot_line(log_odds, utils.invlogit(log_odds), label=None)\n", "plt.axhline(0.5, linestyle=\"--\", color=\"k\", label=\"p=0.5\")\n", "plt.xlabel(\"$logit(p)$\")\n", "plt.ylabel(\"$p$\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "2e7264da", "metadata": {}, "source": [ "### Bayesian Updating for Logistic Regression\n", "For the following simulation, we'll use a custom utility function `utils.simulate_2_parameter_bayesian_learning` for simulating general Bayeisan posterior update simulation. Here's the API for that function (for more details see `utils.py`)" ] }, { "cell_type": "code", "execution_count": 10, "id": "04147653", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function simulate_2_parameter_bayesian_learning_grid_approximation in module utils:\n", "\n", "simulate_2_parameter_bayesian_learning_grid_approximation(x_obs, y_obs, param_a_grid, param_b_grid, true_param_a, true_param_b, model_func, posterior_func, n_posterior_samples=3, param_labels=None, data_range_x=None, data_range_y=None)\n", " General function for simulating Bayesian learning in a 2-parameter model\n", " using grid approximation.\n", "\n", " Parameters\n", " ----------\n", " x_obs : np.ndarray\n", " The observed x values\n", " y_obs : np.ndarray\n", " The observed y values\n", " param_a_grid: np.ndarray\n", " The range of values the first model parameter in the model can take.\n", " Note: should have same length as param_b_grid.\n", " param_b_grid: np.ndarray\n", " The range of values the second model parameter in the model can take.\n", " Note: should have same length as param_a_grid.\n", " true_param_a: float\n", " The true value of the first model parameter, used for visualizing ground\n", " truth\n", " true_param_b: float\n", " The true value of the second model parameter, used for visualizing ground\n", " truth\n", " model_func: Callable\n", " A function `f` of the form `f(x, param_a, param_b)`. Evaluates the model\n", " given at data points x, given the current state of parameters, `param_a`\n", " and `param_b`. Returns a scalar output for the `y` associated with input\n", " `x`.\n", " posterior_func: Callable\n", " A function `f` of the form `f(x_obs, y_obs, param_grid_a, param_grid_b)\n", " that returns the posterior probability given the observed data and the\n", " range of parameters defined by `param_grid_a` and `param_grid_b`.\n", " n_posterior_samples: int\n", " The number of model functions sampled from the 2D posterior\n", " param_labels: Optional[list[str, str]]\n", " For visualization, the names of `param_a` and `param_b`, respectively\n", " data_range_x: Optional len-2 float sequence\n", " For visualization, the upper and lower bounds of the domain used for model\n", " evaluation\n", " data_range_y: Optional len-2 float sequence\n", " For visualization, the upper and lower bounds of the range used for model\n", " evaluation.\n", "\n" ] } ], "source": [ "help(utils.simulate_2_parameter_bayesian_learning_grid_approximation)" ] }, { "cell_type": "code", "execution_count": 11, "id": "bcc15a2f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Model function required for simulation\n", "\n", "\n", "def logistic_model(x, alpha, beta):\n", " return utils.invlogit(alpha + beta * x)\n", "\n", "\n", "# Posterior function required for simulation\n", "def logistic_regression_posterior(x_obs, y_obs, alpha_grid, beta_grid, likelihood_prior_std=0.01):\n", "\n", " # Convert params to 1-d arrays\n", " if np.ndim(alpha_grid) > 1:\n", " alpha_grid = alpha_grid.ravel()\n", "\n", " if np.ndim(beta_grid):\n", " beta_grid = beta_grid.ravel()\n", "\n", " log_prior_intercept = stats.norm(0, 1).logpdf(alpha_grid)\n", " log_prior_slope = stats.norm(0, 1).logpdf(beta_grid)\n", "\n", " log_likelihood = np.array(\n", " [\n", " stats.bernoulli(p=utils.invlogit(a + b * x_obs)).logpmf(y_obs)\n", " for a, b in zip(alpha_grid, beta_grid)\n", " ]\n", " ).sum(axis=1)\n", "\n", " # Posterior is equal to the product of likelihood and priors (here a sum in log scale)\n", " log_posterior = log_likelihood + log_prior_intercept + log_prior_slope\n", "\n", " # Convert back to natural scale\n", " return np.exp(log_posterior - log_posterior.max())\n", "\n", "\n", "# Generate data for demo\n", "np.random.seed(123)\n", "RESOLUTION = 100\n", "N_DATA_POINTS = 128\n", "\n", "# Ground truth parameters\n", "ALPHA = -1\n", "BETA = 2\n", "\n", "x = stats.norm(0, 1).rvs(size=N_DATA_POINTS)\n", "p_y = utils.invlogit(ALPHA + BETA * x)\n", "y = stats.bernoulli.rvs(p=p_y)\n", "\n", "alpha_grid = np.linspace(-3, 3, RESOLUTION)\n", "beta_grid = np.linspace(-3, 3, RESOLUTION)\n", "\n", "# Vary the sample size to show how the posterior adapts to more and more data\n", "for n_samples in [0, 2, 4, 8, 16, 32, 64, 128]:\n", " # Run the simulation\n", " utils.simulate_2_parameter_bayesian_learning_grid_approximation(\n", " x_obs=x[:n_samples],\n", " y_obs=y[:n_samples],\n", " param_a_grid=alpha_grid,\n", " param_b_grid=beta_grid,\n", " true_param_a=ALPHA,\n", " true_param_b=BETA,\n", " model_func=logistic_model,\n", " posterior_func=logistic_regression_posterior,\n", " param_labels=[\"$\\\\alpha$\", \"$\\\\beta$\"],\n", " data_range_x=(-2, 2),\n", " data_range_y=(-0.05, 1.05),\n", " )" ] }, { "cell_type": "markdown", "id": "b35bc41a", "metadata": {}, "source": [ "## Priors for logistic regression\n", "\n", "**logit link function is a harsh transform**\n", "- Logit compresses parameter distributions\n", "- $x > +4 \\rightarrow $ event basically always occurs\n", "- $x < -4 \\rightarrow$ event basically never occurs" ] }, { "cell_type": "code", "execution_count": 12, "id": "8a8a00df", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_samples = 10000\n", "fig, axs = plt.subplots(3, 2, figsize=(8, 8))\n", "for ii, std in enumerate([10, 1.5, 1]):\n", "\n", " # Alpha prior distribution\n", " alphas = stats.norm(0, std).rvs(n_samples)\n", " plt.sca(axs[ii][0])\n", " az.plot_dist(alphas, color=\"C1\")\n", " plt.xlim([-30, 30])\n", " plt.ylabel(\"density\")\n", " if ii == 2:\n", " plt.xlabel(\"alpha\")\n", "\n", " # Resulting event probability distribution\n", " ps = utils.invlogit(alphas)\n", " plt.sca(axs[ii][1])\n", " az.plot_dist(ps, color=\"C0\")\n", " plt.xlim([0, 1])\n", " plt.ylabel(\"density\")\n", " plt.title(f\"$\\\\alpha \\sim \\mathcal{{N}}(0, {std})$\")\n", " if ii == 2:\n", " plt.xlabel(\"p(event)\")" ] }, { "cell_type": "markdown", "id": "8b67f3d7", "metadata": {}, "source": [ "### Prior Predictive Simulations" ] }, { "cell_type": "code", "execution_count": 13, "id": "7cb55925", "metadata": {}, "outputs": [], "source": [ "# Demonstrating the effect of alpha / beta on p(x)\n", "from functools import partial\n", "\n", "\n", "def gaussian_2d_pdf(xs, ys, mean=(0, 0), covariance=np.eye(2)):\n", " return np.array(stats.multivariate_normal(mean, covariance).pdf(np.vstack([xs, ys]).T))\n", "\n", "\n", "pdf = partial(gaussian_2d_pdf)\n", "\n", "xs = ys = np.linspace(-3, 3, 100)\n", "# utils.plot_2d_function(xs, ys, pdf, cmap='gray_r')\n", "\n", "\n", "def plot_logistic_prior_predictive(n_samples=20, prior_std=0.5):\n", "\n", " _, axs = plt.subplots(1, 2, figsize=(10, 4))\n", " plt.sca(axs[0])\n", " min_x, max_x = -prior_std, prior_std\n", " xs = np.linspace(min_x, max_x, 100)\n", " ys = xs\n", "\n", " pdf = partial(gaussian_2d_pdf, covariance=np.array([[prior_std**2, 0], [0, prior_std**2]]))\n", " utils.plot_2d_function(xs, ys, pdf, cmap=\"gray_r\")\n", "\n", " plt.axis(\"square\")\n", " plt.xlim([min_x, max_x])\n", " plt.ylim([min_x, max_x])\n", "\n", " # Sample some parameters from prior\n", " βs = stats.norm.rvs(0, prior_std, size=n_samples)\n", " αs = stats.norm.rvs(0, prior_std, size=n_samples)\n", "\n", " for b, a in zip(βs, αs):\n", " plt.scatter(a, b)\n", "\n", " plt.xlabel(\"$\\\\alpha$\")\n", " plt.ylabel(\"$\\\\beta$\")\n", " plt.title(f\"Samples from prior with std={prior_std}\")\n", "\n", " # Resulting sigmoid functions\n", " plt.sca(axs[1])\n", " min_x, max_x = -3, 3\n", " xs = np.linspace(min_x, max_x, 100)\n", " for a, b in zip(αs, βs):\n", " logit_p = a + xs * b\n", " p = utils.invlogit(logit_p)\n", " plt.plot(xs, p)\n", "\n", " plt.xlabel(\"x\")\n", " plt.ylabel(\"p = invlogit(x)\")\n", " plt.xlim([-3, 3])\n", " plt.ylim([-0.05, 1.05])\n", " plt.axhline(0.5, linestyle=\"--\", color=\"k\")\n", " plt.title(f\"Resulting Logistic Models\")" ] }, { "cell_type": "code", "execution_count": 14, "id": "5fc06f71", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_logistic_prior_predictive(prior_std=0.5)" ] }, { "cell_type": "code", "execution_count": 15, "id": "16cc6a5c", "metadata": {}, "outputs": [ { "data": { "image/png": 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SkhL+7//+D71ezz333MOvf/1rVCoVZrOZtWvX8tZbb/GnP/2J2NhYIiMjW5W7du1arrvuOv70pz+h0Wgwm828/PLLfP7557z++uvU1dVx++2388wzz6BSqdDr9Tz55JP8+OOPvP/++7z99tsd3uulvPPOO9x3332sWrUKpVKJ0Wjkrbfe4l//+hcvvvgiY8eOxdvbu9V5H3zwAbfeeivPP/+8bTCn1Wove60rlc9HH33EjBkzeO2112zP1eoa0R4ymYyxY8eyd+9eEhMTmTVrFmBRWpOSkvDx8aGkpIRjx45x66232s6zrrR3pMxHR0fzxRdfsHz5co4ePcqLL77IhAkTLiuDzz//nLVr1zJjxgzAEr19xYoVnDt3jn//+9+dHsR9/PHHVFVVsXTpUl566SUcHR1t+zIzM1tYV7z00kscOXKEe+65h+jo6HZ90P/3v//x448/4uLiwgcffGAbkOTn5/PII4/w1VdftXleWVlZuxN+lyM6OpqXXnqpy+d1hYKCAgwGA4CtbbsU6/bc3NxerYuExNVATk6OzZLIOp6w8uWXX/Lpp58SEBDAq6++amsPrZaBb7/9NitXrmTXrl2o1WrA0p9otVoefvhhHnvssRZK7+nTp8nJyem1e3n44Ye54YYbmDNnDl5eXnzxxRfdKic5ORk3NzfWrVtni/KfnZ3Nfffdx/nz51m/fj133nmn7XjrIoooijzyyCM88cQTyOVyjEYj77zzDm+99VaP3N/laGpq4umnn6a2tpaFCxfyyiuv2MZdGzdu5IUXXuCDDz5g9OjRtv4KLGO89evXo1KpeOutt2xB6Kqrq1m1ahX/+te/ulSPrjz/d999lw0bNvD8888zffp0Xn/99S5d6/Tp0zZF/le/+hWPPfaYbTHCYDCwa9cufHx8ulSmlZtuuomtW7eyefPmFsq81cR+8eLFVFdXt3muKIo888wzFBUVMX78eN566y1bQNaffvqJp556ik2bNjFq1KgWkyVnzpzhrbfeQhAEXnrpJe666y4EQaChoYEXX3yRDz74oM3rdWfM3R5Go5F3330XhULBO++80yIoodFoZP/+/S0WOST6F8nMvgcICQmxzXKmpqby5JNPMm7cOBYsWMDzzz/Ptm3b0Ov1bZ47Y8YMRo0a1WqWLD4+nqeeeuqy0TINBgMvvfRSi453/PjxzJ8/H1EU+fHHH/nLX/7SYrB74403Mnr0aPR6vU25uRSZTMYbb7zRYjVxwYIF/OIXvwDodKO+fv16Lly4wLx583jxxRdb/PDDw8P5+9//jiAIfPzxx7bt1oH3/PnzW834aTQali1bdsVRU9vijjvu4LbbbrM9B4VCgUKh4PPPP6e+vp6oqCheeOEFW4ckk8l4+OGHmTFjBgaDgX//+99tluvq6sqf//xn273LZDKeeeYZ1Go1aWlpuLi48Jvf/MZWrkql4v/+7/8Ai0ljdwgPD+e5556z+RArFAp+/etfM2LECOrr6/nyyy/bPG/YsGH84Q9/aLEq01GsgSuVj7u7O2+88UaLCRrrYPByWDvV5u/wmTNnqK+vZ+HChfj7+7dYpYefV+bHjx/fYfldwWg08vjjj7cYGHl5efH0008DtDInvRzWAc59993XQpEHCAsL4/bbb+9S3URRtP2+nnrqqRaDkYCAAF5//XWbUnwpOp2OpKSkLn/S09O7VMfuUFNTY/u7Pf97q8VG82MlJCRaUl9fz8GDB3nssccwGo0203Arer2e1atXI5fLee+991pMbMrlch555BHmz59PcXFxiyC/1rbsgQceaLV6PXLkSG688cbevbEewDrGap6uLyQkhF/96ldA67b9iy++oKmpicmTJ/P000/b3H8UCgWrVq0iLi6u1+u8ZcsWCgsL8fT05C9/+UuLcdfSpUttfcilMZys/cSjjz7aQnFzdXXlzTff7LILaV8+//feew+DwcAtt9zCr3/96xZWhUqlkkWLFrV4p7vClClT8PDwYPv27bZxfGlpKYcPH2bEiBGEh4e3e+6hQ4ds1iFvvvlmi8wq06dP57HHHgMsY+rm5vYff/wxJpOJ+fPnc/fdd9vGpY6Ojrz++uvtWqZ2Z8zdHlVVVdTU1DB8+PBW2QUUCgWzZs3qcGFEou+QlPke4uGHH+aTTz5hxowZKJVKRFEkOzubDRs2sHLlSubPn99uWrrKyko++eQTVq1axX333cedd97JnXfeaTNpS0tLa/M8V1fXNlN4WFdAo6OjiY6ObrXfqvy358973XXXtWmKbp05TEpKorGxsc1zm7Nr1y4Ali1b1ub+yMhI/P39ycvLo7i4GABfX1/A0gi2N9vZG7QXwMTq297eLKbVZ7m9gEE33HBDq07QycnJlurs5ptvbjWRExoaip2dHfX19VRVVXX+Ji7SnjmcdQXhwIEDbe5fvHgxMlnXmoQrlc91113XaXP+5lgV8uYr1da/x40bx7hx4ygoKLC5S5SUlHDhwgW8vb3btHK5UppbAFgZOXIk0P7vrC2sE1U7d+68rC9dZ8nMzKSwsBC1Wt2mieGIESMYPXp0m+cGBARw7ty5Ln+uNEp9Z2g+OWqdtLoU6wCyI0sPCYlrjeeff97mkzx27Fjuv/9+srKyuP766/nnP//Z4tgTJ05QVlbW7ngCsLnqNJ9AtbZlgzmLj4uLC9ddd12r7da2/dLYAtZ+rj1z7r5IH2rt35ctW9bmxLi1T05OTraN4+rr623uSG3V0cXFpcu53/vq+Wu1Wg4ePAhgm2TpSRQKBddffz21tbW2OFZbtmzBZDLZAuS1h/VZLFiwoM0x9R133IFKpaKgoMCWeQl+fo+aW31YUavV3HLLLW1erztj7vZwd3dHpVKRk5PTrg4iMXCQzOx7kIkTJzJx4kS0Wi0pKSmcPHmSffv2cfToUQoLC3nwwQfZsGFDixXnAwcO8PTTT1NXV9duue2tLLVnXmpdUe9of3sKeVspOKzlWU3BL1y40KbZdHOsK3TvvPNOqwGCFauyWlJSgq+vL3FxcYwaNYqTJ08yc+ZMJk+ebFPORowY0Sk/n+7Qnt+PdXa5vdlXq097eXk59fX1rcyOLvcMMjMz21Us3d3dKSwspLGxETc3t87cgo327sW6vT3zxu74Pl2pfLrrbzVixAgcHBw4c+YMDQ0NODo6cvToUQRBID4+nurqajZt2sSxY8darNL39Ko8WKKnt+VSY/Wt78zEl5W7776bTZs28cEHH/Dtt98ydepU4uPjmTBhQrfMBK3Px8/Pr92VldDQ0G4FXOxPmq/0GAyGNgetVoW/M5YeEhLXEtY886IoUl5eTl5eHgqFgpEjR7aydLH24wUFBW0qF4Bt/FJSUmLbdu+993Lw4EFefPFF/v3vfzN16lTGjh3LhAkTutyn9Rft9d/Wtr2hoaHFdqtlYfMge81pb3tP0lGfHBwcjFKpxGAw2MZxFy5cQBRFXF1d2+1nulr3vnr+ubm5GAwGnJ2d2x27XimLFy/ms88+49tvv+W6667j22+/RS6Xc8MNN1z2vI6ehUajYciQIeTm5pKTk0NYWBi1tbVUVFQAHY/lLqU7Y+72kMvlLF++nI8++oilS5cyZswYJkyYQHx8PGPHjpX61QGGpMz3AnZ2dsTHxxMfH8+KFSs4fvw4DzzwAI2NjXz88ce88sorgCX//DPPPENdXR1LlizhrrvuIiQkBI1Gg0wm4+DBg9x///02/+1LaW9wblV4O9rf3spfWwG+rOe5u7tTXFzcqhNri/r6eoBOpYay+mbLZDI+/PBDVq9ezebNm9m9eze7d+8GwN/fn8cff7xXZrfbWx22KmLtyaT59oaGhlbKakfPoD0z9o6e0eVoL9ia1cSrvWfXVTM66D35dIRCoSAuLo6EhASSkpKYOnUqiYmJDB8+HFdXV5v519GjR1myZEmn/eW7Q3vvTletHMBiNfPf//6X9957j8OHD/PVV1/x1VdfIQgCU6ZM4be//W2XJkCsz/pyAfiam/4NFporHDU1NW3GgLBmvbgW8mVLSHSFS/PMJyYm8thjj/GXv/wFDw+PFpZqVkW9srLyshHcoaUVzMyZM1m7di3/+Mc/OHnyJFlZWXz66acoFArmzp3Lb3/72277MfcV7bXt7S0qWAMIXuoiZaW97T1JR32ydRxXUlJi6x+s51yufl2te189f+s4szMxqrpLbGwsoaGh7Nu3j2PHjpGWlsa0adM67Dutcr1c/+vh4UFubm6rZ3G589p7tt0Zc1+OZ599Fh8fHz7//HOOHz9us37UaDTcddddPPHEE61cKCT6B0mZ7wPi4+O58847+eijjzh16pRt+08//URNTQ1xcXFtRrMsKirq66oCtNthi6Jo29eZht3BwYHa2lp27drVIjppR7i4uPDCCy/w29/+lrS0NI4dO8YPP/zAkSNHeP7553FwcGDBggWdLu9KcHBwoK6ujoqKijZX0a0zqNA3HXVnqKysbHOG2lrXnqxnf8onPj6ehIQEjh07hpeXFzU1NTazt6CgIHx8fGwr8p2NZD8QGD16NB999BENDQ0kJSVx5MgRtmzZwoEDB7j//vvZsmVLpzNmWGV+uUF482fUnIEcAM/f39+2upSXl9emMm91b+hK2yMhcS0yduxYXnnlFR577DFeffVV5syZY5t4tSq0N954oy26dmexBqKtrq7m+PHjHD58mC1btrBjxw4uXLjA119/bXOT6WgCuysWTv2Fvb099fX17da1M4sgV4r1ebXXrrc1jrOeczkZd6fuXXn+3cV6D5ezbu0JFi9ezNtvv22LadSZ3PJWuXam/730WVjPa8s8v71n290xd3vIZDLuvfde7r33XvLz8zl+/Dg//fQTu3btYu3atTQ0NPC73/3uiq8jceVIPvN9hNVcq3mwKas/7+jRo9uc6e0vP5X2ckfm5+ej1+uRyWSd8ju2riCeP3++W/UQBIGoqCjuuecePv30U1uKvnXr1nWrvO5gzbubkZHR5n7rvXl6eg6YyJ7Nfa+aY32u1nvqCfpTPlaT+WPHjrWprI8bN44LFy6QmppKVlYWHh4egyqNiqOjI9OmTePZZ59l+/btDB06lJKSkhZBlzpyO7E+n6KiItuq0aW0974M5AB4CoXC5r+blJTU5jHW7aNGjer1+khIDHbmzp3L6NGjqa6ubhEgy2oi3N1+HH6O7/Piiy+yZcsWnJycOHPmDCkpKbZjrFZa7Sk+7eWyb4/ecsm7HNb29ty5c23u74u2saM+OScnB4PBgFwut43jhg4dikwmo6qqqt187O3dU2fozPPv7vOyug3U1ta225f1BIsXL0YQBAoLC3FwcOhUDIGOnkV9fb1t0c56rLOzs23lvb37aW/7lY65L0dAQABLlizhzTff5B//+AdgCbjX1bz1Er2DpMz3AJWVlR2aQycnJwMtV4msPifl5eWtjq+qquKbb77pwVp2nl27drVZp88//xyw5G/uTNAya+CYTz/9tEeCeVkH5e11Nr3B1KlTAUt6r7awBvuyHjcQsD6n9rZPmTKlx67Vn/KJjY1FrVZz+vRpm4LbXJm3Rq99//33W/y/s1hdIDpjjtbb2Nvb2/LtNn//O6pjaGgoQ4YMQavVsmnTplb7z549a2ubLmUgB8ADmDdvHmBJt2QymVrsKyws5NChQwBtBrCSkJBozQMPPABY2m3rSmx8fDxubm6kpaW1G8S3K3h6etoCwDZvy6wLHqdPn251TnFxcbuBW9ujP9pva9+6cePGNvdv2LCh1+tg7WvXrVvXZvBPa/vcfByn0Whs46u26l5XV2dzd7xS2nv+1vFwV5+XnZ2d7Z7by5rTE/j7+3P77bczadIkVqxY0SkXwWnTpgGWtH9lZWWt9n/11Vfo9Xr8/f1bWFNOnjwZoM3MQ3q9nvXr17d5vZ4ec7eHNWiuVquVssUMECRlvgfYvHkzN910E19//XWr6OO1tbW88847tpyUzaNQWpWLHTt22KJxgqWBe/LJJ1sNUPsKs9nMs88+22KG/Pvvv7d1AitWrOhUObfffjuBgYEcOXKEZ599tpUS3tDQwLZt23jttdds2zZv3sz777/fKkpsVVWV7frtRdTtDe688040Gg1nz57l1VdftQXVMpvNfPjhh+zduxelUsn999/fZ3XqiPPnz/PXv/7VZgViNBp58803SU1NxdHRkTvuuKPHrtWf8lGpVIwaNQqDwcD+/fsJDw9v4WNmXbnfs2dPi/93Fuvg8tIUd73J73//e7Zt29ZqFf3YsWM25bT5+28dFGVkZLS5oiWTybjvvvsAePvtt1usYhcUFPCb3/zmis0ce5MdO3Ywe/bsNgNv3Xnnnbi5uZGZmclrr71me9+rqqpYtWoVRqOR6dOnExMT09fVlpAYlMyZM4ewsDBqampsudnVarXN3eapp57i+++/b6UopKen87e//Y3ExETbtpUrV7J3795WaXl37NhBeno6giC0aMumT58OwO7du9m3b59te2lpKc8++2yXx0Pu7u44OjpSUVHRrrVhT3PHHXdgb2/PgQMHeO+992x1NhqNvPXWW+1aEfUkN9xwA35+fpSXl/Pcc8+1MI//9ttv+eqrr4CfJ26sWPuJDz74wNZngiUmycqVK7vs5tDV5998Mqc9K7L2eOyxx1Aqlaxbt44333yzxfkGg4Ft27a1yHzTXf74xz/yn//8h8cff7xTx0+cOJGRI0ei1+t55plnWpjHHzhwgNWrVwOWZ9HcMuG+++5DJpOxfft2vvjiC9vvrbGxkeeff75dBbo7Y+72yMjI4He/+x2nTp1q8XvX6/W2lXl/f/9BE8zyakfyme8BBEHg3LlzvPTSS7z00ksEBATg7u5ObW0tBQUFtkHmL3/5S9tqEkBMTAzz589n586d3H///QQFBeHg4MD58+dRq9WsWrWKV199tc/vZ8WKFXz++efMnDmT8PBwqqurbS4Bd911ly0NTUc4OjqyZs0aHnzwQbZs2cK2bdtsAf5qamrIy8vDZDK1MIOtrKzk3Xff5d1338XHxwdvb290Oh3Z2dkYDAZ8fHx46qmneuW+28LHx4e//vWvPPXUU3zyySds2rSJoUOHUlhYSEVFBTKZjJdeeqnDyP59yVNPPcWbb77J+vXrCQwMJD8/n6qqKmQyGS+//HKPBh3qb/nEx8dz9OhRRFFs5Q8fFhaGh4eHrQPtqr/89ddfz//+9z8+/PBDvv/+e7y8vBAEgQceeMA28OxpTpw4wZdffolCoSAoKMg2GLX+/hYvXszEiRNtx7u7uzNx4kQOHz7M3LlzCQ8PR61W4+npyVtvvQXA8uXLOXjwIPv27ePOO+8kNDQUtVrN+fPn8fb25vbbb+e///1vr9yPlaKiIpYsWWL7v3X1ZfPmzfzwww+27R988AFjx461/b+xsdF275ei0Wh46623eOihh/jss8/YunUrQ4YMISsri6amJvz9/ful/ZSQGKwIgsAvf/lLXnjhBf7zn/+wfPly1Go1d911F0VFRaxdu5bHH38cV1dXAgMDMZvNFBQU2NLINs9Bv3//frZt24ZKpSI4OBi1Wk1xcbFthfLRRx9tES0+LCyMW2+9lW+++YYHH3yQgIAAnJycOH/+PEOHDm2Rrrez97JgwQLWr1/P0qVLGTZsmG0luresh/z8/Pj973/P888/z+rVq/n888/x9/cnPz+fmpoaVq1axd/+9rduBUcFePnll/nLX/7S7v7PPvuM4cOH8/bbb7NixQq2bdvG3r17CQ0NpaKiwmbS/cgjjzBjxowW5y5YsIBbbrmF9evX88gjjxAYGIiLiwsZGRmo1WpWrFjBP//5z07XvavPf8SIEQQHB5OTk8PMmTMJCQlBqVQSGRnJCy+8cNlrjRw5kj//+c+88MILrFmzhk8//ZTQ0FC0Wi35+fnodDpee+21buea7y6CIPDGG29wzz33cPToUWbOnMmwYcOor6+3ZT646aabWi2wxMTE8PTTT/Pmm2/yhz/8gQ8++ABvb2/bOPjRRx/lnXfeaXW97oy528NgMNgC8Do7OxMYGIgoiuTl5VFXV4dSqeT3v/99zwhK4oqRlPke4K677iIiIoKffvqJpKQkSkpKOHv2LAqFAn9/f0aPHs2yZcvabEj+/ve/ExYWxrfffkthYSGurq7Mnz+fxx9/vE2znL4gODiYdevW8fbbb3P06FHq6+uJjIzk7rvvbjd/ZXtY7+3zzz/nhx9+IDMzk7y8PLy8vBg3bhwzZsxoYQY7f/58DAYDhw4dIjs7m/T0dJuJ8bx587j77rs7Hfyrp5gzZw4bNmxg7dq1HD58mLS0NJycnJg3bx4rVqwgLi6uT+vTEddffz1RUVGsWbOGM2fOIIoiEydO5PHHH++VAHD9KZ/x48fzwQcf2P6+lPj4eHbu3Imrq6vNTL2zxMfH88Ybb/DJJ5+QkZFhSzOzdOnSK653ezz//PPs3r2bxMREioqKuHDhAt7e3kydOpW7776bWbNmtTrnjTfe4I033iAhIYHU1FSMRiP+/v62/XK5nPfff5+PP/6Y9evXk5eXh6urK0uWLGHlypW2FbjexGQy2Qb8zdHr9S1WbtrL3NEekyZNYv369fzjH//g8OHDpKen4+Pjw7x583jkkUekSPYSEl1k8eLFvPPOO5SWlvLNN99w9913A7Bq1SpmzZrF//73PxITE0lLS8PR0REfHx/mzJnD/PnzmTRpkq2c119/nZ9++onk5GRKS0tpbGzE19eXefPmce+997bZF/3xj3/Ez8+PTZs2UVRUhMFg4Pbbb+fpp5/mk08+6fK9vPDCCzg6OrJ7927OnTvXImZRb7F06VJ8fHz4xz/+QUpKCllZWYwYMYKHH34Yb29v/va3v3U7GGxjY+NlV8itlgCjRo3i22+/Zc2aNRw4cIBz587h4ODA1KlTueeee1op8lZeeeUVYmJi+OKLL8jJyaGhoYFZs2axcuVKm5tDZ+ve1ecvk8lYs2YNb775JsePH+fUqVNdssa46aabGDFiBB999JGtL9BoNISHhzN79mybyXtfExQUxMaNG/nwww/Zs2cP58+fR6VSMW7cOJYtW2bzxb+Uhx56iODgYD766CPOnTuHTqcjPj6eJ5544rLvQFfH3Jer9yuvvMKBAwdIS0sjOzsbsExYLVq0iBUrVnQqdpZE3yCIvelYITGoeO6559i4cSOvvfZar6R/k+hdZs+eTUFBAbt377aZX0tISEhISEj0Pzt37uTJJ59kzpw5tknowcLLL7/Mf//7X55//nmbSb6EhMTAQPKZl5CQkJCQkJCQkOhFrAHwxowZ08816RoNDQ3s3LkTGHx1l5C4FrgmlPlvv/2W3/3ud9x8883ExMQQERHRraiiZrOZ//73v9x4443ExsYyceJEnnrqKZv5bVucOnWKBx54gHHjxjF69GhuvfVWvvvuuyu4GwkJCQkJCQkJiYHGzp072bdvXwsT8aamJv7617+yd+9eHBwcOpWjvD/4z3/+w9mzZ1tsKykp4cknn6SsrIwRI0YQGxvbT7WTkJBoj2vCZ/6dd96hoKAANzc3vL292w2o1BG///3v+frrrwkPD+cXv/gFFRUVbNu2jYSEBL788ktbPlYrR44cYcWKFSiVShYtWoSTkxO7du3i2WefpaCggIcffrgnbk9CQkJCQkJCQqKfSU9PZ/Xq1ajVaoYOHYpKpSIzMxOtVotcLuePf/wjXl5e/V3NNtm9ezevvfYaTk5OBAYGotfrycrKwmw24+bmxuuvv97fVZSQkGiDa0KZf+WVVwgKCsLf35+1a9fyxhtvdLmMw4cP8/XXXxMfH8/HH3+MSqUCYMmSJdx///384Q9/aBER2mg08uKLLyIIAv/73/9sKTgee+wx7rjjDt577z0WLFhAcHBwj9yjhISEhISEhIRE/zFnzhyKi4s5fvw4RUVF6HQ63NzcmD17Nvfff/+AXtm+5557cHZ25syZM2RlZSGKIkOHDmXatGk88MADPZoJR0JCoue4JpT5yZMnX3EZ69atA+Dpp5+2KfJgiaY8depU9u/fT3Z2NiEhIYBF+b9w4QI333xzi1yaGo2GRx99lJUrV7JhwwaeeeaZK65bT/H6669LM6+DmOa5YSUkJCQkJCT6lujoaP785z/3dzW6xbx581qkT5aQkBgcXBM+8z3BkSNHcHBwaDP4x9SpUwE4duyYbdvRo0db7GvOlClTWhwjISEhISEhISEhISEhIdEVJGW+EzQ2NlJWVkZAQAByubzVfqupfPNAeNa/g4KCWh3v4uKCm5sbubm5vVFdCQkJCQkJCQkJCQkJiauca8LM/kqpq6sDLCbybWHdXl9fb9tm/dvJyandc4qLiy973aqqKvR6PU1NTQDY2dmhVqu7Vvk+oKmpidzcXHQ6HQAhISE4Ozv3c626jiiKVFdXk52dTUFBAWazGQCZTMaYMWPw9/fv5xpK9DQFBQUkJiYiiiJgedb+/v6EhITg6uqKIAhXfI3Gnceo/tOnmIorbdvkvu64/u4eHOaPu+LyL6W2tpbs7GwA1Go1QUFB2Nvb9/h1rhSdTodWqwXA3t4elUqFm5tbP9dKYqBRXV2Ni4tLj/wWr1ZEUaSmpkaS02WQZNQ5JDl1DklOHSPJqHOIonjF8pGU+QFMc0Veo9Hg7u4+oH4QoihSVFREZmYmZrMZlUpFZGRkvw/Iu9qAmEwmsrOzOXv2LJWVPytcbm5uDBs2jJCQEOzs7HqzygOGa63xdXV1JSwsjOzsbM6fP09VVRV5eXnk5eXh7u5OVFQUISEhbVrktMWl8qv5LoGKx94GseVxppJKKh57G8ePf4vLjVN6/J6cnJxIS0tDp9ORkZFBeHg4vr6+A+qZiqJIZWUl9fX1NDU14eDg0N9VkhiAWCfaJC6PJKeOkWTUOSQ5dQ5JTh0jyahvkJT5TmBdXW++8t4c6/bmK/fWv62r+m2d096qvRWrIu/k5DTgFHmj0Uh6ejqlpaUAuLu7ExkZ2SI4YH8jCMJlZdbU1ERaWhrnzp2zrRDKZDJCQkKIiIjAy8trQMm8L+lIdlcT9vb2REdHExUVRVlZGWlpaeTk5FBZWUlCQgKJiYlEREQQGRnZ6RVuQRDAbKbot2tbKfKAZZsARS+sxWXRJIROThZ0Fnd3d+Lj4zl79ixVVVWkp6dTXV1NREREpycmehtBEPDw8EAQBOrq6qioqOiwTZSQkJCQkJCQkPgZSZnvBA4ODnh5eZGfn4/JZGo1GLb6xzdPM2f9Ozc3l5iYmBbH19TUUFVVRVxc3GWvKwgCjo6OA06Rb2hoIDU1lcbGRgBCQ0MJDAwcUHW8HLW1taSkpJCZmYnJZAIszzgyMpLhw4dfM6vwEi0RBAFvb2+8vb0ZP3486enppKWl0djYyMmTJ0lJSSEsLIyYmJhOuZE0HErFUFje/gEiGArKaTiUimZqz6crUqlUxMbGkpeXR1ZWFqWlpdTX1zNixAgcHR17/HrdQRAE3N3dEUXRNnkpISEhISEhISHROSRlvpOMHz+erVu3kpSUxLhxLf1cDxw4ANBi+7hx41izZg0HDhxg0aJFLY5PSEiwlXk5NBoNbm5uA0pJLi0tJS0tzWZWHx0djaura39Xq1NUVFRw+vTpFoEKPT09GTFiBEFBQchkUjxICQt2dnbExsYSExNDbm4uqamplJeXk56eTnp6OsHBwYwcORIPD492yzCUVLa7rzvHdQdBEBg6dKgtd3BjYyNJSUlERETg7e3da9ftCtYVeqPR2N9VkZCQkJCQkJAYVEjK/CVUVlZSVVWFm5sb7u7utu233XYbW7du5e233+bjjz+2mZMfOnSIAwcOMG7cOFuOebDknw8MDGTLli3cc889REVFARbz+g8++ACFQsHSpUsvWxeZTDZgFHlRFMnKyiIvLw+w+OVGR0cPKLP69igvL+fEiRPk5+fbtgUEBBATE4OPj8+AkbHEwMPqdhEcHExJSQkpKSnk5+eTk5NDTk4OAQEBjB49Gk9Pz1bnKn3c2yixNZ097kpwdXVl7NixnD17lurqas6cOUNdXR2hoaED4v0XBAGFQuqOJCQkJCQkJCS6wjUxelq3bh2JiYkApKen27ZZ87zPnTuXuXPnAvC///2P1atX8/jjj/PEE0/Yypg4cSLLli1j3bp1LF26lBkzZlBRUcG2bdvQaDT84Q9/aHFNhULBK6+8wq9+9SvuuusubrjhBjQaDbt27SI/P5+nn366hfI/kDEYDJw5c4aqqioAAgMDCQkJGfAr2RUVFZw8edI2ASEIAsHBwcTGxvZ7kD6JwYUgCPj6+uLr60tVVRWnTp0iJyeH/Px88vPzCQwMZPTo0S0mAB0njUDp54mhqLxtv3kBlH6eOE4a0Sf3oFariY2NJTs72xbkr6GhgaioKJRKZZ/UQUJCQkJCQkJCoue4JpT5xMRENm7c2GJbUlISSUlJAPj7+9uU+cvxpz/9iYiICL766is+++wzHBwcmDVrFitXrmxTMZ84cSKff/457777Ltu3b8dgMBAeHs5TTz3F4sWLe+bmepnGxkZOnz5NU1MTMpmMyMjIAWOe2x41NTUcPXqUoqIiwKKIhYaGEhsbi4uLSz/XTmKw4+bmxowZMxg9ejSnTp2yWazk5eURFBREWFiYJa2dXI7faw+Re9+fQaClQn9xMdzv1Yd6PPjd5ZDJZISFhaHRaDh37hyVlZUkJSUxcuRIKZq8hISEhISEhMQgQxClvAEDlqqqqh7Ldd0dKisrSU1NxWQyoVariYmJGdDRphsaGjhx4gQZGRm2dBihoaGMGjVKUuI7iSiKVFdX9+t7N9ioqanhxIkTttzuAMOGDSMuLg4HBwdqvkug8Pk1LYLhKf098Xv1oR5PS9cV6urqSElJQafToVAoiI6ObmFZ0Nf0RK5ViZ7j22+/JTExkZSUFNLT0zEYDLz22mvcfPPNXSrHbDbz+eef89VXX5Gbm4uDgwMTJkxg5cqVLYLGtkd/94ODAand7hhJRp1DklPnkOTUMZKMOkdPjH0kZX4A05+DmMLCQptLgrOzMzExMQPWP95gMJCSkkJKSootOr2vry/jx4/vV+VkMCI1vt2nqqqKpKQkm1uHXC4nJiaGmJgYFDKZJbp9SSVKH3ccJ43o0xX59tDr9aSkpFBbWwvA8OHD8fPz65e6SMr8wGL27NkUFBTg5uaGg4MDBQUF3VLmX3rpJb7++mvCw8NbuKep1Wq+/PJLwsPDL3u+pMx3jNRud4wko84hyalzSHLqGElGnaMnxj7XhJm9ROe5NNCdj48PERERA9I/XhRFMjIySEpKsqW18vb2ZuzYsahUqkETZV/i6sDNzY3Zs2eTmZnJuXPnKCsr4+TJk5w/f54xY8YQNmXkgOvQVCoVo0aNIj09nZKSEtLT02lqahowgfEk+o9XXnmFoKAg/P39Wbt2LW+88UaXyzh8+DBff/018fHxLQLHLlmyhPvvv58//OEP/Pe//+3pqktISEhISFwzSMq8hA2TyURaWhplZWUABAcHExQUNCAH9eXl5Rw+fJjycovpskajIT4+nqCgIACqq6v7sXYS1zIeHh4sXLiQCxcucPz4cerr6zlw4ABpaWlMnDixzcj3/YlcLicyMhJ7e3tycnLIy8tDq9USGRmJfABYD0j0D5MnT77iMtatWwfA008/3cKya9KkSUydOpX9+/eTnZ09aILBSkhISEhIDDQkZV4C+NlUvaamBkEQiIiIwNfXt7+r1QqtVktSUpLNBUCpVDJq1CiioqJsiofkOdIao9GIVqulqakJrVaLXq/HYDCg1+sxmUy2jyiKNDU1YW9vjyAIyOVy20elUqFUKlGpVNjZ2WFvb4+dnZ2UUqwNrJkTAgICOHv2LKdOnaK8vJwtW7YwfPhwxowZg52dXX9X04a1vnZ2djarAr1eT0xMjBTpXqLbHDlyBAcHB8aMGdNqn1WZP3bsmKTMS0hISEhIdBNpFC6BTqfj1KlTNDQ02Px8B1rqNlEUyczM5NixY+h0OgDCwsIYO3bsNR+FW6vVUl1dTVVVFdXV1dTW1lJbW0tdXR319fU0NDTYZNYbqNVqHB0d0Wg0ODk54ezsjLOzM66urri5ueHq6jqgFNe+RKFQMHLkSMLCwjh+/DhZWVmkp6eTm5vLuHHjCAsLG1CWL76+vqjVatvE3okTJ4iNjUWtVvd31SQGGY2NjZSVlTF8+PA2LTyswe9ycnIuW055kwh2JtRyAZVcQC4bOL+XgYJ1AluayG4fSUadQ5JT55Dk1DaiKGLEjN5sRGc2UGGso1ZrxIAJo2hCL5owiEYMogmDaNl26bdJNGO4+G3k4rdoxiiaMCNavkXx4j4Rs2jGiBmzaMaEGZNoRkTEJJoxI2IWRcyYLcciIopmTFjOsxxpPcbybf1nOfbit+XubPut+8SL+8QW52L7Rmz+/4t/W9+di9sBDsb86YrkLinz1ziNjY2cOnUKrVaLSqUiNjYWjUbT39VqQU1NDYcOHaK4uBgAV1dXJk2ahI+PTz/XrG+pr6+npKSEkpISysvLbZ/GxsZOl6FWq7Gzs0OtVttW2RUKBTKZDLlcjiAIGAwGlEoloihiMpkwm80YjUbbar5Op0Or1domCHQ6HTqdjsrKynav6+DggKenp+3j4+ODj4/PgHvXegsHBwemT59OREQEhw4dorq6mgMHDpCZmcnEiRMHVLYFNzc34uLibBN8ycnJxMbGXvOTZhJdo66uDqDd37h1e319/WXLmfl1I/BzGycTQCUDlRxUcgGVDNQX/7Z8g/ri33YKy992crBTCNgpwF4BdnIBewXYKwUcFGCvsPzfUSngqLR82ytANoAm2jpDTU1Nf1dhwCPJqHNIcuocg01OoijSJOqpM+toMGtpEPU0mHU0mfU0iDoazXqaRD1NZj2Nop4mswGtqEcnGmkSDejMBrSiAZ1oRHfJt0E0oReNmJEmOPoaSZm/hqmvr+fkyZMYDAbs7e2JjY3F3t6+v6tlw2w2c+bMGZKTkzGZTMjlckaPHs2IESMGZEC+nqSuro6CggIKCwspLCykqKiIhoaGdo93cHDAzc0NFxcXXFxccHZ2xsnJCY1Gg6OjI46OjtjZ2XUot65EHzWbzWi1WhoaGmhoaKC+vp66ujpqa2upqamhpqaGqqoqGhsbaWxs5MKFC1y4cKFFGY6OjgwZMgQ/Pz/8/Pzw9/cf0OkPrxQfHx8WL15MamoqJ06coKioiM2bNxMXF0d0dPSAea81Go1NoW9qaiI5OZlRo0ZdM5MvEgMXswhak+VDi0Fjzw8gHZUCGpWAs1qGk0rASSXDWS3DRW3Z5mInw0Utw9VOhtvFj6udgJu9HHtF300EiKJITU0NLi4uA8rSZyAhyahzSHLqHP0tJ5NopsrYQIWxnkpjHZXGBqpMDVQbG6g2NVBlbKDW1EStqYkaU6Pt73qTtk+VbQEBlaBAJchRyRQoBQVKQY5SkKMQ5KgufiuabVMIMss3MmSCDKUgRy7IUCBHJggoLv5fjgy5ICBDZvu/TBCa/S1DhmA7RiYIyLD8LQiC7XgZludnPV6GgCAICBf/ll38W4AW263brPut99v8eOs26ztiKwcBQbB898TjkJT5a5Ta2lpOnTqF0WhEo9EQGxs7oFLPVVVVkZCQYAtw5+fnx6RJk65KRU8URcrLy8nJyeHChQvk5eW1G8DPw8MDb29vvLy8bKvc7u7u/WLGLpPJcHBwwMHBAS8vr3aP02q1VFZW2iwJysrKKC0tpaKigoaGBjIyMsjIyLAd7+rqSmBgIEOHDiU4OBhPT8+ralAhk8kYOXIkwcHBHDp0iMLCQo4fP05OTg5TpkwZMC4u9vb2NoW+vr7eZnLv7Ozc31WTGARY2+r2Vt6t2zuaIDp9jwOOzq4YzaAziehNoDeJ6E1ii//rjCJao4jWZPm2/f/itiaDSJPR8t1o/TaYaTSINFz8NOrN1BtEzBcHV9btJQ3mLt+/g1LAw16Gu70MD3s5Xg4yvBwvfjvI8dXI8XGU4+Mow17ZM5N4giBcVW1lbyDJqHNIcuocPS0ng2ii1FBDsb6aIkM1xYZqSvQ1lBlrKTXUUmaopcxYS6WxwWai3R3kyNDI7XCS2+Eos8NRrsZRZvk4yFU4yNTYy37+tpcpsZepsJMpsRMufsuUqGVK1ILi4rcSlUxh+b6onNfX1Emp6S7BpNejra1CW1OFrqaapppKmBV6RWVKyvw1SHV1NadPn8ZkMuHs7ExsbOyACWJmNptJTU0lOTkZs9mMUqlk/PjxhIeHX1WNQU1NDZmZmWRmZpKTk9Pmqru3tzf+/v74+fkxZMgQvL29B9SES2exs7Ozrbw3R6/XU1paSlFREYWFhRQUFFBaWkp1dbXtHQXL6n1wcDBhYWGEhYUNKJP0K8HJyYl58+aRkZHB0aNHKS8v57vvviMuLm7AWJ9YU9edPn2a2tpaTp48yciRI6W0jxIdYp3ky8/Pt1lWNcfqK2/1nW8PQbD4yqsVAo69VNfmiKJlAqBeL1KnN9u+63QitXozdTozNTqRGp2ZGq2ZGp2Zaq2ZKu3P30YzNBpEGg0m8mpNgOGy13RRC/hq5Php5Pg5KfBzkuPvJCfQWcFQF4viP9hM/iUkJFpjFs0UG2rI1ZWRqysnV1dOvr6CAn0lBfoqig3VXVo5d5E74KHQ4KHQ4KpwxE3hiJvcEVeFIy5yB1zkDjgr7HGR2+Msd8BJboeT3B47QdnrY+prMZ6AKIro6mpoqiyjsaKMxsoymirLaaqqoKmqAm11JfqGulbnhc26/oquOzA0OIk+o7KykpSUFMxmM66ursTExAwYRb6uro79+/dTWloKQEBAAJMmTcLRsS+GcL2LyWQiLy+P9PR0zp8/b0v/Z0WhUNhWo4cOHYq/v/9VHzROpVIREBBAQECAbZtWq6WgoMBmkp+Xl0dDQwOpqamkpqYC4OXlxbBhw4iIiCAgIGBQp08TBIFhw4bh5+fHoUOHyM/PJzExkby8PKZNmzYgLFGUSiWxsbGkpKRQXV3NqVOniImJwd3dvb+rJjHAGT9+PFu3biUpKYlx48a12HfgwAGAVtv7G0EQsFcK2CvBy7HrbYsoitTpRSqazFQ0mqhsMlPeZKas0UR5o5nSBhNljSZKGswU15vQGsWLkwNGzlUYgdbBSlVy8HdSEOwiJ8RNSYirghBXBaFuCgKc5EgxASUkBhZNZj3pTUVkaIvJ1JWSqS0mQ1tCrq4MnWi87LlKQY6P0gVfpSu+Shd8VK74KFzwUjrjpXTGW+GMh1KDm0KDUhi845/BiiiK6OvrqC8poL6kkIayYhrKSmgot3yb9JY2XETAYOeAwd4Rg50DejsNhiBvDHaOGB2dMTu7YXZywejgxOIrrNPA0OIk+oTmiry7uzsjRowYMIpQZmYmhw8ftgVfuxpW441GI5mZmZw5c4b09HSampps+wRBwN/fn7CwMEJDQ/H39x8wkyr9iZ2dnW0FHiwyLCgoICsri4yMDAoLCykrK6OsrIyDBw9ib2/P8OHDiY6OJiwsbNDK0NHRkTlz5pCRkcGRI0coLS1l8+bNTJw40SaL/sQalT81NdXWjkgKvYSVyspKqqqqcHNza/FO3HbbbWzdupW3336bjz/+2GZZdOjQIQ4cOMC4ceOuurR0giDgfNGnPsT18u2RVfEvrjdRXG+ioM5EQZ2RwjoT+XUm8mqMFNSZ0Jsgu9pIdrWRH3NbKvt2cgh1UxLsZCbap5ZITxXRXkoCnaXVfAmJ3kYURYoM1ZxqvEBqYx5pTYWkaQvJ1ZW3awavQEaA2oMgtSdBKi8C1e74q37+eCmckAn9b5knAfrGeuoK86gpyKWspIjymhqq6htolMvR2zuhd9Cgt9egDxyBfvgE9PYaDA6Wj17tAH3UBgvitWgHMUioqqrqMV+T5oq8h4fHgDHj1ev1HD58mKysLMBiWn6lK5JdCeLW05hMJjIzM0lJSSEtLQ29Xm/bZ29vz7Bhwxg+fDhhYWEDKtiglf6UXWdobGy0pXc7f/58iwkSlUpFZGQkMTExhIWF9ctEVU/I71ILlbCwMCZMmDAgXCysbjAVFRXIZLIeVehFURyQ79y1yrp160hMTAQgPT2d1NRUxowZQ1BQEABz585l7ty5ALz33nusXr2axx9/nCeeeKJFOS+++CLr1q0jPDycGTNmUFFRwbZt21Cr1Xz55ZeEh4dfth492Q8ORoxmkaI6ExdqjeTWmMiuMpBdbSSr2khOtRGdqe3zNCqBSA8lI7yUxPqoGOWjYpi7AsU1uow/0Pu2gYIkp8tTbWwkuSGbxIYsjtdkkmYoosLYdlwQD4WG4XZDCLPzsXzUPoTa+eCvckNxDayoD/R3ySyK1JtFaswiNSaRioYGyqqqqKivp1qvp16EJpUdOgdn9A4aRHn3FovUAjjIBBwFwfItA0eZgP3F/zsIMEtzZeO7wbmMJdElqqqqBqQiX15ezr59+6irq0MQBEaPHs3IkSMHRN26giiKFBYWcuLECVJSUloomE5OTkRHRxMVFUVgYOCAsYQYrDg4OBATE0NMTIzNdeHMmTOcPXuWuro6Tp06xalTp7C3tycmJobRo0fj5+c3IDuS9nBycmLBggWcOnWKkydPkpmZSWlpKTNmzMDT07Nf6yaTyRgxYoRNoU9JSWHkyJEDJmifRM+RmJjIxo0bW2xLSkoiKSkJAH9/f5syfzn+9Kc/ERERwVdffcVnn32Gg4MDs2bNYuXKlVfdqnxvoJAJBLooCHRRMCWw5T6TWSSv1kR6hZ5TBXXkNSlIKzeSXmmgXi9yvEjP8SI9YInJYq8QiPFWMtpHxTg/FeP81Hh3w5VAQuJaoUhfxcG6dI7UZ5DYkEW6trjVMXJkDLcfQox9IFH2/kTa+xFp74eXUgoW2x9YlfQqk0i1WaTaJFJjMlN9UWm3fJupM4mILcaGcnDwtHzaQW024SiAs1KBk1yGRibgJBNwlAlomn2sCrujTEBxmfGnWW/AUFAGGr92j+kM0sr8AKYnViSsPq4DSZEXRZFz585x9OhRzGYzjo6OTJ8+vcfyxvfVbGBDQwMnT54kOTm5hQ+8o6MjI0aMICYmhoCAgH6Xd1cY6DOp7WE2m8nPzyclJYXU1NQWAQW9vb0ZPXo0o0eP7vVc6T0tv5KSEn766ScaGhqQyWSMHz+eiIiIfn82l67Qjxo16ooDE0or8xJtca2vzHeGS9sdg0kkq9rImTIDKWV6TpYYOF2qp17ferg31FlOvJ+aKYFqpgSoCXS5Otd4Bmvf1tdc63KqNjZyoC6NhLpzJNSlk60rbXVMiNqbMY7BRAg+TPCIIMrBH3tZ/1vODTR6410SRZG6i4p6pUmk0mS2/V1lNlNtsijv7RgstVGgGXVDHaqGWuwaanE0G3BRKHBzcMDLxQUvD0/c7OxwlluUdGUX78NU24D+Qgn6vFIas/Oou5BLQ1kxTQ1VaA2N6JUGjBoZN/zr6y7LojmSMj+AudJBjDX6tMlkwt3dnZiYmH5XLA0GA4cOHbKZ1QcGBjJ16lTUanWPXaM3OyNRFMnLy+P48eOkpqZiMlmaDLlcTlRUFKNHjyYkJGTQrsBfDR25yWQiOzubEydOcPbs2RbPaMSIEcTHxxMYGNgr99cb8tPpdBw4cIC8vDwAQkNDmTRpEkqlskfK7y5ms5nTp09TVVWFXC5n9OjRV+weM1jfOYneQ1LmO6Yz7Y5ZFMmqMnKiRE9ikZ7jhXrOlhtaefUGOsuZEqhm+lA7pgfZ4WY3eCajL8fV0Lf1BdeanERRJK2pkD21qeypTSGxPhsTP6eilCEw0mEokzTDGKcJY6xjCB5Kp2tOTt2hOzISRYvZe4VJpNxopvyiwl5hEqkwmqk0iR3kBrEgABrMODY1oKwqQ16aj6qmErv6GtT11djV16AxGfD1HYJHyDDcQ4bjOjQUhV3X3F9Fowl9fin67CL0OUVoswqpz8ujobKExsYq9EojBmcZBicZ5su0pYtXf9ml67a6X0mZH7hcySDGmhfaaDTi4uJCbGxsvyuYtbW17Nmzh+rqagRBYOzYsYwYMaJXFO6ebmQNBgMpKSkcPnyYkpIS23ZfX1/Gjh1LTEzMgPSB7ypXWwfV1NRESkoKiYmJFBf/bB7n6+vLhAkTiImJ6VGluLfkJ4oiqampJCYmIooirq6uzJ49u99zvptMJk6dOkVNTQ0KhYK4uLhuZ5+QlHmJtpCU+Y7pbrtTpzOTXKzncIGOg/k6kov1GH/WY5AJEOerYlawHXOC7Rjp3fvprHqLq61v6y2uBTmZRTMnGnPZWpXM9uoT5OkrWuwfbjeE6c5RTHEaznhNOM7y1mO7a0FOV0p7MjKIIuVGkVKTmXKjmTKTSKnRTLnJTIWxY2VdAJxlAu5yATe5gLtchptcwAUzQn42urPJNJw8jK68pVWFSuOM57BoPIZF4zksGo2PH0InFjhFkwl9Xin6jAJ0WYWWT2Y+9UWFNDRUYnACvYscg4tFaUfe/vugFNTYO7jg6O6Fo68fTsEhaIKDcQu6sjzzkjI/gOnuIKapqYnk5GT0ej1OTk6MGjWq36N85+fns2/fPgwGA/b29sycObPHzOovpScb2cbGRo4ePcqxY8dsptvWyN7x8fGDzh+7I67WDsoa1+D48eOcPn0ao9GSGsbR0ZFx48Yxfvz4HjHB7235lZSUsHfvXpqamlCpVEyfPr1Far/+wGg0cvLkSerq6lCpVMTFxXVrYktS5iXaQlLmO6an2p0GvZmjhXoS8rTszdVxtrzlsNrfSc6CMHuuD7dnnJ8K+SAKpne19m09zdUqJ1EUSWnKY33FUbZWJ1NsqLbtsxOUTHWOZLbzCGY5RxOg9uhUeVejnHoKo2hZWc+qqaNe7UCpyUzpRQW+ytRenH8LAuAuF/CQC3jKZXgoZHjIhYvbLIq71Q/dqG2iJDWZopPHKD1zAqP255hVMoUCj/AovKNG4xUVi9OQgMs+K1N9E7rzeejS89Cm56E7n4/ufD5N+YXoHUX0bnL0rjL0rhbFXVS0XZZMkOPg5IHGZwjOwaE4BQ5F4+2Ho5cPCnXrlNM9MfaRlPkBTHcGMXq9nuTkZJqamnB0dGT06NH9ao4riiKnT5+2BU3y9vZm5syZveq73BONbHV1NYcOHSIpKQmDwTKgcXZ2Zvz48YwZM6bXfa/7i2uhg2psbCQpKYmjR49SW1sLWHKpjxkzhkmTJuHq6trtsvtCfo2Njfz444+2OA1Wy5D+fF4Gg4ETJ07Q0NCAvb09cXFxXY6+LynzEm2xq6yacGcNfko5doNIeexLeqvdKagzsjdHy54cLftydTQZfx4uetjLuD7cnluiHIgfohrwv91roW/rCa42ORXpq9lUeYxvKo+Qri2ybdfI7JjrEsP1rnHMdInuss/71San7qI1ixQZzRRf/Fj/LjWKzZwVWmMngJdChpdcuPgtw1Mh4HWJst4WZqORkjMnKDh+gOLTiZgNP086qp3d8I0di2/MGDyGRbepPJsbtWjTLqBNy0WbdgHd2Ry05y5gyC/DpBbQu8vQucvRu8vRu8kxatpevZfJFWi8/HAJCsZpSCBOQwJwGhKAvatHp1b8rUjK/FVOV5V5o9HIiRMnqK+vR61WM2bMmB71Re8qRqORgwcP2vzjIyIiGD9+fK+b+19JI1tZWcn+/fs5efIkZrOlKfL19WXKlClER0f3u6tCb3MtdVAmk4kzZ86QkJBgM8G3BnObNm1at1Ku9ZX8TCYTR44cIT09HbCkr5s0aVK/WuDodDqSkpLQ6XRoNBpGjx7dpfpIyrxEWzxY+HPaJ0+5QIBSRoBCRqBSToBShqdcuObfm75od5qMIvtztWzLaOL7rCaqdT8PHQOd5SyJcOCWKAeGufdvLI/2uJb6tivhapCTWTSzr/Ysn5b9xO7aVFu+d7Wg4DrXUSxxi2e6cxR2su6/q1eDnLqC7qLSXmA0U2gwU3hRca80ta9CKgFPQcRPrcBHIcNbIcPnogLvJOtauy2KIlU5GeQd3kth8mEMjT8HOXb08mXIqHH4jhqPW1CYTZEWRRHDhRKaTmehTc2mKTUb7dkc9FlFIIqY5aB3l6PzlKPzkKNzl2NqR3G3d/fEJSAEZ/+hOPsNxdl/KI6ePl1S2i93b5IyfxXTFWW+eTAqpVJJXFxcv64ea7Va9uzZQ2lpKYIgMGHCBCIjI/vk2t1pZKurq9m3bx8nTpzA+pMICQlh6tSphIaGXhONNVx7HRRY7jkrK4sDBw6QnZ0NYEuVOGPGjC6t1Pe1/NLS0jhy5AiiKOLt7c3s2bOxs2s9E91XNDY2kpycjMFgwM3NrUupJiVlXqIt/lZcSwlyas1tD1XsBAhUyhiqlDNUKSNIKcNXIUN2Db1Lfd3uGEwiB/N1bExrZFtGEw2Gn5/NOD8Vd8U4cuMwe+yVAyd43rXYt3WHwSynKmM9X1Uc4rOyA1zQl9u2j3MMY5nHBK53jcNF0TPj4sEsp8thFkXKTSL5BjP5BhP5RjMFBksguvaURWeZgJ/C0u76KgR8LyrtrjKoram5IhnpG+rJP7af3IQ91BXl2barnd3wj59MQPwUXAJDwGRGl55H48kMmk5moE3JoiklG3OtRekXAaOjgM5LYVHefVXonbDY9F+Co5cvrkNDcRkaiktAMC4BwagcNd2qf2eQlPmrnM4q89ZUb8XFxchkMkaPHt2vgbFqamr44YcfqKurQ6lUMmvWLPz8riyHYlfoSiNbX1/P/v37OX78uC3qeVhYGDNmzGDo0KF9Ud0BxdXaQXWWCxcusG/fPjIzMwFLBPz4+HimTZuGRtNxY94f8issLOTHH3/EYDDg5OTE3LlzrzhN3JVQW1vLiRMnMJvN+Pr6djqVnqTMS7RFzQs+KCPnY4xaSFHYHPKVruQZzOQZzRQZzBjbOEd1UcEPVsoJVsoIVsnxkgtXrYLfn+12k8HMriwtG9Ia+TFHi3WhzlklcHOUA/fGahju0f+r9dd639ZZBqOcLujKWVu6m6/KD6EVL7pFyu1Z5jGR5Z7TCLPr+fhMg1FOl2IURQqNZi4YzOQZzFwwmMg3mNG1oxU6yQT8FTL8lDL8FJbPEKUMx3bcn65ERjV52WT+uJ3CpEOYjZZnKlMq8YubROD4aWhEJ5pOZNCUnE5T8nmaUrMRtfqfry2AwUWGdogKQ6iGJmcRo9A6tJ6dixuuweG4BYfjOjQM16GhKO37diFUUuavcjqrzOfk5JCTkwPAyJEj8fDoOHhHb1FSUsKePXvQ6XQ4OTkxZ86cK/JB7g6daUD0ej0HDx4kISHB5hMfHBzMnDlzCAwM7MvqDiiuhg6qJ8jLy2P37t2235VSqWTKlClMnjz5sr7g/SW/6upqdu/eTV1dHWq1mtmzZ/dagMnOUF5eTkpKCmCxcAkKCurwHEmZl2iL2mea/d4EGfKQyShibkQ58ibM7iEUGy0D0dyLg9G8dgajDgKEqOSEKGWEquSEqOTtDkIHGwOl3S5pMPFVagOfpzSQV/tzpueZQWoeiHNiRpC63+o3UGQ00BlMcjrTmM8/Sr7nu6okWzq5GPtA7vWazk3u8b2a+30wyQl+Vtxz9WZyDSZyDZYV97YmQxWA30V3pgCl5eOnkOEs75qlTVdlJJrNFJ9OJOvHbVRknLVtd/Lxx8djGE6lMvTJWTQln8dc39TyXMDoZ48x1gutl5wG6jCa9C2OEeRyXANDcAuNwD1kGG7Bw7B36z99yYqkzF/ldEaZLykp4exZy0s/bNgw/P39+6p6rcjNzWXfvn2YzWY8PT2ZM2dOv6Rru1wDYjabOXnyJLt376a+3uKL6efnx5w5cwgLC+vzug40BlsH1ZtYze93795NYWEhAE5OTsyePZtRo0a1aT7erytkTU3s3r2b8vJy5HI506dP75QS3VsUFBRw/vx5AKKiojqcXJCUeYm2qDq5A/u8/RjPbMNcnNpin8wvFuXIm1DELkU+JAawmImWGEVyLg5Yc/QWBb+tdEdDFAJhKrnt4zNI/e8HWrttFkUOXNDx6al6dmRqbea5w90VPDDGiVujHFBdJn1TbzDQZDRQGQxySmsq5O+FW9hZc9K2bbpTFI/6zmOyZnif1Hsgy0kURcpMItl6EzkGM9mXaQMdBAi86KJkcVeymMjLe+CeOisjk8FA3pF9ZPywmcaL6eQEBFxMrjidbkR2pqyVNbzgoEY+Jhj9cCcanIzU1hVj0Da2OEZhZ4976HA8wqJwD4vAdWgY8i4G5u0LJGX+KqcjZb6mpsbm4x0YGNivymh6ejqHDh2y1WXGjBn9FoyrvQYkPz+fbdu22RQzV1dX5s2bR3R09IBrjPuLgdxB9ReiKHLmzBm+//57qqurAcsE0PXXX98qLVx/y89oNLJv3z7y8vIQBIFJkyYxfPjwPq+HlYyMDPLz820xCC5n/i8p8xJt8fyuYkI8HAlwURBkLsAvfweqtM2YsvaD+efVX5lPFMq421CMXobcu+U7bxRFCgxmsg1msvQmsvUmStoI3OQkEximkjFMJWeYWk7AIPG97+9253Lk1hj5KLmeL1MbbL71fk5yHot34o4Rjti1k96ppxnIMhpIDGQ55ejKeKtoKxsrjyMiIkNgkdsYHvWZR4xD31pUDiQ56cyWycssvZlMvYlsg5m6NmKM2AsQpJQTpJIRdNEFyaMXJzA7kpFJryfnp+/J2LUJXWMdADK9iNN5PU7pehRNF+9BELCLHIp6bDi6UA316kYqi7NprGiZR16utsMzPAqP4SPwHBaNs38QskEQtFpS5rvAqVOneO+99zhx4gQGg4Hw8HDuvfdebrzxxk6dv3z5co4ePXrZY/7yl7+wZMkS2/9nz55NQUFBm8fefvvt/OlPf7pseZdT5rVaLYmJiRgMBjw8PPotNdWlqeeGDx/OxIkTOx30qrfq1LwBqa+v54cffuDEiRMAqNVqZsyYwfjx4/s1+vdAZCB1UAMNo9HIkSNH+Omnn9DpdACMHj2auXPn2vzpB4L8zGYzhw4dsq2Kjx07lpEjR/ZLXURRJCUlhYqKCpRKJWPHjm03QJ+kzEu0hf/b+a222SkEouxrmW/YzaTq7YSV70Vu/nndSeY/GmX83SjH3IHMqW2LkDqTSKbBRJbeRIbeRI6+tcmpvQDDVHIi1HIi1XL8B6hyPxDanY6o1Zn5PKWBtUl1lDRYTKJ9HGU8MtaJX8RqsO9lpX4wyGggMBDlVGms543CrXxefgDjRXP6Ra5xrBpyA8PsffulTv0pp1qTmfN6Mxl6E5l6ExcM5lZp4BRY4oaEqCxKe0g/xA1pS0ZmrZ76Iylk7dxCYWUaRoWl5vJGMy5n9Wgy9Cjs7XEYF4XD+CiI8qZOXkdZZioVmWmIpp8ncAW5HPeQ4XhFxuIZEYPr0BBk8sE3ppeU+U5y5MgRVqxYgVKpZNGiRTg5ObFr1y7y8/NZuXIlDz/8cIdlbNiwoU3F3Gg0smbNGmQyGT/++GMLU9LZs2dTW1vLvffe2+q8mJgYZs2addlrtqfMm0wmkpOTqa+vx9HRkbi4uH5RSkVRJDEx0eYbO3LkSMaMGdPvHYC1AXFxcSEpKYkffvgBrVYLtFa+JFoyEDvygUZdXR27d++2TQ7Z2dkxb9484uLiEARhQMhPFEWSkpI4ffo0YGlvxo4d22/WAsnJyTQ0NKDRaIiLi2szxaOkzEu0xQvfl1ChV1BQZ6KwzkhJg7lVVGUncy1zGndxfeMWJmkTUGAZ8JmQk+U1i8Lhd0DkDQR6aBjqIsfNTtbqXTOIIrl6M+f1JtIvDpK1l1zIUYAItZwotYIotWVwPBDe2cHUbmuNIl+mNrD6WB1F9ZbnNEQj59eTnLk1ygF5L8UxGEwy6k8GkpyMoonPyvbzRtEWakwWH+lZztH82u9GRjr0b4DivpRThdHSLp3Xm0jXtW1V5CqzuAyFqmSEqeQEKmUoB8BYvKq8AnVOGfU/naR+/wlKC9OpilbYcrfLG8y4X5DjGxSD06RY7CdE0qjSUpKaTPHp4zazeyuOXr54R4/GK3IknsOiUdj1vStvTyMp853AaDSycOFCiouL+eqrr4iOjgYsUczvuOMOsrOz2bp1K8HBwd0qf+fOnTz55JPMmjWLf/7zny32zZ49G4A9e/Z0q+y2lHmryW9ZWVmHK129iSiKHDlyhLS0NADi4+OJiYnp83q0hdXXed++fVy4cAGAIUOGcP3111/Twe06w0DqyAc6eXl5bNu2jaKiIgCGDh3KDTfcgFKpHDDyS0lJ4fjx44DFb338+PH9Uq/mlkTe3t5ERUW1qoekzEu0xaX9oM4oUlRvIr/OSEGtibxaI/m1JvJrjeTVmtDWlDKvYRs3NWxklP6ErZxqmQubHZbyjeZ2ijSRDHVWEOQiZ6iLgqEuCoJdFAx1kRPorEApFzCJInkGM+f0Js7pLAPpSwPrecgFotVyRqgVRKrlOPRTQL3B2G7rjCLrzjbw7tE6CuosSn2Eh4LfTnVhTrBdj9/HYJRRfzBQ5JRQd47f533DOa3FLTLa3p8/BCxjktOwfqtTc3pTTtUmM+d0Js7pTaTpTJRforwLgL9CRrhKTpjK8u2hGDhpIHXZRdT/mETdj0nU/XQSsa6RJh85VXF26N0tE/kKUUlQcDyhi29CGTyEsnOnKTpxhJKUZAyN9bayZAoFHuHR+MTE4R09Go33kP66rV5DUuY7wYEDB1ixYgU333wzr732Wot927ZtY+XKlTz00EM888wz3Sr/V7/6Ffv37+f9999n7ty5Lfb1hjJ/4cIFsrKyEASBUaNG9XmkeLC8eIcOHSI9PR2ASZMmERER0ef1aAuTyURCQgL79u3DZDKhVCqZPXs248ePb3M1UKIlA6UjHyyYTCaOHj3Knj17MBgMyOVyJkyYwJw5cwbM+3bu3DkOHToEWNxgJk2a1C/Ptrq6mpMnTyKKIqGhoa1SP0rKvERbdDarixWjWaSozqLkV15IQ3PmC0Kzv8ZV+7NlXbJqDOs0t7PN4UZ0spaT4TIB/J3kBLsqCHJREOJqUfQDXeQIDjKyzWbO6Ixk6c2Ymp8HhKlkRKsVjLSTE6hovfrfWwzmdltrFPnPyXreO1pL9cXZkkkBal6Z6UqkZ8+ltBvMMupL+ltOVcZ6/pD/DRsqjwHgJnfk//xu5E7PKciFgaOw9qScGs0i6XoTZ3UmzuqMFBtbqmUyYKhSxnCVnOFqS7DOgZSJw9yopT7hNHW7E6n74Tj6rELbPoOjQNUEDY2+lvrKlWrC599E0OQ5VGaepTD5CCUpSZj0Ots5SgcNPjFj8I2NxzsqFoW67xcs+xJJme8Eb775JmvWrOHNN99k0aJFLfbV1NQwfvx44uLi+PLLL7tcdnFxMbNmzcLDw4O9e/e2MnWfPXs2er2eVatWUVJSgrOzM2PGjCEyMrJT5V86iKmqquLkSUv0zv6KXC+KIgkJCWRkZCAIAlOmTCE8PLzP69EWJSUlbNq0ybZSGh4ezg033NAvEx6Dlf7uyAcr1dXVbNmyhYyMDMBiCbJ06VK8vb37uWYWzp8/T0JCAmD5XUyZMqVfnm/zCPejRo3Czc3Ntk9S5iXaoqvKfFuIZhPGc99jOPwRxtStYLZ4x+tUbpwaejfbPZaTrB9CTo0JrfHyQyJfjZwQV8sqvsZJjtlBoNoemuwE5M0itLvKBEbayRlppyBKJUfdi4Pvq6Hdrtaaef9YLR+dqEdnArkAvxytYdVEZ5zUV67EXQ0y6gv6S06iKLK1OpmX8r6m3FiHDIHlXtNYNeQG3BSOfVaPznIlcjKLIjkGM6k6E6laIzmX+LwLWJT3iIvxOoap5NgNIOUdQJ9XQu2uY9TtPEr9/pOIumax8hVy7CdEUTfKgcK6DMwmI4JMRtCUubgFh1N65gTFpxNbKPD2bh4MGTUe31HjcA+NGBSB63oKSZnvBE8++SQ7d+5k/fr1bZqBT5w4EUEQbCtXXeH999/n3Xff5cEHH2TVqlWt9rcXAG/atGn89a9/xd3d/bLlV1VV4eLigiAI6HQ6m5mqr68vw4f3TfqN5oiiyMGDB22K/NSpUwkNDe3TOrRXr8OHD7N7925MJhN2dnZMnz6dCRMm9Gsgvv6kqamJiooKqqqqqKqqorq6mrq6Ourq6qivr6epqQmtVktTUxN6vR6TyYTBYKB5cyAIAkqlErlcjkqlwt7eHjs7O+zt7dFoNDg5OeHk5ISrqytubm64ubnh4eHRL+kIBwKiKHLy5El27NiBTqdDLpczZ84cWxvT32RlZXHgwAFEUSQ8PJzJkyf3Sxty7tw5SkpKbG5CarXatu9a/b1KtE9PKPPNMdcWYzj2KfpD/0KszLFsFAQU0YtQTnucSr/p5NaYyKkxklN98VNjJLvKSK2+/eGSTAAPjRwnJxk4Cthr5Dg6yXB0kuPsIBBtp2C0nYJYO3mX8zV3xNWkqObXGvnjTzVsy7D4SHs7yPjddFeWRNhf2YTOVSSj3qQ/5FRiqOHFC1+x42KqueF2Q/h70C+Icwzuk+t3h67KqdZkJkVnIlVn4ozWSMMlTYm3XCBKLSdarWC4emCtvIMlB3zTiQxqtx2idscRtGdyWuxXBnrjNGcsTnPG0uSrJHXL/2goKwbA2W8oDl4+VKSfwdDUYDvHwcObIXET8Bs9AdegsGv2dykp853gl7/8JQkJCezatavNnMtz586luLjYFsSts4iiyNy5c8nPz2+37NWrVzN+/HjCw8NRqVRkZmayevVqfvrpJ+Li4vjiiy8u+wCrqqps18rIyKCxsRE7OzuGDRvW54NeURQ5deoUOTk5gMVHvj9z2lupq6uzBTMECA4OZu7cuTg6dm0mVzSZ0R1Lw1RajdzbFfW4SIQeHnD1NGazmYqKCoqLiykuLqakpITy8nLKy8tpaGjouIBewtHREU9PTzw9PfHx8cHX1xdfX188PDyuCWWtvr6e3bt3234rgYGBzJs3Dycnp/6tGJb0jImJiYDltxIbG9vnHajZbOb8+fNotVocHBwIDw+31aH5Sr2EBPS8Mm9FNJswntmG/sAHmNJ327bLAuJQz1yJYtStCM0iI4uiSJXWTHa1keyLSn52tZGsKst33eUUfTloLir2GicZYW4KJnmrmO+tJtD+yoPXXo2K6o85Wl7cW01OtcWKYsZQNX+b64a/c/fkdTXKqDfoazntqj7Fqtz/Um1qQIGMx33n87jvfNSynnOx6A06kpMoilwwmDmtM3FKayTX0DJwp70AURfjbUSrB5bPuxXRYKR+/ylqtx2iZvthjEUVP++UyXCcEIXT/PE4XzcBdUQgRm0TqRv/y4WDFtdiuUqNoFBgbPx5PGrn4obfmEn4j518TSvwzZGU+U7QW8r8oUOHuO+++xg/fjyfffZZp88zm8384he/IDExkTVr1jBz5sx2j7WuzGdmZlJQUIBcLmfs2LF9vvIpiiLHjh3j7NmzgMWyYCCsyKelpfHtt9+i1WpRKBTMnz+fsWPHAhYXCqtVQ0fUfJdA0W/XYigst21T+nky5NUHcblxSq/VvyuIokhpaSmZmZlkZWWRk5NDfn6+LUVaWzg6OuLu7o6bmxsuLi44OzvbVtPt7e1tK+1KpRKlUolCoUAQBGpra3F2dkYURYxGIwaDAYPBYFvJb2pqsq3y19bWUlNTQ1VVFZWVlZedRFCr1QQGBhIUFERoaChhYWF4e3tfVY25KIrU1NTg7OxMUlISO3fuxGg0Ymdnx0033dRpF5veJDMzkwMHDgCWoHjjxo3r82fQ1NREYmIiJpMJf39/wsPDpZV5iTbpLWW+OaaSs+j3f4Dh2KdgsKwIC25BqKY/gWriCgT15SeHRVGkvNFM1kXlPrPKcPHbSG6NEcOleaOa4eQoI8hNwSgPJaM8lQz3UBLursTNrvO/hatVUdUZRf6ZVMe7R2rRmkCjEnhpmgt3xzh2+T6vVhn1NH0lJ63ZwJ8LNvKfsn0AxNgH8kbQL4h2COi1a/YkbcnJIIqkXVTeT2pNVF+S6z1QKWOkWk6MWkGISoZ8AL6HZp2B+r1J1GxOoHb7YUzVzYLRaexxmjMW5+sn4TQ3HoXbzwsUpWdOkPy/NehqqlqVqbB3wD9uIv7xU/AIj0KQ+vkW9IQyP/gS8nURawqyurq6NvfX19d3a8Vs3bp1ANx6661dOk8mk3HzzTeTmJhIUlLSZZV5gIqKCpupflRUFA4ODl2u65WSnJxsU+SnTJlCWFhYn9ehOUajke+//54jR44A4Ofnx80334ynpyeAzVRcEDpOG1TzXQIX7n+VS3MdGYrKuXD/qwT954V+UejNZjP5+fmkpaVx7tw50tPT23yHlUolfn5++Pn54e/vj4+PD97e3nh7e3dr0sfaqHS3I29sbKSsrIzS0lJKSkooKCigsLCQwsJCdDodGRkZZGRksHu3ZSXMycmJ4cOHExERQWRkJAEBAVeFQieTyRg3bhwhISGsX7+eoqIivvrqKyZMmMC8efP6JZWkFavinJCQwNmzZ1GpVMTFxfVpHRwcHIiKiiIlJYWCggKbi4aERH8g94nC/tb3UC/4PYaEf6JP+AdiVS66b59Fv/svqGY8hWrKwwh2zm2eLwgCXo5yvBzlTPBXt9hnNItcqLEo9plVRs5UGDhdYSCv2kiTTqSuwUxKg56UfD3/a3ael4OMYe5KhnsoGO5uUfIjPBS42187vqRqhcBT451ZFG7Pqu+rOF6k5ze7q/kuvYm/z3Uj0OWqH8JelaQ3FfF4zsecbbKMbR/wns1v/BYP+NX4tmgyi6TojCRrTaTojC0yXqgFiFbLGalWEGMnx3WAWnua9Qbq9yZTvWEftduPYK5rtO1TeLnivHAizosmoZk+Gpm65TMyNDWS+J93KU090WK7IJPhHT0atxFjCJ0wDYWqZbso0bNc9S2hNeVcbm5uK59564piVweyNTU1fP/99zg7OzN//vwu18lqStrU1HTZ4/R6vS1YVEBAgE1Z7UtSU1M5deoUYIkvMGxY/6YFqaqqYt26dRQWWqJlTp48uduRw0WTicLn17RS5C07AQEKf7sG5+snIvRBMI7q6mpSU1M5ffo0qamprZR3hUJBcHAwYWFhBAUFERQUhK+v74CJmg4WJc1at+aYTCaKi4vJzc0lNzeXzMxMcnJyqKurIzEx0Wb67eTkxIgRIxg5ciQxMTG4uLj0x230GJ6enqxYsYI9e/Zw8OBBjhw5Ql5eHsuWLetXk/Jhw4ZhNBo5cuQIJ0+eRK1W29J29hWenp4EBATYJq3i4+P7Jc2mhIQVmcYT9fwXUc1aheH4f9H9+AZiRRa6rS+i2/MG6umPo5r+BIK9a6fLVMgEQt2UhLopmXfJvtx6AztL9Bwq05NRaaSu1kR9rYmmRpGyRjNljToO5re0vvJykDHcQ0nkReU+4uL31Uy4u5INy7z494l6Xj9Yy4E8HXP/V8Lrs91YGtn3CxwS3Wdj5VH+L/dztKIBD4WGt4LuYZbLiP6uVpeoN4skNxk4ppOTUdKIsdk+V5nAKDs5sXaWdJX9neu9PUSTifoDp6nZsI+a7xJarMArhnjgcuMUXG6cguPE6DbHv4amRtJ3biTrx+2Ipp8l4OjlS9CUOQSMn4bayYXq6mrkSlWf3NO1zNXdAwDjxo1jzZo1HDhwoFU0e2t05/Hjx3epzM2bN6PX61m2bFm3Bp9W5bgjn/MLFy5gNBrRaDT9YtaekZHBsWOW9CBdicLfW5w/f57169ej1Wqxt7dnyZIlV5QSr+FQagvT+laIYCgop+FQKpqpsd2+zuUoLCwkKSmJpKQksrKyWuxTq9UMHz6cyMhIIiIiCAoKQqkcfDPXAHK5HH9/f/z9/Zk8eTIABoOB3Nxczp07R1pams364PDhwxw+fBiA0NBQxowZw5gxY/Dz8+vPW+g2CoWC6667jqCgIDZu3EhhYSFr1qzhlltu6dfJsaioKPR6PcnJyRw9ehS1Wt3nVjehoaFUV1dTX1/P2bNn+9xCQEKiLQSVParJD6CccD+G5C/R//A65tJ0dDtfRvfTe6hnPYNq2uMIas0VXSdIo+RBjZIHwxypM4kkaY0cazJytuGiYl9npr7GBPVm6mpNlNaZbUp+Ql5LJd/PUSDa20Skh5IoTyWRnkrC3BQo5QNTmegqcpnAA2OcmBtqz8pdlRwr1PP4jkp+uqDllZmuOKoG5qqnhAWjaOLVgk18WGrxp57mFMnbwffgrRwcE/b1ZpETTUYStUbO6kwXo89b3jkfhcAYOwVxdgqClH2XkrKriKKINiWLqq9/pHr9XozFlbZ9Ch83XG6ahuuSaTiMb98UviY/h+x9O8k7ur+FEu8dPZrhC5biFvJzcO6r3It7QHHV+8wbjUYWLFhASUkJX3/9NVFRUYDFvP6OO+4gOzubLVu2EBISAkBlZSVVVVW4ubm1G23+pptuIi0tjY0bN7a7mpWRkYG3tzfOzi3N8o4fP84vf/lLRFFk586dl1VQ9u7di1wuJz4+vs/95PPz89m9ezeiKBIdHd0vfrVWRFFk//797Nlj6QT8/f1ZtmxZuynnOuvzVbV+L3kP/LXD6wd++H+43TKzO1Vvk9LSUo4cOcKRI0dsgfusBAUFMXLkSEaOHElYWFifm2P3p1+h0WgkMzOT06dPc/r0aXJzc1vsDwgIYMKECUyYMGHApHy7lI7kV11dzbp162yuM7Nnz2batGn9+ts6duwYZ86cQRAE5syZQ0BA3/osNjY22vznO3I7krj26Auf+Y4QzSaMpzag2/VnzMVnABA0Xqjm/AbV5AcRlD1rUVJtMpPYZORIkyVtlRW5USRAD04NUF1j4lyFgbQKI8X1pjbLUcosq9rRXkqiPS2fKE8lXo4Dx5qrOxjNIu8cqeXto3WYRQh1U/CPhe7EeLe/Aij5zHeO3pBTlbGBx7L/zf66NAAe95nPs343DKi88W2hNYskX5xgO2NT4C0EKGREYWCyqwZ/1cD+PRmKKqhat4eqL/egS/t5XCV31VgU+Jun4zg5pl0LVLPJRPGp42Tt3U5lZlqLfU5+Qxn/4LM4erYek0m/uc4hBcDrJIcPH+ZXv/oVSqWSG264AY1GY4uA/vTTT/PII4/Yjn3vvfdYvXo1jz/+OE888USrslJSUrjlllsYMWIEGzZsaPea7733Hv/617+YNGkS/v7+qFQq0tPTSUhIQCaT8cc//pFly5Zdtt6HDh0iJCQEX1/f7t98NygvL2fHjh0YjUZCQ0P7VdnQ6/Vs2rSJM2csA6ixY8eycOHCyyq5nW1A6g+cImvxcx3WIXTz61e8Mt/Q0MCRI0dISEggMzPTtl0ulxMdHU1cXBxxcXH9Hs17IDW+VVVVJCcnk5yczJkzZzCZfh6wWnOljx8/vsuZC3qTzsjPaDSyfft2m2tBdHQ0S5YsQaXqH1M062RZVlYWCoWCBQsW9LlLT3FxMRcuXOiylZTE1c9AUOatiGYTxuSv0e74E2KFpR0XXANQL/wjyrF390pgp2KjmaONBg43GSk3/Txc85ILTHJQMtlBAXqRxJwq8nVqzlUYOVtuIK3CQH07Efa9HGSM8FIywktFtKeSEd5KQl0VyAdYOqyOOJSv44kdlRTVm1DJ4Y8zXFk+su3geAOpbxvI9LSc0poKWZG5hgv6cuxlKt4MWs4NbmN6oKa9g0EUSdGaONpk5JTWSLPs6QQoZIy1VxBvr8BbLgzo98ms1VO7/TBVX/xA3Z4kMFumIgS1Euf5E3C9bRZOc+ORqdq39jQ0NpB7cA/Z+3bSVNXSilWQyxlx8z2ETL+u3fuXfnOdQ1Lmu8CpU6d49913OXHiBAaDgfDwcO69914WL17c4riOlPk//OEPfPHFF/z+97/nrrvuavd6R48e5fPPP+fMmTOUl5ej1+vx8PBg7Nix3HfffcTGdqwcVlRU4O7u3qc/grq6OrZu3YpWq8XPz4+5c+f2W0CympoavvjiC4qLi5HJZCxatMgWrf5ydLYBEU0m0kbdj6GovG2/ecES1T7yxMfd8pm35tTeu3cvx48fx2i0mCQJgkB0dDQTJkxg7Nixg04Z7Q8aGhpITEzkyJEjnDlzxma+pVAoiI+PZ+bMmURERPR7nbsiv+PHj7Nt2zbMZjO+vr7ceeed/RYjwGQysXv3bgoLC7G3t+f666/v81R6JpNpQMV/kBgYDCRl3opoMmA4+im67/+MWG2xrpL5j8Zu8V9QDJvVO9cURTL0Zg42GTje9HOgLQEYoZYTJ+qY5O6M4mJ/LYoi+bUmzpYbOGP9lBnIqTa22d3ZKQSiPJXEeCmJ8VYS46Ui0lOJnWLgyL0tKptMPPt9FTuztADcFePIKzNdUV9S74Hatw00elJOCXXn+FXmWurNWoaqPPhX6ENEOfR/SuNLEUWRLIOZw40GjjUZaWz2A/GRC4yzVzDOXskQpazFOQPxfdKeyaHi0x1Uf72nhR+8w4Ro3O6Yi+uSqchdLu8e1FhZTtaP28g9uAeTzvK7UqjtMBn0iGYzjl6+xK9YiUtA6wxhzRmoMhpoSMr8VU5fD2J0Oh3btm2jpqYGNzc3Fi5c2G+rhQUFBXzxxRfU19fj4ODA7bff3mZqwbboSgNS810Cuff9+eKJzXZcPK070ey1Wi0JCQk25chKQEAAU6ZMYdKkSe26CPQ3g6Hxra6u5tChQyQkJLRwU/Dz82POnDlMnToVtbp/Iqd2VX65ubl89dVXNDY2otFouPPOOzuMpdFb6PV6tm/fbmt3rr/++j79/fdEhyZx9TEQlXkrokGLfv9qdD+8DtpaABTR16O+8XXkPr0XY0ZntvjXJzQaSNf/bPzrLBOY4qBgmoMSz3byVjcazKSVG0gts3ysSn6TsfVQUCGDYe5KRnorGemtYqS3khFeShyUA8s8WhRFPjhex2sJtYjAGF8VH97gga9G3uKYgd63DQR6Sk6bKo/zTO6nGEQTEzThfBj6AG6KK4sx0dNUGM0cbjJyqNFAaTOrFxeZwHh7BePtFQxtxwd+IL1P5gYt1Rv2UfnZThqP/2wGr/TzxO3OObjdMRd1WMfjipqCXDK+30xh0iHEiyv5TkMCsHP1oOzsScDiGz/2vidQOnS8CDWQZDSQkZT5q5y+HMSYzWZ++OEHCgsLcXBwYNGiRf22Ynzu3Dm++eYbDAYD3t7e3HXXXV1SfrvagNR8l0Dh82ta5pn398Tv1Ye6pMhXVFSwe/du9u7dS2OjJbWHWq1m4sSJzJw5k+Dg4AHfoA2mxlcURXJycti7dy+HDh1Cr9cDloj6M2fOZM6cOX2e7qw78quurubzzz+ntLQUpVLJsmXLGD58eC/XtG0aGhrYunUrjY2NfW6ZIynzEm0xkJV5K+b6MnS7/ozh4Bowm0CmQDXjSdTzXkCw610LlxKjmf0NBg426Km/OAstADFqOTMclcSo5cg6kJ3JLJJdbSS1zEBKqZ6UMgOnSw1Uac2tjpUJEO6mYKSPilHeSmJ9VMR4KbEfAAr+3hwtj26voEYn4u0gY+0NHozzs0zsDqa+rT/pCTmtKfmBVwo2AnCDaxxvBd+L3QBJO6cXLYHsEpqMpOlMtjUclQBxdgom2Vui0Hf0mxkI75M27QIVH2+l6svdP6eTU8hxXjABj3sWoJkV1ymr0sqsdM7v2kRJSpJtm2dEDMFT55Fz4AfKz50GYNh1NxF5w+2ddicaCDIaDEjK/FVOXw5iDh8+TFpaGgqFgoULF/Zbzufjx4+zdetWRFEkLCysWxkDutOAiCaTJbp9SSVKH3ccJ43otGl9YWEhW7du5fDhwza/bh8fH+bOncuUKVNwcBg8qXMGa+Pb2NhIQkICP/zwAyUlJYAlHsHEiRNZtGhRn0XC7678tFot69atIzMzE0EQWLRoEfHx8b1Y0/apqKhg+/btGI1GoqKimDBhQp9cV1LmJdri+BeZuA7RoPG2Q+OtxsFNjWyARmg3lZ5Dt/k3GM9sA0BwHoLdja+jGHNHr77boihSUVVNrp2GnxqNnNX/HF/EQy4w01HJVAcljl3wiRdFkcJ6EymlFgX/VKmB06V6ShraVvAjPJTEeisZ5aNitK+KKE8lqn54TtnVRn71XTlpFUZUcnj7OnduinAYtH1bX3MlcjKLZl4u2Mi/LkasX+E1i98F3IxsAAS6yzeYONBo5HCjoYUZ/XCVnCkOlkj0dl38ffTH+yQajNRsOUjFv7fSkHDatl0V6of7PfNxu2MuSu+OYy+Jokh5egrnd26iPD3VslEQ8IubSPi8xag1zhz+4HXqivKQq9SM/sXD+I+Z1LW6Sr+5TiEp81c5faXMnzt3jkOHDgEwa9asTpuz9ySiKLJ371727dsHQFxcHDfccEP38sf3UQOSl5fHt99+S2Jios2HOyoqiuuuu45Ro0b1W6yBK2GwN75ms5mTJ0+yc+dO0tIs5maCIDB27FhuuukmAgMDe/X6VyI/k8nEd999x4kTJwCYMWMGM2fO7JfnkJuby48//gjA5MmT+8RSQFLmJdpiz9/OtPi/IBfQeKotyr2X5dvJ2w6FeuDEWzCkbkW76VlbkDx56DTslq1G7hPVK9e7tN0pMZr5qcFAQjPFRSnAJHsFsx2V+Cm7L6uSBhOnS/WcKjFwqlTPyWI9pY2tFXyVHEZ4Khnta1HuR/uoCHVTdLji2RM06M08ubOSHZkWf98Xp7rw0BhHampqBm3f1ld0tw8ziWb+78L/+LrCklb2Bf8lPOQ9t19lrTOLHNMa2d9gILtZVgh3ucBkewWTHJR4teOO0hF9PVYyltdQ+ekOKj7agqGowrJRJsN54QQ8frkIzYzRnVoxtyjxqZzbto7KzHMACDI5gROmET7vJjTeQ6gtuMDhf7yOtroStbMbEx/5P1wCQ7pc58E+nuwrJGX+KqcvlPnS0lJ27NiB2WwmLi6OUaNG9dq12sNsNrNjxw6OHj0KXLkS09sNSHFxMZs2beLIkSM2JX7s2LEsWrSI0NDQHr9eX3I1Nb5ZWVls3brVFjVeEAQmTJjAkiVLei1DxJXK79JJrfHjx7NgwYJ+mRg6efIkycnJyGQyFixY0OvpACVlXqItzh8qwFwvo75MS32ZDpO+teIIYOeixMnbzqLc+1gUfJVG0X9pHw1a9PveRvf9a2BoArkS1Zz/Qz3nNz2eyq69dkcvihxtMrKn3kC+8We5RankzNMoGaGW94h8iutNnCzR2z4nSgxUt2Gi76IWGOWjIs7X8hnjq8LDoXcmYUxmkT/+VMNHJyxBwO6NdeSZUSIe7m5SO3MZutOHmUQzz+b+l28qjyBD4M2g5dzi0TcWXW1RZDCzr9HAoUYDTRc1HBkw2k7ONAclUZ0wo++IvhorNaVmU/6PTVSv34uos8TWV3i54n7vQtzvXYjKv/OZZyxK/DdUZJwFQKZQEjR5NmFzb8TB3VJO2bkUjn34BkZtExpffyY++hwO7l7dqvvVNJ7sTSRl/iqnt5X5xsZGvvvuO5qamggKCuqXVUCTycS3337LqVOnAFi0aBHjxo27ojJ7qwGpqqpi48aN7N+/36bEjxs3jiVLlvRb0LKe5mpsfAsKCti0aRPHjh0DLEr9tGnTWLp0aY+nAuwp+R07doytW7cCMGrUKBYvXtznkd6tEwu5ubnY29tz44039qrLiKTMS7RF835QFEW0NQbqS7XUlWqpL9NSV6pDV2to81ylgxwnq3LvY4+Tjx12Lso+fc/MVRfQrn/SZnov8xqG3bIPUITP6LFrdNTuiKLIeb2ZPQ16krU/+wkPUciY56hkgoMCZQ/KRBRFLtSaOFGsJ7lYz4kSPadL9GhNrY8NcpEzdoiaMb4qxg6xmOcre9A8/8OkOv74Uw0iMDNAzoeLvXEY4HnB+5Ou9mFG0cQzOZ+xseoYcmS8G3wfi907zjrU05hEkRNaE3sbDJxr5mbiKReYfjGFo7O85ybFe3OsJIoi9bsTKXt/A/X7Tti228cNw/Ohm3C5aRoydedjEFTlZnJ285c233eZQsHQybMZdt0S7F3dbccVJB4k6dP3EU0mPMKjGPfgKlQO3Q9aeDWOJ3sDSZm/yulNZd5kMrFjxw7Kyspwc3Pj+uuvR6ns2wAlRqORb775hrS0NARBYOnSpZ1K2XcpolmkOr8RXYMRtaMCF397amp7zpxOq9Wyfft2tm/fbguyFhcXx5IlS/rFJaE3uZob39zcXDZu3GgzY1epVCxcuJCFCxd2OS5De/Sk/E6ePMmmTZsQRZHIyEhuvfVWFApFj9SzsxgMBrZu3Up1dTVeXl4sXLiw16wEJGVeoi060w8amkwWxb5Ea1P0Gyt0tDW6UahlLZR7J1877F1Vve7Tbjy1Ae2GlYh1xQAoJ/4Ku8V/6ZEAeV1pdyqMZnY3GDjQaEB7UT7OMoE5jkpmOCpx6KVc8waTSFqFgeRiPUlFFiU/o8rY6jg7hcBoHyXxQ9SM9VMRP0SFu/2VKd9bzzfyxI5KdCaY4Kfik5s8cVIPPje4vqAr75JRNPFUzidsrkpEgYz3Q37J9W5xfVRTC3UmkQONBvY2Gqi6GJFeAGLt5MzsoVX4tuiNsZJZb6B63Y+Urd6A7twFy0aZDJfFU/B8ZCkO8V1Lv1tXXEDalq8oOmGxehXkcoImz2bYdTdh79ZyRf/C4b2c+N8aEEX8xkwkbvmjyJVXls3mah5P9iSSMn+V05vK/NGjRzlz5gxKpZIbb7wRZ2fnHr/G5TAajaxbt45z584hl8tZtmwZkZFdT+VTml7L+d3F6Op/HhSoNQr8JmgIjhtyRbITRZEjR47w1VdfUVVVBUB4eDi33347w4YN63a5A5lrofE9f/48X331FRkZGQC4ublxxx13MH78+Cu+556WX1paGuvWrcNkMhEREcGyZcv6XKGvra3lu+++w2AwMGLEiCu2nGkPSZmXaIvu9oMmg5mGch11JVrqSpouruTrEE1tpGBTy9D42OHsY4+Trx3Ovva9soIvNlWj3foihoNrARDcgrC/fQ2K4bOvrNxutDuNZosStLveQJXZIhM7AWY6KpntqMS1B1cx26NGa+ZEiZ7EIj1JRTqSivXU6Fo/nxBXBeP8VIzzUzPOT0W4W9fdJ44WaFm+qZx6A8T5KPlsqRdudpJCfymdfZdMopknc/7D5qpElIKcD0JWsMC179w08w0m9jQYONJoxGqX4yQTmHYxNaNHN33hO0tP9vWmukYqP91B+Qcbbf7wMo097svn4/nQTaiG+nSpPG11JWnbvuHCoR9BFEEQCBg3jchFt+Lg0dpdLnv/Lk5/9W8AgqbMJfb2X3Y6Yv3luBbGkz2BpMxf5fSWMt88uNXs2bMZOnRoj5bfEc0VeYVCwR133EF4eHiXyylNryXl2/x298cs9sc7wqVbdSwoKOCzzz6zBVHz8vLitttuIz4+/qpulK6VxlcURY4fP87XX39NWVkZAJGRkSxfvvyKXCZ6Q34ZGRl88cUX/arQN28zeitIpqTMS7RFT/aDZpNoUfBLm6grtij59aU6zG0p+HZynH3tcPK1x9nXHuchdqg1PWO9ZszYR9OXDyJWZgOgnPwQdje+hqDunknrlbQ7RlHkWJORnfUGCi/61SuAyQ4KFmhU7ear7w3MokhmlZHEIj3HC3UcL9JzvrL16r2rnYxxfirGX1TuR/moOoycL4oiBzMreOgHPVVaM1GeSr682RPPXvLZH6x05l0SRZHf5n3Jf8sPoBTkrAl5gHmuI/ukbqk6E983GDir+9mUPkgpY7ajknj7nnUX6aguV9rXGytqKF+zmYp/fYep2hLbQeHrjufDS/C4byFy566lhzbqtGTu3kLGD99h0usA8B05lsgb78DZr+3gv5l7tpK64TMAQmcuZMQt9/RYP3ytjCevBFNdIzXbDuF++5wrKkdS5gcwvaHM99UqW3v0lCIvmkUOrjnfYkX+UtROCiY/OAyhC2aDer2ezZs3s337dkwmE0qlkhtuuIGFCxeiUl2ZydFg4FprfPV6Pdu3b2fLli0YDAbkcjkLFy5k8eLF3XrevSW/gaDQHzt2jNTU1F6z5pGUeYm26O3YMWaTSEOFjrriJupKtNQWN1FfqkVsI86eWqPAeYg9TkMuKvi+3Y+iL+rq0W75LYaEfwIguIdgf/d/UIR0Lf0T9Ey7YxZFTutMbK/Tk3Ux8rcMmOSgYKFGhXcfKvXNqdKaSSrScazQouAnlxjQGlsOW+3kMNpXxXh/NRP91YwdokKjallfq4yKjY7ctbGc0kYzYW4KvrrFiyEaSaG30pl36S8Fm1ldshMBgfdD7udGt971kTeIIkcajXzfYKDo4oSTAIyxUzBXoyRUKevzvuNKfnOGkkrK3t9I5cdbMTdYMi6owv3xfuJWXG+b3SV/eADRbCbvyD7Ofvc1ulqLFalb8DCil/4Cj7CIds87v3MTZ7/7EriYQ/7Gnk2hea2NJzuLaDBStzeZ6q/3ULPtMGKTjtjKbVdUpqTMD2B6ehBjMpnYvn075eXleHt793mUbLPZzDfffMOZM2euSJEHqLrQQPJXuR0eF3d7EG5DOze7ee7cOT7++GOKiy0+jXFxcdx11114eXUvkudg5FptfMvKyvj8889JTk4GwNfXl/vvv5+IiPY7wrboTfk1V+hHjBjBLbfc0ue/3x07dlBaWoqnpyfXX399j15fUuYl2qKvUrQ2x2w0U19uUfBri7XUFjXRUKGDNkZLjh5qnIfY2z6OXmpkXZhANp7/0bJKX5ULMjnqeb9FNfd5BHnnJ+t6st0RRZF0vZltdXpbvnoBmGCvYJGTCp9+Uuqt6E0iKaV6jhXpOVqg42ihnsqmljMvcgFivJVM8FczyV/NOH81rmrBJqPsaiO3byinsM5EsIuc9cu88ZUUeqDjd2ltyW5eLtgAwOtD7+Ruz6m9VpdGs8hPDQZ+aDBQ28wVZKqDxRWkL61GLqU7vzlDYTml735D5ac7ELWW+Et2sWF4r7wdlxsmIXQjyG1F5jlS1n1MTX4OAA4e3kTfdBdD4iZctl7nv9/M2W8/ByBi0TKGL7i5VwL5XYvjybYQRRHt6SyqvviBqvV7MZXX2PapwvyJPPbhFZUvKfMDmJ4exBw/fpyUlBRUKhU33XQTjo5dM+G5EkRRZPPmzbZUV3feeecV+Z0Xn63hzJaCDo+LvsEf36jLm9rrdDq++eYbvv/+ewBcXV1Zvnw5Y8f2fUTW/uZab3wTExP57LPPqK6uBmDevHnceuutqNXqTp3f2/I7f/48X3zxBWazmTFjxnDjjTf26XNqaGjg22+/Ra/XM3LkyB79jUjKvERb9Icy3xZGvdnie39Rua8takLbRhR9mVLA2cceZz97XIZYvjsyzxebatBueApDomVwLQ+eiP3d/0Hm0blUp73V7mTqTWyt05Ny0aRZBky8qNR3Nz93TyNeNM0/WqjnSIGOIwU68mpbhs0XgEhPBXGe/D975x0eVdH24Xv7ZtN7SKP3XgUUQUAEEQSkWBAVBBQBFfunvuqrr2LBAthABQVBpCtFkA5C6D2hBEhCek8223fP+f7YJCQkgZTdTcDc15Urye45M7Oz58yZ38xT6NfUi17hKvQWkTGrMkjIt9HMV87qMYH1Jvfc+FpamRXFrHi7SfZrocOZHnKfU9qQZxPYprOwW3ctSKOPVMJADwV3aZwXpLEqVOWes6Rmk/7l72T/vLk4vZymWyuCXnkEz4HVc9005GYTvX4ZSYf3ASB309Bi8Cga330fspsEs76yZyunf7f7yLce9jDN7xtR5forw799PglgSc8h9/ed5Py2DWN0XPHrsgBvfEb1xXdsf9SdmtV4Y6RezNdhHDmJSU5OZuvWrYDzfF4rQhRFtmzZQlRUFBKJhDFjxtCmTZsalemonfnY2Fh++OGH4t34vn37MnbsWJcudNQl6gdfu2BdsWIFe/bsAey79JMnT6Zp06Y3PdcV/RcdHc3KlSsRRZFevXoxaNAgl35XcXFx7Nq1C4BBgwYRGhrqkHLrxXw95VFXxHx5mHVW8lMM5BWK+/wUAzZzWft8lZcC71C3wh8NHkFqpOX4eFuOLsewegYY80HliduYr1F0efim7XD2uBNntrFBa+ZUCVF/p0bO/R5Kpwcaqw5JWiuHksxEJZmISjSVGzW/dYCCdoEK/r5iJLfQh37l6PqgeBVdSzvzzvLUpe+wITA5qD9vhzl+JzfLKrClwJ5poegbayCXcp+Hgh5ucuR1aAyozD1nSc8h46uVZC3aVLwT796rLUGvPIpH307V6j/BauXSjo1c+GuN3S9eIqFhr3toNexhVJ43d31LiNrNiaXfAtD8vpG0Hjauym2oLP/W+aRosZL/92Fyfv2b/K2HwFboGqKU4zWkJ76PDMTzni5IFHbrq/oAeLc5jprEmEwm1q9fj16vp0WLFvTu3dtBLawc+/btY9u2bQCMGDGCTp061bjMmvrMC4LAn3/+yfr16xEEAV9fX5566qlqpca7nfi3Dr7lcerUKX766Sdyc3ORSqWMGDGCBx544IYrqK7qv+PHj7N+/XoABg4cyF13Oc/UsTz279/PhQsX0Gg0PPjgg5W2XLgR9WK+nvKoy2L+ekRRRJ9ltov7ZD35KQYKMsua50vlEjxDCsV9mAbvUDeUGvvETsiOw/DrU9iu/AOAotdk1CPmIFFUnD7TVePOZbONP7VmzhaKejn26PdDPJR4OjA3vKPJ0NmISjKx+1I+xzLhfFb584YAjZT/9vWhfyP1vzZ1XXnX0jlDMiPPz6FAMDLa7w4+b/i4Q6+zNKvAZq2ZKIOVoqWwJgopQzyVtHdSarmacqN7zpqrJWPeajK/X4+otwei0/RoTfAbj+Nxd8dq913mhbOcWvEjBWnJAPg2aUH70U/iE1k5C57k41Ec+ekrEEUa9xtMu4eecHpKzn/TfNJ4MZGcpVvIWbEDa3pO8euari3xfXQg3iPvRu5TNhVpvZi/zXHUJGbXrl3ExcXh5eXF8OHDXRo46+TJk6xduxaA++67j169qh7cpyKqG80+JyeHBQsWEBMTA0DPnj15/PHH/7W78SX5tw2+N0On07FkyRKioqIAaN26NVOmTMHX17fc413ZfwcOHGDLli0AjBo1yqULUVarlT/++IP8/HwaNWpEv379alxmvZivpzxuJTFfHlazjfwUI/nJevKSDeQlG7AabWWOc/NV4h3mhk+YBq8GKuRHPsG87SMQRaShHXB7YjmywPJd01w9bseabKzTmrlQ6FOvlsAgDyUD3RWo64AJdHmU7KMsg0BUkon9V00cSDRx4bqI+TIJdAxWcmeEijsjVHQPVaGW183P5Wiuv5YyLVqGnf+ERHM2PT2a82uz6SiljplDplntsRmiDNbi9a5WShn3eypoqZTV6Xu+vHtO0BvJXPAHGV+twpZnj07v1qUFIW88jkf/LtX+PMb8XM6uXVpsUq/09KbtyMcI796n0mWmR5/g4PefItpsRPa6h46PTHZI+rkb8W+YTwoGE3l/7CP7l7/QHThb/Lo80AefcQPwe/Re1K1unDGsXszf5jhiEnPlyhV2796NRCJh6NChBAQEOLCFN+by5cssXboUQRDo3bs3gwYNcngd5eaZ95QT2qP8PPOnT59mwYIFaLVaVCoVEyZM4M4773R4u25V/g2Db1URRZF//vmHJUuWYDKZ8PT0ZMqUKbRvXzYVj6v7b8uWLRw4cACpVMr48eNp0qRyK/SOICMjg02bNiGKIn379qVx48Y1Kq9ezNdTHre6mL8eURTRZ5sLhb2e/KTC4HrXoXCTEaw5QtDFl5Gasuxm9+O+R9FpdLllunrcFkWRaJONtVozCYXR7z2lEh7wVNBHo6hTJtFw4z5K19n4/ayOOVH5lOMlgVoG3cNU9IlQ0SdSTdtABbI6umhRU0r2k0m08vDFrziqu0IjVSB/tHwZX3n10ieWpDwR314lY6inkibKWyNuQcl+wiaQvXQLaZ8sw5qaDYCqVUNC3pqA15Ce1b4nRUEgfv8Ootcvw2rQg0RCo7vupfWwcSg0ld98yk24zD9fvofNbCKsa2+6PDHd6UIebu/5pPFcAlmLN5G7Ykfxwg1SKZ73dsNv/CC8BvUoNqO/GfVi/janppMYg8HAunXrMJlMdOzYkc6dOzu4hRWTnp7Ojz/+iMlkcnrkbVEQyU3UY9JZUbnL8Q5zIy8/r/SKqSCwYcMG1q5diyiKREZGMm3aNEJCQpzSpluV23nwrSkpKSl8++23JCQkIJFIGDlyZBmze1f3nyAIrF69mrNnz6JSqZg0aRJBQUFOr7eI48ePc/LkSVQqFSNGjMDNza3aZdWL+XrK4+qCtXg3i0QZFogiNACZp6a2m+RwLEYbecl68pIM5CXZzfOFwvRrCls6TXLfwNN8FAB9s6ko7nsf7whP5IXCpzbHbUEUOWa0si7fTLrN3uZgmYRRXio6qevO7mpl+uhIsolxazIxWkXuCFUS7iXjn6smUnWlFb6PWsqdESr6Rqq4O1JNhLdr04Q6k6J+8vb2Zmb8z6zPOYK3zI31LV+hqTq4RmVnWgU2aM0cKCHiO6hkPOCppNEtIuKLEEWRnJwcZAfOkfrfxZgu2q1EFZHBhLwxHp/R/aoVnb6IgrRkTi5fSFas3YLUO6IJHR+ehE/Dm8fuKYk+K529n72NSZtHQMv29Hz2NaQuss693eaTgslC3p/7yF60qdQuvCIiCL/xg/B9dBDKsKpvmNaL+ducmor5nTt3Eh8fj5+f3019fR2JTqdj4cKF5ObmEhkZyYQJE1xq2n/9AKLX61m4cGFx2rF+/frx6KOP/ivyxleV223wdTRms5lly5YVB4Dr0qULkydPLhaxtdF/FouFJUuWkJCQgI+PD5MnT3aZy0jRIll2dnaNze3rxXw95XHK7/5S/0u93FGGBaAIC7T/hPoX/60Mtwt+qVvNYzjUJoJNRJtmIC/JQG6inrzEfILS59JAtwiAfOUdXPadjVuDBviEa/AO1yDxtBAQ4ldr95BVFNmnt/Kn1oy2MI1YM6WUMV4qGtcBoVbZsXnrJQOTNmQhiPBSTy9evMOT2BwrexNM7E0wsj/RRIG59LS5kY+cvpEq+jZU0ztcdUv72xf10y/GKD5L2YAcKUubT+dOz6qlaS1Jjs2+E79Pb6XIwaSDSsYwTyUN68C1UR10R86R+Ob3mA6fB0Dm50XwK4/g99T9SJVVyxNfEsFmJXbbn1zYvAbBakGmVNF62Dga9x1c5d10s66AfZ//h4K0ZLzCIrnzhXdRuLluMfR2mU+aE9LIWryJ7CVbsGXl21+USfEafAf+Twyxu1DUQF/Vi/nbnJqI+aKI0xKJhAceeAB/f38ntLAsVquVX375hYSEBHx9fZk8eTIajWt3UkoOIOnp6Xz55ZekpKQgl8uZMGECd999t0vbcytxuwy+zmb37t0sWbIEq9VKaGgozz//PMHBwbXWfzqdjh9++IGcnByXL6BlZWWxYcMGRFGkX79+NGrUqFrl1Iv5esrjwojXEdPzsCRnIuTrKnWOzN/rmrgPC0QRFoAyLAhFWACK8CAUIX5I5LeOiCgyzS/45zdUe59HatNjkjUg1vcLDIpWxce5+6vwidDYf8LdUXm4fsfYIIhsKTDzd4GFosR9Pd3kjPRS4iu7NfKCLzlVwOs7cgH4dKAvj7a7tjhqFUROpJrZm2Bid4KRYylmbCVm0XIpdG2gpG9DNf0aqmkfpKiTAdwqQhRFNiQf4rm0JYiIfBz5KI8GVM8VsUAQ2aw1s0t37Vpoo5LxoKeyTizwVAdzYgap/11E7qpdAEjUSgKeHUHQ82OQedVsET0vMY7jS74lP8meqSmwdUc6PjwJjX/Vre1sFgtRX39IVmwMah8/+rz8AW4+fjVqX1W5leeToiBQsPM4mT9uQLvlEBRKZUVoAH4TBuM3fhCKUMe4LdeL+duc6op5k8nE2rVrMRqNdOjQgS5dujiphWX5448/OHbsGCqViqeffprAwECX1V1E0QCSlpbGvHnz0Ol0+Pr6MmPGDJf6FNcVjEYjqampZGZmkpGRQWZmJvn5+eTn56PVajEajZhMJsxmMzabDUEQkEqlyGQylEolKpUKtVqNp6cnXl5eeHl5ERAQQGBgIAEBAYSEhKBWVxxp+Xbl8uXLzJs3j5ycHNzd3Zk5cyYtWrSotYdXRkYGP/zwAyaTia5duzJs2DCX1X3s2DFOnTqFWq1m5MiR1YpuXy/m6x6nTp1i3rx5nDhxAovFQrNmzXjiiSeqdG3l5+ezaNEitm3bRmJiIkqlkvDwcEaOHMmYMWNueq2UfA7atHosSZlYkjOxJGVgTsqw/1/0OzkDQWe8eaNkUhQh/ijCSwj+8ECU4UEowu1/y7w96uT1aEs5g/6nMYhZlxBlanLbfUqKbQD6LHOZYzW+Sruwj3THN0Jz03z3jiTHJrAu325SDaCUwBAPJfd6KFDWQr9WVVh8vD+PuYe0yCTw03B/BjYu34VIaxI4kGgX9rvjTVzJLR1Mz99Nyt2RKvo1sov7up7LPsGYyZBzs8kXDIwPuIuPIh+pchkmQWSbzsKWAnNxnvhmSikjPFW0UNXtz18Rgs5I+txVZMxfjWiwp4TTjLyLiHcnoQqvmWubYLVyYctaLm5ZhyjYULp70m70E4R1u7NaY5AoihxbPI+ko/uRq92468X38Aq7cRA2Z3Arinlbvp6c37aRufAPzJeSi1/36NsJ/6cfwOu+Oxy+EFwv5m9zqivmi9JGeXt7M3z4cGQ18NupCkeOHGHDhg0APPbYYzRvXn7kXWcjiiLbtm3jt99+w2az0aRJE2bOnGkPVHIbo9PpuHTpEleuXOHSpUvEx8eTlJREZmam0+sOCAggPDycyMhImjZtSuPGjWnatOltnyEgNzeXuXPncvnyZWQyGRMnTqRNmza19vC6cOECy5YtA+CBBx6gW7duLqnXZrPxxx9/kJeXV+30l/Vivm5x8OBBJk2ahEKhYOjQoXh6erJ161YSExN58cUXeeaZZ25aRn5+PqNGjeLq1at07dqVjh07Yjab2bNnDwkJCfTs2ZNFixbd0AWsKs9BURSx5RVgScwoFvjmpIzi/82JGViSM8FaNpr89Ug93K7t7ocHoYy4JvSVEUEoQvwrHeDI0Yj6HAxLn8B67i8AlIPeIr/9s1CgJDfJQO5VPQXpZRc1NH5KfCLswt430h2lu/PbH2e2sSLPxKXCIHn+MgljvFR0drE/fVWFhSiKvLg1h5UxetwVEtaPC6J1wM0XQxLyrOyON7I73sjeq2VN8jsGK7inkZp7GqrpHKKsU4H0jIKFUefncNpwlU6ahqxq8SIqaeUXgGwlXC3yC10twuVSRnkpaauqO/ETqoIoiuSu2kXKuz9hTckC7LniG3wwGVOjwBo/6/MS4zm+9FvyE+MAaNCpBx3GTULlWTYTU2U5v3k15zeuRCKT0XPa6wS2LBus1xXcSmLedCmJzIV/krPsb4QCAwBSTw2+jwzEf9IDqJuHO63uejF/m1MdMZ+WlsbmzZsBGDJkCMHBNQtYUlmuXr3KokWLEASBAQMG0KdPH5fUez2iKLJx40ZWrVoFQPfu3Zk8efJt5x8viiJXr17l5MmTREdHExMTQ3x8PBXdzu7u7gQGBhIYGIi/vz8+Pj7FO+1ubm6oVCqUSiUymYyCggI8PDyw2WyYzWZMJhMGg6F4Jz83N5esrCwyMjLIyMhApyvf9FUikdCwYUNat25NmzZt6NixIxEREXV+UK8qJpOJhQsXcuTIEcAuokeNGuWyGBXXs3fvXrZv345UKuWpp54iIiLCJfWmpqby1192cVGdsadezNcdrFYrQ4YMITU1lRUrVtCmTRsACgoKePjhh7ly5QobN268qUvFwoUL+eyzz3jyySd54403il83m808+uijnD59mqVLl9K9e/cKy3B0NHvRZsOanmsX9oVC35yYXij+7YLflpl384KkUhQN/K+J++LfQfYd/oggZB7VDwh5088h2DBteBPzrs8BENo8iNeEn5Eq7W5tFqON3EQ9uQk6chP1aNPKEff+Snwj3fGNcMc3UoPCzTniXhRFDhutrM43k1Nok95GJeNhbxUhcteMk9URFhabyGPrMvnnqokILxmbHgnCz63ymyMWm8jRFDM7443sjDNyNsNS6n0ftZR+DVUMaOxGv4aqKpXtDF6N/5XlWfvxkWrY3Pp1wlWVc88URZFTJhur802kFgZu9JdJGOGppLub/JZyMyiJ4fQlkl77Dn2UPdiZIjKY0P9OwmuY3e2gJkJVFAQu/r2e85tWIdrsu/Htxz5FaJdeNRrrUk4d4fCCzwDo+OgUGvbuX+2yakpdF/OiKKLbe5KMb9eh3Xq42JRe1TwC/ynD8B03wKljeMl21Iv525iqTmIEQeCPP/4gNzeX5s2buyzlmk6n47vvvkOr1dKmTRvGjBlTKzeuIAgsX76cv//+G4DBgwczduzYWhNVjiYvL4+DBw9y6NAhjh8/TlZWVpljAgICaNasGU2aNKFRo0aEh4cTFhaGt3flVnmrM/jm5eWRlJREYmIicXFxXL58mdjY2HItAvz9/encuTN33HEHPXr0qHS76jqCIPD7778Xi9mBAwfy6KOP1sq1J4oiv//+OzExMXh5eTF16lSXWUj8888/XLx4ER8fH4YPH16lz18v5usO+/btY9KkSYwaNYqPPvqo1HubNm3ixRdfZOrUqcyaNeuG5fznP/9hxYoVLFq0qIy1xhdffMF3333HV199xeDBgyssozZS0wl6I5bkTMxX0wvFfgaWxHS76C9cBBDN1puWI/P1RBFh39UvEvjKiMLfkcHIfD1r/LnMUYswrnoOBCvSyO5oJq5G6lU2S4vFaCMvUU9Ogo6cCnbuPYLU+EZq8G3ojk+4pjhavqMwCSJ/FZjZUmDBCsiAgR4KhnoonZ6fvrrCIttgY9hv6cTl2egVpmTZqECUsuq1NU1nY1ecXdjvSTCSZ7o2/ZYAnUOUDGisZmBje/o7V17zv2Xu55WEX5Eg4buQJxjSoFul6o8321iVb+a82W7t4i6FBzyU3O2uQHGLjufWHC1pH/5C1qLNIAhINCqCZz1MwLSRSNX2jaGaCFVdZhrHf/mG7Mv24HkhHbvTYdwk1F4+NWp3fspV9n72NjaTkcZ330f7sU/VqLyaUlfFvGCykLt6F5nfrsN49krx6573didg6oN49OvkktR9RThi7nP75NOoh+joaHJzc1GpVC4zrxUEgTVr1qDVavH39+fBBx+slZvWarXy448/cuDAAQBGjBhRa21xJCkpKezevZt9+/YRHR2NIFxLkaNQKGjTpg3t27endevWtG7dGj8/1wY4AfD29sbb27t4966I7OxsYmJiiImJ4fTp00RHR5OVlcW2bdvYtm0bUqmUNm3acNddd9G3b18aNGjg8rY7CqlUysMPP4yvry/Lly9n27Zt6HQ6Jk2a5NJMDmC3iBgxYgTp6elkZWWxdu1aly0sdOvWjYSEBHJzc4mJiaFt27ZOr7Mex3Po0CEA7rrrrjLvFS0SFx1zI4pcrfbu3VtKzFssFvbv349arXZpytTKItWoUTULR9WsfNNKURCwpufaBf7V9ELRn24X/YX/C/k6bDlabDlajKculV+PuxpFRLBd7EcEoYi0i35lZDCKyGDkgTefBCt7PoXEvzH6xeMQEg6j+/JONFP+QBZS+t5TqGUENPMkoJknABaDjdyrOru4T9CjyzJRkG6kIN3I1SPZSKTg1cDNvnPf0B3vUA3SaorYIlRSCQ96qeilUfB7nolTJhtbCiwc0lt52LtupbIrws9NxqLhAQxbkc6BJDNv7czl4wHVEyfB7jLGtXVnXFt3rILI8VQz264Y2XHFSHSmhWOpZo6lmvn0QD4NPGTFwv6uCBVuCueN3zH6JN66ugKAlxsMpZe62U3PuT4mghz7wsxgDyWaOuQ6UBVEQSBn2TZS3v0JW7Y9arn3yLtp8N4klOE1j/8kiiJXo3ZzetVibCYjcrUb7cc8RXiPPjVf1NMVcOj7z7CZjAS0aEvbhx6vcXtvN6w5WrIXbSJz4R9Y03IAkGhU+D0ykICpD1Y43jub+p3525yq7Ejo9XrWrFmD1WrlzjvvdJm/epFJr1wuZ/LkyS4z6y+JxWLhu+++4+jRo8hkMiZNmkTr1q3r3GpgZcnOzmb79u3s2LGDmJiYUu81bdqUnj170q1bN9q0aVOtQGM3wpkrqSaTiejoaI4cOUJUVBSXLpWe4LZu3Zr+/fszYMCAWlmUcASiKLJ9+3aWL1+OzWaja9euPPvssy4X9GB3uVm4cCFWq5WBAweWK8ycwYULF9i/fz8KhYKRI0dWOptF/c583WHmzJls2bKF1atX065duzLv9+zZE4lEUrx4WhFGo5Hx48dz+vRpevToQbt27bBYLOzdu5e8vDw++OADBg4ceMMycnJy8Pb2vuWuDVu+zi7yS4j9kn9b03NvWoZErbTv6EcWCvzCHX1lRDCKyCDkQb5IJBJEUSTvygnkvz+OmHER3Hxwe2ol8qaVz9xi0lnJLRT2OQk6jHmlTcKlcgk+EfZde7+G7rgHqGr8nZwyWlmRbyaz0PS+vUrGw15KApxgei+KInl5edW+lrZfMfLkH1mIwPv9vHmqo4dD25estbEjzsiOOCN7EkwYrdem5mq5hLsiVAwsFPchHo6zmDAKZoae/4SLxlT6e7Xlx8ZT0OZrK+wnsyjyd4GFv3QWisIB9FDLGOGpxN9FLhPOwBgdR9LLX6M/GA2AqlVDQmdPxaNPx3KPr+r1ZNYVcHL5QlJP2hdB/Zq2ovPj09D413yRQLDZOPjdx2SeO42bXyB9XvkAlYdXjcutKTW95xyFOS6FzO/Wk/3rVkS9CQB5A38CJg/Dd8Jg5L6etdIuQ66Z5FO5pJzJpc9z1U/9CPVivk5TFTG/Z88eLl++TEBAAEOHDnXJjZOQkMCiRYsQRZHhw4e7NGp+EWazmfnz53Pq1CnkcjnTp0+nY8eOddK050ZYrVYOHDjApk2bOHjwYPEOvFQqpUOHDvTt25fevXs7fbHElWZRaWlp7N+/n927d3Pq1KlSn/mOO+5g6NCh9OzZs1aEcHUp6r+4uDi+/vprrFYrHTp0YPr06bUSt+Ho0aP8+eefSCQSnnrqKSIjnR/RtihuRWZmJk2bNq10/Ix6MV93mDhxIv/88w9bt26lYcOGZd4fOHAgqampnDlz5qZlGQwG/vOf//DHH38UvyaVSnnssceYNm3aTRfucnJyqv4BbgEEoxlbcia2pEysiZlYkzKxJWdiTczAlpSBLS232IezIiQqBbKwAOThgcjCA5EHuaNI+A2F6QwybxuScXOg3chqtc+ktaJNMqNNNlGQbMZqFEq9L1dL8QxT4hmmwjNMhdK9egLTLMJOq5TdVik2JCgQGSgX6CMXqKEhgMP56YyZz49akElg4SA1PUKc4+NutIocTrWxO9H+k6IrfR2085dyT4SMfhFyWvhKajRu/i/zT1ZoDxIg82BV2Az8ZOW7ZIkinLJJ2GyVkSPa62soFRimEIiQ3royQtAZyZ+7Bu2izWCzm9R7zXwIzyfvc1iAy7y4i5xftQhTXg4SmYyG/YcRfte9DjPlvrJlLYn7tiJVKOk05RXcQ2pnh7muYT4bR/73f2LYfBAKAzIqWkfi+fRQNPf3RKJ0/dxSFETyEkxkxujQJl3LQNL/lTY3OOvm/GvEfE1T7Bw8eJAJEyZU+P6KFSvo1KmTQ+utrJjPyMhg48aNgD34VkCAY3If3gij0ci3335LXl4e7du3Z9SoUS6fiJvNZubNm8fp06dRKpXMnDmTdu3a1Vk/nfLIzc1l48aNrF+/nvT09OLXW7duzaBBg+jbt69Ld6lrq++ysrLYs2cPW7duLWWNEBwczPDhwxk6dOgtkY2gZP+dPXuWuXPnYjabad++PTNmzHC5oBdFkTVr1nD69Gl8fHx45plnXJJGMDMzszizxdChQyuVorJezNcdHCXms7OzmTZtGtnZ2bz55pt06dIFk8nEjh07mD17Nn5+fqxevfqGsTNu1Z35miKYLfZ0ewlpmBPTMcenFe7sp2FJSLdH5b+Z2JdbUTTwRtWqDcqGwSgahthN+huGoGwYjMy7crvLoiiiyzSRHa8jJ84eUE+wlq5b46/Er5EHfoX+9jJl1YRKikVgWb6JC2b7okG4XMrj3koaOchv3xG7hKIo8vzWHNacMxCokfLXo0EEV3MRoyp1xmRa+fuKgb8vGzmRVtpiIsJLxqAmau5r6kaPUCXyKpi4b807xdOXFwCwtOlz3O3Vutx+SrII/Fbiu/GVSnjIS0m3OugWURXy/z5M8stfY0nMAMDrgd40+HAKyrDKPa9udj0JNhsXt6zlwl9rQBRxDwyhy1Mz8Ylo7LDPkHr6aHHAu64Tnye0c0+HlV1TamNnXhRFdHtOkjF3FQW7jhe/7tG/C4HTH8L97o61cs2atBaST+WSfDoXc8G1eCu+jdwJ7eBDcMuaxY/6V4h5R6TYKRLzPXr0oEePHmXeHzNmDCEhIWXOqUm9lRHzoiiyadMmMjIyaNasmctMadeuXcvJkyddKhBKYrVamTdvHidPnkSpVPLiiy/SunVroO4G3SjJ1atXiwOmWSz2h7O3tzdDhgxhyJAh5U6gXUFd6Lv4+Hg2b97M5s2bycuzR5VWKBQMHjyYcePGER5ed1edr++/mJgYvvjiC8xmMx07dmTGjBkutzQwGo1899135Obm0rFjR0aOrN5OXVXZu3cvly5dIigoiCFDhtz0eqoX83UHR5nZv/rqq6xfv57169fTqlWrUu8tX76cd999l+eee46ZM2dWWEZtBMC7FSgS++aENMwJqWgvJCBNy7X78CekYU3NgpvM7mTeHigaBttN9wsFvrJhiP3/yGCkbuW7cQlWgbxkA9nxOrLjCtCmlg6mJ5FJ8AnT4NfIHb/GHngEVs4kXxRFDhisrMwzoRPtQeEGuCt40FOJqoZ+2I56thksAsNWZBCTaaFnmJIVDwVWSUDXlHSdjW1XjGy5ZGBfghFjiSyLPmopAxurGdzUjb4NVWhu4Gefas5lUMyH5Nh0TAkawNvho4DS/WQQ4U+tmZ06CwKgAAZ7Khnkrqjx91GbWNKySf6/BeSt3QPYo9SHfToNr3srzqpxPTe7ngw5WRxdPI/sS+cAiLjjbtqPnYhc5bi5sj47g92zX8ei19Gk3xDajX7CYWU7AlfOJ0VBIH9TFOlfrMBw/KL9RZkUn5F3EzhzNG7tmji1/nLbJIrkJOhIOp5DZqy2eO1VoZER2t6H0A6+uPko633mK4OjUuwUifnp06czY8YMl9RbmUnMlStX2L17N3K5nFGjRlXaP7UmnDlzhlWrVrnUdLckNpuNb7/9liNHjqBQKJg1a1axkIe6IUgrIjY2ll9++YW9e/cWp5Fr2bIlo0aNol+/fg73ga8qdanvTCYTu3btYs2aNZw/b4/6KpFI6NOnDxMmTKBZs5sH6XE15fVfTEwMn3/+ORaLhW7duvHss88ik7k2BVF8fDyLFy9GFEXGjBnjksB0Op2OtWvXYrVa6du3L40b33g3ol7M1x0+//xzvv/+ez7//HOGDh1a6r28vDx69OhB586d+e23325Yzh133AHYn5/Xc+XKFQYPHky/fv34/vvvKyyjXszfnPLGHZvRjH7NJ+jXz8da4Ibg2QNB06lQ/KdVKv2ePMTPLuwbhaCMDLH/bmj/UTTwQ1I4jlkMVnIS9GTHFZAVp8OUX3r3WOkuLxb2fg3dUWpuvKCZbxP4Pd/MocLgav4yCY97q2ijrv5CqCOfbZdyLNy/PJ0Cs8i0rh682cenRuVVF71FYE+8ia2XDWy9bCSnhCuEWi6hb6SKwc3cuLeJG77qa8JeEAXGx37NXu052rlFsK7lS8X55EVRJCcnl3Mqd1ZrLWgLzZM7q2WM8VI5JZ6BqxBFkZylW0n5z4/Y8gpAKiVg2khCXnsMqXvVRPaNrqf06JMc+2U+5gItcrUbHcZNIry7YzfaBKuVfV+8Q278JXwaNuWuF99DWsdcEl0xnxStNnJX7yL9y5WYzicAIHFT4Td+EIHPjUIZ6fo4XlaTjdSzeSSeyEafdc2U3jtcQ1gnX4KaeyItcR/VR7OvBFFRUSQkJDBq1KhS0bY9PDyYNm0aL774ImvWrLlpip26WK/NZuPo0aMAtG/f3iVCXqvVFpvP9unTx+VCXhRFFi9ezJEjR5DL5cycObOUkK+rFImpnTt3Fr/Wq1cvHnnkEdq3b18/US0HlUrFfffdx6BBgzh9+jTLli0jKiqKPXv2sGfPHu655x6efPLJWrNiqCytW7dmxowZfPXVVxw5coSff/6Zp556yqXfecOGDbnrrrvYu3cvGzZsIDIyEk9P5wZ9cXd3p127dpw4cYKjR48SGRnp8kWMeqpH9+7d+f7779m3b18ZMf/PP/8AlGuhdj1ms7n453oXk+zsbIBaiSXxb0CmVuL56FuomkViXDEFxLXI24u4Pb4EiVyFrcBgN+G/moY5LhVzvH2H3xyfhjk+FaHAgDU1G2tqNvpDMWXKlyjlKCKDUTUsEvkNaNAohMjewdi8GpCbJZJ9pYCcqzrMOiupZ/NIPWtfQPBqoMavsQf+jT3wCnFDct0ur5dMytO+au5ws/Jrnoksm8iX2Ubu0sgZ7aWq9WjpTX0VzLnXl6kbs/nmaAHdQlXc19T5+aivR6OQMriZG4ObuWEVRI4km/nrkoEtlwwk5NvYctnIlstGZJIceoaruL+ZG4OburFet5O92nO4SZXMb/xUsZAHu0n9ErOMK0a7CAmRS3jYq2YLKXUBc3wqiS/MpWD3CQDcOjYj7MuZaDo6blNAFATOb1rJhS3rQBTxDm9E10kv4BFYNlVkTYle9yu58ZdQaNzpNvH5OifknY1gtpCzbBsZX63EHJ8KgNRTQ8DkYQRMfRB5oI/L26TLMpF4PJvUM3nYLPaFNZlCSkhbb8I6+eIR6DwL5tv+23dUip0i4uLi+OWXXzAajYSGhtK7d+9yfZodXW95nD9/noKCAtzc3MqkBXMGoiiyYcMGjEYjISEh9O3b1+l1Xs/vv//O3r17kUgkPPvss7Rv397lbagKWVlZ/Pjjj/z1118IgoBEIuGee+5h/PjxNGnierOfWxGJREKHDh3o0KEDly9fZunSpezYsYOdO3eye/duBg8ezKRJk/D396/tplZIhw4dmDZtGvPnz2fPnj14eHgwduxYl7ahX79+XLx4kdTUVDZu3Mi4ceOcvqDQtm3b4nHq/PnzLhmn6qk5vXr1IiIigg0bNjBhwoTiBdOCggK++eYb5HJ5KXeN7OxscnJy8PX1LfU87NKlC/v27eObb77hhRdeKH7dbDbzzTffANd27+txDsoeE5C4eWP45TGsp9ehX/ggmqdWIvPwRNamEeo2jcqcI4oithxtochPte/mF/0dn4r5ajqi2Yo5NglzbFK59cr8vdA0DMGnYQiCnz8mlQ9a0ROdxJN8wZv8FCNx+zORq2X4N7bv2vs38kDpfm1a2l4t512ljLWFpt779FbOGG087qOifS2Lyweaa5jc2czC4wW8sCWbzY8G08in9tokl0roGa6iZ7iKd+72JjrTwl+xBjZfMhKTaeGfqyb+uWrizahYZF3/ACnM9B9JU7V959IoiGzQmtmmsyAgRSmx54sf6KFAfgtvNoiCQNaPG0n97yIEnRGJWknIG48T8OwIJHIHZgXIz+XoorlkXbRHw2/U517ajnocmcLxi5XJxw9yeddmgMKI+EEOr6OuIhjNZC/dQsZXq7Ak2WMdyAK8CXx2BP6THkDmVX4AR2chiiJZVwpIPJpNdpyu+HWNn5Lwzn6EtPVGrnL+JsZtb2bvKN+/igLgqdVqZsyYwdNPP+3wem8U+MdisbB69WpMJhM9e/akZcuapTWoDKdPn2bNmjVIpVKmTJni8jR0W7duZfny5YA9QFNFUbLrQjoMo9HIypUrWbZsGUaj3Z/wzjvvZOLEiXVaxNeFvqsMly5d4qeffmL//v2A/T589NFHGTt2bK26Ktys//bu3ctPP/0EwGOPPXbTtFyOJi0tjQULFiAIAg899FC5Y5OjOX/+PFFRUajVakaNGoVCoSj3OFEUkTooum89NScqKoqnn34ahULBAw88gIeHR3HMlxdeeIFnn322+Nh58+Yxf/78Mm5oMTExPPbYY+h0Ojp06FAcAG/fvn1cvXqVtm3bsnz58hves/Vm9jenMuas1gs70C8aDaYCZJE90EzdgMTNp3r1WW1YkjMLxX0a5vgUzHGpmK6kVM6EXyEHf38sHr5Yvfyw+foj+Phj8/VH0yIU/9b+BDTxxDNEXfx5Lphs/JxrJKMwjV0vNznjvCu/S+8Mk1+LTWT0qgyOpJhpH6Tgj3FBKOtaCH4gPs/K5lgDG2N1HA/+EYlXMmJ2E8QzY+kQpOSudm7kBErJL1QDbaUC4wPc8Xeg2K0NTJeSuDrjS/RRZwFw792O8K+eR9U0rMZll7yesi9f4MiPX2DKz0WmUtPxkcmEd7uzxnWUhz47g10fvYbVoKfZwGG0GfGYU+pxBI685wSDieyfN5M+dxXWVLtVlzzEj8AZo/F/YjBSjYvjdpltpJzJI/FoNobca6b0Ac08CO/sh29D90p/5noz+0pQUFAAUKFJqYeHB6mpqTctx8/Pj1dffZV+/foRGhpKfn4+Bw8e5LPPPuPTTz/Fw8ODhx9+2OH1FgUAu57z589jMplwd3cnMDCQ3Nzcm5ZVEwwGA5s321cCe/TogUqlcnqdJTl16lSxf+bQoUNp3779TeuvqO+czdGjR/n+++/JyLCvGrZo0YKnnnqqOACUK/ututRW31UWf39/XnnlFc6dO8eiRYu4cOECP/30Exs2bGDKlCl07dq1VttXUf+1b9+e+++/n02bNrFs2TJUKpVLrUtUKhXdu3fn4MGDbNq0CX9/f9zcnGseGhgYiLu7OzqdjmPHjt1w4dHX19epbamn8vTs2ZNly5Yxd+5cNm/eXJyN5fnnn2f48OGVKqN169asWbOG77//nqioKH799VdkMhmRkZHMmDGDSZMm1XqckH8L8hb9cX92K/oFD2BLOITu2/vQTN2E1L3qFk0Suaw4SB7lrKnbtHr7bv6VlMId/RRMV1Ixx6VguZqOaLFCahoK0ihvaS/f3ZMcX3/EgADUTUPxaB9JSLdG/F/zUDaq1GzXWzlgsHLOZOMJXxVtVLUzlVXIJHx7vx/3/prO6XQLn+zP461a8p+/EQ295TzT1RPCoziRlIwaNa21DxLtJkXeTEF8gBREsBgEmhSI9PG24ie7dRdWRUEg64cNpLy3CNFgQuquJuTdifg/db/D0sGBXYRd2f0XZ9csRRRseDYIp/vTs/AIDnVYHaXqEwSO/fw1VoMe38bNaTVsnFPqqUsUi/ivVmJNs6cpVYQFEvjCGPweG4RU7Vo3LUOumcTj2SSfysVWmN1BrpLSoL0P4Z39cPOpHbex235n3pH5csvjwoULjBo1Cm9vb/bu3Vu8s+SIeivamTeZTKxevRqLxcLdd99908BSjmDdunWcPHmSoKAgpkyZ4lLf18uXL/Pxxx9jNpu55557ePzxx28a4b82dpczMzOZP38+u3fvBuxp1aZMmcI999xzy+wq3So78yURRZGdO3fy/fffF6f369evH9OnT3e56X1l+k8URZYsWcLOnTtRKpW8/vrrLrmHi7DZbCxYsID09HQ6derEgw8+6PQ6r1y5wp49e1AoFIwePbpcP+n6nfl6yiMnejc+re++Zcaj2qAqO2C25FPovxuCWJCBtEF7NM9sRurpOjNd0Va4q38lBVOcXeCbr6Rgjk/FdDkFIV934wI0bkgahhAfGUxGeAh5EcE0bhHOgLYRuIcFVCjWnBmM669YA5M2ZAGwfFQAd0e6dpewMlw0pDLk3EeYRCufRo4n2K0ra/LMmCgUpedMnI82IhRGx2/lL+eBFhqGNXejmV/51lR1EXNCGldnfIFu7ykAPO7uSPjcFxweCM1iMnLk52/IOGV3lw3r2puOj05xaLT667mwZS3n/lyBXO1G39dn4x7g+uBuVaEm95xgNJO9eFNpER8RRNCsh/F9ZABSpeuuSVEUyU82kHA4i4xYbXGWEI2fkvAufoS09UFexVSc15dfvzN/Ezw87HlUtVptue8XFBTUKBBUixYt6NixI0eOHCE+Pr54Uu6oeiUSSZkvOTo6GovFgo+PD40bN3b6JOfy5cucPHkSgOHDh7s0tVZOTg7z5s3DbDbToUMHxo8fX+kJf3l95wxEUWTz5s18/fXX6HQ6pFIpY8aM4cknn3T6rqezcFXfOQKJRMKAAQPo1asXP//8MytXrmTXrl0cPnyY6dOnM3jwYJd/lhv1n0QiYfz48WRmZnL69Gnmzp3LO++847JdablczrBhw/jxxx85ceIEHTp0cLrrR+PGjTl16hS5ublER0fTuXNnp9ZXz+2D7Id7MXQcjXr4x0h9I2q7Obc8stAOaKb9jf7bwQgpp9F/MxDNs1uQejVwSf0SmQxlRDDKiGA87i77vjVHi/lKCsbLyWhPJlAQk4g5LgUyMpFp80BvQIy5QmTMFUqG370MoFLYA/I1CUXVuEHh71CUTRqgqETu8OoyuJkbj7d3Z8lpHS9syebvx4Lx19QdE3WbKPBS/BJMopX+3r2IFzuyI89uGtxIIeVxHxXufhq2hhj584KefQkmzmVZOXcgn88O5NMmQMGwFm4Ma6GhcS3GBbgRoiiSvWQLKW8tRCgwINGoaPDeJIfvxgPoMtM5vOAz8pMTkEiltBnxGE3uud+p84zc+Euc37gKgHajn6zzQr66CGYLOUu3kj7nNywp9gWy2hLxgiCSeVFLwuEs8lMMxa/7NnQnspsffo096sw8uW7elQ6kKPVbfHx8Gf/QvLw8cnJyajyxLJqEF/lGO7Nek8lEdLQ9wEbnzp2dfiFZrVY2btwI2CMcuzLHt9lsZu7cueTm5hIWFlYrKb1uRlZWFp9++ilRUVEAtGrVipdeeonmzZvXcsv+fWg0Gp599lkGDhzInDlzOHfuHB9//DG7d+/mlVdeqVMB8mQyGdOmTeODDz4gKSmJuXPn8sYbb7gssndERATdunXjyJEjbNy4kWeffdapi3QSiYROnTqxa9cuoqOjadOmTb15dT2VQpRIsZ5cRUHMJlT3/h/Kvs8jkddfOzVBFtIGzXPb0H97H0LaOfRfD0Dz7N9IfWruS1xT5L6eyH090XRpgd/oa68bcs1kxGSTfSiOgphEpFmZyHIykeVmIc3NQpabjcRkwXThKqYLVymzjSKXIQ8PJKdZOKpSYr8BisjgGouEd+72JirJxMVsKy9ty2HRMP86M9FfmL6dE/oE2ngOQuPWn0sWAZUERnop6adRIJVIQAEPt3VnXBsN8Wk5RGUq2RhrZE+CkehMC9GZFj7en0/7IAXDW2gY3sKNcK+6ISGsGblcff4rtH/ZU2BqerYlYv6LqJo43tw988JZjvz4JWadFoW7J90mvUBgC+emerWajBz9eT6iYCO0c08i7ihnFewWR7TayFm+jbTPlmO5arewVIQFEvTSw/g+OtClIt5qFkg5ncPVo9kY8+xpNiUyCSFtvIno6ufUqPTVpW7ciU7EUSl2KsJqtRIdHY1EIqFBg2sr286qNzo6GqvViq+vr0vSwh04cICsrCw8PDwYMGCA0+srosgU+cqVK7i7u/P888/XuV3uAwcOMHv2bPLy8lAoFEycOJGxY8fWuQWHfxvNmzdn/vz5rFy5kp9++omoqCgmTpzI66+/Tq9evWq7ecW4ubnx/PPP895773HlyhWWLl3q0pR1AwcOJCYmhqysLKKiosrNvOFIGjZsiK+vLzk5OfW78/VUGuvjP6DcNQ8x4TimjW9hjvoB5fD3kDfvCxIZSGRIJDJAChI5Eom0+HWQ1hlBVdeQBbXAffp2dN/ch5ARi/7be9E8t91lO/RVxc1HSWSvECJ7hWA1C+TEFZB5uYDMS1osehsINqR5uUjysrBacgmy5qHRZmNNtKfaE41mrHGpFMSlUnB94VIpyoggu7hv0gBl41BUTUNRNg5F2SikUkLCTSHl6yF+PPBbOn9fNvLzKR1PdvRwSl9UhcvGNL5PP0Zv/xl4KUKxAe1UMh7zVuFfQc54b5WEcW3debidB9kGG1suFe7YXzVxOt3C6fQ8/rcvjy4hSh5sad+xD3avnXlP/l8HuTrzS2yZeUiUckLefIKAaSOQOHgeJooicXu2cGb1L4iCgHdkE1qOfZqAhs53kTu7Zgm69BTUPn50ePjp22pMEwWBvLV7SZ29BPOlZMAe2C7oxXH4TRiMVOU6EW8qsJJ4PJukE9lYjXZ/eIWbjLBOvoR39iuVaaOucdv7zFutVgYPHkxaWhq///57qRQ7Dz/8MFeuXGHDhg3F5vEVpdg5fvw4nTp1KnUTWa1WPvnkE37++Wf69OnDDz/8UO16y+P6KL5ms5lVq1ZhNpvp169f8e6/s8jLy2P+/PlYLBZGjhxJx44dnVpfSXbs2MEvv/yCRCLh5Zdfpm3byq98OtM3DuyZBBYuXMjvv/8OQNOmTXnzzTfrdJT6yuLsvnM1ly9f5n//+x+XLl0CYNy4ccURup1BdfrvzJkzzJkzB1EUeeKJJ7jnnnuc0rbyOHHiBOvWrUOhUDBjxgy8vLycWl9cXBy7du1CqVSW8Z13hN9YPbcfKXvbgCgiv6pFcSYLqcnu1GsN88DcPgDR7WYTLBkUCnxJKZFf+LdEikQi5/rFAIlEbj8PWQXHFi0k2M8rXea1BYbicgp/S7iurKL6bvJ6qdeKFy/sf4tIKSjQ4+nlU7oN5ZR5/WcVcpLQfzsYMScBaVBLNNP+Rurl+LzYzkIURbSpRjJitVy9mI+QZS71vsZPiX8Td3w8LVjSElBlFdh99C8nY7qcjDkuBUFnrKB0QCpFER5o381vGoqySRiqpqGomoSibBiCRFH6+vvhuJZ3duehksFfjwbTwr/2/M3NgsDkhP0oFO2RSmS4S+BhbxU93OQ3jOlS0TMsS29jU6yB9RcMRCWailyHkQC9I1SMaKnh/mZu+KidH/vEVmAg5a2FZP/yFwDqNo2IWPAKbm0cL64Fq5VTv/9Ewv4dAIR3v4sOD09Gq9c7fa6Uevooh77/FCQSes94iwAnWwE4khtdS6Ioov37MKkf/ILxzGXAns4y6Pmx+E8aitTNddZX+mwTCYezSDmbh1iYLcPNR0lkd7s/vEzh3OvZEXOf217Mg2NS7PTv3x+wm7YHBwej1Wo5fPgwV65cITQ0lKVLlxIWFlbtesvjejF/6tQpjh07hre3NyNGjHD6xHfVqlWcOXOGiIgIJk6c6LKJdpEAs9lsjB07lvvvv79K5ztTkKanp/POO+8QExMDwEMPPcTUqVNdZh7tbG43MQ/2RbDvvvuONWvWAPYI2++99x5BQY4P+lTd/tu4cSMrV65ELpfz5ptvuiwgniAI/PTTTyQmJtK+fXseeughp9YniiLr1q0jLy+PLl260KFDh1Lv3S7XXD2OI+VAX6QSERAQzSYUZ5KQx2YiAUS5FHNrP6xNvKGSKcrqKYtEZ0G9NwmpwYrgqcRwdxMkbqrrFgRKLFyUWuQoucBQ9FrRwkHJxZPrFyPKlllyoeRa2XIkXHdM0QJFOW1L02rYmRCB6ioEphuRCdc+p1wl4NdIxL8x+EbIkClkiKIUW4YOc3wW5iuZWK5kYI7LwByXjvlyKoLeVHHHyaQoI4Ptwr5pmP13kwb83yU31us86dBAzfpxQchr4dqMM9uYm5VDgWg3CW6jtDHR1xOvm0Spr+wzLLXAxsaLetZfMHA05doCikIK/RqpGdlSw6AmatycIIT0Jy6SMOUTzLFJIJEQ8NwoQt6c4JRdXFNBPocXziH70nmQSGjz4KM0HfAAgNPnSmZdATv/9zKm/FyaDniAtiPHO6UeZ1HRtaSLOkvKe4vQH7S7DEs9NQROH0XAMyOQeWpc1r78FAPxhzLJuHDNKccr1I2G3f0JaOaJxEX3bb2YrwKnTp1i7ty5nDhxojjFzhNPPFEmxU5FYn7BggXs3buXuLg4cnJykMvlREZGcs899zBx4kS8vb1rVG95lBTzVquVVatWYTQaueuuu2jWrFnNOuQmXL16lR9//BGAKVOmEBrqnFQb12MwGPjPf/5DRkYGXbt2Zfr06VW+yJ0lSE+fPs1//vMfcnJy8PT05LXXXnO6abKruR3FfBF79+7l448/pqCgAF9fX95//32H51mvbv+Josj8+fM5evQogYGB/Pe//3WZW0lycjILFiwA4Omnn3Z6XIzY2Fj27duHm5sbo0ePLnZLqRfz9ZRHeXnmbYnHMa6agS3BHklaGtYJ9eh5yMI7ImID0QaigCjaAAFEK6Jo/21/3Wo/hsJjCn+Kj7n+dYQKjrGXZ3+96HhrieMLj6HkMcJ1x5Q8V0DEeu0YscQx138u0QZca49gsyKRiICt9GcsKp+idpePpMBsF/RGG4KXEsNdYaC6NV3GBKT84zOevR5TCEqx0PhqNqFJBrBd83WVSI14eJ/Ew+8Qnr5HkcnLGN8jiiDkyLClyLGlKLAly7ElK+x/p8jBVLFQFWUiYjDIw8EtQoosXIY8QoYiXI40QI5Eds3aoqy1R9lFkFKLJKUWMUovelglSrZK27GdlogSKSablqaW/bysodAao6TlxvWLJPZFmoICPR6e3kik1x9f0tKjqI0yErUS/oi1sf6ChZgsW3EfaBQSBjd1Y2RLN+5uqK7xooYoCGTMX0Pa/35BtFhRhAYQ8e1LePRxjtWoNiWRg999gj4rHbmbhm5PzSSoTSd7W1wwVzr283wSD+/DIySMvq99hExxa20aXd9HhugrpL7/M9ot9nFb4qYiYPIwAmeORu7nXKvAkm3KidcRfzCTnAR98esBTT2I7BGAT7jrFhNKtqlezN/GlJzEXLhwgf3796PRaBg9erRTUziJosiPP/5IYmIinTt3dknqqqJ6v/vuOw4ePIi/vz///e9/cXd3r1Y5jh5kN27cyBdffIHVaqVp06Z88MEHpWIk3C7czmIeICUlhbfeeotLly4hl8uZNWtWlS0/bkRN+k+n0/Gf//yHrKwsevbsydSpU132Haxbt44TJ064xArHZrOxevVq9Ho9vXv3pkWLFkC9mK+nfMoT82Cf2FsO/oRxw5tgyAGJFOVdz6Ea8i4SdfUz1NyKVGXcKV4gKGcxQsi4iHHBaERtOpIGrVFP/BnU7pS7GFG8oFDBogbXL1LYSi8ulCyH6xYpihcvSpRJycUUS6nPYX+9bBsS5JH87v0M2fJgpDYb917ZQpOrORRktcVi8ivRKzY03ufw9DuCp+8hFMoMe7k37EcQsmWF4r5Q5CcXiv4UBVhu8D2oBGShVmQNLMhDLcjCLPb/Qy1IvW5c741IUTZnbdC7pKnsAXiTDSfQ5y3jZ91u5Lhmqn/ZEMlf2f3Zkn0PSeZrcyRfeR6D/P/h/oB/aOdxBYlUdvOFhWKrDBmiWcAYnYA1Ix8ECfIgfzSdWyJRqso9vtSiSBnLkRvH2pBIZGRdTuPUyt1YTRbcfL3oPP5+PIMCixcwQEKBzoBn4aLHNVeb6yxQytRbwrrkBjE9Uk8d4dCCz0Aioc9L/8W30a0XVLloXNJozaTPXkrOih32G0cmxe/x+wh+5VEUDVwTmFgURTIuaomPykSbZnerkUghuLU3kT388QiovaB29WL+NqdoEgMUm6Z269bN4buJ13P27FlWrlzpMj/aIvbs2cNPP/2EVCrl//7v/6ptfeBIQSoIAt9++y0rV64EoG/fvrz++ut1Lhifo7jdxTzYrT8++ugj9uzZA8CYMWN49tlnHbJAVtP+i42N5cMPP0QQBCZNmkSfPn1q3KbKkJ+fz7x587BYLIwZM6ZKMSqqw5kzZzhy5Egpl6F6MV9PeWRnpeHrF1ThtSFo0zGtfwXLseUASHzCUY/6EkW7m1u/3S44cty2pZ9H//VARG0askY90UzdhERV+4HcqotBEFmWZ+KgwW6V0FIpZaKPCnmWmYyLWjIuatFlljal9wxRE9jck8Dm7mh85SUWCAqtJbCVXri4zvpBsFmxJGbxy8Y4ss6n0yQ/jx5WLdb4bCyJeWCtWLBLvZUoGnmhaOiBItIDRUMNikgN8kg3pGrJdQsmAqJgwYbIbnlXtiruxCaRoRIKOJC3ljTTGRYrpXSWlF3AKV784PrPISDYzEgllLASqWiRpmJLD1GEM7pWbM7uz985/cix+hS/F6FKYojfdu733064KqW6X63TSL/oT/zxUBAleAQW0OzOeBQq281PrBbXCXyJFJtZwak/Q7AYZTRoq6dhN9N17ikljy9vUUJe2oWljIVH2XgelXJrKRVvo8TxFcQNseWZSP1qO7plRxBN9mvF64HOBL46HFWzsBL1VLTYIav5HN4mkhaTR/zBTPTZdncQqVxCaEdfIrv5o/aqvZgWRdSL+ducIjGfmJjI9u3bUSgUjBkzxqn+2Tabja+//prs7Gz69u3rsmBc6enpvP3225hMJkaPHs0DDzxQ7bIcNbExm8189NFH7Ny5E4CJEyfy+OOP39aC498g5sG+SLNkyRIWLVoE2GNivP766zW+txzRfxs2bGDVqlWoVCref/99p/j2l8fOnTvZvXs3/v7+TJs2zalZGcxmMytXrsRisTBw4EDCw8PrxXw95ZKyrxNK7+6o/fqi8uuL3K38XPPW839jWDUDMcseTEneYSTqUV/dUsHcqoujx21b8il0Xw8EQy6y5v3RPL0OiaLupWOqCgd0Zn7NM2FGgqdUwiQfFW3U9uB1+hwzmbFaMi7mk5dkKHWeu7+KwBaeBDb3xCNIXaX+zdDZuGdJGjlGged7ePJqb29EixVzQhqmS0mYLiVjvpRk/zs2CUtSxg3LU4QFomoWZv9pGoaqWTj5jUJZ4uHJZcHerg4qKevSvua8MY5H/e/k44aPVqmfqnotlbX0KOsKYrba2JtoY91F2BonxWC9Vm7XIAsjmuoZ2kiHj7Kki4sV0Wohd9UO8rdGgRQUDQPxf2ow8iCv69xVrKXrLOOuUjlLEFGwcWW/juRTdtEX1FxCkz4SpNKyCx7Fri1S4ToLkuvdemxQRauIy1ERZMX7ovY00va+i0hlt5ZMEy1g2OSF/ndvxAL7PELRzoD7kzkomptvcvb1SMssGkgoZyHhOusOUVCTk9KZ9Lg7sRh9AJDJjQQ0PElgo9PI1ZYKgo7Kyw1e6tjFjpLttru2KD1rtoFSL+brMEVifuvWraSkpNC2bVu6d+/u1DqPHTvGH3/8gUaj4fnnn3dJLmhBEJg9ezYXLlygZcuWvPbaazXaJXXExEan0/H2229z7Ngx5HI5b7zxhktT89UW/xYxX8S2bduYPXs2VquVrl278v7776PRVN9nyhH9JwgCH3/8MefPn3fI/VBZjEYjX331FQaDgeHDh9OlSxen1nf48GHOnj1LaGgogwYNqhfz9ZRLyt42pf6XuTUuFvZKry5IpNd2VkSzHtPW/2He9TkINnDzQT3sYxR3PHlbX1vOGLet8YfQf3sfmHXI2w3D7YnfkMhqfxeruoiiyMXsXJbblCRZRSTAEA8FwzyVyEr0manAWizscxJ09s3rQtTeCgKbexLUwguvULdK9fWGi3qmbsxGJoE/xgXRKaTiBWNBb8R0JQVTbJJd5McmYrqUjCk2EVuOtsLzbAo5+ZEheDYPJyncwhrfeAoaevPtwDcJCKraYpaz5wA6s8DmSwbWxOjZe9WEUKhAFFK4t4kbo1truKeRGpLSSZg0G/3R8wD4Tx5Gg/cmIVU7ZzPLZjZz7Of5pJy0+3O3GjaO5oNGVNgHjnJtuT72RdrZMxxdvAQkEno++xQ+ESHXuaeUf15ZV5br6sEGQkWxOq7F5Ci5IFLSCqOsFUrZ4wXBgnGXBe2PNmyp9s8uayjgOdGCspsZCcJ17jPXrEMchWBTkpt+L1nJw7Fa7Cb8MkUufiEb8A3egkxuuEkJtUODPtE1Or9ezNdhcnJyAFi/fj0SiYRRo0bh6ek8X0CLxcK8efPIz8/nvvvuc1lO7i1btrB8+XLUajXvv/8+gYGBNSqvpg+j3NxcXn31VS5cuICbmxvvv/8+3bp1q1GbbhX+bWIe7KLy7bffxmg00qJFCz755JNi95aq4qj+y8jI4K233sJkMvHII49w3333VbusqrB//362bt2Kl5cXM2bMcFoKPwCtVsuaNWsQRZERI0bg7e39r7nm6qk8WSnHUVmPY8rZgzn/WCnTXonMA5Xvnaj8+qHy7YNMafeDtiWdxLBiKkLiMQBkzfrhNuYbpIHODRxbWzhr3LZe3IV+4TCwmpB3eRi3RxcjccHCojMo9t/19ub3fDN79fbrqIVSytO+anzKifJuMdrIumQ3xc+6UoBgvTZdVnnICWzhRWALT3zCNDeMfD1tUxbrLxho5S9n86PBKGVV/46s2fmYYu0CX3sxkdiYBKRXkvGOT0VutlR4nszPq3A3PxxV88KfZuGoGjcok1YPXDsHSC2wse68ntUxeqIzr30GH6mNu48foP/h3bTWZREx93m8h93ptHaYtPkcWvApOVcuIpXL6TT+WcK73bg+Z/STxaBnx/svYcrPoenAYbQd8ZhDynUFuoPRpLz9A/oj5wCQN/An+I3xSAZ3w9ff74Z9ZJehZYOMlr9oUP5igs1sI/mslORTCixG+72sdLcR2k5LUPN8ZLLrg4habrioUn7w0orrL/l+SSuVUtYixZYrZRdVgu/YWaP+rxfzdZicnBzOnTvH+fPniYyMLE6P5ywOHjzI5s2bXTKRLyItLY233noLi8XCk08+Sb9+/WpcZk0G2dzcXF566SUuXbqEj48Ps2fPplWrVjVu063Cv1HMA5w7d47XX3+d3NxcmjZtypw5c6ol6B3Zf7t27WLx4sUoFAo++OADgoODa1ReZbBYLMydOxetVsuQIUO44447nFrfjh07SEhIoFWrVtxxxx3/qmvOERw4cICoqCiOHTtGWloaOTk5qNVq/Pz8aNGiBT169KBfv341XiCtTUoGwBOsWkw5/2DK3oMpZw+CJbvEkRIUXp0Kd+3vQaZqhGXffEyb3wWLARRuqO7/L8o+05FIb80o7RXhzHHbcnYDhkVjQbCiuGsa6pFf3JL36fV9dMhgYUmuCZMIXlIJk33VtLxB9H6bWSDrSgEZF/PJvFSAzXxty16hkRHU3IvAlp74RLgjvU7YZxts9PsljSyDwCu9vHjhjurHITpltPJzrgmtICIHRrrL6JObhyU2iaUHV5Fz4TJtkuW0TJHf2GxfJkXZuIFd2DcLR10o9JXNwiiQiS6fA0RnmFl1toDVR7PJlF1z6WjmCWM7eDGqtTsNPBx/3xakpxD1zWz0mWkoNO70mPIy/s1a3/Q8Z9xzp1b8SNzev3EPDKHfG58guwVSHpvjU0l59yfy1u8DQOquJnDGaAKfG4VEo3L6fNJqspF4PJurR7KxGOw7/GpvBY16BhDS1gdpNRbOXE29z/xtTkZGBlu3bsVisTBo0CCnpocrOYkfOnSo0835wX4Bf/LJJ8TExNC2bVtefvllh9zw1R1kSwp5X19fvvzySxo2bFjj9txK/FvFPEB8fDwvvPACOTk51Rb0juw/URT59NNPiY6OpnXr1rz66qsu+U4OHz7Mxo0b8fT0ZObMmU5d1EtOTmbr1q0uiQdyu6DT6ViyZAm///47KSkpFD3CVSoV3t7emEwmtFotgmAXG3K5nP79+/PEE0/QtWvX2mx6tagwmr0oYNGexpS9C2P2bqy6c6Xel6nCUPn3QylvhW3zAoQL9p0PWaOeqMctQBZ8+yzSOnvcthz7DcPSCQCohryH6t43HF6Hsymvj1KtAt9lG0m2CkiAkZ5KBnkokN6kDwWrQHa8jvQL+WRe1GI1lRD2bjK7KX5LL3wirwn7tef0TP8rG6UM/n4smGZ+VRtXzaLIqjwzu/T2HewwuZRJvirCFXaBG6W9yJiLXyJBwqZWr9FOE4GgM2K6nITpYqJ9V//i1eLdfUFnrLAuqa8H6uYRqJpHoGoehqp5BOrm4SgbhpS7m+8IzIkZJEyajfbIOU40bs3eMWPZpQnFVGiBLZXA3ZEqxrZx576mbqjlNb/Oc+JiOfjdx5gLtGj8g7jj2dfwDAmr1LmOvueyL19g3xfvgCjSe+bbBLRwbhDammLL15P+xQoyv12LaLaCVIrfY/cS/MbjKELsFlLOHJesJhuJx7JJOJKF1Wi//9x8lDTqFUBwa+9bQsQXUS/mb3OOHz/OyZMn8fLyYuTIkU6dyB86dIhNmzbh5eXFzJkzkcudM2CXZPfu3SxatAilUskHH3zgsEBf1RlA8vLymDVrVoVCXrCJXDxgIy9VxDtEQvNesltqsKgs/2YxD2UF/RdffFGlbA6O7r/09HTeeustzGYzEydO5O67765xmTfDarUyd+5c8vPzuf/+++nRo4fT6hJFkTVr1qDVaunVqxctW7Z0Wl23A8uXL2f+/PlkZWXRqlUrhgwZQqdOnWjXrl2pNJ6iKBIXF8fJkyf5559/2L59OwaDgQEDBvDaa68REVF+ELm6SEVi/npsphSM2bsxZe/GlHMAxGuBliQydxRCGJLjh5ElZiERFajuextlv1lIZM5/1jkbV4zbpj3zMK17CQD1mG9R9prklHqcRUV9ZCqMdn+gMNp9R7WMp3zUaCqZE12wieQkXBP2RbuDUFrYe0doePLPbHbEGekRqmT1mMCbLhoUkWixsTDHREphFPyB7gpGeilRFJ5vFW3cf+5jYgxJjA+4i48iH7lpX1hTsjDFJmK8mGgX+xcTMcUmYrmaXvGJchmqxqGoWhSZ7EegbhGBqnk4Mq+qpxEuQrv9KAlTP8WWnY/Uy52Ir1/Ee2hv8k0CGy4aWBmt41DytfvZWyVheAsN49q60ylYUa1rPu3scY78+CU2swnviCbc8eyrqL18Kn2+Q7Mm2azsnv0G2pSrRNzRl86PP1uj8pyJaLOR/evfpP3vF6wZuQB49O1Egw8m49a2celjnRHLoxwRr/FT0qhXIEGtvMpYxdwK1Iv525y1a9eSl5dH9+7dnZoqymaz8dVXX7lk8l5EQUEBr732GjqdjnHjxjFkyBCHlV3VAcRgMDBr1ixiYmLKFfLH/rTw++smcpKv3Sq+oRLGzlbRZditGxCoPP7tYh5KC/o2bdowZ86cSqcidEb/bd68mRUrVuDu7s7HH3+Mh4fz00QVLe55e3szc+ZMp0a2L0pT5+fnx/Dh/550YtWhbdu2DBs2jEmTJtG8eeXzDhuNRjZs2MCCBQsYPnw406dPd2IrHUtlxXxJBJsec+4BjFm7MGXvQrBkXXtTBGmmAXmqDgWNcR+1CFlIm4oLuwVw1bht3PgW5u2fgESK25MrULR/0Gl1OZob9ZEoiuzTW1meZ8IKBMokPOunLt71riyCTST3qo708/lklCPsNY08ePeylRM2KR8O8OXxDjcey0VRZKfewqo8M1bs7gBP+ahoqy69APVzxh7euroCb5mGPW3fwU9e/WeETWcg88Q5lGn5mAsFvrHwt6g3VXiePMQPVfPwQnFvF/iqFpEoQv0rDiInCKTP+Y202b+CKKLu0JSGi/4PVeMGZY69kmtlVYyOldF6krTX+rWFn5xxbd15qJWGQPfKfV8JUbs5uex7REEgsFUHuk+ehVxVtWwNjrznLm5ZR8yfv6H08KT/W5+j9HBebKyaULD/NMlvfI/xtD1jiLJZGKHvP43noB7l9oEj+8hqFuwi/nAWVqP9+y8S8cGtvG4Ys6KuUy/mb3MWL16MVCpl7NixqNXOSwtz8uRJ1q5di7u7Oy+88IJLfOUXL17Mrl27iIiI4N1333WoWKjKAGK1WnnzzTc5ePAgXl5efPXVVzRufG118difFr5/wlg2s0hhsVN/Vt9Wgr5ezNu5cuUKM2fORKvV0rNnTz744INKWas4o/9sNhvvvPMOiYmJ3HPPPTzxxBMOKfdGWCwWvvzyS3Q6HSNHjqRjx45Oq8toNPL7778jCAJPPvmk0+q5HUhISCAyMrLa59tsNlJTUwkLq5wpaV2gOmK+JKIoYCk4gylrF8bsnVh150u9L9FaUGm6oun8KkqvTvaUQbcYrhq3RVHE+PszWA4uArkKzdRNyJv2cVp9jqQyfRRvtvFdjpEsm4hCAhO8Vdyhqd7zXRAKhf25ssI+Dwkn5QrGDw2maTOPcoWI1ibyc66RU4V25u1VMp7wUeF1XaC+HGsBfc6+R55Nz/sRY3kysG+12ltERf0kCgKW5Mxru/gXr2K8cBXThatY03IqLE/q4WYPwFco8tUtIlC1iEDm50nijC/Rbj0MgN+EwYTOfuam0eoFUWTfVRMro/VsuqinUNchl8KARmoebutO/8Zq5OX0qSiKxP79BzF/LAcgvPtddHrsGaTVsER11D2ny0hl54evIFgsdJ4wjYgezre+qyrmq2mkvPMTeev2AiDz9iDo1UfxnzQUqbLi+8MRfWSzCCQezybhUFbxPXS7iPgi6sX8bc7ixYtp1KiRQ4LCVYQoinz77bekp6czYMAA+vRx/oM5Li6O9957D1EUeeONNxxuWlvZAUQURWbPns2WLVtQqVR8/vnnpSwgBJvI/3XQldqRL4XEvkP/4Un328bkvl7MX+PMmTPMmjULs9nMfffdx+uvv16JFDTO6b9z584xe/ZsJBIJ77zzDo0aNXJY2RWxZ88eduzYQVBQEM8++6xTr4ddu3YRFxdXL+brKUNNxfz1WI1JmLJ2YkzbjLngePHCLIBU5os6cCAq//6ofHoikTo/NasjcOW4LdqsGBaPxXp2A7j54D5j1y1h2VDZPioQRBbmGIkpFNED3BU85KVEXoN+FQSR3AQdaefzybigLd5ZBFC6ywlq5UVwy2vp7i6YbPyQYyS3MMjdaC8l97iXb07+fwm/sSRzL63UoWxu/TpySc02RqpzLdnydZguJhaLe1Nsov335WSwCTc+WSrBc0A3fEbdXSz4ZR6Vs4TLNwmsP69nRbSe46nXzPCDNFLGtHFnXFsNTX3tYlMUBM6u+5XLOzYC0GzgMFoPf6Ta2Rkccc+JosiB+R+Sef40AS3b0Wv6m3Vq3iXojaTPXUXG3FWIRrPdL/6JwYT83+PI/b1ven5N+shmFUg+kUP8wUzMevv94uarpHHv20fEF+EIMX/rO4vdxsjlcpo1c24qnYsXL5Keno5SqXRJ+jVRFFm6dCmiKNa6j+zPP//Mli1bkEqlvPPOO2VcGS4esFUs5AFEyEmy+9K3vKv+VrrdaNeuHe+++y5vvfUWW7ZsoUGDBrUmNlu1akXPnj2Jiopi6dKlvPmm8x/63bt3Z9++faSnpxMbG1sls+6q0qxZM5KSkpxW/u2KzWarlFVTVlYW/v7+LmhR3UeuDkMeNh73sPHYLHnoD/8Pw9VV2AIVCOSgT12JPnUlEpkGle9dqP0HoPLri1Re/QjktxMSmRy3x39F/91gbHEH0C8cjvvze5F6lTWNvhXxkEp43k/Neq2ZzQUWtussJFhsTPVVl9kVryxSqQS/Rh74NfKg5UCRk6fz+GN7Bl0EC+isJB7NJvFoNkovBZd6+bM/QIkIBMslTPFVE1GBuf85QzK/ZtqjiP83YkyNhXx1kXm5o+naEk3X0vM5wWzBHJdqF/aFO/n6qGjM8aklDhLR/n0Y7d+Hi19ShAWialG4i98yAnXLSFQtIsoISC+VlMc7ePB4Bw/OZ1lYcVbHqhg96XqBr49o+fqIljvClDzSWk2jo0tJObwHgLYjH6fpgKHO65BKknTkHzLPn0aqUNDh4afrjJAXRZH8DftJfnMBlkR7RgT3O9sT+tFU3No1cWrdgk0k5XQucQcyMBXY41iovRV2Ed/G+5b0iXcF9QqkDnPffffh5+fn1DqioqIA6Nq1a6X9gmvCoUOHiI2NRaVSMXbsWKfXVxG7d+9m8eLFALz00kv07t27zDF5qZUzWqnscfXcevTu3ZtZs2bx2WefsXjxYpo0aeKSIHTlMW7cOI4dO0ZsbCyHDh1yeto4Nzc3unbtWpz+zJliPjQ0lDFjxjit/NuVRx55hDlz5twwoN2uXbt48803+eeff1zYslsDmcIbz96f4J4zHf3vUzDnHMDWwB1bhD8ieoyZWzFmbgWJHKV3D9T+A1D7D0Cmckyw1lsVidINt4mr0c+7GyEjFv3CB3F/bjsSdd309a0qUomEkV4qGilkLMo1ctEs8L9MA9N81TRU1kwwS2USOnfy4S+dhOmH8umnFngpXEZykp4d3X1JD7CbmTdP1DPMAn6t5OBffp3/S1qLgMgQn0708mxRo3Y5A6lSgbpQlIsWKyn/+bFYyLvf2R7/KcOxJmde29G/cBVrRi6WpAwsSRkU7DxWqjxZgHexmX6RwFe3jETewJ+W/gr+c7cPr9/pzfYrRpaf1bEzzsjRqzo6Hfkele4sokRK4PBJNB0woDa6oxQWg56za5cC0OK+UXgEhtRyi+wYzyeQ/Pp3FOw+AdgXVhq8/zTeD97lXBceQSQ1Oo8r+zMw5tkzNqg85TTqFUiDdrdGirnapF7M12HkcjnSapoAVYb09HQuX76MRCJxSdA7i8XCqlWrALj//vvx9fV1ep3lERsby0cffQTA6NGjGTq0/BVa75DKDR6VPa6eW5MHHniAK1eusHr1aj788ENCQ0OdbjFTHr6+vtx///2sW7eOVatW0bVrV6dnnejRowdRUVFcunSJ9PR0h2WcuB6pVOqSWB23G6dPn2bkyJG89dZbjBgxotR7ZrOZTz75hF9//bVKGRn+jUh9I3GfvAnl/u8x/vk64slMhGB/JHcPxaJMx6qPxZy7H3PufvIvvY/CswNq/4Go/Qci1zSq7ebXClKPADST/0Q3926EpBPof3kUzaS1t0V2gCI6u8kJkWv4OttAuk3kk0wDE3yq70dfkhd6eLLunJ5tWhsNG3ii6+aDVgSFTaTb4WwaXtKRDCTvz8QjUEVwa2+CWnnh5m0X+7vzY9iVH41CIuON0LodiNCamUf8xI/Q7TsFQNBLDxP8xvhyTdytOVpM5xNKCXzj+QQsV9OxZeahy8xDt/9MqXOknppika9qGcmdrSIZ0CmStF6e7P9+Dm66C1gkcn4IeZxTZ1vSNj2Nx9q5M7KVBi9V7cTIOL9pFab8XNwDQ2g64IFaaUNJbFo9aZ8sI/P79WC1IVEpCJwxmqAXxiDVOC9mlyiKZFzUcnlfOvosu6uEUiOjYa9Awjr4IJXfejFMaoN6n/k6jKN9Ba/nzz//5OjRo7Ru3Zpx48Y5pY6SbNmyheXLl+Pj48PHH3+MSuUcf8Qb+enk5uYydepU0tLS6NatG7Nnz65QEBX7zKeIZQPgQb3P/L8Iq9XKa6+9xtGjRwkODmbBggV4e5f1GXN2/xmNRl577TXy8vJ47LHHuPfeex1ex/WsWLGCmJgYunbtyrBhw5xWjyP8xv5tREVF8eqrr5KRkcH999/Pe++9h4eHBxcvXmTWrFlcvHiR7t278+mnnxISUjd2fqqKs5+D12NLv4Bx2URsCYcAkHcchfyB1zEbjmLM3I5Fe5KSDwS5pilq/3tRBwxE7t66Vq7h2hy3bfGH0X0zECwGFHdMRD322zp5H9ekj/SCyA85Rs4U+tHf665glJcSWQ0/55ZLej66rKd5GxUSiYRwuZSpfmr8BZHM2ALSYvLIjitALOF27h3mRkArTyapvuO8KYVJQffwbvjoGrWjJI6+lvQnLhL/+AdYkjKQergR8c1LeD9Q1hLyZgg6I8YiX/wisX8+4YZ++aJcgtlTgtVPCb3uZm9Aa9YJAVz1CkSQSnGTSxjewo1H27nTtYGySp+3Jv2Un3yV3bNfQxQEek57naA2nap0viMRRZG8NXtI/s8PWFPsWT+8hvSkwf8mo2pUM9eZm2WQyI7TcXlvOto0IwBytYyGPfwJ7+KHTPHvEfH1AfBuc5w5iTEajcyZMweLxcKTTz7p9IBaRqORV155Ba1Wy5NPPun0oH7lDSCCIPB///d/REVFERoayvfff4+n543NAouj2UNpQX+LR7MXBIHMzExSUlLIyclBq9Wi1WqxWCwYDAbc3NxQKBR4enri6emJr68vDRo0ICAgwKnWInWZ/Px8nnnmGZKTk+nZsycfffRRuQ8oZ0+qd+7cyc8//4yXlxeffvqp0xbFioiLi2Px4sUoFApeeuklp2XWqBfz1SMvL48333yTbdu2ERYWxrBhw1i8eDFWq5WZM2cyefLkW7pfXS3mwR7kzbzjU0xb3gfBisSrAW6P/IC85b3YzBkYs7ZjzNyOOe8giNbi82SqUNQB96L2H4jCqxMSF/kw1/YirOXMnxgWjQFRQDX0f6gGvOLyNtyMmvaRIIrFfvQAbVUyJvtWPh/99eTZBH7MMXHObF8gMKZaWdjJC9V1z1eLwUr6BS1pMXnkXtUDsKdBND+22Ym7TcU6t5dp1iIYeQ3N/4tw5LWUs3oXiTO+RDSaUTYNpdGS/6BuVf1sHOUhmC2YLyVjPJ9QLPINMVcwXUxEYitf3ggKBSmBwVz0bUBCoP1H3jySe/s1ZlQ7L7zVN5/jVLefRFFk/1f/JSs2hpAO3ekx5aVKn+tojOcSSHrtG3R77RYTysYNCJ39DF73dndI+RX1UV6ynkt70ouvZ5lCSkQ3PyK7+yNX1U7ch9qkXszf5jhzElOURzogIIDnnnvO6ROADRs2sGrVKoKCgvjwww+dah5c0QDy22+/8d1336FQKPj2228rbSpdbp75MAljP6r7eeZFUSQxMZETJ05w7tw5zp8/T2xsLMnJyZjN5psXcB1KpbLYzLxly5a0atWKTp06ER4efksLhsoSGxvLs88+i8ViYdq0aWXiPrhiUm21WnnjjTfIyMhgzJgxFbqJOApRFPn666/JzMxk6NChdO/umAd9efX8G64hZ/Hdd9/x5ZdfIpFI8PHxYeHChbRr1662m1VjakPMF2G7egzDrxMQ0i8AoOwzHdXQ/yFR2uPLCNZ8TNm7MWZuw5izFwRj8blShb/dFD/gXpTe3ZFInfesqG0xD2De9y3GNc8D4PbEbyg6jqqVdlSEo/roiMHKolwjFtEeoG66nxvBVTQFvmCysSDHSL4gogCOH9YTf8XMvMF+jGqlqfA8k9ZC3LlMxghfkKPQ8fDF3gxJ6IxULiGgmSchbbzxa+RRI0tBh0Rpt9lI/d8vZHy5EgDPe7sTueAVZN4e1W5XZdFnZ3Bg3v/QpaWgwZN2vR9EmqEvFPv2IHyiwVTuuRapjJSAYKxNIojs2pgm3RqjbtUQVZNQJIrSc9bq9lPikX84tngeUoWC/m/NQePv+vgbgs5I2qfLyPhmrd2kXq0kaNY4Aqc/dNPUgFXh+j7SZZm4vDedjItawB4/IqyTLw17BqDU3D7uOVWlXszf5jhrElMyHd3gwYPp2bOnQ8u/Hr1ezyuvvIJOp2PKlCnlBptzJOUNsjExMUyfPh2bzcaLL77Igw9WzcdMsNmj1ueliniHSGjeS1ZnTeszMzPZvn07+/bt49ChQ6SlpZV7nFQqJTg4GF9f3+IdeIVCgcViKf5dtGOfk5NDWloaglC+OVtwcDA9evTgrrvuYsCAAQQEBDjzI9Yq69ev54svvkAmkzF//nxat25d/J6rJtX//PMPCxcuxN3dnU8//RSNpuIJoCOIiorir7/+cmqaunoxX33279/Pa6+9RkZGBhqNBoPBwKhRo3jrrbdcEtjUmdSmmAcQzXqMf76B5Z9vAZAGt8bt8SXIQjuUPs5mwJTzD8asvzFm7UK0aYvfk8i9UPv1Rx0wCJVvbyRSx02YoW6IeQDjmhcx7/saFG64P7cdWaTzM+RUFkf2UbzZxjfZRnIEEY0EpviqaaO+uRgRRZG/dRbW5JsRgFC5lKm+alYeL+Dj/fkEaqTseSLkhn7cX6Rs5POUTYTL/VisnUZ2jA5DzrWFeYWbjKCWXoS08S5OdVcVatpPtnwdCVM+Kc4fH/j8GELemoCkElk3akpBegoH5n2AIScLjX8gvWa8hXtAcKljREHAcjUd47n4YoGvi47HcD4BmbF8kY9CjqppGOqWEXZx36ohqpYRGPw0+AYGVLqfrEYDO96fhTEvh5ZDx9ByyEM1/chVQhRF8jcdIPn177Ek2aPUew3pSehHU1FGBt/k7OrVl5ubi1rqTtz+TFLO5totXCXQoJ0PjXsHovaq2xtirqBezN/mOGsSk5iYyA8//IBcLuell15y+mTvzz//ZPXq1YSGhvLBBx843Uz7+oeRwWDg6aefJikpib59+/Luu+/edqIhIyOD9evXs2XLFo4cOULJ21oul9O2bVvatGlDy5YtadGiBZGRkQQHB5cJOnajB7nFYiEtLY2EhAQuXLjA+fPniY6O5uzZs1it10xNJRIJ3bp147777uPBBx8kMDDQuR/exYiiyLvvvsvu3bsJDw9n4cKFxfeQqybVgiDw5ptvkpKSwkMPPeRUX3YAg8HAnDlzsFqtPP3004SHhzu8jnoxX3WsViuff/45ixcvRqPR8O6779K7d2/eeOMNdu/eTcOGDZkzZ84tvUNf22K+CEvMXxh/m4yoTQOZEtUDH6LsM73cIF6iYMacdwhD5t+YsrYjWLKL35PI3FH59UMdMAi1711IZDV//tYVMS/arBh+eghrzGYkniG4v7APqa9jzaqri6P7KM8m8G22kcsWASkw1ltJf/eKF2n0gsjPuUaOF+aYv8NNznhvFSqpBJNV5N5f07iUY2ViJw/e7+dTbhlpljz6nH0Xg2Dmm8YTGebbFVEU0aYaSY3JIz0mrzgnN9hTeoW08Sa4tTfu/pVzx6pJP5kuJxP36HuYLlxFolYSPvd5fEffU6Uyqkt+ylUOzP0AkzYPj+BQek1/EzffyqfjFAUBc2IGZw9c4vi+WPLPJhCWnkxkZgoac0UiX4aqaTjqVpGoWzVE3SoSVetGqBo3QCIvu3hxdu1SLm3fgCYgmHve/BSZwrGLejfCHJ9K0mvfFi+yKCKDCZv9DF6DnZcVx2ywcmF3EpnReoRCl4fA5p406RNU6evx30BGvI3AhjVb7KoX83UYZ01iigLftW/fnocecu7KoMlk4uWXX0ar1bpkVx7KPoy++OIL1q9fT2BgID/99NNN/eRvFaxWK9u2bWPVqlXs3LkTm+3aQ7x9+/b079+fnj170qlTp0ov2FTnQW4wGDhx4gRRUVHs2LGD06dPF78nk8m45557GD16NAMHDnR69HVXodVqeeqpp8jMzOTBBx/kxRdfBFw7qd6/fz8LFizA09OTzz77zOm+86tXr+b06dN069aNBx5wfPTdejFfdR566CHOnj1Lp06d+Oyzz0otsvzyyy/MmTMHm83GzJkzmTJlSi22tPrUFTEPIBRkYPxtMtboTQDIWg7C7ZEfkHpVHFxQFG2Y845hzNqKMXMbgvmapZRE6obK7277jr3f3Uhl7tVqV10R8wCiUYtuXl+ElDNIG7THfcauOpGyzhl9ZBFFluaaOGCwL2b30ygY5102MF6ixcZ32UbSbSJyYJy3irs18lLt2JNg5JE1mcgksPWxYFoFlN2xfD1hGb9m/kNnTSPWt3y5zOcQBJHcBB2p0XlkXNBis1yzpPMMUduFfStvlO4VP4er208Fe08S/+SH2HK0KBr403Dp22g6uyZdXl5iPAfmf4C5QItXWCS9pr+JyrNsgNqqkGsUWB2jY+mpAnLi0mmYnkzDjBQ6FaTSNi8VTUISos5Q7rkSpRxV8wi7uG/VEHXrhggBavb98ikiAnc88yrB7brUqH2VRbRYyfh6DWmfLkc0mJAo5ATOeIigWeOcFqXeZhFIPJ5NfFQmVpP9GvSJ0ND07iC8Q51rRXgrIIoiSWcFjm+0cuJPK4lnBb7PqdkYWS/m6zDOmMRYLBY+++wzTCYTEyZMoEmTJg4ruzz+/vtvfv31VwIDA5k9ezYyF5halXwYHTt2jJdesgcYmTNnDl27dnV6/c5Gq9WyfPlyFi9eTHJycvHrnTp1YsSIEdx7772EhYVVq2xHTHiSkpL4+++/WbduHSdOnCh+PSwsjCeeeIJHHnnktlhQOXLkCC+//DIAn3/+OV26dHHppNpms/H666+TkZHhksj2ly5dYsmSJahUKl5++WWHp5KrF/NVp02bNkydOpXp06eXO7aeP3+el19+mdjYWGJiYmqhhTWnLol5sF+nlv3fY1z/KliNSDwCUT/8A4o2QypxroBFexpj5haMmX9jMyVde1OqQuXbB7eAQaj8+iGVV96/uC6JeQAhJwHdl3ciatOQt7kft4mrkUhrN7CVs/pIFEW2FprOi0AblYwpJQLjHdRb+CXPhEUEf5mEqb5qGlUQrO7pPzPZfMnIXREqfhtV2nz7ijGde6Lfx4bAqhYvcofHjWP+2CwCmbFaUqPzyL5SQNFMXyIBv8YeBLfxJrCZZ5mo4dXpp6zFm0l69Ruw2nDr0oJGS/+DIsSvUufWlNyrVzgw739Y9AV4RzSh1/T/Q+nuON98URQ5lGxmyakCNsYaKIxXiLdcZJxPHuPc8vFLSrYH3ys03Rf15e/kCzIg2AO/Pj1Qt26IunUj1K0iUYQHOeW+1UWdJXHWfEzn4gFwv7M9YZ89h7qlc6xlinLFX96XjklrX+BS+8ppcU8D/Jt41ImxqbYQBJErRwSO/2nhxEYrGVeuSW+pDL7NrBfzty3OmMScPn2a1atX4+3tzfPPP+9Uk3ebzcarr75KVlYWEyZMoH///k6rqyTFfjpqNRMnTiQlJYURI0bwwgsvuKR+Z6HT6fjxxx9ZuHAhWq3dH9Pf35/Ro0czZswYh+Q+d/SEJzY2lpUrV7Jq1SqysuxpTzw9PZk8eTKTJk3C3b16O1F1hSKrj9DQUBYtWoRSqXTppHrHjh388ssvBAQE8PHHHzt1sUwQBL766ivy8vIYPXq0w02368V81Tl8+PBNAxKazWY+/vhj3n77bRe1yrHUNTFfhC01GsPSCQjJhZGg+z6PaugHSOSVN2e2FkRjyNyCMXMrNmPCtTclSlS+d6IOvA+1X/+bCvu6JuahMGXd1wPAakTZ/2XUD3xYq+1xdh8dN1j5MdeIWYQQuYRnfNXs0VvZobsW/X6SrxqPG0S/T8iz0u+XVEw2WPiAP/c3u2ZRN+3KT/yZc5QBXu1Y3OzZKrXNrLOSdj6ftOhc8lOuBWmUKaUEtfAipK03PhEaJBJJlfpJtNpIefsHe25ywOehvoTPfQGpm2tMqHPiLnLg64+wGvT4NmpGz2lvoNA4b06RpbexIlrP0tMFxOdds4S8M0LFhA7u3NfEDblExJyQhulcobg/F0/BifOYLyUjtZVfrtTDrdAXP9Iu8Fs3RN2qIfJg32pdq9ZcLanvLiL7l78AkPl7Efr+ZHzG9Xfa+JB1pYBLu9MoyLAvZKg85TS+MxB1qIivX/U+x62OzSpy4R8bx/+0cmKjlbzUa3JboYY298jp9ICc9vfJ8PSvmRarF/N1GGdMYpYtW8aFCxfo06cPAwYMcFi55XH48GG+/vprPD09mTNnDkqla/yDih5GK1euZNmyZQQGBvLzzz87PUiYszCbzSxfvpx58+aRmZkJQNOmTZkyZQoPPvigQ1OFOWvCYzQaWb9+PQsWLODSpUsABAQEMGPGDB555BGXXRuORq/XM2HCBDIzMxk/fjyTJk1y6aTabDYza9YsCgoKeO6555wWab6I7du3s3fvXlq2bMkjjzzi0LLrxXw95TFrcyoqpao4HWhlqc6VVNXLTxRsCHFR2AoFvcQ9AHnLe5FqfKpWDiBacrAZE7Aa4hGt14LnIZEiU4Uic4tErg4vEzxPAoiImEwmVCoVkmp98spR1f4R0s5jO2cXFPJW9yENbuW0uuDm37nRaCzzvKzukFPeafmCyDGDFZNY9L3YaaKU0kwpozLT9YPJZo6mmPFUSniknTtyCWRatfyeHYUEGOvXiwBF1XfxitprNlrRZZrQZZqKTaAB5Eop7gEq3ANU2CRW1OrCa6mC/hFNFvI3HcAclwKApnc73Hu0AUn1r8CqfBeGnCySju5HtFpw8/UnrGtvpPLKWYvV9DsXRYjLs3IixUhc/jUJ5a6A9kFK2gcp8VBKig+O27cNszYPn8CGePs0wJqZhzUzF1tmHtasfCgnsLBEFJG4qZAHeCMP9LH/BHgjD/C5wWKJiDE6Du22owh6uwuAW8dmePbrUvE5NRwuzAVWsuMKMOTagzBK5RJ8wt3xDnVDIgWjwYjaTV1hRc64zx11DlS9fTYrZFwWSI4RSDkvYC7hiSFXQYMWUkJbSQluJkVeOJSLwPTuXtVsYWE768V83cXRYl6v1/PZZ58hCALTpk0jKMi5KTE++OADYmNjGTZsmNN980siiiInT57kpZdewmaz8cEHH3DXXXe5rH5HsnfvXt555x0uX74MQKNGjZg1axYPPPCAU6wqnL17IQgCGzZs4PPPPycuLg6AJk2a8N5779GnTx+H1+cK9u7dy9tvv41cLmfBggX4+vq6dIds9erV/PnnnzRv3pw333zTqXWlp6fzzTffIJVKeeWVVxwaPLNezNdTHmFfJtZ2E+qpp5566qnHaSS9ULOgwrdHNKp6KkVMTAyCIBAcHOx0IR8XF0dsbCwymczpFgDXI4oiCxYswGazcdddd92SQj47O5v333+ftWvXAvZd7BdeeIFx48Y53FfZlUilUoYPH86QIUNYsWIFX375JZcvX+bxxx8vTqXl5+caXztH0adPH+68807++ecfvvzyS959912X1t+/f382bdrExYsXiYuLo1GjRk6rKygoiODgYNLS0oiJiaFLF9cE8anHztSpU5kxY0a1XByMRiO//vorbm5uPProo05onXOY1lGBWq2ucKGnuvsRjtrFKCpHNGqxnv4DIScOAFmD9shaD0YiL2t1VJUmC5ZsrLpLWAyXESy5196QSJGpI1FomiJzi8RkEuy7ztd1U3W6p9p9U86JoihiPb0WISMWVB4ouz+OROV5o1NuXk01PpQIGI0mVGpVlXbpqlLTVYvAOZMNEZAB1sKTmymlNKnAT768ui5lW9keZ0QmgX4tzGwvOI4UCWMDeuFViewHVe0eURAx5FnQZZkw5plL+de7+SjR+KtQeyuQSCRY03LI/ysKQW9CqlHhOaQn8kDfqlVYTUTAmJdN6qkjCDYbbr7+BLfrivQG7mXVvVZueowIZpMJpUqFRAI2AeLzrJzLtJCuv7bTrrHpCTWl0DrCD7+wsoKtorpEq4AtrwBbjhZbjhZr4W+hwL7VK1Z4EUtQhPiiahGJ3N8LmZc7FG78VO9eu+5/QaQg3UhBhhGx8GO6+SrxClEjK3ONi5jN5kLLy+ot1LtyfKgKVjPkJAlkJojkJAuIJVwolBoJfhES/COkeAVJyuzul6nLAQ+jejH/LyI6OhqAtm3bOr2u7du3A9CjRw98fHycXl9J9u7dS3R0NCqVihkzZri0bkewa9cuXn75ZTIzM5FIJDzxxBPMmjULL6+ameHUJRQKBePHj2f48OF8/vnn/Pzzz6xZs4Y9e/bw2Wef0a9fv9puYpWYOXMmR44c4dSpUxw8eJDBgwe7rG5fX1+6d+9enE1g4sSJTq2vbdu2pKWlER0dXS/mXUxKSgpjxoyhR48ePPjggwwaNAgPjxv7U58+fZo//viDDRs2oNfrmT17tota6ximdVLi4+N1C1hteCP2nYp5x6eY/noP8mxIs5rhNmEZsrBONSoXGttFsT4WY8ZfGDL/wma4cu0QiQppQC88GwxD7d8XqaxuuZSJ3Uejm3s3QupZpKf+wP25HUiUzk2JW6YNxVZn3g6/liyiyG95Jq7qrbQCuqhlTPBWsbHAwt+FPvORbnLG+6iQV6JuURR5aFUGB5NMnPBdgTQ4kQkBd/O/yAYObXd5mAosxB1PI++yiYJ0E2SZIEuLwk2Gj0qHZf5CZFfjcWvbmEbL30UZ7rrUs1mxMUT9MRub2URAy/b0mDoKubJ2UpzdyIoxOsPML6d0rDyTh16mIVbTlNR8CWMjJDzRwZ1mfpXdkCmbWs+Wry/2xdftPUX+loPFAr88iiPrt26Iuk2j4t9VDbonCiIpZ3K5vDejOP2hd5gbzfoFVxihvi7G8qgJ+jyRk5utHFtvIXqHDTczRGD/8Y+U0GW4nC7DFTTqKkV6g9gY1+MIA/l/jZn9qVOnmDdvHidOnMBisdCsWTOeeOKJSudnPnLkCNu2bePQoUMkJSWh1+sJCwtjwIABTJ06tVyh1b9/f5KSksopDcaNG8d///vfG9bpSDP7kib206dPJyAgoMZlVoROp+PFF1/EbDbz5ptv0rx5c6fVdT1ms5knn3yS5ORkHn/8cSZNmuSyumuK0Whk9uzZLF68GIAWLVrw8ccf07lzZ5e1obYG3+PHj/Pqq69y8eJFACZOnMirr77q0HgAzubHH39kyZIlhISE8Msvv7g0DsCFCxf48MMPUSqVfPHFF04NOLfwBAABAABJREFULJiZmcn8+fMdbmpfb2Z/c0RRZPXq1XzzzTckJycjlUpp0qQJbdq0wd/fH29vb4xGI3l5ecTHx3PmzBm0Wi1SqZTBgwfz4osvlkpfdytQVwPg3Qjr5X8wLH0cMTcRZErUwz9BcdezDvsMdmF/wS7sMzaXCp5nT3fXD7fAIaj8+iCR1o18zkLWFXRf9kbUZaHo+ijqRxe59Dt11rMt1ybwXWG+eQkwwlPJYA9FcR27dBaW55kQgVZKGc/4XYt0fyPOpJsZ/Nc/SNqtQomC/e3fI1hRs3RrlaFkP+kyTaScySUtunT+eqU+l/ABjQntHHjDNHeOJCs2hqhvrgn5O6a+gqwWY+3c7HoqSEtm04dvs9+jM4caDiNef23X+u5IFU919GBAYzWyKoi+IgS9kbRPlpHx9RqwCch8PAh65VHUbRphOhePMTrO/nM+oUKhL/XUXIuo3+baj9y3bDyG7LgCLu5MQ5dpD27n5qOkad8gApt73vBeuh3EfEG2yMlNdgEfs9uGzXLtveBmEroMV9BluJyIDtJqf0ZHzH3+FWL+4MGDTJo0CYVCwdChQ/H09GTr1q0kJiby4osv8swzz9y0jDvvvJOcnBy6du1K69atkUgkHDp0iOjoaCIjI/ntt9/w9y+9ita/f3/y8/N54oknypTXrl077rnnnhvW6chJzIkTJ1i3bh1BQUFMmzatxuXdiG3btrF06VLCw8N5//33XXoTr1y5kq+//hpfX19+/fXXWyboXXJyMpMnT+bs2bMAPPnkk7z++usuF7O1OfgajUY++ugjfv75Z8C+A7xw4UJCQ0Nd2o7qotfrGT9+PNnZ2Tz33HOMGTPGZXWLoshbb71FUlIS48ePZ+DAgU6t75tvviE9PZ0RI0bQqVMnh5RZL+YrjyAI7Nq1i7Vr13Lo0CHy8vLKHCOVSmnZsiUDBgxgzJgxBAcH10JLa86tKOYBBF0Wxt+exnp2IwDyDiNxG7cAiZtjBZkoilgKYshNXAfaXdhM12IMSGTuqP0HoA4cgsqnV5ngea7GenEX+u+HgGBD9eBnqPrOdFndzni2XTbb+DbbSJ4gopHA075q2qnLitvTRisLcoyYRAiVS5npr8ZPduOYNzZRoOPh98mTpxOUdSeHBz6C1AX3wPX9JFptJL76LWl7L2Ns1w1L6w6IEnvbJRLwb+JBSDsfApp6IpU5KVL6pfNEff0hNrOJwFbt6TGldoU83Px6OrTgM1JPHSG4XRe6T32FfQkmfjpZwLbLxmKr6ggvGU908ODhdu74qisXA6lgzwkSX5yH+Yo98KD3yLsJ/WgqiqCyrg6iIGBJzMAYE3dN4MfEY7qYiGixllu+PMSvWOBLIsNI13qSZfIEuQK5WkrjXoGEdfar1Hd9q4p5babA8Q1Wjv1h5fweG0IJE/rQVlK6PCiny3A5oa2rL+BLUi/mK4HVamXIkCGkpqayYsUK2rRpA0BBQQEPP/wwV65cYePGjTf1M12wYAEjRowo5WsuiiLvvfcey5cv59FHH+Wdd94pdU5RKrYdO3ZUq+2OnMSsWLGCmJgY+vbte9NFhJry7rvvEhcX55Lc1yXR6/U8+uij5Obm8uyzzzJ27NhbYgA5ceIEkydPJiMjAz8/P+bMmeP076gi6sLgu3PnTl566SWys7MJDAzkhx9+oGPHjrXSlqry559/MmfOHHx8fFi2bJlLF5O2bt3KsmXLaNy4cZmxyNHs2LGDPXv20Lp1a8aNG+eQMuvFfPW5dOkSqamp5ObmolKp8PPzo3nz5nh61ix3bV3gVhXzYL+mzXvmYdrwBtgsSPyboJmwDFmEY91TisZtb29vrLqzGDM2Y8j8C8GUWnyMRO6F2v9e3AKHoPTpgURSO16Wpj3zMK17CaQyNFM3IW/ummedo59t+/UWluaasAIN5FKe81MTJK9YkCVYbMzNMpIviPhIJczwVxOhqNjXe132EWbELQKrGuHgs3x9bygjWjn/eVKyn4QCAwkTP0K7/ShIJIT+bzLeTw4j/VweKWfyyE+5tuurcJMR3NqbBu188Ax23CZE9uULHPj6Q2wmY53YkS/iRtdTVmwM/3z5HhKplH7/9ymeIWHF7yXkWfnlVAHLz+jINdnll1ou4aFWGp7q5EHrgPJN8G15BaT850eyl2wBQBEaQNic5/C6744qt10wWzDHJmGIicMUE4+hUOhbEtLK/6wSKdLQYDw6N0HTvjHqto1Rt2mEMjIYyQ0CMdeF+WRlKRbw662c31tawIe3swv4rsPlhLRwfPrfejFfCfbt28ekSZMYNWoUH330Uan3Nm3axIsvvsjUqVOZNWtWtcpPT0+nT58+NG/enA0bNpR6r66IeavVyieffILZbGbKlClO3elMTEzkrbfeQiaT8eWXX7p0MrlkyRJ+/PFHwsLC+PLLLwkICKjzA8jGjRuZNWsWJpOJVq1a8cMPP9SqGWxdGXwTExN5+umnOXfuHCqVii+++IL777+/1tpTWSwWC48//jipqak8/fTTjB8/3mV15+fn8+KLL2Kz2fjf//5HWFjYzU+qJklJSSxcuBClUsmrr76KXF5zYVAv5uspj1tZzBdhiz+MfsljiNlxTjO7v37cFkUBi/YkhoxNGDO2IFgyi4+XKvxRB9yHW+D9KLw6IZE4PjPKjdpqXD4Jy5GlSNz9cX/xAFK/Ri6p1xHPNpsosirfzPZCX/hOahkTfdSoK2EunWUVmJttJMUqoJbAVF81bcvZybeKNgZEf8BlUzp32Qax55+uhHnK2P1ECG5y594HRf3krrcS98h7GM9cRuKmInLBK3gP7V3qWF2W3Qw/9WweZt21nV6PQBUN2vsQ3Nobpab6z4acuFgOzP8fVqOBgBZt6fHMq7XmI389FV1PoiCwd87b5MZfouFdA+n48NPlnm+wCKw7b+CnEwVEZ16z3e4VrmJSJw8GNblmgp+3cT9Jr3yDNTUbAP9JQwl5+ylkXo5d3LHk6kj84zRp22KQpCQjz0hBkZUGOl25x0s93FC3KvTFLxT4JU3168p8siK0mQLH/7RytFDAiyUyBEZ0kNL1QTldHlQQ3NS546Mj5j63fQC8Q4cOAZQb0fzOO+8sdUx1KJrEyiqIpmk2m1m7di1paWl4eXnRpUsXWrWqfK5VRxAXF4fZbMbT05MGDZwbQGXfvn0AdOzY0aVCXqvV8ttvvwF2E3VHiAtn8/PPPxfvoPbv35+5c+feNJjVv4Xw8HBWrlzJzJkz2blzJ9OmTeO9994r12WlLiGXy3n44Yf58ssv+e2333jwwQdddh94eXnRoUMHjh8/zj///MPYsWOdVleDBg3w8PCgoKCAuLg4mjVr5rS66qmY+fPnc8cdd9C9e/cKjzl69CgHDhxg+vTpLmxZPSWRNeyOx6yDGH6bjPXMHxjXvoD18h672b3aOYFNJRIpSq/OKL0649Xkdcx5RzBmbMKQuRXBkoU+ZRn6lGVIVSG4BQzBLWgocvfWTp90SyQS1KO/xpYajZB4DP1Po3GfuQeJsu67xOkEkQXZRmLM9m27BzwUPOCprLT5u79cymsBbnyTbeSC2ca8bCMTfFT01pTejV2XfYTLpnR8Ze7MbTuI+0/lkqS18cMxLTN6OD8Qrvn8VVKf/gxLcibyQB8aLXsHTdeWZY5z91fRrG8wTfoEkRNXQMqZPDJitRRkmLi4I43YXWkENPWkQXsf/Bp7VCkoWG7CZaK+/gir0YB/s9b0mPpKnRHyNyL5WBS58ZeQqdS0vH90hce5KaQ80s6dh9tqOJRs5scTBfwVa+BAookDiSbCPWVMaCbj7qVLEFfbA0orm4UR8dXzuPeqejaTGyGKIlmXC4jdmYY+xwva34FHfxWN7wnBN1KDNTW7hJl+HIazVzAV+uPrj5xDf+RcqfIUDfxRt22MqnVDhMbBqLu3RdU8HKmy9jMxFe3AH11XVsBHdrwm4IOauG6B0xHUfcVTQ4pyWTds2LDMe97e3vj6+hIfH1/t8levXg1cWxi4noyMDP6fvfOOjqrq+vBzp7f0ngCh994CKF0REKliQ0XFRlNRrK9d1A/1FRUBsYEoKEVRpCii9N5CDZBAIL1PymT6zP3+GCeQF0ghmUnEedZiucycOefMnXvPnH323r/9wgsvlPtb3759ee+996pUgqs2AifcomLuDbengjGcTid79+4FoE+fPh4b50qsWbOG0tJSYmNjGThwICUlJV4dv7p88803ZSXMJk6cyCuvvIJUKq3zObvHr+t5AOh0Oj7//HNmzZpVdvAhimK9NuhFUeTGG29k9erVXLhwgV9//ZW7777ba+P36dOHw4cPs3fvXsaNG4ekghC4miAIAi1atODw4cMkJibSrFmzGvfp88xXn08//RSgUmN+3rx5PmO+jhE0QagfXIl1+6dYfn0B+5GfKE0/inri90hjPJtGJAhSlIFxKAPj8G/2MpbC3ZhzN2DO34TTkkVp+iJK0xchVTdGHTYcddhwZJqmnpuPQo3mwZWUzumFM+MopuWPob53Sb1+/jNtTuYVmMhxiCgFeDBQRVd19bfQGonAkyEqlhRa2Guys7jQQqFDZNjfonk20cGczPUATI64mTClmhdvEJn+WwFz95dwVzstYdraD/V1Y9h+hJz7ZiGWGFG2aECTFW+iiI2s8D0SiUBIUz9CmvphMznITigi83ghJdlmchNLyE0sQaGVEdXeFYavCa7YKC9Ku8DuT9/GZioluGkr4iY/j0xZ/8VwHTYbCb9+D0CLm0ei8g+s9D2CIBAXoyQuRkl6iZ0lR0tZeqyUtBIH7xx28N8Woxk8IooHWsroPXM0ElXtphiU5llI3JxFwXmX912ukdKsbzhR7QMR/j58kUeFII8KwW9wt7L3iXYHlrPpmE8kYz55vlyovi0zH1tmPiWbDgBQAAhyGcoWDcp58NXtmiCLCvH4c28oEIlfa+PAz5fnwDfqJKHbaBndRskJa/LPMuAv5bo35g0GA8BVvWM6nY6srKwrvlYZCQkJzJs3j5CQEB5++PJQmrFjx9KzZ0+aN2+OQqHg7NmzfPrpp2zbto0pU6bw/fffV3oTX0nYqLqcOXMGcHnTCgsLa9zf1Th37hx6vR6VSkWjRo08OtalWK1WVq5cCcCoUaMoKSkBaufaeYIffviB2bNnAy7V9mnTppXNub5Qn67dk08+iUQiYdGiRbz++uuYTCbuuuuuup7WVZFKpYwcOZK5c+eycuVKBg8e7DVl+9jYWJRKJfn5+Rw5coQmTZp4bKyoqKgyY75Xr1610mdQkHfqFf+bsNlsHjvU8VE9BEFA2W860tg4TEvuwZmXROnHfVGN/Rh53ANeMWYFiRxVcD9Uwf0Qna9jLtiGOXcd5oKtOEznMaTMx5AyH5m2Depwl2EvVdZ+RJ8kqCHqiT9gXDAE++HlWGN7ouxXP0vJHjPb+UJvxixCiFRgarCKBhXku1eGXBB4MFBJoFTgd4ONn0us6B1O7g5Q8mP+XlKseYTK/JgY1g+A0a3UfHlYzpFsGx/sKWb2YM+sk/pVm0mbOgfRZkfTqx2Nl756RXXzipCrpTToGkyDrsEYcsyuMPyTrjD8C3vzubA3n4AYNVEdgghv5Y9MUX5tKs5MZfens7AZSwlq0oJeU174RxjyAMnbfseYn4sqIIimg26t9vtj/GTMbGJjzPyv+TVT4Jeeg0iObMj6rv1YD/RbX8SkLjoGNVbVWAzRZnKQvCuX9MMFiCIIEmjYLYTGvUORKSu/twWZFFWrRqhaNYKx/cv+7ig2/i24l4zpxHkMR5Own07FWWIs8+5fijTIr7yB374pqtaNkGhq9p2XForEr7Vz4Gcbp7ZcwYAfJaPb6H+2AX8p170x7ylSU1N57LHHcDgcfPjhh1f0sv+vJ6RTp04sXLiQe++9l4MHD7J169ZK62kHBNSsJmpRURF6vR5BEOjQoYNH1dHddey7du1KWJj3ao+uXbuWwsJCwsPDue2225BKpRQVFdX42nmCZcuWlRnyU6ZMYebMmfVqjqIo1str98orr6BSqViwYAGzZ8/G39+fe+65p66ndRnu6zdixAh++OEHcnNz2bdvHyNGjPDaHLp168auXbs4ceKER8satm/fng0bNlBQUIAgCAQE1Eyluz5Eg/wTqeg5tVqtHDx48LJKKz7qFllsT7RP78W87CHsCRswr3gMx7ntqG7/1Kvh5oJEiTr0ZtShN+O0l2Iu+BNzznoshbuwlyZQkpxASfJ/Ufh3QxV2K+qwW5DIa8+QlDXri/K22Vh+mYllzfNIG3RB1vTylMi6QhRFNpXaWFVsRQSaKyQ8HqTCvxIl+qogEQTG+SsJkggsL7ay1Wgn32FjWeYGAKZEDEEjVZa1fa1fIGNX5rLseCkPdtLR+ipCadeCKIrkfrKKrDcWAaAeHkeTL15Aqq5ZWLsuXEWLQZE06x9B3tkSMo8Vkp9soCjdRFG6icQ/swhv7U90h0D8o9WU5maxe+7bWA0lBDZqSq8pLyJT1U7pU09jLTWQ+NtqAFqPuKPaKQGiKKJf9gcZ//kCZ3EpQ+Uy7hvelLOjO/L1MRO/nzWzLcXCthQLTQJlTOqs4462GrSK6t2LTqdIxhE9yTtzsZlcFm5ocz+aD4hAE1Rzp4PUX4M2ri3auLblhTnTc13G/Im/vfjHz2E5m45DX0LpjqOU7jh6sRNBQNEsGnXbJqjaufLx1e2bIm8YXuHvnalIJH6DnQM/2UjYUr6MXMMOErqPub4M+Eu57o15dw7y1TyfBoOh2jmt6enpTJw4kYKCAubOnVstr5REImHs2LEcPHiQQ4cOVWrMC4JQI6MqOTkZgJiYmFqrB30lnE4nBw8eBKBnz55eMwTddZcBbr/9duRyeZlRUNNrV9ts2bKFV155BYDJkyfz7LPP1qv5XUp9u3aCIPDcc88hiiKfffYZr7zyCjExMZU+P3WFQqFg/PjxzJ8/nx9//JERI0Z47Xr27NmTXbt2cfDgQSZMmOAxr6xGoyE6Opr09HSSk5M9enDg4yKDBw8u9//ffPMNP/3002XtnE4ner0ei8Xi1TKJPqqGRBuCetJqrH+9j2XDa9gOfIcjPR71A8uRhrXw/nxkWjThI9GEj8Rp02PK24g5Zx3W4gNYiw9iLT5I8bl3UAb2QR1+K8qQQUik2hqPq+g3HUfKPuyHV2D65m60T+9FElD35Ujtosh3hRZ2mVzCbjdqZNwToERWy+v4IJ2CAKmEr/Rm1uv3km4rIEzmz71h5Q814mKUDG+uZn2Sibd3FPHt6NBaGV90OMh4cSH5X7oEnEOnjEE1Y2ythnNLpALhLf0Jb+mPxWAj80QRmccKMemtZB4rJPNYIUqtgeLzX2MzFuIf04heU19Crq7/Ogpuzvz2EzZTKX7RjWgY17/yN1yCNS2X9BmfuKoGAOquLWk4dwaqNrFEAjc01pJSZGfREQM/HC8ludDOy1sKeW9XEXe31/JQZx0N/Cs35/QppZz5M6usXrw2VEmLQREEx3pWq0kQBBQNI1A0jCinvu80W7GcScV0ItkVrv93yL49txBrUjrWpHSK1uwoay/x0/ztvXcr6jdBiI3l+HY5B1bbObHJjt16cdwG7f4OoR8tJ6L59WfAX8p1b8y7S85duHCB9u3Li0a4vdbV2YSmpaVx//33k5OTw0cffXRNJcTcoaQmk6mSljXHrRngyXBbcB0aFBYWolKpaNeunUfHupT4+HjOnz+PSqWq12rnp0+fZtq0aTidTsaPH89zzz1Xr4zlfwKCIPD888+Tl5fHqlWrmD59Oj/++CMtW7as66ldkWHDhvH1119z/vx54uPjvWbstm3bFpVKRWFhIefPn6dpU8/lvjZp0oT09HTOnz/vM+a9xKURDIIgIIriFaMaZDIZzZs3p1evXkyZMsWbU/RRRQSJBOVNzyNt3AvTt/fizDxO6ZzeqO/6AnnHMXU2L4k8CG3UnWij7sRhycSUuwFT7nrshpNY9Nuw6LeBRIUqZBDqsFtRBt1wzTXsBUFAfcdCSjNP4Mw6gembu9FM+QNBVnflx0ocIp/pTSRanQjAeH8Fg7Vyj/1md1PLUCFjTI5L6KyZbhAmUcb/ul9eujGAjedM/HXezI5UMzc2rFmkpdNsJfWx9yn6dScIAlGzHiH08VEeTZFU6uQ0jgsltmcIRelGMo4VknUijYIzixDthUjkoQQ2e5DiLJHgJmK1RPPqCmNBLue3bwSg3egJFZZruxRRFCn49ncyX/4Cp8GEoJQT8eK9hE0ZiyArH+reKEDGa/0CmdnLn5UJRr6KN3BOb2fhIQNfHDYwrLmaR7ro6B6luOw+NRVZSdqSTe4Zl1NTppLQ9IZwojsH1en1lagUqDs2Q92xvOaOLUfvMuyPJ7sE947/LbhXYsS49yTGvSfLtbeIEUTRCAWxOGKa0Oi2pnS6P5roNnUvuOctrntjvkePHixcuJAdO3Zw663lc1h27twJuDxZVeFSQ37OnDncdNNN1zSno0dd4SSeLB0FroXCbcy7DzU8xeHDhwHo2LEjcrn3HqDVq11hTUOHDq23SvB5eXlMmjQJg8FAXFwcb7/9ts+Qv0YEQeCdd94hJSWFffv28dBDD/Hzzz8TGlo7XoraxM/PjyFDhrBmzRpWr17tNWNXoVDQvn17Dhw4wOHDhz1qzDdu3JgdO3aUrTM+PM+lpU5bt27NxIkTPSZud/ToUebOnUt8fDw2m43mzZszceJEbrvttmr1YzAY+Prrr9m4cSOpqanI5XIaNmzI4MGDfcJ8gKx5f7TP7MO0ZAKOczswLb4Tx4AZKG+dhSCt2w2pVBmFrsFD6Bo8hN14DlPuOkw563CYUzDnrsecux5BFoA69BbU4SOQ+3etdqk7QalF/eAKSuf0xnF+N+Y1z6Ee+5FnPlAlZNicfFpgIs8hohLgkSAVHa5QPq622V+yB5OzGI0kAH9lD2bnmngyRE20/OK1bBIo474OWhYdKeXt7UWsu1t5zbnT9sISLtz7FqW7jiMoZDRcMJPAMf28lu4kCAKBDbSo/G1k7vsB0V6IVBmMMvQ+Ci6IFFxIRamTEdUhkKj2gagD6762/NU4tXYlTrud0JbtCGvTsUrvsablkvbkxxg2HwJA0701DT6dgaplwwrfp1VIeKCTjvs7atl83syXhw1sS7GwLtHEukQTnSPkPNLFj1tbqJE4RS7syyNlXz5OuwgCxHQOoukNYcivQbzRW8jDg5CHB+E3sGvZ36wGGwlLL5D8UxIl8ecJtF4glBS0gp4AIZsAsmnGfsgAFkLBUjVGdw5+u8ao2jVF1bYxUt0/I22jutTfb7OW6N27Nw0bNmTt2rXcf//9tGnTBnBtLubPn49MJmPMmIsn4AUFBej1eoKCgsrlwbsN+ezsbObMmcPNN99c4bhJSUmEh4fj71++jMiBAwdYtGgRCoWCIUOG1OInvZzCwkKKioqQSCQ0bFjxAlFT4uPjAejcubNHx7mUvLy8slJ4o0eP9tq41cHpdPLkk0+SlpZG48aN+eyzz7wmhna9olAoWLhwIaNHj+bChQs89dRTLFmypF6KfI0ePZo1a9awY8cO8vPzvZa73LVrVw4cOEB8fDzjxo3z2DgNGzZEIpFQVFRUVk/Wh/f4888/L/uNqS327t3LpEmTkMvl3Hrrrfj5+bFx40ZmzpxJeno6jz/+eJX6ycjIYOLEiaSmptKnTx/69++P1WolJSWF33//3WfM/43EPwrN5N+xrHsF65YPsW6ZgyPlAOr7lyLxr1hN3FvINE3xi52OrtE0bIbjmHPWYcpdj9OWhzFrBcasFUiVUa78+vDbkGurni4gDWuBesJiTF+NxbZjPrLYOOTdvFcJBOCE2c7Cv4XuQqUC04JVRNdA6K6qmJ02Ps12eXZnRA0lQ5CTZRd5L8/I9BA1zRQX5/BUnMszezTHxprTJka3rn4oujU9j+Txr2A5dQGJn4bG372Crq9nKypccR6lBnZ/+g6luZmog0K5YcbrOB06Mo+5RPMsBjvnd+dxfnceQY20RHcMJKyFHxJZ/fmtL85IIW3/dgDajLqnUkeNKIrov9tIxstf4CwxIqgURL50P6GTRyFcpcT1lZAIAoObqBncRM2pPBtfxRv4MaGU+GwbUzfk8/NfTu6ym1FYXHnxgY00tBwUiS7snyEmCOCwi5ze7uDAT3YO/2rDWBQBRAA3ENxAcOXADzYSIl74Ox8/2VU279QFV9m8fQkY9yVc7FAQUDSJuii0175qufj/BK57Y14mkzFr1iwefvhh7rnnHkaMGIFOp2Pjxo2kpaXx1FNPlQtBX7p0KZ9++inTpk1j+vSLyqr3338/6enpdO7cmdOnT3P69OnLxrq0/YYNG/jyyy/p3bs3MTExKBQKzpw5w86dO5FIJLzxxhtER3s2Lyw1NRVwqU570oDU6/WkpaWViex5i40bN+J0Omnfvr3HIw+ulS+++IKdO3eiVqv58ssvfWrdtURQUBBfffUVt912Gzt27OCrr77ikUceqetpXUbTpk1p3749x48fZ+PGjV4rU9e+fXsEQSA1NdWjRrZSqSQyMpKMjAxSU1N9xryX8VR0l91u5+WXX0YQBJYuXUrbtm0BmDp1KnfddRdz585l6NChla67DoeDJ554gpycHBYvXnyZvozdbvfI/P+pCFI5qpH/h7RxHKbvH8ZxbjulH8ahvn8ZsqZXLn9bFwiCgMKvAwq/Dvg1fRZr4V5MuWsx523CYcmkNO1LStO+RKZthTpsBOrwqiniy9uNwHHTC1g3/R+mlZORxHRCGtnWC58INpda+aHIJXTXQiHh8SA1flLvbPCX5+8m21ZElDyQB8N6Y0PGp/kmztmcfJhn4rFgFR3/jg4I1UiZ3M2P93cXM3tXEcOaq1HKqj5P8+kUkm9/BVt6LrLIYJqsfAt1O8+mYV4Ju9nEnvnvUpKRgtI/kN5PvIwm2BVh12JQJM36hZN31kDGUT0F50vRp7j+yVRSotoFENUxEF1o3Rump35dDqJIVJc4gmIrLtFqTc8j/amPy3LjNd1b02De06haNKjRHFqHynn/piBe6OPP8j2FSOLzaVnqWlvzBYGMJgGMGBiKLrj+O5KcTpFzex3s/8nOwV/slORejBQJiBToNkpGj3FymnSX/G2Aq4Bg/AZcjHwUbXYsSemYTv4dqn/8HKaT57Fn5mM9l4H1XAbFa3eVtZf4af4W2WuCql1T13/bxNZYUd+bXPfGPECvXr1YtmwZn3zyCRs2bCgLF3zyyScZOXJklfpIT08HXB5otxf6f7nUmI+Li+Ps2bOcPHmSffv2YbVaCQkJYfjw4TzwwAN07Fi1UJya4DbmPe2VP378OOAKua2umOC1Iooiv//+O+AKsa+PHD9+nA8++ACA1157jebNm9fxjK4vmjdvziuvvMJLL73Ee++9R+/evS/TxagPDB06lOPHj/P7779z1113eeUE2N/fn8aNG5OcnMzx48e58UbPKUQ3bNiwzJj35mHev5FPP/0UQRCYMGECgYGBZXXmK0MQBKZOnVrlcfbs2UNKSgpjx44tM+TBJSg7ZcoUZsyYwU8//cTTTz9dYT+///47x44dY8qUKVcUipXJ/hVbkGoj7zgGSWQ7TIvvwJl1EuP8m1GOnI2i77R650ESBCnKoD4og/ogNnsVc8FWTLlrsRRsxV56mpLS05Sc/xBFQA/U4SNQhQ5BIrt6NIly6Gs4LuzDkfgXpsV3on1qF4LKc/sKhyiystjKX6Uu6es+ahn3Bta+0N3VsDhtzMty7WWmRA5BKZGjBGaEqPlcb+aYxcH8AjMTA5X01rhSLh7tqmPJUQMpxQ6WHDXwSNeqXZ/SfQmcv/t1HPoSVw35VW+haBjhqY92VexWC3s/e4/CC2eRa3T0nv4fdGHlo08kMgnhrfwJb+WPqehvobzjhVhK7KQeLCD1YAH+UWqiOwUS0SoAaTVV3WuDogtJZB8/hCCR0GbEnVdtJ4oi+u83kfHS5ziLSxGUcpc3fsroannjK8JmdpC/J5c2h1yl5kSJwE6NikVmGdZUJ+8vyeHmpioe7epHr5jL8+rrElEUuRDv5MBPNg78ZEefcdGA1wa7DXgZzXtJkVThgE2Qy1C1iUXVJhbGDSj7uz2vyCW2d/ycy4t/aS7+nhMY95y42IlEgrJZNKr2fxv37ZuibtcEWVRIvbp2bv41v6QdO3bkyy+/rLTd9OnTyxnlbq7kia+Inj17VjkX31O4jfkGDWp26lcZJ064HgBvGlJnzpzhwoULKJXKeqlobrFYmDFjBjabjaFDh3LnnVdf6H1cO3fffTdbt27l999/Z8aMGaxduxalsmbldGqbAQMG8Mknn3D+/HnOnDlDq1atvDJu+/btvWbM7927t2y98eE53Mb88OHDPWrM79u3D+CK980NN9xQrk1FrF+/HnAdaGVmZrJlyxZKSkpo2LAh/fr1Q6utuRr69Yo0vCXaJ3dgWvE49sMrsPz8DI4Le1HfsRBBWT+vmyBVoQ67BXXYLThtRZjzNmLKXYu1aD/Won1Yi/ZRlPQWquCBqMNHoAzud5lwniCRor53CaUfxuHMOY1pxeOo7/vOIxtok1PkC72Z43+HIo/xUzBU5zmhuyuxMn8PmbZCIuQB3BXSp+zvSonA5GAVSwot7DHZWVRoweAUuVmnQCOX8Ewvf577s5CP95VwR1stAaqKjdnijfu48OC7iCYLmm6taPzD68hCalZO9Fpw2u0c+HIO+UkJyFRqek99Ef+oih1O6gAFTW8Mp0mfMArOG8g4Wkje2RKKM00UZ5pI/CubiDYBRHcMxD/SOznRoihyfqNLs6lR74HoIq4caWvLKiDt6bmU/LbX9Vm6tqThvKdd9dlraR5ZJ4pI2pqNzei6j8Na+NF8YASD/OUMSrPwxSEDm5LNbDzn+tchXM6jXf24rYUauZeiT65E5mkH+3+0s/8nGzlnLxrwKj/ocpuMHmPltO4nRSqvnTnKQgPw698Zv/6dy/7mtNqwJKa5vPduL/6JZBx5RVgS07AkplG0eltZe2mI/995+E3KQvWVLRsiUdSttsm/xpj/t2Gz2cjJyQE8a8yLokhCgisnxZsq9lu2bAFcmgj1Ufhu/vz5JCYmEhoayrvvvlsvT/KuBwRB4N133+XgwYMkJiYyf/58ZsyYUdfTKodOp6NPnz5s2bKFLVu2eM2Yb9u2Lb/++iunTp1CFEWP3YPu9SU7OxubzeZVAcx/G0uWLAEoS9Fy/39t4xY0jI2Nvey1gIAAgoKCuHDhQqX9uKO2Dh48yLvvvovVerFuUHBwMB999BFxcXFXe3sZ3hLlqncotKgmLMEWG4dlzfPYD6+gNPME6gdXIAm9GOnlvj716ToJMn/UkbejjrwdhzkDU956zDlrsRsTMedvxJy/EUHqjyrsFtRhtyH371ImnCfowlDftxTj/Juwx6/E2qQPihtrVpHhf69Rvt3Jp3ozGXYROfBQoJKuf4uCees6Wp12Pv3bKz85/GaUgqzc2FJgYoACnQQ2ldpZWWylxCEy2k/OHW01fHHYQGKBnXkHinnxhqsb5vrvN5H25MfgcKK7qTuxX7+IRKu64uf05L0kOp0cXDyXnJPxSOQKej72HAGNmlZ9LAGCm+gIbqLDUmon67irrJ2p0EbGET0ZR/TowpVEdwwioo0/MqXn9A6yjh2kOOUcErmClsPGXvYZRFGk6KetZDz/GQ59CYJcRvgLEwibNg5BJq2V61uSZeLMn9kUZ7oqY2mCFa5Sc40v7olvaKDkhgZKzuptfHm4lJUJRo7l2Jj+WwFv75DwYCcd93bQEqCs/ciGK91L+alODvxkZ/+PdtKOO8v+LldDx1tcHvh2g6XIVcJl/XgCQS5D1bYxqraNCbzj4nj2bD3mE+cwH0/+25ufjCUpDUd+MYat8Ri2xpfrQ9mqoUtkr/1FI18WXDU9m9rYn/mM+euU7OxsnE4nGo2GgADPnb5mZWVRVFSETCbzqGr2pYiiyObNmwHqpVf+3LlzzJ8/H4DXX3/dlyfvYYKDg3nttdeYPn06CxYsYNSoUV67F6vKgAEDyoz5Rx991CuHO82aNUMmk1FYWEh2djaRkZ4R0QoICECj0WA0GsnJyfF4lY5/M/8b7eWp6C+DwQBw1bQpnU5HVlZWpf3k5+cDMGvWLB566CHuvfdeFAoF69atY/bs2UydOpX169cTHh5eYT9FRUXV/ATXGR3uhYAWSH58GGfWCQwf9sY5eh60LC+iW3+vkwZ0tyPT3Y7EnISj8HcchX8g2nMxZa3ElLUS5JFIA4cgDbgFiaoxBLVBuOlVJBtfxfzLcxgDW0KD7jWeSVFREalOgcUWKQYE/BB5QOmggcVGoaXmn7Q6/FhygHSbnlCpjuGydlctCXeTCDKZhN/sUn4rtZFvtjBW7uCJTlKmb7bz5WEDYxs7iNBebpAVf76WotnfA6AZ05fAdx+m2GaGQnOFc6vte0kURRJ/+Y7s+L0IUilt734MaWhkjcrgBbSS4d8yBEOmlfzTRgqTzRhyLJzZlEXSlmwCm6oIbaVBE1670Rai08nJX5YBENN7IGZRgvmSz+EoKEH/6teYNriil+TtGhP8/mMoWjWiyFBS4/HtZieZB0rIO2UEQCIXiOyiI6ydFonUfsVrGiLA813h0bZqVpyxsSzBTpbBybs7i/lobzFjW8i4r42cBn61b9Snny3i6HqBI79KuHDw4vcgkYm07CvS6TaRtjeLKLWuPP9SM1Dx7el5VBLo1hx5t+bIAX9AtFixnUnHeuoCtpMXsJ1KwZqQglhi/Ds3PxmWX+xCGhmMvE0jFG1ikbeNRd46Flls+BVLF9bUTvAZ89cpGRkZgMuD40nDwZ1+0Lx5c6+ptJ85c4asrCxUKtUV8zDrmjfffBObzUb//v0vK4fowzOMGDGCVatWsXXrVt566y0WLVpU11MqR1xcHEqlkszMTK+F2isUCpo1a8bp06c5deqUx4x5QRCIjo4mKSmJ9PR0nzHvowy3R2XAgAHMnDmz7O/33Xcf2dnZfPHFF6xatYopUyr2ugYEBPiimwJvwRm7F9OSe3Ce3410+X0ohryM4ub/gCBQVFT0D7lO3SGyO6L4Atai/Zhz1mLO34hoy8KRuwRH7hJk2raow29DOeAhbNlHsB/5EdnPk9HO2IOgvbaKIKIoUlRUxDmllq8LrdiABjIJU4OVBEu9n29tEx18ne5SQZ8SOYTI4LAK248Bwow2viuyst8hwSGX82B7Bd+ezmdfhpWvTgm8NziwrL0oimS9sYiiuT8CEDptLJGvP1QltfXavpdEUeTk6u/IPrgLBIGuD0wnunPlETlVJSgIGrYFm8lO1sliMo7qMeZbKThjouCMCW2okuiOgUS0DUCuqrm3PnXvNow5mcjUGtoOvx2F9qInvHjDHjJnzMWeWwgyKeFP30n403ciyGtubolOkcxjhZzdnofd7Aqpj2jjT7P+4Sh1VYuICwSej4Sn+oj8fNrI54cNnM63szTBzven7AxrpuKxbn50jazZft5ULHJ4rY3dy82c3SXB6ZouggAtbpDSY6yMLiNl6ILr+3r1P0SEQ99LxPZEEVtaLuZjZ8s8+OYTyViTM3FkFeDIKsC8Ob6svUSr/rtUXhPUHVzh+so2l0fAVRefMX+d4vaaREVVriBbExITEwFo2bKlR8e5lF27XCqUPXv2RKWqX2qTu3fvZsuWLchkMl5//fV/wMbq+kAQBF5//XVuvvlmNm/ezJ49e+rVQY9arSYuLo5t27axa9cur4Xat2zZktOnT5OYmOjRKJaoqCiSkpLIzs722Bg+Lsd9aFsREokEnU5XrXQkd9uSkit7kQwGQ5XETnU6HXq9nkGDBl322sCBA/niiy/KQvErQhAE31oKSANj0E75A/Mvz2LbuQDrxlk40w6husd1ePlPuk6CIEMV1BtVUG9ExyuYCzZjylmLRb8de+lJSpJPUpL8AcoO3ZClRCHqUzB/Pwn1pNVX9GxVhiiKbLVJ2GByKda3V0p5NEiFSlI31+un/H2kWvMJlflxb1jfKn1vfbUKNBIJX+nNHDI7MDmtzLzBnztW5rH8hJHHuvrRPFiOaHeQPmMu+qWucneRrz9E+BO3V2t+tXkvJf6+mnObXfoZne95jJgunvltVmjkNOoeQsNuwRRnmEg/oifndDGleRYS/8rm7LYcwlv6E90piIAY9TV9PqfdzpkNqwBo0PcWFFodgiDgKC4l48WF6L/fBICyVSMaLngGTeeql2esiOJME6c3ZVKS5XJZa0OVtLwpkqCG16afoZIL3NVex53ttGxLsbDwYAlbUyysSzKzLslMj2gFj3f14+amKqRVfEZsZpFjf9jZv8rO0d/t2C0Arme1cVcJPcbJ6TZaRlB0/SktWFMEQUDZKAJlowgCbr2oeeEoNmI+mYzp+DnMx1x5+OaT53GWXqFknkRCx7y1NZqHz5i/TnFvqiMiPKtUevbsWQCvKrXv3r0bcOXL1ydEUWT27NmAS5jt0pKHPjxPkyZNuOuuu/juu++YPXs2P/30U73a2Pbu3Ztt27axZ88eHnzwQa+M6X4u3c+pp3CvMz5j3rsMGjSoyvd4SEgIN910E9OmTSM0NLTCtu6ScxcuXLhM2LSoqAi9Xk+XLl2u8M7yNGnSBL1ej7//5bmD7r9ZLF6Obf6HI8gUqMd9jLRRd8wrp2I/uZ7Sj26AcV9BYP05wKwOLuG8YajDhuGwFmDO24Ap51dsJUexlO7D1kWGaouAPWEDxvVPorn1IwSh6h5WhyjyfbGVbXbXewZo5NwZoEBaR78PdtHBp9muXPnHIm5CLam6F7SbWoZaomJBgZkEqwOzQsJNzVVsSjLz/u5iFgz2I+WR2RSv2w0SCQ0+foLgCUMq79hDJG/9jVNrVwDQbtz9NOo9wONjCoJAQIyGgBgNLQZFkn2yiIyjegy5FrJOFpF1sghtiJLoToFEtguslrf+wq6/MObnovQPJDpuAACGbfGkTp2DLT0XBIHQqWOJfOk+JKqaR6tajXbObc8h42ghAFKFhKY3hhHTJRhJLRxECYJA/1gV/WNVJOTZ+PxQCatPGdmfYWV/Rj6NA2U82kXHHW01qOWXG+FOh6sW/L5VNg6tsWO+5Pw3soVAhxF2+k7wI6KZ5/QL6iNSfw3aXu3Q9rqoJSbaHa6SecfPunLxjydjPnbWFcVRQ3zG/HWI0+ksE7/zpDFvMBjKIgC8laOcn5/PmTNnEAShSsJJ3mTjxo3Ex8ejVquvWBHBh+d54okn+PHHHzl8+DB//PEHQ4bU3Sbmf3Hfr6dPnyY/P5+QkGsLF60OzZq56t5mZWVhMBg8JhZ5qTHvdDqRXIPnzEf1GT16NOnp6ezfv5+AgABat25NaGgoeXl5nDp1iqKiInr06IFWq+XMmTP88MMPbN68mZUrV1aYp96jRw8WLlzIjh07LksV2rlzJ1C1fP1evXpx6NAhkpKSLnsWk5KSAHxpGdeIosd9SKPaY1w0HjEvCcnXw7Dd/RWKzuPqemo1QqoIRhs9AW30BOzG85hyfsWk+hVrJwvKwznYNy8kT9yJsv29qMNvQ66t2PNpdoos1Js5YXEgIHK7v5KbtN5VrP9fftUf5IIlj2CZjvtD+1b7/W2VMmaEqJmbbyLZ5iSqmxpVmoW1iSZGLvuGhht2IyjlNPrqBQKG153TI23/Do6tXAxAy2HjaDZwuNfnIFdJadA1mJguQZRkmUk/oif7VBGl+dX31tstZs789hMALYeORXBCxkufk7/wFwAUjSNpOP+ZcgbctSKKIhlHCzm7LacspD6ybQDN+keg1HnGdGsTKmfOkGCe7xPAoiMGvjtq4HyhnZc2F/L+7mIe6KTlgU46QtQSLhx2sneljQOr7RRnXxSoC4oR6DFOTs/bZcS0c6X/BAb69gMAgkyKqnUjVK0bwe0Dy/5uzcqvcd++K3wdUlhYiM1mQyqVetRgcCseR0REeE1R/uDBg4ArfDg4ONgrY1YFURSZN28eAA8++GClgk4+PEN4eDgPPPAAAPPmzatX6s7BwcFl4fXu+9jT6HS6MkPb/bx6guDgYKRSKTabrR6LcF1/TJo0iVOnTjFt2jS2bt3KN998w3//+1+++eYbtm7dyrRp0zh9+jQzZ85k06ZNPPnkk2RnZ7NgwYIK++3duzcNGzZk7dq1ZdVKwHWAO3/+fGQyGWPGjCn7e0FBAWfPnqWgoKBcP2PHjkWhUPDdd9+Vi9owGAwsXLgQgGHDhtXGpfhXIm3QBe2M3UibD0CwGTEvuRvz2pcQ3Qmq/3Bkmsb4NZ5OWPff8b/tZ8SWHRBEkO9OoPTsZ+QdGkXuoXGUpi/BYc277P16h5P38kycsDiQA/cpHHVuyDtFJ3P/VrB/OHwgGum1lVJtqpDybKiaQIlAgSgyeIgfaq2EBcHtkejUNFk1q04N+ezjhzj8rUsIuMmAobQaXr0w/9pGEAT8o9S0GRrNjZNb0vKmSHRhSpx2kayTRRz6/jz7Fp8j9WA+NvOVn5/kbb9jKS5EExJOmKoB2SP/U2bIBz8wjBbb5tWKIV+cZeLAd8mc3piJ3exAG6qk692xtL01xmOG/KVE6qS8eEMA+yZF8Wb/ABr6S9GbnczZW0L3hZkMnprLf8aX8NdnNoqzRbRB0HeinGfWqnnnqJZxbyhp2EFaryIj6zPyiJrbMj5j/jokL8/1oxYSEuJRD1lF5Ys8xaFDhwDo2rWr18asCnv37uXo0aMolUoeeuihup7Ov5pJkyahVCo5cuRIlWphexP3feu+j72B+/msSimxa0UqlZYdrrnXHx+e5/3336dTp05MmzbtMv0QlUrFtGnT6NixIx988AESiYTJkyfToUMHtm7dWmG/MpmMWbNmIYoi99xzD6+88gqzZ89m1KhRJCYmMm3atHJpREuXLmX48OEsXbq0XD8NGzbkueeeIz8/n5EjR/Lyyy/z5ptvMnLkSBISErjzzjvrXbrUPw2JLgz1o+tw9poMgPWvDzB+MQrRqK/jmdUegiCgDOyO/4PbkES0RmJ2oI63AVLspQkUn/s/cvYOpOD445hyNyA6zKTaHLybayLN7sRfIjAzREU7ad0f7v5WeIREcxb+UjUTw/rXqK9ouZTnQtWEik5QSegzUEtil/ZkffM+uhs61NKMq09+UgL7v5qD6HTSoMeNtB97f70y7GRKKQ26BNNjYlO6TWhMVIdAJHKhLLd+54IznFyfTlG6scwhYDOWkvTHGnCKNCqI4Nytz2E/m4EsIpjGy9+gwYfTkepqVuPeZnZw+o9MDnybTEmWGalCQotBEfSY2JTABteWG18TtAoJ4yK1vGEKZsh+LQHpUmwCnG5pZcs0A0kzjAz8Ssp7p3Tc+5GKljfIaiX030f18Rnz1yHuzXRleZE1JSUlBfCuMR8fHw9QpXxNb/L1118DMG7cOI9fdx8VExoaytixYwH46quv6ng25encuTMAR44c8dqYjRo1Ai4+r57Cfd/7jHnvcejQIdq1q9gT1K5dOw4cOFD2/506dSI3N7fSvnv16sWyZcvo1q0bGzZsYNmyZQQGBvL+++8zefLkKs/xvvvuY8GCBTRv3px169axatUqAgMDeeutt3jzzTer3I+PqyNIZYg3v47q3m9BrsZxeiOGOX1wZFYuLvhPQlBqUT+wHBQaJBnpBBlG49/sFeR+HQEHFv02Ck89w44jTzM7p5BCp0iUTOCFUDWNFXWfsyuKYplX/oGw/vhLa2b8AejOpTPm7pcIPpOCSiOl90Adc0v96iwqrSjtPHs/ew+nzUZE+650vvfxaxIs9AaCIBAQrbmyt/5EEQeXubz1aYcKSNz4K2QWE7PZhnnpTnA4Ud/aixY75+N/c48azUMURTKPF7LnqyTS412HcBFt/Ok1qRkNu4V43UA2FYns/M7GnNFGXmhXyk8vW1Gsl9FvkZZ7jvnRTakAAU7523gmpYBxq3P5LcmEsx5FQv7b8OXMX4e4a/t6Oic3NTUVcHlfvEFOTg5ZWVlIJJLLRJnqkuzsbDZtcimY+rzy9YOHHnqI77//nk2bNpGTk1Nv0h46dOiARCIhMzOT3NxcwsIqLkdUG7iNeffz6il8xrz3cTqdlX6vKSkp5Tb2MpkMpbJqob0dO3bkyy+/rLTd9OnTK9QJGTRo0BUV7X3ULvIudyCNaIVx0R2I+Wcp/bgv6ru/Qt5pbF1PrdaQRrRBNW4u5u8nYd30PpoWv6Pt/MPf+fVr2G4wsibocZyCjCbG/dyj/wil8Sbs4bcBAXU6983FJzhuSkUjUTApfGDlb6gEY3wiyeNfQZlfzF1vfc4v37xJulJCSAcV35wz8kAz73pzDblZ7Jn3LnazieBmren+0FNIpP8MM8PtrY/pHERx5t9K+KdcSvinfk9E+tcqouKNSBwgDdAR/cEUGNQJWWDlVT0qwpBj5vSmTIrSTQBoQhS0uimKoEbe/e5sFpHjf9jZt/JSJXoXTXtI6DleTvcxMvxCXQcziQU2Fh4s4cdTRg5kWpm0Np+mQTIe66rj9jZaVDKfh96b1M/jMh81Qq93nex5MqfcbreXiex5S8DInbvZpEkTNBqNV8asCqtXr8bpdNK9e3evqvr7uDotWrSgW7duOJ1OVq9eXdfTKUOj0ZSFJ1+ai+xJ3M9ndnY2drvdY+O415vCwkKPjeGjPN26dWPjxo388ccfV3x948aNbNy4sVxa0vnz5+vN4ZaP2kca0xntU7uQthgI1lJM39yFef0riE5nXU+t1lD0uA95z4kgOjF9ex/Okmyk6lg2BT/Gz8HTcAoyutmOcV/OSyjMiRhSF5B3cDiWs49hzFyO0+Z9XQ9RFPkk6zcA7gvtS7CsZjpDhp3HODfyBRz5xai7tKD9ijd4PtoPjUlEJhfYoXASb7TVxtSrhLlIz55P38FSUoR/g8bEPf4cUkXN1dy9jdtb33ZYDDdMbkmzjnICl39KyEGXIW9t3ALjjOcxNu+Iw3btz5Td6iBxcxb7l5yjKN2ERC7QrF84PSc285oh73SKnNlp59unzDzXysBn95k5tMZlyEe1kjDqPwrejtfy/EYtAx9RlBnyAC2C5XxwczB7HopiWg8/ApQC5/R2nv+zkLivM/lobzF68/Wz5tR3/hlHZj6qhduYDwoK8tgY2dnZOBwOVCqV14To3MZP27ZtvTJeVRBFkVWrXDVHb7+9bgVefJTn9ttv5+DBg6xatYpHH3203uTstWnThrNnz5KQkEC/fv08Pl5wcDAqlQqz2UxOTg7R0dEeGce93rjXHx+eZ+bMmdx999088cQTtGnThq5duxIUFIRer+fQoUMkJCSgVqt55plnANd3s3PnTsaPH1/HM/fhSSS6UDSPrsOy9iWsWz/Cumk2zoxjqCd8g6CuW+90baEa8xGOC/twZidQ8v0jrLx9Ofv+Fi4boZNzm18vaPAX5vy/MOX8gkW/C9F0nOKzxyk+9y6qkIGow0ejDLoBQSL3+Hx3GxI5WJqMUpDxSMTgGvVV/PteLjz4LqLZivbGjjT+7lWk/hpkwKsxGh45UUxIlJwFegsPC9BD7dnPZzUa2D3vXYz5OWjDIuk15QXk6vrjcLlWStfvoOTpuSiKjTil4Bg5iJK2wxAtAqc3ZiGRC0S1sxLTKQhduKryDnHtGXPPlHDmryysBtfhelgLP1oMikTl7/n7ECD9hIO9K+3sW2VDn34xaiswSqDHOBk9x8tp2EFSpT1ThNYllje9hx/fHy/li8MG0kscvL+7mHkHShjTXMq0XnYaBXjns/1b8Rnz1xlOp7NMTdqTxnxmZiYAUVFRXjOSTp06BUDr1q29Ml5VOHHiBElJSSiVSoYP937ZFR9X59Zbb+X1118nMTGREydO1JvUjDZt2rB27dqy+9nTCIJAVFQUycnJZGRkeNyYLyws9JWn8xKtWrVi2bJlvPnmmxw6dIiTJ0+We71r16688sorZWumv78/u3btukwsz8f1hyCVoRr1HpKYTphXTHbVo//4BtQP/Yg0vFVdT6/GCEot6onLyJ0/jMWdpnDO7EAC3Beo5AbN34aDVI06/FbU4bdit+SgT1kJxX9gN57BnLcRc95GJPIQ1GG3oo4YiUzbxmP7mU+yNgBwV2gfIuTXfqCiX7WZ1Ckfgt2B/7BeNPrqhXL1zINVUm5CxtoLVmJiFXypt2B2Ql+tZ4wpu9XCvs/epyQjBaV/IL2mvoTKP9AjY3kLe2EJGc8toHDVFgAswRJsd7aj96xnsJkcZJ0oIv2IHpPeSnq8nvR4Pf7RamI6BRHeyh/pFeqxAxj1Vs5syqTgfCkA6kA5LW+KIqSJ56tB6dOd7FtlY99KO2knLnrMVX7QbZScnuNltLxBikR6bfe/TiHhka5+PNBJx9pEEwsOlnAi18bSBDs/nMrmtpZqJnfzo334Py9a45+Az5i/zjAYDDidTgRBwM+vZrk8FeGNOvaXIooi586dA1wh1PWFjRs3AjBgwAD8/f3reDY+LsXf35/+/fuXhSHXF2PenYpx9uxZRFH0ymFYeHg4ycnJVRI+u1b8/PwQBAGn00lpaalH1x8fF2ndujXLli0jIyODU6dOYTAY0Ol0tG7d+rKDG6lU6vte/mUouk9AGtEG46LbceacofSjG1BP+AZ5u1vremo1pjC0DfMn7SFL7o/SUsKjZNNB0/mKbaWKMGSh9xDQbDIO42lMOWsw5azFacunNGMJpRlLkGlaoo4YiTr8NqSK2tMzOVSazM6SM8iQMDni5mvuJ//rdaQ/Ox9EkcA7BtJw7gwE+eXb+Ac66fhyUSZ2m0hscyXfFlkwiyI362rXkHI67Bz8+mMKzp1GptbQa+qLaEP/2Sk8hm3xpE75EFtGHkglFLZTUNhWzg0PPoAgCCg0Mhr1CKFBtyDSEnIoSrKRl1RCcYaJ4gwTiZuziWofQEynIDTBLm0Sh93Jhb15pOzNx+kQkUgFGsWFEBsXilTmuUNvY5HIoTU29q6wk7jTgVs6RSqHDkNk9Bwvo+MtMuSq2tuDyKUCY1prGN1KzbYLZj7Zq2dPppOfT5v4+bSJfo2UTO7uR9+GynoTLXk94DPmrzOKi4sB18bak54xtzHvrdzL/Px8iouLkUgkXlXPrwy3MT9kyJA6nomPKzFkyJCyvOEZM2bU9XQAaNy4MRKJhOLiYgoKCjwuVAkXn1P3c+sJJBIJfn5+FBcXU1RU5DMavUx0dLTHoi58/LORNuyKdsZuTIvvwpG8E9PXY3EOewPF4Of/sRvqC1YHcwvMFMv9CbAUMun7EcRYC3HO3I9Ed3VDXBAE5Lo2yHVt8Gv8NJbCXZiyf8Gc/xd24xlKkj+gJPlDlEE3oI4YjSpkEILk2mrBu3Er2I8N6UmM4trSEnM+WkHWm4sBCHl4BNH/d3WVeLVM4Mk4f178qxA5EN1cycpiK2bRlYJQG9+5KIocWfY52ccPIZHLiXv8OQJi6s/erLo4zVay3lpM3oKfAVA0jcY0qimF2UcJa92BkOZtyrUXBAG/aCUN20ZgLXWQeUxPxtFCzMU2Ug8UkHqggKBGGvyjNeScKsJU6NIvCG6speVNkWiCanZPXQ2bReTEJjt7V1wuZNeij5Se42V0GyVHG+TZ514QBPrFqugYoCbNqmHBQQNrE01sS7GwLcVC+zA5U7r7cWsLNTJfObsa4zPmrzPcxrynvcRuD5831LiBMq98gwYNqqzE7GnS0tI4deoUUqnUp9RcTxk8eDASiYSEhATS09O9JtZYEUqlkgYNGpCSksLZs2e9Ysy7n1NPeubBte4UFxeXrUM+vEd2djanTp2ipKQEnU5HmzZtvBY55aP+I/GLQDP5d8w/P41t1+dY1r+KI+Mo6ju/QFB6v4Z1TThutrNQb8YiQrRMwhOBgSgkdpzFGZi/fxj1pNVVKocmSOSogvujCu6P01aEKe83TDlrsBUfxqLfjkW/HUHqhypsKJrwUcj9u1TbEE4wprOp6BgCAlMjqn/oL4oiWW8uJvfjlQCEP3MnES9VXrf9rnZaPjtYwuFDJrqGyckKkPBriRWzU+R2f0WNDfqTvywjde82BImE7g89RUiz+pP+WF1Mx8+R+tj7mBMuABD8wDD8p49gy4cvAdB6xB0Vvl+pk9G4dxixcaHknzeQEa8n76wBfYoRfYoRAKlcQrP+4cR0Dqr1AzSnU+TsHgf7Vto58LMNY+HF16JbS4i7Q0aPcXJCGtVN6lv7cAXzh4fwQpGdLw4bWHa8lOO5NqZsKKDRTimPdfPjzrYa1FdJT/BROT5j/jrDYDAAeNwrVlBQAHi+/J2btLQ0wLs17Stjz549gKt8kyf1CXxcO0FBQXTq1InDhw+zZ88exo0bV9dTAlzl4lJSUkhLS6Nnz54eH8/9nLqfW0+h07ly/9zrkA/Pk5qaymuvvcbu3bsve61379689tpr9Wrd9FF3CDIF6ts/RRrdCfNPT2KPX0Vpzhk0D61CEty4rqdXJXaU2viuyIITaK2Q8niwCo1EwHH/Mko/ugF7wgas2z5GOaB6kVgSeQDaqDvRRt2J3XQeU/YaTDm/4LBkYspaiSlrJVJVI9QRo1CHj0SmqtrB8LxsV/TerYFdaKqq3uGa6HSS8dwC8r9eB0Dk6w8R/kTVhHYVUoFnevnzxO96ftxSwuy7Q1ljtPFHqQ2LKHJPgBLJNRqVSX+u5eymXwHodM9jRHbodk391DWi00nevNVkvf0NotWOLCyQBp88if8tcRxc9AmIIhHtuxLUuGqpnYJEILixDpPeij7FWE7t3mFzcubPLPKTDcR0CiKkiQ6hhh7pzNMO9q6ws2+ljfzUy4Xs4u6Q06B91YTsvEGjABlvDQhkRpwfi4+UsuiIgZRiB//ZXMgHu4t5qLOOBzppCVZL63qq/zh8xvx1hnsTrdV69qTdG+XvLsVtzNcHz6qbAwcOAHjFGPNx7fTs2ZPDhw9z4MCBemPMu+/j9PR0r4znLaV597pTWlrq0XF8uMjKyuLuu+8mLy+PZs2a0b17d8LCwsjLy+PgwYPs2rWLCRMmsHLlSqKioup6uj7qCYo+jyCJbINp8Z04M45SOqcP6onfI2vev66ndlVEUeTXEitrDa5w5V5qGfcHKpH9bahIozuiGv0h5lVTsaz9D9ImNyCLvbbfZpm6MX6Nn0AXOw1r0X5XGH7e7zjMKRguzMVwYS6KgDjUEaNQhd6MRHrl/VayOYdf9QcBmBZZPa+8aLOTOn0OhSs2gyAQ899phDwwrFp9jG6lYd6BEk7n2zl50sz9nTR8W2Rhm9GORYQHApVIq2nope7dxsnV3wHQdvQEGvWqv/dMRVjTckid8iGlO44C4D+sFw0+egJZWCDFGamkH3Idjra+teqVP4ozTZzamIkhx+zqM0pNi8GRWIptpMfr0aeUkn/WQP5ZA6oAOdEdg4juEIhCW3VTrCjLyf6f7OxdYSPlSHkhu64jXQZ8TYTsvEGwWsrTvfyZ3E3H8pNGFh4sIaXYwX/3FDP/QAl3t9fyaBcdDQN8JmpV8V2p6wz3JtrtIfMEJpMJs9m1WHnLI+02eho0aOCV8arC/v37AejRo0cdz8RHRXTv3p2FCxeyb9++up5KGe772H1I5Wncz6nJZMJkMqFWqz0yjs8z713mzp1LXl4eb7311hXLza1cuZJXX32VefPmMWvWrDqYoY/6iqzpjWhn7Ma4aDzOtMMYPxuGaswcFDc8VtdTuwy7KPJdoYVdJlcpr+E6OaP8Lg8Vl/d+GHviX9iP/Ijp23vRPbMPQR14zeMKggRlYBzKwDiczf+DOW8TpuyfsRbtw1q0F2vRXoqT3kIVOgR1xGgUAT0QhIuhwp9lb8KJyCD/drTTNKzyuE6zlZSH/4/i9XtAJqXhgmcIGjeg2vOXSgSe6x3ApLX5fHHYwEOddTwcpOQrvYW9JjtWUeThIBXyKhr02ScOE7/0MwCaDrqVZoNHVHtO9QH9qs2kz5yPs7gUiVZF1KxHCb7/lrL76fS6lSCKRHWJI6Bhk0r7s5kdnNueQ3q867BcppTQrF8E0Z0CXX1GqQlv5U9pgYWMI3oyjxdiLrJxbnsOyTtzCGvpT0znIAIbaK7oRTcbROLXuQz4hC0OxL9teIkM2t8kJe4OOR2HylCo668BfyXUcgkPdNJxbwct6xJNzD9QwvFcG1/HG/jmiIGRLdVM7u5HuzCfAn5l+Iz56wyj0ZWf46nNOlBW+k6lUnktfz07OxuAyMhIr4xXGUajsSyPv1OnTnU8Gx8V0blzZ8Clu2A0GtFo6r7+rfs+9qQg3aWo1WqUSiUWi4Xi4mKPrQ/ua2symTzSv4/y7Nixg0GDBl21bvz48ePZvHkz27Zt8/LMfPwTkAQ1QjttM6blj2E/vBzzj9NxZBxFNWYOgqx+bKDNTpGFejMnLA4EYEKAkn5XKbMmCALqOz7DkHoIsSAZ0w+Pon5gea2EGUukWjQRo9BEjMJuTseU8yum7J9xmFMw5fyCKecXpMpo1OGjUEeMJFcawMoCVyretMhbqjyOs9TM+XvfxLA1HkEpJ3bxS/jfEnfN876lmYpOEXKOZNv4dH8Jr/cPRCEILCwwc9jsYH6BmceDVCgrCfkuSE7kwJdzEJ1OGvS4kXajJ9Sb8O2q4igykD5zHoU/bgVA060VDRc+i7LpReHQwtRkMo/sA0Gg9fCKvfKiKJJ1soizW7KxGh0ARLYLoHn/iCt627XBSloMjKTpjeHknC4mPV5PcaaJnFPF5JwqRhuiJLpzEJFtA5DIJJza6mDvChuH19qxGi/206SHhLjxcnqMlaEL+efnmcskAqNaaRjZUs32FAvzD5awPcXC6tMmVp82MTBWyZTufvRu4FPAvxo+Y/46w+0x96QxX1JSAng+L/9S3MJdoaGhXhuzIs6cOYMoioSGhnpNBNDHtREWFkZISAj5+fkkJibWi8MX933saUG6S/Hz88NisVBSUuIxYTR3/XKfMe8d8vPzKy3V2aJFC58x7+OqCAoN6nuXYI3uiGX9y9h2f4EzOwH1xB+Q+NVtmbFCh5O5BWZSbU4UAjwapKKjquJtq6AOQHP/Ukrn9sd+7Gdsuz6v9WgDmSoGv0aPo2v4GLaSeIzZP2PO3YDDkoEhdQGG1AVkKmMZLqooDOhFD12zKvXrKDKQfOdrGPclINGqaLzsNXR9a/Z7JQgu7/yEn/NYctTAo111dPKTMS1ExfwC1yHJ3AIT04LVqK5i0JdkpbN3wWwcNivhbTvR+d6rK+nXVww7jpI6+b/Y0nNBKiFi5t2EP3MXgqx8fvbptSsAiOl+A35RV48ENRZYSPqtAEOGFQBNsIJWN0cR1KjyFFepXEJU+0Ci2gdSkm0mPb6A7IQiSvMtJP6ZxZlN2aSd1pCwU4c+23WoFt5UoOcdcuLGywlv+s+69lXFrYDfL1bF0Wwr8w+UsC7JxOYLFjZfsNAlQs6UHv7c0lSF1KeAX47r8474F+PeRLs31Z7AWyJ7boxGY1n6QH0xnE+fPg1Aq1at6ngmPqqC+3tyf291jfs+NhgMXjN83c+r+zDOE7gPEd2Hij48S3BwMImJiRW2SUpK8pq2iY9/JoIgoBz8LOpJq0Hlj+PcDko/6oMjPb7O5pRpczI7z0SqzYmfRGBmiLpSQ96NtFF3lCPeAcD8y0wc6Uc8MkdBEFD4dyGwxRtExG0jsNUHKINuBCREWS7wH+tpZud9j/7Us1j0uxBFx1X7sucVcXbkCxj3JSAN0NHkp3dqbMi76R+rJC5GgcUBH+9zrf9tlTKeDFajEuCM1cmcfBOlTvGy95r0+eyZ9w42o4HA2GZ0nzQDifSf4wd0WmxkvvYV50a9iC09F0WTKJqt/4CI5ydcZsjrzyeSfeIwgkRCq2FX1tdx2J2c25HDvm+SMWRYkcgEmvYNo+cDzapkyP8vfhEqwtpEUmqPJfFwMEW5MgRBpGHrUoZMymbsszlM+cbGa7vV3Pa88ro15P+XjhEKPrs1hO0TI7mvgxalFA5n23hkbT4Dvs1m2fFSLPbL79d/K/+Ou+JfhMXiKirpDWPe0yJ7bgoLCwFXSS9vjVkZycnJADRv3ryOZ+KjKri/p/Pnz9ftRP5Gq9WiULhO3D0tSufGG/ns7nXHZ8x7hxtvvJHNmzezcuXKK76+atUqNm/eTN++fb08Mx//RORth6N9cgeSsBaI+hRKP+mPLf7K95YnSbI4eC/PSL5DJFwq8HyomsaK6ilcK/o9gaztcLBbMH07AdHiWVFOQapCHT6c4Pafszr2RebKm5IhDUAiWjHnrqPg+MPk7LuZ4vNzsBuTy73XlpHH2Vufw3zsHLKwQJqunY22R+2VehMEgef7BADww4lSLhS5tAdaKKU8HaJGK0Cyzcl/80wUOy4aSNZSA3vmvYtJn48uIpq4yc8jU3pub1nbmE+lkDRkBrlzfwRRJPi+W2ix9dOrXttTa133eoOe/dCFXy4YWnDewL5F5zi/Ow/RIeLXQEnPB5rSuFdYtQXnjEUiO5ZY+eBWIy91KuWXtx0c2qDlz28jSTsfhSLAD0ECcrmF/NNZ7FqYSOLmLIx6S+WdX0c0DpTxf4OD2PtQFE/09CNAKXBOb+fZTXp6L8pk/oESii3Oyju6zvnnHK/5qBJWqyvkx20oeAJvhPJfirtmtb+/v1fGqwoZGRlA/VLX93F13N+T+3urawRBwN/fn7y8PI96yi/FG15zudyVy2qz2Tw2ho+LTJ8+nS1btvDqq6+yZMkSevToUZZSsn//fpKSkggKCmLatGl1PVUf/xCkEa3RPrUT45J7cZzeiGnJBBwZx1AOfd0rodWHTHa+1JuxA03kEqYFq/G7BmVuQRBQ3fUlpR90x5lzBvPqp2Do+7U+3//F4DAzX3+YIkUsfRq/QQe5AlP2z5hy1+G0ZlGa+gWlqV8g9+uEOmI0ElNXLox7F+uFLOQxYTRd/TbK5rUv9BsXo2RArJItFyx8uKeYj29xRes0VkiZGapmTr6ZNLuT/+abmCQHndXCvoXvU5KVhiogiF5TX0Spqz97sIoQRZH8L9eS+dpXiGYr0mB/Gnz8BAG39rnqe/LPniL31FEEiZSWQ8eWe81isJO0JYvsBNdeVKGT0WJgBPJwB+rAqu+17VaRE5sc7Flh4+hvdux/2+WCAC1vdAnZdb1NhjpAAIKwltrJOF5IRrwec7GN1AMFpB4oIChWS0znIEKb+yH5l4Sbh2mlPN8ngKnd/Vh6vJTPDxnIMjh4e0cRn+wr5v6OOiZ10RGh/XeWtfvXGPNHjx5l7ty5xMfHY7PZaN68ORMnTuS2226rch9Op5Nly5axfPlyLly4gEajIS4ujhkzZtC4cWOPjVsd3Jto96baE3gjlP9SfMa8j5ri7VJwVcFtzLvvb0/jjXx29yGi+1DRh2eJiori+++/59VXX2Xv3r2XhdzHxcXx+uuv+8rS+agWgjoQzSO/YFn7EtYtc7Bu+j+cmcdRT/gGQeW59Lq/DFaWF1sRgU4qKQ8HVi7MVhESXSjqe5dgXDAE+/4lCNFx0O/h2pvwFfgubwdFDhNNleEMC+qCVJCg8OuAf9PnMedvxpTzC5aC7dhKjmArOYJoE1COVyM70YiG776LslF05YNcI8/2DmDLhRx+OmVkWg8/WgS79okxcinPhqr5MM9ElkNkgV3g1uWfoD93GrlaS6+pL6EJrh8pjpVhyy4gbdocSv50lQT0G9yNBnNnII+sONXo9DqXV75R7wFoQ11aEaJTJP2InnPbc7BbnCBAg67BNL0hDKlCUhY1WhGiKJJ8wMme5TYOrLZTWnAx8iG6tYS4O2T0HC8nuMHlB2UKrYzGcaHE9gghP9lAerye/HMG9BdK0V8oRamTucrbdQpEqfPcnr8+oVNIeKyrHw920rH6lJEFB0tILLAz70AJXxwuYXwbLY9309E06N9xPdz8K4z5vXv3MmnSJORyObfeeit+fn5s3LiRmTNnkp6ezuOPP16lfl577TVWrFhB8+bNuffee8nPz2f9+vXs3LmTH3744bKQ69oatzp4w5h3e/a8Zcy7w4I9WW6vutQ3dX0fFeP+ntzfW33AncNek7B3h1Nkb7qFnFIn4VoJcTHKqwrDuJ9XdyqOJ/B55r1PbGws33zzDVlZWZw8eRKDwYBOp6NNmzY+I97HNSNIpKhGzkYS1R7zyinYT6yl9JO+aCb9hCSkaa2O5RRFfiq2srHUtW7018i4K6D6NdCvhKx5P5RD/oPl97cQ1j+Ls00/pOGe0boxO218kfMXAJMjbkZ6SZk6QaJAHXYL6rBbcFhzKY5fjOHs98gamFH1NULfUxRm3oPacRvqiNHINVUTzasOnSMVDG2m4rezZt7fXcznt4aUvRYhk/xt0BuJ/vU79CcOIcjl9HxsJv7RVS+rV5cUbdhD2hMf4cgvRlApiHpjEiEPj6hUAT3vzAnyzpxAIpPR4pYxAJRkmzj9RybFma79rl+kilY3R+Ef6YpwE8WK87Vzk53sWWFj3wobOecutvWPEOh5u4xed8pp0F5SJXV2QSIQ2syP0GZ+mIqsZBzRk3GsEIvBTvKuXM7vziW0uR8xXYIIaqT9Vyi+K6QCd7bTMr6thk3nzMw7UMKBTCtLj5ey7Hgpw1uomdrdj04R9aMqh6eptjFvtVo5d+4c/v7+REd77gSxtrDb7bz88ssIgsDSpUtp27YtAFOnTuWuu+5i7ty5DB069KqedTd79uxhxYoVdO/enUWLFpV5oEaPHs2DDz7I66+/znfffVfr41YHp9NZtsDIZJ47p7HbXflWnjwwuBS38eGtMnhVoT5GC/i4Ou7vyVsh7VXBvYZcq3G9PsnEq1sKyTRcFFWK0kl5c0Agw5tfngLjXhPcz68nkEpdIW6iKOJ0OpH8wxSP/8lERkb6Dhd91DqKHvchCW+FadF4nFknKZ3TB/XEH5C1GFAr/dtEkW8KLez7u4b8aD8Fw3TyWjVIFDe/hD1pK46z2zB9ex/aJ7cjyGp/P7Eqfw85tiKi5IGMDe551XbmQzmk37kXZ0kE2uGRhLzYCHPxRpzWHErTvqI07Svkfh1Qh49BHTYMiTyg1uY4s3cAv581sy7RxLEcKx3CLxo7oTIJ4/f+SuqRHYiCwInRj9E1tmWtje0pnKVmMv7zOQVLfgNA1aEpjRY+h6p1o0rfK4oip9a5FOwb9RmEQhdE4l9ZpB4qABGkCgnN+oYT0zkIoZIoEUOByMHVNvYst3Fu/8U8bqUWuoyQEXeHnNb9pdXOr78UdYCCZv0iaNInjJzEEtLj9RSlGclNLCE3sQRNkIKYzkFEtg9Errr+Q84lgsCQZmqGNFOzL93CpwdK+DPZdX+vSzRxY0MlU7v70bfR9V3Wrlo7rePHj9O/f3/GjBnD4MGDGTx4MN9++y3gMiQ/+ugjRo0axT333MNHH31UL/JT9+zZQ0pKCiNGjCgzqMHl5Z0yZQp2u52ffvqp0n7cAkNPPfVUuXz03r17c+ONN7J///4yUbTaHLc6OBwXN/We3ES7jQFPHhhcijtk11uRAJUhiqLXFf191Az391RcXFzpibq3qImnfH2SiUfX5pcz5AGyDA4eXZvP+qTLQ+m94TV3G/Pg+k3w4cPHPx9ZbE+0T+1C0rA7orEA48JhWHcsqPFaanSKzM03s89kRwI8GKhkuJ+i1jfdgkSKasJiRHUwzvR4LL++VKv9A9hFBwuyNwHwWMRNKCRX3h+VbDnMudtfxlliRNu7PY3nzyOw3RtExG0lsM3HKIMHAlJsJccoPvsm2Xv7oU+YgblgK6JY84PYNqFyRrVyHfa+v7t8ilfy1t9I/eMXAFJvvZ/kFp35IN/EBevVVfjrGuOhM5wZMM1lyAsCYdPH0XzjnCoZ8gC5p45ScPY0EpmckBZD2fvVWVIPugz58Nb+9JrUjAZdg69qyNssIofW2Jg/wcRzrQ0sm2nh3H4nggTaDpLy4Gcq3jul48HP1LQdJKuRIX8pEpmEyDYBdLu7MT0faEpM5yCkCglGvZXEzdnsXHCGhN8yKM7695SJ7RmjZMmoUDbdG8HY1hqkAuxItXD36jyGfZ/DmjNGHFeo2HA9UC1rbM6cORQVFTFmzBhkMhl//fUX77zzDgkJCcTExPDZZ58hkUiQSqUcOnSIxYsX88YbbzBq1ChPzb9S9u3bB7hUf/+XG264oVybiti7dy8ajYauXbte9tqNN97I9u3b2b9/P02aNKnVcavDpcb8pZvq2qaujHlvRQJUhtlsLrvW9UVd30fFuFM0HA4HZrPZa+KNFXGt+eUOp8irWwq50k+SCAjAa1sKL6vF6l4TPOmZv/QQ0eFweG2N+Lfw4osvXtP7BEHgnXfeqeXZeIfS0lLk8it7aqVSablDXncJ0yshkUjKPffVaWs0Gq9quAqCgEajuaa2JpOpwkOvS39fKmr7v+Nd+htVWb+VtdVoNAiCgCQwBtnD6zGsmIotfgWly59Afu4QqlHvIcgU5dqC65CyorXGrFDyqd5Kut2JzGblQZ2UtqKV0tLL10O1Wl22tlit1goPJFUqVdlad2lbURZIyZD3kK6aROlfn6CO6YVft7FlbW02W4VrsVKpLFvPrtT214JDnC/KJEiqYXzARa+83W4vO7At2riP1MffR7Ta0fXvQvgXz+FUy5HiCsOXBw7Eqe6DLDoPU97vmLLX4DAmYTRugNQNKDWh+MeMRh0+ComqaYVipnK5vOw3xv2752ZyBym/HDPyxykj29tJiGukI+/4IY6t+ganKBJ5wxDi+txIXoGJC3Yns0tLmRyspqlCWq5fp9NZoQaLTCYri6gURRGj0VgrbaVSKUq5nJyPVpI9eylGmwV5VAgNPnoS3Q0dMNmtYLeWtb3aGiGKIvGrl2JxaghsNIGjG7JQylWoAuS0ujkKVbiAHSv2/7knXXnwIvtWSDi+vhRjEdhFIyIiDdpJ6D5OTvfRMgIiRMCKU7ABnlsjdGGuFIDonn5knSwk46geQ56FcwdLOXcwA78IFdEdgmjSNQqp3PUceWKNgPLPvSiKl63f1VkjqvPcX9q2mb/I//VVMr2TlK/jDSw/aeRIqpHHUouIDZDyeFwod3XwRyUTqrWe1HSNuFpbu91ec/tGrAbdu3cXZ8yYUfb/NptNfOaZZ8RWrVqJHTp0EMeMGSPm5+eLNptN3LJlizh06FCxbdu24tGjR6szTK0yffp0sWXLluKxY8eu+HpcXJzYq1evCvsoLS0VW7ZsKY4YMeKKr2/evFls2bKlOHv27Fodt6CgQHQ4HKLT6azSP5PJJL722mvia6+9Jlqt1iq/r7r/vvzyS3HixInimjVrPDbGpf+WL18u9u/fX3zrrbeq1N7hcFT72lXnn8FgEGNjY8XY2FjRYDB45Rp465+nr11d/fPWd1ad6/fWW2+J/fv3F5cvX16tMXakmMToOamV/tuRYir3vjVr1ogTJ04Uv/zyS499fqvVWrYGmUymar3X4XBUuB76EMVWrVpd07/WrVvX9dSvGVxnVFf8N3z48HJtNRrNVdv279+/XNvQ0NCrtu3evXu5trGxsVdt27Zt23Jt27Zte9W2sbGx5dp27979qm1DQ0PLte3fv/9V22o0GrGgoEB0Op2iKIri8OHDK7xul3L77bdX2NZgMJS1nThxYoVtc3JyytpOmTKlwraP7TshPpJeIj6TaRAfffrpCtseP368rN/XXnutwrb79u0ra/vee+9V2PbPX1eUtf30008rbLt27dqytosWLaqw7YoVF/tdsWJFhW0XLVpU1nbt2rUVtn37qQgxY1sbMWNbG/HnzwdU2Pa9994r63ffvn0Vtn122mTx1ycniL9MvVP88f03Kmw7c+bMsn6Tk5MrbDtlypSytjk5ORW2nThxYllbg8FQYduxw0eIiUOfEY8EDROPBA2rsG111ohOTXuIZ7dni3ar67eoojUiTNpFfDSwWHw0sFh8vm2JGBbQ6Kpt68MaoZKrxa2fJIhn/swUS/PN/4g1Ijk5uaztzJkzK2xbnTUidMavYqeF6eIne4vEN9+eXWHbzZs3l/XrqTVi+fLlYk2pltvEZDKVE9SRyWS888477N69m4KCAqZOnUpwsEsxsn///nTs2JGhQ4fy9ddfM2fOnOoMVWtUFg6t0+nIysqqsA93nu3VBNiuVL+5NsYFKCoqqrSNm0vDdQsLCz3mFXOfNpnN5iqpedYU98mv1Wqt1njVuXbXMh/3GNejcrenrl1d4e3vrCrXzz0Hk8lUrfv6fE7VPOvnc0poq7v4ud2emeo+R9Xh0lP2oqKiapfIDAoKqu0pXVf8+eefdT0FHz5qhSKnSAuZwBPBambXkbaG5Y93EIeNQZD+MyKINJHjUQY7sei3Yzedq7V+Uw/swtmtNVGdeqKKuwmefe2qbXPtdZ8+VbL5MEaVA4lOTcx7U+DuDbXSr1+kiqY3hleprSCBbuOc9L1PQ6u+Mn5oKkB93jYJYDc7ST1YQOrBAooz/z3h9/9LmEZKrtHJ/+0qxrrfO9WEPI0gilVPerr55puJiYlh8eLF5f7+/PPPs2bNGnbs2EFISEi51/7zn/+wbds2tm/fXisTri4PPfQQO3fuZOPGjcTGxl72+k033URWVhbHjx+/ah/Z2dn069ePrl278v3331/2+oEDB5gwYQJ33nknb775Zq2Nq9frCQgIqHL+mMVi4f/+7/8AeOmllzwWlv7111+zfft2xo0bx4gRIzwyxqWsXLmS+fPnM3jwYF5++eVK24uiSFFRUbWuXXUwGo20a9cOcOlIXE+h9p6+dnVFaWkp7du3B+DEiRPlwthqk+pcv1mzZvHnn38yZcoUxo8fX+UxdqVZuOPHvErbrRgXSp8GF0We1q5dy48//kjfvn156KGHqjxedbDZbGXh3C+88EK1RCtFUfQJ5vm4jLS0NAIDA31h9pWE2dtstrLr5I0QWgBH9mlM396DM+8syDWE3Pclii7jr9gWXDXklxS6asi39NfyRKgWraTyUNdaCbMXRQoLCwkMDETMO4dhbn9UDgPqoS+jGvpajUJo7z7zMQeN55kUNoDnY0aVa5v56Y9ceGUhAMH33UL0248iXLLOKRSKsr3apSH5V8Ld1mHNpzRrLQWpP+IoPVP2uiAPRh02HHX4bWgC21w1zN7NuxuSaPzXHILEUiJbtafX1BdBIiUzM7PcM2cTRb4qMHPc6kAukzM5wp8uaplXw+zthSVkvLCQorU7kSIQ1KsDjT6biSI2ssJn+X/XiMK8Ys7tzCHzeKFrLKeJ5gOiadAlAqlUilqtxmoSObLBzralhSRsceD8+/GQSKHNACk9xsrpeIscUWotu071fo1wiphzRVd5u7MGrDYLDtGBQisjun0gUR3Kl7errTB79zPnzTD7ytpK5UrWnrUw/0AJp7KNiA47CimMbqlmUhc/mgVfvA7eCLO32Ww1tteqdRx50003sXjxYhYvXswDDzxQ9vf+/fuTmJh4Ra9KUFAQer2+RpOsCW6v+dVUrA0GQ6UiZpWVkLpS6bTaGBdcD3ZVjapLN8KiKHrMGHPf2E6n0ysG36U/dNUZrzrXrjpc+sNgMpnqVcm82sJT166ucG8MBEFArVZ7/LNV5fq5f2wUiuoJPvWKURKlk5JlcHCl7YCAS9W+V0x59Vb3j7FMJvPY5790gyKVSq+re6g+cvDgQbp161bX0/AoWq0WrbZq5Zaqc7BanbbVOfyrTtvqaHdU1Na9aXZTHbHY6rRVKpXlD+iadsXv2d0Yv70Xx+k/MH87AWfWCZS3vHpZ200GKyutIoJGS0+VlElBKhR/f6cKhaLKUTzX2tZ94KHVahF0HVHdMx/T0olY/3gXWfMByJv3r/KGWi6Xl7Xda0jisJiOSqNmSuPhaBXasvFyPvie3He/QyPICJ02jqg3HqrwPpbJZFWKqJQqQvBvNBH/RhOxGU5hyvkFU86vOG0FoF+GSb8Mu64d6ojRqMNuRSoPvOx+t5QU0+/4IswSM2mKBgTcMg2pXIEoild85p7Uavlab+GA2c5CvZkHRSVxGnmVnyNBEK65rWH7ETIm/xdbRh4auZKI5ycQ/uR4BJlrL1qVfkVRJOtkEUlbsrEZHagVGmyGwzTooqR13744nSKJOx3sXWHm4C82zCUAKqRAs24S4u6Q032sDP8wSVl/hYUXjbX6vkYA6PwgtGn58nY2o4Psw0Zy4o2u8nadgwiKLX89r3WNKPfMXeG+v2w9qYDaXiNubyNjbGsNfyabmX+ghH0ZVladgx/PGRjWXM2U7n50iSzfx6XPfWVUp21tRFFXq4epU6eybds2Zs+ezffff8+gQYPo0KED7dq1u6oy+5EjR+pUbMpd+u3ChQtlnjk3RUVF6PV6unTpUmEfGo2GsLAw0tLScDgcl4nLnT9/vtxYtTVudbl0XhWdotUUb9eSdj/snqyPXR2kUik6nQ6DwUBJSQlhYWF1PSUflXBpqkx98f66T22rW3JRKhF4c0Agj67NR4ByBr375/KNAYGX1Zv3hnClt0Q4fbiYMGECDRs2ZOTIkdx22221WurUh4+qIGiC0Dz8C5a1L2Ld+jHWP97BmXkc9YTFCEodTlHkx2Irf/xdQ36gVs6d/gokdXzQJ+92N/bEv7Dt+wbTdxPRztyPRFf93/J5Wb8DMD4kjkhFIPC34fj61+TO/RGAiBfvJXzm3R453JTrWiPXtcav8dNY9NsxZv+MpWALNsMJbIYTFJ+bjSp4EOqIUSiDbkSQyLFbzOxd8H+Y87KwaoL5NPxhGh6yM7j11QN1ZYLAw0FK5IWw22Tn60ILVhH6aj0nTOy02Mh6ewl5834CUUTRLJpGC59D07V65fJK8y2c/iOTwlTXob5C66Dw7LdIhFz8Yj/ip9ct7FtpQ59x8fOHNBToeYecXnfIiGx5ff2W+crbuZAIAjc3VXNzUzX7MyzMO1DCH+fMrE8ysT7JRJ8GrrJ2/WPrf1m7au3qdDody5cvZ+7cuaxevZpFixaVfUCtVkubNm1o164dbdu2pW3btqxdu5b9+/czcOBAj0y+KvTo0YOFCxeyY8cObr311nKv7dy5E4CePa9eD9RNz549WbduHYcOHaJHjx7lXtuxY0fZWLU9bnX4XyVpT+GNetWXUt+MeXBFa7iNeR/1H/f35K43Xx9whz1WN68cYHhzNZ+PCLlinfk3rlJn3n345smqEN4qj+nDxe23387GjRuZN28e8+fPp2PHjowcOZLhw4f79Ad8eA1BKkM16n0kUR0wr5yC/fgaSj/ph/zBH/lGEsUBs2uvMNZPwS21XEO+JqjGfITj/B6cOacxf/8w6od/rtbcjhtT2Vx8EgkCj0fcDIDodJL+7HwKFq0HIOrtRwmbPNoT0y+HIJGjChmEKmQQTpseU846jDk/YzecxJy/EXP+RiTyEJQhwzm53kBhyjkUWj+6TnkRxzoJx3NtbDhrZlizq3thJYLAxEAlCgG2Gu18W2TBKooM1lX/N6wyzKdSSHnsPczHXNoAwROHET3rESTaqnuJHTYnF/bmcWFvHqITJDKBxr1CSfr9PZyWVDKyRvLLIAngOlhX+0O3MS4DvlkvKZJK6sr/03GXt4tsE4Ah10x6vJ6sk0Vl5e3Obs8honUAMV2C8I+s+wpAnqRHtJLFI5Wczrcx/0AJP582sivNwq40C+3C5Ezp5seIlmpk9fSeqLaLRqfT8eKLL/L888+TkJDAiRMnOHnyJCdPnuTYsWPs37+/3GIoCAISiYSVK1fSpk0bWrZseU2b12uld+/eNGzYkLVr13L//ffTpk0bwBXmPn/+fGQyGWPGjClrX1BQgF6vJygoqEzMD+COO+5g3bp1fPTRRyxatKjsM+zevZsdO3bQo0ePsrJ01zJubSAIAjKZDLvd7lFD29vGtTskqaK8KG8TGhpKZmYmOTk5dT0VH1XA/T39r6ZHXeIO/b9WzYXhzdXc0lTF3nQLOaVOwrUS4mKUl3nk3bif1+pGAlQHbxwY+LjIrFmzePXVV9m8eTNr1qxh27ZtHDlyhHfffZe+ffsyatQoBg0a5NXfXB//XhQ970cS3hLTojsoLUhhcfJZzsaEIQUeCHSFZdcnBKUW9f1LKf3oBuwJG7Bu+wRl/yer/P55WRsBuC2oG42VYYh2B6nTPqRwxWYQBGLmTCfk/qGemv5VkciD0MbcizbmXmylpzFl/4wpZy0Oaz7Hf95CwYUgJDKRjuM6EBGl5ZEuUubsLeH9XUUMaVLx74NEELgnQIlCEPij1MbyYitWEYb51c4aI4oi+V+uJfO1rxDNVqQh/jT4+EkChveuVj/5yQbObMrEVOj6TQpspMVsD2PTp3sID0rFatFwZNtgpHJof7OMXnfK6DBEhlxVP401T+Mub9esfzjZJ4tJjy/AkGsh83ghmccL8YtUEdM5iIjWAWXl7a5HWoXI+fiWYJ7r7c/nhw0sO17KiVwbU38rYPYuKY918+POthrU9ewaXHO8pUQioV27dmVCYODKoT579myZgZ+QkEBCQgJ//vknf/75J4IgIJVKadq0KWvWrKmVD1AZMpmMWbNm8fDDD3PPPfcwYsQIdDodGzduJC0tjaeeeqqcEb506VI+/fRTpk2bxvTp08v+3qtXL8aPH8/KlSsZM2YM/fv3Jz8/n/Xr16PT6Xj99ddrNG5toVAosNvtHlXrdqdNVCR8Upu4vanFxfVHdTI6Oppjx46RkZFR11PxUQXc31NMTEwdz+QibsX7qmhnXA2pRKBPw6p5KtyRANXJf6suPmPe+ygUCm655RZuueUWioqKWL9+PWvWrGHLli1s2bIFnU7HLbfcwqxZs+p6qj7+Bcga98Ly5G7mZRWQFdgEpaWERwv20j5qVF1P7YpIozuiGvUB5h+nY1n7ErKmNyJtWLkOxTlzNusKDwMwNWIITouNlIf/j+J1u0EmpdGCmQSO6+/p6VeKXNsKedPn0cXO4NgP71Nw4RiCINK8TzKC5Rg5+77k/sB+nA7tx8b8Hvx8xsTgyIr7FASB2/0VKAVYa7CxusSKRRQZ5Vc9/Zf/xZZVQNr0OZT8eRAAv8HdaPDpDOQRwZW88yIWg43EzdnknHLtFyVyKVkpIaz+SIHNZKXfiF8AKCwZyh3vBtFtjBxd8L/TgL8SMoWUmM5BRHcKpDjDRNphPTlniinJMnPqt0ySNmcT2S6QmM5BaEM85xioa2L8ZbzRP5Ane/rxzdFSvo43kFLs4D+bC/nvnmIe6qzjgU46glT1w6iv1eRJiURCixYtaNGiBaNHjy77+4ULF8q89ydOnCAhIaE2h62UXr16sWzZMj755BM2bNiAzWajefPmPPnkk4wcObLK/bz55pu0atWK5cuX8+2336LRaBg4cCAzZsy4omFeW+NWB2/ks7uNAW8Z825jpz6FtLuNwvT09DqeiY+q4Dbmo6Oj63gmF/F26L/7efWkhon7ENHnCa4bAgICuPvuu7n77rtJS0tj5cqVfPXVV/z4448+Y96HV0izOfjEGkhhYAABlkIm/XAb0bknMJ99GNXYjxBk9W9tkPd5FHviX9iPrsa4ZAK6Z/YhqCpelxdkb0JE5Cb/9rQSQzh/9+sYthxGUMqJXfQS/kPjvDT7qnFu8+9c2H0MgE53P0hIbB6mnF+wGU7g0P/Fm7F/MSM6gF1Jg7D6jUAMiKvQMBcEgZH+Lg/9TyVW1htsWES4w//aDPqitbtIe+oTHAXFCCoFUW9MIuThEVXuS3S6lNrPbs/BYXUiinDhhB8Hf/PHbnUZXG167kXnn41MpeOBxbchU9W/e7G+IAgCATEaAmI0tDBGkHmskPQjesxFNtIOFZB2qIDARhoadA4mtLkfEun1eSASrJYyI86fx7vq+OGEkYWHSkgtdvDB7mLmHyhhQnstj3TVEeNXt+UtvTJ6bGwssbGxDBs2zBvDXZGOHTvy5ZdfVtpu+vTp5TzylyKRSLjvvvu47777an3c2sIbIfDusPeKyozUJoGBgYArzN5isXg0TLiqNGrUCIBz52qv1qsPz+H+nho2bFjHM3FhsVjKnh/3/e1p3GkqnjTm3euOz5ivW3bv3s2aNWv4448/sNvtPv0CH17hlMXO/AIzZhGiZBKeCI9CFzcBy7r/YNvzJc7sBNQPLEfiV7Va3t5CEATUd3yGIfUQYv45TCsmo77vu6sakplWPT8W7AVgsl9/zt3+Msa9J5FoVcR+9yp+/Tt7cfaVk7p3Gyd/XgpA2zH30qiPK/TfFYafiCn7Z4w5vxJEHrcGrsaZvJr87JaoI0ahDh+BVHF1YcChfgqUEvi+yMqfpTasosiEAGWVBQ4dBhMZLy1E/50rZUHVoSmNFj6HqnWjKn++4iwTJ9ZlYipwRZ/lZyg4uCEIfbYCbbDADWNkxI0XSF6/DmM+tBw6Cpnq+s4Br00UGhmxcaE06hlCQbKB9Hg9eecMFKYYKUwxusrbdQwkumMQKv/rMypPLZfwYGcd93XU8usZE/MOlJCQZ+OLwwYWHTEwppWGKd39aBlSN5+/bo8SfNQ63vCae9tT7ufnh0KhwGq1kpeXVy9CpVu2dKmpnj59uo5n4qMqnDp1CoBWrVrV8Uxc5ObmAq7DN2+VNvRGJIA7lL8uK5j8Wzl16hS//PIL69atIzc3F1EUadKkCQ8//LDHIsF8+HCz12hjcaEFB9BCIWFKsBqtRIBBM5FEtsP03X04kndSOqc3modWIW1Qu9V8aoqgCUJ933cYPx2APX4lthaDUPSedMW2C3P+xCY6iFM2IeiuzzAeSULir6XJijfR9mzj5ZlXTPaJw8QvddW5bzZ4BM0Hjyj3ulzbAnnTZ/FrMoNfD2xCn/ELAwN3gfEMJcnvU5L8IcrgG1GHj0YVMhBBcvlB7UCtAqUg8E2hhe1GO1bRpZEgrcSgL92XQOrkD7AmZ4IgEPbE7US8eC8SRdUMouJcO4dWZOMoLUIQwGoWOLY1gPMndHQaJiduvJx2g6XIFALnd2zCmJ+D0i+Axv2GVPHq+bgUQRAIaepHSFM/zMU20o/oyTyqx1pq5/zuPM7vySO0mY6YzsEEN742LaD6jkwiMKa1htGt1Gy54FLA351mYWWCkZUJRm5uqmJqdz96RHvX6egz5q8z3Jto96baE3jbmBcEgbCwMNLT0+uNMd+6dWsAUlNTMRgM12Wt+esFg8FAWloacPF7q2vy8vIACAsL85qys/t5rUmOfmW4DxE9mZfv4yJZWVmsWbOGX3/9laSkJERRJCQkhHvvvZeRI0fSoUOHup6ij+scURT57e+8aYDuKhkPBimRX7KuydsOQ/LkDkxfj8OZm0jp3AGo7/oCeZc76mraV0TWOA7l8LewrH0J8+oZSBvHIY0qX1q4wG5gWZ6rItGY95MwHUlBGhpA01WzUHdsVhfTvioF585w4Ms5iE4HDXrcSNtR91y1rSDIuKXLLdx4pBPvphTycY99dFP9hq3kCJaCrVgKtiLI/FGHDUcdMRq5rkO5364+GjkKAb7UW9hrsmMRRR4JUpW7D9yINjvZH/xAzn9/AKcTeYMwGi6Yie6Gytcru1Xk2B82Tv5eRGBQPmqdE0GACyc0lJQE03uiimkj5agDLo7rsFk585urfHaLW0YjU9R9dOc/HZW/nGZ9w2nSJ4zcxGLS4/UUphrJSzKQl2RAFSAnulMQmoZAYF3PtvYRBIGBjVUMbKzicJaV+QdK2JBk4o9zZv44Z6Z7lIKp3f24qanKK2U4fcb8dYbbmPdkCLzbs1daWordbvdo3Wo34eHhpKenk52d7fGxqkJwcDARERFkZ2dz/PhxevXqVddT8nEVjh8/DkBERES9KdflVtcPC6t+XeNrwWazla0J3jDmfZ557+Au+6pUKhk2bBijRo3ixhtvRCq9fmsD+6g/OESRH4osbDW6qufcrJUz7io15KURrdE+tRPjt/fhOPU7pm/vxZFxFOWwNxHqURqIYsDT2BO34Di9EdOSCWhn7EZQaMpe/zpnCyanlRbnnbRfk4I8OpQmP72NqmX9SOFyU5KZxt7PZuOwWQlv25nO9z5e6XVWygSeivPjuT8dPHvkZnY/eB+B9gsYc37GlP0rTmsWxswfMGb+gFTdFE3EKNThtyFVuhTzuqvlyAWBhQVm4s0O5hWYmRykQnlJhRXL2XRSHnsf06EzAASOH0jMe5ORBlzdISKKImf3Oti7wk7CX0ba9C4kqqnLYWUyyJAFhDFqVgDBDa78+S7s/AtzYQGqwGBibxhcrevoo2IkUoGI1gFEtA6gNN/iKm93ohBzkY1z23IQJBDeykxM52ACYtT1pixlbdIlUsEXI0I4q7ex8KCBlQmlHMi08uCv+bQIljG5mx9jWmtQeFBXoP6soD5qBXeZK0+WcdPpdGUGvF6v99g4l+IWLqtPgnPdurkUbw8ePFjHM/FREQcOHACge/fudTyTi7jvY29FmRQWFgKuKhuejCIxGAwAvkgVL9GjRw/efvttdu7cyYcffkj//v19hrwPr2BxiiwoMLPVaEcA7vRXML6SXGlBHYjm4Z9RDHwaAOuf72H6eiyiqchLs64cQSJBfc/XCP5ROLMTMK+eUfZaicPEoqy/ALj9m1yUTaJotv79emfIm/R57J73DjZjKUGNW9B90lNIpFVzuoxvo6GRn0C+ycmX8QZkmib4N55BeM8/CG7/JaqwESBR4TCdo+T8HHL2DSb/2MOYcn5FdJjopJIxPUSFQoCTFgefFJgwOUVXybnF6znTfxqmQ2eQBuho9MXzNFr47FUN+awzDn6eZeE/nUv57wgjeYl59L8zi6imZkQRgpqFcMvLzbjl6aCrGvJ2q4XEjT8D0PKWMUjlPj0XT6ENUdJycCQ3PN6S1kOj8ItQITohO6GYQ9+fZ9/ic6QdKsBucdT1VD1CsyA5790UxJ6Hopja3Q8/hUBigZ2n/9DTe1EWnx0socTi9MjYPmP+OsO9ifakMS8IQpmH020keJoGDRoA9cuY79GjBwD79u2r45n4qAj391OfjHl32L/7vvY0BQUFAAQFBXn0ZNy97rgPFX14liVLljB27Fjf9fbhVYodTv6bb+KoxYEceCxIxWBd1YwkQSJFddv/oZ6wGGQq7CfXU/rxjThyznh0ztVB4heOesI3IAjY9i7CdvB7AL46sppiLDS4YGVQfhjN1r2PolFEHc+2PFZDCbvnvYu5sABdRDRxjz+HTFn1tCe5VGBqZ9d3+dmBEgrNLuNDEKQog/oQ1Po9IuK2EdDiLRT+3QERa+EuCk8/T/befhSeeZmm5nieClKiEiDR6mTe6UzO3v0G6U9/imi0oO3bkRbb512xdF9RtpNNC6y8PbCU1+KMbPivFZnExLBHs+jQrxipDIJitfR+pBldxkYgk1d8eHl++x9YigvRhITRqPfAql9IH9eMVCEhukMQ3e9rQqtRIUR1CEAiEyjNs3Dmzyx2LjjDqd8zKMn2TkUsbxOhlfLSjQHsnxTFyzcGEKGVkGVw8Nb2Inp8lck7O4rILq3dAw1fmP11htuYd3vILsUhOtlnSCLbVkyE3J+euuZIhWs7zwkKCiI3N5f8/HxatGhRozlXBbcHMyUlxeNjVZW4OFfpmf3792M2m315wvUQs9lc5pl3f1/1gdTUVMB7nnl3BE1wcNXr9V4LPs+8Dx/XN9l2Jx/nm8hziGgFmBaippmi+tEg8m73IAlvhXHReJw5pyn96AbU9y5B3rbuqh5diqzFABQ3v4R149uYVk2lKFfDV4ptECjl3t1qmq+ZhSzYO2VFq4rdYmbvZ7MxZKWjCgym19SXUOiqn1Y1rImUr0/KOJ1vZ8HBEl68IaDc6xKZDk3kODSR47CbUjHl/IIpZw0Ocxqm7J8wZf+Ev6oBz4WMYP2BKDq+9CPGgmJQyIh65QFCJ48uF/JvNojEr7Ozd6WNhM0OxL+dl5oAB/3uKiIgxHVIrNDKaDEogvBW/lU6lLZbzCT94aor33LoWCReSAn1UR5NmILoFuE0HxBJ1ski0uMLMOZbyThaSMbRQvyjVER3CiaitT9S+fXlX/ZTSpjc3Y+HOuv4+bSR+QdKSNLbmXeghC8Ol3B7Gy2PddXRLKjm96Xvzr7OcOfDFhcXl/v7Bn08r6WtJNNWWPa3KHkgbzQYz7CgztUeJywsjDNnzpSpcnuaJk2aAHD+/HkcDke9CCVt3bo1kZGRZGVlsXv37rL8VR/1h127dmE0GomMjKRNm/qhMuxwODh//jxw8b72NO4c/dDQUI+O4153PKmY76M8SUlJfPfddxw7doySkhIcjstP/AVBYNOmTXUwOx/XE0kWB/MKTJSKECoVeCJETaTs2jfg0obd0D61C9M3d+FI3oXpq9E4h7+FYtCz9SK3VjnkZRxnt+M4u42iDQ9jvHcskXqBSS+/jczfc9oj14LTbmf/l3PQn09CrtHSa+qLaIKvbb2XCALP9fZn0toCvjpsYFJnHeHaK++5ZOqG+MVOQ9doCrbiQxizf8Gc9xsOcxrS9M+4LQpszyrJO9GIbeNf5r7e3RAkEhw2kZObHexbaSN+vR3rJTJPTXoI9LzNiMRRgNPmBAEadAmm6Y1hyJRV3/ud27IBq6EEbVgkDXr2u6Zr4aN2kKukNOwaTIMuQRSmGUmP15N7ppjiTDPFmRkkbc4isl0gMZ2D0IZcXwKFSpnAne20jG+rYVOymfkHStifYWXZ8VK+P17KkGYqvr6tZnsznzF/neHeRBcXFyOKIoIgsEEfz2PJXyD+T9ssWyGPJX/BQh6ptkEfHu6qE+stYz46OhqlUonFYiEjI6Ne1AuXSCTcfPPNfPvtt2zcuNFnzNdDNm501a4dMmRIvdgcgitVxGq1olKpiIqK8sqY7ufU/dx6AlEUfca8l9m3bx8PP/wwVqsVmUxGSEjIFQ86RfF/V38fPqrHQZOdr/Rm7EBjuYRpwSr8pTX3pEn8I9FM3oj5p6ew7fkSy7qXcaQfQX3n5wjKuk0fESRSbEGTcZr3EKYq4vmDe1CO/AhVPTPkRaeTw9/OJzfhCFKFkrjJL+AfVbM90pCmKrpEKjicZeWTfcXMGlixeKwgSFAEdEcR0B2DfhzZi15F1iENeUcz8rYWotomMlZ4hKNH+lOybwTbP+pBcc7FtSq8qUDPO+R0GGQn52Q2hhwzTsA/SkWrm6Pwi6ieqKrNWMrZTWsBaDX8diT1wAHk4+803YZaghpqsZbayTxeSPoRPeYiG2mHCkg7VEBgAw3RnYMIb+GHpAaHhfUNiSAwpKmaIU3V7M+wsOBACb+fM/P72ZpXH/MZ89cZ7k203W7HaDSi0qh5LW3lZYY8gAgIwOtpqxgS2LFaIfduFW5vqctLpVKaNGnCqVOnSEpKqhfGPLiMRLcx/+abbyKXV60+qg/PY7PZ+OOPPwDX91RfOHv2LACNGzf2WoSJ+zn1pHq+0Wgs8wp7UjHfx0X++9//4nA4mDVrFmPGjKkXEUs+rj82GaysLLYiAp1UUh4OLK9QXlMEmQL1HfORNuiM+aensMevpDTnNJqHViEJblxr41SX/MXrSX/ma07c1o1bVbu560wC0qxsiK6zKV2GKIoc/3EJ6Qd3IUik9Hh4BsFNap76KAgCL9zgz50/5vHdsVIe7epHo4CKTQan1UbO+9+TM2eFq+Tc3g7EzHsQo18Shpyf0arP0dr4B7T/g9YfBnN691AE9UjaDW1HTBsn57bncm5LIQAypYRm/cKJ7hiEcA33WtKfa7GZSvGLakBMtz7Xcgl8eBiFVkZsXCiNeoZQcL6U9Hg9eWdLKEwzUphmJFEtJapDINEdg9AEXV/ChT2ilfQYqSSpwMYXh2pe5ttnzF9nyGQy/Pz8KCkpobCwkBRnernQ+v9FBDJsevYZkujt17LK47g9ipmZmTWccdVp0aIFp06d4tSpU/XGC96rVy9CQkLIz89n27ZtDB7sK3tSX9i6dSv5+fmEhobWq3z5hIQEAFq2rPrzVlPcz6m7KoQncOfl+/n5eaVcpQ84deoUw4cP5/bbb6/rqfi4DnGKIiuKrfxVagNggEbOXQFXLj1XGyj6PIoksi2mxXfhzDhK6ZzeqO9fhqyF93/vcz5aQdabi3FI4JMHu5KeZOLRE/E4Vk7F2agHktD6UVM+8fefSd76GwBd7ptMeNvOtdb3jQ1V9G2kZHuKhf/uKebjW66uuWI+lULq5A8wHUkCQDtyIOc7Pczq1xRcONwNuIPILqfo8tp62st+x8+/gO63LEMUv6ck82727LwNu8XlDIlsH0DzfhEotNf2O2IpKeLc5vUAtB5xR70qfejjcgRBIKSJjpAmOswlNjKO6sk4WojVYCdlXz4p+/IJitUS0zmI0GZ+SDxY4s3bNA+W83+Da14y2XeHX4e4leYLCgrIthVX0tpFVdu5cRvzxcXFVxTb8wRt27YFLhpD9QG5XM7o0aMBWLVqVd1Oxkc53N/H6NGj61XEhPv+9VYOf0lJCSUlrpNfT4b1u4159/rjw/NotVpCQkLqeho+rkMsTpEFenOZIT/OX8HdHjTk3cia3oh2xm4kDboiluZjXDgcy7a5XksVEUWRzNe/JuvNxQAce+8m0vysfNe1HzTuBZYSjEvuQbRbvDKfiji//Q9OrV0OQPvbJ9Kgx421PsYLfVzidz8mGDmdb7vsddHpJHfBzyQOnI7pSBKi1o9jbZ/m/V8fZ8WbMi4cdiKRQvubZAx/vAv9ur7K6ha/sSzyAxKc47lwchbpCWOxW+Qo1Sk0j1tJk25HkKvs1zznxI2/4LBaCGzUlMiOPa65Hx/eR+Unp+kN4fR5rAUdRjcguIkr1UZ/oZTjv6Sxa2EiZ7fnYCqy1vFM6xc+Y/46xL2Z1uv1RMirlrta1XZuVCpV2SbSW+Xi3MbP6dOnsduvfaGvbdxesU2bNpGfn1/Hs/EBkJ+fz59//gnAuHHj6ng2F7Hb7Zw54yrB5D6c8jQZGRmAS/xOqfScsIy3FPN9XKR///5l1Rp8+Kgt3KXnjpgdyIBHg1TcolN4TXdEEtQQ7bTNyLtPAKcDy8/PYP7+IUSrZ0tZiQ4H6U99Qu4nroPgiDcn8W0v15gPRA5Gd99SBE0wzrTDmNc879G5VEb6wV0cXfE1AC2HjqHpAM9UAegcqWB4czUi8P6uonKvWdNyOTv6P2T+53NEi40UoTOLDe+x7UQcohOa9JBw12wlsxO0TF+pIe4OOcF+Eqb4aWmQ2BHn/jsxlbRCkDmIavEHTTo8i1xYTuHpmX+XuXsFS9EBRLHqtblN+nzOb3el17UecWe90crxUT0kEoGwFv50vj2W3o80JzYuBIVGirXUzoU9eez+PIkjq1LITSzB6fRpwviM+esQ92Y6Pz+fnrrmRMkDudpyJgDR8iB66ppXexx3WS13mS1P06hRI/z8/LBYLGUGUX2gTZs2dOrUCZvNxrJly+p6Oj6ApUuXYrPZ6NSpU71RsQfXQZTFYsHf399rug/eKoOXl5cH+Ix5b/Lss89SUlLCrFmzMJmuz5q9PrxLps3J/+WZOG9zopXA0yFququ9nzYjKNSo7v4a5agPQCLFdmAppZ8OwKn3THlap8VGysOzKfj2d5BIaPDxk8Tf25xT5gx0EhUPhPVHEtQQ1T2LALDtmI8tfqVH5lIZOSePcGjJPBBFGvcdQqtb7/DoeM/29kciwIazZg5nWXE4nCS89Qcnuk3GuOMINlHJFvFhfnW+gF+LUEa+pGDWIS0vbNQy8FEF/mEuU0MURbITiji86BxhJ4qRiJDSSMOa2xpSOGQK4T1+RddwMlJlNKLDgCn7RwqO3k/u/iGUnP8Eu/F8pXM989tqnHYbwc1aE9amo0eviw/voA5U0KxfBH0eb0n7kQ0IauTy1ucnGzj2cyq7FyZybkcO5uLLI0f+LfgSG69D3OWn8vLykAoS3mgwnseSv0CAckJ4bgP/9Qa3X1O9+djYWI4ePeq12u8SiYROnTqxY8cODh8+7DXPZlV48MEHeeqpp1iyZAmPPPKIr+Z8HWI2m1myZAkADz30UB3Ppjzx8fEAdOrUCYmX8vguXLgAuA7DPInbmPd0+TsfF3nqqafQaDQsXbqUn376icaNG6PT6S5rJwgC33zzTR3M0Mc/iVMWO58VmDGKEPZ36bmIOlSTFgQBZf8nkEZ3xLTkHpxphyn9sBfqid8ja/7/7J11eFPXH4ffG0/btEm9RVrc3V2Hsw3mbGPClMEPpsCUubAxNmACzNgYbMMdxnDXUqwt0FKkbqnF7/39kbbQ0UItbWF9n4eHJvfmnpOTK+dzvtanwtpxZJuIHfsB2duPISgV1Jn3Gl539uCryM8AeMyvN3qFGwDK5kNx9H8F69bPMf3xHLJabZH7lT/hXElJi47i0IKZSA4HtTp0p9V9j7vc+tzYR8noJm5s3m7m+/HxjNj/E3XNB5EDCVJDDvhOpOkDdbj7PiV1WsuK7E9OioXIf+LJuOisQac1qGg4IICLeiU5Jjs/ZVgweQXTP3QiHiEvYDUewZS02lnmzhJH9qXvyL70HUpda7T+d6L1G4pMWTikKyc5gYv7tgHQbGSNVf52QyYX8G/iiX8TT3LTLcQdzyD+ZAaWbDsX9qVwYX8KPvU9qNXGgE89jzIlTrxVqRHztyHXinlJkhhqaMv3PF1EnXkD02vfW6Y683BVHOSLhcqgXbt2BWL+4YcfrrR2b8awYcP49NNPiY+PZ/ny5YwZM6aqu/SfZdmyZaSkpBAcHMzQoa5xPSwrx44dA6Bt27aV1mb+YpsrxbwkSTVivgo4ePBgwd+5ubmcPn26yP3KOqkNDw9n9uzZhIWFYbPZaNiwIY899hgjR44s0/FsNhv33nsvERER1KtXj40bN5bpODVUPPtybSzMsOAAGihljPfWoqsmiaYUjfri/uI+cn++H/HyMXK/G4J65Keoek8st2Czp2USc//bmI5GIXPXEPLrW+j6tmOb8RQnci+ilal42r9/oc+oh76HI2Yfjpg9mBaOwf1/uxCUrl/Az4y7xIHvPsVhteDfvA3tHh3v8uRuyTEiB5fZ8PhDxdhzx+nHPNwEIyJyEto+QMhb9zGwt6rYpGR2q8iFvclcOpKKJIJMIRDS1ZeQTj7IFDLGShJamcA/OTaWGK3kijDcQ4la3wm1vhNSgzcwp23DlLgSS/pebFnh2LLCyYz+BLWhF1r/O9H49EWQqYlcvxRJdODfvA0+DauPR14NFY+bQU3DvgHU7+lH0tks4o6nk3Epl9Tz2aSez0atUxDcykBQaz0aXfXJmeQqasT8bYiPjw+CIGCxWMjMzMTLy4uhhrYM0rfmYPY5Em2ZBCg96ezRsEwW+Xzq1asHwOXLl7FarahUri8d0aFDBwCOHz+OyWRCqy1d7VFXoVKpeOqpp3j//feZPXs2o0ePrrHOVwFms5k5c+YA8NRTT1XKOVlSTCYTx48fB66ex67GarVy+fJl4Or16goyMzOxWq3IZLIaN/tKJCIiwmXHPnDgAOPGjUOpVDJ8+HB0Oh2bN2/mlVde4cqVKzz33HOlPuY333xTaZ5cNZQMSZJYk2VlbbbTRbWjRsETBjXKambVlHmH4D5hO+a/nsd25Hcsq17Bcekw2vu/Q1C5lemY1ispxNzzBpaoS8gNOur9+R5uHZogSRJfJWwA4FHfXvgoC5faFOQKtI/+Rs4XnRCvHMe88mW0980t93e8ETnJCeyb8yG23BwM9RrRcdyLyFxUNSQrGY7+YeXQMjsxh0VU5NKTn2km7AAg0VCLzkteo22n4j0SJEkiKTKTc9sSsWQ7cxz5NtTRqH8AWq+rz2WZIHC/pwp3mcDqLCurs6zkiBL3eTqTLQpyDVq/oWj9huKwpmBOXk9u0mrs2aexpG3DkrYNQeGJXNuDjAtRgBtNRzzgknGpofohU8gIbOZFYDMvctIsxB1PJ/6kEUuWnZi9ycTsS8a3vgfBt7m1viZm/jZEoVAUWMeurQMvF2R00zXmbu+OdNM1LpeQB+eigZeXFw6Ho9Ks8yEhIQQGBmKz2QqsnNWFhx9+mKCgIOLj4/n111+rujv/SRYuXEh8fDzBwcHVzjvi6NGj2Gw2goKCCAkJqZQ2L1y4gMPhQK/XuzTref59xtfXt6Ys3W2A3W7nzTffRBAEFi1axAcffMCUKVNYtWoVjRo1Yvbs2Vy4cKFUxzx16hTz5s3jpZdeck2nayg1NknixwxLgZAf6qHkqWoo5PMRVFo0Y35CffdMkMmxH11Czte9EVOjS30s89nLnB/6MpaoSyiDfGiwbgZuHZoAsCcrkiM5MagFJc8GFF1uVqavhfbhn0EQsO2bj+3I4vJ8tRv3NSONfXM+wpKZgS64Ll2en4JCXbHGApNRYs8iG7NGmfiom5w/p1mJOSxSWzjJo5pXnUJeEFjdcxBPP/862z2Lz8GSk2oh7M9YTq25giXbjsZLSevRdWg9qk4hIZ+PIAiM0Kl4wNO57Z8cG79kWHD8q4KBXOWLe62x+LVbim/71bjXfgqZOhDJnok9awPN+p+n3agY5OIa7LkxFTo+NVR/3L3VNOoXSI/nG9F8eC30ddxAgpTz2YQvv8TeeWeJ3nN7xtbXiPnblICAAKCwmK9oBEGgQQNnrdVz5865rJ1/t9m1a1cA9u3bVyltlhSNRsOLL74IwNy5czEajTf5RA0VidFo5JtvvgHgxRdfrHaeEfnna9euXSstli//umzQoIFL28y/z+Tfd4pCcjjI3h1O+rLtZO8OR3I4XNafGsrH/v37uXjxIiNGjCiUm8TDw4Px48djt9tZvnx5iY9ntVqZOnUqbdq04ZFHHnFFl2soJdmixKxUEwdMdmTAo15qRnmqXV56rrwIgoC69wTcntuE4OGPGBdO9sxu2CM2l/gYuUejOD/sFWyXk1E1CKbBxs/RNL0ahjQrzyo/xrc7/kqvYo+jaDoI1QBnVnvTX+NxJFZ82Vxrdhb75nxEbmoSbr4BdJvwOiq36/NilOnYJokjK218+6iJVxpns3CCmYgdDiRRoEE7G090X8hdvI/GkoIqNJAGaz/F/Y0nsSmUfLbXiM1RWGzbrQ7ObU/k4M/nSb+Yi0whUK+7H12eaIBvA10xvbjKAA8VT+jVyIB9JjvfpZuxFlOSUOneEM96L+HfaQtK3/dJjjbgsMlQqLLJvvQ9yUeGk3LsfnKu/IrDWlNl6L+EXCEjsLkX7R8MpcuTDajTwRulVo4ly86FvSnsnXeW48tur0z4NSaU25SAgABOnjxJQkKCS9tp2LAhR48eJSoqqtLik7t3787KlSvZvXs3kydPRi6XV0q7JWH06NHMmzePc+fO8dVXX/H2229XdZf+M8yaNYuMjAwaNWrE6NGjq7o7hXA4HOzZsweAbt26VVq7Z8+eBShYdHMV+feZ4sS8cc0e4qZ9jy0upeA9ZbAvwR8/i9fIHi7t2+3EypUrARg4cCAeHh4Fr0vC3XffXeJ982Pxe/a8vm51jx49Cu1TEubMmUNsbCyrVq2qSUpVDUi0i8xONZHkkNAK8Ky3hubqW2s6qGjYG/eX9pP78wOIFw+RO38k6iHTUQ2YcsM48qxtx7j42AeIOWa0bRtS74/3UPjpC7bvzzrLgexzqAQFzwfccdN+qIe8gyP2AI6z2zD9/ADuk/ciqCtGbNvNJvZ/+wlZCZfR6L3pPvENNJ76m37uRjhsEme2Ozi0zMaxdXYs2Ve3BTWR0eleBQ2DjiPNmoc1zFnW1PuJYQS9Ow65h5ZnrCK/HM/mgtHBopM5PN7GIy9LfSbntidizcl3qfegUb9AtPrShbp1c1OilQnMSzNz3Ozg61QT4721uBXrHi0QuekkqefqICofoskdDTAlrcaSthtb9kls2SfJjP4MtaEHWv+RaHz6I8irR3hmDa7H3UdNo/6B1O/tT/LZLOLC08m4mEtqdDap0dmoPBQEtdQT3FpfpNfIrcKtdfeuocQEBwcDV2tMu4qmTZsCEBUVhSiKlZKhu127dnh4eJCens6JEycqNZnYzVAoFLz99tuMHTuWX375hdGjR9OyZcuq7tZtz8mTJwuydb/99tvVaoEHnInE0tPT0el0tGvXrlLaFEWxoIRj/nXqKq5cuQJcve9ci3HNHmIf/7BwKQ3AFp9C7OMfEvLzGzWCvoRMnToVQRBo06YNHh4eBa9vhCRJCIJQKjGf70JfVDiIl5cXBoOhxKFV4eHhLFiwgBdffLHMeRukYqxzNTjJH5+SjFOUxcG36c6M9T5ygQkGDcFK2S05xoJXLdxe+AfLisnY9v+IZcM7OC4eRvPQDwjawhZ1SZLIXbeftJe/RbLZce/dhpCFbyLXuRX67vmx8vf7dCVQqb/5uAgyNA//Qu7MLoiJEZj+egHNmJ/KvWjlsFo58P0MMmLPo3T3oOsLr6P19ivT7ySKEuf3ixxaZuPIKjs5aVe3edcR6DRaQad7FQQ1cJD06SJSJi0DUUIR6EPt2ZPQ9XfmeJEkCTelwKTOOt7cbmTWgUyG+Qpc2pmM8XJelnq9kob9Agos8WXpbxu1nEneGuamm4myinyRYuJ/3ho8i0iyl3Q6jNRzZ5AplDQe8iAagw8a3yE4rKmYUzZiTlqNLfsklvSdWNJ3IsjdUPsMROs3EpW+C4JQtrlCaa65/yrVaYxkcoGApp4ENPUkN81C3IkMEk4asWY769bH7k/BEOpOcCs9vg11xSZ0dAX5z+jyUCPmb1PyJ9Xp6enk5ubi5la2BDE3IyQkBI1GQ05ODpcvX3Z5+SsApVJJz5492bhxI9u3b69WYh6gd+/eDB8+nHXr1jF16lRWrlxZE0fsQux2O1OmTEEURUaMGEGvXr2qukvXsWOHM3FQz549USorJ7PqpUuXyMnJQaPRuDRGPzc3l4yMDACCgoIKbZMcDuKmfX+dkHduBASIe/17PId1hUoq1Xcr89FHHyEIAn5+fgB8/PHHLmknO9tprtPpinaN9fDwKJHXl9VqZdq0aTRr1qxcZSJrQpZKxs3G6ZBdYIVNjgOBOoLIY0oHbjlWMiqne67jjo8RfFsgbJiG/dQasmZ2RbzvR/C/mtE869fNZLy7ECQJ7bAuGD5/niyHFTKsBfscN19id1YkCmQ8oulScF+7OWoY9R2yhaOxH11MZmA7pA6PlfnriHY7ZxZ/T9rZ08jVGlo8OgGHxr0U/QFJgisnIGyNjPB1ApkJV8WCu49E62ESbe8UqdMOZDIb1pMxRPX9DvtZZ8JUt7t7Ynh7LA6v69sdXlviZzfolpXLid8zEABBDoHtdPi3dEemcJSqr0XhDzyjgh8tCi7ZRT5JzuEplR3vax4TkihycuXvAAR16YNFkGMpaFcObsORhw5HsMTiyNiMmLEZyRaHOWk15qTVoPBB7jUQuX4wgqZxmQRVzb3p5lS7MZKBbxs13i39MMaaSY3MJeuKlfQLOaRfyEGhkeHdSItPEzc0+sqZuxsMhpvvdANqFMZtilarxWAwkJ6eTlxcHA0bNnRJO3K5nEaNGnHixAlOnz5dKWIeoF+/fmzcuJEdO3YwYcKEaieWp0+fzu7duzl58iRz5sxh8uTJVd2l25avv/6aU6dO4eXlxTvvvFPV3bkOu91eIOb79u1bae2eOeOM32zcuLFLPRXyrfLe3t7XVZfI2XeqkGv9dUhgu5JCzr5TuPdo5bI+3i78O3xk1KhRVdSTkjFr1ixiY2NZtmxZuc5BLy+vGvf8GyBJEkajsdhxEiWJlVk2NtmciZ86aOQ8rndDdTuNab8JOBp0xfTLg5AWjfynYWju/x5F2/tI/OhXMmb+AYD3k8MJ/uRZhCLOxx/PO4XhvT5daO5XSi8S/RCswz/AsnYask1v4ta4J/I6pa9aIokiR3+eTVrUSWRKFV2em4JPw5J7VsWdcXB4uZ1DK+wkR19dRdV6QrsRCjqOVtCktxy5wvnbi1YbyTP/IGnmH+AQkfvpMbz/BIH3DijyXJIkifgTGbxlykYmigB4NfCg+YBANJ4Vu1CtB16zi3yVZibVAd/ZVEzy1lBL6VT0V47sIyf+EgqNlhYj7kPt4Vn8kQLaIEmvYMsKw5y8FlPyRiR7Ko7UP3Ck/oFcWx+t33A0/sNRaOrctG83u+ZquDXGyNsH6rUHU4aV+BMZxJ80Ys2xk3Qih6QTOXjVdiO4lR6/xjrkStcYHCrCc6F6KaAaKpQ6deqQnp7OpUuXXCbmAVq0aMGJEyc4efIkQ4YMcVk719KhQwf0ej3p6ekcPHiQ7t27V0q7JcXPz4/33nuPSZMm8fXXX9OzZ086duxY1d267Th06FBBKbr33nuvwGJZnTh48CDp6ekYDIZKK0kHztADcF6friS/9F2dOtdPgGyJade9VxQl3a+GysHDwxnzm5WVVeT27OzsYq32+Zw6dYqff/6Z8ePH06RJk3L1RxCEajsZrE4UNU4W0Zmx/pjZmXByuIeSkTpVtU90VxYUIZ1wf2k/pl8fxXF2K+bfHsWy8HuSf1MBMjwn30vwm48XGQ54NCeGbZmnkSPjhcDBZTrfVP1ewnFhH/aTqzH98hAeLx1AcC95qU5JFDm+eD5xx/YjyOV0fvplfBvdvF56UrTI4eU2Di23E3dGLHhfqYU2QxR0ukdBiwEKlJrC38l04jyXXvgS80lnNQCvu3oSPGM82XKpyHPJGJdL1D8JZCWYkQEpCjkLJDVdvT3p4KJ440ClnCm+Wmalmomzi8xINTHBW0sDhUTkuj8BaDBgBBpd8YkK8xEEAbVXe9Re7fGsPxVL+h5MSWsxp23FYYom++Jssi/ORqlri9Z/BBrfIchVN/79au5NN+dWGCM3g5oGvQOo19Of1PPZxIWnkxqTjfFyLsbLuZzdKiOguRfBrQzoAqpXcmWoEfO3NXXq1CE8PJxLly65tJ1WrVqxZMkSIiMjK63evEKhYODAgSxdupSNGzdWOzEPcNddd7F9+3ZWrFjBpEmT2LBhA56exa0c11BajEYjkydPRhRFRo8ezV133VXVXSqSjRs3As6kZZXlQWKxWApqkLs6Z0N+3fCixLwyoGQT2ZLuV0PlEBoaCkBsbOx154/RaCQ9Pf2muR8iIyNxOBzMnj2b2bNnX7c9JiaGJk2aoNPpOHz4cIX1vYarZDhE5qSZuWgTUQBj9Wq6ulVOmE9VIfPww+2ZtZjXvIlt50zUst0EDtEj7zsT2T3DixUVM+PXAU6rfKi6bIvCgiCgfWgB2TO7IaWeJ3fRY7g9teqGCfnykSSJk8sXcmn/dhAEOjwxCf/mbYrdP+2yyJGVdg4ttxF77KqAlyuhxQA5ne5R0nqIAo1HEdZ1m52kL/8k8fPFYHcg9/ak1ozx6Ef1dloJ/+Uib8m2c35nIgmnnO7ScpWMej38kPu6cWplKpHh2TzR1oN6LnJJ1stlvOqrZU6aifNWkVmpJh6M2ENOcgIqD08a9B9e6mMKMhUan35ofPoh2rMxp27BlLQGa8YBbFlh2LLCyDz/cV7ivOGofQYgk7smXLWG6oNMJuDXSIdfIx3mLBvxJzOIP5GB2WjjyrF0rhxLRxegIbi1noBmXijU1SM/U42Yv43Jn1xfvnwZh8PhMlfb4ODgApf+iIgIWrdu7ZJ2/s3QoUNZunQpe/fuLbB8Vjfee+89Dh8+zKVLl5g0aRILFiyodsnZbkXsdjuTJ0/mypUr1K1bl3fffbequ1QkaWlp7N27F6DSvFbAKaTsdjve3t5FJqWrKBwOR4Gbfe3ata/b7t6tBcpgX2zxKUXHzQvOrPbu3VzrPVBD6ejUqRPff/89u3fvZvjwwhPl/KoMnTt3vuExQkNDuffee4vctnTpUnQ6HYMHD74uNKOGiuGC1cE3aWYyRAkPGYw3aGlYTSaersZhzOXKdzak+Nb49TqNxj8D4eJU7Bf00PZ64XckO5odmWdQIGNiYPnu04JWj9vjS8j5qheOiE1YNn+AZsjNq9pErPmDmO3Ohd92jzxPcNvrry9josjRVXYOr7Bzbv/V0p6CDJr2cQr4tsMVuOuLt4KaTkZz6YWZmE84rfGeI7pT6/MXUPpfP38SHRKXj6QSsy8Fh9W5YBDY0osGvQJQeyioC/QLUbMt1sLHe4zMG+5z0+9ZVtxlAi/6aJmfbuZkZg7xm5ajARoPGY1CXT5LqUzhgVvA3bgF3I3DkoQpeT3m5HXYsk9dTZwn06L26Y/WfwRqfXcQauTT7Y5Gp6ReNz9Cu/qSHptDXHgGyWczyUo0E/l3Ame3JeLfxJOgVnr0td2q1PvgP3E2JicnM2vWLHbs2IHRaCQ4OJiRI0fyzDPPlNiKfOHCBTZu3MiuXbuIjY0lIyMDHx8funTpwrPPPltk6aepU6eyYsWKIo9Xr169Aoudq/D390ej0WA2m0lISKBWrVouaSc/u/L27dsJCwurNDHfoEEDmjVrxpkzZ1i3bl21rF+s0+mYO3cu9913H9u2beODDz6olnHdtxoffPAB27ZtQ6PRMHfu3Ju6/FYVa9euxW6306xZM5eXh7uWY8eOAdC6dWuXPmDi4+OxWq1oNBr8/f2v2y7I5QR//Kwzm71AYUGf163gj5zxq9Uh420NTrp160adOnVYu3YtY8eOpVkzp6tvdnY233zzDQqFolC8flpaWsGCqre308uiffv2tG/fvsjjL126FF9fXz788MOb9uW+K3OolepDsMpAkNJAsMqQ97eeQJUerezWLSfkKg6bbPyUYcEmQZBCxgRvDX6K/0aCSevFRGLuewvL2cvIveqjuOt9CHsTMf4Est/uxZL2Pur+rxS6L86MXw/AvT5dCVH7lrsP8lpt0Nw3F/PicVg3f4C8bkeUzYcVu3/UxuWc3bwSgFb3P0mdLr0LtmWnihxdY+fwcjtRexxIeUZ4QYCG3eR0HKWg/Z0KPP1v/PuKVhvJX/5J4hdLnNZ4g47gz55HP7pPkc+I1Ohszm1LJDfdmSBQF6ih8YBAvIILW6ff6KVnx8VE1p01cTjOQsdgdUmGqEyoBIHnDBqWbl+NJsdIjsGP0216U68CsoHnI1f741H7cTxqP449NxpT0jpMyWtxmC9hTl6HOXkdgkKPxncworYPklevMmfEr+HWQBAEvEM98A71wJprJ+G0kfjwDHJSLSScMpJwyojWoCKolZ6gFl6oPSrf++m2F/PJycncf//9xMfHM3DgQEJDQzly5AizZ88mLCyMefPmlaic2ldffcX69etp3LgxAwYMwMPDg6ioKFatWsWmTZv44Ycfio2JHjt27HXu1ZVhRZbJZISEhBAZGcmFCxdcJubBWS5u+/btHDt2jEcffbTSVqhGjRrFmTNnWLVqFQ8++GC1S4QHTkH15ZdfMn78eH766Sfq16/Po48+WtXdumX59ddf+fnnnwGYOXMmrVpVz8Rpdrud1atXA9cnLnMloigWiHlXl8G7toRZcfdRr5E9CPn5jaLrzH9UU2e+OqJQKPjggw946qmnGDNmDCNGjMDDw4PNmzdz+fJlJk+eXKjM3KJFi5gzZw4TJkxg4sSJFdqXSGsCkdbiM+cb5O4EqfQEKw0EqvSFRP9/TfBLksTabBtrspwCrKVaztMGDdpia3TfXpjCzxPzwNvYE9NR1vKj3p/voWkWgtSnD6alE7Af/g3rujcQL+xD+9APCG4GDmdHszMr3yo/uML6our0KI6Lh7Dt+Q7ToseRv7QfmU/96/Y7989aItY6Y7+bj3qEer0HkZMhEbbOzuEVNiK2OxCvGuGp11FGx9FKOtylwBBcsgUaU/h5Lk24GhvvOaI7tWaMLzK8KTfNwvm/08i8ZHF+Dzc5DfoEENii6CRmzXyV3N/cjSWncnl/l5GV9/u5dP5nyzLisXs9DiCiz2jiTSJGwcJDXuoKzwOhcKuPLnQiHiETsGWFY0pehzl5A6ItFVPCH8AfJMcFofUbhtZvOAr3JtU+NryG8qFyU1C3ow91OniTGWci7kQGSRFGTOlWoncmEbMrCZ/6HgS1MuBT36PSStxVP+VTwXz++efExcXxzjvvMGbMGMD5wJs2bRorVqxgxYoV3HPPPTc9Tq9evXj22Wevq9e8bt06XnrpJd555x3WrVtX5Gcfe+yxIl1QK4PQ0FAiIyOJiYmhRw/XTZqbNWuGRqMhPT2dmJgY6te//qHlCvr27cs333xDcnIyu3fvrtRs4aVh2LBhvPrqq8yYMYPp06cTGBjIHXfcUdXduuX4+++/mT59OgCvvvoqw4YVb+2oanbv3k1KSgoGg4E+ffpUWrsXLlwgIyMDjUZTYFF1ZVtwNca6OLxG9sBzWFdndvvENJQB3rh3a1FkRukaqgddu3bl999/5+uvv2bDhg3YbDYaNmzIpEmTuPPOOyutH3MDxpKpspJgMxJnTSfelk68NYM4Wzom0Uq6I4d0Uw6nTVeKPUa+4A9SGgr9ny/4g1SGW17wWyVYkGHhcF6iu4HuSu71vD0T3RVF1rajxD72IWK2CU3zUOr9+R7KYKeVXVC5oXlwAZkBbZBtfAP7qbVkz+yK2+NLmGnaDcB9Pl2pWwFW+WvR3PU54uVjOGIPkPvT/bj/byeC6qplO2bnZk6v+A2ABgPuIzl5MBvuz+XMdgcO29Xj1G0jo+MoBR1GKfGtW3IPC9FiI+nzxSR99dfV2PjPnsdrVO/rRKfd4iBmbzKXj6YhiU7X/drtvanX3e+mccGvdPNiZaSJw/FWNpw3M6yh60JnojYsw2G1oA9pQO+u3fkz08aOXDuZosQ4g8YlFRoEQUDl2QaVZxs867+GNeMAuUlrMKdsQbTEk3P5B3Iu/4DCrQEav+Fo/Yah0FZOZacaqgZBEPCq5YZXLTca9Q8kKdJprTfGmUg5n03K+WxUbnICW+gJaqXH3cd1HisAgnQb+zZmZ2fTrVs3AgIC+PvvvwvdvJKSkujTpw9t2rRhyZIl5Wpn8ODBXLhwgX379hW4GMJVN/t//vmnTGI+PT0dvV5frpW+hIQEvvvuO5RKJVOmTHGp5fqbb77h4MGDDBkyhAcffNBl7fybH3/8kYULF9K0aVO+/fZbADIyMso9dhWNJEm88sorLFu2DKVSybfffsvAgQOruluFkCSpWo4dOIX8+PHjsdls3HvvvcyYMaPa9TF//Ly8vBg/fjwRERGMHTu2XDW2S8uSJUvYuHEjnTt3Zvz48S5rx2638+mnn2Kz2XjuuecIDAws1/GkCnSVrOH2objnoCRJZDpMxNnSScgT9/HWjCIFf0nQFwh+p8gPVOoLC3+lATe5aydkZSXN7mB2cg5XJBky4BEvNT3db+9Ed9eS/sc/XJo4C+wO3Hu1JvTXt5B7uhfaJ//erMuKxrRwDFJaDEcC6zB24BAUyNjZYjp11BUf8y1mXCZnZhek7GSUHR9G89CPCILAxX3bCVv0HQCZpuHsW3sXduvVc7xWcxkdRinoeLeSgIalD5HIPRLJpQlfYol0Jij1GtmDWp+/gMJPX2g/SZSIO5FB9O4kbLnOhSDPOmqa3VELd5+Sx6J/utfI1wezqKdXsO3RAJQusEhmJ8ax7cNXkESR7pPexrdRc46Y7PyQbsYONFTJeMFbi3sleKJIkkR6WiJaMQxz8gbMadtBuroCo/RohcZ/GFrfocjV14eg/ReozvNJV5GTanGWuDuVUXA9AXgFawlqpce/qScKVeHFsYqY+9zWlvmwsDCsVivdu3e/bqD8/f1p3Lgxx48fx2KxoFaX/SGtVDofmsUJ5R07dpCTk4NKpaJJkyZ07ty50pKgBQQE4O7uTk5ODhcvXnSpxbxz584cPHiQgwcPcv/995cofKEiGDVqFEuWLCEiIoKwsDDatm1bKe2WFkEQ+PTTT7FYLKxdu5bnn3++Wgr66si1Qn7EiBF88skn1frhEBYWRkREBCqVqlJrgYuiyMGDBwHo0qWLS9u6ePEiNpsNDw8PAgICXNpWDTX8G0EQ8FK44aVwo5m26BCymwn+/PdyRSsZjhwyTDmcuYGF30uuJbDAun9V7AcWvDagk2kq9d4UnZfoLlOS4S7Ac95amvxHEt1JkkTSF0tI/OhXALxG96HO3JeQqYtfyJDXaY/HS/sxLR7HN4HOAPR70s3UxjULNTJ9bbSPLiL3+6HYDi9C9OvA4ciWZJz5HkGA6DMDOXP0LkAgqEm+gFcQ1KRsv6FospD4yW8kz10BoojCT0/wZ+PR39Xzun3TL+ZwdmsC2clOl3o3bxUN+wYg97bjpi/deIzvoGPRiRxiMuz8diKHJ9p6lKn/N+LM6iVIokhAy/b4NmoOQAetAg+Zlm/STJyzinyWYuJ/3hp8KiFHhCBTo/EejNZvCKI9E3PKFkzJ67Fm7MeWfQJb9gmyoj9D5dUJrd8wNL6DkCn1Lu9XDVWHu4+ahn0DqN/Ln9ToLOJOZJAWnY0xzoQxzkTU1gRn0ryWFZs077YW87GxsUDxLqAhISFERESUqw57eHg4Z8+epVWrVsWWHXvvvfcKvQ4NDWXmzJklqv9cEY4TDRo0IDw8nPPnzxeKc6xoWrVqhUajIS0tjXPnztGoUSOXtXUter2eIUOGsHr1an7//XfatHGWc6mOTidyuZwvv/wSoEDQz5o1q9q4i+ePWXUau/Xr1zN58uQCIf/ll18ir6YJ0/L7tHjxYsBZcUGv11daX8+dO0daWhparZZWrVq5tN1z584BFCT2K29bNZb5srNlyxb++ecfPv744yJf/1cpqeDPEs1OgW9NJ8GWQbw1g3ibU/Qn5C0AZIlmjA4TRoeJSHNcsW26y9QFwj4wz8qfL/7zrf16uXuFnOv7cm38mmHBDgQKEhN93fBT/keEvM3OlVfmkvbrJgD8/ncvgW8/XqIycIKbgeP3fcL+c1+hcDh4avsycg7tR/vYYuRBFV/K0x7Yh8S6HxJwYSqX18wiw9EJQZCIjepDWuYDDH9VRYe7FQQ3k5XrvMjec4LLk77CGu08P/X39SP442dReBeem5oyrJzbnkjy2SwAFGpnqblabb0RZE7PxtKiU8t4qasnb2zL4Iv9mYxu6oaXpuIEdVp0JPHHD4Ig0Oyuhwpta6KW86qvlq9TzcTbRT5JMfE/Hw11KvFakCk8cQscjVvgaBzWFMwpmzAlr8eWeQyr8SBW40GM5z9Are+Oxn8YGu/+yBQVv+BRQ/VAJhfwa+SJXyNPLNk2Ek4ZiT+ZQW6alYSTRhJOGtHqlQS21BPY3AutV/nCvG5rMZ+V5bxRFZfp2sPDo9B+ZTn+lClTkMlkvPrqq9dt79SpE/3796d169YYDAYuX77MH3/8wW+//caTTz7J6tWrb2rRMhqNZerbtQQFBREeHk5ERESxSfoqipYtW3L48GG2bduGn1/ZarWWhSFDhrB27VoOHTrEgQMHaNq0aYWMnat45513sFqtbN68mRdeeIGJEyfyxBNPVBsxUx3GTpIkfvzxR+bMmQPAoEGDeOedd8jOzq7int2YiIgIDh06hEwmY/DgwWWaGJWVbdu2Ac7rMCcnx6VtRUZGAs77S0V9x+pYXvJWICIigpUrVxaI93+/rqF4BEHAU67FU6ulqbb4Mo5ZDhPx1gyn2M8T/Am29LxFAOd7RkcuOaKFc5ZEzlkSiz2WWlAWad0PVF59z1ehQyYULYYcksTyTCt/5zjdetuq5YwWzPj+RzLWO7JyiX3iY7K3HgGZjOBPn8N33IgSf16SJGbErwHgAW0Task9EZMiyZnVA809s1F1HlvuPpqzJMI32jmyys6pf+zYzE9x7+BDmHwdCIKEoOnIXZ8/RZ1WinI/9x2ZucS/+yNpPzmz8iuCfKj9xQQ8hxT2zrJbHFzYn8KlI2lIDgkEqNXGQL0efqjcnHKgPIuyD7d05+fj2ZxNs/PVwUze7q0v87GuRZIkTq1cBEDdrn3xDKpz3T61lXKm+jkFfZzdaaF/zqChhabyZY5c5Yt78MO4Bz+M3XwFc/JGTMnrsOdEFJS6M8rUaAx90PgNRePdG0FeU6LzdkXtoSSkiy91O/s4k+adzCApIhNTho2Y3cnE7E6m/6vNy9XGLSHmu3TpUqrJ4sKFC13uYmqxWJgwYQLR0dG8+OKLRbb378R6DRo04PXXX0er1fLdd9/x888/M2XKlBu24+VVdAbR0tCmTRs2b95Mamoq4LRku4p+/fpx+PBhjh8/zhNPPFEQguBq8q3z69ev588//+Ttt9+ukLFzJXPnzuWDDz7gl19+Yfbs2cTHx/Phhx+WuFyiK5AkCaPRWOVjZ7Vaef3111m2bBngTCL51ltvVVp4SlmRJIlFi5yTjqFDh7o8Ad21WK1WwsLCAGdiSFde5+np6aSmpiIIAq1bt66QWuHV0dOihhry0cm16LRaGmuDit0n12Eh3pZxjXU/T+hb00mwGYm3pZNqz8Yi2bhgSeaCJbnYYymQEaDycgr9a0S/t9LASVsIVxzO58RwDyUjPJRkGs0V/p2rI7a4FGIemo75RDSCm5qQBVOvE603Y3vmaQ7lRKMWlExu/ATurzyCadHjOCL/xrzkKRznd6AZ/TWC2v3mB7sGU6ZTwB9dbefkFjt2y9VtjTscx+QrADICZbE0C47Fo9kEBKF8c6TMzQe58tKcgkoh3o8PJWj6k4VyBoiiRHx4BtF7rsbFG0LcadQvAA+/8tVovxalXODtXl48uiqVH8OyeaSVO/UN5Z8DxocdID06CrlSRZPh9xW7n7dcxmu+Wr5NMxNpdTA7zcxYvZrublWXP0KhqYVHnXF41BnnLHWXvB5T8nocpguYUzdjTt18tYa931DUhp4It3gyzhqK5tqkeY37BZIUlUnciQzO7nHc/MM34ZYQ8yNGjCiVlcnX15mRNN8iX5zlPd/CV9oa1VarlRdeeIH9+/fz7LPP8txzz5Xq8/feey/fffddQfmoGyEIQrlFlZubG3Xr1iU2NpaoqCiXLnQ0a9YMb29v0tLSCAsLo3Pnzi5r69889thj/P333xw7dozw8HB6974+Y2t1QqlU8u6771K/fn3effddli5dSmxsLF9//TVBQcVPGCuDijjvykp8fDz/+9//OHToEHK5nHfeeYexY8tvKakMjhw5wsmTJ1EqlYwdO7ZSxzAsLAyTyYSPjw/NmjVzadtRUVEA1K1bFzc3t5vsXUMN/w3c5GoayANooCne484i2kiwGQsEf751P8FmJN6aTrwtg2RbJnZErljTuWJNL/ishyKA9vqxuCtU2EUrJ4x/cSTlAvNUenxwp26WX0H8fuA1rv3VNXFfaTGdjObCA+9gi09F4acndPF03No3LtUxREnkszinVf5xv94EqvSgAren12Dd8jGWTe9jO/QrjouH0I79/aZu9yajxPENTgF/amthAe/fQKDDXUoatg0nZst3SA6RWq3b0ih2O9LlNMxLJ6B5cH6Z7tX25AyuTPse4/IdAKjqBVH7q0l49GxdaL+0C9mc3ZZITkrhuHif+h4ueUb0r6elX4iabbEWPtxt5IeR5asQ4LBZOb3ydwAaDByJVn99Ob1rcZMJ/M9Hw8IMCwdMdn7OsJBiFxmpU1X5fFDhVh9dyAQ86r6APScCU/IGzMnrcVjirtawl+vQ+A5A4zsUtb4rguy/k8jyv4RcJcMu6dj1p4oz2x08OKd8x7slxPxbb71Vps+FhIQAV8sn/ZvY2FhkMhl16lzvslMcFouF8ePHs3v3bp566ileeumlUvcr35XUZDKV+rNlpUmTJsTGxnLmzBmXinmZTEaPHj1Ys2YNO3furFQxHxAQwMiRI1m+fDkLFy6kZ8+e1d6SC85FiJCQECZOnMihQ4cYMmQIn3zyCUOHDq3qrlU6GzZsYOrUqRiNRnQ6HXPmzKnUsm7lQRRFvv/+e8C5AFnZSeF27twJQPfu3V2efDIiIgJw3ldqqKGGkqOWKQlR+xJygzJodslBki0zT/A7hf45q4JUoSUISqwOI0czfiHd5kzWl2TPdH4w90yRx8tP3BdYYOn3yovpz3ut8qqwOH5Xkfn3IS6O+wQx24S6cR3q/fEuqpDSV9DYkHGck6ZLeMg0jA8cVPC+IJOhHvQG8vo9Mf02FjExgpwvu6MZ/RXKLo8XGpucdImw9XaOrrJdV0YuoJGMDncpaH+ngtotZSSeOMKhH2YhORzU6tCddmNfQDzfidzvh2M7tBBZrbaoe08ocf8lSSJ9yT/EvzkfR3oWyGT4jh9F4NSHkbldtbLnpFg4tz2R1Bin0UqhkVGvuzMu3tW1r9/urWfnb4lsPG9mzyUzPeqU3fofs2MTualJaLwMNBw4skSfUQoCT+jVGOQCG7NtrM22keqQeFSvRlENznFBEFB6NEPp0Qxd6IvYssIxJ2/AlLIR0ZqEKXElpsSVCAo9Gt870PoOQaXvhCDcEpKthpuQdllk1YcWDvxhR5JAXgHrNbf1mdG2bVtUKhV79+69LrlSUlISUVFRtGnTpsSZ7K8V8k8++WSRcfIl4fjx4wDUqlV0Qh5X0KxZMzZv3kxsbCw5OTm4u5fOfaw09OrVizVr1nDy5EmSkpLw96+8shyPPvoomzZt4vz582zZsoXBgwdXWtvloW/fvqxevZpJkyYRHh7O888/zwMPPMAbb7xRbGLF24nMzEw++OAD/vzzTwBat27NV1995dKEjRXN33//zdmzZ3Fzc6t0T4KkpCROnTqFIAj07t3bpW3l5OQUJBetzDCCGmr4r6AQ5ASrDASrDIhuoazJsnLA7lSMTVRynjEE4157Kqn2bBLyEvXFGOPJUFhIvMbqH5+Xqb8kifvUgpJAlReByqux+844fq+CZH7+Sk8UQuUvkKf+uI4rr30LoohH7zbU/fl1FPrSeVQCOCSRL+LXAvC0f3+8i0hApmjYB/eXD2H6/UkckZsx//ks9nPbsPedTdgWLUdX24nc5UC0X/1McFMZ7e5U0OGuwknsEsIPc+iHL5EcDoLbd6Pd2BeQyeXIGg9APfITLKtfw7L6VeSBzVA0HnDT/lsuxHPlxdlk7wgDQNOqPrW/moRb26vJhq05dmL2JhN3PB1JyqsX386b0G5+KLWV89s19lHyaGt3fj6ew/QdRjaOUSMvQ7k4S5aRqI3LAWg68kEU6pIvCsgEgdGeavzkMhYZLewz2UlzSDznramU0nUl5doa9rr6r2E1HsGcshFzymZEWyqmhL8wJfyFTOmDxvcONL5DUHl1QKiC67CG8pFrlNj4pZWt31ux5UVFdRqt4K63yh9WcVuLeQ8PD4YNG8bKlStZvHgxY8aMAZwrmzNnzkQURe67r3D8jclkIi4uDq1WS3Dw1WQ41wr5J5544qax7snJyZhMJurWrVvo/cTERD744APAab2rLAwGA4GBgSQkJBAREUGHDh1c1pa/vz+tWrXixIkTbNu2jQceeMBlbf0bg8HAww8/zLx585g/fz69e/eukHjeyqBevXosXbqUL7/8ku+++44//viD7du38+677zJ48OBqbTUpK5IksWnTJt5++22SkpIQBIHnn3+eF198sdLyLVQEJpOJ+fPnA84wGlfGqxfF1q1bAWfiO1cnnoyIiECSJIKCgmoS1tVQgwvJFSUWpJs5aXHGVPZ3V3KvpyrPuijgp/TET+lJS20dMqS619Vzzi/Nl2DLKHDjT8iL6U+wGguS+aXlxfHHWlKItaQU2x8hr81ApVdBHH+++L/W2u8ur5g4bMnhIP7tH0j5diUAhocGUuvLichUZXs2rM0O45wlEb3cnacD+he7n0znj9vTqzGumoGwazr2o0tI2X6Q7dvncyW1LQC1W8pof5eC9iOLLiP3byHf/rEJyK7xFFT1mYQYF47t8G/k/jIGj8l7kPkVXVVJstlJ/nYFiZ/+jmSyIGhUBEx5GL/xoxCUzmm8wyZy6UgqsQdScVidJff8Gulo0McfN0Plh1m83NWT5WdyOZ1i48/TuTzUsvQGpMj1S7GbTXjVqUedzr3K1I9e7kq85QLfpTvj6D9LyWWit7ZaJosUBBlqfSfU+k54NpiGNeMQpmuEfW78EnLjlyBT+qLxHYTGbwgqz3Y1wr6aY7NI7PjBxvrPLeTkRU016i7n3vfVhLavmMpMt7WYB3j55Zc5cOAA7733Hvv27SM0NJTDhw9z9OhRevbseV0N6PDwcMaOHUvnzp359ddfC95/55132L17N35+fri7uzN79uzr2ho1ahS1a9cGIDo6mscee4wOHTpQv359vLy8uHLlCtu3byc3N5dRo0ZVuht18+bNSUhI4NSpUy4V8wD9+/fnxIkT7Ny5k7vvvrvE3g8VwT333MPKlStJSkpi4cKFPPvss5XWdnlRqVRMmTKFvn37MnXqVGJiYnjuuefo06cPr7/++m3l1hwZGclHH33Ejh3OmL969erxySefuDx5pStYuHAhKSkpBAYGMnz48Ept22KxsGvXLsB53bmaU6dOAc77SQ011OAartgcfJtmJskhoQQe0avpVspEXteW5mtyg0z9FtFGos3oTN6Xl5k/Ie/vfPGfaDViRyTJZiTJZiSci8UeTyfTFGTnD8gT/vlW/vy/fRU65MVk6wdnxvqLT39K1uZDAAS8MRb/lx4o86K2VbTzbYZz0fOFwDvQFZM9PCVW5OhqO8fW2Ig+NJ5Q/w6M6fMMvp7RTBwxhIve7xE4ZjIBDYsXUNcK+XzXetm/Qv4EQUBz3zeISVE4Lh4k98d7cJ+0C0FT2BMv92gUlyd/jflkNADuvVpTe+ZE1A2cnp2SJJFwykj07iQsWU53AV2Ahob9AjDUcZ0H5s3w1sp5sasn7+408uleIyMaadGpSy6gM+MvcWH3FgBajH60RCUHi6OFRsFrvlpmp5qJt0t8nGLiBW8N9VXVVwQLggK1oRtqQzekBm9iNR7AlLwRc+oWRFsKufG/kxv/OzKVHxqfO9D6DUHp2R7hBtdUDZWLKEocWmpn1YcWUi86BXtQUxmj31HTarC8Qg10t72Y9/f3588//2TWrFns2LGDbdu2ERwczMSJE3nmmWdKHFt65YozNi05ObmgVNa/6dy5c4GYr1u3Lvfeey/h4eFs2rSJnJwcPDw8aNeuHffee2+V1BVv2bIlW7duJSYmhqysrFIn/isNbdq0wc/Pj+TkZPbt20ffvn1d1ta/UalUPPnkk3zyySf8+eef3HHHHdSvX7/S2q8IunTpwoYNG5gzZw7z5s1jx44d7Ny5k9GjR/Piiy8WnGe3IpcvX2bmzJmsWLECSZJQqVQ888wzTJgwAY2m4jLrVhbR0dEF4QETJ06s9GoEe/bsIScnBz8/P9q0aePStrKysoiJiQGgRYsWLm2rhhr+qxw22fklw4xFAm+5wPMGDSEuFB5qmZK6al/q3iCOX5REUuxZ11j4jQVi/1rX/mzRTJZoJsucwFlzQrHHkyPDX+l5vdBX6vExSthf/gXdgVi0GhV15r6EflT5woeWpO4lzp6Bn8KTx/yu5mGRJIn4SJFja+0cW2PnUrhYuJ+h3TjfYh/tFROQn19FvYxpKLbvQgycj8zjei+ouGMHOPLT10hi8UI+H0GpQfvkX+TM7IaYeAbTosfQPrEMQSbDkZlLwkcLSZ2/BiQJuUFH0PtPYXhoYIEISLuQzbkdSWQnOX121Z5KGvTyJ6CZZ7Xw5Hu8jQcLw3OIybAz62Amb/XSl/izp5b/BpJEYJtO+DYq/8JxHaWcaX5a5qSauWQX+TzFxBMGNZ201d8DUJApURt6ojb0RBLfxpKxD3PyJsyp/yBak68T9jUW+6pFkiRO/eNgxbsWLp903k/0QQIjp6no9pASuaLir01BqqkHVG1JT0+/zm2uvMyfP58rV64wZMgQunbtWmHHLYpNmzaxePFigoOD+fDDDyvt4SJJEhkZGXzxxRfs3r2bli1b8vXXX7s8KZiriImJ4bPPPmPDhg2Ac7Hinnvu4ZlnnqnwmPL8savo8w6c32PevHksW7YMq9UKwLBhw3j11Vdvqdj4axFFkQkTJnD69Gl69+7Nu+++67LxK679N954g/j4eMaMGcOgQYNu/qFysH//fjZu3Ejt2rV56qmnKvTY/85rUkPJmTNnDnPnzuXMmTNFvr6VccVzsLry7/rxTVVynjZo0N0kYZkr79ulJdthvsaqb7zOrT8hL1u/SMmmnjpJRZDWmwDlNZb+a8R/gNILP6XnDa38OQ4zvU5NJ9mexQe172esX29iw0SOrbFzbK2dxLNXBbwgg8Y95LQbqaDdCAX6IOdxJUnCtnce5lWvgN2CoAtEO+ZHFE0GFnz2yuG9HF04B0kUqdWxB+0eHV+skL8Wx8XD5MzpD3Yzqv6vYhGHcmXa99jj88oJ39+P4A+eQeHrBUBWkpnzOxJJu+Cs8iRXyQjt6kvtDt7Iy+k+XtHn0j8xJsauSkUhg38eCaCh983Fc+KpYxz49lMEuZx+b36Bh1/pEx0WhzkvdCU8L3TlLp2KYR7KUn/X6nDNSaK1kLCXHFcrdxW44vsORuXVvkqEfXUYo8om5oiD5dMtRO12nl8aHQyepGLg8ypUbkWPQUXMfW57y3wNhWnVqhVXrlwhPDzc5WK+d+/erFixgri4OMLDw11uNfw3EydOLCgVtnr1au6+++5Kbb+iqFevHt9++y1hYWF8+umn7Nu3j8WLF7NkyRIGDBjAww8/TK9evVAoqt/lbLfb2bVrF7/99htbt24tiA3q3r07U6ZMqfRzoqJZtWoVp0+fxs3NjYkTJ1Z6++Hh4cTHx6PVaunVq2wxhaVtD5xePjXUUEPFkekQmZduJiov3nmIh5K7dCrkt9gk2EOuoaE8kIaa4gWYXXKQnJetP1/kJ9qMxJ6L5FJ0JKkGGan+KkwayBKsZJkTiLqJld9P6XmNS7/X1b+VejZlHCfZnkWQ3QfFzI5MW5tD+pWriwkKFTTrK6fdSCWth8jR+V4viAVBQNXjWeT1umH69VHExDPkfj8MVd+XUA97j8tH93Ps129BkqjTpTdtH36uxK7h8rod0T7wPaZFj2HdOoOUXeuwxwejqhdErc9fQNevPQDmTBvRu5NIOGV09kkGtdp5E9rVF5Vb9Xv+Awyop2VgPQ1bYsy8tT2D30f53lC4iHY7J5ctBKB+nyEVKuQBNDKB8d4aluUtmq3KspJoF3lUr0Z5i11rgkyFxrsPGu8+hYV92tbCrvhKHzQ+A9H4DqrJiu8i4iMdrPrQyrE1zlAXhQr6PaNkyItqPLxdf17V/KL/MVq2bMnmzZuJi4tzeaZ5rVZL37592bhxI+vWrat04ebv78/TTz/N119/zXfffUfnzp0LJTW81Wjbti2///47hw4d4rvvvmPr1q1s2bKFLVu24O/vz6hRo7j77rtp2rRpla6CSpJEREQEK1euZMWKFSQlJRVsGzBgAM8++yydOnW65Vdqr1y5UlCK7umnn8bPz69CEpmUhnXr1gHQp08flyd6TExMJC4uDplMViPma6ihAjlvdfB9mpkMUUIjwON6De21t+/0TCHICVIZCFIZwB0kUSTx419J+mI7ALrBnak77zVy3YRCYv/fVv7EvPh9B2LBtuPEFrQjsyowHK9HeptoUEHgh0PYuTPPCq+1o+2ZStCQbBoNlKjj7XT5Vyk9geJFuDy4Ne4v7sO8+jVse+dh3T6Ti0cPE5HiB0jU7d6fNg8+VaoYb8lmJ32PAvPphuibn8O3+xl0w0fgO+UtZFo1NpOD2AMpXD6ahuhwPmP8m3pSv6c/bobKDesqC9P76Nl5MYGdFy1sPG9maMPin1XR2zeQkxSPWudF46H3uKQ/MkHgPi81/goZi40W9pvsJNtFnvfW4Cm/NT04ixT2KZudrvi2VHIT/iA34Q9kCgNq3wFofO5Are+CIKv+5091Ju2SyNrPrOz93YYkgiBA1wcVjJyqxqdu5Z1Lt+/TooYi8fDwoFGjRkRGRnLs2DGXl24bPHgwW7ZsISoqiqioKBo3buzS9v7N3XffzY4dOzh+/DgfffQRX3311S1Re744BEGgc+fOdO7cmejoaBYuXMiqVatISkri+++/5/vvv6du3boMGjSI/v370759+0qJQzebzRw9epStW7eyefNmLl68mhzJYDBw1113MXbs2Fsud0Fx2O12Pv74Y8xmM23atOGuu+6q9D5ERkZy9uxZFApFpZRgDAsLA6Bx48Z4eFxf0qmGqqNz5843fF1D9USSJLbm2Pgr04oIBClkPO+tIbAaZtp2FY5sE5ee/5zMdfsA8Jt0H4FvjkWQy9EBOq2WRtrirbMOScyz8htJtGVwOTWbmC0K0rZ4Yd/jz6mn15Ha6Sz603XwPlaPy4MPk9DzFCkdziKq8+rLpeT9y8Nb4UGA0qvgX747f76Lf4DSC997vkbR5A7OL3yXqBRfQKJuo9q0fmBcqYR89t4TXHl5LpbIi0AImjoCGt1ZtI4fcBgf51K4ntgDKdgtebG3ddxo2CcAz6Bbo0oPQD29guc66Pj6YBbTd2TQN1SDtoi4YXNGGpEblgHQ7K6HUGrdXNqvPu5K/OQC36ebOW8T+SjFxARvDbWVt+4cEf4t7Kc7k+elbMacsgXRno4pYSmmhKUICk803v3Q+N6B2tADQVb5VQ9uVbJSRDZ8aWXHDzbsFud7bYcruOsNFcHNKv/8qYmZr8a4KlYwIiKCJUuW4O7uzksvveRycfvzzz+zfft2WrZsySuvvOLStuD6OJ34+HjGjRtHbm4uTz75ZKXXAHc1VquVrVu3smzZMnbs2FEQjw7O+PrWrVvToUMHmjVrRpMmTWjQoEGxSdpKEuNktVo5f/48kZGRnDlzhiNHjhAeHn5du3369OGee+6hf//+lZ4UztUsXLiQH3/8ETc3N3788UcCA52TzcqMEfv88885efIkffv25fHHH3dpW3a7nS+//JKcnBwefPBBmjZtWuFt1MTM11AUt2vMvEmU+CXDzFGzM7ayo0bBWL0aTRlqYN+qsanWS4lcGPMe5lMxCCoFtb+ahOGBm9db/zfpV0SOb7ATtr5wDfjs2sns+vFLJLnIJznP07yBBrOHSKI9s1CW/sS8hYBEmxGLZL9xY3nIkXHnKQcDD6QBUEt2jobycBKb9CTxrvfx1YcSqPRCL3cv8jexpxiJf+cH0hc7M7bLfTwJeu8p9KO7kTN3EEmptYnzmoBN8AHA3VdNwz7+eNfzcOlv7KpzKdcm0mdhInFZDl7qouPlbl7X7XN04VwuH9yFIbQRPV96t1wZ7EtDgl1kTqqJJIeEWoBxeg1tb+IZcytec5Jkx5pxCHPq35hT/ka0pRZsE+RuqA19nMLeuxcyefkrIdyKY3QzTEaJv+da2fKtFUu2873GPeSMekdN/U5l01I1MfM1lIlGjRrh4eFBdnY2ERERLs9KPXz4cHbt2sXJkyerxDofFBTEpEmT+Pjjj/n5559p27YtrVu3rtQ+uBKVSsWQIUMYMmQIOTk57Nq1i82bN7Nr1y6Sk5M5fPgwhw8fLthfLpcTGBhIrVq1CA4OxmAwoNPp8PT0RKlUYjKZ0Gq12Gw2MjMzycrKIj09nbi4OK5cuUJCQgIOh+O6fvj5+dGrVy8GDRpEr169cHevurI4riQ8PJyff/4ZgEmTJhUI+cokMjKSkydPIpfLK6UUXmRkZEFFjkaNGrm8vRpquJ25bHPwXV7ZOTlwn5eKfm6lT8J1K5O9O5zYJz7CkZqJwt9AyMI3ce/crESflSSJuDMix9c7BXzsscIZ6IOaymg7TMHS4VuQEBno1Yox7Vo4hYWueGEhSRIZjpw8K7+xIIlfvtB3uvobSbEaGXIsm4FhJgA2ttbgo9Uy+biMwKjdyGcP443ufdgTXAe1oChk5Q+QedJm5UVCv9qL3OjMQq8bewe13x6HwqAjOSqL8x4/YHI4v5NKSKfB4KYEtvBGKMNCT3XBTSnjrV5ePL8+jW8OZ3F/c3fqeF2VIGnRkVw+uAsEgZb3PV5pQh4gUCFjmp8b36eZibA6+DbdzN12FUPKkBivOnNtuTvPBm9gyzyGKSVP2FsTMKdswJyyAQQVakMPZwI9777IlNcvvPzXsORIbJtvZdNXVnIznO/VbSvj7jfVNO9fsWXmykKNmP8PIpfLadeuHbt27eLw4cMuF/P5Im/79u0sW7aMqVOnVvqJP2jQIA4fPszff//N+++/z4IFC/Dyuv1uUO7u7gXCXpIkYmNjOXToEGFhYURGRhIZGUlWVhZXrlwpKLdYFnQ6HU2aNKFJkya0bduWTp06ERISUuU3NFdjNBp5//33EUWRQYMGVYp7+7+RJInly5cD0KtXL/z8ri+PVNHkLwa1b9/+lg5TqaGGqmZPro3fjRZsEhjkAs8aqne964pGkiRSF6wl7vXvwSGibdOQkF/fRFX7xvl7HHaJ8wcchK23E77BTnLMVadSQYB6HWW0HaGk7TAFAQ1lHM6OZkfUcWQITAsuWRiUIAgYFB4YFB4009Yqtv8nli/kQpizuoz8jr506d6cJJuRH5ud4M4N3xKUnsi8rRv5rUkLvmzXmYuSnYvWVBpFWBjwdQoNopxebNENVMyZ5ENks3O0PzaPe893pZbRGwC70krd9LkEZi3GeHwkFxrOIkClx01+67pCj2yk5dfaavZetvD2jgx+utNZClESRU78+RMAdbv2xRDSoNL75i4T+J+Phj+NVrbn2liRZeWyXWSslxr1LbyIUhyCIEfl1RGVV0c860/Fln0Cc8rfmFM24zBfwpK2DUvaNoyCApVX57wEegOQq1w/36hO2MwSu36xsWGmlcykq7Xi73xdRbsRimoz560R8/9ROnTowK5du4iJiSElJQVf3+Lry1YEI0eOZPfu3URGRnL69OlKr1EtCAIvvvgiZ86c4fLly3z44Yd8/PHHt7UwEQSB0NBQQkNDue+++wDnRCQxMbFAzMfFxWE0GsnKyiIrKwur1YrNZkOpVKJSqdDpdOh0Ory8vAgODqZWrVrUqlWLgICAanMTqywcDgcffvghycnJ1KlTh8mTJ1dJP06dOkVkZCQKhYI777zT5e2lpKQQExODIAi0b9/e5e3VUMPtiEWU+N1oYZ/J6cbdQi3nSf3Ny87dTogWG1denUv6b5sB0N/Xj9qz/odMW7RANWdLnN5m5/h6Oyc2O8hJuyYDvRqa9ZHTdriC1kMUePpfteRKksRHV1YA8IBPNxprgyokOakkioQvWUDs3q0AtLrvcer1GXJ1h+CRSK1fxLx2Grbd3/BI5CkeSrNwacA7ZP18Co8/DiNIYPVQsv3ZhmwY4YkmQ8PUo+1ollEbAJPcysa6YWysG0aXhHhm77BhOLqMWWIs81u2QyfT4H+Npd9f6UlAfky/6ur72mqY2EwQBD7op2fQokQ2R5vZdN7E4AZaYvduxXj5AgqtG83ufLDK+qcQBMbo1QQrZSwxWjhkspNgFxlv0OBzG+exEAQBla41Kl1rdKEvYc+NyhP2W7DnRmHN2Is1Yy+Z599HqWuDxncAGp+BKLQhVd11l+GwSexZZGP9DCvpcc57h2+IwIiparrcp0BWze7bNWL+P4per6dRo0acPXuWQ4cOMXToUJe25+PjQ9++fdmyZQt//vkn77zzTqXXfXdzc2P69OmMHz+egwcPsmDBAp599tlK7UNFI0kOrMYjiNZkZCo/VF4dblhPVBAEAgMDCQwMpEOHDkUc7/aLcaoo5s+fz8GDB1Gr1UyfPh03N9cm5ykKURT566+/AOjXrx/e3t4ub/PQoUOAMzxHr9e7vL0aarjdiLM5+D7dTLxdQsBZ23qIhxLZf+gea4tPJfbxj8g9dAZkMoLeeQLfCaOve86kx4mEb3Ra3yN2OrBfTcWCuwFaDVLQZpiC5v0VaDyKHr/1Gcc4lBONRlDyUlDFhCE5bDaOLZxL3LH9IAi0HfMsdbv1vW4/QaVFO3oWyubDyP39aXJ2mZB9vQCdxVlf3fDgAAKnP0lTtAzanUTK+bzAWxnIW8hwtLLTSlEHf5sniX5tWGx345HdK5kcdpg4dx3r6jUky2LmvCXxhv31lGvxV3gSoPLCX5Ev/K9dAHD+XdmW/iY+Sp5rr2PO4Sze3J5BZ4OFiDV/ANB0+H2odVXvMdnXXUmwQsZ36SYu5SXGe86goZH69jX+5CMIAkr3Jijdm6ALmYDddAFzyj+YU7dgyzqOLSsMW1YYWTFfoHBrjMZnABrfASjcm90Wc0aHXWL/H3bWz7CQEusU8YZggWGvqujxsBK5snp+xxox/x+mS5cunD17lmPHjtGvXz+XZz2/88472b17N7GxsRw4cIBu3bq5tL2iaNiwIVOmTOH9999n8eLF1KtXj0GDBlV6PyoCU8rfZJ7/CNF69aEuUwXg2eB1tL53VGHPbj82b97MkiVLAJgyZQoNGlS+GyDA/v37iY2NRavVMnLkSJe3ZzabOXbsGFCTIb2GGkqLJEnsM9lZlOdW7yUTeNqgofF/QBRcS86+k8Q+8TH2pHTkXh7UXTAF3QDnYrIkSVw64UxgF77RzsWwwvHvvqECbYYpaDtMQYMucuRFZEG/FrNo48MrKwF4PuAOAlX6cvffbjFzaP4XJEecQKZQ0P6xiQS363LDz1iMtUnYPgzzSWepPKUhC787ZajHDyfyQA5JEfHOHQUIaqmnXnc/NJ7K6w9U7wnMiilYt3/JZ/v3MK35eK7UbpYXx+9M5JdkyyTJZiyI6zeJVjIdJjIdJs7dRPRfa+nPF/k6u4oQMYAAlZ4ApSf+Si885BU3P5zcRceqqFwuZTpY9dNCvHOy0AXXJbRX9Zm3NFbLecPXjW/SzFyyi3yRauJBLzV93KqPa3VloNCG4lFnHB51xuGwJGJOdQp7a8Yh7LlRZOdGkX3pW+TqYNQ+A9D4DEDl1f6Wq2UvOiQO/mVn3QwLSdFOEe/pLzD0JRW9HlOi1FTv3/zWGu0aKpQGDRrg6+tLSkoKx44dc7m49vT0ZNiwYSxfvpylS5fSoUOHKslyPmDAAKKjo1m0aBEzZsygTp06NGtWssQ71QVTyt9knJkMFHYdFK1JzvebzaoR9BXEmTNnmDFjBgCPPPII/fv3r5J+WK1Wli5dCsCwYcPw9PR0eZvHjh3DarXi5+dXZQsYNdRwK2IWJRYZLRzIc6tvrpbzpF59y9axLguSJJE6fw1xb84HuwNN81BCfn0LWVAgJzY7xfuJTfYCN1Zwxr+HdpDRZqjTAh/URFYq8TQ/6R8uWVMJUup5PrD8z0BrTjYHvv2U9AtnkavUdH7mFfyatip2f1t8KvHv/UTGH05XfJmXO36PNEdwLOeKegypK2wgZALg38STej39cPe+sXVcPeJjxPRY7MeXY/jtGWr/bzvygKIXVyVJIks0k2QzkmTLJNGWQYLVSKL96mvn/07RnyWai7b0pxV+6SZTEaDU458n7v2VngQori4A+Of985Jrb/p7aZUyPuyn570lB/G+sheANg8+hUxevSSJj0LGa75afsmwcNhs53ejhQtWBw/r1f9J8SRXB+AePAb34DGItgzMaTsxp27Bkr4bhyWO3LhfyY37FUHhhca7H2rvfkiyFoC+qrteLKJD4vByO2tnWEk861xI9PARGDxJRd9xSlRu1VvE5/NfPB9vGfbs2UO3bt3w8fFxyfEFQaBr166sXbuW/fv307lzZ5fHkA8ZMoTt27eTmprKhg0bqqQ+N8C4ceOIiYlh7969TJs2jTlz5lC7du0q6UtpkSQHmec/4t9CPm8rIJAZ/TEan/43dLmv4eZcunSJqVOnYrPZ6N69O08++WSV9WX9+vWkpaXh7e1dKYn3HA4H+/fvB5xePK60RqSlpXHw4EGGDBly851rqKGaE2t1MD/dma1eBozUqRj6H3OrF3PNXHllLulL/gFAPnQoCX3HseVNgTPbs7HmXt1X5QbN+zlj31sNkheKfy8NCdYM5iRsAmBarbvKHTduykhj/9yPyYq/hNLNna7jp2IILbqah2ixkfLtCpK+WIKYYwZBwPDwHRheepTLUVbiwx8gP2xfb95Gbf0BfHu8i+wmQh5AkMnQPvQTucY4HBf2kztvJO7/24nMK/j6fQUBT7kWT7mWhpriK61IkkS2aC4Q9ok2o9O6bzVyOTeFdCGXxDyLf45oIVe0EmNJIsaSdMO+qgXlNQL/qvD3V3rhr/As+LtPbQ3PGJ15Dc4EdmdEvepZJUUtE3jaoCYkR8byTCt7TXau2EWeM6j57yzLXY9Mqcct4E7cAu5EcpiwZOzLs9pvQ7JnYEpaiSlpJQgq0vXd0PgOQO3dF7nKtfm5SkpRIt7dAIMmquj7tKrYEJ7qSo2Yr8akpKRw7tw5l4l5gDZt2rBt2zaMRiOnTp1yeck2lUrFgw8+yDfffMPatWvp3r17pWTj/jcymYw333yTSZMmcfbsWV599VXmzJnj0rGuKJwx8jdynZMQLQlYjUdQ62tco8tKamoqr776KkajkcaNG/Pmm29Wep6HfJKTk1m3bh0ADz74YKV4tJw8eRKj0Yi7uztt2rRxaVtnz54lISHBpW3c7tjtdi5cuEBWVhY6nY7Q0FAUippHfGUiSRJbcmwsz7TiALzlAk/pNTT8j7nVW6LjuDD2Iy6dggvCfVwJGkTcek9Yf7WkqSFYoNVgp4Bv0kuOSlv+yfOncavJFa20d6/H3YZO5TpWVsIV9s/9GFN6ChovA10nvI5nUJ3r9pMkicyNB4h/cz7WGKfrvFvHpvhOf5bEXE/OLU9CcuTF3oa4U9drD8ptb0J6Dtkz1qAZ+QnKbk/ftBSboNKifXI5ubP7ICafJXfeCNwnbEXQ6sv0/QRBQCfXopNraaAJKPR9/p03J8fhFP0JeYI/360/yW4s5OJvdJiwSDYuWVO5ZE0trmkABh83c2d2DllqOT+0s3AgbCE9AnzwV3rhp/QscO/3U3iiklXtfUwQBAZ7qKijlDE/zUysTeTDFBNjFALXZx767yHItWh8+qPx6e+sZW88hiVtK+aUf3BYLmNJ34ElfQcgoNS1RuPTH7V3PxRuDSo9ZMFhd4r4dZ9fFfFuerjjBRX9nlGh9by1RHw+NU/6ak50dDQdO3Z0mcVcqVTSpUsXtm7dyp49e2jVqpXLL65OnTrRrFkzzpw5w5IlS5g4caJL2ysONzc3Pv30UyZMmEBcXBxTpkxh1qxZeHh4VEl/SopoTa7Q/Wq4nuzsbF577TUSEhIIDg7mk08+qZKEd/n8/vvv2Gw2mjVrRqdO5ZuklgRJktizZw/gtMorlUXEclYQdrud8+fPu+z4tztpaWnMnDmTdevWYTabC97XaDSMGDGCF198sVISJf7XyXSI/JRh4ZTFKVjbaeSM1Wtwvw3LWhWHOUvi8BenOPJNLBdsr5GLweksFufcHtpBRqtBTgFfp1Xp3OdvRlhOLEvTDgAwvfa95Tp2WsxZDnz7KbbcbNz9g+j2wjTcfK4vnWc+fYG4N+eTvd2ZV0QR6I3vm+PICGhK2P4MREc6APq6btTv4Ye+tjsQgtihC6YlT+OI3o152URs4cvRPvA9Mu/QG/ZL5uGL27PryPmqN2L8SXJ/uAe3Z9chKF2b78hdrqGeXEM9zY3LB5pEK8m2zOvc+ZNsmSTZjQXbSDcyJCwHgOVdtJiCLnBIusChYtZzDXL3PIF/1crvV2Dlv2r995BpXDp/ba5W8IafG9/mxdHPt8pJzrYyxEP1n4qjvxGCoECt74Ra3wmP0FdJTzyKynoIS9o2bNkn85LoHSfrwpfINXXR+Djd8V0dZ++wO2Pi139hIem8c3HtdhDx+dSI+WqMRqPBbDYTGxtL/fr1XdZOx44d2bVrF4mJiZw9e5bGjRu7rC1wrnI+8sgjvPXWWxw5coSwsDDatm3r0jaLw9vbmxkzZjBhwgTOnTvH1KlT+eyzz6pUuN0MWQnrfJZ0vxoKk5uby9SpUzl//jwGg4EZM2ZUqRgKCwvj2LFjyOVyHnnkkYJJgyRKZFzOxZJjR+2uQF/bDaGChENUVBRJSUmoVCqXLx5cvHgRq9Vara+56kpiYiIPPfQQcXFxeHt707Fjx4I8KKdOneKvv/5iz549LF68mICAgJsfsIYyccJs5+cMC1mihBK47z+UKCvxvMiJzXZObLIRtcuOKIYAzpJVKq1Ei4FKWg1W0HKgHK8A13g2SZLEu5ed+UTu8e5MO/fQMh8r8eRRDv8wC4fNij6kAV2em4JaVzg/iT3VSOLHv5H68wYQRQSVAq/n78fUpQ+nz2QjXnGKeK9aWur39MdQ173Q52W+DXAbvwXr7rlY1r2J4+w2sj9rVyIrvcw7FLdn1pAzdwCO6F2YfhuL9rHFCLKq9/7QylTUVftSV128K7UkSez/9lOSHemo69fnqYEPcHnfFS5bMgnxM9Ms2FJg/U+2Z2KTHKQ7ckh35BBljr9h+xpBmZfMzxO/YkS/n9ITX4UOuVC2c9E3L45+kdHCfpOdFVk2Ymwij+s1uP2HFu5KgiAIyDQN8AjsgC7keWcCvbRtWFK3Ysk4gMN8kZwrv5Bz5RcEhSdqQ2+nuDf0QKaomJxAdqvEgT+dIj7lglPEuxtg4PjbQ8TnUyPmqzEhISFERkYSGRnpUjHv5uZGp06d2Lt3Lzt27KBRo0Yun4TUqlWLQYMGsXHjRhYuXEiTJk3QarUubfNGffnss8+YPHkyJ0+eZMqUKXz66afVVlyovDogUwUgWpMoOm5eQKYOQOVV4wBWWnJzc5kyZQonT57E3d2dzz77jFq1alVZf0wmEwsXLgRg0KBBBX1Jisrk7D8JWLLtBfuqPRQ0GhCIf+PyPQQlSWLnzp2A04vG1ddlZGQk4Cx9V0Pp+Oyzz4iLi2PixIk89dRTqNVX428tFgvz589nzpw5zJgxg88//7wKe3p7YpMklmVa2ZpjAyBYIeNpg5payqoXVq7CZpaI2uPg5BY7JzfbCzI/O5HhSQLNWhvp8mYrGvdWoVS7frK8Ov0Ih3Oi0cpUTAkuex6ei/u2cXzxfCRRxL95WzqOm4xCfdXqLVpspC5YQ+KMxYiZTsuy+6gBWEfeTXSMFfFEFgBewVrq9fDDEOJe7FxKkMlQ956IotkQzEuewRGzx2mlD1uK9oHvkPkWn3BUXqsNbk8sJXfeCOwnVmJePhnNPV/fEotH8WEHSD4dhiCX033MC+i8a1G3czOGLU4i9iK8GeTDsKbOZ44oiWQ4cq+69dsySbZlFiTzS7JdtfZni2bMko2L1hQuWlNu2AcZAj4KjyIFv5/Ss+C1XzHWfrVM4HEvFcF2M6ttCsLMDj5KzuU5bw21b+Nrv7zI1QG4Bz2Ie9CDiPYcLBl7sKRuw5y2A8megTl5LebktSAoUHl2QO3TF4133zLVs7eZJfb8ZmPTV1bSLjvvUTpfgTsmKOnzpAqNrvpfK6VBkCSpKDVQQzUgLi6Ov//+G0mSuPvuu11a4zk7O5tZs2Zht9t5+OGHK2VibbFYePPNN0lOTmbAgAE8+uijFXLcstZKj4iI4OWXXyYnJ4dWrVpVa0F/NZs9FBb0zu+rL2M2+/9ynfl8IX/ixAnc3d354osvaNq0aamOUdHj9+uvv/LPP//g5+fHBx98gFqtJikqk5OrLhf7mZZ31S6XoD979iyLFi1CoVAwefJkl4adpKens2rVKgRB4J577qn2IS7VjS5dutC6dWvmz59f7D7jxo3j5MmTHDhwoBJ7VnGkp6dXy/vRZZuDH9ItXLE74y77uyu5x1OFsgr66er7dspFkVN/2znxt53IXY5CyevkColgIYK6toPUcz9DyzkPYbi7Z4X3oTiyHWb6nn6PRJuRl4NGMDloaJH73WiMJEkict1fRG1cDkCdLr1pM+aZguzqkiSRuWYP8dN/xHrB6Quu6NQa8eFHSEmRI+bFxJdExBfZN1EssNJjM4FSi3rou6h6T7yhxd0WthTTrw+DJKG6Yxqaoe+WuM1i++LCc8mak822D17GkmWk8ZBRNB3xQMG2T/ca+fpgFn5uMraNDcSgKZ3lPNdhIcmemSfu88V+Yff+ZFsmKfYsxCKNIEWjlakKifuCvxWeuFlluHnUYYvJiwxRQCnAGC81PdxcF5Z2K1HSc0mSHNgywzCnbcOcuh2HKbrQdrm2Hhrvvqi9+6LybIsgK358zdkSu36xsXm2lczEvBJzAQKDJqjo/YQStXv1eo6Ac5zKe63VWOarMVqtltq1a3Pp0iUiIiLo2rWry9ry8PCgU6dO7Nu3j23bttGwYUOXT57UajWPP/44M2bMYOvWrXTu3JkmTZq4tM0b0bRpU7744gtefvllTpw4wauvvsrHH39cKSXASovW9w5oNuv6OvPqADzrT6spS1dKMjMzmTZtGqdOnSqzkK9oIiMj2brVWd7oiSeeQK1WI4kSZ/+5caK4s1sT8GuoK5PLvSRJbNu2DXBa5V0trvOt8nXq1MHd3f0me9fwb6xWK82bN7/hPi1btuTo0aOV1KPbHzEvyd3KTCt2QCcTeFyvppXm9plO2SwS5/Y5OPG3nVNbHCREFa79rg8SaDFARp2svehWf4sKE5pW9Qn5cRrqhpVbFWZm/DoSbUZC1L48FzCw1J8X7XbCfv+eywd3AdBo8Ciajri/YP6TeySSuLcWkLv/lPMDDUKRHnucRIsHUiKAhFctLfW6l17E55NvpVe2GI7pz+dxnN2GZfVr2ML+QvvA98iDWhb5OWXbe5FyUjEvm4j1748RtAbUfSeXuv3K4uSyhViyjHgE1qLR4NGFtk3u7MmGcybOptl5d0cGswaXLrTNTa4mVO5HqPrG4YUOSSTVnnVV4NuvCv188Z9kyyTFlkW2aMYkWm9s7U8EpeBGG/2D+Kmb8EuGhQXJJ3EXT+CvdC8Q/n75rv8KTwwKd2RldPO/HREEOSqvDqi8OuBZ7xXsplgsaTswp27DmnkEhymGnCsx5Fz5yemOr++B2qcPGkMvZEoDADkZEtvnW/nnOxs5aXkJJ2sJDJmsoscj1b9OfHm5fZ4+tylNmzbl0qVLnDt3jvbt27s0i3WPHj04fPgwcXFxREREVErt9RYtWtCrVy927drFggULeP/999FoXJvM5UbkC/pXX32VU6dO8b///Y/PPvsMf/8bJ36pCrS+d6Dx6Z+X3T4ZmcoPlVeHmnJ0pSQpKYnXXnuNCxcuoNPpmDFjRpULebPZzIIFC5Akid69excItozLuYVc64vCkmUn43LudXGaJSEiIoK4uDiUSiU9evQoU99LitVq5dy5cwBVPt63Ki1btiQmJuaG+0RHR9OyZdFioIbSkWp3JrmLsjqT3LVWyxl7m9SOT74gcmqLnVP/OK3vlpyr22RyqN9JTss75LS8Q0GATwaXnp9Bzq5wALwfG0rwR88g0968zFpFcsZ0hR+TtgPwfu370dzAYlcUttwcDi2YSUrUKQSZjNYPPkVI9/4AWC7Ek/DBQozLdwDgCK6F+OhYjHIfMDk/r6/rRr1ufujruFWI8UPmUx+35zZi2/8j5jVTEC8eImdmF1T9X0U9cGqRie5UPZ5FMmVgWf8WltWvIWi8UHV9otx9qWgSTx3j8sGdIAi0HfMs8n8lVVUrBD4faODuP5P560wudzdxo29oxc8F5YIsL2GeFy1usu+/rf3JeYsAyXmJ/RLM6aRJuaTYMjmc/hMN3PvSyGMQSmUjUm2e/JP6G9mO60v5yZHhq9TliXxdgcW/0P952z3l2mrnleRqFNoQFLXG4l5rLKI9C0v6HixpO7Ck7US0p2NO2YA5ZQNGBMy2Xuxf8zj7/mqGJcd5H/arJzDkRRVdH1CiUP03xq5GzFdzgoKC0Ov1ZGRkcPbsWVq0uNntp+x4eHjQtWtXdu3axdatW2nSpEmllOIaM2YMp0+fJjk5mT///JOxY8e6vM0b0bRpU7766qsCgffCCy8wY8YMQkNDq7RfRSEI8pryc+UgJiaG1157jeTkZHx9ffnss89cmp+ipPzxxx8kJyfj4+PDQw89VPC+JefGQr60+12LKIoFngBdu3Z1uVX+7Nmz2O129Ho9QUFBLm3rdmXSpEk88cQTLF++nNGjR1+3fenSpezYsYMff/yxCnp3+yBJEvtNdpYYLZgkUAtwv6eanrdwkjtLjkTUbgentjoFfH6G53w8AwRaDpTTcqCCZv0UuHk5v2fm34c4O/oLHKmZyNw11PpyIoZ7+1V6/0VJ5I2LS3AgMlTfln5epZsb5aYmceC7z8iKv4xcraHTuMn4N2+LPS2TpC+WkLpgLZLNjt0/GPsDD5HtkXePkpwl5up1983LTl+xCIKAqts4Zyz9sgnYT63D+vdH2I8vRXP/dyjqXx/CoBrwGpIpHeu2mZj/eh5B64myzT0V3reyYjebCF+yAID6fYfgXb/oJMsdg9U82daDH8Kyee2fdLY+GoCHquoWym5k7b/WhVxCwujIJdGWyUlzCjtMBlAG0Nt3MgrHEdItpwq8ANLs2TgQScwr55e/MFQcKkGBn1KHr+KqZd9P6Zm3GHB1IcBXqXN5Nv+qQKbQofUbgtZviNMdPyscc9oO4k6cYefv3Qn7ZzgOm3MRMaBeDP3HnaTTPf5ofbshU7i+hG91oUbMV3MEQaBZs2bs27ePM2fO0KxZM5cK7O7du3Po0CGSk5MJDw+vlCzzWq2WcePG8dlnn7F161Zat25dZdnt86lfvz5z5szhtdde4+LFi0ycOJHp06fToUNNUrnbhSNHjjB9+nSysrKoW7cuM2bMqBYZv8PCwgpc3ceNG1coAZ3avWS37JLudy3h4eEkJyej0Wjo3r17qT9fGkRR5MyZMwA0b94cQRCoSd9Sevbv30+XLl144403WLBgAe3bt8fHx4fU1FSOHj1KTEwMPXr0YP/+/ezfv7/gc4Ig8MILL1Rhz28dMh0ivxkthJmd1vh6ShnjDBr8FbeWNV6SJOJOi5za6uD0Vjtn9zqwW69ulymgYRc5LQbIaTFQQe2WhUvHiVYbCe/9TMo3KwDQtKpP3QVT0TSqXLf6fJamHeBQTjRuMhXTa99bqs+mxZzl4LzPsWYZUXsa6Pr8a+h8g0n6+i+SZv6JmJmDrVYI1pGjMRmuJkD1bagjtKsvnkGuT9Yr09dC++Ry7MeXYV7xImJSFLlz+qPs+hSakR8Vqi8vCALqER8jmYzY9v+A6bexoHJH2WyIy/tZEk6vWowpPRU3H/9CcfJFMbWHJ39Hm7iY6eCDXUY+GWCopF6WHZkgw6DwwKDwoKkWBnmK/JBu4YwVbIrODNB152EvNRqZgE1ykGLLIsWeWcjVP8WWVfB3fmx/psOEVbJzxZrOFWv6TfuhEZQF7vy+Ch3+ef/7Kj0LhL9v3v/uMvUtJ/wFQU5CTGs2ftWUo6vsSHnRP3VbxtLrnm9p2H4bggCZZyHzXF4SPe/eqA29qqSmfWVSkwCvGpOf+MfhcPDXX39hsVjo27evyy3Eu3fvZsuWLXh6ejJx4kSX1pi+lkWLFvH333+j0+l47733MBjKdhOvyAQuRqOR119/nVOnTiGTyZgwYQKjRo26bW8K/4UEeJIksXz5cubOnYsoirRo0YKPPvoILy+vCjl2ecYvPT2dt956i+zsbO644w4efvjhwscXJfZ+f/aGrvZqnYLuzzQqVcy8zWZj9uzZZGZmMnDgQHr2dG0Cq5iYGHbs2IFarea+++5DoVBUSBKY/xplDU8QBKFgMaW6U5UJ8I6a7PxmNJMtghwYqVMx2EOJvJqdp8Xdd7JTRU5vc3B6m50z2xxkxBee7vnUEWgxQEHzAXKa9lYUW6bJEh3Hxac+wRTmDIvxeeZOgqY/iUxTNZavdHsO/U6/R6o9m9eD7+b5wJvniMkfo5zzpwn77TtEuw3P2qF0HvcS5o3HSPzkN6zxqdjqN8E8YBhW36si3r+pJ6FdfPHwr5oQQCk3HfOaadgOOD1sBF0AmrtmoGj3QKHfWxIdmH57FHvYUlCocXtqFYrG/UvXVgXPAVLPnWHPLGdivm4T38CvSaubfmb3JTMPLHPGqP92ty/9XOBuX15uNk6iJLEh28bqLCsS4C8XeNqgIURV8jBIk2glxZZVIPDzRX5S3v/J14j/XNF68wNegzOxn1PoOwW+0/qfb/HPXwDwVXqiK6PFv6LOJUmSOLPdweavrZzZ7ih4v+UdcoZMVtGwmxwkK1bjYcxpO7Ck7cBhvlToGHJ1MGpDT9TevVB5dUWmqD45eipi7lMj5qsx105ijh07xvHjx/H19WX48OEundhcO7EfMGAAvXr1cllb12K1Wvnggw+4ePEizZo149VXXy2TF0JFP4wsFgtffPEFmzdvBmD48OFMmjTJpfkLqorbXcxbrVZmzZrF+vXrAWe5t5dffrlQSa/yUJ7xE0WRzz77jIiICEJCQnjzzTeLXEhzRTb7nTt3snXrVry8vJgwYYJLF/AkSWLt2rWkpqbSpk0b2rVrV/D+7XjOuZKDBw+W+bOdO98a4TlVIeazRYk/jBYOmJyLZrUVMp4wqKlTTctO5d93PNy8iD4kcnqrU8BfOi5y7QxPqYUmPeQ066+g5UAFAQ2Fm2SZlkj//W/ipn6HmGNGbtBRe86LeA11XTLekjDt4mJ+S9lNY00gG5pOQyW7uSeSKIqEr/ydi1vXAhDQsj2NgruQ/NHvmM9ewdq0NaZeA7H7BAIgyCCwpZ6Qzj64GSo3F0Bx2M/txLx0PGJSFADyxgPR3vM1Mr+GBftIDhumnx/AfmotKLW4PbMWRYOSz+Eqcg5gt5jZ8clUcpITqNu9P23HPFPiz769PYMfwrIJcJfxz6Olz27vako6TmctDhakm0kXJeTAPZ4qBrgrK/x+luMwk2zPKiT+8/+++p7TI6C0wl8tKPPEfmGR76vwyHP/v7oQoJdfzR9R3nPJYZc4stLO5q+tXDrhNMPL5NBxlILBk1TUbln8/dhuuoAlbReW9F1YMg6CdM13zi99590zz2rv+nLcN6JGzN/mXDuJMZvN/PXXXzgcDgYPHuzyGNPw8HCWL1+OSqVi4sSJ6HQ6l7aXT3x8PNOnT8disTBq1Cjuuqv0NWNdIUglSeKPP/5g3rx5iKJIs2bNePvtt2+7WN/bWczHx8fz3nvvcebMGWQyGc8++yz3339/hX7P8ozfqlWrWLFiBWq1mnfffZfAwMBi9y2yzrxOQaP+pa8zn5WVxezZs7Fardxzzz20anVzy0l5iI+PZ9OmTcjlcu67776ChJc1Yr6GoqhsMX/MZGeR0UKmKCEAQzyUjNBVTcm5myFJEvGRIqe32gn/28yFQ7JCiesAareQ0by/nOb9FTTsKi9xVmd7ehZXXpyNcfVuANx7tKLOd6+iquVb0V+jVBzOjmZ01EwkJP5sNIluuqLjr6/FbrVwfNH3XDmyF4A6TTrjseYSuWHnMbfujLlbPxyeTk9AmVKgVmsDdTr5oNFVvxJjkt2CdevnWLZ8AnYLKNSo75iGqt/LCAp1wT6mH+/DHrER1B64PbseRWjJFmAqcg5wfMkCYndvQaP3pt/rM1C6ldwaarKJDP49ifPpdu5srOXbYT7l6ktFU5pxyhElfs4wczwvVKeFWs7jejVeVZQ489/C/6rbfxYp9ixSbJkk5b2fI1pKdWylIMdHkSf8FTo8JTVBbj7XLQb4KHX4KDxQFJGw2ZwlsftXG1u/s5J6ySlRVW7Q81ElA8ar8K1bunETHblYjYcKxP2/rfYylb/Tam/oiVrfDZmy/F6apaFGzN/m/HsSs2/fPiIjIwkODmbQoEEubVsURRYsWEBcXBxt27bl7rvvdml717Jnzx7mz5+PIAi89NJLpRYXrhSkBw4c4P333yc7OxsPDw9ee+01evfuXaFtVCW3q5jfsWMHn332GTk5OXh4ePDWW2/RpUuXCm+nrOMXHh7Ol19+iSRJPP300yXKJC+JkjO7fY4dtbsCfW23MpWjW7FiBcePH6dWrVo89dRTLv/dN23aRHx8PE2aNKFbt24F79eI+RqKorLEfJZDYrHRwmGzc4EsSCHjcb2aeqVwi60MjIkiZ7Y7iNhh58wOBxlxhadwOj+B5v3kNO+noFlfOV6BpRcM2buOc+m5z7HFp4JCTuDrj+I38R4EedWOhVm0MfTMx5yzJHKvdxe+DL15slxTeioH532B8VI0giAjKM0bxfYEzO17YOrYA8nNmehTqZVTu703tdsZUGqrfzopR/JZzMv+hyPqHwBkfg3RjP4KRRNnyIFkNZH742jndo0n7s9tRF63402PW1FzgMRTxzjw7adAyd3r/01YgpU7/0jCIcE3Q725q4lbmftT0ZR2nCRJYnuujaVGKzacJS0f06tpXc1LWppEa4F7/9X/neI/pUD8O18bHTfJ5vcvBAQMCvcCC793qj+aP1pgXlYHMds5LhofkS5PidwxToufX/nDLSRJwmGKdVrs03djMR4C0XzNHjKUulaoDT1QG3qi1LVEEFz7G9WI+ducf09isrKyWL58OZIkMXz4cPz8blxPs7xcvnyZBQucGUjHjRtHnTp1XNretfz444/s3LkTd3d3pk+fXqrv6mpBeq2FF2DkyJGMHz++UKKyW5XbTcybTCa++eYb1qxZAziTrb311lsu86goy/glJSXx7rvvkpOTQ58+fXjiicorK3Tx4sWCTOdPPfUUtWu7NplVcnIy69atQxAERo8eXcjjp0bM11AUrhbzkiRx2GxnidFKlighAwZXI2u8OUvi7F4HZ3bYObPdQdyZwjXflRpo1E1OaFcr7Yd6UKuFHFkZFvUARLOVhA9+IeXblSBJqBoEU3fea7i1u7n1uzKYEbeGrxM24qfQ8U/ztzDcJO41LTqSQ/NnYskyIhfleB8EqWFfzK07gdIZJqfxUlK3ow9BrfTIldXLlftmSJKE/dgfmFe9hpSVAICizWg0d32OTF8byZpL7vw7cZzfCRov3J9djzyk002PWd45gDU7i20fvYolM4N6fYfQ6t7Hy3QcgC/2GZl5IAsvtcA/jwYS5FE9FtfKOk5xNgcL0i1ctjuv475uSu7xVKEu4zVbnbCINlLt2QWiP8WWyeWsZLIVNlLsWQXbUvP+FnHKT6/IWoQu60nQ9tbIHM7fN7tOEjH37eLKwGOIaucCq5tMha9C57T8X2Pp91V4FH5PoUOvcEcu3Px6lkQLVuORAnFvzz1faLug8ETt1RW1oQcqQ3cUmlrFHKns1Ij5EpKcnMysWbPYsWMHRqOR4OBgRo4cyTPPPFOquOcmTZoUu+3ll1/mmWeujwcqT9tFTWJ27drF+fPnqVOnDgMGDChx38vKypUrCQsLIygoiKeffrpSStWBM27/448/Jjo6mjp16vDmm2+WOK65MgSp3W7nhx9+YPHixQDUrl2badOmubR0YGVwO4n5U6dO8dFHH3HlyhUAHnroIcaNG4dC4bpV1tKOn8Vi4YMPPuDSpUvUr1+fadOmVVrCSVEUmT9/PvHx8bRr165MIS2l5Z9//uHSpUs0aNDgulwcNWK+hqJwpZhPd4gsyrAQbnG6vwbnWeNDq9Aab7dKxBx2ELHTwZntDmKOOBCvyXcpCFCntYxmfZ2W94Zd5SjUlPu+bQo/z8VnZ2CJvLPYVg8AAK4ESURBVAiA99ghBH/4DDL36pF87HTuZYZHfIodke/rPcUwQ7sb7n9x33aOL5mP5HCgyJbjLu+Po3EXyJvD6AI01O3kg18TzzIvflQXJHMmlo3vYd09F0QHqNxR3/E6qj7/A4eN3HkjccTsAY0nbs+sQxFavFdaeecAkiRx5MeviDu2H4+AYPpM+QR5OfIL2RwSd/2ZxPFEG33qqvltlC+yavCcKM842SSJFZlWtuTYAAhUCDyp11TpfccV3GiMbHYHe9fmsv1bO3EHr87JNB3TEcZGktHlHMmiU/in2LKwSKUrtytDwLtA5Dst/z7XiH4fhYdzYSBvASA/u7/DEo8lfa/Tap+xD8meWei4cm0oan131IbuqLw6I1OUv4RvjZgvAcnJydx///3Ex8czcOBAQkNDOXLkCEePHqVXr17MmzevxAK1SZMm1KpVi1GjRl23rVu3bnTsWNiFqbxtFzWJMRqNrFjhLA0zcuRIfHxcG0eUnZ3N7NmzsVgsDB061CWuycWRlpbG9OnTyczMpGPHjowfP75Ev1VlCtLDhw/zySefkJKSgkwm49577+WJJ564Za30t4OYz83N5eeff2bp0qWIooifnx9Tp06tlLKCpRk/URT55ptvOHz4MJ6enkyfPh1vb2+X9zGfAwcOsGHDBtRqNRMnTnR5XfmUlBTWrl2LIAjcfffd11UPqBHzNRSFK8S8KEnszLWzPNOCWXJmqh+uUzHEQ4miks9BUZS4fFIkYofTdf7sPgfW3ML7+IYKNO2joFkfOU17y/HwKfwcLM99W7I7SPrqLxI/XQR2Bwp/A7W/+h+egyvvWX8z7JKDOyM/50TuRYbq2zKv/tPF7iva7Rz/6VsuHd8DgFKoi6r2GASZU1B6h7pTt7Mvhrput939xnHlOOblk3DEOHMDyPwaor7rCxQNepE7/y4c0btArcPtmTUo6hVdfrS8c4DLh3Zz9Jc5CDI5vV5+D31Ig3J9J4BzaTYGL0rE7IC3e3vxbPvKyeF0IypirnTabOenDAvGPI+g4ToVQ6vgHuQqihojk1Fi9282ts+3khLrlJ8yBXQarWDgeBV121y/oCFJEtmi+apbvz2LVFsWKfZsUuyZpNqynaI/T/inO3KuO8bNUAtKfJUeBfH+Pgodfgp36tvTCDVH45tzBm3uWQSu9YySo/Rsg1rfDbWhO0pdqzK55NeI+RIwZcoUVq5cyTvvvMOYMWMA58BNmzaNFStW8NFHH3HPPfeU6FhNmjShc+fO/Prrr5XSdnGTmJ07dxIdHU3t2rUZOHBgifpSHg4ePMj69etRqVRMmDABT8/SJdgqD1FRUXz66ac4HA5GjhxZot+qsgVpVlYWc+bMYdOmTQAEBAQwadIkl9fqdgW3upjfu3cvX331FYmJiQAMHjyYCRMmVFoCx9KM37Jly1izZg1yuZypU6fSqFGjSukjOBcF586di9VqZfjw4XTqdGPXy4pgy5YtXL58mfr16xeZZ6JGzNdQFBUt5uNsIr8ZzZyzOidl9ZUyxurVBFdSpnpJkkiIEonY6SByl4Oo3XZy/lVCWucr0KSXnGZ95TTto8A35MaL2GW9b5ujLnH5hZnkHokEwHNEd2rPnIjCt3ITQN2MbxP+5qO4lXjJtfzT/C0CiklQZTwRwaHvvyCXLABUXn1QevVGJhMIbOGFV2MlQfX9buv7jCSK2I4swrL2daQs53NQ0XwY6qHvYV71Co5z20HljtvTq4vMcl+eOYApPYVtH72G3ZRLk+H30WRoyebWJWFheDbTtmaglMHK+/1pG1i11YQqaq6UI0osyriaqyNUKeNJg4ZAxa0V8lEU145R0nmJrd9b2bfYVpCk000PvZ9Q0fcpJYbgivu+dslBmj2bVFt2nvjPJOUawZ9qyyLZnkVantu/WbKV6Ljukp2OjnS6ONLo6sigtlR41dUqqElzb4LZow2CVye83JvirdLhrfBAWUSiv3xqxPxNyM7Oplu3bgQEBPD3338XGqykpCT69OlDmzZtWLJkSYmOVxoxXxFtFzeJyczMZMWKFZUWOy+KIj/++COXL1+madOmPPjggy5t79/s2rWLH374AXDG9d6sBnZVCdL9+/fz5ZdfFgjJ3r178/zzz99SGe9vVTEfHx/Pt99+y86dOwHngsqLL75I166VW0KppON37Tk9bty4Siv/mM/ixYuJjIykdu3aPPnkky4Pn0lKSmL9+vUIgsCoUaOKXBCsEfM1FEVFiXmrJLEhy8rGbBsOQC3A3ToV/dyVLnXblSSJ5BiJiJ12onY5iNzjIDOx8LRLo3PGvTfto6BpbznBzWWlcv0udTIuh4PkuStI/PhXJIsNmac7tT59Dv39/avdNRhjTuKOMx9hkWx8HvIID/h0u24fy4V4Ir9cSKztFJLMCjINGt9RaDwbUbujL7XbeaN0k9+Sz7ayIpkzsWz+COvOr0G0g1yFsseziHHhOM7tAJUbbk8uv64OfVnnAKLDwd6v3iMtOhJ9SAN6vvQesgpMmChJEs+sS2P9ORMhXnI2jQlAp646wVvRc6WDuTZ+N1rIlUAJ3J1Xwq46hBSUFYdD5ODKTA4tVnHqn6v14YObyuj3rJKu9ytRuVX998t1WPLEfVaB6E+1Z5NszyQtb0HAuRCQTZotC3uedT5YNNHZkU5nRxqdHOl4UTgUIFFQc1hu4JDMQIQqGEHll+f674GvUlfwt4/Cg7u8y2dQqd5pFMtJWFgYVquV7t27X3ex+fv707hxY44fP47FYilxPHZmZiZ//fUXqampeHt707lzZ0JDQ13WdlFrLTqdjvr163P+/HmOHj3q8sz2giAwYsQI5s2bR0REBKdOnaJ58+YubfNaevbsSWJiImvXruWnn37Cy8uLli1bFrt//phV9jpVly5d+Omnn/jll1/466+/2LlzJ/v27ePee+9lzJgxLndjrgiqauzKSnZ2NosWLWLZsmXYbDZkMhn3338/Y8eORavVVvr3KMn4nThxgp9//hmAESNG0LNnz0rt56lTp4iMjEQmkzFy5EgEQXB5+8eOHQOgQYMG6HS6IturEfM1uIrTFju/Z1hIcjjPu9ZqOQ95qfFxgfVLkiRSYiWidjuI3GUnareD9H9lnFdqoGFXOU16yWnaW0HdtjLkiso5981nLzut8YcjANAN6ECtWZOqvORcUdglBy/GLsQi2eila8r93oUXZ81nL3Hhmy1cNieQKz8BMhGZ0h993fup178Fgc29CpLa3SrPtIpC0HiiufMTlF0ex7zyFRyRm7HtnA3ufsgCmyMmnCZ3/p1oH/sdZcs7y91e5PqlpEVHotBo6fD4xAoV8uCch84YaCA80Uqs0cHUrenMGeJ92zwzOrspaaSW83OGhTMWB39lWjlqtvO4XkPALWalzzVK7F1kY/sCK8kxcsCBIECrwXL6P6eiaW95tfrd3ORqQuRqQtQ3vwdKkoTRYSpk5U+1Z7PJlomQG4V3zhlqm2OoZ40nQLIw3J7AcBLAeoYLghuH5AYOyQ2sluvJFK7mR6oR8zcgNjYWoEixDRASEkJERASXLl2iYcOGJTpmREQEb775ZsFrQRAYOXIk7733XqE46Ypq22g0Fvl+/fr1iY6OJj4+nqioKPz9/UvU/7KiVqvp2LEjBw8eZO3atRgMhkqNC+/Xrx9xcXEcPXqUOXPm8MILL9w0u35xY+dqHnzwQbp27cpPP/1EeHg4ixcvZt26ddxzzz0MGTKkVEkXq4qqGruSYrFY2LRpE8uWLSMz05mgpHXr1jz55JOEhIRgsViwWEpXH7UiKW78Ll26xJw5c3A4HLRv355+/fqRkZFRaf3Kzc1l3bp1AHTs2BGVSuXy9pOSkoiPj0cmk1GvXr0btmcwGFzalxr+W2Q4RP7KtHLI5LSY6GUCD3qpaaepuMnkteI9ao9TvKddLiwc5Uqo19EZ796kl5x6HeUo1ZU7mZXsDpLnLifxk9+c1nidG8EfPoPh4Tuq1cT6WuYmbOZITgw6mYbP6o4p6GfOyViif9lHqqAnRxmLw+ZcmNAaWtL20efxbXT7iLzyIg9oitsza7Cf2YBl1auIyWcRc5JB4wVmI6afH0B6cAGqjg+XuY3kiBOc3bwSgDYPPY27X2AF9b4weo2MuUO9Gf1XMisjTfSum8sDLUpeu766Y5DLmOytYVeunb8yLZy3iryXlHvLWOkvnXCw/QcbB/+yFeT90HhK9HxERd+nVPjVu7UWJYpCEAT0Cjf0CjcaEPCvrcML/pIcZqyZxzBn7MWUvhcxJ4JQKZdQey732a8gIZCsCuScKphwRfm9q29rMZ+V5YybKi5eNt9Smr/fzXjyyScZOnQoISEhCILA6dOn+fLLL1m9ejUOh4OZM2dWeNteXl5FPpT0ej1NmzblzJkzREVF0ahRI5c/vO644w5iYmJITk5m7969Jc41UFE899xzfPnll5w5c4Z58+bx+uuvF+nCLkkSRqOx2LGrDNq2bcusWbPYv38/3333HRcvXuSnn35izZo1PProo9VW1FeHsbsRVquVjRs38uuvv5KSkgJA3bp1ee655+jatWuV9/lG4xcfH8+8efOwWq00b96c559/3qWZ9Ytiy5YtmEwm/P39GTRoEHIX142WJIldu3YBzjCl4ODgG+5bQw0VgUOS2JZjY3WWFbMEAtDXXcndOhXacmYulySJpPMSUXvsnN3rIGqPg/Qrhc9dmQLqtZfRuJeCJj3lNOgsr1J3UtOJ81z+31eYjp8DwKNfe2p/NQlVbdeG6JWH4zmxzIpfD8D7de6nttqH1D1RxKyOIMujFnYvP8wpS5Hs6SDIaDLsYRoPGVblz4DqiCAIKJsPQ9F4INY932LZ9AGY8xacRQfm358ASxaqHs+V+tjmzAyO/jIHJImQ7v35P3vvHR/Fde7/v2dn+6r3CkISoosiOhhMxxTjXhP3OHFykxvn5qZ9k5vfbWk3N/a99nUcO4kT945twDbNBkwRRQLUAKEG6n0lbd+dmd8fKy0SCFDXAvt+veY1q5nZmdlHM+eczznPeZ7ErOGNFTQ7Qcc/LwjhNwfb+X9fmpkVr2V8xMhkgBkJBEFgiUnDFJ3Iq2Ynp1zeUfocu4eHwvQk+Fn6RLdTIfdjD3v/4qL0yIXgcAmTVNz8DQ0TV1uJSdDdcO+lIOrRhS9AF76A0HH/hOxuw9V2FKc5G6c5G8leRoyrlhhXLd435g9XOeOVuSbE/Lx58/o1evTqq68OS9T1H//4xz3+nj9/Pn/729/YtGkT27Zt46mnnhryIFaCIFz2JZg+fTolJSU0NzdTUVFBamrqkF77YjQaDbfddht//vOfKSgoYOLEiVd0dx9qtFot3/ve9/jtb39LRUUFv//97/npT3962ZgBV7LdSCAIAgsXLmTu3Ll8/vnnvPrqqzQ0NPDMM8/w2muvcdddd7Fx40ZMJv/rWR5t212M1Wply5YtvP/++z4RHxMTw8MPP8yaNWtGXBRfjYvt19jYyO9//3ssFgspKSl897vfHbEUdF0UFBRQWFiIIAhs2rRpRGxWVlZGS0sLGo2G6dOn+9UzFeDq5OXl8dxzz3HixAncbjfp6ek8/PDDbNy4sU/fP3bsGLt27eLIkSNUV1djs9lITExkxYoVfPOb3xyWYKpnnRJvtV3I45yiUfFgqI6xA0z7JMsKdWdkzh6UvOL9oERb3aUj7ykzVWQsVpOxSCR1rog+aPSfddnhov6/3qTxf98HSUYMCyL+P58k/L4Vfv0u2mUX36/4Ox5kNoTOZO4hIwcP7cYRFo8SmYbHkouz5XNAwhARzezHv0/4EERNv94R1Fp0S/8RTdaDOLf/O+6DfwLF+544Pvgesrka7S3/2ufzKbLM8VdfwNnRRnB8ElPueni4br0H35kTzIEqJ1+dd/LElma23R9DkNa/RO5giVSr+H6knn02Dx+0Oylzy/xHo411o5R142IaymS++puLg296sDRfiEo/a6Oam5/QkL7AW96OoOOhX6PShKKPWok+yhu0XHI14jIfxmk+jMt8eNDn968W8GXYsGEDVmvfUw1ERXnnPXSNil9u9NtisfQ4biAYDAbWr1/PCy+8QG5urk/Mj8S19Xo906ZNIzc3l5ycHMaMGTPsDfTExERuuukm9u3bx9atW0lOTr4kxdRwYjAY+MEPfsCvf/1ramtr+d3vfsdPf/rTEU3p1V/UajUbNmxg9erVbN26lTfeeIOmpiZefPFFXnvtNTZs2MCmTZuuOGp5o1JTU8NHH33Etm3bfGVAVFQUDzzwABs2bPBL74aLaWlp4Xe/+x0tLS0kJCTwgx/8YMRTF7a1tbF161bAG5gxMTFx2K/p8XjIyckBYNq0aej1/pGvOkDfOHz4MI8//jgajYb169cTHBzMjh07+OEPf0h1dTXf+tbVR/H+8R//kdbWVrKysti0aROCIHDkyBH+/Oc/s2PHDt5+++0hS6/aKsl82O7icKdLvUmAO0J0LDKq++WeKnkUKvNlSg55xfvZQxLWlp7iXa2FlCyRjEXeJXWOiM7kX+K4Y+8Jqn/4PK7SGgBCb11Mwm+/hSbWf+vKLn5V/RGN7R3cVz2fdacncFYnQlg8imTD0/AhTlcZALFTs5j50FNojf4fj8afUAVFYbjzf9De9G0cn/wEqcg79cq1+7d4zn4J974BhF31PCW7ttB4Og9Ro2X2Y99Hre1b7KnBohIEnlsTwdo36ylp9fD0jlZeWn/9Ta0QBIGlJg3T9CJvmJ3kOyU+6fCO0j8cphvxvPSSW+Hk5x6++puboi8uBLQLTxC46RENix/SEBp7oVMl4G13eURtNIaYDRhiNgyJna4JMf+LX/xiQN8bO3YsABUVFb3uP3fuHCqV6qpzr69G1zxPu90+4teePHkyZ86cwWq1UlRURGZm5qDO1xeWLl1KSUkJNTU1bN68mYceemjYo2F3JyQkhB/96Ef8+te/pqGhgd/+9rf85Cc/8fv5tlqtljvuuIMNGzawa9cu3n77bc6fP88777zDu+++y4IFC9i0aROzZ88edvdnf0aSJI4ePcrHH39Mdna2r6AbM2YM999/PytWrLgmRDx4I3H/9re/pbGxkZiYGP75n/95RFM7gjcbxebNm3E4HCQmJvaaFm44KCwsxGazYTKZRjRgZoDB4/F4+PnPf44gCLzxxhu+/993vvMd7rvvPp577jnWrl172ZgwXTz88MPcdtttPWK6KIrCv/7rv/LWW2/x/PPP88tf/nJQ9+pWFHZb3GyzuHB2utQvNqq5LVhHsHj1xr3LrlCR6xXtJYckSo9IOC09j9EYIG2uSPoCr3gflyWiNfincPA0tVH7L3+m9e3dAKjjIkj83bcJ3eD/qVIVRWFPUQHGYzr+0PgQakVE0YFgt2JwFNGmZON0tSKoRCbdeh9pKzZcdwJuJBFjJmB6YjOes3uwv/koSls18vkjqP4wFeetv0G38JsIYu8yofF0Pqe2eLMxTb37EYLjk0by1ok2ifxpfSR3vd/IpyV2Xsyx8NTs0c8/PxxEiCr+IULPEbuHd9qdVHtkft1kZ5lJw6YhmDp0NRorZPa/6ubgG27aG7ztMUGAKStEljyqZepqccQCeAbonWtCzA+UGTNmoNVqOXjw4CWRkhsaGiguLmb69Ol9jmR/OU6ePAlAUtKFwmykrq1Wq8nKymLfvn3k5eWRnp6O0Wgc1DmvhiiK3HHHHfzpT3+ioqKCQ4cOsWjRomG95sWEh4fzox/9iN/85jfU19fzm9/8hh/96EdDNsoznGi1WtatW8fatWvJzs5m8+bNHD16lIMHD3Lw4EGioqJYtWoVq1evZty4caN9uyNGeXk5O3bsYMeOHTQ3N/u2z5kzh9tvv5358+ePaKfRYGlubuZ3v/sd9fX1REVF8eMf/3hUOpwOHjxIRUUFGo2GO+64Y0Q6imw2G/n5+QBkZWX53TSIAFcmOzub8+fPc8cdd/ToiAkKCuLb3/42Tz/9NB9++CE/+MEPrnieJ5988pJtgiDw7W9/m7feeoujR48O+B4VReGkU+L9tgtR6lM1Ku4LvfKIlaVZpvSwTEm2h5JsiXMnZKSL0gwbQrzR5r3iXc2Y6SrUWv9urCqyTMsbO6n75V+QWjtAEIh8fD1xP38YMcT/pnJ1x233UJ3TyPnDtSiynnl4PRzVteeJCnfARCul+7ejyDLGqBiyHvke4Sl9C1oc4Oqox99M0C9KcXz0A9z7X0CQnLg2P437q+fRr/t31Jl3IHSre23NDeS88r+gKCTPv5kxC5aNyn3PTtDx/y0N4/99aeZXB9qYFqthcfL16QEmCALzjBom69S82+7ksN3DF1Y3uXYP94fqmDGEQT3BOxf+5Kce9r/m5tSXF0bhg6MFFj6g4aZHNESnXDvtseud67qFFRQUxLp16/joo4946623eOCBBwBvI+APf/gDsixz99139/iO3W6npqYGg8HQw+25qKiIcePGXeIe+9lnn7Ft2zbCw8NZsOBC/tOBXHugjBs3jqKiIpqamjh27NiIjLxFRUWxdu1atmzZwu7duxkzZsygvQwGcg8//vGP+e1vf0t9fT2//vWv+dGPfnTZOfT+hkqlYuHChSxcuJDKyko+/vhjduzYQVNTE2+99RZvvfUWKSkpLF26lJtvvpmUlJTrahRCURQqKirYs2cPe/fu7eHFEhISwurVq9m0adOIP1dDQUNDA7/73e9obm72Paej0dF0/vx5du/2jtCtXbt2xO7h2LFjeDweoqOjb6gOqeuFI0eOAN60oBfT1XHbdcxA6OrcGWjHUpVb4t02F6dd3kZmiErgzhAt8ww9XeoVRaGhTKH0sETpYYmSbIm6YvmS84XGCaQvEBnfKeATJ6tQ9WFU31+wF5TR8IPncOUUA6CfMo6kZ76LcfbEUb6zy6MoCuYqG1XZdTSV21EEFaDHLrooCDrD7TYt8d+bRd5Hf6N53ykAErMWknnfE2gMwztgcSMiqFQY7ngWcfJ67H+9A8HjRGkqxf7qA6iSZqJf9++IE1Yhu90cffkPuKwdhI1JJfPex0a1XfJwpokTdS7eO2XjqU9b+PyBGBKDr19pEywKPB6uZ4HBwxttTholhT+2OoYs3WbNKYn9r7vJftvTY3rR5OUiNz2sIXOt2u87Nm9EBOU6n9TQ0NDAPffcQ11dHatWrSIlJYVjx46Rm5vL4sWLefnll3uM9h0+fJiHHnqIuXPn8tprr/m2/+QnP2HXrl0sWLCA+Ph4FEWhqKiIY8eOodPpeO6551i6dOmgrn0xra2thIWF9amgbGpq8s2JveWWW4iNvThlwtCjKArvv/8+hYWFhIaG8s1vfnPYvQJ6o/sIaFhYGD/84Q8xmUx9tp0/4Xa7yc7O5vPPP+fw4cN4PB7fvoSEBObPn8+CBQvIzMwctFdHbyiKgtlsHjbbOZ1O8vLyOHToEIcOHaK2tta3T61WM2/ePNauXcv8+fNHPEDcUKAoii/bgtlsJi4ujh/96EejEtPBZrPx4osv0t7eztSpU7nzzjtH5H2oq6vj888/B7zxTrpimFyNQJ55/+F73/ueL/Vjb0FOuzJHHDp0aEDnf/nll/n973/P448/zo9+9KMrHtva2urLDtEuKWyxuPjK5kHBOxqx0qRhbZAGg0rA7VSoPClTctjrLl92RKaj8dImTlyGQNo8kfELRNLmi0SN9a+An31FardS/5s3aH55C8gyKpOemB89QNQ3NyFo/FPQuKweagvbqDnWgMN2YXu7q5YPMk9zPLqUdyd8j+CzleS/+1c8DjuiVsfUux8hed7SAf+f/D1Ti7+gKAptZw6ifvt+lI56vBNXOgOcjbuJM6rFVJ86gzYomJv++VcYI/pWvg8ndo/C7e82UtDoZnqshvfvisYwzG7f/vA8uRSFTy1udljcSIAGWBesYZVJg6Yf92RvVzj2oYeDb7opP3ahszM0XmDhA2oWPjiwUXh/sNG1gKIog/Y6ve7FPHhF9bPPPsvevXtpa2sjISGBW2+9lSeffPKSubeXE/M7d+5k8+bNnD59mpaWFjweD7GxscyfP5/HHnuMtLTeI6n259oX0x8xD1532uLiYsLDw9m4ceOIuCQ7HA5eeuklWlpayMjI4L777hsVV2iz2cx//dd/UV1djclk4oknnmDGjBnXdAHS0dHBwYMH2bNnD8eOHcPtvuALqtFomDx5MjNmzGDq1KlMnDhxUMEUuxhqMd/R0cHp06cpKCjgxIkTFBUVXfI7Zs+ezc0338zChQuH5DeMJsXFxTz77LPYbDaSkpL44Q9/SFhY2IjfhyzLvP322xQXFxMREcGTTz45IgHoZFlmy5YttLa2kpGRwcKFfZ+nGxDz/sNjjz3GgQMH2LFjhy/+S3dWrlxJXV0dBQUF/T73qVOnuP/++zEajWzduvWqHV2tra24FPjKo2KPR4UL7zMyTZRZ0i7RniNwPlfgXK5AVT5Irp7PkKhVSJoGY7MUUmYrjJ2lYPL/GHBXRJFlbB8fwPzbt5EbzQAY1s0j7GcPoo73v6lmiqzQXuWk+YyNtnMO6PwfCk4H2qIT1EVX84OH6pAF+I+g9Yz/opCmAm/wzODkcUy48xEMkTFXuEKAIaetCtXbX0NoOIWi8nYM1bjHcFaaAShM27iesLl9y2oxElR1yNy7zU6bE9akiPzXEp3f52UfKupk+MgtUi57295RgsImjUSGeHl5J8tQfljg2PsCBZ8JuB1eW6lEhYkrFObeozB+icJlQiYEGGIGOwXzhhDz1yr9FfMOh4PNmzfjdDqZPXv2iKWNq62t5c9//jOSJLF8+fIRC7B1MRaLhWeeeYbS0lI0Gg1PPfUUs2bNGpV7GWpsNhu5ubkcOnSIw4cP+9KzdSc5OZkJEyaQlpZGamoq48aNIyoqql+dKwMV87Is09TURHl5OWVlZZSWlnLmzBkqKysvOTYqKop58+axYMECZs2aNSreHMPB8ePHeeGFF3C73aSlpfH0008TFDQ6UZb37dvHF198gSiKPPHEE8THx4/IdQsKCnzeSrfffnu/OhACYt5/GC4xX1lZyYMPPkhraysvv/wy8+fPv+p3djSa2SlpaJO9TZUIs0DsBwJNH8g0nbu0+RIcJZA6V0XaXG+KuLEzVGj0189zZcstpuanf8J+7DQA2rREEn77LaSZqX43AmZrcVJb0EZdvhmX/cK8W3V1Bfq8o0Snm1B9cwW3a96l0dPON9tSmbu7FIe5BUGlImPtHaSvvg3VEMT5CIwS9o3udsLZgf21ryGd3o6CQJk0hUppPGliPsliCeKkW9Ct+RfEZP9oZx2scvLA5iY8Mnx/bjA/XDB8wWb97XlSFIUjDon32120d5aVs/QidwVre7jeN5TJZL/tJvsdDy2VF8rPuAyBhQ9qmHePukdE+sHekz/ZyF8JjMxf5/RXzAOcPXuWAwcOoFarue2220ZMTOTk5LBlyxYAHnzwQV+KvpHG6XTywgsvcPLkSQRB4IEHHmDVqlWjci/DhaIoVFVVceLECU6cOMGpU6eoqanp9VitVktCQgKJiYlER0cTFRVFVFQUoaGhhISEEBwcjMFgQKfTodPpEEXRJ+YlScLpdOJ0OrHb7XR0dNDe3k5bWxtNTU00NTXR2NhIdXU1NTU1uFyuXu8hISGBSZMmMWPGDGbMmEFSUtJ1V7Dv3LmTN998E0VRmDx5Mt/73vdGLRXb2bNneeONNwC49dZbR6xDq6Ojg48//hiPx8OiRYv6XQYExLz/MBxu9tXV1Xz961+noaGB5557jmXL+hY068maztDy1Qo8C3wGQmerRRAgYZKK1Dled/m0uSLR465Nl/mr4W5ope7f/kbrmzsBUAUZiPmn+4j61m0IWvWwTo/qDx6nRP3pduoKzLTVXMjwI9gs6ApyMJUVErNxFpFPbERMjOTrJf/H0eYiHs1RmHrKDIApOo5ZD3+H8JSha0cM9xSy64WL7aRIHjre+hbkvgpAW8hMIsZPRjr+NsjeDhr15HXoVv8ccczs0bx1AN4qsPLDXa0APLc2gjsmDs9ggb8+TzZZYUuHiy+sbhS8rvfLJDWRu1Uce8cb9LMLfTDMvkPD4q9pSMlSDfnv8Fcb+RtD0fYJOFBcZ6Snp1NSUkJ9fT3Z2dmsWLFiRF6irKwsqquryc3N5YMPPuAb3/jGqAT80ul0fPe73+XPf/4z2dnZvPHGG9TX13P//fdfN+neBEEgOTmZ5ORkNm70urmZzWaKioooLS31jYxXV1fjcrmoqKi4bIrEoUQURRITE32eAenp6UyaNGlU3MxHCkmSePPNN31B5pYuXcrGjRuHJZ5BX2hubuaDDz4AvO/kSAl5RVF8MR5iY2NJTw9Emr6W6Uo5d+7cuUvEfFtbG62trcycObPP56uqquKhhx7yTTvrq5D3XlCBPwFvgskIKcu9oj11jsi4WSKG0Ou7kSjbnTS9+BENz7yLbPGK4/D7VhD3i0fQdLrUj/aYjCIrtJyzUldoprG4A7kzuwCyjKbsDPqThwkWOoh+cgNhdz+CGOQNJPxfNd485T/fbyXcKoMgkLp0LRNvvW/EcpYHuDIuu40jJSbCPdNJV+cR2n4cmnUYvrMbz8GXcOe+jafoUzxFn6KeuBbt6v+HOmXeqN3v/VNNlLa6+WOOhX/a2UJyiMichBvnWTKqBO4N1TFfLfK3rU6qP5TZ8aUboXN2o6CCyctEFtyvYfo6td+m2AzQPwJi/jpDEAQWLFjAJ598QlVVFeXl5aSmpo7ItdetW0dDQwNVVVW89dZbPPHEE6MyOimKIvfccw9JSUm8//777Nq1i7q6Op566ilMJv9O0TNQwsLCfJHxu/B4PNTX11NdXU1tbS2NjY00NjbS3NxMe3s77e3tdHR0YLfbkeVLIzx3oVKpMBgMBAcHExISQkhICJGRkURHRxMdHU18fDyJiYnExsbeUCnILBYLf/zjHyksLATgnnvuYe3atbS1tY3K/TgcDt566y0cDgdJSUnccsstI3bt8vJyqqqqUKlULFiwINALf40zZ84c/vSnP7F//37Wr1/fY9+BAwcAmDt3bp/O1V3IP/PMM6xcubJf9zLv/2QmLjCQ9m2RmHQVqmHOqewvKIqC+cO91P3rK7irGgEwzBxPwm+ewjTHP6LUWxoc1BaaqT/Vjst6IVir2FiHLv8Y+sJcQhdOIOrX9xF088we5cInNQdoev99vlvsBMAYFcPMrz1FZPqkEf8dAXpHcrs5+vJ/Y2uqh8j5aG/7Ge73v4lUkY3j7/djePQ9tKt+hmvXb3DnvoXn9Od4Tn+OmLEC3cqfIKYtGZW64GeLQyk3e/i81MHjW5rZel8MY0Kv/7aJLCuUHZY4/J6HnI+90ei7rK+MBzZC8u0q1mfoSLtC+s4A1x4BN3s/ZiBu9l10uWDrdDpuu+22S1LqDRcdHR289NJLdHR0kJ6ePioj4t1de3JycnjppZdwuVxER0fzve9975pMdTbceDwenE4nkiT55jiJoohOp7uhBHpfOX/+PM899xyNjY1otVqefPJJZs+ePWpuZZIk8dZbb1FSUkJwcDBPPvnkiAUTtNvtfPTRRzidTmbOnMn06dMHdJ6Am73/4PF4WLt2LfX19bz77rtMmuQVWBaLhfvuu4/y8nK2bt3qSzvY0tJCa2sr4eHhPQLadQn5+vp6nnnmGVavXt3vexlMPXitYs0upPYXf8aWcwYATUIUcf/yCGF33dwj33cXI1nuONrd1J9uo76oDUuj07ddsFvRFZ1Al3cUncNMxIOriXxsPbpxl8brOHz4U86+/zohdm8ncsqS1Uze9ABq3fB1/gdcfvtGl51CQ0M58doLVB3dj1pv4KZ/+neC45OQG0uwvXIXcl0RiFr0d/8f2rkPIzeW4Nz9O9zHXvO534sp89Gu+DHqyetG3OY2t+yLcD8uTM1H90QTZRy6tqg/PU/VRRJH3vdw9H03zd3mwYfECsy9S03WPWqKUiQ+t7pxde6erVdzR4iWqEGmsrsS/mQjf2Yo2j4BMe/HDKYR0z2qdEpKCjfffPPQ3+BlqKmp4a9//Ssej4e5c+eybt26Ebs2XFqAnDt3jueee46mpia0Wi2PPfZYnwIv3YgECt+rk52dzV//+ldfB9F3v/tdxowZA4ye/T799FOOHDmCWq3mscceIyEhYcSuvWfPHioqKoiIiGDDhg0DDuQSEPP+RXZ2Nk888QQajYYNGzYQFBTEjh07qKqq4vvf/z5PPfWU79jnnnuO559/nn/4h3/gu9/9rm/78uXLqa6uZsaMGb3mrAd6HN8bN5KYd5w+T+2/vULH54cBUJn0RH//HqKfug2V8fJCd7jLHbdDorG4nbqiNsyV3fLJSRLas4XoCnLQlp7GMGUsUU9sJOzOpb3er6OtlWPvvExLXi4A7eEG1jz0z0SPnzzk93wxgbqtb3TZqf7AToo//xBBpWLeUz8hZlLmhWMcHdjfegxP/scAaOY/gf72PyBo9MgtFTi//APuw6+Ax9vZo4qfhm75P6GecQ/CCIZHr7NIbHqngaoOicwYDe/dFU2QduiCu43m89RYLnP0AzdHP/BQc/qCZ6U+GGZuUDP3Lg0TloiI3VL0mSWZjztcHOyW2nO5ScMtwVpMw+DxNNo2ulYIiPnrnME2Ypqbm9m6dSuKonDzzTf75kGOBEVFRbz77rsArFmzhgULFozYtXsrQCwWCy+++KIv+vLy5cu57777rpoe8EYjUPheHpfLxVtvvcWXX34JwNSpU/nWt77VI8jkaNjv0KFDbN++HfC6+k+ePPwN4y7Ky8vZu3cvgiCwYcOGQcXJCIh5/yMvL4///d//5cSJE7jdbtLT03n44Ye59dZbexx3OTE/YcKEq17jzJkzV9x/I4h5V3UT9b95nda3dnlzRokqIr6+htgfPYgm7up59Iaj3JFcMk2lHdSfbqO5zILSbSaWpqocXf4xtKfzEJEIu30JkY+uw5A1odfrK7JMxVc7ObXlbTwOO5IAR2ZG8s/3/4oIQ+iQ3O/VCNRtfUNRFIo+/4jSbe8AkHnfE6QsvnRqjCLLuHb9Guf2fwNFQZU4A+Mjb6OK9E7rlNvrcO19FtfBl8DpDWIphI9Fu/Qf0c57FEE3MlMeS1vd3PZuIy12mcXJOl7dFIVuCHLQj8bz1FIpk/Oxh2Ob3VTkXnghRQ1MXalm7t1qMtdefR58pVvivTYXp11eDwqjAGuDtCwP0qAdwt8SeOf6RkDMX+cMRSMmNzeXvLw8dDodmzZtGtE0YAcOHGDnTm/k3bvvvpspU6aMyHUvV4DIssyHH37I1q1bAUhKSuLb3/72iI5i+juBwrd3qqur+eMf/0hVVRUAGzZs4I477rhkFHqk7VdQUMD7778PwKpVq1i0aNGwX7MLm83Gxx9/jNPpZPr06f0KiNYbATEfoDeuZzHvaWqj4Zl3aP7rNhSnN0JVyIaFxP3iEfTjk/p8nqEqdySPTEu5lYYzbTSVdCC5LzQPNW1NaHIPoys6jthuRjc+mYiH1xJ+/0rU4Zef0mM+V0reO3/BfL4MgIookY9uiuSlRT8jXR834HvtL4G6rW9UHt3P8b8/D8CEdXcxYd1dVzzec2YX9tcfQrE2gT4UwwN/QTP1QmefYm3BdfBPuL56HsXijf0gGCPQLPom2kVPoQoZ/mfgRJ2Luz9oxOZW2DDewAu3RCAOciR6pJ6n1mqZ3C0ejn3opuzoBQEvqGDiEpE5d2qYsUGNKax/96AoCgVOiQ/bXVR7vOcNUwlsDNay0KhGHILfFHjn+kZAzF/nDEUjRpIktm3bRktLC0lJSSMW3R68D+hnn33GkSNHEEWRr3/96yPiHXC1AqSgoICXXnqJ9vZ2tFotDzzwAEuXLg0UNgQK34tRFIW9e/fy5ptv4nK5CAkJ4cknn+w1XVfX8SNlv4qKCl577TUkSWLu3LnccsstI/pu79q1i+rqaiIiIli/fv2gY2MExHyA3rgexbzUZqHx+Q9oevFjZKsDANOCKcT98jFMc/sfAG4w5Y4sKbRUWGg43U5jSQeS64JgULusaHMPo83PQd1Uj6DXErppMZEP34Jx3uQrXstts3J667uUf7UDFAVZp+HdWVoOTNDzyvinWB7aexk6XATqtqtTX3icI3/6PYosMW7pGqbe9UifbCWbq7C/+gBSRTYA2qXfR7f+PxDUFzwfFZcd97HXcH75DEpzqXejqEWTdT/apf+IGD+8z8O+cw4e+rgJtwwPZZr41bLBPQfD+Ty1VMrkfOIh9+OLBLwA6QtEZt+uZubGockHLysKh+0ePu5w0dKZhSJGFLg1WMtsgxqVn9roeiIg5q9zhqoR09raypYtW5Blmfnz5zNx4shFwpVlmXfffZfTp0+j0+l4+OGHh30kvC8FiNls5uWXX/ZFIs/MzOTRRx8lPDx8WO/N3wkUvhdobW3llVdeIS8vD/C61X/jG98gNPTybqEjZb+amhr+/ve/43Q6mThxIvfcc8+A56oPhFOnTnH48GFUKhUbN24ckvcmIOYD9Mb1JOalditNL31C0/9tRmrzuh4bZqQT97OHCFqRNeDf2N9yR/bItFRYaShup6mkA4+zm4BXXOhOnUR95CDq2koEQD8tlYgHVxN2zzLUYVcOrKnIMuez93Dqk7dxWdq9vztzAj+f3EC7UcW/J93NIzE3D+h3DoZA3XZlmktPk/38r5DcLqIz5zLv8X9E1Y8OWkVy49z6M1x7/wcAVdJMDF97DTEmo+dxsoQn/yNce//HJ/4BxAmr0N70D6gnruk1yONQ8PEZG9/5rAUFeHxGEP+6NHTE3rmrUV8qc3yLm+NbPVTk9BTwqXO9An7WrWrC4ofHNm5FYY/VzWcWF5bOyyeoVWwK1jJDLw7oNwbeub4REPPXOUPZiCkqKvKNkG/YsGFERavb7eb111/n3LlzGI1GHn30UaKjo4ften0tQGRZZvv27XzwwQd4PB5MJhMPPvjgDZ1aK1D4em1w6NAh3njjDaxWK2q1mjvvvJM1a9ZcVTCPhP0aGxt55ZVXsNlsjB07lq997WtoNJphuVZvdO8cnDt37pDN0Q+I+QC9cT2IeZ+If2Ezktkr4nUTxxL3s68Tsn7w9U1fyh3JLdNSbqGhuIOm0otG4FUS+nOnEb/8EnX1OQQUxNAgwu6+mYivrcGQmdan+2gpKyb/vb/RVul1qQ+KS0Rat4xvsB0Jme/EruYniZsG9VsHSqBuuzzmc6UcfP4/8dhtxEyZyfi7HyciMnJAdnIXfILj7SdRbC2gNaG/41k0cx7q9Vyeimxce5/Fk/cRXUEZVNHpaBd/x/sd/dBnZHmrwMoPd7UC8OSsIP7lpoEJ+sE+T4qiUFUgc2Kbh+NbPFQX9RTw4xeKzLrVOwI/XAK+Nxyywm6rmx0WF/ZOdThWo2J9sJbpuv6J+sA71zcCYv46ZygbMd3dYsPCwtiwYcOIphxzOBz8/e9/p7a2luDgYB577LFh61DobwFSXV3Nyy+/TEVFBeAdpX/44YcHFczrWuVGL3ybmpp49dVXfaPx48aN44knniAxMbFP3x9u+7W2tvLXv/6Vjo4OEhISeOihh9Drhy+d08V4PB62bt2K2Wwe8mk7ATEfoDeuZTHvMXfQ/NIWml786IKIz0gm9p8fIPS2xQhDlLb1cuWO2yHRXGahsbid5nILsqfbHHi1jLGhHHbtRl16FgEFVCqCl80k/P6VhKxbgErftwCx9tYmTn3yNlVH9wOg1huYsP5u2rMmcl/Zc9hkF3dGzOWZsb2LupHgRq/bLof5XCmHnv8VbruViLSJzPv2T7DY7IOyk2yuxv7mo0glewBQz7gbw53PIZh6D+YoN5fjOvAiruy/gqPNu1EXjGbO19Eu+iZibP+nnlyJ1/Mt/Hi3GYBvZQXx88X9F/QDeZ5kSaEkW+LENg8ntnloPn/hfVSpvXPgZ25QM33d0LjQDwarrLDT4mK31Y2z8zaTNSo2BPV9pD7wzvWNgJi/zhnqRozdbufjjz/G4XCQkZHBwoULh+S8fcVqtfK3v/2NxsZGwsLCeOSRRwgLCxvy6wykAPF4PHz66ad88skneDwe9Ho9t99+OytXrhz0XOBriRu18JUkiV27drF582YcDgdqtZpbb72VdevW9avTazjtZzab+dvf/obZbCY6OppHH310RANaAhw8eJDi4mL0ej2bNm3CYDAM2bkDYj5Ab1yLYt7d0ErTHz+i+S9bkS12YHhEfBfdyx2XxUNjSQeNZzswV1p7RKHX6cHYWgk7dqEqKvIKeEA3YQzh968g/O7laOL73ontcdg5u/MTSr/Yiuz2BvAbs+BmJm68j1qti9uL/5tmj4Wbgifyt7Sn0KpGbgDhYm7Uuu1KtJ4r5VDniHxE2gTmP/UTRJ1+SOykyBKuL36P8/P/D2QJISQB/b0vopm09vLfcVpwH3sd11fPIzcU+7aL45ehXfhN1FNvHbLUdq/mWfjpF2YAvjM7mJ8uChmWUWdHh0LRlx5OfuYhf4eEtaVbh5oBJi/zjr5nru1/ELuRoENS2Gl18WU3UZ+kVrEuWMssvXjFOfWBd65vBMT8dc5wNGJqamrYsWMHAEuWLCE1NXXIzt0X2tvb+dvf/kZLS8uwCfrBFCA1NTW88sornD17FvBGvP/a1742onEGRpMbsfA9ffo0r7/+ui9SfUZGBo888siAYjsMl/26C/mIiAgeeeQRQkJChuz8faG0tJSvvvoKgNWrVw957IuAmA/QG9eSmHedr6fx/z6k5bXtKA4XAPrJKcQ8fe+wiHjwvjeWRgdVBY1Yqj101Dl67DcECZjaqhF27EI+kUeXFdXRYYTdeTNh9y7HkJnWL/vKkkRl9h5Ob30XZ4d3JDUibSJT7/g6YWPTOOds4u7iZ6h1m5lqSOa9jO8TJI6cB1Fv3Ih125VorSjxCnmH3Sfk1XrDkNvJc+4IjjcfRW70tqk08x9Hf+vvruhCr8gy0tkvcB34I57CbT4XfCEkAc28R9DOfwxV+JhB39vfTlr4f1+aAfjGzCB+uaTvI/RXslPzeZm87R7yt3s485WEx3VhnykcMteqmbFezeRlarTGa+NZ7JAUdlldfNFN1MeKAmuDtcwzqFH3lpIy8M71iYCYv84ZrkbM8ePHOXnyJGq1mg0bNgzL6PiVaGtr4+9///uwCfrBFiCyLLNv3z7ee+89rFYrAPPmzeOee+657l3vb6TCt7m5mXfffZfDhw8DYDKZuPvuu1myZMmAg8kNh/0uFvIPP/zwFYPwDQdms5mtW7fi8XiGJA1dbwTEfIDeuBbEvD2/lMbnPsC8eR9IXuFhzJpAzD/dR/CauUN+77JHxlxlo6nUQlNJB452d4/9wZEixpYq2Lkb6egJ33aVSU/IugWE3XUzwctmIaj717mgKAq1J49yesvbWOprADBFxzH5tgeIy5yDIAhUOZu56+wzVLtaGa+P493x3ydKM/Rzn/vLjVS3XY2W8rNk/9+vOoX8ROZ/+yeodd7OluGwk+Ky4dz2C1xfPQeAEJGC4d6XUI+/+arflVvP4zr0Mu7sv/pS2yGoUE9ai2bBE6gnrh3UaP0rJyz8fI8ZgHsnG/ndynDUfUhb191OsgTlxyTyd0jkb+85/x0gJlVg+jrv6HvaPBFxCPLcjxZWWeELq5vdFhe2TvUYLgqsNmlYZNSg72a7wDvXNwJi/jpnuBoxsiyzc+dOamtrCQsLY/369SMaQAt6CvrQ0FAefvhhIiJ6n0/VX4aqALFYLHz44Yd8+eWXKIqCRqNhzZo1rFu3bsTdm0eKG6HwtdlsfPrpp2zfvh23240gCCxbtow77riDoKCgQZ17qO3X3NzMq6++Sltb26gJebfbzdatW2lrayM+Pp5Vq1YNS+T8gJgP0Bv+KuYVRcHy5XEan/8Ay57jvu1BS2cQ/Y93E7R0xpDes9Piobm8g+ZSCy0VViT3BcGgUguYwhWCW6ph+y5cR/MvfFEtErxyNuF33kzI2nmoTAMbIW88U8CpT97CfM6bVkxrCmb82tsZd9NqVJ1TkWpdrdxV/AznXc2k6mJ4N+P7xGpGtry6HDdC3dYXGopOcvTPf0ByOYlMn8S8p37sE/IwvHbynN2D/e1voLSeA0Az71H0G3+DYLx6/CTF48ST/zGuQ3/2zcWHztH6uV9HO/cRVFF9C9R4Me8WWfnhzlYkBW5J0/P8LZHoryK42xokjm3toOyAjqIvPNjMF/YJKkibJ5K5RmT6LWpix6uuu2fOISvss7nZYXHTLntlpFGApSYNy0wawkRV4J3rIwExf50znI0Yu93OJ598gt1uJyUlZVTyrHcX9EFBQXz9618nNjZ20Ocd6gKkoqKCt956izNnzgAQFBTEhg0bWL58OVpt3wIEXStcz4Wvy+Vi9+7dbNu2DYvFG4xqwoQJ3H///aSkpAzJNYbSfvX19bz22mtYLJZRE/KKorBnzx7OnTuHwWDg1ltvHdJ58hdf63p75gIMHn8T87LdSet7X9L04sc4T3tFCaKKsNtuIvq7d/U58vvVUGSF9lo7zeUWmsssdNT3dJ/XmtSERavQV55F2rYT5/HTF3aKKoJumk7Y7UsI2bAQdfjAR8Zbys5wetv7NJ3xdhCIWh1py9eTtmIDGsOFTu06l5l7zv4P5c4GxuqieG/808RrwwZ83aHmeq7b+krVsQMcf/UFFFkiemImc77xgx5CHobfToqjHcfWn+E++BIAQnAc+jueRZ15e5+vJzUU487+K+6jr6JYm3zbxbSlaOY9gibzdgRt/wZcPi+x89RnzbgkWJys4y8bIwnSXui0ljwK5cckCndLFO72cP6ETHf1ZAyDKcu9o+9TVqoxhd8Yz5hbUThk87DT4qK+M0+9GphnVLPCqMFkbb+h37m+EBDz1znD3YhpaGjg888/R5ZlsrKymDZt2rBc50p0dHTw2muv0dDQgF6v52tf+xpJSUmDOuewuIkpCsePH+fdd9+lrq4OwJcVYOnSpSPu2TBcXI8NHrfbzd69e31R2AHi4+O5++67mTlz5pD+zqGyX1VVFa+//joOh4PY2Fi+/vWvD9prYCDk5eWRm5uLSqVi7dq1xMTEDNu1AmI+QG/4i5h31zbT/MqnNL+yDanZmz9dFWQg/IFVRH/7drRjBt8R7bS4aamw0lzuHX33OKQe+4Pj9ISFSGjOFODcuhtnQdmFnSoB06JMwm5bTOjGxaijBtfx11pxltPb3qfx1EkABFEkZdFKxq+9HX1IWI9jq5zNPFDyPOXOBpK1kbyX8X0StUPjaTdUXI91W38o2/MZBe//HYDErIXM/Pq3fR4V3RkpO3nK9uN491u+QHfqqRvR3/YHVBFj+3wOxePCU7gFV/YrSMU78alrXTCa6XeimfsQ4rhFff4d+ysdPPZJM1a3QmaMhmdmRtBwWOHUlxKn9niwt/c8Pn6ywoxbtExbpSElS3VNu88PFllROOmQ2GFxUdrNayhdJbMm1MA0vfqKwfJuZAJi/jpnJBoxZ86c4dChQwCsXLly0EJ6INhsNt544w2qq6vRaDTce++9pKenD/h8w1kZSZLE/v37+eSTT2hubgYgPDycW265haVLl6LT6Yb0eiPN9dTgcTqd7N27l88++4zWVm9e2cjISG699VYWL148LFkKhsJ+JSUlvPPOO7jdbpKSknjwwQeHbTT8SlRVVbFr1y4AFixYwIQJE4b1egExH6A3RlPMK4qCLbuQppe30Lb1IHi84lqTFE3Uk5uIeGgNYohpwOeXPDJtVTZaKqy0VFiwNDp77FfrVUSMNRFEB2JuDtZte3GV1lw4oHMEPvTWRSiLpxCZNmbQdmopP8vZzz+kvtA7dUBQqUiefzMZa27DGHlpZ16Jo44Hzj5HrdtMojacd8d/nzG6qEHdw3BwPdVt/UFRFE5veYezOz4CYNzStUy98yGEy0yVGkk7KW4Hzl2/xrX7v0D2gMaAbtXP0N78fQR1/9pScut53Ef+juvo6ygt5b7tQmQamqz70WTdjxg9/ornsLUpbN/i4JU3bAQXiwS19GwjmMK90eenrFQz6WYVij4w6twbpS6JnRYXxx0SXQIzRhRYZtKwwKjB2IeYBDcSATF/nTNSjZiudFMajYb169ePeEA88Aqvd955h7KyMlQqFbfeeiszZswY0LlGojJyu93s27ePLVu2+EZ7g4KCWLlyJcuXLx/xSONDxfXQ4Glvb+eLL75g165dPnf6sLAwNm7cyJIlS4bVi2Kw9jt+/DhbtmxBlmVSU1O59957R6WDyGw2s23bNtxu94ilsQyI+QC9MRpiXuqwYf5gD81/2Yaj8IIwMC2YQuQ3biV0w8J+B4+DrsjzTlorLLScs2KusvXI/Q7e0feIZAP6lmrkvQfp+DwbT6PZt1/QaQhaNovQDQsJWTsPdUTIoMsdRVFoPltE8fbNNJ0p6LyQQPLcJWSsvR1TdFyv3ztpPcdDpS/Q4rGQrovlzfHfJV579fnPo8H1ULf1F4/LyYnX/0hNbjYAEzfcy/g1t13x94+GnaTaAhwf/CNSmTdbiip6PPo7/gf1hJX9Ppciy0jlB3AffRX3yQ/AafHtE8fMRZP1AOqZd6MKisbtUCg7KnFqr8TpvR4qcuUeqRxlQaF9jMSidVo23qFn7EwVKtFrkxvxeeovTW6Jz1stHJVE7J3FnFaAeQY1y0wakjQ3TtrnKxEQ89c5I9WIkSSJHTt2UF9fT3BwMOvXr0evH/k0Mh6Ph48//pj8fO/cvGXLlrFkyZJ+//6RLGTdbjf79+/ns88+o6GhAQC1Ws2CBQtYvXo1ycnJw3r9oeZarqAqKyvZsWMHhw4dwuPxABATE8Mtt9zC4sWLR2QqxEDtpygKe/fuZc+ePQBMmzaNTZs29SvH/VDhcDjYtm0bHR0dxMbGsnr16mHxYriYgJgP0BsjKebteaU0/+1TzO/v8eWHFww6wu9eRuQTGzBM7X8qV7vZRet5Ky3nrLSes+K293Sd1wapiRhrIjRMQX26ENuubCx7T6DYL4zSq0JMhKyaTcgt8wleNQcxuOd84AGXO7JMfeFxzu78mNYyr7uzoBJJmrOY8as3ERR7+fSThzqKebT0Rayyk0zjGF5L/w4R6pGfCtRXruW6bSDYzS0cfen3mM+XIYgi0+97gjELll31e6NlJ0VRcOe8iXPLT1A66gFQT70V/cbfoIoemKem4rTizv8Id+7bSGd2IkkqKptmUFq3hFLzJsrPT8Lj7lm3xY5XMWmpyJiFKv7H2saBJicqAf51aRiPzbjwfN9oz9NA6LKRPiSUww6JL61uaj3dXPC1KpYYNcwyqNHewDYMiPnrnJFsxDgcDrZu3YrFYhnRBvzFyLLMF198wf79+wGYMWMGGzZs6JeoGZWeZUni2LFjbN++nbKyC/MYMzIyWLZsGbNnz74m5tVfaxWUy+Xi2LFj7Nmzh+LiYt/21NRU1qxZw+zZs0f0OR6I/TweD1u2bOHkSe/c1MWLF7N8+fJhiRh/NSRJYvv27TQ0NPgCPY5Ux15AzAfojeGuB6V2G+YP99Ly+nbsuRfKEG16IpEP30L4g6tQh/U9gJyzw03reSut5220nrdekjZO1AiEJZkIH2vAYGnEc/AYll3HsJ8s6XGcJjGakHXzCbllPqaFU1FpL19/9Lfckdxuqo5+RekX27DUVQOgUmsYs2AZ6as2YoyIvuL3P2nJ4QfnXsWpeFgYlMFf0r456nnkr8a1VrcNBvO5Uo689Hscba1oTcHM+cYPiEyf1KfvjradFHsbzs//DdeBF0CWQNSgXfwddKt/hmAI69e5JLfC+ZMyZ77ycGavjZLDCi5Hz/coxFhH+sRyJq8wMvne6USmXXjX3ZLCT79o5a1CGwD3TTHyH8vCMaiFUbfTtcDFNlIUhWKXzB6rm+MOD12y3ijAAqOGJUYN8ZqRb/eMNgExf50z0u6F3V1rU1NTuemmm0atkDp69CiffvopiqIwZswY7rnnnj4HABvNQlZRFEpLS9m+fTs5OTnIsre4CgoKYt68eSxevJiUlBS/LfyvhQpKURQqKirYv38/2dnZWK1WAFQqFVlZWaxZs2ZQMRcGe2/9sZ/FYuGdd96hsrISQRBYt24dc+bMGYE7vRRFUdi3bx/l5eWjMuUmIOYD9MZw1IOKomA9VEDrGzsxf/wVis07Ci5o1IRsWEjko+swLZrWp2s6OtyYK220Vloxn7dhN7t67BdUEBJvIHysidBQBQoLsX6RQ8fuHKSWbhG1BAFj1gSC18wlZO089JP7Xk/0tdxxWTo4d2A3ZXs/x9luBkCtNzB20QrSlq9HH3plF3lFUfifus/479ptAKwJnc7z4x5Frwp0VPsLVUf3c/LNl5DcLoLjkpj7rX/GFNX34Iz+YieprhDHJz9BOr0dAMEUiW71z9Es+AaCuvcsQm6nQkWOxNmDEsUHJcqOSDitPY8xhUP6bAfjk7NJFf9ElHsHvp+p1qOeuBrNjLtQT16PoA9GURRezLHwqwNtyApMjdbw0oZIxoSIfmEnf+ZKz5JZkjlg8/CVzU2LdEGGpmlULDJqmG1Q98hZfz0TEPPXOaMxV7CmpoadO3eiKArTpk0jKytrxK59MSUlJbz33ns4nU5CQ0O57777iI+Pv+r3/KUyam1tZd++fezdu5eWlhbf9sTERObNm8e8efOGJBXfUOIvtuuN+vp6Dh8+THZ2NjU1F4JARUREsHTpUpYsWUJ4+OjO1+yP/Wpra3n77bdpa2tDp9Nx9913j1onBEBOTg75+fkIgsCqVatISLi8i+1wEBDzAXpjKOtB17k6Wt/5gtZ3duMqr/Vt12UkE/G1NYTfuxx1dNhlv68oCnazG3OVDXOVlbYqG3Zzz5F3BAiO1RM+xkRYgg5NbSW2vTlYvsi9ZPRdFWIiePksQlbPJWj5LDQxAyu/rlbutNdUUr7nM6qO7kdyezsb9GERpN58C2MXreiRYu5y2GUX/3zuDT5uPQbAkzEr+FnibYjCtTGS5s9121AguV0UvP8q5w54g5bGTJlJ1iPf7dP/tjv+ZifPqe04PvkRcv0pAISIcejW/guaWffh6FBRelSi5JDE2UMSFbkSnp4xJDGGQcYiNRmLRSYsFkmYrEKlujDvXa7Nx33iPTwnP0Bu7PZ+qnWoM1agzrwd9eT1HGgJ4juftdBslwnVCfzvmgiywh1+Yyd/pC/PkqwoFDolvrK5yXNIvtF6rQBZejULjRrGa1XXdST8gJi/zsnLyyMlJWXEg6mdPXuWAwcOADB//nwmTpw4otfvTmNjI2+99RYtLS2o1Wo2bdp01RR6/lYZybJMYWEh+/fvJzc3F7f7QuMvJSWFOXPmMGvWrD51VAw3/ma72tpacnNzOXr0KBUVFb7tGo2GrKwsFi1axJQpU0bFJb03+mq/vLw8PvnkEzweDxEREdx///1ER1/ZtXU4OXXqFIcPHwa8bv4j3anQ3t5OTU3NqJY1AfyTwYp5j7mDtk8OYH5nN9ZDhb7tqiADobfdRMTX1mCcM7HX8yuyN2CdudpGW5UNc7UNl8XT86Au8Z5sIjTJgMHeiuPAcTr2HMd6IB/Z2jM/vD4zzSvgV83BOGfSgALpXXKfvZQ7siRRX3ic8r2fXwhqB4QkpZC2bB2JWQt7TU3WG43udh4v/RPHbRWoUfGrMfdxf9SiQd/3SOJvddtQYm2s49hfnqWtqgIEgYy1dzDhljsvG7H+SvijnRTJgyv7zzg++xWCzZsauMk2iS2Hfk7R+TXAhfsMjhYYv1AkY6HI+IU9xfsVr6EoyDV5uE9+0Cnsz17YqRIRU2/Clr6ef65dzM5W7yDME9M0/L+l0WjV/tH+8Df6+yyZJZlsm4cDdjf13QKDRooC8wxq5hs1xF2Htg6I+T7S2NjIs88+y969e2lrayMhIYGNGzfy5JNPotX27q5zMc899xzPP//8FY+58847+dWvfuX7+yc/+QmbN2/u9dhx48bx+eefX/F8e/bswWAwkJWVNeKBsE6cOMGJEycAWLp0KePGjRvR63fHbrfz/vvvU1paCsC8efOuOKffHyujLqxWK8eOHePIkSMUFRXR/fWLi4tj+vTpTJs2jYyMjD4/m0PJaNvO5XJRXFxMfn4+J0+epK6uzrdPpVIxadIk5s6dy5w5czAa+zfiMBJczX5dwSa7hHN6ejp33nnnqKSe66K8vJy9e/cCMHPmTKZPnz6i1/d4POTk5GC327n55ptH9NoB/J+BiHnZ7qR9+xHMH+yhY+dRFFenABcEgpbOIPy+FYSuX4jK1HOet8cp0V5rp63aTluNjbYaO5JL7nFMl9t8WJKRsCQjBqw4DuVh2XcSy1cn8dS19DheHR1G0NIZBK/IImjZwEffr0T3csfZbubcwS84d2A3DnOL73fHT59D6s23EJHWe8fF5ThsKeE75X+l3t1GqGjkpdRvsDA4Y8h/w3Az2nXbcFFz/DAn3ngRj8OONiiYWQ//AzGTBl6G+4ud3E7vfPeyo5J3OSJhbbSweNJLLJv2vxh03ikqNe2zqND/hKC5t5C+QENsujDo+1YUBbm+CE/eR7jzP0KuPtljf0PwZN4XVvCFYQWa5Jn87y1RpIX7/1STkWYwAYHL3DIHbG6O2T04uqnUFI2KeQY1WQY1YeL1IewDYr4PNDY2cs8991BbW8vKlStJSUkhJyeH3NxcbrrpJl566aU+jeodPnyYI0eO9Lrvvffeo76+nmeeeYZ169b5tneJ+YceeuiS0fXw8HC+9rWvXfGaBw4cwO12Exsby6RJfQteMlQoikJ2djZnzpxBpVKxYsUKEhMTR/QeunNxYLykpCTuuuuuXuf0+ktldDXa29s5duwYubm5nDp1Ckm6EOVYo9EwYcIEJk6cyMSJE0lJSRmRDp2Rtp3H46GiooLTp09z+vRpzpw508NzQRRFJk2axKxZs5g9e7bfp/y74hwxs5n333+fqqoqYHQD3XVRXV3N7t27kWWZCRMmMH/+/BGPYHzq1CkaGhrQ6XQsWLBgxK4d4Nqgr2JedrqxfJmL+aN9tH+a7YtGD6CfnELYXTcTdvdytIneHOiKomBrddFeY6etxk57jQ1LkxMuahGJWhWhCQZCk4yEJRoxCHbs2flY9+dh2Z/Xw10fQNBrMc2fQtDNMwlePss7932Y33FZkqjIyaY57wh1ecdQZG9dog0KZsz8m0lZsvqqQe0uOaci86f63fy25hMkZMbr4/hL6jcZp7801/y1wLXSLugrbruNgvf/TuVhb0dsROoEsh79HobwyEGddzTspCgKzee9aeLKcyTKj0lU5sl4eoafQKWGMZkqJs5tY2bM/xJe+0cEj/c9VyVnoVv9/7xz3Yf4vuXmMtz5n+Ap3IpUtp/u+esaVVEcMC0ncfZ6lq1cj8rg322UkWQoniWXonDS4SHb5qHQecENXwAmaEXmGNTMMqgxXcPz6wNivg/8+Mc/5qOPPuKXv/wlDzzwAOA13E9/+lM2b97Mr371K+68884Bn7+pqYmlS5cSFBTEV1991WM0tUvM7969m6SkpH6fu7Ky0jcaPXHiROLies/1OlzIssy+ffuoqKhArVazevVqYmJGtyI/deoUH330EU6nE71ez+23386ECRN6HHMtVtp2u538/Hzf0pW7vgutVsu4ceNIT08nPT2dlJSUYfl9w2m7rnNXVFRQUlJCSUkJ5eXluFw9a+zw8HCmTp3KtGnTmDZt2qiOWveXy9nvzJkzbN68GYfDgU6n47bbbhvxDrqLaWhoYMeOHXg8HlJSUliyZMmIdyzU1tZy5swZwJu5YiQD7gW4NriSmJcdLix7j9P28X7ath1C7rD59mmSY7wC/s6lGCaPw2Xz0F5np722a3HgcUiXnFMfqiE0wUhoooHQBANaZzu2QwVYDxZgOZiPq7Sm5xdEFcZZEwhakknQkhkY50xCpR8ZrypbcwPns/dyPnsPjtZm3/aI1Amk3LSK+BnzEAeQRaXVY+UHFa+yq93rnn9HxBx+lXwfJj+PWH8lrsV2weVoKi7k+Gt/xN7aBIJA+sqNTNxwDypx8B3+I2EnS7NMRa5MxXGJihyJilyZjqZLpUhwlEDqHJHUOSpS54qMnSGiM124J7mjHteXz+A6+CK4vO++KnE6uuU/RJ15J8IQ2ONiZGsznqJP8RRswXV6Jyr3hQh7HkGDkLIQ45S1qCetQRU35Zp/1gbDUD9L7ZLMUbuHo3YPZe4LHSoqYJJOJMugZqb+2hP2ATF/FSwWCwsWLCA2NpadO3f2MFZDQwNLly5l+vTpvP322wO+xksvvcR///d/8/DDD/Ozn/2sx77BivnW1lba2tqoqKjwReo2mUwDvteBIEkSu3fvpqamBo1Gw9q1a4mMHFzP72BpbW3lvffe8wVBmzdvHitXrvSlfrvWK21FUaiurubUqVO+EeuuiO3dCQ4OZsyYMSQlJZGQkEBiYiJxcXGYTKYB/+6hsJ2iKFitVurq6qiurqampoaqqirOnz9PR0fHJccHBQX5vBAmTZpEYmLiNfl/g0vt53a72bVrl8+tPiEhgbvvvnvUA/U1NTWxfft23G43CQkJrFixYsRTUVqtVl/Gh3HjxjFmzJhr9v8eYPi4WMxLFjsdu47RtvUgHTuO9BiBV8dHEnbrYoI23oSUPJaOOgftdXY66uyXBqoDVGqB4Fg9oQlGQhIMhMTpoKYea3YB1uxCrIcKcVc2XPQlFYbpaZgWZRJ0UyameVMQQ0Zuyo/H6aD2xBEqj+yjqbgQOptwaoOR5Lk3MWbhckITxw74/Ic6zvL0ub9T7WpFJ6j5t+R7uD9y4TX/bl7r7QIAyeXi1Ja3KfvyUwCMkTHMfOjbRKYNXayRobaTvU3h3EmJc8clzp2QqciVaD5/qewQNZCcqWJclkjqbJFxs0WiUvrmMi9bGnHteQbX/j+Cy9tWEiLGobv5+2jmPoygHfr3U1EUzE31mJrzOb53C8bSzxjrOdfjGCEsCXXGStQTViKOX44qKGrI78OfGc53rsnjFfZH7B6qPZcK+5l6NTP0IiHXgCt+QMxfhf379/P4449z77338m//9m+X7N+0aRPFxcWcOHECnU43oGusWbOGiooKtm7dyvjx43vs6xLz//Iv/4LVakWr1TJhwgTmzp3bp4Zza2sroaGh5OXlYTabMRqNzJo1a8Tnz7vdbnbu3OlzhV2zZg0REREjeg8X4/F42LVrF9nZ2QBER0dz5513EhcXd11U2t2RZZna2lpKSkooLS2lrKyM6upqLvfqGgwGYmJiiIqKIjw8nIiICMLCwggODvYtBoMBvV5/yUjslWwnyzIOhwO73U5HR4dvMZvNtLS00NraSlNTEw0NDdjtdnpDEAQSExNJTU0lLS2N9PR04uPj/SaA3WDpbr/6+no++OADGhsbAW8wyZUrV474+3sxLS0tbN++HafTSUxMDKtWrfJ1hI0UHo+H3NxcbDYbYWFhvnn618P7GmBoaW1txWSX6NhxlPbPs7HsPYHivCDM1UmxaDeuRMiagVMfSke9E2vzpe7yAMZwLSHxBt9iDAJHfgm2I6ewHi7CduQUUutFHY6iCuOM8ZgWTvUu86cghvYtTepQIUsSTcWFVB39itoTR5BcF0J2R02YypgFyzCMGU9EdPSA3yG77OK3NZ/wl4YvARiri+JP455gijF5SH7DaHOttwsaTp0k752/YmuqB2DswuVMuePrqPVD67k2GDtZWhQq8yTOn5Q4d1Lm/AmJxvLe2ymx41WkzFSRkiUybpZI0lQVGv3g/i+ytRn3/j/i2v8CirUJ8Ka00yz4BtpF30IVOnQZWi62U2Gji99tySW2ejdL7HuY7zqMVu4W/FIQUCXO9EbIz1iOmLIQQXvteB0OhJF652rdMrkODzl2D1XdhL0ApGpVncJeTYyfBs8LiPmr8MYbb/Bv//Zv/PjHP+axxx67ZP/3vvc9tm/fzrZt2wYUvfnYsWM8+OCDzJgxg3feeeeS/ZcLgJeSksIf/vAHpkyZcsXzd4l5t9tNTk4OLpeLmJgYJk7sXwCbocDlcrFz506amprQ6/WsWbPGL1xiz549y8cff4zVakUURZYtW8b8+fPp6OggNDT0mqy0+4LL5fKNdtfU1PiW1tbWfp1Hr9ejVqvRaDSo1WpUKhWyLPvWHo8Ht9uNx+PB4XBc/YTdCA8PJyEhwbd0eRGMRmC/kUJRFFpbWzl16hRffvklkiRhMpnYtGnTJZ19o0Fra6tPyEdFRbFq1aoR/390zZNvbGxEq9WSlZWFVqtFUZTrplMnwNBx+uZ/wJVXBoCs0yPFJKBMmYQwdSqusGjsNnoV7togNSFxBkLi9ITEGwiK1aPUN2LLOYPt6Glsx05jzysFT09Xe8GowzR7IsZ5UzDNn4xxziTEoJFvdCuKQmt5MdXHDlJ9PBtXR5tvnyk6juR5S0iasxhjZMygG80nrOd4uuLvlDi9QvGByEX8IukOgq5ht/qLuVbFvKPdTOEHr1KdcxDwphScft8TxE6dNSzX64udFEWhtUqhMl+mskDi/EmZyjyJlqre5URkssDYWSIpM1WMnSkyZrqIMXT4/geKy4b76Ks4v3wGpaXcu1GlRj39DrQ3fRd1yrzBX6MXO3lkhT8ft/Bfh9pRXHYWeo7wndAjTG3bh1JX0PMEohYxZQHqjGWI6csQk7MQ1NdX22g03rl6j0yu3cNxh4cKd8/gpXFqgUydmul6NalaFaKflAMBMX8VXnzxRZ555hn+4z/+g7vvvvuS/T/72c/44IMPePvtt5k5c2a/z98l1i93/g8++IDg4GAyMzMJDw+nqqqKd955h9dff53g4GA++eSTK+YZ7y7MLBaLb/58YmIiUVEj767jdrs5cOCALy/2woUL/SIgmc1mY9euXZSXewvt+Ph4Vq1aNequzKOBy+WipaWFpqYmzGYzZrOZtrY22trasFqtWCwWrFZrj2B7/UUURUwmE0FBQZhMJkJDQwkNDSUsLIywsDCioqKIiIi4rkX75WhtbWXnzp3U1nqDYqWmprJixQq/iLzf3t7OwYMHcTqdhIaGsmjRohEfkQdvUNKuKTLp6ek9pg7diO9sgCuTvfEPeGISkMakIBl7r2+0RpHgOAPBsXpC4gwEx+kRPQ7suWex5Z7BlluM7dhppKa2S76rjo/ENGcSxrmTMM2dhGF6OoJmdLxnFEXBfK6EmuOHqTmejb2lybdPawomYdZ8kuYuITwlvUfjb6CNZpvk5H/qPuNP9buRkInRhPJfYx5geejUIf1d/sC1JuZlSeL8wS849cnbuO1WEARSl65l4oZ7hnw0vjsX28llV6g9I1NVIFNVKHnX+RK2S18lAKJSBMZMFxk7XcWYGV7hHhQxOvZWJA+ego9xffV/3sB1naiSs9Au+Aaamfcg6AbmZXOl56nC7OFHu1s5UOn1oBkbKvIfWQ4WO/cjnf0Sz9kvUdqqe55Qa0RMWYg6fQli2pJOcT8wj2F/YbTfuVZJ5oTDw3G7RLHrQvA8AJMAU/RqpuhEpuhG1x3/hhHz8+bNuyQg2JV49dVXmTdv3rCKeYvFwuLFixEEgf379/drLvszzzzDiy++yGOPPcaPf/zjyx7XNTLf9U+urKykrKwMQRCYPn06oaGh/brnocDpdLJjxw5aWlrQ6XSsXr161F3uwfsyHD9+nO3bt+NyuXyj9AsWLAiM9l2Eoih4PB7sdjt2u9038u7xeJAkCavVislkQhRF1Gq1b+TeYDBgMBhGRQD6O7Isc+jQId9ovFarZc2aNcycOdMvGo4tLS3s2LEDp9NJREQEq1evHvDUosFgNpvJy8tDURTS0tJ6xBIJjMwH6I0v/quox9+6YDXBsV7h3rWIihtnQRm242exnziL7XjxpYHqAEGjRj8tFdOcSRhmT8A0dxKapJhRfUcVWaalvJjaE4epPXEEe7dAdqJOT/z0OSRmLSR64rTLBjgbSKN5u/kkv6x6j2qXd9BgU/hs/j35HsLVIxuXZ6QYbWHRHxpOnaTww9fpqK0EIDR5HNPv/wZhY1KH7ZqyrNBUoVBdJFGaa6W5TEfNKZn6Erl78HYfKjUkTFCRNFVF8nSRMZkqkqeKGIZxxH0wSFXHcX31PO7cd0DqDLqrC0aT9QDaBU8gJvYvnd/VnidFUfjwtI1f7W+jzuo14JIxOv51aRjjI9TIjcU+YS+VfuWbFuBDrUccOxcxdTHq1MWIY+ch6IMH9NtHC39652yyQqHTQ55DIt/hwdZN+QrAWI2KKTqRyTo147Qq1COc1Wew9hndyZt9ZMOGDb0GALscXaPWwcHeB7+3oFvgFeTdj+sPW7duxW63c9ddd/U7KN1dd93Fiy++yPHjx696rCBcCACSnJxMR0cHjY2NFBYWkpWVhV4/sm5wXS72O3bsoLm5me3bt7N69epR8RTojiAIZGVlkZaWxpYtWygtLWXXrl0UFBSwcePGUU2r528IgoBWq0Wr1V7SIeRPhe+1QnV1NVu2bKGurg6AsWPHcvvtt/vFNBTwBrvbsWMHLpeLyMjIURPyDoeDoqIiFEUhJiaGpKSkwDMW4KpEjDcQnhhMcIyB4Bg9KrcDe34Z9hMl2PJKaD5RgvNslS8QXHe0qQkYZ2VgmJnhXU9PH7FI81dCcrloPJ1HXf4x6vJzcVnafftEnZ64qbOInzGP2CkzEYfYw6nS2cy/VL3HrrZ8AJK0Efxr0t2sDssc0usE6D8dtVUUbn6dhqITAGiMJiasu5uUm1ahGqIApbLsdZGvOS1Tc1qm9rRE9SmZumK5KyA8IAIe33dMEQJJU1UkTVGRNFUkeZqKuAwVGt21U36LSTMx3P8XdBt/g/vIq7iz/4LcVIL74J9wH/wTqqRZaOc8hHrWvahMgw/yLAgCd04ysTbNwP8e7eCl3A72nXey8vV67pls5On5aSQumoB20bdQZBm5vgipZB+e0r1IZftRLI1IpfuQSvfhAhBUqBKmeUfvxy1ATFmAEB4IGttXjCqBOQYNcwwaJEWhzCVT4PRQ4JCo9MhUuL3LNosbvQATdCKTdSITtWri1H0LxDiaXBMj8wNlOAPg3XXXXeTn5/POO+8wY8aMfn3XYrGQlZXFxIkT+fjjjy97XG8peSRJIjc3F6vVSnBwMDNmzBjxKNRwYQ59Y2MjGo2GlStXXnHKwEgiyzIHDx5k//79OBwOBEFg7ty5LFu2bMQ7P641AmK+7zgcDr788kuOHDmCoijo9XpWr15NSkoK4eHhfmG/+vp6du3ahdvtJjo6elTmyIO33Dpx4gQdHR0EBQUxc+bMS8qtoeidDnD9UfPBbsSyBhwFZdgLyi7J696FJiEKw8zxGGaMxzhjPIaZ41FHjP40sC5sLU00FB6nvvA4TWcKkNwXUnJqDCZip84kfuZ8YiZlImr69472pdxul+y8ULeDPzd8iVNxo0bFN2NX8r24tRjFa9udty/4c91mbaqn+PPNVB3ZhyLLCCqRcUvXkLH2DrSmgbmBSx6FxnKFumKJumKZ2mKZ2jNe0e68zNiYRg/xE1REpXlIma4naYpI0hQVIbH+L2b6iyLLSCV7cB16GU/BJyB1BtUUNainbEAz+2uoJ66+rKt7f5+nCrOHf//KzOel3thDWhEeygziu3OCiTJeWhfKjcVIpfuRyvfjKTuA0lJxyTmFkHjv6P3Yed4laRaCzn88a/z5neuOWZIpdEoUOSWKnB6sF3mihKoEJupEJupEJmhFIsWhfR9uGDf7gTJcqenOnDnDrbfeyvjx49m6dWu/7+vAgQM89thjrFixghdeeOGyx10uv67dbicnJwePx0NMTAyTJk0alRelK+1WfX09oihy8803k5w8+pFvuwoQjUbD9u3byc/3jkCYTCZWrVpFZmZmwJ33Mlwrhe9oIssyeXl57Ny50+cxNG3aNNasWYPJZPIb+1VWVrJnzx4kSSIuLo4VK1aMyhSJroB3DQ0NqNVqsrKyMBgunfMZEPMBeiMvYt0l2zTJMRimp2PITPOtNbGjP92rO5LbRUvZGRpP5VFfeMLnMt2FITyKuMzZxGXOJjJ94qByhF+p3HbJHl5r+or/qf2MVslbXi0IGs9/JN9LhiF+wNe81vDHus3W0sjZzzdzPnsviuyNYxOXOZvJtz1IUEzf/jdWs0L9Wa87fF2xTF2JTP1ZmYYy2adPL0bUQGyaioRJ3iV+oorESd5UcCoRv7PTcCNbmvAcfwfX0VeRq7p5zBrC0GTejmbWfYhpSxBUF0T3QJ+nYzVOfnOwnUNV3vn0Jo3Ao9ODeGJmENGmyw/MyW01SOUHkcoP4ak4iFx9EmRPz4MEFaq4KYhj5iCOmY2YnIUqfiqCODpTI/3xnbsasqJQ6ZYpckqcckqUuCQusjLhokCGVvQuOpGYQYr7gJjvAz/+8Y/56KOP+OUvf8kDDzwAeA3305/+lM2bN/OrX/2KO++803e83W6npqYGg8FAQkLvaSz+8z//k1dffZWf/vSnPPLII70e09jYiN1uZ8yYMT2219fX88gjj1BWVsYzzzzDunWXNlS6uJyY79rXNfd03LhxjB078Lyyg8Hj8bBnzx6qqqoQBIHFixeTlpY2KvfSxcUFSElJCZ999hnNzd65iElJSdxyyy0B1/teuBYL35GkqqqKzz//nKqqKgAiIyNZt26d75n3F/uVlpayf/9+FEUhOTmZpUuXjlpKvIqKCioqKhAEwRcMtDcCYj5Ab5xa8E1MmekYpqWhn5aKYVqqX424d6EoCh01lTQWF9B4Ko/ms0U9Rt8RBCLGZRAzZQaxU2YRkjh0LrK9RtZWJD5uOcYfaj/lvMs7H3e8Po6fJGxiVei0G+5d85eyGcBSX0PpF9s4n70HpTMYbfTETCasv5uIcZdmPXFaFRrKZBrLZRpKZepLZepLFOpLZCzNl2/Ca40QN17lXSaoSJioIn6CSHSKgKi5fKR6f7HTaCDV5OE++jru4++itF+IuyEEx6GetglN5u2IaUtAJQ7YToqi8NV5J7852MbJem+Pi16Ee6eYeCormOTQq9fVisuOVJWLdO5w53Lk0qB6AGodqoRMxKRZiMlZiInTUcVNGZHI+dfDs+RWFEpdEmc6xX2FW+biEBLBKoF0rYp0rUi6ViRZ07859wEx3wcaGhq45557qKurY9WqVaSkpHDs2DFyc3NZvHgxL7/8co9R2sOHD/PQQw8xd+5cXnvttUvO53K5uOmmm7Barezbt++ywd8OHz7Mww8/TFZWFqmpqYSGhlJdXc2ePXuw2Wzcfvvt/PrXv77iP/BKYh6gpqaG4uJiACZPnkxMTEx/TDNkyLLM/v37KSvzpg+aPXs2U6ZMGbWXt9eGjcdDdnY2e/fuxe32Fp7Tpk1jxYoVfjO32R+4Hgrf4cBsNrN7926fl4dWq2Xp0qXMmzevh0gebfspikJhYSHHjh0DIC0tjUWLFo2aJ0pDQwNFRd4AZhkZGZftIIWAmA/QO1erB0cLRVGwNtbRfLaIxjMFNBUX9pj7DqALCSN6YiYxkzKJmTQdbdDwBLDqXu64FYkPWg7zfN0On4iPUYfwTwkbuCdyPmph5Kfl+QOjXTYDtJSdoWTXVuryj/liPERNmMqEdXdjiMqgqUL2ifbG8gsC3lx75WZ6WLxA7HgVceneueyx6SriM1SEJQqoVP0XmqNtJ39AkSWksv24c9/BffIDsF/ILiWYIlFP2Yhj3ApCZ25EpR1YthpFUdhZ5uC5ox3k1nk7/kQBNk0w8viMIGbE9U9wy201SJXHkM4fRTp3FKkqF+zmSw8UNd4R/MQZiIkzUCVmIsZPQzAMbVDt6/FZcsoKpW6Js05vhPxyl3zJyL0GGKtVkaoRSdWKpGpVhF0hWn5AzPeRhoYGnn32Wfbu3UtbWxsJCQnceuutPPnkk5fMH72amP/00095+umnueWWW3j22Wcve83a2lr+7//+j7y8POrq6rBarQQFBTFlyhTuuuuuK47Id9GXRkxJSQlVVVWoVKpRi3AP3ofx6NGjvob7pEmTmDNnzqiIiCsVIO3t7ezevZuTJ08C3jRr8+bNY/HixX6RPmy0uR4L38FgtVo5cOAAhw8f9qXzmz59OitWrOg1LeNo2k+WZY4cOcLp06cBbwffnDlzRu3/2NbWxokTJ1AUhaSkJNLT0694fEDMB+gNfxHziizTUV9Nc8kpms+eornkNM721h7HiBotEWkTiJ6YSfSkTEISRiZAlaIo1LTUs1M6zYsNu3wR6iPUQTwZs4JHo5feEPPir8Rolc2S203tySOUfrmT2oImbNYobJZoBMNUFM1E2puCaKqQsbZe+TymCIGYVIGYVBWx41XEpnlFe/Q4FfqgoZ2/G2gD9ETxuJDOfok770M8BZ+gWC9knEBjQJ2xHPXkDagn34Iq9PId1pc9v6JwqMrJ80c72Hve6ds+M07L4zOCWD/egFbs//9CURSU5jKkyhzvKH5lLlL1id4FPiBEpCAmTEMVPxUxfiqq+KmoosYjDHAK0I3wLLkVhXMumRKX1yW/1CVh7UVVh6sEUrQqxmlEUrQqxmhEjJ0dbQExf53Tl0aMoigUFBTQ3NyMRqNh5syZoypKCwoKfKOCycnJLFmyZMTn6falAKmpqWHHjh1UVFQA3pHWhQsXsmDBglGJ9O0v3AiFb19wOp0cOnSIgwcP4nJ5e8xTUlJYvXr1VUeXR8N+brebffv2UVnpnZc7Z84cpkyZMmLXvxibzUZubi4ej4fIyEimTp16VXsExHyA3hgtMe9xOjCfK6WlvJiWsmJay4tx23pGDlOp1YSNTScqYwrRE6YSNjYdcYTru0pnM39r3MNbTQfpkL3BtWLUIXwzdiVfi1p8w4v4Loa7bJbcCi3VCi2VMs2VCnVnOjifU0djmRNrexgOWziKcmWviOAogehxXsEenaoiZlznOlWFKXxknv9AG+DKKJIHqewr3HmbceVvQWjv6dquSshEPWEV6olrEMct7Lc7e169iz+fsLCl2IbLO35AjFHFPVNM3DvZSGr44MoXRVFQWs8hVR1Hqj6BXH0SqSYfxVzZ+xfUOlSxExFjJ6OKm4wqfgpi3GSE8LE9Yghc7lo32rOkKAr1kkJZp7Avc8nUeGR6E9oxosAYjchYjYo1wYOb9hAQ835MXxsx3SNF6/V6Zs2aNSoRq7uoqKhg3759yLJMZGQkK1asGNEOhr4WIIqicPbsWXbv3k19fT0ABoOBhQsXMnfu3BtS1N+IhW93nE4nR44c4eDBg9jtdgDi4uJYvnw548eP75MgHWn7Wa1WvvjiC5qbm1GpVCxZsoSUlJQRuXZvuFwucnNzcTgc/cq4ERDzAXpjJMS8IstY6mtorSjxLudK6Kg5jyL3nB0panWEjxtPZPokItMnET42fchTx/UFWZHZ33GG15v2s918kq6mYooumsdjlnFv5AIMqtFPwedPDKZsVhQFayu0Vsu0VCm+dUulTEuV97O5Tuk1H3t31FqFqBSRqDECkWNVRI1VET1OIDrF+1kfPPrl343eBugriqJgbm0l2F6JVLQNd+E25PNHex6kNaFOW4I4/mbU45ehis9E6KO3aqNV4vUCK6/lWajvFl59fqKWe6eY2DDegFEzdJ6virUFqTYfqSYPubYAqbYAua6QbvkKe6LWo4rJ8Ar9mImoYiegipngHcnXegPcBp4lLw5Z4Zxb5pzb65Zf4ZZolnpK75cSBpa1oouAmPdj+tOIcTqdHD9+3NeAnj59+qgFvAJvoL8vvvgCp9OJ0Whk+fLlI5aLvr8FiCzLFBUV8eWXX/qC5BkMBubPn8+cOXNuKPf7G7XwtdlsHDlyhOzsbBwO7+hWZGQky5YtY/LkyX2eLjLS9mtqauKLL77AZrOh1+tZvnz5qMXOAG9sipMnTw6oYzEg5gP0xlCLeUWWsTbWYa4sx3y+jLbzZZgry5GcjkuO1YdFEJGaQUTqBCLGZRCSNHZQUecHS7WrhXebD/FuczZVrhbf9sXBE7jXOIeN8XMRrzJadqNyubJZURQszQrmWoXWagVzrUxrjVewt9Yovs+X0zTdUYluDMZmDCbvEpWiZtz8saQuGkd0ioaQ2P7PYR9pbtQ2QH/pzU6ypRHpzC48Z3bgObMLpaO+x3cEYwRi2hLEtJtQpy5GlZB51dFtt6SwvczOO4U29pxzIHcqNqNGYHWqnk0ZRpaO1aNTD/3/SpFllJZypLpC5LoipLoi5Loi5IYz4HH2/iVBQAgfiyo6A1V0Ok5TIqYxmYgxGQjhY676e28UOiSF826J850i/1sRl2b46Q8BMe/H9LcR0921NTw8nGnTpo1qCraOjg52796N2WxGFEUWLVpEamrqsF93oJWRJEkUFBSwb98+n6jXaDRkZWWxYMGCUYtHMJLcaBW52Wzm0KFD5Obm+gIjRkZGsmTJEqZOndqnEeXujKT9ysrKOHDgAJIkERYWxooVKwgOHp4AW31BlmXy8/NpbW1FrVYza9asfnWEBcR8gN4YjJj3OB101FbSXn2etqpztFWV0159Hsl1aUNU1OoITR5H+LjxhI9NJzwlHUN45FD8hEHR6rGy3XyST1pz2N9xBqVzFD5ENHBb+By+Hn0TE/TxN1S53RcURcHRDuY6mbZ6r0ivK7fhNOs7//Zua6tT8Liufj7wusGHJwqEJwgYg80IUhmejjzUQiUGUzM6fQemqCiS5i4hae5NBEXHDe+PHAZutDbAQLmanRRZRq7Nw3N2D9LZL/GUfQVOS8+D9CGoUxYijpuPOHY+4pg5CPrL1+E1HR7eP2XjnUIrFW2Sb3uIVmBtuoFb0g3cNEaPYRiEfXcUWUJpLkdqOI1c37k0FiPVn+kRKPASRA2qiBRUUemootIQIlNRRaWiihyHKjzFN6J/oxGYM3+dM5BGTHt7OydOnECW5VHNQd+Fy+Vi3759vlReU6ZMISsra1g7GQZbGcmyTGFhIfv37/e53wuCwJQpU5g/fz5JSUlDfct+w41SkVdVVZGdnU1hYSFdRWBsbCyLFy9mypQpA34+R8J+siyTk5NDYWEh4E21uGTJklGdWtM9l7xKpWLGjBm9Bgi82jmu52cuwMDoSz0oezxYGmvpqK3yLjWVtNecx9pU74sa3h1RoyUkcSxhY1IJHZNK2NhUgmMT++wCO9y0eWzsbivgk9Yc9nWcwq1caLgvDMrgvqgFrA2b4XOlv1HKbQC3U6GjUaG9UaG9XqG9Qaa9QaGtXvGu62TaOv922/t+3pAYgbB47xKeqCI8QSA8QeUV74kqgiMcmM8VUF9wnLr8nB6ZCzQGE/Ez5pI8bwkRqRP85jkaCDfSszQY+msnRXIjnT+GVLoPqewAnvID4OzoeVBXnvix8zrzxM/yppG7KE+8oiicqHfz8RkbW4pt1HVzwzeoBW4eq2N1moGV4/REGEZuJFxRFBRrE3LDGeSGYuTGszhrTiG2VSA3lV5+NL8TISQBVWQKqogUhIiUTpE/FlXEGISw5EvscL0QEPPXOQMdkWhpaSE/Px9FUYiPjycjI2NUC2VZljl+/LgvrVd8fDxLly5Fr9cPy/WGqjJSFMWXr7srUB5AYmIic+fOZfLkySMe3G+4uZ4rcrfbTWFhIUePHqW6+kLQmnHjxrFo0SLS0tIG/ZuH234Oh4O9e/dSW1sLQGZmJjNmzBhVDxxFUSguLqa2thZBEJg2bdplU3Ze7TzX2zMXYPB0rwfddhvWhlo66muw1FVjqa/xLg21KLLU6/d1IWGEJCQTkjiW0KQUQpPHERQT73eC65yziZ1teew053PEUoKnWzbjSYZENobP4tbw2YzVXTpd7Vout2VZwd4GHY0yHU2Kd2lUaO9cdzR5RXpHo0xHo4KtrX/nN4RAWLyKkFgBQ7ibmLE6whNUhMYJhMWpCIsXCI0TUGt72k1RFDrqqmg6nU994XGaS04hey4kodIYg4ifPpv4GfOInjAN1ShOaxxKruVnaSQZrJ0UWUKuycNTdgDpXDZSxWGU1nOXHqjWIybNQNWZRk5MnIEqbjKCxtt+lhWFI9Uutp61sb3MQU3HhXJQADJjNSwdq2fpGD1Z8Vo0A4iKP1C62whFQWmrRm4q7VxKvOuWcuSmsks7Ni5GELxiP2IsQlgyqvBkVOFjEMKSUIUlI4QlIRgjrslnNiDmr3MG417YPb9zUlLSkAiVwVJRUcH+/fvxeDwYjUZuvvnmYZnfOxyVUW1tLYcPHyY/P9+Xokyv1zNjxgyysrKIjo4ekuuMNtdjRd7Y2EhOTg4nTpzwzYcXRZFp06Yxb9484uPjh+xaw2m/+vp69u7di81mQ61Ws3jx4lENdAcXOry6PG8mT5484Hc6IOYD9MaRV57D1daMtaEOZ7v5ssep9QaC45IIjvcuIYljCEkYgy7YP6dHWSQHhzrO8lXHKb5qP02Js+f82vH6ONaHzWRjeBYZhiuXUf5SbiuKgtMCllYFa4t3Lrq1RcHS+dnS7P3c0aRgabqw/TL9MJdF1EBwtEBIjEBojEBIrIqQaIHQWIGQWO86NE5FaIyA1ngh/dMV3aIVBVtzI81ni2gsLqDpTMElz5sxKobYqbOInTKLqIzJoxo/Ybjwl2fJ3xkOO8nttUgV2d488ZW5SJU54Oil90ql9gab65ZCToyfCqFJFDZLbC+1s73UQVGTu8fXTBqBuQla5ifpmJ+oY3rs8Ir7/gSjVmwtKE1lyK0VyM0VyC3eRWmpQG6tBM+lMU0uQWNAFZaIEJrkXYckoApNRAjtWscjBMf63Qh/QMxf5ww28E9tbS1nzpwBYOzYsYwbN24ob29AtLa28uWXX9Le3o4gCMyePZvJkycPaaUxnJWRxWIhNzeXnJwc2touFLKJiYnMnDmTKVOmYDBcu/N+rpeK3G63U1hYyPHjx3uMwoeGhpKVlcWsWbMIChpc9NDeGA77KYpCYWEhOTk5KIpCSEgIy5YtIzw8fEjOPxjKy8s5d847mjBhwoRBdYwExHyA3vjkH+7r8bc2OJTg2ASCYhMJjvOug+ISMYRH+vXz0y7ZybGUccRSymHLWY5bK3qMvouomBeUzqqwaawMnUaKru8dxENd7iiKgqMDrGYFW7fF0qJga1WwtipYzWBt6fzcomBp9e7r6/zzizGEeOekB0cJBEV5xXlw1xLlFe4h0QIhMSqMYQwoIn13G8mSh/aaSlpKz9BSdpqW0jM42nrO91VpNESmTSR6YiaxU2cRFJvg18/YUHC9tAGGm5GwkyLL3hHsyhykmpNI1SeRq0/0zHPfHa0JVcwExLhJqGIm0h6awRHXGHaY4/miClrsPdMtGNQCs+K1ZHUus+K0Q+qWP5ResoqlAaXlPHLrOWRzJUprJXLree9ncxWKpbFvJxMEBFN0p7CPQxUShxAShyo4ziv0Q7xrVXAs6IJH5B0IiPnrnKGI4ltVVUVJSQngdSceO3bsUN3egHG73Rw4cMDnup6cnMyiRYuGzO1+pOYtl5SUkJOTQ3FxsW/etSiKZGRkMG3aNMaPH3/NueFfyxW52+3m7Nmz5OfnU1xc7POgEASBjIwMsrKySE9P9+t4DRfjcDg4cOCAL3/8uHHjWLhwoV88V+fOnaO8vByA9PT0QceSCIj5AL1x4oPXiBwzjuCYeEwx8WgM/p9dRFZkSh0NnLBVcNJ2jmOWMk7Zq7k42/BYXRQ3BU/kpuCJLAyeQJh6YL/tEqEqe0fI7e1KtwXsbd7Ptjavu7q9TcHW3lOwd23v72h5d9Q6CIoUCAoXMEUK3s8RPdfBUZ1/d36+2M19KJElCUtDLbVnCnE11mI+X0pbVQWyu+fIpSCKhI1JJSpjKtETphI+bjyi5sZK8XcttwFGktGyk6IoKOYqpNr8Cynkagu8EeYld+9fElQIESnYQtOp1IylQE7mgDWJImUM1epE3MKFNMzjwtRkxmjIjNUyNUbD1GgtYXr/jSHku5bbgdJeg9xahdJWhdxWg2KuRm6rRmmrQW6vRWmvBdlz9ZN1oTEgBMUgBEWjCo7xffYuUai6/jZFejsIBhjALyDmr3OGKiVP90a3vwh6RVE4c+YMR44cQZZljEYjN91005C4PI90IdvR0UFeXh4nTpygsfFC76BWqyUjI4PJkyeTnp4+qgHK+sq1VpG7XC5KSkooKiqiuLgYl+vCsFB0dDQzZ84kMzNzWEbhe2Mo7VdbW8tXX32FzWZDpVIxd+5cJkyY4Bf/l+EoUwJiPkBvjESe+cHgkj2UOOoosldTaK+iyFZFvu08HfKlbqFjtFHMDUpjXlA6C4MzGHPR/HfJo+C0gqNDwWHxjo571woOi3e7vUPB0e7dZ+/winNHh4KlVcJlVXX+3Wvcv36j1oEpXMAYJmAM9QpxY/iFbUHhAqaIziX8wt9aY/9HzocCRVFwdrRhqau+kMWg+hztNecvEe7gDVwXlpJOZNpEItMnEjYmDfEaqKeHk2utDTBa+JudFMntnYNefxq5/hRS/anOIHTFl0bRv4h2XRyVYhKlJFGtTqJGnUiNmECtOoE6MZ7I0GAmRmmYGKVhUqSGCVEaUsPUV02H53c2kmUUaxNKe61X7HfUez93rpWOepSOBuSOuqvarFe0Rq+oN0UgGCM7RX4kgjEClSkSwRju3W6M6PwcAYZQb2dLQMxfvwxlI8YfBT1Ac3Mze/fupb3dGxl22rRpzJgxo98pwbozmj2mdXV1FBQUkJ+f7/tNAGq1mrS0NDIyMsjIyBjVFGJXwt8K397o6OiguLiY4uJiSktL8XQLShQSEsK0adOYOnUqcXFxI/4bhsJ+kiRx4sQJX8DIkJAQli5dSmTk6KfJguErSwJiPkBv+IuYt8suzjmbKHHUcdZeR3FbA2WtzVS2taHYRUSHFtGhRW33rvUOA8lSLAmeaKLdkUS6whAdWpxWcFq84txp9Yp2p9Ur2vsTfb0vqNRgCBEwhnrXhlABQ4iAKUzAEArGUO82Y0inYA/zbvN+FtAa/PN9lNxubM0NWBpqsTbUYmmo9QZCrKvGZe09kJao1WGMTSQqLYPwsemEjU3DFD3ydYS/cy20AfyBa8VOiqKgdNT5osvLTaXIzWW+dV9Eq1kVRp0YR33Xoo6jUYyF4DhMkQlExCYSGxNLSoSOcaFq4oNFVIJwzdioNxSXzWs3S5NX5FsaO9dNyJYGb6dAR+fa2nR5r4i+YAgj5D8bBnW/ATHvxwx1I8ZfBb3b7ebIkSOcPXsWgIiICG666aYBzwn2hwJElmWqq6spKiri1KlTmM3mHvvj4uJIS0sjPT2d5ORk1H4SCdcfbHcxbrebyspKSktLKS0tpa6ursf+sLAwJk2axOTJk0lMTBz1yO6DsV9raytfffUVLS0tAIwfP565c+f6hVs9DG8ZEhDz/kdeXh7PPfccJ06cwO12k56ezsMPP8zGjRv7fA5ZlnnzzTd55513OHfuHEajkXnz5vH000/3KYBjf+pBRVHwOMHlALddwWXvXDvA7VBw2cDl8Ipml13B7QCXzXucy67QYXXTanHSbnVhtXqwWSUcdgW3DRSHyifYRacGQR6+ckbUgD4I9MEChmABXZCAIRh0wV4xbgimc5v3b10QyCorUfFBXoEe4l00htEZIR8sktuNw9yMvbUZW0sT9tYmbE0N2JobsDbVe+e2X67pKggYI2MIjksiJCGJ0KRxhCSNxRgZQ1t7u1/Vbf6IP7YB/JHrwU7eVHLN3iBzLeXewHOt5y7MR289f/Uo8514EGlVRdAoRtOijsapj0YyRaMYIjBFJhAcHkNoZAxRkTFEx8Sg1gdds3a7GEVRwNnhTctnafLa1NbsXXcttpYLi7UFxd7aoyMl5A8DDDbSSUDM+zHDMSLRvTE+ZswYxo0b5zcvVEVFBYcOHcLpdKJSqZg1axaTJ0/utzjzt0K2a8S+azS5e0A28I7aJyUlkZKSwtixY0lMTBw1l3x/sJ3L5aK6uppz585RUVFBVVVVj9F38AYc7PJyGI0R+MsxUPvJskxRURG5ubnIsoxOp2PBggWjHq2+C0VRKC8v5/z588DwdAYGxLx/cfjwYR5//HE0Gg3r168nODiYHTt2UFVVxdNPP823vvWtPp3nF7/4Be+++y7p6eksXbqU5uZmPv30U3Q6HW+//Tbp6elX/P4fH2lDkDV4nOB2grtTmHs/d4r3TmHu7kPA46FG1Cnojd6o6fogr4u5ziSgM4HeJKDt+hzkXXv3CV6xHnThsy7owlqjG1xwN3/F43Tg7GjH2W7G2dHmWzvMLTjaWrG3teJoa8XVcfX8c2q9AVN0PEExcZhi4gmKiSc4LpGg2MReXeWvFRuNNgE79Y0bxU6K3YxsrvLNP+/67DDX4jLXIrTXonM0ItA/KekUdFjU4Ti0EXh0YcgGryu6JigMbVA4puAIgkIj0AVHIBjCwBCKYAhD0IciqK+PqTCKx+W1r7UZddykQZ0rIOb9mOFyLzx//jxlZWWAVxSlp6f7TWFks9k4ePCgL9VVVFQUixcv9uap7CP+XshaLBbfKHNZWRkWS083J0EQiIuLIzk5mYSEBBISEoiKihqREeeRtp0syzQ1NVFTU0NNTQ2VlZXU1dVxcbEUFBREamoq6enppKamjtgc+P4yEPuZzWb2799PU1MT4E0luXDhQoxG/wj0pSgKJSUlvk6otLQ0kpOTh+U6/vi+3oh4PB5uueUW6urqeOedd5g8eTLgLbvuu+8+ysvL2bZt21U7m7Kzs3n44YeZPXs2r7zyiq+T8tChQzz66KPMnj2b119//Yrn+GZ430aGLkYRZRStB4/OjaR1IendSFo3kt6NrHUj6TqX7n/rXRhMKkJNOsJMOiKDjcSHmEgMCWVMSBhRwQZ0JhU6I2iNXuEuXmXe6EgwooGmFAXJ5cRjt+G223DbrbhtVlw279pts+CyWnDZLLitHTg7OnBZ2nFZ2pHcfR99EjVaDBFRGMIjMYRHYYyMwRgVgykqBmNkDNqgkH79Vn9vF/gLATv1jYCdLqBIbp8buqetjtbGWsxNtTjaGnCa61E7mtHaGzG6WgnxNKNjcKPQbpUetyYYSRuCogsGfTCCLhjREILGEIzGGILWEIygC+pcTKANQtCaEHRB3rntWhNoTQhaozfQ3Sin9Bzs9f3DtzfAiDJmzBhEUeTs2bNUV1cjSZLfBNYyGo2sWLGCs2fPcvToUZqamvjkk0+YPn0606ZNG1UX6qEiKCiI6dOnM336dBRFoampiYqKCioqKjh//jwdHR3U1tZSW1vr+45GoyEmJobY2FhiY2OJjo4mKiqK4OCRSZ0xWBRFoaOjg6amJhobG6mvr6e+vp6GhgbcvQQmCg4OZsyYMaSkpJCSkkJUVNQ18Tv7gyzL5Ofnc/LkSWRZRqPRMGfOHMaPH+83v1WWZYqLi31TG8aPH09iYuIo31WA4SY7O5vz589zxx13+IQ8eMuub3/72zz99NN8+OGH/OAHP7jied577z0Avv/97/fwNlqwYAGLFy/mq6++ory8/IppU1u/sx+nzoldbceqsePUOLziW+tB7ly6hLms8SB3flbUPdMwqVERrQkhRhNKjCaEWE0o8ZpwErThxGvDSNCEE68NR6/yjyktg0GRZWSPB8njQna7kdwuJLcL2eXyfZZcTiRX19qJx+nE43R0fnbgcdrxOC6sJacdt92Gx2FHkeWr38RlUKk16EJC0YeEoQsORRccij4sAn1oeOc6An1YOFrTtVG3BQhwoyOIGoTQBAhNQEyCOLxLbx0ekizT3GahsbGBlqYGOtqacbQ347K0IFubEeytqJ1mtC4zwVIbIXIbQXIHIXIHQYp34EsjO9A4HeBshMv09fa3u8CjNiKrDchqA4raAFojqPUIWgOCxoBKo0fUGhC1BlRaPaJGDxo9gloPah2CWgdqPai1nZ91vjVqHYKoBbUWRK3Xs0C88FlRaQYcCb+LgJi/QUlMTEQURU6fPk1dXR0ej4dJkyYNKvDcUNGVSiwxMZFDhw5RVVXF8ePHKS8vZ+HChcTExIz2LQ4ZgiAQHR1NdHQ0c+bMQVEU2traqKyspLq6mpqaGmpra3G73VRXV1/ioq/VaomIiCA8PJyIiAhCQ0MJDQ0lJCSE4OBgjEbjiHSAyLKMzWajo6OD9vZ22traaGtro6WlhdbWVlpaWnpEmu+ORqMhPj6ehIQEEhMTSU5O7pcnxrVIQ0MDBw8e9MVSSEpKYsGCBZhMptG9sW5IksSpU6d8HgMTJ04kLi5ulO8qwEhw5MgRABYvXnzJvkWLFvU45kocPnwYo9HIrFmzLtnXJeaPHj16RTF/6I6tl2wTEAhW6QkVDYSKRkLFMCJEE2GikXCVkTDRSJQYRIRoIlJlIlJtIlTQo1LwOoMqsne+qKyALKM4AJsHt9KAW1G8UY8Vpdtx3f6WZd/fiixftK1zLXX7LEtecS1L3u2dfyuS1LlNQpElZMn72bv2IHft93iQu/72eLz7PG5kj6dTsLuRPV7BrnQeI3sGEYyprwgCGoMJjdGIxhDUuTaiNQWjNQWh6VxrTcHogkPQBoWgNQWj1o/uKFiAAAFGD1GlIiY8hJjwEMi4/BQrRVHocCk022Va7RJVDpkWq5uO9jbsljacVjNuWzuSvQ3F0Q5OC4LLgtrVjkG2YpRtGBUrRsWGSbZiVKwYZDtGxYZRsWGQbT08BNQeG3hsV71/BZA6l6FksHPmA2L+BiYuLg5RFCkqKqKpqYm8vDymTZvmN8HYTCYTK1asoKysjCNHjmA2m/n00099OcN1Ot3VT3KNIQgCYWFhhIWFMW3aNMArlJubm32j2fX19TQ1NdHa2orL5aKuru6SoHDdz2c0GjGZTOj1egwGA3q9Hq1Wi1arRaPRoFarEUURURQRBAGbzYbRaPS6U0oSkiTh8Xhwu924XC5cLhcOhwO73Y7D4cBqtWKz2S5xje/tXsLDw4mKivJ5GMTGxhIZGXldeFz0BafTSU5ODsXFxQDodDrmzp1LamqqXzVw3W43BQUFtLW1IQgCkydPJjo6erRvK8AIUVFRAdBrXITQ0FDCw8M5d+7cFc9hs9lobGwkIyOj107iLhf9rmtdjm/ubMfgVtC7FIwuBYNLQe9WUPVhgmBb51J29UOvXwQBUaNF1GpRabSIag2iToeo0SFqtYhaHWqtDlGrQ9TpUeu8n9U6A2q9vufaYERjMKDWGxG1ugGXWaMxu7PrmoGZpVcmYKe+EbDT1RmsjYK1AsFakZTQrvpDDwQDSVe8psPj7QiwuGQ6XAodTpkOt0KtW8HmUrC4ZawuBYfbg9thw+2wIjmtyC47ituG4o2ciuC2ofI4ESQ7ouRALTnQKi50ihOt4kSnONErDjSK68J2vJ+1isu3XYsLjeJGo3jXWlyoFQ8a+pHz/ir4h2oLMGpER0eTmZnpa7gfP36czMxMvxHKgiCQlpZGYmIiOTk5nD17luLiYs6dO0dWVpZfuSQPFyqVyjd6P3XqVN92j8fjG/nuWtra2nwj41arFUVRsFqtWK3WEblXk8nk8wzoavR3LREREX7TUTTSKIrC2bNnycnJwel0Al6X9aysLPR6/SjfXU+cTid5eXlYrVZEUWTatGnXvadEgJ50xfG4XArNoKCgy3YgdtHR0eE79nLn6H6ty5FZOUSjzIIAgoAAIKhAAKErv2/XPkHVuRa6rVUIqm6fBQFUqgvfVakQVN7PgkrVeXy3RVB1HiP22CaIonfptk8lit7PnWuVWn3hb1FEJaoRRLX3OHXnWtSgUqs7F+9nQa3p/Kzx3dtQIAGSAtgd3uUapK3t6sH1AgTs1FcCdro6o2EjLRAhQIQOuKycUQFBncvVkRUFlwROCVySgrPzs1v2bnfL4JLAIiu4Ze/fbglcsoJHBk/nNk/X35KM7HGjSC7+v0H+3huzZR2gB+Hh4cyYMcPXgM/NzWXatGl+FWRMr9ezaNEi0tLSyM7Oxmw2c/DgQYqLi5k3b94NOWqoVquJiYm57LQDSZKw2WxYLBZsNptvJN3hcPhG2N1ud4/Rd0VRcLvdaDQaBEHoMWqv0Wh8I/p6vd430m80GgkKCsJoNPrFNA1/o7GxkcOHD/vc1cPCwpg/f75fuqxbLBby8/NxOp1oNBoyMzMvK+gCBBgJ5v3kd4SGhHiFMoJPhAM9hXjnPrhYjAvXfYdv1/Ss0NDQ6/63DpSAjfpGwE59I2CnqxOwUd8YCu+OgJgPAHhHYGbNmkVeXh52u53jx48zderUAed6Hy7i4uK49dZbKSoq4sSJEzQ1NbFt2zZSU1OZNWuWX3VAjDaiKBIcHNwvMRaI0Dp0WCwWcnJyfKkgNRoNM2bMYNKkSX45raClpYXCwkIkScJgMJCZmYnBMLigLAGuTbrK0a7R9YuxWCxXLVe69l9u5L1r+9XKbO+c60BjsC8IN0DHxWAJ2KhvBOzUNwJ2ujoBGw0/ATEfwIfBYGDWrFk+l/u8vDwyMjKIj48f7VvrgUqlYurUqaSmppKbm0tJSQllZWWcO3eOKVOmMGXKlNG+xQA3MG63m9zcXIqKipAkb5iU9PR0Zs2a5Tfp5i6mpqaGs2fPoigKoaGhTJ06FY3m2o/qHWBgdM1nP3fuXI+pPeB1mWxtbWXmzJlXPIfRaCQ6OpqqqiokSbrEa6drrvzV0tsFCBAgQIAAAS6P/w0PBRhVulxrY2JiUBSFM2fOUFpa6pdBPoxGI4sXL2bjxo3ExsYiSRJ5eXl8+OGHlJaW+oRUgAAjgcfjobCwkF27dpGfn48kScTGxrJx40YWL17sl0K+K4d8cXExiqIQExPD9OnTA0L+BmfOnDkA7N+//5J9Bw4cAGDu3LlXPc/cuXOx2Wzk5uZesq/r3F3XChAgQIAAAQL0n4CYD3AJoigyadIkXyTjyspK8vPz8XiGLvLiUBIZGcnatWtZtmwZoaGhOJ1OCgoK2Lx5M2fOnEEeRE7cAAGuhiRJnDlzhs2bN3Ps2DFcLhehoaEsX76ctWvXEhkZOdq32Csej4f8/HyqqqoA7wipv04BCDCyLFiwgOTkZLZu3cqpU6d82y0WCy+88AJqtZrbb7/dt72lpYXS0lJaWlp6nOeee+4B4Nlnn+2RmvLQoUPs37+fOXPmXDEtXYAAAQIECBDgygiKPw65BgCgtbV11OcuNzQ0cPr0aWRZxmg0MnXqVL8cYexClmVKSkrIzc3F4fBG2w0KCmL69OmkpaUFhMpVCMyZ7zuyLFNaWsrJkyd983+NRiMZGRlMmzbNr4MB2mw28vPzsdvtqFQqJk6ceNlAiiOFoiiBZ86PyM7O5oknnkCj0bBhwwaCgoLYsWMHVVVVfP/73+epp57yHfvcc8/x/PPP8w//8A9897vf7XGen//857z33nukp6ezdOlSmpub+fTTT9HpdLz99tukp18+1zD4Rz3o7wTK7asTsFHfCNipbwTsdHUCNuobQ9H2CcyZD3BFYmJi0Ov1FBYWYrPZyMnJYdKkSURFRY32rfWKSqVi/PjxREREUF9fT35+PhaLhQMHDnDy5EmmTZtGenq6XwutawVZUTjrkmiTFEJFgfFaEdUNUGB7PB5KSkooKCjwiXi9Xk9mZiYZGRl0dHT4dadRU1MTp06d4v9v706DorrSPoD/m1UQxXZBRUFA7BbEwQXFBWOMuAMGHXEdJlGLMlMhiYliMjHlq04yRESJpKwEa1JuMaIo7hi1NMSdzSVs4rggCAoieyPrfT/4dr922Bpt6Nvw/33C09fDc4/XPue595x7amtrYWpqiiFDhqBr1666DotEZsyYMdi3bx+2bduGmJgYVFdXw9HRER9//DF8fHw0rmfDhg2Qy+WIjIzEnj17YG5ujkmTJmHlypV8Kk9ERPSG+GRexMT0RKKqqgopKSmq/SIHDBgAOzs7UcT2Z6/eDaytrUV6ejqSk5NVT+rNzc3h7OwMmUwGExMTHUcrLpreSU2qqEFkcSUK6/7/60NqIMF8S1OMMGuf9wirqqqQkZGB1NRUKBQKAC+TeBcXFwwePBhGRkaivhMtCAIePnyIzMxMAIClpSWGDBkimv8DfDJPDRFTPyhWYv7eEQu2kWbYTpphOzWPbaQZPpnXQHx8PM6fP4/k5GSkpqairKwMvr6+CA4Ofq36Ll68iIiICKSkpEAQBLi4uCAgIAATJkxo8Pj8/HyEhYUhNjYWxcXFsLa2hre3NwICApodRIvpPouJiQlcXV3x3//+Fzk5OcjMzERJSQmcnJxEkww0xMjISJVsZWRkIDk5GQqFAgkJCbh16xbkcjmcnJzQuXNnXYeqN5IqavBD4Yt65YV1An4ofIEV6NSuEvry8nKkpaXhzp07qK6uBgDVkhOZTAYjI/Gfa1VVFdLS0lBYWAgAsLa2hqOjo6hmEDCZJyIiImoZ8Y9C39ChQ4cQHR0NMzMz9O3bt9E9bzVx7NgxrF69GlKpFL6+vpBIJIiJicHy5csREhJSb+phfn4+/Pz8kJubC09PT9jZ2SExMRHh4eG4efMmIiIimhxMl5eXw9jYuEX7hLcmAwMDyGQyWFpa4s6dOygsLERiYiKcnZ1haWmp6/CaZGRkBGdnZ8jlcty/f1+1/V5ycjJSUlIwYMAAODs7o1evXkwomlAnCIgsrmzymMjiSgzrpN9T7gVBQH5+PlJTU5GZmam6sabcts3BwUFvlmoUFxcjNTUVlZWVMDAwgFwuR+/evXUdlpqysjKUlpaKbhtMIiIiIjFr98n84sWLsWzZMjg4OOCPP/7A/PnzX6ue4uJibNy4EVKpFNHR0apBZ0BAAObMmYONGzdi4sSJaknt5s2bkZOTg3Xr1mHRokUAXiYJX3zxBaKjoxEdHY25c+c2+jtra2tRUFAAiUQCCwuL14q7NfTu3RsWFhZITk5GRUUFbty4AXt7e9ja2oo+ETY0NMSgQYPg6OiI7OxsJCcn4+nTp3j48CEePnyIHj16QC6Xw97enttzNeBuVa3a1PqGFNa9XEsvN9W/r5fq6mo8ePAAd+7cQUFBgaq8d+/ecHFxQf/+/UV/jSsJgoBHjx7hwYMHAAAzMzO4uLiIbhZKWVkZnj17puswiIiIiPSO/o22W2jo0KFaqef06dMoKSlBYGCg2tMjKysr+Pv7IzQ0FKdPn1bdLCgrK8OpU6dgY2ODhQsXqo6XSCT49NNPcfToURw8eLDJZN7ExARVVVWqga6YEvrOnTtj5MiRyMjIQF5eHh48eICioiIMHjwYpqamug6vWRKJBDY2NrCxsUFBQQHS0tJw//59FBQU4MqVK4iPj8fAgQMhk8nQvXt3XYcrGsW1mi390PQ4sXj+/DkyMjJw79491VR6AwMDODg4wMnJSbTbyzWmsrIS6enpqmn1VlZWolwS8GoiL6bvNyIiIiJ9IK6RnYjFxcUBADw8POp9NmHCBISGhiIuLk6VzN+8eRNVVVUYN25cvSd5yoH1rVu3UFlZ2Wjy26lTJ5iYmKgGvBKJRFRP1YyMjODk5ASpVIq7d++isLAQCQkJGDp0qF69HbtHjx7w8PCAm5sb7t69i4yMDJSWliI9PR3p6eno0aMH3NzcOAUYgKWhZk+lNT1O13Jzc5GQkKD2FL5Lly6Qy+VwdHREp06ddBjd61EuH6murlbt7tCnTx/RzSgoLy9XS+R504yIiIioZZjMa+jhw4cAXr7F/c+UZcq3RL/6s52dXYP1DRgwAOnp6cjKymp0n12JRAKpVAoAqKiogLGxsaheiqfUp08fdOnSBWlpaaiuroapqalO41T+7pbGYGpqChcXFwwZMgQ5OTm4e/cusrKyUFBQAENDQ1G2vbY113aOxgaQGkianGovNZDA0dhAL9rL0NAQBQUFMDAwgI2NDQYNGgRra2tV4tvSc3jda0+blDcgOnfurPZyR7H9exgbG8PQ0BBmZmZM5ImIiIheA5N5DSlfnNfQy+jMzc1haGiI0tJSVZny58ZeXqecUvrq3/kzZSIv1j3dX2VhYYFRo0bpOgwA6jdBXvfv9+/fH/3799diVPqhubYzlLzcfq6ht9krzbc0haGI3pLeFCsrK7z33ntaq+9Nrz1tMDU1xfjx43UagyZMTExgY2Oj6zBI5HT9/0kfiOF7R+zYRpphO2mG7dQ8tpFmtDFrUi+SeXd3dxQVFWl8/O7du+Hu7t56ARF1YCPMjBBhxvXNRERERES6pBfJvJeXF8rLyzU+vjWeZL/6JP3Pd5oUCgVqa2vVnsIrf27syXtTT/qJiIiIiIiImqIXyfxXX32l6xBgZ2eH5ORkZGZm1kvmlevjX11Pr/xZudb+zzIzM1XrdImIiIiIiIhaQj8WtoqAcj34pUuX6n128eJFAMDo0aNVZcOGDYOJiQmuXLlS78VTeXl5yMjIgKurq15s40ZERERERETiwmT+TyoqKnDv3j3k5OSolc+YMQNdunTB3r17kZubqyrPy8vD7t270bVrV0yfPl1VbmFhgZkzZyIrKwu//PKLqlwQBGzZsgV1dXWYN29e658QERERERERtTsSQWz7FWlZQkICoqKiAADPnz9HbGwsbG1tMXLkSACAg4MDAgICVMdfv34d/v7+GD16NPbs2aNW19GjRxEUFASpVIpZs2ZBIpEgJiYGz549w6ZNmzB79my14/Py8uDn54cnT55gypQpsLOzQ0JCApKSkuDh4YEdO3YgMTER58+fR3JyMlJTU1FWVgZfX18EBwe/1vlevHgRERERSElJgSAIcHFxQUBAACZMmPBa9emD/Px8hIWFITY2FsXFxbC2toa3tzcCAgJgYmKicT1yubzRzz777DO160Sf3L59G+Hh4bh58yaqq6vh6OiIv//97/D29ta4jrq6Ouzbtw+RkZHIzMyEubk53N3dsXLlyka3X2wP3rTtlN8njYmMjMSwYcO0FK24HD16FImJiUhOTkZGRgaqq6vx73//G3PmzGlRPR312qP6IiIicO3aNdy7dw+FhYUwMzNDv3794O3tjQULFsDMzEzXIeqUQqHA2bNncf78eaSnpyM3NxcmJiYYPHgwFixYAC8vL12HKBrx8fFaHXvpO22ME9o7bfVp7dnTp08RExOD33//Hffv38ezZ89gaWmJESNGYPny5XB1ddV1iDpXUlKCbdu24Y8//kB2djaKi4shlUphb2+PxYsXY+rUqS1+w71erJl/E48ePUJ0dHS9skePHgF4OTVe0yRt9uzZkEqliIiIwOHDhwEAQ4YMQXBwcIPJspWVFQ4cOKBKNC9cuABra2sEBgYiICAABgYGOHToEKKjo2FmZoa+ffuqXoz3Oo4dO4bVq1dDKpXC19dXdbNh+fLlCAkJgY+Pz2vXLVb5+fnw8/NDbm4uPD09YWdnh8TERFWnFBERAYMWbJPWr18/+Pr61isfMWKENsNuM9evX8eyZctgbGyMWbNmoUuXLjhz5gxWrVqFx48fY8WKFRrVs27dOhw4cACOjo5YsmQJCgoKcOrUKVy+fBn79++Ho6NjK59J29NW2wEvv2deXYaj1KdPH22GLCrfffcdHj9+DKlUCisrKzx+/Pi16umI1x41bP/+/ZBKpRg3bhx69OgBhUKBuLg4BAcH48iRI9i/f3+HTugTEhIQFBSEbt26YezYsZg6dSoKCgpw9uxZfPbZZ7hx44Yo3kEkBtoce+k7bfZ17Zm2+rT2bM+ePdixYwdsbW1V39OZmZk4d+4czp07h9DQUMycOVPXYepUYWEhDh06BFdXV0yePBndunVDQUEBLly4gI8++gh+fn7YuHFjyyoVSKdu374tZGRkCDU1NcKNGzcEmUwmrFmzpsX1FBUVCW5uboK7u7uQk5OjKn/69Kkwfvx4wc3NTSgqKtJm6KIQFBQkyGQy4eeff1aV1dXVCWvWrBFkMpkQFRWlcV0ymUxYsmRJa4SpE9XV1YKnp6fg4uIipKSkqMpLS0uFWbNmCc7OzsKDBw+arefq1auCTCYTFi1aJFRWVqrKr1y5IsjlcmHx4sWtEb5Oaavtrl27JshkMmHbtm2tGK04Xb58WcjOzhYEQRB+/PFHQSaTCYcOHWpRHR3x2qPGvXjxosHy1atXCzKZTNi7d28bRyQuaWlpwrFjx4Sqqiq18vz8fGHSpEmCTCYTbt26paPoxEVbYy99p62+riPQRp/W3v36669CfHx8vfL4+HhhyJAhwujRo9X68o6opqZGqK6urldeWloqzJw5U5DJZEJGRkaL6uSaeR0bOnQoBg0aBENDwzeq5/Tp0ygpKcGSJUvQt29fVbmVlRX8/f1RUlKC06dPv2m4olJWVoZTp07BxsYGCxcuVJVLJBJ8+umnMDAwwMGDB3UYoW5du3YNjx49gpeXF5ydnVXlFhYW+Mc//oGamhrVDJOmKNvwk08+UVu2MHbsWHh4eCA+Ph4PHjzQ/gnokLbariMbN24c+vXr90Z1dMRrjxrX2Atjp02bBuD/d5bpqAYPHgxvb28YGxurlffs2RPz588H8HJ6OWlv7KXv2NdpTht9Wns3depUuLm51St3c3ODu7s7ioqKcOfOHR1EJh6GhoYwMqo/Md7CwgIeHh4AWt6XMZlvJ+Li4gBAdSG8SrkEQHlMe3Hz5k1UVVVh3Lhx9daXWFlZQSaT4datW6isrNS4zpKSEhw8eBA//PADDhw40OjWgvqgqWti/Pjxasc05fr16zA3N29wqYGy7vY2QNRW2yk9fPgQu3fvRkREBE6cOIHnz59rJ9B2riNee9RysbGxAIBBgwbpOBLxUg4eO3rySuq03dcRNUb5HdRQIktAZWUlrl27BolE0uLlg2zRdkKZdL66172Ssqy9PbVQnk9jL8EaMGAA0tPTkZWVpfF/jPT0dKxdu1b1Z4lEAm9vb2zYsEHv1mI2dU1YWlpCKpU2e00oFArk5+dDJpM1OAhUtr0+3/RoiDba7lUnTpzAiRMnVH/u1KkTAgMDsXz58jeOtb3qqNceNW/nzp0oLS1FSUkJkpKSkJycDA8PD7z77ru6Dk2UamtrceTIEUgkEowbN07X4ZCIaLuvI2pITk4Orly5gl69ekEmk+k6HFEoKSnBrl27UFdXh4KCAvz+++/Izc3Fhx9+2OKX+zKZbyeUL2/p0qVLvc/Mzc1haGiI0tLStg6rVSnPp6FzBl5OWXn1uOYsXboUM2bMwIABAyCRSJCamoqtW7fi2LFjqK2txZYtW7QTeBtp6poAXrbPkydPmqxD2XbKtmyojld/V3uhjbYDgO7duyMoKAhvv/02rK2tUVJSguvXr2Pz5s0ICQmBhYUFFixYoNXY24uOeu1R83bv3q328ikfHx/8z//8T73p5fTSd999h4yMDMydO5cDaVKjrb6OqDHV1dUICgpCVVUVVq1axdlB/6ekpATff/+96s/GxsYICgrC0qVLW1wXk3ktUK4D0dTu3bvh7u7eegHpGbG035o1a9T+PGbMGOzcuROzZ8/GyZMn8cEHH3AaJ7XIoEGD1K4ZMzMz+Pj4YPDgwZgzZw7Cw8Ph5+fXoh0XiPSZNr7vz58/D+DlbibXr19HSEgI/Pz88J///Kdd7BChzT4xMjISP/74I5ydnfHll19qKUJxEMvYgYgaVldXh3/+85+Ij4+Hn58fZ0+9on///rhz5w5qa2uRm5uLU6dOYevWrbhx4wbCwsJatByBybwWeHl5oby8XOPje/bsqfUYXn0KLZVK1T5TKBSora1t9M6rrr1u+ynPp7En783dcdaEmZkZZs2ahe3btyMpKUmvkvnmZiaUlZU12zbKzxt7+qksb+zpqb7SRts1RSaTwdXVFQkJCcjMzIS9vf1r19VeddRrr73TZn/Zq1cveHl5wdbWFvPmzUNwcDDCwsK0EKVuaauNDh06hHXr1kEmk+Gnn35C586dtRWiKIhh7KXvWruvo45LEASsXbsWx44dg4+PD9avX6/rkETJ0NAQ/fv3V21ZHhISggMHDmDRokUa18FkXgvEsG+rnZ0dkpOTkZmZWS+ZV653amhNlBi8bvspz6exNbOZmZkwMDCAjY3N64YGAKr2rKioeKN62ppyzU1mZiZcXFzUPisuLkZhYSGGDx/eZB3m5ubo1asXsrOzUVtbW296lLLtW7q+R+y00XbNUV5XL168eKN62quOeu21d63RX/7lL3+BpaVlu3lRlzbaKCoqCl999RUcHR2xa9eueuOC9kAMYy991xZ9HXU8dXV1+PLLL3H48GF4eXkhODiYMxA14OHhgZCQEMTFxbUomWfLthOjRo0CAFy6dKneZxcvXgQAjB49uk1jam3Dhg2DiYkJrly5AkEQ1D7Ly8tDRkYGXF1dG93OSFO3bt0C8HJKjD5p6pq4fPkyAM2uidGjR0OhUCApKaneZ8q6lb+rvdBW2zWmpqYGqampkEgkaltJkrqOeO1Ry5WXl6O0tJRrMf9PVFQU1q5dCwcHB+zatQvdu3fXdUgkUq3d11HH82oiP3PmTGzatInfzRp6+vQpgJbvOsJkXs9UVFTg3r17yMnJUSufMWMGunTpgr179yI3N1dVnpeXh927d6Nr166YPn16W4fbqiwsLDBz5kxkZWXhl19+UZULgoAtW7agrq4O8+bNU/s7jbVfampqg0/eY2JicPLkSUilUowdO7Z1TqSVjB07FjY2Njhx4gTS0tJU5WVlZdi+fTuMjIzg6+urKn/+/Dnu3btXb9s0Pz8/AEBYWBiqqqpU5VevXsWlS5cwatSodjdNXFttd+PGjXo3mmpqarBp0yY8fvwYHh4e6NatW6ueiz7gtUfNefz4MbKzs+uVV1dX45tvvkFdXR3eeustHUQmLgcPHlRL5Hv06KHrkEjEWtrXETXl1UR++vTpCAkJYSL/J2lpaQ0uaykqKsLWrVsBoMV9mUT480iT2lRCQgKioqIAvBzQxsbGwtbWFiNHjgQAODg4ICAgQHX89evX4e/vj9GjR2PPnj1qdR09ehRBQUGQSqWYNWsWJBIJYmJi8OzZM2zatAmzZ89uuxNrI3l5efDz88OTJ08wZcoU2NnZISEhAUlJSfDw8MCOHTvUpvY01n6ff/45zp07h7Fjx6Jv374QBAGpqalISEiAqakpwsPDMXHiRF2c4hu5du0ali9fDmNjY3h5ecHCwgJnzpxBdnY2PvnkE3zwwQeqY8PDw/H999/jww8/RGBgoFo9a9euxcGDB+Ho6IiJEyeioKAAp06dgqmpKfbv39/iPTH1gTba7p133gEADB8+HL1790ZpaSni4+Px4MEDWFtbY+/evejXr1+bn1tbOHjwIBITEwEAGRkZSElJwYgRI1TLYzw9PeHp6QmA1x4179y5cwgMDISbmxsGDBgAqVSKZ8+e4erVq8jNzYW9vT327t3boddFX716Fe+//z4EQcD8+fPRq1evesc4OTmp/t91ZC0de7VnLenrOrKW9GkdlbIvNzc3h7+/f4MvcfP09ISTk5MOohOHr7/+GlFRUXB3d4e1tTXMzMyQk5OD3377DQqFAtOmTUNYWFiLliVwzbyOPXr0CNHR0fXKHj16BODl9CZNO5TZs2dDKpUiIiIChw8fBgAMGTIEwcHBmDBhgnYDFwkrKyscOHAAYWFhiI2NxYULF2BtbY3AwEDVyyQ0MXnyZJSUlCAlJQUXL15ETU0Nevfujb/+9a9YunQpBg4c2Mpn0jrGjBmDffv2Ydu2bYiJiUF1dTUcHR3x8ccfw8fHR+N6NmzYALlcjsjISOzZswfm5uaYNGkSVq5c2W6fjGqj7RYsWICLFy8iLi4OhYWFMDIygq2tLVasWIGlS5fC0tKylc9CdxITE+t9tyUlJammzPfr10+jgU9HvPaoPmdnZ/j7+yM+Ph5nz55FaWkpzM3NMXDgQCxevBiLFy+Gubm5rsPUqdzcXNVMoMjIyAaP8fX17fAJB6DdsZe+09Y4ob3TVp/Wnim3DFUoFPjhhx8aPKZfv34dOpmfNm0aysrKcPPmTcTHx+PFixewtLTEyJEj8e6776oexrYEn8wTERERERER6RmumSciIiIiIiLSM0zmiYiIiIiIiPQMk3kiIiIiIiIiPcNknoiIiIiIiEjPMJknIiIiIiIi0jNM5omIiIiIiIj0DJN5IiIiIiIiIj3DZJ6IiIiIiIhIzzCZJyIiIiIiItIzTOaJiIiIiIiI9AyTeSIiIiIiIiI9w2SeiIiIiIiISM8wmSciIiIiIiLSM0zmiQjl5eUIDw/HtGnTMHToUEyZMgUHDhwAAFy9ehVyuRy//fabboMkIiIirREEAUuXLoVcLsevv/6q9lldXR38/f0hl8tx7tw5HUVIRM2RCIIg6DoIItKdJ0+e4L333kNWVhamT5+Onj174vjx43j+/DkOHz6M4OBgKBQKREVF6TpUIiIi0qL8/Hz4+PigtrYWR48eRd++fQEAERERCA0Nxfz587FhwwYdR0lEjWEyT9SB1dXVYf78+bh9+za2b9+OyZMnAwCuXLmC999/H7NmzcLJkycRERGBiRMn6jhaIiIi0rYLFy5gxYoVcHNzw549e5CSkoKFCxfC1tYWhw8fRqdOnXQdIhE1wkjXARCR7pw/fx63b9/GzJkzVYk8ALi4uAAATp48CVdXVybyRERE7dSkSZOwZMkS7N27F1u2bMHZs2cBAKGhoUzkiUSOyTxRB3b8+HEAwN/+9je1cmNjY9XPgYGBbRoTERERta2goCDExcVhx44dAIAvvvgCTk5OOo6KiJrDF+ARdWAJCQmwtLTEsGHD1MqVq2+GDx+OCRMm6CAyIiIiaiumpqZ46623AABmZmaYO3eujiMiIk0wmSfqoEpLS/Hs2TPY29vDwED9qyA2NhYA8Pbbb+sgMiIiImpLN27cwM6dO9GtWzdUVFRg/fr1ug6JiDTAZJ6og6qoqACAeol8ZWUlQkNDAQCGhoZtHhcRERG1nbKyMqxatQpGRkb4+eefMXnyZBw/fhxHjx7VdWhE1Awm80QdVPfu3WFqaorU1FQ8fvxYVf7NN98gKysLAPD8+XNdhUdERERtYN26dcjOzsbnn38OR0dHfP3117CyssL69etV4wEiEicm80QdlJGREby9vfHixQssXrwY//rXv+Dv74/9+/fjo48+gpmZGaKiorB161YoFApdh0tERERaduTIEZw4cQLvvPMOFi5cCACQSqX49ttvoVAosGrVKtTU1Og4SiJqDPeZJ+rAFAoFNm/ejDNnzqCoqAg9evTAsmXL4O/vj8OHD2PTpk2oqqpCYmIiJBKJrsMlIiIiLcnKysLs2bNhbm6OY8eOoXv37mqff/vtt/jpp5+wYsUKrFy5UkdRElFTmMwTERERERER6RlOsyciIiIiIiLSM0zmiYiIiIiIiPQMk3kiIiIiIiIiPcNknoiIiIiIiEjPMJknIiIiIiIi0jNM5omIiIiIiIj0DJN5IiIiIiIiIj3DZJ6IiIiIiIhIzzCZJyIiIiIiItIzTOaJiIiIiIiI9AyTeSIiIiIiIiI9w2SeiIiIiIiISM/8L+SP68t371CUAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_logistic_prior_predictive(prior_std=1.0)" ] }, { "cell_type": "code", "execution_count": 16, "id": "e8adda07", "metadata": {}, "outputs": [ { "data": { "image/png": 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QBMHm2VBRUcGf//xnDAYDN9xwA48++igajQZRFFm9ejWvvvoq//jHP4iNjSUqKuqE465evZpzzjmHf/zjHzg5OSGKIs8++yxr1qzhxRdfpKmpiauuuoqHHnoIjUaDwWDgvvvu47fffuOtt97itdde6/Vaj+f111/npptu4uGHH0atVmMymXj11Vd5//33efLJJ5k8eTI+Pj4n7Pf2229z+eWX8/jjj9s6djqdrsdznWr9fPDBB8ybN48XXnjBdl+tUyO6Q6FQMHnyZLZt20ZiYiILFiwALKI1KSkJX19fKioqOHDgAJdffrltP6ulvTcxP378eL744gtWrFjB/v37efLJJ5k2bVqPdbBmzRpWr17NvHnzAEv09pUrV5KRkcGHH37Y5w7dRx99RF1dHcuXL+epp57C0dHRti4nJ6eTd8VTTz3Fvn37uOGGGxg/fny3c9A///xzfvvtN1xdXXn77bdtnZPi4mLuvPNOvvrqqy73q6qq6nbAryfGjx/PU0891e/9jqekpASj0Qhga7+Ox7q8oKDglM8nI3O2kZ+fb/MesvYhrHz55Zd88sknBAQE8Pzzz9vaQKs34GuvvcaDDz7IL7/8glarBSzPEJ1Oxx133MHdd9/dSfQePXqU/Pz8QbuWO+64gwsvvJBFixbh7e3NF198cVLHOXToEO7u7nz99de2KP95eXncdNNNZGVlsXbtWq655hrb9lbDiSRJ3Hnnndx7770olUpMJhOvv/46r7766oBcX0+0tbXxwAMP0NjYyHnnncdzzz1n62t9++23PPHEE7z99tvExcXZnlFg6detXbsWjUbDq6++agtCV19fz8MPP8z777/fr3L05/6/8cYbrFu3jscff5y5c+fy4osv9utcR48etQn5W265hbvvvttmgDAajfzyyy/4+vr265hWLr74Yn788Ue+//77TmLe6mK/bNky6uvru9xXkiQeeughysrKmDp1Kq+++qotQOvvv//O/fffz3fffcfEiRM7DZYcO3aMV199FUEQeOqpp7j22msRBIGWlhaefPJJ3n777S7PdzL97O4wmUy88cYbqFQqXn/99U5BCU0mEzt27Ohk2JAZXmQ3+wEmJCTENuKZmprKfffdx5QpUzj33HN5/PHH2bhxIwaDoct9582bx8SJE08YMUtISOD+++/vMXKm0Wjkqaee6vQQnjp1KkuXLkWSJH777Tf++c9/duoIX3TRRcTFxWEwGGzi5ngUCgUvv/xyJ2viueeey/XXXw/Q5wZ+7dq1FBYWsmTJEp588slOjUB4eDj//ve/EQSBjz76yLbc2ilfunTpCaN/Tk5OXHHFFaccQbUrrr76aq688krbfVCpVKhUKtasWUNzczPjxo3jiSeesD2cFAoFd9xxB/PmzcNoNPLhhx92eVw3Nzf+7//+z3btCoWChx56CK1WS3p6Oq6urvzlL3+xHVej0fDnP/8ZsLg3ngzh4eE89thjtvnFKpWKRx99lAkTJtDc3MyXX37Z5X5jx47lb3/7WycLTW+xBk61fjw8PHj55Zc7DdBYO4Y9YX3AdvwNHzt2jObmZs477zz8/f07WenhD8v81KlTez1+fzCZTNxzzz2dOkne3t488MADACe4lvaEtbNz0003dRLyAGFhYVx11VX9KpskSbb/1/3339+pYxIQEMCLL75oE8zHo9frSUpK6vcrMzOzX2XsjoaGBtvn7ubYW70yOm4rIyPTM83NzezevZu7774bk8lkcw23YjAYWLVqFUqlkjfffLPTYKZSqeTOO+9k6dKllJeXdwrsa22/br311hOs1zExMVx00UWDe2EDgLVf1TFdX0hICLfccgtwYnv+xRdf0NbWxsyZM3nggQds04FUKhUPP/wwkyZNGvQyb9iwgdLSUry8vPjnP//Zqa+1fPly23Pj+LhN1mfDXXfd1Um4ubm58corr/R72uhQ3v8333wTo9HIZZddxqOPPtrJk1CtVnPBBRd0+k33h1mzZuHp6clPP/1k67tXVlayd+9eJkyYQHh4eLf77tmzx+Yd8sorr3TKtDJ37lzuvvtuwNKP7uhu/9FHH2E2m1m6dCnXXXedrS/q6OjIiy++2K036sn0s7ujrq6OhoYGIiIiTsguoFKpWLBgQa/GEJmhQxbzg8Add9zBxx9/zLx581Cr1UiSRF5eHuvWrePBBx9k6dKl3aalq62t5eOPP+bhhx/mpptu4pprruGaa66xubelp6d3uZ+bm1uX6TysFtDx48czfvz4E9ZbxX9383nPOeecLl3RraOISUlJtLa2drlvR3755RcArrjiii7XR0VF4e/vT1FREeXl5QCMGjUKsDSI3Y18DgbdBTOxzm3vbkTTOme5u+BBF1544QkPRGdnZ1uqs0svvfSEgZzQ0FDs7Oxobm6mrq6u7xfRTneucVZrws6dO7tcv2zZMhSK/jUPp1o/55xzTp/d+TtiFeQdLdXWz1OmTGHKlCmUlJTYpktUVFRQWFiIj49Pl14up0pHDwArMTExQPf/s66wDlRt2rSpx3l1fSUnJ4fS0lK0Wm2X7oYTJkwgLi6uy30DAgLIyMjo96svUer7QscBUOvA1PFYO4y9eXPIyJztPP7447Y5yZMnT+bmm28mNzeX888/n//85z+dtj18+DBVVVXd9iEA2/ScjoOm1vbrdM7c4+rqyjnnnHPCcmt7fnxsAeuzrTt37qFIGWp9pl9xxRVdDoZbn8OHDh2y9d2am5tt05O6KqOrq2u/c78P1f3X6XTs3r0bwDbIMpCoVCrOP/98GhsbbbGrNmzYgNlstgXI6w7rvTj33HO77EdfffXVaDQaSkpKbNmW4I/fUUevDytarZbLLrusy/OdTD+7Ozw8PNBoNOTn53erO2RGDrKb/SAxffp0pk+fjk6nIyUlheTkZLZv387+/fspLS3ltttuY926dZ0szjt37uSBBx6gqamp2+N2Z3XqzvXUalHvbX13gryrdBzW41ldwQsLC7t0m+6I1UL3+uuvn9BZsGIVqxUVFYwaNYpJkyYxceJEkpOTmT9/PjNnzrSJswkTJvRpzs/J0N0cIOtIc3cjsdY57dXV1TQ3N5/ggtTTPcjJyelWWHp4eFBaWkprayvu7u59uQQb3V2LdXl3ro4nMw/qVOvnZOdeTZgwAQcHB44dO0ZLSwuOjo7s378fQRBISEigvr6e7777jgMHDnSy0g+0VR4skdW7mlJjnVvfl4EvK9dddx3fffcdb7/9NuvXr2f27NkkJCQwbdq0k3IZtN4fPz+/bq0soaGhJxVwcbDpaNkxGo1ddlKtgr8v3hwyMmcz1jzzkiRRXV1NUVERKpWKmJiYEzxfrM/ukpKSLsUFYOuzVFRU2JbdeOON7N69myeffJIPP/yQ2bNnM3nyZKZNm9bv59hw0d0z29qet7S0dFpu9SbsGGSvI90tH0h6ew4HBwejVqsxGo22vlthYSGSJOHm5tbts6W/ZR+q+19QUIDRaMTFxaXb/uqpsmzZMj799FPWr1/POeecw/r161EqlVx44YU97tfbvXBycmL06NEUFBSQn59PWFgYjY2N1NTUAL33347nZPrZ3aFUKlmxYgUffPABy5cvJz4+nmnTppGQkMDkyZPl5+wIQxbzg4ydnR0JCQkkJCSwcuVKDh48yK233kpraysfffQRzz33HGDJP//QQw/R1NTEJZdcwrXXXktISAhOTk4oFAp2797NzTffbJu/fTzddc6tgre39d1Z/roK8GXdz8PDg/Ly8hMeaF3R3NwM0Ke0Uda52QqFgvfee49Vq1bx/fffs2XLFrZs2QKAv78/99xzz6CMdHdnHbYKse7qpOPylpaWE8Rqb/egOzf23u5RT3QXbM3q7tXdveuvSx0MXv30hkqlYtKkSezatYukpCRmz55NYmIiERERuLm52VzB9u/fzyWXXNLn+fInQ3e/nf56OYDFa+azzz7jzTffZO/evXz11Vd89dVXCILArFmz+Otf/9qvARDrve4pAF9HN8CRREeB0dDQ0GWcB2tmi7MhP7aMzKlwfJ75xMRE7r77bv75z3/i6enZyTvNKtRra2t7jOAOnb1i5s+fz+rVq3nnnXdITk4mNzeXTz75BJVKxeLFi/nrX/960vOYh4ru2vPuDAnWAILHT4uy0t3ygaS357C171ZRUWF7Jlj36al8/S37UN1/a9+yL3GpTpbY2FhCQ0PZvn07Bw4cID09nTlz5vT6vLTWa0/PXE9PTwoKCk64Fz3t1929PZl+dk888sgj+Pr6smbNGg4ePGjzeHRycuLaa6/l3nvvPWEKhczwIIv5ISYhIYFrrrmGDz74gCNHjtiW//777zQ0NDBp0qQuI1uWlZUNdVEBun14S5JkW9eXRt7BwYHGxkZ++eWXTpFKe8PV1ZUnnniCv/71r6Snp3PgwAE2b97Mvn37ePzxx3FwcODcc8/t8/FOBQcHB5qamqipqenSim4dTYWheWj3hdra2i5Hq61lHchyDmf9JCQksGvXLg4cOIC3tzcNDQ02F7igoCB8fX1tFvm+RrIfCcTFxfHBBx/Q0tJCUlIS+/btY8OGDezcuZObb76ZDRs29DljhrXOe+qQd7xHHRnuAHj+/v42a1JRUVGXYt46haE/7YuMjAxMnjyZ5557jrvvvpvnn3+eRYsW2QZbrYL2oosuskXX7ivW4LP19fUcPHiQvXv3smHDBn7++WcKCwv53//+Z5s209ugdX+8moYLe3t7mpubuy1rXwwfp4r1fnXXlnfVd7Pu01Mdn0zZ+3P/TxbrNfTk0ToQLFu2jNdee80Wx6gvueWt9dqXZ+7x98K6X1fu+d3d25PtZ3eHQqHgxhtv5MYbb6S4uJiDBw/y+++/88svv7B69WpaWlp4+umnT/k8MqeOPGd+GLC6bnUMNmWdzxsXF9flqO9wzVnpLo9kcXExBoMBhULRp3nHVgtiVlbWSZVDEATGjRvHDTfcwCeffGJL0ff111+f1PFOBmsO3uzs7C7XW6/Ny8trxET57DgPqyPW+2q9poFgOOvH6jJ/4MCBLsX6lClTKCwsJDU1ldzcXDw9PU+rlCqOjo7MmTOHRx55hJ9++okxY8ZQUVHRKQBTb9NOrPenrKzMZkE6nu5+L8MdAE+lUtnm6yYlJXW5jXX5xIkTB+ScMjJnE4sXLyYuLo76+vpOAbKsLsIn++yGP2L6PPnkk2zYsAFnZ2eOHTtGSkqKbRurZ1Z3wqe7XPbdMVjT8HrC2sZmZGR0uX6g2sO+lKG753B+fj5GoxGlUmnru40ZMwaFQkFdXV23+di7u6a+0Jf7f7L3yzptoLGxsdvn10CwbNkyBEGgtLQUBweHPsUQ6O1eNDc32wx11m1dXFxslvfurqe75afaz+6JgIAALrnkEl555RXeeecdwBJwr79562UGB1nMDzC1tbW9ukMfOnQI6GxBss4/qa6uPmH7uro6vvnmmwEsZd/55ZdfuizTmjVrAEtu574ELbMGkfnkk08GJJiXtcPe3YNnMJg9ezZgSe/VFdZgX9btRgLW+9Td8lmzZg3YuYazfmJjY9FqtRw9etQmcDuKeWsk27feeqvT975inQLRF9e0wcbe3t6We7fj77+3MoaGhjJ69Gh0Oh3ffffdCevT0tJsbdPxDHcAPIAlS5YAlvRKZrO507rS0lL27NkD0GXAKhkZmd659dZbAUtbbbXEJiQk4O7uTnp6ereBe/uDl5eXLehrx/bLauQ4evToCfuUl5d3G6y1O4ajzbY+T7/99tsu169bt27Qy2B9vn799dddBgO1tskd+25OTk62PlVXZW9qarJNcTxVurv/1j5wf++XnZ2d7Zq7y5QzEPj7+3PVVVcxY8YMVq5c2adpgXPmzAEsaf+qqqpOWP/VV19hMBjw9/fv5EE5c+ZMgC6zDRkMBtauXdvl+Qa6n90d1kC5Op1Ozh4zQpDF/ADz/fffc/HFF/O///3vhOjjjY2NvP7667b8lB0jUlrFxc8//2yLzAmWxu6+++47ofM6VIiiyCOPPNJptPzXX3+1PRBWrlzZp+NcddVVBAYGsm/fPh555JETRHhLSwsbN27khRdesC37/vvveeutt06IGFtXV2c7f3fRdQeDa665BicnJ9LS0nj++edtAbdEUeS9995j27ZtqNVqbr755iErU29kZWXx0ksv2bxATCYTr7zyCqmpqTg6OnL11VcP2LmGs340Gg0TJ07EaDSyY8cOwsPDO803s1rut27d2ul7X7F2NI9PcTeYPPPMM2zcuPEEK/qBAwdswrXj79/aQcrOzu7SuqVQKLjpppsAeO211zpZuEtKSvjLX/5yyi6Pg8k111yDu7s7OTk5vPDCC7bfdF1dHQ8//DAmk4m5c+cSHR09zCWVkTk9WbRoEWFhYTQ0NNhys2u1WtsUm/vvv59ff/31BKGQmZnJv/71LxITE23LHnzwQbZt23ZCKt6ff/6ZzMxMBEHo1H7NnTsXgC1btrB9+3bb8srKSh555JF+94E8PDxwdHSkpqamWw/Dgebqq6/G3t6enTt38uabb9rKbDKZePXVV7v1KhpILrzwQvz8/Kiuruaxxx7r5B6/fv16vvrqK+CPgRsr1mfD22+/bXtOgiVGyYMPPtjvaQ79vf8dB3O68xzrjrvvvhu1Ws3XX3/NK6+80ml/o9HIxo0bO2W7OVn+/ve/89///pd77rmnT9tPnz6dmJgYDAYDDz30UCf3+J07d7Jq1SrAci86eibcdNNNKBQKfvrpJ7744gvb/621tZXHH3+8WwF9Mv3s7sjOzubpp5/myJEjnf7vBoPBZpn39/c/bYJZnunIc+YHGEEQyMjI4KmnnuKpp54iICAADw8PGhsbKSkpsXVA//SnP9ksTQDR0dEsXbqUTZs2cfPNNxMUFISDgwNZWVlotVoefvhhnn/++SG/npUrV7JmzRrmz59PeHg49fX1tikB1157rS0lTW84Ojry7rvvctttt7FhwwY2btxoC/DX0NBAUVERZrO5k4tsbW0tb7zxBm+88Qa+vr74+Pig1+vJy8vDaDTi6+vL/fffPyjX3RW+vr689NJL3H///Xz88cd89913jBkzhtLSUmpqalAoFDz11FO9RvYfSu6//35eeeUV1q5dS2BgIMXFxdTV1aFQKHj22WcHNADRcNdPQkIC+/fvR5KkE+bDh4WF4enpaXuY9ne+/Pnnn8/nn3/Oe++9x6+//oq3tzeCIHDrrbfaOqEDzeHDh/nyyy9RqVQEBQXZOqbW/9+yZcuYPn26bXsPDw+mT5/O3r17Wbx4MeHh4Wi1Wry8vHj11VcBWLFiBbt372b79u1cc801hIaGotVqycrKwsfHh6uuuorPPvtsUK7HSllZGZdccontu9US8/3337N582bb8rfffpvJkyfbvjs5OfHqq69y++238+mnn/Ljjz8yevRocnNzaWtrw9/ff1jaSBmZMwVBEPjTn/7EE088wX//+19WrFiBVqvl2muvpaysjNWrV3PPPffg5uZGYGAgoihSUlJiSx3bMQf9jh072LhxIxqNhuDgYLRaLeXl5TYL5V133dUpWnxYWBiXX34533zzDbfddhsBAQE4OzuTlZXFmDFjOqXo7eu1nHvuuaxdu5bly5czduxYmyV6ID2GOuLn58czzzzD448/zqpVq1izZg3+/v4UFxfT0NDAww8/zL/+9a+TCogK8Oyzz/LPf/6z2/WffvopERERvPbaa6xcuZKNGzeybds2QkNDqampsbl033nnncybN6/Tvueeey6XXXYZa9eu5c477yQwMBBXV1eys7PRarWsXLmS//znP30ue3/v/4QJEwgODiY/P5/58+cTEhKCWq0mKiqKJ554osdzxcTE8H//93888cQTvPvuu3zyySeEhoai0+koLi5Gr9fzwgsvnHSu+ZNFEARefvllbrjhBvbv38/8+fMZO3Yszc3NtswHF1988QlGlejoaB544AFeeeUV/va3v/H222/j4+Nj6/veddddvP766yec72T62d1hNBptQXddXFwIDAxEkiSKiopoampCrVbzzDPPDExFyZwyspgfYK699loiIyP5/fffSUpKoqKigrS0NFQqFf7+/sTFxXHFFVd02aj8+9//JiwsjPXr11NaWoqbmxtLly7lnnvu6dJFZygIDg7m66+/5rXXXmP//v00NzcTFRXFdddd120uy+6wXtuaNWvYvHkzOTk5FBUV4e3tzZQpU5g3b14nF9mlS5diNBrZs2cPeXl5ZGZm2lyMlyxZwnXXXdfn4F8DxaJFi1i3bh2rV69m7969pKen4+zszJIlS1i5ciWTJk0a0vL0xvnnn8+4ceN49913OXbsGJIkMX36dO65555BCQA3nPUzdepU3n77bdvn40lISGDTpk24ubnZ3NT7SkJCAi+//DIff/wx2dnZtpQzy5cvP+Vyd8fjjz/Oli1bSExMpKysjMLCQnx8fJg9ezbXXXcdCxYsOGGfl19+mZdffpldu3aRmpqKyWTC39/ftl6pVPLWW2/x0UcfsXbtWoqKinBzc+OSSy7hwQcftFnjBhOz2Wzr/HfEYDB0suJ0lbljxowZrF27lnfeeYe9e/eSmZmJr68vS5Ys4c4775Qj2cvInCLLli3j9ddfp7Kykm+++YbrrrsOgIcffpgFCxbw+eefk5iYSHp6Oo6Ojvj6+rJo0SKWLl3KjBkzbMd58cUX+f333zl06BCVlZW0trYyatQolixZwo033tjl8+fvf/87fn5+fPfdd5SVlWE0Grnqqqt44IEH+Pjjj/t9LU888QSOjo5s2bKFjIyMTnGKBovly5fj6+vLO++8Q0pKCrm5uUyYMIE77rgDHx8f/vWvf510ANjW1tYeLeRWT4CJEyeyfv163n33XXbu3ElGRgYODg7Mnj2bG2644QQhb+W5554jOjqaL774gvz8fFpaWliwYAEPPvigbZpDX8ve3/uvUCh49913eeWVVzh48CBHjhzplzfGxRdfzIQJE/jggw9szwYnJyfCw8NZuHChzeV9qAkKCuLbb7/lvffeY+vWrWRlZaHRaJgyZQpXXHGFbS7+8dx+++0EBwfzwQcfkJGRgV6vJyEhgXvvvbfH30B/+9k9lfu5555j586dpKenk5eXB1gGrC644AJWrlzZp3hZMkODIA3mxAqZ05bHHnuMb7/9lhdeeGFQ0r/JDC4LFy6kpKSELVu22NyvZWRkZGRkZIaHTZs2cd9997Fo0SLbwPPpwrPPPstnn33G448/bnPJl5GRGRnIc+ZlZGRkZGRkZGRkBhFrALz4+PhhLkn/aGlpYdOmTcDpV3YZmbOBs0LMr1+/nqeffppLL72U6OhoIiMje4wq2tzczAsvvMCCBQuIjo5mwYIFvPDCCzQ3N/f73EeOHOHWW29lypQpxMXFcfnll/PDDz+cyuXIyMjIyMjIyMiMMDZt2sT27ds7uYi3tbXx0ksvsW3bNhwcHPqUo3w4+O9//0taWlqnZRUVFdx3331UVVUxYcIEYmNjh6l0MjIy3XFWzJl//fXXKSkpwd3dHR8fH1sAqa5obW3l+uuvJy0tjVmzZnHBBReQnp7Of//7X/bt28eaNWv6lIoNYN++faxcuRK1Ws0FF1yAs7Mzv/zyC4888gglJSXccccdA3WJMjIyMjIyMjIyw0hmZiarVq1Cq9UyZswYNBoNOTk56HQ6lEolf//73/H29h7uYnbJli1beOGFF3B2diYwMBCDwUBubi6iKOLu7s6LL7443EWUkZHpgrNCzD/33HMEBQXh7+/P6tWrefnll7vd9v333yctLY1bbrmFRx991Lb8jTfe4K233uL999+3pWnpCZPJxJNPPokgCHz++ee2FBx33303V199NW+++SbnnnsuwcHBp3x9MjIyMjIyMjIyw8uiRYsoLy/n4MGDlJWVodfrcXd3Z+HChdx8880j2rJ9ww034OLiwrFjx8jNzUWSJMaMGcOcOXO49dZbBzT7jYyMzMBx1gXAs4r5rgK7SZLE3LlzaW5uZteuXZ0s8Hq9njlz5mBnZ8f27du7jD7ZkZ07d7Jy5UouvfTSE3I6bty4kQcffJDbb7+dhx56aOAuTkZGRkZGRkZGRkZGRuas4KyYM99X8vPzqaysJD4+/gRXeq1WS0JCAhUVFbb8kD2xf/9+AGbPnn3CulmzZnXaRkZGRkZGRkZGRkZGRkamP8hivgNWkd6d63tQUFCn7XrCmofauk9HXF1dcXd379NxZGRkZGRkZGRkZGRkZGSO56yYM99XmpqaAHBycupyvXW5dbuesEa+d3Z27vZY5eXlPR6jrq4Og8FAW1sbAHZ2dmi12l7PPdTodDoKCgrQ6/UAhISEdHvdIxlJkqivrycvL4+SkhJEUQRAoVAQHx+Pv7//MJdQZqApKSkhMTER62wjhUKBv78/ISEhuLm59TqdZiTS1NREXl4eYPEoCgoKws7ObphLdSJ6vR6dTgeAvb09Go0Gd3f3YS6VzEijvr4eV1fX0/K/OFRIkkRDQ4NcTz0g11HfkOupb8j11DfkeuodSZJOuW5kMT+C6SjknZyc8PDwGFF/BkmSKC8vJycnB1EU0Wg0REZGDnuHvL+Nh9lsJi8vj7S0NGpra23L3d3dGTt2LCEhISNSDA0GZ1vD6+bmRlhYGHl5eWRlZVFXV0dRURFFRUV4eHgwbtw4QkJCUCqVfTreSKg/Nzc3nJycyMjIQK/Xk52dTVhYGKNGjRpR91SSJGpra2lubqatra3PWUJkzi7OsrA+J41cT70j11HfkOupb8j11Dfkehp8ZDHfAas1ubt88r1Z2zvSmxW/ubm51+NYhbyzs/OIE/Jms5nMzEwqKysBi/CNiopCo9EMc8n+QBCEHuusra2N9PR0MjIybBZChUJBSEgIkZGReHt7j6g6H0p6q7szCXt7e8aPH8+4ceOoqqoiPT2d/Px8amtr2bVrF4mJiURGRhIVFYW9vX2fjjnc9efh4cHkyZNJT0+nrq6OrKwsGhoaiIiI6PPAxGAjCAKenp4IgkBTUxM1NTWnpUePjIyMjIyMjMxwIYv5Dljnt1vnux+PdY57V/Pgj8c6776goIDo6OhO6xoaGqirq2PSpEk9HkMQBBwdHUeckG9paeHYsWO0trYCEBoaSkBAwIgqY080NjaSkpJCTk4OZrMZAAcHB6KiooiIiDhrrPAynREEAR8fH3x8fJg6dSqZmZmkp6fT2tpKcnIyKSkphIWFER0djYuLy3AXt1c0Gg0xMTEUFxeTm5tLZWUlzc3NTJgwYcRYwQVBwMPDA0mSbIOXMjIyMjIyMjIyfUMW8x0IDg7Gx8eHpKQkWltbT0hNd/DgQXx8fPok5qdMmcK7777Lzp07ueCCCzqt27VrFwBTp07t8RhOTk64u7uPKJFstVxa3erHjx+Pq6vrcBerT9TU1HD06NFOgzVeXl5MmDCBoKAgFAo5HqSMBTs7O2JjY4mOjqagoIDU1FSqq6vJzMwkMzOT4OBgYmJi8PT0HO6i9oggCAQGBuLs7ExaWhqtra0kJSXZPE9GAlYLvclkGu6iyMjIyMjIyMicVsjqpQOCIHDFFVfQ2trKW2+91Wndu+++S0NDA1dccUUncW00GsnJyaGwsLDT9jNmzCAwMJANGzaQlpZmW97c3Mzbb7+NSqVi+fLlPZZHoVCMGCEvSRK5ubkcO3YMURRxc3Nj8uTJp4WQr66uZvPmzfzwww82IR8QEMC5557LBRdcQEhIiCzkZbrEOu3iggsu4NxzzyUgIACweO/88MMPbN68merq6mEuZe90/L+azWaOHTtGbm7uiJnLJggCKpU8tiwjIyMjIyMj0x8EaaT05gaRr7/+msTERAAyMzNJTU0lPj7eZmFfvHgxixcvBqC1tZVrr72WtLQ0Zs2axYQJE0hPT+f3339n3LhxrFmzppPFvri4mEWLFuHv78/WrVs7nXfv3r3ccsstqNVqLrzwQpycnPjll18oLi7mgQce4M477+yx3HV1dSMiorbRaCQtLY26ujrAIoRDQ0OHvVzdYY1KbzabSU5OpqioCLAIhuDgYGJjY4c9SN9IxVp3I+F3N1Kpq6vjyJEj5Ofn28RwYGAgcXFxeHh4jOj6sw7KFRcXA5ZYF+PGjUOtVg9zyQYmoqvMmcdIeQ6OZOR2u3fkOuobcj31Dbme+oZcT70jR7PvI4mJiXz77bedliUlJZGUlASAv7+/Tcw7ODjw6aefsmrVKjZt2sT+/fvx8vLipptu4p577unXXNPp06ezZs0a3njjDX766SeMRiPh4eHcf//9LFu2bOAucBBpbW0lJSWFtrY2FAoFkZGR+Pj4DHexeqShoYH9+/dTVlYGWER8aGgosbGxp4UngczIxt3dnXnz5hEXF8eRI0fIzc21RcAPCgoiLCwMNze34S5mlwiCQFhYGM7OzmRkZFBXV8ehQ4eIjo4eMfPoZWRkZGRkZGRk+sZZYZk/XRlui0RdXR2pqamYzWa0Wi3R0dG2KP0jkZaWFg4fPkx2drbNYhoaGsrEiRNlEd9H5FHU/tPQ0MDhw4dtud0Bxo4dy6RJk0a0QG5ubiYlJQW9Xo9KpWL8+PHD6rEiW+ZHFuvXrycxMZGUlBQyMzMxGo288MILXHrppf06jiiKrFmzhq+++oqCggIcHByYNm0aDz74oC1QbE8M93PwdEBut3tHrqO+IddT35DrqW/I9dQ7smVeZtAoLS0lKysLABcXFyZMmDCi0s51xGg0kpKSQkpKii06/ahRo5g6dSoeHh7DXDqZMx1XV1fmzZtHbGwsSUlJFBUVkZWVRW5uLtHR0URHR48IN/bjcXJyIj4+ntTUVBobGzly5Ahjx47Fz89vuIsmMwJ4/fXXKSkpwd3dHR8fH0pKSk7qOM888wz/+9//CA8P5/rrr6empoaNGzeya9cuvvzyS8LDwwe45DIyMjIyMmcPspiX6YQkSeTl5dnmmfv6+hIRETEiA8RJkkR2djZJSUm2tFY+Pj5MnjwZjUYzYl2dZc5M3N3dWbhwITk5OWRkZFBVVUVycjJZWVnEx8cTFhY24kamNRoNEydOJCMjg8rKSrKystDpdISEhIy4ssoMLc899xxBQUH4+/uzevVqXn755X4fY+/evfzvf/8jISGBjz76yDYgfMkll3DzzTfzt7/9jc8++2ygiy4jIyMjI3PWIIt5GRuiKJKenk5VVRVgSdU3ZsyYEdmpr66uZu/evbZI4k5OTiQkJNiCGtbX1w9j6WTOZjw9PTnvvPMoLCzk4MGDNDc3s3PnTtLT05k+fTpeXl7DXcROKBQKoqKisLe3p6CggKKiInQ6HVFRUSNyEE9maJg5c+YpH+Prr78G4IEHHujk2TVjxgxmz57Njh07yMvLIyQk5JTPJSMjIyMjczYii3kZAEwmEykpKTQ0NCAIApGRkfj6+g53sU5Ap9ORlJREZmYmAGq1mokTJzJu3DiUSiXAiEm3NZIwmUzodDra2trQ6XQYDAaMRiMGgwGz2Wx7SZJEW1sb9vb2CIKAUqm0vTQaDWq1Go1Gg52dHfb29tjZ2ckpxbrAmjkhICCAtLQ0jhw5QnV1NRs2bCAiIoL4+Hjs7OyGu5g2rOW1t7e3eRUYDAaio6Pl+ytz0uzbtw8HBwfi4+NPWGcV8wcOHJDFvIyMjIyMzEki99Jk0Ov1HD16lJaWFpRKJRMmTBhxqdskSSInJ4cDBw6g1+sBCAsLY/LkySM6yNhQoNPpqK+vp66ujvr6ehobG2lsbKSpqYnm5mZaWlpsdTYYaLVaHB0dcXJywtnZGRcXF1xcXHBzc8Pd3R03N7cRJVyHEpVKRUxMDGFhYRw8eJDc3FwyMzMpKChgypQpI8713tfXF41GQ2pqqi2wX0xMDFqtdriLJnOa0draSlVVFREREbaB1o5Yg9/l5+f3eJzfn773xIXtfxmpt2VnI/1sT6QTthdsx5E6HE8SBMsyQQCEDt8VSAoFkiAgKZSWzwolokKJpFQiKlWYVWoUegltnQF1oxGlQUKpE1HqzKjaTChMEoJJQmGSUJhEFEYzCrMZhcmMYDajMIsIZhFBkhBEEUGUQJIQJAkk2t8733mhq0F96YQPx191+2qpfZlkO5YgiSecY8TQ0y3vsE5C6HnbDhSeUoFOjRFay8DJlq2f/8mTOsfAHquXf4jMAJNQ8eMp7S+L+bOc1tZWjh49ik6nQ6PREBMTM+Ii1jc0NLBnzx7Ky8sBcHNzY8aMGSPSc2AwaW5upqKigoqKCqqrq22v1tbWPh9Dq9ViZ2eHVqu1WdlVKhUKhQKlUokgCBiNRtRqNZIkYTabEUURk8lks+br9Xp0Op1tgECv16PX66mtre32vA4ODnh5edlevr6++Pr6jrjf2mDh4ODA3LlziYyMZM+ePdTX17Nz505ycnKYPn36iMq24O7uTlxcnG2Azyroz/ZBM5n+0dTUBNDtf9y6vLm5ucfjCJLpxIXtPU25ezlCESXsy83YlxjR1IuoG0WU+pEs0fqCwOn+iztdSn+6lPPs4nT//57ZyGL+LKa5uZkjR45gNBqxt7cnJiYGe3v74S6WDVEUOXbsGIcOHcJsNqNUKomLi2PChAln/FzepqYmSkpKKC0tpbS0lLKyMlpaWrrd3sHBAXd3d1xdXXF1dcXFxQVnZ2ecnJxwdHTE0dEROzu7XuutP2lERFFEp9PR0tJCS0sLzc3NNDU10djYSENDAw0NDdTV1dHa2kprayuFhYUUFnYe73d0dGT06NH4+fnh5+eHv78/zs7Ofa+o0wxfX1+WLVtGamoqhw8fpqysjO+//55JkyYxfvz4EfO7dnJysgn6trY2Dh8+TGxs7Fkz+CIzciiJvg6FJCBIAgoJFJKAUlJYXqICpSSgNivRiErUZiWKbqSAQWmm1q6FWvsWWtXGEacYhL50lnvdpAt72nEDHwokFO1LrPK03faOEgFBspTF8sKyrQQKxPbPlgMqJMt6pdS+rcmMU1Y5rkeLcU4rQ9lmPKEsRlc7TK5aRHslop0Ss1ZA1AhICjMSJkSMSAoRSSEgKSwnlwSh/R0ErQOCsxcKJ08Uzl4IKq3Fc0CSkGz3s/MFS5IE7ZZ8k9GEUqVCal8uISFJIKJAbP9sVihoVgs0OECTvZIWBzU6d1/MrgEIij/iPhjrUtHnfwOS2O1PSZBAYRJQmBUoTQokSY2ICgklZtQoJCVIAoKoAFGJIAkgKlAj4KFW4qZR4KURcJCUCEYFmJVIehBbVJialJibFRibVbQWaTHUKlEp9KiUBtSqNkZFlRE2Iwe1uQWFoQ1Vaz2qxkpUbY1d3BdfWv3G0xw4EYPWEUNbK0pBQDToMbS2YGhtxtTcjEnf2um3pHZ0wi0gCK+I8SiUakCi1SCSWG4kqUxPq1EEQCmAq1bA3V6Bu52Au50Ce5WEA/XYUYNWrEIl1aMwNSCIDRYviO7q9LjvFm8DNSg0CILa8llQgqACLO+CoLTsKaja35XtB1K0H7H9vd3rxHaO9u8myUybqEcnGtFJRvSSAZ1kwCAaMUomJDr/jyzHsHp3WF/Sce+Wl0ZSYme2w8Gowc6kQWNS2o4jCFL7u9h+XKn9RyWCYHkJCsnyLoggSAiI7fsBiAgClmVIlu+2/7Zoe7ce+4/l3df/mYiEAlFQAmokQYkoqJFQIglqREGJhBoElW25iBpJUCEJlnfLdzVi+zYIakRBbVmO5bMkaBAFTftnNaKgQUJp83yKPcVrkMX8WUpjYyNHjx7FZDLh5ORETEzMiEo9V1dXx65du2wB7vz8/JgxY8YZKfQkSaK6upr8/HwKCwspKirqNoCfp6cnPj4+eHt726zcHh4ew+LGrlAocHBwwMHBAW9v72630+l01NbW2jwJqqqqqKyspKamhpaWFrKzs8nOzrZt7+bmRmBgIGPGjCE4OBgvL68R5Yp+qigUCmJiYggODmbPnj2UlpZy8OBB8vPzmTVr1oiZ4mJvb28T9M3NzSQnJxMTE4OLi8twF03mNMDaVndnebcu722A6NIrZ+Pi6mpx46ZdlyFZu7aWrqhkeRclCVObGX29kbYqHboqHbpKPYZqPXZmCT+9B356ULqpcYh0wT7ODUGjtOzbfmxL11ayfRaPP8fx6zp9lrpcbpYkyzqzCbNoQhRNiKK53fPJ8tkkioiSxRNKlCTM7S9RkjAD5vYutqhQISqUmBVqzAo1kkKBWaFuXz48XTqflBwW/3UVHrl/pC9s9XAlZ/FUyuKjqAv1py7YD5NDz88pQZLQGvQ4NdbgXFeBU005DrUVOFYWY19eiCDpwVQC9SVIjUoM4ydjnL4IRXAkKkFAI4BaEFB3em//DOibm/FwcUIjKNq3BSUSubpSDrZks685m6SWHMqN9SeWDQWu6gD8tOMZ4zgXYfQ8VFERjFFkMkrthIdoh3OTiEu9CcdqPY6lTShyKjHmV6DPK8OQX4akM9iOZxYEap3dyPAcR4rHJHI8Qyn3dqUhWMTYcVaKARYEaVk5yZl5QVoU3TwLa4tEjm0zkfabmf0bTJgLIKhSwd1r7HEd9ccgsaRrQqzOxlx4EOPR7zBn/YbKVIh9YSGeZdvRLvsnrTNvw83d/YTnrknXRkXqIUoP76My5RC6GgPlhYW0FSmZevujZOqduHJtFc0Gi5j0c1ayMs6Ja6MdcVLpMDYmoa/fj6HhAMaWDBB13fwQVCi1fii1o1FovFFqfVFqfFCoPVGo3SwvlRuC2hVB4TBg/QNJkig01JDUksex1mIydKWkt5VSZqwHuvdMUyDgrXbBV+2Kl8oZD5UTXipnPNVOuCkdcVU64KpywEVpj4vSHkeFFlOxSFVKE1VZTUhmCQNg/XWoHZQ4empxcNfg4KnFwUODnbMajaMKtb1y0PtDlrhTIkhmkEQkLO9IZiRJBMztn83t27R/ti032ZaLoonm5gacHOxsx7SsN9m26/y9fZnYcZnR8i6akCTjH8tt341IonV558+IRiTJ0L7M+n78QKMZMALd/B4HDQWCwh5BYQcsPaUjCZIcLWzEUldX1ycLaX+pr6+35WR3cXEhJiZmxAS5EkWR1NRUDh06hCiKqNVqpk6dSnh4eJ/roT/W5eGioaGBnJwccnJyyM/P79Lq7uPjg7+/P35+fowePRofH59BH3AZyrozGAxUVlZSVlZGaWkpJSUlVFZWnrCdo6MjwcHBhIWFERYWNqJc0o+nv/VnTa+4f/9+jEYjCoWCSZMmjSjvE5PJxNGjR2lsbESpVBIdHT0oaR8lSRqx/9ezHWtquhdeeIFLL720z/vNnj2blpYWDh48eMK8+f/+97+88MILPPvss1x55ZXdHmMgnoOiSaQmr5mKtEaqc5oQTZZuj8ZBydiFo/CJcjktfnuSKCK11SE1VyI1VSI1lSM2lCE2lKCvykfZVoOpoQRzUwVmQYmoVNuEvlmhsgwAKNWIjl5IPuPANxLRKwLJKwzJbQxmQYEZCZNk6d6aJTAhWd5tyyyDC0YJzAYTXm99je9b3yCYRYzuzlReMIuKc2dQPXkcJoUCE5Z9TZLU5ee+2gBV+jY8irLwLMjAKz8N14o/vLwafQLIn7yQotiZSMre+zIGsZVK3TEq9KnUGnIxSSd24p2VHnhpRuOtHo2PxhcvtSe+ak/clU40iRKH9WZEYJRKYLGjGgeFAq0AWkGwvCuETt8Voog+q4S2w1m0Hs6i7VAWbYezkIx/TCPR48AxYQ5JcRfgcZ8XKUYje4r1Nn+LMHcVf4pz4qoJjtiruv+9Zu4y8Z8bdLTUSrj5Cdz9hT1jYk+MWwEgtdRiPLYB477/Ys7daVk2dglO132I0qX7qYwmvY7yo4mkfPMxhuZGtC7uvOv/J/YZRzPOS829U5xZGlCDqfZndLXbMTYdsQi1DggKe1SOkaidolA5RKCyH4PSfgxK7SgEYfD7pKIkktJWzK7GDBJb8khqyaXK1NTltqPVboRofQjSejFG68UYjReuejURHoF4a1xQCV3Xb0cMLSZKjtRRdrQeXcMfglLrosY9wAG3QAfcAh2xd1OfFu1RXxiJ/XFJkjoMAFgEviQZQDQgiQYkUd8+EKDv8N0AZn37wIDe9qLDZ8tLZzmOuc32XRJ1SGad7fPx/wOA0XOOndI1yWJ+BDMYYr6uro6UlBREUcTNzY3o6OgugxMNB01NTezYscMm6AICApgxYwaOjo79Os5IbDzMZjNFRUVkZmaSlZVlS/9nRaVS2azRY8aMwd/ff1is7cNddzqdjpKSEptLflFRESZT54bP29ubsWPHEhkZSUBAwIj5/cLJ119LSwt79uyhuLgYsAzkzJkzZ8R4opjNZlJSUqivr0ehUBAdHT3gHgSymB+5nKyYf+ihh/jxxx/57LPPmDJlSqd1t9xyCzt27ODnn3/uMZr9QD8HTQYz1VlN5O+pprXOYgvzCHYkcslo7N1Gjndafzi+3ZFMBqT6IsTafMSaPMTKTMTKDMyVGUi1+RYr2/HYuaAcMxVl8HRUwdNRBs9AsOu+/dGlF1J0179pO2zxqnK9ZA7+/74blUf/PHfEdmFvtIp8yWIjs32WwNhhG6MkYZRAV5qPYfdmzIf3gNFyH82jxtB8xW3ofQIwtG9n3b7Z3EZGyyEKdClU6HOQOgwjKAUt7uogPDShuGuCcVH5oVIMbNBPFaBVgJ0goBUE7ARwaGlj1K5kvH5LxG1bIqraP1zg80fFI950EY43xLLxmI4f01tpabd4R3qqeOd8TyI91d2erypP5K1r2ijLENE4wC3v2TPx/O4FsiSKGHasQr/hr2A2IDj5YHfN+6jHndvjdbVUV7L/Py/RVF6MXlCzNXQZzy5vhfqfLAK+A0rtaDRu09C4TkPjPBGlfWC7C/zQUW9qZXvjMbY1HmN747ETxLtaUDLBPoBYhyCi7P2Isvcj0t4PF2XnKaj9edZLokTJ4TpydlRiNlh+dyqtAt9xrvjFuuHsO3Kmtw40w92nHIlIorGDyG9DNLeicYo6pWPKYn4EM9CdmI5C3sPDg/Hjx48YIZSTk8PevXttwdf6a43vyEhpPEwmEzk5ORw7dozMzEza2tps6wRBwN/fn7CwMEJDQ/H39x8R3hEjpe6smEwmSkpKyM3NJTs7m9LS0k6pB+3t7YmIiGD8+PGEhYUNex2eSv1ZrfT79u3DZDKhVquZPn06YWFhg1Ta/mE2mzl27Bi1tbWDIuhlMT9y6U3M19bWUldXh7u7Ox4eHrble/fu5cYbbyQhIYGPPvrI5lm0Z88ebr75ZhISEvjss896PPdgeaiJJpGC/TUU7K1GNEsoVALh830JmOTR+84jjH4JC6MOsSINc0kyYkky5tJkzCWHQX/cdAiFyiLsIxahjFyCMnAygsLSX2g9mE7OsseQdAaUbk74/+tu3C6bN0hX1zOG1mYK92wj+9f1GJqbUKjUjFt2NaHzz0NQKMjRVfBh5Ta+qd1Lq/iHm3uknR/nu8Uxz3UC4XYBiCgwSGCQpE7v+vbBAIMkoRc7L68xSRwzWCz0TgrwUCrQixL69vX6fngeCGYR/wOpTPxsI8Hbk2zR+Kuigtn29K2UjAunON9AdpoOvU5CoYQp8Q7EhGtxUArYCwIOCgF7AewVlu+qZthzp5GS7SIqe3josANenpbt1N38TkwlR2j55DqEqgwA7G9Ygzru8h7L/v3RavI+/ychzUUABE0uxie8FlCgcZuGndc5aN1morQLGB4jgWhkS8NR1tUe4LfGVIyS2bbOUaFlpnMEU53CmewYQozDGOwU3Q+SWOnrf66poo30X8poKrd4fzj72hEw2QOfCBeU6pHhfTeYjLQ+5UhkIPo+spgfwQxkJ6ajkPf09BwxwbYMBgN79+4lNzcXGBiL5HA2HmazmZycHFJSUkhPT8dg+KPzYG9vz9ixY4mIiCAsLGxEBRu0MtIb3tbWVlt6t6ysrE4DJBqNhqioKKKjowkLCxuWgaqBqL/jPVTCwsKYNm3aiIhpYQ1KWVNTM+CCXhbzI4uvv/6axMREADIzM0lNTSU+Pp6goCAAFi9ezOLFiwF48803WbVqFffccw/33ts5ldyTTz7J119/TXh4OPPmzaOmpoaNGzei1Wr58ssvCQ8P77EcVanZeISNQWk3OL//1lo9Gb+WUVdoCe4VtXQ0frEjI25FXznVdkcSzYhlKZjz92Iu2IspdzdSbV7njezdUUdfhBB2AXm3fY+xsALHObGM+c+jqEd7DtCVnDy6xnoOf/4ulamHAFCFhvDdAm9+knJs24SpfbjMaxoXuE8i1G5gsuFk6c38q6YNFfDqKEe0ij/qX2r3KDBIoGsX+TpJsgh90fJZZ1tn+ayXJMTcEpxXbSTop61o9HokQSD1+vPYfe/VNCk0JO9vparc4rE2yl9NTII9Gm03/TmTBFeAkAnSY8AKS/nUgINCaH+BoyDg2P5Z1VxP3G9P4p30CWYHLxofSsLexQen9sEC629MkiRKSneTmPwuUxwPUnjIj8psLxQqmH3PUpzHXIhS0308ncEmpbWIT6p+58f6QzSa/+grRNiNZqHLBBa4TiDBMRTNScSa6O0/J5pEsn+vpDipFiRQahSEzfXBf6I7guLsec6N9D7lSEAW82c4AyXmR6qQr66uZvv27TQ1NSEIAnFxccTExJxy2Ya68ZAkidLSUg4fPkxKSkongens7Mz48eMZN24cgYGBI8YTojtOp4bXOnXh2LFjpKWl2VJhgWXgJDo6mri4OPz8/IbsWgaq/kRR5MiRIyQnJyNJEs7OzsybNw8vL68BLO3Jl20wBL0s5kcWjz32GN9++2236zsK957EvCiKfP7553z11VcUFBTg4ODAtGnTePDBB3t0r7dyxON8ABQujqh83FD7uKNqf9k++7qjHuWBytcDlZcrQj+fIZIkkfN7JYX7a0CAmEsC8Q4fGVNc+sJgtNtiTS6mjC2YMjdjyvoN2uoBqPp9Ai25o1F5KAhdcwvahItsFvvhRpIkErd9S+H6b1CZRBrtBV6+0I24gIn8yXs+E0w+uHcR2O1Uz/nXylZqzBJ3e9gx0W7gvMO2vlxN9XPvESXsAEAd6IPvy/cgzJ/E+4daWLWnEZMIo1yU/H2ZO1o7BW2iRJsEbaJEqyTRJkLlp2bq/yEhhIP0XXuGgF5Qmg3c/9ki/KpSORx5CZ9d9CFgifvuqBBwwIidvgB7QzEO5nrszQ24an1Qf7kbc3kpPucsJ/z8K3Bqjx0wlM/g35vSebdiMzua0m3L/dTuLPeYwnKPKUTa+w3Iebr7z5mNIkfXF1GbZ4mF5DvOhfD5o9A6Db/35VBzOvUphwtZzJ/hDISYb2ho4MiRIyNKyEuSREZGBvv370cURRwdHZk7d+6A5Y0fqsajpaWF5ORkDh061GkOvKOjIxMmTCA6OpqAgIBhr+/+cLo2vKIoUlxcTEpKCqmpqZ0CCvr4+BAXF0dcXNyg50of6PqrqKjg999/p6WlBYVCwdSpU4mMjBz2e2MNVGl1uY+NjT3lwISymJfpiiO+F4HR3PuGVpQKi8gf7Yl6lAfq0Z6oRnmiHu2J2s/L9lI6nTgHNv3nMspS6lGoBOKuCMItYHDbi4FisNttyWzCnL+H2v98RPkH5SBIjDr3IHa+DQhuAain3ohm2s0o3McM+Ln7SoOpldfLf+Kjym24Nxi5bWsTfnVmtN4+LHjkedQOjoNWR2vq9WxrNTLPQcV1bgMX60Y0S7ywuBUOJ3GO4/toWy39DO97L2PU3/7EkUojt/9YQ1GjmYTRGv53mTfaLgLjtTVIPDquGWMbPPKTPf5TlbSKEi3tgr9V5I/vokStTodJrcG+5BAX/3cRCsnM5xd/zKGxF/Va5tFpB5n87X8w2Dmw9e5/YtLaowaclAIuCgHnDi8XZft7+2fr+u4i9veEJElsqE9iVfkmjrVZsiooUXCB+ySu85rNdKdwFMLA9cW6+8+ZDSJHvi2krrAVhUogelkAXmGnz8DgQHO69imHElnMn+GcqphvamoiOTkZs9mMu7s70dHRwy4sjUYje/bssbnVBwYGMnv2bLTagQs2M5iNhyRJFBUVcfDgQVJTUzGbLZ1MpVLJuHHjiIuLIyQkZMRb4LvjTGh4zWYzeXl5HD58mLS0tE73aMKECSQkJBAYGDg4nd5BqD+9Xs/OnTspKrLMRwwNDWXGjBmo1b3P6xtMRFEkJSWFuro6lEolEydOPOXpMafrb05m8KitrcUZFeaqekxV9Zgq6zBV1WOsrMNUUYepovaPz1X10McujcLZAbW/Nxp/L9T+3qj9vVD5+1DQOor6OgUqrYL4a4Jx8h76QKT9ZSjabX1+GVlz70FsbsP79rm4T6nAkLgG2uosGwgCqsilaBY8hDJ83pD+l3+qO8zjRV9QY7LM+1/kEs1jzosoWvU6bXU1eIRFMv3uv9LU0joodXRUZ+LNWh3uSoEXfQYuVRpAwWEzLyxqRSXquP3Cb5B+/AEA9+vPIeDVe8lpELnoy0oaDRJXjXfg5SVdex58fE8buz83MeMaFTe93f0Uv+N/S7ofn8Sw5SUEZ1+47QMqKv5Lk7GZNoUrqabJrK27gHkRown1VtMsSjSbzIxe9QR2NeVkLriMzBnn9et6BcCpg8B3Uwi4tgt9V6WAm0KBq1LAVSHYpjQktxTwt+JvONhi6VfaKzRc4zmTW3wWEqgdnCkgXf3nTHozyWsLaShpQ6lWMPHyQNwC+hfA+UzjTOhTDjaymD/DORUx39LSwuHDhzGZTLi6uhITEzPsArOxsZGtW7dSX1+PIAhMnjyZCRMmDIrgHujGw2g0kpKSwt69e6moqLAtHzVqFJMnTyY6OnpEzoHvL2daw9vW1kZKSgqJiYmUl5fblo8aNYpp06YRHR09oKJ4sOpPkiRSU1NJTExEkiTc3NxYuHDhsOd8N5vNHD16lIaGBlQqFXFxcf3OPmFFFvMyXdGf56BkMmOqrMNYUYuxvBZTWQ3Gjq/SaoxlNYiNJ6YCtR1Dpabh6tswBYagaGli9KEN2I9yQTPGB3WgL5qgUWiDR6H290ZQjYxB20G3zJvM5Jz/KK0H03GYNp6wH/6JoFIiGXWYjn6HYe+HmLO32bZXjJmCdtGfUU24qN9THvqDQTTxfOl3fFD5GwDhWl+eDriMBa4TAGgsK2LnK89gamvFL34GoRdfj7uHx4DXkV6UeKi8BSPwjLc9/uqB/V387686trxjxCtY4P77dlH+6JsgirheNIvA1X/m9zIzK9ZXI0rwzFxXbos/cVA1Z7+Zl5a2oraHl9KccHDtug5OyIxg1NHyylTEinRMgc7oE3xRaLwR/f5CwtoYFILAsTv8cO4wZ79w73YOf/YOGmdX5j7zBq0qi9BvFCWaRIkms+W9UZRobP/cIEo0ixL9ESRaQcIoNlNpKEcvNmIWW5jiOJpzXMcSoLbHvX0Q4GQs/b1xfD0ZdWaSvymgsUyHSqtg4uVjcPU7PTx7BpMzrU85GMhi/gznZMV8W1sbhw8fxmAw4OzsTGxs7LBH+S4uLmb79u0YjUbs7e2ZP3/+gLnVH89ANh6tra3s37+fAwcO2Fy3VSoVMTExJCQkDOl87KHgTG14rXENDh48yNGjR23p7hwdHZkyZQpTp04dEBf8wa6/iooKtm3bRltbGxqNhrlz5xIQEDDg5+kPJpOJI0eO0NTUhEajYdKkSSeVVlEW8zJdMRjR7M1NrRZhX1KNsaQKQ0kVxuIqy+fiSvRVTdRfeTtm71HYJe3GadO6Ew+iVKAJ8EET5IsmeDSakNFogkejDbW8K52HriM/6O3Ov9ZQ8cJnKFwcidixCk3gic9uc1UWht9XYdz3EZgskbsVvlFoz3kSVdwVA16uUkMdd+V9QGKLJVDfHT6L+bP/MtTHpTqrykhh79svIJnNBMxewqSr/jQodfRGTRspejOXOms413lggzXqmiT+Nr2FulKJ8x7SsCDuIIW3/hPJYMJpQTzBnzzJBxlG/vZ7AwoBPl7mycKQE6eR/GNWK6VpIle/pGXBrV2X8QQxb26jfuctKNZ/jQBI512O84J3WZ+t5J6fa4n1UfPTtZ1/D6LZxNZ/PEhrTRXRl99E6Pye09vZ9pMsgr6hXeQ3iBINZovobzBLNIgiDWaJetGSUaAvKABXpYCHQsBdqcBDKeCuFPBo/+yhVOCk6P+c/o71BHDoqwLqi1pR2yuJu2LMGZ1urj+cqX3KgUQW82c4J9OJMRgMHD58mLa2NhwdHZk4ceKwuuNKksTRo0dJSkoCLPOX58+fP6hzlwei8aivr2fPnj0kJSVhNBoBcHFxYerUqcTHxw/63Ovh4mxoeFtbW0lKSmL//v00Nlry+qrVauLj45kxY4bt4XwyDEX9tba28ttvv9niNFg9Q4bzfhmNRpKTk2lpacHe3p64uLh+R9+XxbxMVwxWarqekCSJmpRKjvxcA0iM1WShKCrBUFCOobASQ2E5kt7Y4zFUvu5oQ/3QhPihDfdHG+aPNjwATagfCu3APpMHs90RDUbSxq/AXNtI4H8ewf3KhT1v31SBYccqDDv/A7oGAJRB09Be/C9UwdMHpEzbG9O4N+8j6swtuCjteTXoBs5xi+12+6L9Ozj0yVsAxN90LwEJswakHB3Z2mLgywYDERoFj3gNfP/g8I9G3rleh0IFT/3ugHN5MgU3PIfYosNh2nhCvn2ev+xo5ovUVpw1Ahuu9iHco/PvbOtqA1/9RY//eAVP7ex6OkDH35JoqKTu2D0Ym1PRpNSizqpF4T0Wx8dSeGxrPZ8dbeHWSU78bZ7bCcfJ2/ELR7/6EDs3Dxb/7Q0UA2RQajC18pfCL9jUkIpW4cIEh7Fc4bUAN5UX9aJEnVmkzixR3z4Y0BeBoxawCXtPpYBnh3cvlcWl/3jrfsd6Kj5UR9aWcpRqgcnXhZwWU3OGirOhT3mqyGL+DKe/nRiTyURycjLNzc1otVomTZo0oHPR+4vJZGL37t22+fGRkZFMnTp10N39T6XxqK2tZceOHSQnJyOKlgyxo0aNYtasWYwfP37YpyoMNmdTw2vNm75r1y6bC75CoWDixInMmTOnU77svjJU9Wc2m9m3bx+ZmZmAJX3djBkzhtUDR6/Xc+jQIfR6PU5OTkycOLFf5ZHFvExXDIeYt5L8TSE1ec34jnNlwoX+tuWSKGIqr8VQWIE+rwxDXhmGfMu7Pr8Mc01j9wdVKNAE+qAdG4A2IhDt2EDsIiyfVZ4nF0RyMNudhp/2UnDdP1D5ujPu6Cd9nlogtTVg+P1N9L/9GwyWtH+quCuwu/D/UHgEn3R5NtYd4q68DzEjEmMfyDuhtxCk7T3LR9oPX5K16Tvs3b1Y+PQrKNUDaz2vMok8UdmKAnhllCMOg5B+7O1r20j+ycT0q1Tc/B97Wg6kk3/l05gbmvG89SK8n7+Dq9ZWsb/UwKIQOz65uHO9tNRL/GVcM0YdPParAyEJJ95L62/JUVVK3bG7EA1VCCo33EKfx/DyRWDS4/hIIgt/9Sa7zsSHF3myNOxEK7TZaGDzM/ejb6xj4rW3ETSz50GgvnCwOZd78z+i2FCLCgV/9lvG7b6Lug1sZ5YsVv06s+VV2y70rZ9r2wV/byjBIu5VCryVAl5KBV5KAW1bM36SPUc/zUM0SUQsHkXApP73G85kzqY+5ckii/kznP50YjoGo1Kr1UMSubsndDodW7dupbKyEkEQmDZtGlFRUUNy7pNpPOrr69m+fTuHDx/G+pcICQlh9uzZhIaGnjWN0NnY8EqSRG5uLjt37iQvz+KyaU2VOG/evH5Z6oe6/tLT09m3bx+SJOHj48PChQtPysV9oGhtbeXw4cMYjcZ+B92UxbxMVwynmG+qaOPAJ5Y2YepNoX22uJkbmtHnlKLPLcGQU4o+txR9djH6rGLE5rZu91N6uWIXFYRdZCDaqCDsxgVhNy4YlXvPgSUHs90puPH/aPhhF153X4rfs7f0e3+xoRT9T3/DeOBjS3BClR3a8/+BZu69/U5p11HIX+KewL+CrsdO0TcvB5Nez+a/P4ChsY7xl1xH+OLeI7P3l6crWyg3Sdzubsdk+4EfWM3abeLfF7Th6A7/ynRCqRJo/PUA+Vc9A0DQf/9KzZxpzP+kArMEP1zlTfzozgadj+5oY+9XJmatUHPDGyf+niVJorb8MMb8u5BMDagcwnGf8DYquwBaP7gUU+oGTAufJCb7TwCk3OGHu13XbXz2lg0c+/YzHL1HseDJl1GcpDFEkiT+U7GZf5Z+jxmRMRovVoXczCTH4JM6XkeM0h/ivsYsUWOyiPwas0RNu+AXu9lXECUWbq7Eu0pP/Wg7qs8bjY9agY9KgY9SgY/KEp3/bH6unY19yv4ii/kznL52YiRJIjMzk/LycptlcTgDYzU0NLB582aamppQq9UsWLAAP79Tz+vZE5IoUV/cir7FhMZBCU4G3D16zyfb3NzMjh07OHjwoC3qeVhYGPPmzWPMmOFLszNcnO0Nb2FhIdu3bycnJwewRMBPSEhgzpw5ODk59br/cNRfaWkpv/32G0ajEWdnZxYvXnzKaeJOhcbGRptny6hRo4iIiOhb8DJZzMt0wXCKeYCU74upzGjEK9yJ2OWn9kyQJAlTZR367BL0WUXoM4vRZxWhyyzCWFTZ7X6qUR4WkT8+GPvoUOwmBKONGGNz1x+sdsdU30Ra1HVIBhNjd7yF/YSQkz6WueQwuu8exZyzHQBlyEzsrn4PpffYPu3/U91h7sr7ABMil3pM4ZWgG1D2I9WYJElkbP2JzG8/QW3vyKK/vY7Gsfc2vT983aDn1xYjM+1V3OQ+8IOqolnikYgWWmolHvrBnsjZlgGDsr9/RNXrX6NwdmDs9jd5PFPLV8damR+k5fPl3p2Okb3HxL/Ob0PjYAmEZ+/S+fdi0pVSdehaMFWido7BI/oDFCpLPRkOfILui1to9pzAFMcfGOelZvP13cc+Mul1/PrUPRhbm5lx7xN4R8b0+5rNksgzxV/zcdXvAFzsnsALY67GWTk0c9LNksVlv9osUm2WqDZZ3qtMIo5H6pmQVI9RJfDTBaNp7SKPvJ0APioFvioFPkoBX5WCUe3f7QfBe2Okcbb3KfuCLObPcPraiSkoKCA/Px+A6OhoPD0HJxVHX6ioqGDr1q3o9XqcnZ1ZtGjRKc1B7guVmY1kbSlH32yyLVM7KohcNBqfyK5FjcFgYPfu3ezatcs2Jz44OJhFixYRGBg4qOUdycgNr4WioiK2bNli+1+p1WpmzZrFzJkze5wLPlz1V19fz5YtW2hqakKr1bJw4cJBCzDZF2pqakhJSQEs/6ugoKBe95HFvExXDLeYb6nRs++jHJBg8nXBgxahWmzRocssRJ9RhC6jEF1aPrr0QoyFFV3voFSgHRuIfUwodjGhmIN98JoRi/okXfW7oua/Gyl5aBV2E0KI2PHWKR9PkiSMez9A9/2fQd8Manu0FzyHZvbdPUa9/6n+MHflnryQt567rraW5HdfpKm0iLBFFzJh+fWnekmdSNObeLVGh4tC4CVfh0GJov7fu9rY84WJRXequfJ5y4CBZDSRc9FfaN2fhn1cOKqv/sn8L2owifDdld5M8fvDOi9JEn+f0UpZhsgNb9ox6/o/PBtEYz3VyddjbstFaR+C18TPUKjd/9i3pZamZ/xBNLN09FYWJUzguQV/rO+KxI/eoCRxN1EXXUXE0uX9ula9aOSB/I/ZUH8IAYG/B1zOTd5Dm/awO1pqdOz/OBfJDD6LfDGOc6XKLFJlEqkwSVS1W/V7ElguCoFRKoFR7QJ/dPu7u3JwIvAPB3KfsndkMX+G05dOTEVFBenp6QCMHTt20C3gPVFQUMD27dsRRREvLy8WLVo06OnaKjMbSVlf3O366IsD8In4w0tBFEWSk5PZsmULzc2WnLR+fn4sWrSIsLCwQS3r6YDc8P6B1f1+y5YtlJaWAuDs7MzChQuZOHFil+7jw1l/bW1tbNmyherqapRKJXPnzu2TiB4sSkpKyM7OBmDcuHH4+Pj0uL0s5mW6YrjFPEDaz6WUHa3HbYwDk64MGtKymJta0aUXojuWbxH4qXnoUvIwNzR3ub06wBv7uLHYx4ZhPzEch7ixqLzdTurc2ec+TOv+NEb/4xa877n0FK6iM2JtAW1f3Y45aysAysglOFz/KYLjifONtzUe4+bsdzAhstx9Cq8G91/Iwx9ts74kn/3/+ScKlYqFT7+Kg4d37zv3EZMk8WB5C3oJnvCyJ0gz8DF2Dm0w8p8VOryCBJ475Gj7LRqKq8iadw/muiY8b1vG64uv4vOUFmYHavnqss7XuPZpHb+8aWTh7WquetEyICCaW6k9uhJjUzKovPGOW4PK3v+E87f85zzMmVv4l9tjTLvmMS4c2/PgVs7WH0ld9ymjYqcw9baH+3ydTeY2bs1dza6mTNSCkteDb+Qi98l93n8wkUSJxC/yaSxtwz3YkbjLx3TZJhgliWqTRIVJpNIsUmGyvMpNlrn83aERYHS7uB+tUjBarcBPZZmnf7qJfLlP2TsD0fcZ3nxlMqdEQ0MDGRkZAAQEBAyrkM/MzGTPnj1IkkRgYCDz5s0b9GBckiiRtaW8x22ytpbjHe6MoBAoLi5m48aNNmHm5ubGkiVLGD9+vNzIyJyAIAiEhYURGhrKsWPH+PXXX6mvr2f9+vUcOHCA888/f9jTwnXE3t6ec889l+3bt1NUVMS2bduYMWMGERERw1Ief39/dDodxcXFpKenY2dnN6zTf2RkTpbgGV6UH2ugvrCVuoIWPIIH1j27J5TODjhOicJxyh8xZyRJwlhSjS41l7ajubQdyaHlSDbmwkpLir3iKho37LZtrw7wxmFSBPbxEThMGot9XARKl55FmD63lNb9aaBQ4Hb5/AG9JoVHEA53/IRxz3vo1j+KOeNXml+dgcPN/0PpP9G2XbG+hnvz/oupfY78yQr5jviMn4hXxASqM1NJ3/A/4m+4+1Qvx4ZKEBivVXJIZ+ao3jwoYn78AhVqO6gukChNE/EfbzmHJsCbwHceJv/qv1Gz+ntunpXA/xSj2FmkZ2+xnukBf1jnfcMtdViRbZkNLklm6tMexNiUjKByQR38Kkq7rvuTxqiLUWRuYUnrJsb5PdNred2CLEaS+oLsPl9jramZ67JWkdJWhKNCy/uhtzHbZWhiLvWFysxGGkvbUKgFos4Z3W3/US0IjFYLjFaf+JttFSUqTSLl7a+ydpFfaRIxSFBgFCkwdp6tbxX5fioF/moF/u3vrmf5vHwZWcx3ybp163j88cd73Gb69Ol8/PHHPW6zb98+brjhhm7Xf/XVV8TFxZ1MEdHpdKSmpiJJEp6enoSGhp7UcU6V41PPRUREMH369D4HvToV6otbO7nWd4W+yURJVhUH03Zz+PBhALRaLfPmzWPq1KnDGv1b5vRAEAQmTJhAZGQk+/bt4/fff6e0tJT333+fuLg4Fi9e3Kf59EOBSqViwYIF7Nmzh6ysLHbv3o1erycmpv9zFQeC0NBQ2trabG738fHxwxqgT0bmZLB31eA/0Z3ipFry91YPqZjvCkEQ0AR4ownwxmXpNJv1y1mhRnc0l7bkbNtLn12CsbiKhuIqGn7YZT0A2sgxOEyOtLymRGEXNQahQ4Cyuv9ZrOZO8yehHjXwEboFQUAz8zaUwdNp/ehKpJpcWt6Yi/2V/0E9+Rr0opE78j6g3txCnEMQ/w66/pSFvPW84y++lt//9QTFB3YStuB8XANPPhbA8URrVRzSmUnRmbhwgPPNA2gdBaLmKTm6yUzyRpNNzAO4nDMVr7svpfqtdQjPvss1z/+TT1Ja+ffeRr65/A/rvE9Yu5jPsYjFlqL30dftAIUd7uPfoVUM7vb8hzyWMgmBOMMhnIzlwInW+464BgSDIKBrqKOtvhZ7t55/S22igZuy3yGlrQhPlROfhN9NrMPIiV8kSRJFB2sA8Il2xM7l5NJMOigEgjVKgo8b8DFJEtVmiTKjSGm7yC81WgR/J5HfIY6mowD+aiUBagUBagWBKgV+agVqWeCfNchKpgvGjRvHPffc0+W6TZs2kZWVxezZs/t8vKlTpzJ16tQTlo8aNeqkymc2m0lNTcVoNOLo6Mi4ceOGZVROkiQSExNtc2NjYmKIj48fsrLoW3oW8pIkUW7KZe836zEY9QAjTnzJnD6oVCpmzZpFbGwsW7Zs4fDhwxw+fJj09HSWLFnCpEmTRsTouEKhYObMmdjZ2XH06FESExPR6/VMnjx5yMsnCALjxo3j0KFDtLS0kJqaSlxc3Bmf4lHmzGPMFE+Kk2qpL2rF0GJC4zjyuk9KF0ecZsfiNPuPnOvmxlbajmTTmpRJ26FMWg9lYSysQJ9egD69gLrPfwFA4WSPQ0IUDlPH4ZAQRd0XmwFwv/rUU4r1WGa/WJwe2E3rZzdgzviFts9vxFycxHOTJpPcWoCb0pF3Qlai7WPU+r7gFhSG/+SZlCTu5tj3XzLj7p6NN/0h2k4JDZBnFGkySzgrB77NjTtfZRHzP5k4/5HO0ep9/3wtdV9uxpBdwvXFSXypjGJPsZ5dRTpmBVoGUn3bxXxNoURb7TGaCi3xEFzDn0bjEkdrfX235/693h1BE0+8IRFTyvdoZt/ZY1lVWjtc/AJpLCmkviCnRzFvkszclfchh1rzcVM68vXYBxlrf3L95MGisbSNxjIdCqWA17iBj5+hEv6YRz+pw3Jzu8gvNYqUmERKjCIlJjMVJokWCTINZjINZtv2CsBXpWCMWkFg+2uMWonjWRB072xk5D2NRgDjxo1j3LhxJyw3GAx89tlnqFQqli/veyCPqVOncu+99w5I2SRJIiMjg+bmZtRqNdHR0cPSMZYkiX379tnm6yckJBAdHT2kZdD20JlqFRvJ1B+kUawGYPTo0Zx//vlndXA7mYHB2dmZSy65hMmTJ7Nx40bKysr44YcfSE5O5sILL0StHrhO58kiCAKTJ09Gq9Vy8OBBUlJSMJvNTJ06dcgFvVKpJDo6mqSkJJqbm8nMzCQqKmpEDHzIyPQVOxc1zr52NFXoqM5pwi+258BfIwWli8MJAt9YWUdbUiatB9NpTcygNTEDsbmN5m2HaN526I+dFQIte1IQlEocp09APXpwgusKjh443Loe/c9/x7D5RdYVbODjQEtu+jeCbyRAO/DnjbroKkqS9lCVlkxrbdWAzZ13VyoYrRIoM0nkG83EKAe+mx2zVIUg6MlPEqkvE3Eb/YfHgtLZAZ+HrqbsidUo/vUx1772Kv9N1fHvPY02Me/iK6B1ssQgzNv2Gu7eJuw8z8He5+Jez723WI/BYSnxhkSMR7/rVcwDuI0Js4n50ROndLmNJEk8VfQ/NjccRSuo+SjsjhEn5AEK263yvuNdUDsMXd9bKQj4qizR8DuKfINkseKXmESKjZZXkclMiwhl7Zb9fR2s+J5KgTFqBUFqpe19MAacZIYWWcz3g82bN1NfX8/ixYvx8vIaljIUFRVRVVVlcRUbP35YXFYlSWLPnj1kZmYCMGPGDCIjI4e8HG4BDmidVJ1c7SVJpMiYToHxGBIiSkHFoiULmTZtmmwNlBlQAgMDueWWW9i/fz9bt26lsLCQd999l2nTprFo0aIR8XuLjo5GrVazZ88e0tLSMJvNzJgxY8iFtJ2dHePHj+fIkSNUVlbi5OQkD6zJnHZ4jXWmqUJHVdbpI+a7Qu3jjvrcabicOw0AyWxGl15I6/5jtOxPo/HHPYjNbSBK1H70E7Uf/QSAJtQPx5nROM2KwXFWDJqAnoNa9gdBocTu/H+QOyqEvxn3AHBnWSPzowdnCqGjly9eY8dTnZlKSeJuxi7pXcj2FQ+lgjKTmYYegpydCq6+CoITFOQdEDnys4m5N3d25/e8+Xyq3/kWY3EV16bt5jNFPPtLDeTWGQl1VyMIAr5hCgqTRSpyBTz9vHAd+wyCINBTTOwmvUhKlZFah3P4S/3zmHN+R2yuRuHUc3/YLSiMwj2/UV+Y0+02qyo28Vn1TgQE3gy5iQSn4Zk62hNt9QaqspoACJzsibGjr/swoREEgjTKTvEZJEmiXpQoMortLzNFRpEqs0SNWaLGbOaQ7g8rvodSIEitIFitJEhjeXeQLfinFbKY7wfffPMNAFdccUW/9svPz+eTTz5Bp9Ph5+fHzJkz8fDo/xy0uro68vLyAEsu9MFO+dYVkiSxa9cusrOzEQSBWbNmER4ePuTlABAUAmMXjbJFs28RG8jQ76dZrAPAXTmKCy+8kLBJIydImcyZhVKpZMaMGYwbN44NGzaQnZ3N7t27ycvLY/ny5b1GcB8KIiMjUSgU7Nq1i8zMTERRZNasWUMu6N3c3AgLCyM7O5vc3FycnJxwdz99BZHM2Yf3WGfydlZRW9CCyWBGNQgBzoYDQanEfkII9hNCcL9mCcd+2geAz6PXYm5opmVvKrqUPAy5pRhyS6n7zOKarwkehdOciTjOnYjT7FjUvqc2t94gmrjPrpQ21EyrKOPOrT/Sml+Gw8p1CHYDHzzTf/JMi5g/OLBi3rVdCDWaBy9ZVNx5KvIOGEjeeKKYV9hp8H3seorveRVe/5wZL0xlR6mJn7LbuHuKxXPMK7CWwmQ3akrH4BpxfacUdN1xoFSPKIHKMwSFMBGxJBnTsR/RTL2xx/3cbUHwcruM3L22Zh8vlf4AwD8CLuc8t7i+VsOQUpRUCxJ4BDvi6KWlvn74xXxXCIKAu1LAXakgtoO9r1WUKDKaKWyfd19gNFNpkqg1S9QeJ/B9VQIhaiXBGgWh7fPxVbI33YhFFvN9pKSkhD179uDr68ucOXP6te+GDRvYsGGD7budnR333nsvt9xyS6/7WkdJ9Xo9aWlpAPj6+jJ69OgeR1AHA0mS2L17t03Iz549m9DQ0CEvR0e8xzoz4SI/tmzYTlZbMhIiKjREOE9i7gUz8I10HdbyDRfWoGN1dXXU1dVRX19PU1MTTU1NNDc309bWhk6no62tDYPBgNlsxmg0dqorQRBQq9UolUo0Gg329vbY2dlhb2+Pk5MTzs7OODs74+bmhru7O+7u7nh6eg56OsKRiKurK9deey3Jycn8/PPPlJWV8e6777Jo0SKmT58+7C7l4eHhKBQKdu7caUsXN3PmzCEv1+jRo2lqaqKiooK0tDTi4+PRai1zPuXUdDIjHUdPLfZuGtrqDdTmteATeeZlZ2jZdwyxsQXVaE98/3KtLf+7ubGFlr2ptOw6SvOuo7QlZ2PIL6c2v5zaTzcBoI0cg9O8OJwXTMJxZgxK5/7NKf6wahsZulI8VU6sGnsXyh2/Y875nZZ3luJw6w+9WoD7y+i4aRz534c0lhTQVFaM8+iBGfh3bXdbHizLPMDE81V8+w8D6b+b0TVJ2Dl3bjvdr1pI1Ztr0WcUMicvhR3aqHYx74JorMfZ5WfgahrrF2DnMbNP59xbYgBgmr8Wtf8l6EuSMR35tlcx7+wXiEKtxtjWQktVOU4+o23r0tpK+EvhGgDu9F3CTT7z+14JQ4hJb6bsSD0AgQmDM91ksHFQCERqVUR2CLPQJkoUGs0UGEXyDSL5RjPVZokKk0SFycTe9vEKNTCmXdiHapSEaRS4KQc/0LVM35DFfB9Zt24doihy6aWX9tl91sPDgz//+c/Mnz8fPz8/Ghsb2bdvH//+97/517/+hZOTE1dffXWPx2hoaECSJHJycjAajdjZ2eHt7U1DQ8NAXFafkSSJI0eOkJ+fD8DkyZPx8PCgvodAKUNBU1MTv+z8heJmi3Xe32cMc6bOwyfEHUEhDXv5BhNRFKmpqaG8vJzy8nIqKiqorq6murqalpaWATmH2WwZqW1paaGurq5P+zg6OuLl5YWXlxe+vr6MGjWKUaNG4enpOSRZDoaT4OBgrr/+erZs2UJ+fj6//PILaWlpLFmyBGdn52Etm4eHB/Hx8SQmJpKdnY3JZCI2NnbIBbS1/dLpdBw9epSwsDBbGWRLvcxIRhAEvMc6U3ighqqsxjNSzLcdzgLAcdp4m5AHS3A9l3Om4nKOJZivuamVlr2pNP+eTPOOZHRHc9FnFKLPKKRm9fegUuKQEIXzwnicF03GfmJ4p+MdT7mhntfKNgLwuP8ljPKcgfmuX2l99wLEokRa37sIxzt/QbAbuHZU4+iEz7g4KlISKUncRdSFVw3Ica2W+Qaz2MuWJ8+oCAU+oQKVuRKpW01MvrhzrBZBqWTUkzdQsOI5oj/4BOGu5zlUYaSkyYRj2b/x8LXEJKirjO3q8F2yt8QSSHh6gBaVxyXof/47pozNSLqmHu+LQqnC1T+Yuvws6gtybGK+TTRwT95H6CUTC10m8Jjfsv5Ww5BReqQes1HE0UuLR7DjcBdnwLDvQuA3mS3xHvKNInkGM3kGMy0S5BhEcgwitBgBy/z7MI2SUI2CcI2SAJUChTwgPyzIYr4PiKLIunXrEASByy67rM/7jR07lrFjx9q+29vbs2zZMqKiorj00kt58803ufLKK3sUOK6uruTm5tLa2opSqSQmJmbILZ+SJHHgwAGbkJ8zZ86wpcLrSHp6OuvXr0en06FSqVi6dCmTJ08GLIMgrq6uZ4ylT5IkKisrycnJITc3l/z8fIqLi9Hr9d3u4+joiIeHB+7u7ri6uuLi4mKzptvb29ss7Wq1GrVajUqlQhAEGhsbcXFxQZIkTCYTRqMRo9Fos+S3tbXZrPyNjY00NDRQV1dHbW0tLS0ttldBQUGn8mi1WgIDAwkKCiI0NJSwsDB8fHzOmHsEf3jSrFixgqSkJDZt2kRRURFr1qzh4osvJipqeHPlurm5YW9vz86dO8nPz8fe3p4pU6YM+T2IiYkhKSmJ1tZWamtrCQsLOys9aGROP6xivjqnGdEsoTjDgkdZxbx9XM/T55TODrgsmYLLEktAM1NtIy07j9DUHkTPkF9O695UWvemUvH8pyg9XXBeYBH2zosSUHm5djrecyXf0iLqiXcM4QoPy1x+ZcAkHO7ZQuuqRRZB/98rcbhlPYJq4FK+BSTMoiIlkeKDu4i84MoBaQtd2i2Wg2mZFwSBieer+HWVkeSNJ4p5AJfzZ+AwORISM5ior+Gw1pMfjxVykeE7PP0tz6LK3L6dr9UoklxhscxP99eicBmPwnssYlUWpqytqGN6nqbgFhxmE/MBUyzZoP6v5FsydWV4q5x5OWgFigFIPTgYiKJEUaIl8F3gZI9eYwuc7jgrBWKUKmLaXfQlSaLSLJFrMJNrMJNjsATcqzFL1LSZ2N9uvbcTIEyjJLz9FaJRMPzhgM8OZDHfB3bt2kVpaSkzZswYkKBNERERTJw4kYMHD1JQUEBISPc5TmtraykpKQEgKioKB4eBT4XRG4cOHbK5+M+aNYuwsLAhL0NHTCYTv/76K/v2Web1+fn5cemll9qCElobWUEQTluhKIoixcXFpKenk5GRQWZmJk1NTSdsp1ar8fPzw8/PD39/f3x9ffHx8cHHx+ekBn2srs5ubm4nVXetra1UVVVRWVlJRUUFJSUllJaWUlpail6vJzs7m+zsbLZs2QJYIsNHREQQGRlJVFQUAQEBZ4T1XqFQMGXKFEJCQli7di1lZWV89dVXTJs2jSVLlqBSDV/TGx4ebot9kZaWhkajYdKkSb3vOIA4ODgQFRVFamoqJSUluLm54el5erouypxduPjZo3FQYmg1U1fYgmfImZXmtC3ZMg3HPrZ/sXBUHi64LpuN6zKLUNPnl9G87RBNW5No3nYIc00j9d9so/6bbSAIOMRH4HzOFJzPmUpyiMj6uoMICDwXeGUnUaf0HYfDrd/T8vYSzJlbaPviT9hf90mPVv7+4BsTj1KjpbW6kvqCbNyDx/a+Uy/8YZkfXME38TyLmD/6iwmzSUKp6vzMFgSBUU/fRO7FjzNtx1YOL76CDWnlXBQm4jfBcn/ryyR0zRJ2Tj0/71OrjJhEGOWoINBFiSAIKINnIFZlIZYehd7E/BhLv7GuPQjeL/VH+LjqdwBeDb4RL/Xweq71RFVmI/omE2oHJb7jXXvf4QxD6BBJf4aDRZ7rRIk8o0XYZ7eLfJ0EqXozqXqLR6cKCFYrGCMpiNGbCNOosJMD6w0KspjvAycb+K4nrO6kOp2u220MBoNtfqu/v/+wRNBPTU3lyJEjAEyfPr2Tp8FwUFdXx9dff01paSlgmfc7UiKHnyr19fWkpqZy9OhRUlNTTxDvKpWK4OBgwsLCCAoKIigoiFGjRo2oa3dwcLCVrSNms5ny8nIKCgooKCggJyeH/Px8mpqaSExMJDExEbCI+wkTJhATE0N0dDSurqf3g9PLy4uVK1eydetWdu/ezb59+ygqKuKKK64YVpfysWPHYjKZ2LdvH8nJyWi1WsaPHz+kZfDy8sLf35+SkhIyMjKYPHnysGTnkJHpD4Ig4BXuTOmReqqzms4oMW+qb8KQXw6A/cRTC2yrDR6N9qbReN50PpLRRMuBNJq2JNK0+SC6o7m2lHglL33Gn98fA4FKrtRFMEFxYjoy5ZgEHG7+mtb3L8Z06H/oHb3RLn9lQAbrVVo7RsUmUHJwFyUHdw+MmG/31mgUpUGNBRI2TYnGAVrroTpfwjf8xPM4zZmI/cRwZqYk8u7iK0iqD6DG6EnU5Dtw8hRorpGoyhMJjOm5H1HebBFoY1xVtutRjLI8M8wVx3otqzUIXkNRHqVtNTxS8BkAt/ksYp7LiamgRxKlyZYphv5x7ihVp7+xYSCwUwiM06oY1+6eL0oSJSaRLL2ZbINIpsFMoyiRbRTJRsnWWj0K9ASrFURqlUS0W++1srgfEGQx3wt1dXVs2bIFNzc3lixZMiDHNJlMHDt2DEEQGD16dLfbFRUVYTKZcHJyGha39uzsbA4cOABAfHz8sLsIZ2VlsXbtWnQ6Hfb29lxyySXDkhJvICktLSUpKYmkpCRyczv7u2m1WiIiIoiKiiIyMpKgoKARkcP8ZFAqlfj7++Pv78/MmZZgO0ajkYKCAjIyMkhPT7d5H+zdu5e9e/cCEBoaSnx8PPHx8fj5+Q3nJZw0KpWKc845h6CgIL799ltKS0t59913ueyyy4Z1cGzcuHEYDAYOHTrE/v370Wq1Q+51ExoaSkNDA83NzaSlpQ25h4CMzMngHeFC6ZF6qrKbiFgy6rT1ADuetmSL1VQTNAqV+8BZSgW1CqeZMTjNjGH0UzdhLK2m8deDNP26n09dMskPVOLSYGb5Tb9wTNyG04J4XC+YgfPSqajcLOVQRS7G/toPaft0BYadbyE4+6Bd8viAlC8gYZZFzCftYcKlK07Z6m+1zBsk0ElgP0g/D4VSYFSEgsLDImUZZnzDuy63+/Xn0Pbo20TU5JPpGcxe6W6iHYLxDWuhuUaiIrt3MV/RYhHzPo5/bGcV82J572Le0XsUKnsHTG2tPHtoNXV2LUTbB/Jnv4v6ernDglFnpr7IEl9g1Hi34S3MCEYhCASqlQSqlSzE4uVZZZbI1JtIbdaRj5Ias0SuUSTXKPITRpRAiEZBlEbJOK2KEI0cMf9kkcV8L6xfvx6j0chFF12ERtP1PK3a2lrq6upwd3fvlHLu0KFDxMXFdXrQm0wmXnrpJUpKSpgzZ06P6eVaWlpQKpWMHz9+yF2Pi4uL2bVrFwDjx48nJiZmSM/fEUmS2LFjB1u3bgUsXgpXXHHFsKTmGwgqKyvZt28f+/bto7i4uNO6oKAgYmJiiImJISwsbFjdsQcbtVpNeHg44eHhXHDBBZhMJnJycjh69ChHjx6loKCA3NxccnNz+eabbwgICGDatGlMmzZtRKR86y+RkZHccccdfP3115SUlPD555+zcOFC5syZM2xiIDY2Fr1ez7Fjx9i5cydarZaAgKFL5ahQKBg/fjyJiYk0NjYO2XllZE4F90AHlBoFhhYTjWVtuPoN/fS3waAtuX2+/Cla5XtD7eeF543nYr52Bl+k/gNEHXelB+Dh1IKxrIbGDbtp3LAbVEqcZsXgcuFMXC+YiXrSVYhNVei/ewj9T8+g8B2HOvaSUy6Pd1Qsagcn9I31VGel4h15av0drULATrAI+UZRwn4QrY9+kRYxX5omEndB19u4Xz6fsiffZdbhJDIXBbO1fg63AD7hCnL2i1Tk9B6or7LFso1vBzGvtIr5ykwkk6HHWAaCQoHbmFCqM1KoLcjGfpwLq0JuRqsY2QaKmrxmJMmSycLBfeBiNZzpCIKAj0rAW6lmgqEFNzdnaswSmQYzGXozGQYztWaJbINItkFkQ7MRrQBjNUrGaZWM1yrxUynOmIHSwebMVQoDxNq1a4GeXew///xzVq1axT333MO9995rW/7www8DMGnSJHx9fWlqauLAgQPk5eXh5+fH3//+9x7PrdVqCQ4OHvKAd9XV1Wzbtg1JkggNDR2WAFlWDAYD3333HceOWUZ+J0+ezHnnnXfaidyWlhb27dvHrl27yMnJsS23DtZMmjSJSZMmndXRvFUqFZGRkURGRnL55ZdTV1fHoUOHOHToEMeOHaO4uJji4mLWrl1LeHg4s2bNYurUqTg6nj6RZd3c3Lj55pv56aefSExMZOvWrZSXl3PJJZd0O1g4mAiCwJQpU9DpdOTm5rJt2zbOPffcIZ3SY29vz9ixY08ImCgjM1JRqBR4hjpRmd5IVVbTmSPmD7fPl+8l+N1A8Xb5rzSJOmIdxnDHHY+iuEOgLTmbxh/30PDjHvTpBTRvP0zz9sOU/vkdHKePx3XZbOwn34o58T3avliJYtR4lD4Rp1QOhUqF36TpFOzaTMnBXacs5gFcFAI6s0S9WcJ3ELsro6Mshp6yjO4FucJZi3ammZnJSXy06FJ2lUg06ER8Qi37Vmb3Luatlnlfxz8MS4JbIGidQd+EWJ2FctSEHo9hFxAIGSkEV5k4d9HFhNn59nre4aY62zLd0Sv8zJlOM1x4qRR4qRTMdFDbLPcZejNp7eK+SZRI0ZtJaZ9z76oQGKdVMkGrZLxWhfMZFmx0IDm9FNEQc+TIETIzM4mNjT0pd+6rr76aHTt2sH//furq6lCpVIwZM4Y77riDP/3pT73OBx47dmwnS/9Q0NTUxObNmzGZTPj5+TF79uxhE/INDQ188cUXlJeXo1AouOCCC2zR6k8HJEkiIyODbdu2cfDgQUwmE2ARUOPHj2fatGlMnjz5tBKjQ4m7uzsLFy5k4cKFtLS0kJiYyL59+zh27JgtkN7nn39OQkIC8+fPJzIy8rQYxVWpVFx00UWMHj2ajRs3cuzYMWpra7nmmmuGJUaAIAjMmjULnU5HaWkpW7Zs4fzzzx/SVHq+vr7DEhNERuZk8R7rbBPzYXPPjKwctuB3g2yZB6g1NbOmxuL992e/ZSjbg945xI3FIW4so564AX1OCQ0/7qbxh920JmbQsieVlj2pIIj4Xe6HhlJa378Mp4f3ImhP7TnqnzCTgl2bKT28n5grV6I8xSltrkqBSrNEgygCgxfXZnSk5dg9ifnWirVoF5YT8BsEV5eS7+XHr3lthIRbBpArcvsu5ju62QuCgHLUeMwF+xDLj/Uq5rc4VxMJRNQIrPCe0+s5hxvRLFGb1wyAV9jIDdB3OmK13PuoFMxxtIj7EpNImt7MMb2ZTIOZBlFib5uJvW0mBPSMUSsYr1USrVURqlGgPAPa3IFCFvM9EBsbS0ZGRq/b3XvvvZ0s8lZuu+02brvttpM+/1C71uv1ejZv3oxOp8Pd3Z358+cPW2TxkpISvvjiC5qbm3FwcOCqq646IajaSEWn07Fr1y62bNliC9QHEBAQwKxZs5gxY8ZpO0VguHB0dGTu3LnMnTuX+vp69uzZw65duyguLrbNsffz82PRokXMnj0brVbb+0GHmYSEBLy9vfnqq68oLy/nvffe45prrsHf33/Iy6JUKpk/fz4//fSTLU7I+eefP6TeAmdCFgOZswfPECcEpUBbnYHWWgOOniO/zekJc0MzhrwyYGjE/EeV22gTDcTYBzLXuet4PNowf3zuuwKf+67AUFxJww+7aVi/g9b9aVRsCGP0RdWoqjOouncGypn/xPXi2Sc9198zLAo7Nw909bVUpiUzOjbhVC4PV4UCEGkc5Ij2fu2W+fIssctUiZJZR3PB26ijdaj8HZmZmkj+PD9+ym7j72GWgKN9scxX2izznQcmFO1i3lx+rMc0ZEdaC/lUm81zgHedAYwm0Iyc4L1dUV/cgkkvonZQ4jJ6aD1kzzYEQSBArSRArWSJExgliRyDRdin6MwUm0QKjJbXT81GHAQYr1URbackWqu0pYM8W5HFvAxgSYW2fft2GhoacHBwYPHixcPi9guQkZHBN998g9FoxMfHh2uvvfa0EL81NTVs2bKFbdu20dpqCZii1WqZPn068+fPJzg4+Iyw3gw3bm5unHfeefw/e+cd5kS59uF70rO9L3VpS++9S5WqNEHQo0fEYwcRyzl27Irt+AkqgkdBBRUUpYMg0vvSe11gd9m+yWaz6Znvj9kEkC3Zkmwh93XlUpKZed/MJpP5vc/z/J5hw4aRmJjI5s2b2bVrFykpKXz//ff8+uuv9O/fn0GDBlX5dmcNGjTgkUceYfHixaSnp7NgwQImTJhAs2blSxstCyqVisGDB7N69Wp0Oh2bN29m8ODBfpHtx08hKNRyQutq0V3OR5+cX+3FvOmIVP6ljItFERHi1bHyHGa+zdgCwBO1hnj0u6iqF0P042OIfnwM1uRM9Cu2Y1gXRVij39EEnSJr/vOk/Kcxwbd3IWz8AEKGdkOm9fxvIshk1GrbhcRtf5B15nj5xXyBqPZmr3mAyDgBpQZsZsi8JBLT+MZzacpYg9OWiUJbm4j7R9Hnm60s7ncnmxPNBBYEx405kJctEhRR9N8hraBmPqYQMQ/gvHq8yH2dopPXriwhJ0DAEqhCbbSiv5JIZJOqbWCcee5aVF7wu677FKUg0EKtoIVawbgQ0DucnChoe3fcbMcown6znf1mKeO1oVJGO42Cdho59W/BWnu/mPcDwN69e0lJSUGhUDBo0KBKS/3ev38/q1evRhRFmjRpwoQJE6p8u6qUlBRWr17N7t27cTgKVq9jYxk8eDC9e/cmIKBm1FNWNQRBoFGjRjRq1IiJEyeyY8cONm7cSFpaGmvWrGH9+vX06NGDkSNHVmkn/LCwMKZMmcLSpUs5f/48P/74IyNHjqRLl/LdTJaFwMBABg0axNq1a0lJSWHfvn10797d5/Pw46c6EBIriXlDWtEtZqsLrnr5AB9E5Rdn7kDvyKeROobhYR1Kvb+qbhTRj4+Bx8eQ//s72Le+QUTXs1gzQ8hds5vcNbuRBQcQemdvwu8ZTGDP1uDBzX1kkxaSmD9fckZmSbgc7b0dmXc52l854uTqqWt18CCV+hlTpBZwAXXuRXXvUBrO+ona2elcjYhhR4aF8DoCOSki6eedBEUUHim32EV05gIDvKAbt3Gl1juLaU/3a/ZeEowXCZCriW1YD93xI+gun6/SYl4URTLPu+rl/Sn2lU2oXEbPAKnPvVMUuWhzcsxs56jFwWWbk0Sbk0SblRUGCJMJtNfIaa9R0FwtR3kLCHu/mPfjbg0G0Ldv30qJZoqiyObNm9myRVqt79ixI3fccUeV6qH+d65cucLy5ctJSEhAFKUf7JYtWzJkyBDat2/vj2j6kICAAG6//XYGDRrE4cOHWb9+PadOnWLHjh3s3LmTzp07M3r0aOrXr1/ZUy0UjUbDvffey8qVKzl06BCrVq3CYDDQv39/n68wR0ZG0rdvX/766y9OnjxJeHh4pWQK+PFT1QmuJS00G9JMlTyT8pN/2DfmdxanjXnpfwLweOxgd618WdGOfgmT4ST2g0uofU86RuGf6H7dhS0pg5zFG8hZvAFVg1qE3T0A+fCuUEyWX0SBuNQnXcRuNqHQlD21OqQgMq/zcmQeoHbzAjF/2kH7Eddu6225B7AbT4FMQ0DsXciUYQQP6ES3M0dY3mMwu5IsxMSryUlxkHbeSeOuhd9vuVLs1XIIU9/4e+SOzGeeR7SZEZQ3Bl9yHSbeS/4dgOm1hlOrUZ4k5hPPVdTb9wrGTAtmvQ2ZQiCigd/XqCohEwSaqOQ0UckZDegcTo6aHRyx2DlpcaBzimzJt7Ml345agNZqOR00CtppFARUwQwLndlJuLZ8Wscv5m9xXG3SQBLQlVGX7nQ6WbduHXv37gWgX79+lSJiPCU1NZXff/+dPXv2uEV8586dGTlyJI0bN67k2d3ayGQyd2eACxcusHr1ahISEti/fz8JCQl0796dMWPGUKtWrcqe6k3I5XJGjx5NaGgoW7ZsYcuWLZhMJoYNG+bzhaEGDRrQsWNHDh48yO7duwkLC6uW7QD9+PEmwbGS2MtLtxRar1ydcLela+ddMb8sey9pNj2xylDGRXQr9/EEQUA7/nPyLu5C1F0mrPdJar36Lcbdx8n56U/0v2/DeimV9A9/hA9/JLd3WyL+MYTQUb2RBdwoPLXhkWgjojBlZ5J98SwxLduVeV6uyLzey5F5kMQ8QMqpG2vfjSmLANDG3IFMGQZAxD9up+XHG1kOHLxq5R9NtJze6iCtmLp5l/lddID8pvsyIaQ2aMPApMOZfhp53fY3vP5/V9eSYTfQWB3DQzEDyK59SJpbZloZ361vyChwsY9oEIhc6Q/MVGXC5DL6BkpGejZR5JTFwWGzncNmyUTvgNnBAbMDGRaaq+V01CjooJETVgXq7A+mWpm8PJPDj5Yve9Qv5m9h8vPz+euvv3A6nTRo0IB27cr+w1VWHA4Hy5cv58iRIwCMHDmSrl27+nwenpCTk8Nvv/3Gtm3b3CK+a9eujBkzplJMy/wUT+PGjZk2bRrJycn8/vvv7Nu3j927d7Nnzx769u3L2LFjq1wrQEEQGDBgAEFBQaxevZq9e/disVgYNWqUz7NU2rVrR3Z2NpcuXeKvv/7izjvv9JeM+PFzHdowJQq1DLvFiTHTQnBs1S4JKwpHrhHrecms1ZuReYfo5Mu0jQA8EjOownqMC9pQtJPmkT93OLYdX6JsN4agXgMI6tWWuu8/hn7NLnJ+/JO8zQcx7jiKccdRkv/9BWF39SfiviFoOzVzi9TIJi1Iyt5O9oXT5RPzBQs7uc6SzeXKS51C2tM5LKmYMzcAEFjnH+7nQ0b0pNWbPwJwPN1KREGNfXoxvebT8wtPsYfrHO0v7pQc7a8T86lWHQsLvBFerzcetUyJJkzq0GTW55T+jfqQay3p/Cn21QmlINBWo6CtRsG9oshlm5NDZjuHzA5SCtzyT1ocLNZDE6WMTloFnTQKIhW+F/brzpl4cl02Znv5F/z8Yv4WxeFw8Ndff2EymQgPD6+UFnR2u51ffvmFU6dOIQgCY8eOrZQFhZIwm82sXbuWtWvXYrVaASmLYcyYMdXGYf9Wpm7dujz55JNcunSJ3377jUOHDrF161Z2797N8OHDGT58eJXzZejatSsqlYrff/+dw4cPY7FYGD9+PAqF7y7ZgiDQp08f9Ho9Op2Ov/76i+HDh/vLR/z4KUAQBIJjNeRczseQZqq2Yt5tflcvGkWk99pjrtUd4qIlnVB5APdG9a7QYyuaDULZ6xFsO+dh+ukRgp5PQNCEIAvQED5+AGF39SfzxHmca/eRs3gD1sRUsheuJXvhWjRtGxP5wHDCxvcnokkLkvZtJ/v8qXLNJ7TgOpnnBLsoovDi/VXtFgXt6c44cTpFZDKB/Ks/Aw5UoV1RBl6rTZeplTS/vS3heXpygkLJj5CEenFiPi2vcCd79zFrtcZxcSeOtBsd7eemb8Qi2uka2Jj+IVI6vjZUWkC35OoQnU6EKvh7YsmzYUiVfDAiG/vFfHVFJgg0VMlpqJIzJgTS7E4OmuwcMtu5YHNy3ubkvM3K0lwrDZUyOmkUdNEqiPKBsP/6oIHXt+gRgf4Nym+eWvW+RX58QkJCAhkZGSiVSgYMGICynD1VS4vdbmfp0qWcOnUKuVzOxIkTq5yQF0WR3bt38+KLL7J8+XKsVivx8fG8/PLLTJ8+3S/kqxkNGjTg6aef5uWXXyY+Ph6r1cry5ct58cUXbyiZqCq0b9+eiRMnIpfLOXXqFEuXLsVut/t0DkqlkoEDB6JUKsnIyCAhIcGn4/vxU9VxpdpXZxM8l/mdtkNTr47zZZoUKX4wuh9B8opf+NDc+T5CRCPEnEuYV/znptcVdSKJeXYSzfd/TeMV7xN29wAEtRLz0QskP/c5J1rdh/UnqdwvJ/EcTkfZr7eBsms32AYv181HNRBQqMFmguwrIqLTQn7qUgACrovKuwgd2p3myRcBSA6U3mPaeWeRv4HXeswXLhnkrrr51GsmeOk2PT9kbAdgeu0R7mCROiQMQSZDdDqx5OpK+1Z9QuZ5ycU+pLYWdZA/5llTiFXIGBas4oXoAGbFBjApVEUzlQwBSLQ5WWaw8lJ6Pu9m5PNHnpUse8Vn1TicIq9t1jGzQMjf3zaQBaPK71PmF/O3IJcuXeLECemi27dvX0JCvNuG5u+4hPzp06dRKBTcc889tGhReJ/ZyiI5OZlZs2Yxd+5ccnJyiI6O5sknn+Tll1+maVPv3vD48S5Nmzbl5Zdf5sknnyQ6OpqcnBy+/PJLZs2aRXJycmVP7wZatGjBPffcg1wu5/Tp05Ui6ENCQujTpw8Ax48f59KlSz4d34+fqozLBC83tfqa4Lnr5b3oZH88/wpH8i+jFORMju7nlTEEdRDaSfMBsO3+H/aT6wvfTiYjqE874uY+T8sTP1Dn3UdQN6uPmG/BtHg7MouIw2rhytdLcJosZZqLTBAI8VHdvFwhUCu+oG7+pBNTxlqctmxk6lpoIgfetH1g77a0SLsCwDFDDjI5WPNBd7Xweaa7xXxRkXlJzDuuXhPz89L+xCLa6BjQkNuCr93fCTIZ6pAwAExVNNX+Wop9UCXPxI+3CJfLGBio4rmoAD6MDeAfoWqaq+RuYf9LrpUX0/OZlZHPJqOVXEf5hb3VITJ1XTb/OyQtFr3SJ5T3BoahqABTPr+Yv8XIzc1l+3ZptbR169bExcX5dPy/C/lJkyYRH+/9VjieYrVa+eWXX3jttdc4deoUSqWSsWPH8s4779C1a9cqa8rnp3QIgkDXrl155513GDt2LEqlklOnTvHaa6/xyy+/uMspqgLx8fGVLugbNGhA69ZSC6Lt27eTm5vr0/H9+KmquCLzxgzJBK864nKy92ZbuiVZuwEYEtqOSKX3UpcV8beh6jsNANPSxxEtecVvHx5M1GNjaLZrLk3WfEj4hAFosiTxennhEk62vp+U1/6H9XLpDdtCfexoD5By2kF+gfFdYO17EISbI8syjYoO0ZIwP5hpJaphQd38hcIFi0vM1yomzR5AzL6AaM0ny2bgu8xtADxde/hN902aglR7sy7b8zfoIxxWJzmXjIC/Xv5WIUQuo1+gkmejtHwQG8C9oWp3xP68zclPeivPp+Xz3ywTO/NtmMrwfTbZnDy0MosVZ0woZfDF8Age7xJcYZrCL+ZvIRwOB1u3bsVmsxETE0Pnzp19Or7T6WTZsmVVVsifPn2a1157jVWrVuFwOOjYsSPvvvsuo0ePRqVSVfb0/HgBlUrF6NGjeffdd+nYsSMOh4NVq1bx2muvcfp0+XsNVxR/F/S//fYbTh8YK11P586diYmJwWazsXXrVp+P78dPVcRlgud0iBgzyxbFrUwcuflYz0kZSd5Ks7c67fyWvQ+AuyN7eGWM61GPfAshsjGiLgnLxvc92kcQBAJ7tCbuq+ep/88JAFjjAnDo8sic8yunOj1E4v1vkbftsMclWb7qNQ9Qu6V0O598LBNb3nEQVATUGl/k9t261UcQnaSgIayBNM+iHO1TjdLzRUbmg2MQAqNAFHGmn2Z++iZMTivtAuIYENL6pu3dJnhVUMzrr+bjdIiogxUERpa/ltlP9SJULqN/oJLnogJ4PzaACSEqGipliMBJi4MFOgvPpRqZl23msNmO3YNrgcHi5L7fM9mUaEajEPjmzkhGN69YM2G/mL+FOHjwIJmZmahUKvr16+dTIytRFFm5ciUnTpxAJpMxceLEKiPkLRYLixYt4r333iM1NZWwsDCmTZvG9OnTiY6Oruzp+fEB0dHRTJ8+nWnTphEWFkZqairvvfceixYtwmKpGjfo8fHxTJo0CZlMxvHjx1m1apVP6/xlMhn9+vVDpVKRmZnJwYMHfTa2Hz9VFZcJHlTPfvOmYwXmd3WjUUR5x/xuo/4oOQ4jMcpQbgtp6ZUxrkdQBaAZ/SEA1s2f4swoXU/z6HYdALA1DKLBotcI6t8RnE5yV+/iwugXOdv3SbJ/+AOnufgMLldkXu/LyPxxKaqsjRmJTFl0t5bat3ciLuMqAI5IG1C0CV56CTXzcC3V3pCcwIICB/una40oNPKoDXU52lc9MZ+bIn2HQ+sG+DMxb3HC5TJuD1LxUnQAb8cEMDpYRS2FgA3Yb7bzebaZ59OMLNZZuGh1FHo/lm1ycPevGexOthKsElg8NoqBjbQVPle/mL9FSElJ4dixYwD07t2bwMBAn40tiiLr16/n4MGDCILA+PHjq0zd+blz55g5cyYbNkjGPP369eOdd97xedaCn6pB586deeedd7jtttsA2LBhAzNnzuT8+fOVPDOJpk2bMn78eARB4MCBA/zxxx8+FfSBgYH06tULgKNHj5KSkuKzsf34qaq4TfBSq58J3jXzO+8trv+ctQuACRHdUQi+abGpaH0H8hZDwWHFvPy5Uu0bWr8xMoUSa14u8k5xNF72Ds12ziVyykhkgRrMJxJJeupTTrWfTNqsRdgzdIUfxx2Z90F7ugIxn34xDKdTICB2bLHbq+JiaZWXAUCmUwcUHpm3OUSyTNLzRaXZwzUxf+TCHxidFlpr6zE4tE2h27oi8yZd1auZ118tEPN1Kl5w+am+xChkjAxW8UZ0AC9HaRkcqCREJmB0wuZ8G+9lmpiZkc9ag5Wcgu97Vr6DCb9kcCTdRoRWxtLx0XSv651sD7+YvwWwWCzuOvlmzZr53IV9x44d7N4t1cuNHj2aVq1a+XT8wnA6nSxfvpx3332X1NRUwsPDeeaZZ3jwwQd9utDhp+oRGBjIlClTeOaZZ9xR+nfeeYcVK1ZUidTyVq1aMWrUKAB27drFjh07fDp+w4YNadasGSDVz1eVzAU/fioLtwledYzMHykQ816ql0+16ticKxmj+SLF3oUgCGjGfARyJfYTa7CfWOPxvnKlkrAGTQDIKmhRp2kRR92PnqTlse+o/cZDKOtGY8/QkTZrESfbPUDS059hPpt0w3FC5dItti9q5qMbyZArnVjNWvL0rVGGdCpxnw6xUhejizLpc5t+4eZ5pudLUXmFDMK1RUsGeUHdfF7KIQCmF1Ir78JdM1/FIvOiKLoj8yG1/WLez80IgkADlZy7Q9XMig1geoSGbloFSgFS7SK/Gay8kJbPeylGRv2SwaksO7GBMpZNiKZtjPfKdf1i/hZg165d5OfnExISQrdu3Xw69uHDh9m4cSMAQ4cOpUOHDj4dvzBycnL48MMP3XXHPXr04O23365yrfH8VC7t2rXjnXfeoUePHm6/hw8//JCcnMqPJnTs2JGhQ4cCsHHjRo4cOeLT8bt160ZISAj5+fns2rXLp2P78VPVqM4meNYLUqq1pll9rxx/WfZenIh0CWxMY02sV8YoCnlMc1S3SWZ45uXPgd3zhcfIJpIDe/b5G71T5KFBRE+7ixYH/kfc1/9B26kZosVG9nfrONPjURL/+TbGfdICgK/c7AHkSoGo+lKkXa8fiyCUfHvfo0tdAE5HSotR2Uk3L1anF9TLRwfIkRWTdu6KzDfSZdJcU4ehoUXfT2nCqqYBnklnw2ZyIJML7u+0Hz9FIRcEWmsU/Ctcw0exgTwQpqapSobF4uS7P3JJzLaj0Qj8c0go6mDvym2/mK/hXLx4kcTERARB4LbbbkOh8F3PzAsXLrB8+XIAevXqRc+ePX02dlEcPXqU1157jZMnT6JWq3n44Yd57LHH/NF4P4USGBjIo48+yr/+9S/UajUnT57ktdde4+jRo5U9NXr27On+Tv3+++9cuHDBZ2MrFAr69u2LIAgkJiZy8eJFn43tx09V40YTvOqVam9NSgdAWT+mwo8tiqI7xX5iZOX8/qtvfxkhpDZi5nmE3XM93i+iSXMAsi8UboQqKBWEjetH/Ib/0mTNh4QM7wGiSO6qnZwf+gznRz6PIuEkALk+iMw7HflE1T0OQFZaL4/2ad+vGRqrBX2oFKG35oPNcuNcXfXyscXUywMIsdLiR11jHo+EdUdWzGKCxl0zX/kL49eTm5IPQFCsBpncXy/vx3O0MoHeAUoeDtKQtNNErs6BRi3QrX8QJ5Qib2eYeDsjn81GG/leuB74xXwNxmQyudPb27VrR1RUlM/GTk9P5+eff8bpdNK6dWsGDx7ss7ELw+l0smLFCj755BMMBgNxcXG88cYb9O7du1Ln5afqIwgCffr04fXXXycuLg6DwcAnn3xSJdLub7/9dlq3bo3T6eTnn38mPT3dZ2NHR0e7s1l2796NyVT9Uoz9+KkIbjTBqz5i3mm2Yk+VoqOquIqPmicYL3LBko5WpuKO8JLTvr2BoAlGfce70v9v/y9OXVIJe0hENGoGgoAxIxVzrq7o4xe44Ddc9BrNds0l/B9DEJQKjLuOo39UMuHT2xw4vdxO1JK1meh6UslE+kXPFmaUGhUtLTnY1YAgCYx83Y1CI80t5ov3OtjqSCdTI0WzR1qKj2prC2rm7WYTdnPV+d1w18v7U+z9lAGDxck/fsvgZIaNSK2MVROiebVhIF21ChTAZZuTxXoLz6cZ+TbHzPkiTPPKgl/M12B2796NxWIhIiKC9u3b+2xco9HI4sWLsVgsxMXFMXbsWJ865/+d/Px8Zs+ezbJlyxBFkf79+/PKK69Qq1atSpuTn+pH7dq1eeWVV+jfvz+iKLJs2TLmzJlTqSJWJpMxZswY4uLisFgsLF68GKPR6LPx27dvT0REBBaLhT179vhsXD9+qhrBtaqfCZ4tWUrLFgLUyCNCKvz4Swqi8iPDOhIk11T48T1F2fleZA17IthMWNe/7dk+AYGE1JFKD7IL6uZLQtM8jvqzn6bFwW+IenIcQSbps+CQyTg85FmyF29AtHlH1Jsy1xBdX8qQunrG80XmDtFyEACVNC/j34LlaW4n++LF/HcZWzlbkD6vLKF7gEKjRVEg/E1VKNXeXS/vN7/zU0rMdpEpK7M4lCaZ3f18VzQto1S00ih4OFzDB7UCmRiioo5Chk2EXSY7szJNvJFhYpPRVu7x/WK+hpKYmMilS5cQBIHevXv7TEzb7XZ+/vlndDod4eHhTJo0yaep/X8nLS2Nt956i4MHD6JQKJgyZQqTJ0/29433UyZUKhWTJ0/mwQcfRKFQcODAAd566y3S0tIqbU5KpZKJEycSHh6OTqfj559/xu7lKJALmUxG79693en2iYmJPhnXj5+qhisyX51M8KxXpEweVb2YCm/Dle+wsCInAYC7KynF3oUgCGjulPrN2/Z/hyPjrEf7RRRRN18SyjpR1HnrX7TZ/zVai9S+TmcwkTT1v5zu9ghZ363DaS3/DbwLpz0XS/Y2ouMKxPxpp8cRv+6d6gBg0UgLAMacv6fZS88XF5m/Ysniz9zjnCswtnNePV7iuNdM8KpGqr3D5iQvQ1p8Ca1TsT3A/dRsHE6Raeuy2ZlkIaig/VzLKOUN2wTJBAYFqZgZreWFKC29CkzzUuxOfs4tvsWlJ1SeyvLjNSwWizu9vm3btkRGRvps7DVr1nD58mXUajX33nsvAQGVd1E8ffo0s2fPxmg0Eh4ezrRp02jcuHGlzaeyMJvNpKamkpmZSUZGBllZWej1egwGAwaDAZPJhNVqxWq14nA4cDgcyOVy5HI5KpUKlUqFVqslODiY4OBgQkNDiYyMJDo6mqioKGrVqoVGU3lRl8qgX79+1K9fn9mzZ5OSksKbb77JU0895XZ59zWBgYHce++9fP3111y+fJm1a9dy5513+mTsyMhI2rZty5EjR9i9eze1a9dGrfZO+xU/vuXIkSPMnj2bQ4cOYbPZiI+P54EHHijVZys3N5dvv/2WjRs3kpSUhEqlol69eowdO5YJEybUmM+KyzArr8AErzrU3NpcYt4L9fLr9UcwOi3EqaLoEeS9tneeIm/YA7HpYISzG7Gse5OA+78vcZ/Ixi1I3PoHWaUU8y4UESGE2fMx2Z2on52E/LX5WC+lkvz0Z6R/9CMxM+4m/N4hyNTKkg9WDOasP0G0EdNEhUwBZgPkJItE1Cv5M9i1VRTsvEp+kBy1XhLz0de97k6zDypazP+QuQ0REaFWSzh9HEfqiRLH1YRFkJeWUmUc7Q1pJkQnqIIUqIP90siPZ4iiyIubdKw5Z0Ilh2/ujCzWtV4QBBqr5DRWybnbKbLbZGNbBUTm/Z/YGkhCQgJms5nQ0FCfptfv37+fAwcOADB+/Hiio6NL2MO7c/npp59wOBw0btyYp556irCwsEqbjy8wGo1cuHDB/bh06RLJyclkZmZ6feyoqCjq1atHXFwcjRs3dj9qsrFg48aNmTlzJp999hkXLlzggw8+YMqUKZXWejE6Opq77rqLxYsXk5CQQO3atenSpYtPxm7fvj2XLl1Cr9eTkJDg7kXvp/qyZ88eHnroIZRKJSNHjiQ4OJg//viD5557juTkZB577LESj5Gbm8u4ceO4cuUKnTt3ZtKkSVitVrZu3cpbb73Fhg0b+Pbbbyu1DKuicJng2S1OjJnmauGGbb0sZRR5w/xuve4wAKPCO1d41L+sOPu/iPzsRuyHluAY9G/kddoWu31YA2nx33D1CqLTiVCGz2moTOAqIBvVl5ajepG1YC0Zs3/BlpRB8rOfk/7fJcQ8ew8R9w5GUJbtltycsRaAoDpDiW0i4+ppJ1dPO4moV/J8awXJiXWasRYEXvL/FplPy3Ol2Rd+LLPTxk8F5RQdGwwGfkHMLtkQ1W2CV0V6zetTrtXLV5XPq5+qzwe7cll0zIhMgM+HR9K7vueBrQCZwMBAFQMCyreYB34xX+NIS0vjzJkzgOQgL5cXX+dUUVy5coU1a6Q+roMGDaJp06Y+GffviKLI6tWr+eWXXwDo2rUrDz/8cI1LqxdFkStXrnD48GFOnDjByZMnuXz5cpGpdYGBge5IelRUFKGhoYSEhBAcHIxWq0WtVqNWq5HJZOTl5REUFITT6cRisWCxWDCZTBgMBnJzc9Hr9WRmZroj/Uaj0f3vQ4cOuccUBIG4uDhatmxJq1ataN++PfXr169RP5RhYWH85z//Yf78+ezfv5/58+dzxx13MG7cuEp5n82aNWPQoEH8+eefrFmzhtjYWOrX907LqeuRy+X07NmTdevWcebMGZo0aUJsrG/bUPmpOOx2O6+88gqCILBo0SL3AtWTTz7JpEmTmD17NsOGDaNhw4bFHufnn3/mypUrTJ48mRdffNH9vNVq5d5772X37t0kJCTQtWtXb74dnyCZ4GnJuWzEkFZNxHyBk31Fm9+ZnFb+ypVSrYeF+S6gUCK12qBofxf2w79iWfcGAVN+KXbzgMgY5EoVDpsVY0YqQbF1Sj1kaEGGht4pIgvSEP3EWCIfHEH29+tJ/3SJJOpnfEbGp0uIeW4S4RMHISg8v29zWLOx5EhiWhs9nNrNJTGfcspJ60GeHaNDlJw0rXTvcHOaffEGeKtzDpBtz6OOMpzOsb0xA059CqIoFvsbqK1i7elc9fKh/np5Px7yzaE8PttrAOD9gWGMiK+8z45fzNcgnE6nu+dz06ZNfXYzbTQaWbJkCU6nk1atWtGnTx+fjPt3nE4nP/74Ixs2bABg2LBh3H333TUi6gOg1+vZu3cve/fu5eDBg2RlZd20TVRUFE2aNKFJkyY0aNCAevXqUbduXUJDQz0aQxRFdDodYWFhHotRvV5PcnIySUlJXLp0ifPnz3P+/HkyMzO5dOkSly5dYt26dYCUkt2xY0e6detGt27dPJ5XVUatVvPEE0+wZMkS1q1bx6pVqzCbzdx7772V8tnr06cPKSkpnDx5kqVLl/Loo4/6JEOiVq1aNG3alLNnz7Jr1y5GjRpVY757txq7d+/m8uXLjBs37oZMk6CgIJ544glmzJjBsmXLeOaZZ4o9zpUrVwCpLOV6VCoVvXv35ujRo4Vex6orwbU0kphPNUPRbbarDK40+4qOzO8wnCbfaaW2Mox2AXEVeuzyohr6KvYjv2E/tgLH5f3I44rOXhJkMoJq1UN/5QK5V5PKJuYL6TUv06qJemQUEfcPJXvhWtI/XYr1UipJ0z4l/dMl1HrxfkLH9PUoE8Cc+QfgQBnUBoW2ATFNLABkXvLcBK9L83B+10g+K7kXcnFJA4dTJNMkHacoA7yFGVsBuC+6D8rQepgBrEawGEBTtKmiKzJvqgJp9qIouiPzIf56eT8e8McFE69t1gHwn14h/KNtUKXOxy/maxAnTpxAp9OhVqt9ll7rdDpZtmwZBoOByMhIRo8eXSkRSbvdzv/+9z/3YsaYMWMqbS4VSWpqKlu2bGH79u2cOHHihlZoSqWSVq1a0aZNG1q2bEnLli2JiIjw+RxDQ0MJDQ29Kb08OzubkydPcvLkSY4dO8aJEyfIyspi48aNbNy4EZlM5l786devX7XuLiCTyZg0aRLh4eH8+OOPbNy4EaPRyEMPPeRzA0hBEBgzZgzp6elkZWXx22+/+WxhoUuXLly+fBmdTsfJkydp3bq118f0U/Hs3bsXoNCFWVc7T9c2xeHK0Nq2bdsNpRc2m42dO3ei0Wjo2LFjRUy5ShAcI6VYuoy0qjrXG+BVJOt1RwAYGta+yv0Gy2Nboux8L7b9P2BeO5PAR1cXu31wbUnMG65egQ7dSj2eKzJfWK95mVZN1GNjiPjnMLK+WUP6/y3Bej6Fy/+ahebTpdR65Z8E39612HNozpAyIjXRwwEIq12weJDqecurzvW0LNHmSvud0wFSG+NMkxOnCDIBorQ3/34cyb/MwfxElIKcSZG9EJSBoAkFsx6nPhl5cWI+zJVmX/li3mKwYzXaEWTXjCz9+CmKY+lWnlybjQj8o00g07oGV/aU/GK+ppCfn+9Oce7SpYvPTIV27NjB+fPnUSgU3H333ZViZmSz2Zg7dy4JCQnI5XIeeughWrZs6fN5VBTZ2dn8+eefbNq0iVOnbmyJ07hxY3r06EHXrl1p1apVlS4fiIiIoHfv3u6bf6vVyokTJ9i3bx+7d+/mwoULHDt2jGPHjjF37lxatGjBwIEDGTRoUKUsSlQEQ4YMQS6X8+OPP7Jr1y6sViuPP/64zwW9Wq3m7rvvZv78+Zw7d46dO3f6JGNGrVbTuXNndu7cyaFDh2jUqFGlmmD6KRuurgQNGjS46bXQ0FDCw8O5dOlSiceZMGECy5cv55tvvuHYsWO0adMGm83Gtm3b0Ov1fPzxxx5lkFVUL15vow2Tah9NOqtP5+waqzRjinYHthTJT0VZL7rC5usQnWzQS2J+SGi7KvO3u/4cqYa8jO3ATzhOb8B2biuKJn2L3C+4dj0ADFeTyvReQgoi8zpH0Q7zglZN1JNjCf/nUDK/Wk7mnGWYj10gcdLrBHRvRa2ZDxLY/WYvFoc1C2uu1DFAEzUUURQJrVUwXornjvYtIhXYCtLsc65IC1GiKJJqkKL10QEyZMLNn6/vC6LyI8M6EqUIRhRFZKG1cZr1OHUpyGJaFDnm9W72lf0Z0SfnAxAUrUGmEDyaT1m+c7ciNe08Xc1z8M/lmeTbRG6LU/N2fym7tDzvr6SSFE/wi/kawv79+7Hb7URFRREf7xvn2MuXL7Np0yYARowYUSk1slarlTlz5nDkyBEUCgVTp06lffv26HQ6n8+lPDgcDnbt2sWaNWvYs2ePOwIvk8lo164dt912G7169arWdcgqlYoOHTrQoUMHHn74YdLS0ti5cydbt27lyJEjnDp1ilOnTjF37ly6d+/OiBEj6NmzZ7G+D6LowKpPwGnNQKaKRhXaGUHwjU9EUXTu3JnIyEg+//xzEhIS+Oyzz5g6darPF15iY2MZPnw4K1eu5M8//yQuLo64OO+nvDZt2pQzZ86QmZlJQkICffsWfaPsp2qSl5cHQHBw4RGHoKAgUlNTSzyORqPh+++/57XXXmPFihXuaL5MJuMf//gHnTp18mg+er3ew5lXLnZBum5b8x1kpWcjV/m2zKQ058menAEOJyjl5GlkCBX0m5lgTiTLnkeITEtze1SV+y3W6/Ugj0Do+A9kCQvJX/UKzgeWF7m9LEQSnbqkxDK9F7lDABTk2Bwe7a/+13Bq3dUHw1cryfvuD/L3nODCiOfRDu5M6PMTUcbXdW/ryNkAiAiaZhhMWjDpkAcBKMhO8Ww897iBknDPzimI7Ov1XEiXnotUc9OxTE4rK7Mlw+NR6mv3XLKAGAROYbx6DjGm6O+3peB32pyrIyc7u0zmghVFeqKUlaCOlJX6b1xdrk2VTU04T/k2kQfWmUkzOmkSKvB+bzlGQ8W8r/Dw8HLt7xfzRTBw4ECSk5MLfW3ixIm8+eabHh3H6XSyePFifv75Zy5dukRAQADdu3dnxowZJZoHeUpGRgYXLlwAoEePHj5JazObzfz666+Iokjbtm0rJVXSarUye/Zsjh49ikql4qmnnqJNmzbVagVQp9OxevVqVqxYQXp6uvv5li1bcvvtt9OvX79qG6UuidjYWMaOHcvYsWPJzs5my5YtbNiwgZMnT7Jr1y527dpFbGwsd955JyNHjrypG4EpcwO559/Fab3W412miiWkyUtoo2738bu5kQ4dOvD000/z2Wefudt7TZs2zeeCvlOnTiQmJnL06FGWLVvGY4895vU2goIg0KNHD1atWsX58+dp0aJFpXa28FN5ZGdn88QTT5Cdnc28efPo1KkTFouFTZs28f7777N582Z+/fXXEr0zQkNDq1y6dlEotZnYTA5UBBAc5puUXVEU0ev1pTpPxhNJgJRiH16BvzE7ks4DMDi0LdHhvmuLWxJ/P0fOkTMxHvoR4fJugnJOoGhUeAcOVXwLjgOmzHRCgoKQlTLLqq7dCRkm8hA876gTFkbk+09gmz6RtA8WkfPDBkwbEzBtOkj4P24n9j//QFk7El1aAjYgILo/wQXHFps6gXwMGQIhIaHIZJ59HmJrSb2u86wanHoj4XF1MCblAxZqhyhvmvvWnASMooX6qkgG1mqPTJDEuCmyAfaLoLHrUBfzfp3BwSAI4HSilYMm1MNz4wXOZ+sAiG4YRliY5/5Cpf3O3YrUlPPkcIo8szqbk9lOIrUyvh8bTVxoxUjoitAsfjFfDMHBwTzwwAM3Pd+mTRuPjzFz5kyWLFlCfHw89913H1lZWaxZs4YdO3bw008/lTuKLoqiO9oRHx9PVFRUuY7nKWvXrkWv1xMWFsbIkSN9/iW12+18/vnnbiE/Y8aMapVaf+XKFZYsWcL69eux2aQek6GhoQwbNowRI0b4JIJalYiIiHAL+8uXL7NmzRrWrVtHWloaX3/9NQsXLmTo0KFMnDiRevXqYcrcgO7k08CNF0GnNV16vuWnlS7o27Rpw4wZM/jvf//L0aNH+fzzz5k2bZpPU+4FQWDkyJFcuXIFnU7H2rVrGTt2bIUd3yE62Zt3jjRbLrHKELoFxSMXZG4jxvPnz7Nv3z6GDx9erX/IbzWCgiQzH4PBUOjreXl5RUbtr+f999/n4MGDLF++nBYtpJTb4OBg7r77bhwOB6+//joLFy7kqaeeKvY4giBUm8+PNkyFzWTCrLMR4mNH+9KcJ1vStR7zFXVuRVHkj4IU+2FVsF4erp0jeVg9lF3uw7bnG2x/fYyyce9Ctw+IiEKh0WI3mzBmphJSu3TdQULlBSJXBBugKsU5UdWJov6n04l+fCypby8kd/Uucr5fj+7XzUQ9ORah3w4ANOG3uc91aKxM0sh2MGZBSIxn49WrryIXsBKI5dBphAZ1STdKmSa1ghQ3/S1/z94HwJiIrshl17LhZKG1ARBzrxb795crFGhCwjDrczDrdWjDKmfhx2l3YkiTSgtC6wSU+jNbna5NlUl1P08f7c7ljwtm1HL4dlQkDcLK306uIvGL+WIICQlh2rRpZd5/9+7dLFmyhC5duvDtt9+6o3JjxozhwQcf5PXXX+eHH34o1xwTExPJyMhAoVB4nLJYXo4dO8bhw4cRBIFx48Z5PdL3dxwOB3PnzuXw4cMolcpqJeTPnTvH999/z7Zt29yrcc2bN2fs2LEMGDCgStfA+4q4uDgee+wxpkyZwl9//cVvv/3G6dOnWbVqFatXr6Zv3z6M7LCN+lGFrWaKgEDuhffQRA6s9JT7li1bMmPGDD755BMOHz7M3Llzefzxx33WMhKkVOexY8eyYMECDh8+TLNmzSrEmG5tziFmJi3lqk3nfq62Mow36k1geHgHOnXqxKVLl0hPTycxMZFGjRqVe0w/vsGVNXbp0qWbFq/1ej05OTkeZWNt2bKFsLAwt5C/nh49egBw/Pjx8k+4CqENV5F71YRJZ63sqRSLu8d8BZrfnTKlcNmahVpQ0i+k6v8mqwbMwLb3W+zHV+FIO4k89uY5C4JAcK165CSexXA1qdRiXiuAEknI5zpEohSlFzSa5nE0/P5VjHtOcPW1/5G/7yQ5KxYQ3kcPDi2KwGvXc7lSIDhGIDdNRJcqEuLhn7dhXQVHAKddg/XAWRjdjzRj4T3ms+15bM49AcDY8BvbSspCpTIAUV94ZusN7yssQhLzumxo0MSziVYwhnQzokNEqZW7PS/8+Lme1Wfzmb1PWtj+6PYIOtf2vTdYSfj7BnmRpUuXAvD000/fINJ69uxJnz592LdvHxcvXizz8R0OBwkJkvlJ27ZtfWI0ZTAYWLVqFQB9+/b1eQRZFEUWLFjA/v37USgUPPXUU9VCyF++fJk33niDhx9+mK1btyKKIj179uT//u//+PLLLxk6dKhfyP8NlUrF0KFD+fLLL/m///s/evTogSiKbN26jf98Bp8tCSU5ozBRLOK0pGLVJ/h8zoXRsmVLpk2bhlwuZ//+/SxcuNDnpSANGjRwG+CtWrWqyIirp6zNOcSjF+ffIOQBUm06Hr04n7U5hwgMDHQLwYSEBBwOR7nG9OM7XH3ft2/fftNrO3ZI0cBu3Up29rZareTl5WG13ixss7MlF+uadt0LCJPeT35VF/NXKr7H/Dr9IQBuC2lBgLzq3fD+HXlMcxRtRgFg/euTIrdzm+ClXCn1GIIgEHJdr/nyENi9FU3WfUTcty+hHVhQc75L4Fz/GRi2HHJvF+Y2wfN8vKZxUmxPsCvI338OuNZj/u9t6VbmHMCOk7ba+jTV3tiFRggpiMzrr5Y4pqs9XWU62udevdZfvjpHjv14h9NZNp7+IweARzoFMa5F1TT09Yv5YrBarfz222/MnTuXxYsX3+QsXhJ79uwhICCg0Ii568Z63759ZZ7f6dOnycvLQ6vV3tQWzBuIoujuoV2rVq2begf7giVLlrBt2zYEQeDxxx+nbdu2Pp9DacjKyuLDDz/kwQcfZPPmzQiCwMCBA/nmm2949913adeunf8HpAQEQaBdu3a89957fPPNN/TrJUX5dh/T8O85kcz7PYQcw82XMqc1w9dTLZJ27drxxBNPIAgCW7dudS/0+ZL+/ftTq1YtTCYTq1evLvOCgkN0MjNpKUXlRQC8nvQLDtFJ69at0Wq15OXlcfr06TLP3Y9v6dmzJ/Xr12fVqlWcPHnS/XxeXh5ffPEFCoXihnKN7Oxszp8/7xboLjp16oTdbueLL7644Xmr1ep+rnv37l58J75HGy6JeVNO1Rbz3ugx72pJNyysfYUd09uoBjwHgC1hMU5d4dHk4DpSNN5wNalMYxTWa76sCIJA2Og+BI2TarvtJ8Ixn0jk4tiXSLz/LSwXUq452qd63mu+ZX0FYsEVXHckA9HucIv5Wn8T879lS6WdYyNuXtBzReaduSkljqkJcznaV6aYl1LsQ2r7tiTGT9VHZ3YyZWUW+TaRPvXVvNzHMz+FysCfZl8MGRkZvPDCCzc817dvXz744IMSTcny8/PJyMigWbNmhabUutIYXS2AiqKoG26bzcbhw4cBaN++PQqFwuvRvqNHj3L69GlkMhljxoxBJpP5NML4xx9/sHbtWgAefPBBOnXqVOj4VaEVhtlsZunSpfz444+YzdKPRe/evXnwwQdp3Lhxpc+vKKrCuSuOhg0b8sJzkxm+8WGWbgok4ZSGzQe07DqmZlSffEb2NqIqyJQTlFE+fx/Fnb9OnTrx4IMP8s0337BmzRrCw8MZPHiwz+bm+t7OmzePU6dOuVuFlZY9hrM3ReSvRwRSbDnsMZylZ3Az2rdvz+7duzly5Ajx8fEolYWnMlZEexY/FYNCoeDtt9/mX//6F/feey933HEHQUFB/PHHHyQlJfH000/fUDaxaNEi5syZw9SpU28oTXvuuec4ePAgX375JTt27HAb4G3fvp0rV67QunVrJkyYUBlv0Wtc356uKmO9rma+IrhiyeK4KQkZAoNDq/Yi+/UoGnZH3rgvjgvbsG6djWbU+zdtE1xLisznXi19ZB4Kes3bQO/0XFwXh8OaiT1fSnNv8PE8MuquJ+t/q8hdvQvDH/tQNXsTaFKqXvN1wxTYtaA0QZIiGvPJRFKNgcCNkflESwYJxovIEBgV0fmm4wjX1cyLTmexLvXagsi8SZfj8TwrGmOmdH8WFO3vL+/nGg6nyLR12STq7NQLlvPliAgUHppJVgZ+MV8E48aNo1u3bsTHx6NSqTh//jxz5sxh69atPPHEE/z444/F3ni60lhdRkJ/x/W8qwVQURTVzuH06dNYLBYCAwOJjo72evsXk8nkFtLdunVDrVb7tOXMkSNH+OmnnwAYOXIkbdu2LXH8ymqFkZCQwLx588jIkCLDzZo148EHH6R58+bAzS1eqiJVuY2IKDYhrl44z96bwZnL+fywLohzSSqWbgpi8wEtD96RS4fWYeSLTTBV0rku6vy1bduWESNGsGbNGhYvXoxarfZpdolaraZr167s2bOHNWvWEBkZiVZbuojExbyS0ycBLuqv0tIRQ3R0NIGBgRiNRg4cOOD+HhRGeduz+Kk4evToweLFi/nss89Yu3YtNpuN+Ph4pk+fzqhRozw6RsuWLVm2bBlfffUVu3fvZtGiRcjlcuLi4pg2bRoPPfQQanXVT8cuDdqCNHuLwY7D5kSurHoJkKLT6Y7MV5SYX6+Xggvdg+KJUBR+31NVUQ18FtOFbVh3zUd9+wsI2rAbXg8pSLM3ZqTisFmRK0tXGhIqkwGOConMA1hypFIXRVArVDGNqPv+Y0ROHkHKK/PJ25SA/FgC0IS07UmIzkYetX2TCQIEiWASSAqpj3HvSTLzJV+M62vmXcZ3fYJbEKu8OVIpBNcCQQZOB2JeOkJIrZu2caEJK0izr6TIvNMpkp8tLboFRtWs65Cf8vHJnlw2JZrRKAT+d2ckEdrK9V8qCb+YL4KpU6fe8O/27dvz1Vdfcd9995GQkMCWLVvo37+/1+dRWDsHi8XC+fNS+5fOnTv7pHXZ5s2bMZlMxMTEMHjwYJ8aeF24cIFFixYhiiIDBgzgrrvuKnYhpbJaYWRmZvL555+zZcsWAGJiYnjkkUcYMGBAtYk4Vpc2Iub4l9GdmkGzODtvPJzDrmNqfvwjmAydnA9+CKdvz5Y89QxERob5dF6enL/x48djMpn466+/+OGHH3jhhRd8ag53++23c/HiRdLT09m7dy+jR48u1f6N5LXBgwqGRqG1CQsOA6Tr1NatWzl//jwdO3YstE66qmaD3Mq0a9eOr7/+usTtpk2bVqRZbMOGDXnvvfcqempVFqVWjkItw25xYtJbCYqqehE/e7oO0WoHmQxlnYrpgPNHQYr90GqUYu9C0WIYslqtcKaewLpzPupBz9/wujo0HGVAILZ8I3lpKYTWa1iq44cW1MznlrNm3oUlZxsAmvC+7uc0LeJotPRNDBv2cXrqYciA9B1JnB/+BXVmPUZAh6YlHlcZAmRAWmBtcnadwN62IwIQHSDd74miyLICMT82omuhxxDkCoTgWCkyr0+BYsW8K82+ciLzJp0Vp0NEphTQhPrN7/xIbLlk5v/2FBjeDQ6nTUzV93WpekvGVRiZTMa4ceMAOHDgQLHbutr2FBV5dz1fVOTehaudw/WPEydOYLPZCAsLo1GjRoVuU5GPixcvulP6R40ahUKh8PqYrodOp2P27NlYrVbatWvHfffdh0wmK3G/os6dNx4gtep78MEH2bJlCzKZjIkTJ7JgwQIGDRrk0Xyr0sOX566sD230EMJafopMFYMgQK+2Fj6cmsUdt4FMJrBt10kmT57MunXrfP5+ShpPJpNx33330bZtW6xWK5999hk6nc5n81MoFNx5550AHDp0iIsXL5Zq/+7BTamtDKOopR4BqKMMp3twU/c+jRo1IiwsDJvNxokTJ4o9d378VGcEQXBH5005tkqeTeG4zO+UtSMRlOWP6RgdZvblSQGGQaGlL92pbASZDNWAZwGwbp2NaDPf+LogXDPBK0PdfEhBeq6uAiLzomjHkiMZU6ojbrvhNUEQCBnSjeaf3g+AURZJ/r6TnBv0NEkzZmPPzi322IHh0jwzNTGY90keUZEBMpQFixGH8y9z0ZKORlAW64vgMsErqW6+sg3wjJkWAAIj1f7fHz8AXM1zMHVdNiJwf9tAxlZRw7u/4xfzpcSVBmoymYrdLiAggOjoaJKSkgp1cXbVyrtq5z3FYrFw4oRUK9WxY0evX4DsdjurV68GJIfjevXqeXW867le6NStW9fnLb08ITs7m5deeokPP/wQo9FIixYt+Oqrr3jsscdKnb7sp3Roo24npttGItouIKz5h9Tp8i3PvL6Rr76aR4sWLTAajXzwwQe89NJLNxlzVTZyuZwnnniCunXrotPp+Oyzzwp1/PYW9evXp0uXLgCsXr0au93u8b5yQcYb9aQ6579ffVz/fr3eeOTCtZ8XQRDo0KEDACdOnMBisZR16n78VHncJnhVtG7edqWgLV0FpdjvyTuHHSdxqkgaqqMr5Ji+RtlxIkJYPURDKrYDP930enBBS7rcMjjaBxSIeVMFZB/ZDEcR7bkIihCUwe0K3Sa8vhRlNofFETa+P4gi2QvXcrrbI2R9tw6xiNr90Ejpmq1TRUFSGuF5emICrt1zuYzvhoa1J0hedMaJLLQOgBSZLwZtQZq93WzCbjEXu603uF7M+/Fjd4o8uTaLbJOT1tFKXu8XVtlT8hi/mC8lR45IqWR169Ytcdtu3bqRn59faBTf1fLH1QLIU06cOIHdbic8PNwnbeF27dpFVlYWQUFBDBo0yOvjuRBFke+//56LFy8SGBjI9OnTq5w43rVrF1OmTGH37t0olUoeeeQR5syZQ3x8fGVP7ZZBEOSow7qhjRmJOqwbgiAnPj6eOXPm8Mgjj6BUKtm9ezdTpkxh165dlT3dG9BqtUyfPp3AwEAuXrzIDz/84NNU88GDBxMYGEhWVha7d+8u1b7DwzvwVaOHqaUMu+H52spwvmr0MMPDO9y0T4MGDQgPD3dH5/34qam4I/NVVMxbK7hefqtBiuL2DWlRIcerDASFClWfJwGw7vjypmtxSDki85qCVU5LBfjfWbKlFHt1WG8EofDgRngdacC8bIE6c56nyeoP0LRsgCM7l+SnP+P8sOcwHTl/037R0dJ+RkUYItAy6QKxBfXyNtHB8pz9AIwrIsXehVAg5p0liHmFRotCI93XVUZ03phVIOb99fJ+gA935bIn2UqQSmDuiAg0iuqTreEX84Vw7tw5cnNvTkfav38/3377LSqViiFDhrifL6otz9133w3Ap59+ekPUbdeuXWzfvp2uXbuWqlbWarW62wS1b9/e61F5vV7P1q1bAanOVqPxXe3fX3/95W5B98QTTxATU3Htc8qLzWbjyy+/5KWXXkKv19OkSRO++uor7rnnniqXOXCrIpfLueeee/jqq69o0qQJer2el156iblz52KzVZ3U15iYGB5//HEEQWpZt3nzZp+NrdFouP322wHYsmVLode84hge3oFdbd5iSdPpzG74IEuaTmdnmzcLFfIgRefbt5dSM0+ePOnTTAQ/fnxJQEFkPr+KtqeraPO77blS28k+wdVXzAMou08GhQZn0kEcl/be8JorMm8og6O9piAyb66AxVpzjnRPpo7oW+Q2gREC8oIScH2qSGDPNjTdPJvab/0LWZCW/P2nODtwOskvzMWRm+/er1atgtp4qxJ9QDAtr5wnNkh6bqfhDFn2PCIUQfQNaVnsHD2NzANoQguyXStDzBdE5oP8Yv6WZ9NFE3P2SXXyHw4Op3F49fJQ8Iv5Qli7di19+/blscce46233mLWrFk89NBD3Hfffdjtdl577TXq1Knj3n7RokWMGDGCRYsW3XCcHj16MGHCBPbv38/YsWP54IMP+M9//sMjjzxCUFAQr7/+eqnmderUKaxWK6GhoTRo0KAi3mqxbNiwAZvNRv369WnXrvB0Lm/gMrwDmDBhAq1bt/bZ2CWRnp7O9OnTWbJkCSB1Pfjiiy98amDmx3MaNWrEF1984e6J/fPPPzN9+nTS09MreWbXaNOmDePHjweka8nFixd9Nna7du2oV68eNpuNDRs2lHp/uSCjZ3AzxkR0oWdwsxtS6wujQYMGhIaGYrVaOXXqVFmn7cdPlaaqt6dz18zXjy33sdJsek6bUxAQ6B3crNzHq0xkgZEoO0pBGNv2L254zSXm87PSS50S7orMl1fMO6wZ2POkrCZ1eJ8itxMEgTB3r3lpTEGpIPrJcTTfM4/Qcf3A6SRr3grO9HwU/codiKJIWJR0/VaaBK5E1aLllfPutnTrdIcAGBbaHmURGQHu8d295kvufOIS8752tHc6RPKzXZH5qmdS6cd3pOY5eGq9ZML4QLtARjWrHnXy1+MX84XQvXt3BgwYwIULF/jtt9/4/vvvOXfuHCNGjOCnn34qVV/cN998k1deeQVBEPj+++/ZvHkzAwYMYOnSpaVKx7bb7e7U1LZt23o9Kn/lyhWOHTsGwPDhw31mDmIymfjyyy9xOBx07tyZ4cOH+2RcTzh69CiPPfYYJ0+eJDg4mLfeeotp06YV6sztp+qgUql46qmneOuttwgKCuLkyZM89thj7s93VWDEiBF07twZu93OF198UaInR0Uhk8kYMWIEIH2+k5JKn0JaGgRBcLfiO3nyZKF+In78VHdcafbmXBvOCmpHVpFUZJr9joKofJuA+oRXs5Z0haHq8zgAtsO/4jRcW/RVB4egCpZasRlSk0t1TE3B/ZO5nGn2rpZ0yqDWyFXFdyEIqy2NqU+9cVBl7UgafP0fGv3yNqpGtbFdzeLSA++QeO8bqB1SdpaqQMw3u3qJWkonTtHJH/qjAMUa37mQFRjgifqSz5O7PZ2Pe82bcqyITpCrZKiD/Y29blWcosiMP7LJMUt18q/dFlbZUyoTfjFfCN26dePTTz/ljz/+4MCBAxw7dowtW7bwySefFBqhnjZtGqdPny60NY9MJuP+++9n1apVHD16lD179vDZZ5+VOpJ74cIFzGYzAQEBNG7cuMzvzRNEUWT9+vWAZLJ3fRaCt8ddsGABGRkZREZGMmXKlCrjMLp69WqeeeYZcnJyaNKkCfPmzaNPn6JXxv1UPfr06cO8efNo3LgxOTk5zJgxgzVr1lT2tABJ5E6ZMoXIyEgyMjJYuHChz+rn69Sp4zanW79+vdfHbdSoEQEBAZhMJneLTT9+ahKqQAUypQAimPVVKzovimKFGuBtK6iXv62ap9i7kNfvjCyuKzis2PZ8c8Nr1+rmS5dq70qztwP2clxfrbo9AKjCe5W4bWjtAjO7q4WPFzywE822f0HMs5MQlAoM6/eS/eZsQIrMX6wdh9JhJyYxkUP5l0i36QmSaejlQfaFUKo0+8pxtM/LlLIr/E72tzZfH8xj62ULGoXA58OrV5389fjFfDVAFEWOHz8OQKtWrZDJvPtnO3HiBElJSSiVSgYMGODVsa5n27Zt7NmzB5lMxuOPP05gYKDPxi4Kp9PJ559/zkcffYTdbqdfv37Mnj2bWrWK7p16q+AQnewynOH37P3sMpzBIVaAu4+XqV27NnPmzOG2227Dbrfz4Ycf8vnnn+Mswt3XlwQGBvL4448jk8nYvXu32yTTFwwcOBClUsmVK1e8bk4nl8tp1aoVAMePH/f3l/dT4xAEgYAqaoLnyDHgNEpCRlWvfM7zoii6xXyf4OblnltVQdX7MQCsO+cjOq51+giuVTYTPPV1+sBSjsudVS/1eFeHditxW1dkvigxDyDTqqn18j9punUOgb3aoLboAFCZZJyrI5Vyhp45xzqd1Jp4QGhr1LKSa4llIQViPj/7pjZ/f0db0Gve5OM0e7eTvb9e/pbleIaV93boAZh5WyhNI6pXnfz1+MV8NSApKQm9Xo9SqaRZM+/WpDkcDv78808AevXqRUhIiFfHc5Genu6ukx83blyVcIS3Wq28/fbb/PLLLwA8+OCDzJw5s8q56lcGa3MO0fPYq9x99v+Ylvgtd5/9P3oee5W1OYcqe2olotVqmTlzJpMnTwbgl19+4Z133qkShmzx8fGMGzcOgB9++MFntf0hISH06iVFezZt2uT19PdmzZqhVCrR6/UkJ5cuZdWPn+qAK9U+X1d1DDfhWoq9IjoMmbZ8QuasOZU0mx61oKRLUJOKmF6VQNlhAkJgJKLuCvYTq93PB9cpmwmeQhBwJXKbnWVT83ZzMg5LCiBHGdKhxO1dNfN/T7MvDE3zOBqveJ8GL0neMkqTQHKolMavPn3BLeaHhZacYg9AQDgopDp0saRe82GVE5n3O9nf2pjsIlPXZmN1wO2NNdzftvKDh+XBL+arAa5IWbNmzbxen3348GGys7MJCAhw39x7G6fTyddff43FYqF58+buGt7KxGg08uKLL/LXX3+hUCh45ZVX+Oc//+lPx0IS8o9enM9Vm+6G51NtOh69OL9aCHqZTMYDDzzAyy+/jEKhYNOmTbz00kvk5+eXvLOXGTFiBM2bN8disfC///3PZ1kDPXv2RKvVkpWVxeHDh706lkqlci9M+tvU+amJuHvNVzFHe5vb/K78KfbbC6Ly3YKaoPEgYltdEJQalN0mA2DdMdf9fHB52tMV3G1bypiJZNVLbeGUwa2RyUsWHqG1pAFzionMX48gk1F3ym3SGBaBPFUgFoUS69Y9XLSkoxIUDAht5dmxBOG69nTFm+C50+z1vq2Z9/eYv7V5Z5uOM9l2ogNkfDw4vNrf2/vFfBVHp9Nx9epVBEGgRQvv1qTZbDZ3a6y+ffuiVvvmIrdhwwbOnDmDRqPhX//6l9fLCEpCr9czY8YMDhw4gFar5b333mPQoEGVOqeqgkN0MjNpKYXdHrieez3pl2qRcg9Sr/V3330XjUZDQkICTz/9NHq9vlLnJJPJ+Ne//oVareb06dNlcpkvCxqNhr59pXZHmzdv9noLvxYtWiAIAikpKeh0Oq+O5cePr6mqveatl6V6+Yowv9uWW1AvX437yxeFqtcjIAg4zvyJI10y+XOJeVNOFjZT6RZ+1S4TvDKm2btS7FWhxfd4d+HqNa9P9XzAgLBrgkZpkZESEYMmz4zCJtIlWUNAvufHutaervjMK1dk3pKrQ/TRwrXT7nQvsgVF+8X8rcamiya+PWwE4L9DIogMqP4tpf1ivorjat9Uv359goODvTrWgQMHyM3NJSQkhC5dunh1LBdpaWnuNPZJkyYRHV2+Gr7yotfreeaZZzh79ixhYWH897//9dm5qA7szTt3U0T+ekQgxZbD3rxzPptTeenatSuffvopYWFhnD17lmeeeabSBX10dDT33HMPIJUBpKWl+WTcrl27EhwcTG5uLgcOHPDqWMHBwdSvL6Wt+tvUlY1du3bx3//+l/vvv58hQ4bQtWtX+vbty+jRo3n++edZunQpGRkZlT3NWxK3mK+ykfnytaWziQ525Z0Fqn9/+cKQRTZC0VLqpmPb8RUAqoAgdyu10kbnrznalzUy7xLznt2PuCLzuqueC2SZXCBAMuxHaRI4WzsOuRPqX7bS5ceLnOn9OIZNnv0uuCPzJbSnUweHgiAgOp1YcnUez7U85GdbEUVQqGWoAv1O9rcSOWYnz22UskAe6hDEgIY1oy2hX8xXYex2OxcuXADwSVTeZbjVt29flErvp8y53OttNhutW7emX79+Xh+zOFxC/sKFC4SHh/Ppp5/SvHnNMfWpCNJsuRW6XVWhefPmfPrpp4SHh3PhwoUqIej79etHq1atsNlsLFiwwCdGcUqlkttuk1Itt2/f7pPoPMD58+e9PlZNwWg0MnfuXAYOHMiUKVP46quv2LdvH2lpaWi1WqxWK2fPnmXlypW8+uqrDBgwgKeeeoqEhITKnvotRYArzV5vxVlGAecNrEkV05buoPEiRqeFCEUQrbR1K2JqVQ5Vb6lNnXX/D4hWqV1oUIEJXl5ayU7t13Ot13zp5+GwpOEwXwFkqEI6e7SPq2bebACzoRTR+XBpP6VJ4FgDybuo8XkrvS8HYkvK4OL4V0ia/n84covPTHCb4JXgaC+Ty1EHh0lz9ZGYz7uuXr66p1f7KR2vbdaRZnTSJFzBi31CK3s6FYZfzFdhkpKSsNlshISEULt2ba+OdfDgQQwGAyEhIXTs2NGrY7nYunUrJ0+eRKVS8cADD1TqRbUwId+gQYNKm09VJVbpmSGip9tVJRo0aHCToM/NrbxFCUEQmDx5MiqVipMnT7Jt2zafjNuxY0dCQkIwGAwcPHjQq2PVrl2b4OBgbDYbFy9e9OpYNYEff/yRIUOG8OmnnxISEsLTTz/NwoULSUhI4PDhw2zdupU9e/Zw/Phx1q5dy/vvv8/w4cPZvn079913H1OnTuXKldKZd/kpG+pgBTK5gOgES27VWahy95iPK5+Y317QX753cHNkQs28lZQ3vx0hPA5MOuzHlgMQGCVlNORnlS5bytWezlyGRVlXVF4Z1BKZIsiz8YIFNAXJnPo0z8cMLBDzKpNAYl3pM9LzcgDd135B5COjAMj+fn2JUfprNfMlG5yqgqSJWo15Hs+zPPjr5W9N1p0zsexUPjIBPh0SjraatqErjJp5Ba4hJCYmAlLU0JtC1+FwuKPyffr0QaHwftpRXl4eS5YsAWDs2LHExJS/fq+smEwmXnzxxRuEfFxcXKXNpyrTLSie2sowivo0CkAdZTjdgiq/G0FZiIuLu0HQv/jii5hMpkqbT0xMDGPHSg7DP//8M3l53r/ZUSgU9OnTB4AdO3Z41dleEAR39svp06e9Nk5N4e2336Zv376sXLmS33//nUcffZTu3bvf1MZTEAQaNWrEmDFj+PDDD9m5cydvvfUWZ86cYfny5ZU0+1sLQRDQhEkZblWpbt52uWJ6zNe0/vKFIchkKLv+EwDr3oUABERJ582YUToxr3ZH5ssu5j1NsXdRllT7wLBrkfm08DAAWl0UkQdpqfv+YzReOQtVw1rYkgui9E9/VmiUXhYqBaDEEgzwAFQB0vXLlu9jMR9dM1Ks/ZRMtsnBfzZJ6fVPdA6mU+2atZDjF/NVGL1ej0wmo0kT77Z8OXbsGLm5uQQGBvosKv/LL79gNBqpX78+Q4YM8cmYhWG323njjTc4efIkISEhfPzxx34hXwxyQcYb9SYA3CToXf9+vd545NU4UhMXF8fHH39McHAwJ06c4M0338Rut5e8o5cYMmQI9erVw2g08uuvv/pkzI4dOxIYGIher+fYsWNeHSs+Ph6ZTEZ2tm9bE1VHXNH2pk2blmo/jUbD+PHjWbt2rXtxyI/3qWq95h2GfBw6STCp6pW9Zt7gMHHQmAjUrP7yhaHqJol5x9lNOLMTr4vMl65tqKtm3lIGjzdLgZN9acW8J73m/07AdZF5gzIcJwJhp7PdZV5BvdvSbNsXRD58JwDZ363jzG1Pkrf9yA3HEUKl0gtnCWn2AMpAKdvA6msx74/M3zK8uElHZr6TFpEKnulR/TJHS6L63nHfIsTFxaHReG/1UBRFduzYAUCPHj18UiufmJjIli1bALjvvvuQyyvHSVIURT766CP27NmDWq3m3XffpVGjRpUyl+rE8PAOfNXoYWopw254vrYynK8aPczw8A6VMq+KpFGjRrz77ruoVCp2797NRx995JOa9cKQy+Xcd999gOQy78rY8SZKpZLu3bsDUnTem+9do9H4F9A8pLznSS6XU7duzaxvroq4e81XERM8W3ImALKQQOQhAWU+zp68czhw0lAdTT11ZEVNr0oii2iIvOlAEEVs+74n0BWZz/RNmr3DmoHDdBEQPK6Xd+Gqm9eVwtE+MMIVmQdRVJEWHo6oM7o/OwCyQA11Zz1O4xXvo4yLxXY5jQujXiDlpXk4TZJQdrvZ56aU+PuhCpDEvM1o9PzNlRGHzeleXAvy95i/JVhxJp9VZ00oZPDp0AjUNSi93oVfzFdhFAoF8fHeTVc+e/Ys6enpqFQqn7i2i6LIDz/8gCiK9OzZs1IN5r777jvWr1+PTCZj5syZtG7dutLmUt0YHt6BXW3eYknT6cxu+CBLmk5nZ5s3a4SQd9GmTRtmzpyJTCZj/fr1fPfdd5U2lxYtWtCjR48bvj/epmvXrqhUKtLT0zl3zrvdCeLj432ykFjT8LQEIisry8sz8VMY7l7zuqpRM29Pl7JflLER5TrO3rzzAPQMKl2GSHVF1e0BAKx7v0MbIXXcseYZStWerqwGeFa9ZFypCGyG7G8L6CVRtjR76b8qi5SNdr5tMwDMxy7ctG1Qn3Y02/Y5Ef8cBkDm3N852/8p8g+cQQgu8HmymcCkK3ZMX0bm87OlxQalVo6yBrQk81M8WfkOXtqkA+CprsG0jVFV7oS8hF/MV2GGDh3qdeO73bt3A9C5c2e0Wq1XxwLYu3cv586dQ61Wc/fdd3t9vKLYsmULCxYsAOCZZ56hZ8+elTaX6opckNEzuBljIrrQM7hZtU6tL4pevXrxzDPPALBgwQK2bt1aaXOZOHEiKpWKc+fOsXfvXq+Pp9Vq6dxZigS5rhPeok6dOkyYMMGrY9RE7rnnnhIN7TZv3syoUaN8NCM/11PVes3bMnQAKGLCynWcfQVivmuQd0sAqwqKtmNAE4qYcwlZ8l5UgZJhW36W520fr6XZl07NW8uYYg9l6zXvMsBT2qTPbHZzyRPBdPR8odvLgwOo9+lTNPz5DRS1IrCcvcK5oc+Q/ulvECAtGjlzi0+1vxaZ976Yz8v0O9nfSry2RUeO2UmrKCXTutW89HoXNe/uuwahUCiQybz3J0pPT+fChQsIgkC3bt28No4Lm83m7ik/YsQIwsPDvT5mYZw7d473338fgPHjxzNy5MhKmYef6sHIkSO56667AHjvvfe8HqUuivDwcEaMGAFInhO+qOPv1q0bgiBw/vx50tNLVyNaGmQymT8yXwaOHj3K2LFj+f333296zWq18vbbb/P4449XqufDrcz1Yr6yynSux56uA0ARHVbmY5icVg7nXwJuHTEvqLQoO00CwLp3wTUTvFKk2pc1zf6a+V3XUu0HEOpKs08pRWTeJeYLUgjy6kqlh6ajN0fmryfk9q402/EloWNvA4eTtPd/wF5gg1JSezqlDw3w/PXytw4bL5r4/bQJmQAf3R6OSl5zF2/8Yv4WZs+ePYCUwusLYb1p0yYyMjIICwtj2LBhXh+vMPR6Pa+88gpms5kuXbrw2GOPVco8/FQvHn/8cTp37ozZbOaVV16ptB70w4YNIzQ0lIyMDP766y+vjxceHu7uBe+6XvipOnz77bcEBATw4osv8uyzz7q7HZw9e5a77rqLH374gS5duvgd7CsJTagSQQZOu4glr/IXVOwZkpuzIqbsv/eHjZewiQ5ilKE0UEVV1NSqPKrukwGwH/mNgDDp/OWXQsyry5Bm77TlYM8/K40fUvrIfJgrzb4UkflrBnjSvukhUnS9sDT7v6MIDybu6/9Qf97zyEICsWVJx8pdva7YxSyVD9PsjddF5v3UXAwWJy/8qQPgkU5BtI+tmen1Lrzfg8xPlcRsNnPkiOQ+6jK68vZ4q1atAmDMmDGo1b6/kDqdTt577z3S0tKoU6cOr732WqWZ71U2TqeTzMxMrl69Sk5ODgaDAYPBgM1mw2QyodVqUSqVBAcHExwcTHh4OLVr1yYqKsqr2SJVFblczmuvvcbjjz9OSkoK77//Pu+++67P0/Q0Gg1jxoxh4cKFrFy5kttuu83r36Xu3btz8uRJjhw5wu233+5VQ04/paNHjx6sXLmSl19+mdWrV3Po0CHuvPNOFixYgN1u55lnnuHhhx/2p5NWEjKZgDpYiVlvw6y3ogmu3OwTe1qBmC9HZH6fUUq37hbY+Jb6XMnqdUJWuw3Oq8fQ2KX0+lJF5gvOlbkUafbuevmAJshVpfc5cLnZ61NFRFH06O/lbk2XrwBEUuRS+aU1MRVHbn6JxomCIBA+fgCBPdqQ8/oQIAvDijXo94dQ/7OnUUSF3rSP0ocGeMYsv5i/FXh3h56reQ4ahsp5rga61/8dv5i/RTly5Ag2m42oqCgaNGjg9fE2btyIwWAgJibG3cPa1yxdupQ9e/agVCp54403CA4OrpR5+BJRFElKSuLQoUOcOnWK06dPc+7cOVJSUrBaS1/HqVKpqFOnDvHx8TRv3pwWLVrQoUMH6tWrV+Nv7EJCQnjjjTd44okn2L17N0uXLq0U34e+ffuyZs0aMjIy2Lhxo9fLRBo0aEBUVBSZmZkcPXqUrl1Ln+7px3uEhoYyZ84c5s6dy6effspXX31FWFgY8+fPp02bNpU9vVseTUiBmDdUhci8DgBlOSLzLvO7bkHeNeetagiCgLLbZCzLn0OVngBEkZ/peemRumANvDSReUs5UuzhWpq93QrGbJGgyJJ/o43BuYASZZ4KsHDFCMo6UdhSMjGfuEhgD8+MglX1ogkddyfWjcdRBFnJWreHM32foP6cZwgedKMrv68i83arE7NeMqP0O9nXXPYkW/juiLQwNGtwOFplzQ9A+cX8LYgoiuzfL5mqdOnSxesiLD8/n7Vr1wJSVF6h8P3H7uTJk8yfPx+AqVOner1LQGWSmZnJn3/+yfbt29m7dy9paYVHD2QyGbGxsYSHh7sj8EqlEpvN5v6vK2Kfk5NDWloaVquVxMREEhMT2bhxo/tYsbGxdOvWjT59+jBo0CCiompm+mV8fDxPPvkkn376KfPmzaNt27a0bNnSp3NQKBSMGTOG+fPns2bNGgYMGEBAQNnbTJWEIAh06dKFdevWsW/fPp9cM/yUjp07d7Jo0SJAMi7U6XT8+OOPvPLKKz4xNvVTNOogKRpvMVS+o729nAZ4DtFJQp6Ubn2r1Mtfj7LzvVhWvYgm5wRwW5ki85ZS1MyXp14eQKESCI4SMGSK6K6KBHnQRfCA4jTQBpVRA04LOrMTR4fmkJKJ6egFj8U8gCysHgAhg5uRlxWH5fRlLk54lajHxlDrtcnINFLqszsyn5/ncQZBWTAVtIhUauUotX75UxMx20We2yhlIN3TOoA+9W+NTEL/p/kWJDk5mfT0dBQKBe3bt/f6eH/++SdGo5E6derQo0cPr4/3d0wmE++88w4Oh4N+/fpx5513+nwO3iYjI4Ply5ezfv169u/ff0N9mkKhoHXr1rRq1YrmzZvTrFkz4uLiiI2Nvcl0TBRFdDodYWFhN/2g2mw20tLSuHz5MmfOnOH06dOcOHGC48ePk5aWxsqVK1m5cqVb/A0dOpTRo0cTHR3tk3PgK0aNGsXBgwfZsmUL7777LvPmzfO5YOrZsyerVq3i6tWr/Pnnn17/TLdv356NGzeSnp5OcnIy9erV8+p4fjzDbrfzySefsGDBAgICAvjoo4/o1asXL774Ir/++iv79+/n448/9kfoKxFNiHSbZakKkfl0V5p92SLzp00pGJxmgmQaWmrrVuTUqgWyoCgUrUaiObIeAFN2Jk6HA5kH5XqlTbN32o3YjacBSt1f/npCaxWI+VSReh5cBnZyDBnShqEOGXqZk5xWLQhds6NIR/uiEEKkbkyCqKPppt+5+vo3ZM1fSebc38nbdpi4+f9B0yLOHZl32u04rBYUau8IMFdXCZcxpZ+ax+x9uVzIsRMTIOOVvmGVPR2f4RfztyAHDx4EoGXLll4XIRaLhT/++AOAO+64o1LqrefOnUtycjLR0dE8++yzNSaqaLfb2bhxI7/88gt//fXXDT2n27Zty8CBA+nRowcdOnSokL+zUqmkXr161KtXj169ermfN5lMHDp0iN27d7Np0yaOHj3Kvn372LdvH++99x4DBgxg/PjxDB48uFKyMioaQRB49tlnOX78OElJScydO5cZM2b4dA4ymYw777yTefPm8ccffzBkyBCv1s5rtVpatmzJ0aNHOXTokF/MVxEmTpzI8ePH6dChAx999JH77/LVV1/x3Xff8fHHHzNp0iSeeuopHnnkkUqe7a2JuqBO3pxbuZF5URSxZ0rGnWWNzO/Nkzp5dA5qVCNbkXqCsvO9qI/8joAT0QmmnCwCC9zti0NTyjR7W95RQESuroNcXfLxiyKslkDSMc96zVuddrabTtEz0IzSqKE2cvQ4yWrUkFDAfPxiqcaWhUoLPqI+BZlWTd1ZjxM8uAtXnvwE8/GLnB00nTrvPEL4P4ciyOWIDge2/Dyvifn8gsh8QLhfzNdEzmXb+HyfAYC3BoQRprl1rlG3zjv1A0jR1WPHjgHQsWNHr4+3detWDAYD0dHRPjHa+zsJCQmsWLECgP/85z81ok7eYDAwb948brvtNh577DE2btyIw+GgQ4cOvP766+zYsYOVK1cyY8YMevbs6fUFG61WS8+ePZkxYwYrV65kx44dvP7663To0AGHw8HGjRt57LHH6NevH/PmzcNgMHh1Pr4gODiYF154AYAVK1Zw4MABn8+he/fuREdHYzAY2Lp1q9fH69ChAyC1Q7PZKj9l2I9UPvT444+zaNGimxZY/vnPf7JkyRIaNWrEf//730qaoR+XmLfkVe53xqHLQ7RJ2QGKqLAyHWOvsSDFPvDWS7F3oWg1HCEgDA1STW5+lmep9q7IvAOweZBqb809BIAyuHzZk2F1pNt8T3rNJxgvkOc0YwsyARArShkHadG1ADCfSES0O4rc/+8IoVJkXjSkITqkz17I7V1ptu1zggZ0QjRZSH5mNpcnv4tSK7Wns3rRBM8dmfeL+RqHKIq8sEmHzQkDG2oYGX9rlZf5xfwtxqlTp7BYLISGhtKwYUOvjuVwOFi3bh0Aw4cP97lzvNls5uOPPwZg9OjRdO5c9lS1qoDRaOSzzz6jV69evPvuu6SkpBAZGcmjjz7Kxo0b+f3335k8eTJ161Zu+mPdunWZPHkyv//+Oxs3buTRRx8lMjKS5ORk3n33XXr16sVnn32G0QfOtd6kc+fOjBo1CoCPP/4Yi8Xi0/HlcjnDhw8HYP369TdkZniDRo0aERoaisVi4fTp014dy49nLFy4kOnTpxd5bW3evDm//vor9957r49n5seFJrggzb6SI/OuFHtZSKC7Vrk0iKLojsx3uwXr5V0ICjXK9nehFaTfL2OGZ2JefV1CoNmDtu82g9RtSBVSPjF/rdd8yWL+r9wT0tgB0gRjCsT8VUUAsiAtosWG5WySx2MLQTEgk4PoRDRcO0/K2AgaLX2T2m/+C0GpIHfVTkiTFvm92WveFZn3p9nXPH49lc+uJAsahcA7A24uE63p+MX8LcbRo0cBaNeunddT3g8cOEBWVhbBwcGV4mD//fffc/XqVaKjo6t1iqnVamXhwoX069ePTz75BIPBQJMmTZg1axY7duzgxRdfrLKGfvHx8bz44ovs2LGDWbNm0aRJEwwGA5988gn9+vVj4cKFZXLVryo8+uijREVFkZKSwvfff+/z8fv06UNQUBCZmZlezw6QyWS0a9cOuHYd8VO5eNJZQKVS8eqrr/pgNn4KwxWZt+Y7cDpKYWVewZTX/O6KNYs0mx6lIKdDYMMKm1d1RNnpHreYz09P8WgfuSCgLNAXJZngiaKILfewNFZ5I/MuMZ9a8grCX/rjAFjVkoiPdEr/TTI40LRuBIDJg37zLgSZ3F03L+pT/vaajOip42iy/mNUTeogGKXFrowf1yF6aWHa5E+zr5HkmJ28uVUqIZrRPZi40Opfzlla/GL+FiI/P59z56SV9bZt23p9vPXrJZOY/v37o1L59uJ56dIllixZAsBTTz3lVbdvb7Jt2zaGDRvGzJkzyczMpGHDhnz22Wds2LCBiRMnVpue3xqNhokTJ7JhwwY+++wzGjZsSGZmJjNnzmTYsGFs27atsqdYJgICApg+fToAP//8Mxcvlq6msLyoVCoGDBgA4Pam8Cau68bZs2cxmUxeH8+Pn+qOUitHpihwMq9ER3tXZF5Zxh7z+wpa0rUNiEMru7XFkLxxH7QB0iJN3sUjHu/nNsErQcw7zFdw2nNAUKIMKl+3lLDa0m2+roQ0+6vWHE6ZUxAQsCok/5UIhyTmr+Q60LZtDIDpqOdiHkAIjgXAmVd4BkNAh6Y03fQZ6ijJaj971VYu3vUKttTsUo1TEg6rE6tRSvX3p9nXLN7brifL5KRZhIJHOlX/Utqy4BfztxAnT57E6XQSGxtLTEzZDVU8ITExkXPnziGXyxk0aJBXx/o7oigyf/58HA4Hffr0qbS+9uUhOzubGTNmcP/993PhwgWioqJ4++232bBhA6NGjaoUI8GKQCaTMWrUKDZs2MDbb79NVFQUFy5c4P777+eZZ54hO7tif8B9QZ8+fejduzd2u53/+7//u6GTgC8YOHAgcrmcs2fPkpiY6NWxYmJiiI2Nxel0cvLkSa+O5edmHn30UbfnSWkxm83873//Y/HixRU8Kz/FIQjCtfZ0lVg3747Ml9HJ3t1f/haul3chyGQENZOyYoypVzzeT+OOzBe/nc1QEJUPaoVQzoWTsNoFkfmrxQ+6uSDFvqU6DluBcViAVdr3Sq4dTRtJzJtLEZkHkAVK3WxEY1aR28iDAwjtKWUgOIOU5G09zJnbnsTwZ0KpxiqO/IJ6eYVGjlLj25JPP95jX4qFRcekLJn3B4Wjkt9a6fUuqqci8FMmTpyQLtatW3veJ7Ss/PnnnwB069aNsLAwr493Pdu2bePEiROo1WqmTp3q07Ergs2bNzNkyBB+++03BEFg8uTJbNq0ifvuu++mVnLVFaVSyX333cemTZuYPHkygiCwbNkyhgwZwubNmyt7eqVm2rRpqNVqjhw5wp49e3w6dnh4uDvdetOmTV4fz3X9cF1P/PiOq1evMmHCBB544AGWLVtGXl7J9aVHjx7lnXfeYcCAAXz22WeEh5dNzPkpO+qCunlzbuW1p7O52tKVMc1+n1ES87dif/nCCOk8GoB8kx2n0bNFaLWH7emsBSn2qnKm2MO1mnlDulhsmYdLzHdUtcCmlbZTGKV99RYRW4sCMV9KR3uhoLm9mJdR7HauXvOh/xyMpnUjHJl6Lk54ldS3F5bKdK8o/Cn2NQ+bQ+TFTToAJrUOoHtd73X0qerceoUFHpCWlsbatWvZunUrFy5cIDMzk9DQUDp16sS//vUvj3uz79mzh3/+859Fvv7zzz+7HaK9TX5+vjsFuFWrVl4dy2g0ugXNwIEDvTrW37FarcybNw+Au+++m9jYWJ+OXx7MZjPvv/8+CxYsAKBZs2bMmjXLJ10HKouQkBBef/11Ro8ezb///W/Onj3L5MmTmTJlCv/+97+rTRlBbGwsd999N99//z3fffcdgwYN8mlpycCBA9m9eze7d+9m4sSJBAYGem2sVq1asWnTJi5cuIDJZPJ6twQ/11i+fDm//vorX3zxBS+99BKvvPIKjRs3plWrVkRGRhIaGorZbEav13Pp0iWOHTuGwWBAJpMxbNgwZsyY4W8rWAloXI72lZpmrwNAEVP6xZxsex5nzakAdA1qXJHTqrYEtewNzMOBkvx9Swjq/1iJ+3jans5lfqcsp/kdQFCEJMhFEYw5IsFRN0cubaKDbbmnAGgpb8H2AjFvzYUIrYxsk5OMWKn23Z6hw56diyIixKPxBXdkPrPY7dy95tUy4jf8l6uvzCfrm9Wkf/Izxl3HiJv/H5R1ojwaszD8PeZrHguP5HEy00aYRsbLfUIrezqVil/MF8L333/P/PnziYuLo1evXkRGRnLp0iU2btzIxo0b+fjjjxkxYoTHx+vWrRvdunW76flatWpV5LSL5cyZMzidTmJiYoiKKvsF0RN27dqF1WqlXr16PjdmW7FiBSkpKYSFhTFp0iSfjl0eUlJSePjhhzl+XDKgmTx5Mi+88EK1EbPlpWPHjqxcuZL33nuPhQsX8s0337Bnzx7mz59PnTp1Knt6HnHPPfewevVqUlNTWb58ORMmTPDZ2E2bNqVu3bokJyeza9cuBg8e7LWxoqKiiImJIT09ndOnT/tsQdKPlLI9fvx4xo0bx+bNm/ntt9/Yu3evu/3m9chkMpo3b86gQYOYMGFCtVrYrGm4IvOVKuYzCiLzZUizd9XLN9PUIlwRVKHzqq4oVGrUGiUWsw3Dvt88E/Me1MyLDjM2oySsKyIyL1cKBIRBvg4MmSLBhdz+HTRexOA0Ey4PJNpRB5u2wKk/RyQuRE62yUmyTUGD+jHYrqRjOXMFRQ/PMjyFIGlAMa94Me+KzNuMecg0Kup+9CSBvdqQ9PRnGHcd50y/qcTNfZ7gQWXrSuTvMV+zSDc6+GhXLgAv9g4hQntrl074xXwhtGvXjkWLFtGlS5cbnt+/fz+TJ0/mjTfeYPDgwR5H3rp168a0adO8MVWPcbWSatmyfGYqnrB9+3YA+vXr59P2ECaTiUWLFgGSsKouEcNDhw7x8MMPk5GRQUREBB9//LHb1OxWQqPR8MYbb9C/f3+effZZjh8/zujRo/n66689zoapTLRaLZMnT+aTTz5h8eLF3HHHHT77DAqCQL9+/Vi8eDE7duzwqpgHaNGihV/MVyIymYyBAwe6M5/Onz9PamoqOp0OtVpNREQETZs2JTj41jQDqmq4HO3NhspLsy+Pm71LzPtT7G8kIKYulsuJGJPO4My5jCw8rtjtNR6k2dvyjoNoR6aKRqauXSHzDI4SyNeJ5GUVPu4Og3R/2CekBUaTgLUgMm/UidQLUXAozcaVXDvNm8dhu5KO+dQlAj0V84EFYr6kyHyBmLde15oubFw/tO3juTTlPcxHL3Dx7teIeWYisS/8A6GUrY79PeZrFu9s12OwirSPVXJPa+9lIlYX/DXzhTBkyJCbhDxAly5d6N69Ozqdrlr1Wbbb7Zw/L/0YN2/e3KtjJSUlkZiYiFwup0ePHl4d6+/8+uuv6HQ66tatW23E8OrVq5k4cSIZGRm0aNGCFStWVJu5e4sBAwawYsUKWrRoQUZGBnfffTdr1qyp7Gl5xLBhw6hVqxY6nY5ff/3Vp2P36NEDuVzOxYsXSU5O9upYruvI+fPnsdsrT6D4kWjSpAm9e/dm5MiRDB48mE6dOvmFfBWiKqXZl8XNfr9RMj3r6je/u4HAWpJ4NxGI7cBPJW7vSZq91XCtJV1FBUOCIqWBixLz23ILxHxwcwxWp7tmPj9HpH7INUd7dXPp/ZpPXfZ4bI8j8wWlYX/vM69uUpf49Z8Q8eAIEEXSP/6JC+NexpZWOrNck7vHfM3wHbqV2Zdi4ZeT+QC83T8MuezWNL27Hr+YLyUKheKG/3pCYmIi3333HfPmzWPVqlU+d+xOTEzEarUSHBxM7doVs9JbFK6ofPv27X16M5mXl8dPP0k/ppMnTy7V36eyWLhwIU8++SQWi4WBAwfyyy+/+OtZC6hXrx5Lly5lwIABWCwWnnjiCRYuXFjZ0yoRhULBxIkTAckTwxODsooiJCTE3Qd+x44dXh2rdu3aBAUFYbVave6g76do5syZw759+4rdJiEhgTlz5vhoRn4K41pkvnLEvCiK19LsS1kzb3XaOZYvObZ3CmxU4XOrzgRGSV2BTGKQR2LeZYBXXJ95W65UL18RKfYuXHXyhsybxzU6zBw0Sn5KfYKbY7CIbjFvzJEi8wBJuXY0LSQxbzldCjFfEJl3ehqZN978mynTqKj38VTqz3seWaAG47YjnO0/jbwdRz2ag8PmxJInLToHhN+6Jmk1AYdT5OW/dADc0zqATrX9f0/wi/lSkZKSws6dO4mOjqZZs2Ye77dq1SreeecdPv74Y5599lkGDBjA119/7dG+oiiW+3H27FkAd/16RRyzsIfD4XAb3/Xq1ctr4xT2WL58OUajkQYNGtC/f3+vvs+KeCxYsICZM2cC8MADDzBv3jwCAwMrfV6iKFaZcxcUFMS8efN44IEHAJg5cyYLFiyo9HmV9OjTpw8NGjQgLy+PFStW+HTsXr16AZL5psPh8No4giDQtGlTQOo5X1HH9VM65syZU2L3hISEBD7//HMfzchPYWgKBJEt34HT7vT5+M5cI6JVEjOKUkbmT5iSsYh2wuWBNFRHe2F21ZeAKMmHwkwQzqvHcKQV367T1ZrOXMxHwB2ZrwDzOxdBkdLAhUXm9+Sdw46TOFUkceoocq1Od5p9vg7qBUoy4XKuA40rMn/G83Z8nqbZKwsM8Gz5xiK3CR8/gPiNn6Ju0QB7Wg4XRr9I+qdLEJ3Ff6dM7rZ0MpS3eG11def7o0aOZ9gIVQu82PvWNr27nqofvqwi2Gw2/v3vf2O1WnnuueeQe1CvExERwb///W/69+9PnTp1yM3NZc+ePXz00Ud8+OGHBAUFlWjSptfryz33M2fOAFI0TafTlft4RXHhwgVycnLQaDTExcV5dazrsVqt/PLLLwCMGjUKg8EAVMy58wY//fQTs2bNAmDKlClMnTrVPeeqQlU6d9OnT0cmk/Htt9/y+uuvYzKZqrS5oVwuZ9SoUcyePZulS5f61Nm+QYMGqNVqsrKyOHz4MI0aeS+SVrt2bQ4ePMjZs2crrKTG3zat4rHZbMhk/nX7ykShkSNTCDjtIpY8u88dtW0FKfayIC0ybekiWa6obcfAhj71wKkOuCLzZnkEAPZDvyIf+kqR22tkxUfmHZZUnNY0QI4qqOJaCLvEfGGR+W2uevngFtI2lmtp9qIIMbJrkXlV0/oA2K9m4dDnIQ8t2QxRFlSwAGTORbRbEBSFf/5ckXmH1YLDZkWuLPw7omkeR9MN/yX5+c/J+elPUt9cQP6+U9T7fAaKsMKzQfNz/E72NYGsfAcf7JTuTf/dK5TIAP/CjAu/mPcAp9PJSy+9xL59+7j77rsZM2aMR/s1bdrUHb0CySBr1KhRtGjRgnHjxjF79mzuvvvuYm+0QkNDy/UDqtfrycnJQRAE2rZt61V3dFff6U6dOhEd7bsV/FWrVqHT6YiJieHOO+9ELpej1+vLfe68weLFi91C/oknnuC5556rUnMURbFKnrtXX30VjUbDl19+yaxZswgJCeHee++t7GndhOv8jRw5kp9++omMjAz27t3LHXfc4bM5dO7cmZ07d3L8+HGvtjVs06YNa9euJTs7G0EQCA0t3yq5PzJfNor7nlqtVhISEoiMjPThjPz8HUEQUAcrMeVYMRtsPhcVZU2xBzhoTAQkMe/nRtyReZsMp1LAdmgp6uLEfAlu9tbcQwAogpojyCvOPNWVZp9XiJjfXtCSrk+I5INisIqIcpBpwWmCMJvM/XyeWouyThS2lEzMpy4T2N2DNseaUJDJwelAzMtECKtb6GYKjRYEAUQRW74ReWjR3xFZoIZ6nz9DQPfWpLzwJblrd3NuwHQaLHwZbbubfR38PeZrBrN25qK3iLSOVnJ/W7/p3fX4xXwJiKLIK6+8wooVKxg1ahRvvPFGuY/ZrFkz2rdvz/79+7l06VKx0TNBEMolqly95evWretVZ22n00lCQgIguff7SgiKoug2GrvrrrtQKpVuUVDec1fRbN68mVdffRWAxx9/nOeff75Kze96qtq5EwSBf//734iiyNy5c3n11VepW7euu6SiqqFSqRg/fjxffvkly5Yt44477vDZ+ezWrRs7d+4kISGBf/zjH16LygYEBFCnTh2Sk5O5ePGiVxcO/Fxj0KBBN/x74cKFLFu27KbtnE4nOTk5WCwWn7ZJ9FM46mAFphwrlkpwtHf3mC+D+d3B/EQAOvrr5W9CHRyKXKXGYbVgloURkHYSR+px5LUKj6qXlGZvK0ixr8h6ebguzT77RjGfYcvllDkFgF5BUumowSJNThUKZhM48gSiAmRk5jtJyrUT0DxOEvOnPRPzgkyGEBiFaEiTUu2LEPOCTIYqIAir0YA1Pw9NaPELT4IgEPnAMLTtm3Bp8rtYL6Vybugz1P3gCSLuH3rDtv4e89WfY+lWFh+TSjDe8pve3YQ/964YXBH5X3/9lTvuuIP333+/wm6MXemkZrO5Qo5XFC5zKm+m24K0aKDT6dBoNLRuXXHpYSVx6NAhLl26hEajYcSIET4bt7ScPn2aqVOn4nQ6mTBhAv/+97+rlFiuDgiCwH/+8x/Gjx+P0+lk2rRp7hKSqsiIESPQaDQkJiZy+PBhn43bqlUrNBoNOp3O6+Z0ruuK3wTPd/zdu6Ao/wGFQkF8fDwPPfQQL7zwQmVP+5ZHU4kmePZ0V4/5sFLtl23PI9GSAUCHgAYVPa1qjyAI7ui8tV5vAGwHlxa5vbqkyLxBMr9TVrCYL8oAb4dB+v1sra1HpFJKUTdYpW3UBYlWxhyR+gWeD5dzHWU0wZMyg0qsmw8ocLQvxASvKAI6NKXpX58RPKQrosVG0vT/I2n6/+E0W93buNPs/ZH5aokoiry2RYcIjG6mpXtdv+nd3/FH5ovA6XTy8ssvs2zZMkaMGMEHH3zgUZ28J9jtdk6cOIEgCF51lxdF0X2T3bBhQ6+NA3Dw4EEA2rVrh1Lpu9Yfv/32GwBDhw4lKKjk+q2y4HCK7Em2kG50EhMoo3tddalWBTMzM3nooYfIy8uje/fuvPPOO34hX0YEQeDdd9/l8uXL7N27lylTpvD7778TFRVV2VO7iaCgIIYMGcKKFSv47bfffNaPXaVS0aZNG/bv38/Bgwdp3Lix18Zq2LAh27dv94t5H7Jp0yb3/7do0YIHHniAqVOnemWsI0eOMHv2bA4dOoTNZiM+Pp4HHniAO++8s1THycvL45tvvuGPP/7gypUrKJVK6tevz6BBg7w296qGy9HeklsJYr4gzV4ZW7o0+0MFKfZN1LGEKgIqelo1gsCoGAwpl7FGd4Yrq7Af/gVx2MxCf+OLa00nOq3YDMcBUIW0q9A5FmWA5+ov3zv4Wstig1WKzGvDBPSI7vZ0B1PhSq6d7i4TvNOlMcGTyi5L7DUfGIQxA6zFmOAVhiI8mIaLZ5L+3yWkvfs92d+vx3T0PA0Wvoyqfqw7Mu9Ps6+erDxrYk+yFY1C4OW+ftO7wvBH5gvheiE/bNgwPvzww2KFfHZ2NufPn7+p5dzBgwdvqgO12+188MEHJCcn06dPH8LCwrzxFgDQ6XTo9XpkMhn169f32jggRcgBnwkWkESyqwWXpz4GpWXNORPdv0llwq+ZPLkumwm/ZtL9m1TWnDN5tL/T6WT69OkkJSXRsGFD5s6d6zMztJqKSqXiq6++okGDBiQlJfH000/jLMHNtrJwfS63b99OVlaWz8bt1KkTcO176S3q16+PTCZDr9f7zPDSzzX+/PNPd7eHimbPnj3ce++97N+/n6FDh3LPPfeQk5PDc889x9y5cz0+TkpKCmPHjuWLL74gJiaG++67j7FjxxITE8P69eu9MveqiCZYip1Y8iojMq8DQBFdOjF/wF8vXyLuunlVLVCocaafwXm18JZpxdXM24ynQbQiKMKQayo2CyL4OgM81z2pKIpsM0ju+32uE/O5Fun1AFdkXnctMp90naO95dQlj8f3uNd8gQleaSLz7jFkMmKfnUSjpW8hjwjBdOgcZ/s/hX7jAXdpiz/Nvvphsjl5a5tkeje1SzB1g/0x6MLwn5VC+Pzzz1m2bBkBAQE0bNiQL7/88qZtBg8eTMuWLQFYtGgRc+bMYerUqUybNs29zbPPPgtAx44diY2NxWAwsG/fPi5evEidOnUqpP6+OK5ckVZOa9eu7VUBmZOTQ1JSkttkz1ds2LABp9NJmzZtvJJ5sOaciUdWZfH3n93UPAePrMpi3h2RjIgv3odg/vz57NixA61Wy9dff+13664gwsPD+d///sedd97J9u3b+d///sfDDz9c2dO6iUaNGtG6dWuOHz/OH3/8wT333OOTcdu0aYMgCFy5cgWdTue1RUO1Wk2tWrVISUnhypUrXl2c9HMzdesWXn9aXux2O6+88gqCILBo0SJatZJqY5988kkmTZrE7NmzGTZsWInXXYfDwVNPPUV6ejoLFiy4qeuB3e77+vHKwt1rPtf379mWoQNAERNWqv385nclExgpOdrn63JQtBiK/dgKbIeWIq9zc3Td3WfeWYiYz3XVy7er8My9oII0e4cNV6Sx8gABAABJREFUzLmgDYVESwbJ1hyUgpzuQfHubV2R+cBQGeDAbBCpFyIFsy7r7ag7SIEhW0omjtx85CElZ2y4e83nZRS7nas9nTW/9GLeRfDATjT96/+4NPldTAfPcv7JOfCv51Co/W3pqiNfJuSRYnBQN1jOY529k31bE/CL+UJITk4GID8/v8gIRN26dd1ivigmTZrEtm3b2Lt3Lzk5OSgUCuLi4njssceYMmVKud2fS8Il5r0dlT927BggpdwGBxfeGqSiEUXRHdUZNmxYhR/f4RR5bbPuJiEPIAICMHOzjqGNNUWm3B87doyPPvoIkHqkx8fHF7qdn7IRHx/Pq6++yksvvcQHH3xAz549adOmTWVP6yaGDRvG8ePHWb9+PZMmTfJJiUVISAgNGzbk4sWLHDt2jD59+nhtrPr167vFvC8X825F5syZgyAI/OMf/yAsLIw5c+Z4tJ8gCDz55JMej7N7924uX77MuHHj3EIepNKRJ554ghkzZrBs2TKeeeaZYo+zfv16jh49yhNPPFFo+0KF4ta5BXGn2VdKZL70NfNO0cnhAvO7Tn7zuyIJKGhPl5+VjnLYBOzHVmA/9Cvi8DdvutZfn2bv8rxwYcuTUuyVwRV/DVVpBdSBYDFKJnjaUMGdYt8psBEBcqkG2eEUySuomQ8uuD01GyAu5Fp7OkVYFIpaEdhTs7GcuUxAlxYlju+OzBuLz05TlSMyf8Nx6sfSZPWHpPznS67uTgJAnpOJ0xDn0eKDn6pBcq6dz/dLbZtf7RuKVulPJi+KW+eXtBS8//77vP/++x5vP23atBsi8i4eeeQRHnnkkYqcWqlwifl69ep5dZzjx6UfIV8KqTNnznDp0iXUajX9+vWr8OPvSbZwNc9R5OsikJLnYE+yhV71b273Z7FYmDFjBjabjWHDhjFx4sQKn6MfuOeee9iyZQvr169nxowZrFq1CrW6apmj9O/fn9mzZ3Pp0iXOnDlD8+bNS96pAmjTpo3PxPyePXvc1xs/3sMl5keMGOFVMb93716AQj83vXv3vmGb4lizZg0gLWhdvXqVzZs3YzAYqF+/PrfddhuBgbdOeyGXAZ4t34HD7kSu8N2Nqd0VmS9Fmv0FSzp6hwmNoKSFto6XZlb9CYiQ6sHzszNRtBoJSi3OzHM4kw8hr3djhw9Xmr0TsAHX50vaDFJqvjLYO/dRQZECFqOIIVMkuhFs/1t/eQCj7Vr4IrggMm8yiLQtiMxfyXUgiiKa5nHkpWZjPu2ZmJcFusR8CZH5AgO88kTm3WNqVNT7v+kYvtyBIQ/ExEucu/07Gix8xW3i56dq8/Z2PWa7SI+6Ku5o6r1uXDUBv5ivodhsNtLT0wHvinlRFDl5Uqq78qWL/ebNmwHo0aOHV4zv0o2e1WAXtd0XX3zB2bNniYqK4r333vMb3nkJQRB47733SEhI4OzZs3zxxRfMmDGjsqd1A0FBQfTs2ZMtW7awefNmn4n5Vq1asXLlSk6dOnVTFKgicV1f0tLSsNlsPjXAvNX47rvvAKhTp84N/65oXIaGDRrcXLsbGhpKeHg4ly6VXDPrytpKSEjgvffew2q95jAdERHBp59+Svfu3Us8zt+9Z6ojcrWATCHgtIuYc20VasZ1fR10Ya9dE/OhHp/LA3lSW9u2AXHIkVX7v0Fx56g8aMIlp3a7KR+bQ0DRcjj2I8uwHVyKrG6HG7ZVXZfrZ3aIKAuyvp12I3aTdL4Vga29cq6DIgWyLosYMp04nNeZ3wU1c4+Xa5YCGEoZBIUW1PcbROoESxM12kRyTA7UzePI23II86lLns3VJebzsord/vqa+Yo6B0LjRnBEh8qWj+VsEudun0G9OTMIHdW7XMf11uepplHW87QvxcKKMyYE4I1+oWU6RnWhIu7P/GK+hpKWlobT6SQgIMCr6fypqano9XoUCoVXXbOvRxRFt5gfMGCAV8aICfQsalLYdhcuXOCLL74A4PXXX/fXyXuZiIgIZs6cybRp0/jyyy8ZPXq0zz6LntK/f3+2bNnCli1beOSRR3yyuNOkSRMUCgU6nY60tDRq1arllXFCQ0MJCAggPz+f9PR0r9Vx+4Fu3boV+++KIi9PiowVVTYVFBREampqicdxmT6+/fbbTJkyhfvuuw+VSsXq1auZNWsWTz75JGvWrCEmJqbY4+j1+lK+g6qJMlCGRe8g62oOVqHiM4gKO09OQz5iQZuuPJWAzEOjyj05UtuyVoraNcrc0hufJUVAIPZ8I+mXLhDYdDjyI8uwHFyCqfdz8LdrvQoFVgTS9XocBbcPTuNBQARlLIZ8OeTrKnyOmhAZICPtspG89GR0jnwCBTUNbKHuv29yjhScCFaBiAmQk5tlxZJnJkorkGkSOZ6so2F9SZznHbvg4WdDgxyw56YWu70d6Vzl5+oq7DOXm5kPQPiDA3BmncKy5ySXH3yX4MdHETpjAoK8fBkyNeXa5G1Kc56coshrf0ltu8c2VVBXmY9Ol++tqVUJyqsT/GK+hpKSkgJIERxvCofTp6XV3fj4eJ+5tJ85c4bU1FQ0Go1HUZ2y0L2umtpBclLzHIXWzQtA7SB5of0u33zzTWw2G/369WPkyJFemZ+fG7njjjv45Zdf2LJlC2+99RbffvttZU/pBrp3745arebq1as+S7VXqVQ0adKE06dPc+rUKa+JeUEQqFOnDufOnSM5Odkv5v24cUVS+vfvz3PPPed+/v777yctLY358+fzyy+/8MQTTxR7nNDQ0BqR3RQQqseiz0cpaggLq7hFdlEU0ev1hZ4nS5bU5ksWqCGijufXgBOp0j1Ej/DmNcLYsrhzVF4CI2PQ519EbrMQ2mU8eSunI+guE2w4jzyuyw3baiz5WJ0iquBgwgpC88a8S1gBdUhbr53r8NpmwI7TpOUwki9Uj+CmRBdkFkgTsQAmgpQCEeEBgAW7WUFYWAANwmxkmqzoxADCOzYnB3BcuOrRfB2xDckHZKYcQorZ3hItLeqJVkuFnQebQUrtj25em5AVs0h941syv/gNw5crEM8kEzfveeRhpfd68ubnqSZRlvO07FQ+RzPzCVQKvNIvirDAmm1cWBEZB343gRqKK2rizT72AGfPngWgWbNmXh3nenbu3AlA165d0WhurlevCOQygTf7hwHw98uP699v9A+7yfxu165dbN68GYVCweuvv+6/yPsIQRB4/fXXUSgU/PXXX+zevbuyp3QDWq3WHUXdtWuXz8Z1fS9d31Nv4brOpKWleXUcPzeSkpJS4iM1NdUdafcUV+mSwWAo9PW8vDyPzE5dxxk4cOBNr7myqlyp+MUhCEKNeFwzwbNX+LGLOk+OTCkipogO8/hYZtHGSZMk5jsFNar08+btc1TehzZcilSbc7KQqQNRtBoBgP3obzdtqym4JbCI156zGQv6ywe38dp7D4661mt+Z56UddEnpPkN2xgKauaDVALaYFeavXTO6hfUzScbHGhaSOU3tivpOI3mEseWBRX0mc/PgoKU4sIeqkDpmmLLz6uQ9+y0i+62dAHhamRKBXXefpj6855H0KrJ+zOBc4NnYDl5qUp9nmraozTnyWwXeW9HLgBTuwYTG6So9Pn76hyVB7+Yr6G4bqpjY2O9Os758+cBfOrU7hJqvXr18uo4I+K1zLsjklpBN64K1g6SF9qWThRFZs2aBUjGbI0a+R2AfUmjRo2YNGkSALNmzapy9VU9e/YE8OlCg+t76fqeegvXdcYv5n3LwIEDGTRoULGPAQMG0LVrV/r06cPrr79OZmbxvZ4Bd8u5wuri9Xo9OTk5hdbT/x3XNTAkJOSm11zPWSyWEo9TU9CEFIh5g+8c7W1pLid7z9M4j+RfxoGTWGUotZVhXppZzSEgQhLz+TnSd0vZbiwA9iO/3/Q7pJHd3GvebX4X5D0T4aCCXvO5WU725Um/B72DbswQMxT0mA9WgsYt5qXn6hU42l/JtaOICEERI32eLGdLNj4VAgui/04HmHRFbqdyGeCV083ehVkvfc/kKhnKgGv3ceHjBxC/7iOU9WOwXrzKuaHPoFu+vULG9FM+5h7I42qe1Iru4U6+6Y5VE/CL+RqI0+l0m995U8zn5eW5MwB8VaOclZXFmTNnEATBa/Wi1zMiXsueKbVYelcUnw+LYOldUeyeUqvQ/vJ//PEHhw4dQqvVFtrdwI/3eeqpp9BqtRw8eJANGzZU9nRuwFUScvr0aXctsbdp0qQJQJmis6XhejHvdHpmHumn/IwZM4YuXbogiiIhISF069aNESNG0K1bN0JCQhBFkS5dutCvXz9UKhU//fQTd911l/v3oSi6du0KwPbtN9/g7tixA/CsXt/Vju7cuXM3veZ67lYqy1AH+V7M2zMKxHys52Le3V8+oGGFRI1qOtoCMW/KllK6FS2Hg0IjudqnHLlhW7U7Mi+JZKdNj8MsCWJlkPdMhF1iPiUtn3ynlXB5IM21N2ZuunrMB6kENAU6yiQFSd2R+ct6ySRP3VxqeWw+dbnEsQWFGjTS4p3TWPRioqvPvN1swumwe/K2iiU/R/KKCAhX3fQ51rZtQtNN/0dQvw44jWYuP/guqW8vRHQU3cXIj3dJzXPw+T4pG+zlPqFoFf5rj6f4xXwNRKfTYbPZkMvlREZGlrxDGXE5HsfGxnrFUb4wEhISACl9OCIiwidjymUCveprGNMigF71C+8rL4oin3/+OQAPPvhgiYZOfrxDTEwMkydPBuDzzz+vUtH5iIgId638gQMHfDJmUFCQW2i7vq/eICIiArlcjs1m8xsC+ZCHHnqIU6dOMXXqVLZs2cLChQv5+OOPWbhwIVu2bGHq1KmcPn2a5557jo0bNzJ9+nTS0tL48ssviz1uz549qV+/PqtWrXJ3KwFpAfeLL75AoVAwduxY9/PZ2dmcP3+e7OzsG44zbtw4VCoVP/zwww1ZG3l5eXz11VcADB8+vCJORbVAXRDdNBvKL1Q8xZ6uA0rXY/5QgZj395f3DG1BezpTtiRUBXUQihZDALAd+e2GbV3t6cwFa56u/vJyTRwypffMioMjpdv9zAxJ4PYIbopMuFECGCwFYl4poA25MTIfd11kHkDTXGrvZjldspgHEAILUu2LE/Paa60qbfnlNzwz6aT3qg0r3M9JERlKo6VvEfXkOADSP/mZxHvfxKH33sK3n6KZtVPP/7N33mFOlNsf/0x6ssn2pezSYelNugJiQxGx40+vvV5Fwa6IDQuK7VrRK8pVbNhAvSjqBRQREAWkt6WXpW7fbDY98/tjMtmabJ1kWebzPHmU5M28ZyfTznvO+R6nT2RAKwMXdVVb0dUF1ZlvhshplCkpKWg0yv3EkdoXKcW6desAGDBgQNTmrA1//fUXGzduxGg0cvPNN8fanJOaW265BaPRyIYNG2rVCzuanHKK1Hc4Ws48lJ2ftWklVl+0Wm1oca02adwqjcPLL79Mv379mDhxYhX9EJPJxMSJE+nbty+vvPIKGo2GCRMm0KdPH5YuXRpxuzqdjmnTpiGKIldffTVPPPEEL774IhdffDE7d+5k4sSJFcqIPvvsM8aOHctnn31WYTtt27bl4YcfJi8vj4suuojHH3+cZ555hosuuoht27Zx5ZVXhspPTgbkXvPRjcwXAnVz5tc6pDZp/eM6NL5BzZBQmn1+2bVPF0q1r+TMV0qz95ZImhFK9ZeXsQZr5mVf+lRrZpUxxR65Zp6QM+/zgNdd1p7usF3qNW8MOvOuWjrzmmCqvVgSvte8RqtFZ7YAUt18Qwk58xHaQAo6LenP3krbmQ8hmAzYF61m5zn31vrvUmkcNh338PVWaQHnqVGqqGBdUZ35Zoj8MJ2amqroPAcOSBe7aDrz69evB6B///5Rm7M2fPDBBwBcfvnliu93lcikpqZy2WXSSvt//vOfGFtTEdmZ37BhQ9TmbNdOeuiSz1elkI971ZmPHmvXrqVXr8ipub169WLNmjWhf/fr14+cnPAP1DLDhg1jzpw5DBw4kJ9++ok5c+aQmJjIyy+/zIQJE2pt43XXXce///1vunTpwoIFC5g7dy6JiYk8++yzPPPMM7XeTnNAFsDzOv34vdEpR5HT7PUtapdmf9RTyBFvIRoE+lraKmlas0EWwHMXF+L3Sgs1+l7jQKsncGwb/mNl2S2yAJ4rmDTmtUuReSVT7IGQAF6gUHJsT7VVFS2WI/M2vYCxLEiOyy6SUa7XfJFbrHtk3hrsNe+IXGJmCKbaN0bdfFlkXl/j2KQrzqTzT6+gz0jDs/swu0bfR/HPfzXYBpWaEUWRp38vQgQu6WZmYOvGb9vZ3FFb0zVD5HpcJVPsAQ4elOq82raNzg0/JyeHo0ePotFo6N1b2VXsunDs2DEWL14MoEblmwg333wzn3/+OYsXL+b48eNNpuyhd+/eaDQajhw5Qk5ODmlpaYrPKTvz8vmqFKozH30CgUCNv+uBAwcqlJvodDqMxto9LPXt25dZs2bVOG7SpEkRdULOOuusahXtTzZ0Rg1avYDfK+Iu8WJJUv6hta5p9utLpQyebuZ04rTKdItpbhisNrR6A36vB2dhHta0VgjmBHRdz8G37Sd8G79FO7oHUD7NXjonPSVB8TtbH0VttAVr5nVOIyn+BLqaqrYptHvK1Ow1WgGjFdwlkqJ9WqqGJJOGAleAw3YfXYOK9p79xwiUutBYIh8rQlzQmY8QmQcwWKyUcrxxIvNBATxzQu3aJlv6dSHz1zfYf9PzOP7YzL5rnqHllGtp8cBVaqRYQRbvdbEy241RC4+cplypSXNGjcw3QwoKpJV4JWvKfT5fSEQpWgJGW7duBSSFZIvFEpU5a8O3335LIBBg0KBBUVX1VwlPZmYmAwcOJBAI8O2339b8hShhsVhCSuHla5GVRD4/jx07hs+nXK2ufL0pLCxUbA6VigwcOJCFCxeGFXtcuHAhCxcurFCWtG/fviazuHWyIQjl2tNFqW6+rmn2GxySM9/PEr2MuxMdQRCqiOBBWap9+br58gJ4fk8uAfdRQEAf10NRG03xgE6KvA/19qpSLw9QHKqZl/4tt6dzFktOvhydP2T3o0tNQJsSD6KIa2d2jfPXNjKvtwQj8w105sWAiKtIisybEmqOzMvo0hLp9O3zpNxyAYgix57/hAM3Tcdf4myQPSrV4/WLTFsm6ezc0t9K2wQ1xlwfVGe+GSI780lJtVevrSvHjh3D7/djMpmiJkQnOz89eih706sLoigyd+5cAMaPHx9ja1TKI/8ec+fObVJCePLxGy1nPjk5GZPJhN/vr1HFvCHI1xv5+qOiPA8++CAGg4G7776byy67jGnTpvH2228zbdo0LrvsMu655x6MRiMPPPAAIP02K1asCKnMq0Qf2Zl3FUenbt4rq9nXMs1+Q6nszLdTzKbmSGURPABd7wtBoyVwaAOBXKkdXFnNfJn4nc7SCY0uDiURBIFAoguAPp6q9fIAJUE1e5tBslGum3faKzrzh+2S4ntdUu3LBPBqiMwH0+y9DUyzd5f4EAMgaMq0KmqLoNeR8fJdZLx2N4JeR9H85ewe8wCe/UcbZJNKVeZsdrCrwEeSScOkIVVbmKrUDtWZb2YEAoGQmrSSzvyRI0cAaN26ddTSj7KysgDo3r17VOarDVu2bGHXrl0YjUbGjh0ba3NUynHBBRdgNBrZuXMnW7ZsibU5IWRnXj6elUYQBFq3lloQHT58WLF55OtNYWGh2p4uSnTr1o05c+ZwyimnsHXrVj799FPeeustPv30U7Zu3copp5zCZ599FrpmxsfH88cffzBlypQYW37yEk0RPH+JE7HUDdQuMi+KIhtLJcesX5wama8L1YngaeJS0HY5AyiLzofS7EURrz0ofqdgf3kZd8CLI17qM9fV2aHaMcXBPvNyZF5uT+cKtqdLr+TMGzOlEkt3HSLzgZLIZVhlkXlHjduMhFOOyscbEKrpQFQbUm4YQ6f/TkfXIgnX1n3sPPteSpZFT++muWN3B/jXn9LB9cCweOKNqktaX9R8hmZGSUkJgUAAQRCw2WyKzRONPvblEUWRPXv2AFIKdVNh4cKFAJxxxhnEx6urik2J+Ph4Ro0aFUpDbio6C3Ipxu7duxFFMSqLYS1atGDv3r21Ej6rLzabTYr+BAI4HA5Frz8qZXTv3p05c+Zw+PBhtm/fTklJCVarle7du5Oenl5hrFarVX+XGGO0SY9d0Uizl1PsBbMRjbXmVk/73DkU+UsxCjq6m6NTPtdckEXwykfmAfR9L8W/4xe8G7/FeNaDIQE8d6AsMq+0+B1IWgjuRDs2WhFvT6x2TPk+8wAmW+XIvHTsHgoeu8bMNkAtnXm5Zj5CazoAQ5yUodDQyLyzUFosq0uKfXXEDetFl1/eYP91z+Bcv4s9lz1G+gt3kHyTGrxpKDPW2MlzBuiUpOPaPspmpjR31GWQZkZxsbTKZbPZFG1LJzvz0aq9zMvLo7i4GI1GE6o5bgrIzvy5554bY0tUqkP+XeTfqSnQoUMHNBoNxcXFVfpyK4V8niqZZq/RaEKOotprPvqkp6dz1llncdFFF3HWWWdVceRVmgahNPsS5SPzvmPS9UWXllirRcMNwah8T3Mb9IJWUduaG6Ga+YKKzqquz8UgCAQOrCZQcKBCazqvPTridwAr7TvwJEjR7pIwZevl+8xDWc283Gs+FJkvkSPzkjPv2lGzuGqZAF5tI/MNc+blevlwPebrgiEjlc4LXiZx/BngD3D4oXc4/MAMRE90dC+aI4eKfcxaawfg8REJ6LWqwGBDUJ35ZobszCsdJZYjfNFQ4wZCUfk2bdpgMDT84twYZGdns337drRararU3EQ5++yz0Wg0bNu2jUOHDsXaHACMRiNt2kgPQbt3747KnPJ5qmRkHsquO/J1SCV6HDt2jKVLl/LDDz/w22+/cezYsVibpFINRmv0I/P6WivZ7wPUFPv6UJZmX/Eaq7G1RNtxBADejd+FBPBcAR8Bbx4IOvRx3RS3b6V9J54EqY93SW5VDRlRFENq9rbgI5acZi8L4MnO/KHiYM18VynN3rPnEKLPH3F+jbV2kXnZmW+omr0cmTc3MDIvozEbaTvzIVo9dRMIAvkf/czx654PnWMqdeOFP4px+eHUDAPndlK7ZjQU1ZlvZpSUSBdApVMp5Yii0u3vZLKzpTSuaPa0r4k///wTkNo3KalPoFJ/kpKS6NevH1D2ezUF5HZx0VpgkM9TpTMBrFbpQUy+Dqkoz8GDB7n55ps544wzuOOOO3jooYeYMGECZ5xxBjfffDP79++PtYkq5TAGC5Ld0YjMy0r2LWt3f9qoKtnXm5AAXkEeYiXNEFnV3rfx21DNvNMv/f46SxcEhVsAugJe/nbsCUXm7XlVnflSr4g/+HYoMh8vR+al92UBvKMOP/6AiL5tCwSTAdHjw3Mg8uKhYA0GfjwORE94ZfjG6jPvbMTIvIwgCLS4+wo6fPEUGpsFz5osdp1zL85N0VmUby5sOu7hm+3SwtITp9cua0glMqoz38yQH6Lj4pStP4lG+7vyyM58U0odXbNmDQBDhgyJsSUqkZB/H/n3agrI7eLk41ppoqU0L193HI6GiRep1I6jR4/yj3/8gz/++INOnTrxf//3f9x1111ceeWVdOnShT/++INrrrkmJFiqEnvkmnlvqZ+AX9kuG97jQSX7tJqdeZ/oZ1OplC6tOvN1x5SQhKDRIPr9uIoLK3ym73MxAP59f2BwSjnublFyYPQ25bVc1jn24hZ9GJOl6HlJNc68HJXXCmAOqmlVrplvGadFK4AvAMdLAwgaDcYuct18Dan2RhtopYWsSIr2ZZH5ht1DXIWyM984kfnyxI8eTOeFr6Lr0Apvdg67zn+Qwv8ub/R5miOiKPJssBXdpd3M9GvZNDJtT3RUZ76ZIT9EyxEyJXA6nbhcUouTaEWkZRVuOT25KbB69WoABg8eHGNLVCIxaNAgAFatWhVjS8qQnfloRebl89TpdOJ0KtcvV43MR5e33nqL3Nxcnn32WRYsWMDTTz/NxIkTeeqpp/j+++959tlnycvL4+233461qSpB9GYtcotvj0PZVPu69Jjf6TyKS/Ri1ZjobIqOFk5zQqPVYkqQghuVRfA0SW3RtBsMooguS9JvcaNDJDridyvtOwHo2Foqg6ouzb68+J0cKa1cM6/VCLSyyqn2lUTwdkRemBYEoVx7uvC95hsjMu/3BPCUBksBEpRxFk1d29Lym2ewnnEKYqmbAzc9z9Hpn1bJylCpyJJ9LlYcdGPQwuTTEmJtTrNBdeabGaWlUuqK2Vyzcm19kcWtTCYTRqNRsXnKI9d/tmrVKirz1URpaWmojl9O41ZpmvTv3x+QdBfk8yPWyMexkoJ05TGbzaFzVcl6dovFAqDogoFKGcuXL+ess87iiiuuqPbzK664gjPPPJPff/89ypaphEMQhLJUe4Xb09XFmZf7y/extEUjqI+G9SEkgpdftS5cjs5rgy3qREGDVzBhiEJbuj9KdgDQO11apKkuzb44KH5Xvj1YqDWdvWxcWBG8miLzgBAnlXuJJZEi80E1e6ej3o6xs1iKyuuMGvQm5YQcNQlxdPjyaVInXALA8ZfnsP/G5/GXqPe/6vAHRJ5bLvkPN/e30jZBbajWWKhX7GaGHDFX0pm326UrezRbHMnCXampqVGbMxI7duxAFEVSU1OjJgKoUj/S0tJISUlBFEV27twZa3OAsuNYaUG68sjnq3z+KoHJJNV+qs58dMjLy6uxVWdmZmbUuiao1I6QCF6JwpH5XOnBuS7OvJpiX39CIngFVa/ruj6XAKDd/hMCkjPt0caji1O21a4z4GGdYx8Ag9pIGWEluVWdZLtbFr8r78wH0+yLy5z/jEq95k116jUvR+bDi+AZgmn2iCJeV/0W312y+F0j1suHQ9BpSX/un7R5614Eg47iH/5g9/kP4jmoCpBW5qutpWzP85FoFJg0WG3l3JioznwzQ36Ilh+qlSBaInsyTqczVD7QVBznrKwsALp1U16FVqXhyL+T/LvFGvk4LikpiZrjGw1nXl5ElBcVVZQlOTm5xgWqXbt2RU3bRKV2yO3plBbB8+UWAqBLrTmddYMsfqcq2debkAheNZF5bYuuaFr1RAj4MPilyHEgrheCRlmHc51jHx7RRwt9At1bS5FxRwH4fRWj88XBNHubsUyMTBbAk2vmoazXvOzMG7vWodd8UNE+EKE9nUanQ2uUnl/r22teFr9raI/5upB8zbl0+u8L6NIScW3Zy86z78Xx55aozd/UKfUGeHmltLh499B4Ek2q+9mYqHuzmeF2u4HoOPNKi+zJyKJdRqMxanPWxN69ewHo0qVLjC1RqQ3y77Rv377YGhIkLi4u1GJRaVE6mWjUs8vXHdWZjw4jRoxgyZIlfP3119V+PnfuXJYsWcLIkSOjbJlKJKLVns4vR+ZTEyOOcwW8bHNK+h391ch8vTEnSc5yaTXOPJRF540eqdTJH9dTcZv+DNbLn2rNxJaiQRYOdxRUdOblHvPx5SLzlWvmoVx7uuCxa+wsRfv9+cX48ooi2hLqNR9BAA/KovOeeorglbWli664WtzQnnT55XVMfTrhzy1iz8VTyP/kf1G1oany3toSjjkCtIvXcmNf5TS9TlbUgoVmhscjrUgq2Ys9Gqn85ZEjiXIP66aALMgnC5mpNG3k30n+3WKNIAjEx8eTm5uraKS8PNGImuv1UiTE61W+7ZYKTJo0id9++40nn3ySjz/+mMGDB5OSkkJeXh6rV69m165dJCUlMXHixFibqlKOaKTZBzxe/IXSwp0uLXJkfpszGx8BUnRWMgxqFkd9sYQi89U7q/q+l+BZ9DxGZyGY0/Cbuypu08qSoDNvy0SjFbAkCTjyRUpyReLLJTqGesyXi8xHqpk/FIzMaywm9G1b4D14HPfObHQp4Y81jezMl4QXwAPQx1lxFuTWOzLvKlJOyb4mDG1a0OXHVzh416sUzV9O9j1v4Nq6j9bP3oqgU65+vymT6xT599/Sb/nI8ASMOrUVXWOjRubDsHHjRm677TYGDx5M//79GT9+PN9//32dthEIBPj000+58MIL6du3L8OGDeOee+5RNDooP0TLD9VKEI1U/vLIgnvRrNGvCdWZP7GItnp8bZAXp5QUpCtPNOrZ5UVEeVFRRVlat27N559/zpAhQ9i5cydz5szhrbfeYs6cOezcuZMhQ4bw2Wef0bp161ibqlIOQxR6zfvzgtcVjQZtUuR754Zy/eXVns/1RxbAK83PRRSrisxp0vshJLfH6JG8Y5+5s6L2uAJe1jmkLMJhVqk235Yq/b6VRfBkNXtbNZH58mn26daKNfMAxmDdvGtHZBE8Oc2+5si8lIHpcdRvodtZJJ1XSinZ14QmzkS7Dx6h5eRrAMid+V/2XjkVf9HJ2eXl3Q0eHF6Rfi31XNg1OkHAkw01Ml8Nf/31F7fccgt6vZ4LLrgAm83GwoULefDBBzl06BB33HFHrbYzdepUvvrqK7p06cK1115LXl4eP/74IytWrOCLL75QJEU7Gs68HNmLljMvpwUr2W6vrjQ1dX2VyMi/k/y7NQWi3cZNPl/lUhwlUCPz0ad9+/Z89NFHHD16lK1bt1JSUoLVaqVHjx6qE99EkXvNKxmZL18vL2gix202lB4AVPG7hiI78363C6/TUSbmFkQQBLQ9z8HokdLHvQZlz891jn24RR8tdPF0MkpK9tZkyUGv3J6uTABPgKBAnylYM+9zg9ctojcKZMRLx26eM4DTJ2LWCZgy21Dy69811s2XpdnXHJkH8JbW/d4oiiLOUI/52PUwFzQaWk6+BlOP9hy481+ULFnLztH30XHOVIxdmk6LZaXZXeDl6x3Sde7xEQlo1MVCRaizM+/xeNizZw/x8fGkp6crYVNM8fl8PP744wiCwGeffUbPnlJN01133cVVV13FW2+9xZgxY+jQoUPE7fz555989dVXDBo0iA8//DAUsbrkkku46aabeOqpp/j0008b1fZAIBBaDdbplFun8fmkE1PJBYPyyFG+aC0e1AY5mtqUUv9VwiP/TtFKaa8Ncqs4JZ3r8sjXBPn8VQKtVoraiKJIIBBAU4MTodJ4tGrVSl1cPEEwlovMi6KoSDTclyPXy9dC/K5UFb9rDHQGIwZrPJ6SYpz5uVWceQCxY1eMdslJdSnckvyvYIr9UFtm6BizypH5Ss683JrOZtQAQaX6cua77JIzn2gUsOgFSr0iR+w+OiXpy4ng1RSZD6rZR2hNBw2rmfc4/AR8Ighgio9+mn1lEi4aQZeOrdl39TN4dh1i5zn30f6DKdjOGhBr06LC9BXF+EU4p6OJ09o2nWf45kadnrQ2b97MqFGjuPTSSzn77LM5++yz+eSTTwDJkXz99de5+OKLufrqq3n99debTH1qXfjzzz85cOAA48aNCznyIEXR7rzzTnw+H998802N25EFie69994K9eunnnoqI0aMYPXq1SERtcbC7y9Le1LyIVp2BpRcMCiP7OxEq6d9TYiiGHVFf5WGIf9OxcXF1aY/xgJ5cSpaKenRiJrLzjxI9wQVFZWqyDXzAa+Iz63MeRKKzNfQlq7E72KXS8pYUiPzDcecVJZqXx3+BD8Gv+SkOnN2KWrLynLidzK2lGBkPr/6NPvyAngarYAx6NDLdfOCIIRS7eW6eWMt29OF+szXFJkPOvP1qZmX6+WNNj0abdOIApv7dKbLL69jGdKDQLGDvf/3JLnvftdknkWUYvVhNz/vdqER4NHhauBLSerkjb322msUFRVx6aWXotPp+PXXX3n++efZtm0bGRkZvPvuu2g0GrRaLWvXrmX27Nk8/fTTXHzxxUrZ3+isWrUKkFSCKzN8+PAKYyLx119/YbFYGDCg6urbiBEjWLZsGatXr6Zjx44NtLiM8s58+Yfqxibaznw0SgfqgsvlCu3rpqKurxIZOaXd7/fjcrmiJt4YCfl4jpYzL18TlIzMl19E9Pv9UbtGnCxMmTKlXt8TBIHnn3++ka2JDg6HA71eX230WqvVVsjYkluYVodGo6lw3tdlbGlpadgHb0EQsFgsdRqr1WvQmTQ47KXkHyvEmlp9xKr8/cXpdIZdIKs8n8vloij7KKWiD0OCucrfWn67a/J34nd6SNcnYvZocHgqjrVYLKF973a7I14/6jLWbDaHrhcejyfiImNdxppMptC1rvxYURSrHEvlx3q93ojXYqPRGLqeRRorxNnwBwIhETyfz1ch+6owZyOibxDeUgd5Bzbhbds9dC+oPLYyBoMhNFa+l4UjoIW/g/Xyg82dQseALt6NV/SQc9iDw1GWZVkcTLOP01fcT9q4Urx2kbxjIpYWWvR6PRk2LbsKfGQXeXE4/PjSkygVfZTuO4Q9rwCNSQpg6XS6UBBGFEVKBQsOrwhFuQj2YgRN2XNq+bF6Sxwur4+i/Nxqz9NI533ekSKcnlKMRgsOh0Oxa0Tl61GN532LJDr99wUOPTCDw5/9zK4p75C/cQetn/snGoO+4thy15NI5z3U/hpReWz559iGjq3uvBdFkamLcgi4vVzcRUeGyYPD4W3S14iaxjbWNaLyWJ/P13D/RqwDgwYNEu+7777Qv71er/jAAw+I3bp1E/v06SNeeumlYl5enuj1esXffvtNHDNmjNizZ09x48aNdZkmpkyaNEns2rWruGnTpmo/Hzp0qDhs2LCI23A4HGLXrl3FcePGVfv5kiVLxK5du4ovvvhixO3k5+eLfr9fDAQCtXo5nU5x6tSp4tSpU0WPx1Pr79X1NWvWLPGGG24Q58+fr9gc5V9ffvmleMYZZ4jTpk2r1Xi/31/nfVeXV0lJidi+fXuxffv2YklJSVT2QbReSu+7WL2i9ZvVZf9NmzZNPOOMM8Qvv/wyKvtg/vz54g033CDOmjVLsTk8Hk/oGuR0Ouu871Qi061bt3q9unfvHmvT6w1SAW+1r7Fjx1YYa7FYwo4dNWpUhbGpqalhxw4aNKjC2Pbt24cd27Nnzwpje/bsGXZs+/btQ+P+/GCX2K1Nr7BjU1NTK2x31KhRYcdaLBYxPz9fDAQCoiiK4tixYyPut/IMGDcy4tiSkpLQ2BtuuCHi2OPHj4fG3nnnnRHH7t27NzT2wQcfjDh28+bNobFTp06NOHbVqlWhsS+99FLEsUuWLAmNnTFjRsSxP/zwQ2jshx9+GHHsw+edJm6e97EoiqL41VdfRRz7wX/+E9ruDz/8EHHsjBkzQmOXLFkScezEZx8W2/x9p9h/w2Txr7/+ijh26tSp4pjPjorprx0U3/9pTcSxDz74oPjAwjwx/bWD4uPfbIw49s477wzZe/z48Yhjb7jhhtDYrYsj74fx48dXOIYjjVXyGlH+nKvtNSIQCIjdWrUJO7b8NUIUJb8r3Ni6XiPKU5drxPjx4yOOVa8R0qsu14ivvvoqNPbLL78UG0qdwiZOp7OCoI5Op+P5559n5cqV5Ofnc9ddd5GcLLU1GTVqFH379mXMmDF88MEHvPbaa3WZKmbUlD5ttVo5evRoxG3IdbnhBNvqInwlK7nXhgqrv4WFikXF5NUml8tFYWGhInOUR1599ng8dZqvLvuuLpRXAy8qKmqWyt1K7btYEe3frDb770Q5j+pC+VX2oqKiOrfITEpKamyTmhW//PJLrE1QaSTkVPtYU+gvjbUJzZLSgurT7CsTyFUm1f6AOxcwMczaBcFdc7p5cbA1ndVQ89iMoIDj0ZLw0dqGYIhrOmLHjY0gCGiT4yGyG6GiUicEUax90cbo0aPJyMhg9uzZFd6fPHky8+fPZ/ny5aSkpFT47LHHHuP3339n2bJljWKw0tx8882sWLGChQsX0r59+yqfn3POORw9epTNmzeH3caxY8c4/fTTGTBgAJ9//nmVz9esWcM111zDlVdeyTPPPBN2OwUFBSQkJNRaHMftdvPCCy8A8OijjyqWlv7BBx+wbNkyLr/8csaNG6fIHOX5+uuv+fe//83ZZ5/NY489VuN4URQpKiqq076rC6WlpfTq1QuQdCSaU6q90vsuVjgcDnr37g3Ali1bKqSxNSZ12X/PPfccv/zyCxMmTOCKK65QxJ7y/PDDD8ybN4+RI0dy8803KzKH1+sNpXM/8sgjddK5EEVRFcxTqUJ2djaJiYnNKs0eYNtPh9m37ijthyXTfmhatePrkmbv9XpD+8nlcrH7umewL15D+ot3knLN6LDbHfb3oxx05fJR5wmcaqva97w5pdkXFhZWOJaUSKE9uulvNn48g5SOmZz+0HMVUuedOYso2vEIq9Mm8j/bFfTb9i23eHZgu/xVoHHT7G/aN5OV7t1Ma3sl1yYPD43d9puPd65xkt5dw5RfpONAr9cz6MNc8pwB/vePVBK9uaH9NOMfpWT97ue6N0wMGa9Hr9fz7U4v9y8q4PQ2emadLzne2fe9ScHXS2jx4FW0vPdKoJo0+9JSSl4ZRCB3F5Z/LkDXaXjI3vJjc3ZsYcm/phLXojVnPPJClb8t0nm//uv9FB4qpcd56bTskaBomr3b7Q7tp/pcI1w7DrL/pufx7D+KJs5MmzfvIXHMsBM+zX72ukKeWlpEqkXDomta4CstDu2npnyNqGmsUmn2Xq+3wf5anZaGzznnHGbPns3s2bO58cYbQ++PGjWKnTt3VhtVSUpKoqCgoEFGRhM5ah5O9bqkpKRG0TP583CR97q0WhMEodZOVfkHYVEhhVwoq70NBAJRcfjK15PVZb667Lu6UP7G4HQ6m1TLvMZCqX0XK0pLpeiTIAiYzWbF/7ba7D/5BmIwGKKyr+WbsU6nU2y+8g8zWq22WR1DTZG///6bgQMHxtoMRYmLiyMuLq5Wx1JdFlbrMrYui3+1HWu06TDqTWj9xlrZEknnQ3ZUZUwmE4aCUiyCjoQ2LcNuP89r55BQhMasZ0had+K0kbVEjEZjrRfo6jLWYDDUOounvmPlBY9wx5Jer6/1A3WksSkZbdFqNCEBPJ1OF3po9x/fg8WsITmxFXpjHCSkwNLvES/7F4IgVBhbE1qtNuzv6gn4WOeR2g2eas2sMLZFWz96QYOnSKjwfVkAL9GkJc5Qds4lJmnQCz4Er5G4OGlfptuksYcdYmgbSb264J67DN3+3GrtEoTgfEkt8Bftxiw60Iex3xBnxaTXofV5anVuVBjj0mE2WEhJTyQuruq52FjXCFEUKyy81OcaEXdKdxKWvM2Bm6dTsnQ9ubf9C93j12O+9/9Cx2hd9H3qMrYu3aHqMtaDnrc3+NEYLTxweiItk+IoFPzVnndN7RpRE411jahMY2RR1ykMctddd9GpUydefPFFzjvvPF588UV+/PFHevXqxTfffFNtVGXDhg1NQmyqtsgt5/bv31/ls6KiIgoKCqqN2JfHYrGQlpZGdnZ2tatZ+/btqzBXY1Fe9C7SKlpDiXYv6Wi38KoJrVZb46KPStOifOlLU4n+RrtLQzSEK6Mlwqkicc011zB69Gjeeuut0H1F5cRATrN3lyhzH/Xlyq3pEsOO2RjsL9/Z2JL4Ghx5ldphCarZe+xF+CtF5rwlW6QxxpYAuE0JiAX7CRxa36g2bCjdj0v0kqKzkmmq2K4ypGafJ4YWX10+EU/w0i21pivDFIxduexlC7UZNunafrjEH9qGMVNuT1eDor012Gu+JHwZgqGcmn0dkocJ+AK47dJ9zpwQux7zdUGXZKPjV8+Qcus4EEWOPvsRB29/mYCzaTzv1pV//20nzxmgU5KOa3o3n6zVpk6dnmqtVitffvkl119/PQUFBXz44Yc88MADjBkzhkGDBnHdddfxwgsvMH/+fHbt2sXrr7/O6tWrGTRokFL2NzqDBw8GYPny5VU+W7FiBQBDhgypcTtDhgyhtLSUtWvXVvlM3rY8V2NRWUlaKaLRr7o8Tc2Zh7LsC9WZPzGQfye533xTINrOfDS6QkSrPaaKxPjx4ykqKuLtt9/m/PPP58orr+Szzz47obLhTlbKes0rcx+tTWu6sv7y7RSx4WREH2dFa5Cu6c5ydfOiKIac+ThzBgAeWzoA3o3fNqoNfwb7yw+zZlaJhlqDzrzfC85i6T17sD2iQNWaeZNN+rez3KNO62DNfKlXpNAtO/NSezrXzoOIEVK9hbigM+8I32teH6yZFwN+/O7wpQSVcRVL9zitXkBvOXEWkwW9joyX7iTjX3eBTkvh3N/YfeFkvEcit/Brahwp8TNzrZR5/OjwBPRNpDXgyUCdn7asVitTpkzhzz//ZN68eTz99NNceeWVdOrUiU2bNjF79mwmT57MhRdeyMyZMxEEAY1Gw9dff83mzZubvFjYqaeeStu2bfnhhx/Ytm1b6P2SkhLeeecddDodl156aej9/Px8du/eTX5+foXt/N///R8Ar7/+eoW/eeXKlSxfvpzBgwc3als6IJSmBco62tF2ruWUpEj1S9EmNVW6IR0/fjzGlqjUBvl3qqzpEUvk41mp+v3KRGPxoKm1kWzuTJs2jeXLl/PGG29w1llnsXXrVp599llGjhzJhAkT+Pnnn5v8PfdkxSBH5u2Nf68OOFyIpdL5rktNCDtugyPozKv95RsNQRCwJEsaCKX5ZQ6r330I0VcMgp44s+TEu4OOrW/Td41qg9xffpi1S5XP9Kay3vH2XMkRl1PsrQYBTSXn3xwfdOaLyyLkZp1AillyHw4VS8evsUMr0GkRS914D4d3QkPOfEn4MVq9AY0u2Lq1tPa95p1F0v3HlBCd0rXGJuWmC+j0zXNok2w41+5g5zn3Urp2R6zNqjX/WlmEyycyON3AmM61T81XaTj1zrfUaDT06tUrJAQGUg317t272bJlC1u3bmXbtm1s27aNX375hV9++UVScdRq6dSpE/Pnz2+UP6Cx0el0TJs2jVtvvZWrr76acePGYbVaWbhwIdnZ2dx7770VnPDPPvuMGTNmMHHiRCZNmhR6f9iwYVxxxRV8/fXXXHrppYwaNYq8vDx+/PFHrFYrTz31lCL2GwwGfD6fog9wctlEeYVwJZGjqcXFxVGZrzakp6ezadMmDh8+HGtTVGqB/DtlZGQQEEV2evwU+UUStAKZBm2VB5hoIB/P0coWkAWQ6lL/VldUZz76GAwGzjvvPM477zyKior48ccfmT9/Pr/99hu//fYbVquV8847j2nTpsXaVJVyyJF5T6mPQEBEo2m8a5AvT0qxF0wGNNbq0+dFUSyLzKvOfKNiTk7FfjQbZ35ZZN5rl0ST9XFdMWn1gA+3Pg60egLHtuM/th1ty+4Nntsr+lnj2APAsGoEDUFKtXeXiJTkirTsTKjHfOUUewBzMDJfPs0eIN2mJc8Z4HCJn94tpOiysWM67p0Hce88iKFN9aKOglV6PxAhMi8IAnqLFXdxAV5HCSRXv63KOAul515z4ol7/7GO6EuXxa+z7+qncWcdYPe4h2nz1r0kXX5GrE2LyPZcL19ulbSJHh/RvASUTwQatXhSo9GQmZlJZmYml1xySej9/fv3s3XrVrZu3cqWLVsqRLybIsOGDWPOnDm8+eab/PTTT3i9Xrp06cI999zDRRddVOvtPPPMM3Tr1o0vv/ySTz75BIvFwplnnsl9993X6FF5mWjUs8vOQLSc+aaY0p6RIaXJHTp0KMaWqNQG2ZnXtWjFlGOlFATKHkySNAJXJhgZYI5uqyj5eK5JULOxkM9XJTVM5EXEurakU2kcEhIS+Mc//sE//vEPsrOz+frrr/nPf/7DvHnzVGe+iWGI0yJoQAyAx+HDZGs8B8SXUwiALiX8Q/URbyE5Pjs6NPS0tGm0uVXAkiJH5ss58yVbAdBbe2IK/iYuBHSZZ+Pb/jO+Tf9tFGd+o2M/zoCHJG0cXSvVy8tYUwVy94uU5En3weJgZD6hGme+rGa+4vsZNi2bjns5bC8rrTJ2bRN05rOxnTmg2rmFOCk7LlLNPIAhLg53cUGdIvOuYGT+RKmXD4exY2u6/O9VDtz+Evb/reLgbS/h2rqPVo9dj9BEy9eeW15EQISxXcwMSo9O6aBKGVF5em3fvj3t27fn/PPPj8Z0jULfvn2ZNWtWjeMmTZpUISJfHo1Gw3XXXcd1113X2OaFJRop8HJasKwQrjSJiYmAlJbsdrujVmMciXbtpBrDPXv2xNgSldog/047k1vRLlAxwlAQEHm3wMUdmKLm0Lvd7tD5Ix/fSiOn9SvpzMvXHdWZjy0rV65k/vz5LFq0CJ/Pp+oXNEEEQcAQp8Nt9+G2exvXmQ/Vy9ecYt/NnI5Zo56vjYk5WUold5ZLs5fr5fXWXsjrK24RNH0uhu0/4930HcZzJjd47j9LpL71w2yZaITqz3tZBM+eJznxxcGaeVs1PebLauYr3jflXvMVnPmQCN7BsPZprC2AyDXzAHpZBK+09uWVcmTelHjiH8/aeAsdPn2Co89+RM6bc8l57Svc2w/Q9t0H0dqiU5pXW5YfdPHrPhc6DUwZ3nR0iU4m1Dt8MyMaUfNoR8ptNlvIOcjNjbyaGy26dpXS17KysmJsSdNC9PspWb6Rgnm/UbJ8I6KCQox1Yfv27QBYO2eGHfNlkZtAHZRzG4J8HBuNxqi1NoyGCKCcyn8idTBpLmzfvp0XX3yR008/nZtvvplvv/2WtLQ07r33XhYvXhxr81SqQSkRPF9OzUr260v3AWqKvRJYkirWzJcXv9PbemMsly0R6HUhCAKBg38TKDjQ4Ln/sEs11tXVy8tYU4POfE6wZj6YZh9fxzR7gEPlNB9CIng7wjvzcpp9jZF5i6SE7nHUvWbenHDiptmXR9Bqaf3UzbR990EEo57in/5k13kP4N53JNamhQiIItOWSdeb6/rE0Smpeez7E43o5pWqKI78EC0/VCtBtJ15QRBIS0vj0KFD5ObmhlLcY0n37lI63MGDBykpKWmWvebrStH3Kzg8ZSbew2U3aX16KunTbyfhwuExs6ukpITsbKldjrVz9TWEIEXod3r8dDMqf1nMyZEe8tLS0qJWWxaNtH55EVHJunyVMo4ePcr8+fP5/vvv2bVrF6IokpKSwrXXXstFF11Enz59Ym2iSgSMNh0cAU9jO/N1ULLvH6c6842NOZhmL9fM+13ZIfE7naULCJJyvAh44lLRdxyBf88yvJv+i/H06jM9a4NX9LPasRuAU8PUywPYUiWn3V4pzb5aZ74aATwo78yXLdib5Mh8RGdeFsA7jiiKYe9/dY3Mi6JYVjN/gqfZVybp/87C2CmdfddPw719P7vOuY/2sx/FOqJvrE3juywnm457sRoE7huqRuVjhRqZb2bIzrySKfByZM/hcEStPV2LFlJq1rFjx6IyX00kJyfTsqXUK3bz5s0xtib2FH2/gv03PlfBkQfwHsll/43PUfT9ihhZVvb7GFNbYEhIjDi2yB+dyLysrp+WVjthn4bi9XpD1wS9+0/chasQxcbPmohGXb5KGWeeeSavvfYaBw8e5Pzzz2fmzJn8/vvvPPbYY6ojfwJQFplvXI2bUM18GCX7gBhgo0OKAquR+cbHIqfZF+YT8PvKovJxXRE0ktK6qVyqva7vJQD4Nn7XoHk3BOvlk3VWuplahx1nC0bmS4Jq9nKafbyxujR76b+Va+bTrcFe8xVq5qXyQ9+xAvxF1UfUhbjgPc/vBVd4UWO5PV1ta+Z9Lj/+4KKEqZlE5stjGdSdzMWvYz4lE39+MXsue4y8DxbE1CaXT+SFFVJU/q5BNlJOoHaAzQ3VmW9mxMVJqUlKtnGzWq2hFnjR6mecni61cmlK6vEDBw4E4O+//46xJbFF9Ps5PGWmFGao8qH0n8OPzoxZyv2aNWsASOx7So1jE6LUF1UWTpSPa6U5uucHAHTaAN6Dj5O/6UaOrzoHZ+6iRp2npER68FIzVaLD4MGDee6551ixYgWvvvoqo0aNQqtVH6hOFIwKtafz5UZOs9/rzsEecGES9HQ1h3f6VOqH0ZYgtVYTRZwF+RXq5WVkETxnQETf52IA/HuXE7DXP2CxsqQsxT5cvTyALS2YZp9bMc3eZgifZl+lZj5eOnaPlvjxB3VotPEW9K0lgTtXVvXRecFgRu6NFygJ39rXIEfma5lm7yyUFsQMVh1affN0bfTpqXT+4SUSx58BPj+HHnyb7AdmEPAoJ3gdiQ/Wl3DI7qe1Vcttp6j3/FjSPI/4kxj5IVpJZ14QBJKSkgAoLCxUbJ7yyKn1crp0U2Dw4MEArFq1KsaWxBbHyi1VIvIVEMF7KBfHyi3RM6oc8u+T3q96dV2ZJI3Upi4ayMdxmzbKq0g7cxdxcOMLAMRbPCHxpYDnOIXb7m1Uh16+7siLiirK8vHHH3PZZZep+/sEJeTMN3ZkXnbmw6TZy+J3vS1t0Qnq4k9jI2g0mJMkp9aZn1PWls7WOzTGHGxF6BJFNEnt0LQdCKKIb/MP9Z5X7i8fKcUeyiLzcs18kTt8mr0pmGbvc4PXXebQt7Bo0GnAL8IxR/novFQ3HznVPiiCF6FuXh+8ptU2Ml8aakvXvFLsK6MxG2k78yFaTb0JBIH8D39k7+WPh875aJHv9PPmKimz4uHT4jE30wWUEwV17zczZGdejpAphezM5+XlKTqPjOzMHzwY/gYRbYYOHQrA6tWrFdUoaOp4j+U36rjGxOVyhSLz155+WsSxVyYYo9ZvXnbmldZ/EEU/xbufp8ghpR0mxHnKfwpA8Z7pjZZyr0bmVVRqj9GmkACeXDMfJs1e7S+vPOZgb/TSvOPlIvNlzrycZu+U/Gj0fS4BwLvx23rN5wn4WF0SrJe3hhd6BYivEpmPkGZf7lJeXgRPqxFoFVe1bt7YTUq1jySCp4krq5sPR90j8yd+j/naIggCLe65gg5znkRjNeNYsYmdZ9+Dc8veqNnw+l927B6RXml6Lu/etNT1T0ZUAbxmhixuVVwcvhapMUhLS2PHjh0hIS+l6dixIwD79u3D7/c3iVTS7t2706pVK44ePcrKlSs588wzY21STNC3TG7UcY3JH3/8QWlpKa1ateKy/r3p6PLzZZE7pn3m/X4/+/btA8qOa6XwFP1NwHOM/GIpnT/JVrllpUjAfRRP0d8YE4c0eD75uqOkYr5KRXbt2sWnn37Kpk2bsNvt+KspZxEEQVW0b4IonWavrcmZj2vXqPOqlCH3mncc34U+uQQ0RnSWzqHPy0fmAXR9L8X94xP4d/6KWFqAYEmq03zrS/fhEr2k6Kx0jVAvD+Ui87kioiiWa01XNb6n0QoYreAukermballn2XEa8m2+yvUzZvkyHxWeGV+wVazor0sgOeppQCe8ySJzJcn/ryhdFn4GvuufQbPnsPsOu9+2r3zAAkXjVB03j0FXj7aKC2yPD4yAa0mOkEQlfCokflmhvwQXVxcjKhgmy1ZkC5aznx6ejpGoxGPx9Nk6uY1Gg2jR48GYOHChTG2JnbEndoLfXqqJM9bHQLoM1KJO7VXmAHKIf8u5557LoIgMMCsY3pLCw+kmLg10cgDKSamt7REzZEHqV7e4/FgMplo3VrZetWARzo/8+1GAJKrOPMVxzUEURRVZz7KrFq1issuu4wvvviCrKws3G43oihWeQUCgVibqlINhqAAnt8bwOdpnOwYURTLCeAlVvncK/rZXCplBqmReeWQRfAcOVK0VB/XA0FTFjUO1cwHn9O0LbqiadULAj68W+qeah9Ksbdm1tghRW5N5/eCsxiKPZINCdWk2UOEuvlgr/ns4nLt6YKR+Yhp9kERvEi95g1xspp93WrmTyZnHsDUvR1dFr2GdVR/xFI3+298nqPTP0VU8Jo/fUUxvgCc1cHE6e3UzjVNAdWZb2bID9E+n09RRXtZhTta6vJarTYUxdy1a1dU5qwN5557LiA5jV5vbERIYo2g1ZI+/fbgPyp/KP0n/fnbEaKcTeH1elm0SKoHl38nAI0g0M2oY4hFTzejLmqp9TK7d0upkB06dFA8w0RjkM7TvOLIzrw8riGUlpaGosJKtr9TKeNf//oXfr+fadOmsWHDBpYuXcqvv/5a7Uul6aEzaNAGo6GNFZ33F5WATzoPq0uz3+E8jFv0Eq8108EYnW4aJyPmoDNfmielkuttFRezzcGnb1c5n0vX91IAfBu/qfN8svhdTfXyAHqjEFKpt+eUi8xXk2YPYArTa75NvHT/OlhcNTLvOXCMgLP6+02o17w9vDOvD/aZr21rOjkybznJnHkAXZKNjl8/S+qESwA4/vIc9t/wHH574/sAqw+7+XGXE40Aj42oPvNHJfqoznwzQ6fThR6klRSnkyOKR44cUWyOymRmSnVgWVlZUZuzJoYNG0ZKSgp5eXn8/vvvsTYnZiRcOJz2sx9D3zq1wvv69FTaz34sJn3mly5dSl5eHqmpqSF9g6bA9u3bAejateaHroZiSBiIxtCSnCKpVVyLRGelEQIaYysMCQMbPJfc2cJms4W6Xagoy/bt2xk7dizjx49vEqVHKnXHaGtcETxfjpRir7FZ0JiqOjYbSqX0576WdhEVz1UahiVYM+8slCLLemvFVpHmSpF5AH2/ywDwZS1GjNC2rTLugJc1JVIGwKnW2t1XQnXzOYFQzXy4yLzs+DsrmdQ2qGhfvmZem5qANskGooh7V/WCxbIzH4gUmQ+m2fs9bvxeT9hxIGW2eIK6EydDzXx1CDot6c/9kzZv349g0FG8YCW7znsA997Ge0YXRZFnfpeuL1f1iqN76sm5r5si6pW8GSKL0+XnKyc4JjvzxcXFiovtyfTo0QOAbdu2RWW+2qDX67nkkksAmDt3bmyNiTEJFw6n+4YP6TT/Bdq+/zCd5r9A9/UfxsSRh7Lf45JLLkGvbzo3Hfn4lY9nJREELZpW9+NwSX9/WkJ5oUbpYS6+0xSERlC0lp15+fqjojxxcXGkpKTE2gyVBhDqNd9YkXlZ/K4GJXs1xV5ZZAE8T4mIGKgamTfJNfPl9Fs0rXqhScsEnxvf1h9rPdc6xz7copc0nY0uppa1+o5cN1+cI4bS7G01pdkXV4rM26T7Rvk0e0EQQor24UTwBKssgBfemdeZzMitV2qKzjuLJGdfZ9SgM53ci5rJ/ziHzj+8hK5VMu7t+9l19j3Yl6xtlG3P3+Fk7VEPFr3Ag6eqpXRNCdWZb4bID9NK9oA3mUyhh0i5Z7bSyM5PVlYWPl/jCgY1hPHjxwOwePHiqKn7N1UErRbriL4kXX4G1hF9o55aL5OXl8cvv/wCwOWXXx4TG6rD5/OxY4eUDhkNZx4g3yVFapJsPgz6spxOjbEliT1ex5w6ulHmka83ycnRFzo8WRk1alSoW4PKiUlZe7rGuaeV9ZhXlexjiSkhCUGjQRQFfF4bOnNFsdOQmn05/1gQBHTB6HxdVO3/LJHq5YfZutZYLy9jS5Me/3OPBZDXE6prTQdgjq8+zT6jXJp9eY2mMhG86p15Tag1XXhnXtBoQtH5mtrTla+Xr+3f35yxDOpO5i9vYBnYDX9hCXuveJKct79pkI6Wyyfy/HLp2nLnIBst407uRZOmhurMN0Pkh2mlHctot4tr164dNpsNt9sdcoiaAj169KBfv354vV7mzJkTa3NUgM8++wyv10u/fv2i5jTXhh07duB2u4mPj6dt27ZRmVM+P9t1GkByn9kkdnuZ5D6zaTF4UaM58gC5uZIyserMR4+HHnoIu93OtGnTcDorl1ConAjIzrynsdLsI0TmnQEP252SgGz/ONWZVxKNVovRJomD+QNdESqVNJiricwD6PsGU+23/Yzorl29+B926XnotBpa0pVHjsznHpUWePUaCBfUltPsqzjzwRIRp0+koFzxv7EGRftQzXwEZx7K1c3X0J7uZFSyrwl96xQ6ff8iSVePhkCAI0/M4uCEV8LqGNTEf9bZybb7aWXVcscAtfVsU0MtbGyGpKZKKUzyw7VStG/fno0bN3LgQPgWJI2JRqOhX79+LF++nPXr19OzZ8+ozFsbbrrpJu69914+/vhjbrvtNkwmVeEzVrhcLj7++GMAbr755hhbU5H169cD0K9fPzSa6Kyl7t8vReLatWvfKO3nwiFfb+Trj4ry3HvvvVgsFj777DO++eYbOnTogNVa9UFLEAQ++uijGFioUhOhNPvGisznyJH5xCqfbSnNxk+AFrp4Wumrfq7SuBit4CoCnzejymfV1cwDaDL6IyR3RMzfi2/7/0J19OFwBbysdQTr5WshficjK9oX5Yhgk6LygiBUG701hdTsK72vE2hh0XC8NEB2sZ9ks7QaYKqh13x5Z14UxbDRdEOcFUdOze3pTqYe83VBYzLQ5q17MfftzOHH3qPwqyW4dxyk/cePY2jTotbbyS318+Zq6cefMjwes16NAzc11F+kGVLemVeyPV27dtIFW3YWokH//v0BWLduXdTmrA1jx46ldevW5OTk8M03dVeiVWk85s2bR25uLunp6Zx//vmxNqcC8nHbr1+/qM0pL7bJ56sSiKKoOvMxYNWqVWzbtg1RFCktLWXr1q2sWrWq2ld92LhxI7fddhuDBw+mf//+jB8/nu+//77e9nq9Xi6++GK6devGmDFj6r2d5kSjC+DJkfnUqjWtstPXP66Dmo4cBQwWyQn1uqvqiITS7Ct1EBMEAX1Q1b42qfbrHHtxiz5a6BPoZKy9gyYL4BXlRK6Xh7Ka+cqReYCMoAhedjkRPGO3oKL9nsOIvqotF2VnnoAPnIVh55V7zauR+fojCAKp/7yITt88hzY5Huf6Xew86x5KVmyq9Tb+9WcxJR6Rvi30XNbdoqC1KvVFdeabISkpKQiCgNvtDvV9VgK5VVx2djYeT2S10cZi4EBJdXvDhg1NKq3UYDBw6623AvDWW2/hcrlq+IaKErhcLmbMmAHArbfeisHQdG7uTqeTDRs2AGXHsdJ4PB6ysyVFYfl8VYLi4mI8Hg8ajUZNs48i27dvr9WrPqKhf/31F1dffTVr1qzhvPPO4x//+AcFBQU8+OCDvPvuu/Wy95133olaJteJQmML4EXqMb8u6MwPiFPuWqAiIQY86A3SAqfbUfU+FEqzrybgItfN+7YuQPRGfpaoS3/58shp9iW5co/58N81hRHAgzIRvIPlRPD0GWkIFiOi11etmrqgM4JJWmwKREi1r217upO1x3xdsI7sR+avb2Dq0wl/bhF7Ln2U3Pe/rzHgl5Xn5dNN0v5/8vTEqLfyVakdqjPfDNHpdKHomJJ94FNSUkhISMDv90ctOt++fXtatWqF1+ttctH5a665htatW3PkyBE++eSTWJtzUvLxxx9z5MgR0tPTufrqq2NtTgXWrl2L1+uldevWtG8fnXrVffv24ff7SUxMVFT1XL7OpKamqm3pmgE+n4/HH38cQRD47LPPmDZtGpMnT+a///0vmZmZvPXWW+zbt69O29yyZQvvvfce999/vzJGn6DIkXmPw4cYaHgmXZkAXmKVz9aV7gNgQFyHBs+jEhmvYwcGi+SIu4qqBh5CafbV/ObatoMQEtuAuwTfjsUR5/kj2F/+tDqk2APYgpF5Z14wMm+IEJkPJnm47FU/axsUwTtUrte8oNFgygzWze8IUzcfF0y1d4QvB62NAJ4YEHEVqZH52mBo15IuP71C4vgzwOfn8OR/kz3xNQKu8MG4acuKCIhwfmcTp7YxRs9YlTqhOvPNlJYtpfYkSjrzgiDQuXNnAHbt2qXYPJXnHDZsGAArV66Mypy1xWQycd999wHw9ttvU1RUFGOLTi6Kiop45513ALjvvvuanG6BfLwOGzYsaimu8nnZuXNnReeUrzPydUflxObPP//kwIEDjBs3roI2idVq5c4778Tn89WpnMjj8fDII4/Qr18/rr32WiVMPmExWHQIAogieEobHp0PRebTKqrZH/MWcchTgAaBvhblSm5UJLwlmzHGSU6Ss6Cqw2oKPn07RapERwWNBn2fSwDwbQh/njkDHtY59gFSZL4uyJF5V7CDcTgleyhfMx8hzb644rEbEsELUzevkdvT2Y+HnVcfF0yzj+DMu+xexAAIWiEkJqkSHo3FRNuZD9H62VtBo6Hg88XsvuAhPNlVMyR+2+fi130u9Bp4dET13TFUmgbqkd9MadmyJZs3b+bo0aOKztOlSxfWrl3Ljh07olaffOqpp/Ldd9+xYsUK7r33XrQxan9WHZdddhnvvfceu3bt4o033uDJJ5+MtUknDa+//jqFhYVkZmZy2WWRRYOijd/v548//gAILUZFg507pRRMedFNKeTrjOrMK8t3330HwDnnnIPVag39uzZccskltR4r19iPGDGiymfDhw+vMKY2zJgxg/379/Pf//5XrdWuhKARMFh1uO0+3HZfKO2+vvjyqo/My05fN3M6cdqmtdDZHPHaN2OIk9K/S/OrCr3JkfkA4AUqx5R1/S7Ds2wG3i0/YPJ5EHRVo86rS3bjEX201ifSwZhWJ/vkyLyvWIQAxEdIs49UM9+mXHu68oRE8GpStI8YmZfS7D0RauZD9fIJegSNem2pDYIgkHbXZZh6d+LALS/gXLeTnWfdTfsPpmAd0RcAr1/kqd8LAbixn5VOSaq4YFNGdeabKenp6QAcPnxY0Xm6d+8OSC23AoFAVBS6TznlFKxWKwUFBWzatCkkitcU0Ol0PPnkk1x//fV89NFHXHbZZfTu3TvWZjV7Nm/eHFLrfvLJJ5vUAg/Apk2bKCgowGazccopp0RlzkAgEGrhKJ+nSnHo0CGg7LqjogyPPPIIgiDQr18/rFZr6N+RkJ2Iujjzcgp9deUgCQkJJCUl1bq0auPGjcyaNYv77ruv3roNSgq5NgWMNj1uuw9nkQdbq7o72vL+CXh9+POlXGhtakKF/ba2JCh+Z2nf7Pdndch/c7T+dq99Mwaz5MwHvF7cxYUY4xNDnxsQEQARcPpF9JVuWZr2wxBsrRDtR/HtWIyuR9VgybLi7QCMsHUD6va3xSURzAgRMDgFbAZJyb66/WQMNshw2sUqc8g184fsvgqfGTLbAFKv+ersktPsA/bjYe3WlUuzDzfGWSA586YEfVSP62gfT0pgPb0fXX55nf03PIdr4272XPoorZ+9lZR/XsQnmxzszPeRbNZw71Bbvf/O5rCflCZSR4faojrzzRT5obqgoIDS0lIsFmUUKNu3b4/JZMLhcJCdna2oYraMXq9nxIgR/PzzzyxdurRJOfMAp59+OhdccAELFizgkUce4bvvvlPriBXE5/MxefJkAoEA48aNY+TIkbE2qQq//fYbIEU19frorHAfPHgQh8OByWRStEa/tLSUwsJCAFq3bq3YPCrw/PPPS1GVNOlBePr06YrMU1IiRcJsNlu1n1ut1lplfXk8HqZMmUKPHj0a1CayuZcsaUzSg27h8WIMLQM1jA5Pwf5DUr6+IGDXBBCC5yXA6mIpS6e70DJ0vp6MRONYEgMufKW70WhFDLZ4PPZijh/Yh61NhwrjjOhwIXCsqIhANXEQoftYNKs/wLFqDmLrU6t8/nvhVgBO0bat129qSdLiyBcwOgQMoqfCNsrvJymBXkdpUaDKPLZgzX+RW+Tg8QJsBskp8bZOBMC18yAF+fkIlQI9gt6GBnDlZ+MMY7s36P+5iovC/n0Fx4KLV2YxJsf1CX9tijeS8vnjFDw2i9LvVnDk0fc4uHoHrwyUNIfu6qdDdBZT2EC96RN+PylMUlLVjhd1QfUwmilms5mkpCQKCgo4fPgwXbp0UWQerVZLZmYmmzZtYuvWrVFx5gHOOOOMkDN/1113NTln+amnnmL58uVs3ryZGTNmcO+998bapGbLm2++yZYtW0hISGDq1KmxNqcKPp+P33//HZCO22ghK5h37dpV0UwFOSqfnJyM2WxWbB4VqpSPXHrppTGypHa8/vrr7N+/n3nz5jXoGExISGjW6fnxKR4K97gQvDoSExPr/H1RFCkqKsLilhYCtMk2klLKukr4RD9b90tZeqel9iTRXPc5TnTkfRSNY8lTvA43fjT6VOLSWuGxF6P1OKv8tmZ3Ka6AiN5qI9FQ9fzwDbkW5+oP0Oz4GavVLKnAByn0OdjmkZTiR7c8hUR93Wua49NKceQHMDgE0uItJCZaq91PgTYBoBR3iVDlb0gEEk1OCl0idsFK22Cvd7GvlaM6LWKpm7hSX5W+5p6UNrgBg6cYc5hjPtBCKtsKuF1hz4tsp7TwmNDSVq9zp75E83iKBkmzppA35HuOPPE+75e2pMgDXW1wy+BUdA0oX2hu+0kJGiNrQRXAa8a0bSsJkBw8WL0ASWPRq1cvQEp1jhYDBw4kMTGRgoICVq9eHbV5a0taWhrPPPMMIDmba9asibFFzZPVq1eHWtE988wzoYhlU2LVqlUUFBSQlJQUtZZ0UHY+yuenUsit7+TrjcqJj9Uqpbfa7dXIVyNF7sNF7WW2bNnC7NmzueOOO+jWrVuD7BEEoVm/TPFl7enquw0Afzkl+/Kf7XQdpTTgwaYx0dXcKuZ/b6xe0TqWfCVbANDb+mBJlu5JzoK8KuPk9nTuMHbpOp6GkJABrmL8WYsqfLayZCciIl1NrWhlSKyXnXLdvNGhIcGkCbufzPGSq+Bzg89T1da2QRG8QyX+0Hsagx5jJylD1LMju8p3NDbJuRcduWHtK69mH26Ms0gqZbAkGZrt8RSNl0ajIe2OixG/eJEfBp8BwC0f/Rvnr3+r+ykKr4aiOvPNmGg583369AEgKysrav3mdTod55xzDgA///xzVOasKxdffDGXXnopgUCAe+65h+Li4lib1KwoKiri3nvvJRAIcNlll3HxxRfH2qRq+d///gfA2WefHbUMErfbzfbtUj2l0poNct9w1ZlvPnTo0AGg2rr4oqIiCgoKaizdyMrKwu/389Zbb9GtW7cKL4C9e/fSrVs3Bg0a1Oj2n2jIzryr2Nug7fhyCwHQpSVWeF9uSdc/rgMaQX3sUxpvibSQqrf2wpIsqbaX5lVVCzcHn+GdYSorBI0Gfb/LpW2u/7rCZ8vscr18/fVQZGfe4BCIj9CazmQt+393Sfhe84cqieDJivbVieCFBPBKwqvZG4Jq9j5nKWKg6k4SRbFMAE9tS9covFzcgoBGy4hju+i7eR37rnqKYy9+Vu3+V2k6qFf1Zoz8cJ2dnY3f769hdP1JT08nKSkJr9cbciCiwZgxYwD4448/KCgoiNq8deGZZ56hbdu2HDp0iHvuuUfR3+Fkwufzce+993Lo0CHatWvH008/HWuTqiU/Pz+kYi8fr9EgKysLn89HcnKyoqJ0fr8/lGbfpk0bxeZRiS6DBw8GYPny5VU+W7FiBQBDhgyJuI0OHTowfvz4al8g1eOPHz++TsJ8zRWj7MzbG+rMy5H5iinXax1B8Tu1v3xU8Ng3AaC39cIsR+bzqzrzpmBk3hkhzVbX/woAfFt+QPSUFS6vsEvipsNt9c96saWUc+YjqNlrtAJGSVgeZzXJOnJ7uoOV2tPJivbVtacT4oKt6UrCq9nrg2r2AN5SR5XPvU4/fo/kZJoSVLX1hvLrXidL9rvRa+D5+4aScssFIIoce/Ez9l31FL6C6jO1VGJP0yo0jjGlpaUsWrSIX3/9le3bt3PkyBEMBgPdu3fnqquuYty4cXXaXqTUwgceeIB//vOfDTU5Ii1atMBkMuFyuTh69CgZGRmKzCMIkrryb7/9xvr16+nbt68i81Smc+fO9OjRg23btrFgwYIm2b/YZrPx9ttvc8UVV7BkyRKmTZvWJOu6TzSmTZvGkiVLMJlMvP322zWm/MaKBQsW4PP56NGjh+Lt4cqzbt06APr27dsoKVzhOHLkCB6PB5PJRIsWLWr+gsoJwamnnkrbtm354YcfuP766+nRowcgpde/88476HS6CvX6+fn5oVKS5GSpVnvAgAEMGDCg2u3PnTuX1NRUnnvuOeX/mBMAk01yRLylfvzeAFp9/eIsIWe+cmQ+2JZugOrMK07AW4jfuQ8Ag60flmQpu6U0v6rTKrencwXCO/Pa9kMQktohFhzAt/1n9H0v5ZAnn73u42jRMMxWt/7y5SlLsxci9pkHqde82yHiLA4fmc+2V4rMdwtG5qtz5q1lafZiIFBFIA9Ao9WhM5nxuZx4SkswWCve5+WovNGmQ6tTY5MNweMXmfq7dP245RQrnVuY4eW7sAzsTvb9b2FfvIadZ95N+48ew9JPGQ0ulfqjHv3lWLNmDQ8//DB//vknPXr04IYbbuDcc88lKyuLBx54gGeffbbO28zIyGDixIlVXuEechoTjUYTSoWUWw0phdxua926dVFtQSE/UM6fP7/JRr379u3La6+9BsCHH37IJ598EmOLTmw++eQTZs+eDcCrr74aKvNoavh8PubPnw9EV6gsEAiEnHml2+CVb2EWjbaUKtFBp9Mxbdo0RFHk6quv5oknnuDFF1/k4osvZufOnUycOLFCm7nPPvuMsWPH8tlnn8XQ6hMXnUmDVh+sny6pf3Q+lGZfLjJf5Ctlp0vqPHCKpUO9t61SOzz2jQBoze3R6BOxpEiRebnXfHlMwUumM8IjkyAI6PtJ2Sxyqv1yexYA/eLaE6+tv+ioLTXozJdqanTmzfHhe82HauYrR+a7RojMW6XIPAEfOAvDzitH572lVXvNOwulc0VNsW84/1lXwp4CH2kWDfcOiQ+9n3TV2XRZ+CqGjq3xHjjG7jEPkP/J/2JoqUp1qE9f5WjRogWvvPIKy5cv5/XXX+eBBx7g+eef56effiIjI4NPP/2UjRs31mmbGRkZTJo0qcorWnWCcu3j3r17FZ2nR48emEwmCgoKFJ+rPKNGjSIxMZGcnByWLVsWtXnrytixY3nooYcASel+0aJFMbboxGTRokU89dRTADz00EOMHTs2tgZFYPny5eTm5pKUlMSoUaOiNu++ffsoLCzEZDKFIqpKzgVl1xmV5sOwYcOYM2cOAwcO5KeffmLOnDkkJiby8ssvM2HChFib16wQBKEs1b4BdfP+nKqR+Q2lUmS4nSGVFH3TzGBqTniLNwBgsPUHwJwkOa1+t6tKqrgcmXdGiMwD6E8Jptpv/RHR7WB5pf7y9cVSLs3eVmNkXvqvsxrpnzbxUmT+YOWa+S4ZIAj484tDWSMygs4IJmnRKeCoWoIgExLBc1TnzKv18o3B0RI/r/0l/bCPjkiociyYe3ci89c3sI0Ziuj2kn3PGxyc+BoBpzsW5qpUg+rMl6N79+5ceOGFVfpAp6amcuWVVwI0SeX0SMjRk/379+Pz+WoYXX8MBkMovX7VqlWKzVPdvBdeeCEAX375ZVSzAurKnXfeyeWXX47f7+fOO+9k8eLFsTbphGLRokXceeed+P1+xo8fz5133hlrk8IiiiJffvklAOPGjcNgiN7Dhnz+9e3bV9F5fT5fSCCtfJRWpfnQt29fZs2axZo1a9iwYQPz5s3joosuqjJu0qRJZGVlMWnSpFptNysrq8kKl8YKOdXeVVz/+3RZZD4x9J6cYn+KmmIfFTx2yZnX2/oBoDUYMNgkp7W0Ut28rGbvquG5RdNmAEJKJ/CU4t36IyuCkfmGOvPaBGleo0MI9YcPh9kWPjIv18znOQM4vWVCaRqLCX1bKZ2+OhE8TUgEL7wzrw+K4FVXM1/mzKv18g3hueVFOLwiA1oZGN/DUu0YbYKVDp8+QavHbwCNhoI5i9h13gO49xyOsrUq1aE687VEVqGua6/c4uJivv76a959912++uorxdPdK9OyZUvi4uLwer0h1WmlkAWRVq1aRSCKypeXXnopBoOB7du3s2HDhqjNW1cEQeDFF19k3LhxeL1eJkyYoDr0tUR25L1eL+PGjeOFF15QtBa8oaxfv57t27djMBiinmIvO/NDhw5VdK4DBw7g9XqxWq20bNlS0blUVJo7ofZ0DYjMVyeAp9bLRw9RDOANptkb4vuF3pcV7SuL4JmCtzBXDTEIKdVeUrUvWPspOT47JkHPgLiGLaKKwWxqQ6mmxl7ipgjOfKJRwBpcDDhUqW7e1LOD9L2t+6p8T6iFM69G5pVl9WE332wvRQCePSMRTYTnKkGjocX9V9Jx3jS0qQm4Nu9h55l3U/TDH9EzWKVaVGe+Fvj9fr777jsEQeC0006r03e3b9/O448/zmuvvcYTTzzBmDFjeOihh3A6nTV/GSnC15AXEBLe2r17d4O3F+nVp08fTCYT+fn57Nq1S9G5yr8SExNDSuFz5swJ/d3Rmr8uL61Wy2uvvVbBoV+wYEHM7ap8zMTahvKvBQsWVHDkX3vtNbRabcztirT/vvjiCwDOP/98EhMTozb3rl27yM/Px2w206dPH8XnKn99aax9p1J3Fi9ezJQpU8L+W6Xp0xiK9r6cQqDMmRdFMaRkf0oDHT+VmvGV7kb0lyBozOjiyoTp5F7zlUXwQmr2NaTZQ1mqvT7rFyxeD0OsXTBqGhaR9lulefUuAa87sg1lafZVxwmCEBLBq5xqb47ozMuK9hEi82rNvGL4AyKPLykE4KpeFvq3qt1+tI3qT9ff3sIytCcBeyn7r5/G4SdmIXqVy/5ViYyqZl8L3njjDXbs2MHll19O165da/29m2++mfPPP5/27dsjCAJbt27ltddeC4m1vfrqqzVuo6ioqMYxNdG6dWs2btzI9u3bFa/V7927N2vWrGHJkiWkpaUpOld5xowZww8//MDq1atZtWoV3bp1a5R9pxRTp07F4/GwcOFC7rrrLiZNmsRNN93UZKLNTWHfiaLIBx98wIwZMwA499xzmTp1KiUlVW/qTYmsrCxWr16NRqPhvPPOo7CwMGpzL1myBJDOQ4ejalpiY5KVJaV6tm7dutH+xqSkpEbZzsnG9u3b+e6775g+fXq1/1Zp+pSl2dfPmRfdHgIlUpBArpnf78mlwO/AIOjoaVamm41KGXJUXm/rgyCUPV6bgyJ4zkq95kM187VYyNSk90OTlokuZydnZh+gf4f/a7C9blOAgEZEExAoyRVJygj//CEL4FXXmg6kVPvteT6yK4vgyc78lqpaSkJcLdLsLdWn2fu9ATwOaS7Vma8fczY72JzjJd4g8MjwhJq/UA59eiqd57/Akac/JPedb8l9+xtKV2+j3X+mYMhIVchilXA0S2d+6NChdXq4/Pjjj8OmpH755ZfMnDmTnj178thjj9XJjsmTJ1f497Bhw5g9ezYXX3wxCxYsYMKECWRmRm4rkpCQ0GAHr1+/fixcuJC8vDwAEhMTG7S9SJx55pmh+sqbbrqpiv6AUsjR+R9//JGvvvqKJ554olH2nZK8/fbbTJs2jY8++oi33nqLI0eO8Nxzz0W1vroyoihSVFQU833n8Xh49NFHmTdvHgA33HADTzzxRJ3LXKKNKIohRe8xY8bQvXv3qM3t8XhYv349AGeccYai53lBQQF5eXkIgkDfvn0xm+uvqCyjRuZVTmZCafb1jMz7gyn2gkGHJl6KZq4LRuV7W9o2OIqrUjNl9fIV2/NagiJ4VWrm5TT7WlQlCoKApv94AoumM3bfbjqe37B6eQC7BzxxIia7gD1XJCnCek+kmnmAtvHVt6cz9ZQyQlzb9lVpQSfYJGc+ECnNPlgz76kUmZdT7HUmDXpT034uaIrkO/28+IckevfgqfGkWuq+DwW9jvRptxE3tCcHJ71O6apt7Bw1kXbvPojtnOiIfKtINEtnfty4cXWKSqWmVr+KNG/ePKZOnUrXrl354IMPiIuLa7BtZrOZCy64gHfeeYe1a9fW6MwLgtBgp8pisdCuXTv279/Pjh07FK2l7dGjB8nJyeTn57N+/fpQHX00uP7661m0aBHr1q1j06ZNjBw5skk783q9nqeffppOnTrx9NNPM3fuXPbv38+bb75J69atY2pbYxx39eXIkSPcfffdrF69Gq1Wy9SpU7n++utjYktdWbt2LZs3b0av13P99ddHdR+uX78ep9NJSkoKPXr0UHTuHTt2ANCuXTssluoFc1RUVGqPsVxkXhTFOp+//qMFAOhapYS+u1YWv1Nb0kUFb/F6oGK9PIAlVRKBc+Qer/B+KM2+lguZO7uPpOOi6Yw4nE2C39RAa8HuDuCOEzHZoTinpjT7yM58G1v17emMXTIQDDoCDheeA8cwdih7tqldZD6YZu+o7MyrKfYN4YUVxRS4AnRP0XF9X2uDtpVw4XBMvTtx4ObpODfsYu//PUmL+6+k5SPXglat5o4GzdKZf+KJJxq8jblz5/LEE0/QpUsXPvroo0ZN/5S3Vdu6+cagW7du7N+/n23btinqzGs0GoYPH87333/P77//HlVnvmXLlowbN45vv/2Wjz/+mOHDhzf5SC5IUef27dszadIkVq9ezZgxY3jhhRc4//zzY21a1Pnpp5945JFHKCoqwmazMWPGjKi2dWsIgUCAmTNnAtKCYrRF4X7//XcATjvtNMV7vm/fLrVG6tat4dEhFRUVMAWdoYBPxOv0Y7DU7fHMf0xy5vWtU0LvrS7ZDcBAq1ovrzQBnx1fqbS/ZSV7mbi0VgCU5hytsFAjp9m7alEzD/Cryc3Q5FR65+fi3/gN2uF3NMjmIncAd1wA0GLPrWXNfNg0++pr5gWdFmP39rg27sa1ZW8FZz6kZu+oqCVQnpoi86ozX3f+PuJmzmYp4Pn8WUnotQ1f+Dd2bE3nn17hyOPvk/fBAo6/+iWOP7fQduZDUMdrmUrdUZdMqmHu3Lk8/vjjdOrUiY8++ojk5ORG3b6suN6mTZtG3W4k5H7T+/fvV7yWduTIkQBs3ryZ48eP1zC6cbnuuuuIi4tj9+7dJ5RS/BlnnMH8+fPp27cvRUVFTJgwgcmTJ1NcXE1T12ZIcXExDz/8MBMmTKCoqIi+ffsyf/78E8aRB0lxf+fOnVgsFq677rqozn38+HG2bNmCIAicfvrpis7lcDhCLemU7mOvonKyoNFpMMRJD731SbX3H8sHypz5Yr+Trc5DAAyO69xIVqqEw2vfBIhoTW3QGipme1pS0hA0GvxeD66igtD75uATuFOsXZnRkqKtLOjYRZrv7zkNttnuDuCJk+YtqcGZl9PsqxPAA2gbbE9XOc0ewovghdTs7eGfE8PVzJfmSz3OLUmqM18X/AGRR38tRASu6GFhaIax0batMRnIeOUu2r0/GY3VjOOPzew8YxLOpU23y1RzQXXmK/H1119XcORTUlIijnc6nezevZvDhyv2Wty6dWu1kfeffvqJBQsWkJSUxKmnntqotkciKSmJVq1aIYpiKKqmFC1atKBPnz5AmSBXtEhKSuKaa64BYNasWVHNfmgoHTt2ZO7cuUyYMAFBEPjyyy8ZPXo0P//8c7OtJxZFkZ9//plzzjmHr776CkEQuPPOO5k3b94J1bvc6XQya9YsAMaPH69ovXp1/Prrr4AkfKe08OT27dsRRZHWrVurgnUqKo2IKegQ1UcET06zl535v0v2ICLSzpBKK0Nio9moUj2V+8uXR6PVYQ4q2jtyjobeNwUj8wHAU8MtvsBXwvrS/fzYvjOioMG/708CeXsaZHORW8RjkSauKc1eFsALn2YvReaPlfjx+CuOCdXNb9lX4X2hNpH5MK3pSvOlyLwlufGc0ZOBjzdKoncJRoHHR9ZN9K62JF4+iswlb2Lq2xl/XjG5N7/E0ac/VNXuFUTNfSjHypUreeKJJxBFkUGDBvH5559XGdOjRw/OOeec0L83btzI9ddfz5AhQ/jkk09C73/88ccsXryYU089ldatWyOKIlu3bmXNmjUYjUZefPHFRqnBrws9e/bk6NGjbNmyhYEDByo611lnncWmTZv4/fffueSSSzAao3fBveyyy/juu+84fvw4n3zyCf/85z+jNndDMRgMTJ48mTPOOINHHnmEvXv3cscdd3D64D5MvvpsuvU5BW2nEQiapl8+UBNZWVk8//zzLF26FJAWM1544QXF+6MrwSeffEJubi6tWrVi7NixUZ3b7XazbNkyQDrvlGbLli2AdD1RUVFpPIw2PRxx1c+ZPx505ltJzvyqYIr9EKsalY8G3mLJmTdU48yDlGpfmnsMR85RUjOla6dRAAEQAZcoYiR8uvPS4u2IiKQmd0HX9Wz8WYvw/v05xnPrJsxcHrtHqpkHsOdGVuGL1JoOINWiwaQFlx8O2/10SCxzL0y9Okjf3VpR0b68M19ZHE+mfGu68iUKjmBkPi5FjczXluMOPy/+IQllTj4toV6id7XF2DmDLj//i8NPzCL/Pz+Q8+ZcHCu30G7WwxjaRrcE8WRAjcyX48iRI6EI6JdffsmMGTOqvGqbun322WczZMgQtmzZwldffcXnn3/O0aNHGT9+PN9++21M0od79+4NwN69e7HbwxQ+NRL9+vUjLS0Nh8PBypUrFZ2rMgaDgZtvvhmAr776ir17q7ZEaeoMHTqUn376iQn/Nxq9Bn5fvYlx973G/TdfwY7JnfFu/DbWJtab7Oxs7r//fsaMGcPSpUsxGAxMnDiRn3766YR05Pfs2cNXX30FwMSJE6PejWDFihU4HA7S0tLo16/6B8nGwm63h86nXr16KTqXisrJRkPa08k187r0oDPv2AXAUGuXRrJOJRyiKJZF5uOrvwZbg3Xz5SPzgiCUKdrXEJn/rVhaRD0jvif6AVcB4F37eYOy9ordATxxkhNvryEyb02WnejqxwmCQEYo1b769nSePUcIlLrKvhMXLEcI+BGdBVSHPlgzLwYC+FxSpqXX6cNbKqXzW5LUyHxteXZZEXaPSL+Weq7to3wwUWMykPHSBFLevgdNfBylq7ex8/RJFM1frvjcJxtqZL4cl112GZdddlmdvjN06NBQv+XyjB49mtGjRzeWaY1CcnIyGRkZHDp0iC1btjBs2DDF5tJoNJxzzjl8/vnnLFy4kFGjRkVV2XvIkCEMHz6cFStW8K9//Ys333xTcVGwxka74ycm+D5m7Dka3tgcz+LDZuYfsPBTtsjFq//J7Y/kkDnmxMk62Lt3L++99x7z5s3D45FS5MaOHctDDz10QqXUlycQCPCvf/0Lv9/PyJEjOe2006LaVz4QCLBo0SJAuuYofYxv2bIFURRp06ZNo2uJqKic7JS1p6t7Oqr/aFnNvDvgZYND0rVQI/PK43fuR/QVgcaIPq56UdC4NCkaWd6ZB0nRvtQv4owgghcQA/xWvBWAMxN6oU9tjWvuRALHdxDIXou2bf0yLYvdYrnIfA3OfIr0/FZaBH6viFZf9XmujU3L7gIfhyqJ4OlaJKFNTcCfW4Qr6wCWU7oCIOgMYE4EZyFiyXGIq1rWqtUb0Oj0BHxevE4HerMllGJvjNejNZxYz3Wx4o+DLr7ZXooATD8rCa0mes/jljFDSD21Lwdve4nSv7PYf+PzJN80lvRpt6Exq4sxjYF6FpxkyLXsGzduVHyu008/HZPJxOHDh6MyX2UmTZqE2Wxmy5YtzJ8/P+rzNwQx4Mf17f2ASHurn1eHFfDZGTkMTnPjDQjM3RfHuXc8zy233MKSJUvw+ZpmLZLP52PJkiXccsstnHXWWXz++ed4PB5OO+00/vvf//LOO++csI48wH//+1+2bt2KxWJh0qRJUZ9/48aNHDlyBLPZHBKeVHo+KMvyUVFRaTyM8fWLzIuiWE7NPpWNpQdwiz5SdTY6Gls0up0qFQlF5a29EDTVZ2bFtZBU3Ks480LN7ek2O7PJ85UQpzEyKK4TgsmGrveFAHjX1F8Iz+6pvQCeJVFAjsc4CsLUzQcj8wcrtacTBCGsCJ7GKkXnxZLq6+YFQSgTwQvWzTvygin2yWqKfW1w+UQe+bUQgOv6xtGvZfT3m6F9Kzr/+DJp914BQP6HP7LrnHurHA8q9UN15k8yevfujUaj4fDhw4orzZvNZs444wwAFixYoOhc1dGiRQtuu+02AGbOnFlFpLAp49+zHLHoUIX3+iR7mTUijw9Pz+X0Vi5E4JdffuGmm27itNNOY/r06Wzbti3mYnmiKLJt2zamT5/Oaaedxk033cQvv/yCKIqcffbZfPXVV3z22WeKp4QrzaFDh3jvvfcAuPXWWxUXnqsO+bwaNWoUZrNZ0bmOHTvG4cOH0Wg0qjOvoqIAcmTeVUc1+0CxA9ElRSv1rZJD9fKDrZ2jmhF3shLqLx+mXh4gLlWOzB+rcI8OpdlHKFlfUiSl2I+wdcegkRxm/cCrpbnXf4Xor99ifrE7gNsiTVycK0Z8dtBoBSxJkrElYVLt5fZ02cVVFe3Di+BJi01iSfjnUUNQX0puT6eK39WNGauL2V3go4VFwyOnKSN6VxsEvY7WT95Ex3nT0LVIwrVtPzvPuZfc//wQ8+fWEx01zf4kw2q1kpmZSVZWFuvWreO8885TdL7zzjuPxYsXs2PHDnbs2EHXrl0Vna8yF198MUuXLmXDhg1Mnz6d119//YToPS8WH6n2fUGAgakeBqbms8+uZa7hUr7/YxvHjx9n5syZzJw5k3bt2nHuuedy1llnMWDAAEwmk+L2ulwu1q5dy6+//srChQs5cOBA6LOkpCQuvvhirr/+ejp16qS4LdHA7/czffp0XC4X/fr14+KLL466DVlZWezcuROdTqf4eQywfv16ALp27YrValV8PpXaM2TIkIj/VjkxkGvmPSU+An4RTS37P3uP5AGgTbSiMRtZdUiql1dT7KNDTfXyAJaUFlJ7Oo8bd1EBpkSpTMmsqTkyX5ZiXyY6qus2GiEuFdF+DP/OX9F1P7fOdhe7xVBk3usEtwOMEUqprcngyIeSvBra0xVXXVyQRfBclUXw4iJH5qFce7pgW2VV/K727MjzMmO1pJH17JmJJJhiH8O1nTmAzN9nkH3Xq9h/+ZvDD71Dya9rafPmPehSYrfYcCIT+19VJeqccsopgJQy6/dXXUFtTJKSkhgxYgRATFLdNRoNjzzyCBaLhc2bNzNnTsN7s0YDIb51jWM62Pw8ed/t/PXXX7z77ruMHj0ag8HAgQMHmDVrFldffTV9+/Zl/PjxTJ8+ne+++45t27aF6tXri8fjYdu2bXz33XdMnz6d8ePH07dvX66++mpmzZrFgQMHMBgMjB49mnfffZe//vqLp556qtk48gBz5sxhy5YtWCwWHnnkkZjoMXz//fcAjBgxQvEWcT6fL5Ri379/f0XnUqk7Q4YMYeLEiWH/rXJioLdoQw58XXrNy868rnUKfjHAGofUsmyIKn6nOAG/A59jBxA5Mq/R6TAnS46rI/dY6P1Qmn2YmvkCn4O1DskBPjO+THRU0OrR9ZdSluvTc14URYrdAfwG0AeTumqsm0+OHJlvF4zM7yuqLjLfAQDnlr0VorC1i8wH29PJkfk8NTJfGwKiyMO/FOANwOhOJi7oomz2Xl3Qt0iiw5dP0/q5fyIYdBT/9Cc7Rt6F/bd1sTbthESNzJ+EZGZmYrVaKSkpYfv27YqrUl9wwQUsW7aMzZs3xyQ636pVK+6++25eeOEFZs+eTf/+/UPaAU0VbacRCAkZiEWHkRrXVEZASMxA22kEOo2WMWPGMGbMGBwOB8uWLWPhwoUsW7aMnJwc1qxZw5o1a8q2rdXSqlUrMjIySE9PJykpCZvNRnx8PHq9HqfTidlsxuv1UlxcjN1up6CggMOHD3Po0CGOHj1a7SJQWloaI0eO5Nxzz2XkyJFRb70YLTZu3Mjs2bMBuPvuu2nVqlXUbcjKymLz5s1otVouuOCCqMzncDhCmT0qKiqNjyAIGG16nIUeXHYv5sTaRR69hyVnXt86hR3OIxT7ncRpjPQ0ZyhprgrgtW8GAmiMrdAaI7fcikttRWnucUqOHyGlSw8AzMF14HBq9suKtxNApKupNemGiou2+oFX413xb7yb/ovJXYJgrH3GlNMnIreDt6UJ5B8QseeIpLYPnw1iTdEAgbCR+U5JkktxpMRPqTeARV+2yG3q1g40Gvx5xfiOF6BvKWUmCMGa+UCtIvMl+H0BnEWqM18bPtvkYPVhD3F6gefOTGxyJTeCRkPahEuwjujDgVtfwr3zIHsve4zUOy+l1RM3ojHqY23iCYPqzJ+EaLVaTjnlFJYtW8aaNWsUd+ZlJ++3335j3rx5PPLII1G/qJx77rn8/fffLFq0iGeffZb333+fhISmm84jaLSYLn0V5+yrKOtEG/oUANMl/6rSbz4uLi7k2IuiyP79+1m9ejXr168nKyuLrKws7HY7hw4d4tChijX5dcFms9GtWze6detG//79GTx4MO3bt29yN4vGpqioiGnTphEIBBg9enRU0tsrI4oi33zzDQAjR46MSq2+vBg0YMCAE6JMRUXlRMUUr5Oc+TqI4PmOlDnzvwdb0g2I64hOUM9VpfEUSddGQ/yAGsfGtWhFzvaNOHJqH5mXU+zPiO9Z5TNt+yFo0roQyNmFd8M8DENuqLXdRW5pPq0A8allznwkZEX7cM58sllLoklDoSvA3kIfvdLKFqM0FhPGzum4d2bj2rqvnDMv95rPCTuv3GveU1qCs8ADIuiMGgxx6vEdjqMlfp5bLveUjyfD1nTdPXOfzmQueYPDj79P/uyfyH3nW0qWrqfdew9j6tE+1uadEDTdX1dFUQYOHMiyZcvYu3cvubm5pKamKjrfhRdeyPLly8nKymLr1q1R71EtCAL33nsv27ZtIzs7m+eff57nn3++STsm+r6Xwo1f4Pr2/gpieEJiBqZL/iV9HgFBEOjQoQMdOnTgiiukdDxRFDl27FjImT98+DBFRUXY7Xbsdjsejwev14ter8dgMGCz2bDZbCQkJJCenk5GRgYZGRm0bNmy2TvulfH7/Tz//PPk5OTQtm1b7rvvvpjYsWXLFrKystDpdFx00UWKz5ebm8vevXsRBIEBA2p+YFVRUak/sqK9uw7OvPdoMM2+VUpI/E5NsY8OIWc+YVCNY+PkXvO5ZYr2kWrmA2KApXK9fDXOvCAI6IfciHvB43j/ml0nZ97uloTv4o0abGmSDfa8ABD+mSiuhjR7gE6JOtYe9bCnoKIzD2Dq0UFy5rfsw3amdC/RyM68Pbwzb5Aj86UlFcTvTrZnkLrw5NJC7B6R/i313Niv6WvcaCwm2rw6CdvowWTf/TquLXvZedbdtH7qZlJuuxDhBGstHW1UZ/4kJTExkczMTHbu3Mnq1as5//zzFZ0vJSWFM844g8WLF/PVV18xderUqNcZWywWpk6dyl133cWqVauYNWsWt99+e1RtqCv6vpei632RpG5ffAQhvrWUgq+p3yKEIAi0atWKVq1aMXBg1d60oihSWFhIYmLTS8mKNe+//z6rVq3CaDQydepUxdXjqyMQCPD1118DcOaZZ0al1/vq1asBqTwnMTFR8flUVE5mZBE8Vx16zcs185KS/R8ADFXF7xRHDHjw2NcDYEyoWXTSKjvzx8s587KafTX+8VbnIY77irFoDAwO83vqB12L+8cn8e9dgf94FtoW1fe5r0xRyJkXsKUGnflaRuYdYSLzIKXarz3qYW9h9SJ4RfOXVxDBq1VkPqRm7wi1pbOo4ndh+XGXkwU7nWgFePHs6PaUbygJ5w/Dsvwdsu9+A/ui1RyeMpPin/+izYz7MWQoG3Q8kVGXOk5ihg4dCsC6detwuVyKz3fRRRdhMpnYv38/f/31l+LzVUeXLl2YPHkyAF988QWLFi2KiR11QdBo0XUZhX7AVei6jKq3I69SfxYtWsSXX34JwMMPP0znzrF5UP7zzz/Zv38/ZrOZCy+8UPH5XC4X69ZJgjSqQrqKivKY6hGZl9PsC9MMHPMWoRe09I/roIR5KuXw2jdCwI1Gn4LW3LHG8aHIfM7RkAicSRM+zX5JsdSSbritG0ZN9fXDmoR0dD3GSPb8NbvWtleIzKdKrkCNAng1pNkDdEyUYoR7Cqpx5mURvHK9xUPOfEktIvOOEkplJXu1Xr5a8p1+pvxaAMCdg2z0bnHiLXroWybT4YunSH9pAoLZSMnS9ewccScF836LtWlNFtWZP4np3LkzqampeDye0AO7ksTHxzN27FgA5s6d22BV9fpy1llncfXVUo/Wl19+mW3btsXEDpUTg23btvHyyy8DcM0113DWWWfFxA6Px8PcuXMBGDt2LPHx8YrPuW7dOjweD2lpaTFbwFBROZmoT695Oc1+a4LUuquPpR1mzYn3EH+i4S6XYl+bTDZLSgsQBKk9XXEhAObg91zVpNmHWtLFRy5L1A+5EQDvmk8R/bU7boqDNfM2Q7k0+5oi87VJsw+K4O2pNjIvLXi4sw4g+iQR3bLIfB5ioPruSrIAnqfUUZZmn6I689UxdWkRuaUBuibruG+o8s8ISiEIAqm3Xkjmb29hHtAVf1EJB297if23vICvwB5r85ocqjPfhFmxYgX5+fmKbV8QBIYNGwZIET+l29QBjBkzhuTkZPLy8vjpp58Uny8ct9xyC6eddhper5dHH32U7OzsmNmi0nQ5ePAgU6ZMwev1ctppp3HzzTfHzJYff/yR/Px8kpOToyK85/f7+fPPPwEpi0fJsov8/Hz+97//KbZ9FZUTBblm3lXkrdDCKxyi14fveCEAq22SUz8kTl14iwaeIqkEyZAwuFbjNTodlmTJeXXkSKn2cttvZ6Di2AJfCX+XyC3pqtbLl0fX6wIEawtE+zF8236ulS3FHmnChPJp9o0Qme8UITJvaNcSjdWM6Pbi3i3pAMl95hEDiKXVP+/Krem8pSVlPeaT1cWqyizc7eSb7aVoBHj13GSMuhMnvT4cpsw2dPnpFVpOvga0Goq+/Z0dwydQvHBVrE1rUqjOfBMmNzeXXbt2KTpHv379iIuLo6ioiC1btig6F4DBYOCqq64C4IcffiAnJ3xqlZJoNBoee+wxMjMzKSws5OGHH1Z04UTlxCMvL4+HH36YoqIiMjMzeeyxx2LSTx4gJyeHBQsWAHDVVVdhMCj/ILN582aKioqIi4ujX7/w/ZMbg507d3L06NGaB6qExefzsWvXLtatW8euXbvw+Wpfc63SdJBr5v3eAD53oIbR4D1eCKIIOi3L9ZKDpIrfKY8Y8OAtXg/U3pkHiEuT2tfJivbhIvOLizbjJ0BPcwZtjCkRtylo9egHXQOAd9XsWtlRHDy2bEYN8Wl1dOYjROblNPsCV4B8Z8UAkaDRYOouqZO7tuwN2Y5ZarkXrtd8KDLvKCHgFRE0YEpQnfnyFLoCPBJMr799gJVTWjWf/SPodbScfA1d/vcqxsy2+I7ms++qpzg46XX8xY5Ym9ckUJ35Js6ePXsUjZjr9fpQ7fyKFStqFQloKIMHD6ZHjx54vV6++OILxecLh8Vi4YUXXiA9PZ0jR44wefJkSkpKYmaPStOhpKSEyZMnc/ToUdLT03nhhRewWCwxs2fOnDl4vV569OjB4MG1f3CsL6IosmLFCkCKyuv1yvV79fl87N69W7HtN3fy8/N5/PHHGTx4MBdeeCFXX301F154IYMHD+aJJ55QFylPMLR6DXqzpItSm7p53xGpP7eQFs8ur+QMDbJ2Us5AFQC8JVsQA040uiR0ltovnsSltQbAkXMECN+a7ufCDQCMSazdQqo+qGTv2/ojgeKaF0btwTT7eKMGazAyX1xLATyXHXye6sfGGTS0skrHb/UieFKqvatc3bwmQdonYtGRardpCLamC3g9iAEv5iQDGu2JH3VuTJ5aWsgxR4BOSToeOLXptl1uCJYBXcn87U1S77wUBIGCzxayY/id2H9Tvky4qaM6800Yk8mE2+1m//79is4zaNAg9Ho9x44dY+fOnYrOBVJ6/7XXXotGo+Hvv/9m/fr1is8ZjuTkZF566SWSkpLYtWsXU6ZMobS0NGb2qMSe0tJSpkyZwu7du0lKSuKll16Kimp8ONavX8+6devQarVce+21UekysGPHDo4fP47BYFB88eDAgQN4PJ6YLpacqBw7dozx48czd+5czGYzI0aM4JJLLmHEiBGYzWa+/vprxo8fz7Fjx2remEqTwWirfd28rGRfkiZ11+hlbkOSLk4541SA8in2tauXl6kSmQ8+hbtEQsGUUr+bpcWSls+YhP612q62VU+07YdCwI93zWc1jpfT7OMNAomtg5H54yJ+b3iH3hwPQtBeRw3t6SCMCF6vDgA4N+8JvScktgUgUHCw2u3pTGYI7mMx4FTF7yrxy14nX28rRQBeHZ2EuRmk14dDYzaSPu02Ov/wIoYOrfAeymHvZY+Rff9b+ItP3md31ZlvwrRvL6UjZWVlKTqPxWIJPbAvXbo0KtH5jIwMzj33XAA+/vhjnE6n4nNGsuXFF18kLi6OzZs388gjj6gO/UlKaWkpjzzyCJs3byYuLo4XX3yRjIyMmNnjdDr5+OOPATj33HOjYosoivz++++AlEWjdAs++fqWmZmp6DzNkZdeeonDhw8zadIklixZwvvvv8/06dN5//33WbJkCRMnTuTw4cMhAUeVE4OQCF4tIvOyM38smIk90tZdMbtUyqhLf/nyyIr2JcGaeTnNPgDIwe6l9m24RS/tDCl0N6fXetv6oTcB4F31YY3PccUV1OwFdEapWqPgSPjvaTRCmQheDe3poPrIvLmvlMXgXL8rZKNGduYLq3fmBY0Go1UScxMDDlX8rhz5Tj8PLpLS6285xcrg9JNj38Sd2pvM398m5ZYLAMif/RM7RkzAvmRtjC2LDaoz34Rp3749giBw7NgxCgsLFZ3rtNNOQ6fTcejQIcXr9GUuvfRS0tLSyM/PD6l0x4rMzExeeeUV4uLi2LRpk+rQn4TIjvymTZuIi4vjlVdeibmDOXfuXPLz80lLS+OSSy6Jypy7du3i0KFD6HQ6Tj31VEXnKigo4NixYwiCEPN9fSKyfPlyRo4cyV133YXRWPEhzmg0MnHiRIYPH86yZctiZKFKfaiPM787SVL5HhmvOvNKIwa8eIolp8GQWLeWnZXb0xkEkOOozqBz+79giv15if3qFPXX9x8PBguB4zvw7/sz4tjicmn2giCQ3EaaJ/9gw+vmQ4r21UTmzX06gU6L73gB3kOSZpImqQ0AYhhnHsCUKGXHiT47FlX8DpAW3if/Usjx0gCZyToeGd480+vDobWayXj5Ljr9dzqG9q3wZuew9/LHyb7njZOull515pswZrOZNm2ki9z27dsVnctqtYai80uWLIlKdN5oNHLjjTcC8OuvvyqegVAT3bt3r+DQP/zwwxQXF8fUJpXoUFxczMMPP1zBke/ePbYPxVlZWfz6668A3HTTTVWcNSUQRZElS5YAUlTearUqOp98zrdt25a4ODU1uK54PB569oysdN27d++YtQFVqR+mcor2NSG3pctO9mMUdAy2qkr2SuMt2YroL0XQJaCz1G0RMtSezu3CbS9CEATMQX/dJYJX9LO4aBNQ+3p5GcEUj77feMnGle9HHFs+Mg+Q3Eb6b352ZNHFuNpE5hPDt6fTmI2Yg3XzpX/vkOwORebDdxUyJQRF8vx2Nc0+yLztpfy4y4lOA2+NSW7W6fWRsI7sR+ayt0n550UA5H/yP3acegfFP/8VY8uih+rMN3Fkh2LXrl2KP5ANHz4cvV7P4cOHFV88kOnVqxcjR45EFEVmzZqFy+WKyrzhkB16m83Gli1buPvuuzl+vHqFVZXmwfHjx7n77rvZsmULNputSTjyLpeLWbNmIYoip59+eo0OW2Oxfft2Dh8+jF6vZ/jw4YrO5fF4QllAsd7fJyq9e/dm7969Ecfs2bOH3r17R8kilcZAjjyWBttwRcIXjMznpUqOvNpfXnnKUuwHIgh1e4zW6vVYkqV2bHJ7OrOmTATvL/tOivxOUnRWBsbVXchQf9o/AfCu/5pASfhuQXaPrGYvzR2KzGc3vD1dx3I189UFhswDugLgXCst5spp9mLBgbDbNFgTAQj47VhS1GM8u9jH40sKAbh/WDx9Wpzc+0RrNZPxwh10+uFFDJ3S8R7JY9/VT3Pgthfx5RbF2jzFUZ35Jk7r1q1JTEzE5/MpLk5ntVpDfed//fVXAoGa2+I0BldffTUpKSnk5OTw1VdfRWXOSHTv3p033niD1NRU9u/fz8SJE9m3b1+szVJRgL179zJx4kT2799Pamoqb7zxRpNwLL/88ktycnJISUnhH//4R1TmDAQCoUyAYcOGKR6V37lzJz6fj8TERFq3bq3oXM2Ve+65hyVLlvDNN99U+/ncuXNZunQp99xzT5QtU2kIIWe+wFNjlpw35Mxr1Xr5KFHX/vKVKZ9qD+UU7UWRn4ukFPtzE/qireNCAYC23WA0bQeCz433rw/DjisKptknyJH5ttJ/C2qIzNcmzb5dgg6tAE6fyFFH1e1ZBnYDoHStFJnXJJVF5sMd7xq9VDOvERzoDNqINjZ3AqLIvQsLsHtEBrY2cNcgW6xNajJYT+tD12Vvk3b3eNBoKJy3lKxht1Pw1a9RyTiOFaoz38QRBIEePXoAsG3bNsUd7NNOOw2TyUROTg4bN25UdC4Zs9nMLbfcAkiLCLFUt5fp2LEjb731Fu3atSMnJ4e7776bv//+O9ZmqTQif//9N/fccw85OTm0a9eOGTNm0LFjx1ibxfr160Op7rfccoviAnQyGzduJCcnB5PJxGmnnaboXIFAgG3bJLXmnj17RkWhvzny559/MnToUB577DHGjh3L448/zmuvvcbjjz/O2LFjeeKJJxgyZAh//vknM2bMCL3efvvtWJuuEgFTggFBAwGfWGPdvPew5MznpupUZz4KiKI/VC9vbKgzfzzozAefxJ3+AP8rlJ676ppiLyMIAobhEwDw/PEeYqD61sZ2uc+8oXKafQ2R+Vqk2Ru0Am0T5Oh81ePXMkBy5p3rdyL6/QiJUjkpXieiI6/6v0sjLS4Lgto++P11JazMdmPRC7xxXjI6jXr/LI/GbKT1UzfTZdGrmHp1xJ9fzME7XmHv+Cdw76u+/eGJjurMnwB07twZo9FISUkJBw6ET0NqDOT2RiA51l5vzTV7jUHPnj0ZPXo0AP/5z38oKCiIyryRaNWqFW+++Sa9evXCbrfz8MMP88033zTr1b2TAVEUmTdvHg8//DB2u51evXrx5ptv0rJly1ibRkFBAbNmzQJg9OjRUUuv93q9oai83NZMSfbv309JSQlGo5FOndSe2PVlxowZLF++HFEU2bNnD3PnzmXmzJnMnTuXPXv2IIoiy5cvr+DIyy+VpotGI2BOlKLzzoLw5XX+4lICDqkTTCDNRk9z7DpvnCz4SrYj+ksQtDZ0cd3qtY241KAzn1tR0X6nO5+j3kLiNEZOs9Vv2wD6/lcgxKUgFhzAt3VBlc99ARGHVxbAa/w0e4jcns6YmYHGaibgcOHKOoCgMyLYpPtvOBE8v1/SVBH99ojzNnc2H/fwwgopbfyp0xNCJQ0qVbGc0pXMX9+g1eM3IBj1lCxZy47hd3L8zbmI3qrH5YmMehScAOh0Orp3786GDRvYvHlzSOVeKYYOHcqqVasoLi7mzz//ZOTIkYrNVZ4rrriCrKwsDhw4wHvvvcdDDz2ERhPb9aaEhAReffVVXnnlFRYtWsRbb73Fnj17uPvuuzEYTu4apRMRj8fDG2+8wY8//ghIDvODDz7YJH7LQCDAzJkzKSkpoX379vzf//1f1OZeuXIlxcXFJCQkMHToUEXnEkWRzZs3A1JJi06n3obqi9y2UKX5YUk2UprvoTTfQ3KH6sfI4ncOi0D/5Ew09UjLVqkb7qJVgFwvX79077gWFSPzcs38htLDAJwZ3wuTRl9vGwWDGf2QG/Es+Ree5f9G3/uiCp/bPWWOeNXIfIBI8YrapNmDpGj/677qRfAErRbzKZk4lm3E+fcOzD07IiS2RbQfI1B4EG2bU6p8x+8xB/978ooSl3gC3PFjPh4/nNfJxNW9VdHYmhD0OlrcfyUJF48g+/63cCzbyNGnPqBw7m+0eW1SqOTjREd9ijpB6NGjB5s3byY3N5ejR48qWmOq1+s555xz+Oabb1i2bBn9+/fHZlO+JsdgMDBhwgSeeuoptm3bxvfff8/FF1+s+Ly1sWvKlCl07tyZ9957jwULFrBnzx6efPJJWrVqFWvzVGrJkSNHeOaZZ9i+fTsajYbbb7+dK664osmkeH///fds374do9HIhAkT0Ovr/zBXF+x2O8uXLwfgnHPOUXzeo0ePkpeXh1arDZUQqdSPIUPq1hZL5cTBklSzCJ63nPjdqeYuUbHrZKesXr5u/eXLE0qzzz2GKIqYgregHS5JsK6+KfblMQy/Hc9vr+Lf8Qv+Y9vRtiwrwZCV7M06Ab1WmjwpXfqv2wHOIkhKqn67tUmzh7LIfHW95kFKtXcs20jp2h0kX3cemsQ2BA6uQSyoPjLvKZWceZ+rBL/XizZK98emxGNLCtlb6KO1Vcu/zk1uMs8uJwLGzhl0+m46BZ8v5sgTs3Bt3sOuc+8n5aaxtHriBrQJymoEKY26jHuCYDKZ6NJFullv2rRJ8fl69+5Neno6Ho+HX375RfH5ZFq3bs31118PwHfffReVv7U2CILAlVdeyfPPP4/VamXbtm3cdttt/P7777E2TaUWLF26lNtuu43t27djtVqZPn06//d//9dkboYbN27ku+++A+D666+P6iLR4sWL8Xg8ZGRkREX1XNbi6NKlCyaTSfH5VFRORGQRPEd++DT7omwpkpuXquVUs9qSTmnEgAdPodTuypg4rN7bkdvT+VxOPCXFoTT7ooAPvaDlzIReDbZVk9wBXc8LAPCumFnhM7lePsFYdv8zmAVsadK/Cw+H326tnfkIveYBLEFF+1JZ0T6pHQCBatLs/d4ATrsO2WVx2wsjzt0cmbvNwdxtpWgEePv8ZJJMqvtWVwRBIPnq0XT76z2S/nEOiCJ5Hywga+jtFHwdnZbcSqEeDScQvXv3RhAEDh8+TE5O+JYjjYFGo2Hs2LGAJMh18GD1q6VKMHz4cE4//XREUeTdd99V/G+tC0OHDuX999+nR48elJSUMHXqVF599VWcTmesTVOpBqfTyauvvspTTz2Fw+GgZ8+evP/++00qonn8+HFmzpyJKIqMGjVK8ZZw5Tlw4AAbNkjqyeeff77iixs5OTkcOXIEQRDUdmkqKhGwBHtpl0aomd+7X1ID97Sw0kqXGA2zTmo8RWsQA040hjR0cfXPKirfns5+9FAozV4nmBhu60a8tnE0SwwjgkJ4az5BdJXVmhfJ4nfGii6AXDdfeDj8fUBOs3cU1M6Z31/kwxeorj2dlN7s2rqPQKkrJIIXqCYyX3LchYAQUrR3FeZHnLu5sbvAy5RfCwG4f2g8QzOMsTXoBEeXmkDbt++n0/wXMGa2xXe8gIO3v8zeSx/FlaWsLplSqM58JR555BG6detW7WvMmDF13t6yZcu47rrrGDBgAKeccgrXXXcdy5Ytq5dtNpstJBYVDaX5Nm3a0L9/fwB+/PHHqLWqA7juuuvo1KkTDoeDN998E7e75n670UIWxrvqqqsAKT36n//8J1u2bImxZSrl2bJlC7fddhvff/89AFdddRVvvPFGkyqNcLvdvPXWWzgcDjp16sS1114btbkDgQA//fQTAKeccgpt2rRRfE75utWpU6eolO6oqJyoyJF5d7EXv7f6e++xg/sBiE9XWztGA3eB9OxmTBrZ4IXP+Iz2ABQf2h9Ks9cJJi5KGtig7ZZHm3k2mrRMcBXj/XtO6H27Wxa/q+gCpATb09UmMu92gMcZ3qFvbdVi0oIvAAeLqyrqGzJS0bVOAX8A58bdofZ0YmF2lbH2Yy4A9OYEAFxFsRdIjhZun8idP+ZT6hU5NcPA3UPU+2ZjYR3Rl8xlMySBPJOBkt83sGPkXRx56gP8JSdWgE515sNw/fXXM3HixAqvuj5oz58/n1tvvZWdO3dy6aWXcvnll7Nnzx5uvfVW5s+fXy+7+vbtC8DBgwfJy6u+hUdjcs4552A0Gjly5AirV69WfD4ZvV7PxIkTiY+P5+DBg7z//vtRXUyoCZ1Ox+23384rr7xCamoq2dnZ3H333fz73/9Wo/Qxxul08s4773D33Xdz6NAh0tLSeOWVV7j99tublNhaIBDg/fff5+DBg8THxzNx4sSo1ckDrF69miNHjmA0Gjn77LMVny83N5eDBw8iCELoOqaiolI9erMWXTCVNpyifemRYwCkt4t9S82TAVe+VFZnTD69wdsq78zneqVIs0FjapR6eRlBo0E//A4APMvfCaURF3ukZ6l4Q8UFiaRaROZN8aAJ3kYdEUTwNIJAxyTpflZdezool2r/dxaaxPBp9sXHpGcqY4JUyH8yReaf/r2QzTlekkwa3jo/Ba3ahq5R0Rj0tLj/Srr+8W9sY4aCz0/Om3PZMfSfFH77+wmTeq8682G44YYbmDRpUoVXXZz5oqIinn32WZKSkvj222954oknePzxx/n2229JS0vj2WefpaioqM52JSQkhKLz69atq/P364rVag096P/yyy8UF0dPSTQ5OZmJEyei1WpZs2YN3377bdTmri0DBw7kgw8+4NxzzyUQCPDVV19x0003sXLlylibdlKycuVKbrrpJr7++msCgQDnnnsu//nPfxg4sPGiHY3Ft99+y5o1a9BqtUyaNInk5OSozV1UVBTSwjjnnHOwWpUXf1m/fj0AHTt2JCEhQfH5VFROZARBwJIUPtX+gDsX83HJyenSQe0vrzQ+5wH8zr0g6DAmntrg7cnOfFH2ftY5dgKQqk/G1kgp9jKGwdeD0Urg2DZ8234GygTwKkfmZUX7wkPhtycIQq0V7TtGaE8H5evmdyAkSZlhYtFhRH/F8fajUmTekpICnDyR+bnbHHy00QHAG+cl0dpav+4JKjVj7NCajnOm0uHzqRjat8J7JI8Dt7zAnoun4Ny6N9bm1YjqzCvEzz//THFxMddee20F5fkWLVpw/fXXU1xczM8//1yvbffv3x9BEMjOzo5KPfmgQYNo06YNHo8n1NIrWnTt2pUbb7wRkNLZZdXtpoTNZmPKlClMnz6dli1bcuzYMR599FGefPJJjh49GmvzTgqOHj3Kk08+yaOPPsqxY8do2bIl06dPZ8qUKU0ynXvZsmWh9P8bb7yRzMzMqM7/448/4vF4aNOmTVQWOo4fP052djaCIIRKd1RUVCJTJoJXtcxsmX07KbmS0xOfoabZK42cYm+IPwWNruH3lIQMKRJtP5LNX0VSq84EbeMvcgrmBAzDbgXA8+sr0pzBNPv61MxDPUTwwijay3XzzrU7EKwtQasHMYBYXJbn7/cGKM2Tjn9bK0ln4GRw5rfmeJj8SyEA9w21cXbHxl3kUame+POG0vWPf9Ny8jUIJgOO5RvZefokDk3+N74Ce80biBGqMx+GpUuX8t577zF79mxWrlyJ31+15icSq1ZJvUhHjBhR5TO5b7s8JhKiKFZ5la+dX7t2bbVjGvMlCALjxo1Do9Gwfft2tmzZovic5V8jRoxg3LhxAHz44Yds2rSpxu+E23dKvoYOHcoHH3zAlVdeiUajYdmyZVx//fXMnDkTu90edXvq+4rFvqvvy263M3PmTK6//nqWLVuGRqPhqquu4oMPPmDo0KFNcv9t3LiR2bNnAzBu3DhGjBgRVfs2b95MVlYWGo2GCy+8EEEQFJ9TziLq3LkzNpst4r5TUVGRkJ350moU7X/J30RSvvRcom+dElW7Tkbc+XK9fMNT7EFStNeZzAR8XoQcadFfIxgaZduVMYy6G7R6/HuW4dv3V0gALyFcZD5CzTyU6zVfy/Z0YSPzp0iL2J79R/Hn2xESqorgleS4EEXQW7RYW5wcznyRK8BtP+Th8omc0d7IfUPjY23SSYXGbKTl5Gvo9udMEi4cDoEAee9/T9bg28j7YAGir27+YDRoOgWkTYxnnnmmwr87dOjAq6++Sq9etWsZsm/fPgDat29f5TP5vf3799e4nXCp+J06dWLPnj0cOXKEHTt20KJFi1rZVV+MRiODBg1i1apV/PDDDyQlJWE2R2+l8Mwzz+Tw4cOsXbuWGTNmcNddd9G2bduI36lPGUNjcOWVVzJ06FBmz57Nxo0b+eKLL/jxxx+5/PLLOe+88zAYlLlhNyax2ne1xe12s3DhQubNmxcq/ejbty833XQT7du3x+12x1Q0Mdz+O3jwIDNmzMDv9zNgwADOPPNMCgsLo2ZXaWkpCxYsAKSMG4PBoPj8x48f58iRI2g0Gjp27BhxvqRwzY1VVE5CQmn2lSLzDr+LTQc2ow0AGgFdWiKUNN2o0YmO6HfhLgq2pGuEenmQ6tnj09uRvyeLlnnSPcyt0HqmJrEN+oFX4131EZ5fX6a4zXsA2CrVzMuReftx8HlE9MbqI/S1duaTIvea18bHYcxsi3vnQUrXZqFNaos/fy9iubp5OcU+vqUZc6JUitacnfmAKHLPwnz2FflpY9Py1phktU4+RhjataT9R49R8vt6Dk+ZiWvbfg49+Da5s34g/dlbsZ3ddMo3VWe+EoMHD+ass86ib9++JCUlkZ2dzZdffsmnn37KzTffzPz582nZsmWN2ykpKQGoNsXXYrGg1Wqx22u++SYkJFSrmpqYmEj37t3Ztm0bO3bsIDMzU/G2UqNHj2bv3r3k5OTwxx9/cPnllys6X2XuuOMOXnvtNbZt28Z7773Ho48+WqGEQUYURYqKisLuu2jQv39/XnvtNf766y/effddDhw4wIcffsj333/Pdddd12Sd+qaw7yLh8Xj4+eef+fTTT8nNzQWgXbt23HHHHQwdOjTmNkfaf0eOHOG9997D4/HQs2dPJkyYEHVBvsWLF+N0OmnRogXnnnsuWq2yNXiiKIa6d3Tr1o309PSIY1VUVMooH5kXRTF0TfmteCvWHMnB17VIRtCptbRK4i5aBQE3GmMrdJYujbZdS3obyZnPdVAKOEUq/M6NieHM+/Gu+gjf5vkIxvuBdrSIq3jc2FIF9CbwugQKj4ikdah+W6E0+xpq5jsHnflDdj9On4hZV/XvsgzsKjnzf+8goV0b/FSMzMtK9rZWJkwJ0vaczVgAb8ZqO4v2uDBq4f1xKSSb1XM71lhP70/m0hnkffgjx174FPf2/ey94gls5wyi9bO3YurWLtYmNk9nfujQoXWKNn388ccMHToUoIqD2rlzZx599FHMZjPvvvsus2fPZvLkyY1pbkQEQQh7Ye/Xrx+7du0iLy+Pffv2hVLvlUKv13PJJZcwa9YsNm/eTPfu3aPaK9pgMHD33Xfz4osvsm/fPl555RWmTJlCWlpateMj7btoIAgCp556KoMHD+Z///sfH3/8McePH+e1117jk08+Yfz48YwbN464uLiY2RiOWO+7yjgcDr7//nvmzZsXcuJl/YnzzjuvSanUQ9X9l5OTwyuvvEJJSQkdOnRg0qRJUVWuB9i8eTNbtmxBEAQuvvjiqOyzPXv2kJ+fj16vp1+/fk3qmFKpmY0bN/LWW2+xfv16vF4vXbp04YYbbuDCCy+s1ffXrFnD4sWLWbVqFYcOHaK0tJSMjAzOPvtsbr/9duLj1fTRSJiTJGfe7wngLfVjiJPO2Z8LN5AarJfXp6sp9krjDqrYm5JOb9Rr2MFkDQLQscDPFkBEis6bFLhMalv2QNf7Qnybv2f43nf4wvoCrW0VHUVBEEhuI3Bsl0h+dgRnvpaR+SSThkSjQKFbZG+Bl55pVQMY5oHdKPjiF5xrs0jsJ2VbBsq1p7MHlextLU2YEqR7pt/twudyojM1rzryhbudvPSHlKUx7cwk+rZsegGfkxVBpyX1tgtJvOIMjr/8Obnvf4998RrsS9aScsP5tJx8jZQhFSOa1hNwIzFu3DgcDketx6emptY4Zvz48bz77ru1VpCX1aHtdnuV1NHS0lL8fn+DhblMJhN9+vRh7dq1/P3337Rr107xB/SMjAxGjhzJ77//zg8//EDbtm2jqkxtNpu5//77mT59OkeOHOGll15iypQpUVUCrys6nY4LLriA0aNH88MPPzBnzhxyc3N59913+eSTTxg3bhwXXXRRxKjlycrhw4f573//y4IFC0LndGpqKv/4xz8YN25ck8xuqEx+fj4vvfQS/8/eeYdHVab9/3PO1EzapHcIEBJa6BCaIoKoILqKvWBdXeuuusvqq766brHs71V3cd217OpaABXFgiJIlV4NkBAIJKT3MinTZ875/THJQEgCCSSZAc7nuuZKcspznnkyc85zP/d9f++6ujri4+N54okn+jRFBTxh/ytWrADg4osvJiEhodev6XK52LNnDwDp6eno9fpev6ZCz7Fjxw7uvfdeNBoNc+fOJTg4mNWrV/Pb3/6W0tJSfvWrX522jV//+tfU19czbtw4rrnmGgRBYOfOnbz33nusXr2apUuXEhGhGKOdoVKL6EM12BqcmOvsaAPVOCQXaxuyuLhGyZfvC2RZPl5fPvyiHm17g6GGGUBSnZscQAJssoye3ln01F76O1xZ3zK9bjkx+l8TH9Q+yjQsQaTyqJu6ks5LAQd2UQBPEARSwjXsLndwqNbVoTHfRtH+cU/lJNlUBIDbJWGuaRG/iwlArdeg1gfgslmxmuoIju3951hfkVPj5JEf6pCBO9IDuXWE/zl5FEBtDCb+z/cTcfccyp//D40rt1P7n++o/2wdUb++gagHf4Fo6Pu5znlpzD/33HM93marQd7VGuLJyclkZWVRWFjYzphvzZXvKJ++uwwbNozDhw9jNps5ePBgn9Rvnj59OkePHqWsrIzly5ezYMECRLHvtBRDQkJYuHAhL730ElVVVbzyyis89dRTfp9vq9Vque6667jqqqtYs2YNn376KUVFRXz66ad89tlnTJ48mauvvprx48f3evizP+N2u9m1axfffPMN27dv94Zf9+vXj5tvvpmZM2eeE0Y8QH19Pa+88grV1dVER0fzu9/9rs+9kZIksXz5cmw2GwkJCVx8cc/kfJ6O7OxsLBYLgYGBDBs2rE+uqdAzuFwunn32WQRB4JNPPvH+/x5++GFuvvlmFi1axBVXXEFycvIp27nzzjv5xS9+0UbTRZZl/vCHP7BkyRLefPNNnn/++d58K+c8hjAttgYnljoHYUmBbGk6TJNkI6ne84xQjPnexW0twG0rBkGN1jipx9qtdTaxQlvMdAHUFhsh5gZMgaFYJTD20uNfnTwJBkxDc2wzC5reJzbozXbHtObN1xV3bqh3NcweID3aY8zvr3Rw3RBDu/364QMQtGrc9U24rZ79rZ55c7XdK36nC/aYK/rQMJptVmwN9eeNMV9rcXP3NzWYnTJTEnX88RKjr7ukcBp0KYkkf/K/NG/eT/n/voc18yiVf/6Quv98R8z/3EHYzTMR+nAer6jZd5F9+/YBdNmjNWHCBIAOS6m15pBOnDjxrPulVqu9paX279+PxWI56zZPh0ql4rrrrkOj0VBQUOCTmuphYWEsXLiQyMhIKisrefnll6mtre3zfpwJWq2WOXPm8P777/OXv/yFCRMmIMsyW7du5amnnuLmm2/m7bff5tgx/69t2ZMcO3aMt99+m5tuuomnn36abdu2IcsyEyZM4C9/+Qvvv/8+V1555TljyNfW1vLyyy9TWVlJZGQkv//9732y4LR161YKCgrQaDRcd911fbJQZLFYOHDgAADjxo3zuzQIhVOzfft2ioqKuOqqq9osxAQFBfHQQw/hcrn48ssvT9vO/fff306cVRAEHnroIQB27drVsx0/DzGEtxXBW9XgmYuMrPJE92iTTq/ho3DmeEvShU5AVPWct/Rb015sapmGUM//N7zaY8Daelk7xJTxOAA3NS8h0NVeqLVV0f5UnvnWMHtzl4x5z/P6QFX7igwAolZzvETdEU/0ndySM99YcTzEvjW9QR/qeYaeLyJ4DrfML7+rpbjRTXKoirfnhqNRKelo5wpB00aSsuYNkt75HZqkaJzltZQ8+ga50x6m4fttfaYFpBjzJ1BdXU1RUVG77ZWVlfzpT38C8JZIa8VqtZKXl0dZWdtaHldeeSXBwcF8/PHHlJeXe7dXVVXx4YcfEhISwhVXXNEj/R4wYACRkZG4XC52797dI22ejsjISG//165dS3Fx8WnO6J0+/P73v/ca9K2e+nMFURSZPHkyr776Kh9++CHXX389ISEh1NTUsHTpUu655x7uuusuPvjgA44dO3beCYTJssyxY8f44IMPuOuuu7jnnntYunQptbW1hISEcP311/Phhx/y6quvMnny5D6N/jhbqqqq+Mtf/tLGkPdFOHFRURFr164F4IorruizPuzevRuXy0VUVBQDBgzok2sq9BynKq06derUNsecCa2LOxdyBFJX8Yrg1TtwyxKrTfsBSCjyGEe6tFNXdVE4O2wt+fI9pWLfype1nu9PQIuDyFjpMeatUu8+5wtiZnFYk0agbMax6RSe+ZJTeOa7mDMPePO+D1Q5kTqZwwRPH+1pb6dnHi1b6pDt5uPidzHH09L0XkX7c18ET5Zlnl5Xz45SB8FagQ+uiVQE785BBFEk7PoZpO14h7gX70MVFoz9cBGFt/+RvCt/i3lbVq/3QXGXnEB+fj533nkn48aNY+DAgYSGhlJaWsqGDRuwWCxce+21XHnllW3O2b9/PwsWLGDixIl89NFH3u2hoaE899xzLFy4kGuvvZa5c+ciCAIrV66kpqaGV199tcdyzQVBYNKkSaxYsYL8/HzS0tK6pLh/towdO5b8/Hyys7NZtmwZDzzwAAZD+zCq3iQqKoqnn36aV199lcrKSv7yl7/w29/+1i9F5U5FUlISDz/8MPfffz/bt2/nhx9+YOfOnRQWFvLf//6X//73v8THx5ORkcHkyZMZOXIkOp3O193uNna7nf3797Nt2za2b9/eZqFLrVYzceJErrjiCiZNmtTnAnE9RatqvclkIjY2loULF/pE08FisbBs2TJkWWbEiBGMHTu2T65bUVFBfn4+gF9UGFDoPqcqrRoaGkpYWFiXSqt2xhdffAEcXxg4HefbQmZ3aBXBs9Q52NOcT7WriVD0aI6VIAO6wYne8bmQx+l0nMkYSW4zjgZP9IjOOK3HxjfbUsLPlgLUiKT0H0lJdj6BlR5HklWSe/X/WNbkZk3Iw7xW+xj2DW+gmfogQuDxRd6whFZjXuq0H4Etj7PmOhlJkk55j08JU6FXC5idMnl1TlLC2z/XA6ePhlc+ofmnw4TdGAK2Rtz1RTRVej77wTE6b1/0IS2eeVO9Tz/vPfGd+8fuJpZmWxAF+MeV4aSEqc+77/CFdG8SdBoiH76WsNsvo/rvX1Dz9tdYduaQN3chQTPHEfs/dxAwenC783qigoVizJ9Av379uP7669m/fz+rVq3CbDYTFBTEmDFjuP7665kzZ0632rvmmmsICwvjnXfe8YYkDh8+nJdffpmLLupZIZXIyEhSU1PJzc1l+/btzJs3r9c9mYIgMG/ePMrLy6mrq+Orr77i5ptv7nMPakREBE8//TR//etfKS0t5aWXXuK+++5j9OjRfdqPnkCj0XDRRRdx0UUX0dzczJYtW9i4cSO7d+/2ahQsX74cjUbDsGHDGD16NMOHD2fo0KFe0UV/orm5mZycHLKzs8nMzOTgwYM4nU7vfo1Gw/jx45k+fTpTp071y/fQHY4cOcKbb76JxWIhMTGR3/72txiNxj7vhyRJfPXVVzQ2NhIeHs5VV13VJ0a1JEns2OGpx5yamtolcVEF/+NUpVXBE25fUVFxRm3n5OTwj3/8g4iICO67774undPQ0D4c+ELBpfYI3VlNDtaVZwIwtz4R2Z6DoNNgDtYhtIzPhTxOXaU7Y+RuWAeyE0ETT5M9DMFh6pE+vFezBoBZgcMJjUigBNBXeIz5WrMZU28VnAeO1Tj4wTCH39n/RVzzQRpX/hl51v9692tCAdTUlUjU15vo6LHhVnmOcdqgurwB7Wl8OGlhAvuqZbYXNBAptjc75IHRCEF63HWNSNooRFsjjYU5NFcP8ewPcHorVElajxOjsbqyW1Wreosz/c6tyHfx0hZP6szvxmsZa7RhMtl6smt+xYV2b9I/eg1xN15Mw6IvMX++kea1ezi6dg8Bl08g9DfXo0lNbHP82aZgKsb8CcTFxXnD6btKRkYGhw8f7nT/xRdf3GeCU2PHjqWwsJD6+noOHjzYJ2Xj9Ho9N9xwA++99x65ubls3ry5z97viRiNRp5++mlef/118vLyeOutt3jwwQf7zBvZGwQFBXH55Zdz+eWXY7Va2bNnD9u3b2fHjh3U1NSwb98+r5YDeLz7aWlpDBw4kEGDBpGcnExkZGSfLK5IkkRNTQ0FBQXk5eWRn5/P4cOHO0y/iIyMJCMjg0mTJjFu3Lg+V3bvLX7++WfeeustnE4ngwYN4vHHH/fZ4sTmzZvJzc1FpVJxww039JmS/MGDB6mvr0en053T3z2F3qG4uJgHHngAt9vNa6+91uWIldDQ0As2wkMOlRHV1Ugumf11paCFy02xgEeEKSwiHFmWaWhouKDH6XScyRjVl28EwBBzJcE9pHfS4LLwfaEnVeLe+JnERYeTDWjrKhGdDsSQIIyBvReVVu+qRxac7Bv9DHGbb0Pc/R8CL/stYqinmo5hiARYcFgEtIQSaGw/VnKojFpnxmUHlTsEo/HUc4wx8bCv2kxes7rTxe2GaSNp+mEnssPzzFSZqkAegiZARVRCuPd/ZonzpCVI1mafLJS3cjbfuc1FNp7b4tF4+uWYQB6dYuyFHvoHF/S9yWgk4s0nsT95K1WvfIJp2Qasq3ZhXb2b0PnTifntLW0iq84GxZg/j9Dr9YwfP54tW7aQmZlJcnJynxgTcXFxzJkzh2+//ZZ169YRFxfH4MHtQ0l6m6CgIBYuXMhbb73Fvn37WLRoEbfeeiuXXXZZn/elpwkICGDatGlMm+YJ9SspKSEzM5PMzEwOHTpEWVkZxcXF7YxnrVZLfHw88fHxREVFERkZSWRkJKGhoYSEhBAcHExAQAA6nQ6dTodKpcLtdntfdrsdu92O1WqlqamJxsZGGhoaqKmpoaamhurqasrKyigrK8Ph6FjgJj4+niFDhjB69GhGjx5NYmLieXdT//HHH1m8eDGyLDNs2DAee+wxn5ViO3LkCOvWrQNg7ty5xMXF9cl1m5qayMzMBGD8+PFKKbpzmBNLq3ZEc3Nzt0urlpaWcuedd1JXV8eiRYuYNKnryuCCIJx394yuIggChnAdzVU2aABdtIa0EoFaQJea1GZcLuRx6ipdHSPJ1eStLx8QNbfHxvXL+p1YJQep+jgyglIA0AYF42huIrimDFt4aq/+D8ubPcJ27sFXoiqZjLtgG461rxAw/++evgSIBEXKNNcI1JXIBIW3N9QFQSAoQsBUJmOug8h+p+7vyGgtYOZAlbPT9xY8fQxNP+zEUQ0BweAoLwAuJjhG38YhERDakjNvqveLz3p3v3PZ1Q7u+64OpwTzBgfwvxcb/eJ99DYX8r1JPzCefm//jujf3Ejlyx/T8O0WGpZtoOHLnzBeP53oJ29BPzjx9A2dAsWYP89ISUnh6NGjVFZWsn37dmbOnNknX6Bx48ZRWlrK3r17+eKLL/jlL3/pE8EvnU7Ho48+ynvvvcf27dv55JNPqKys5JZbbjlvxJYEQSApKYmkpCTmzZsHgMlkIicnx+sVz8vLo7S0FIfDQUFBgTcHtjdRqVQkJCQwaNAgb3TA0KFDfbp63tu43W4WL17sFZmbPn068+bN85meQW1trTcfedy4cX3mHZdlmR07duByuYiJiSElJaVPrqvQO7SWnCssLGwX4dXQ0EB9fT1jxozpcnslJSUsWLCAqqoq3njjDWbMmNGT3T3vMYRraa6yEWsJIzokFOmIR2tEn6qI3/UWtto1IDtQBwxEHZjWI23KssyH1R51/AVRF3vnZiEJ/ak5nEVIZTHWlN51hJQ3e9I24oLV6Oa8iOWty3Buew/dJY8jRnjESo3x0FzjyZvvN7LjeVNQuMeY74oI3qiTRPDEDuakQdM99xPbMSsBI8FV63FMBMe2jdzzCuA11iNLEsI5JIxb0ujijq9qaHbITErQ8sbl4R2OhcL5iX5of/r/9xms+/OofOUTGldux/TZekzLNjKyZsVZta0Y8+cZgiAwefJkvvnmG0pKSjh27BgDBw7sk2vPmTOHqqoqSkpKWLJkCffdd59PvHMqlYobb7yRxMREli1bxpo1a6ioqODBBx8854TxuorRaGTy5MlMnjzZu83tdlNRUUFpaSnl5eVeT3ptbS0NDQ00NTXR1NSE1WpFkjovQyOKIgEBAQQHBxMcHExoaCgRERFeT39cXBwJCQnExsaeNwsmXaG5uZl//vOfZGdnA3DjjTdyxRVX+Cw3zGazsWTJEmw2G4mJie3EOnuTY8eOUVJS4q3QcKGuwJ8vTJgwgbfffpvNmzczd+7cNvu2bNkCdL206omG/Ouvv86sWbN6vL/nO4YWEbw4i5F0YxL2I58BHs+8Qu9grfoeAH10z3nltzQdJs9eSaCoY3748e+P15ivKu710nTHjXkV6ojpqFJn4c5dg331nwi45d8AGONlSvYLPaZonxKu9org5de7OhTB06UloY4Nx2VqEcVtKIFgT1m6E9GHGAGQ3W4c5mZ0wSGnvb4/UGNxc+vyGirNEmkRav49LxK9WnlOXogEjBxE8if/iyXzCJWvLqbphx1n3aZizJ+HGI1GRo4cSWZmJjt27CAuLq5P8pLVajU33XQT77zzDjU1NSxbtsxnHnFBEJg7dy6xsbG88847ZGVl8cILL/DYY4+RlHRhTIBaPeUJLaVvToXL5cJut+N2u735TSqVCp1Op9QI74CioiIWLVpEdXU1Wq2W+++/n/Hjx/tMsdXtdrNs2TJqamoIDg7mpptu6rP/m9Vq9YrejRo16ryOxLhQmDx5MklJSaxYsYIFCxYwdOhQwLOA9dZbb6FWq7n22mu9x9fV1VFfX09YWFibPPhWQ76yspLXX3/9vEh58gWmIAsAceYwLg0ZTnmux2upGPO9g9tRi8O0HYCAqO4JH5+KD2s8Xvn54RkEqY4bqaEJnqoRIZXFmHuxNJ3VKWGyeRbu44I88zL9nBcx567BufsTtDOeRIwZitGTPk9d8SlqzYe3GPNdqDWvFgWGR2nYU+5gf1XHivaCIBA0fTS2jUcBUNnKOjTmRbUabXAojqYGbA1154QxX2+TuPnLGvLqXcQFqfjoF5EY9edORIFC72AYPZgBi5/Hsv/oWbelfJrOU0aOHElYWBh2u9070e4LgoODueWWW1Cr1Rw9epRVq1b12bU7Yvz48TzzzDNERkZSXV3NH//4R7Zv3+7TPvkjarWawMBAgoODCQoKIjg4mMDAQMWQ74Dt27fzpz/9ierqaqKionj22WcZP368T/u0atUqjh49ilqt5pZbbul2PvPZsGPHDux2O+Hh4aSnp/fZdRV6D7VazZ/+9CdkWebWW2/lueee45VXXuGaa67hyJEjPPLIIwwYMMB7/CeffMKcOXP45JNP2rSzYMECSktLGTFiBIcPH2bRokXtXgqnZ73oif7pZ4sguM6Bu6EZRBHdoNMv1Cp0H1vNKsCNJmgE6oD25RnPhHJHPatNHuG7O6LaVjMKSWwx5qtKqHN1bkCfdR9avPKBGoFgrccYV/Ubjzr9GpAl7CtfADyeeYC60s4N9cDwrnvmAUZGewz4/ZUda+uAJ2/e1ewx3rWuCjR6EX1Ie8NfH9pSnq6hvkvX9iXNDok7lleTU+MkyiDy6fxIEoKVeZXCcQLSB511G8on6jxFFEWmTZvGihUrvDnTrXmQvU18fDzXXXcdn332GTt37iQsLKxN+Hdf079/f1544QX+9a9/kZWVxb/+9S9yc3O5+eab0Wq1PuuXwrmFw+FgyZIlrF+/HoARI0bwq1/9yufl9LZt28bOnTsBuO6664iPj++zax87doyCggIEQWDq1Kl9XpZSofeYNGkSixcv5u9//zsrV67E6XSSkpLCr3/9a66++uoutVFaWgrgFevsiEcffbSnunxe4pBcfOrayhgGoLdrad5fAIC2fwyiXnl+9QbW6pYQ+x70yn9SswU3EhlBKQwJaHuPDo5JQFCp0NitNNfVQHTvpAN6Q+yDVG1SB3RXvoAr61tcB77CdXQjxvjRgCdnvjO6E2YPMDLGI4K3v6pzYz7o4lG4LHpkGUTBTki4pcMUB31oGI0lBdhMdV26tq+wOiXu/LqGnyudGPUiS6+LYlBY71UqULhwUYz585iIiAjS09PZv38/27ZtIzo6GoPhNAVBe4hhw4Zx2WWX8eOPP7Jq1SpCQkIYPnx4n1y7I4KCgnjiiSf48ssvWbFiBevWrSM3N5eHHnqoT40fhXOT0tJS/vnPf1JSUgLAVVddxXXXXedz4zUrK8sb/XLZZZcxbNiwPru2xWLxRrmMHDnSJ4KXCr3LyJEjee+990573KOPPtqhUX6qsq0KXWNNwwHKMVEV2EC0OZTGPfmAEmLfW7htZTgb9wICAVE9ozvikFwsqfFoTdwZ1b50r6hWExibSHNpIaryIhxp/dD2gu7IifnyJ6KKHY5myv04t/wL+/LHMU5cBQRQV3z6nHlzfVc9856Fp6xTiOBp4iPRpfTHbdWiNjgIM5o6bCvgHPDM210yv1xRy/ZSB8FagSXXRjIkUjHkFXoHxY1ynjNq1CjCw8Ox2+1s3bq1T3N6p0yZ4hVJ+vLLL/tEUf1UiKLI9ddfz29/+1tCQkIoKSnhhRdeYMOGDT7LdVbwb2RZZsOGDfzhD3+gpKSEkJAQfvvb33L99df73JAvKChg+fLlgEeMbMqUKX12bVmW2bJlize8fuTIkX12bQWFC4mltVsBEGJajKfsIkBRsu8trNUrAdCGjkeli+mRNr8z7aXK1Ui0OoTLQ0d1eIyxNW++qphaV+/MR8qajnvmT0Z/xQsIgRFIFdlE174PQEOFjNPecV+Cuhlmf7IIXmcETR+N2+wJtQ8NqunwGF2rMe+nnnmrS+aeb2tYX2gnQC3w0S8iWyITFBR6B8WYP89RqVRcdNFFiKJISUlJn3pKBEHgiiuuYMiQIbjdbpYsWUJZWVmfXb8zRowYwYsvvsjw4cNxOBx88MEHvP7669TX++8qr0LfU19fz+uvv84HH3yAw+FgxIgR/PGPf2xXqssXlJWVsWTJEtxuN0OGDOGKK67oUwX5Q4cOUVpaiiiKXHTRRRdUFQMFhb6i3FHPxsYcAIb090SQOfI80UG6wYox3xtYq78DQN9DXnlJllhU4YmeWhB1MVqx44DY0KRkAIzlBdS5eydv/sQw+5MRAsPRzfkjAPrdrxJmrALAVN6JMd/NMPtWETyA/VXOTo8TRw7D1WLM64WqDo8JaC1P54eeeYtTYsFXNWxoMeT/e00EE+J9U6pW4cJBMeYvAMLCwrwCXbt27epTo1UURebPn0///v2x2+18/PHHVFdX99n1O8NoNPLkk096Vb/379/Ps88+2+fRCwr+hyzLbN26lWeffZb9+/d7qzQ88cQThIaG+rp7VFdX8/HHH2O32+nfvz/z58/v0yiB+vp6du3aBXgEJsPCwvrs2goKFxLL6nYgIZMRlMKg/tGejaWe0l1KmH3P47Lk4zIfAkFNQOTlPdLm96ZMjtgqCFEFcHf0JZ0eFzFoCADhRblUOzr3XJ8NpzLmATQZdyMmjkWwNzFvssew7yxv3mvMd0HNvpXWevP7TiGCZ41JxmX2VF9yFXfsfPJXAbwmu8Rty2vYWmInSCuw+NpIpib1fXlmhQsPxZi/QBg6dCgJCQm43W42btyIy9U7D4uO0Gg03HLLLcTFxWGxWPjwww/9wgsuiiJXXnklf/jDH0hOTsZsNvPOO+/w+uuvU1tb6+vunfPIbjfNm/dT/8UGmjfvR3a7fd2l01JTU8Prr7/OO++8g9lsZsCAAfzhD3/gyiuv9HlYPXgM6Q8//BCLxUJ8fDy33HILGk3f5eG5XC42btyIJEkkJiZ6S5YpKCj0LJIs8WntNgBujphCYIQOlexAbGoAQJ+mGPM9TatXXmecjKg5+0VKSZb4e8UPANwTdQkhqs5LBIcmJiMHBKJx2Kgryjvra3dEeVPHOfOtCKIK/XVvAJAeu5h+UbuoLTp9mH1XHSDpLYr2B04hgmeqlnGoYwFw5h3o8JhWY97qR8Z8g03iluU17CxzENKSIz8xQfHIK/QNvp+dKvQJgiAwbdo09Ho9JpPJq37dV+j1em6//XaioqJoamriv//9LyaTqU/70BkJCQk8++yzXHfddV4v/TPPPMOqVatwnwMGqD/S8O0WDo26m/yrn6L4l6+Sf/VTHBp1Nw3fbvF11zrE7XazatWqNt746667jmeeeYaEBP8o/2Qymfjvf/9LU1MTUVFR3H777ej1fbvqv3PnTkwmE3q9nqlTp/ZpaL+CwoXEjuY8Cu01BIl65hhHI4gCIXgMeSE8FFWob6tonG/IkhNLhUeDJCD6qh5pc3XDAXKspQSJeu6JnnHKYwVRRDXII2BqO5LdI9c/mdN55gFU/TOQRt0MwC8m/Z6SAx0b3q3GvNsJtqauXf9kEbyTcTncNJRZsAR6SpzKtTkdtqNvCbN3NDUgufvOMdUZlWY31y+r5ucKB0a9yKfzoxgbpxjyCn2HYsxfQAQEBHDxxR4l1dzcXPLz8/v0+oGBgdxxxx2Eh4djMpn44IMP/MagV6vVXH311bz44osMHjwYm83GkiVLeP755zl06JCvu3dO0fDtFgrv+jPOsrbiNc7yGgrv+rPfGfSHDh3i+eefZ8mSJdhsNlJTU3nxxRe5+uqrUav9o+DHid+X8PBw7rjjjj6rTNFKXl4eubm5AFx88cUEBHTuZVJQUDg7Pm0Rvrs6bBwGlccwMNhaBL9iYn3VrfMWW+1aJEcFoiYCfQ+E2MuyzN/LPWJ6d0VNJ0x9+nJzwYM9FX+EvINnff2Tsblkaq2ekPn409Q5ly99BrcqlKTIfQQVvtPhMVqDgLblEdTVUPvTieCZii3IEliHeMZfparHVdVeZ0kbGIzQotNiazB16dq9RV69k2s+reJgjZNIg8jn8xWxO4W+RzHmLzDi4+MZNcqjprp169Y+N6ZDQkK48847/dKgB8/4PP3009x1110EBgZSUlLCyy+/zD//+U8l9L4LyG43ZU+/DR0921u2lf3P234Rcl9bW8s///lPXn75ZUpKSggMDOSuu+7iqaee8qtyhScb8nfeeSchISF93odt2zwhv6NGjfKr8VFQON9odFv5rv5nAG6OnOzdrjF59GYcoZE+6df5jLnsYwAMsTciiGdvjK1rzOaAtRiDqOWXMZd26ZzYNI+4akDxUVwO+1n34UQqzZ5nrl4tYNSdJqIqKBpnxgsATIx8AVdFbseHdVPRXi0KjGgRwesob76uwAxA8NQJuGyeyJOmr5a0O04QRfQhvs+b31/t5hef1VDc6CbZqOabm6IZFqUY8gp9j2LMX4CMGjWKuLg4XC4XGzZswOnsXFm0NwgNDW1j0L///vvU1flPiRFRFLnkkkt45ZVXuPTSSxEEgR07dvDUU0+xbNkyLBaLr7vot5i3ZbfzyLdBBmdpDeZtvRNG2BUsFgvLli3jqaeeYseOHQiCwKWXXsorr7zCJZdc4he58a3U1tby/vvvtzHk+1qEz+l0sn79elwuF3Fxcd7FQAUFhd7hq7pd2GQnqfpYRhuSj+8o94jf2YOjcJh9H158vuBsyvbUlhfUGOJuOuv2ZFnmjfLvAVgQeTHh6q6lRMTFxmMNDkN0u6jO69mIwPITytJ1JT0q/OoHOFpxMVq1lab/3osstV+AD2w15mu6LoLX6rXuSNG+rrAZgIjkIIRQjyCgbfvqDtvR+7g83dpjNu5dbaPeJjE6RsPXN0bRP9Q/IvkULjz8Z9aq0GeIougNkzWZTGzZsqXPFdxPNOgbGhr4z3/+Q2VlZZ/24XQEBQWxYMECnn/+edLS0nA6naxYsYKFCxfyww8/4HB0LuJyoeKs7NqDtavH9SQOh4OVK1eycOFCVqxYgdPpJC0tjeeff54FCxYQFORfOaiVlZW8//77NDQ0+MyQl2WZzZs309DQ4E3T8afFDgWF8w2X7ObtyrUA3BY5rY3h5cwvBcAdEU1DudUn/TsfMZd9AoA+8nJUuuizbu+npkNkWgrRCxruj5nZ5fOCVQJ1AzyioqWHss66HyfSlXz5E1FpVGxvfBOrIxhV5Q4c619rd0x4gudZUFPY9VJ6o2I8nvndZW0jD2xNTiy1DhAgrH8g2tGXACDX5+CqaWjXjt7oG8+8LMt8sK+Ze76txeqCS/rr+Gx+FJEGpTyrgu9QZmUXKAEBAcyYMQNRFCkoKCArq2cfHF0hNDSUu+++m+joaJqbm3n//fcpKSnp836cjuTkZJ566ikee+wxYmNjaW5uZunSpSxcuJA1a9b0eWSDP6OJCe/R43oCp9PJmjVrWLhwIZ9++inNzc3ExcXx2GOP8dRTT5GcnNxnfekqJSUlvP/++zQ3NxMTE8M999zjk7J4Bw4coLCwEFEUmTFjhpInr6DQy3xbv4ciRw3h6iBuiZzq3S45nNjzPfnD7sgYGsuUCLGewO2o9arYB8bfftbtSbLE/5WtAOC2qGlEabqeEiUIAo6BHhG82txeMuY7UbLviIgRyXyz4y8A2H/4A+6ytury8UM9JkRZTteN+Yv6eURbMyudVJuPe/tbQ+xDYvVo9Cp0oz2CgbrwRkxfb2rXjj6072vNO90yT60z8cx6E24Zrhmk5v15EQRqFVNKwbcon8ALmOjoaDIyMgDYs2ePTwzp4OBg7rrrLhISErDZbPz3v//l6NGjfd6P0yEIAmPHjuXPf/4zd999NxEREZhMJj7++GMWLlzI6tWrsdt7NsftXCRw8nA08ZHQWRSfAJqESAInD+/1vtjtdlavXs3ChQv5+OOPMZlMREREcPfdd/OnP/2JsWPH+qUa+9GjR/nvf/+LzWYjMTGRu+66yydRAyUlJezduxeAjIwMoqPP3mOloKDQOZIs8WaFJ6z4vugZBJyQu+3ILwe3hGDQIwWF0FCmeOZ7AkvF5yA70QSnow05+xSiL+t28bOlAIOo5cGYy7p9vrpF0d5eUoDD0nzW/Wmlu555gH6jVew+egsFTVeA24F1yb3IruMRifFDPCZEaTeM+ZhAlbdE3boCm3d7fUuIfXiy51knJowBQBNqoWF5+1B7Q3gUAM0dCOT1BnVWN7d8Wc3HB8wIwDPTQvjTVC0alf/NIRQuPBRj/gInLS2N1NRUADZu3OgTMTqDwcCCBQsYOHAgTqeTxYsXk5mZ2ef96AoqlYrp06fz8ssvc8cdd2A0Gqmvr2fx4sU8+eSTfPXVVzQ2Nvq6mz5DUKmIf+mBlj9O3un5Ef+XB7xKtL1BY2MjX331FU8++SSLFy+mvr4eo9HIHXfcwcsvv8z06dNR9eL1z4aff/6ZxYsX43Q6GThwIHfccYdPvOEmk4mNGzcCkJqaSlpaWp/3QUHhQuPHhgPk2soJFvUsiLy4zT57bhEA2kGJIAg0VliRpL5NjzvfkCUHlnKPwFpPeOWb3Fb+Uuopb/fr2CuJ0XQ/msoYFk5TRCzIMrVHek7VvqzJo7HQHWO+/ygREFi6/jUwRCCVZmL/8c/e/cc98+5upWrOGuDxzq855jHmZVn2eubD+ntU/8WgSIRgT1lYV94uHMVt0zBDk5IBaCg61uXrnimHapzMXVLFtlIHQVqB96+O4MFxwX7pDFC4MFGMeQUyMjKIiYnB6XSydu1abDbb6U/qYXQ6Hbfeeivp6elIksRXX33Fxo0b+zyXv6toNBpmzpzJX//6V+68805vqsBXX33FE088wb///W+Ki4t93U2fEDpvKv0/eAZNXFvFZU18JP0/eIbQeVM7OfPsKC4u5t///jdPPPEEX331Fc3NzURHR3PnnXfy17/+lZkzZ6LRaHrl2meLLMts2LCBr7/+GkmSSE9P59Zbb0Wn6/tatTabjbVr1+J0OomJifFG7ygoKPQesizzZsUqABZEXUyoum3pSVuu53kSMKw/ap2I5JQxV/f9s/p8wlbzI5KjGlET2SPl6N4oX0m1q4kBumjuPU1d+c6IUInUJnvy5qt7MG++1TMf3w1jPjZVRGuA2toYbFP+BoBjzcu4cjyf05jBIqIKrI1gKu/6XG3mAM8C9U9FNhxumeYqG06rG5VGIDT++Ode1X8cALqIRkxf/tSmjdCkAQBY62uwN7XPqe8pPjtoZu7SKooa3fQPVfHNTdFcNlBJN1PwLxTpRQVUKhUzZsxgxYoVNDU1sX79embPnt3n3ku1Ws21115LaGgomzdvZv369dTX13PVVVf5Tb3vk9FoNMyYMYOLL76Y3bt3s2rVKvLz89m0aRObNm0iNTWVGTNmMH78eL81JHuD0HlTCZkzyaNuX1mHJiacwMnDe9wj73A42L17Nxs2bPDWQAcYOHAgl19+OePHj/dbL3wrLpeLb7/9ln379gEwbdo0Lr30Up8IzbndbtatW0dTUxNBQUHMmDHD78dPQeF8YHPTYa9o2n3R7UuZ2Y940uD0aUmExAVQV2CmodRKcIxiWJwp3nJ0cTefdTm6I9YK/lO1HoA/JF6PTjyz532EWqAmeSjJe9ZT04N58141+27kzIsqgaQRInk7JfKbrmXU5F/i3PYulo8XEPTEdjQRA4hJESk/LFGWIxEW37Vn1qgYDZEGkRqLxM4yO0llHq+8MSkQ8YSwdVXSWFxZ36CNaML0xUaif32Dd58mwEBQTDzNlWWYivKJGT6my++rK1hdMs+tr2dJtkebYno/HW9eGU54gPI8VPA//NNCUuhz9Ho9s2bN4rvvvqOyspItW7Zw0UUX9XkYkSiKzJo1i9DQUL7//nsyMzOpq6vjxhtv9Du18RNRqVRkZGQwceJE8vLyWLVqFXv27CE3N5fc3Fw++eQTMjIymDZtGsnJyRdEeJagUhE0bWSPtyvLMgUFBWzevJnt27djNnsmAqIoMm7cOC6//HJSUlJ6/Lq9QXNzM59++inFxcUIgsCcOXOYMGGCT/rSqlxfVVWFRqNh1qxZ6PV6n/RFQeFCo9Urf2vkVCI1we3221s887rUJEJDDR5jvsxK4tg+7eZ5g920E2fTPhA0GOJuPKu2ZFnm+ZLPcSExKzSdGaFnrgkToRKp7ZeGLAg0V5ZhNdURYDw7wViHW6ba4slr706YPUD/MSrydkoU7XOT8eJrSKX7cBftxPLBjQQ+upH4oceN+eFdFO4XBYFLk/V8dtDCmnwb11R6nuHhyYFtj2v5cGsjm7BtyseWU4h+aH/v/tB+A3vFmM+rd/LAd3Xk1DgRgCcnh/DYhGBU4vk/b1M4N1GMeQUvRqORGTNm8OOPP5Kfn09gYCDjxo3zSV8mTJhAWFgYn3/+OUVFRbz77rvcfPPNxMXF+aQ/XUUQBFJSUkhJSaG+vp6ffvqJjRs3UldXx9q1a1m7di0JCQlkZGR40xsUukZlZSU7duxg+/btlJUdF70JDw9n+vTpXHzxxYSFhfmwh92jvLycpUuX0tDQgE6n44YbbvDpIsTevXs5duwYgiAwY8YMjEajz/qioHAhsac5n63NuagReSBmVrv9siRhO9JizA9OIkTt8cY3KIr2Z4QsSzQd+38AGGKvR6WNPM0Zp+aHhn1sajqETlDzfOL8s2orQiXgDAikIbY/xvICag5nkZRx8elPPAVVZjcyoFVBeED3Ir76jVYBTgp/lhDUBgLuWor5tQyk0n3Ylj1MXNq/ACjNaV+H/lTMHNBqzFuZXtdizA9o67BRJbaI4IWYEdRuTF9uIPaZO737jf0GUrprMw1F+d26dmfIssynBy387wYTZqdMpEHkzSvCvQr8Cgr+imLM+zHFxcWoVCpCQrpe2uRsiY+PZ8qUKWzZsoUDBw4QGBjIkCFD+uz6J5KSksJ9993HkiVLqKur49///jfXXHMN6enpPulPdwkLC+Oaa65h3rx5ZGdns3nzZvbu3UtpaSlffvklX375JcnJyUyYMIGxY8f6/UKFLygvL2fv3r3s2rWLgoIC73aNRsO4ceOYOnUqw4cPP+dqn+/fv59vvvkGl8tFeHg4t9xyC1FRUT7rT05ODgcOeMoOTZ06lfj4+D69flNTE6WlpT671ygo+JJWr/z8iAzite0XJK2ZR5EtdsRgA7oBcahb7CZbgxOH2YVGqXHdLWw1q3A2ZyGoDAT1e+is2rJKDv5Y8iUA98fMIll3dvfxYFFADdQkD8FYXkB1DxjzrfnysYEqxG5GBXpE8KD4gBvJLSMaEwm44xMsb1+Jc/cnxMTMB6ZTfqjrivYA0/vpUYtwrMFNuSSSGqcjMLytRowYHIMQmgANpWjDPaH2Mf+zwBvZaOw3EABTDxjzNRY3C9fUsyrfo0MxKUHLP66MILabkQwKCr5AMeZPoKSkhJkzTx0nJIoiOTk5XWrvVArQTz75JPfff/8pz6+vr8dmszF27Ng+zRkfPHgwZrOZzMxMtm/fjk6nY8CAAX12/ROJioril7/8JcuWLSMvL48vvviCkpISn+T0nymiKJKenk56ejpms5ndu3ezc+dODh48SEFBAQUFBXz++efExsYyatQo0tPTSU1NRas9uxy+cxGHw0Fubi4HDhxg3759VFRUePeJosjQoUOZOHEiEyZMwGAwnKIl/8TtdrN69Wp27NgBeBas5s+f79P67ceOHfP2Z8yYMX0eHeByucjJycFqtSrGvMIFx6bGQ6xpzEJE4KFOSpk1rd0NQND00QhqFWo1BEbqMNfYaSizEJnSPixfoWNkyUFTwesABCbeh0obcVbtvVT6FcWOWuI0Rh6JmX3W/RMFgQiVJ28+ZdsP1ORmIcvyWaXmlZ1BvnwrrSJ4djNUHpWIS1OhHnwJuqv+gv2b3xN+5GlgK2WHJCRJRuxiKHqwTiQjXseWEjuZoppLRho7PE6VOBpXQym6OCuN+ypoXreX4JmeiNHQxGQQBGwN9dhMdejPMB1hdb6V362pp8YioRFh4ZRQHhgbpITVK5wzKMb8CYSEhPDII490uC8rK4sNGzYwbdq0brWZkJDAtdde22772LGnT3TTaDRYrVaOHj3a55PcUaNGYbVaOXz4MJs2bUKr1ZKQkNCnfWglICCA2267jXXr1rF582Z27NhBaWkp119//TkXChwYGMj06dOZPn06jY2N7N69m71795KTk0NFRQUVFRWsWrUKjUZDWloaQ4YMYciQISQnJ/utCODZ4HK5KCgo4NChQxw6dIjDhw/jdDq9+1UqFUOHDmXs2LGMHz++T6NUehqTycSyZcsoKfEIWflS6K6V0tJSNm3aBHgWH0eO7HmNg1MhyzJHjhzBarX6RLlfQcGX2CUnzxZ/CsBdUdMZqO847app7R4AgmeO924LjQ/AXGOnvkgx5ruDpfxT3LYSRG0UgQkLzqqttQ1ZvF/tKeH5Sr9bMah65h4WoRY5lDgY1BpspjoaSgowJp25Q+VMasy3cqIIXmGmx5gH0E7/De7iPUTs+QK1yobDoqe2SCYquesG8NRwkS0lkKlSEz2k42e7KnEsruzvCB4fROM+qHr9U68xr9bpCY5NoKm8BFPxMWK7aczXWd38cVMDnx30pKsMiVDz9yvCGR514TlSFM5tzj/r4CwICQnh0Ucf7XDfr371KwBuuOGGDvd3RkJCQqdtno5+/fqRl5dHZWUlRqOR2NjYM2rnTBAEgYyMDOx2OwUFBV6F++jo6D7rw4m0CuMlJCTw1VdfUVJSwr/+9S+uvfbac7YGdkhICJdeeimXXnopVquVAwcOeF8mk4msrCyysjxqtlqtlgEDBnjz8ZOTkzEajeeUkJ4sy5hMJgoKCjh69ChHjx7l2LFjOByONseFhYUxYsQIbzSDL73WPcXhw4dZvnw5NpsNnU7HL37xC4YOHerTPlVVVbF+/XokSSI5OZmMjIw+/zxVVlZSVVUFoHjlFS443qlaS769iih1ME/GX9XhMS5TE5bdhwEInnncCRCZEkzZfhNVhxoYdIlvnsvnGrK7ieZiT453cL9HEFVnHt1V6WzgicKPALg3esZZid6dTIRKQNJoYegYOLCToq3rMN507xm3dyZl6U6kVQSvMNPNpJs8Kv2CIBBw83vITVVEhR6hvC6dkm1FRCUnd7ndoY1WAA6jxioLdLQkJbbkzWvDGhC0YZi3ZmHenk3gJM94G/sN9BjzRfnEpndN40mWZb46bOX5jSZqrRICcP/YIBZOCUWvPnfmVAoKrSjGfBeorKzkp59+IiIighkzzqx26JkQGBhI//79KSws5MiRIwQHBxMYGHj6E3sIURS56KKLcDgclJWV8eOPP3LFFVcQEXF2YWlnw9ChQ4mNjeXzzz+nrKyMJUuWkJGRwaxZs87p0m8BAQFMnDiRiRMnIssypaWl5OTkeD3WZrOZw4cPc/jwYe85wcHB9OvXj8TEROLj40lISCA2NpbAwECfGvmyLGM2m6moqKC0tJSysjJKSkooKiqiqamp3fFBQUHeKIShQ4eSkJBwTi1SnAqn08maNWu8Yezx8fHccMMNPhfqq6mp4ccff8TlchEfH89FF13U5xECZrOZI0eOAJCcnExoaGifXl9BwZcU22v5e/kPADybcB0hqo4XLZs3ZIIkoUvrhzbxuNEenhyEJkCFw+LGVGRGNPZBp89xXNUfI7tMqAMGEhDbPmKyq0iyxBMFH1HnamZYQAJPx1/Tg730KNoDNI6bTsiBnZTs2sywX9yGWndmQmxez3zwmU35W0XwijLb5sULGj2Ge5YRt2Qt5XXpFC5ezKgrFyAaE0/bpsvuRlvQRIxsoFJQ8VORjbmD2y+uqFoU7eXaXMJuuZO6/66l6rVPGfDZi4DHmC/e8VOX8+aLG1w8va6e9YV2ANIi1Lw6M4zx8UpkmMK5i2LMd4Hly5fjdru55pprum0wNjY28vnnn1NbW0t4eDgTJ04kuRsrl/369aOhoQGTycTBgwcZO3Zsn+aKt9ag//HHH6mqqmL16tVcfvnlhIefXamUsyEsLIx77rmHNWvWsH37dnbs2EF+fj7z58/v0+iF3kIQBBITE0lMTOSyyy5DkiTKy8s5evQoeXl55OfnU1paSlNTE9nZ2WRnZ7c5PyAggOjoaCIjIwkLCyM8PByj0UhwcLD3FRAQgF6v75YBJ0kSNpsNq9VKU1OT92Uymairq6O+vp6amhqqqqqwWq2dvreEhAQGDhzIoEGDSElJIS4u7pwTsOsKFRUVfPHFF1RXVwMwadIkZs2a5fN0ibq6On788UecTifR0dE+qSXvdrs5ePAgkiRhNBrp169fn15fQcHXvFCyDJvsZFLQYK4N77wcZdO61hD7tl5HUSUQnRZCaWY9FQcbiZ9y7mmI9CVueznu2s8ACB7wJIJw5vfhf1dt4KemHHSChkXJd59xTfnOiGiptV7RbwixEdFYaqso+3k7/SZdckbteWvMn6ln/mQRvBNqwQv6EPpdNZ29WVBRFovl7bkYHlmHGHhqp09lTiOSU2ZCoMwKB6w91rExL4TEIQTHIDdVEnHjEOo+Wk/Tmt1Y9+cRMHIQof0GAR4RvFNpC1idEv/c08w/djdhc8loVfDriSE8ND4Yrer8cB4oXLgoxvxpkGWZL774AoDrr7++2+cfOnSIZ5991vu3IAjMmzePF198scvhw0OGDGHv3r1YLBYOHz7MkCFD+tRzqVarmTlzJj/++CM1NTVeg96X+eoqlYrLL7+cgQMH8vXXX1NdXc27777LjBkzmDRpEuD5350PCIJAfHw88fHxXHyxR9XW4XB4vd1lZWXeV319PVarlcLCQgoLC0/btl6vR61Wo9FoUKvViKKIJEneny6XC6fTicvlwmazdavfYWFh3n7Hx8d7owg6EvY7X/5XsiwjSRJbtmxh/fr1uN1uAgMDueaaaxg8eLD3GF9RX1/PqlWrsNvtREZGMnPmTNRqdZ/2SZZlDh8+jMViQavVesPrz1bkSUHhXGFtQxarG/ajRuRPSTd2+rmXZZnm1nz5S9uHEMcOC6U0s56aI03ETjz305F6C1mWacx/FWQHmpDx6MIvOeO2sizFvFT2FQDPJ84nNaDnq9C0eubrZOg3ZQaHvv2Uwq3rztiYLzuLnHnoWATvRBJGhQBWKhpHIlXmYHl7Dob7VyAGda7sX3agHoDLBhtYke1gXYENSZbbqe0LguDJm89ZiUoqxnjdxZiWbaDqtU/p/8H/EJrQH0EUcTQ1YDPVEhDWtsygLMt8k2vlT5sbvEKAkxO0vDwzjJTwczeaU0HhRBRj/jTs3LmToqIixo0bx6BBg7p17j333MOVV15J//79EQSBgwcP8vrrr/PNN9/gdrt57bXXTttGQ0MDAElJSeTl5VFdXY1GoyEy8uzqop4JEydOZMuWLTQ0NPDDDz8wZcoUnwuSRUVFceutt7JmzRqOHTvGmjVryM7O5rLLOlYFPp8IDw8nPDyc0aNHe7c5HA7q6uqoqanBZDJhMploaGigoaEBs9lMc3MzZrMZt9vzUOuugQ6ehZTAwECCgoIIDAwkNDSU0NBQjEYjRqORyMhIwsPDOzTaLRYLFsv5Wxu5vr6eH3/8kfLycgAGDhzIzJkzMRgMmEwmn/atsbGRrVu3YrfbCQ0NZeLEiT75f9TU1HijFZKSktr0wdfpBwoKvY1VcvC/xR4P8b3RM0gL6LwMpD2nEGd5LUKAjsApI9rtD4kPQB+qwdbgpKHQRnjfTwvOCaxVX2OvXQ2oCBn4+zNeNKxyNvBA/rs4ZTezQ0dye2T3BJG7SkRL3nadWyYxYzqHv/uc+vxcGsuLCYlL6lZbLkmmynzmavbQuQheK/HDPIsP1Q2pSAFxUPIzljdnYHhgJWJY+/42V9loqrAhiHDFpDCCjlRRbZHYVmJnalL7VAIxcTTkrMRdvJfo3/wPpmUbaPh2C7bcYvSpSQTHJdFYWoip6FgbYz6zwsGLm0zsKPXo8iQEq3juolCuGhygLBwrnFecl8Z8RkZGtybOH374IRkZGR3uW7ZsGXBmXvnf//73bf6eNGkSH3zwAddccw3fffcdDz74oNdb1xmhoaEIgoDRaESWZfLz8ykvLycqKsonOaZXXnklq1evpq6ujq1btzJ79myfhtwDGI1G7rjjDn7++WdWrVpFeXk5n3zyCTNmzGDy5MnnZQj3qTidSKEsy7hcLqxWK1ar1et5d7lcuN1uzGYzgYGBqFQq1Gq113MfEBBAQEDAOa1N0FtIksS2bdu83nitVsvll1/OmDFj/GLS0Pp9tdvthIeHM3v2bJ+oxzc0NLRZ6DixQsb5Ep2hoHAq/lL6FUWOWmI1Rh6Pm3PKY1tV7IOmpiPq2y+OCoJAzNBQCrfXUHfUyoCu6X9dULisxTTm/QkAdcx9aIKGnVE7ZreNu/L+RZGjlv66SP7a/7Zeu7eHigIqwA3Ygo3EjBhHxf5dFG1Zx4jr7+xWW/n1LiQZdCqIDDjzuVBHInithCcK6ALBbhZovmodoT/ORqrKxbzoEgy/+h5VdFuR4rIDJsAj4hgUrOG6IQY+3G/mX3uaOzTmW/Pm3aU/E3RzMiFzJtH4/Xaq//Y5Sf94AmO/gS3GfD5xoyaQW+vk1a0NrMzzOCv0aoFHxgfzq3FBBGgurPmgwoXBeWnMX3XVVZjN5i4f35mXu7GxkdWrVxMUFMSVV17ZI30LCAhg7ty5vPXWW+zdu/e0xrwgCN4HRmJiIk1NTVRXV3Pw4EHGjRvX5xNyvV7P5ZdfzurVq6mtrWXVqlXMnj3bJ5ECJyIIgjd64ttvvyUvL481a9aQlZXFvHnzfFZWzx8RBAGtVotWq223INSqOH+uKeX7ktLSUr799lsqKioA6N+/P9dee63flE1sTY1xOBxERET4zJC32WwcPHgQWZaJiooiMTFR+YwpXFAsr9vJBy2lzF7udwuBqlMLmnWWL38iscM8xnxjiR2HxYUuUFlsbUWWXZhyn0J2W9CEjEOMvO2M2nHJbh489m8OWIoIVwfx0aCHCVcH9XBvjyMKAmEqgRq3TK1Lpv/US6nYv4vinZsYes0tqDRdL522sdBj0GYk6M6qbnqrCF7hz1K7faIoEDdEpGCPRGVVP+If3YDl7TlIVYexLJqB4YHvULWo0rtdEhUHTQDEj/REYt0/NpiP9ptZV2DjUI2TIZFtP8Ot50rl2chOG9GP30Tj99up/3w9MU/dhrHfQIq2rSe3sJK3V9XxxSELkgyiAPOHGPjdlBASzlD8T0HhXOC8/HQ/99xzPdLOt99+i81m46abburR8litoaSdiYR1hiAIpKWlYbFYMJvNZGdnM2rUqD4Xr9LpdFx++eX8+OOPVFdXs2rVKmbNmkVMTMc1cvsSo9HIbbfdxtatW9m8eTMVFRW89957TJw4kRkzZqDXn5karILCydhsNtavX8/OnTuRZRm9Xs/s2bP9Spm9srKSNWvW4HQ6iYqK4rLLLusw/aG3aRW8czqd3uoFiiGvcCFxyFrG74uWAPBo7BXMDG0fNn8i7mYr5m2e0qSnMuYDI3QExehprrRRfbiRxLG+qzbjbzQXv4uz8WcEVRChqS/RbOv+XEmWZf6naCnrGw+iFzR8MOhXDND3finASJVIjdtNjVsiZegoAsIisNbXUp65k8QJXQ/v39BizF+SfHZzn5QMz9jl73JTXyYRFt/Ww50wVEXBHomyHIlx1yRheGQdlnfmIZXsxfyPWQTc9gGaEfOoyG7AZZPQBasJ7++pzjTAqGbO4AC+O2LlX3uaeOPyttGegjEJISQeubEM16FVGMZdQ9D00TRvzKTizx9S98h8Poy+iZ3OsbhzPClbVw7Ss3BKKKkRyuKWwvmPEm9yClqF77pbW/507Nu3D/B42ruLSqVi+PDhqNVqmpqayM3N9Ul4qlarZfbs2cTExOB0Olm9ejXFxcV93o+OEASB4cOH88gjj5Ceno4sy+zYsYNFixaRmZmJJLVfWVZQ6CqSJJGZmcmiRYvYsWMHsiyTnp7OI4884jdh9QDFxcWsXr0ap9NJbGwss2fP9okh3yp419TUhFqtZvjw4X2+AKmg4Esa3Vbuz38Xq+TgouAhPBk397TnmLfsR3a40PSLQTvo1JFlMUM92jUVOY090t/zAUfTfpoL3wIgJOVZ1Pozi877W8UPLKndiojAPwbcw5jAAT3ZzU45MW9eEEWSWsTvCreu63IbVpfM9hJPCbYZ/c/OmI8aIJIySYUswfalznb744d6zImyHM/8SgyKIvCh1agGTQd7E9b/zKd5xZ/I31wFQNL4CIQTIgUeHOepMr/8sIWyJlebtgVBQDPuFgCcOz8AIPaZBRyN68fvpFSuXqNhW8gE3IKKqXECK26O5r15kYohr3DBoBjznZCTk0N2djZpaWmkp6d3epzVaiUvL4+ysrI22w8ePNih533lypV89913hIWFMXny5DPqW0BAAMOHD0cQBKqqqigqKjqjds4WjUbDZZddRmJiIm63m3Xr1pGXl+eTvnREYGAg8+fP5/bbbyciIgKz2cxXX33Ff/7zH0pLS33dPYVzkJKSEv7zn//w1VdfYTabiYiI4I477mD+/PkEBfVe2GV3ycvLY926dbjdbpKSkpg1a5bPtA6Kioqorq72LrIp0TEKFxKyLPNkwUccs1eRoA3jzQF3oxJOP/VqzZcPnjnutAuEMUM8xnxjmRWryXH2nT7HkZz1mA4tBNzoo+YQEDWv223Isszfylfyf+UrAPhj0o3MNo7s4Z52Tquifa3bYxz3mzwDBIHaIwdpriw71aletpfYsbkhPljF4PCzD8SdcrvnGbL1E2c7J1KrMV+ac9xZIuhDMDzwHdppDwNQuKsJp8WNwagicUxb7/uYWC2TE7S4JPh3ZnO7a2smerQC7Dmr+SGrjLsKI3j0l8+yedg4ZATGO/NYWPx33kgtZkxs3y9aKyj4kvMyzL4naBW+O51Xfv/+/SxYsICJEyfy0Ucfebd/+OGHrFmzhsmTJxMXF4csyxw8eJDdu3ej0+l45ZVXCAwMPOP+GY1GUlJSOHLkCAUFBRgMBqKiOi8D0luo1WouvfRSNm/eTH5+Pps2bcJqtXoXG/yBlJQUHnzwQbZv387GjRspKSnh3XffJT09nZkzZ/pNbrOC/2IymVi7di0HDhwAPJEp06dPJyMjw+d1409ElmWys7PZvXs3AIMGDWLq1Kk+E4GsqqqioKAAgMGDByvfNYULjrcqf+SHhn1oBTX/GvDLLudaN63bC5w6xL4VXZCG4HgtTWUOKnIaGDC57+cC/oLkMlOX9SvctiJUujhCBz2HIAjdimCUZInnS5Z59Q2eiJvDgqiLe6vLHdJaa77W5em3ITyS6GGjqcr+mfwNKxl5072nbWN9QUuIfX99j8zHxl2j5tOnoCpf5shWN6lTjz/74oe0KNrnSzhtMhq953qCWov+utexRU6lansqAIlVzyOXLYSksW3a/9X4YLaV1vLxATO/nhhCiO74c8tsTOWj/n/gI8fFFK+RADuiAJccy+L6H74gub9I4eAGTEX5xI+ZdNbvVUHhXMJ/ZqF+hN1u59tvv0Wr1XL11VefURszZ86ksbGR7OxsNm3ahMvlIiYmhuuvv5577rmn22XuOiI+Ph6LxUJpaSmHDh3qUNCsLxBFkYsuugi9Xu9dsDCbzUyYMMFvlOTVajXTpk1j5MiRrF27ln379nHgwAEOHjxIRkYG06ZNw2Aw+LqbCn6G2Wxmy5Yt7Nixw1vOb9SoUcycOdPnZRlPRpIkdu7cyaFDhwAYNmwYEyZM8NmiWkNDg7cvCQkJxMX1fD1mBQV/5j9V63m57GsA/pB4PaMD+3fpPHt+GY78MlCrCLpoVJfOCUsJ8Bjz2Q0kZ0S2CWG+UJAlB/U5j+FsPoCgNhI24h1ETffmRA7JxeOFH/JNvScy4sXEG7g7+pJe6O2pCT/JMw8w6NK5VGX/TMHmNfSbdAnG/qeeR3rz5fv3jOCpPkhgwnUaNn/oZMvHzjbGfGisgMEIFhNUHJFISm+bSlVYPRFZaCbUvZuQ2i8x/+1rtDMXorvsfxDUnv5dmqwnLULN4VoXHx8w8+C4IHaXO1icZebbXCtW+Q7QQKjcxK3j47h7VBBhuc0c/bgcqiQM+gBMRfk98l4VFM4lFGO+A3Q6HTt37uzSsRkZGRw+fLjd9ssuu6xPap0PGjQIm81GbW0t2dnZjBkzpkfF+rqKIAhMnDgRg8HA7t27ycnJobm5mYsvvtivSpmFhIRw7bXXkpGRwerVqykoKGDr1q3s3r2bKVOmMHnyZJ8ofSv4F3a7nW3btrF161YcDk/YanJyMrNnzyY+vvO60L7C6XTy008/eXUrJkyYwPDhw33WH4vFQlZWFrIsExER0SOLlwoK5xLvVq7jxVKP7s5DMZdxWzdqkjd+vx2AwIxhqIK7tshsTNZTur0Ja72Dsv0mEkaHdb/T5zCy7MZ0eCEO0zYEMYDwEf9CY+jefcfstnF//nv81JSDGpHXk+/kF+Hje6nHpyZSdTxnXpJlREEgKm0ECeOmULpnK/uWvsdFv/0TYif6I8UNLvLqXagEmNZBubczZertHmN+z9cubn5ZJiC0xQMvCMQPVXF0m5uynLbGfE1+E7X5zQgiDLn1CoQ11+Ha9yWOH1/CdeBrAm75N6qkcYiCwANjg3nix3r+trORzw6aOVJ3PH8+NUzk1oIXmNf4KZG/WIk6ZAqMH0LUo/Op/tvnROyyUdnvKLIkIfiJI0lBoS9QPu3nOIIgMHToUIKDg3E6nezfv99rfPiCESNGcMkllyCKIsXFxfzwww9YLBaf9acz4uPjufPOO7n11luJiYnB4XCwYcMG3njjDTZt2oTdbvd1FxV8gN1uZ9OmTbzxxhts2LABh8NBbGwst956K3feeadfGvJms5kffviB4uJiRFHkkksu8akh73A4OHDgAC6Xi+DgYIYOHeo3KTcKCn3BvyrXeA35R2Ov4Kn4a7r8HXA3W6le5EnzM17X9dBulVZk4DRPeH3epkocFtdpzjh/kGWZxqMvYqtZDYKGsGGL0AZ3L7/9kLWMqw//lZ+acjCIWt5PedBnhjyAUSUgAi6gxn08RWD4/AVoAgJpKD5GwU+rOj2/1Ss/Lk5LqL7npvoDxovEpYk4rbDry7ZCeAknieABSG6Zo+sqAUgaF0FgQjSGO5cScOcShKAopIqDmP82jepvnufz/XUsP+yZLzY7ZI7UudCrBW4cZuCrG6NYtyCO29PAIFtx7njfe42Y39+GLi0JlU0mdFMdFQf29Nj7VVA4F1CM+fMAlUrFiBEj0Ov12Gw2srKyvCHBviA5OZnLL78cnU5HbW0tK1asoKamxmf96QxBEEhNTeWBBx7g+uuvJyIiAqvVytq1a3njjTfYuHGjXy5EKPQ8FouFDRs28Prrr7N27VqsVisRERFcf/313H///aSmpvqlQVpTU8N3331HbW0ter2eK664guTkZJ/1x+VykZWVhc1mQ6/XM2LECEW5XuGC4q2K1fy5dDkAv4m9kt/FXdWte0fNW8txVZvQDogj7LbZ3bp2/OgwgqJ0uGwSeZuqunXuuYosOWg8+gKWis8BEeOQv6ILm9L182WZj6o3cdWhV8m1VRCtDmHp4Me4JGRY73W6C6gEgcFaz71zu+W40awPMTL0Go+ye86Kz7DW13Z4fk+VpDsZQRCY2iKEt+WTtsa8VwTv4PH5Z8meWiz1DjQGFcmTI73bNaPmI/0mk5XD/syvw/9OxtE7+M06C5uKjjtSAtQC398Sxeuzw5kQr/Oo2mfcBYAzcxmyrQkAUa8l6R9PgigQWOSi+Jl/KlWLFC4oFGP+PEGr1ZKenu4tWZedne3Tm1lMTAxXXXUVRqMRi8XCypUryc/3z1wmURQZMWIEDz30ENdee63XqF+/fj2vv/46P/zwAw0NDb7upkIvYDKZWLlyJa+//jobNmzAZrMRERHBtddey0MPPcSIESP8RvfhZPLz81m5ciUWiwWj0cjcuXOJju79+sedIUkS2dnZ3hJ06enpPimFp6DgC6ySg6eLlvBSS478k3FzeTK+e4a8q9pE9Zsej37sMwsQtd1LURNFgdRZHm2K8v0mGsrO78Vot6OOugP3thjyAqGDXyAgsusLICaXhQeOvcf/FC/FLjuZETKMVUP/p8/Kz52OiwI9mbBbLC6kEwT8+k+5lLABg3HbbRxY9kG78xxumc3FPVOSriMyblIjqqFgj9TGcB84wbP4kLPBjalcoq6g2buoNOjiaNQ6FRXNbhZnmbnjqxpGf2LnieZbWG24EruoJ9mZzyOm1/nO8SAjQ6xYXTIL15hwnhCZoEqejBg1GBxmnPu+8G43jE0l+sW7ANBvraDwmTd7/H0rKPgr/jlLVTgjDAYD6enpiKJIfX09hw4d8kkN+laCg4OZM2eOt3TdTz/9xK5du/x2xVSlUjFq1Cgefvhh5s+fT0xMDE6nk+3bt/PGG2+wbNkySkpKfN1NhR6gpKSEZcuW8be//Y0dO3bgdDqJiYlh/vz5PPzww4waNcpvPcqSJLFr1y5++ukn3G43iYmJzJkzh+DgYJ/1SZZlDh06hMlkQhRF0tPTFUFJhQuGfFslvzj8//i4ZjMCAk/HX8Nv4uZ0u53K/1uK1GwlYHQKob+46Iz6Ykw0EDvCI/qWu6YCWfLdHKA3cTYfojbzRhyNexBUQYQNfwtD7PVdOleWZb6p28PsnD+z0pSJRlDxXMJ1fDDoQSI1vruPnswYvZpAEeolmSz7caNZEEVG3fxLBFFFxb5d7cLK95Q7aHbIRASIjIjuec2ikCiRkVe0LDR8fNw732+UipTJKlwO+P6vVg58XYJLgur+IXzYKDD7k0rGvVfO79bUs67AhsMNg8LUPDohmO9vDGPthEwedn7MwIpV/L+cKwjCwu5yB3/ddtyZIggCmol3AbQJtQeIfegG5GtHAND09g9Uv7W8x9+7goI/Isi+tPYUTkl9fT1Go7Hb4b11dXVe8am4uDgGDx7s0xBhSZL4+eefvWW94uLimD59erfrTcuSRO3RHGyNJvQhRiJShnYociLLMiaT6YzG7uR28vLy2Lx5s7e8FniUuSdOnMiwYcP8StyvJ+ipsfNHnE4n2dnZ7Nq1i9LSUu/2AQMGMHXqVAYNGnTW77m3x89ms7Fx40bKy8sBGDlyJKNHj/Zp9IAsyxw5coTy8nIEQWDEiBGEh4ef/sQO2jnfPnMKZ8+ZPgf7iq/rdvP7osWYJTsR6iD+lnwX00OGdrsde0E5uRkPIDtdDFj+F4Knj+7yuSffdxxmF9v/fRSXXSJ1Vmy7mt7nOtbqH2jIfQZZsqLS9yNs+D9OK3bXOkYl2iZeKF3GzuY8AJJ1UfxjwD2MNPTri653m88b7PxodjJKr+Lh8Lbixge/XszRH79Bbwxn2hMvYgj3hLG/tLmBN3c3cd0QA4uu6N7/vqvPsAOrXLx5s5XAcIFXcwJRaz3HHljt5C+PmKkf7ES8xMwRrQqLfLwdARgVo2H2oADmpAQwOLztHEo212Ff8zKOzW+xSjuT30T9A4APhu9n1qWXIag0SI3lNL84ECQ3gb/fjypmiPf85uoK9tzwIGH7PZEJCa89SsRdV3ZrDLrC+TxX6kmUcTo9PTH3UYx5P+ZsJjFVVVXk5OQAkJiYyMCBA33+RSooKGDz5s24XC4MBgOXXHJJl8OCyzJ3krXsA2ymOu82vTGcEdffRfzoiW2O7Y2bR3l5OTt27ODAgQNePQK9Xs/o0aMZN24cUVHnR13f8/HGW11dzZ49e8jMzMRm8+QRqlQq0tPTycjI6NGSab05fpWVlV4dh9ZSi77Mj4fjC16tiyNDhw4941B/xZhX6Ah/NeYrnQ28XPo1y+p2AJARlMKbyXcTqzWeUXtF97+KadkGgmaMZeAXf+rWuR3dd0r21pG7tgK1TmTSvSloA8/94kVuWxkN+S9hr10LgNY4hbAh/9el8nMVDhOvFC7ni6Y9yMjoBQ0Px87mgZhZBIj+mw5U7pR4vtqCCLwUYyBMdXzh1uWws/HlpzBXlWOIiGbKr5/DEB7F7E8qya528vfLw5g/NLBb1+vqM8ztkvmfkWbqKiVGPyOivkRmV6mdnWUOaq1toy+NOoHp/fVcOkDPJf31RBpOH/UmmUpx/LSIZ7MiWWK4mTB3LV9Z7iNx/Fy0GXdhW/44ruzv0Iy7Ff2t77fp6+73Xsf6/kZCcxwgCMQ+fzdRj1zXowr35+NcqTdQxun0KMb8ec7ZTmLKy8vJzc0FoH///j6f+IPnPa1fv57GxkYEQWD8+PEMGzbslO+xLHMnu997rdP94+97oo1B35s3j+bmZvbu3cuePXva5NEnJCQwZswYhg8f7pPSgD3F+XLjtVqtZGdn8/PPP7fxwoeGhjJu3DjGjh1LUFBQj1+3N8ZPlmWys7PZs2cPsiwTEhLCjBkzCAvzfempY8eOUVRUBEBqaupZLYwoxrxCR/ibMW+VHLxbuY5/VK7CIjkQEHgk9nKeiJuDWjiz1Bzr/jyOXPIoAIM3LCJgZPdKqnV035ElmV0fHaO5ykZQlI7RN/Q/Zw16WXJiLvuI5sJ/IEtWENQEJt5DcP9HEIRTv6ejtgrerlzLl3U7ccgehf+rw8bxTMK1xGt9fw/tCn+tsXDEIXFNsJa5wW0XHqz1NWz52x+x1FRiiIgi7ZfPMGmZ533uuz+uS4bziZzqGSbLMqVNbn6ucJBZ6WDjPju5Fifuk9ZCNJKMMV9DXKWaF/8azNh+WlTimX1/rY11XL24hIO2cMbZdvJ29T0EYkVMGItUuhdkGf38RWinPuA9x1SUz0+vPE34Xjshhz3VnYJmjCXprSfQxPRMlMr5MlfqbZRxOj2KMX+e0xOTmJKSEvLyPOFkAwYMoF8/34eSOZ1OtmzZ4g1dT0pKYurUqR2G3cuSxI//+0gbj/zJ6I0RXPbiIu+qa1/cPCRJ4ujRo+zZs4fc3FyvNoFKpSI1NZX09HQGDx58zoXhn8s3XqfTyZEjRzhw4AC5ubneCIrWqgXjxo0jJSWlV0PSe3r8bDYbW7Zs8daPHzBgAFOmTPGLz1VRURHHjh0DICUlhYSEhLNqTzHmFTrCX4x5l+zm2/q9vFL2NaWOegDGGJJ5PnE+44IGnnG7kt3JsfnPYN6ahfH6S+j3zsJut9HZfcdca+fnpQU4LG4M4VrG3NgfXbDv7x1dRZYl7LXraCp8E5fF45jQhIwlNOV5NIGDOz1PkiV2NOfxbtVafmw44N0+WtePZ/pdx6Tgzs/1R7ZZnLxvshOhEvhztAHxpO+Ctb6WLX97EUtNJVJwJM+F309iQgwrb43p9rVaP0tBIaEUNLjJrnKSXe0gq9pJdrWzndcdQGMViK8TmJJkJ8XhYJBaZsMHCdQUwg1/0THrwbOLfMivd3LF4irMTpk0oZg3S24j0X2ifpGA9vJn0E1/HEHv0TzYuujP1BzaT7KYivBlFrLVjioylKR/PEHIZRPOqj9wbs+V+hJlnE6PYsyf5/TUJObESbe/GPSyLHP48GF27tyJJEkYDAYuuuiidp69mtxstv79j6dtb8pjzxGZOtzbdl/ePJqamti/fz+ZmZlUV1d7t2u1WlJTUxk2bBgpKSnnhLJ3T42dW5LZUWqnyiwRHSiSkaA745X5U+FwODh69CgHDx4kNzcXh8Ph3RcVFcWYMWMYOXJkr3jhO6InP3vl5eVs2rQJi8WCKIpMnDiRtLQ0v3gg9sY9RTHmFTrC18Z8vauZJTVb+bDmJ68RH68J46mEa7gmbByicOaLg+5mK4V3/JHmjZkIOg2p2/6FLrn70S2nuu9Y6u38/Gkh9iYX+lANY27sT4DRv59FsmTHWvkNzaXv47YWACCojYQM+C0BMb9A6GTM822VfFG3k+V1uyh2eEq2CQjMDh3JA9EzSXGFn5NGhUOWWVhhxiLDr8P1DNe3j0awmur46fUXsddWUKs20jz7MR6dc/ryek63TGGDi7x6F7m1Tg7XOjlYZaegUcLeQYVjtQjDIjWMjtUyOkbLiDA1u16oJnFQI6IIumAN6dcksm+1io9/Y8cYL/Dnn4/n1J8pu8rs/HJFLdUWiTCdzKLo7xmX/VcwFR0/SKVFPfhSVGmzMGkGsGPxJ6g0Wi664ykqfv0PbNmeZ1b4XVcS87tb0cRFnHF/FCO1ayjjdHoUY/48pycnMYWFhV5PuL8Y9AC1tbVs3LiRxsZGANLT0xk9erRXSbxk9xb2frDotO2MvetREsdPBXx385BlmYqKCrKysjhw4ID3PQGo1WoGDRpEamoqqampPlUePxU9MXbfH7XyvxtMlDcfnwnEBal48RIjc1LOPgWhqamJ3NxccnNzycvLw+VyefeFhISQnp7OiBEjiI2N7fOHR0+Mn9vtJjMz0ysYGRISwvTp04mIOPOJR09yoiGfnJxM//79e6RdxZhX6AhfGPOSLLHXXMCntdtYXrcLu+xR7A5TBXJv9Azuj5l51nnWrtoGjt30PNa9uYiBevp/9BzBl4w5o7ZOd9+xNjjI/KwQq8mJLrTaKOsAADPUSURBVEjN6Bv7ExihO6v+9wZO81Fs1SuxVHyG5GwxxtUhGOJuIijhbkSNsc3xsiyTbS1hfWM2q037ybQUevcFijquCRvPL2MuJUUfe84bFUsb7KwzOxmrV/Gr8PbPUbND4raPjzD3wCJinDUIosjAS64kbc71SBo9xY0uCk0uChvcFDS4KDB5DPiiBhfuTqyAALXAsCgNw6M0jIjSMDxKy5BIDXq1Z/ysJgc5P5RhKvaUQCzMMiDporjnbQMuBzw7xoypXOaOv+uYdsfZLyCVNbm4b0Ut+yqdqAR4/uJQFoTsw/bfm5Cbq9scK8uwR5pNszuIqPhIRl9/B3Xv/0zt298AIOg0hC+4gqjHbkCbENntvpzrn6e+Qhmn06MY8+c5PT2JOdGg78lJ+NnidDrZuXMnR44cASA8PJyLLrqIsLCwc8Iz3xGSJFFaWsrBgwfJycnBZDK12R8bG8ugQYNISUkhKSkJtdo/chnPduy+P2rl/hW1nHxTaW3pnasium3QO51OiouLycvLIy8vj4qKijb7jUYjQ4cOZdiwYSQkJPhc2f1sxq++vp5NmzZRV+dJKxk8eDATJ070i7B66N17iGLM+x/79+9n0aJFZGZm4nQ6SUlJ4c4772TevHldbkOSJBYvXsynn35KYWEhBoOBjIwMHn/88S7puPSVMe+U3WxvOsJKUyarTPuoch1fjB0RkMRd0dO5Omxcj4ilOUprODb/Gey5xajCghnw2YsYxqWdcXtdue/Ym51kflaEudaOqBZIHBtO/4xINHrfluB0WQuwVv+ArXolLssR73ZRF0tQwl0ExMxHVHtE3GRZpthRyx7zMTY1HmJj48E2/ycVItNDhnJd+ERmG0e2+V/5w7zgbCh1uvlDtRUReDXGQIjqeFphjcXNQyvr2FriIFy0cRH5lDXYqFWHUa+NwKQKRqbz92zQCAwKU5MSpiYtQkOi3s6Yfkb6harbhfQDNFVaKdpVS9WhRmQZVBqRkP7RvHO/GsklMPsxLVf/j5YN7zpZ9pyd6EECL2wPRKU++3H31J6v58tDngWEKYk6fpdWw5Cll4C1HjFhNBjCkY5txeQIYr9rKhIqgoR60gMPIEijqf8pCGtuMwCCVk3YbbMJv+NyAkaldPmzca5/nvoKZZxOj2LMn+f0xiTmxMl4v379SE5O9psvWEFBAdu2bcNutyOKImPHjmXokCGsfeExv8uZ7w6tHvtWb/KJgmzg8donJiZ6jaOEhASfheSfzdi5JZmM/1S08cifiIDHQ7/9nthThtw7HA5KS0u9n9WSkpI23nfwCA62Rjn4wgPfGWc6fpIkcfDgQfbu3YskSeh0OiZPnuwXopXgeV/Hjh3z5u73xmKgYsz7Fzt27ODee+9Fo9Ewd+5cgoODWb16NSUlJTz++OP86le/6lI7zz33HJ999hkpKSlMnz6d2tpavv/+e3Q6HUuXLiUlJeWU5/eWMW+TnOyzFLKz+Sg7m/PY05xPk2Tz7g8W9cwKTef2qGlMCDz7spUAsttN48odlP3P2zhLqtHERTDgyz+jTzu7SLmu3nccFhdZ35R4PalqvUhyRiQJY8NRqftmEdRlK8XRsAtHw04cpp247WXHdwpqdGHTCIi6Cl3ELKolK4esZeRYS9jTfIy95mNtjHeAAFHL1OA0ZoQM40rjaKI0IR1e19/mBadCkmUa7TJ1Vje1Volqi0SNxc3yajsVFjcGB+gdMtUWiSqzG2f7NPZ26GQniQaJQTFBDAjX0T9UzcAwNYPC1MQFqY4LJ3YyTpJLoq7ITPHuOuoLzd7tYf0DSbssDkOYlnXvOPj0956ScNGDBH7xnI6Pf2PDYoIBE0Tu+VcA0QPP/nMmyzLv/NzMS5sbvO99QcB2nsq9HUGWEIxJ6Oa8iBAcS+3ulfy8swinW0SHhZHqLRiEJmwVYZgyB2KvPC6CqInREzJrCMb5lxIwdRqipvPyyefS58mXKON0ehRj/jyntyYxxcXF5OfnAx6jqCfqa/cUFouFrVu3UlLiETeJjIwkNTKUQx//o9Nz+lLNvidobm72epnz8/Npbm5us18QBGJjY0lKSiI+Pp74+HgiIyP7xON8NmO3tdjGDV/UnPa4z+dHMiXJ85CUJImamhrKysooKyujuLiYiooKTr4tBQUFMXDgQFJSUhg4cGCf5cB3lzMZP5PJxObNm6mp8YxdYmIiU6ZMwWAw9GZXu8zJ5ecGDhxIUlJSr1zHH7+vFyIul4srr7ySiooKPv30U4YN8+TeNjc3c/PNN3Ps2DG+++670y42bd++nTvvvJPx48fz/vvvexcpt23bxt1338348eP5+OOPT9nG2T4HJVmi0tnIEVt5i2FYymFrGYdt5V5181Yi1EFcHjqKK4yjmBqchlbsmYgpyWyjbsmP1PzzKxzHygHQpiQw8Is/oU3qvkjZyXTnviPLMrV5zeRtqsJc4zG8tEFqYtJCiBgUhDExEFHVAwsXkgO3rQSn+TBO8yFczYdwmg8jOaraHiiocQaPojx4PNn6ARx1WThqq+CQtYx6t7ldu2pERhiSmBiUwiUhw5gYNAidePrIpb6eF7glmWaHTLNDorHlZ4NdotEu02j3/N5gkzC1vOpbftbZJOqtUqeh76ciKUTFsEgNccEqEoPVxAfKyAe3YNnyNYEOEwIgqjXEpI8lccJFRKYMRWNoW7ruxHGyN7moPdZMbX4z9YXNuJ2eTgkCRA8Jod+ECIJjAtqcu+MzF1/8r53GKs+x/ceIVB6RsDWDLhBu/IuOqXdoeuR/UNro4p97mliSZcbmhkssa/lDwwtEOz3PKmHANAzX/h82XRzb33oZc3UFao2a4YN1hNtykCuysBYH0HQoEWtJJLL7eJSKymBDn2AnIEVPwPAY9OkDUYUnIYTGIYYmQEgcjS4NxvBI5bl1Cvx9Pu4PKMb8eU5vhheWlpZy9OhRwBPynZqa6jdfNFmWOXLkCLt27cLpdCKKIgOjIzBv/h67qdZ7nN4YwYjr7+yTOvO9hSzL1NTUUFBQQEFBAUVFRTQ1NbU7TqPREB0dTUxMDDExMURFRREZGUlwcHCPvsezGbuvDll4+IdOIihkGYNswehu4P40BzHUUVlZSVVVFU6ns93hwcHB3siR5ORkIiPPjQdmd8ZPkiQOHDjAvn37kCQJjUbDhAkTGDx4sN+8V1mWyc3N9aY2DB48mPj4+F67lr+87wudzZs3c++993Ldddfx0ksvtdn3/fff8/jjj/PAAw/wxBNPnLKdJ598khUrVvDxxx8zYUJbBen77ruPTZs28cMPPzBgwIBO2zjVc9AluzG5LFS7GqlyNlLlbKDK2UiF00SxvZYiRw1F9lpvzvvJRKmDmRiUwsSgQUwMSmFoQAKqsxC0a0WWJOy5JVj2HMKy+zAN32zGXe+5r6uMQYTfPYeoR+ajDusZ7ZQzuW/LkkzFwQbyN1dhbzq+qKHSikQMCMKYaCAwUkdghA6NQdWmXVlyILkakBw1uB1VSI5q3I5q3PZy3NYinNYiJEclQruEK5AQKNZEs18VwVYxiK3osHZSXk5EYIAumrSAOMYEJjM2cADphn5nlOpw4hjJgN0NDpeM3S1jd8nYWn5aXTK2k17WlpfFKWNzylhcMhanhNkhY3bKWJ0SzU6P8W52eH63OM9+ah2sFQgPEIk0qIgyiEQEqBB0cEiWkPUCWr1AVZmL/MN2Hh4XzNPTQjtsx2aqo3jXZkp2/kRTeUmbfUGxCYQmDiIwZgBqfQwuRzBNdQKOBqnN5wJAG6gmekgISePCCQjt/H9gbZT57q921v7LidTShC4I7C1+i/TLVfziWR3xQ8UeWTiqMrt5Z28TH+4347JbuafpXX7Z+E8CZBsSAjVhozAnTKOiwo61rBYR0BvDiR89kbiBiQQLdbiLD9G0IZvG7bVYj6iR3W3vA4LKjTrEgibUjCbU81MdZEMdYUATY0QMjUYIikQIjEAwhCEYwhEMEQj6EISAUAR9KII+BAJCEbRBoNFfEM+7c2k+7isUY/48p7dzBSsqKjh8+DDg8YAPHTrUp/nGJ2M2m9m2bZvXS280GhmeFEeA7EIfYiQiZag3tP5EzuWbhyzLNDQ0UFxcTGlpKWVlZZSXl3do8IJHMT88PJywsDDCw8MJDQ0lNDSUkJAQgoODMRgM3fqfnk2Y+Maj9fz6m2ICZTOBkplgqZlgqZEQqYkQdyNaOn4PGo2GuLg44uPjSUhIICkpCaPR2OVr+xNdHb+qqiq2bt3q1VJITExk8uTJBAYGdnpOX+N2u8nJyaG21rOAlpaWRmxsbK9dTzHm/YfXXnuNt99+m9dee425c+e22dfQ0MDEiRMZM2YMS5cuPWU706ZNw2w2s3v3bq+oaSsffPABL730En/84x+58cYbO23jd0c+xKGWaZZsmCUbjW4bDS4z9S5zm7D4UyEi0F8XxdCAeIYExDMkIIGhAQn013ZtkVB2u5EdLmSHE8lsw222ITVbkJqtuE3NOMtrcVbUen6WVGPdn4fUZGnThjY5lsgHryX81ssQAzsP3+3w+i3TNBmPsJcMuN0SEhJu2YXb7aLOVEdQUAAu3EiSG7fsxOl24ZYduCUXTrcDt+REkp043XbckgO324nL6cBWHoCtMgRnVRiSw2OkSS2muAzIGiuirhZR3YhK1YhK3YiobgbRDqIDWXSB4ADRhSxISIKMhIRdgHJBT6looIwAygQDlUIADlkNsgCIIAvoBT1hqmCMYjBGVSChYhDhqhBCxEAEWcQpgVv2KK+7JBmXBC5JxiGByy3jbPnb6fZsc7Zsc7hlHG7Pdrsb7C4Jp0SXwtJ7Cp0KgrQiwVqBUL1IiM7zCtWJhOgEwvQixpZXqE4kIsDzM0Aj4JagziZR0uiipNFNaZObg9UOtpbZGDraQMIAj4ihyiWTphOJFwTiZIiWQO+SUDtlVE4Z2SnhsrtxWFyYK4uoP7YLc2UWLlsni++CGkFtRFQb0QYFExhhJCQunKCYMDSGQNRaHSqdHrVOj0qrQ1SrEdUaRLUalVqDoFIhiCoqj8p8/oyD7LUdp96JajDGCcSliiSOEAmJEQiNEQlLEAhLEAgIFtDoBFRaELtQDafRLrGx0Mb6AhvZR/O5q+wvzLWsaHOMHS15msHUipE0CEbMBOPUhKEN8rwMxkiCgsLQVjYi5hbB4VKEw1WoG62oJDdqtxuVJCHKUhsVAlFvRxXgQKV3ImqdiDonKp0TQeNG1LgR1G5EtQtB7UZQSwhqEPR6xAA9ol6PoA9A0OsR9AYEnR5Bq0fQBRz/XaMDtQ5B3fJTpQOVBtRaBJUGVFrP36K65W/P74hqBFENKjUIIogqz0tQIajUIKhO2i4iCCoQRc/2Dl9Cy3FduHeew/PxvkIx5s9z+kL4p6amhoMHDyLLMqGhoYwYMcJvxNjA8yHPz89n586d2O2ekMDWmuE6XcdqvOfbzUOSJGpra6msrPS+ampqqK+vbxeOfjKCIGAwGAgMDESv1xMQEIBer0er1aLVatFoNKjValQqFSqVx/tisVgwGAzIsozb7cbtduNyuXA6nTgcDhwOBzabDavVis1mw2w2Y7FYTtsXCQGLOoQxA2OIbYkwiImJISIiwq8Wkc6G03327HY7e/bsITfXUzNZp9MxceJEBg4c6FefVZfLRVZWFg0NDQiCwLBhw4iM7L7ib3dQjHn/4bHHHmPVqlV88cUXjBgxot3+SZMmIQgC27Zt67QNi8XCmDFjSE1N5dtvv223f8OGDTzwwAPce++9LFzYeW31EX860OZvudPPSPvtQss2uYPj5JMO70gg7OQ7WkfXlgXBe66nTeH4sS0vWRSQWzVdTmr/xOvK7X4q34feRpBlNICG1p+gRUYre35qAB0yWmR0cuvvnp+6E7bpAT0yelkmoOXvgJbzT3n9rvSxk99dKgGbvsW4OhVyB98AGWSXGawlnpetBBy14Gyk/Sf/bGgxAGn5PtCyiAMn/E3bn8KJf5/q9/Z/dryxM0leBQX/4OrX/3lW5/uP1abgEyIjIxk5cqR34p6ZmUl6enqnhnJfIwgCgwYNIiEhgT179nDkyBFyc3MpLCxk3LhxfhWS3FuIokhUVBRRUVFtJtYul4u6ujrq6+u9r4aGBhobG2loaMBsNiPLMmazGbO5fe5hb6DRB1LmDMAsBtIsBNGoCqZJDKFJDKZRDOFf86J7pDzduUZr6siePXu8i1KDBw9m3Lhx6PXd89L1Nna7nQMHDmA2m1GpVIwYMeKcjZRQODNadTw6K6EZFBTUrqrEybSmC3Wmb9G6/WTNkJOpDwo75X6FM0OQPUsFJ79al1VF7za5zb6Tf4on7ffuk1u3yd7t4gnnnPi3ClCdvE0Gdcs2VctLREbt/d2z33OcZ5u6Zb+6pT1Ny3aN3Lrds03NceNdxblr2qndMkHmjr3eXUMPqhQISoGWr6ksu5FdDUiuemRXI7Jk8bzcVmTJApIdWXYiSw6QHciyA2Q3yC46XgSQQG4JhVBchwoKvYJizCtgNBoZPXo0+/fvx2w28/PPP5Oenu5XIb96vZ6pU6cyaNAgtm/fjslkYuvWreTm5pKRkUFUVJSvu9jnqNVqoqOjiY6O7nC/2+3GYrHQ3NyMxWLxetJtNpvXw+50Ott432VZxul0otF4BGpO9NprNBqvR1+v13s9/QaDgaCgIAwGAyqVqsM68/FBKl7toTrz5xrV1dXs2LHDK3BnNBqZNGlSr4asnynNzc1kZWVht9vRaDSMHDnSb8UGFS4MntVvQXuaaLGOnXOn8uB5/hBUrYd6vIGyIIIogCh6POuiAGoVskZAUKmQ1Z6fJ7d9vHxXS7uCx2oRT7io0LKl1fHoOUVsMYRbz2vZJggt20WPcSyoTjhehYiAIHqOE1tMW4fDgUFnQBQ1iKgRBAFVS2SA2NIBr9HeywvgsiyDBEiyNy9Abs0R8Ia4y62hCSeeeMLvbX50cJFudwq73e5xVPTA+2/XwimabPPpEI5fXhQ8/wuxZZsoCGjUAjoVaNQiWhEEsfWzIXgd2YIAgkpAQEBQCS3b2nZAlmXcgFMGR8vvknfIZSSOD3fboZSxWG0YAvSnflMdIEsSstsFktvzu+QGufWn50MgyxJIUksfpZaLez8gIHtEK102cDnA5ZRxOUFyykhuz7qB1Lo+IEve06UTUydO+FydWfCxjCC3XEx2g+xEdjuRkZAkCZCQJDeS24WgElve18kxN8c/6m27cLr+SG2/F95/0glxOyd/b05uWz759+7Q/n2023+qMT3x2i1IsuS50wknHnM2/eqN88/tlSbFmFcAPF6SMWPGcODAAaxWKz///DPDhw8nLMy/vCKxsbFcffXVHDx4kMzMTGpqavjuu+8YOHAgY8eOVQyPE1CpVAQHB3fqXeuInkhRmJMSwOUD9ewotVNllogOFMlI0J2yHN35SHNzM3v27OHYsWOARxtg9OjRfqdN0Up9fT3Z2dm43W4CAgJIT08nIODCW3xROO4170iMEzyf7dPdV1r3d+Z5b91+unv2zTfNPm9SpnqL8y21rDdQxqhreMbJjdHYs+K65xvK56lrKON0enoi210x5hW8BAQEMGbMGLKzs2loaODAgQMMHjyYuLg4X3etDaIoMmLECAYOHMjevXs5evQo+fn5FBYWMnz4cIYPH+7rLl7wqETBW37uQsPpdLJ3714OHjyI2+2JTkhJSWHs2LF+U27uZMrLyzly5IhXO2P48OFoNKcv96RwftJacq6wsLBdznxDQwP19fWMGTPmlG0YDAaioqIoKSnB7Xa3E8ArKChocy0FBQUFBQWF7uN/7iEFn9IaWhsdHe0tS5WXl9cjK0c9jcFgYNq0acybN4+YmBjcbjf79+/nyy+/JC8vz2tIKSj0BS6Xi+zsbNasWcOBAwdwu93ExMQwb948pk2b5peGfGsN+dzcXGRZJjo6mpEjRyqG/AVOaxm5zZs3t9u3ZcsWACZOnNhu38lMnDgRi8XC3r172+1rbfvkknUKCgoKCgoKXUcx5hXaIYoiQ4YMoX///gCUlJSQlZWFy+U6zZm+ISIigiuuuIIZM2YQGhqK3W4nKyuL5cuXc/jw4ZYcJwWF3sHtdnP48GGWL1/O7t27cTgchIaGcumll3LFFVcQERHh6y52SKtifWvpx/79+zNkyBC/TAFQ6FsmT55MUlISK1asICcnx7u9ubmZt956C7VazbXXXuvdXldXR15eHnV1bUtdtZace+ONN3A4HN7t27ZtY/PmzUyYMOGUNeYVFBQUFBQUTo1Sms6P6YvSdKejqqrKaxAbDAaGDx/ulx7GViRJ4ujRo+zduxebzVODOCgoiFGjRjFo0CDFUDkNSn5T15Ekiby8PPbt2+fN/zUYDKSmppKent4urNifsFgsZGVlYbVaEUWRtLS0ToUU+wqlNJ1/sX37du677z40Gg1XXXUVQUFBrF69mpKSEn7zm9/w4IMPeo9dtGgRb775Jo888giPPvpom3aeffZZPv/8c1JSUpg+fTq1tbV8//336HQ6li5dSkpKyin74Q/PQX9HuW+fHmWMuoYyTl1DGaeuoYzT6emJuY+SM69wSqKjowkICCA7O9sbLjl06FC/9TaKosjgwYMJDw+nsrKSAwcO0NzczJYtW9i3bx/p6emkpKT4taGl4N+4XC6OHj1KVlaW14jX6/WMHDmS1NRUmpqa/HrRqLa2lpycHNxuNzqdjuHDh3dLJFHhwmDSpEksXryYv//976xcuRKn00lKSgq//vWvufrqq7vczosvvkhaWhqffvopH330EQaDgRkzZvD4448rXnkFBQUFBYWzRPHM+zH+5JFwOBxkZ2fT2NgIQL9+/UhOTvaLvp3MiSuBbrebQ4cOkZWV5fXUGwwGhg0bRmpqKlqt1se99S+UVdTOcTgc5ObmcvDgQSwWC+Ax4keMGMGQIUNQq9V+PX6yLFNQUEBRUREAISEhDB8+3G++A4pnXqEj/Ok56K/4833HX1DGqGso49Q1lHHqGso4nR7FM98Fdu3axbp168jKyuLgwYM0Nzdz7bXX8vLLL3d6jiRJLF68mE8//ZTCwkIMBgMZGRk8/vjj3Vbera6u5o033mDjxo00NDQQHx/PvHnzuP/++087ifandRatVsuoUaPIy8ujrKyMoqIimpqaGDJkiN8YAx2hVqu9xlZubi5ZWVlYLBZ2797Nvn37SEtLY+jQoQQGBvq6qwp+itlsJicnh8OHD+N0OgHPgtCIESNITU1FfZoa2P6Aw+Hg0KFD1NfXAxAfH+93aSeKMa+goKCgoKCg0D38fxZ6lnzxxRcsX76cgIAA4uLiOq15eyLPP/88n332GSkpKdx+++3eHL8tW7Z0Kcevlerqam688UbKy8uZNWsWycnJ7Nmzh0WLFpGZmck777xzysm02WxGo9H4TQhsawh7SEgIubm51NfXe8PuQ0NDfd29U6JWqxk2bBhpaWnk5+eTlZVFQ0MDWVlZZGdn079/f4YNG0ZUVJRiUCggyzLV1dUcPHiQwsJC78JaaGiotyziuZKq0dDQQE5ODna7HVEUSU1NJSYmxtfdakNzczNNTU1+VwZTQUFBQUFBQcGfOe+N+dtuu417772XgQMHcuDAAW666aZTHr99+3Y+++wzxo8fz/vvv+/1Ov/iF7/g7rvv5oUXXuDjjz/u0rX/3//7f5SVlfH8889z6623Ah4j4emnn2b58uUsX76c+fPnd3q+2+2mtrYWQRAICgrq4jvufWJiYggKCiI7Oxur1UpmZiYDBgwgKSnJ7w1hlUrF4MGDSUlJ8ar0V1ZWUlBQQEFBAREREaSlpTFgwAClPNcFiNPp5NixYxw+fJja2lrv9piYGEaMGEFiYqLff8ZbkWWZ4uJijh07BkBAQADDhw/3uyiU5uZmampqfN0NBQUFBQUFBYVzjvPemE9PT+/W8Z9//jkAv/nNb9qEj0+ePJlp06axadMmjh07dlrhnubmZr7//nuSkpK45ZZbvNsFQeCJJ57g66+/5vPPPz+lMa/VanE4HN6Jrj8Z9IGBgYwdO5YjR45QVVXFsWPHqK+vZ+jQoX4ddt+KIAgkJSWRlJTkFQTLz8+ntraWrVu3smvXLgYNGkRqairh4eG+7q5CL1NXV0dubi55eXneUHpRFBk4cKBfCz52hsPhICcnB5PJBHiELAcPHux3KQEnGvL+dH9TUFBQUFBQUDgX8K+ZnR+wY8cODAYDY8eObbev1ZjftWvXaY35zMxMHA4HU6ZMaefJi46OJjU1lX379mG329HpdB22odfr0Wq13gmvIAh+5VVTq9UMGTIEo9HI0aNHMZlM7N69mxEjRhASEuLr7nWZiIgIpk2bxvjx4zly5Ai5ubk0NTVx6NAhDh06REREBOPHj1dCgM9DysvL2b17dxsvfHBwMGlpaaSkpKDX633YuzOjsbGRrKwsnE6nNzUmJibG7yIKzGZzG0NeWTRTUFBQUFBQUOgeijF/AhaLherqalJTUzvMh20VvysoKDhtW4WFhW3OOZn+/ftz6NAhiouLO83BFwSBsLAwAKxWKxqNxq9E8VqJjY0lJCSEnJwcnE4nOp3Op/1svXZ3+6DT6RgxYgTDhw+nrKyMI0eOUFxcTG1tLSqVyi/Hvqc507E7V1GpVNTW1iKKIklJSQwePJj4+Hiv4dvdcfCH8WtdHAwMDGTo0KEYDAaf96kjNBoNKpWKgIAAxZBXUFBQUFBQUDgDFGP+BJqamoDOwz1bt3dFRK+1rc7E61rbaj2uI1oN+cjIyNNez9cEBgYyfvx4X3cDaLsIcqbnJyYmkpiY2IO9Ojc427E714iOjuauu+7qsfb8Yfx0Oh1TpkzxaR+6glarJSkpydfdUPBzfP19Ohfwh/uOv6OMUddQxqlrKOPUNZRxOj09ETV5ThjzGRkZ3tzPrvDhhx+SkZHRex1SUFBQUFBQUFBQUFBQUPAh54Qxf9VVV2E2m7t8/Jl6slu96J153lu3d0WoqbWtzjzvrW35S9k5BQUFBQUFBQUFBQUFhXOHc8KYf+655/rkOgaDgaioKEpKSnC73e3y5ltz5TvLgz+R/v37tznnZAoLC715ugoKCgoKCgoKCgoKCgoK3UH0dQf8jYkTJ2KxWNi7d2+7fZs3bwZgwoQJp21n9OjRaLVatm7d2k54qqqqitzcXEaNGtWpkr2CgoKCgoKCgoKCgoKCQmcoxvxJ3HjjjQC88cYbOBwO7/Zt27axefNmJkyY0K4sXVFRUZv61OAJxZ8zZw7FxcUsWbLEu12WZV577TUkSeKGG27o5XejoKCgoKCgoKCgoKCgcD4iyP5Wr6iH2b17N8uWLQOgrq6OjRs30q9fP8aNGwfAwIEDuf/++9uc8+yzz/L555+TkpLC9OnTqa2t5fvvv0en07F06dJ2peQuvfRSSktLWbt2bRsF9KqqKm688UYqKiq47LLLSE5OZvfu3ezdu5dp06bx7rvvIopt11N27drFunXryMrK4uDBgzQ3N3Pttdfy8ssvd/oeJUli8eLFfPrppxQWFmIwGMjIyODxxx/vUkrA+c5TTz3F8uXLO9w3YMAAfvjhhz7ukX+yf/9+Fi1aRGZmJk6nk5SUFO68807mzZvn6675Na3f/4646aabePHFF/u4R/7H119/zZ49e8jKyiI3Nxen08lLL73Edddd1+Hxzc3NLFq0iNWrV1NdXU1UVBSzZ8/m0Ucf7ZJmicL5yTvvvMP27dvJy8ujvr6egIAAEhISmDdvHjfffDMBAQG+7qJPsVgs/Pjjj6xbt45Dhw5RXl6OVqtlyJAh3HzzzVx11VW+7qLfcCZzrfMZ5fl/err7HLsQqaysZOXKlfz000/k5+dTU1NDaGgoY8eO5b777mPUqFG+7qLPaWxs5O9//zsHDhygpKSEhoYGwsLCGDBgALfddhuzZ8/utsL9OZEzfzYUFRW1M+SKioooKioCPGH1JxvzL774ImlpaXz66ad89NFHGAwGZsyYweOPP97OK38qoqOj+eyzz3jjjTfYuHEj69evJz4+nkcffZT777+/nSEP8MUXX7B8+XICAgKIi4vrUhm8559/ns8++4yUlBRuv/127+LDli1bOlx8uFBZsGABISEhbbYpJTM87Nixg3vvvReNRsPcuXMJDg5m9erV/Pa3v6W0tJRf/epXvu6iXxMcHMydd97ZbvuIESN80Bv/429/+xulpaWEhYURHR3d6eIHeAyS22+/nZycHKZOncrcuXM5dOgQH3zwATt27GDx4sUYDIY+7L2Cv7B06VLCwsKYMmUKERERWCwWdu7cycsvv8xXX33F0qVLL2iDfvfu3SxcuBCj0cjkyZOZPXs2tbW1/Pjjjzz55JP8/PPPfaZB5O+cyVzrfEV5/neN7jzHLlQ++ugj3n33Xfr16+e9TxcWFrJmzRrWrFnD//3f/zFnzhxfd9On1NfX88UXXzBq1ChmzpyJ0WiktraW9evX89hjj3HjjTfyxz/+sXuNygp+xf79++Xc3FzZ5XLJP//8s5yamir//ve/7/T4bdu2yampqfKtt94q2+127/atW7fKaWlp8m233dYX3fZrfv/738upqalycXGxr7vilzidTnnWrFnyiBEj5OzsbO/2pqYmee7cufKwYcPkY8eO+a6Dfs6MGTPkGTNm+Lobfs2WLVvkkpISWZZl+e2335ZTU1PlL774osNj//a3v8mpqanyq6++2uH2v/3tb73eXwX/xGazdbj9d7/7nZyamip//PHHfdwj/yInJ0f+5ptvZIfD0WZ7dXW1PGPGDDk1NVXet2+fj3rnX3R3rnW+ojz/u053nmMXKqtWrZJ37drVbvuuXbvk4cOHyxMnTmxjq1yIuFwu2el0ttve1NQkz5kzR05NTZVzc3O71aaSM+9npKenM3jw4HZK+p3x+eefA/Cb3/wGrVbr3T558mSmTZvGrl27OHbsWK/0VeH8YPv27RQVFXHVVVcxbNgw7/agoCAeeughXC4XX375pQ97qHCuM2XKFBISEk57nCzLfP755xgMBh5++OE2+x544AFCQ0NZtmxZO1FRhQuDzgRjL7/8csBTJeZCZsiQIcybNw+NRtNme2RkJDfddBPgCS9X6P5c63xFef53na4+xy5kZs+ezfjx49ttHz9+PBkZGZhMJg4fPuyDnvkPKpUKtbp9YHxQUBDTpk0Duv8sO+/D7M93duzYgcFgYOzYse32TZs2jU2bNrFr165upQecr2zcuBGz2YxWqyUtLY2JEyde8A9ygJ07dwJ4byInMnXq1DbHKHSMw+Fg+fLlVFZWEhISwtixYxkyZIivu3XOUVBQQFVVFdOmTWsXSq/T6Rg/fjxr166lsLBQ0QNR8LJx40YABg8e7OOe+C+tk0flmadwIsrzX6GvaL0HdWTIKoDdbv//7d17TFf148fxFwgaRCNE7GZekOnQwkyFWd5SCodEoqLzEl5qzRq23Bih0ozmBSWVEp1YmXjLC5L3TXOmTMULoLHUcvWHCaKBplw+KMaH3x9+YfFFfkLfD5zP4fN8/CXnIL52djzv8+Jz3uetU6dOycnJqcnTozmiJmaxWFRUVKQePXo8dICuudltaK17R/PfLyLr2rWrli9frt69exuUyD7UnB9dunSpt8/T01NeXl4O/4nXoxQVFSkuLq7OtsGDB2vp0qVq3769QanMp+Y8a6io15yjlHnHtn79epWWlqqkpES5ubn6+eefNWjQII0ePdroaHapqqpKu3btkpOTk1555RWj48COMP6jJVy7dk0nT56Uj4+PevToYXQcu1BSUqK0tDRZrVbdvHlTmZmZKiwsVHR0dJPvbyjzJlZaWipJDb7duWa7I7/YRZIGDBig4cOHKyAgQF5eXsrPz9e2bdu0adMmzZgxQ3v27NFTTz1ldEzD1JwfTzzxxEP3e3h46Pr16y0ZyVTGjBmjwMBA+fn5qW3btvr999+VkpKizMxMffDBB/ruu++a/GZSR9XYa1rN98Exbdiwoc7Lp8LDw/Xpp5/We7wcD3zxxRe6fPmyxo4dy4006mD8R3O7f/++YmNjVVlZqZiYGJ4O+o+SkhKlpKTUfu3q6qrY2FjNmDGjyT+LMt8MauaFNNaGDRsUFBTUfIFagf/lmI4dO7bOvu7du2vu3Llyc3PTmjVrtH79en388ce2jAsHEh0dXefrPn36KDU1VVOmTFFOTo6OHTumYcOGGRMOsDO2GB+PHDki6cETMadPn1ZSUpLGjx+vb775Rk8//bQt4xrClvcQ27ZtU2pqqnr16qV58+bZKKF94F4LsG9Wq1Vz587V2bNnNX78eJ6e+odOnTrp119/VVVVlQoLC3XgwAGtWLFC586dU3JycpOmI1Dmm0FYWJjKy8sb/f0dOnT4V/9OzW9SG/rkvWZ7a1iXuTmO6bhx47RmzRqdO3fuf4lmeo/6tLOsrKzB39rj4ZydnTVmzBjl5OQoNzeXMt9Ijb2mcT6aly2v5T4+PgoLC1Pnzp0VGRmpxMREJScn2yClsWx1jHbu3Kn58+erR48eWrdunR5//HFbRbQLLXWv1Zox/qO5VFdXKz4+Xnv27FF4eLgSEhKMjmSX2rRpo06dOtUuWZ6UlKTt27dr0qRJjf4ZlPlm0FLruLq7u8vHx0f5+fmqqqqq9+hKzVyo1jC3tDmOac0a8xUVFTb/2WZSc35cuXKl3rrod+7c0V9//aW+ffsakMzcOL+armbeZkPv+aiZu/mw+Z0wh+a4lgcEBMjT07PVvKjLFscoPT1dn3zyifz8/JSWllZ7PWpNWupeqzVj/EdzsFqtmjdvnjIyMhQWFqbExEQ5O7OA2qMMGjRISUlJOnPmTJPKPEfW5AIDA2WxWJSbm1tv3/HjxyU9mDOO+n766SdJcvilRmrOj5rz5Z9OnDgh6cF5hqbJy8uTxPnVFF27dlXHjh2Vm5sri8VSZ9+9e/eUnZ2tjh07UuZRR3l5uUpLS5mL+R/p6emKj4+Xr6+v0tLSeAknGsT4D1v7Z5EPDQ3V0qVLuTY30o0bNyQ1fdURyrzJjR8/XpKUnJysysrK2u1ZWVk6fvy4BgwY4NDL0hUVFemPP/6ot/3GjRtasGCBpAeP6jmygQMH6vnnn9e+fft06dKl2u1lZWVavXq1XFxcFBERYWBC+/Xbb7+ppKSk3vbs7Gx9++23atu2rd544w0DkpmTk5OTIiMjZbFYtGrVqjr7UlNTdefOHUVGRvJCQQdUUFCg/Pz8etvv37+vRYsWyWq1asiQIQYksy87duyoU+S9vb2NjgQ7xvgPW/pnkR85cqSSkpIo8v/l0qVLD53Wcvv2ba1YsUKSmjyWOVVXV1fbJB1sIjs7W+np6ZKkW7du6dixY+rcubP69esnSfL19dV7771X5+/Ex8drx44d8vPz09ChQ3Xz5k0dOHBA7dq109atW5u8XmFrcvr0aU2dOlX9+vWTr6+vPD09VVBQoKNHj8pisSgiIkKLFy92+HJw6tQpvfvuu3J1dVVYWJg8PDx06NAh5efn66OPPtL7779vdES7tHLlSn399dcaOHCgnnvuObVt21aXL1/WiRMn5OzsrISEBEVGRhod03A7duxQTk6OJOny5cu6cOGCXn755dpP2IODgxUcHCzpwZKbkyZN0qVLl/Tqq6+qd+/e+uWXX5SZmSl/f39t2bKl3hr0aP0OHz6sWbNmqX///urSpYu8vLxUXFysrKwsFRYWqlu3btq0aZNDz4vOysrS9OnTVV1drQkTJsjHx6fe9/j7+9f+X3Nk/+Zeq7Vi/G+cpoxjjmrlypVKSUmRu7u7oqKiHvoSt+DgYPn7+xuQzj4sXLhQ6enpCgoK0rPPPis3Nzddu3attpeEhIQoOTm5SdMSKPN2JiMjQ3PmzGlwf2BgoDZu3Fhnm9Vq1ebNm7Vt2zZduXJF7u7uCgoK0uzZsx36U3lJKiws1KpVq5SXl6fr16+rvLxcHh4e6t27t8aNG6fQ0FCjI9qNvLw8ffnllzp//rzu378vPz8/TZ06VeHh4UZHs1tnzpzRli1bdPHiRRUXF6uyslLe3t7q16+fpk2bpoCAAKMj2oW4uDh9//33De6Pjo7WrFmzar8uLS1VSkqKDh48qOLiYnXo0EEhISGKjo7mZUwO6tq1a0pLS9PZs2dVUFCg0tJSubu7q3v37goODtbkyZMd/pc8j7p/kKSIiAglJia2UCL79W/utVozxv9Ha+o45ogedYwkafHixRozZkwLJbI/2dnZ2rlzp86fP68///xTd+/elaenp3r16qXRo0dr1KhRTf6AkTIPAAAAAIDJMGceAAAAAACTocwDAAAAAGAylHkAAAAAAEyGMg8AAAAAgMlQ5gEAAAAAMBnKPAAAAAAAJkOZBwAAAADAZCjzAAAAAACYDGUeAAAAAACTocwDAAAAAGAylHkAAAAAAEyGMg8AAAAAgMlQ5gEAAAAAMBnKPACVl5dr5cqVCgkJ0YsvvqjXX39d27dvlyRlZWWpZ8+eOnr0qLEhAQCAzVRXV2vGjBnq2bOnDh48WGef1WpVVFSUevbsqcOHDxuUEMCjOFVXV1cbHQKAca5fv65p06bp6tWrGjlypDp06KC9e/fq1q1bysjIUGJioiwWi9LT042OCgAAbKioqEjh4eGqqqrS7t279cwzz0iS1q5dq2XLlmnChAn67LPPDE4JoCGUecCBWa1WTZgwQXl5eVq9erVGjBghSTp58qSmT5+uUaNGaf/+/Vq7dq2GDh1qcFoAAGBrP/74o2bOnKn+/ftr48aNunDhgiZOnKjOnTsrIyNDjz32mNERATTAxegAAIxz5MgR5eXlKTQ0tLbIS9ILL7wgSdq/f7/69OlDkQcAoJV67bXXNGXKFG3atEnLly/XDz/8IElatmwZRR6wc5R5wIHt3btXkvT222/X2e7q6lr751mzZrVoJgAA0LJiY2N15swZffXVV5KkOXPmyN/f3+BUAB6FF+ABDiw7O1uenp566aWX6myvmX3Tt29fDR482IBkAACgpbRr105DhgyRJLm5uWns2LEGJwLQGJR5wEGVlpaquLhY3bp1k7Nz3UvBsWPHJEnDhg0zIBkAAGhJ586d0/r16/Xkk0+qoqJCCQkJRkcC0AiUecBBVVRUSFK9In/v3j0tW7ZMktSmTZsWzwUAAFpOWVmZYmJi5OLios2bN2vEiBHau3evdu/ebXQ0AI9AmQccVPv27dWuXTtdvHhRBQUFtdsXLVqkq1evSpJu3bplVDwAANAC5s+fr/z8fMXFxcnPz08LFy5Ux44dlZCQUHs/AMA+UeYBB+Xi4qI333xTd+/e1eTJk7VgwQJFRUVp69at+vDDD+Xm5qb09HStWLFCFovF6LgAAMDGdu3apX379mn48OGaOHGiJMnLy0tLliyRxWJRTEyM/v77b4NTAmgI68wDDsxisejzzz/XoUOHdPv2bXl7e+udd95RVFSUMjIytHTpUlVWVionJ0dOTk5GxwUAADZy9epVvfXWW3J3d9eePXvUvn37OvuXLFmidevWaebMmZo9e7ZBKQH8fyjzAAAAAACYDI/ZAwAAAABgMpR5AAAAAABMhjIPAAAAAIDJUOYBAAAAADAZyjwAAAAAACZDmQcAAAAAwGQo8wAAAAAAmAxlHgAAAAAAk6HMAwAAAABgMpR5AAAAAABMhjIPAAAAAIDJUOYBAAAAADCZ/wNjiU8gIEqKXAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_logistic_prior_predictive(prior_std=10)" ] }, { "cell_type": "markdown", "id": "4d9db458", "metadata": {}, "source": [ "## Statistical models for admissions\n", "Again, the estimator will depend on the estimand" ] }, { "cell_type": "markdown", "id": "17618509-d096-4182-a6cf-1f46f3b34167", "metadata": {}, "source": [ "### Total Causal Effect" ] }, { "cell_type": "code", "execution_count": 17, "id": "a5768e1d-7956-4441-9c7a-541bbf31b7c6", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "G\n", "\n", "G\n", "\n", "\n", "\n", "D\n", "\n", "D\n", "\n", "\n", "\n", "G->D\n", "\n", "\n", "\n", "\n", "\n", "A\n", "\n", "A\n", "\n", "\n", "\n", "G->A\n", "\n", "\n", "\n", "\n", "\n", "D->A\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"G\", \"D\"), (\"G\", \"A\"), (\"D\", \"A\")],\n", " node_props={\n", " \"G\": {\"color\": \"red\"},\n", " \"A\": {\"color\": \"red\"},\n", " },\n", " edge_props={\n", " (\"G\", \"A\"): {\"color\": \"red\"},\n", " (\"D\", \"A\"): {\"color\": \"red\"},\n", " (\"G\", \"D\"): {\"color\": \"red\"},\n", " },\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "markdown", "id": "64c25aa0", "metadata": {}, "source": [ "\n", "**Stratify by only Gender**. Don't stratify by Department b.c. it's a Pipe (mediator) that we do not want to block\n", "\n", "$$\n", "\\begin{align*}\n", "A_i &\\sim \\text{Bernoulli}(p=p_i) \\\\\n", "\\text{logit}(p_i) &= \\alpha[G_i] \\\\\n", "\\alpha &= [\\alpha_0, \\alpha_1] \\\\\n", "\\alpha_j &\\sim \\text{Normal}(0, 1)\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "markdown", "id": "097a9530-76e1-45d2-920d-4b1c3a4dfe65", "metadata": {}, "source": [ "### Direct Causal Effect" ] }, { "cell_type": "code", "execution_count": 18, "id": "6daf47f2-6f05-461b-b8c6-2b61ffed4b98", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "G\n", "\n", "G\n", "\n", "\n", "\n", "D\n", "\n", "D\n", "\n", "\n", "\n", "G->D\n", "\n", "\n", "\n", "\n", "\n", "A\n", "\n", "A\n", "\n", "\n", "\n", "G->A\n", "\n", "\n", "\n", "\n", "\n", "D->A\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"G\", \"D\"), (\"G\", \"A\"), (\"D\", \"A\")],\n", " node_props={\n", " \"G\": {\"color\": \"red\"},\n", " \"A\": {\"color\": \"red\"},\n", " },\n", " edge_props={(\"G\", \"A\"): {\"color\": \"red\"}},\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "markdown", "id": "d3e49eb6", "metadata": {}, "source": [ "\n", "**Stratify by Gender and Department** to block the Pipe\n", "\n", "$$\n", "\\begin{align*}\n", "A_i &\\sim \\text{Bernoulli}(p_i) \\\\\n", "\\text{logit}(p_i) &= \\alpha[G_i, D_i] \\\\\n", "\\alpha &= \\left[{\\begin{array}{cc} \\alpha_{0,0}, \\alpha_{0,1} \\\\ \\alpha_{1,0}, \\alpha_{1,1} \\end{array}}\\right] \\\\\n", "\\alpha_{j,k} &\\sim \\text{Normal}(0, 1)\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "markdown", "id": "7073baff", "metadata": {}, "source": [ "### Fitting Total Causal Effect Model" ] }, { "cell_type": "code", "execution_count": 19, "id": "edf80416", "metadata": {}, "outputs": [], "source": [ "def fit_total_effect_model_admissions(data):\n", " \"\"\"Fit total effect model, stratifying by gender.\n", "\n", " Note\n", " ----\n", " We use the Binomial regression, so simulated observation-level\n", " data from above must be pre-aggregated. (see the function\n", " `aggregate_admissions_data` below). We could have\n", " used a Bernoulli likelihood (Logistic regression) for the simulated\n", " data, but given that we only have aggregates for the real\n", " UC Berkeley data we choose this more general formulation.\n", " \"\"\"\n", "\n", " # Set up observations / coords\n", " n_admitted = data[\"admit\"].values\n", " n_applications = data[\"applications\"].values\n", "\n", " gender_coded, gender = pd.factorize(data[\"applicant.gender\"].values)\n", "\n", " with pm.Model(coords={\"gender\": gender}) as total_effect_model:\n", "\n", " # Mutable data for running any gender-based counterfactuals\n", " gender_coded = pm.Data(\"gender\", gender_coded, dims=\"obs_ids\")\n", "\n", " alpha = pm.Normal(\"alpha\", 0, 1, dims=\"gender\")\n", "\n", " # Record the inverse linked probabilities for reporting\n", " pm.Deterministic(\"p_accept\", pm.math.invlogit(alpha), dims=\"gender\")\n", "\n", " p = pm.math.invlogit(alpha[gender_coded])\n", "\n", " likelihood = pm.Binomial(\n", " \"accepted\", n=n_applications, p=p, observed=n_admitted, dims=\"obs_ids\"\n", " )\n", " total_effect_inference = pm.sample()\n", "\n", " return total_effect_model, total_effect_inference\n", "\n", "\n", "def aggregate_admissions_data(raw_admissions_data):\n", " \"\"\"Aggregate simulated data from `simulate_admissions_data`, which\n", " is in long format to short format, by so that it can be modeled\n", " using Binomial likelihood. We also recode column names to have the\n", " same fields as the UC Berkeley dataset so that we can use the\n", " same model-fitting functions.\n", " \"\"\"\n", "\n", " # Aggregate applications, admissions, and rejections. Rename\n", " # columns to have the same fields as UC Berkeley dataset\n", " applications = raw_admissions_data.groupby([\"gender\", \"department\"]).count().reset_index()\n", " applications.rename(columns={\"accepted\": \"applications\"}, inplace=True)\n", "\n", " admits = raw_admissions_data.groupby([\"gender\", \"department\"]).sum().reset_index()\n", " admits.rename(columns={\"accepted\": \"admit\"}, inplace=True)\n", "\n", " data = applications.merge(admits)\n", " data.loc[:, \"reject\"] = data.applications - data.admit\n", "\n", " # Code gender & department. For easier comparison to lecture,\n", " # we use 1-indexed gender/department indicators like McElreath\n", " data.loc[:, \"applicant.gender\"] = data.gender.apply(lambda x: 2 if x else 1)\n", " data.loc[:, \"dept\"] = data.department.apply(lambda x: 2 if x else 1)\n", "\n", " return data[[\"applicant.gender\", \"dept\", \"applications\", \"admit\", \"reject\"]]\n", "\n", "\n", "def plot_admissions_model_posterior(inference, figsize=(6, 2)):\n", " _, ax = plt.subplots(figsize=figsize)\n", "\n", " # Plot alphas\n", " az.plot_forest(inference, var_names=[\"alpha\"], combined=True, hdi_prob=0.89, ax=ax)\n", "\n", " # Plot inver-linked acceptance probabilities\n", " _, ax = plt.subplots(figsize=figsize)\n", " az.plot_forest(inference, var_names=[\"p_accept\"], combined=True, hdi_prob=0.89, ax=ax)\n", "\n", " return az.summary(inference)" ] }, { "cell_type": "markdown", "id": "88fa3d60", "metadata": {}, "source": [ "### Fit Total Effect model on BIASED simulated admissions" ] }, { "cell_type": "code", "execution_count": 20, "id": "5c18028e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " applicant.gender dept applications admit reject\n", "0 1 1 335 13 322\n", "1 1 2 173 34 139\n", "2 2 1 106 11 95\n", "3 2 2 386 108 278" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SIMULATED_BIASED_ADMISSIONS, _ = simulate_admissions_data(\"biased\")\n", "SIMULATED_BIASED_ADMISSIONS = aggregate_admissions_data(SIMULATED_BIASED_ADMISSIONS)\n", "SIMULATED_BIASED_ADMISSIONS" ] }, { "cell_type": "code", "execution_count": 21, "id": "ad325063", "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]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "60b872d05b3f472dbc2174a382e14b69", "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 1 seconds.\n"
     ]
    }
   ],
   "source": [
    "total_effect_model_simulated_biased, total_effect_inference_simulated_biased = (\n",
    "    fit_total_effect_model_admissions(SIMULATED_BIASED_ADMISSIONS)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ceef7f01",
   "metadata": {},
   "outputs": [
    {
     "data": {
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha[1]-2.2400.151-2.531-1.9580.0020.0023876.02626.01.0
alpha[2]-1.1330.106-1.335-0.9390.0020.0014108.03100.01.0
p_accept[1]0.0970.0130.0710.1210.0000.0003876.02626.01.0
p_accept[2]0.2440.0190.2080.2810.0000.0004108.03100.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "alpha[1] -2.240 0.151 -2.531 -1.958 0.002 0.002 3876.0 \n", "alpha[2] -1.133 0.106 -1.335 -0.939 0.002 0.001 4108.0 \n", "p_accept[1] 0.097 0.013 0.071 0.121 0.000 0.000 3876.0 \n", "p_accept[2] 0.244 0.019 0.208 0.281 0.000 0.000 4108.0 \n", "\n", " ess_tail r_hat \n", "alpha[1] 2626.0 1.0 \n", "alpha[2] 3100.0 1.0 \n", "p_accept[1] 2626.0 1.0 \n", "p_accept[2] 3100.0 1.0 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_admissions_model_posterior(total_effect_inference_simulated_biased, (6, 1.5))" ] }, { "cell_type": "markdown", "id": "76e4e32c", "metadata": {}, "source": [ "### Fit Total Effect model on UNBIASED simulated admissions" ] }, { "cell_type": "code", "execution_count": 23, "id": "0611d91a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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applicant.genderdeptapplicationsadmitreject
01133533302
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\n", "
" ], "text/plain": [ " applicant.gender dept applications admit reject\n", "0 1 1 335 33 302\n", "1 1 2 173 60 113\n", "2 2 1 106 8 98\n", "3 2 2 386 111 275" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SIMULATED_UNBIASED_ADMISSIONS, _ = simulate_admissions_data(\"unbiased\")\n", "SIMULATED_UNBIASED_ADMISSIONS = aggregate_admissions_data(SIMULATED_UNBIASED_ADMISSIONS)\n", "SIMULATED_UNBIASED_ADMISSIONS" ] }, { "cell_type": "code", "execution_count": 24, "id": "fe17e9b2", "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]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "df8bb3c8ef124cfa87cdfffb1b092b79", "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 1 seconds.\n"
     ]
    }
   ],
   "source": [
    "total_effect_model_simulated_unbiased, total_effect_inference_simulated_unbiased = (\n",
    "    fit_total_effect_model_admissions(SIMULATED_UNBIASED_ADMISSIONS)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "18613e46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha[1]-1.4810.112-1.694-1.2640.0020.0013700.02457.01.0
alpha[2]-1.1320.107-1.327-0.9370.0020.0014389.02864.01.0
p_accept[1]0.1860.0170.1500.2150.0000.0003700.02457.01.0
p_accept[2]0.2440.0200.2100.2810.0000.0004389.02864.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "alpha[1] -1.481 0.112 -1.694 -1.264 0.002 0.001 3700.0 \n", "alpha[2] -1.132 0.107 -1.327 -0.937 0.002 0.001 4389.0 \n", "p_accept[1] 0.186 0.017 0.150 0.215 0.000 0.000 3700.0 \n", "p_accept[2] 0.244 0.020 0.210 0.281 0.000 0.000 4389.0 \n", "\n", " ess_tail r_hat \n", "alpha[1] 2457.0 1.0 \n", "alpha[2] 2864.0 1.0 \n", "p_accept[1] 2457.0 1.0 \n", "p_accept[2] 2864.0 1.0 " ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_admissions_model_posterior(total_effect_inference_simulated_unbiased, (6, 1.5))" ] }, { "cell_type": "markdown", "id": "8c65af10", "metadata": {}, "source": [ "## Fitting Direct Causal Effect Model" ] }, { "cell_type": "code", "execution_count": 26, "id": "4308f18f", "metadata": {}, "outputs": [], "source": [ "def fit_direct_effect_model_admissions(data):\n", " \"\"\"Fit total effect model, stratifying by gender.\n", "\n", " Note\n", " ----\n", " We use the Binomial likelihood, so simulated observation-level data from\n", " above must be pre-aggregated. (see the function `aggregate_admissions_data`\n", " below). We could have used a Bernoulli likelihood for the simulated data,\n", " but given that we only have aggregates for the real UC Berkeley data we\n", " choose this more general formulation.\n", " \"\"\"\n", "\n", " # Set up observations / coords\n", " n_admitted = data[\"admit\"].values\n", " n_applications = data[\"applications\"].values\n", "\n", " department_coded, department = pd.factorize(data[\"dept\"].values)\n", " gender_coded, gender = pd.factorize(data[\"applicant.gender\"].values)\n", "\n", " with pm.Model(coords={\"gender\": gender, \"department\": department}) as direct_effect_model:\n", "\n", " # Mutable data for running any gender-based or department-based counterfactuals\n", " gender_coded = pm.Data(\"gender\", gender_coded, dims=\"obs_ids\")\n", " department_coded = pm.Data(\"department\", department_coded, dims=\"obs_ids\")\n", " n_applications = pm.Data(\"n_applications\", n_applications, dims=\"obs_ids\")\n", "\n", " alpha = pm.Normal(\"alpha\", 0, 1, dims=[\"department\", \"gender\"])\n", "\n", " # Record inverse linked probabilities for reporting\n", " pm.Deterministic(\"p_accept\", pm.math.invlogit(alpha), dims=[\"department\", \"gender\"])\n", "\n", " p = pm.math.invlogit(alpha[department_coded, gender_coded])\n", "\n", " likelihood = pm.Binomial(\n", " \"accepted\", n=n_applications, p=p, observed=n_admitted, dims=\"obs_ids\"\n", " )\n", " direct_effect_inference = pm.sample()\n", "\n", " return direct_effect_model, direct_effect_inference" ] }, { "cell_type": "markdown", "id": "1f16dd0f", "metadata": {}, "source": [ "### Fit Direct Effect model to BIASED simulated admissions data" ] }, { "cell_type": "code", "execution_count": 27, "id": "4e3e36e3", "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]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9d6f4c515a9849c4a87e50fcfdd62879", "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 1 seconds.\n"
     ]
    }
   ],
   "source": [
    "direct_effect_model_simulated_biased, direct_effect_inference_simulated_biased = (\n",
    "    fit_direct_effect_model_admissions(SIMULATED_BIASED_ADMISSIONS)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a670d7b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha[1, 1]-3.0210.256-3.505-2.5630.0030.0027099.02936.01.0
alpha[1, 2]-1.9970.278-2.516-1.4880.0030.0036422.03414.01.0
alpha[2, 1]-1.3710.188-1.733-1.0340.0020.0027865.03270.01.0
alpha[2, 2]-0.9380.114-1.145-0.7220.0010.0017740.03283.01.0
p_accept[1, 1]0.0480.0110.0290.0720.0000.0007099.02936.01.0
p_accept[1, 2]0.1230.0290.0670.1760.0000.0006422.03414.01.0
p_accept[2, 1]0.2040.0300.1480.2590.0000.0007865.03270.01.0
p_accept[2, 2]0.2820.0230.2390.3240.0000.0007740.03283.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "alpha[1, 1] -3.021 0.256 -3.505 -2.563 0.003 0.002 7099.0 \n", "alpha[1, 2] -1.997 0.278 -2.516 -1.488 0.003 0.003 6422.0 \n", "alpha[2, 1] -1.371 0.188 -1.733 -1.034 0.002 0.002 7865.0 \n", "alpha[2, 2] -0.938 0.114 -1.145 -0.722 0.001 0.001 7740.0 \n", "p_accept[1, 1] 0.048 0.011 0.029 0.072 0.000 0.000 7099.0 \n", "p_accept[1, 2] 0.123 0.029 0.067 0.176 0.000 0.000 6422.0 \n", "p_accept[2, 1] 0.204 0.030 0.148 0.259 0.000 0.000 7865.0 \n", "p_accept[2, 2] 0.282 0.023 0.239 0.324 0.000 0.000 7740.0 \n", "\n", " ess_tail r_hat \n", "alpha[1, 1] 2936.0 1.0 \n", "alpha[1, 2] 3414.0 1.0 \n", "alpha[2, 1] 3270.0 1.0 \n", "alpha[2, 2] 3283.0 1.0 \n", "p_accept[1, 1] 2936.0 1.0 \n", "p_accept[1, 2] 3414.0 1.0 \n", "p_accept[2, 1] 3270.0 1.0 \n", "p_accept[2, 2] 3283.0 1.0 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_admissions_model_posterior(direct_effect_inference_simulated_biased)" ] }, { "cell_type": "markdown", "id": "5f17b9ca", "metadata": {}, "source": [ "For comparison, here's the ground truth biased admission rates, which we're able to mostly recover:" ] }, { "cell_type": "code", "execution_count": 29, "id": "953604c8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.05, 0.1 ],\n", " [0.2 , 0.3 ]])" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Department x Gender\n", "BIASED_ACCEPTANCE_RATES" ] }, { "cell_type": "markdown", "id": "dfb86b53", "metadata": {}, "source": [ "### Fit Direct Effect model to UNBIASED simulated admissions data" ] }, { "cell_type": "code", "execution_count": 30, "id": "013d2f54", "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]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "89a0072bca31483e976cccf60b510ebb", "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 1 seconds.\n"
     ]
    }
   ],
   "source": [
    "direct_effect_model_simulated_unbiased, direct_effect_inference_simulated_unbiased = (\n",
    "    fit_direct_effect_model_admissions(SIMULATED_UNBIASED_ADMISSIONS)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4a3c0ce2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha[1, 1]-2.1550.175-2.460-1.8050.0020.0025264.03200.01.0
alpha[1, 2]-2.2760.313-2.901-1.7220.0040.0035684.02986.01.0
alpha[2, 1]-0.6180.161-0.919-0.3220.0020.0017013.03158.01.0
alpha[2, 2]-0.8980.114-1.114-0.6840.0010.0016859.03242.01.0
p_accept[1, 1]0.1050.0160.0760.1360.0000.0005264.03200.01.0
p_accept[1, 2]0.0960.0270.0500.1480.0000.0005684.02986.01.0
p_accept[2, 1]0.3510.0360.2840.4190.0000.0007013.03158.01.0
p_accept[2, 2]0.2900.0230.2430.3310.0000.0006859.03242.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "alpha[1, 1] -2.155 0.175 -2.460 -1.805 0.002 0.002 5264.0 \n", "alpha[1, 2] -2.276 0.313 -2.901 -1.722 0.004 0.003 5684.0 \n", "alpha[2, 1] -0.618 0.161 -0.919 -0.322 0.002 0.001 7013.0 \n", "alpha[2, 2] -0.898 0.114 -1.114 -0.684 0.001 0.001 6859.0 \n", "p_accept[1, 1] 0.105 0.016 0.076 0.136 0.000 0.000 5264.0 \n", "p_accept[1, 2] 0.096 0.027 0.050 0.148 0.000 0.000 5684.0 \n", "p_accept[2, 1] 0.351 0.036 0.284 0.419 0.000 0.000 7013.0 \n", "p_accept[2, 2] 0.290 0.023 0.243 0.331 0.000 0.000 6859.0 \n", "\n", " ess_tail r_hat \n", "alpha[1, 1] 3200.0 1.0 \n", "alpha[1, 2] 2986.0 1.0 \n", "alpha[2, 1] 3158.0 1.0 \n", "alpha[2, 2] 3242.0 1.0 \n", "p_accept[1, 1] 3200.0 1.0 \n", "p_accept[1, 2] 2986.0 1.0 \n", "p_accept[2, 1] 3158.0 1.0 \n", "p_accept[2, 2] 3242.0 1.0 " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_admissions_model_posterior(direct_effect_inference_simulated_unbiased)" ] }, { "cell_type": "markdown", "id": "280fab46", "metadata": {}, "source": [ "For comparison, here's the ground truth unbiased admission rates, which were able to recover:" ] }, { "cell_type": "code", "execution_count": 32, "id": "adf2cec3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.1, 0.1],\n", " [0.3, 0.3]])" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Department x Gender\n", "UNBIASED_ACCEPTANCE_RATES" ] }, { "cell_type": "markdown", "id": "c8f71e81", "metadata": {}, "source": [ "# 4. Analyze the UC Berkeley Admissions data" ] }, { "cell_type": "markdown", "id": "f8111520-19b8-4f1e-8871-e31c67c152e7", "metadata": {}, "source": [ "### Review of the counts dataset\n", "- we'll use these counts data to model log odds of acceptance rate for gender/department\n", "- note that we'll be using Binomial Regression, which is equivalent to Bernoulli regression, but operates on aggregate counts, as oppose to individual binary trials\n", " - The examples above were actually implemented as Binomial Regression so that we can re-use code and demonstrate general patterns of analysis\n", " - Either way, you'll get the same inference using both approaches" ] }, { "cell_type": "code", "execution_count": 33, "id": "f9f74b6e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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deptapplicant.genderadmitrejectapplications
1Amale512313825
2Afemale8919108
3Bmale353207560
4Bfemale17825
5Cmale120205325
6Cfemale202391593
7Dmale138279417
8Dfemale131244375
9Emale53138191
10Efemale94299393
11Fmale22351373
12Ffemale24317341
\n", "
" ], "text/plain": [ " dept applicant.gender admit reject applications\n", "1 A male 512 313 825\n", "2 A female 89 19 108\n", "3 B male 353 207 560\n", "4 B female 17 8 25\n", "5 C male 120 205 325\n", "6 C female 202 391 593\n", "7 D male 138 279 417\n", "8 D female 131 244 375\n", "9 E male 53 138 191\n", "10 E female 94 299 393\n", "11 F male 22 351 373\n", "12 F female 24 317 341" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ADMISSIONS" ] }, { "cell_type": "markdown", "id": "0dc8e59e", "metadata": {}, "source": [ "### Fit Total Effect model to UC Berkeley admissions data\n", "\n", "> Don't forget to look at diagnostics, which we'll skip here" ] }, { "cell_type": "code", "execution_count": 34, "id": "3f2fe57d", "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]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e6005b798cc84ed6b0cfa4c5405513a7", "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 1 seconds.\n"
     ]
    }
   ],
   "source": [
    "total_effect_model, total_effect_inference = fit_total_effect_model_admissions(ADMISSIONS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a4e3f173",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha[male]-0.2210.038-0.294-0.1510.0010.0004202.02936.01.0
alpha[female]-0.8280.050-0.917-0.7320.0010.0013905.02831.01.0
p_accept[male]0.4450.0090.4270.4620.0000.0004202.02936.01.0
p_accept[female]0.3040.0110.2860.3250.0000.0003905.02831.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "alpha[male] -0.221 0.038 -0.294 -0.151 0.001 0.000 4202.0 \n", "alpha[female] -0.828 0.050 -0.917 -0.732 0.001 0.001 3905.0 \n", "p_accept[male] 0.445 0.009 0.427 0.462 0.000 0.000 4202.0 \n", "p_accept[female] 0.304 0.011 0.286 0.325 0.000 0.000 3905.0 \n", "\n", " ess_tail r_hat \n", "alpha[male] 2936.0 1.0 \n", "alpha[female] 2831.0 1.0 \n", "p_accept[male] 2936.0 1.0 \n", "p_accept[female] 2831.0 1.0 " ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_admissions_model_posterior(total_effect_inference, figsize=(6, 1.5))" ] }, { "cell_type": "markdown", "id": "c410f5c5", "metadata": {}, "source": [ "### Total Causal Effect" ] }, { "cell_type": "code", "execution_count": 36, "id": "75fd2fe4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Total Causal Effect\n", "female_p_accept = total_effect_inference.posterior[\"p_accept\"].sel(gender=\"female\")\n", "male_p_accept = total_effect_inference.posterior[\"p_accept\"].sel(gender=\"male\")\n", "contrast = male_p_accept - female_p_accept\n", "\n", "plt.subplots(figsize=(8, 3))\n", "az.plot_dist(contrast)\n", "plt.axvline(0, linestyle=\"--\", color=\"black\", label=\"No difference\")\n", "plt.xlabel(\"gender contrast (acceptance probability)\")\n", "plt.ylabel(\"density\")\n", "plt.title(\n", " \"Total Causal Effect (Experienced Discrimination):\\npositive values indicate male advantage\"\n", ")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "e2ddbf76", "metadata": {}, "source": [ "### Fit Direct Effect model to UC Berkeley admissions data" ] }, { "cell_type": "code", "execution_count": 37, "id": "9aaf654c", "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]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "56a39e50653244f98956d6f11b5e0ae4", "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 1 seconds.\n"
     ]
    }
   ],
   "source": [
    "direct_effect_model, direct_effect_inference = fit_direct_effect_model_admissions(ADMISSIONS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "84ae940b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha[A, male]0.4900.0720.3530.6200.0010.0015850.03067.01.0
alpha[A, female]1.4740.2431.0291.9370.0030.0025579.02964.01.0
alpha[B, male]0.5310.0870.3770.7030.0010.0015106.02554.01.0
alpha[B, female]0.6570.395-0.0751.3870.0050.0046701.03242.01.0
alpha[C, male]-0.5320.115-0.743-0.3100.0010.0015940.03091.01.0
alpha[C, female]-0.6600.086-0.831-0.5060.0010.0015786.03051.01.0
alpha[D, male]-0.6980.102-0.892-0.5130.0010.0016055.03004.01.0
alpha[D, female]-0.6180.108-0.828-0.4250.0010.0016215.02943.01.0
alpha[E, male]-0.9350.158-1.239-0.6450.0020.0025672.02865.01.0
alpha[E, female]-1.1460.119-1.364-0.9280.0020.0015891.02814.01.0
alpha[F, male]-2.6670.205-3.057-2.2910.0030.0025224.02612.01.0
alpha[F, female]-2.4990.195-2.863-2.1310.0030.0026109.03036.01.0
p_accept[A, male]0.6200.0170.5870.6500.0000.0005850.03067.01.0
p_accept[A, female]0.8110.0370.7420.8780.0000.0005579.02964.01.0
p_accept[B, male]0.6290.0200.5950.6700.0000.0005106.02554.01.0
p_accept[B, female]0.6530.0860.4880.8050.0010.0016701.03242.01.0
p_accept[C, male]0.3700.0270.3220.4230.0000.0005940.03091.01.0
p_accept[C, female]0.3410.0190.3030.3760.0000.0005786.03051.01.0
p_accept[D, male]0.3330.0230.2910.3740.0000.0006055.03004.01.0
p_accept[D, female]0.3510.0250.3040.3950.0000.0006215.02943.01.0
p_accept[E, male]0.2830.0320.2220.3410.0000.0005672.02865.01.0
p_accept[E, female]0.2420.0220.2040.2830.0000.0005891.02814.01.0
p_accept[F, male]0.0660.0120.0430.0890.0000.0005224.02612.01.0
p_accept[F, female]0.0770.0140.0520.1030.0000.0006109.03036.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", "alpha[A, male] 0.490 0.072 0.353 0.620 0.001 0.001 \n", "alpha[A, female] 1.474 0.243 1.029 1.937 0.003 0.002 \n", "alpha[B, male] 0.531 0.087 0.377 0.703 0.001 0.001 \n", "alpha[B, female] 0.657 0.395 -0.075 1.387 0.005 0.004 \n", "alpha[C, male] -0.532 0.115 -0.743 -0.310 0.001 0.001 \n", "alpha[C, female] -0.660 0.086 -0.831 -0.506 0.001 0.001 \n", "alpha[D, male] -0.698 0.102 -0.892 -0.513 0.001 0.001 \n", "alpha[D, female] -0.618 0.108 -0.828 -0.425 0.001 0.001 \n", "alpha[E, male] -0.935 0.158 -1.239 -0.645 0.002 0.002 \n", "alpha[E, female] -1.146 0.119 -1.364 -0.928 0.002 0.001 \n", "alpha[F, male] -2.667 0.205 -3.057 -2.291 0.003 0.002 \n", "alpha[F, female] -2.499 0.195 -2.863 -2.131 0.003 0.002 \n", "p_accept[A, male] 0.620 0.017 0.587 0.650 0.000 0.000 \n", "p_accept[A, female] 0.811 0.037 0.742 0.878 0.000 0.000 \n", "p_accept[B, male] 0.629 0.020 0.595 0.670 0.000 0.000 \n", "p_accept[B, female] 0.653 0.086 0.488 0.805 0.001 0.001 \n", "p_accept[C, male] 0.370 0.027 0.322 0.423 0.000 0.000 \n", "p_accept[C, female] 0.341 0.019 0.303 0.376 0.000 0.000 \n", "p_accept[D, male] 0.333 0.023 0.291 0.374 0.000 0.000 \n", "p_accept[D, female] 0.351 0.025 0.304 0.395 0.000 0.000 \n", "p_accept[E, male] 0.283 0.032 0.222 0.341 0.000 0.000 \n", "p_accept[E, female] 0.242 0.022 0.204 0.283 0.000 0.000 \n", "p_accept[F, male] 0.066 0.012 0.043 0.089 0.000 0.000 \n", "p_accept[F, female] 0.077 0.014 0.052 0.103 0.000 0.000 \n", "\n", " ess_bulk ess_tail r_hat \n", "alpha[A, male] 5850.0 3067.0 1.0 \n", "alpha[A, female] 5579.0 2964.0 1.0 \n", "alpha[B, male] 5106.0 2554.0 1.0 \n", "alpha[B, female] 6701.0 3242.0 1.0 \n", "alpha[C, male] 5940.0 3091.0 1.0 \n", "alpha[C, female] 5786.0 3051.0 1.0 \n", "alpha[D, male] 6055.0 3004.0 1.0 \n", "alpha[D, female] 6215.0 2943.0 1.0 \n", "alpha[E, male] 5672.0 2865.0 1.0 \n", "alpha[E, female] 5891.0 2814.0 1.0 \n", "alpha[F, male] 5224.0 2612.0 1.0 \n", "alpha[F, female] 6109.0 3036.0 1.0 \n", "p_accept[A, male] 5850.0 3067.0 1.0 \n", "p_accept[A, female] 5579.0 2964.0 1.0 \n", "p_accept[B, male] 5106.0 2554.0 1.0 \n", "p_accept[B, female] 6701.0 3242.0 1.0 \n", "p_accept[C, male] 5940.0 3091.0 1.0 \n", "p_accept[C, female] 5786.0 3051.0 1.0 \n", "p_accept[D, male] 6055.0 3004.0 1.0 \n", "p_accept[D, female] 6215.0 2943.0 1.0 \n", "p_accept[E, male] 5672.0 2865.0 1.0 \n", "p_accept[E, female] 5891.0 2814.0 1.0 \n", "p_accept[F, male] 5224.0 2612.0 1.0 \n", "p_accept[F, female] 6109.0 3036.0 1.0 " ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fancier plot of department/gender acceptance probability distributions\n", "_, ax = plt.subplots(figsize=(10, 5))\n", "for ii, dept in enumerate(ADMISSIONS.dept.unique()):\n", " color = f\"C{ii}\"\n", " for gend in ADMISSIONS[\"applicant.gender\"].unique():\n", " label = f\"{dept}:{gend}\"\n", " linestyle = \"-.\" if gend == \"female\" else \"-\"\n", " post = direct_effect_inference.posterior[\"p_accept\"].sel(department=dept, gender=gend)\n", " az.plot_dist(post, label=label, color=color, plot_kwargs={\"linestyle\": linestyle})\n", "plt.xlabel(\"acceptance probability\")\n", "plt.legend(title=\"Deptartment:Gender\");" ] }, { "cell_type": "markdown", "id": "d84c4b0b", "metadata": {}, "source": [ "### Direct Causal Effect" ] }, { "cell_type": "code", "execution_count": 40, "id": "2df7d171", "metadata": {}, "outputs": [ { "data": { "image/png": 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YVFVV1bS0NPP9p2nTpjmujYIcb1XNujf99ddfOaafPXtWffLJJ1W9Xq8ePHgwR/wF+d6Yrsfbj5c1y5cvV/V6vdqlSxeL6daOW0ZGhtq8eXO1bt266h9//GGxfEZGhrpjxw710KFDFtOXLl2q6vV6tWHDhurGjRvNx1lVVTUmJkZdvHixGhUVlWO/derUUfv27WtxfZqO9Z2+96bj1ahRI3XTpk3m6devX1c7deqk6vV69Y033lCbNm2q7t+/3zz/3Llz6sMPP6zq9Xp1165dFtvM7TozxVG3bl21SZMmFutFRESoTz31lKrX69XZs2fniHPDhg1qaGhojmNoui916NDB4lipau7fg+xyuxft2LHDHGv238iEhAR12LBh5uOZkpJisZ7p97NevXrqwoULzddvenq6Onr0aFWv16t9+vTJNZ6vv/7a6rND9ljzcp0K25JqYKJUKF++PEC+qwZ5eXkxZ84cPDw8zNMcHByIjo5m6dKluLq6smDBAoselBwdHZk0aRINGjTg1KlTHDlyxDxv1apVXLt2jRo1avDVV1+Z4zJp1qwZTz/9dAE+oXU3b94EKHBXsbVr16Zt27YWJToAlStXNrcB2rRp070F+a+QkBAAXnnlFVxcXCzm1ahRg759+1pMK1OmDD179rQ4NwBubm5MmjSJChUq8Ntvv1mtqnYvbq8KlP2/N954o1D39fnnn6OqKh999FGO0pM+ffrw0ksvkZSUxJo1a8zTg4KCCAwMxN7enm+++YaGDRtarFe1alUGDx5cqHGaqkjktUTAmho1avDee++ZSysUReHNN9/Ex8eHiIgIiy6hr1y5AsCzzz6b4ztkaq92v7e9+u6778jMzKRDhw4MHjzY/Nbe3t6eyZMnU6tWLRISEnLtECI/xxuy7k2PPPIIWq3WYnrt2rWZNGkSUHj3gvzIz709JiaGuLg49Hp9jt6o7OzsaNeuHc2bNzdPS01N5auvvgJgypQpPPPMMxalIx4eHgwcODBHqQNkdX87d+5ci+szPyVxvXv3pnv37ua/y5cvbx6/KDAwkOHDh/Poo4+a5wcEBPDcc88B8Oeff+Z5P5BVUjl8+HCLTkB8fHx46623ANizZ0+OdXr06EHlypUtptnZ2dGnTx+6du1KWFgYx48fz1ccd2IqUenXr5/Fb6SrqyuzZ8/G09OT8PBwfv31V6vrt2rViiFDhpivX51Ox4QJE7C3t+fEiRPExcVZXc90T7NWDczd3R1fX1/c3d3v6bOJoifVwESpYHpwSUpKytd6nTt3ttpl4e7du0lPT6d9+/Y5HpYANBoNbdu25eTJkxw6dIhmzZoBWWNMALz00ks5EoCiYPq89/Lglp6ezrZt2zh48CDXr18nJSUFVVXN88+dO3fPccJ/VY62bdtGQEBAnqsx/PXXX+zcuZOQkBCSkpIwGo1AVi9oKSkpXLlyJUe1jntxp255C3NMn/DwcE6fPo23t7d5jJLbtW/fnsWLF5urYcF/19jt7Y+KUkxMDMA9/Wg/++yzOarJ6HQ6AgICiIyMJCwszNzjk+k7t3v3bvr06XPfJybW7Nu3D8DqQH+KojBgwAAmT57Mvn37ePPNN3Msk5/jbZKYmMiWLVs4evQokZGRpKamoqqquc1GYd0L8sN0f87Lvd3Lywt7e3tCQkI4d+4ctWvXvuPyx44dIzY2lnLlyuX7JVLLli3vqWvi3r1755iW/aXYneab2lLd6/5MVapya7dy6dIlNm/ezPnz54mLizO/GDK1Hzl37lyhdGOelJRkTnysXe9OTk4899xzLFy4kH379ln9LNaqf3t5eeHn50dwcDBhYWFW71+madaS4fHjx5vb4YiSTZIVUSokJycDWW9h8iO3h9zz588DcOLECV544QWry0RFRQH/lW7Af93YFqT9SEGYSihSUlIKtP61a9d49dVXCQ4OznWZ3N5I5deLL77Ixo0b+eqrr/j5559p1aoVzZo1o0WLFlZ/9NPT0xk1apS5sXhuYmNjCyU+k/x2XVxQpmssLS0t12ssLS0NsH6N3V6iUpRMcdxLAl6lShWr0729vYH/vsMAHTt2xM/Pj7179/L444/z+OOP06xZMx5++GFq1apV4BhKi/j4ePPDU273KFPibCqxvF1+jjfAmTNneP3114mIiMg1rsK6F+RHfu7tWq2WAQMG8N1339GzZ0+aNGlCixYtaNasGU2bNs1R8mFqbP/QQw/lu11e9erV87X87aydH1MHKV5eXlY/r6mEJ78v5Tw9Pa22gcztWgBYuHAhn3/+ufnlkDWFdT2EhoZiNBqxt7fPUZpjci/Xe3BwsNXPCP/11Gi6x4nSSZIVUSqY3vRYK66/k9ze2Jp6XLl+/XquvZCYZL/JJSYmAnlrHF8YfH19OXv2bIHetEFWA8Lg4GAaNmzIiBEjqFOnDu7u7uh0OjIzM6lXr16hVbOqU6cOP/zwA/PmzePAgQP89NNP/PTTTyiKwmOPPcaECRMsHswWLVpEYGAgPj4+jBkzhubNm+Pj42N+YH7hhRc4duxYoVcDKy6maywxMdHcwDs31q6xgg4gWhAeHh5ERkZa7Ykor3L7rpkeErOX5jk7O7NixQrmzp3Ltm3b2LJli7kXq5o1azJmzBjatWtX4FhKuuwPVqYHytuZOpbI7cE1P8fbYDDw1ltvERERQZs2bXjttdeoWbMmbm5uaLVarly5QufOnW3yXTNVz8nrvX3MmDH4+vqyYsUKjhw5Yq6m6+rqSr9+/RgxYoT5HnIv36V7HUTQ2vkxlTbndu7y26jeJLdYc0vQDh8+zKeffopWq2X06NG0b9+eihUr4uTkhKIofPbZZ3z99deFdj2YrmEvL69cP2NhXu/ZmRKukji4qMg7SVZEiWc0Gs1FyPfSW1F2ppv70KFDGTVqVJ7Xc3FxIS4u7p4e6vKjcePG7Nq1y6KaUF7dvHmTgwcP4uTkxKJFi3K0DcktSTP9mOR288/tDRZklTh99913JCUlcezYMQ4ePMivv/7K3r17GThwIL/++qv5wcFUP3769Ok8/vjjObZ148aNu37Gksx0jTVp0iRfpTmm0rT4+PgiicsaLy8vIiMji/XNevny5Zk+fToffvghp0+f5uDBg2zbto1Tp04xbNgwVq5cWWylS3e75gtaspmb7A+XuQ3ieuvWLYAc7b8KIigoiCtXruDn58f8+fNzlKDd7YVNUTp69CiQ93u7RqPh5Zdf5uWXX+bq1ascOXKEPXv2mHuwSkpKYvLkyYBtvkulgeneO2jQIIYMGZJjfmHfe03nITo6GlVVrSYshXm9Z2cqmc/vi05RskgDe1HiBQYGEhkZiU6no1WrVoWyTVORs7X+5POyXmE2PLyTJ554Ao1Gw5kzZ/K9T9Mby+rVq+dIVIAcDXBNTG+wcmvwGhoaetd9u7i48PjjjzNmzBh+++03qlSpws2bNy0aeprGn2ncuHGO9WNiYiyqRpVGpmvl8uXLd6xqkdt6J06cyPM6BX0ja2KqK5/bGBVFyc7OjoYNGzJkyBDWrVtHt27dMBgMrFu3rthiuNs1b+oQ4HYFPe5ubm7mh6fcjvnFixcBCqXdkum7Vq9ePatV/WzRVgUgIiKCHTt2AFg0Ds+rSpUq0aNHDz799FMWLFgAZI1dYvq+maoUnjx5Ml/fwfvdne69kPv1UNDrvUqVKmg0GtLT03NtP1OY13t2pu/X7e23ROkiyYoo0cLDw5k6dSoAzzzzzD01eMyuTZs26HQ69uzZk2sdWWtMPdD88MMPFgOJ3cm91Jn19/ena9euALz33nt3bb8RGBho/jym/UZFRVl9Y/ztt99a3Yap/nNqaqrVZC57z1V54eTkZO6HP3t9+ezx3W7JkiWlfkRrf39/81gc+Rl0z3SNBQYG5ikxhP96KUpNTc13nABNmzYF4NSpUwVavzCZSlNub1thul4K8hnvtq6pHv3JkydzzEtOTs51oMV7icn04mX58uU55qmqyg8//GCx3L0wxWl6e51dRkYGy5Ytu+d95Fdqairvvvsu6enp+Pv706VLl3vanqkdYWpqqrmEsEmTJnh6enLz5s1ce5l6EJnuF9buvXv37s01WSnofcbFxcWcGFm73lNTU82/K4X1QtIkKCgIwNxJjiidJFkRJVJ0dDTLli3j2WefJTIykpo1axZqrx2+vr68/PLLZGRkMGjQoBwjjquqSlBQEO+//77Fm6DnnnsOPz8/Lly4wIgRI3K8/T9y5Ai//PKLxTTTg9ChQ4cKFOvkyZOpUqUKFy9epG/fvmzfvt08urfJ2bNnGT16NMOHDzdXWalZsybu7u7cuHGDBQsWmBOWtLQ0pk2bluvo6YqimH8wZsyYYVGHeMOGDbm+8X7//ffZsmVLjiozhw8fNo8ynP3tlukBOfs+VFVl48aNLF68+J4G7CspxowZg6IoTJ06lTVr1uSoAx4WFsaCBQv4/fffzdPq169Pp06dSEtL47XXXjP/2JpcuXKF7777zmKa6Ro7cuRIrlWZ7qRly5YoimKuklPUli5dytKlS3M8PF+7do21a9cCOd+E3sv36G7rtmjRAgcHB06dOsVPP/1knh4fH8+4ceNyfUlg6lL84sWL+e5W/dVXX8XOzo7t27ezePFi85v/9PR0PvroI86fP0+ZMmVy7ZwhPxo2bIidnR3Hjh2zSJwTEhIYM2aM1SSmqKSmpvLHH3/Qp08f/vrrL5ydnZk7d26OLpWtuXjxIpMnTyYoKMjiOk9PTzeXrPj5+ZnbJzg4OJi7I3///ff59ddfLdaLi4tj6dKl+T53pZ3p3rto0SKL37egoCAmTJiQ6703e1Kf36qRr732GpDVwUn2LrITExN59913iY6Oxs/PL08Dg+ZVUlIS586dw83NzWo1w5kzZ9K+fXtmzpxZaPsURUParAibW7hwofmtSnp6OjExMeZiasiqCvXBBx/kuyewuxk1ahQRERH88ssvvPTSS/j4+FChQgVzUbXpAfqll14yr+Pq6spXX33F4MGD2bVrF23btqVGjRrY2dlx9epVEhIS6Nmzp0U3mU8++SS7du1iypQprFixwlwla8KECRZdWebG3d2dlStX8tZbb3H48GHeeOMN8yi+Wq2WGzdumN+QVa9e3dxgV6fT8eabbzJ16lTmzp3LihUr8PX1NXcR/OGHHzJx4kSr+xwxYgS7d+9m7969tGrVimrVqhEREUFkZCRTpkxhypQpOdY5fvw4q1atws7OzjwieVRUlPlcPv300zzyyCMW+9i/fz87duygdevWVK1alcjISCIiInjmmWe4fv16gRO8O7nbw9+MGTMsRme+F23atGHSpEl89NFHTJw4kenTp+Pv74+iKNy4ccP8kHj78fzoo4+4desWf//9N3369DE/gJnW8fPzM4/ZAFndHH/22Wds3ryZ48ePU6FCBTQaDT179qRXr153jbNSpUo88sgj/PXXX5w6dYr69esXyufPTXh4OMuWLWP69On4+fnh7e1tHoXcYDCg1+sZOHCgxTpPPvkkFy5cYOjQoQQEBJjvB59++uldx4e527ru7u4MHTqUuXPnMnnyZL788kvKli3LpUuXcHV1ZejQocybNy/Hdr28vHjkkUc4cOAAHTt2pGbNmjg4OFC2bFk+++yzO8ZUp04d3nvvPaZOncrMmTP57rvvqFChAleuXCE+Ph57e3s++eSTexr7xsTHx4eXXnqJxYsXM3bsWObOnYunpyeXLl3CYDDw3nvvWf1O36s9e/aYv29Go5G4uDiuXr1qftlSp04dZs2alecR0DMyMswdd7i5uVG5cmVUVSUsLIyEhAR0Oh3vv/++xToDBgwwj5I+evRopk2bRqVKlYiOjubGjRsYDAY6duz4QLVp6Nu3LytXriQ0NJQnn3ySatWqkZGRQXBwMDVr1qRr164sWbIkx3r16tXD39+fkJAQ2rZtS7Vq1dDpdNSuXZv33nvvjvts164dQ4YMYdGiRYwZM4Y5c+bg7e3N5cuXSU5Oxt3dnc8//9xcClgYtm/fTnp6Or1797Za/dH0rGHqul2UXJKsCJsLCQkxV11ydnbGzc2Nli1b8tBDD/H0008X6hgb2dnZ2TF79my6d+/O6tWrOXHiBGfPnsXNzQ1/f38aN25Mly5dqFatmsV6tWvXZtOmTSxZsoQdO3Zw9epVNBoN5cuXp3v37jz//PMWy/fo0YP4+HjWrl3LlStXzF3a5qfRZ9myZfnhhx/YuXMnmzdv5u+//zY/2Pn4+NClSxeeeOIJOnfujJ3df1/rF198kTJlyrB48WIuXrxIWloa9evXZ9CgQbRu3TrXZKVGjRr8+OOPfPrppxw7dozg4GACAgL48MMPadeundUHm/Hjx7N9+3aOHj3K9evXCQ0NpVy5crRq1YoXX3wxR+9O9evX58cff+Tzzz/n77//Jjg4mKpVqzJkyBD69+9vkSQWprv1zHWnDgQK4sUXX6R58+YsW7aMAwcOcPHiRezt7SlfvjyPPPIInTp1ylFf393dneXLl7N69Wp+/fVXLly4wK1bt8znumfPnhbLV6lSha+//pqFCxdy5swZrl27hqqqPPzww3mO87nnnuOvv/5i06ZNRZ6sPP/887i7u3PgwAFCQ0M5e/Ys7u7uNGjQgKeeeorevXvneGgZMmQIRqORzZs3c/HiRXM1zLxUr8zLum+88Qbu7u6sWLGCK1eukJmZSZcuXXj77bfZv39/rtueM2cOc+bMYd++fZw+fZrMzEz8/PzydBz69etHQEAAixcv5tixY5w7dw5PT0/atm3L66+/Xqjj/rz77ruUL1+eVatWERYWRkpKCo8++ij/+9//cu2R7F5FRUWZX6Q4ODhQpkwZ6tatay49zD4oYl5UrVqVadOmmasqmbpkr1ixIt26dWPQoEE5urhVFIUpU6bQrl07Vq5cyYkTJzh37hxeXl40b96cLl26WO3g4H7m6urKihUrmDNnDrt37yY4OBhfX18GDhzI8OHDrSYqkNW5wcKFC/n00085cuQIQUFB+aquO3r0aJo0acLy5cs5deoUt27dMo+BM3ToUPNYXYVl8+bNgPUxWkTpoqgFqTMghBDivmIwGHjqqae4desWO3bsKPSSTCGEKC5XrlzhySefpFWrVixatMjW4Yh7JG1WhBBCoNVqefvtt4mLizM37hZCiNLo66+/RlVVRo8ebetQRCGQamBCCCGArJ7Ixo4de08j2QshhC0ZDAaqVKnCtGnTCAgIsHU4ohBINTAhhBBCCCFEiSTVwIQQQgghhBAlkiQrQgghhBBCiBJJkhUhhBBCCCFEiSTJihBCCCGEEKJEkmRFiPvcvHnzCAgIsDoCd1Gue78ZN24cAQEBrF+/3tahFJqAgIBi7S1nwIABBAQEcPDgQYvp9+OxLW1yOzelxdWrVwkICKB9+/a2DkUIUcik62IhHlBXr15lw4YN+Pn50atXL1uHI4TNHDx4kEOHDvHwww/TokULW4cjHjByLxbizqRkRYj7nKenJ9WqVcPT09Nienh4OPPnz2fDhg35XlfcH6pVq0a1atVsHQY+Pj5Uq1aNMmXK2GT/hw4dYv78+Rw6dMgm+xcPtrzci4V4kEnJihD3uf79+9O/f/9iX1eUfFu3brV1CACMHj1aRpoWQghhlZSsCCGEEEIIIUokKVkRohCYGin/888/bNq0ie+//55Lly6h0+lo1qwZb731Fnq93uq6ycnJLF26lN9++42wsDA0Gg01atSgR48e9O3bFzu7nF/TI0eOsGTJEo4fP05sbCwuLi54e3vTpEkT+vTpQ6NGjczLzps3j/nz5zN8+HBGjBgBZDWmNVV5OXTokEUjaz8/P3bs2JHrujNnzmTx4sW8+OKLTJ482epnOn/+PE899RReXl78+eefFp8hNjaWJUuWsH37dq5evYqiKNSqVYvevXvTu3dvNJq8vUMZOXIk27Zt491332XQoEFWl9mxYwf/+9//qFu3rrmKhcFgYOfOnWzfvp2goCBu3LhBZmYmFStWpF27dgwePBgvL688xQBZjcM3bNjA9OnTrdY3t3YMs7t06RLffvstBw8eJCIiAhcXFxo2bMjAgQN59NFHcywfExPDokWL2LlzJ+Hh4Wi1Wry8vKhWrRrt27fnxRdfzHPs2a/b7Nq3b094eDjbt2/n1q1bzJ8/nxMnTpCRkUHdunUZMWKE1dgAoqOj+eKLL9i+fTuxsbFUrFiRp59+miFDhuQax92O4eXLl1myZAkHDhzg5s2bODk54efnR9u2bXn++ecpV66cedl9+/axfft2jhw5wo0bN0hJScHX15fHHnuM119/nYoVK1o9BgDz589n/vz55r979uzJjBkzzH+rqsqWLVtYu3YtZ86cISkpCV9fX9q1a8frr7+Oj49Prp/xdlevXqVDhw7m79uaNWv48ccfCQ4Oxs3NjS5duvDWW2/h6uqKwWDg+++/Z926dYSFheHh4cHTTz/NyJEjsbe3t9huamoqgYGBbN++nTNnzhAREQFAlSpV6NKlC6+88grOzs55jtMkKCiIJUuWcOTIEWJiYnBzc6NZs2YMHTqUunXr5mtbYWFh/Pbbb/z555+EhoYSFRWFq6sr9erVY8CAAbRt2zbXdQ8dOsRXX31FUFAQiqJQt25dhg4dStWqVXMsu3PnToYOHUqtWrX49ddfrW7PYDDw+OOPExUVxc8//0zt2rWBrHvY1q1b2bdvH+Hh4cTGxuLh4UGjRo149dVXadKkSY5trV+/nvHjx9OzZ0+mTp3KwoUL+eWXX7hx4wZeXl488cQTvPnmmxbHP6/34vj4eLZt28aOHTu4ePEiN2/eRKfTUb16dZ566in69etn9bcCIDQ0lM8//5z9+/eTkpKCv78/zz//PC+88ILFd71SpUoW6xXm9S7EvZBkRYhC9M033/DJJ5/g4+ND9erVCQ4OZvv27ezbt4/vvvuOZs2aWSwfHR3Nyy+/zPnz59FoNNSqVYvMzEyCgoIICgpi+/btLFiwAAcHB/M6gYGBjBgxAqPRiIeHBwEBAaSkpHDjxg3Wrl2Ls7OzRbJijV6vJzY2lvPnz+Pq6mqRSN3tB6h79+4sXryYrVu38t5776HVanMsY3oweOKJJyx+QC9cuMCgQYPMP7RVq1YlPT2doKAgTpw4wd69e5k7dy6KotwxBlMc27ZtY/PmzbkmK5s3bwagW7du5mmRkZEMGzYMjUaDt7c3VatWJSUlhfDwcL777ju2bt3K6tWrKVu27F1juFdbtmzh3XffJSMjAxcXF2rWrMmtW7fYvXs3e/bs4b333mPAgAHm5RMSEnjuuecIDQ01Hz8HBwdu3LjBvn37OHHiRL6SlbvZtWsXM2bMwMXFhcqVKxMaGsrRo0cZPHgwixcvztEYPTIykhdeeIGwsDDs7OyoVasWKSkpfPHFF5w8eRJVVfMdwy+//MKECRPIyMjA0dGRmjVrkpKSwoULFzh9+jSVKlWySHBee+01jEYjXl5eVKxYEYPBwNWrV1m1ahVbt27lxx9/pGbNmublmzRpwvXr17l+/ToVKlSgQoUK5nn+/v7mf2dkZDBmzBhz1bly5cpRvnx5rly5wvLly9m6dSvLly8vUBugGTNmsGTJEqpUqUKVKlW4fPkyy5cv58KFCyxZsoSRI0cSGBhIjRo1qFixIiEhIXzzzTdERkYyc+ZMi22dOnWK0aNHY2dnR9myZalevTqJiYlcvHiRc+fOERgYyIoVK3B0dMxzfEuXLmXGjBmoqoqHhwe1atXi2rVr5ofnTz/9lM6dO+d5e19//bX5XlWuXDkCAgK4efMme/fuZe/evYwePdpqcrt582bGjBljvvdVqlSJ8+fPM3jwYEaNGpVj+VatWuHh4cGFCxf4559/rPZ899dffxEVFUXNmjXNiQrAxx9/zF9//YWbmxs+Pj6UK1eOa9eu8ccff7Bjxw5mzpzJU089ZfXzZWRk8Oqrr3LkyBFq1qyJn58fV65cYenSpVy4cIHFixebl83rvXjnzp1MnDgRnU5HuXLlzOudOnWKoKAg9u3bx4IFC3K87Dl37hwDBgwgPj4eR0dHatSoQWxsLFOmTOHSpUu5nqOivN6FyDdVCHHP9Hq9qtfr1Xr16qmLFy9WDQaDqqqqmpycrI4ePVrV6/Vqu3bt1JSUFIv1RowYoer1erVbt27qlStXzNODgoLUli1bqnq9Xp01a5bFOt27d1f1er36448/qpmZmebpRqNRPXDggLp9+3aL5b/44gtVr9erX3zxhcX0AwcOqHq9Xu3fv3+unyu3dZ944glVr9erf/75p9X12rdvr+r1evXIkSPmaUlJSWrHjh1VvV6vfvjhh2pCQoJ53oULF9Ru3bqper1e/eGHH3KNJ7u0tDS1adOmql6vVy9fvpxjfnJystqoUSM1ICBAvXbtmnl6fHy8un79ejUmJsZi+bi4OHXq1KmqXq9Xx40bl2N7Y8eOVfV6vbpu3bo8TTfJ7RiePXtWrV+/vtqgQQP1p59+Ml8zqqqq27dvV5s0aaLWqVNHPXv2rHn6d999p+r1evXVV1/NEX94eLi6ZMkSqzHkxnTd3q5du3bm63nhwoXm6yw9Pd18Pffp0yfHesOGDVP1er3as2dPi2O+f/9+tXHjxmq9evVUvV6vHjhwwGK93I5hUFCQeZ1Zs2apSUlJ5nnp6enqr7/+qh4+fNhinVWrVqk3btywmJaSkqIuWLAg1+s9t3OU3SeffKLq9Xq1R48e6pkzZyy2PWXKFFWv16u9evXKdf3bhYWFqXq9Xq1bt67atGlTdf/+/eZ5//zzj/rwww+rer1efeONN9TWrVtb7PPAgQPm43LhwgWL7V69elXdsmWLmpiYaDE9IiLCfL+ZN29ejnj69+9v9dzs3r1bDQgIUFu0aKFu27bNYt7q1avVunXrqo0bN1Zv3ryZ58++a9cu9fjx46rRaLSYfvjwYfWxxx5T69SpY3E/VFVVvXHjhtqoUSNVr9ern3zyiZqRkaGqatZ18PHHH5uPR7t27SzWmzRpkqrX69U5c+ZYjWXcuHGqXq9Xv/rqK4vpv/32m3ru3DmLaUajUf3jjz/URo0aqU2aNLG4h6mqqq5bt878venatavFfenvv/9WmzRpour1enX37t0W6+XlXnz27Fl1586dalpamsX00NBQ9cUXX1T1er26fv16i3kGg8H8ezF48GA1NjbWPG/r1q1q/fr1zcctLCzMYt3Cvt6FuBfSZkWIQvT4448zcOBA89stJycnPv74Y3x8fAgPDze/6QcICQnh999/B2DWrFlUqVLFPK9BgwZMnDgRgBUrVpCYmGixnru7O/369bMo1VAUhRYtWhTLOAOmkorsn8fk+PHjXL16FT8/P4uqEuvWrSM0NJROnToxceJEXF1dzfNq1qzJJ598gqIoLFmyJE8x2Nvb06lTp1zj2LFjB8nJyTRt2tTibXmZMmXo2bMnHh4eFsu7ubkxadIkKlSowG+//UZmZmae4iioL7/8kvT0dMaMGcNzzz1n8Ua0ffv2jBo1CoPBwLJly8zTQ0JCAOjXr1+O+CtWrMgrr7xSqDG2atWKIUOGmK8znU7HhAkTsLe358SJE8TFxZmXvXLlCoGBgUBWVcHsx/zRRx9l5MiRZGRk5Gv/8+bNIyMjg2effZZ33nnHovqMTqejW7duOUor+/bti6+vr8U0R0dHhg4dStOmTTl06BA3b97MVxzR0dEsXboUV1dXFixYQJ06dSy2PWnSJBo0aMCpU6c4cuRIvradmZnJ8OHDLarV6fV6+vbtC2SVpE6aNMliny1atDCXZOzdu9die35+fjz55JO4uLhYTPfx8WHWrFnodDo2bdqU5/g+//xzVFXlo48+ylF60qdPH1566SWSkpJYs2ZNnrfZpk0bGjZsmKMEtVmzZrz55psYDAa2bNliMW/lypUkJyfToEEDc8kRZF0H48ePp3r16lb3ZSr9sHaPSE9P548//gAsS18hq1T49pIYRVHo2LEjL7/8MomJiezcudPqPjMzM5kxY4ZFqUOjRo3o06cPAHv27LG63p3Url2btm3b5qj2V7lyZT7++GOAHOd13759nD9/Hg8PDz799FPc3d3N87p06cKQIUOsfieL8noXoiCkGpgQhchaFRx7e3t69+7NggUL2Lt3L88++yyQ9UOiqipNmza1Wue7S5culC9fnhs3bnDs2DFat24NQIUKFQgNDWXfvn089thjRfuBcvHUU08xb948/vjjDz744AOLH1BTFbCuXbtaPIyYEjPTD/btateujZ+fH2FhYdy4cYPy5cvnKY7169fz66+/Mnz4cIt5pji6d+9udd2//vqLnTt3EhISQlJSEkajEciqapWSksKVK1eoUaPGXWMoiPT0dHbv3o1Wq811XIX27dvz4YcfcvjwYfM0UwIQGBhImzZtcq2jXlisnSsvLy/8/PwIDg4mLCzM/AC0d+9eVFWlefPm1KpVK8d6vXv35pNPPslzwpKamsr+/fsBGDx4cL7iPnnyJNu2bePixYskJiZiMBiArIQKsqrG3J7Q3Mnu3btJT0+nffv2Vq9LjUZD27ZtOXnyJIcOHcqRQN1N7969c0wzVUny8PCgY8eOOebXqVOHzZs3ExYWlmOe0Whkx44d7Nu3j7CwMJKTk81V8BRFISQkhJSUFJycnO4YV3h4OKdPn8bb25sOHTpYXaZ9+/YsXrzY4jrNi+joaDZt2kRQUBBRUVGkpaUBmF/MnDt3zmJ5U1L2wgsvWN1ev379eP/993NMb9asGRUqVODq1ascP37coors7t27SUhIoGHDhhYvi0yuXbvGr7/+yunTp4mJiTFfu9HR0eYYrVUFq1OnDg0aNMgx3TTt6tWrVj/D3aSnp7Nt2zYOHjzI9evXSUlJsahaefsxM31/OnfubLVb8F69elm00TIp6utdiPySZEWIQpTbw61puunNePZ/Z68/n51Go6F69ercuHGDkJAQc7Ly8ssvM3XqVF599VXq1atHy5Ytadq0Kc2bN7corShKVatWpUGDBpw8eZLdu3ebSziMRqO5jvPtScL58+cBmDt3Ll9//bXV7cbExABw8+bNPCUrjzzyCD4+PgQHB3PmzBlz0hcfH29u2N+lSxeLddLT0xk1apS5FCA3sbGxd91/QYWEhJCWloZOp+O1116zuozpISR7KUCvXr347rvvWL9+PXv27OHxxx+nadOmPPLII1SuXLnQ47T2AAfg7e1NcHAwycnJ5mmm6zm3N9yurq74+vrm+UHtypUrZGRk4Obmlus2b6eqKlOnTmXFihV3XC57iVBemK7dEydO5PqwHBUVBZDvUhsvLy+r31tTJw+5nVfT/OznALKu/SFDhvD333/fcb/x8fF3TVZMnzstLS3Xz21KMvLzuffu3ctbb71FQkJCrsvcfo5M19fd7rG3UxSFrl278t133/Hrr79aJCumFxq3l6oAbNiwgffff9/8+fISo8ndzllSUlKu28zNtWvXePXVVwkODs5zPKZjZq2tDmSVwrm6ulqU3EPRXu9CFIQkK0IUIm9vb6vTTY21s/9ImR4y7tTzlGl72dd78cUXcXFxYcmSJZw+fZrTp0/zzTff4ODgwDPPPMO7775bLIPrde/enZMnT/Lrr7+ak5WDBw8SGRmZo7Eq/PfG9PTp03fddmpqap5i0Gg0PPnkkyxbtoxff/3VnKxs27aNjIwM2rRpk+P4Llq0iMDAQHx8fBgzZgzNmzfHx8fHXDr0wgsvcOzYsSKtBmZ6SMvIyODYsWN3XDb7w5Kvry8//fQTc+fOZdeuXWzYsMHcy1mjRo0YN24cjRs3LrQ4c3uYNVVZy/5WNy/Xc9myZfOcrJiul/xcyz///DMrVqzA2dmZd955h8ceewxfX19zY/IxY8awadOmfJ9b0/kyNcS/kzs93FqT2zE2lUrebb56W6cF06dP5++//6ZatWq8/fbbNGzYEE9PT/P13bp1a27evJmnEi7T505MTMzXdXon8fHxvP322yQkJNCjRw/69etHtWrVcHV1RaPRsH//fgYOHJjjHN3t+srt3gtZJbCmzjPGjx+PVqslKSmJXbt2odFo6Nq1q8XyoaGhTJo0ydxQ/umnn6Zy5cq4uLigKApr1qxh4sSJuV5HufW2lteeDq0ZN24cwcHBNGzYkBEjRlCnTh3c3d3R6XRkZmZSr169HPGkpKQA5KgSmJ2Li0uOZKUor3chCkKSFSEKUXR0tNUSAdNbqOw/GqYfNFOVAmusrQfQo0cPevToQWRkJIcPH2bfvn1s2bKF1atXExkZmWvJRWHq2rUrM2fOZNeuXSQmJuLq6nrHN5XOzs7Ex8fz+++/W+1mtKC6d+/OsmXL2LJlC++88w6KoljtBczEVK97+vTpPP744znm37hxI1/7z+2h0eT2N9/w3/n09fXNd/31GjVq8MUXX5Cens7ff//N4cOH2bx5M8ePH+fVV19l06ZNObogLQ75uZ7zwnSM7vT2/Xamczt27Fief/75HPPze25NTJ9t6NChVnudKikyMzPNJZtfffVVjhKpzMxMbt26leftmT53kyZNWLlyZaHEuGfPHuLi4mjcuDEzZszI0W4lt4djZ2dnEhISiI6Otlrid6frrk6dOtSoUYNLly5x6NAhHn30UQIDA0lNTeXRRx/N0QPib7/9RkZGBt26dWPs2LE5tne3B/jCdvPmTQ4ePIiTkxOLFi3K0V4tt3hMia61e5CJtVKe0nK9iweHNLAXohDl1hWkaXr2rlBN/7548aLVdYxGI5cvX86xXnY+Pj507dqVjz76iDVr1qDRaNi5c6d5bIU7yUv3wHdSrlw5Hn74YfO4Dtkbq1prJ2KqpnHhwoV72u/tTPXNr1+/ztGjR4mMjOTQoUM4OjparesfHh4OYLUEIiYmJt/VGkwPBLk9LIWGhuaYVrVqVXQ6HZGRkQWubmZvb0+LFi0YPnw4v/76K02aNCE5OdlqQ+LiYLpGc6umkpSUlK9kwd/fH51OR3x8vPl7cDemUhtr5zYjIyPX7+fdvgumqpqFfe0WtujoaJKTk/Hw8LBade7ChQvm9jt5Yfrcly9fNrfpulem71+jRo2sHvfb212YmK6v3K6FO3XDC/+9uDAltHdq03ane8SdYiyou11/165dA7KqWN6eqEDOcZJMTMcst/nXrl3LUaoCped6Fw8OSVaEKETW6sqnp6ezdu1aAIsG8a1atUJRFI4ePcqZM2dyrPf7779z48YNnJ2drQ5AdruaNWuaq8zkJVkxVY3Ja5Ura0w/9Js3bza/MX3ooYesvvk09SS0bNmyAo23cSemB5Fff/2VLVu2YDAYaNeundXqD6bPbe0t/5IlS/L1MAf/1U8/efJkjnk3btzI0VsTZCU4rVq1wmg0snz58nztzxqtVmtuvJuXc18UWrVqBcDhw4etJuBr1qzJV29gjo6O5m1mH5fibuuA9XO7fv36XBNK0zhGuX0X2rRpg06nY8+ePRbtzkoa0+dPTEy0+lm+/fbbfG3P39/fPJ7Hxo0bCyNE87G2VsITExNjvlfeznTvXLVqldX5dyv5MTWE/+OPP7h58yb79+/H3t7e6vgwd4rx0qVLufYCVlB3uxdnv66t3TtzO6+mY/b7779bTUrWr19vdb3Scr2LB4ckK0IUot27d/P999+bf1BSU1OZNGkSERERVKhQwaJaUtWqVc0/lGPHjrXo1ef06dNMmzYNyGqjYmqAm5iYyKhRozh48KDFm05TF7dxcXE4OzvnaaAuU1Whixcv3rEKxZ106dIFe3t79u/fz48//gjk3vtW3759qVy5MgcPHmTMmDE5HqqTkpLYsmUL06dPz3ccpgeRrVu38ssvv9wxjqZNmwJZA/GZqkCoqsrGjRtZvHixxQCceWHq+GD79u3s3r3bPD0iIoIxY8bkmvy8+eab2Nvbs2DBAhYtWpTjQSUiIoLvv//e4iHss88+Y82aNcTHx1sse/78eX777TeAfI8mXliqVq1Khw4dUFWVsWPHWpSiHDx4kPnz56PT6fK1zWHDhqHT6VizZg2ffvqpuQ4+ZJWUbNmyxaLrVNO5/fzzzy2u6T179jBr1qxcz60p4fz777+ttkPw9fXl5ZdfJiMjg0GDBnHw4EGL+aqqEhQUxPvvv2+1d67i4ubmZh5Y9uOPPyY9PR3Iuj8sWrSILVu25PscjBkzBkVRmDp1KmvWrMlxfMLCwliwYIG5t7+7MfUctXXrVnNvVZB1vY8cOTLX78sLL7yAs7MzJ06c4PPPPzfHkZGRwcyZM3MtoTapUqUKDz30EPHx8bz33ntkZmbSunVr3Nzccixruo5WrlzJ2bNnzdODg4N566238n0M7+Zu9+KaNWvi7u7OjRs3WLBggfn3JS0tjWnTpll92QXQsmVLAgICiImJYcyYMRb3jcDAQBYtWmT1s5SW6108OKTNihCF6M033+Tjjz/mm2++oXz58gQHB5OYmIiDgwOzZ8/O0Vh2ypQpBAcHc/78ebp06WJ+0DD98LZs2ZIRI0aYlzcajWzZsoUtW7bg7OxMlSpVsLOzIzw8nJiYGBRFYcKECXdsUGni5eXFI488woEDB+jYsSM1a9bEwcGBsmXL8tlnn+Xp87q5udG6dWsCAwPZv3+/ucG7NS4uLixcuJAhQ4aYS0BMDWvj4uIICwvDYDDQsGHDPO07uxo1alCnTh3Onj1LTEyMOS5rRowYwf79+9mxYwetW7ematWqREZGEhERwTPPPMP169c5dOhQvvbdu3dv1q5dy5AhQ6hUqRJlypThwoULVKlShRdeeMFirBSTOnXq8Omnn/LOO+8wZ84c5s+fT/Xq1c3Vw0z10LP3FnbhwgW+/vprJk+eTOXKlXF3dycuLs7cJW+LFi145pln8nPoCtX777/PuXPnOHXqFB07dqRWrVokJycTEhJC27ZtSUpKylcXtw0aNOCjjz7ivffeY+HChSxbtozq1auTmprK1atXSUtLY/r06eYH4MGDB7N582ZOnDhBu3btqFatGvHx8YSHh9OiRQvKlStndYyRVq1a4e7uztGjR2nbti2VK1fGzs6Oxx9/3DyS+qhRo4iIiOCXX37hpZdewsfHhwoVKpCenk5YWJg58X3ppZcK4UgW3Ntvv80bb7zBTz/9xLZt26hUqZL5/vDGG2/w888/m6s55UWbNm2YNGkSH330ERMnTmT69On4+/ujKAo3btwwlz5MmTIlT9urX78+Xbp0Ydu2bQwcOJCqVavi7OzMhQsXcHBwYPTo0eZxQ7IrX748H3zwAe+++y4LFixg1apVVKpUibCwMOLj4xk1ahRz5sy54767d+9OUFAQf/75J2C9TRtAx44dadSoEcePH+fZZ5/F398frVbLhQsXKFu2LP/73//4/PPP8/R58+Ju92KdTsebb77J1KlTmTt3LitWrMDX19fc7fqHH35oHpcrO41Gw6xZsxgwYAA7d+6kdevW1KhRg5iYGMLDwxkwYAA7duwgPDzcYswuKD3Xu3gwSMmKEIXotdde45NPPqF8+fJcvHgRRVFo3749q1evpnnz5jmW9/Ly4qeffmLkyJHUqFGDkJAQrl27RoMGDZg0aRKLFi2yeBvs4uLCrFmzeOaZZyhfvjzh4eFcvHgRd3d3nn76aTZu3JjrOCbWzJkzh169euHq6srp06c5dOgQJ06cyNdnzl6CYXogzE2NGjX4+eefGT16NA0aNODmzZucPXuWjIwMmjdvztixY/n000/ztX9rcXTu3DnH4Gkm9evX58cff+Sxxx7DaDQSHByMt7c3EydOZObMmQXa9wcffMDIkSOpUqUKN2/eJDo6mr59+/LTTz9ZfXNr0qlTJzZv3sxLL71kHrvk4sWLODo60qlTJ2bOnGl+WAb43//+x5AhQ2jQoAHJycmcPXuW1NRUHn74YWbOnMnixYuLfOyVO/H19WXt2rU8//zzeHh4mJPukSNHMn/+/AK1k3rmmWfYuHEjvXr1wtPTk/PnzxMdHU3NmjUZMWKERScJFStWZNWqVXTu3BmdTsfly5dxcHBgxIgRfPvtt7keG1dXV7777jtat25NRkYGx48f59ChQxbtI+zs7Jg9ezaLFi0yt4U6e/YskZGR+Pv7079/f5YvX56nUs2i1L59e7755hsaN25MamoqwcHBVK1aldmzZ/Pmm28WaJsvvvii+d7i5eXFxYsXuXLlCp6ennTv3p25c+fSo0ePPG/vk08+4Y033sDPz49r165x69YtunTpwtq1a3P0Ipjd008/zffff0+LFi1IS0vj8uXL6PV6vvnmmxw9elnTtWtX80O5s7NzrgPo2tnZ8d133zFgwAC8vb0JDQ0lPj6e3r17s379+nyN0ZNXd7sXv/jii8yePZs6deoQGxtLaGgo9evXZ9GiRXe859euXZt169bRrVs3HBwcuHDhAi4uLkyePJmJEyeaG9/f/oKrtFzv4sGgqIVdeVyIB5CpH/vcGjIKIYQQJUlMTAyPPPIIbm5u+R7UU4jiJCUrQgghhBAPGFMD+8Icm0mIoiDJihBCCCHEfeiff/7hp59+shhPRVVVfv75Z+bOnQtgdUwiIUoSaWAvhBBCCHEfio2NZfLkyXzwwQdUrFgRDw8PwsLCzOM79e3bN9e2O0KUFJKsCCGEEELch2rWrMngwYPZt28f169f5/r167i6uvLoo4/y3HPP5aljAiFsTRrYCyGEEEIIIUokabMihBBCCCGEKJEkWSnFVFUlNjYWKRwrPeSclS5yvkqXpKQkFEVBURQSExNtHY7IA/mOlT5yzkqX++F8SbJSypXmi+9BJeesdJHzJUTRku9Y6SPnrHQp7edLkhUhhBBCCCFEiSS9gQkhhLhvlC1bttS/RRRCCPEfSVaEEELcF1xcXIiIiCA2NhYXFxdbhyOEEKIQSDUwIYQQQgghRIkkyYoQQgghhBCiRJJkRQghxH0hJSWFdu3a8dRTT5GSkmLrcIQQQhQCabMihBDivmA0Gtm9e7f530LczwwGAxkZGcW+X1VVSU9PJzU1FUVRin3/In9scb50Oh1arbbQtifJihBCCCFEKaGqKjdu3CA2NtZmMRiNRqKjo222f5E/tjhfHh4elC9fvlASJElWhBBCCCFKCVOiUq5cOZydnYu9dENVVQwGA1qtVkpWSoHiPl+qqpKcnExERAQAFSpUuOdtSrIihBBCCFEKGAwGc6Li7e1tkxgkWSldbHG+nJycAIiIiKBcuXL3XCVMkhUhhBAljqqqZJ5YhyH0CNoqzbB7qBeKRvqEEQ82UxsVZ2dnG0cixJ2ZrtGMjAxJVoQQQtxfVKOBlO9fIPPkRvM0bc22OA9cg+LkbrvAhCghpERDlHSFeY3KayohhBAlSvqeeVmJip0Ddk2eB3sXDBd3kfzNU6iZaXdc19nZWd46CyHEfUSSFSGEECWGmhJH2rYPAXDs+RnO/ZfhMmInOHlgCDlA6vpRua7r4uJCYmIiV69excXFpbhCFkIIUYQkWRFCCFFipP/1LaQloPGtg+6RQQBo/Rrh3H85KAoZB74lI2ijbYMUQghRbCRZEUIIUSKoqkrGwe8AsG87yqLOs12dLti3GwNA6tphGBMibBKjECL/xo0bR0BAAAEBAdSrV4+WLVsycOBA1q5dW2IGcD148CABAQHEx8fbOhSzgIAAAgMDbR2GzUmyIoQQokQw3jiNMfIi2Dmga/hsjvkOT0xGU6EBamIkqWuH55ifmppK9+7d6du3L6mpqcURshAijx5//HH27t3Ljh07+Oabb2jRogUfffQRr7/+OpmZmTaNzdTLmiiZpDcwIYQQJULmv9W77AI6ojiWyTFfsXPAqd9ikj57hMyTG8k4swVd3a7m+QaDgS1btpj/LYQoOezt7fHx8QHA19eXevXq0bBhQ1555RU2bNhAnz59SEhIYNasWQQGBpKWlkb9+vWZMGECtWvXBmDevHkEBgbywgsvsGDBAmJjY2nTpg3Tpk3Dzc0NgKCgID777DPOnDlDZmYmderUYfz48dSrV88cS0BAAFOmTGHPnj389ddfdOnShY0bNwLQvHlzAHr27MmMGTMYMGAAer0ejUbDxo0b0el0vPnmmzz11FN8+OGHbN26FW9vbyZNmkSbNm3M+7h48SIzZ87kyJEjODk58dhjjzF+/Hi8vLwAGDBgAAEBAdjb27N27Vp0Oh3PP/88I0aMAKB9+/YADBs2DAA/Pz927NhRVKenRJOSFSGEECVC5j9/AGBX7+lcl9H6NcS+9ZsApK4fhWqQN6JClFaPPvootWvX5vfff0dVVYYMGUJkZCSLFi1i/fr11KtXj5dffpnY2FjzOqGhofz22298/fXXfPvtt5w7d44PPvjAPD8pKYkePXqwYsUKVq9eTdWqVRkyZAiJiYkW+543bx4dOnRg06ZNjBw5knnz5gGwdetW9u7dy3vvvWdedsOGDXh6erJmzRr69+/PlClTePPNN2ncuDEbNmygVatWvPvuu6SkpABZgyH279+fOnXqsHbtWr799luioqJ46623LGLYsGEDzs7OrF69mnfeeYcvv/ySffv2AbB27VoApk+fzt69e81/P4gkWRFCCGFzanoyhrAjANjVanPHZR26TERxLYcaHUzG3z8VR3hCiCJSvXp1wsPDOXDgAOfPn+eLL76gQYMG+Pv7M3bsWNzc3Ni2bZt5+bS0NGbOnEmdOnVo3rw5EydOZMuWLURGRgJZCdAzzzxDjRo1qFGjBlOnTiUlJYXDhw9b7Ld79+707t2bypUr4+fnh7t71hhO3t7e+Pj4UKbMf6W7tWvX5o033sDf35/XX38dR0dHPD09ee655/D392fYsGHExsbyzz//ALBy5Urq1avH22+/TY0aNahbty4ff/wxBw8eJDg42LzdgIAAhg8fjr+/Pz169KB+/fr89ddfAOYSGDc3N3x8fMx/P4ikGpgQQgibM4QcAEMGikclFK9qd1xWcXDFvvUI0rZMIn3nZ+iaviiD5AlRSqmqiqIonD59muTkZFq0aGExPzU1ldDQUPPfFSpUoHz58ua/GzdujNFoJDg4GB8fH6Kiopg7dy4HDx7k1q1bGI1GUlJSuHbtmsV269evn+cYAwICzP/WarV4eHig1+vN08qWLQtAVFQUAKdPn+bgwYM0btw4x7ZCQ0OpVq1aju0C5viFJUlWhBBC2FzmpT0A2FV/PE+Jh33LIaT9Pg3j9ZMYw4+jrZTzoUAIUfJdunSJSpUqYTQa8fHxYfny5TmWyV7KcTvT/cL0/3HjxhEdHc2ECROoWLEi9vb29O3bN0cj+vwMHmtnZ/m4rCiKxTTTvlVVBcBoNNKuXTvGjBmTY1umdju5bde0DfEfSVaEEELYnOHyXgC0NR7P0/KKsyd29Z8i8/haMg4vl2RFiFLor7/+4vz587zyyiuUL1+eW7duodVqqVSpUq7rXL9+nZs3b+Lr6wvA33//jUajwd/fH4AjR47w/vvvmxu7X79+nZiYmLvGotPpgMLpnKNevXps27YNPz+/HAlJfuh0OuksBGmzIoQQwsZUoxHD1b8B0FZtcZel/6Nr2g+AjFOb5G2kECVceno6kZGR3Lx5k9OnT/P111/zxhtv0K5dO3r06EHLli1p1KgRw4YN488//+Tq1ascO3aMzz77jJMnT5q34+DgwLhx4zh37hxHjhxh2rRpPPnkk+YSi6pVq/LLL79w6dIlTpw4wZgxY3B0dLxrfH5+fiiKwq5du4iOjiYpKanAn7Vfv37ExcXx9ttvExQURFhYGHv37mX8+PH5Sj78/Pz466+/iIyMJC4ursDxlHaSrAghhLApNToY0hLAzgGNb+08r2dXsx1o7VFjrmCMvICLiwtGo5Ho6GhcXFyKMGIhRH79+eeftGrVivbt2zN48GAOHjzIxIkT+eqrr9BqtSiKwqJFi2jevDkTJkzgiSee4O233yY8PNzcJgSgSpUqdOrUiddee41XX30VvV7P+++/b57/8ccfExcXR48ePXj33XcZMGAA3t7ed43P19eXESNGMGfOHFq2bMmHH35Y4M/q6+vLypUrMRqNDBo0iO7du/PRRx9RpkwZNJq8P3qPHTuW/fv307ZtW3r27FngeEo7RZXXUaWWqqrExsbi4eEhjUtLCTlnpYucr+KRcWI9Kd8/j6ZSE1zfPpCvdZMWdMFwYSeOPT/H/vE35JyVMnK+8ic1NZXg4GCqVauWp9KCoqCqKgaDwZxgFCfTOCs///xzse63NLPV+SrMa7XEtVm5efMmv/32G3v27OHy5cvcunULd3d3mjRpwuDBg2nYsGGOdRITE5k3bx6///47kZGR+Pj40LlzZ0aMGIGrq6sNPoUQQoi8Mlw7AWSNoZJfdgGdMFzYSeb5P7B//I3CDk0IIYSNlbhkZfny5XzzzTdUqVKFli1b4u3tzZUrVwgMDCQwMJA5c+bQtet/IxYnJyfTv39/zp49y2OPPUa3bt04d+4cS5cu5eDBg6xYsSJfPT4IIYQoXsbwf5OVigVIVvQdSAMyL+4hJTmZl15+mfT0dFatWoWTk1MhRyqEEKK4lbhk5aGHHuLHH3+kWbNmFtOPHDnCK6+8wgcffEDHjh2xt7cH4Ntvv+Xs2bMMHjyYd955x7z8F198wZdffsm3337LyJEji/UzCCGEyDvDtSAANAUoWdFUaAD2zpCWQMaNs+ZRnqUHHSHuPyNGjGDEiBG2DkMUsxLXwL5z5845EhWAZs2a0aJFC4sRQlVVZc2aNTg7OzNs2DCL5V9//XXc3d1Zu3at9BIjhBAllJoShxp7FQBthbwP0maiaO3Q+mV1W2y4eqxQYxNCCGF7JS5ZuRNTX9Wm/4eEhBAREUGTJk1yVPVycHCgWbNm3Lx5kytXrhR7rEIIIe7OGHkBAKVMeRQn9wJtQ1sl6wWXIezvQotLCCFEyVDiqoHl5tq1a+zfvx8fHx/0ej2AOQkxDQR0u6pVq5qXy22Z0lzqYoq9NH+GB42cs9JFzlfRM0RklZRryukLfJw1lZpmbStbyYqqqnLeSgH5juVP9uNVEo5ZSYhB5F1xnq+8Xqt56aGsVCQrGRkZvPvuu6SnpzNmzBi0Wi0ACQkJALn2+GWablrOmri4uFL/ZXuQBwoqreSclS5yvoqOEnYSDZDhVoXY2NiCbcQjAC1guPbfwHFxcXFkZmYWRoiiGMh3LG/S09MxGo0YDAabt8uy9f5F/hT3+TIYDBiNRuLj40lNTc11OU9Pz7tuq8QnK0ajkQkTJnD48GGee+45evToUajbd3cvWLWDkkBVVeLi4nB3d5f+6UsJOWeli5yvopcSH0om4FSpPvYeHgXahurekERHN5SE/x543d3dpev6UkC+Y/mTmppKdHQ0Wq3W/OLWFkzjdojSwRbnS6vVotFocHNzu//GWclOVVUmTpzIL7/8wtNPP80HH3xgMb9MmTJA1jgr1pimm5az5n64OSqKcl98jgeJnLPSRc5X0THeymqzoimnL/AxVhQFbbnakHDQYpqcs9JDzlfemI6RLY9X9toocs5KPludr8K8VktsA3tTicq6devo3r07M2bMQKOxDNfUJiUkJMTqNkxtWkzLCSGEKDlUo9HcwF7jo7+nbWl8a+NsB7c2TCQsLEzG1xJCiPtEiUxWjEYj7733HuvXr6dr167MmjXLavGVv78/5cqV49ixYyQnJ1vMS0tL48iRI5QrV06SFSGEKIHU+GuQngwaOzTe1e5pWxrf2iiKglP8ZVxcXOSNrxCl2LJlywgICKB79+62DkWUACUuWcmeqDzxxBPMnj0713p2iqLQp08fkpOT+fLLLy3mLVy4kLi4OPr06SM/WkIIUQIZI84DoPGuhqLV3dO2NL61s7Z589w9xyWEsK1169YBcOHCBU6cOGHjaIStlbg2K19++SXr16/H2dkZf39/FixYkGOZjh07UqdOHQAGDx7Mjh07zCPZ16tXj3PnzrFnzx7q1KnD4MGDi/sjCCGEyANzFbBy91YFDEBbrjZpmSpvfR+Eeux/LF6y9J4bdQohit/Jkyc5d+4cbdu2ZdeuXaxdu5aGDRvaOixhQyUuWQkPDwcgOTmZr7/+2uoyfn5+5mTF2dmZ5cuXM3/+fLZt28ahQ4coW7Ysr7zyCsOHD5d6y0IIUUIZoy4DoClb8563pXhXI1PjwIrTSXD6JxZ98+09b1MIUfzWrl0LwOjRo4mLi2Pz5s1MmDABJycnG0cmbKXEJSszZsxgxowZ+VqnTJkyjB8/nvHjxxdRVEIIIQqbMToEAI2X/z1vS9Fo0fjUAILueVtClDaqqqImpxXbvowGA4pWa7WaveLsUODq96mpqWzevJkGDRqg1+t59tlnmThxIlu3bqVnz573GroopUpcsiKEEOLBYEpWFK/C6QRF41UNSVbEg0ZVVS49OYbkQ2dtHQoAzi3qUmPL7AIlLFu3biUhIYHevXsD0LVrVz7++GPWrl0rycoDrMQ1sBdCCPFgUKOzupfXeBZWsuJfKNsRotS5TzoSWrduHY6OjnTr1g0AFxcXnnjiCY4cOZLrMBXi/iclK0IIIYqdmhqPmhwNFF6SIcmKeBApikKNLbOLtRqYaUT0wqwGduXKFQ4fPkznzp1RVZX4+HgAnnjiCdavX8+6desYPXr0PccvSh9JVoQQQhQ7cxUwF28UxzKFsk2lkEpohChtFEVBcSme3u9UVUU1GNDkkqwU1Lp161BVlW3btrFt27Yc8zds2MBbb72V63AW4v4lyYoQQohi9197Ff9C26YmW9sXVVULbbtCiKJlMBjYsGEDVapUYdq0aTnm79q1i8WLF7Nnzx7atWtngwiFLUmyIoQQotgZTe1VCqlxPYBrpTpcej3rZ81JTQEKp8RGCFG09uzZQ0REBGPGjKFFixY55teqVYsffviBtWvXSrLyAJIG9kIIIYqdGhUCFG47E429Ez7l/SjrrEDMlULbrhCiaK1duxadTsezzz5rdb6XlxedOnVi165d3Lp1q5ijE7YmJStCCCGKnTEmBCj8RvEa72oY4q9hjAqGqs0LddtCiKLx5Zdf3nWZTz/9tBgiESWRJCtCCCGKnfHfkpXCbLOSlpbG27/cwBhp4JOOF7EvtC0LIYSwFUlWhBBCFCtVVTHGFH6blczMTBYFngNgenRooW1XCCGE7UibFSGEEMUrOQZSs8ZQ0Hj6F8kujHHhRbJdIYQQxUuSFSGEEMXKVKqilPFFsXcqkn2okqwIIcR9QZIVIYQQxcoYFQwU7YjzaqwkK0IIcT+QZEUIIUSxMpesFGJ7ldupKdGo6clFtn0hhBDFQ5IVIYQQxcpYBGOsWN1P7NUi3b4QQoiiJ8mKEEKIYqWaewLzL9r9SLIihBClniQrQgghitV/bVYKtxqYk5MTly9f5sSUVjjZScmKEELcDyRZEUIIUWyyj7FSmANCAmg0Gvz9/alSrQYaRUGNDSvU7QshhCh+kqwIIYQoNmpiBKQng6Kg8axSNDtx8wPAGCPJihBClHYygr0QQohiY2pcr7j7odg5FOq209PTmTBhAmlhx3m/vIpWqoEJUaqsX7+e8ePHW0zz9PSkVq1avPrqq7Rr185GkQlbkmRFCCFEsVFjQoCiaVyfkZHBnDlzAJgw3A5HqQYmRKk0ffp0qlevjqqq3Lp1ix9++IGhQ4eyYMEC2rdvb+vwRDGTZEUIIUSxKa5uiwGMMoq9EKVSrVq1aNCggfnvxx9/nObNm7N582ZJVh5AkqwIIYQoNsboEKDwG9dblRqPmpaE4uBS9PsSwoZUVSUlUy22fRkMRrRGBUVRcsx3srM+/V44ODig0+mws5PH1geRnHUhhBDFxpSsaLz9i3ZHOhcgGTX+OopPzaLdlxA2pKoqPVZHcuR6uq1DAaB5RXs29PG5p4TFaDSSmZmJqqpERUXx7bffkpKSQvfu3QsxUlFaSLIihBCi2JirgXn6F+l+FDdfiA/GmHADjSQr4j5XyAUZNvfcc89Z/G1vb8+kSZN4/PHHbRSRsCVJVoQQQhQL1WhAjQ0Fir5kRVOmAsQHo8ZdK9L9CGFriqKwoY9PMVcDM6DVaousGtjMmTOpUaMGADExMQQGBjJ16lSMRiP9+/e/p22L0keSFSGEEMVCjbsGhgzQ6lDc/Yp0X4pbeQgHY/z1It2PECWBoig464qneEVVVQwaFa1WU+htU0xq1Khh0cC+devWhIeHM3v2bJ5++mnc3NyKZL+iZJJBIYUQQhQLc+N6jyooGm2hb9/JyYmTJ0+yb98+nL2zkiFVkhUh7gsBAQGkpqYSEhJi61BEMZOSFSGEEMXCGB0MFF0VMI1GQ7169YiNjcUutSIGQI2TZEWI+8G5c+eArEEixYNFkhUhhBDFojjHWFHcKmTtU0pWhCh1Lly4gMFgACA2Npbff/+dffv20alTJypXrmzj6ERxk2RFCCFEsVBN3RYXUbKSnp7ORx99RGpqKpNf6pC1T0lWhCh1xo8fb/53mTJlqFSpEuPHj6dfv342jErYiiQrQgghikVRj7GSkZHB1KlTAXjv9b5Z+5RkRYhSo1evXvTq1cvWYYgSRhrYCyGEKBbGqKw2K0oRj7EC//YGBuZR7IUQQpROkqwIIYQocmp6MmpcOABan1pFv0OHMmDvkrVvKV0RQohSS5IVIYQQRc546yIAirMXiotXke9PURQ07tLIXgghSjtJVoQQQhQ5Y+QFADTFUaryL6VMVrKixsso9kIIUVpJsiKEEKLI/Zes1Cy2fSrmkpUbxbZPIYQQhUuSFSGEEEXOGJlVDaw4S1Y0bhUBGRhSCCFKM+m6WAghRJEzl6yULbqSFUdHRw4ePEhCQgKOjo4Y/u0RzCjVwIQQotSSZEUIIUSRMzWwL8qSFa1WS/PmzYmNjUWr1aL+m6yoUg1MCCFKLakGJoQQokipKbGoiZFA0Zas3E5xMzWwl2pgQghRWkmyIoQQokiZ2qsobhVQHMsU2X7S09OZPXs2X3zxBenp6eaBIaWBvRBClF5SDUwIIUSRMkT8AxR9qUpGRgZjx44FYPTo0dj/W7JCahxqegqKvVOR7l8IUTjOnTvH999/z8GDB4mMjMTOzg5/f3+6du1Knz598PDwsHWIohhJsiKEEKJIGW+cAUBTvk7x7tjRHewcITMVNeE6inf14t2/ECLfVq9ezQcffEC1atUYNGgQNWvWJDMzk1OnTrFq1SqOHz/Ol19+aeswRTGSZEUIIUSRMt7MSla0vnWLdb+KoqC4VUCNDsYYfwONJCtClGh///03U6ZMoWXLlnz11VfY29ub5z322GMMHDiQP//804YRCluQZEUIIUSRMtw4B4CmfPEmKwAat/IYooOlkb24r6mqSooxvdj2ZTAa0KJFUZQc85009lan58XChQtRFIUPP/zQIlExsbe3p0OHDgXatii9SmSy8vPPP3P06FFOnTrF+fPnycjIYPr06fTq1SvHsvPmzWP+/PlWt2Nvb8/JkyeLOlwhhBC5UNOTUaMvAzaoBgbmRvbSfbG4X6mqSq/zn3Ik6bKtQwGguUt11unfznfCYjAYOHDgAPXq1aNChQpFFJ0ojUpksjJ37lzCw8Px9PSkXLlyhIeH33Wdnj174ufnZzFNq9UWVYhCCCHywBjxD6gqios3imu5Yt+/qftio5SsiPtYwcoxSpaYmBhSUlKoVKmSrUMRJUyJTFamTZtG1apV8fPzY9GiRcyZM+eu6/Ts2ZMWLVoUQ3RCCCHyynDjNAAa37oFrhpyLzRSsiLuc4qisE7/dvFXA9MUfjUwIawpkclKy5YtbR2CEEKIQmC8cRYonvYqjo6O7Nixg8TERBwdHYHsJSuSrIj7l6IoOGsdimVfqqpiwIBWaz1ZKShPT0+cnJy4evVqoW1T3B9KZLJSEEeOHCEoKAitVkv16tVp2bKl1cZZQgghio+5J7BiSFa0Wi1t27YlNjbWXA1YU8ZUsiLVwIQoybRaLY888gh//vknN27coHz58rYOSZQQ902y8sUXX1j87ePjw8yZM3nsscfuuJ6qqkUZVpEyxV6aP8ODRs5Z6SLn694Z/h1jRfGtXSzHMcc5M1UDS7gh57EEku9Y/mQ/XiXhmBV2DEOGDGHPnj1MnDiRL7/8MsdL54yMDP7880/at29fqPt9UBTnNZPXazUvpXOlPlmpU6cOM2fOpHnz5pQtW5YbN26wefNmFi5cyP/+9z9Wr15N7dq1c10/Li6uRHzh70VcXJytQxD5JOesdJHzVUAZyWiiQlCARCc/iI0t2t1lZPD9998D8PLLL6PT6UB1QguoiZHERkWCVlekMYiCke9Y3qSnp2M0GjEYDBgMBpvGUhT7f+ihh5g0aRLTpk3j2WefpW/fvuZBIc+ePcuaNWuoVasWbdq0KfR93++K+3oxGAwYjUbi4+NJTU3NdTlPT8+7bqvUJysdO3a0+Ltq1aq88cYblC1blkmTJvHVV1/lKHXJzt3dvahDLDKqqhIXF4e7u7s0Zisl5JyVLnK+7o3hajDJqCguZfHwq1Xk+0tKSuLdd98FYOjQobi6uqK6uZGosQNjJm7aNDQePkUeh8g7+Y7lT2pqKtHR0Wi1Wpv2eGowGIps/88//zyNGjVi6dKlLF68mMjISHQ6Hf7+/nTv3p3+/ftLb6/5VJTnKzdarRaNRoObm5u5DWFBlfpkJTc9evTggw8+4NixY3dc7n64OSqKcl98jgeJnLPSRc5XwZjaq2jKF09PYNn3YTpnilaLUsYXNS4cEm6ieFYu8jhE/sl3LG9Mx8iWxyt7bZSiisFUa0bcu+I4X9YU5rWqKYyASiJ7e3tcXFzuWPQkhBCi6Bj/ba+i8S3+wSCzMw0MKWOtCCFE6XPfJishISHExcXlGChSCCFE8TAlK8XRE9idyFgrQghRepXqZCUxMZFz587lmB4XF8d7770HQLdu3Yo7LCGEEIChGMdYuROljIxiL4QQpVWJbLOyZs0ajh49CsD58+fN0w4dOgRkNarv2LEjsbGxPPPMM9SvXx+9Xo+3tzc3b95kz549xMbG8thjj/HKK6/Y6mMIIcQDS01LQo0OBkpAsiIlK0IIUWqVyGTl6NGjbNiwwWLasWPHzI3l/fz86NixIx4eHrz44oscP36cnTt3kpCQgJOTE3q9nqeffpo+ffpIjxFCCGEDxoisUm/F1QeNq2174NL8O4q9miAlK0IIUdqUyGRlxowZzJgx467Lubq6Mnny5GKISAghRH4YbpwGQONbfKUqDg4ObNq0iaSkJBwcHMzT/2tgLyUrQghR2pTIZEUIIUTpZu4JrBirgNnZ2dGtWzdiY2Oxs/vv581csiLJihBClDqluoG9EEKIksn4b+N6W/cEBtnarCTcRDUabRyNEEKI/JBkRQghRKEz2KBkJSMjg6VLl7JixQoyMjLM05UyvqAoYMxETbpVbPEIIYS4d5KsCCGEKFRqWiJqzBWgeJOV9PR0Xn31VYYPH056erp5uqLVobiUzYpNui8WQohSRdqsCCGEKFSmKmBKGV80Lt42jiaLUqY8amJkVrsVv4a2DkcIYcX69esZP368+W97e3vc3NyoXr06rVq1onfv3nh7l4x7iig+kqwIIYQoVIabxV8F7G4Utwpw/STGBGlkL0RJN336dKpXr05mZiZRUVEcPXqUb775hsWLF/PZZ5/RsmVLW4coipEkK0IIIQqVqScwbTF2W3w3GrfyGJBqYEKUBrVq1aJBgwbmv7t06cIrr7xCv379GD58OL///jtly5a1YYSiOEmbFSGEEIXKVA2sZJWsmEaxv2njSIQQBVGxYkXGjh1LUlISq1atsnU4ohhJyYoQQohCZYi8AICmXICNI/mPaawVo4xiL+5DqqqiGlOKb18GA0a0KIqSY76icbI6vTC0adMGrVbLkSNHimT7omSSZEUIIUShUTPTUaODAdCUq2XjaP7zX8mKtFkR9xdVVYkK6k9G/N+2DgUAnVsTvB9aXiQJi7OzM56enkRERBT6tkXJVeBk5eOPP+a5556jZs2ahRmPEEKIUswYdRlUIzi4opQpX6z7dnBw4KeffiIpKQkHBweLeYqpZEWSFXFfKpqSjJJIVVVbhyCKWYGTlWXLlrF8+XIaNmzIc889x5NPPomTk1NhxiaEEKKUMd66CICmbM0iqwqSGzs7O/r06UNsbCx2dpY/bxpzycp1VFUt9tiEKCqKouD90PJirQZmNBjQaIu/GlhycjKxsbHo9foi2b4omQqcrCxcuJA1a9awa9cuTpw4wUcffUT37t3p06cP9evXL8wYhRBClBJGU3sVn5JTBQxAKZNVskJGCqTGg5O7bQMSohApioKidS6WfamqikruyUpR2rVrFwaDgYcffrhY9ytsq8C9gbVp04b58+ezZ88eRo8eTbly5fjpp5/o06cPPXr0YMWKFSQmJhZmrEIIIUo4Y+S/JSs+xV9FODMzkzVr1rBx40YyMzMt5in2TuCYlaAYpftiIUqda9euMWvWLMqUKcPzzz9v63BEMbrnBvZeXl4MHjyYwYMHc+TIEdauXcu2bdv48MMPmTVrFk888QR9+vShadOmhRGvEEKIEsyWJStpaWn07dsXgD59+qDT6Szma9zKY0yNy2pk71u72OMTQuTNhQsXMBgMZGZmEh0dzZEjR1i/fj1arZb58+fj5eVl6xBFMSrU3sCaNWtGs2bNePbZZxk9ejQRERFs3LiRn3/+mZo1azJs2DCeeOKJwtylEEKIEuS/NislqxoY/NvIPuIfGRhSiBJu/PjxAOh0Otzc3KhRowavvfYaffr0kUTlAVRoyUpiYiKbNm1izZo1nD17FlVVady4MT179uTMmTP8/PPPjBo1irCwMF577bXC2q0QQogSQk1LQo29CoC2hLVZgf+6LzYmSI9gQpREvXr1olevXrYOQ5Qw95ysZK/6lZKSgpubGy+++CJ9+/alVq3/fqxGjhzJK6+8wg8//CDJihBC3IdMpSqKizeKS8l7+2kaGFLGWhFCiNKjwMnK4sWLWbNmDSEhIaiqSqNGjejbty9du3bN0b89ZLVt6dKlC/Pnz7+ngIUQQpRM2bstLonMJStSDUwIIUqNAicrph4Z+vXrR9++ffPU53X9+vXp0aNHQXcphBCiBLNlT2B5oSkjo9gLIURpc08j2Hft2hVHR8c8r9OmTRvatGlT0F0KIYQowYxRwQBovKvbOBLrFHM1MClZEUKI0qLAyYpGoyEkJITatXPv/vH8+fOcOXNGSlOEEOIBYIy5AoDiVdUm+7e3t2fx4sUkJydjb2+fY/5/1cCkZEUIIUqLAg8KOX78eAIDA++4zK5du8zdzwkhhLi/qdFZyYrGq5pN9q/T6XjllVfo169fjjFW4L8G9qTGoaYnF3N0QgghCqLAyYqqqnddxmg0otEUeBdCCCFKCdVoMJesaGxUsnJXjm5g7wKAMS7cxsEIIYTIiyLNJM6cOYO7u3tR7kIIIUQJoMZfB0MGaOxQ3P1sEkNmZiabN2/m999/JzMzM8d8RVHQeFYGQI0JK+7whBBCFEC+2qy89NJLFn9v2LCBQ4cO5VjOaDRy48YNwsPDefLJJ+8tQiGEECWeMToEAMWzCopGa5MY0tLSeOqppwBISEiwWhVM8agCN89hjJVkRQghSoN8JSvZExNFUQgPDyc8PGdRukajwd3dnSeeeIIJEybce5RCCCFKNFOyUmKrgP1L41kZA6DGhNo6FCGEEHmQr2Tl3Llz5n/Xrl2b4cOHM3z48EIPSgghROnyX+N6f9sGchemamBGqQYmhBClQoG7Ll62bBl+fraplyyEEKJkKS0lK4rHv8mKVAMTosRZv379HXuRXbZsGS1atCjGiERJUOBk5eGHHy7MOIQQQpRixn9LVhTPkp2saDyrAIVfDSzdmIlO0aIoSqFuV4gH0fTp06lePefgsjVr1rRBNMLW8pysbNy4EYCOHTvi6upq/jsvZFBIIYS4v5mSFY23bcZYyavs1cBUVS1wcpFiTGdzzN9sif2bE8mhRGTEYYeGus6VeLxMbfqXbUUlB+/CDF2IB0atWrVo0KCBrcMQJUSek5Vx48ahKAoNGzbE1dXV/PedmH4IJFkRQoj7l2rIRI3NKqnQlPCSFcXdDxQFMlNRk6JQXMvma/1EQypLInfxbcROojMTLeZlYiQoOZSg5FAWRWzn9XIdGVnhCZw09oX5EYTIQVVVimucU1VVMRhUtFoVa4+B9s5ICaMoVHlOVj7++GMURcHHxwfIKqITQggh1LhwMBpAa49iGiU+L+upmWQmXSQj8TSG9EhUQzKKokPrWBGdWyN0zjXyFYe9vT3z5s0jJSUFe3vrCYJi54BSpjxq/HXU2DDIY7KiqiobYw4zLXwjERlxAFS296aPdwvauNWlqn1ZEo1pHE28zE9Rf7E/8Tzzb27jj7iTLK7xOlUc8pcUCZFXqqoy+4lkLh0y2joUAGq00PLOb073lLAYjcYcYyUpioJWa5tu0YVt5TlZ6dWrl8XfPXv2LPRghBBClD7/Na6vgqK581jDqjGDtJg9pERuJS16F6ohKddltU7VcKn4Is7le6PkoXRCp9MxbNgwYmNjrY6xYqJ4VEKNv44xJhRtpcZ33W5URgKjrixjZ/wZAKo6lGV0hW485dkUO+W/hydvylDVoSw9vZqzLS6I90JX8U/qNbqfm8XC6q/xaJlad92XEAVyn5VkPPfcczmmabVazpw5Y4NohK0VuIG9EEIIAdkb1/vnuoyqZpJ8fS1JV7/FkHbNPF3RuqBzrY/WqTKKxgmMaWSmXCE9/iiGlGDiL00j+fpKPPQz0JWpVyjxajwrYww9nKfui/cnnGdEyFIiMuJwUHS8WeEJXivXAUfNHZIhReEJj4Y0dK7CoMuLOJkcSv+L8/mkan96ejUvlM8ghImiKLzzm1MxVwMzoNVa71CiMKqBzZw5kxo1LEtWpWrZg6vAycrNmzcJDQ2lfv36ODk5AVnFdt9++y07duzAycmJgQMH0rp160ILVgghRMnzX8mKv9X56fEniLs4hcykf7KW03njVK47jmWfQFemAYqSszTGmJlISsQmEkO/IjP5EreC+uNR6yOcynXNNQ6DwcCePXtITEzkySefxM7O+k+cxsPUI9iVXLelqipf3vydWdc2oaJSy7E8X1Z7lTpOee+yv4K9J+v0oxgVsozNsX8zMmQp19JjeMO3kzx4iUKlKAoOLsWzL1UFg0FBq1WK7DquUaOGNLAXZgVOVj7//HO2b9/Ovn37zNMWLFjAvHnzzH8fPnyYlStXygUnhBD3MTWXMVZUVSX52g/EB88GNRPFzp0yVYZlVevSOt5xmxo7V1wqvoCTz5PEnp9AWvQuYv95B1XNwNn3GavrpKam0r59ewASEhJwdXW1vu1/eywz3rpkdb5BNTI5bA3Lbu0BoK/3o0yt1AdnrcMdY7bGSWPPV9Ve5cPwDXwbsYMZ134mPD2aqZX7WFQhE0IIYd2dKxffwfHjx3n00UfN9YKNRiM//PAD1atXZ9euXaxZswZHR0cWL15caMEKIYQoeczdFmdLVlRjGrH/vEP85emgZuJYtgs+TTfj4tf/rolKdhqdB5515+Ncvi+gEnd+Imkx++8pXo131vgNxqjLOeapqsqksNUsu7UHBYWplfrwSdX+BUpUzPtTNLxf6VmmVOqNgsLyW3/y2uVvSDakFXibQgjxoChwyUpkZCTt2rUz/3369GliYmIYMWIE5cuXp3z58nTs2JFDhw4VSqBCCCFKJlM1MMXr3xKLzERizowgPe4gKHa4VXsX54ovFrjKiKJocKs5GdWYTErEJmLOjqJso5XYOeccNC5P2ytrSlaCc4y18vmNLSy/9ScKCnP9Xy7UNiaDyrWjgs6DkSHfExh3kt4XPufraoOkpzAhbnPhwgUMBkOO6VWqVMHLy8sGEQlbKnCyYjAYUFXV/PfRo0dRFIVHHnnEPM3X15dbt27dW4RCCCFKLDUzPavrYrJKVoyGZKJPDSEj4TiK1gXPuvNx8Ghxz/tRFAX3Wh+SmRpORvwxYs6NoWyjVXnqJex2Gs+qoGggIwU1/jqKe0UAdsSd4tPrWwCYVvm5ImkM39WzMeV07rx66WtOJofS9dwMPqk6gCc8Ghb6voQorcaPH291+rRp0+jTp08xRyNsrcDJSsWKFQkKCjL/HRgYiI+PD9Wr//emKzIyEjc3t3uLUAghRImlxl0F1Qh2juDiScyZ4VmJip0b3g0Wo3OtW2j7UjT2eNb5jMijz5CZdI6E0C9x8x+V/+3Y2aN4VkGNDsEYdRmNe0Wup8fwVsgyAF72ac1LPkXXOUwz1+r8Vmccw4IXczQpmNcuL+K1cu0Z79cDnbRjEQ+wXr165RgqQ4gCt1np3Lkzx44dY+TIkbzzzjscPXqUzp07Wyxz4cIFKlWqdM9BCiGEKJmMUSFAVqlKwuXppMfuQ9E44VVvYaEmKiZaex/ca30AQFLYd6QnnCrQdsztVm5dRlVVJoT9RIwhiQbOVZjkV/QPS372XqzRj2JIuQ4AfBOxg34X5nErI6HI9y2EEKVJgZOVQYMG0aBBA37//Xc2bdpErVq1GD58uHn+pUuXOHnyJC1a3HvxvxBCiJLJ1LhedXEk+cZqQMGjzqfYuxVdtSansp1w9OkGGIm/NA1Vzf/I3f81sr/E1tgTBMadRKdo+bzqSzjcYQyVwqRTtEyq1Itvqg/BVePIgcQLdDs3k4upN4pl/0IIURoUuBqYq6srq1ev5vz580BWn9ha7X/F1w4ODsyfP1+6LRZCiPuYMToYgHRCAW9cq47A0atNke/Xrfq7pEXvJCMhiJSbG3Eu3wudTsfMmTNJSUm54wj2AJp/G9ln3rrI+1fXADDUtxN6pwpFHvvtnvBoSI2Adxh8eSGX0yLoff4zVtYcSR3nvI/pIoQQ96sCl6yY6PV69Hq9RaICUKlSJTp27Iivr++97kIIIUQJZUpWVGcNDp6tcK08pFj2q7X3wbXKMAASQj7FmBmPvb0977zzDiNHjsTe/s4N700lK5E3grieEUtFnScjyncp8rhzU8upPOv1b1PfqTJRmYkMuPQlN9JjbRaPEEKUFPecrAghhHhwZV4/AIBaxh13/UdWR6MvKi4V+2PnVB1jRjSJoQvyta6pZEX7bzW2URW64lSAnsUKk7euDKtqjUTvWJ6bGXEMvryIVGOGTWMSQghbK3A1MID9+/ezZMkSTp48SUJCAkZjznrDiqJw5syZfG33559/5ujRo5w6dYrz58+TkZHB9OnTc+0hIjExkXnz5vH7778TGRmJj48PnTt3ZsSIEbmOYCyEEOLepCcEYYy5igZwrj0Crb1Pse5f0ehwqzGO6FNDSLr2Iw7l+nDizC0SEhJo06YNdna5/8RpytYEwCMtlQaUobd3yWhf6W7nzOIa/+Opc7M4kXyFz69vYZzfM7YOSwghbKbAycq2bdsYNWoURqORihUrUr169RxVwQpq7ty5hIeH4+npSbly5QgPD8912eTkZPr378/Zs2d57LHH6NatG+fOnWPp0qUcPHiQFStW4OzsXChxCSGEyKKqBuL+eR+H1KyB25yqP2eTOBw8W+Hg2Yq0mL1EnvuEFi2ySlgSEhLu+LIqXedAhLMr5ZITGaWtiV0J6jK4qkNZZlV9kdcuL2LBzT94wqMRjVyq2josIYSwiQInK19++SUODg589dVXPProo4UZE9OmTaNq1ar4+fmxaNEi5syZk+uy3377LWfPnmXw4MG888475ulffPEFX375Jd9++y0jR44s1PiEEOJBl3x9DYaIk1l/2DujuNhuFPYy1d4hLWY/adE78rzOxpgjuLm7Uy45kceSizC4AnrCoyFPezbll5ijjA9dyeba76Ipxip2QghRUhT4zhccHEy3bt0KPVEBaNmyJX5+d+8FRVVV1qxZg7OzM8OGDbOY9/rrr+Pu7s7atWtRVbXQYxSisKSeCyVq6RauT13C9fe/I2rxZtJCrts6LCFyZUiPIuHK52iSs9pTaLz8URTFZvHoXGrhXD7vo1obVSOLbgZy2c0DAE3khSKK7N5MrdQHV40jp1LC+DnmqK3DEUIImyhwyYqnpyeOjo6FGUu+hYSEEBERQatWrXJU9XJwcKBZs2Zs376dK1eu4O/vb5sghbBCVVXif93PzTmrSA26ZHUZ13ZNqPDBqzjVr17M0QlxZwkhn6JmxqPNLAtcR+Plb+uQcK06nKjQn/O07K74M5xPvUG4R1YbG+PNc0UZWoF568rwP99OzL6+idnXNtHVo1GxjQEjhBAlRYGTlSeffJK9e/eSmZl5x0aMRenKlaxeXHJLRKpWrWpeLrdlSnOpiyn20vwZHjSqqpJx+RqX35tG8qGzACj2djg/Ug/H2lVBUUg9HUzSX6dI3HmMi3uDKP/+K3gP7WHTN9cPKvmO5ZSReJaUmxsAcNQ1xsBJFC9/mx8jjc4L50qvAiMAMGYmo6ouVpddGrkbgJqVH4eDuzBEnLN5/LkZ5NOW7yN3E5YexeqoA/Qv28rWIRUq+Y7lT/bjVRKOWWHHsH79eiZMmGB13sCBAxk7dmyh7u9BU5zXTF6v1bw82xQ4y3jrrbcICgpi1KhRjB8/nooVKxZ0UwWWkJAAkGsjStN003LWxMXFlYgv/L2Ii4uzdQgijxJ/2kns1GWoqekoTg6UGdQV11e6oPUsY17GGXALjSD2ox9ICTzK9YnfknAuBI/JL6Nopc66Lch37D/pIZ8AoHHvRMY/19AAaU6+pMbG2jQugAynrpiSlejg7zD4D82xTHhGDLvis14UNK/QCfgQY1QIsZHXQedU6DEZMiEjBTLTITPt3/+y/TslXiE5DlJiITlOISUWMtJAawcOLuDpp/Ksz1N847eer6//wZPaumjvw7Yr8h3Lm/T0dIxGIwaDAYPBYNNYimL/pl5lp02bRvXqlrUKfHx8bP6ZS7PiPnYGgwGj0Uh8fDypqam5Lufp6XnXbRU4WenevTuZmZkcP36cwMBA3NzcrCYNiqIQGBhY0N0UOXd3d1uHUGCqqhIXF4e7u7u8dS/hVKORG+8vJuarrDfSLm0aUXneKHR+uTRK9vDAe9UHRC38mesTvyXxh0DsHRypOHOonOtiJN8xS2mxh0hNPACKHV413yZtRz+MgLNfHXQeHrYOz2LUekPUT5Sp8ypah3IWyyy6tgcVlVZlAqhX9WESnTxRUmIokxGJ1uehAu87NUHl9HYDZ3Zmcu2MkagwlZR4lYzcf6PzoQGdaUBsQBirXoxl0CvVcHS9P65H+Y7lT2pqKtHR0Wi12kLrgbUgDAZDkexfo8lKxAMCAmjQoEGhb/9BVVTn6060Wi0ajQY3N7d7bjZS4GRFVVW0Wi0VKlSwmGZtuaJSpkzW2+jExESr803TTctZcz/cHBVFuS8+x/3KmJZB2BtziNuwBwD3t/tQefxLaO5y41AUBZ//9cTOx4Ow1z8h+rtf0ZXzwPedfsURtshGvmNZ9/LEK58B4Fz+OXTOVUmNDgFA61W1RBwfe3t7Jk+eTNL1Ndhp0kgMnYeHfpp5foZqYHVU1iCW/cu2QqPRoPWtjSHkL9SIcyh+DfO9z6RYla2fpbNnSTqpuRfiA2BnD3YOoHNQsLMHnSM4uSu4eCq4eCg4e2b9W+eQVSKTEq9y64rK9X8MRFxS8finMicnw6R5yXR7x542r+rQaG1/3AuDfMfyxnSMbj9eqqpCevF0a6eqKqrRgKrRWj9n9s4FPpe5fT5RcNmfw4vzmBbmuSxwsrJjR967iCwqpjYpISEhVueb2rSYlhOiuKlGI2FDZhG3aR+Kzg6/eW+hdGqMosl7NQ7P3u0wRCdwbdzX3Jz+A461q+L+1GNFGLUQOaVFbScjIQhF44RrlddR05JQEyMB0HhXs3F0Wezt7ZkyZQrR1zqSfvl1Um5uwKXii+hc6wDwR2wQEZnx+NiVobNHVmKiKReAIeQvDDfPkd+m60FbM/lhVCpxN7IeBspVV3joSTuqN9fiU02Ds4eCo6uCvVNWkqLRFPwHO+RqAq8s2EyljS3gWllWvZvGsZ8zGfi1I16V7r9qYSLvVFUleV5bDCF/2ToUALTVWuI8fOc9PaAajUYyMzMtptmqfbSwvVJ95v39/SlXrhzHjh0jOTnZokewtLQ0jhw5Qrly5SRZETZzfdK3WYmKvR3+K6bg2q4xsQWo2192yNOkh97k1lcbCBv+GY71q+NQrcLdVxSiEKiqkYQr8wFw8XsZrb0Phhuns2Y6uqM4edguOCs0zvVxLPskqbd+I/7yLLwaLEZRFH64tReA57wfRffvIJAa39oAGCP+yfP2VVVl2+fpbJiaDoBvLQ3PTnGgwRPae0pI7sS/UhkavpbKhmc+5ZmdfVHmNeT8PgMft09m5FonqjxUcga1FDZwn5VCPPdczkFmT58+LQnLA6pQzvrFixe5fPkyycnJ9OjRozA2mSeKotCnTx++/PJLvvzyS4tBIRcuXEhcXBzDhg2TokRhE7e+3sitBRsBqPTl25Rp3+SeqkVWeH8gyUf/IfngGa4M/JiaW+egcbQvpGiFyF1a9G4yk8+jaF1wqfQKAMborJJrjbe/7QK7jdFo5MyZM8THx9O04ZukRm0nPe4gadG7uOnagD8TzqGg0K/sfyWTGt+sUhfj9dN52oeqqqyZmMb2r7LGmGk3REevKQ7YOxX978xLZVuzPvowv3Vey289G7FqkMLVU0bmdE9m5BpnarSQhOVBpCgKzsN3Fms1MIPRgLYIqoGZzJw5kxo1alhMk0TlwXVPZz4oKIhJkyZx/vx58zRTsnL48GEGDx7Mp59+SocOHfK13TVr1nD0aNYAWKZtr1mzhkOHDgHQsWNHOnbsCMDgwYPZsWOHeST7evXqce7cOfbs2UOdOnUYPHjwvXxEIQokbtM+rr33DQDl3x+I57Nt73mbis6OKt+O40Lb4aQGXeL6xG/w+2TY3VcU4h6oqkpiWNa17FzhBTR2blnTo0IA0HiWnJLrlJQUc6PchIQEXPxeIunqt8QHz2ZNhdcAaFUmgCoO/3Vsoa2Ytbwx8jxqRiqK7s4NQTfPTmf7VxkoCjw33YH2rxffC4MmLtWo6+THmZRwdrofZMyv7fmyXwoX9huY/3wy7251pkKAJCwPIkVRsrqPKw6qimIwoGhzSVYKQY0aNaSBvTArcEXXCxcu8PLLL3P16lVeeeUVWrdubTG/WbNmeHp6snXr1nxv++jRo2zYsIENGzZw+nTW265jx46Zp509e9a8rLOzM8uXL+eVV17h8uXLLFmyhAsXLvDKK6+wfPnyHINFClHUkg6dJfT12aCqeL/aDZ+RvQtt2/Z+Zamy8F0AohZvJm7TvkLbthDWpMcdISPhOCj2uPgNME83xphKVkpGexVrXCsPQaPzxpASAtd+ALAoVQFQ3P1QnL3AaMB486yVrfznr5UZbJqeVfWr74ziTVQg64H0JZ+s39rlt/7E0Q1GrnGiWnMNybHwRe8U4iONxRqTEEIUtQInK/PmzQOyBvAZO3ZsjgxYURQaNWrEyZMn873tGTNm8M8//+T634gRIyyWL1OmDOPHj2fXrl2cOnWKXbt2MX78+Dv2AiZEUUi7FE5Ivw9QU9Mp0+VhKs4o/K6Gy7RvYk6Aro6cS/rViELdvhDZJYYtAsC5fC+09j7m6caoYACUElSycjuNnStu1ccB0Cf1HA9hpJN7zt8qTYWsaYbruf9ehQYZ+PHtrH6In3zbnnZDbFMFs4dnM1w1joSkRfJX4gXsnRWGr3SiXA2F6KsqS4amYjSU7rHDhBAiuwInK4cOHaJLly53bLxeoUIFIiMjC7oLIUqVzFtxBD83GUN0PE6Na1H123EodkVTJcN3wgCcmugxxCUSOmQ2aqYMlCUKX0bCadJj9wFaXCq9ajHPGJ2VrJSkNivWOPp05R+HatijMi0zGHsl53fSXBXsmvVkJTVBZeHLKWSkQv1OWp5+z3ZtxVy0jvTwagbAj/92GODqrWHoMid0TnBmh4HfPk23WXxCCFHYCpysJCUl4eXldcdlTCOtCnG/MyanEvLCFNKDr6Or4ov/yiloXO5tEKQ70djrqPLtWDSuTiQfOM3N2SuLbF/iwZV4NautilO5rtg5VjJPV1UV461LAGjK1rC6bkkRmRnPWE1FEtFSPi2U5Os5vyuailmDQRpySVbWTEzjVoiKdxWFVxc5FVmPX3llqsq2NfYE0ZlZ44n51dXy4pyse86vM9MJDZIXGEKI+0OBk5UKFSpw4cKFOy5z+vRpKleuXNBdCFEqqAYDoa/PJvnoP2g9XKm2eiq6cp5Fvl8H/wr4fZZVJTJizioS9+W/yqUQuclMDib11h8AuFSy7KhETbgJaYmgaNB4V7dFeHm2LuoQ1zT2bHJ9GICEkM8wpF6zWOa/kpWgHD32ndyWyd5lWQ3qX/nKERcP2/cu2cC5Cg2cq5CuZrI26qB5+qMv6GjytB1GAywbnoohQ6qDidKlV69e/PPPP9K4XlgocLLStm1b9u3bx19/WR+EaMuWLRw/ftzca5cQ9yNVVbn23jfEb/4LxUGH/4+TcdQXX4Lu+WxbPF/oCP8OPpkZHV9s+xb3t8Sr3wIqDl7t0LnUsphnKlVRPKug2DnYILq8UVWVVVH7AahYaSA6tyaohmTiLk2zSEo0vnVB0aAm3UJNuGGenhSjsuzNrHYqHd7QoX+s5HSd+uK/pSsrbu2z+CwvzHbAxRPCThrZOleqgwkhSr8CJytDhw7Fx8eH1157jUmTJnHq1CkAfvzxR9555x3GjBmDn58fAwcOLLRghShpbs1fT9SiXwCo/NVoXB6tX+wxVJz5PxxqVSLjehRXBn6MmpF595WEuAND2nVSIjYBWT1q3c546yJQ8qqA6XQ6Ro8ezfDhw9HpdBxKusTltAhcNA485dUM91ofgGJHWvQuUqP+MK+n2Duh8clKyLK3W9nwQRrxN1UqBGjoMbFkJWXPeDbDWWPPpbSbHEy8aJ7uVk5D3xlZ1cG2zE4n4rJUxRZClG4FTla8vLz44YcfqF+/PmvWrGHXrl2oqsqHH37Ipk2baNCgAd9//730yCXuW9ErA7n+/ncAVPhgEB49W99ljaKhdXWiypLxaFydSPoziPB3vrqnwSeFSLy6FNRM7N0fxt6tYY75/yUrNYs5sjuzt7dn9uzZTJ06FXt7e1beyura+2nPprhoHdE518C1UtZ4K/GXPsKYmWBeV/NvVTBTu5VLBw38+X3WwI8vfuqAztH21b+yc9U68oxnVkP7lVGWXZg/3MeOuu21ZKbD2olptghPCCEKTYGTFYDKlSuzatUq1q9fz/vvv89bb73FxIkTWb16NT/99BOVKlW6+0aEKIXitx3k6sjPASj7Rk/KDu9l03ic6lajyjfvgqIQvWwrNz9ebtN4ROllSI8m5cZawHqpCoAxsmSWrGQXnZnIrzHHAHihbEvzdNcqQ9A6VsGYHklCyFzzdO2/jeyN14IwZKjmbopbvmhHrZYlp/pXdv3KtgJgc8zfxGQmmacrisJzHzugsYMTv2VyeruUtgohSq97SlZM6tatywsvvMDQoUPp378/Dz30UGFsVogSKenAaa4MnA4GI57Pd6DC1EFFNopvfrh1aUHFGUOBrAb3N2etsHFEojRKvvYDqjEFnWs97D0etbqMuScwn5JVsmI0GgkJCSE0NJQVkftIUzNp4FyFRs7+5mUUjQPuNd8HIPn6SjISsgYezj7Wyo6FGYSfMeLiCc9+ULKqf2XX0LkK9ZwqkaZmsj76kMW8CgFa2g3RAbB6Qpo0thdClFp5fl00fvz4Au1AURQ+/vjjAq0rREmTciaYkBf+HfSxc3MqzX0TRVMoOX+hKPvaU6ip6Vx//ztuzvgB1WDEd9yLJSKZEiWfMTORpOtZSa5L5desXjdZ3RaXzJKVlJQUqlfP6p2s+cF3wQ5e8Wmd43M4eD6Ko083UiM3Ex88C68GS809ghlunmPL6gTAnmenOuLqXXK+37dTFIUXyj7GxLCfWHFrL6/6tLX4rN3fdeDQ6kxunDey85sMOr5hu/FhhBCioPKcrGzYsMHqdEVRrNaPN02XZEXcL9Kv3CC49yQMcYk4t6hL1cXjUXQlr3qIz4hnUTMzufHh90TMXkHG1f+zd9fxUVxrA8d/M+sbdyFAkCYUh+JSoVCDFqlCL5ULhZYKhbe3pd7bW791qHu5FSpQpS5QKFaKa4EkRIgQl/U57x+bBFISiGyySTjfz2fZZXbk2ZyVeeZYLh2euRnVaPB3aFIrV5G9BOEuQWfpgjmi9pEcRVlumxi2ONNVSLgplAvDTqv1+eDEedjzf8RZvAFHwc+YwseAJRTFVkSoYQ8xg/oxfFrr+3z/3eTwwTyUsZS99mw2lqcwKPBImVhDFCbda2TxXAdfPuZgyKV6gqNab/IlSZJUm3p/a/300081bj/88ANnnnkmoaGhzJ07l8WLF7N8+XIWL17MLbfcQmhoKGeddRbff/99c8YvSS3CnVfEgYvvwZ1dgPnUziR+cD+qtfkmfWyq6HmX0+Hpm0CnUvjBj6Redh/uotITbyidtITmoDzjHQACE2agKLX/PFT1V2ntwxYDXBExHItae22CzhxPQIerAShJeRrQcIV4mzDHh2/jskfMfp/8sT6CdRYuCvcmZFUz2h9txJUGOvVXsZfCFw/LoYwlSWp76p2sdOjQocbtm2++YevWrXz++efccMMNDB48mK5duzJ48GDmzJnDZ599xubNm/n222+bM35JanaekgpSLrsP54EsDJ1i6PLJQ+hDW/8odxHXXECXDx5ADbRQtnIL+8+9DUfqIX+HJbVSFTnL0FyHUY2xWKIn1LleW5m5XkFhetTo464TmDATRR+Cx5ZCRe7X7NrpHXp84NAddB2sa4kwfeLKyo72XxX+SbG7osZzqk7h8ke8SeWqxS7St8mZ7SVJalsaXR/8ySefcP755xMdHV3r8zExMZx//vl8/PHHjQ5OkvxNc7hIu+o/2LbsQxcZQtdPH8IQF+HvsOotaOwgun3zJIb4SBx/pbNv3DzK1+30d1hSKyM0F+Xp3mG4AxOuRamjNgJAO/wX0PqGLf67M4JOpZMp8rjrqPpAAhO8c4Gte+9Pdm7vBUD3LtubPT5fGmBNJNkcj124WFa44Zjnuw/Xc9pkPULzdraXQ5tLktSWNDpZyc7Oxmg8fmc9k8lEdnb2cdeRpNZKaBrpNzxJ2cotqIEWunz0IKZuHfwdVoNZenWh+4/PYunfHU9+CQcm3Unhp7/6OyypFbHlfonHkYlqiMAae+lx123NNSs5ruLqx9dFj6nXNta4K3FrUXz3ylQyC7zNwJT8rQit7UymqChK9Yz27+WtqjUZufgBE3oT7F3lYfPXcihjqfVZunQpycnJ9OnTh8zMzGOenz59OhMm1F3r6ysLFixgzJia3x/JycksXLiwxrI1a9YwZcoU+vfvT3JyMj/++CMAy5cvZ/z48fTt25fk5GR27drV7DG3d41OVmJjY/nxxx9xOGqfcMpms/HDDz8QGxvb6OAkyV+EEGTd9SrFn/2GYtDT+d17sPY/xd9hNZohNpxuXz5B8PjhCIeL9OueIP/Nr/0dltQKCOGhLP1VAAISrkHRHb8vVmueY+XdvJXVj4/uaH48qj6AP39+iKLceOz6CNCbwF6CKExtpiibx+TwIZgUA7vtWWyuSD3m+YhOKuNu8l5g/OReBy6HrF2RWien08mzzz7r7zBqWLJkCZdeeuRCjhCCW2+9FYPBwEsvvcSSJUsYPHgwBQUF3H777XTs2JHXX3+dJUuWkJiY6L/A24lGJyuXXHIJ6enpTJ06lR9//JHCwkIACgsL+fHHH5k2bRqZmZk1CleS2oq8Zz8i/9UvAOj44v8RdOYAP0fUdGqAmc7v3E3k9ZMAyLztBQre/8G/QUl+Z8/7Bo/9IIo+BGvcFcddV2gaWu4eANTo5JYIr96K3RV8ULiGgEt7c97VU9Dr6zeSV3GOxk9v9APgrH+8iBKVCIAnY3MzRdo8QvVWJoR5v6feO7y61nXOu9VISKzC4VTBz6+4WjI8Saq30aNH89VXX7F7925/h1Ktf//+NS6+5+bmUlRUxNixYxk+fDj9+/cnJCSElJQUXC4XF110EUOGDKF///5YLJYmHdtut5/0TTcbnazMnDmTKVOmsHPnTm6++WZGjBhBr169GDFiBDfffDO7du1i8uTJzJw505fxSlKzK16+huz/eEdFint4FqEXn+HniHxHUVXiHr6OyNkTAci45TlKf/zDz1FJ/iKERln6KwAEdLgaVRdw/PWLDoLLBjpjqxu2ePHh36jQuxn2wOX87+lXMZnqN1LZ8iedOMoVOvbMps8Z3+EJ8p4UeLK2NGe4zWJaZVOwLwo3UuqxHfO8OVBh8n3ev8vyJx2U5Ladpm7SyWPmzJmEhoby3//+94TrOhwOnnrqKcaMGUPv3r0ZPXo0//73vykpKanXsZYuXcq5555L7969Of/88/nss89qXe/oZmALFy7k9NNPB+DJJ58kOTmZMWPGsGDBAqZNmwbAvHnzSE5OZvr06dX72LZtG9dffz1DhgyhT58+TJo0ieXLlx8TT3JyMqtWreLOO+9k2LBh9OvXD6fTO5Lf8uXLufzyy+nfvz8DBgxgxowZ7NxZsx/qggULGDBgAGlpaVx33XUMHDiQs88+m8cee6x6P1WcTieLFi3i/PPPp0+fPgwdOpTp06fz559/Vq8jhOC9995j4sSJ9O3bl8GDB3PLLbeQnp5er7+xLzR6EHlVVXnkkUeYNGkSy5YtY8+ePZSVlREYGEiPHj2YNGkSQ4YM8WWsktTs7HvTSb/+SQAirruQqBsm+TegZqAoCnGPzMJTWkHh+z+QNvNxuv/wDOZTEvwdmtTC7Pk/4q7Yj6ILIiD+yhOu78nxXulUo7qj6FrPHCQ2zcmbub8AcEPMONQ6hl3+u8NpGr+9461hmPKABVUVuCyFmAAts+0lK4MDunGKOZa/7Nl8VvBHraOhDb1czy+vqaRt0vj8ESfTn229Q7BLDVNeXl7nczqdDrPZXK91VVWtURvw93WFEHg8HnQ6HTqdrsa6FRUVWK3WxoRfLSAggBtuuIGHH36YNWvWMHz48FrXE0IwZ84c1q5dy6xZsxg0aBB79uxh4cKFbN68mSVLlhy3b/XSpUu58847Ofvss1mwYAGlpaUsWrQIp9OJepzJni+99FJ69OjBTTfdVN2Pxmg0EhgYSJ8+fXjwwQeZP38+Q4cOJTAwEIC1a9cyc+ZM+vXrxwMPPEBQUBDLly9n3rx52O12pkyZUuMYd911F2eeeSZPPPEENpsNvV7Pyy+/zLPPPsuUKVO44YYbcLlcvPHGG1x55ZV8/PHHdO9+ZNATl8vFDTfcwCWXXMK1117L+vXrefnllwkKCuKmm24CwO12M3PmTDZu3MhVV13FsGHD8Hg8bNmyhUOHjowcet9997Fs2TKmT5/ObbfdRnFxMS+88AJXXHEFn3/+OZGRxx/IxCeE1GZpmiYKCgqEpmn+DqVdcBeXi91DZoktYeeLfRfcJjSny+fHaE1l5nE4xV/n/Z/YEna+2D1klvCU2/wdUqvTmsrL1zRNE7kbJ4uslaeKkpTn67WN/ZdnRPE8gyh/+/Jmjq5h3s1dKRI2zhFDtt4lMrKzxN69e4XH4znhdm/OrhCzQkvEs1PKhRBC5G+/QWQvSxTF8wyi5IHE5g67WbyW85NI2DhHnLfz0TrX+WuNS8wKLRGzw0rEwa3uFozuWO35M9YcbDab2Llzp7DZjv2+Buq8XXDBBTXWtVqtda57xhln1Fg3MjKyznUHDRpUY93OnTs3+rV9+umnIikpSWzdulU4HA5x9tlniylTplS/N/7xj3+I8ePHV6+/cuVKkZSUJF577bUa+/n6669FUlKSWLJkSZ3H8ng8YtSoUWLy5Mk13nsZGRmiV69e4qyzzqqxflJSknj++SPfk+np6SIpKUm8/vrrNdZbu3atSEpKEt98802N5eedd56YNGmScLlqnlfMnj1bjBw5svr7qupvcPvtt9dYLysrS/Ts2VP85z//qbG8rKxMjBw5UsydO7d62R133CGSkpLE8uXLhRDez5jL5RLXXXedOPfcc6vXW7ZsmUhKShIfffRRnX+nTZs2iaSkJPHmm2/WWH7o0CHRt29f8cQTT9S57fHeqw0lp7KVpEqZd7yI4690DPGRdHrrrlY5O70vqUYDnd+5G0NcBI6/0jn077f8HZLUghwFv+Au342isxLQYfqJNwC0qpqV6B7NGVqDuIWHl3O8o/BcGziKhNh4kpKSqKioOO52mTs8rPvIOyrWpHu9TaMC4qejBZu8Z2HFmWhlec0ae3O4OHwIJkXPdls6f5QdqHWd7sP0DJqsRwj46E45lLHU+hiNRm699Va2b9/ON998U+s6a9euBTimVuL888/HarWyZs2aOvefkpJCbm4uEyZMQFGOTP7aoUMHBgzwbR/VtLQ0Dhw4wIUXXgh4azSqbqeffjp5eXmkpKTU2Oacc86p8f9Vq1bhdruZOHFije1NJhODBw9m/fr1NdZXFOWYEc2SkpLIysqq/v9vv/2GyWTi4osvrjP2X375BUVRuOiii2ocNzIykh49ehxz3ObSvs/GJKmeCj/9laIlP4Oq0un1OzBEh/k7pBZhiA4jYdE8Ui6+h/zXviT4vKEEnTXQ32FJzUwIjdLU5wGwxk1DNYTWazst15us6GJaT7LydeEmDjoPE64P5JLIYdxQz+0+f9iJEDBwop7O/b0TQBpDh6IL6owISEcpd6FlbkFNHtt8wTeDMH0gk8OH8GH+77yY8z1vBl5f63pTHjCx5Rs3e1d7+GOpm8EXG1o4UsnXysrK6nxOp6s5yWlubm6d6/69CVRqamqN/4u/NQM72t/7TzTF+PHjefPNN3nmmWcYN27cMc8XFRWh1+sJDw+vsVxRFCIjIykqKqpz31WDQtXWhCkyMrLWoZMb6/DhwwA8/vjjPP7448eNp0pUVFSt+7jkkktq3f7vZWaxWI7pt2c0GmuM4FtQUEB0dPRxm7zl5+cjhGDEiBG1Pt+xY8c6t/UlmaxIJz1neg6Z//cCANG3XUHAsF5+jqhlBZ01kIjrLiT/tS/JuOU5kte+ghog27G3Z/a85bgr9qLogghM+Ge9thFCHKlZiTm1OcOrNyEEL+Z8D8C1UWdiOc5klkfbv97Dlm/cqDqYePeRH3RFUbHGXoIzdANquQtP5mb0bSxZAbg+ZixL8tfwQ/E29toOkWSJO2adiE4q580z8uWjTj66y0GvsXqsIUote5PaioCA4w+Q4at1j05Wjq6VAJrcX+VoiqJw2223ce211/LRRx8d83xoaChut5uCgoIaCYsQgsOHD9OnT5869x0W5r0gWZUEHK22ZU1RdazZs2fXmnQBdOnSpcb///53rdrH888/T3x8vE/iCg8PZ+PGjWiaVmfCEhYWhqIovPfee7X2/znRfIu+IpuBSSc14fGQfv2TaCXlWAf1IOa2qf4OyS/i7r8WQ6cYXJl55Pz3fX+HIzUjobkoTfOOahOQcG29a1VEWR6iogAUBTUqqRkjrL8VpbvYacvEqhq5Our0em0jhOCzB71XF4dPMxB7yt+uSMZMQgv1dhh2p63ybcAtpJs5hnNDvBNcvpRT9/Dk5841EnOKSknukb+JJLUmI0aMYOTIkbzwwgvHdPSv6nj/xRdf1Fj+3XffUVFRUWfHfPAmB1FRUXz11Vc1mkFmZmayadMmH74C6Nq1K4mJiezevZs+ffrUeqvqiF+XUaNGodfrOXjwYJ37aKjRo0fjcDhYunRpneuceeaZCCHIycmp9ZjJyS0zhL2sWZFOaodf+pzyNTtQAy10fOVfKHrdiTdqh1SrmQ6PX0/q1H+T9+Iywi4bg7lnor/DkppBRc5SPPZ0VENEvfuqAGg53lmYlfAuKMamzRvgKy9me2tVrowcRZg+gHJH3SMcVdn5s4e9qz3oTTDh9mOvCuqMUegSBsOO5XgyWqY9dnOYEzuOb4u38FnBBv4VfyHxxmObthpMClc+beLpC22sfMvFsCsMdB18cn4HSq3XbbfdxpQpU8jPz+eUU45Mzjxy5EhGjRrFk08+SVlZGQMHDmTPnj08//zz9OzZk4kTJ9a5T1VVmTt3Lvfccw833ngjl112GSUlJSxatKhZRrf697//zXXXXceMGTOYPHkyMTExFBcXs3//fnbs2MHzzz9/3O0TEhK45ZZbePbZZ0lPT+f0008nODiYw4cPs23bNiwWC7fcckuDYpowYQJLly7lgQceICUlhaFDhyKEYMuWLXTr1o3x48dz2mmncfnll3PXXXexfft2Bg8ejMViIS8vj40bN5KUlFQ9XHNzksmKdNJypueQ/dhiAOIeug5Tl2ObSpxMgs8dSvD44ZR8vYasu16hy7JHjqmKlto24bFTdvAlAAI7zjrhvCpHq2oC1lr6q2wqT2FN2V8YFB3XRY858QaApgk++4+3BuHMmQbCE2pvXGA+9Wpc3y1HFB5GsxWgWsJrXa81GxDQheGBp7Cm7C9ey/2Z+xNq70SbPErP8Kl61nzg5r15du76xYrOID/3UuvRs2dPxo8fz1dffVVjuaIovPjiiyxcuJClS5fy8ssvExoaysSJE5k/f/4JmyhVTVr++uuvc9NNN9GhQwdmz57Nhg0bfN5xfNiwYXz88ce8/PLLPPLII5SUlBAaGkq3bt04//zz67WP2bNn061bN959912+/vprnE4nUVFR9O7dm6lTG94qRK/X89prr/HKK6/w9ddf88477xAQEECPHj0YPfrIsOcPPvgg/fr1Y8mSJXzwwQdomkZ0dDQDBw6kb9++DT5uYyhCDgPSZgkhKCoqIjQ0VJ5UNpAQgtSpD1D6/QYCRvSm65ePt8jfsLWXmfNgDnuGXIdwuklc8m+Cxw32d0h+1drLq6HKMt6kNOVJdKY4ogZ9g1LPPh4A9qXzcK56AeOZ8zFf9FgzRlk/sw+8xvKizVwWMYynOntriMrLy6ubU5SWlh7TtOKPZS5e+6cdcxA8vCmAwIjakxUhPJTcHYxid6Gb/hgBA+Y374tpJr8U7+Cq/S9iVY2s7f0fwvS1NzUpy9e4b0gF5QWCKf82ce4tLdMOHdrfZ6y52e12UlJS6NKlS415U1rS8fqsSK2Pv8rLl+9V2WdFOimVfLma0u83oBj0dHjqJvmFW8nYKYaIWd6q80P3v4lwe/wckeQrmruUsvTXAAjsdGODEhUAT25V53r/16ykOvL4psg7aePs6CMd4PV6PVdffTVTp05Fr6/ZcMDjEnz+sLdWZeyNxjoTFQBF0aHEdAPAuW+Zr8NvMWcG96SnpQMVmpO381bUuV5ghMrFD3oHGvjyMQd5KXJme0mSWg+ZrEgnHU9JOZkLXgYgau6lmJM7+Tmi1iV6/mXoQgNx7E6j4P26O+dKbUtZxhsIdzF6S1csMRc1ePsjI4H5P1l5PfdnBIIxwb1qjHRlMpl46623eOGFF44ZtvP3913k7hcERiiMm3PiRE2f6G1aph3ahdvuu2FMW5KiKNwYcy4Ab+T+SpnHXue6I6bpSR6tw2WDd2+2o2my0YUkSa2DTFakk072Q+/gzi7A2C2e6PmX+zucVkcfGkR05ahoOY8uRiuv+wRHahs8zjzKM98FICjxVhSlYd0Vhb0EUew9Yfd3n5VCdxkf5Xsng5sVc3a9tnHaBF894QTg/P8zYg46cU2qofNIANRiB7aczxoXbCswPmwAXUzRFHsqeO9w3aObKYrC9OfNGK2wd7WHFW+4WjBKSZKkuslkRTqpVPyxm/w3vgYg4ambUM0t1za7LYmYMQFj51jcOYXkvfyZv8ORmqjs4Eug2TEE9ccUUb8T/KNpOXsAUILjUCyhPo6uYRbnrcKmOelt6ciIwJpDKAshKC8vp7y8vMZwpCvecFGUJQjroHDGtfWb/FCN7+e9L3ZiO7QUIdpm0yidojInxju3w6u5P2PX6k5CohJVptzvrZFa9m8Hh9Pa5muWJKl9kcmKdNIQLjcZ8xaCEIRNHUvg6f39HVKrpZoMxNzl7bSc9/wnuAtK/ByR1FhuWxoV2Z8AENRlfqP6Z3kqhy32dxMwh+bi7bxfAZgVM+aY11JRUUFQUBAdO3akoqICAFux4JunvX1VLrzThMFcv9evRnYHYwCKJtDy03AWrfXdC2lhU8KHEGcIJddVzCf5x38dZ8w0cMoIHY5yePcWO3IMHkmS/E0mK9JJ4/ArX2DfkYIuPJi4B2f4O5xWL/TiMzD37opWWkHu00v8HY7USKWpz4NwYwobjSlkUKP2UTXHihrt32Tlm6It5LlLiTGEMCHstHpt88MLTsoLITZJZdjl9W/+pqgqunjvsJxqsYOKnLbb0d6o6rk+xjsQwUs5P+AWdQ+coaoKVy00Y7DAnpUefntbNgdrjWQSKbV2vnyPymRFOik4M/LIefx/AMQ98E/0ESF+jqj1U1SVuPuuASD/9S9xZuT6NyCpwVxlO7Ef/gZQCEqc1+j9aLmtY46VxYdXAjAtYiQG5cSTF5bkavz4orevysS7jej0DatVUjv0994XObAf/gHNVdywgFuRqZEjidAHctCZz5eFG4+7bnRXlcn3eZuDfXKfg/yDsjlYa2EweJsxVtUcSlJrVfUerXrPNoWcFFI6KRy6+1W0cjvWoT0Jmzb2xBtIAASefRoBo/pSvmorOY/+j44vtM35Jk5WpWkLATBHXYAhsPGJhie7aiSwU30SV2PssWWxvmw/OlSmRo6s1zZfPe7EUQ6Jp6kMuLDhP3e6Dv1wAfoyHS7hxJa3nID4hk++1hpYVCMzo8fweNYXLMr+jolhg1CVuq9XnjXLwMbP3Oxf52HxrXbmfmqRQ7y3AjqdjtDQUHJzvRePrFZri5eLnGelbWnp8hJCUFFRQW5uLqGhoeh0J76wdCIyWZHavZIfNlD85WrQqXR46kYUVVYo1peiKMTddw37zplP4ZKfibrpYsyndvZ3WFI9OEu34ShYAegI6nxTo/cjnBWIggMAqLE9fRRdw/2vciSrcSF9iDOGnnD9nH0av73jbcJ08b9NjfqR1h1Vs4IQ2HKWttlkBeCqqNN5Mft79tqz+b54G+eF9qtzXVVVuHqRmf+MLmfXLx5Wveti9NVyQJLWIDY2FqA6YfEHTdNQ5W9pm+GP8goNDa1+rzaVTFakdk2zOci64yUAIq+fhKVnFz9H1PZYB/UgeMIISr76neyH3iHxvfv8HZJUD2UHXwTAEj0BvaXxCaaWsxuEQAmMQg2K9lV4DVLusfNp/joApkeNrtc2Xz3uQPOY6XOujqSRjfupU2N7gqoDexmKPQaXsgNX2e4m1VL5U7DOwtVRZ7Ao5zsWZX/HuSF9j5vExXRXmXiPiU/ucfDJvQ56jdET3lGeoPqboijExcURHR2Ny9XyfYqEEJSUlBAcHCxrVtoAf5SXwWDwSY1KFZmsSO1a7tNLcKZmY4iPJOaOK/0dTpsVe8/VlCxfS8k3aylfu4OAYb38HZJ0HEdqVVQCO81u0r482TsAUGP8V6vyeeFGSjU7iaYoRgUl12ubLd94MOqoHoq3MRSDGTXmVLRD2zFpydjZS0XOMkIC72z0Pv1tRvRZvJ77M1sq0lhVuofRwcdPvM6+3sCmL1zsX6/x7lzZHKw10el0Pj0hrC8hBHa7HbPZLN8LbUB7KC95iURqt+x/ZZD3vHfI1vhHZ6MLtPg5orbLnNSR8H+cA8Chf78lR6Jp5coOemsTvbUqiU3al1aVrMT5L0H98PDvAFwZOeq4/Sx0Oh0XX3wxvaMnoqBjxJUG4k9t2smcroO3qZTRHgWALfcLhOZs0j79KdIQxLTKPj+Lsr874fqqTuHqFywYzFQ3B5MkSWpJMlmR2iUhBFm3v4hwuQkaO4jgCSP8HVKbF3P7NBSzkYp1Oyn9br2/w5Hq4CzdjqPgV0AlsOP1Td6flu0dtljnp/4q++zZbKpIRYfKxeFDjruu2WxmwZUfMMK5GIvVzIULmt7HompEMKWwENUYg3AXY8//ucn79afZMWMxKDp+L9vLxrIDJ1y/qjkYwCf3OihIl6ODSZLUcmSyIrVLRUtXULZiM4rZSPwTN7TZqs/WxBAfSeTsiQAcevBthKfuuRok/6lRq2JNbPL+qpuBxfqnZuWTyr4qZwX3JMoQfNx17WWCj+/2TgB5zs0GwuKb/hOnq5zJ3pO5DWvMJABsOUubvF9/ijeGcXH4UAAW5Xxfr23Ovt5At6E67KXw7lw5WaQkSS1HJitSu+MuKOHQXa8CED3/ckyJcX6OqP2ImnsJutBAHLvTyH9rub/Dkf7GVf4XjoJfAIXAjk3rqwIg7KWIwoOAf2pWPELj0wJvLd4lEUNPuP7yJ50UHRKEdxScO9c3I1dVNQMTBSmYg88GwFG4Grc9wyf795c5MeNQUfixeBu7KjJPuL6q844OVtUcrGqkNUmSpOYmkxWp3cm6+1XceUWYkjsRdfMl/g6nXdGHBhFz13QAsh96F1duoZ8jko5WnvkOAKaIs9Fbmz7ynady5nolOB7FGtbk/TXU6tI9ZLuKCNFZGRvS57jrHtrjYfmiQl4tCuaxbSG4NN9MmqdYw1DCvKOpKQUFGENHAoKKrA98sn9/6WKOZnzYQMA7q319xHRXmXTvkeZgcrJISZJagkxWpHal5IcNFC35GVSVjgtvRTU1feZUqaaIay/A0q87Wkk52Q+86e9wpEoeZx623C8BCEy41if71A5VNQHzT3+Vj/PXAnBR2GmY1Lo/y5om+OBfDjR388RRVbviydxMQLx3VMGKnE8RHlvzHLCFzIkZB8AXhRtJd+TXa5sxs73NwRxlsFg2B5MkqQXIZEVqNzwlFWTO887YHXn9RKyD2uZcCK2dotPR4b9zQFEo/PAnyn7f5u+QJKA86z0QLgzBAzAGD/DJPrWcnYB/moCVemx8W7QFgEsjhh133V9fd7HnNw8Gc/PEUpWsaFlbMIWPRmfuiHCXYMv9qnkO2EJ6WzsyOqgHHjRez63foAHe0cHMGCyw61fZHEySpOYnkxWp3Tj07zdxZR3GmBhLbGVTJal5WAf1IHz6uQBkzH0OrcLu54hObpqnnIpDHwIQ2ME3tSoAnkP+61z/deEm7MJFd1MM/a11T2qZvdfD0vu9neqrRqzytaoRwTwZm1EUHdY47yz25VnvtfmahRsqa1c+yP+dQndZvbaJ6Sabg0mS1HJksiK1C2Wrt1FQ2eE74bm5qNZmusQqVYt94Fr0cRE492eR/Z93/B3OSc2WvRThLkFn7oQp4iyf7VfL9tas+KMZ2McF3iZgl0QMq3M0P49L8Ob1dlx26DlGx+nXNE+zT128t7+MlrsH4XFhjZ2ColpwV+zFWbyhWY7ZUkYFJdPb0hGb5uSdvJX13m7MbAPdh8nmYJIkNb92kayMGTOG5OTkWm/33Xefv8OTmplWYSdj7nMAhF99PoGj+/k5opODPjSIjs/NBeDwK59Ttlo2B/MHIdyUZ74LQECHa1AU38xoLSoKESVZAOhiT/XJPuvroOMw68v2o6AwJXxwnestf8pJ2iYNayhctbD5ZmdWQjuBKRA8TrTD+1D1wViiLwKgPOt/zXLMlqIoSnXtylt5K7DVc8JLVVW4atFRzcHels3BJElqHnp/B+ArQUFBXH311ccs7927tx+ikVpS9mPv4TyQhSEugrh//9Pf4ZxUgsYOInz6uRQs/o6Mm57hlN9eQBdo8XdYJxX74R/wODJR9WFYYyb6bL+erK0AKOGJKObjz2/ia0sLvLUVI4OSiDPWPgpZykYPy5/0nlhPe9JMWLxKeXnzxKOoKrqYnngOrkc7tANdzKlYO/yDiuwlOPJ/wl1xAL21a/McvAVcENafTlkRHHTmsyR/DddEnVGv7aqag318l4NP7nPQ82w9kZ3axTVQSZJakXaTrAQHB3PzzTf7OwyphVX8uZfDLy4DoMPTN6ELDvBzRCefuP9cR+kvf+JMyybrrlfo+Pyt/g7ppCGEoDzjbQCs8VNRdL5LFD2Zm4EjnctbihCCTwu8E0FWTVz4d84KwVvX29A8MHiKnsEXe5t/6XQ6LrjgAlwuFzqdb2qYqqix3mTFk70DA5dgsHbDFDEGR/7PlGW8SWjSQz49XkvSKzquizmbe9M/4tWcn/hH5Cj09ayhGzPbwKYv3Oxb62HxLXZuXWaRk/BKkuRT8hKI1GZpThcZtzwLmkboJWcSfO6JJ42TfE8XbKXjC/O9o4P973sKP/7F3yGdNFwlf+Iq2waKsbrTt69o1clKf5/u90T+LE8h1ZGHRTVyfmjtidKn9zvI2ScIjVeY+uSR/mlms5mvvvqKJUuWYDb7tt+aGucdZKBqOGeAwITrALDlfoHHke3T47W0yyOGE64PJN2Zz9eFm+q9naoeGR1s9woPK9+SzcEkSfKtdpOsOJ1Oli1bxssvv8z777/P7t27/R2S1MzynvkI+85UdBHBxD/a9Nm6pcYLHN2P6H95T5Yz5y/E/lfbnt27rSjLfBsAS8xF6IwRPt23J2MzcGQkrJZSNWP9BaH9CdAdm3Ds+MnNr697T4ivXmQmIKxlruLrKkdEqxrOGcAY3A9jyBAQ7uoJOdsqi2rk2srmXy/l/NCgDvPRXVUm3+cdHezT+x0clqODSZLkQ+2mGVheXh4LFiyosWz06NE88cQThIeH17ldWx7BpCr2tvwaGsu+K5Xcp5cAEP/Y9ejCg9vE36E9l1n0bVdQ/vt2yldt5eC1j9Dt+6dRLc0zlGxLac3l5bal4cj3zo0RED/dpzEKlw0t13vBR43v22Kv36G5+KJwIwCTwwYfc9zyQsE7N3uHyT7zOgOnnqk7Zp3mKjOlckQ0LW8fmtOGUjmpS0DCDJzF66k49BEBCbNQDaE+PW5LuipyNC/m/MAOWwYrS3ZxenD9B1Y48zo9f37hYt8ajXdvtjN3qRlVPXEi2Zo/Y1LtZJm1La29vOrTbLRdJCtTpkxhyJAhdO/eHaPRyP79+1m0aBErV65kzpw5fPDBB3X+MYqLi1ttAdZXcXGxv0NoUcKjkXvj0wiXG/PYgYiz+lJUVOTvsBqkvZZZyJOzsU24C/vOVFJvfY6wx65rF+3XW2N5ubLeAARq4DDKnJHgLPLdzrM2odM8CGsEJSIAWujz9VP5Too9FUTrgujliTnmc/3BXJXiQypRXQVjbrVRVFRzBvny8nKSk5MB2LNnDwEBPuzDJsyoljAUWyHF+/+AWO/gLYJeKOYkhH0v+QdewxBzne+O2cIUYHLgabxfsoZFmd/SV4tr0PaTHobnLtCxZ6WH718qYdiV9f9tbY2fMen4ZJm1La21vMLCah9E5WjtIlm56aabavy/X79+vPLKK/zjH/9g48aNrFixgjPPPLPWbUNCQlogwuYhhKC4uJiQkJB2cUJYX3kvLMW5ZT9qcACJz96KoR5v9Nai3ZdZaCim1+4g5eJ7KP9kBSFDehIxY4K/o2q01lpemquIvCLvvEIhiddhCg316f6du/bjAPQJ/bG24Ofr24LtAEyJGEpEWM0a8T+WudjylQNVB/98xUp03LEdwA0GAxUVFYD3uz0wMNCn8VXE9cZz4DcCyg9iCB1VvdyeeD1Fu+ejFXxMcNfr2nTtyo2W81iycx1r7fs5aCyhr7VTvbcN7Q+T73fy0Z1Ovnlcx+CLrER0PH5r89b6GZPqJsusbWkP5dUukpXaqKrKlClT2LhxI3/++WedyUpbLbijKYrSLl5HfTgOZJHzyGIA4v8zE2N8pJ8japz2XGZBZ/Qn7v5rOXT/G2Td9SqWXl0IGN62hxBvbeVly/kEodnQByRjCq170sTGOrpzfUu97kJ3GT+XeDuvXxwxtMZxi7M1PrjNO0v9+fONdB1U+0/X0ds0R5mpsT3xHPgNLXtHjX2bI89BH5CMu3wP5VnvEJx4q0+P25I6mSO5KOw0lhVu4JXcn3ixS8OGgz9rlpE/P/ewb62H9+c7uPnj+o0O1to+Y9KJyTJrW9pyebWbDva1qapastlsJ1hTaguEppEx9zmE3UngGf0J+8c5/g5JqkPkTVMIvfgMcHtIu+YRnJmH/R1SuyE0J+VZ7wFVk0D6/sfHk+qdPV7Xqe4JGX1tacEGXMJDb0tHeljiq5cLIVg81055IXTsq3LBbcYWi+nvdFUjgmXvrLFcUVSCOntr+CsyF+NxFrR4bL50fcxYAL4u/JNUR16DtlVVhenPm9GbYMdPHtYtcTdHiJIknUTadbKydat3UrMOHTr4ORLJFwre/Zby1dtQrCYSnr2lzV4hOBkoikLCc3Mx9+6KO6+ItKsfQrPXb2Zs6fhsed+iOXNRjVFYos73+f6FvRQt21vDoUsc5vP913pMIXj/8CoArogcUeO51f9zse17D3ojXPuSGb3Rf597tXJEMM9RwxdXMYWPwRDYC6HZKM98s6VD86me1gTOCD4VDcFrOT83ePvYU1QuvMObVH50l52SXDk6mCRJjdfmk5V9+/ZRUlJyzPI//viDt956C6PRyDnnyCvwbZ0zI49D970BQNw9V2PsHOvniKQTUa1mEhffgy4sCNufe8m87YU2P5iFvwkhKM98C4CA+CtRVN/XMnjS/wChoYR1Qg2JP/EGPrChfD977dlYVCOTw4/U5pQe1vj0Pm/zr4vuNtGhp28nemwotXJEMFGYhrCX1nhOURQCK2tXyrPex+NsWI1EazMnxvu7uSR/DXmuY39jT2TcTUY69lUpL4QPFzh8HZ4kSSeRNt9n5ZtvvuH1119n+PDhdOjQAaPRyN69e1m9ejWqqvLvf/+b+PiW+cGVmocQgszbFqGV2bAOPpWI6y70d0hSPRk7x9LpjQWkXHIvhe//gKV/dyJnyvJrLGfxOtzle1BUC9bYy5rlGFVNwNwdhrCvwIXdLXB6BE4PODWBy+NNOPWqgl713usUMOgUDCoEGFUCDQoBRhWTrn79At+rrFW5KOw0gnWW6uXLHnRSUQQJvVXGzjH4/sU2kBoQgRIchyg5hCdnF/rOQ2o8bwo7HUNQP1ylWyhPf4Pgbgvq2FPrNzzwFPpbO7O5Io2F2d/yYMeGvd90BoWrFpp5dEwFG5e52Xyxi/7j/V+GkiS1PW0+WRk6dCj79+9n586drF+/HqfTSUREBBdccAHXXHMNffv29XeIUhMVffIrpd9vQDHqSXh+LorOv1dXpYYJOnMAcQ/8k0P3vU7WXa9iOqUjQWf093dYbVJ5hrdWxRIzuVEjTtlcGilFbrLKPGSWeMgq9ZBZ6ia7zEORQ1Bk13gw9VdGAY9nnMrid3OaFK9epTpxCTWrRFhUwi0qERYd4ZWPTWYbX5Z5Z0y/JPRIE7ADGzysXuyd/HHqf03o9CdOelRV5YwzzsDtdqOqzdNwQI3thafkkHcm+78lK4qiENT5Zgq2z6T80IcEJFyLzhTTLHE0N0VRuD3+IqbtW8j/Dq/iuuiz6Whq2MSjnfrqOOcWI98+4+T92xwkjdJjDZHNdyVJapg2n6wMGTKEIUOGnHhFqU1y5xWRdecrAET/axrm5PoPoym1HpE3Tsa2fT9FH/1C2tUP0/37pzEndfR3WG2Kq2wnjsLfAJWADlcdd90yp8befBd/FbjZW+Bib76bfQUu0ks8HK8hnk646W/bAMBG82CCjQpWg4JRp2DQVd6roCjg8oBHCNwauDXvvdMjKHMKbG7vUdwa3iTI4SGz1FP7QRPWonZ1I8qiufgtAyGmTGIsOro9Y0GHSuBYwSqLnb/26YgN1JEQpCPSqtZaY2OxWPjll18oKirCYrHUcrCm08X2xLP3x+p+PX9nDB2OMfg0nCUbKTv4EiGnPNAscbSE0cE9GBmUxOrSvTx96GueSTz++642E243sulLFzn7BJ/c6+Cq583NEKkkSe1Zm09WpPYtc8HLeApKMPfuSvQtl/g7HKmRFEUh4dm5OFOzqVi/i9Qr7qf7D8+gj2i78xy1tLL01wAwR52P3nIkaXe4BTsPu9iS42RTtpMtOU72FbjrTEpCTQoJwXo6BOnoUHkfF6gjzKwSnb+BwP+VISzhfDN/HHp942oxPZqg3FV5c2qUOgWFNg8Fdo18m0ZB5S2vwsHK2D9wAYbswThRKHYIQn9T0R1UcZoFS/uX8uEvNV+NWQcJwXo6hehJCNbRMVhPx8r7hCAVtRn7RlV3sq8jWVEUhaDEW8nfOp2K7E8J6HA1emuXZounud0RfxEX7XmSpQXruSFmHEmWhk0UaTArXPW8mf9eYGP1YheDL9Zz6hny1EOSpPqT3xhSq1W8fA3Fy1aCTiVh4a0oBvl2bctUs5HE/93HvnHzcKZmkzr9IbouewTVJNuxn4i7IgX74e8BMMbNZE2GgzUZDn7PcPDnIQeOWiotoq0qSREGkiIMdA/Tex+H64mw1p2AOPb+hgMwnHJGoxMVAJ2qEGxSCDYB1L2fj/PX8lNaKdGGEFZfPBanW8+BNDevP+3ABSTOhCtHWMkp1zhU5iG78mb3wL5CN/sKax8W16KHxFAn3cIMdA/X0y3MQLcwPV1D9QSZmtY8TK0avriWEcGqGENOwxR+Fo6CXyhNfZawns816Zj+NCCgC+eG9OO74i38N+tLXus2q8H76D5cz5kzDfz6uov/zbVz3+oATAGyOZgkSfUjz/6kVslTXEbmbS8AEHXzxVj7dfdzRJIv6CNDSPzgAfadO5+KtTvIuPU5Or74f3IY6uPQhCDtr9ewIthmH8kN7wZg99QcaSrcotI/xki/GAP9Yoz0jzESFdDwZMO99xcA9KeM8Unsx6MJjZdzfgTgn1FnYtYZMetg87MeXKXQqZ/KnQ9YUXU13xtOjyCr1EN6iZv0Eu99RuV9am4J2xYMBaD83jXsOmw95rgxASpdK5OXHhEGTo303kLM9UtidDGnAiBKs9HK81EDau/HEZR4K46CFdjzf8BZsgVjcL96/21am3/FT+D74q18W7yFjWUHOC2wa4P3Mfk+E1u/dXM4TfD5Iw4ue1g2B5MkqX5ksiK1Sln3vI47uwDTKQnE3H6lv8ORfMjcoxOd376LlMvuo2jJzxgToom9u+Ft4duzUofGioN2fkqxsy0jjbe6fwkKPJV6GXYPRFlVRiSYGF556xamb3LCJ2zFeFJ/B0CX1PzJyheFf7LXfogg1cyVkaMA2LfGzZoPvLUl0540H5OoABh1ComhehJDj/35Ki8PIPBm74SMr1wQRpbTzIFCN/sLXewvdJNXoZFTrpFT7q2ZOlpCkI5Towz0jDTQs/I+MVSP+re/q2IOQglPRBSkomXvRO02utbXZwg4BUvMJGw5SylNeZLwvu+22aQ82RLPpRFD+Sh/LfdnfMIXybehKg2roTIHKVz5jJmFl9r4+SUXgyYZ6DpYDpYiSdKJyWRFanVKf91E4XvfQ+XEgqrZfzNWS80j6KyBdHjyJjLnPU/uUx+ijwwhcvZEf4flV/sLXfyUYufHFDvrMx24KufR+7+Ej9ErHg64BzJtyHBGdvRNcvJ37p3LweNCjemBLuoUn+7771zCw1OHvgJgdsxYQvVWPG7BB//yJhCjrjLQZVDTTmTHdLEQGBhYY1mxXeNAkTd52VfgZtdhF7sOu8gs9ZBRefvhgL16/RCTQv8YI/1jvbcBlTVWutieuAtSvZ3s60hWAII634Qt72ucJRtxFKzAHHFmk16TP90RfxHLCzezpSKNjwvWcXnE8Abvo/dYPcOu0LP2Qzfv3mLn7l+t6OXXuyRJJyCTFalV8ZTZyLj1eQAiZk4gYFgvP0ckNZeIq8/DnVdIziOLybrzFXThwYRdepa/w2oxTo9gbaaDn1K8NSgpRTX7X3QN0zMhsZzLdd+CgEH95zAyLLCOvTWda9tnAOj7TGq2Y1R5//BqUh15ROgDmRHtLfNfX3eRsUMjIAwm39c8Z7AhZpUBsUYGxNbcf5FdY9dhFzvznN77wy52H3ZR7BCsOOhgxcEjtTAJQTruLO/KGCD3wFbihgt0au2Jo84US0D8dMozXqc09WlM4aNRlLZZmxBtCGFu3Pk8nLmMxzM/54LQ/gTpGj7i2qUPm9nxUzmHdmt8+4yTCXfIbEWSpOOTyYrUqmQ/9A6ugzkYOkYTe+81/g5HambR/3cF7sPF5L/6Bek3Po0uNJDgcYNPvGEblVfu4edUb+3JyoN2ypxHRq0yqDAswcTZiWbO7mKma5iB4v2PUJFlxxDUD2Now69k15dw2nDv/s4bR9/JzXYcgMOuUv6b9QUAc2PPJ1Bnpjhb44tHvAnBpPtMBEY0zxwpdQk1q9VN6qo4PYI9+S7+PORkc46TzdlO/ipwk1Hq4dvKZGXvzi2MfTmLwfEmRiSYGJZgok+0Af1RyUtgwgwqsj/CXbEPW84yrLFtd1TDf0adyQeHV3PAkctzh77hnoQpDd5HYLjC1CdMvHqtneVPORlwoY4AOW+zJEnHIZMVqdUoX7eT/Ne+BCDhmVvQBTbPPAlS66EoCvGPzMJTWErRx945WLos+TeBo9tuZ+SjaUKwNcfFTyk2fkq1syXHVeP5KKvKmEQzY7taGN3RVGOkKo/jEBWHlgAQ1PnmZu3v4N77AzgrUMI6o3bo32zHAXg4cxnFHhu9LAlMj/I2ofrkPgf2UkgcqDJqeusYHc6oU+gTbaRPtJGrK5eVOjS25jpJ3TUAvoVTXHspdWj8nGrn51Rv87EAg8LgeCOjOpo5o7OJUyODCex0A6UHHqc09TnMkeeh6puvhqw5GVU99ydczNX7X+LNvF+ZGjmSbuaGT3o5cKKe/uP1bP7azbs3O5i1pBmClSSp3ZDJitQqaHYnGbc8B0IQNnUsQWMG+jskqYUoqkrHRfPwlJRT+t16UqY+QJePHiRwRB9/h9YoxXaNlZWd439Js3O4QqvxfN9oA2O7mDm7i4W+MYZjOnBXKTv4CggXxpDBzVqrAuDe+hkAhj4TmzUp+rZoC58UrENB4dFOV6BXdOxd7Wb9x24UBabW0am+tQgyqYzsaGZE7GmUfqcSohXzw0TBqqJQ1mQ4WJ/poMgh+DXNwa9pDh5a5R1C+szO53Fz0AdYXAcpS3+V4C7z/f1SGm1MSG/ODu7NTyXbuevgh3x4yi0Nfs8oisLU/5rY85ubtE0aq99WuOi2ZgpYkqQ2TyYrUquQ+9SHOP5KRx8dRtzD1/k7HKmFKQY9nd+6i9R//IeynzeSevn9dPnkIQKG9vR3aCckhGBvgZufU+z8lGJjfZYTz1FzEgYaFU7v5G3adVaimZh6DCnstqVTkbMUaP5aFeFx4drh7eyu79N8gxwcchbyr7T3AJgVPYYBAV1wOwXv3+Zt/jX6GgOJA5rWn0NVVQYNGoTH40FVm68pmWIwo0Z1R8vdS5JrLz0HjmXWwCA0Idh12MWaDAcr0rwjjuVWaHy0S+NQyAye6X4/Renv8E7m+ZzWuQuD4k0YW3FyVpcHO17K6p17+L1sL58WrOeSiKEN3kdonMolD5lYfIuDH55WGTZFI6Zb2+zPI0lS85LJiuR3th0p5D73MQAdnrgBfWiQnyOS/EE1G0lcfA+p0/5N2YrNpFx6L12XPox1UA9/h1aDEIKUIjdrM52syXCwNtNBVmnNWRm7h+k5u4s3QRnciBPSsvSXQLgxho7EGDLIl+Efw7N/JdiKUAKj0HUZ0SzHKPHYuGb/SxR5yulr7cTt8RcB8P1CJ4d2awRFKky613SCvZyYxWJh/fr1FBUVYbE0bzNSNbYXWu5ePNk70CeP9S5TFHpFGekVZWTmgCAcbsGGQw5WpNpZcXA060oGMDR4EyH5z3HpH/cQYFAY3cnEWYneRLZDUNv4Se5kimRe3AU8mvU5D2Z8ypiQXoQ3omnbyH8Y2PCpm90rPLx7s535X1jR6dte8iZJUvNqG9+MUrsl3B4ybnkW3B6CJ4wg5KJR/g5J8iPVYiLxvftImfoA5b9t5cAl99J12cNYByT5LSYhBH8VuFib6WRtZXKSU16zaZdJByMSTJzdxcKYLmY6hzT+q9VdkYItx9sBPSjx5ibFXh+uyiZg+t4Xoai+v7Lt0Fxct/9VdtoyidQH8WKXGRhVPXkpGsufdAJwyUMmAsLa1kmqLq437q3L0DI21bmOSa8wqqOZUR3N3A3k5N2NZ/dljAtfybclO1iR34tv99v5dr+3v0tyhJ6zEs2MSWxcktuSros5m6UFG9hjz+LhzGU81Xl6g/ehKApXPmPiP6PL2bdG46vHnUy8u+lJqyRJ7YtMViS/Ovzy59g2/YUaHECHJ+b4OxypFVCtZrq8/wApl91L+ZodpFx8D10/exRL324tcnxNCPbku1mb4WBNhp01GXYK7BU11jHqYECskWEdvCNADY4zYjH4ptlRSeozgIYp/CyMQX19ss+6CE3Dvd2bGDVHEzBNaNya+i6/l+0lQDXxbvc5dDZFIoTg/dvsuOzQ4wwdQy9rez9FaifvqHWegxvqvU1MVE+Kiy6hIvsjnuv1Gofi/8fPaU5+SbXzZ7aTPflu9uSX8fLGslZf62JQdDzeaSqT9j7FR/lruSR8KMODGn5RISpR5eJHND6Yq+Obp5x0H6aj19mt67VKkuRfihBCnHg1qTUSQlBUVERoaGibnBnZkXKIvaPmIGwOEp6bS/j0c/0dUrNr62XWkjylFaRcei8V63ehCwui6+ePYund1ffH0QQ7K/sZrM1wsC7LSZH92JqT0+K8Q9sO62BkQJwJSzM0V3EWbyR/63RAJXLgZxgCuvv8GEdzp62n4rlRYAoi6D9ZKHrfXdUWQnB/xse8lbcCg6LjnW5zGB3sbdK3/hMXb1xnR2+C+1YHENPNN4leRUUFPXv2RNM0du3aRUBAgE/2WxutPJ+ye+MACHooB8UaVq/tPM588v44H+EpI+SUB6uHMi60a6xM844q9mstAzNU1bqclWhmSCuqdbnz4Af87/Aqupli+O7UOzGpDRvNreo7cfl/zKx8y01ghMI9K6yEdWjZ4aul+pO/Y21LeygveflC8gshBBm3PoewOQg8vR9h/zjH3yFJrYwuyEqXj/5DysV3U7FxDwcm3UXXLx7F0rNLk/br1gTbcl3empNMBxsyHZQ4a16zsRoUBsd5a056hToZ2TUcs49qTuoihKAk5UkALLEXN3uiAuDe9jkA+lPP82miAvBizg+8lbcCgGc6X1WdqJQVCD6+29up/oL/M/osUQHv3zAtLa36cXNSAyJQI7ujHd6H5+AG9D3q9x2mM0YQ2PlGSg88TknK05gjxqIaQgkzq0xMtjIx2YomBNtzXfycaq+z1mVUR1N1k7EOwf77KV8QP5Hviraw35HDSzk/cGvcBY3az6UPm0jZqJG+VeO1GXb+70sLOkPbPLGSJMm3ZLIi+UXB4u8o/20risVEh2caPvSldHLQBVvp8ulDHJhyN7Y/93Jg0l10++JxzD061XsfTo9gS86R/iYbspyUu2qeyAYZFQbHH6k56RNtxKBTqq9ImVqg06/98He4SregqBaCOt/U7McDqpuAGfpc5NP9fpK/jseyvInQ/QkXMzH8yCAB799mpyRXEJescs4tbXv2cl2nwd5kJW19vZMVgIC4adiyP8FdsZ/StEWEdL+nxvOqotA3xkjfGCO3Dg2utdbluwN2vjtQs6+LP2pdQvRW7k+4hJtS32Jh9neMDx3IKZbYBu/HYFaY9ZaFh88sZ/86Dx/e4eDKp83NELEkSW2NTFakFuc6lM+h+94AIPbO6Zi6xPk5Iqk10wUH0PXThzgw+S5sm/dxYNKddP3iMcxJHWtd3+4WbM52sibT26zrj0NO7O6ayUmoSWFIZX+T4R1M9IoyoFP9lzALzUlp6jMABCRci84Y1ezH9OTsRsvdAzoD+h7n+Wy/q0v38K+0/wFwffRYZkaPqX5uw1IXG5e5UXVwzUtmDKa2fZFC13kIrj8/wJO2vkHbKaqB4G53U7Dtn1Qc+hBr7MUYAk+tc/3G1Lqc3tnMqI4muoXpm/1i0EVhp7G0YD0/l+zgXwf/x6dJ89EpDa8xi+6qMuNVCy9Os7HyLRcdeqqcObNtJ7SSJDWdTFakFiWEIPP2F9FKyrEMTCLy+uab10FqP3QhgXT59GEOTLoT+7YDHJi4gK5fPI75lATcmmBrjpNV6Q5Wpzv4I8uBveZIwoRbVG9n+A5GhiWYODWy7skY/aE88x089nRUQyQBCde2yDHd278EQNf9LBRLiE/2+Zctm1kHXsONxkVhp3FnhyOf7+JsjQ9u89YEXHCbsclzqrQGVUM9u1NWITwuFF39+2uYQodhjjwP++FvKd7/MBF9F9crqWhorUtsgMqIjt7EZVQnU7N01FcUhUc7TeXsnQ+xsTyFt/NWMCP6rEbtq+95eibdZ2TZv50sWeAgNkmlx+nyVEWSTmbyG0BqUcVfrKbk6zWg15Hw3FwUfds/YZFahj4siK7LHmH/xDvZnedk6T1fsXfSBNYXKpT+rc9JlFWtHqlreIKJpPDmv7rcWB7HIcoOvgxAUNfbUHXN1yn8aL5uAlbisfHPAy9T4rExOKArT3Wejlp5dV0Iwbu32CkvhE79VC74v/ZxtVyN7weWMLAV4kn/E31iwyZHDO76LxwFK3CV/Ikt70us0Q0vi9pqXX5Js1cn7tnlGkt3V7B0t3dEu8RQvTdx6WhiZEcT4RbffAfHG8O4q8Mk7kr/kMezvmBsSB86myIbta9z5xrJ2qWx7iM3r1xtY8GPvhuEQZKktkcmK1KLcReWknX7iwBEz70US6+mdZSWTh4lDo3fDtr5OdXNz/+4i1xbZXKSAyAIMSmMSDAxqpOZkR1NdG+Bpi++UnLgvwjNhiF4IJaoC1vkmFrJITxp6wDQ95rQ5P0JIfhX2v9IdeTRwRjG691mYz5qVKiVb7nY/oMHvQmufcncbjpOK6qKvvvpuLd9jmffrw1OVnSmOAI7zaY09VlKD/wXc/iZqPrgRsdzdK3L3CFgcwv+yPLWOK5Kd7Alx0lqkZvUIjf/21YOQM9IA6M6eZOXYR1MBBgbnxRcGTmSLwo3srbsLxYcfJ/3u9/cqM+hoihMf85Mzv4KUjdqLLy0gju+txIUKRMWSToZyWRFajGH7nkNd14RplM6En3bVH+HI7Vi3okY3fycaufHFDsbshy4jxrJ1aKD3hn76Lt9M6dV5HDO23OxdG7cVVx/chSuwX74W0AlpNs9LZZgubd/BYCu0xDUkPgm7+/NvF9ZXrQZg6LjpS4za8xmnrHdw0d3eUf/mnyfifhTm682VVEUevbsicfjabG/pb77Wbi3fY5736+Yxt7R4O0DOlxDRc5neGyplKY+S0j3+3wWm0WvMLqTmdGdvB3VSxwaazMdrDroYHW6nd35bnYedrHzsItX/yxDr0L/GGNl8mJmYKyxQYNLqIrKE52mcc6uR1hVuocP839nauTIRsVuMCvMec/C4+dUkJciWHSFjf/7worR2j4SXUmS6k8mK1KLKP35Two/+BEUhYTn56KaGjYWv9T+OT2C1ekOvj9g4+cUOxmlNTuedAvTMybRzJguZobGm1DzrRy46H0cf2WQOvFOun35GMaOMX6KvuGE5qB4/8MAWOOuwBDYo8WO7aqeCLLpTcC2lKfxUMZSAO7tMIUBAYnVzznKBa/NsON2QJ9zdJx9Q/N+7q1WK9u3b6eoqAir1dqsx6qiS/L2zfAcWIWwl6KYgxq0vaIaCel+PwXbrqXi0BIs0RdhDO7fDJFCsEnlnK4WzulqASCv3MPvGY7K/l520oo9/HHIyR+HnDy7rhSz3jsx5bguZsZ2tRATcOJEs4s5mn/FX8h/Mpfyn4ylnBnckzhj/eag+buQGJVbPrHyxLnlpG7UeG2GjesXW9C1wOh8kiS1HnJSyDasrUz04ymzsXfkDbjSc4mYdREdHrve3yH5TVsps5ZS4dL4JdXON/ts/Jhir9H3xKSDEQkmxnSxMCbRTGLosddWXIfy2X/RHTj3Z2HsHEvXLx/HmOC7kbSas7xKUp6mPON1VEMEUad9hWrwTSf3ExH2EkrvjQOPi4A7tqKLaXyS5NBcXLD7cfbaD3FBaH9e7jKzxt/p7RttrHnfTWicwr2/WQmMaP5mPC39GRNCUP5oL7TD+7Bc9T6G/pc0aj9Fe+7ClvsZeuspRA74BKWBkyv6QnqxuzpxWZXuIO9vE1P2jzEwtquFc7qa6RlpqPPv6xEak/c8xaaKVMYG9+bNbtfXuW59ymvfWjfPTLLhdsCoqwz841mT/P70I/k71ra0h/KSNStSs8t+6B1c6bkYOkYTe/dV/g5H8rMiu8aPKTa+2Wfj11R7jZG7oq0q53azMLarmZEJJiwnmIjREBdBt88fY/+Fd+BMOcSBiQvo9uXjGOJbd5MwZ+k2yjPeBCDklAdaLFEBcO/6Bjwu1OikJiUqAM8cWs5e+yEi9UE82mlqjR/CtUtcrHnfjaLCjNfMLZKo+IOiKOj7XITzl6dxbfu80clKcNd/YS/4FXfFX5RnvkNgx5k+jvTEOobomRqiZ2rvAIQQ7Drs4ocUOz/st7Epx8XmytuTa0qID9JxblczE06xMjjeWGPob52i8t/OV3L+7sf4sWQ7nxX+weTwwY2Oq/swPTNeM/PqNXZWvevCHASX/EcmLJJ0smifvx5Sq1G+dgf5r3mHSE145hZ0QS3TNENqXcqcGp/uKueqzw/T79Us5n5XyLf7vYlKp2Ad158WyOeXRbHxujgeOzuMsV0sJ0xUqhjiI+n6+WMYO8fiTDnE/okLcB3Kb+ZX1HjCY6d4712AhjlqPOaIs1v0+K6qWet7N60J2ObyNF7K+QGARzpdUaOfSs5+jfcrhykef7uRpJEtc12soqKC3r17M3z4cCoqKlrkmAD6PpMAbyIoXPZG7UM1hBHc9XYASg++iNuW7qvwGkVRFHpGGZk7JJivpsbw53Vx/HdsGOd0NWPWK2SVenhrSzkXf5LH4DcOce+vRazPdKBVNtZItsRzS+z5ANyf/jG5ruImxTPwQgPTn/P2vfnxBRdfPeFs2guUJKnNkDUrUrPR7E4y5j4HQhA2bRxBYwb6OySpBdncgp9TbHy+18ZPB2w1alB6ROg5v7uF87tbjtucpL6MCVF0/eJR9l+4AOf+LO/EkZ8/hiE2vImvwvdKDjyKu2I/qiGCkG53teixhdOGe+c3ABj6Tmn0fhyai/9LW4yG4KKw0zg/tH/1cy674LV/2nCUQdJIHeNva7lhioUQ7Ny5s/pxS9F1GoIS1glReBD31mUYTmvcACKW6InYcj7HWbyO4n0PEt771VZTexAToGNa7wCm9Q7A5hasOuhtvvntfhs55Rpvbi7jzc1lxAbqGN/dwoVJFm6IHcc3RZvYacvkX2nv8Xa3G5r0ekb+w4CjXLBkgYOvHnNiDlQYd2P7GAZbkqS6yZoVqdnkPPEejr8y0MeEEfdQyzdpkFqeyyP4KcXGLd8V0P/VLGZ9XcDXf3kTla5heuYPDWLFVTH8ND2W24aH0CvK6LOTMWPHGLp98RiGhCgcf2VwYOKduHILfbJvX7HlfkVF9seAQmjy46iGxnU8biz33h/BWY4S2hG142mN3s+zh76pbv71n46X1XhuyQIH6Vs1AsIV/vmqGVXXOk62m5OiqhiHXAOAc83rjd+PohDS/X5QTTiLVmPL/sRHEfqWRa8wrquFp88JZ/OseN6dGMGlp1oJNipkl3l4Y3MZkz7KY+SbefQ4fDEG9PxcsoN3Dq9s8rHHzDYy8W5vgvLJPQ5Wvi1rWCSpvZM1K1KzqNi0l7yFnwLQ4ckb0Yc2bIQcqe3waIJ1mQ4+22Pj6302iuxHOuV2CNIxMcnCxGQrvaKaXoNyIsZOMXT94jEOTLgDx1/pHJh4J92+eAx9VGizHrc+XOV/UbzvAQACO12PKWxEi8fg3vYZAIY+kxpdFluObv7VsWbzr9/fd/HbOy4UBWa+ZiYs/uS5HmYYeg2O7x/Cc+A3PNk70MX2atR+9NZEgjrPpTTlCUpSHscYNhy9OcHH0fqOUadwdhcLZ3ex4HALVh608+VfNr7bb+NQmYdPNgZA/Jmo3X/kgYNLCbN34aKEjk36Ljj//4zYSuH75528N887LPbp18gaFklqr06eXxKpxWjldg7O/i94NEImn07I+JY/KZOalxCCPw85uO/XIga/cYhLPz3Me9vLKbJrRFlV/tk/kM8ui2LtP2O5e3QovaN9V4NyIqbEOLp+8RiGuAgcew5yYNKduHIKWuTYdfE4cinYMRvhqcAYMpTATnNaPAbhceGqnF9F33dSo/bh0FzMT1uMB83b/Cusf/Vz6ds8vP9/3v4aF95ppOeYk+tamBqaUN0PyPnjE03aV0CH6RiDT0N4KijeezdCaCfeqBUwVda4PH9uOFtmxfPmhRFM6WHFmjcYUdAVj+LmxpS3GPpWBg/9VsTmbGejmuspisKUB4yMud47Ytp78xz88qqsYZGk9koOXdyGtdbh6DJve4H8N7/GEBfBKateRB8ma1WqtNYyq4+q0YE+32vjiz0VHCw50gkl1KRwwSlWLkqyMDzBhF71/2tz7M9k/4V34M4uwJgYS5dPHsLUtWETIPqivDRPOflbrsJdvgudpQuR/d5DNYQ2al9N4drxFbY3pqAERhP4QBqK2vDJGR/N/IwXc34gUh/ETz3vqa5VKS8SPHJmOYfTBH3O0THnAwuqH94D5eXlBAZ6YyotLa1+3FI8GZsof3ooKCoBC7ahizql0fty2w5y+M/JCM1GUJfbCUy4xneBtjCbW/DFgVzuKnkSp1qByBiCOOAdWKJjsI5xnVQu7h1Kv5iGXdQQQvDpfQ5+WOQC4JKHTLIPSwtoy79jJ6P2UF6yZkXyqZLv1pH/5tcAJLz4fzJRaQf2Fbh4Zm0JZy3OYdx7uSzaUMrBEg9Wg8LkZAtvXxTBplnx/HdsGKM7mVtFogJg6taBbl89gTExFmdqNvvPv42KzX+1aAyau5yC7bNxl+9CNYQT3utlvyQqAK717wBgOG1aoxKVjWUHeDnnRwAe7TS1OlHRPIK3Zts4nCaI6KRw7Sv+SVRaA13CAPQ9LwCh4fjyzibtS2/pRFCXfwFQmvo0zpItvgjRLyx6hcuTYnip+3QAlIT1DOqzH4teIb3Ew5vbXYz/MI9Bb2Rzx0+F/Jhiw+Y+8XVURVG4+EET5//fkT4sSx9woGnyGqwktSeyZqUNa23ZsiP1EPvGzMVTVEbknMnEP3Sdv0NqdVpbmdUlvdjNF3sr+HyvjR15rurlJh2MSTQzMdnK2C7meg8v7E+u3EJSLrsP+9b9qIEWOr58GyEXDK/Xtk0pL81dSsH2WbhKt6Doggjv8xrGoL6NeQlNppXlUfZAZ9DcBNy2EV18nwZtb9OcnLvrUVIcuVwSPpRnEo/Ml/TpfXa+X+hCb4I7vrPSqV/DEyFfqaiooGfPnmiaxq5duwgICGjxGDzZOyh/chBoHqyzv0afPK7R+xJCULRrHvb879GZ4ogc8Knfkl1feThjGS/n/ohVNfJJt9tIPRTGsh3F/JalUeE6cjpi1iuc3snEuK4WzuxsIj7o+M0Klz/p4POHvU3BBk/Rc/WLZgym1vsd25a1ld8xyas9lJdMVtqw1vQG1Mrt7Dvv/7DvSMEyMIluX/8X1dTyMzC3dq2pzP4uu8zDV39V8PkeG39mH2n/rVfh9E5mJiZbOLerhSBT609Q/s5TUkHa1Q9RtmIzANH/mkbMHdNQ1OO/lsaWl9ueSeHOm3CX70HRBxPe+3WMQb2b8hKaxLFyIY7P/g81YSCB89c2ePu7Dn7I4sO/EWsI5cdT7yZE750vadViJ4tv8XZwnvGamSGX+P8z3xo+Y/bPbsO58nnU6CQCbtuIojc1el+au5TDmy7FYz+IKWwUYb1eRFHabn8gt/Bw5V+L+L1sL11N0XyR/C+0UgfmwBDWZjr5/oCNH1PsZJV6amzXPUzP6Z3NjO5kYkSCiUDjsZ/dNR+4ePcWO5obug/XccP/LASGt67v2fagNXzGpPprD+Ulk5U2rLW8AYUQpM96gqJPV6CPCqX7z89j7NC6ZxD3l9ZSZlXyyj18s9/bB2VtppOqLwNVgeEJJiYmeedCCbf472q5rwiXm6x7Xyf/1S8ACDxrIB0XzcMQF1H3No0oL2fJZgp33ozmykc1RBDe+1UMgaf65DU0htA8lD3aG5G/H/PFz2MceX2Dtv+ycCNzUt4E4L3uN3F6sPe17Fnl5tnJNjS3d+LHi+5s/Am5L7WGz5iwFVP2aC9EWS7GMbdhnvBIk/bnKtvF4S1XgmbHEnspId0faBXfH4112FXKBbsf45CriJGByTwfOZWosMjq1ySEYOdhFz8csPNjip0tOU6ObtmlV2FgrJFRHU0MTTBxWqyxupZ31wo3L0+3YS+F8ASFWW9b6HJa2//+ak1aw2dMqr/2UF4yWWnDWssb8NCDb5H37Meg19H1s0cIHNGwJiYnk9ZQZqlFbr7d753M7Y+sIwkKwOB4IxOTrIw/xUJ0QPv8gS/88Ccy5i9E2J3oQgPp8N8bCZlyeq3l0ZDyEkJQkf0RJfsfAeFCH5BMeK8X0Znimuul1Itry6fY3pmKYg0n8N79KKb6N41KdeRxwa7HKNXs3BhzDgs6TATg4BYPT11Ygb0UTpusZ+br5lbTT6U1fMYAXNs+x/bWpaAoWOf8iL7b6Cbtz57/E4U75wIagZ1vIahTw5LO1mZbxUEu3fss5ZqDCQH9eOGUmah11HQW2TVWp9tZedDBqoN2Uotr1rroVegbbWRYByNDOpjoWGLgvRl2cg8IdAa49CETZ17X/EOnnyxay2dMqp/2UF4yWWnDWsMbMPf5T8h+wHvVNeG5uYRPP9cvcbQV/igzIQQ78lx8s9/Gd/vt7DrsqvF8/xgDFyZZufAUCx2C227zkoaw700n/YYnsW3ydrgPPKM/8Y/Mxnxq5xrr1be8NFcRxX/djz3fO/+IKeJsQpMfQ9W1fJ+JownNQ/kzw9Ayt2Acdxfm8x+o97bF7gqm7H2KvfZsBgd046OkuegVHdl7Pfz3Ahtl+YJTRui45RMLRkvr+AG02WycfvrpeDweVq1ahdVq9W88H87Ctf5tlLDOBN72B4olpEn7K896n5L9DwEQlHgrgR1n+SJMv/m1ZCfX7nsJNxrTI0fzUMfLUJUTNzM9WOxm5UE7azIcrM10kl1WM3lRgJ4BBpKXmnGu9e6v51k6pj9vJjyh7TVjbW1aw7mHVH/tobxkstKG+fMNKIQg94n3yXn8PQBiH7iW6FsubdEY2qKWKrNSh8bqdAe/pNn5JdVO5lHtv3WVTbzO727hnK7mE3Zcba+Ey03u00vIffYjhMMFOpWwK8YSPe+y6iGO61NezuI/KNxzO5ojGxQ9QYnzCehwFUo9Trqam3Pd29iXzAJzMIF37UYNrF/zTJfwcPW+F/mtdDcxhhC+TL6dOGMoGds9PHeJjZIcQecBKvM+s2IJbj0/fv4euvjvhL2UsqcGI/IPYBg4FfOVbzf5c1+a9iJlBxcBENBxFkGd57bZExCAT/LXMT9tMQLB1IgRPNZpar0SlipCCNJLPKzLdHhvWU4OFLorn4Qu64z0+MmMzq0gLIJOcxTGXWOgb6wJi77t/t38qT2c/J5M2kN5yWSlDfPXG1BzuMi682UK3v4GgJgF/yDm9mktdvy2rLnKTBOCnXkufk2z82uqnQ2HnLiPmkfOrFc4q7OJ87p7Z5oOM/v/RLq1cKQe4tB9b1Dy1e/eBapKyKTRRFxzPtYRvSkuLq61vITmoiz9FcoOvgxo6MydCO3xpF870h9NK82l/L8DEWW5mC58DNNZ8+u1nUdozEt9l2WFG7CqRpYmzaeXtSN//e7mhak2bCWQ0Etl3ucWAiNa1/uotSUrAO6UNVS8MAY0D+ZLFmEc0fTakLKMNyhNeQoAc9R4Qk/5D4rO3OT9+oMQgv9l/Mo9eZ+iIZgSPpgnOl2JSW38YA255R7WZzlYl+nkjywHabs99F5mISzDe2Emv7ObXRfY6NxHx2lxJgbGGjktzkjHYF2bPZlrSe3h5Pdk0h7KSyYrbZg/3oDOgzmk/fNRbH/uBUUh/vHriZx5YYscuz3wVZl5NG8H1DUZDtZmeK8mFtlrznLdJVTPWYlmzuzsHT2nLQwz7E/l63eR+9SHlP6woXqZsVsHLFNGEXvFOExdjkwo6SrfQ9Geu3CX7wLAEj2R4G73oOr92+yritA0bG9Owb1zOWpsTwLmr6vXiFRu4eHW1Hf5vPAPdKi83m0WZwf35rd3XCy5w4HbCd2H6bjxQwvWkNb3o9cakxUAx89P4fjqTtAZCbjpF3SdBzd5n+WHllCy/2EQbvTWJEKTH/XrQA6NVfWduFLsY27qu3jQGBzQjVe7XkekwTfzdNlcGpsPOfnuBRdZbwsUp4JQBKmDnOw9y47L4l0vyqoyMNZI/1gjfaON9I0xtIvBRXytPZz8nkzaQ3nJZKUNa8k3oHC5Ofzal2Q/8i6iwoEuNJCOL99G8DlDmvW47U1jy6zYrrEl18mWbCfrs5xsyHJQ6qz50bUaFEYkmCoTFDOJoSdn866msm3bT/5byyn65Fe0Mlv1cnPfboRMHIFpTAa20sUg3Cj6EEK63Ysl+gI/Rnws+5d34vzlKdCbCLh1Nbr4E8/vUuaxc0vq2/xQvA09Ki92mcGZaj+W3GVnzfveZjX9J+iZ8YoZo7V1/uC11mRFCIHt7ctxb/sMJbQjAfPXogZGNXm/jqINFO2eh+YqAEVPYMdZBCbMbFO1LEd/J/5aspMbU96kVLOTYAznla7X0dfayafHK0jX+PheB39+7n1PK8GCgglO1p9ix1XL+glBOvrGGOkTbZAJTKX2cPJ7MmkP5SWTlTasJd6AwuOh6NMV5Dz+Hs6UQwAEjOxDx0XzMHaObZZjtmf1KbMyp8auwy625jjZnONic85RbbCPEmRUGBxvYniCiaEdvFcCDbq2+UXUGnnKbBQtW8Hhj37GsXYnung7QXMPYzilcg6a/CSCu9yDte9preYHQGgajq/v9iYqgHnqGxgHTz/hdin2XGYeeIW99mxMip5Fif8k+reeLFngoOiQQFFh0r1GzrnF2GpG/apNa01WAIS9xDvYQd4+dJ2HYr3hOxRj0wcA8DjzKdn3YPXgDqoplqDOc7FEj28T87H8/Ttxnz2ba/e/TKojDz0q8+LGMyd2HHrFtwnC7pVuPrzDwaHd3hrpuFNV+s5VyenmZluuk625LlKKjv3eBegQpKNnlIHkcANJEXqSIwx0CzecNH1g2sPJ78mkPZSXTFbasOZ8A7oPF1Pw/vcUvP0NztRsAHSRIcTeczXh/zjnhJPpSbU7usxcGuwrcLEn383uwy5257vYfdhFxt8mQ6vSOURHvxgjA2KNDE8w0TPSgK4Vnzi2B0IICvOzUHPexpb/ASgaWplK2avhOFYEAAqGjtGEXDCc4PHDCRjWC0Xvn6uuwlGG7aMbcG9aAlCvfiqa0Hg7bwWPZX2BTXMSow/hvvQb2flcKCkbvCdx0V0Vpj9vJmlk6z/xbc3JCoAnZxflz58JtkL0PS/Acu0nKLqm/12FENgPf0tJyn+9Az0AOnNHAjpcgzVmEorO0uRjNJfafseK3BUsOPg+XxdtAmCANZGHO11OHx/Xsnhcgl9ed/H14w4qir3Lkk/XcfG/TXTur6PEobEt18m2XO/Fo+MlMKoCnUL0JIfrSYowkBiqp3OInk4hOuICdaht9CSxNu3h5Pdk0h7KSyYrbZiv34Duw8UUL19D8RerKVu5Gdzek2ZdaCBRt1xCxMwL0QW23h+91kgIQW6FxoFCNwcKXewvdLM3z0Z6mUJqsbtGJ/ijxQSo9Ik20j/G2366n2x60OKEENjyvqV4/2PgzgPAFDGGgIh5lP+cQsnyNZT+/CfC5qjeRhcWRPB5Qwm+YBhBZw1EtbZMcxxPxiZsi/+BlvcXqDrMl72CcchVx91ma8VBHkj/mA3lBzAWBTBixTl0/nYIeXu93yUGC5xzk5Hz5xsxmNvGD1x5eTmJiYkIIUhNTW11yQqAO+V3Kl46D9x29H0mYbnyHRSjb75XhcdOedZiyjLeQriLAFD0wZgjz8USfSHG4IGtYpS6o9X1OyaEYGnBeu5N/4hSzY6CwpWRI/m/uAk+68tSpbxQ8M3TDn551YW7suJ08MV6Jt1rIrJzzb9XiUNje66TPflu9uS72Ft5wenvfQaPZtRBx2Bv8tI5REdCsJ64QB2xgd5EJiZAh6kN1cq0h5Pfk0l7KC+ZrLRhTX0DCreHij/3UrZiE2W/bqJ83S7QjnzhWgacQsS14wmdcnqLnXS1VcV2jQNF3oTkQJGblEJ35f/dlLvq/ogFGxV6RBpIjjDQI9JAjwgDyZEGOVqXHwkhcBb9Tmnqs7jKdgCgMyUQ3P1uzOFn1FhXq7BT+usmSr5eQ8l36/EUlFQ/p1hMBJ01gOALhhN87hD0EU2bY6PWWF12HD88jPPnp0Bzo4R0wHLlO+i7n17nNn/Zsnkq6ytWbMkkem0PYtf1JHRHZ/B4v0OMVjj9WgPn3GwkJKbtvQ/bwg+za/uX2N6ZCh4nuk5DsFz5NmpUd5/tX3hsVOQsozzzbTz2jOrlOlMcprDTMYWNxBg6FFXv25P+xjhReR1yFvJw5md8XvgHAGbFwD+iRnN9zFhiDL79TB0+qPHFww7WfeStPdEZYNgVBs6daySmW92fhaqLUnvyXezNd7GvwE1asZuDxW4ySj11XpQ6WrhFrU5gYgN0xASoRFp1RAXoiLSoRFpVoqw6Ao2K39/XbeEzJh3RHspLJittWEPfgEIIHH9lUPbrJspWbKZs1Va00ooa65j7diP0olEEXzgS8ykJzRV6m2RzC9KK3EeSkqMSknxb3b9GqgKdgnV0DTPQJVRHnMlFr/gguoUbiA+UQ2W2FkK4sR/+kfKsxbhKvM1PFNWCLnIaEd3moOqPf/VbuD2Ur9tJyddrKF6+BtfBnCNPqioBw3oSfMFwQsYP90l/L/dfv2L/ZA5a3j4A9P2mYLnkRZSA8GPW9Wgelm89wNKfD5CzwUjE5q5Ys2uu13mAyqirDAyeYmhVc6c0VFv5YXbvW0nFW5eArQiMVoxnzsd05q0o5mCfHUMID87iP7DlfoH98PcIT/lRzyrord0wBPXFGNQPQ1Bv9NZuKKrRZ8evX4z1K6+1pX/xn8ylbK04CIBB0TEupA+XRQznjOBTfdqn5eBWD0vvd7DrV2/rAkWFgRP1nDfXSKd+DTuOWxNklXpIK/YmMGlFbrLKPBwq85BdeXPU3vK3VmYdRFh1RFkrkxmrWv3/KKuOyMrlkRaVULPaLE2F28pnTPJqD+Ulk5U2rD5vQFd2AWUrN3uTk1834TqUX+N5XWgggaf3J/DM/gSdNfCk7zRf6tBILXaTWuS9pVU+Tin2HDNL8t/FBqh0CTPQNVRP1zB99X2nED3Gyo7v7eFLo71xVxzAlvc1FTnLqtv7oxgJiJ+KtcMMSit0DS4vIQT2nanViYt96/4az5t7dalOXMx9ujZo356c3Ti+ugv3jq+8oQbHYZ7yHIa+k468JqcgbYubVb8VsGl1GSV/BmAoqjmsss4k6DFKT59z9fQ5R39Mc5e2qi19xrSCNGwfzMSzfwUAijUc4xm3YBx5A4o1zKfHEh47jqI1OApX4yhajceWduxKigG9tTuGwFO9t4BT0Qcmo+qab0juhpSXEIJfS3byfPa3/FF+oHp5sM7CyKBkRgf1oI+1E8mWOCw+SLr2r/PwzTMOtn135Lu/U3+VkVcaGDTFQGB4099fQggK7VqN5OVQmYfcco18m4e8Co3DFd77iuPU0tdGVbw1NpEWb0LjraHREWFVjzyuvI+0qgQY6ldr05Y+Y1L7KK92k6xs3bqVhQsXsnnzZlwuF927d+fqq6/mwgvb7xwgtb0BXdkFlK/eRtnv2yhfvQ3H3vQa2ygmAwHDehF4Rn8Cz+iPpW83FN3J0xfCrQlyyj1klXo4WJWUFHuqE5Pj1ZCAt9lWtzC9NympTEi6helJDNUTaDzxyV57+NJo64TmxFmyCUfR7zgKVuIu31P9nKoPwxp3Oda4K9CZon1WXs6DOZR8s5bi5Wso/307eI68zwwJUQSNG0zgyD4EjOyDIebYmhEhBJ7UtThXPo9722egeUDVYRg+C/MFD1JgN7N+TSE719jJXK+nfEsAOGp23NYMbkx9Shg0MojTRgWTNFKHKaB9vQdtNhvnn38+breb77//Hqu16aNtNTehabi3LcPxzQNouZXvRVMQxhGzMJ4xFzW4eS4geZx5uEq34izdiqtkK66ynQhPaS1rKugsnTEEnFqdxOgDTkVnPPZ92hiN/YztrMjgo/y1LCvcQIG7rMZzKgpdTNF0MkXQwRhefUswhhNnCCXKENygSScztnv47jknGz9346kc31hRodtQHX3P05M8SkfHPio6Q/N+nipcGocrNPIqPDXuq5KZw1X/t2nH7UNTl6pam0irSoSlspamKtGxqkRWLgu3qOgdJURFhMnfsTagPZx3tItkZd26dcyYMQODwcD48eMJCgri+++/JyMjg3nz5nH99df7O8Rmobnc5P2xA/3+HCrW76T89+04D2TVXElRsPTrRuAZAwg8oz8BQ3uiWk48OVxb5PIIDtu8X9g55R4yS7xJSWapm8xSD5ml3qtWnhO84yMsKomh3gQkMaTqXkdiqJ4ws9qkD3t7+NJoK4TmxOM4hMeeidt+EFfZLtxlO3GV7wVx1IwKih5T2EjMUedjiTwXRT3y+WiO8nIXlFD6/QaKl6+h9KeNNTroAxi7dyBwZF8CRvTC0iMAclbg/vMDtOwd1eukhp/Ol/br2b8rGW13CKasY6/CO4PLKemdTsRgO6ePjmTSiG4EWlq2iU9La+2jgR2P0Dy4t3yC48fH0Q5t9y7UmzAMuQbTWfNRI7o07/GFwOPIrPyc7MJVvgtX2S40Z26t66vGmOraF0PgqegDT0Vnim/w56SpnzGP0NhacZCVJbtYV7aPnbYM8v+WvNQmTBdAtCGEmMpbtCGYWEMIIXorZtWIpfIWqrOSZI5DURTK8jXWfuRmzfsuMrbXTAYMZujUVyWuh47YU1RiT1GJ6qoSFq/45aKAyyMosHt/D/NtGvlVyYxNI7/y/nDFkccNrbUBCDEpNWtsKvvWVD2OqGyKFmJSCTKpBBqVdjUqWlvRHs472nyy4na7Of/888nOzmbJkiX07NkTgLKyMq644gpSUlL4+uuvSUxM9G+gjSCEQCutwH24GPfhYpzpOTgPZOFMOYR9bzr2nakIu7PmRoqCuU9XAkf0IWBkbwKG90Yf7rs20M1NEwK7W1DqFJQ4NEocGqUOQYlTo9ShUeoUFFcur/qirbqiVOSo31tZr0JcoI6EIF318JKJoXq6VD4OMjVfc5j28KXRWmjucjzObDRHDh5HNh57Jh5HJm57Bh57FpozB6j9PaEaIjGFDccYOgJz+BmohtBa12vO8hJC4Nr+Hba1q3D8lYrzQAaunHzcJgVPpIvgiDwCTUc67Ls0IxtTLmH1thvILux5zP5s8QXQP4+Q08rpPEzhjD4J9A/sjMHH81O0Zm05WakihMC9cznOnx7Hk7rWu1DVYeh/GfreE9AlDEQJ7Yiib5nE0+PMx12ZuLgqk5ham5DhHXnMm7z0QF/VjMza5bjzvTTHZyzXVcwe2yEynQVkOAtq3Oe4inGK2ocfrsvjnaYxLXJkjWX5BzW2futmx89uDqz3UF5Y9/bWUAiLVwmNUwiMqLyFH3lsDlQwWsEUoGC0eB8brQo6Pag6701RK++b6XejwlWZ0NiOJDhVNTU1H3ufq8+gAX+nAMEmhWCTSpBRJaTqscmb0AQaFawGBatBxWpQsOgVLIbKZXoFS+Vya+Vyk05Brzbf36S9aA/nHW0+WVm1ahUzZsxgypQpPProozWeW758OfPmzWP27NnMn3/8+Qb8xV1QQvpNz+DKzEM43QiXG+F0IRwu3IWl1cMH10UJtGDt1x3LgCSMw3vjGXAqSlAAmvCepmlCIARolbfalmlCIPC2THFpAnfVvcd7f8xyzXvVxq0JXBo17qu2OXpdh8ebgDjc3vuqW9Xy6uc8AmcDOhrWRqdQPWpKhyAdHYL1dAjSER+kq7zXE21tnk6H9dEevjQaSggPwl2KEBqV70AQVfcaAgFCq14uhBvhKUVzFaO5i9DcxWiuQjRHLh5nDh5HDpoz52+dheugmtGb4tGZE9AHJmMI6IkhsCc6c0KNv79Tc6MoCnpq1pw1pbx2r3STvk3D4xK4nQK704Pd5cHhdFNeqmEu28oV4ecddx8eTU9KzjD+3H8p29MmYHOGIlQPWthhTBEZREbk0SWimD7RLhJiQtBHhaAGWlEtJu/NakIxG1FNRtDrUCpvqOqRxzoVRadD0atQda82rQbRX9pDslJFCIFn/284fnocz54fjnleCYpBCY5FsYShWEJRTIFHzmj1ZowjZ6OLPTap9QXNXY67fHd18uIq24W7Yh/UlgSoZvSWLuiMUajGSFRjBKo+BEU1eWsxFSMVNhcBAUEoqg7wnpkrig5QQdF5h1uu4/+KUnkmjw6dMfKEc8oIISjyVJDjKibHVUzu3+5LPXZsmhOb5qRCc2JS9DzeeRoDA+qu2RJCkLNPcHCLh+y/NO9tj8bhgxqOE1fyNEhskspdP1v92oRT0zQO5hbhNgaSbxPHJjVVtTcVWvXFxYYMItAQCmDSgVGnYNQr3nudcmTZ3/5v0HmTHONRzxtU0KuV9zoFveK9N6jeZEhfeV/r/3WgVyr/rzv2eVUBRQFV8T5W4dhlStUyBZWq5yqX0fRkrD2cd7T+Wb5OYP369QCMGjXqmOdGjhxZY53a+DtXs+/LoPTbdcddRw0wowsLwtAxGlOXeIxd4jB1i8fUqwu2cCuhYWEU2jXOXJxLwZ4SoOS4+2sLVMU7Q3vVFZggk0Jw5b33ioxao5OgdyQUlRCzWq9qZn+Ve9Vx/f2+aylCc3F40yQ8ttRm2b+iC0RnikE1xqAzJ6AzxaMzd6h+rBoi6vxyriqDd/JWcH/GJ2iVtTAGRYdB0aFXdBgVPapQMGbqq5f9/V4TAo/w4BIePGi4hAdRYuCUSXNQxN+PrQDetvJ6XR8Sh15NkCUHTdPj0Qx4ND12dyC57ngy1S5kmXpjCdETfVoxQ09dS6e0PQQd3AkFRVAA/HVkzzn4mO7ohEaHUvl/dDrvy9AEaBrCoyE8Hu/VDiEQHg08GkLTCJk4ik6v3eHryOp09OdKCNHmP2e6bqOxdhuNJ/1PXOvfxnNwPVr2TnA7EKU5iNLjlLrwYL54YbPEpeisGIIHYggeeORwmhN3xX5v4lLuTWLc5XsQngrc5d5lx1Pki7j0wUSd9k2dNaVVQnVWQnVWks1x9d73id5LMd0VYrofe0plKxEUZmoUZgmKswVlBYLyAkFZvvdxWb7AUQ6OCoGzApwVAkcFaHVU/pQXCNwugdHPb+0Qk0JIiJ5uYfU7+bW7BaUOjRKnRrFDVLaaOPK4pLLlhM0lqHALbC6NCregwuW9oFnhOnKzuY/6nAN2D9g9Apxt+/NeFwWOTWqOSmaq1gFvolNj26r/C4Gi2Kr/rwBJEXremxRZPQCQv9QngWrzyUpqaioAnTt3Pua5kJAQwsLCSEurvcoaoLi42K8/aKJ7LDGfP4RWWAoGvfdkwKhHMehRQwNRw4JQzcdW9wvAjvcNV1xcTJlTYNUJCjg6G6+ZxR/9hq96zrv8yBvfe4XBW0Ohr76KcGS5Xq286qCCruo55ch6R19VqFrPqANz5ZUMs957hcOsA5NOwaSn8v/e5Sa9glkHFv2J3sCVV+KP5oASR60rtzrFxcX+DqFFCOFGE3/vI6UCSuXVUMX7f0WpsVxRA0EfjKILAV0wii4IRR+JYogGQxSKIQpFH4WiO9KBWgDuyhseoALgxH9nm81W4/+uysSjhoZeFTSCNuNbglJiEXoPWuUNveZt2mH1oA/SeCf4IoJCVMJCDEQEm+gSE0RSTChDTCGoNSbv6wj0BsYCoBWX407LwZ2eiye/BO1wsfc+vwStwo6wORB2p/dmcyIcTm8CUZVIVCUXnuO05ahcXzhcda9zAvbMPIqKihq9fUOVlx+pbSsuLsbtblhzn1YrqCuc/aD3sRBgK4CSQ1CWi2IvAnsxOCu8NZTCA6oee+8p2Fvwb+8VB+Y4MI9BFwGq0BDODIQjHeEuAHcBwl3g7cgvXCAcIFwIzYm3ZtVDVY0reI6qcT2yXBxvPX0MxaV2FLWlX/fxWeO8tw4N2Mbt9I6jITze6c+qHpuDwCmKcRY1V7T119DfMQMQoUCEGahz6jaF6t+FOgghsHvA6QGnx9uyw+kBp+b9v1MDl+fIY+9zonLZseu5NYFbgFvz3jwauISofuzWqHxeVK9TtcxT3ZKk6v9HrSc40oqFI48besYpAI/gqP62jT1nrfl9vyXbSXZ+EcFG/yYrYWEnHvmwzTcD++c//8nq1av5/vvva01Yxo4dS3Z2Ntu3b691+7b88oUQFBcXExISgqIoCCHabBXfyeLvZXYy8H7GBOD/yczqYtec2DU3LuGuTlZcwo1Tc1NUWowpwIIbDbfw4K583i28tSgqSnUti15R0Ss6dIqKQdFhUgwE6EwEqCYCdWbMiqFV/Q2EEEeSGLcH4fEg3N5ERlT+v/qx23vW5L0X3poXtbLJmE4FVfHe63Tex6qKPibMu04LKS8vJyjIO9FhSUlJm24GdrI4Gb8T2zpZZk0jKpveH2mKX9lH+ajE5phlR69X+fyRa03iqH8rW1kf9X9NE5SVlREQGFh5ruhdHhekI6QZ++jW10lRs9JU7eGDpihK9U1qG06m8moLr9OiM2HRHTtKnhCCImcgoYFtt63v8SiKAqpa1TKtzVMUpXq44pPpM9YeyPJqe2SZNU7V36ylhj4RQlCkVwkNNbbZ8mrzycrRnSlrU1ZWVn2lTZIkSWq/AgICKCsro6ioiICA5pvIUJIkSWo5/q//aaKqIYlr65dSXFxMYWFhrc3DJEmSJEmSJElq3dp8sjJ48GDAO4Tx361evRqAIUOGtGhMkiRJkiRJkiQ1XZtPVoYPH07Hjh356quv2LXryNCIZWVlvPjii+j1eiZPnuzHCCVJkqSWYLfbmTBhApdffjl2u93f4UiSJEk+0Ob7rOj1eh566CFmzpzJtGnTmDBhAoGBgXz//fdkZGRw66230qVL3ZM5SZIkSe2Dx+Nh+fLl1Y8lSZKktq/NJysAw4YN4/333+f555/nm2++weVy0b17d+bOnctFF13k7/AkSZIkSZIkSWqEdpGsAPTt25fXX3/d32FIkiRJkiRJkuQjbb7PiiRJkiRJkiRJ7ZNMViRJkiRJkiRJapVksiJJkiRJkiRJUqskkxVJkiRJkiRJklolRQgh/B2EJEmSJEmSJEnS38maFUmSJEmSJEmSWiWZrEiSJEmSJEmS1CrJZEWSJEmSJEmSpFZJJiuSJEmSJEmSJLVKMlmRJEmSJEmSJKlV0vs7AKn+8vLyePbZZ1mxYgXFxcXEx8dz4YUXMmvWLIxGY732kZmZySuvvML27dvJysqirKyMqKgoTjnlFK699lqGDx/ezK/i5OGL8kpNTeXbb7/lt99+Iy0tjaKiIiIiIhg6dCizZ8+mW7duzfwqTi6+KDOAxYsXs3PnTrZv387+/fvxeDy8++67DB06tBmjb7+2bt3KwoUL2bx5My6Xi+7du3P11Vdz4YUX1nsfmqbx/vvvs2TJEtLS0rBarQwdOpR58+aRmJjYfMGfhJpaXvn5+XzyySfs2LGD7du3k5mZCcCePXuaM+yTWlPL7I8//uDHH39k/fr1ZGZmUlFRQYcOHTj77LOZPXs2wcHBzfwKTi5NLa9169bx0UcfsXPnTvLy8nC5XMTGxjJw4ECuu+46unbt2syvoGHk0MVtRF5eHpdddhmHDh1i7NixJCYmsnHjRv78809Gjx7Nq6++iqqeuKLs999/Z+7cufTv35+EhAQCAwPJycnhp59+oqysjHnz5nH99de3wCtq33xVXvPmzWP58uUkJSUxcOBAAgMD2bt3LytXrsRsNvPGG28waNCgFnhF7Z+vygwgOTkZgKioqOp9y2SlcdatW8eMGTMwGAyMHz+eoKAgvv/+ezIyMhr0fXXvvffy0Ucf0b17d8444wzy8/NZvnw5JpOJDz/8kO7duzfzKzk5+KK81q1bx1VXXYWiKHTu3JmcnBxsNptMVpqJL8ps5MiRFBYWctppp3HqqaeiKArr169n586ddOrUiQ8//JCIiIgWeDXtny/K65lnnuHzzz+nb9++xMTEYDAYOHDgACtXrkSn0/Haa68xbNiwFng19SSkNuH2228XSUlJ4r333qtepmmauOOOO0RSUpL45JNP6rUfh8MhPB7PMcuzs7PFiBEjRK9evURxcbHP4j5Z+aq8Pv30U7Fr165jln/11VciKSlJXHDBBT6L+WTnqzITQohffvlF5ObmCiGEuPfee0VSUpJYu3atz2NuZVaBkwAAJZBJREFU71wulxg7dqzo3bu32LFjR/Xy0tJSMX78eNGzZ0+RkpJywv2sWbNGJCUliWnTpgmHw1G9/PfffxfJycniyiuvbI7wTzq+Kq+8vDyxfv16UVpaKoQQ4txzzxVJSUnNFfZJzVdl9sorr4icnJwayzRNE/fff79ISkoSDzzwgK9DPyn5qrzsdnuty3///XeRlJQkpkyZ4quQfUL2WWkDysrKWL58OR07dmTq1KnVyxVFYf78+aiqyscff1yvfRmNxlqvDsfExDBgwABcLhdZWVk+i/1k5MvymjJlCj169Dhm+fjx40lMTGTfvn0UFBT4LPaTlS/LDODMM8+srlWRGm/t2rUcPHiQCRMm0LNnz+rlgYGBzJkzB7fbzdKlS0+4n6qyu/XWW2s05xs+fDijRo1iw4YNpKSk+P4FnGR8VV6RkZEMHjyYwMDA5gxXwndlNmvWLKKjo2ssUxSFOXPmALBhwwbfBn6S8lV5mUymWpcPHz6ckJAQDh486LOYfUEmK23A5s2bcTqdjBgxAkVRajwXHR1NUlISW7ZsweFwNPoYhYWFbNmyBYvFQkJCQlNDPqm1RHkBGAwGAPR62fWsqVqqzKSGWb9+PQCjRo065rmRI0fWWOd41q1bh9VqZeDAgcc8V7VveTLVdL4qL6nlNHeZVf0+6XS6Ru9DOqK5y2vTpk0UFxdzyimnNHofzUGe5bQBaWlpAHV2Au3cuTO7d+8mPT293u2uMzIyWLZsGR6Ph9zcXH7++WdKS0t54IEH5NWsJmqO8vq7rVu38tdff9GnTx/ZcdEHWqLMpIZLTU0FvH//vwsJCSEsLKy67OpSUVFBXl4eSUlJtZ4wVZV51bGkxvNFeUktq7nL7NNPPwWOnEhLTePr8lq3bh3r16/H6XSSlpbGL7/8QlhYGHfeeaevQvYJmay0AaWlpQAEBQXV+nxVclG1Xn1kZmayaNGi6v9brVYeeeQRJk6c2IRIJWie8vr7/u+44w5UVeVf//pX44KUamjuMpMap6ysDDh+uWRnZx93H1VlVtdFmKrlVceSGs8X5SW1rOYss127dvHCCy8QERHBzJkzGx2jdISvy2v9+vU1zgU7d+7M008/Te/evZsWqI/JZKUFDR06lKKionqv35yjBw0dOpQ9e/bgcrnIzMxkyZIl3HHHHWzbto177rmnWY7Z1rSm8qricDi46aabOHDgAPPmzZOjS/1NaywzSZKkk016ejqzZ8/G4/Hw9NNPEx4e7u+QpFrcfPPN3HzzzVRUVLBv3z5efPFFpk6dyiOPPNKgoeGbm0xWWtCECRMoLy+v9/qRkZHAkQy6rqu6J8q0j8dgMJCYmMgdd9yB3W5n8eLFjB49mjPOOKPB+2pvWlt5OZ1ObrzxRtauXcvs2bPlENO1aG1lJjXNiWq0ysrKTlgmVc/XVXNStVw2f206X5SX1LKao8wyMzO5+uqrKSgoYOHCha1rCNw2rrk+Y1arlb59+7Jo0SIuvvhi7rvvPkaOHNlqkkyZrLSge++9t1HbVbVNrKtNdVpaGqqq0rFjx8aGBnjblL7//vusX79eJiu0rvJyOBzMmTOHVatWMXPmTObPn9+o2Nq71lRmUtNV9SdJS0s7pllCcXExhYWFDBgw4Lj7sFqtREVFkZGRgcfjOabfSlWZy4khm84X5SW1LF+XWUZGBldddRW5ubk8++yznHXWWb4M96TX3J8xvV7P0KFD2b17N9u2bWs154JyNLA2oH///hiNRn7//XfE3+bwzM3NZe/evfTr16/OoejqKzc3F5CjSzWVr8vr6ETln//8p+yn0gxa6jMmNczgwYMBWLVq1THPrV69GoAhQ4accD9DhgyhoqKCP//885jnqvZddSyp8XxVXlLL8WWZHZ2oPPPMM4wdO9Z3gUpAy3zGWuO5oExW2oDAwEAuuOAC0tPT+eCDD6qXCyF4+umn0TSNSy+9tMY2NpuN/fv3HzNnytatW2sdfjUzM5NXX30VgNGjRzfDqzh5+LK8jk5Urr32Wu64444WeQ0nG1+WmeQ7w4cPp2PHjnz11Vfs2rWrenlZWRkvvvgier2eyZMnVy8vKChg//79x8w9dNlllwHw7LPP4nQ6q5evWbOGVatWMXjwYLp06dLMr6b981V5SS3HV2VWlajk5OTw9NNPM27cuBZ7DScTX5XXhg0bjrkwB94k6McffyQoKKhV1YIqorZopVYnNzeXyy67jOzsbMaNG0diYiJ//PEHf/75J6NGjeK1116rMdnjunXruOqqqxgyZAiLFy+uXj5nzhw2btzI4MGDiYuLQ6/Xc/DgQVasWIHL5eKaa65pdUPWtUW+Kq8FCxawbNkyoqKiuPzyy2s91uTJk+XcOD7gqzIDePXVVzlw4ADgHbc+NTWVUaNGVU8UeckllzBo0KCWe3Ft2Nq1a5k5cyYGg4EJEyYQGBjI999/T0ZGBrfeeis33HBD9boLFy5k0aJF3HTTTdx888019nPPPffw8ccf0717d8444wzy8/NZvnw5JpOJDz/8UA5J7SO+Kq8FCxZUP/7hhx8oKyurcRJ2++23t5r29G2dL8pszJgxZGZm0r9//1rnAAGOKWOpcXxRXoMGDSIsLIw+ffoQGxuLw+Fgz549bNiwAYPBwJNPPsl5553nj5dXq9ZTxyMdV3R0NB999BHPPvssK1as4JdffiE+Pp6bb76ZWbNm1TorfW0uvfRSzGYz27ZtY/Xq1bhcLsLDwznzzDO59NJLW037xLbOV+WVmZkJQF5eXo3hBY82ZMgQmaz4gK/KDOC33347ZmKuo6vthwwZIpOVeho2bBjvv/8+zz//PN988w0ul4vu3bszd+5cLrroonrv58EHHyQ5OZklS5awePFirFYrZ511FvPmzZO1Kj7kq/JatmzZcZfddNNNMlnxEV+UWdVv1ebNm9m8eXOt68hkxTd8UV4333wzv/32Gxs3bqSgoABFUYiLi+PSSy/l6quvbnWTQsqaFUmSJEmSJEmSWiXZZ0WSJEmSJEmSpFZJJiuSJEmSJEmSJLVKMlmRJEmSJEmSJKlVksmKJEmSJEmSJEmtkkxWJEmSJEmSJElqlWSyIkmSJEmSJElSqySTFUmSJEmSJEmSWiWZrEiSJEmSJEmS1CrJZEWSJEmSJEmSpFZJJiuSJPncwoULSU5OZt26df4ORWoG2dnZ9OvXj9dee83foUgngeb+Plm3bh3JycksXLiw3ttMnz6d5OTkeu2ntnV9KS0tjZ49e/Lee+812zEkyZ9ksiJJktSMkpOTmT59ur/DqKExJ2dHe/rpp7FarVx55ZU+jqz1a+rfTpIAli5dSnJyMkuXLm3yvjp37syFF17IokWLKCsr80F0ktS6yGRFkiRJqreUlBS++OILpk2bhtVq9Xc4kuQXjz/+OMuXL/f5uo01Y8YMCgoKePfdd5v1OJLkDzJZkSRJkuptyZIlCCG46KKL/B2KJPlNfHw83bp18/m6jZWUlESPHj34+OOP0TStWY8lSS1NJiuS1Ea43W5eeeUVxo4dS58+fRg3bhyvvPIK6enpJCcns2DBgmO2yc/P55FHHmHcuHH07t2boUOHcvPNN7N3795j1h0zZgxjxoyhoqKCRx99lNGjR9O7d28uvPBCvv3221pjOnToEPPnz2fIkCEMGDCAf/zjH2zYsOG4r2PDhg1cf/31DB06lN69e3POOefwzDPPYLPZaqx3dHObTZs2MWPGDAYNGlTvtt/p6encd999jBkzht69ezN8+HCmT59ea7OLZcuWcdlllzFgwAAGDBjAZZddxrJly45Z7+iYduzYwYwZMxgwYACnnXYaN954IxkZGcesC7B+/XqSk5Orb1UxHN0U5Ndff2XatGkMGDCAMWPGAOB0Olm8eDEzZszgjDPOqH4dN910Ezt37jwmPk3T+Pjjj7nkkksYMmQI/fr1Y8yYMcyZM6e6XBYuXMhVV10FwKJFi2rEdXT8tdE0jc8++4yePXvSuXPnY57/4YcfmD9/PuPGjaNfv36cdtppTJs2je+++67Ofe7evZvbbruN008/nd69ezNq1ChmzJjBzz//fMy6P/30EzNmzGDo0KH06dOHMWPG8K9//euY97PT6eStt95i8uTJ9O/fnwEDBjBt2jR++umnY/a5YMECkpOTOXjwIK+88grjxo2jT58+nHPOObz++us1Tvzq87dLSUnhiSeeYPLkydVxnnvuuTz55JOUl5cfc/yq/gxut5sXXnih+v167rnn1tkHQQjBsmXLuPLKKxk0aBD9+vXjnHPO4b777iMrK6vGumVlZTz//POMHz+evn37MmjQIGbMmMEff/xRZ5k05W8E9fvs2mw2Fi5cyHnnnUefPn0YMmQIs2bN4v/bO/OwKq7zj3/ZLhgvgqKgEhNBMyK3KChcFlFAKbIZBSMowsMSSWNcGtE8arQ12sTWUKrFFQURpW5cRFyggigoCoIILqiFujwQWURAFhEueOf3h535Mc5cFo0L7fn8o7znzJx33nNm7nnPvOeda9eudanL0aNH4eHhATMzMzg6OiIiIgJtbW28ejKZDAsXLsTUqVPZ83/55ZfIzc3t8vz5+fnw9/eHhYUFpFIpli9fjqqqKl693uxDebXuqlWrsHr1agDA6tWrOeMIAPz9/SGRSPD48WPB8/3+97/HmDFjeM8ANzc3VFRUICcnp0d6EQh9BfX3rQCBQOgZ33//PZKTk/HJJ59g/vz5kMvliIuLQ2FhoWD9srIyBAQEoLq6GpMmTYKzszNqa2uRlpaG7Oxs7Nu3D+PHj+cc097ejpCQEDQ0NMDFxQXPnz9HSkoKvv32W0RHR8Pe3p6t+/jxY/j6+qK6uhr29vaQSCS4d+8egoODYW1tLajToUOHsH79eujo6MDJyQkDBw7ErVu3sGvXLly5cgX79++HSCTiHFNYWIioqChYW1vDx8cHlZWV3dqqsLAQoaGhaG5uhr29PTw8PNDQ0IA7d+5g//798Pb2Zutu3LgRcXFxMDAwwOzZs6GiooK0tDSsWrUKd+/eZScVnbl16xZiYmIglUoxd+5c3L59G2fPnkVJSQlOnToFTU1NGBoaYvHixdi2bRsMDQ3h5eXFHj927FjO+f75z3/i0qVLcHR0hJ+fHzupbWhowMaNG2FpaQkHBwcMGDAA5eXlOHfuHC5cuID4+HiMGzeOPU9ERASio6PxySefwNPTE/3790d1dTWuXr2K3NxcWFlZQSqVwsvLC0lJSZBKpZBKpezxAwYM6NKu//rXv1BfXw9XV1fB8oiICGhoaGDixIkYMmQI6urqcO7cOSxduhRr167l7d1hnBuapuHk5AQjIyPU1tbixo0bkMlkrNMGAD///DNiYmKgq6uLadOmQU9PD5WVlcjJyYFEIgFFUQBeOipffvkl8vLyYGpqii+++ALt7e3IysrCN998gz/84Q/w9/fn6b5x40YUFRXBzc0NmpqaSEtLQ3h4OMrKyrBhwwYA6JHt0tPTkZiYCGtra0ilUigUCly/fh179uxBfn4+4uPjoaGhwWs/LCwMN27cwJQpU6CqqorU1FRs2LABGhoa8PHxYevRNI2wsDCkpKTAwMAAHh4eEIvFePToEVJTUzFlyhQMHz4cAPD06VP4+/ujtLQUlpaWsLe3R1NTEzIyMhAYGIi///3vcHZ27rLPe2ujzii7d+VyOYKCglBUVASJRILAwEDU1tYiNTUVly5dwubNm+Hi4sI7X2xsLK5cuQJ3d3c4OjriwoUL2L17N27fvo3o6GioqKiwdTds2AATExPY2tpi0KBBqK6uxtmzZxEcHIytW7cKXndRURGioqLg6OiIgIAAFBcX49SpUygoKIBMJsPgwYN7bKuucHZ2RmNjIzIyMjBt2jTe88DX1xf5+fk4duwYvv76a05ZXV0dMjIyIJFIYGpqyikzNzcHAOTm5mLSpEm/iq4EwgcBTSAQPnguX75MUxRFe3t708+fP2fljx8/pidNmkRTFEWvXLmSc4yvry9tampKZ2dnc+T379+nLSwsaE9PT47cycmJpiiKXrhwId3W1sZrOyQkhFN/5cqVNEVR9I4dOzjyw4cP0xRF0RRF0bm5uay8tLSUNjU1pWfNmkXX19dzjomKiqIpiqJjYmJYWW5uLnuehISEHljpJW1tbbSDgwNtYmJCZ2Vl8corKyvZ/+fn59MURdFubm50Y2MjK29sbKRdXV1piqLo/Px8QZ1Onz7NOe93331HUxRFnzp1iiOnKIr29/cX1DUxMZGmKIoeM2YMfenSJcFrqaqq4slLSkpoc3NzOigoiCOXSqX05MmT6ZaWFo5coVBwbM5cR2RkpKBeyoiPj6cpiqKPHj0qWF5WVsaTNTc3056envTEiRM5ej158oQ2Nzenzc3N6eLiYt5xnfspMzOTpiiK9vT0pOvq6jj12tvb6ZqaGvbvv/3tbzRFUfTWrVtphULBypuammhvb29aIpFwbMqMYzs7O46c0VvZGFBmu6qqKs79w7B161aaoig6OTmZI/f396cpiqLnzJlDNzU1sfJ79+7Rpqam9PTp0zn1mT4IDAzkPAtomqafP3/O6eewsDCaoihaJpNx6tXU1NAODg60jY0N3draKngdnXldGym7d7dt20ZTFEUvX76c00d37tyhf/Ob39BWVlYcW0RGRtIURdFmZmZ0SUkJK29vb6eDg4NpiqLopKQkThtCY7G6upq2t7enXVxcOPLO+r46tpl+W716NUfO9JvQeV4dG0J1mXs/MTGRp2dbWxstlUppZ2dnjn1omqZjY2NpiqLogwcP8o5ramqiKYqi58+fzysjEPoyJAyMQOgDnDhxAgDwzTffQEtLi5UPGTKEDUvpzO3bt1FYWIhZs2bxVtiMjIzg4+ODkpISwXCw1atXc95u2NrawtDQELdu3WJlcrkcKSkp0NPTQ0hICOf4OXPmYOTIkbzzHj58GB0dHVizZg10dXU5ZQsWLMCgQYNw6tQp3nHM6nhPycjIQGVlJT7//HNMmTKFVz506FD2/0w41uLFi6Gtrc3KtbW1sXjxYgAQDAezsrKCu7s7RzZ79mwAwM2bN3usK4OzszPs7Ox4cpFIBAMDA578s88+g7W1NfLz89He3s4p09DQgJqaGkemoqLCs/nrUF1dDQDQ09MTLB8xYgRP1r9/f3h7e6OpqYljm6SkJLS0tCA4OJi3Qgxw+4kJh1qzZg0GDhzIqaeurs6ueCsUChw6dAiffvopFi1axFlpF4vFWLRoEdrb25Gens5rLyAggGPr/v37Y9GiRayuPcXAwID3dhAA+zZHWYhOWFgYxGIx+7exsTEmTJiABw8ecDI8HTx4EGpqavjhhx84zwIA0NLSYvu5rq4OqampsLW1Zccmw+DBg9kN2ZcvX+7xtfXWRsru3aSkJGhoaGDFihWcPjIxMYGXlxcaGhoEQ/ZmzpyJzz77jP1bXV0dy5YtAwAcP36cU1doLOrr62P69Ol4+PAhHj16xCs3MjLi6cs8m06fPg25XM475m0gEong5eWFsrIyXtiaTCZDv379MGPGDN5xYrEYmpqagmFrBEJfhoSBEQh9gLt37wIALCwseGVCsqKiIgDAkydPBFOs3r9/n/2XCZ8BXoayCP3IGxgYsOcEXsblt7W1wcbGBpqampy6qqqqmDBhAh4+fMiRX79+HQBw8eJFwQmburo6Hjx4wJObmZnxZF1x48YNAOhRGMSdO3cAQDBsjQnxYep0pqvJdWNjY8+V/Q+dQ7mEdIyOjkZBQQGePHnCc07q6+uhr68PAHB1dcXhw4cxY8YMuLm5QSqVwtzc/FfL2vX06VMAysPFamtrsXv3bly4cAEVFRVobW3llHeOwe9NP924cQMikYgTdiXEgwcP0NDQAH19fWzbto1XXldXB+D/x39nLC0tlcqExoAyaJpGYmIikpKSUFpaiqamJs6eDmX7ECQSCU/GOAZNTU0Qi8VoaWnBv//9b3z66aeCCwKduXnzJl68eIG2tjbBZwBzf96/fx9OTk49urbe2kjo3m1ubkZ5eTlGjRrFcUgZrK2tceTIEdy9exczZ87klE2cOFGwDS0tLV775eXliIqKQm5uLqqrq3mOxuPHj2FoaMiRTZgwgeM8AS8dQIlEgosXL+Lhw4ec5+XbxMfHB7GxsZDJZLC1tQXw8rleWloKb29vjmPbGR0dHdTX178THQmEdwVxVgiEPkBzczNUVVV5q8qA8Cp3Q0MDACAzMxOZmZlKz/vqpvbObxc6o66uzplwNTU1KW27O5127dqlVB8hehsnzugm9EbiVRi7Dho0SLBdVVVVwe8WCNmJeZvxOpl4lNnx2rVrCAwMBPByUj9y5Eh89NFHUFFRwdmzZ3H37l3OJGzt2rUYMWIEkpKSsHPnTuzcuROamppwc3PDypUrBa+zNzCOqdCG5qdPn+KLL75ARUUFJkyYADs7O2hra0NNTQ137txBRkYGR9fe9FNTUxMMDAygqtp1MADjTJWWlqK0tFRpvVfHPQBB2+jp6SkdA8r48ccfER8fj2HDhmHq1KkYMmQI+6Zl27ZtSlfnhcaUuvrLn+gXL14A6J3NmPvt2rVrXW5aF7KFMnprI6F7l6mnbMwzxzDX+mpbQujp6bFv/YCXH0mcM2cOmpubYW1tDScnJ4jFYqiqqiIvLw95eXmC/fA6Or0tjI2NIZVKkZaWhqdPn0JXVxcJCQkAXr69VkZbWxv69ev3rtQkEN4JxFkhEPoAYrEYCoUC9fX1vAlDbW2tYH0ASjcTvynMxEqo7e50KigoULoqKMSrK5091a3z5EUZjF3r6up4E5Xa2looFIpe6fq6KLvGXbt2QS6X4+DBg7xV5c5vuhg0NDSwYMECLFiwANXV1ewm3ePHj+PJkyeIiYl5Iz2ZscdMhDsjk8lQUVGBb7/9FgsXLuSU7d69mxfW07mfPv744y7b1dbWRk1NDRQKRZcOC9NX06dPR2RkZPcX1Im6ujoYGxtzZL0dA7W1tfjHP/6BMWPG4MiRI5xJY01NjeDbnt7A6NHTsQ0AISEhWLly5Ru1y9BbGwmNa6Zed88OofN1dUzn+vv27UNDQwPCw8N5Kbb/+Mc/Ii8vr8u2X+XJkycAlC/mvC18fX2Rl5eHEydOYPbs2UhJScHo0aMxYcIEwfoKhQJNTU0YPXr0O9WTQHjbkD0rBEIfwMTEBAAEM38JyZgsX8oyhb0pRkZG0NTUxK1bt3ir7AqFQnAllwl1YsLB3hZMO5cuXeq2LpOF58qVK7wyZkLD2P51UVVVZVfGe0tZWRl0dXV5jsrz588FUxd3xsDAAJ6enoiOjsbIkSNx+fJlNiyLeQvUW72YEJhXQ/wYXQFwMngxCKXJ7U0/jRs3DnK5XOkkk2HUqFEQi8W4desWL1yuO4R0ZGSdszV1Zbvy8nLQNA07Ozve6nZvUgUro3///hg9ejR++eUXwT7ojJmZGVRUVH7VZ0BPbdQVYrEYI0aMQFlZmaDT1dV9V1BQwJPdvHkTra2tnPaVjUWFQtGlPa5duwaapjmy1tZWFBcXQ0tLq9vQu97AON1d3YMuLi4YOHAgEhISkJKSgpaWli7fqjx8+BAKheKdhaoRCO8K4qwQCH0AZjPljh07OM5BTU2N4BeLx40bh/Hjx+P06dOCX05WKBTdTvy6QiQSwc3NDbW1tdi7dy+nLCEhQXAi5efnB3V1dfzpT38STD/c2NjY7QS8J0ybNg1Dhw7FiRMncPHiRV555wkSk054+/btnDCW5uZmbN++nVPnddHR0XntDa+GhoZoaGjghDS9ePECmzZtYvdfMMjlcuTk5PAmWy0tLXj27BnU1dXZCZKOjg6Anq3Qd8bS0hKqqqrsfpNXdQX4E8qTJ08iKyuLV9/LywsfffQRYmNjBfc7dNZt/vz5AICffvqJDfVi6OjoYFe+1dXVMW/ePDx69AibNm0SdFhKSkoEV9APHDjAafPZs2fsGJg1axYr78p2TMrgwsJCTjhgVVUVIiIiePVfBz8/P7x48QLr16/n7Qlqa2tj7TNkyBC4ubmhsLAQ0dHRvHEBvFw46E0YWE9t1B2zZs1Ce3s7IiIiOHqVlJTg2LFj0NbWFkwtnJyczLkXOjo6sHnzZl77ysbinj17BJOKMDx48AAymYwji46ORl1dHTw8PAQTJ7wuTCKEru5BZqN9SUkJIiMjoaGhwdvH0xnmvuxubxeB0NcgYWAEQh/Azs4OM2bMwMmTJzFjxgxMmzYNcrkcqampGDduHM6fP88LuYiIiEBgYCCWLVuGuLg4SCQSaGpqoqKiAkVFRairq3utzFUMy5cvR05ODrZs2YKCggKYmpri3r17yMrKgr29PbKzszn1KYrCunXr8MMPP8DV1RUODg4YMWIEmpub8csvvyAvLw9eXl6C32voDSKRCFu2bMGCBQsQGhqKyZMnw8TEBM3Nzbhz5w5aW1vZzEFWVlYICAjAgQMH4OnpCRcXF9A0jfT0dFRWViIgIABWVlZvpI+NjQ1SU1OxdOlSjB07FmpqanBwcOjRB+X8/f2RnZ0NPz8/uLm5QSQSIS8vD9XV1ZBKpRyHs7W1FUFBQRgxYgTGjx+PYcOGoaWlBZmZmaipqUFoaCg72TI2Noa+vj5Onz4NLS0tDB06FCoqKpg3b16XoS46OjqwtLREQUEB5HI5Z/I2c+ZM7NmzBz/++COuXLmC4cOHo6SkBJcvX4aLiwvS0tI459LT08PPP/+MZcuWYc6cOZg6dSqMjIxQX1+P69evw9DQEDt27AAAODg4ICQkBHv37sX06dPh7OzM7lPIyclBSEgIgoKCAABLly7F7du3ceDAAWRlZcHKyor9zkZJSQnu3r2LI0eO8ML+zMzMMHPmTLi7u0MkEiEtLQ2PHj2Cj48PZwx0ZTsm29SZM2cwe/Zs2NjYoLa2FpmZmbCxsUF5eXm3fd4dfn5+yM/PR2pqKlxcXDB16lSIxWJUVlYiOzsbP/30EzvRX7duHR48eIDw8HAkJyfDwsICYrEYVVVVKC4uxsOHD5Gdnd3jPQ49tVF3hIaGIisrC8nJybh37x5sbW3Z7GUdHR3YtGmTYBiYnZ0dfHx84OHhAR0dHVy4cAElJSWwt7fnTOLnzp2LY8eOYcmSJXB3d4euri6Kiopw+/ZtODo6Kt3HZ29vj/Xr1yMrKwvGxsYoLi5GdnY2hg0bhrCwsB5fX08wNzeHlpYW4uLi0NzczIZYfvXVV5x6Pj4+2Lt3Lx4/fgx3d3fBfYsMly5dgpqaGhwdHX9VXQmE9w1xVgiEPsJf/vIXGBsbIzExEQcOHMDQoUMRGBgIW1tbnD9/nvfjzmy0jo2NRUZGBhITE6Gqqgp9fX1YWloq/bBfT9HX18fhw4cRHh6O7OxsXL16FRKJBLGxscjNzeU5K8DLH14TExPs27cP+fn5OHfuHMRiMYYPH46goKBerc52hYWFBZKSkhAVFYXs7Gzk5ORgwIABGDVqFObOncupu3btWowdOxaHDh3C0aNHAQCjR4/GkiVLeClfX4c1a9YAePmhtvT0dCgUCgwePLhHzoqTkxMiIyMRFRWFEydOQEtLCzY2Nti+fTu7os3Qr18/rFixArm5ubh69Spqa2uho6MDY2NjrFixgpNqWU1NDdu2bcNf//pXJCcnsx+hdHd37zYuf+7cuQgLC0NmZibnw31Dhw5FfHw8wsPDkZOTg46ODkgkEuzduxeVlZU8ZwUAfvvb3yIhIQFRUVHseNDV1cXYsWM5H0IEgJUrV8LCwgLx8fE4c+YM2traMGTIENjY2HAyiolEIuzZswcymQzHjx/HmTNnIJfLMXjwYLb/hcJkvv/+e6SmpiIhIQFVVVUYNmwYVqxYwUvN3Z3t/vznP8PQ0BBnzpxBfHw8O7ZDQ0Nx5syZLm3bE1RUVLB582ZMmjQJMpkMycnJoGkaBgYGcHV15WQV09XVxeHDhxEfH4+UlBScPHmSHX8mJiZYuHBhl5Pf17VRd2hqaiIuLg579uxBSkoK9u3bh379+sHS0hK/+93vBLOOAUBwcDCcnJywf/9+lJWVYdCgQfjqq694aapNTU0RExODLVu2IC0tDWpqarCwsMChQ4dw7tw5pc6Kubk5vv76a2zZsgX79++HhoYGPDw88N133/1qH4Rk0NXVRWRkJLZu3YpDhw6xb8ledVaMjIxgYWGBwsJC3j3RmefPn+Ps2bNwcnLqUQIGAqEvoUILvRsmEAh9hoSEBKxduxbr1q2Dn5/f+1aH8F+OXC6Hq6srjI2NER0d/b7VeWNWrVqFpKQkZGRkdLvR/38VYqP3R1tbG6ZMmQJtbW2kp6crTcYhk8mwZs0axMfHv/HbYALhQ4PsWSEQ+gg1NTW8uPPq6mrs3LkTampqPf5WAoHwJohEIixbtgwXL15868kSCIT/dWQyGZ4+fQpfX1+ljkpHRweioqIwdepU4qgQ/ishYWAEQh9h9+7dyMrKwsSJE6Gnp4fKykqcP38ez549w5IlSzBs2LD3rSLhfwRPT09UVVWRj88RCG+J3bt3o66ujt1fNW/ePKV1q6qq8Pnnn3e5+Z5A6MsQZ4VA6CNMnjyZ3cDe2NgIkUiEMWPGwM/Pj80WRiC8C1RUVBAaGvq+1SAQ/muJiIiAhoYGTExMsHbt2i6/9fPxxx9jyZIl71A7AuHdQvasEAgEAoFAIBAIhA8SsmeFQCAQCAQCgUAgfJAQZ4VAIBAIBAKBQCB8kBBnhUAgEAgEAoFAIHyQEGeFQCAQCAQCgUAgfJAQZ4VAIBAIBAKBQCB8kBBnhUAgEAgEAoFAIHyQEGeFQCAQCAQCgUAgfJAQZ4VAIBAIBAKBQCB8kPwfsRgXAZfMOdIAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Direct Causal Effect\n", "_, ax = plt.subplots(figsize=(8, 4))\n", "\n", "for ii, dept in enumerate(ADMISSIONS.dept.unique()):\n", " color = f\"C{ii}\"\n", " label = f\"{dept}\"\n", "\n", " female_p_accept = direct_effect_inference.posterior[\"p_accept\"].sel(\n", " gender=\"female\", department=dept\n", " )\n", " male_p_accept = direct_effect_inference.posterior[\"p_accept\"].sel(\n", " gender=\"male\", department=dept\n", " )\n", "\n", " contrast = male_p_accept - female_p_accept\n", " az.plot_dist(contrast, color=color, label=label)\n", "\n", "plt.xlabel(\"gender contrast (acceptance probability)\")\n", "plt.ylabel(\"density\")\n", "plt.title(\n", " \"Direct Causal Effect (Institutional Discrimination):\\npositive values indicate male advantage\"\n", ")\n", "plt.axvline(0, linestyle=\"--\", color=\"black\", label=\"No difference\")\n", "plt.legend(title=\"Department\");" ] }, { "cell_type": "markdown", "id": "87988130", "metadata": {}, "source": [ "### Average Direct Effect\n", "- The causal effect of gender **averaged across departments** (marginalize)\n", "- Depends on the distribution of applications to each deparment\n", "- This is easy to do as a simulation" ] }, { "cell_type": "markdown", "id": "a8b85db2-d5ce-4eb7-9558-f0efe4fb1b26", "metadata": {}, "source": [ "#### Post-stratification\n", "- **Re-weight estimates** for the target population\n", "- allows us to apply model fit from one university to estiamte causal impact at another university with a different distribution of departments\n", "- Here, we use the empirical distribution for re-weighting estimates" ] }, { "cell_type": "code", "execution_count": 41, "id": "5aa205d1-a806-40ec-a755-c8bd9721bdf9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use the empirical distribution of departments -- we'd update this for a different university\n", "applications_per_dept = ADMISSIONS.groupby(\"dept\").sum()[\"applications\"].values\n", "total_applications = applications_per_dept.sum()\n", "department_weight = applications_per_dept / total_applications\n", "\n", "female_alpha = direct_effect_inference.posterior.sel(gender=\"female\")[\"alpha\"]\n", "male_alpha = direct_effect_inference.posterior.sel(gender=\"male\")[\"alpha\"]\n", "\n", "weighted_female_alpha = female_alpha * department_weight\n", "weighed_male_alpha = male_alpha * department_weight\n", "\n", "contrast = weighed_male_alpha - weighted_female_alpha\n", "\n", "_, ax = plt.subplots(figsize=(8, 4))\n", "az.plot_dist(contrast)\n", "\n", "plt.axvline(0, linestyle=\"--\", color=\"k\", label=\"No Difference\")\n", "plt.xlabel(\"causal effect of perceived gender\")\n", "plt.ylabel(\"density\")\n", "plt.title(\"Average Direct Causal of Gender (perception),\\npositive values indicate male advantage\")\n", "plt.xlim([-0.3, 0.3])\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "e76b8356-de62-487b-9a64-7f68a0d91e36", "metadata": {}, "source": [ "To verify the averaging process, we can look at the contrast of the `p_accept` samples from the posterior, which provides similar results. However, looking ath the posterior obviously wouldn't work for making predictions for an out-of-sample university however." ] }, { "cell_type": "code", "execution_count": 42, "id": "0afd9483-580a-4c93-b593-7b2eea6b2f1d", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "direct_posterior = direct_effect_inference.posterior\n", "\n", "# Select by gender; note: p_accept already has link function applied\n", "female_posterior = direct_posterior.sel(gender=\"female\")[\n", " \"p_accept\"\n", "] # shape: (chain x draw x department)\n", "male_posterior = direct_posterior.sel(gender=\"male\")[\n", " \"p_accept\"\n", "] # shape: (chain x draw x department)\n", "contrast = male_posterior - female_posterior # shape: (chain x draw x department)\n", "\n", "_, ax = plt.subplots(figsize=(8, 4))\n", "# marginalize / collapse the contrast across all departments\n", "az.plot_dist(contrast)\n", "plt.axvline(0, linestyle=\"--\", color=\"k\", label=\"No Difference\")\n", "plt.xlim([-0.3, 0.3])\n", "plt.xlabel(\"causal effect of perceived gender\")\n", "plt.ylabel(\"density\")\n", "plt.title(\"Posterior contrast of $p_{accept}$,\\npositive values indicate male advantage\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "c690ef0e-7e4e-4610-89af-b0a47eb464ee", "metadata": {}, "source": [ "## Discrimination?\n", "Hard to say\n", "- Big structural effects\n", "- Distribution of applicants could be due to discrimination\n", "- **Confounds are likely**" ] }, { "cell_type": "markdown", "id": "972680ad", "metadata": {}, "source": [ "# BONUS: Survival Analysis\n", "- Counts often modeled as time-to-event (i.e. Exponential or Gamma distribution) -- Goal is to estimate event rate\n", "- Tricky b.c. ignoring **censored data** can lead to inferential errors\n", " - **Left censored**: we don't know when the timer started\n", " - **Right censored** the observation period finished before the event had time to happen" ] }, { "cell_type": "markdown", "id": "07142c63-c540-44c7-9e2e-6c75d7415604", "metadata": {}, "source": [ "## Example: Austin Cat Adoption\n", "\n", "- 20k cats\n", "- Events: adopted (1) or not (0)\n", "- Censoring mechanisms\n", " - death before adoption\n", " - escape\n", " - not adopted yet\n", "\n", "**Goal**: determine if Black are adopted at a lower rate than non-Black cats." ] }, { "cell_type": "code", "execution_count": 43, "id": "da2faea6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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iddays_to_eventdate_outout_eventdate_inin_eventbreedcolorintake_age
0A730601107/08/2016 09:00:00 AMTransfer07/07/2016 12:11:00 PMStrayDomestic Shorthair MixBlue Tabby7
1A6795492506/16/2014 01:54:00 PMTransfer05/22/2014 03:43:00 PMStrayDomestic Shorthair MixBlack/White1
2A683656407/17/2014 04:57:00 PMAdoption07/13/2014 01:20:00 PMStraySnowshoe MixLynx Point2
3A7097494109/22/2015 12:49:00 PMTransfer08/12/2015 06:29:00 PMStrayDomestic Shorthair MixCalico12
4A733551909/01/2016 12:00:00 AMTransfer08/23/2016 02:35:00 PMStrayDomestic Shorthair MixBrown Tabby/White1
\n", "
" ], "text/plain": [ " id days_to_event date_out out_event \\\n", "0 A730601 1 07/08/2016 09:00:00 AM Transfer \n", "1 A679549 25 06/16/2014 01:54:00 PM Transfer \n", "2 A683656 4 07/17/2014 04:57:00 PM Adoption \n", "3 A709749 41 09/22/2015 12:49:00 PM Transfer \n", "4 A733551 9 09/01/2016 12:00:00 AM Transfer \n", "\n", " date_in in_event breed color \\\n", "0 07/07/2016 12:11:00 PM Stray Domestic Shorthair Mix Blue Tabby \n", "1 05/22/2014 03:43:00 PM Stray Domestic Shorthair Mix Black/White \n", "2 07/13/2014 01:20:00 PM Stray Snowshoe Mix Lynx Point \n", "3 08/12/2015 06:29:00 PM Stray Domestic Shorthair Mix Calico \n", "4 08/23/2016 02:35:00 PM Stray Domestic Shorthair Mix Brown Tabby/White \n", "\n", " intake_age \n", "0 7 \n", "1 1 \n", "2 2 \n", "3 12 \n", "4 1 " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CATS = utils.load_data(\"AustinCats\")\n", "CATS.head()" ] }, { "cell_type": "markdown", "id": "5b74222f-6a36-4032-8756-aca29f31df1e", "metadata": {}, "source": [ "### Modeling outcome variable: `days_to_event`\n", "Two go-to distributions for modeling time-to-event\n", "\n", "**Exponential Distribution**:\n", "- simpler of the two (single parameter)\n", "- assumes constant rate\n", "- maximum entropy distribution amongst the set of non-negative continuous distributions that have the same average rate.\n", "- assumes a single thing to occur (e.g. part failure) before an event occurs (machine breakdown)\n", "\n", "**Gamma Distribution**\n", "- more complex of the two (two parameters)\n", "- maximum entropy distribution amongst the set of distributions with the same mean and average log.\n", "- assumes multiple things to happen (e.g. part failures) before an event occurs (machine breakdown)" ] }, { "cell_type": "code", "execution_count": 44, "id": "bd9ea91e-b24f-4bbe-b64e-861a8bf0d7d6", "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=(10, 4))\n", "\n", "days = np.linspace(0, 100, 100)\n", "\n", "plt.sca(axs[0])\n", "for scale in [20, 50]:\n", " expon = stats.expon(loc=0.01, scale=scale)\n", " utils.plot_line(days, expon.pdf(days), label=f\"$\\\\lambda$=1/{scale}\")\n", "plt.xlabel(\"days\")\n", "plt.ylabel(\"density\")\n", "plt.legend()\n", "plt.title(\"Exponential Distribution\")\n", "\n", "\n", "plt.sca(axs[1])\n", "N = 8\n", "alpha = 10\n", "for scale in [2, 5]:\n", " gamma = stats.gamma(a=10, loc=alpha, scale=scale)\n", " utils.plot_line(days, gamma.pdf(days), label=f\"$\\\\alpha$={alpha}, $\\\\beta$={scale}\")\n", "plt.xlabel(\"days\")\n", "plt.ylabel(\"density\")\n", "plt.legend()\n", "plt.title(\"Gamma Distribution\");" ] }, { "cell_type": "markdown", "id": "255b8f2c", "metadata": {}, "source": [ "## Censored and un-censored observations\n", "- Observed data use the Cumulative distribution; i.e. the **probability that the event occurred by time x**\n", "- Unobserved (censored) data instead require the Complementary of the CDF; i.e. the **probability that the event hasn't happened yet**. " ] }, { "cell_type": "code", "execution_count": 45, "id": "8d23a797", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xs = np.linspace(0, 5, 100)\n", "_, axs = plt.subplots(1, 2, figsize=(10, 5))\n", "plt.sca(axs[0])\n", "cdfs = {}\n", "for lambda_ in [0.5, 1]:\n", " cdfs[lambda_] = ys = 1 - np.exp(-lambda_ * xs)\n", " utils.plot_line(xs, ys, label=f\"$\\\\lambda={lambda_}$\")\n", "\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"$1 - \\\\exp(-x)$\")\n", "plt.legend()\n", "plt.title(\"CDF\\np(event happened before or at time x| $\\\\lambda$)\", fontsize=12)\n", "\n", "plt.sca(axs[1])\n", "for lambda_ in [0.5, 1]:\n", " ys = 1 - cdfs[lambda_]\n", " utils.plot_line(xs, ys, label=f\"$\\\\lambda={lambda_}$\")\n", "\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"$\\\\exp(-x)$\")\n", "plt.legend()\n", "plt.title(\"CCDF\\np(event hasn't happened before or at time x| $\\\\lambda$)\", fontsize=12);" ] }, { "cell_type": "markdown", "id": "f4798195", "metadata": {}, "source": [ "## Statistical Model" ] }, { "cell_type": "markdown", "id": "6676747b", "metadata": {}, "source": [ "$$\n", "\\begin{align*}\n", "D_i | A_i &= 1 \\sim \\text{Exponential}(\\lambda_i) \\\\\n", "D_i | A_i &= 0 \\sim \\text{ExponentialCCDF}(\\lambda_i) \\\\\n", "\\lambda_i &= \\frac{1}{\\mu_i} \\\\\n", "\\log \\mu_i &= \\alpha_{\\text{cat color}[i]} \\\\\n", "\\alpha_{Black, Other} &\\sim \\text{Exponential}(\\gamma)\n", "\\end{align*}\n", "$$\n", "\n", "- $D_i | A_i = 1$ - observed adoptions\n", "- $D_i | A_i = 1$ - not-yet-observed adoptions\n", "- $\\alpha_{\\text{cat color}[i]}$ log average time-to-adoption for each cat color\n", "- $\\log \\mu_i$ -- link function ensures $\\alpha$s are positive\n", "- $\\lambda_i = \\frac{1}{\\mu_i}$ simplifies estimating average **time-to-adoption**" ] }, { "cell_type": "markdown", "id": "f8aebfb1", "metadata": {}, "source": [ "### Finding reasonable hyperparameter for $\\alpha$\n", "We'll need to determine a reasonable data for the Exponential prior mean parameter $\\gamma$. To do so, we'll look at the empirical distribution of time to adoption:" ] }, { "cell_type": "code", "execution_count": 46, "id": "739e2af8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# determine reasonable prior for alpha\n", "plt.subplots(figsize=(6, 3))\n", "CATS[CATS.out_event == \"Adoption\"].days_to_event.hist(bins=100)\n", "plt.xlim([0, 500]);" ] }, { "cell_type": "markdown", "id": "c2053b7b", "metadata": {}, "source": [ "Using the above empirical historgram, we see that a majority of the probablity mass is between zero and 200, so let's use 50 as the expected wait time." ] }, { "cell_type": "code", "execution_count": 47, "id": "7ea66a5c", "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]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "21fa1488dd1741cfa061d8e294ba8b95", "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 14 seconds.\n"
     ]
    }
   ],
   "source": [
    "CAT_COLOR_ID, CAT_COLOR = pd.factorize(CATS.color.apply(lambda x: \"Other\" if x != \"Black\" else x))\n",
    "ADOPTED_ID, ADOPTED = pd.factorize(\n",
    "    CATS.out_event.apply(lambda x: \"Other\" if x != \"Adoption\" else \"Adopted\")\n",
    ")\n",
    "DAYS_TO_ADOPTION = CATS.days_to_event.values.astype(float)\n",
    "LAMBDA = 50\n",
    "\n",
    "with pm.Model(coords={\"cat_color\": CAT_COLOR}) as adoption_model:\n",
    "\n",
    "    # Censoring\n",
    "    right_censoring = DAYS_TO_ADOPTION.copy()\n",
    "    right_censoring[ADOPTED_ID == 0] = DAYS_TO_ADOPTION.max()\n",
    "\n",
    "    # Priors\n",
    "    gamma = 1 / LAMBDA\n",
    "    alpha = pm.Exponential(\"alpha\", gamma, dims=\"cat_color\")\n",
    "\n",
    "    # Likelihood\n",
    "    log_adoption_rate = 1 / alpha[CAT_COLOR_ID]\n",
    "    pm.Censored(\n",
    "        \"adopted\",\n",
    "        pm.Exponential.dist(lam=log_adoption_rate),\n",
    "        lower=None,\n",
    "        upper=right_censoring,\n",
    "        observed=DAYS_TO_ADOPTION,\n",
    "    )\n",
    "    adoption_inference = pm.sample()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7286154",
   "metadata": {},
   "source": [
    "## Poor black kitties 🐈‍⬛\n",
    "It appears that black cats DO take longer to get adopted."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "129d2964-006d-405a-8810-9a705e75e132",
   "metadata": {},
   "source": [
    "#### Posterior Summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "6633ee08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(figsize=(4, 2))\n", "az.plot_forest(adoption_inference, var_names=[\"alpha\"], combined=True, hdi_prob=0.89, ax=ax)\n", "plt.xlabel(\"days to adoption\");" ] }, { "cell_type": "markdown", "id": "722c425d-8912-43c5-90a1-37556f136001", "metadata": {}, "source": [ "#### Posterior distributions" ] }, { "cell_type": "code", "execution_count": 49, "id": "9816d8b1-1b4e-4a24-bd0c-30cd5440125f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for ii, cat_color in enumerate([\"Black\", \"Other\"]):\n", " color = \"black\" if cat_color == \"Black\" else \"C0\"\n", " posterior_alpha = adoption_inference.posterior.sel(cat_color=cat_color)[\"alpha\"]\n", " az.plot_dist(posterior_alpha, color=color, label=cat_color)\n", "plt.xlabel(\"waiting time\")\n", "plt.ylabel(\"density\")\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 50, "id": "a0affc7f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "days_until_adoption_ = np.linspace(1, 100)\n", "n_posterior_samples = 25\n", "\n", "for cat_color in [\"Black\", \"Other\"]:\n", " color = \"black\" if cat_color == \"Black\" else \"C0\"\n", " posterior = adoption_inference.posterior.sel(cat_color=cat_color)\n", " alpha_samples = posterior.alpha.sel(chain=0)[:n_posterior_samples].values\n", " for ii, alpha in enumerate(alpha_samples):\n", " label = cat_color if ii == 0 else None\n", " plt.plot(\n", " days_until_adoption_,\n", " np.exp(-days_until_adoption_ / alpha),\n", " color=color,\n", " alpha=0.25,\n", " label=label,\n", " )\n", "\n", "plt.xlabel(\"days until adoption\")\n", "plt.ylabel(\"fraction\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "470ede57", "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": 51, "id": "96346b22", "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", "statsmodels: 0.14.2\n", "numpy : 1.26.4\n", "pandas : 2.2.2\n", "matplotlib : 3.9.2\n", "scipy : 1.14.1\n", "xarray : 2024.7.0\n", "pymc : 5.19.1\n", "arviz : 0.19.0\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": "19836bdb", "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 }