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\n", + "" + ], + "text/plain": [ + " treatment_effects_binary treatment_effects_continuous rho\n", + "0 -1.201719 2.000000 -1.000000\n", + "1 -0.351161 2.221169 -0.777778\n", + "2 0.766409 2.457946 -0.555556\n", + "3 1.644626 2.652292 -0.333333\n", + "4 2.712099 2.924260 -0.111111\n", + "5 3.441161 3.117569 0.111111\n", + "6 4.347816 3.327324 0.333333\n", + "7 5.243494 3.537410 0.555556\n", + "8 6.258062 3.782707 0.777778\n", + "9 7.248784 4.000000 1.000000" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = simulate_data(n=2500, alpha_true=3, rho=0.6)\n", + "features = [col for col in data.columns if \"feature\" in col]\n", + "\n", + "treatment_effects_binary = []\n", + "treatment_effects_continuous = []\n", + "df_params = {\n", + " \"treatment_effects_binary\": [],\n", + " \"treatment_effects_continuous\": [],\n", + " \"rho\": [],\n", + "}\n", + "formula_cont = \"Y_cont ~ D_cont + \" + \" + \".join(features)\n", + "formula_bin = \"Y_bin ~ D_bin + \" + \" + \".join(features)\n", + "for rho in np.linspace(-1, 1, 10):\n", + " data = simulate_data(n=2500, alpha_true=3, rho=rho)\n", + " model_cont = smf.ols(formula_cont, data=data).fit()\n", + " model_bin = smf.ols(formula_bin, data=data).fit()\n", + " df_params[\"treatment_effects_continuous\"].append(model_cont.params[\"D_cont\"])\n", + " df_params[\"treatment_effects_binary\"].append(model_bin.params[\"D_bin\"])\n", + " df_params[\"rho\"].append(rho)\n", + "\n", + "df_params = pd.DataFrame(df_params)\n", + "df_params" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This loop re-simulates the dataset ten times, each with a different value of $\\rho$, ranging from –1 to 1. For each dataset, it fits two OLS regressions: one for the continuous treatment, and another for the binary treatment, both controlling for all observed covariates. The estimated coefficient on the treatment variable `D_cont` or `D_bin`—represents what OLS believes to be the causal effect. By collecting these estimates in df_params, we can plot them against the true correlation to see how endogeneity distorts inference.\n", + "\n", + "When $\\rho = 0$ the treatment and outcome errors are independent, and OLS recovers the true causal effect of 3. But as $\\rho$ grows, the estimates drift away from the truth, sometimes dramatically. The direction of bias depends on the sign of if unobserved factors push both treatment and outcome in the same direction, OLS overstates the effect; if they push in opposite directions, it understates it. Even though we’ve controlled for all observed features, the unobserved correlation sneaks bias into our estimates." + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(20, 6))\n", + "ax.plot(\n", + " df_params[\"rho\"], df_params[\"treatment_effects_binary\"], label=\"Binary Treatment\"\n", + ")\n", + "ax.plot(\n", + " df_params[\"rho\"],\n", + " df_params[\"treatment_effects_continuous\"],\n", + " label=\"Continuous Treatment\",\n", + ")\n", + "ax.axhline(3, linestyle=\"--\", color=\"k\", label=\"True Treatment Effect\")\n", + "ax.set_xlabel(\"rho \\n correlation parameter\")\n", + "ax.set_ylabel(\"Treatment Effect Estimate\")\n", + "ax.set_title(\"Treatment Effect Estimates with OLS \\n Under Confounding\")\n", + "ax.legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now move from diagnosing bias to building a model that can recover causal effects under controlled conditions. To keep things interpretable, we begin with the unconfounded case, where the treatment and outcome share no latent correlation ($\\rho=0$). This setting lets us isolate what a Bayesian structural model actually does before we expose it to the challenges of endogeneity.\n", + "\n", + "At the heart of our approach is joint modelling: instead of fitting separate regressions for treatment and outcome, we model them together as draws from a joint multivariate distribution. The treatment equation captures how covariates predict exposure, while the outcome equation captures how both treatment and covariates predict the response. By expressing them jointly, we retain the covariance structure between their errors—an essential ingredient for causal inference once we later introduce confounding.\n", + "\n", + "The model is built using PyMC and organized through the function `make_joint_model()`. Each version shares the same generative logic but differs in how the priors handle variable selection and identification. We can think of these as different “dial settings” for how strongly the model shrinks irrelevant coefficients or searches for valid instruments. Four prior configurations are explored:\n", + "\n", + "- A normal prior, serving as a baseline regularized regression with weakly informative priors on all coefficients.\n", + "\n", + "- A spike-and-slab prior, which aggressively prunes away variables unlikely to matter, allowing the model to discover which features are true confounders or instruments.\n", + "\n", + "- A horseshoe prior, offering continuous shrinkage that downweights noise while preserving large signals.\n", + "\n", + "- An exclusion-restriction prior, explicitly encoding which variables are allowed to influence the treatment but not the outcome, mimicking an instrumental-variable design.\n", + "\n", + "In the unconfounded case, the treatment and outcome errors are independent, so the joint model effectively decomposes into two connected regressions. The treatment effect $\\alpha$ then captures the causal impact of the treatment on the outcome, and under this setting, its posterior should center around the true value of 3. The goal is not to solve confounding yet but to show that when the world is simple and well-behaved, the Bayesian model recovers the truth just as OLS does—but with richer uncertainty quantification and a coherent probabilistic structure.\n", + "\n", + "The following code defines the model and instantiates it under several prior choices. The model’s graphical representation, produced by `pm.model_to_graphviz()`, visualizes its structure: covariates feed into both the treatment and the outcome equations, the treatment coefficient $\\alpha$ links them, and the two residuals \n", + "$U$ and $V$ are connected through a correlation parameter $\\rho$, which we can freely set to zero or later relax." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "clusterbeta_outcome (9)\n", + "\n", + "beta_outcome (9)\n", + "\n", + "\n", + "cluster9\n", + "\n", + "9\n", + "\n", + "\n", + "clusterbeta_treatment (9)\n", + "\n", + "beta_treatment (9)\n", + "\n", + "\n", + "cluster2500 x 9\n", + "\n", + "2500 x 9\n", + "\n", + "\n", + "cluster2500 x 2\n", + "\n", + "2500 x 2\n", + "\n", + "\n", + "cluster2500\n", + "\n", + "2500\n", + "\n", + "\n", + "\n", + "rho\n", + "\n", + "rho\n", + "~\n", + 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0, 1, dims=dims)\n", + " logit_p = pt.log(p) - pt.log(1 - p)\n", + " return pm.Deterministic(\n", + " name, pm.math.sigmoid((logit_p + pt.log(u) - pt.log(1 - u)) / temperature)\n", + " )\n", + "\n", + "\n", + "def make_joint_model(X, Y, T, coords, priors_type=\"normal\", priors={}):\n", + " p = X.shape[1]\n", + " p0 = 5.0 # pick an expected number of nonzero coeffs\n", + " sigma_est = 1.0\n", + "\n", + " tau0 = (p0 / (p - p0)) * (sigma_est / np.sqrt(X.shape[0]))\n", + "\n", + " with pm.Model(coords=coords) as dml_model:\n", + " spike_and_slab = priors_type == \"spike_and_slab\"\n", + " horseshoe = priors_type == \"horseshoe\"\n", + " exclusion_restriction = priors_type == \"exclusion_restriction\"\n", + " p = X.shape[1]\n", + "\n", + " if not priors:\n", + " priors = {\n", + " \"rho\": [-0.99, 0.99],\n", + " }\n", + "\n", + " if spike_and_slab:\n", + " # RELAXED SPIKE-AND-SLAB PRIORS for aggressive variable selection\n", + "\n", + " pi_O = pm.Beta(\"pi_O\", alpha=2, beta=2)\n", + " beta_O_raw = pm.Normal(\"beta_O_raw\", mu=0, sigma=2, dims=\"beta_outcome\")\n", + " gamma_O = relaxed_bernoulli(\n", + " \"gamma_O\", pi_O, temperature=0.1, dims=\"beta_outcome\"\n", + " )\n", + " beta_outcome = pm.Deterministic(\n", + " \"beta_O\", gamma_O * beta_O_raw, dims=\"beta_outcome\"\n", + " )\n", + "\n", + " pi_T = pm.Beta(\"pi_T\", alpha=2, beta=2)\n", + " beta_T_raw = pm.Normal(\"beta_T_raw\", mu=0, sigma=2, dims=\"beta_treatment\")\n", + " gamma_T = relaxed_bernoulli(\n", + " \"gamma_T\", pi_T, temperature=0.1, dims=\"beta_treatment\"\n", + " )\n", + " beta_treatment = pm.Deterministic(\n", + " \"beta_T\", gamma_T * beta_T_raw, dims=\"beta_treatment\"\n", + " )\n", + "\n", + " elif horseshoe:\n", + " tau_O = pm.HalfStudentT(\"tau_O\", nu=3, sigma=tau0)\n", + " # Local shrinkage parameters (one per coefficient)\n", + " lambda_O = pm.HalfCauchy(\"lambda_O\", beta=1.0, dims=\"beta_outcome\")\n", + " # Regularized horseshoe: c² controls tail behavior\n", + " c2_O = pm.InverseGamma(\"c2_O\", alpha=2, beta=2)\n", + " lambda_tilde_O = pm.Deterministic(\n", + " \"lambda_tilde_O\",\n", + " pm.math.sqrt(c2_O * lambda_O**2 / (c2_O + tau_O**2 * lambda_O**2)),\n", + " dims=\"beta_outcome\",\n", + " )\n", + "\n", + " # Outcome coefficients with horseshoe prior\n", + " beta_O_raw = pm.Normal(\"beta_O_raw\", mu=0, sigma=1, dims=\"beta_outcome\")\n", + " beta_outcome = pm.Deterministic(\n", + " \"beta_O\", beta_O_raw * lambda_tilde_O * tau_O, dims=\"beta_outcome\"\n", + " )\n", + "\n", + " # Same for treatment equation\n", + " tau_T = pm.HalfStudentT(\"tau_T\", nu=3, sigma=tau0)\n", + " lambda_T = pm.HalfCauchy(\"lambda_T\", beta=1.0, dims=\"beta_treatment\")\n", + " c2_T = pm.InverseGamma(\"c2_T\", alpha=2, beta=2)\n", + " lambda_tilde_T = pm.Deterministic(\n", + " \"lambda_tilde_T\",\n", + " pm.math.sqrt(c2_T * lambda_T**2 / (c2_T + tau_T**2 * lambda_T**2)),\n", + " dims=\"beta_treatment\",\n", + " )\n", + "\n", + " beta_T_raw = pm.Normal(\"beta_T_raw\", mu=0, sigma=1, dims=\"beta_treatment\")\n", + " beta_treatment = pm.Deterministic(\n", + " \"beta_T\", beta_T_raw * lambda_tilde_T * tau_T, dims=\"beta_treatment\"\n", + " )\n", + " elif exclusion_restriction:\n", + " ### Ensuring that there is an instruments i.e. predictors of the treatment that\n", + " ### impact the outcome only through the treatment\n", + " beta_outcome = pm.Normal(\n", + " \"beta_O\",\n", + " 0,\n", + " [2.0, 2.0, 0.001, 0.001, 2.0, 2, 2, 2, 2],\n", + " dims=\"beta_outcome\",\n", + " )\n", + " beta_treatment = pm.Normal(\n", + " \"beta_T\",\n", + " 0,\n", + " [2.0, 2.0, 2.0, 2.0, 0.001, 2, 2, 2, 2],\n", + " dims=\"beta_treatment\",\n", + " )\n", + " else:\n", + " beta_outcome = pm.Normal(\"beta_O\", 0, 1, dims=\"beta_outcome\")\n", + " beta_treatment = pm.Normal(\"beta_T\", 0, 1, dims=\"beta_treatment\")\n", + "\n", + " X_data = pm.Data(\"X_data\", X.values)\n", + " observed_data = pm.Data(\"observed\", np.column_stack([Y.values, T.values]))\n", + "\n", + " alpha = pm.Normal(\"alpha\", mu=0, sigma=5)\n", + "\n", + " # Error standard deviations\n", + " sigma_U = pm.Exponential(\"sigma_U\", 1.0)\n", + " sigma_V = pm.Exponential(\"sigma_V\", 1.0)\n", + "\n", + " # Correlation between errors (confounding parameter)\n", + " m = pm.TruncatedNormal(\n", + " \"m\", mu=0, sigma=0.5, lower=priors[\"rho\"][0], upper=priors[\"rho\"][1]\n", + " )\n", + " s = pm.Beta(\"s\", 2, 2) # scaled half-width\n", + " h = pm.Deterministic(\"h\", s * (priors[\"rho\"][1] - pm.math.abs(m)))\n", + " lower = pm.Deterministic(\"lower\", m - h)\n", + " upper = pm.Deterministic(\"upper\", m + h)\n", + " rho = pm.Uniform(\"rho\", lower, upper)\n", + "\n", + " mu_treatment = pm.Deterministic(\"mu_treatment\", X_data @ beta_treatment)\n", + " mu_outcome = pm.Deterministic(\n", + " \"mu_outcome\", X_data @ beta_outcome + alpha * mu_treatment\n", + " )\n", + "\n", + " var_D = sigma_V**2\n", + " var_Y = alpha**2 * sigma_V**2 + sigma_U**2 + 2 * alpha * rho * sigma_U * sigma_V\n", + " cov_YD = alpha * sigma_V**2 + rho * sigma_U * sigma_V\n", + "\n", + " # Build 2x2 covariance matrix\n", + " cov = pm.math.stack([[var_Y, cov_YD], [cov_YD, var_D]])\n", + "\n", + " # Store as deterministic for inspection\n", + " _ = pm.Deterministic(\"var_Y\", var_Y)\n", + " _ = pm.Deterministic(\"var_D\", var_D)\n", + " _ = pm.Deterministic(\"cov_YD\", cov_YD)\n", + " _ = pm.Deterministic(\"cov_UV\", rho * sigma_U * sigma_V)\n", + "\n", + " mu = pm.math.stack([mu_outcome, mu_treatment], axis=1) # shape (n,2)\n", + " _ = pm.MvNormal(\"likelihood\", mu=mu, cov=cov, observed=observed_data)\n", + "\n", + " return dml_model\n", + "\n", + "\n", + "def make_continuous_models(data):\n", + " X = data[[col for col in data.columns if \"feature\" in col]]\n", + " Y = data[\"Y_cont\"]\n", + " T = data[\"D_cont\"]\n", + "\n", + " coords = {\n", + " \"beta_outcome\": [f\"feature_{i}\" for i in range(data.shape[1])],\n", + " \"beta_treatment\": [f\"feature_{i}\" for i in range(data.shape[1])],\n", + " \"obs\": range(data.shape[0]),\n", + " }\n", + "\n", + " spike_and_slab = make_joint_model(X, Y, T, coords, priors_type=\"spike_and_slab\")\n", + " horseshoe = make_joint_model(X, Y, T, coords, priors_type=\"horseshoe\")\n", + " excl = make_joint_model(X, Y, T, coords, priors_type=\"exclusion_restriction\")\n", + " normal = make_joint_model(X, Y, T, coords, priors_type=\"normal\")\n", + " tight_rho = make_joint_model(\n", + " X, Y, T, coords, priors_type=\"normal\", priors={\"rho\": [0.4, 0.99]}\n", + " )\n", + " tight_rho_s_s = make_joint_model(\n", + " X, Y, T, coords, priors_type=\"spike_and_slab\", priors={\"rho\": [0.4, 0.99]}\n", + " )\n", + "\n", + " models = {\n", + " \"spike_and_slab\": spike_and_slab,\n", + " \"horseshoe\": horseshoe,\n", + " \"exclusion\": excl,\n", + " \"normal\": normal,\n", + " \"tight_rho\": tight_rho,\n", + " \"tight_rho_s_s\": tight_rho_s_s,\n", + " }\n", + " return models\n", + "\n", + "\n", + "data_confounded = simulate_data(n=2500, alpha_true=3, rho=0.6)\n", + "data_unconfounded = simulate_data(n=2500, alpha_true=3, rho=0)\n", + "\n", + "models_confounded = make_continuous_models(data_confounded)\n", + "models_unconfounded = make_continuous_models(data_unconfounded)\n", + "\n", + "pm.model_to_graphviz(models_confounded[\"spike_and_slab\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This section orchestrates the fitting and sampling workflow for the suite of Bayesian models defined earlier. Having specified several variants of the joint outcome–treatment model—each differing only in its prior structure or treatment of the correlation parameter $\\rho$—we now turn to posterior inference.\n", + "\n", + "The function `sample_model()` provides a compact, repeatable sampling pipeline. Within the model context, it first draws from the prior predictive distribution, capturing what the model believes about the data before seeing any observations. These prior draws are useful for checking that the priors are sensible (for example, that they generate outcomes within a plausible range).\n", + "\n", + "Next, the function calls `pm.sample()` to draw from the posterior distribution of all parameters, using 2,000 tuning steps and 1,000 retained samples. The argument target_accept=.95 increases the adaptation target for the NUTS sampler, stabilizing sampling when the posterior geometry is complex or heavy-tailed — a common scenario with spike-and-slab or horseshoe priors. Finally, the call to `pm.sample_posterior_predictive()` extends the inference data with draws from the posterior predictive distribution, allowing posterior predictive checks and model comparisons later on.\n", + "\n", + "The wrapper function fit_models() automates this process across all model specifications. Each prior configuration (spike-and-slab, horseshoe, exclusion restriction, normal, and two `tight-rho` variants) is passed through the same sampling routine. The results are stored in a dictionary of InferenceData objects, keyed by model name. This structure facilitates downstream analysis, letting us easily compare how each prior specification recovers the true treatment effect in the unconfounded setting.\n", + "\n", + "We're moving from describing how the data are assumed to arise, to actually learning from simulated observations. The output `idata_unconfounded` contains all posterior draws, prior predictive samples, and posterior predictive simulations for every model variant under the assumption of no confounding. This will allow us to compare the inferences achieved under each setting. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [alpha, beta_O_raw, beta_T_raw, gamma_O_u, gamma_T_u, likelihood, m, pi_O, pi_T, rho, s, sigma_U, sigma_V]\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [pi_O, beta_O_raw, gamma_O_u, pi_T, beta_T_raw, gamma_T_u, alpha, sigma_U, sigma_V, m, s, rho]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7c7e53355591496ea20d8542150dd793", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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+      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 364 seconds.\n",
+      "There were 3 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
+      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n",
+      "Sampling: [likelihood]\n"
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+      "Sampling: [alpha, beta_O_raw, beta_T_raw, c2_O, c2_T, lambda_O, lambda_T, likelihood, m, rho, s, sigma_U, sigma_V, tau_O, tau_T]\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [tau_O, lambda_O, c2_O, beta_O_raw, tau_T, lambda_T, c2_T, beta_T_raw, alpha, sigma_U, sigma_V, m, s, rho]\n"
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+      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 144 seconds.\n",
+      "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n",
+      "Sampling: [likelihood]\n"
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+      "Sampling: [alpha, beta_O, beta_T, likelihood, m, rho, s, sigma_U, sigma_V]\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
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+       "model_id": "c73b605b57f541c5a5aca40d414ad4f5",
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+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 85 seconds.\n",
+      "Sampling: [likelihood]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "acbcd543168446a9b3ae8f275326324b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
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+       "
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+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling: [alpha, beta_O, beta_T, likelihood, m, rho, s, sigma_U, sigma_V]\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [beta_O, beta_T, alpha, sigma_U, sigma_V, m, s, rho]\n"
+     ]
+    },
+    {
+     "data": {
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+       "model_id": "d035dbad371c4ccda60559076eb6462f",
+       "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 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 133 seconds.\n",
+      "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n",
+      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n",
+      "Sampling: [likelihood]\n"
+     ]
+    },
+    {
+     "data": {
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+       "model_id": "abefbc6cddad45f3bdb257befd6d9e65",
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+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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+       "
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+     "output_type": "display_data"
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+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling: [alpha, beta_O, beta_T, likelihood, m, rho, s, sigma_U, sigma_V]\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [beta_O, beta_T, alpha, sigma_U, sigma_V, m, s, rho]\n"
+     ]
+    },
+    {
+     "data": {
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+       "model_id": "c79ad83a1a8f4a51b3248c10f8c8fcaa",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+      ],
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 90 seconds.\n",
+      "Sampling: [likelihood]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "1cefa77f2cfe40d380455f973e4126e0",
+       "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: [alpha, beta_O_raw, beta_T_raw, gamma_O_u, gamma_T_u, likelihood, m, pi_O, pi_T, rho, s, sigma_U, sigma_V]\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [pi_O, beta_O_raw, gamma_O_u, pi_T, beta_T_raw, gamma_T_u, alpha, sigma_U, sigma_V, m, s, rho]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a16954df77c64749b1f373a6c017fcda",
+       "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 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 398 seconds.\n",
+      "There were 4 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "Sampling: [likelihood]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "88d6d19258c44921964280ca77fa5185",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def sample_model(model, fit_kwargs):\n",
+    "    with model:\n",
+    "        idata = pm.sample_prior_predictive()\n",
+    "        idata.extend(pm.sample(draws=1000, tune=2000, target_accept=0.95, **fit_kwargs))\n",
+    "        idata.extend(pm.sample_posterior_predictive(idata))\n",
+    "    return idata\n",
+    "\n",
+    "\n",
+    "fit_kwargs = {}\n",
+    "\n",
+    "\n",
+    "def fit_models(fit_kwargs, models):\n",
+    "    idata_spike_and_slab = sample_model(models[\"spike_and_slab\"], fit_kwargs=fit_kwargs)\n",
+    "    idata_horseshoe = sample_model(models[\"horseshoe\"], fit_kwargs=fit_kwargs)\n",
+    "    idata_excl = sample_model(models[\"exclusion\"], fit_kwargs=fit_kwargs)\n",
+    "    idata_normal = sample_model(models[\"normal\"], fit_kwargs=fit_kwargs)\n",
+    "    idata_normal_rho_tight = sample_model(models[\"tight_rho\"], fit_kwargs=fit_kwargs)\n",
+    "    idata_rho_tight_s_s = sample_model(models[\"tight_rho_s_s\"], fit_kwargs=fit_kwargs)\n",
+    "\n",
+    "    idatas = {\n",
+    "        \"spike_and_slab\": idata_spike_and_slab,\n",
+    "        \"horseshoe\": idata_horseshoe,\n",
+    "        \"exclusion\": idata_excl,\n",
+    "        \"normal\": idata_normal,\n",
+    "        \"rho_tight\": idata_normal_rho_tight,\n",
+    "        \"rho_tight_spike_slab\": idata_rho_tight_s_s,\n",
+    "    }\n",
+    "\n",
+    "    return idatas\n",
+    "\n",
+    "\n",
+    "idata_unconfounded = fit_models(fit_kwargs, models_unconfounded)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Before examining how different priors shape inference, it’s useful to clarify what our models are actually estimating. Each specification—spike-and-slab, horseshoe, exclusion restriction, and the others—ultimately targets the same estimand: the slope $\\alpha$ that captures how changes in the continuous treatment $T$ shift the expected outcome $Y$. In this setup, $\\alpha$ functions as a regression coefficient within the structural equation of our joint model. \n",
+    "\n",
+    "In econometric terms, what we’ve done so far sits squarely within the structural modelling tradition. We’ve written down a joint model for both the treatment and the outcome, specified their stochastic dependencies explicitly, and interpreted the slope $\\alpha$ as a structural parameter — a feature of the data-generating process itself. This parameter has a causal meaning only insofar as the model is correctly specified: if the structural form reflects how the world actually works, \n",
+    "$\\alpha$ recovers the true causal effect. By contrast, reduced-form econometrics focuses less on modelling the underlying mechanisms and more on identifying causal effects through research design — instrumental variables, difference-in-differences, or randomization. Reduced-form approaches avoid the need to specify the joint distribution of unobservables but often sacrifice interpretability: they estimate relationships that are valid for specific interventions or designs, not necessarily structural primitives."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+      "text/plain": [
+       "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = az.plot_forest(\n", + " [\n", + " idata_unconfounded[\"spike_and_slab\"],\n", + " idata_unconfounded[\"horsehoe\"],\n", + " idata_unconfounded[\"exclusion\"],\n", + " idata_unconfounded[\"normal\"],\n", + " idata_unconfounded[\"rho_tight\"],\n", + " idata_unconfounded[\"rho_tight_spike_slab\"],\n", + " ],\n", + " var_names=[\"alpha\", \"rho\", \"beta_O\", \"beta_T\"],\n", + " combined=True,\n", + " model_names=[\n", + " \"spike_slab\",\n", + " \"horse shoe\",\n", + " \"exclusion_restriction\",\n", + " \"normal\",\n", + " \"tight_rho\",\n", + " \"tight_rho_spike_slab\",\n", + " ],\n", + " figsize=(20, 10),\n", + ")\n", + "\n", + "ax[0].axvline(3, linestyle=\"--\", color=\"k\")\n", + "ax[0].set_title(\n", + " \"Comparing Parameter Estimates across Model Specifications\", fontsize=15\n", + ");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the plot we can see that the majority of models accurately estimate the true treatment effect $\\alpha$ except in the cases where we have explictly placed an opinionated prior on the $\\rho$ parameter in the model. This priors pulls the $\\alpha$ estimate away from the true data generating process. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our Bayesian setup here is intentionally structural. We specify how both treatment and outcome arise from common covariates and latent confounding structures. However, the boundary between structural and reduced-form reasoning becomes fluid when we begin to treat latent variables or exclusion restrictions as data-driven “instruments.” In that sense, the structural Bayesian approach can emulate reduced-form logic within a generative model — an idea we’ll develop when we move from unconfounded to confounded data and later when we impute potential outcomes directly. But for now let's continue to examine the relationships between these structural parameters. " + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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k8ex2e8jvo1pzXGMa8/5vCIfrEgC9273RaERUVBTmzp2LTp06Yfny5UhJSQl+A33x0MT58+fDbrdjzZo1AIChQ4fCZDLhnnvuwdtvv40TJ040+vgejwdr1qzB9ddfD5vNhkAgEPxv9uzZ8Hg82Lp1a8hzfvSjHzW438OHDyM3Nxe33357SMXe4XDgRz/6EbZu3VprGGZj9nuh//iP/4DRaITNZsP48eNRXl6OZcuWITY29rLP7UKBQADPPfccBgwYAJPJBIPBAJPJhKNHj+LgwYNNirXaunXrANT+nY4ePRr9+/cP/k6rderUCaNHjw7ZlpmZGRymUf3c77//Hvfffz++/vprlJeX13v8H/7wh7X25fF4UFBQ0GDst956a8i3+enp6Rg3blzwnOozevRoLF++HL/+9a+RlZWFysrKettePL/MrbfeCgANHgMAvv76a0ycOBGTJk3CqlWrEB8fH3xs6dKliI2Nxbx580LeB0OHDkWnTp2atBLT6NGj8dZbb+HZZ5/F1q1b6x1ue7Fdu3bhhz/8IRISEqAoCoxGI37yk59AVVUcOXIkpG1UVFSt39Wtt94KTdOwYcOGRsdKHRvzS9P2eyHml5rntuX8cqljAzVDGpv62sTFxWHatGkh2xrzt3AluSY+Ph49e/bEiy++iP/93//Frl276h2aNXToUHTr1i34s8ViQZ8+fUJ+d2vXrsX06dPRtWvXkOcuWLAAbrc7OFxp6dKlGDRoEIYOHRoS88yZM9vESoUdHa/jTdvvhXgdr3luW76OL126FFOnTkVaWlrI72DWrFkAgPXr1wfbjh8/Hr/97W/x0ksv4b777sOPf/xj3HnnncHHN2/ejPLyctx///0t1gO5Kfc11Vri99pYmZmZIb1Xgca/5qNHj0ZpaSluueUWfP75541afflideXTuixfvhwWiyU4nPdKXc415kre/9VY5CMAwD/+8Q9s374du3btQm5uLvbs2YPx48cDAIqLi2EwGILd5atJkoROnToFuwX37NkTq1evRnJyMh544AH07NkTPXv2rHOuhYsVFxcjEAjgT3/6E4xGY8h/s2fPBoBaf9CpqamN2m99bdPS0qBpGkpKSpq83wv9z//8D7Zv347169fjiSeeQH5+Pq677jp4vd7LPrcL/eIXv8BTTz2F6667Dl9++SW2bduG7du3Y8iQIY26oNelodfl4q7eCQkJtdqZzeaQ4z/22GP4/e9/j61bt2LWrFlISEjA9OnTsWPHjlrPvXh/ZrMZABp1Pp06dapzW0Pd0//4xz/iV7/6FT777DNMnToV8fHxuO6663D06NGQdgaDoVZ81cds6BgA8Nlnn6GyshL33Xdf8Lyq5efno7S0FCaTqdZ7IS8vr0lJ6/3338cdd9yBv/3tbxg7dizi4+Pxk5/8pM6hKNVOnTqFiRMn4uzZs3j55ZexceNGbN++PTjny8Wvf0pKSq19NOW1IAKYX5q63wsxv+jaen5p7LGb+trU1a4xfwtXkmskScKaNWswc+ZMvPDCCxg+fDiSkpLws5/9DBUVFZc83+pzvvC1Li4urvd8L3xN8vPzsWfPnlrxRkVFQQhxWTd11Hx4HW/afi/E67iurV/H8/Pz8eWXX9b6HQwcOBBA7d/BbbfdBpPJBK/Xi0ceeSTkseq5T1ty0YvG3tdcqCV+r41V1zEb+5rffvvtePPNN3Hy5En86Ec/QnJyMsaMGYNVq1Zd0fHrUlhYiLS0tHqH8zbV5VxjruT9X41z8hEAoH///sGJYC+WkJCAQCCAwsLCkAQuhEBeXl5wIldAXzVq4sSJUFUVO3bswJ/+9Cf8/Oc/R0pKCm6++eZ6jx8XFwdFUXD77bfjgQceqLNNRkZGyM+N+Wak+o/k3LlztR7Lzc2FLMuIi4tr8n4v1KNHj+BrN2nSJFitVjz55JP405/+hIcffviyzu1C77zzDn7yk5/gueeeC9leVFQU/BawqS58XS5OQLm5uSHzMTSWwWDAL37xC/ziF79AaWkpVq9ejccffxwzZ87E6dOnm21FwLqKWHl5eXUmogvZ7XY888wzeOaZZ5Cfnx/89mvevHk4dOhQsF0gEEBxcXHI/qqP2dAxAOD//u//8P7772PWrFn49NNPMWPGjOBj1ZOxr1ixos7nRkVFNbj/C/f10ksv4aWXXsKpU6fwxRdf4Ne//jUKCgrq3f9nn30Gl8uFTz75BOnp6cHtdU2mDtSeFBpo2mtBBDC/NHW/F2J+0bX1/NJYTX1t6nu/NPS3cKW5Jj09HX//+98BAEeOHMEHH3yAxYsXw+fz4fXXX2/UuVZLSEio928EQPCcExMTYbVa651z6HLeN9R8eB1v2n4vxOu4rq1fxxMTE5GZmYnf/va3dT5e/cUEAKiqittuuw1xcXEwm8248847sWnTJphMJgA180hevJhFY5jN5mAB+EIXF+Aae19zoZb4vTZWXX83TXnNFy5ciIULF8LlcmHDhg1YtGgR5s6diyNHjoTc0zTl+HVJSkrCN998A03TmqXQdznXmObAnnzUoOnTpwPQk8iFPv74Y7hcruDjF1IUBWPGjAn2ENq5cyeA+ivRNpsNU6dOxa5du5CZmYmRI0fW+u9yPmT37dsXnTt3xrvvvgshRHC7y+XCxx9/HFzlpjk9+uij6NWrF373u9+hoqLiis9NkqRaPcKWLVuGs2fPhmxrSpW/urvyxb/T7du34+DBg3X+TpsiNjYWN954Ix544AGcP38eOTk5V7S/C/373/8O+V2ePHkSmzdvrrUy0qWkpKRgwYIFuOWWW3D48OFa3aT/9a9/hfz87rvvAkCjjmGxWPDJJ59g7ty5+OEPf4jPP/88+NjcuXNRXFwMVVXrfB/07du30edwoW7duuHBBx/E1VdfHfxbq0t1grvw/SSEwBtvvFFn+4qKCnzxxRch2959913IshycVJ3oSjC/NA3zS9vPL5fS3K9NfX8LzZlr+vTpgyeffBKDBw++ZH6pz/Tp07F27dpaqwz/4x//gM1mC67SOnfuXBw/fhwJCQl1xty9e/cmH5taB6/jTcPreNu8js+dOxf79u1Dz5496/wdXFhwWrRoETZu3Ih//etfeP/99/H999+H9OYbN24cYmJi8Prrr4fE0hjdu3fHnj17QratXbsWTqez3uc0dF9TraV/r03VlNe8mt1ux6xZs/DEE0/A5/Nh//79AC6vt1tdZs2aBY/HE1yZtz6N7dEYjmsMwJ581AhXX301Zs6ciV/96lcoLy/H+PHjg6tmDRs2DLfffjsA4PXXX8fatWsxZ84cdOvWDR6PJ/iN7A9+8AMA+rfH6enp+PzzzzF9+nTEx8cjMTER3bt3x8svv4wJEyZg4sSJuO+++9C9e3dUVFTg2LFj+PLLL0NWp2ssWZbxwgsv4LbbbsPcuXNx7733wuv14sUXX0RpaSl+97vfNd8LVcVoNOK5557DTTfdhJdffhlPPvnkFZ3b3Llz8dZbb6Ffv37IzMzEd999hxdffLHWNzA9e/aE1WrFv/71L/Tv3x8OhwNpaWl1XiD79u2Le+65B3/6058gyzJmzZoVXF2pa9eueOihh5p83vPmzcOgQYMwcuRIJCUl4eTJk3jppZeQnp6O3r17N3l/9SkoKMD111+Pu+++G2VlZVi0aBEsFktw5aH6jBkzBnPnzkVmZibi4uJw8OBB/POf/6x1cTWZTPjDH/4Ap9OJUaNGBVfXnTVrVq3Vj+pjNBrx73//G3fddRduvPFG/OMf/8Att9yCm2++Gf/6178we/Zs/L//9/8wevRoGI1GnDlzBuvWrcO1116L66+/vsH9l5WVYerUqbj11lvRr18/REVFYfv27VixYgVuuOGGep939dVXw2Qy4ZZbbsGjjz4Kj8eDP//5z7W6iVdLSEjAfffdh1OnTqFPnz746quv8MYbb+C+++4LmYeJ6HIxvzQN80vbzC+N1RyvTWP+Fq4k1+zZswcPPvgg5s+fj969e8NkMmHt2rXYs2cPfv3rXzf5nBctWhScd+npp59GfHw8/vWvf2HZsmV44YUXEBMTAwD4+c9/jo8//hiTJk3CQw89hMzMTGiahlOnTmHlypX45S9/iTFjxjT5+NTyeB1vGl7H2+Z1/De/+Q1WrVqFcePG4Wc/+xn69u0Lj8eDnJwcfPXVV3j99dfRpUsXrFq1Cs8//zyeeuqpYFHs+eefx8MPP4wpU6bg+uuvh8PhwB/+8Afcdddd+MEPfoC7774bKSkpOHbsGL7//nu88sor9cZx++2346mnnsLTTz+NyZMn48CBA3jllVeC18pqjb2vuVBL/F6vRGNf87vvvhtWqxXjx49Hamoq8vLy8PzzzyMmJibYU3jQoEEAgL/+9a+IioqCxWJBRkZGk4v/t9xyC5YsWYKf/vSnOHz4MKZOnQpN07Bt2zb0798/2ON48ODByMrKwpdffonU1FRERUXV+QVaOK4xALi6bkdXvWrWxauZXayyslL86le/Eunp6cJoNIrU1FRx3333hawMtWXLFnH99deL9PR0YTabRUJCgpg8ebL44osvQva1evVqMWzYMGE2mwWAkJVpsrOzxX/+53+Kzp07C6PRKJKSksS4cePEs88+G2xz4SqmF7t4RZtqn332mRgzZoywWCzCbreL6dOni02bNoW0qV7RprCwsIFXreE4hBBizJgxIi4uLrhyXGPOra5Vs0pKSsSdd94pkpOThc1mExMmTBAbN26stRqQEPqKev369RNGozFkdaa6Vm9SVVX8z//8j+jTp48wGo0iMTFR/PjHPxanT58OaTd58mQxcODAWud38cqtf/jDH8S4ceNEYmKiMJlMolu3buLOO+8UOTk5wTb1vcbV78Ps7OzgtvpWzfrnP/8pfvazn4mkpCRhNpvFxIkTxY4dO2rFd7Ff//rXYuTIkSIuLk6YzWbRo0cP8dBDD4mioqKQc7Lb7WLPnj1iypQpwmq1ivj4eHHfffcJp9MZsr9Lra5bTdM08bOf/UzIshxcpcnv94vf//73YsiQIcJisQiHwyH69esn7r33XnH06NEGz0MIITwej/jpT38qMjMzRXR0tLBaraJv375i0aJFwuVyhZzPxavrfvnll8Fjd+7cWTzyyCNi+fLltf5uqn/vWVlZYuTIkcJsNovU1FTx+OOPC7/f36g4qWNjfqnB/NK+80t97/W63jNX+to09m/hcnNNfn6+WLBggejXr5+w2+3C4XCIzMxM8X//938iEAiEvIZz5syp9fy63jt79+4V8+bNEzExMcJkMokhQ4bUucKn0+kUTz75pOjbt68wmUwiJiZGDB48WDz00EMiLy+v3pip5fA6XoPX8fZ9HRdCX935Zz/7mcjIyBBGo1HEx8eLESNGiCeeeEI4nU6Rm5srkpOTxbRp00JWStU0TcybN0/ExsaGxPjVV1+JyZMnC7vdLmw2mxgwYID4n//5n1rneyGv1yseffRR0bVrV2G1WsXkyZPF7t27a51vY+5rWuP32hj15QshGn7NhRDi7bffFlOnThUpKSnCZDKJtLQ0cdNNN4k9e/aE7Oull14SGRkZQlGUkL+T+s6l+rGL/04qKyvF008/LXr37i1MJpNISEgQ06ZNE5s3bw622b17txg/fryw2WwCQHAfLXGNqev93xBJiCb2ISUiCoOsrCxMnToVH374IW688cYWOcaCBQvw0UcfXbJLPBERtS+tkV+IiKjl8DpOVINz8hEREREREREREUU4zslHRNSGaJoGTdMu2cZg4KWbiIiIiIjCQ1XVSy4sIkkSFEVpxYioGofrEhG1IYsXL8YzzzxzyTbZ2dlcaZCIiIiIiMKie/fuOHnyZL2PT548GVlZWa0XEAWxyEdE1Ibk5uYiNzf3km0yMzNhMplaKSIiIiIiIqIae/fuhdfrrffx+lacpZbHIh8REREREREREVGE48IbREREREREREREEY6zt7cyTdOQm5uLqKgoSJIU7nCIiCKaEAIVFRVIS0uDLPN7K4B5hoiouTHXhGKeISJqXs2ZZ1jka2W5ubno2rVruMMgImpXTp8+jS5duoQ7jDaBeYaIqGUw1+iYZ4iIWkZz5BkW+VpZVFQUAP2XFx0dHeZoiBrH5XIhLS0NgP7Bzm63hzkiIl15eTm6du0avLYS8wxFLuYaaquYa0Ixz1CkYp6htqo58wyLfK2sukt7dHQ0kyJFDEVRgv+Ojo5mQqQ2h8OFajDPUKRirqG2jrlGxzxDkYp5htq65sgzLPIRUaPYbLZwh0BERO0ccw0REbUk5hlq71jkI6IG2e12uFyucIdBRETtGHMNERG1JOYZ6gi4PBQREREREREREVGEY5GPiIiIiIiIiIgowrHIR0QN8ng8mDNnDubMmQOPxxPucIiIqB1iriEiopbEPEMdAefkI6IGqaqKr776KvhvIiKi5sZcQ0RELYl5hjoC9uQjIiIiIiIiIiKKcCzyERERERERERERRTgW+YiIiIiIiIiIiCIci3xEREREREREREQRjkU+IiIiIiIiIiKiCMciHxERERERERERUYQzhDsAImr77HY7hBDhDoOIiNox5hoiImpJzDPUEbAnHxERERERERERUYRjkY+IiIiIiIiIiCjCschHRA3yeDyYP38+5s+fD4/HE+5wiIioHWKuISKilsQ8Qx2BJDgovVWVl5cjJiYGZWVliI6ODnc4RI3icrngcDgAAE6nE3a7PcwREel4Ta2NrwlFKuYaaqt4XQ3F14MiFfMMtVXNeV1lTz4iIiIiIiIiIqIIxyIfERERERERERFRhGORj4iIiIiIiIiIKMKxyEdERERERERERBThWOQjIiIiIiIiIiKKcCzyERERERERERERRThDuAMgorbPZrPB6XQG/01ERNTcmGuIiKglMc9QR8AiHxE1SJIk2O32cIdBRETtGHMNERG1JOYZ6gg4XJeIiIiIiIiIiCjCschHRA3yer1YsGABFixYAK/XG+5wiIioHWKuISKilsQ8Qx2BJIQQ4Q6iIykvL0dMTAzKysoQHR0d7nCIGsXlcsHhcAAAnE4nu7lTm8Fram18TShSMddQW8Xraii+HhSpmGeorWrO6yp78hEREREREREREUU4FvmIiIiIiIiIiIgiHIt8REREREREREREEY5FPiIiIiIiIiIiogjHIh8REREREREREVGEY5GPiIiIiIiIiIgowhnCHQARtX02mw0FBQXBfxMRETU35hoiImpJzDPUEbDIR0QNkiQJSUlJ4Q6DiIjaMeYaIiJqScwz1BFwuC4REREREREREVGEY5GPiBrk9XrxwAMP4IEHHoDX6w13OERE1A4x1xARUUtinqGOQBJCiHAH0ZGUl5cjJiYGZWVliI6ODnc4RI3icrngcDgAAE6nE3a7PcwREel4Ta2NrwlFKuYaaqt4XQ3F14MiFfMMtVXNeV1lTz6iRhJCIDs7G6WlpeEOhYiIiIiIiIgoBBfeIGqkzZs3Y/Xq1cGff/rTnyIlJSWMERERERERERER6diTj6iRVFUN+fn111/H559/jpKSkjBFRERERERERESkY5GPqJEmTJiAMWPGhGzbvXs3Xn/9dZw4cSJMURERERERERERschH1GiyLOOqq66CoigAgMpSFRUFAfh8Prz77rvYt29fmCMkIiIiIiIioo6KRT6iJoiNjcUNN9wASZJgjVXgLAygONsHVVXx8ccfY8eOHeEOkYiIiIiIiIg6IBb5iJpowIABmDdvHgAgdaAFPreGvAMeAMCyZcvw+eef15q/L9JZrVZkZ2cjOzsbVqs13OEQEVE7xFxDREQtiXmGOgKurkt0GYYNG4ZAIICvvvoKqQMtOLrOCX9lJboMt2D37t0oKyvDTTfdBIvFEu5Qm4Usy+jevXu4wyAionaMuYaIiFoS8wx1BOzJR3SZRo0ahUmTJgEAMsbZUHTMh0NfO6H6BbKzs7FkyRK43e4wR0lEREREREREHQGLfERXYNKkSejcuTMMZhk9JtpQdjaA/Usr4HNpKCgowDvvvAOPxxPuMK+Yz+fDI488gkceeQQ+ny/c4RARUTvEXENERC2JeYY6AkkIIcIdREdSXl6OmJgYlJWVITo6OtzhUDMoKSnBa6+9hkAggOzNbuQf9MISI2PgnCgYrTLS0tJwxx13wGQyhTvUy+ZyueBwOAAATqcTdrs9zBER6XhNrY2vCUUq5hpqq3hdDcXXgyIV8wy1Vc15XWVPPqIrFBcXhylTpgAAul9lhSNZgadMw8HlTvgrNeTm5uLjjz+G3+8Pb6BERERERERE1G6xyEfUDMaNG4fBgwdDkiX0nmqH0SLBXaLi8GonNFXgyJEj+Oijj8COs0RERERERETUEljkI2oGkiRh9uzZiI+Ph9mhoM/VDkgK4CxQcXBFTaFv6dKl0DQt3OESERERERERUTvTrot827dvx+zZsxEXFwe73Y7Ro0fj3XffbfTzs7KyIElSvf9t3bq1BaOnSGOxWHDrrbfCYrEgKtmAHuNtAICKvABOfOOGEAI7d+7Ehg0bwhwpEREREREREbU3hnAH0FKysrIwc+ZMmEwm3HzzzYiJicEnn3yC2267DTk5OXj88ccbva/JkycH51y7UJcuXZoxYmoPEhISMH/+fLzzzjtI6m1GwCtwclslio75IElAz0l2rF+/Hqmpqejbt2+4wyUiIiIiIiKidqJdFvkCgQDuuusuSJKEDRs2YNiwYQCARYsWYezYsVi0aBHmz5+P3r17N2p/U6ZMweLFi1swYmpPevTogXnz5uGLL75A6iALXMUqio75UHjUB0eSASn9zfjkk09w3333ITY2NtzhEhEREREREVE70C6H665duxbHjx/HrbfeGizwAUBUVBSeeuopBAIBLFmyJIwRUns3bNgwTJo0CQDQc6IN0al6PT1nixvleQH4fD4sXbo0YhbisFqt2LdvH/bt2wer1RrucIiIqB1iriEiopbEPEMdQbvsyZeVlQUAmDFjRq3HqretX7++0fs7evQo/vjHP8LtdiM9PR1XX301EhMTmyVWar+mTJmC4uJi7N+/HxnjbdjzcTmEAE5840Lm9dE4fvw4Vq9ejauvvjrcoTZIlmUMHDgw3GEQEVE7xlxDREQtiXmGOoJ2WeQ7evQoANQ5HDcuLg6JiYnBNo3x7rvvhizYYbVa8cwzz+CRRx5p8Llerxderzf4c3l5eaOPS5FNkiTMmzcP2dnZANxI7mdG/kEvPGUajm9wofdUBzZv3oyMjAz06tUr3OESUYRiniEiopbEPENEFDna5XDdsrIyAEBMTEydj0dHRwfbXEpSUhJefPFFHDx4EC6XC2fPnsU777yD+Ph4PProo/jLX/7S4D6ef/55xMTEBP/r2rVr006GIprZbMbkyZMBAN1GWWGO0v/kik/4kX9I/7D0wQcfID8/P2wxNobP58PixYuxePFi+Hy+cIdDRBdgnqH2grmGqG1inqH2gnmGOgJJRMqkYE0wY8YMrFq1CkePHq2zh1TPnj1x5syZkG+kmmLfvn0YMWIE4uLikJubC1muv1Za1zdfXbt2RVlZGaKjoy/r+BRZhBB4++23cfLkSRRn+3B0rQsAIMlAvxkOxHQ2IjY2FnfeeSccDkeYo62by+UKxuZ0OmG328McEZGuvLwcMTExHfqayjxD7QVzDbVVHT3XMM9Qe8E8Q21Vc+aZdtmTr7oHX3299apfwMs1aNAgjBkzBvn5+Th27Ngl25rNZkRHR4f8Rx2LJEmYMWMGJElCQoYJnQaYAQBCA46sdcFTrqK0tBTvvvvuZReeiajjYp4hIqKWxDxDRBQ52mWRr3ouvrrm3SspKUFRUVGd8/U1RfXCG263+4r2Qx1DWlpacNGXbqOssMbqf3qqT+DgCif8lRrOnTuHDz/8EKqqhjNUIiIiIiIiIopA7bLIVz0H2sqVK2s9Vr2tus3lCAQC2LlzJyRJQrdu3S57P9SxjBkzBj179oRskNB7mgNy1bI33goNh1Y6ofoFjh8/ji+++ALtcBQ9EREREREREbWgdlnkmz59Onr06IF3330Xu3fvDm6vqKjAf//3f8NgMGDBggXB7UVFRTh06BCKiopC9rNly5ZaxZZAIIBHHnkEJ0+exMyZMxEfH9+Sp0LtiCRJuP766+FwOGCLU9BluDX4mKtIxdG1TghNYM+ePdi4cWMYIyUiIiIiIiKiSNMui3wGgwF/+9vfoGkaJk6ciHvuuQcPP/wwhgwZgv3792Px4sXo06dPsP0rr7yC/v3745VXXgnZzy233IIePXrgtttuw6OPPop77rkHgwYNwksvvYRu3brh9ddfb+1Towhnt9vxwx/+EACQOtAMW4ISfKz0TADZm/Xh3+vWrcOhQ4fCEiMRERERERERRZ52WeQDgKlTp+Kbb77BhAkT8MEHH+C1115DQkIC3nnnHTzxxBON2sd9992H7t27IysrCy+//DL+9a9/wWw244knnsDu3buRnp7ewmdB7VHv3r0xcOBASLKEHhNsIY8VHPYhb78HAPDZZ5+hpKQkHCESERERERERUYSRBCf/alXNuTQyRS6Xy4U//elP8Hq9OL7RhcIjvuBjkgQMmBOFqBQD0tLSsHDhQhgMhjBGC6iqip07dwIAhg8fDkVRGngGUevgNbU2viYUqZhrqK3idTUUXw+KVMwz1FY153W13fbkI2rL7HY7Jk2aBADofpUNJkfNn6IQwNF1Tvg9GnJzc7F8+fJwhRmkKApGjRqFUaNGMRkSEVGLYK4hIqKWxDxDHQGLfERhctVVV6Fr165QjBIyxlpDHvO5BI6tc0EIgZ07d2LXrl1hipKIiNqbQCAAj8cT7jCIiIiIqJmxyEcUJrIsY968eZBlGXHdTIjvbgx5vCw3gLPf6zdhX375Jc6cOROOMAEAPp8PL774Il588UX4fL6Gn0BERG2Spml488038fvf/x5ZWVkIBALhDimIuYaIiFoS8wx1BJyTr5VxDgu62Lp167Bhwwb4XBp2fVAGoYU+3muqHYk9TIiKisLChQsRFxfX6jG6XC44HA4AgNPphN1ub/UYiOrCa2ptfE3oUs6cOYO///3vwZ9TU1Nx0003ITY2NnxBVWGuobaK19VQfD0oUjHPUFvFOfmI2pGJEyciKioKJrtcqzcfAGR/44K7REVFRQU++OAD+P3+MERJRETtwdmzZ4P/9nsFzp07hzfeeAO5ublhjIqIiIiImgOLfERhZjAYMGLECABA56FWSFLo46ofOLiiAv5KDXl5efj888/BDrhERHQ5UlJSAACaKnDwmwCcJRrcbjfefvttnD59OszREREREdGVYJGPqA0YPXo0bDYbbHEK4jNq9+bzuwWOrnVBUwX279+PDRs2hCFKIiKKdOnp6UhNTYWsSIhJlnBgfQBlBRp8Ph/eeecdFvqIiIiIIhiLfERtgNVqxahRowAAXUdYIdWxont5XgDZm9wAgKysLBw+fLg1QyQionZAkiRcddVVAIDOfRVAAg5tqin0/fvf/0ZxcXGYoyQiIiKiy8EiH1EbMXbsWERFRcESraBzpqXONoVHfcg7oK+4+/HHHyM/P781QyQionZg0KBBSEpKgsEkIambDE3VC33O8xoqKyvxz3/+E263O9xhEhEREVETschH1EaYzWZcc801AIDUwRYYLFKd7U5urUTpWT/8fj8++ugjeDye1gyTiIginCzLwblgk9L1j4KaChzcFEBlhUBZWRk+/PBDqKoazjCJiIiIqIlY5CNqQ/r374+0tDQoRgmdh9Tdm08I4FiWCz6XhqKiInz66actvhCHxWLBunXrsG7dOlgsdcdFRESRY9CgQZAkCY54GZYofVvACxzeEoDqF8jJycGKFStaNSbmGiIiaknMM9QRsMhH1IZIkoRp06YBAFL6mWG8qDefYpIgKUDAI3BolROaKnDkyBHs27evReNSFAVTpkzBlClToCh1TBhIREQRxW63o3fv3gCAlIya63plucCRbQEIAezYsQM7duxotZiYa4iIqCUxz1BHwCIfURvTo0cPdOnSBbJBQspAc3C70Sph6I3RGH5zDGLSDHAXq8jdow/V/fLLL+F0OsMVMhERRaCRI0cCAFJ6yFAMNdtL8wRO7w8AAJYvX46cnJwwREdERERETcUiH1EbI0kSxo4dCwBI6WsOrrSb0t8Mo1WG0SKj3zUOJPQ04cwuD5yFAfj9fnz77bctFpPf78err76KV199FX6/v8WOQ0REradXr15ITEyEYpCQ3CP0I+HZQxqKTqnQNA3vv/8+zp8/3+LxMNcQEVFLYp6hjoBFPqI2qF+/foiOjobRKiOptwkAEN9d/3+5R4YkSeg1yYaE7sZgb75t27a1WG8+n8+HBx98EA8++CB8Pl+LHIOIiFqXJEkYN24cAKBzXyWkNx8AHP9ORcV5DR6PB++//z68Xm+LxsNcQ0RELYl5hjoCFvmI2iBZloO9+VIH6pPC+is1AMCpUiPOlhkgyRJ6TbFDCwg4CwPw+XzIysoKV8hERBSBhgwZgoSEBBjNElJ6hn4s1FTg8OYAfJUCBQUF+Pzzz1t8oSciIupYDhw4gJUrVyI3NzfcoRC1CyzyEbVRw4YNg8lkgjVWQXx3I5yF+vxIifYA9uaZkVuuF/p6T3eg4Kj+TdR3332HEydOhDNsIiKKILIsY9KkSQCAtD4K5It68/k9+oq7miZw8OBBbN68OQxREhFRe3TkyBF8+OGH2LJlC958802cPHky3CERRTwW+YjaKLPZjKuuugoA0HWEFUXH9UJeikOFzSiw95wZBU4FikFCtxFWFGfrj3/xxRfweDxhi5uIiCLLoEGDEB8fD6NZQmqv2h8NnecFcnarAIA1a9ZwIQ4iImoWu3fvDv5bVdVWmwOWqD1jkY+oDRs7diwsFgussQpMNhmlp/2QJKBTVAACEnbnWnDeLcNglhDdyQBvhYqysjJ88sknHFJFRESNIssyJk+eDABI7a1AVmoekyT9//knNBSeVCGEwMcff4yKioowREpERO1JIKCPVDqzPwBnsYbKykq89957XBSD6AqwyEfUhlksFgwePBgAkNzXjNIzesKLs+k9KjQh4buzVpR5ZBitMgQALSBw9OhRbNq0KVxhExFRhAnpzddH/3goG4DMHxgwfLYRMSkSTuxU4S7T4HQ68dFHH0FV1TBHTUREkaxv374AgISuMg5/44evUqCwsBArVqwIc2REkYtFPqI2bsSIEQCAhAwTfFWLbyRYVRhkvaeeqknYedYCj1+CJUqBx6m3WbNmDY4ePRqeoImIKKLIsoypU6cC0OfmM5iB+DQZthgZZpuEARON6DpQweGtAQT8AqdOncLKlSvDHDUREUWywYMH63OQR8uwxUo4ttUPIYCdO3fiyJEj4Q6PKCKxyEfUxqWkpGDIkCEAgMSeJrhLVMgykOIIBNt4AzJ2nLFA1QBbrAL3ef2xTz75BCUlJVccg9lsxtKlS7F06VKYzeYr3h8REbU9AwcORGpqKgxGCV37K/BVhk77kNZHQfdMA47v0HPMt99+GzKf0pViriEi6lhMJhOGDRsGAOjc34DyAoG8I3qO+fzzz+F0Opv1eMwz1BGwyEcUAcaPHw9JkhCfboKzQE98KVGBkDZOn4I95ywQArDFG+ApV+HxePDee+/B5/Nd0fENBgPmzJmDOXPmwGAwNPwEIiKKOJIk4eqrrwYApPSQ4asU8Lr1Qt9ZpwGqBsSlykjro+DMIX2o7rJly5CXl9csx2euISLqeMaNGwdFURCdLCM6WcKpPSpcpRrcbje+/PLLZp1nnHmGOgIW+YgiQFJSUnDYriNZnxE90a7CpGgh7fKdBhwrNgEATHYZfo+GgoICLF26lAtxEBFRgzIyMtC7d29IsoSuAxUUntLzjEEW+LbACp8KRCXIsEVLKDmnIRAI4MMPP4TX6w1z5EREFImio6MxfPhwAEDXwQYIDTi2NQBNFThy5Eiz9hgn6ghY5COKEFOmTIHJZIItzoDKMhWyBHSLrb3y1PFiIwqcCmRFXxJRaAJ79+7Ft99+e9nH9vv9eOutt/DWW29xtSsionZu+vTpAIDErgqcxXqRL8mqosyr4NsCG1Shz9cX8Ok9/c6fP98sk6Qz1xARdUwTJ06EwWBAVKKM2FQZmipQlq/nnxUrVjTL9EMA8wx1DCzyEUUIu92OUaNGAQAkvX6HbnH+4AIcNSR8n2tBhVeG0SLD69IT5MqVK3Hu3LnLOrbP58PChQuxcOHCKx76S0REbVtKSgoGDRoEAEjursBdLiBLQIotgFKvgu8KrBACSEpXcP6sBiGA3bt3Y//+/Vd0XOYaIqKOKSoqKnif02WQgl5jjIhLUyCEgM/na7YV3ZlnqCNgkY8ogowdOxZGoxGWaAVepwqTAnSPq52gVCFh11kL/Cr0FXcrVGiahg8//BCVlZVhiJyIiCLJ5MmTAQBxaTLK8vUbq54xPgACBZUGHCzRJyzv1EtB8Zma+fkqKirCEi8REUW2CRMmwGg0whEvw1C1JoYkSRCaQG5uLtauXRveAIkiBIt8RBHEbrcH5+ar7qHXPd4Po1J7vj23X8buXH0hDkuUAp9bRUlJCZYvX96qMRMRUeRJTExE3759IUmArEgI+AWiTRo62fRFn06UG3GqwghJAuI6yXCXa6isrMQXX3zBOWCJiKjJbDYbRo8eDQCQDVJwuyTr/968eTNycnLCERpRRGGRjyjCDBgwAABgi1XgLArAIAMZdfTmA4BitwHZ540AAMUgB+fn4wS2RETUkOqbrYSuMvKP618s9a7qzQdI2FtsRlGlAsUowWiSoKkCx44dw44dO8IXNBERRayrrroKBoMBZqtU5+Mff/wxnE5nK0dFFFlY5COKMJ07d4bdbofBLKPsrD5hbOeYACTU3XPiaJEJpZUyFJMET4V+k7Z8+fJmm8CWiIjap4yMDMTGxsJglOB1C6h+gRizhmSrPjxXQMKOQivKfTKMFgn+qu+bVq5cieLi4jBGTkREkcjhcGDIkCEAADWg39uUevWShdAEnE4ne4wTNYBFPqIII8syhg4dCgBwJBngq9RgNggk2uuejFZAwp5zFmgCsMYoqCwLwOfz4dNPP4Wmaa0YORERRRJJkjB8+HAAQFJ3GfnZes7IiK7pPR7QJHybb4VXlWC2SvB5BAKBAD755JNmmSSdiIg6ljFjxgAAZEX/udijoNQrQ5IlCCFw9OhR7N27N4wRErVtLPIRRaCRI0dCkiTEpBlRXtWbr74iH6DPz3esyARAn59P9QucPn0aW7dubZV4iYgoMg0fPhyKoiAqXoarXIMQAklWFXZjTc7xqDJ2FOhfJpksEtSAPkl6VlZW+AInIqKIlJSUhB49ekCS9CG7yVYVu4ssUAWC21auXAmPxxPOMInaLBb5iCJQbGwsevbsCQBQTHqyS7QHgHqG7ALAifNG5FcokGQJqk9vt27dOpw/f77B45nNZnzwwQf44IMPYDabr/wEiIgoItjtdlx11VUAgLReCkrO6fmje5Q/pF2J14BDVSvuSlWfLjdt2oRTp041+ljMNUREBABjx44FAAghEGXSYJCBw6Xm4DaXy3VZXyQxz1BHwCIfUYSqvumK6WyEFhCwmwSizaHDby0GDUPTKjGmqxtWo8CBfDM8fgkmuwxfpYZAIIClS5c2OK+FwWDA/PnzMX/+fBgMhhY7JyIianvGjRsHk8kEe6wMd5meZ/RVdkNzx4lyIwoqFciyPmxXCIGPP/4YlZWVjToOcw0REQFAz549kZKSEuy5lx7lQ3a5UR+2W7Xt22+/RWFhYZP2yzxDHQGLfEQRqmfPnsjIyICsSPC69JuurrGhPSt6JvjQKUpFnE3DmK6VMCjAzrNVQ6qsMjRVIDs7Gzt37gzHKRARUQSw2WzBOZJiU2SoAQGrQSDOfPG8rhL2FFkQ0PRhuz6PQHl5Ob766itOkk5ERI0mSRLGjx8f/DnNHoBRFvi+WL+PAfQefStXrgxThERtF4t8RBGsuiu7sWqZ+c4xAZiVmpuuC++pLEaBUV0q4dckHC7U5+er+iIMq1atQkVFRb3HCQQC+PDDD/Hhhx8iEAg081kQEVFbN2bMGEiSBEe8jNI8Pc/0vGABjmoeVcbBqmG7igEQGrBv3z7s2bOnwWMw1xARUbUBAwYgKioKAKBIQDeHHxV+BcfK9PsYIQSOHTuGY8eONXqfzDPUEbDIRxTBevXqhfj4eBhMMjwVKmQptDefBr2KV5DqgdseCBb6zpUbkFc1P58WEPB6vfj000/r7Wnh9Xpx00034aabboLX622VcyMiorbDbreje/fuAAB/VRpIsQUQZay96NPJCiPOe2QoBglet14QXL58OcrLyy95DOYaIiKqpigKxo0bF/y5e5QfKVY/OtkC8Ko1i3B8/fXXjV7NnXmGOgIW+YgimCRJmDhxIgDAYNQTXZfYACRJL9ZZDfrNlTsqgMNDyuGxqrCZBIamebC/an4+2SAFh+1u27YtPCdCRERt3qhRowAASekyzudqkCSgT2zt3nyAhD3F+rBdi0OGx6nB6/Xiiy++4LBdIiJqtOHDh8NqtQIALAaBzAQvok0azIr+uBACRUVF2L59exijJGpbWOQjinCDBw+G3W6HwSIj4NVgMQh0idG7n1cPxxUA/GaBI4MroCoC8TYNvRN92JunD6mSFb3h6tWrUVBQEI7TICKiNq5fv35ITk6GYpDgqdC/REq1B2CS9X/HmwPoFeNFz2gvXH4Zh6uG7ZqsEtSAwPHjxxs1bJeIiAgATCZTSG8+War5okgTNb35srKy4HK5Wj0+oraIRT6iCKcoCkaOHAkAUP164suI8wEQcPn0P3GbS189ymNXcWxgBQQEusUGYJCBU6WG4HNVVcUnn3zS6C7vRETUcUiSFFzZPbGbAlfVSrsJFhU2g4ZxqZXoF+dD/3gfRqdUItetIN+tQFYkqFUzSaxcuZI3YkRE1GijRo2CxWIBABgvqF7IUs38416vF2vWrAlDdERtD4t8RO3AqFGjYDKZYHYoUP0CNpNAkl1FaaXelz222AgIQKgaTpzKxsbcncjOzsbAFDdOlRjh8UtQjHpPi/z8fGzatCnMZ0RERG1RZmYmoqOjYbJK8Hv0ban2QEjvCgBIsqoYk+LB/mIzvKqkt/cKuN1urF27NgyRExFRJDKbzZgwYULw5wtnfagetQQAu3btQm5ubitGRtQ2schH1A7Y7XaMGTMGQE1vvu5xfhS6FAQ0wOxRULoiGxtveRvbfv4p1v71S7z99tt4/ZWXYCrbhT15+ipVikHPlOvXr+ewXSIiqkVRlODK7mabvq2TLQCfKuG8R/9YWZLog8+kIdqkITPRi++L9GG7RrOeY3bu3IkzZ860fvBERBSRLuzNd2FhDwgt+n311Vec+5U6PBb5iNqJ0aNHw2w2w2STITSBBLuKaIuGvHIDDhw4gC3/sxRTYjzYcqcNFY9FYcudNoxLdmP5Z++hIncvcs4bAQCaKqBpGr788ktomhbmsyIiorZm6NChMJlMsEbJqHRqkCWgW5Qf2eX6F0b2cgOOVs0Bm2hV0cmm4kR51dQQAf3m64svvkAgEAjbORARUeS4eG6+aqqi1cxBLgTOnj2LXbt2tXJ0RG0Li3xE7YTD4cAPfvADAICoqs1lxPmQc17B6pUrMKe3AZ/fbMVVXQxwmCRc1UX/eU4fA/ZvWYpzZRIqvDJkRV9t98yZM8HVdk0mE5YsWYIlS5bAZDKF6xSJiKgNsFgswbn55KpPkt2j/ChwK/CpgMknQwlINXPARvnhCchw+iUoVSu6FxYWYv369SH7Za4hIqL6VHdouJDboc8jLi5YhGPNmjWorKyscx/MM9QRsMhH1I4MHz4cCQkJkA0ShBBIiVJRVpCN86XleGKiCfJF/dtlScLjE0w4X1qOuMAR7MszQYia1XbXrFmDwsJCGI1GLFiwAAsWLIDRaAzHqRERURsyduxYfS5Ymwy/V8BiEOjsCMCr1ny0LEvw41QvNwCgf5wPOVU9/apzzKZNm0KG7TLXEBFRfcxmc/ALpmqWSgUlid6QIbxutxvr1q2rcx/MM9QRsMhH1I7Isoxp06YBqJmfIsF4HgAwKFmp8znV2/2eCnSJCeBYsX4Tpqn6artffPEFh+0SEVEIi8WCYcOGAQC0qiG4GdH+4AIciqrfceV38aAw1QNJAvrEenHWqQ/bDfgEhBD4/PPPOWyXiIgaZfTo0TAYDMGfjT4Z7qgAAobQe5Xt27cjPz+/tcMjahNY5CNqZ/r374/U1FTIsgRNE0iJtwMA9hWodbav3u5wONA1NgCXV4LTK4UM212/fj2WLVuGZcuW8WaMiIgAABMmTNB789llaKpAlElDuU//aJl4rmpIlQTk9HbBFRWASQEcJg1+DTCYJPh9AkVFRVizZg0AIBAIMNcQEVG9bDYbRowYEbIt8ZwFZ3vovcYvXHPj66+/rrUIB/MMdQQs8hG1M5IkBVc+hAakp6cjLiYav93og3ZRotOEwHPf+ODo5IBxUhIAYEAnL45UrYQoVV0hsrKyMHfuXMydOxder7fVzoWIiNouh8OB0aNHAwC0qnsli0HPM7HFRpgr9SQiFODooAr4jRpiTBqcVYVAUfXd07Zt23Du3Dl4vV7mGiIiuqSLh+yaPQo0WcAZ7Q9ZhCM7OxtHjhwJacs8Qx0Bi3xE7dDAgQORlJQE2SABmoSrZ16DZUcCuPa9Smw5HUCFV2DLaf3nZUcD6PPARJzr4YXLofe06Bbrx7lyBZIkIeDV+E0XERHVafz48bDb7TCYJQhNIM6socQjQ4KE5LOWYDufRUN2PycAIM6i6Qt0WCW4SrXgsF1ODUFERA2JjY3FgAEDQral5dhwqo8TomrKiOpFOFatWgVVrXs0E1F7xSIfUTskyzKmT5+u/yABAwYMwLwbbsaGPDvGvelG9O8qMO5NN7LKLRj2m1noNKkXhAwcH+CEJgsk2lWUexWoGmAw68OwiIiILmaxWIJzwVbX6JSqT5dJ58yQLri3Kk30I7+zvuKhgH4DZo3Wh+3m5+dj3759rRY3ERFFrnHjxgFAcDiu2aPAVmFAfpeqHFN161JcXIxdu3aFJUaicDE03ISIIlGfPn3QtWtXnD59GpoqMDyzH5T4wbB5j8DjdqJigAJlahIkpabW77GrOJPhRrfjdvSM9yGnxIieCf6Q+S3Yq4+IiC6UmZmJdevWwel0QtMEok0avKoEM2TEF5pQ3MkXbHu6hxtxRSaYvQpcfgl2I+DzCRhN+tQQREREDencuTMyMjKQnZ0d3JaWY8OBUaWILzDD5K1ZcHDdunXIzMyEyWQKR6hErY49+YjaKUmScPXVVwMAZEXvMdEzKQA1qi8GDx6MkdZ+UETtS0BeVw8qov0wKEC0WUO5R4JiqFmXftu2ba1zAkREFBEMBkNwjiTVr2+r/nIo5Yw1pK1mAE721idItxoEAhpgcUjwewWcTmerxUxERJFt8uTJAGp685m8CuLzzTjd21W1XW/ndruxdevWsMRIFA4s8hG1Y127dsWoUaMAAEITcJgFNA1w+SSYfDJSLpgvKUgCsvu5oEkCSQ4VeRWGkJ58mzdvRnl5eSudARERRYJRo0bBZDLBaJagBgQsBgFNAI4KAxyloQNHShJ9KI/1Q5aAyoD+JZJiDEfUREQUqdLT05GRkRGcfw8AUnNsKEvwoTzWhws2Y9OmTXC73WGIkqj1schH1M5NmTIFNpsNkqxnuj7JPpwq0e+mUs5YQ+ZLquaxq8jtrs9pkR7nx5mymhs0v9+P5cuXt3zgREQUMUwmE4YPHw4A8Hv1b4YCVXP0dc4J7c0HCcjp44KqCESZBJx+CbIsQfVz/lciImq8qVOnAqjptWf0y0g+Y8WpPq7gIhwA4PP5sGnTpnCESNTqWOQjaudsNhtmzpwJQO/NZ5CBeFsAHr/emy+hwFzn8851q4TbFoDZABgNCq6eORuzZ8+GLMk4dOgQjh8/3pqnQUREbdy4ceOgKAosdhlqQMCk6DdeMSUmRJ8P7arnsas4213vVWFRBFQBmCwGzJ6t55rCwsJwnAIREUWQrl27ok+fPiG99jqdtMJn0VCY5glpu23bNvh8Przyyit45ZVXOEcftVss8hF1AIMHD0ZycjIkWYLQBFKiNJRU6n/+yWctQB2dJ4QM5PTV57ToFi+Q3Gs8Ro8eDVnWJ7JdsWIFF+EgIqKgqKgojBgxAgAQqFprw6Pqd17djtlq5Zq8Lh6Ux/hhkAFvQIKiKBg+bBRGjx6Nr7/+Glr1cr1ERET1mD59esjPhoCMlDMW5Ga4ETDU5BFVVbFjxw488MADeOCBB2A0cp4Iap+apci3b98+3H///Rg8eDASEhKQmJiIwYMH44EHHsC+ffua4xBEdAUkSbpgclp9W4xFharp8yUl5tXdm88ZG0BhJ/1bsE7RAZRVSpAVfb6loqIifPvtt60SP1F7w7xJ7VV1bz6zTf9SyWoQ8GuAzWVAQsFFvSZk4ER/JzRZwGbU2xmM+rDdvLw8bNmyJTwnQdROMNdQR5CcnIyhQ4eGbEs5ZYWQgXNV0w9V+/bbbzk3H7V7V1zke/nllzF8+HD85S9/wf79+1FSUoLz589j//79+POf/4zhw4fj5Zdfbo5YiegK9O/fH6mpqXqRzi9gMwGFLr1XXudsK+SqTnlC1VC86wxyVx9B8a4zONXdCa8SQFHuCRw4dhKqqgVX292wYQMTJVETMW9SexYTE4MxY8YAANSqvFIZ0D9udj5Ruzefz6rhVE89j0hCQ3Z2NnJO5kDTNGRlZaG0tLS1QidqV5hrqCOZOnUqFEUJ/mwIyEg5ZUVBl0p4LTUTkPt8Pvz1r39FVlYWVLWOicmJ2oErKvKtWrUKDz30EEwmEx566CHs2rULJSUlKC0txe7du/HLX/4SZrMZv/jFL7BmzZrmipmILoMkScEbr+p5K2ItKir9EsxeBd2O25G34Rg23vI2tv38U+z+76+x7eefYt0db2FjwU68/fbb+PrjN3HqvP5cNSDg9XqxatWqMJ0RUeRh3qSOYPz48bBYLDCYJAgBRJs0+DXA4lEQU1x7eFRBZw/KY/3Q1ADefvtt/POdt+Gq8CMQCPDvgOgyMNdQRxMdHY1x48aFbEs5bYGsSjjbo6ZDQiAQwEMPPYSpU6fC4/FcvBuiduGKinz/+7//C4PBgJUrV+L3v/89hgwZgpiYGERHRyMzMxMvvvgiVq5cCVmW8Yc//KG5Yiaiy5SZmYm0tDTIBr03n8UI5FXoK+cWrT6BXU8vx5QYD7bcaUPFY1HYcqcNU2I8+OZPXwX3YVAEfCqCvfl2796N06dPh+V8iCIN8yZ1BDabrWaKCLV6pV09Z3Q6Y6n9hKrVdi9cCdFk0QuE+/btQ25ubssHTdSOMNdQRzR+/HjYbLbgz4oqo9MpK86neOFycB5x6jiuqMj37bffYvLkybWq5hcaO3YspkyZgm3btl3JoYioGUiShBkzZuj/rurRnhYdwMnzMlavXIE5vQ34/GYrrupigMMk4aou+s/X9Krp/p5sV3GqRO+JoQX0G7LVq1dDiDpW7yCiEMyb1FGMGjUK8fHxkA01c/NpVSvt2suVWu09dhV5XWvmTpIkIODT8wp7GhE1DXMNdURmsxlTp04N2ZZ82gqDX8LZnq5a7XnvQu3VFRX53G43kpKSGmyXlJTEebuI2oj09HR069YNsiwh4NNgNgicOZ2D86XleGKiCfKFa9ADkCUJj4ytmSxdkoAoswaXT4JskKCpAqdOncKBAwda+1SIIg7zJnUUiqLUWvBJrVrksHOOrc7nnOtaM3RK1QCjWYKmCZw4cQLZ2dktGi9Re8JcQx3VsGHDEB8fH/xZ0SR0OmlDebwfFTH+kLaHDx9u7fCIWsUVFfm6du2KLVu2XHLSykAggC1btqBr165XcigiakbVS80bTPolwI4yAMCg5Nq9KwBgQFLo9mSHihPn9d58UtVVZOPGjfxGjKgBzJvUkQwaNCi44JOmChgVveAXW2xC9HlDrfbaBalGrvq+SVQVBletWsUcQ9RIzDXUUSmKErzPqZZ81gKjT0Zuj9CCNu9dqL26oiLftddei5MnT+Kuu+5CeXl5rcfLy8tx991349SpU7juuuuu5FCXZfv27Zg9ezbi4uJgt9sxevRovPvuu03ah6ZpeOWVV5CZmQmr1YqkpCTcdNNNOHr0aAtFTdTyunXrhv79+wMAVL9ATLQDALCvoO4PgwcKa7aXJvggSUCcRUOBU4Ek6UOx8vPz8f3337d88EQRrK3nTaLmJMtyzc1WVdGuaoo+dDlhr7XS7oUkSe/Np1T1GD937hz27dvXsgETtRPMNdSR9e/fH506dQr+LGsS0rKtqIjzwxld05uvsLCQvfmoXZLEFZSvz58/j1GjRiEnJwfR0dGYPXs2unfvDkmSkJ2djWXLlqG8vBw9evTA9u3bERcX15yxX1JWVhZmzpwJk8mEm2++GTExMfjkk0+QnZ2N3/72t3j88ccbtZ977rkHb7zxBgYMGIA5c+YgPz8f77//PiwWCzZv3owBAwY0Ka7y8nLExMSgrKwM0dHRl3NqRM2iuLgYr7/+OgKBgF7M/uNLGJfsxuc3W0OG7GpCYM67bqw4phf6bvjgQWQeSIQmgO/OmDGyize4Wq/FYsGDDz4Iu90ejlOiDijSrqmtkTcj7TWh9k0IgXfeeQcnTpyAGhB60U7oPfWODqxASbIv2DZQ6cfKa14HAPzqqcdgVcxV+9CLfjExMXjggQdgNNZeoZeoJUXadbWlc02kvR7U8Rw7dgz/+te/gj8LCOy7qgRyqYYPb34FAPD444+jS5cu+OlPfwrpoumKiFpbc15Xr6jIBwC5ubm49957sWzZsjofnzNnDv7yl78gLS3tSg7TJIFAAP369cOZM2ewZcsWDBs2DABQUVGBsWPH4vDhwzhw4AB69+59yf2sW7cO06ZNw8SJE7Fq1SqYzfqHzTVr1uDqq6/GxIkTsX79+ibFxqRIbcnmzZuxatUqaKrAocMH8eEHH2BOHwMen2DCoGQF+wpUPPeND0uPBNB5Zl9EZSSi+41D0H9/LGJKTDhVaoCmSege74fqF1CMEsaMGYNrrrkm3KdGHUQkXlNbOm9G4mtC7Vtubi7eeOMNaJqALNcU+TxWFXtHl0JUjSvR/CpyPtJ7hI++agx65ETrvflkQFMFZEXCpEmTak2sTtTSIvG62pK5JhJfD+pYhBBYsmQJTp8+Hdx2PsmLY31L4XrpMExeBWPGjIHBYMAtt9yCPn36hDFaojZW5KuWnZ2Nb775Brm5uQCAtLQ0TJgwARkZGc2x+yZZuXIlZs6ciYULF+LNN98Meez999/HzTffjMceewzPPffcJfdz66234t///jfWr1+PSZMmhTw2a9YsrFixAocPH27SRYFJkdoSVVXx+uuvo6ioCEIIHDx4EMuXf42KirJgG0cnB/o8MBGdJvUKbosqMaD/7hhoAthy0oKx6Z7g/EmSJOHuu+9Gampqa58OdUCRfE1tqbwZya8JtV9vvPEGcnNz4XULmG1SsHiX09uFgi6eWu0lDcjcFguzRwm2BfT5lv7rv/4LMTExrXwG1JFF8nW1JXJNJL8e1HGcPHkSb731FoCaHuGHhpfC6JXRc3/N+7ZTp06455572JuPwqo5r6u1Zz2+TBkZGWEp6NUlKysLADBjxoxaj1Vva0wPvKysLNjtdowfP77WYzNnzsSKFSuwfv36y6v8u1yAUsciB4oCWCyh7eojy4DVenlt3e6a5e4uJkmAzXZ5bSsrAU2rP44Lh3E2pa3HA1xi8uAmtbXZEBxf6vUCgUDztLVa9dcZAHw+wO9vnrYWS817pSlt/X69fX3MZigGA2bPno13liyBHAhgSK9e6HFXT+w7ehbRShlM8VaU3RANv82I6t+UHNDgs1TCYzUgqsyI/tEq8gtldIv1w+/RINmN2LRpE2688Ub99fJ664/BZAKqh12pqv67q4/RqLdvaltN099rzdHWYACqevRCCP1voznaNuXvnteIuttGoBbPm8wzzDNtIM/AoH/UHD96ND774AMokoDsk6BU9ebLOKzAGR2AxyZDM+jxygENRr+KgrQy9DjkgCwARarpzbfqq69w4y236MdgnmlcW+aZGh0ozwAtnGuYZ5hn2lCeubhtemIieqelIScnBwAQUBR0PWrHoRFlCCh+WCv190PxqVM4vmcPevWq6dAQkjuYZxrXlnmmRrjzjGiHbrzxRgFA7Nixo87HExMTRVJS0iX34XQ6BQAxaNCgOh9funSpACAeeeSRS+7H4/GIsrKy4H+nT58WAESZ/haq/d/s2aE7sNnqbgcIMXnyxSdWf9uRI0PbpqfX33bAgNC2AwbU3zY9PbTtyJH1t01MDG07eXL9bW220LazZ9ff9uK38Y03Xrqt01nT9o47Lt22oKCm7f33X7ptdnZN24cfvnTbfftq2i5adOm2335b0/aFFy7ddt26mravvHLptkuXBptuuffeS7b97dMzxbjXbxJjX7tR/Ponoy7Z9tNrrxXPPPOMKCgo0I9xqRheeaUm3nXrLt32hRdq2n777aXbLlpU03bfvku3ffjhmrbZ2Zdue//9NW0LCi7d9o47ato6nZdue+ONoe/hS7XlNUL/r+oaUVZWJgCIsrIy0VExz1zZeyiIeUbXQnlGe/PNS7Z9bvE1YtbaB8S4128ST9w99pJtP732WpFd/Vowz+iYZ2q0wDWio+ca5pkrfw8JIZhnqrVQnhFLllyy7Qfz54unn35azPntbeKFGydeer9LltTsl3lGxzxTo43nmWbpyZeVlYUNGzbg3Llz8NZT5ZYkCX//+9+b43ANKivThxrWN5QjOjoaZ86cueJ9XNiuPs8//zyeeeaZS7YhCrfqlXbr5RXY/NMPAACdG9iX6hcQQmDNmjW4OSqqeQIkameaM28yz1AkaGgYlMkjQ/Wp2PzTD9CYGcKWL1+Oe++9F3LzhEfULjVXrmGeofYiEAhg2W/+BWvDTYki1hXNyVdWVoZrr70WGzduREO7kSQJ6qW6HDejGTNmYNWqVTh69Ghot9sqPXv2xJkzZ+pNdoA+WW3nzp0xfvx4fPPNN7Ue37hxIyZNmoR77rkHf/nLX+rdj9frDTlOeXk5unbtirLc3LrHWrPrat1t2b296W2b2L396y+/xHfffQfVJ6CYJOQ7ZdiNgMOsYV3ebqx+8ysAwLofWzAyxYADhSpe2OzDimMqbrjhBlg7DUKX6ABgVKBKMiRZwl0LFqBzYmL9MbB7u47d22s08RoRafMCtUTeZJ65CPNM09u24jCqpUuXYs+ePcGVdp1+CQ6jQHGyhn39SrHymtehAJj92Z0wWIyAAPruiUJUmRGegASLQcAPGTAZMHfuXIwYMoTDqBrTlnmmxmVcIzp6rmGeuQjzTNPbhmG4brVz585hyZIlCCgKvKqK5557DgqAB/7nv5BSVtMhITExEXfffbf+pRSH6za9LfNMjTDnmSvqyferX/0KGzZsQK9evXDfffehT58+cDgcVxRQc6jufVdfL7vqF/BK93Fhu/qYzebgqrwh7PbGjb9uyhjtprS98E3anG2tTfhepCltL7wINGdbs7nmwtWcbU2mmgttuNoajTUJpxFtJ8yciV1HjsDv9ULVBOLjJRwtNKKn3YvvPt4YbDqqqxF2k4TRDhkfdDfg2vcq8dXa1fjpg4Nw0mlDV0sAfrcGk03Chs2bcUv1vEkNUZTGv4eb0laWW6atJLVMW6BttI20a0SEaIm8yTzTTG2ZZ5retol5BkYjps2bh0OnT8PlckGDfv/gk4DoUsBRpn8sVQF4LUaoVn3fJ/oFMGCXHZIR8EuAEAISgHXr1mHQoEEwt0TuYJ5p+baRdo2IIM2da5hnmqkt80zT215GnrlYaq9eyBg0CEeOHAkWTlUARZ0kxFeaIIR+CT1XXo4DJ09i4MCBoTswGGoKiQ1hnqnRFtpG2jWimVxRke/zzz9HSkoKtm7divj4+OaK6Yr17t0bAHD06FGMGDEi5LGSkhIUFRVh3Lhxl9yH3W5HamoqsrOzoaoqlIsmlT169GjIsYgind1ux+TJk7Fy5Upoqr6SYVpMALsOnUFJWUWdz5ElCY9PMGHcm+U4c/okLAm9oAnAZJMhNIEjR47g9OnT6Nq1ayufDVHb1FbzJlFrsdlsmDdvHt577z0IIaDINb350k7WfVPrjA2gNMGH2GJTVW8+IOAXcLlc2LhxI37wgx+08lkQtW3MNUShpk2bphf5LpCQb4Iz2g9HeU1hcMOGDRgwYABX2qWIdkVTmZSVlWHcuHFtLnlMnjwZALBy5cpaj1Vvq27T0H5cLhc2bdpU67Gvv/660fshihSjR49GQkICFKME1S9gNwmcL3Ne8jmDkvUCuNPpRLJDxZlS/bsDrWokwObNm1s0ZqJI0lbzJlFr6tu3L/r06RO8iXIYBTQBRJfW37PjdA99iJDFoA+lUQz6c7du3RocXUFEOuYaolApKSkYPHhwyLaoUhP85pphlEIIFBQU4NixY60dHlGzuqIiX+/evVFYWNhcsTSb6dOno0ePHnj33Xexe/fu4PaKigr893//NwwGAxYsWBDcXlRUhEOHDqGoqChkP/fccw8A4Mknn4TvgvH9a9aswddff41JkyahT58+LXouRK1JURRMmzYNACBVdV7NSLl0F+N9BXq3d2OSFYoMuHwyKv0SFJN+A3bo0CGcPXu25YImiiBtNW8StbaZM2eGjJJQG5ghutKhoihFnxPJp+qjhnweAVVVsX79+pYMlSjiMNcQ1TZ16tRaPfQcpUZosp6Aqh/bunVrq8dG1JyuqMj3X//1X/j222+xd+/e5oqnWRgMBvztb3+DpmmYOHEi7rnnHjz88MMYMmQI9u/fj8WLF4cU51555RX0798fr7zySsh+pk6dirvuugsbN27EsGHD8Oijj+KOO+7AnDlzEB0djT//+c+tfWpELa5///7o0aMHZFlCwKuhR/d0RNezSq4mBJ77xgdHJwcsY1MAAClRARwt0ntjCE1PmsuXL29w4meijqCt5k2i1hYfH48xY8YAADRNwCjXP991tdM9XVAVAVNVbdBo1m/Idu3ahfPnz7dkuEQRhbmGqLa4uDiMHDky+LMQgNEvQ9akC7YJnDhxAsXFxeEIkahZXFGR76677sL/+3//D7NmzcJbb73VpnrrTJ06Fd988w0mTJiADz74AK+99hoSEhLwzjvv4Iknnmj0fv7yl7/gj3/8IyRJwh//+EcsW7YM8+bNw7fffosBAwa04BkQhYckSZg5cyYkSYLBLEOWZVw9YwYAoHe8hO9yA6jwCmw5HcC171Vi2dEA+jwwEaWd9PG5sVYN+RUKzrv1FXY1VeDs2bO15sEg6ojact4kam0TJkyAxWKBLOs3WIoiY/LkyRh39UTISu2PqH6zQG43fcVAVdN78/m9AkII9rwgugBzDVHdpkyZgunTp2Py5MlQ6sgz1b35vv3229YOjajZSKIJ3WsuXnyimhCiwckpJUlC4FLLdXcQzbk0MlFLWrVqFTZv3gzVr0Exytjx/SFkrV4OZ0XNitOOTg70eWAiOk3qBQAYsjkWZq+C7actEAIY3c0DoQlIsoSEhATcf//9kOUr+m6BKERbv6aGI2+29deE6EIbN27E2rVrEfAJGExScJXDUz1cyEv31GovqUDmt7EwexRoAqiqD0KWZTz44IOIi4tr5TOgjqCtX1dbO9e09deD6FK2bt2Kr7/+Ophv6mIymfCLX/yi7lWliVpAc15Xm7S6bteuXbnSDFEHMWXKFOzfvx9lZWXQAgIjh/SDvdMglBVkw45SmONtKJ8fA81cc00oj/MjKU9Bkl3FoUITzrtlxNs0qH6B4uJifP/99xg2bFgYz4qodTFvEl3aqFGjsHHjRgB+BPwCBqP+99Ilx4bSRB88di2kvVCAs+mV6HHYESzyqQEBGDRkZWXh+uuvD8NZEIUXcw1R440aNQo7duwIDslVNaC6U1914c/n82Hnzp0YO3ZsGCMlujxNKvLl5OSE/PzQQw8hPj4eTz31VHPGRERtgNFoxIwZM/Dhhx9CSAIFBYWIFUCxvRd6dvHBZhIozPYgu58r+JySRB+S8izoFK3Py3fivAnxNg+kqsS5YcMGZGZm1vuNM1F7w7xJdGkWiwXDhw/Htm3bEPBpOF9SDE0AyUmJ6HEwCgeHl0Fc1AG8uJMXnU9aYfYoCGiAoWql3T179uCqq65CampqGM6EKHyYa4gaR9M0HDp0CD169EBhYSEkSYYi1xT3LqyVb9q0CSNHjoTRaAxfwESX4YrGzb366qvYs2dPc8VCRG1M//790bt3b6hqAK+99hr+8vpr6BPvwp48vet60jkLYoprEl9Zgh9eiwqLQaB7vB9FLgUunwRZkRDwaSgtLcX27dvDdTpEYce8SVTb5MmTYTabIRtVvPbaa3j9z6/B6w/AUWFAWk7tFd6FDJztXhmyTQ3os8/oQ7C40BN1bMw1RHWrrKzEoEGDMGfOHHTv3j1Y1PNpgCcgId+tf3kEAC6Xi/ctFJGuqMjXpUsXaJrWcEMiikiSJGHOnDkwGGo6/cbaNESbNZws0Yt7GYccUPx6hhQycLqHW98e74NZEThXrj/X59KvFRs3buT8nNRhMW8S1Wa1WmsNiaruTJF2ygpHWe2BJ0UpXlRaVRhkwK8BikGCpgmcPHkSJ06caIWoidou5hqihl199dXB0UVmBch1G7C90IaTzpoODN988w08ntrzwxK1ZVdU5Lv++uuxfv16VFRUNFc8RNTGxMTEYNq0aSHb+iT6cLLEAKdXgskno/sRO1DVceJ8sg/OaD8MMtAnyYfccj1RWmIU+Fwa3G43Dh482NqnQdQmMG8S1W38+PGIj48P/ixLQIVPgiQk9DzggKxe9AQZONNT/1JJqaoIiqqaxsqVK9mbjzo05hqihsXFxWHy5MnBnzOi/IgxqcguN0GrSiGVlZXYtGlTmCIkujxXVORbvHgxunXrhtmzZ2PXrl3NFRMRtTEjRowI/lv1CxgUYGCKD/vyzNAEkFBgRmLVEF5IwMle+o1XWnQAAkCFV4YsS3AW6T342PWdOirmTaK6GQwGXH311SHb7EYBT0CC2aOgywlbreeUJOpfKslSTW8+VRUoKCjAgQMHWit0ojaHuYaoccaNG4eEhAQA+nx8QxI88KkScl01Pci3bt0Kp9MZrhCJmqxJC29c7Nprr4XZbA5OSpmamopu3brBYrHUaitJEtasWXMlhyOiMLlwxTbFqA+JSrCrKHApOFpkQt8kH9KP2OF2BOCOUuGKCaAszoeYEhO6xfpxtsyAfsk+mB0yhCZw+vRpFBUVITExMYxnRdT6mDeJ6tezZ8/gvwM+AZMJcPolWAwCnc5YUZjqRaXjgi59EnAmoxL9vjcGe/NVZ6v169ejf//+kOUr+j6bKCIx1xA1jqIomDNnDv7xj39ACCDapKFPrA8nKkzo4ghACIFAIIBNmzZh5syZ4Q6XqFGuqMiXlZUV/LcQArm5ucjNza2zLZd1J2o/ZFn/e+6b5MPWkxYU2RQk2lX03huFAyPK4DcLFHXyIqbEhBiLit25FvRO9MGeYICzOABHggEHDx7ExIkTw3wmRK2LeZOocQwmCUIAiVYNxZUKEqwqOmfbcGxw6PDD8ng/nFH6Ih2egASLAdBUgcLCQuzZswdDhw4NzwkQhRFzDVHjZWRkYMiQIfj+++8BAD2jfchzG3DeoyDeon+x9N1332HSpEmwWmsvBkXU1lxRkS87O7u54iCiCDF8+HDs27cPmiogKxKGpHmx/bQVI7tUwgEFfb+PxqGh5fCb9MksjArgU2WcOG9C70QfLFH6BLeHDh3ChAkT+OGSOhTmTaLGU/0CBpMEq0GFEEB8kQkWlwKPPXSCvoI0DxyHHahaYDe4WuLGjRuRmZnJ3nzU4TDXEDXNjBkzcPToUbjdbkgSMDTRg+PlRsRbVGiagN/vx+7du2stEkXUFl1RkS89Pb254iCiNsxoNOLhhx8GAMyaNQsFBQUoKCiAFhCwm4B+yV7sPGvB6G4e2FwG9N8VjaJOXgCAWjUR+onzRqRF+2E3AULTv1U+cOAABg4cGK7TImp1zJtE9avONaqqIjo6Gh6PBwGfgM0kwemX4DAKpJ2y4ER/V8jzyhJ8AAC7QaC4UkaCVYOmCpw/f569+ahDYq4hqtuF9zRGY80qujabDbNmzcLHH38MIQQcRg2xJg0+FTBVzQfx/fff46qrrmIHBWrz+NUmETXIZDLhxRdfxIsvvgibzYYbb7wRBoMBskGC0AQ6RalIdqj49pQVlX4JVrcBXU/YAQBOn36ZEULCkUJzyH5XrVqFQCDQ6udDRERtT3Wu+d///V/84Ac/AABIeudvWBW9m15ingVRJaHfUfvNAs6oACQJqPDrOaf6HiwrK4t5hoiIAITe05hMppDHBg4ciP79+weLeOlRfmhC/7fQBPLz85GXl9fqMRM1FYt8RNRkSUlJwclnq0ZHoW+SD1ajhq2nrCjz6JcWnwqcKqn5lizfqeC8W4YkSwj4BcrKyrB169bWDp+IiNq44cOHIyMjA4oiwe8TUGR9EQ4A6HbMDkkLbV+Y5gEAJNtUnPdIkGQJalWe2bFjR2uHT0REEUaSJMyZMydk3j2LQb/TEVU3PHv37g1HaERNwiIfETVI0zTk5OQgJycHmqbfWY0YMQL9+vWDLEsIeDV92flUDyQA205ZsfOsBRtP2FHuVS7Yk4QT5/Vvzap7Waxfvx4uV+jQKyIi6nguzDVCCMyaNQuKosBYtQiHwyjgVwG704C0nNDJz4tTvPCZNNgMAu6AnnfUqqn7srKy4HQ6W/t0iIiojanrnuZCdrsd11xzDQB90ZpqctWQ3b1790JV1VrPI2pLWOQjogZVVlYiIyMDGRkZqKysBKB/2zVv3jzYbDYYzDJ8Lg0mAzCss17oK3Aa4Ndqz1lR5FLg9klQDBI85SoCgQC2bNnSymdERERtzcW5JikpCdOnTwdQc7Plq8oraaessFXUfImkKcCZHm4AQIo1AFUAJosEd5kGr9eLTZs2tfLZEBFRW1PXPc3FBg8ejD59+kCS9GmJqqkBAafTiSNHjrRWuESXhUU+IrpsNpst+G2X0ar36IuxaOif4kXNQN6LSThTpg/hVf16m+3bt8PtdrdCxEREFEnGjBmDrl27QpYlaJqA3ShQ7pMhCQk9DjpChu0WdfLCbQ/AqADuqqG9Pn0UL3bu3MnefERE1CBJkjB37lxYrVZIck2HhYC+xhN27doVpsiIGodFPiK6IoMGDUK/fv0gyRL8HgEhBLrEBJAe56/3OXkV+qTp1jgFrvMB+Hw+bN68ubVCJiKiCCHLMq677joYjUbIVTdbdqO+4qHNZUCn05aaxlJNbz5L1UId0UkSXKUafD4fb8yIiKhRoqKiMGfOHAD6fHwluSqOf6vf2xw7dgxlZWXhDI/okljkI6IrcuEktdYYBWW5egLsl+RDvLXuFQ3dfhkVXhmyLKE8V2+zc+dOznFBRES1xMfHY8aMGQD0YbuKBASqh+3m2GCqrPk4Wx7nh4CAUQGKK/U8o1Z958QJ04mIqLEGDhyIoUOHQpIAW6wMd4lAWb4GIQR27twZ7vCI6sUiHxFdMYfDgXnz5gEAYlKNKDntgyTp8/PZjLUntQWA/Kq5lKyxCnxuDZWVlZzjgoiI6jRixAj06tUrOEeSzShQGZCgaBK6H7EHZ4jQFKDSrn9hdN6r9xqPSpShqQKFhYXIy8sL1ykQEVGEueaaa5CYmAizTUKvq4woOKHnl127dtW5cAdRW8AiHxE1i/79+yMzMxOSLMEao8BZqM+LNLxzJQxy7fn5csv1efli0gwoPuEFAGzbtq1VYyYioshQvdiT2WwOzpFkUQQ0AcSeNyEh3xRsW5yi55QkawDnXAokCfDrm7B9+/ZWj52IiCKT2WzG/PnzYTAYEJsqw+LQpyeqqKjAoUOHwh0eUZ1Y5COiZjNr1ixER0fDEq2gslSFz6XBYRZVK+6GFvrcfhllHhmSLMHnFtA0gZMnTyI/Pz9M0RMRUVsWHR2NmTNnAgA0TUCSgEBVR4ruRxzBYbtFnbxQFYFYs4ZSr95r3GTV233//feoqKho9diJiCgyJScnB3NPl0EG+L36PQ07J1BbxSIfETXIYDDg/vvvx/333w+DwVBvO4vFguuvvx4AkNTbjJPb3VB9Agk2FYNTa6+4W+DU92VPNKD0tD5p0sGDB1vmJIiIqE1rTK4ZOnQo0tPT9bn2AgImBfCpgKJK6HlAX23XbxbITdcX4MiI9qPQLUOSJHgrBVRVxYYNG1rztIiIqI1o7D3NxUaMGIFhw4bp8/PF6CWUU6dO4dy5cy0VKtFlY5GPiBpkNpvx6quv4tVXX4XZbL5k2+7du2Po0KEAgM5DrDia5YTQBNKiA+if7MOFhb4St34JciQpKDmpF/kOHDgAIWoP7yUiovatMblGkiTMnj0bkiRBMUgQGmBSAFUDosqN6HrcBgDI6+KBx6rCYhBQhT68V6761Ltjxw6cPXu2Vc6JiIjajqbc01xIkiTMnTsXAwYMCNnOVdupLWKRj4ia3YwZM2CxWGCLU6AYJRxb74IQAulx/pBCnyegX4KMZhnnT/qh+vWJ0U+ePBnG6ImIqC1LTk5GZmYmAMDjCp34vNMZK+ILTBAKkNPHpbe3qfCpgNEsobxQb79+/frWDZqIiCKaLMv40Y9+hMGDBwe38QsjaotY5COiBgmhF98KCwsb1cvOarVi7NixAID00TaUnvbjxDfuYKFvcCcvJEmfMB0AJAOg+gSKjvkAALt3726pUyEiojaqKblmypQpkGUZ1igZzvMaFBnw6oseosdBB+zlCsrj/SiN90GWAI+qf+Q12yUIARw9ehRnzpxp6VMiIqI2pKn3NBeTZRnXXXcdRo0aFXK/Q9SWsMhHRA1yu91ITk5GcnIy3G53o54zduxYxMfHw2SX0XmYFYVHfDi+wQ2hCXSOCWBceiV6J+pFvUClnmSLs/Wfjx49ymXpiYg6mKbkmtjYWIwYMQIAIEmAr1LArABuvwRZk9B7bzRMHhnn0isBABZFgycgwWyT4CrR88vWrVtb9oSIiKhNuZx7movJsozZs2fjkUcewaBBg5o5QqIrxyIfEbUIo9GIa665BgCQOsiM6FQDio75cGilEwGfQJRZQ+eYAADg/Cm9uFeRF0DAq8HtdrP7OxERXdKkSZNgNBphj5NReEov3NmMAm6/BJNPRp89UVAV/UskRQIOlujzL1mj9Tn6Dh48CKfTGZ7giYgookmSFO4QiOrEIh8RtZjevXtXrUQloeckOwxmCWVnA9j9QRlOf1eJ8yd9yN7sxsmtek8LIYCSqlV29+3bF87QiYiojXM4HJg4cSIAIDldRkG2Pl7XpwKegASby4Duhx0AAEUGijwySjwyFIMEv0dA0zSutEtERETtCot8RNSirrnmGsTHx8PskNFrih2QgIBX4OxuD46sdiH/oBfigpG5xSf0Xn379+/nkF0iIrqkcePGITExEUaLBEkG1IBArEXgaJkJAQ1wVBiCbR1Ggf3nLQAAo0XvgfHdd9+hpKQkLLETERERNTcW+YioRZlMJtx0000wGAyI7WJE1xGWS7YvOxuA36PB5XJxlV0iIrokRVEwd+5cAEBSuoLSPP3LoVRbANvyrfCqejFPFYDTL6PUp+CMUy/8VffmW7NmTXiCJyIiImpmLPIRUYtLSUnBvHnzAACdh1iR1NtUb1uhASWn9CG7x44da5X4iIgocqWnp2PMmDEAAEeCDKEJJFpVCEhYf9aG42VG7Cq0wFu1wu6RUjM0offmE0LvOX7q1KlwngIRERFRs2CRj4haRWZmZnDupB4TbIjpbKi3bVmuviDH8ePHWyU2IiKKbNOmTUNCQgLMVglet77YRv84L3yahIMlFuS5jcG27oCMAreegyrL9Z5/K1asgBCi9QMnIiIiakb132UTEVUxGAy44447gv++XFOnTkVJSQn27duHPtMd2L+sAu5itVa78ly9J19+fj68Xi/MZvNlH5OIiCLDleQak8mEG264AX//+99hcQCaJpBgUdHFEcAZp7FW+5wKIzrZAzBZJah+gXPnzmHXrl0YPnx4s5wLERG1Pc11T0PUlvGdTUQNMpvNeOutt654P5Ik4dprr4XT6UROTg76zXBg/9IKeCtCF9jwVwr4PRqMFhlFRUXo3LnzFR+biIjativNNWlpaZgyZQrWrl0LVHXKGxjvQVGlAo8aOnilyKOgMiDBagIKclQkd1ewevVqDBgwABbLpeeOJSKiyNRc9zREbRmH6xJRqzIYDPiP//gPpKSkwGST0f8aR3CVw2AbiwSjRb88JSQkhCNMIiKKQOPHj0d6ejpkRYIaEDDKwLAkD4JVvyAp2MPPbJPgLheorKzEli1bWj1mIiIioubCIh8RNUgIAZfLBZfL1SxzFlksFtx2222IjY2FJVpB3xkOKBeMpjJa9aKf0WiEyVT/Ih1ERNR+NEeukWUZ119/PSwWCxSDFBy22zvGV6vtqQojhABikmXkZ+tzwW7evBkul+uKzoOIiNqm5r6nIWqLWOQjoga53W44HA44HA643e5m2WdUVBR+/OMfw2azwZFkQN8ZUZAU/bHKUg1+jwa/34/s7OxmOR4REbVtzZVrYmJigiu6y7L+pVGfWB8SLYGQdpWqjHNVC3DEJClwntcQCATw3XffXfaxiYio7WqJexqitoZFPiIKm4SEBNx+++2wWCyI7mRA3x849EKfAM7n6ItvLF26FB6PJ7yBEhFRRBkwYABGjhwJAFADApKkD9u1KKFzwB4uNUEIID5NRsk5/bFt27YhEAjU2icRERFRW8ciHxGFVadOnXDzzTfDaDQitosxWOg7tb0SnnIVpaWl+iTqRERETTBjxgwkJSVBMUgI+AXMisDwpEpIF8zP5/IrOO2s6s2XIsPrFnC73Th06FC4wiYiIiK6bCzyEVHYpaen47bbboPBYEBsFyP6Xe2A0AROfKN3o9++fTtycnLCGyQREUUUo9GI+fPnw2AwwGCUoKkC8RYN/eO9Ie2OlJqhakB0ooyyAr03344dO8IRMhEREdEVYZGPiNqE9PR0/PjHP4bJZEJMZyP6zXDAWRhA/iH9ZmzFihVhjpCIiCJNUlISZs+eDQCQJH1+vh7RfnSy+YNtPKqMM66qlXat+mIdJ0+eRG5ubusHTERERHQFWOQjojYjPT0dt99+O8xmM6JTjeh7tQNndlVC0wTy8/NRXFwc7hCJiCjCDB06FJmZmZBkIODXh+oOTfTAbqiZn+94mT43X0yKjLJ8ffuaNWu4+iIRERFFFBb5iKhN6dKlS02PvjQjeoy3oSJPnwD9+++/D3N0REQUaSRJwpw5cxAfHw+DUYLfK2CQgRHJlZAlvYjnDsg449Ln5lOqhvaeOHECR44cCWfoRERERE3CIh8RNUhRFNx444248cYboShKix+vS5cuuPXWW2EwGBDXzYToTvqN1/bt2+H1eht4NhERRaKWzDUmkwnz58+HoigwmvWFOKJNGoYkeICqhTiOlpqhCX1uvpI8vTffV199xbxDRNROtPY9DVE4SILjEFpVeXk5YmJiUFZWhujo6HCHQ9SmHT16FO+99x40rWZIVWZmJq677rrg3ErUsfGaWhtfE6L6bdq0CatXr4YaEJBlCZIMHDxvwvFyMwCgT6wXfWJ98FUKaCpgcUgYO3YsZsyYEebIKZx4XQ3F14OIqHk153WVPfmIqM3q3bs3rrvuupBte/bswd69e8MTEBERRbSxY8ciNTUVikFCeZH+BVL/eB9SqxbiOFZmgtMvwWSV4C7XH9+2bRuKiorCFjMRERFRY7HIR0Rt2uDBg/GjH/0IslxzuSotLQ1fQEREFLFkWcb06dMB6MNyC0+pAPSFOGJNKjQhYW+xBQAQl6qgvEiDpmlYuXJl2GImIiIiaixDuAMgorbP5XLB4XAAAJxOJ+x2e6sef9CgQTAajTh79iwyMjLQvXv3Vj0+ERG1vNbKNT179kT//v1x8OBBKAYJJec0xKXKGJVSiU3nbCj2GHCqwohuUX6YLBKEJnD06FEcPXoUvXv3bpGYiIio5YX7noaoNbAnHxFFhL59+2LatGnIyMjgfHxERHRFpk6dCkmSEJ+mL7LhPK/BrAgMT9JX3D1YYoZHlWBxSHCW6NNXr1y5EqqqhjlyIiIiovqxyEdEEUNVVRw8eBBlZWXhDoWIiCJYUlISfvCDHwAAug1UcGJXAH6vQKxZQ99YL/yahP3F+mIcjjgJfp9AUVERduzYEc6wiYiIiC6JRT4iigiapuGjjz7CBx98gD/+8Y/48ssv2aOCiIgu21VXXYXU1FQYTBIyhhpw/LsAACAj2g+rQcM5twF5bgMkWYLfo/fmW7t2LSoqKsIZNhEREVG9WOQjoohw+vRpHDp0CIBe8Nu5cyf++c9/wuVyhTkyIiKKRLIsY/78+bBYLIhKkGGPlVGar0GWgF4xPgASDpw3QxWALVqGu0KDz+fD8uXLwx06ERERUZ1Y5COiiJCSkgKTyQQAyD/kheoTOHnyJN555x1UVlaGOToiIopEcXFxmDVrFgCgS38FpXkaACDN7ocsCbgDMk5VGAEAngpAaAIHDx7EgQMHwhYzERERUX1Y5COiiGCxWDB8+HAAgCNZwf6lFfBXasjLy8OSJUvYo4+IiC5LZmYmhg8fDkkC0voo8LgEjDLQzeEHAOS5DQAAR7yEs4f1IuBXX30Ft9sdtpiJiIiI6sIiHxE1SFEUzJ49G7Nnz4aiKGGLY+LEibDZbLDHGxDbzYgDyyvgdWkoLCzk0F0ioggXzlxzzTXXICkpCSarBE3V59/rHeuDQRIo8SoQAjBZJBSeUuEu0+ByuThsl4gowrSVexqilsQiHxE1yGKxYNmyZVi2bBksFkvY4rDZbJg5cyYAIHWQGd5yDQe/qoCvUkN+fj7++c9/cuguEVGECmeuMRqNuPHGG2EwGGCLluH3CpgVgQHxXmhCQrlP/8ic1lvBsR0qhAD27duHY8eOtWqcRER0+drKPQ1RS2KRj4giyqBBgxAbGwujRUZyfzM85RoOLKuAz11T6PN4POEOk4iIIkxycjKuueYaAIBiBIQAukX5kWwN4ECJGQCQ1F3/6HzumL66+5dffgmv1xuegImIiIguwiIfEUUUWZYxceJEAEDqIAskGfCUaTi4XJ+j79y5c3jnnXd400VERE02fPhw9O/fH7IsQfXrw3aHJHpQ4ZOR71YgyxL6jTPg3BEVHqdAeXk5vvnmmzBHTURERKRjkY+IGuRyuWC322G329vEvHeZmZlwOBww22Uk9dZX3K0s1XBwuRN+j4azZ8/i/fffRyAQCHOkRETUWG0h10iShHnz5iEqKgoGkxQctjs00YNdhVZU+GSYrBJ6DDcg53s9x2zevBmFhYVhiZeIiBqvLeQZopbGIh8RNYrb7W4zKwkaDAaMHz8eANBtlBVGqwQAcJeoOPS1E6pfIDs7Gx9//DE0TQtnqERE1ARtIddYrVZcf/31AACjWYKmCSTbVHSN8mN3kQWqAOJSZUQlyjifq0HTNKxatSqsMRMRUeO0hTxD1JJY5COiiDR69GikpqbCYJbRdaQ1uN1VpOLwKic0VeDQoUNYsWIFhBBhjJSIiCJNRkZG8MskUfVdUf84LwSA3YX6ZO2d+yooL9QgNIGjR4/iyJEjYYqWiIiISMciHxFFJFmWMXv2bABAUi8TbHFK8LHycwEcy3JBCIHt27dj8+bN4QqTiIgi1NSpU9G5c2coBgkBn4AsAcOTPCioNOBYmT5VRLdBCopO61XAr776Cj6fL5whExERUQfHIh8RRawuXbpgwIABkGQJ3cdZQx47n+PHyW2VAIDVq1fj4MGD4QiRiIgilKIomD9/PqxWKwwmCWpAwGHUMCjeg0MlJuS5DZAVCTHJMrxugbKyMg7bJSIiorBikY+IItqMGTNgNBoR3cmIxF6mkMfy9nuRt98DAPjkk09w9uzZcIRIREQRKiYmBjfccAMAQDFIEALoGhVAmj2AXYUWlFctxFE9pHfHjh04fvx4GCMmIiKijqzdFvny8vJw1113ITU1FRaLBX369MFvfvObJg+jkCSp3v9+97vftVD0RNRYMTExmDhxIgAgY5wNtngl5PGcbZUoOe1HIBDAe++9h4qKinCESUREEapXr16YNm2a/kPVHK+ZCR5YDRq251vhUSVYHBI8Tv2xTz/9FE6nM1zhEhERUQdmCHcALSEvLw9jxozB6dOncd1116FPnz745ptvsGjRImzZsgXLli2DLDe+vpmeno4FCxbU2j5hwoRmjJqo7ZJlGZMnTw7+u60ZP348cnJycOLECfT5gR37vqhAwFO12IYAjq5zYtC8aABOvPvuu1i4cCFMJtMl90lERK2rLeeaCRMm4Ny5czh48CA0VcCgSBiR5ME352z4rsCCsZ0qYXFI8Hk0AC58/vnnuPXWWyFJUrhDJyKiKm05zxA1F0m0w2Un77jjDvzjH//Aa6+9hvvuuw8AIITAwoUL8fbbb+PNN9/EwoULG7UvSZIwefJkZGVlNUts5eXliImJQVlZGaKjo5tln0QEVFZW4q9//StKS0tRURDAwa8qoKk1j5sdMgb+MAomq4x+/frhpptu4s1XO8Bram18TYhahs/nw9///ncUFBRA0wRkWUKe24AdBRZ0dfgxJNELIQChCciKhGnTpgV7mlNk43U1FF8PIqLm1ZzX1XZXvq6oqMD777+PHj164Kc//WlwuyRJeP755yHLMt54440wRkhELcFqteK2226D1WpFVLIBPSbYQh73OjUcWe2EpgocOnQIa9asCVOkREQUiUwmE2655RbYbDbIsgQhBDrZAugb68NppwmnnQZIEoJfMK1btw45OTlhjZmIiIg6lnZX5NuyZQu8Xi+uvvrqWr10UlNTMXjwYGzbtg0ej6fR+ywtLcXf/vY3PPfcc3jjjTdw9OjR5g6biJpBYmIibrrpJsiyjMReZnQZZgl53Fmg4sQ3bgDApk2bsHv37jBESUREkSo2NjaYZ6o/Z/aO9aGz3Y99xRZU+GQYTBK8bgEhBD766CPOz0dEREStpt0V+aoLcL17967z8d69e0PTNJw4caLR+/z+++9x991344knnsA999yDvn374vbbb4fb7W7wuV6vF+Xl5SH/EUUal8uFpKQkJCUlweVyhTucS+revTvmzJkDAOgy3IqEnqFz7xUd8+HMrkoAwNKlS9nLgiLe/2fvzuOjqu7H/7/unTWTZLInJCwJ+77KoiCbiiigIloFrYJ1aa3+bGutdakVvlprtf1U26p1A1QEQRRwKbggKCACCggoIEtYEwgJ2ZNZ7/n9MWTIkAAJZJkk7+fjkceD3LnLOScz9819z1kkzojmoqnEmvT09GCcqdA30UWszc+mXDuGAptDw1NuUFpaynvvvYdhGI1UWiHOn8QZ0Vw0lTgjxPlodkm+wsJCILDiZnUqxjdX7Hc2DzzwAOvWreP48ePk5+fzxRdfMGTIEObMmcPtt99+1uP/+te/EhMTE/xp27ZtDWsiRHjJzc0lNze3sYtRIwMGDGDo0KEAdBzuILpV6BpDhza6yMv04Pf7WbBgAfn5+Y1RTCHqhMQZ0Zw0lVhTOc4oQ6FrMDC5HEPBj8dtAJhtGn6fYt++fXU2t7MQjUHijGhOmkqcEeJchW2SLzExEU3TavxTX/95evbZZxk8eDBxcXHExsYyevRoli9fTqdOnXjnnXf44Ycfznj8ww8/TGFhYfDn4MGD9VJOIUSoyy67jG7duqGbNLpeFok9JvR2t/vLUkpyfJSXl/P2229TXl7eSCUV4vxInBGicVx66aV069YNTdcwDIVFh8Ep5RwpM5NdakbXteD8fKtWrWL37t2NW2AhzpHEGSGEaDrMZ9+lcUyZMoXi4uIa79+qVSvgZA++0/XUq+hefrqefjXhcDiYMmUKTzzxBGvWrKFnz56n3ddms2Gz2c75WkKIc6NpGpMmTeLNN9/k0KFDdL8imu1Li4nPsHDsJw9el2Ln8hJ6XeUkjzwWLlzIzTffjK6H7XcfQlRL4owQjUPXdSZNmsTs2bPJyspCGQqHOZDoW380giiLQbTNwFOusEZovP/++/zqV7+S1UhFkyNxRgghmo6wTfL9+9//PqfjKubiO93iGLt27ULXdTp06HDOZYNAT0OgRvPyCSEah8ViYcqUKcyaNYtccuk2NorSPD9l+QYFB70YXsXOz0roOSGavXv3smzZMsaNG9fYxRZCCNFEWCwWbrrpJt544w2OHTuGMhROq8EFSeVszrVzUasyrBEaXrcCynn33XeZNm0aJpOpsYsuhBBCiGao2XVZufDCC7HZbHz22WcopUJey87OZuvWrQwZMgS73X6aM9TMunXrgMAk/0KI8OVwOLjllluIiYnB7jQRmWDCVegnrY+NHuOiSe1lY/eXgYl3N2zYwIYNGxq5xEIIIZqSyMhIbrrpJmJiYtB0DaUUcXaDHvFuvs+1oxRYTszPd+jQIZYuXdrYRRZCCCFEM9XsknxOp5Mbb7yRvXv38t///je4XSnFww8/jGEY3HnnnSHHlJWVsWPHDg4cOBCyfdOmTdX21Hv33XeZN28eiYmJXHbZZfVTESFEnXE6ndx6663BRF+Xy6KIiDXhKTfhiDdRXuDnwIbAZ/2TTz6pci8QQgghziQ2NpZp06bhdDrRNA1lKBLsfto7vewoCKzybjJrKAXfffcdGzdubOQSCyGEEKI5Ctvhuufj6aefZsWKFdxzzz18/vnndOnShVWrVrFmzRrGjh3L1KlTQ/Zfv349o0ePZuTIkSELeDz//PMsXryYSy+9lHbt2qGUYuPGjaxatQq73c4bb7xBVFRUA9dOiIan6zoDBw4M/rspio+P59Zbb2X27NlAMSarxqGNZUQlm0np7iB3Vzl5iR4S2luZP38+v/zlL2XeJCGEaEBNPdbExsby85//nFmzZlFeXo4yFPF2P6A4WGymbbQPpRSapvHxxx8THx8vI0KEEKIBNfU4I0RNNMt3dmpqKuvWreO2225jzZo1/N///R9Hjx5lxowZLFmypMYf6GuuuYZRo0axceNGXnnlFV566SUOHTrE7bffzqZNm2TuLtFiREREBIeyRkRENHZxzll8fDx33HEHiYmJ2CJ12g2MQNPAbDXwuRV7viylNNdHWVkZCxcuxO/3N3aRhRCixWgOsSYpKYmbb74Zi8USWHXXr4i3G0RbDfLdOroeGLZrGAYLFy4MLggnhBCi/jWHOCPE2Wjq1InrRL0qKioiJiaGwsLC0/YS8vv9eL3eBi6ZEOHJYrHU+QTlpaWlvP3222RnZ+PzKLYvK6b0WCChZ3fq9LrGidmqMWjQIEnmh7ma3FNbmpq2icQaIU6q61izc+dOFixYgGEYGH6FbtIo8yiOHN5HaUkJERFRdOiQTlpaGr/4xS+wWCx1dm1R9yTWhJI4I0Tt1cczjWg+6jLONMvhuk2VUoojR45QUFDQ2EURIqzExsbSqlUrNE2rk/NFRkYydepU5s2bx/79++k+NoqflpdSlO3DVWSwe2Up3S6PYsOGDbRr145evXrVyXWFCAcSa4SoXl3Gmq5du3Lttdfy3nvvoZs0tm37kS8+X8bxgpM99+JjnFw29gpatWrF1VdfXWcxTojGJnFGiOrV9TONENWRJF8YqQiGycnJOBwO+fCLsOH3+9m9ezcAnTp1arBvoZRSlJWVkZOTAwSG4tcVm83GlClTePvttzl48CDdxkbx0/ISCg76KDjo5dDmctr0i+CDDz4gMTGRVq1a1dm1hWhMEmtEuGpusaZXr174fD6efvpp3lu4gPFdzDx6nYNeySa25fj5y6oy3l2wAIBWrVoxZMiQOrmuEI1N4owIV80tzghRHUnyhQm/3x8MhgkJCY1dHCFCVB5uYbfbG7SrecV8GTk5OSQnJ9fptW02G7feeisLFy5k586ddLs8mkObyjm00cWhjS6iEs3EtoH58+dz1113ydwdosmTWCPCWXOMNb1792b1VysZ38XMkskR6CeSHRe2MbNksolr3iln+afL6N69OykpKbIQh2jyJM6IcNYc44wQp2qWC280RRU3G4fD0cglESL8VHwu6mNeF7PZzPXXXx9caatN/wg6DnegAbtWlOIqCvxndeHChRiGUefXF6IhSawR4vTqI9asWrWKw9lHeXS4NZjgq6BrGo9cbCWvoIh9+/axYMEC8vPz6+zaQjQGiTNCnF59PtMIUUGSfGFGurMLUVV9fy7MZjPjx4/nqquuQtM0krrY6H5lFCjFT8tL8XsVe/fu5ZNPPqnXcgjRUCTWCFFVfXwusrOzAeiVXH2PjYrtuUeKKS8vZ968ebjd7jovhxANTeKMEFXJ50I0BEnyCSHECQMGDGDy5MlYrVacqRa6XxGNz6PY/WUpAOvXr2fTpk2NXEohhBBNRcW8S9ty/NW+XrE9LzMCT7ni2LFj0nNcCCGEEOdMknxCiNOaPn06KSkpmM1mVq5cCcCMGTNISUlB0zQWL17cqOWrD126dGHatGnY7Xaiks30mRiNz2VwaGM5AB9++CH79u1r3EIKIUQzURFnNE1jyZIlALzyyiukpaU1izgzfPhwMtq14anVXgylQl4zlOKp1R6i7U6clrbsWOPD71Ps3r1beo4LIUQdaonPNKLlkiSfOC+app3xZ9q0ac26HNOnT6dfv371cu5zsXLlSjRNo6CgoEb7Vfdz5MgRALZv386MGTN4+eWXOXToEEOHDiUzM5MnnniCl19+mezsbK688srzLnO4tSEEel7ceeedpKWlYbbp9BgXjd+ryN3jQSnFe++9J/MmCdFAJM6E1z2yvuJMdnY2V1xxBZmZmbz66qu89NJLzSLOmEwm/vHP5/noJx8T57tYe9BHsVux9qCPa94p5+OffIwddwUxySZKCxS7N/iAQM/xDRs2NEqZhWiJJNa0jFjT0p5pRMskq+uK81Ix1wwEViD985//zM6dO4PbTl2N1Ov1YrFYmm05mpqdO3fidDpDtiUnJwOwZ88eAK655hoMwyA/Pz84VPWaa65p9nNKxMfHM3XqVD788EO2bdtG+hAH+Qc8lBf6gZLgiru6Lt+VCFGfwuX+Hi7laGpqGmc0TcPv95OTkwPA1VdfjdncPP6bOmnSJBYuXMjvf/cbhs48FNye0a4Nv7r7KlJSUjAMxd7v/Bzbb7B/q4/03maWLl1KYmIi7du3b8TSC9EyhMs9PlzK0dTIM40QJ8nTaRNQWlp62h+Xy1XjfcvLy2u0b220atUq+BMTE4OmacHfXS4XsbGxLFiwgFGjRmG325kzZ06133I899xzZGRkhGybNWsW3bt3x263061bN1588cU6LUdNrvHHP/6RLl264HA46NChA4899lhwNaTZs2czY8YMvv/+++A3RrNnzwYC38K9/PLLTJgwAYfDQffu3Vm7di27d+9m1KhRREZGctFFFwWDToUPP/yQCy64ALvdTocOHZgxYwY+ny/4uqZpvPbaa1x77bU4HA46d+7MBx98AMC+ffsYPXo0AHFxcTX6ti85OTmk7Vq1aoWu60yfPp2rrroKAF3XMZvNLFy4kHvvvTe4rXJAPFs7Hjp0iMmTJxMfH09kZCQDBw5k3bp1Z2zDcGC1Wpk0aRLjxo1D13Xi2lmx2AP1Pnr0KJ999lkjl1CIuiFxRuJMhcaKM5qm8cQTTwTjjMViaVZxZtKkSezeu48VK1Ywd+5cVqxYwe69+/jXv/5Fjx490HWNToPMtO9nInuXwbH9fpRSLFiwgOPHjzd4eYWoDw0Za2pLYk3LiDUt9ZlGtDBKNKjCwkIFqMLCwpDt5eXl6scff1Tl5eVVjgFO+zNu3LiQfR0Ox2n3HTlyZMi+iYmJ1e53rmbNmqViYmKCv2dmZipAZWRkqPfee0/t3btXHT58WD3++OOqb9++Icf+85//VOnp6cHfX3nlFZWamho87r333lPx8fFq9uzZdVaOmlzjiSeeUGvWrFGZmZnqgw8+UCkpKepvf/ubUkqpsrIy9fvf/1717NlTZWdnq+zsbFVWVqaUCvzNWrdurebPn6927typJk6cqDIyMtQll1yili1bpn788Ud14YUXqiuuuCJ4rWXLlimn06lmz56t9uzZoz799FOVkZGhpk+fHtwHUG3atFFz585Vu3btUvfdd5+KiopSeXl5yufzqffee08BaufOnSo7O1sVFBRU20YrVqxQgMrPz6/29eLiYjVr1iwFBOtW3baa/K2Ki4tVhw4d1PDhw9WqVavUrl271Pz589XXX399xjas7Eyfj4ayZ88e9eyzz6rp06eH/BQVFTVamcTp76kt2Zna5HSfJYkzEmcqtNQ4o1TjxRrDMNTKlSuDceUPv/2zuuGSR9Xv7/uzmj59unrhhReUy+Vq0DKJUBJrQp1LnFGqYWPN+ZBYI7GmOT/TiPBUl3FGknwNrCUm+Z577rmQ/WoSENu2bavmzp0bss8TTzyhLrroojorx7lc45lnnlEXXHDBGeuiVOBv9qc//Sn4+9q1axWgXn/99eC2efPmKbvdHvx9+PDh6qmnngo5z1tvvaVSU1NPe96SkhKlaZpaunSpUursga5CxX6RkZEhP126dAnus2jRoirvh+q2na0dX375ZRUdHa3y8vKqLcvp2rCycAmIpaWlav78+cEHsVmzZinDMBq1TC2dPHhV1RKTfBJnJM6cb5xRqvFjzY4dO9QzzzwTjDH3/uIx9ejDj6vp06erd955R+JNI5JYE6qlJvkk1kisaS7PNCL81GWcaR6TnTRzJSUlp33NZDKF/F4xl011Tp07rKFWCB04cGCt9j927BgHDx7k9ttv58477wxu9/l8xMTE1Ek5anqNhQsX8txzz7F7925KSkrw+XxV5ns4nT59+gT/nZKSAkDv3r1DtrlcLoqKinA6nXz33Xds2LCBv/zlL8F9/H4/LpeLsrIyHA5HlfNGRkYSHR19xr/7maxatYro6Ojg76eb/8jv97N9+3b2798fsr0m7bh582b69+9PfHz8OZUxnDgcDm644QZ27drF3r17GTZsmMzjIZoFiTMBEmcaL85UlKUizvj9fkwmU4uKM127duXXv/41y5cvZ9OmTSS2O/nZ27FjB6tXr2b48OGNWEIhzo/EmgCJNfJMI0R9kiRfExAZGdno+56PU6+j6zpKqZBtFXNCABiGAcCrr77KkCFDQvY79T8A51qOmlzjm2++YfLkycyYMYOxY8cSExPDO++8wz/+8Y8aXa/yJLgViaDqtlWUxTAMZsyYwaRJk6qcy263V3veivNUnKO22rdvT2xsbI32dblcIX8nqFk7njpBcHPQuXNnOnfu3NjFEKLOSJw5SeJM48UZoMXHmcjISK6++mq6dOnCkiVLQuYpW7lyJUOHDj2v96gQjUlizUkSa+SZRoj6Ikk+0eCSkpI4cuQISqlgUNi8eXPw9ZSUFFq3bs3evXu5+eab66UMNbnGmjVrSE9P59FHHw1uO/VbH6vVit/vr5MyDRgwgJ07d9KpU6dzPofVagWoszKdTU3asU+fPrz22mscP3682m++6rINhRACJM6cjsSZpqNbt26kpaXx3nvvceDAASDwEPrkk0/yhz/8IdgTRgjReCTWVE9ijRCNS5J8osGNGjWKY8eO8cwzz3D99dezbNkyli5dGtJlfPr06dx33304nU6uvPJK3G433377Lfn5+dx///11Uo6zXaNTp04cOHCAd955h0GDBvHxxx+zaNGikHNkZGSQmZnJ5s2badOmDdHR0dhstnMqz5///GcmTJhA27Zt+dnPfoau62zZsoWtW7fy5JNP1ugc6enpaJrGRx99xLhx44iIiCAqKuq0++fk5FRZzSwhIaHKN2tncrZ2nDJlCk899RQTJ07kr3/9K6mpqWzatIm0tDQuuuiiOm1DIYQAiTOnI3GmacUZp9PJ1KlT2b9/P2+++WZwe1ZW1nk9PAsh6obEmupJrGlasUY0P/rZdxGibnXv3p0XX3yRF154gb59+7J+/XoeeOCBkH3uuOMOXnvtNWbPnk3v3r0ZOXIks2fPpn379nVWjrNd45prruF3v/sd9957L/369ePrr7/mscceCznHddddxxVXXMHo0aNJSkpi3rx551yesWPH8tFHH/HZZ58xaNAgLrzwQv7v//6P9PT0Gp+jdevWzJgxg4ceeoiUlJTg8vCn07VrV1JTU0N+vvvuu1qV+2ztaLVa+fTTT0lOTmbcuHH07t2bp59+Otj1vS7bUAghQOLM6UicaXpxRtd12rdvzwMPPEDv3r1xOp2kpaVVGSIohGh4EmuqJ7Gm6cUa0bxoSv6X0KCKioqIiYmhsLAw5Fsel8tFZmYm7du3D5mrQIhw4Pf72bRpEwD9+/dv8PmA5PMhTud099SW7ExtIp8lEc4k1pzdihUrGDZsGCaTSebma0ASa0JJnBFNlcQZEa7qMs7IcF0hhBBCCCGagNGjRzd2EYQQQggRxiTJJ4SokYoJcIUQQoj6IrFGCCFEfZI4I5o7SfIJIc7KZDLRp0+fxi6GEEKIZkxijRBCiPokcUa0BLLwhhBCCCGEEEIIIYQQTZwk+YQQQgghhBBCCCGEaOJkuK4Q4qwMw2DHjh0AdOvWDV2X7weEEELULYk1Qggh6pPEGdESSJJPCHFWSinKysqC/xZCCCHqmsQaIYQQ9UnijGgJJHUthBBCCCGEEEIIIUQTJ0k+IYQQQgghhBBCCCGaOEnyiWZt5cqVaJpGQUFBYxdFCCFEMyRxRgghRH2TWCOEqClJ8onzomnaGX+mTZvW2EUUQgjRhEmcEUIIUd8k1gghmgtZeEOcl+zs7OC/58+fz5///Gd27twZ3BYRERGyv9frxWKxNEjZPB5Pg1xHCCFE/ZE4I4QQor5JrBFCNBfSk68pKC09/Y/LVfN9y8trtm8ttGrVKvgTExODpmnB310uF7GxsSxYsIBRo0Zht9uZM2cO06dPp1+/fiHnee6558jIyAjZNmvWLLp3747dbqdbt268+OKLZyzLqFGjuPfee7n//vtJTExkzJgxwde+++47Bg4ciMPhYOjQoSFBG+Cll16iY8eOWK1WunbtyltvvVWrdmgJzGYzZrN8LyBEsyRxRuJMmJBYI0Qz1pCxppYk1rQcEmdEcydJvqYgKur0P9ddF7pvcvLp973yytB9MzKq36+O/fGPf+S+++5j+/btjB07tkbHvPrqqzz66KP85S9/Yfv27Tz11FM89thjvPHGG2c87o033sBsNrNmzRpefvnl4PZHH32Uf/zjH3z77beYzWZ+8YtfBF9btGgRv/nNb/j973/Ptm3b+OUvf8ltt93GihUrzq3CzZDJZKJfv37069cPk8nU2MURQtQ1iTMSZ8KAxBohmrmGjDX1QGJN0ydxRrQEksIW9e63v/0tkyZNqtUxTzzxBP/4xz+Cx7Vv354ff/yRl19+malTp572uE6dOvHMM88Efz9y5AgAf/nLXxg5ciQADz30EOPHj8flcmG32/n73//OtGnT+PWvfw3A/fffzzfffMPf//53Ro8eXatyCyGEaHgSZ4QQQtQ3iTVCiKZAknxNQUnJ6V879RuInJzT76uf0nFz375zLlJtDBw4sFb7Hzt2jIMHD3L77bdz5513Brf7fD5iYmLO6Vp9+vQJ/js1NRWAnJwc2rVrx/bt27nrrrtC9h82bBjPP/98rcothBBNlsQZQOKMEELUK4k1gMQaIUT9kiRfUxAZ2fj7nofIU66j6zpKqZBtXq83+G/DMIBA9/YhQ4aE7He2btWnXqtC5YlxNU0LuU7lbRWUUlW2tWSGYbBr1y4AOnfujH7qf66EEE2bxJkgiTONR2KNEM2cxJogiTWNQ+KMaAkkyScaXFJSEkeOHAkJOps3bw6+npKSQuvWrdm7dy8333xzvZene/furF69mltvvTW47euvv6Z79+71fu2mQilFcXFx8N9CCBHOJM40TRJrhBBNicSapkfijGgJJMknGtyoUaM4duwYzzzzDNdffz3Lli1j6dKlOJ3O4D7Tp0/nvvvuw+l0cuWVV+J2u/n222/Jz8/n/vvvr9Py/OEPf+CGG25gwIABXHrppXz44Ye8//77fP7553V6HSGEEA1D4owQQoj6JrFGCBGOpH+qaHDdu3fnxRdf5IUXXqBv376sX7+eBx54IGSfO+64g9dee43Zs2fTu3dvRo4cyezZs2nfvn2dl2fixIk8//zzPPvss/Ts2ZOXX36ZWbNmMWrUqDq/lhBCiPoncUYIIUR9k1gjhAhHmpJ+qg2qqKiImJgYCgsLQ77lcblcZGZm0r59e+x2eyOWUIiq/H4/mzZtAqB///4NvuS8fD7E6ZzuntqSnalN5LMkwpnEGhGuJNaEkjgjmiqJMyJc1WWckZ58QgghhBBCCCGEEEI0cZLkE0IIIYQQQgghhBCiiZOFN4QQNSJLzAshhKhvEmuEEELUJ4kzormTJJ8Q4qxMJhMDBgxo7GIIIYRoxiTWCCGEqE8SZ0RLIGnsMCProAhRlXwuhKhb8pkSoir5XAhRd+TzJERV8rkQDUGSfGHCYrEAUFZW1sglESL8VHwuKj4nQohzI7FGiNOTWCPE+ZM4I8TpSZwRDUGG64YJk8lEbGwsOTk5ADgcDjRNa+RSCRFgGAYHDhwAoF27dg02l4VSirKyMnJycoiNjW3wZe6FaG4k1ohwJrFGiKZP4owIZxJnREsgSb4w0qpVK4BgUBQiXBiGwcGDBwHw+/0NPmFtbGxs8PMhhDg/EmtEuJJYI0TzIHFGhCuJM6IlkCRfGNE0jdTUVJKTk/F6vY1dHCGCysrKGD9+PAAbN27E4XA02LUtFot82yVEHZJYI8KVxBohmgeJMyJcSZwRLYEk+cKQyWSSG4AIK36/n/379wNgs9mw2+2NXCIhxPmSWCPCjcQaIZoXiTMi3EicES2BLLwhhBBCCCGEEEIIIUQTJ0k+IYQQQgghhBBCCCGaOEnyCSGEEEIIIYQQQgjRxMmcfA1MKQVAUVFRI5dEiJorLS0N/ruoqAi/39+IpRHipIp7acW9VUicEU2XxBoRriTWhJI4I5oqiTMiXNVlnJEkXwMrLi4GoG3bto1cEiHOTVpaWmMXQYgqiouLiYmJaexihAWJM6I5kFgjwpHEmgCJM6I5kDgjwlFdxBlNyVdSDcowDLKysoiOjkbTtDPuW1RURNu2bTl48CBOp7OBStj8SDvWDWnHuiHtWDcq2vHAgQNomkZaWhq6LjNQQO3iDMh7sq5IO9YNace6Ie1YNyTWVE/iTOOQdqwb0o51Q9qxbtRHnJGefA1M13XatGlTq2OcTqd8cOqAtGPdkHasG9KOdSMmJkba8RTnEmdA3pN1Rdqxbkg71g1px7ohsSaUxJnGJe1YN6Qd64a0Y92oyzgjX0UJIYQQQgghhBBCCNHESZJPCCGEEEIIIYQQQogmTpJ8Ycxms/H4449js9kauyhNmrRj3ZB2rBvSjnVD2rHuSFvWDWnHuiHtWDekHeuGtGPdkHasG9KOdUPasW5IO9aN+mhHWXhDCCGEEEIIIYQQQogmTnryCSGEEEIIIYQQQgjRxEmSTwghhBBCCCGEEEKIJk6SfEIIIYQQQgghhBBCNHGS5BNCCCGEEEIIIYQQoomTJJ8QzdjKlSvRNI1p06aF1bmEEEI0DxJnhBBC1CeJM0LUjiT5hBBCCCGEEEIIIYRo4iTJJ4QQQgghhBBCCCFEEydJPiGEEEIIIYQQQgghmjhJ8gnRxHz88cf84he/oHv37jidTiIjI+nbty9PPfUUbre7RueYPn06mqYxe/Zs1q1bx9ixY4mNjcXpdDJmzBi++eabMx5//Phx7r77blJTU7HZbPTq1YuZM2fWW3mFEEI0HIkzQggh6pPEGSHqj7mxCyCEqJ3bb7+d0tJSevbsSe/evSkqKmL9+vU8+uijLF++nE8//RSTyVSjc3399df88pe/pFOnTlx55ZXs3r2bzz//nK+++oqPPvqIMWPGVDmmoKCAiy66iMLCQgYPHkxJSQlfffUVt99+O4ZhcMcdd9RbeYUQQtQ/iTNCCCHqk8QZIeqREkI0KYsWLVIlJSUh24qKitSECRMUoN54443g9hUrVihATZ06NWT/xx9/XAEKUI888ogyDCP42osvvqgAlZaWpsrLy6ucC1DXXXddSBkWL16sANWuXbvzKq8QQojGJ3FGCCFEfZI4I0T9keG6QjQxEydOJDIyMmRbdHQ0//znPwFYsmRJjc+Vnp7OjBkz0DQtuO3uu+9myJAhZGVlsWjRoirHOJ1OXnnllZAyXHPNNfTu3ZsDBw6wb9++eiuvEEKI+idxRgghRH2SOCNE/ZHhukI0Qbt27eJ///sfu3fvprS0FMMwUEoFX6up6667DrO56m1gypQprFu3jtWrVzNlypSQ1wYOHEh8fHyVY7p06cLWrVvJzs4mIyOjXsorhBCiYUicEUIIUZ8kzghRPyTJJ0QTopTigQce4J///GcwqJyquLi4xudLT0+vdntFUMvKyqryWps2bao9JioqCiBk8tm6Lq8QQoj6JXFGCCFEfZI4I0T9kuG6QjQh8+fP5//+7/9o3bo1Cxcu5PDhw3g8HpRSwWB0uuBTG2c6R+Wu8OFSXiGEEHVD4owQQoj6JHFGiPolPfmEaEIq5pR46aWXmDBhQshre/furfX59u/fX+32AwcOAJCWllbrc1ZW1+UVQghRvyTOCCGEqE8SZ4SoX9KTT4gmJD8/H4C2bdtWeW3BggW1Pt97772H3++vsv2dd94BYNiwYbU+Z2V1XV4hhBD1S+KMEEKI+iRxRoj6JUk+IZqQLl26APDKK6+EdAtftWoVzz77bK3Pt3//fmbMmBGy7ZVXXmHt2rW0atWKa6+9NqzKK4QQon5JnBFCCFGfJM4IUb8kySdEE3LfffcRGRnJiy++SK9evZgyZQojRoxg5MiR/OpXv6r1+e68806efvppevXqxU033cTgwYP55S9/icViYdasWURERIRVeYUQQtQviTNCCCHqk8QZIeqXJPmEaEK6dOnChg0buOqqq8jNzeWDDz6gpKSEl19++Zy+SRo6dChffvklrVq14qOPPmL79u1ceumlrFy5kiuuuCLsyiuEEKJ+SZwRQghRnyTOCFG/NCVLwQjR4kyfPp0ZM2Ywa9Yspk2b1tjFEUII0cxInBFCCFGfJM4IUT3pySeEEEIIIYQQQgghRBMnST4hhBBCCCGEEEIIIZo4SfIJIYQQQgghhBBCCNHEyZx8QgghhBBCCCGEEEI0cdKTTwghhBBCCCGEEEKIJk6SfEIIIYQQQgghhBBCNHGS5BNCCCGEEEIIIYQQoomTJJ8QQgghhBBCCCGEEE2cJPnEOZk9ezaapgV/zGYzbdq04bbbbuPw4cN1fr2ysjKmT5/OypUr6/zcACtXrkTTtHo7f3XXqvgxmUwkJSVx1VVX8e23357TOfft24emacyePbvWx2ZlZTF9+nQ2b95c5bXp06ejado5lakuVZQjNzf3rPtmZGQwbdq0+i9UExcuf1vRckkcOf9rSRypucaMIz/++CPTp09n3759VV6bNm0aGRkZ53Te2tTpqaeeYvHixed0ndOp+Ayf63tONA1yrz7/a8m9uubkXi336uqc+reu+GwtXLiw8Qp1ivN5j4waNYpevXrVWVnMdXYm0SLNmjWLbt26UV5ezldffcVf//pXvvzyS7Zu3UpkZGSdXaesrIwZM2YAgQ9BXRswYABr166lR48edX7u03nqqacYPXo0Xq+XTZs2MWPGDEaOHMnmzZvp3Llzg5UjKyuLGTNmkJGRQb9+/UJeu+OOO7jiiisarCx1YdGiRTidzsYuhhCihiSOnDuJI/WjruPIjz/+yIwZMxg1alSVB4DHHnuM3/zmN3V2rdN56qmnuP7665k4cWK9X0s0T3KvPndyr64fcq9uOeT5rnYkySfOS69evRg4cCAAo0ePxu/388QTT7B48WJuvvnmRi7d2Xm9XjRNw+l0cuGFF9bZecvKynA4HGfcp3PnzsFrDh8+nNjYWKZOncqcOXOC/7lpbG3atKFNmzaNXYxa6d+/f2MX4ZzU5D0jRHMkcaR6EkcaT0PGkY4dOzbYteqKUgqXy9XYxRANTO7V1ZN7deORe/WZNad7dVN9vmssMlxX1KmKALZ//34AXC4XDz/8MO3bt8dqtdK6dWvuueceCgoKQo774osvGDVqFAkJCURERNCuXTuuu+46ysrK2LdvH0lJSQDMmDEj2OW9cpfdXbt2cdNNN5GcnIzNZqN79+688MILIdeo6Nb71ltv8fvf/57WrVtjs9nYvXv3abvuf/DBB1x00UU4HA6io6MZM2YMa9euDdmnogv2xo0buf7664mLizunQFDxH6ejR4+GbK9J3aqze/dubrvtNjp37ozD4aB169ZcddVVbN26NaRNBg0aBMBtt90WbNvp06eH1K0ywzB45pln6NatGzabjeTkZG699VYOHToUsl9Ft+MNGzYwfPhwHA4HHTp04Omnn8YwjJDzPfnkk3Tt2pWIiAhiY2Pp06cPzz//fJU6HT16lClTphATE0NKSgq/+MUvKCwsDNnndN2558yZw/3330+rVq2IiIhg5MiRbNq06aztWNHFfcWKFdx9990kJiaSkJDApEmTyMrKOq+2+eqrrxg6dCgOh4Nf/OIXwSEYzz77LH/729/IyMggIiKCUaNG8dNPP+H1ennooYdIS0sjJiaGa6+9lpycnJBzz58/n8svv5zU1FQiIiLo3r07Dz30EKWlpWetqxDhQOKIxJEKzSGOzJ49m5/97GdAIDFS0T4VQ+2qG95TUFDA7bffTnx8PFFRUYwfP569e/eGtGtt6qRpGqWlpbzxxhvB69emh5Smadx7773897//pXv37thsNt54443g68XFxXUWH0XTIfdquVdXkHu13KtPVVZWxgMPPED79u2x2+3Ex8czcOBA5s2bF9xn2rRpREVF8cMPP3DppZcSGRlJUlIS9957L2VlZSHnq8nQ7KKiIsaOHUtKSgrr168HwOPx8OSTTwbrk5SUxG233caxY8dqVZ9jx45x11130bZt2+B5hg0bxueff37G41544QVGjBhBcnIykZGR9O7dm2eeeQav11vt/qtWreLCCy8kIiKC1q1b89hjj+H3+2tVVpCefKKO7d69G4CkpCSUUkycOJHly5fz8MMPM3z4cLZs2cLjjz/O2rVrWbt2LTabjX379jF+/HiGDx/OzJkziY2N5fDhwyxbtgyPx0NqairLli3jiiuu4Pbbb+eOO+4IXgMCXauHDh1Ku3bt+Mc//kGrVq345JNPuO+++8jNzeXxxx8PKePDDz/MRRddxH//+190XSc5OZkjR45UqcvcuXO5+eabufzyy5k3bx5ut5tnnnmGUaNGsXz5ci6++OKQ/SdNmsTkyZP51a9+dU4JlczMTAC6dOkS3FbbulWWlZVFQkICTz/9NElJSRw/fpw33niDIUOGsGnTJrp27cqAAQOYNWsWt912G3/6058YP348wBm/ybv77rt55ZVXuPfee5kwYQL79u3jscceY+XKlWzcuJHExMTgvkeOHOHmm2/m97//PY8//jiLFi3i4YcfJi0tjVtvvRWAZ555hunTp/OnP/2JESNG4PV62bFjR5X/FAJcd9113Hjjjdx+++1s3bqVhx9+GICZM2eetX0feeQRBgwYwGuvvUZhYSHTp09n1KhRbNq0iQ4dOpz1+DvuuIPx48czd+5cDh48yB/+8Ad+/vOf88UXX5xT22RnZ/Pzn/+cBx98kKeeegpdP/mdywsvvECfPn144YUXKCgo4Pe//z1XXXUVQ4YMwWKxMHPmTPbv388DDzzAHXfcwQcffBA8dteuXYwbN47f/va3REZGsmPHDv72t7+xfv36kLIKEa4kjkgcaU5xZPz48Tz11FM88sgjvPDCCwwYMAA4fa8QwzCC83VNnz49OLTwTMPozlantWvXcskllzB69Ggee+wxgFoPe1q8eDGrVq3iz3/+M61atSI5OZkNGzYAdR8fRdMg92q5V8u9Wu7Vp3P//ffz1ltv8eSTT9K/f39KS0vZtm0beXl5Ift5vV7GjRvHL3/5Sx566CG+/vprnnzySfbv38+HH35Y43ofOnSIcePG4fF4WLt2LR06dMAwDK655hpWrVrFgw8+yNChQ9m/fz+PP/44o0aN4ttvvyUiIqJG57/lllvYuHEjf/nLX+jSpQsFBQVs3LixSn1OtWfPHm666abglx/ff/89f/nLX9ixY0eV9/KRI0eYPHkyDz30EP/v//0/Pv74Y5588kny8/P5z3/+U+O2AEAJcQ5mzZqlAPXNN98or9eriouL1UcffaSSkpJUdHS0OnLkiFq2bJkC1DPPPBNy7Pz58xWgXnnlFaWUUgsXLlSA2rx582mvd+zYMQWoxx9/vMprY8eOVW3atFGFhYUh2++9915lt9vV8ePHlVJKrVixQgFqxIgRVc5R8dqKFSuUUkr5/X6Vlpamevfurfx+f3C/4uJilZycrIYOHRrc9vjjjytA/fnPfz5zo51yrfnz5yuv16vKysrUmjVrVNeuXVWPHj1Ufn5+reuWmZmpADVr1qzTXtfn8ymPx6M6d+6sfve73wW3b9iw4bTHVtStwvbt2xWgfv3rX4fst27dOgWoRx55JLht5MiRClDr1q0L2bdHjx5q7Nixwd8nTJig+vXrd9pyVy7Hqe+lX//618putyvDMILb0tPT1dSpU4O/V7T3gAEDQvbbt2+fslgs6o477jjjtSve66fW+ZlnnlGAys7OVkqdW9ssX748ZN+Kv2Pfvn1D3nfPPfecAtTVV18dsv9vf/tbBVR5f1QwDEN5vV715ZdfKkB9//33wddO/dsK0dAkjkgcqaw5x5F333035L1R2dSpU1V6enrw948//lgB6qWXXgrZ769//WuV929t6hQZGRlSp9oAVExMTPC9UqE+4qMIP3Kvlnt1ZXKvDpB79Zn16tVLTZw48Yz7TJ06VQHq+eefD9n+l7/8RQFq9erVwW2n+1u/++67atOmTSotLU0NHz5c5eXlBfeZN2+eAtR7770Xcv6Kz8GLL75Y4/pERUWp3/72t2etT+X3yKn8fr/yer3qzTffVCaTKeTvVPEZWrJkScgxd955p9J1Xe3fv7/GZVVKKRmuK87LhRdeiMViITo6mgkTJtCqVSuWLl1KSkpK8FuBU7vW/uxnPyMyMpLly5cD0K9fP6xWK3fddRdvvPEGe/furfH1XS4Xy5cv59prr8XhcODz+YI/48aNw+Vy8c0334Qcc9111531vDt37iQrK4tbbrklpIdVVFQU1113Hd98802VbsQ1OW9lN954IxaLBYfDwbBhwygqKuLjjz8mNjb2nOtWmc/n46mnnqJHjx5YrVbMZjNWq5Vdu3axffv2WpW1wooVK4Cqf9PBgwfTvXv34N+0QqtWrRg8eHDItj59+gSHdlQc+/333/PrX/+aTz75hKKiotNe/+qrr65yLpfLVWXIanVuuummkGEI6enpDB06NFins6nu2nBymEpt2yYuLo5LLrmk2muNGzcu5H3XvXt3gOC3rqduP3DgQHDb3r17uemmm2jVqhUmkwmLxcLIkSMBzvnvLkR9kjhSu/NWJnHk5LFNIY7UxJdffgnADTfcELJ9ypQppz3mfOpUU5dccglxcXE1vj6ce3wU4Unu1bU7b2Vyrz55rNyrT2rO9+rBgwezdOlSHnroIVauXEl5eflp9z11Ts+bbroppDxn8sknnzB8+HBGjBjBZ599Rnx8fPC1jz76iNjYWK666qqQz1S/fv1o1apVrVbYHjx4MLNnz+bJJ5/km2++Oe1w21Nt2rSJq6++moSEhOBz2a233orf7+enn34K2Tc6OrrK3+imm27CMAy++uqrGpcVZE4+cZ7efPNNNmzYwKZNm8jKymLLli0MGzYMgLy8PMxmc7CLfQVN02jVqlWwe2vHjh35/PPPSU5O5p577qFjx4507Nix2vkZTpWXl4fP5+Pf//43Fosl5GfcuHEAVZYrT01NrdF5T7dvWloahmGQn59f6/NW9re//Y0NGzbw5Zdf8uijj3L06FEmTpyI2+0+57pVdv/99/PYY48xceJEPvzwQ9atW8eGDRvo27fvGW+0Z3K2djm1y3JCQkKV/Ww2W8j1H374Yf7+97/zzTffcOWVV5KQkMCll15a7TLvp57PZrMB1Kg+rVq1qnbb2bpZ1/TatW2bM71fKgcoAKvVesbtFZPqlpSUMHz4cNatW8eTTz7JypUr2bBhA++//35IWYUIJxJHanfeyiSOBDSVOFITFe/5U+/3KSkppz3mfOpUU2d6b9Z1fBThSe7VtTtvZXKvDpB7dcu5V//rX//ij3/8I4sXL2b06NHEx8czceJEdu3aFbKf2WyuUq6Kv19Nrrd48WLKy8u5++67g/WpcPToUQoKCrBarVU+V0eOHDnjZ+pU8+fPZ+rUqbz22mtcdNFFxMfHc+utt1Y7/L/CgQMHGD58OIcPH+b5559n1apVbNiwITjP5ql/9+reO7Vpi8pkTj5xXrp37x6cPPZUCQkJ+Hw+jh07FhL0lVIcOXIkOPkrBFaaGj58OH6/n2+//ZZ///vf/Pa3vyUlJYXJkyef9vpxcXGYTCZuueUW7rnnnmr3ad++fcjvp04qe7qyQ2DetFNlZWWh63qVb0lqct7KOnToEGy7ESNGEBERwZ/+9Cf+/e9/88ADD5xT3SqbM2cOt956K0899VTI9tzc3OA3h7VVuV1OncMjKyvrnObUMZvN3H///dx///0UFBTw+eef88gjjzB27FgOHjxYZyvOVncTPnLkSLX/KTkXtW2b2r5fauKLL74gKyuLlStXBnvvAdXOdSJEuJA4UrvzViZxJKC5xBE4+Z4/fvx4yMPjmR4kGsL5xKz6+JuLhif36tqdtzK5VwfIvbr+hcu9OjIykhkzZjBjxgyOHj0a7NV31VVXsWPHjuB+Pp+PvLy8kL9NRRvW5O/1z3/+k/nz53PllVeyaNEiLr/88uBrFQuMLFu2rNpjo6Oja1yfxMREnnvuOZ577jkOHDjABx98wEMPPUROTs5pz7948WJKS0t5//33SU9PD27fvHlztfufuhAP1K4tKpOefKLeXHrppUAg8FT23nvvUVpaGny9MpPJxJAhQ4IZ7o0bNwKn/6bD4XAwevRoNm3aRJ8+fRg4cGCVn3O5oXft2pXWrVszd+5clFLB7aWlpbz33nvB1bfq0oMPPkinTp14+umnKS4uPu+6aZpW5RuNjz/+mMOHD4dsq823SBXDS0/9m27YsIHt27dX+zetjdjYWK6//nruuecejh8/zr59+87rfJXNmzcv5G+5f/9+vv7661qtWnUm9d02NVER2E/9u7/88sv1fm0h6oPEkdqROBKecaQ27VPxBc38+fNDtr/zzju1LG3VMjRWb+5wiI+ifsm9unbkXi336jOVobndq1NSUpg2bRpTpkxh586dVYa/v/322yG/z507F6BGz2h2u53333+fCRMmcPXVV7NkyZLgaxMmTCAvLw+/31/tZ6pr167nVJ927dpx7733MmbMmOB9qzrVPZcppXj11Ver3b+4uDhkMUUItIWu64wYMaJWZZSefKLejBkzhrFjx/LHP/6RoqIihg0bFlxpq3///txyyy0A/Pe//+WLL75g/PjxtGvXDpfLFVxt5rLLLgMCmfb09HSWLFnCpZdeSnx8PImJiWRkZPD8889z8cUXM3z4cO6++24yMjIoLi5m9+7dfPjhh+e0oqiu6zzzzDPcfPPNTJgwgV/+8pe43W6effZZCgoKePrpp+uuoU6wWCw89dRT3HDDDTz//PP86U9/Oq+6TZgwgdmzZ9OtWzf69OnDd999x7PPPlvlm5mOHTsSERHB22+/Tffu3YmKiiItLY20tLQq5+zatSt33XUX//73v9F1nSuvvDK46lLbtm353e9+V+t6X3XVVfTq1YuBAweSlJTE/v37ee6550hPT6dz5861Pt/p5OTkcO2113LnnXdSWFjI448/jt1uD65sdb7qo21qa+jQocTFxfGrX/2Kxx9/HIvFwttvv833339f79cWoj5IHKkdiSPhGUd69eoFwCuvvEJ0dDR2u5327dtX+9B+xRVXMGzYMH7/+99TVFTEBRdcwNq1a3nzzTcBQuYMq43evXuzcuVKPvzwQ1JTU4mOjj7nB5zaCof4KOqX3KtrR+7Vcq8+neZyrx4yZAgTJkygT58+xMXFsX37dt56660qSXOr1co//vEPSkpKGDRoUHB13SuvvLLKqtanY7FYmDdvHnfccQfXX389b775JlOmTGHy5Mm8/fbbjBs3jt/85jcMHjwYi8XCoUOHWLFiBddccw3XXnvtWc9fWFjI6NGjuemmm+jWrRvR0dFs2LCBZcuWMWnSpNMeN2bMGKxWK1OmTOHBBx/E5XLx0ksvVRn+XyEhIYG7776bAwcO0KVLF/73v//x6quvcvfdd9OuXbsatUVQrZbpEOKEilV6NmzYcMb9ysvL1R//+EeVnp6uLBaLSk1NVXfffXfIalJr165V1157rUpPT1c2m00lJCSokSNHqg8++CDkXJ9//rnq37+/stlsCghZYSczM1P94he/UK1bt1YWi0UlJSWpoUOHqieffDK4T+VVeE516kpbFRYvXqyGDBmi7Ha7ioyMVJdeeqlas2ZNyD4VKyYdO3bsLK129nIopdSQIUNUXFycKigoqHHdqltpKz8/X91+++0qOTlZORwOdfHFF6tVq1apkSNHqpEjR4Zcc968eapbt27KYrGErAhV3Qqsfr9f/e1vf1NdunRRFotFJSYmqp///Ofq4MGDIfuNHDlS9ezZs0r9Tl156B//+IcaOnSoSkxMVFarVbVr107dfvvtat++fcF9TtfGFe/DzMzM4LbTrb701ltvqfvuu08lJSUpm82mhg8frr799tsq5TvV6d7r1b1nzrdtKv6Ozz77bLXXOvU9U13Zvv76a3XRRRcph8OhkpKS1B133KE2btxY5f0hq+uKxiZx5CSJI807jigVWCW9ffv2ymQyhbRzdavxHT9+XN12220qNjZWORwONWbMGPXNN99UWYWwNnXavHmzGjZsmHI4HAqo8vc7E0Ddc889VbbXR3wU4Ufu1SfJvVru1ZXJvfr0HnroITVw4EAVFxenbDab6tChg/rd736ncnNzg/tMnTpVRUZGqi1btqhRo0apiIgIFR8fr+6++25VUlIScr4zra5bwTAMdd999yld19Wrr76qlFLK6/Wqv//976pv377KbrerqKgo1a1bN/XLX/5S7dq1q0Z1cblc6le/+pXq06ePcjqdKiIiQnXt2lU9/vjjqrS0NKQ+p75HPvzww+C1W7durf7whz+opUuXVmn3is/QypUr1cCBA5XNZlOpqanqkUceUV6vt0blrExTqlJfViGEaGZWrlzJ6NGjeffdd7n++usbuzhCCCGamHCII3PnzuXmm29mzZo1DB06tFHKIIQQ4Uzu1U3LtGnTWLhwISUlJY1dlGZHhusKIYQQQggRJubNm8fhw4fp3bs3uq7zzTff8OyzzzJixAh5aBRCiDAh92oRriTJJ4QQQgghRJiIjo7mnXfe4cknn6S0tJTU1FSmTZvGk08+WafX8fl8Z3xd1/VznldKCCGau5Z4r1ZK4ff7z7iPyWQ6r1V+G5JhGBiGccZ9zOamlzKT4bpCCCGEEEK0MGd7CJs6dSqzZ89umMIIIYSoVjjdq2fPns1tt912xn1WrFhRo5Vxw8H06dOZMWPGGffJzMwkIyOjYQpURyTJJ4QQQgghRAvz7bffnvH1ihVNhRBCNJ5wulfn5eWRmZl5xn26du1KdHR0g5TnfGVlZZGVlXXGffr06YPVam2gEtUNSfIJIYQQQgghhBBCCNHEyUQbQgghhBBCCCGEEEI0cU1vFsEmzjAMsrKyiI6ObjITUgohRLhSSlFcXExaWppMEH+CxBkhhKhbEmtCSZwRQoi6VZdxRpJ8DSwrK4u2bds2djGEEKJZOXjwIG3atGnsYoQFiTNCCFE/JNYESJwRQoj6URdxRpJ8DaxiEsqDBw/idDobuTRC1ExpaSlpaWlA4D92kZGRjVwiIQKKiopo27Ztk5ngtyFInBFNlcQaEa4k1oSSOCOaKokzIlzVZZyRJF8Dq+jS7nQ6JSiKJsNkMgX/7XQ6JSCKsCPDhU6SOCOaKok1ItxJrAmQOCOaKokzItzVRZyRJJ8QokYcDkdjF0EIIUQzJ7FGCCFEfZI4I5o7SfIJIc4qMjKS0tLSxi6GEEKIZkxijRBCiPokcUa0BLI8lBBCCCGEEEIIIYQQTZwk+YQQQgghhBBCCCGEaOIkySeEOCuXy8X48eMZP348LpersYsjhBCiGZJYI4QQoj5JnBEtgczJJ+qUYRgA6Lrkj5sTv9/P//73v+C/hRCiMblcLsrKyoiMjMRmszV2cUQdkVgjhBCiPkmcES2BJPlEnXC73XzyySds2rQJk8lEXFwcCQkJ9OnTh27duknSTwghxHlzu9289tpr5ObmBrdFR0fTpk0b0tPTycjIIDk5GU3TGrGUQgghhBBCNA5J8ok6kZmZyaZNm4DAtyK5ubnk5uayc+dOEhISGDJkCB07diQuLk4evoQQQpyT8vLykAQfQHFxMdu3b2f79u1AYOW8bt260aVLF9q3b4/FYmmMogohhBBCCNHgJMkn6kSXLl0YOnQoX3/9dXBbTq5OXKxBXl5esFu00+mkV69eXHTRRURFRTVWcYUQQjRBsbGxDB48mPXr16MM2LfZR2mBwpmk4UzSiU7UKC0t5bvvvuO7777DbDbToUMHevToQefOnXE4HI1dBSGEEEIIIeqNJPlEndB1nTFjxtCrVy/mzZtHcXExifEG2UdNeLwacTF+nNGKoqIivv76a9atW0e/fv3o3bs3bdu2leG8QgghamTMmDGUlZWxbds22g8wc3Svn32b/BzebqDp4EzSiG+tE5eqQ6SPn376iZ9++glN02jbti09evSgV69eREZGNnZVhBBCCCGEqFOS5BN1KjU1lTvvvJMlS5awZ88eWqf68Xhg734zW7abiI81aNfahzPaH+xpERERQa9evbj44otxOp2NXQUhhBBhzGw2M2nSJGJjY1m9ejUpHUw4E3X2fuej6Jii8Kii8KifTPw4YjTiW2vEt9GJjNU5cOAABw4c4LPPPqNTp07069ePLl26yBdNQgghhBCiWZAkn6hz0dHR3HzzzezatYtPPvmE48eP062zj+Qkg117zWzcaiXWadAq2U9CnAGUs2HDBjZu3EifPn0YOHAgqampMnefEEKIammaxqWXXkqHDh1YtGgRUEzP0RZy9vk58L0frzuwX1mhoqxQcehHA6sD4lvrJKXrRMXDzp072blzJ7GxsQwZMoR+/fpht9sbtV5CCCGEEEKcD00ppRq7EC1JUVERMTExFBYWtohea36/n7Vr17Jy5Ur8fj+GAQezTOw/ZMYwNDQUsTEG6W18xMacfCvGx8fTp08fhgwZIg9dQojTamn31JpoaW3icrn44osv2LBhAwB+r+LgD36O7DZQRvXHOGI0ktJ1kjJ0LPbAF0pWq5WBAwfKnLFCiCpa2n31bKQ9zuzo0aMsW7aMw4cP0759e3r16kW3bt1kISghxGnV5X1VknwNrKUGxePHj7Ns2TJ27doFQLlLY+duMwVFpuA+zmiDNqk+EuIMTCc2R0REMGjQIAYNGiQPXUKIKlrqPfVMWmqbHDp0iKVLl5KVlQWAq0RxYIufvEOnyfQBugmSMnRaddRxxAaG7Oq6zgUXXMCIESMk7gghgJZ7Xz0daY8z+/TTT1m7dm3INovFQufOnenWrRvdu3fHbJYBdUKIkyTJ14S15KColGLnzp0sXbqUoqIiAI4e09mzz4LHe3JorklXJCYYpLf24XAE3p66rtOtWzcGDBhAhw4dZCivEAJo2ffU02nJbaKUYvPmzXzxxReUlJQAUHTMYP8WPyV51f93R9MgMk4jMg6SMkxEJwSSfRaLhT59+jBy5Eiio6MbrA5CiPDTku+r1ZH2OLP8/Hz+9a9/BX93lYG90uLuERERwRFLcXFxjVBCIUS4kSRfEyZBEdxuN59//jnffvstAH5/YGGOw0dMQOXknSIpwaBNmo+Y6JNv0zZt2jBs2DC6du0qyb4G4nK5uOWWWwB46623ZAi1CBtyT61K2gQ8Hg9ff/01a9aswefzAXA8y2D/Zh+ukpP7OWI0ug03Y3MEYolhKMqLFCYL2CMDyT6r1cqwYcMYPHiw3PvqmcQaEa7kvhpK2uPsduzYwYIFC1BKkZOlkX1QIy5RkZymsEcE9tE0jR49ejBs2DBSU1Mbt8AthMQZEa4kydeESVA8KSsri6VLl3Lo0CEACgo1du6xUO6qusphpMMgLcVPq2R/cChvQkICw4YNo0+fPphMpirHiLpTWloaHLZWUlJCZGRkI5dIiAC5p1YlbXJSUVERK1euZPPmzSilMPyKI7sMDm334/dCahedjH7VD5ny+xR+L1gjAglAm83GpZdeyoABAyTm1BOJNSJcyX01lLRHzWzbto1FixZhGAb5ubDjex2/D+ISIS3dIC7x5L7du3fn4osvJi0trfEK3AJInBHhSpJ8TZgExVBKKb799ls+++wzvF4vfgMy95s5lH1qr74Aq1XRJtVHWoqfiqksnE4nF110Ef3798dmszVsBVoICYgiXMk9tSppk6ry8vJYtmwZu3fvBsDrUhza7id3v0HvyyzYozRKfRrbiuxEmg0yHF6izIG5/JQKJPvM1kBMSkhI4Oqrr6Zdu3aNVp/mSmKNCFdyXw0l7VFzu3bt4t1338Xr9VJaAj9u1HGXB+KJI0rRpoMiOfXk43jv3r0ZNWoU8fHxjVXkZk3ijAhXkuRrwiQoVq+goIAPP/yQvXv3ApBfoLNjtwW3p/rhuCZdkdbKT5s0HzZrYJvNZqN///4MGzZMJkuvYxIQRbiSe2pV0ibVU0qxe/duPvnkE/Ly8gAoK1Qc2u6jXS8z9igNn4KthXYOlFtIsvrpGOkmxe4/cTwYfoXJHIhL3bp1Y/To0SQnJzdanZobiTUiXMl9NZS0R+1kZ2czb948iouL8XoCPfoKj2soZZBftB/0ItpmRNF3QDt0XUfTNC688EJGjBghw0nrmMQZEa4kydeESVA8PaUUGzdu5JNPPsHr9eL1wc7dFnKPn35YlK4pUpL9tE31BxfpsFgsDB48mGHDhhEREdFQxW/WJCCKcCX31KqkTc7M7/ezadMmVq5cSWlpKQB5h/1YrBrOpMB0EQfLLGwpsuNTGk6zn27RblLtgbn9Av9t0tA0MJlMXHTRRYwYMQKLxdJYVWo2JNaIcCX31VDSHrVXVFTE/PnzycrKQin48ovtbNiwlFJXUXAfmzWCfn2HMPbKEei6jsPh4LLLLqNfv34yD3kdkTgjwpUk+ZowCYpnl5eXx/vvv09WVhYAWUdM7N5nxjDOFNwU8bEG6W1PLtJhtVoZMGAAF154ITExMQ1Q8uZLAqIIV3JPrUrapGbKy8tZvnw5GzduDM7XV5SriEnW0TQo9Wl8W+CgwBv4oqlKss9QaHogLiUmJnLVVVfJEN7zJLFGhCu5r4aS9jg3Xq+Xjz76iHfeeYd3FyxgfBczw9rq/PdbL/sLTz6SO2wOLh87gX4DegDQtm1brr76ahITE093alFDEmdEuJIkXxMmQbFm/H4/K1asYM2aNQCUlmls/8lCSVnVRTlCKRLiDNq38xEVGXhra5pG//79GT16tAzjPUcSEEW4kntqVdImtXPkyBGWLVvG/v37AXCXKTQtsOCGoWBHsY1dpVYq5olNsProGe0iznpizr5Kyb7u3bszbtw4iTXnSGKNCFdyXw0l7XHufD4f6W1bM8B5nKl9zdzwrosJXcw8MtxKr2QT23L8PPmVh//t8jHy4hsYPqoHJnOg5/jQoUMZMWIEZnP1C0aJs5M4I8KVJPmaMAmKtbN3714WLVpESUkJhgG7M81kHa1+UY5QgZ59bdL8xMcGHsQsFgtDhgxh6NChMoy3liQginAl99SqpE1qTynFjh07WLp0KcXFxQC4ywxsjsAXS7luExsLIyj3V3zRpGgT4aV7lBuHWZ04B4HkoNXKpZdeyqBBg2R4VS1JrBHhSu6roaQ9zt3KlSsZPXo0q2+L4OeLXPRONrF4cgR6pXhhKMU188pZe8zBnb/6LX6vTmR04LVWrVpx9dVXk5qa2kg1aNokzohwVZf31bN1ixKiUXXo0IG7776bLl26oOvQpaOPnl29mM1ny01rHC8wseVHK5u2Wikq1vB6vaxevZp//etfrF69Go/H0yB1aA4cDgclJSWUlJTgcDgauzhCCFGnNE2je/fu/PrXv+bCCy9E0zRsDh3DCAzjTbT5GZ1YQmu7t+IIDpVbWXEskr0lFowTCT6lFB6Ph6VLl/L2229TWFjYqPVqaiTWCCGau+zsbACK3LCvQPHIcGtIgg9A1zQeGW4lr6CI7Oz9REaDzwd+X6D3+WuvvcZXX32F3+9vjCo0aRJnREsgST4R9hwOB5MnT2bMmDHouk5SgsHAvm4i7EaNji8s1tm41crW7RZKSjVcLhfLly/n3//+N+vXr8fn89VzDZo+TdOIjIwkMjJSeqYIIZotu93O2LFjueuuu2jfvj26rqGbNPxehUWHgXHl9Ispx4RCQzEsoYwOUV58Csp8WvD+qJRiz549/Pe//2XTpk3IoImakVgjhGjuKnrgbcgKJOh6JVe/wGDF9pKSEgDMZjCZA4k+wzBYsWIFr7/+OsePH2+AUjcfEmdESyBJPtEkaJrG0KFDuf3224mPj8dugwG9PSTEnfkbLKtV0THDS5tUPx6vxndbLGzfZaHcpVFSUsLSpUv597//zZYtW+QhTAghBBAYDnXLLbdwzTXXYLVaMVk0DEOhFKQ7vIxILCXJ5iP2xLx8Vh0cZoVfgdcg+ODgcrn44IMPeO2118jLy2vMKgkhhAgDw4cPJ6NdG5btCTzDbMup/lmmYnvlOV5dSsN0Yjo+wwj0CpQvk4QQp5Ikn2hS0tLS+MUvfkFaWhoWC/Tu7qVd69P3xOve2UvbND+d2vu4oI+HYYM8WMyK9Zss/LTHjNsdGP++aNEiXn/99eDE6yKU2+1m2rRpTJs2Dbfb3djFEUKIeqdpGv369eOee+6hQ4cO6LqGpoFhKJwWg0Gx5RxxhfbAMGlg0cFf6VlLKUVWVhYvvfQSa9askQexM5BYI4Ro7kwmE//45/OsPegnygp/WeXGOCUuGErx1GoP8bFOoiLSqXi50NDZ7QtMEaHrgblgvV4vH3zwAfPnz6esrKwRatS0SJwRLYEsvNHAZKLauuHz+Vi+fDnffPMNhgEbNlspd1XNWQ/q5ybSUfUtXlyisWuvhZIyjTapftLb+DCdeFbr2bMnl19+ufx9KpFJakW4kntqVdImdU8pxZYtW1i6dClutxulVLC3XrFXI9oSiDMl8W7MHh17iQUIJPtMp4wG6tChA9dee62swFsNiTUiXMl9NZS0x/l7//33+dUv7+JYbh7jO5t4dLgtuLruX9d4+egnLz/72Q306NGD8jKw2QOJvTxDZ5vXTi+LmwQ90NuvYuGnmJgYrr/+etq0adPItQtfEmdEuJKFN0SLZzabGTt2LJ07dw4uyAFVk3nf/2Alv/Dk29wN+IHoKMWAPh769vCQe1xn3UYbWUdMKAU//PAD//nPf/jyyy/lGx4hhBBomkbfvn2555576Nq1a8g8PtEWhcsf+D3quI2SJDdHuhbiNxmYtMDDV8XXqUop9u7dy3//+1927tzZGFURQggRBiZNmkT2kaPMmDGDDfkxDJ1ZhvPpYobOLGObqxXvvruQP/3pTzgcDiIcoIzAfHwJusFASznfeuxs8doqLfwEhYWFzJo1i3Xr1kmvcSFaMOnJ18Dkm6+6lZeXx8svv4zX62Xrdgt5+VUnr9VQdEj30bZ14Nuuyst16IDPDwcOmck6YsJuV3Ru7yXGGfhYOBwOhg8fzqBBgzCZqp8YtyWQb71EuJJ7alXSJvVLKcW6dev49NNPUUoFe/V5jcBQXYCC1DJyOhWTsstJzJEIgMDwqlN69fXs2ZPx48cTERHRwLUITxJrRLiS+2ooaY+65ff7WbVqFdnZ2aSmpjJ8+PDgc0dxcTHvv/8++/btC+zrCyzA4VWw1hOBS+kMtpYTq4cuSNixY0cmTZokK8ieQuKMCFd1eV+VJF8Dk6BY9z777DO+/vprCgo1Nv9gO+1+ifF+OmV4sdsDvxeho4CYE2k/nx+yjpjYd9BEYpwio50PR0Tg45GcnMxVV13VYru/S0AU4UruqVVJmzSMAwcOsGDBAkpLS1GGQtO1QI8KAr0qShLcHOqbT0SBhdQfY7C6zCHHVwyvioyM5JprrqFz586NU5EwIrFGhCu5r4aS9mhYSinWrFnDihUrMAwDvx9MpkAc2ey1scdvpa/FTWez58T+gfgSHR3NlClTgiv6CokzInzJcF0hKhkyZAi6rhMbo2idevpFOHKPm1i/ycaefWZ8fnBiYEOxDzMF6JhN0K61n/69vBQW62zYbGXnbjNeL+Tk5PD666+zZMkSmdRWCCEE7dq146677qJ169ZouoY60VNP0wK99qLybKRvSMAd7WPP0Fzy2pUGj1XB4VWK0tJS5s6dy7Jly/D7z7xivBBCiJZH0zQuvvhi7rjjDmJjYzGZAqvrahr0t7rpY3Gz2WtjjTsCT6Xhu8XFxbz++uts2rSpsasghGhAkuQTTZ7T6eSSSy4BoFOGj/jY0z8kGUrjYJaZjVuslJRq2FFk4KMMjW81Oy40oqMUF/RxE+M0yM4xs36TjeycQJf5zZs385///IfvvvtO5roQQogWzul0MnXqVHr37k2lafrQtcCiGxHFFjLWJWBx6xztVsS+gXl47L7gA1jluf3WrVvH7NmzKSgoaPiKCCGECHupqanceeeddOzYEb3SU3wXs4eLrOUcMcx85o7iuKEHY5Lf7+eDDz5gyZIleDyexim4EKJBSZJPNAtDhw6lf//+aBp06+TFbD5zAq6sXGfjViteb+D3NPy0VV4+0SLJR8dqhb49vERHGXh9Gjt3W9i4NZAYLC8v56OPPmLmzJlkZ2c3QO2EEEKEK4vFwrXXXsuoUaOC25RSmE4k+qwuMxnrE4kosFAW72Hv0FwK0sqCD2CVF+U4dOgQr7zyCnv27Gn4igghhAh7DoeDm266iaFDhwa3KQVtTD5GWsvwKvjCHckunyXk9c2bNzNr1izy8/Mbo9hCiAYkST7RLGiaxrhx40hMTMRqhQ7ppx+2C4H5+S7o48FyMv6RqVko1XQ+1SI5jDmYMNS1wBNYUbHOd99b2Z1pxu+HQ4cO8eqrr/Lxxx/jcrnqs3qNzuFwkJOTQ05OjkzgK4QQp9A0jZEjRzJp0iRMJhOapmEYJxN9Zq9O+rcJRB2zYZgVWb0KOdgnH7/ZqNKrr7y8nDlz5gTnXmpJJNYIIcTZ6brOmDFjuO6667BYLME4kmjyc4mtjAhNsckbwTeeCPyVhu8eOXKE1157jQMHDjR2FRqNxBnREsjCGw1MJqqtXwcOHGDWrFkAbN5moaCo6oq4MU6D/r0C3dXdwHbNxi6seCsNm7Ipg/GqFDsKj9dg1ZrD5OaVYrVFExvXHptNo2O6l5SkwAOY0+nkmmuuoUOHDvVfSSFEkNxTq5I2aVz79u3jnXfewe12Y/gVuknDr8CkgdIUh3sVUJQa+GLI7NJpvTWWyPzqF41KT09n4sSJxMbGNmANhBCnkvtqKGmP8HHkyBHmzp1LcXFxcL7XcqXxldtBoTIRq/kZZi0jUlfB13VdZ/z48QwYMKCxiy+EOEFW123CJCjWv48++ojvvvuOsnKNDZutKKWFvO6IMBjUz4OmwVrNTqZmrfY8acpL/A/fsfLTZRwvKApuj4yIIaPLVSSl9CLW6adLx5Or8A4cOJDLLrsMm+30q/wKIeqO3FOrkjZpfEePHmXOnDmUlJRUSfQBZHcrJL/diUWcFCTtiSJxbxQaWsiiHJqmERERwcSJE+nSpUvjVUiIFk7uq6GkPcJLUVERc+bM4dixY8EY4lGwyuMgzzBjw2CItZxWptB5y/v378/48eMxmap2ihBCNCxZXVeIMxgzZgyRkZE4IhSpyVUX4Sgr1zlwOBDM+io3ltPkuXdu3877CxYwNLmMtbc7KH44mrW3OxjdtpQfv5/DsaPbKCgy8e33Vg5nB8737bff8uKLL3Lo0KH6q2AjcLvd3HPPPdxzzz243e7GLo4QQoS1lJQUbr/9duLj49FNJ4fuGifCTeqOGBL2RgZ+0eBYpxIOXHAcn8UfMnxXKUV5eTnz5s3jiy++aPbDdyXWCCFE7TmdTm677bbAau8nYohVg5HWMpJ0H250Vnkc7PSe7NigFGzatIk33niDkpKSRix9w5I4I1oC6cnXwOSbr4axbt06li1bhtcL6zfZ8PpCe/PpumJgXw+OCMVuLKzXI0JeV4bBweee5LLkEpZMjkCvNJTXUIpr3iln5eFILhj6RzQtkCuPdfrp2tFHRITCZDJx2WWXMWTIkJDVE5uq0tJSoqKiACgpKSEyMrKRSyREgNxTq5I2CR+lpaXMmTOHI0eOYBgKXdcwVGD1XYBj7Ys51qkETvxudum03RxHRJE12Bujsk6dOnHddddht9sbtiINRGKNCFdyXw0l7RGe3G438+fPJzMzMxhDfApWexzkGGYA0k1uBlrcgSkkTuwTGxvLlClTSE5ObuQa1D+JMyJcSU8+Ic5i0KBBpKSkYLFAxwxvldcNQ2PnnsCqG53wkqxCF+oo378XV0EBjw63hiT4AHRN45GLrZSUFmIz7cZiCeTJC4pMfLvFyrE8Hb/fzyeffMLbb7/d7BflEEIIUb3IyEimTp1Ku3bt0HUNZSj0Sj36kjKjSfkpGk787rMb7BucR37rsioJPmUodu/ezWuvvUZubm7DVkQIIUTYs9lsTJkyhU6dOgV79Jk1uPhEj75YzU9fi4cSpeOqtCBHQUEBM2fOJDMzs7GrIISoA5LkE82SrutMmDABgJQkI5iIq6ywSCf7aGCYbWflCXnNVxyYg69XcvVzVFRsj44s5MIBblq38gEKv1/jh50WftoTWIF3z549zJ49W5arF0KIFsput/Pzn/+cjh07olWT6EvYH0XKTmcw0ad0yO5RSHa3QtSJ1d2VInhsXl4er7/+Onv37m2kGgkhhAhXFouFG2+88WSizwgk+oZby8gwezCsJmJ0A7sG5YYWTPS53W7mzJnDpk2bGrsKQojzJEk+0Wy1adMmODdFcmLVufkAjuQEknUp+AMR7gRzdKCL7Lac6o+r2G5EOTGZoHMHH/16eoh0GIBG1lEzm7Za8XgCE7C/+uqr8kAmhBAtlMViYfLkyXTt2jWQrFOBRF9F2Ek4EBmS6EOD/HZlHBhwHL/ZQDuRFKxI9LlcLubMmcPGjRsbrU5CCCHCk9ls5sYbb6RDhw5oOhgnEn0ZJi8O78nRSxG6wqW0YM9xwzD44IMP+OSTT5AZvYRouiTJJ5q1Pn36ANAm1Y+uVw1WRSUaPj/YUbTiZEIvIr0D9thYnlzlwTglyBlK8ZfVHuxxsWzL6MEGzY4XiI1RDOrnoWdXD1EOg5Iyne+22Cgq0SgvL2fOnDls2LChXusrhBAiPJnNZn72s5/Rs2fPwKIahgr2oFCqmkQfUJrgIXNwHh67L9j7L5AkDKy+++GHH7J8+XJ5GBNCCBHCbDYzefLkE9NFBBJ9Vg3cCvyVQoZdU3hOCSHffPMN8+fPx+utOuWRECL8SZJPNGv9+vXD6XQSYVe0a+2r8rpSWrA3X091coUlTdeJu2IiH//k4+p3yll70EexW7H2YOD3j3/yETd2IprJxC7Nyv+0KPZhRgFJCQYD+3nolOHF64PNW60cydFRSvG///2P5cuXN/sVEoUQQlRlMpmYNGkS3bt3R9MDq+5WnnsvkOiLDkn0eaJ8ZA7Jo9zpOZnoq3TM6tWrWbx4MX5/9T3PhRBCtEwWi4UpU6aQmpoaTPTZTizGUZlVA6/fIDMzk61bt5KZmcn27dt58803KSsra5zCCyHOmbmxCyBEfbJarVx++eUsXLiQ9DZ+yst1juaGzrN38LCZtBQ/Kbofp/JTpJ2Yb69HH5g8jeXLFvPxzILg/va4WFInTwy8fkKppvO15mCb8tNbuUnHR5s0P0mJfjIPmNmx20y5y6B9Ox+rV69m3759XHfddcTGxjZEMwghhAgTuq5z3XXXMW/ePPbs2YPfpzCZteAqhwkHolAa5HQpDq6667cZ7Bt4nLbfxxKVZw9ZeVcp2LJlCyUlJdxwww3YbLbGq5wQQoiwYrfbufnmm5k1axZ5eXmBRJ8e6NFnOxFHtu3exhcffcrxgqLgcfGxTi67/ApcLhc///nPiYmJaaQaCCFqS1MyxqNByZLzDU8pxQcffMDmzZtRCn78ycKxvNBE34DebpzRiq+0CA5pltDjDYPy/XvxFRdhjnYSkd4BTT9zJ9hU5WWQchF1ojtGYZHGT3stREUqOrf3YjYHVl284YYbaNeuXd1WuB4YhsGBAwcATnT7l07AIjzIPbUqaZOmweVyMXPmTI4dO4bXrbDYNAwF+omHrtz2JeR0OpnoA8CAtB9iiM12BOfz0zQwDIWua6SlpXHzzTfjcDgavD51QWKNCFdyXw0l7dH0FBYW8vrrr1NcXIxhgK6DV8Gu7T/y7rsLGN/ZzKPDrfRKNrEtx89fVnn4+CcfP7vhBi688EJuueUWEhMTG7sa503ijAhXdXlflXe1aPY0TePqq6/mggsuQNOge2cv8bGhw5rKXYGnqFRVdUivpus42nfC2WcAjvadzprgA8jWLHykRbFRs+EFYpyKC/p4iLAbfLfFSnGJRmlpKbNnz+aTTz7B56t63XCi6zoZGRlkZGRIMBRCiDpQ0bsiMjISi03DUx666m5iZhSJe6NCD9Ihq1chx9uWomkEF+TQdQ3Dr8jKymLmzJkUFhY2fIXqgMQaIYSoHzExMdx8883YbLbg0F2TMvjs02WM72xmyeQILmxjJsqqcWGbwO/ju5j5/NNlFBQUMGvWLI4cOdLY1ThvEmdESyDvbNEiaJrGuHHj6NmzJ7oOvbqFJvpyTgzh7YSXGFWzeY0sStFNuRlolNNVuUlVXkyVOsYamsYOzcbHWhQHMaPrkNHWT9+eHg5mmTh6LLDC4jfffMPMmTM5fvx43VZaCCFEWIuJiWHKlClYLBasERqu0kCiz3di2tbkPdEkZEaGHqTBkW5F5GaUAAQTg7opkOjLy8tj1qxZElOEEEKESElJYfLkyZhMJnQd9u/fT35BEY8Ot6JXnuwV0DWNRy62crygiH379lNWVsbs2bM5ePBgI5VeCFFTkuQTLYau61x77bV07949mOiLdQYSenn5Jo7l6WjAQOUKSdZVJ0n5uEYVM0C56YKXC5Sb0aqcq1UJvZQbuzq5sEaZprNKi+ArLYISNOw26NHFh65r/PiTGa8XsrOzefnll1m/fn1YLsrh8Xj4wx/+wB/+8Ac8Hk9jF0cIIZqN1q1bc+211wJgj9RwlSjMOrj9gQeulF1O4g6cMvxWg5zOxeR0LAYCiT7/iUSf36coLCxk1qxZ5ObmNmhdzpfEGiGEqF8ZGRlcc801AJSUBL4s6pVsqnbfiu2lpSUoBW63m7feeos9e/Y0TGHrgcQZ0RJIkk+0KCaTieuuu44ePXqg69C9ixeLOZDQyzxgxu+HFPxcpkqxqeqTbbHKz0hVhhUwol14Oh3Dl1aIYfMSgaKPcjNRlTDYKCey4hyaxiHNwsdaFFuxYhBYhbdDuo+f9looKNTweDwsXbqUmTNnhl13eK/Xy9///nf+/ve/4/V6G7s4QgjRrHTv3p3LL78cAGsEeMoVNpOi1HdiKokdMcRkRYQepEFuxxKOdgpMlG7SwG+AyRxI9JWUlDBr1iyOHj3aoHU5HxJrhBCi/vXu3ZvRo0cTFRWYEmJbTvWjmCq2R0VFoWmBhZ68Xi/z5s1j586dDVbeuiRxRrQEkuQTLY7JZGLixIkkJiZis0K3zl40FGXlOt//YMXrhQQMLlFl1Sb6hqhyrIA/oZTykXvw9jqKe/BBysf+hGvgQfzxpegEhv5edSLZV9Gzz69pbNXtfKJFUoSO3QY9u3opKdX5aa8Jnw8OHz7Mq6++yurVq/H7azZ0WAghRNN24YUX0rVrV3SThqaB36eINCuKvIH/qqX9EEPUsaor5+Z1KOVo5xOJPr1Sos+rKCsr480332xSiT4hhBD1b/jw4Vx99dXExzr5yyoPximjmAyleGq1h/iEaNLT04OruisFfr+fBQsWsH379kYqvRDiTCTJJ1oki8XC9ddfj8lkIiHOoH16YOGLohKdjVutuD0Qh8FlqoyIyok+pYgh8Lu3yzEwVwqIusLfphDXiEzKh+/Fl1wckuzrpdzBYcD5momlWiS7CKzk2ybNT6xTsWGzlWN5OoZhsHz5cl555RUOHz7cIG0ihBCi8WiaxrXXXktSUhIWe2AhDqXAaTE47tHRlEbrLbHYis1Vjs1rH5ro8xlgspxM9L311ltNbuiuEEKI+lOxMOGNU27m4598XPNOOWsP+ih2K9YeDPz+8S4fQx7sh7d1YLEnxclEn2EYLFy4UBJ9QoQhSfKJFislJYVJkyYB0K61n/i4QK+5clegR5/LDTEYXK5Kiao87JbAA5Yp6/RLWxsJZbiH7qd8+F78cWVYgD7KzThVSuKJFXz9msYGPYJVWgQGkJxo0LObl92ZZrbvsuD1Qk5ODjNnzmT16tWos8wTKIQQommz2WzceOONREREEBGtU1YYiD2xFoMCj47Jr9N2Uxwmj1bl2Lz2pcE5+swVPfosGj6vorS0lDfeeIOCgoKGrI4QQogwZjabefrpp/n5LbfwdY6DoTPLcD5dzNCZZazNcXDdzdfT+eIMii/IxtWugIrIc2qir6kO3RWiuWrWSb4NGzYwbtw44uLiiIyMZPDgwcydO7fGx69cuRJN0077880339Rj6UVD6NGjB4MGDQICw2bjYgKJvrJynU3bbJSVa0SiGKrK0U4k2Q5rgd53lv3xWHYkBb7WOg0joQzXiL24Bh7AsHuJxmCMKqO34UI/cb6DmoWVmgM34IxS9Onh5Xi+zvpNNnJyT/bqmzt3LqWlpfXXGEIIIRpdQkICN954I7quExmrU1pgoGtgNRmU+jSsLjNttsRBNdPG5nYoIbd9YCL1iqG75hM9+kpKSnjrrbcoLi5u4BoJIYQIV06nkz//+c/ce99vmTp1KpOuvY6pU6dyx//3W3p16kX0+tZgaJT0yaG8Q37wuMqJvnfffbdJL8YhRHNTdcxHM7Fy5UrGjh2L1Wpl8uTJxMTE8P7773PzzTezb98+HnnkkRqfa+TIkYwaNarK9jZt2tRhiUVjufzyyyksLOSnn36iV3cvW37QKCzWcbs1vv/ByqB+bhLNfrriYQc2DmAmGQud8WLdkYKeH4F70MHQobuVaeBvU0R5SgnWLalYDsbRGw9tlI91RHBcM3FEM7OMKC5TpUQ6FL27e9jyo5Uff7JwvMBP5w4+du/ezUsvvcTEiRPp1KlTwzaSEEKIBpOens7YsWNZunQpjhgdd5nC4dAo9Gr4lCLyuI3k3dHkdDklYadBTqdiNL9GwoHI4Kq7JktgMY7jx4/zxhtvMG3atOCE60IIIVq2Tp06MWLEiBPzgYOuB5J4XgWWQjvRm1MoHnCE0h7HUJrCsSceCJ2jb/78+fz85z+nXbt2jVwbIYSmmuEYQJ/PR7du3Th06BBr166lf//+ABQXF3PRRRexc+dOfvzxRzp37nzG86xcuZLRo0fz+OOPM3369DopW1FRETExMRQWFuJ0nn64p2hYPp+PBQsWsGvXLrw+2LTVSll5oKNrarKPrp18GMAKzcFRLZAbb688DFYuTIA/phz3kAMox9lXaTIdcmLbkobmMWMAmzQbO7GCpuFUfi5TZdhRlJVpbN1hodylE+kw6NHFS6RDoWka11xzDX379q2/BjlFaWlp8IGwpKSEyMjIBru2EGci99SqpE2aj0WLFrFlyxZ8HgVaoFderttEoi3Q6/xAv+OUJLurHqgg9ccY4g47ME78L0/XwO9VmCwaSUlJTJ06Nezu5RJrRLiS+2ooaY/mxzAM5syZQ2ZmJl4PWKwE4ocWGPpX1iWPsq55oCDyx0Qi9sZz4uXgohw2m41p06bRqlWrxq3MGUicEeGqLu+rzXK47hdffMGePXu46aabggk+gOjoaB577DF8Ph+zZs1qxBKKcGM2m/nZz35G27ZtsZihTw8PVmvgySg7x0ROro4ODK+0EEemZmW55sCFhqkwgoiVHdFzzh4o/G2KKLt0F760QnTgAuXmIuXCpBRFmokvNAelaDgcigF9PMQ6/ZSW6Xy3xcqRHB2lFIsXL2bZsmUNtvpuREQE27ZtY9u2bURERDTINYUQoqWbMGECrVu3xmzV8HkUyoBEm59ctwmA1ttisZaaqh6oQXaPQoqSXOhaYGSvOtGjz+dRHDt2jLfffhuXy9WwFToLiTVCCNE4dF3n+uuvJyYmBosV3K7Al0PeE18UOX5KwHo4GjQo7ZEbnKOv8qq7brebt99+m/z8/DNeqzFJnBEtQbNM8q1cuRIIDMM8VcW2L7/8ssbn27VrF//61794+umnmTdvnqxQ10xZLBYmT55MQkICdht06VDRK09j+y4LRcUaVmCEKsN6ItGXq5lZpkWSh47mMWNfm4Ge6zj7xWx+3IMO4u6dhdIU7fFypSolTvkp0Ex8okWSi+lEwtFLarIPw9DYsdvC/kOBB7p169axaNGiBlmQQ9d1evbsSc+ePdH1ZnnbEEKIsGOxWLjhhhuIjo7GHqlTXhyIPfFWP0VeHZNPp+3mOHRv1YU40OBwn3zKYj2YKz2oma2BxTiys7OZO3cuPp+vAWt0ZhJrhBCi8TgcDm644QZMJhM2O3jcYNOg1AjEmOjNKZiP20GDkj45uFNK0E5MC1GR6CspKWHOnDlhO4+4xBnREjTLd/auXbsAqh2OGxcXR2JiYnCfmpg7dy6/+c1vePjhh7npppto164dzz77bI2OdbvdFBUVhfyI8OVwOJg4cSIAcTEG2olVNZQKJPo8XkjACAypPZHoK9N0PtciOYAZTWnYvm0L7mp6VpxKA1/H47iG7sOwe3FiMEaVkqa8uDSdzzUHBzCj69C1k48uHb1oGmQesLBthwXDgB9++IGPP/5YVt4VogWTONO8OZ1ObrrpJsxmM44YnZLjgYU47CYDl1/DVmqhzZbYahfiUCY42O84bocPqw5lvsCDmskcWIzj4MGDvPfeexhGNQcLIcQJEmdajrS0NK688kogMGTX74dIXVFsaGiGjnNDGnqZGTQoHpCNz+nCpIGvItFnwPHjx5k7dy4ej6eRayNEy9Qsk3yFhYUAxMTEVPu60+kM7nMmSUlJPPvss2zfvp3S0lIOHz7MnDlziI+P58EHH+Tll18+6zn++te/EhMTE/xp27Zt7SojGlzr1q2x2WyYTBDjPPngU+7S2bzNitsNsRhcosqwnEiu+TWNtVoEhejoLgu279qccdXdyoykUsov2YU/qQQzMFKV088IDKFarUXwvWZDAWkpfvp092LSFbnHTezYbUEp+O6771iyZEm9PqR5PB6mT5/O9OnTJWALEWYkzjR/rVq1Co5EiIzTKSs0sOqB+ZL8CqLy7LTa6aw27vitioP98vGbDRxmRZFXR9NA08HwK3bs2MHnn3/ewDWqnsQaIcKTxJmWZcCAAfTu3RtNA+PEzEDRuqLE0NA9ZpzrW4NPA7OiaFAWhsWPWQOPCsQWZUBWVhYLFy4Muy+RJM6IlqBZLrxx+eWX89lnn7Fr165qVyHt2LEjhw4dwu2uZrLqGti2bRsXXHABcXFxZGVlnbGrr9vtDrlOUVERbdu2lYlqw9ySJUvYvHkzZeUa331vxW+cHApltxn07+XBZoOjmFihOTC0wOuxys/lqhQz4O6Vja9TXs0vaoB1SxqWfYEVq3IwsVqLwKXppCofF6syLEBRscbW7Va8Po3kRD/dOwd6+PXu3ZuJEyfWS9dzmaRWhCuZ/FviTEuhlGLJkiV8//33eF0KwwCbQ6PAqxNjNtA0ONK1kOPpZdUeH3XMRttNcWhoFHh0Yq0GPq/CbAnEryuvvJLBgwc3ZJWqkFgjwlVLjzUSZ1oej8fD66+/Tk5ODm4XgeG7ChQaNk3hTimheFAWaGA55sD5TWs0NDwKrNrJufouuOACxo8fj6ZVM61EI5A4I8KVLLxxFhU9+E7XW6+iAc9Vr169GDJkCEePHmX37t1n3Ndms+F0OkN+RPi7/PLLcTqdOCIUXTp6qdw9wuXW2bLdis8PKfi5QJ2cuLxAM7FRswNg3ZmMVmyt+UV18PTLwjV4P8rsJxk/V6hSEpSfbM3Mci0SFxrOaEX/XoGFQXJyTfz4kwVDwdatW1m8eHGDLcYhhAgPEmdaBk3TGDduHK1atcJiDwy39fsUsRaDPE9gioiUnU6icmzVHl+S5OZYxxIAoi0GxV4Ns0XD4wrEt6VLl7Jjx46GqYwQokmRONPyWK1WbrzxRmw2WyDB5wok7zwnepDbjkbh2JEAgDepjLLugTnrzafM0ffdd9+xdu3axqyKEC1Os0zyVczFV928e/n5+eTm5lY7X19tJCYmAlBWVv035qJpi4iIYNKkSWiaRkqSQUbb0InJS8t0tv9kASAdb8hre7AEFuLwmoj4qiP6sdp9Q+RPK6Z85B6MKBcOFGNUKd2Vm+ME5umrWHm3X08PNqviWJ6JH3cGhu5u3bo1LFdMFEIIcf6sViuTJ0/GbrfjiNHJzwoMg0q0+clxm9DQaLMlDnuhpdrjczuUUJwYmD/JpIHLD1a7hqskcJ6FCxdy8ODBBquPEEKI8BUfH8+1114LgNUOPm9g2G6+EUghOHafWHEXKO+YjzutCB2o6G5Q0Xnvs88+44cffmjg0gvRcjXLJN/IkSMB+PTTT6u8VrGtYp9z4fP52LhxI5qm0a5du3M+jwhv6enpjB8/HoCMtn5aJYUm+gqLAx8fK2CqNOpdaRorNQfHMKF5TdjXpmPKjq7VtVW0h/KRe/GlFaID/ZWb0aqMMnQ+0yIpQcMREUj02W0GucdNbN1uweeHzMxMZs6cSUlJyXnVXwghRPiJiYkJToqe0NZE7oHA41S8xU+ux4RuaLTbFIelvJoFoDTI6lWAx+7DYVaU+EwYCuxROmVFBn6/n/nz53P8+PGGrJIQQogw1bVrVy6++OLALycW1kg0GRz1B2JM9PcpmAqtgYU4+h7F53Rh1cClAhm+iin5Fi9ezOHDhxujCkK0OM0yyXfppZfSoUMH5s6dy+bNm4Pbi4uLeeKJJzCbzUybNi24PTc3lx07dpCbmxtynrVr11ZZtdTn8/GHP/yB/fv3M3bsWOLj4+uzKqKRXXDBBcHA1qWjj+iok5PH+nzgPdGJr6cKnd/RreksP7E6rmbo2Na3w3SolkPELQbuQQdx9zuMMhmk4udSVYof+PxEoi8iQtG/t4dIh8HxAhObtlpxe+DYsWO88cYbkugTQohmqE+fPvTt2xdNg+gEnaJjBmYdbJpBkVfH7DHRdmMcurfqHEh+q+JQ3wKUpki0+cl2mQFwOHVcxQalpaUsWLAAr9db5VghhBAtz+jRo2nbti1mM7jKA9sSdT+5fhOaX8e5oTWaRz+5EIfVh11TuAwNXQ88M/l8Pt555x2Ki4sbtzJCtADNMslnNpt57bXXMAyD4cOHc9ddd/HAAw/Qt29ffvjhB6ZPn06XLl2C+//nP/+he/fu/Oc//wk5z5QpU+jQoQM333wzDz74IHfddRe9evXiueeeo127dvz3v/9t6KqJRnDJJZfQrVs3dB16dvVgMVckfjV27wsMieqJhzQV+kBkaBprtAgysaApDdu3bTDvrWVSWANfRj6uYZkoq48EDMaowBDxz7RI8tGxWaF/Lw8xToPSMp1NW6243IHk9RtvvCHBVAghmqErrriChIQEbJEahgHuMkW0RVHi0yn3a9hLLbTZElvtiruuGC9HuhUBkGr3kX2i15/FruF1K44ePcqSJUuqfNEphBCi5dF1nYkTJ2K1WomIhNLiwJQPds1PiaFhKrcQvSkVFBgOH0UXZKM0hV1XeBSYzYGhviUlJcyfP1/mDxeinjXLJB8EvnFYvXo1F198MQsWLODFF18kISGBOXPm8Oijj9boHHfffTcZGRmsXLmS559/nrfffhubzcajjz7K5s2bSU9Pr+daiHCgaRoTJ04kISEBuw06pJ8ctnv0mInDR0xowDBVTpwKDVpK01ir2dmDBQ0N25Y08NX+Y2fEl1M+fC9GhAcnBt2Vh3JN53MtkhxMmM3Qt4eH5AQ/LrfO5m0nE31vvfUWpaWl59sMQgghwojdbueGG27AZDIRm6KTd9CPUpAW4WNvqRW/gqg8O8m7q58uIr9NGQWpZegaxFkN8j06JouG16VQhuKHH35gzZo1DVwrIYQQ4Sg+Pp7LL78cgIhIcLsgSocSpeNXYM2JJOKnQGcGX2I5ZV0DI+R0wFBgtoDfD4cPH2bZsmWNVQ0hWgRNyde0Daoul0YWDevgwYPMnDkzsFLUFislpYFknaYp+vTwEhdj4ELjc81BkRY6F1K8CqyUq6w+yq7cAee4irz1+1QsmQlsw8oWPbCKr0kphqpy2hJIPmYeMLP/kAm7LbAKr80GrVq1YurUqdjt9nO6rt/vZ+PGjQAMGDAAk6mauZ6EaARyT61K2qRlWbt2LZ9++inKgGP7/SS3N+EzYHuxjd4xgakkDvXJp6hV1QWZNJ9G+3UJ2EstHPeYiDL7sepQmGMQkxyIcZMnT6Zr164NUheJNSJcyX01lLRHy6SUYuHChfz444+4XWC1gqZDps9Ce7MXhaJoyGG8yWWgIGZNWyz5ERQYOrG6QUXWQdPg+uuvp2fPng1eB4kzIlzV5X212fbkE6KutW3blt69e6Np0L7dyd58Smls22GhuETDjmK0KsOujJBjnSfWmVLW8+uerrkDcyelcPI8fk1jtRbBdqxAoGztWp/o0feDFY8Hjhw5whtvvHHOPfpMJhODBg1i0KBBEgyFECKMXHjhhfTs2RNNh9hUneK8wPx87RxedpcEppRI+yEGW4m5yrHKrDjULx/DZBBv9XPEZUYpiEnWKTgSiGNLliyhqKioQeoisUYIIcKXpmlMmDCB2NhYbHYoOTEjUFuTlwM+Mxoa0ZtaoZebQYOSvkdRmiJWNzjsN6GdWLgD4IMPPmiURZ4kzoiWQJJ8QtTC6NGjAUiIM4iwn0zk+f0a3/9opaxcIxLFxaocvVIn2WOY8QF6iQ3L9uRzvr6vdSFKUyThp02lOQCVprFJt7NRswGBIcVt03yUu3S+//Fkou/NN9+UxTiEEKIZ0TSNq666ipSUFKz2wCTnXpcixmJg0RXH3CZ0v06bzdUvxOGJ9JPdPZDEaxvh42B5IBkYnahRVmhQXl7Ou+++K3MoCSGEICIigmuvvRZN04iOCczPZ9YgUvdTYOjoHjPRG1uBAf5oD670wsBxmiLXr6ObwO8Dj8fD/PnzcbvdZ7miEKK2JMknRC3ExcXRuXNnANJahT7w+HwaW7db8PkgGT/9Kq24W6rprNMiALD+lIzpYC1X2j3B37oIb+djAAxSLqJO6TG4AyvbTvTo65jhIznRT2lZoEef2wM5OTnMnj271r0yPB4Pzz77LM8++ywej+ecyi6EEKJ+2Gw2pkyZgt1uJzJOpyAnMCwq3eEj22WmzK9hKzOT9kNstQtxFKaVU5BajnZifr5ct47JrKEU+DyKQ4cOsXLlynqvh8QaIYQIf+3atWP48OEA2OyB1XMTdMVRvxmvAstxB46fEgAo65KHMhnE6wYH/BZcSsNkDszPl5OTw6JFixp0kSeJM6IlkCSfELU0YMAAAJIT/Jz6tFTu0vlxV2B4VFc8IQtx7Ncs7DiRgLNtbIN5X9w5Xd/b9Rh+ZzkRKC5RpTgqJ/o0jS26nR9PXKd1amBYcVn5ycU48vLymDlzJnl5eTW/ptfLgw8+yIMPPojX6z37AUIIIRpUTEwMV111FQBJ7Uwc2x+IP72cbnYWWzEUOHPsJGRGVnv8kW6F+Kx+os0Gxz1mPAZExuqU5AXi3OrVq9m+fXu91kFijRBCNA0jRoygTZs2mC3gPdGvobPZw3ZvYFRRxK54LLkRKJufss6BZ46eFjcbPSfmFDeBYcDOnTtZsWJFg5Vb4oxoCSTJJ0QtderUCZvNhs0WGLZ7quP5Jo4e09EI9Laj0rdTGzVbYKVdpWHb3BrLzqTaF8CkcA/djxHpJgrFJaoM0ynfgO3QrBhATLQiKjJQxnJXINFXVq5RWFhY60SfEEKI8NajRw8GDx4MQFyqTn62ga5Bj2gPO4oDD17Ju6OJOmarcqxhURztHJhgqX2kh+8LAw9isak6eYcCCcMPP/ywwebnE0IIEb5MJhPXXXcdNpuNiEgoLQFdg/ZmL/t8FjQ0ojamorlNlHfMx+d0YdMg3ezlJ1+gQ4T/xBTnq1atqvcvkYRoSSTJJ0Qtmc1m+vTpA0D3zl4iHVUTfXv2WTAMSMRPNKE97dZpdracmDvPuj0F84HYWpdB2X24hu1D2Xw4MWhL6DdRLk3nIIF5lbp08FLR49Dl1tm0zUpxiUZZWRnvvPMOLlfVFReFEEI0TWPGjKF169ZYbIEhUaX5BjaTIs3uZX9p4MGr9ZZYbMVVF+IoTCunPNqLRYd4i8GekkCvcGeSTklBYH6+9957D8OoGveEEEK0LLGxsUyYMAGACAd43BCtGxgoCg0dk9tM1NZk0KC4/xGUpmht8lFm6JQYGhYrFAem7GPJkiXS+UCIOiJJPiHOwZgxY2jXrh1mM/Tp4cFqCe1J5/FqFBQFPl6t8YUerGls02z8cGJIrXVTa0xZtV8mWzm8eDsEgmEnVbW7+UbNjgdwRivapJ4cNuz1amzdbsXthtzcXN58802Zk0IIIZoJs9nM9ddfj8ViwZmkk3fYwOtWxFoDD165bhMmv07bTXGYXaf8N1CDnM6BnnoZkR72lFoo9OpYbBqeUoXfqzhw4ACrVq1qhJoJIYQIN7169aJjx47oOrjKAgOYOph9ZPosGAps2dFYs6PwOz2U9gjMK97b4uYnX+A5KDIaSorA7Xbz/vvvyyJPQtQBSfIJcQ4sFguTJ08mKSkJmxX69vRgOSXRdzw/8PFKVb7qTsH3mo29FUN3v22DnuuodTl87fJRmiIZP2mnJPrKNZ3NWmC4VccMH3ExJ4Omx6uxZbsVjxeys7NZv359ra8thBAiPMXGxnLppZcC0KaHiYPb/CgF7SN9HCy3UOLTsbrMtNsYX2XF3dIED2WxHkwadInysLkwAqUgvrWJo3sDPfhWrlzJ3r17G7xeQgghws8VV1yBrus44yD3SGBbd4uHXSeG5UZtTUZz67jaF+BJKcGkQSezl8N+E7oOmgY+L2RlZfHVV181Yk2EaB4kySfEOYqIiGDKlCk4nU4iHYq+PTyYTScTffmFgY9XMn706laNOjF09yBmNEPHvi4drbjqPElnoiJ8eDvmAjBQuTCfcp3dWMjEgqZBz25eoioNLS4t09mzLxB8v/76a1nCXgghmpHBgwfTtWtXdF0jtYuJrJ2BL3p6O11sKbTh8mvYSyy03RSHVrnjRKXefO0cXjyGxu7SQI+L+DSdo3sDO3/00UfSC1wIIQSJiYkMGjQIAEdUoGeeTVM4dYNCQ0f3mInamgJAcd8j+O1enLqBT2m4lUZkNBQcD5xr1apVZGdnN1ZVhGgWJMknxHmIi4vj1ltvJSoqiqhIRZeOJ+e/Ky3T8HjBBAw4ZQGOCkrT+FqLIBcdzWvCuqP2C3F4ux3DiPAShWKUKsNS+TonEolHMWE2QY8uXnT95Os5x3TKyjXKy8v54osvan1tIYQQ4UnTNK6++mqcTicR0Rq2CCg4amDWAyvurjsegdeAyAIbrbfGUXn62LI4LyUJbnQNukW72FlyIikYreFxKdxlivz8fD755JPGq6AQQoiwMXLkSCIiIoiMhtyjgZVzU01+DvrNGASG7doORaNsBsUDjqBQpJt97PYGOhwkJENBHiil+OCDD2TuVyHOgyT5hDhPCQkJTJkyBV3XSU40SEmqCEoauzMDgasLXvqo6nvK+TUtOKxWz42syBHWnNnAPfAAyuwnGT+XqVLs6mRgNDSNVZqDMjQcDkVG25PDhxUauyEYP+wAAJQkSURBVDIDk6+vX7+eAwcOVHsJu93OihUrWLFiBXa7vZYFFEII0RgcDgc/+9nP0DSNxHQTBVkGnnKF02KQEellXb4DQ4Ezx07aDzEh8SencxEKRdsIH9Fmg21FgXt/664m9m/2oRRs3LiRzMzMOiuvxBohhGiaIiIiGDFiBACt0+FQZmAqiA5mLz96T8y/ty0ZvdSCL6EcV/sCANpbvOzzmdG0wOIdXi8cOXKEDRs21Es5Jc6IlkCSfELUgbS0NEaOHAlAp/ZeTCeG7ebkmvhpbyCJ1gsPvZS72h59BSc+irrbguauuuLh2RgJ5ZQP34th9xKHwXBVjlbpOh5NY/2JRGLbND/RUSeTgPkFJrKPmgBYtGgRZWVlVc5vMpkYNWoUo0aNwmQy1bp8QgghGkebNm0YNWoUAO36mDj0Q2B+vnSHl0iTwfr8CAwFsdkOUnY6g4k+l9NHYWo5AD2iXRx2mch1m9BNGnFpOkd3B4btfvjhh3U2bFdijRBCNF2DBg0iKSkJixVQClcZODSFAo75Teg+E9GbWoGC0m65+CM9ODSFBpQYgR7nrtLAuZYvX14vq+1KnBEtgST5hKgjF198cSCwmaF1q5MTHGUdMbN3fyBx10e5uaCaRF97AotmGJFulK36hTrORsW4cQ3LRJn9JOGn/yk9B7O0k/Pzde3oRdNOlmHPPjPlLo2CggLee+896SIvhBDNyPDhwwPz85k00rqZOLw9EGf6xrjwGBqbC+0oBQkHIkncGxU8LqdTMYamSLL5SbIa/FAc2C8pw0R+toG7NDBsVyZKF0IIYTKZgp0eUtPhwN5Ab75uZg+bvDa8Ciz5EUTsigezorjfyWG7e/yB1XijY6G0GLxeL4sXL5bVdoU4B5LkE6KO6LrO8OHDAWib5kOrNO7pwGEzu0706OuKp0oCLkkFApiy+SF0ocNaUdEe3AMOAdAND8mnrOy7UbPhRiMqUpHe5uRrPr/Gth0W/H7Yu3dvlfn5vF4vL7zwAi+88AJeb+gqvkIIIcKbpmlcc801xMbGYo/SsNg1jh8y0DX+f/buPD6u6jz8/+fce2fTvq+WJdnyvu/gYGyzGcxiSIBCkgYIJGmWNr8sbZImacw3Dcm3+abfps3ypaEFXk0hkEJCAonZDcYYG/C+b7It27Ita5dmv/f8/riypLHkRfZosfW8Xy+9sOeemXnu4LmP5pnnnMOc7BDHIxZbOqbjFuxLJ7c6FYB4wKGxzO3urkiN0hQzORB0l6EYOdWkeoObR9577z1Onjx50XFKrhFCiEvbhAkTyMvLw+MBn0/T1gIeBSPNOOtjbp5J2Z2L2eIlnhMmVNUIwDgrxu64O63XH3B32z18+HDSv0SSPCOGAynyCZFEkyZNwufz4fFAakpit96RYxY79rgfjiYQpVx3JZY65baLmw0peHYU9H1dvm7sklZiZW7CHHFakS+iDD7smLZbUWaTl9P17Vh70GDnXje+1atXs3fv3s5j0WiUL33pS3zpS1+S3RSFEOISFAgEuOOOOwAoHGVyvNom1KIJmJrZWSEOBD3s6NjhvXBPBnn70kBDc4lb5CvwxgHNjlYfUQdSswz8aYqmWgfbtnnxxRfRve0k3weSa4QQ4tJmGEbn2nzFI6Fmn9u9MMaKctw2OWxbKK1I21QIGoJj64lnhPErTbZhU2cbmBZEO/ohVq1axeHDh5MWn+QZMRxIkU+IJDIMg5KSEoCEde9OOV5ncuiIW9C7QofI6ujg26V8bFTuhyvvrgK8W4sSdjrsK7uoFYBi4j2mBh9QHnbiflM2YUyMlEDXE9XVmxypdeN7/vnnaWtru/AghBBCDCkjR45k1qxZAFTOtNi1JoYdc6fjTkiPsLvN11noK9iXTtGODKIpbp6yDLAUxLTBto6uv7LJJoe2xXFszcGDB9m5c+fgnJgQQoghY9KkSWRnZ+P1QWq6prkRTOV2622I+t1pu00BvMfSwNTubrumQ6Fp0+BYxDWkpEFrs7vb7gsvvCBdd0L0gRT5hEiywsJCoGcn3yn7D1rUNxiYwJRu03a3Kx8fdhT6PPvy8L8zCtXuuaAY7Pw2tOGQiUMuPdey2KB8HMfENGHSuBimkbg+X1u7IhQKsWLFigt6fiGEEEPTDTfcQEZGBv5URWaBwd733Y7vMWlRiv0xdrf52NzsFvFyDqdS+V5e531PrSZxKOShPmpiWoqiKpOju9wvi/70pz8RCoUG9HyEEEIMLYZhcN111wFQWgG1h07ttBsljmJPx7TcwN5s0GCnR2mbfAKAMZ4o+zqOp6ZDLAonT57k5ZdfHvgTEeISJUU+IZIsPz8fgJQzFPlAse+ghdZQRpxM3VWE26V8vKMCRHGn7gberMKsTe97EF6HeGkzAJN1z1Z0rRSrVYAgitQUzdjRXd+OOVqxc68HrWHbtm1s2bKl788vhBBiSPJ6vZ1Tqcomm7Se1BzZ6eahGZkhAqZDddDLew0Bog74gu56sjEH4p1pTbH11Bp+FSYNRxxCLZq2tjbeeuutgT4lIYQQQ8yECRMoKSnBtCCnQNPe6q7NV2FG2RP3Ynd081lNbi6JlLUQLm3BAEaYMWptE8OAeMekpA8//JBdu3YN7kkJcYmQIp8QSVZUVARAZrqDafZe6AuGDBqb3Ldf4WmddoeUhz+rNE5gouImvrUj8ezK7/M6fbFxdWg0pcRJ0z3n/oaVwTsqgAYK852Eabtt7QYHD7vTdl988UXq6ur69uRCCCGGrBkzZlBaWorlUZRPNanZYtN60sFjuIU+0ByPeHizLo1tLT6Ohi02NAfQ3XaGaoqZHAm5BcDiMQbV692OwHXr1nH06NHBOC0hhBBDhFKKm2++GYCCYmhq6FqbL4qixnZnK/kPZXbcAdqnHsdOiZJqaOJaEdaKQAq0tbhDXnjhBdrb2wf8XIS41EiRT4gkKy4uJj8/H9OEovwzb/se69gTQ/VSvWtXBq+rFHbjQaHw7ijEt24k2Oe/9a5Oi2IXumvqVfXSzQdwUlnU4H5IG1GcGOvBGovGZoNoNMrzzz9/3s8rhBBiaDMMg5tuugmA/AqT9DzFnrVx7Li7Pl95itvdHXYM9rb7eL8xhdpwz+Uj9ra7S0zkjjQItmhO1thorfnDH/5w0ZtwCCGEuLSVlJQwd+5cAPIKNbEopBmaMjPG/o4in+9IOirmliS0pWmdcQyNpsyKsy/ujknLgFAQQqEQf/zjHyW/CHEOUuQTIsmUUsyePRuAURVxcrJ6L/Q52i3YmWd4HK0UHxgB3lN+bMCqzXA35OiDeHkDABOJMklHemzCAbBbueteFBXYpKV2dfNpFNt3e4hEoL6+vk/PK4QQYmgrLS1l5syZAFTNtYhF4NAWN19NSg/jN869+1NTzKQ+amIYipLxJtUf2sSjmuPHj7N9+/Z+jV8IIcTQd91115GdnY3PD8GO/fwmWREaHIMWx0DZBp4TqZ3j4zlhwpVNAFRaMQ7ELZQC0wTHgV27drFp06ZBOBMhLh1S5BOiH8yaNYuxY8diGjB5fIyMXnbatTtqf55zfBu1X3l5RwXcsdW5mIczzzsOu7iV2OiTAEzTESbSs6PvBCaHsDAMd7ddo9smHLGYYtd+D6Zp8vGPf5xHH30Un8933s8vhBBi6FqyZAlZWVn4UhUV002O7XVorXen7U7OCJ/XY+zq2I23cJQBCmp3u8nt9ddfx7bP3M3eG5/Px4svvsiLL74ouUYIIS4DHo+ns3M8I9vdSCPd0Iy3Yhyx3dlE3m5FPoD2CSexU6OkKHeRiFbHwOuDUMdM3T/96U8X3IAgeUYMB1LkE6IfmKbJ3XffzdixYzEMmDQuisdKLObFO6brZnDubokjysN23I477/bC8w9EQXTKMSKTawGYriNMdcKJHX1KsU75OzfhKC1K/FDW0Ghy7ISXsWPH0tLSguOcO14hhBBDn9frZdmyZQAUjjLJLlbs/9BGaygNxCn2x87xCFAXNWmMGpiWonScydHdDtGQprGxkY0bN/YpHsuyuPnmm7n55puxLOtCTkkIIcQQM2bMGCZMmIBSbpEPYIIVoUW7pQjviZTEtcdNTet0d9puuRVnd9yLo93ddtvbIBaL8fzzz/f5iySQPCOGBynyCdFPTNPkox/9KHl5efh8bpdc9wx2ssGdqFtCHOs81pY49WZ1MkN9jiVeVU90wnEAJhNlng6juj1nVBlsVR3dGL2sI7j3gEUorGhvb+f999/v8/MLIYQYmioqKrjyyisBGDXLIhrSHNnh5oFpGWF855y2q9jV5uaPojEGpgVHd7n3f/fddy/oQ5gQQojLyw033IBlWaSkQVszmAoqzShRDUbUwnMyJWF892m7460IO+Jus4PPD/EYHD16lLfffnugT0OIS4IU+YToRz6fj7vuugvLssjJdijM776DrSIYUpi4U2l7Wy/vFEtrKnA7KuLljRcUS2xcHZEZh9FKM5oYs3TiVKyDeLCBtFRNXk7ihzLbdnhz5WY2bNjA22+/LTtbCSHEZWTx4sXk5eXhDShGz7Y4vN2mvdHBZ+rO3XbP5njEoiFqYpiKknEmx/c7xMKahoYG1q5de95xxGIxnnjiCZ544glisXN3EQohhLg0ZGVlMW/ePPcvyl22qMB0aHDcpoeU3Tk9Uk1w/MnO3XZ9SlPvmFgWhIPu8VWrVnH48OE+xSF5RgwHUuQTop8VFBR0dknkZncvnikOHXET2ziiXKVDmGco9I0jih+NkxrBLmi74Fji5U1EZteg0YwlRmW3XXdjSrGnY0rwuKoYfl+3TTgcm3XvPccLL7xAW1sbL7zwguxsJYQQlwmPx8Odd96JYRjklBpkFSn2rLVxbE2h36Yqtfcd2rt0dfMVjna7+Q5udvPdqlWrCIXOrwM9Go3ywAMP8MADDxCNnus5hRBCXEquvPJKvF4vaRlQf8K9LcuwsTV4GlLwHk1PGK8tTdtUdyZSlRVjX9yDrSEtE1qaQGvN73//+z4V6yTPiOFAinxCDICRI0cCbpdc96+pjp2w2L7bg+PASOLM06FeO/pGdxTjouNPXPS71i5tITauDoC5OkxAdxXzNiofJzHxWDBpXAzT6BmL48CePXtk2q4QQlxGCgsLmT9/PuBO241FNNUb3ELdhPQI2Z74We9/ImLSEDUxLbebr+6gQ7DJIRwOy5QqIYQQpKamduaZQIq7265f0dnNl7Y1HxVN/KATyw8RKm8CYKIVYXvHtN2UVIiEob6+nhUrVgzcSQhxCZAinxADoLS0FNM0SQloMtMTC2cnTpps3u7B0VBBnNGc9m2U1qR1FAbt/Avv4utkK4xGd7fe00t4jlK8owKEUaSnaSaPj6FU4qjqg+4ite+++65swiGEEJeRq6++mvz8fLwBd7fdE/sdTh6yMRTMzgphqbN1cCd281merm6+tWvXcuLEiQE4AyGEEEPZnDlzsCyL9Eyoq1UA5Bg2rY7CiFqk7sjvcZ/gxDrsQIw0Q5OmNPWOm2PCQbc3Yv369ezbt2+gT0WIIUuKfEIMgEAgwLRp0wAoK+3ZDdHUYnYWz2brMGnduuu6v0mVc/FvWd8HZVgn0okDK1UKIZX4mEFlsFKlEAOysxzGVyVuGHKsziQWg+bmZrZv337R8QghhBgaPB4Py5YtQylFfrlJTqli/wc24TZNiqWZfo71+U5ETJpi7k67RVUGTcc09YcdtNa88cYbA3ciQgghhqSUlBTmzJkDQHaeprnR3YSjueMzjv9QJlZ9IOE+2tK0znB32620YhyMu80RmTnQ4E5O4g9/+INMvxWigxT5hBggXevyOQT8PTvgao6aNLe6G3EU01UIdIB23G+6/KsqMRoCPe573jSYDe7uVduUjxOq963jG5TJ2yoFByjMdygq6FpL0HEUR465bfUrVqwgGAxeeDxCCCGGlNLS0q5pu7MtDAv2vBdHO1AaiDMycLa1jxR7T3XzVZkoA2q2xNEadu3axd69ewfgDIQQQgxl8+fPxzRNMrKh4YT7GafEtDkYdz+XpG0pcD8AdRPPDREa7W4+ONETZV/cA0BqutvR19LSwuuvvz5wJyHEECZFPiEGSF5eHmPGjEEpGFFi9zJC0R5035Le7p0SSvG2SqEVhRHy4l81CmtfzoUFoSBWdRKAKh3Fe5bNM44ri43K/bA2qjyx+/DQEYv2oKK9vZ2XXnpJNuEQQojLyOLFiykqKsLjU4y9wqK9UXNoq5sHpmSGSbN6y2Guo2GLkK3w+hV5Iw1CrVC7xx3/6quvSr4QQohhLi0tjVmzZgFQUKJpqgdDQQxFRIPV6sNXk5lwH8d22N22nY171lN7YD8BbIIO+APuJhwA69at48CBAwN7MkIMQVLkE2IAXXHFFQCUFNpkZ/b8kHSqyzxfJxbVGpXJCpXGQSyUVvi2lODdWAy26nMMsVH1OIEYqWhu1G0JU4NPtxMvdZiYZuLtjqPYsceD1rB9+3bZhEMIIS4jpmnysY99DK/XS0aBwYjJJkd3OjQdc7AUzMkKYZ5hfT6NYn+7uzB6yVj318zD22ziUc2JEyfYunXrgJ2HEEKIoWnx4sX4/X5S06G91b2twoyxO9axscauXIi7n3P2vVHDU7f9gd9//jV+/99/4Mknn+T5n/8f1m7bDUBeIZw46j7GH//4xz7ttivE5UiKfEIMoMrKSmbOnIlSML4qhmUlfkg6dsJEayjBJlsnFgFjSrFaBdisfGjAcyAX/6pKVKj3KbdnZGrCVxzASY2QhmaRDp65o08pWjAwTZOrF93DxKkfRxluxa+t3WDfAfe5X375ZQ4ePNi3OIQQQgxZeXl53HbbbQCUjjfJLlbsXRcnGtJkeBymZYY50/p8B4JeYg6kZBlkFSnsGBzd7ea0119/nXi89516fT4fzz77LM8++yw+n69fzksIIcTg8/v9LFy4EICCUmhrAUuBR2naHYUZsQgcyGLfGzWs+LtVXJURZc2DKbR+K501D6YwvyDI2889xdqtOzFM8Prc3XYbGhpYs2bNGZ9X8owYDqTIJ8QAUkpx4403kpubi88HE8fEUN0+JIUjBidOum/L8bqXxWOVYqvysVK56+qZTSl49uT1OQ6dGSG8oBonECUDh+t0O4GzdPSZpsnYsZMoKJqKYXS19R2uNTleZ+A4Ds899xyhUKjPsQghhBiaJk2axOzZs1EKqq6wMLutz1cWiFGV2vsi53GtOBh0uzGKx7o5o3aXQzSoaW5uZuPGjb3ez7Is7rrrLu666y4sq49fYAkhhLikzJ07l4KCAjwet0AHUGXF2G27+cO3J5M1P/mQm8dYvHBPgCtGWKR5FVeMcP9+81iL9177MzHbISsX6o+7j7Fq1Sqampp6fU7JM2I4kCKfEAPM4/Fw55134vF4yMl2GF2R2NFwuNZNOCOJ4TtD4a2OrkKbnXthG19of5zwlQdx/DGycLhBt5Oue04hPtKxOUdhgY1pnN61odi1z0MwpGhtbWXFihUXFIsQQoih6cYbb6SsrAzLoxi/wEN7k+bARjdvTcqIUOLvfVpUddCL1pBVZOBPA8eGI7vcHLN69eozdvMJIYQYHgzD4IYbbgAgOw9am91uvhwVp81R1Ow5QtOxIN9e4MVQiUsUGUrx91d5aWxqZtfBGgDyiqC5EeLxOK+99tqAn48QQ4UU+YQYBEVFRdxxxx2AuwlHZnpXMa+1TdHa5u6yO11HoJeptKUdu+86KVHskpYLjkNnRAhfvR8nLUIqmmt0EP9phcXDWDTZmt27thGPbMJxEguBjqPY2bE+3+bNmzl8+PAFxyOEEGJoMU2Tu+++m8zMTALpitFzLI7tdTo305iVFSLf27NgF7QNTkTcL4nyK90vpk7sd4iGNE1NTXz44Yc97hOPx/ntb3/Lb3/7WykCCiHEMDB69GgqKiowDAi2uR97yi2bWseira0NgMkFZq/3PXW7bm8h7Ci8Poh3NJhv27aNmpqaHveRPCOGAynyCTFIJkyYwIQJEwDIyuxeWFNUH7LQGkYTYxI9p0O1436bpcIWRHtPfOdLp8QILegq9F2lQxg6cXffzY7Fb3/7W9568zd4PT27NlraDE42uJeT6urqi4pHCCHE0JKWlsbdd9+NYRjkjjDIrzA4sNGmvsbBUDA3J0heL4W+QyEPAPkjDVBuN1/NNrc4uGrVqh6Lo0ciEe6++27uvvtuIpFI/5+YEEKIQTd//nzA7cSrq3VvKzDi+NPSANh6ovcd3U/dnpaWhldptIbcQmg86R5fsWJFjx3dJc+I4UCKfEIMooqKCoAeO+02NJns2e92QEzVEYpP2233JCYnMVCOgac65+ID8dmE5x1EWzYF2Fx5WqHvULfpweNGx1C97KrY3OJeTmQDDiGEuPyUlJRwzTXXAFA+zXTX51sbp7HW3XH3ipwghb7Eot2xsEXUAV+qIqvQ/XKqrtoh0q5pb2/vtZtPCCHE8FJVVUVZWRmmCY6GWBQyDY2/dDQ5WRn8YFUU57RinaM1j7wTJas4haJ5ORiKzraItEyw43D06FHWr18/8CckxCCTIp8Qg6iqqgrDMMjK1ORmJxb6jh63qD1hooAFOkhe90KfUuxR7qK05tGMpMSi06NE5tSglaacOAt0CPNUQu22DkZmhmZ8VYzTd1Wsb3QvJ/v27ePEiRNJiUkIIcTQccUVV5Cfn4/HpyibZKId2LU6TsMRB1PBvOwQlSlRTuUHB0VNyM1VhaM7plVpOLzDzXfvvPMO0Wjvm3cIIYQYHpRSXHvttQAUlsCJo+7njhzLYcH1N/HS7jjLfhNiTU2c1ohmTY3795f2xLnyq7MITq/D8cXxKQg6KmEjjzfeeEM69sSwI0U+IQZRTk4OV155JQBjRsUwTtvYYvc+i/pGAwtYdNp6eUew0IDZEkC1JGcLeLuwjcgVB9GmQylxFuog1unfnAGF+Q7lIxKLkqFw187AK1euTEo8Qgghhg7TNFmyZAkARWNMUrMV2oHd78Y5vt9GKZiaGWZGZhizo+P7YNCdsptVrFAdv3XWVTuE29xuvk2bNg3KuQghhBg6ysvLmTZtGkpBZo4mGoFUA1LHTuWuu+/m3RMpzP/PIBk/amX+fwZ5p9XLjf+0gNHXlKF9Dm2T6gDwKY2tISUNohEIBoO8/PLLg3x2QgwsKfIJMcgWLlxIVlYWfh9UjEiclqu1YtsuD6GQwgvk01VYiyqDWtwpvf415aiOD1IXyy5sI3zlAbRlU4TNDbqd1G7FxQ+UH4CKsjjpaYmbdBw87K4luGPHDg4cOJCUeIQQQgwdo0ePZvLkySgFo+eYGKbbnbf/A5uDm+NoDSNTYlyT30aJP0Zb3CDugGEo/KnuY2hN58Yd7733Ho7T+07yQgghho/rr7+eQCBAWga0Nbu3jbDipI+dypf+5v/jk1+4lxv+cT63P3otH3/hNkZfU9Z532hJK7GsEKaCOsftHLc8br7ZsGEDu3fvHoxTEmJQSJFPiEHm8Xi48cYbARhRapMSSPyw4ziKaMcyR+q0+65RfpoxMEJe/KsrUCErKTE5eUHC8w/g+GJk4XC9bu88dkB5OICFUjChKoZpdnX6tQcNjh53E+uKFSuw7d4XyhVCCHHpWrJkCampqaRmGVTO6lqz9ehOh+0rY4TbNSmmZk52iFuKWrE6ftuMhrse40S1QyysaWhoYOPGjQN7AkIIIYac1NTUzm7xzFyIhCBFaUJaEVcGVQXjmDJpKiNmF2KYp5UxFISqGgDINmxO2AaG0ZV3/vCHPxAMBgfydIQYNFLkE2IIGDduHOPGjcNQbofc6eJxt7w3Up+2E6EyeEOl0IbCaPfhf3tU0qbuOjkhwov2oT1xvKcd+0AFCKJISdFMGhtDdVuf78Ahi1gMjh8/zuuvv56UWIQQQgwdaWlpfOxjH0MpRUGFSVFV16+TLXWaTSti1GyziYY1Rse3U8f22tjdUpgThyM7u9bmk24+IYQQU6dOpbKyEtMEuyMtVFkxquPup5GUPTnu2kG9iBa1Y6dE8Sk47niwNfgCEA5Be3u7TNsVw4YU+YQYIk7tWpif6xDwJ2avAx3TYEcS71HoCymD11UqLR0dfYG3R2HUpyQlJtXqQ8UslGlSfvvdFN5xD8q0iCrFWyqFOJCT7VA1Ks6phdZjccWufe7U4TVr1rB9+/akxCKEEGLoqKys5PrrrwegYoZFZmFXr7ljw+FtNutfjLHltRgf/CFK9fqend3H9znEIprGxkZ27NiB1+vl8ccf5/HHH8frPf3rJSGEEJc7pRTLli3D6/WSkgptLWAoKDRjhLXCDHrxH8o8w50hVNkEQKUZZXe8Yykj7U7b3bx5M9XV1ZJnxGVPinxCDBEFBQWMGzcOpWBUeWI3X2ubwcHD7pSo2TqMTycWAduVwSsqhTpMVNzEu70wKTFZR9wkGjct8mfMIXPGXJTpxtGoTN5VATRQWmRTVtL1Ae5kg8mhI+64P/7xj7S1tSUlHiGEEEPHFVdc0blQ+tgrLfxpice1A20Nmli49/s7Nhzb6+az1atX4/F4uP/++7n//vvxeJKzzqwQQohLS2ZmJjfccAMAKakQi0GWoWl03NJFys48VMTs9b7hkc043jhphiakTaIa/ClQf9w9/uqrr3LPPfdInhGXNSnyCTGELF68GKUU+bkOmRk9N7Voa1f40czWYfcrqW6iyuAEbsJz0pKzVXxsdD1OIEoAzUIdwjjtOQ8rDxuUOz14dEWc8m4bh1QftGhtU4TDYVasWJGUeIQQQgwdSiluueUWysrKsLyK8Vd5MPq4NOyxPTaOo6mtreXEiRP9E6gQQohLysyZMxk9ejSGCbGoe1uhYdPiGBgxk7TNBaB7uaOlCXaszTfOilDd0c3n9UMoCC0tLaxatWqAzkKIwSFFPiGGkMLCQmbOnAnA6PIY3bOX1oqdez1oDeXEKaXn2n05Hbvvqmjv3271lc6IEFq0j7gVoXb3Top2bUTHE593J142dxT6KkfGSUt1i5Mad9qu1rBt2zbWr1+flJiEEEIMHZZlcffdd5ORkUEgQzFqZt/yTzwKzcfcXLd9+3ZeeuklXnrpJeLxnjlOCCHE8KCU4tZbb8Xv95OSCu1t7rRdhcbR4DuWjq8mo9f7hiuasf0xUg2NjcLWkJEFxw4rbNvmv/7rv/jtb38reUZctqTIJ8QQs2jRIrxeLxnpmqKCxDWM2toNao66H6Am6WiPbr5Dyv22yjyWgdHkT05APpvgpBqeeuopVj71X0yLBxOfVym2Kh/HO7oIUwNdx9raDQ7UuG0df/rTnzh8+HByYhJCCDFkdN+II7/CJKvo9L3gz67puPvl0L59+7jlllu45ZZbiESS05EuhBDi0pSZmcnSpUuBjmm7UUg3NA0d03bTthZgtvYy5dbUBMfXAzDGinLQdj+L5ORpGuvdIt/dd98teUZctqTIJ8QQk5aWxqJFiwAYXR7H6zltiuxRC8eBPGyKSCwC7lNeDmGhtMK3fgTYffugdSZ2UdeaemOJUkWsx5gQ7nMFAqdPMzapqzewbZtnn32W1tbWpMQkhBBi6Bg5ciRXXHEFAKNmW1h9WM+8tc7Nc0eOHOmP0IQQQlyipkyZwtSpU1EK7I6PPXmmQ6NjoGyD9PXFvX7eiYxoIZ4ZxqPcgoetITMHGuq6xgaDwQE6CyEGlhT5hBiC5s6dS2FhIR4PTBibOG03GlMcPeZ2zc3S4R7r5H2g/IRRGC1+vJuL+yW+qTqC57TnPabcb8nKSmx83u7H3GnG7UFFa2srTz/9tHxzJoQQl6FFixaRk5ODL0Uxes75L87X3qyxY1pygxBCiB5uvPFG0tLS8Afc3XYBUpRDRIPV4id1W37POylom1gHwEgzzkHb7fjLK+z6jLJmzZp+j12IwSBFPiGGINM0ueuuu/B4PGRnOpQWJXbsHaixiMYgE4dxRBOOhZXB6o5dbz0Hc7AOZSU1Nic1jB/NFJ34YWw/HuowMU0oK0lc48K2FVt2eIjGoLa2lueeey6pMQkhhBh8Xq+Xj33sY5imSU6pwcip57k+n4bW+t5WUBdCCDHcBQIBli1bBkBaBoTawacg1DFtN3AwC9/h9B73i+eFiOa3Yyi3XSKm3fuf8uGHH9Le3j4QpyDEgJIinxBDVG5uLtdffz0AI0fEUarrA1DcVuw/4HZJTNYRAjpxiuxxZbEVd66UZ0cBJB6+KNFJ7h7044lSqrtN21WKbcp9zhElNnk5iYXJcMRgyw73+J49ewiHw8kLSgghxJBQUlLCrbfeCkDpeJOScef3q2bz8SQmKiGEEJeVqqoq5s2bB4DlgXgcskyHk3bH+nybCrGafD3uF6psAqDUjLMrnriORDwel512xWVJinxCDGEzZ84kPT0dnxcK8hI/AB2rM2luUXiAmTrcYxOO7cpHCIUR8mLVZCUtJruwndiokwBcqUP4uxUYjyoPuzqKixPGxEg5bX2+1jaDcEcD4LFjx5IWkxBCiKFj2rRpXHvttQCUT7MoHnvuXzdPHnLQjnTzCSGE6N31119PSUkJHi9EOz5P5JkODbaBcgzS15VihBKXiojlt+N44/iVpsUxCevE9fvef/99mpubB+oUhBgQUuQTYggzTZO5c+cCp6bAJq51t6fag9ZQTpyxp22GYSvFjo7OOu+2Ioic57Sp8xCdfBwnPYwXKCVxau565eNYx7TdMZWnxwwtre5lZ9OmTUmLRwghxNBy1VVXsWDBAgAqpp+70BcNQX2NdPMJIYTo3anljHw+Hymp0NLo3p5uOLQ6CjNikfFeKSraLd8YEB7hLuRXacXYHuvq9mtuAMdxWLly5QCehRD9T4p8Qgxxs2bNwuPxkJaqycpM/ADU1m6w/6D7jdVMHSZfJxbcduOlCQMVtfBtufBNOEzL4NpvTufab07HtAwwNHaeu4ZF6mlThbVSrFUBbCA7yyE3O/H44aNuvJs2baK+vv6CYxJCCDG0LV68mKuvvhpwC30jJp39y6bjexVLly7llltuQWvp6hNCCJEoKyuLpUuXApCWCW3N4OlYcy+kFVabj4y1pahYV5kjXOF26hUZcU4qL9fdtJSlS5fS3tL1maSurm7Az0WI/iJFPiGGuEAgwNSpUwEoyO3Z5VBz1OR4nYFBx7TdbhyleK9jEw7rcBbm8bQLisH0GMy8p4qZ91RhetzLhk5xOwezelnwr10ZndN2qyrjmEbXh7WWNoP6RgOtNX/6059wHOncEEKIy5FSikWLFnHNNdcAUDbJpGL6mQt94VaDmdPnMHv2bFm3VQghRK+mTJnChAkTMAwwTIiEIcPQNDsGEQ2epgAZ60o6C31OaoxoXhCloNyryZi5gLlz55JXaFB/HLTWvPnmm4N8VkIkT1KKfFu3buULX/gCU6ZMITc3l7y8PKZMmcIXv/hFtm7dmoynEGJYGzNmDECPTj6XYu8BD44DuThk6cQNLxqU2Vlw824uBlv18hh9Z+e3AVBEHLOXjoutykcbioBfUzkyscNw3wEL24b9+/fz+uuvJyUeIS4lkjfFcKGUYsGCBSxZsgSA4rEmo+eYqDP9Bqq67ieEuDiSa8TlSCnFzTffTEpKCilp0FgHjgNFps3huEVMg6chhYz3RqA6liuKlLhTdkvMGPvjHmztdgKePK7QGnbs2MHRo0cH87SESJqLLvL99Kc/ZebMmTz66KNs27aNxsZGGhoa2LZtG7/85S+ZOXMmP/3pT5MRqxDDVnl5OQApAY3H07OgFosp6hvdt/MoHetxfMupTTjafXg3lpy+TN45Obbm0PsnOPT+CRzbvbOTGcYJRLGAeTqEcVqhL64U61QAgNJiG5+363gwZLBzrweAd999l5qamr4FJMQlTPKmGI6uuOIKbr/9dgAKKk3GzbcwTmvq09rhwIEDVFdXE4lEBj5IIS4jkmvE5Sw1NZWbbroJgIJSqNnnfjE02hNne9zX0dHnJ2vVSMxmH7H8IACZOk7zoX2s3VeD4zjkFWrqjrr3Xb169eCcjBBJdlFFvldffZWvfOUreL1evvKVr7BhwwYaGxtpampi48aNfO1rX8Pn8/HVr35VunWEuAh+v5+cnBwA0lJ6n95ae8L9tFRODHVawS2mFGuVHwfw1GTj3VLUp0JfPGrzzGfe5pnPvE082tEpqCA6+RhaaSqIc7UO9ij0HVMWJzBRCvJzEzsM6+pNao+7MUuLvBguJG+K4WzatGnce++9WJZFdonBlOssvIGu47aO8+v/fpInn3ySbdu2DV6gQlziJNeI4WDSpEmd03ZzCzWHD7i3T7YirI/53c04Qh6y3hmJ/1AmAI4dp/rpX/LKr/+DeDxOTgGcqHXvt337dlmbT1wWLqrI98///M9YlsUrr7zC//k//4dp06aRmZlJRkYGU6dO5cc//jGvvPIKhmHwk5/8JFkxCzEsFRQUAJCR3nt1rrHJIBqDAJpC7B7HjyoP73V01nn252EezrzomOzSFsJXHkCbDiXYPdYEBDik3I694kKb0yuLBw5bOA5UV1ezd+/ei45HiKFO8qYY7saOHcsnPvEJ0tLSSMk0mH6Th8qZJqnZCsvbNe7gwYODF6QQlzjJNWI4UMrdrCkQCJCWAUpB/XEwFUz3RHg3msIR20I5ipQ9uT3uf9x2GxEyc6D+hHvb2rVrB/gshEi+iyryrVu3joULFzJ//vwzjrnyyitZtGiRvGGEuEjjxo0DoKwkjreXKbtaKxqb3Ld0Ti9FPoADysOWU+vz7Syglz0z+swpaCcy5xAAVcTIOG1NwP14iAOpKZr01MS4IxHFkWNuN98f//hHmZ4lLnuSN4WAiooKHnzwQYqKijAtRVGVydTrPcy6pavKZ9u95zEhxLlJrhHDRVpaWudSEKXlUHdc0dYCAaWZ5w2xLupndSTASdskqmF/3NN53+q4m3MKSzVHD7pTdjdt2kRbW9uAn4cQyXRRRb5gMEh+fv45x+Xn5xMMBi/mqYQY9qZNm0ZJSQmWBVWVMXqbb9sedN/SmfrM1bsdyke4Y30+63BWUmKzi9qIF7VgAFN1YqEurhSHcbeoH1ES7xF39SGLUEjR0tLCa6+9lpR4hBiqJG8K4crKyuKzn/0sn/zkJxk3bhw+ny/h+M033zxIkQlx6ZNcI4aTsWPHdha0x0zUVO9SRCOQZThc4Q1x1LF4I5rK78MZbIz5O+9X65iEtMLrA8sDLU0Qj8dZs2bNIJ2JEMlxUUW+srIy1qxZc9ZvW0+9UcrKyi7mqYQY9k61pCulKMhzGFHc830XibrfQvnO0qIXV4p9uN9iGQ0pSYsvOuE4AKXEsU5bm2+P8qKBwnyH8hGJcTuOYtd+twi4adMm6eYTlzXJm0J0UUoxevRo7rnnHr75zW/yrW99q/NYdnb2IEYmxKVNco0Ybq699loqKysxLRgzSbNrs8K2odi0meUJ01tzhEZR3dHZVzRCc3i/WxpZv349sVjPjQyFuFRcVJFv2bJlHDx4kIceeoiWlpYex1taWvjMZz7DoUOHOttoB9L777/P0qVLyc7OJjU1lblz5/LUU0/16TEcx+FnP/sZU6dOJRAIkJ+fz913382ePXv6KWohzqy0tJQlS5YAMLoiTlZG77+8Wed4nFblvvWNdu85Rp4/nRnBSY1gAoXEE47VKYsPlfvNWeXIeI9NOJqaDYIhRSwWY/v27UmLSYihZqjnTSEGk1JqsEMQ4rIguUYMN4ZhcOedd5KdnY0/BcrHaHZvUWgNo6wYU60IvRX69tvuZ6HsPGhr0YSDEA6H2bBhwwCfgRDJo7TWfdhjM1FDQwNz5szhwIEDZGRksHTpUioqKlBKUV1dzUsvvURLSwujRo3i/fffH9BvZVeuXMmSJUvwer3cc889ZGZm8vzzz1NdXc0PfvAD/v7v//68Huezn/0sv/rVr5g4cSI333wzx48f55lnnsHv9/Puu+8yceLEPsXV0tJCZmYmzc3NZGRkXMipiWFOa80LL7zApk2bCIYU72/0orX7wSgrw2b65BgO8CeVSosye32MUh1joQ5hZwUJL9p/zueMhuL89MrfA/DlNbfjDfReRvRuKMFzMIfteNlo+Hscn+6EmUiUSATWbvDhOF0f6EaWxhlVHqekpISHHnpIPuyJ83KpXVMHIm9eaq+JEKe0t7eTlpYGQFtbG6mpqYMckRCuS+262t+55lJ7PcTwcfLkSf7jP/6DcDhM/QlorFNUTXLLHTtiXjYFYef/desA47/yQwyvj+t8beQYDjs2Gnh9mtETNDk5OXzpS1+SzyNiwCTzunpRRT6Ao0eP8rnPfY6XXnqp1+M333wzjz76KCUlJRfzNH0Sj8cZP348hw8fZs2aNcyYMQOA1tZWrrzySnbt2sX27dsZM2bMWR/nzTff5JprrmHBggW8+uqrnevFvP7661x//fUsWLCAt956q0+xSVIUyRAOh/n5z39OW1sb+w9aHDpyquimmTI+Rm6OQx0mr6kUdC/JqVJHuVKHiRe0Epl/7h0M7ZjDh//tdq/O+sQYTE/vTcBmTSb+D8towGCFkdbjuKE1t+g20tCnxQ0eS3Pl7AiGAQ8++CAjRow4j1dCDHeX4jW1v/PmpfiaCAEQjUb56U9/CsCXv/xlvN7kdZsLcTEuxetqf+aaS/H1EMPHoUOH+K//+i/i8TgnahWtTTB6glvy2BNRvLbmfTSQO/tqlGlxhSfISCvO/h2KY0cUcxc6WB645557Ojc+FKK/Daki3ynV1dW88847HD16FICSkhKuuuoqKisrk/HwffLKK6+wZMkSHnjgAf7zP/8z4dgzzzzDPffcw7e+9S0eeeSRsz7Oxz/+cZ5++mneeustrr766oRjN910EytWrGDXrl2MHTv2vGOTpCiSZfPmzfzud7/DtmHteh/RWMd6fF7NnOkRLAv24WGt8rt7yndzqqMuVtZIdNaR5AUVNklZMR6F4sUzdBKW6xgf0SGiMVjzvg9NV2zjq6IUFTjk5+fz4IMP9liIXYjTXcrX1P7Km5fyayKEEEPRpXxd7Y9ccym/HmJ42L17N8888wyO43DiqKK5EaomapSCk7bJ2liAdu02LczzBCm34uzfqTh60KB8jEPZKM2IESP49Kc/Ld18YkAk87p6rqW7zltlZeWgFPR6s3LlSgBuuOGGHsdO3XY+HXgrV64kNTWVj3zkIz2OLVmyhBUrVvDWW2/1qcjXqb0dzF6mUpom+P2J487EMCAQuLCxwSCcqb6rFKSkXNjYUAicM2/6QPepN30ZGw7DWRYP7tPYlJSuolckAvF4csYGAu7rDBCNwtkWbO3LWL+/699Kt7FTRo1iQ34+R44cYWyRzd5qD1HTIhI12LHHw9QxYcY7USDGZqNbsUxrqnQ7yjSwi1oBMGIOZvzM/y9sj4FjdazjF3cwY2caG0fnN6Hqshmno6x3vHjt09bn0xpbx0hFk5tucLLV7dQwtMORfZqClChN0SP84emnufPOO7sSq8cDp7o6bNv9/3wm3cc6jvtvLRljLQtOFR61dt8byRjbl/e9XCN6H3sJ6ve8KXlG8sxF5plzjo3F3PFn4vO518K+jo3H3dfiTLxe99rd17F9yR2SZ85v7HC6Rlyi+jXXSJ6RPDNE88zY0lLuWrqU3//+95TmOfjiip0fmoyZZpDnsbmJZg6GTeodkxIjjMfRmCGF3zao368pG6E4fPgwx44dozg/X/LM+YyVPNNlsPOMvgzdeeedGtAffPBBr8fz8vJ0fn7+WR+jra1NA3ry5Mm9Hn/xxRc1oP/2b//2rI8TDod1c3Nz509NTY0GdLP7T6jnz9KliQ+QktL7ONB64cLTT+zMY2fPThxbXn7msRMnJo6dOPHMY8vLE8fOnn3msXl5iWMXLjzz2JSUxLFLl5557On/jO+88+xj29q6xt5339nHnjjRNfYLXzj72OrqrrFf//rZx27d2jX2e987+9h167rG/tM/nXXsl2d/Ri+64Ud60Q0/0v8x55azjv3vj39cf+P1T+m/3Xin/s3DZ/n/BvrJH83Tn/z1NfqTv75GP/mjeWcd++zfztfLly/X31m+XH/uEw+edezTC27ujPfLsz9z9tfhn/6p63VYt+7sY7/3va6xW7eefezXv941trr67GO/8IWusSdOnH3sffd1jW1rO/vYO+9M/Dd8trFyjXB/Oq4Rzc3NGtDNzc16uJI8c3H/hjpJnnGdI8/oN9/sGvuzn5197Isvdo19/PGzj332WR2Px/W6dev0nkceOfvYxx/vetwXXzz72J/9rGvsm2+efazkGfdHrhHuT7drxHDPNZJnLv7fkNZa8swpg5Rn/nPJXfqWa76n7/mLz+j/d+21Zx37X4uX6eXLl+vXXntN8swpkme6DPE8k5ROvpUrV/L2229TW1tL5AxVbqUU//Ef/5GMpzun5uZmADIzM3s9npGRweHDhy/6MbqPO5Mf/vCHPPzww2cdI0SymN2Wymtt7X3Tje7860YSWrjvnOPsuMOvP/kGANf845yzjnXSomhPHCtqkcZZvrUA0lI1ltLEbWmDF8NLMvOm5BlxuQiHw8ydO5c7gd8OdjBCXAaSlWskz4jLQVoGVObH+Ldf/Io48LmzjG1rcT+b7N+/n2sHcG8BIZLhotbka25uZtmyZaxatYpzPYxSCvtsLcdJdMMNN/Dqq6+yZ88eqqqqehwfPXo0hw8fPmOyA3ex2tLSUj7ykY/wzjvv9Di+atUqrr76aj772c/y6KOPnvFxIpFIwvO0tLRQVlZG89Gjvc+1ltbV3sdKe/sZx0YiER577DGam5upPu5jb43bUm06Nn7izJoeweeFbXjZ1jFt19KaBUaELFNhZ4WIztmPaZw5hlDc4f8u+AMAX1l1GwGr9403AGzLwPNBBdbxDHbbJtt6+y5Ba27QQdJNxe5DPg7XWhja6Zzaa5maWdMieL1w/fXXM2fOHGlvv5Cxw+AacamtC9QfeVPyzGkkz/R97BCZrtseiZCWloYJNB8/fubddWW6bt/HSp7pcgHXiOGeayTPnEbyTN/HDnKeqamp4ennn6e5vZ1HHnkEE7hh1jcwzd43eFJ+g1nXKJRS/O1XvkLAOPNnH8kzHSTPdBnkPHNRnXzf+MY3ePvtt6mqquLzn/88Y8eOJS2t546aA+1U992ZuuxOvYAX+xjdx52Jz+frffOA1NTzm3/dlznafRnb/R9pMsd2f1Mlc2z3i0Ayx/p8XReuZI71ersutP081peayg133MFTTz1FSamm5rgmElXYhkk7JjuOWEwaF6MK2KUsWjs2w1ilPdygg/iaAvjWVBGefwCd0nvCdUJdvww4lkEscPZLR7yiEet4BlWmzTYVIKR6Jsat2mCeDlNabHO41sRRBmGr69z2HDcZOzrOms2bmXX11Rjdk6tpnv+/d8Pon7FK9c9YGBpjL7VrxCWiP/Km5JkkjZU80/exHk/XB5tkjO0oIthw/v9+LavrA9659CV3SJ7p/7GX2jXiEpLsXCN5JkljJc/0fWyS8kzZ+PHc9+CDnZty2oCZ5SEcPEMcMQi22aSkaQ4eOcL48ePPLwbJM12GwthL7RqRJBdV5HvhhRcoLCzkvffeIycnJ1kxXbQxY8YAsGfPHmbNmpVwrLGxkZMnTzJ//vyzPkZqairFxcVUV1dj2zbmaYvK7tmzJ+G5hBhMVVVVlJeXc/DgQcpHxNm9vyvB1dUb1DcY5OY4zNIRVhIApWhVJq+SwmIdJLXNh39VJaFr9oLn7FNsz4dd3Iqd245Zn8oUHWEdPXf4PYCHaUQI+DV5OQ4nGxLfY8fqTCrL4zQ2NrJnzx7Zwl5cFoZq3hRCCHH5kFwjRE+FhYXcd999/P3f/z0Ak2Y71Ox1OHG09y69lkZFSprmSF+KfEIMAWfpOz235uZm5s+fP+SSx8KFCwF45ZVXehw7ddupMed6nPb2dlavXt3j2Msvv3zejyNEf1NKsXjxYgCKCmy8nu6txop9By0cB0qIM46uNvYWZfKqSqUNhRHy4t1RkLSYouNPoNFUEWM8PVvnbaXYi1uMHFHcc9qA4yiOnXALfxs3bkxaXEIMpqGaN4UQQlw+JNcI0bvus/BME8ZO0YyZ7GCaPadphjpmpp6awSfEpeKiinxjxoyhrq4uWbEkzbXXXsuoUaN46qmnEooDra2tfP/738eyLO6///7O20+ePMnOnTs5efJkwuN89rOfBeA73/kO0W7z+19//XVefvllrr76asaOHduv5yLE+SovL6esrAzDgLLSxKJZMGSw94DbuDtDR8jSXWt8BJXBOuW2EVv7czGa+jA94Cyc/Haik44BMFNHKNE9pwLvUV4cICtTk5bSs4PwVJFv9+7dtJ9t/QUhLhFDNW8KIYS4fEiuEeLcFixYAEBhqWbGRxwycxILfadWGzLOth6fEEPQRf2L/eu//mvWrVvHli1bkhVPUliWxWOPPYbjOCxYsIDPfvazfP3rX2fatGls27aN5cuXJxTnfvaznzFhwgR+9rOfJTzO4sWLeeihh1i1ahUzZszg7/7u77jvvvu4+eabycjI4Je//OVAn5oQZ3X11VcDMKLYJi01sWh29JhJXb2BAczU4YSFRY8pi4NYKBTeDaWcY1Pc8xavqidWWQ/AbB3GOG0x05AyqOlYNWBESc9uvvagQUubwnEc1q5dm5yghBhEQzVvCiGEuHxIrhHi3BYsWMD9999PdnY2/gBMmeMwcaZNepYGNFkdRb/c3NzBDVSIPrqoIt9DDz3El7/8ZW666SaeeOIJjhw5kqy4LtrixYt55513uOqqq3j22Wf5xS9+QW5uLr/+9a/59re/fd6P8+ijj/Kv//qvKKX413/9V1566SVuvfVW1q1bx8SJE/vxDITou6qqKiZOnIhSMG50DKVOm7Z7wJ22W4RNCYlFtQ+VnyhgNgew9iUmM9MymP+5Ccz/3ATMs+ys24OC6KRjOP4YaWgm9jJtd4dyF/8tyHPweXu2yh867BYB165dS+hsO0UJcQkYynlTiMHm8Xj43ve+x/e+9z0857vQuhCiB8k1QvTu9DxTXl7O5z73OebMmYNhGOTkw7R5Dlde55CV6y6JNGHChMEOW4g+Ufpc+6p3c/rmE6dorVGnLarf44mUIn627bqHiWRujSxEb9ra2vj5z39OOBzmQI3JgZrED0qjymOMLLU5jsnrRuLuRKN1lHk6jFaa8PwDOPnJmSJr1mTi/7AMgE3KxzaVuKvXNU47RdjUNxps2eEBul9PNLOnRUlL1SxevLizW1EIGPrX1MHIm0P9NRFCiEvNUL+uDnSuGeqvhxAXor6+nnfeeYft27cTjUYxDIObbrqJ2bNnD3ZoYhhI5nW1T7vrlpWVnTNRCCEGV1paGjfffDPPPfcc5SNsGptNmlu6uu+O1FqUldgUKpt0bdOqun4x3IeHQuJU6Dj+tSMJXb0fnRG56JjsEc1EW/x49+QzTUcIodivuras/0D5uUm3k5vtMKLY5nBt90uT4tARi4ljY6xbt4758+djWRe1MbgQA0byphBCiP4muUaIi5ebm8uyZcu4+eabaWlpISUlBb8/OWuVCzGQ+vRJ+cCBAwl//8pXvkJOTg7f/e53kxmTEOIiTZ48mb1797Jp0yYqy2Js3NbVOReJKhoaDXJzHOboMG+Sgj71i6FSvEeAFB2kIA6+D0YQXrQPjaZ+v7uzVO6oDJTRx18kFcQmHQdD491VwDwdxgJ2dxT6WpTJh/iZq8NUlsepqzeJRLueo67eIBwBaGfTpk3MmjXrIl4dIQaO5E0hzp/jOOzYsQOACRMmyGLnQpwnyTVCnJ/zyTOWZcnO1OKSdlG/Pf385z9n8+bNyYpFCJFEH/nIRwBIT9Onrc0H+w9Z2La7Nt/p6+Q5SrFKBYgAZksA7/YiYhGbx+98lcfvfJVYxOZCxcafIFbRgMLdiGO607UByF48nMDENNwpxd1prTh81P1OYs2aNThOknYGEWKASd4U4sxCoRCTJ09m8uTJsgarEBdBco0QvZM8I4aDiyryjRgxQj5sCzFE5eXlEQgEME3Iy0l8n7YHDXbvc9fqm6wjZOvEwl1EGaxVAQA8e/NQzYlr6F0wBdFpR4lOOgbARKLM1BG30KcUHyo/GijMd8jJSoyp9rhJLO6ul7Fhw4bkxCPEAJO8KYQQor9JrhFCiOHroop8d9xxB2+99Ratra3JikcIkSRKKWbOnAnA2FExvKftXHv8pEFdvYEJXKVDWKftwXNYeTiKu16feTJxg46LCwxiY04Sme7u9DaeKDM6Cn2NymQ3bvFxwpgYPl9XTLajONix0+4rr7xCY2Nj8mISYoBI3hRCCNHfJNcIIcTwdVFFvuXLlzNy5EiWLl0qnTVCDEGLFy+muLgYjwcmVMWA7oU8xa59HsIRSMdhqu65wcYJ5RbVrGPpSY8tXtFIZJpb6JtAlNG4U3Q3KD/1GHg8MHlcFNPsivnwUZOmZkU0GuXFF19MekxC9DfJm0IIIfqb5BohhBi+LmqLymXLluHz+Vi9ejWzZ8+muLiYkSNH9roLjVKK119//WKeTgjRR6Zp8tGPfpRHH32U7Kw4ZSU2NUe73vbxuKL6kIcJY2Lk0HOtvcNYTCGC2ZDETr5u4pWNqLAH764CqnSUfcqLoxTvkMKNup30NM3UCVE2b/diOwpQ7NzrYe6MKPv37+fQoUOMHDmyX2IToj9I3hRCCNHfJNcIIcTwdVFFvpUrV3b+WWvN0aNHOXr0aK9jZVt3IQZHXl4eN954Iy+++CKVI+PUNxoEQ11NvJGOfTfScDrXxjulRZmsIcDc0zbnSKbYqHo8u/PJ1Q5p2qFNGbQrgzdI4VrdTmaGZtL4GJu3ewBFOGJw7IRJSZHNyy+/zKc//WlM0+y3+IRIJsmbQggh+pvkGiGEGL4uqshXXV2drDiEEP1o5syZ7Ny5k71791KUb7P/UFeRLxg0cBxIMTQTibKdxE02DikPeR3r5AEY9X4YEU9ecD4bnRJFtftIwaGtYxWBRmXyJilco4PkZDlUVcTZe8CN40CNRUGezdGjR3nzzTe57rrrkhePEP1I8qYQQoj+JrlGCCGGr4sq8pWXlycrDiFEP1JKMXXqVPbu3UtujsP+Q13HojHFnv0W46riTNMRGjGpVYmXhg1mClPnf4Q0NKkfjCKaeRCd3nMNvwuiQYXc4l37acuE1iuL9wiwQIcYUWLTHlLUHreIxtz1BCeNi7F69WoqKiqoqqpKTjxC9CPJm0Kcmcfj4etf/3rnn4UQF0ZyjRC9kzwjhoOLKvIJIS4dVVVVKKVITdEE/A6hcFdBrfaERXqapqTIZr4O8WdSCaqu49rjIbbko9yg3V3a7GNpxJNY5DslgNOj0FejPGzEYbqOUFEWp/a4CSjq6k2O1DqUFts899xzfPrTnyY/Pz85MQkhhBhwXq+XH//4x4MdhhBCiMuU5BkxHFzU7rpCiEtHIBCgsrISgLwcp8fxPdUWLW0KH5pFOoildcJxGwjjrtvi5ISSF5gB8RHNAEzQva/9txMvUcDnhayMrtj3HbBoblGEw2F+/etf09zcnLy4hBBCCCGEEEKIS4gU+YQYRiZMmABAcaGNUolFPK0V23Z6iUQhC4cKYl3HHAfVWE+osQHHcTDavEmNKz6qHoBS4u7mH6dxlKKmY13AnOyuIp+jFVt2emkPKlpaWvjd736H7uX+Qgghhj7HcThw4AAHDhzAcXp+GSWEEEJcDMkzYjiQIp8Qw8iUKVNITU0lJaApLrR7HI9EFSdOujvVpumuxKfjMXb9yyP89Kc/JR6P491YilGXmrzA4u6lKIhK2N23u0blxhXwJxbx4nHFlh0ebBsOHjzImjVrkheXEEKIARMKhaisrKSyspJQKIkd40IIIQSSZ8TwIEU+IYYRn8/HwoULAagsi+Oxena9RSJukS2N3r/dOoSF0gr/2pEYzf6kxGUE3c7AKKrXTj6A1o6pwulpTo8uxHDEYO8Bd4nR119/ndbW1qTEJYQQQgghhBBCXCqkyCfEMDNz5kwKCgrweKCqMtbjeFu7W0zLpWenH8A65ecEJipu4l9dgdEQuOiY7Nx2tOGQg8MI4r2OqcMihMLvo9cuxNrjJi1tCsdx2Llz50XHJIQQQgghhBBCXEqkyCfEMGOaJrfddhtKKQrzHXKzEwtmrW0GWkMqmgzds5jmKMVbKoV6DFTUwr+6EiLmRcWkU2PEqk4CMEuH8emeXYRxpdiifABUjIiTsC0vAIq6jqnG27dvv6h4hBBCCCGEEEKIS40U+YQYhkpLS7niiisAGDc6ljBt13YU9Y3upWGmjvQ6fTamFG8od00+ZRsop/d19PoiNrYOJzVCKpqrdAjVy/Puw4MNeL3uTrunq6t34z548CBtbW0XHZMQQgghhBBCCHGpkCKfEMPUNddcQ35+Pl4vjBmVOG133wELx4ES4u6Ot73wdnTSacNB+3sf0yeWJjzvENqyKcRmso70GKKVoq3jspUS6NntF44YtLQqtNZs27bt4mMSQgghhBBCCCEuEVLkE2KYsiyL22+/HaUUBXkOGeldRbNQ2KDmqDv1dbYOY/XSVec/VeTzxeHiG/ncx8qIEJ18DIDiMxQXG3DjKsjvfWOQ43Xu8bVr1+I4vY8RQgghhBBCCCEuN9ZgByCEGDwlJSVMnz6dDRs2MLo8xoatXk5V7A4etijIc0j1a6apGLVzP+LeyXCLaOapNfGs5BbSnCx3O/ssHAytcVRiBXG38lCpYxTm2VQftIjGEo/XnjApL4vT2NjIxo0bmTlzZlLjE0II0T8sy+ILX/hC55+FEEKIZJI8I4YD+ZctxDC3ePFitmzZQmZGnIx0TUurWzRzHMXufRbTJsWYYGnqbr6Nw8rTeb9YRzFQtXtRbV50WjQp8TipUbTpYNkGc3WY91Ti7r31yqJOm+QbNuOqYmzZ4aF7K6HjKGqOWowuj7N582Yp8gkhxCXC5/Px85//fLDDEEIIcZmSPCOGA5muK8Qwl56ezuTJkwEoLUqcItvYbHZO271Ch0jvtttuIwZHMVGOgXdLUc/Nbi+UxyEy5xAazShiVOhYjyHvKz9xIDfboXxEzx2A6xvcS9uRI0ew7Z7HhRBCCCGEEEKIy40U+YQQzJs3D4CCPKfHhhb7D1o0NkGsvZ3xbQ3oU+vzKcV65ccBrOMZWPtykxaPXdRGbFydG5sOkacTi49NyuR95QegfEQcy0ysMAZDimgM4vE4u3fvTlpcQggh+o/Wmrq6Ourq6rpyjRBCCJEkkmfEcCBFPiEERUVFjBs3DqVgVHliQU1rxfbd8OMf/5j//vEPSY+GO4+1KJP1ygeAd3shqsWXtJhi404QL2zBBBbqIJk6sSOvWnlpwsAwIDfn9HUBFbXH3Q7EVatWSRIXQohLQDAYpKCggIKCAoLB4GCHI4QQ4jIjeUYMB1LkE0IAcN1116GUIi/HoSAvsaAWDnddKsbqxLX3duPlCBbKMfCvGwlRMzkBGRCZU4OTEsUHTNeRHkMOdawROLI0jlKJhbzDRy1sG2pra9m2bVtyYhJCCCGEEEIIIYYoKfIJIQDIy8vjqquuAmDs6BgBf++75o4khtW9M04p1io/7SiMNh/+90aCrXq9b59ZGruoBYAQPR9zDx5CKFJTNCNLEwuTsbji0BF3b6E///nPtLa2JicmIYQQQgghhBBiCJIinxCi06JFiygvL8cyYeLYGL3tpmEBo0jcDCOsDFaqFKKA2ZCKd1tR0mJSQS8AQdXzchVRBuu7rc2XlpJYmDx0xKStXREMBvnTn/6UtJiEEEIIIYQQQoihRop8QohOhmHwsY99DL/fT3qaprSo951pJ+lIYjcf0KxM1qgAANahLIgl5/Li5LjrZUzQEdJ0z+7Cg1gcwcIwYNL4WMImHForduxxp/Tu2rWL5ubmpMQkhBBCCCGEEEIMNVLkE0IkSE9P59prrwWgsjyOz5dYzAuFFAE0k3tZI+8IFi0YqLiJdSQzKfHEqk5i57bjwd2AI/X0Qp9SrFEB2lAE/JoxoxK7DNuDBo3NBlpr3n///aTEJIQQQgghhBBCDDVS5BNC9DBr1izKysqwTJhQFaX7tN3qGnedu4lEqdCJBTWU4hDucaMxkJxgDIjMrsHxx8jE4QbdTtZpO+1GOwp9AHk5Ti+bcLibgaxdu5bGxsbkxCWEEEIIIYQQQgwhUuQTQvSglOKOO+7A6/WSlampGOlQWDKTwpKZNDR5OHTYLZrN06EeBbdm5R4zWn1Ji0cH4oQX7sPOCBFAc51uJ1fHE8bUYRJGYZqQkZZY5KtvNGhsMojH47z88sto3XOtQSGEEIPLsizuu+8+7rvvPizLGuxwhBBCXGYkz4jhQIp8QoheZWdnc9NNNwEwukJx7XUfZcLkuzEMi/2HLE42GJjALB2GbkWzho7LitmQilGfpG4+Ogp9V1Vj57bjBRbrYGKhTylqO7oIS4vjp91bsfeAhdbu2nwbN25MWlxCCCGSw+fz8cQTT/DEE0/g8yXviyIhhBACJM+I4UGKfEKIM5o+fToLFiwAYExlnPzcU117ij37PTgOFGJTSldRrVWZ7MPd7MK7uaS3DXovnNchfOWBzkLftTpIQbdC3w7l7sRbkOeQlpq4dl970KD6kFsE/POf/8zJkyeTGJgQQgghhBBCCDG4pMgnhDirxYsXM2vWLGKxKJVl7fi8bqEvElWda91dqUNkd5u2u1H5iANmcwDPtsLkBmRpwlceIF7QigV8RIfwdmzG0aRMDnZ0800eH8XnTawwHjpi0thkEIvFePfdd5MblxBCiIuitaa9vZ329nZZVkEIIUTSSZ4Rw4EU+YQQZ6WUYuHChTzyyCP80z89QlVlkFPteQcOWzQ1K7zAAh3E05EsI8rgfeUHwLs3H2t/TnKDsjSReYdw0sME0MzpNmX4A+WnGQO/D6ZOjGKZ3RO44mDHeoI7duzAtu1eHlwIIcRgCAaDpKWlkZaWRjAYHOxwhBBCXGYkz4jhQIp8QohzMoyuS0VmuqYw3+2ccxzFlp1eQmFFGprFur2z0FetvGxU7loX3i3FqDZvcoMyNZFZh9FKU06cQjo6DJXBmyqFIIrUFM2k8bGE3XabWgyiUQiHw2zevDm5MQkhhBBCCCGEEINEinxCiD4rLepaB8+2Fdt2eojFIA+H63Q7vo7ps9vxcgQLpRXeHQVJj8PJChOvaABgko503h5UBitVCjEgO9Nh3OgYXYsDKmqOulN633jjDaLRaNLjEkIIIYQQQgghBpoU+YQQfWIYBhnpmqyMrqmubUGDjdu8RKKQjcNVOuROn1WKTR3dfOaRTKxDWUmPJzbmJFppirDJ6LYuYJMyeUel4ABFBQ4jiruOHa41CYUVbW1tvP7660mPSQghhBBCCCGEGGhS5BNC9Mn06dMBGFcVxzS6psG2Bw02bfNi2+6Ou5XEALfYtgsvCoV3fSnWgeykxqNTYjiZIQAySNxRt1ZZfNixNmDlyHjnRhxaK/bsd7v51q1bx9atW5MakxBCCCGEEEIIMdCkyCeE6JPFixeTmZlJwK8ZV9V9GiwEQwYHatzi2QwdwexYn+9D5WM3HrfQt7HE3YgjiRta6RS3oJh1WpEPYA8eTmBimlBVGeu8vaHJ7NyE4w9/+APHjx9PXkBCCCGEEEIIIcQAkyKfEKJPfD4ft99+O4ZhUJDnMHZUnO4Vu1NTYf1oRtCxdp9SfKD8nYU+3+YSvBtKwVZJicnObwPcdfmy9Gk75irF+8qPBvJzHVJTugqBBw5ZNDQZxGIxnnnmGUKhUFLiEUIIIYQQQgghBpoU+YQQ52SaJnfeeSd33nknpmlSUVHBxz72MQBKimwqR3YV+rRWHK9zLy2jddRdmw86C33rlQ8NeA5l419dmZRCX7yikXhhCyYwX4c6OwhPaVYmh3A7DMtHdG0aolFs3+0hFFY0Njby/PPPo3USWwyFEEKct9NzjRBCCJFMkmfEcKC0fKIdUC0tLWRmZtLc3ExGRsZghyPERXn//ff505/+BEDNUZN9ByxAEfA7zJkRxVDwrgpwQHkS7leo41ylg/iAWGU90Wm1Fx9M1CTltTGoqMURLN5WAbTqKiBmaZuluh3HgXfW+XCcrmOpKQ6zpkYxDLj33nsZO3bsxccjBoRcU3uS10QIIZJLrquJ5PUQQojkSuZ1VTr5hBAXbM6cOdx4440AlJXYjO9Yoy8UNjjYsTbfbB0i/bQptMeVxbsqBQBPdS7msbSLD8ZrE77iINp0KCXOXB3u6iIEmjBoQ2EYkJ2ZuHZfe9DgcK37bd5LL71EJBK5+HiEEEIIIYQQQogBJEU+IcRFmTdvHrfffjtKKYoKHEaVu9NhDx02aW5VeIEbdJBcHU+4X62y2I3b4WfVZCUlFicnRGR2DRrNaGJcqcOobtOFj56aslsWR52288eBGotQSNHS0sK6deuSEo8QQgghhBBCCDFQpMgnhDin9vZ2lFIopWhvb+9xfNq0adx+++0AjCy1GVEcR6PYutNLS6vCh2axDpJ9Wkdfo+pYCyOevEuRXdxKZPZhtNJUEuNqHcLoKPRtUz6iQEaapqw0MRbHUVR3dB++9957xGKx0x9aCCFEPzpXrhFCCCEuhuQZMRxIkU8IkRRTp05l8eLFAIyuiJOe5hCLKTZu89LU4nb0XafbKerW0RfDXRfPPJmGavf09rAXxB7RTGTeQbThTt2dSBSAkDL4QPkBqBwZJyc7sdBXd9IgFFYEg0G2bduWtHiEEEIIIYQQQoj+JkU+IUTSLFiwgClTpqAUjB3lrs/nOIotO7w0Nht4gEU6yFjtFt2OYNGAgbINfB+WgXPWh+8Tu6iNyMwjAEzWEQo7iosH8LAPD0rBxLExUlO6nlSjOHbC7S7cvn178oIRQgghhBBCCCH6mRT5hBBJo5TihhtuwO/3k56mqRzpFtZsW7F5u4fjdQYGMFuHmaAj2EqxSqUQBcyGFPzvVqBCVtLisUubiZc2YQAfOTVtVynWKT/HMLFMmDoxit/XVeirq3cvi/v27eP48eNJi0UIIYQQQgghhOhPUuQTQiRVWloaS5cuBaB8hE1mhltA01qxY4+H6kNuEW+GjjBKR2lXBu+qAHHcabv+laNRLb7kBKMgMvMIjj+GH00pbtFRdxQXGzHweWHapCg+r7tuXzBkcLLBwHEcfvvb3xKNRpMTixBCCCGEEEII0Y+kyCeESLopU6YwY8YMACaM6d4ppzh42KLmqDsl9godpkzHOKo8/Fml0oSBEfEQWDUKszY9OcGYmvjIJgCqdFfBLqYUb6oUWjAI+N2OPkO5hb5dez1EIlBfX88f//hHtNa9PbIQQgghhBBCCDFkSJFPCNEvlixZQm5uLn4fTJsU6+yUA9h3wOLoMbfQN01HUFrTqkxeU6nUYaJiJv615Xg3FSdl5914eQNaaYqxKei28UdYGbyhUgihSE3RjBzhHovFFdt3e3E0bN26lXffffeiYxBCCCGEEEIIIfqTFPmEEOdkmiZLly5l6dKlmKZ5Xvfx+Xx86lOfIicnh4BfM3ViFI91qtCn2HfAIhaDDBxGEQMgqhSvqxR24AXAU51L4M3RF73zrk6NES9vBNz1AOnWmRfstuPuyFKblIDbddjcarC32p1a/Nprr7Fr166LikEIIcTZXUiuEUIIIc6X5BkxHCgt89AGVEtLC5mZmTQ3N5ORkTHY4QjR71paWnjsscdobW2ltU2xaZuXuK0AKCuJM7oijg28olJpVF3JtlDHuUKHSEXj+GNEp9ZiF7eAurA4PHvy8G4rIozidyoNrbo9kNZcrUOMIM6Jkwbbd3tPHWDsqDglRTaWZXH//fdTWlp6YQGIfiHX1J7kNRFCiOSS62oieT2EECK5knldlU4+IUS/ysjI4FOf+hSpqamkp7kdfabhfrdQc9TkZIOBCVyhQ5jdvnM4rixeVqk0Y2CEPfjXjcT/TiXELuCypcGqzgFgh/ImFvgAlGKzcjf7yM91Orv5QLGn2qK+0SAej/PUU0/R1NTU9+cXQgghhBBCCCH6mRT5hBD9Li8vj0996lMEAgEy0jUTx8VQaECxa5+HaAyycVisg1jdCn1hZfCySmULXmKAWZ+KdTC77wHEDVTYnXpbouMYvTQwNymTGiyUgvIRXev2aa3YvstDa5siGAzypz/9STbiEEIIIYQQQggx5EiRTwhxTu3t7aSmppKamkp7e/sFPUZBQQGf+MQnsCyL3GyHsaPjgCYWU2zZ4SUehwLsHoW+uFJsMfxs6lg3z3MwG+w+ztn1OETm1qBNh0JsFupgQtfgKVs7uvkK8rp384HtKHbs8eA4sGfPHlmfTwgh+kEyco0QQghxJpJnxHAgRT4hxHkJBoMEg8GLeozS0lLuvPNOlFIUF9qMqXQLfa1tBhu3eYnFIR+bq3spwh3CIgoYrX6sw5l9fm67qJXwlQfQpkMxNlfpUI+OvkZlcqSjmy8/10k4FgwZ1Bx11wx89dVXcZzE40IIIS5eMnKNEEIIcSaSZ8TlTop8QogBNW7cOG677TYASottRpe7hb62doPN273EbSjCZoEOJhThwspgR0ennVWTdUHP7eQFOwt9pcRZrIN4Tiv0tXVcFg2jZ6ffocPujsANDQ1s2bLlgmIQQgghhBBCCCH6gxT5hBADbvr06dx6660AlJXaVI7s6ujbst2LbUMJNvN1CNWtCFeNBwDzZBqe3XlwAUvjOXlBwlccRFs2hdhcoUPQ7Tnsjv/m5zg9Cn22ozh01F3bb9WqVdLNJ4QQQgghhBBiyJAinxBiUMycOZObbroJgPIRNqM6Cn3NrQZbd7rr340kziwd7izCBZXBVrwAeLcX4d1adGGFvvx2wldVo5WmjDhldG20Ua08RIGUFM2EMTFOf4Kjx0xiMaivr2fz5s0XcupCCCGEEEIIIUTSSZFPCDFo5s6d21noGznCpqLMLbY1Npvs2ONBaxhLjBk60lno22z4+aBj2q5nXx7ezcUXVujLDKPTIwDM7lZIbFYmb6kUbNx1+UZXxBPuZ9uKQ0fcbr6VK1fKTrtCCCGEEEIIIYaEy7bId+zYMR566CGKi4vx+/2MHTuW//W//hfRaLRPj6OUOuPPj370o36KXojhY+7cudx4440AVJTZlBa5RbW6epM91W4xbQJR5ulw59Td3crHWuVHA57qXLzrS/u0465q8eFfXYHR4u7Y24oBquv+dcriPRUAoKykK6ZTjhwzsW1obm7m5MmTF3biQgghhBBCCCFEElmDHUB/OHbsGPPmzaOmpobbb7+dsWPH8s477/C9732PNWvW8NJLL2EY51/fLC8v5/777+9x+1VXXZXEqIUYugzDYOHChZ1/TrZ58+YRDodZuXIlY0bFicYUdfUmR49Z2LZifFWM0SqGR2veJYCjFPuUFxu4Uofx1GRjtPsIz68G6xyddXGDwKpRqJi7U+5WvGzv6Azs7qDykIbDNB1hzKg4sbjixEn3Po6jaGk1yM5y2LFjB/n5+cl+SYQQYtjp71wjhBBieJM8I4aDy7LI941vfINDhw7xi1/8gs9//vMAaK154IEHePLJJ3nyySd54IEHzvvxKioqWL58eT9FK8TQFwgEWLlyZb8+x9VXX00wGGTdunWMHxMjHFG0thkcr3O75iaOjTHSiOPRQVaRQlwpDigvEQzm6yC+hhR860cQmVMDZ2vqcxTd5/ceVRZx1fsdtuHFi2YCUaoqYzQ0GsQ7OgZP1LtFvpUrV1JUVMTYsWOT+GoIIcTwMxC5RgghxPAleUYMB5dd+bq1tZVnnnmGUaNG8Vd/9Vedtyul+OEPf4hhGPzqV78axAiFEL1RSrFkyRLGjh2LacDk8VECfnf32pMNJlt2eLBtKMbmBt2OT7vHapXF2yoFB7COZuLdco7NOLw2oYX7cdLDAFyng4zW0YQddrsFxSbloxkDrwfKy7qm7dYeN6k9bqK15vnnn5dpu0IIIYQQQgghBtVlV+Rbs2YNkUiE66+/HnVad05xcTFTpkxh7dq1hMPh837MpqYmHnvsMR555BF+9atfsWfPnmSHLYTAbZv/6Ec/SkFBAT4vTJsUxe9zi3mNzSYbtnqJRCALh0U6iNVRmKtTFuuUu76eZ38evrUjIXbmy5tOixJauJ94STMGME+Hma9DnY/XnaMU25W7o29mutPtiGL3foumFkUkEuE3v/lNn64rQgghhBBCCCFEMl12Rb5TBbgxY8b0enzMmDE4jsP+/fvP+zE3bdrEZz7zGb797W/z2c9+lnHjxvGXf/mXBIPBc943EonQ0tKS8CPEpaa9vZ38/Hzy8/Npb2/v1+fy+Xz85V/+JXl5efh9MG1SDJ/PLb61tRts3OYlGoNcHK7pVujbr7ysVgFswDqW4a671+Y98xNZDpE5NUQnHEcrTQVxbtJtZGi7x1Cz47/RWOIXB1ortu3yEo5AfX09zz33nOy2Kwac5BlxuRjIXCOEOH+SZ8TlQvKMGA4uuyJfc3MzAJmZmb0ez8jISBh3Ll//+tdZu3YtDQ0NNDY28sYbbzBv3jx+/etf8+CDD57z/j/84Q/JzMzs/CkrKzvPMxFiaDl58uSATUlNS0vjU5/6FNnZ2QT8mllTIqSnuV10obDBlh1eYnHIw2aW7uqeO6g8vKZSCaIwWvwE3qjCszP/zDvvKoiNqyN81X6cQJR0NFfpEOZphbpT905LdbBO29gjFlNs3enFtmHv3r2sX78+aa+DEOdD8oy4nAxkrhFCnB/JM+JyInlGXO6GbJEvLy8PpdR5//TXApo//vGPmTt3LtnZ2WRlZbF48WJef/11qqqq+M1vfsO2bdvOev9vfetbNDc3d/7U1NT0S5xCXG7S09O5//77KSwsxOuF6ZOi5OW4XXatbQZbd3jRGkYTo0THOu9Xr0xeVqkcxUQ5Bt6dhQTeGo1q7bmD7ilObojQwn04vhhZHTvqdncAD60Y+H0wsjTe4/5t7QbVh9x9jF5//fXz6vIVIlkkzwghhOhPkmeEEOLSMWR317333ntpbW097/FFRUVAVwffmTr1TrWXn6nT73ykpKRw77338v3vf5/Vq1czadKkM471+Xz4fGcuLgghziwjI4MHHniA//mf/2Hv3r1MGhdjT7Xm6DGL5laDw7UmZSU2H9EhXsegQbkTa0PKYCUpjCTOLB0m0OInsHI00UnHiFc29L77rt8mOuMI/vcqGE+UXdpLu3K/B4kpxYf4WKRDlJXYhMKK2uOJl88jtSZFBTYQ4oMPPuDqq6/u51dHCJfkGSGEEP1J8owQQlw6hmyR79/+7d8u6H6n1uI70+YYe/bswTAMRo0adcGxgdtpCEjHjhD9zOfzce+99/LSSy+xfv16xo6KkxLQ7Ku2qD5okZaqyc50N+J4lRRaOwp9KMUhPJzA5EodotgG3+YSrENZxCacwC5s6/FcdlEbdm47Zn0qI4ixi65faI9isRcPVSrGuNFx/F5NdY3FqYqhRlF7wmRMZZwjR44MxEsjhBBCCCGEEEJ0GrLTdS/UFVdcgc/n49VXX+2xAH5tbS1btmxh3rx5+P3+i3qetWvXAlBRUXFRjyOEODfDMLjlllu45pprABhRbDN5fAwUbN3hoaVN4UdznQ6SpxOn04aVwZsqhQ+VjzhgNqXgX1PhrtXn9HyueLHb7TtaxxLX5lOKdcrPZuUW/srLbMpHJG7S0dbmXlJrampkp10hhBBCCCGEEAPqsivyZWRk8Bd/8Rfs37+f//f//l/n7VprvvWtb+E4Dp/5zGcS7hMMBtm5cyeHDh1KuH3Dhg29dur99re/5emnnyYvL4/rrruuf05ECJFAKcWCBQu4++67sSyL3ByHqROjKAVbtntpa1cE0Fyrg5R3W6Ov487sUj5eUGnswgPgrtX38jg8WwsxmvzQUc+Lj2hCe+Nk4XCVDqFOK/RtVT4+UO6XBJUj4xQXdhUVW9oUwZAiFArx2muv9evrIYQQQgghhBBCdDdkp+tejB/96Ee8+eabfPGLX+S1115j7NixrFq1itWrV7NkyRLuu+++hPHr1q1j8eLFLFy4MGEDj5/+9Kf8/ve/59prr2XkyJForVm/fj2rVq3C7/fz5JNPkpaWNsBnJ8TAMwyD2bNnd/55ME2YMIG//Mu/5OmnnyaLMDOmRNmyw8P6LV4mjImRn+vwER0iHYeteEF1LcAXUQYfqgBt2mCSjuKPePDuzYe9+cRGnyQ65Rj4bcLzDuJfNYpS4kwgynYS16HZrbz4tcNkoowdFScYMmhuMdBasWufhxmTo6xfv56JEyde9NIAQggxXAylXCOEEOLyI3lGDAeXZZGvuLiYtWvX8p3vfIeXXnqJF198kZEjR/Lwww/zjW9847zf0MuWLaOpqYn169ezYsUK4vE4paWlPPjgg3z9619n/Pjx/XwmQgwNgUCA999/f7DD6DRy5Ejuv/9+fv3rXwNtzJwSZfMOL9t2eRhVHmdkqc1UHSELm7UEiKnEnTZ2KR978DJDRxhHFACjIQXvpmJU2EIFvaiOtfZ6mdELwGblI1VrKlWMqooYH272AormFoPjdQaF+Q5PP/00f/EXf0FVVVX/vRhCCHGZGGq5RgghxOVF8owYDpQ+feE60a9aWlrIzMykubmZjIyMXsfYtk0sFuv1mBDDjcfjwTTNXo81Nzfz9NNPc/z4ceJx2L7bQ0OTSXFBnDGj4hgGtGDwlgp0bcjRIU/HuU4Hz7hmgQN8qPzswZPQDdidTzvcqtvwArv2WZ077iqlmTQuRl6Og2ma3HvvvYwePfoCXwFxNudzTR1uzvc1kVwjRJez5RohJNckkjwjRN9JnhFnk8w8c1l28l2qtNYcO3aMpqamwQ5FiCElKyuLoqIi1GnFtszMTO6//35+85vfcPDgQaZOjFF9SHPwsElb0GDSuCgZPocbdJBVBDihui55GThnXZT0BCb7zlLgA3f671Z8zNQRxlTGaWs3aG1zp+1u2+Vh4tgY+bk2zz77LPfddx8lJSUX+1IIcdEk1wjRuzPlGiFE30ieEaJ3kmfEQJAi3xByKhkWFBSQkpIib34xZNi2zd69ewGoqqoasG+htNYEg0FOnDgBuFPxT+f3+/nkJz/JK6+8wvvvv0/lyDipKQ6793n4cLOPKeOjZKRrrtFB1uFnv/ICUI2HgNJM0xEAYiMbUbaBWZeKiloUYbNQB1lLgKA6czlwJ14KsBlhxJk8LsoHm33EYgqtFdt3e5g6IUZ2VpT//u//5qGHHiI7O7sfXikhzp/kGjFUDeVcI4Q4f5JnxFAleUYMB1LkGyJs2+5Mhrm5uYMdjhAJuk+38Pv9A9pqHggEADhx4gQFBQW9PrdlWSxdupTi4mJefPFFCvIcMtIj7NjtZeM2L+OrYhTkOVyhw2Rphw3Kh1aKbfjI1DYVxLEOZRGvbCB4/W7M+lR875dRbMOtuo3t2st25cPu7ZdUpXiXAEt0O5k+h4ljYmza7gHcQt/WXR6mT4oCQV566SU+8YlPyC+7YtBIrhFD2VDPNUKIc5M8I4YyyTNiOJAtZYaIUxeblJSUQY5EiKHn1PviXOu6zJgxg/vvv5/s7Gz8Ppg+OcqIYpvtuy2qD7nfaYwnykIdwtOxHOk6FWAfHhQKT3UugbdG46RECS/Yj53bjglMIcrNuo1iHe/1eeNK8Y4KEAeysxwqyrrG2bbb0ec4sG/fPjZs2HDxL4gQF0hyjRBndr65RghxZpJnhDgzyTNiIEiRb4iRDh8heurL+6KsrIzPfe5zTJkyBaVgVHmcGZNj1NUbbNvlwbahhDg36jaytE1cKdYaAV5XKQRRGG0+AitHYzSkEL6qmvCcQziBGGloFukgs5wQ3l72K2pWJmuV+w3dyFIb0+waEwobnUXGFStWdLbqCzFYJNcI0ZO8L4RIHnk/CdGTvC/EQJAinxDisuPz+bjjjju47bbb8Hq9ZGZoZk+LkprisHGbh1BYkY7mBt1OhY4CcFxZ/FmlchQT5Rj4NpfgXzka7YsTunYPsfIGFDCOGLfqVqp0FE4r9h1UHkIoDANSAonHao6aNDQZxGIxnn32WSKRyEC9HEIIIYQQQgghhgEp8gkhzmj58uUUFhZiWRYrV64E4OGHH6awsBClFL///e8HNb6zUUoxY8YMvvCFLzBu3DgMAyrKbMZXxdm936K+0cAC5usw850gltZElMFKlcIHyk8UMJsDBN4ZhXdLEdGJxwl9pBonI4wPmKvDzNKRHoW+lo7LasWIOND9mGLHbg/hCNTX1/P73/8ex3EG6NUQQoih6VSeUUrxwgsvAPDv//7vlJSUDPk8I4QQ4tJwKX+mEaKvpMgnLopS6qw/999//2Udx/Lly5k+fXq/PPaFWLlyJUopmpqazmtcbz/Hjh0DYMeOHTz88MM8+uijHD58mPnz51NdXc33v/99Hn30UWpra7npppsuOub+fg0zMzP5i7/4C+666y5SU1NJTdFMnRAjFIaDNSZaQwVxbtLtZGsblGK38vJHlcYePAB4DuaQ8toYjDYfoav2E510DI1mHFHm6TCqW6Fvh/LiALk5DqPKE9fwi8UV23d5cRzYuXMnr7zySr+dtxCXC8kzwyPP1NbWcuONN1JdXc2vfvUrfvnLX14yeUYIcemTXDO0rpPymUaICye764qLUltb2/nnZ555hn/4h39g165dnbed2kXolFgshsfjuWzjuNTs2rWLjIyMhNsKCgoAd5MIgGXLluE4Do2NjZ2bRixbtuySWlNCKcXEiROprKzklVdeYePGjYwodgiHYc9+i5Ej4qT7HG7Q7WzDx3a8RJTB+ypAtfYwR4fJjln4NpXg3VpIfEQzdkEb1ol0RhMjpBWblR+Ao8rDWjRX6jAjS20MBfsOWmjtvl4tbQY793iYOC7G2rVrKSsrY9KkSYP58ggxpA2V6/tQieNSc755RimFbduda5bedtttWJb8miqEGBhD5Ro/VOK41AyXzzRCnA/p5LsEtLe3n/EnHA6f99hQKHReY/uiqKio8yczMxOlVOffw+EwWVlZPPvssyxatAi/38+vf/3rXr/l+Jd/+RcqKioSbnv88ceZMGECfr+f8ePH84tf/CKpcZzPc3zjG99g7NixpKSkMGrUKL773e927ob0xBNP8PDDD7Np06bOb4yeeOIJwC0qPfroo9xyyy2kpKQwYcIE1qxZw969e1m0aBGpqalceeWVnUnnlD/+8Y/MmjULv9/PqFGjePjhh4nHu7rBlFI89thj3HHHHaSkpDBmzBj+8Ic/AHDgwAEWL14MQHZ29nl921dQUJDw2hUVFWEYBsuXL+fWW28FwDAMLMvif/7nf/jSl77UeVv3hHiu1/Hw4cPcc8895OTkkJqayuzZs1m7du1ZX8P+EAgEWLZsGZ/85CfJysrC74cxo+I0NBrUNxqYwFQd4UbdTl7HTronlcUKlcoHyk8rBso28RzMwTqR3vm4fhKn7FYrLxuUD4ARJTbTJkbxWF1jTtSbHDpsAvD+++/32/kKcb4kz0ieOWWw8oxSiu9///udecbj8VySeUYIcWYDmWv6SnLN8Mg1l8tnGiHOSosB1dzcrAHd3NyccHsoFNLbt2/XoVCox31wF/bq9Wfp0qUJY1NSUs44duHChQlj8/Lyeh13oR5//HGdmZnZ+ffq6moN6IqKCv3cc8/p/fv36yNHjujvfe97etq0aQn3/b//9//q8vLyzr//+7//uy4uLu6833PPPadzcnL0E088kbQ4zuc5vv/97+vVq1fr6upq/Yc//EEXFhbq//2//7fWWutgMKi/9rWv6UmTJuna2lpdW1urg8Gg1tr9f1ZaWqqfeeYZvWvXLn377bfriooKfc011+gVK1bo7du36yuuuELfeOONnc+1YsUKnZGRoZ944gm9b98+/corr+iKigq9fPnyzjGAHjFihH7qqaf0nj179N/8zd/otLQ0XV9fr+PxuH7uuec0oHft2qVra2t1U1NTr6/Rm2++qQHd2NjY6/HW1lb9+OOPa6Dz3Hq77Xz+X7W2tupRo0bpBQsW6FWrVuk9e/boZ555Rr/77rtnfQ27O9v740KFw2H9wgsv6OXLl+vly5fr73xnuf7sX/0v/fd/7/79e8uX679Y/oie+PBP9Nj/9c/uz8M/0Vc9/E/6U8t/oD+3/Pv6c8u/rx9c/o969sM/7hrT7Wfxw/9bf7vj8b/xzYf1jbc+ohfd8CO96IYf6SW3/FB/73vusVOvpei7M11Th7OzvSZnei9JnpE8c8pwzTNa90+uEZcHyTWJLiTPaD2wueZiSK6RXHMpfaYRl4dk5hmZByH63f/3//1/fPSjH+3Tfb7//e/zk5/8pPN+lZWVbN++nUcffZT77rsvKXGcz3N85zvf6RxfUVHB1772NZ555hn+7u/+jkAgQFpaGpZlUVRU1OP5HnjgAe6++27A/fbsyiuv5Lvf/S5LliwB4Mtf/jIPPPBA5/gf/OAHfPOb3+x87lGjRvH973+fv/u7v+N73/te57j777+fe++9F4BHHnmEf/u3f2PdunXceOON5OTkAO63WVlZWed8TUaMGJHw99LSUnbt2kVaWlrn/bufW2+3net1fOqpp6irq+P999/vjK+qqqrz/md7DfuTz+fjtttuY8qUKbz66qvU1tZSUuTQ0gKt7Qa52Q4TiFKhY6zHz0EsUIoTWJxQ53fpPKI8vILBQh0kza+ZOSXK9t0emlpMIlHFyQaD/FyH3/zmNzz00EOkpaX181kLcXmSPCN5ZijmGSHE5UVyjeQayTXiUiBFvktAW1vbGY+Zppnw91Nr2fTGMBJnZx84cOCi4jpfs2fP7tP4uro6ampqePDBB/nMZz7TeXs8HiczMzMpcZzvc/zP//wP//Iv/8LevXtpa2sjHo/3WO/hTKZOndr558LCQgCmTJmScFs4HKalpYWMjAw+/PBD3n//fX7wgx90jrFtm3A4TDAYJCUlpcfjpqamkp6eftb/72ezatUq0tO7pp2eaf0j27bZsWMHBw8eTLj9fF7HjRs3MmPGjM5kONRUVlbymc98hjVr1vDmm2+SkREHHJqaFT4vBAKaj+gQ5Vi8j5+Q6tsqB83K5BVSWaSD5Hgdpk2Ksadac/SYxa59HlJTokAzTz/9NJ/4xCc6/z8LMZAkz7gkzwxenjkVy6k8Y9s2pmleFnlGCOGSXOOSXCOfaYToT1LkuwSkpqYO+tiLcfrzGIaB7rYbKdC5JgSA4zgA/OpXv2LevHkJ407/BeBC4zif53jvvfe45557ePjhh1myZAmZmZn85je/4Sc/+cl5PV/3RXBPrfXQ222nYnEch4cffrjXbwj9fn+vj3vqcU49Rl9VVlae17djAOFwOOH/E5zf63j6AsFDkVKK+fPnM2XKFN588002btxIVqYmGoPjdW633QgjTqFuYxs+duHF7sMivWFl8CqpzNVhKlWMsaPixGKKunqTLTs8zJwS5ejRozz22GN88pOflF8exICTPNNF8szg5Rngss0zQgjJNd1JrpHPNEL0FynyiQGXn5/PsWPH0Fp3JoWNGzd2Hi8sLKS0tJT9+/fziU98ol9iOJ/nWL16NeXl5Xz729/uvO30b328Xi+2bSclppkzZ7Jr166Etu++8nq9AEmL6VzO53WcOnUqjz32GA0NDb0Wr5L5Gl6s9PR0brvtNubOncvvf/97jh8/TmG+Q0OTwmNBeppmuo4whigbu03hPR+2UqzBT0zDWGJMHBtjxx44cdJk4zYvk8fHoLGR//iP/+DjH/84paWl/Xy2Qly+JM/0TvKMEEIkj+Sa3kmuEWJwSZFPDLhFixZRV1fHP/3TP3HnnXeyYsUK/vznPye0jC9fvpy/+Zu/ISMjg5tuuolIJMIHH3xAY2MjX/3qV5MSx7meo6qqikOHDvGb3/yGOXPm8NJLL/G73/0u4TEqKiqorq5m48aNjBgxgvT0dHw+3wXF8w//8A/ccsstlJWVcdddd2EYBps3b2bLli384z/+43k9Rnl5OUopXnzxRZYuXdq5xsaZnDhxosduZrm5uT2+WTubc72O9957L4888gi33347P/zhDykuLmbDhg2UlJRw5ZVXJvU1TJaioiIeeughVq5cybvvvktOlsa23a6+zAyHVJ87hXcMJh/ip1Gd57exSvEhfkwNo1WMCWNixOPQ0GSyfouXqROiQJAnn3ySu+66izFjxvTreQpxuZI80zvJM0MnzwghLn2Sa3onuUZyjRhcfVtcSogkmDBhAr/4xS/4+c9/zrRp01i3bh1f//rXE8Y89NBDPPbYYzzxxBNMmTKFhQsX8sQTT1BZWZm0OM71HMuWLeMrX/kKX/rSl5g+fTrvvvsu3/3udxMe42Mf+xg33ngjixcvJj8/n6effvqC41myZAkvvvgir776KnPmzOGKK67gn//5nykvLz/vxygtLeXhhx/mm9/8JoWFhZ3bw5/JuHHjKC4uTvj58MMP+xT3uV5Hr9fLK6+8QkFBAUuXLmXKlCn86Ec/6mx9T+ZrmEyWZXHdddfxV3/1V1RUVGCaUJjvYNtw7ISBbUMBNjfqduY6IXz6/KYXaKVYq/zsx4NSMGlcjLRUh1hMsXGrl4Ymg1gsxlNPPcW7777bYxqIEOLcJM/0TvLM0MozQohLm+Sa3kmukVwjBpfS8glyQLW0tJCZmUlzc3PCtzzhcJjq6moqKysT1ioQYiiwbZsNGzYAMGPGjItaR+RCDPb7Q2vNxo0bee211wgGgwA0NCkcR5GX4xb3IsDGjuKdPo8pvEprFukgxdhEorB+s49IVKGUZsyoOCWFbrv/Nddcw4IFC/rt3C51Z7qmDmdne00G+70kxNkM91wjhi7JNYkkz4hLleQZMVQlM89IJ58QQpyDUooZM2bw13/911x55ZUYhkFOliYny+H4SYO2doUPmKfDLNXtlOkYnOP7E60Uq1QKTRj4vDB5fBTT0Git2L3PYt8BdzWFN954g5UrV0pHnxBCCCGEEEKIs5IinxDivHi93s5FcIcrv9/PDTfcwOc//3nGjBmDYUBhnoPPqzlRbxCLQSYOC3SI63WQXH32xXfjSvGWSiGEIj1NM3FcDIUGFDVHLaoPuYW+t956i1dffVUKfUKIy57kGiGEEP1J8oy43MnGG0KIczJNk6lTpw52GENGXl4eH//4x9m3bx8vv/wydXV1FOQ6tAehockgL8ch37RZotup1h42Kx/tqvfvVNqVwdsEuFYHyc12GFURZ98Bd5Hgg4ctYnEYOyrOmjVr8Hg8LF68eCBPVQghBozkGiGEEP1J8owYDqSTTwghLtDo0aP5q7/6q85dv1JT3M052trhZIN7ea0kxq26jVln2ZyjXlmsUQEAykpsKspigNu1d/SYxZ797vcxb7/9Nm+//Xb/n5gQQgghhBBCiEuOdPIJIcRFMAyDOXPmMHnyZN59913ee+89MjPigENTi8JQkJGuGUeMUTrGDnzsxEv8tM05apSHzThM1REqymzSUjU7dnuwHcWRYxaGAaMr4rz55ptYlsX8+fMH54SFEEIIIYQQQgxJ0sknhDgnx3HYvn0727dvx3F670Yb7gKBANdeey1f+tKXmDp1KkopsjI0Gema5hZFW7vCA0zVEW7VbYzXEazT1tjbqny8q/zYQF6Ow/TJUXxed0zNUYv9B93vZV599VXWrFkzwGcohBD9S3KNEEKI/iR5RgwHUuQTQpyT1ppgMEgwGJTNH84hMzOTO+64gy9+8YtMnz4dpRSZGZrUFE1DkyIchgCamTrCMt3KFCeMp9trekB5eU2lEO7YjGPW1Ai52e4GHoeOWByoMQF45ZVXWL9+/aCcoxBC9AfJNUIIIfqT5BkxHEiRTwgh+kFubi7Lli3jC1/4AmPHjkUpyMnS+HzQ2q4IR8AHTCHKbbqViTrSWeyrVxYvq1QaMfB6YcqEGGNHx1BKc6DGw6EjbqHvxRdfZMuWLYN4lkIIIYQQQgghhgop8gkhRD/Ky8vj3nvv5b777mPMmDEoBempGr8PWloVoZBb7JuuI9yhW5nthMjQNu3K4GWVyg68aKCk0GbqxBh+n8P+gxZHj5torXn++edZuXKlfBsphBBCCCGEEMOcFPnEZW3lypUopWhqahrsUMQwV1FRwcc//nG++MUvMnXqVMDdkMPvh9Y2RSiksICxxLhFt7PACZKNzQbl4y0VIA5kZzrMmRGlrMRm9z6TmqNuR99bb73Fc889RzQaHbwTFGKYkjwjhBCiv0muEUKcLynyiYuilDrrz/333z/YIQoxpOTl5XHHHXfw+c9/ngkTJridfWmaQEDT1KxoalZoDWXEWaKD3KzbycFhlQpwDBOzY5fdsaNs9h2w2LnXwnFg27Zt/OIXv2D37t2DfYpCJJXkGSGEEP1Nco0Q4nJhDXYA4tJWW1vb+ednnnmGf/iHf2DXrl2dtwUCgYTxsVgMj8czILFJV5MYygoKCrj77rs5efIkq1evZuPGjWRlulNu24MQjyvS0jSZhsNUHQH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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 3, figsize=(15, 8), sharex=True, sharey=True)\n", + "axs = axs.flatten()\n", + "az.plot_pair(\n", + " idata_unconfounded[\"spike_and_slab\"],\n", + " var_names=[\"alpha\", \"rho\"],\n", + " kind=\"kde\",\n", + " divergences=True,\n", + " ax=axs[0],\n", + ")\n", + "az.plot_pair(\n", + " idata_unconfounded[\"horsehoe\"],\n", + " var_names=[\"alpha\", \"rho\"],\n", + " kind=\"kde\",\n", + " divergences=True,\n", + " ax=axs[1],\n", + ")\n", + "az.plot_pair(\n", + " idata_unconfounded[\"exclusion\"],\n", + " var_names=[\"alpha\", \"rho\"],\n", + " kind=\"kde\",\n", + " divergences=True,\n", + " ax=axs[2],\n", + ")\n", + "az.plot_pair(\n", + " idata_unconfounded[\"normal\"],\n", + " var_names=[\"alpha\", \"rho\"],\n", + " kind=\"kde\",\n", + " divergences=True,\n", + " ax=axs[3],\n", + ")\n", + "az.plot_pair(\n", + " idata_unconfounded[\"rho_tight\"],\n", + " var_names=[\"alpha\", \"rho\"],\n", + " kind=\"kde\",\n", + " divergences=True,\n", + " ax=axs[4],\n", + ")\n", + "az.plot_pair(\n", + " idata_unconfounded[\"rho_tight_spike_slab\"],\n", + " var_names=[\"alpha\", \"rho\"],\n", + " kind=\"kde\",\n", + " divergences=True,\n", + " ax=axs[5],\n", + ")\n", + "for ax, m in zip(\n", + " axs,\n", + " [\n", + " \"spike_slab\",\n", + " \"horse shoe\",\n", + " \"exclusion_restriction\",\n", + " \"normal\",\n", + " \"tight_rho\",\n", + " \"tight_rho_spike_slab\",\n", + " ],\n", + "):\n", + " ax.axvline(3, linestyle=\"--\", color=\"k\", label=\"True Treatment Effect\")\n", + " ax.axhline(0, linestyle=\"--\", color=\"red\", label=\"True rho\")\n", + " ax.set_title(f\"Posterior Relationship {m}\")\n", + " ax.legend(loc=\"lower left\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Up to this point, we have looked at posterior summaries of individual parameters, such as the treatment effect $\\alpha$ or the correlation $\\rho$. While these marginal summaries are useful, they can obscure important interactions between parameters. In a structural model, the slope $\\alpha$ does not exist in isolation—its interpretation depends on the joint distribution of the latent errors and the covariates that generate the treatment and outcome.\n", + "\n", + "The pairwise posterior plots below examine the joint distributions of $\\alpha$ and $\\rho$ and across different prior specifications. Each subplot shows the density of the posterior draws, highlighting how the inferred treatment effect co-varies with the estimated correlation between latent errors. The dashed vertical line marks the true causal effect, and the horizontal line shows the true values. \n", + "\n", + "By inspecting these joint distributions, we gain several insights: aggressive priors on $\\rho$ can pull the posterior of away from zero, which in turn shifts the distribution of the treatment effect estimate. But additionlly variable selection schemes like the spike-and-slab or horseshoe can significantly reduce uncertainty in the estimation of both $\\rho$ and $\\alpha$. This illustrates the trade-off between automated variable selection, prior specification. " + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
rho_tightalpha2.4150.2851.8742.9140.0100.008825.01109.01.00
rho0.4760.1720.1400.7760.0060.003825.01093.01.00
normalalpha3.0220.4542.2313.8640.0240.015350.0559.01.01
rho-0.0190.369-0.6600.6050.0190.008350.0591.01.01
spike_slabalpha2.9580.2312.4853.5040.0210.022209.051.01.03
rho0.0390.202-0.2960.5940.0180.017211.047.01.03
horseshoealpha3.0590.2412.6593.6030.0120.010536.0467.01.01
rho-0.0530.217-0.5470.2950.0100.007537.0462.01.01
exclusion_restrictionalpha2.9330.1132.7343.1580.0030.0022041.01863.01.00
rho0.0650.112-0.1430.2780.0020.0022044.01887.01.00
tight_rho_spike_slabalpha2.6270.2752.0723.0140.0130.009482.0771.01.01
rho0.3230.1970.0170.7020.0090.004483.0777.01.01
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean \\\n", + "rho_tight alpha 2.415 0.285 1.874 2.914 0.010 \n", + " rho 0.476 0.172 0.140 0.776 0.006 \n", + "normal alpha 3.022 0.454 2.231 3.864 0.024 \n", + " rho -0.019 0.369 -0.660 0.605 0.019 \n", + "spike_slab alpha 2.958 0.231 2.485 3.504 0.021 \n", + " rho 0.039 0.202 -0.296 0.594 0.018 \n", + "horseshoe alpha 3.059 0.241 2.659 3.603 0.012 \n", + " rho -0.053 0.217 -0.547 0.295 0.010 \n", + "exclusion_restriction alpha 2.933 0.113 2.734 3.158 0.003 \n", + " rho 0.065 0.112 -0.143 0.278 0.002 \n", + "tight_rho_spike_slab alpha 2.627 0.275 2.072 3.014 0.013 \n", + " rho 0.323 0.197 0.017 0.702 0.009 \n", + "\n", + " mcse_sd ess_bulk ess_tail r_hat \n", + "rho_tight alpha 0.008 825.0 1109.0 1.00 \n", + " rho 0.003 825.0 1093.0 1.00 \n", + "normal alpha 0.015 350.0 559.0 1.01 \n", + " rho 0.008 350.0 591.0 1.01 \n", + "spike_slab alpha 0.022 209.0 51.0 1.03 \n", + " rho 0.017 211.0 47.0 1.03 \n", + "horseshoe alpha 0.010 536.0 467.0 1.01 \n", + " rho 0.007 537.0 462.0 1.01 \n", + "exclusion_restriction alpha 0.002 2041.0 1863.0 1.00 \n", + " rho 0.002 2044.0 1887.0 1.00 \n", + "tight_rho_spike_slab alpha 0.009 482.0 771.0 1.01 \n", + " rho 0.004 483.0 777.0 1.01 " + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_params = pd.concat(\n", + " {\n", + " \"rho_tight\": az.summary(\n", + " idata_unconfounded[\"rho_tight\"], var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " \"normal\": az.summary(idata_unconfounded[\"normal\"], var_names=[\"alpha\", \"rho\"]),\n", + " \"spike_slab\": az.summary(\n", + " idata_unconfounded[\"spike_and_slab\"], var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " \"horseshoe\": az.summary(\n", + " idata_unconfounded[\"horsehoe\"], var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " \"exclusion_restriction\": az.summary(\n", + " idata_unconfounded[\"exclusion\"], var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " \"tight_rho_spike_slab\": az.summary(\n", + " idata_unconfounded[\"rho_tight_spike_slab\"], var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " }\n", + ")\n", + "\n", + "df_params" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The table highlights the model's sensitivity to priors. Sparse priors, like spike-and-slab and horseshoe, can slightly shrink coefficients and influence the posterior spread, particularly for $\\rho$, but strong priors directly on $\\rho$ can negatively impact the estimation routine. especially when there is no true correlation. This is not a flaw. It is a feature. In practical settings, treatments and outcomes are often correlated due to unobserved confounding, measurement error, or endogenous selection. For example, in a health economics study, patients who choose a particular therapy may do so because of unobserved health determinents that also influence recovery—such as risk tolerance, underlying severity, or access to informal support. In labor economics, higher wages may appear to cause greater job satisfaction, but workers who are more motivated or more socially connected might self-select into higher-paying jobs, creating correlation between the unobserved determinants of treatment and outcome By exposing the model to different prior assumptions, we can probe how strong beliefs about sparsity or instrument validity propagate into causal estimates.\n", + "\n", + "In other words, prior sensitivity is a diagnostic tool as much as a regularization mechanism. When $\\rho$ is expected to be nonzero i.e. in observational studies with likely latent confounding, then explicitly modelling its distribution becomes crucial. The unconfounded case, therefore, serves as a baseline: it confirms that our joint Bayesian model can recover true parameters when the world is simple, while setting the stage for exploring more realistic, confounded scenarios where these structural dependencies must be handled carefully." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The Confounded Case\n", + "\n", + "While the unconfounded case provides a useful benchmark, most real-world observational studies involve some degree of endogenous treatment assignment. In our simulations, this occurs when the residuals of the treatment and outcome equations are correlated. This demonstrates that controlling only for measured variables is insufficient when unobserved confounders influence both treatment and outcome.\n", + "\n", + "The Bayesian joint model provides a principled solution. By explicitly modelling the correlation between treatment and outcome residuals, the framework can adjust for latent confounding while still estimating the causal slope $\\alpha$. Moreover, flexible priors such as spike-and-slab and horseshoe allow the model to automatically discover potential instruments i.e. covariates that predict the treatment but not the outcome. The theory is that the instrument structure if it holds in the world is also the one which best calibrates our parameters. These instruments help disentangle the structural effect of the treatment from latent correlations, improving identification.\n", + "\n", + "By setting $\\rho$ = 0.6 we simulate a moderate level of confounding—similar in spirit to cases where unmeasured preferences, abilities, or environmental factors drive both exposure and response. Conceptually, this setup mimics situations such as:\n", + "\n", + "- More health-conscious individuals being both more likely to adopt a preventive therapy and more likely to recover quickly.\n", + "\n", + "- High-income households being more likely to invest in cleaner technologies and experience better environmental outcomes.\n", + "\n", + "- Firms with stronger internal capabilities both adopting new management practices and achieving higher productivity.\n", + "\n", + "Under such conditions, simple regression cannot disentangle correlation from causation, as the treatment is no longer independent of the unobserved outcome drivers.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [alpha, beta_O_raw, beta_T_raw, gamma_O_u, gamma_T_u, likelihood, m, pi_O, pi_T, rho, s, sigma_U, sigma_V]\n" + ] + }, + { + "ename": "NotImplementedError", + "evalue": "Cannot convert None to a tensor variable.", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNotImplementedError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[144]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m idata_confounded = \u001b[43mfit_models\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfit_kwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodels_confounded\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[109]\u001b[39m\u001b[32m, line 12\u001b[39m, in \u001b[36mfit_models\u001b[39m\u001b[34m(fit_kwargs, models)\u001b[39m\n\u001b[32m 10\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mfit_models\u001b[39m(fit_kwargs, models):\n\u001b[32m---> \u001b[39m\u001b[32m12\u001b[39m idata_spike_and_slab = \u001b[43msample_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodels\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mspike_and_slab\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfit_kwargs\u001b[49m\u001b[43m=\u001b[49m\u001b[43mfit_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 13\u001b[39m idata_horseshoe = sample_model(models[\u001b[33m'\u001b[39m\u001b[33mhorseshoe\u001b[39m\u001b[33m'\u001b[39m],fit_kwargs=fit_kwargs)\n\u001b[32m 14\u001b[39m idata_excl = sample_model(models[\u001b[33m'\u001b[39m\u001b[33mexclusion\u001b[39m\u001b[33m'\u001b[39m], fit_kwargs=fit_kwargs)\n", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[109]\u001b[39m\u001b[32m, line 4\u001b[39m, in \u001b[36msample_model\u001b[39m\u001b[34m(model, fit_kwargs)\u001b[39m\n\u001b[32m 2\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m model: \n\u001b[32m 3\u001b[39m idata = pm.sample_prior_predictive()\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m idata.extend(\u001b[43mpm\u001b[49m\u001b[43m.\u001b[49m\u001b[43msample\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdraws\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m1000\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtune\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m2000\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtarget_accept\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m.95\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mfit_kwargs\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[32m 5\u001b[39m idata.extend(pm.sample_posterior_predictive(idata))\n\u001b[32m 6\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m idata\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/sampling/mcmc.py:782\u001b[39m, in \u001b[36msample\u001b[39m\u001b[34m(draws, tune, chains, cores, random_seed, progressbar, progressbar_theme, step, var_names, nuts_sampler, initvals, init, jitter_max_retries, n_init, trace, discard_tuned_samples, compute_convergence_checks, keep_warning_stat, return_inferencedata, idata_kwargs, nuts_sampler_kwargs, callback, mp_ctx, blas_cores, model, compile_kwargs, **kwargs)\u001b[39m\n\u001b[32m 779\u001b[39m msg = \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mOnly \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mdraws\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m samples per chain. Reliable r-hat and ESS diagnostics require longer chains for accurate estimate.\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 780\u001b[39m _log.warning(msg)\n\u001b[32m--> \u001b[39m\u001b[32m782\u001b[39m provided_steps, selected_steps = \u001b[43massign_step_methods\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethods\u001b[49m\u001b[43m=\u001b[49m\u001b[43mpm\u001b[49m\u001b[43m.\u001b[49m\u001b[43mSTEP_METHODS\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 783\u001b[39m exclusive_nuts = (\n\u001b[32m 784\u001b[39m \u001b[38;5;66;03m# User provided an instantiated NUTS step, and nothing else is needed\u001b[39;00m\n\u001b[32m 785\u001b[39m (\u001b[38;5;129;01mnot\u001b[39;00m selected_steps \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(provided_steps) == \u001b[32m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(provided_steps[\u001b[32m0\u001b[39m], NUTS))\n\u001b[32m (...)\u001b[39m\u001b[32m 792\u001b[39m )\n\u001b[32m 793\u001b[39m )\n\u001b[32m 795\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m nuts_sampler != \u001b[33m\"\u001b[39m\u001b[33mpymc\u001b[39m\u001b[33m\"\u001b[39m:\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/sampling/mcmc.py:245\u001b[39m, in \u001b[36massign_step_methods\u001b[39m\u001b[34m(model, step, methods)\u001b[39m\n\u001b[32m 243\u001b[39m methods_list: \u001b[38;5;28mlist\u001b[39m[\u001b[38;5;28mtype\u001b[39m[BlockedStep]] = \u001b[38;5;28mlist\u001b[39m(methods \u001b[38;5;129;01mor\u001b[39;00m pm.STEP_METHODS)\n\u001b[32m 244\u001b[39m selected_steps: \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mtype\u001b[39m[BlockedStep], \u001b[38;5;28mlist\u001b[39m] = {}\n\u001b[32m--> \u001b[39m\u001b[32m245\u001b[39m model_logp = \u001b[43mmodel\u001b[49m\u001b[43m.\u001b[49m\u001b[43mlogp\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 247\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m var \u001b[38;5;129;01min\u001b[39;00m model.value_vars:\n\u001b[32m 248\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m var \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m assigned_vars:\n\u001b[32m 249\u001b[39m \u001b[38;5;66;03m# determine if a gradient can be computed\u001b[39;00m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/model/core.py:715\u001b[39m, in \u001b[36mModel.logp\u001b[39m\u001b[34m(self, vars, jacobian, sum)\u001b[39m\n\u001b[32m 712\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28msum\u001b[39m:\n\u001b[32m 713\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m logp_factors\n\u001b[32m--> \u001b[39m\u001b[32m715\u001b[39m logp_scalar = \u001b[43mvariadic_add\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 716\u001b[39m \u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m(\u001b[49m\u001b[43mas_tensor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfactor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mallow_xtensor_conversion\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43msum\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mfactor\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mlogp_factors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 717\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 718\u001b[39m logp_scalar_name = \u001b[33m\"\u001b[39m\u001b[33m__logp\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m jacobian \u001b[38;5;28;01melse\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33m__logp_nojac\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 719\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.name:\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/model/core.py:716\u001b[39m, in \u001b[36m\u001b[39m\u001b[34m(.0)\u001b[39m\n\u001b[32m 712\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28msum\u001b[39m:\n\u001b[32m 713\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m logp_factors\n\u001b[32m 715\u001b[39m logp_scalar = variadic_add(\n\u001b[32m--> \u001b[39m\u001b[32m716\u001b[39m *(\u001b[43mas_tensor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfactor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mallow_xtensor_conversion\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m.sum() \u001b[38;5;28;01mfor\u001b[39;00m factor \u001b[38;5;129;01min\u001b[39;00m logp_factors)\n\u001b[32m 717\u001b[39m )\n\u001b[32m 718\u001b[39m logp_scalar_name = \u001b[33m\"\u001b[39m\u001b[33m__logp\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m jacobian \u001b[38;5;28;01melse\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33m__logp_nojac\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 719\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.name:\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pytensor/tensor/__init__.py:50\u001b[39m, in \u001b[36mas_tensor_variable\u001b[39m\u001b[34m(x, name, ndim, **kwargs)\u001b[39m\n\u001b[32m 18\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mas_tensor_variable\u001b[39m(\n\u001b[32m 19\u001b[39m x: TensorLike, name: \u001b[38;5;28mstr\u001b[39m | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m, ndim: \u001b[38;5;28mint\u001b[39m | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m, **kwargs\n\u001b[32m 20\u001b[39m ) -> \u001b[33m\"\u001b[39m\u001b[33mTensorVariable\u001b[39m\u001b[33m\"\u001b[39m:\n\u001b[32m 21\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Convert `x` into an equivalent `TensorVariable`.\u001b[39;00m\n\u001b[32m 22\u001b[39m \n\u001b[32m 23\u001b[39m \u001b[33;03m This function can be used to turn ndarrays, numbers, `ScalarType` instances,\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 48\u001b[39m \n\u001b[32m 49\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m50\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_as_tensor_variable\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mndim\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/functools.py:934\u001b[39m, in \u001b[36msingledispatch..wrapper\u001b[39m\u001b[34m(*args, **kw)\u001b[39m\n\u001b[32m 931\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m args:\n\u001b[32m 932\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfuncname\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m requires at least \u001b[39m\u001b[33m'\u001b[39m\n\u001b[32m 933\u001b[39m \u001b[33m'\u001b[39m\u001b[33m1 positional argument\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m934\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m[\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m.\u001b[49m\u001b[34;43m__class__\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pytensor/tensor/__init__.py:57\u001b[39m, in \u001b[36m_as_tensor_variable\u001b[39m\u001b[34m(x, name, ndim, **kwargs)\u001b[39m\n\u001b[32m 53\u001b[39m \u001b[38;5;129m@singledispatch\u001b[39m\n\u001b[32m 54\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m_as_tensor_variable\u001b[39m(\n\u001b[32m 55\u001b[39m x: TensorLike, name: \u001b[38;5;28mstr\u001b[39m | \u001b[38;5;28;01mNone\u001b[39;00m, ndim: \u001b[38;5;28mint\u001b[39m | \u001b[38;5;28;01mNone\u001b[39;00m, **kwargs\n\u001b[32m 56\u001b[39m ) -> \u001b[33m\"\u001b[39m\u001b[33mTensorVariable\u001b[39m\u001b[33m\"\u001b[39m:\n\u001b[32m---> \u001b[39m\u001b[32m57\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mCannot convert \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[33m to a tensor variable.\u001b[39m\u001b[33m\"\u001b[39m)\n", + "\u001b[31mNotImplementedError\u001b[39m: Cannot convert None to a tensor variable." + ] + } + ], + "source": [ + "idata_confounded = fit_models(fit_kwargs, models_confounded)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The forest plot below compares posterior estimates of the treatment effect ($\\alpha$) and the confounding correlation ($\\rho$) across model specifications when \n", + "$\\rho = .6$ in the data-generating process.\n", + "\n", + "The baseline normal model—which places diffuse priors on all parameters—clearly reflects the presence of endogeneity. Its posterior mean for $\\alpha$ is biased upward relative to the true value of 3, and the estimated $\\rho$ is positive, confirming that the model detects correlation between treatment and outcome disturbances. This behaviour mirrors the familiar bias of OLS under confounding: without structural constraints or informative priors, the model attributes part of the outcome variation caused by unobserved factors to the treatment itself.\n", + "\n", + "By contrast, models that introduce structure through priors—either by tightening the prior range on $\\rho$ or imposing shrinkage on the regression coefficients—perform noticeably better. The tight-$\\rho$ models regularize the latent correlation, effectively limiting the extent to which endogeneity can distort inference, while spike-and-slab and horseshoe priors perform selective shrinkage on the covariates, allowing the model to emphasize variables that genuinely predict the treatment. This helps isolate more valid “instrument-like” components of variation, pulling the posterior of $\\alpha$ closer to the true causal effect.\n", + "\n", + "The exclusion-restriction specification, which enforces prior beliefs about which covariates affect only the treatment or only the outcome, performs best overall. The imposed restrictions recover both the correct treatment effect and a realistic estimate of residual correlation.\n", + "\n", + "Together, these results illustrate the power of Bayesian joint modelling: even in the presence of confounding, appropriate prior structure enables partial recovery of causal effects. Importantly, the priors do not simply “fix” the bias—they make explicit the trade-offs between flexibility and identification. This transparency is one of the key advantages of Bayesian causal inference over traditional reduced-form methods." + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = az.plot_forest(\n", + " [\n", + " idata_confounded[\"spike_and_slab\"],\n", + " idata_confounded[\"horsehoe\"],\n", + " idata_confounded[\"exclusion\"],\n", + " idata_confounded[\"normal\"],\n", + " idata_confounded[\"rho_tight\"],\n", + " idata_confounded[\"rho_tight_spike_slab\"],\n", + " ],\n", + " var_names=[\"alpha\", \"rho\", \"beta_O\", \"beta_T\"],\n", + " combined=True,\n", + " model_names=[\n", + " \"spike_slab\",\n", + " \"horse shoe\",\n", + " \"exclusion_restriction\",\n", + " \"normal\",\n", + " \"tight_rho\",\n", + " \"tight_rho_spike_slab\",\n", + " ],\n", + " figsize=(20, 10),\n", + ")\n", + "\n", + "ax[0].axvline(3, linestyle=\"--\", color=\"k\")\n", + "ax[0].set_title(\n", + " \"Comparing Parameter Estimates across Model Specifications\", fontsize=15\n", + ");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see similar patterns in the below pair plots" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 3, figsize=(15, 8), sharex=True, sharey=True)\n", + "axs = axs.flatten()\n", + "az.plot_pair(\n", + " idata_confounded[\"spike_and_slab\"],\n", + " var_names=[\"alpha\", \"rho\"],\n", + " kind=\"kde\",\n", + " divergences=True,\n", + " ax=axs[0],\n", + ")\n", + "az.plot_pair(\n", + " idata_confounded[\"horsehoe\"],\n", + " var_names=[\"alpha\", \"rho\"],\n", + " kind=\"kde\",\n", + " divergences=True,\n", + " ax=axs[1],\n", + ")\n", + "az.plot_pair(\n", + " idata_confounded[\"exclusion\"],\n", + " var_names=[\"alpha\", \"rho\"],\n", + " kind=\"kde\",\n", + " divergences=True,\n", + " ax=axs[2],\n", + ")\n", + "az.plot_pair(\n", + " idata_confounded[\"normal\"],\n", + " var_names=[\"alpha\", \"rho\"],\n", + " kind=\"kde\",\n", + " divergences=True,\n", + " ax=axs[3],\n", + ")\n", + "az.plot_pair(\n", + " idata_confounded[\"rho_tight\"],\n", + " var_names=[\"alpha\", \"rho\"],\n", + " kind=\"kde\",\n", + " divergences=True,\n", + " ax=axs[4],\n", + ")\n", + "az.plot_pair(\n", + " idata_confounded[\"rho_tight_spike_slab\"],\n", + " var_names=[\"alpha\", \"rho\"],\n", + " kind=\"kde\",\n", + " divergences=True,\n", + " ax=axs[5],\n", + ")\n", + "for ax, m in zip(\n", + " axs,\n", + " [\n", + " \"spike_slab\",\n", + " \"horse shoe\",\n", + " \"exclusion_restriction\",\n", + " \"normal\",\n", + " \"tight_rho\",\n", + " \"tight_rho_spike_slab\",\n", + " ],\n", + "):\n", + " ax.axvline(3, linestyle=\"--\", color=\"k\", label=\"True Treatment Effect\")\n", + " ax.axhline(0.6, linestyle=\"--\", color=\"red\", label=\"True rho\")\n", + " ax.set_title(f\"Posterior Relationship {m}\")\n", + " ax.legend(loc=\"lower left\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Each panel displays the joint posterior density between these two parameters for a given model specification.\n", + "\n", + "In the baseline normal model, the posteriors of $\\alpha$ and $\\rho$ exhibit a strong negative association: as the inferred residual correlation decreases, the estimated treatment effect increases. This pattern is characteristic of endogeneity. Part of the treatment’s apparent effect on the outcome is actually explained by unobserved factors that simultaneously drive both. The normal model correctly detects confounding but cannot disentangle its consequences without additional structure, leaving the treatment effect biased.\n", + "\n", + "Introducing tight-$\\rho$ priors fundamentally changes this relationship. By constraining the allowable range of to moderate values, we effectively impose an analyst’s belief that the degree of confounding, while nonzero, is not overwhelming. This acts as a form of structural regularization: the posterior of $\\alpha$ stabilizes around the true causal effect. In practice, this mirrors what applied analysts often do implicitly — anchoring the model with plausible bounds on endogeneity rather than assuming perfect exogeneity or unbounded correlation." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
rho_tightalpha3.0390.2592.5403.4890.0110.011697.0557.01.01
rho0.5190.1700.2250.8630.0060.003687.0536.01.01
normalalpha3.4970.3852.7994.2140.0180.009451.0939.01.01
rho0.0690.384-0.5960.7270.0180.007452.0974.01.01
spike_slabalpha3.1950.1282.9713.3640.0110.026600.0144.01.01
rho0.4170.1310.2430.6060.0130.033598.0136.01.01
horseshoealpha3.2860.2052.9793.7710.0090.007643.0685.01.00
rho0.3170.223-0.2120.6260.0100.009648.0690.01.00
exclusion_restrictionalpha3.1790.0863.0253.3450.0020.0012146.02529.01.00
rho0.4360.0790.2870.5800.0020.0012121.02617.01.00
tight_rho_spike_slabalpha3.1470.0902.9783.3120.0020.0022708.02001.01.00
rho0.4640.0770.3210.6090.0020.0022642.01955.01.00
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean \\\n", + "rho_tight alpha 3.039 0.259 2.540 3.489 0.011 \n", + " rho 0.519 0.170 0.225 0.863 0.006 \n", + "normal alpha 3.497 0.385 2.799 4.214 0.018 \n", + " rho 0.069 0.384 -0.596 0.727 0.018 \n", + "spike_slab alpha 3.195 0.128 2.971 3.364 0.011 \n", + " rho 0.417 0.131 0.243 0.606 0.013 \n", + "horseshoe alpha 3.286 0.205 2.979 3.771 0.009 \n", + " rho 0.317 0.223 -0.212 0.626 0.010 \n", + "exclusion_restriction alpha 3.179 0.086 3.025 3.345 0.002 \n", + " rho 0.436 0.079 0.287 0.580 0.002 \n", + "tight_rho_spike_slab alpha 3.147 0.090 2.978 3.312 0.002 \n", + " rho 0.464 0.077 0.321 0.609 0.002 \n", + "\n", + " mcse_sd ess_bulk ess_tail r_hat \n", + "rho_tight alpha 0.011 697.0 557.0 1.01 \n", + " rho 0.003 687.0 536.0 1.01 \n", + "normal alpha 0.009 451.0 939.0 1.01 \n", + " rho 0.007 452.0 974.0 1.01 \n", + "spike_slab alpha 0.026 600.0 144.0 1.01 \n", + " rho 0.033 598.0 136.0 1.01 \n", + "horseshoe alpha 0.007 643.0 685.0 1.00 \n", + " rho 0.009 648.0 690.0 1.00 \n", + "exclusion_restriction alpha 0.001 2146.0 2529.0 1.00 \n", + " rho 0.001 2121.0 2617.0 1.00 \n", + "tight_rho_spike_slab alpha 0.002 2708.0 2001.0 1.00 \n", + " rho 0.002 2642.0 1955.0 1.00 " + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_params = pd.concat(\n", + " {\n", + " \"rho_tight\": az.summary(\n", + " idata_confounded[\"rho_tight\"], var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " \"normal\": az.summary(idata_confounded[\"normal\"], var_names=[\"alpha\", \"rho\"]),\n", + " \"spike_slab\": az.summary(\n", + " idata_confounded[\"spike_and_slab\"], var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " \"horseshoe\": az.summary(\n", + " idata_confounded[\"horsehoe\"], var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " \"exclusion_restriction\": az.summary(\n", + " idata_confounded[\"exclusion\"], var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " \"tight_rho_spike_slab\": az.summary(\n", + " idata_confounded[\"rho_tight_spike_slab\"], var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " }\n", + ")\n", + "\n", + "df_params" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Across all specifications, the diagnostics tell a consistent story: effective sample sizes are high, `rhat` values hover near 1.00, and divergent transitions are minimal or absent. These are healthy traces, suggesting that the posterior geometries are well-explored and that the models are numerically stable under their respective prior assumptions.\n", + "\n", + "### Causal Identification and Variable Selection\n", + "\n", + "Before continuing to the binary case it's worth diving into the role of priors in these structural causal models. Both spike and slab and horseshoe priors were designed to perform automatic variable selection. Tthe spike-and-slab via a latent mixture of near-zero and freely estimated components, and the horseshoe through continuous shrinkage that allows strong predictors to survive while damping weak or spurious ones. Plotting these posteriors vividly illustrates their behavior more clearly than describing it. " + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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JSezevZvt27czZ84cVq1aZdvH39+frl27snPnTs6fP0+zZs3yTahVmnNGPPLII3z66afUrl2bRo0acejQIdu65cuXM2jQIJKSkvD09KR+/fokJibaxmp85plnePfdd0t03uzsbDZv3gxA165dC92ma9eu/Pbbb6xfv75E5xAREXE0aouUX1tEREREClJbxH7aIunp6bY/q2eMVBqGiBTLvffeawDGl19+mW+51Wo1unTpYgDG8OHDjdOnT9vWnThxwujevbsBGM8++2y+/aKioowffvjBSE5Ozrf81KlTxtChQw3AePXVVwvk6NmzpwEYS5cuLTTn0qVLDcDo2bNnoeuPHj1qAEZ4eHihy52dnQ1vb29j7ty5tnWpqamGYRhGTEyMERgYaFgsFuPNN9800tPTbdusXr3aqFWrlgEYv/zyS6HnvpaDBw8agAEYJ0+eLHSbGTNmGIBRu3btEp1DRETEUaktUvZtkcJ8+eWXBmD06dOn1I4pIiLiiNQWMactcqknn3zSAIxmzZqVyfFF7JGGlhIpJQsWLGDNmjW0b9+er7/+Ot8bAKGhoXz//ff4+Pjw6aef2saTBAgPD2fYsGH4+PjkO15ISAhfffUVbm5uzJgxo9w+Rx6r1cprr73GbbfdZluWV+V/7733OHfuHE8++SQvvPAC7u7utm26dOnCp59+CsCkSZNKdO6EhATbn6/UlTJv+aXbioiIVGZqi+QqjbaIiIiIFJ/aIrnKui2ya9cupkyZAsBzzz1X6scXsVcaWkqklFw6p4OLS8GvVo0aNWjfvj1Lly5l8+bNdOvWzbYuJyeHX375hUWLFnHkyBEuXLiAYRhA7riIBw8eJDU1FS8vr/L5MBeNGjWq0OV5n/WBBx4odP3NN9+Mm5sba9asITs7u9B/j6u5tIukm5tbodvkNRIubfyIiIhUZmqL/OV62yIiIiJSfGqL/KWs2iKJiYkMGTKEzMxMBgwYwD333FMqxxVxBGrRi5SSnTt3AvDJJ58wc+bMQrc5cOAAkDtmZJ7ExEQGDBjA2rVrr3r8hISEcr1gBwUFERQUVGD5hQsXiIqKAuChhx666jHS09OJj48v9viUHh4etj9nZmbm+3uevAnCNBakiIhILrVFCippW0RERESKT22RgkqzLZKRkcHgwYM5cOAATZs25ZtvvrnuY4o4EhUyREpJUlISkNvF71ou7UXw9NNPs3btWho2bMibb75Jp06dCAoKsvVECA0NJSYmhqysrLIJfgXe3t6FLs/7nACrV6++5nFK0mPi0uGkEhISqFGjRoFt8oaUutLQUyIiIpWN2iKFU+9NERGR8qG2SOFKoy2SnZ3N3/72N5YvX05ERASLFi3S8xCpdFTIECkleWM5/vHHH/Tt27dI+2RnZ/PDDz8AMHfuXBo2bFhg/enTp0uUx2KxANi6Yl4uJSWlRMe9dMzKzMxMXF1dS3Scq4mIiMDV1ZWsrCyOHDlSaCHjyJEjANSvX7/Uzy8iIuKI1BYRERERM6ktUjYMw+C+++5j7ty51KhRg8WLF1OzZs0yPaeIPdJk3yKlpEmTJkDR3jzIExsbS0pKCoGBgQUu1nnHslqthe6bd0G+krw3B2JjYwtdf+jQoSLnvJS/v7/tgrl79+4SHeNaXFxcaNOmDXDltxvylnfs2LFMMoiIiDgatUVERETETGqLlI3HH3+cb775hqpVq/LHH38QGRlZ5ucUsUcqZIiUkjvuuAOAzz77LN9k1VeTN7/D+fPnC+1qOGHChGvue6UuinXr1gVyey7Ex8cXWP/5558XKWNh8j7r5MmTS3yMop5j2rRpBRotx48fZ/HixQAMGTKkzDKIiIg4ErVFRERExExqi5S+l156iSlTpuDr68tvv/1G06ZNy/R8IvZMhQyRUnL77bfTqVMn9u3bx6233lqgsp+RkcGCBQsYM2aMbVlAQABNmzYlOzubp556iszMTACsVivvvPMO33//vW1MyMvlXZCXL19e6PrAwEA6dOhARkYGTz/9tG0sSavVyttvv83vv/9e4s86fvx4AgMDmT59Ok8//TSJiYn51p87d46pU6fy+uuvl/gcDz/8MEFBQezduzdf/vj4eEaMGEF2djb9+/enbdu2JT6HiIhIRaK2yF9Koy0iIiIixaO2yF9Koy3y/vvv8+abb+Lp6cn8+fNp165diY8lUiEYIlIs9957rwEYX375ZYF1J0+eNFq3bm0ABmDUq1fP6Nixo9GkSRPDzc3NAIzq1avn22fevHmGxWIxACMwMNBo166dERQUZADGK6+8YoSHhxuAcfTo0Xz7rVixwnaeBg0aGD169DB69uxp/Prrr7Ztli5dari4uBiAERAQYLRr186oWrWq4eLiYnz00UcGYISHh+c77tGjRwtdfrlVq1bZcrq6uhrNmzc3OnbsaNStW9f2ef72t78V55+2gMWLFxseHh4GYAQHBxtt27Y1vLy8DMCIiIgwTp06dV3HFxERcURqi+Qqj7ZI1apVbT8+Pj62c126/Ntvv72uc4iIiDgatUVylWVbJCYmxnaMatWqGV27dr3ij56NSGWhHhkipahGjRqsXbuWKVOm0KNHD+Lj49m6dSvJycl06NCBf//73yxdujTfPrfeeiu//vorXbp0IS0tjf3791OvXj2++eYbXnvttSueq3v37sycOZMOHToQExPDihUrWL58eb5JsHr16sXvv/9Ot27dyMzM5MCBA7Rp04Zly5YxcODA6/qsXbt2Zc+ePbz00ks0adKEo0ePsmPHDpycnLj55puZMmUKH3zwwXWdo0+fPmzatInhw4djsVjYuXMn1atX5+mnn2bLli2EhIRc1/FFREQqGrVFSrctEh8fb/u5cOECAFlZWfmWF3XoDBERkcpAbZHSaYtkZmbaJik/e/Ysq1evvuKP2iJSWViMvG+FiIiIiIiIiIiIiIiInVGPDBERERERERERERERsVsqZIiIiIiIiIiIiIiIiN1yMTuAiFR83bp1K/K2Y8aMYcyYMWWYRkRERCobtUVERETETGqLiFw/FTJEpMytXr26yNv27du3DJOIiIhIZaS2iIiIiJhJbRGR66fJvkVERERERERERERExG5pjgwREREREREREREREbFbKmSIiIiIiIiIiIiIiIjdUiFDRERERERERERERETslgoZIiIiIiIiIiIiIiJit1TIEBERERERERERERERu6VChoiIiIiIiIiIiIiI2C0VMkRERERERERERERExG65mB1ARMyVmZ3Dn/vOsuJgLCfOpeLu4sxNTaozuHUt3FxU6xQREalIsq057D55nq3HE4iKT+V0UjopmdlkZOXg7GQh0NuNIB836gb7UL+6D81r+ePr4Wp2bBEREblOKw/G8t2GE7w2qClVfdzNjiMiUmwWwzAMs0OISPnLsubw3YbjfLDkIHEXMgusbxHqz//d044Qfw8T0omIiEhpiopL4YtVR/l116lCr/tX4upsoVPdqtzUpDq3tayFv5eKGiIiIo4o4vkFAAxuVZPJw1ubnEZEpPhUyBCphE6cS+WRGZvZFXMegGq+7tzasiYNq/tyNjmdz1cdJTE1i3rVfJj9SBf8PfXQQkRExBElpWbx1q97+WHTCXIutvr9PFxoG16FhiF+1AzwwMfdBQ9XZ7KsOZxLyeTM+QwOnU1m3+lkohPSbMfycHXijjahPNorktAqXiZ9IhERESmJvEJGhzqB/PD3zianEREpPg0tJVLJbD2ewJhpG0lIzSLAy5VnbmzA8A5huDr/NYzUoFa1GPbpWg6dvcBbC/fy9pAWJiYWERGRklhzOI4nv9vG2eQMAG5oVI17u0TQJbJqvuv+1RyOvcDiPWeYszWGfaeTmbn+OLM2nWBMtzo82acBnm7OZfkRREREpLTpdWYRcVDqkSFSiRyOvcDQT9aQkJpF81r+fHpPW2oFeBa67Yaj57jzs7UAzHygI13qBRXrXFnWHA6euUByehbBvu7UCfLGYrFc92cQERGRa/t+43FemrOL7ByDukHevDO0Be0jAkt8PMMwWH/0HB8uOciaw/EA1A705M3bm9O9fnBpxRYREZEyYuuRERHIDw+rR4aIOB4VMkQqifPpWdzy4UpOnEujZag/3z7UCS+3q3fKeuXnXXy97hgRVb1Y9FTPIk3+nZZpZfLiA8xcf5zkjGzb8kBvN/o2rsbfe0YSGexz3Z9HRERECjdt9VFe/WUPALe1rMmEoS3wcC29nhOL95zhn3N3cTIpHYCxferzZJ/6ODnphQURERF7pUKGiDi6ovUpFxGHN/G3/Zw4l0btQE++GN3+mkUMgOdubkiwrztR8al8s+7YNbdPSMlk2Gdr+GzFEZIzsvHzcKFukDfuLk6cS8nkh03R9Ju0gs9XHkE1VBERkdL33YbjtiLGI70i+WB4q1ItYgD0bVKdP57uyciOYQB8uOQgT3y7lczsnFI9j4iIiIiISB7NkSFSCWw+do5v1ucWIt4Z0oIgH/ci7efrkTuHxvM/7eTDPw8ypE0o/l6FT/ydmJrJyM/Xs+fUeap6u/HWHc3p27g6Tk4WMrNz2Hwsgf+tPMKf+87y+oK9pGZaGdunfql9RhERkcpu3ZF4Xv55FwB/71GX5/o1LLNhHb3dXXjj9ua0DqvCCz/tYMHOU6RkZvPJyLaaN0NEREREREqdemSIVHCGYfDvX/ZgGDCsbShdIos318WwdrVpWN2XxNQsPl52qNBtsq05PPLNFvacOk+Qjxvf/70TNzUNsQ0x4ebiROfIqnxxbzue798IgPf/OMDiPWeu78OJiIgIACcT03hsxhaycwwGtarJ8/0blcvcVEPbhvLFve3xcHVi2f5Y7v1yA2mZ1jI/r4iIiIiIVC4qZIhUcKsOxbEjOgkPVydbEaE4nJ0svDAgd79pq6M4Hp9aYJuJi/az9kg83m7OfPNAR+pV8y30WBaLhYd7RjKmax0Anv9pJ+fTs4qdSURERP5izTF46vttxKdk0qSGH2/f0aJcihh5ejQI5pv7O+Lr7sKGo+d4fOYWsq0aZkpEREREREqPChkiFdyUpYcBGN4+jKpFHFLqcj0bBNO9fhCZ1hzGz95BTs5f81v8sOkEny0/AsCEoS1pFOJ3zeON79+QukHexF3I4OM/C+/lISIiIkXz2YrDrD96Dm83Z6aMbGPK0E7tIgKZel973F2cWLLvLC/8tFPzYYmIiIiISKlRIUOkAtt2IpG1R+JxcbLwYI+6JT6OxWLh9cHN8HR1Zu2ReF6bv4ecHINftp/k+dk7AHi4ZyS3tKhRpOO5uzjz0i2NAfh63TESUjJLnE1ERKQyO3gmmUl/HADg1duaEhHkbVqW9hGB/HdEG5wsMGtzNB8u0csKIiIiIiJSOlTIEKnAvl1/HIBbW9akVoDndR0rvKo3bw9pDsC0NVG0+Pcinvh2KzkG3NkulPE3NyzW8W5oVI0mNfxIzbQyc8Px68omIiJSGRmGwUs/7yLLatC3cTWGtg01OxI3NqnOG7fnthcmLznAn/s0H5aIiIiIiFw/FTJEKqjUzGzm7zgJwN/a1y6VYw5qVYv3hrXEy82ZCxnZOFngwe51ePP25sUei9tisXB/t9y5MmauP441R8NPiIiIFMfsLTFsOHoOT1dnXr2tabnOi3E1d3UI455O4RgGPPndNqITCs6vJSIiIiIiUhwuZgcQkbLx267TpGRaCQv0omOdwFI77pC2odzcLIQDZ5IJC/Qq8bwbALe0qMFr8/cQk5jGmsNxdK8fXGo5RUREKrLE1EzeXLgXgLF96hNaxcvkRPm9MrAJO2OS2HYikWd+2M7MBzvh7GQfhRYREREREXE86pEhUkHN2hQNwNC2oaX+hqa3uwutw6pcVxEDwMPVmQHNc+fVWLjzVGlEExERqRQmLz7IuZRM6lfzsfVwtCduLk58MLwVXm7OrD96jv+tPGJ2JBERERERcWAqZIhUQGeT01l3NB6AO9rUMjnN1d1ysZDx++4zZFtzTE4jIiJi/47HpzJj/TEA/nVrU9xc7LNJH17Vm1dvbQrAe4v2s/tkksmJRERERETEUdnnXY+IXJfFe85iGNCqdoDdDTVxuU51A6ni5cq5lEzWHz1ndhwRERG79+6i/WRZDbrXD6Jb/SCz41zVsHah9GtanSyrwXM/7tBLCyIiIiYz0PyUIuKYVMgQqYAW7TkNwI1Nqpuc5NpcnJ3o1zQEgAUaXkpEROSqdkYnMW/7SQCe79/I5DTXZrFYeOP25vh7urL75Hm+XB1ldiQREREREXFAKmSIVDDJ6VmsOZQ7rFS/pvZXyJg/fz49e/bE398fPz+/3D/H7QRg0e4zGEbR3g6ZN28e9957L82bNycoKAhXV1eqVavGgAEDWLBgwRX3S01N5fXXX6dp06Z4enpStWpV+vfvz/Lly0vl84mIiJSld37bB8DgVjVpWtPf5DRF45KdRq193xP9yX38/YaGhNYOY9y4cSQmJhbrOAkJCbzwwgv07duX8PBwvLy88PLyomnTpowfP574+PgC+yxbtgyLxXLNn9dee62UPq2IiEjFUNi9+/z580t8vK+++ooOHTrg4+NDYGAgAwYMYM2aNVfdZ82aNQwYMIDAwEB8fHzo0KED06dPL3TbV199tUjX/BUrVuTbb/Pmzbz99tvccccd1KpVC4vFgoeHR4k/p4iUHYtR1KeGIuIQ5u84yeMzt1I3yJslz/Qs9Ym+r8eHH37IuHHjcHFxoW/fvri7u7No0SLS0tKodtPDeLYeyMKx3WlS0++axxo6dCg//fQTTZs2JSwsDF9fX6Kioli/fj0Ar7zySoGHEhcuXKB3795s2rSJwMBAunTpQmJiIuvWrcNqtTJ16lRGjx5dFh9dRETkuq04EMuoqRtwc3ZiyTM9qR1o38NHAsTHx9O5c2cOHjyId1BNjKBI3JJjSIw5Qr169Vi3bh1Vq1Yt0rF27dpF8+bNCQwMpGnTptSsWZPk5GQ2bdrE2bNnCQ0NZdWqVYSHh9v22bdvH2+//Xahx7NarXzzzTcA/Pnnn/Tu3fv6P7CIiIiding+94W/9hFVmPVwl6tue7V79w8++ICxY8cW69xPP/00kyZNwtPTk5tuuon09HSWLFmCYRjMmjWL22+/vcA+c+bMYdiwYeTk5NCjRw+CgoJYsmQJiYmJPPXUU7z//vv5tv/555/5+eefCz1/TEwMixcvxsvLizNnzuDj42NbN3jwYObOnZtve3d3d9LT04v1GUWk7KmQIVLBPPX9NuZsjeHvPerywoDGZsexOXDgAE2bNsXZ2ZmlS5fSuXNn2/IuXbpwLjGRGmOm8M+Rffh7z8hrHm/r1q2EhYUVePixfv16+vbtS0pKCrt27aJJkya2dU888QT//e9/adu2Lb/++ivBwcEArFq1in79+mG1Wjlw4ABhYWGl+MlFRESuX06OwcCPVrHn1HnGdK3DP29tcu2d7MCoUaP4+uuvueOOO3jjoy+47eO1ZFpzaBMzhznffMGoUaOu+Gbl5ZKSkjh06BCtW7fGyemvjuXp6ek89NBDfP311/ztb3/ju+++K9Lxfv31VwYMGEDt2rWJiorKd0wREZGKpqiFjGvduyclJbFnzx7q169fpPP++eef9OnTh6pVq7J27VrbfmvXrqVXr154enpy9OhRqlSpYtsnISGBOnXqkJSUxOzZs7njjjsAOHPmDN26dePQoUPFeglh/PjxTJgwgZEjR9peYsjzzjvvkJqaSvv27Wnfvj0hISEqZIjYKbXWRSoQwzBYdSgOgJ4Ng01Ok98HH3xAdnY2Dz/8sK0hBNCgQQNeeuklDKuV5M2/sPJgXJGO17p160Lf4OzYsSPDhw/HMAyWLVtmW56ZmcnUqVOB3LdL8ooYAN26dePRRx8lIyODyZMnl+wDioiIlKF520+y59R5fN1dePyGembHKZLTp08zY8YMXF1dmTJlCo1qBjC6awQACc3uJDg4mBkzZnDmzJkiHc/f35+2bdsWKDh4eHjw1ltvAbkPS4oq70HGyJEjVcQQERG56Fr37tnZ2Xz44YdFPt57770HwMsvv5yv+NG5c2cefvhhkpKSbPfqeT7//HOSkpIYNGiQrYgBUL16dSZMmABQoEfGlRiGwbfffgvAPffcU2D9+PHj+fe//83AgQOpXt3+hucWkb+oxS5SQlFRUVgsFnr16kVKSgpPP/00tWvXxtPTkzZt2vDLL7/Ytp01axYdOnTA29ub6tWrM3bsWNLS0goc88KFC7z22ms0b94cLy8v2ziUV+oeuWDBAsaMGUPjxo3x8/PD29uH7R88yIX1s2haveBwE9OmTcNisfDqq69y/PhxRowYQXBwMJ6enrRr1y5f5tKWN5bm0KFDC6wbNmwYAKmHNrAh6hxpmdbrOpezszMAbm5utmV79+4lNTUVd3f3fI2xPL169QIo0KVUREQqF/u8vnszckAPktb+wP1dQgn0dsu3vZnX96v59ddfbcNB5D0YePyGegR6u3E0IYvGHXtjtVr59ddfr/tchV37ryYlJcV2zb/77ruv+/wiImK/7PXa3rJlS958800yMjIKbG/v9+5FPX/eEFJXOl7essuPd7UMt9xyCx4eHixevLhIvSaWLVvGiRMnCAkJoW/fvkXKLSL2SYUMkeuUmZlJnz59+Prrr2nVqhWdOnVi+/bt3H777SxevJhJkyYxYsQIXFxcuOmmm7BarXz00Uc88MAD+Y5z5swZOnbsyL/+9S8SEhK48cYb6dixI5s3b+b2228vdHzn+++/n1mzZuHv78/NN99MZPN2WJPjiF82nTsG3YrVWnhBICoqivbt27N69Wq6detG69at2bx5M4MHD2bRokWl/m+UmJjI8ePHgdyeFJcLDQ0lKCgI6/mzpKcksyHqXInPtWPHDr7//ntcXV3p06ePbXlKSgqQ+zZnYfOGBAYGAnDkyBGSk5NLfH4REakY7On6XqdZO9ITz5K44ivmvv2E3Vzfr2X79u0AtGnTxrbMz8OVp25sAMDhnOB825VUVlYWr776KgD9+/cv0j4//fQTKSkptG7dmqZNm17X+UVExDHY07W9e/funDhxgpdeeokBAwaU67X9agPMF/Xe/dixYyQlJV3zXPv27SMjI4Pg4GBCQ0MLrM9rI+zYsSPf8ry/X9qGyOPm5kazZs1IT09n//7918yQ1wPzrrvusr34ICIOyhCREjl69KgBGIDRq1cv49y5c7Z1X375pQEY9erVMwIDA40VK1bY1sXExBjVqlUzAOPw4cO25f379zcA47nnnjMyMzNtyw8fPmxERkYazs7Oxvbt2/NlmDNnjnHhwgXb3++ftsGo/eQPRvPOvQ3AmD59er7t83IBxhNPPGFkZWXZ1k2ePNkAjO7duxf4rOHh4bb9ivpz9OhR2/7bt283AKNKlSpX/Pds1aqVARg1xvzX+M8vu6+43eXmzZtn3HvvvcaIESOMbt26GU5OToa7u7vx5Zdf5tvuwIEDBmBYLBYjJSWlwHG+/fZbW/adO3cW+fwiIlKx2Nv1PSkt02j179+N2k/+YLTu1seuru/XcvvttxuA8cEHH+RbnpVtNfq+t8wIvuNlAzDuuOOOIh8zz5gxY4x7773XuO2224xatWoZgNGlSxcjLi6uSPvfdNNNBmC8//77xT63iIg4Fnu7tuc5f/68MXDgQLu6thfn3n3Hjh1X3CbP3LlzDcBo3br1FbcJCAgwAOP8+fOGYRhGUlKSLVtSUlKh+wwePNgAjHnz5l31/GlpaYa/v78BGFu2bLlmXsMwDMBwd3cv0rYiUr5cil35EJF8nJ2d+d///pdvYqpRo0bx3HPPcejQIf75z3/SvXt327qaNWsycuRIJk2axIoVK6hbty7btm3j119/pUuXLrz99tv5egzUrVuX9957j8GDB/P555/nG4ty8ODBtj9nWXNYd+QcTu5evD3hPW7p3oa5c+cyatSoApnzjuni8td/Ah577DH+/e9/s27dOjIzM/MNzTB06FDi4oo2d0UeHx8f258vXLgAgJdXweGu8nh7ewNgZKYVeZ4MyH2L89JJQj08PJg8eXKBz12vXj1q1qzJyZMn+eqrr3j44Yfzrf/yyy9tf1aPDBERsZfr+2fLD5OQmkX90GA+fngKjRs1tJvr+7Vc6frv4uzES7c05m8bVgEQm3DtNzovN3369Hxvr/bo0YPp06cXOn/W5U6fPs2SJUtwdnbmrrvuKva5RUTEMdnLtT2Pr68vkyZNYv78+eVybf9xczQAQT5u9GpYzba8pPfuedteTVGPl5iYyIULF/D19c133CvtV9QM8+bNIykpiaZNmxbaw0REHIsKGSLXKSIignr18k+66eTkRHh4OLGxsdx4440F9omMjATg1KlTAPzxxx8ADBo0qNBhj7p16wbAxo0bC6w7ePAgCxcuZM3W3URtOYqbs4XvTtawrStMr169cHV1zbfMxcWFunXrsnnzZuLj46lRo4Zt3bvvvlv4hy8i42Lf1cI+2+XbYIH9Z5I5nZROiL/HNY/98ssv8/LLL5Oens6hQ4f45JNPeOSRR5g/fz6zZ8+2NeosFgsvvPACTzzxBP/4xz/w8PDgtttuIykpiffee49Fixbh4uJCdna2JvwUERG7uL5/N3su789eQVZGGg3qBvLWDg/busKU9/X9Wq52/e/VsBrNa/qyBDgWn1LsY2dnZwO5/9arV6/mhRdeoHnz5vz444/069fvqvvOnDkTq9XKzTffTEhISLHPLSIijskeru0LFy7k0KFDpKSkkJOTY7tWlse1fdnzCwBoF16FaY90KXSbYt27F0FJjleU4xc1Q96wUoVN8i0ijkeFDJHrVKtWrUKX570hUNj6vHV5k3pFRUUBMH78eMaPH3/Fc136ZoVhGDz77LNMmjQp30U8Bfh6W+6fr9SzoLCxKeGvNzEKm2zsevj6+uZmS7nyg4rU1FQAGoVW42gOrDoUx9C2hecsjIeHB82aNePjjz/GxcWFDz/8kI8++ohnnnnGts1jjz3G4cOH+eCDD7jvvvvy7T9+/HhmzJhBdHR0vjd0RESkcrK36/sfO//a3l6u759//jmrVq3KtywoKMj2EOVa1//bmgWxBIhLd2Lf6fM0CvErdoYaNWowdOhQ2rdvT/PmzRk9ejQHDx68as8RPdQQEamc7O3afil7ubYX5969KL00S3K8vH3y1vn5FWwfFCVDfHw8v/32G05OTowYMeKaWUXE/qmQIXKdrvZmQVHWA7ahEbp3707dunWvuF1QUJDtz99//z3vv/8+oaGhTJ48mdnRXqyOzuSlW5sxulNt3N3dr9hIKkqmSz377LPFHnri3XffteUNCwsDICEhgZSUFFtj8FLR0bndXHu1bczRjWdZezi+WIWMS9199918+OGHzJ07N18hw2KxMGnSJO677z5+/vlnoqOjCQoKYvDgwTRp0oSJEyfi4eFx1f8PRESkcjD7+h5SsxY5HUbhWrMRs5++mY6R1cjMzLSr6/uqVavyDe8IEB4ebitk5F3/867xl3NOS8j9X79g3v39AJ/f265YWS4/b/fu3Vm4cCEbNmzghhtuKHS7vXv3snXrVnx8fAod5kNERCous6/teffunTt3Jjg4GFdX13K9tsddHFpqk48bo9f/NbRUSe/d87a9mmu1BVJSUkhMTCQgIMBWwPDz88Pf35+kpCSio6Np0qRJiTJ8//33ZGVl0bt3b2rXrn3NrCJi/1TIELEDeW9ZDB06lLFjxxZpnzlz5gDwySefcMstt/DG64uxOOfQLiKQI0eOlGq+H3/8kWPHjhVrn1dffdXWGAoICCAsLIzjx4+zdetWW3fbPNHR0cTFxREWFsYNLSL4cuNZ1h6OwzCMYjfc4K9GY2xsbKHrW7RoQYsWLfIt++WXX8jJyaFbt275xh8VEREpqeu5vjcd+jSHPBsyoHkIHSNzHzbY2/V92rRpTJs27YrbtmzZEoAtW7YUuj5vuXu1CBbvPcPmYwm0DS95r8hrXf8Bvv76awDuuOOOq47XLSIiUpjrvXcfOHBgvnVmXNtTgOnr/vp7Se/d/f39r5mnYcOGuLu7ExsbS3R0dIEeJnltgcvvz1u2bMmKFSvYsmVLgUJGVlYWu3btwt3dnYYNG17x3OqBKVLxaCB4ETvQt29fAH7++eci75OQkPsWY+3atTkSl8K5lEzcXZxoVtOfH374oVTzRUVFYRhGsX4iIiLyHeOWW24BchtWl5s1axYAAwcOpF14IK7OFk4mpXMsPrVEeZcvXw78NZ5pUUyaNAmAhx56qETnFBERudz1XN/3JLvi4mThH/0a2dbZ4/X9am6++WacnJxYuXIlZ8+ezbcuIyODX375BScnJ4YNvhWAib/vK9a425eyWq22Ya6udP03DIOZM2cCeqghIiIlc7337pcrz2t7+Pj5hI+fz5Apq0vl3r0oPD09bb0kCzte3rLLj3e1DPPnzyc9PZ0+ffrg4VH4vJpHjhxh7dq1eHp6MmTIkCJlFRH7p0KGiB3o1KkTffr0YenSpTz11FNcuHAh3/qcnBwWLVqUbxzqBg0aAPB///d/bDp6DoCWtQNYv3Y1EydOLL/wRTRu3DicnZ359NNPWbfur9c/Dh48yBtvvIGzszNjx47F082Z1mG5b2MuWLebRo0a0ahRo3zHOnv2LO+99x6JiYkFzvPHH3/w3HPPARSYB+Ps2bMcP34837LMzEzGjRvH0qVL6d27N8OGDSuNjysiIlKi63u9+vUBSN72OyM61KZOUO6QDitXrrTL6/vV1KhRg7vuuovMzEweffRR2wTdAM899xyxsbGMGDGCl4Z1wc3ZiXVHzrHyYBwvvPACjRo14r///W++43399dcF5uQAOHfuHA899BBHjhyhefPmtG3bttA8K1eu5NixY9SsWfOKQ0+JiIhczfXeu19asDfr2n6tVwaKeu9+qZiYmELv3QGefvppAF5//fV8k5qvXbuWzz77DD8/P+6///58+zzwwAP4+fkxd+5cfvrpJ9vys2fP2u73845bmLzeGIMGDSp0jg0RcUwqZIjYiRkzZtCiRQsmT55MeHg4ffr0Yfjw4XTv3p2QkBD69evHpk2bbNuPHTsWb29vpkyZwmNDehM7bwKb/vsEPXv25OGHHzbxkxSuYcOGTJw4kYyMDLp3786AAQMYPHgwLVu2JD4+nokTJ9q6hXaJrArAhiOx7N+/n/379+c7VmpqKs8++yw1a9akR48ejBgxgkGDBtG4cWNuuukmYmNjeeqppwq8ebFnzx4iIiJo164dw4YN4/bbb6d27dp8+OGHtG7d2vZ2iYiISGkp7vW9Ztc7sLh6cGHrAma9+DfuuusuevToYbfX92uZPHkykZGRzJ49m0aNGjF8+HCaN2/Ohx9+SGRkJJMmTaJWgCd3dwoHYOLv+zl16hT79+8vMMb3kiVL6N69O5GRkQwePJgRI0bQs2dPwsPDmTp1KrVq1eL777+/4rCUeQ81Ro4ciZOTboNERKRkrufevVmzZnZ/bS/OvXuerKysQu/dIbcXy7hx44iPj6dVq1YMHjyYAQMG0KNHD7Kyspg6dSqBgYH59gkMDGTq1Kk4OTkxdOhQ20uHDRs25NChQ4wdO5Y+ffpc8TPMmDEDKFoPzAULFtCpUyfbD+S+8HjpsgULFlzzOCJS9tSCF7ET1atXZ926dbz//vvUr1+fjRs32iakbt26NR9//DF33323bfsGDRqwceNGbr31Vs4nJpB2aD3O1kw+++wzu31j86mnnmLevHl07tyZlStXsmTJEtq2bcvcuXN56qmnbNt1icwdn3PLsXOFHqdatWpMmDCB3r17c/z4cX7++Wd+//130tPTGT58OEuXLuX9998vsF9kZCT33nsv58+fZ+HChSxevJjatWvz3nvvsW7dOqpWrVo2H1xERCqt4lzfz55P57v92dQYNYm23ftyLj6eefPmceHCBbu+vl9NUFAQGzdu5IknniAzM5M5c+aQlJTE448/zoYNG2xjcj/aOxIvN2d2xiQRk5BW6LEeeOABHn30UXx9fVm9ejWzZs1ix44dNGvWjDfeeIPdu3fTuHHjQvfNyMiwDU9xaXtKRESkuK7n3j0uLs4hru1FvXcvqsmTJ/Pll1/SuHFj/vjjD9asWUOfPn1Yvnz5FYd+GjJkCCtWrKBfv35s27aNhQsXEhkZydSpU/nggw+ueK4NGzZw4MABgoODuemmm66ZLTY2lvXr19t+IHc4ykuXXW3+LREpPxajpAPRiohdSErLouW/FwGw5ZUbCfR2MznR9cvIttLy34tIz8ph0VM9aFDd1+xIIiIiZe6p77cxZ2sMLWsHMOeRLjg5Fd6zoKJ6b9F+PvrzEI1CfFk4tnul+/wiIiJlKeL53F4FbcOrMPuRLianEREpPvXIEHFwu2KSAAgL9KoQRQwAdxdn2kfkdi1dcyjuGluLiIg4vg1HzzFnawwWC/xnUNNK+RD/gW518XV3Yd/pZH7bfdrsOCIiIiIiYkdUyBBxcNtOJALQItTf3CClrPPFeTLWHok3OYmIiEjZSs+y8vxPOwAY3j6MFqEB5gYyib+XK/d1qwPA5MUHyMlRx3EREREREcmlQoaIg9sRnQhAywr20CNvnox1R85h1YMMERGpwN5btJ8jsSkE+7oz/uaG196hAru/Wx18PVw4cOYCC3aeMjuOiIiIiIjYCRUyRBzcjujcoaUqWo+MZjX98HV3ISkti72nzpsdR0REpExsijrH56uOAvD2Hc0J8KoYw0SWlL+nKw90qwvAB0sO6mUGERGRUqapckXEUamQIeLAzp5P51RSOk4WaFarYhUyXJyd6FDn4jwZhzVPhoiIVDxpmVaenbUdw4ChbUPp07i62ZHswn3dIvDzcOHQ2QvM33HS7DgiIiIiImIHVMgQcWDbL/bGqF/NF293F5PTlL68eTLWHNY8GSIiUvG889s+ouJTCfHz4JWBTcyOYzf8PFx5sLt6ZYiIiIiIyF9UyBBxYHnzY1S0YaXy5M2TsfHoObKsOSanERERKT3rjsQzbU0UAG8PaY6/p6u5gezM6K4RBHi5ciQ2hXnbY8yOIyIiIiIiJlMhQ8SB5fXIaFE7wNwgZaRRiC9VvFxJybTa5gIRERFxdCkZ2fzjx+0A3NWhNr0aVjM5kf3xvaRXxodLDpGtFxpERERERCo1FTJEHJRhGLYeGS0raI8MJyeLbXiptZonQ0REKoi3f93HiXNp1Arw5MUBjc2OY7fu7RJBFS9XjsalMHeb5soQEREREanMVMgQcVDHz6WSmJqFm7MTjUL8zI5TZjrX1TwZIiJScaw+FMfX644B8M6QFvh6aEipK/Fxd+HvPSMB+PDPg+qVISIiIiJSiamQIeKg8oaValzTDzeXivtV7nxxnoxNxxJIz7KanEZERKTkktOzeO7HHQDc3SmMbvWDTE5k/0Z1DqeqtxvH4lP5aavmyhARERERqawq7tNPkQpux4lEoOIOK5UnMtibar7uZGbnsPV4otlxRERESuzNhXuJSUyjdqAnL/TXkFJF4eXmwt975s6V8dGfB8lSrwwRERERkUpJhQwRB5U3+XWL0ABzg5Qxi8VCF82TISIiDm75gVi+3XACgIlDW+Lt7mJyIsdxT6cIgnzcOXEujdmbo82OIyIiIiIiJlAhQ8QBZVtz2BmTW8io6D0yALpcHF5K82SIiIgjSkrLYvzFIaVGd4mg08X5n6RoPN2cedjWK+MQmdnqlSEiIiIiUtmokCHigA7FXiAty4q3mzN1g33MjlPmOl/skbHtRCIpGdkmpxERESmeNxbs4fT5dCKqejH+5kZmx3FId3cKJ9jXnZjENH5UrwwRERERkUpHhQwRB7TjRG5vjOah/jg7WUxOU/ZqB3oRWsWT7ByDTccSzI4jIiJSZCsPxvLDpmgsFpg4rCWebs5mR3JIHq7OPNorEoCPlx4iI9tqciIRERERESlPKmSIOKDt0YkAtKzg82NcKm+ejDWaJ0NERBxESkY2z8/eCcC9nSNoHxFociLHdleHMKr75fbK+GGTemWIiIiIiFQmKmSIOKC8QkZFn+j7UnnzZKzVPBkiIuIgJv6+n5jENEKrePKPfg3NjuPwcntl1ANginpliIiIiIhUKipkiDiY9Cwr+04lA9CiEkz0nSdvnoxdMUkkpWaZnEZEROTqNkWdY/raKADeuqM53u4u5gaqIP7WvjYhfh6cSkrn+40nzI4jIiLicAyzA4iIlJAKGSIOZvfJJLJzDIJ83Ait4ml2nHJT3c+DusHe5Biw/qh6ZYiIiP3KzM7h+Z92YhhwZ7tQutcPNjtSheHh6sxjN+T2yvh46SHSs9QrQ0RERESkMlAhQ8TBbD2eCECr2lWwWCr+RN+XypsnY+0RFTJERMR+fbn6KIfOXqCqtxsvDWhidpwK5852odT09+DM+Qy+3XDc7DgiIiIiIlIOVMgQcTDbTiQC0DoswNQcZtA8GSIiYu9OJaXxwZKDADzfvxH+Xq4mJ6p43F3+6pUxZdlh9coQEREREakEVMgQcTB/9cgIMDWHGTrVze2Rse90MnEXMkxOIyIiUtAbC/aSmmmlbXgVhrQJNTtOhTWsbW1qBXgSm5zBjPXqlSEiIiIiUtGpkCHiQGKTM4hJTMNiqVwTfecJ9HajcQ0/ANZpeCkREbEzqw/FMX/HKZws8Nqgpjg5Va4hIMuTm4sTT1zslfHJssOkZapXhoiIiIhIRaZChogDyRtWql6wD74elXOois4Xe2Ws0fBSIiJiR7KsOfxz7i4A7ukUTtOale+Fg/I2pG0otQM9ibuQwTfrjpkdR0REREREypAKGSIOZNuJBKByzo+RJ2/C73UqZIiIiB35bsNxDsemEOjtxtM3NTQ7TqXg6uzEEzfUB+DT5YdJzcw2OZGIiIj9MwyzE4iIlIwKGSIOJK9HRqvaVcwNYqIOdQNxssCRuBROJaWZHUdERITk9CwmL86d4PvJvvXx96ycvSbNcEfrWoRX9SI+JZOv16pXhoiIiIhIRaVChoiDsOYYbD+RBFTOib7z+Hm40jw0AIC16pUhIiJ24LPlR4hPyaRukDd3dQgzO06l4nJJr4zPVhwhJUO9MkREREREKiIVMkQcxOHYC1zIyMbT1ZkG1X3MjmOqvOGlNE+GiIiY7XRSOp+vOgLAczc3wtVZzevyNrhVTeoEeXMuJZPpa6PMjiMiIiIiImVAd1oiDmLLsdz5MZqH+uNSyR+S5E34vfZwPIYG+BQRERO9t2g/6Vk5tAuvQr+m1c2OUym5ODsxtk89AKauOkp6ltXkRCIiIiIiUtoq99NQEQeyIeocAB0iAk1OYr52EVVwdbYQk5jGiXOaJ0NERMyx/3QyP26JBuCFAY2xWCwmJ6q8BraoSa0AT+IuZPLTlhiz44iIiIiISClTIUPEQWw4erGQUUeFDC83F1pfnPB8zeE4k9OIiEhlNemPAxgG9G8WQtvwKmbHqdRcnZ0Y060OAJ+vPEJOjnpsioiIiIhUJCpkiDiAk4lpRCek4WSBNnpQAkBnzZMhIiIm2hWTxG+7T2OxwFM3NjA7jgDD29fGz8OFI3Ep/LH3jNlxRERE7JJK/SLiqFTIEHEAGy8OK9Wslj8+7i4mp7EPl074rXkyRESkvE1efACAW1vUpEF1X5PTCIC3uwt3dwoH4P9WHDE5jYiIiIiIlCYVMkQcwPqjmh/jcq3CAnB3cSLuQgaHzl4wO46IiFQi208ksnjvWZwsMK5vfbPjyCVGd43AzdmJzccS2Ho8wew4IiIiIiJSSlTIEHEAGzU/RgHuLs60v1jYWXtEw0uJiEj5mXSxN8bg1rWIDPYxOY1cqpqvB7e2rAnA12uPmZxGRERERERKiwoZInbu7Pl0Dp69gMWC7cG95MqbJ2PlQU34LSIi5WPzsQSW7Y/F2cnC2BvUG8MejeqcO7zU/B2niLuQYXIaEREREREpDSpkiNi5FRcf0jev5U8VbzeT09iXng2CAVhzKI6MbKvJaUREpDL46M+DAAxpU4uIIG+T00hhWtYOoGWoP5nWHL7feMLsOCIiIiIiUgpUyBCxcysOxALQo36wyUnsT5MafgT7upOSaWVTlMbBFhGRsrUrJoll+2NxssBjveuZHUeuYlTnCABmrDtGtjXH3DAiIiImMwzD7AgiItdNhQwRO5aTY7DqUG6PjB4NVMi4nJOThd4Nc/9d/tx31uQ0IiJS0U1ZdgiAW1vWJLyqemPYs1ta1CDQ242TSeksURtBREQquXx1DBU1RMRBqZAhYsd2nUziXEomPu4utA4LMDuOXerdsBoAS/frIYWIiJSdQ2cv8Ouu0wA82ku9Meydh6szd7arDcBXa6PMDSMiImIylS5EpCJQIUPEjuUNK9U5siquzvq6FqZr/SBcnCwciU3hWHyK2XFERKSC+mTZYQwDbmxSnYYhvmbHkSIY2TEMJwusPhTPobPJZscRERExjYaWEpGKQE9GRezY77vPANCroYaVuhI/D1faRVQBYKmGjhARkTJw4lwqP2+LATQ3hiOpHejFDY2qA/DtBk36LSIilZfKGCJSEaiQIWKnTpxLZWdMEk4W6Nc0xOw4du2GRnnDS8WanERERCqi/608gjXHoFu9IFrVDjA7jhTDiI65w0v9tCWajGyryWlERETMoQ4ZIlIRqJAhYqcW7jwFQMc6VQnycTc5jX3Lmydj7ZF4UjOzTU4jIiIVSWJqJj9syn2b/9FekSankeLqUT+YED8PElKzWHSxp6uIiEhlY6hPhohUACpkiNipvELGgBY1TE5i/+pV86F2oCeZ2TksV68MEREpRd9uOEF6Vg5NavjRObKq2XGkmFycnbizXSgA3208bnIaERERc+TrkWGxmJZDROR6qJAhYodOnEtle3TusFI3a1ipa7JYLLZ/p992nzY5jYiIVBRZ1hy+WhsFwJhudbDoxt8hDWtXG8vFSb+Px6eaHUdEREREREpAhQwRO/Tthtw3BrvWCyLYV8NKFcXNzXJ7rvy596zGwBYRkVLx++7TnEpKJ8jHjVtbqoeko6od6EW3ekEAtmHCREREKpN8PTI0YYaIOCgVMkTsTGZ2ju0me2THMJPTOI7WtQOo7udOckY2aw7Fmx1HREQqgKmrjgIwsmM47i7OJqeR6zG8fW6batbmE2Rbc0xOIyIiUr40R4aIVAQqZIjYmd92nybuQibVfN3p07i62XEchpOThX4Xh5f6ddcpk9OIiIij23o8gS3HE3FzdmJkJ71Y4Oj6NqlGoLcbZ85nsEzzaYmISCWjThgiUhGokCFiRwzD4Ks1UQAM7xCGq7O+osWRN0/GH3vO6G1LERG5Ll+ujgLg1pY1qebrYW4YuW7uLs4MaVML0KTfIiJS+aiOISIVgZ6SitiRFQfj2HQsATcXJ0Z00NufxdWhTiBVvFxJSM1iw9FzZscREREHdSopjYU7c3v33dc1wtwwUmrubFcbgKX7YzmbnG5yGhERkfJjqEuGiFQAKmSI2ImcHIOJv+8DYFSncEL89fZncbk4O3Fjk9zhuObv1PBSIiJSMl+vPUZ2jkHHOoE0q+VvdhwpJfWr+9KqdgDWHIOft8aYHUdERKTcqIwhIhWBChkiduKXHSfZFXMebzdnHu1dz+w4Duu2lrnDRizYcYrMbA0vJSIixZOWaeXbDblDD43pVsfkNFLa8npl/LApWm+niohIpaFLnohUBCpkiNiBs+fT+de83QD8vWckgd5uJidyXJ0jq1Ldz52ktCyW7T9rdhwREXEwP2+LISE1i9qBnvRtXN3sOFLKBrasgYerE4fOXmDriUSz44iIiJQPo9A/iog4FBUyRExmGAbjZ+8gMTWLZrX8eLhnpNmRHJqzk4VBrXJ7ZczRsBEiIlIMhmEwddVRAO7tHIGzk8XkRFLa/DxcGdCsBgCzNp0wOY2IiEj5MFS+EJEKQIUMEZN9t/EES/fH4ubixPt3tsLNRV/L6zX4YiFjyd6zJKVlmZxGREQcxapDcRw8ewFvN2fubF/b7DhSRoZdHF7ql+2nSM3MNjmNiIhI2ctRHUNEKgA9MRUx0fH4VP4zfw8A/7ipIQ2q+5qcqGJoXMOXhtV9ybTm8Ksm/RYRkSLK640xrF1t/DxcTU4jZaVjnUBqB3pyISOb33adNjuOiIhImdO8UCJSEaiQIWISa47BM7O2kZpppUOdQE0oWoosFguDW+f2yvhJw0uJiEgRHI69wNL9sVgsMLpLhNlxpAw5OVkY1jZv0m8NLyUiIhWfyhgiUhGokCFikulrotgYlYC3mzPvDWupcbhL2aBWNbFYYMPRcxyLTzE7joiI2Llpq6MA6NOoOhFB3uaGkTI3pG0oFgusO6J2goiIVHyXdshQ5wwRcVQqZIiYIO5CBpP+OADAi7c0pnagl8mJKp6aAZ70qB8M5M5DIiIiciVJqVn8uDkagDHdIswNI+WiVoAn3eoFAdj+vxcREamoLp3sWxN/i4ijUiFDxATv/r6f5IxsmtXyY3j7MLPjVFh3dcgdNmLWpmiyrDkmpxEREXv1/abjpGVZaRTiS+e6Vc2OI+XkzouTfs/eHI1Vs6CKiEhFph4ZIlIBqJAhUs4Onb3A9xfHY3711qYaUqoM9WlcnSAfd+IuZLBk7xmz44iIiB3KtuYwfc0xAMZ0rYPFoutyZXFjk+r4e7pyMimd1YfizI4jIiJSZi6tXah2LyKOSoUMkXI2dfVRDAP6Nq5Ou4hAs+NUaK7OTgxtGwrAtxs0vJSIiBS0aM8ZYhLTCPR247ZWNc2OI+XIw9WZQRf/P9ek3yIiUpHlnyNDlQwRcUwqZIiUo3Mpmcy+OA7zg93rmJymchjePnfYiBUHY4lOSDU5jYiI2Jupq44CcHfHMDxcnU1OI+Utb3ipRbvPkJiaaXIaERGRsqF5MUSkIlAhQ6QczVh3jIzsHJrX8qdDHfXGKA8RQd50iayKYcB36pUhIiKX2H4ikU3HEnB1tnB3p3Cz44gJmtb0o3ENPzKtOczddtLsOCIiImXC0BwZIlIBqJAhUk5ycgy+25j7IP3+bhqDuzyN7Jj7cOq7jcfJzNak3yIikuvL1bm9MW5tUZNqfh4mpxEzWCwW7myXOwzlrM164UFERComI9+fVckQEcekQoZIOdl0LIGYxDR83F24uVmI2XEqlZuaVqearztxFzL5bfdps+OIiIgdOHM+nQU7TwFwX1cN91iZDW5VCzdnJ3bFnGf3ySSz44iIiJS6S+fFUI8MEXFUKmSIlJO522IA6Nc0RGNwlzNXZyfu6hAGwNdro8wNIyIiduGbdcfIshq0j6hC81B/s+OIiap4u9G3STUAZm2KNjmNiIhI6cs3tJR5MURErosKGSLlIDM7x/bW5+DWNU1OUzmN6BiGs5OFjVEJ7D113uw4IiJiovQsKzPWHwdgjHpjCDDs4qTfP2+LISPbanIaERGRspOjLhki4qBUyBApB6sOxZKYmkWQjzud61Y1O06lVN3Pg35NqwPw9bpjJqcREREzzd0Ww7mUTGoFeHJjk+pmxxE70KN+MCF+HiSmZrF4z1mz44iIiJQqI/8kGSIiDkmFDJFysHRfLAA3N6uOi7O+dma5p1MEAD9vjeF8epa5YURExBSGYTB1VRQAo7tE6LosADg7WRjSthagSb9FRKTiuXSCb9UxRMRR6c5NpBysPJhbyOhRP9jkJJVbp7qB1K/mQ2qmlZ82awxsEZHKaM3hePafScbLzZk729c2O47YkWFtc38fVhyI5VRSmslpRERESk++OTI0tJSIOCgVMkTK2PH4VKLiU3F2stA5UsNKmclisXBP53Agd3gpNeBERCqfqauOAjCsbSj+nq4mpxF7EhHkTYeIQHIM+GlLjNlxRERESo1GlhKRikCFDJEytvJQbm+MNmEB+HrogYnZbm9dCy83Zw7HprD2cLzZcUREpBwdjr3Akn1nsVjg3i4RZscROzSsXSgAszad0AsPIiJSYVx6TdPlTUQclQoZImVs5YE4ALprWCm74Ovhyu2tc8fA1qTfIiKVS15vjD6NqlM32MfkNGKPBjSvgbebM1HxqWyMSjA7joiISKnI3yNDlQwRcUwqZIiUoWxrDqsP5xUygkxOI3nyhpdatOcMp5PSTU4jIiLl4VxKJrO35M6P9ED3OianEXvl7e7CwBY1Afhhkyb9FhGRiiH/HBnm5RARuR4qZIiUoe3RSSSnZ+Pv6UqL0ACz48hFjUL8aB9RBWuOYXuoJSIiFdvM9cdIz8qhWS0/OtYJNDuO2LE72+cOL7VgxykuZGSbnEZERKQ0aGgpEXF8KmSIlKGVB3Pnx+hWLwhnJ4vJaeRSw9rWBmD2lmiNgS0iUsFlZFuZvjZ3OMEHutXFYtE1Wa6sTVgV6gZ7k5ZlZcGOk2bHERERuW75e2To/ldEHJMKGSJlaOVBDStlr/o3D8HD1YkjsSlsO5FodhwRESlDv2w/RWxyBiF+HgxoXsPsOGLnLBaL7YWH7zdqeCkREXF8xhX+LCLiSFTIECkjSWlZtgfk3VTIsDu+Hq7c3DQEQMNLiYhUYIZh8PnKIwDc2yUCNxc1f+XahrSphbOThS3HE9l9MsnsOCIiItdFc2SISEWgOzmRMrL2cDzWHIO6wd6EVvEyO44UYkjb3DGw5+84RZY1x+Q0IiJSFtYcjmff6WQ8XZ0Z0SHM7DjiIKr5edC/We4LD9NWR5kbRkRE5DoZl86RoT4ZIuKgVMgQKSMrLs6P0aN+sMlJ5Eq6RAYR5ONGYmoWaw/Hmx1HRETKwP8u9sa4s10o/l6uJqcRRzKmWx0A5m47SdyFDJPTiIiIlJx6ZIhIRaBChkgZMAyDFQdyCxmaH8N+OTtZ6HdxeKlfd50yOY2IiJS23SeTWLY/FifLXw+lRYqqTVgVWtYOINOaw4x1x82OIyIiUmL5ChnmxRARuS4qZIiUgWPxqUQnpOHqbKFT3apmx5GryJv09ffdZ8jW8FIiIhXKJ8sOA3BLi5qEV/U2OY04ojFdIwD4Zv0xMrKt5oYREREpoXxDS6lLhog4KBUyRMrAyovDSrUNr4K3u4vJaeRqOtYJJNDbjXMpmaw/es7sOCIiUkqi4lJYuDO3t90jPSNNTiOOakDzGlT3cyc2OYN5206aHUdERKRENLSUiFQEKmSIlIEVB+MA6K75Meyei7MT/ZpWB2DBTg0vJSJSUXy24jA5BvRuGEyTmn5mxxEH5ersxOguucOSfbL8MNYcPf0RERHHpiuZiDgqFTJESlmWNcc2cbQm+nYM/ZtdHF5q12k9oBARqQDOnE9n9uYYAB7tXc/kNOLo7u4Uhp+HC0diU/ht12mz44iIiBRb/h4ZuucVEcekQoZIKdt2IpELGdlU8XKlqd4AdQidI6sS4OVKfEomGzS8lIiIw/t85REyrTm0j6hC+4hAs+OIg/P1cOW+rrm9Mj7686AeAImIiMPJN0eGiTlERK6HChkipWzlgdz5MbrVD8bJyWJyGikKV2cn+jbOHV5qyd4zJqcREZHrkZiayYz1xwF4tJd6Y0jpuK9rBN5uzuw7ncySvWfNjiMiIlIsmiNDRCoCFTJEStlf82MEmZxEiuOGRtUA+HOfHk6IiDiy6WuOkZpppXENP3o11BCPUjoCvNy4p3MEAB+qV4aIiDiYS69auoaJiKNSIUOkFCWmZrIjOhEoXiFj3bp1DBo0iKCgIDw8PGjQoAEvv/wyqampRT5G3759sVgsWCwWTp8uOH5zeno6jz32GEFBQXh7e3Pbbbdx7NixQo+VlJRESEgId911V5HPnycqKgqLxUJERMRVtxs9ejQWi4Vp06YVujzvx8nJCX9/fyIiIrj11luZMGECZ85cudfElY57Ld3rB+HiZOFIXApH41KKta+IiNiH1Mxspq05CsAjvSKxWMzvGalrfMHl5X2NLy0PdK+Dl5szO6KT+FVzZYiISAmZ0TYYN+YuspNyX9q7vI6htoGIOAoVMkRK0ZrD8eQY0KC6DzX8PYu0z4wZM+jWrRvz5s0jIiKCAQMGkJ6ezhtvvEGXLl1ITk6+5jGmTZvGkiVLrvrAZty4cUyZMoXw8HC6d+/O/PnzGTBgAFartcC2//znP0lJSeHdd98t0mcoC127duXee+9l1KhR3HTTTYSGhrJkyRLGjx9PWFgY77zzTqm+SeLr4UrHurnjqKtXhoiIY/p2wwkSUrMIr+rFgGYhZsfRNf4KyvsaX1qCfNx5sHtdACb+vp8sa47JiURExNGY1TZYueR3zs56FSPHWmCODLUNRMRRqJAhUopWHsydH6N7/aINZREdHc0DDzyA1Wpl6tSpbNq0iZ9++omDBw8ybNgwtm/fznPPPXfVY8TGxvLss89y0003ERYWVug2p06dYurUqfTv359Nmzbx22+/8Z///Ic9e/YwZ86cfNvu2rWLKVOm8Morr1CrVq0ifY6y8MADDzBt2jSmTZvGrFmzWLVqFfHx8Xz44Ye4uLjw/PPP89JLL5XqOXs3zBteSvNkiIg4mszsHD5feQSAv/eIxMXZ3GaurvFXZsY1vrQ82KMuQT5uHI1L4buNJ8yOIyIiDsTMtsHDz7xIVvxxUg+szVcQUNtARByJChkipcQwDFYcKN78GNOmTSM9PZ0bb7yR++67z7bc3d2djz/+GC8vL7744gvi4+OveIwnn3ySlJQUpkyZcsVtdu3aRXZ2NqNGjbK9tTFmzBgAtm3blm/bxx9/nMjISJ566qkifYby5OnpyRNPPMGCBQtwdnbmrbfeYvv27aV2/D4XJ/zecPQcyelZpXZcEREpe3O2RnMqKZ1qvu4MaWvejXgeXeOLp6yv8aXFx92FsX3qA/DB4oOkZGSbnEhERByFmW2DQXeOACDz7NF8PTLUNhARR6JChkgpORKXQkxiGm7OTnSsU7VI+2zevBmAXr16FVgXHBxMkyZNyMrKYuHChYXu//vvvzNz5kxeeuklIiMjr3iehIQEAKpUqWJblvfnc+fO2ZbNnDmT5cuX89FHH+Hq6lqkz2CGXr162cbv/Oijj0rtuHWCvKkb5E2W1WDVxUnbRUTE/mVZc/h46WEAHuxeF3cXZ5MT6RpfUmV1jS9Nd3UII6KqF3EXMvhwyUGz44iIiIMws23g4xcAQE56sm2ODLUNRMTRqJAhUkpWHsgdVqp9nSp4uhXtAUpKSu6k0pc2MC4VGJg7Z0Nhbx2kpqby8MMP06hRo2t2P83rcnrw4F832wcOHAAgPDwcgAsXLvCPf/yDIUOGcOONNxYpv5mGDx8OwNKlS0v1uL0b5Q4vtUTzZIiIOIw5W2M4fi6Vqt5ujOxU+DAL5U3X+JIrq2t8aXF1duKftzYB4ItVR9l/+trjmYuIiJjZNog6nPvCh4tfNQwMtQ1ExCGpkCFSSlZcfIO/W72izY8BuW9dABw7dqzQ9XnLo6KiCqx75ZVXiIqK4pNPPsHNze2q52nVqhU1atTg/fffZ9euXZw5c4bnnnsOi8VC//79AXjttddITEzk/fffL3J+M7Vq1QqAI0eOkJmZWWrH7XOxkLFs/1lycjSZmIiIvcu25vDx0kMA/L1nXbzcXExOlEvX+JIrq2t8abqhUXX6Na1Odo7Byz/vVJtBRESuycy2wX/ffhWw4Fm3LYahtoGIOCYVMkRKQXqWlTWHcwsZvRoWvZDRs2dPAL799tsCF+N169axf/9+AJKT87/pt2XLFj744APuvffeQrulXs7Dw4OJEycSFRVF8+bNCQkJ4ffff+fhhx+mRYsW7N+/n8mTJ/Piiy/mmzAsLS0t30RgxXHs2DEsFssVf6ZPn16i4+YJCvprHpK8rrOloV1EIL7uLsRdyGRHTFKpHVdERMrGnK0xHIvP7Y1xd6dws+PY6BpfcmV1jS9t/7q1KV5uzmyMSuDHLdFmxxERETtnZttg3co/8WndH7dqdciIi1bbQEQckn28sibi4NYfPUd6Vg4hfh40CvEt8n4jR47kjTfe4Pjx4wwaNIh3332XsLAwVq9ezYMPPoiLiwvZ2dk4Of1Vc7RarTz44IMEBATw7rvvFutcdevWZdasWaSnp3PDDTcwZMgQAJ544gnCwsJ49tlnAfjuu+94/vnnOXbsGP7+/jz++OO89tpr+XJci7e3N0OHDr3i+lWrVnH4YvfWkri0gZU3gVlpcHNxonuDIBbuPM2fe8/QqnZAqR1bRERKV7Y1h/9e7I3xUA/76Y0Busbb4zW+tNUM8GRcn/q89es+/jN/D13rBVErwNPsWCIiYqfMbBvUatKe/zuR+9Ll2UWfqG0gIg7Jfu72RBzY0ovzKfRuFFysi6q3tzfz589n4MCB/Pbbb/z222+2dWFhYTz99NNMmDAh3xiakydPZsuWLXzxxRf53koois6dO9O5c+d8y2bPns0ff/zB/PnzcXd3Z/PmzYwYMYJ+/frxwQcfsHz5ct544w2qVavG2LFji3yuoKAgpk2bdsX1o0ePvq6GTFzcX5NxX2mM0ZK6oVH13ELG/rM8fVPDUj22iIiUnp+3neRYfCqB3m7c09l+emOArvH2eo0vbfd3q8Ovu06z7UQiz/6wnRkPdMTJSQ9YRESkIDPbBmsOx/G//60nZf9q0o5u5QO1DUTEAamQIVIKll+c6Ltng2rF3rd58+bs27ePWbNmsWnTJrKzs2nZsiUjRozg9ddfB6Bp06a27X/55Rdb18yvvvoq37FOnz4NwB133IGbmxuvv/463bp1u+K509LSeOaZZ7j11lu55ZZbAHjvvffw8fHhhx9+wNfXl0GDBrFlyxYmTpxYrIZMWdu2bRsA9evXx9XVtVSP3athMBYL7Io5z+mkdEL8PUr1+CIicv2yrTn898/cSSztrTdGHl3jS6Ysr/GlzcXZiUl/a8WAD1ay9kg8U1cf5YHudc2OJSIidsq0toEBOVkZJPz5BV71OqhtICIOyf7u+EQczNG4FI7GpeDqbKFrvaolOoanpyejRo1i1KhR+ZYvXrwYoMA4mIZhsGLFiiseb+3atUD+txYK8+abb3LmzBkmT55sW7Zv3z4aNWqEr+9fQ2R16NCB5cuXc/78efz8/Irykcrcd999B0Dv3r1L/dhBPu60DA1g24lE/tx3lhEdw669k4iIlKu5204Sldcbw47mxricrvHFV5bX+LJQJ8ibVwY24cU5O5nw23461qlK81B/s2OJiIidMqNtYADn1/5ATmoigX0fsi1X20BEHIkm+xa5Tsv25w4r1S48EF+P0nszYPny5WzZsoWmTZvStWvXv863bBmGYRT6Ex6e+yDn1KlTGIbB4MGDr3j8w4cPM3HiRJ577jnq1s3/5mBqamq+v6ekpAD2MxblsmXL+O6777BYLDzxxBNlco6+jXN71yzZe6ZMji8iIiV3+dwY3u6O9W6OrvFXVh7X+LJwV4fa3NikOpnWHB7+ZjMJKZnX3klEROSism4bRB87StKGn/DrMASXgJB869Q2EBFHoUKGyHVauj93WKnejYJLtP+2bdvIzs7Ot2zLli2MGDECi8XCRx99dN0ZCzNu3Dhq1KjB888/n29506ZN2bNnD1u3bgUgOTmZX375hbCwsHxvaZghPT2d//73v9xyyy1YrVZeeeUVmjVrVibn6tukOgCrDsWRlmktk3OIiEjJzNt+kqNxKXbfG0PX+KIrz2t8WbBYLLw7rCURVb2ISUxj7HdbseYY195RREQqFbPaBh+8/hLOPoH4dRrKJfNmq20gIg7FsV5fE7EzaZlW1h2JB6BXw+LPjwHw5JNPsmfPHlq1akVQUBBRUVGsX78eJycnPvvsszLpOrlgwQIWLFjAnDlz8PT0zLfuH//4BzNnzqR3797ccMMNbN26lRMnTvDpp5+Weo6r+fzzz1m2bBmQ+4bI6dOn2bx5M6mpqbi7uzNhwgSeffbZMjt/w+q+hFbxJDohjVWH4rjxYmFDRETMZc0x+O+fub0xHuxu370xdI0vnNnX+LLi7+nKp/e0ZfDHq1l5MI4Jv+/jhf6NzY4lIiJ2xKy2wdplfxB8+0s4uboDucNVWSwWtQ1ExKHY752fiANYfiCWzOwcagV4Ur+aT4mOcffdd/PNN9+wbds2EhMTCQ4OZvjw4fzjH/+gVatWpRsYyMjIYNy4cfTr16/QrqctWrTg559/5uWXX2b+/PmEhITw9ttv8/e//73Us1zN6tWrWb16NRaLBR8fHwIDA+nduzc9e/bk3nvvpVq1khWOispisdC3cXWmrYli8Z4zKmSIiNiJOVtjOBKXQhUvV0Z1tt/eGKBr/JWYfY0vS41C/HhnSAvGfbeNz5YfIaKqN3d10FxbIiKSy6y2QftuvTnboLNtuWGAxaK2gYg4FothGOrzLFJCT32/jTlbY7i/Wx1eGdjE7DhSylYfimPk5+sJ8nFjw4t9cXKyjzFCRUQqq4xsKze8u5yYxDReHNCIh3pEmh1JpFCT/jjAB0sO4uxk4cvR7enRoGRDkIqIiJSGZfvPMvrLjba/H35zAM66vxURB6M5MkRKKDM7xzYR9M3NQq6xtTiiDnUC8fVwIe5CJtuiE82OIyJS6X234QQxiWlU93NnVOcIs+OIXNGTfetzR+taWHMMHp2xhX2nz5sdSUREKrHL32DWO80i4ohUyBApoXVH4jmfnk2QjxttwqqYHUfKgKuzEz0vvkG5eM8Zk9OIiFRuqZnZfHRxboyxferj4epsciKRK7NYLLw1pDkd6wRyISOb+77cyMnENLNjiYhIZWVc9a8iIg5BhQyREvpt92kAbmwSoi6ZFVje3BiL9pzRWysiIiaatiaKuAsZhAV6cWe72mbHEbkmdxdnPrunLfWq+XAqKZ1RUzeQkJJpdiwREamEjMtKF7q1FRFHpEKGSAlkWXP4decpAPprWKkKrXejarg5O3Ho7AX2n0k2O46ISKWUlJrFp8sOA/D0jQ1wdVYTVhxDgJcbX43pQA1/Dw6dvcCY6RtJzcw2O5aIiFQylxcuLi9siIg4At0FipTAigOxJKRmEeTjTpfIqmbHkTLk5+FKr4a5w0vN337K5DQiIpXT/608zPn0bBpW9+XWljXNjiNSLDUDPPlqTAf8PV3ZejyRx2ZsIcuaY3YsERGpRAoUMlTHEBEHpEKGSAn8vO0kALe2rIGL3gqt8AZefGj2y46TGl5KRKScnU1OZ+qqKACeuamBhnMUh1S/ui9TR7fHw9WJpftjGT97Bzk5alOIiEj5KDjZtykxRESui57AihTThYxs/tiTOz/G4Fa1TE4j5aFPo2p4uDpxLD6VXTHnzY4jIlKpTPrjIGlZVlrVDrDNWyTiiNqGV2HKyDY4O1n4aUsM7/y2z+xIIiJSSVz+Qp6GlhIRR6RChkgx/brzFOlZOdQN8qZFqL/ZcaQceLu70Kdx7sOz2VuiTU4jIlJ57D+dzPcbjwPw0i2NsVjUG0Mc2w2NqvPOkBYAfLbiCP9bccTkRCIiUhmoR4aIVAQqZIgU08wNuQ9UhrQN1QOVSuRv7WoD8NOWaNKzrCanERGpHN5YuJccA25uGkL7iECz44iUiqFtQ3m+fyMg93f8J70kISIiZazgZN8iIo5HhQyRYth76jxbjyfi4mRhWLtQs+NIOepWL4jQKp6cT89m4U5N+i0iUtaWH4hlxYFYXJ0ttoe+IhXF33vU5YFudQB47scdLN1/1uREIiJSsV02tJS6ZIiIA1IhQ6QYZq7P7Y1xU9PqVPP1MDmNlCcnJwt3dQgD4NuLvXJERKRsWHMM3lywF4B7OkUQEeRtciKR0mWxWHhxQGNub12L7ByDR7/ZwpbjCWbHEhGRCko9MkSkIlAhQ6SIzqdn8fPWGABGdAg3OY2YYVjbUJydLGyMSmD7iUSz44iIVFjfbTzO/jPJ+Hu6MrZPPbPjiJQJJycLE4a2oGeDYNKyrIyZtpFDZ5PNjiUiIhWQ5sgQkYpAhQyRIpq5/jjJGdnUr+ZDl8iqZscRE1Tz82BQq5oAfLz0kMlpREQqprgLGUz4bT8A4/rUJ8DLzeREImXH1dmJKSPb0LJ2AImpWYz6YgOnk9LNjiUiIhVMgR4ZqmSIiANSIUOkCDKyrUxddRSAh3rUxclJk3xXVo/2isRigUV7znDgjN6aFBEpbW8t3EdSWhZNavgxqrN6QErF5+3uwpej21M32JuTSek8+NUm0jKtZscSEZEKxCgwR4ZJQUREroMKGSJFMGdLDGeTM6jh78GgVrXMjiMmqlfNl5ubhgDwweKDJqcREalY1h+JZ/aWaCwWeP32Zrg4q6kqlUOgtxvT7+tAFS9XdsYk8eyP2/W2rIiIlBrNkSEiFYHuDkWuISPbykd/5g4jdH+3Ori56GtT2Y3tUx8nCyzYeYp1R+LNjiMiUiFkZufw8s+7ABjePow2YVVMTiRSvmoHevHp3W1xdbawYMcpPlyiYSxFRKR0FJwjQ6UMEXE8eiIrcg3fbzxBTGIawb7ujOyoIS4EGtfw464OYQC8Om832dYckxOJiDi+z1cd4eDZC1T1dmP8zQ3NjiNiio51q/L64GYATFp8gAU7TpmcSEREKoLLCxcqY4iII1IhQ+Qq0jL/6o3xxA318HRzNjmR2ItnbmqIn4cL+04n8+XqKLPjiIg4tH2nzzP5j9zh+l4Y0FgTfEul9rf2YdzfrQ4Az8zaxq6YJJMTiYhIRaMOGSLiiFTIELmKz1YcJjY5g1oBnvytfW2z44gdCfR244UBjQF4d9F+Dp29YHIiERHHlJmdw1PfbyfTmkOfRtUY0kZzUYm80L8RPRsEk56VwwPTN3H2fLrZkURExIEVnCNDlQwRcTwqZIhcQUxiGp8uPwzACwMa4e6i3hiS3/D2tenRIJiM7ByenbUda44agyIixTV58QH2njpPFS9X3hrSHIvFYnYkEdO5ODvx0YjW1Kvmw+nz6Tz49WbSs6xmxxIREQdVoHChW1cRcUAqZIhcwVsL95KelUOHOoHc0ryG2XHEDlksFt4Z0hxfDxe2nUjk/1YcMTuSiIhDWXkw1vbSwFt3NKear4fJiUTsh5+HK1/c244AL1e2n0jk+dk7NDmriIiUyOWXD72DJyKOSIUMkUKsPxLP/B2ncLLAv25tordD5Ypq+Hvyz4FNAJj0xwEOnkk2OZGIiGM4cS6VJ77dSo6R28Pt5mZ6aUDkcuFVvZkysg0uThZ+3naSTy4W/kRERIpDQ0uJSEWgQobIZaw5Bv/+ZQ8AwzuE0bSmv8mJxN4NbRtK74bBZFpzePbHHWRbc8yOJCJi11Izs3nwq00kpmbRsnYAr97W1OxIInarS2SQ7Tsy8ff9/LHnjMmJRETE0VxetlAHPxFxRCpkiFxm5vpj7Dl1Hl8PF565sYHZccQBWCwW3rqjBb4eLmw/kcjnq46aHUlExG5lWXMY++1W9p1OJsjHjU/vboOHq+ahErmauzuFM6pzOIYBT363lX2nz5sdSUREHMjlQxOqjiEijkiFDJFLRCek8vav+wB45sYGVPVxNzmROIoQfw9euTjE1Pt/HODQWQ0xJSJyOWuOwVPfb2Px3rO4uzjxyd1tqeHvaXYsEYfwysAmdImsSkqmlQembyL+QobZkURExEEU7JGhUoaIOB4VMkQuMgyDF37aSUqmlXbhVRjVOcLsSOJghrUNpWeDYDKzc3h21g6smkFNRMTGmmMwfvYO5u84hauzhU/vbkv7iECzY4k4DFdnJ6aMbEN4VS+iE9J45JstZGZrOEsRESmCy+fI0K2qiDggFTJELpq1KZqVB+Nwd3HinaEtcHLSBN9SPBaLhbeHNMfX3YVtJxL5Zt0xsyOJiNiF9CwrD3+zmR83R+NkgQ+Ht6Z3o2pmxxJxOAFebnxxbzt83V3YEHWOf87dpbdqRUTkmjS5t4hUBCpklFBOjsGKA7HM2RqtiX0rgNNJ6fxnQe4E30/f2IDIYB+TE4mjquHvyXM3NwRyJ+Q8nZRuciIREXOdOJfK0E/X8MeeM7i55L5R3r95DbNjiTisetV8+XBEa5ws8N3GE0xbE2V2JBERsXOXDxaQoyK4iDggFTJK6MU5Oxk1dQNPfb+dEf9bT5aKGQ7LMAxemrOT5PRsWob6c3+3OmZHEgc3smM4rcMCuJCRzb/m7TI7joiIKQzDYPbmaG75cCW7Ys5TxcuVb+7vyM3NVMQQuV69G1bjxQGNAfjP/D38ue+MyYlERMSeXV63UB1DRByRChkl8MeeM3y38YTt7xuizjFtdZR5geS6zN12kiX7zuLqbGHisJa4OOtrIdfHycnCW3c0x8XJwu+7z/D77tNmRxIRKVf7Tp9n1NQNPDNrO+fTs2lVO4AFY7vToY7mxBApLfd3q8Od7ULJMeDRGVvYfCzB7EgiImKnLh9aSnUMEXFEemJbAp8sOwTA33vU5Z0hzXOXLT9MRrbVzFhSArHJGbz6y24Axt5QnwbVfU1OJBVFoxA/HupRF4B/zd1NcnqWyYlERMre0bgUxv+4gwEfrGTlwTjcnJ34R7+GzHq4MzUDPM2OJ1KhWCwW3ri9Ob0bBpOelcP90zdy6Gyy2bFERMQOFeyRoVKGiDgeFTKKaVdMEluOJ+LqbOH+7nUY0iaU6n7unEvJ5I896tLtaP45dxeJqVk0qeHHw70izY4jFczYPvUJr+rF6fPpvLfogNlxRETKhGEYrDkcxwPTN3LDe8v4ftMJcgwY0DyEP57uwWO96+Gq3o4iZcLV2YmPR7ahVe0AElOzGPXFBk4mppkdS0RE7MzlZQuVMUTEEemusph+2XESgJuahFDN1wMXZyfubFcbgJ+3xpgZTYpp4c5T/LrrNC5OFiYOa6GHLFLqPFydeWNwbq+t6Wuj2HYi0dxAIiKlKCPbyqxNJxjw4SpG/G89i/eexTDghkbVmP1IZ6aMbEt4VW+zY4pUeF5uLkwd3Z66wd6cTEpn5OfrOXM+3exYIiJiTy7rgaEOGSLiiPTkthgMw+DXnblj3Q9o/tdElbe0yP3zyoNxpGZmm5KtLKSnp/Ovf/2LBg0a4OHhQc2aNRkzZgzR0dHFOk5iYiIzZ85kxIgRNGnSBG9vb3x9fenYsSMffPABWVkFh9zJyspi0aJFPP7447Rt25bAwEA8PT1p3Lgxzz77LLGxsdf12c6lZPLKz7mTMD/aK5KmNf2v63giV9KtfhB3tK6FYcALP+0ky5pT5H337t3LsGHDCA4OxtPTk+bNmzNp0iRycop+DIBly5ZhsViu+NOpU6cC+7z66qtX3SfvZ8WKFcXKIiJFs2bNGgYMGEBgYCA+Pj506NCB6dOnl8qxx4wZY/sOr1u3rsD60aNHF+n73/757/nHjzvYe+o8nq7O3NMpnD+f6cnU0e1pG665METKU6C3G1/f35FaAZ4cjUvhrv9bx9kiFDNycnKYPHkyzZs3x9PTk+DgYIYNG8aePXuKdf7U1FR+/vln7r//flq0aIGfnx/e3t60bNmS1157jQsXLlxx35iYGB555BHq1q2Lu7s7Pj4+tGnThokTJ5KRkVGsHCJSMZV2u2j+/Pn07NkTf39//Pz86NmzJ/Pnzy9022PHjvHMM8/Qo0cPQkND8fDwsP136o033iA1NbXAPiV5BlLWCtYtKkYlo7TumfOU9Hdt8+bNjBw5klq1auHu7k5ISAi9e/fmyy+/vOa+586do1q1algsFho1alSi3CKVhcXQwHhFdvBMMjdOWoG7ixNbXrkRb3cXILfA0X3CUqIT0vj07rbc3CzE5KTXLz09nT59+rBmzRpq1KhB9+7diYqKYsOGDQQHB7N27VoiI4s2FNPLL7/MG2+8gZOTE61bt6ZevXrExsayevVqMjIy6NatG7///jteXl62fRYvXsyNN94IQGRkJC1btiQrK4u1a9cSFxdHSEgIy5Yto2HDhiX6fOO+28rcbSdpUN2HX57ohruLc4mOI1IU8Rcy6Pv+chJSs/hHv4Y81rveNfdZt24dffr0ITU1lQ4dOhAREcGKFSs4ffo0Q4YMYdasWVgsliKdf9myZfTu3ZvIyEi6detWYH1kZCSvvPJKvmU///wzP//8c6HHi4mJYfHixXh5eXHmzBl8fHyKlENEimbOnDkMGzaMnJwcevToQVBQEEuWLCExMZGnnnqK999/v8THXrp0KTfccAMWiwXDMFi7dm2BYubnn3/OqlWrCuybnmVl7ZadHN+3HWe/atR6+AtqBnhyb5cIhrevTYCXW4lziUjpOHEuleH/t46YxDQig7359qFOVPP1KHRbwzC48847+fHHHwkICKBPnz7ExcWxYsUKPDw8WLp0KR07dizSeT///HMefPBBAJo2bUqTJk04f/48a9asITk5mUaNGrF8+XKqVauWb78DBw7QtWtX4uLiqFu3Lq1btyYlJYVVq1Zx4cIFunXrxp9//omrq+v1/cOIiMMq7XbRhx9+yLhx43BxcaFv3764u7uzaNEi0tLS+OCDDxg7dmy+7efPn8+tt95KSEgIjRo1IiQkhISEBNatW0dSUhLNmzdnxYoVBAQE2PYpyTOQsjZ9TRT/mrfb9vdFT/Vw+DlCS/OeGUr+u/bf//6XJ598EoCOHTsSFhbGmTNn2LZtG23atGHx4sVXPe/o0aP56quvMAyDhg0bsm/fviJnFql0DCmyL1cdMcLHzzdG/m9dgXX/mrvLCB8/33hpzg4TkpW+V155xQCMzp07G8nJybbl7733ngEYPXr0KPKx3nrrLePFF180oqOj8y0/cOCAERYWZgDGCy+8kG/dkiVLjLvuusvYsmVLvuWJiYlGv379bNlKYtHu00b4+PlGnefnG9uOJ5ToGCLF9eOmE7bfu9WHYq+6bVZWlhEZGWkAxvvvv29bnpycbHTu3NkAjKlTpxb53EuXLjUA49577y1p/Hyee+45AzBGjhxZKscTkb+cO3fO8Pf3NwBj9uzZtuWnT5826tWrZwDGn3/+WaJjp6WlGfXr1zeaNm1qdOnSxQCMtWvXXnO/9KxsY8rSQ0aTV341vBp1NwCjTt+7jTlboo3MbGuJsohI2TkWl2J0fnOxET5+vtFr4lLjeHxKodt98cUXBmDUr1/fOH36tG35jz/+aABGZGSkkZWVVaRzTp8+3XjkkUeMAwcO5Ft+8uRJo3Xr1gZg3HXXXQX2u/322w3AePzxx43s7Gzb8jNnzhj169cvdptHRCqW0m4X7d+/33BxcTHc3d2NNWvW5FtetWpVw8XFpdD/ju3atavAsZKSkow+ffoYgDF+/Ph860ryDKSs5T3PyvvZd+p8uZ6/tJX2PXNJf9cWLFhgWCwWo27dugV+TzIzM42tW7de9byLFy82AOOhhx4yAKNhw4ZFzixSGamQUQwPTN9ohI+fb3y89GCBdb/vOmWEj59v9H53afkHK2WZmZlGQECAARQoJBiGYbRo0cIAjE2bNl33uWbOnGkARkRERJH3OXnypEFuP0gjKiqqWOdLTMk02r/+hxE+fr7x5sI9xY0rUmI5OTnGU99vNcLHzzfavLboig8VDMMwfvjhBwMwWrZsWWDdli1bDMBo1qxZkc9dmoWMnJwco3bt2gZg/Pbbb9d9PBHJb8KECQZgDBo0qMC6n376yQCMgQMHlujYL774omGxWIyVK1caPXv2LFIhY/XBWKPnhD+N8PHzjdpP/mA4ubobgLF7t66hIvYsKu6C0eWtJUb4+PlG2//8YeyMTiywTZMmTQzAmDNnToF1t912mwEYP/7443VnWbNmjQEY7u7uRkZGRr51VatWNYB8hZQ8kyZNMgDjkUceue4MIuKYSrtd9OijjxqAMW7cuALr3n//fVthtahWrVplAEb79u2LvE9JnoGUhqmXFTL2nkoq1/OXttK+Zy7J71p2drYRERFhODk5Gdu2bSvuRzBSU1ONevXqGU2aNDEOHDigQoZIEWiOjCKy5hisOxIPQNfIoALrO9atipMFjsSmcDrJsSfXW7VqFYmJiURGRtK6desC64cOHQrAL7/8ct3natmyJQAnT54s8j41atQgODi42PsBvL5gD2eTM6gb7M1TfRsUa1+R62GxWHhjcHOa1PAjPiWTu/63jlNJaYVumzc+a9537VKtW7embt267Nq1i6ioqLKMXKhly5Zx4sQJQkJC6Nu3b7mfX6Siu9r3/5ZbbsHDw4PFixeTnl68tsauXbuYOHEiY8aMKXSIuculZmbzr7m7GPH5eqLiUwn2dedWv+PkZGXQvn17mjRpXKzzi0j5Cq/qzU+PdqFxDT/iLmTwt8/WsvzAX3PMHT16lD179uDp6cktt9xSYP+yaO9nZGQQHx+fb527u/s19w8M1Jw7IpVVabeLrna8YcOGAcX7756zc+4Q1W5uRR9esyTPQErD5YPKO/og86V9z1yS37VFixYRFRVF3759bf+/Fse///1vDh8+zCeffKIhFEWKSIWMItoVk0Ryeja+Hi40q1VwYmh/T1fb8rVH4so7Xqnavn07AG3atCl0fd7yvO2ux5EjRwAICSn6vCKJiYkkJCQUe79l+88ya3M0FgtMHNoCD1fNiyHly9PNmWn3tSeiqhfRCWkM+3Qt+06fL7BdWX0HDx48yAsvvMBDDz3Eiy++yMKFC4s9Cdo333wDwF133WVruItI6dmxYwdQ+Pffzc2NZs2akZ6ezv79+4t8zJycHB588EH8/f2ZMGHCNbc/eCaZgR+tYvraYwCM7BjG0md7sW/VQgDuvvvuIp9bRMxT3c+D7//eiS6RVUnJtDJm2kY+X3kEwzBsbYhmzZoV+vCkLNr7rq6uBYoSeXPivfHGG/naJGfPnmXKlCm4uLgwcuTI684gIo6pNNtFiYmJHD9+HKDQFzZDQ0MJCgri2LFjJCUlXfN4qampvPHGGwD079//mtvnKckzkNJwed3C0QsZpX3PXJLftSVLlgC517KkpCQ++eQTHn30UZ588klmzJhBRkbGVc/33nvvcd9999GjR48iZRQRcDE7gKNYfTi3ONGpblWcnQqfLKhzZFV2RCex5lA8t7cOLc94pSrv4h4aWvhnyFuet931+OCDDwAYNGhQkff5+OOPyc7Opnnz5tSpU6dI+ySnZ/HiTzsBuK9LHdqG680uMUc1Pw9mPNiJEf9bx7H4VO6YsoZ/DmzC39rXtk1EVlbfwTVr1rBmzZp8y5o3b87s2bOpX7/+NfdPT09n9uzZANxzzz3FOreIXNv58+dJTEwErv7937RpE8ePHy/ym18ff/wx69atY/r06dd8s/mX7ScZP3sHqZlWqvu5M3FoS3o0CCYmJoZly5bh4uLC8OHDi/W5RMQ8fh6uTLuvA8/P3sFPW2N4fcFedsYkEXYyCijf9v7NN99coAfGW2+9xaZNm/joo49YsGABbdq0ISUlhZUrV1K1alV+/vlnGjdWDzCRyqi020V5/z2rUqUK3t7eVzxeXFwcx48fp3nz5vnWJSQk8NRTTwEQGxvL+vXriY+PZ9CgQTz99NNF/lwleQZSGozLKhfZxXyhzd6U5j1zSX/Xdu/OnTw9NTWVJk2aFOhl88orrzB//nyaNGmSb3neS0YBAQFFeslIRP6iHhlFtPZw3rBSVa+4TZeLQ06tORxf4CLhSC5cuACAl5dXoevzLvp525XUp59+yuLFiwkICOD5558v0j5bt27l9ddfB+Cdd94p8rne+nUfJ5PSCQv04tl+GlJKzFUrwJO5j3WlW70gUjOtPP/TTv72f+tsvTNK+zvo7+/PP/7xD9atW0d8fDzx8fEsWbKETp06sXPnTtsbJNcyb948kpKSaNq0aaFvMYnI9bn0O11a3//o6GheeuklevXqxahRo664nWEYvP/HAZ74diupmVa6RFZl4dju9GiQO5TjjBkzyMnJoV+/flSrVq2oH0lE7ICbixPv3dmSf93aBGcnC3O3neSzJbkPX8q6vb9w4UK++OILXF1d+c9//lNgfY0aNVi+fDk33ngjR44c4ccff+TXX38lJSWFXr16FXj4IyKVR2m3i651j3Wt46WkpDB9+nSmT5/OwoULiY+PZ+jQofzf//0fnp6e1zw/lOwZSFlJz3LsQkZp3jOX9Hctb6SQ//znP3h6erJ48WLOnz/P9u3b6du3L0ePHmXgwIGkpeUfUvqjjz5iw4YNTJw4kapVr/yMUUQKUiGjCDKyrWyMOgdAl3oF58fI0z6iCq7OFmIS0zh+LrW84pW6vCJM3tvhV1p/PZYvX864ceOwWCxMnTqVmjVrXnOf06dPc8cdd5Cens6TTz5Z5O6baw7FMXN9bhX+nSEt8HJTRyQxX4CXG9Pua8/LtzTG09WZDUfPMeCDlfxz7i7bNqX1HWzdujUTJkygY8eOBAYGEhgYyA033MCqVavo3r07x44d4+OPP77mcfKGlVJvDJGyUZTvdnG//4899hgZGRl88sknV9wmy5rDcz/u4MMlBwF4uGckX9/fkao+f705re+/iGOzWCzc17UOMx/oSJCPG7HJucNdHIlLISenbF7A2rt3L3fffTeGYTBx4sRC35besWMHrVq14sCBA8ydO5eEhASio6OZNGkSP/zwA507d+bw4cNlkk9E7Ftpt4uu9ZzjWscLDQ3FMAxycnI4fvw4X3zxBatWraJFixZs2bLlmucvyTOQ0nT5R0vLspbr+ctKadwzl/R3zWq12tb98ssv9OnTB19fX1q0aMH8+fMJDQ3l6NGjzJgxw7bPiRMnePnll+nZsyejR48uckYRyaUnukWw5Vgi6Vk5BPu6U7+azxW383JzoWVoAJuOJbDuSDzhVQvvrmjvfH19gdw3DgqTmppbpPHxufK/xdXs2LGDwYMHk5mZyYcffsjtt99+zX2SkpLo378/UVFRDBs2jPfee69I50rJyGb8T7ljHd7dKYzOV+lRI1LeXJydeKB7XW5uFsKbC/eycOdpvlp7jBwXd8jKIul8cqH7Xe93MI+zszPjx49n5cqV/P7777z44otX3DY+Pp7ffvsNJycnRowYcV3nFanMCrthGTx4MIMHD7ZdfyH3e+7n51dg2+J8/2fPns28efN45ZVXaNSoUaHbpGVm88D0TSw/EIuTBV4f3JwRHcPybbNz50527tyJn58ft9122zXPKyLmW7VqFZ9//nmB5e+++y4LxnZn4O5f2QRsO3qGe7/cwDtDWlAz4K83ivPuA0ra1oiOjubmm28mISGBp59+mnHjxhXYJisri2HDhnHy5Ek2bdpk6+0ZEBDAuHHjsFqtPPPMM7zyyivMnDmzRDlExL6VZ7voWs85ino8i8VC7dq1GTNmDC1atKBTp07cd999bNu27YoP1UvyDKS0GZfNkpGWmV3uGUqTj48PCQkJpfLcqqS/a3n7derUqcAwiO7u7owYMYIJEyawbNkyHnjgAQAeffRRMjMzr/qSkYhcmQoZRbD24vwYXSKrXrV6D7lzaOQWMs7xt/ZhV93WXoWF5eaOjo4udH3e8rztiuPw4cP069ePxMREXn31VZ544olr7pOWlsatt97Ktm3buOmmm/jmm29wcipaZ6K3ft3LiXNp1Arw5Pn+Gl9X7FNoFS+mjGzLmsNx/HveHk76BmNNu8CDnyzisxfDaBeRf0z76/kOXi5vboxTp05ddbvvv/+erKwsevfuTe3ata/7vCKV1fTp0wssi4iIYPDgwfj5+eHv709SUhLR0dGFDqlSnO///7N33+FRVG0bwO/Znt5DKCmEEnrvEIpIBwHFhkoTbDQpgg3bB74KCIi+2F6KWFBRmoDSDL33DgESWggJgfRskt093x/Lrll2U9lks8n9u65cSaY+M1vmzHnmnPPnn38CALZs2YKdO3dazDt+/DgAYNBzo5AtqeHX5jEs/78J6F6/itV2fvjhBwDAE088UeSuE4jIsS5dumTz++aDDz5AWJg/3n4qEo//Mh8iPQm7ou/g0Xk7MOnRuhjRMQxKueyhyhp37txBjx49cO3aNYwcORJz5861udz+/ftx8eJF1K5d22aXlU899RSmTJmC7du3FzsGInIOZVkuMi1jqvy2NU5Gcb/7WrVqhYiICJw8eRIxMTEIDw+3WqYkdSCloaK1yAgJCTG34mvSpInV/OK8liV9r4WFhQEAQkNDbW7XND8hIcE8bf369fD29sarr75qsaxWqwVgHNOja9eu5mUf9uFFooqGXUsVwZ7742N0KMLT/KYn/vc58TgZpmbf+TWPNE23dbEoSFxcHHr06IH4+HhMnDgR77//fqHr6HQ6PPnkk9i1axc6dOiAVatWQaVSFWl/UecT8ON+Y5dSs4c0gbuaeTsq3zrU8seGCZ3QpqXxZv7y+VN46pt9mLPpPHL1//ZhWtLPoC2mfj0LKyCxWxki+xBCWP188MEH5vkFXYNzc3Nx+vRpqNVqREREFHmf+/fvx44dOyx+TOPipN6IRvb10xja0N1mEsNgMGDFihUA+PknciYjRoyw+X1jqlRp1qyZccF719Ey2AOZOXrM2ngOA77YjYMxd0tc1khLS0OfPn1w/vx5PP744/juu+/yfRDMVClk68nXvNPv3r1brBiIyHmUZbnI29vbXAl97Ngxq/k3btzAnTt3EBISAi8vryIfg7+/sfvxxMREq3klqQMpLQ/WTmXlOPcYGfautyrJe82UhM/vOpWUZKxLfPBeOzk52apsfuDAAQDGB3lN03Q65241Q1QamMgoRHq2DieuJwP4dzDvgrQIMY6TEZ+qxdUk5xwno2PHjvDy8sLly5dtXuB///13AED//v2LvM179+6hV69eiImJwciRIzF//vxC1xFCYMSIEdiwYQOaNWuGDRs22Hxqwpak9Gy88buxS6lRHWuiYwFjmxCVJwq5DBNGPA0AUF07CIMA/ht1GUO+2ovYOxk4duwYrly5ggYNGqBmzZoPvb8//vgDANCyZct8l7ly5Qr27dsHFxcXPPHEEw+9TyLKX79+/QD8e63Na/369dBqtejevTs0Gk2h21q2bJnNCoLDsXfhFma8qWs29kvEJKZjzodv2dzG9u3bcePGDQQHB6NLly4PcWREVJ7UrFkT9evXhzYrC89VTcLsJ5rA21WJ8/FpeOqbfZgx39gtVXHK+9nZ2Rg4cCAOHz6MXr16YcWKFZDL5fkuHxQUBAC4cOEC0tKsu9M8dOgQgH+faCWiysee5aLCtrdy5UoAxfveS01NxbFjxyBJktW9WUnqQErTg8/ZZjp511IFvZYluWcuyXttwIABkCQJhw4dstnFlalFYYsWLczTbJXNhRCIiYkBAERERJineXt7Fyl2osqEiYxCHIq5C51BINjXBcG+roUu76KSo3mwDwBg35Wk0g6vVKhUKowbNw4AMG7cOIsv5Hnz5uHkyZPo1KkTWrdubbHel19+iXr16uGttywrQzIzM9G3b1+cPn0aTz31VIFPZuU1ceJE/PTTT6hXrx42b95c5C9xg0Fg+h8ncSc9G3UC3TGtd9GfWiUqDwYPHoyaNWsi8epF9NAfhqdGgRM3UtD3s614dsQYAMDkyZOt1uvevTvq1auHgwcPWkz/5ptvzE+DmAgh8M0332D+/PmQJAmvvPJKvvGYWmMMHDgw36cmicg+Ro8eDU9PT6xduxarVq0yT09ISMC0adMA2P7816tXD/Xq1cPNmzcL3P6mM/EY+t1+6O638vrP440R5p//QwKmz/9zzz1X5G4dicg5mL5L3nxzOrqGqvHPlK54tk0Isi7uxdVjO6HwroJjUm3zwOAAsHr1atSrVw/Dhg2z2JZer8ezzz6LqKgoREZGFqkVdfv27REYGIiMjAyMGzcO2dn/7icuLg6TJk0CAAwZMsReh0xETsbe5aKJEydCLpfj66+/xv79+83To6OjMWvWLMjlckyYMMFinUWLFuHkyZNW+7h58yaGDh2KtLQ09OvXD4GBgeZ5Ja0DKU0PjpGhdfKupUz3zCdOnLBIEmVkZGDs2LEAinfPXJL3WlhYGJ5++mkkJSVh0qRJFi0oFi9ejG3btkGj0WD48OEPf8BEBIBjZBQq6oKxL7tOtQOKvE67cF8cjL2LvZeT8Gwb5xwn491338XWrVuxd+9e1KlTB5GRkbh69SoOHDgAPz8/LF261GqdO3fu4MKFC1Z97b/zzjvYv38/5HI5FAoFXnzxRZv7XLZsmfnvtWvX4osvvgAABAcH44033rC5zptvvmk1gOmCrRex9VwCVHIZ5j/dDBpl/k+CEZVHSqUSP/74Ix599FH8b+4HaN6qNfTCAxcvHIc+/S5qt+6Gp5+z7uLl8uXLuHr1qnkgMpP//Oc/GD9+PBo0aGDuv/PUqVOIiYmBTCbD559/XmCLjJ9++gkAu5UhKgu+vr5YsmQJnnrqKQwZMgRdunSBv78/tm7diuTkZEyYMAHdu3e3Wu/ChQsAjE3fbRFCYPHuGMzaeA5CAN6uKtyG8Xd+tFqtudXW888///AHR0TlyqhRo7Bx40ZzcqJ79+64c+cOEnfsgFyphl+/qfj5cBxWn7iN59uFYEzncKSkpODChQvm1hQmX375JVavXg3A2M3Ka6+9ZnOfc+fONXfDotFo8M033+DJJ5/E8uXLsW3bNrRq1QpZWVnYt28f0tLS0KJFC7z55puleyKIqNyyd7koIiICc+bMweTJkxEZGYkePXpApVJh8+bNyMrKwrx586y6qfrtt98wduxYNGjQAPXq1YNSqcT169dx5MgRZGdno2HDhvj2228t1ilJHUhps26R4dyJjLz3zJMnT8avv/6K0NBQ7Nq1C7du3cKgQYMwcuRIq/Xyu2cu6Xvtyy+/xNGjR/Hdd99h69ataN68OWJjY3H06FHI5XJ8++23HGOSyJ4E5ctgMIiOn2wTodPXi81n4ou83sGYJBE6fb1o8sEmkavTl2KEpSszM1PMmDFD1KpVS6hUKlGlShUxfPhwce3aNZvLv//++wKAGD58uMX04cOHCxi7ZCzwJ6+lS5cWaZ2oqCiL9X49dE2ETl8vQqevFysPX7fn6SAqc6dPnxZPPPGE8PPzE2q1WlQJqS18uo0SIW+sFd0/2y7O3UqxWD40NNTm52LhwoWif//+ombNmsLNzU2oVCoRGhoqnn/+eXHw4MECYzhw4IAAIAICAkRubq69D5GI8rF7927Ru3dv4e3tLVxdXUXLli3FkiVL8l3edF2MiYmxmper04sZa06Zr49vrTopOnfuIgCIffv25bvNX3/9VQAQzZs3t8chEVE5pNPpxGeffSYaNmwoNBqN8PPzE48//rg4ffq02Hvpjnjsi13m746672wUAyfOFABEly5dLLZjug8o7MfWd9TRo0fF0KFDRY0aNYRSqRRubm6iWbNm4uOPPxaZmZllcyKIqFyzZ7lICCHWrVsnIiMjhbu7u3B3dxedOnUSa9eutbns+vXrxahRo0SDBg2Ej4+PUCgUws/PT3Tp0kUsXLhQZGVlWa1TkjqQ0vblP9Hm7/PQ6evFB+tOl+n+S8uD98wNGjQQc+fOFTqdzuby+d0zmxT3vSaEECkpKeKNN94Q4eHhQqVSCT8/P/HYY4+JPXv2FPk4YmJiBAARERFR5HWIKiNJCCcdkboMXEpIw6PzdkKlkOH4ez3gqipaAxad3oBWs7YiOTMXv73cHm1q+pZypAQAP+y/ihlrTgMAXu4cjrf61ndwRET2t/fSHbz+63EkpGVDrZBhRv8GeK5tiMObKhNR+ZScmYOJvxzHjouJkCTg7T71MTqyJr8ziKhIhBDYfjERn2+NxvH74waqFDI82bIGXuxUE+EB7gVvgIiIyoUv/4nG3M0Xzf8/2yYY/3m8aANhExGVF+zsuAD/nDd2K9Uu3K/ISQzAOFhvtwhj/4jbzt0uldjoX5k5Okz7/YQ5iTGiQxje7FOvkLWInFOH2v7YODESXSMCkK0z4N01pzH256NIybLdnQwRVV4nbySj38Ld2HExEWqFDIuGtsCYzuFMYhBRkUmShG4RgVj9Wgf88GIbtAr1QY7OgJ8OXEP3eTswZvlhHIq9Cz4bR0RUvlW0rqWIqHJiIqMApkTGIxFFHx/D5JF69xMZ97dB9peqzcWi7ZfQeXYUfjt8A5IETO5RF+8PaMBKGqrQ/N3VWDK8Nd7pWx8KmYSNp+LRb+EuHL12z9GhEVE5IITAD/uvYshX+3AzOQuhfq5Y9VoH9Glc1dGhEZGTkiQJkXUCsPKV9vjlpXboXi8QQgBbzt7Gk1/vw6BFe7Hh5C3o9AZHh0pERDY8mG7OYiKDiJwQB/vOR1J6Ng7FGisFH6lXpdjrd64bALlMwqWEdFxNykCon5u9Q6y07qRnY+meGCzfdxVpWh0AoIaPC2YPaYIOtfwdHB1R2ZDJJIzpHI7WNX0xfsVRXL+bhSFf7cVzbUMxqUdd+LrlP4AvEVVct1Ky8OYfp7DjYiIAoGeDKpjzZFN4uSgdHBkRVQSSJKFduB/ahfvhUkI6Fu++gj+O3sSJ68kY+/NR1PBxwXNtQ/FUqxrwc1c7OlwiIrrP1CLDVSVHZo4eWblMZBCR8+EYGfn4fm8s3l93Bk1qeGHduE4l2sbQ7/Zj7+UkvNErAmO71bZzhJVPQqoWi7Zfxi+HrkGba3zaq3agO17rWgsDmlaDUs4GRlQ5pWpzMWPNaaw9HgcA0ChleKJFDTzeojqaB/tAJmMLJaKKLldvwM8HrmHupgtIy9ZBpZBhWq8IvNiJ42EQUem6k56NH/ZdxQ/7r+JuRg4AQCWXoW/jILzQPhQtQnz4PURE5GALtl7Egq3R8HdX4U56DlqF+uD3Vzs4OiwiomJhIsMGIQQe+3IPTt1MwXv9G2BUp5ol2s7Kw9fxxu8nEe7vhm1TurAAX0Lp2Tp8u+MyvtsVY35qoGkNL7zWrTZ61K/CSlqi+/ZevoOPN57D6Zup5mkeGgXqB3kiIsgDoX6uCPZ1RYiv8be7mo3yiJydEALbziXgk7/P41JCOgCgWbA35j7ZBLUDPRwcHRFVJtpcPf48EYcf91/FiRsp5un1q3ri2TbB6Ne4KltpEBE5yPwtF/H5tmgE+7rg+t0sNKzmiQ0TIh0dFhFRsTCRYcORq/fwxFd7oVLIsO/NR0pc4M7I1qH1rK3IzNHjhxfbILJO8cfaqMz0BoFfDl3DvM0XkXT/6a7mId6Y0iMCHWv7MTFEZIMQAvuuJOG3Q9ex7VwC0rJ1+S7r66ZCrQA3tA7zRZuavmgX7geNUl6G0RJRSen0Bqw/eQtf77iM8/FpAIyf6Uk96uLZ1sFQsJUiETnQievJ+HH/Vaw7EYdsnbEltUImoXPdAAxqXh096leBi4plDiKisjJvy0Us3BaNekEeOB+fhvAAN/wzpaujwyIiKhYmMmwYs/wwtpy9jSEta2Duk00falsfrDuDZXtj0bG2H34a3c5OEVZ8h2Lv4v21Z3D2lvHJ8pr+bpjWKwK9GwUVO4GRmJhYGiESlVhAQNkkNXP1BlxOTMe5W6m4eDsd1+5m4vr9n3uZuVbLuyjl6FI3AL0aVcGj9avAQ8M+9YnKm0sJaVhzLA6rj93EzeQsAICbSo7n24fita61y9VYGLz+EpWusipPPIzkzBz8cfQmVh+7YdFiVK2QoWNtf3SvH4hH6gWiqpeLA6MkIiqf7FmW+irqEr7bHYPG1T1x6mYqqnio8dfrne22fXtzhmscEZU9JjIecOTqXTzx1T7IJGDT651Rp8rDdctw/W4mus3dDp1BYOmI1uhWL9BOkVZMcclZmP33eay539e/h0aBSY/WxQvtQ0s8BgZbblB5Ux6+dlO1ubh+NxNn4lJxMOYu9l66g7gUrXm+i1KOfk2q4tk2wezbmsiBcvUGHLuWjN3RifjnQoJFRaCfmwqjOtXE821D4eVafhIYJvzeICpd5aE8URyXEtKw9ngc1hy/iet3syzmRVTxQOuaPmgd5otWYb6o7s3EBhFRZS5LOds1jojKBhMZeWTl6DHgy924lJCOp1rVwOwhD9caw+Tjjefw7c4rCPLUYP2ETvBn37BWLsSn4dudV7D2+E3oDAKSBDzTOhhTe0Y8dF+6lfniT+VTefzaFULgTFwq/j4dj42nb+FKYoZ5Xp1AdzzdOhiDmlfn9xdRKTEYBJIycnArJQuXEtJxJi4VZ+NScfJGMjJy9OblFDIJXSOMXbM8Wr9Kue4OjtdfotJVHssTRSGEwIXbadh2LgHbzt3GsevJePBQAj3UqF/V8/6PB+oFeaKmvxtUCnabR0SVR2UuSznrNY6IShcTGfdpc/UY9/MxbD13GwEeamx+vTN83FR22XZGtg6PfbkblxMzUCfQHV893xK1A93tsm1nlJWjR0KaFmfjUnH8ejJ2XEw09+8NAB1q+eHNPvXQpIa3XfZXmS/+VD6V969dIQSOXL2HFQevY8OpOGhz/+3bumtEIAY2q4YOtfw4YCdVetG30/DdrisAACEAYf5t/Mf0SRdC5Jln/D8zR480bS7StDqkaXVITMtGjt5gcz++bip0rO2PyNr+eLRBFfjaqXxS2nj9JSpd5b08UVRJ6dk4FHsXh2Lv4XDsXZyOS4XeYH1sMgmo7uOCMD83hPm5IdTP1fy7ipcGHmoFv3eIqEKpzN9pFeUaR0T2VekTGdk6PdYej8M3Oy7jcmIGVAoZfhrdFq3DfO26nyuJ6Xj2u/24nZoNuUxCZB1/dKrtj9ZhvvB1U8FVJYe3qwpymfNeqHR6AxLTsxGfosXtVC3iU7SIT802/307VYvEtGybgw8rZBJ6NKiCl7vUQrNgb7vGVZkv/lQ+OdPXbqo2F2uPx+H3Izdw4nqyxby6VdxRO9Adwb6uCHBXw02tgKtKDjeVAq5qOdzVCnholPDQKOCuVpTrJ8eJSmJ39B08v/iA3bYnScankEN93dCgmicaVPNE4+peiKjiAZkTlg94/SUqXc5UniiOzBwdzt1Kw/n4VJy7lYrzt9JwPj4N6TbuIfJyVclRxVODQA81grw0qOKpgY+rCh4aBTxdjOURT42xbOKuVkCtkEGlkEGtkEMpl/idRUTlTmX+Xqqo1zgiejhOm8j45/xtTFhxHBqlsfCpUcqgUcrhqpLDRaWAq/nvPNNUckgAdAaBHJ0BqdpcbDx1C7dTswEA3q5KLBraAh1q+5dKzLdSsjBjzWlsPZdgc75SLqG6twtq+Lgi2Nf4u4aPC2r4uCDQQwNPjRJuajkUJRwrojiEENDmGpCerTP+aHVI1ebiTno27qTnGH+nZSMpw/i3KUlh4+Epm9QKGWoFuKNZiDdahPjg0fqB8HYtnSdMOdgolTfOOnBZ9O00/H70BrafT8SF22mFr/AAlVxmTGpoFHBVKYyVB3IZlAoJKrkMcpkMchkgkyTIZBJkkgS5lPd/QH5/urtGAU+NEp55Kic8NEq4qYxJEze1HG73KymKcgMghECO3oDMbD2SMnJwNyMHSenG77h7GTnG35k5SMnKRXauAf95vDHC/N1KchqpArl+NxPrTsTB9BaTIEGSAAm4/1tC3refJEnmea4qOdzVpveuAgEealTx1JR4PKjyiNdfotLlrOWJkhBCIDEtG7FJmYhNysDVpAzEJmXialIGriVlIlVbcJKjKIxJDeOPSm5McshlEhSy+7/l0v3/Jcvppv/lEuQyWZ75eX/LbKz/wPL358slCXohYDAI6A0CemHsftAgRJ7pwOMtqiPY19UOZ5ecmak6pyJXeOsNAjLJvsdYlG2maXOhlBu/E0wt1DVKYzktVy9sdnVnWiczRw8vFyXuZhjvH0J8XY2f7/sPpuTqDVDKZdDm6hF9Ox2+7ioEeqiRlauHXJKQkJaNql4aXLkRB5VMhuv3siAAZOfqoVHKcfNeFm4kZ6JxdS+kaXXQ6QXOxadiV/QdeKiND8kGeqqhkMmw6Uw87mXmAgBeaBeCST0ikJWjx5Nf7zWPkVjVU4MG1Tzh46ZEnUAPBHmpkaMTiE3KgEoug7+7Gjk6A1QKGTJydKgd4I7qPi7IzNFDrxeABGTk6OGmkkOtkOFOejZy9QKZOTpU9XJBSlYucvQGNKrmBbVSBrlkPBem85+rN+BaUiYkAAq5BJVChrph1aGSy6A3GFs2K+6fO9P/ckmCQQgkpmfDQ6OEWiGzKEfr9AZz2duQ53OSlJENd7UCLkq5zddfCIGrSZnQGQwI8NDATWVdByeEgEEYe3bRGQQ8NQoAgEHAbg8nC2HsdtZTo4RKIUOu3gCFTILeICBJks33b0pWLjw1hbdONBiM15OHue/I0RmgMxjgqlIU+Xh0BgEJ/97fm84jgHw/j6brn0EYX8dsnQFymQR3tcK8zeIcR7ZODwlSgV1VmuLK77VMzsyBm1pR6H4L2w6VjNMmMv48EYfxK47ZZVtBnhqM6hSGZ9qEwFNT+oNlRt9Ow/YLidh7+Q5O3UxFRrYOWbn6wle8T3P/i//Byj3Th974igpzFxYGcf/v+11b4MHpeZYV96cZ8nyhFIdcJiHwfmVMkKcGQV73fzyNT0UFeqoR4KFm028iJ5eUno1j15Jx9W4mrt/NxL3MHGRk65GZo0NGjh6Z95OgaVpdoU9QliaFzFhIMRWYJAnmJAlgLIDl6Az5dumTn3XjOtqt+zsiIiJ6OFk5etxONbYAv52Wjdv3W4Pfy8w1d+OXau7OLxfp2Trk6p3yNtjs59FtS+0BPHIeZ+NSMeDL3XBVyqFRyVHR6suEAO5m5MBFKYer2j6tu4UAkjNzoZQbH47Kb5nE9GwIYXz4JPP+eGWuKjl0euMDUCqFDB5qBbS5eigVMuTqDBbjmj1IJgFuagUkAKlaHVyUcugNwnwfIkmmuhz7qxXghnf7NUDXiABzPcy+y0mY/NtxJKRl2+zOr6zI8yQo8pIkQKOQm+vKlHLjw2+mc2xKAmfr/r2P83Y1JjSEAO6kGx+0ld1/ME48sA+lXIKHRgltrh6q+wlsSTJeT/Imx9UKGWSSBBeVHLmmfUnGLuRNm1MpjElpnV7A21UJe1R15Y3DQ6Mw31Ob7mvVCpnF+zdXL3A3IwdeLkoo5bL7lej/JgD+reczPthtEDB+ru6/v11UxtaJRZWSlYscnQH+7uoiHa8214CUrFzz62r6rsrWGSAAuCrlgGT8P2/ywhaZBLirFcjI0UNvEPB3V6MouQy9wfi+kCTAQ62A3iDgolJYravNNSBNm2vz2HR6Y4JJLpPg66Yq8Ds3XWssa3i7GuuZ8x6O5Wdd2JxuubzIZ3rhy5j+Kfb2ihDXl882R8+GQShLTpvIyMzR4XZqNrS5+vs/Bmh1emhz9MjMMVamZd7/Oyv33/8BQCkzPgGsVsjRqLon+jWu5vCB43R6A26nZeP6/UrBG/ey7v8Y/05Mz0aOrngVbfYgSYC7SgE3tfGJUT93Ffzd1fd/jH/7uatRxVONIE8N/NzVzDYSkQWDQSA9R/dv5YHWmOzIvZ9AMCUTdOYCi7hfePm3sKU3mApgArl6gYxsY4VEapYOadn3f2tzkZ6tL3Zy+EEeGgX83FTwc1fDx1UFPzcVfN2Nvz1dlNAo5Yis7W+3cZSIiIio7BnuVyBm3y+HZOv05ocbTGUTvcH4tKfOIKA3GKDTC/M0fd7ppv/1+Uy3mG9jep7tG4QwPrB2/4llmex+C9X7rTVM00Z1rFmpx10koyNX7+KJr/Y5OgzKhyQZ658KemjK21WJNK3OopJdJsGiEtfbVWlMVinl0Obq4eeuhkEIRCekI9zfDe5qBe5lGitXawW4IzEtG96uKni5KNG+lh8GNquW79PjmTk6/HroOpLSc5BrMOBCfBoS07JxLyMHAZ4a1PBxwd30HCjkEq4kZsBFJcftVC3StDq4quRQ3m81oVHKkJ1rQHqODgHuamiUxq6GL95OQ6CHGnohzL2h2OKmkt9veSCQrdMXOdksv99KwZ6UcgkGYZ1cISJLXz/fEr0bMZFB+cjW6ZFxv5LOlJ3U56n4M33JmrqyMD19bO7iwtylxb9dW5ieSjbNl93vCsP0tICLUu6U/XITUeWmNxibMmdk65GrNzzwNIrxbyH+7UZCdf/HRSmvUF37EBEREVHFlas34G5GjvlBnopYu+PlokRWrt6uD3Z6aBTI1RvMXUbZEuiphlImQ1JGNgI9NZAA3E7NhkYpg4daifQcYxfcKoUMOfe7u/FyUUImAa4q4xP0Pq5KSJKEa3czoZRL0ObqYRDGxERWjh4ySUINHxdocw24naqFn7sKBmGs1I9L1qK6jwt0BsP91gK2u0FyRE8XufcTvm5q6xYteoOweLjVYBDmp9pNT9ALYeo6T8BgMD75XcVDY657EkLgTnoOUrW598+phKxcPbJydPB2VUGC8cn9zBw9avq7GZ98NxiQmKd1iZ+7Ciq5zNy1vEwmQSmX4OuqglZnbB2Qps2Fi1J+P5ltfC8o5BJq+rtBCONx3k7NhlJubPkhu19npjMIuCiNiRcvFyUS07KRrTNAKZeQZoeuDgFjgqamvxsyc/RISs+Gp4vSfH6NrYL0Fu9fSTL2NpOQZkwWmWI11fOZkuOSBHP3iWlaHTJyjK2DtLkG5BajlwJTN/5J6TlFWl4hl+DvroYQxnE4ZZIEvcEAtcLY0kqbq4dcJkGtlN/vgebfnhTyHodSLjO/dqYedUzHXBRBXhoYDAIpWblQyGXIytGbux7LG6u7WoHk+12yPSjEzxVZOXokFrJfjdLY3VneHiqMtbH3/7boghiFLwPby6NIy0sFbiO/fVrs5YEukwHA11UFF1XZjoXKRAYREREREREREREREZVbfOyUiIiIiIiIiIiIiIjKLSYyiIiIiIiIiIiIiIio3GIig4iIiIiIiIiIiIiIyi0mMoiIiIiIiIiIiIiIqNxiIoOoDEiSBEmSHB0GERERVVIsixAREZEjsSxCRA+LiQyiCiY5ORkffPABFixY4OhQzHbu3IkRI0YgPDwcrq6u8PLyQqNGjTB58mRcvnzZ0eERERGRHbEsQkRERI7EsghRxSQJIURZ7EgIgZycnLLYFVG5o9FoAABarbbU9xUbG4t69eohJCQEFy9eLPX9FSQnJwevvvoqfvrpJwCAt7c3atasCa1Wi+joaOh0OqhUKsyaNQvjx493aKxEjqZSqfiEUiljWYQqM5ZFWBYhKgzLIqWPZRGqzFgWYVmEqDCFlUUUZRVITk4OPvnkk7LaHVG5VBafgXv37gEAUlJSHP6ZW7FiBS5cuABXV1f07t0bDRs2hFwuBwBkZGRg586dOHDgAN544w1s3boV7du3d2i8RI705ptvQq1WOzqMCo1lESKWRVgWIcofyyKlj2URIpZFWBYhyl9hZRG2yHhI8fHxWLZsGUaMGIGgoCBHh1NpONt5ryhPHhTnvH/33XcYP3483NzcsGPHDjRq1MjmcjNnzsTMmTOhVCqxf/9+NGzY0K4xVxTO9p6vKMryvPMpyNJXUcsiefG7wvmV1mtYUcoixeGosgg/h86vsr6GLIuUPkeVRSrrezovngMjR56H8lIWKctzUF7rRfh5MOJ5KH/noNy0yJAkqUI+3aFSqcy/K+LxlVfOet7VajV+/vlnLFiwAGfPnoVKpULnzp0xc+bMfC9oQgj8+uuvWLx4MY4ePYr09HRUr14d/fv3x9tvv23xRTNixAh8//33AIBr166ZCwp5twUAWVlZWLNmDdauXYtjx47h5s2bAIDatWtjyJAhmDRpEtzc3KxiKep51+v1mDt3LgDg7bffRsuWLfNd9oMPPsCqVatw9uxZzJ8/Hz/88EO+y1Zmzvqed3Y87xVLRS2L5MX3rPMr7dfQ2csiReXIsgg/h86PryGVFkeVRfie5jkwKQ/nwdFlkbi4OADGssKqVasqZFmkMOXhfVAe8Dw43zngYN9EZWj27Nl47rnncP36ddSvXx86nQ5r165FmzZtsHv3bqvlc3Nz8fTTT+PZZ5/F1q1bodFoUL9+fdy+fRtffPEFWrRoYfF0Qd26ddGqVSsAxsJBx44dLX5Mjhw5gqFDh+KPP/5AZmYm6tevj2rVquHMmTOYMWMGOnfujKysrBIf54EDB3D16lUoFAq89NJLBS4rl8sxZswYAMCqVaug0+lKvF8iIiIqGMsi1lgWISIiKjvlpSxy8uRJlkWInI2gh5KamiqioqJEamqqo0OpVJztvAMQAIRSqRSfffaZ0Ov1QgghMjIyxHPPPScAiNDQUJGZmWmx3ptvvikAiObNm4tjx46Zp2dmZorXXntNABCtWrWyWCcmJsa8vfzExsaK3377TaSlpVlMv3XrlhgyZIgAID744AOr9Yp63ufMmSMAiCZNmhS4nMmRI0fM5+jIkSNFWqeycbb3fEXB807Ohu9Z51dar2FFKYsUlSPLIvwcOj++hlTR8D3Nc2DiyPNQXsoipnNw+vTpClsWKQw/D0Y8D853DpjIICoDpovRY489ZjUvOztbBAUFCQBiyZIl5ukJCQlCrVYLT09Pcf36dav19Hq9aN26tQAgdu7caZ5elMqDgmRmZgqVSiXq1KlTovWFEOL1118XAMTgwYOLtHxycrL5HK1du7bE+yUiIiLbWBYpGMsiREREpYtlkYKxLEJUOHYtRVSGxo4dazVNpVJh9OjRAIBNmzaZp2/cuBHZ2dno1asXatSoYbWeTCZD//79AQA7duwodiwGgwFr167F2LFj0adPH0RGRqJTp07o0aMHJElCdHQ0MjMzi71dAEhLSwOAIvcnmXc507pERERkfyyL2MayCBERUdlgWcQ2lkWICldmg30TEVC/fv0Cp+ft1/HUqVMAgP3796NTp04217t9+zYAmAelKqrk5GT07dsX+/btK3C5e/fuwdXVtVjbBgAPDw8AQEZGRpGWz7ucaV0iIiKyP5ZFbGNZhIiIqGywLGIbyyJEhWMig6gMBQYG2pxepUoVAJZZ95SUFADA9evXcf369QK3W9wBqCZPnox9+/YhIiICH3/8Mdq1awd/f3+oVCoAQI0aNXDz5k3k5uYWa7sm1atXBwBcvny5SMvnXc60LhEREdkfyyK2sSxCRERUNlgWsY1lEaLCMZFBVIYSExNtNodMSEgAYJl1d3d3BwC88847mDlzpt1i0Ol0+O233wAAa9euRUREhNX8+Pj4h9pHhw4dAABnz57FnTt34O/vX+DyO3fuBAC4urqiadOmD7VvIiIiyh/LIraxLEJERFQ2WBaxjWURosJxjAyiMnTu3LkCp9etW9c8rUGDBgCA06dPF2sfkiQVOD8xMREZGRnw9fW1ulib9qfX64u1zwe1bdsWISEh0Ol0+O677wpcVq/Xm5d5/PHHoVAwv0pERFRaWBaxxrIIERFR2WFZxBrLIkRFw0TGAw4dOoS+ffvCx8cHbm5uaNOmDX7++edibcNgMODLL79EkyZN4OLigoCAADz11FOIjo4upagrhoc997t378aUKVPQsmVL+Pn5QaPRoF69epg+fTqSk5NLL/BiWLRokdW0nJwcLF68GADQs2dP8/R+/fpBpVJh48aNxXrvuLi4AMi/WaVpfmpqKrKysqzOe/fu3Yu8L1tyc3PRsmVLXLt2DQAwa9Ysc7+WtsycORNnz56FUqnEtGnTHmrfzsYe3zeAsent+++/j0aNGsHV1RXe3t5o0aIFPvzww1KI2vnZ47wnJyfjvffeQ5MmTeDh4QF/f3+0bt0aX375JbRabSlFTmQtPj4eo0ePRtWqVaHRaFC3bl189NFHyMnJKdZ2JEnK9+eTTz4ppegJsN9r+KDXXnvN/BrmfaKwPJZFHjR79uwi7ys/crkcb775JoDSLYvY4/W7evUqXnnlFbRs2RIBAQFQq9UIDQ1Fv379sG3btmLFQ8Vnj9cwOjoaH3/8MTp37oxq1apBpVIhODgYw4YNw/nz50sxeiJrfE8b2ev6+sUXX2DkyJFo0qQJFAoFJEnC9u3bSyfoEnDGOqzSKIs8eB4GDRoEoOhlkYSEBPznP//BkCFDULNmTTRv3rykh2dWVmURk8pQp1YUD3setm/fjqFDh6J+/frw9vaGq6srIiIiMGrUKFy4cKEUI7cfe9U1meTm5qJZs2aQJAn16tWzY6QlIMgsKipKqFQq4e7uLkaPHi2mTJkiatasKQCIWbNmFXk7Y8aMEQBEgwYNxBtvvCGGDRsm1Gq18PLyEmfOnCnFI3Be9jj3VapUEXK5XHTp0kW8/vrrYtKkSaJ58+YCgKhVq5a4fft2KR9F/gAIAEKpVIoFCxYIg8EghBAiMzNTDBs2TAAQwcHBIiMjw2K9adOmCQCiZs2aIioqymKewWAQBw4cEK+88oq4fPmyxXQPDw8BQJw9e9ZmPA0bNhQAxIABA4RSqRTu7u5i1KhRIjIy0hwrABETE1PsY50xY4Zwc3MTAMy//f39xc8//yxyc3PNyyUmJoqJEyea9zVnzpxi78uZ2ev75urVq6JWrVpCkiTRo0cPMW3aNDFx4kTRr18/0bhx41I8Audkj/N+7949ER4eLgCITp06iSlTpohx48aJWrVqCQDikUceEXq9vpSPhEiIW7duiZCQECFJkhg8eLCYPn266NixowAgevfuXaz3IQARGhoq3n//faufXbt2leJRVG72fA3z2rp1q5AkyXwdvnXrVrkti7z88ssiOztbCCGETqcTn3zyiZDJZEKlUpW4LJI3jv79+5daWcRer9+WLVuEt7e36NOnj3jttdfEm2++KV544QXh6elZ7HIBFY+9XsOnn35aABCNGjUSr7zyipg2bZro06ePACBcXFzEzp07S/lIiIz4njaydxkJgKhataoICgoSAKyuh47ibHVYpVUWWbRokZDJZMLV1dV8HsLCwsz7K0pZZPPmzebl/f39H7peJG98pVkWManodWpFZY/z8M4774jg4GAxZMgQMXHiRPHGG2+I/v37C7lcLtRqtfjnn39K+Sgejr2+F/LKW88XERFh54iLh4mM+3Jzc0WtWrWEWq0WR48eNU9PTU0VDRs2FAqFQly8eLHQ7fzzzz8CgIiMjBRardY83XRD2blz51KJ35nZ69x/8sknIi4uzmKawWAQr776qgAgXnvtNbvHXlSmi9Knn34qAIigoCDRunVr8w2qRqMRO3bssFovNzdXPP/88+b1g4KCRJs2bUTTpk3NFQQAxLlz5yzWGzVqlHm7rVq1El26dBFdunQxz1+3bp2QJMm8foMGDcwX62nTpgmlUikAFPsL+siRI0KhUIiFCxcKAKJOnTpi6NCh5v14e3uLFi1aiAYNGgiFQmEuxMydO7dE59VZ2es9r9PpROvWrYWLi4vN1ypvAYnsd95Nn+NJkyZZTM/OzhatW7cWAGx+nonszXTDt2jRIvM0g8Eghg8fLgCIJUuWFHlbACyuE1Q27PkamqSmporQ0FDx+OOPiy5dulglMspjWcTX11e0atXKXBaZMWOGCA0NfejKAyGE0Gq1pVYWsdfrl52dbbNS7ebNm6JKlSpCqVSKe/fuFTs+Kpy9XsOlS5eK48ePW01fsWKFuaxNVBb4njay5/V1/fr14tatW0IIIV5++eVyk8hwxjqs0i6L/PHHH+Z1UlNThbe3twAg1Gp1oWURHx8fERERIfz8/AQA8+/yXhYxnZ+KXqdWFPY6D1lZWTanb926VQAQrVq1slvM9mavc5DXg/V8TGSUE5s2bRIAxMiRI63m/fLLLwKAeOuttwrdzrPPPptvJVbv3r0FAHHhwgW7xFxR2Ovc5ycuLk4AEA0bNnyYMB+K6YIlhBA//fSTaN26tXB1dRVeXl7iscceEydOnChw/Q0bNohBgwaJoKAgoVQqRWBgoGjZsqUYN26c2L59u9XNb1pampg4caIICwszJyVM+zeZNWuWACDkcrnw8PAQ7dq1Ez/++KMQQpgrEl599dUiH2N2drZo3Lix6NSpkzAYDBZfcNu3bxcvvPCCCAsLExqNRri7u4sGDRqIiRMniujo6CLvo6Kw13vetOyMGTNKI8wKx17n3XQDs2XLFqt5b7/9tgAgVq5caZeYifKTmpoq1Gq1CA8PNz/NZhIXFydkMplo3759kbfHREbZs/draDJmzBjh6+sr4uPjbSYyhCg/ZZG///5bdOjQQbi4uFiVReyVyDCxd1mktF6/Bw0ePFgAsFmhSA+nrF7DunXrCgAiMTHxobdFVBC+p41K8zyUp0SGM9ZhlUZZpE6dOgKA6NOnj1VZZNmyZQKA8PLyKnZZJCIiwm6JDJPSqhepDHVqRVHa50EIIXx8fIS3t/dDbaM02fscFFTP5yhMZNz31ltvCQBixYoVVvPu3r0rAIgOHToUup2qVasKNzc3odPprObNnz9fABDffvutXWKuKOx17vOTmJgoAIimTZs+RJQVj73P+1tvvSU0Go25kFMevuDKK3ude1PlxsmTJ8W1a9fEV199Jf7zn/+I3377TaSlpZVG6E7NXufd9CTClClTLKbn5OSINm3aCBcXF3Hjxg27xU1ki6mQ+vLLL9uc37RpUyGTyfJ9ouhBpuvkd999J2bNmiW+/fbbYj+tQ8Vj79cw7zaXL18uhBAWiQyyr9J4/R50584dUa1aNeHq6ipSU1NLvB2yrSxeQyH+7bqErWqotPE9bVSa56E8JTJYh2VUWvVJpkSGM2CdmlFpn4e9e/cKwNi9dHlVGer5FCAAMA8aVKdOHat5Pj4+8Pf3L3Sgo4yMDNy6dQuNGjWCXC63mm/aNgf9tmSPc1+QJUuWALAcMIrse94PHTqE2bNn4+OPP0bdunXtGmdFZK9zf/jwYQDGQbkmTZqE7Oxs87yAgAD89ttv6Nq1q32CrgDsdd5Hjx6NH374AZ999hkOHz6M1q1bIzs7G3///Tfu3buHn3/+GdWrV7d7/ER5FfR+Nk0/ceIErly5ggYNGhRpmydOnMCYMWPM/0uShOeeew7ffPMNXF1dHz5osmDv1zA1NRWjR49G37598cILL9g1VrJWGp/B2NhYLFu2DHq9HnFxcVi3bh2Sk5Px9ddfw8PDw26xk1FpvIYPOnjwIM6cOYPWrVvD29u7pKESFQnf00ZlcR7KA9ZhGZV2fZIzYJ2akb3Pw/bt27F9+3ZkZ2cjOjoa69evh7+/P+bPn2+3mO2tMtTzMZFxX0pKCgDAy8vL5nxPT0/cuHHjobeRdzkysse5z8/x48fx4YcfIjAwENOmTStxjBWRvc57dnY2RowYgebNm2PKlCl2jbGiste5T0hIAACMHz8eU6dOxbhx46DRaLBixQpMnToVgwYNwrlz51C1alX7Be/E7HXeXVxcsH37drz88sv48ccfsWPHDgCATCbDuHHj0KlTJ/sFTZQPe5c5pk6diieffBJ16tSBJEk4duwY3n77bfz444/Q6XRYsWKFfQInM3u/hq+//jpSUlLwzTff2CdAKlBplPtjY2Px4Ycfmv93d3fH0qVL8fzzzz9EpJSf0r53S0lJwfDhwyGTyTB79uySBUlUDHxPG1WWehnWYRmVZn2Ss2CdmpG9z8P27dstymW1a9fGL7/8gpYtWz5coKWoMtTzMZFBFVZMTAz69+8PvV6PX375Bf7+/o4OySnFx8djyJAh+c6PjY1FXFwcmjVrhi5duuCdd95Bnz59yjDCystgMAAA+vfvj08++cQ8ffz48bh58yY+/fRTLF68GO+++66jQqyQ7ty5g4EDByIhIQEbNmxAx44dodVqsW7dOkyZMgXr16/H4cOH4ePj4+hQyQn4+/sjKSmpyMtHRUWVSkurOXPmWPzfrVs3bNu2DU2bNsUvv/yCd999Fw0bNrT7fiuC8vAa/vXXX1i6dCm+/vpr1KhRw67bLg8KK4s8qDhlkfLw+pl07doVQgjk5uYiNjYW3377LYYNG4aDBw9i4cKFpbLPiqA8vYYmWq0Wjz/+OM6fP49Zs2axhSwVC9/TRuXxPFDlVZplkfKqstepffDBB/jggw+QkZGBs2fP4qOPPkLHjh2xZMkSDB061NHhlaoZM2YgOjoaR44csdlay5GYyLjPlK3KL9Ocmpqab0arONvIuxwZ2ePcP+jq1avo1q0bEhMT8ccff6Bbt24PHWdFU9TzrtVqsWfPnkK3d+zYMQDA7du37RdkBWWv97yXlxfu3LmDxx57zGregAED8Omnn5q7nyL7nffJkydj7969OHHiBJo0aWLe9pgxY6DX6/Hqq69iwYIFFk9vEOXn2WefRVpaWpGXDwoKAlA2ZQ5XV1c8++yz+L//+z/s2bOHiYx8OPo1zMzMxJgxY9CtWze89NJLRY7DmRS1LGJSnLKIo18/W5RKJerUqYM5c+YgMzMTX3zxBfr06eP0FSKlpby9htnZ2Rg8eDD++ecfvPXWW3j77beLtT4R39NG5e08lDeswzIqjfokW0qzLPKwWKdmVFrvBTc3N7Ru3RqrV69Gq1at8NJLL6FHjx4ICAh4qHhLgz3OwdGjRzFv3jzMmDEDjRs3tnuMD4uJjPvy9v33YDOhe/fu4c6dO+jQoUOB23Bzc0PVqlURExMDvV5vlbUqrK/Gysoe5z6v2NhYdOvWDXFxcVi5ciX69+9v13griqKe97CwMBjH9LG2bNkyjBw50mLayJEjzdMuXLgASZLg5eWF5ORk+x+Ek7LXez4iIgJ37tyx2T+taVpWVtZDx1tR2Ou8b9iwAb6+vuYkRl6PPPIIAODIkSN2iJgqgy+++KJE6xXWZ3F0dDRkMhnCw8NLHBsA85NXmZmZD7WdiszRr2FCQgJu3ryJmzdvQiaT2VzG1MXgsWPH0KxZsxLF60gFlUUelqNfv8L07NkTixYtwvbt25nIyEd5eg21Wi0GDRqETZs2Ydq0afj4449LFBtVbnxPG5Wn81AesQ7LyN71SfkpzbLIw2KdmlFpvxcUCgW6deuGEydO4PDhw+WyXGaPc3Dy5Eno9Xpzi5QHObqez/bdTiXUpUsXAMDmzZut5pmmmZYpbDsZGRk2M7WbNm0q8nYqE3ude8D4hdu1a1fcvHkTv/76KwYOHGi/QCsYe5z3unXr4sUXX7T5AxizwS+++CKGDRtm5+idm73e86ZK87Nnz1rNM00LCwsraZgVjr3Oe05ODlJTU5GTk2M1LzExEQCgVqsfJlSiQrVr1w5qtRpbtmyxuqm6desWTp06hbZt20Kj0TzUfg4cOACA3yWlwV6voYeHR77XYtPTqUOHDsWLL74IPz+/UjueyqasPoNxcXEAjDfPZF/2fg3zVvhOnToVn376aWmETZQvvqeNyur72dFYh2Vkz/okZ8U6NaOyeC+U93JZpajnEySEECI3N1eEh4cLtVotjh07Zp6empoqGjZsKBQKhbhw4YJ5emJiojh37pxITEy02M4///wjAIjIyEiRnZ1tnr5161YhSZLo3LlzqR+Ls7HXuY+JiRGhoaFCoVCIP/74o6zCd1r2Ou/5ASAiIiLsHXaFYK9zf+XKFaFWq0VgYKC4ceOGxXaaNWsmAIitW7eW+vE4C3ud9169egkA4t1337WYrtVqzfO++OKLUj0WIiGEGDZsmAAgFi1aZJ5mMBjE8OHDBQCxZMkSi+UzMjLEuXPnxNWrVy2mHz16VGRkZFht/7fffhOSJAl/f3+RlpZWOgdRydnrNcxPly5dBABx69Ytu8ZNRvZ6/Q4cOCCysrKsth8bGyuCg4MFALFr167SOYhKzl6vYVZWlujZs6cAICZPnlwmsRPZwve0UWldX19++WUBQERFRZVG2MXCOiyj0qrXiIiIEM5SZco6NSN7nYcdO3YIg8Fgtf1NmzYJpVIpvLy8RHp6eqkdx8OoDPV8zvGpLCP//POPUCqVwt3dXYwZM0ZMmTJF1KxZUwAQM2fOtFj2/fffFwDE+++/b7Wd0aNHCwCiQYMG4o033hDDhg0TarVaeHl5iTNnzpTR0TgXe5z70NBQAUC0a9dOvP/++zZ/7OX48eOiX79+wsfHR0iSVG4KM8Vlr/e8LeXhC648s9e5X7hwoQAg/Pz8xOjRo8XYsWNFWFiYACBeeumlMjoa52GP837s2DHh4eEhAIg2bdqISZMmiVdffVWEh4cLAKJly5Y2K6SI7C0uLk4EBwcLSZLE448/Lt58803RsWNHAUD06tVL6PV6i+WjoqIEANGlSxeL6cOHDxdeXl7i8ccfF6+//rqYOHGiiIyMFACERqMRGzZsKMOjqlwe5jUsSlmEiYzSZa/P4MCBA4Wvr68YPHiwmDhxopgyZYoYNGiQUKlUAoCYNGlSGR5V5WLP71EAIigoKN/7kJiYmLI7MKq0+J42std5EEKI//znP2L48OFi+PDhom7duuZtmKY5MtHs6Dqs8lIvYq/zYHpNhw8fLjw9PQUAi2lFrex1BGerUyst9jgPXl5eolatWuKZZ54Rb7zxhhg3bpzo3LmzACCUSqVYuXJlGR5R8VX0ej4mMh5w4MAB0bt3b+Hl5SVcXFxEq1atxI8//mi1XEEvtl6vFwsXLhQNGzYUarVa+Pn5iSFDhlhkvcjaw557AIX+2MPt27eFj4+PACCqV68uOnToIDp27CiOHj1ql+0X1dKlS+1SgLTHe96Wh/2CO3LkiJg6daqIjIwUwcHBQqPRCFdXV9GwYUMxdepUER8fX+Jtlxf2Ovfr1q0TkZGRwt3dXWg0GtGyZUvx7bfflnL0zsse5/3ixYti5MiRIiQkRCiVSuHi4iIaN24sPvzwQ5tPthOVlri4ODFq1ChRpUoVoVKpRO3atcWHH34otFqt1bL53aSvWrVKDBw4UISFhQlXV1ehUqlEzZo1xYsvvijOnTtXRkdSeZXkNWzfvn2RyiKlnciwV1nEmWzZssVcruzevbtdPoN//vmneOaZZ0StWrWEm5ubUCqVonr16mLw4MFi48aNZXRklZc9XkPTZ62gH2d86ImcE9/TRvY4D0IUfi6WLl1a+gdTAEfVYZW3epHVq1c/9Hko7D3viPLO0qVLC43rr7/+EkI4T51aaXvY87BgwQLRu3dvUaNGDaFWq4VGoxF16tQRo0ePFqdPny6jo3g45bWezx6k+4EQUREtXLgQEydOxMCBA7Fq1ap8B9YsbV27dsWOHTsQFRWFrl27OiSG0vTuu+9i1qxZkMvlCAoKQlBQEJKTkxEbGwu9Xg8/Pz9s2bIFzZs3d3SoREREZYplEcfQarVo3LgxLl26BADo3r07tm7d6uCoiIiIyh7LImVj2bJlGDlyJAIDA/MddP2zzz5D27ZtyzgyIscon6OTEJVj58+fBwD06tXLYRfryqBLly5o2bIlunfvDk9PT/P0q1evYtSoUfjnn3/wwgsv4PTp0w6MkoiIqOyxLOIYM2fOxKVLl/DYY49h3bp1jg6HiIjIYVgWKVt9+vTBsmXLHB0GkcPx24aomLKysgAALi4uDo6kYuvRowcGDx5skcQAgNDQUKxYsQKSJOHMmTOIjo52UIRERESOwbJI2Tt37hzmzJmDPn36YPDgwY4Oh4iIyKFYFiEiR2Aig6iIPvjgA0iSZM6Cjxw5EpIkQZIkiyaMmZmZ+PTTT9GqVSt4enrC1dUVzZo1w5w5c5CdnW213aysLKxYsQLPPPMMIiIi4O7uDnd3dzRr1gwzZ85ERkaGxfLbt2+HJEnYsWMHAKBbt27mOPLGZ1ouv+aVsbGxkCQJYWFhBU7/7rvv0Lp1a3h4eECSJItlb9y4gQkTJqBu3bpwcXGBt7c3unXrht9//71oJ7WEAgMD4ePjA8B4vomIiCoDlkUcUxYRQuDll1+GTCbDl19+abftEhERORuWRcpPvQhRZcSupYiKKCQkBB07dkR0dDQSEhJQp04dBAYGAgAaN24MALh58yZ69uyJs2fPQqFQICwsDEqlEmfOnMG0adOwbt06bN682eKphSNHjmDo0KFQKBQICgpC/fr1kZKSgjNnzuDEiRNYvXo1du/ebV7Hy8sLHTt2xKlTp5CamopGjRrBy8vLvL0qVarY7ZhfffVVfP311wgODka9evXMfUIDwI4dOzBw4ECkpKTAxcUFderUQXJyMrZv347t27djypQpmDt3rt1iyevixYu4e/cuPDw88u0nkoiIqKJhWcQxZZHFixdj165d+PDDDxEeHo6dO3c+9DaJiIicEcsijimLnDhxAkOHDkV8fDw8PT3RvHlzPP/886hVq9ZDb5vIqTh0qHEiJzR8+HABQCxdutRiul6vFx06dBAAxDPPPCPi4+PN865fvy4iIyMFADF16lSL9WJjY8Vvv/0m0tLSLKbfunVLDBkyRAAQH3zwgVUcXbp0EQBEVFSUzTijoqIEANGlSxeb82NiYgQAERoaanO6XC4Xbm5uYu3ateZ5mZmZQgghbt68KXx9fYUkSeLjjz8WWq3WvMyePXtE9erVBQDx559/2tx3SSUmJoq1a9eKiIgIAUB8+eWXdt0+ERGRM2BZpOzKIgkJCcLX11fUrl3bvI+lS5cKAKJ79+4PtW0iIiJnxbJI2ZRFTGUOWz9yuVzMnDmzxNsmckbsWorITjZs2IC9e/eidevW+OGHHyyeAKhRowZ+/fVXuLu74+uvvzb3JwkYx3x48skn4e7ubrG9oKAgLF++HCqVCj/99FOZHYeJXq/HRx99hMcee8w8zfT0w2effYa7d+/i9ddfx1tvvQW1Wm1epkOHDvj6668BAPPnz3/oOI4fP25uHhoQEICBAwfCxcUFf/75J8aOHfvQ2yciIqooWBYxsmdZZNKkSbh79y6+/PJLi30QERGRNZZFjOxVFvH29sb48eOxZ88e3L59G1qtFseOHcMLL7wAvV6Pd999l91eUqXCrqWI7GTVqlUAgBEjRkChsP5oVa1aFa1bt0ZUVBSOHDmCTp06mecZDAb8+eef2Lx5M65cuYL09HQIIQAAkiQhOjoamZmZcHV1LZuDuW/YsGE2p5uOdfTo0Tbn9+7dGyqVCnv37oVOp7N5PorK3d0dHTt2hBACcXFxuH79Ok6fPo3ly5ejQ4cO8PX1LfG2iYiIKhKWRf5lj7LItm3b8NNPP2HIkCHo1atXsdcnIiKqbFgW+Zc9yiKDBg3CoEGDLKY1a9YMy5cvh5+fHxYsWIB3330Xw4cPh4eHR7G3T+RsmMggspNTp04BAL766iv8/PPPNpe5ePEiAGOfkSbJycno27cv9u3bV+D27927V6YXbH9/f/j7+1tNT09PR2xsLADgpZdeKnAbWq0WSUlJD9U/Ze3atbF7927z/9evX8eUKVOwcuVKnD9/HkePHn2oRAkREVFFwbKItZKWRbRaLV555RW4u7vbpYUpERFRZcCyiDV71IvY8uGHH+Krr75CSkoK/vnnHwwcONCu2ycqj1j7R2QnKSkpAIDTp08XumzeJpSTJ0/Gvn37EBERgY8//hjt2rWDv78/VCoVAGPzy5s3byI3N7d0As+Hm5ubzemm4wSAPXv2FLqdvMdqD8HBwfjll19w8eJFnDhxAr/88guef/55u+6DiIjIGbEsYltJyiKffvopLl26hDlz5qBGjRrFXp+IiKgyYlnENnvXiwCAp6cnGjZsiKNHj1oMQE5UkTGRQWQnpr4ct2zZgkcffbRI6+h0Ovz2228AgLVr1yIiIsJqfnx8fInikSQJAMxNMR+UkZFRou3m7bMyJycHSqWyRNt5GDKZDL1798aJEydw9OhRJjKIiIjAsog9HTt2DAAwe/ZszJ0712KeqTJi165dCAoKAgAcOnQIwcHBdo+DiIjImbAsUrZM+9XpdA7ZP1FZ42DfRHbSoEEDAEV78sAkMTERGRkZ8PX1tbpYm7al1+ttrmu6IOfH9ORAYmKizfklzdh7eXmhWrVqAIAzZ86UaBv2YLpQ84JNRERkxLKI/SUmJuL27dsWP6mpqQCMFRemafmdIyIiosqEZZGyo9frceHCBQBg61GqNJjIILKTxx9/HADwzTffQKvVFmkdFxcXAEBqaqrNpoazZ88udN38miiGh4cDAK5cuYKkpCSr+f/73/+KFKMtpmNdsGBBibfxMHQ6HTZs2ADAONAVERERsSxiT2vWrIEQwubP0qVLAQDdu3c3TwsLCyuVOIiIiJwJyyJlZ/HixUhOToZcLkfXrl0dEgNRWWMig8hOBg8ejHbt2uH8+fMYMGCAVWY/OzsbGzZswKhRo8zTvL290bBhQ+h0OkyaNAk5OTkAjJn1Tz/9FL/++qu5T8gHmS7IO3bssDnf19cXbdq0QXZ2NiZPnmzuS1Kv1+OTTz7Bpk2bSnys06dPh6+vL77//ntMnjwZycnJFvPv3r2LJUuWYObMmSXex4gRI3Dw4EGrJqBnzpzBwIEDcf78eQQFBWHIkCEl3gcREVFFwrLIv+xRFiEiIqLiYVnkXw9bFklNTcWzzz6LgwcPWkzX6/X47rvvMHHiRADAiy++iOrVq5doH0RORxBRsQwfPlwAEEuXLrWaFxcXJ5o3by4ACACidu3aom3btqJBgwZCpVIJAKJKlSoW66xbt05IkiQACF9fX9GqVSvh7+8vAIgZM2aI0NBQAUDExMRYrLdz507zfurWrSs6d+4sunTpIv766y/zMlFRUUKhUAgAwtvbW7Rq1Ur4+fkJhUIhvvjiCwFAhIaGWmw3JibG5vQH7d692xynUqkUjRs3Fm3bthXh4eHm43n66aeLc2otmI7Nw8NDNG3aVLRs2VIEBQWZtx0YGCgOHjxY4u0TERE5K5ZFjEq7LJKfpUuXCgCie/fudt82ERGRM2BZxKg0yyL37t0zH5u3t7do3ry5aN26tfD29jZP79Onj8jKyirR9omcEVtkENlR1apVsW/fPixatAidO3dGUlISjh07hrS0NLRp0wYffvghoqKiLNYZMGAA/vrrL3To0AFZWVm4cOECateujR9//BEfffRRvvuKjIzEzz//jDZt2uDmzZvYuXMnduzYYTEIVteuXbFp0yZ06tQJOTk5uHjxIlq0aIHt27ejf//+D3WsHTt2xNmzZ/HOO++gQYMGiImJwcmTJ80DcS9atAiff/55ibe/fPlyDB8+HMHBwbh+/TpOnDiBnJwcdOjQAbNmzcL58+fRunXrhzoGIiKiioZlEfuVRYiIiKj4WBaxT1nEzc0Ns2fPxqBBg+Dv74/Lly/j+PHj0Gg06NevH3799Vds2LABGo3moY6ByJlIQjzQbwsREREREREREREREVE5wRYZRERERERERERERERUbjGRQURERERERERERERE5ZbC0QEQUcXXqVOnIi87atQojBo1qhSjISIiosqGZREiIiJyJJZFiB4eExlEVOr27NlT5GUfffTRUoyEiIiIKiOWRYiIiMiRWBYhengc7JuIiIiIiIiIiIiIiMotjpFBRERERERERERERETlFhMZRERERERERERERERUbjGRQURERERERERERERE5RYTGUREREREREREREREVG4xkUFEREREREREREREROUWExlERERERERERERERFRuMZFBRERERERERERERETlFhMZRORUhBCODoGIiIicGMsSREREZY/XXyJ6WApHB0BEVFRHrt7Fyz8cwXsDGuKxptUcHQ4RERGVUwaDwMWENOy/nIRj15NxKSEdCWnZSNPmQptrgIdaAU8XJcL8XdEixAfd61dB0xpekCTJ0aETERFVOAaDwJPf7IOnRoGlI9s4OhwiclKSYEqUiJxE8482415mLgAg9pN+Do6GiIiIyhODQeDItXtYfyIOG0/HIzEtu1jrh/m54sXIcDzZsgY0SnkpRUlERFT5XE5MR/fPdgAALs3qA4WcHcQQUfGxRQYROQ2dnnlXIiIisnQnPRsrDlzDioPXEJeiNU93UcrRKswHbcJ8Ua+qJ6p5a+CpUUKtlCFdq8O9zFycj0/FvstJ+Od8AmKTMjFjzWks3nUFnz7RBG3D/Rx4VERERBUHH6EmIntgIoOIiIiIiJzOhfg0fLPzMtafuIUcvQEA4KFWoEfDKhjQpBo61vaHSmH7ic9AD+PvlqE+eK5tKDJzdPjt0HV8teMyYpMy8fS3+zG8fSje7lcfagVbZxARET2MvD03MqdBRCXFRAYRERERETmNC/FpWLgtGhtO3TJPaxrsjZEdwtC7UVCJuoVyVSkwomNNDG5RA//ZeA6/HLqO7/ddxem4VHz9fEsEeKjteQhERESVFltnEFFJMZFBRERERETl3u1ULT756zzWHL9prgTp0ygIL3UOR/MQH7vsw8tFiU+eaIJeDYMw4ZdjOHL1Hp74ai9+Gt0Wwb6udtkHERFRZSbYJoOISoiJDCIiIiIiKrd0egOW7Y3F/C0XkZGjBwD0bRyECd3roF6QZ6nss1u9QKwZ2xEjlx7CtbuZeOqbfVgxph3C/N1KZX9ERESVBVtkEFFJ2e40loiIiIiIyMGu3R+vYuaGc8jI0aNZsDf+HNcJi55rWWpJDJNaAe747eX2qB3ojlspWgxbchAJadrCVyQiIiIiIrtjIoOIiIiIiMqddSfi0HfhLhy5eg/uagU+ebwxVr3aAY1reJVZDEFeGqwY0w6hfq64djcTI5ceQmaOrsz2T0REVNGwRQYRlRQTGUREREREVG4YDALzNl/AhBXHkJ6tQ5swX/w1MRLPtAmBTCaVeTwBHmosH9UG/u4qnIlLxfQ/TkGwFoaIiKhEOEYGEZUUExlERERERFQuZOv0mPDLMSz85xIA4OUu4VjxUjuHD7Qd6ueGRc+1hEIm4c8TcVi8O8ah8RARETkrPgtARCXFRAYRERERETlctk6PV388ivUnb0EplzBnSBO81ac+5A5ohWFLm5q+mNG/AQDg07/P4/TNFAdHRERE5HyYxyCikmIig4iIiIiIHEqbq8fLPxzBP+cToFHKsHREGzzZKtjRYVkZ1j4UPRtUQa5e4PVfjyMrR+/okIiIiJwKu2ckopJiIoOIiIiIiBzGYBB4/Zfj2H4hERqlDEuGt0anOv6ODssmSZLwyRNNEOihxqWEdMzaeNbRIRERETkVpjGIqKSYyCAiIiIiIof5z1/n8PeZeKjkMiwZ0RodapfPJIaJr5sKc59sCgD4cf817L10x8EREREROQ82yCCikmIig4icR/noIpuIiIjs5I8jN/DdLuPA2XOebIIOtcp3EsOkc90APN8uBADwzprT0OayiykiIqIiYSKDiEqIiQwiIiIiIipzZ+NS8fbqUwCACd3rYGCz6g6OqHim9a6HQA81Yu5k4L9RlxwdDhERkVMQzGQQUQkxkUFERERERGUqJSsXr/50BNk6A7rUDcDr3es4OqRi89Qo8dHAhgCAr7ZfxsXbaQ6OiIiIqPxj11JEVFJMZBARERERUZkRQuCtVSdxNSkT1b1dsODpZpDJnLP/yF4Ng9CjQRXoDALvrz0DwdoZIiIiK3kvj7xSElFJMZFBRE4vOTkZr7/+OkJDQ6FWqxEaGoqJEyciOTm5RNu7ceMGRo0ahWrVqkGj0aBu3bp47733oNVq811Hq9Xi/fffR926daHRaFCtWjWMGjUKN27cKHBf2dnZmDt3Llq1agVPT0+4u7sjIiICL774Im7evGm1fGZmJmbOnImGDRvCxcUFfn5+6NOnD3bs2FGiYyUiIipra47fxMZT8VDIJCx6rgV83FSODsnK+vXr0aVLF3h5ecHT0xNdunTB+vXrrZaTJAnv9W8AtUKGfVeSsOlMvMX8devWYfjw4WjcuDH8/f2hVCoRGBiIvn37YsOGDTb33bVrV0iSVOCPTMbbOCIici6Zlw4i/uc3EVYtoMBra1EtX74cbdq0gbu7O3x9fdG3b1/s3bu3wHX27t2Lvn37wtfXF+7u7mjTpg2+//77Atcpbv3AvHnz8Pjjj6NOnTrw8vIy11EMHz4cZ86cKfLxPfroo+brfnx8fOErEFUCkuBjQ0TkJBp/sAlpWh0AIPaTfgCApKQktG/fHtHR0QgPD0erVq1w5swZnDlzBrVr18b+/fvh5+dX5H1cvnwZ7du3R2JiIho1aoQGDRrg8OHDuHLlCtq3b4+oqCio1WqLdbRaLbp37469e/eiatWqiIyMRGxsLA4ePIiAgADs27cPtWrVstpXQkICHn30UZw6dQpBQUFo3749AODSpUs4deoUdu3ahU6dOpmXT09PR7du3XD48GH4+vqiQ4cOSE5Oxv79+6HX67FkyRKMGDGiuKeViIiozMQlZ6HXgp1I0+owuUddTCiHXUotXLgQEydOhEKhwKOPPgq1Wo3NmzcjKysLn3/+OSZMmGC1zrzNF7Dwn0uo4eOCrZO7QKOUAwCGDBmCVatWoWHDhggJCYGHhwdiY2Nx4MABAMCMGTPw0UcfWWzrk08+wfnz523GduTIEZw+fRqdO3fmQwxEROQ0ZsyajZnvTgdkcjzSvTs8XF0KvbYWZPLkyZg/fz5cXFzQs2dPaLVabNu2DUIIrFy5EoMHD7ZaZ/Xq1XjyySdhMBjQuXNn+Pv7Y9u2bUhOTsakSZMwb948q3VKUj/g7++PjIwMNGnSBNWrG8f/OnPmDC5evAiVSoU1a9agT58+BR7fsmXLMHLkSEiSBCEEbt26haCgoGKdI6IKSRAROYlG7/8tQqevF6HT15unvfDCCwKAePzxx0Vubq55+vjx4wUAMWzYsGLto3PnzgKAmDBhgnlabm6uGDx4sAAg3nvvPat1ZsyYIQCI9u3bi7S0NPP0zz77TAAQnTt3tlpHr9eLdu3aCQDinXfesYhdCCEuX74sEhMTLaaNGzdOABAtW7YUCQkJ5um7du0Srq6uQq1Wi6tXrxbreImIiMqKwWAQQ7/bJ0KnrxcDv9wtcnV6R4dk5cKFC0KhUAi1Wi327t1rMd3Pz08oFApx8eJFq/UysnNF21lbRej09eKLbf/OP3r0qLhz547V8vv37xfu7u5CkiRx5syZIsfXpk0bAUB89913xTwyIiIixzBdWyFXiqDn54iEVK15ekHX1vxs27ZNABB+fn4W6+3du1eoVCrh5eUl7t69a7HO3bt3hZeXlwAg/vjjD/P0+Ph4Ubt2bQFA/PPPP1b7Kkn9wO7du0VWVpbV9EWLFgkAolq1akKn0+V7fAkJCcLPz0/07NlThIaGCgDi1q1bBZ8UokqCiQwichoPJjJu3bolZDKZUCqVIj4+3mJZrVYrAgIChFwut5qXn4MHDwoAIjAwUGi1Wot58fHxQqlUCh8fH5GTk2OenpOTI7y9vQUAcfToUattNmnSRAAQhw8ftpi+ePFiAUA88cQTRYotOztbuLq6CgBiz549VvOnTp0qAIhJkyYVaXtERERl7bdD10To9PUi4t2N4nJCWuErOMBrr70mAIiJEydazZs3b54AIMaNG2dz3TXHbojQ6etFvXf/EreSrSswHjR69GgBQPz3v/8tUmwXL14UAIRarRbJyclFWoeIiMjRTNdWj5aPidDp68Xt1H+vkYVdW23p27evACDmz59vNW/ChAkCgJg7d67F9NmzZwsAYuDAgVbrrFq1SgAQ/fv3t5hekvqBwpiSJgU9xDB06FCh0WjEpUuXmMggegA7VyUqY7GxsZAkCV27dkVGRgYmT56M4OBguLi4oEWLFvjzzz/Ny65cuRJt2rSBm5sbqlSpggkTJiArK8tqm+np6fjoo4/QuHFjuLq6mvubXLNmjc0YNmzYgFGjRqF+/frw9PSEm5sbmjZtio8//hjZ2dlWyy9btgySJOGDDz7AtWvXMHToUAQEBMDFxQWtWrWyiLks/fXXX+ZmoVWqVLGYp1arMWDAAOj1evz1119F2p6pf84BAwZYNQ+tUqUKIiMjce/ePezZs8c8fffu3UhOTkatWrXQvHlzq20OGTIEAKzO0TfffAMAmDJlSpFiO3fuHDIzM6FWq81dUOXVtWtXAMDatWuLtD0iIqocyku547lhI/BCn464Nv9JxMx9AoMf7Vguyx2msoDp+p3Xk08+CcD6mm7yWNNqaBXqg6xcPT7923bXUHnJ5cbup1Sqoo0R8uOPPxr389hj8PLyKtI6RERkf+Xl2uos9/Sma6trvY7GCXk6uC/s2vogUxdSgO1rdX733wVd3/v16weNRoOtW7dajHtRkvqBwhR27d+0aRN+/vlnvPPOOza7pyaq7JjIIHKQnJwcdO/eHT/88AOaNWuGdu3a4cSJExg8eDC2bt2K+fPnY+jQoVAoFOjZsyf0ej2++OILjB492mI7t2/fRtu2bfH+++/j3r176NGjB9q2bYsjR45g8ODB+OSTT6z2/eKLL2LlypXw8vJC7969ERkZievXr+Odd95B3759odfrbcYcGxuL1q1bY8+ePejUqROaN2+OI0eOYNCgQdi8eXOpnKeCnDhxAgDQokULm/NN003Llcb2SrJOWloaDh8+DA8PD7Rt2xb79u3DW2+9hZdffhmzZs3C6dOnrbaTkZEBAPDy8oIkSVbzfX19AQBXrlxBWlpawQdKRESVTnkodwilKwLrt0XXzuWz3JGcnIxr164BgM2HE2rUqAF/f39cvXoVKSkpVvMlScJ7AxoAMA5ofibOehmTkydP4tdff4VSqUT37t2LFN9PP/0EAHj++eeLtDwREZWu8nBtLe/39HmvrapAY8V83oF6C7u2Puj8+fPIzs5GQEAAatSoYTXfdP998uRJi+mm/23dt6tUKjRq1AharRYXLlwwT7d3fcPy5ctx4cIF1K1bF+Hh4VbzMzMz8corr6BevXqYNm1akbZJVOk4ukkIUWUTExMjYLx2i65du1r03bh06VIBQNSuXVv4+vqKnTt3mufdvHlTBAYGCgDi8uXL5ul9+vQRAMS0adMsmjRevnxZ1KpVS8jlcnHixAmLGFavXi3S09MtpqWmpor+/fsLAOL777+3mGeKC4AYP368xXgOCxYsEABEZGSk1bGamkEW5ycmJibfc/dg11Kmfik///xzm8uvWbPGPH5GUTRv3lwAEGvXrrU533SskydPNk+bNGlSgV06HT9+XAAQLVq0ME/bv3+/ACCaN28uxo4da3UOJEkSb7zxhsV2TN1JSJIkMjIyrPazYsUK8/qnTp0q0vESEVHFVx7KHbO/WS6CJ/0uQqevFwdjkoQQ5bPcceLECQFA+Pj45Hs+mzVrJgCIkydP5rvMuJ+PitDp68WwxQfM09atWyeGDx8uhg4dKjp16iRkMplQq9Vi6dKl+W4nr71795r7Ay9OFxZERGR/5eHa6iz39KZrq6e3t/le/sHuF4tybTVZu3at+V46P6aun1NTU4UQQqSkpJhjS0lJsbnOoEGDBACxbt0687SS1A/kNXv2bDF8+HAxZMgQ0bBhQ/P4GA92O20yefJkAUBERUWZp7FrKSJLiqKlO4jI3uRyOb777jv4+PiYpw0bNgzTpk3DpUuX8N577yEyMtI8r1q1anjuuecwf/587Ny5E+Hh4Th+/Dj++usvdOjQAZ988onFk/rh4eH47LPPMGjQIPzvf//DwoULzfMGDRpkFY+Hhwfmz5+P9evXY+3atRg2bJjVMqZtKhT/fnWMHTsWH374Ifbv34+cnByLJpJDhgzBnTt3inVe3N3di7xseno6AMDV1dXmfDc3N4vlSmN7JVnn3r17AIBTp07h2LFjmDp1KsaOHQt3d3esWbMGEydOxJw5cxAeHo5XXnkFAFC7dm1Uq1YNcXFxWL58uXm6ydKlS81/s0UGERE9yFHljly9AVsyQiBTpePpVsFoHWZsQVgeyx2FXdOBopUtpvasi79O3cKOi4nYe+kOOtT2x4kTJ/D999+bl9FoNFiwYIHN47blhx9+AAA888wzUCqVRVqHiIhKF+/pbbN1bXXR/HttFRZtMop3317Ua3VycjLS09Ph4eFhsd3SvtfPa9OmTeZusAAgODgYP/zwA1q2bGm17NGjR/H5559j+PDh5m6jicgaExlEDhIWFobatWtbTJPJZAgNDUViYiJ69OhhtY6pj8Rbt24BALZs2QIAGDhwoM3uhjp16gQAOHTokNW86OhobNy4EZcuXUJGRgYMBgOEEOZ5tnTt2tXq5lmhUCA8PBxHjhxBUlISqlatap43d+5c2wdfQg8eoSleW8eed35RlWR7JVnH1MxXp9Ph2WefxZw5c8zzRo8ejezsbIwbNw6zZs0yJywkScJbb72F8ePH44033oBGo8Fjjz2GlJQUfPbZZ9i8eTMUCgV0Oh1kMvYaSERElhxV7li8OwYXb6fDNSsB3lfOY/z478ptuaOwa3reZQoS6ueG59qG4Pt9V/HJ3+exdmxHvPvuu3j33Xeh1Wpx6dIlfPXVV3j11Vexfv16/PHHHwWOk5Gbm4vffvsNAPDCCy8U86iIiKi08J6+cObrZp5je/BSWpz79pJcq4uyfXvd6+e1detWAMbutU6dOoWPPvoIXbt2xcyZM/HOO++Yl9Pr9RgzZgy8vb3tXodCVNEwkUHkINWrV7c53ZTVtzXfNM80eFdsbCwAYPr06Zg+fXq++8r7BIUQAlOnTsX8+fPzvfDm90S/rT4ogX+fuLA1qNjD+N///ofdu3eb/79+/CYMKg/4PPIiAOMTJ8C/40c8KDMz0yK+wpRkew+zDgCMGjXKap2RI0di/PjxuHHjBi5dumQuHI8dOxaXL1/G559/jpEjR1qsM336dPz000+4ceOGxRNBREREgGPKHXHJWViw5SLu/vM/XDu8Fm+X83JHYdd0oOhli/Hd6+D3Izdw8kYKNp6KR78mxkohjUaDRo0a4b///S8UCgUWLlyIL774AlOmTMl3W3/99ReSkpJQp04dtG3btriHRUREpYT39IUzXVuzMjOguT/twYiLc99ekmt13vvvzMxMeHp6FrpOUfZV1Li9vb0RGRmJjRs3on379pgxYwZ69uyJ1q1bAwAWLFiAo0ePYvHixfD39y9wW0SVHRMZRA5S0BMERZkP/Ptkf2RkpM3BokzyXgx//fVXzJs3DzVq1MCCBQvQvn17BAQEQKlUIicnB2q1Ot/CUFFiymvq1KnFboY6d+5cc7y7d++26IYBAOSegeZERkhICADgxo0bNrdlmm5arjAhISE4duxYsbZXkhjCwsLMf4eGhlqt4+rqioCAACQkJCAhIcGcyJAkCfPnz8fIkSOxZs0a3LhxA/7+/hg0aBAaNGiAOXPmQKPRFPheICKiyskR5Y5P/z6PpJNRSDu0xinKHaZr9b1795CRkWGubMqrqGULf3c1xnQOx4Kt0Zi7+QJ6NawChdyyxeTzzz+PhQsXYu3atQUmMn788Ufz8kREVH7wnt42W9fW1JRkeOVoIVNprGIrzn17YfffGRkZSE5Ohre3tzkR4enpCS8vL6SkpODGjRto0KCB1Xr53esXt36gIEqlEk8//TSOHDmCP//805zI+PPPPyFJEr7//nssX77cYp34+HgAwOOPPw6VSoWZM2eaW+kQVUZMZBA5MdPTFEOGDMGECROKtM7q1asBAF999RX69+9vMe/KlSt2je/333/H1atXi7XOBx98YC70LFu2DMuWLTPPa/LBJqRqdeb/mzZtCsDYn6QtpulNmjQp0r6bNm2KtWvXFmt7JYkhJCQEfn5+SEpKwt27d63WMRgMSE5OBmD76Y4mTZpYHdOff/4Jg8GATp06WfR3SkREZC/FKXccuXoPa4/HITN6PwDnKHd4e3sjJCQE165dw7Fjx6wqCm7cuIE7d+4gJCQEXl5ehW57dGQ4fth3FTF3MrDq6E081TrYYr5pv4mJifluIzU1FX/++ScAJjKIiCqiin5Pn/fampNwGZoaDS26lirutTUiIgJqtRqJiYm4ceOGVQuT/OoAmjZtip07d+Lo0aNWiYzc3FycPn0aarUaERERFusUt36gMPld+4UQ2LlzZ77r7du3DwCKnVQiqmjYkTqRE3v00UcBAGvWrCnyOqaBpoODg63mmfpftpfY2FgIIYr1k7e1QmF69+4NmUyGXbt2ISEhwWJednY2/vzzT8hkMvTp06dI2+vXrx8AY1LgwSa1t2/fxq5du+Dl5WVRsdGxY0d4eXnh8uXLOHbsmNU2f//9dwCwKmAOGDAAABAVFWW1zt69e5GTkwMXFxfUq1evSLHPnz8fAPDSSy8VaXkiIqLiKmq5w2AQ+Gj9WQBAgCoXgPOUO0xlAdP1O6+VK1cCsL6m58ddrcCrXY19oX++LRo5OoPF/B07dgD4t790W37//XdotVp07NiRLS6JiCqgynBPb7q2Zp7fY7X94l5bXVxc8MgjjwCwfa3O7/67oOv7+vXrodVq0b17d2g0Gqt1ilM/UBhb1/7t27fney5NPTjcunULQgibg7wTVSZMZBA5sXbt2qF79+6IiorCpEmTkJ6ebjHfYDBg8+bNFuNM1K1bFwDw7bffWjTp3LVrl8Wg086gatWqePbZZ5GTk4PXXnsNOt2/rTWmTZuGxMREDB06FEFBQRbrvfXWW6hXrx6+/PJLi+lt2rRBx44dkZCQYNE/qU6nw2uvvYbc3FyMHz/eYnA0lUqFcePGAQDGjRtn0X/mvHnzcPLkSXTq1MncbNTkjTfegFwux5w5cywSIAkJCZg4cSIA4/gZeQf/TEhIwLVr1yy2k5OTg4kTJyIqKgrdunXDk08+WbSTR0REVExFLXd8smw1TlxPhptKju5tjS0XnaXcMXHiRMjlcnz99dfYv3+/eXp0dDRmzZoFuVxu9cTszZs3Ua9ePauHDxISEnBn3x/wUeTiZnIWfjt83Txvy5YtmDZtGgBYjXuVl6lbKQ7yTURUMVWGe3rTtTXt+F/Ivnne3CKjJNdWAJg8eTIAYObMmRaDmu/btw/ffPMNPD098eKLL1qsM3r0aHh6emLt2rVYtWqVeXpCQoL5emzarklJ6gd27dqFX3/91aJuAjC2+vjiiy/www8/wMXFBU8//XSh542IbBBEVKZiYmIEANGlSxeb87t06SIAiJiYGKt5S5cuFQDE+++/b54WHx8vmjRpIgAIX19f8cgjj4inn35adOrUSQQEBAgAYv78+eblL1y4INzc3AQA0aBBA/HMM8+IyMhIIUmSmDp1qgAgQkNDC91vUWO2p8bv/y1Cp68XodPXm6clJiaKWrVqCQCiVq1a4umnnxaNGjUy/5+YmGi1neHDh+d7PBcvXhR+fn4CgGjcuLF4+umnRXh4uAAg2rZtK7KysqzWycrKEm3bthUARNWqVcVTTz1l/t/Pz09ER0fbPJ6FCxcKAEKtVouuXbuK/v37Cx8fHwFAtGjRQqSmplosHxUVJSRJEi1bthRDhgwRgwYNEoGBgQKAaN68ubhz504xzygREVV0jih3hPR9VYROXy++/CfaKcsd8+bNEwCEQqEQffr0EQMHDhQuLi4CgJg3b57V8qZz/OCtlWm6Sq0R6hoNhV+TbqJ//wGiXr165uUnTZqUbxw3btwQMplMqFQqcffuXbsfJxERlQzv6YtvynuzjNc+mVx0fbRnia+tJhMnThQAhKurqxg4cKDo06ePUCgUQiaTid9//93mOr///ruQyWRCkiTRtWtXMWTIEOHt7S0AiAkTJthcp7j1A6bz7O/vL3r16iWGDh0qevbsKapWrSoACI1GI3799dcin7fQ0FABQNy6davI6xBVZGyRQeTkqlSpgv3792PevHmoU6cODh06ZB4Iunnz5vjvf/9r0ady3bp1cejQIQwYMAB37tzBunXrkJ6ejm+++aZcPr1RGH9/fxw6dAjjx49HTk4OVq9ejZSUFIwbNw4HDx60GBStKOrUqYNjx45hxIgRSExMxOrVqyFJEt59911ERUVZNDU10Wg0iIqKwowZM+Dq6oo1a9YgNjYWw4cPx7Fjx8yDdT9o/Pjx2LRpEzp37oxjx45hy5YtqFq1Kj788EPs2rXLPDiZSa1atTB8+HCkpqZi48aN2Lp1K4KDg/HZZ59h//798PPzK9axEhERFVdh5Y7Hx70HQ61OqOHjghc71XTKcsekSZOwbt06tG/fHrt27cK2bdvQsmVLrF27FpMmTSrydgIDAzF79mw88kg3iPQ7uHt2L/7evAlarRbPPPMMoqKiMG/evHzX/+mnn2AwGNCvXz/4+PjY49CIiKgcqgz39M+9+CoCnpgBdbV6OLRvb4mvrSYLFizA0qVLUb9+fWzZsgV79+5F9+7dsWPHDjzxxBM213niiSewc+dO9OrVC8ePH8fGjRtRq1YtLFmyBJ9//rnNdYpbP9ClSxe8/fbbiIiIwMmTJ7Fy5Urs2bMHvr6+GD9+PE6dOoWnnnqq2MdLREaSEHmH2SEiKr/yDvYd+0k/B0dDREREed1MzsIjc7cjW2fAoudaoG/jqo4Oqdz46cBVvLP6NPzd1dg1rRtcVHJHh0RERFRmjly9hye+2gsAiJraFTX93RwcERE5I7bIICIiIiKih/bpX+eRrTOgTZgv+jQKKnyFSuTJlsGo4eOCO+nZ+GF/rKPDISIiKmP/PkPN56mJqKSYyCAiIiIioody5OpdrDsRB0kC3hvQAJIkOTqkckWlkGFC9zoAgK93XEF6tq6QNYiIiCqOvLkLpjGIqKSYyCAiIiIiohIzGAQ++vMsAODJljXQqLqXgyMqnx5vXh01/d1wNyMH3++NdXQ4REREZSZv8oItMoiopJjIICIiIiKiElt97CZO3EiBm0qOqb0iHB1OuaWQyzDxfquMb3deQao218ERERERlQ2LFhnMYxBRCTGRQUROg91UEBERlS9ZOXrM2XQBADD2kdoI9NA4OKLybUDTaqgd6I6UrFws3hXj6HCIiIjKRN5WGMxjEFFJMZFBRE6DTVCJiIjKl+92XUF8qhbVvV0wqmNNR4dT7sllEl5/1NgqY+meGKSxVQYREVUCll1LOSwMInJyTGQQEREREVGxJaRq8fWOywCA6X3qQaOUOzgi59CnUVXUCnBDqlaHH/ZfdXQ4REREpc5ysG9mMoioZJjIICIiIiKiYvts80Vk5ujRLNgbA5pUdXQ4TkMuk/Ba19oAgMW7YpCVo3dwRERERKUrb/KCLTKIqKSYyCAiIiIiomI5dysVvx25DgCY0b8+x7EqpseaVUOwrwuSMnKw4uA1R4dDRERUujjYNxHZARMZRERERERUZEIIzNpwDkIA/RpXRctQX0eH5HSUchle7WJslfHNzsvI1rFVBhERVVwWY2SwaykiKiEmMoiIiIiIqMi2X0jE7kt3oJLLML13PUeH47SeaFkdQZ4a3E7Nxh9Hbjo6HCIiolIj2CKDiOyAiQwiIiIiIioSnd6AWRvPAQBGdAxDiJ+rgyNyXmqFHC91DgcAfLXjEnR6g4MjIiIiKh1shUFE9sBEBhERERERFckvh67jUkI6fFyVGNuttqPDcXrPtgmBn5sK1+9mYd2JOEeHQ0REVCrYIoOI7IGJDCIiIiIiKlSaNhfzt1wEALz+aF14uSgdHJHzc1HJ8WJkTQDAf6MuwWBg7Q4REVU8HCODiOyBiQwiIiIiIirUou2XkZSRg/AANwxtG+LocCqMF9qFwlOjwOXEDPx9Jt7R4RAREdmdyNMMgy0yiKikmMggIiIiIqIC3UzOwuLdMQCAt/rUh1LO2wh78dAoMaKjsVXGV9svW1T2EBERVQQin7+JiIqDdyBERERERFSg+VsuIkdnQNuavni0fqCjw6lwhrcPhUYpw6mbKdh3JcnR4RAREdmVZYsMpjKIqGSYyCAipyFJkqNDICIiqnTOx6fij6M3AABv9a3P63Ep8HNX46lWwQCAb3ZccXA0RERE9mUx2LfjwiAiJ8dEBhERERER5Wv23xcgBNCvcVU0C/Z2dDgV1uhO4ZBJwI6LiTh3K9XR4RAREdmNRSKDmQwiKiEmMoiIiIiIyKb9V5Lwz/kEKGQSpvaKcHQ4FVqInyv6Nq4KAPh2J1tlEBFRxSEK+I+IqKiYyCAiIiIiIitCCHzy13kAwLNtQlDT383BEVV8L3euBQD480QcbiZnOTgaIiIi+7AcI8OBgRCRU2Mig4iIiIiIrPx9Oh7HryfDVSXHhO51HB1OpdC4hhc61vaDziCwZHeMo8MhIiKyC5HP30RExcFEBhERERERWcjVGzB70wUAwJjIcAR4qB0cUeXx0v1WGSsOXkNKZq6DoyEiInp4HCODiOyBiQwiIiIiIrLw66HriLmTAT83FcZ0Dnd0OJVK5zr+qBfkgcwcPX48cNXR4RAREdlB3q6lmMkgopJhIoOIiIiIiMwyc3T4fFs0AGBC9zpwVyscHFHlIkkSXu5iTB4t3xeLHJ3BwRERERE9HIsWGY4Lg4icHBMZRERERERktnzfVSSmZSPY1wXPtglxdDiVUr/G1RDoocbt1Gz8dfqWo8MhIiJ6KBZjZDCTQUQlxEQGEREREREBAFK1ufh6x2UAwOvd60Kl4O2CI6gUMrzQLhQAsGR3DLvhICIip2bZIoPXNCIqGd6ZEBERERERAGDxrhgkZ+aiVoAbBjWv7uhwKrWhbUOgUshw4kYKjl5LdnQ4REREJWaRvGAeg4hKiIkMIiIiIiLCvYwcLN4dAwCY3CMCcpnk4IgqNz93NQY2rQYAWLonxsHREBERlRzHyCAie2Aig4ichsT6FCIiolLz9c7LSM/WoUFVT/RpFOTocAjAyI41AQB/nY5HXHKWg6MhIiIqGY6RQUT2wEQGEREREVEll5Cqxfd7YwEAU3vVhYytMcqFBtU80S7cF3qDwA/7rzo6HCIiohLJO9YTx8ggopJiIoOIiIiIqJJbtP0ytLkGNA/xRreIQEeHQ3mMut8q4+cD15CVo3dwNERERA+HLTKIqKSYyCAiIiIiqsRuJmfh5wPXAABv9IyAxL4cy5Xu9asg2NcFKVm5WH3spqPDISIiKjaOkUFE9sBEBhERERFRJbZwazRy9Aa0D/dDh9r+jg6HHiCXSRjRwdgqY+meGIvuOYiIiJyBIW/XUryOEVEJMZFBRERERFRJxd7JwO9HbwAwjo1B5dOTrWrATSVHdEI6dl+64+hwiIiIioUtMojIHpjIICIiIiKqpD7fFg29QaBbRABahvo6OhzKh6dGiSdbBQMAluyOcXA0RERExSPy/YeIqOiYyCAiIiIiqoSib6dhzXHjmAuTe0Q4OBoqzPAOYZAkIOpCIq4kpjs6HCIioiLL252UYCaDiEqIiQwiIiIiokpowdZoCAH0algFjWt4OTocKkRNfzc8EhEIAFi2N9axwRARERVD3tSFweCwMIjIyTGRQURERERUyZyJS8GGU7cgScCkHhwbw1mM6mQc9Pv3IzeQkpXr4GiIiIiKiGNkEJEdMJFBRERERFTJzN8SDQDo36Qa6gV5OjgaKqoOtfwQUcUDmTl6rDx83dHhEBERFUne7qTydjNFRFQcTGQQEREREVUix68nY+u525BJwOuP1nF0OFQMkiRhRMcwAMbupfQGVgYREVH5J9gig4jsgIkMIiIiIqJKZN6WiwCAwc1roFaAu4OjoeIa3Lw6fFyVuHEvC1vO3nZ0OERERIXKm7xggwwiKikmMojIaUiODoCIiMjJHYy5i50XE6GQSZjYna0xnJFGKcezbUIAAEt2xzg4GiIiosJZJi+YySCikmEig4iIiIioEhBC4LPNFwAAT7UORoifq4MjopIa1j4MCpmEg7F3cepGiqPDISIiKpDlGBkODISInBoTGUTkNFjeISIiKrm9l5NwIOYuVHIZxnWr7ehw6CEEeWnQr0lVAMDi3VccHA0REVHBOEYGEdkDExlERERERBWcEAJz77fGGNo2BNW8XRwcET2sFzvVBACsP3kL8SlaB0dDRESUP46RQUT2wEQGEREREVEFt+1cAo5dS4ZGKcNr3Wo5OhyygyY1vNEmzBc6g8DyfbGODoeIiCh/ebIXgm0yiKiEmMggIiIiIqrAdHoD/vPXOQDAiA41EeihcXBEZC+j7rfK+PngNWTl6B0cDRERkW1skUFE9sBEBhERERFRBfbLoeu4nJgBH1clW2NUMD0aVEGIryuSM3Pxx9Ebjg6HiIjIJo6RQUT2wEQGEREREVEFlZ6tw4KtFwEArz9aF54apYMjInuSyySM6BAGAFiyJwYGA6uHiIio/BF5u5ZikwwiKiEmMoiIiIiIKqhvdlzGnfQc1PR3w9C2IY4Oh0rBU62D4aFW4EpiBnZcTHR0OERERFaYZycie2Aig4iIiIioArqVkoXvdl0BAEzvXQ9KOYv+FZG7WoGnWwcDAP63+4qDoyEiIrLGMTKIyB54N0NEREREVAF9tvkitLkGtA7zQa+GVRwdDpWiER3DIJOAPZeScO5WqqPDISIismDRtRRHySCiEmIig4iIiIiogjkbl2oe/PntvvUhSZKDI6LSVMPHFX0aVQUA/G9XjIOjISIiyh9bZBBRSTGRQUROg1UwREREhRNC4OON5yAEMKBpNTQP8XF0SFQGRkfWBACsPX4TcclZDo6GiIjoX3mTF0xkEFFJMZFBRERERFSB7LiYiN2X7kAll2FarwhHh0NlpHmID9qF+0JnEFi8m60yiIio/MjbnRTzGERUUkxkEBERERFVEDq9AR9vPAcAGN4hFMG+rg6OiMrSK11qAQBWHLyG5MwcB0dDRERkZNkig6kMIioZJjKIyCmx8ENERGTt9yM3cPF2OrxclBjXrY6jw6Ey1qVuAOpX9URmjh7L9111dDhEREQALFth8E6eiEqKiQwickrMYxAREVnKyNbhsy0XAQATuteBl6vSwRFRWZMkCa90CQcALNsbi6wcvYMjIiIieuD+nffyRFRCTGQQkVNi2YeIiMjStzuvIDEtG6F+rnihXaijwyEH6de4KoJ9XXA3Iwe/Hb7u6HCIiIgeGCODd/NEVDJMZBCRUzKwSQYREZFZQqoW3+68AgCY3rseVAoW8ysrhVyGlyKNrTK+3XkFuXqDgyMiIqLKznKMDMfFQUTOjXc4ROSUWPghIiL617wtF5GVq0eLEG/0aRTk6HDIwZ5sFQw/NxVuJmdhw8lbjg6HiIjIjLfyRFRSTGQQkVNic1QiIiKj8/Gp5i6E3ulXH5IkOTgicjSNUo6RHcMAAIu2X4LBwHITERE5jsjzJCIfSiSikmIig4icEgs/RERERv/ZeB4GAfRtHISWob6ODofKiRfah8FDo8DF2+n463S8o8MhIqJKzKJrKT6USEQlxEQGEREREZGT2hWdiB0XE6GUS5jWq56jw6FyxMtFiVEdawIAFm6LZqsMIiJymLxXID6USEQlxUQGETklFn6IiKiy0xsEZm04BwB4oV0YwvzdHBwRlTejOtaEh1qBC7fTsPksW2UQEZFjWLbIICIqGSYyiMgpsTkqERFVdquO3sD5+DR4ahQY/0htR4dD5ZCXqxIj7o+V8fk2jpVBRESOYbDIZPBaREQlw0QGETmNvIOXsuxDRESVWVaOHnM3XwAAjH+kDnzcVA6OiMqrFzvVhLtagXO3UrHl3G1Hh0NERJWQyOdvIqLiYCKDiJwSCz9ERFSZ/W/XFdxOzUYNHxcM6xDq6HCoHPN2VWH4/ffIwm3REHwahIiIylqeaw8vQ0RUUkxkEJFT4k04ERFVVolp2fh6x2UAwLTe9aBWyB0cEZV3L3YKh6tKjjNxqdh2LsHR4RARUSVjOdg37+WJqGSYyCAip8SiDxERVVZf/BONjBw9mtbwwoAmVR0dDjkBXzcVhrUPAwDM33qRY2UQEVGZ4mDfRGQPTGQQkVPiQxxERFQZXUvKxM8HrgEA3uxT32L8KKKCvNQ5HO5qBc7EpeLvM/GODoeIiCoRAXYtRUQPj4kMInJOLPwQEVElNG/LBegMAp3rBqB9LT9Hh0NOxNdNhRc71QQAfLb5AnR6g4MjIiKiyoItMojIHpjIICKnZOBjHEREVMmcjUvF2hNxAIBpvSIcHA05o9GRNeHtqsTlxAysPnbT0eEQEVElwTEyiMgemMggIqfEog8REVU2czadhxDAgKbV0Ki6l6PDISfkoVHita61AAALtkYjW6d3cERERFQZWLTI4M08EZUQExlE5JT4FAcREVUmB64kIepCIhQyCVN61HV0OOTEhrUPQxVPNW4mZ+GXg9cdHQ4REVUCFmNk8LFEIiohJjKIyCmx6ENERJWFEAKf/n0eAPBMm2CE+bs5OCJyZhqlHOMfqQMA+OKfS8jM0Tk4IiIiqvDYIoOI7ICJDCJyGnlbYbDwQ0RElcWWs7dx9FoyXJRyTLhfAU30MJ5qFYwQX1fcSc/Gsr2xjg6HiIgqOJHP30RExcFEBhE5DcvCD4s/RERU8ekNAnM2XQAAjOoUhkBPjYMjoopApZBhUg9jUuzr7ZeRkpXr4IiIiKgi40OJRGQPTGQQkdMQfIyDiIgqmVVHbyA6IR1eLkq81LmWo8OhCuSxptVRt4o7UrU6fLfziqPDISKiCsxisG/ezBNRCTGRQUROw+IpDgfGQUREVBa0uXos2BoNABjbrRa8XJQOjogqErlMwpSeEQCAJXtikJiW7eCIiIioorJ4JpE380RUQkxkEJHTYOGHiIgqkx/3X8XN5CxU9dJgWPswR4dDFVDPBlXQtIYXMnP0WLT9kqPDISKiCor370RkD0xkEJHzYHNUIiKqJNK0ufhvlLFi+fVH60CjlDs4IqqIJEnC1F7GVhk/7b+Gm8lZDo6IiIgqorz374JZDSIqISYyiMhpsEUGERFVFt/tisG9zFzUCnDDEy1qODocqsA61fZHu3Bf5OgNWLDloqPDISKiCshijAzeyxNRCTGRQUROw8AxMoiIqBJITMvG/3YZB19+o1cEFHIW2an0SJKEab3rAQD+OHoD0bfTHBwRERFVNBzvkojsgXdFROQ0LJ/iYPGHiIgqpv9GXUJmjh5Na3ihVyDqnjwAAM/GSURBVMMgR4dDlUCLEB/0bFAFBgHM3XzB0eEQEVEFw94ViMgemMggIqdh2a+mAwMhIiIqJdeSMvHTgasAgOm960GSJAdHRJXFG70iIJOATWdu49i1e44Oh4iIKhDB8S6JyA6YyCAip8F+NYmIqKKbv/UicvUCkXX80aG2v6PDoUqkThUP83gsn/59nq1fiYjIbvhQIhHZAxMZROQ0LJqj8ikOIiKqYM7dSsWa4zcBGFtjEJW113vUhUouw/4rd7Er+o6jwyEiogrCskUGEVHJMJFBRM6DLTKIiKgCm7PpAoQA+jepikbVvRwdDlVC1b1d8EL7UADA7E3nYTCwwEVERA/P4mrCm3kiKiEmMojIaVg0R3VgHERERPZ2MOYu/jmfAIVMwpSeEY4Ohyqx17rWgrtagdM3U7Hx9C1Hh0NERBUAW2QQkT0wkUFUye3fvx8DBw6Ev78/NBoN6tati3fffReZmZlF3sajjz4KSZIgSRLi4+Ot5mu1WowdOxb+/v5wc3PDY489hqtXr9rcVkpKCoKCgvDss89azbMcI8O6+BMbGwtJkhAWFlZgvCNGjIAkSVi2bJnN6aYfmUwGLy8vhIWFYcCAAZg9ezZu375d7O0SEREVRAiBT/46BwB4unUwavq7OTgi25ypzFAYlhny5+euxpjIcADAZ5svIldvcHBERET0IOe7Juc/RgavyURUVExkEFViP/30Ezp16oR169YhLCwMffv2hVarxaxZs9ChQwekpaUVuo1ly5Zh27ZtkCQp32UmTpyIRYsWITQ0FJGRkVi/fj369u0LvV5vtex7772HjIwMzJ0712qeyOdve+vYsSOGDx+OYcOGoWfPnqhRowa2bduG6dOnIyQkBJ9++ikHwCQiIrvZdCYeR68lw0Upx8TudRwdjk3OVmYoKxW1zPBiZE34uakQcycDKw/fcHQ4RESUhzNeky1bZJTOdbGiXpOJ6F9MZBBVUjdu3MDo0aOh1+uxZMkSHD58GKtWrUJ0dDSefPJJnDhxAtOmTStwG4mJiZg6dSp69uyJkJAQm8vcunULS5YsQZ8+fXD48GH8/fff+L//+z+cPXsWq1evtlj29OnTWLRoEWbMmIHq1atbbStvoaM0yx+jR4/GsmXLsGzZMqxcuRK7d+9GUlISFi5cCIVCgTfffBPvvPNO6QVARESVRq7egE//vgAAGNM5HIGeGgdHZM0ZywxlpaKWGdzVCox7pDYA4PNtF5GVY11pRUREZc9Zr8miDMa7rKjXZCL6FxMZRJXUsmXLoNVq0aNHD4wcOdI8Xa1W47///S9cXV2xePFiJCUl5buN119/HRkZGVi0aFG+y5w+fRo6nQ7Dhg0zP+0xatQoAMDx48ctlh03bhxq1aqFSZMm2dyWKOC/0ubi4oLx48djw4YNkMvl+M9//oMTJ06UaQxERFTx/HLwGmLuZMDfXYWXOoc7OhybnLHM4EgVpcwwtG0Iqnu74HZqNpbtjXV0OEREBOe9JjtqvMuKck0mIiMmMogqqSNHjgAAunbtajUvICAADRo0QG5uLjZu3Ghz/U2bNuHnn3/GO++8g1q1auW7n3v37gEAfHx8zNNMf9+9e9c87eeff8aOHTvwxRdfQKlU2txWWTzFUZiuXbua+/384osvHBMEERFVCOnZOizYGg0AmNi9DtzVCgdHZJszlhnKA2cvM6gVckzuURcA8NX2S0jJzHVwRERE5KzXZEffyzv7NZmIjJjIIKqkMjIyAFgWTPLy9fUFAJtPK2RmZuKVV15BvXr1Cm22amqqGh0dbZ528eJFAEBoaCgAID09HW+88QaeeOIJ9OjRo0jxO7Jny2eeeQYAEBUV5cAoiIjI2X274zKSMnJQ098Nz7Sx3bVDeeDsZQZHcvYyw6Dm1VG3ijtStTp8vfOyo8MhIqr0nPWabDnepWPu5p39mkxETGQQVVoBAQEAgKtXr9qcb5oeGxtrNW/GjBmIjY3FV199BZVKVeB+mjVrhqpVq2LevHk4ffo0bt++jWnTpkGSJPTp0wcA8NFHHyE5ORnz5s3LdzsPDsrlyDG6mjVrBgC4cuUKcnJyHBcIERE5rdupWny3KwYAML13BJTy8lssd7YyQ3ni7GUGuUzCG73qAQCW7onB7VStgyMiIqrcnPWaLCwzGQ7h7NdkImIig6jS6tKlCwBgxYoVVhfx/fv348IF48CjaWlpFvOOHj2Kzz//HMOHD7fZnPVBGo0Gc+bMQWxsLBo3boygoCBs2rQJr7zyCpo0aYILFy5gwYIFePvtty0GGsvKyipwcO+CnuK4evUqJEnK9+f7778vNO6C+Pv7m/82NbklIiIqjvlbLiIrV48WId7o1TDI0eEUyNnKDMXBMkPhHq0fiBYh3tDmGrBwW3ThKxARUalx1mtyUcbI4DWZiApTPjviJaJS99xzz2HWrFm4du0aBg4ciLlz5yIkJAR79uzBmDFjoFAooNPpIJP9m+/U6/UYM2YMvL29MXfu3GLtKzw8HCtXroRWq8UjjzyCJ554AgAwfvx4hISEYOrUqQCAX375BW+++SauXr0KLy8vjBs3Dh999BEEJIttFlRf4ebmhiFDhuQ7f/fu3bh8ueTdI+QtmJkGPiMiIiqqkzeS8evh6wCAt/vWL/fXEmcrM+SNozAsMxROkiRM710PT3+7H78cuo7RkeGo6e/m6LCIiColp70mW4yRYftmntdkIioMExlElZSbmxvWr1+P/v374++//8bff/9tnhcSEoLJkydj9uzZFn1vLliwAEePHsXixYstnmYoivbt26N9+/YW0/744w9s2bIF69evh1qtxpEjRzB06FD06tULn3/+OXbs2IFZs2YhMDAQr40dZ7GuoYBMhr+/P5YtW5bv/BEjRjxUAejOnTvmv/Prm5SIiMgWg0Hg/XVnIAQwqFk1tArzdXRIhXK2MsOECROKvC+WGYqmbbgfukYEYPuFRMzbchFfPNvc0SEREVVKznpNNhTQ24IJr8lEVBgmMogqscaNG+P8+fNYuXIlDh8+DJ1Oh6ZNm2Lo0KGYOXMmAKBhw4bm5f/8809zk87ly5dbbCs+Ph7/z959h0dRtW0Av2drekJIINQgvRdpUgMiHQUUFVABESwIIqigIoKKiqCAYteX8kmx0aSIitJ7R0A6oYVAgIT0srvP90fcNctu+tbk/l0XF5spZ87MlvPMPHPOAMCDDz4InU6HadOmoX379rluOy0tDS+99BLuv/9+9O7dGwDw0UcfISAgAD/++CMCAwPRt29fHDhwADNnzsRzdyQy3PmMjEOHDgEAatWqBa1W676KEBGR11lx8AoOXkyAv06N13rVc3d1CsybYobCJDKcrSTFDBO618Wmk3FYfTgGz3SsjoaVgt1dJSKiUskb22QPeERGiWqTiUorJjKISjlfX18MGTIEQ4YMsZq+YcMGALAZP1NEsGXLllzL27lzJwDrux3see+993Dt2jXMmTPHMu3EiROoW7cuAgMDLdNatWqFzZs34/btxILsjkt8//33AIDOnTu7uSZERORNktKz8P6vJwAAY7rUQvkgHzfXqHC8JWZITExEUFBQQXbJ6UpSzFC/YhD6Nq2IVYdiMPO3k1g4vJW7q0REVGp5W5ssVkNL5bkJpylJbTJRacVEBhHZ2Lx5Mw4cOIAGDRqgXbt2lumbNm3KdZ1q1arhwoULuHr1KiIi8n5o6dmzZzFz5kxMnDgR1atXt5qXmppq9XdKSkr2izuGsHRX8LNp0yZ8//33UBQFY8aMcU8liIjIK33y52ncSM5A9TB/DG93l7ur4xCeGDN4yrjXJTFmGN+1NtYeuYrNp+Kw8+xNtKlR1t1VIiKif3lym2zdI8P1J/MlsU0mKo0K/iQ8IipxDh06BIPBYDXtwIEDGDx4MBRFwdy5c52y3bFjx6JChQp49dVXraY3aNAAx48fx8GDBwEASUlJWL16NapWrYqAgECrZV0d/KSnp+PTTz9F7969YTQaMXnyZDRs2NCldSAiIu91LOY25m2PBgC8eX996DTeFYZ7U8yQ845QdyjJMUNkWX8MalUVADB9/YlcH9hKRETO441tshTgGRnOUJLbZKLSiD0yiEqxF198EcePH0fTpk0RFhaG6Oho7N69GyqVCl999ZVTulyuXbsWa9euxYoVK+Dr62s175VXXsGSJUvQuXNn3HvvvTh48CAuXbqEL7/80qYcZwY/3377reWuldTUVMTGxmL//v1ITU2FXq/HjBkz8PLLLzuvAkREVKIYjCZM+PkIjCZBr0YR6FSnnLurVGjeHDM4U2mMGcZ0qYllBy7j8KUE/Ho0Fr0aVXB3lYiIShVvbJNdkbsojW0yUWnDRAZRKfb4449j0aJFOHToEBISEhAeHo6BAwfilVdeQdOmTR2+vYyMDIwdOxbdu3dHv379bOY3btwYK1euxBtvvIE1a9YgIiIC06dPxzPPPIO0TKPVss4MhLZv347t27dDURQEBAQgNDQUnTt3RlRUFIYOHYpy5bzvAhQREbnPN1vP41hMIoJ9tXjrAe+8C9CbYgZXKo0xQ7lAH4zoUB2f/HkaM387ia71y0Or9q4eRkRE3swr22SrZ2Q452y+NLbJRKWNIuwPTEReIDXTgPpv/mb5e8WotmhWtYwba0RERJS/c3HJ6PHxVmQaTPjo4SZ4qHlld1eJqNiSMwyImrERN1My8U6/hnjinkh3V4mIiDzYqMX7se7vWADAkDaReLuvd97YQUTuxVtniMgr3JlyZQaWiIg8nckkeHXZ38g0mNCxdjgevLuSu6tE5BABeg1e6FILAPDxhtNIyTDkswYREZVmOc/nTbyfmoiKiIkMIvIKd4Y6jH2IiMjTfbvtHPZE34KfTo33+jeEoijurhKRwwxqVRWRZf1wIzkD32497+7qEBGRBxOx/5qIqDCYyCAir2A7Ch6jHyIi8lxHr9zGzN9OAgAm96mPymX83FwjIsfSaVR4uVsdAMDXW87iRnKGm2tERESeSnKcv/NMnoiKiokMIvIK7JFBRETeIi3TiLHfH0SWUdC9QXkMbFnF3VUicorejSqgceVgpGQaMffP0+6uDhEReSj2yCAiR2Aig4i8Ap+RQURE3mLa2uM4G5eC8kF6TH+wMYeUohJLpVLwas+6AIDFuy8i+kaKm2tERESeSPL4i4iooJjIICLvcGcig7EPERF5oPVHY7F490UAwEcPN0UZf52ba0TkXG1rhCGqdjgMJsHM30+6uzpEROSB2CODiByBiQwi8gpyRybDxOiHiIg8zLm4ZLz802EAwNMdq6N9rTA314jINSb2qAtFAdYeuYqDF+PdXR0iIvI4OZ6RwVN5IioiJjKIyCvYDC3F4IeIiDxISoYBzy7aj+QMA1pVC8Ur3eu4u0pELlO/YhAebFYZAPD2muMQBmpERJSDVY8MDi1FREXERAYReQWbh30z+CEiIg8hIpi47AhOXUtGuUA9Pn2sGbRqhtlUukzoUQd+OjUOXkzAL4dj3F0dIiLyIDlHVGCum4iKimdYROQVbO7sY/BDREQeYv72aKw5chUalYLPH7sb5QJ93F0lIpcrH+SDUZ1qAACm/3oCaZlGN9eIiIg8heTymoioMJjIICKvYNsjg4iIyP12n7uJ99b9AwB4o3c9tKgW6uYaEbnPiA7VUSnEF1dvp+PrLefcXR0iIvIQfNg3ETkCExlE5BX4jAwiIvI00TdS8Oyi/TCYBH2bVsTQttXcXSUit/LRqvFar7oAgC83n8XV22lurhEREXkC6x4ZPJknoqJhIoOIvMKdwQ6DHyIicqfbqVkYvnAv4lOz0KRyMKY/2BiKori7WkRu17tRBbSsVgZpWUbMWH/S3dUhIiIPINZP+yYiKhImMojIO7BHBhEReYgsowmjluzHubgUVAz2wTdDWsBXp3Z3tYg8gqIoeLNPAygKsOLgFey/EO/uKhERkQfhqTwRFRUTGUTkFfiMDCIi8gQigjdXHcP2Mzfhp1Pj26EtUS6ID/cmyqlR5WA83LwyAGDyyqMwGE1urhEREbmT9TMyeDZPREXDRAYReQXTHcEOgx8iInKH/207j6V7LkJRgE8GNkP9ikHurhKRR5rYoy6CfbU4fjUR/7fzgrurQ0REbpRzaGieyRNRUTGRQUReweZh3+6pBhERlWIbjl/Du+v+AQBM6lUP99Uv7+YaEXmusgF6TOyR/eDvWX+cwrXEdDfXiIiI3MW6R4b76kFE3o2JDCLyCjaxDoMfIiJyoeMxiXjh+4MQAQa1qoqn2t/l7ioRebyBLaugaZUQJGcYMG3tP+6uDhERuQmf9U1EjsBEBhF5hTuHkhKGP0RE5CLXEtPx1MK9SM00ol3Nsni7bwMoiuLuahF5PJVKwbR+DaFSgNWHY7D1dJy7q0RERG5gNbQUu2QQURExkUFEXuHOWMfEZ0YSEZELpGQYMHzBXly9nY7q4f74fHBzaNUMoYkKqmGlYAxpUw0A8Nryv5GSYXBvhYiIyOXYI4OIHIFnYUTklRj8EBGRsxmMJoxZehDHYhIRFqDDwidbIdhP6+5qEXmdV7rXQaUQX1yOT8OM9SfcXR0iInIxyfUPIqKCYyKDiLyCzcO+2R2ViIicSEQwdfUx/HXiOny0Knw7tCWqhPq5u1pEXslfr8EHDzUGACzceQG7z910c42IiMilrHpk8FyeiIqGiQwi8gp3BjsMfYiIyJm+3Xoei3ZdhKIAcx5thqZVQtxdJSKv1r5WGAa2rAIAmLDsCNIyjW6uERERuYr1MzLcWBEi8mpMZBCRV7DtkeGeehARUcn3699X8e66fwAAk3rVQ4+GEW6uEVHJ8HrveqgQ7IMLN1Mx87eT7q4OERG5iNUzMnguT0RFxEQGEXkF21iH0Q8RETnegYvxePGHQwCAoW0i8VT7u9xbIaISJMhHi/cebAQAmLf9PLacinNzjYiIyBXE6jXP5YmoaJjIICKvcOczMXgXBxEROdqFmykYuXAfMgwm3FevHN68vwEURXF3tYhKlM51yuGJeyIBAON/PIwbyRlurhERETmbSTi0FBEVHxMZROQV7ox1GPsQEZEj3UjOwJB5e3AzJRONKgXjk0HNoFYxiUHkDJN610OtcgG4kZyBV346bHPDChERlSxWQ0u5rxpE5OWYyCAir8BnZBARkbOkZBjw5Py9uHAzFVVCffG/YS3gp9O4u1pEJZaPVo1PBjWDTqPCxpNxWLgj2t1VIiIiJ7IaWorn8kRURExkEJGXuGNoKd7HQUREDpBpMOHZRfvx95XbCPXX4f+Gt0a5QB93V4uoxKtXIQiv96wLAHhv3QkcvBjv5hoREZHTiPVTMoiIioKJDCLyCuyRQUREjmYyCSb8fBhbT9+Ar1aN+cNa4q4wf3dXi6jUGNq2GrrVL49MownPLTqA60np7q4SERE5AXtkEJEjMJFBRF6Bz8ggIiJHm77+BFYeioFGpeCLx+9Gkyoh7q4SUamiKAo+eqQJaoT7IzYxHc8vPoBMg8nd1SIiIgfjMzKIyBGYyCAir2DbI4PhDxERFd23W8/h6y3nAAAfPNQYneqUc3ONiEqnQB8tvh7SAgF6DfZGx+ONlX8zziMiKmFyDg3N33giKiomMoiKYMeOHejVqxdCQ0MREBCAVq1aYeHChUUub82aNYiKikJwcDCCgoIQFRWFNWvWFHj9//u//4OiKFAUBdOnT891uV9//RVdu3ZFSEgI/Pz80KhRI8ycORMGg6HIdXcVT38mxj///IOHH34Y4eHh8PX1RaNGjTB79myYTEW7q7C4n7EtW7ZApVJBURQ8++yzdpfZv38/pk+fjgcffBCVKlWCoijw8eG48ETkGOnp6ZgyZQpq164NHx8fVKxYEcOHD8fly5cLVU5CQgKWLFmCwYMHo379+vD390dgYCBat26Njz/+GFlZWTbrREdHW9rF3P6N7FgDN9bNwas96+Kh5pUdtdtEVAQ1wgPwyaCmUCnAj/suY+5fZ+wu5+h4K6e3337b8vvw/fff28yfOnVqvr8riqJgy5Ytxa4LEbmfO8/5jUYjfvzxR7z88svo0KED/P398zyvu9OZM2cwcuRIVKtWDT4+PggPD0fbtm0xc+bMIte/uFzdI8Pd5+dr1qzB66+/jvvuuw/BwcFQFAU9evTIdfnU1FSsXLkSTz31FBo3boygoCD4+/ujSZMmePvtt5GcnFykehOVOEJEhbJ8+XJRq9WiKIpERUXJQw89JCEhIQJAxo0bV+jyPv74YwEgGo1GevToIX379hVfX18BIB9//HG+68fFxUlYWJgoiiIA5P3337e73PTp0wWAqFQqadOmjTzwwANSrlw5ASDdunWTrKysQtfdlY7H3JbIiWss/5YfuOTuKlns3LlT/Pz8BIC0atVKHnnkEYmIiBAA8tBDD4nJZCpUecX9jKWnp0udOnUsn4lnnnnG7nJ9+/YVZMeRln96vb5QdSUisictLU3atm0rAKRChQryyCOPSKtWrQSAhIeHy5kzZwpc1qRJkyztV/PmzeXRRx+Ve++9V/R6vQCQ9u3bS0pKitU6cXFxMnToULv/Ot8/QBSNTgBI/7HTCv0bTUTO8387zltivZ/2Wcd6jo63cjpx4oTo9XpL7LR06VKbZVasWJHr78p9990nAMTPz0+SkpKKXA8i8gzuPuePj4+3OU/L67zuzrr7+PiIoihy9913y8CBA6Vr164SEREhNWrUKHTdHaXnnC2W3/ch/9vt1G15wvl5cHCwzfvXvXv3XLfxzTffWJZr0KCBPPzww9K9e3cJDAwUAFK3bl25du1aoepNVBIxkUFUCLdu3bI0SMuWLbNMj42NlZo1awoA+euvvwpc3smTJ0Wj0Yher5cdO3ZYTS9btqxoNBo5depUnmU8/vjj4uPjI48//niuiYw9e/aIoiii1Wrlt99+s0xPSEiQjh07CgCZPn16gevtDseuWCcylu33jERGVlaW1KhRQwDIrFmzLNOTkpKkTZs2AkDmzZtX4PIc8Rl74403RFEUGTFiRJ4B7/Tp0+XNN9+U1atXS2xsLBMZROQwkydPFgDSpk0bq4t6H330kQCQjh07Fris999/X15//XW5fPmy1fRTp05J1apVBYC89tprBSprzeEYqTTyi+yLCTofSUhIKHA9iMg13lt3XCInrpEar62VLaeui4jj462cTCaTdOzYUcqXL2+5ycNeIiMvEyZMEADy2GOPFakOROQ5POGcPzk5WZ544gn55JNPZOfOnfLFF18UKJFx6NAh0el0UrZsWdm6davVPKPRKHv37i1wvR2tR45ExhNOTGR4yvn58OHDZebMmbJp0yZZvXp1vomMhQsXynPPPWfzWYiJiZFmzZoJABk0aFCB601UUjGRQVQIM2bMEADSt29fm3nLly8XANKnT58Clzdq1CgBIGPHjrWZN2vWLAEgo0ePznX933//XQDItGnTZMqUKbkmMp566ikBICNHjrSZd/ToUcsdsgaDocB1d7WjVxKsEhk/7/OMRMaPP/4oAKRJkyY28w4cOCAApGHDhgUur7ifsWPHjolOp5MRI0bI/PnzC3znjogwkUFEDpGZmWm5S+3AgQM28xs3biwAZN++fcXe1pIlSwSAVKtWLd9l1x6JkRqvrZWgNo8IAHn00YHF3j4ROZ7RaJLRSw5I5MQ1UueNdbLz7A2Hx1s5ff311wJAFi1aJEOHDi10IsNkMkmVKlUEgKxfv75IdSAiz+Fp5/wiUuDzug4dOggAWb16dYHr5yrdZ2+2nMs//u0up23H087PRUQ2btyYbyIjLzt27LCcq2dkZBSpDKKSgs/IICoE8xiWAwYMsJnXu3dv+Pj4YMOGDUhPTy92eQ8//DAAYPXq1XbXTUtLw7PPPot69erhlVdeyXM7+/fvBwB06tTJZl6DBg0QFhaGuLg47Nixo0D1dgebh327pxo28noPmzVrhurVq+Po0aOIjo4udnn5fcZEBCNHjkRwcDA++OCDQuwFEZHjbNu2DQkJCahRowaaNWtmM9/8+5Zb+1YYTZo0AQDExMTkudzP+y9j9JIDyDKagDPbAABDhjxR7O0TkeOpVAo+fLgxomqHIz3LhCfn78WC75cBcFy8ZRYbG4sJEyagS5cueOyxx4pU302bNuHSpUuIiIjAfffdV6QyiMhzeNI5f2H8888/2Lp1K2rXro0+ffoUuzxncuazvj3p/NxRzPFuRkYGbt686bTtEHkDJjKICuHIkSMAgLvvvttmnk6nQ8OGDZGeno6TJ0/mW1ZCQgIuXrwIAHYv9FSuXBlhYWG4cOECbt++bTN/ypQpOHfuHL744gvodLo8t5WSkgIAKFOmjN35oaGhAIDDhw/nW29PIc6MfgrBfMzsfSZyTi/osS3OZ+yLL77Ajh078NFHH1neUyIiV3P072Jezp07BwCIiIjIdZnvdkbj5Z8OwyRAu4AbSIyLQXh4OLp161bs7RORc+g1anz1RHN0qBWGtCwj/ty+F4Djf1deeOEFpKWl4YsvvihyXRctWgQAGDRoENRqdZHLISLP4Enn/IXx559/AgC6du2K9PR0LFy4EGPGjMELL7yAb7/9FomJicUqv7isH/btvHN5Tzo/dxRzvKvVanmeT6UeExlEBZSYmIiEhAQA2QGHPebp5mAlL+ZlypQpA39//0KVd+jQIcyePRtPPvkkoqKi8t1WeHg4AODChQs280wmEy5dugQAhb6LzZU8tUeG+b1xxGeiOJ+xmJgYvPbaa+jcuTOeeIJ3GROR+zjydzE/H3/8MQCgb9++NvNEBB9vOI3Jq44BAJ5sVw0Bl7J7Hg4aNAgajabY2yci5/HRqvHNkBZoV7Mssm5fBwDEZPnaXbYovytr1qzBTz/9hNdffx21atUqUh3T09OxbFl2bxHGX0Tez5PO+Qvr2LHseMfX1xdNmzbFsGHD8Omnn2Lu3LkYOXIkatSogS1bthRrG8WRM3nhzHsSPeX83JHM8W6PHj2g1+udth0ib8BEBlEBJScnW177+fnZXcYcnORcNr/ycisrt/KMRqNl+KCZM2fmX3HAkuxYuHChzbwffvgBaWlpAICkpKQClecONndteEgmI7/3sSifiaKU9/zzzyM9Pb1YdxQSETmCI38X8/Lll19iw4YNCAkJwauvvmo1Lz3LiLHfH8LsDacAAKM718Sr3Wri559/BsALjkTewkerxrdDWgJZ2UN2vP3rWfy495LNcoX9XUlOTsaoUaNQu3ZtTJw4scj1++WXX3D79m00aNDA7t3WRORdPOWcvyji4+MBAHPmzMGtW7ewfPlyJCQk4OTJkxg8eDBu3LiBfv364erVq8XaTlFZ9chw4rm8p5yfO8q6devwv//9D1qtFu+8845TtkHkTZjIICqgggxlVJjhjszLKopSqPI+/vhj7Nu3DzNnzkTZsmULtK3nn38ewcHB2LVrF4YNG4YzZ84gISEBP/zwA55//nnLXakqlef+JNj2yPCQTMa/cnsfi/KZKOwyy5cvx8qVK/Hqq6+iTp06Bd4eEZEz5Ne+OWJowM2bN2Ps2LFQFAXz5s1DxYoVLfOuJ6Vj4Ne78MvhGGhUCt7r3wgvd6+DtWvXIj4+HnXr1kWLFi2KXQcicg1fnRpqVfbviVGACcuO4OMNp61+Swr7u/L666/j0qVL+OKLL4p1d6t5WCkmR4lKBk855y8Ko9EIADAYDFi0aBH69++P4OBg1K5dG4sXL0bLli0RHx+Pzz77zCHbKyyxeu38c3l3np87yj///IPHH38cIoKZM2danpVBVJqxTz1RDsOGDbOZ1q9fP/Tr1w+BgYGWaampqQgKCrJZNjU1FQAQEBCQ77bM5ZmfX2HPneVduHABb775Jjp27Gi3rrmpVKkSVqxYgQEDBmDhwoVWPTMaN26Me+65B19//XWuz9DwBHeGBx7yiAwEBAQgPj4+1/exKJ8J83oF+YwlJiZizJgxqFWrFl577bVC15+IyNHya98K87toz5EjR9CvXz9kZmbik08+Qf/+/S3zdpy9gRe/P4TrSRkI9tXii8fvRtsaYQB4wZHIm5njrUeahmPFBWD2hlM4eS0RMwY0QYBeU6jflT179uCzzz7DE088gXvvvbfIdbp58ybWr18PlUqFwYMHF7kcInItTz/nLyrztipVqmT3OWBPPvkk9u7di02bNhVrO0VlnXx23nbcfX7uKJcvX0aPHj0QHx+P8ePHY+zYsQ4tn8hbMZFBlIO9oZeqVauGfv36ISgoCMHBwbh9+zYuX76M+vXr2yx7+fJlAEDVqlXz3ZZ5GXMja2/MzDvL27hxI1JSUnD9+nV07tzZalnz8y2+/vprrF+/Hu3bt8e0adMs8zt37oyzZ8/ihx9+wJEjR6BSqdC6dWs8/PDDGDJkCACgQYMG+dbbXe6808FD8hioWrUq4uPjcfnyZTRu3NhmfmE+E0X5jB04cAAxMTGoVq0aevToYbVsbGwsgOxhD06cOIGaNWvi22+/LdwOEhEVkvn3yfx7dafC/C7e6ezZs+jevTsSEhIwdepUjBkzBgCQaTDhkz9P47NNZyAC1CwXgG+GtMBdYdlta0JCAtatWwdFUfDYY48VZbeIyI3M8VbXSC1a3t0QU345inV/x+LUtWR8+XjzQv2urFu3DiaTCX///Tc6depkNe/EiRMAgLfffhtffvklBgwYgNGjR9st54cffkBWVhY6d+6MKlWqFG8HichlPP2cv6iqVasGAIiMjMxz/vXr14u1naKyfti387j7/NwRbty4ga5du+LixYt48skn8eGHHzqsbCJvx0QGUQ75dQts0qQJtmzZggMHDtg0YllZWTh69Cj0en2BhvcJCQlB1apVcfHiRRw8eBDt27e3mn/58mXcuHEDVatWRXBwsNW8EydOWE607nT+/HmcP38eISEhdrf5zDPPWE0zGAzYvHkzVCoVOnbsmG+93cVTe2Q0adIEhw8fxoEDB9CrVy+b+QcOHAAAu0FUbuUV5TMWHR2d68Par169iqtXr1oeVEZE5Ezmbu/m3787FfZ30SwmJgZdu3ZFbGwsxo4diylTpgAADl1KwKvLjuBEbPZznga2rII3768PP91/Ye6PP/6IjIwMdOzYMdcTfCLyXDnjrTfe6IU6EYEYtXg/zlxPRr/PtuPGrr0ACve7cujQoVzn/fPPP/jnn3/QtGnTXJdhLy8i7+Qt5/yFZX5Oz61bt+zOv3nzJgDH9xwoKMn1D8fylPPzokpKSkLPnj1x4sQJPPjgg/jmm2/yHJqMqLTx3AHxiTxQ7969AcDysNCc1qxZg/T0dHTp0gU+Pj7FLu+nn34CAPTp08cybdiwYRARu//MF3Tef/99iAhWrlxZoDosXrwY165dQ48ePTz6bjJPfUZGXu/hwYMHce7cOdSvXx933XVXscuz9xnr1KlTrp+J+fPnAwCeeeYZiEieJ+xERI7Srl07BAcH4+zZszh48KDNfPPvW872LT/x8fHo3r07zp8/jyeffBKzZ8/GrZRMvLnqKB78fDtOxCahjJ8Wnw5uhukPNbZKYgC84Ejk7e6Mj5pHlsHqMe3R6q5Q3Lp4EtcuX0BopeoILV8537KmTp2aa+w0dOhQAMDSpUshIpgzZ47dMs6dO4edO3fC19cXDz30kGN2kog8grvP+YuqS5cu8Pf3x9mzZ3Hp0iWb+eYhpe6+++5ib6sorIaWcuK5vLvPz4sjIyMDffv2xb59+9C9e3csXboUarW62OUSlSRMZBAVwogRIxAUFIRVq1Zh+fLllunXr1/HhAkTAADjx4+3Wa9u3bqoW7curly5YjV97NixUKvV+PLLL7Fr1y7L9NOnT+Pdd9+FWq3GCy+84JC679+/3+bukz/++ANjxoyBj48PZs2a5ZDtOM8dQ0t5Rh4D/fv3x1133YXDhw9j9uzZlukpKSl4/vnnAdj/THTp0gV169bFnj17rKYX9TNGROQpdDqdZSiW0aNHW41RPGvWLBw5cgTt27dHy5Ytrdb79NNPUbduXZvn/aSmpqJXr144evQoHnnkEcz59At8teUcomZuxP/tvACTAP2aVsSG8VHo07gi7nThwgVs27YNer0eDz/8sBP2mIiczV68VS7QB98Magj9ngXZCzXqgx4fb8HmU3GW9XKLt4rLnBzt27ev3THTich7ees5v5+fH8aMGYOsrCw899xzVvHX+vXrsXDhQiiKgqeffrrY2yoKq4d9O/Fc3lvPz41GIwYNGoSNGzeiQ4cOWL58OXQ6XbHLJSppOLQUUSGEhoZi3rx5eOSRRzBgwABERUUhLCwMGzZsQEJCAl544QV06dLFZr2TJ08CyO56mFOdOnUwc+ZMjB8/Hh06dEDXrl2h0+nw+++/Iy0tDbNmzXJYF8WHHnoIRqMRjRo1QnBwME6ePImDBw/C19cXP//8s8O24yw2PTI8JJOh1WqxaNEi3HfffRg/fjx++OEHREZGYuvWrbh69Sr69euHJ5980ma9s2fP4sKFC5aHg5kV9TNWFGvXrsU777xjNS0zMxP33HOP5e/Jkydb7kIhIiqoN954Axs2bMCOHTtQq1YtdOjQARcuXMDu3btRtmxZS4+xnG7cuIGTJ0/i6tWrVtMnTZqEXbt2Qa1W4+yNNFRrdz8yDSYAQIivFo0rByMh1gdlBy6wW5fFixdDRPDAAw8Ue9gGInKP/OKtzt17w9jpAVyIT8fQeXvQu1EFTO5TP9d4q7gWL14MgL28iEoiTznnHzVqlGUYpLi47ATtihUrrHrZ50yMAMCUKVOwdetWrF27FrVq1ULr1q1x/fp17Nq1CyaTCe+++y5atWpVrONTVK56RoannJ+/8847WLt2LQAgMTERQPb7lfNce8WKFahQoQKA7Bt6VqxYAQAICwvDqFGj7O7fhx9+iLCwsCIcGaKSgYkMokJ66KGHsGXLFkybNg27du1CZmYm6tWrh+eff95ug5ifcePGoWbNmpg5cya2bt0KAGjevDleeeUVPPDAAw6r97PPPouVK1di9+7dSE5ORoUKFfD0009j4sSJqF69usO24yw2z8hwSy3sa9u2Lfbu3YspU6Zg06ZNOHToEGrUqIGXXnoJL774IlSqwnV+c/RnLDdxcXHYvXu31TQRsZpmDpqJiArDx8cHGzduxPvvv48lS5Zg5cqVKFOmDIYOHYp33nmnUEMZXo7N/h0yGo3Y/9dqq3kpAK5kD42PBQsW2F3ffMHx8ccfL/R+EJHnyC/eyjAKPvztFBbsOI+1f1/FppPXkZxhcHg99uzZg1OnTiE8PBzdunVzePlE5H6ecM5//Phxm3O169ev5/mwbh8fH/z111/48MMPsWjRIvz666/w8fFB586dMW7cOLfeoJZzOCln35ToCefnZ8+etXn/bt++bTUtIyPD8jo+Pt7y2pzQsGfq1KlMZFCppoin3NZMRJSHPedv4ZGvdlr+fuuBBhjatpr7KkRERE6TaTDhj+PXsHTPRWw7c8MyvW5EIEZ1ronejSpAreKDD4nI1rGY25i88igOXEwAANQI98fL3eqgR8MIPjCViMhN2n/wFy7HpwEAmlUNwYpR7dxcIyLyRuyRQURe4c6cq4k5WCKiEsVkEuyNvoXVR2Kw7u9Y3ErJBAAoCtChVjiG3BOJLvXK8UIkEeWpQcVg/PxsW/y47xI+WH8CZ+NS8NziA2hSORgTetRFu5q8k5WIyNWshpbiqTwRFRETGUTkFe6MdW6nZdldjoiIvIeI4PDl21h9OAZrj1xFbGK6ZV65QD0eaVEFj7asgiqhfm6sJRF5G5VKwcBWVdG7cQV8s/U8vt16Docv38Zj3+5G67tCMapzTXSsFcbEKBGRGzCPQURFxUQGEXmFO+/auJmc6Z6KEBFRsRhNggMX47Hh+DWsO3oVl26lWeYF+mjQvUEE7m9SEW1rlIVWXbgxjImIcgr00WJ819oY0iYSn/51Bot3X8Du87ew+/weNKwUhFGdaqJ7gwgOVUdE5GTCLhlE5ABMZBCRV5A77tu4mZKRy5JERORpUjIM2Hr6Bjb8cw1/nbhuGTYKAHy1anStXx73N6mIjrXDoNeo3VhTIiqJwgL0mPpAAzzdsTq+3XoeS/dcxNEriRi1+ACqhvrhsdZV8XCLKgj117m7qkREJZLk8pqIqDCYyCAi73BHtHODPTKIiDyW0ST4+8ptbD9zA9vP3MC+C/HINJgs84N8NLi3bjl0rR+BznXD4adjSEpEzlcxxBdv3l8fo++tiQU7orFwRzQu3krF+7+ewEd/nEKfRhXweJtINKsSwmGniIgcKD3LaHnNDhlEVFQ8ayQir2CyGVqKPTKIiDxFpsGEf64m4uDFeOw8dxM7z95EYrrBapkqob7oWi8CXeuXR4tqZThsFBG5Tai/DuO71sZzUTWw+nAMvtt1AX9fuY3lB69g+cErqBHujweaVML9TSqgeniAu6tLROTVktKzEJ/63zMu7xxtgYiooJjIICKvYA52NCoFBpOwRwYRkZukZxlx5noyTl9Pwt+XE3HwUjyOxSRa9bgAsp930aZ6WbSvFYa2NcJQI9yfdzgTkUfx1anxSMsqeKRlFRy+lIDvdl3A6sMxOBuXgtkbTmH2hlNoUDEIDzSpiK71y+OuMP6OEREVVs7noQHskUFERcdEBhEVSlxcnFu2G3/zBoypt1E2UI/rqRm4lQpcuXoNOo1z7+gNDw93avlERJ4qPcuIs3HJOH0tGaeuJeHUtezkxcVbqXZPQEP8tGhaJQQtq4WiXc0wNKwYBE0J6HXhrnaPqDTxhHirSZUQNKkSgjfvr48/jl3DL4djsO3MDRyLScSxmES8/+sJVA31Q+c64ehUtxxaVQuFv56n00RU8jg69jly5hqMqbctf6cnmYq8DU9oL4jIfRQR5kKJqOBK211o/IkkopIu02DCuRvJOHUtGadik/5NWmQnLO4c1s+sjJ8WtcoHol5EIJpWDUGzKmUQWdavRLYRJXGfiDyNp8Zbt1Iy8evRq1j391XsOX8LWcb/6qlWKWhYKRit7wpFsyohqFchCFVD/aBS8TeDiLybJ8c+ntpeEJFrMJFBRIXiyUGNM/AnkohKCoPRhOibqTh9LQknryXh9LVknLyWhOgbKTDkkrEI8dOidrlA1CwfgNrlAlC7fCBqlQ9EWICu1LQHpWU/idzJG+Kt5AwDdpy5gY0n47DlVByuJKTZLOOvU6NuhSDUqxCIu8ICUCnEF5XLZP8L9tXy94SIvIIn/1Z5Q3tBRM7DRAYRFYonBzXOwJ9IIvI2GQYjom+kWp5jceZ6Ms5cT8a5uBRkGk121wnUa1A7IhC1y2cnK7ITFgEID9CXut/9O5X2/SdyBW+Mty7Hp2LP+VvYG30LR68k4uS1JJtnBeWkUSkI8dMiyFeLEF8tfHVq6NQqaNUqaDUq6P4dis8kApP8+79JLH9LzukCvNqjLupXDHLV7hJRKeLJsY83thdE5DhMZBBRoXhyUOMM/Ikkotwcj0nEB+tPQKNSoFYp0KgVqFUqy99atQq+WjX8dGr46dXw06rhp9PAV5c9Lft/DXy1aug1Kui1Kug1/77WqKBRqywXrgwmE4wmQXK6AYnpWUhMN+B2Whau3U5HzO10XE1IQ2xiOi7Hp+HirVQYc+lh4atVo3b5ANQqH4g6/yYr6kQEIiLIp9T9vhcUjwuR85WEeMtgNOHcjRT8czUR/1xNwqX4VFyOT8OV+DTcSM5w+PYWj2iNdjXDHF4uEZEnxz4lob0goqLz2kRGfEomdp27iZrlAuCjVee7vAhwMyUDWUZBoI8Gfjo1VC78cTaYBHFJGQgP1EPjwHFTM40mXEtMh16jgsEoCPLVwk+ntrprB/jv7h3J8b8IEJecDr1GjQrBPtDm8UDODIMJ15PS4a/TIMBHY7nbKDXTAECBogAhvlpkGk3IMth+pIwiuJGUgUplfAEAWTnuCL3zE5jzzzs/ntbz7tyK5DrvzkVzzi/MNiTn3Dzrncd6ANIyjVAUBUE+GgT7aaFSFBhN2e/LtcR0BPtpoVWpoNOokJSeBQAoF+gD80dWBLiSkAYRQRl/HXQaFW4mZwLIHrc8w2CCj1YNo0lgNAliEtJgEkFalhE+2uz322ASpGcZ4atVI8NgQnK6ARq1ggC9BooCGE2A0STIMBihU2dfUEvNNOByzDWkZBrgq1XDR6vCtcQMBPz7nUpONyA9ywg/vQbpWUZEBPsAAC7cSMWxq4kID9AhyFeL26lZSDcYkZhmQLCv1vI6OSMLN5IyceFWKgL0aqRkGq2OZZsaZTF3YDOoVAomr/oba4/E4k6RoX6Qf/8P9dci0EcLlUpBXFIGapTzR1iAD05cTUSQjxbBvhrcFR6AizdTUDZADwiQZjCiXKAeyRkGpGUZofgEo0Z4AHx1asQlZSDYV4u0LANMJiDYT4sgHy1uJGdAAQAl+yJhepYJgT4a6DQqZGTlfmceea8a5fzhp+MDPku7badv4PH/7XZa+Ypir60rmEC9BjXLB6BmeABqlsv+V6tcICqX8eX47YXEh30TOV9Jf3hrepYR8amZuJ2WhYTU7H8ZBiMyDCZkGU3IMpiQaTRB+fe8Sq1SoFIUqJTsC4rm1ypFgUqV/bp9zTCUC/Jx966Rm6VmGnAyNgl+Og18tCoosG3j7zwXBXKPL+xNzu2Skf1lc6tpLmXYmZxbEfaXLUS5ue5zwcvITfb3Fwjx0yHDYERaphEmyR6iMy3TCMD6e63K8fr8jRSYRBCgz76Wo9eoIACib6TAV6dGkI8W/no1biZnwiiCjCwTygf5ICk9Cxq1An+9Bgaj4NS1JKhV2efzJske6k6jVuHq7TRUCfWDyZS9p+ZrD2qVggyD8d/zejX+uZr47zQTYmOvQaVS4KNRQ6VScOlWKpIzDGhQKQgGg+BKQhoM/14riCzrD5NJsOnUddxKzkKWyYQLN1Otjk+DCoGYfH8D1C4fCKNJ8Nyi/dh3IR4AYA5LTQKE+GrQoGIwIoJ9kJCahbQsI8IDdACAYD8dwgP0UPsFIzLMH1mG7HPuiGAfJKZl3+gTEeyDAL0GJ2OTkJ5lRLrBZBnaz2DM3mejSeCjVSE1M3vf9drsnnHRN1KgUhT46tTQqlVQKUCAXoOkjOxrHP46Dfz1mn9/xzNRJdQPBmN2rznF/Pts+d22/u3OMJhwJSENFYJ9oFYUKEr2sddr1EjOMCAlw4DwQD1EYCkrw2CESlGQkJoFvVaFTIMJGpUCvUYND84zUSlTJdQPwb5al27TaxMZf524huEL9rm7GkTkZGEBevjp1Hilex30aVzBcneIwWjCzN9P4rudF+Cv1yAuyfF3uhHlZvXo9mhUOdjd1SA3u5aYjq2nb8BoMsHwb+LYYPz3f5Mgy2hCaqYRaZkGpGYakZqVfWKb8m+iNHueEelZ2RezMv+9kJUXlQIE+mgR5KtBoF6L8kF6VAjxRcVgH0QE+6JiiA9qhAegXCCHhCIiIirpjl65jT5zt7m7GkR2hQfq8WS7anguqoZVXJqUnoWPN5zG6iMxuJbI83gib/Xl483Ro2GES7fp1beTNq4cjPM3UnIdPuFOAfrsDGpSuuHfngSuVcZPh4TUzFzvMCgKlaKgXKAeBpNApQAJaVnIMpiye5v8m8k1Z3QVZGeFs/8GFCjZmWmTCdcSM2DKI6dl3k56lhFJGQbo1CoY/s1kK8geQiMxLTtTrFGp7GaIA/QaxP7be0SrVlndK5LXxZY7Z+X8+847Tqzn3bneHcvm+gfyrJv1vDvXy70+Oen/7UWUmJaFxLQsGEwCrTr77ofsuzZMMPekCfTJvsMiPjXTqowgHy18tCokZxiRacjuaSHI7u2iU6uQnmWESqXAZBKU//durSBfLTINJlyKT4W/LrsXRVqWETqNCoE+WtxOzUSGwQSNWoFWpQIUQK0olofA+unUCNBrEKDXIDXTiJRMA8IC9DgXlwwfrRrhgXqkZRqRZTQhPNAHF26mICndgIaVghCg1yAl0/hvT4jsu0r8dBokZ2TBX69BsG927wk/rRr1KgYhJiENZf11qB4eYPcYatQqvNazHl7tUReKkr2fP+y7hIys7LtCLiekWY5vaqYRof46nLmejFspmagW5gdAwdXbaYi+kYJQfx0yjSaoVSr4adWITUxHoI8GGpWCMn46nL+RggyDCWGBeiSlZUH377Avt9Oyh3fx1aqhVWffIZeRZYKPVoX41CyICO+YKKE0ar6pBJQP8sGA5pUdWqbJJMg0mpCRZUKGMftOLLWiQK1WoFEp8NWqmaAgIiIiANm9BiqF+CItK/vGCHvsRQ25xRJ2p9qZmFskYq9ce5sqbp3sL5rL+gXevr3lClamuZdDSoYBOo0KPlo1TCJIzjD8G7vBMmqG0WT9HJzwQD2CfLVITjcgJdOATIMJBqNk96IQQWJaFpIyDAj110EB4KNV41piOoL+vQs6MS0LiqKgRrj/vyM6GKAASM4wICE1C5VD/XA1IQ1adfaID1nG7Dv7jSLw0WRfD0hKN6Csvw6Bvtnn6j4aFYz/xqSKoiDEVwudRoWLt1JxJT4NEcE+2f+CfHDmejJ8tCpUCvFD9XB/lPXXwU+vwanYJAxuXRX+etvLjoE+WrzRpz7e6FMf15PSkZZpRHigHkevJOLgxXikZBoRFqCDj1aN8zdSIAIkpmfhakIaQvx0uHAzBT5aNVIyDIi5nX2NqXyQD64mpCEl0/jvtb/s3ixJ/x5XrTp73xUFSM0wIthPi/RMY3bcbTAhyEcLvSb7GkiWMfsGo4x/e33oNWqkZhiQlGFAkE/2M46u3U6HXquGRqVAYP0so5zPNBLJ/ryF+GuRmGawfH50ahUyDCboNSoE+2pxLTEdWrUKxn8/FzqNGllGE8oG6JCRZYJeq4LJJMjI41lMRK7mo819ZB9n8doeGUREREREREREREREVPK5PnVCRERERERERERERERUQExkEBERERERERERERGRx2Iig4iIiIiIiIiIiIiIPBYTGURERERERERERERE5LGYyCAiIiIiIiIiIiIiIo/FRAaRCyiKAkVR3F0NIiIiKqUYixAREZE7MRYhouJiIoOohElISMDUqVMxZ84cd1fFYsuWLRg2bBiqV68OPz8/BAcHo2HDhhg/fjzOnj3r7uoRERGRAzEWISIiIndiLEJUMikiIq7YkIggMzPTFZsi8jg+Pj4AgPT0dKdvKzo6GnXr1kXVqlVx6tQpp28vL5mZmXjuueewePFiAEBISAjuuusupKen4/Tp0zAYDNDpdHj33XcxZswYt9aVyN10Oh3vUHIyxiJUmjEWYSxClB/GIs7HWIRKM8YijEWI8pNfLKJxVUUyMzMxffp0V22OyCO54jsQHx8PALh9+7bbv3NLly7FyZMn4efnhx49eqBBgwZQq9UAgJSUFGzZsgW7d+/GK6+8gg0bNqBNmzZurS+RO7366qvQ6/XurkaJxliEiLEIYxGi3DEWcT7GIkSMRRiLEOUuv1jEI3pkxMbGYsGCBRg2bBgiIiJcUR2PxWPxn5J0LIp750FhjoWn3HnwzTffYMyYMfD398fmzZvRsGFDu8tNmzYN06ZNg1arxa5du9CgQYM8yy1Jn4vi4rH4T0k4FrwL0vlK412QJeG7Udo46z0rjXdBOisWyYnfMe/D9yx3jEWcryTFIvwu5Y7Hxj5zLBIdHe304+JNsUhsbCyGDRuGTZs2FSkWKan4PbKvpB8Xj+mRoShKrhkVnU5n+b+03wHCY/Gfkngs9Ho9lixZgjlz5uD48ePQ6XTo2LEjpk2bluvJtYhg3bp1+L//+z98/PHHSElJQaVKldCnTx+8/vrrVj9cw4YNw8KFCwEAFy9etAQKOcsCgLS0NKxcuRKrVq3CwYMHceXKFQBAzZo1MWDAAIwbNw7+/v5F3k+j0YgPP/wQAPD666+jefPmuS47depULF++HMePH8fs2bPx3Xff5Vl2SfxcFBWPxX94LKgg8opFSip+N7yPs9+zosYiP/zwA/73v//hwIEDSE5OLtWxSE78jnkfvmfkTiUpFuF3KXc8NnnT6XRYtmwZY5Ecx6Njx46IiYnBqVOnCh2LlFT8HtlX2o8LH/ZN5EIzZszAY489hkuXLqFevXowGAxYtWoVWrVqhW3bttksn5WVhUcffRSjRo3CuXPnoNfrUa9ePVy7dg1z587F3XffbXV3Qe3atdGiRQsA2Rcq2rVrZ/XPbP/+/Rg8eDCWLVuG1NRU1KtXDxUrVsSxY8cwefJkdOzYEWlpaUXez927d+PChQvQaDR4+umn81xWrVZj5MiRAIDly5fDYDAUebtERESUt6LGIoMGDcKGDRvg4+PDWISIiIiK7LPPPmMscgeVSoXHHnsMAGMRojyJB0hMTJSNGzdKYmKiu6vidjwW/ylJxwKAABCtVisfffSRGI1GERFJSUmRxx57TABIZGSkpKamWq336quvCgBp0qSJfPPNN5ZjkZqaKqNGjRIA0qJFC6t1zp8/bykvN9HR0fLjjz9KUlKS1fSrV6/KgAEDBIBMnTq1yPs7c+ZMASCNGzcu0PL79++3HKP9+/fnuWxJ+lwUF4/Ff3gsiOzjd8P7OOs9K24s0qxZMzl48KBlemmORXLid8z78D0jcgx+l3LHY2MfYxH7zJ+XLVu2FCkWKan4PbKvtB8Xj0hkEJV05sbogQcesJmXkZEhERERAkDmzZtnmX79+nXR6/USFBQkly5dslnPaDRKy5YtBYBs2bLFMr0gDXZeUlNTRafTSa1atYq0vojIiy++KACkf//+BVo+ISHBcoxWrVpV5O0SERGRfYxF8sZYhIiIyLkYi+SNsQhR/ji0FJELPf/88zbTdDodRowYAQD47bffLNPXrVuHjIwMdO/eHZUrV7ZZT6VSoU+fPgCAzZs3F7ouJpMJq1atwvPPP4+ePXuiQ4cOaN++Pbp27QpFUXD69GmkpqYWulwASEpKAoACjyeZcznzukREROR4jEXsYyxCRETkGoxF7GMsQpQ/lz3sm4iAevXq5Tk957iOf//9NwBg165daN++vd31rl27BgCWh1IVVEJCAnr16oWdO3fmuVx8fDz8/PwKVTYABAYGAgBSUlIKtHzO5czrEhERkeMxFrGPsQgREZFrMBaxj7EIUf6YyCByoXLlytmdXr58eQDWWffbt28DAC5duoRLly7lWW5hH0A1fvx47Ny5E3Xq1MF7772He+65B2FhYdDpdACAypUr48qVK8jKyipUuWaVKlUCAJw9e7ZAy+dczrwuEREROR5jEfsYixAREbkGYxH7GIsQ5Y+JDCIXiouLs9sd8vr16wCss+4BAQEAgEmTJmHatGkOq4PBYMCPP/4IAFi1ahXq1KljMz82NrZY22jbti0A4Pjx47hx4wbCwsLyXH7Lli0AAD8/PzRp0qRY2yYiIqLcMRaxj7EIERGRazAWsY+xCFH++IwMIhf6559/8pxeu3Zty7T69esDAI4ePVqobSiKkuf8uLg4pKSkIDQ01KaxNm/PaDQWapt3at26NapWrQqDwYBvvvkmz2WNRqNlmQcffBAaDfOrREREzsJYxBZjESIiItdhLGKLsQhRwbg8kREbG4sRI0agQoUK8PHxQe3atfH2228jMzOzWOWOGjUKiqJAUZRiZ01dxRHH4sKFC3j22WfRvHlzhIeHQ6/XIzIyEr1798aff/7pxNo7liOOxenTp/Hee++hY8eOqFixInQ6HapUqYIhQ4bgxIkTTqx9wX3++ec20zIzM/G///0PANCtWzfLsZg0aRKA7LsDxo4dW+Bj4evrCwC4desWnnzySTRu3BgajQaKomDTpk2W+YmJiXa7Xs6YMaNI+5aTWq3Gq6++CgB49913LeNa2jNt2jQcP34ciqJg1apV8Pf3R6tWrbBkyZJCbdNkMuHTTz9F48aN4evri/DwcDzyyCM4ffp0sfbF1fbu3YtevXqhTJkyRToW169fx/vvv48BAwbgrrvusvwueqPiHott27bhpZdeQvPmzVG2bFn4+Pigbt26mDhxIhISEpxXcSIn43fDuxT3/dq0aRMGDx6MevXqISQkBH5+fqhTpw6GDx+OkydPFro+BYlFzHr37g2dTod169YVqj01xxq5DfHgqbGIVqvFhAkTiv2e3SkrKwtNmzaFoiioW7dukcuh3Dnie2aOmez927VrlxNrT+RZHHXNZu7cuXbPR12xbWdwZN1+++03dOrUCUFBQQgMDESnTp2sHnCd07Bhw3L9bXJVm+KIdtFkMlle9+jRw+Z83V4ssnfvXixduhRA9nWRxo0bF3i7rohF8jsuBYlFzNcxKlasiOPHjwPIPqfPLe6qVq1arp+HZ599Nt86u4q7rms4OoZzNHccF2/5zBSYuNDVq1elatWqoiiK9O/fXyZOnCjt2rUTANKjRw8xGo1FKnfDhg2iKIr4+/sLALl69aqDa+54jjoWf/zxh4SEhEjPnj1l1KhR8uqrr8oTTzwhQUFBAkDeffddJ+9J8TnqWDz66KMCQBo2bCjPPvusTJgwQXr27CkAxNfXV7Zs2eLkPckdAAEgWq1W5syZIyaTSUREUlNTZciQIQJAqlSpImfPnrU6Fq1bt7as27JlS6tjYTKZZPfu3fLss8/K2bNnraYHBgZa1qtQoYJEREQIANm4caOIiDRo0EAAyDPPPCMZGRkiImIwGGT69OmiUqlEp9MJADl//nyR99lkMkmfPn0EgISFhcmSJUskKyvLMj8uLk7Gjh1rqadOp5MRI0bISy+9JHfddVehP78jR44UAFK/fn155ZVXZMiQIaLX6yU4OFiOHTtW5P1wpY0bN4pOp5OAgIAiH4uNGzcKAFEURWrXri1+fn7i4p96h3DEsShfvryo1WqJioqSF198UcaNGyfNmjUTAFKjRg25du2ak/eCyPH43fAujni/Jk2aJFWqVJEBAwbI2LFj5ZVXXpE+ffqIWq0WvV4vf/31V4HKKWgskpKSYrXehAkTBIDcddddljjCrCCxyPHjx+3WxxNjkZkzZzrkPbvT5MmTLecpderUKfL+kH2OjJ+ioqJkypQpNv8uXbrk5L0g8gyOvGaT1/mos7ftaI6s26JFiyzt0ujRo2XMmDFSvnx5ASCLFi2yWX7o0KECQMaOHWvz2zR37lxH7qZdjmoXzefrAESlUknLli1Fp9NJcHCw7N+/3yYWybndxo0bCwDRaDQ223VXLFLQ45JfLPLEE09YjgsAad68eZ7XMSIjIyU4ONhuW7V69eoCvx/O5K7rGs6I4RzJXcfFGz4zheHSq1vmH6bPP//cMs1kMll+mOfNm1foMhMTEyUyMlIefPBBiYqK8ppEhqOORUZGht1G88qVK1K+fHnRarUSHx/vqGo7haOOxfz58+XQoUM205cuXWq5wO0u5kbpgw8+EAASEREhLVu2tCScfHx8ZPPmzTbHIisrSx5//HHL+sHBwdKqVStp0qSJVbLin3/+sdre8OHDLeW2aNFCKlSoYBU4/vLLL6IoigCQ0NBQadGihYSFhQkAmTx5skRGRhb74oGISHp6ugwePNhSz5CQELn77rulfv36liAEgKjVajlw4IBlvcTERGnQoIFoNBo5depUvtv566+/BIB06NBB0tPTLdPNSc6OHTsWaz9cISsrS2rUqCF6vb5YxyI2NlY2b94siYmJIiJSp04dr0tkOOpYTJ8+XWJiYqymmUwmee655wSAjBo1yuF1J3Imfje8i6Per7S0NLvTN2zYIACkRYsWBapPQWMRe/uRMxaJiIgoUiwSFRUlUVFRlvmeFItotVr58MMPHfae5bR//37RaDTyySefMJHhBI56z8wXBqZMmeLE2hJ5Pkdes1mzZo3l2swzzzyTbyLDGdeLHMVRdbt165aEhIRIWFiYXLx40TI9JiZGIiIiJCQkRG7dumW1jnkbxW0Pi8JRv7Hm8/U7Y5HQ0FDL9YCcscid270zFgEgjRs3dlssUtjjklssYi4/Zywikvd1jMjISImMjMz3mLuLu65rOCOGcyR3Xu/x9M9MYbns6lZiYqLo9XqpXr265Q4ws5iYGFGpVNKmTZtClzty5EgJDQ2V2NhYr0lkOOtY3Kl///4CwO7FfU/hqmNRu3ZtASBxcXHFLqsozI2TiMjixYulZcuW4ufnJ8HBwfLAAw/I4cOH8zwW3333naVx02q1Uq5cOWnevLmMHj1aNm3aZJPMSkpKkrFjx0q1atVEq9Vatp8zcFy/fr20bdtWfH19JTAwUO655x7LHSCOunhgtmnTJnniiSekWrVq4uPjIwEBAVK/fn3p16+fAJAnn3zSZp3vv/9eAMhrr72Wb/mDBg0SAHYvwPTo0UMAyMmTJx2yL87y22+/OeRY3MkbExnOOhZmMTExAkAaNGhQnGoSuRy/G97F2e+XiEiZMmUkJCSkQMsWJBbJy9q1a6Vfv34SERFRrFgkJ0+IRcaOHSunT58WEce/ZxkZGdKoUSNp3769mEwmJjKcwFHvGRMZRM49N88vkeGq6wJF4ci6ffXVVwJA3nrrLZt506dPFwDy1VdfWU13ZyLDUb+x5vN1e7GIOYlx7733WmKR3La7du1aadmypQDZvTrcFYsU9bjcGYuYb6gYMGCAJRYxy+06hqdflHbXdQ1XxN3F4c7rPZ7+mSksl13dMr9pzzzzjN35TZo0EZVKletdZ3mV+X//938iIl6TyHDGsbjTjRs3pGLFiuLn52fJ1HkiVxwLkf+6DHpy7xRnHouC3AHjDq+99poAkKVLl9rMu3XrlgCQtm3b5ltOhQoVxN/fXwwGg8282bNnCwD5+uuvHVJnZ3HUsbiTNyYynHUszOLi4gSANGnSpBi1JHI9fje8i7Pfrx07dggAad++fXGqSTk4+j177bXXxMfHx3IRgokMx3PUe2ZOZAwePFg+/vhjef/992XJkiVuuwmKyB3ceT7qqusCReHIupkv6O/cudNm3sGDBy2/QzmZExmffvqpvP/++zJr1izZsGGD3XNfR3PX+bqzY6jicud1jMjISImIiJAFCxbIu+++K59//rlH3bzsrusapeUzc6eCJjI8+TNTWBq4iPlBNbVq1bI7v1atWjh8+DDOnTuH+vXr51teYmIiRowYgV69euGJJ55waF2dzdHHAgCio6OxYMECGI1GxMTE4JdffkFCQgK+/PJLBAYGOqzujuaMY3GnPXv24NixY2jZsiVCQkKKWlWnc8Wx8DR57XOZMmUQFhaW78NFU1JScPXqVTRs2BBqtdpmvrlsT3/otyOORUnh7GMxb948ANYPtCXyBvxueBdHv1+bNm3Cpk2bkJGRgdOnT2PNmjUICwvD7NmzHVbn0s6R79nevXsxY8YMvPfee6hdu7ZD60n/cfT3bMmSJVYP3fT19cVbb72FV155pfiVJfJw7jwf9eRzYUfWLa+y8jtvHT16tNXftWvXxtKlS3H33XfnvQPF4K7zdU8/N3b3dYzY2FgMGzbMalqPHj3w3XffISwsrKC74RTueu9Kw2emODz5M1NYKldt6Pbt2wCA4OBgu/ODgoKslsvPiy++iNu3b+Orr75yTAVdyNHHAshOZLz11luYNm0a5s2bh/T0dMyfPx9PPfVU8SvsRM44FneWP3ToUKhUKsyYMaNolXQRZx8LT1SQfc5vf0vKcXPEsSgpnHksDh06hLfeegvlypXDhAkTilxHInfgd8O7OPr92rRpE9566y1Mnz4dy5YtQ5UqVbB+/Xq0aNHCIfUlx71nGRkZGDZsGJo1a4aXXnrJoXUka456z8LDwzFz5kz8888/SElJwZUrV7Bo0SKEhoZiwoQJXnnOSVRY7jyv8uRzOkfWLa+y/P39oVarbcqJiorCsmXLcOnSJaSlpeGff/7Biy++iLNnz6Jbt26IiYkp1P4UhrvO1z393Nid1zGGDx+OTZs2IS4uDomJidi1axd69uyJ9evX44EHHoCIFGpfHM1d711p+MwUlad/Zgqr0D0ywsLCcPPmzQIvv3HjRnTq1Kmwm8nTr7/+ivnz5+PLL79E5cqVHVp2YXjCsTDr1KkTRARZWVmIjo7G119/jSFDhmDPnj345JNPnLLNnDzpWJilp6fjwQcfxIkTJ/Duu+86fXtmnngsiiM2NhYDBgwo8PKTJk1Cz549nVgjoqI5f/48+vTpA6PRiO+//97r7jwgchZ+N7zD1KlTMXXqVKSkpOD48eN4++230a5dO8ybNw+DBw92d/WcyttikcmTJ+P06dPYv3+/3bssyfM0aNAADRo0sPzt5+eHxx57DE2aNEHz5s0xZcoUjBw5EiqVy+4DJCqyknY+6ijeelyefPJJq7/r1q2L2bNnw8/PD++99x5mz56NmTNnuql2pUfOWOTYsWMAgIEDB8LHx8dm2StXrsBkMjmlHm+++abV361bt8aaNWsQFRWFbdu2Yd26dejdu7dTtk3eqaR9ZgqdyBg0aBCSkpIKvHxERASA/7JOuWWYEhMTrZbLTWpqKkaOHInOnTvj6aefLnA9nMHdx8IerVaLWrVqYebMmUhNTcXcuXPRs2dPp5/MedqxyMjIQP/+/fHXX3/htddew+uvv16o9YvD045FcaWnp2P79u0FXv7atWsFXrYg+5zf/nrqcSssRxyLksIZx+LChQvo3Lkz4uLisGzZMnTu3LnY9SRyNX43vIuzftf9/f3RsmVLrFixAi1atMDTTz+Nrl27Ijw8vFj19WTOjEVycsR7duDAAcyaNQuTJ09Go0aNilQPKjhnx08NGzZE69atsXXrVpw5c4bDhJFX8MbzUVds2xOOS86yypYtazUvJSUFRqOxwPv41FNP4b333itU+1hY7jpf98RzY3uxyP79+3NdPr8h3h35uVKpVHjyySexbds2bN++3a0Xpd313nniZyYnT6ufJ31mCqvQiYy5c+cWaUP5jfd3+vRpqFQqVK9ePc9yrl+/jitXruDKlSu53hFToUIFAMDBgwfRtGnTItW3INx9LPLTrVs3fP7559i0aZPTExmedCzS09PRr18//Pbbb5gwYQLee++9ItWtqDzpWDhCtWrVnNbVLOc+N2/e3GpefHw8bty4gbZt2+ZZhr+/PypUqIDz58/DaDTa3PmY35imnsIRx6KkcPSxiI6ORufOnRETE4OffvoJffr0cWh9iVyF3w3v4uzfdY1Gg86dO+Pw4cPYt29fie4N6cxYJCdHvGdHjhyB0Wi09KC508mTJ6EoCoKDg5GQkOCoqpdaroifzL3UUlNTi1UOkat44/moK7btCcelVq1a2LdvH06fPm2TyCjseasrfpvcdb7uiefGOWOR119/He+//z6WLl2KgQMH2tQvNDQ035sZHH0dw1PaKne9d574mcnJE+vnKZ+ZwnJZ39h77rkHer0ef/zxh82JyNWrV/H333+jdevWdrtl5RQYGIinnnrK7j9zxnzw4MF46qmnbBoGT+GoY5Ef81iJGo3LnuleaI4+FjmTGC+//DI++OADZ1TbKVz1ufAkUVFRAIDff//dZp55mnmZ/MpJSUmxezfKb7/9VuBy3MlRx6IkcOSxiI6ORqdOnXDlyhX88MMP6Nu3r+MqSuRi/G54F1f8rntDrOdNHPGe1a5dO9dzFSD7jrynnnoKQ4YMcXDtSydnf88MBgMOHDgARVFQtWrVIpdD5A3ceT7qyefCjqxbXr9ZhT1v3b17N4DsC+zO4q7zdU8/N/bE6xiu+DwUhLveu9LymXEkT/nMFJq40JAhQwSAfP7555ZpJpNJhg4dKgBk3rx5VsunpKTIP//8IxcuXChQ+VFRUQJArl696tB6O4OjjsXu3bslLS3Npvzo6GipUqWKAJCtW7c6ZyccxFHHIi0tTbp16yYAZPz48S6pu6M56zvyzDPPCADZuHGjM6pdZFlZWVK9enXR6/Vy8OBBy/TExERp0KCBaDQaOXnypGV6XFyc/PPPPxIXF2dVzl9//SUApEOHDpKRkWGZvmHDBlEURTp27Oj0fSkuRx2LO9WpU0dc/FNfbI46FufPn5fIyEjRaDSybNkyV1WfyGn43fAujnq/Nm/eLCaTyab83377TbRarQQHB0tycrLT9qM0cVZbbAZA6tSp4+hql2qOes927Nhh8z3LysqSF198UQBIjx49nLofRJ7Cneejhd22KznquNy6dUuCg4MlLCxMLl68aJkeExMjEREREhISIrdu3bJMv3r1qpw5c8amPpcvX5a6desKAPn+++8dtZs23HW+Xtjtupq7jsuxY8ckPj7epj5bt24VHx8f0ev1Bb5+6izuuq5RWj4zd8rvuHjDZ6awXHp1KyYmRqpUqSKKosiDDz4or776qrRr104ASPfu3cVoNFotv3HjRgEgUVFRBSrfmxIZjjoWffv2ldDQUOnfv7+MHTtWXnrpJenXr5/odDoBIOPGjXPhXhWNo46FOYiIiIiQKVOm2P13/vx5h9T50KFD0rt3bylTpowoiuKwJIEjvyPvv/++DB06VIYOHSq1a9e2lGGe5ikJrr/++ku0Wq0EBATIyJEj5aWXXpK77rpLAMi0adOslp0yZYoAkClTptiUM2LECAEg9evXl1deeUWGDBkier1egoOD5dixYy7am+Jx1LEwv8dDhw6VoKAgAWA1raAXXNzJEcciMjJSAMg999yT628Ckbfhd8O7OOL9Cg4Olho1asjAgQPllVdekdGjR0vHjh0FgCiKIv7+/g6NRUo7R7XF9jCR4RyO+l2sVq2aDB48WF555RUZOXKk5eJA1apVJTo62oV7ROQ+7jwfLey2XcmRx+W7774TABIWFiajR4+WF154QcqXLy8A5LvvvrMpR1EU6dChg4wcOVImTpwojz76qPj7+1vO8ezd7OBIef3GPv/88zbXRRx1vl6Y33Z3cMd1jClTpoivr6/06dNHRo8eLS+99JJ0795dFEURtVot33zzjTN3ucDcdV2jtHxmCnNcvOUzUxguv003JiZGhg8fLuXLlxedTic1a9aUt956S9LT022WLcmJDBHHHIvVq1fLwIEDpUaNGuLv7y9arVYqVaok/fv3l3Xr1rloT4rPEcfC/P7n9c8RJ/jXrl2TMmXKCACpVKmStG3bVtq1aycHDhwodtkiBT8W8+fPtyRv7H1H8jse8+fPd0h9HWH37t3So0cPCQ4OFl9fX2nRooUsWrTIMv/333+XBx98UAICAgSA+Pv7S1RUlMyYMcOyjNFolE8++UQaNGgger1eypYtKwMGDHBr1r0o8jsWZnk1bPl9DxyV0HO24h6L/I6Dt/VUITLjd8O7FPf9mjNnjvTo0UMqV64ser1efHx85K677hK9Xu+0WKSg5s+f79AbRTyF+T3LeVEmr38FPVdhIsN5ivs9mz59unTq1EkqVqwoOp1O/Pz8pHHjxjJp0iSru6OJSgNHXbMpyvloYbbtao68lvXrr79Kx44dJSAgQAICAqRjx46yfv16m+UuXrwoI0aMkMaNG0uZMmVEo9FI2bJlpWvXrk7tiXEne7+xn332mc11EfOoIPbOUYtyvl6Q33Z3xiKOOHcvyHHJyMiQOXPmSL169USr1VpuZlEURcLCwmTgwIGye/duZ+5qobnrukZBt+surj4umzZtkkceeURq1qwpgYGBotVqpXLlyh75mSkoRcQFT84jKkE++eQTjB07Fn379sXy5ctzfei8s3Xq1AmbN2/Gxo0b0alTJ7fUwdlEBKNGjcKXX34JAKhcuTIqVKiAuLg4XL58GcHBwbhx44aba0lERORajEVc4+GHH8bVq1ftzktNTcXBgwcBZI9j3a1bN1dWjYiIyK0Yi7hGamoq7rvvPuzcuRNA9vMMQkNDce7cOSQkJAAAPvjgA0yYMMGNtSRyHT4ZkKiQTpw4AQDo3r272xrr0mLSpEn48ssv0bBhQ8ybNw8tW7a0zEtMTMTmzZvdWDsiIiL3YCziGj/99FOu87799luMHDkSFSpUQJcuXVxYKyIiIvdjLOIas2bNws6dOxEeHo7Vq1ejdevWAICsrCy89957mDp1Kl5//XU8+OCDqFmzpptrS+R8/LUhKqS0tDQAgK+vr5trUrIdPXoUM2bMQHh4OP7880+rJAYABAUF4f7773dT7YiIiNyHsYj7fffddwCAwYMHQ61Wu7k2RERErsVYxDXWrl0LAJg8ebIliQEAWq0WU6ZMQdOmTWE0GvHHH3+4q4pELsVEBlEBTZ06FYqiYMGCBQCAJ598EoqiQFEUqy6Mqamp+OCDD9CiRQsEBQXBz88PTZs2xcyZM5GRkWFTblpaGpYuXYqBAweiTp06CAgIQEBAAJo2bYpp06YhJSXFavlNmzZBURRLb4TOnTtb6pGzfublcuteGR0dDUVRUK1atTynf/PNN2jZsiUCAwOhKIrVspcvX8YLL7yA2rVrw9fXFyEhIejcuTN+/vnngh3UPHz66acwGo0YO3YsypUrV+zyiIiIvB1jEdfGIrm5cOECtm7dCgB44oknnLYdIiIiT8NYxLWxiDlhVL16dbvza9SoAQAwGAzF3haRN+DQUkQFVLVqVbRr1w6nT5/G9evXUatWLcsF9kaNGgEArly5gm7duuH48ePQaDSoVq0atFotjh07hgkTJuCXX37B77//bnXXwv79+zF48GBoNBpERESgXr16uH37No4dO4bDhw9jxYoV2LZtm2Wd4OBgtGvXDn///TcSExPRsGFDBAcHW8orX768w/b5ueeew5dffokqVaqgbt26OHPmjGXe5s2b0bdvX9y+fRu+vr6oVasWEhISsGnTJmzatAkvvfQSPvzwwyJve/Xq1QCAPn364MCBA/jf//6HU6dOwc/PD61bt8aIESOY4CAiolKFsYhrY5HcLF68GCKCRo0aoUmTJg4vn4iIyFMxFnFtLNK4cWMcPnwYO3bsQO/eva3mZWRkYP/+/QBgM4IFUYnl3meNE3mfoUOHCgCZP3++1XSj0Sht27YVADJw4ECJjY21zLt06ZJ06NBBAMjLL79stV50dLT8+OOPkpSUZDX96tWrMmDAAAEgU6dOtalHVFSUAJCNGzfarefGjRsFgERFRdmdf/78eQEgkZGRdqer1Wrx9/eXVatWWealpqaKiMiVK1ckNDRUFEWR9957T9LT0y3LbN++XSpVqiQAZPXq1Xa3nZ+rV68KAFEURWbPni1qtVoAWP0LCgqSP/74o0jlExEReTPGIs6PRfJSr149ASAzZsxweNlERETegLGIa2KRY8eOSUBAgGi1Wvnoo4/k8uXLkpqaKgcPHpTevXsLAHn88ceLXD6Rt2Eig6iQcmuwf/nlFwEgLVu2lKysLJv1YmJiJCAgQAICAiwNX35SU1NFp9NJrVq1bOY5u8EGIB999JHddcePHy8AZNy4cXbnr169WgDIvffem+u+5eXAgQMCQFQqlahUKmnTpo0cOHBAMjIy5NixY9K1a1dLMuPixYtF2gYREZG3Yizi/FgkN3v37rXEKJcvX3Zo2URERN6CsYjrYpHDhw9Lr169RFEUq5s7y5YtK3PnzhWj0Vis8om8CYeWInKQ5cuXAwCGDRsGjcb2q1WhQgW0bNkSGzduxP79+9G+fXvLPJPJhNWrV+P333/HuXPnkJycDBEBACiKgtOnTyM1NRV+fn6u2Zl/DRkyxO50876OGDHC7vwePXpAp9Nhx44dMBgMdo9HXszjX5pMJgQFBWHt2rUoU6YMAKB+/fpYtWoVatasiZiYGMyZMwcfffRRoconIiIqiRiL/Ke4sUhuFi1aBAC49957UalSJYeUSUREVFIwFvmPo2KRixcv4tq1axARVKxYEeXKlcOZM2dw8+ZNzJ8/H+3bt0fTpk2LVDaRt2Eig8hB/v77bwDAF198gSVLlthd5tSpUwCyx4w0S0hIQK9evbBz5848y4+Pj3dpgx0WFoawsDCb6cnJyYiOjgYAPP3003mWkZ6ejps3bxZ6fEofHx/L6yFDhliSGGa+vr549tln8eabb2L9+vVMZBAREYGxiD1FjUXsMRgMWLp0KYDcL2oQERGVZoxFbBUnFlm8eDGeeOIJlC9fHps2bUJUVBQAIDMzE++88w6mTZuGjh074vDhw7jrrrsKXT6Rt2Eig8hBbt++DQA4evRovsumpaVZXo8fPx47d+5EnTp18N577+Gee+5BWFgYdDodAKBy5cq4cuUKsrKynFPxXPj7+9udbt5PANi+fXu+5eTc14LKmbioW7eu3WXq1asHAJbggYiIqLRjLGJfUWIRe37//Xdcv34d/v7+6N+/v0PKJCIiKkkYi9hXlFgkKysLL730EkQEc+bMsSQxAECn0+Gdd97Bnj178Pvvv2P69On46quvCr0NIm/DRAaRgwQEBAAA/vjjD9x3330FWsdgMODHH38EAKxatQp16tSxmR8bG1uk+iiKAgCWrph3Mg/fVFjm/QSy7wLQarVFKicv1apVg16vR0ZGBvR6vd1lzNONRqPDt09EROSNGIs4l3lYqf79+1vVgYiIiLIxFnGc06dP49q1awCALl262F3mvvvuw++//459+/Y5fPtEnkjl7goQlRT169cHULA7D8zi4uKQkpKC0NBQm8baXFZuF+rNDXJuzHcOxMXF2Z1/5syZAtczp+DgYFSsWBEAcOzYsSKVkR+1Wo2WLVsCAM6dO2d3GfN0jk9NRESUjbGI8yQlJWHVqlUAgCeeeMIl2yQiIvI2jEUcJykpKd9lzAma9PR0p9SByNMwkUHkIA8++CAA4KuvvipwI+Lr6wsASExMtNvVcMaMGfmum1sXxerVqwPIvuB/8+ZNm/nffvttgepoj3lf58yZU+Qy8vPII48AAJYuXWq3++jChQsBZD9sk4iIiBiLONOyZcuQmpqKChUq5HpXJBERUWnHWMRxatSoYUnU/Pnnn3aX2bBhAwCgdu3aTqkDkadhIoPIQfr374977rkHJ06cwP3332+T2c/IyMDatWsxfPhwy7SQkBA0aNAABoMB48aNQ2ZmJoDs4ZI++OAD/PDDD5YxIe9kbpA3b95sd35oaChatWqFjIwMjB8/3pIMMBqNmD59On777bci7+vEiRMRGhqKhQsXYvz48UhISLCaf+vWLcybNw/Tpk0r8jZGjBiBKlWqIDo6GmPHjrU6NpMmTcLBgweh0+kwbty4Im+DiIioJGEs8h9HxCI5mYeVGjx4MNRqtUPKJCIiKmkYi/ynuLFIWFgYunfvDgB48cUXsWXLFsu8zMxMTJ48GX/88QcA9halUkSIqFCGDh0qAGT+/Pk282JiYqRZs2YCQABIzZo1pXXr1lK/fn3R6XQCQMqXL2+1zi+//CKKoggACQ0NlRYtWkhYWJgAkMmTJ0tkZKQAkPPnz1utt2XLFst2ateuLR07dpSoqCj59ddfLcts3LhRNBqNAJCQkBBp0aKFlC1bVjQajcydO1cASGRkpFW558+ftzv9Ttu2bbPUU6vVSqNGjaR169ZSvXp1y/48+uijhTm0Nvbu3StBQUECQMqUKSMtW7aU8PBwASBqtVoWLFhQrPKJiIi8EWORbK6IRURELl++LCqVSgDIoUOHil0eERGRt2Msks3ZsUh0dLRUrVrVso+VKlWSpk2bSmBgoGXayJEji1w+kbdhjwwiB6pQoQJ27tyJzz//HB07dsTNmzdx8OBBJCUloVWrVnjrrbewceNGq3Xuv/9+/Prrr2jbti3S0tJw8uRJ1KxZE4sWLcLbb7+d67Y6dOiAJUuWoFWrVrhy5Qq2bNmCzZs3Wz0Eq1OnTvjtt9/Qvn17ZGZm4tSpU7j77ruxadMm9OnTp1j72q5dOxw/fhyTJk1C/fr1cf78eRw5cgQqlQo9evTA559/jo8//rhY22jRogWOHDmCESNGwN/fH4cOHQKQ3YVzx44dGDp0aLHKJyIiKmkYizg2FgGAxYsXw2QyoVGjRmjSpEmxyyMiIirJGIs4LhaJjIzE4cOHMWXKFDRr1gy3b9/G0aNH4ePjg549e2LZsmX4+uuvi7UPRN5EEfn3yTBEREREREREREREREQehj0yiIiIiIiIiIiIiIjIYzGRQUREREREREREREREHkvj7goQUcnXvn37Ai87fPhwDB8+3Im1ISIiotKGsQgRERG5E2MRouJjIoOInG779u0FXva+++5zYk2IiIioNGIsQkRERO7EWISo+PiwbyIiIiIiIiIiIiIi8lh8RgYREREREREREREREXksJjKIiIiIiIiIiIiIiMhjMZFBREREREREREREREQei4kMIiIiIiIiIiIiIiLyWExkEBERERERERERERGRx2Iig4iIiIiIiIiIiIiIPBYTGURERERERERERERE5LGYyCAicpOLN1NhMJrcXQ0iIqIS71ZKJhJSM91dDSIiIre4dCsVmQaeexKRd2Mig4jIDdYfjUXHmRsxfOE+d1eFiIioREvPMuLud/5A07f/gNEk7q4OERGRS20/cwMdZmzEwK93ursqRETFwkQGEZEbLNhxHgCw5VScm2tCRERUssUlZVheZ7EnJBERlTJL9lwEABy4mODeihARFRMTGURERERERERERERE5LGYyCAiIiIiIiIiIiIiIo/FRAYREREREREREREREXksJjKIiIiIiKhUED7rm4iIiIjIKzGRQUREREREpYKAmQwiIiIiIm/ERAYREREREZUK7JFBREREROSdmMggIiIiIqJSgXkMIiIiIiLvxEQGERERERGVCsIuGUREREREXomJDCIiIiIiKhWYxiAiIiIi8k5MZBARERERUanADhlERFTqsO0johKCiQwiIiIiIiodeDGHiIiIiMgrMZFBRERERESlgjCTQURERETklZjIICIiIiKiUoFDSxEREREReScmMoiIiIiIqFRgHoOIiIiIyDsxkUFERERERKWCsEsGEREREZFXYiKDiIiIiIhKrJy5C6YxiIiIiIi8ExMZRERuYkpPxq0NXyMyMhJ6vR6RkZEYO3YsEhISilTe5cuXMXz4cFSsWBE+Pj6oXbs23nzzTaSnp+e6Tnp6OqZMmYLatWvDx8cHFStWxPDhw3H58mW7y0+dOhWKouT679VXX7VZp1OnTnmuoygKVCo2R0RE5Bw5H/BtTmokJCTgxRdf9Ko2+JdffsHQoUPRqFEjhIWFQavVoly5cujVqxfWrl1rd52UlBR89913GDNmDFq1agW9Xg9FUTB9+vQi7ScREXmv1DN7EBUVheDgYAQFBSEqKgpr1qwpcnn/93//h1atWiEgIAChoaHo1asXduzYkec6O3bsQK9evRAaGoqAgAC0atUKCxcuzHOdorSxu3btQt++fREWFmZZ54033kBqamqu61y5cgXPPfccqlevDr1ej4CAANx9992YOXMmMjIy8j4YROQSirB/NRGRy/WftR5rpj0FQ3wMqlevjhYtWuDYsWM4duwYatasiV27dqFs2bIFLu/s2bNo06YN4uLi0LBhQ9SvXx/79u3DuXPn0KZNG2zcuBF6vd5qnfT0dHTp0gU7duxAhQoV0KFDB0RHR2PPnj0IDw/Hzp07UaNGDat1pk6dirfeegvt2rVDzZo1berRu3dvPPzww1bTpk+fjhMnTtit9/79+3H06FF07NgRmzdvLvD+EhERFVT0jRR0+nATAGDPpC5QZ6agTZs2OH36tFe1wQMGDMDy5cvRoEEDVK1aFYGBgYiOjsbu3bsBAJMnT8bbb79ttc6hQ4fQrFkzmzq///77dm8+ICKikuf5xQewdP5XiP/za2g0Gtx3333Q6/X4/fffkZaWho8//hgvvPBCococP348Zs+eDV9fX3Tr1g3p6en4888/ISL46aef0L9/f5t1VqxYgYcffhgmkwkdO3ZEWFgY/vzzTyQkJGDcuHGYNWuWzTpFaWMXL16MoUOHwmg0onnz5qhatSr27duHS5cuoUmTJti6dSsCAwOt1jl16hTatWuHGzduoHr16mjWrBlSUlKwbds2JCcno3379vjrr7+g1WoLdZyIyMGEiIhcLrJ1DwEgfrXbSlZWlmX6mDFjBIAMGTKkUOV17NhRAMgLL7xgmZaVlSX9+/cXAPLmm2/arDN58mQBIG3atJGkpCTL9I8++kgASMeOHW3WmTJligCQ+fPnF6p+uWnVqpUAkG+++cYh5REREd3pXFyyRE5cI5ET10js7TR54oknBIA8+OCDXtUGHzhwQG7cuGEzfdeuXRIQECCKosixY8es5p05c0aeeuop+eqrr+TAgQMyadIkASDvv/9+ofaRiIi81+CZywUqtUCtlR07dlimnzx5UsqWLSsajUZOnTpV4PL+/PNPASBly5a1Wm/Hjh2i0+kkODhYbt26ZbXOrVu3JDg4WADIsmXLLNNjY2OlZs2aAkD++usvm20Vto29dOmS+Pj4CACZN2+eZXp6ero8/PDDAkCeffZZm+2Yyxs9erQYDAbL9GvXrkmtWrVsyiMi92Aig4jIxa5evSqKohKoNFJ59HdW89LT0yU8PFzUarXExsYWqLw9e/YIAClXrpykp6dbzYuNjRWtVitlypSRzMxMy/TMzEwJCQkRAHLgwAGbMhs3biwAZN++fVbTHZnIOHXqlAAQvV4vCQkJxS6PiIjInjPXkyyJjMMnz4tKpRKtVmvTznp6G5yXESNGCAD57LPP8lzO3I4zkUFEVHo0vC/7An5g8wds5s2aNctyAb+gevXqJQBk9uzZNvNeeOEFASAffvih1fQZM2YIAOnbt6/NOsuXLxcA0qdPH6vpRWlj33nnHQEgXbt2tdnO9evXxc/PT7Rarc2NAWXLlhUAdtv/2bNnCwB57rnnbOYRkWtxUHIiKpDo6GgoioJOnTohJSUF48ePR5UqVeDr64u7774bq1evtiz7008/oVWrVvD390f58uXxwgsvIC0tzabM5ORkvP3222jUqBH8/Pws43SuXLnSbh3Wrl2L4cOHo169eggKCoK/vz+aNGmC9957z+6YlQsWLICiKJg6dSouXryIwYMHIzw8HL6+vmjRooVVnV3p119/hYgJPlUaQO1fxmqeXq/H/fffD6PRiF9//bVA5ZnHNb3//vttutWWL18eHTp0QHx8PLZv326Zvm3bNiQkJKBGjRp2h5wYMGAAADj1GC1atAgA8MADDyA4ONhp2yEi8nZsg4sn50C6f/7xm2VIi/Lly1st581tsFqtBgDodLoCr0NE5K3YLhZO9MGtAAC/uu1s5pmHBS7o9s1DSAH/tVc55daGmdtLe+v07t0bPj4+2LBhg9VzL4rSxu7fvx9A9nMa7xQeHo769esjKysL69ats5p3Z/n2hIaG5rsMETkXExlEVCiZmZno0qULvvvuOzRt2hT33HMPDh8+jP79+2PDhg2YPXs2Bg8eDI1Gg27dusFoNGLu3LkYMWKEVTnXrl1D69atMWXKFMTHx6Nr165o3bo19u/fj/79+9t9COVTTz2Fn376CcHBwejRowc6dOiAS5cuYdKkSejVqxeMRqPdOkdHR6Nly5bYvn072rdvj2bNmmH//v3o168ffv/9d6ccp7wcPnwYAKArX8Pu/LvvvttquYKWZ16vIOUVZZ2c/vrrL7z44ot49tlnMW3aNEvAWBiLFy8GADz++OOFXpeIqDRiG1xU/2Uyjh39G0DR2787uaMNvtORI0fwww8/QKvVokuXLgVah4ioJGC7mL+EhAQk34wFAOjK2Z5/Vq5cGWFhYbhw4QJu376db3knTpxARkYGwsPDUblyZZv55jbsyJEjVtPNf9tr+3Q6HRo2bIj09HScPHnSMr0o7WVKSgoAoEyZMnbXMScj7mxju3btCgB49913YTKZLNOvX7+Ozz//HBqNBo899pjdMonIhdzdJYSIvMP58+cF2VcCpFOnTlZjXs6fP18ASM2aNSU0NFS2bNlimXflyhUpV66cAJCzZ89apvfs2VMAyIQJE6y6gp49e1Zq1KgharVaDh8+bFWHFStWSHJystW0xMRE6dOnjwCQhQsXWs0z1wuAjBkzxmoc7Dlz5ggA6dChg82+RkZGWtYr6L/z588X+Fiax98s0+VpiZy4xmb+ypUrLWN3F0SzZs0EgKxatcrufPO+jh8/3jJt3LhxAkDGjRtnd51Dhw4JALn77rutppuHpLD376GHHrIa5zsvO3bssIyrmvP9JyIiW2yDi9cGn4pNtAwt1aPPAwJAPv74Y7vLenIbbPbLL7/I0KFDZfDgwdK+fXtRqVSi1+sLNOwjh5YiopKA7WLB28XDhw8LAFH5BNg99xQRadq0qQCQI0eO2J2f06pVqwSANGvWLNdlzMMnJiYmiojI7du3LXW7ffu23XX69esnAOSXX36xTCtKGzt48GABIBMnTrS7Tp06dSznrjnFxMRIgwYNBIBUr15dBgwYID179pSAgACJjIyUNWvsHzsici1NAXIdREQWarUa33zzjdUdDkOGDMGECRNw5swZvPnmm+jQoYNlXsWKFfHYY49h9uzZ2LJlC6pXr45Dhw7h119/Rdu2bTF9+nQoimJZvnr16vjoo4/Qr18/fPvtt/jkk08s8/r162dTn8DAQMyePRtr1qzBqlWrMGTIEJtlzGVqNP/95D3//PN46623sGvXLmRmZloNxTBgwADcuHGjUMclICCgwMsmJycDABSt/e6r/v7+VssVtDw/P78Cl1eUdQCgZs2a+PDDD9GzZ09ERkYiPj4eW7ZswYQJE7Bs2TIYjUasWLEi3zp/9913AICBAwdCq9XmuzwREbENzk1+bXCOkaWQUsT2LzeubIPNDh8+jIULF1r+9vHxwZw5c+wefyKikozton0520XLuacm96GTCtP25deGmctLSEhAcnIyAgMDrcp1dnsZFRWFJUuWYOnSpXj77betjuWuXbssPT6SkpKsyqpQoQI2b96MQYMG4Y8//sC5c+cAAIqi4KGHHkL9+vVz3V8ich0mMoioUKpVq4aaNWtaTVOpVIiMjERcXJylS2ZONWpkd2G9evUqAOCPP/4AAPTt29cqUDRr3749AGDv3r02806fPo1169bhzJkzSElJgclkgvw7+PXp06ft1rlTp042F8s1Gg2qV6+O/fv34+bNm6hQoYJl3ocffmh/5x1ELIN12+679fzClWfvWOZWXlHWAWyHgfL398fgwYPRuXNnNGrUCCtXrsSOHTvQtm3bXOublZWFH3/8EQDwxBNP5LocERFZYxtcNDmbtKK2f7mX7bo22OyNN97AG2+8gfT0dJw5cwZffPEFnnvuOaxZswbLli3jczKIqNRgu5g/S5uSS5tjtUwhysutDbNXXkHKd1R7+dhjj+Hdd9/FxYsX0bdvX3z44YeoWrUqtm/fjpEjR0Kj0cBgMEClsh5p/8iRI+jduzfUajVWrVqFjh07IiUlBT///DNee+01rF+/Htu3b7d8fojIPZjIIKJCqVSpkt3p5rsh7M03zzM/9Cw6OhoAMHHiREycODHXbeW880RE8PLLL2P27Nm5BkJ33lVhZm/sTuC/O1XsPYytOL799lts27bNalpYWJglCA0MDAQASFa6zboAkJqaalW//JjLM48HWpDyirJOXipUqIAnn3wSH374IX777bc8Exm//vorbt68iVq1aqF169YFKp+IiNgGF4S9NljlGwgE9/h3u45t/9zZBvv4+KBhw4b47LPPoNFo8Mknn2Du3Ll46aWXClR3IiJvx3Yxf/mdewKFa/vya8PslWdexzwvKCioQHUoSnvp7++PNWvWoE+fPli/fj3Wr19vmVe1alWMHz8eM2bMsOrFk5WVhYcffhgxMTHYt28fmjVrBgAICQnB2LFjYTQa8dJLL2Hy5MlYsmRJrvtNRM7HRAYRFUped14UZD4Ay4PPOnTogOrVq+e6XFhYmOX1Dz/8gFmzZqFy5cqYM2cO2rRpg/DwcGi1WmRmZkKv1+caRBakTjm9/PLLhe6+++GHH1rqu23bNqshHwAgMjLSksioWrUqAMCYZH8bly9ftlouP1WrVsXBgwct6xWkPPPrwqyTn1q1agH47+6m3CxatAgAH/JNRFRYbIPty68Nrli5KrSP9fj3dfYFJEe1f57SBj/++OP45JNPsGrVKiYyiKjUYLtoX8520dyWmNKTYcq0n8woTLuTXxuWkpKChIQEhISEWBIRQUFBCA4Oxu3bt3H58mW7wzTl1l4Wto0FgEaNGuHEiRP46aefsG/fPhgMBjRp0gSDBw/GtGnTAAANGjSwLL9r1y6cOnUKNWvWtCQxcnrkkUfw0ksvYdOmTXbrQUSuw0QGEbmc+S6UAQMG4IUXXijQOubnLnzxxRfo06eP1Tzz+JWO8vPPP+PChQuFWmfq1KmWYHHBggVYsGBBrss2adIEAJB57azd+QcOHAAANG7cuEDbbtKkCVatWmVZryDlmetQmHXyEx8fDyDvO3kSExOxevVqAExkEBG5Q2lsg4/HJKLXJ1sBAHUbNALguPbPU9pg8/7HxcUVeB0iIir57WJISAgCykYg+WYsMq/bnn9evnwZN27cQNWqVREcHJxv2XXq1IFer0dcXBwuX75s08MktzasSZMm2LJlCw4cOGCTyMjKysLRo0eh1+tRp04dq3UK28aa+fr6YsiQITbPKdmwYQOA7CG+zMwJEXs9RXJOv3Xrlt35ROQ6qvwXISJyrPvuuw8AsHLlygKvY75IXqVKFZt55uctOEp0dDREpFD/qlWrVuDye/ToAUVRIf3yMRhTEqzmZWRkYPXq1VCpVOjZs2eByuvduzcAYPXq1TZdka9du4atW7ciODjYMr4rALRr1w7BwcE4e/YsDh48aFPmzz//DAA2gXluRMQS0Ddv3jzX5X7++Wekp6ejXbt2ed7xREREzlEa22DJ8bjvqM5doVKpsHXrVly/ft1qOW9tgwFg8+bNAMCxu4mICqk0tIuRTbPboNQT223K/+mnnwAUvM3x9fXFvffeC+C/9iqn3Nowc3tpb501a9YgPT0dXbp0gY+Pj806hWlj87J582YcOHAADRo0QLt27SzTIyIiAAAnT560OySY+fkohTnnJyLnYCKDiFzunnvuQZcuXbBx40aMGzcOycnJVvNNJhN+//13qzGua9euDQD4+uuvrbrpbt26FTNnznRNxR2kQoUKqNryPsBowK3fP4fBYLDMmzBhAuLi4jB48GBLQGX22muvoW7duvj000+tprdq1Qrt2rXD9evXrcZ1NRgMGDVqFLKysjBmzBirh8rpdDqMHj0aADB69GircUdnzZqFI0eOoH379mjZsqVl+o0bN/B///d/NkFkcnIynnvuOezevRsRERHo379/rvtuHlaKD/kmInKP0tgG5xzdIzwiAoMGDUJmZiZGjRrlNW3w9evX8dFHHyEhIcFm//744w9MmDABAPDkk08W4sgQEVFpaBcbdx8EKCokHfoVu3btskw/ffo03n33XajVapveKFeuXEHdunVRt25dm/LGjx8PAJg2bZrVQ8137tyJr776CkFBQXjqqaes1hkxYgSCgoKwatUqLF++3DL9+vXrljbMXK5ZUdpYADh06JBV+w5k994YPHgwFEXB3Llzrea1adMG5cqVQ0pKCkaPHm11vhsTE4Nx48YByO61Q0RuJkREBXD+/HkBIFFRUXbnR0VFCQA5f/68zbz58+cLAJkyZYplWmxsrDRu3FgASGhoqNx7773y6KOPSvv27SU8PFwAyOzZsy3Lnzx5Uvz9/QWA1K9fXwYOHCgdOnQQRVHk5ZdfFgASGRmZ73YLWmdn6/fROtGEVBAAUqNGDXn00UelYcOGlr/j4uJs1hk6dGiu+3Pq1CkpW7asAJBGjRrJo48+KtWrVxcA0rp1a0lLS7NZJy0tTVq3bi0ApEKFCvLII49Y/i5btqycPn3aannzZyAoKEhat24tDz/8sHTt2tWy3ZCQENm2bVuu+3z58mVRqVSi0+nk1q1bhT9oRESlFNvg4vn7coJETlwjkRPXyNnrSRIXFyc1atTwyjbY19dXOnToIIMGDZIHHnhA6tatKwAEgIwbN87u/vfr109at24trVu3lkqVKgkAqVKlimVav379inZgiYjchO1i4YxatF/K3DtCAIhGo5GePXtK3759xdfXVwDIrFmzbNYxH+PcLhuOHTtWAIifn5/07dtXevbsKRqNRlQqlfz888921/n5559FpVKJoijSqVMnGTBggISEhAgAeeGFF+yuU5Q2NioqSsLDw6Vr164yaNAgadOmjahUKtFoNPL111/b3c6KFStEo9EIAKlUqZL07dtXunXrJoGBgQJA7r77bklKSsrtEBORi7BHBhG5Rfny5bFr1y7MmjULtWrVwt69e7Fy5UpcvnwZzZo1w2effWb1DIXatWtj7969uP/++3Hjxg388ssvSE5OxldffeWRd73kRx8QgoihsxHY/H5kZmZixYoVuH37NkaPHo09e/ZYPUyuIGrVqoWDBw9i2LBhiIuLw4oVK6AoCt544w1s3LjRqouumY+PDzZu3IjJkyfDz88PK1euRHR0NIYOHYqDBw+iZs2aVsuXLVsWEydORLNmzXD58mX88ssv2L59OyIiIvDSSy/h6NGjVl1077R48WKYTCb07t0bZcqUKdT+ERGR45S2NjhnjwxB9vMk9u7dizFjxnhNG1yuXDnMmDEDnTt3xsWLF7Fy5Ur89ttvSE9Px8CBA7Fx40bMmjXLbv0OHjyI3bt3Y/fu3bhy5QoA4NKlS5Zp9oa3IiIqTUpDuxjUsh/CH5qMNm3aYOvWrfjzzz/RvHlzrFq1ytLjoDDmzJmD+fPno169evjjjz+wY8cOdOnSBZs3b8ZDDz1kd52HHnoIW7ZsQffu3XHo0CGsW7cONWrUwLx58/Dxxx/bXacobezjjz+O+vXr49ChQ5ZnjAwcOBB79+7FyJEj7W6nX79+2LNnj6XXxrp167B9+3bUqFED7733HrZt25bnsyCJyDUUkZyhPRERucLAr3di17nsh4VFT+/t5toQERGVXEcuJ+CBT7PHBd8wPgo1y/FCBBERlR7PLz6AtX9fBcBzTyLybuyRQUREREREJZb1bVu8h4uIiIiIyBsxkUFERERERCVWztQF+6ITEREREXknJjKIiIiIiKjEyjmSLvMYRERU2ghbPyIqIZjIICIiIiKiEos9MoiIiIiIvB8TGUREREREVGLlTF7wrlQiIiIiIu/ERAYREREREZVgOYaWYh6DiIiIiMgrMZFBREREREQlllWPDCYyiIiIiIi8EhMZRERERERUYlk9I4NDSxEREREReSUmMoiIiIiIqMRijwwiIiIiIu/HRAYREREREZVYInxGBhERERGRt2Mig4jIDXghhYiIyDU4tBQRERERkfdjIoOIiIiIiEosE3tkEBERERF5PSYyiIiIiIio5BK7L4mIiIiIyIswkUFERERERCWW1dBS7JJBREREROSVmMggIiIiIqISS9gjg4iIiIjI6zGRQUREREREJVbOB3yzQwYREZU2bPuIqKRgIoOIiIiIiEos6ws4vJpDREREROSNmMggIiIiIqISy/oZGW6rBhERERERFQMTGUREREREVGLlfMA38xhERERERN6JiQwiIjdQFHfXgIiIqHRgjwwiIiIiIu/HRAYREREREZVcOZIXwkwGERGVMryJjohKCiYyiIiIiIioxBJwaCkiIiIiIm/HRAYREREREZVYIvZfExERERGR92Aig4iIiIiISiyrRAb7ZBAREREReSUmMoiIiIiIqMSSXP8gIiIiIiJvwUQGERERERGVWDkf8M08BhERERGRd2Iig4iIiIiISqycyQs+I4OIiIiIyDsxkUFERERERCUWn5FBRESUTZjRJyIvxkQGERERERGVYDmGluL1GyIiKmWsEvpsB4nIizGRQUREREREJZZ1jwwiIqLSi+0gEXkzJjKIiIiIiKjEsn5GBi/hEBFR6cV2kIi8GRMZRERERERUYrFHBhERUTa2g0TkzZjIICIiIiKiEsvqAd+8gkNERKUYO2QQkTdjIoOIiIiIiEqsnBdtTLyCQ0REpZgwo09EXoyJDCIiIiIiKrGsn5HhtmoQERG5HdtBIvJmTGQQEREREVGJlfPBprx+Q0RERETknZjIICJyA94JQ0RE5BpWD/tmA0xERKUYm0Ei8mZMZBARuRkvqhARETlPzvHA2eISEVFpxmdkEJE3YyKDiMjNmMcgIiJyHuseGe6rBxERkbuxHSQib8ZEBhGRmzGWJCIich7rizZsdYmIqPRiK0hE3oyJDCIiN+PQUkRERM6Ts5Vlk0tERKUZzz2JyJsxkUFE5GYMJYmIiJwn50UbtrlERFSasR0kIm/GRAYRkZvxphgiIiLnYY8MIiIqzfisKCIqKZjIICJyM+F9MURERM6T8wIO21wiIirN2AwSkRdjIoOIyM14VwwREZHz5ExesM0lIqLSjAl9IvJmTGQQEREREVGJZTWkhvuqQURE5HZM6BORN2Mig4jIzRhMEhEROY/1MzLY6BIRUenFVpCIvBkTGUREbsbuvURERM7D3AUREVE2JvSJyJsxkUFE5AaK8t9rxpJERETOw2dkEBFRaZazHTSxHSQiL8ZEBhGRmzGWJCIich7rZ2Sw1SUiotKF7SARlRRMZBARuRm79xIRETmP9TMy3FYNIiIit5Bc/yAi8i5MZBARuRljSSIiIicSDi1FRESll3WPDCIi78VEBhGRm/GiChERkfNILq+JiIhKByb0iahkYCKDiMjdGEwSERE5jdWdqLyCQ0REpQyfkUFEJQUTGUREbsZgkoiIyHlyJi/Y4hIRUWnDZ0URUUnBRAYRkZsxmCQiInIePuSUiIhKMyb0iaikYCKDiMjNGEwSERE5D4fUICKi0szEIRaJqIRgIoOIyM0YTBIRETlPzlbWxCaXiIhKGQ4tRUQlBRMZRERuYH13KBERETmL1ZAabHSJiKiU4Y1zRFRSMJFBROQGvCuGiIjI9Ti0FBERlWY89yQib8ZEBhGRO3C8biIiIpew6gXJJpeIiEoZPiuKiEoKJjKIiNwgZwDJiypERETOY8o5tJQb60FEROQOPPckopKCiQwiIjcw8e5QIiIil7BqZtnoEhFRKcPnMxJRScFEBhGRG1g9eJThJBERkdPwAg4REZVm1kMssiUkIu/FRAYRkRvwYd9ERESuwSE1iIioNLNqB91YDyKi4mIig4jIDXh3KBERkWvwTlQiIirNhMMaE1EJwUQGEZEbWPfIYDRJRETkCmxxiYiotJE8/iIi8iZMZBARuYNwmAsiIiJXELa5RERUmrFHBhGVEExkEBG5AeNHIiIi1+BwjkREVJrxGRlEVFIwkUFE5AYcp5SIiMg1OJwjERGVZiaeexJRCcFEBhGRG1jfFcNokoiIyFl40YaIiEozqyEWee5JRF6MiQwiIjdgjwwiIiLXsLp5gG0uERGVMtY9E91WDSKiYmMig4jIDTheNxERkWtYt7lsdYmIqHThTXREVFIwkUFE5AYcr5uIiMg1eCcqERGVZlbtIBP6ROTFmMggInID63FKiYiIyGnY5hIRUWkmHGKRiEoGJjKIiNyMwSQREZHzsEcGERGVZmz6iKikYCKDiMgNrC+kMLQkIiJyFj4jg4iISjM+I4OISgomMoiI3CDnhRQGk0RERM7DNpeIiEqznO2giQ0hEXkxJjKIiNzA+u5QIiIichZesyEiotKM555EVFIwkUFE5AYcr5uIiMg1rNtcNrpERFS6WA8txXaQiLwXExlERG6QM4DkeN1ERETOw7HBiYioNJNcXhMReRsmMoiI3IA9MoiIiFzDemxwN1aEiIjIDaxuomM7SERejIkMIiJ34N2hRERErmE1NjgbXSIiKl2szzfZDhKR92Iig4jIDay79zKYJCIichb2giQiotIs5/km20Ei8mZMZBARuQG79xIREbmG9XOpiIiISherZ0W5rxpERMXGRAYRkRswgCQiInINYZcMIiIqxdgMElFJwUQGEZEb5AwgTYwmiYiInMbEO1GJiKgUsx4NgC0hEXkvJjKIiNzAxKGliIiIXIJjgxMRUWkmubwmIvI2TGQQEbkBxyklIiJyDes2l60uERGVMjnbQTaDROTFmMggInIzdu8lIiJyDTa5RERU2lj3yGBDSETei4kMIiI3sBqn1I31ICIiKunY5hIRUWkmHA6AiEoIJjKIyGl27dqFvn37IiwsDD4+PqhduzbeeOMNpKamFriM++67D4qiQFEUxMbG2sxPT0/H888/j7CwMPj7++OBBx7AhQsX7JZ1+/ZtREREYNCgQYXel+joaCiKgmrVquW53LBhw6AoChYsWGB3uvnfzkldcXH2I7j8xXC8OHwQZsyYgWvXrhW6XCIioqIoTW20+ZrNjbWz8WrPevm20SqVCsHBwahWrRruv/9+ttFERJQnT29TC/OMDEef97JNJSJHYiKDiJxi8eLFaN++PX755RdUq1YNvXr1Qnp6Ot599120bdsWSUlJ+ZaxYMEC/Pnnn1AUJddlxo4di88//xyRkZHo0KED1qxZg169esFoNNos++abbyIlJQUffvhhsfatONq1a4ehQ4cirGlX+N7VDJrAMOzZvgUTJ05E1apV8cEHH3CoKSIicqrS1kYXtFk1t9FDhgxBt27dULlyZfz5559so4mIKFfe0KaKG56RwTaViJyBiQwicrjLly9jxIgRMBqNmDdvHvbt24fly5fj9OnTePjhh3H48GFMmDAhzzLi4uLw8ssvo1u3bqhatardZa5evYp58+ahZ8+e2LdvH9avX4933nkHx48fx4oVK6yWPXr0KD7//HNMnjwZlSpVcti+FtaIESOwYMECVB/wCsL7vYaIx2dgw8HT+OSTT6DRaPDqq69i0qRJbqsfERGVbKWxjS7oeODmNnrBggX46aefsG3bNty8eZNtNBER2eUtbWrOdtBVz8hgm0pEzsBEBhE53IIFC5Ceno6uXbviySeftEzX6/X47LPP4Ofnh//973+4efNmrmW8+OKLSElJweeff57rMkePHoXBYMCQIUMsd68MHz4cAHDo0CGrZUePHo0aNWpg3Lhxxdgzx8l584nexxdjxozB2rVroVar8f777+Pw4cPuqxwREZVYpbGNLs4Nn76+bKOJiMg+b2lT3dEjwx62qURUXExkEJHD7d+/HwDQqVMnm3nh4eGoX78+srKysG7dOrvr//bbb1iyZAkmTZqEGjVq5Lqd+Ph4AECZMmUs08yvb926ZZm2ZMkSbN68GXPnzoVWqy30/jiD1Til//7RqVMnyzimc+fOdX2liIioxCuNbbQjrtmwjSYiojt5S5vqac/6ZptKREXFRAYROVxKSgoA60Arp9DQUACwe/dFamoqnn32WdStWzffbrjmrrenT5+2TDt16hQAIDIyEgCQnJyMV155BQ899BC6du1ayD1xHuu7Yv77Y+DAgQCAjRs3urpKRERUCpTGNtpRd5+yjSYiopy8pU3Neb7pKc+lYJtKREWhcXcFiKjkCQ8PBwBcuHDB7nzz9OjoaJt5kydPRnR0NDZu3AidTpfndpo2bYoKFSpg1qxZ6NSpE8LDwzFhwgQoioKePXsCAN5++20kJCRg1qxZxdij/2/vzuOjqu7+gX/unT2ZZBKSYILsssnmLqJCECugUEFEpepDwGrVR0Xr8qi8fj60tiIV666trUupG1qx7QMuuAEKIlYBrQiI7BQSQvZMZp/v749JRiaTZSa5M3eS+bxfr7wI996558zJnfmcmXPPvYkgLfwWek4AsHv3bni93nbbgIiIKB7pmdHafGnDjCYiomN1lUyVVn7XEzOViDqCMzKISHPFxcUAgNdeew1erzdi3eeff44dO3YAAOrq6iLWbdq0CY8//jhKSkpanJ7bnNVqxZIlS7B3716MGjUKhYWFWLVqFW644QaMHj0aO3bswGOPPYYFCxZE3DjN5XJ1+EyUffv2QVGUVn+WLl0a035au05pfn5++PemKcRERERaSceMXnzpSdj3u2lwfvtRh/bbhBlNRETH6iqZKh0YydDqc29rmKlE1BGckUFEmrvqqqvwwAMPYP/+/Zg+fToefvhh9O3bF+vXr8d1110Ho9EIv98PVf1xLDUQCOC6665DTk4OHn744bjKGjhwIP72t7/B7XZj4sSJuPTSSwEAt9xyC/r27Ys777wTALBs2TLcc8892LdvHxwOB26++Wbcf//9EfVoT2ZmJmbNmtXq+nXr1mHXrl3t7ieyL9nyVN+mG7kRERFpJR0z+qu9VdhT4YTn4HfwVx+OeX/NMaOJiOhYXSVTM0+ZCuOZs6EoasRnz7Zo9bm3NcxUIuoIDmQQkeYyMzOxcuVKTJs2De+99x7ee++98Lq+ffvi9ttvx0MPPRRxLdHHHnsMmzZtwvPPPx9xdkYsxo4di7Fjx0YsW758OT744AOsXLkSFosFX331Fa688kpMnjwZjz/+ONauXYsHHngAPXv2xPz582MuKz8/H3/5y19aXT937tzYBjJauePa0aNHw7+3dq1VIiKijkrHjP6fN7/GG18exNG3H+3UQAYzmoiIjtVVMvXRRx9FrsGO7NMvjvm+UVp97m0NM5WIOoIDGUSUEKNGjcL27dvxt7/9DV9++SX8fj9OOukkXHnllfjtb38LABgxYkR4+xUrVoSnqP71r3+N2FdpaSkAYObMmTCbzfjtb3+Lc889t9WyXS4X7rjjDvz0pz/F1KlTAQC///3vYbfb8cYbbyArKwvTp0/Hpk2bsGTJkri+JNFKa7N7t2zZAgAYPHgwTCZTMqtERERpIt0yWqv7mjKjiYioua6QqX/++0eo/eKtuAYyEo2ZSkQdwYEMIkoYm82GOXPmYM6cORHLP/zwQwCIuh6oiOCTTz5pdX8bNmwAEHn2RksWLVqEsrIyPPbYY+Fl27dvx7Bhw5CVlRVeduaZZ2Lt2rWora1FdnZ2LE9JM63dI2PZsmUAgPPOOy+p9SEiovSSThmt1Xc2zGgiImpJqmdqZu9hqN/7DYKehpS52TczlYg6ggMZRJRUa9euxaZNmzBixAicc8454eVr1qxp9TH9+/fHvn37cPjwYRQWFra5/127dmHJkiW4++67MXDgwIh1DQ0NEf93Op0A9Lkm57GXlmq6TumaNWuwbNkyKIqCW265Jel1IiKi9NZdM1qLs0+Z0UREFI9UytSg1xX+XVJgSgYzlYg6Kva75xERxWHLli3w+/0RyzZt2oQrr7wSiqLgySefTEi5t956K4qKinDPPfdELB8xYgS+++47bN68GQBQV1eHFStWoG/fvhFnqyTLsd1Ht9uNp556ClOnTkUgEMB9992HkSNHJr1ORESUHtIto2O9sWlLmNFERNSWrpCp1Ts+hyG7AKolQ9cZGcxUIuoszsggooS47bbb8N133+Hkk09Gfn4+9u7di40bN0JVVTz77LMJmUL69ttv4+2338bf//532Gy2iHV33XUXXn31VZx33nmYOHEiNm/ejAMHDuCPf/yj5vVoy3PPPYc1a9bg4Jb/wOt2I+CswsVP7IHb1QCLxYKHHnoId955Z1LrRERE6SXtMjrGb22aMhoInc1aWlqKr776Cg0NzGgiImpZV8hUX005eky+CYB2941qDzOViBKBAxlElBBXX301Xn75ZWzZsgXV1dUoKCjA7Nmzcdddd+Hkk0/WvDyPx4Nbb70VkydPxowZM6LWjx49Gv/4xz/w//7f/8PKlStRWFiIxYsX4/rrr9e8Lm1Zv3491q9fD0CBYrZCtWbhjDPPxsypk1BSUoKePXsmtT5ERJR+0i2jY/3OpimjFUWB3W5Hjx49cN5556G4uJgZTURELeoKmVr0k2tgPvlCAMm7tBQzlYgSQZFUuEAeEVGaGfG/78HpDQAAXpx3Bs4byo4cERFRIty2bDP+seUQAOBnZ/bFgzNH6VwjIiKi5Dn5/vdR3eADADxz1am4aFSRzjUiIuoY3iODiEgH0up/iIiISEvSxv+IiIi6u2Dwx+zjqcxE1JVxIIOISAfHdiA7cxNSIiIialtE5jJyiYgozUjE7wxCIuq6OJBBRKSDYzuQ/FKFiIgocSK+wGHmEhFRuuGAPhF1ExzIICLSwbEdyCA7k0RERAkTPCZ0eSYqERGlG2nldyKiroYDGUREOoi8zAW7k0RERAnDM1GJiCiNHft5k589iagr40AGEZEOIi4tpWM9iIiIujtmLhERpTNmHxF1FxzIICLSAW88SkRElBzMXCIiSmfMQSLqLjiQQUSkA2njf0RERKSdiC9wmLlERJRmImcmMgeJqOviQAYRkQ4ir1OqY0WIiIi6uYgvbZi5RESUZjgjg4i6Cw5kEBHpQFr5nYiIiLQlHMcgIqI0FvHZk0FIRF0YBzKIiHTAs2KIiIiSI/ILHIYuERGlGQ7oE1E3wYEMIiKd8TqlREREicMZGURElM4i7pHBAX0i6sI4kEFElGTNO4/sSxIRESUS70tFRETpiwP6RNRdcCCDiCjJmn+Jws4kERFR4vALHCIiSmfS6n+IiLoWDmQQESVZ874jp/cSERElDu+RQURE6Sx4TPbxssZE1JVxIIOIKMn4JQoREVHySMQXOEREROklYmYig5CIujAOZBARJVn0jAxdqkFERJQWeEkNIiKiEMYgEXVlHMggIkqy6HtksDtJRESUKJH3yGDmEhFR+mh+NQCeREdEXRkHMoiIkqz5lyjsTBIRESVO5D0ydKsGERFR0vEkOiLqTjiQQUSUZFGdSfYliYiIEibiHhnMXCIiSiO8rDERdSccyCAi0hn7kkRERMnBM1GJiCidRF1aSqd6EBFpgQMZRERJFj0jg91JIiKiRDk2ZoOMXCIiSiNRscfPnkTUhXEgg4goyaLukaFTPYiIiNLBsbnL72+IiCidRN8jg4io6+JABhFRkkV9icLeJBERUcJE5i5Dl4iI0kfUSXSMQSLqwjiQQUSUZNHjGOxNEhERJcqxX9rwCxwiIkonvKwxEXUnHMggIkqyqBuusS9JRESUMBGXltKxHkRERHpjDhJRV8aBDCKiJOOVpYiIiJInckYGU5eIiNJH9IwMfepBRKQFDmQQESUZO5NERETJI638TkRE1N0Fm33YbP5/IqKuhAMZRETJ1qzvyM4kERFR4hw7C4ORS0RE6YSxR0TdCQcyiIiSrPnABTuXREREiRNxaSn9qkFERJR0vD8jEXUnHMggIkqyqL4je5NEREQJE3FpKWYuERGlkej7MzIHiajr4kAGEVGSRZ0Vo1M9iIiI0gEHL4iIKF3x/oxE1J1wIIOIKMmizophZ5KIiChhImdk6FYNIiKi5Gs+kKFPLYiINMGBDKIO+uyzz3DRRRehR48esNvtOPPMM7F06dIO72/lypUoLi6Gw+FAdnY2iouLsXLlyha33bt3LxRFafWnsLAw6jF+vx+/+tWvMHXqVAwcOBBZWVmwWq0YPHgwbrrpJuzfv7/Ddaf4RJ8Vo093ctu2bbjssstQUFAAm82GUaNG4dFHH0UwGOzQ/uJ9TaxcuRILFizAT37yEzgcDiiKgilTprRZxiOPPIKZM2di8ODBcDgcsFgs6NevH0pKSrB169YO1ZuICNA31/ft24c77rgD48ePR+/evWG1WmG323HqqafigQceQENDQ5tl/fDDD7juuuvQv39/WK1WFBQU4Oyzz8aSJUs6XP/uJPIeGcxcZi4R6UnPvA0EAnjjjTdw5513Yty4ccjMzISiKLjhhhvaLefdd9/FBRdcgJycHGRkZGDUqFFYsmQJ/H5/h+ueDM1zrysM6OuZmWVlZXj++edxySWXYMiQIbDZbMjJyUFxcTGWLl3KWZ5EehMiittbb70lBoNBFEWR4uJiufTSSyUnJ0cAyC9/+cu49/f4448LADEajTJlyhSZPn262Gw2ASCPP/541PZ79uwRAHLcccdJSUlJ1M/8+fOjHlNXVycAxG63y9lnny2zZs2Siy++WPr27SsAxOFwyFdffdWh9qD4lNW6pN/dK8M/L6zbnfQ6bNiwQTIyMgSAnHnmmXL55ZdLYWGhAJBLL71UgsFgXPvryGvC4XAIQicFhX8mT57cZjl5eXlitVrlzDPPlEsuuUQuueQSGTJkiAAQs9ks77zzTlz1JiIS0T/XV6xYIQCksLBQJkyYILNnz5bJkyeH3ydHjRolVVVVrdbdarWKoihy6qmnyuzZs+WCCy6QwsJCOeGEE+Kue3d08VPrwpn7sz9tSHr5zFwiohC987aqqirqvRCAXH/99W2Ws3jxYgEgqqrK2LFj5eKLL5aePXsKAJk0aZL4fL64654slfWeiM+eT6/eqXeV2qR3Zl511VUCQEwmk5x99tkye/ZsOffcc0VVVQEgs2bNEr/fr9XTJaI4cSCDKE6VlZXhD4PLly8PLy8tLZVBgwYJAPn4449j3t+OHTvEaDSKxWKRzz77LGJ5Xl6eGI1G+f777yMe0zSQUVxcHHM5Pp9P1q1bF9XJ8vv9cu+99woAGTNmTMz7o44rq4kcyHj+0+QOZPh8PjnhhBMEgDzyyCPh5XV1dTJ27FgBIC+88ELM++voa+Kaa66RJUuWyJo1a8Jf4rX3pcq6devE5XJFLX/mmWcEgPTq1YsdSyKKSyrk+qFDh+Tbb7+N2ldNTY2cf/75AkDuvvvuqPVbtmwRs9kseXl58umnn0asCwQC8q9//SvmendnFz/5aThzZz+b3IEMZi4RUUgq5G19fb3813/9lzzxxBOyYcMG+cMf/tDuQMYXX3whiqKIyWSSVatWhZdXV1fL+PHjBYAsXrw45nonW0WzgYynPk7dgYxUyMz58+fL7373O6moqIhY/sUXX0h2drYAkGeffbaDz5CIOosDGURxeuihhwSATJ8+PWrdW2+9JQBk2rRpMe/vv//7vwWA3HrrrVHrHnnkEQEgN998c8TyjgxktMXn84nVahUAUl9fr8k+qXWlzQYynkvyQMYbb7whAOSkk06KWrdp0yYBICNHjox5f1q8JlavXh3TlyptaeqMbt26tcP7IKL0kwq53pZ169YJADnjjDOi1o0bN04AyIoVK2LeXzr66TEDGVc8+1n7D9AQM5eIKCQV8/bFF19sdyDj5z//uQCQ6667Lmrdt99+KwCkoKAgZQd2j9a5u8xARipm5rEWLVokAGTChAkxP4aItMV7ZBDFqel6m7NmzYpaN3XqVFitVnz44Ydwu92d3t9ll10GAFixYkVHqxsTRVGgqipUVYXRaExoWaT/PTLaOuZOOeUUDBw4EN9++y327t3b6f115DXRUQaDAQBgNpsTWg4RdS+pnuutvbdt27YNn376KYYMGYJp06bFvL90FHGPjCRf2pqZS0QUkup525qvvvoKADBhwoSodSNGjEB+fj7Ky8vx2WefdbqsRGgee8n+7BmPVM/Mk046CQBw6NChmLYnIu1xIIMoTt988w0A4NRTT41aZzabMXLkSLjdbuzYsaPdfVVXV4dvsn3KKadEre/duzfy8/Oxb98+1NTURK0vKyvDwoUL8Ytf/AJ33XUX3nzzTXi93riej4hg8eLFaGhowMSJE2GxWOJ6PMVPrxuNNvn6668BtHwMH7u8abv2aPma6Ki//vWv2LFjB4YMGYKBAwcmrBwi6n5SKdeba2howAMPPAAAuPDCCyPWffTRRwCACy64AG63G0uXLsUtt9yC+fPn47nnnkNtbW27+08Xx+ZushOYmUtEFJLKedsWp9MJAMjNzW1xfY8ePQDE/j6ebNEn0elTj1ikembu3r0bAFBYWBjT9kSkPZ56TRSH2tpaVFdXAwh1jlrSu3dvfPnll9i/f394xL41TZ2v3NxcZGZmtrq/o0ePYv/+/Rg1alTEuu3bt+P++++PWNa3b1+88cYbGDNmTKvl3n333SgrK0NtbS2++eYb7Nq1C8OGDcOf/vSnNutL2tC7M9l03LV1DB+7XVu0fk3EasmSJdi6dSucTie2bduGrVu3olevXnj11VehqhyjJ6LYpFquV1VV4Ze//CUAoLy8HBs3bkRFRQWmT5+O22+/PWLbrVu3AgBsNhtOPvnkqA/h9957L5YvX47x48e3Wed0EJGzzNy4MXOJqLNSLW/jUVBQgJ07d2Lfvn1R64LBIA4cOAAAMc8SSLbmJ9Gl8DhGSmemz+fDM888AwCYPn16u+UTUWJwIIMoDvX19eHfMzIyWtymqSN17Lbt7a+1fbW2P4vFghtvvBFXXHEFTjzxRFitVnz33Xf4zW9+g3feeQdTpkzB5s2b0b9//xb3uXz5cuzatSv8/5EjR+KVV17BgAED2q0zdV7U9N4kdyfbO+46cgxrtb9YrVq1Knw2MgD06dMHL730Ek477TTNyiCi7i9Vcr2J0+nE0qVLI5bNmjULTz/9NGw2W8TyqqoqAMBjjz2G3NxcvPXWW5g4cSLKysrw61//Gq+++ipmzJiBrVu3oqioqN26d2cRl5Zi5saNmUtEnZVqeRuP4uJifPbZZ1i6dCluuOGGiHWvv/46XC4XAKCurq5T5SSK3ifRxSOVM/O+++7Dtm3bMGDAgKjjgIiSh6fQEMUhlutJxnPNyaZtFUWJa39FRUV45plnUFxcjJ49eyI7OxtnnXUW3n77bVx55ZWorq7GokWLWt3nDz/8ABFBeXk53nvvPVgsFpx22mlRX55QYjT/m+rVmWztuOvIMdzZbeL14YcfQkRQVVWFTz75BEOHDsWECRPCl2AhIopFquR6k969e0NEEAwGsX//fjz//PNYt24dRo8ejU2bNkVsGwgEAAB+vx8vv/wyLrnkEjgcDgwZMgSvvPIKzjjjDFRVVeHpp5+Ouf7dVcSEDGZu3Ji5RNRZqZa38bjpppvgcDjw+eefY+7cufjhhx9QXV2N119/HTfddFP4HpOpOkMtaiAjpedkhKRaZr722mt46KGHYLVa8eqrr7Y5gEZEicUZGUTNzJ07N2rZjBkzMGPGDGRlZYWXNTQ0IDs7O2rbhoYGAIDdbm+3rKb9NV13syXx7A8AFixYgFdffRWrVq1qd9v8/HxMnjwZZ511FkaPHo0bb7wREydORJ8+fWIqizomujOZXHa7HVVVVa0edx05hpse19nXRLxycnIwbtw4vPPOOxg7dizuu+8+TJo0CWeccYbmZRFR19QVc11RFPTp0wfXXHMNRo8ejbPOOgvz5s3Dli1bwh/um8o6/vjjMWnSpKh9zJs3D//617+wZs2aduvd3R37RQUzt+OYuUTUlq6Yt7E4/vjj8fe//x2zZs3C0qVLI07+a8roP/3pT63eQ0NvUZeWSuFxjFTMzA8++ABz586Fqqp47bXXcNZZZ7VbNhElDgcyiJppaVZC//79MWPGDGRnZ8PhcKCmpgYHDx7E8OHDo7Y9ePAggNC9KtrTtE1TWLd0fc949gcAgwcPBgAcPnw4pu0BwOFwYNq0aXjmmWfwwQcf4Jprron5sdR5ye5M9u3bF1VVVTh48CBGjx4dtT6eY07r10RHmUwmXHHFFfjqq6+wYsUKfqlCRGFdPddPP/10DB06FN988w327NkTvrly0+Uj+/Xr1+LjmtYfOXIkpnLSRSJmLLSFmUtE6aKr521bzjvvPOzatQuvv/46vvnmG6iqijFjxuCyyy7DnDlzAAAjRozodDmJoPdJdPFItczcuHEjLrnkEvh8Pjz//POYMWNGHM+GiBIhNee+EelIRKJ+fvWrX4XXN90EqvklHoDQDaC+/fZbWCwWDB06tN2ycnJywqG5efPmqPUHDx7E0aNH0bdvXzgcjpjq33TN7HjPPMnPzwcQurkoJZbe03vbOoaPXd5S5zHe/cX7mugMHsNE1JKunutAy+9vp5xyCgCgsrKyxcdUVFQASMyZ+V1N5D0ykouZS0TpojvkbXtlXn/99Xj66afx5JNP4uqrr4bBYMDatWuhqirGjx+vSTlai8q9FJ6SkUqZuXXrVlx00UVwOp34/e9/j3nz5sVUJhElFgcyiOI0depUAMCbb74ZtW7lypVwu904//zzYbVaO72/v/3tbwCAadOmxVy/5cuXA0DcN2Bcu3YtAOCEE06I63EUP72n97Z1zG3evBm7d+/G8OHDY775u9aviY7iMUxEHZHquV5bW4vNmzdDUZSI9+Xzzz8fmZmZ2LVrFw4cOBD1uKZLSp166qkxl9VdHZu7QWauJpi5RBSvVM/bjnjllVdQVlaGKVOmpOzlmaPuz6hTPWKRKpm5d+9eTJo0CZWVlfjVr36FX/7yl/E+FSJKFCGiuFRUVEh2drYAkOXLl4eXl5WVyaBBgwSAfPjhh1GPGzp0qAwdOlQOHjwYsXz79u1iMBjEYrHIhg0bwsu///57ycvLE4PBINu3b494zNKlS+XAgQNRZSxfvlyysrIEgLz11lsR6/75z3/KO++8I8FgMGK50+mUBQsWCAApLCyUurq62BuDOmRPeb30u3tl+Oepj3cmtXyv1ysDBgwQAPLII4+El9fX18vYsWMFgDz33HNRj5s4caIMHTpUNm7cGLG8o6+JY61evVoAyOTJk1vd5pNPPpFly5aJz+eLej5PPPGEqKoqNptN9u/f32ZZRETHSoVcf/rpp+Xrr7+OKuPgwYMydepUASDTpk2LWn/PPfcIAJk6darU19eHl7/77rtiNBpFUZSo9+x09JPfrwln7sVPfprUspm5REQhqZC3zb344osCQK6//vo2t/vyyy+jPke///77kpWVJVartd1y9LS/whnx2XPJe6lb11TIzGPX3XHHHRo/QyLqLA5kEHXAm2++KaqqiqIoMmHCBJk1a5bk5OQIAJk/f36Lj0Ho5AfZs2dP1LpHHnlEAIjRaJQLL7xQpk+fLjabLSrAmxQXF4uqqjJ8+HC56KKLZObMmTJs2LBwGXfddVfUYxYuXCgApFevXjJ16lS58sorZeLEidKjRw8BIA6HQz755JNOtw21b3ezgYwnP/o+6XVYv359+BgbM2aMXH755VJUVCQAZMaMGRIIBKIe069fPwEgq1evjlrXkdfE/fffL2PGjJExY8bIiSeeGD4Om5aNGTNGDh06FN6+6YNGfn6+TJ48Wa688kqZNGlSuN5Wq1Vef/11zdqIiNJHKuQ6ABk+fLjMnDlTrrjiCjn77LPFYrEIABkxYkTE+2ETl8sl55xzjgCQoqIimTFjhpx99tmiqqoAkAceeKDTbdMdnH/MQMZPkzyQIcLMJSJqonfeiojceOON4fe9gQMHCgDp2bNnxPthc/369ZPevXvLhRdeKLNnz5ZTTjlFAIjNZpOVK1d2qk0SrflAxkPvbdO7Sm3SOzNnzJghACQjI0NKSkpa/OEAB5F+OJBB1EHr1q2TKVOmSE5OjmRkZMhpp50mL7zwQqvbt9UBExH5v//7Pxk3bpzY7Xax2+1y7rnnyj//+c8Wt3355Zdl1qxZMmjQIMnOzhaTySS9evWSmTNnygcffNDiY77++mu5/fbb5YwzzpCePXuK0WiUrKwsOeWUU+Tee+9t8QsSSoxdR+oiOpNPfJj8gQwRkW+//VYuvfRSycvLE4vFIsOHD5eHH35Y/H5/i9u31UEUif81UVJSEn5dtPZz7Otl9+7dsmDBAjnnnHOkqKhITCaTZGZmyogRI+SWW26RnTuTO7OFiLoXPXN95cqVcs0118jw4cMlNzdXjEaj5OXlSXFxsTzxxBPicrlarYfH45EHHnhATjzxRLFYLOJwOOT8889P+S9Wkmniw6vDmTvtieQPZIgwc4mImuiZtyI/njzQ1k9zDz74oIwZM0Z69OghZrNZ+vXrJ7/4xS9k165dcT//ZNt3NHIg43fvpvZAhoi+mRnL8dGvXz+NnikRxUsRSeE7/RARdUO7yutx/u/Xhv9/+wVDMP/8wTrWiIiIqPua+Ps12F3uBACMPD4bK28Zp3ONiIiIkmNfhRPFS9aE/3/jhBNw95Rh+lWIiKgTeLNvIqIkaz58zOFkIiKiBDomZ5m5RESUTrz+YMT/mYNE1JVxIIOIKOmk2f/YmyQiIkqUY1OWX+AQEVE6qXR6I/7Pz55E1JVxIIOIKMk4I4OIiCh5jr2SLiOXiIjSSVWDL3IBg5CIujAOZBARJVnzviNvVURERJQ4wYhLSzFziYgofVQ1NJ+RQUTUdXEgg4goyaJmZOhTDSIiorTAy2gQEVG6ihrI4IA+EXVhHMggIkqyYLPOI/uSREREiSO82TcREaWpqub3yGAOElEXZtS7AkTU9ZSXl+tdhS6t4mgdAg014f/XVVdo2qYFBQWa7YuIiLq3dMh0b101Ag1uAICn3s/MJSIiXeiRuQcPlzX77FmpW/YzM4mosxThvDIiipOiKHpXgdrAt3UiIooVM71zmLlERBSrdM9cZiYRdRYvLUVERERERERERERERCmLAxlERERERERERERERJSyOJBBREREREREREREREQpizf7JqK4HTlyRO8qJFQwKFBV7a5feqTOjec+3Y1vDtbi+7I6AEBBlhn/+O9z8b///BYfbT8SXvbyz8cgN8MMty8Au9WkWR2IiIha0lUzvazWBa8/CKvZgB2ldTCpKnrn2uANBLG73Ikv91Zi9Y5yHKnzIMOk4uVrx6BHpgVXP78RB6tcKMgy46JRvXDe0ALkZpjQOzcj7a9dTkREiZWozA0GBdUNXvyn2oVth2sx4ngHbnzpK9R7AwCAwiwL/nnLubj82Q3YV9GAvj0yMP3kXjixKAtDj8tGU/o5Mkw4XONCboYFNrMhIXUlIuqMLnuz730VTnzwXRlsZgOsRgP4uUN/bl8QZbVu2C1G2K1GeP1BmI0qAkGBiKCqwQeLUUWW1QSLUQ3/zUSAA1UNUBUFWVYjDKoCVVFgUBUYFAWKAhyp84S/XM7LNMNsbHsykdPjR1WDL1wXIBTuAREEgwJ/UODxB+HxBZFhNkBVFfynyoWyWjf69MhA71wbXN4AAiLIsZng8gXQ0VdKWZ0bgYCgX34mrEYVbn8QPn+wzccIgAOVDciyGlHosMJqNKDS6YU/KPAFghABat2h55dhNsAfFASCgqAI3L4gsqxG1Ln9qKj3INtmQqYl9jHLTLMB1S4fTAYVDR4/VFUJtaPFiKAINu2vwq4jTvTPz0CPTDMsRgNc3gCCIih0WBEIChq8AYgInN4AsqxG5NstyLIacbDKhf0VDTha78Hp/Xugaayg2uVDptkAq8mA0ho3zEYVdqsR/oDAHwjicI0bRQ4rsqwmVDg9yLdboCgKihxWHK3zYHtZHQbkZcJmNuD7sjpkmI1QFKDAbkF5vQelNW64vAGYjSpMBhWqAuTZLci2GWE2qDhc40aG2QCbyYAtB6rx5b4qDMzPxPBe2Thc48aRWjcAwGoyoGe2FSKC0prQMrvViJoGH8xGFRajCpvZAKcngD1HneiVY4XHH8S+ioaINj6lbw6WXnMmsq0mHKlz47I/bojaBgBMBgU5GWYMzM9E/7xMHKlzwxcQjDzegd3l9aj3+DGsMBtBEeytcCLbaoLNFHo/dNhMyLaZkGU1QgGwt6IBVlPo9Wc2cDJeZ/30pF4oyLLoXQ3S2eEaF1Z+fTjUFzEZoOH4Z9yCApTVumE1GWBQAH9Q0CPTDCCUidUNPtitocxweQOwmgwwGlQcqXOjR0YMueoNwOX1I9tqgtsXQIbZCI8/AAFgMxlgiPHJ17h8EAGybSYEJdQ/CAQR/j0oaMwRPxwZZogILEYVbl8QBlVptZ0rnV64vAHYzAYEReALhHLRFwjC5Q2g0GFFUAQ2sxGZjR/MRUIZbTaEssHrD5WxvbQWFqMBDpsJORmh91KjquBInQdOjx8Wo4pMixG1Lj+sptBjm/MFgjhS54HNZECW1RixTaXTi0yLEZkWA0QAjz+AQGO3wG41wqQqqPf44fQEwu/bTo8fFU4v9lc6cUKBHcdlWwGE+gI1Lh8A4PgcW2iZy4dKpw95djM8/iAggoNVLgREMCA/EyaDCoOqoMrphccfxMEqF3IzTAgKYLcYYLcaEQgCXn+oP2E2qggGBWajiiN1Hnj9QRTlWBEICL4+WA0AOKl3DszGUBs2nQiw96gTAGAxqbBbTPAHgqhz++EPCrKsRgSCgp1H6lCQZUUvhxUmg4rdR+shAuworUO+3QJHhglVTi9O65+LvUed+PY/tciyGtHgDWB/ZXRutqQw24pHLj8JZw/KBwDsKq/HdUu/xO7G+jUxqApyM8w4oSATNS4f+vTIwPE5NvxwpB5ZViP69MhAMBjqDFY4vahz++CwmZFnN8NhM+FovQcWowG9cqzYUVoHg6pgWGE2qhq8ONLYv7SaDNhZVgdfUHBCgR2qAqiNfV0FoZvAhn5XoCoI/64ooXVefxAHqhqQm2FCvSeAvEwzLEYVHn8Q9R4/MsyhY8rlC+C4bGun35NEgApn6DjOMEf3JVvrGrf08bLVbnQLK6SVrVvri7e0uPVtY99363VuZR/x1COONmptH1NGFqJX4+ue0ldFvQfLNx2EzWyErZ2+iC8QRIXTi55ZnX9/AEJ9j1j7EfEIBAVH6jzIt5uhKAoCx3zWbfqs2fQZp9bth4jAbjEi02KM6o8crnGjvM6DwcfZoUCBLxCE0+uHyxtAboa5w3Ws9/jhDwThDwrsViOsRgMO17jgCwgG9bTDoCo4VO2C2RD6XOv0+HG03otKpxf98zJwsMqFPRVOnNG/B0wGBaU1HpgMoe9AXL4Asq0mZFoMOFLrgaIAJkMogw2Kgn2VDVAVoE9uBo7UubHnqBPVjf2r1jw++2RMP/l4vPPvw/jl61tC/YNmDGqorQHAbFQxvCgbvXKsyDQb4fYH0eDxo0+PDOwqr0dBlgUNngAyLcbw9zqF2VZUNXjhDwj2VzagIMuC43NtKK1xw6AqcPsC8AdCfYBhRaHBk7JaN9y+ABRFgdPjR57dggavH/WeUJ+zR6YZHn8AWVYTGjx+OL0B5GaYEAiG8rxfXgYyzMbGvmmoP242qnB6Qv2NoAi8/iBsplDfz+ULwNf4d/MHQuuLHFYEgoBBDb3fmgwqymrdKMiyoLrxc36+3QJfILQfb1N/JhBEbqYZqqKE17n9oedIlC4mDuuJ/vmZSS2zyw5kvPftYdzw8ia9q0FEFJMhx9kxbXQvlNW6ccvEwSh0WMPrXN4APt9dgRte/qrFTiWlnhU3n4tRvR16V4N0tv6Ho7jquY16V4OIAFhNoQEvAMiyGPHTk3th3KB8nDesJ6ymyLNK69w+PLxqB/76+b4On6hCpLdXrx0THqCj9PXNwWpc/NR6vatBKajIYcWyX5yF8rrQSYRNjtS5seLrw9i0rwpbD9Vgbwsn1BERxeKPV5+GKSMLk1pmlx3I2LS/Cn/9bC8avAG4+cVfSjCqCgodVtS4fPD4Qme/exrPoFQUhEbTfUHUuv3wBiL/ZrkZobPEXb5A+EyLoPw4iyLDbIACBUaDghqXD8F2jlqzQUVephlOrx9Ojx8AImZ6qKoCi0GFxaQ2ziYAMswG9M/PxKFqFw5VuxpnIITOZLWaDTB0cNpPpsUARVFQUe+Bxx+E1WiAyaiivb3lZJjQ4A2E2rPxrEiLUYXZoCIogtwMM+o9fjR4A1AAeBrb1G42wh8UOGwm9Mg0obrBF9XerRFpOlM0dEZfToYJIgjXAQCOy7bglL65+PY/NQgEBS5fAPl2Czz+0CwEi9EAo6ogJ8MEh80EpzeAinoPKp0+FDos4TMr/v2fGhgUBR5/EMfn2uAPCMpq3eiblwGzQUWd2w+TIXRWSFGODUfrQ2fCmgwqSmvcMBoU1Lv9yLQY0aeHDdUNPri8gfBZ8oGgoM7tx3EOKwqzrah2eVHT4EO2LTRrocblQ3WDF96A4PjGmRNOTwB9e9hwev8e2FVej7JaNyxGA04syoaqABv3VGLXkXqMGdgDRQ4bAkFBeb0HfXIz4A+GZvi4Go/943Ns2F/ZALvFiFHHO5CTYWr3khVuXwBltW78p9qFQT3t8PiCqHR6sftoPXaXO5FhNiLLasTXB6rDM0pqXD74G8/8Ka/zwB8UGNXQ66TG5YPT44fHH0TfHhkAQmfv8iyRzrtz0lD0zcvQuxqks22Ha/Hs2l1w+QJw+fTvi+RlmuELBOH1B0PvkZ7Q5QSaMrHe60eDxw+b2QCPLwhfMDTrsM7tQ3tvC2aDAovJALc3EM5OS+OM2FB2x1ZHm0mFAgVufwCq0nTWeWgGpqqGflcVBVajiqoGH4yqAo8/NNMiEAzNOmypqKzGmYNufwCGxqw3GlSYDAosRhWHGmfReXzBiEzskWFCQACPLwCTITSLdFBPO1RVQU2DF9UuH2pdofbJNBuQbQ3NJKl2+ZCXaYbXHzqrrzlVAXpmW+HxBcKzEH5sAwNq3aEzJ4MiMBlVGFUFRlVFvccHX+DHM0s9vgDqPH6YjaG/Yb7dgsM1Lhyt90JBaGaLw2ZCICg4VO2CqigQCDIa+wI5ttAlCk0GtfH9PzRb1h+Q8GyHLKsJGWYDHBkmNHgCqPf4YVAVmI0qDjfu02IKnfWf2ZhDpbVumFQVOZmh/Vc7ffAFQsddUIB6tx8DCjKRZTXC4wuduWgyKsiyGGFofJ5uXxAnFNjh9PhRVutGtcuHvj0yYDaq6J+XiYNVoS9W6tx+HKp2YUBBJk7unQNfUGBQFPTKsSLDbMSG3UcxaXghMi1G/HCkHr1yrI2zE9vvt3n9QazaWooB+Zlw+wIIBAWljbOLvztUi/J6D4YXZaPe48ehajeaJtaEZpqaUOPyoaLeg6qG0AyYOrcfR+s96N+YDzuP1MNuCc3m+OFIPRQAefbQ2ZtNZxELQmfniyB8TISWAUCoP9y0HRDqTzd4Asizm3GkzgOR0GwZm8mIeo8PRoMKi0HFUae33ecfi6a/oa+VvmRLzdxay7f2N2lpaet/vlb2EVc9Wttz9IpWt41jH61VpOXnHXsb3XTeIAwtzGp555Q29hx14omPdqLB6281I5uoCpBtNaG6cSafFmLtR8QrNyP0HqsqTZ/hf/w8b238LGdsvHKAQVVQ5wl97m8eyVajivwsS+MMewUmQ+i7iSyLCQ2+QIfrZzGq8AeCMDb2HfxBQbY1NCtmz1EnBEChw4raxpkSVpMB/mAQ/fMycbjGhTy7BT2zLNhVHpqJ2CvHBmmcUWozG1Dl9KKqwYvjczJgUENZeFy2FUaDgkxzaLZkpdOLgiwL+vbIQM9sC0xqaGZjkcOGrYdqcVJvB3pmW9t9LnXuUCbXun34eNsRTDyxJ+rdfuytcOJQtRv+QOgzbrbNhPI6D3pmWeDxB5FtNeJovTd8tY2yWg/s1tBVHHrn2OD0BrCvInSViaa3Nrc3EPrc3XjJK7vFiGyrEaqqwGYyoKrB23jVCSMq6j04XONGltUIXyD0nVCGObQNEDqW/1PtCh8XoVmhoWy3GA2wmFQYFAUmowq3NwAooT6YydDY7zKoCASD2F/ZALMxNKO36XuIIoe1cUaiEaoS+o6kqf9rMoRmyxpVBRVOLwCByaDC7ftxxjNRurj23AE4qU9OUsvssgMZRERERERERERERETU/XGokIiIiIiIiIiIiIiIUhYHMoiIiIiIiIiIiIiIKGVxIIOIiIiIiIiIiIiIiFIWBzKIiIiIiIiIiIiIiChlcSCDiIiIiIiIiIiIiIhSFgcyiIiIiIiIiIiIiIgoZXEgg4iIiIiIiIiIiIiIUpYxWQWJCLxeb7KKIyIi6lLMZjMURdG7Gt0a+yJEREStY18k8dgXISIial17fZGkDWR4vV4sXrw4WcURERF1Kffccw8sFove1ejW2BchIiJqHfsiice+CBERUeva64soIiLJqEhnzjwoLS3FX/7yF8ydOxeFhYUa16z7YrvFj23WMWy3jmG7xa87txnPgky8WPsi3fk4Sya2ozbYjtpgO2qD7aiNVG1H9kUSjzMy4peqr5euhG2oDbZj57ENtdGd2zFlZmQoitLhszvMZnP4X54hEju2W/zYZh3DdusYtlv82GbUGbH2RXicaYPtqA22ozbYjtpgO2qD7Zi+OvO9SLri66Xz2IbaYDt2HttQG+ncjrzZNxERERERERERERERpawuMZBht9tRXFwMu92ud1W6FLZb/NhmHcN26xi2W/zYZpQMPM60wXbUBttRG2xHbbAdtcF2JIodXy+dxzbUBtux89iG2kjndkzaPTKIiIiIiIiIiIiIiIji1SVmZBARERERERERERERUXriQAYREREREREREREREaUsDmQQEREREREREREREVHK4kAGERERERERERERERGlLA5kEBERERERERERERFRytJ1IKO0tBTXXnstioqKYLVaMWTIENx///3wer0x72Pnzp1YtGgRxo8fj169esFsNqNPnz6YM2cOtm/fntCy9aBVvZ988knMmzcPo0ePhtFohKIoWLNmTavbz507F4qitPgzbNiwTj6rxNOr3bQsO9m0rPeqVaswYcIEZGdnIysrCxMmTMCqVata3LYrHGv/+te/cNFFFyE3NxeZmZk488wz8eqrr8a1j2AwiKeeegqjR4+GzWZDQUEBLr/8cuzcuTOh5epJj3br379/q8fTDTfcoMXToi6C+akN5qk2mLGxY+Zqhzmsjc6245EjR/Dggw9i1qxZGDBgQLg9El0uUSphDsaOOdh5zD9tMP+0oUc7dqfj0ahXwaWlpRgzZgwOHDiAGTNmYMiQIVi3bh0WLlyIDRs24O2334aqtj/Oct999+H111/HyJEjMX36dGRnZ+Pf//43XnrpJbz55ptYtWoVxo0bl5Cyk03Les+fPx8AUFRUhIKCApSWlsb0uFtvvRU5OTkRy/Lz8+N6HsmmZ7vxWANeeeUVXH311cjPz0dJSQkURcEbb7yBKVOm4OWXX8ZVV13V4uNS9Vhbs2YNJk+eDLPZjNmzZ8PhcOCtt97CVVddhb1792LBggUx7eeGG27An//8ZwwfPhy33HILysrK8Prrr+P999/HZ599huHDhyekXL3o1W4A4HA4cNttt0UtP/300zv7tKiLYH5qg3mqDWZs7Ji52mEOa0OLdvzuu++wYMECKIqCwYMHIyMjAw0NDQkvlyhVMAdjxxzsPOafNph/2tCrHYFudDyKTubMmSMA5JlnngkvCwaDUlJSIgDkhRdeiGk/L774omzZsiVq+WuvvSYAZPjw4QkrO9m0rPfKlSvl8OHDIiJy/fXXCwBZvXp1q9s3lbFnz56OVl83erZbuh9rlZWVkpOTI/n5+bJ///7w8kOHDklhYaHk5ORIZWVlxGNS+Vjz+XxywgkniMVikU2bNoWX19bWyogRI8RoNMr333/f7n4+/vhjASDjxo0Tt9sdXv7hhx+Koigyfvz4hJSrF73aTUSkX79+0q9fP02eB3VdzE9tME+1wYyNDTNXO8xhbWjVjqWlpbJ27Vqpra0VEZGhQ4dKWx/Lu+MxSemNORgb5mDnMf+0wfzThl7tKNK9jkddBjJqa2vFYrHIwIEDJRgMRqw7dOiQqKoqY8eO7XQ5Q4YMEQBSXl6e9LK1lsh6d+cvYvRsNx5rIs8++6wAkF//+tdR6xYvXiwA5Nlnn41YnsrH2qpVqwSAzJs3L2rdsmXLBIDce++97e7nZz/7mQCQtWvXRq2bMmWKAJAdO3ZoXq5e9Go3ke4V2NQxzE9tME+1wYyNHTNXO8xhbSTq2GjvC4jueExS+mIOxo452HnMP20w/7ShVzuKdK/jUZc5+Bs2bIDH48EFF1wQdR2voqIijBo1Chs3boTb7e5UOSaTCQBgNP54Ba1kla21VKn322+/jcWLF+PRRx/FRx99hEAgkNDyOkvPdkuVv1m8tKx30/XOJ02aFLVu8uTJAIC1a9e2+NhUPNbaej5Ny1p7Ps33k5mZiXPOOSdqXUvtolW5etGr3Zp4PB4sXboUixYtwh/+8Ad8/fXX8VSfurhUeS9Oxfe0eDBPtcGMjR0zVzvMYW3odWx0x2OS0hdzMHbMwc5j/mmD+acNvZ9PdzkedblHRtPNcAYPHtzi+sGDB+Prr7/G7t27W7zOXCy++OILbN26FWeccUbEtQ+TUXYipEq9b7755oj/DxkyBK+99hpOPfXUhJXZGXq2W6r8zeKlZb3b2lfTstZujpWKx1pbzyc3Nxf5+flt3jANAJxOJw4fPoyRI0fCYDBErW+pXbQoV096tVuT0tJSzJ07N2LZlClT8NJLL6XktXBJW6nyXpyK72nxYJ5qgxkbO2audpjD2tDr2OiOxySlL+Zg7JiDncf80wbzTxt6P5/ucjzqMiOjpqYGQOhGIy3Jzs6O2K4j+y8pKYGqqnjooYeSWnai6F3v4uJiLF++HAcOHIDL5cK2bdtw2223YdeuXZg0aRIOHTqUkHI7S8920/tv1lFa1rutfWVmZsJgMETtJ5WPtVjapr126Uj7alGunvRqNwC45pprsGbNGpSXl6O2thaff/45LrzwQrz33nu4+OKLISJxPRfqevR+L07l97R4ME+1wYyNHTNXO8xhbeh1bHTHY5LSF3MwdszBzmP+aYP5pw09n093Oh47NZCRn58PRVFi/mmaRpNIbrcbM2fOxPbt2/Gb3/wGEyZMSHiZ8UjFNovFvHnzMHPmTPTu3RtWqxXDhg3Do48+irvvvhsVFRV49NFHE1p+V203PXXVNtP7WKPu5X//939RXFyM/Px8ZGVlYcyYMVi5ciXOPfdcbNiwAe+8847eVaQY8T1NG121HVNNV23HVDseqftjDhN1T8xBorYx/yiVdKfjsVOXlvrZz36Gurq6mLcvLCwE8OPoU2sjTbW1tRHbxcrj8eCSSy7Bxx9/jHvvvRcLFiyI2iZRZccq1dqss37+859j0aJFWL9+fULL6YrtpvffLBXa7Nh95eXlRaxzOp0IBAIxP/9kHWttiaVt2ns+HWlfLcrVk17t1hpVVTFv3jysW7cO69evx9SpU9t9DOkvFd7TtKTXe1pXbMdU/BumQjt2t4xtjpmrHeawNvQ6NrrjMUldH3Mw8ZiDncf80wbzTxup9ny66vHYqYGMJ598skOPa+96hTt37oSqqhg4cGDM+3S73ZgxYwZWrVqF//mf/8GiRYuSVnY8UqnNtNB0HbWGhoaEltMV203vv1kqtNngwYPx5ZdfYufOnVGdy/auj9pcso61thzbNqeddlrEuqqqKhw9ehRnn312m/vIzMxEUVER9uzZg0AgEHWdzZbaRYty9aRXu7UlFY4nik8qvKdpSa9jsCu2Yyr+DVOhHbtbxjbHzNUOc1gbeh0b3fGYpK6POZh4zMHOY/5pg/mnjVR8Pl3xeNTlHhlnnXUWLBYLPvjgg6jrcB0+fBj//ve/MWbMGFit1pj2d+wgxp133onf/e53SSs7WVK13hs3bgQA9O/fP6nlxkrPdkvVv1l7tKx3cXExAOD999+PWrdq1aqIbdqTCsdaW8+naVksz6e4uBhOp7PFM35aahetytWLXu3WllQ4nig5UvW9uKsdg8xTbTBjY8fM1Q5zWBt6HRvd8Zik9MUcjB1zsPOYf9pg/mkjFZ9PVzweITqZM2eOAJBnnnkmvCwYDEpJSYkAkBdeeCFie6fTKdu2bZN9+/ZFLHe5XDJp0iQBILfffntCyk4VWrVZc9dff70AkNWrV7e4/vDhw/LDDz9ELT948KAMGzZMAMiyZcvif0JJole7daTsVKFVm1VWVorD4ZD8/HzZv39/ePmhQ4eksLBQcnJypLKyMrw81Y81n88nAwcOFIvFIps3bw4vr62tlREjRojRaJQdO3aEl5eXl8u2bdukvLw8Yj8ff/yxAJBx48aJx+MJL//www9FURQZP358p8pNNXq129atW6WqqiqqPp9++qlYrVaxWCztvs6pe2B+aoN5qg1mbGyYudphDmtDq3ZsbujQodLWx/LueExSemMOxoY52HnMP20w/7ShVzt2t+NRt4GMQ4cOSZ8+fURRFJk5c6bcc889cs455wgAmTx5sgQCgYjtV69eLQCkuLg4YnlT2BUWFsrChQtb/NmzZ0+nyk4VWrWZiMiDDz4oJSUlUlJSIkOGDAnvo2nZp59+GrEfRVFk3Lhxct1118ndd98tV1xxhWRmZgoAKSkpkWAwmOin32F6tVtHyk4VWrbZSy+9JAAkPz9fbr75Zpk/f74cd9xxAkBeeumlqP2k+rH28ccfi8lkErvdLtddd53ccccdMmDAAAEgv/3tbyO2XbhwoQCQhQsXRu3n2muvFQAyfPhwueuuu2TOnDlisVjE4XDI1q1bO1VuKtKj3RYuXCg2m02mTZsmN998s9xxxx0yefJkURRFDAaD/PnPf07kU6YUwvzUBvNUG8zY2DFztcMc1oZW7dj0XldSUiLZ2dnh12DTT0tfonW3Y5LSF3MwdszBzmP+aYP5pw092rG7HY+6DWSIhALsmmuukeOOO07MZrMMGjRIfv3rX4vb7Y7atrXwKi4uFgBt/rR0hl88ZacSLdpMpP12e/HFF8Pb7t+/X6699loZPXq05ObmitFolLy8PLngggtS6oyFtujRbh0pO5Vo1WYiIu+++66MHz9e7Ha72O12GT9+vLz33ntR23WVY23jxo0yZcoUcTgcYrPZ5PTTT5eXX345aru2gicQCMgTTzwhI0aMEIvFInl5eTJr1qw2zyiItdxUlex2W7NmjVx++eUyaNAgycrKEpPJJL1795bZs2fLxo0bE/EUKYUxP7XBPNUGMzZ2zFztMIe1oUU7tvf5tfmJePGUS9QVMAdjxxzsPOafNph/2kh2O3a341ERaXZhQiIiIiIiIiIiIiIiohShy82+iYiIiIiIiIiIiIiIYsGBDCIiIiIiIiIiIiIiSlkcyCAiIiIiIiIiIiIiopTFgQwiIiIiIiIiIiIiIkpZHMggIiIiIiIiIiIiIqKUxYEMIiIiIiIiIiIiIiJKWRzIICIiIiIiIiIiIiKilMWBDCIiIiIiIiIiIiIiSlkcyCAiIiIiIiIiIiIiopTFgQwiIiIiIiIiIiIiIkpZHMggIiIiIiIiIiIiIqKUxYEMIiIiIiIiIiIiIiJKWf8fBW9ZotvoT00AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_posterior(\n", + " idata_confounded[\"spike_and_slab\"], var_names=[\"beta_O\"], figsize=(20, 10)\n", + ");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This form of Bayesian regularization is crucial when the analyst suspects structural bias—when some covariates may themselves be proxies for unobserved confounders. By letting the model discover and downweight such variables, these priors act as a safeguard against overfitting endogenous structure. Bayesian variable selection is not merely a statistical convenience, but a structural choice about what relationships should be allowed to persist in the causal model. But this behavior should not be mistaken for a _magical salve_ for endogeneity. No prior, however clever, can know which variables are truly exogenous or which exclusion restrictions are defensible. That judgment must come from theory, domain expertise, and a careful causal design. \n", + "\n", + "Seen this way, these priors are best thought of as complements to theory, not substitutes for it. They are powerful tools for regularization and for exploring the robustness of our inferences, especially in high-dimensional or structurally ambiguous settings. Yet, they should always be deployed with a clear rationale about what the analyst believes to be the relevant sources of variation—and why." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The Binary Case\n", + "\n", + "In practice, theory-driven variable selection tends to be more tractable when the treatment is binary. For instance, when a treatment represents a policy adoption, a clinical intervention, or a discrete decision like entering a program or not. In such settings, the causal question is easier to articulate in design terms: What would have happened if this unit had not received the treatment? Because the intervention is categorical, analysts can often draw on institutional knowledge or policy mechanisms to reason about which variables are genuine confounders, which might serve as instruments, and which can be safely excluded. This clarity of design focus makes the binary treatment context an ideal laboratory for contrasting structural Bayesian modeling with the potential outcomes perspective.\n", + "\n", + "This also allows us to explore how Bayesian joint modeling connects to the potential outcomes framework, where causal effects are conceptualized not just as slopes in a regression, but as differences in counterfactual predictions.To explore this, we adapt our earlier joint modeling setup to the binary treatment context. The model below replaces the continuous treatment equation with a latent variable formulation that links predictors to a Bernoulli decision through a logistic transformation. The latent variables $U$ and $V$ introduce correlated residuals between the outcome and treatment equations, controlled by a correlation parameter $\\rho$. This setup captures endogenous selection—the idea that unobserved factors may simultaneously influence both the treatment decision and the outcome." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "clusterbeta_outcome (9)\n", + "\n", + "beta_outcome (9)\n", + "\n", + "\n", + "clusterbeta_treatment (9)\n", + "\n", + "beta_treatment (9)\n", + "\n", + "\n", + "cluster2500 x 9\n", + "\n", + "2500 x 9\n", + "\n", + "\n", + "cluster2500\n", + "\n", + "2500\n", + "\n", + "\n", + "cluster2500 x 2\n", + "\n", + "2500 x 2\n", + "\n", + "\n", + "\n", + "beta_O\n", + "\n", + "beta_O\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "mu_outcome\n", + "\n", + "mu_outcome\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "beta_O->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "beta_T\n", + "\n", + "beta_T\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "mu_treatment\n", + "\n", + "mu_treatment\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "beta_T->mu_treatment\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "X_data\n", + "\n", + "X_data\n", + "~\n", + "Data\n", + "\n", + "\n", + "\n", + "X_data->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "X_data->mu_treatment\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "likelihood_outcome\n", + "\n", + "likelihood_outcome\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "mu_outcome->likelihood_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "y_data\n", + "\n", + "y_data\n", + "~\n", + "Data\n", + "\n", + "\n", + "\n", + "likelihood_outcome->y_data\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "likelihood_treatment\n", + "\n", + "likelihood_treatment\n", + "~\n", + "Bernoulli\n", + "\n", + "\n", + "\n", + "mu_treatment->likelihood_treatment\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "likelihood_treatment->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "t_data\n", + "\n", + "t_data\n", + "~\n", + "Data\n", + "\n", + "\n", + "\n", + "likelihood_treatment->t_data\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "rho\n", + "\n", + "rho\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "eps\n", + "\n", + "eps\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "rho->eps\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "alpha\n", + "\n", + "alpha\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "alpha->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "sigma_U\n", + "\n", + "sigma_U\n", + "~\n", + "Halfnormal\n", + "\n", + "\n", + "\n", + "sigma_U->likelihood_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "sigma_U->eps\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "rho_unconstr\n", + "\n", + "rho_unconstr\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "rho_unconstr->rho\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "eps->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "eps->mu_treatment\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "eps_raw\n", + "\n", + "eps_raw\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "eps_raw->eps\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 158, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "coords = {\n", + " \"beta_outcome\": [f\"feature_{i}\" for i in range(data.shape[1])],\n", + " \"beta_treatment\": [f\"feature_{i}\" for i in range(data.shape[1])],\n", + " \"obs\": range(data.shape[0]),\n", + " \"latent\": [\"U\", \"V\"],\n", + " \"sigmas_1\": [\"var_U\", \"cov_UV\"],\n", + " \"sigmas_2\": [\"cov_VU\", \"var_V\"],\n", + "}\n", + "\n", + "\n", + "def make_binary_model(data, coords):\n", + " X = data[[col for col in data.columns if \"feature\" in col]]\n", + " Y = data[\"Y_bin\"].values\n", + " T = data[\"D_bin\"].values\n", + "\n", + " with pm.Model(coords=coords) as binary_model:\n", + " beta_outcome = pm.Normal(\"beta_O\", 0, 1, dims=\"beta_outcome\")\n", + " beta_treatment = pm.Normal(\"beta_T\", 0, 1, dims=\"beta_treatment\")\n", + "\n", + " X_data = pm.Data(\"X_data\", X.values)\n", + " y_data = pm.Data(\"y_data\", Y)\n", + " t_data = pm.Data(\"t_data\", T)\n", + "\n", + " alpha = pm.Normal(\"alpha\", 0, 10)\n", + " sigma_U = pm.HalfNormal(\"sigma_U\", 1.0)\n", + " # just correlation, not full covariance\n", + "\n", + " rho_unconstr = pm.Normal(\"rho_unconstr\", 0, 0.5)\n", + " rho = pm.Deterministic(\"rho\", pm.math.tanh(rho_unconstr)) # keep |rho|<1\n", + "\n", + " inverse_rho = pm.math.sqrt(pm.math.maximum(1 - rho**2, 1e-12))\n", + " chol = pt.stack([[sigma_U, 0.0], [sigma_U * rho, inverse_rho]])\n", + "\n", + " # --- Draw latent errors ---\n", + " eps_raw = pm.Normal(\"eps_raw\", 0.0, 1.0, shape=(len(data), 2))\n", + " eps = pm.Deterministic(\"eps\", pt.dot(eps_raw, chol.T))\n", + "\n", + " U = eps[:, 0]\n", + " V = eps[:, 1]\n", + "\n", + " # mu_treatment = pmb.BART(\"mu_treatment\", X=X_data, Y=data['D_cont'].values)\n", + " mu_treatment = pm.Deterministic(\"mu_treatment\", (X_data @ beta_treatment) + V)\n", + " p_t = pm.math.invlogit(mu_treatment)\n", + " outcome_treatment = pm.Bernoulli(\"likelihood_treatment\", p_t, observed=t_data)\n", + "\n", + " # mu_outcome = pmb.BART(\"mu_outcome\", X=X_data, Y=data['Y_cont'].values)\n", + " mu_outcome = pm.Deterministic(\n", + " \"mu_outcome\", (X_data @ beta_outcome) + alpha * outcome_treatment + U\n", + " )\n", + " _ = pm.Normal(\"likelihood_outcome\", mu_outcome, sigma=sigma_U, observed=y_data)\n", + "\n", + " return binary_model\n", + "\n", + "\n", + "binary_model_unconfounded = make_binary_model(data_unconfounded, coords)\n", + "binary_model_confounded = make_binary_model(data_confounded, coords)\n", + "pm.model_to_graphviz(binary_model_unconfounded)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The nested dependency structure of the model can be seen clearly in the graph above. In the binary setting, the, $\\alpha$ parameter captures the average difference in outcomes between treated and untreated units, but as before we are aiming to capture a treatment effect estimate of 3. This model is still bivariate normal in that the latent draws of `eps_raw` are transformed to reflect the correlation encoded in $\\rho$. \n", + "\n", + "$$\n", + "\\epsilon_{\\text{raw}, i} =\n", + "\\begin{pmatrix} \\epsilon_{U,i}^{\\text{raw}} \\ \\epsilon_{V,i}^{\\text{raw}} \\end{pmatrix}\n", + "\\sim \\mathcal{N}\\left(\\begin{pmatrix} 0 \\ 0 \\end{pmatrix}, \\mathbf{I}_2\\right)\n", + "$$\n", + "\n", + "due to the dot product multiplication\n", + "\n", + "$$\n", + "\n", + "\\begin{pmatrix} U_i \\ V_i \\end{pmatrix} = \\mathbf{chol} \\cdot \\epsilon_{\\text{raw}, i} \\sim \\mathcal{N}\\left(\n", + "\\begin{pmatrix} 0 \\ 0 \\end{pmatrix},\n", + "\\mathbf{\\Sigma} \\right)\n", + "\n", + "$$\n", + "\n", + "This is a convenient representation for the bivariate binary case that samples quite nicely. " + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [beta_O, beta_T, alpha, sigma_U, rho_unconstr, eps_raw]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "be6b06c1555c42ac94ebae944dbb1375", + "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 27 seconds.\n"
+     ]
+    }
+   ],
+   "source": [
+    "with binary_model_unconfounded:\n",
+    "    idata = pm.sample_prior_predictive()\n",
+    "    idata.extend(pm.sample(target_accept=0.95))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha2.9380.1212.7173.1710.0050.002623.01651.01.0
rho0.0170.046-0.0730.1030.0020.001577.01232.01.0
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" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", + "alpha 2.938 0.121 2.717 3.171 0.005 0.002 623.0 1651.0 \n", + "rho 0.017 0.046 -0.073 0.103 0.002 0.001 577.0 1232.0 \n", + "\n", + " r_hat \n", + "alpha 1.0 \n", + "rho 1.0 " + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "az.summary(idata, var_names=[\"alpha\", \"rho\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 632, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: Y_bin R-squared (uncentered): 0.543
Model: OLS Adj. R-squared (uncentered): 0.542
Method: Least Squares F-statistic: 494.4
Date: Sun, 19 Oct 2025 Prob (F-statistic): 0.00
Time: 23:51:12 Log-Likelihood: -6428.1
No. Observations: 2500 AIC: 1.287e+04
Df Residuals: 2494 BIC: 1.290e+04
Df Model: 6
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
D_bin 4.7631 0.089 53.320 0.000 4.588 4.938
feature_0 0.2739 0.064 4.301 0.000 0.149 0.399
feature_1 -0.1822 0.063 -2.872 0.004 -0.307 -0.058
feature_2 0.1377 0.063 2.169 0.030 0.013 0.262
feature_3 -0.1376 0.063 -2.168 0.030 -0.262 -0.013
feature_4 0.3935 0.063 6.204 0.000 0.269 0.518
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Omnibus: 2.364 Durbin-Watson: 1.858
Prob(Omnibus): 0.307 Jarque-Bera (JB): 2.325
Skew: -0.047 Prob(JB): 0.313
Kurtosis: 3.115 Cond. No. 1.46


Notes:
[1] R² is computed without centering (uncentered) since the model does not contain a constant.
[2] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/latex": [ + "\\begin{center}\n", + "\\begin{tabular}{lclc}\n", + "\\toprule\n", + "\\textbf{Dep. Variable:} & Y\\_bin & \\textbf{ R-squared (uncentered):} & 0.543 \\\\\n", + "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.542 \\\\\n", + "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 494.4 \\\\\n", + "\\textbf{Date:} & Sun, 19 Oct 2025 & \\textbf{ Prob (F-statistic):} & 0.00 \\\\\n", + "\\textbf{Time:} & 23:51:12 & \\textbf{ Log-Likelihood: } & -6428.1 \\\\\n", + "\\textbf{No. Observations:} & 2500 & \\textbf{ AIC: } & 1.287e+04 \\\\\n", + "\\textbf{Df Residuals:} & 2494 & \\textbf{ BIC: } & 1.290e+04 \\\\\n", + "\\textbf{Df Model:} & 6 & \\textbf{ } & \\\\\n", + "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lcccccc}\n", + " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", + "\\midrule\n", + "\\textbf{D\\_bin} & 4.7631 & 0.089 & 53.320 & 0.000 & 4.588 & 4.938 \\\\\n", + "\\textbf{feature\\_0} & 0.2739 & 0.064 & 4.301 & 0.000 & 0.149 & 0.399 \\\\\n", + "\\textbf{feature\\_1} & -0.1822 & 0.063 & -2.872 & 0.004 & -0.307 & -0.058 \\\\\n", + "\\textbf{feature\\_2} & 0.1377 & 0.063 & 2.169 & 0.030 & 0.013 & 0.262 \\\\\n", + "\\textbf{feature\\_3} & -0.1376 & 0.063 & -2.168 & 0.030 & -0.262 & -0.013 \\\\\n", + "\\textbf{feature\\_4} & 0.3935 & 0.063 & 6.204 & 0.000 & 0.269 & 0.518 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lclc}\n", + "\\textbf{Omnibus:} & 2.364 & \\textbf{ Durbin-Watson: } & 1.858 \\\\\n", + "\\textbf{Prob(Omnibus):} & 0.307 & \\textbf{ Jarque-Bera (JB): } & 2.325 \\\\\n", + "\\textbf{Skew:} & -0.047 & \\textbf{ Prob(JB): } & 0.313 \\\\\n", + "\\textbf{Kurtosis:} & 3.115 & \\textbf{ Cond. No. } & 1.46 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "%\\caption{OLS Regression Results}\n", + "\\end{center}\n", + "\n", + "Notes: \\newline\n", + " [1] R² is computed without centering (uncentered) since the model does not contain a constant. \\newline\n", + " [2] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "=======================================================================================\n", + "Dep. Variable: Y_bin R-squared (uncentered): 0.543\n", + "Model: OLS Adj. R-squared (uncentered): 0.542\n", + "Method: Least Squares F-statistic: 494.4\n", + "Date: Sun, 19 Oct 2025 Prob (F-statistic): 0.00\n", + "Time: 23:51:12 Log-Likelihood: -6428.1\n", + "No. Observations: 2500 AIC: 1.287e+04\n", + "Df Residuals: 2494 BIC: 1.290e+04\n", + "Df Model: 6 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "D_bin 4.7631 0.089 53.320 0.000 4.588 4.938\n", + "feature_0 0.2739 0.064 4.301 0.000 0.149 0.399\n", + "feature_1 -0.1822 0.063 -2.872 0.004 -0.307 -0.058\n", + "feature_2 0.1377 0.063 2.169 0.030 0.013 0.262\n", + "feature_3 -0.1376 0.063 -2.168 0.030 -0.262 -0.013\n", + "feature_4 0.3935 0.063 6.204 0.000 0.269 0.518\n", + "==============================================================================\n", + "Omnibus: 2.364 Durbin-Watson: 1.858\n", + "Prob(Omnibus): 0.307 Jarque-Bera (JB): 2.325\n", + "Skew: -0.047 Prob(JB): 0.313\n", + "Kurtosis: 3.115 Cond. No. 1.46\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", + "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"" + ] + }, + "execution_count": 632, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import statsmodels.formula.api as smf\n", + "\n", + "res = smf.ols(\n", + " \"Y_bin ~ 0 + D_bin + feature_0 +\tfeature_1 +\tfeature_2 +\tfeature_3 +\tfeature_4\",\n", + " data,\n", + ").fit()\n", + "res.summary()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "CausalPy", + "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": "3.13.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/environment.yml b/environment.yml index a838de19..932138ab 100644 --- a/environment.yml +++ b/environment.yml @@ -16,3 +16,4 @@ dependencies: - statsmodels - xarray>=v2022.11.0 - pymc-extras>=0.3.0 + - pymc-bart From 6c620a8a281c3c13915fc12bf654e6a4e039053d Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Thu, 23 Oct 2025 07:16:03 +0100 Subject: [PATCH 02/27] tidying spell check Signed-off-by: Nathaniel --- docs/source/knowledgebase/structural_causal_models.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 73a0bd23..21bf5f20 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -1649,7 +1649,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the plot we can see that the majority of models accurately estimate the true treatment effect $\\alpha$ except in the cases where we have explictly placed an opinionated prior on the $\\rho$ parameter in the model. This priors pulls the $\\alpha$ estimate away from the true data generating process. " + "In the plot we can see that the majority of models accurately estimate the true treatment effect $\\alpha$ except in the cases where we have explicitly placed an opinionated prior on the $\\rho$ parameter in the model. This priors pulls the $\\alpha$ estimate away from the true data generating process. " ] }, { @@ -2486,7 +2486,7 @@ "\n", "### Causal Identification and Variable Selection\n", "\n", - "Before continuing to the binary case it's worth diving into the role of priors in these structural causal models. Both spike and slab and horseshoe priors were designed to perform automatic variable selection. Tthe spike-and-slab via a latent mixture of near-zero and freely estimated components, and the horseshoe through continuous shrinkage that allows strong predictors to survive while damping weak or spurious ones. Plotting these posteriors vividly illustrates their behavior more clearly than describing it. " + "Before continuing to the binary case it's worth diving into the role of priors in these structural causal models. Both spike and slab and horseshoe priors were designed to perform automatic variable selection. The spike-and-slab via a latent mixture of near-zero and freely estimated components, and the horseshoe through continuous shrinkage that allows strong predictors to survive while damping weak or spurious ones. Plotting these posteriors vividly illustrates their behavior more clearly than describing it. " ] }, { From 1d79fee864498c25a5d1807b0061051e585d61a3 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Thu, 23 Oct 2025 22:31:46 +0100 Subject: [PATCH 03/27] improve binary modelling with BART Signed-off-by: Nathaniel --- .../structural_causal_models.ipynb | 1786 +++++++++-------- 1 file changed, 983 insertions(+), 803 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 21bf5f20..5ddeb42d 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -18,6 +18,7 @@ "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", + "import pymc_bart as pmb\n", "import pytensor.tensor as pt\n", "import statsmodels.formula.api as smf\n", "from matplotlib import pyplot as plt" @@ -71,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 168, "metadata": {}, "outputs": [], "source": [ @@ -90,7 +91,7 @@ " return df_s, means, sds\n", "\n", "\n", - "def simulate_data(n=2500, alpha_true=3.0, rho=0.6):\n", + "def simulate_data(n=2500, alpha_true=3.0, rho=0.6, cate_estimation=False):\n", " # Exclusion restrictions:\n", " # X[0], X[1] affect both Y and D (confounders)\n", " # X[2], X[3] affect ONLY D (instruments for D)\n", @@ -121,9 +122,14 @@ " D_latent = X @ betaD + V\n", " D_bin = np.random.binomial(n=1, p=inv_logit(D_latent), size=n)\n", "\n", + " alpha_individual = 3.0 + 2.5 * X[:, 0]\n", + "\n", " # outcomes\n", " Y_cont = alpha_true * D_cont + X @ betaY + U\n", - " Y_bin = alpha_true * D_bin + X @ betaY + U\n", + " if cate_estimation:\n", + " Y_bin = alpha_individual * D_bin + X @ betaY + U\n", + " else:\n", + " Y_bin = alpha_true * D_bin + X @ betaY + U\n", "\n", " # combine into DataFrame\n", " data = pd.DataFrame(\n", @@ -171,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 169, "metadata": {}, "outputs": [ { @@ -279,7 +285,7 @@ "9 7.248784 4.000000 1.000000" ] }, - "execution_count": 137, + "execution_count": 169, "metadata": {}, "output_type": "execute_result" } @@ -320,12 +326,12 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 170, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -379,564 +385,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "clusterbeta_outcome (9)\n", - "\n", - "beta_outcome (9)\n", - "\n", - "\n", - "cluster9\n", - "\n", - "9\n", - "\n", - "\n", - "clusterbeta_treatment (9)\n", - "\n", - "beta_treatment (9)\n", - "\n", - "\n", - "cluster2500 x 9\n", - "\n", - "2500 x 9\n", - "\n", - "\n", - "cluster2500 x 2\n", - "\n", - "2500 x 2\n", - "\n", - "\n", - "cluster2500\n", - "\n", - "2500\n", - "\n", - "\n", - "\n", - "rho\n", - "\n", - "rho\n", - "~\n", - "Uniform\n", - "\n", - "\n", - "\n", - "cov_YD\n", - "\n", - "cov_YD\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "rho->cov_YD\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "treatment_estimate\n", - "\n", - "treatment_estimate\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "rho->treatment_estimate\n", - "\n", - "\n", - "\n", - 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"\n" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 108, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "coords = {\n", " \"beta_outcome\": [f\"feature_{i}\" for i in range(data.shape[1])],\n", @@ -2545,289 +1994,291 @@ "\n", "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", - "clusterbeta_outcome (9)\n", - "\n", - "beta_outcome (9)\n", + "cluster2500 x 9\n", + "\n", + "2500 x 9\n", "\n", "\n", - "clusterbeta_treatment (9)\n", - "\n", - "beta_treatment (9)\n", + "cluster2500\n", + "\n", + "2500\n", "\n", "\n", - "cluster2500 x 9\n", - "\n", - "2500 x 9\n", + "cluster2500 x 2\n", + "\n", + "2500 x 2\n", "\n", "\n", - "cluster2500\n", - "\n", - "2500\n", + "clusterbeta_treatment (9)\n", + "\n", + "beta_treatment (9)\n", "\n", "\n", - "cluster2500 x 2\n", - "\n", - "2500 x 2\n", + "clusterbeta_outcome (9)\n", + "\n", + "beta_outcome (9)\n", "\n", - "\n", + "\n", "\n", - "beta_O\n", - "\n", - "beta_O\n", - "~\n", - "Normal\n", - 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" \"beta_outcome\": [f\"feature_{i}\" for i in range(data.shape[1])],\n", - " \"beta_treatment\": [f\"feature_{i}\" for i in range(data.shape[1])],\n", - " \"obs\": range(data.shape[0]),\n", + " \"beta_outcome\": [col for col in data_unconfounded.columns if \"feature\" in col],\n", + " \"beta_treatment\": [col for col in data_unconfounded.columns if \"feature\" in col],\n", + " \"obs\": range(data_unconfounded.shape[0]),\n", " \"latent\": [\"U\", \"V\"],\n", " \"sigmas_1\": [\"var_U\", \"cov_UV\"],\n", " \"sigmas_2\": [\"cov_VU\", \"var_V\"],\n", "}\n", "\n", "\n", - "def make_binary_model(data, coords):\n", + "def make_binary_model(\n", + " data, coords, bart_treatment=False, bart_outcome=False, cate_estimation=False\n", + "):\n", " X = data[[col for col in data.columns if \"feature\" in col]]\n", " Y = data[\"Y_bin\"].values\n", " T = data[\"D_bin\"].values\n", "\n", " with pm.Model(coords=coords) as binary_model:\n", - " beta_outcome = pm.Normal(\"beta_O\", 0, 1, dims=\"beta_outcome\")\n", - " beta_treatment = pm.Normal(\"beta_T\", 0, 1, dims=\"beta_treatment\")\n", - "\n", " X_data = pm.Data(\"X_data\", X.values)\n", " y_data = pm.Data(\"y_data\", Y)\n", " t_data = pm.Data(\"t_data\", T)\n", @@ -2849,23 +2300,50 @@ " U = eps[:, 0]\n", " V = eps[:, 1]\n", "\n", - " # mu_treatment = pmb.BART(\"mu_treatment\", X=X_data, Y=data['D_cont'].values)\n", - " mu_treatment = pm.Deterministic(\"mu_treatment\", (X_data @ beta_treatment) + V)\n", + " if bart_treatment:\n", + " mu_treatment = pmb.BART(\"mu_treatment_bart\", X=X_data, Y=t_data) + V\n", + " else:\n", + " beta_treatment = pm.Normal(\"beta_T\", 0, 1, dims=\"beta_treatment\")\n", + " mu_treatment = pm.Deterministic(\n", + " \"mu_treatment\", (X_data @ beta_treatment) + V\n", + " )\n", " p_t = pm.math.invlogit(mu_treatment)\n", - " outcome_treatment = pm.Bernoulli(\"likelihood_treatment\", p_t, observed=t_data)\n", + " _ = pm.Bernoulli(\"likelihood_treatment\", p_t, observed=t_data)\n", "\n", - " # mu_outcome = pmb.BART(\"mu_outcome\", X=X_data, Y=data['Y_cont'].values)\n", - " mu_outcome = pm.Deterministic(\n", - " \"mu_outcome\", (X_data @ beta_outcome) + alpha * outcome_treatment + U\n", - " )\n", + " if cate_estimation:\n", + " pi_O = pm.Beta(\"pi_O\", alpha=2, beta=2)\n", + " alpha_O_raw = pm.Normal(\"alpha_O_raw\", mu=0, sigma=2, dims=\"beta_outcome\")\n", + " gamma_O = relaxed_bernoulli(\n", + " \"gamma_O\", pi_O, temperature=0.1, dims=\"beta_outcome\"\n", + " )\n", + " alpha_interaction_outcome = pm.Deterministic(\n", + " \"alpha_interact\", gamma_O * alpha_O_raw, dims=\"beta_outcome\"\n", + " )\n", + " alpha = alpha + pm.math.dot(X_data, alpha_interaction_outcome)\n", + "\n", + " if bart_outcome:\n", + " mu_outcome = pmb.BART(\"mu_outcome_bart\", X=X_data, Y=y_data) + U\n", + " else:\n", + " beta_outcome = pm.Normal(\"beta_O\", 0, 1, dims=\"beta_outcome\")\n", + " mu_outcome = pm.Deterministic(\n", + " \"mu_outcome\", (X_data @ beta_outcome) + alpha * t_data + U\n", + " )\n", " _ = pm.Normal(\"likelihood_outcome\", mu_outcome, sigma=sigma_U, observed=y_data)\n", "\n", " return binary_model\n", "\n", "\n", - "binary_model_unconfounded = make_binary_model(data_unconfounded, coords)\n", - "binary_model_confounded = make_binary_model(data_confounded, coords)\n", - "pm.model_to_graphviz(binary_model_unconfounded)" + "binary_model_bart_treatment = make_binary_model(\n", + " data_confounded, coords, bart_treatment=True\n", + ")\n", + "binary_model_bart_treatment_cate = make_binary_model(\n", + " data_confounded, coords, bart_treatment=True, cate_estimation=True\n", + ")\n", + "binary_model = make_binary_model(data_confounded, coords)\n", + "binary_model_bart_outcome = make_binary_model(\n", + " data_confounded, coords, bart_outcome=True\n", + ")\n", + "pm.model_to_graphviz(binary_model)" ] }, { @@ -2895,23 +2373,24 @@ }, { "cell_type": "code", - "execution_count": 159, + "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n", - "Initializing NUTS using jitter+adapt_diag...\n", + "Sampling: [alpha, alpha_O_raw, beta_O, eps_raw, gamma_O_u, likelihood_outcome, likelihood_treatment, mu_treatment_bart, pi_O, rho_unconstr, sigma_U]\n", "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [beta_O, beta_T, alpha, sigma_U, rho_unconstr, eps_raw]\n" + "CompoundStep\n", + ">NUTS: [alpha, sigma_U, rho_unconstr, eps_raw, pi_O, alpha_O_raw, gamma_O_u, beta_O]\n", + ">PGBART: [mu_treatment_bart]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "be6b06c1555c42ac94ebae944dbb1375", + "model_id": "5eebb246e3914c31be2508081f01c728", "version_major": 2, "version_minor": 0 }, @@ -2922,6 +2401,13 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" + ] + }, { "data": { "text/html": [ @@ -2936,19 +2422,62 @@ "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 27 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 312 seconds.\n", + "There were 53 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", + "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] } ], "source": [ - "with binary_model_unconfounded:\n", - " idata = pm.sample_prior_predictive()\n", - " idata.extend(pm.sample(target_accept=0.95))" + "def fit_binary_model(model):\n", + " with model:\n", + " idata = pm.sample_prior_predictive()\n", + " idata.extend(pm.sample(target_accept=0.95))\n", + " return idata\n", + "\n", + "\n", + "idata_binary_model_bart_treatment = fit_binary_model(binary_model_bart_treatment)\n", + "idata_binary_model = fit_binary_model(binary_model)\n", + "idata_binary_bart_outcome = fit_binary_model(binary_model_bart_outcome)\n", + "idata_binary_bart_treatment_cate = fit_binary_model(binary_model_bart_treatment_cate)" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(20, 6), sharex=True)\n", + "axs = axs.flatten()\n", + "az.plot_posterior(idata_binary_model_bart_treatment, var_names=\"alpha\", ax=axs[0])\n", + "az.plot_posterior(idata_binary_bart_outcome, var_names=\"alpha\", ax=axs[1])\n", + "az.plot_posterior(idata_binary_model, var_names=\"alpha\", ax=axs[2])\n", + "az.plot_posterior(idata_binary_bart_treatment_cate, var_names=\"alpha\", ax=axs[3])\n", + "for ax, title in zip(\n", + " axs, [\"bart_treatment\", \"bart_outcome\", \"no_bart\", \"bart_treatment_cate\"]\n", + "):\n", + " ax.axvline(3, linestyle=\"--\", color=\"k\")\n", + " ax.set_title(f\"Model: {title}\")\n", + "\n", + "plt.tight_layout()" ] }, { "cell_type": "code", - "execution_count": 160, + "execution_count": 181, "metadata": {}, "outputs": [ { @@ -2972,6 +2501,7 @@ " \n", "
\n", " \n", + " \n", " mean\n", " sd\n", " hdi_3%\n", @@ -2985,50 +2515,700 @@ "
\n", " \n", "
\n", + " linear_no_bart\n", " alpha\n", - " 2.938\n", - " 0.121\n", - " 2.717\n", - " 3.171\n", + " 3.453\n", + " 0.122\n", + " 3.234\n", + " 3.687\n", " 0.005\n", + " 0.003\n", + " 512.0\n", + " 890.0\n", + " 1.01\n", + "
\n", + "
\n", + " rho\n", + " 0.576\n", + " 0.059\n", + " 0.464\n", + " 0.684\n", + " 0.003\n", " 0.002\n", - " 623.0\n", - " 1651.0\n", - " 1.0\n", + " 398.0\n", + " 676.0\n", + " 1.01\n", + "
\n", + "
\n", + " bart_treatment\n", + " alpha\n", + " 3.510\n", + " 0.125\n", + " 3.275\n", + " 3.750\n", + " 0.005\n", + " 0.003\n", + " 581.0\n", + " 1060.0\n", + " 1.01\n", "
\n", "
\n", " rho\n", - " 0.017\n", - " 0.046\n", - " -0.073\n", - " 0.103\n", + " 0.550\n", + " 0.057\n", + " 0.444\n", + " 0.658\n", + " 0.003\n", + " 0.001\n", + " 480.0\n", + " 840.0\n", + " 1.01\n", + "
\n", + "
\n", + " bart_outcome\n", + " alpha\n", + " 0.130\n", + " 10.181\n", + " -18.161\n", + " 20.112\n", + " 0.130\n", + " 0.183\n", + " 6108.0\n", + " 2833.0\n", + " 1.00\n", + "
\n", + "
\n", + " rho\n", + " 0.974\n", + " 0.011\n", + " 0.954\n", + " 0.992\n", + " 0.000\n", + " 0.000\n", + " 3722.0\n", + " 3034.0\n", + " 1.00\n", + "
\n", + "
\n", + " bart_treatment_cate\n", + " alpha\n", + " 3.226\n", + " 0.112\n", + " 3.025\n", + " 3.441\n", + " 0.005\n", " 0.002\n", + " 556.0\n", + " 1446.0\n", + " 1.00\n", + "
\n", + "
\n", + " rho\n", + " 0.693\n", + " 0.062\n", + " 0.586\n", + " 0.813\n", + " 0.003\n", " 0.001\n", - " 577.0\n", - " 1232.0\n", - " 1.0\n", + " 405.0\n", + " 941.0\n", + " 1.00\n", "
\n", "
\n", "\n", "" ], "text/plain": [ - " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", - "alpha 2.938 0.121 2.717 3.171 0.005 0.002 623.0 1651.0 \n", - "rho 0.017 0.046 -0.073 0.103 0.002 0.001 577.0 1232.0 \n", + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", + "linear_no_bart alpha 3.453 0.122 3.234 3.687 0.005 0.003 \n", + " rho 0.576 0.059 0.464 0.684 0.003 0.002 \n", + "bart_treatment alpha 3.510 0.125 3.275 3.750 0.005 0.003 \n", + " rho 0.550 0.057 0.444 0.658 0.003 0.001 \n", + "bart_outcome alpha 0.130 10.181 -18.161 20.112 0.130 0.183 \n", + " rho 0.974 0.011 0.954 0.992 0.000 0.000 \n", + "bart_treatment_cate alpha 3.226 0.112 3.025 3.441 0.005 0.002 \n", + " rho 0.693 0.062 0.586 0.813 0.003 0.001 \n", "\n", - " r_hat \n", - "alpha 1.0 \n", - "rho 1.0 " + " ess_bulk ess_tail r_hat \n", + "linear_no_bart alpha 512.0 890.0 1.01 \n", + " rho 398.0 676.0 1.01 \n", + "bart_treatment alpha 581.0 1060.0 1.01 \n", + " rho 480.0 840.0 1.01 \n", + "bart_outcome alpha 6108.0 2833.0 1.00 \n", + " rho 3722.0 3034.0 1.00 \n", + "bart_treatment_cate alpha 556.0 1446.0 1.00 \n", + " rho 405.0 941.0 1.00 " ] }, - "execution_count": 160, + "execution_count": 181, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "az.summary(idata, var_names=[\"alpha\", \"rho\"])" + "pd.concat(\n", + " {\n", + " \"linear_no_bart\": az.summary(idata_binary_model, var_names=[\"alpha\", \"rho\"]),\n", + " \"bart_treatment\": az.summary(\n", + " idata_binary_model_bart_treatment, var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " \"bart_outcome\": az.summary(\n", + " idata_binary_bart_outcome, var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " \"bart_treatment_cate\": az.summary(\n", + " idata_binary_bart_treatment_cate, var_names=[\"alpha\", \"rho\"]\n", + " ),\n", + " }\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [likelihood_outcome]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "34c5ca62c62d486d9d43b8cd43cfa7b8", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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+     "output_type": "stream",
+     "text": [
+      "Sampling: [likelihood_outcome]\n"
+     ]
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+     "output_type": "stream",
+     "text": [
+      "Sampling: [likelihood_outcome, mu_outcome_bart]\n"
+     ]
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+     "output_type": "stream",
+     "text": [
+      "Imputed Difference in Potential Outcomes 3.2248477113325946\n"
+     ]
+    }
+   ],
+   "source": [
+    "def impute_potential_outcomes(model, idata):\n",
+    "    with model:\n",
+    "        # Posterior predictive under treatment\n",
+    "        pm.set_data({\"t_data\": np.ones(len(data_unconfounded), dtype=\"int\")})\n",
+    "        Y1 = pm.sample_posterior_predictive(idata, var_names=[\"likelihood_outcome\"])\n",
+    "\n",
+    "        # Posterior predictive under control\n",
+    "        pm.set_data({\"t_data\": np.zeros(len(data_unconfounded), dtype=\"int\")})\n",
+    "        Y0 = pm.sample_posterior_predictive(idata, var_names=[\"likelihood_outcome\"])\n",
+    "        ATE = (\n",
+    "            Y1[\"posterior_predictive\"][\"likelihood_outcome\"]\n",
+    "            - Y0[\"posterior_predictive\"][\"likelihood_outcome\"]\n",
+    "        ).mean()\n",
+    "        print(\"Imputed Difference in Potential Outcomes\", ATE.item())\n",
+    "    return Y1, Y0\n",
+    "\n",
+    "\n",
+    "y1_bart_treatment, y0_bart_treatment = impute_potential_outcomes(\n",
+    "    binary_model_bart_treatment, idata_binary_model_bart_treatment\n",
+    ")\n",
+    "\n",
+    "y1_bart_outcome, y0_bart_outcome = impute_potential_outcomes(\n",
+    "    binary_model_bart_outcome, idata_binary_bart_outcome\n",
+    ")\n",
+    "\n",
+    "y1_no_bart, y0_no_bart = impute_potential_outcomes(binary_model, idata_binary_model)\n",
+    "\n",
+    "y1_treatment_cate, y0_treatment_cate = impute_potential_outcomes(\n",
+    "    binary_model_bart_treatment_cate, idata_binary_bart_treatment_cate\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 178,
+   "metadata": {},
+   "outputs": [
+    {
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" + ], + "text/plain": [ + " likelihood_outcome\n", + "likelihood_outcome_dim_0 \n", + "750 -1.892783\n", + "499 -1.542953\n", + "306 -1.401591\n", + "931 -1.058998\n", + "1173 -0.805242\n", + "... ...\n", + "1288 7.585244\n", + "1492 7.588693\n", + "1724 7.612735\n", + "1103 8.313780\n", + "2340 9.533547\n", + "\n", + "[100 rows x 1 columns]" + ] + }, + "execution_count": 178, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cate = (\n", + " y1_treatment_cate[\"posterior_predictive\"][\"likelihood_outcome\"]\n", + " - y0_treatment_cate[\"posterior_predictive\"][\"likelihood_outcome\"]\n", + ")\n", + "\n", + "cate.mean(dim=(\"chain\", \"draw\")).to_dataframe().sample(100).sort_values(\n", + " \"likelihood_outcome\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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When we regress an outcome $Y$ on a treatment $D$ and a set of covariates $X$,\n", "\n", @@ -72,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 168, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -177,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 169, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -285,7 +285,7 @@ "9 7.248784 4.000000 1.000000" ] }, - "execution_count": 169, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -326,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 170, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -378,18 +378,545 @@ "In the unconfounded case, the treatment and outcome errors are independent, so the joint model effectively decomposes into two connected regressions. The treatment effect $\\alpha$ then captures the causal impact of the treatment on the outcome, and under this setting, its posterior should center around the true value of 3. The goal is not to solve confounding yet but to show that when the world is simple and well-behaved, the Bayesian model recovers the truth just as OLS does—but with richer uncertainty quantification and a coherent probabilistic structure.\n", "\n", "The following code defines the model and instantiates it under several prior choices. The model’s graphical representation, produced by `pm.model_to_graphviz()`, visualizes its structure: covariates feed into both the treatment and the outcome equations, the treatment coefficient $\\alpha$ links them, and the two residuals \n", - "$U$ and $V$ are connected through a correlation parameter $\\rho$, which we can freely set to zero or later relax." + "$U$ and $V$ are connected through a correlation parameter $\\rho$, which we can freely set to zero or later relax.\n", + "\n", + "### Fitting the Continuous Treatment Model" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "clusterbeta_outcome (9)\n", + "\n", + "beta_outcome (9)\n", + "\n", + "\n", + "cluster9\n", + "\n", + "9\n", + "\n", + "\n", + "clusterbeta_treatment (9)\n", + "\n", + "beta_treatment (9)\n", + "\n", + "\n", + "cluster2500 x 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"mu_outcome->likelihood\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "mu_treatment->likelihood\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "mu_treatment->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "coords = {\n", - " \"beta_outcome\": [f\"feature_{i}\" for i in range(data.shape[1])],\n", - " \"beta_treatment\": [f\"feature_{i}\" for i in range(data.shape[1])],\n", + " \"beta_outcome\": [col for col in data.columns if \"feature\" in col],\n", + " \"beta_treatment\": [col for col in data.columns if \"feature\" in col],\n", " \"obs\": range(data.shape[0]),\n", " \"latent\": [\"U\", \"V\"],\n", " \"sigmas_1\": [\"var_U\", \"cov_UV\"],\n", @@ -544,8 +1071,8 @@ " T = data[\"D_cont\"]\n", "\n", " coords = {\n", - " \"beta_outcome\": [f\"feature_{i}\" for i in range(data.shape[1])],\n", - " \"beta_treatment\": [f\"feature_{i}\" for i in range(data.shape[1])],\n", + " \"beta_outcome\": [col for col in data.columns if \"feature\" in col],\n", + " \"beta_treatment\": [col for col in data.columns if \"feature\" in col],\n", " \"obs\": range(data.shape[0]),\n", " }\n", "\n", @@ -597,7 +1124,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -613,7 +1140,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "7c7e53355591496ea20d8542150dd793", + "model_id": "02029c007b7643d1af247494f220b3f5", "version_major": 2, "version_minor": 0 }, @@ -638,17 +1165,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 364 seconds.\n", - "There were 3 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", - "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 367 seconds.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "7aa3caf21ec94b338c7a8831fe2f56d2", + "model_id": "65dc42c3232549989974b46b4d49a2d1", "version_major": 2, "version_minor": 0 }, @@ -682,7 +1206,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a970d8141dfa4ca2a05058acf7510d8c", + "model_id": "b9c6e6f6673941fb9f3b2a7d8fb5647f", "version_major": 2, "version_minor": 0 }, @@ -707,7 +1231,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 144 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 149 seconds.\n", "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] @@ -715,7 +1239,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4c3515b17fb24bea8075825a948d22b5", + "model_id": "eb5a46a7193041439090ddad0656e7e8", "version_major": 2, "version_minor": 0 }, @@ -749,7 +1273,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c73b605b57f541c5a5aca40d414ad4f5", + "model_id": "4586ff915e2440379c84f01d67942329", "version_major": 2, "version_minor": 0 }, @@ -781,7 +1305,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "acbcd543168446a9b3ae8f275326324b", + "model_id": "b71cbc652130442cbee6b49820da209b", "version_major": 2, "version_minor": 0 }, @@ -815,7 +1339,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d035dbad371c4ccda60559076eb6462f", + "model_id": "aa554a97b1f94e389804140c5a4a10e7", "version_major": 2, "version_minor": 0 }, @@ -840,16 +1364,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 133 seconds.\n", - "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", - "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 120 seconds.\n", + "There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "abefbc6cddad45f3bdb257befd6d9e65", + "model_id": "5f05ef132f7c4af386403aee7de272cc", "version_major": 2, "version_minor": 0 }, @@ -883,7 +1406,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c79ad83a1a8f4a51b3248c10f8c8fcaa", + "model_id": "f2eed64abc7c4a1ab5e48c1665b13da2", "version_major": 2, "version_minor": 0 }, @@ -908,14 +1431,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 90 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 84 seconds.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1cefa77f2cfe40d380455f973e4126e0", + "model_id": "93588ef64a574a29ad007b8634eee9d7", "version_major": 2, "version_minor": 0 }, @@ -949,7 +1472,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a16954df77c64749b1f373a6c017fcda", + "model_id": "56a43b261dc04d08b1ecc79e3d6b4547", "version_major": 2, "version_minor": 0 }, @@ -974,15 +1497,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 398 seconds.\n", - "There were 4 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 377 seconds.\n", + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", + "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", + "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "88d6d19258c44921964280ca77fa5185", + "model_id": "3803fb4222774af198226c3eb9e38b5a", "version_major": 2, "version_minor": 0 }, @@ -1046,17 +1571,19 @@ "Before examining how different priors shape inference, it’s useful to clarify what our models are actually estimating. Each specification—spike-and-slab, horseshoe, exclusion restriction, and the others—ultimately targets the same estimand: the slope $\\alpha$ that captures how changes in the continuous treatment $T$ shift the expected outcome $Y$. In this setup, $\\alpha$ functions as a regression coefficient within the structural equation of our joint model. \n", "\n", "In econometric terms, what we’ve done so far sits squarely within the structural modelling tradition. We’ve written down a joint model for both the treatment and the outcome, specified their stochastic dependencies explicitly, and interpreted the slope $\\alpha$ as a structural parameter — a feature of the data-generating process itself. This parameter has a causal meaning only insofar as the model is correctly specified: if the structural form reflects how the world actually works, \n", - "$\\alpha$ recovers the true causal effect. By contrast, reduced-form econometrics focuses less on modelling the underlying mechanisms and more on identifying causal effects through research design — instrumental variables, difference-in-differences, or randomization. Reduced-form approaches avoid the need to specify the joint distribution of unobservables but often sacrifice interpretability: they estimate relationships that are valid for specific interventions or designs, not necessarily structural primitives." + "$\\alpha$ recovers the true causal effect. By contrast, reduced-form econometrics focuses less on modelling the underlying mechanisms and more on identifying causal effects through research design — instrumental variables, difference-in-differences, or randomization. Reduced-form approaches avoid the need to specify the joint distribution of unobservables but often sacrifice interpretability: they estimate relationships that are valid for specific interventions or designs, not necessarily structural primitives.\n", + "\n", + "### Plotting Treatment Estimates" ] }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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fBABRr149jfoePnwoFAqFsLCw0Gprw4YNAoCoWrWqzhiSO9Znz54VUqlUODk5aRwzlUolpk+fLgCIDh06aGyTlnMpORlJuNWvX19IJBJx4cIFrXXnz58XERER6veJiTNdSWchUk+4ARCjRo1SX1sqlUr4+vqqP6sKFSqI0NBQ9XaJiRVd5+aOHTvEp0+fNJZFRESIFi1aCABiw4YNOmNILvb0fv5RUVHCyMhIODs7i3fv3mmUj4uL06ojJfv27dM4R4UQIjo6Wnz33XcCgAgICNBYd+/ePWFsbCxkMpnYsmWLxrr4+HixZ88ejWWpXX+Jx6xnz54iNjZWvfzkyZNCoVAIAwMDjfM38bxftGiRVl2PHz8W//77r/p94vm8fft2rbK3bt3SSjgnJ2nCLT4+XhQtWlSUKFFCvT4yMlKYmZmJmjVrCiFEsgm39O5rRESEOoHx+++/q5fHxcVpXKtfttOsWTMBQIwbN06jnQcPHggXFxetdoRIX8JNCKFxv/f09BTTpk0T+/fvTzExn/S+OWnSJI179Y8//igAiCJFioioqCj18ozcGzdu3CgACAcHB639/PTpkzhy5Eia9l3X92YiXQm3uLg4dWJt9OjRGsdeCCEuXbqkcY/JzPdZcnQl3FQqlfoHBhMnTtSoc+vWrUIqlQozMzPx8uVL9fKM/H2QnmuTiIiIMo8JNyIiIiJKl8QHV7p6A6Xk06dPwsTEREilUnHv3j2t9cuWLRMAhI+Pj8byxAdZXybOhBCiXbt2OhMlQgixa9cu9S/Ok0p88FWrVi2tbWJjY0WxYsUEAHHmzJk07dfq1asFALFs2TKd7TRv3jzZbVNKuEmlUnH37l2tbVq2bKn14C4xhi+PnRBChIeHq3sDZibhFhsbK65duyaaN2+u7sGQWu8qIYS6t8e1a9c0lifu+4IFC9IUU1KHDh1SJ2qSSnywqOt82L17t7pnxf379zXWKZVKYWNjI2QymcbD2OHDhwsA4n//+5/OONq0aSMAiIsXL2rFkNyxbt26tQCgs9efSqUSlStXFlKpVONBalrOpeQkJtxS+/fhwwf1NmXLlhWWlpZpqj+zCTcXFxcRFxense7atWvquI4ePapVZ2Jvky+T3Mm5f/++ACDatWuXrtjT+/m/evVKABCtW7dOU1wZERkZKQwNDbV+FDBo0CABQAwZMiRN9aR0/T148EAAEObm5hrnRaLEXkoDBgzQav/y5cuptp2YeNJVd3okTbgJIcSYMWM07t2///67ACBWrlwphNCdcMvIvq5Zs0YAEI0bN9Yq//79e1GgQAGtdi5fvqz+3vkyWSNEQo854L9ew4nSm3D7/Pmz6Nmzp5BIJBrXt4GBgfDy8tJ530k8jk5OTlrXohAJvS2/TC5m5N6Y2INx27ZtadqXrEq4bdmyRQAJvbu+/NFMeqX2fZYcXQm3o0ePCiChV3PS3reJEv++SdrzMSN/H6Tn2iQiIqLMMwQRERERUTqIZOYPS83FixcRFRWFGjVqoFSpUlrre/bsiWHDhuH06dMQQmjNbda4cWOtbUqUKJHsOhcXFwBIdj6gLl26aC2TyWRo3749li5dilOnTqFmzZoa60+dOoWgoCA8e/YM0dHREEKo679//77Odlq1aqVzeWqcnZ3h6uqqtTxxWdL9OnPmDACgY8eOWuXNzc3RpEkTbN++Pd0xPHnyROtzAABbW1ts374dFhYW6mUxMTE4cOAA/vnnH7x58waxsbEAEub4ARKOT8WKFbXqSu34XLlyBQcPHsSTJ08QGRkJIQQ+fvyorlOXlM4VZ2dnlCxZUmOdgYEBnJ2dceHCBbx9+xb29vYAgEOHDgEAWrdurbOdOnXqYOfOnQgODkaVKlVS3A8AUKlUOHLkCMzMzNCoUSOt9RKJBLVr18bly5dx8eJF+Pj4aKzP6LkEJHxmTZs2TXa9XC5Xv/bw8MCmTZvQt29fjBw5Umsexqzk5eUFQ0PN/y1N/Kzkcjnq16+vtY2LiwsuX76MFy9eaMyTBCScE3///Tf+/fdffP78GSqVSn3PSu58SU56P//ChQvDwcEB+/btw4IFC9C9e3cUKVIkXW0m9ezZM+zZswd37txBRESEet5CuVyutS+HDx8GAAwYMCBdbeg6p06dOgUA+Oabb2Bpaam1vmfPnli8eDFOnjypXubh4QEAGDx4MGbOnIm6detqfa5Jy+7fvx/ffvstpkyZAk9PT0ilmZ9evkePHli4cCE2bdqEmjVrYtOmTZDJZOjcuXOy22RkXxO36dSpk1Z5KysrNGnSBH/99ZfG8qTnkq57ap06dQAg2Tkv00qhUODXX3/F5MmTsW3bNpw6dQrBwcF49+4dgoKCEBQUhEWLFmHUqFFa27Zv317nZ9a1a1ecP38ep06dQteuXbX2R5cvr43nz5/j9u3b6rlFc1LitdG/f/80n2cZ/T5Lj8RzqnPnzjAwMNBa37NnT/z11184efIkJkyYoLEuPX8fpOfaJCIioszjtywRERERpYuNjQ3u3r2LN2/epGu758+fA4DWA/JElpaWsLCwQHh4OCIiIjSSOQBQtGhRrW1MTU1TXRcTE6OzPScnJ53LE+NLjBcAwsPD0a5dOxw9elTnNgDUSaAvOTo6JrtNShwcHHQuL1CgAADN/UqMtVixYlkag6mpKTp06AAgISllaWmJKlWqoG3btlAoFOpy169fR6tWrfD48eNk60rv8YmNjYWvry82b96c7jrTe64kXZ/0uCbuj52dXbIxAMDbt29TXJ/o3bt3+PTpEwCk+sBTV50Z/RwBoEyZMli/fn2ays6ePRvXr1/H2rVrsXbtWtjY2KBWrVpo06YNunXrBiMjowzH8aWUPis7OzudD8h1fVZCCIwZMwZLlixJ9kcByZ0vycnI579hwwZ06dIF48aNw7hx41C8eHHUq1cP3bp1Q5MmTdLc9uLFizFx4kT1g/7UhIaGAvgvWZlWus6p1O7Vuu6Rvr6+OHjwIP788080bNgQCoUCnp6eaNasGfr06YPChQury44dOxanTp3Cnj17sGfPHlhYWKB69epo0aIFfH19YWZmlq59SFSpUiVUrFgRf/75JyZPnoyDBw+iWbNmKFiwYLLbZGRfE18ndz3qWp54Lo0fPx7jx49PNp603ktSU7p0aUyePBlAQqL/7NmzmDhxIk6ePInx48ejffv2Wt+B6flOTO+1kXh+Jv4QJielt+3MfJ+lR0bOvUTp+fsgPdcmERERZR4TbkRERESULu7u7jh9+jQuXbqEHj16pHt7Xb/uT0uZlLZLS51ppeth/fjx43H06FHUq1cP06dPR4UKFWBpaQkDAwMcPHgQPj4+yT7kNzY2zlAcGdmn5LbJaK9EGxubVJM0Qgh06tQJjx8/xsCBAzFw4ECUKFECBQoUgEQiwaRJkzBnzpx0H5/Fixdj8+bNqFChAhYsWIAqVarAysoKMpkM9+7dQ+nSpZOtM6vOlfj4eEgkEnz77bcplitfvnya6wMAMzMztGvXLsWyuh5+Z/RcSq9ixYrhwoULOHr0KPbu3Yvjx49jz5492L17N+bPn48zZ87AysoqS9rKqs9qy5YtWLx4MRwcHLB06VLUrFkThQoVgkwmQ2xsLIyMjNJ9HWTk82/YsCH+/fdf7N27FwcOHMDx48exYcMGbNiwAZ06dcKWLVtSbffcuXMYPXo0LCws8PPPP8PLywt2dnbqRGeRIkV09tyVSCTpvm+kdE4lV1fi8qTrDQwMsGXLFkyYMAG7du3CsWPHcO7cOZw4cQJz5sxBYGAgatSoASCh1+3Ro0dx+vRp7NmzB0FBQThy5AgOHjyIOXPm4OTJkxlOzHTv3h0TJkxA3759oVQq0/wdlZ59TTyP0nsvAYC6deummBS1sbFJc51pJZVKUbt2bRw4cABlypRBaGgoAgMD8d1336Vpe13XTUbvjVn5XZ1eaWk7s99n2RFXev8e+lJ6rk0iIiLKPCbciIiIiChdmjdvjpUrV2Lr1q2YP39+mocmShxa7dGjRzrXh4eHIzw8HKamphnu4ZAeT5480bk8JCQEADSGgtuxYwcMDAywe/durZ53Dx8+zL4g0yhxCMTE2L+U+Av/7HDnzh3cuXMHnp6eWLVqldb6jB6fHTt2AIA66ZYVdaaXg4MDHjx4gGXLlsHc3DzT9dnY2MDIyAgymSzNvc30xdDQEE2aNFH3ygoJCUHv3r1x9OhRzJ07F/PmzdNzhJoSz5dVq1ahRYsWGusyer5k9PM3NzdHt27d0K1bNwAJCbSOHTvizz//hK+vL5o1a5bi9on7MnPmTPTq1UtjXVRUFF6+fKm1TbFixXD//n08ePAg00OApnavTuz5k3jfSapy5cqoXLky/P39ERERgYCAACxevBjDhw/H+fPn1eUkEgnq1KmjHkrxzZs3GD58ODZv3oxJkyalKTGpS/fu3TFx4kQcOHAA5ubmqQ7DmpF9Tdwmte+QpBJ7JHXo0AHDhg1LeSeyiUKhQLVq1RAaGqqzJ116vhPTe20k9r7+999/MxJ6pqSn7ez6PtMltXMv8fPQdZ1lRFqvTSIiIsqczA+UTkRERERflaZNm6J8+fJ4+vQpZs2alWLZiIgI3Lx5E0DCPCImJib4559/dM6ltGnTJgAJc7/kxK/gdT3QVSqV6rnOateurV7+4cMHmJmZaSXbAODPP//MviDTqFatWgCAbdu2aa2LiIhQz7eTHT58+ABA9xBXHz58yHDbifXqGiYzp465t7c3AGDnzp1p3iZxLjSlUqm1ztDQEF5eXnj//j1OnDiRJTHmFEdHR/VQeInzGAEp729Oysj5klrsGfn8dalRowZ69uwJQPPYJSelfdm6davO3jWJsf7888+ZCRXAf/OJ7du3D2FhYVrrE+/VdevWTbEec3NzzJ49GxKJJNX9LlSoEPz9/QGk7Rglx8HBAc2bN0fBggXRo0ePVHuFZmRfE7fZunWrVvmwsDAcPHhQa3lWnUuZ9eDBAwDQObfg9u3b1T3xkvrjjz8AaH4npnd/ihQpgrJly+Ldu3da89tlt8RYf/nll1R7pmX0+ywj98HEc2rLli06j3tar7OMSM+1SUREROnDhBsRERERpYtEIsGmTZtgbGwMf39/TJw4EZ8/f9YoI4TA7t274enpieDgYAAJ8y716dMHKpUKgwcP1tjm3r17mDlzJgBg6NChObIfp0+fxtq1azVi9vPzQ0hICCpVqqROYgGAq6srwsLCtJJ0S5YswbFjx3Ik3pR07NgRVlZWOHDggDphCCTM3TN+/HhERERkW9slS5aEVCrF0aNHNRKp0dHRGDhwIN6/f5+hel1dXQEAP/30k8bybdu24ddff814wOkwevRomJiYYOTIkdizZ4/W+vfv3+PHH39EVFSUelnig+y7d+/qrHPSpEmQSqXo1asXTp06pbX++fPnWLlyZRbtQcYsWbIEr1690lp+4MABAJpzVKW2vzkl8Xz5+eefNR6qnzx5EgsWLNC5TWqxp/fzDwkJwfr16xEZGalRLiYmRn2fSMs8fIn7smbNGsTFxamX37p1K9n5v0aMGAFjY2P89NNPGvcAIOE+8Pfff6fabqISJUqgefPm+PjxI4YPH64Rw9mzZ7Fq1SoYGBjg+++/Vy/fuHEjbty4oVXXgQMHIITQ2O+ffvpJZ6+e/fv3A8jcXIUAsGfPHrx9+zZN11FG9rVjx46wtrZWz4uVKD4+HqNHj1bP05hUjRo10KhRIxw7dgwjR47UKqNSqXDw4EGd94S0CgsLQ/Xq1bFjxw6N/QCAuLg4zJw5E1euXIGJiQmaNm2qtf2TJ08QEBCgseznn3/G2bNnYWdnh7Zt26qXZ+TeOGHCBAAJ52riD3ESff78OcU5UjOjXbt2cHV1xdWrVzFhwgStpNiVK1fw9OlTABn/PsvIfdDLywsVK1bEo0ePMG3aNI371s6dO/HXX3+hQIEC8PX1TXOduqTn2iQiIqIsIIiIiIiIMuDUqVPC1tZWABAKhUI0atRIdOvWTTRv3ly93NjYWBw+fFi9TUREhPDw8BAAROHChUXHjh3FN998I4yNjQUAMWzYMK12nJycRHJ/tvr5+QkAYt26dVrrHj16JACI+vXrayzv1auXACAGDRokJBKJqFatmujatasoX768ACDMzMzEpUuXNLbZtGmTACAAiLp164quXbuKcuXKCalUKkaOHCkAiF69euls59ixY8keQ137llzcqe3zli1bhFQqFQBEnTp1RNeuXUWpUqWEhYWF6NGjhwAgfvvtt2Rj0RWDk5NTmsr3799fABAmJiaiefPmokOHDsLW1lbY2NgIX19fnfGm9LkKIcTx48eFgYGBACA8PDxE165dhaenpwAgxowZo/MYZeR8SFS/fn0BQDx69Ehj+fbt24WJiYkAIEqXLi3atGkjWrduLdzd3YVcLhcAxIcPH9Tlnz17JoyNjYWBgYFo2rSp6NOnj+jbt6+4c+eOuszy5cvV++bm5ibat28vmjdvLipUqCAMDAyEhYWFRgxpOZeSc+zYMQFA2Nrail69eiX7L+m5YWFhIaRSqahcubLo1KmT6NixoyhdurQAIGxsbMS///6rLhsVFSUKFy6sPra9e/cWffv2FadPn07xuK9bt04AEH5+fjrjTun803U87t69K0xNTQUAUa5cOdGlSxdRt25dIZFI1OfLl/WlFrsQ6fv8L1++rL4f1qtXT3Tr1k20bt1aFCpUSAAQ1apVEzExMSl/YEKIt2/fCjs7OwFAFC9eXHTq1El4e3sLmUwmOnbsmOy18/vvvwuZTCYAiAoVKoguXboIHx8fUaRIEa3yqV1/T58+FcWLF1cfty5duohGjRqpz9tFixZplG/durUAIFxcXESbNm1E165dRc2aNYVEIhEGBgZi+/bt6rKVKlVSf07t27cXnTt3Fu7u7up7yJkzZ1I9RkL8d73PmTMnTeUHDBig8/6Q3n0VQoht27ap77e1a9cWXbt2FS4uLsLc3Fx0795dZzsvX74Ubm5uAoCwtrYWDRs2FJ07dxZ16tRRnyNLlizR2CY99+EPHz6ov6fMzc1FgwYNRNeuXUWzZs2Evb29ACAMDAzE+vXrNbZLPI79+/cXMplMlC9fXnTt2lVUrVpVABAymUzs379fq7303huFEGLIkCHqOBK/S+vXry/Mzc217hHJ7XtK525y9/Hr16+rr6kiRYqIDh06iDZt2oiyZctq3Usy8n22aNEi9X22S5cuom/fvmL8+PHq9cndw69duyYKFiwoAIiyZcuKrl27itq1awsAwtDQUPz5558a5TPy90F6rk0iIiLKPCbciIiIiCjDPn78KBYuXCjq168vChUqJAwNDYWlpaWoXr268PPzE6GhoVrbfPr0SQQEBIhy5coJIyMjYWZmJurUqSN+//13nW1kV8Lt2LFjYs+ePaJmzZpCoVAICwsL0bp1a3Hz5k2dbe3bt0/UqFFDmJmZCUtLS+Ht7S2CgoLUCQ19J9yEEOLgwYOiTp06wsTERFhaWorWrVuLO3fuiH79+gkA4sCBA8nGoiuGtD7oVSqVYtGiRaJcuXLC2NhY2Nraiu7du4vHjx8nG29qD/yFEOLs2bOiYcOGwsrKSpiZmYlatWqJ7du3J3uMsiPhJoQQ9+7dEwMGDBAlSpQQRkZGwsLCQpQtW1b07t1b7N27V6hUKo3ygYGBonbt2qJAgQLqB+BfngcXLlwQ3bt3F8WKFRMymUxYW1sLNzc3MXjwYBEUFKRRNisSbqn9Gz58uHqbX3/9VXTr1k2ULl1amJmZCTMzM1GuXDkxZswY8fz5c602goODRePGjYWFhYWQSCQan0FOJdyEEOLWrVuiZcuWonDhwkKhUIjKlSuLn3/+OcX6Uoo9UVo//4iICLFw4ULxzTffCGdnZ2FsbCxsbGxE1apVxbJly0RkZKTO/dElNDRUdOvWTRQtWlQYGxuLsmXLijlz5gilUpnitXPlyhXRrVs3YW9vL2QymbC1tRX169cXy5Yt0yiXluvv7du3YvTo0cLFxUXI5XJhaWkpmjRpIgIDA7XKHj9+XAwePFi4u7uLggULCmNjY+Hi4iK6deum9QOG3bt3iz59+ojy5csLS0tLoVAohKurq/juu+/E/fv303yMsirhlt59TXTkyBFRt25doVAohKWlpWjZsqW4efNmivehyMhIsXjxYlG9enVhZmYmjIyMhLOzs2jSpIlYuXKlePPmjUb59NyHVSqVOHPmjJg2bZqoV6+ecHJyEnK5XJiYmIjSpUuLfv36iatXr2ptlzTeM2fOiEaNGgkzMzNRoEAB0ahRI40E9JfSe28UQogdO3aIJk2aCCsrKyGXy4Wjo6No27at+Pvvv9O07xlJuAmRkPAcPXq0KFWqlDAyMhJWVlbC3d1dTJkyRbx7905dLiPfZ3FxcWLKlCnCxcVFnfROGntK9/AnT56I/v37q78LbGxsRJs2bcT58+e1ymbk74P0XJtERESUeRIhUhnEmoiIiIgoH/H19cWGDRtw7NgxeHl56TucbKdSqeDm5oabN2/ixYsXsLOz03dIRESUS/j7+yMgIADr1q3L9PCFRERERF87zuFGRERERJQPPHv2DK9fv9ZYFhcXh4kTJ+LmzZto2LAhk21ERERERERE2cRQ3wEQEREREVHmnTx5Ej169ECVKlXg5OSEz58/4+rVq3j+/Dmsra2xfPlyfYdIRERERERElG+xhxsRERERUT7g4eGBnj174v379zhw4ACOHDkCuVyO7777DhcvXkS5cuX0HSIRERERERFRvsU53IiIiIiIiIiIiIiIiIgygT3ciIiIiIiIiIiIiIiIiDKBCTciIiIiIiIiIiIiIiKiTDDUdwBEuYUQAh8/ftR3GERERERERERERERElIuYmZlBIpGkWIYJN6L/9/HjR1hYWOg7DCIiIiIiIiIiIiIiykXCw8Nhbm6eYhmJEELkUDxEuRp7uBERERERERERUX7w+fNnFClSBADw/PlzmJqa6jkiIqK8jT3ciNJBIpGkmqEmIiIiIiIiIiLK7QwMDNSvzc3NmXAjIsoBUn0HQERERERERERERERERJSXMeFGRERERERERERERERElAkcUpIoifj4eKhUKn2HQURERERERERElGFxcXEar5O+JyKi9JHJZGkqx4QbURKhoaGIjY3VdxhEREREREREREQZFhkZqX79+PFjKBQKPUZDeY0QQv2PKL+TSCTqf8lxdXVNU11MuBElERsbCwMDAxga8tIgIiIiIiIiIqK8KT4+Xv3ayMgIRkZGeoyG8gohBKKiohAXF5di8oEovxFCQCaTwcTEROvcVyqVaa6HWQWiLxgaGqa5iygREREREREREVFuY2ZmhnPnzqlfS6VSPUdEecHHjx8RHx8PW1tbmJiY6DscohwTFRWFN2/eICYmBmZmZhmuhwk3IiIiIiIiIiIiolzq0bsoPA2PhYOFHMULpi0JIpVKUaxYsWyOjPITlUqF2NhYFC5cGFZWVvoOhyhHGRsbAwBev34NlUqV4R8pMOFGRERERERERERElIoPkXE52l54tBILjj3F5Wef1MsqFy2AsQ0cYGGcs491rRQcDSq/U6lUAMCebfTVSjz3mXAjIiIiIiIiIiLKZaLi4lMvRHlG819u5Gh7UglgZizDym5VULW4FYIffcCkHdfR47c7UImUtxXxcQg7sREAYFmvJyQGmUuYHRnklqntKfeLV8ZDABBAqudXSqSc+o3ysMzOXciEGxERERERERERUTZotOqavkOgPEwlgNltK6K5mz0AoLmbPQQEhvx+OdVtRXw8Iv75CwBgUbtbphNuPJfzv6JmBvBvUBjifTQkhqoM11OmsCILoyLKWzhbJhEREREREREREVEuVLW45lxa1Ypb6ykSorzj+PHjMDIyQlhYWJq3mTFjBqpWrZp9QSXRuHFjjB49Okfayogvj0W/fv3QoUOHHI/j119/ReHChdO1jaurK5YtW5ZNEaWOPdyIiIiIiIiIiIiyAYfhy1/00csr+NEHdQ83APjn0fscjwHgufw1iFcqER35CU7WxjAyMtZ3OOnSuHFjuLm5YdGiRQCAmjVr4smTJ7CwsMjWdvKrkSNH4vvvv9d3GHkSE25ERERERERERETZwERmoO8QKAvt61chS+qRRoelqdykI28xded1CAhUK26Nfx69x7SdN1DF3hizGtmkuG1kZBQ8lyS83tGlKBQKE431kphwWJxfAPmr/4anjLWtjPDqYyGMtJMUpsrwNMWcU1Qm7OmX1ZQSgViJBBLk/XnY5HI57Ozs9B2GFiEE4uNz/9yeBQoUQIECBfQdRp7EhBsRERERERERERGliyQuUt8h5DjrzE2Dpma/qV6ayq0RZhiuHIYhv8epl9U1uIkf3i+D9baPKW77OVaoX5fZ2QSm8i8yKBIpYGQOdFoOONYCQs4Ae0bAfm9rQGR8/q6c8qL3RX2HkP8o4///sxd54hxI1K9ff5w4cQInTpzAihUrAACrV69G//798erVK1haWgIA1qxZg9mzZ+Pdu3do3LgxateujdmzZ+P169ca9f32228ICAjAhw8f4OPjg1WrVsHMzAz9+vXTaufu3btwdnZONrbjx4+jSZMm2LNnD/z8/HD9+nXs3bsXAKBSqTBx4kSsW7cOcrkc/fv3x9SpU9XbhoSEYOTIkTh27BikUimaNGmCJUuWwNbWNtVjcu3aNYwZMwYXL16ERCJByZIlsXLlSnh4eODXX3/FmDFjsHr1akyaNAmhoaGoXbs2fv75ZxQrVgxAwpCSu3fvRnBwsM76L126hFatWmHIkCGYMGECwsPDMWHCBOzZswfR0dHw8PDAggUL4OaWes/YlGL90oMHDzBu3Dj8888/+Pz5M8qUKYMZM2agUaNGGuU+ffqEb7/9Fnv37oW5uTnGjh2LwYMHpxpLVmDCjYiIiIiIiIiIiNLFfp32w1DKWtaSj9gom4X7BkXxWNjCWfIKpaTPsqZyoQJaLgXKt014X74tIASwrXfW1J/NeP5lvegCxfC59iLIw5SQGyYkaIUQUMbGpbJl9jCUyyCRpN7Vbvnk/vj39jVUKOOCKbOXAgBu3bqlUebMmTMYMmQIZs2ahRYtWuDo0aMICAjQquvhw4fYvXs3duzYgQ8fPqB79+5YsGABpk+fjkWLFuH+/fsoV64c/Pz8AACFChVK075MmjQJc+fORfHixdUJwE2bNmH48OE4efIkzp8/j379+qFmzZrw9vaGEAIdO3aEqakpDh8+DKVSiWHDhqFHjx44dOhQqu316tUL7u7uWLZsGQwMDHDt2jXIZP/9YiAyMhLz5s3DmjVrIJfLMWzYMPTs2RNBQUGp1n38+HF07NgRM2bMwIABAyCEQJs2bWBlZYVdu3bB3Nwcv/zyC5o2bYobN27A2jrl3qipxZrU58+f0bRpUwQEBMDIyAibNm1Cu3btcP36dTg6OqrLLV68GOPHj8eUKVNw6NAhjB07FqVLl4a3t3eq+5dZTLhRpgUFBaFBgwbw8/ODv79/huvx9/dHQEAAjh07Bi8vryyLj4iIiIiIiIiIKK8qJX2GUsiiRFtSjrU03zvVzvo2KE9TxsZh2YQZeml72NypkBnJUy1nYW4GuVwGhbGxehjJu3fvapT58ccf4ePjg1GjRgEAXF1dce7cOfz9998a5VQqFX755ReYmZkBALp164Zjx44ltGNhAblcDoVCke7hKqdNm6aV7KlYsSKmTJkCAChVqhRWrVqFY8eOwdvbG0eOHMH169dx9+5dda+zdevWwd3dHRcuXICnp2eK7YWGhmLUqFEoU6aMuv6k4uLisHTpUlSrVg0A8Msvv6BSpUoIDg5G1apVk6139+7d6NOnD1auXInOnTsDSMgN3LhxA0+fPoWRkREAYN68edi9ezf++usv9OvXL1OxJuXm5qbRay4gIAC7du3C3r17Neacq1mzJsaOHQsg4bM+e/Ysli1bxoQbERERERERERER5T4c0i/jcqJ3lokMuDHIVP1ap5Az//VwA4Anp7M9rqzC8y/rxSnjER8Zg1hLJ0j/P3ESFxOtt3hiC5aGMDJOU1lhqEB8CvP63bt3D61bt9ZY5unpqZVwc3JyUifbAMDOzk5ryMmM0DU8YoUKmnNC2tnZ4c2bNwCAO3fuwMHBQZ1sA4CyZcvC0tISd+7cSTXhNnz4cAwcOBC//fYbGjVqhHbt2sHFxUW93tDQUCOmMmXKqOtOLuEWHByMv//+G5s3b9Y4lpcuXcKnT59gb2+vUT4qKgoPHz5MMc60xJrU58+fMXPmTPz999948eIFlEoloqKiEBoaqlGuRo0aGu+rV6+O5cuXpxpLVmDCjYiIiIiIiIiIiNJFyBT6DkEvwmLDMl1HRBfNh/wf4z5i9b3VuB1+W72srEVZ9HftDzOZ2Zebp1nig9/7ACxkFhrrrA6PgHzfaEiESOjZ9uQ0xN9jEGtfDR+8l2S4zZzytZ5/2UqiBCRxACQJc/wBMDQywcDVv+slHEMjIyANQ0oC+P9yyZcVQmgNTymE0Cr35VCGEolEZ7n0MjU1TVNbKpVKHZuu4TSTW/6lqVOnonPnzti/fz8CAwMxffp0bNq0SSNRpquelOouUaIErK2tsX79ejRr1gxyuVwdk729PQ4ePKi1TeLwmZmNNdGECRNw6NAhzJs3Dy4uLjA2NkbXrl0RGxubajtpOW5ZgQk3IiIiIiIiIiIiyjWi4/XXqyY1nY93zvI6pRIpCsgKYFrDJfCw9cDFVxcx/ex09L08HiqhypI2djXcpfE+uuE82AZNgkmSOduii9bAK6/ZUMlzVzLL2CBtvZwo60kkEsiMc//xl8lkiI+PT3Z96dKlERwcrLHs0qVLWd5OVilbtixCQ0MRGhqq7uV2+/ZthIeHq4deTI2rqytcXV0xfPhw9OzZExs2bFAnsZRKJS5evKjuzXb37l2EhYWhdOnSydZXsGBBbNmyBY0bN0b37t3x+++/QyaTwd3dHS9fvoShoSGcnZ0ztL8pxZrU6dOn8e2336rXffr0CU+ePNEqd/78eY33//zzT4r7lpWYcCOdYmNj8b///Q979+7FrVu38Pr1a1hYWKBOnTqYOnUqKleunGodiRfY5cuXMW7cOOzevRsRERHq8WlbtWqV7LZ//vkn5s6di9u3b8PS0hIdO3bEvHnzYGJikqUxEhERERERERFR7tL6qPaD1vxMJVSYVnMafJx9AAA+zj4QEBh7fGzG61Sq8GZPwvB0hVoW0n1M5UCJovZwjItDiEyGh/LnwBnfDLeZXQIbB+o7BMrlnJycEBwcjMePH6NAgQLqnmKJvv/+ezRq1AhLly5F8+bNERQUhMDAwHT3evqyHWtra0il0qzcFQBAo0aNULFiRfj6+mLhwoVQKpUYNmwY6tWrp3N4yqSioqIwYcIEtGvXDs7Oznj27BkuXLiAtm3/Gz5WJpNh5MiRWLx4MWQyGUaMGIHq1aunOH8bABQuXBiBgYFo0qQJevbsiU2bNqFRo0aoUaMGOnbsiFmzZsHV1RUvXrzAgQMH0KpVqxTjTUusSbm4uGDnzp1o3rw5JBIJ/P39tT5rADh79iwWLlyIVq1a4ciRI9i+fTt27tyZ4r5llaw/GyhfeP/+PUaMGIGYmBh88803GDlyJLy8vPD333+jVq1aWr8ISE5sbCy8vb1x+vRp9OrVCz179sSdO3fQpk0b/Pbbbzq3WblyJfr06YOyZcti0KBBsLKywvLly7UmWMyqGImIiIiIiIiIiPTJw1bzobSnbcpzNKUqHniz6w3e7HoDpNAh56FchiBTBR7Kk5vojSj3GzlyJAwMDODu7o6iRYtqzelVq1YtrFixAsuWLUPVqlVx8OBBDBs2DMbp7L33ZTshISFZuRtqEokEW7duhaWlJRo1aoRmzZqhePHi2LRpU6rbGhgY4P379+jbty8qVKiA7t27w8fHB9OmTVOXUSgUGDNmDL799lvUq1cPxsbG2LhxY5pis7OzQ2BgIG7cuIFevXpBpVJh165dqFOnDgYMGIAKFSqgZ8+eePLkCQoXLpzpWJNasGABrKysUL9+fbRr1w6NGzfW2elmxIgRuHz5MqpXr445c+Zg3rx5aNKkSZr2L7MkIisGIaV8JyYmBm/fvkXRokU1lt+8eRM1atRAjRo1cOjQIQBAUFAQGjRoAD8/P/j7+6vLOjs748mTJ2jYsCEOHDigHpf2zp07qFKlCoyMjBASEqKeiNLf3x8BAQGwsLDA+fPn1d08o6Ki4O7ujvv37+Pp06coUqRIumNMq3v37sHIyEhrDF0iIiIiIiIiIsoZuXlIyezqfbew/kJ1DzcAOPD4QOZ6uMWocGvALQBAuf+Vw55me7TKxD95AtXzF5AWsYeBk1OG28puHFIyZyiVSkRERMDR0THdiai8aNCgQbh79y6OHj2q71By1K+//ooxY8bg9evX+g4l14mOjkZISAjMzc1haPjf4JBxcXFwSuM9kkNKkk5GRkZaiSwAKF++PBo0aIDAwEDExcWlKTE1Y8YMjXJlypRBnz59sHLlSuzatQs9evTQKD98+HCNMVVNTEzQtWtXBAQE4OLFi+qEW1bGSEREREREREREOUsVFqZzuTxnw0iXze6rs7zO2Q+WYNa5WRAQ8LT1xIVXFzD73Gy4mZXDRJeRGaozMioK1dEQALDObQXkH/9LYqoiIhC9ZAnir15LeA9AVHKD8ciRkJqbZ3p/spoKuTcBmxlSS0t9h/BVWbx4Mby9vaFQKBAYGIiNGzdi2bJl+g6L8hkm3ChZV65cwfz583Hq1Cm8fPkScXFxGuvfvn0Le3v7FOuQyWSoUaOG1vK6deti5cqVuHLlilbCrUqVKlrlHRwcAABhX/whlhUxEhEREREREVHyRFSUvkOgfOpju/b6DiHdDLKhzuEmwLK2MoyN+a9Hm9sTCYbteAODqN4ZqtMgybxGBt8OxMek80xJpZCamaHo0iVQeHgg8uJFvPDzw+c+fQEd8yFR9jDft1ffIWgQ8fEQKhUgRL48Dy4EB2Px4sX4+PEjihcvjsWLFqGPr2+m9nXw0KHYvHmzznVdu3bFyuXLM1x3StyrVEl2OMuVy5eja9euyW+cOOBhcvudxXPSubu7Jx/rypUpx5oHMeFGOp05cwYNGyb8CqZJkyYoVaoUChQoAIlEgp07d+Lq1auIiYlJtZ6CBQvqnDjS1tYWABAeHq61zsLCQmtZYhfO+Pj/Bp3OqhiJiIiIiIiIKHkRzVvoOwSifM08CpjyexyeFgReWklg90HA4V02NqhSwT7AH+ZNmya037QpIASejRyVjY3Sl3LbvVVlbw8xZTJUAOKzOOmSG2wMCNBaFv/vv5mqc0qPHhjetq3OdWamppmuPzk7li5FnFKpc13hggVTbLd7zZrofupUsmUMXF2zJMZEu3bt0uokkygxR5CfMOFGOs2aNQsxMTE4deoUateurbHu3LlzuHr1aprqeffuHVQqlVbS7dWrVwB0J9dyOkYiIiIiIiIiIiJ9c3gHOLwTOdKWwsND872nZ460S5SfFC5YEIULFszxdh3/f8qlvCCtc5/lF0y4kU4PHjyAtbW1ViIrMjISly5dSnM9cXFxOHfuHGrVqqWx/OTJkwASupTqO0YiIiIiIiIiSl5uG/ZMXyLexiLyQywUVnKY2+TmWcbyjtzWw+drEnnxorqHGwBEXrigx2i+Trnt3qqMj0dEdDSkTk4wMDLSdzhEeRITbqSTk5MT7t27h5s3b6J8+fIAEoZzHDNmDN68eZOuuqZOnYoDBw5AJpMBAO7cuYO1a9fCwsICrVu3zhUxEhEREREREZFuEhOTZNfFfNY9pFV+EhsZjyt/v8TbJ//NZWfjZAL3b+wgV2THjF7Zz8g0dzwSNPtru75DyLcU8fHYc+sWAMCmXDkYGPx3rkYGBOBFwHRACCg8PRF54QJeTJ8Bg0qVoPCbpq+Qvzop3Vv1QaJUQhIbC0gkWT6PF9HXInd8u1KuM3ToUBw8eBB16tRBp06dYGxsjKCgIDx79gxeXl4ICgpKUz329vYICwuDu7s7mjdvjvDwcGzevBnR0dFYvXo1zMzM9B4jERERERERZT9lrErfIVA2+HtR9sxPk5tIJIDcxBA+/SvAvqQFXvwbjqDf7uDIT48gcmb0vyzXckLWztGTYQpzfUegF4by7E9mSAFUqVtX5zqFvz+iZs3SmLPN0NMDJpMnQ5qJ6V+IiL52TLiRTi1atMC2bdswe/ZsbNq0CQqFAg0bNsSOHTswffr0NNcjl8tx6NAhjB8/Hhs2bEB4eDgqVqyIqVOnolWrVrkiRiIiIiIiIsp+e+be03cIRBkiBODVvQxKehQGAJT0KAwhBA7+clPPkWUcr0f9ajutjF7bl1pYwHT+fMQ/fgzVs+eQFi0CA2dnvcZERJQfSITIq7/FodzO+f+/qB8/fqzXONLj3r17MDIyUg9/SURERERERFljx/Q7+g6BKMN859WGqcV/cxp9Do/B+vGn9RgR5WU5kXCLjY3FmjVrAAB9+/aFXM55ByllSqUSERERcHR0hLGxsb7DIcpx0dHRCAkJgbm5OQwN/+urFhcXBycnpzTVwR5uRERERERERJTtcs0QdpSlvpaeUi/+DVf3cAOA5/fD9BdMFtDH9Rjx6gU+vnsDs4KFYG5rn+Ptf22USiVmzpwJAOjVqxcTbvRVOX78OJo0aYJXr17B0tIyTdvMmDEDu3fvRnBwcPYGB6Bx48Zwc3PDokWLsr0tyllMuBERERERERFRtsuJOYso530zuqS+Q8h2/2x7huOb70IIgSKlLPH8fhhO/HEP1g5yuLew1nd4GaKM/ZxjbcV8/oQLW3/D6wf/JWcLu7jCs2N3GJkWyLE40sq4gJm+QyCidPoygVWzZk08efIEFlk8JyETZZQaJtyIiIiIiIiIiLKJMiZG3yFkK4Ov4MlSlVaFcHnPG4052wo5myD0yiI8vx6tx8jyBolECiOFAi1GTIBD2fJ4evsmDq1egf3zAiCESt/haek4d7m+Q8gSSe89ypgYKA0MAACGRkbJbUKUb8jlctjZ2ek7DC1CCMTHx+s7DMpGX8GfRaQveWnuNiIiIiIiIqLssHXCUH2HQFlEIrWGxMASIj4MoZff6zucPEMIFbz7D0HpmnUA4P//K7B36Tz9BpaM/HLNxiiV6td/TRsNo/+fj6jrkp/1FRJRtujXrx9OnDiBEydOYMWKFQCA1atXo3///hpDSq5ZswazZ8/Gu3fv0LhxY9SuXRuzZ8/G69evNer77bffEBAQgA8fPsDHxwerVq2CmZmZznbu3r0LZ2fnZGNLHNpyz5498PPzw/Xr17F3714AgEqlwsSJE7Fu3TrI5XL0798fU6dOVW8bEhKCkSNH4tixY5BKpWjSpAmWLFkCW1vbLDx6lNU4ngMREREREREREVEqhOo9VHEPIVRMtqWXQ9nyX7yvoKdIiCg9hBCIi4nXyz8hRJpiXLRoEWrUqIE+ffrgyZMnePLkCRwcHDTKnDlzBkOGDMHgwYPxzz//oFGjRpg3Tzvp//DhQ+zevRs7duzAjh07cPLkSSxYsCDZdooVK5amGCdNmoQZM2bg6tWrqFixIgBg06ZNMDU1xcmTJzF79mzMmjULhw8fVh/3jh074sOHDzh8+DD+/vtvPHz4ED169EhTe6Q/7OFGRERERERERJRN8svwdKQtv/SEyglPb99U93BLeH9Dj9GkLL9cs5GRkZj8VyAAoN30RVAoFHqOiPIiZawK68ee1UvbvgtqQmZkkGo5CwsLyOVyKBQK9TCSd+/e1Sjz448/wsfHB6NGjQIAuLq64ty5c/j77781yqlUKvzyyy8wM0uYy7Fbt244duxYsu2k1bRp0+Dt7a2xrGLFipgyZQoAoFSpUli1ahWOHTsGb29vHDlyBNevX8fdu3fVSb1169bB3d0dFy5cgKenZ7rap5zDhBsRERERERERUTbhfEn5V9sZi/QdQp5wev3/cGTNjwAEHMpWwNPbN3BkzSoUdnFFbd8B+g5PS365Zg2TzBNlaGSUb/aLKCPu3buH1q1bayzz9PTUSrg5OTmpk20AYGdnpzXkZEZ4eHhoLatQQbOnr52dHd68eQMAuHPnDhwcHDR60JUtWxaWlpa4c+cOE265GBNuRERERERERERE6WRcwCz1QoQ6vgNwZtMajTnb7EqXQ60efWHEY5htjIyMsHXrVvVroowwlEvhu6Cm3trOKkIISCQSrWVfkslkGu8lEkmah7ZMiampaZraUqlU6ti+jDel5ZR7MOFGRERERERERERE2cKogBkaDByB8JfP8fHta5jZFIaFXRF9h5XvGRgYoFatWvoOg/I4iUSSpmEd9U0mkyE+Sa/OL5UuXRrBwcEayy5dupTl7WSVsmXLIjQ0FKGhoepebrdv30Z4eDjKlCmT7e1TxjHhRkRERERERERERNnKwq4IE21ElC2cnJwQHByMx48fo0CBAuqeYom+//57NGrUCEuXLkXz5s0RFBSEwMDAdPcW+7Ida2trSKVZ1xMvUaNGjVCxYkX4+vpi4cKFUCqVGDZsGOrVq6dzeErKPbL+bCAiIiIiIiIiIiIivYmLi8P69euxfv16xMXF6Tscomw1cuRIGBgYwN3dHUWLFkVoaKjG+lq1amHFihVYtmwZqlatioMHD2LYsGEwNjbOVDshISFZuRtqEokEW7duhaWlJRo1aoRmzZqhePHi2LRpU7a0R1lHIrJiEFKifOLevXswMjLSGkOXiIiIiIiIiIgor4iMjESpUqUAAPfv34dCodBzRJTbKZVKREREwNHRMd2JqLxo0KBBuHv3Lo4eParvUCiXiI6ORkhICMzNzWFo+N/gkHFxcXByckpTHRxSkoiIiIiIiIiIiIiI8q3FixfD29sbCoUCgYGB2LhxI5YtW6bvsCifYcKN6AtKpVLfIRAREREREREREWVY0mEk4+LiOKwkpUqpVCJxMLz8OCjehQsXsHjxYnz8+BHFixfH4sWL0bt370zt65AhQ7B582ad67p27YoVK1ZkuG7SDyEE4uLiNM6L9OQLOKQkURKPHz9GbGysvsMgIiIiIiIiIiLKsMjISFSuXBkAcPnyZQ4pSamKj49XD51nZGSk73DyhNevX+Pjx48615mZmaFw4cI5HBFlRkxMDJ48eQKZTAYDAwONda6urmmqgz3ciJIoVqwYVCqVvsMgIiIiIiIiIiLKsM+fP6tfOzs7w9TUVI/RUF4QHR2N0NBQyGQyyOVyfYeTJzg4OOg7BMpCKpUKhoaGcHBwyPA8hky4ESVhYGCglb0mIiIiIiIiIiLKS2QymcbrpO+JdImPj4dEIoFUKoVUKtV3OEQ5TiqVQiKRZOqeySuHiIiIiIiIiIiIiIiIKBPYw42IiIiIiIiIiIgoHzEyMsLevXvVr4mIKPsx4UZERJRL3H/1EY/fRcK5oAKlbM30HQ4RERERERHlUYaGhmjevLm+wyAi+qow4UZERJTEu08xOd7mh8hYTN5xA+cfvVcvq17cGrPaVoCVIucmKi5YgL96JCIiIiIiIiIiyggm3IiIvhKRsUp9h5AneMw8nONtSiWAmbEMK7tVQdXiVgh+9AGTdlxHkyUnoBI5F8et6T451xjleQo5/4wkIiIiIsqt4uLi8NtvvwEAunfvDplMpueIiCiRs7MzRowYgREjRug7FMpifFJCRPSVKDctUN8hUDJUApjdtiKau9kDAJq72UNAYMjvl3M0Dp4jlB6P53J4GiIiIiKi3Co2Nha9e/cGAHTs2JEJNyKiHCDVdwBEREQEVC1upfG+WnFrPUVCRERERERERPT1iouL03cIlEexhxsR0VeCwwWmjb56eQU/+qDu4QYA/ySZzy2n8BwhIiIiIiIiorzGy8sLbm5uMDY2xi+//AK5XI6BAwfC398fABASEoKhQ4fiyJEjkEqlaNq0KZYvXw5bW1sAgL+/P3bu3Ilhw4Zh5syZePz4MeLj4yGVSvHTTz9hz549OHr0KJycnLB27VoUKlQI/fr1Q3BwMNzc3LBp0ya4uLgAAB48eIBRo0bh3Llz+Pz5M8qWLYs5c+bA29tbX4eHchATbkREX4lcO9/S57f6jkDDxVFVtBdGfQAOTgGe/vPfModqQJOZgImVdvl0+n7bfUzddR0CAtWKW+OfR+8xbdcNVHcyw4/tS6VegSJresPl2nOEiIiIiIiIiHKcEAIiKkovbUtMTCCRSNJcfsOGDRg1ahTOnz+Ps2fPwtfXF7Vr14a3tzfatGkDU1NTHD9+HEqlEt9//z06d+6MoKAg9fb//vsv/vzzT2zfvh0GBgbq5TNmzMDixYuxePFijB8/Ht26dUOJEiUwceJEODo6ok+fPhgyZAj2798PAPj06RO++eYbzJw5E8bGxtiwYQNatmyJu3fvwtHRMcuOD+VOfLJGRHlP7Gd9R0BZaYGLviPQUFDXQokUMDIHOi0HHGsBIWeAPSOA9bUBocp0m6uEGYYrh2HI7/8NWVDX4CZ+eLkM1j9+TL2CSc8zHQMAIFaZNfXog9xU3xEQERERERER5SsiKgp3q3jope3Sly5ColCkubybmxv8/PwAAKVKlcKKFStw5MgRAMC1a9fw6NEjFCtWDACwceNGlC9fHsHBwahatSqAhHkPN27ciEKFCmnU27t3b3Tq1AkAMH78eNSsWRNTp06Fj0/CKEHDhw9Xz5cIAJUqVUKlSpXU72fOnIkdO3Zg9+7dGDJkSHoPA+UxTLgRUd4zu4i+I6CvjVABLZcC5dsmvC/fFhAC2NY7xc3SylryERtls3DfoCgeC1s4S16hlPRZ2ivgNQH4h+s7AiIiIiIiIiLSEzc3N4339vb2eP36NW7fvo1ixYqpk20AUK5cOVhaWuL27dvqhJuTk5NWsu3LehOHoKxYsaLGsujoaERERMDc3ByfP39GQEAA9u7di+fPn0OpVCIqKgohISFZur+UOzHhRrmGv78/AgICcOzYMXh5eek7HCIiTY61NN871c7yJkpJn6EU0pFoIyIiIiIiIiLKJhITE5S+dFFvbaeHTCbT3F4igUqlghBC59CUXy43NdU9ck7SehPL61qmUiWMgDR27FgEBgZi4cKFKFmyJExMTNChQwfExsama38ob2LCjYjynqwaPo9yh7zSOyvkzH893ADgyWn9xfIlXhNERERERESUhJGREf7880/1a6KMkEgk6RrWMTcqV64cQkJCEBoaqu7lduvWLYSHh6Ns2bJZ3t7Jkyfh6+uLtm0TniF9+vQJjx8/zvJ2KHdiwo2I8h7O1ZS/jH2g7whS9+e3wL4xCcNIOtVOSLb9PRZwqgN02qBR9EPMhyxtOjwmHIsuLMLVN1fVyyoVqoTRnqNhYWQBABCqmEy3Y21snek6iIiIiIiIKHcwNDREx44d9R0Gkd55e3vDzc0N3bt3x9KlS6FUKvH999+jfv368PT0zPL2SpYsib/++gstW7aERCLB1KlT1b3fKP9jwo2IiPTL1CZNxSLjIrM5kBS0+x+Mdn4PgyRztsUXr4eYNj8Ccs1fetXb1iBLm5ZKpCggK4BpDZfAw9YDF19dxPSz09H6UF+oRNb9wXa+2/ksqyu7KWR5+9d1RERERERERJQzJBIJdu7ciaFDh6JevXqQSqVo2rQpli9fni3tLVmyBH369EGtWrVgY2OD8ePHIyIiIlvaotxHIoQQ+g6Cvh5BQUFo0KAB/Pz84OPjA39/f5w/fx7h4eHw8/NTz+H2+vVrzJ07F7dv34alpSU6duyIefPmwUTH2L0bNmzAqlWrcOPGDQBAhQoVMGjQIPTq1Sund4+IslHFDRVTL5TNSsTGwTEuDiEyGR7KZalvkEUW1l8IH2cf9fsDjw9g7PGxOdZ+bnO913V9h0BERERERJSrKZVK7NixAwDQtm1bGBqy3wWlLDo6Go8ePULx4sVhbGys73CIclxWXAPSLI6JKE3OnDmD+vXrAwC+++47dO7cWb1u5cqV6NOnD8qWLYtBgwbBysoKy5cvR79+/bTqGTlyJHx9ffH06VP07dsX/fr1w7Nnz+Dr64tRo0bl2P4Q0dfhoVyGIFNFjibbAMDD1kPjvadt1g95QERERERERPlHTEwMOnXqhE6dOiEmJvPTEBARUerYw41yVGIPNwBYs2YN+vTpo17n7++PgIAAWFhY4Pz58yhdujQAICoqCu7u7rh//z6ePn2KIkWKAEiYgLJevXooW7Yszp49CwuLhLmMwsPDUaNGDdy5cwcnT55EnTp1cngviSg76HVIySRiHz5EbGgo5MWKQV6ihNb66r9Xz/I2c6KHG4eUJCIiIiIiyj8+f/6MAgUKAAA+ffoEU1NTPUdEuR17uNHXLiuuAfYlJr2oXLmyRrItqeHDh6uTbQBgYmKCrl27IiAgABcvXlQn3NavXw8gIVGXmGwDAAsLC/j5+aFr165Yv349E2701VG+f6/vELKFXM/tx4eF4YWfH6KCL6iXmVT1hH1AAAwsLdXLjjTZlaXtjrs4DbPOzYKAgKetJy68uoDZ52bDo6A75nsEZFk78o/RWVZXdjK0ttZ3CERERERERERERFqYcCO9qFatWrLrqlSporXMwcEBABAWFqZedvnyZQCAl5eXVvnEZVeuXMlwjKRJFZk7ehdR6u7Xqq3vEPInqRRSMzMUXboECg8PRF68iBd+fnjYoiWgUmVbs4NMgGVtZRgb81+PNrcnEgza8QbvoppnWTvvsqym7FX60kV9h0DJkCrY85CIiIiIiIiIvl5MuJFe2NraJrsuaW+1RIkTu8bHx6uXRUREQCqVolChQjrrl0qlCA8Pz4JoCQDuVvFIvRBRfqZSwT7AH+ZNmwJAwn+FwLOR2TtfpHkUMOX3ODwtCLy0ksDug4BDXsmOZQPei3Kvsndu6zsEIiIiIiIiIiK9YcKN9EIikWS6DnNzc6hUKrx58waFCxfWWPf69WuoVCqYm5tnuh0iokQKD81kj8LTM8fadngHOLzjtKtERERERERERES5ERNulGdVrlwZly9fRlBQEDp16qSx7vjx4wAAd3d3PUSWP3EYt7yDPYCyT+TFi+oebgAQeeFCCqUpO/BeBHx4EYnwt5GwsFHAyp7DOBIRERERERER5QZMuFGe1atXL6xduxYBAQFo2rSpujdbREQEAgIC1GUoa3Bunryj1JnT+g4hX3o6fDheTp8BCAGFpyciL1zAyxkzoahaFUV/WKrv8L4aOX0vivoYm6PtpST6cxyCfruL5/fD1MuKlLKEV/fSMDaV6S0uEzO53tomIiIiIiLd5HI51q1bp35NRETZjwk3yrPq1auHoUOHYvny5ahQoQLat28PIQT++usvhIaGYtiwYahXr56+wyTKcYbW1voOIV9yWLYMz0eP0ZizzbRWLRRZtBCGVlZ6jCxrxMXEp14oF8jpONeOPZWj7aVEIgHkJobw6V8B9iUt8OLfcAT9dgebA85D6HG00e9+qK+/xrOZzMhA3yEQEREREWWITCaDr6+vvsMgIvqqMOFGedqyZctQuXJlrFq1Cj///DMAoHz58ggICEDv3r31HB0R5SeGVlZwXLsGMf/+i9iQEMgdHWFUsqS+w8oyPw8/ru8QKBVCAF7dy6CkR8K8pSU9CkMIgYO/3NRrXPn53Bn8U0N9h0BERERERER65OzsjBEjRmDEiBGZruvx48coXrw4Ll++/NVMheTr64uwsDDs3LlTr3XkFIkQ+vxNNBEREeUGKwce1XcIlAa+82rD1MJI/f5zeAzWj+cwstmFCTciIiIiyquUSiUCAwMBAD4+PjA0ZL8LSll0dDQePXqE4sWLw9jYWN/h5BpZmXCLj4/HmzdvYGNjk6evyfQck/DwcAghYGlpmWrZ5BKS6akjM7LiGsi7nyoRERFlmfw8LGBm5LbeWy/+DVf3cAOgMZ+bvvDcISIiIiLKfWJiYtCiRQsAwKdPn/L0w32i/MLAwAB2dnZ6jSEuLg4yWfbPAx8fHw+JRAILC4tM15UVdeQU3mmJiIgoT85V9e5pCD68fAErO3sUdHDMljb6LKiTLfVmxIGfb+D45rsQQqBIKUs8vx+GE3/cQ5FSlmj6XQW9xZUXzx0iIiIiIiLKP4QQWLBgAX766Se8ePECrq6umDp1Ktq3b4/GjRvD0NAQ+/fvh0QiQVhYGNzc3NCzZ0/MmjULALB7925Mnz4dN27cQIECBVCvXj389ddfWu3o6oEVFhYGKysrHDt2DF5eXvjw4QOGDBmCgwcP4tOnT3BwcMCkSZPQu3dvndsfP34cY8eOxdWrV2FtbY1evXph5syZ6iS5l5cX3NzcYGxsjF9++QVyuRwDBw6Ev79/mo6NRCLBqlWrsH//fhw+fBhjxoxBQEAA9uzZA39/f9y8eRNFihRBr169MHnyZHW7/v7+WLt2LV69eoWCBQuiQ4cOWLZsGby8vPDkyROMHDkSI0eOVB//9evXY8SIEdi0aRPGjRuHe/fu4f79+wgICNAYDlKlUmHBggVYvXo1QkNDYWtriwEDBmDy5MkoXrw4AKBy5coAgPr16yMoKEhrSMmYmBiMHTsWf/zxByIiIuDp6YklS5agatWqAICgoCA0aNAAhw8fxvjx43Hr1i24u7tj3bp1KF26dNpPrAxgwo2IiIhSFRkRru8Q1KI+fsTh1Svw9PYN9TKHshXg3X8ITMzM9BhZ9mo6oAIOrbmpMWdbsbJWaNy3PEwKyPUYGREREREREeVHQghEKaP00raJoQkkEkmayk6ZMgV//fUXVq1ahVKlSuHEiRPo0aMHChUqhA0bNqBixYpYtmwZhg8fjoEDB8LW1ladsNq3bx/atWuHyZMnY+PGjYiNjcW+ffsyHPfUqVNx69Yt7N+/HzY2Nvj3338RFaX7GD579gzffPMNfH198euvv+LOnTvo378/jI2NNRJqGzZswKhRo3D+/HmcPXsWvr6+qF27Nho3bpymmPz8/DBnzhwsWbIEBgYGCAwMRI8ePbBs2TLUrVsXDx48wHfffacuu23bNixZsgR//PEHypcvj5cvX+Lq1asAgL/++guVKlXCd999h/79+2u0ExkZiTlz5uCXX35BwYIFUbhwYa1YJk6ciNWrV2PJkiWoU6cOXrx4gTt37gAA/vnnH1SrVg2HDx9G+fLlIZfrftYxbtw4bN++HRs2bICTkxPmz58PHx8f/Pvvv7C2tlaXmzx5MhYtWoRChQph4MCB6NOnD06fzt5pOZhwIyIiykFx0dH6DiFDVvXvru8Q1CQSKYwUCrQYMQEOZcvj6e2bOLR6BTaM/h5CqPQdXrYZtmEbmg0oiw8vIxH+NhoWNsawslMAUOXZ8yoryDi3ABERERERUbaIUkah+u/V9dL2+W7noZApUi33+fNnLF68GEePHkXNmjUBACVKlMCpU6fwv//9D7///jv+97//oWfPnnj16hX27NmDy5cvq4dVnDVrFrp06YKAgAB1nZUqVcpw3CEhIahcuTI8PT0BJMx3lpwff/wRxYoVw4oVKyCRSFCmTBk8f/4c48ePx7Rp0yCVSgEAbm5u8PPzAwCUKlUKK1aswJEjR9KccOvWrRv69Omjft+zZ09MmDABvXr1ApBwvGbMmIFx48bBz88PISEhsLOzg7e3N2QyGRwdHVGtWjUAgLW1NQwMDGBmZqY1PGZcXBx+/PHHZI/fx48f8cMPP2DFihXqtl1cXFCnTsLoQoUKFQIAFCxYMNmhNz9//oxVq1Zh/fr1aNasGQBg9erVOHToENasWYOxY8eqy86aNQv16ydMgzFhwgQ0b94c0dHR2TpHIRNuREREOWhZrw76DiHPE0IF7/5DULpmwh9kCf8V2Lt0nn4Dy2Y8d3QbvWWvvkMgIiIiIiIiPbl16xaio6O1kk+xsbHqoQk7duyIHTt2YM6cOVi1ahVcXV3V5a5cuaLVUyszBg0ahPbt2+PSpUto0qQJ2rRpg1q1aukse/v2bdSsWVOjJ1/t2rXx6dMnPH36FI6OCdNnuLm5aWxnb2+P169fpzmmxORfoosXLyI4OFg9pCaQMOdadHQ0IiMj0bFjRyxduhQlSpRA06ZN8c0336Bly5apzgUpl8u1Yv1yf2NiYtCoUaM0x/6lBw8eIC4uDrVr11Yvk8lkqFatGm7fvq1RNmks9vb2AIDXr1+rj2t2YMKNiIiI8hyHsuW/eK+/OcyIiIiIiIiI8iMTQxOc73Zeb22nhUqVMNLNvn37ULRoUY11RkZGABKGOrx48SIMDAxw//59zXZM0tYOAHWPMyGEellcXJxGmWbNmuHJkyfYt28fDh8+jEaNGmHw4MFYuHChVn1CCK1hMxPrTro8sTdeIolEot7vtDA1NdV4r1KpEBAQgHbt2mmVNTY2RrFixXD37l0cOnQIhw8fxvfff48FCxbg+PHjWrEkZWKS8jCg6TnWydF1fBKXf7ksaayJ69Jz3DKCCTciIqIcNGzDNn2HkCG5rXfV09s31T3cEt7fSKF0/pBXzx0iIiIiIiLKmyQSSZqGddSncuXKwcjICCEhIerhA780evRoSKVS7N+/H9988w2aN2+Ohg0bAkjoBXXkyBH07t071bYShzx88eKFuvfclStXdJbz9fWFr68v6tati7Fjx+pMuJUrVw7bt2/XSBadOXMGZmZmWsnDrFSlShXcvXsXJUuWTLaMiYkJWrVqhVatWmHw4MEoU6YMrl+/jipVqkAulyM+Pj7d7ZYqVQomJiY4cuQI+vXrp7U+cc62lOouWbIk5HI5Tp06hW7dugFISHpeuHABI0aMSHdMWY0JNyIiohyUV+ebGrT6N32HoLZn8RwcWbsKgIBD2Qp4evsGjqz9CQ7lKqDlyIn6Di/b5NVzh4iIiIiIcp5cLseKFSvUr4nyKzMzM4wZMwYjR46ESqVCnTp1EBERgTNnzqBAgQKwsbHB2rVrcfbsWVSpUkU9d9m1a9dgZWUFPz8/NGrUCC4uLujSpQuUSiX279+PcePGabVlYmKCGjVqYO7cuXB2dsbbt28xZcoUjTLTpk2Dh4cHypcvj5iYGOzduxdly5bVGfv333+PpUuXYujQoRgyZAju3r0LPz8/jBo1St2bLjtMmzYNLVq0QLFixdCxY0dIpVJcu3YN169fx8yZM7F+/XrEx8ejevXqUCgU2LhxI0xMTODk5AQgYV66EydOoEuXLjAyMoKNjU2a2jU2Nsb48eMxbtw4yOVy1K5dG2/evMHNmzfRt29fFC5cGCYmJjhw4AAcHBxgbGwMCwsLjTpMTU0xaNAgjB07FtbW1nB0dMT8+fMRGRmJvn37ZvmxSi8m3IiIiChVCnOL1AvlkJajJuLv5Qs15mxzcquMb4aOyVVxEhERERER6YtMJsPgwYP1HQZRjpgxYwYKFy6MOXPm4OHDh7C0tESVKlUwceJEdO7cGf7+/qhSpQoAwM/PDwcPHsTAgQOxZcsWeHl5YevWrZgxYwbmzp0Lc3Nz1KtXL9m21q5diz59+sDT0xOlS5fG/Pnz0aRJE/V6uVyOiRMn4vHjxzAxMUHdunXxxx9/6KyraNGi+PvvvzF27FhUqlQJ1tbW6Nu3r1YSL6v5+Phg7969mD59OubPnw+ZTIYyZcqoe51ZWlpi7ty5GDVqFOLj41GxYkXs2bMHBQsWBABMnz4dAwYMgIuLC2JiYjSG2EzN1KlTYWhoiGnTpuH58+ewt7fHwIEDAQCGhoZYtmwZpk+fjmnTpqFu3boICgrSqmPu3LlQqVTo2bMnPn78CE9PTwQGBsLKyirzByeTJCI9R4OIiIgol3j3NAQfXr6AlZ09Cjpk34S3RERERERERPlddHQ0Hj16hOLFi8OYI6zQVygrrgH2cCMiIqI8qaCDIxNtREREREREOsTHx+PkyZMAgLp168LAwEDPERER5X/ZNxAoEREREREREREREeW46OhoNGjQAA0aNEB0dLS+wyGibPDbb7+hQIECOv+VL19e3+F9ldjDjYiIiIiIiIiIiIiIKA9p1aoVqlevrnOdTCbL4WgIYMKNSEN8fDxUKpW+wyAiIiIiIiIiIsqwuLg4jddJ3xPpEhcXByEEVCoVn4/mEaampihRokSy6/k5po9KpYIQAnFxcVrD8KY1gcmEG1ESoaGhiI2N1XcYREREREREREREGRYZGal+/fjxYygUCj1GQ3lBfHw8lEol4uLiIJVyJir6+sTFxUGpVOLp06daCTdXV9c01cGEG1ESsbGxMDAwgKEhLw0iIiIiIiIiIsqb4uPj1a+NjIxgZGSkx2goL1AqlVAqlZBIJJBIJPoOhyjHJZ77crlcIz+gVCrTXAezCkRfMDQ05Bi3RERERERERESUZyV9tiWTyfisi1KVNNHGhBt9rSQSCWQyWYY75LBvKBEREREREREREREREVEmsIcbERERERERERERUT5iaGiIKVOmqF8TEVH2492WiIiIKBd59C4KT8Nj4WAhR/GCJvoOh4iIiIiI8iC5XI5BgwbpOwyiHNG4cWO4ublh0aJF+g4lU/r164ewsDBs27ZN36FQBjHhRkRERJROHyLjsrzO8GglFhx7isvPPqmXVS5aAGMbOMDCOOv/ZLNScA4HIiIiIiIiIqKswoQbERFRNoiKi9d3CJSNmv9yI8vrlEoAM2MZVnargqrFrRD86AMm7biOHr/dgUpkeXM4Msgt6yvNZiYyA32HQERERESUJ8THx+P69esAgIoVK8LAgH9LE6VHXFwcZDL+UJXShwk3IiKibNBo1TV9h0B5jEoAs9tWRHM3ewBAczd7CAgM+f1ytrSXF8/RM8Mq6zsEIiIiIqI8ISYmBs2bNwcA3L9/HwqFQs8REWUvlUqFiRMnYt26dZDL5ejfvz+mTp2qXh8SEoKRI0fi2LFjkEqlaNKkCZYsWQJbW1sAwIwZM7B7924MHjwYc+bMwZMnTxAVFYUdO3Zg5syZePDgARQKBSpVqoTt27fD1NQUALBhwwYsWrQIjx8/hpOTEwYPHoyBAwcmG+dff/2VYn0AsHjxYvzwww+IjY1Fx44dsWjRInXy78OHDxg9ejT27duHmJgY1K1bF4sXL0apUqXU2589exZTpkzBhQsXYGNjg1atWmHmzJkabVD2kOo7ACIiIiJKULW4lcb7asWt9RQJERERERERffWEAGI/6+efSN9QL5s2bYKpqSlOnjyJ2bNnY9asWTh8+PD/74ZAx44d8eHDBxw+fBh///03Hj58iB49emjU8eDBA2zbtg1btmxBcHAwXr58iZ49e6JXr164evUqDh06hDZt2kD8f2xr1qyBn58fpk+fjqtXr2LGjBkICAjAxo0bdcb44sWLFOsDgOPHj+Phw4cIDAzEL7/8go0bN+LXX39Vr+/Xrx8uXryI7du348SJExBCoHXr1oiLS5j64saNG2jRogVat26NCxcuYNOmTThz5gxGjBiRruNJGSMRIp1nLlE+du/ePRgZGbG7MBFlGoeUzN+yq3fYym5V1D3cAGDvtefZ1sONQ0oSEREREeVfkZGR6h4v7OFGaaFUKhEREQFHR0cYGxsnLIz9DPlCZ73EEzvmMSBPW4+sxo0bIz4+HkePHlUvq127Nry8vNSJt1atWuHu3bsoVqwYAOD27dtwd3fH6dOn4enpiRkzZmDevHl49OgRChUqBAC4fPkyatSogXv37sHJyUmr3ZIlS2LWrFno3LmzetmcOXNw4MABHD9+XKt8avX169cPJ06cwO3bt9XDwHbr1g1SqRSbNm3C/fv3UaFCBQQFBaFmzZoAgHfv3sHFxQVr1qxB+/bt0adPHxgbG+PHH39U13v69Gl4e3vjw4cP/322pCU6OhohISEwNzeHoeF/g0PGxcXp/Lx04ZCSRERE2YCJgZwhjXqvl3b393AAAEhiwmFxfgHkr/5LisXaVkZ49bEQRhbpqnPSkbeYuvM6BASqFbfGP4/eY9rOG6hib4xZjWx0bqMytszwPvAcJSIiIiIiovyiQoUKGu/t7Ozw5s0bAMCdO3fg4OCgTrYBQNmyZWFpaYk7d+7A09MTAODo6KhOtgGAm5sbGjRoAA8PDzRu3Bje3t5o164drKys8ObNG4SGhmLAgAEYNGiQehulUgkLC93PA1KqL2lcSedctLOzw82bN9X7YWhoiGrVqqnXFyxYEK6urrhz5w4A4NKlS3jw4AH++OMPdRkhBFQqFR49eoSyZcum8YhSRjDhRkRElIUkcZH6DuGrYrextn7aTXwhkQJG5kCn5YBjLSDkDLBnBOz3tgaEKl11rhFmGK4chiG/x6mX1TW4iR/eL4P1to86t3nR+2IG9wBAXFzqZbKBkPGXtURERERERHmCTJHQ00xPbaer+BcjlkkkEqhUCf9fLoSARCLR2ubL5V/OcWZgYID9+/fj7NmzOHz4MH788Uf4+fnh5MmT6l6jq1atQtWqVbW20yWl+ooXL56m/dAl6X6oVCr069cPgwcP1irn6Oioc3vKOky4ERERZSH7dR76DoFyklABLZcC5dsmvC/fNmGc+W29012VteQjNspm4b5BUTwWtnCWvEIp6bMUt8mL59vz727rOwQiIiIiIiJKC4kkzcM65mZly5ZFaGgoQkNDNYaUDA8PR5kyZVLcViKRoFatWqhVqxYmT56MUqVKYdeuXRgxYgSKFi2KR48eoWvXrmmOJaX60rIfSqUS//zzj8aQkvfv31fvR+XKlXHr1i2ULFkyzTFR1mHCjYiIiCgzHGtpvnfKXK+7UtJnKIWUE21ERERERERElDaNGjVCxYoV4evri4ULF0KpVGLYsGGoV68ePDyS/yHrP//8g2PHjsHb2xuFChVCcHAw3rx5o05uTZkyBaNGjYKZmRl8fHwQGxuLixcv4sOHDzoTaKnVl5pSpUqhZcuWGDRoEFauXAkzMzNMnjwZRYoUQcuWLQEAY8aMQd26dTFs2DD07dsXCoUCd+7cwZEjR7B06dJ0HztKn3Qn3IKCgtCgQQP4+fnB398/G0LKWxKPR6Lq1avj3LlzGmXu3r2LcePG4dy5c3j9+jWcnJzw+PHjHI706+Hg4IBnz/57UPno0SM4OzvrLyAi+qpkaog/Srdc0cMr5Mx/PdwA4MnpHGua5xsREREREeliaGiIUaNGqV8Tfc0kEgm2bt2KkSNHolGjRpBKpWjSpAmWLFmS4nZmZmY4efIkli9fjoiICDg6OmLevHlo2rQpAKBPnz5QKBRYvHgxJk2aBFNTU1SoUAFDhw7NUH1psXr1aowePRpt27ZFbGws6tSpg127dqmHoqxYsSIOHz6MadOmoWHDhhBCoESJEujYsWOa26CMk4jkBv5MRnYn3BITI/pISMXHx+PXX3/F77//jitXriA8PBzW1taoWrUqfH190b59e61tEo9H/fr14eXlBQcHB/Tr10+jzooVK+Lhw4fo2bMnihYtCktLyzR1Ec0sfR7LrBYYGIg5c+bg0qVLEELAw8MDEydOhI+Pj1bZxYsXIyIiAjt37sTVq1fTlXC7d+8ejIyMtMbKJSKi3Eka9V6v7VsdHgF5+ENIvlmY0LPtyWmIv8cg1sIFH7yXIDwuPFP1f4z7iNX3VuN2+H/DMJa1KIv+rv1hJjNDvLFVClunzFJumanYiIiIiIiIKP9QKpXqJJCxsbG+wyHKcdHR0QgJCYG5ubnGDxXi4uLg5OSUpjr484b/9/r1a7Ru3Rrnzp2Dvb09WrdujcKFC+Pp06fYt28f9u7di5YtW2Lz5s1akycCgJeXl84E5KNHj3D79m0MGDAAP/30Uw7sSf7z22+/oUePHrCxsUGvXr0gkUjw559/omnTpti0aRO6d++uUT7x1zuPHz/G1atX9REyERHlEJWJtcb76PjoHG0/uuE82AZNgkmSOduii9bAK6/ZUMkV6HAq7eO46yKVSFFAVgDTGi6Bh60HLr66iOlnp6Pv5fFQCVWm6t7VcFemts9Kxgb8nzkiIiIiIiIiytuYcENC9r5NmzY4d+4c+vbti+XLl8PExES9PiwsDD169MCePXvQp08fbNmyJc11P3/+HABgZ2eX5XF/DT58+IAhQ4bAxsYGly5dUk9qOXHiRFSpUgVDhgzBN998AyurjP/Cn4iI8o/WR1vnfKNyoERRezjGxSFEJsND+XPgjG+WVK0SKkyrOQ0+zgk9un2cfSAgMPb42EzXrZdjlYzAxoH6DoGIiIiIKF9RqVS4f/8+gIR5n6RSqZ4jIiLK/zJ1pz1x4gTq16+PAgUKwNraGt26dcPTp0+1yr1+/RojR45EyZIlYWRkBBsbG7Rv3x43btxQl3n8+DEkEgmePHmCJ0+eQCKRqP8l9hyLjY3F8uXL4ePjg2LFisHIyAiFCxdGu3btcPny5Qzvx4YNG3D27FnUrVsXq1ev1ki2AYClpSW2bt2KkiVL4s8//8TRo0fTVK+zszPq168PAAgICFDvz/r169VlPn78CD8/P5QvXx4mJiawtLRE06ZNcerUKa36Ll68iCFDhqBChQqwsLCAiYkJKlasiLlz5yIuLk5dLi3Hcv369VqxJAoKCtIom0gikcDLywvPnj2Dr68v7OzsIJVKERQUpC5z4sQJtGzZEjY2NjAyMkKpUqUwZcoUREZGpumYfWnr1q0ICwvD0KFD1ck2ALC3t8eIESMQFhaGrVu3ZqhuIiKirPJQLkOQqQIP5Vk/JLGHreY8dZ62nlneBhERERER5S/R0dFo2LAhGjZsiOjonB0JhIjoa5XhHm7nzp3DnDlz0Lx5cwwbNgyXLl3C5s2bcerUKQQHB8PW1hYA8ODBA3WSpkmTJmjTpg1ev36N7du3IzAwEEeOHEH16tVhaWkJPz8/LF26FAA05jjz8vICALx//x4jRoxA3bp11b2aHj58iN27d2P//v04ceIEqlatmu59Wbt2LQBg8uTJkEgkOsuYmJhg9OjRGDRoENauXYuGDRumWu+IESNw5coVbNiwQT3HGwC4u7ur96devXq4efMm6tatCx8fH4SHh2PXrl1o0KABtm7dijZt2qjrW716Nfbs2YN69erhm2++QWRkJIKCgjBx4kQEBwdj+/btAJCmY5lR7969Q82aNWFtbY3OnTsjNjYW5ubmAICffvoJ33//PaysrNCyZUsUKlQIwcHBmDVrFo4dO4Zjx45BLpenq73EZF6TJk201vn4+GDChAk4fvw4vvvuu0ztFxER5Q+5aZhEIGt6kV18dVHdww0ALry6kOk6gdx3rIiIiIiIiIiI8rIMJ9wCAwPxyy+/oG/fvupl06dPh5+fHyZNmoQ1a9YAAL799lu8fPkSgYGBaNy4sbrslClT4Onpif79++PatWuwtLSEv7+/useVrvnQrKysEBISgqJFi2osv3nzJmrUqIFJkybh0KFD6doPpVKJ4OBgGBoaqnujJadRo0YAgLNnz6ap7hEjRiAoKAgbNmzQOcfb0KFDcfPmTaxduxa9e/8398vs2bNRtWpVfPfdd2jatKl6ksqJEydi5cqVMDAwUJcVQqBfv35Yu3YtTp8+jdq1a6fpWGbUjRs30Lt3b6xevVojjlu3bmHo0KFwd3fH4cOHYW3935w6c+fOxcSJE7F8+XKMHj06Xe0l7fr+pcRliWWIiIhyy1xg8Y8fQ/XsOTYXXwipY7HUN0jGzGszMevcLAgIeNp64sKrC5h9bjbcrNww2W1ypmLMLceKiIiIiIiIiCg/yHDCrXTp0ujTp4/GsrFjx2LFihXYvHkzVq1ahZs3b+LMmTPo27evRrINAFxdXdG/f38sXrwYN27cQIUKFVJt08jISCvZBgDly5dHgwYNEBgYiLi4OMhkaR/O6d27d4iLi4OdnZ06sZWcxCENX7x4keb6k/P27Vts2bIFjRo10ki2AYCtrS3Gjh2LYcOG4fDhw2jRogUAwMnJSaseiUSCwYMHY+3atTh8+DBq166d6dhSIpfLMX/+fI1kGwD873//g1KpxLJlyzSSbQAwbtw4LF68GJs3b053wi08PBwAYGFhobXO1NQUBgYG6jJERJT7qcLC9B1CtlJFRCB6yRLEX70GADAAYFDJDcYjR0L6/z3C02Oy0zDMf7hcY862KuZuGOc0FOYZG635v1gjwzJXQSqklpbZWj8RERERERERUW6S4YRb7dq1tYZfNDExgYeHBw4cOIB79+7h3LlzAICXL1/q7GV1584d9X/TknADgCtXrmD+/Pk4deoUXr58qTF3GZCQyLK3t8/AHqVdcsNOpkdwcDDi4+MRHR2t89gk9tq6c+eOOuEWGxuLFStW4I8//sCdO3fw6dMnCCHU2zx//jzTcaWmePHisLGx0Vqe+FkfOHAAhw8f1lovk8nUnzcRUWpEVJS+Q6Bs8rFde32HkL2kUkjNzFB06RIoPDwQefEiXvj54XOfvoBKlf7qAEwA8LQg8NJKArsPAg7vLgHojY9ZHXsWM9+3V98h0BckX8xTTERERERERERZJ8MJt8KFC+tcnjh3W3h4ON6/fw8A2LdvH/bt25dsXZ8/f05Tm2fOnFHPndakSROUKlUKBQoUgEQiwc6dO3H16lXExMSkZzdQsGBByGQyvH37FtHR0Sn2cgsNDQUA2NnZpasNXRKPzenTp3H69OlkyyU9Nh06dMCePXvg6uqKzp07o3DhwpDJZAgLC8MPP/yQ7n3PiMTP90uJ+zNr1qwsbS+xZ1t4eDgKFiyose7z58+Ij4/X2fuNiPK2iOYt9B0CUcaoVLAP8Id506YAkPBfIfBs5KhMVevwDnB4J1IvmIvwOs59LI4e0XcIRERERERERPlWhhNur1+/1rn81atXABISJeb/P3TS8uXLMWTIkIw2pTZr1izExMTg1KlTWkMnnjt3DlevXk13nYaGhqhatSrOnDmD48ePw8fHJ9myR44kPKSoWbNmutv5UuKxGT16NBYuXJhq+eDgYOzZswc+Pj7Yt2+fxpCO586dww8//JCu9qVSKYCEOey+lNIQjcn17kvcn4iICJiZmaUrlpSUKlUKFy5cwP3797USbinN70ZERKQvCg8PzfeennqKhIiIiIiIiIiIckqGE26nT5+GEEIjARMVFYWLFy/CxMQErq6uiIxMmFzk7NmzaU64GRgYIDY2Vue6Bw8ewNraWivZFhkZiUuXLmVwTwBfX1+cOXMGc+bMQZMmTXQmlaKjo7F48WIA0Jq7LiOqVq0KiUSCs2fPpqn8gwcPAADNmzfXmj/t5MmTOrdJ6VhaWVkBAJ49e6a17vLly2mKKanq1avj0qVLOHfunNZ8fZlRv359bN68GQcPHkSNGjU01gUGBqrLEFH+wqHo8q+voddT5MWL6h5uABB54YIeo9Gf/HgdR7yNReSHWCis5DC3kes7HCIiIiKiZBkaGmLgwIHq10SkW+PGjeHm5oZFixYBAFxdXTFkyBAMGzYsR+Po168fwsLCsG3btjSVf/z4MUqXLo1//vkHlSpVyuboKK0yfLe9e/cu1q5di759+6qXLViwAG/evEGfPn0gl8tRrVo1VK9eHZs3b0arVq3QuXNnjTpUKhVOnjypkTCxtrbGjRs3dA7v6OTkhHv37uHmzZsoX748ACA+Ph5jxozBmzdvMror8PX1xZo1a3D8+HEMHDgQP/zwg0bb4eHh+Pbbb3H//n107NhRPaxlZtjZ2aFTp07YsmULFixYgDFjxmgl+s6fP4+KFStCoVDAyckJAHDq1CkMHTpUXebmzZuYM2eOzjZSOpZVqlSBRCLBH3/8gfHjx6vX379/P9295QDg+++/x+rVqzF06FAcOnQIxYoV01gfFhaGR48eoXLlyumqt1OnThg/fjyWL1+O3r17q+t98eIFli5dCktLS3Ts2DHd8RJR7sZ5hvIvs7+26zuEbBUZEIAXAdMBIaDw9ETkhQt4MX0GDCpVgsJvmr7Dy1FZcR3HfNbuia8PsZHxuPL3S7x98t/8kjZOJnD/xg5yhUEKW+Y8I1M+TCEiIiIiQC6XY+rUqfoOgyjX27JlC2Qymb7DoHwiw/9H3qRJE3z//ffYt28fypQpg0uXLiEwMBDFihXD7Nmz1eU2b96MBg0aoEuXLli6dCk8PDxgbGyMkJAQnD17Fm/evEF0dLS6fMOGDXHhwgW0bNkSdevWhVwuR506dVCnTh0MHToUBw8eRJ06ddCpUycYGxsjKCgIz549g5eXF4KCgjK0LzKZDLt27UKrVq3w888/Y+/evfjmm29QuHBhPHv2DHv37sW7d+/QokULrFu3LqOHTMuPP/6Iu3fvYty4cdi4cSNq1qwJCwsLhIaG4uLFi7h//z5evHgBhUKBatWqoVq1avjzzz/x4sUL1KhRAyEhIdi9ezeaN2+uM/Od0rEsWrQoOnfujD/++AMeHh5o2rQpXr9+jR07dqBp06bYvj19D0QrVKiAH3/8EYMGDULp0qXxzTffwMXFBREREXj48CGOHz8OX19f/PTTT+mq18rKCitWrEDPnj1RpUoVdOnSBVKpFFu2bMGrV6+wceNGdW89IiLK/aSWlvoOIVsp/P0RNWuWxpxthp4eMJk8GdJMzDmqjFVlRXg5SpUFMf+96N8siCTzJBJAbmIIn/4VYF/SAi/+DUfQb3dw5KdHELlsar2WE1z1HUKeZSiX6jsEIiIiIiLKYdbW1voOgfKRDCfcatasicmTJ2PKlCn44YcfIJfL0aVLF8yfPx+2trbqcsWLF8fly5exePFi7Ny5E2vXroWBgQHs7e1Rr149dOjQQaPeqVOn4sOHD9i7dy+OHj0KlUoFPz8/1KlTBy1atMC2bdswe/ZsbNq0CQqFAg0bNsSOHTswffr0jB8FALa2tjh9+jQ2bNiA33//HTt27EBERASsrKxQo0YN+Pr6asWaWdbW1jhz5gxWrFiBLVu24LfffoNKpYKdnR0qVaqEqVOnwsbGBkDC8JB79+7FhAkTcODAAQQHB6NUqVJYuHAhmjVrpjPhltKxBIA1a9agUKFC+PPPP7Fy5UqULl0aP//8M4oUKZLuhBsA9O/fH+7u7li8eDFOnDiB3bt3w8LCAo6Ojhg5ciR69eqVoePUo0cP2NjYYM6cOVi/fj2AhB56GzZsSHHOPSIiopwmtbCA6fz5iH/8GKpnzyEtWgQGzs6ZrnfP3HuZD44yTAjAq3sZlPQoDAAo6VEYQggc/OWmniPTxnMl49pOK6PvEIiIiIiyjEqlUk8lU7RoUUil/HER5V9//fUXZs6ciQcPHkChUKBSpUrYvn07hg8fjrCwMLi7u+Onn35CdHQ0OnXqhKVLl0IuT5gm4MshJb+0YcMGjBkzBps3b4a3tzdu376N8ePH49SpUzA1NYW3tzcWLFigfo6fkThNTU21ygYGBmLu3Lm4efMmDAwMUL16dSxatAguLi4a5e7evYthw4bh8uXLKFGiBH744QdOwaRHEiFy2+9y85agoCA0aNAAfn5+8Pf313c4lISvry82bNiAR48ewTmNDzvv3bsHIyMjdiMmIqJcZcf0O/oO4avnO682TC2M1O8/h8dg/fjTeoyIshoTbkRERJSfREZGolSpUgASppBRKBR6johyO6VSiYiICDg6OqqnHxJCICpOPyOumMikWlMw6fLixQuULFkSs2fPRuvWrfHp0yecOnUKPXr0wIgRI7Bjxw40a9YMkyZNwuPHj/Hdd9+hT58+6g48Kc3htnjxYixYsAA7d+5E9erV8eLFC3h6eqJPnz7o3r07oqOjMWnSJMTHxyMwMDDDcRYoUEBrDrcdO3ZAIpGgfPnyiIyMREBAAJ48eYLg4GBIpVL1HG4ODg5YuHAhypQpg2XLlmHr1q24e/cuChYsmMlP4OsTHR2NkJAQmJuba8x9GRcXp57yKzWc5CGLBAQEICAgANWrV8e5c+f0Hc5XzcHBQf0LHiIiovwgPwwTGPHqBT6+ewOzgoVgbmufpm1yU2+tF/+Gq3u4AcDz+2H6CyYF+eFcISIiIiKi3CEqTgX3mUf10vaVKQ2hkKc+Z/bLly+hVCrRpk0bdVKkQoUK6vVyuRw///wzFAoFypUrh2nTpmHixInw9/dPsefnlClTsGnTJhw6dEhd388//wx3d3fMmDFDXe7nn3+Gi4sL7t27B1fX5P9/LLU4v9S2bVuN9//73//g4OCA27dvo3z58urlgwYNUpddvnw5Dh48iHXr1mHMmDHJ1k3Zhwm3THJ2doafn5/6vYODgx6jIQAYNWoUIiIi1O8t8/l8QURElP9l5dxS0Z8+ZlldaRHz+RMubP0Nrx/8lzwr7OIKz47dYWRaIMVtGw60y+7w0uTK3vc4vvkuhBAoUsoSz++H4cQf92DjpEC1DkX0HZ4GzkNGRERERERfEzc3NzRo0AAeHh5o3LgxvL290a5dO1hZWanXJ+3hWaNGDXz69AmhoaHJ9lr64Ycf8PnzZ5w5cwYlSpRQL7906RKOHz+uc963hw8fpphwSy3OLz148AABAQE4f/483r17B5UqoadhSEiIRsKtevXq6teGhoaoUqUK7t69m2wclL3yZcLt8ePH6rm+UmJpaYkRI0Zkqi1nZ2cOJZkOYWFhWLp0aZrKZvS4jho1KkPbERERpUYZE6PvEDJtx9TROdqeRCKFkUKBFiMmwKFseTy9fROHVq/A/nkBEEI/Q5Okm8QYxdxHa8zZVsjZBJVb2sDAMF6PgWlTxuSeeAyNjFIvREREREREuZaJTIorUxrqre20MDAwwP79+3H27FkcPnwYP/74I/z8/HDy5MkUt0tpuMratWtj//792L59O8aOHaterlKp0Lx5c8yaNUtrG3v7lEdySSnO4sWLa5Vv164dHBwcsGrVKtjb20MIgcqVKyM2NjbFdlLbN8pe+TbhFhAQkGo5JyenTCfcKH3CwsLS9NkAGU+4ERERZZetE4bqO4Q8RwgVvPsPQemadQDg//8rsHfpPP0Glh4iGqGXZ0EitYbEwBIiPgyhl98j9LK+A8vdui75Wd8hEBERERFRJkgkkjQN66hvEokEtWrVQq1atTB58mSUKlUKu3btAgBcu3YNUVFRMDExAQCcP38eBQoUSHGkOk9PT3z//fdo0aIFpFIpRo9O+OFq5cqVsWPHDjg7O2vM8ZXZOL/MUbx79w537tzBypUrUadOwv9Lnz6tew7x8+fPo27dugAS5uG7fPkyBg4cmO7YKGvky4Sbl5cXhBD6DoN0cHZ25mdDRET0lXEoW/6L98mPU5+bCdV7CNV7fYdBRERERERE/++ff/7BsWPH4O3tjUKFCiE4OBhv3rxBmTJlcOPGDcTGxmLAgAGYOHEinjx5ghkzZmDQoEEpzt8GJAw9uXv3brRs2RKGhoYYPnw4Bg4ciLVr16Jnz54YNWoUChYsiAcPHmDr1q1YtWoVDAyST06mFOeXrKysULBgQaxZswZ2dnYIDQ3FlClTdNb7v//9D6VKlULp0qWxbNkyfPjwAb6+vuk6hpR18mXCjYiIiCg7dJy7XN8hZJo+euk9vX1T3cMt4f2NHI8hs/LDZ09ERERERJTfmJmZ4eTJk1i+fDkiIiLg6OiIefPmoWnTpti2bRsaNGiAkiVLolGjRoiJiUGnTp0wderUNNVdq1Yt7Ny5E61bt4aBgQGGDBmCY8eOYfLkyWjRogViYmLg6OiIJk2apJrASynOL0mlUmzcuBGjRo1ClSpV4OrqisWLF6Nx48ZaZWfOnImFCxfiypUrKFGiBLZt2wYbG5u0HTzKchLB7kZEavfu3YORkRFkMpm+QyEiIsoW0Z8+5mh7p9f/Dx9fv0SjvoPgULYCnt6+gSNrVsGssB1q+w7I0Vgyw7iAmb5DICIiIiJKs5iYGPW0Ln5+fjDi/LqUCqVSqU4EGRsb6zucLNGvXz+EhYVh27Zt+g6F8oDo6GiEhITA3NxcY8jQuLg4ODk5pakO9nAjIiIi+orkdOKoju8AnNm0RmPONrvS5VCrR18YMYlFRERERJQtjIyMMHv2bH2HQUT0VWHCjYiIiIiyjVEBMzQYOALhL5/j49vXMLMpDAu7IvoOi4iIiIiIiCjLhISEwN3dPdn1V65cgaO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g6tWrp1bf/fv3hUKhEBYWFhptbdiwQQAQVatWTTWGtI712bNnhVQqFU5OTmrHTKlUimnTpgkAokOHDmrbaHMtpSUrCbf69esLiUQiLly4oLHu/PnzIjIyUvU6OXGWWtJZiIwTbgDEyJEjVe8tpVIpfH19VeeqQoUKIiwsTLVdcmIltWtzx44d4sOHD2rLIiMjRYsWLQQAsWHDhlRjSCv2zJ7/6OhoYWRkJJydncWbN2/UysfHx2vUkZ59+/apXaNCCBETEyO++eYbAUAEBASorbtz544wNjYWMplMbNmyRW1dYmKi2LNnj9qyjN5/ycesZ8+eIi4uTrX85MmTQqFQCAMDA7XrN/m6X7hwoUZdDx8+FP/++6/qdfL1vH37do2y//zzj0bCOS0pE26JiYmiaNGiokSJEqr1UVFRwszMTNSsWVMIIdJMuGV2XyMjI1UJjN9++021PD4+Xu29+mk7zZo1EwDE2LFj1dq5d++ecHFx0WhHiMwl3IQQavd7T09PMXXqVLF///50E/Mp75sTJ05Uu1f/8MMPAoAoUqSIiI6OVi3Pyr1x48aNAoBwcHDQ2M8PHz6II0eOaLXvqX1uJkst4RYfH69KrI0aNUrt2AshxKVLl9TuMdn5PEtLagk3pVKp+oLBhAkT1OrcunWrkEqlwszMTDx//ly1PCt/H2TmvUlERETZx4QbEREREWVK8oOr1HoDpefDhw/CxMRESKVScefOHY31S5cuFQCEj4+P2vLkB1mfJs6EEKJdu3apJkqEEGLXrl2qb5ynlPzgq1atWhrbxMXFiWLFigkA4syZM1rt1+rVqwUAsXTp0lTbad68eZrbppdwk0ql4vbt2xrbtGzZUuPBXXIMnx47IYSIiIhQ9QbMTsItLi5OXLt2TTRv3lzVgyGj3lVCCFVvj2vXrqktT973+fPnaxVTSocOHVIlalJKfrCY2vWwe/duVc+Ku3fvqq1LSEgQNjY2QiaTqT2MHTZsmAAgfvrpp1TjaNOmjQAgLl68qBFDWse6devWAkCqvf6USqWoXLmykEqlag9StbmW0pKccMvo5927d6ptypYtKywtLbWqP7sJNxcXFxEfH6+27tq1a6q4jh49qlFncm+TT5Pcabl7964AINq1a5ep2DN7/l+8eCEAiNatW2sVV1ZERUUJQ0NDjS8FDBo0SAAQgwcP1qqe9N5/9+7dEwCEubm52nWRLLmX0oABAzTav3z5coZtJyeeUqs7M1Im3IQQYvTo0Wr37t9++00AECtWrBBCpJ5wy8q+rlmzRgAQjRs31ij/9u1bUaBAAY12Ll++rPrc+TRZI0RSjzngv17DyTKbcPv48aPo2bOnkEgkau9vAwMD4eXllep9J/k4Ojk5abwXhUjqbflpcjEr98bkHozbtm3Tal90lXDbsmWLAJJ6d336pZnMyujzLC2pJdyOHj0qgKRezSl73yZL/vsmZc/HrPx9kJn3JhEREWWfIYiIiIiIMkGkMX9YRi5evIjo6GjUqFEDpUqV0ljfs2dPDB06FKdPn4YQQmNus8aNG2tsU6JEiTTXubi4AECa8wF16dJFY5lMJkP79u2xZMkSnDp1CjVr1lRbf+rUKQQFBeHJkyeIiYmBEEJV/927d1Ntp1WrVqkuz4izszNcXV01licvS7lfZ86cAQB07NhRo7y5uTmaNGmC7du3ZzqGR48eaZwHALC1tcX27dthYWGhWhYbG4sDBw7g77//xqtXrxAXFwcgaY4fIOn4VKxYUaOujI7PlStXcPDgQTx69AhRUVEQQuD9+/eqOlOT3rXi7OyMkiVLqq0zMDCAs7MzLly4gNevX8Pe3h4AcOjQIQBA69atU22nTp062LlzJ4KDg1GlSpV09wMAlEoljhw5AjMzMzRq1EhjvUQiQe3atXH58mVcvHgRPj4+auuzei0BSeesadOmaa6Xy+Wq3z08PLBp0yb07dsXI0aM0JiHUZe8vLxgaKj+39LkcyWXy1G/fn2NbVxcXHD58mU8e/ZMbZ4kIOma+Ouvv/Dvv//i48ePUCqVqntWWtdLWjJ7/gsXLgwHBwfs27cP8+fPR/fu3VGkSJFMtZnSkydPsGfPHty6dQuRkZGqeQvlcrnGvhw+fBgAMGDAgEy1kdo1derUKQDAV199BUtLS431PXv2xKJFi3Dy5EnVMg8PDwDAd999hxkzZqBu3boa5zVl2f379+Prr7/G5MmT4enpCak0+9PL9+jRAwsWLMCmTZtQs2ZNbNq0CTKZDJ07d05zm6zsa/I2nTp10ihvZWWFJk2a4M8//1RbnvJaSu2eWqdOHQBIc85LbSkUCvzyyy+YNGkStm3bhlOnTiE4OBhv3rxBUFAQgoKCsHDhQowcOVJj2/bt26d6zrp27Yrz58/j1KlT6Nq1q8b+pObT98bTp08REhKimls0NyW/N/r376/1dZbVz7PMSL6mOnfuDAMDA431PXv2xJ9//omTJ09i/Pjxausy8/dBZt6bRERElH38lCUiIiKiTLGxscHt27fx6tWrTG339OlTANB4QJ7M0tISFhYWiIiIQGRkpFoyBwCKFi2qsY2pqWmG62JjY1Ntz8nJKdXlyfElxwsAERERaNeuHY4ePZrqNgBUSaBPOTo6prlNehwcHFJdXqBAAQDq+5Uca7FixXQag6mpKTp06AAgKSllaWmJKlWqoG3btlAoFKpy169fR6tWrfDw4cM068rs8YmLi4Ovry82b96c6Toze62kXJ/yuCbvj52dXZoxAMDr16/TXZ/szZs3+PDhAwBk+MAztTqzeh4BoEyZMli/fr1WZWfNmoXr169j7dq1WLt2LWxsbFCrVi20adMG3bp1g5GRUZbj+FR658rOzi7VB+SpnSshBEaPHo3Fixen+aWAtK6XtGTl/G/YsAFdunTB2LFjMXbsWBQvXhz16tVDt27d0KRJE63bXrRoESZMmKB60J+RsLAwAP8lK7WV2jWV0b06tXukr68vDh48iD/++AMNGzaEQqGAp6cnmjVrhj59+qBw4cKqsmPGjMGpU6ewZ88e7NmzBxYWFqhevTpatGgBX19fmJmZZWofklWqVAkVK1bEH3/8gUmTJuHgwYNo1qwZChYsmOY2WdnX5N/Tej+mtjz5Who3bhzGjRuXZjza3ksyUrp0aUyaNAlAUqL/7NmzmDBhAk6ePIlx48ahffv2Gp+BmflMzOx7I/n6TP4iTG7KbNvZ+TzLjKxce8ky8/dBZt6bRERElH1MuBERERFRpri7u+P06dO4dOkSevTokentU/t2vzZl0ttOmzq1ldrD+nHjxuHo0aOoV68epk2bhgoVKsDS0hIGBgY4ePAgfHx80nzIb2xsnKU4srJPaW2T1V6JNjY2GSZphBDo1KkTHj58iIEDB2LgwIEoUaIEChQoAIlEgokTJ2L27NmZPj6LFi3C5s2bUaFCBcyfPx9VqlSBlZUVZDIZ7ty5g9KlS6dZp66ulcTEREgkEnz99dfplitfvrzW9QGAmZkZ2rVrl27Z1B5+Z/VayqxixYrhwoULOHr0KPbu3Yvjx49jz5492L17N+bNm4czZ87AyspKJ23p6lxt2bIFixYtgoODA5YsWYKaNWuiUKFCkMlkiIuLg5GRUabfB1k5/w0bNsS///6LvXv34sCBAzh+/Dg2bNiADRs2oFOnTtiyZUuG7Z47dw6jRo2ChYUFVq1aBS8vL9jZ2akSnUWKFEm1565EIsn0fSO9ayqtupKXp1xvYGCALVu2YPz48di1axeOHTuGc+fO4cSJE5g9ezYCAwNRo0YNAEm9bo8ePYrTp09jz549CAoKwpEjR3Dw4EHMnj0bJ0+ezHJipnv37hg/fjz69u2LhIQErT+jMrOvyddRZu8lAFC3bt10k6I2NjZa16ktqVSK2rVr48CBAyhTpgzCwsIQGBiIb775RqvtU3vfZPXeqMvP6szSpu3sfp7lRFyZ/XvoU5l5bxIREVH2MeFGRERERJnSvHlzrFixAlu3bsW8efO0HpooeWi1Bw8epLo+IiICERERMDU1zXIPh8x49OhRqstDQ0MBQG0ouB07dsDAwAC7d+/W6Hl3//79nAtSS8lDICbH/qnkb/jnhFu3buHWrVvw9PTEypUrNdZn9fjs2LEDAFRJN13UmVkODg64d+8eli5dCnNz82zXZ2NjAyMjI8hkMq17m+mLoaEhmjRpouqVFRoait69e+Po0aOYM2cO5s6dq+cI1SVfLytXrkSLFi3U1mX1esnq+Tc3N0e3bt3QrVs3AEkJtI4dO+KPP/6Ar68vmjVrlu72yfsyY8YM9OrVS21ddHQ0nj9/rrFNsWLFcPfuXdy7dy/bQ4BmdK9O7vmTfN9JqXLlyqhcuTL8/f0RGRmJgIAALFq0CMOGDcP58+dV5SQSCerUqaMaSvHVq1cYNmwYNm/ejIkTJ2qVmExN9+7dMWHCBBw4cADm5uYZDsOalX1N3iajz5CUknskdejQAUOHDk1/J3KIQqFAtWrVEBYWlmpPusx8Jmb2vZHc+/rff//NSujZkpm2c+rzLDUZXXvJ5yO191lWaPveJCIiouzJ/kDpRERERPRFadq0KcqXL4/Hjx9j5syZ6ZaNjIzEzZs3ASTNI2JiYoK///471bmUNm3aBCBp7pfc+BZ8ag90ExISVHOd1a5dW7X83bt3MDMz00i2AcAff/yRc0FqqVatWgCAbdu2aayLjIxUzbeTE969ewcg9SGu3r17l+W2k+tNbZjM3Drm3t7eAICdO3dqvU3yXGgJCQka6wwNDeHl5YW3b9/ixIkTOokxtzg6OqqGwkuexwhIf39zU1aul4xiz8r5T02NGjXQs2dPAOrHLi3p7cvWrVtT7V2THOuqVauyEyqA/+YT27dvH8LDwzXWJ9+r69atm2495ubmmDVrFiQSSYb7XahQIfj7+wPQ7hilxcHBAc2bN0fBggXRo0ePDHuFZmVfk7fZunWrRvnw8HAcPHhQY7murqXsunfvHgCkOrfg9u3bVT3xUvr9998BqH8mZnZ/ihQpgrJly+LNmzca89vltORYf/755wx7pmX18ywr98Hka2rLli2pHndt32dZkZn3JhEREWUOE25ERERElCkSiQSbNm2CsbEx/P39MWHCBHz8+FGtjBACu3fvhqenJ4KDgwEkzbvUp08fKJVKfPfdd2rb3LlzBzNmzAAADBkyJFf24/Tp01i7dq1azH5+fggNDUWlSpVUSSwAcHV1RXh4uEaSbvHixTh27FiuxJuejh07wsrKCgcOHFAlDIGkuXvGjRuHyMjIHGu7ZMmSkEqlOHr0qFoiNSYmBgMHDsTbt2+zVK+rqysA4Mcff1Rbvm3bNvzyyy9ZDzgTRo0aBRMTE4wYMQJ79uzRWP/27Vv88MMPiI6OVi1LfpB9+/btVOucOHEipFIpevXqhVOnTmmsf/r0KVasWKGjPciaxYsX48WLFxrLDxw4AEB9jqqM9je3JF8vq1atUnuofvLkScyfPz/VbTKKPbPnPzQ0FOvXr0dUVJRaudjYWNV9Qpt5+JL3Zc2aNYiPj1ct/+eff9Kc/2v48OEwNjbGjz/+qHYPAJLuA3/99VeG7SYrUaIEmjdvjvfv32PYsGFqMZw9exYrV66EgYEBvv32W9XyjRs34saNGxp1HThwAEIItf3+8ccfU+3Vs3//fgDZm6sQAPbs2YPXr19r9T7Kyr527NgR1tbWqnmxkiUmJmLUqFGqeRpTqlGjBho1aoRjx45hxIgRGmWUSiUOHjyY6j1BW+Hh4ahevTp27Nihth8AEB8fjxkzZuDKlSswMTFB06ZNNbZ/9OgRAgIC1JatWrUKZ8+ehZ2dHdq2batanpV74/jx4wEkXavJX8RJ9vHjx3TnSM2Odu3awdXVFVevXsX48eM1kmJXrlzB48ePAWT98ywr90EvLy9UrFgRDx48wNSpU9XuWzt37sSff/6JAgUKwNfXV+s6U5OZ9yYRERHpgCAiIiIiyoJTp04JW1tbAUAoFArRqFEj0a1bN9G8eXPVcmNjY3H48GHVNpGRkcLDw0MAEIULFxYdO3YUX331lTA2NhYAxNChQzXacXJyEmn92ern5ycAiHXr1mmse/DggQAg6tevr7a8V69eAoAYNGiQkEgkolq1aqJr166ifPnyAoAwMzMTly5dUttm06ZNAoAAIOrWrSu6du0qypUrJ6RSqRgxYoQAIHr16pVqO8eOHUvzGKa2b2nFndE+b9myRUilUgFA1KlTR3Tt2lWUKlVKWFhYiB49eggA4tdff00zltRicHJy0qp8//79BQBhYmIimjdvLjp06CBsbW2FjY2N8PX1TTXe9M6rEEIcP35cGBgYCADCw8NDdO3aVXh6egoAYvTo0akeo6xcD8nq168vAIgHDx6oLd++fbswMTERAETp0qVFmzZtROvWrYW7u7uQy+UCgHj37p2q/JMnT4SxsbEwMDAQTZs2FX369BF9+/YVt27dUpVZtmyZat/c3NxE+/btRfPmzUWFChWEgYGBsLCwUItBm2spLceOHRMAhK2trejVq1eaPymvDQsLCyGVSkXlypVFp06dRMeOHUXp0qUFAGFjYyP+/fdfVdno6GhRuHBh1bHt3bu36Nu3rzh9+nS6x33dunUCgPDz80s17vSuv9SOx+3bt4WpqakAIMqVKye6dOki6tatKyQSiep6+bS+jGIXInPn//Lly6r7Yb169US3bt1E69atRaFChQQAUa1aNREbG5v+CRNCvH79WtjZ2QkAonjx4qJTp07C29tbyGQy0bFjxzTfO7/99puQyWQCgKhQoYLo0qWL8PHxEUWKFNEon9H77/Hjx6J48eKq49alSxfRqFEj1XW7cOFCtfKtW7cWAISLi4to06aN6Nq1q6hZs6aQSCTCwMBAbN++XVW2UqVKqvPUvn170blzZ+Hu7q66h5w5cybDYyTEf+/32bNna1V+wIABqd4fMruvQgixbds21f22du3aomvXrsLFxUWYm5uL7t27p9rO8+fPhZubmwAgrK2tRcOGDUXnzp1FnTp1VNfI4sWL1bbJzH343bt3qs8pc3Nz0aBBA9G1a1fRrFkzYW9vLwAIAwMDsX79erXtko9j//79hUwmE+XLlxddu3YVVatWFQCETCYT+/fv12gvs/dGIYQYPHiwKo7kz9L69esLc3NzjXtEWvue3rWb1n38+vXrqvdUkSJFRIcOHUSbNm1E2bJlNe4lWfk8W7hwoeo+26VLF9G3b18xbtw41fq07uHXrl0TBQsWFABE2bJlRdeuXUXt2rUFAGFoaCj++OMPtfJZ+fsgM+9NIiIiyj4m3IiIiIgoy96/fy8WLFgg6tevLwoVKiQMDQ2FpaWlqF69uvDz8xNhYWEa23z48EEEBASIcuXKCSMjI2FmZibq1Kkjfvvtt1TbyKmE27Fjx8SePXtEzZo1hUKhEBYWFqJ169bi5s2bqba1b98+UaNGDWFmZiYsLS2Ft7e3CAoKUiU09J1wE0KIgwcPijp16ggTExNhaWkpWrduLW7duiX69esnAIgDBw6kGUtqMWj7oDchIUEsXLhQlCtXThgbGwtbW1vRvXt38fDhwzTjzeiBvxBCnD17VjRs2FBYWVkJMzMzUatWLbF9+/Y0j1FOJNyEEOLOnTtiwIABokSJEsLIyEhYWFiIsmXLit69e4u9e/cKpVKpVj4wMFDUrl1bFChQQPUA/NPr4MKFC6J79+6iWLFiQiaTCWtra+Hm5ia+++47ERQUpFZWFwm3jH6GDRum2uaXX34R3bp1E6VLlxZmZmbCzMxMlCtXTowePVo8ffpUo43g4GDRuHFjYWFhISQSido5yK2EmxBC/PPPP6Jly5aicOHCQqFQiMqVK4tVq1alW196sSfT9vxHRkaKBQsWiK+++ko4OzsLY2NjYWNjI6pWrSqWLl0qoqKiUt2f1ISFhYlu3bqJokWLCmNjY1G2bFkxe/ZskZCQkO5758qVK6Jbt27C3t5eyGQyYWtrK+rXry+WLl2qVk6b99/r16/FqFGjhIuLi5DL5cLS0lI0adJEBAYGapQ9fvy4+O6774S7u7soWLCgMDY2Fi4uLqJbt24aX2DYvXu36NOnjyhfvrywtLQUCoVCuLq6im+++UbcvXtX62Okq4RbZvc12ZEjR0TdunWFQqEQlpaWomXLluLmzZvp3oeioqLEokWLRPXq1YWZmZkwMjISzs7OokmTJmLFihXi1atXauUzcx9WKpXizJkzYurUqaJevXrCyclJyOVyYWJiIkqXLi369esnrl69qrFdynjPnDkjGjVqJMzMzESBAgVEo0aN1BLQn8rsvVEIIXbs2CGaNGkirKyshFwuF46OjqJt27bir7/+0mrfs5JwEyIp4Tlq1ChRqlQpYWRkJKysrIS7u7uYPHmyePPmjapcVj7P4uPjxeTJk4WLi4sq6Z0y9vTu4Y8ePRL9+/dXfRbY2NiINm3aiPPnz2uUzcrfB5l5bxIREVH2SYTIYBBrIiIiIqLPiK+vLzZs2IBjx47By8tL3+HkOKVSCTc3N9y8eRPPnj2DnZ2dvkMiIqI8wt/fHwEBAVi3bl22hy8kIiIi+tJxDjciIiIios/AkydP8PLlS7Vl8fHxmDBhAm7evImGDRsy2UZERERERESUQwz1HQAREREREWXfyZMn0aNHD1SpUgVOTk74+PEjrl69iqdPn8La2hrLli3Td4hEREREREREny32cCMiIiIi+gx4eHigZ8+eePv2LQ4cOIAjR45ALpfjm2++wcWLF1GuXDl9h0hERERERET02eIcbkRERERERERERERERETZwB5uRERERERERERERERERNnAhBsRERERERERERERERFRNhjqOwCivEIIgffv3+s7DCIiIiIiIiIiIiIiykPMzMwgkUjSLcOEG9H/vX//HhYWFvoOg4iIiIiIiIiIiIiI8pCIiAiYm5unW0YihBC5FA9RnsYebkRERERERERElN98/PgRRYoUAQA8ffoUpqameo6IiOjzwx5uRJkgkUgyzFATERERERERERHlJQYGBqrfzc3NmXAjItITqb4DICIiIiIiIiIiIiIiIsrPmHAjIiIiIiIiIiIiIiIiygYOKUmUQmJiIpRKpb7DICIiIiIiIiIi0kp8fLza7ylfExFR9slkMq3KMeFGlEJYWBji4uL0HQYREREREREREZFWoqKiVL8/fPgQCoVCj9HQ50AIofoh+txJJBLVT1pcXV21qosJN6IU4uLiYGBgAENDvjWIiIiIiIiIiCjvS0xMVP1uZGQEIyMjPUZD+ZkQAtHR0YiPj083+UD0uRFCQCaTwcTEROPaT0hI0LoeZhWIPmFoaKh1F1EiIiIiIiIiIiJ9MjMzw7lz51S/S6VSPUdE+dX79++RmJgIW1tbmJiY6DscolwTHR2NV69eITY2FmZmZlmuhwk3IiIiIiIiIiIionxKKpWiWLFiGssfvInG44g4OFjIUbwgkyeUPqVSibi4OBQuXBhWVlb6DocoVxkbGwMAXr58CaVSmeUvLjDhRkRERERERERERJSL3kXF51jdETEJmH/sMS4/+aBaVrloAYxp4AAL45x7HGyl4IhR+ZlSqQQA9myjL1bytc+EGxEREREREREREX3WouMTMy6UTzT/+YbO6hKJ8Qg/sREAYFmvJwwMZTAzlmFFtyqoWtwKwQ/eYeKO6+jx6y0ohc6a1XBkkFvOVZ6LTGQG+g5BbzhvG33psvseYMKNiIiIiIiIiIiI8rxGK6/pO4Q8SSQmIvLvPwEAFrW7QWkgw6y2FdHczR4A0NzNHgICg3+7nKNxfC7n58zQyvoOgYjyKc6gSURERERERERERPQZqVpcfQ6uasWt9RQJUe47fvw4jIyMEB4ervU206dPR9WqVXMuqBQaN26MUaNG5UpbWfHpsejXrx86dOiQ63H88ssvKFy4cKa2cXV1xdKlS3MoooyxhxsRERERERERERHleZ/LkIVAzvcGC37wTtXDDQD+fvA2R9sDks6P4bv7MIgMQ6J5MSRYlcjxNomApASWm5sbFi5cCACoWbMmHj16BAsLixxt53M1YsQIfPvtt/oOI19iwo2IiIiIiIiIiIjyvM9pbq19/SrorK6oqChUW5z0+44uRTHj7EdM2XkdAgLVilvj7wdvMXXnDVSxN8bMRjY6azclSWwEHA70htGzYNWyWPuqCK/jD2FsmSNtZpXShL39PndyuRx2dnb6DkODEAKJiXl/LsoCBQqgQIEC+g4jX2LCjYiIiIiIiIiIiPRGEh+l7xBynbVMd3UZy+JVv5fZ2QRrZOYYljAUg3/7b3ldg5v4/u1SWG97r7uGU5JIASNzoON6wLEWEHoGRnuGw3ZbS0Aoc6bNLHrW+6K+Q8ibEhL/f65Enjtn6enXrz9OnDiBEydOYPny5QCA1atWof833+DF82ewtLQEAKxZsxazZs3Cm7dv0bixN2rXro1Zs2bj5YvnSdfv//36668ICAjAu3fv4OPjg5UrV8LMzAz9+vXTaOf27dtwdnZOM7bjx4+jSZMm2LNnD/z8/HD9+nXs3bsXAKBUKjFhwgSsW7cOcrkc/fv3x5QpU1TbhoaGYsSIETh27BikUimaNGmCxYsXw9bWNsNjcu3aNYwePRoXL16ERCJByZIlsWLFCnh4eOCXX37B6NGjsXr1akycOBFhYWGoXbs2Vq1ahWLFigFIGlJy9+7dCA4OTrX+S5cuoVWrVhg8eDDGjx+PiIgIjB8/Hnv27EFMTAw8PDwwf/58uLll3Cs5vVg/de/ePYwdOxZ///03Pn78iDJlymD69Olo1KiRWrkPHz7g66+/xt69e2Fubo4xY8bgu+++yzAWXWDCjYiIiIiIiIiIiPTGfp3mg1XS3sc4ofbaWvIeG2UzcdegKB4KWzhLXqCU9EnOBiGUQMslQPm2Sa/LtwWEALb1ztl2s4DXW+piChTDx9oLIQ9PgNxQAiCpR1ZCXHwGW+YMQ7kMEokkw3LLJvXHvyHXUKGMC6aNHgQAuHn7HgBA/vYO5IlmOB18BYOHDMHcSUPRqnF9HD55HlNmzwZEIuRvQhBnUx4AcP/+fezevRs7duzAu3fv0L17d8yfPx/Tpk3DwoULcffuXZQrVw5+fn4AgEKFCmm1LxMnTsScOXNQvHhxVQJw06ZNGDZsGE6ePInz58+jX79+qFmzJry9vSGEQMeOHWFqaorDhw8jISEBQ4cORY8ePXDo0KEM2+vVqxfc3d2xdOlSGBgY4Nq1a5DJ/svyR0VFYe7cuVizZg3kcjmGDh2Knj17IigoKMO6jx8/jo4dO2L69OkYMGAAhBBo06YNrKyssGvXLpibm+Pnn39G06ZNcePGDVhbp9+jNKNYU/r48SOaNm2KgIAAGBkZYdOmTWjXrh2uX78OR0dHVblFixZh3LhxmDx5Mg4dOoQxY8agdOnS8Pb2znD/sosJN8q2oKAgNGjQAH5+fvD3989yPf7+/ggICMCxY8fg5eWls/iIiIiIiIiIiIi+NKWkT1AKOZxoS8mxlvprp9q51zbliIS4eCwdP10vbQ+dMwUyI3mG5SzMzSCXy6AwNoZd4aQhU2/9+1CtzLK1v6NZg1oYPfBrAICrixPOXLyKvYdPqpVTKpX4+eefYWZmBgDo1q0bjh07ltSOhQXkcjkUCkWmh6ucOnWqRrKnYsWKmDx5MgCgVKlSWLlyJY4dOwZvb28cOXIE169fx+3bt1W9ztatWwd3d3dcuHABnp6e6bYXFhaGkSNHokyZMqr6U4qPj8eSJUtQrVo1AMDPP/+MSpUqITg4GFWrVk2z3t27d6NPnz5YsWIFOnfuDCApN3Djxg08fvwYRkZGAIC5c+di9+7d+PPPP9GvX79sxZqSm5ubWq+5gIAA7Nq1C3v37lWbc65mzZoYM2YMAMDV1RVnz57F0qVLmXAjIiIiIiIiIiKizxuH+MsepVKJG+FVAAAmOhyqMtNCz/zXww0AHp3WXyzp4PWWuviERCRGxSLO0gnS/ydO4mNj9BZPXMHSEEbGWpUVhgokmlgjrmBZAEC8+aukOqxdEWdpiVuPXqB1q1aq9QBQpXYj7D1yRm2Zk5OTKtkGAHZ2dnj58mW29yW14RErVFCfx9HOzg6vXiXFfevWLTg4OKiSbQBQtmxZWFpa4tatWxkm3IYNG4aBAwfi119/RaNGjdCuXTu4uLio1hsaGqrFVKZMGVXdaSXcgoOD8ddff2Hz5s1o3bq1avmlS5fw4cMH2Nvbq5WPjo7G/fv3041Tm1hT+vjxI2bMmIG//voLz549Q0JCAqKjoxEWFqZWrkaNGmqvq1evjmXLlmUYiy4w4UZERERERERERER6I2QKfYegV+Fx4dmrQAIYDg0EANz9/6L38e+x+s5qhESEqIqVtSiL/q79YSYzS6WSrLOQWcDq8HDI942CRIiknm2PTkP8NRpx9tXwznuxTtvLri/9ekuTJAGQxAOQqOY0MzQywcDVv+klHEMjI0CLISUB/L/cf3GrtpNIAYkUQghIpFK1udpE8kisKZZ9OpShRCKBEOpDtmaFqampxrLU2lIqlf+PTaQ6nGZayz81ZcoUdO7cGfv370dgYCCmTZuGTZs2qSXKUqsnvbpLlCgBa2trrF+/Hs2aNYNcLlfFZG9vj4MHD2pskzx8ZnZjTTZ+/HgcOnQIc+fOhYuLC4yNjdG1a1fExcVl2I42x00XmHAjIiIiIiIiIiKiz0JMov565GRV5+OddV6nVCJFAVkBTG24GB62Hrj44iKmnZ2GvpfHQSmUOm1rV8NdiGk4F7ZBE2GSYs62mKI18MJrFpRy/SW4jA206yFFqZNIJJAZ5/1jKJPJkJiYmOb60qVLIzg4WG3ZpUuXdN6OrpQtWxZhYWEICwtT9XILCQlBRESEaujFjLi6usLV1RXDhg1Dz549sWHDBlUSKyEhARcvXlT1Zrt9+zbCw8NRunTpNOsrWLAgtmzZgsaNG6N79+747bffIJPJ4O7ujufPn8PQ0BDOzs5Z2t/0Yk3p9OnT+Prrr1XrPnz4gEePHmmUO3/+vNrrv//+O9190yUm3ChVcXFx+Omnn7B37178888/ePnyJSwsLFCnTh1MmTIFlStXzrCO5DfY5cuXMXbsWOzevRuRkZGq8WlbtWqV5rZ//PEH5syZg5CQEFhaWqJjx46YO3cuTExMdBojERERERERERF9Plof1XxI+7lTJijxak/SUHSFWhaC1FAKpVBias2p8HH2AQD4OPtAQGDM8TE6b191zOVAiaL2cIyPR6hMhvvyp8AZX523lxmBjQP12j7lDicnJwQHB+Phw4coUKCAqqdYsm+//RaNGjXCkiVL0Lx5cwQFBSEwMDDTvZ4+bcfa2hpSqTTjDTOpUaNGqFixInx9fbFgwQIkJCRg6NChqFevXqrDU6YUHR2N8ePHo127dnB2dsaTJ09w4cIFtG3733CvMpkMI0aMwKJFiyCTyTB8+HBUr1493fnbAKBw4cIIDAxEkyZN0LNnT2zatAmNGjVCjRo10LFjR8ycOROurq549uwZDhw4gFatWqUbrzaxpuTi4oKdO3eiefPmkEgk8Pf31zjXAHD27FksWLAArVq1wpEjR7B9+3bs3Lkz3X3TFd1fDfRZePv2LYYPH47Y2Fh89dVXGDFiBLy8vPDXX3+hVq1aGt8ISEtcXBy8vb1x+vRp9OrVCz179sStW7fQpk0b/Prrr6lus2LFCvTp0wdly5bFoEGDYGVlhWXLlmlMsKirGImIiIiIiIiIiPKtRODVrld4tesVkKLzjYet+oNuT9v0533ShftyGYJMFbgv1+dkcvSlGTFiBAwMDODu7o6iRYtqzOlVq1YtLF++HEuXLkXVqlVx8OBBDB06FMaZ7L33aTuhoaG63A0ViUSCrVu3wtLSEo0aNUKzZs1QvHhxbNq0KcNtDQwM8PbtW/Tt2xcVKlRA9+7d4ePjg6lTp6rKKBQKjB49Gl9//TXq1asHY2NjbNy4UavY7OzsEBgYiBs3bqBXr15QKpXYtWsX6tSpgwEDBqBChQro2bMnHj16hMKFC2c71pTmz58PKysr1K9fH+3atUPjxo1T7XQzfPhwXL58GdWrV8fs2bMxd+5cNGnSRKv9yy6J0MUgpPTZiY2NxevXr1G0aFG15Tdv3kSNGjVQo0YNHDp0CAAQFBSEBg0awM/PD/7+/qqyzs7OePToERo2bIgDBw6oxqW9desWqlSpAiMjI4SGhqomovT390dAQAAsLCxw/vx5VTfP6OhouLu74+7du3j8+DGKFCmS6Ri1defOHRgZGWmMoUtERERERERERHlffhxSMru98pSxSvwz4B8AQLmfykFqlNTHYkH9BaoebgBw4OGBHOnhtqvhLp3XqSscUlJ7CQkJiIyMhKOjY6YTUfnRoEGDcPv2bRw9elTfoeSqX375BaNHj8bLly/1HUqeExMTg9DQUJibm8PQ8L/BIePj4+Hk5KRVHRxSklJlZGSkkcgCgPLly6NBgwYIDAxEfHy8Vomp6dOnq5UrU6YM+vTpgxUrVmDXrl3o0aOHWvlhw4apjalqYmKCrl27IiAgABcvXlQl3HQZIxERERERERER5W/K8HDI9R1EFmx2X52t7aOio1EdDQEA69yWQ2Figln3FmPmuZkQEPC09cSFFxcw69wsuJmVwwSXEenWJ96/R8xPP0J54x/VMmmFcjAeMBCS/39xPiX5+7yb5FQi78QmtbTUdwhftEWLFsHb2xsKhQKBgYHYuHEjli5dqu+w6DPDhBul6cqVK5g3bx5OnTqF58+fIz4+Xm3969evYW9vn24dMpkMNWrU0Fhet25drFixAleuXNFIuFWpUkWjvIODAwAgPDxc5zESERERERERkX6I6Gh9h0Cfkfft2us7hCwxyO72KeYwMvh6IAykUgwzAZa2lWFM7H892tweSTB0xysYRPdOv0KpFOZmZrCfvRgKDw9EXbyIZ35+UH4zHEhlvqT32Yz/S2G+b6++Q0iXSEyEUCoBIVI9z/ndheBgLFq0CO/fv0fx4sWxaOFC9PH1zda+fjdkCDZv3pzquq5du2LFsmVZrjs97lWqpDmc5Yply9C1a9e0N04e8DCt/dbxnHTu7u5px7piRfqx5kNMuFGqzpw5g4YNk74Z06RJE5QqVQoFChSARCLBzp07cfXqVcTGxmZYT8GCBVOdONLW1hYAEBERobHOwsJCY1lyF87ExP8GotZVjERERERERESkH5HNW+g7BKLPknk0MPm3eDwuCDy3ksDunYDDGy03ViphH+AP86ZNk+pq2hQQAk9GjMy5gL8Aef1+p7S3h5g8CUoAiTpOuuQFGwMCNJYl/vtvtuqc3KMHhrVtm+o6M1PTbNeflh1LliA+ISHVdYULFky33e41a6L7qVNpljFwddVJjMl27dql0UkmWXKO4HPChBulaubMmYiNjcWpU6dQu3ZttXXnzp3D1atXtarnzZs3UCqVGkm3Fy9eAEg9uZbbMRIREREREREREX2OHN4ADm9EprdTeHiov/b01FVIRJ+NwgULonDBgrneruP/p1zKD7Sd++xzwYQbperevXuwtrbWSGRFRUXh0qVLWtcTHx+Pc+fOoVatWmrLT548CSCpS6m+YyQiIiIiIiIi/cjrQ6xpK/J1HKLexUFhJYe5TX6cRezzkNd7EOUnURcvqnq4AUDUhQt6jObzkNfvdwmJiYiMiYHUyQkGRkb6DocoX2LCjVLl5OSEO3fu4ObNmyhfvjyApOEcR48ejVevXmWqrilTpuDAgQOQyWQAgFu3bmHt2rWwsLBA69at80SMRERERERERJT74pQyfYeQLXFRibjy13O8fvTfXHQ2TiZw/8oOckV2Z+bKWUamn99jQbM/t+s7BL1QJCZizz//AABsypWDgUH2rr2ogAA8C5gGCAGFpyeiLlzAs2nTYVCpEhR+U3UR8hdJYmKi7xDSJUlIgCQuDpBIdD6PF9GX4vP7ZCWdGDJkCA4ePIg6deqgU6dOMDY2RlBQEJ48eQIvLy8EBQVpVY+9vT3Cw8Ph7u6O5s2bIyIiAps3b0ZMTAxWr14NMzMzvcdIREREREREX7aEOKW+Q/hi/bUwZ+a3yS0SCSA3MYRP/wqwL2mBZ/9GIOjXWzjy4wOIzI/il6tajtftPD15gsJc3xFozVCuu4SGFECVunV1Vp/C3x/RM2eqzdlm6OkBk0mTIM3G9DBERJ87JtwoVS1atMC2bdswa9YsbNq0CQqFAg0bNsSOHTswbdo0reuRy+U4dOgQxo0bhw0bNiAiIgIVK1bElClT0KpVqzwRIxEREREREX3Z9sy5o+8QKJ8SAvDqXgYlPQoDAEp6FIYQAgd/vqnnyDLG616/2k4to+8Q0iS1sIDpvHlIfPgQyidPIS1aBAbOzvoOi4goz5MIkde/b0P5lfP/P4gfPnyo1zgy486dOzAyMlINf0lERERERESfvx3Tbuk7BMrHfOfWhqnFf/MdfYyIxfpxp/UYEeUHuky4xcXFYc2aNQCAvn37Qi7nPIKUeQkJCYiMjISjoyOMjY31HQ5RrouJiUFoaCjMzc1haPhfX7X4+Hg4OTlpVQd7uBERERERERHRF+2zHFovn/gcelk9+zdC1cMNAJ7eDddfMJnA6z51kS+e4f2bVzArWAjmtvb6DkcrCQkJmDFjBgCgV69eTLjRF+/48eNo0qQJXrx4AUtLS622mT59Onbv3o3g4OCcDQ5A48aN4ebmhoULF+Z4W5S7mHAjIiIiIiIioi+aLudSosz5alRJfYeQLX9ve4Ljm29DCIEipSzx9G44Tvx+BzZOClTrUETf4aUrv173MR/e50i9sR8/4MLWX/Hy3n9J4MIurvDs2B1GpgV00oZxATOd1ENE6j5NYNWsWROPHj2ChY7nHGSijDLChBsREREREREREemFkWn+fjRVrWNRXPjzmdqcbYVLmMKznT2MFPrbt4TYWC3KJOZCJLq3Y8qoHKlXIpHCSKFAi+Hj4VC2PB6H3MSh1cuxf24AhFDqpI2Oc5bppJ5PpTzfCbGxSDAw0HkbhkZGGRciyiPkcjns7Oz0HYYGIQQSE/PnvZe0k7//qqE8LT/N3UZERERERERElFlGCkPU7lEMka9i8fFtHEyt5TAvpP/ExNbxQ/QdQr4jhBLe/QejdM06APD/fwX2LpmrszZy6rzEJiSofv9z6igYGer+kW/Xxat0XieRLvTr1w8nTpzAiRMnsHz5cgDA6tWr0b9/f7UhJdesWYNZs2bhzZs3aNy4MWrXro1Zs2bh5cuXavX9+uuvCAgIwLt37+Dj44OVK1fCzMws1XZu374NZ2fnNGNLHtpyz5498PPzw/Xr17F3714AgFKpxIQJE7Bu3TrI5XL0798fU6ZMUW0bGhqKESNG4NixY5BKpWjSpAkWL14MW1tbHR490rX82XeciIiIiIiIiIgojzAvZAT70mZ5ItlGWedQtvwnryvoKRKivEEIgfjYRL38CCG0inHhwoWoUaMG+vTpg0ePHuHRo0dwcHBQK3PmzBkMHjwY3333Hf7++280atQIc+dqJtPv37+P3bt3Y8eOHdixYwdOnjyJ+fPnp9lOsWLFtIpx4sSJmD59Oq5evYqKFSsCADZt2gRTU1OcPHkSs2bNwsyZM3H48GHVce/YsSPevXuHw4cP46+//sL9+/fRo0cPrdoj/WEPNyIiIiIiIiIios9ITg1dmBfkZO+9xyE3VT3ckl7f0Gn9OXVeoqKiMOnPQABAu2kLoVAocqQd+vIkxCmxfsxZvbTtO78mZEYZD49qYWEBuVwOhUKhGkby9u3bamV++OEH+Pj4YOTIkQAAV1dXnDt3Dn/99ZdaOaVSiZ9//hlmZknzLXbr1g3Hjh1Lsx1tTZ06Fd7e3mrLKlasiMmTJwMASpUqhZUrV+LYsWPw9vbGkSNHcP36ddy+fVuV1Fu3bh3c3d1x4cIFeHp6Zqp9yj1MuBEREREREREREX1GPuf5ttpOX5gj9Z5e/xOOrPkBgIBD2Qp4HHIDR9asRGEXV9T2HaCTNnLqvBimmBPK0Mjosz7/RFlx584dtG7dWm2Zp6enRsLNyclJlWwDADs7O40hJ7PCw8NDY1mFCuo9aO3s7PDq1SsAwK1bt+Dg4KDWg65s2bKwtLTErVu3mHDLw5hwIyIiIiIiIiIionzBuIBZxoWyoI7vAJzZtEZtzja70uVQq0dfGOVQm7piZGSErVu3qn4n0hVDuRS+82vqrW1dEUJAIpFoLPuUTCZTey2RSLQe2jI9pqamWrWlVCpVsX0ab3rLKe9gwo2IiIiIiIiIiIi+aEYFzNBg4HBEPH+K969fwsymMCzsiug7LK0YGBigVq1a+g6DPkMSiUSrYR31TSaTITFFT89PlS5dGsHBwWrLLl26pPN2dKVs2bIICwtDWFiYqpdbSEgIIiIiUKZMmRxvn7KOCTciIiIiIiIiIiIiABZ2RfJNoo2Ikjg5OSE4OBgPHz5EgQIFVD3Fkn377bdo1KgRlixZgubNmyMoKAiBgYGZ7i32aTvW1taQSnXXEy9Zo0aNULFiRfj6+mLBggVISEjA0KFDUa9evVSHp6S8Q/dXAxERERERERERERHlivj4eKxfvx7r169HfHy8vsMhynUjRoyAgYEB3N3dUbRoUYSFhamtr1WrFpYvX46lS5eiatWqOHjwIIYOHQpjY+NstRMaGqrL3VCRSCTYunUrLC0t0ahRIzRr1gzFixfHpk2bcqQ90h2J0MUgpESfiTt37sDIyEhjDF0iIiIiIiIiIqK8KCoqCqVKlQIA3L17FwqFQs8RUX6UkJCAyMhIODo6ZjoRlR8NGjQIt2/fxtGjR/UdCuURMTExCA0Nhbm5OQwN/xscMj4+Hk5OTlrVwSEliYiIiIiIiIiIiIjos7Vo0SJ4e3tDoVAgMDAQGzduxNKlS/UdFn1mmHAj+kRCQoK+QyAiIiIiIiIiItJKymEk4+PjOawkZUlCQgKSB8P7HAfFu3DhAhYtWoT379+jePHiWLRoEXr37p2tfR08eDA2b96c6rquXbti+fLlWa6b9EMIgfj4eLXrIjP5Ag4pSZTCw4cPERcXp+8wiIiIiIiIiIiItBIVFYXKlSsDAC5fvswhJSlLEhMTVUPnGRkZ6TucfOHly5d4//59quvMzMxQuHDhXI6IsiM2NhaPHj2CTCaDgYGB2jpXV1et6mAPN6IUihUrBqVSqe8wiIiIiIiIiIiItPLx40fV787OzjA1NdVjNJRfxcTEICwsDDKZDHK5XN/h5AsODg76DoF0SKlUwtDQEA4ODlmex5AJN6IUDAwMNLLXREREREREREREeZVMJlP7PeVrIm0lJiZCIpFAKpVCKpXqOxyiXCeVSiGRSLJ1H+U7h4iIiIiIiIiIiIiIiCgb2MONiIiIiIiIiIiIKJ8yMjLC3r17Vb8TEZF+MOFGRESkY3dfvMfDN1FwLqhAKVszfYdDREREREREnzFDQ0M0b95c32EQEX3xmHAjIqIvxpsPsTla/7uoOEzacQPnH7xVLate3Boz21aAlSJnJxwuWIDfYiQiIiIiIiIiItIXJtyIiEgrUXEJ+g4h2zxmHM7R+qUSwMxYhhXdqqBqcSsEP3iHiTuuo8niE1CKHG0a/0zzydkGcpFCzj9PiIiIiIiItBUfH49ff/0VANC9e3fIZDI9R0RE6XF2dsbw4cMxfPhwfYdCOsYnWkREpJVyUwP1HUKepxTArLYV0dzNHgDQ3M0eAgKDf7uc421/Tufn4RwOhUJERERERKStuLg49O7dGwDQsWNHJtyIiPREqu8AiIiIPidVi1upva5W3FpPkRARERERERERUWbFx8frOwTKp9jDjYiItJJvhyx8dQd4+wCwLo5yyx7keHPBD96pergBwN8p5nPLSfn2/BARERERERERZYOXlxfc3NxgbGyMn3/+GXK5HAMHDoS/vz8AIDQ0FEOGDMGRI0cglUrRtGlTLFu2DLa2tgAAf39/7Ny5E0OHDsWMGTPw8OFDJCYmQiqV4scff8SePXtw9OhRODk5Ye3atShUqBD69euH4OBguLm5YdOmTXBxcQEA3Lt3DyNHjsS5c+fw8eNHlC1bFrNnz4a3t7e+Dg/lIibciIhIK+nOq/Xxde4Foq2ot8De4cCj06pFF10aAU1mACZWaW+XDd9uu4spu65DQKBacWv8/eAtpu66gepOZvihfSn1wgrd9nzjvGdEREREREREpEtCCIjoaL20LTExgUQi0br8hg0bMHLkSJw/fx5nz56Fr68vateuDW9vb7Rp0wampqY4fvw4EhIS8O2336Jz584ICgpSbf/vv//ijz/+wPbt22FgYKBaPn36dCxatAiLFi3CuHHj0K1bN5QoUQITJkyAo6Mj+vTpg8GDB2P//v0AgA8fPuCrr77CjBkzYGxsjA0bNqBly5a4ffs2HB0ddXZ8KG/i0zkiyhviPuo7AsqO+S76jkCTRAoYmQMd1wOOtYDQMyi4ZziwvjYglDnS5EphhmEJQzH4t/+GHqhrcBPfP18K6x/eqxee+FS3jccl6La+nCA31XcERERERERERKQlER2N21U89NJ26UsXIVEotC7v5uYGPz8/AECpUqWwfPlyHDlyBABw7do1PHjwAMWKFQMAbNy4EeXLl0dwcDCqVq0KIGkuxI0bN6JQoUJq9fbu3RudOnUCAIwbNw41a9bElClT4OOTNNLQsGHDVHMoAkClSpVQqVIl1esZM2Zgx44d2L17NwYPHpzZw0D5DBNuRJQ3zCqi7wjocyOUQMslQPm2Sa/LtwWEALb1Tnez7LCWvMdG2UzcNSiKh8IWzpIXKCV9knrhL/Ga94/QdwRERERERERE9Blyc3NTe21vb4+XL18iJCQExYoVUyXbAKBcuXKwtLRESEiIKuHm5OSkkWz7tN7kISgrVqyotiwmJgaRkZEwNzfHx48fERAQgL179+Lp06dISEhAdHQ0QkNDdbq/lDcx4UZ5hr+/PwICAnDs2DF4eXnpOxwi+hw41lJ/7VQ7V5otJX2CUkgj0UZERERERERElA9ITExQ+tJFvbWdGTKZTH17iQRKpRJCiFSHpvx0ualp6qPypKw3uXxqy5TKpNGUxowZg8DAQCxYsAAlS5aEiYkJOnTogLi4uEztD+VPTLgRUd6g6+H1KHfl1d5aoWf+6+EGqM3npne85omIiIiIiEgHjIyM8Mcff6h+J9IViUSSqWEd86Jy5cohNDQUYWFhql5u//zzDyIiIlC2bFmdt3fy5En4+vqibduk51EfPnzAw4cPdd4O5U1MuBFR3sC5nfK3Mff0HYGmP74G9o1OGkbSqXZSsu2vMYgvVh0f2q7IkSYjYiOw8MJCXH11VbWsUqFKGOU5ChZGFmplhTI2W21ZG1tna3siIiIiIiL6PBgaGqJjx476DoMoT/L29oabmxu6d++OJUuWICEhAd9++y3q168PT09PnbdXsmRJ/Pnnn2jZsiUkEgmmTJmi6v1Gnz8m3IiIKPtMbRAVH6XvKNS1+wlGO7+FQYo52xKL10PDxHsI39MuR5qUSqQoICuAqQ0Xw8PWAxdfXMS0s9PQ+lBfKIVu/7g63+28TuvLaQpZ/v5GHBERERERERHlPxKJBDt37sSQIUNQr149SKVSNG3aFMuWLcuR9hYvXow+ffqgVq1asLGxwbhx4xAZGZkjbVHeIxFCCH0HQV+OoKAgNGjQAH5+fvDx8YG/vz/Onz+PiIgI+Pn5qeZwe/nyJebMmYOQkBBYWlqiY8eOmDt3LkxSGbt3w4YNWLlyJW7cuAEAqFChAgYNGoRevXrl9u4RfdEqbqiYcSE9KBEXD8f4eITKZLgvl2W8QTYtqL8APs4+qtcHHh7AmONjcrzdvO56r+v6DoGIiIiIiOizlJCQgB07dgAA2rZtC0ND9rGgzIuJicGDBw9QvHhxGBsb6zscolyni/eAVMcxEWnlzJkzqF+/PgDgm2++QefOnVXrVqxYgT59+qBs2bIYNGgQrKyssGzZMvTr10+jnhEjRsDX1xePHz9G37590a9fPzx58gS+vr4YOXJkru0PEeVd9+UyBJkqciXZBgAeth5qrz1tdT88AREREREREVGy2NhYdOrUCZ06dUJsbPamLyAioqxjDzfKVck93ABgzZo16NOnj2qdv78/AgICYGFhgfPnz6N06dIAgOjoaLi7u+Pu3bt4/PgxihQpAiBpAsp69eqhbNmyOHv2LCwskuZHioiIQI0aNXDr1i2cPHkSderUyeW9JPoy5bkhJdNQ/bfqOVp/bvVw45CSREREREREBAAfP35EgQIFAAAfPnyAqampniOi/Ig93OhLp4v3APsXk15UrlxZLdmW0rBhw1TJNgAwMTFB165dERAQgIsXL6oSbuvXrweQlKhLTrYBgIWFBfz8/NC1a1esX7+eCTf6YiW8fZur7clztbWsO9JkV7rrlREReDFvHmIuX1EtM67sDtuxYyFNca9JzdiLUzHz3EwICHjaeuLCiwuYdW4WPAq6Y55HgC7CV5G/j9FpfTktAUnxGlpb6zkSIiIiIiIiIiIi3WPCjfSiWrVqaa6rUqWKxjIHBwcAQHh4uGrZ5cuXAQBeXl4a5ZOXXblyJcsxkjplVP7ovUT/uVurtr5DyJ+kUhibmaH47MVQeHgg6uJFPPPzw7t2PQClMt1NB5kAS9vKMCb2vx5tbo8kGLTjFd5EN9dpmG90WlvuKX3por5DoCyQKthDkYiIiIiIiIgoPUy4kV7Y2tqmuc4ilR4kyZO9JiYmqpZFRkZCKpWiUKFCqdYvlUoRERGhg2gJAG5X8ci4ENHnQKmEfYA/zJs2BYCkf4XAkxEZzwtpHg1M/i0ejwsCz60ksHsn4JBfM2M5hPeS/KnsrRB9h0BERERERERElKcx4UZ6IZFIsl2Hubk5lEolXr16hcKFC6ute/nyJZRKJczNzbPdDhF9eRQe6kkhhadnprZ3eAM4vOEUqURERERERERERF8KJtwo36pcuTIuX76MoKAgdOrUSW3d8ePHAQDu7u56iOzzxGHg8h/2JMq6qIsXVT3cACDqwgU9RvN54b1EN949i0LE6yhY2ChgZc/hHomIiIiIiIiI9I0JN8q3evXqhbVr1yIgIABNmzZV9WaLjIxEQECAqgzpBufvyX9KnTmt7xDypcfDhuH5tOmAEFB4eiLqwgU8nz4DiqpVUfT7JfoOL9/7HO4l0e/j9NZ2zMd4BP16G0/vhquWFSllCa/upWFsKsu5hlPZZxMzec61R0REREREWpPL5Vi3bp3qdyIi0g8m3CjfqlevHoYMGYJly5ahQoUKaN++PYQQ+PPPPxEWFoahQ4eiXr16+g6TSG8Mra31HUK+5LB0KZ6OGq02Z5tprVoosnABDK2s9BhZ3hQfm5hxoWyUz4vWjjmlt7YlEkBuYgif/hVgX9ICz/6NQNCvt7A54DxELo9i+s339XO3QT2QGRnoOwQiIiIiogzJZDL4+vrqOwwioi8eE26Ury1duhSVK1fGypUrsWrVKgBA+fLlERAQgN69e+s5OiLKjwytrOC4dg1i//0XcaGhkDs6wqhkSX2HlWetGnZc3yF8UYQAvLqXQUmPpLlLS3oUhhACB3++meuxfAnn/rsfG+o7BCIiIiIiItIjZ2dnDB8+HMOHD892XQ8fPkTx4sVx+fLlL2YqJF9fX4SHh2Pnzp16rSO3SITI7e9DExER0edixcCj+g7hi+M7tzZMLYxUrz9GxGL9OA4hmxOYcCMiIiKi/CAhIQGBgYEAAB8fHxgaso8FZV5MTAwePHiA4sWLw9jYWN/h5Bm6TLglJibi1atXsLGxydfv08wck4iICAghYGlpmWHZtBKSmakjO3TxHsi/Z5WIiIj07ksYVvBT+u7Z9ezfCFUPNwBq87nlpi/x3BMRERER5UWxsbFo0aIFAODDhw/5+kE+0efMwMAAdnZ2eo0hPj4eMlkOzgH/f4mJiZBIJLCwsMh2XbqoI7fw7ktERERaefM4FO+eP4OVnT0KOjgC+DLnuOozv47e2j6w6gaOb74NIQSKlLLE07vhOPH7HRQpZYmm31TI1Vi+xHNPREREREREeY8QAvPnz8ePP/6IZ8+ewdXVFVOmTEH79u3RuHFjGBoaYv/+/ZBIJAgPD4ebmxt69uyJmTNnAgB2796NadOm4caNGyhQoADq1auHP//8U6Od1HpghYeHw8rKCseOHYOXlxfevXuHwYMH4+DBg/jw4QMcHBwwceJE9O7dO9Xtjx8/jjFjxuDq1auwtrZGr169MGPGDFXi3MvLC25ubjA2NsbPP/8MuVyOgQMHwt/fX6tjI5FIsHLlSuzfvx+HDx/G6NGjERAQgD179sDf3x83b95EkSJF0KtXL0yaNEnVrr+/P9auXYsXL16gYMGC6NChA5YuXQovLy88evQII0aMwIgRI1THf/369Rg+fDg2bdqEsWPH4s6dO7h79y4CAgLUhoNUKpWYP38+Vq9ejbCwMNja2mLAgAGYNGkSihcvDgCoXLkyAKB+/foICgrSGFIyNjYWY8aMwe+//47IyEh4enpi8eLFqFq1KgAgKCgIDRo0wOHDhzFu3Dj8888/cHd3x7p161C6dGntL6wsYMKNiIjoMxQVGaGzuqLfv8fh1cvxOOSGaplD2Qrw7j8YJmZmOmsnmcI8b39zycRMrre2mw6ogENrbqrN2VasrBUa9y0PkwL6i4uIiIiIiIg+P0IIRCdE66VtE0MTSCQSrcpOnjwZf/75J1auXIlSpUrhxIkT6NGjBwoVKoQNGzagYsWKWLp0KYYNG4aBAwfC1tZWlbDat28f2rVrh0mTJmHjxo2Ii4vDvn37shz3lClT8M8//2D//v2wsbHBv//+i+jo1I/hkydP8NVXX8HX1xe//PILbt26hf79+8PY2FgtobZhwwaMHDkS58+fx9mzZ+Hr64vatWujcePGWsXk5+eH2bNnY/HixTAwMEBgYCB69OiBpUuXom7durh37x6++eYbVdlt27Zh8eLF+P3331G+fHk8f/4cV69eBQD8+eefqFSpEr755hv0799frZ2oqCjMnj0bP//8MwoWLIjChQtrxDJhwgSsXr0aixcvRp06dfDs2TPcunULAPD333+jWrVqOHz4MMqXLw+5PPXnHGPHjsX27duxYcMGODk5Yd68efDx8cG///4La2trVblJkyZh4cKFKFSoEAYOHIg+ffrg9OmcnZKDCTciIqJ0xMfE6DuELFnZv7vO6pJIpDBSKNBi+Hg4lC2PxyE3cWj1cmwY9S2EUOqsnWRDN2zTeZ36IMuBMe9NCsjRalhlvH36ERGvomBRSAHrIqY6b4eIiIiIiIgoOiEa1X+rrpe2z3c7D4VMkWG5jx8/YtGiRTh69Chq1qwJAChRogROnTqFn376Cb/99ht++ukn9OzZEy9evMCePXtw+fJl1bCKM2fORJcuXRAQEKCqs1KlSlmOOzQ0FJUrV4anpyeApPnO0vLDDz+gWLFiWL58OSQSCcqUKYOnT59i3LhxmDp1KqRSKQDAzc0Nfn5+AIBSpUph+fLlOHLkiNYJt27duqFPnz6q1z179sT48ePRq1cvAEnHa/r06Rg7diz8/PwQGhoKOzs7eHt7QyaTwdHREdWqVQMAWFtbw8DAAGZmZhrDY8bHx+OHH35I8/i9f/8e33//PZYvX65q28XFBXXqJI0kVKhQIQBAwYIF0xx68+PHj1i5ciXWr1+PZs2aAQBWr16NQ4cOYc2aNRgzZoyq7MyZM1G/ftJ0GOPHj0fz5s0RExOTo3MUMuFGRESUjqW9Oug7BL0TQgnv/oNRumbSH0BJ/wrsXTI3R9r7XI75qC17c6xu6yKmTLQRERERERHRF++ff/5BTEyMRvIpLi5ONTRhx44dsWPHDsyePRsrV66Eq6urqtyVK1c0emplx6BBg9C+fXtcunQJTZo0QZs2bVCrVq1Uy4aEhKBmzZpqPflq166NDx8+4PHjx3B0TJrOw83NTW07e3t7vHz5UuuYkpN/yS5evIjg4GDVkJpA0pxrMTExiIqKQseOHbFkyRKUKFECTZs2xVdffYWWLVtmOD+kXC7XiPXT/Y2NjUWjRo20jv1T9+7dQ3x8PGrXrq1aJpPJUK1aNYSEhKiVTRmLvb09AODly5eq45oTmHAjIiKiDDmULf/J69ydL4yIiIiIiIiIcpeJoQnOdzuvt7a1oVQmjbyzb98+FC1aVG2dkZERgKShDi9evAgDAwPcvXtXvR0T7doBoOpxJoRQLYuPj1cr06xZMzx69Aj79u3D4cOH0ahRI3z33XdYsGCBRn1CCI1hM5PrTrk8uTdeMolEotpvbZiaqn9hV6lUIiAgAO3atdMoa2xsjGLFiuH27ds4dOgQDh8+jG+//Rbz58/H8ePHNWJJycQk/WFAM3Os05La8Ule/umylLEmr8vMccsKJtyIiIjSkV+HN9R1L7HHITdVPdySXt9Ip3T25NdjTkRERERERPQ5kUgkWg3rqE/lypWDkZERQkNDVcMHfmrUqFGQSqXYv38/vvrqKzRv3hwNGzYEkNQL6siRI+jdu3eGbSUPefjs2TNV77krV66kWs7X1xe+vr6oW7cuxowZk2rCrVy5cti+fbtasujMmTMwMzPTSB7qUpUqVXD79m2ULFkyzTImJiZo1aoVWrVqhe+++w5lypTB9evXUaVKFcjlciQmJma63VKlSsHExARHjhxBv379NNYnz9mWXt0lS5aEXC7HqVOn0K1bNwBJSc8LFy5g+PDhmY5J15hwIyIiSkdOzMOVGwat/lVnde1ZNBtH1q4EIOBQtgIeh9zAkbU/wqFcBbQcMUFn7STLr8eciIiIiIhIH+RyOZYvX676nehLYmZmhtGjR2PEiBFQKpWoU6cOIiMjcebMGRQoUAA2NjZYu3Ytzp49iypVqqjmLrt27RqsrKzg5+eHRo0awcXFBV26dEFCQgL279+PsWPHarRlYmKCGjVqYM6cOXB2dsbr168xefJktTJTp06Fh4cHypcvj9jYWOzduxdly5ZNNfZvv/0WS5YswZAhQzB48GDcvn0bfn5+GDlypKo3XU6YOnUqWrRogWLFiqFjx46QSqW4du0arl+/jhkzZmD9+vVITExE9erVoVAosHHjRpiYmMDJyQlA0rx0J06cQJcuXWBkZAQbGxut2jU2Nsa4ceMwduxYyOVy1K5dG69evcLNmzfRt29fFC5cGCYmJjhw4AAcHBxgbGwMCwsLtTpMTU0xaNAgjBkzBtbW1nB0dMS8efMQFRWFvn376vxYZRYTbkRERJ8hhblFxoW01HLkBPy1bIHanG1ObpXx1ZDROm2HiIiIiIiIMk8mk+G7777TdxhEejN9+nQULlwYs2fPxv3792FpaYkqVapgwoQJ6Ny5M/z9/VGlShUAgJ+fHw4ePIiBAwdiy5Yt8PLywtatWzF9+nTMmTMH5ubmqFevXpptrV27Fn369IGnpydKly6NefPmoUmTJqr1crkcEyZMwMOHD2FiYoK6devi999/T7WuokWL4q+//sKYMWNQqVIlWFtbo2/fvhpJPF3z8fHB3r17MW3aNMybNw8ymQxlypRR9TqztLTEnDlzMHLkSCQmJqJixYrYs2cPChYsCACYNm0aBgwYABcXF8TGxqoNsZmRKVOmwNDQEFOnTsXTp09hb2+PgQMHAgAMDQ2xdOlSTJs2DVOnTkXdunURFBSkUcecOXOgVCrRs2dPvH//Hp6enggMDISVlVX2D042SURmjgYRERF9sd48DsW7589gZWePgg45N8EsEREREREREeWumJgYPHjwAMWLF4cxR56hL5Au3gPs4UZERERaKejgyEQbERERERFRHpOYmIiTJ08CAOrWrQsDAwM9R0RE9GXKuYFAiYiIiIiIiIiIiChHxcTEoEGDBmjQoAFiYmL0HQ4R5ZJff/0VBQoUSPWnfPny+g7vi8QebkRERERERERERERERPlIq1atUL169VTXyWSyXI6GACbciNQkJiZCqVTqOwwiIiIiIiIiIiKtxMfHq/2e8jWRtuLj4yGEgFKp5PPRfMLU1BQlSpRIcz3PY+YolUoIIRAfH68xNK+2CUwm3IhSCAsLQ1xcnL7DICIiIiIiIiIi0kpUVJTq94cPH0KhUOgxGsqvEhMTkZCQgPj4eEilnImKvjzx8fFISEjA48ePNRJurq6uWtXBhBtRCnFxcTAwMIChId8aRERERERERESU9yUmJqp+NzIygpGRkR6jofwqISEBCQkJkEgkkEgk+g6HKNclX/tyuVwtP5CQkKB1HcwqEH3C0NCQY9wSEREREREREVG+kPI5lkwm43MtypKUiTYm3OhLJZFIIJPJstwhh31DiYiIiIiIiIiIiIiIiLKBPdyIiIiIiIiIiIiI8ilDQ0NMnjxZ9TsREekH78BERERElG0P3kTjcUQcHCzkKF7QRN/hEBERERF9MeRyOQYNGqTvMIj0pnHjxnBzc8PChQv1HUq29OvXD+Hh4di2bZu+Q6EsYsKNiIiI6AvzLipeZ3VFxCRg/rHHuPzkg2pZ5aIFMKaBAyyMdfunppWCc1EQERERERERUd7EhBsRERFRJkXHJ+o7hGxp/vMNndUllQBmxjKs6FYFVYtbIfjBO0zccR09fr0FpdBZMwCAI4PcdFthDjGRGeg7BCIiIiL6giQmJuL69esAgIoVK8LAgH+PEmVXfHw8ZDJ+6ZMyhwk3IiIiokxqtPKavkPIM5QCmNW2Ipq72QMAmrvZQ0Bg8G+Xdd5WfjnuZ4ZW1ncIRERERPQFiY2NRfPmzQEAd+/ehUKh0HNERLlPqVRiwoQJWLduHeRyOfr3748pU6ao1oeGhmLEiBE4duwYpFIpmjRpgsWLF8PW1hYAMH36dOzevRvfffcdZs+ejUePHiE6Oho7duzAjBkzcO/ePSgUClSqVAnbt2+HqakpAGDDhg1YuHAhHj58CCcnJ3z33XcYOHBgmnH++eef6dYHAIsWLcL333+PuLg4dOzYEQsXLlQl/969e4dRo0Zh3759iI2NRd26dbFo0SKUKlVKtf3Zs2cxefJkXLhwATY2NmjVqhVmzJih1gblDKm+AyAiIiKi/K1qcSu119WKW+spEiIiIiIiItIZIYC4j/r5EZkbMmXTpk0wNTXFyZMnMWvWLMycOROHDx/+/24IdOzYEe/evcPhw4fx119/4f79++jRo4daHffu3cO2bduwZcsWBAcH4/nz5+jZsyd69eqFq1ev4tChQ2jTpg3E/2Nbs2YN/Pz8MG3aNFy9ehXTp09HQEAANm7cmGqMz549S7c+ADh+/Dju37+PwMBA/Pzzz9i4cSN++eUX1fp+/frh4sWL2L59O06cOAEhBFq3bo34+KSpI27cuIEWLVqgdevWuHDhAjZt2oQzZ85g+PDhmTqelDUSITJ55RJ9xu7cuQMjIyN2FyYionTlxyElDd/dh0FkGBLNi6H+7x8y3iATVnSrourhBgB7rz3NkR5uHFKSiIiIiEhTVFSUqncLe7hRViUkJCAyMhKOjo4wNjZOWhj3EfIFznqJJ270Q0CuXY+sxo0bIzExEUePHlUtq127Nry8vFSJt1atWuH27dsoVqwYACAkJATu7u44ffo0PD09MX36dMydOxcPHjxAoUKFAACXL19GjRo1cOfOHTg5OWm0W7JkScycOROdO3dWLZs9ezYOHDiA48ePa5TPqL5+/frhxIkTCAkJUQ0N261bN0ilUmzatAl3795FhQoVEBQUhJo1awIA3rx5AxcXF6xZswbt27dHnz59YGxsjB9++EFV7+nTp+Ht7Y137979d25JQ0xMDEJDQ2Fubg5Dw/8Gh4yPj0/1fKWGQ0oSERERZVJmEirS6Lc5GEnGJDHhsDzlD6NnwaplZx3rIaL6GAgji2zXP/HIa0zZeR0CAtWKW+PvB28xdecNVLE3xsxGNlAaW2a7jWRMZBEREREREVFqKlSooPbazs4Or169AgDcunULDg4OqmQbAJQtWxaWlpa4desWPD09AQCOjo6qZBsAuLm5oUGDBvDw8EDjxo3h7e2Ndu3awcrKCq9evUJYWBgGDBiAQYMGqbZJSEiAhUXq/9dOr76UcaWch9HOzg43b95U7YehoSGqVaumWl+wYEG4urri1q1bAIBLly7h3r17+P3331VlhBBQKpV48OABypYtq+URpaxgwo2IiCgXSeKj9B0C5TK7jbX1G4BEChiZAx3XA461gNAzsN8zHPZ7WwNCme3q1wgzDEsYisG/xauW1TW4ie/fLoX1tvd41vtitttQiY/PuEw2CBm/CUxERERERKQiUyT1NNNT25kq/smIZRKJBEpl0v95hRCQSCQa23y6/NM5zgwMDLB//36cPXsWhw8fxg8//AA/Pz+cPHlS1ZN05cqVqFq1qsZ2qUmvvuLFi2u1H6lJuR9KpRL9+vXDd999p1HO0dEx1e1Jd5hwIyIiykX26zz0HQJ9aYQSaLkEKN826XX5tklj4W/rrZPqrSXvsVE2E3cNiuKhsIWz5AVKSZ+o1uena/7pNyH6DoGIiIiIiCjvkEi0HtYxLytbtizCwsIQFhamNqRkREQEypQpk+62EokEtWrVQq1atTBp0iSUKlUKu3btwvDhw1G0aFE8ePAAXbt21TqW9OrTZj8SEhLw999/qw0peffuXdV+VK5cGf/88w9KliypdUykO0y4EREREX3uHGupv3bSfa+7UtInKIUnGRckIiIiIiIiykWNGjVCxYoV4evriwULFiAhIQFDhw5FvXr14OGR9pdE//77bxw7dgze3t4oVKgQgoOD8erVK1Vya/LkyRg5ciTMzMzg4+ODuLg4XLx4Ee/evUs1gZZRfRkpVaoUWrZsiUGDBmHFihUwMzPDpEmTUKRIEbRs2RIAMHr0aNStWxdDhw5F3759oVAocOvWLRw5cgRLlizJ9LGjzMl0wi0oKAgNGjSAn58f/P39cyCk/CX5eCSrXr06zp07p1bm9u3bGDt2LM6dO4eXL1/CyckJDx8+zOVIvxwODg548uS/B34PHjyAs7Oz/gIiIkpBp8PrUb6QJ3p4hZ75r4cbADw6nWtN85onIiIiIspZhoaGGDlypOp3IlInkUiwdetWjBgxAo0aNYJUKkWTJk2wePHidLczMzPDyZMnsWzZMkRGRsLR0RFz585F06ZNAQB9+vSBQqHAokWLMHHiRJiamqJChQoYMmRIlurTxurVqzFq1Ci0bdsWcXFxqFOnDnbt2qUairJixYo4fPgwpk6dioYNG0IIgRIlSqBjx45at0FZJxFpDfyZhpxOuCUnRvSRkEpMTMQvv/yC3377DVeuXEFERASsra1RtWpV+Pr6on379hrbJB+P+vXrw8vLCw4ODujXr59anRUrVsT9+/fRs2dPFC1aFJaWllp1Ec0ufR5LXQsMDMTs2bNx6dIlCCHg4eGBCRMmwMfHR6PsokWLEBkZiZ07d+Lq1auZSrjduXMHRkZGGmPlEhERZZU0+q1e27c6PBzyiPuQfLUgqWfbo9MQf41GlLkTHnvN0Ekb7+PfY/Wd1QiJ+G9IxrIWZdHftT8UZtkfI95SbpntOoiIiIiIiChtCQkJqiSQsbGxvsMhynUxMTEIDQ2Fubm52pcX4uPj4eTkpFUd/MrD/718+RKtW7fGuXPnYG9vj9atW6Nw4cJ4/Pgx9u3bh71796Jly5bYvHmzxuSJAODl5ZVqAvLBgwcICQnBgAED8OOPP+bCnnx+fv31V/To0QM2Njbo1asXJBIJ/vjjDzRt2hSbNm1C9+7d1conf6Pn4cOHuHr1qj5CJiIiUlGaWAMAYhJj9NJ+TMO5sA2aCJMUc7bFFK2BpgZhCD8/UCdtSCVSFJAVwNSGi+Fh64GLLy5i2tlp6Ht5HJRCme36dzXcpYMoc56xAf9TSkRERERERPSlYsINSdn7Nm3a4Ny5c+jbty+WLVsGExMT1frw8HD06NEDe/bsQZ8+fbBlyxat63769CkAwM7OTudxfwnevXuHwYMHw8bGBpcuXVJNajlhwgRUqVIFgwcPxldffQUrKys9R0pERJS+1kdb669xOVCiqD0c4+MRKpPhvvwpAAOdVa8USkytORU+zkk9z32cfSAgMOb4GJ3Ur9djlwmBjQP1HQIRERERfYGUSiXu3r0LIGmOJ6lUqueIiIi+TNm6+544cQL169dHgQIFYG1tjW7duuHx48ca5V6+fIkRI0agZMmSMDIygo2NDdq3b48bN26oyjx8+BASiQSPHj3Co0ePIJFIVD/JPcfi4uKwbNky+Pj4oFixYjAyMkLhwoXRrl07XL58Ocv7sWHDBpw9exZ169bF6tWr1ZJtAGBpaYmtW7eiZMmS+OOPP3D06FGt6nV2dkb9+vUBAAEBAar9Wb9+varM+/fv4efnh/Lly8PExASWlpZo2rQpTp06pVHfxYsXMXjwYFSoUAEWFhYwMTFBxYoVMWfOHMTHx6vKaXMs169frxFLsqCgILWyySQSCby8vPDkyRP4+vrCzs4OUqkUQUFBqjInTpxAy5YtYWNjAyMjI5QqVQqTJ09GVFSUVsfsU1u3bkV4eDiGDBmiSrYBgL29PYYPH47w8HBs3bo1S3UTERF9Se7LZQgyVeC+PGeGTfawVZ+rztPWM0faISIiIiIidTExMWjYsCEaNmyImBj9jKxBRETZ6OF27tw5zJ49G82bN8fQoUNx6dIlbN68GadOnUJwcDBsbW0BAPfu3VMlaZo0aYI2bdrg5cuX2L59OwIDA3HkyBFUr14dlpaW8PPzw5IlSwBAbY4zLy8vAMDbt28xfPhw1K1bV9Wr6f79+9i9ezf279+PEydOoGrVqpnel7Vr1wIAJk2aBIlEkmoZExMTjBo1CoMGDcLatWvRsGHDDOsdPnw4rly5gg0bNqjmeAMAd3d31f7Uq1cPN2/eRN26deHj44OIiAjs2rULDRo0wNatW9GmTRtVfatXr8aePXtQr149fPXVV4iKikJQUBAmTJiA4OBgbN++HQC0OpZZ9ebNG9SsWRPW1tbo3Lkz4uLiYG5uDgD48ccf8e2338LKygotW7ZEoUKFEBwcjJkzZ+LYsWM4duwY5HJ5ptpLTuY1adJEY52Pjw/Gjx+P48eP45tvvsnWfhEREeW0vDYsoq57jV18cVHVww0ALry4oLO689qxIyIiIiIiIiL6VJYTboGBgfj555/Rt29f1bJp06bBz88PEydOxJo1awAAX3/9NZ4/f47AwEA0btxYVXby5Mnw9PRE//79ce3aNVhaWsLf31/V4yq1+dCsrKwQGhqKokWLqi2/efMmatSogYkTJ+LQoUOZ2o+EhAQEBwfD0NBQ1RstLY0aNQIAnD17Vqu6hw8fjqCgIGzYsCHVOd6GDBmCmzdvYu3atejd+795VWbNmoWqVavim2++QdOmTVWTVE6YMAErVqyAgcF/Q0AJIdCvXz+sXbsWp0+fRu3atbU6lll148YN9O7dG6tXr1aL459//sGQIUPg7u6Ow4cPw9raWrVuzpw5mDBhApYtW4ZRo0Zlqr2U3eE/lbwsuQwREVFeltfm99pSX7shspWhYVA+fw6pnR2kjsVSLTPj2gzMPDcTAgKetp648OICZp2bBTcrN0xym5TtWPPasSMiIiIiIiIi+lSWE26lS5dGnz591JaNGTMGy5cvx+bNm7Fy5UrcvHkTZ86cQd++fdWSbQDg6uqK/v37Y9GiRbhx4wYqVKiQYZtGRkYayTYAKF++PBo0aIDAwEDEx8dDJtN+qKQ3b94gPj4ednZ2qsRWWpKHNHz27JnW9afl9evX2LJlCxo1aqSWbAMAW1tbjBkzBkOHDsXhw4fRokULAICTk5NGPRKJBN999x3Wrl2Lw4cPo3bt2tmOLT1yuRzz5s1TS7YBwE8//YSEhAQsXbpULdkGAGPHjsWiRYuwefPmTCfcIiIiAAAWFhYa60xNTWFgYKAqQ0RElFOU4eH6DkHnzDNYr4yMRMzixUi8ek0125tBJTcYjxgBqbn61pOchmLe/WVqc7ZVMXfDWKchMM/aqNLqsUSFZ7+SLJBaWuqlXSIiIiIiIiLKf7KccKtdu7bG8IsmJibw8PDAgQMHcOfOHZw7dw4A8Pz581R7Wd26dUv1rzYJNwC4cuUK5s2bh1OnTuH58+dqc5cBSYkse3v7LOyR9tIadjIzgoODkZiYiJiYmFSPTXKvrVu3bqkSbnFxcVi+fDl+//133Lp1Cx8+fIAQQrXN06dPsx1XRooXLw4bGxuN5cnn+sCBAzh8+LDGeplMpjrfRET5jYiO1ncIpGfv27XXdwi5TyqF1MwMRZcshsLDA1EXL+KZnx8+9ukLKJXqRQGMB/C4IPDcSgK7dwIOby4B6I33+ohdR8z37dV3CKQjkk/maCYiIiIiIiLStSwn3AoXLpzq8uS52yIiIvD27VsAwL59+7Bv37406/r48aNWbZ45c0Y1d1qTJk1QqlQpFChQABKJBDt37sTVq1cRGxubmd1AwYIFIZPJ8Pr1a8TExKTbyy0sLAwAYGdnl6k2UpN8bE6fPo3Tp0+nWS7lsenQoQP27NkDV1dXdO7cGYULF4ZMJkN4eDi+//77TO97ViSf308l78/MmTN12l5yz7aIiAgULFhQbd3Hjx+RmJiYau83IiJdimzeQt8hEOU+pRL2Af4wb9oUAJL+FQJPRoxMcxOHN4DDG5Hm+vyG7/3Ph8XRI/oOgYiIiIiIiD5zWU64vXz5MtXlL168AJCUKDH//3BDy5Ytw+DBg7PalMrMmTMRGxuLU6dOaQydeO7cOVy9ejXTdRoaGqJq1ao4c+YMjh8/Dh8fnzTLHjmS9B/1mjVrZrqdTyUfm1GjRmHBggUZlg8ODsaePXvg4+ODffv2qQ3peO7cOXz//feZal8qlQJImsPuU+kN0ZhW777k/YmMjISZmVmmYklPqVKlcOHCBdy9e1cj4Zbe/G5ERESUfQoPD/XXnp56ioSIiIiIiIiIKG/LcsLt9OnTEEKoJWCio6Nx8eJFmJiYwNXVFVFRSZN2nD17VuuEm4GBAeLi4lJdd+/ePVhbW2sk26KionDp0qUs7gng6+uLM2fOYPbs2WjSpEmqSaWYmBgsWrQIADTmrsuKqlWrQiKR4OzZs1qVv3fvHgCgefPmGvOnnTx5MtVt0juWVlZWAIAnT55orLt8+bJWMaVUvXp1XLp0CefOndOYry876tevj82bN+PgwYOoUaOG2rrAwEBVGSKinMRh5ehL7ekUdfGiqocbAERduKDHaHIf3/sZi3wdh6h3cVBYyWFuI9d3OERERERfJENDQwwcOFD1OxFpr3HjxnBzc8PChQsBAK6urhg8eDCGDh2aq3H069cP4eHh2LZtm1blHz58iNKlS+Pvv/9GpUqVcjg60laW78C3b9/G2rVr0bdvX9Wy+fPn49WrV+jTpw/kcjmqVauG6tWrY/PmzWjVqhU6d+6sVodSqcTJkyfVEibW1ta4ceNGqsM7Ojk54c6dO7h58ybKly8PAEhMTMTo0aPx6tWrrO4KfH19sWbNGhw/fhwDBw7E999/r9Z2REQEvv76a9y9excdO3ZUDWuZHXZ2dujUqRO2bNmC+fPnY/To0RqJvvPnz6NixYpQKBRwcnICAJw6dQpDhgxRlbl58yZmz56dahvpHcsqVapAIpHg999/x7hx41Tr7969m+necgDw7bffYvXq1RgyZAgOHTqEYsWKqa0PDw/HgwcPULly5UzV26lTJ4wbNw7Lli1D7969VfU+e/YMS5YsgaWlJTp27JjpeImIMoNz/5DZn9v1HUKuiwoIwLOAaYAQUHh6IurCBTybNh0GlSpB4TdV3+Hlirz63o/9qDlCQW6Li0rElb+e4/Wj/+a4tHEygftXdpArDNLZMvcZmfKhExEREX3e5HI5pkyZou8wiPKlLVu2QCaT6TsM+kxk+X+fTZo0wbfffot9+/ahTJkyuHTpEgIDA1GsWDHMmjVLVW7z5s1o0KABunTpgiVLlsDDwwPGxsYIDQ3F2bNn8erVK8TExKjKN2zYEBcuXEDLli1Rt25dyOVy1KlTB3Xq1MGQIUNw8OBB1KlTB506dYKxsTGCgoLw5MkTeHl5ISgoKEv7IpPJsGvXLrRq1QqrVq3C3r178dVXX6Fw4cJ48uQJ9u7dizdv3qBFixZYt25dVg+Zhh9++AG3b9/G2LFjsXHjRtSsWRMWFhYICwvDxYsXcffuXTx79gwKhQLVqlVDtWrV8Mcff+DZs2eoUaMGQkNDsXv3bjRv3jzVzHd6x7Jo0aLo3Lkzfv/9d3h4eKBp06Z4+fIlduzYgaZNm2L79sw9WKxQoQJ++OEHDBo0CKVLl8ZXX30FFxcXREZG4v79+zh+/Dh8fX3x448/ZqpeKysrLF++HD179kSVKlXQpUsXSKVSbNmyBS9evMDGjRtVvfWIiIhyitTSUt8h5DqFvz+iZ85Um7PN0NMDJpMmQZpD86cmxClzpN6sUuaxeJL9tfBffYcAiQSQmxjCp38F2Je0wLN/IxD06y0c+fEBRB6bxq/leFd9h5AvGcql+g6BiIiIiCjHWVtb6zsE+oxkOeFWs2ZNTJo0CZMnT8b3338PuVyOLl26YN68ebC1tVWVK168OC5fvoxFixZh586dWLt2LQwMDGBvb4969eqhQ4cOavVOmTIF7969w969e3H06FEolUr4+fmhTp06aNGiBbZt24ZZs2Zh06ZNUCgUaNiwIXbs2IFp06Zl/SgAsLW1xenTp7Fhwwb89ttv2LFjByIjI2FlZYUaNWrA19dXI9bssra2xpkzZ7B8+XJs2bIFv/76K5RKJezs7FCpUiVMmTIFNjY2AJKGh9y7dy/Gjx+PAwcOIDg4GKVKlcKCBQvQrFmzVBNu6R1LAFizZg0KFSqEP/74AytWrEDp0qWxatUqFClSJNMJNwDo378/3N3dsWjRIpw4cQK7d++GhYUFHB0dMWLECPTq1StLx6lHjx6wsbHB7NmzsX79egBJPfQ2bNiQ7px7RERElHVSCwuYzpuHxIcPoXzyFNKiRWDg7Jyjbe6ZcydH6yfdEQLw6l4GJT0KAwBKehSGEAIHf76p58g08brKmrZTy+g7BCIiItKSUqlUTRtTtGhRSKX84gx9Wf7880/MmDED9+7dg0KhQKVKlbB9+3YMGzYM4eHhcHd3x48//oiYmBh06tQJS5YsgVyeNCT+p0NKfmrDhg0YPXo0Nm/eDG9vb4SEhGDcuHE4deoUTE1N4e3tjfnz56ue42clTlNTU42ygYGBmDNnDm7evAkDAwNUr14dCxcuhIuLi1q527dvY+jQobh8+TJKlCiB77//nlMw6ZFEiLz2HdT8JSgoCA0aNICfnx/8/f31HQ6l4Ovriw0bNuDBgwdw1vIB4Z07d2BkZMRuxERERHqwY9otfYdAmeA7tzZMLYxUrz9GxGL9uNN6jIh0iQk3IiKi/CMqKgqlSpUCkDRdjEKh0HNElB8lJCQgMjISjo6OqumHhBCIjtfPyB8mMqnGFEypefbsGUqWLIlZs2ahdevW+PDhA06dOoUePXpg+PDh2LFjB5o1a4aJEyfi4cOH+Oabb9CnTx9VB5705nBbtGgR5s+fj507d6J69ep49uwZPD090adPH3Tv3h0xMTGYOHEiEhMTERgYmOU4CxQooDGH244dOyCRSFC+fHlERUUhICAAjx49QnBwMKRSqWoONwcHByxYsABlypTB0qVLsXXrVty+fRsFCxbM5hn48sTExCA0NBTm5uZq82HGx8erpvzKCCc00JGAgAAEBASgevXqOHfunL7D+aI5ODiovtVDRERE+UdODf0X+eIZ3r95BbOChWBua58jbeSmvNJj69m/EaoebgDw9G64/oJJB4eUJCIiIiLKmuh4JdxnHNVL21cmN4RCnvH80M+fP0dCQgLatGmjSopUqFBBtV4ul2PVqlVQKBQoV64cpk6digkTJsDf3z/d3qCTJ0/Gpk2bcOjQIVV9q1atgru7O6ZPn64qt2rVKri4uODOnTtwdU37/x4Zxfmptm3bqr3+6aef4ODggJCQEJQvX161fNCgQaqyy5Ytw8GDB7Fu3TqMHj06zbop5zDhlk3Ozs7w8/NTvXZwcNBjNAQAI0eORGRkpOq15Rc47w4REVF+lDxnVMyH9zqpL/bjB1zY+ite3vsvQVXYxRWeHbvDyLSATtoAAOMCZjqrSxtfjSqZq+2l5u9tT3B8820IIVCklCWe3g3Hid/vwMZJgWodiug7PDWci4yIiIiI6PPl5uaGBg0awMPDA40bN4a3tzfatWsHKysr1fqUvT5r1KiBDx8+ICwsLM1eS99//z0+fvyIM2fOoESJEqrlly5dwvHjx1Od9+3+/fvpJtwyivNT9+7dQ0BAAM6fP483b95AqUzqaRgaGqqWcKtevbrqd0NDQ1SpUgW3b99OMw7KWZ9lwu3hw4equb7SY2lpieHDh2erLWdnZw4lmQnh4eFYsmSJVmWzelxHjhyZpe2IiIi+RAmxsfoOQcOOKaN0Uo9EIoWRQoEWw8fDoWx5PA65iUOrl2P/3AAIobthUTrOWaazurRhkMN/wRsaGWVYplrHorjw5zO1OdsKlzCFZzt7GCk+y/9iEBERERF9cUxkUlyZ3FBvbWvDwMAA+/fvx9mzZ3H48GH88MMP8PPzw8mTJ9PdLr3hKmvXro39+/dj+/btGDNmjGq5UqlE8+bNMXPmTI1t7O3TH00lvTiLFy+uUb5du3ZwcHDAypUrYW9vDyEEKleujLi4uHTbyWjfKGd9lv8bfvjwIQICAjIs5+TklO2EG2VOeHi4VucGyHrCjYiIiLS3dfwQfYeQY4RQwrv/YJSuWQcA/v+vwN4lc3Xazud2DLsuXpVhGSOFIWr3KIbIV7H4+DYOptZymBfKOFFHRERERET5h0Qi0WpYR32TSCSoVasWatWqhUmTJqFUqVLYtWsXAODatWuIjo6GiYkJAOD8+fMoUKBAuiPVeXp64ttvv0WLFi0glUoxalTSl0IrV66MHTt2wNnZWW2Or+zG+WmO4s2bN7h16xZWrFiBOnWS/j97+nTq82WfP38edevWBZA0D9/ly5cxcODATMdGuvFZJty8vLwghNB3GJQKZ2dnnhsiIiLKNQ5ly3/yOu0x8inzzAsZMdFGRERERER68/fff+PYsWPw9vZGoUKFEBwcjFevXqFMmTK4ceMG4uLiMGDAAEyYMAGPHj3C9OnTMWjQoHTnbwOShp7cvXs3WrZsCUNDQwwbNgwDBw7E2rVr0bNnT4wcORIFCxbEvXv3sHXrVqxcuRIGBmknJ9OL81NWVlYoWLAg1qxZAzs7O4SFhWHy5Mmp1vvTTz+hVKlSKF26NJYuXYp3797B19c3U8eQdOezTLgRERERkXZyezhEbeiyx9jjkJuqHm5Jr2/orO5kefEYEhERERERfQnMzMxw8uRJLFu2DJGRkXB0dMTcuXPRtGlTbNu2DQ0aNEDJkiXRqFEjxMbGolOnTpgyZYpWddeqVQs7d+5E69atYWBggMGDB+PYsWOYNGkSWrRogdjYWDg6OqJJkyYZJvDSi/NTUqkUGzduxMiRI1GlShW4urpi0aJFaNy4sUbZGTNmYMGCBbhy5QpKlCiBbdu2wcbGRruDRzonEexuRKRy584dGBkZQSaT6TsUIiKiL1bMh/c6qef0+p/w/uVzNOo7CA5lK+BxyA0cWbMSZoXtUNt3gE7aAADjAmY6q4uIiIiIKLNiY2NVU7j4+fnBSIs5eYk+lZCQoEoEGRsb6zscnejXrx/Cw8Oxbds2fYdC+UBMTAxCQ0Nhbm6uNmRofHw8nJyctKqDPdyIiIiIKE/RVQKrju8AnNm0Rm3ONrvS5VCrR18YMUlGRERERJ8JIyMjzJo1S99hEBF98ZhwIyIiIqLPklEBMzQYOBwRz5/i/euXMLMpDAu7IvoOi4iIiIiIiD4zoaGhcHd3T3P9lSt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"text/plain": [ "
" ] @@ -1069,7 +1596,7 @@ "ax = az.plot_forest(\n", " [\n", " idata_unconfounded[\"spike_and_slab\"],\n", - " idata_unconfounded[\"horsehoe\"],\n", + " idata_unconfounded[\"horseshoe\"],\n", " idata_unconfounded[\"exclusion\"],\n", " idata_unconfounded[\"normal\"],\n", " idata_unconfounded[\"rho_tight\"],\n", @@ -1110,12 +1637,12 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -1135,7 +1662,7 @@ " ax=axs[0],\n", ")\n", "az.plot_pair(\n", - " idata_unconfounded[\"horsehoe\"],\n", + " idata_unconfounded[\"horseshoe\"],\n", " var_names=[\"alpha\", \"rho\"],\n", " kind=\"kde\",\n", " divergences=True,\n", @@ -1199,7 +1726,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1239,151 +1766,151 @@ " \n", " rho_tight\n", " alpha\n", - " 2.415\n", - " 0.285\n", - " 1.874\n", - " 2.914\n", - " 0.010\n", - " 0.008\n", - " 825.0\n", - " 1109.0\n", + " 2.453\n", + " 0.245\n", + " 2.001\n", + " 2.933\n", + " 0.009\n", + " 0.005\n", + " 892.0\n", + " 1240.0\n", " 1.00\n", " \n", " \n", " rho\n", - " 0.476\n", - " 0.172\n", - " 0.140\n", - " 0.776\n", - " 0.006\n", + " 0.459\n", + " 0.163\n", + " 0.160\n", + " 0.760\n", + " 0.005\n", " 0.003\n", - " 825.0\n", - " 1093.0\n", + " 899.0\n", + " 1216.0\n", " 1.00\n", " \n", " \n", " normal\n", " alpha\n", - " 3.022\n", - " 0.454\n", - " 2.231\n", - " 3.864\n", - " 0.024\n", - " 0.015\n", - " 350.0\n", - " 559.0\n", + " 3.073\n", + " 0.418\n", + " 2.310\n", + " 3.893\n", + " 0.020\n", + " 0.012\n", + " 419.0\n", + " 729.0\n", " 1.01\n", " \n", " \n", " rho\n", - " -0.019\n", - " 0.369\n", - " -0.660\n", - " 0.605\n", - " 0.019\n", - " 0.008\n", - " 350.0\n", - " 591.0\n", + " -0.070\n", + " 0.353\n", + " -0.698\n", + " 0.555\n", + " 0.017\n", + " 0.007\n", + " 419.0\n", + " 745.0\n", " 1.01\n", " \n", " \n", " spike_slab\n", " alpha\n", - " 2.958\n", - " 0.231\n", - " 2.485\n", - " 3.504\n", - " 0.021\n", - " 0.022\n", - " 209.0\n", - " 51.0\n", - " 1.03\n", + " 3.023\n", + " 0.151\n", + " 2.767\n", + " 3.268\n", + " 0.010\n", + " 0.027\n", + " 645.0\n", + " 245.0\n", + " 1.01\n", " \n", " \n", " rho\n", - " 0.039\n", - " 0.202\n", - " -0.296\n", - " 0.594\n", - " 0.018\n", + " -0.033\n", + " 0.144\n", + " -0.279\n", + " 0.228\n", + " 0.008\n", " 0.017\n", - " 211.0\n", - " 47.0\n", - " 1.03\n", + " 639.0\n", + " 248.0\n", + " 1.01\n", " \n", " \n", " horseshoe\n", " alpha\n", - " 3.059\n", - " 0.241\n", - " 2.659\n", - " 3.603\n", + " 3.145\n", + " 0.233\n", + " 2.733\n", + " 3.676\n", + " 0.013\n", " 0.012\n", - " 0.010\n", - " 536.0\n", - " 467.0\n", + " 488.0\n", + " 286.0\n", " 1.01\n", " \n", " \n", " rho\n", - " -0.053\n", - " 0.217\n", - " -0.547\n", - " 0.295\n", + " -0.144\n", + " 0.206\n", + " -0.620\n", + " 0.195\n", " 0.010\n", - " 0.007\n", - " 537.0\n", - " 462.0\n", + " 0.008\n", + " 484.0\n", + " 312.0\n", " 1.01\n", " \n", " \n", " exclusion_restriction\n", " alpha\n", - " 2.933\n", - " 0.113\n", - " 2.734\n", - " 3.158\n", + " 3.020\n", + " 0.117\n", + " 2.796\n", + " 3.224\n", " 0.003\n", - " 0.002\n", - " 2041.0\n", - " 1863.0\n", + " 0.003\n", + " 1531.0\n", + " 1492.0\n", " 1.00\n", " \n", " \n", " rho\n", - " 0.065\n", - " 0.112\n", - " -0.143\n", - " 0.278\n", - " 0.002\n", - " 0.002\n", - " 2044.0\n", - " 1887.0\n", + " -0.031\n", + " 0.120\n", + " -0.251\n", + " 0.191\n", + " 0.003\n", + " 0.003\n", + " 1546.0\n", + " 1530.0\n", " 1.00\n", " \n", " \n", " tight_rho_spike_slab\n", " alpha\n", - " 2.627\n", - " 0.275\n", - " 2.072\n", - " 3.014\n", + " 2.829\n", + " 0.145\n", + " 2.589\n", + " 3.075\n", + " 0.007\n", " 0.013\n", - " 0.009\n", - " 482.0\n", - " 771.0\n", + " 860.0\n", + " 456.0\n", " 1.01\n", " \n", " \n", " rho\n", - " 0.323\n", - " 0.197\n", - " 0.017\n", - " 0.702\n", - " 0.009\n", - " 0.004\n", - " 483.0\n", - " 777.0\n", + " 0.161\n", + " 0.128\n", + " -0.074\n", + " 0.390\n", + " 0.005\n", + " 0.007\n", + " 858.0\n", + " 453.0\n", " 1.01\n", " \n", " \n", @@ -1392,35 +1919,35 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean \\\n", - "rho_tight alpha 2.415 0.285 1.874 2.914 0.010 \n", - " rho 0.476 0.172 0.140 0.776 0.006 \n", - "normal alpha 3.022 0.454 2.231 3.864 0.024 \n", - " rho -0.019 0.369 -0.660 0.605 0.019 \n", - "spike_slab alpha 2.958 0.231 2.485 3.504 0.021 \n", - " rho 0.039 0.202 -0.296 0.594 0.018 \n", - "horseshoe alpha 3.059 0.241 2.659 3.603 0.012 \n", - " rho -0.053 0.217 -0.547 0.295 0.010 \n", - "exclusion_restriction alpha 2.933 0.113 2.734 3.158 0.003 \n", - " rho 0.065 0.112 -0.143 0.278 0.002 \n", - "tight_rho_spike_slab alpha 2.627 0.275 2.072 3.014 0.013 \n", - " rho 0.323 0.197 0.017 0.702 0.009 \n", + "rho_tight alpha 2.453 0.245 2.001 2.933 0.009 \n", + " rho 0.459 0.163 0.160 0.760 0.005 \n", + "normal alpha 3.073 0.418 2.310 3.893 0.020 \n", + " rho -0.070 0.353 -0.698 0.555 0.017 \n", + "spike_slab alpha 3.023 0.151 2.767 3.268 0.010 \n", + " rho -0.033 0.144 -0.279 0.228 0.008 \n", + "horseshoe alpha 3.145 0.233 2.733 3.676 0.013 \n", + " rho -0.144 0.206 -0.620 0.195 0.010 \n", + "exclusion_restriction alpha 3.020 0.117 2.796 3.224 0.003 \n", + " rho -0.031 0.120 -0.251 0.191 0.003 \n", + "tight_rho_spike_slab alpha 2.829 0.145 2.589 3.075 0.007 \n", + " rho 0.161 0.128 -0.074 0.390 0.005 \n", "\n", " mcse_sd ess_bulk ess_tail r_hat \n", - "rho_tight alpha 0.008 825.0 1109.0 1.00 \n", - " rho 0.003 825.0 1093.0 1.00 \n", - "normal alpha 0.015 350.0 559.0 1.01 \n", - " rho 0.008 350.0 591.0 1.01 \n", - "spike_slab alpha 0.022 209.0 51.0 1.03 \n", - " rho 0.017 211.0 47.0 1.03 \n", - "horseshoe alpha 0.010 536.0 467.0 1.01 \n", - " rho 0.007 537.0 462.0 1.01 \n", - "exclusion_restriction alpha 0.002 2041.0 1863.0 1.00 \n", - " rho 0.002 2044.0 1887.0 1.00 \n", - "tight_rho_spike_slab alpha 0.009 482.0 771.0 1.01 \n", - " rho 0.004 483.0 777.0 1.01 " + "rho_tight alpha 0.005 892.0 1240.0 1.00 \n", + " rho 0.003 899.0 1216.0 1.00 \n", + "normal alpha 0.012 419.0 729.0 1.01 \n", + " rho 0.007 419.0 745.0 1.01 \n", + "spike_slab alpha 0.027 645.0 245.0 1.01 \n", + " rho 0.017 639.0 248.0 1.01 \n", + "horseshoe alpha 0.012 488.0 286.0 1.01 \n", + " rho 0.008 484.0 312.0 1.01 \n", + "exclusion_restriction alpha 0.003 1531.0 1492.0 1.00 \n", + " rho 0.003 1546.0 1530.0 1.00 \n", + "tight_rho_spike_slab alpha 0.013 860.0 456.0 1.01 \n", + " rho 0.007 858.0 453.0 1.01 " ] }, - "execution_count": 124, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1436,7 +1963,7 @@ " idata_unconfounded[\"spike_and_slab\"], var_names=[\"alpha\", \"rho\"]\n", " ),\n", " \"horseshoe\": az.summary(\n", - " idata_unconfounded[\"horsehoe\"], var_names=[\"alpha\", \"rho\"]\n", + " idata_unconfounded[\"horseshoe\"], var_names=[\"alpha\", \"rho\"]\n", " ),\n", " \"exclusion_restriction\": az.summary(\n", " idata_unconfounded[\"exclusion\"], var_names=[\"alpha\", \"rho\"]\n", @@ -1463,7 +1990,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## The Confounded Case\n", + "### The Confounded Case\n", "\n", "While the unconfounded case provides a useful benchmark, most real-world observational studies involve some degree of endogenous treatment assignment. In our simulations, this occurs when the residuals of the treatment and outcome equations are correlated. This demonstrates that controlling only for measured variables is insufficient when unobserved confounders influence both treatment and outcome.\n", "\n", @@ -1482,78 +2009,455 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Sampling: [alpha, beta_O_raw, beta_T_raw, gamma_O_u, gamma_T_u, likelihood, m, pi_O, pi_T, rho, s, sigma_U, sigma_V]\n" + "Sampling: [alpha, beta_O_raw, beta_T_raw, gamma_O_u, gamma_T_u, likelihood, m, pi_O, pi_T, rho, s, sigma_U, sigma_V]\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [pi_O, beta_O_raw, gamma_O_u, pi_T, beta_T_raw, gamma_T_u, alpha, sigma_U, sigma_V, m, s, rho]\n" ] }, - { - "ename": "NotImplementedError", - "evalue": "Cannot convert None to a tensor variable.", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mNotImplementedError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[144]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m idata_confounded = \u001b[43mfit_models\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfit_kwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodels_confounded\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[109]\u001b[39m\u001b[32m, line 12\u001b[39m, in \u001b[36mfit_models\u001b[39m\u001b[34m(fit_kwargs, models)\u001b[39m\n\u001b[32m 10\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mfit_models\u001b[39m(fit_kwargs, models):\n\u001b[32m---> \u001b[39m\u001b[32m12\u001b[39m idata_spike_and_slab = \u001b[43msample_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodels\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mspike_and_slab\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfit_kwargs\u001b[49m\u001b[43m=\u001b[49m\u001b[43mfit_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 13\u001b[39m idata_horseshoe = sample_model(models[\u001b[33m'\u001b[39m\u001b[33mhorseshoe\u001b[39m\u001b[33m'\u001b[39m],fit_kwargs=fit_kwargs)\n\u001b[32m 14\u001b[39m idata_excl = sample_model(models[\u001b[33m'\u001b[39m\u001b[33mexclusion\u001b[39m\u001b[33m'\u001b[39m], fit_kwargs=fit_kwargs)\n", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[109]\u001b[39m\u001b[32m, line 4\u001b[39m, in \u001b[36msample_model\u001b[39m\u001b[34m(model, fit_kwargs)\u001b[39m\n\u001b[32m 2\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m model: \n\u001b[32m 3\u001b[39m idata = pm.sample_prior_predictive()\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m idata.extend(\u001b[43mpm\u001b[49m\u001b[43m.\u001b[49m\u001b[43msample\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdraws\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m1000\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtune\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m2000\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtarget_accept\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m.95\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mfit_kwargs\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[32m 5\u001b[39m idata.extend(pm.sample_posterior_predictive(idata))\n\u001b[32m 6\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m idata\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/sampling/mcmc.py:782\u001b[39m, in \u001b[36msample\u001b[39m\u001b[34m(draws, tune, chains, cores, random_seed, progressbar, progressbar_theme, step, var_names, nuts_sampler, initvals, init, jitter_max_retries, n_init, trace, discard_tuned_samples, compute_convergence_checks, keep_warning_stat, return_inferencedata, idata_kwargs, nuts_sampler_kwargs, callback, mp_ctx, blas_cores, model, compile_kwargs, **kwargs)\u001b[39m\n\u001b[32m 779\u001b[39m msg = \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mOnly \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mdraws\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m samples per chain. Reliable r-hat and ESS diagnostics require longer chains for accurate estimate.\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 780\u001b[39m _log.warning(msg)\n\u001b[32m--> \u001b[39m\u001b[32m782\u001b[39m provided_steps, selected_steps = \u001b[43massign_step_methods\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethods\u001b[49m\u001b[43m=\u001b[49m\u001b[43mpm\u001b[49m\u001b[43m.\u001b[49m\u001b[43mSTEP_METHODS\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 783\u001b[39m exclusive_nuts = (\n\u001b[32m 784\u001b[39m \u001b[38;5;66;03m# User provided an instantiated NUTS step, and nothing else is needed\u001b[39;00m\n\u001b[32m 785\u001b[39m (\u001b[38;5;129;01mnot\u001b[39;00m selected_steps \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(provided_steps) == \u001b[32m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(provided_steps[\u001b[32m0\u001b[39m], NUTS))\n\u001b[32m (...)\u001b[39m\u001b[32m 792\u001b[39m )\n\u001b[32m 793\u001b[39m )\n\u001b[32m 795\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m nuts_sampler != \u001b[33m\"\u001b[39m\u001b[33mpymc\u001b[39m\u001b[33m\"\u001b[39m:\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/sampling/mcmc.py:245\u001b[39m, in \u001b[36massign_step_methods\u001b[39m\u001b[34m(model, step, methods)\u001b[39m\n\u001b[32m 243\u001b[39m methods_list: \u001b[38;5;28mlist\u001b[39m[\u001b[38;5;28mtype\u001b[39m[BlockedStep]] = \u001b[38;5;28mlist\u001b[39m(methods \u001b[38;5;129;01mor\u001b[39;00m pm.STEP_METHODS)\n\u001b[32m 244\u001b[39m selected_steps: \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mtype\u001b[39m[BlockedStep], \u001b[38;5;28mlist\u001b[39m] = {}\n\u001b[32m--> \u001b[39m\u001b[32m245\u001b[39m model_logp = \u001b[43mmodel\u001b[49m\u001b[43m.\u001b[49m\u001b[43mlogp\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 247\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m var \u001b[38;5;129;01min\u001b[39;00m model.value_vars:\n\u001b[32m 248\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m var \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m assigned_vars:\n\u001b[32m 249\u001b[39m \u001b[38;5;66;03m# determine if a gradient can be computed\u001b[39;00m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/model/core.py:715\u001b[39m, in \u001b[36mModel.logp\u001b[39m\u001b[34m(self, vars, jacobian, sum)\u001b[39m\n\u001b[32m 712\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28msum\u001b[39m:\n\u001b[32m 713\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m logp_factors\n\u001b[32m--> \u001b[39m\u001b[32m715\u001b[39m logp_scalar = \u001b[43mvariadic_add\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 716\u001b[39m \u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m(\u001b[49m\u001b[43mas_tensor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfactor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mallow_xtensor_conversion\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43msum\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mfactor\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mlogp_factors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 717\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 718\u001b[39m logp_scalar_name = \u001b[33m\"\u001b[39m\u001b[33m__logp\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m jacobian \u001b[38;5;28;01melse\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33m__logp_nojac\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 719\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.name:\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/model/core.py:716\u001b[39m, in \u001b[36m\u001b[39m\u001b[34m(.0)\u001b[39m\n\u001b[32m 712\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28msum\u001b[39m:\n\u001b[32m 713\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m logp_factors\n\u001b[32m 715\u001b[39m logp_scalar = variadic_add(\n\u001b[32m--> \u001b[39m\u001b[32m716\u001b[39m *(\u001b[43mas_tensor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfactor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mallow_xtensor_conversion\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m.sum() \u001b[38;5;28;01mfor\u001b[39;00m factor \u001b[38;5;129;01min\u001b[39;00m logp_factors)\n\u001b[32m 717\u001b[39m )\n\u001b[32m 718\u001b[39m logp_scalar_name = \u001b[33m\"\u001b[39m\u001b[33m__logp\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m jacobian \u001b[38;5;28;01melse\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33m__logp_nojac\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 719\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.name:\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pytensor/tensor/__init__.py:50\u001b[39m, in \u001b[36mas_tensor_variable\u001b[39m\u001b[34m(x, name, ndim, **kwargs)\u001b[39m\n\u001b[32m 18\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mas_tensor_variable\u001b[39m(\n\u001b[32m 19\u001b[39m x: TensorLike, name: \u001b[38;5;28mstr\u001b[39m | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m, ndim: \u001b[38;5;28mint\u001b[39m | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m, **kwargs\n\u001b[32m 20\u001b[39m ) -> \u001b[33m\"\u001b[39m\u001b[33mTensorVariable\u001b[39m\u001b[33m\"\u001b[39m:\n\u001b[32m 21\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Convert `x` into an equivalent `TensorVariable`.\u001b[39;00m\n\u001b[32m 22\u001b[39m \n\u001b[32m 23\u001b[39m \u001b[33;03m This function can be used to turn ndarrays, numbers, `ScalarType` instances,\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 48\u001b[39m \n\u001b[32m 49\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m50\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_as_tensor_variable\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mndim\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/functools.py:934\u001b[39m, in \u001b[36msingledispatch..wrapper\u001b[39m\u001b[34m(*args, **kw)\u001b[39m\n\u001b[32m 931\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m args:\n\u001b[32m 932\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfuncname\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m requires at least \u001b[39m\u001b[33m'\u001b[39m\n\u001b[32m 933\u001b[39m \u001b[33m'\u001b[39m\u001b[33m1 positional argument\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m934\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m[\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m.\u001b[49m\u001b[34;43m__class__\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pytensor/tensor/__init__.py:57\u001b[39m, in \u001b[36m_as_tensor_variable\u001b[39m\u001b[34m(x, name, ndim, **kwargs)\u001b[39m\n\u001b[32m 53\u001b[39m \u001b[38;5;129m@singledispatch\u001b[39m\n\u001b[32m 54\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m_as_tensor_variable\u001b[39m(\n\u001b[32m 55\u001b[39m x: TensorLike, name: \u001b[38;5;28mstr\u001b[39m | \u001b[38;5;28;01mNone\u001b[39;00m, ndim: \u001b[38;5;28mint\u001b[39m | \u001b[38;5;28;01mNone\u001b[39;00m, **kwargs\n\u001b[32m 56\u001b[39m ) -> \u001b[33m\"\u001b[39m\u001b[33mTensorVariable\u001b[39m\u001b[33m\"\u001b[39m:\n\u001b[32m---> \u001b[39m\u001b[32m57\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mCannot convert \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[33m to a tensor variable.\u001b[39m\u001b[33m\"\u001b[39m)\n", - "\u001b[31mNotImplementedError\u001b[39m: Cannot convert None to a tensor variable." - ] - } - ], - "source": [ - "idata_confounded = fit_models(fit_kwargs, models_confounded)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The forest plot below compares posterior estimates of the treatment effect ($\\alpha$) and the confounding correlation ($\\rho$) across model specifications when \n", - "$\\rho = .6$ in the data-generating process.\n", - "\n", - "The baseline normal model—which places diffuse priors on all parameters—clearly reflects the presence of endogeneity. Its posterior mean for $\\alpha$ is biased upward relative to the true value of 3, and the estimated $\\rho$ is positive, confirming that the model detects correlation between treatment and outcome disturbances. This behaviour mirrors the familiar bias of OLS under confounding: without structural constraints or informative priors, the model attributes part of the outcome variation caused by unobserved factors to the treatment itself.\n", - "\n", - "By contrast, models that introduce structure through priors—either by tightening the prior range on $\\rho$ or imposing shrinkage on the regression coefficients—perform noticeably better. The tight-$\\rho$ models regularize the latent correlation, effectively limiting the extent to which endogeneity can distort inference, while spike-and-slab and horseshoe priors perform selective shrinkage on the covariates, allowing the model to emphasize variables that genuinely predict the treatment. This helps isolate more valid “instrument-like” components of variation, pulling the posterior of $\\alpha$ closer to the true causal effect.\n", - "\n", - "The exclusion-restriction specification, which enforces prior beliefs about which covariates affect only the treatment or only the outcome, performs best overall. The imposed restrictions recover both the correct treatment effect and a realistic estimate of residual correlation.\n", - "\n", - "Together, these results illustrate the power of Bayesian joint modelling: even in the presence of confounding, appropriate prior structure enables partial recovery of causal effects. Importantly, the priors do not simply “fix” the bias—they make explicit the trade-offs between flexibility and identification. This transparency is one of the key advantages of Bayesian causal inference over traditional reduced-form methods." - ] - }, - { - "cell_type": "code", - "execution_count": 147, - "metadata": {}, - "outputs": [ { "data": { - "image/png": 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" + "Output()" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "ax = az.plot_forest(\n", - " [\n", - " idata_confounded[\"spike_and_slab\"],\n", - " idata_confounded[\"horsehoe\"],\n", + }, + { + "data": { + "text/html": [ + "
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+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 461 seconds.\n",
+      "There were 8 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
+      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n",
+      "Sampling: [likelihood]\n"
+     ]
+    },
+    {
+     "data": {
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+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+      ],
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling: [alpha, beta_O_raw, beta_T_raw, c2_O, c2_T, lambda_O, lambda_T, likelihood, m, rho, s, sigma_U, sigma_V, tau_O, tau_T]\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [tau_O, lambda_O, c2_O, beta_O_raw, tau_T, lambda_T, c2_T, beta_T_raw, alpha, sigma_U, sigma_V, m, s, rho]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "86b3c586aeac443cbcb818e59e078efe",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+      ],
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 255 seconds.\n",
+      "There were 3 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "Sampling: [likelihood]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8687e23bc4794e42b1eaae0013223c3d",
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+      },
+      "text/plain": [
+       "Output()"
+      ]
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling: [alpha, beta_O, beta_T, likelihood, m, rho, s, sigma_U, sigma_V]\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [beta_O, beta_T, alpha, sigma_U, sigma_V, m, s, rho]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c005033838094fcd92a93e7b1d01f80c",
+       "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 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 135 seconds.\n",
+      "There were 6 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "Sampling: [likelihood]\n"
+     ]
+    },
+    {
+     "data": {
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+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+     "output_type": "display_data"
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+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling: [alpha, beta_O, beta_T, likelihood, m, rho, s, sigma_U, sigma_V]\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [beta_O, beta_T, alpha, sigma_U, sigma_V, m, s, rho]\n"
+     ]
+    },
+    {
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+       "model_id": "1826da07e49d4c579ad059a010d0984f",
+       "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 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 138 seconds.\n",
+      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
+      "Sampling: [likelihood]\n"
+     ]
+    },
+    {
+     "data": {
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+       "model_id": "1316d486a78147c59fe3ed64c015c3e6",
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+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+      ],
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling: [alpha, beta_O, beta_T, likelihood, m, rho, s, sigma_U, sigma_V]\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [beta_O, beta_T, alpha, sigma_U, sigma_V, m, s, rho]\n"
+     ]
+    },
+    {
+     "data": {
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+       "model_id": "144b03a864f347c68b20e23f182292e7",
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+       "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 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 100 seconds.\n",
+      "Sampling: [likelihood]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "9f2e92854b5346d099005edabc2dc3cb",
+       "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: [alpha, beta_O_raw, beta_T_raw, gamma_O_u, gamma_T_u, likelihood, m, pi_O, pi_T, rho, s, sigma_U, sigma_V]\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [pi_O, beta_O_raw, gamma_O_u, pi_T, beta_T_raw, gamma_T_u, alpha, sigma_U, sigma_V, m, s, rho]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "83c65552d2f843c3827951293acaa0bd",
+       "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 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 492 seconds.\n",
+      "There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
+      "Sampling: [likelihood]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "bd2ed506dce1418799b686bf34d9f9dd",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "idata_confounded = fit_models(fit_kwargs, models_confounded)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The forest plot below compares posterior estimates of the treatment effect ($\\alpha$) and the confounding correlation ($\\rho$) across model specifications when \n",
+    "$\\rho = .6$ in the data-generating process.\n",
+    "\n",
+    "The baseline normal model—which places diffuse priors on all parameters—clearly reflects the presence of endogeneity. Its posterior mean for $\\alpha$ is biased upward relative to the true value of 3, and the estimated $\\rho$ is positive, confirming that the model detects correlation between treatment and outcome disturbances. This behaviour mirrors the familiar bias of OLS under confounding: without structural constraints or informative priors, the model attributes part of the outcome variation caused by unobserved factors to the treatment itself.\n",
+    "\n",
+    "By contrast, models that introduce structure through priors—either by tightening the prior range on $\\rho$ or imposing shrinkage on the regression coefficients—perform noticeably better. The tight-$\\rho$ models regularize the latent correlation, effectively limiting the extent to which endogeneity can distort inference, while spike-and-slab and horseshoe priors perform selective shrinkage on the covariates, allowing the model to emphasize variables that genuinely predict the treatment. This helps isolate more valid “instrument-like” components of variation, pulling the posterior of $\\alpha$ closer to the true causal effect.\n",
+    "\n",
+    "The exclusion-restriction specification, which enforces prior beliefs about which covariates affect only the treatment or only the outcome, performs best overall. The imposed restrictions recover both the correct treatment effect and a realistic estimate of residual correlation.\n",
+    "\n",
+    "Together, these results illustrate the power of Bayesian joint modelling: even in the presence of confounding, appropriate prior structure enables partial recovery of causal effects. Importantly, the priors do not simply “fix” the bias—they make explicit the trade-offs between flexibility and identification. This transparency is one of the key advantages of Bayesian causal inference over traditional reduced-form methods."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = az.plot_forest(\n", + " [\n", + " idata_confounded[\"spike_and_slab\"],\n", + " idata_confounded[\"horseshoe\"],\n", " idata_confounded[\"exclusion\"],\n", " idata_confounded[\"normal\"],\n", " idata_confounded[\"rho_tight\"],\n", @@ -1587,12 +2491,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1612,7 +2516,7 @@ " ax=axs[0],\n", ")\n", "az.plot_pair(\n", - " idata_confounded[\"horsehoe\"],\n", + " idata_confounded[\"horseshoe\"],\n", " var_names=[\"alpha\", \"rho\"],\n", " kind=\"kde\",\n", " divergences=True,\n", @@ -1676,7 +2580,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1716,152 +2620,152 @@ " \n", " rho_tight\n", " alpha\n", - " 3.039\n", - " 0.259\n", - " 2.540\n", - " 3.489\n", - " 0.011\n", - " 0.011\n", - " 697.0\n", - " 557.0\n", - " 1.01\n", + " 3.071\n", + " 0.267\n", + " 2.565\n", + " 3.525\n", + " 0.010\n", + " 0.009\n", + " 729.0\n", + " 851.0\n", + " 1.00\n", " \n", " \n", " rho\n", - " 0.519\n", - " 0.170\n", - " 0.225\n", - " 0.863\n", + " 0.521\n", + " 0.173\n", + " 0.200\n", + " 0.838\n", " 0.006\n", " 0.003\n", - " 687.0\n", - " 536.0\n", - " 1.01\n", + " 733.0\n", + " 844.0\n", + " 1.00\n", " \n", " \n", " normal\n", " alpha\n", - " 3.497\n", - " 0.385\n", - " 2.799\n", - " 4.214\n", + " 3.574\n", + " 0.372\n", + " 2.876\n", + " 4.259\n", " 0.018\n", - " 0.009\n", - " 451.0\n", - " 939.0\n", + " 0.012\n", + " 413.0\n", + " 603.0\n", " 1.01\n", " \n", " \n", " rho\n", - " 0.069\n", - " 0.384\n", - " -0.596\n", - " 0.727\n", + " 0.031\n", + " 0.372\n", + " -0.595\n", + " 0.713\n", " 0.018\n", " 0.007\n", - " 452.0\n", - " 974.0\n", + " 412.0\n", + " 626.0\n", " 1.01\n", " \n", " \n", " spike_slab\n", " alpha\n", - " 3.195\n", - " 0.128\n", - " 2.971\n", - " 3.364\n", - " 0.011\n", - " 0.026\n", - " 600.0\n", - " 144.0\n", - " 1.01\n", + " 3.287\n", + " 0.509\n", + " 2.516\n", + " 3.990\n", + " 0.104\n", + " 0.008\n", + " 30.0\n", + " 662.0\n", + " 1.09\n", " \n", " \n", " rho\n", - " 0.417\n", - " 0.131\n", - " 0.243\n", - " 0.606\n", - " 0.013\n", - " 0.033\n", - " 598.0\n", - " 136.0\n", - " 1.01\n", + " 0.258\n", + " 0.466\n", + " -0.388\n", + " 0.831\n", + " 0.098\n", + " 0.008\n", + " 30.0\n", + " 732.0\n", + " 1.09\n", " \n", " \n", " horseshoe\n", " alpha\n", - " 3.286\n", - " 0.205\n", - " 2.979\n", - " 3.771\n", - " 0.009\n", + " 3.458\n", + " 0.382\n", + " 2.756\n", + " 3.978\n", + " 0.017\n", " 0.007\n", - " 643.0\n", - " 685.0\n", - " 1.00\n", + " 561.0\n", + " 1218.0\n", + " 1.01\n", " \n", " \n", " rho\n", - " 0.317\n", - " 0.223\n", - " -0.212\n", - " 0.626\n", - " 0.010\n", - " 0.009\n", - " 648.0\n", - " 690.0\n", - " 1.00\n", + " 0.130\n", + " 0.381\n", + " -0.402\n", + " 0.749\n", + " 0.016\n", + " 0.004\n", + " 567.0\n", + " 1277.0\n", + " 1.01\n", " \n", " \n", " exclusion_restriction\n", " alpha\n", - " 3.179\n", - " 0.086\n", - " 3.025\n", - " 3.345\n", - " 0.002\n", - " 0.001\n", - " 2146.0\n", - " 2529.0\n", + " 2.766\n", + " 0.152\n", + " 2.477\n", + " 3.039\n", + " 0.005\n", + " 0.004\n", + " 1336.0\n", + " 1864.0\n", " 1.00\n", " \n", " \n", " rho\n", - " 0.436\n", - " 0.079\n", - " 0.287\n", - " 0.580\n", + " 0.718\n", + " 0.061\n", + " 0.610\n", + " 0.840\n", " 0.002\n", " 0.001\n", - " 2121.0\n", - " 2617.0\n", + " 1363.0\n", + " 1696.0\n", " 1.00\n", " \n", " \n", " tight_rho_spike_slab\n", " alpha\n", - " 3.147\n", - " 0.090\n", - " 2.978\n", - " 3.312\n", - " 0.002\n", - " 0.002\n", - " 2708.0\n", - " 2001.0\n", - " 1.00\n", + " 2.841\n", + " 0.227\n", + " 2.413\n", + " 3.258\n", + " 0.009\n", + " 0.006\n", + " 687.0\n", + " 864.0\n", + " 1.01\n", " \n", " \n", " rho\n", - " 0.464\n", - " 0.077\n", - " 0.321\n", - " 0.609\n", - " 0.002\n", - " 0.002\n", - " 2642.0\n", - " 1955.0\n", - " 1.00\n", + " 0.671\n", + " 0.114\n", + " 0.450\n", + " 0.858\n", + " 0.004\n", + " 0.003\n", + " 675.0\n", + " 779.0\n", + " 1.01\n", " \n", " \n", "\n", @@ -1869,35 +2773,35 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean \\\n", - "rho_tight alpha 3.039 0.259 2.540 3.489 0.011 \n", - " rho 0.519 0.170 0.225 0.863 0.006 \n", - "normal alpha 3.497 0.385 2.799 4.214 0.018 \n", - " rho 0.069 0.384 -0.596 0.727 0.018 \n", - "spike_slab alpha 3.195 0.128 2.971 3.364 0.011 \n", - " rho 0.417 0.131 0.243 0.606 0.013 \n", - "horseshoe alpha 3.286 0.205 2.979 3.771 0.009 \n", - " rho 0.317 0.223 -0.212 0.626 0.010 \n", - "exclusion_restriction alpha 3.179 0.086 3.025 3.345 0.002 \n", - " rho 0.436 0.079 0.287 0.580 0.002 \n", - "tight_rho_spike_slab alpha 3.147 0.090 2.978 3.312 0.002 \n", - " rho 0.464 0.077 0.321 0.609 0.002 \n", + "rho_tight alpha 3.071 0.267 2.565 3.525 0.010 \n", + " rho 0.521 0.173 0.200 0.838 0.006 \n", + "normal alpha 3.574 0.372 2.876 4.259 0.018 \n", + " rho 0.031 0.372 -0.595 0.713 0.018 \n", + "spike_slab alpha 3.287 0.509 2.516 3.990 0.104 \n", + " rho 0.258 0.466 -0.388 0.831 0.098 \n", + "horseshoe alpha 3.458 0.382 2.756 3.978 0.017 \n", + " rho 0.130 0.381 -0.402 0.749 0.016 \n", + "exclusion_restriction alpha 2.766 0.152 2.477 3.039 0.005 \n", + " rho 0.718 0.061 0.610 0.840 0.002 \n", + "tight_rho_spike_slab alpha 2.841 0.227 2.413 3.258 0.009 \n", + " rho 0.671 0.114 0.450 0.858 0.004 \n", "\n", " mcse_sd ess_bulk ess_tail r_hat \n", - "rho_tight alpha 0.011 697.0 557.0 1.01 \n", - " rho 0.003 687.0 536.0 1.01 \n", - "normal alpha 0.009 451.0 939.0 1.01 \n", - " rho 0.007 452.0 974.0 1.01 \n", - "spike_slab alpha 0.026 600.0 144.0 1.01 \n", - " rho 0.033 598.0 136.0 1.01 \n", - "horseshoe alpha 0.007 643.0 685.0 1.00 \n", - " rho 0.009 648.0 690.0 1.00 \n", - "exclusion_restriction alpha 0.001 2146.0 2529.0 1.00 \n", - " rho 0.001 2121.0 2617.0 1.00 \n", - "tight_rho_spike_slab alpha 0.002 2708.0 2001.0 1.00 \n", - " rho 0.002 2642.0 1955.0 1.00 " + "rho_tight alpha 0.009 729.0 851.0 1.00 \n", + " rho 0.003 733.0 844.0 1.00 \n", + "normal alpha 0.012 413.0 603.0 1.01 \n", + " rho 0.007 412.0 626.0 1.01 \n", + "spike_slab alpha 0.008 30.0 662.0 1.09 \n", + " rho 0.008 30.0 732.0 1.09 \n", + "horseshoe alpha 0.007 561.0 1218.0 1.01 \n", + " rho 0.004 567.0 1277.0 1.01 \n", + "exclusion_restriction alpha 0.004 1336.0 1864.0 1.00 \n", + " rho 0.001 1363.0 1696.0 1.00 \n", + "tight_rho_spike_slab alpha 0.006 687.0 864.0 1.01 \n", + " rho 0.003 675.0 779.0 1.01 " ] }, - "execution_count": 128, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1913,7 +2817,7 @@ " idata_confounded[\"spike_and_slab\"], var_names=[\"alpha\", \"rho\"]\n", " ),\n", " \"horseshoe\": az.summary(\n", - " idata_confounded[\"horsehoe\"], var_names=[\"alpha\", \"rho\"]\n", + " idata_confounded[\"horseshoe\"], var_names=[\"alpha\", \"rho\"]\n", " ),\n", " \"exclusion_restriction\": az.summary(\n", " idata_confounded[\"exclusion\"], var_names=[\"alpha\", \"rho\"]\n", @@ -1940,12 +2844,12 @@ }, { "cell_type": "code", - "execution_count": 154, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1956,7 +2860,7 @@ ], "source": [ "az.plot_posterior(\n", - " idata_confounded[\"spike_and_slab\"], var_names=[\"beta_O\"], figsize=(20, 10)\n", + " idata_confounded[\"rho_tight_spike_slab\"], var_names=[\"beta_O\"], figsize=(20, 10)\n", ");" ] }, @@ -1973,7 +2877,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## The Binary Case\n", + "### The Binary Treatment Case\n", "\n", "In practice, theory-driven variable selection tends to be more tractable when the treatment is binary. For instance, when a treatment represents a policy adoption, a clinical intervention, or a discrete decision like entering a program or not. In such settings, the causal question is easier to articulate in design terms: What would have happened if this unit had not received the treatment? Because the intervention is categorical, analysts can often draw on institutional knowledge or policy mechanisms to reason about which variables are genuine confounders, which might serve as instruments, and which can be safely excluded. This clarity of design focus makes the binary treatment context an ideal laboratory for contrasting structural Bayesian modeling with the potential outcomes perspective.\n", "\n", @@ -1982,7 +2886,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -2031,8 +2935,22 @@ "~\n", "Data\n", "\n", + "\n", + "\n", + "mu_outcome\n", + "\n", + "mu_outcome\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "X_data->mu_outcome\n", + "\n", + "\n", + "\n", "\n", - "\n", + "\n", "mu_treatment\n", "\n", "mu_treatment\n", @@ -2045,22 +2963,22 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", - "mu_outcome\n", - "\n", - "mu_outcome\n", - "~\n", - "Deterministic\n", + "likelihood_outcome\n", + "\n", + "likelihood_outcome\n", + "~\n", + "Normal\n", "\n", - "\n", - "\n", - "X_data->mu_outcome\n", - "\n", - "\n", + "\n", + "\n", + "mu_outcome->likelihood_outcome\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "likelihood_treatment\n", "\n", "likelihood_treatment\n", @@ -2068,7 +2986,7 @@ "Bernoulli\n", "\n", "\n", - "\n", + "\n", "t_data\n", "\n", "t_data\n", @@ -2087,40 +3005,26 @@ "\n", "\n", "\n", - "\n", - "\n", - "t_data->mu_outcome\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "likelihood_outcome\n", - "\n", - "likelihood_outcome\n", - "~\n", - "Normal\n", - "\n", "\n", - "\n", + "\n", "y_data\n", "\n", "y_data\n", "~\n", "Data\n", "\n", + "\n", + "\n", + "t_data->mu_outcome\n", + "\n", + "\n", + "\n", "\n", "\n", "likelihood_outcome->y_data\n", "\n", "\n", "\n", - "\n", - "\n", - "mu_outcome->likelihood_outcome\n", - "\n", - "\n", - "\n", "\n", "\n", "rho\n", @@ -2138,41 +3042,13 @@ "Deterministic\n", "\n", "\n", - "\n", + "\n", "rho->eps\n", "\n", "\n", "\n", - "\n", - "\n", - "rho_unconstr\n", - "\n", - "rho_unconstr\n", - "~\n", - "Normal\n", - "\n", - "\n", - "\n", - "rho_unconstr->rho\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "alpha\n", - "\n", - "alpha\n", - "~\n", - "Normal\n", - "\n", - "\n", - "\n", - "alpha->mu_outcome\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "sigma_U\n", "\n", "sigma_U\n", @@ -2191,6 +3067,34 @@ "\n", "\n", "\n", + "\n", + "\n", + "alpha\n", + "\n", + "alpha\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "alpha->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "rho_unconstr\n", + "\n", + "rho_unconstr\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "rho_unconstr->rho\n", + "\n", + "\n", + "\n", "\n", "\n", "eps_raw\n", @@ -2200,23 +3104,23 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "eps_raw->eps\n", "\n", "\n", "\n", + "\n", + "\n", + "eps->mu_outcome\n", + "\n", + "\n", + "\n", "\n", "\n", "eps->mu_treatment\n", "\n", "\n", "\n", - "\n", - "\n", - "eps->mu_outcome\n", - "\n", - "\n", - "\n", "\n", "\n", "beta_T\n", @@ -2240,7 +3144,7 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "beta_O->mu_outcome\n", "\n", "\n", @@ -2249,10 +3153,10 @@ "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 173, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -2373,13 +3277,148 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ + "Sampling: [alpha, beta_O, eps_raw, likelihood_outcome, likelihood_treatment, mu_treatment_bart, rho_unconstr, sigma_U]\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "CompoundStep\n", + ">NUTS: [alpha, sigma_U, rho_unconstr, eps_raw, beta_O]\n", + ">PGBART: [mu_treatment_bart]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ae704d2b2e014489ad22d217ceb4ba58", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" + ] + }, + { + "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 99 seconds.\n",
+      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
+      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n",
+      "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [alpha, sigma_U, rho_unconstr, eps_raw, beta_T, beta_O]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "6ae2f578aba240bdb9040cf74b0ff532",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/nathanielforde/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/step_methods/hmc/quadpotential.py:316: RuntimeWarning: overflow encountered in dot\n",
+      "  return 0.5 * np.dot(x, v_out)\n",
+      "/Users/nathanielforde/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/step_methods/hmc/quadpotential.py:316: RuntimeWarning: overflow encountered in dot\n",
+      "  return 0.5 * np.dot(x, v_out)\n"
+     ]
+    },
+    {
+     "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 28 seconds.\n",
+      "Sampling: [alpha, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, mu_outcome_bart, rho_unconstr, sigma_U]\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "CompoundStep\n",
+      ">NUTS: [alpha, sigma_U, rho_unconstr, eps_raw, beta_T]\n",
+      ">PGBART: [mu_outcome_bart]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "257e871160fb4f0f9e351376503e1f54",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n"
+     ]
+    },
+    {
+     "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 96 seconds.\n",
+      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
+      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n",
       "Sampling: [alpha, alpha_O_raw, beta_O, eps_raw, gamma_O_u, likelihood_outcome, likelihood_treatment, mu_treatment_bart, pi_O, rho_unconstr, sigma_U]\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
       "CompoundStep\n",
@@ -2390,7 +3429,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "5eebb246e3914c31be2508081f01c728",
+       "model_id": "e5b6068af2c54460a0e59aa08c67534a",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2422,8 +3461,8 @@
      "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 312 seconds.\n",
-      "There were 53 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 233 seconds.\n",
+      "There were 10 divergences after tuning. Increase `target_accept` or reparameterize.\n",
       "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
       "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n"
      ]
@@ -2445,12 +3484,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 180,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
      "data": {
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XNaxIdiJ/+OGHGjp0qKxWq2666SZ5eXnpt99+U9euXfXBBx9oyJAhV32u77//XsOGDbum91+z6m9t/nWWQsPLKCm0nEw+QbLYErVp82atXr1ac+fO1S+//CIPD49rvTQAAAoNk2EYzDoFAKAIs9vtWr58uSSpTZs2slgskqQ3f/5Hk5cdkCTdVKOEPu/b5Lq/986dOxUcHKzSpUu7rO/bt0/t2rXT8ePHtWjRIt12221XdT6Hw6FWrVpp9erVevHFFzVq1ChZrRfu+ztw4IACAwMVGhp6Xa8DAAAAAAqr42dT9PKPO/THP6ckZe5VPfL26rqnQRmZzUWvAC5Je/bsUa1atWSxWLR48WK1aNHCud6yZUudO3dOO3fuVJUqVVxed6n8e/78+VqyZImaNGmiJk2aaODAgVq6dKlWrVql5s2b5xrDgQOZ+XpkZKQ2Hj6jx7/aqJPxqfKxJSj9p9d0YM8/+vTTTzV48OAb9WsAACDfYzQ6AABFnMViUfv27dW+fXtnEi657hGefoP2CK9Zs2aOIrgkVa5cWY8//rgk6a+//rrq802bNk2rV6/WvffeqzfeeMOlCC5lfkFAERwAAAAArszuMDTt74O6+b2l+uOfU7KaTXq0baQWD2+n7o3KFtkiuCR98MEHstlsGjx4sLMILklVq1bViy++KJvNpg8//DDH6y6Vf995551677331LNnT1WuXPmqYoiMjFRkZKQkqWFEMf30VGs1Ll9MKdYAJVW/Q9K15dMAABRGFMIBALiOoqKiZDKZ1L59eyUlJemZZ55RuXLl5OPjo4YNG+qnn35yHjtnzhw1bdpUfn5+KlmypIYMGaKUlJQc50xMTNRrr72mOnXqyNfX17nv2Lx583KNYeHChRowYIBq1KihwMBA+fn5qV69enrzzTeVlpaW4/hp06bJZDJp1KhROnz4sHr16qWwsDC93r2hTkx/Wsn71ijDdmNGo19O1pcCnp6eV/2aSZMmSZKeffbZGxITAAAAABRGF+ey/QY9qYDi4RrQvrr2TX5Spc5t189D2+iFzjX0y0/z8nUu6+Pjo8aNG7vk39db1j7g3bt3z/HcfffdJ0k39P1zExbgpa8GNtMddUvJbmTepHAwLk0MhAUAFGWMRgcA4DqKiopSxYoV1aJFCzkcDu3fv1/NmzdXYmKili1bJpPJpF9++UXbtm3Tc889pyZNmqhkyZJavny5YmNj1atXL3399dfO8506dUodO3bUzp07VaZMGTVq1EjJyclatWqVkpKSNGbMGI0cOdIlhvDwcCUlJalWrVqKiIhQfHy81q5dqzNnzqhjx4767bffXO48nzJligYOHKhmzZrp4MGD8vb2VsOGDbXun4M6tnuLZDKr9RPvaPlH17Zf2X9x5MgRtW3bVlFRUVq+fLlat259xdckJCQoODhYfn5+Onv2rNasWaP58+crLi5OERER6tatm2rXrp0H0QMAAABAwZKVyzZv3kLHzybr6KGD8ipdTSZbmlKObJc5H+ay06ZNU//+/dW3b18tWrTImcueOnVKq1atktls1qJFi3TLLbdc19/V2bNnVaxYMUmZxX4/P78cx4SFhen06dM6e/asgoKCnOsZGRmaPHmyJOnRRx+95P7d7du3v+Jo9EuJjY1TvRbtdGzvdhXv8qwG9uuj1++qLQ8LPXEAgCLIAAAA183BgwcNSYYko3379kZcXJzzuS+++MKQZFSuXNkICQkxli1b5nzu2LFjRokSJQxJxv79+53rt99+uyHJeO6554z09HTn+v79+41KlSoZFovF2LJli0sMc+fONRITE13W4uPjjS5duhiSjOnTp7s8N3HiRGfMgwcPNjIyMgzDMIzn5mwxinV6xJBkhFSql+Nay5cv73zd1f45ePBgrr+3lStXGn379jV69+5tdOzY0fD09DTMZrPxxhtvXP4Xns3q1asNSUaDBg2MJ554Isd7m0wmY8SIEVd9PgAAAAAoKrLnsl4RdYyyQ781Bk5fZxw/m5xvc9msuCQZTz31lDOXNQzDGD9+vCHJaNOmTY5r/a+57JYtWwxJRrFixS75+6xfv74hydi6davLemJiovOcF19rdu3atTMkGatWrbrkMVn27Nlj9O3b13jooYeMW265xfD39zckGR3u6mVUeP4no/zzC4w+U9YYSWkZVzwXAACFjevGmQAA4LqwWCz67LPPnHeJS1KfPn303HPPad++fXr55ZfVpk0b53OlS5fWgw8+qPfff1/Lli1TZGSkNm/erEWLFqlly5Z66623ZDJd2H8tMjJS7777ru666y59/vnnLnuP3XXXXTniCQgI0Pvvv68FCxboxx9/VJ8+fXKNe8yYMc59tW0OQwENu+jc39/oTNQOpaenu4wp7969u06fPn1Nvxd/f/9c1/fv36/p06c7fzabzXr11Vc1fPjwqz73mTNnJEnbtm3Tpk2bNHz4cD3xxBPy9/fXvHnzNHToUI0bN06RkZEaPHjwNcUNAAAAAIWVYRiat+lo5g8msyp0G6Z3BrTRHXVKyWQy5ftcNuucWbmsJD3xxBN69dVXtXr16uueyyYmJkqSfH19L3l8Vpd41rE30qlTp1zyaUl68sknNXr0aK05mqKnvtmopXti1PvzNfqiX1MF+ebehQ4AQGFEIRwAgBugQoUKqly5ssua2WxW+fLlFRMTo5tvvjnHaypVqiRJOnHihCTp999/lyR169bN5YuDLFnjwtetW5fjub179+rnn3/Wvn37lJSUJIfD4dwXbO/evZeMO/tYNrvDIZPZImtwuNJP7lNsbKxKlSrlfP6dd9655HmuVe/evdW7d2+lp6crKipKM2bM0Ouvv64FCxZo0aJFLjcUXIrdbpck2Ww29ezZU+PGjXM+N3DgQKWlpTm/DKAQDgAAAABSfGqGnv9uq376e48kyT+0lJa83lPhQd7OY/J7Ltu+ffscI8atVqsiIyO1YcOG657LZsWT27VdfExeaN26tQzDkN1u1+HDhzV37ly9+uqr+vXXX/Xbb79p5iPN1f+Lddp4+Kx6TF6lGQOaqkSg95VPDABAIUAhHACAG6BMmTK5rmfdFZ7b81nPpaWlScrco02Snn/+eT3//POXfK/sd7IbhqHhw4fr/fffv2TinZCQcOULUGZHuCSZPLxd4rqRPD09VbVqVb3xxhsqXry4nnnmGb388sv66KOPrvjagIAA5+MBAwbkeL5///566qmndPToUe3bty/HjQoAAAAAUJRsP3ZOT8zcqEOxybKaM4u6DWtUcimCZ8nPuWzZsmVzXc/q4r7euWxW7pmUlHTJY5KTk11iyAsWi0UVK1bUM888o4oVK+qee+7RU089pZ9++kmzB7XQQ1PWaNfJBHWfuEpfPdxMEcUv3dEOAEBhQSEcAIAb4HJ3hl/N89KFDuc2bdooMjLykseFhoY6H8+aNUvvvfeeypYtq/Hjx6tFixYKCwuTh4eH0tPT5eXlddV3ptvslz9u+PDh1zxO7p133nGJ93J69+6tZ555Rj/++ONVFcIrVKjgfFy+fPkcz/v6+iosLEzR0dGKjo6mEA4AAACgyPp27WG9PH+H0m0OlQn20Yt3NtIdEwpmLns1MWX3X3PZiIgISZnbcyUlJTlvBMju6NGjLsfmtbvuukv+/v5atGiR0tPTVS08QN8NbqneU9bocFyyuk9cqS8fbqZq4QFXPhkAAAUYhXAAAPKprLvau3fvriFDhlzVa+bOnStJ+vTTT9WlSxeX5w4cOHBN75/VEX4p3333nQ4dOnRN5xw1atRVF8JDQkJkNpsVExNzVcdHRESoePHiio2NVVxcXI7nHQ6Hzp49Kylv78oHAAAAgPwiw+7Q6wt2asaqzFyuY/USeu/+ejobffy6vYe7c9kr+a+5bHBwsCIiInT48GFt2rTJOeo9y9GjR3X69GlFREQoKCjousV9LUwmk0JCQnT48GGdOXNGJUuWVERxX303uIUemrJWu08l6P5JmWPS65ULdkuMAADkBbO7AwAAALm76aabJEnz5s276tecOXNGklSuXLkcz82ePfua3t/ucFz2+aioKBmGcU1/sndtX8ny5cvlcDic+81dja5du0qSFi9enOO5lStXKj09XT4+PqpevfpVnxMAAAAACoMzSenqO3Wtswj+7M1V9Xmfxgr29byu7+PuXPZKrkcue8cdd0jKLKpfbM6cOZKUo6Cflw4cOKAjR44oMDDQ5Wb0EoHemjWouRpEBOtcSoYe/HyN1kflvJEcAIDCgkI4AAD5VPPmzdWpUyctXrxYw4YNU2JiosvzDodDv/32m1asWOFcq1q1qiRp8uTJLmPjli9frnHjxuX6PlZr5oCYnj17ysvLy7l+pY7w62HUqFE6efJkjvX169frkUcekZS5t3d2x44dU/Xq1XMtZo8YMUIWi0Xjxo3Tpk2bnOvR0dEaOnSopMz9wz09r+8XPQAAAACQn+09laC7Jvytlftj5etp0eSHGumpTlVkNl/bWPGrkVe5rDsNHTpUFotFEydO1OrVq53re/fu1ejRo2WxWHJ0wx87dkyNGjVS2bJltWDBApf8+98YO3Zsrt3yu3fvVq9evWQYhvr06SOLxeLyfLCvp758uJmaVQxRYppNfaau1ar9sf8pFgAA8isK4QAA5GNff/216tatq/Hjx6t8+fLq1KmTHnjgAbVp00bh4eG69dZbtX79eufxQ4YMkZ+fnyZMmKDatWurZ8+eatu2rdq1a6fBgwfn+h5ZSXHVqlWdRXHpynuEXw+vvvqqIiIi1Lx5cz3wwAO655571KBBAzVp0kT79u3T/fff7yxgZ8nIyNDu3bu1e/fuHOerWbOm3n//fcXFxalFixbq0KGDunbtqurVq2vjxo1q2LChxowZc8OvCwAAAADyi792ndLdE1bqUGyyyhbz0Q+Pt9QttcJv6HvmRS7rTtWqVdO4ceOUlpamNm3aqHPnzrrrrrtUr149xcbGaty4capWrZrLa7Jy2aNHj+qOO+5wyb9PnDih5s2bO/9s3LhRkjRw4EDn2uuvv+5yvgkTJqhKlSpq2LCh7r//ft13331q2rSpatasqTVr1qht27aXzH/9vaya1r+p2lQJVXK6Xf2+WKule65uWzIAAAoSCuEAAORjJUuW1OrVq/Xee++pSpUqWrdunebNm6ejR4+qQYMG+uSTT9S7d2/n8VWrVtW6devUtWtXnT59WvPnz1diYqImTZp0zXfR2/OgI/yjjz5S165dFRMTowULFmjhwoWKiYlRt27dNHfuXM2aNcvly4Gr8dRTT+nXX39V27ZttWnTJv3+++8qVaqUXn31VS1fvlwBAQE36GoAAAAAIH/5cvUhDZy+XolpNjWtGKIfn2il6uGBN/x93ZnL5pVhw4Zp/vz5atGihZYvX64///xTjRo10o8//qhhw4Zd07nS0tK0Zs0a55+EhARJ0o4dO5xr+/fvd3nN6NGj9cADDygpKUm//vqrfvzxRx0+fFg333yzpk2bpsWLF8vf3/+S7+njadFnfRqrU/USSrM59Mj09fpj56lr/0UAAJCPmYzss2YAAECRk5GRoa+//lqS9OCDD8rDw0OSdM+Ev7Xx8FlJUqC3VVtH3equEAEAAAAA18AwDL372x59vHifJOmBJuX0Wrfa8rTSF+VOl8q/3Snd5tCQbzbplx0nZTWb9FHPBrq9Til3hwUAwHVBIRwAgCIuKSnJeZd4YmKi/Pz8JEndPl6hLUfPSZL8PC3a8dptbosRAAAAAHB1bHaHXpi7TbPXH5UkDbupqoZ0qiyT6frvB45rc6n8291sdoeemb1F87ccl8Vs0nv311O3+mXcHRYAAP/Ztc0aBQAARUZGtj3C7dw3BwAAAAD5XnK6TU/O3KS/dkXLbJJG311HPZtGuDss5HNWi1nv96gvT6tZ3204qqdnbVZahkP3Nynn7tAAAPhPKIQDAIBcZd8j3OFwYyAAAAAAgCs6k5SuftPWacuRs/L2MOvjng11U82S7g4LBYTFbNLYe+vKy2rW12sO67nvtyrN7tBDzcu7OzQAAP41CuEAACBXtmzVbzrCAQAAACD/Op2Ypt6fr9GukwkK9vXQlL5N1Kh8MXeHhQLGbDbpjbsy95L/4u8ovTRvu9Iy7BrYJtLdoQEA8K9QCAcAALnK3hGe/TEAAAAAIP+Ijk/Vg5+v0d7oRIUFeGnmwGaqUjLA3WGhgDKZTHq5S015e1j06ZL9emPhP0rNsOvJjlXcHRoAANfM7O4AAABA/pR9j3BJclAMBwAAAIB85eS5VD0webX2RicqPNBbsx5tThEc/5nJZNJzt1bTMzdXlSS989sevfPrbhlMiwMAFDAUwgEAQK4u7gK3UQgHAAAAgHzj2NkU9Zi8SgdOJ6lMsI9mDWquyDB/d4eFQsJkMmlIpyp6oXN1SdLHi/dp9MJ/KIYDAAoURqMDAFDEeXl5afbs2c7HWS4ufDtIdgEAAAAgXzgSl6wHJq/WsbMpKhfio28eaa6yxXzdHRau4FL5d372aNtK8rJa9Mr8Hfp8xUGl2ux67c7aMptN7g4NAIArMhncwgUAAHLR4LXfdCY5w/nzjldvlZ8X99ABAAAAgDsdPJ2kXp+t1olzqaoY6qeZjzRTqSAfd4eFQm7WusMa+cM2GYbUvVFZvX1vXVkohgMA8jlGowMAgFxd3BFu5945AAAAAHCrfdGJ6jFplU6cS1WlMD/NerQ5RXDkiR5NIjS+R31ZzCZ9t+Gohn67SRl2h7vDAgDgsmjrAgCgiLPZbJo7d64k6e6775bVmvnxwGa/aDQ6e4QDAAAAgNvsPpmgBz9frdOJ6apWMkBfDWymsICCMV4bmS6VfxcU3eqXkafFrCHfbtKCrSeUbnPoo14N5GW1uDs0AAByxWh0AACKuKSkJPn7+0uSEhMT5efnJ0mq+uIipWe7u3v9/92kUH++ZAEAAACAvLbj+Dn1/nyNziRnqGapQH01sJlC/DzdHRau0aXy74Lmr12nNPirjUq3OdSuapgmPdRI3h4UwwEA+Q+j0QEAQK5sDtcRZ3SEAwAAAEDe23r0rHp9llkEr1s2SDMfoQgO9+pYvaSm9m0ibw+zlu6JUf8v1ikpzebusAAAyIFCOAAAyMHhMHRx3Zs9wgEAAAAgb208fEYPfrZG51Iy1DAiWF8NbKZgX4rgcL/WVUI1Y0Az+XlatOpArPpOXav41Ax3hwUAgAsK4QAAIAdbLt3fdjrCAQAAACDPrIuK00Ofr1FCmk1NK4RoxsPNFOjt4e6wAKemFUP01cBmCvS2av2hM+r9+RqdTU53d1gAADhRCAcAADnkVvSmEA4AAAAAeWPV/lj1mbJWSel2taxUXNMGNJG/l9XdYQE5NIgoppmPNFcxXw9tPXpOD0xerdOJae4OCwAASRTCAQBALrLvD+5pzfy4QCEcAAAAAG685Xtj1H/aWqVk2NWmSqim9msiX0+K4Mi/apcJ0qxBLRTq76VdJxP0wOTVOhWf6u6wAACgEA4AAHLKXvT2smR+XKAODgAAAAA31uJd0Xp4+nqlZjjUsXoJfdansbw9LO4OC7iiqiUDNHtQc5UK8ta+6ETdP2mVjp1NcXdYAIAijlsJAQAo4jw9PfXFF184H0tShv1C1dvDapbSJIdBJRwAAAAAbpTfdpzUEzM3KsNu6NZaJfVRz4bOCV0oHHLLvwuTyDB/zR7UQr0+X61Dscm6f+IqzXykmcoX93N3aACAIspkGHyrDQAAXJ08l6rmY/6U1WxSsK+nTiemadHQNqpRKtDdoQEAAABAofPzthMa8s0m2RyG7qhbSuN71JeHhSI4CqYT51L04GdrdOB0kkoGeunrgc1VuYS/u8MCABRBfJoCAAA5ZO0RbrWYlPXdC3uEAwAAAMD19+PmY3py5kbZHIbuql9aH1AERwFXKshH3w5qrqol/XUqPk0PTF6lXSfj3R0WAKAI4hMVAABFnM1m08KFC7Vw4ULZbDZJF4reVrNZFpNJEqPRAQAAAOB6+27DUT09a7MchtS9UVm9e399WSmCF1q55d+FVYkAb337aAvVKh2o04npemDyam07es7dYQEAihg+VQEAUMSlpaWpS5cu6tKli9LS0iRd2CPcYjbJbM4shNMRDgAAAADXzzdrD2vEd1tkGFKvZhEae29dWc7nXyiccsu/C7MQP0/NHNhc9csF62xyhnp9tlobDsW5OywAQBFCIRwAAORwoSPc5Pwiho5wAAAAALg+ZqyK0v9+2CbDkPq1rKDRd9V23oQMFCZBvh76amAzNa0QooQ0mx6aslar9se6OywAQBFBIRwAAOTgske4Kasj3J0RAQAAAEDh8PnyA3r5xx2SpEfbRuqVrjVlMlEER+Hl72XVtAFN1LpyqJLT7er3xVot3RPj7rAAAEUAhXAAAJBDVke4xcRodAAAAAC4Xj5ZvE9vLPxHkvRUx8r63+3VKYKjSPD1tOrzvo3VsXoJpdkcemT6ev2+85S7wwIAFHIUwgEAQA62rEJ4to5wRqMDAAAAwL9jGIbe+223xv26W5L0zM1V9ewt1SiCo0jx9rBoYu9Gur12uNLtDj321QYt2Hrc3WEBAAoxCuEAACAHBx3hAAAAAHBdOByGRs3foQ//2idJev626hrSqYqbowLcw9Nq1kc9G6hb/dKyOQwN+WaTvt9w1N1hAQAKKau7AwAAAPlPVtHbbDbJcv62OTsd4QAAAABwTTLsDo2Ys0XzNh+XySS91q22Hmpe3t1hAW5ltZj13v315W21aNb6Ixr+3RZZLSZ1q1/G3aEBAAoZCuEAABRxnp6e+vjjj52PpQtFb4sp22h0OsIBAAAA4KqlZtj1xNcb9eeuaFnNJr17fz0KfUVcbvl3UWUxmzTmnjoym036Zu1hPTN7i7w9LLq1Vri7QwMAFCImw6C9CwAAuFqx97R6T1mj6uEB8vG0aNPhs5r8UCPdQkIKAAAAAFeUkJqhgdPXa83BOHlZzfq0d0N1rF7S3WEB+Y7DYWj4nC36YdMxeVrM+qxvY7WrGubusAAAhQR7hAMAgByyOsLN2TvCuXcOAAAAAK4oNjFNPT9brTUH4xTgZdWXDzejCA5cgtls0tjuddW5TrjS7Q49OmO9Vh+IdXdYAIBCgkI4AABFnN1u15IlS7RkyRLZ7fbMNYdDkmS1mGQ2m86vuS1EAAAAACgQjp9N0X2TVmn7sXgV9/PUN482V9OKIe4OC/lEbvk3MvcMH9+jgTpWL6E0m0MPT1unjYfPuDssAEAhQCEcAIAiLjU1VR06dFCHDh2Umpoq6ULRO3tHuJ2OcAAAAAC4pAMxier+6UodiElS6SBvzRncQrXLBLk7LOQjueXfyORpNWvCgw3VqnJxJaXb1W/qWu06Ge/usAAABRyFcAAAkIPdkVn0tphNspzvCHc4KIQDAAAAQG62Hzun+yau0vFzqYoM89N3j7VUZJi/u8MCChRvD4s+69NYjcoXU3yqTf2mrtOxsynuDgsAUIBRCAcAADlk7QduMWUfjU4hHAAAAAAutvZgnHpOXq3YpHTVLhOoOYNaqHSwj7vDAgokX0+rpvRtrCol/HUyPlV9p67V2eR0d4cFACigKIQDAIAcsoreZrNkMZ1fYzQ6AAAAALhYvCtaD01Zo4Q0m5pWDNE3jzRXcX8vd4cFFGjBvp6aPqCpwgO9tS86UQOnr1dqBnuqAwCuHYVwAACQg7MjnNHoAAAAAJCrHzcf0yMz1ivN5lCn6iU0Y0BTBXh7uDssoFAoHeyj6QOaKsDbqvWHzmjIN5uYVAcAuGYUwgEAQA42e1Yh3Cyz6fxodDrCAQAAAECS9OXqQ3p61mbZHIbuql9aEx9qJG8Pi7vDAgqVauEB+rxPY3lazfpt5ym99ON2GXw3AQC4BhTCAQBADnbnHuGiIxwAAAAAzjMMQ58s3qeX5m2XYUh9WpTXe/fXl4eFr1mBG6FZZHF90KO+TCZp5prD+nTpfneHBAAoQKzuDgAAALiXh4eHxo4d63wsXSh6W8wmmc8XwhlBBgAAAKAoMwxDYxbt0uRlByRJQzpW1rCbq8p0fooWcCW55d+4stvrlNIrXWpq1E87NfaX3YoM9ddttcPdHRYAoACgEA4AQBHn6empESNGuKxldYSbTSZZnKPR8zw0AAAAAMgX7A5DL/ywTbPWH5Ek/d8dNTSwTaSbo0JBk1v+javTr1VFHTidpBmrDmnYrM0qW6yFapcJcndYAIB8jpk9AAAgB5eOcJPrGgAAAAAUJWk2u576ZqNmrT8is0ka270uRXDADV7uUlNtqoQqJcOuh6ev06n4VHeHBADI5yiEAwBQxNntdq1bt07r1q2T3W7PXDtf9DZnG43uMCiEAwAAAChaUtLtemTGBv287aQ8LWZNeLCh7m9czt1hoYDKLf/G1bNazPrkwYaqUsJfp+LTNHD6eqWk83sEAFwahXAAAIq41NRUNW3aVE2bNlVqaubd1Flj0K3m7KPRKYQDAAAAKDriUzPUd+paLdsTIx8Pi6b0a6zbapdyd1gowHLLv3FtAr09NKVvE4X4eWrbsXN6ZvZmJtgBAC6JQjgAAMjB7nBIkiwmkyxZHeEklgAAAACKiLikdD342RqtjYpTgJdVXz7cVG2qhLk7LACSIor7atJDjeRpMWvR9pMa/8ced4cEAMinKIQDAIAc7Jl1cJfR6FlrAAAAAFCYnYpPVY9Jq7Tt2DmF+Hnqm0ebq3GFEHeHBSCbJhVC9OY9dSRJH/61T7/uOOnmiAAA+RGFcAAAkEPWfuAWE6PRAQAAABQdR+KSdd/EVdobnajwQG/NHtRctcsEuTssALno3qis+reqIEl6dvYW7YtOcG9AAIB8h0I4AADIwX5+DLrZzGh0AAAAAEXDvuhE3TdxlQ7HJSsixFdzBrdQ5RIB7g4LwGW80LmGmlUMUWKaTY9+uUHxqRnuDgkAkI9QCAcAADlkFcItZslMRzgAAACAQm77sXPqMWmVTsanqkoJf80Z3ELlQnzdHRaAK/CwmPXJgw1VOshbB2KS9MyszdzIDwBwohAOAAByyBqNbjWbZTn/aYFEEgAAAEBhtOHQGfX8bLVik9JVp0yQZg1qoZKB3u4OC8BVCvX30sSHGsnTatYf/0Trw7/2ujskAEA+YXV3AAAAwL08PDz0yiuvOB9Lki1rNLrJJPP50eh2CuEAAAAACpkNh+LUZ8paJaXb1aRCMU3p10SB3h7uDguFVG75N66PumWDNfqu2hrx3VaN/2OvapUO0s01S7o7LACAm1EIBwCgiPP09NSoUaNc1hzZRqNbGI0OAAAAoBBaHxWnvlMzi+AtKxXX530by9eTr0tx4+SWf+P6ua9xOW0/dk7TVx3SM7M2a/5TrVUx1M/dYQEA3IjR6AAAIIes7m+z2STL+Y5wRqMDAAAAKCzWRcWpz/kieKvKxTWlbxOK4EAh8H9daqpx+WJKSLNp8JcblJxuc3dIAAA3ohAOAEAR53A4tGPHDu3YsUMOh0PShe5vi8kkMx3hAAAAAAqRtQczO8GT0+1qXTlUn/dpIh9Pi7vDQhGQW/6N68vDYtaEBxsqLMBLu08laOT322TwfQYAFFkUwgEAKOJSUlJUu3Zt1a5dWykpKZKyj0a/0BFuJ0cHAAAAUMCtORCrfl9kK4L3bUwRHHkmt/wb11+JQG9NeLChrGaT5m85rmkro9wdEgDATSiEAwCAHLK6v80mRqMDAAAAKBxWH4hV/2nrlJxuV5sqmUVwbw+K4EBh1KRCiF7oXEOSNHrhP1oXFefmiAAA7kAhHAAA5JC1R7jVzGh0AAAAAAXfqv2x6v9FZhG8bdUwfdaHIjhQ2PVvVUF31istm8PQ419vVHR8qrtDAgDkMQrhAAAgh6xCuNlskuX8pwU6wgEAAAAURKv2x2rAtHVKycgsgk9+qBFFcKAIMJlMeuveOqpWMkAxCWl6YuZGZbDvGwAUKRTCAQBADll5oYWOcAAAAAAF2NqDceo/ba1SMuxqRxEcKHJ8Pa2a+FAjBXhZtS7qjN78+R93hwQAyEMUwgEAQA6O80VvS7Y9wu10hAMAAAAoQLYfO6eHp61TaoZD7aqGaRJFcKBIqhjqp/d61JckffF3lH7cfMy9AQEA8gyFcAAAkIPraPTMQriDjnAAAAAABcS+6AT1mbpWCWk2NasYQhEcKOJurllST3aoLEka+f027ToZ7+aIAAB5weruAAAAgHt5eHho+PDhzsfShTHoFpMujEanIxwAAABAAXAkLlkPfr5GcUnpqls2SJ/3bUwRHPlCbvk38s6wm6tqy9GzWr73tAZ/uUE/PtlaQT78PQBAYUYhHACAIs7T01Pjxo1zWbPbzxfCLeZso9HzPDQAAAAAuCbR8anqPWWNTsWnqUoJf03v31QB3hS6kD/kln8j71jMJn34QAN1+WiFomKT9ezszZr8UGOZz3/vAQAofBiNDgAAcrBn3yPcxGh0AAAAAPnfmaR09Z6yRodikxUR4quvBjZTMT9Pd4cFIB8p5uepib0bydNq1h//RGvCkn3uDgkAcANRCAcAoIhzOByKiopSVFSUHA7H+bXzhXCznHdGMxodAAAAQH6VmGZTvy/Was+pRJUM9NLXA5upZKC3u8MCXOSWfyPv1SkbpDe61ZYkvfv7Hi3bE+PmiAAANwqFcAAAiriUlBRVrFhRFStWVEpKiqQLHeFmk0mW858W6AgHAAAAkB+lZtg1cPo6bTl6TsV8PfTVw81ULsTX3WEBOeSWf8M97m9STj2blpNhSEO+3aQjccnuDgkAcANQCAcAADnYnR3hJplNdIQDAAAAyJ8y7A498fVGrT4QJ38vq2YMaKYqJQPcHRaAAmDUnbVUr2yQziZn6LGvNyg1w+7ukAAA1xmFcAAAkENW9zeFcAAAAAD5ld1h6JnZW/Tnrmh5Wc2a0rex6pQNcndYAAoIL6tFE3o3Uoifp7Yfi9fLP26XwTQ8AChUKIQDAIAcbPYLhXDL+T3CyQUBAAAA5BeGYej/5m3XT1uOy2o2aWLvRmoWWdzdYQEoYMoE++ijng1kNkmz1x/Vt+uOuDskAMB1RCEcAADk4OwIN2XrCKcSDgAAACAfMAxDby3apW/WHpbZJI1/oL46VC/h7rAAFFCtKodq+K3VJEmv/LhDm4+cdW9AAIDrhkI4AADIIWsMujlbRzij0QEAAADkBxOW7NekZQckSWPuqaMudUu7OSIABd1j7Srp1lollW536PGvNig2Mc3dIQEArgMK4QAAIIfzk9FlMZlkOf9pwUFHOAAAAAA3m74ySuN+3S1J+r87aqhHkwg3RwSgMDCZTHrnvnqKDPXT8XOpGvLtJtnsDneHBQD4j6zuDgAAALiX1WrV448/7nwsSQ7HhT3Cz09GpyMcAAAAgFt9v+GoXpm/Q5I0pFMVDWwT6eaIgGuTW/6N/CPA20MTH2qkuz75W3/vi9W7v+/R87dVd3dYAID/gP/aAgBQxHl5eemTTz5xWcs+Gt1MIRwAAACAm/2y/aRGfLdFktS/VQUNu6mKmyMCrl1u+Tfyl6olAzS2e109OXOTPl2yX/XKBuu22uHuDgsA8C8xGh0AAOSQNQbdajbJcr4lnNHoAAAAANxh+d4YDflmkxyG1L1RWb10R02ZskZXAcB11qVuaQ1sXVGSNHzOFu2PSXRzRACAf4tCOAAARZxhGIqJiVFMTIyM88VuW1ZHuMkk8/mWcDrCAQAAAOS1DYfi9OiMDUq3O3R77XC9dU8dZ44CFDS55d/In56/vbqaVgxRYppNj8xYr3PJGe4OCQDwL1AIBwCgiEtOTlaJEiVUokQJJScnS3LdI9xizuoId1uIAAAAAIqgncfj1e+LdUrJsKtt1TCNf6C+rBa+zkTBlVv+jfzJw2LWJ70aqlSQtw7EJOnxmRuUYXe4OywAwDXikyMAAMjBbmQVwjO7wiU6wgEAAADknQMxieozdY0SUm1qXL6YJvZuKC+rxd1hAShCwgK8NKVvE/l5WvT3vli9/ON2OvkBoIChEA4AAHKwZxuNbmE0OgAAAIA8dOxsinp/vkanE9NVq3SgpvZvIl9Pq7vDAlAE1SwdqA97NpDZJH2z9og+X37Q3SEBAK4BhXAAAJCDy2h0U9ZodArhAAAAAG6s6PhUPfjZah0/l6rIMD/NGNBUgd4e7g4LQBHWqUZJvXhHTUnSm4v+0W87Tro5IgDA1aIQDgAAcrgwGt0k8/lPC3SEAwAAALiRYhPT9ODnaxQVm6xyIT76emAzFff3cndYAKABrSqod/MIGYY09NvN2n7snLtDAgBcBQrhAAAgB3v2jnAzHeEAAAAAbqxzKRnqM3Wt9kYnKjzQWzMHNlepIB93hwUAkiSTyaRRXWupTZVQpWTYNWDaOh2JS3Z3WACAK6AQDgAAcnAWwk0XRqPTEQ4AAADgRkhMs6nfF2u143i8Qv099fUjzVQuxNfdYQGAC6vFrE8ebKhqJQMUnZCmh6asUUxCmrvDAgBchtXdAQAAAPeyWq3q27ev87F0oehtPt8Nnn0NAAAAAK6X1Ay7Bk5fp02HzyrIx0NfPtxMlcL83R0WcEPkln+jYAn09tD0AU3VfeJKRcUmq98Xa/XNo80V6O3h7tAAALngv7YAABRxXl5emjZtmstaVs07qxs8+xoAAAAAXA9pNrsGfblBqw/Eyd/LqhkDmqpGqUB3hwXcMLnl3yh4woO89eXDzXTfxJXacTxeA6ev14wBTeXtYXF3aACAizAaHQAA5JDbHuF0hAMAAAC4Xmx2h4Z8s0lL98TI28Osqf2aqF65YHeHBQBXpWKon6b1b6oAL6vWHozTkzM3yWZ3uDssAMBFKIQDAFDEGYahpKQkJSUlyTAyi91248Jo9Kzx6FlrAAAAAPBf2B2Ghs/Zol93nJKnxazP+jRW04oh7g4LuOFyy79RcNUuE6TP+jaWp9WsP/45pee/3yYHTQQAkK9QCAcAoIhLTk6Wv7+//P39lZycLOlC97fVbHKORyeZAwAAAPBfORyG/m/eNs3bfFxWs0kTHmyoNlXC3B0WkCdyy79RsDWPLK5PejWUxWzS9xuP6qUft3OTAwDkIxTCAQBADlmFcLPJJPP5Twt0hAMAAAD4LxwOQ//343Z9s/aIzCbp/R71dVPNku4OCwD+k5trltQ799WVySR9veawXv5xB8VwAMgnKIQDAAAX2Tu/LWaTrOcr4YZBVzgAAACAfyerCD5zzWGZTNI799VT13ql3R0WAFwXdzcoq3Hd68lkkr5cfUiv/rSTYjgA5AMUwgEAgIvsnd8Wk0mW83uEX/wcAAAAAFwNh8PQS9mK4O/eV0/3NCzr7rAA4Lrq3qis3r43szN82soojZq/g4YCAHAzCuEAALjJ6tWr1a1bN4WGhsrb21tVq1bV//3f/13TPmE33XSTTCaTTCaTTp48meP51NRUPfHEEwoNDZWfn5/uvPNOHTp06JLni4yM1IO9ejl/tlhMsmYrhNvsuSdwUVFRMplMqlChwmXj7devn0wmk6ZNm5bretYfs9msoKAgVahQQV27dtXYsWN16tSpaz4vAAAAAPcyDEMvz9+ur7M6wbtTBC+q8lsOfO7cOYWHh6tnz57XfC3/NQeWJH9/f3LgQuj+xuX01j11ZDJJ01cd0ojvtspmd7g7LAAosiiEAwDgBl9//bVat26t+fPnq0KFCurcubNSU1M1evRotWzZUgkJCVc8x7Rp0/Tnn3/KZDJd8pihQ4dqwoQJKl++vNq0aaMFCxaoc+fOstvtuR6fnJys0WPedv5sMZlktWQrhDtubPLWqlUr9e3bV3369NEtt9yismXL6s8//9Tzzz+viIgIvf3224wWAwAAAAoIw8jsBP9q9YUi+L2NKIIXRfkxB3755ZeVlJSkd9555z9d239BDlw49WgSoffuryeL2aTvNx7VEzM3Ks2W+/cwAIAbi0I4AAB57OjRoxo4cKDsdrumTp2q9evX64cfftDevXt13333acuWLXruuecue46YmBgNHz5ct9xyiyIiInI95sSJE5o6dapuv/12rV+/Xr/88otef/117dy5U3Pnzs31Nc8//7xKlr6wT5/ZLOce4ZJkv8EjvQYOHKhp06Zp2rRpmjNnjlasWKHY2Fh9+OGHslqtGjlypF588cUbGgMAAACA/+7iIvg4iuBFVn7Mgbdv364JEybopZdeUpkyZa7btV4rcuDC6+4GZfXpgw3laTHr1x2nNHD6eiWn29wdFgAUORTCAQDIY9OmTVNqaqpuvvlm9e/f37nu5eWlTz75RL6+vpoyZYpiY2MveY6nn35aSUlJmjBhwiWP2b59u2w2m/r06eO8Y37AgAGSpM2bNzuPs1gsCg0NVUBAgIYOHeqyf5XVbFa2yejKuMRo9BvJx8dHTz31lBYuXCiLxaIxY8Zoy5YteR4HAAAAgKtjGIZe/nGHSxG8O0XwIiu/5cCS9OSTT6pSpUoaNmzYf7iya2exWNS9e3eVL1/+kseQAxcet9QK1xf9m8jX06Lle0/roSlrdS4lw91hAUCRQiEcAIA8tmHDBklS+/btczwXFhammjVrKiMjQz///HOur//11181c+ZMvfjii6pUqdIl3+fMmTOSpGLFijnXsh7HxcU513744QedPn1a33//vQICAmTLVgg3myST6cI+4Te6I/xy2rdv79y77aOPPnJbHAAAAAAuzTAMvTJ/h75cfUgmkzT23roUwYu4/JYDz5w5U0uXLtVHH30kDw+Pa76e/8Lb21tz5szJ9XdxMXLgwqFV5VB9NbCZAr2t2nDojHpMWqWT51LdHRYAFBkUwgEAyGNJSUmSXJPz7EJCQiQp1zu+k5OTNXjwYFWvXv2Ko+OyxsXt3bvXubZnzx5Jct59npiYqBEjRujee+/VzTffLEnOjvCsIrgk5z7hN3qP8Ct54IEHJEmLFy92axwAAAAAcnI4MovgM1ZdKILf17icu8OCm+X3HDg/IwcuHBpGFNOsQS0U6u+lXScTdPeEv7XrZLy7wwKAIoFCOAAAeSwsLEySdOjQoVyfz1qPiorK8dxLL72kqKgoffrpp/L09Lzs+9SvX1+lSpXSe++9p+3bt+vUqVN67rnnZDKZdPvtt0uSXnvtNZ09e1bvvfee83V2I7MQbsk2Ez1rn3B3doRLmdckSQcOHFB6erpbYwEAAABwgcNh6MV5251F8LcpguO8/J4D52fkwIVHjVKBmvt4S1UK89OJc6m679NV+nvfaXeHBQCFHoVwAADyWLt27SRJ33zzTY5EdvXq1dq9e7ckKSEhweW5jRs36oMPPlDfvn2vaoyat7e3xo0bp6ioKNWpU0fh4eH69ddfNXjwYNWtW1e7d+/W+PHjNXz4cJUvX14mk0lJSUlKTEqWYRguhfCsx1faI/zQoUMymUyX/DN9+vQrxn05oaGhzsdZY+8AAAAAuJfdYWjkD1v1zdrDMpukd7rX0/0UwXFefsuBX3jhBWf3uCSlpKTIMP7dTd/XmgMnJSVdU25MDly4lAvx1Q+PtVLTiiFKSLOp79S1+n7DUXeHBQCFmtXdAQAAUNQ8+OCDGj16tA4fPqxu3brpnXfeUUREhP7++2898sgjslqtstlsMpsv3K9mt9v1yCOPKDg4WO+88841vVdkZKTmzJmj1NRUdezYUffee68k6amnnlJERISGDh2q1157TZJUs2ZNHT58WCYvPxVv0lUOx60ym81XvUe4n5+funfvfsnnV6xYof379191/BfL/uVE1th2AAAAAO5jdxgaMWeLfth0TGaT9H6P+upWv4y7w0I+kt9y4OHDh0uSvv32W40cOVKHDh1SUFCQnnzySb322msucVwJOTCuVZCvh758uKmGz9mqn7Yc17NztujY2RQ91bEyf8cAcANQCAcAII/5+flpwYIF6tKli3755Rf98ssvzuciIiL0zDPPaOzYsS77p40fP14bN27UlClTXO4IvxotWrRQixYtXNa+//57/f7771qwYIG8vLyc69WqVdMLr7+tER99q9MrvtXHH7fQkCFDrnqP8NDQUE2bNu2Sz/fr1+8/fQlw+vSFsWGX2l8OAAAAQN6w2R0aNnuLftpyXBazSR8+0EB31C3l7rCQz+THHHjDhg3q1auXbr31Vn3wwQdaunSpRo8erRIlSmjIkCFX/V7kwPg3vKwWfdCjvsoE+2ji0v167/c92nMqQWO715WvJyUbALie+H9VAADcoE6dOtq1a5fmzJmj9evXy2azqV69eurVq5feeOMNSVKtWrWcx//000/O8WkzZsxwOdfJkyclSffcc488PT31xhtvqHXr1pd875SUFD377LPq2rWr7rjjDiUlJTmfmzFjhhLNfgrZGSDH6YMaN25cZiE8n+wRvnnzZklSlSpV5OHh4dZYAAAAgKIsw+7Q0G836edtJ2U1m/Rxrwa6rTZFcOQuP+XAkvTuu+/K399fs2fPVkBAgLp166aNGzc6c+D8ghy48DKbTRp5e3WVL+6rl+Zt14KtJ3QgJkmT+zRS2WK+7g4PAAoNCuEAALiJj4+P+vTpoz59+ris//HHH5KUYw80wzC0bNmyS55v1apVklzvGM/Nm2++qVOnTmn8+PE5ngsICNDZBLskyb9sNR1dMUfx8fFXvUf4jfbtt99Kkjp06ODWOAAAAICiLN3m0FPfbNSvO07Jw2LShAcb6eaaJd0dFvK5/JQD79q1S9WrV1dAQIBzrWnTplq6dKni4+MVGBh4NZd0w5EDF349m0aoUpi/Hvtqg3aeiNedH/+tCQ82VPPI4u4ODQAKhavf8AQAANxwS5cu1caNG1WrVi21atXKub5kyRIZhpHrn/Lly0uSTpw4IcMwdNddd13y/Pv379e4ceP03HPPKTIyMtdjsrq+jYxUSZn7kGWNRndnR/iSJUv07bffymQy6amnnnJbHAAAAEBRlmaz6/GvN+jXHafkaTVr8kONKYLjX3NnDpycnOzyc9a0tPyyTzM5cNHRtGKI5j/VWrXLBCouKV29P1+jGauiXPaIBwD8OxTCAQBwg82bN8tms7msbdy4Ub169ZLJZNJHH310Q9536NChKlWqlEaOHJnr81u2bJHDITnSknV212pFREQoICBAVvPV7RF+I6Smpurjjz/WHXfcIbvdrpdeekm1a9fO8zgAAACAoi41w65BX27QH/9Ey8tq1ud9GqtD9RLuDgsFQH7LgWvVqqWdO3dq06ZNkqSEhAT99NNPzhzYnciBi6YywT6aM6ilutUvLZvD0Ms/7tAzs7coKc125RcDAC6J0egAALjB008/rZ07d6p+/foKDQ1VVFSU1qxZI7PZrEmTJt2QsWcLFy7UwoULNXfuXPn4+DjXLRaLWrdurRUrVqhz585q1KKNjq9aJ/u5GL3w9sTMY87vEW67waPRP//8cy1ZskRS5t35J0+e1IYNG5ScnCwvLy+NHTtWw4cPv6ExAAAAAMgpJd2uR79cr+V7T8vbw6wpfZuoVeVQd4eFAiI/5cCSNGLECM2cOVMdOnRQx44dtWnTJh05ckQTJ0687nFkZ7FY1LlzZ23ZskXHjh0jB4YLH0+Lxveor5qlAjX2192au+mYth07pwkPNlTVku69QQMACioK4QAAuEHv3r311VdfafPmzTp79qzCwsL0wAMPaMSIEapfv/51f7+0tDQNHTpUt956a46xcd7e3lq+fLl++ukn/d///Z+W/fmr5B2sirc/okGDBkmSsyP8Ro9G//vvv/X333/LZDLJ399fISEh6tChg9q1a6e+ffuqRAm6TQAAAIC8lpRm08Dp67XqQKx8PS2a2q8J+9fimuSnHFiS6tatq3nz5un//u//tGDBAoWHh+utt95y5sA3ire3txYuXKh+/fpp+vTp5MDIwWQyaVC7SqpfLlhPfbNJ+6IT1e3jv/XGXbV1b6Oy7g4PAAock8FGEwAAIJu1B+N0/6RVigz101/D20uS7p7wtzYdPqvP+rD/HwAAAFCUxKdmaMAX67T+0Bn5eVo0bUBTNakQ4u6wAKDQO52Ypqe/3awV+05Lkno0LqdXu9WSt4fFzZEBQMHBHuEAAMBFVte3+XwXuJS9Izzv9wgHAAAA4B5nk9PV+/M1Wn/ojAK9rfpqYDOK4ACQR0L9vTR9QFM9fVMVmUzSrPVHdNcnf+tATKK7QwOAAoNCOAAARVxSUpL8/Pzk5+enpKQkZyHcmq0Qbjn/OOMG7xEOAAAAIH84nZimByav1taj5xTi56mZjzRXg4hi7g4LKNAuzr+BK7GYTXr6pqr6ckAzFffz1K6TCer60QrN3XTU3aEBQIFAIRwAACg5OVnJycmSJPv5XVPMpuwd4ZkfGW70HuEAAAAA3O/kuVT1mLRKu04mKCzAS98+2ly1ywS5OyygUMiefwNXq3WVUP08tI2aVgxRUrpdw2Zt0TOzNisxzebu0AAgX6MQDgAAXDjOF7st2UejWzIf2yiEAwAAAIXa0TPJun/SKu2PSVLpIG/NHtRCVUsGuDssACjySgZ6a+bAZhp2U1WZTdIPm47pjg+Xa8uRs+4ODQDyLQrhAADAhT23Qvj5xzY7e4QDAAAAhVXU6STdP3GVDsclq1yIj2YNaqGKoX7uDgsAcJ7VYtbQm6po1qAWKhPso0Oxybr305WatHS/s7EBAHABhXAAAODClkshPOsxHeEAAABA4bT3VILun7RKx8+lKjLMT3MGtVS5EF93hwUAyEWTCiH6eUgbda4TLpvD0JhFu/Tg52t07GyKu0MDgHyFQjgAAHDhOL9HuCX7HuEW9ggHAAAACqsdx8+px+TVik5IU/XwAM16tIXCg7zdHRYA4DKCfD30Sa+GGnNPHfl4WLTqQKxuG79M8zYdk2Hw/Q0ASBTCAQDARbKK3eZsnxKsdIQDAAAAhdLmI2fVc/JqxSWlq06ZIH3zSHOFBXi5OywAwFUwmUzq2TRCPw9to/rlgpWQatPTszbryW826WxyurvDAwC3s7o7AAAA4F5ms1nt2rVzPs7qCLdmq4Rb2CMcAAAAKHTWRcWp/xfrlJhmU6PyxfRF/yYK9PZwd1hAoXVx/g1cLxVD/fTd4BaasGS/PvhzrxZuPaH1UXEa172e2lYNc3d4AOA2FMIBACjifHx8tGTJEufPNntWR3i20eh0hAMAAACFyoq9p/XIjPVKybCrRWRxfd63sfy8+KoQuJEuzr+B68lqMWtIpypqVzVMw2Zv1oGYJPWZulZ9W5TXyNtryMfT4u4QASDPcdsZAABwYXfuEX5hjT3CAQAAgMLjr12nNGD6OqVk2NWuapi+6N+EIjgAFBL1ygVr4VNt1LdFeUnS9FWH1OWj5dp29JybIwOAvEchHAAAuHCcL3Zb6AgHAAAACp1F205o0JcblG5z6JaaJTW5TyN5e9AlCACFiY+nRa92q63pA5qqRICX9sck6e4Jf+ujP/ey7R2AIoVCOAAARVxSUpLCwsIUFhampKQkZ7E7eyGcPcIBAACAgm/epmN68ptNyrAb6lqvtD55sKG8rBTBgbxycf4N3Gjtqobp16fbqnOdcNkcht79fY+6T1ylfdEJ7g4NAPIEhXAAAKDTp0/r9OnTkiSHcemOcEajAwAAAAXTt2sPa9jszbI7DN3XqKzG96gvDwtfDQJ5LXv+DeSFYn6e+qRXQ73fo54CvKzafOSsOn+4QpOW7ud7HgCFHp92AQCAi6wkyGzKVgg//wUZo9EBAACAgmfS0v0a+cM2GYb0UPPyevveui43vgIACjeTyaS7G5TVb8+0VbuqYUq3OTRm0S51n7hS+6IT3R0eANwwFMIBAIAL++X2CGc0OgAAAFBgGIaht3/ZpTGLdkmSHmtfSa91qyUzRXAAKJJKBfloWv8mGntvXQV4WbXp8Fl1/nC5Ji+jOxxA4UQhHAAAuMjq+raaL3xMcO4RTlIEAAAAFAh2h6EX523Xp0v2S5JG3l5dz99WXSYTRXAAKMpMJpPub1JOvw5rq7bnu8Pf/HmX7pu4Uvtj6A4HULhQCAcAAC6yur49LBe+IMvaO5C7gwEAAID8L93m0NBvN2nmmsMymaQx99TR4HaV3B0WACAfKR3so+n9m+jte+sowMuqjYfPqvMHy/XZsgN8/wOg0KAQDgAAXGTYz3eEZyuE0xEOAAAAFAwp6XY9+uV6Ldh6Qh4Wkz7u2VA9m0a4OywAQD5kMpnUo0mEszs8zebQ6J//0f2TVtEdDqBQsLo7AAAA4F5ms1mNGzd2PrY5MjvCs49GZ49wAAAAIP87l5Khh6et0/pDZ+TjYdHEhxqpXdUwd4cF4LyL828gv8jqDp+17ojeWPiPNhw6o84fLNfwW6ppQOuKzgYJAChoKIQDAFDE+fj4aN26dc6fbec7wj3oCAcAAAAKjONnU9T/i3XafSpBAd5WTevfRI3Kh7g7LADZXJx/A/mJyWTSA00j1KZqmEZ+v1XL957W6J//0S87Tmpc97qKDPN3d4gAcM247QwAALi4MBo9W0c4e4QDAAAA+dauk/G6Z8JK7T6VoBIBXpr1aAuK4ACAf6VMsI9mDGiqMffUkb+XVRsOndHtHyzX58vZOxxAwUMhHAAAuMgaje6RbexV1mj0rCI5AAAAgPxh5b7Tuu/TVToZn6rKJfw194lWqlk60N1hAQAKMJPJpJ5NM/cOb1MlVGk2h95Y+I96TFqlA+wdDqAAoRAOAEARl5ycrAoVKqhChQpKTk7OtSM8azS63cEe4QAAAEB+8ePmY+r7xVolpNnUtEKIvh/cUmWCfdwdFoBLuDj/BvK7rO7wN++uIz9Pi9bTHQ6ggKEQDgBAEWcYhg4dOqRDhw7JMAzZ7JnFbqslZ0c4e4QDAAAA7mcYhiYs2aeh325Wht3QHXVKacbDTRXk6+Hu0ABcxsX5N1AQmEwm9WqW2R3euvKF7vAHJq/SwdNJ7g4PAC6LQjgAAHCRVez2MLNHOAAAAJDfpGbY9ezsLRr7y25J0sOtK+qjng3k7WFxc2QAgMKsbDFfffnwhe7wdVFndNv4Zfpk8T5l2JkgCCB/ohAOAABcZFyuI5w9wgEAAAC3iU5IVc/PVuuHTcdkMZv0WrdaeqlLTZnNpiu/GACA/yh7d3jW3uHjft2trh+t0OYjZ90dHgDkQCEcAAC4sF1mj3Abe4QDAAAAbrHj+Dnd9fHf2nT4rIJ8PDRjQFP1aVHB3WEBAIqgssV8NWNAU713fz0V8/XQrpMJunvC33r1px1KSrO5OzwAcKIQDgAAXGQVuz2ydZV4nO8OZzQ6AAAAkPd+2X5C3T9dpePnUhUZ5qd5T7RSq8qh7g4LAFCEmUwm3dOwrP54pp3uaVBGhiF98XeUbnl/mRbvinZ3eAAgiUI4AAC4SMb5jnBLtkK45fx+4TYK4QAAAECeybA7NHrhTg3+aqNSMuxqUyVUcx9vpYqhfu4ODQAASVJxfy+916O+ZgxoqnIhPjp2NkX9p63TkzM3KiYhzd3hASjirO4OAAAAuJfJZFLNmjWdj50d4dlGo7NHOAAAAJC3Tp5L1ZMzN2r9oTOSpIGtK2rk7dVdtjACULBcnH8DhUnbqmH69em2Gv/HXn2+/IAWbD2hZXti9Pzt1fVAkwiXhgsAyCsUwgEAKOJ8fX21Y8cO588Zzj3Cs3eEs0c4AAAAkFdW7D2tod9uUmxSugK8rBp3X13dVruUu8MC8B9dnH8DhY2vp1UvdK6hO+uV1sgftmr7sXi9OHe7vl17RK92q6WGEcXcHSKAIoZbSAEAgAubPbPYbTVf+JjAHuEAAADAjWd3GBr/xx49NHWNYpPSVbNUoH56qjVFcABAgVK7TJDmPd5Ko7rWVIC3VduOndM9E1ZqxJwtOp3IuHQAeYdCOAAAcJG1D7iHJece4RmMRgcAAABuiMOxybp/0iqN/2OvDEPq2bScfni8pSqwHzgAoACyWszq16qi/nq2ve5rVFaSNGfDUXV4Z4k+X35A6TamDgK48SiEAwDgZu+9957uueceValSRUFBQfLy8lL58uXVt2/fax6ZZrPZNGrUKN1xxx2KjIxUQECAvL29VaVKFT3xxBM6fPhwjtckJyerVq1aqlWrlpKTk537gFtz2SP8Sh3hhw4d0rPPPqu2bduqbNmy8vb2lr+/vxo2bKjRo0crOTn5mq5HklJTU/Xmm2+qXr168vPzc17PkCFDdPLkyWs+HwAAAHCjJCUl6csvv9RTTz2lpk2bysvLSyaTSW+99dYlX2MYhmavO6KWj7ymhWMG6cj4Hjr67l2a/uRt6vNgT23YsCEPrwDAjXRx/g0UBWEBXhp3Xz398HhL1S4TqIRUm17/abvq9X1Vd/cdrDZt2sjPz08mk0mDBw++4vkWLVqkm2++WcHBwfL19VWdOnU0btw42Wy2PLgaAAWNyTAMWrsAAHCj0NBQJSUlqW7duipTpowkaceOHdqzZ488PT01b9483X777Vd1rsTERAUEBMjf319169ZV6dKllZ6ers2bN+vw4cMKCgrSX3/9pYYNGzpfk5SUJH9/f+fr75q0XnujEzVzYDO1rBwqSdp1Ml63jV+uUH8vrf+/my75/gsWLFDXrl0VHh6u6tWrKzw8XGfOnNHq1at17tw51alTR8uWLVNwcPBVXU9qaqratWuntWvXKiQkRC1atJCnp6fWrl2rY8eOKTw8XKtWrVKFChWu6nwAAADAjbR582Y1aNAgx/qYMWM0cuTIHOvHzqbopXnb9d3Hrythw08yWaxq1bq1SpcsoZ07d2r79u2yWq2aO3euunTpkheXAOAGujj/9vNj4gOKFrvD0Jz1R/T2/I3aPPruHM8PGjRIEydOvOTr3377bY0cOVJms1nNmjVTWFiYVq9erejoaN1yyy1auHChrFbrjbwEAAUM/48AAICb/fjjj2rUqJG8vb1d1j/99FM9/vjjGjhwoA4fPiyLxXLFc3l7e2vFihVq1qyZywd/u92ul156SWPGjNHjjz+u1atXX/IcKRn2zHN5Xni/Cx3hlx9b1ahRI23fvl21atVyWY+Pj9c999yjP//8U2+99dZlO2Kymzx5stauXatmzZrpt99+U2BgoCQpLS1NDz30kObMmaNXXnlF06dPv6rzAQAAADdSQECAHn74YTVt2lRNmjTR999/r9GjR+c4zu4w9OWqKI37dbfOHN2rhA0/yTcgSOvWrFbNGtWdx73//vt65pln9OSTT1IIBwAUeBazSQ80jVDHykG6Y003HbGUkimsstKjDyjutwmKS0q/5GvXrVun//3vf/Lw8NCCBQt0yy23SJLOnTunO++8U7/99pveffddPf/883l1OQAKAEajAwDgZq1atcpRBJekxx57TJUrV9bx48e1e/fuqzqX1WpVq1atctz9arFY9Nprr8nb21tr1qxRUlLSJc+Rkp5ZCPfzvHCOrD3CbVfYI7xUqVI5iuCSFBgYqFdffVWS9Ndff13VtUjSsmXLJEnDhg1zFsElycvLSy+88IKkzEQIAAAAyA8qVaqkzz//XI8++qgaNGiQa1fapsNndO+nKzXqp51KSrerRNJBSVKfB3u6FMGlzM/BwcHBOnTokKKjo/PkGgAAuNFKhARp3e/ztHX2++p39y0yWz0lSYu2n9AjM9Zr+7FzOV4zadIkGYahfv36OYvgkhQUFKQJEyZIkt59913Z7fa8uQgABQKFcAAA8rGsLnBPT8//fC6TySSz2Syz2XzZMVHJ5wvhvrl0hNuusEf45fyba/Hy8rriMSEhIf86JgAAACCvHD+boqe/3aS7J6zU5iNn5e9l1et31dZjHatf8bUWi0VBQUF5ECUAAHmnRKC3xtxTR8NvreZc+33nKXX5aEWOgviGDRskSe3bt89xnlq1aik0NFQxMTFauXLlDY8bQMFBIRwAgHxqxowZ2r17t6pWrarIyMj/dC7DMPTWW28pOTlZHTt2vGSB2eEwnKPRfbIXwi1Zo9H/XSE8OTnZORLyavc7l6Sbb75ZkjR+/HjFx8c719PT0/Xmm29Kkvr27fuvYgIAAADyypLdMer47hLN23xcktS9UVn9+Ww7PdS8vDp16iir1apZs2blmAT1/vvv6+zZs+rRo8dV3SQKAEBBVDIwc1Jil7ql1a1+aZlMFwriD0xepT92nnJONyxWrFiu58hqlNiyZUveBA2gQGCPcAAA8olx48Zpx44dSkpK0j///KMdO3aodOnSmjlzpszma7937fnnn9epU6cUHx+vrVu3av/+/apevbomT558yddkFcEl145wy/mO8Iwr7BGe5cyZMxo2bJgkKSYmRmvWrFFsbKy6deumZ5555qqv4aGHHtLPP/+sOXPmqGLFimrZsqU8PDy0du1aJSQkaPTo0XrkkUeu+nwAAABAXolPzdCq/bGSpDUHYxVU0qEmFYrppS41VbdssPO4ypUr65133tGwYcNUp04dtW3bVsWLF9fOnTu1a9cuPfjgg5o4caKbrgIAgLwT5OOhDx5ooKc6VtHHf+3VT1tPaPWBOK0+EKcz6ZkTBvfuP6CLWywcDoeOHDkiSYqKisrboAHkaxTCAQDIJ3799Vf9+eefzp/LlSunL7/8Uo0aNfpX5/v++++1f/9+58+1a9fW119/rYoVK7ocZzKZVL58eUlSSobj/Jrkbc0+Gj2zEG8YmV3j5vOF8UtJSkrS9OnTXda6d++uTz75RD4+Pld9DRaLRd98843Kly+vd955RwsWLHA+17ZtW7Vu3fqqzwUAAADkheNnUzRtZZS+WXNYRw5mFsJLBHjp4z6NdVONEjKZcn6WHjp0qEqWLKmHH37YJSeIjIxUx44d5e/vn2fxA7hxsuffuf1/AYBMlUv4a/wDDfTcbdU1fWWUZq49rDOlakqHdmjk2x8rLqK97m9cTjVLB0qSZs2apZSUFElSQkKCO0MHkM8wGh0AgHzijz/+kGEYOnPmjJYtW6Zq1aqpffv2zpHi12rfvn0yDEMxMTH65Zdf5OXlpUaNGuUoUPv6+ioqKirzjllr5t21Ph4Wl2K3Jdvjq9knvGzZsjIMQw6HQ4cPH9aUKVO0YsUK1a1bVxs3brzqazhz5ow6deqkCRMm6IMPPtDRo0cVFxenefPm6eDBg+rUqZPmzZt31ecDAAAAbgTDMLThUJye/naT2o5drMnLDighzabifpmfr/u1rKCba5bMtfBlGIaGDRumnj17qk+fPtqzZ48SExO1Zs0alS5dWg8//LCGDx+e15cE4AbInn/7+vq6Oxwg3ysd7KP/da6h1f/rpFdHPiOLt59Sju7SOy8O1c2vztLtYxfpqTc+1uNPPCGrNbPv899MVQRQeNERDgBAPhMcHKw2bdro559/VosWLfTSSy/plltuUZMmTf7V+UJDQ3XrrbeqefPmqlu3rh577DF17NhR5cqVy3FscnrmaPTsY9ElycNy4Qu7a9kn3GQyqVy5chowYIDq1q2r5s2bq3///tq8efNV3f0+bNgwLV26VOPHj9eQIUOc6926dVOZMmXUrFkzDR06VF26dHEmPAAAAMCN0q9fP5ef0zLsCqnVSnu8a2hvdKJzvUVkcT3StqKWeq3Va79dvvNz+vTpGj9+vO666y59+umnzvWmTZvq559/Vo0aNfT+++9r4MCBql69+nW/JgAA8js/L6ue7tZctRfM173duyt++59K2v6njp9/3qtERVVt20E7//pBAYFBbo0VQP7CN8YAAORTHh4e6tGjhzZs2KCffvrpXxfCswQFBalLly6aMGGCfv/9dw0YMCDHMRcK4a4fEbJ3hGc4HPKRa6H8ajRu3FjVqlXT1q1bdfDgQUVGRl72eLvdrm+++UZS5lj13M5XsWJF7d+/XwcOHFDVqlWvOSYAAADgWlw8XUmSglrZFdy6nLw9zLqjTmn1a1lBdcpmfgm/7Cpu/vzyyy8l5f6ZNyAgQLfddpumTJmiZcuWUQgHABRpN3XqqEMHD2jWrFlau2GTDsYmK9q7nBJKNVHUwvckSd/sNeSYs0Vd65VWy0rF5WGhQxwoyiiEAwCQj4WGhkqSYmJibtj5UlJS1LZtW0nSmKnfS8rZEW7NNlbKbr/6jvDLvf+VCuHR0dFKT0+XJAUGBuZ6TNZ6XFzcv44JAAAAuBzDMLTnVKIW747WfRNXasOhMy5TkuqUCVKPJuV0Z/3SCvT2uObzHz16VBKfeYGiIHv+vWzZMvn4+Lg5IqDgCQ4O1qBBgzTo/M+GYWhjVKzaTxkomcwywmvouw1H9d2Gowr0tqpD9RK6uWZJtasapoB/8d9pAAUbhXAAAPKxpUuXSpIqVap0w87ncDi0fv16SVJSqk2S5HNRIdxiNslkkgzj6vYIz018fLw2bdokk8mkihUrXvH4kJAQeXp6Kj09XevXr1eHDh1ynG/37t2SpPLly/+rmAAAAICL2R2Gdp2M17qDcVoXdUZro+IUk5DmckzNUoG6o24p3VGnlCqE+v2n9wsPD9eePXu0fv16de3aNcfz69atkyRVqFDhP70PAPfLnn87HA43RwMUDiaTSduXLVTi2VjdfntnjRpxp37aclyLtp/Q6cR0/bj5uH7cfFweFpNaVArVzTVL6uYaJRUe5O3u0AHkAQrhAAC40fLly3X8+HHde++9LntcZ2RkaOLEifryyy/l4+OjHj16uLzu448/1scff6y7775bY8aMca7Pnz9fHh4euu2221z2IUxOTtbo0aO1dOlShYeH67bbbss1npSM3PcIlySr2aQMu3HZPcInTJig1q1bq27dui7rx44d06BBg5SQkKAuXbqoRIkSLs936tRJx44d04wZM9S0aVNJkpeXl2677TbNnz9fzzzzjH7++WeVKlVKkpSamqrHH39cycnJatWqlXMdAAAAuBaGYehwXLK2H4vXjuPntO3YOW0+clYJ528QzeJlNatlpeLqUL2E2lctoYjivtcthrvuukvLli3Te++9pzvuuMP5eVjK/Ny/YsUKBQQE6JZbbrlu7wkAQEG0YcMGNWzY0OU7r99//11PPfWUvL299f7776laxRA1rRiiUXfW0qbDZ/T7zlP6fecpHTidpGV7YrRsT4xemrddNUoFql3VMLWrGqZG5YvJ08oIdaAwohAOAIAb7d+/X/3791doaKgaNWqk4sWL6/Tp09q2bZtOnDghb29vTZs2TeXKlXN53enTp7V7926dOHHCZX3jxo169dVXVbp0aTVo0EBBQUE6efKkNm/erLi4OAUFBWn27Nny9/fPNZ5L7REuZXaFZ9gNZdgvfdf67Nmz9cQTT6hmzZqqXr26PDw8dOTIEW3YsEFpaWmqVauWJk+enOvv4dChQ0pOTnZZf++997RmzRpt3rxZ1apVU4sWLeTj46N169bp+PHjCgkJ0cSJEy8ZDwAAACBJDoehE/Gp2hedqP3RidoXk6h90Yn650R8jqK3JPl7WdWwfDE1rVBMTSqEqF65YHl75LxZNDd3332383N61tjzCRMmaN68eZKkUqVKae7cuc7jH3vsMf3www9asWKFWrRooRYtWqh06dLasWOHdu7cKYvFok8++UQhISH/8bcAAED+8fjjj2vjxo2SLmzhN3fuXG3evNl5zOrVq11ec++998put6tOnToKCgrS7t27tWnTJvn4+Oi7775TtWrVnMdazCY1rhCixhVC9L/ONbQvOvF8UfykNh05q39OxOufE/GauHS//DwtalEpVO2qhqrddb7hDYB7UQgHAMCN2rVrpxdeeEFLly7V1q1bdfr0aXl6eqpChQrq3r27hgwZosqVK1/1+e655x4lJCRo+fLlWrduneLi4uTj46PKlStr0KBBeuqppy7bPZ2SnvklYG4d4V5Wi1IzHEo93zWemxEjRqhSpUpavXq1Fi9erISEBAUFBal58+a699579cgjj8jb++pHT1WqVElbtmzR22+/rUWLFmnZsmUyDEPlypXTE088oZEjR6ps2bJXfT4AAAAUbuk2hw7FJmlfdGahe39MZtH7QEyS86bPi3lazaoRHqCapYNUu0yg6pUNVvXwAFkt/64zbNOmTTp06JDL2pEjR3TkyBFJObf18fb21p9//qmPP/5Ys2bN0tatW7VmzRqFhYWpe/fuevbZZ9W8efN/FQsAAPnVzp07tWbNGpe16OhoRUdHX/I1gwcP1rx587RmzRolJiaqVKlSevTRR/X8888rMjLysu9XuYS/Kpfw12PtK+l0YppW7D2d2SG+N0anE9P1xz+n9Mc/pyTtUIXivmpbNUwtKxVXs4rFVczP83pcMgA3MBmG8e82+gQAAIVCUlKSs0N87E+b9cmKo+rZtJzG3OM63rzduMU6FJus7wa3UOMKdKMAAADAfRJSM7Q/xrXgvT86UYfiki+5lY/VbFKFUD9VDsv8IrxSCT9VDw9U5RL+8viXRW8AuBbZ8+/ExET5+fm5OSIADoehnSfitfT82PQNh87Ilu2zhMkk1QgPVItKxdUisriaRoYo0NvDjREDuBZ0hAMAAKesPcJ9PHJ+RAj28dAhSWeTM/I4KgAAABRVdoehQ7FJ+udEgnadjD8/xjRBx86mXPI1/l5WVQrzU6XznV+Vzhe+I0J8KXgDAAAXZrNJtcsEqXaZID3RobISUjO0cn+s/t53Wqv2x2pvdKJ2nojXzhPxmrLioMwmqXaZIGdhvEmFEPl5UWoD8iv+7QQAAAoNDZUkJZ8fje7nlXM0epBv5hioM8npeRcYAAAAioxzKRnafTLBuWfnPycTtOdkgvNmzYuFBXhd6O4O81PlEgGqXMJfJQO9ZDKZ8jh6ALg6Wfk3gPwpwNtDt9YK1621wiVJ0QmpWn0gTqv2x2r1gVgdPJ2krUfPaevRc5q09ICsZpNqlg5Ug3LBahBRTA0ighUR4stnESCfoBAOAEAR5+fnp5iYGEnS8DlbJEk+uewRXsw3c+zTuRQ6wgEAAPDvZXV578pe9L5Ml7e3h1nVSgaoenigapQKUI1SgaoeHqggX8aSAihYsuffAAqGEgHeurNead1Zr7Qk6cS5FK0+EKuV+2K16kCsjp5JcRbGp686JEkK8fNUg3LBali+mBqUC1bdcsHyp2sccAv+zQMAAE4p6ZndNr4eOQvhwT6ZXzQyGh0AAABXKz41Q7tOZBa8d52M184Tl+/yLhPso+rh54vd54veFYr7yWKmqwoAALhfqSAf3d2grO5uUFaSdPRMsjYdPpv558gZ7TgWr7ikdP25K1p/7oqWlLnPeIXifqpZKlA1Swc6/7dEAFNsgBuNQjgAAHDKGo3u65nzIwKj0QEAAHApDoehQ3HJLh3e/5yIv+ou7+qlAlWDLm8AAFDAlC3mq7LFfNX1fMd4ms2uncfjzxfGz2rT4TM6eiZFB08n6eDpJC3cdsL52uJ+nqpeKkCVw/xVqYS/KoVl/mGbF+D6oRAOAEARl5KSottvv12SVOzuVyRJ/t45PyJkjUY/y2h0AACAIu1scrp2n0zQ7lMJzqL37st0eZcO8nbp8KbLG0BRlT3/XrRokXx8fNwcEYDrzctqOb9XeDHnWmximv45kaCdJ85p5/F47TwRr/0xSYpNStff+2L1975Yl3P4eVoUGeavSmF+qhTmr/KhfooI8VW5Yj4K8fOkSA5cAwrhAAAUcQ6HQ0uXLpUktb81TZIUnEsnTtbaOUajAwAAFAmJaTbtPZWgPacStPtkovZGZxa8oxPScj3ey2pW9XC6vAHgUrLn3w6Hw83RAMgrxf291LqKl1pXCXWupWbYtedUgnadTNCBmCTtj0nU/phEHYpNVlK6XduOndO2Y+dynMvX06JyxXxVLsRHZYv5qtz5Anm5kMzH7EUOuOLfCAAA4JTZ7W2WIzleMTGG65Mp8ZIYjQ4AAFCY2B2Gjp1J0cHYJB2MSdTB00k6cDpJB2KSLjnWXJLKFvNR1ZIBqnG+y7t6eKAqhtLl7W4xMTHuDgHAZSQlJTkfx8TEKDk52Y3RADdOWFiYu0PI97w9LKpbNlh1ywa7rKfbHDocl+wsjO+PTtLhuCQdiUvRqYRUJafbtftU5mSe3AR4WRUe5K3wIG+VCvJWeJCPSjt/9lF4kLcCva10laPIoBAOAACc4lMyJIuX2tStlOvz5Z9foLN0hAMA/r+9+w6Pqsr/OP65M5NMQgKhBAwgvUgRRAEV6RYsuIqiuLgoiPCzFxApslJUQNF1sZdFQUVsi7KuoCIdlOYiKLiLgBSlSCckIWVmzu+PZIYMKQQykyl5v54nT2buvXPnzByi85nvOecCiBg5bo/2Hs3U7iPHtevI8bzfmdp15Lh2Hc7Qb4eOK9td9KzE6hWdOuesimp6VkWdk5KopmdVVJOzKjLbKEzVqFEj1E0AUEINGjQIdROAoDHGnPogFCrWYVPjGolqXCOxwL4sl1u7Dh/Xb4eP67dDGfrtcIZ+P3Rcvx3O0G+HMnQ4I0fHslw6ti9Nm/elFfkcFWLtJwrlleJ1ViWnkhOdSq7oVHJibO7tRKcqx8fIxiBHRDhSCwAA8MlxG8XGFP8B91B6towxjBwFAAAIAWOM0rJcOno8R0cycnQ4I1v7j2XpQFqW9h/Lyrt9YtuhjGyd6rvoWIdN9atVUIPkBDVITlSD5ApqkJyoJjUSVSUhtmxeGAAAAIrldOReO7xh9YJFcklKz3Jpb2qm9h7N1J6jmdp79Hje77z7qZk6lJ6tjGy3ft2fuwJQcRw2S1UTcgvj1RJjVT2vWF4tIVaVK8QoKT5GSfEnbleuEKP4GDvfGSKsUAgHAAB+zq4Sr63F7D+e41ZalksV47jWIwAAQFGMMXJ5jLJdntwfd+7vLJdHmTluZWS7lZHtUka2W+lZLh3PcSs968S2jGyX0rLcOno8R0eP5yj1eI6OZGQrNdMlt+f0ZlnF2m2qWTlOtSvHq3bleNWqHK/aVXJv16tWQbWS4pntAwAAEOESnA41qp6oRkUUyqXca5OfKIznFsr3pWZpf1qWDhzL0sH0bB1Iy9KRjBy5PEb7jmVp37GsErchxm4pKT5WSfEOVa4Qm1sgj49RUoUYVYqLUcU4hxKdDiU4HUqMc6ii97bToYpxubdj7LZAvB2AJArhAADgJHWqVihyX6LTobQsl1b9ekidmiQrLsZehi0DAADI5S0yu9xGOR5P7m+3Rznu3Nsuj0fZrtzfOW4jlzv3t/dYlzu3MJ2VV6TOyStSn1ywznZ7lJNvm3e/93G+x+bf7/IoK68twVwV1OmwKSk+RlUqxKp6Raeq5y1lmfs798d7u1pCLIVuAAAAKC7GrvrJCaqfnFDscdkujw7lFcW9RfIDadk6mJZbLD+aN0jTO2jz6PGc3M/bbqMDabkrE0nFzzgvitNh8y+Y5xXJCyugJ8Q6FB9rV3yMXRVi7YrLdzs+xu7b54iQ4roxue+hy+NRjsvk5pG8jFPY7eL2uT1GxkgeY+Qxuef23vaYvH2evH3K/T3gkvqqGmUrQlEIBwAAio+voEyXW5LUMDlB+/btK/S4W97ZqLQslwa9+71m39dRbepULsNWAgCAcPOfHYc19vMNeV+wnLgepPeLFZN3W94vWyTflzHeIrHvS5h8+43v9okvbYzkK3LnuCPvupN2m6UYu6VYu01xMXYlOB2qEGtXQqxDFZy5X9ZViHUoIdau+LzfFZyOvCUnY/ItP5n7w4BEFKaoz/EAwkN6erpatmwpSdq4caMSEoovRAFAqMQ6bEpJilNKUlyJjjfGKCPb7bt8T25xPPuk+zlKz3IpLf9PZu4qSGlZOcrM8UiSslweZaVl60BadsBeT4zd8hXGK8Q6FGO35LDZcn/bbb7P6r5tNpvsdksxttz93iGlvryi3IzjzSz5c45vkK7HKMflyR2k6xuce6JYnX8wb06Y5JzrzqtFIRwAAESXhIQEfb1+ux744AcdychRt3NqqHr16oUe26JWJf16IHc0Z+rxnLJsJgAACENpWS5t2JUa6mZIkmyW5LDbFGu3yeH3xZalGLtNMba87XabYmyWYh02xdhtinXk/jjz3Y7Nfzv//SKOceY/l9857b7bdmZkowwU9TkeQHioXr260tPPbIYkAIQzy7JyZ2g7HapVOf6MzuFye5Se5daxrJx8RXJXobfTs11KzXTpeN4lhY7neHQ8O/dyQ8ezc38ycty+wbe5s9VzHyOVfKn3cODNNzF2W96PddLvEwX92Hy37ZYlu82SZUk2y5It77eV77bNJr/7leKir2xsGRPMhboAAECkOJyerd1Hj6tlraRij/nsh126plXNEo8IBQAA0etQerbW/34k9wsVyfcliyVJ+W7bbCf2W75jc79wsWTlbc+9bbOd2GbLO1HuPinmpCK3936MzcbS3wAAAAB8jDHKcnlyC+M5bmVku5WZ99v/skq5s7F9t/Nmc7vdHrk8uUuVGxnlpRxfNrHyZZnc7bn5xleYttkU48gdhOvNLblFbf8itjfPxDpOFLxPDO7NLVzjzFEIBwAAAAAAAAAAAABElci4OjwAAAiazMxM9ezZUz179lRmZmaomwMAAAAAQFQifwMAULaYEQ4AQDmXnp6uxMRESVJaWpoSEhJC3CIAAAAAAKIP+RsAgLLFjHAAAAAAAAAAAAAAQFShEA4AAAAAAAAAAAAAiCoUwgEAAAAAAAAAAAAAUYVCOAAAAAAAAAAAAAAgqlAIBwAAAAAAAAAAAABEFUdJDjLGKDs7O9htAQAAIZCVlSWn0+m77XCU6OMBAAAoRGxsrCzLKtU5yOAAAEQn8jcAAIFTkvxtGWPMqU6UlZWlp59+OmANAwAAAAAgGo0cOdL3BfeZIoMDAAAAAFC8kuTvEhXCgzkafe/evZo+fboGDBiglJSUoDwHgos+jGz0X2Sj/yIffRjZ6L/IRx9GNvovskVr/4X7jPBofd/LC/ov8tGHkY3+i2z0X+SjDyMb/RfZ6L/IF419WJL8XaK1VyzLKvWI9qLExsb6fgfrORBc9GFko/8iG/0X+ejDyEb/RT76MLLRf5GN/isaGRxFof8iH30Y2ei/yEb/RT76MLLRf5GN/ot85bUPbaFuAAAAAAAAAAAAAAAAgRTyQnhiYqK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       "text/plain": [
        "
" ] @@ -2477,7 +3516,7 @@ }, { "cell_type": "code", - "execution_count": 181, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -2517,64 +3556,64 @@ " \n", " linear_no_bart\n", " alpha\n", - " 3.453\n", - " 0.122\n", - " 3.234\n", - " 3.687\n", + " 3.519\n", + " 0.124\n", + " 3.301\n", + " 3.753\n", " 0.005\n", - " 0.003\n", - " 512.0\n", - " 890.0\n", - " 1.01\n", + " 0.002\n", + " 599.0\n", + " 1330.0\n", + " 1.00\n", " \n", " \n", " rho\n", - " 0.576\n", - " 0.059\n", - " 0.464\n", - " 0.684\n", + " 0.545\n", + " 0.056\n", + " 0.444\n", + " 0.650\n", " 0.003\n", - " 0.002\n", - " 398.0\n", - " 676.0\n", + " 0.001\n", + " 471.0\n", + " 912.0\n", " 1.01\n", " \n", " \n", " bart_treatment\n", " alpha\n", - " 3.510\n", + " 3.574\n", " 0.125\n", - " 3.275\n", - " 3.750\n", + " 3.345\n", + " 3.804\n", " 0.005\n", - " 0.003\n", - " 581.0\n", - " 1060.0\n", - " 1.01\n", + " 0.002\n", + " 591.0\n", + " 1229.0\n", + " 1.00\n", " \n", " \n", " rho\n", - " 0.550\n", - " 0.057\n", - " 0.444\n", - " 0.658\n", - " 0.003\n", + " 0.514\n", + " 0.054\n", + " 0.419\n", + " 0.617\n", + " 0.002\n", " 0.001\n", - " 480.0\n", - " 840.0\n", - " 1.01\n", + " 488.0\n", + " 975.0\n", + " 1.00\n", " \n", " \n", " bart_outcome\n", " alpha\n", " 0.130\n", - " 10.181\n", - " -18.161\n", - " 20.112\n", - " 0.130\n", - " 0.183\n", - " 6108.0\n", - " 2833.0\n", + " 10.170\n", + " -17.912\n", + " 19.461\n", + " 0.129\n", + " 0.180\n", + " 6197.0\n", + " 3135.0\n", " 1.00\n", " \n", " \n", @@ -2585,34 +3624,34 @@ " 0.992\n", " 0.000\n", " 0.000\n", - " 3722.0\n", - " 3034.0\n", + " 3442.0\n", + " 3013.0\n", " 1.00\n", " \n", " \n", " bart_treatment_cate\n", " alpha\n", - " 3.226\n", - " 0.112\n", - " 3.025\n", - " 3.441\n", + " 3.223\n", + " 0.111\n", + " 3.036\n", + " 3.453\n", " 0.005\n", " 0.002\n", - " 556.0\n", - " 1446.0\n", - " 1.00\n", + " 582.0\n", + " 1555.0\n", + " 1.01\n", " \n", " \n", " rho\n", - " 0.693\n", - " 0.062\n", - " 0.586\n", - " 0.813\n", + " 0.753\n", + " 0.061\n", + " 0.639\n", + " 0.865\n", " 0.003\n", " 0.001\n", - " 405.0\n", - " 941.0\n", - " 1.00\n", + " 399.0\n", + " 1038.0\n", + " 1.01\n", " \n", " \n", "\n", @@ -2620,27 +3659,27 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", - "linear_no_bart alpha 3.453 0.122 3.234 3.687 0.005 0.003 \n", - " rho 0.576 0.059 0.464 0.684 0.003 0.002 \n", - "bart_treatment alpha 3.510 0.125 3.275 3.750 0.005 0.003 \n", - " rho 0.550 0.057 0.444 0.658 0.003 0.001 \n", - "bart_outcome alpha 0.130 10.181 -18.161 20.112 0.130 0.183 \n", + "linear_no_bart alpha 3.519 0.124 3.301 3.753 0.005 0.002 \n", + " rho 0.545 0.056 0.444 0.650 0.003 0.001 \n", + "bart_treatment alpha 3.574 0.125 3.345 3.804 0.005 0.002 \n", + " rho 0.514 0.054 0.419 0.617 0.002 0.001 \n", + "bart_outcome alpha 0.130 10.170 -17.912 19.461 0.129 0.180 \n", " rho 0.974 0.011 0.954 0.992 0.000 0.000 \n", - "bart_treatment_cate alpha 3.226 0.112 3.025 3.441 0.005 0.002 \n", - " rho 0.693 0.062 0.586 0.813 0.003 0.001 \n", + "bart_treatment_cate alpha 3.223 0.111 3.036 3.453 0.005 0.002 \n", + " rho 0.753 0.061 0.639 0.865 0.003 0.001 \n", "\n", " ess_bulk ess_tail r_hat \n", - "linear_no_bart alpha 512.0 890.0 1.01 \n", - " rho 398.0 676.0 1.01 \n", - "bart_treatment alpha 581.0 1060.0 1.01 \n", - " rho 480.0 840.0 1.01 \n", - "bart_outcome alpha 6108.0 2833.0 1.00 \n", - " rho 3722.0 3034.0 1.00 \n", - "bart_treatment_cate alpha 556.0 1446.0 1.00 \n", - " rho 405.0 941.0 1.00 " + "linear_no_bart alpha 599.0 1330.0 1.00 \n", + " rho 471.0 912.0 1.01 \n", + "bart_treatment alpha 591.0 1229.0 1.00 \n", + " rho 488.0 975.0 1.00 \n", + "bart_outcome alpha 6197.0 3135.0 1.00 \n", + " rho 3442.0 3013.0 1.00 \n", + "bart_treatment_cate alpha 582.0 1555.0 1.01 \n", + " rho 399.0 1038.0 1.01 " ] }, - "execution_count": 181, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -2664,7 +3703,7 @@ }, { "cell_type": "code", - "execution_count": 177, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -2677,7 +3716,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "34c5ca62c62d486d9d43b8cd43cfa7b8", + "model_id": "44748cfe81a848daadbd798945f999d1", "version_major": 2, "version_minor": 0 }, @@ -2708,7 +3747,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "35cf073ff9fe41bca9f4eb84acdedfaa", + "model_id": "8411e00797354a3b8ea6b8b91a9be76f", "version_major": 2, "version_minor": 0 }, @@ -2733,13 +3772,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling: [likelihood_outcome, mu_outcome_bart]\n" + "Sampling: [likelihood_outcome]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "adf96f5b248646b5bb1993896c8c9a07", + "model_id": "44e2658669dc4176bb8771cb314c912e", "version_major": 2, "version_minor": 0 }, @@ -2754,7 +3793,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.510543400532624\n" + "Imputed Difference in Potential Outcomes 3.5756477548218593\n" ] }, { @@ -2771,13 +3810,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling: [likelihood_outcome, mu_outcome_bart]\n" + "Sampling: [likelihood_outcome]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "2dd24fe7dedd4680a09d3cc144a4e04f", + "model_id": "3b33c5267855472181203375501e64d4", "version_major": 2, "version_minor": 0 }, @@ -2808,7 +3847,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "61396b88449e4146acc2e722d1ee64d1", + "model_id": "4781c4d96ac240eea025753e732cb274", "version_major": 2, "version_minor": 0 }, @@ -2823,7 +3862,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 0.0006301773301261709\n" + "Imputed Difference in Potential Outcomes 0.001472869032199966\n" ] }, { @@ -2846,7 +3885,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "72374e1f45e9435693e0e537eaecd735", + "model_id": "774e9f63db3946349b948113ac272215", "version_major": 2, "version_minor": 0 }, @@ -2877,7 +3916,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "69d081b45fec421d80b1896f31dc655e", + "model_id": "ae6bdefd6506493984c9eca78cb3665a", "version_major": 2, "version_minor": 0 }, @@ -2892,7 +3931,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.4544320929598613\n" + "Imputed Difference in Potential Outcomes 3.519708365300029\n" ] }, { @@ -2915,7 +3954,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "dd1c86b2625148f39e09430a6adb660f", + "model_id": "8ca4b9cd26a044e8aaeda0c5f54bb0cc", "version_major": 2, "version_minor": 0 }, @@ -2940,7 +3979,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.2248477113325946\n" + "Imputed Difference in Potential Outcomes 3.222001655049754\n" ] } ], @@ -2979,7 +4018,7 @@ }, { "cell_type": "code", - "execution_count": 178, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -3012,48 +4051,48 @@ " \n", " \n", " \n", - " 750\n", - " -1.892783\n", + " 2157\n", + " -3.493763\n", " \n", " \n", - " 499\n", - " -1.542953\n", + " 2233\n", + " -2.070239\n", " \n", " \n", - " 306\n", - " -1.401591\n", + " 2257\n", + " -1.674915\n", " \n", " \n", - " 931\n", - " -1.058998\n", + " 570\n", + " -1.348215\n", " \n", " \n", - " 1173\n", - " -0.805242\n", + " 482\n", + " -1.074856\n", " \n", " \n", " ...\n", " ...\n", " \n", " \n", - " 1288\n", - " 7.585244\n", + " 1900\n", + " 8.011796\n", " \n", " \n", - " 1492\n", - " 7.588693\n", + " 1203\n", + " 8.107821\n", " \n", " \n", - " 1724\n", - " 7.612735\n", + " 1699\n", + " 8.710012\n", " \n", " \n", - " 1103\n", - " 8.313780\n", + " 2259\n", + " 9.035331\n", " \n", " \n", - " 2340\n", - " 9.533547\n", + " 223\n", + " 9.213183\n", " \n", " \n", "\n", @@ -3063,22 +4102,22 @@ "text/plain": [ " likelihood_outcome\n", "likelihood_outcome_dim_0 \n", - "750 -1.892783\n", - "499 -1.542953\n", - "306 -1.401591\n", - "931 -1.058998\n", - "1173 -0.805242\n", + "2157 -3.493763\n", + "2233 -2.070239\n", + "2257 -1.674915\n", + "570 -1.348215\n", + "482 -1.074856\n", "... ...\n", - "1288 7.585244\n", - "1492 7.588693\n", - "1724 7.612735\n", - "1103 8.313780\n", - "2340 9.533547\n", + "1900 8.011796\n", + "1203 8.107821\n", + "1699 8.710012\n", + "2259 9.035331\n", + "223 9.213183\n", "\n", "[100 rows x 1 columns]" ] }, - "execution_count": 178, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -3096,7 +4135,7 @@ }, { "cell_type": "code", - "execution_count": 179, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -3129,48 +4168,48 @@ " \n", " \n", " \n", - " 2272\n", - " 3.354222\n", + " 586\n", + " 3.398139\n", " \n", " \n", - " 1814\n", - " 3.360299\n", + " 788\n", + " 3.414417\n", " \n", " \n", - " 1199\n", - " 3.361581\n", + " 1644\n", + " 3.426958\n", " \n", " \n", - " 669\n", - " 3.382640\n", + " 585\n", + " 3.427637\n", " \n", " \n", - " 527\n", - " 3.384580\n", + " 1121\n", + " 3.429467\n", " \n", " \n", " ...\n", " ...\n", " \n", " \n", - " 1401\n", - " 3.552634\n", + " 2079\n", + " 3.598717\n", " \n", " \n", - " 921\n", - " 3.553199\n", + " 675\n", + " 3.606561\n", " \n", " \n", - " 395\n", - " 3.553969\n", + " 933\n", + " 3.608567\n", " \n", " \n", - " 429\n", - " 3.583533\n", + " 598\n", + " 3.611429\n", " \n", " \n", - " 2043\n", - " 3.599714\n", + " 284\n", + " 3.618631\n", " \n", " \n", "\n", @@ -3180,22 +4219,22 @@ "text/plain": [ " likelihood_outcome\n", "likelihood_outcome_dim_0 \n", - "2272 3.354222\n", - "1814 3.360299\n", - "1199 3.361581\n", - "669 3.382640\n", - "527 3.384580\n", + "586 3.398139\n", + "788 3.414417\n", + "1644 3.426958\n", + "585 3.427637\n", + "1121 3.429467\n", "... ...\n", - "1401 3.552634\n", - "921 3.553199\n", - "395 3.553969\n", - "429 3.583533\n", - "2043 3.599714\n", + "2079 3.598717\n", + "675 3.606561\n", + "933 3.608567\n", + "598 3.611429\n", + "284 3.618631\n", "\n", "[100 rows x 1 columns]" ] }, - "execution_count": 179, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -3213,7 +4252,7 @@ }, { "cell_type": "code", - "execution_count": 632, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -3222,25 +4261,25 @@ "\n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", " \n", @@ -3254,36 +4293,36 @@ " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "
OLS Regression Results
Dep. Variable: Y_bin R-squared (uncentered): 0.543Dep. Variable: Y_bin R-squared (uncentered): 0.669
Model: OLS Adj. R-squared (uncentered): 0.542Model: OLS Adj. R-squared (uncentered): 0.668
Method: Least Squares F-statistic: 494.4Method: Least Squares F-statistic: 839.6
Date: Sun, 19 Oct 2025 Prob (F-statistic): 0.00Date: Fri, 24 Oct 2025 Prob (F-statistic): 0.00
Time: 23:51:12 Log-Likelihood: -6428.1Time: 06:43:32 Log-Likelihood: -5957.8
No. Observations: 2500 AIC: 1.287e+04No. Observations: 2500 AIC: 1.193e+04
Df Residuals: 2494 BIC: 1.290e+04Df Residuals: 2494 BIC: 1.196e+04
Df Model: 6 coef std err t P>|t| [0.025 0.975]
D_bin 4.7631 0.089 53.320 0.000 4.588 4.938D_bin 5.0947 0.074 69.078 0.000 4.950 5.239
feature_0 0.2739 0.064 4.301 0.000 0.149 0.399feature_0 0.3220 0.053 6.097 0.000 0.218 0.426
feature_1 -0.1822 0.063 -2.872 0.004 -0.307 -0.058feature_1 -0.2874 0.053 -5.470 0.000 -0.390 -0.184
feature_2 0.1377 0.063 2.169 0.030 0.013 0.262feature_2 0.0102 0.053 0.195 0.846 -0.093 0.113
feature_3 -0.1376 0.063 -2.168 0.030 -0.262 -0.013feature_3 -0.0988 0.053 -1.879 0.060 -0.202 0.004
feature_4 0.3935 0.063 6.204 0.000 0.269 0.518feature_4 0.3706 0.053 7.055 0.000 0.268 0.474
\n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "
Omnibus: 2.364 Durbin-Watson: 1.858Omnibus: 11.093 Durbin-Watson: 1.728
Prob(Omnibus): 0.307 Jarque-Bera (JB): 2.325Prob(Omnibus): 0.004 Jarque-Bera (JB): 13.830
Skew: -0.047 Prob(JB): 0.313Skew: -0.060 Prob(JB): 0.000993
Kurtosis: 3.115 Cond. No. 1.46Kurtosis: 3.344 Cond. No. 1.45


Notes:
[1] R² is computed without centering (uncentered) since the model does not contain a constant.
[2] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], @@ -3291,13 +4330,13 @@ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", - "\\textbf{Dep. Variable:} & Y\\_bin & \\textbf{ R-squared (uncentered):} & 0.543 \\\\\n", - "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.542 \\\\\n", - "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 494.4 \\\\\n", - "\\textbf{Date:} & Sun, 19 Oct 2025 & \\textbf{ Prob (F-statistic):} & 0.00 \\\\\n", - "\\textbf{Time:} & 23:51:12 & \\textbf{ Log-Likelihood: } & -6428.1 \\\\\n", - "\\textbf{No. Observations:} & 2500 & \\textbf{ AIC: } & 1.287e+04 \\\\\n", - "\\textbf{Df Residuals:} & 2494 & \\textbf{ BIC: } & 1.290e+04 \\\\\n", + "\\textbf{Dep. Variable:} & Y\\_bin & \\textbf{ R-squared (uncentered):} & 0.669 \\\\\n", + "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.668 \\\\\n", + "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 839.6 \\\\\n", + "\\textbf{Date:} & Fri, 24 Oct 2025 & \\textbf{ Prob (F-statistic):} & 0.00 \\\\\n", + "\\textbf{Time:} & 06:43:32 & \\textbf{ Log-Likelihood: } & -5957.8 \\\\\n", + "\\textbf{No. Observations:} & 2500 & \\textbf{ AIC: } & 1.193e+04 \\\\\n", + "\\textbf{Df Residuals:} & 2494 & \\textbf{ BIC: } & 1.196e+04 \\\\\n", "\\textbf{Df Model:} & 6 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", @@ -3305,19 +4344,19 @@ "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", - "\\textbf{D\\_bin} & 4.7631 & 0.089 & 53.320 & 0.000 & 4.588 & 4.938 \\\\\n", - "\\textbf{feature\\_0} & 0.2739 & 0.064 & 4.301 & 0.000 & 0.149 & 0.399 \\\\\n", - "\\textbf{feature\\_1} & -0.1822 & 0.063 & -2.872 & 0.004 & -0.307 & -0.058 \\\\\n", - "\\textbf{feature\\_2} & 0.1377 & 0.063 & 2.169 & 0.030 & 0.013 & 0.262 \\\\\n", - "\\textbf{feature\\_3} & -0.1376 & 0.063 & -2.168 & 0.030 & -0.262 & -0.013 \\\\\n", - "\\textbf{feature\\_4} & 0.3935 & 0.063 & 6.204 & 0.000 & 0.269 & 0.518 \\\\\n", + "\\textbf{D\\_bin} & 5.0947 & 0.074 & 69.078 & 0.000 & 4.950 & 5.239 \\\\\n", + "\\textbf{feature\\_0} & 0.3220 & 0.053 & 6.097 & 0.000 & 0.218 & 0.426 \\\\\n", + "\\textbf{feature\\_1} & -0.2874 & 0.053 & -5.470 & 0.000 & -0.390 & -0.184 \\\\\n", + "\\textbf{feature\\_2} & 0.0102 & 0.053 & 0.195 & 0.846 & -0.093 & 0.113 \\\\\n", + "\\textbf{feature\\_3} & -0.0988 & 0.053 & -1.879 & 0.060 & -0.202 & 0.004 \\\\\n", + "\\textbf{feature\\_4} & 0.3706 & 0.053 & 7.055 & 0.000 & 0.268 & 0.474 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", - "\\textbf{Omnibus:} & 2.364 & \\textbf{ Durbin-Watson: } & 1.858 \\\\\n", - "\\textbf{Prob(Omnibus):} & 0.307 & \\textbf{ Jarque-Bera (JB): } & 2.325 \\\\\n", - "\\textbf{Skew:} & -0.047 & \\textbf{ Prob(JB): } & 0.313 \\\\\n", - "\\textbf{Kurtosis:} & 3.115 & \\textbf{ Cond. No. } & 1.46 \\\\\n", + "\\textbf{Omnibus:} & 11.093 & \\textbf{ Durbin-Watson: } & 1.728 \\\\\n", + "\\textbf{Prob(Omnibus):} & 0.004 & \\textbf{ Jarque-Bera (JB): } & 13.830 \\\\\n", + "\\textbf{Skew:} & -0.060 & \\textbf{ Prob(JB): } & 0.000993 \\\\\n", + "\\textbf{Kurtosis:} & 3.344 & \\textbf{ Cond. No. } & 1.45 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", @@ -3332,29 +4371,29 @@ "\"\"\"\n", " OLS Regression Results \n", "=======================================================================================\n", - "Dep. Variable: Y_bin R-squared (uncentered): 0.543\n", - "Model: OLS Adj. R-squared (uncentered): 0.542\n", - "Method: Least Squares F-statistic: 494.4\n", - "Date: Sun, 19 Oct 2025 Prob (F-statistic): 0.00\n", - "Time: 23:51:12 Log-Likelihood: -6428.1\n", - "No. Observations: 2500 AIC: 1.287e+04\n", - "Df Residuals: 2494 BIC: 1.290e+04\n", + "Dep. Variable: Y_bin R-squared (uncentered): 0.669\n", + "Model: OLS Adj. R-squared (uncentered): 0.668\n", + "Method: Least Squares F-statistic: 839.6\n", + "Date: Fri, 24 Oct 2025 Prob (F-statistic): 0.00\n", + "Time: 06:43:32 Log-Likelihood: -5957.8\n", + "No. Observations: 2500 AIC: 1.193e+04\n", + "Df Residuals: 2494 BIC: 1.196e+04\n", "Df Model: 6 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", - "D_bin 4.7631 0.089 53.320 0.000 4.588 4.938\n", - "feature_0 0.2739 0.064 4.301 0.000 0.149 0.399\n", - "feature_1 -0.1822 0.063 -2.872 0.004 -0.307 -0.058\n", - "feature_2 0.1377 0.063 2.169 0.030 0.013 0.262\n", - "feature_3 -0.1376 0.063 -2.168 0.030 -0.262 -0.013\n", - "feature_4 0.3935 0.063 6.204 0.000 0.269 0.518\n", + "D_bin 5.0947 0.074 69.078 0.000 4.950 5.239\n", + "feature_0 0.3220 0.053 6.097 0.000 0.218 0.426\n", + "feature_1 -0.2874 0.053 -5.470 0.000 -0.390 -0.184\n", + "feature_2 0.0102 0.053 0.195 0.846 -0.093 0.113\n", + "feature_3 -0.0988 0.053 -1.879 0.060 -0.202 0.004\n", + "feature_4 0.3706 0.053 7.055 0.000 0.268 0.474\n", "==============================================================================\n", - "Omnibus: 2.364 Durbin-Watson: 1.858\n", - "Prob(Omnibus): 0.307 Jarque-Bera (JB): 2.325\n", - "Skew: -0.047 Prob(JB): 0.313\n", - "Kurtosis: 3.115 Cond. No. 1.46\n", + "Omnibus: 11.093 Durbin-Watson: 1.728\n", + "Prob(Omnibus): 0.004 Jarque-Bera (JB): 13.830\n", + "Skew: -0.060 Prob(JB): 0.000993\n", + "Kurtosis: 3.344 Cond. No. 1.45\n", "==============================================================================\n", "\n", "Notes:\n", @@ -3363,7 +4402,7 @@ "\"\"\"" ] }, - "execution_count": 632, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } From 6da45fd573fc736bf461d8eb4c5b49d7b1912fcb Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Fri, 24 Oct 2025 22:16:35 +0100 Subject: [PATCH 05/27] add visual of probabilistic causal inference Signed-off-by: Nathaniel --- .../probabilistic_intervention_fix.png | Bin 0 -> 190444 bytes .../structural_causal_models.ipynb | 240 ++++-------------- 2 files changed, 43 insertions(+), 197 deletions(-) create mode 100644 docs/source/_static/probabilistic_intervention_fix.png diff --git a/docs/source/_static/probabilistic_intervention_fix.png b/docs/source/_static/probabilistic_intervention_fix.png new file mode 100644 index 0000000000000000000000000000000000000000..550b23acb7a0cd9890984d7d823147abccbe2458 GIT binary patch literal 190444 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"execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -2861,7 +2861,8 @@ "source": [ "az.plot_posterior(\n", " idata_confounded[\"rho_tight_spike_slab\"], var_names=[\"beta_O\"], figsize=(20, 10)\n", - ");" + ")\n", + "plt.tight_layout();" ] }, { @@ -3701,6 +3702,13 @@ ")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](../_static/probabilistic_intervention_fix.png)" + ] + }, { "cell_type": "code", "execution_count": 23, @@ -4018,108 +4026,18 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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"text/plain": [ - " likelihood_outcome\n", - "likelihood_outcome_dim_0 \n", - "2157 -3.493763\n", - "2233 -2.070239\n", - "2257 -1.674915\n", - "570 -1.348215\n", - "482 -1.074856\n", - "... ...\n", - "1900 8.011796\n", - "1203 8.107821\n", - "1699 8.710012\n", - "2259 9.035331\n", - "223 9.213183\n", - "\n", - "[100 rows x 1 columns]" + "
" ] }, - "execution_count": 24, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ @@ -4128,115 +4046,34 @@ " - y0_treatment_cate[\"posterior_predictive\"][\"likelihood_outcome\"]\n", ")\n", "\n", - "cate.mean(dim=(\"chain\", \"draw\")).to_dataframe().sample(100).sort_values(\n", - " \"likelihood_outcome\"\n", - ")" + "ax = (\n", + " cate.mean(dim=(\"chain\", \"draw\"))\n", + " .to_dataframe()\n", + " .sample(100)\n", + " .sort_values(\"likelihood_outcome\")\n", + " .plot(kind=\"barh\", figsize=(15, 6))\n", + ")\n", + "ax.set_yticklabels([])\n", + "ax.set_yticks([])\n", + "ax.set_ylabel(\"Individual Response\")\n", + "ax.set_xlabel(\"CATE\")\n", + "ax.set_title(\"CATE Estimates \\n with BART treatment Model\");" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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", "text/plain": [ - " likelihood_outcome\n", - "likelihood_outcome_dim_0 \n", - "586 3.398139\n", - "788 3.414417\n", - "1644 3.426958\n", - "585 3.427637\n", - "1121 3.429467\n", - "... ...\n", - "2079 3.598717\n", - "675 3.606561\n", - "933 3.608567\n", - "598 3.611429\n", - "284 3.618631\n", - "\n", - "[100 rows x 1 columns]" + "
" ] }, - "execution_count": 25, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ @@ -4245,9 +4082,18 @@ " - y0_no_bart[\"posterior_predictive\"][\"likelihood_outcome\"]\n", ")\n", "\n", - "cate.mean(dim=(\"chain\", \"draw\")).to_dataframe().sample(100).sort_values(\n", - " \"likelihood_outcome\"\n", - ")" + "ax = (\n", + " cate.mean(dim=(\"chain\", \"draw\"))\n", + " .to_dataframe()\n", + " .sample(100)\n", + " .sort_values(\"likelihood_outcome\")\n", + " .plot(kind=\"barh\", figsize=(15, 6))\n", + ")\n", + "ax.set_yticklabels([])\n", + "ax.set_yticks([])\n", + "ax.set_ylabel(\"Individual Response\")\n", + "ax.set_xlabel(\"CATE\")\n", + "ax.set_title(\"CATE Estimates \\n with BART treatment Model\");" ] }, { From b01c6a390556d7cb05c630e84a47e7eba532269e Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Sat, 25 Oct 2025 18:23:51 +0100 Subject: [PATCH 06/27] update cate and po section Signed-off-by: Nathaniel --- .../structural_causal_models.ipynb | 432 +++++++++--------- 1 file changed, 216 insertions(+), 216 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 6bf30ef6..7d99b1e5 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -2010,7 +2010,11 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "tags": [ + "hide-output" + ] + }, "outputs": [ { "name": "stderr", @@ -3273,13 +3277,17 @@ "\n", "$$\n", "\n", - "This is a convenient representation for the bivariate binary case that samples quite nicely. " + "This is a convenient representation for the bivariate binary case that samples quite efficiently. " ] }, { "cell_type": "code", "execution_count": 20, - "metadata": {}, + "metadata": { + "tags": [ + "hide-output" + ] + }, "outputs": [ { "name": "stderr", @@ -3483,6 +3491,15 @@ "idata_binary_bart_treatment_cate = fit_binary_model(binary_model_bart_treatment_cate)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Three of our four approaches successfully recover the true causal effect of 3.0, with tight uncertainty bands and accurate confounding estimates. But when BART enters the outcome equation, the results collapse: the treatment effect estimate drops to near-zero.\n", + "\n", + "This is not a sampling failure—diagnostics show healthy chains, good ESS, and converged r-hat values. The model is doing exactly what we asked it to do. The problem is what we asked the model to do!" + ] + }, { "cell_type": "code", "execution_count": 21, @@ -3515,6 +3532,13 @@ "plt.tight_layout()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The failure stems from a fundamental tension between flexibility and causal identification. In our data generating process the treatment is strongly predicted by the covariates. The flexibility of the BART outcome model picks up on this pattern. It learns the total association and does not distinguish causal relationships from association. When we then add a structural parameter α for the treatment effect, we're asking: what is the effect of the treatment _after_ BART has already explained outcome variation using the treatment predictive features. We can see this reflected in the $\\rho$ parameter for the BART outcome model. " + ] + }, { "cell_type": "code", "execution_count": 22, @@ -3702,6 +3726,17 @@ ")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `bart_outcome` model places weight on the correlation between treatment and outcome rather than parcel out the share of impact into the treatment and confounding relationship. The causal effect absorbed into the covariate adjustment of the BART component, and we have a fundamental misattribution which makes recovery of structural parameter impossible in this set up. The other two BART model specifications; `bart_treatment` and `bart_treatment_cate` correctly identify the structural parameter because the BART component is used to flexibily model the treatment status. The structural parameter $\\alpha$ remains identifiable as the average or baseline effect because we've partialied out the variation in the outcome explicitly. The more traditional `linear_no_bart` model does not have the flexibility to absorb the causal effect into a non-linear component. As such, the structural parameter remains identifiable. This is one of the virtues of \"simpler\" models. \n", + "\n", + "### Non-Parametric Causal Inference\n", + "\n", + "We might worry that these parametric approaches to identifying causal effects hide the real lesson. Non-parametric approximation functions can still learn the correct expected value function and we ought to derive causal estimates via the imputation of potential outcomes." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -3710,9 +3745,27 @@ ] }, { - "cell_type": "code", - "execution_count": 23, + "cell_type": "markdown", "metadata": {}, + "source": [ + "We should verify that the BART-outcome model's failure isn't merely a problem with how we've extracted the treatment effect parameter $\\alpha$. Perhaps the structural parameter collapsed, but the model could still recover causal effects through direct counterfactual imputation. Rather than interpreting a regression coefficient, we directly simulate potential outcomes:\n", + "\n", + "- Fit a model for $E[Y | X, T]$ (however flexible)\n", + "- Impute $Y(1)$: Set everyone to treated, predict outcomes\n", + "- Impute $Y(0)$: Set everyone to control, predict outcomes\n", + "- Compute ATE: Average the difference $Y(1) - Y(0)$\n", + "\n", + "This approach is appealing because it doesn't require interpreting structural parameters. If the model has learned the correct conditional expectation function, counterfactual imputation should recover the true causal effect—even if $\\alpha$ itself is uninterpretable. This process of imputation is then repeated across many, many samples to derive the posterior distribution of the treatment effect. " + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "tags": [ + "hide-output" + ] + }, "outputs": [ { "name": "stderr", @@ -3724,7 +3777,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "44748cfe81a848daadbd798945f999d1", + "model_id": "c4997885775d4274a139e7ac36671db1", "version_major": 2, "version_minor": 0 }, @@ -3755,7 +3808,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8411e00797354a3b8ea6b8b91a9be76f", + "model_id": "22da578ed3974a34a652f1133a110d27", "version_major": 2, "version_minor": 0 }, @@ -3786,7 +3839,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "44e2658669dc4176bb8771cb314c912e", + "model_id": "500ab7d223f04cd3aba5e4d02362d956", "version_major": 2, "version_minor": 0 }, @@ -3801,7 +3854,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.5756477548218593\n" + "Imputed Difference in Potential Outcomes 3.573964448374905\n" ] }, { @@ -3824,7 +3877,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3b33c5267855472181203375501e64d4", + "model_id": "d727c3bb83f94954bbdc9422e4d20e52", "version_major": 2, "version_minor": 0 }, @@ -3855,7 +3908,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4781c4d96ac240eea025753e732cb274", + "model_id": "4541eab534d149e2ad046b9d373f0c15", "version_major": 2, "version_minor": 0 }, @@ -3870,7 +3923,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 0.001472869032199966\n" + "Imputed Difference in Potential Outcomes -6.37694986183219e-05\n" ] }, { @@ -3893,7 +3946,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "774e9f63db3946349b948113ac272215", + "model_id": "02987a121f9c4a0a96a061e371419d95", "version_major": 2, "version_minor": 0 }, @@ -3924,7 +3977,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ae6bdefd6506493984c9eca78cb3665a", + "model_id": "4fce4d78c8554b65a21aaeef20fdfa69", "version_major": 2, "version_minor": 0 }, @@ -3939,7 +3992,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.519708365300029\n" + "Imputed Difference in Potential Outcomes 3.518156272863741\n" ] }, { @@ -3962,7 +4015,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8ca4b9cd26a044e8aaeda0c5f54bb0cc", + "model_id": "2da0ad35746c4ea186a62d81d7e31b1e", "version_major": 2, "version_minor": 0 }, @@ -3987,7 +4040,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.222001655049754\n" + "Imputed Difference in Potential Outcomes 3.2223029645542436\n" ] } ], @@ -4006,70 +4059,143 @@ " - Y0[\"posterior_predictive\"][\"likelihood_outcome\"]\n", " ).mean()\n", " print(\"Imputed Difference in Potential Outcomes\", ATE.item())\n", - " return Y1, Y0\n", + " return Y1, Y0, ATE.item()\n", "\n", "\n", - "y1_bart_treatment, y0_bart_treatment = impute_potential_outcomes(\n", + "y1_bart_treatment, y0_bart_treatment, ate_bart_treatment = impute_potential_outcomes(\n", " binary_model_bart_treatment, idata_binary_model_bart_treatment\n", ")\n", "\n", - "y1_bart_outcome, y0_bart_outcome = impute_potential_outcomes(\n", + "y1_bart_outcome, y0_bart_outcome, ate_bart_outcome = impute_potential_outcomes(\n", " binary_model_bart_outcome, idata_binary_bart_outcome\n", ")\n", "\n", - "y1_no_bart, y0_no_bart = impute_potential_outcomes(binary_model, idata_binary_model)\n", + "y1_no_bart, y0_no_bart, ate_linear = impute_potential_outcomes(\n", + " binary_model, idata_binary_model\n", + ")\n", "\n", - "y1_treatment_cate, y0_treatment_cate = impute_potential_outcomes(\n", + "y1_treatment_cate, y0_treatment_cate, ate_cate = impute_potential_outcomes(\n", " binary_model_bart_treatment_cate, idata_binary_bart_treatment_cate\n", + ")\n", + "\n", + "imputed_effects = pd.DataFrame(\n", + " {\n", + " \"model\": [\n", + " \"bart_treatment\",\n", + " \"bart_outcome\",\n", + " \"linear_no_bart\",\n", + " \"bart_treatment_cate\",\n", + " ],\n", + " \"ate\": [ate_bart_treatment, ate_bart_outcome, ate_linear, ate_cate],\n", + " }\n", ")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The results are striking in their consistency. For the three successful specifications, both methods of extracting causal effects agree. For the `bart_outcome` specfication the Imputation approach to causal inference also fails. This is crucial. The failure is not about how we interrogate the model, but about what the model learned during fitting." + ] + }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { - "image/png": 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modelate
0bart_treatment3.573964
1bart_outcome-0.000064
2linear_no_bart3.518156
3bart_treatment_cate3.222303
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" + " model ate\n", + "0 bart_treatment 3.573964\n", + "1 bart_outcome -0.000064\n", + "2 linear_no_bart 3.518156\n", + "3 bart_treatment_cate 3.222303" ] }, + "execution_count": 42, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "cate = (\n", - " y1_treatment_cate[\"posterior_predictive\"][\"likelihood_outcome\"]\n", - " - y0_treatment_cate[\"posterior_predictive\"][\"likelihood_outcome\"]\n", - ")\n", + "imputed_effects" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In prediction tasks, BART's flexibility is a pure advantage. It finds patterns we didn't know to look for, captures complex interactions automatically, and often achieves superior out-of-sample accuracy. But in causal inference, this same flexibility becomes a liability when it absorbs the variation we're trying to causally attribute. The problem is **structural**: any sufficiently flexible method faces this challenge. Methods that can perfectly adapt their functional form to training data will inadvertently learn causal pathways as associational patterns, unless the structure learning is constrainted to partial out the treatment influences. The stronger the relationship between the predictors of the outcome and the treatment, the more we can expect to see this collapse. Flexible outcome modelling may be useful in cases where the relationship between treatment and covariates is truly independent, but it presents a risk where the focus is on recovering treatment effects." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The BART-treatment model demonstrated that flexibility in the treatment equation doesn't harm identification. We can also introduce flexibility in how treatment effects vary with covariates, while preserving the interpretability and identifiability of structural parameters? Our `bart_treatment_cate` model allows this by interacting the treatment parameter with the covariates. This explicitly parameterize effect heterogeneity. Unlike BART in the outcome equation (which failed because it absorbed the entire treatment signal), interaction terms allow treatment effects to vary while retaining a structural interpretation. This allows flexibility while retaining identifiability. \n", "\n", - "ax = (\n", - " cate.mean(dim=(\"chain\", \"draw\"))\n", - " .to_dataframe()\n", - " .sample(100)\n", - " .sort_values(\"likelihood_outcome\")\n", - " .plot(kind=\"barh\", figsize=(15, 6))\n", - ")\n", - "ax.set_yticklabels([])\n", - "ax.set_yticks([])\n", - "ax.set_ylabel(\"Individual Response\")\n", - "ax.set_xlabel(\"CATE\")\n", - "ax.set_title(\"CATE Estimates \\n with BART treatment Model\");" + "We can see this flexibility by pulling out the ITE (individual treatment effects) estimates, using the potential outcomes imputations. We can compare the ITEs across the `bart_treatment_cate` and `linear_no_bart` models. " ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 65, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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9BqS0c1q2bAlTU1MpD586dSpCQ0NVhmNU58CBA6hRowZq1aqltP2tW7dWGh6yXr16AIAePXpg27ZtePbsWU43l0ooDu1CRET5onz58vjkk08KdJ0KhUIpaQVSLveLjY2VXr969Qrh4eGQy+Vql/HmzRsAQFRUFJo0aQJ9fX3MmDEDlStXhkKhwJMnT9C1a1e8f/9eZd0mJibS62nTpsHPz0967eDgII2jnZaDgwNatGiBtWvXIjg4GL169YJCoUBMTIxK3dDQUGkIkbRKly4tTU/96+TkpFLP1tZW6XXqJabdunVTuy8A4O3btzA0NEx3+sfxJSYmYunSpVi6dKnaOqn7d+LEiTA0NMTGjRuxatUqaGtro2nTppg7d26ujhsLCwul16nvc3rlqcdGdt9vdV69egUhRLqN0PLlywMATE1NcebMGcycOROTJk1CWFgY7OzsMGTIEEyePBm6urrZ22giIiKibMhJnp465EZQUFCW51mzZg0AoEuXLtLwfaampmjcuDF27tyJZcuWwczMLFtxAEDNmjUzvNloixYtcObMGen1gAED1I7L3q1bN3z33XdYtGgR9u/fn+7Y7ak5dnp5eHJyMsLCwiCEQHJyskrODajPw7OSN2ZVdvL6rVu3YsaMGfjll18wZcoUGBkZoUuXLpg3b57a2LMqO3l42vbZlStX4OnpCQ8PD/z8888oU6YM5HI59uzZg5kzZ2Y5D3/w4EG6eXRqG6Rp06bYs2cPfvrpJ/Tv3x9xcXFwdnbGDz/8gC+++CJb20slE0+kExFRiWJlZQVLS0scPnxY7XRjY2MAKb0inj9/jtOnT0u9kgFIjYCPfTzG49ChQ5V6ZaSO36fOwIED0bdvXyQnJ2PlypXp1rO0tMSLFy9Uyp8/fw4AUoPC0tISL1++VKn3cVlq/aVLl6JBgwZq15mdnknm5ubQ1tZGv3798O2336qtk3qCX0dHB6NGjcKoUaMQHh6O48ePY9KkSWjdujWePHmSrbE380J23291rKysIJPJcO7cObXvd9oyFxcXbNmyBUII3Lx5E/7+/pg2bRoMDAwwYcKEXG0LERERUV6zs7ODi4sLjh49ipiYmExztXfv3mHnzp0APvQC/tjmzZvxzTff5Hmsq1evVrrvTHon3RUKBXr16oXZs2fDxMQEXbt2VVvP0tISANLNw7W0tGBubg4hBGQyWZbz8KzmjVmRnbzeysoKixcvxuLFi/H48WPs27cPEyZMwOvXr9NtI+WnLVu2QFdXFwcOHFDqFJX2KoPMWFlZwcDAIN0rHdIeA506dUKnTp0QFxeHS5cuYfbs2ejduzccHR3RsGHDHG8HlQw8kU5ERCVKhw4dpBv/uLm5pVsv9cT4x0ns6tWrs7Se0qVLSz3FM9OlSxd06dIFpqam6Sa+QErvmt27d+P58+dKy/7111+hUCikeZs1a4Z58+bhxo0bSsO7bN68WWl5n376KczMzHD37l21NyLNLoVCgWbNmuHatWtwdXVNt9f/x8zMzNCtWzc8e/YMI0aMQHBwMKpXry7t+6z0Qsmt7LzfaeNKvTEtkHJszZkzB8+ePUOPHj2yvN6aNWti0aJF8Pf3x9WrV3O6CURERET5asqUKejRowe+//57/PzzzyodSaKionDhwgV4enpi8+bNeP/+PaZPny7diDOt7t27Y+3atflyIr1KlSpZrvv111/j1atXcHd3V7myNe3y7O3tsXnzZowZM0ba7ujoaOzcuRMNGzaUflioX78+du3ahfnz50vLi4yMxP79+5WWmZO8MSM5zevLlSuHYcOG4cSJE/jjjz+kcj09vQLJwYGUfFhHR0fpZrHv37/Hhg0bVOqmF1eHDh0wa9YsWFpaqr0yVx09PT24u7vDzMwMR44cwbVr13ginTLFE+lERJQvAgMDpfGw0ypTpgzKlCmT6fz79++XeoenldHlilnRq1cvbNq0Ce3atcPw4cNRv3596Orq4unTpzh16hQ6deqELl26oFGjRjA3N8dXX30FHx8f6OrqYtOmTbhx40au1q+Ovr4+duzYkWk9Hx8fHDhwAM2aNcPUqVNhYWGBTZs24eDBg5g3bx5MTU0BACNGjMDatWvRvn17zJgxA6VKlcKmTZtw7949peUZGRlh6dKlGDBgAN6+fYtu3brBxsYGISEhuHHjBkJCQjLsIa/OkiVL0LhxYzRp0gRff/01HB0dERkZiQcPHmD//v04efIkAKBjx46oUaMGPvnkE1hbW+PRo0dYvHgxHBwcUKlSJQApvbZTlzlgwADo6uqiSpUqao+L3MrO+50a19y5c9G2bVtoa2vD1dUVn376KYYOHQpvb2/8+eefaNq0KQwNDfHixQucP38eLi4u+Prrr3HgwAGsWLECnTt3Rvny5SGEwK5duxAeHo5WrVrl+bYRERERpZXTPL179+6YMmUKpk+fjnv37mHQoEGoUKECYmJicPnyZaxevRo9e/aEp6cn1qxZA3Nzc4wZM0btCer+/ftj4cKFKh0/suKvv/6S8t60qlevrjTUYlbUqlUr057PWlpamDdvHvr06YMOHTrgyy+/RFxcHObPn4/w8HDMmTNHqjt9+nS0adMGrVq1wujRo5GUlIS5c+fC0NAQb9++leplNW/Mqqzm9e/evUOzZs3Qu3dvVK1aFcbGxggICMDhw4eVeuS7uLhg165dWLlyJerWrQstLa18G7azffv2WLhwIXr37o2hQ4ciNDQUP/74o9pe+alXdW7duhXly5eHvr4+XFxcMGLECOzcuRNNmzbFyJEj4erqiuTkZDx+/BhHjx7F6NGj4ebmhqlTp+Lp06do0aIFypQpg/DwcCxZskTp3khEGdLknU6JiKhwSr3z+sd3PU/l7u4unJ2d1U47deqUAJDu44cffshw3T4+PhnOn3Ydp06dkuYbMGCAMDQ0THd5aSUkJIgff/xR1KxZU+jr6wsjIyNRtWpV8eWXX4rAwECp3oULF0TDhg2FQqEQ1tbWYvDgweLq1asCgFi3bl2m605PVuqHhIQIAMLHx0ep/NatW6Jjx47C1NRUyOVyUbNmTaVYUt29e1e0atVK6OvrCwsLCzFo0CCxd+9elf0mhBBnzpwR7du3FxYWFkJXV1fY29uL9u3bi+3bt0t1Uo+JoKCgTLcvKChIDBw4UNjb2wtdXV1hbW0tGjVqJGbMmCHVWbBggWjUqJGwsrIScrlclCtXTgwaNEgEBwcrLWvixImidOnSQktLSyl2d3d34e7urrROAGL+/PlK86ceK2m3Je32pD3Gs/p+x8XFicGDBwtra2shk8lU9svatWuFm5ubMDQ0FAYGBqJChQqif//+4s8//xRCCHHv3j3xxRdfiAoVKggDAwNhamoq6tevL/z9/TPdt0RERFSyaTJPT3XmzBnRrVs3YWdnJ3R1dYWJiYlo2LChmD9/voiIiBA3btwQAMSIESPSXca9e/cEAPHdd98plQMQ3377rdp5MmsnHDt2LNPYHRwcRPv27TOss337drU58549e4Sbm5vQ19cXhoaGokWLFuKPP/5QmX/fvn3C1dVVynHnzJmjtk0iROZ5oxApbQcHB4dMt02IzPP62NhY8dVXXwlXV1dhYmIiDAwMRJUqVYSPj4+Ijo6WlvP27VvRrVs3YWZmJuW7qT5uo6R3TKZuc0hIiFK5urbQ2rVrRZUqVYSenp4oX768mD17tlizZo1Knh0cHCw8PT2FsbGxAKC0X6KiosTkyZNFlSpVhFwuF6ampsLFxUWMHDlSvHz5UgghxIEDB0Tbtm2Fvb29kMvlwsbGRrRr106cO3cuS/uXSCaEEHl6Zp6IiIiIiIiIiIiIqBjR0nQARERERERERERERESFGU+kExERERERERERERFlgCfSiYiIiIiIiIiIiIgywBPpREREREREREREREQZ4Il0IiLKd8HBwZDJZNJDS0sL5ubmaNGiBY4ePaqxuE6fPg2ZTIbTp09rLIaPhYaGYuLEiahevToMDQ1hamqKqlWrol+/frh586amw8uQJvfn27dv0atXL9jY2EAmk6Fz587p1j1//jwGDx6MunXrQk9PDzKZDMHBwenWX7p0KapWrQo9PT04OTnBz88PCQkJKvVev34NLy8vWFlZQaFQoGHDhjhx4kQebB0RERFR3mBennXMy3OGeTkVZzqaDoCIiEqO7777Dr1790ZSUhLu3bsHPz8/tGvXDidPnkTTpk01HZ7GRUVFoUGDBoiKisLYsWNRs2ZNvH//Hv/88w927dqF69evw9XVVdNhFkrTp0/H7t27sXbtWlSoUAEWFhbp1j1x4gSOHz+O2rVrw8TEJMMGxsyZMzFlyhRMmDABnp6eCAgIwOTJk/Hs2TP873//k+rFxcWhRYsWCA8Px5IlS2BjY4Ply5ejTZs2OH78ONzd3fNyc4mIiIhyhXl5xpiX5xzzcirWBBERUT4LCgoSAMT8+fOVys+cOSMAiP79+2skrlOnTgkA4tSpUxpZ/8fWrl0rAIiTJ0+qnZ6UlFTAEWWPJvdny5YtRbVq1bJUN+1+nD9/vgAggoKCVOq9efNG6Ovri6FDhyqVz5w5U8hkMnHnzh2pbPny5QKAuHDhglSWkJAgqlevLurXr5/NrSEiIiLKH8zLs4Z5ec4xL6fijEO7EBGRxnzyyScAgFevXimVL1++HE2bNoWNjQ0MDQ3h4uKCefPmqVy25+HhgRo1aiAgIABNmjSBQqFA+fLlMWfOHCQnJyvVvXfvHtq0aQOFQgErKyt89dVXiIyMVBvX2rVrUbNmTejr68PCwgJdunTB33//rVTHy8sLRkZGuHfvHlq3bg1DQ0PY2dlhzpw5AIBLly6hcePGMDQ0ROXKlbF+/fpM90doaCgAwM7OTu10La0PX9sPHjyAt7c3KlWqBIVCAXt7e3Ts2BG3bt1Smif1ss7Nmzdj/PjxsLOzg5GRETp27IhXr14hMjISQ4cOhZWVFaysrODt7Y2oqCilZchkMgwbNgyrV69G5cqVoaenh+rVq2PLli2ZbhMA/Pnnn/jss89gYWEBfX191K5dG9u2bcvSvG/fvsU333wDe3t7yOVylC9fHj/88APi4uIAfLg8+fjx4/j777+ly5Qz6s2Sdj9m5PDhw4iNjYW3t7dSube3N4QQ2LNnj1S2e/duVKlSBQ0bNpTKdHR00LdvX1y5cgXPnj3L0jqJiIiINIF5uTLm5aqYlxNxjHQiItKgoKAgAEDlypWVyv/991/07t0bGzZswIEDBzBo0CDMnz8fX375pcoyXr58iT59+qBv377Yt28f2rZti4kTJ2Ljxo1SnVevXsHd3R23b9/GihUrsGHDBkRFRWHYsGEqy5s9ezYGDRoEZ2dn7Nq1C0uWLMHNmzfRsGFDBAYGKtVNSEhA165d0b59e+zdu1da96RJkzBgwAAMHDhQSuS8vLzw119/Zbg/UpO9/v37Y8+ePVICr87z589haWmJOXPm4PDhw1i+fDl0dHTg5uaG+/fvq9SfNGkSXr9+DX9/fyxYsACnT5/GF198gc8//xympqb47bffMG7cOGzYsAGTJk1SmX/fvn346aefMG3aNOzYsQMODg744osvsGPHjgy36dSpU/j0008RHh6OVatWYe/evahVqxZ69uwJf3//DOeNjY1Fs2bN8Ouvv2LUqFE4ePAg+vbti3nz5qFr164AUho3Fy9eRO3atVG+fHlcvHgRFy9eRJ06dTJcdlbcvn0bAODi4qJUbmdnBysrK2l6al11l/emlt25cyfX8RARERHlF+blypiXK2NeTvQfTXeJJyKi4i/1EtK5c+eKhIQEERsbK65fvy4aNmwo7Ozs1F6+lyopKUkkJCSIX3/9VWhra4u3b99K09zd3QUAcfnyZaV5qlevLlq3bi29Hj9+vJDJZOL69etK9Vq1aqV0yWNYWJgwMDAQ7dq1U6r3+PFjoaenJ3r37i2VDRgwQAAQO3fulMoSEhKEtbW1ACCuXr0qlYeGhgptbW0xatSoTPfVtGnThFwuFwAEAOHk5CS++uorcePGjQznS0xMFPHx8aJSpUpi5MiRUnnqZZ0dO3ZUqj9ixAgBQHz//fdK5Z07dxYWFhZKZQCEgYGBePnypdL6qlatKipWrKiyrrSXkFatWlXUrl1bJCQkKC2zQ4cOws7OLsPLYletWiUAiG3btimVz507VwAQR48elcrc3d2Fs7NzustKT0aXkA4ZMkTo6empna9y5crC09NTeq2rqyu+/PJLlXoXLlwQAMTmzZuzHRsRERFRXmNezryceTnzcso59kgnIqICM378eOjq6kJfXx+1atXC7du3sX//fjg6OirVu3btGj777DNYWlpCW1sburq66N+/P5KSkvDPP/8o1bW1tUX9+vWVylxdXfHo0SPp9alTp+Ds7IyaNWsq1evdu7fS64sXL+L9+/fw8vJSKi9btiyaN2+ucqd3mUyGdu3aSa91dHRQsWJF2NnZoXbt2lK5hYUFbGxslGJKz5QpU/D48WOsXbsWX375JYyMjLBq1SrUrVsXv/32m1QvMTERs2bNQvXq1SGXy6GjowO5XI7AwECVy10BoEOHDkqvq1WrBgBo3769Svnbt29VLiNt0aIFSpUqJb3W1tZGz5498eDBAzx9+lTttjx48AD37t1Dnz59pJhTH+3atcOLFy/U9tJJdfLkSRgaGqJbt25K5anvz8fvR36QyWRZnpadukRERESaxLyceTnzcqLs44l0IiIqMMOHD0dAQADOnz+PH3/8EQkJCejUqZPSpZKPHz9GkyZN8OzZMyxZsgTnzp1DQEAAli9fDgB4//690jItLS1V1qOnp6dULzQ0FLa2tir1Pi7LaCzE0qVLq1zSqVAooK+vr1Qml8vV3pleLpcjNjZWpVydUqVKwdvbG6tWrcLNmzdx5swZyOVyDB8+XKozatQoTJkyBZ07d8b+/ftx+fJlBAQEoGbNmir7CIBKTHK5PMPyj2PNaP+ld6lr6hibY8aMga6urtLjm2++AQC8efMm3f2Q+r59nOza2NhAR0cnw0ts84KlpSViY2MRExOjMu3t27dK+87S0lJtPG/fvgWgup+JiIiINIl5OfNy5uVE2aej6QCIiKjkKFOmjHQjo08//RS2trbo27cvfHx8sGzZMgDAnj17EB0djV27dsHBwUGa9/r16zler6WlJV6+fKlS/nFZavL/4sULlbrPnz+HlZVVjmPIjaZNm8LT0xN79uzB69evYWNjg40bN6J///6YNWuWUt03b97AzMwsz2PIaP+pazQBkPbXxIkTpbETP1alSpV012lpaYnLly9DCKGUtL9+/RqJiYn5/n6kjsF469YtuLm5SeUvX77EmzdvUKNGDaW6H99QKnVeAEp1iYiIiDSNeXnOMC9nXk4lG3ukExGRxvTp0wceHh74+eefpcsrUxMzPT09qZ4QAj///HOO19OsWTPcuXMHN27cUCrfvHmz0uuGDRvCwMBA6YZIAPD06VOcPHkSLVq0yHEMWfHq1SskJyerlCclJSEwMBAKhUJKxmUymdI+AoCDBw/m213oT5w4IfVkSY1p69atqFChAsqUKaN2nipVqqBSpUq4ceMGPvnkE7UPY2PjdNfZokULREVFYc+ePUrlv/76qzQ9P7Vp0wb6+voqN1/y9/eHTCZD586dpbIuXbrg3r17uHz5slSWmJiIjRs3ws3NDaVLl87XWImIiIhyg3m5MublypiXE6Vgj3QiItKouXPnws3NDdOnT8cvv/yCVq1aQS6X44svvsC4ceMQGxuLlStXIiwsLMfrGDFiBNauXYv27dtjxowZKFWqFDZt2oR79+4p1TMzM8OUKVMwadIk9O/fH1988QVCQ0Ph5+cHfX19+Pj45HZzM7RhwwasXr0avXv3Rr169WBqaoqnT5/il19+wZ07dzB16lTpEs8OHTrA398fVatWhaurK/766y/Mnz8/3eQ5t6ysrNC8eXNMmTIFhoaGWLFiBe7du4ctW7ZkON/q1avRtm1btG7dGl5eXrC3t8fbt2/x999/4+rVq9i+fXu68/bv3x/Lly/HgAEDEBwcDBcXF5w/fx6zZs1Cu3bt0LJlyxxtS0hICM6cOQPgQ8+UQ4cOwdraGtbW1nB3dweQctnn5MmTMWXKFFhYWMDT0xMBAQHw9fXF4MGDUb16dWmZAwcOxPLly9G9e3fMmTMHNjY2WLFiBe7fv4/jx4/nKE4iIiKigsS8/APm5cqYlxP9R7P3OiUiopIgKChIABDz589XO7179+5CR0dHPHjwQAghxP79+0XNmjWFvr6+sLe3F2PHjhWHDh1SufN8eneEHzBggHBwcFAqu3v3rmjVqpXQ19cXFhYWYtCgQWLv3r0qyxRCiF9++UW4uroKuVwuTE1NRadOncSdO3dU1mFoaKiy7vRicnBwEO3bt1e7/WljHD16tPjkk0+EtbW10NHREebm5sLd3V1s2LBBqW5YWJgYNGiQsLGxEQqFQjRu3FicO3dOuLu7C3d3d6neqVOnBACxfft2pfnXrVsnAIiAgAClch8fHwFAhISESGUAxLfffitWrFghKlSoIHR1dUXVqlXFpk2blOZNXdfH+/PGjRuiR48ewsbGRujq6gpbW1vRvHlzsWrVqgz3hxBChIaGiq+++krY2dkJHR0d4eDgICZOnChiY2OV6qW339VJjVPdI+2+S7VkyRJRuXJlIZfLRbly5YSPj4+Ij49Xqffy5UvRv39/YWFhIfT19UWDBg3EsWPHshQTERERUUFgXs68nHk5Uc7JhBCiYE7ZExERUVEkk8nw7bffSuNlEhERERFRwWNeTqRZHCOdiIiIiIiIiIiIiCgDPJFORERERERERERERJQBDu1CRERERERERERERJQB9kgnIiIiIiIiIiIiIsqAjqYDIKKiSwiByMhITYdBRERUZBkbG0Mmk2k6DCIq4piXExER5U5W8nKeSCeiHIuMjISpqammwyAiIiqy3r17BxMTE02HQURFHPNyIiKi3MlKXs4x0okox9jzhSgPREcDpUunPH/+HDA01Gw8GhQdF43SY1L2xfMfn8NQr+TuCyo52COdiPIC83KifFTI8nXmzET5gz3SiShfyWQy9qIjyi1t7Q/PTUw0nphrknacNiBPeW5iYsJGARERURYxLyfKR4UsX2fOTKQ5vNkoEREREREREREREVEGeCKdiIiIiIiIiIiIiCgDPJFORERERERERERERJQBjpFORPkqOTkZ8fHxmg6DqNCQy+XQ0uLv2ERERERElD+SkpKQkJCg6TCICgVdXV1op73XQS7wRDoR5Zv4+HgEBQUhOTlZ06EQFRpaWlpwcnKCXC7XdChERERERFSMCCHw8uVLhIeHazoUokLFzMwMtra2kMlkuVoOT6QTUb4QQuDFixfQ1tZG2bJl2QOXCClXaDx//hwvXrxAuXLlcv0lTkRERERElCr1JLqNjQ0UCgXbG1TiCSEQExOD169fAwDs7OxytTyeSCeifJGYmIiYmBiULl0aCoVC0+EQFRrW1tZ4/vw5EhMToaurq+lwiIiIiIioGEhKSpJOoltaWmo6HKJCw8DAAADw+vVr2NjY5GqYF3YRJaJ8kZSUBAAcvoLoI6mfidTPCBERERERUW6ljonOjmxEqlI/F7m9dwBPpBNRvuKlZETK+JkgIiIiIqL8wvYGkaq8+lzwRDoRERERERERERERUQayfSI9ODgYMpkMXl5eUpmXlxdkMhmCg4OlstOnT0Mmk8HX1zcPwlSmbn3q4gIADw+PIvNrnL+/P2QyGfz9/TUdCv3H0dERMplMety7d0/TIeW5vn37Km0jjz8qrnx9fVGqVCnIZDLs2bMn3TIioqKCeXn+YV5e+DAvJyIiKnqKWzucPdIpy2QyGTw8PDQdRoEzNTWFj48PfHx8YGVlJZU/e/YMixcvhqenJ8qVKwe5XA5bW1t8/vnnuHz5crrLi4iIwKhRo+Dg4AA9PT04ODhg1KhRiIiIyFI87du3h0wmg76+vsq00NBQ/O9//8Nnn32G8uXLQ09PD1ZWVmjbti2OHDmidnldu3aFj48POnXqlKX1F2dpGy7qHh+fEChucfj6+qJWrVr5suycSD3xEx4enqV66h4vX74EAPz999/w8/PD6tWr8eLFC7Rt21ZtWW4Vtn1IRETFE/Ny5uVERMUF2+GFqw3JdnjGdPJiIbNnz8aECRNgb2+fF4vLEXt7e/z9998wNTXVWAxUPJmZmantwbV06VLMnTsXFSpUQKtWrWBjY4PAwEDs2bMHe/bswW+//YYePXoozRMdHQ13d3dcv34drVq1whdffIEbN25g0aJFOHXqFM6fPw9DQ8N0Y1m7di0OHz4MfX19CCFUpm/fvh1ff/017O3t0bx5c9jb2+Pp06fYuXMnDh8+jPnz52PMmDFK83Tt2hVdu3aFv78/9u7dm7OdVEy8ePFCer5161ZMnToV9+/fl8pS7/ScKiEhAbq6usU2jqLm/v37MDExUSqzsbEBAPz7778AgE6dOkm9IdWVEREVdczLqThjXk5EVPwUlvZvYYmjqClp7fA86ZFuZ2eHqlWravQA0tXVRdWqVWFnZ6exGKhkqV+/Ps6ePYsHDx5gzZo1mD17Nnbs2IFTp05BW1sbX3/9NeLi4pTmmTdvHq5fv45x48bh6NGjmDNnDg4dOoSpU6fi+vXrmDdvXrrre/r0KUaNGoURI0agVKlSautUrlwZBw4cwOPHj/Hrr79i9uzZ2LBhA65duwZTU1NMmjQJz58/z9P9UJzY2tpKD1NTU8hkMul1bGwszMzMsG3bNnh4eEBfXx8bN25U+8vn4sWL4ejoqFS2bt06VKtWDfr6+qhatSpWrFiRp3FkZR3jx49H5cqVoVAoUL58eUyZMkW6Y7W/vz/8/Pxw48YNlcuJZTIZVq9ejQ4dOkChUKBatWq4ePEiHjx4AA8PDxgaGqJhw4bSF2Kq/fv3o27dutDX10f58uXh5+eHxMREabpMJsMvv/yCLl26QKFQoFKlSti3bx+AlGEBmjVrBgAwNzfPUg8AGxsbpX1na2sLLS0t+Pr6omPHjgAALS0taXiDj8uy+l49ffoUvXr1goWFBQwNDfHJJ5/g8uXLGe5DIqKCwrycSiLm5URERRfb4WyHZ2U/Fpp2uMimoKAgAUAMGDBAKhswYIAAIIKCgqSyU6dOCQDCx8dHaf6wsDDRuHFjoaWlJVavXi2VR0REiKlTp4rq1asLfX19YWpqKlq3bi3OnTunEoO69amLSwgh3N3dBQCRkJAgpk2bJhwdHYVcLheVKlUSy5cvV7uN0dHRwsfHR1SpUkXo6ekJc3Nz0a5dO/HHH3/kSf3Q0FDx5ZdfChsbG2FgYCA++eQTsWvXLrFu3ToBQKxbt07tfFnh7+8v3NzchKGhoTA0NBRubm7C399fpV5G6/r4vUt9re7x8fx79+4Vnp6ewsLCQujp6QkHBwfRt29fcevWLaV6b968ESNGjJDeD2tra9GjRw9x584dlXhS3+9///1XzJ8/X1SqVEno6+uLatWqid9++00IIUR8fLyYMmWKcHR0FHp6esLFxUUcPnxY7T7KzrHm4OAgHBwc1C4nI56engKACAgIkMqSk5NF6dKlhZGRkYiKilKq//79e2Fubi7s7e1FcnJyususWLGiiImJEQ4ODkJPTy9bMQ0dOlQAENu3b1c7PS+Ov7Tev38v7t69K96/f59SkJwsRFSUZh7p7NOMrFu3TpiamkqvU//HODo6ip07d4qHDx+KZ8+eCR8fH1GzZk2leRctWqR03Pzvf/8TdnZ20nw7d+4UFhYWaj+bOY0jK+uYPn26+OOPP0RQUJDYt2+fKFWqlJg7d64QQoiYmBgxevRo4ezsLF68eCFevHghYmJihBBCABD29vZi69at4v79+6Jz587C0dFRNG/eXBw+fFjcvXtXNGjQQLRp00Za1+HDh4WJiYnw9/cX//77rzh69KhwdHQUvr6+Uh0AokyZMmLz5s0iMDBQfP/998LIyEiEhoaKxMREsXPnTgFA3L9/X7x48UKEh4er3Uep/6PCwsLUTo+MjJSO79RtU1eWlfcqMjJSlC9fXjRp0kScO3dOBAYGiq1bt4oLFy5kuA/TUvlsREUJAaQ8PvrfkBX/vIwQR++8FP+8jMj2vIVNVGyUwGAIDIaIis3+viAqaZiX574+83Lm5SUhL6eirzjle0VSLvP1PA8nnZxZpZ0hBNvhbIezHf4ftZ+PHMiToV2y6vnz52jdujUCAwOxfft2dO3aFQDw9u1bNG3aFHfu3EGTJk3QunVrvHv3Dnv37kWzZs2wfft2dO7cOVfr/uKLL3D58mW0bdsW2tra2LZtG7799lvo6upiyJAhUr24uDi0aNECly5dQp06dTBixAi8fv0aW7duxdGjR7F161Yp7pzUj4mJgYeHB27duoWGDRvC3d0dT548Qc+ePeHp6ZmrbRw5ciQWL14Me3t7DBo0CDKZDDt37oSXlxdu3LiBhQsX5mi5jo6O8PHxgZ+fHxwcHJR+jUr7C+C4ceMwf/58WFhYoHPnzrCxscGTJ09w/Phx1K1bFzVq1ACQMl5ggwYNpF/RevXqheDgYOzYsQMHDx7EsWPH0LBhQ5U4Ro0ahcuXL6Njx47Q1tbGli1b0Lt3b5ibm2P58uW4ffs22rVrh9jYWGzevBmfffYZ7t27BycnJ2kZBXGsAZB6genofPiIBQYGSp+Bjy8T1dfXR9OmTbF37148ePAAlSpVUpr+v//9D8eOHcOpU6dULifKTUwFKiYGMDLSzLqjooAMLs3NjhEjRih9prNi+vTpWLBggTSfk5MT7t69i9WrV2PAgAF5EkdW1jF58mSpvqOjI0aPHo2tW7di3LhxMDAwgJGREXR0dGBra6uyPm9vb+mS6PHjx6Nhw4aYMmUKWrduDQAYPnw4vL29pfozZ87EhAkTpHWXL18e06dPx7hx4+Dj4yPV8/LywhdffAEAmDVrFpYuXYorV66gTZs2sLCwAJDyC7eZmRkAIDEpWSW2pP/KypQpo1Rub2+PO3f/hr6BAsb/XWpmZW0jTf+4LDEpGdOnT8e8+fPxWafOAICy5Rxw+/YdrFq1Gn369sOGjRsREhKCi5cuS/E5OpWXlqlQGEJbR0dpPR/HnJiUjKRkgbDoeMgTZUB0HCz/mxYaFQdk8as5LCYeP+y+jctBb6UyNycLzOxSA+YKeZaWUdhEp+ktGBoVh9iE3P+/sjTSy/UyiIoj5uXMywHm5SU2L6csCY2Ky7xSPius+R7zqyKE7XC2w/OgHZ4Rde3w+/fvw8jISJo/7bapK8tsP27evBkhISEICAiQ4qtYsaI0f0b7MK8V2Df3P//8A09PT4SFheHw4cNKN8f57rvvcOfOHaxdu1bpAJg1axbq1auHoUOHok2bNmpv4pJVT548we3bt6Vxe4YPH44aNWpgwYIFSgn7vHnzcOnSJfTp0wcbNmyQLjMYMWIE6tevj8GDB6NVq1YwNjbOcf1bt25hyJAh+N///iett3///tIHISfOnTuHxYsXS5d6pI5J6efnhwYNGmDRokXo2rUrGjdunO1lOzo6wtfXF35+ftLzj/3++++YP38+XFxccOrUKVhaWkrTEhMTERoaKr0eN24cHjx4gIkTJ2LWrFlSuZeXF9q0aYMBAwbg3r170NJSHnno7t27uHnzJqytraX6DRo0QK9evVCjRg3cunVLSoRbt26Nnj17YvHixViyZIm0jII41h4/fozjx4/D1tYWLi4uUnlgYCAAqCTjqVLLAwMDleo8evQIY8aMwVdffQV3d/ccxRQZGYkdO3ZAX18fTZo0ydEyirKkZAEkq45dmZHk/+onffS3dp260nMASBbK0z8uCwkJwZMnTzBo0CCl/zWJiYkwNTVVmi+ncWR1HTt37MCSn5bg3wcPEBUVhcTERJiYmEjT1W1Lqho1XKTy1JPE1Z1rKJXFxsYiLPwdTExM8NdffyEgIAAzZ86UlpGUlITY2FhERkVDoVCoLFffQAFjY2O8fPkKSclCaZtTn999oXrzr+C3MQCANTt+h6HhhyRRW0dHqv/k7XuV+T8uexv6Bk+ePMGQwUMwdOiXaeJOhJGxCe6+iMDpCwGoXN0FL+N08FJNLCFRcYhLSFIbZyqRGI/X72Lx5Z4LeBaZBIP4WPz937TGc0/hvTxr/3+0ZICxvi6W966Dek7mCAgKw6Tdt+C56Gx2D/dCI1nESs8bzzsFLVnO/xenujst59+tVLQp5DxBlR7m5czLUzEvZ16emZj4xMwrFVN1ZxzXdAiFNt8rcflVfCIUmo6hhPvkk0+yVT+zNnJexJHVdezYsQOLFy/Gg4/a4Vnh6uoqPU8dSizt91mpUqUQGxuLiIiITNvhMTExUjs87XINDQ1hbGyM169fZ3U3KDl37pyUWwHZ/5E4K/vx+vXrqF27tnQSXZMKpIUREBCAdu3aQVtbG2fOnFHqLfHmzRts3boVLVq0UEqggJQDYuzYsfj+++9x/PhxdOjQIccxzJ49W+lArVKlCj799FOcOXMGkZGR0pvu7+8PXV1dzJkzR2msHldXV3h5eWH16tXYu3cv+vbtm6P6v/76K+RyOaZNm6YUn6enJ1q0aIETJ07kaPtSx//x9fVV+sCm3tn+iy++gL+/f44S9qxYvnw5AGDJkiVKyTqQ8iFK/cDHx8fjt99+g6WlpdKvckBKkt26dWscOXIEFy5cUIn1hx9+kJJ1AHBzc0P58uXx8OFDzJw5U6k3yeeffw5dXV3cuHFDKiuIYy0hIQH9+vVDXFwc5s2bB21tbWnau3fvACDdf9qpx2dqPQAQQmDQoEEwNzfH3LlzcxQTAHz11Vd49eoVpk2bpvL+FBiFIuUX6Xxw61l4htNFeAKQZr9mxbPw90gWAneep8z37FUkAOBlzIcyAHgTnYD38YlKZU9DI5GQlIw7z98hNCQltilzF8OllvKXv5a2ttJ8OY0jK+u4eTUAXr2/wNejJmDYxOkwMjHB4b27sOHnZdJyQiLjEJuQpDamF5EJH2J4nfI+Pg6Pg+K/skf/ncy+8ywcJlECSUnJ+Hr0BLRo01FlWf++jYNWeILKcoGUa9OfvI3GnefvEBwaDQD4+0UETGIyvwmJfVkHmOQiKRLJKT3Hp85Tvx8BQE8/Zz3P8kOyAGZ1cUF715QxiNu72kFAYNjmaxqOrHCpPvWIpkMgDQme017TIRRKzMuZlzMvZ16eHfwe1azCmu+VtOMibceXIicf2+FZWnce+fjqIS0tLZUbPaeOOw4Ayf+17X7++We4ubkp1Uv7fZCbOLKyjkuXLqFXr17w8/ND69atYWpqii1btmDBggVZWl/ae96k5jbqylJjSU5Ohp+fn9re+2l/mP74XjoymUxaRnY5OTllqed6erKyH3N6BVh+yPcT6efOncOCBQtQqlQpHDlyBBUqVFCaHhAQIP06oq5HRWpvgXv37uUqYa9Tp45KWerlB+Hh4TA2NkZERAQePnyIatWqqVyaAAAeHh5YvXo1rl+/jr59+2a7fmRkJIKCglC9enW1lxs0adIkxwn7tWvXpHWqiwNI+QUnv1y5cgV6enqZ9sy4d+8e3r9/Dw8PD+mXsLQ8PDxw5MgRXL9+XSVhr127tkp9Ozs7PHz4UOUmE9ra2rCxscGzZ8+ksvw+1pKTkzFw4ECcPXsWQ4YMQb9+/bK9jI+tXLkSJ06cwKFDh5R+4cuOSZMmYfPmzWjTpg0mTZqU65hyTCbLs8u6PiYUCZlXyicWFpZ4E/IaQgjpS+z+nVvSdEtrG9jYlsbTR4/QvkuPfIkhK+u4FnAZdvZlMeT7MVLZi2dPlOro6uoiKSkpT2Kq5uKK4H8foFyaYU+yK/XLPTk5b2LKTFb2Y+Vqzti95Ve8CwuDqbm5yvS83IdZUc9JOYb6Tpr/hZ6ICi/m5czL02Jenj3FKi+nIoX5HuVKPrbDNcna2hovX75Uaoen/W4tVaoU7O3t8fDhQ/Tp0ydfYsjKOv744w84ODjghx9+kMoePXqkVEcul+dZG7JOnTq4f/++0rAn2SWXpwwbVVDt2qzsR1dXV/zyyy94+/at2l7pebkPM5PvJ9KvXbuGqKgotG3bVuXuuUDK2HhAysH1xx9/pLuc6OjoXMWhrrdB6uUGqTs7IiLlUvz07ryemmSn9kzIbv3UvzY2Nmrrp7ecrIiIiICWlpZSz5C0y9XS0lLqUZHXwsPDYW9vr3LZ58eyu8/SUnfpS+p7mN60tL9I5uexJoTAkCFDsHHjRvTt2xerVq1SqZN6DKb3PqTum9R6z549w/jx46VLa3PCz88Ps2fPRvPmzbFr165c/fJamDmXznkv5PT8aWYALZlMWrZhfEqDqYK1kdL6enVqi1mTx+L3Tavx+efdcOTIYVw8cwImJiZSvel+vhgxYjgqlrFGmzZtERcXh7/+/BNh4WEYOXJUnsSR2Toa16mBn+Y8xe2zh/BJvXr4/feDOHP0oNKy67tUxdrlj5HwOghlypSBsbEx9PRSxj8sZ6HIMIYQy5TkrJqdCczMTDFzmh86fdYRLlXKo1u37tDS0sKtmzdx6/YtTJ8+Q4o77XIBQEsmg72ZAZxLm8KsrjNkMhn+/fMs2rZrBwMDAzyKSP/L8W1oCOLjYpXKTM0tVH5tz8jXo8Zj7tQJMDI2xqfNWiIhLg53bl5HxLtw9B/6Ldp2+hy/LFuIEYP74PsJU2FtY4t7d27CupQtatatj9JlyuHZk8e4d+cWStmVhqGhEeR6+TeGZEBQmNRDCQCupBk/k1KUuEuPiTLAvJx5eVrMy5mXZ0VJ/h4tLL2uC2O+V+KOi+hoYJGmg6C0PDw8EBISgnnz5qFbt244fPgwDh06pPQd5Ovri++//x4mJiZo2zaljfznn38iLCwMo0Zl3A7PqszWUbFiRTx+/BhbtmxBvXr1cPDgQezevVtpGY6OjggKCsL169dV2uHZNXXqVHTo0AFly5ZF9+4p7fCbN2/i1q1bmDFjRuYLAODg4ACZTIYDBw6g3X/tcKMMxtl//fo1YmOV2+GWlpbZaodnth+/+OILzJo1C507d8bs2bNhZ2eHa9euoXTp0mjYsGGe7sPM5PuJ9GHDhuHZs2dYu3YtdHR0sGHDBqWkIfUgHz16NH788cf8DidDqbG8evVK7fTU8tR6Oa2f3rhD6S0nK0xMTJCcnIyQkBCVBsHr16+RnJys9A8lNbFOTFQd8y4nib2ZmRlevnyJ5OTkDJP27O6zvJRfx1pycjIGDx6MdevWSZfqqtsHacdaVOfjsRoDAwMRFRUFf39/6RLhj6X+8hoWFqZyKY2fnx98fX3h4eGB/fv3F6pLYfKatlbmw35kl9Z/y9RW8zft+mo4V8eKFSswa9YszJwxA59//jnGjBmD//3vf1K9oUOHwMjIEPPnz8eE8eNhaGgIFxcXjBgxItPYsxpHZuvo0qUzRo4cie+//w5xcXFo3749pkyZAl9fX2k53bt3w549u9GyRXOEh4dj3bp10k3MtNKsT10MH5e1a9sGBw4cwLRp0/Dj/PnQ1dVF1apVMXjwYKW4tT7ajrRl5cqWgZ+fHyZNmohBgwaif//++GXNWpV9FGKR0ouuk3s9lWnnzv+Bmg0aINAi5fivbvfhf4u6suqjhqGCnQUWLFiAxbN8YGhoiBo1XPD98O+leieOHcW4sWPwvVdPJCYmolr16vjpp6WobmeCCoP6IuD0YXzZ6zOEh4fjlzVrMGCAl1JMsbGx0I7Wx46vGqWcZE+TmJ8f3yzLPUa+2XQVU/behoBAfScLXAl6i6l778DNyQIr+qj29iwKouOi4TAh5fn5cc1gqJf73jMcJ5voA+blzMs/jhNgXq4O8/IPSvL36F+TW2o6hEKb75W44yKhhG1vEVCtWjWpHT59+nSldniqwYMHQ6FQYP78+Rg3bpxSGzmvZLaOTp06YeTIkRg2bJhKOzzV559/jl27dqFZs2Yq7fDsat26tdQOnzdvnlI7PKvs7e3h5+eHCRMmwNvbG/3790/3uw9IGaLvYxcvXkSDBg2yvM7M9qNcLsfRo0cxevRotGvXDomJiahevbo0nF1e7sNMiWwKCgoSAMSAAQOksgEDBggAIigoSCo7deqUACB8fHxEcnKyGDx4sAAgvvjiC5GYmCjVe/HihZDJZKJRo0ZZjkHd+tTFJYQQ7u7uIr3NVLec8uXLC11dXfH06VOV+l9//bUAIH799dcc13dychJyuVy8ePFCpX6LFi0EALFu3bp0tjx9AwcOFADE1q1bVaZt3bpVABADBw6Uyvbt2ycACF9fX5X6Pj4+0nuXlpaWlmjcuLHa9bdr104AECdPnswwzri4OKGvry+srKxEdHS0yvS2bdsKAOLs2bNSmbr3KVVG76+Dg4NwcHCQXufkWPt4GR9LSkoS3t7eAoDo2bOn0rH9seTkZFG6dGlhZGQkoqKilKa9f/9emJubi9KlS4vk5GQhhBD37t0TgwYNUvswMjIS2tra0uuYmBil5aW+h+7u7mr3szrr1q3L8fGnzvv378Xdu3fF+/fv82R5RMWFymcjKkoIIOXx0f+GjIRGxYm+v1wSDuMPSI++v1wSoVFx+RR5/ouKjRIYDIHBEFGxWd8XRCUV83Lm5eowL2deTsVHccz3iqQc5uv5Fk46OTPb4ETpy6vPR4GcSBciJVkZMmSI2sSmZ8+eAoCYN2+elKykdenSJaWkIz8Tdj8/PwFA9OvXTymWW7duCX19fWFqaioiIiJyXH/q1KkCgBgyZIhSLEeOHBFIuc9ejhKmM2fOCACievXq4t27d1L5u3fvRPXq1QUAcebMGan86dOnQiaTiapVqyodRP/8848wMzNTm7BbWVkJR0dHtes/ePCgACBcXFxEaGio0rSEhATx8uVL6XVqgjt58mSleseOHRMARMWKFUVSUpJUnlcJuxDZP9YyStiTkpKEl5eXACC6d+8uEhIS1NZLK/X9HzdunNryqVOnZrqM1Lj09PQyXEeTJk1UGgYZ4Yl0ooKRVyfSU/3zMkIcvfNS/PMyIvPKhRxPpBNlD/Ny5uXqMC9nXk7FT3HK94oknkgnKvLy6vNRYNenyGQyrF69GjKZDP/73/8ghMCmTZugo6ODFStW4P79+xg3bhw2bNiAhg0bwtTUFE+ePMFff/2FwMBAvHjxQu1NcPLauHHjcPDgQWzYsAF///03WrRogZCQEGzduhUJCQn49ddflW4uk5P6u3btws8//4w7d+6gadOmePLkCbZt24b27dvj4MGDOYq7adOm+O6777B06VLUqFEDn3/+OYQQ2LVrF548eYLvv/8eTZs2lerb29ujZ8+e2LJlC+rWrYs2bdrg9evX2L17N9q0aYOdO3eqrKN58+bYtm0bunXrhtq1a0NbWxvt27eHi4sL2rVrhzFjxuDHH39EpUqV0KVLF+mmQidOnMCYMWOkSzLmzp2LM2fOYMaMGbhw4QLc3NwQHByMHTt2QKFQYN26dZmO6ZhTeXmsTZs2Df7+/jAyMkLlypXVjjfVuXNnpRsujRs3Dvv27cO8efNw7do11K1bFzdu3MChQ4dQq1YtjBs3Llfb5+/vj2nTpkFHRwf169fH/PnzVep4eHiovfkVERVNlUoZo1KpnN30jIhKJublH+ozL2dezrycigLme0REhUOBDvQkk8mwatUqaGlpYdWqVRBCYPPmzbCwsMCFCxewbNkybN26FZs2bUJycjJsbW1Rs2ZNTJkyBVZWVgUSo76+Pk6ePIm5c+di69atWLRoERQKBZo2bYpJkyap3LE+u/UNDQ1x5swZTJw4Ebt378bVq1fh7OyMrVu34t27dzlO2AHgp59+Qu3atbFy5UppXChnZ2f4+fnB29tbpf6aNWtgbW2Nbdu2Yfny5ahSpQr+97//oXTp0moT9iVLlgAATp48id27d0vvkYuLCwBg/vz5aNiwIZYtW4YdO3YgNjYWdnZ2aN68OVq1aiUtx9raGpcvX8b06dOxd+9enDt3DqampujUqRN8fHxQo0aNHO+DzOTlsRYcHAwAiIqKwsyZM9XWcXR0VErYDQ0Ncfr0afj5+WHHjh04ffo0bG1tMXLkSPj4pIzHnBupMSUmJmLBggXp1mPCTkREVLIxL2deDjAvZ15ORERE2SETQghNB0FUWDk6OgL4kAgXZ/7+/vD29s6zmzLExsYiKCgITk5O0NfXz32ARMWEymcjOhpIvQt6VFSWbzZaHEXHRcNoWMq+iFoWlSc3GyUiouKBeTkRaUwhy9fTy5nZBidKX159PvLnOj2iYuTRo0eQyWSQyWS4d++epsPJc3379oVMJlPbO4qIiIiIqLBgXk5ERESaVKBDuxAVNSNGjEB4eLj0uqAuZS5IXbt2RcWKFaXXaS95JSIiIiIqDJiXExERkabxRHoh5uvrm6V6I0aMgJmZWb7GUlKl3oipOOvatSu6du2q6TCIiIiICi3m5ZrHvJyIiIg0jSfSCzE/P78s1fPy8mLCTkRERESUT5iXExERERHHSC/EhBBZeqTeeIc0z9/fXxq3USaToVevXpoOKUOTJ09Wijerva2IiIiIShLm5UUTc3MiIiLKSzyRTpQPOnXqBB8fH3Tr1k0q+ziR//jx8uVLpWX4+vpmWF8mk2HQoEEq63758iUGDx4MOzs76Ovro3Llypg2bRri4+NV6jZv3hw+Pj4YMGBA3u8EKjS8vLzQuXNnTYdBREREpBHMzYmIqKCxHV48cWgXonzQuXNneHl5qZ3WqVMntTcOMjIyUnrt4eGR7vJ/+eUXPHv2DK1bt1Yqf/nyJdzc3PDkyRN07twZlStXxvnz5+Hj44OLFy/i4MGD0NL68PtZ8+bN0bx5c5w+fRrr16/P8vYVd0+ePIGvry8OHTqEN2/ewM7ODp07d8bUqVNhaWkp1fPw8ECtWrWwePFitcs5deoUpk2bhhs3biA2Nhb29vZo1KgR1qxZAx0d9f9+HR0d8ejRI5Xy2bNnY8KECRnGHRwcDCcnJ1y7dk3pGFuyZAmEEJlveC55eXkhPDwce/bsyfd1EREREWUVc3MiosKP7fCcYTu8YPFEOlEByyiRT8vDw0Ntwv7q1SvMnDkTlpaWKr9ujh8/Ho8fP8aKFSvw9ddfA0i5FNnb2xvr16/H+vXr4e3tnQdbUXw9fPgQDRs2ROXKlfHbb7/ByckJd+7cwdixY3Ho0CFcunQJFhYWmS7nzp07aNu2Lb7//nssXboUBgYGCAwMxI4dO5CcnJzhvNOmTcOQIUOUyoyNjXO8Taampjmelwq/wFeRCA6NgaOlApVK5fw4ISIiKomYm1NJxPyRChu2w6mo4Il0oiLG398fiYmJ6NevH+RyuVQeGRmJrVu3onz58vjqq6+kcplMhtmzZ2PDhg34+eefmaxn4ttvv4VcLsfRo0dhYGAAAChXrhxq166NChUq4IcffsDKlSszXc6xY8dgZ2eHefPmSWUVKlRAmzZtMp3X2NgYtra2aqeFhYVh2LBhOHr0KKKiolCmTBlMmjQJ3t7ecHJyAgDUrl0bAODu7o7Tp0+r/ELt4eEBFxcXaGtrY/369ZDL5Zg+fTr69OmDYcOGYceOHbCxscGyZcvQtm1bAEBSUhKGDh2KkydP4uXLlyhXrhy++eYbDB8+HEDK5c6pPadkMhmAlJ4AHh4eePbsGUaNGoWjR49CS0sLjRs3xpIlS3I8jmxiUsYJUGGXmJSMpGSBsOh4yBNlQHQcUvtXhEbFASJrX81hMfH4YfdtXA56K5W5OVlgZpcaMFfIM5iz8IqOi5Oeh0bFITYh52mKpZFeXoRERESUIebmlB2hUXGZV8pHhTV/ZN5GbIcX/nY4peCJdKICdv36dSxcuBCJiYmoUKECPD09s/Ur59q1awEAgwcPViq/ePEi4uLi0KpVK+kfaCo7Ozu4uLjg8uXLiI2Nhb6+fu43JJuEEIiJj8n39SQlq146pZArVPaJOm/fvsWRI0cwfcYMyPX0lZZlbVMKvXv3xtatW7F02XLIZDIIpGyXunXa2JTCixcvcOr0GTRt2jRb25CczjKBlJtQ3b17FwcO/g4rKys8ePAA79+/R1KywMVLl9GwgRuOHD0GZ2dnyOVyJCULCAEI8WHfCADr16/HmLFjcfHSZWzbthVff/01du/eg86dO2P8hIlYsngR+vXrh6DgR1AoFEhITEJpe3v8tmUrrKyscPHCBXz11ZcoVcoW3Xv0wMhRo3H37t+IiIjAmv+OUQsLC0RGRaNZs2Zo3LgxTp0+Ax0dHcyaORNt2rTBtes3lBqcWXX3RUS25ylMRGI8Xr+LxZd7LuBZZBIM4mPx93/TGs89hffyrH0+tWSAsb4ulveug3pO5ggICsOk3bfguegs0jl8Cr1kESs9bzzvFLRkOf9fdXda68wrUbGlkDPFJaKsKam5eWEQE5+o6RAKXN0ZxzW6/sKaPxb6vC0+EYr/nsbEJwK6+XPs5kf+UlDtcHWy2w6fOXOmdBI9la2tLfr06YOtW7dixYoVmS7P1tYWL168wNmzZ7PdDs/IlClTcPfuXRw6dEipHQ4AV65cQf369XH8+HGpHZ6e9evXY9y4cbhy5Qq2bk1ph+/ZswddunTBpEmTsGhRSjv88ePHUCgUSE5ORpkyZbBt2zZYWVnhwoULGDp0KOzs7NCjRw+MGTMGf/+d0g5ft24dgJR2eExMDJo1a4YmTZrg7Nmz0NHRwYwZM9CmTRvcvHkzR+1wSsFWBlEBW7JkidJrU1NTLFu2DH379s103nPnzuGff/5BgwYN4OzsrDQtMDAQAFCpUiW181aqVAk3btzAw4cPUb169RxGn3Mx8TEwGmaUecV8cHHiUyjkhpnWu3ntGoQQMLRxwJ3n71Smm5V2QlhYGM7d+heWVtaIiUtEaHS82rrVPvVE688+R/NmHrCyKQWX2p/ArXFTdPy8F4yMTdKNISEpGRMmTMDkyVOUypf6b0G9ho1x55+HcKjsDIPSlRANwK56PQDAnefvEJac0ggLT9ZDaLIBEAu8eP4O4THxiIxNkOKMiUtExarO6Oz9HeIBdOz/DebMmQsdQxM0bN8D8QC6DxmBVatWYe/JC3Ctk7KO7kNHpcwPoGazDujY7Qus2bAZ1RunJL5xQhvxQitl3QBC37zH7i0bkZAMDPdbAJlMhmQAo2csQmNnR6zfeRCN3Jtn+r6QeskCmNXFBe1d7QAA7V3tICAwbPM1DUdWOFSfekTTIZAGBc9pr+kQiKiIKKm5eWHA7+qCV1jzx8J+LKTt+FJ3+vEsd3zJrvzIXzTZDo9aFgVDvczb4YGBgRBCoFq1amqnV6tWDWFhYQgJCYGNjU2Gy+revTuOHDkCd3d32NraokGDBmjRogX69+8PE5P02+FAynBckydPVio7cOAAPDw88PjxY9SuXRuffPIJACj16ra2tgYAWFpaptujPVXNmjWldUycOBFz5syBlZWVNKTM1KlTsXLlSty8eRMNGjSArq4u/Pz8pPmdnJxw4cIFbNu2DT169ICRkREMDAwQFxentO6NGzdCS0sLv/zyi/Tjw7p162BmZobTp0/D09MzwzgpfVqZVyGivFC+fHmsWLECDx48QExMDIKDg7F8+XJoaWmhf//+OHToUKbLWLNmDQDVHi8A8O5dyknS9MbhSv3SSK1H2Zd6o5Cs/Kqura2N6QuX4+iVOxgxyRc2pWzxy9KF6NqiIUJevcxwXq8vv8O2w2eVHi616gIAevQfiCP7dqFH6yZYNHMqrv95OUfbUrnah8aetrY2zMzNUanqh0acpXVKgvL2TYhUtm3DWnzRrhk8alZEgyplsPO3X/Hi2dMM1/P3ret4EvwQDauWRYMqZdCgShk0cSmPuLhYPH0UlKPY6YN6TuZKr+s7ZT5uIBERETE3p5KL+SMVNdlth69btw5Pnz7FvHnzULp0acycORPOzs548eJFhvOOHTsW169fV3q4ubkBAL7++mts2bIFtWrVwrhx43DhwoUcbYurq6tSrJaWlnBxcZHKSpUqBQB4/fq1VLZq1Sp88sknsLa2hpGREX7++Wc8fvw4w/X89ddfePDgAYyNjWFkZAQjIyNYWFggNjYW//77b45ipxTskU5UQJo2bap0aZGDgwO++eYbVKxYEa1bt8bUqVOlcbDUiYiIwPbt22FkZISePXsWRMh5SiFXIGpZVL6vJzdDu9jq1YJMJkPUq2A4l1Zt9Lx7EQxzc3M0rlEeMpkMCj0dWBrK1dZN5VzaFM3rVgPwJcLCwlCtahWc3rsZvr5+auvramuhqpM92n5aW/3y+nRDV093/H7wIE6cOIEvv+iMr7/5BvPn/wjD+JTLkCtYGynFZKaQA/G6UplCTwelzAyV6sh1tFHG0lhlW8qYGcC5tCm2b9uGBdN+wPwff0SDBg1hbGyMBT/Ox5UrV6R5Pl4PAJgZ6KBO3brYsGGjyrZYW1vn6AYs6q4AKKkCgsKkHkUAcCXNeJclXaG/RJiIiDSqpOfmhUFJ/K4uDD2vC2P+WOiPhehoYFHK07+mtAQMM+9lXVgUVDs8vXVnRcWKFSGTyXD37l2VmzYDwL1792Bubg4rK6ssr9ve3h79+vVDv379MGPGDFSuXBmrVq1S6t39MSsrK1SsWFHttLZt2+LRo0c4ePAgjh8/jhYtWuDbb7/Fjz/+mOWYAEBXV1fptUwmUypLPW+RemPUbdu2YeTIkViwYAEaNkxph8+fPx+XL2fcoS45ORl169bFpk2bVKal9qCnnOGJdCIN8/T0RNmyZfHXX38hLi4Oenrqb7Ty22+/ISYmBoMGDYKRkeqlWaknJNPr1RIREaFUr6DJZLIsXdalSTbWVmjVqhVWrVyJ0aNGKY3P9vLlS2zevBn9+/eHjnbKxTwypGyXtlbmJ+kBwMrSAnZ2dngfE5PhPFqZLNO2lA0GDvTGwIHeWL26CcaOHYuFCxbAQP+/Y0ckK80vk6U8UsvSi1vderW0Usr++OM8GjVqhGHffitNe/jwIYAPy9XTkyM5OUlpGXXr1sW2bdtgZ1sq00vpsqq6Xd4sR1NiY2OhHa2PHV81glxPTykxPz++WZYT8282XcWUvbchIFDfyQJXgt5i6t47cHOywIo+dfJxC/JPdFw0HCakPD8/rlmu/mdwjGwiIsqJkpKbFwYl8bv6r8ktNbr+wpo/FvpjIeFDfAq5DlDY402jKLTDLS0t0apVK6xYsQIjR45UaYdv2rQJ/fv3z1LnOHXMzc1hZ2eH6OjoXMVpbW0NLy8veHl5oUmTlHb4jz/+KI03npSUlKvlq3Pu3Dk0atQI33zzjVT2cY9yuVyusu46depg69atsLGxybN2OKUoOp9+omLMysoKT548wfv379NN1jO6dBT4MP5i6niMHwsMDISWlhbKly+fBxEXX8uWLUOjRo3QunVrzJgxA05OTrhz5w7Gjh0Le3t7zJw5U6l+SEgIrl+/rlRma2uLvXv34vr16+jSpQsqVKiA2NhY/Prrr7hz5w6WLl2aYQyRkZF4+VJ5+BeFQgETExNMnToVdevWhbOzM+Li4nDgwAFpLDkbGxsYGBjg8OHDKFOmDPT19fOscVaxYkX8+uuvOHLkCJycnLBhwwYEBARIdygHUsaJO3LkCO7fvw9LS0uYmpqiT58+mD9/Pjp16oRp06ahTJkyePz4MXbt2oWxY8eiTJky2Y4l9YeMokpHWwvaWjKYG8qhr68HyD7crMjSSA8wVP8/4GMr+9bF8C3XlMa0bFLJCkt61YaFYdG8eYy+rvK+MEzn/yEREVF+Ym5O+cXSSLO5TXHMH6l4YDtcvcLUDqcURftsBFExEBERgXv37sHMzCzdf7a3bt1CQEAAnJ2d0aBBA7V1GjRoAD09PRw7dkwaQyzVixcvcOvWLbi5uUFfP39ujFJcVKpUCX/++ScqVKiAnj17okKFChg6dCiaNWuGixcvwsJCeQzBzZs3o3bt2kqPVatWoX79+oiKisJXX30FZ2dnuLu749KlS9izZw/c3d0zjGHq1Kmws7NTeowbNw5Ayq/NEydOhKurK5o2bQptbW1s2bIFAKCjo4OffvoJq1evRunSpdGpU6c82y9fffUVunbtip49e8LNzQ2hoaFKv4oDwJAhQ1ClShVp/LY//vgDCoUCZ8+eRbly5dC1a1dUq1YNAwcOxPv37/nLeC5ZGMqxYZAbjo1sip/7f4JjI5tiwyA3NoKIiIhygbk5FWfMH6mwYjtcPbbDCyFBRHlm3bp1AoBYt26dyrTz58+rlMXExIgePXoIAOKrr75Kd7nDhw8XAMTChQszXH///v0FALFixQqpLDk5WQwYMEAAEGvXrlU736lTpwQA4ePjk+Hys+P9+/fi7t274v3793m2TKLiQOWzERUlBJDyiIrSbHAaFhUbJTAYAoMhomJL9r4gIqLcY25ORHmikOXr6eXMbIMTpS+vPh8c2oWogDRu3BjVq1dH3bp1Ubp0abx+/RrHjx/HkydPULNmTcyaNUvtfPHx8di4cSPkcjn69euX4TrmzJmDU6dO4dtvv8Xx48dRuXJlnDt3Dn/88Qdat26NAQMG5MemEREREREVKczNiYiIKLt4Ip2ogIwaNQqXLl3CkSNHEBYWBj09PVSrVg3Dhg3Dd999p3RDjbT27NmD0NBQ9OjRI9O7VNvZ2eHy5cuYPHkyDh48iAMHDqBcuXLw8/PD+PHjoaXF0ZyIiIiIiJibExERUXbxRDpRAVmwYEGO5uvRowd69OiR5fp2dnbSzY+IiIiIiEgVc3MiIiLKLv4ETpQPvL29IZPJ0KtXL02HkqHJkydDJpOhWbNmmg6FiIiIiChfMDcnIiKivMAe6UR5qFatWvDx8ZFe16hRQ4PRZK558+bQ0fnwb8DDw0NzwRARERER5SHm5kRERJSXeCKdKA/VqlULtWrV0nQYWda8eXM0b948X9chhMjX5RMVNfxMEBERFQzm5kRUEiUnJ2s6BKJCJ68+FzyRTpSH/P394e3tLb3u2bMntmzZosGIMjZ58mTMnDlTeu3j4wNfX988Wbauri5kMhlCQkJgbW0NmUyWJ8slKsqEEAgJCYFMJoOurq6mwyEiIirWmJsTUUkil8uhpaWF58+fw9raGnK5nO1wKvGEEIiPj0dISAi0tLQgl8tztTyeSCfKB506dUKtWrVULh+9d+8epk+fjhMnTiAsLAy2trbo3LkzfHx8YGFhoXZZycnJ8Pf3x9q1a3H79m3Ex8ejTJky+PTTT/HTTz/B2Ng43TguXbqETz/9FMnJyZg9ezYmTJigND318tHg4GCsX78+9xuehra2NsqUKYOnT58iODg4T5dNVJTJZDKUKVMG2tramg6FiIioRGBuTkQlgZaWFpycnPDixQs8f/5c0+EQFSoKhQLlypWDllbubhfKE+lE+aBz587w8vJSKrt06RJatmyJ9+/fo1OnTqhQoQKuX7+On376CYcPH8aFCxdgaWmpNE9cXBy6deuGAwcOwNXVFV5eXtDT08Pjx4/x+++/Y/r06ekm6+/fv4eXlxcMDAwQHR2ttk7q5aOnT5/Ol2TdyMgIlSpVQkJCQp4vm6io0tXV5Ul0IiKiAsTcnIhKCrlcjnLlyiExMRFJSUmaDoeoUNDW1oaOjk6eXKHBE+lEBWTw4MGIjo7G3r178dlnn0nl8+fPx7hx4/DDDz9g1apVSvNMnDgRBw4cwJw5czB+/HilaZmN7/TDDz/gxYsXmDBhAqZMmZJ3G5JN2traPGlIlI8CX0UiODQGjpYKVCqVfi84IiIi+qCk5uZEOcF8s2hJHUaSQ0kS5T2eSCcqAA8ePMCdO3dQr149pUQdAEaPHo25c+diw4YNWLBgAQwNDQEAz549w9KlS9GkSROVRB1Ahpej/PHHH1iyZAlWrVrFL08q1kKj4jQdQu5FxyG1v1toVBwgsvbVHBYTjx9238bloLdSmZuTBWZ2qQFzRe7GfdOU6LgP72doVBxiE3KWplga6eVVSEREVAwxN6eiQtO5bmHPN5nzEVFB44l0ogLw6tUrAICTk5PKNC0tLZQrVw7Xrl3DpUuX0KJFCwDAzp07kZiYiO7duyMyMhL79u3D48ePUapUKbRu3Rr29vZq1xUTEwMvLy94eHhgyJAh8Pf3z7ftKixi4hM1HQJpSN0ZxzUdQq4ZxMfi7/+eN557Cu/l+lmaT0sGGOvrYnnvOqjnZI6AoDBM2n0LnovOIlnkX7z5KVnESs8bzzsFLVnW9sXH7k5rnVchURGgkDOdJaLsYW5e9JTUfF/TuW5hzzcLLOeLT4Tiv6cx8YmAruaOR+Y9RJrFTyBRAbC2tgYABAUFqUxLTk7G48ePAQD//POPlKz/+eefAIB3796hSpUqePHihTSPXC7HnDlzMHLkSJXlTZgwAS9evMDRo0fzfDsKq+pTj2g6BKIClyyAWV1c0N7VDgDQ3tUOAgLDNl/TcGSax/8JJUvwnPaaDoGIihjm5kUPv9s1o7DnmwV1XKTt+FJ3+vEsd3zJD8x7iDQrd7cqJaIsqVy5MipUqICAgAAcPHhQadqiRYsQGhoKAAgPD5fKX79+DQDw9fVFzZo1cefOHURERODAgQOwsrLCqFGj8Pvvvyst68yZM1i2bBlmzZqltocNERUv9ZzMlV7Xd7LQUCRERERFB3NzoqxjvklE9AF7pBMVkOXLl6Njx4747LPP0LlzZ1SoUAE3btzA0aNH4eLiglu3bindlDP1hkU2NjbYuXMnFIqUi8nat2+PNWvWoG3btli4cCHatWsHAIiOjsbAgQPRsGFDDBs2rOA3UIM4jEPJVdJ7JwUEhUk9hADgSprxK0sy/k8gIqLMMDcvWkrqd3thyHULc75ZYMdFdDSwKOXpX1NaAv/dO4GISh6eSCcqIK1bt8a5c+cwffp0nDx5EgcPHkSNGjWwe/dunDhxArdu3ZIuMwUAU1NTAEDLli2lRD2Vp6cn9PT0pEtMAeCHH37A8+fP8fvvv2d4s6PiiOPElVx/TW6p6RByL01ifn58sywn5t9suoope29DQKC+kwWuBL3F1L134OZkgRV96uRjwPknOi4aDhNSnp8f1wyGejlrpPB/AhERZYa5edFSUr/bNZ3rFvZ8s8COi4QP61HIdYASejwSEU+kExUoNzc3HDhwQKV88eLFAIBPPvlEKqtSpQoAwMzMTKW+lpYWjI2NERERIZVdv34dsbGxqFq1qtp1T5w4ERMnTsTw4cOl9REVdZZGepoOIfdkH25WZGmkBxhmbZtW9q2L4VuuKY1R2aSSFZb0qg0LQ3meh1kQ9HWV94WhXjF4f4mIqNBibk6FnaZz3eKYbxIR5QZPpBNp2KNHj3D+/HlUr14dLi4uUnnz5s0xc+ZM3L17V2WekJAQvHnzBpUrV5bK2rdvj4oVK6rUDQwMxNmzZ1GvXj24urqiYcOG+bMhRFSgLAzl2DDIDYGvIhEcGgNHSwUqlTLWdFhERERFGnNzog+YbxIRKeOJdKICEhUVBUNDQ8hkMqns3bt36NevH5KSkjB79myl+u7u7qhWrRpOnDiBY8eOoVWrVgAAIQQmTZoEAOjRo4dUf+zYsWrX6+/vj7Nnz6Jr166YMGFCXm8WEWlYpVLGbNAQERFlE3NzoqxjvklElIIn0okKyJ49ezBp0iQ0b94cpUuXxuvXr7Fv3z6EhIRg+vTp+Oyzz5Tqa2trY926dWjevDnatWuHLl26oGzZsjh//jyuXLmCOnXqMPkmIiIiIsoB5uZERESUXTyRTlRAXFxcULNmTRw9ehRv3ryBqakpGjRogFGjRqFZs2Zq53Fzc8OVK1fg4+ODkydPIiIiAuXKlcPEiRMxadIkGPJu4URERERE2cbcnIiIiLKLJ9KJCkjNmjWxf//+bM/n7OyMHTt25Hi9Xl5e8PLyyvH8RERERETFDXNzIiIiyi4tTQdAVBx5e3tDJpOhV69emg4lQ5MnT4ZMJku31w0RERERUVHH3JyIiIjyAnukE+WhWrVqwcfHR3pdo0YNDUaTuebNm0NH58O/AQ8PD80FQ0RERESUh5ibExERUV6SCSGEpoMgIiIqsaKjASOjlOdRUUAJHl81Oi4aRsNS9kXUsigY6pXcfUFEREREhUQhy9eZMxNpDod2IcpD/v7+kMlk0qOoXD6a+vD19dV0SEREREREeYK5OREREeUlnkgnygedOnWCj48PunXrJpXt2rUL3bp1Q6VKlWBiYgIjIyM4OztjxIgRePbsWbrLSk5Oxtq1a9G4cWOYmZlBoVCgcuXK8Pb2RmRkpEr9w4cPo2XLljAzM4OBgQFcXFywcOFCJCUlqdRt3rw5fHx8MGDAgLzZcCIiIiKiQoa5OREREeUFjpFOlA86d+4MLy8vpbLdu3fjxo0bqFevHuzs7AAA169fx08//YT169fj/PnzcHZ2VponLi4O3bp1w4EDB+Dq6govLy/o6enh8ePH+P333zF9+nQYGxtL9X/66ScMHz4cJiYm6Nq1K8zMzHD8+HGMHj0aFy9exPbt25WW37x5czRv3hynT5/G+vXr82dnEBERERFpEHNzIiIiygs8kU5UQH7++Wfo6+urlK9ZswaDBw+Gr6+vSjI9ceJEHDhwAHPmzMH48eOVpiUnJyu9fvbsGcaOHQtzc3Ncu3YNDg4OAIDExER069YNO3bswJYtWwr9Ja1ElHuBryIRHBoDR0sFKpUyznwGIiKiEoa5OVHeYN5JRCUJT6QTFRB1iToAdO/eHYMHD8aDBw+Uyp89e4alS5eiSZMmKok6AGhpKY/MdOjQIcTHx2P48OFSog4AOjo68PPzw969e7Fy5Uom61QshUbFaTqEnIuOg+V/T0Oj4gCR86/msJh4/LD7Ni4HvZXK3JwsMLNLDZgr5LkMNP9Fx314H0Oj4hCbkHdpiqWRXp4ti4iIij7m5lSUFYbctzDnncz7iCi/8EQ6kYYdPHgQAFCjRg2l8p07dyIxMRHdu3dHZGQk9u3bh8ePH6NUqVJo3bo17O3tleq/evUKAODk5KSyjtSyCxcuIC4uDnp6RS+xiIlP1HQIVIjVnXFc0yHkmEF8LP7+73njuafwXq6+YZ8VWjLAWF8Xy3vXQT0ncwQEhWHS7lvwXHQWySJv4s1PySJWet543iloyXK+Lz52d1rrPFsWFTyFnCkrERUM5uZFR0luHxSG3Lcw5515nvfFJ0Lx39OY+ERAV7PHXtpjPyY+ETJZInMlogLCTxpRAduzZw+uX7+OmJgY3LlzB0eOHIGTkxOmTZumVO/PP/8EALx79w5VqlTBixcvpGlyuRxz5szByJEjpTJra2sAQFBQkMo6U8sSExPx8OFDVKtWLc+3K79Vn3pE0yEQFXrJApjVxQXtXVPGem3vagcBgWGbr2k4Ms3j/5CiLXhOe02HQETFFHPzoovf7ZpVmPPOvD420nZ8qTv9eK46vuSFtJ1P6s44Di2ZPnMlogKilXkVIspLe/bsgZ+fH+bPn4/ff/8dtWvXxrFjx1R6q7x+/RoA4Ovri5o1a+LOnTuIiIjAgQMHYGVlhVGjRuH333+X6rdq1Qra2tpYs2YNnjx5IpUnJibCz89Peh0eHp6/G0hEGlXPyVzpdX0nCw1FQkREVPgxNyfKOeadRFTSsEc6UQHz9/eHv78/3r17h2vXruGHH35A3bp1sWvXLjRv3lyql3rDIhsbG+zcuRMKRcrFZO3bt8eaNWvQtm1bLFy4EO3atQOQconopEmTMH36dLi4uKBr164wNTXFiRMn8PjxY5QrVw6PHz+GtrZ2wW90HuCwDJQR9kj6ICAoTOoZBABX0oxbWZLxfwgREanD3LzoKsnf7YUl9y2seWeeHxvR0cCilKd/TWkJGBrm7fKzG05cNGxG/RfP5JYw1NNsPEQlCU+kE2mIqakpPDw8cOjQIVSpUgX9+/dHUFAQdHV1pekA0LJlSylRT+Xp6Qk9PT3pEtNU06ZNQ+XKlbF06VJs2bIF2traaNKkCX777TfpRkapl5kWNRzzjTLy1+SWmg4h59Ik5ufHN8tVYv7NpquYsvc2BATqO1ngStBbTN17B25OFljRp04eBZx/ouOi4TAh5fn5cc3ytFHA/yFERJQR5uZFT0n+bi8MuW9hzjvz/NhI+LA8hVwH0PCxJ4RyPCX5s0BU0PhpI9IwExMTNGjQAHv27MGDBw+kMRKrVKkCADAzM1OZR0tLC8bGxoiIiFCZ1rdvX/Tt21epLC4uDoGBgbCwsFB7wyOios7SqAjfpEv24WZBlkZ6gGHOt2Vl37oYvuWa0tiUTSpZYUmv2rAwlOcqzIKgr6u8Lwx58zUiIipgzM2pKCgMuW9RzzuJiHKCJ9KJCoHnz58DAHR0PnwkmzdvjpkzZ+Lu3bsq9UNCQvDmzRtUrlw5S8vfsWMH4uLiMGjQoLwJmIgKJQtDOTYMckPgq0gEh8bA0VKBSqWMNR0WERFRkcLcnChzzDuJqCTizUaJCkBcXBwuXbqkdtq6detw5coVVKxYEZUqVZLK3d3dUa1aNZw4cQLHjh2TyoUQmDRpEgCgR48eSstS1wvm77//xujRo2FiYoIJEybkxeYQUSFXqZQxWlUvxcYMERGRGszNifIO804iKknYI52oALx//x4NGzZEjRo1UKtWLdjb2+Pdu3e4cuUKrl69CiMjI6xbt05pHm1tbaxbtw7NmzdHu3bt0KVLF5QtWxbnz5/HlStXUKdOHZXke/To0bh69Srq1asHCwsLBAYGYv/+/dDS0sKePXtQtmzZgtxsIiIiIqJCh7k5ERER5QRPpBMVAENDQ/j5+eHUqVM4ceIE3rx5A11dXTg6OmLEiBEYOXIkypUrpzKfm5sbrly5Ah8fH5w8eRIREREoV64cJk6ciEmTJsHwo5sSenp64t69e9i+fTsiIyNha2uLPn36YNKkSahQoUJBbS4RERERUaHF3JyIiIhygifSiQqArq4upk6diqlTp2Z7XmdnZ+zYsSNLdbt3747u3btnex1ERERERCUFc3MiIiLKCY6RTpQPvL29IZPJ0KtXL02HkqHJkydDJpOhWbNmmg6FiIiIiChfMDcnIiKivMAe6UR5qFatWvDx8ZFe16hRQ4PRZK558+bQ0fnwb8DDw0NzwRARERER5SHm5kRERJSXZEIIoekgiIiISqzoaMDIKOV5VBTw0fiqJUl0XDSMhqXsi6hlUTDUK7n7goiIiIgKiUKWrzNnJtIcDu1ClAF/f3/IZDLpUdgvB82uBw8eKG2fo6OjpkMiIiIiIlKLuTkRERFpEk+kE2VBp06d4OPjg27dukll//77L3x9ffHZZ5/B3t4+02TX19dXKTFW9xg0aJDKfIcPH0bLli1hZmYGAwMDuLi4YOHChUhKSlKpe/78eYwePRp169aFpaUl9PX1UbVqVYwfPx7h4eEq9S0sLODj4wMfHx+YmprmaN8QERERERUk5uZERESkCRwjnSgLOnfuDC8vL6Wyc+fOwc/PD9ra2qhWrRpevnyZ4TIyGuPwl19+wbNnz9C6dWul8p9++gnDhw+HiYkJunbtCjMzMxw/fhyjR4/GxYsXsX37dqX63bp1w5s3b9C4cWP0798fMpkMp0+fxrx587Bz505cuHABNjY2Un0LCwv4+voCSOnhQ0RERERU2DE3JyIiIk3giXSiHGratCkuXryImjVrwsDAAPr6+hnW9/DwUJuwv3r1CjNnzoSlpSU6d+4slT979gxjx46Fubk5rl27BgcHBwBAYmIiunXrhh07dmDLli1Kl7SOHDkS/fv3h52dnVQmhMC3336LlStXws/PD8uXL8/dhhNRkRD4KhLBoTFwtFSgUiljTYdDRESUr5ibExUezEOJqLjiiXSiHCpfvjzKly+f6+X4+/sjMTER/fr1g1wul8oPHTqE+Ph4DB8+XErUAUBHRwd+fn7Yu3cvVq5cqZSsjx8/XmX5MpkMU6ZMwcqVK3HmzJlcx0tUGIVGxWk6hJyLjoPlf09Do+IAkbuv5rCYePyw+zYuB72VytycLDCzSw2YK+QZzKl50XEf3sfQqDjEJuRtmmJppJenyyMiosKDuTmVVIUpDy7MeSjzQCLKCzyRTqRha9euBQAMHjxYqfzVq1cAACcnJ5V5UssuXLiAuLg46OllnBTo6uoCSEn0i4OY+ERNh0CFTN0ZxzUdQo4ZxMfi7/+eN557Cu/lGfegy4yWDDDW18Xy3nVQz8kcAUFhmLT7FjwXnUWyyH28+SlZxErPG887BS1Z7vbFx+5Oa515JSpSFPLi8b1GRIUHc/PioSS1FwpTHlyY89Bc5YHxiVD89zQmPhHQ1ezxlfb4jolPhEyWtXiYNxHlHj9FRBp07tw5/PPPP2jQoAGcnZ2VpllbWwMAgoKCVOZLLUtMTMTDhw9RrVq1DNeT2iDw9PTMi7A1rvrUI5oOgajQShbArC4uaO+achl5e1c7CAgM23xNw5FpHv93FD/Bc9prOgQiKkaYmxcf/M7XjMKch+bmmEjb8aXu9OO57viSW2k7n9SdcTzLnU+YNxHlnpamAyAqydasWQNAtccLALRq1Qra2tpYs2YNnjx5IpUnJibCz89Peh0eHp7hOq5fvw4/Pz/Y2Nhg3LhxeRM4ERVq9ZzMlV7Xd7LQUCRERERFB3NzotxjHkpExRl7pBNpSEREBLZv3w4jIyP07NlTZbqTkxMmTZqE6dOnw8XFBV27doWpqSlOnDiBx48fo1y5cnj8+DG0tbXTXUdQUBA6dOiApKQkbNmyBVZWVvm5SQWGwzPQx9jrSFlAUJjUEwgArqQZp7Ik4/8OIiJKD3Pz4qUkfecXtjy4sOahuTomoqOBRSlP/5rSEjA0zJugchpOXDRsRv0Xz+SWMNTTbDxEJQlPpBNpyG+//YaYmBgMGjQIRkZGautMmzYNlStXxtKlS7FlyxZoa2ujSZMm+O2336QbGaVeZvqxR48eoVmzZggJCcHOnTvRrFmzfNuWgsax3ehjf01uqekQci5NYn5+fLNcJ+bfbLqKKXtvQ0CgvpMFrgS9xdS9d+DmZIEVferkQcD5JzouGg4TUp6fH9cszxsF/N9BRETpYW5evJSk7/zClAcX5jw0V8dEwod5FXIdQMPHlxDK8ZSk451I0/hpI9KQjC4dTatv377o27evUllcXBwCAwNhYWGh9oZHwcHBaNasGZ4/f47t27ejQ4cOeRc4USFkaZTxTb0KtTQ3B7I00gMMc7ctK/vWxfAt15TGomxSyQpLetWGhaE8V8vOb/q6yvvCMJObtREREeUV5uZUVBWmPLgo56FERFnBE+lEGnDr1i0EBATA2dkZDRo0yPb8O3bsQFxcHAYNGqQyLTg4GB4eHnj+/Dm2bt2KTp065UXIRFREWBjKsWGQGwJfRSI4NAaOlgpUKmWs6bCIiIgKLebmRHmDeSgRFXc8kU6kAak9XtQl22lFRETAxMREqezvv//G6NGjYWJiggkTJihNS03Unz17hq1bt6JLly55GzgRFRmVShmz4UJERJQFzM2J8hbzUCIqrnginSiH3rx5gzFjxkivExIS8ObNG3h5eUll/v7+KvPFx8dj48aNkMvl6NevX4brGD16NK5evYp69erBwsICgYGB2L9/P7S0tLBnzx6ULVtWqb6HhwcePXqEBg0a4ObNm7h586bKMn19fbO1nUREREREhR1zcyIiIspvPJFOlENRUVFYv369Ull0dLRSmbpkfc+ePQgNDUWPHj1gZWWV4To8PT1x7949bN++HZGRkbC1tUWfPn0wadIkVKhQQaX+o0ePAACXLl3CpUuX1C6TyToRERERFTfMzYmIiCi/8UQ6UQ45OjpCCJHt+Xr06IEePXpkqW737t3RvXv3LC87J/EQERERERV1zM2JiIgov2lpOgCiosDb2xsymQy9evXSdCh56sGDB5DJZJDJZFKPGSIiIiKiwoy5OREREWkCe6QTZaBWrVrw8fGRXteoUUOD0eQ9CwsLpe0zMzPTXDBERERERBlgbk5ERESaJBO83oyIiEhzoqMBI6OU51FRgKGhZuPRoOi4aBgNS9kXUcuiYKhXcvcFERERERUShSxfZ85MpDkc2oUoA/7+/tLllcX98lGZTAZHR0dNh0REREREpBZzcyIiItIknkgnyoJOnTrBx8cH3bp1A5By46BDhw7h66+/hqurK0xNTaFQKFCzZk3MmjULsbGxWVruN998IyXKL1++VFvn6tWr6N69O5ycnGBgYAAHBwd06tQJZ8+ezXT5CQkJqFWrFmQyGapWraoyPfXyUR8fH5iammYpZiIiIiIiTWJuTkRERJrAMdKJsqBz587w8vKSXsfFxaFdu3bQ09ODh4cHWrdujdjYWBw5cgQ//PAD9uzZgzNnzsDAwCDdZZ44cQKrVq2CoaEhoqOj1dbZs2cPPv/8c+jp6aFLly4oW7Ysnjx5gt27d2Pfvn1Yt26dUlwfmz59Oh48eJDudAsLC/j6+gJI6eFDRERERFTYMTcnIiIiTeCJdKIc0NbWxsyZM/HNN98o3QQoISEBn3/+Ofbv349ly5Zh7NixauePjIzEoEGD0KVLF4SGhuLMmTNq602aNAlCCFy4cAG1atWSyq9evYpPPvkE06ZNSzdZv3r1KmbPno2FCxfi+++/z+mmElEhFfgqEsGhMXC0VKBSKWNNh0NERKQxzM2JChfmqURUXPFEOlEO6OrqYtKkSWrLJ06ciP379+PMmTPpJuujR49GZGQkVqxYgZ49e6a7nocPH6J06dJKiToA1KlTB3Z2dnj9+rXa+eLj4+Hl5YUGDRpg2LBhTNapWAiNitN0CPkjOg6W/z0NjYoDRMZfzWEx8fhh921cDnorlbk5WWBmlxowV8jzMdD8Fx334T0OjYpDbELO0hRLI728ComIiIoA5uZEKTSdLxfWPJW5IRHlFZ5IJ8pjurq6AAAdHfUfr6NHj+Lnn3/Gr7/+ilKlSmW4LGdnZ1y/fh03b96Eq6urVH79+nW8ePECHTp0UDufr68vAgMDcePGDchkshxuSfEQE5+o6RAoj9SdcVzTIeQLg/hY/P3f88ZzT+G9XD/D+loywFhfF8t710E9J3MEBIVh0u5b8Fx0Fski/+PNT8niwxi2jeedgpYs432RnrvTWudVSFSEKORMa4lIFXPzkqWk5/6azpcLa56a69wwPhGK/57GxCcCupo9ztIe5zHxiZDJlONhTkSUf/jpIspja9euBQB4enqqTIuIiMDgwYPRrl079OvXL9NlLVy4EB06dECjRo3QpUsXlClTBk+fPsWuXbvQpEkTrF69WmWegIAAzJs3D7NmzULlypVzv0FFXPWpRzQdAlGeShbArC4uaO9qBwBo72oHAYFhm69pOLLCg5/7kil4TntNh0BEhRBz85KFOYBmFdY8NbfHRdqOL3WnH8+040t+S9v5pO6M4yqdT5gTEeUfnkgnykOHDx/G6tWrUa1aNQwaNEhl+ogRI/Du3Tu1SbY67u7uOHv2LLp3746NGzdK5WXLloW3tzfs7OyU6sfFxcHLywu1a9fG6NGjc7cxRFRo1XMyV3pd38lCQ5EQEREVXszNiQoe81QiKs54Ip0oj/z555/o2bMnTE1NsX37dujpKY/DdujQIaxbtw6rVq1CmTJlsrTMQ4cOoVevXujQoQP2798PR0dHPHr0CLNmzYK3tzdu3ryJhQsXSvWnTJmCwMBA/PXXX9DW1s7T7SuqOMRD8cEeRh8EBIVJPX0A4EqacSiJn3siImJuXlKV9BygMOTLhTFPzfVxER0NLEp5+teUloChYe6Dyk04cdGwGfVfPJNbwlBPs/EQlSQ8kU6UB65duwZPT0/IZDIcOXIEzs7OStNjYmIwZMgQNGvWDEOHDs3SMt++fYvevXujUqVK2LBhA7S0tAAAVatWxfr16xEYGIglS5bg22+/RYUKFXD16lUsXLgQU6ZMgYuLS55vY1HF8eGKj78mt9R0CPkjTWJ+fnyzTBPzbzZdxZS9tyEgUN/JAleC3mLq3jtwc7LAij51CiDg/BMdFw2HCSnPz49rluNGAT/3REQlG3Pzkquk5wCazpcLa56a6+Mi4cP8CrkOoOHjTAjleEr6cU9UkPhpI8qlq1evolWrVkhKSsLRo0dRr149lTqvX7/Gs2fP8OzZMynp/ljqpaDXrl1DrVq18McffyA8PBzu7u4q88hkMjRr1gyXLl3CtWvXUKFCBdy8eRNJSUnw9fWFr6+vyvLv378PmUwGU1NThIeH53q7iQqapZFe5pWKojQ3B7I00gMMM97OlX3rYviWa0pjTTapZIUlvWrDwlCeb2EWBH1d5X1hqFdM33MiIso3zM2pJNN0vlyc81QiIoAn0oly5erVq2jZsiUSExNx5MgRuLm5qa1nbGysdlxGADh48CBevnyJ3r17w8DAAJaWlgCA+Ph4AEBISIja+VLLUy9TrVy5crrrWLNmDUxNTdGtWzcoFAq1dYioaLAwlGPDIDcEvopEcGgMHC0VqFTKWNNhERERaRxzcyLNYp5KRMWdTAghNB0EUWHl7+8Pb29vrFu3Dl5eXkrTUhP1hIQEHD58GJ9++mmO1uHh4YEzZ87gxYsXsLW1lcqfPXsGBwcHyOVyXLp0Ca6urtK0O3fuwM3NDYmJiXj69CmsrKwyXIdMJkOVKlVw7969dOs4OjoCAIKDg3O0HUSUQ9HRgJFRyvOoKI2PuahJ0XHRMBqWsi+ilkVxvEciIlLC3JyINKKQ5evMmYk0hz3SiXLg7du3aNmyJcLCwtCmTRscO3YMx44dU6pjZmaGESNG5Hgd9vb2mDhxImbMmIF69eqhc+fOcHR0xOPHj7F7927ExcVh/vz5mSbqRERERETFGXNzIiIiKgg8kU6UAxEREQgLCwMAHD58GIcPH1ap4+DgkKtkHQCmT58OV1dXrF69GseOHUNERARMTU3h7u6O7777Dh06dMjV8omIiIiIijrm5kRERFQQeCKdKAccHR2RV6MinT59OsPp3bt3R/fu3XO1Do7gRERERETFFXNzIiIiKgjqb1FOREq8vb0hk8nQq1cvTYeSpx48eACZTAaZTIZHjx5pOhwiIiIiokwxNyciIiJNYI90ogzUqlULPj4+0usaNWpoMJq8Z2FhobR9ZmZmmguGiIiIiCgDzM2JiIhIk2SC15URERFpTnQ0YGSU8jwqCjA01Gw8GhQdFw2jYSn7ImpZFAz1Su6+ICIiIqJCopDl68yZiTSHQ7sQZcDf31+6vLK4Xz4qk8ng6Oio6ZCIiIiIiNRibk5ERESaxBPpRFnQqVMn+Pj4oFu3blLZv//+C19fX3z22Wewt7fPUrKbmJiItWvXomHDhrC2toaxsTGqV6+OcePG4eXLlyr1vby8lJLptI+qVauqXUd4eDimTp0KV1dXGBsbw8rKCvXq1cOyZcsQGxurVDf18lEfHx+Ymppmf8cQERERERUw5uZERESkCRwjnSgLOnfuDC8vL6Wyc+fOwc/PD9ra2qhWrZraZPtjPXv2xK5du1CxYkX06tULenp6uHTpEubPn4+NGzfi6tWrsLW1VZlv+PDhKmMkWllZqdQLDw9H3bp18fDhQzRu3Bhffvkl4uLicOjQIXz33XfYvXs3jh07Bi2tlN/QLCws4OvrCyClhw8RERERUWHH3JyIiIg0gSfSiXKoadOmuHjxImrWrAkDAwPo6+tnWP/KlSvYtWsX6tevj/Pnz0NXV1eaNmLECCxZsgT/+9//MHXqVJV5R4wYkaVLO//3v//h4cOHGDlyJBYuXCiVx8fHo3Hjxjh58iTOnz+Ppk2bZn1DiahQC3wVieDQGDhaKlCplLGmwyEiItII5uZEhQtzVCIqjnginSiHypcvj/Lly2e5/sOHDwEArVq1UkrUAaB9+/ZYsmQJXr9+nauYUtfRrl07pXK5XI5WrVohICAg1+sg0rTQqDhNh5C3ouNg+d/T0Kg4QGTtqzksJh4/7L6Ny0FvpTI3JwvM7FID5gp5PgSa/6LjPry3oVFxiE3IuzTF0kgvz5ZFRESFD3NzosKRJxfmHJX5IBHlFk+kExUQZ2dnAMDx48fh6+sLHZ0PH7/ff/8dANC8eXO18x48eBCRkZHQ09ODq6srPDw8oK2tne46Dh8+jJYtW0rlCQkJOH78OAwMDNCwYcM82yZNiolP1HQIpCF1ZxzXdAh5yiA+Fn//97zx3FN4L8+4B10qLRlgrK+L5b3roJ6TOQKCwjBp9y14LjqLZJF/8eanZPFhrNjG805BS5a1fZEVd6e1zrNlUdGkkDPtJaIPmJsXD2wTKCsMeXJhzlFznA/GJ0Lx39OY+ERAV7PHXdrjPiY+ETKZ+niY+xDlPX6qiAqIi4sLhg0bhmXLlsHZ2RmtW7eGnp4erly5gsuXL2PKlCno2rWr2nmHDRum9Lpy5cr47bffUKdOHaXywYMHY8OGDViwYAH+/PNP1KtXD3FxcTh8+DDCwsKwefNm2Nvb59s2FqTqU49oOgQijUoWwKwuLmjvagcAaO9qBwGBYZuvaTiywon/Myh4TntNh0BEhQhz8+KB3++FT2HOUXN6vKTt+FJ3+vEsd3zJL2k7n9SdcTzdzifMfYjyHk+kExWgpUuXwsnJCRMmTMDSpUul8nbt2qFbt24q9d3d3fHZZ5+hfv36sLKyQnBwMFavXo2lS5fC09MTN2/eROnSpaX6BgYGOH36NL788kts3LgRZ86cAQBoaWlh2LBhaNy4cf5vJBEVmHpO5kqv6ztZaCgSIiKiooe5OVH+YI5KRMUVT6QTFRAhBL7++mts2rQJP/30Ezp37gyFQoGLFy/i+++/R8OGDXH8+HGlyzu9vb2VllG1alUsWrQICoUCs2bNwqJFizB//nxp+ps3b9CpUye8fv0aBw8exKefforY2Fjs27cPo0ePxoEDB/Dnn3/C3Fw5sSmKOExDycWeRx8EBIVJvX0A4EqasShJGf9nEBFRWszNiwd+vysrLHlyYc1Rc3y8REcDi1Ke/jWlJWBomHdB5SScuGjYjPovnsktYain2XiIShKeSCcqIOvWrcPq1auxZMkSfPXVV1J569atsWfPHlSvXh0TJkyQeqpkZNCgQZg1axb++OMPpfJRo0bhwoULuHHjBlxdXQEApqamGDJkCJKSkvD1119j8eLF8PPzy9uN0wCO91Zy/TW5ZeaVipI0ifn58c2ynJh/s+kqpuy9DQGB+k4WuBL0FlP33oGbkwVW9KmT+QIKoei4aDhMSHl+flyzPG0U8H8GERGlxdy8eOD3u7LCkCcX5hw1x8dLwof5FHIdQMPHnRDK8fBzQFRw+GkjKiAHDx4EADRr1kxlWrVq1WBnZ4e//vorS8uysrICAMTExKisw8LCQkrU00q9WVJW10FUWFka6Wk6hLyV5uZAlkZ6gGHWtm9l37oYvuWa0niTTSpZYUmv2rAwlOd5mAVBX1d5XxjqFbP3moiICg3m5lQcFYY8uTjmqEREqXginaiAxMfHAwBCQkJUpiUlJSEsLAwKhUJlmjqXL18GADg6OqqsIzY2FvHx8ZDLlZOU1PXq8cQUUbFgYSjHhkFuCHwVieDQGDhaKlCplLGmwyIiIioSmJsT5Q/mqERUnGlpOgCikuLTTz8FAMyaNQtxcXFK02bMmIHY2FilHjEvX77Ev//+q7KcZ8+e4fvvvwcAfPHFFyrrSExMxPTp05XK4+LipDJ1vW6IqOiqVMoYraqXYgOFiIgoG5ibE+Uv5qhEVByxRzpRDr158wZjxoyRXickJODNmzfw8vKSyvz9/aXn3377LTZs2IATJ06gatWqaNOmDQwMDHDx4sX/s3fn0U3V+f/HXyltQzdaUhCRAVq0yFKg0CmIU1k6LGIZFgeUUZR2AEUHXHAZRKAFEVBndBBEcYEi4jI4AgpC2REELQI6Kvr7lqXggICUtSlNacnvj0pobIEuSW7aPh/ncM7NzefevO/NTfrK5XM/V1988YUsFoumTZvmaP/jjz8qISFB8fHxatGihSwWi7KysrR8+XJZrVYNGzZMd9xxh1NNM2bM0NatWzV16lStXr3acUOj9PR07du3T7GxsRoxYoTb9gkAAABgBLI5AABwN5PdbrcbXQTgrdLS0pScnKz58+c7hXBJysrKUmRk5BWX/+3H68yZM3r++ee1dOlS7d27V4WFhWrUqJF69eql8ePHq2nTpo62P/30k6ZMmaKMjAz99NNPOnv2rEJDQ9WhQwcNHz5cd955Z6mvmZmZqenTp2vdunX6+eef5evrqxtuuEGDBg3S448/ftlLVC9eipqVlXXlnQLAtaxWKTi4aDonp8w3G62OrDargkcX7Yuc2TkuvdkoAKDqI5sDMISX5XUyM2AceqQDFRQREVEijF9NnTp1NHXqVE2dOvWqbRs3bqw33nij3HVFRUVp3rx55V4OAAAAqKrI5gAAwN0YIx0og+TkZJlMJg0ZMsToUlxqz549MplMMplMOnDggNHlAAAAAFdFNgcAAEagRzpwBTExMUpJSXE8jo6ONrAa17NYLE7bFxYWZlwxAAAAwBWQzQEAgJEYIx0AACN52ZiLRmK8RwAAAHgdL8vrZGbAOAztAlxBWlqa4/LK6n75qMlkctzUCAAAAPA2ZHMAAGAkTqQDZdC/f3+lpKRo0KBBjnl79+5Vamqq+vXrp0aNGl017B44cECjRo1SbGys6tevL7PZrKZNmyoxMVHr1q277HKrVq1Sjx49FBYWpoCAALVp00YvvviiCgsLS21/6tQpTZo0SW3btlVISIjq1aunuLg4zZ49W3l5eU5tL14+mpKSotDQ0PLtFAAAAMAAZHMAAGAExkgHymDAgAFKSkpymrd582ZNnjxZtWrVUsuWLXXkyJErriMzM1MffPCBOnfurJtuukl16tTRoUOHtGzZMn366ad69tlnNX78eKdlXn75ZT388MOqU6eObr/9doWFhWnt2rV67LHHtG3bNi1evNip/alTpxQbG6t9+/YpPj5e999/v2w2m1auXKkxY8ZoyZIlWrNmjXx8iv4PzWKxKDU1VVJRDx8AAADA25HNAQCAETiRDlRQly5dtG3bNrVr104BAQGqXbv2VdtnZ2c7gvJFhw8fVocOHZSamqoHH3zQcVOhQ4cO6YknnlDdunW1a9cuNW3aVJJUUFCgQYMG6cMPP9T777/vdEnr66+/rn379unRRx/Viy++6Jifn5+v+Ph4rV+/Xlu2bFGXLl1ctBcAGC3z6FllZecqIjxQUQ1CjC4HAABDkM0B70JGBVAdcSIdqKBmzZqpWbNmZW7v7+9f6vzrrrtON998s5YsWaIDBw44wvrKlSuVn5+vhx9+2BHUJcnX11eTJ0/WsmXL9OqrrzqF9X379kmSbrvtthKv3bNnT23fvl3Hjh0rc82AN8vOsRldgmtYbQr/dTI7xybZy/an+WRuvp5e8p2+3H/CMa9TpEXPDoxW3cDSv2+8ndV26T3NzrEp73zlYkp4sLmyJQEAqgiyOeDMqKzs7RmVfAigMjiRDhgsOztbX375pQIDA53C/9GjRyVJkZGRJZa5OG/r1q2y2Wwym4vCQOvWrSVdGrvxovPnz2vt2rUKCAhQ586d3bYt7pSbX2B0CfAysVPXGl2CSwTk5+mHX6fjn9ugc/5X7kF3kY9JCqntp1fu6qC4yLravv+kxi/5Vr1e+kwX7O6r150u2C+NFRv//Ab5mMq2Ly5n95TelS0JXiLQn8gKwDPI5lUfvxuKGJWVvT2jVigf5hco8NfJ3PwCyc/YY6z4MZ6bXyCT6dJjMhPgXnzCAA/LyspSWlqaCgsLdfjwYX388cc6deqUXnvtNYWEXLrkrX79+pKk/fv3l1jHxXkFBQXat2+fWrZsKUkaMWKEFi5cqH/+85/66quvFBcXJ5vNplWrVunkyZN699131ahRIw9speu1mpRudAmAV7lgl6YNbKPEtg0lSYltG8ouu0a/u8vgyrwH3xvVR9aMRKNLAFBNkc2rH/7+G8vbM2pFjo/iHV9in1lb5o4v7lK880ns1LVOnU/ITIB7cSId8LCsrCxNnjzZ8Tg4OFjz58/X0KFDndr17NlTtWrV0ltvvaUxY8aocePGkooCevHlT5065ZgOCAjQxo0bdf/99+udd97Rpk2bJEk+Pj4aPXq04uPj3bhlADwtLrKu0+OOkRaDKgEAoGoimwOuR0YFUF1xIh3wsG7duslut+v8+fPKysrS66+/rnvvvVcZGRl6+eWXHe0iIyM1fvx4PfPMM2rTpo1uv/12hYaGat26dTp48KCaNGmigwcPqlatWo5ljh8/rv79++vYsWNasWKF/vCHPygvL08ff/yxHnvsMS1fvlxfffWV6tatW1ppXo0hGvBb9DaStu8/6ejtI0kZxcaiBN8bAICrI5tXP/z9L2JkVvbmjFqh48NqlV4qmtwxsYcUFOTaospbjs2qa8b+Ws+EHgoyG1sPUJNwIh0wiJ+fn6KiovTCCy8oNzdXs2bNUp8+fdSnTx9HmylTpqh58+aaNWuW3n//fdWqVUu33HKL3nvvPceNjC5eZipJY8eO1datW/XNN9+obdu2kqTQ0FCNHDlShYWFeuCBB/Svf/3LqddMVcFYb/itHRN6XL1RVVAsmG/5e/cyB/MHF+3UxGXfyS67OkZalLH/hCYt+16dIi2ac3cHNxbsPlabVU3HFU1vebJ7pX8U8L0BACgrsnn1wd//IkZlZW/PqBU6Ps5fWibQ31cy+Biz253r4ZgHPIdPG+AFevXqpTlz5mjjxo1OYV2Shg4dWuLSUpvNpszMTFksFqcbHq1YsUIWi8UR1ItLSEiQJO3YscMNWwB4Xniw2egSXKPYzYHCg81SUNm269WhsXr4/V1O403eElVPM4e0lyXI3+VlekJtP+d9EWSuJu8xAKBKIZujOjAqK1fHjAoAF3EiHfAChw8fliT5+pbtI/nhhx/KZrNp+PDhTvPz8/OVl5en/Px8+fs7h5RffvlFkmTmxBRQLViC/LVweCdlHj2rrOxcRYQHKqpByNUXBAAAV0Q2ByqOjAqgOvMxugCgpsjIyFBeXl6J+QcOHND06dMlqUSPlzNnzpRo/8MPP+ixxx5TnTp1NG7cOKfn/vCHP6igoEDPPPOM03ybzeaY171790ptBwDvEtUgRD1bNeAHCgAA5UA2B9yLjAqgOqJHOlBBx48f1+OPP+54fP78eR0/flxJSUmOeWlpaY7padOmafPmzeratauaNGkiX19f7d27V59++qny8/P16KOPKj4+3uk1HnvsMe3cuVNxcXGyWCzKzMzUJ598Ih8fHy1dulSNGzd2aj9jxgxt3bpVU6dO1erVqx03NEpPT9e+ffsUGxurESNGuGV/AAAAAEYhmwMAAHfjRDpQQTk5OVqwYIHTPKvV6jSveFgfMWKEAgICtH37dq1evVr5+fm65pprlJiYqJEjR5bo8SIVjc/4448/avHixTp79qyuvfZa3X333Ro/fryuv/76Eu1jYmK0Y8cOTZ8+XevWrdPs2bPl6+urG264QZMnT9bjjz+u2rVru24nAAAAAF6AbA4AANyNE+lABUVERMhut5e5fd++fdW3b99yvcbgwYM1ePDgci0TFRWlefPmlWsZAAAAoCojmwMAAHdjjHSgDJKTk2UymTRkyBCjS3GpPXv2yGQyyWQy6cCBA0aXAwAAAFwV2RwAABiBHunAFcTExCglJcXxODo62sBqXM9isThtX1hYmHHFAAAAAFdANgcAAEYy2ctz/RsAAHAtq1UKDi6azsmRgoKMrcdAVptVwaOL9kXO7BwFmWvuvgAAAICX8LK8TmYGjMPQLoALpaWlOS7HrAqXm06YMMGp3tTUVKNLAgAAAFyCbA4AAFyJE+mAG/Tv318pKSkaNGiQY95HH32kQYMGKSoqSnXq1FFwcLBat26tRx55RIcOHSp1PQUFBZo3b546d+6s+vXrKyQkRK1atdKTTz6pI0eOlGj/2Wef6fHHH1f37t0VGhoqk8mkpKSky9aZkJCglJQUDRs2rNLbDAAAAHgjsjkAAHAFxkgH3GDAgAElQvKSJUv0zTffKC4uTg0bNpQkff3113r55Ze1YMECbdmyRa1bt3Za5s4779RHH32kG264QUOGDJHZbNYXX3yhF154Qe+884527typa6+91tF+3rx5WrBggQIDA9WkSROdOXPminUmJCQoISFBGzdu1IIFC1yz8QAAAIAXIZsDAABX4EQ64CFvvPGGateuXWL+W2+9pREjRig1NVWLFy92zM/IyNBHH32kjh07asuWLfLz83M898gjj2jmzJl6/fXXNWnSJMf80aNH64knnlCLFi20fft2de7c2b0bBcBQmUfPKis7VxHhgYpqEGJ0OQAAVBlkc8B4ZFkAVQ0n0gEPKS2oS9LgwYM1YsQI7dmzx2n+vn37JEk9e/Z0CuqSlJiYqJkzZ+rYsWNO83//+9+7sGLAe2Xn2IwuwXWsNoX/OpmdY5PsV//TfDI3X08v+U5f7j/hmNcp0qJnB0arbqC/mwp1P6vt0vuanWNT3vnKx5TwYHOl1wEAqH7I5qjJjM7S3pplyY0AroYT6YDBVqxYIUmKjo52mn/xUtK1a9cqNTVVvr6XPq6ffvqppKLLPyHl5hcYXQI8LHbqWqNLcJmA/Dz98Ot0/HMbdM6/9B/2xfmYpJDafnrlrg6Ki6yr7ftPavySb9Xrpc90we7eet3pgj3PMR3//Ab5mK6+L65m95TelV4HvFegP1EWgGuRzWuOmvwbwugs7a1Z9rK5Mb9Agb9O5uYXSH7GHjvFj93c/AKZTK6ph1wFXB2fEsDDli5dqq+//lq5ubn6/vvvlZ6ersjISE2ZMsWpXZs2bTR69GjNnj1brVu3Vu/evWU2m5WRkaEvv/xSEydO1O23327QVniXVpPSjS4B8KgLdmnawDZKbFs0pmti24ayy67R7+4yuDLvw/dD9ZY1I9HoEgBUcWTzmouMYBxvzbKXOyaKd3yJfWZtmTq+uFPxziexU9e6pPOJRK4CyoIT6YCHLV261OnmQb///e/1/vvvKzIyskTbWbNmKTIyUuPGjdOsWbMc82+77TYNGjTII/UC8E5xkXWdHneMtBhUCQAAVRfZHDAGWRZAVcSJdMDD0tLSlJaWptOnT2vXrl16+umnFRsbq48++sjpclC73a4HHnhAixYt0ssvv6wBAwYoMDBQ27Zt00MPPaTOnTtr7dq13LRIDN1QE9GDSNq+/6SjF48kZRQbYxKX8P0AALgSsnnNVZMzgjdkaW/Mspc9JqxW6aWiyR0Te0hBQZ4rqrRybFZdM/bXeib0UJDZ2HqAmoQT6YBBQkND1a1bN61cuVI33nij7r33Xu3fv99x86L58+dr7ty5mjlzpkaNGuVYrnfv3lq6dKlatWqlcePGadOmTUZtgtdgLLeaZ8eEHkaX4DrFgvmWv3cvUzB/cNFOTVz2neyyq2OkRRn7T2jSsu/VKdKiOXd3cHPB7mO1WdV0XNH0lie7u+RHAd8PAICyIJvXPDU5Ixidpb01y172mDjv69zG4GPHbneupyYfy4Cn8WkDDFanTh3ddNNNWrp0qfbs2aOWLVtKunSjo+7du5dYpmXLlmrYsKF27Njh0VoBbxEebDa6BNcpdnOg8GCzFHT1bXt1aKwefn+X0ziSt0TV08wh7WUJ8ndLmZ5Q2895XwSZq9H7DACoEsjmqAmMztLVNcsCqP44kQ54gcOHD0uSfH0vfSTz8/MlSb/88kuJ9oWFhTp58qQCAwNLPAeg+rME+Wvh8E7KPHpWWdm5iggPVFSDEKPLAgCgWiCbA+5FlgVQVfkYXQBQE9hsNn3xxRelPjd//nxlZGTohhtuUFRUlGP+H/7wB0nStGnTZLPZnJaZOnWq8vLySu0RA6DmiGoQop6tGvDDAwCAciCbA96BLAugqqFHOuAB586dU+fOnRUdHa2YmBg1atRIp0+fVkZGhnbu3Kng4GDNnz/faZm//e1vWrhwodatW6cWLVro1ltvVUBAgLZt26YvvvhCFotF06ZNc1pmy5YtevPNNyVd6i2zZcsWJSUlSZJatGihcePGuX+DAQAAAC9FNgcAABXBiXTAA4KCgjR58mRt2LBB69at0/Hjx+Xn56eIiAg98sgjevTRR9WkSROnZUJCQrRt2zY9//zzWrp0qdLS0lRYWKhGjRrpvvvu0/jx49W0aVOnZfbs2aMFCxY4zdu7d6/27t0rSeratSthHQAAADUa2RwAAFQEJ9IBD/Dz89OkSZM0adKkci1Xp04dTZ06VVOnTi1T+6SkJEcPFwAAAAAlkc0BAEBFMEY64AbJyckymUwaMmSI0aVc0YQJE2QymRjPEQAAANUW2RwAALgCPdIBF4qJiVFKSorjcXR0tIHVXF1CQoJ8fS99DXTr1s24YgAAAAAXIpsDAABXMtntdrvRRQDeKi0tTcnJyY7Hd955p95//30DK3KtPXv2KCoqyvG4adOmysrKMq4goCayWqXg4KLpnBwpKMjYegxktVkVPLpoX+TMzlGQuebuCwBASWRzAIbwsrxOZgaMw9AuQBn0799fKSkpGjRokCTJbrdr5cqVeuCBB9S2bVuFhoYqMDBQ7dq107Rp05SXl1diHQcOHNCoUaMUGxur+vXry2w2q2nTpkpMTNS6detKfd2kpCSZTKZS/7Vo0aLUZf73v//p/vvvV5MmTeTv76/rrrtOycnJ+umnn0q0tVgsSklJUUpKikJDQyuxhwAAAADPIJsDAAAjMLQLUAYDBgxwulGQzWbTbbfdJrPZrG7duql3797Ky8tTenq6nn76aS1dulSbNm1SQECAY5nMzEx98MEH6ty5s2666SbVqVNHhw4d0rJly/Tpp5/q2Wef1fjx40t9/YcfflhhYWFO8+rVq1ei3d69e3XzzTfr2LFj6tmzp+68805lZmZqwYIF+vTTT7V161Zdf/31jvYWi0WpqamSinr4AAAAAN6ObA4AAIzAiXSgAmrVqqVnn31WDz74oFOIPn/+vP785z/rk08+0ezZs/XEE084nuvSpYuys7Pl4+N8Icjhw4fVoUMHpaamlljfRY888ogiIiKuWtfDDz+sY8eOaebMmXrooYcc8xcvXqw77rhDf/vb37Rq1apyby+AqiPz6FllZecqIjxQUQ1CjC4HAAC3I5sDVRfZFUBVwol0oAL8/PxK7aHi5+enp556Sp988ok2bdrkFNb9/f1LXdd1112nm2++WUuWLNGBAwdKDetlcbHXTYMGDTRmzBin5wYPHqyYmBilp6dr3759atasWYVeA/BW2Tk2o0uoOKtN4b9OZufYJHvF/jSfzM3X00u+05f7TzjmdYq06NmB0aobWPr3j7ex2i69j9k5NuWdd11MCQ82u2xdAADvQjYHKsbIDO3N2ZXcCOByOJEOuJifn58kyde3bB+v7OxsffnllwoMDLxsiF6xYoXOnj0rs9mstm3bqlu3bqpVq1aJ9RQUFKhp06YymUwl1hEZGamvv/5aGzZsqBZhPTe/wOgS4EVip641uoQKC8jP0w+/Tsc/t0Hn/GtXaD0+Jimktp9euauD4iLravv+kxq/5Fv1eukzXagitxW/YL80hm388xvkY6rYvijN7im9XbYueLdAf+ItgEvI5iirmvj7wsgM7c3ZtURuzC9Q4K+TufkFkp+xx0rxYzU3v0Amk+vqIUcBV8YnBHCxefPmSZJ69epV6vNZWVlKS0tTYWGhDh8+rI8//linTp3Sa6+9ppCQ0i9lGz16tNPj5s2b67333lOHDh0c8+rWratatWrpwIEDstvtJQL7/v37JUn/93//V+Ft8yatJqUbXQLgVS7YpWkD2yixbUNJUmLbhrLLrtHv7jK4Mu/Ad0bNkTUj0egSAHgRsjnKiqzgWd6cXX97LBTv+BL7zNoKd3xxleKdT2KnrnVp5xNyFHBlPldvAqCsVq1apblz56ply5YaPnx4qW2ysrI0efJkTZ06VfPmzVNeXp7mz59favuuXbvqP//5j3766SedO3dOP/zwgx555BHt3btXvXr10uHDhx1tAwMD1bVrVx09elRz5sxxWs9HH32kr7/+WpJ06tQpl20vAO8SF1nX6XHHSItBlQAAYDyyOeDdyK4Aqhp6pAMu8tVXX+nOO+9UaGioFi9eLLO59HHVunXrJrvdrvPnzysrK0uvv/667r33XmVkZOjll192apucnOz0uEWLFnrppZcUGBioadOm6aWXXtILL7zgeP7FF19UfHy8Ro8erU8++URt27bVnj17tGzZMrVt21b//e9/S1x2WlUxTAOKowdRke37Tzp69UhSRrExJ2s6vjMAoGYhm6O8amJWMDpDe2t2LXEsWK3SS0WTOyb2kIKCPF9U8XJsVl0z9td6JvRQkNnYeoCahBPpgAvs2rVLvXr1kslkUnp6ulq3bn3VZfz8/BQVFaUXXnhBubm5mjVrlvr06aM+ffpcddnhw4dr2rRp+vzzz53mt2vXTtu3b1dKSoo2bNigDRs26IYbbtDcuXN16tQpPfHEE6pfv36Ft9ObMHYbitsxoYfRJVRcsWC+5e/dKxzMH1y0UxOXfSe77OoYaVHG/hOatOx7dYq0aM7dHa6+Ai9gtVnVdFzR9JYnu7v0RwHfGQBQc5DNURE1MSsYmaG9ObuWOBbO+zo/Z/CxYrc711MTj13AKHzagErauXOnevbsqcLCQq1evVpxcXHlXkevXr00Z84cbdy4sUxhvV69epKk3NzcEs+1aNFCH3zwQYn5SUlJkqTf//735a4P8HbhwaX3MqsSit0cKDzYLAVVbFteHRqrh9/f5TSu5C1R9TRzSHtZgvwrXaYn1PZz3hdBl+k9CADA5ZDNgbIzMkNXh+wKoObhRDpQCTt37lSPHj1UUFCg9PR0derUqULruTieoq9v2T6SX375pSQpIiKiTO3Pnj2rTz75RBaLRT179qxQjQC8myXIXwuHd1Lm0bPKys5VRHigohqUfpM0AACqI7I5UHWQXQFURdxsFKigi0H9/PnzWrlypTp37nzF9hkZGcrLyysx/8CBA5o+fbokOfV4OXLkiPbu3Vui/aFDh/TQQw9Jkv7yl784PXfu3DkVFBQ4zbPZbBo+fLhOnDihlJQU1a5t7B3GAbhXVIMQ9WzVgB8iAIAahWwOVE1kVwBVCT3SgQo4ceKEevTooZMnT+rWW2/VmjVrtGbNGqc2YWFheuSRRxyPp02bps2bN6tr165q0qSJfH19tXfvXn366afKz8/Xo48+qvj4eEf7H3/8UQkJCYqPj1eLFi1ksViUlZWl5cuXy2q1atiwYbrjjjucXnPHjh26/fbb1bNnTzVu3FhnzpzRihUrdPDgQY0cOVJjxoxx634BAAAAPI1sDgAAPIET6UAFnDlzRidPnpQkrVq1SqtWrSrRpmnTpk5hfcSIEQoICND27du1evVq5efn65prrlFiYqJGjhxZYvzF66+/XsOHD1dGRoY+/PBDnT17VqGhobr55ps1fPhw3XnnnSVes0mTJurWrZs2b96so0ePKjAwUB06dNCLL76oP//5z67dCQAAAIAXIJsDAABP4EQ6UAERERGy2+3lWqZv377q27dvmds3btxYb7zxRrleo0mTJvr3v/9drmUAAACAqoxsDgAAPIEx0oEySE5Olslk0pAhQ4wuxaX27Nkjk8kkk8mkAwcOGF0OAAAAcFVkcwAAYAR6pANXEBMTo5SUFMfj6OhoA6txPYvF4rR9YWFhxhUDAAAAXAHZHAAAGMlkL+81cAAAwHWsVik4uGg6J0cKCjK2HgNZbVYFjy7aFzmzcxRkrrn7AgAAAF7Cy/I6mRkwDkO7AC6UlpbmuByzKlxuOmHCBKd6U1NTjS4JAAAAcAmyOQAAcCVOpANu0L9/f6WkpGjQoEGOeXv37lVqaqr69eunRo0ayWQyKSIi4orrmTVrlpKTk9W2bVv5+vrKZDJp48aNV1xm586dGjx4sCIjIxUQEKCmTZuqf//++uyzz0q0TUhIUEpKioYNG1aRzQQAAAC8HtkcAAC4AmOkA24wYMAAJSUlOc3bvHmzJk+erFq1aqlly5Y6cuTIVdfz0EMPSZIaNmyo+vXrX3WZpUuX6s9//rPMZrMGDhyoxo0b66efftKSJUv08ccfa/78+U51JSQkKCEhQRs3btSCBQvKvZ0AAACAtyObAwAAV6BHOuAhXbp00bZt23T27Fl9++238vPzu+oyy5cv188//6zDhw+rf//+V20/fvx42e12bd26VYsWLdKMGTO0aNEibdmyRSaTSVOmTHHFpgDwUplHz2rN7qPKPHrW6FIAAPBqZHPAe5FpAXgreqQDHtKsWTM1a9asXMskJiaWq/2+fft03XXXKSYmxml+hw4d1LBhQx07dqxc6wO8XXaOzegSKs9qU/ivk9k5Nsle/j/NJ3Pz9fSS7/Tl/hOOeZ0iLXp2YLTqBvq7qFD3s9ouvZ/ZOTblna98TAkPNld6HQCA6odsDpRkdLb2xkxLlgRQHCfSgWqkdevW+vrrr/Xf//5Xbdu2dcz/+uuv9fPPP6tv374GVudaufkFRpcALxA7da3RJVRaQH6efvh1Ov65DTrnX7vc6/AxSSG1/fTKXR0UF1lX2/ef1Pgl36rXS5/pgt219brTBXueYzr++Q3yMZV/X/zW7im9K70OeJdAf+IrgKqhJmXz6oDfF8Zna2/MtLun9JbyCxT46+Pc/ALJz9hjpfixmptfIJPJ9fWQt4DS8ckAqpEXX3xRffv21c0336yBAwfqd7/7nf73v//po48+0i233KK5c+caXaLLtJqUbnQJgNe4YJemDWyjxLYNJUmJbRvKLrtGv7vL4MqMx3dF9ZM1o3w9QgHAKDUpm1cHZAbjeWOmbTUp3anjS+wzayvU8cWVinc+iZ261iWdT36LvAWUjhPpQDXStWtXffbZZxo8eLDeeecdx/zGjRsrOTlZDRs2NLA6AO4UF1nX6XHHSItBlQAAAIlsDlQEmRaAN+NEOlCNrFy5UkOGDFHfvn31ySefKCIiQgcOHNC0adOUnJys//73v3rxxReNLtMlGK4BEj2Hitu+/6Sj944kZRQbW7Im47sCAGCUmpTNqwMyg3dka2/LtLun9JasVumlosc7JvaQgoIMrclqs+qasb/WM6GHgszG1gPUJJxIB6qJEydO6K677lJUVJQWLlwoHx8fSVKLFi20YMECZWZmaubMmfrb3/6m66+/3uBqK48x2yAVBccqr1gw3/L37hUK5g8u2qmJy76TXXZ1jLQoY/8JTVr2vTpFWjTn7g4uLth9rDarmo4rmt7yZHeX/CjguwIAYISals2rAzKD8dnaGzNtoL+vdN7X+bHBx4rd7lwPxy7gOXzagGri888/16lTp9S1a1dHUL/IZDKpe/fu+uKLL7Rr1y7COqqN8GCz0SVUXrGbA4UHm6Wg8m/Tq0Nj9fD7u5zGj7wlqp5mDmkvS5C/S8r0hNp+zvsiyFwN3l8AQI1ENkdVZHS2ri6ZFkD1xYl0oJrIz8+XJP3yyy+lPn9xvpkTU0C1Ywny18LhnZR59KyysnMVER6oqAYhRpcFAECNRTYHyo9MC8Db+Vy9CYCq4KabblKtWrX04Ycf6r///a/Tc99//73ee+89mc1mde7c2aAKAbhbVIMQ9WzVgB8cAAAYjGwOVByZFoC3okc64CHHjx/X448/7nh8/vx5HT9+XElJSY55aWlpTsvMmDFDP/74oyRp27ZtjnkX240YMULx8fGSpEaNGumpp57S1KlTFRcXpwEDBigiIkIHDx7UkiVLZLPZ9MILL6hevXru20gAAACgCiCbAwCA8uJEOuAhOTk5WrBggdM8q9XqNO+3YX3VqlXatGmT07z09Et3Uu/WrZsjrEvSM888o7Zt22ru3Llas2aNzpw5o9DQUHXt2lVjxoxR3759XbhFAAAAQNVENgcAAOXFiXTAQyIiImS328u1zMaNG8v9OoMHD9bgwYPLvRwAAABQU5DNAQBAeTFGOuAGycnJMplMGjJkiNGlXNGECRNkMpnUvXt3o0sBAAAA3IJsDgAAXIEe6YALxcTEKCUlxfE4OjrawGquLiEhQb6+l74GunXrZlwxAAAAgAuRzQEAgCuZ7OW9ng0AALiO1SoFBxdN5+RIQUHG1mMgq82q4NFF+yJndo6CzDV3XwAAAMBLeFleJzMDxmFoF8CF0tLSZDKZHP+qyuWjF/+lpqYaXRIAAADgEmRzAADgSpxIB9ygf//+SklJ0aBBgxzzfhvkf/vvyJEjTuvIzMzUtGnT1KVLF1133XXy9/dX48aNde+99+rHH38s9XU/++wzPf744+revbtCQ0NlMpmUlJR02ToTEhKUkpKiYcOGuWS7AQAAAG9DNgcAAK7AGOmAGwwYMOCyIbl///6KiYkpMT/44qViv5o4caI++OADRUdHq3///qpTp46+/fZbLVy4UB9++KHS09N1yy23OC0zb948LViwQIGBgWrSpInOnDlzxToTEhKUkJCgjRs3asGCBeXaRgAAAKAqIJsDAABX4EQ64GFXCvLF3XrrrXrqqafUrl07p/nvv/++/vKXv2jUqFH6/vvvnZ4bPXq0nnjiCbVo0ULbt29X586dXVk6AC+XefSssrJzFREeqKgGIUaXAwCA1yObA96FPAvAm3EiHfBSlwv0Q4YMUUpKinbv3q3jx4+rXr16jud+//vfe6g6wHjZOTajS3ANq03hv05m59gke/n/NJ/MzdfTS77Tl/tPOOZ1irTo2YHRqhvo76JC3c9qu/SeZufYlHfetTElPNjs0vUBAGoOsjmqO6OztVfn2WJ5HUDNxol0wMO+/vprvfjiiyooKND111+vXr16KSSkfP/T7ufnJ0ny9eUjLEm5+QVGlwADxE5da3QJLhGQn6cffp2Of26DzvnXLvc6fExSSG0/vXJXB8VF1tX2/Sc1fsm36vXSZ7pgd2297nTBnueYjn9+g3xM5d8XV7J7Sm+Xrg/eKdCfv40Ayo5sjiupSb8zjM7W3pxni+f13PwCyc/Y46L4cZmbXyCTyT31kKmAkvhUAB42c+ZMp8ehoaGaPXu2hg4dWqblMzIy9P333ysuLk5hYWFuqLDqaTUp3egSAENdsEvTBrZRYtuGkqTEtg1ll12j391lcGXehe+KmiFrRqLRJQCoQsjmuBKyg+dUlTwb+8zaCnV8caXinU9ip651eeeTi8hUQEk+RhcA1BTNmjXTnDlztGfPHuXm5iorK0uvvPKKfHx8dO+992rlypVXXcfp06c1bNgw+fj46Pnnn/dA1QCqirjIuk6PO0ZaDKoEAADvRzYHvA95FoC3o0c64CFdunRRly5dHI+bNm2qBx98UDfccIN69+6tSZMmqU+fPpddPi8vT7fffrt+/PFHPfvss+rWrZsHqq4aGK6hZqKHkLPt+086evBIUkax8SVRhO8KAMBFZHOURU3KDt6QratCnt0xsYcUFGRoDVabVdeM/bWeCT0UZDa2HqAm4UQ6YLBevXqpcePG2rFjh2w2m8zmkjfDs9lsGjhwoNavX6+nnnpK48ePN6BS78XYbTXTjgk9jC7BNaxW6aWiyS1/716hYP7gop2auOw72WVXx0iLMvaf0KRl36tTpEVz7u7g4oLdx2qzqum4ouktT3Z3+Y8CvisAAFdDNkdxNSk7GJ2tvTrPFsvrgf6+ksHHhd1+6fUD/X1r1HEKGI1PG+AF6tWrp59++knnzp0rEdbz8vI0YMAApaen68knn9S0adMMqhLwLuHBJX/YVknFbg4UHmyWgsq/Xa8OjdXD7+9yGkPylqh6mjmkvSxB/i4p0xNq+znvi6BSTl4AAOBuZHPUREZna6/Os266mSeAqocT6YDBzpw5ox9//FFhYWEKDQ11eq54UH/88cf13HPPGVQlAG9mCfLXwuGdlHn0rLKycxURHqioBiFGlwUAQJVDNgeMQZ4FUBVws1HAQz7//PMS886dO6eRI0fq3LlzGjJkiEwmk+O5vLw89e/fX+np6Ro7dqxeeOEFT5YLoAqKahCinq0a8KMDAICrIJsD3ok8C8Cb0SMd8JD4+Hi1atVKsbGxuu6663Ts2DGtXbtWP/30k9q1a1fistBRo0Zp9erVuvbaaxUSEqLU1NQS60xKSlJERITj8ZYtW/Tmm29Kkn755RfHvKSkJElSixYtNG7cOLdsHwAAAFBVkM0BAEB5cSId8JCxY8fqiy++UHp6uk6ePCmz2ayWLVtq9OjRGjNmjAICApzaZ2VlSZKOHDmiyZMnl7rObt26OYX1PXv2aMGCBU5t9u7dq71790qSunbtSlgHAABAjUc2BwAA5cWJdMBD/vnPf5ar/caNG8v9GklJSY4eLgAAAABKRzYHAADlxRjpgBskJyfLZDJpyJAhRpdyRRMmTJDJZFL37t2NLgUAAABwC7I5AABwBXqkAy4UExOjlJQUx+Po6GgDq7m6hIQE+fpe+hro1q2bccUAAAAALkQ2BwAArmSy2+12o4sAAKDGslql4OCi6ZwcKSjI2HoMZLVZFTy6aF/kzM5RkLnm7gsAAAB4CS/L62RmwDgM7QIYLC0tTSaTyfHP05ec/u53v3N6/Ys3UgIAAABqEnI5AAC4Ek6kA16if//+SklJ0aBBgxzzfhvmf/vvyJEjpa4rPT1d3bp1U506dRQSEqJu3bopPT291LZjx45VSkqK2rVr55btAgAAAKoScjkAACgNY6QDXmLAgAFKSkoq9bn+/fsrJiamxPzgi5eXFbNo0SINHTpU9erV07Bhw2QymfTvf/9bt956q9555x3dfffdTu3Hjh0rScrKytI333xT6e0AAAAAqjJyOQAAKA0n0oEq4EphvriTJ09q9OjRqlevnnbu3KnGjRtLkp566il16NBBo0eP1m233aa6deu6uWIARsg8elZZ2bmKCA9UVIMQo8sBAKDaIZcD7kemBeCtOJEOVCOLFy/WqVOnNHnyZEdYl6SGDRvqkUce0bhx47R48WLdd999BlYJVF52js3oElzHalP4r5PZOTbJXv4/zSdz8/X0ku/05f4TjnmdIi16dmC06gb6u6hQ97PaLr2v2Tk25Z2vWEwJDza7qiQAACqEXI6qysic7bWZtlheB1CzcSIdqAK+/vprvfjiiyooKND111+vXr16KSSk5P/Mb9y4UZLUq1evEs/17t1b48aN06ZNm6pdYM/NLzC6BHhY7NS1RpfgMgH5efrh1+n45zbonH/tcq/DxySF1PbTK3d1UFxkXW3ff1Ljl3yrXi99pgt219brThfseY7p+Oc3yMdU/n0hSbun9HZVSfBSgf5EWADGIJfXTDXp94aROdtbM23xvJ6bXyD5GXs8FD8ec/MLZDJ5th5yGGoyjn6gCpg5c6bT49DQUM2ePVtDhw51mp+ZmSlJioqKKrGOi/MutqlOWk0q/YZNQE1xwS5NG9hGiW0bSpIS2zaUXXaNfneXwZUZg++E6i9rRqLRJQCoocjlNRPZwjOqQqaNfWZthTq+uFLxziexU9dWuPNJRZHDUJP5GF0AgMtr1qyZ5syZoz179ig3N1dZWVl65ZVX5OPjo3vvvVcrV650an/69GlJRYH+t4KCglSrVi1HGwDVS1yk8xirHSMtBlUCAED1Qy4HPINMC8Cb0SMd8GJdunRRly5dHI+bNm2qBx98UDfccIN69+6tSZMmqU+fPgZW6B0YxqHmoVdQSdv3n3T03pGkjGJjS9Y0fCcAAFyNXF6z1aRsYXTO9vZMu2NiDykoyNAarDarrhn7az0TeijIbGw9QE3CiXSgCurVq5caN26sHTt2yGazyWwuurHexR4vp0+fVni48+1QrFarCgsLS+0VU9UxRlvNs2NCD6NLcB2rVXqpaHLL37tXKJg/uGinJi77TnbZ1THSooz9JzRp2ffqFGnRnLs7uLhg97HarGo6rmh6y5PdK/yjgO8EAICnkMtrhpqULYzM2V6baYvl9UB/X8ng48Fuv/T6gf6+Ner4BIzGpw2oourVq6effvpJ586dcwT2qKgoffXVV8rMzCwR2K80TiNQ1YQHm40uwXWK3RwoPNgsBZV/214dGquH39/lNH7kLVH1NHNIe1mC/F1SpifU9nPeF0HmavQ+AwCqLXI5qhMjc7bXZloP38wTgPfiRDpQBZ05c0Y//vijwsLCnHqydO3aVe+9955Wr16tm266yWmZ9PR0RxsA1YslyF8Lh3dS5tGzysrOVUR4oKIahBhdFgAA1R65HHAdMi0Ab8fNRgEv9vnnn5eYd+7cOY0cOVLnzp3TkCFDZDKZHM/dcccdCg0N1axZs/TTTz855v/888/617/+pbCwMA0ePNgjtQPwvKgGIerZqgE/OAAAcDFyOeA5ZFoA3ooe6YAXi4+PV6tWrRQbG6vrrrtOx44d09q1a/XTTz+pXbt2mjZtmlP7unXravbs2brnnnvUoUMHDRkyRD4+Pvrggw909OhRLVy4UHXr1r3MqwEAAAAoDbkcAABwIh3wYmPHjtUXX3yh9PR0nTx5UmazWS1bttTo0aM1ZswYBQQElFhm6NChqlevnqZPn660tDRJUocOHbRgwQL17l1z7jYPAAAAuAq5HAAAcCId8GL//Oc/K7TcrbfeqltvvdXF1QAAAAA1E7kcAAAwRjrgJZKTk2UymTRkyBCPvu7vfvc7mUwmLViwwKOvCwAAAHgjcjkAACgNPdIBg8XExCglJcXxODo62qOvP3bsWJ05c8bxOCwszKOvDwAAAHgDcjkAALgSk91utxtdBAAANZbVKgUHF03n5EhBQcbWYyCrzarg0UX7Imd2joLMNXdfAAAAwEt4WV4nMwPGYWgXwIXS0tJkMpkc/zx9OWh5TZgwwane1NRUo0sCAAAAXIJsDgAAXIkT6YAb9O/fXykpKRo0aJDT/MOHD+vhhx9Wq1atFBQUpAYNGig+Pl4LFy5UYWGhU9sDBw5o1KhRio2NVf369WU2m9W0aVMlJiZq3bp1pb5uUlKSU/gu/q9FixYl2ickJCglJUXDhg1z3cYDAAAAXoRsDgAAXIEx0gE3GDBggJKSkpzm7du3T506dVJ2drZ69+6tP/3pTzpz5oyWLl2qe++9V+vXr9f8+fMd7TMzM/XBBx+oc+fOuummm1SnTh0dOnRIy5Yt06effqpnn31W48ePL/X1H3744RJjKtarV69Eu4SEBCUkJGjjxo3c1AgAAADVEtkcAAC4AifSAQ/5xz/+oePHj2vmzJl66KGHHPOnT5+umJgYpaWlKTU1VU2bNpUkdenSRdnZ2fLxcb5w5PDhw+rQoYNSU1P14IMPlnoTokceeUQRERHu3BwAXizz6FllZecqIjxQUQ1CjC4HAACvQzYHqg6yLQBvwYl0wEP27dsnSbrtttuc5oeFhekPf/iDDhw4oF9++cUR1v39/Utdz3XXXaebb75ZS5Ys0YEDB0oN60B1lp1jM7oE17LaFP7rZHaOTbJX/E/zydx8Pb3kO325/4RjXqdIi54dGK26gaV/p3gTq+3Se5udY1PeedfHlPBgs8vXCQCoesjmwNUZnbu9JtuWktfJlEDNxIl0wENat26t9PR0rVq1SqNHj3bMP3PmjD7//HM1aNBArVq1uup6srOz9eWXXyowMFDNmjUrtc2KFSt09uxZmc1mtW3bVt26dVOtWrVcti1VVW5+gdElwAVip641ugSXCsjP0w+/Tsc/t0Hn/GtXeF0+Jimktp9euauD4iLravv+kxq/5Fv1eukzXbC7pl53umDPc0zHP79BPqaK74vL2T2lt8vXCe8V6E/UBVA6sjmuhN8NRYzO3d6SbUvL60ZmyuLHZ25+gUwmzx6v5CvUZBz9gIc88cQT+vjjj/Xwww9r5cqVatOmjc6cOaNly5bJz89P//nPfxQYGFhiuaysLKWlpamwsFCHDx/Wxx9/rFOnTum1115TSEjpl7UV/zEgSc2bN9d7772nDh06uGXbqopWk9KNLgFwqwt2adrANkps21CSlNi2oeyya/S7uwyuzHvwPVCzZM1INLoEAF6KbI4rIS94B2/OtkYeI8U7n8ROXeuWzidXQr5CTcaJdMBDrr32Wm3btk133323Pv30U3366aeSpNq1a+vJJ59U+/btS10uKytLkydPdjwODg7W/PnzNXTo0BJtu3btqn79+qljx46qV6+esrKyNHfuXM2aNUu9evXSf//7X1133XXu2UAAXiEusq7T446RFoMqAQDAe5HNgaqBbAvAm3AiHfCQvXv3qm/fvgoODtZnn32m9u3b69SpU3r33Xf19NNPa9WqVdqyZYv8/PycluvWrZvsdrvOnz+vrKwsvf7667r33nuVkZGhl19+2altcnKy0+MWLVropZdeUmBgoKZNm6aXXnpJL7zwgtu31VsxpEP1QA+hK9u+/6Sj144kZRQbUxJ8DwAAipDNcSXkhSLekLu9NdsaeYxYbVZdM7ZoeseEHgoyBxlWC1DTcCId8JDk5GQdOHBA+/bt07XXXiupqAfLk08+qRMnTui5557TO++8UyJwX+Tn56eoqCi98MILys3N1axZs9SnTx/16dPnqq89fPhwTZs2TZ9//rlLt6mqYSy36mHHhB5Gl+BaVqv0UtHklr93l4IqHoQfXLRTE5d9J7vs6hhpUcb+E5q07Ht1irRozt3ef/m41WZV03FF01ue7O6WHwV8DwAAJLI5roy8UMTo3O012baUvG7kMWK3X3rtQH9fjlfAg/i0AR5w9uxZbd68WR06dHAE9eISEhL03HPPaceOHZcN68X16tVLc+bM0caNG8sU1uvVqydJys3NLX/xgJcJDzYbXYJrFbs5UHiwWQqq+Pa9OjRWD7+/y2ncyFui6mnmkPayBPlXqkxPqO3nvC+CzNXsvQYAeAWyOVA2Rudur8m2LszrAKo2TqQDHpCfny9JOn78eKnP//LLL5IkcxlPGh0+fFiS5Otbto/wl19+KUmKiIgoU3sAVZMlyF8Lh3dS5tGzysrOVUR4oKIalH7jMwAAaiqyOVA1kG0BeBsfowsAaoLw8HDdeOONOnjwoN58802n586cOaPnn39ektS9e3fH/IyMDOXl5em3Dhw4oOnTp0uSU4+XI0eOaO/evSXaHzp0SA899JAk6S9/+UvlNwaA14tqEKKerRrwQwMAgFKQzYGqhWwLwFvQIx3wkH/961/605/+pJEjR+q9995Thw4ddOrUKX3yySc6evSo+vbtq8TEREf7adOmafPmzeratauaNGkiX19f7d27V59++qny8/P16KOPKj4+3tH+xx9/VEJCguLj49WiRQtZLBZlZWVp+fLlslqtGjZsmO644w4jNh0AAADwKmRzAABQXpxIBzzk1ltv1RdffKHnn39emzdv1meffSaz2axWrVrpqaee0t/+9jeZTCZH+xEjRiggIEDbt2/X6tWrlZ+fr2uuuUaJiYkaOXJkifEXr7/+eg0fPlwZGRn68MMPdfbsWYWGhurmm2/W8OHDdeedd3p6kwEAAACvRDYHAADlxYl0wINiY2P1wQcflKlt37591bdv3zKvu3HjxnrjjTcqWhoAAABQo5DNAQBAeTBGOuAGycnJMplMGjJkiNGlXNGECRNkMpmcxn8EAAAAqhOyOQAAcAV6pAMuFBMTo5SUFMfj6OhoA6u5uoSEBPn6Xvoa6Natm3HFAAAAAC5ENgcAAK5kstvtdqOLAACgxrJapeDgoumcHCkoyNh6DGS1WRU8umhf5MzOUZC55u4LAAAAeAkvy+tkZsA4DO0CXEFaWppMJpPjn7dfDlpee/bscdq+iIgIo0sCAAAASkU2BwAARuJEOlAG/fv3V0pKigYNGuSYt3fvXqWmpqpfv35q1KjRVcNuamqqUzAu7d/w4cNLXfabb77RXXfdpUaNGslsNuu6665Tnz59tGHDBqd2GzduvOL6v/jiC6f2FotFKSkpSklJUWhoaMV3EAAAAOAhZHMAAGAExkgHymDAgAFKSkpymrd582ZNnjxZtWrVUsuWLXXkyJErruNKYxy++eabOnTokHr37l3iubffflt//etfFRoaqr59+6pRo0Y6fvy4vvrqK23durXUmxF17dq11Nf73e9+5/TYYrEoNTVVUlEPHwAAAMDbkc0BAIAROJEOVFCXLl20bds2tWvXTgEBAapdu/YV23fr1q3UAH306FE9++yzCg8P14ABA5ye27Fjh4YPH66OHTtqxYoVqlu3rtPzBQUFl32tiyEcQPWVefSssrJzFREeqKgGIUaXAwCAYcjmQM1BBgZgFE6kAxXUrFkzNWvWrNLrSUtLU0FBge655x75+/s7PTdhwgQVFhbq7bffLhHUJcnXl48waq7sHJvRJbiG1abwXyezc2yS/eqf65O5+Xp6yXf6cv8Jx7xOkRY9OzBadQP9r7Ckd7PaLr2n2Tk25Z2v+HdceLDZFSUBAKoIsjngOUblcMMy8FXyOrkTqDn4Sw8YbN68eZKkESNGOM0/deqUVq9erfbt2+uGG27Qpk2blJGRIV9fX3Xq1Ek333zzZdeZmZmpl19+Wbm5uWratKl69uypevXquXU7qrLc/NJ7D8G7xU5da3QJLhGQn6cffp2Of26DzvlfuQedJPmYpJDafnrlrg6Ki6yr7ftPavySb9Xrpc90we7eet3pgj3PMR3//Ab5mK6+Ly5n95SSl+OjZgv0J/YCuDqyOcqjpv6OMCqHG5WBr5bXPZ07ix93ufkFMpmMPQ7JWKhJONoBA23evFn/93//p5tuukmtW7d2em7nzp26cOGCGjdurH79+umTTz5xer5nz55avHhxqTcievfdd/Xuu+86HgcEBGjy5Ml64okn3LMhVVyrSelGlwCUywW7NG1gGyW2bShJSmzbUHbZNfrdXQZX5j34XOO3smYkGl0CAC9HNkd5kTc8y1szsKePg+KdT2Knrq1U5xNXIGOhJvExugCgJnvrrbcklezxIknHjh2TJC1fvlwZGRlaunSpTp8+rR9++EH9+vXTmjVrdN999zktU79+fb3wwgv64YcfZLVadejQIb3zzjuyWCx68sknNXfuXPdvFACPiIt0vqS8Y6TFoEoAAKgeyOaA9yMDAzASPdIBg5w5c0aLFy9WcHCw7rzzzhLPX7hwQZJUWFio1157Tf3795ck1alTR//+97/VvHlzLV68WP/4xz/UuHFjSVLr1q2des8EBgbq7rvvVrt27RQbG6uUlBSNHDlSPj78H1pxDAFRNdX0HkDb95909MaRpIxiY0WCzzUAoHzI5qiImpo3jMzh3piBPX0cWG1WXTO2aHrHhB4KMgd59PWBmowT6YBB3nvvPeXm5mr48OEKDg4u8fzFy0Jr1aqlxETnS6XMZrN69eqlN998Uzt27HCE9cuJjo5Wp06dtHnzZu3Zs0fNmzd33YZUA4zpVjXtmNDD6BJcw2qVXiqa3PL37lLQ1YPwg4t2auKy72SXXR0jLcrYf0KTln2vTpEWzbm7g5sLdh+rzaqm44qmtzzZvVI/CvhcAwDKg2yOiqipecOoHG5YBr5KXvf0cWAvdrPTQH/fGnscAkbg0wYY5EqXjkrSjTfeKKmo54qfn1+J58PCwiRJ586dK9PrXbyhUW5ubnlLBbxSeLDZ6BJco9jNgcKDzVLQ1bfr1aGxevj9XU7jQd4SVU8zh7SXJcjfLWV6Qm0/530RZK4m7zEAwOuRzYGyMyqHG5aBK5DXAVRPnEgHDPDtt99q+/btat26tW666aZS21x//fVq0qSJDh48qP/973/63e9+5/T87t27JUkRERFXfb2CggLt3LlTJpNJTZo0qXT9AIxlCfLXwuGdlHn0rLKycxURHqioBiFGlwUAQJVENgeqBjIwAKMxGBtggIs9XoYPH37ZNiaTSaNGjZIkjR8/3jEuoyRt2rRJK1euVEREhOLi4hzzt23bJrvd7rSegoICPfHEEzpw4IB69+4ti4WbsQDVRVSDEPVs1YAfEAAAVALZHKhayMAAjEKPdKCCjh8/rscff9zx+Pz58zp+/LiSkpIc89LS0kosl5+fr3feeUf+/v665557rvgaY8eO1fLly7Vw4ULt3r1bXbp00c8//6z//Oc/MpvNmjdvnnx9L32M//KXv8hkMunmm29Wo0aNdOrUKX322Wf6f//v/6lJkyZ67bXXKr3dAAAAgLchmwMAAHfjRDpQQTk5OVqwYIHTPKvV6jSvtLC+dOlSZWdn64477nCMjXg5ZrNZa9as0YwZM/Tee+/plVdeUXBwsPr27auUlBS1a9fOqf0DDzygVatWaePGjTp+/Lh8fX11ww036Omnn9Zjjz2munXrVnyDAQAAAC9FNgcAAO5msv/2WjMADmlpaUpOTtb8+fOderNURxfHc8zKyjK0DqDGsVql4OCi6ZwcKSjI2HoMZLVZFTy6aF/kzM5RkLnm7gsAQElkcwCG8LK8TmYGjMMY6UAZJCcny2QyaciQIUaX4lJ79uyRyWSSyWTSgQMHjC4HAAAAuCqyOQAAMAJDuwBXEBMTo5SUFMfj6OhoA6txPYvF4rR9YWFhxhUDAAAAXAHZHAAAGImhXQAAMJKXXSpqJC5TBQAAgNfxsrxOZgaMw9AuwBWkpaU5Lq+s7pePmkwmx1iMAAAAgLchmwMAACNxIh0og/79+yslJUWDBg1yzNu7d69SU1PVr18/NWrUqExhd9asWUpOTlbbtm3l6+srk8mkjRs3ltrWarXqnXfe0R133KHmzZsrICBAYWFh6tq1q957773LvsaFCxc0e/ZstW3bVgEBAapfv77uuOMOZWZmlmh78fLRlJQUhYaGlmlfAAAAAEYimwMAACMwRjpQBgMGDFBSUpLTvM2bN2vy5MmqVauWWrZsqSNHjlx1PQ899JAkqWHDhqpfv/4Vl9m8ebPuuecehYeH649//KP+/Oc/69ixY/roo4901113aevWrZo1a1aJ5UaNGqU33nhDrVq10pgxY3T06FF98MEHWr16tbZu3apWrVo52losFqWmpkoq6uEDAAAAeDuyOQAAMAI90oEK6tKli7Zt26azZ8/q22+/lZ+f31WXWb58uX7++WcdPnxY/fv3v2Lbhg0batGiRfr555/1wQcfaPr06Xrrrbf0448/qmnTppo9e7a2b9/utMyGDRv0xhtv6JZbbtHOnTv1/PPPa8GCBVqxYoXOnDmjBx54oFLbDMB7ZB49qzW7jyrz6FmjSwEAwHBkc6DmIAcDMAo90oEKatasmZo1a1auZRITE8vctl27dmrXrl2J+Q0aNND999+v8ePHa9OmTYqLi3M898Ybb0iSpk6dKrPZ7Jj/xz/+Ub1799aqVav0f//3f2revHm56ga8RXaOzegSXM9qU/ivk9k5Nsl+5T/NJ3Pz9fSS7/Tl/hOOeZ0iLXp2YLTqBvq7sVD3s9ouvb/ZOTblna94TAkPNl+9EQCg2iCbA55hZB43LAeXIa+TPYGagRPpQBV0sYeNr6/zR3jjxo0KCgrSH/7whxLLXAzrmzZtqrZhPTe/wOgS4GaxU9caXYLLBeTn6Ydfp+Of26Bz/rWv2N7HJIXU9tMrd3VQXGRdbd9/UuOXfKteL32mC3b31+tOF+x5jun45zfIx3TlfXElu6f0dkVJqMIC/Ym5ADyDbI7LqY6/T4zM40bl4LLkdU9mz+LHVW5+gUwm7z3OyGOobjiigSqmsLBQb7/9tkwmk3r06OGYb7Va9fPPPys6Olq1atUqsVxUVJQklXpjo+qi1aR0o0sA3O6CXZo2sI0S2zaUJCW2bSi77Br97i6DK/MufB8ga0bZe5oCQEWRzXEl5BHX8uYc7Mn3unjnk9ipayvV+cTdyGOobhgjHahiJk6cqG+//VbJycmKjo52zD99+rQkKTQ0tNTl6tSp49QOQNUVF1nX6XHHSItBlQAAULORzQHPIgcDMBI90oEq5PXXX9f06dPVvn17zZw50+hyvA5DOVR/9Oopsn3/SUdPHEnKKDZOJIrwfQAAcDeyOa6mOuYRo/O4t+ZgT77XVptV14wtmt4xoYeCzEEee22gpuNEOlBFzJ8/X6NGjVKbNm20Zs0aBQcHOz1/sbfL5Xq1nDlzxqlddcT4a9Xfjgk9rt6oqrFapZeKJrf8vbsUdOUg/OCinZq47DvZZVfHSIsy9p/QpGXfq1OkRXPu7uCBgt3HarOq6bii6S1Pdq/UjwK+DwAA7kQ2R1lUxzxiZB43LAeXIa978r22F7vZaaC/b7U8zgBvxacNqALmzZunkSNHqlWrVlq3bp3Cw8NLtAkKClLDhg21f/9+FRYWlhiL8eL4ixfHYwSqovBgs9EluF6xmwOFB5uloCtv46tDY/Xw+7ucxoK8JaqeZg5pL0uQv9vK9ITafs77IshcDd9vAECVRzZHTWZkHjcsB5czrwOovjiRDni5efPmacSIEWrZsqXWr1+v+vXrX7Zt165d9f777+vzzz9Xly5dnJ5LT093tAFQdVmC/LVweCdlHj2rrOxcRYQHKqpBiNFlAQBQI5DNAeOQgwEYjZuNAl7srbfe0ogRI9SiRQutX79e11xzzRXb33fffZKkCRMmKD8/3zF/3bp1Sk9PV5cuXdS8eXO31gzAM6IahKhnqwb8eAAAwEPI5oB3IAcDMAo90oEKOn78uB5//HHH4/Pnz+v48eNKSkpyzEtLS3NaZsaMGfrxxx8lSdu2bXPMu9huxIgRio+PlyStX79eI0eOlN1uV5cuXfTqq6+WqCEmJkYDBgxwPO7evbtGjBihN998U+3bt1diYqKOHj2qDz74QHXq1Cl1HQAAAEBVRzYHAADuxol0oIJycnK0YMECp3lWq9Vp3m/D+qpVq7Rp0yaneRcv65Skbt26OcL6wYMHZbfbJUlz584ttYZhw4Y5hfWLbdu2bau5c+fq5ZdfVnBwsP70pz/p2WefpccLAAAAqiWyOQAAcDdOpAMVFBER4QjTZbVx48Yyt01KSnLqQVNWPj4+GjNmjMaMGVPuZQEAAICqiGwOAADcjTHSgTJITk6WyWTSkCFDjC7Fpfbs2SOTySSTyaQDBw4YXQ4AAABwVWRzAABgBHqkA1cQExOjlJQUx+Po6GgDq3E9i8XitH1hYWHGFQMAAABcAdkcAAAYyWQv7/VvAADAdaxWKTi4aDonRwoKMrYeA1ltVgWPLtoXObNzFGSuufsCAAAAXsLL8jqZGTAOQ7sAV5CWlua4vLK6Xz5qMpkUERFhdEkAAABAqcjmAADASJxIB8qgf//+SklJ0aBBgyRJdrtdK1eu1AMPPKC2bdsqNDRUgYGBateunaZNm6a8vLxS1zNr1iwlJyerbdu28vX1lclkuuxNjrKyspyCdGn/atWqVeqyZ8+eVUpKiqKjoxUYGKiwsDB16NBBkydPdmp38fLRlJQUhYaGVnwHAQAAAB5CNgcAAEZgaBfgCtLS0pScnKz58+crKSnJMT8vL08BAQEym83q1q2b2rRpo7y8PKWnpyszM1NxcXHatGmTAgICnNZnMpkkSQ0bNpTdbteRI0e0YcMGdevWrcRrnzp1Sv/6179Kreurr77SihUr1KdPH3366adOzx08eFAJCQnat2+fevToofbt28tms2nPnj06ePCg/vvf/5a6zos9XrKyssq0bwC4iJddKmokLlMFAFwJ2RyAIbwsr5OZAeNws1GgAmrVqqVnn31WDz74oNNNgM6fP68///nP+uSTTzR79mw98cQTTsstX75csbGxuvbaazVq1CjNnTv3sq8RFham1NTUUp/705/+JEkaMWKE0/zCwkINGjRIhw8f1rp169S9e3en5wsKCsqxlQCqisyjZ5WVnauI8EBFNQgxuhwAADyKbA7UTGRgAJ7GiXSgAvz8/DR+/PhS5z/11FP65JNPtGnTphJhPTExsdKvffjwYa1cuVLXXHONI7Rf9OGHH2r79u2aOHFiiaAuSb6+fORRvWTn2IwuofKsNoX/OpmdY5PsZf+cnszN19NLvtOX+0845nWKtOjZgdGqG+jv4kLdz2q79H5m59iUd75y31nhwebKlgQAqALI5oBnGZ3BPZ6By5DXyZ1AzcBfbsDF/Pz8JLkvGKelpamwsFD33nuv47Uu+uCDDyRJgwcP1k8//aQVK1bo1KlTuv7669WnTx8FX7wcrZrLzad3T00RO3Wt0SVUWkB+nn74dTr+uQ0651+7zMv6mKSQ2n565a4Oiousq+37T2r8km/V66XPdKEKDtx2wX5pDNv45zfIx1T2fVGa3VN6V7YkeLFAf2IsgKsjm8MdavrvDaMzuKczcFnyuidzZ/HjLze/QCaTZ49HMhhqMo5+wMXmzZsnSerVq5fL12232x3rHz58eInnv/rqK0nSli1b9Oijj8pWrHdn/fr19e9//7vUMR+rm1aT0o0uAfCIC3Zp2sA2SmzbUJKU2Lah7LJr9Lu7DK7MO/BdUL1lzah8T1IA1R/ZHO5AxjCWN2ZgTx4TxTufxE5dW+nOJ+VFBkNN5mN0AUB1smrVKs2dO1ctW7YsNUxX1qZNm7R3717Fx8erRYsWJZ4/duyYJGnMmDF65JFH9NNPP+mXX37Ryy+/rNOnT2vAgAH6+eefXV4XAOPERdZ1etwx0mJQJQAAeBeyOVB9kYEBGIEe6YCLfPXVV7rzzjsVGhqqxYsXy2x2/Rhpb731lqTSe7xI0oULFyRJffv21YwZMxzzx4wZo0OHDum5557TW2+9pQkTJri8Nm/CcA41B72BpO37Tzp640hSRrGxIms6vgsAoOYim8OdanrG8IYM7m0Z2JPHhNVm1TVji6Z3TOihIHOQx14bqOk4kQ64wK5du9SrVy+ZTCalp6erdevWLn+NU6dO6T//+Y/q1KmjO+64o9Q2oaGhOn78uPr161fiuT/96U967rnnHJeYVmeM2VZz7JjQw+gSKs9qlV4qmtzy9+5SUNmD8IOLdmrisu9kl10dIy3K2H9Ck5Z9r06RFs25u4ObCnYfq82qpuOKprc82b3SPwr4LgCAmolsDner6RnD6Azu8QxchrzuyWPCXuxmp4H+vjX+eAQ8iU8bUEk7d+5Uz549VVhYqNWrVysuLs4tr/Puu+/q3LlzuvfeexUYGFhqmxtvvFHHjx9XWFhYiecuzjt37pxb6gOMEB7s+t5lHlfs5kDhwWYpqOzb9OrQWD38/i6n8SBviaqnmUPayxLk79IyPaG2n/O+CHJD70EAQPVGNgfcz+gM7vEMXIm8DqB64UQ6UAk7d+5Ujx49VFBQoPT0dHXq1Mltr3Xx0tERI0Zctk1CQoI+//xz7d69W7fffrvTc7t375YkRUREuK1GAJ5lCfLXwuGdlHn0rLKycxURHqioBiFGlwUAgCHI5kDNQAYGYBRuNgpU0MWgfv78ea1cuVKdO3d222t9/fXX2rlzp9q2bavf//73l22XnJwss9msWbNm6dChQ475Z8+e1bRp0yTpspeeAqi6ohqEqGerBvyAAADUWGRzoOYhAwPwNHqkAxVw4sQJ9ejRQydPntStt96qNWvWaM2aNU5twsLC9MgjjzjNmzFjhn788UdJ0rZt2xzz0tLSJBX1aImPjy/xemXp8SJJkZGReuGFF/TQQw+pXbt2GjhwoMxms1asWKGsrCzdd999+uMf/1iRTQYAAAC8EtkcAAB4AifSgQo4c+aMTp48KUlatWqVVq1aVaJN06ZNS4T1VatWadOmTU7z0tMv3fG8W7duJcJ6Xl6eFi1aJLPZrKFDh161tjFjxigiIkIvvPCC3n//fRUUFKh169YaP368Ro4cWdZNBAAAAKoEsjkAAPAETqQDFRARESG73V7u5TZu3FjuZWrXrq0TJ06Ua5k//elP+tOf/lTu1wIAAACqGrI5AADwBMZIB8ogOTlZJpNJQ4YMMboUl9qzZ49MJpNMJpMOHDhgdDkAAADAVZHNAQCAEeiRDlxBTEyMUlJSHI+jo6MNrMb1LBaL0/aFhYUZVwwAAABwBWRzAABgJJO9ItfAAQAA17BapeDgoumcHCkoyNh6DGS1WRU8umhf5MzOUZC55u4LAAAAeAkvy+tkZsA4DO0CuFBaWprjcsyqcLnphAkTnOpNTU01uiQAAADAJcjmAADAlTiRDrhB//79lZKSokGDBjnm/TbI//bfkSNHSqynoKBA8+bNU+fOnVW/fn2FhISoVatWevLJJ0u0t1qteuedd3THHXeoefPmCggIUFhYmLp27ar33nuv1DoTEhKUkpKiYcOGuXYHAAAAAF6CbA4AAFyBMdIBNxgwYICSkpJKfa5///6KiYkpMT/44qVixdx555366KOPdMMNN2jIkCEym8364osv9MILL+idd97Rzp07de2110qSNm/erHvuuUfh4eH64x//qD//+c86duyYPvroI911113aunWrZs2a5bT+hIQEJSQkaOPGjVqwYEGltxsAAADwNmRzAADgCpxIBzzsSkG+uIyMDH300Ufq2LGjtmzZIj8/P8dzjzzyiGbOnKnXX39dkyZNkiQ1bNhQixYt0uDBg53aTps2TZ06ddLs2bN17733Ki4uzuXbBMBYmUfPKis7VxHhgYpqEGJ0OQAAVBlkc6BqIv8CMAIn0gEvtW/fPklSz549ncK3JCUmJmrmzJk6duyYY167du3Url27Eutp0KCB7r//fo0fP16bNm0irKNKy86xGV2C61ltCv91MjvHJtnL/qf5ZG6+nl7ynb7cf8Ixr1OkRc8OjFbdQH8XF+p+Vtul9zc7x6a88xWPKeHBZleUBACAJLI5UJyRmdyQ/FuOvE4GBao3TqQDHvb111/rxRdfVEFBga6//nr16tVLISEl/we9devWkqS1a9cqNTVVvr6XPq6ffvqppKLLP8viYtgvvo7qIDe/wOgS4GGxU9caXYLLBeTn6Ydfp+Of26Bz/rXLvKyPSQqp7adX7uqguMi62r7/pMYv+Va9XvpMF+zuqdedLtjzHNPxz2+Qj6ns++K3dk/p7YqS4CUC/avX3y8A3oNsjsqqib9JjMzkRuTf8uR1T2TQ4sdcbn6BTCbjj0GyGmoKjnTAw2bOnOn0ODQ0VLNnz9bQoUOd5rdp00ajR4/W7Nmz1bp1a/Xu3Vtms1kZGRn68ssvNXHiRN1+++1Xfb3CwkK9/fbbMplM6tGjh0u3xWitJqUbXQJgqAt2adrANkps21CSlNi2oeyya/S7uwyuzHh8P1QvWTMSjS4BQDVFNkdlkTk8y9vzryeOh+KdT2Knrq1U5xNXIauhpuBEOuAhzZo105w5c9SrVy9dd911OnbsmFasWKEJEybo3nvvVXh4uPr06eO0zKxZsxQZGalx48Y53Yzotttu06BBg8r0uhMnTtS3336rv/71r4qOjnbpNgEwXlxkXafHHSMtBlUCAEDVQTYHqi7yLwCjcCId8JAuXbqoS5cujsdNmzbVgw8+qBtuuEG9e/fWpEmTnMK63W7XAw88oEWLFunll1/WgAEDFBgYqG3btumhhx5S586dtXbtWnXu3Pmyr/n6669r+vTpat++fYneNtUBQzfUPPT4KWn7/pOOHjmSlFFsvMiajO8HAMCVkM3hKjUxcxidyb05/3rieLDarLpmbNH0jgk9FGQOcvtrAijCiXTAYL169VLjxo21Y8cO2Ww2mc1FNyeZP3++5s6dq5kzZ2rUqFGO9r1799bSpUvVqlUrjRs3Tps2bSp1vfPnz9eoUaPUpk0brVmzRsHBwR7ZHk9iHLaaZ8eEangJtNUqvVQ0ueXv3aWgsgfhBxft1MRl38kuuzpGWpSx/4QmLftenSItmnN3BzcV7D5Wm1VNxxVNb3mye6V+FPD9AACoCLI5yqsmZg4jM7kh+bcced0Tx4O92M1OA/19a+QxCBiFTxvgBerVq6effvpJ586dc4T1FStWSJK6d+9eon3Lli3VsGFD7dixo9T1zZs3TyNHjlSrVq20bt06hYeHl9oOqGrCg81Gl+B6xW4OFB5sloLKvo2vDo3Vw+/vchoT8paoepo5pL0sQf4uLdMTavs574sgczV8vwEAXo9sDlyZkZnckPxbibwOoHrhRDpgsDNnzujHH39UWFiYQkNDHfPz8/MlSb/88kuJZQoLC3Xy5EkFBgaWeG7evHkaMWKEWrZsqfXr16t+/fruKx6AoSxB/lo4vJMyj55VVnauIsIDFdUgxOiyAACossjmgHcj/wIwko/RBQA1xeeff15i3rlz5zRy5EidO3dOQ4YMkclkcjz3hz/8QZI0bdo02Ww2p+WmTp2qvLy8Ej1i3nrrLY0YMUItWrTQ+vXrdc0117hhSwB4m6gGIerZqgE/IgAAKCOyOVC1kX8BGIEe6YCHxMfHq1WrVoqNjdV1112nY8eOae3atfrpp5/Url07TZs2zan93/72Ny1cuFDr1q1TixYtdOuttyogIEDbtm3TF198IYvF4rTM+vXrNXLkSNntdnXp0kWvvvpqiRpiYmI0YMAAd28qAAAA4NXI5gAAoLw4kQ54yNixY/XFF18oPT1dJ0+elNlsVsuWLTV69GiNGTNGAQEBTu1DQkK0bds2Pf/881q6dKnS0tJUWFioRo0a6b777tP48ePVtGlTR/uDBw/KbrdLkubOnVtqDcOGDSOsAwAAoMYjmwMAgPLiRDrgIf/85z/LvUydOnU0depUTZ069aptk5KSlJSUVIHKAAAAgJqFbA4AAMqLMdIBN0hOTpbJZNKQIUOMLuWKJkyYIJPJVGI8RwAAAKC6IJsDAABXoEc64EIxMTFKSUlxPI6OjjawmqtLSEiQr++lr4Fu3boZVwwAAADgQmRzAADgSib7xYHbAACA51mtUnBw0XROjhQUZGw9BrLarAoeXbQvcmbnKMhcc/cFAAAAvISX5XUyM2AchnYBXCgtLU0mk8nxr6pcPnrxX2pqqtElAQAAAC5BNgcAAK7EiXTADfr376+UlBQNGjTIaf6PP/6ou+++W9dee63MZrOaNm2qhx9+WCdOnCh1PbNmzVJycrLatm0rX19fmUwmbdy48aqv/8033+iuu+5So0aNZDabdd1116lPnz7asGGDU7uEhASlpKRo2LBhFd5WAAAAwJuRzQEAgCswRjrgBgMGDFBSUpLTvC+++EI9evTQuXPn1L9/f11//fX6+uuv9fLLL2vVqlXaunWrwsPDnZZ56KGHJEkNGzZU/fr1deTIkau+9ttvv62//vWvCg0NVd++fdWoUSMdP35cX331lbZu3ep086KEhAQlJCRo48aNWrBgQeU3HAAAAPAyZHMAAOAKnEgHPGTEiBGyWq1atmyZ+vXr55j/wgsv6Mknn9TTTz+t1157zWmZ5cuXKzY2Vtdee61GjRqluXPnXvE1duzYoeHDh6tjx45asWKF6tat6/R8QUGB6zYIgFfJPHpWWdm5iggPVFSDEKPLAQDAq5HNgeqBDAzAkziRDnjAnj179P333ysuLs4pqEvSY489pueee04LFy7UP//5TwUVu3FJYmJiuV5nwoQJKiws1Ntvv10iqEuSry8feVQf2Tk2o0twDatNF/u7ZefYJHv5Pqcnc/P19JLv9OX+S5ehd4q06NmB0aob6O/CQt3Parv0nmbn2JR3vnLfWeHB5sqWBACohsjmQOUZncU9moHLmNfJnkD1x19uwAOOHj0qSYqMjCzxnI+Pj5o0aaJdu3bpiy++0B//+McKvcapU6e0evVqtW/fXjfccIM2bdqkjIwM+fr6qlOnTrr55psrtQ3VRW4+PX+qi9ipa40uwSUC8vP0w6/T8c9t0Dn/2uVa3sckhdT20yt3dVBcZF1t339S45d8q14vfaYLdtfX604X7HmO6fjnN8jHVL598Vu7p/SubEmoogL9ibgALo9sjsriN4XxWdyTGbised1T2bP48ZebXyCTyXuORzIYqjuOcMAD6tevL0nav39/iecuXLiggwcPSpL+7//+r8JhfefOnbpw4YIaN26sfv366ZNPPnF6vmfPnlq8eLFCQ0MrtP7qotWkdKNLAFzqgl2aNrCNEts2lCQltm0ou+wa/e4ugyszHp/3mitrRvl6jQKoWcjmqCwyhvG8MQN76rgo3vkkduraSnc+cSUyGKo7H6MLAGqC5s2b6/rrr9f27du1YsUKp+deeuklZWdnSyrquVJRx44dk1Q0dmNGRoaWLl2q06dP64cfflC/fv20Zs0a3XfffRVePwDvFRfpfLl4x0iLQZUAAOD9yOZA9UAGBuBp9EgHPOSVV17Rn/70J/Xr108DBgzQ9ddfr2+++UarV69WmzZt9O2336pWrVoVXv+FCxckSYWFhXrttdfUv39/SVKdOnX073//W82bN9fixYv1j3/8Q40bN3bJNlVFDPVQfdAT6JLt+086euNIUkaxsSJrMj7vAIDLIZujMsgY3pHFvS0De+q4sNqsumZs0fSOCT0UZA668gIAXIYT6YCH9O7dW5s3b9Yzzzyj9evXa8WKFYqOjtaSJUu0bt06ffvtt47LTCvi4mWhtWrVKnEjJLPZrF69eunNN9/Ujh07anRYZ8y26mPHhB5Gl+AaVqv0UtHklr93l4LKF4QfXLRTE5d9J7vs6hhpUcb+E5q07Ht1irRozt0d3FCw+1htVjUdVzS95cnulf5RwOcdAHA5ZHNUBhnD+Czu0QxcxrzuqePCXuxmp4H+vhyPgAfxaQM8qFOnTlq+fHmJ+f/6178kSb///e8rvO4bb7xRkhQYGCg/P78Sz4eFhUmSzp07V+HXALxJeLDZ6BJco9jNgcKDzVJQ+bbr1aGxevj9XU7jQd4SVU8zh7SXJcjfZWV6Qm0/530RZK4m7zEAwCuRzYGKMzqLezQDVzKvA6g+OJEOGOzAgQPasmWLWrVqpTZt2lR4Pddff72aNGmigwcP6n//+59+97vfOT2/e/duSVJERERlygXgZSxB/lo4vJMyj55VVnauIsIDFdUgxOiyAACoksjmQNVABgZgBG42CnhITk6O7Ha707zTp0/rnnvuUWFhoaZPn16p9ZtMJo0aNUqSNH78eMe4jJK0adMmrVy5UhEREYqLi6vU6wDwTlENQtSzVQN+QAAAUAZkc6B6IAMD8CR6pAMesnTpUo0fP14JCQm67rrrdOzYMX388cf65Zdf9Mwzz6hfv34llpkxY4Z+/PFHSdK2bdsc89LS0iRJI0aMUHx8vKP92LFjtXz5ci1cuFC7d+9Wly5d9PPPP+s///mPzGaz5s2bJ19fPvYAAACo2cjmAACgvPirDXhImzZt1K5dO61evVrHjx9XaGiobrrpJo0dO1bdu3cvdZlVq1Zp06ZNTvPS0y/dHb1bt25OYd1sNmvNmjWaMWOG3nvvPb3yyisKDg5W3759lZKSonbt2rln4wAAAIAqhGwOAADKixPpgIe0a9dOn3zySbmW2bhxY7lfJzAwUFOmTNGUKVPKvSwAAABQE5DNAQBAeTFGOuAGycnJMplMGjJkiNGlXNGECRNkMpku2+sGAAAAqOrI5gAAwBXokQ64UExMjFJSUhyPo6OjDazm6hISEpzGZezWrZtxxQAAAAAuRDYHAACuZLL/9lblAADAc6xWKTi4aDonRwoKMrYeA1ltVgWPLtoXObNzFGSuufsCAAAAXsLL8jqZGTAOQ7sALpSWliaTyeT4V1UuH734LzU11eiSAAAAAJcgmwMAAFfiRDrgBv3791dKSooGDRrkmPfRRx9p0KBBioqKUp06dRQcHKzWrVvrkUce0aFDh0qs48CBAxo1apRiY2NVv359mc1mNW3aVImJiVq3bt1lX3vVqlXq0aOHwsLCFBAQoDZt2ujFF19UYWFhibYJCQlKSUnRsGHDXLPhAAAAgJchmwMAAFdgjHTADQYMGKCkpCSneUuWLNE333yjuLg4NWzYUJL09ddf6+WXX9aCBQu0ZcsWtW7d2tE+MzNTH3zwgTp37qybbrpJderU0aFDh7Rs2TJ9+umnevbZZzV+/Hin13j55Zf18MMPq06dOrr99tsVFhamtWvX6rHHHtO2bdu0ePFip/YJCQlKSEjQxo0btWDBAvfsDAAAAMBAZHMAAOAKnEgHPOSNN95Q7dq1S8x/6623NGLECKWmpjqF6S5duig7O1s+Ps4Xjhw+fFgdOnRQamqqHnzwQYWFhUmSDh06pCeeeEJ169bVrl271LRpU0lSQUGBBg0apA8//FDvv/++11/SCqDyMo+eVVZ2riLCAxXVIMTocgAA8Dpkc6B6If8C8AROpAMeUlpQl6TBgwdrxIgR2rNnj9N8f3//Uttfd911uvnmm7VkyRIdOHDAEdZXrlyp/Px8Pfzww46gLkm+vr6aPHmyli1bpldffZWwjmonO8dmdAmVY7Up/NfJ7BybZK/4n+aTufl6esl3+nL/Cce8TpEWPTswWnUDS/9O8SZW26X3MjvHprzzro8p4cFml68TAFD1kM0B1zEyj3sk/5Yzr5M3geqLE+mAwVasWCFJio6OLlP77OxsffnllwoMDFSzZs0c848ePSpJioyMLLHMxXlbt26VzWaT2Vy9/rDn5hcYXQIMFDt1rdElVEpAfp5++HU6/rkNOudf+g/7svAxSSG1/fTKXR0UF1lX2/ef1Pgl36rXS5/pgt019brTBXueYzr++Q3yMVV8X1zO7im9Xb5OeK9Af6IugPIhm+Ny+M1xeUbmcU/k3/LmdXfnzeLHYm5+gUwmzx6b5CvUZBz9gIctXbpUX3/9tXJzc/X9998rPT1dkZGRmjJlSqnts7KylJaWpsLCQh0+fFgff/yxTp06pddee00hIZcuWatfv74kaf/+/SXWcXFeQUGB9u3bp5YtW7phy4zTalK60SUAXuGCXZo2sI0S2xaN9ZrYtqHssmv0u7sMrsx78H1Rs2TNSDS6BABejmyOsiJDeCdvzL/uPlaKdz6JnbrWLZ1ProR8hZqME+mAhy1dutTp5kG///3v9f7775faW0UqCuuTJ092PA4ODtb8+fM1dOhQp3Y9e/ZUrVq19NZbb2nMmDFq3LixpKKAXnz5U6dOuXBrAHibuMi6To87RloMqgQAAO9HNgeqPvIvAE/hRDrgYWlpaUpLS9Pp06e1a9cuPf3004qNjdVHH32khISEEu27desmu92u8+fPKysrS6+//rruvfdeZWRk6OWXX3a0i4yM1Pjx4/XMM8+oTZs2uv322xUaGqp169bp4MGDatKkiQ4ePKhatWp5cnM9gqEaajZ6Bznbvv+ko0eOJGUUGy8SfF8AAJyRzVFWZIjLMzqPe1v+dfexYrVZdc3YoukdE3ooyBzk1tcDcAkn0gGDhIaGqlu3blq5cqVuvPFG3Xvvvdq/f7/8/PxKbe/n56eoqCi98MILys3N1axZs9SnTx/16dPH0WbKlClq3ry5Zs2apffff1+1atXSLbfcovfee89xI6OLl5lWJ4zRVrPtmNDD6BIqx2qVXiqa3PL37lJQxYPwg4t2auKy72SXXR0jLcrYf0KTln2vTpEWzbm7g4sKdh+rzaqm44qmtzzZ3S0/Cvi+AACUhmyOqyFDXJ6Redwj+beced3dx4q92M1OA/19OTYBD+LTBhisTp06uummm7R06VLt2bOnTGMk9urVS3PmzNHGjRudwrokDR06tMSlpTabTZmZmbJYLJe9TBWoqsKDq/gNuordHCg82CwFVXx7Xh0aq4ff3+U0JuQtUfU0c0h7WYL8K1WmJ9T2c94XQdx8DQDgYWRzoPyMzOMeyb8uzOsAqjZOpANe4PDhw5IkX9+yfSTL2/7DDz+UzWbT8OHDK1YggCrBEuSvhcM7KfPoWWVl5yoiPFBRDUKuviAAAHAgmwNVB/kXgCf5GF0AUBPYbDZ98cUXpT43f/58ZWRk6IYbblBUVJRjfkZGhvLy8kq0P3DggKZPny5JJXq8nDlzpkT7H374QY899pjq1KmjcePGVWYzAFQRUQ1C1LNVA35EAABQCrI5UP2QfwF4Aj3SAQ84d+6cOnfurOjoaMXExKhRo0Y6ffq0MjIytHPnTgUHB2v+/PlOy0ybNk2bN29W165d1aRJE/n6+mrv3r369NNPlZ+fr0cffVTx8fFOyzz22GPauXOn4uLiZLFYlJmZqU8++UQ+Pj5aunSpGjdu7MnNBgAAALwO2RwAAFQEJ9IBDwgKCtLkyZO1YcMGrVu3TsePH5efn58iIiL0yCOP6NFHH1WTJk2clhkxYoQCAgK0fft2rV69Wvn5+brmmmuUmJiokSNHlujxIhWNz/jjjz9q8eLFOnv2rK699lrdfffdGj9+vK6//npPbS4AAADgtcjmAACgIjiRDniAn5+fJk2apEmTJpV5mb59+6pv377lep3Bgwdr8ODB5S0PAAAAqDHI5gAAoCIYIx1wg+TkZJlMJg0ZMsToUq5owoQJMplM6t69u9GlAAAAAG5BNgcAAK5Aj3TAhWJiYpSSkuJ4HB0dbWA1V5eQkCBf30tfA926dTOuGAAAAMCFyOYAAMCVTHa73W50EQAA1FhWqxQcXDSdkyMFBRlbj4GsNquCRxfti5zZOQoy19x9AQAAAC/hZXmdzAwYh6FdgCtIS0uTyWRy/PP2y0HLa8+ePU7bFxERYXRJAAAAQKnI5gAAwEicSAfKoH///kpJSdGgQYMc8/bu3avU1FT169dPjRo1KnPYvXDhgubNm6f4+HiFhYUpMDBQzZs3V3Jyss6ePetoZ7Va9c477+iOO+5Q8+bNFRAQoLCwMHXt2lXvvfdemeo+f/68YmJiZDKZ1KJFixLPWywWpaSkKCUlRaGhoWVaJwAAAGAksjkAADACY6QDZTBgwAAlJSU5zdu8ebMmT56sWrVqqWXLljpy5MhV12Oz2TRo0CAtX75cbdu2VVJSksxmsw4ePKhPP/1UzzzzjEJCQhzrv+eeexQeHq4//vGP+vOf/6xjx47po48+0l133aWtW7dq1qxZV3y9Z555Rnv27Lns8xaLRampqZKKevgAAAAA3o5sDgAAjMCJdKCCunTpom3btqldu3YKCAhQ7dq1r7rMU089peXLl2vGjBn6+9//7vTchQsXnB43bNhQixYt0uDBg+Xn5+eYP23aNHXq1EmzZ8/Wvffeq7i4uFJfa+fOnZo+fbpefPFFPfTQQxXYQgBVQebRs8rKzlVEeKCiGoQYXQ4AAIYgmwMgFwNwN06kAxXUrFkzNWvWrMztDx06pFmzZumWW24pEdQlycfHeaSldu3aqV27diXaNWjQQPfff7/Gjx+vTZs2lRrW8/PzlZSUpJtuukmjR48mrKNKy86xGV2Ce1ltCv91MjvHJtnL9qf5ZG6+nl7ynb7cf8Ixr1OkRc8OjFbdQH83FOp+Vtul9zo7x6a8866JKeHBZpesBwDgvcjmgDG8Iau7PRdXMK9L5FCguuFEOuAh//nPf1RQUKDBgwfr7Nmz+vjjj3Xw4EE1aNBAvXv3VqNGjcq8rou9YHx9S/8Ip6amKjMzU998841MJpNL6q/KcvMLjC4BlRA7da3RJbhVQH6efvh1Ov65DTrnf/UedJLkY5JCavvplbs6KC6yrrbvP6nxS75Vr5c+0wW7++p1pwv2PMd0/PMb5GMq2764mt1TertkPag+Av2JwEBNRzaHq9XU3xzekNXdnYsrmtcl9+TQ4sdabn6BTCbvPfbIXKhuOKIBD/nqq68kSadPn9aNN96on3/+2fGcv7+/ZsyYoUcfffSq6yksLNTbb78tk8mkHj16lHh++/btev755zVt2jQ1b97cdRtQhbWalG50CYDLXbBL0wa2UWLbhpKkxLYNZZddo9/dZXBl3ofvAPxW1oxEo0sAYDCyOVyNvGEcb87F7jguinc+iZ261mWdT9yBzIXqxufqTQC4wrFjxyQV9Uhp166dvv/+e505c0bLly9XvXr1NHbsWH366adXXc/EiRP17bffKjk5WdHR0U7P2Ww2JSUlqX379nrsscfcsh0AvEdcZF2nxx0jLQZVAgBA1UI2B6oXcjEAT6BHOuAhF29YdM011+g///mPAgMDJUmJiYl666231KdPH7344ou67bbbLruO119/XdOnT1f79u01c+bMEs9PnDhRmZmZ2rFjh2rVquWeDamCGNahaqN3z+Vt33/S0fNGkjKKjQuJS/gOAAD8FtkcrlZT84a3ZHVvzcXuOC6sNquuGVs0vWNCDwWZg1z+GgBKx4l0wENCQ0MlST169HAE9Yt69eols9nsuMS0NPPnz9eoUaPUpk0brVmzRsHBwU7P79y5Uy+++KImTpyoNm3auH4DqjDGZavadkwoeZl0tWK1Si8VTW75e3cpqGxB+MFFOzVx2Xeyy66OkRZl7D+hScu+V6dIi+bc3cGNBbuP1WZV03FF01ue7O6yHwV8BwAAfotsDlerqXnDG7K623NxBfO65J7jwl7sZqeB/r419tgDjMCnDfCQG2+8UZIUFhZW4jkfHx+FhITozJkzpS47b948jRw5Uq1atdK6desUHh5eos1///tfFRYWKjU1VampqSWe/3//7//JZDIpNDRUp06dqsymAB5V7e90X+zmQOHBZimobNv76tBYPfz+LqexH2+JqqeZQ9rLEuTv8jI9obaf874IMlfz9x4AYBiyOeAa3pDV3Z6LK5jXAVQ/nEgHPCQhIUHPPvusdu/eXeK5X375RcePHy/1BkTz5s3TiBEj1LJlS61fv17169cvdf3NmzfX8OHDS33urbfeUmhoqAYNGlSixw2AqskS5K+Fwzsp8+hZZWXnKiI8UFENQowuCwCAKoFsDlQf5GIAnsKJdMBDunbtqpYtW2rdunVas2aNevbsKUmy2+0aP368JOmOO+5wWuatt97SyJEj1aJFC61fv17XXHPNZdd/88036+abby71ubfeekvXXnut3nzzTRdtDQBvEdUghB8KAACUE9kcqH7IxQDcjRPpQAUdP35cjz/+uOPx+fPndfz4cSUlJTnmpaWlOaZr1aql+fPnKyEhQbfddpsGDhyoxo0ba8uWLcrIyFCHDh00btw4R/v169dr5MiRstvt6tKli1599dUSNcTExGjAgAHu2DwAAACgyiCbAwAAd+NEOlBBOTk5WrBggdM8q9XqNK94WJekTp06KSMjQykpKVq/fr3OnDmjJk2a6KmnntL48eMVVOymJQcPHpTdbpckzZ07t9Qahg0bRlgHAABAjUc2BwAA7saJdKCCIiIiHGG6PFq3bq0PP/zwqu2SkpKcetBURkXqBAAAAKoKsjkAAHA3H6MLAKqC5ORkmUwmDRkyxOhSXGrPnj0ymUwymUw6cOCA0eUAAAAAV0U2BwAARqBHOnAFMTExSklJcTyOjo42sBrXs1gsTtsXFhZmXDEAAADAFZDNAQCAkUx2risDAMA4VqsUHFw0nZMjFRuPtaax2qwKHl20L3Jm5yjIXHP3BQAAALyEl+V1MjNgHIZ2Aa4gLS3NcXlldb981GQyKSIiwuiSAAAAgFKRzQEAgJE4kQ6UQf/+/ZWSkqJBgwY55u3du1epqanq16+fGjVqVKGw++CDDzqC8pEjRy7b7ptvvtFdd92lRo0ayWw267rrrlOfPn20YcOGEm1PnTqlSZMmqW3btgoJCVG9evUUFxen2bNnKy8vz6ntxctHU1JSFBoaWq7aAQAAACOQzQEAgBEYIx0ogwEDBigpKclp3ubNmzV58mTVqlVLLVu2vGLYLs26dev02muvKSgoSFar9bLt3n77bf31r39VaGio+vbtq0aNGun48eP66quvtHXrVnXv3t3R9tSpU4qNjdW+ffsUHx+v+++/XzabTStXrtSYMWO0ZMkSrVmzRj4+Rf+HZrFYlJqaKqmohw8AAADg7cjmAADACJxIByqoS5cu2rZtm9q1a6eAgADVrl27zMuePXtWw4cP18CBA5Wdna1NmzaV2m7Hjh0aPny4OnbsqBUrVqhu3bpOzxcUFDg9fv3117Vv3z49+uijevHFFx3z8/PzFR8fr/Xr12vLli3q0qVLObYUQFWQefSssrJzFREeqKgGIUaXAwCAR5HNAUhkYgDuxYl0oIKaNWumZs2aVWjZxx57TGfPntWcOXN05513XrbdhAkTVFhYqLfffrtEUJckX1/nj/C+ffskSbfddpvTfH9/f/Xs2VPbt2/XsWPHKlQz4C2yc2xGl+BaVpvCf53MzrFJ9vL9aT6Zm6+nl3ynL/efcMzrFGnRswOjVTfQ34WFup/Vdum9zc6xKe985WJKeLC5siUBAKoIsjlgLKMzulszcSXyOnkUqF44kQ542OrVq/XGG2/o7bffVoMGDS7b7tSpU1q9erXat2+vG264QZs2bVJGRoZ8fX3VqVMn3XzzzSWWad26tSRp1apV6tGjh2P++fPntXbtWgUEBKhz586u3yiD5eYXXL0Rqo3YqWuNLsGlAvLz9MOv0/HPbdA5/7L3oJMkH5MUUttPr9zVQXGRdbV9/0mNX/Kter30mS7YXV+vO12wXxorNv75DfIxlW9f/NbuKb0rWxK8WKA/MRZA5ZHNURn8DrnE6Izuzkxcmbzujjxa/LjLzS+QyeQ9xyH5DNUdRzjgQWfOnNGIESN022236Z577rli2507d+rChQtq3Lix+vXrp08++cTp+Z49e2rx4sVONyIaMWKEFi5cqPuUyW4AAQAASURBVH/+85/66quvFBcXJ5vNplWrVunkyZN699131ahRI7dsm5FaTUo3ugTAMBfs0rSBbZTYtqEkKbFtQ9ll1+h3dxlcmfH4bqjesmYkGl0CgCqObI7KImt4D2/NxO44Rop3PomdurbSnU9ciXyG6s7H6AKAmuSRRx7R6dOnNXfu3Ku2vXiZ5/Lly5WRkaGlS5fq9OnT+uGHH9SvXz+tWbNG9913n9MyAQEB2rhxo4YOHapNmzbpH//4h2bNmqW9e/fqrrvuUnx8vFu2C4Cx4iKdLy/vGGkxqBIAAKoOsjlQvZCJAbgbPdIBD1m5cqXmz5+v1157Tb/73e+u2v7ChQuSpMLCQr322mvq37+/JKlOnTr697//rebNm2vx4sX6xz/+ocaNG0uSjh8/rv79++vYsWNasWKF/vCHPygvL08ff/yxHnvsMS1fvlxfffVVqWM6VmUM31Cz0POnpO37Tzp630hSRrGxIWsyvhsAAJdDNocrkDUu8YaM7o2Z2B3HiNVm1TVji6Z3TOihIHOQy18DQOk4kQ54QG5urkaOHKnu3buX6KlyORcvC61Vq5YSE50vjzKbzerVq5fefPNN7dixwxHWx44dq61bt+qbb75R27ZtHesZOXKkCgsL9cADD+hf//qXJk+e7MKtMx7jsNUsOyb0uHqjqsRqlV4qmtzy9+5SUPmC8IOLdmrisu9kl10dIy3K2H9Ck5Z9r06RFs25u4MbCnYfq82qpuOKprc82b3SPwr4bgAAlIZsDlcha1xidEZ3ayauRF53xzFiL3az00B/X45DwIP4tAEecOzYMR06dEiHDh2Sj0/pIyo1bFj0P+e7du1STEyMbrzxRklSYGCg/Pz8SrQPCwuTJJ07d84xb8WKFbJYLI6gXlxCQoIkaceOHZXaFsBo1e7O98VuDhQebJaCyrd9rw6N1cPv73Ia//GWqHqaOaS9LEH+LivTE2r7Oe+LIHM1e68BAF6BbA64ntEZ3a2ZuJJ5HUD1wYl0wANCQkI0fPjwUp9bsWKFjhw5orvuuksBAQEKDw+XJF1//fVq0qSJDh48qP/9738lLjndvXu3JCkiIsIxLz8/X3l5ecrPz5e/v3NY+OWXXyQV9ZgBUH1Ygvy1cHgnZR49q6zsXEWEByqqQYjRZQEA4LXI5kD1QyYG4AmcSAc8IDw8XG+++Wapz3Xr1k1HjhzRP//5T1177bWO+SaTSaNGjdL48eM1fvx4paWlOXrMbNq0SStXrlRERITi4uIcy/zhD39Qenq6nnnmGT3zzDOO+TabzfG4e/fu7thEAAaLahDCjwUAAMqAbA5UX2RiAO7EiXSggo4fP67HH3/c8fj8+fM6fvy4kpKSHPPS0tIq9Rpjx47V8uXLtXDhQu3evVtdunTRzz//rP/85z8ym82aN2+efH0vfYxnzJihrVu3aurUqVq9erXjhkbp6enat2+fYmNjNWLEiErVBAAAAHgbsjkAAHA3TqQDFZSTk6MFCxY4zbNarU7zKhvWzWaz1qxZoxkzZui9997TK6+8ouDgYPXt21cpKSlq166dU/uYmBjt2LFD06dP17p16zR79mz5+vrqhhtu0OTJk/X444+rdu3alaoJAAAA8DZkcwAA4G6cSAcqKCIiQna7vdLr2bhx4xWfDwwM1JQpUzRlypQyrS8qKkrz5s2rdF0AAABAVUE2BwAA7lb6LcoBOElOTpbJZNKQIUOMLsWl9uzZI5PJJJPJpAMHDhhdDgAAAHBVZHMAAGAEeqQDVxATE6OUlBTH4+joaAOrcT2LxeK0fWFhYcYVAwAAAFwB2RwAABjJZHfF9W8AAKBirFYpOLhoOidHCgoyth4DWW1WBY8u2hc5s3MUZK65+wIAAABewsvyOpkZMA5DuwAulJaW5rgcsypcbjphwgSnelNTU40uCQAAAHAJsjkAAHAlTqQDbtC/f3+lpKRo0KBBjnl79+5Vamqq+vXrp0aNGslkMikiIuKq60pPT1e3bt1Up04dhYSEqFu3bkpPTy/Rzmq16p133tEdd9yh5s2bKyAgQGFhYeratavee++9UtedkJCglJQUDRs2rMLbCgAAAHgzsjkAAHAFxkgH3GDAgAFKSkpymrd582ZNnjxZtWrVUsuWLXXkyJGrrmfRokUaOnSo6tWrp2HDhslkMunf//63br31Vr3zzju6++67ndZ/zz33KDw8XH/84x/15z//WceOHdNHH32ku+66S1u3btWsWbOc1p+QkKCEhARt3LhRCxYscMm2AwAAAN6EbA4AAFyBE+mAh3Tp0kXbtm1Tu3btFBAQoNq1a1+x/cmTJzV69GjVq1dPO3fuVOPGjSVJTz31lDp06KDRo0frtttuU926dSVJDRs21KJFizR48GD5+fk51jNt2jR16tRJs2fP1r333qu4uDj3bSQAw2UePaus7FxFhAcqqkGI0eUAAOCVyOZA9UUeBuAunEgHPKRZs2Zq1qxZmdsvXrxYp06d0uTJkx1BXSoK5Y888ojGjRunxYsX67777pMktWvXTu3atSuxngYNGuj+++/X+PHjtWnTJsI6qpXsHJvRJVSe1abwXyezc2ySvWJ/mk/m5uvpJd/py/0nHPM6RVr07MBo1Q30d0Gh7me1XXo/s3Nsyjvv+pgSHmx2+ToBAFUP2RxwDyPzudvysIvyukQWBao6TqQDXmrjxo2SpF69epV4rnfv3ho3bpw2bdrkCOtXcrEXjK9v9fnI5+YXGF0CvEDs1LVGl1BpAfl5+uHX6fjnNuic/5V7xF2Oj0kKqe2nV+7qoLjIutq+/6TGL/lWvV76TBfsrqvXnS7Y8xzT8c9vkI+pYvviSnZP6e3ydcJ4gf7V5+8bAO9ENkdZ1fTfKUbmc3flYVfldck1WbT4MZabXyCTyXuPOTIaqhuOaMBLZWZmSpKioqJKPHdx3sU2V1JYWKi3335bJpNJPXr0cG2RBmo1qeRNnYCa7IJdmjawjRLbNpQkJbZtKLvsGv3uLoMr8y58d1RPWTMSjS4BQDVHNkdZkTWMUxXysCuOj+KdT2KnrnVL5xNXIaOhuvExugAApTt9+rQkKTQ0tMRzQUFBqlWrlqPNlUycOFHffvutkpOTFR0d7fI6AXiPuMi6To87RloMqgQAgOqFbA5UDeRhAO5Ej3SgGnv99dc1ffp0tW/fXjNnzjS6HJdieAZI9Pj5re37Tzp64EhSRrHxIVGE7w4AgFGqczbHJTU9axidz709D7vi+LDarLpmbNH0jgk9FGQOqvQ6AZQNJ9IBL3Wxt8vp06cVHh7u9JzValVhYWGpPWIumj9/vkaNGqU2bdpozZo1Cg4Odmu9nsZYa5CKgmOVZ7VKLxVNbvl7dymoYkH4wUU7NXHZd7LLro6RFmXsP6FJy75Xp0iL5tzdwYUFu4/VZlXTcUXTW57s7pYfBXx3AAAqgmyOsqrpWcPIfO62POyivC655viwF7vZaaC/b40/5gBP4tMGeKmoqCh99dVXyszMLBHWrzRGoyTNmzdPI0eOVKtWrbRu3boSywPVRbW4632xmwOFB5uloIpt06tDY/Xw+7ucxoC8JaqeZg5pL0uQf6XL9ITafs77IshcDd5fAEC1QDYHysbIfO62POyivA6g6uNEOuClunbtqvfee0+rV6/WTTfd5PRcenq6o81vzZs3TyNGjFDLli21fv161a9f3yP1AjCWJchfC4d3UubRs8rKzlVEeKCiGoQYXRYAANUC2RzwfuRhAO7GzUYBL3XHHXcoNDRUs2bN0k8//eSY//PPP+tf//qXwsLCNHjwYKdl3nrrLY0YMUItWrTQ+vXrdc0113i6bAAGi2oQop6tGvCjAQAAFyKbA1UHeRiAu9AjHfCQ48eP6/HHH3c8Pn/+vI4fP66kpCTHvLS0NMd03bp1NXv2bN1zzz3q0KGDhgwZIh8fH33wwQc6evSoFi5cqLp1L92RfP369Ro5cqTsdru6dOmiV199tUQNMTExGjBggDs2DwAAAKgyyOYAAKC8OJEOeEhOTo4WLFjgNM9qtTrNKx7WJWno0KGqV6+epk+f7niuQ4cOWrBggXr3dr7b98GDB2W32yVJc+fOLbWGYcOGEdYBAABQ45HNAQBAeXEiHfCQiIgIR5guj1tvvVW33nrrVdslJSU59aABAAAAUDqyOQAAKC/GSAfcIDk5WSaTSUOGDDG6lCuaMGGCTCaTunfvbnQpAAAAgFuQzQEAgCvQIx1woZiYGKWkpDgeR0dHG1jN1SUkJMjX99LXQLdu3YwrBgAAAHAhsjkAAHAlk70i17MBAADXsFql4OCi6ZwcKSjI2HoMZLVZFTy6aF/kzM5RkLnm7gsAAAB4CS/L62RmwDgM7QJcQVpamkwmk+Oft18OWl579uxx2r6IiAijSwIAAABKRTYHAABG4kQ6UAb9+/dXSkqKBg0a5Ji3d+9epaamql+/fmrUqFGFwu6DDz7oCMpHjhwptc2RI0c0YsQINWzYULVr11bz5s01ZcoU5efnl9r+1KlTmjRpktq2bauQkBDVq1dPcXFxmj17tvLy8pzaWiwWpaSkKCUlRaGhoeWqHQAAADAC2RwAABiBMdKBMhgwYICSkpKc5m3evFmTJ09WrVq11LJly8uG7ctZt26dXnvtNQUFBclqtZba5siRI+rUqZN++uknDRgwQM2bN9eWLVuUkpKibdu2acWKFfLxufT/YadOnVJsbKz27dun+Ph43X///bLZbFq5cqXGjBmjJUuWaM2aNY5lLBaLUlNTJRX18AEAAAC8HdkcAAAYgRPpQAV16dJF27ZtU7t27RQQEKDatWuXedmzZ89q+PDhGjhwoLKzs7Vp06ZS2/3973/XwYMHNWfOHD3wwAOSJLvdruTkZC1YsEALFixQcnKyo/3rr7+uffv26dFHH9WLL77omJ+fn6/4+HitX79eW7ZsUZcuXSq41QC8WebRs8rKzlVEeKCiGoQYXQ4AAB5DNgdQGvIxAFfiRDpQQc2aNVOzZs0qtOxjjz2ms2fPas6cObrzzjtLbXP27Fl98MEHatasmUaNGuWYbzKZNH36dC1cuFBvvPGGU1jft2+fpP/P3p3HRVnv//9/DsqOgqApmQoZpoloGlp9tIBcKvfUsjKFn9bXU5YebTUS9yw/abaZn5OJWalHT2rmUUyPSy65gS1q52CCdiw1EVQGGUTn9wc5MoHIMsw1wON+u3m7XXNt87pmrhme8/Z9vS/pwQcftNuXh4eHunXrpj179ujUqVPlqhlwVRnZFqNLqBizRUF/TGZkWyRr2f80Z+bk6dUVP2pX2hnbvE6hgZrWP1z1fDwcVGjlM1uuvpcZ2RblXqxYTAny86xoSQCAKoJsDrgWozO6Q/OxA/K6RDYFqgMa0gEnW79+vf72t7/pk08+UcOGDa+53s6dO2WxWNStWzeZTCa7ZcHBwWrTpo127dql3NxcW4+b1q1bS5LWrVunrl272ta/ePGiNmzYIG9vb911112VcFTOk5OXb3QJcDEdpm4wuoQK8c7L1aE/pju/sUkXPErfg+4KN5NUx8td7z/WXpGh9bQnLVPjV/yg7rO36rLVsfVWpsvWq2PFdn5zk9xMZX8tCjs4uUdFS0IV4ONBnAVQfmRzVKaa/NvF6IzuyHzsiLwuOS6bFj6vcvLyZTK57nlGTkN1wxkNONG5c+c0YsQIPfjgg3riiSdKXDc1NVWSFBYWVuzysLAwfffddzpy5Ihuu+02SdKIESO0aNEivfXWW9q7d68iIyNlsVi0bt06ZWZm6vPPP1fjxo0de1BOdtuEJKNLAFzOZas0vX8b9YwIliT1jAiWVVaN+jzF4MqMxfdFzZA+o6fRJQCoosjmqGxkEeO4Yj521PlQuPNJh6kbKtz5pDKR01Dd0JAOONGYMWN09uxZzZs377rrnj17VpLk7+9f7PK6devarSdJ3t7e2rx5s/7f//t/+vTTT23jO7q5uWnUqFHq3LlzRQ8BgIuKDK1n97hjaKBBlQAAUDWQzYHqjXwMwNFoSAecZO3atVqwYIE+/PBD3XTTTZXyHKdPn1bfvn116tQprVmzRv/zP/+j3Nxcffnllxo3bpy++uor7d27V/Xq1bv+zlwUQzXgz+jpU2BPWqatx40k7S40HmRNxfcFAOBayOZwhpqcRVwho7taPnbU+WC2mHXD2ILpffFd5evp65D9Arg+GtIBJ8jJydGTTz6p6OhoPfXUU6Xa5kpvl8K9Wgo7d+6c3XqSNHbsWO3YsUPfffedIiIibMuffPJJXbp0SX/5y1/09ttva9KkSRU5HEMxxhr+bF981+uv5MrMZml2weS2l6Il37IH4ac/S9Zrq36UVVZ1DA3U7rQzmrDqgDqFBuqDx9s7uODKY7aY1ezlgultL0ZX+EcB3xcAgOKQzeEsNTmLGJ3RHZqPHZDXJcedD9ZCNzv18ahdo88zwNn4tAFOcOrUKR0/flzHjx+Xm5tbsesEBxf8T3lKSoratWtnG3/xyniMf5aamio3NzfdfPPNtnlr1qxRYGCgLagXFhMTI0nat29fhY4FcDVBfp5Gl1AxhW4OFOTnKfmW/XjmDumg0UtS7MZ87BJWX3MG365AXw+HlOkMXu72r4WvZxV/bwEALolsDlQ+ozO6Q/OxA/I6gOqBhnTACerUqaPhw4cXu2zNmjU6ceKEHnvsMXl7eysoKEiSdOedd8rT01Nff/21rFarTCaTbZvffvtNP/zwgzp16iQvr6s3FsnLy1Nubq7y8vLk4WEfDn7//XdJkicNU0C1E+jroUXDOyn15HmlZ+QoJMhHYQ3rGF0WAAAuiWwOVH/kYwCVgYZ0wAmCgoL00UcfFbssKipKJ06c0FtvvaVGjRrZ5tetW1ePPPKIPvnkE3344Yf6y1/+IkmyWq165ZVXdPnyZT355JN2+/qf//kfJSUlacqUKZoyZYptvsVisT2Ojo529OEBcBFhDevwAwEAgOsgmwM1B/kYgCPRkA6U0+nTp/X888/bHl+8eFGnT59WbGysbV5iYmKFnmPGjBnatGmTnnnmGW3YsEEtWrTQN998o+3bt6tHjx4aNmxYkfV37NihqVOnav369bYbGiUlJenIkSPq0KGDRowYUaGaAAAAAFdDNgcAAJWNhnSgnLKzs7Vw4UK7eWaz2W5eRcN6cHCwdu3apfj4eK1Zs0ZfffWVmjZtqkmTJumll14qMqZju3bttG/fPr3++uvauHGj3nvvPdWuXVu33HKLJk2apOeff97uclMAAACgOiCbAwCAykZDOlBOISEhslqtFd7P5s2bS1weHBys+fPnl3p/YWFh+vjjjytYFQAAAFB1kM0BAEBlK/4W5QDsxMXFyWQyafDgwUaX4lCHDx+WyWSSyWTS0aNHjS4HAAAAuC6yOQAAMAI90oEStGvXTgkJCbbH4eHhBlbjeIGBgXbHFxAQYFwxAAAAQAnI5gAAwEgmqyOufwMAAOVjNkt+fgXT2dmSr6+x9RjIbDHLb1TBa5H9XrZ8PWvuawEAAAAX4WJ5ncwMGIehXQAHSkxMtF2OWRUuN42Pj7erd+LEiUaXBAAAADgE2RwAADgSDelAJejbt68SEhI0cODAIstOnTqlsWPHKiwsTF5eXgoKCtJdd92luXPnFln33XffVVxcnCIiIlS7dm2ZTKbr3gApOTlZgwYNUmhoqLy9vdWsWTP17dtXW7duLbJuTEyMEhISNGzYsHIfKwAAAODKyOYAAMARGCMdqAT9+vVTbGxskfn79+9X9+7dlZmZqZ49e2rgwIHKzs7WoUOHtHr1av3lL3+xW/+5556TJAUHB6tBgwY6ceJEic+7cuVKDRgwQJ6enurfv7+aNGmiX375RStWrNCXX36pBQsW2NUVExOjmJgYbd68WQsXLqzwcQMAAACuhmwOAAAcgYZ0wEnOnz+vvn37SpL27duniIgIu+X5+flFtvnqq6/UoUMHNWrUSCNHjtS8efNKfI7x48fLarVqx44dateunW1+cnKy7rjjDk2ePLnYHxEAqqbUk+eVnpGjkCAfhTWsY3Q5AABUGWRzoGYgLwNwJBrSASf54IMPdOzYMc2fP79IUJek2rWLfhx79uxZpuc4cuSIbrzxRrugLknt27dXcHCwTp06Vab9Aa4qI9tidAmOY7Yo6I/JjGyLZL3+n+bMnDy9uuJH7Uo7Y5vXKTRQ0/qHq56PRyUVWvnMlqvva0a2RbkXHRNTgvw8HbIfAED1QTYHKp+Rmd2hebkcef16yKdA1URDOuAkS5culclk0oABA/Tvf/9b69ev14ULF9SyZUvdf//98vCoeONX69attX//fn3//fd2Pwj279+v3377Tb169arwcxglJ69oryDUXB2mbjC6BIfxzsvVoT+mO7+xSRc8vK67jZtJquPlrvcfa6/I0Hrak5ap8St+UPfZW3XZWrn1VqbL1lzbdOc3N8nNdP3XojQOTu7hkP3AWD4exFYAjkM2h1Fq0u8aIzO7I/NyefL69VQknxY+h3Ly8mUyVZ1zijyHqo4zGHCCvLw8ff/992rQoIHee+89TZgwQZcvX7Ytv/nmm7Vy5Uq1adOmQs8za9Ys9erVS3fffbf69++vm266Sf/973/1xRdfqEuXLte9/NSV3TYhyegSAJdx2SpN799GPSOCJUk9I4JllVWjPk8xuDLXxPdH9ZA+o2w9QQHgWsjmMBK5xDlcPS9X5Dwo3Pmkw9QNDut84gzkOVR1bkYXANQEZ86c0aVLl5SRkaFJkybpzTff1MmTJ/Xf//5Xr732mtLS0tS7d2/l5uZef2cluPfee7V161Y1atRIn376qWbMmKFPP/1UQUFBiouLU3BwsIOOCIDRIkPr2T3uGBpoUCUAAFQtZHOgZiAvA3A0eqQDTnClh8ulS5c0atQojRs3zrZs8uTJ+s9//qOlS5dq+fLlGjJkSLmfZ+3atRo8eLB69eql1atXKyQkREePHtX06dMVFxen77//XrNmzarw8RiBoRlQGD15pD1pmbYeNpK0u9D4j7DH9wcAoDCyOYxUk3KJ0ZndlfNyRc4Ds8WsG8YWTO+L7ypfT18HVQXgemhIB5zA39/fNt2nT58iy3v37q2lS5dq79695Q7rZ86c0WOPPaawsDAtWrRIbm4FF5y0bNlSCxcuVGpqqubMmaNnnnlGzZs3L9+BGIix1FDYvviuRpfgOGazNLtgcttL0ZLv9YPw058l67VVP8oqqzqGBmp32hlNWHVAnUID9cHj7Su54MpjtpjV7OWC6W0vRjvsRwHfHwCAwsjmMFJNyiVGZnaH5uVy5PXrqch5YC10s1Mfj9o16pwCjManDXACX19fNW7cWMePH1dAQECR5VfmXbhwodzPsX37dmVlZenee++1BfUrTCaToqOj9e233yolJYWwjiqvWt3lvtDNgYL8PCXf6x/b3CEdNHpJit0Yj13C6mvO4NsV6Fvxm6MZxcvd/rXw9axG7zMAwGWQzQHnMDKzOzQvlyOvA6ieaEgHnCQmJkaLFi3SwYMH1b69/f+AHzx4UJIUEhJS7v3n5eVJkn7//fdil1+Z70nDFFDlBfp6aNHwTko9eV7pGTkKCfJRWMM6RpcFAECVQTYHqjfyMoDKwM1GAScZOXKkJGnGjBnKysqyzT9x4oTmzJkjNzc3DRgwoNz7v/POO1WrVi0tX75c33//vd2yAwcOaPHixfL09NRdd91V7ucA4FrCGtZRt9sa8qMAAIAyIpsDNQN5GYAj0SMdcJK7775bY8eO1axZsxQREaHevXvr4sWLWrVqlU6dOqXp06erRYsWdtvMmDFDP/30kyRp586dtnmJiYmSpBEjRqhz586SpMaNG+uVV17R1KlTFRkZqX79+ikkJETHjh3TihUrZLFYNHPmTNWvX995Bw0AAAC4ILI5AAAoKxrSASd666231KZNG73//vtKTEyUyWTS7bffrg8//FD9+/cvsv66deu0ZcsWu3lJSVfvfB4VFWUL65I0ZcoURUREaN68efr666917tw5+fv7695779Wzzz6rXr16Vd7BAQAAAFUI2RwAAJQFDemAk8XGxio2NrZU627evLnM+x80aJAGDRpU5u0AAACAmoZsDgAASosx0oFKEBcXJ5PJpMGDBxtdSoni4+NlMpkUHR1tdCkAAABApSCbAwAAR6BHOuBA7dq1U0JCgu1xeHi4gdVcX0xMjGrXvvo1EBUVZVwxAAAAgAORzQEAgCOZrFar1egiAFeVmJiouLg42+NHHnlES5YsMbAixzp8+LDCwsJsj5s1a6b09HTjCgJqIrNZ8vMrmM7Olnx9ja3HQGaLWX6jCl6L7Pey5etZc18LAEBRZHMAhnCxvE5mBozD0C5AKfTt21cJCQkaOHCgJMlqtWrt2rX6y1/+ooiICPn7+8vHx0dt27bV9OnTlZubW2QfR48e1ciRI9WhQwc1aNBAnp6eatasmXr27KmNGzeW+PzfffedHnvsMTVu3Fienp668cYb9cADD2jTpk1F1v3vf/+r//f//p+aNm0qDw8P3XjjjYqLi9Mvv/xSZN3AwEAlJCQoISFB/v7+5Xx1AAAAAOchmwMAACPQIx0owZVeLwsWLLC7CVFubq68vb3l6empqKgotWnTRrm5uUpKSlJqaqoiIyO1ZcsWeXt727bZsGGDBg0apLvuukuhoaGqW7eujh8/rlWrVuncuXOaNm2axo8fX6SGTz75RP/f//f/yd/fX7169VLjxo11+vRp7d27VwMGDNCrr75qW/fnn3/W3XffrVOnTqlbt25q27atUlNT9eWXX6pBgwbasWOHmjdvXuyxhoSESBK9XgBnc7EeLkaidw0AoCRkcwCGcLG8TmYGjMMY6UA51KpVS9OmTdPTTz+tgIAA2/yLFy9qwIABWr16td577z298MILtmX33HOPMjIy5OZmfyHIr7/+qvbt22vixIlF9rdv3z4NHz5cHTt21Jo1a1SvXj27bfPz8+0ejx49WqdOndKcOXP03HPP2eYvW7ZMDz/8sJ555hmtW7fOAa8AAFeRevK80jNyFBLko7CGdYwuBwAApyObA7geMjMAR6AhHSgHd3f3YnuouLu765VXXtHq1au1ZcsWu7Du4eFR7L5uvPFG3X333VqxYoWOHj1qF9bj4+N16dIlffLJJ0WCuiS7mxFd6XXTsGFDPfvss3brDRo0SO3atVNSUpKOHDmim2++uayHDLiEjGyL0SU4ntmioD8mM7ItkrV0f5ozc/L06ooftSvtjG1ep9BATesfrno+xX/fuDqz5er7m5FtUe7F8seUID9PR5QEAKgCyOaAa3KF7O6QzFzOvF4SsipQNdGQDjiYu7u7JPsgXZKMjAzt2rVLPj4+diE6KytL69ev1+23365bbrlFW7Zs0e7du1W7dm116tRJd999d5H95Ofnq1mzZjKZTEWeJzQ0VPv379emTZuqRVjPycu//kqodjpM3WB0CQ7nnZerQ39Md35jky54eJVqOzeTVMfLXe8/1l6RofW0Jy1T41f8oO6zt+pyFR207bL16hi2nd/cJDdT6V6L4hyc3MMRJcHF+HgQXQGUDdkcrqYm/Y5xhezuiMxc3rxekopk1cLnUE5evkymqnlOketQFXHWAg728ccfS5K6d+9e7PL09HQlJibq0qVL+vXXX/Xll18qKytLH374oerUuXqJWXJysi5fvqwmTZqoT58+Wr16td1+unXrpmXLltluRFSvXj3VqlVLR48eldVqLRLY09LSJEn/+c9/HHasRrptQpLRJQCGumyVpvdvo54RwZKknhHBssqqUZ+nGFyZa+A7onpKn9HT6BIAVDFkc7gaMopzuWpmrsh5ULjzSYepGyrU+cRI5DpURW7XXwVAaa1bt07z5s1Tq1atNHz48GLXSU9P16RJkzR16lR9/PHHys3N1YIFC4qsf+rUKUnSV199pd27d2vlypU6e/asDh06pD59+ujrr7/WU089ZVvfx8dH9957r06ePKkPPvjAbl9ffPGF9u/fL6mgNw2A6iEy1P6y8o6hgQZVAgCA6yGbA5DIzAAchx7pgIPs3btXjzzyiPz9/bVs2TJ5ehY/5llUVJSsVqsuXryo9PR0/d///Z+GDh2q3bt365133rGtd/nyZUnSpUuX9OGHH6pv376SpLp16+rvf/+7WrRooWXLlul///d/1aRJE0nSrFmz1LlzZ40aNUqrV69WRESEDh8+rFWrVikiIkLff/+9atWqVcmvhHMwbEPNRA8ee3vSMm29ayRpd6GxH2s6viMAoGYjm8NV1aSM4irZ3RUzc0XOA7PFrBvGFkzvi+8qX09fB1UF4HpoSAccICUlRd27d5fJZFJSUpJat2593W3c3d0VFhammTNnKicnR++++64eeOABPfDAA5Jkuyy0Vq1a6tnT/pInT09Pde/eXR999JH27dtnC+tt27bVnj17lJCQoE2bNmnTpk265ZZbNG/ePGVlZemFF15QgwYNHHz0xmA8tZppX3xXo0twPLNZml0wue2laMm3dEH46c+S9dqqH2WVVR1DA7U77YwmrDqgTqGB+uDx9pVYcOUxW8xq9nLB9LYXoyv0o4DvCACoucjmcGU1KaO4QnZ3SGYuZ14vSUXOA2uhm536eNSuUecUYDQ+bUAFJScnq1u3brp06ZLWr1+vyMjIMu+je/fu+uCDD7R582ZbWL/11lslFVwWeuUmSYUFBARIki5cuGA3v2XLllq6dGmR9WNjYyVJd9xxR5nrA1xFtby7faGbAwX5eUq+pTvGuUM6aPSSFLvxHbuE1decwbcr0NfD4WU6g5e7/Wvhe43egwAAXAvZHHAdrpDdHZKZy5nXAVQ/NKQDFZCcnKyuXbsqPz9fSUlJ6tSpU7n28+uvv0qSate++pFs3ry5mjZtqmPHjum///2vbrrpJrttDh48KEkKCQm57v7Pnz+v1atXKzAwUN26dStXjQBcS6CvhxYN76TUk+eVnpGjkCAfhTWsc/0NAQCopsjmAP6MzAzAkbjZKFBOV4L6xYsXtXbtWt11110lrr97927l5uYWmX/06FG9/vrrkmTr8SJJJpNJI0eOlCSNHz/eNi6jJG3ZskVr165VSEiIXS+bCxcuKD//6v+WS5LFYtHw4cN15swZJSQkyMurat7RG0DxwhrWUbfbGvKDAABQo5HNAZSEzAzAEeiRDpTDmTNn1LVrV2VmZur+++/X119/ra+//tpunYCAAI0ZM8b2ePr06frmm2907733qmnTpqpdu7Z+/vln/fOf/1ReXp7++te/qnPnznb7GDt2rL766istWrRIBw8e1D333KPffvtN//jHP+Tp6amPP/7YrqfMvn379NBDD6lbt25q0qSJzp07pzVr1ujYsWN68skn9eyzz1bq6wIAAAA4G9kcAAA4Aw3pQDmcO3dOmZmZkqR169Zp3bp1RdZp1qyZXVgfMWKEvL29tWfPHq1fv155eXm64YYb1LNnTz355JN2PV6u8PT01Ndff60ZM2Zo8eLFev/99+Xn56devXopISFBbdu2tVu/adOmioqK0jfffKOTJ0/Kx8dH7du316xZszRgwADHvggAAACACyCbAwAAZ6AhHSiHkJAQWa3WMm3Tq1cv9erVq8zP5ePjo8mTJ2vy5MnXXbdp06b6+9//XubnAAAAAKoqsjkAAHAGxkgHSiEuLk4mk0mDBw82uhSHOnz4sEwmk0wmk44ePWp0OQAAAMB1kc0BAIAR6JEOlKBdu3ZKSEiwPQ4PDzewGscLDAy0O76AgADjigEAAABKQDYHAABGMlnLeg0cAABwHLNZ8vMrmM7Olnx9ja3HQGaLWX6jCl6L7Pey5etZc18LAAAAuAgXy+tkZsA4DO0CGCwxMdF2CacRl6jedNNNds+fnp7u1OcHAAAAXAG5HAAAlIShXQAX0bdvX7Vr1852iarVatW6dev05Zdfavv27Tp69KguXryosLAwPfLIIxo7dqy8vLzs9pGamqply5Zp3bp1Onz4sE6fPq2GDRsqOjpa48ePV8uWLYs879ixY3Xu3DmtXLlS3333nVOOFQAAAHBV5HIAAFAcGtIBF9GvXz/FxsbaHlssFj344IPy9PRUVFSUevToodzcXCUlJenVV1/VypUrtWXLFnl7e9u2ee2117R06VKFh4erb9++qlu3rn744QctWrRIy5cvV1JSkrp06WL3vGPHjpUkpaenE9gBAABQ45HLAQBAcWhIB1xUrVq1NG3aND399NN2Nxq6ePGiBgwYoNWrV+u9997TCy+8YFt2//3365VXXlHbtm3t9rVkyRI9+uijGjlypA4cOOCsQwDgZKknzys9I0chQT4Ka1jH6HIAAKgWyOVA1UdOBuAINKQDLsrd3V3jx48vdv4rr7yi1atXa8uWLXaBvXDPmcIGDx6shIQEHTx4UKdPn1b9+vUrq2yg0mVkW4wuwbHMFgX9MZmRbZGsZf/TnJmTp1dX/KhdaWds8zqFBmpa/3DV8/FwUKGVz2y5+t5mZFuUe9ExMSXIz9Mh+wEA1EzkcqD8jM7uDsnJDsjr10JOBaoWGtKBKsjd3V2SVLt26T/C5dmmOsnJyze6BDhIh6kbjC7BobzzcnXoj+nOb2zSBQ+vEtcvjptJquPlrvcfa6/I0Hrak5ap8St+UPfZW3XZ6th6K9Nla65tuvObm+RmKvtrUZyDk3s4ZD+oenw8aubfPADOQy5HWdTE3yRGZ3dH5GRH5PVrKU9OLXwe5eTly2SqeucVGQ1VFWcuUAV9/PHHkqTu3buXav3du3frwIEDioyMtLsctSa5bUKS0SUAleayVZrev416RgRLknpGBMsqq0Z9nmJwZa6Bz3/NlT6jp9ElAKjmyOUoCzKJ87l6Ti7POVG480mHqRsc1vnEmchoqKrcjC4AQNmsW7dO8+bNU6tWrTR8+PDrrn/27FkNGzZMbm5uevPNN51QIQAjRIbWs3vcMTTQoEoAAKgZyOVA1UBOBuAo9EgHqpC9e/fqkUcekb+/v5YtWyZPz5LHU8vNzdVDDz2kn376SdOmTVNUVJRzCnVBDO1QfdCTp3h70jJtPW0kaXehcSBrOj7/AABHI5ejPGpiJnGF7O7KObk854TZYtYNYwum98V3la+nr4OrAnAtNKQDVURKSoq6d+8uk8mkpKQktW7dusT1LRaL+vfvr3/961965ZVXir1BUk3CGGzVx774rkaX4FhmszS7YHLbS9GSb9mD8NOfJeu1VT/KKqs6hgZqd9oZTVh1QJ1CA/XB4+0dXHDlMVvMavZywfS2F6Md9qOAzz8AwJHI5SivmphJjM7uDsnJDsjr11Kec8Ja6GanPh61a+R5BRiFTxtQBSQnJ6tbt266dOmS1q9fr8jIyBLXz83NVb9+/ZSUlKQXX3xR06dPd1KlQOWrdne2L3RzoCA/T8m37Mc3d0gHjV6SYjfWY5ew+poz+HYF+no4pExn8HK3fy18r9O7DwAAZyOXA2VjdHZ3SE52QF4HUD3QkA64uOTkZHXt2lX5+flKSkpSp06dSly/cFh//vnn9cYbbzipUgBGCfT10KLhnZR68rzSM3IUEuSjsIZ1jC4LAIBqhVwOVD3kZACOREM64MKuhPWLFy9q3bp1uuuuu0pcPzc3V3379tX69es1duxYzZw500mVAnAFYQ3r8MMAAIBKQC4HqjZyMgBHoCEdcFFnzpxR165dlZmZqfvvv19ff/21vv76a7t1AgICNGbMGNvjkSNHav369WrUqJHq1KmjiRMnFtlvbGysQkJCKrd4AAAAoJoglwMAAImGdMBlnTt3TpmZmZKkdevWad26dUXWadasmV1gT09PlySdOHFCkyZNKna/UVFRBHYAAACglMjlAABAoiEdcFkhISGyWq1l2mbz5s2VUwwAAABQQ5HLAQCAJLkZXQCAAnFxcTKZTBo8eLBTn/emm26SyWTSwoULnfq8AAAAgCsilwMAgOLQIx0wWLt27ZSQkGB7HB4e7tTnHzt2rM6dO2d7HBAQ4NTnBwAAAFwBuRwAAJTEZC3rNWoAAMBxzGbJz69gOjtb8vU1th4DmS1m+Y0qeC2y38uWr2fNfS0AAADgIlwsr5OZAeMwtAvgQImJiTKZTLZ/zr4ctKzi4+Pt6p04caLRJQEAAAAOQTYHAACOREM6UAn69u2rhIQEDRw40DYvJCTELhgX9++bb76x28+7776ruLg4RUREqHbt2jKZTNe9cdG6devUtWtXBQQEyNvbW23atNGsWbN06dKlIuvGxMQoISFBw4YNc8hxAwAAAK6GbA4AAByBMdKBStCvXz/FxsbazRszZoyysrKKrHv69Gm9//77qlevniIjI+2WPffcc5Kk4OBgNWjQQCdOnCjxed955x2NHj1adevW1UMPPaSAgABt2LBB48aN086dO7Vs2TK79WNiYhQTE6PNmzdzUyMAAABUS2RzAADgCDSkA04yZsyYYue/9dZbkqQhQ4bIy8vLbtlXX32lDh06qFGjRho5cqTmzZt3zf0fP35cL7zwgurVq6eUlBQ1a9ZMkpSfn6+BAwdq+fLlWrJkictf0gqgfFJPnld6Ro5CgnwU1rCO0eUAAODSyOZAzUNeBlBRNKQDBps/f74kafjw4UWW9ezZs9T7Wbt2rfLy8jR69GhbUJek2rVra9KkSVq1apXmzp1LWEeVlpFtMboExzNbFPTHZEa2RbKW7U9zZk6eXl3xo3alnbHN6xQaqGn9w1XPx8OBhVY+s+Xq+5uRbVHuRcfFlCA/T4ftCwBQfZHNAcdyhfxe4bxcwbx+LeRToOqhIR0w0I4dO3To0CHdcccdatu2bYX2dfLkSUlSaGhokWVX5u3YsUMWi0WenvzBLklOXr7RJeAaOkzdYHQJDuedl6tDf0x3fmOTLnh4lbj+n7mZpDpe7nr/sfaKDK2nPWmZGr/iB3WfvVWXrY6vtzJdtubapju/uUluprK9FiU5OLmHw/aF6sXHgzgMoADZHM5Sk35vuEJ+r2hermhev5by5tPC509OXr5MpupzPpHL4Oo4QwEDXenxMmLEiArvq0GDBpKktLS0IsuuzMvPz9eRI0fUqlWrCj9fdXbbhCSjSwBK7bJVmt6/jXpGBEuSekYEyyqrRn2eYnBlroXPNa4lfUbpe5gCqN7I5nAWcolzuWpeLu95ULjzSYepGxza+cRo5DK4OjejCwBqquzsbP3973+Xj4+PHn300Qrvr1u3bqpVq5bmz5+vX375xTY/Pz9fkyZNsj0u7qZKAKq2yNB6do87hgYaVAkAAFUT2Ryo3sjLAByBHumAQZYuXars7GwNGzZMdevWrfD+QkNDNX78eE2ZMkVt2rTRQw89JH9/f23cuFHHjh1T06ZNdezYMdWqVcsB1VdvDAHhuui9U7w9aZm2HjaStLvQ+I8owOcaAFASsjmcqSblElfJ766Yl8t7HpgtZt0wtmB6X3xX+Xr6OrAqACWhIR0wyEcffSTJMZeOXjF58mS1aNFC7777rpYsWaJatWqpS5cuWrx4se1GRlcuM8W1MS6b69oX39XoEhzPbJZmF0xueyla8i1bEH76s2S9tupHWWVVx9BA7U47owmrDqhTaKA+eLx9JRRcecwWs5q9XDC97cVoh/4o4HMNACgJ2RzOVJNyiSvk9wrn5Qrm9Wsp73lgLXSzUx+P2jXqfAKMxqcNMMDBgwf17bffqmXLlurcubND9z1kyBANGTLEbp7FYlFqaqoCAwOLveERUFVUyzvbF7o5UJCfp+RbtmOcO6SDRi9JsRvjsUtYfc0ZfLsCfT0cVqYzeLnbvxa+3HwNAOAEZHOg8rhCfq9wXq5gXgdQfdCQDhjgyo2Mhg8f7pTnW758uSwWi9OeD4DzBPp6aNHwTko9eV7pGTkKCfJRWMM6RpcFAECVQTYHqjfyMgBHoSEdcLKLFy9q0aJFcnd319ChQx2673PnzhUZ0/HQoUMaN26c6tatq5dfftmhzwfAdYQ1rMMPAgAAyohsDtQc5GUAFUVDOuBkX375pX7//Xc99NBDuuGGG0pcd8aMGfrpp58kSTt37rTNS0xMlFQwhmPhy0/HjRun5ORkRUZGKjAwUKmpqVq9erXc3Ny0cuVKNWnSpHIOCgAAAKiCyOYAAKC0aEgHnOzKpaOluZHRunXrtGXLFrt5SUlX73oeFRVlF9a7d++un376ScuWLdP58+fVqFEjPf744xo/fryaN2/uoCMAAAAAqgeyOQAAKC0a0gEn++c//1nqdTdv3lymfQ8aNEiDBg0qY0UAAABAzUQ2BwAApeVmdAFAdRQXFyeTyaTBgwcbXUqJ4uPjZTKZFB0dbXQpAAAAQKUgmwMAAEegRzrgQO3atVNCQoLtcXh4uIHVXF9MTIxq1776NRAVFWVcMQAAAIADkc0BAIAjmaxWq9XoIgAAqLHMZsnPr2A6O1vy9TW2HgOZLWb5jSp4LbLfy5avZ819LQAAAOAiXCyvk5kB4zC0C+BAiYmJMplMtn9V5fLRK/8mTpxodEkAAACAQ5DNAQCAIzG0C1AJ+vbtq3bt2tldPhoSEqKjR4+WuN3WrVvVpUsX2+N3331XycnJ2rdvnw4ePKhLly5p06ZNxV7mmZ6ertDQ0BL37+bmpkuXLtkeX7l8ND09XQsXLizl0QEAAABVB9kcAAA4Ag3pQCXo16+fYmNj7eaNGTNGWVlZRdY9ffq03n//fdWrV0+RkZF2y5577jlJUnBwsBo0aKATJ05c8zkDAgLsxoAsbO/evVqzZo169OhhNz8mJkYxMTHavHkzYR0AAADVEtkcAAA4Ag3pgJOMGTOm2PlvvfWWJGnIkCHy8vKyW/bVV1+pQ4cOatSokUaOHKl58+Zdc/8BAQHXvPyzd+/ekqQRI0aUvXAALi/15HmlZ+QoJMhHYQ3rGF0OAAAuj2wO1FxkZwDlRUM6YLD58+dLkoYPH15kWc+ePSu8/19//VVr167VDTfcYAvtQFWUkW0xuoTKYbYo6I/JjGyLZC39n+bMnDy9uuJH7Uo7Y5vXKTRQ0/qHq56Ph4MLrXxmy9X3OCPbotyLjospQX6eDtsXAKD6IpsDlcMVsny5s3MF8nppkVWBqoGGdMBAO3bs0KFDh3THHXeobdu2lfIciYmJunTpkoYOHSp3d/dKeQ5XlpOXb3QJcJAOUzcYXUKl8M7L1aE/pju/sUkXPLxKXL8wN5NUx8td7z/WXpGh9bQnLVPjV/yg7rO36rK1cuqtTJetubbpzm9ukpup9K/F9Ryc3OP6K6Fa8PEg3gIoH7I5KlNN/13iClm+vNm5Inm9tMqSVQufSzl5+TKZqsa5RUZDdcBZDBjoSo+Xyrqs02q16uOPP5ZUfK+amuC2CUlGlwBUmstWaXr/NuoZESxJ6hkRLKusGvV5isGVuR6+C2qO9BkV7zEKoGYim6MykUWM58rZuSznR+HOJx2mbnBo55PKREZDdeBmdAFATZWdna2///3v8vHx0aOPPlopz7Flyxb9/PPP6ty5s1q2bFkpzwHAWJGh9ewedwwNNKgSAACqLrI5UDOQnQFUBD3SAYMsXbpU2dnZGjZsmOrWrVspz1HSGI81BcM5VB/04inenrRMW68aSdpdaMxHXMV3AQCgJGRzVLaankVcJcu7anYuy/lhtph1w9iC6X3xXeXr6VtJVQH4MxrSAYN89NFHkirv0tGsrCz94x//UN26dfXwww9XynNUBYzDVn3si+9qdAmVw2yWZhdMbnspWvItfRB++rNkvbbqR1llVcfQQO1OO6MJqw6oU2igPni8fSUVXHnMFrOavVwwve3FaIf+KOC7AABQErI5KltNzyKukOXLnZ0rkNdLqyznh7XQzU59PGrX+HMLcCY+bYABDh48qG+//VYtW7ZU586dK+U5Pv/8c124cEFDhw6Vj49PpTwH4EzV9k72hW4OFOTnKfmW/jjnDumg0UtS7MZ17BJWX3MG365AXw+HlukMXu72r4WvZzV9zwEALoVsDlQ+V8jy5c7OFcjrAKoXGtIBAzjjss7KvlkSAOMF+npo0fBOSj15XukZOQoJ8lFYwzpGlwUAQJVCNgdqBrIzgIqiIR1wsosXL2rRokVyd3fX0KFDK+U59u/fr+TkZEVEROiOO+6olOcA4DrCGtbhRwAAAOVANgdqHrIzgPKiIR1wsi+//FK///67HnroId1www0lrjtjxgz99NNPkqSdO3fa5iUmJkoq6NFS3OWn9HgBAAAAro9sDgAASouGdMDJyhKk161bpy1bttjNS0q6erfzqKioImE9NzdXn332mTw9PTVkyBAHVAwAAABUT2RzAABQWjSkA072z3/+s9Trbt68ucz79/Ly0pkzZ8q8HQAAAFDTkM0BAEBpuRldAFAdxcXFyWQyafDgwUaXUqL4+HiZTCZFR0cbXQoAAABQKcjmAADAEeiRDjhQu3btlJCQYHscHh5uYDXXFxMTo9q1r34NREVFGVcMAAAA4EBkcwAA4Egmq9VqNboIAABqLLNZ8vMrmM7Olnx9ja3HQGaLWX6jCl6L7Pey5etZc18LAAAAuAgXy+tkZsA4DO0COFBiYqJMJpPtX1W5fPTKv4kTJxpdEgAAAOAQZHMAAOBINKQDlaBv375KSEjQwIEDbfO++OILDRw4UGFhYapbt678/PzUunVrjRkzRsePHy/Vfp9++mlbsD5x4kSx6yQnJ2vQoEEKDQ2Vt7e3mjVrpr59+2rr1q1F1o2JiVFCQoKGDRtWvgMFAAAAXBzZHAAAOAJjpAOVoF+/foqNjbWbt2LFCn333XeKjIxUcHCwJGn//v165513tHDhQm3btk2tW7e+5j43btyoDz/8UL6+vjKbzcWus3LlSg0YMECenp7q37+/mjRpol9++UUrVqzQl19+qQULFtjVFRMTo5iYGG3evFkLFy6s8HEDAAAAroZsDgAAHIGGdMBJ/va3v8nLy6vI/Pnz52vEiBGaOHGili1bVuy258+f1/Dhw9W/f39lZGRoy5Ytxa43fvx4Wa1W7dixQ+3atbPNT05O1h133KHJkycX+REBoHpIPXle6Rk5CgnyUVjDOkaXAwCASyObAzUb2RlAedCQDjhJcUFdkgYNGqQRI0bo8OHD19x23LhxOn/+vD744AM98sgj11zvyJEjuvHGG+2CuiS1b99ewcHBOnXqVLlqB1xJRrbF6BIcy2xR0B+TGdkWyVq2P82ZOXl6dcWP2pV2xjavU2igpvUPVz0fDwcWWvnMlqvvbUa2RbkXHRtTgvw8Hbo/AEDVRTYHnM8Vcny5snMF8/r1kFGBqoOGdMBga9askSSFh4cXu3z9+vX629/+pk8++UQNGzYscV+tW7fW/v379f333ysiIsI2f//+/frtt9/Uq1cvxxXuInLy8o0uAU7WYeoGo0twKO+8XB36Y7rzG5t0waP4H/bX4maS6ni56/3H2isytJ72pGVq/Iof1H32Vl22Or7eynTZmmub7vzmJrmZyvZaXM/ByT0cuj84h48HcRWA85DN4Sw18XeMK+T48mTniub16ylrRi187uTk5ctkqh7nEpkPVQFnKeBkK1eu1P79+5WTk6MDBw4oKSlJoaGhmjx5cpF1z507pxEjRujBBx/UE088cd19z5o1S7169dLdd9+t/v3766abbtJ///tfffHFF+rSpYvmzZtXGYdkqNsmJBldAmCoy1Zpev826hlRML5rz4hgWWXVqM9TDK7M9fB9UTWlz+hpdAkAqjGyOYxCLjGGK2bnsp4LhTufdJi6weGdT4xC5kNVQEM64GQrV660u3nQHXfcoSVLlig0NLTIumPGjNHZs2dLHbLvvfdebd26VYMGDdKnn35qm9+kSRPFxcXZbqQEoHqJDK1n97hjaKBBlQAAULWQzYGah+wMoLxoSAecLDExUYmJiTp79qxSUlL06quvqkOHDvriiy8UExNjW2/t2rVasGCBPvzwQ910002l2vfatWs1ePBg9erVS6tXr1ZISIiOHj2q6dOnKy4uTt9//71mzZpVWYdmCIZqqHnovVPUnrRMW68aSdpdaMxHXMX3BQDgz8jmMEpNzCWukuNdLTuX9VwwW8y6YWzB9L74rvL19K2EqgAUh4Z0wCD+/v6KiorS2rVrdeutt2ro0KFKS0uTu7u7cnJy9OSTTyo6OlpPPfVUqfZ35swZPfbYYwoLC9OiRYvk5uYmSWrZsqUWLlyo1NRUzZkzR88884yaN29emYfmVIyjVvPsi+9qdAmOZTZLswsmt70ULfmWLQg//VmyXlv1o6yyqmNooHanndGEVQfUKTRQHzzevhIKrjxmi1nNXi6Y3vZitMN/FPB9AQC4FrI5nK0m5hJXyPHlys4VzOvXU9ZzwVroZqc+HrVr5LkEGIVPG2CwunXr6s4779TKlSt1+PBhtWrVSqdOndLx48d1/PhxW+j+syuXgqakpKhdu3bavn27srKydO+99xbZxmQyKTo6Wt9++61SUlII66jSqt1d7QvdHCjIz1PyLdvxzR3SQaOXpNiN69glrL7mDL5dgb4eDivTGbzc7V8LX89q9l4DAFwe2RyoPK6Q48uVnSuY1wFUHzSkAy7g119/lSTVrl3wkaxTp46GDx9e7Lpr1qzRiRMn9Nhjj8nb21tBQUGSpLy8PEnS77//Xux2V+Z70jAFVCuBvh5aNLyTUk+eV3pGjkKCfBTWsI7RZQEAUGWRzYHqi+wMoCJoSAecwGKxKCUlRXfeeWeRZQsWLNDu3bt1yy23KCwsTJIUFBSkjz76qNh9RUVF6cSJE3rrrbfUqFEj2/w777xTtWrV0vLly/X8888rIiLCtuzAgQNavHixPD09dddddzn46AC4grCGdfgRAABAKZDNAZCdAZQHDemAE1y4cEF33XWXwsPD1a5dOzVu3Fhnz57V7t27lZycLD8/Py1YsKBCz9G4cWO98sormjp1qiIjI9WvXz+FhITo2LFjWrFihSwWi2bOnKn69es76KgAAACAqodsDgAAyoOGdMAJfH19NWnSJG3atEkbN27U6dOn5e7urpCQEI0ZM0Z//etf1bRp0wo/z5QpUxQREaF58+bp66+/1rlz5+Tv7697771Xzz77rHr16uWAowEAAACqLrI5AAAoDxrSASdwd3fXhAkTNGHChArva/PmzSUuHzRokAYNGlTh5wEAAACqI7I5AAAoj+JvOQ6gQuLi4mQymTR48GCjSylRfHy8TCaToqOjjS4FAAAAqBRkcwAA4Aj0SAccqF27dkpISLA9Dg8PN7Ca64uJiVHt2le/BqKioowrBgAAAHAgsjkAAHAkk9VqtRpdBAAANZbZLPn5FUxnZ0u+vsbWYyCzxSy/UQWvRfZ72fL1rLmvBQAAAFyEi+V1MjNgHIZ2ARwoMTFRJpPJ9q+qXD565d/EiRONLgkAAABwCLI5AABwJBrSgUrQt29fJSQkaODAgXbzf/rpJz3++ONq1KiRPD091axZM40ePVpnzpwpdj/vvvuu4uLiFBERodq1a8tkMl3zhkbp6el2wbu4f7Vq1bLbJiYmRgkJCRo2bJhDjhsAAABwNWRzAADgCIyRDlSCfv36KTY21m7et99+q65du+rChQvq27evmjdvrv379+udd97RunXrtGPHDgUFBdlt89xzz0mSgoOD1aBBA504ceKazxkQEGA3BmRhe/fu1Zo1a9SjRw+7+TExMYqJidHmzZu1cOHCchwpAAAA4NrI5gAAwBFoSAecZMSIETKbzVq1apX69Oljmz9z5ky9+OKLevXVV/Xhhx/abfPVV1+pQ4cOatSokUaOHKl58+Zdc/8BAQHXvPyzd+/ethoAVG+pJ88rPSNHIUE+CmtYx+hyAABwSWRzAFeQnwGUFg3pgBMcPnxYBw4cUGRkpF1Ql6Rx48bpjTfe0KJFi/TWW2/Jt9CNS3r27Fnh5/7111+1du1a3XDDDbbQDlQXGdkWo0uoOLNFV/q7ZWRbJGv5/jRn5uTp1RU/alfa1cvRO4UGalr/cNXz8XBAoZXPbLn6fmZkW5R7sXyvRZCfp6NKAgBUQ2RzwDUYneVLnZ8dlNdLgxwLuDYa0gEnOHnypCQpNDS0yDI3Nzc1bdpUKSkp+vbbb3Xfffc59LkTExN16dIlDR06VO7u7g7dtyvLycs3ugQ4QYepG4wuocK883J16I/pzm9s0gUPr3Ltx80k1fFy1/uPtVdkaD3tScvU+BU/qPvsrbpsdVy9lemyNdc23fnNTXIzle+1ODi5x/VXQrXi40GkBVB6ZHO4ipr+m8XoLF/a/OyovF4apcmxhc+bnLx8mUxV+zwix6Eq4WwFnKBBgwaSpLS0tCLLLl++rGPHjkmS/vOf/zg0rFutVn388ceSpOHDhztsv1XBbROSjC4BcKrLVml6/zbqGREsSeoZESyrrBr1eYrBlTkfn/+aJ31GxXuJAqg5yOZwFWQWY7lifi7NOVG480mHqRvK3fnEVZDjUJW4GV0AUBO0aNFCzZs31549e7RmzRq7ZbNnz1ZGRoYkKSsry6HPu2XLFv3888/q3LmzWrZs6dB9A3A9kaH17B53DA00qBIAAFwX2RzAFeRnAGVBj3TASd5//3317t1bffr0Ub9+/dS8eXN99913Wr9+vdq0aaMffvhBtWrVcuhzzp8/X1LN7PHC0A41A7147O1Jy7T1qJGk3YXGe6xJ+PwDAK6HbA5XUNMziytkeVfLz6U5J8wWs24YWzC9L76rfD19S94AgMPQkA44SY8ePfTNN99oypQp+te//qU1a9YoPDxcK1as0MaNG/XDDz/YLjN1hKysLP3jH/9Q3bp19fDDDztsv1UF46zVDPviuxpdQsWZzdLsgsltL0VLvuULwk9/lqzXVv0oq6zqGBqo3WlnNGHVAXUKDdQHj7d3YMGVx2wxq9nLBdPbXowu948CPv8AgOshm8MV1PTMYnSWL3V+dlBeL43SnBPWQjc79fGoXePPI8CZ+LQBTtSpUyd99dVXRea//fbbkqQ77rjDYc/1+eef68KFCxo6dKh8fHwctl/AlVSLu9oXujlQkJ+n5Fu+Y5o7pINGL0mxG9OxS1h9zRl8uwJ9PSpcpjN4udu/Fr6e1eD9BQC4LLI5YCyjs3yp87OD8jqAqo+GdMBgR48e1bZt23TbbbepTZs2DtvvlUtHR4wY4bB9AnBdgb4eWjS8k1JPnld6Ro5CgnwU1rCO0WUBAFClkM2BmoP8DKCsaEgHnCQ7O1u+vr4ymUy2eWfPntUTTzyhS5cu6fXXX3fYc+3fv1/JycmKiIhwaE8aAK4vrGEdfgAAAHAdZHMAV5CfAZQWDemAk6xcuVLjx49XTEyMbrzxRp06dUpffvmlfv/9d02ZMkV9+vQpss2MGTP0008/SZJ27txpm5eYmCipoEdL586di2xHjxcAAADg2sjmAACgrGhIB5ykTZs2atu2rdavX6/Tp0/L399fd955p8aOHavo6Ohit1m3bp22bNliNy8p6eqdzaOiooqE9dzcXH322Wfy9PTUkCFDHH8gAAAAQBVHNgcAAGVFQzrgJG3bttXq1avLtM3mzZvL/DxeXl46c+ZMmbcDAAAAagqyOQAAKCs3owsAqqO4uDiZTCYNHjzY6FJKFB8fL5PJdM1eNwAAAEBVRzYHAACOQI90wIHatWunhIQE2+Pw8HADq7m+mJgY1a599WsgKirKuGIAAAAAByKbAwAARzJZrVar0UUAAFBjmc2Sn1/BdHa25OtrbD0GMlvM8htV8Fpkv5ctX8+a+1oAAADARbhYXiczA8ZhaBegBImJiTKZTLZ/rn45aFkdPnzY7vhCQkKMLgkAAAAoFtkcAAAYiYZ0oBT69u2rhIQEDRw40Dbv559/1sSJE9WnTx81btz4umF34sSJdsG4uH/Dhw8vst26devUtWtXBQQEyNvbW23atNGsWbN06dKlaz7X+fPnlZCQoPDwcPn4+CggIEDt27fXpEmT7NYLDAxUQkKCEhIS5O/vX/YXBgAAAHAysjkAADACY6QDpdCvXz/Fxsbazfvmm280adIk1apVS61atdKJEydK3EdJYxx+9NFHOn78uHr06GE3/5133tHo0aNVt25dPfTQQwoICNCGDRs0btw47dy5U8uWLSuyr2PHjikmJkZHjhxR165d1bNnT1ksFh0+fFj/+Mc/7MaJDAwM1MSJEyUV9PABAAAAXB3ZHAAAGIGGdKCc7rnnHu3cuVNt27aVt7e3vLy8Slw/Kiqq2MB+8uRJTZs2TUFBQerXr59t/vHjx/XCCy+oXr16SklJUbNmzSRJ+fn5GjhwoJYvX64lS5bYXdJ66dIlDRw4UL/++qs2btyo6Ohou+fKz88v/wEDcFmpJ88rPSNHIUE+CmtYx+hyAABwOrI5gIogTwMoDRrSgXK6+eabdfPNN1d4P4mJicrPz9cTTzwhDw8P2/y1a9cqLy9Po0ePtgV1Sapdu7YmTZqkVatWae7cuXZhffny5dqzZ49ee+21IkH9yrZAVZeRbTG6BMcyWxT0x2RGtkWylv5zmpmTp1dX/KhdaWds8zqFBmpa/3DV8/EoYUvXZLZcfW8zsi3KvVj+76wgP09HlAQAqCLI5kDVZHS2L1WerkBeLw9yLOC6+MsNGOzjjz+WJI0YMcJu/smTJyVJoaGhRba5Mm/Hjh2yWCzy9Cz4Q7t06VJJ0qBBg/TLL79ozZo1ysrKUvPmzfXAAw/I78qdxmugnDx6/FQXHaZuMLoEh/LOy9WhP6Y7v7FJFzxK7kFXmJtJquPlrvcfa6/I0Hrak5ap8St+UPfZW3XZWjn1VqbL1lzbdOc3N8nNVPrX4s8OTu5x/ZVQ4/h4EH0BlIxsDldUnX/LGJ3tS5OnK5LXy+N6Obbw+ZCTly+TqfqeH8Uhz8FInH2Agb755hv95z//0Z133qnWrVvbLWvQoIEkKS0trch2V+bl5+fryJEjatWqlSRp7969kqRt27bpr3/9qyyFenc2aNBAf//730scD7I6u21CktElAA532SpN799GPSOCJUk9I4JllVWjPk8xuDLj8ZlHcdJn9DS6BAAujGwOV0WuqTyumKev934X7nzSYeqGCnU+qYrIczCSm9EFADXZ/PnzJRXt8SJJ3bp1U61atTR//nz98ssvtvn5+fmaNGmS7XFWVpZt+tSpU5KkZ599VmPGjNEvv/yi33//Xe+8847Onj2rfv366bfffqukowFghMjQenaPO4YGGlQJAABVG9kcqJnI0wBKix7pgEHOnTunZcuWyc/PT4888kiR5aGhoRo/frymTJmiNm3a6KGHHpK/v782btyoY8eOqWnTpjp27Jhq1apl2+by5cuSpF69emnGjBm2+c8++6yOHz+uN954Q/Pnz1d8fHzlH6CLYZiH6oMeOfb2pGXaetBI0u5C4zvWZHzmAQBlQTaHK6vOucYVsr2r5enrvd9mi1k3jC2Y3hffVb6evk6oCoBEQzpgmMWLFysnJ0fDhw+/5viIkydPVosWLfTuu+9qyZIlqlWrlrp06aLFixfbbmR05TJTSfL399fp06fVp0+fIvvq3bu33njjDdslpjUN46hVH/viuxpdgmOZzdLsgsltL0VLvqUPwk9/lqzXVv0oq6zqGBqo3WlnNGHVAXUKDdQHj7evpIIrj9liVrOXC6a3vRhdoR8FfOYBAGVBNocrq865xuhsX6o8XYG8Xh7Xe7+thW526uNRu1qfH4Cr4dMGGKSkS0cLGzJkiIYMGWI3z2KxKDU1VYGBgXY3PLr11lt1+vRpBQQEFNnPlXkXLlyoWOGAwardXewL3RwoyM9T8i398c0d0kGjl6TYjeHYJay+5gy+XYG+Hg4t0xm83O1fC1/PavZeAwBcFtkcMIbR2b5UeboCeR1A9UJDOmCAH374QXv27FHr1q115513lnn75cuXy2KxaPjw4XbzY2JitH37dh08eFAPPfSQ3bKDBw9KkkJCQspdNwDXEujroUXDOyn15HmlZ+QoJMhHYQ3rGF0WAABVCtkcqLnI0wDKgpuNAga40uPlz2H7z86dO1dk3qFDhzRu3DjVrVtXL7/8st2yuLg4eXp66t1339Xx48dt88+fP6/p06dLkh5++OGKlg/AxYQ1rKNutzUk9AMAUA5kcwDkaQClQY90oJxOnz6t559/3vb44sWLOn36tGJjY23zEhMTi2yXl5enTz/9VB4eHnriiSdKfI5x48YpOTlZkZGRCgwMVGpqqlavXi03NzetXLlSTZo0sVs/NDRUM2fO1HPPPae2bduqf//+8vT01Jo1a5Senq6nnnpK9913X4WOGwAAAHA1ZHMAAFDZaEgHyik7O1sLFy60m2c2m+3mFRfWV65cqYyMDD388MOqX79+ic/RvXt3/fTTT1q2bJnOnz+vRo0a6fHHH9f48ePVvHnzYrd59tlnFRISopkzZ2rJkiXKz89X69atNX78eD355JNlP1AAAADAxZHNAQBAZaMhHSinkJAQWa3WMm/38MMPl/oSzkGDBmnQoEFlfo7evXurd+/eZd4OAAAAqIrI5gAAoLIxRjpQCnFxcTKZTBo8eLDRpTjU4cOHZTKZZDKZdPToUaPLAQAAAK6LbA4AAIxAj3SgBO3atVNCQoLtcXh4uIHVOF5gYKDd8QUEBBhXDAAAAFACsjkAADCSyVqe698AAIBjmM2Sn1/BdHa25OtrbD0GMlvM8htV8Fpkv5ctX8+a+1oAAADARbhYXiczA8ZhaBfAgRITE22XY1aFy03j4+Pt6p04caLRJQEAAAAOQTYHAACOREM6UAn69u2rhIQEDRw40G7+Tz/9pMcff1yNGjWSp6enmjVrptGjR+vMmTNF9pGamqrp06frnnvu0Y033igPDw81adJEQ4cO1U8//XTN505OTtagQYMUGhoqb29vNWvWTH379tXWrVuLrBsTE6OEhAQNGzas4gcNAAAAuCCyOQAAcATGSAcqQb9+/RQbG2s379tvv1XXrl114cIF9e3bV82bN9f+/fv1zjvvaN26ddqxY4eCgoJs67/22mtaunSpwsPD1bdvX9WtW1c//PCDFi1apOXLlyspKUldunSxe46VK1dqwIAB8vT0VP/+/dWkSRP98ssvWrFihb788kstWLDArq6YmBjFxMRo8+bNWrhwYWW+JAAAAIAhyOYAAMARaEgHnGTEiBEym81atWqV+vTpY5s/c+ZMvfjii3r11Vf14Ycf2ubff//9euWVV9S2bVu7/SxZskSPPvqoRo4cqQMHDtgtGz9+vKxWq3bs2KF27drZ5icnJ+uOO+7Q5MmTi/yIAFD1pZ48r/SMHIUE+SisYR2jywEAwOWRzQH8GZkawPXQkA44weHDh3XgwAFFRkbaBXVJGjdunN544w0tWrRIb731lnz/uHHJtUL14MGDlZCQoIMHD+r06dOqX7++bdmRI0d044032gV1SWrfvr2Cg4N16tQphx4XYKSMbIvRJTiG2aIr/d0ysi2StfR/mjNz8vTqih+1K+3qJeidQgM1rX+46vl4OLjQyme2XH1PM7Ityr1Y8ZgS5OdZ4X0AAKoXsjngWozO9dfN1BXI6+VFhgVcEw3pgBOcPHlSkhQaGlpkmZubm5o2baqUlBR9++23uu+++667P3d3d0lS7dr2H+HWrVtr//79+v777xUREWGbv3//fv3222/q1atXRQ7DpeTk5RtdAgzWYeoGo0twCO+8XB36Y7rzG5t0wcOr1Nu6maQ6Xu56/7H2igytpz1pmRq/4gd1n71Vl62VU29lumzNtU13fnOT3Eylfy2u5eDkHhXeB4zl40FcBeBYZHO4spr4O8foXH+9TF2RvF5eJWXYwudITl6+TKbqec6QAeGKOCsBJ2jQoIEkKS0trciyy5cv69ixY5Kk//znP9cN67t377b1oAkICLBbNmvWLPXq1Ut33323+vfvr5tuukn//e9/9cUXX6hLly6aN2+eYw7IBdw2IcnoEgDDXbZK0/u3Uc+IYElSz4hgWWXVqM9TDK7MdfBdUfWlz+hpdAkAqhmyOVwZ2cX5XDFTl3QeFO580mHqBod0PnFFZEC4IhrSASdo0aKFmjdvrj179mjNmjXq2fPqH4TZs2crIyNDkpSVlVXifs6ePathw4bJzc1Nb775ZpHl9957r7Zu3apBgwbp008/tc1v0qSJ4uLiFBwc7JgDAuAyIkPr2T3uGBpoUCUAAFQNZHMAf0amBlAaNKQDTvL++++rd+/e6tOnj/r166fmzZvru+++0/r169WmTRv98MMPqlWr1jW3z83N1UMPPaSffvpJ06ZNU1RUVJF11q5dq8GDB6tXr15avXq1QkJCdPToUU2fPl1xcXH6/vvvNWvWrEo8SudhuAbQW6fAnrRMW+8ZSdpdaGxH8F0BACge2RyuqiZmF1fI9a6WqUs6D8wWs24YWzC9L76rfD19nVQVABrSASfp0aOHvvnmG02ZMkX/+te/tGbNGoWHh2vFihXauHGjfvjhB9tlpn9msVjUv39//etf/9Irr7yi8ePHF1nnzJkzeuyxxxQWFqZFixbJzc1NktSyZUstXLhQqampmjNnjp555hk1b968Uo/VGRgvDfviuxpdgmOYzdLsgsltL0VLvqUPwk9/lqzXVv0oq6zqGBqo3WlnNGHVAXUKDdQHj7evpIIrj9liVrOXC6a3vRjtkB8FfFcAAIpDNoerqonZxehcf91MXYG8Xl4lnQfWQjc79fGoXSPPGcAofNoAJ+rUqZO++uqrIvPffvttSdIdd9xRZFlubq769eunpKQkvfjii5o+fXqx+96+fbuysrJ077332oL6FSaTSdHR0fr222+VkpJCWEe1UG3uZF/o5kBBfp6Sb+mPa+6QDhq9JMVu/MYuYfU1Z/DtCvT1cGiZzuDlbv9a+HpWk/cYAOCSyOaAazA61183U1cgrwOoXmhIBwx29OhRbdu2TbfddpvatGljt6xwUH/++ef1xhtvXHM/eXl5kqTff/+92OVX5nvSMAVUG4G+Hlo0vJNST55XekaOQoJ8FNawjtFlAQBQZZHNgZqHTA2gtNyuvwoAR8jOzpbVarWbd/bsWT3xxBO6dOmSXn/9dbtlubm56tu3r5KSkjR27FjNnDmzxP3feeedqlWrlpYvX67vv//ebtmBAwe0ePFieXp66q677nLMAQFwGWEN66jbbQ0J/AAAlBLZHMCfkakBXA890gEnWblypcaPH6+YmBjdeOONOnXqlL788kv9/vvvmjJlivr06WO3/siRI7V+/Xo1atRIderU0cSJE4vsMzY2ViEhIZKkxo0b65VXXtHUqVMVGRmpfv36KSQkRMeOHdOKFStksVg0c+ZM1a9f3wlHCwAAALgusjkAACgrGtIBJ2nTpo3atm2r9evX6/Tp0/L399edd96psWPHKjo6usj66enpkqQTJ05o0qRJxe4zKirKFtYlacqUKYqIiNC8efP09ddf69y5c/L399e9996rZ599Vr169aqMQwMAAACqFLI5AAAoKxrSASdp27atVq9eXer1N2/eXK7nGTRokAYNGlSubQEAAICagGwOAADKijHSgUoQFxcnk8mkwYMHG11KieLj42UymYrtdQMAAABUB2RzAADgCPRIBxyoXbt2SkhIsD0ODw83sJrri4mJUe3aV78GoqKijCsGAAAAcCCyOQAAcCST9c+3KgcAAM5jNkt+fgXT2dmSr6+x9RjIbDHLb1TBa5H9XrZ8PWvuawEAAAAX4WJ5ncwMGIehXYASJCYmymQy2f65+uWgZXX48GG74yt8cyQAAADAlZDNAQCAkWhIB0qhb9++SkhI0MCBA23zfv75Z02cOFF9+vRR48aNSxV28/Pz9fHHH+uuu+5SgwYNVKdOHd1222168cUXdeLEiWK3Wbdunbp27aqAgAB5e3urTZs2mjVrli5dunTN5zl//rwSEhIUHh4uHx8fBQQEqH379po0aZLdeoGBgUpISFBCQoL8/f1L/4IAAAAABiGbAwAAIzC0C1CCxMRExcXFacGCBYqNjS12Wa1atdSqVSsdPHhQTZo0UXp6+jX3N2DAAH3xxRe65ZZbdP/998vT01Pffvuttm/fruDgYCUnJ6tRo0a29d955x2NHj1adevW1UMPPaSAgABt2LBBP/74owYOHKhly5YVeY5jx44pJiZGR44cUdeuXXX77bfLYrHo8OHDOnbsmL7//vtia7vyQ6Ok+gFUAhe7VNRIXKYKACgJ2RyAIVwsr5OZAeNws1GgnO655x7t3LlTbdu2lbe3t7y8vEpcf/fu3friiy/UsWNHbdu2Te7u7rZlY8aM0Zw5c/R///d/mjBhgiTp+PHjeuGFF1SvXj2lpKSoWbNmkgp6zgwcOFDLly/XkiVL7C5pvXTpkgYOHKhff/1VGzduVHR0tF0N+fn5jjp8AC4u9eR5pWfkKCTIR2EN6xhdDgAAlYpsDqAiyM4ASoOGdKCcbr75Zt18882lXv/IkSOSpG7dutkFdUnq2bOn5syZo1OnTtnmrV27Vnl5eRo9erQtqEtS7dq1NWnSJK1atUpz5861C+vLly/Xnj179NprrxUJ6le2BaqrjGyL0SWUj9mioD8mM7ItkrVin9PMnDy9uuJH7Uo7Y5vXKTRQ0/qHq56PR4X2XdnMlqvvYUa2RbkXHf+dFeTn6fB9AgCMRzYHqi4jc3ypsrOD83pZkF0B18JfbsBJWrduLUnasGGDJk6caBec//nPf0qSYmJibPNOnjwpSQoNDS2yryvzduzYIYvFIk/Pgj+uS5culSQNGjRIv/zyi9asWaOsrCw1b95cDzzwgPyuXI5Wg+Tk0dOnpugwdYPRJZSLd16uDv0x3fmNTbrgUXIPuutxM0l1vNz1/mPtFRlaT3vSMjV+xQ/qPnurLrv4YG6Xrbm26c5vbpKbqWKvRXEOTu7h8H3CeD4eRFoAZUM2hyvgt0oBI3N8abKzo/N6WRSXXQufNzl5+TKZqud5RL6DK+KsBJykTZs2GjVqlN577z21bt1aPXr0kKenp3bv3q1du3bptdde00MPPWRbv0GDBpKktLS0Ivu6Mi8/P19HjhxRq1atJEl79+6VJG3btk1//etfZSnUu7NBgwb6+9//rqioqMo6RJd024Qko0sAnOqyVZrev416RgRLknpGBMsqq0Z9nmJwZa6B74TqKX1GT6NLAFDFkM3hCsglxnP17FzcOVK480mHqRsqpfOJKyDfwRW5GV0AUJO8++67euutt5SWlqZ3331X//u//6utW7fqvvvu08CBA+3W7datm2rVqqX58+frl19+sc3Pz8/XpEmTbI+zsrJs01cuP3322Wc1ZswY/fLLL/r999/1zjvv6OzZs+rXr59+++23yj1IAIaLDK1n97hjaKBBlQAA4LrI5gAksjOA0qNHOuAkVqtVf/nLX/TZZ5/pnXfeUb9+/eTj46OdO3fqueee01133aUNGzborrvuklRwiej48eM1ZcoUtWnTRg899JD8/f21ceNGHTt2TE2bNtWxY8dUq1Yt23NcvnxZktSrVy/NmDHDNv/ZZ5/V8ePH9cYbb2j+/PmKj4937sEbiGEcag569Fy1Jy3T1qtGknYXGvOxpuM7AQAgkc3hGsglBYzO8a6cnYs7R8wWs24YWzC9L76rfD19nVwVUHPRkA44yYIFCzRv3jzNmTNHI0eOtM3v0aOHVq5cqdtuu00vv/yytmzZYls2efJktWjRQu+++66WLFmiWrVqqUuXLlq8eLHtRkZXLjOVJH9/f50+fVp9+vQp8vy9e/fWG2+8YbvEtKZgXLWaY198V6NLKB+zWZpdMLntpWjJt2JB+OnPkvXaqh9llVUdQwO1O+2MJqw6oE6hgfrg8fYOKLjymC1mNXu5YHrbi9GV8qOA7wQAgEQ2h2sglxQwMseXKjs7OK+XRXHniLXQzU59PGpzHgFOxKcNcJI1a9ZIkqKjo4ssa9WqlYKDg7Vv374iy4YMGaIhQ4bYzbNYLEpNTVVgYKDdDY9uvfVWnT59WgEBAUX2c2XehQsXKnAUgOuqsne0L3RzoCA/T8m3Yscxd0gHjV6SYjeuY5ew+poz+HYF+npUaN+Vzcvd/rXw9ayi7ykAwOWRzQHXYWSOL1V2dnBeB1B10ZAOOEleXp4k6ffffy+y7NKlS8rMzJSPj0+p9rV8+XJZLBYNHz7cbn5MTIy2b9+ugwcP2t0cSZIOHjwoSQoJCSlH9QCqikBfDy0a3kmpJ88rPSNHIUE+CmtYx+iyAABwKWRzABLZGUDZcLNRwEn+53/+R5I0ffp0WSwWu2VTp05Vbm5ukR4x586dK7KfQ4cOady4capbt65efvllu2VxcXHy9PTUu+++q+PHj9vmnz9/XtOnT5ckPfzwww45HgCuLaxhHXW7rSE/BAAAKAbZHEBhZGcApUGPdKCcTp8+reeff972+OLFizp9+rRiY2Nt8xITE23TzzzzjBYtWqSNGzeqZcuWuv/+++Xt7a2dO3fq22+/VWBgoC1QXzFu3DglJycrMjJSgYGBSk1N1erVq+Xm5qaVK1eqSZMmduuHhoZq5syZeu6559S2bVv1799fnp6eWrNmjdLT0/XUU0/pvvvuq5TXAwAAADAK2RwAAFQ2GtKBcsrOztbChQvt5pnNZrt5hcN6nTp1tHPnTr355ptauXKlEhMTdenSJTVu3FhPPfWUxo8fr2bNmtntr3v37vrpp5+0bNkynT9/Xo0aNdLjjz+u8ePHq3nz5sXW9eyzzyokJEQzZ87UkiVLlJ+fr9atW2v8+PF68sknHfcCAAAAAC6CbA4AACqbyWq1Wo0uAnBViYmJiouL04IFC+x6s1RHV8ZnTE9PN7QOoMYxmyU/v4Lp7GzJ19fYegxktpjlN6rgtch+L1u+njX3tQAAFEU2B2AIF8vrZGbAOIyRDpRCXFycTCaTBg8ebHQpDnX48GGZTCaZTCYdPXrU6HIAAACA6yKbAwAAIzC0C1CCdu3aKSEhwfY4PDzcwGocLzAw0O74AgICjCsGAAAAKAHZHAAAGImhXQAAMJKLXSpqJC5TBQAAgMtxsbxOZgaMw9AuQAkSExNtl1dW98tHTSaTbSxGAAAAwNWQzQEAgJFoSAdKoW/fvkpISNDAgQNt837++WdNnDhRffr0UePGjcsVdp9++mlbUD5x4kSR5TNmzFD37t3VpEkTeXt7KygoSHfccYdmzZqlnJycIutHRUXZhe/i/i1atMi2/pXLRxMSEuTv71+m2gEAAAAjkM0BAIARGCMdKIV+/fopNjbWbt4333yjSZMmqVatWmrVqlWxYbskGzdu1IcffihfX1+ZzeZi15k3b57q16+vbt266YYbblB2drY2b96scePG6ZNPPtGOHTvk4+NjWz82NlZRUVFF9nPx4kW9/vrrcnNz03333WebHxgYqIkTJ0oq6OEDAAAAuDqyOQAAMAIN6UA53XPPPdq5c6fatm0rb29veXl5lXrb8+fPa/jw4erfv78yMjK0ZcuWYtc7dOhQsfsdOnSoFi1apAULFuiZZ56xzf/zD4or/vGPf8hqterBBx/UjTfeWOo6Abi21JPnlZ6Ro5AgH4U1rGN0OQAAGIZsDqAiyNUASoOGdKCcbr75Zt18883l2nbcuHE6f/68PvjgAz3yyCPXXO9aPwAGDhyoRYsW6fDhw6V6vo8++kiSNHz48LIXC7iQjGyL0SU4ntmioD8mM7ItkvX6f5ozc/L06ooftSvtjG1ep9BATesfrno+HpVUaOUzW66+vxnZFuVerFhMCfLzrGhJAIAqgmwOVE1G5/tS5epy5PWKIscCromGdMDJ1q9fr7/97W/65JNP1LBhw3LtY82aNZKk8PDw66773//+V+vXr1ejRo3Us2fPcj1fdZaTl290CSiDDlM3GF2Cw3nn5erQH9Od39ikCx7X70HnZpLqeLnr/cfaKzK0nvakZWr8ih/UffZWXbZWbr2V6bI11zbd+c1NcjOVvjdhcQ5O7lHRklAD+HgQh4GajGwOV1ITf5sYne9Lk6vLk9crqqQcW/g8ycnLl8lUPc4bMhmqAs5SwInOnTunESNG6MEHH9QTTzxR6u3efvttZWVlKSsrS9u3b9fevXvVvXt3DR069LrbLliwQJcvX1ZsbKxq1+Yj/2e3TUgyugSgzC5bpen926hnRLAkqWdEsKyyatTnKQZX5lr4fKM00mfQkAXUVGRzuBqyi/O5aq4u6Vwo3Pmkw9QNFe584irIZKgK+MsNONGYMWN09uxZzZs3r0zbvf322zp69Kjt8ZAhQzR37ly5u7uXuJ3VatWCBQskcekoUN1Ehtaze9wxNNCgSgAAqJrI5gAkcjWA0qMhHXCStWvXasGCBfrwww910003lWnb9PR0SdKJEye0adMmvfjii+rUqZOSkpJK3Ne//vUvpaWl6d5779Utt9xSkfKrLYZ+qFropXPVnrRMW88ZSdpdaFxHFODzDQC4FrI5XFFNzC6ukO9dMVeXdC6YLWbdMLZgel98V/l6+jqpKgA0pANOkJOToyeffFLR0dF66qmnyr2fRo0a6dFHH9Utt9yijh07aty4cVq6dOk1179yI6MRI0aU+zmrO8Zhq1r2xXc1ugTHM5ul2QWT216KlnyvH4Sf/ixZr636UVZZ1TE0ULvTzmjCqgPqFBqoDx5vX8kFVx6zxaxmLxdMb3sxusI/Cvh8AwCKQzaHq6qJ2cXofF+qXF2OvF5RJZ0L1kI3O/XxqF0jzxvAKHzaACc4deqUjh8/ruPHj8vNza3YdYKDC/4HPCUlRe3atStxf5GRkapXr542b958zXUyMzO1YsUKBQQEaMCAAeUtHXAp1fLu9YVuDhTk5yn5Xv8Y5w7poNFLUuzGbuwSVl9zBt+uQF+PSinTGbzc7V8LX89q+H4DAAxHNgdch9H5vlS5uhx5HUD1REM64AR16tS55jiIa9as0YkTJ/TYY4/J29tbQUFB191fdna2zp49q0aNGl1znU8//VQWi0UjRoyQt7d3uWsH4HoCfT20aHgnpZ48r/SMHIUE+SisYR2jywIAoEogmwO4glwNoCxoSAecICgoyHYp559FRUXpxIkTeuutt+zC99GjR2W1WhUSEmK3/sWLFzVmzBhdvnxZDzzwwDWfc/78+ZK4kRFQnYU1rEPQBwCgjMjmAP6MXA2gNGhIB8rp9OnTev75522PL168qNOnTys2NtY2LzExsdz7T0lJ0YABA9SlSxeFhYWpfv36OnnypDZs2KBffvlFt956q6ZNm1bstvv27dN3332n9u3b6/bbby93DQAAAEBVQDYHAACVjYZ0oJyys7O1cOFCu3lms9luXkXCevv27TV69Ght3bpVK1asUFZWlvz8/NSqVSuNGjVKzzzzjHyvcZOTKz1euJERAAAAagKyOQAAqGw0pAPlFBISIqvVWuH9XOumRE2bNtWsWbPKtc8PPvhAH3zwQQWqAgAAAKoOsjkAAKhsxd+iHICduLg4mUwmDR482OhSHOrw4cMymUwymUw6evSo0eUAAAAA10U2BwAARqBHOlCCdu3aKSEhwfY4PDzcwGocLzAw0O74AgICjCsGAAAAKAHZHAAAGMlkdcT1bwAAoHzMZsnPr2A6O1u6xviqNYHZYpbfqILXIvu9bPl61tzXAgAAAC7CxfI6mRkwDkO7AA6UmJhouxyzKlxuGh8fb1fvxIkTjS4JAAAAcAiyOQAAcCQa0oFK0LdvXyUkJGjgwIFFlp06dUpjx45VWFiYvLy8FBQUpLvuuktz584tsm7hIP3nfzNmzCj2uU+cOKERI0YoODhYXl5eatGihSZPnqy8vLwi68bExCghIUHDhg2r+EEDAAAALohsDgAAHIEx0oFK0K9fP8XGxhaZv3//fnXv3l2ZmZnq2bOnBg4cqOzsbB06dEirV6/WX/7ylyLbNGvWrNh9de7cuci8EydOqFOnTvrll1/Ur18/tWjRQtu2bVNCQoJ27typNWvWyM3t6v+fxcTEKCYmRps3b9bChQsrdMwAAACAKyKbAwAAR6AhHXCS8+fPq2/fvpKkffv2KSIiwm55fn5+sduFhISU+rLOl156SceOHdMHH3xgC/5Wq1VxcXFauHChFi5cqLi4uPIfBACXknryvNIzchQS5KOwhnWMLgcAgCqDbA6gOORrACWhIR1wkg8++EDHjh3T/PnziwR1Sapdu2Ifx/Pnz2vp0qW6+eabNXLkSNt8k8mk119/XYsWLdLf/vY3wjqqhYxsi9ElOI7ZoqA/JjOyLZL1+t8FmTl5enXFj9qVdsY2r1NooKb1D1c9H49KKrTymS1X39eMbItyLzompgT5eTpkPwCA6oNsDrgeIzN+ifnaerHMed2RyLKA66AhHXCSpUuXymQyacCAAfr3v/+t9evX68KFC2rZsqXuv/9+eXgU3/iVlZWljz76SKdOnVKDBg0UFRWlsLCwIuvt3LlTFotF3bp1k8lkslsWHBysNm3aaNeuXcrNzZWXl1elHGNlyckrvkcQaq4OUzcYXYLDeOfl6tAf053f2KQLHtf/fLqZpDpe7nr/sfaKDK2nPWmZGr/iB3WfvVWXrZVbb2W6bM21TXd+c5PcTI75rjo4uYdD9gPX5+NBtAVQOmRzVAU17XeQkRm/pHztaSl7XnekP2fZwudFTl6+TKbqe56Q7eBqOCMBJ8jLy9P333+vBg0a6L333tOECRN0+fJl2/Kbb75ZK1euVJs2bYps+9133+nJJ5+0PTaZTHr88cc1b948+fj42OanpqZKUrFB/sr87777TkeOHNFtt93mqENzitsmJBldAuBSLlul6f3bqGdEsCSpZ0SwrLJq1OcpBlfmmvgOqTnSZ/Q0ugQAVQDZHFUFGcZ5XDlf//k8KNz5pMPUDQ7rfOKKyHZwNW7XXwVARZ05c0aXLl1SRkaGJk2apDfffFMnT57Uf//7X7322mtKS0tT7969lZuba7fd888/r127dunMmTPKzMzUv/71L3Xq1Emffvqphg8fbrfu2bNnJUn+/v7F1lC3bl279QBUbZGh9ewedwwNNKgSAACqFrI5gOKQrwFcDz3SASe40sPl0qVLGjVqlMaNG2dbNnnyZP3nP//R0qVLtXz5cg0ZMsS2bObMmXb7iY6O1saNG9W2bVstWbJE8fHxat26tXMOwkAMy4A/o3eOtCct09ZjRpJ2FxrPEfb4DgEAFEY2R1VR0zKM0RnfVfP1n88Ds8WsG8YWTO+L7ypfT18DqgJqJhrSASco3BOlT58+RZb37t1bS5cu1d69e+3CenF8fHz06KOPasqUKdq+fbstrF95jmv1ajl37lyRWqoKxkXDn+2L72p0CY5jNkuzCya3vRQt+V4/CD/9WbJeW/WjrLKqY2igdqed0YRVB9QpNFAfPN6+kguuPGaLWc1eLpje9mK0w34U8B0CACiMbI6qoqZlGCMzfon5ut+tZc7rjvTn88Ba6GanPh61a9x5AhiJTxvgBL6+vmrcuLGOHz+ugICAIsuvzLtw4UKp9le/fn1JUk5Ojm3elfEXr4zH+Gepqalyc3PTzTffXIbKAddUre5cX+jmQEF+npLv9Y9t7pAOGr0kxW7Mxi5h9TVn8O0K9C3+5mhVgZe7/Wvh61mN3mcAgMsgmwOuyciMX2K+1kXbvNLmdQDVEw3pgJPExMRo0aJFOnjwoNq3t+8xevDgQUlSSEhIqfa1a9euIuvfeeed8vT01Ndffy2r1SqTyWRb9ttvv+mHH35Qp06d5OVVfW9EAtQUgb4eWjS8k1JPnld6Ro5CgnwU1rCO0WUBAFBlkM0BFFZivjZfLHljADUGNxsFnGTkyJGSpBkzZigrK8s2/8SJE5ozZ47c3Nw0YMAA2/yUlBS7Xi1XLFu2TIsXL1b9+vXVtevVS9/q1q2rRx55REeOHNGHH35om2+1WvXKK6/o8uXLevLJJyvhyAAYJaxhHXW7rSGN6AAAlBHZHEBxyNcASkKPdMBJ7r77bo0dO1azZs1SRESEevfurYsXL2rVqlU6deqUpk+frhYtWtjWnzNnjlauXKn77rtPTZs2ldVqVXJysr755ht5eXlp4cKF8vPzs3uOGTNmaNOmTXrmmWe0YcMGtWjRQt988422b9+uHj16aNiwYc4+bAAAAMDlkM0BAEBZ0ZAOONFbb72lNm3a6P3331diYqJMJpNuv/12ffjhh+rfv7/dun379lVWVpaSk5O1bt065efnq3Hjxho+fLief/55tWzZssj+g4ODtWvXLsXHx2vNmjX66quv1LRpU02aNEkvvfSS3Ny4CAUAAACQyOYAAKBsaEgHnCw2NlaxsbHXXa9///5FAnxpBAcHa/78+eWoDAAAAKhZyOYAAKC0+C9woBLExcXJZDJp8ODBRpdSovj4eJlMJkVHRxtdCgAAAFApyOYAAMAR6JEOOFC7du2UkJBgexweHm5gNdcXExOj2rWvfg1ERUUZVwwAAADgQGRzAADgSCar1Wo1uggAAGoss1m6cnOy7GzJ19fYegxktpjlN6rgtch+L1u+njX3tQAAAICLcLG8TmYGjMPQLoADXblJ0ZV/VeXy0Sv/Jk6caHRJAAAAgEOQzQEAgCPRkA5Ugr59+yohIUEDBw685jpZWVlq3LixTCaT7r///iLLjx49qpEjR6pDhw5q0KCBPD091axZM/Xs2VMbN24sdp8zZsxQ9+7d1aRJE3l7eysoKEh33HGHZs2apZycnCLrx8TEKCEhQcOGDSv/wQIAAAAujGwOAAAcgTHSgUrQr18/xcbGlrjOc889p7Nnz15zeWpqqpYuXaq77rpLd955p+rWravjx49r1apV+uc//6lp06Zp/PjxdtvMmzdP9evXV7du3XTDDTcoOztbmzdv1rhx4/TJJ59ox44d8vHxsa0fExOjmJgYbd68WQsXLqzQMQMAAACuiGwOAAAcgYZ0wACrV6/WokWL9M477+i5554rdp177rlHGRkZcnOzv3Dk119/Vfv27TVx4kQ9/fTTCggIsC07dOiQvLy8iuxr6NChWrRokRYsWKBnnnnGoccCwDWlnjyv9IwchQT5KKxhHaPLAQDAZZHNARRGjgZwLTSkA0525swZPfXUU3rsscfUu3fva4Z1Dw+PYuffeOONuvvuu7VixQodPXrULqwXF9QlaeDAgVq0aJEOHz5c4foBV5WRbTG6hPIxWxT0x2RGtkWyVuxPc2ZOnl5d8aN2pZ2xzesUGqhp/cNVz6f47xVXYbZcfQ8zsi3Kvei4mBLk5+mwfQEAqg+yOeBajMz018rR07uHqvkfjx2R18uKHAu4DhrSAScbNWqULl26pHfeeUfnz58v8/YZGRnatWuXfHx8dPPNN5dqmzVr1kiSwsPDy/x8VVFOXr7RJcAAHaZuMLqEcvHOy9WhP6Y7v7FJFzyK/9FdWm4mqY6Xu95/rL0iQ+tpT1qmxq/4Qd1nb9Vla8XrrUyXrbm26c5vbpKbqWKvRWEHJ/dw2L7g2nw8iLcASo9sDlfA75erjMz018rRfd7brgN/rOOIvF5Wf86xhc+XnLx8mUxV8/whs6Eq4qwFnGjFihVavHixli5dqqCgoFKF9fT0dCUmJurSpUv69ddf9eWXXyorK0sffvih6tQp/jKzt99+W1lZWcrKytL27du1d+9ede/eXUOHDnX0Ibmk2yYkGV0CYJjLVml6/zbqGREsSeoZESyrrBr1eYrBlRmL74WaI31GT6NLAFBFkM3hKsgpruFaOfqFxJ2G1vXn86Nw55MOUzc4tPOJM5HZUBXRkA44yenTpzVy5Ej169dPDz/8cKm3S09P16RJk2yP/fz8tGDBAg0ZMuSa27z99ts6evSo7fGQIUM0d+5cubu7l694AFVKZGg9u8cdQwMNqgQAANdENgdQHHI0gJLQkA44ydNPP62LFy9q7ty5ZdouKipKVqtVFy9eVHp6uv7v//5PQ4cO1e7du/XOO+8Uu016erok6cSJE9q0aZNefPFFderUSUlJSbrpppsqeigujyEcaiZ68ly1Jy3T1pNGknYXGuexpuJ7AQBQGNkcroSccpXRmd4Vc/Sfzw+zxawbxhZM74vvKl9PXwOqAmomGtIBJ1i1apWWLVumxMRENWrUqFz7cHd3V1hYmGbOnKmcnBy9++67euCBB/TAAw9cc5tGjRrp0Ucf1S233KKOHTtq3LhxWrp0aXkPo8pgrLWaaV98V6NLKB+zWZpdMLntpWjJt2JB+OnPkvXaqh9llVUdQwO1O+2MJqw6oE6hgfrg8fYOKLjymC1mNXu5YHrbi9EO/VHA9wIA4AqyOVwNOeUqIzP9tXJ0ZMjVXuqOyOtl9efzw1roZqc+HrU5fwAn4tMGOEFKSsHYxLGxsYqNjS2yPCkpSSaTSW3bttX+/fuvu7/u3bvrgw8+0ObNm0sM61dERkaqXr162rx5cxkrB6qOKns3+0I3Bwry85R8K3Ycc4d00OglKXZjoncJq685g29XoK9HhfZd2bzc7V8LX88q+p4CAFwa2RxwXUZm+mvl6Ld7t5BGFzx2RF4HUHXRkA44Qfv27TV8+PAi87Ozs7V06VLddNNN6tGjh5o2bVqq/f3666+SpNq1S/cRzs7O1tmzZ8vd4wZA1RHo66FFwzsp9eR5pWfkKCTIR2ENi7/5GQAANRHZHEBxrpmjzWajSwPgImhIB5ygT58+6tOnT5H56enpWrp0qVq3bq2PPvrIbtnu3bsVEREhLy/7O3AfPXpUr7/+uiTZ9Xg5evSorFarQkJC7Na/ePGixowZo8uXL5eqhwyA6iGsYR0a0AEAKAbZHEBJyNEAroWGdMBFTZ8+Xd98843uvfdeNW3aVLVr19bPP/+sf/7zn8rLy9Nf//pXde7c2bZ+SkqKBgwYoC5duigsLEz169fXyZMntWHDBv3yyy+69dZbNW3aNAOPCAAAAKiayOYAAICGdMBFjRgxQt7e3tqzZ4/Wr1+vvLw83XDDDerZs6eefPLJIj1Y2rdvr9GjR2vr1q1asWKFsrKy5Ofnp1atWmnUqFF65pln5Ovkm6IAAAAA1QHZHAAA0JAOGCgkJERWq7XYZb169VKvXr1Kva+mTZtq1qxZjioNAAAAqFHI5gAAoCRuRhcAVEdxcXEymUwaPHiw0aWUKD4+XiaTSdHR0UaXAgAAAFQKsjkAAHAEeqQDDtSuXTslJCTYHoeHhxtYzfXFxMSodu2rXwNRUVHGFQMAAAA4ENkcAAA4ksl6rWvXAABA5TObJT+/gunsbKkGj5dqtpjlN6rgtch+L1u+njX3tQAAAICLcLG8TmYGjMPQLkAJEhMTZTKZbP9c/XLQsjp8+LDd8YWEhBhdEgAAAFAssjkAADASDelAKfTt21cJCQkaOHCgJMlqtWrt2rX6y1/+ooiICPn7+8vHx0dt27bV9OnTlZube819JSUlKSoqSnXr1lWdOnUUFRWlpKSkYteNjY21C9OF/7Vs2fK6dV+8eFHt2rW75vqBgYFKSEhQQkKC/P39S/lqAAAAAMYhmwMAACMwRjpQCv369VNsbKztscVi0YMPPihPT09FRUWpR48eys3NVVJSkl599VWtXLlSW7Zskbe3t91+PvvsMw0ZMkT169fXsGHDZDKZ9Pe//13333+/Pv30Uz3++OPFPv/o0aMVEBBgN69+/frXrXvKlCk6fPjwNZcHBgZq4sSJkgp6+AAAAACujmwOAACMQEM6UA61atXStGnT9PTTT9uF6IsXL2rAgAFavXq13nvvPb3wwgu2ZZmZmRo1apTq16+v5ORkNWnSRJL0yiuvqH379ho1apQefPBB1atXr8jzjRkzpsyXdiYnJ+v111/XrFmz9Nxzz5XrOAFUHaknzys9I0chQT4Ka1jH6HIAAHAasjkAR7PL1n4M5gCgAA3pQDm4u7tr/Pjxxc5/5ZVXtHr1am3ZssUurC9btkxZWVmaNGmSLahLUnBwsMaMGaOXX35Zy5Yt01NPPVXh+vLy8hQbG6s777xTo0aNIqyj2srIthhdQsWZLQr6YzIj2yJZy/anOTMnT6+u+FG70s7Y5nUKDdS0/uGq5+PhwEIrn9ly9f3MyLYo92LFYkqQn2dFSwIAVAFkc6B6MTLjF5et77nRW5/8MV2evO4oZFvAeDSkAw7m7u4uSapd2/7jtXnzZklS9+7di2zTo0cPvfzyy9qyZUuxYX3NmjU6f/68PD09FRERoaioKNWqVeuaNUycOFGpqan67rvvZDKZKnA0VV9OXr7RJaASdZi6wegSKsw7L1eH/pju/MYmXfDwKtP2biapjpe73n+svSJD62lPWqbGr/hB3Wdv1WWr4+utTJetV8ew7fzmJrmZyvZa/NnByT0qWhJckI8H8RVA6ZHNUdXVxN8zRmb84rL1lKV7bMvLk9cd5Uq2LXxO5OTly2SqGecIGRCugLMQcLCPP/5YUtFQnpqaKkkKCwsrss2VeVfW+bNRo0bZPW7RooUWL16s9u3bF1l3z549evPNNzV9+nS1aNGi7AdQzdw2ofibRQHVxWWrNL1/G/WMCJYk9YwIllVWjfo8xeDKjMfnv3pKn9HT6BIAVCFkc1R15BnnKi5bu+XcJk03uDBdPRcKdz7pMHVDhTufVBVkQLgCBnoCHGjdunWaN2+eWrVqpeHDh9stO3v2rCTJ39+/yHa+vr6qVauWbZ0r7r33Xv3jH//QL7/8ogsXLujQoUMaM2aMfv75Z3Xv3l2//vqr3foWi0WxsbG6/fbbNW7cOAcfHQBXFRlqP35rx9BAgyoBAMB1kM0BlMefs3WHkKL3SgBQM9EjHXCQvXv36pFHHpG/v7+WLVsmT8+Kj18WFxdn97hly5aaPXu2fHx8NH36dM2ePVszZ860LX/ttdeUmpqqffv2lXh5aU3C0A7VGz10CuxJy7T1mpGk3YXGdKzJ+PwDQM1FNkd1URPzjNEZ/8/Zel96ph4wsJ4rrpwLZotZN4wtmLcvvqt8PX0NrAqoWWhIBxwgJSVF3bt3l8lkUlJSklq3bl1knSu9Xc6ePaugoCC7ZWazWZcuXSq2R0xxhg8frunTp2v79u22ecnJyZo1a5Zee+01tWnTpgJHU70wjlr1ti++q9ElVJzZLM0umNz2UrTkW7Yg/PRnyXpt1Y+yyqqOoYHanXZGE1YdUKfQQH3weNFLzF2Z2WJWs5cLpre9GF3hHwV8/gGgZiKbozqpiXnGyIxfXLaevuagrSG9PHndUa6cC9ZCNzv18ahdI88RwCh82oAKSk5OVrdu3XTp0iWtX79ekZGRxa4XFhamvXv3KjU1tUhYL2mMxuLUr19fkpSTk2Ob9/333+vSpUuaOHGiJk6cWGSbf//73zKZTPL391dWVlapngdwddXizvWFbg4U5Ocp+ZbtmOYO6aDRS1LsxkTvElZfcwbfrkBfD4eV6Qxe7vavha8Deg8CAGoWsjlQ9RmZ8YvL1l2b1rVNlyevA6g+aEgHKiA5OVldu3ZVfn6+kpKS1KlTp2uue++992rx4sVav3697rzzTrtlSUlJtnVKY9euXZKkkJAQ27wWLVoUGfvxivnz58vf318DBw6Uj49PqZ4DQNUQ6OuhRcM7KfXkeaVn5CgkyEdhDesYXRYAAE5HNgdQUcVmaz836RmjKwPgCkxWq9VqdBGAq0pMTFRcXJwWLFig2NhYu2VXgvrFixe1bt06/c///E+J+8rMzFRoaKjc3d2VnJysJk2aSJJ+++03tW/fXrm5uTpy5Ijq1Su4kcmJEydkNpvVvHlzu/0cP35cXbt21U8//aQlS5bokUceue5xmEwm3Xrrrfrpp5+uuc6V4J+enn7d/QFwILNZ8vMrmM7ONuxSUVdgtpjlN6rgtch+L5vxHgEAdsjmAAzhYnmdzAwYhx7pQDmcOXNGXbt2VWZmpu6//359/fXX+vrrr+3WCQgI0JgxY2yP69Wrp/fee09PPPGE2rdvr8GDB8vNzU1Lly7VyZMntWjRIltQl6SffvpJMTEx6ty5s1q2bKnAwEClp6frq6++ktls1rBhw/Twww8765ABAAAAl0Q2BwAAzkBDOlAO586dU2ZmpiRp3bp1WrduXZF1mjVrZhfWJWnIkCGqX7++Xn/9dSUmJkqS2rdvr4ULF6pHD/u7sTdv3lzDhw/X7t27tXz5cp0/f17+/v66++67NXz48FL1dgEAAACqO7I5AABwBhrSgXIICQlReUdFuv/++3X//fdfd70mTZrob3/7W7me488YwQkAAADVFdkcAAA4g5vRBQBVQVxcnEwmkwYPHmx0KQ51+PBhmUwmmUwmHT161OhyAAAAgOsimwMAACPQIx0oQbt27ZSQkGB7HB4ebmA1jhcYGGh3fAEBAcYVAwAAAJSAbA4AAIxksnJdGQAAxjGbJT+/gunsbMnX19h6DGS2mOU3quC1yH4vW76eNfe1AAAAgItwsbxOZgaMw9AuQAkSExNtl1dW98tHTSaTQkJCjC4JAAAAKBbZHAAAGImGdKAU+vbtq4SEBA0cONA27+eff9bEiRPVp08fNW7cuFRht3Aw/vO/GTNmFFl/xowZ6t69u5o0aSJvb28FBQXpjjvu0KxZs5STk1Nk/VOnTun111/XwIEDFRoaatv3tVy5fDQhIUH+/v6lf0EAAAAAg5DNAQCAERgjHSiFfv36KTY21m7eN998o0mTJqlWrVpq1aqVTpw4Uap9NWvWrMi+JKlz585F5s2bN0/169dXt27ddMMNNyg7O1ubN2/WuHHj9Mknn2jHjh3y8fGxrX/w4EGNHz9eJpNJYWFh8vHxKTbUXxEYGKiJEydKKujhAwAAALg6sjkAADACDelAOd1zzz3auXOn2rZtK29vb3l5eZVqu5CQEFtAvp5Dhw4Vu9+hQ4dq0aJFWrBggZ555hnb/FatWmnLli26/fbbVadOHbVs2VL//ve/S/VcAKqH1JPnlZ6Ro5AgH4U1rGN0OQAAOAXZHIAzHD55XrfczJjkQE1FQzpQTjfffLNuvvnmSn2Oa/0AGDhwoBYtWqTDhw/bzW/YsKEaNmxYqTUBrigj22J0CeVntijoj8mMbItkLd+f5sycPL264kftSjtjm9cpNFDT+oerno+HAwqtfGbL1fcxI9ui3IsVjylBfp4V3gcAwPWRzYHqxxUyfmZOniYv2aNP/njc+73tirj1RkMztpe7IU8LQDSkA06XlZWljz76SKdOnVKDBg0UFRWlsLCwMu1jzZo1kqTw8PDKKLFKy8nLN7oEGKDD1A1Gl1Bu3nm5OvTHdOc3NumCR+l60P2Zm0mq4+Wu9x9rr8jQetqTlqnxK35Q99lbddnquHor02Vrrm2685ub5GYq32tR2MHJPSq8D9QcPh5EY6CmIZujKqlpv3VcIeO7maQb3C7ZHs9+uJ1eSvrZ0Iy959WrQ0/l5OXLZKr+5wUZDa6CMxFwsu+++05PPvmk7bHJZNLjjz+uefPm2Y2pWNjbb7+trKwsZWVlafv27dq7d6+6d++uoUOHOqvsKuO2CUlGlwAY4rJVmt6/jXpGBEuSekYEyyqrRn2eYnBlxuI7AWWRPqOn0SUAcDKyOaoSco3zXbZKE3u3lqYXPL6/TSPl+3gbmrEL/wdDh6kbHNL5xNWR0eAqaEgHnOj555/XoEGDFBYWJpPJpJSUFI0fP16ffvqp8vPztXjx4mK3e/vtt3X06FHb4yFDhmju3Llyd+eaLgBXRYbWs3vcMTTQoEoAAHB9ZHMApdE+JMDuMRkbqLloSAecaObMmXaPo6OjtXHjRrVt21ZLlixRfHy8WrduXWS79PR0SdKJEye0adMmvfjii+rUqZOSkpJ00003OaP0KoNhHGomeucU2JOWaeuRLkm7C42XXlPxnQAAuBayOaqampZrXCXjJ6dn6f5Cj43O2Pviu+qGsVenfT25+SngLDSkAwbz8fHRo48+qilTpmj79u3FhvUrGjVqpEcffVS33HKLOnbsqHHjxmnp0qVOrNb1MXZazbQvvqvRJZSf2SzNLpjc9lK05Fu+IPz0Z8l6bdWPssqqjqGB2p12RhNWHVCn0EB98Hh7BxZcecwWs5q9XDC97cVoh/wo4DsBAFAWZHO4spqWa1wh4z/9WbImrzlga0hf+8NvmvB1mqEZ28v96pjoPh61a9x5ARiJTxvgAurXry9JysnJKdX6kZGRqlevnjZv3lyJVQFVR5Cfp9EllF+hmwMF+XlKvuU7lrlDOmj0khS78Rq7hNXXnMG3K9DXo8JlOkPhHwVBfp7y9azC7ysAoMoimwOuwRUy/twhHfTiwh22x2P//p3uaH2ToRnbbKn+NxcFXBUN6YAL2LVrlyQpJCSkVOtnZ2fr7NmzatSoUSVWBaAqCfT10KLhnZR68rzSM3IUEuSjsIZ1jC4LAIAqh2wO4IpAXw99NCxSeqbg8epR/6NbbuazDtRUbkYXANQUKSkpxfZqWbZsmRYvXqz69eura9erl64dPXrUNv5iYRcvXtSYMWN0+fJlPfDAA5VZMoAqKKxhHXW7rSGN6AAAlIBsDqA8biFjAzUaPdKBcjp9+rSef/552+OLFy/q9OnTio2Ntc1LTEy0Tc+ZM0crV67Ufffdp6ZNm8pqtSo5OVnffPONvLy8tHDhQvn5+dnWT0lJ0YABA9SlSxeFhYWpfv36OnnypDZs2KBffvlFt956q6ZNm1akrsLP/9tvvxWZ97//+7+2y1UBAACA6oBsDgAAKpvJarVajS4CcFWJiYmKi4vTggUL7AKvJKWnpys0NLTE7Qt/vFasWKGFCxfqu+++06lTp5Sfn6/GjRsrJiZGzz//vFq2bGm37bFjx/T2229r69atSk9PV1ZWlvz8/NSqVSv1799fzzzzjHyLuSmhyWQqsaa0tLRiL1O9Mq+4njYAKpHZLF35oZ6dXe6bjVYHZotZfqMKXovs97IdcrNRAED1QTYHYAgXy+tkZsA49EgHyikkJERl+X+o/v37q3///qVev2nTppo1a1aZ6+L/xgAAAFDTkM0BAEBlY4x0oBTi4uJkMpk0ePBgo0txqMOHD8tkMslkMuno0aNGlwMAAABcF9kcAAAYgR7pQAnatWunhIQE2+Pw8HADq3G8wMBAu+MLCAgwrhgAAACgBGRzAABgJMZIBwDASC425qKRGO8RAAAALsfF8jqZGTAOQ7sADpSYmGi7HLMqXG4aHx9vV+/EiRONLgkAAABwCLI5AABwJBrSgUrQt29fJSQkaODAgbZ5X3zxhQYOHKiwsDDVrVtXfn5+at26tcaMGaPjx48Xu5/CQfrP/2bMmFHsNuvWrVPXrl0VEBAgb29vtWnTRrNmzdKlS5eKrBsTE6OEhAQNGzbMMQcOAAAAuBiyOQAAcATGSAcqQb9+/RQbG2s3b8WKFfruu+8UGRmp4OBgSdL+/fv1zjvvaOHChdq2bZtat25dZF/NmjUrsi9J6ty5c5F577zzjkaPHq26devqoYceUkBAgDZs2KBx48Zp586dWrZsmd36MTExiomJ0ebNm7Vw4cLyHzAAAADgosjmAADAEWhIB5zkb3/7m7y8vIrMnz9/vkaMGKGJEycWCdOSFBISUqrLOo8fP64XXnhB9erVU0pKipo1ayZJys/P18CBA7V8+XItWbLE5S9pBVA2qSfPKz0jRyFBPgprWMfocgAAqBLI5gBK6/DJ87rF6CIAuAQa0gEnKS6oS9KgQYM0YsQIHT58uEL7X7t2rfLy8jR69GhbUJek2rVra9KkSVq1apXmzp1LWEeVlpFtMboExzNbFPTHZEa2RbKW7k9zZk6eXl3xo3alnbHN6xQaqGn9w1XPx6MSCq18ZsvV9zcj26Lci2WPKUF+no4sCQBQTZHNAddndPa/kre///evOvTHvKHzd2nC4EhD83bhzAzAuWhIBwy2Zs0aSVJ4eHixy7OysvTRRx/p1KlTatCggaKiohQWFlZkvZMnT0qSQkNDiyy7Mm/Hjh2yWCzy9KwaDU05eflGlwAX02HqBqNLcDjvvFxbMO/8xiZd8Cj+h/2fuZmkOl7uev+x9ooMrac9aZkav+IHdZ+9VZetlVdvZbpszbVNd35zk9xMpXstCjs4uYcjS4IL8/EgxgJwPLI5qoqa8FvJ6Ox/JW/PfridNLtg3n9OZhuetwtn5py8fJlM1f9cKC3yISobZxjgZCtXrtT+/fuVk5OjAwcOKCkpSaGhoZo8eXKx63/33Xd68sknbY9NJpMef/xxzZs3Tz4+Prb5DRo0kCSlpaUV2ceVefn5+Tpy5IhatWrlyEOqNLdNSDK6BMBlXbZK0/u3Uc+IgnFde0YEyyqrRn2eYnBlxuJ7o+ZIn9HT6BIAVANkc1RVZJ7KdyVv39+8rm1eQu/b9JeV/zawKnsdpm4oV+eT6op8iMpGQzrgZCtXrrS7edAdd9yhJUuWFNtb5fnnn9egQYMUFhYmk8mklJQUjR8/Xp9++qny8/O1ePFi27rdunVTrVq1NH/+fD377LNq0qSJpIKAPmnSJNt6WVlZlXdwAJwqMrSe3eOOoYEGVQIAQNVENgdQkoK8fcn2uENIvWuvDKDaoyEdcLLExEQlJibq7NmzSklJ0auvvqoOHTroiy++UExMjN26M2fOtHscHR2tjRs3qm3btlqyZIni4+PVunVrSQWXiI4fP15TpkxRmzZt9NBDD8nf318bN27UsWPH1LRpUx07dky1atVy2rFWFEM04M/oeWNvT1qmrUe6JO0uNF56TcX3BgCgLMjmqKpqQuZxhey/Jy1TPQv1SN+XnmlgNUXti+8qX09fo8sAagwa0gGD+Pv7KyoqSmvXrtWtt96qoUOHKi0tTe7u7iVu5+Pjo0cffVRTpkzR9u3bbWFdkiZPnqwWLVro3Xff1ZIlS1SrVi116dJFixcvtt3I6MplplUB45vhz/bFdzW6BMczm21jLm57KVryLV0QfvqzZL226kdZZVXH0EDtTjujCasOqFNooD54vH0lFlx5zBazmr1cML3txehy/SjgewMAUB5kc1Q1NSHzGJ39r+Rtt26heuCPeVPWHFSn0AaG5u3CmdnHo3aNOBcAV8GnDTBY3bp1deedd2rlypU6fPhwqcZIrF+/viQpJyenyLIhQ4ZoyJAhdvMsFotSU1MVGBhY7GWqQFUR5FcNb8ZV6OZAQX6ekm/pjnHukA4avSTFbkz0LmH1NWfw7Qr09XB4mc7g5W7/Wvhy8zUAgJORzQHXYXT2v5K3x/79O1tD+m3BdfXmkA6G5u3CmRmAc9GQDriAX3/9VZJUu3bpPpK7du2SJIWEhJRq/eXLl8tisWj48OHlqg+A6wn09dCi4Z2UevK80jNyFBLko7CGdYwuCwCAKo9sDkC6mrcPH2lmu4L0o2GRUhXttAKg4tyMLgCoCSwWi7799ttily1YsEC7d+/WLbfcorCwMNv8lJSUYnu1LFu2TIsXL1b9+vXVtav9pW7nzp0rsv6hQ4c0btw41a1bVy+//HIFjwT4/9m797io6vyP4+8RuYPCoClrGpiYF0TzxrZ5g1IrykupmZnBav26WNnWmpkJtupa7XpJy1xLMbM0M23LktQVzEtpattF21UDc81LqCgMghfm9wcxOoHIZWbOwLyej4ePx5nv+Z4zn3OYgfc5nvM9cDdRjYLVu00jTqIDAFBBZHMAldGCnA3gV1yRDrjAmTNndMMNNyg6OlodOnRQkyZNdOrUKW3btk07d+5UUFCQFi5caLfMrFmztGrVKt10001q1qyZrFardu7cqc8//1x+fn5atGiRgoKC7JZ56qmntHPnTnXp0kVms1l79+7VRx99pDp16mjVqlVq2rSpKzcbAAAAcDtkcwAAUBWcSAdcIDAwUJMmTdKGDRu0fv16ZWdny9vbWxERERozZoyefPJJNWvWzG6Z/v37KycnRzt37tSaNWt0/vx5NWnSRCNHjtTTTz+tVq1alXqfPn366IcfftDy5cuVm5urxo0b695779X48eN17bXXumpzAQAAALdFNgcAAFXBiXTABby9vTVx4kRNnDixwssMHDhQAwcOrNT7DB48WIMHD65seQAAAIDHIJsDAICqYIx0wAmSkpJkMpk0dOhQo0sp14QJE2QymRQXF2d0KQAAAIBTkM0BAIAjcEU64EAdOnRQcnKy7XV0dLSB1VxZfHy86ta9+GugV69exhUDAAAAOBDZHAAAOJLJarVajS4CAACPZbFIJQ8ny8uTAgONrcdAlkKLgkYX74u8OXkK9PXcfQEAAAA34WZ5ncwMGIehXYBypKamymQy2f65++2glbVv3z677YuIiDC6JAAAAKBMZHMAAGAkTqQDFdC/f38lJydr0KBBtrb9+/crJSVF/fr1U5MmTSocdouKirRgwQJ169ZNISEhCggIUMuWLZWUlKTc3Nwyl/n3v/+tYcOGqUmTJvL19dXvfvc73XrrrdqwYUOZ658zZ45iYmLk7++vhg0basiQIdq7d2+pvmazWcnJyUpOTlb9+vUrvkMAAAAAg5DNAQCAERgjHaiAAQMGKDEx0a7t888/16RJk+Tl5aXWrVvryJEjV1xPYWGhBg0apI8//lgxMTFKTEyUr6+vfvrpJ33yySf6y1/+ouDgYLtl3nrrLf3xj39U/fr1dfvtt6tJkybKzs7WV199pS1btpR6GNFDDz2k+fPnq02bNnrsscd09OhRLVu2TJ999pm2bNmiNm3a2PqazWalpKRIKr7CBwAAAHB3ZHMAAGAETqQDVdSjRw9t3bpV7du3l7+/v/z8/K64zLPPPquPP/5Y06ZN0zPPPGM3r6ioqFT/HTt2aOTIkeratatWr16t0NBQu/nnz5+3e71hwwbNnz9f3bt319q1a+Xr6ytJGjFihHr37q2HH35YGRkZld1UAG5s79FcZR3PV0RYgKIaBV95AQAAaiGyOQBXWL/nqJo1bUjuBjwUJ9KBKmrevLmaN29e4f6HDh3S7Nmz1b1791JBXZLq1Ck90tKECRN04cIFvfXWW6WCuiTVrWv/FZ4/f74kafLkybagLkk33XST+vbtqzVr1ui///2vWrZsWeG6AXdyPK/Q6BIcz1KosF8nj+cVStaK/Wk+mX9Wz638Tl9mnrC1xUaaNWVgtEIDfJxQqPNZCi/+fI/nFargXNVjSliQ75U7AQBqDbI5UDu5Q/7P+SVX1/46PfqdXTrj42do7r40MwNwLU6kAy6yYsUKnT9/XoMHD1Zubq7++c9/6qefflKjRo3Ut29fNWnSxK5/Tk6OPvvsM11//fVq0aKFMjIytG3bNtWtW1exsbH6wx/+UOo90tPTFRgYqBtvvLHUvJKwnpGRUevDev7Z81fuhBqp0+R1RpfgcP5nC7Tn1+luL27QGZ8rX0EnSXVMUrCft14d1lFdIkO1PfOkxq/8Vn1mbFSR1Xn1OlORtcA23e2lDapjqti+KMvuF/o6oiTUMAE+RFsAFUM2R03kicc57pD/A88V6PtfpzPG9tL2Y2cNzd2XZub8s+dlMnne56IE2Q+uxicOcJGvvvpKknTq1Cldd911Onz4sG2ej4+Ppk2bpieffNLWtnPnThUVFalp06bq16+fPvroI7v19e7dW8uXL7c9iMhisejw4cOKjo6Wl5dXqfePioqSpDIfbFTbtJmYZnQJgNMVWaWpA9spISZckpQQEy6rrBr9zi6DK3MP/B7wTFnTEowuAUANQTZHTUS+McalJ8uvCvZTQuMwt8ndnSavq9bFJzUd2Q+uVvp+NQBOcezYMUlSSkqK2rdvr++//16nT5/Wxx9/rAYNGuhPf/qTPvnkk1L9P/74Y23btk2rVq3SqVOntGfPHvXr109r167Vgw8+aOt/6tQpSbKF99+qV6+eXT8ANV+XSPvbyrtGmg2qBACAmoVsDqA6yN2AZ+KKdMBFSh5YdNVVV2nFihUKCAiQJCUkJOjNN9/UrbfequnTp+u2226z63/hwgW9/vrr6t+/v6Ti0P3ee++pZcuWWr58uf72t7+padOmBmyR+2JIh9qLq3Dsbc88absiXZK2XTJeuqfj9wAAoDxkc9REnphv3DX/u0vu3jHhZgX6BhpdBuAxOJEOuEjJ1Sg333yzLaiX6NOnj3x9fW23mF7a38vLSwkJ9rcr+fr6qk+fPnrjjTe0Y8cONW3a1Nb/cle1nD592m69tRnjpNVeOybcbHQJjmexSDOKJzc9EycFViwIP7Jkp57/8DtZZVXXSLO2ZZ7QxA+/V2ykWa/d29GJBTuPpdCia8YVT28aG1etgwJ+DwAAykM2R03kifnGHfL/kws226aP5RZo2/5ThubuSzNzgE9dj/xcAEbh2wa4yHXXXSdJCgkJKTWvTp06Cg4OtgXqS/sHBATI29u71DIl6zlz5owkKTAwUOHh4crMzNSFCxdKjcVYMv5iyXiMQE0UFuRrdAmOd8nDgcKCfKXAim3j3OGd9MTSXXZjM3aPaqBZQ6+XOdDH4WW6gp+3/b4I9K2FP28AgFsgmwM1gzvk/5lDr5eeKJ7u+VK6zvj4GZq7L83MAFyLMdIBF4mPj5ck7d69u9S8X375RdnZ2YqIiLC1XXvttWrWrJlyc3P1v//9r9QyJeu5dJmePXvKYrFo8+bNpfqnpaXZ+gCo+cyBPlo8MlZrn+yh+SM6a+2TPbR4ZGyNPYkOAIArkc0BVNSl+XrOsOvJ3YAH40Q64CI9e/ZU69attX79eq1du9bWbrVaNX78eEnSkCFDbO0mk0kPPfSQJGn8+PG2cRklKSMjQ59++qkiIiLUpUsXW3vJA44mTJigs2fP2trXr1+vtLQ09ejRQy1btnTOBgIwRFSjYPVu00hRjYKNLgUAgBqDbA6gKm5qTe4GPBlDuwBVlJ2draefftr2+ty5c8rOzlZiYqKtLTU11Tbt5eWlhQsXKj4+XrfddpsGDhyopk2batOmTdq2bZs6duyocePG2b3Hn/70J3388cdavHixdu/erR49eujw4cNasWKFfH19tWDBAtWte/FrHBcXp1GjRumNN97Q9ddfr4SEBB09elTLli1TvXr1NHfuXKftDwAAAMAoZHMAAOBsJqvVajW6CMBdpaamKikpSQsXLrQL4ZKUlZWlyMjIcpcv6+v1/fffKzk5Wenp6Tp9+rSaNWumIUOGaPz48QoKCirVPz8/X9OmTdO7776rn376SUFBQerZs6eSk5PVvn37Uv2Lior06quvat68edq3b5+CgoIUFxenKVOmlHvFS8ltqFlZWeVuEwAHs1ikku9+Xl6FHzZaG1kKLQoaXbwv8ubkVethowCA2odsDsAQbpbXycyAcTiRDpSjvLBe2xDWAYO4WTA3EgcFAIDykM0BGMLN8jqZGTAOY6QDFZCUlCSTyaShQ4caXYpD7du3TyaTSSaTSQcOHDC6HAAAAOCKyOYAAMAIjJEOlKNDhw5KTk62vY6OjjawGsczm8122xcSEmJcMQAAAEA5yOYAAMBInEgHyvH1119r0qRJttd33323Bg0aZGBFjnXixAm77bvmmms0ZswY4woCAAAALoNsDgAAjMTQLkAF9O/fX8nJyXZBff/+/UpJSVG/fv3UpEkTmUwm21iG5UlLS1OvXr1Ur149BQcHq1evXkpLSyvVLysry3Zr5+X+eXl52S1z7Ngx/fWvf9WgQYMUGRlp63c5JVe9JCcnq379+hXfIQAAAIBByOYAAMAIXJEOVMCAAQNKPdDo888/16RJk+Tl5aXWrVvryJEjV1zPkiVLNHz4cDVo0ED333+/TCaT3nvvPd1yyy16++23de+999r6hoSE2N3aeamvvvpKq1evVt++fe3ad+/erfHjx8tkMikqKkoBAQHKz8+/bD1ms1kpKSmSih/eBAAAALg7sjkAADACJ9KBKurRo4e2bt2q9u3by9/fX35+fuX2P3nypEaPHq0GDRpo586datq0qSTp2WefVceOHTV69GjddtttCg0NlVQc1kuC9G/dcccdkqRRo0bZtbdu3VoZGRm6/vrrFRwcrFatWuk///lPNbcUQE2x92iuso7nKyIsQFGNgo0uBwAAlyGbA3CFfUdz1aJ5oNFlADAIJ9KBKmrevLmaN29e4f7Lly9XTk6OJk2aZAvqkhQeHq4xY8Zo3LhxWr58uR588MFy1/Pzzz/r008/1VVXXWUL7SUaNWqkRo0aVW5DgBrqeF6h0SU4hqVQYb9OHs8rlKyV/9N8Mv+snlv5nb7MPGFri400a8rAaIUG+DioUOezFF78mR7PK1TBuarHlLAgX0eUBACoIcjmQO1mVPY/mX9WLyzdrrd+fX3HnM2Kue53huVsMi5gLE6kAy6Snp4uSerTp0+peX379tW4ceOUkZFxxbCempqqCxcuaMSIEfL29nZGqTVS/tnzRpcAF+s0eZ3RJTiE/9kC7fl1utuLG3TGp/wr6MpSxyQF+3nr1WEd1SUyVNszT2r8ym/VZ8ZGFVkdW68zFVkLbNPdXtqgOqbK74sSu1/oe+VOcHsBPkRVAM5BNkdN5onHPkZl/zom6ao6F2yvZwzpoGfS9huWs3e/0Nfu559/9rxMJs/7PEjkRBiDTx3gInv37pUkRUVFlZpX0lbS53KsVqsWLFggSRo5cqSDK6zZ2kws/VAowFMUWaWpA9spISZckpQQEy6rrBr9zi6DKzMOvxNqh6xpCUaXAKCWIpujJiPnuE6RVUq5o600tfj1Le0a63yAv2E5u83ENLuLTzpNXleti09qMnIijFDH6AIAT3Hq1ClJUv369UvNCwwMlJeXl63P5WRkZGj//v3q1q2bWrVq5ZQ6AdRMXSJD7V53jTQbVAkAAO6PbA6gojpGhNi9JmcDnosr0oEa5M0335TEFS9lYRgHz8OVOPa2Z560XZEuSdsuGS/dE/E7AQDgbGRzGMUTc46R2X9nVo5uueS1kTl79wt9ZSm06Ko/Fb/eMeFmBfry8FPAVTiRDrhIydUup06dUlhYmN08i8WiCxculHlFTImcnBytWLFC9erV05AhQ5xaa03E+GieZ8eEm40uwTEsFmlG8eSmZ+KkwMoH4UeW7NTzH34nq6zqGmnWtswTmvjh94qNNOu1ezs6uGDnsRRadM244ulNY+OqdVDA7wQAQHnI5qjJPDHnGJX9H1myUy+s/t52Iv3Tbw9r4tpMw3J2gE9dWa117V574ucBMArfNsBFoqKi9NVXX2nv3r2lwnp5YzSWeOedd3TmzBmNGDFCAQEBTq0VqAlqzRPrL3k4UFiQrxRY+e2aO7yTnli6y26sxu5RDTRr6PUyB/o4pExX8PO23xeBvrXkZwwAcDtkc6BmMSr7zx3eSWMXbbG9/tN7/1bntlfXuJwNwDEYIx1wkZ49e0qSPvvss1Lz0tLS7PqUpeTW0VGjRjmhOgA1mTnQR4tHxmrtkz00f0RnrX2yhxaPjCXcAwBwGWRzABVhDvTRG/d3sb3+aPSN5GzAg3EiHXCRIUOGqH79+po9e7YOHjxoaz98+LBmzpypkJAQDR48uMxlv/76a+3cuVMxMTHq3Lmzq0oGUMNENQpW7zaNFNUo2OhSAABwa2RzAFXRgpwNeDSGdgGqKDs7W08//bTt9blz55Sdna3ExERbW2pqqm06NDRUc+bM0X333aeOHTtq6NChqlOnjpYtW6ajR49q8eLFCg0NLfO9KnPFy6Xvf/jw4VJtf/vb39SgQYMKbCEAAABQM5DNAQCAs5msVqvV6CIAd5WamqqkpCQtXLjQLvBKUlZWliIjI8tdvqyv15o1a/TXv/5VO3fulCR17NhR48ePV9++ZT95vaCgQL/73e+Un5+vw4cPXzbQlzCZTOXOz8zMVERERKn2krasrKxylwfgYBaLFBRUPJ2XV6WHjdYWlkKLgkYX74u8OXnVetgoAKD2IZsDMISb5XUyM2AcrkgHqigiIqLMMH4lt9xyi2655ZYrd/yVn5+fTpw4UeH+/N8YAAAAPA3ZHAAAOBtjpAMVkJSUJJPJpKFDhxpdikPt27dPJpNJJpNJBw4cMLocAAAA4IrI5gAAwAhckQ6Uo0OHDkpOTra9jo6ONrAaxzObzXbbFxISYlwxAAAAQDnI5gAAwEiMkQ4AgJHcbMxFIzHeIwAAANyOm+V1MjNgHIZ2AcqRmppqu72ytt8+ajKZynzQEQAAAOAOyOYAAMBInEgHKqB///5KTk7WoEGDbG379+9XSkqK+vXrpyZNmlQo7J4/f14LFizQDTfcoIYNGyo4OFht2rTR2LFjdeTIkVL9p02bpj59+qhp06by9/dXWFiYOnfurOnTpys/P7/M9ygqKtKcOXMUExMjf39/NWzYUEOGDNHevXtL9S25fTQ5OVn169ev3E4BAAAADEA2BwAARmBoF6AcqampSkpK0sKFC5WYmFjmPC8vL7Vu3Vq7d+9W06ZNlZWVddn13XXXXfrggw/UokUL3XLLLfL19dUXX3yhzZs3Kzw8XDt37lTjxo1t/SMjI9WgQQO1a9dOV111lfLy8pSenq7vv/9e7du315YtWxQQEGD3Hg8++KDmz5+vNm3aKCEhQUePHtWyZcvk5+enLVu2qE2bNmXWVnKgUV79AJzAzW4VNRK3qQIAykM2B2AIN8vrZGbAODxsFKiiHj16aOvWrWrfvr38/f3l5+dXbv9t27bpgw8+UNeuXbVp0yZ5e3vb5o0ZM0azZs3SP/7xD02cONHWvmfPnjLXO2LECC1evFgLFy7Uo48+amvfsGGD5s+fr+7du2vt2rXy9fW19e/du7cefvhhZWRkVHfTAbihvUdzlXU8XxFhAYpqFGx0OQAAuBTZHIAr7DuaqxbNOXENeCpOpANV1Lx5czVv3rzC/X/88UdJUu/eve2CuiQlJCRo1qxZOnbsmF375Q4ABg0apMWLF2vfvn127fPnz5ckTZ482RbUJemmm25S3759tWbNGv33v/9Vy5YtK1w34K6O5xUaXYJjWAoV9uvk8bxCyVq5P80n88/quZXf6cvME7a22EizpgyMVmiAjwMLdT5L4cWf6fG8QhWcq3pMCQvyvXInAECtQTYHah93yPsn88/qhaXb9davr++Ys1kx1/3O0Kx9aWYG4FqcSAdcpG3btpKkdevWKSUlRXXrXvz6ffLJJ5Kk+Pj4Cq1r9erVkqTo6Gi79vT0dAUGBurGG28stUxJWM/IyKg1YT3/7HmjS4CBOk1eZ3QJDuF/tkB7fp3u9uIGnfEp/wq636pjkoL9vPXqsI7qEhmq7ZknNX7lt+ozY6OKatjgbUXWAtt0t5c2qI6pcvviUrtf6OuIkuDGAnyIsQCqjmyOmsjTjn/cIe/XMUlX1blgez1jSAc9k7bf0Kx9aWbOP3teJpNnfS5KkAVhBD51gIu0a9dOo0eP1pw5c9S2bVv17dtXvr6+2rZtm7788ks9//zzuvPOO8tcdubMmcrJyVFOTo42b96sr776Sn369NGIESNsfSwWiw4fPqzo6Gh5eXmVWkdUVJQklflgo5qqzcQ0o0sADFdklaYObKeEmHBJUkJMuKyyavQ7uwyuzFj8fqj9sqYlGF0CgBqMbI6aiHzjekVWKeWOttLU4te3tGus8wH+bpO1O01eV62LT2oysiCMwIl0wIVmz56tyMhIjRs3TrNnz7a133bbbRo0aNBll5s5c6YOHDhgez18+HDNnTvX7jbUU6dOSZLq169f5jrq1atn1w9A7dElMtTudddIs0GVAABQc5DNAVREx4gQu9dkbcBzcSIdcBGr1aqHH35YS5Ys0SuvvKIBAwYoICBAW7du1eOPP64bbrhB69at0w033FBq2aysLEnSkSNHtGHDBo0dO1axsbFKS0vT1Vdf7eItcR8M3eDZuCLnou2ZJ21XpEvStkvGS/dU/H4AAJSHbI6ayNPyjbvk/Z1ZObrlktfulLV3TLhZgb48/BRwFU6kAy6ycOFCzZs3T7NmzdJDDz1ka+/bt69WrVqlNm3aaNy4ccrIyLjsOho3bqx77rlHLVq0UNeuXfXUU09p2bJlki5e7XK5q1pOnz5t1682YEw0z7Zjws1Gl+AYFos0o3hy0zNxUmDlgvAjS3bq+Q+/k1VWdY00a1vmCU388HvFRpr12r0dnVCw81gKLbpmXPH0prFx1Too4PcDAKA8ZHPURJ6Wb9wh7z+yZKdeWP297UT6p98e1sS1mYZm7Uszc4BPXY/7XABG4tsGuEjJQ4ji4uJKzWvdurXCw8O1Y8eOCq2rS5cuCg0NVXp6uq0tMDBQ4eHhyszM1IULF0qNxVgy/mLJeIxATRcW5Gt0CY5xycOBwoJ8pcDKbdfc4Z30xNJdduM0do9qoFlDr5c50MdhZbqCn7f9vgj0rSU/YwCA2yGbA+7PHfL+3OGdNHbRFtvrP733b3Vue7WhWfvSzAzAteoYXQDgKc6ePStJ+uWXX0rNu3Dhgk6ePCnfCp40ysvL06lTp1S3rv3/hfXs2VMWi0WbN28utUxaWpqtD4Dawxzoo8UjY7X2yR6aP6Kz1j7ZQ4tHxta4k+gAALgS2RxARZgDffTG/V1srz8afSNZG/BgnEgHXOTGG2+UJE2dOlWFhYV28yZPnqyCggK7K2IOHDhgG3/xUufOndOYMWNUVFSkW2+91W7egw8+KEmaMGGC7eBAktavX6+0tDT16NFDLVu2dNQmAXAjUY2C1btNI0U1Cja6FAAA3B7ZHEBVtCBrAx6NoV2AKsrOztbTTz9te33u3DllZ2crMTHR1paammqbfvTRR7V48WKtX79erVq10i233CJ/f39t3bpVX3zxhcxms6ZOnWrrv2vXLt11113q3r27oqKi1KBBAx09elTr1q3TwYMHdd1112nKlCl2NcXFxWnUqFF64403dP311yshIUFHjx7VsmXLVK9ePc2dO9dp+wMAAAAwCtkcAAA4m8lqtVqNLgJwV6mpqUpKStLChQvtQrgkZWVlKTIystzlf/v1On36tF566SWtWrVK+/fv14ULF9SkSRP16dNH48eP1zXXXGPr+9NPP2nmzJnauHGjsrKylJOTo6CgILVu3VoDBw7Uo48+qsAyHkpYVFSkV199VfPmzdO+ffsUFBSkuLg4TZkypdwrXiIiImzbBcCFLBYpKKh4Oi+v0g8brU0shRYFjS7eF3lz8qr1sFEAQO1DNgdgCDfL62RmwDicSAfKUV5Yr20I64BB3CyYG4mDAgBAecjmAAzhZnmdzAwYhzHSgQpISkqSyWTS0KFDjS7Fofbt2yeTySSTyaQDBw4YXQ4AAABwRWRzAABgBMZIB8rRoUMHJScn215HR0cbWI3jmc1mu+0LCQkxrhgAAACgHGRzAABgJIZ2AQDASG52q6iRuE0VAAAAbsfN8jqZGTAOQ7sA5UhNTbXdXlnbbx81mUy2sRgBAAAAd0M2BwAARuJEOlAB/fv3V3JysgYNGmRr279/v1JSUtSvXz81adLkimF37969mjp1qnr06KHf/e538vHxUdOmTTVixAj98MMPl13uyJEjGjVqlMLDw+Xn56eWLVvqhRde0NmzZ8vsX1RUpDlz5igmJkb+/v5q2LChhgwZor1795bqW3L7aHJysurXr1/xHQIAAAAYhGwOAACMwNAuQDlSU1OVlJSkhQsXKjExscx5Xl5eat26tXbv3q2mTZsqKyurzHUNHTpUy5YtU3R0tLp166Z69erp22+/1aeffip/f3+lpaWpe/fudsscOXJEsbGxOnjwoAYMGKCWLVtq06ZN2rx5s2655RatXr1aderY/3/Ygw8+qPnz56tNmzZKSEjQ0aNHtWzZMvn5+WnLli1q06ZNmfWVHGhcrn4ATuJmt4oaidtUAQDlIZsDMISb5XUyM2AcHjYKVFGPHj20detWtW/fXv7+/vLz8yu3/y233KJnn31W7du3t2tfunSp7rnnHj300EP6/vvv7eY988wz+umnn/Taa6/p4YcfliRZrVYlJSVp0aJFWrRokZKSkmz9N2zYoPnz56t79+5au3atfH19JUkjRoxQ79699fDDDysjI8MRmw/Ajew9mqus4/mKCAtQVKNgo8sBAMDlyOYAXGHf0VxlFuSRuwEPxRXpQDnKu+rlt/z8/NS4ceMqXTVy3XXX6b///a9++eUXNWjQQJKUm5urhg0bqkmTJrbxEkscPnxYV199tWJjY7VlyxZb+7Bhw/Tuu+8qIyNDPXr0sHuPW2+9VWvWrNF//vMftWzZslQNXPWCmuB4XqHRJTiexaKwxmGSpONHjlfqCpeT+Wf13Mrv9GXmCVtbbKRZUwZGKzTAx+GlOpul0KJrxhXviwPTjjv06pqwIF+HrQsAYAyyOeC5DD0OuCSvt37yfZ3xKf6POqNy96WZmSvSAdfiinTADXh7e0uS6ta9+JXcunWrCgsL1bt3b7ugLknh4eFq166dvvzySxUUFNiuuElPT1dgYKBuvPHGUu/Rt29frVmzRhkZGWWG9Zou/+x5o0uAC3SavM7oEhzO/2yB9vw63e3FDbZgXhF1TFKwn7deHdZRXSJDtT3zpMav/FZ9ZmxUUQ38b/Iia4FtuttLG1THVPF9cSW7X+jrsHXBfQX4EG0BVB/ZHDWBpx3/GHkccGlenzGkgzq2bWJo7r40M+efPS+TybM+C+UhC8LZ+IQBBtu2bZu+//57denSRSEhIbb2kgcQRUVFlblcVFSU/v3vf+vHH39UmzZtZLFYdPjwYUVHR8vLy6vM/peut7ZpMzHN6BIAlyuySlMHtlNCTLgkKSEmXFZZNfqdXQZX5n74HeEZsqYlGF0CgBqObI6agmxjjFvaNZYC/dwmd3eavM6hF5/UdGRBOFudK3cB4CynTp3S/fffrzp16uill14qNU+S6tevX+ay9erVs+tX2f4AaocukaF2r7tGmg2qBACAmo1sDqAyyN2A5+GKdMAgBQUFuvPOO/XDDz9oypQp6tWrl9El1WgM2+AZuPKmtO2ZJ21XpEvStkvGS8dF/I4AAJSHbI6axtOyjTseB7hD7t4x4WbGSAdciBPpgAEKCws1cOBA/etf/9Kzzz6r8ePHl+pTcvXK5a5SOX36tF2/yvavbRgLzTPsmHCz0SU4nsUizSie3PRMXKUeNvrIkp16/sPvZJVVXSPN2pZ5QhM//F6xkWa9dm9HJxXsPMUPTiqe3jQ2zqEHBfyOAABcDtkcNZGnZRtDjwMuyeuffntYndpebWjuvjQzB/jU9bjPAmAkvm2AixUUFGjAgAFKS0vT2LFjNXXq1DL7XWncxL1796pOnTpq3ry5JCkwMFDh4eHKzMzUhQsXSo3FeKVxHYGaICzI1+gSHO+ShwOFBflKgRXfxrnDO+mJpbvsxmbsHtVAs4ZeL3Ogj0PLdAU/b/t9EehbC3/eAAC3QjYHagZDjwMuyet/eu/fOuPzH0nG5e5LMzMA1+JEOuBClwb1p59+Wi+++OJl+/7+97+Xr6+v1q5dK6vVKpPJZJt3+PBhffvtt4qNjZWf38UHi/Ts2VNLly7V5s2b1aNHD7v1paWl2foAqB3MgT5aPDJWe4/mKut4viLCAhTVKNjosgAAqBHI5gAq66PRNyqzwETuBjwUDxsFXKSgoED9+/dXWlqa/vSnP+nll18ut3+9evV0991368cff9Trr79ua7darXr22WdVVFSkBx54wG6ZBx98UJI0YcIEnT171ta+fv16paWlqUePHmrZsqUDtwqAO4hqFKzebRoR5gEAqCCyOYCqaEHuBjwaV6QDVZSdna2nn37a9vrcuXPKzs5WYmKirS01NdU2/dBDD+mzzz5T48aNFRwcrJSUlFLrTExMVEREhO31tGnTtGHDBj366KNat26dWrZsqc8//1ybN29W3759df/999stHxcXp1GjRumNN97Q9ddfr4SEBB09elTLli1TvXr1NHfuXEdtPgAAAOA2yOYAAMDZOJEOVFFeXp4WLVpk12axWOzaLg3rWVlZkqQjR45o0qRJZa6zV69edmE9PDxcX375pSZMmKDVq1fr448/VrNmzTRp0iQ988wzqlOn9E0l8+bNU0xMjObNm6dXXnlFQUFBuuOOOzRlyhSueAEAAECtRDYHAADOxol0oIoiIiJktVor3D89Pb1K7xMeHq4333yzwv3r1Kmjxx57TI899liV3g8AAACoacjmAADA2RgjHaiApKQkmUwmDR061OhSHGrfvn0ymUwymUw6cOCA0eUAAAAAV0Q2BwAARuCKdKAcHTp0UHJysu11dHS0gdU4ntlsttu+kJAQ44oBAAAAykE2BwAARjJZK3P/GwAAcCyLRQoKKp7Oy5MCA42tx0CWQouCRhfvi7w5eQr09dx9AQAAADfhZnmdzAwYh6FdgHKkpqbabq+s7bePmkwmu4cpAQAAAO6EbA4AAIzEiXSgAvr376/k5GQNGjRIkmS1WvXpp5/q4YcfVkxMjOrXr6+AgAC1b99eU6dOVUFBQYXW+8gjj9iC8pEjR0rNT0xMtAvTl/5r1apVqf6bNm3SU089pU6dOiksLEx+fn5q1aqVnnnmGeXk5JTqX3L7aHJysurXr1+5nQIAAAAYgGwOAACMwBjpQAUMGDBAiYmJtteFhYW67bbb5Ovrq169eqlv374qKChQWlqannvuOa1atUoZGRny9/e/7DrXr1+v119/XYGBgbJYLOW+/xNPPFFqjMQGDRqU6jdo0CBlZ2erW7duGjFihEwmk9LT0/XSSy9pxYoV2rJli6666ipbf7PZrJSUFEnFV/gAAAAA7o5sDgAAjMCJdKAKvLy8NGXKFD3yyCN2IfrcuXO666679NFHH2nOnDn685//XObyubm5GjlypAYOHKjjx48rIyOj3PcbM2ZMhW7tfPLJJzVixAiFh4fb2qxWqx599FHNnTtXkyZN0quvvlqhbQRQM+09mqus4/mKCAtQVKNgo8sBAMDpyOYAXGXf0VxlFuSRtQEPxYl0oAq8vb01fvz4MtufffZZffTRR8rIyLhsWH/qqaeUm5ur1157TXfffbfD6nrmmWdKtZlMJj3//POaO3fuFQ8KgJrkeF6h0SU4hqVQYb9OHs8rlKxV+9N8Mv+snlv5nb7MPGFri400a8rAaIUG+DigUOezFF78mR7PK1TBuerFlLAg3+qWBACoAcjmQO1naPa/JK/fMWezzvj4STIua/82M/OwUcB1OJEOOJi3t7ckqW7dsr9en332mebPn6+33npLjRo1qtA6V69erdzcXPn6+iomJka9evWSl5eXw2ryNPlnzxtdAhyg0+R1RpfgEP5nC7Tn1+luL26wBfPKqmOSgv289eqwjuoSGartmSc1fuW36jNjo4qsjqvXmYqsF8ew7fbSBtUxVW1flNj9Qt/qloRaIMCHv32AJyObozbx5OMYI7P/pXl9xpAO6ti2iaFZ+7eZ+Ye/9HdtAW6AfAej8MkDHGzBggWSpD59+pSad/r0aY0aNUq33Xab7rvvvgqvc/To0XavW7ZsqXfffVcdO3asdk2eqM3ENKNLAByuyCpNHdhOCTHFt48nxITLKqtGv7PL4MqMw3cdkpQ1LcHoEgAYiGyO2oRsY7xb2jWWAv3cKmt74ueCfAej1DG6AKA2WbNmjebNm6fWrVtr5MiRpeaPGTNGp06d0rx58yq0vp49e2rFihU6ePCgzpw5oz179mjMmDHav3+/+vTpo59//vmK6/j66681adIkXXXVVRo7dmyltwlAzdElMtTudddIs0GVAABgPLI5AGciawOehyvSAQf56quvdPfdd6t+/fpavny5fH3tx+b99NNPtXDhQr3++uu6+uqrK7TOpKQku9etWrXSjBkzFBAQoKlTp2rGjBl6+eWXL7t8Zmambr/9dl24cEFLly5VgwYNKr9htRDDPdQOnnjlxZVszzxpuyJdkrZdMl66J+K7DgCei2yO2siTs407Zn93ydqe/LkAXI0T6YAD7Nq1S3369JHJZFJaWpratm1rNz8/P18PPPCA4uLi9OCDD1b7/UaOHKmpU6dq8+bNl+1z4MABxcXF6ZdfftGKFSsUFxdX7fetLRhPrXbYMeFmo0twDItFmlE8uemZOCmwag8LemTJTj3/4XeyyqqukWZtyzyhiR9+r9hIs167t2K3mhvNUmjRNeOKpzeNjav2g5P4rgOAZyKbo7by5GxjaPa/JK9/+u1hdWp7taFZ+7eZ2ZM/F4Cr8W0Dqmnnzp3q3bu3Lly4oM8++0xdunQp1efYsWM6dOiQDh06pDp1yh5RKTy8+CrSXbt2qUOHDuW+Z8nVK/n5+WXOz8rKUlxcnH7++WctX75ct99+eyW2CKgZwoJ8r9ypJjBdfGhUWJCvFFi17Zo7vJOeWLrLbpzG7lENNGvo9TIH+lS7TFfw87bfF4G+teRnDABwGbI5UDsZmv0vyet/eu/fOuPzH0nGZe3fZmYArsOJdKAadu7cqZtvvlnnz59XWlqaYmNjy+wXHBxc5riMkrR69WodOXJEw4YNk7+/v8LCwq74vl9++aUkKSIiotS8rKws9erVSz///LOWLVum/v097wnegCcyB/po8chY7T2aq6zj+YoIC1BUo2CjywIAwGXI5gCc7aPRNyqzwETWBjwUJ9KBKioJ6ufOndOaNWt0ww03XLZvWFiY3njjjTLn9erVS0eOHNHf//53NW7c2NZ+5MgRWSwWXXvttXb9Dx06pMcff1ySdM8999jNKwnqhw4d0rJlyzRw4MCqbh6AGiqqUTChHgDgccjmAFyhRaNgtajiUIwAaj5OpANVcOLECd188806efKkbrnlFq1du1Zr16616xMSEqIxY8ZU+T1++OEHxcfHq1u3bmrVqpXMZrOysrL08ccfy2Kx6P7779eQIUPslunVq5cOHDig3//+9/rmm2/0zTfflFpvSkpKlWsCAAAA3A3ZHAAAuAIn0oEqOH36tE6ePClJWrNmjdasWVOqzzXXXFOtsH7ttddq5MiR2rZtm95//33l5uaqfv36+sMf/qCRI0fq7rvvLrXMgQMHJElffPGFvvjiizLXS1gHAABAbUI2BwAArsCJdKAKIiIiZLVaHbKu9PT0MtubNm2q+fPnV2pdjqoJAAAAqCnI5gAAwBXKfkQ5ADtJSUkymUwaOnSo0aU41L59+2QymWQymWxXzAAAAADujGwOAACMwBXpQDk6dOig5ORk2+vo6GgDq3E8s9lst30hISHGFQMAAACUg2wOAACMZLJyvxkAAMaxWKSgoOLpvDwpMNDYegxkKbQoaHTxvsibk6dAX8/dFwAAAHATbpbXycyAcRjaBXCg1NRU2+2YNeF20wkTJtjVy8OOAAAAUFuQzQEAgCNxIh1wgv79+ys5OVmDBg2ytUVERNgF47L+ff7553brOX/+vBYsWKAbbrhBDRs2VHBwsNq0aaOxY8fqyJEjZb73zp07NXjwYEVGRsrf31/XXHON+vfvr40bN5bqGx8fr+TkZN1///2O3QEAAACAmyCbAwAAR2CMdMAJBgwYoMTERLu2MWPGKCcnp1Tf7OxsvfrqqwoNDVWXLl3s5t1999364IMP1KJFCw0dOlS+vr764osv9PLLL+vtt9/Wzp071bhxY1v/VatW6a677pKvr68GDhyopk2b6uDBg1q5cqX++c9/auHChXZ1xcfHKz4+Xunp6Vq0aJEjdwEAAADgFsjmAADAETiRDrjImDFjymz/+9//LkkaPny4/Pz8bO3btm3TBx98oK5du2rTpk3y9va2W9esWbP0j3/8QxMnTrS1jx8/XlarVVu2bFGHDh1s7Tt37lTnzp31wgsvlDqIAFB77D2aq6zj+YoIC1BUo2CjywEAwG2RzQFUB7kb8EycSAcM9uabb0qSRo4cadf+448/SpJ69+5tF9QlKSEhQbNmzdKxY8dKLfO73/3OLqhLUseOHRUeHl6qP1AbHM8rNLqE6rEUKuzXyeN5hZK18n+aT+af1XMrv9OXmSdsbbGRZk0ZGK3QAB8HFep8lsKLP8vjeYUqOFf1mBIW5OuIkgAAHoZsDrg3Q7L/JXl9/7Fcjf/sG0Nz9+UyM/kXcD5OpAMG2rJli/bs2aPOnTurffv2dvPatm0rSVq3bp1SUlJUt+7Fr+snn3wiqfj2z98u8/XXX+ubb75RTEyMrf3rr7/W4cOHdfvttztrU9xC/tnzRpcAA3SavM7oEqrF/2yB9vw63e3FDTrj41du/7LUMUnBft56dVhHdYkM1fbMkxq/8lv1mbFRRVbH1utMRdYC23S3lzaojqny+6LE7hf6OqIk1AABPsRZAI5BNoc741inmBHZ/9K83m/OZtWtF2xo7r5cZvak/Ev+g1H45AEGKrniZdSoUaXmtWvXTqNHj9acOXPUtm1b9e3bV76+vtq2bZu+/PJLPf/887rzzjvtlpk+fbpuv/12/eEPf9DAgQN19dVX63//+58++OADde/eXfPmzXPJdhmlzcQ0o0sADFFklaYObKeEmHBJUkJMuKyyavQ7uwyuzDj8PvAcWdMSjC4BQC1BNoc7I9u4B3fO3Z70GSH/wSicSAcMkpeXp/fee08BAQG65557yuwze/ZsRUZGaty4cZo9e7at/bbbbtOgQYNK9e/Zs6c2btyowYMH6+2337a1N23aVElJSQoPD3f8hgBwC10iQ+1ed400G1QJAAA1D9kcQEWRuwHPxYl0wCDLli1TXl6e7r//ftWrV6/UfKvVqocfflhLlizRK6+8ogEDBiggIEBbt27V448/rhtuuEHr1q3TDTfcYFvm008/1dChQ3X77bfro48+UkREhA4cOKCpU6cqKSlJ33zzjaZPn+7KzXQpT7qVDRd50pUX5dmeedJ2ZYwkbbtk3EZPxO8DAEBlkM3h7sg2xdwh+7tr7uYzAjgfJ9IBg7zxxhuSyr51VJIWLlyoefPmadasWXrooYds7X379tWqVavUpk0bjRs3ThkZGZKkEydOaNiwYYqKitLixYtVp04dSVKrVq20aNEi7d27V7NmzdKjjz6qa6+91slbZwzGSfNMOybcbHQJ1WOxSDOKJzc9EycFBlZ6FY8s2annP/xOVlnVNdKsbZknNPHD7xUbadZr93Z0cMHOYym06JpxxdObxsYp0Lfy+6IEvw8AAJVBNoe7I9sUMyT7X5LXu0SEGp67L5eZ+YwAzse3DDDA7t279cUXX6hVq1bq1q1bmX1Wr14tSYqLiys1r3Xr1goPD9eOHTtsbZs3b1ZOTo569uxpC+olTCaT4uLi9MUXX2jXrl2EddQqNf7p9KaLD44KC/KVAiu/PXOHd9ITS3fZjc3YPaqBZg29XuZAH4eU6Qp+3vb7ItC3hv9sAQA1AtkcqDkMyf6X5PWZQ6/XEx/919DcTWYGjMOJdMAAJQ8yGjly5GX7nD17VpL0yy+/lJp34cIFnTx5UgEBARXqf2m7L39kgVrHHOijxSNjtfdorrKO5ysiLEBRjYKNLgsAgBqBbA6gosjdgGerc+UuABzp3LlzWrx4sby9vTVixIjL9rvxxhslSVOnTlVhYaHdvMmTJ6ugoMDuipjf//738vLy0vvvv69vvvnGrv/333+vd999V76+vnbjNgKoXaIaBat3m0aEeQAAKohsDqAqyN2AZ+KKdMDF/vnPf+qXX37RnXfeqauuuuqy/R599FEtXrxY69evV6tWrXTLLbfI399fW7du1RdffCGz2aypU6fa+jdp0kTPPvusJk+erC5dumjAgAGKiIjQTz/9pJUrV6qwsFAvv/yyGjRo4IrNBAAAANwe2RwAAFQUJ9IBFyu5dfRyDzIqERwcrK1bt+qll17SqlWrlJqaqgsXLqhJkyZ68MEHNX78eF1zzTV2y/zlL39RTEyM5s2bp7Vr1+r06dOqX7++evbsqccee0y3336707YLAAAAqGnI5gAAoKI4kQ642CeffFLhvvXq1dPkyZM1efLkCi8zePBgDR48uCqlAQAAAB6FbA4AACqKMdIBJ0hKSpLJZNLQoUONLqVcEyZMkMlkshvPEQAAAKhNyOYAAMARuCIdcKAOHTooOTnZ9jo6OtrAaq4sPj5edete/DXQq1cv44oBAAAAHIhsDgAAHMlktVqtRhcBAIDHslikoKDi6bw8KTDQ2HoMZCm0KGh08b7Im5OnQF/P3RcAAABwE26W18nMgHEY2gVwoNTUVJlMJtu/mnL7aMm/lJQUo0sCAAAAHIJsDgAAHIkT6YAT9O/fX8nJyRo0aJCt7YMPPtCgQYMUFRWlevXqKSgoSG3bttWYMWN06NChMtcze/ZsJSUlKSYmRnXr1pXJZFJ6evpl33fatGnq06ePmjZtKn9/f4WFhalz586aPn268vPzS/WPj49XcnKy7r///mpvMwAAAOCOyOYAAMARGCMdcIIBAwYoMTHRrm3lypX697//rS5duig8PFyS9PXXX+uVV17RokWLtGnTJrVt29Zumccff1ySFB4eroYNG+rIkSPlvu+8efPUoEED9e7dW1dddZXy8vKUnp6up556Sm+99Za2bNmigIAAW//4+HjFx8crPT1dixYtcsCWAwAAAO6FbA4AAByBE+mAi8yfP19+fn6l2t98802NGjVKKSkpWr58ud28jz/+WJ06dVLjxo310EMPad68eeW+x549e8p8jxEjRmjx4sVauHChHn300eptCAC3svdorrKO5ysiLEBRjYKNLgcAgBqBbA7AkcjkgGfgRDrgImWFaEkaPHiwRo0apX379pWal5CQ4JD3GDRokBYvXlzmewA1yfG8QqNLcDxLocJ+nTyeVyhZK/an+WT+WT238jt9mXnC1hYbadaUgdEKDfBxQqHOZym8+PM9nleognPVjylhQb7VXgcAoPYhmwM1n8uODcrJ60Zk8opmZnIw4HicSAcMtnr1aklSdHR0jX4Po+WfPW90CXCBTpPXGV2Cw/mfLdCeX6e7vbhBZ3zKPuj+rTomKdjPW68O66gukaHannlS41d+qz4zNqrI6rx6nanIWmCb7vbSBtUxVWxflGf3C32rvQ7UDAE+xFoA1Uc2R23gKcdGrjo2KC+vG5HJK5qZycEXkRPhKHySABdbtWqVvv76a+Xn5+v7779XWlqaIiMj9cILLzjsPWbOnKmcnBzl5ORo8+bN+uqrr9SnTx+NGDHCYe/hbtpMTDO6BMCliqzS1IHtlBBTPK5rQky4rLJq9Du7DK7MvfC7wXNkTavclaIAIJHNUTuRf1zHnTM5n4OLyIlwFE6kAy62atUqu4cHde7cWUuXLlVkZKTD3mPmzJk6cOCA7fXw4cM1d+5ceXt7O+w9ABivS2So3euukWaDKgEAoGYimwOoLjI54Dk4kQ64WGpqqlJTU3Xq1Cnt2rVLzz33nDp16qQPPvhA8fHxDnmPrKwsSdKRI0e0YcMGjR07VrGxsUpLS9PVV1/tkPdwN9y25hm4qsLe9syTtqtfJGnbJWMzohi/GwAA5SGbozbylPzjLscG7prJPeVzALgSJ9IBg9SvX1+9evXSp59+quuuu04jRoxQZmamQ69Mady4se655x61aNFCXbt21VNPPaVly5Y5bP3uhDHPPMOOCTcbXYLjWSzSjOLJTc/ESYGBFVrskSU79fyH38kqq7pGmrUt84Qmfvi9YiPNeu3ejk4s2HkshRZdM654etPYOAX6VmxflIffDQCAiiCbozbxlPzjsmODcvK6EZm8opnZUz4HgCvxrQIMVq9ePf3+97/XqlWrtG/fPrVu3drh79GlSxeFhoYqPT3d4esGXKlWPnnedPFhUGFBvlJgxbZx7vBOemLpLrvxF7tHNdCsodfLHOjj8DJdwc/bfl8E+tbCnzcAwK2RzYGaw2XHBuXkdSMyOZkZMA4n0gE38PPPP0uS6tZ1zlcyLy9Pp06dUuPGjZ2yfgCuZw700eKRsdp7NFdZx/MVERagqEbBRpcFAECNRzYHUFFkcsCz1DG6AMATFBYW6osvvihz3sKFC7Vt2za1aNFCUVFRVX6PAwcO2MZfvNS5c+c0ZswYFRUV6dZbb63y+gG4p6hGwerdphGBHQCACiKbA3A0MjngGbgiHXCBM2fO6IYbblB0dLQ6dOigJk2a6NSpU9q2bZt27typoKAgLVy4sNRy06ZN0w8//CBJ2rp1q60tNTVVkjRq1Ch169ZNkrRr1y7ddddd6t69u6KiotSgQQMdPXpU69at08GDB3XddddpypQprtlgAAAAwE2RzQEAQFVwIh1wgcDAQE2aNEkbNmzQ+vXrlZ2dLW9vb0VERGjMmDF68skn1axZs1LLrVmzRhkZGXZtaWkXn0zeq1cvW1jv2LGjnnjiCW3cuFErV65UTk6OgoKC1Lp1a40ePVqPPvqoAiv4EEMAAACgtiKbAwCAquBEOuAC3t7emjhxoiZOnFip5SrzAKJmzZpp+vTplawMAAAA8CxkcwAAUBWMkQ44QVJSkkwmk4YOHWp0KeWaMGGCTCaT4uLijC4FAAAAcAqyOQAAcASuSAccqEOHDkpOTra9jo6ONrCaK4uPj1fduhd/DfTq1cu4YgAAAAAHIpsDAABHMlmtVqvRRQAA4LEsFikoqHg6L0/y4PFSLYUWBY0u3hd5c/IU6Ou5+wIAAABuws3yOpkZMA5DuwDlSE1Nlclksv1z99tBK2vfvn122xcREWF0SQAAAECZyOYAAMBInEgHKqB///5KTk7WoEGDbG379+9XSkqK+vXrpyZNmlQo7M6ePVtJSUmKiYlR3bp1ZTKZrvjQojVr1ujmm29WSEiI/P391a5dO02fPl0XLly47DK5ublKTk5WdHS0AgICFBISoo4dO2rSpEl2/cxms5KTk5WcnKz69etfcT8AAAAARiObAwAAIzBGOlABAwYMUGJiol3b559/rkmTJsnLy0utW7fWkSNHrriexx9/XJIUHh6uhg0bXnGZV155RU888YTq1aunO++8UyEhIVq3bp2eeuopbd26VcuXLy+1zE8//aT4+Hj9+OOPuvnmm5WQkKDCwkLt27dPK1assBsn0mw2KyUlRVLxFT4AAACAuyObAwAAI3AiHaiiHj16aOvWrWrfvr38/f3l5+d3xWU+/vhjderUSY0bN9ZDDz2kefPmXbbvoUOH9Oc//1mhoaHatWuXrrnmGknS+fPnNWjQIL3//vtaunSp3S2tFy5c0KBBg/Tzzz9r/fr1iouLs1vn+fPnq7i1AGqCvUdzlXU8XxFhAYpqFGx0OQAAuAzZHIDRyOJA7ceJdKCKmjdvrubNm1dqmYSEhAr3/fTTT3X27Fk98cQTtqAuSXXr1tWkSZP04Ycfau7cuXZh/f3339f27dv1/PPPlwrqJcsCtc3xvEKjS6geS6HCfp08nlcoWSv/PT2Zf1bPrfxOX2aesLXFRpo1ZWC0QgN8HFSo81kKL/4sj+cVquBc9X9nhQX5VnsdAAD3RzYHPJfTjweukNddncWvlJnJv4Dz8JcbcFNHjx6VJEVGRpaaV9K2ZcsWFRYWyte3+A/lsmXLJEmDBw/WwYMHtXr1auXk5Ojaa6/VrbfeqqCSJ43XQvlnuaLHU3WavM7oEqrF/2yB9vw63e3FDTrjc+Ur6H6rjkkK9vPWq8M6qktkqLZnntT4ld+qz4yNKrI6tl5nKrIW2Ka7vbRBdUyV3xe/tfuFvtVeB2quAB+iLgDHIJvDXXEc5PzjgSvldVdn8StlZk/Mv2Q+uAqfNMBNNWzYUJKUmZlZal5J2/nz5/Xjjz+qdevWkqSvvvpKkrRp0yY9+eSTKrzkf6obNmyo9957T7169XJy5cZoMzHN6BIAwxRZpakD2ykhJlySlBATLqusGv3OLoMrMx6/Gzxb1rSKX20KAOUhm8NdkXWM525Z3BM/E2Q+uEodowsAULbevXvLy8tLb775pg4ePGhrP3/+vCZNmmR7nZOTY5s+duyYJOmxxx7TmDFjdPDgQf3yyy965ZVXdOrUKQ0YMECHDx922TYAcJ0ukaF2r7tGmg2qBACA2odsDqA8ZHHAM3BFOuCmIiMjNX78eP3lL39Ru3btdOedd6p+/fpav369fvrpJzVr1kw//fSTvLy8bMsUFRVJkm6//XZNmzbN1v7YY4/p0KFDevHFF/Xmm29qwoQJLt8eZ/PE29dQzBOvuCjL9syTtqtgJGnbJWM0ejJ+NwAAHIFsDndF1nGP4wF3yuJ8JgDn4UQ64MZeeOEFtWzZUrNnz9bSpUvl5eWl7t27691337U9yKjkNlNJql+/vrKzs9WvX79S67rjjjv04osv2m4xrW0YE81z7Zhws9ElVI/FIs0ontz0TJwUGFjpVTyyZKee//A7WWVV10iztmWe0MQPv1dspFmv3dvRwQU7j6XQomvGFU9vGhunQN/K74vf4ncDAMBRyOZwR2QdFxwPXCGvuzqLXykz85kAnIdvF+Dmhg8fruHDh9u1FRYWau/evTKbzXYPPLruuuuUnZ2tkJCQUuspaTtz5owzywVcrsY/ld508QFRYUG+UmDlt2fu8E56Yukuu3EYu0c10Kyh18sc6OOQMl3Bz9t+XwT61vCfLQCg1iGbA+7H6ccDV8jrrs7iZGbAOJxIB2qg999/X4WFhRo5cqRde3x8vDZv3qzdu3frzjvvtJu3e/duSVJERISrygTgIuZAHy0eGau9R3OVdTxfEWEBimoUbHRZAAB4BLI54NnI4oDn4GGjgBs7ffp0qbY9e/boqaeeUr169TRu3Di7eUlJSfL19dXs2bN16NAhW3tubq6mTp0qSRoyZIhziwZgmKhGwerdphHBHQAAJyCbAygPWRyo/bgiHaii7OxsPf3007bX586dU3Z2thITE21tqampdstMmzZNP/zwgyRp69attraSfqNGjVK3bt1s/Z966int3LlTXbp0kdls1t69e/XRRx+pTp06WrVqlZo2bWq3/sjISL388st6/PHH1b59ew0cOFC+vr5avXq1srKy9OCDD+qmm25y4F4AAAAAjEc2BwAAzsaJdKCK8vLytGjRIrs2i8Vi1/bbsL5mzRplZGTYtaWlXXzCeK9evezCep8+ffTDDz9o+fLlys3NVePGjXXvvfdq/Pjxuvbaa8us67HHHlNERIRefvllLV26VOfPn1fbtm01fvx4PfDAA1XdXAAAAMBtkc0BAICzcSIdqKKIiAhZrdZKLZOenl6p/oMHD9bgwYMrtYwk3XHHHbrjjjsqvRwAAABQE5HNAQCAszFGOlABSUlJMplMGjp0qNGlONS+fftkMplkMpl04MABo8sBAAAArohsDgAAjMAV6UA5OnTooOTkZNvr6OhoA6txPLPZbLd9ISEhxhUDAAAAlINsDgAAjGSyVvb+NwAA4DgWixQUVDydlycFBhpbj4EshRYFjS7eF3lz8hTo67n7AgAAAG7CzfI6mRkwDkO7AA6Umppqux2zJtxuOmHCBLt6U1JSjC4JAAAAcAiyOQAAcCROpANO0L9/fyUnJ2vQoEG2toiICLtgXNa/zz//3G49BQUF+stf/qI2bdrIz89PoaGhuvXWW7V58+ZS72mxWPT2229ryJAhatmypfz9/RUSEqKePXvq3XffLbPO+Ph4JScn6/7773fsDgAAAADcBNkcAAA4AmOkA04wYMAAJSYm2rWNGTNGOTk5pfpmZ2fr1VdfVWhoqLp06WJrLygo0E033aQtW7YoJiZGDz/8sHJycrRixQr17NlTK1asUP/+/W39P//8c913330KCwvTTTfdpLvuukvHjh3TBx98oGHDhmnLli2aPXu23XvHx8crPj5e6enpWrRokUP3AQAAAOAOyOYAAMAROJEOuMiYMWPKbP/73/8uSRo+fLj8/Pxs7XPmzNGWLVs0ePBgvfvuu/Ly8pJUfMtnx44d9cADDyg+Pl7BwcGSpPDwcC1ZskSDBw+Wt7e3bT1Tp05VbGys5syZoxEjRtgdEACo+fYezVXW8XxFhAUoqlGw0eUAAFAjkM0BOAv5HKi9OJEOGOzNN9+UJI0cOdKufdWqVZKklJQUW1CXpGuvvVZ//OMfNXPmTL3//vtKSkqSJLVv317t27cvtf5GjRrp//7v/zR+/HhlZGQQ1lFrHM8rNLoEx7AUKuzXyeN5hZK1Yn+aT+af1XMrv9OXmSdsbbGRZk0ZGK3QAB8nFOp8lsKLP9PjeYUqOFf9mBIW5FvtdQAAPAfZHKjZnHKMUMG87qp8XpnMTBYGHIsT6YCBtmzZoj179qhz586lgvbRo0clSZGRkaWWK2n717/+ZQvr5Sm5CqZuXc/5yuefPW90CXCyTpPXGV2CQ/ifLdCeX6e7vbhBZ3z8yu1foo5JCvbz1qvDOqpLZKi2Z57U+JXfqs+MjSqyOq9eZyqyFtimu720QXVMFdsX5dn9Qt9qrwM1Q4CP5/yNA+AcZHPUdp5wjOSMY4SK5nVX5fPKZGay8EVkRTgCnyLAQCVXvIwaNarUvIYNG2rfvn3KzMxUmzZt7OZlZmZKkv773/9e8T0uXLigt956SyaTSTfffLMDqq4Z2kxMM7oEwKmKrNLUge2UEBMuSUqICZdVVo1+Z5fBlbkXfhd4jqxpCUaXAKCGI5ujtiMXOZc75nN+5heRFeEIdYwuAPBUeXl5eu+99xQQEKB77rmn1Pxbb71VkvTCCy/owoULtvbMzEwtWLBAksp8QNJvPf/88/r222+VlJSk6OhoxxQPwC10iQy1e9010mxQJQAA1GxkcwCOQD4HajeuSAcMsmzZMuXl5en+++9XvXr1Ss0fM2aMli5dqmXLlumHH35QfHy8cnJytGLFCkVEROibb76xG5+xLP/4xz/017/+Vddff71mzZrlrE1xS9zCVvtxdYW0PfOk7YoXSdp2yXiMKMbvAgBARZDN4Qk8IRcZfYzgbvncE37mgCtxIh0wyBtvvCGp7FtHJSk4OFibN2/WCy+8oJUrV2rOnDm66qqr9NBDD+n2229Xjx491LBhw8uuf+HChXrooYfUrl07rV27VkFBQU7ZDnfF+Ge1344JteR2aItFmlE8uemZOCkwsEKLPbJkp57/8DtZZVXXSLO2ZZ7QxA+/V2ykWa/d29GJBTuPpdCia8YVT28aG6dA34rti/LwuwAAUBFkc3gCT8hFTjlGqGBed1U+r0xm9oSfOeBKfKMAA+zevVtffPGFWrVqpW7dul22X0hIiKZPn67p06fbtaempkqSOnfuXOZyCxYs0AMPPKA2bdpo/fr1CgsLK7MfUJPVmifQmy4+9CksyFcKrNh2zR3eSU8s3WU35mL3qAaaNfR6mQN9HF6mK/h52++LQN9a8jMGALg1sjlQezjlGKGCed1V+ZzMDBiHE+mAAUoeZDRy5MgqLb9kyRJJ0tChQ0vNW7BggUaNGqXWrVvrX//6V7lXxgCoucyBPlo8MlZ7j+Yq63i+IsICFNUo2OiyAACoccjmAByBfA7UfpxIB1zs3LlzWrx4sby9vTVixIhy+54+fbrUGI0zZszQunXrNHDgQHXp0sVu3ptvvqkHHnhArVq10r/+9S9dddVVDq8fgHuJahRMQAcAoIrI5gAcjXwO1F6cSAdc7J///Kd++eUX3XnnnVcM002aNFFcXJyioqJkMpmUnp6uHTt2qHPnzrYrZ0r861//0gMPPCCr1aoePXpo7ty5pdbXoUMHDRgwwJGbAwAAANRYZHMAAFBRnEgHXKwkZF/uQUaXGj58uDZs2KD169fLZDKpZcuWevnll/XYY4/J9zfjoP3000+yWq2SpHnz5pW5vvvvv5+wDgAAAPyKbA4AACqKE+mAi33yyScV7lvWlSuXk5iYqMTExCpUBAAAAHgmsjkAAKioOkYXANRGSUlJMplMZT5wyJ1MmDBBJpNJcXFxRpcCAAAAOAXZHAAAOAJXpAMO1KFDByUnJ9teR0dHG1jNlcXHx6tu3Yu/Bnr16mVcMQAAAIADkc0BAIAjmawlA7cBAADXs1ikoKDi6bw8KTDQ2HoMZCm0KGh08b7Im5OnQF/P3RcAAABwE26W18nMgHEY2gUoR2pqqkwmk+2fu98OWln79u2z276IiAijSwIAAADKRDYHAABG4kQ6UAH9+/dXcnKyBg0aZGvbv3+/UlJS1K9fPzVp0qRCYff8+fNasGCBbrjhBjVs2FDBwcFq06aNxo4dqyNHjpTqn5iYaBemL/3XqlWry75Pbm6ukpOTFR0drYCAAIWEhKhjx46aNGmSXT+z2azk5GQlJyerfv36ldspAAAAgAHI5gAAwAiMkQ5UwIABA5SYmGjX9vnnn2vSpEny8vJS69atywzbv3X33Xfrgw8+UIsWLTR06FD5+vrqiy++0Msvv6y3335bO3fuVOPGjUst98QTTygkJMSurUGDBmW+x08//aT4+Hj9+OOPuvnmm5WQkKDCwkLt27dPK1assBsn0mw2KyUlRVLxFT4AAACAuyObAwAAI3AiHaiiHj16aOvWrWrfvr38/f3l5+dXbv9t27bpgw8+UNeuXbVp0yZ5e3vb5o0ZM0azZs3SP/7xD02cOLHUsmPGjKnQrZ0XLlzQoEGD9PPPP2v9+vWKi4uzm3/+/PmKbRyAGmPv0VxlHc9XRFiAohoFG10OAACGIJsDcBfkc6D24kQ6UEXNmzdX8+bNK9z/xx9/lCT17t3bLqhLUkJCgmbNmqVjx45Vq6b3339f27dv1/PPP18qqEtS3bp85VHzHc8rNLoEx7IUKuzXyeN5hZK1Yt/Tk/ln9dzK7/Rl5glbW2ykWVMGRis0wMcJhTqfpfDiz/Z4XqEKzlXvd1ZYkG91SwIA1BBkcwBOO06oYF53VT6vbGYmEwOOw19uwEXatm0rSVq3bp1SUlLsgvMnn3wiSYqPjy9z2dWrVys3N1e+vr6KiYlRr1695OXlVarfsmXLJEmDBw/WwYMHtXr1auXk5Ojaa6/VrbfeqqCSJ417sPyzXPlT03WavM7oEhzK/2yB9vw63e3FDTrjU/4VdCXqmKRgP2+9OqyjukSGanvmSY1f+a36zNioIqvz6nWmImuBbbrbSxtUx1SxfXE5u1/oW92SUIME+BBrAVQc2Ry1mace8zjrOKGied1V+byymdmTMzH5EI7GJwpwkXbt2mn06NGaM2eO2rZtq759+8rX11fbtm3Tl19+qeeff1533nlnmcuOHj3a7nXLli317rvvqmPHjnbtX331lSRp06ZNevLJJ1V4yf9UN2zYUO+995569erl2A2rYdpMTDO6BMAhiqzS1IHtlBATLklKiAmXVVaNfmeXwZW5D77vniVrWoLRJQCoQcjmqM3IQMZw13zuyZ8H8iEcrY7RBQCeZPbs2fr73/+uzMxMzZ49W3/729+0ceNG3XTTTRo0aFCp/j179tSKFSt08OBBnTlzRnv27NGYMWO0f/9+9enTRz///LNd/5LbTx977DGNGTNGBw8e1C+//KJXXnlFp06d0oABA3T48GGXbCsA5+sSGWr3umuk2aBKAACoecjmAByNfA7UblyRDriI1WrVww8/rCVLluiVV17RgAEDFBAQoK1bt+rxxx/XDTfcoHXr1umGG26wLZOUlGS3jlatWmnGjBkKCAjQ1KlTNWPGDL388su2+UVFRZKk22+/XdOmTbO1P/bYYzp06JBefPFFvfnmm5owYYKTt9Z9efJtbbWFJ19R8VvbM0/arniRpG2XjMcIvu8AgMsjm6M289QM5A7HCe6Yzz318wA4AyfSARdZuHCh5s2bp1mzZumhhx6ytfft21erVq1SmzZtNG7cOGVkZFxxXSNHjtTUqVO1efNmu/b69esrOztb/fr1K7XMHXfcoRdffNF2i6mnYoy0mm/HhJuNLsGxLBZpRvHkpmfipMDACi32yJKdev7D72SVVV0jzdqWeUITP/xesZFmvXZvxyuvwA1ZCi26Zlzx9KaxcQr0rdi+uBy+7wCAyyGbozbz1AzktOOECuZ1V+XzymZmT/08AM7AtwlwkdWrV0uS4uLiSs1r3bq1wsPDtWPHjgqtq0GDBpKk/Px8u/brrrtO2dnZCgkJKbVMSduZM2cqUTXgfmrdU+dNFx8GFRbkKwVWbPvmDu+kJ5bushtzsXtUA80aer3MgT4OL9MV/Lzt90Wgby37WQMA3AbZHKh9nHacUMG87qp8TmYGjMOJdMBFzp49K0n65ZdfSs27cOGCTp48qYCAgAqt68svv5QkRURE2LXHx8dr8+bN2r17d6mHI+3evbvMZQDUTOZAHy0eGau9R3OVdTxfEWEBimoUbHRZAADUCGRzAI5GPgdqPx42CrjIjTfeKEmaOnWqCgsL7eZNnjxZBQUFdlfEHDlyRPv37y+1nkOHDunxxx+XJN1zzz1285KSkuTr66vZs2fr0KFDtvbc3FxNnTpVkjRkyBDHbBAAtxDVKFi92zQipAMAUAlkcwDOQj4Hai+uSAeqKDs7W08//bTt9blz55Sdna3ExERbW2pqqm360Ucf1eLFi7V+/Xq1atVKt9xyi/z9/bV161Z98cUXMpvNtkAtST/88IPi4+PVrVs3tWrVSmazWVlZWfr4449lsVh0//33lwrekZGRevnll/X444+rffv2GjhwoHx9fbV69WplZWXpwQcf1E033eS0fQIAAAAYgWwOAACcjRPpQBXl5eVp0aJFdm0Wi8Wu7dKwHhwcrK1bt+qll17SqlWrlJqaqgsXLqhJkyZ68MEHNX78eF1zzTW2/tdee61Gjhypbdu26f3331dubq7q16+vP/zhDxo5cqTuvvvuMut67LHHFBERoZdffllLly7V+fPn1bZtW40fP14PPPCAY3cCAAAA4AbI5gAAwNk4kQ5UUUREhKxWa6WWqVevniZPnqzJkydfsW/Tpk01f/78KtV2xx136I477qjSsgAAAEBNQzYHAADOxhjpQAUkJSXJZDJp6NChRpfiUPv27ZPJZJLJZNKBAweMLgcAAAC4IrI5AAAwAlekA+Xo0KGDkpOTba+jo6MNrMbxzGaz3faFhIQYVwwAAABQDrI5AAAwksla2fvfAACA41gsUlBQ8XRenhQYaGw9BrIUWhQ0unhf5M3JU6Cv5+4LAAAAuAk3y+tkZsA4DO0ClCM1NdV2e2Vtv33UZDIpIiLC6JIAAACAMpHNAQCAkTiRDlRA//79lZycrEGDBtna9u/fr5SUFPXr109NmjS5YthNSUmxC8Zl/Rs5cqTdMhs3btTTTz+tuLg41a9fXyaTSYmJieXW+r///U//93//p2bNmsnHx0e/+93vlJSUpIMHD5bqW3L7aHJysurXr1+pfQIAAAAYgWwOAACMwBjpQAUMGDCgVEj+/PPPNWnSJHl5eal169Y6cuRIuevo1avXZee98cYbOnTokPr27WvXvmDBAi1atEgBAQFq1qyZTp8+Xe577N+/X3/4wx907Ngx9e7dW3fffbf27t2rRYsW6ZNPPtGWLVt07bXX2vqbzWalpKRIKr7CBwAAAHB3ZHMAAGAETqQDVdSjRw9t3bpV7du3l7+/v/z8/Mrt36tXrzID+9GjRzVlyhSFhYVpwIABdvNGjx6tP//5z2rVqpW2b9+uG264odz3eOKJJ3Ts2DHNmjVLjz/+uK19+fLlGjJkiB599FGtWbOmwtsIoObYezRXWcfzFREWoKhGwUaXAwCAS5HNAbgDMjlQu3EiHaii5s2bq3nz5tVeT2pqqs6fP6/77rtPPj4+dvM6d+5c4fUUFBQoLS1NjRo10mOPPWY3b/DgwerQoYPS0tL0448/OqRuwGjH8wqNLsExLIUK+3XyeF6hZK3cn+aT+Wf13Mrv9GXmCVtbbKRZUwZGKzTAp5wl3Y+l8OLP9HheoQrOOTamhAX5OnR9AAD3QTYHIDnpGKECed2VmbyymZkMDDgOJ9IBgy1YsECSNGrUqGqt5/jx4zp//ryuueYamUymUvMjIyP19ddfa8OGDYT1X+WfPW90CaiGTpPXGV2CQ/ifLdCeX6e7vbhBZ3zKv4Lut+qYpGA/b706rKO6RIZqe+ZJjV/5rfrM2Kgiq+PrdaYia4FtuttLG1THVLl9cSW7X+h75U7wSAE+RGIAxcjmqMk4vnHOMUJF8rorM3llM7OnZ2ByHhyJTxNgoM8//1z//e9/9fvf/15t27at1rpCQ0Pl5eWlAwcOyGq1lgrsmZmZkqT//ve/1Xqf2qTNxDSjSwCqrcgqTR3YTgkx4ZKkhJhwWWXV6Hd2GVyZ++E7j8vJmpZgdAkA3ADZHDUdWcc47pzJPf1zQc6DI9UxugDAk7355puSqn/FiyQFBASoZ8+eOnr0qF577TW7eR988IG+/vprSVJOTk613wuAe+kSGWr3umuk2aBKAACoucjmAKqDTA7UflyRDhjk9OnTWr58uYKCgnT33Xc7ZJ3Tp09Xt27dNHr0aH300UeKiYnRvn379OGHHyomJkbffPONvLy8HPJetYGn3+JW03n6lRWX2p550nb1iyRtu2RsRlzEdx4AcDlkc9QGZB1jjxHcNZPzuQAchxPpgEHeffdd5efna+TIkQoKCnLIOtu3b6/t27crOTlZGzZs0IYNG9SiRQvNmzdPOTk5+vOf/6yGDRs65L1qA8ZKq9l2TLjZ6BIcw2KRZhRPbnomTgoMrNTijyzZqec//E5WWdU10qxtmSc08cPvFRtp1mv3dnRCwc5jKbTomnHF05vGxinQt3L74kr4zgMALodsjtqArOOkY4QK5HVXZvLKZmY+F4Dj8G0CDOLIW0cv1apVKy1btqxUe2JioiSpc+fODn0/wCi15unzposPhQoL8pUCK7ddc4d30hNLd9mNv9g9qoFmDb1e5kAfh5XpCn7e9vsi0LeW/IwBAG6PbA7UDk45RqhAXndlJiczA8bhRDpggG+//Vbbt29X27Zt9fvf/97p75ebm6uPPvpIZrNZvXv3dvr7AXAdc6CPFo+M1d6juco6nq+IsABFNQo2uiwAAGoMsjmA6iKTA56BE+mAAUqueBk5cqRD13vmzBl5e3urbt2LX+3CwkKNHDlSJ06c0KxZs+Tn5+fQ9wTgHqIaBRPWAQCoArI5AEchkwO1GyfSgSrKzs7W008/bXt97tw5ZWdn227TlKTU1NRSy509e1Zvv/22fHx8dN9995X7Hps2bdIbb7whSfrll19sbSXv0apVK40bN87Wf8eOHbrzzjvVu3dvNW3aVKdPn9bq1av1008/6YEHHtBjjz1Wxa0FAAAA3BfZHAAAOBsn0oEqysvL06JFi+zaLBaLXVtZYX3VqlU6fvy4hgwZogYNGpT7Hvv27Sv1Hvv379f+/fslST179rQL682aNVOvXr30+eef6+jRowoICFDHjh01ffp03XXXXZXdRAAAAKBGIJsDAABn40Q6UEURERGyWq2VXm7IkCEaMmRIhfomJibaXUVzJc2aNdN7771X6ZoAAACAmoxsDgAAnK2O0QUANUFSUpJMJpOGDh1qdCkOtW/fPplMJplMJh04cMDocgAAAIArIpsDAAAjcEU6UI4OHTooOTnZ9jo6OtrAahzPbDbbbV9ISIhxxQAAAADlIJsDAAAjmaxVuf8NAAA4hsUiBQUVT+flSYGBxtZjIEuhRUGji/dF3pw8Bfp67r4AAACAm3CzvE5mBozD0C5AOVJTU223V9b220dNJpMiIiKMLgkAAAAoE9kcAAAYiRPpQAX0799fycnJGjRokK1t//79SklJUb9+/dSkSZMKhd3Zs2crKSlJMTExqlu3rkwmk9LT0y/bf9q0aerTp4+aNm0qf39/hYWFqXPnzpo+fbry8/PLXCYnJ0cTJ05UTEyMgoOD1aBBA3Xp0kVz5sxRQUGBXd+S20eTk5NVv379Cu8PAAAAwChkcwAAYASGdgHKkZqaqqSkJC1cuFCJiYllzvPy8lLr1q21e/duNW3aVFlZWZddn8lkkiSFh4fLarXqyJEj2rBhg3r16lVm/8jISDVo0EDt2rXTVVddpby8PKWnp+v7779X+/bttWXLFgUEBNj65+TkqFOnTvrxxx/VrVs3xcbGqrCwUJ9++qn279+v+Ph4rV27VnXqlP4/tJIDjfLqB+AEbnarqJG4TRUAUB6yOQBDuFleJzMDxuFho0AV9ejRQ1u3blX79u3l7+8vPz+/Ky7z8ccfq1OnTmrcuLEeeughzZs3r9z+e/bsKXO9I0aM0OLFi7Vw4UI9+uijtvZ//OMf+vHHH/Xkk09q+vTptvazZ8+qW7du+te//qVNmzapR48eldhSAO5q79FcZR3PV0RYgKIaBRtdDgAAhiGbA3A3ZHWg9uFEOlBFzZs3V/PmzSu1TEJCQqX6X+4AYNCgQVq8eLH27dtn1/7jjz9Kkm677Ta7dh8fH/Xu3Vvbt2/XsWPHKlUD4K6O5xUaXYJjWAoV9uvk8bxCyXrlP80n88/quZXf6cvME7a22EizpgyMVmiAj5MKdT5L4cWf6fG8QhWcq1pMCQvydVRJAIAagmwOQHLSMUIl87qzs3p1MjM5GageTqQDNdDq1aslSdHR0Xbtbdu2lSStWbNGN998s6393LlzWrdunfz9/XXDDTe4rlAnyD973ugS4CY6TV5ndAkO4X+2QHt+ne724gad8bnyFXR1TFKwn7deHdZRXSJDtT3zpMav/FZ9ZmxUUQ0esK3IenGs2G4vbVAd05X3RVl2v9DXUSXBDQT4EFcBuDdPzuZwHxwnFXPGMUJl87qzs3p1MnNtzMlkRbgSnzagBpg5c6ZycnKUk5OjzZs366uvvlKfPn00YsQIu36jRo3S4sWL9fe//11fffWVunTposLCQq1Zs0YnT57UO++8oyZNmhi0FY7RZmKa0SUAhiuySlMHtlNCTLgkKSEmXFZZNfqdXQZX5h74PVG7ZE2r3BWjAOBsZHO4I/KP+3DnrF4bPydkRbgSJ9KBGmDmzJk6cOCA7fXw4cM1d+5ceXt72/Xz9/dXenq6/u///k9vv/22MjIyJEl16tTR6NGj1a1bN5fWDcB5ukSG2r3uGmk2qBIAADwL2RzAlZDVgdqJE+lADZCVlSVJOnLkiDZs2KCxY8cqNjZWaWlpuvrqq239srOz1b9/fx07dkyrV6/WjTfeqIKCAv3zn//UU089pY8//lhfffWVQkNDL/NO7q823oqGqqmNV1NUxvbMk7arXCRp2yVjMHo6fk8AAJyJbA53RP4p5i7HCO6a1fmcANXDiXSgBmncuLHuuecetWjRQl27dtVTTz2lZcuW2eb/6U9/0pYtW/Tvf/9bMTExkqT69evrgQce0IULF/Twww9r5syZmjRpklGbUG2Mf4YSOybcfOVONYHFIs0ontz0TJwUGHjFRR5ZslPPf/idrLKqa6RZ2zJPaOKH3ys20qzX7u3o5IKdx1Jo0TXjiqc3jY1ToO+V90VZ+D0BAHAFsjncCfmnmFOOESqZ152d1auTmfmcANXDNwiogbp06aLQ0FClp6fbta9evVpms9kW1C8VHx8vSdqxY4crSgScrtY8cd508cFQYUG+UuCVt2vu8E56Yukuu3EWu0c10Kyh18sc6OOUMl3Bz9t+XwT61pKfMQCgViObA+7DKccIlczrzs7qZGbAOJxIB2qgvLw8nTp1So0bN7ZrP3v2rAoKCnT27Fn5+Nj/gf7ll18kSb78kQVqPHOgjxaPjNXeo7nKOp6viLAARTUKNrosAAA8EtkcwKXI6kDtVcfoAgCU7cCBA7bxFy917tw5jRkzRkVFRbr11lvt5t144406f/68/vKXv9i1FxYW2tri4uKcVjMA14pqFKzebRoRzAEAcDKyOYDKIqsDtQ9XpANVlJ2draefftr2+ty5c8rOzlZiYqKtLTU11W6ZadOm6YcffpAkbd261dZW0m/UqFHq1q2bJGnXrl2666671L17d0VFRalBgwY6evSo1q1bp4MHD+q6667TlClTSq1/y5Ytmjx5sj777DPbA43S0tL0448/qlOnTho1apSD9wQAAABgLLI5AABwNk6kA1WUl5enRYsW2bVZLBa7tt+G9TVr1igjI8OuLS3t4lPFe/XqZQvrHTt21BNPPKGNGzdq5cqVysnJUVBQkFq3bq3Ro0fr0UcfVeBvHnLSoUMH7dixQ3/961+1fv16zZkzR3Xr1lWLFi00adIkPf300/Lz83PE5gMAAABug2wOAACcjRPpQBVFRETIarVWapnfPoCoPM2aNdP06dMrWZUUFRWlBQsWVHo5AAAAoKYimwMAAGdjjHSgApKSkmQymTR06FCjS3Goffv2yWQyyWQy6cCBA0aXAwAAAFwR2RwAABiBK9KBcnTo0EHJycm219HR0QZW43hms9lu+0JCQowrBgAAACgH2RwAABjJZK3s/W8AAMBxLBYpKKh4Oi9P+s34qp7EUmhR0OjifZE3J0+Bvp67LwAAAOAm3Cyvk5kB4zC0C1CO1NRU2+2Vtf32UZPJpIiICKNLAgAAAMpENgcAAEbiRDpQAf3791dycrIGDRpka9u/f79SUlLUr18/NWnSpEJht6CgQH/5y1/Upk0b+fn5KTQ0VLfeeqs2b95cZv9p06apT58+atq0qfz9/RUWFqbOnTtr+vTpys/PL9X/2LFj+utf/6pBgwYpMjLSFsIvp+T20eTkZNWvX79iOwMAAAAwENkcAAAYgaFdgHKkpqYqKSlJCxcuVGJiYpnzvLy81Lp1a+3evVtNmzZVVlZWmesqKCjQTTfdpC1btigmJkbx8fHKycnRihUrlJ+frxUrVqh///52y0RGRqpBgwZq166drrrqKuXl5Sk9PV3ff/+92rdvry1btiggIMDWPz09XXFxcTKZTIqKitL//vc/5efnqyJf85IDjcvVD8BJ3OxWUSNxmyoAoDxkcwCGcLO8TmYGjMPDRoEq6tGjh7Zu3ar27dvL399ffn5+5fafM2eOtmzZosGDB+vdd9+Vl5eXJGnChAnq2LGjHnjgAcXHxys4ONi2zJ49e8pc74gRI7R48WItXLhQjz76qK29devWysjI0PXXX6/g4GC1atVK//nPfxy0xQDc0d6juco6nq+IsABFNQq+8gIAANRCZHMA7oisDtQunEgHqqh58+Zq3rx5hfuvWrVKkpSSkmIL6pJ07bXX6o9//KNmzpyp999/X0lJSbZ5lzsAGDRokBYvXqx9+/bZtTdq1EiNGjWqxFYANdPxvEKjS3AcS6HCfp08nlcoWSv2p/lk/lk9t/I7fZl5wtYWG2nWlIHRCg3wcUKhzmcpvPhzPZ5XqIJz1YspYUG+1S0JAFBDkM0BXMqhxwtVyOvOzOqOyMzkZKBqOJEOuMjRo0clFd8S+lslbf/617/swvrlrF69WpIUHR3twAprj/yz540uAU7WafI6o0twGP+zBdrz63S3FzfojE/5V9CVqGOSgv289eqwjuoSGartmSc1fuW36jNjo4pq6KBtRdYC23S3lzaojqli++Jydr/Qt7olwU0F+BBhAVQP2RyeylOOlRx5vFCVvO7MrO6IzOzpOZksiarikwO4SMOGDbVv3z5lZmaqTZs2dvMyMzMlSf/973/LXHbmzJnKyclRTk6ONm/erK+++kp9+vTRiBEjnF53TdRmYprRJQBOV2SVpg5sp4SYcElSQky4rLJq9Du7DK7MffCGULTpAAEAAElEQVS7oPbKmpZgdAkAajiyOTwV+cg13D2re/rngCyJquJEOuAit956q7Zu3aoXXnhBS5Yssd1CmpmZqQULFkiScnJyylx25syZOnDggO318OHDNXfuXHl7ezu9bgDuq0tkqN3rrpFmgyoBAKBmIZsDcDayOlD7cCIdcJExY8Zo6dKlWrZsmX744QfFx8crJydHK1asUEREhL755hu78RkvlZWVJUk6cuSINmzYoLFjxyo2NlZpaWm6+uqrXbgVNYOn36bmCTz9CooS2zNP2q5ykaRtl4zBCH4XAAAuj2wOT+Up+cgdjhfcOat7yucAcDROpAMuEhwcrM2bN+uFF17QypUrNWfOHF111VV66KGHdPvtt6tHjx5q2LBhueto3Lix7rnnHrVo0UJdu3bVU089pWXLlrloC2oOxjur/XZMuNnoEhzHYpFmFE9ueiZOCgys0GKPLNmp5z/8TlZZ1TXSrG2ZJzTxw+8VG2nWa/d2dGLBzmMptOiaccXTm8bGKdC3YvvicvhdAAC4HLI5PJWn5COHHi9UIa87M6s7IjN7yucAcDS+OYALhYSEaPr06Zo+fbpde2pqqiSpc+fOFVpPly5dFBoaqvT0dAdXCNQMteop86aLD3wKC/KVAiu2bXOHd9ITS3fZjbPYPaqBZg29XuZAH4eX6Qp+3vb7ItC3Fv2cAQBuh2wO1F4OPV6oQl53ZlYnMwPG4UQ64AaWLFkiSRo6dGiF+ufl5enUqVNq3LixM8sC4MbMgT5aPDJWe4/mKut4viLCAhTVKNjosgAAqPHI5gCqi6wO1E6cSAdc6PTp06pXr55d24wZM7Ru3ToNHDhQXbp0sbUfOHBAVqtVERERdv3PnTunMWPGqKioSLfeeqsrygbgxqIaBRPKAQCoArI5AGcjqwO1CyfSgSrKzs7W008/bXt97tw5ZWdnKzEx0dZWcltoiSZNmiguLk5RUVEymUxKT0/Xjh071LlzZ7355pt2fXft2qW77rpL3bt3V1RUlBo0aKCjR49q3bp1OnjwoK677jpNmTKlVF2Xvv/hw4dLtf3tb39TgwYNqr7hAAAAgJshmwMAAGczWa1Wq9FFAO4qNTVVSUlJWrhwoV3glaSsrCxFRkaWu/xvv14PP/ywNmzYoIMHD8pkMqlly5YaNmyYHnvsMfn+Zlyzn376STNnztTGjRuVlZWlnJwcBQUFqXXr1ho4cKAeffRRBZbxkBOTyVRuTZmZmaWupJFka8vKyip3eQAOZrFIQUHF03l5FX7YaG1kKbQoaHTxvsibk1fth40CAGoXsjkAQ7hZXiczA8bhinSgiiIiIkqF8SuZO3duhfs2a9as1IOPKoL/GwMAAICnIZsDAABnq2N0AUBNkJSUJJPJVOEHDtUU+/btk8lkkslk0oEDB4wuBwAAALgisjkAADACV6QD5ejQoYOSk5Ntr6Ojow2sxvHMZrPd9oWEhBhXDAAAAFAOsjkAADASY6QDAGAkNxtz0UiM9wgAAAC342Z5ncwMGIehXYBypKam2m6vrO23j5pMpjIfdAQAAAC4A7I5AAAwEifSgQro37+/kpOTNWjQIFvb/v37lZKSon79+qlJkyYVDrtpaWnq1auX6tWrp+DgYPXq1UtpaWnlLvPvf/9bw4YNU5MmTeTr66vf/e53uvXWW7Vhw4ZSfYuKijRnzhzFxMTI399fDRs21JAhQ7R3795SfUtuH01OTlb9+vWvvCMAAAAAg5HNAQCAERgjHaiAAQMGKDEx0a7t888/16RJk+Tl5aXWrVvryJEjV1zPkiVLNHz4cDVo0ED333+/TCaT3nvvPd1yyy16++23de+995Za5q233tIf//hH1a9fX7fffruaNGmi7OxsffXVV9qyZYvi4uLs+j/00EOaP3++2rRpo8cee0xHjx7VsmXL9Nlnn2nLli1q06aNra/ZbFZKSoqk4it8AAAAAHdHNgcAAEbgRDpQRT169NDWrVvVvn17+fv7y8/Pr9z+J0+e1OjRo9WgQQPt3LlTTZs2lSQ9++yz6tixo0aPHq3bbrtNoaGhtmV27NihkSNHqmvXrlq9erXdPEk6f/683esNGzZo/vz56t69u9auXStfX19J0ogRI9S7d289/PDDysjIcMTmA3BDe4/mKut4viLCAhTVKNjocgAAcBmyOQB3Rk4HagdOpANV1Lx5czVv3rzC/ZcvX66cnBxNmjTJFtQlKTw8XGPGjNG4ceO0fPlyPfjgg7Z5EyZM0IULF/TWW2+VCuqSVLeu/Vd4/vz5kqTJkyfbgrok3XTTTerbt6/WrFmj//73v2rZsmWF6wbc3fG8QqNLqB5LocJ+nTyeVyhZK/+n+WT+WT238jt9mXnC1hYbadaUgdEKDfBxUKHOZym8+LM8nleognPViylhQb5X7gQAqBXI5gDKU61jhmrkdWfk9OpmZjIyUHWcSAdcJD09XZLUp0+fUvP69u2rcePGKSMjwxbWc3Jy9Nlnn+n6669XixYtlJGRoW3btqlu3bqKjY3VH/7whzLfIzAwUDfeeGOZ77FmzRplZGTU2LCef/b8lTvB43SavM7oEqrF/2yB9vw63e3FDTrjU/4VdGWpY5KC/bz16rCO6hIZqu2ZJzV+5bfqM2OjiqyOrdeZiqwFtuluL21QHVPl98Wldr/Qt7olwQ0F+BBfAVQf2RyeztOOrapzzFCdvO6MnF7dzExGLkamRFXwqQFcpOSBQlFRUaXmlbRd+tChnTt3qqioSE2bNlW/fv300Ucf2S3Tu3dvLV++3PYgIovFosOHDys6OlpeXl4Veo+aps3E8h/8BHiqIqs0dWA7JcSES5ISYsJllVWj39llcGXG4ndG7ZQ1LcHoEgDUAmRzeDpykmu4Y07nZ1+MTImqqGN0AYCnOHXqlCTZwvWlAgMD5eXlZesjSceOHZMkffzxx9q2bZtWrVqlU6dOac+ePerXr5/Wrl1rd6tpeeuXpHr16tn1A1C7dIm0v8W8a6TZoEoAAHB/ZHMArkJOB2oPrkgH3FRRUZEk6cKFC3r99dfVv39/ScWh+7333lPLli21fPly/e1vf7Mb17E24xY0lIUrKoptzzxpu9JFkrZdMg6jp+J3BgDAUcjmqG08LScZeczgbjnd0372gCNxIh1wkZKrUU6dOqWwsDC7eRaLRRcuXLC7YqVk2svLSwkJ9rcc+fr6qk+fPnrjjTe0Y8cONW3a1G79ZTl9+rTdemsixjBDWXZMuNnoEqrHYpFmFE9ueiZOCgys9CoeWbJTz3/4nayyqmukWdsyT2jih98rNtKs1+7t6OCCncdSaNE144qnN42NU6Bv5ffFpfidAQC4HLI5PJ2n5aRqHTNUI687I6dXNzN72s8ecCS+PYCLREVF6auvvtLevXtLhfWyxmi87rrrJEkBAQHy9vYutb6QkBBJ0pkzZyQV34IaHh6uzMxMXbhwodRYjOWNAwnUZDX+qfOmiw96CgvylQIrvz1zh3fSE0t32Y212D2qgWYNvV7mQB+HlOkKft72+yLQt4b/bAEAbotsDniWah0zVCOvOyOnk5kB4zBGOuAiPXv2lCR99tlnpealpaXZ9ZGka6+9Vs2aNVNubq7+97//lVpm9+7dkqSIiAi797BYLNq8eXOF3gNA7WAO9NHikbFa+2QPzR/RWWuf7KHFI2Nr1El0AABciWwOwBXI6UDtwol0wEWGDBmi+vXra/bs2Tp48KCt/fDhw5o5c6ZCQkI0ePBgW7vJZNJDDz0kSRo/frxtXEZJysjI0KeffqqIiAh16dLF1l7ygKMJEybo7Nmztvb169crLS1NPXr0UMuWLZ22jQCMFdUoWL3bNFJUo2CjSwEAwK2RzQG4EjkdqB0Y2gWoouzsbD399NO21+fOnVN2drYSExNtbampqbbp0NBQzZkzR/fdd586duyooUOHqk6dOlq2bJmOHj2qxYsXKzTU/mnef/rTn/Txxx9r8eLF2r17t3r06KHDhw9rxYoV8vX11YIFC1S37sWvcVxcnEaNGqU33nhD119/vRISEnT06FEtW7ZM9erV09y5c522PwAAAACjkM0BAICzcSIdqKK8vDwtWrTIrs1isdi1XRrWJWn48OFq0KCB/vrXv9rmdezYUYsWLVLfvqWfnO3r66u1a9dq2rRpevfdd/Xqq68qKChIt99+u5KTk9W+fftSy8ybN08xMTGaN2+eXnnlFQUFBemOO+7QlClTuOIFAAAAtRLZHAAAOJvJarVajS4CcFepqalKSkrSwoUL7a5mqY1KxnPMysoytA7A41gsUlBQ8XRenhQYaGw9BrIUWhQ0unhf5M3JU6Cv5+4LAEBpZHMAhnCzvE5mBozDGOlABSQlJclkMmno0KFGl+JQ+/btk8lkkslk0oEDB4wuBwAAALgisjkAADACQ7sA5ejQoYOSk5Ntr6Ojow2sxvHMZrPd9oWEhBhXDAAAAFAOsjkAADASQ7sAAGAkN7tV1EjcpgoAAAC342Z5ncwMGIehXQAHSk1Ntd2OWRNuN50wYYJdvSkpKUaXBAAAADgE2RwAADgSJ9IBJ+jfv7+Sk5M1aNCgy/bJyclRkyZNZDKZdMstt1RovY888ogtWB85cuSK/b/44gt5eXnJZDJp2rRppebHx8crOTlZ999/f4XeHwAAAKhpyOYAAMARGCMdcIIBAwYoMTGx3D6PP/64Tp06VeF1rl+/Xq+//roCAwNlsViu2P/MmTNKTEyUv7//ZfvHx8crPj5e6enpWrRoUYVrAQAAAGoKsjkAAHAErkgHDPDRRx9p8eLF+utf/1qh/rm5uRo5cqQGDhyozp07V2iZ5557TocPH9a4ceOqUyqAGmLv0Vyt3X1Ue4/mGl0KAAA1CtkcgKuQ2YGajSvSARc7ceKEHnzwQQ0bNkx33HGHHn/88Ssu89RTTyk3N1evvfaa7r777iv237x5s2bNmqXXX39d3t7ejigbcFvH8wqNLqF6LIUK+3XyeF6hZK3cn+aT+Wf13Mrv9GXmCVtbbKRZUwZGKzTAx4GFOp+l8OLP8nheoQrOOSamhAX5OmQ9AIDah2wO1H7VPl6oZl6XHJvZHZmZyclA5XAiHXCx0aNH68KFC3rllVeUm3vl/4X+7LPPNH/+fL311ltq1KjRFfvn5+crMTFRvXr10gMPPKDU1FQHVF1z5J89b3QJcLFOk9cZXUK1+J8t0J5fp7u9uEFnfPwqtXwdkxTs561Xh3VUl8hQbc88qfErv1WfGRtVZHV8vc5UZC2wTXd7aYPqmCq3Ly5n9wt9HbIeGC/Ah+gKwLHI5vBEnnbMVN3jhermdcmxmd2RmdkTczJ5EtXBpwdwoZUrV+rdd9/VsmXLFBYWdsWwfvr0aY0aNUq33Xab7rvvvgq9x7hx43T48GF99tlnjii5xmkzMc3oEgCXKrJKUwe2U0JMuCQpISZcVlk1+p1dBlfmPvi9UHtkTUswugQAtQjZHJ6KbOR67prZPfGzQJ5EdXAiHXCR7OxsPfTQQxowYICGDBlSoWXGjBmjU6dOad68eRXqn5GRoTlz5mjmzJmKjIysTrkAapAukaF2r7tGmg2qBACAmoFsDsDVyOxAzceJdMBFHnnkEZ07d05z586tUP9PP/1UCxcu1Ouvv66rr776iv0tFov++Mc/6oYbbtDo0aOrW26N5Ym3pnk6T7yK4re2Z560Xd0iSdsuGXsR/F4AAJRGNocn87Rs5C7HC+6Y2T3tswBUFyfSARf48MMPtXz5cqWmpqpx48ZX7J+fn68HHnhAcXFxevDBByv0Hs8995x+/vlnffLJJ6pTp051S66xGO/M8+yYcLPRJVSPxSLNKJ7c9EycFBhYqcUfWbJTz3/4nayyqmukWdsyT2jih98rNtKs1+7t6ISCncdSaNE144qnN42NU6Bv5fbF5fB7AQBwKbI5PJ2nZaNqHy9UM69Ljs3sjszMnvZZAKqLbwzgArt2FY97lpiYqMTExFLz09LSZDKZ1L59e3399dc6duyYDh06pEOHDl02eIeHh9vW3aFDB3399dcqKChQq1atyuz/7LPP6tlnn9UTTzyhmTNnOmS7AHdQ4580b7r4sKewIF8psHLbM3d4Jz2xdJfd+Irdoxpo1tDrZQ70cViZruDnbb8vAn1r+M8WAOCWyOaAZ6n28UI187rk2MxOZgaMw4l0wAU6duyokSNHlmrPy8vTsmXLdPXVV6tv375q1qyZJCk4OLjM/pK0evVqHTlyRMOGDZO/v7/CwsIkSQkJCWrRokWp/nv37tXGjRvVpUsXxcTE6IYbbnDglgEwmjnQR4tHxmrv0VxlHc9XRFiAohoFG10WAABui2wOwNXI7EDtwIl0wAX69eunfv36lWrPysrSsmXL1LZtW73xxhu29rCwMLvXl+rVq5eOHDmiv//973a3ov75z38us39qaqo2btyoO++8U+PGjavmlgBwV1GNggnjAABUANkcgFHI7EDNxmBtAAAAAAAAAACUgxPpAAAAAAAAAACUg6FdAANFRETIarVWapn09PRK9b/cQ5QAAAAAXEQ2BwAA5eGKdMAJkpKSZDKZNHToUKNLKdeECRNkMpkUFxdndCkAAACAU5DNAQCAI3BFOuBAHTp0UHJysu11dHS0gdVcWXx8vOrWvfhroFevXsYVAwAAADgQ2RwAADiSyVrZe9cAAIDjWCxSUFDxdF6eFBhobD0GshRaFDS6eF/kzclToK/n7gsAAAC4CTfL62RmwDgM7QKUIzU1VSaTyfbP3W8Hrax9+/bZbV9ERITRJQEAAABlIpsDAAAjcSIdqID+/fsrOTlZgwYNsrXt379fKSkp6tevn5o0aVKlsPvII4/YgvKRI0fs5mVlZdkF6bL+eXl52S2Tnp5ebv8vvvjCrr/ZbFZycrKSk5NVv379yu0UAAAAwABkcwAAYATGSAcqYMCAAUpMTLRr+/zzzzVp0iR5eXmpdevWpcL2laxfv16vv/66AgMDZbFYSs0PCQmxG9PxUl999ZVWr16tvn37ljm/Z8+eZY6pePXVV9u9NpvNSklJkVR8hQ8AAADg7sjmAADACJxIB6qoR48e2rp1q9q3by9/f3/5+flVeNnc3FyNHDlSAwcO1PHjx5WRkVGqT0hIiC1I/9Ydd9whSRo1alSZ83v16nXZZQHUDnuP5irreL4iwgIU1SjY6HIAADAU2RyAuyO/AzUfJ9KBKmrevLmaN29epWWfeuop5ebm6rXXXtPdd99dqWV//vlnffrpp7rqqqtsoR3wNMfzCo0uwXEshQr7dfJ4XqFkLf9P88n8s3pu5Xf6MvOErS020qwpA6MVGuDjxEKdz1J48ed6PK9QBecqH1PCgnwdWRIAoIYgmwMoT7WOHyqZ13/L0fndEZm5BNkZqBxOpAMu9tlnn2n+/Pl666231KhRo0ovn5qaqgsXLmjEiBHy9vYus8/evXv1yiuvKD8/X9dcc4169+6tBg0aVLf0GiH/7HmjS4ALdJq8zugSHMb/bIH2/Drd7cUNOuNT/hV0dUxSsJ+3Xh3WUV0iQ7U986TGr/xWfWZsVJHV+fU6U5G1wDbd7aUNqmOq+NWEJXa/UPZt9ai9AnyIswCqjmwOT+Vpx03VOX6obF7/LUfnd0dk5hJkZ3vkSlwJnxDAhU6fPq1Ro0bptttu03333Vfp5a1WqxYsWCBJGjly5GX7vfPOO3rnnXdsr/39/TVp0iT9+c9/rnzRNUybiWlGlwA4VZFVmjqwnRJiwiVJCTHhssqq0e/sMrgy98DvAM+TNS3B6BIA1FBkc3gyMpPruHN+53Ngj1yJK6ljdAGAJxkzZoxOnTqlefPmVWn5jIwM7d+/X926dVOrVq1KzW/YsKFefvll7dmzRxaLRYcOHdLbb78ts9mssWPHVvl9AbiXLpGhdq+7RpoNqgQAgJqLbA7AVcjvQO3AFemAi3z66adauHChXn/9dV199dVVWsebb74p6fJXvLRt21Zt27a1vQ4ICNC9996r9u3bq1OnTkpOTtYDDzygOnVq7/+hcWuaZ/D0Kye2Z560XdEiSdsuGW/R0/E7AABQEWRzeDpPy0xGHz+4a373tM8BUF2cSAdcID8/Xw888IDi4uL04IMPVmkdOTk5WrFiherVq6chQ4ZUatno6GjFxsbq888/1759+9SyZcsq1VATMKaZZ9gx4WajS3Aci0WaUTy56Zk4KTCw3O6PLNmp5z/8TlZZ1TXSrG2ZJzTxw+8VG2nWa/d2dEHBzmMptOiaccXTm8bGKdC3/H1RFn4HAACuhGwOeF5mqtbxQyXz+m85Or87IjOX8LTPAVBdfGMAFzh27JgOHTqkQ4cOXfaKk/Dw4v+d3rVrlzp06FBq/jvvvKMzZ85oxIgRCggIqHQNJQ80ys/Pr/SygLupVU+XN1180FNYkK8UWP62zR3eSU8s3WU3pmL3qAaaNfR6mQN9nFamK/h52++LQN9a9HMGALgNsjngeap1/FDJvP5bjs7vZGbAOJxIB1wgODj4srd8rl69WkeOHNGwYcPk7++vsLCwMvuV3Do6atSoSr//+fPntXPnTplMJjVr1qzSywNwH+ZAHy0eGau9R3OVdTxfEWEBimoUbHRZAADUGGRzAK5EfgdqD06kAy4QFhamN954o8x5vXr10pEjR/T3v/9djRs3LrPP119/rZ07dyomJkadO3e+7Pts3bpVv//972UymWxt58+f15///GcdOHBAt9xyi8xmHmoC1AZRjYIJ4AAAVAHZHIARyO9AzceJdKCKsrOz9fTTT9tenzt3TtnZ2UpMTLS1paamOuS9KnrFyz333COTyaQ//OEPatKkiXJycrRx40b95z//UbNmzfT66687pB4AAADAnZDNAQCAs3EiHaiivLw8LVq0yK7NYrHYtTkirBcUFGjJkiXy9fXV8OHDy+378MMPa82aNUpPT1d2drbq1q2rFi1a6LnnntNTTz2l0NDQatcDAAAAuBuyOQAAcDZOpANVFBERIavVWu31pKenlzvfz89PJ06cqNC6nnnmGT3zzDPVrgkAAACoScjmAADA2cp+RDkAO0lJSTKZTBo6dKjRpTjUvn37ZDKZZDKZdODAAaPLAQAAAK6IbA4AAIzAFelAOTp06KDk5GTb6+joaAOrcTyz2Wy3fSEhIcYVAwAAAJSDbA4AAIxksjri/jcAAFA1FosUFFQ8nZcnBQYaW4+BLIUWBY0u3hd5c/IU6Ou5+wIAAABuws3yOpkZMA5DuwDlSE1Ntd1eWdtvHzWZTIqIiDC6JAAAAKBMZHMAAGAkTqQDFdC/f38lJydr0KBBtrb9+/crJSVF/fr1U5MmTSoUdi8Nxr/9N23aNLu+FotFb7/9toYMGaKWLVvK399fISEh6tmzp959990y15+enq5hw4apdevWCgkJUUBAgK677jr98Y9/1H/+859S/UtuH01OTlb9+vUrv2MAAAAAFyObAwAAIzBGOlABAwYMUGJiol3b559/rkmTJsnLy0utW7fWkSNHKrSua665ptS6JKlbt26l1n/fffcpLCxMN910k+666y4dO3ZMH3zwgYYNG6YtW7Zo9uzZdsusW7dOmzZtUmxsrPr27SsfHx/t2bNHb731lt555x19+umniouLs/U3m81KSUmRVHyFDwAAAODuyOYAAMAInEgHqqhHjx7aunWr2rdvL39/f/n5+VVouYiICFtALk94eLiWLFmiwYMHy9vb29Y+depUxcbGas6cORoxYoS6dOlimzdhwgRNnjy51LrWr1+vm2++WWPHjtX27dsrVCeAmmPv0VxlHc9XRFiAohoFG10OAAAuRzYHUJOQ34GaiRPpQBU1b95czZs3d9r627dvr/bt25dqb9Sokf7v//5P48ePV0ZGhl1Yv9wBw0033aTQ0FDt27fPafUCrnA8r9DoEhzPUqiwXyeP5xVK1or/aT6Zf1bPrfxOX2aesLXFRpo1ZWC0QgN8HFyo81kKL/58j+cVquBc1WNKWJCvI0oCANQQZHMAFVGl44lq5PXfckR+d2RmlsjNQGVwIh1wsZycHL3xxhs6duyYGjZsqF69eikqKqpS6yi5CqZu3Yp9hbdu3aqTJ0+WukW1Nso/e97oEvD/7N19WFR1/v/x16DcyI0gaGiuChrlDd6haLWmQN613rdqbFnBqv3altLdtTJTB60sdb+ZaTfupmJmalbqmima95alpd1aGypo670oCoPg3fz+QEdH7mHgDMzzcV1d15lzPufM+5wZxtf59DnnVKAOL35mdAkOV+tCjn6+Ot1l6iad9yjZCDpJcjNJfl7ueuPBCEWG1tGu1DMat/wH9ZyxVVesFVNvRbpizbFNd5m2SW6mkh+Lm+2d3MsRJaEa8fYg9gLIj2wOV+Wq501lOZ8oT16/mSPyuyMzs+S6uZlsiLLgWwNUsu+++04jR460vTaZTHrooYc0Z84ceXt7F7v+5cuX9e6778pkMql79+4Fttm8ebM2b96s3NxcpaSk6JNPPlHdunU1Y8YMh+2Hs2o5MdnoEoBKc8UqTRnUWn3aNJAk9WnTQFZZlfD+HoMrMx6/BbhZ2it9jC4BgBMim8NVkZWM4Yz53VW/C2RDlAUd6UAlGjNmjIYMGaKwsDCZTCbt2bNH48aN03vvvadLly5p8eLFxW5jwoQJ+uGHH/TnP/9Z4eHhBbbZvHmzJk2aZHt92223acmSJerQoYPD9gWAc4gMrWP3ulNooEGVAABQtZDNARiB/A5UXXSkA5Vo+vTpdq+jo6O1YcMGtW3bVkuWLNH48ePVqlWrQtf/17/+pZdfflnt27fXzJkzC22XmJioxMREWSwW7d27V5MnT9bvf/97zZs3Tw8++KDD9scZueplaa7CVUdLFGVX6hnbiBZJ2nnD/RZdGb8FAIDikM3hylw1KznD+YSz5XdX/S4AZUFHOmAwb29v/elPf9ILL7ygzz//vNCwPn/+fD3++ONq3bq11q9fL19f32K37ePjo8jISC1fvlwdO3bUY489ph49eqhevXqO3g2nwX3Oqrdvxhd8yXSVZrFIV6/s3v5stOTjU+JVn1i0WxNW/iirrOoUGqidqac1ceVP6hwaqDcfiqiggiuOJdeiJmPzprc/Ey0fz5Ifi5vxWwAAKAuyOVyFq2alMp1PlCOv38wR+d2RmVly3e8CUBb8tQBOoG7dupKk7OzsApfPmzdPI0eOVMuWLbVhwwYFBQUV2K4wNWvWVHR0tL777jt9/fXXuu+++8pdM2CEavlEedP1Bz0F+XpKPiXfx7eGddCoJXvs7ql4T1hdzYxtr0AfD4eWWRm83O2PhY9nNfy8AQBOj2wOVF9lOp8oR16/mSPyO5kZMA4d6YAT+OqrryRJISEh+ZbNmzdPI0aMUIsWLbRx48Yyj1g5cuSIpLzgDqB6CPTx0MLhnZVyPFNp6dkKCfJWWLCf0WUBAFClkc0BVBTyO1C1uRldAOAq9uzZU+ColmXLlmnx4sWqW7euune3v8xs7ty5GjFihJo3b66NGzfqlltuKfI9tm7dKqvVmm/+unXrtHz5cvn7++vuu+8u344AcDphwX7q0TKYEA4AQAmRzQEYifwOVE3872+gjE6dOqUxY8bYXl+8eFGnTp1SXFycbV5SUpJteubMmVqxYoXuvfdeNW7cWFarVbt379a2bdvk5eWlBQsW2N1bcePGjRo5cqSsVqu6du2qt956K18N7dq108CBA22v+/fvr7p16yoyMlKNGjXS+fPn9f3332vr1q1yd3fXO++8I59y3M8NAAAAcEZkcwAAUNHoSAfKKCsrSwsWLLCbZ7FY7ObdGNYHDBigjIwM7d69W2vXrtWlS5fUsGFDDR8+XGPGjFHz5s3ttnXo0CHbCJY5c+YUWMOjjz5qF9YnTZqktWvXavv27Tp58qRMJpMaNWqkESNGaPTo0YU+LAkAAACoysjmAACgopmsBV1rBkBSXtiOj4/X/Pnz7UazVEfX7gGZlpZmaB2Ay7FYpGsj3rKyJBcemWbJtcg3Ie9YZM3Oko+n6x4LAEB+ZHMAhnCyvE5mBozDPdKBEoiPj5fJZFJsbKzRpTjUvn37ZDKZZDKZdPDgQaPLAQAAAIpFNgcAAEbg1i5AEdq1ayez2Wx7HR4ebmA1jhcYGGi3fwEBAcYVAwAAABSBbA4AAIzErV0AADCSk10qaiQuUwUAAIDTcbK8TmYGjMOtXQAHSkpKsl2OWRUuNx0/frxdvYmJiUaXBAAAADgE2RwAADgSHelABRgwYIDMZrMGDx5sN/+XX37RQw89pPr168vT01NNmjTRqFGjdPr06UK3lZycrKioKNWuXVt+fn6KiopScnJygW23bt2qMWPGKDo6Wv7+/jKZTEU+iCkmJkZms1mPPvpomfYTAAAAcHZkcwAA4AjcIx2oAAMHDswXkr/88kt1795d58+f14ABA9SsWTN9++23ev3117V27Vp98cUXCgoKsltn0aJFGjZsmOrWratHH31UJpNJH3zwgXr37q333ntPDz30kF37efPmacGCBfL29lbjxo117ty5IuuMiYlRTEyMNm/erAULFjhk3wEAAABnQjYHAACOwIh0oJKMGDFCFotFy5cv18cff6zp06dr/fr1mjZtmn799Vc9//zzdu3PnDmjhIQE1a1bV7t379asWbP0+uuva8+ePapfv74SEhJ05swZu3USEhL0448/6ty5c5o/f35l7h4Ag6Ucz9T6vceVcjzT6FIAAHB6ZHMARiO/A1UPI9KBSrBv3z799NNPioyMVP/+/e2W/eMf/9DUqVO1cOFC/d///Z98rj64ZNmyZcrIyNCkSZPUqFEjW/sGDRpo9OjRGjt2rJYtW6bHHnvMtqxjx46Vs0OAQdKzco0uwfEsubo23i09K1eylu6f5jPZF/T88h/1Ver1y9A7hwbqpUHhquPt4cBCK54l9/rnm56Vq5yLpTsWQb6eji4JAFANkc0BlOq8opx5/Wblze/lzcyFIUsDxaMjHagEx48flySFhobmW+bm5qbGjRtrz549+vLLL3XvvfdKkjZv3ixJ6tmzZ751evXqpbFjx2rLli12Yb26yL5wyegS4KQ6vPiZ0SU4XK0LOfr56nSXqZt03sOrVOu7mSQ/L3e98WCEIkPraFfqGY1b/oN6ztiqK1bH11uRrlhzbNNdpm2Sm6l0x2Lv5F6OLgkG8vYgpgKoGGRzuCrOs64rzXlFefP6zcqb38ubmQvjqlmazInS4NsCVIJ69epJklJTU/Mtu3Llig4dOiRJ+vXXX21hPSUlRZIUFhaWb51r8661qW5aTiz4gU0A8rtilaYMaq0+bRpIkvq0aSCrrEp4f4/BlVU+fjuql7RX+hhdAoBqimwOV0VWcg7Omt9d9ftB5kRpcI90oBLcfvvtatasmXbt2qXVq1fbLZsxY4bS09MlSRkZGbb5Z8+elST5+/vn256Pj49q1KhhawPAtUWG1rF73Sk00KBKAABwfmRzAEYjvwNVEyPSgUryxhtvqF+/furfv78GDhyoZs2a6bvvvtO6devUunVr/fDDD6pRo4bRZToFV72kDMVz1VESxdmVesY2okWSdt5wv0VXwm8HAKCkyOZwRWSl64w+r3DG/M73AygeHelAJenVq5e2bdumF154QRs3btTq1asVHh6u5cuXa8OGDfrhhx9sl5lK10e7nD17VkFBQXbbslgsunz5coEjYqoD7lGGwnwzvrvRJTiexSLNyJvc/my0dPWhZiX1xKLdmrDyR1llVafQQO1MPa2JK39S59BAvflQRAUUXHEsuRY1GZs3vf2ZaPl4lu5Y8NsBACgpsjlcEVnpulKdV5Qzr9+svPm9vJm5MHw/gOLxVwJUos6dO+uTTz7JN/+1116TJHXs2NE2LywsTF9//bVSUlLyhfWi7tEIVGfV8knypusPfQry9ZR8SrePbw3roFFL9tjdU/GesLqaGdtegT4eDiuzMni52x8LH89q+HkDAJwG2RxwXaU6ryhnXr9ZefM7mRkwDh3pgMEOHjyo7du3q2XLlmrdurVtfrdu3bR48WKtW7dOd955p906ycnJtjYAXFugj4cWDu+slOOZSkvPVkiQt8KC/YwuCwCAKolsDqCikd+BqouHjQKVJCsrS1ar1W7e2bNn9fDDD+vy5ct6+eWX7ZYNHTpU/v7+mjVrln777Tfb/KNHj+q1115TQECAhgwZUim1A3B+YcF+6tEymBAOAEAJkM0BGI38DlQ9jEgHKsmKFSs0btw4xcTE6NZbb9WJEyf0n//8RydPntQLL7yg/v3727WvU6eOZs+erYcfflgRERGKjY2Vm5ubli5dquPHj2vhwoWqU8f+Sd/bt2/XO++8I0k6efKkbV5cXJwkqXnz5ho7dmzF7ywAAADgxMjmAACgtOhIBypJ69at1bZtW61bt06nTp2Sv7+/7rzzTv39739XdHR0gesMGzZMdevW1csvv6ykpCRJUkREhBYsWKBevfI/UXvfvn1asGCB3bz9+/dr//79kvIuNyWsAwAAwNWRzQEAQGnRkQ5UkrZt22rVqlWlXq93797q3bt3idrGxcXZRrgAAAAAKBjZHAAAlBb3SAcqQHx8vEwmk2JjY40upUjjx4+XyWQqdNQNAAAAUNWRzQEAgCMwIh1woHbt2slsNtteh4eHG1hN8WJiYlSz5vWfgaioKOOKAQAAAByIbA4AAByJjnTAgb799ltNmjTJ9vqBBx7Q4MGDDayoaBs3btRLL71kN4/ADgAAgOqAbA4AAByJW7sAFWDAgAEym81FBvWMjAw1bNhQJpOpwPssJiYmymQyFfnf8OHD7dbZunWrxowZo+joaPn7+8tkMhV5X8aYmBiZzWY9+uijZd5XAAAAwJmRzQEAgCMwIh2oAAMHDiz2wUJPPfWUzp49W+jyokafvPPOOzp8+LB69eplN3/evHlasGCBvL291bhxY507d67IGmJiYhQTE6PNmzdrwYIFRbYFAAAAqiKyOQAAcAQ60gEDrFq1SgsXLtTrr7+up556qsA2UVFRBQb248eP66WXXlJQUJAGDhxotywhIUFPP/20mjdvrl27dumuu+6qgOoBOLOU45lKS89WSJC3woL9jC4HAACnRzYHYCTyO1B10JEOVLLTp0/rscce04MPPqh+/foVGtYLk5SUpEuXLunhhx+Wh4eH3bKOHTs6slTA6aVn5RpdQvlZchV0dTI9K1eylu2f5jPZF/T88h/1Vepp27zOoYF6aVC46nh7FLGm87DkXv8807NylXOx/DElyNez3NsAAFRfZHPAtZXofMJBef1mZc3vFZGZryE7A0WjIx2oZAkJCbp8+bJef/11ZWZmlnr9efPmSZJGjBjh6NKqvewLl4wuAQ7W4cXPjC6h3GpdyNHPV6e7TN2k8x5eZdqOm0ny83LXGw9GKDK0jnalntG45T+o54ytumJ1XL0V6Yo1xzbdZdomuZnKdixutHdyr+IbweV4exCBAeQhmwOufZ5UkvMJR+X1m5U1v1dEZr7GVbMz2RAlxTcFqETLly/X4sWLtXTpUgUFBZU6rG/btk2//vqr7rzzTrVq1aqCqqy+Wk5MNroEoMJcsUpTBrVWnzYNJEl92jSQVVYlvL/H4MqMxd89CpL2Sh+jSwDgBMjmQB7ykjGcMb+76neBbIiScjO6AMBVnDp1So8//rgGDhyooUOHlmkbc+fOlcSIFwAFiwytY/e6U2igQZUAAODcyOYAnAH5HahaGJEOVJInnnhCFy9e1FtvvVWm9c+dO6dly5bJ19dXDzzwgIOrcw2uepladeaqIyYKsyv1jG1EiyTtvOF+i66Kv3sAQEHI5sB1rpyXjD6fcLb87srfBaAk6EgHKsHKlSu1bNkyJSUlqX79+mXaxuLFi5Wdna3hw4fL19fXwRW6Bu57Vv18M7670SWUn8Uizcib3P5stOTjU6bNPLFotyas/FFWWdUpNFA7U09r4sqf1Dk0UG8+FOHAgiuOJdeiJmPzprc/Ey0fz7Idixvxdw8AuBnZHLDnynmpROcTDsrrNytrfq+IzHyNK38XgJLgLwSoBHv25N3jLC4uTnFxcfmWJycny2QyqW3btvr2228L3AaXjgL5VYunypuuP9wpyNdT8inbPr01rINGLdljd0/Fe8LqamZsewX6eJS7zMrg5W5/LHw8q8HnCwBwOmRzANeU6HzCQXn9ZmXN72RmwDh0pAOVICIiQsOHD883PysrS0uXLtXvfvc79erVS40bNy5w/R9++EG7du1Sq1atdOedd1Z0uQCqoEAfDy0c3lkpxzOVlp6tkCBvhQX7GV0WAABOh2wOwBmQ34Gqh450oBL0799f/fv3zzc/LS1NS5cuVatWrfTOO+8Uuv61ES8FBX4AuFFYsB8BHACAIpDNATgT8jtQddCRDji5Cxcu6L333pOHh4cefvjhIttu377dFvpPnjxpm3ftktXmzZtr7NixFVovAAAAUF2RzQEAcF10pANObsWKFUpPT9fQoUNVt27dItvu27dPCxYssJu3f/9+7d+/X5LUrVs3wjoAAABQRmRzAABcFx3pgIFCQkJktVqLbDN06FANHTq0RNsr7IFJAAAAAIpGNgcAAEVxM7oAoDqKj4+XyWRSbGys0aUUafz48TKZTIqOjja6FAAAAKBCkM0BAIAjMCIdcKB27drJbDbbXoeHhxtYTfFiYmJUs+b1n4GoqCjjigEAAAAciGwOAAAcyWQt7to1AABQcSwWydc3bzorS/LxMbYeA1lyLfJNyDsWWbOz5OPpuscCAAAATsLJ8jqZGTAOt3YBipCUlCSTyWT7z9kvBy2tffv22e1fSEiI0SUBAAAABSKbAwAAI9GRDpTAgAEDZDabNXjwYEmS1WrVmjVr9Je//EVt2rSRv7+/vL291bZtW02ZMkU5OTkl2u4TTzxhC8rHjh0rsM3atWvVvXt3BQQEqFatWmrdurVeffVVXb58udDtZmZmymw2Kzw8XN7e3goICFBERIQmTZpk1y4wMFBms1lms1n+/v4lPBoAAACAccjmAADACNzaBShCUlKS4uPjNX/+fMXFxdnm5+TkqFatWvL09FRUVJRat26tnJwcJScnKyUlRZGRkdqyZYtq1apV6LY3bNigHj16yNvbWxaLRUePHlX9+vXt2rz++usaNWqUateurfvvv18BAQH67LPP9OOPP2rw4MFatmxZvu0eOnRIMTExOnDggLp376727dsrNzdX+/bt06FDh/T9998XWM+1ES9paWmlPk4AysHJLhU1EpepAgCKQjYHYAgny+tkZsA4PGwUKIMaNWropZde0hNPPKGAgADb/IsXL+qPf/yjVq1apdmzZ+vpp58ucP3MzEwNHz5cgwYNUnp6urZs2ZKvzeHDh/X000+rTp062rNnj5o0aSJJunTpkgYPHqwPP/xQS5Yssbuk9fLlyxo8eLCOHDmiDRs2KDo62m6bly5dcsDeA3BWKcczlZaerZAgb4UF+xldDgAAlYJsDqCqI8cDVQMd6UAZuLu7a9y4cQXOf+6557Rq1Spt2bKl0LD+j3/8Q5mZmXrzzTf1wAMPFNhmzZo1unDhgkaNGmUL6pJUs2ZNTZo0SStXrtRbb71lF9Y//PBD7dq1SxMmTMgX1K+tC1QH6Vm5RpfgOJZcBV2dTM/Klayl/zs9k31Bzy//UV+lnrbN6xwaqJcGhauOt4eDCq14ltzrn2t6Vq5yLpbtNyvI19NRJQEAqgCyOYCyKtF5hQPyemHKkuMdlZmLQp4GCsa/3ICDubu7Syo8GK9bt07//ve/9e677yo4OLjQ7Rw/flySFBoamm/ZtXlffPGFcnNz5emZ94/c0qVLJUlDhgzRb7/9ptWrVysjI0PNmjXTfffdJ99rl6O5gOwLjPCpzjq8+JnRJThMrQs5+vnqdJepm3Tew6vU23AzSX5e7nrjwQhFhtbRrtQzGrf8B/WcsVVXqtAN3K5Yr9/Dtsu0TXIzlf5YSNLeyb0cVRKqEW8PYi/gisjmQOm50rlUSc4rHJHXC1OWHO+ozFwU8jTZEQXjWwE42Lx58yRJPXv2zLfs3LlzGjFihP7whz/o4YcfLnI79erVkySlpqbmW3Zt3qVLl3TgwAG1aNFCkvT1119LkrZv366//e1vyr3h/1TXq1dPH3zwgaKiokq/U1VQy4nJRpcAVJorVmnKoNbq06aBJKlPmwayyqqE9/cYXJkx+PtHQdJe6WN0CQAMQDYHSo8sVXmcNcfzHSA7omBuRhcAVCdr167VnDlz1KJFCw0fPjzf8tGjR+vs2bOaM2dOsdvq0aOHatSooblz5+q3336zzb906ZImTZpke52RkWGbPnHihCTpySef1OjRo/Xbb7/p5MmTev3113X27FkNHDhQR48eLcceAnBWkaF17F53Cg00qBIAAJwD2RxAVUCOB6oORqQDDvL111/rgQcekL+/v5YtW2a7pPOaNWvWaP78+Xr77bf1u9/9rtjthYaGaty4cXrhhRfUunVr3X///fL399eGDRt06NAhNW7cWIcOHVKNGjVs61y5ckWS1LdvX73yyiu2+U8++aQOHz6sqVOnau7cuRo/fryD9tp5cSla9cYIifx2pZ6xjWSRpJ033GfR1fD3DwAgmwNl50pZyhnOK5wxx7vSdwAoDTrSAQfYs2ePevbsKZPJpOTkZLVq1cpueXZ2tkaOHKno6Gg99thjJd7u5MmTdfvtt2vWrFlasmSJatSooXvuuUeLFy+2Pcjo2mWmkuTv769Tp06pf//++bbVr18/TZ061XaJaXXH/cyqt2/Gdze6BMexWKQZeZPbn42WfHxKvYknFu3WhJU/yiqrOoUGamfqaU1c+ZM6hwbqzYciHFxwxbHkWtRkbN709mei5eNZ+mMh8fcPAK6ObA6UjytlqRKdVzggrxemLDneUZm5KK70HQBKg78MoJx2796tHj166PLly1q3bp0iIyPztTlx4oQOHz6sw4cPy82t4DsqNWiQ93+g9+zZo3bt2tnmDxs2TMOGDbNrm5ubq5SUFAUGBto98OiOO+7QqVOnFBAQkG/71+adP3++lHsIOJ9q9RR50/WHOQX5eko+pd+3t4Z10Kgle+zupXhPWF3NjG2vQB8Ph5RZGbzc7Y+Fj2c1+pwBAJWCbA6gNEp0XuGAvF6YsuR4MjNgHDrSgXLYvXu3unfvrkuXLik5OVmdO3cusJ2fn1+B92WUpNWrV+vYsWN68MEHVatWLQUFBRX7vh9++KFyc3PzbTMmJkaff/659u7dq/vvv99u2d69eyVJISEhJdgzAFVJoI+HFg7vrJTjmUpLz1ZIkLfCgv2MLgsAgEpFNgdQ1ZDjgaqFjnSgjK4F9YsXL2rt2rW66667Cm0bFBSkd955p8BlUVFROnbsmP7v//5P9evXt1t27tw51a5d227ezz//rH/84x+qXbu2xo4da7csPj5e06ZN06xZsxQfH6+GDRtKkjIzMzVlyhRJ0tChQ0u9rwCqhrBgP4I3AMAlkc0BVGXkeKBqoCMdKIPTp0+re/fuOnPmjHr37q3169dr/fr1dm0CAgI0evTocr3PP/7xD+3evVuRkZEKDAxUSkqKVq1aJTc3N61YsUKNGjWyax8aGqrp06frqaeeUtu2bTVo0CB5enpq9erVSktL02OPPaZ77723XDUBAAAAzoRsDgAAKgMd6UAZnDt3TmfOnJEkrV27VmvXrs3XpkmTJuUO6z179tQvv/yiZcuWKTMzU/Xr19dDDz2kcePGqVmzZgWu8+STTyokJETTp0/XkiVLdOnSJbVq1Urjxo3TyJEjy1UPAAAA4GzI5gAAoDLQkQ6UQUhIiKxWq0O2tXnz5kKXDRkyREOGDCn1Nvv166d+/fqVoyoAAACgaiCbAwCAylDwI8oB2ImPj5fJZFJsbKzRpTjUvn37ZDKZZDKZdPDgQaPLAQAAAIpFNgcAAEZgRDpQhHbt2slsNtteh4eHG1iN4wUGBtrtX0BAgHHFAAAAAEUgmwMAACOZrI66Bg4AAJSexSL5+uZNZ2VJPj7G1mMgS65Fvgl5xyJrdpZ8PF33WAAAAMBJOFleJzMDxuHWLkARkpKSbJdXVvfLR00mk0JCQowuCQAAACgQ2RwAABiJjnSgBAYMGCCz2azBgwdLkqxWq9asWaO//OUvatOmjfz9/eXt7a22bdtqypQpysnJKdF2n3jiCVtQPnbsWL7lW7du1ZgxYxQdHS1/f3+ZTCbFxcUVur3NmzfrwQcfVIsWLRQQECBvb2/dcccd+vOf/6z//ve/+dpfu3zUbDbL39+/ZAcDAAAAMBDZHAAAGIF7pAMlMHDgQLuQnJubqz/84Q/y9PRUVFSUevXqpZycHCUnJ+v555/XihUrtGXLFtWqVavQbW7YsEFvv/22fHx8ZLFYCmwzb948LViwQN7e3mrcuLHOnTtXZJ2fffaZtm/frs6dO6tXr17y8PDQzz//rHfffVfvv/++1qxZo+joaFv7wMBAJSYmSsob4QMAAAA4O7I5AAAwAh3pQBnUqFFDL730kp544gm7hwBdvHhRf/zjH7Vq1SrNnj1bTz/9dIHrZ2Zmavjw4Ro0aJDS09O1ZcuWAtslJCTo6aefVvPmzbVr1y7dddddRdY1fvx4vfjii/nmb9iwQd27d9czzzyjXbt2lXxHAVQ5KcczlZaerZAgb4UF+xldDgAAFY5sDqA6IMcDzo+OdKAM3N3dNW7cuALnP/fcc1q1apW2bNlSaFj/xz/+oczMTL355pt64IEHCn2fjh07lqouLy+vAuffe++9qlOnjvbt21eq7QFVTXpWrtEllJ4lV0FXJ9OzciVr2f5pPpN9Qc8v/1FfpZ62zescGqiXBoWrjreHAwqteJbc659felauci46JqYE+Xo6ZDsAAOdENgdQViU6f3BQXi9MaXN8RWXmwpClgevoSAcczN3dXZJUs2bBf17r1q3Tv//9b7377rsKDg6ulJp27NihM2fOqEuXLpXyfhUt+8Ilo0uAk+rw4mdGl1BqtS7k6Oer012mbtJ5j4JPuovjZpL8vNz1xoMRigyto12pZzRu+Q/qOWOrrlgdV29FumK9fg/bLtM2yc1UtmNxs72TezlkO3AO3h7EVwAlRzYHSsfVzrVKcv7gqLxemNLm+IrKzIUhS+chg0KiIx1wuHnz5kmSevbsmW/ZuXPnNGLECP3hD3/Qww8/XGE1bN68WZs3b1Zubq5SUlL0ySefqG7dupoxY0aFvWdlajkx2egSAKdzxSpNGdRafdo0kCT1adNAVlmV8P4egyszHr8Z1UvaK32MLgFAFUI2B0qH3FT5nD3H853IQwaFREc64FBr167VnDlz1KJFCw0fPjzf8tGjR+vs2bOaM2dOhdaxefNmTZo0yfb6tttu05IlS9ShQ4cKfV8AxooMrWP3ulNooEGVAABgPLI5gKqCHA9UDXSkAw7y9ddf64EHHpC/v7+WLVsmT0/7+4itWbNG8+fP19tvv63f/e53FVpLYmKiEhMTZbFYtHfvXk2ePFm///3vNW/ePD344IMV+t6VgUvLUBhXHy2xK/WMbSSLJO284T6LrozfDABwPWRzoGxcLTc5y/mDM+d4V/tOAEWhIx1wgD179qhnz54ymUxKTk5Wq1at7JZnZ2dr5MiRio6O1mOPPVZpdfn4+CgyMlLLly9Xx44d9dhjj6lHjx6qV69epdVQEbg3GQrzzfjuRpdQehaLdPXK7u3PRks+PmXazBOLdmvCyh9llVWdQgO1M/W0Jq78SZ1DA/XmQxEOLLjiWHItajI2b3r7M9Hy8SzbsbgZvxkA4FrI5kDZuVpuKtH5g4PyemFKm+MrKjMXxtW+E0BR+GsAymn37t3q0aOHLl++rHXr1ikyMjJfmxMnTujw4cM6fPiw3NzcCtxOgwZ5//d5z549ateunUNrrFmzpqKjo/Xdd9/p66+/1n333efQ7QPOoko+Ud50/YFOQb6ekk/Z9uGtYR00askeu3sp3hNWVzNj2yvQx6PcZVYGL3f7Y+HjWQU/TwCAocjmAEqjROcPDsrrhSltjiczA8ahIx0oh927d6t79+66dOmSkpOT1blz5wLb+fn5FXhfRklavXq1jh07pgcffFC1atVSUFBQhdR65MgRSXnBHUD1E+jjoYXDOyvleKbS0rMVEuStsGA/o8sCAKDSkM0BVEXkeKDq4F9toIyuBfWLFy9q7dq1uuuuuwptGxQUpHfeeafAZVFRUTp27Jj+7//+T/Xr1y9XTVu3btU999wjk8lkN3/dunVavny5/P39dffdd5frPQA4t7BgP4I3AMDlkM0BVHXkeMD50ZEOlMHp06fVvXt3nTlzRr1799b69eu1fv16uzYBAQEaPXp0ud5n+/bttpB/8uRJ27y4uDhJUvPmzTV27Fhb+/79+6tu3bqKjIxUo0aNdP78eX3//ffaunWr3N3d9c4778jHwfdzAwAAAIxENgcAAJWBjnSgDM6dO6czZ85IktauXau1a9fma9OkSZNyh/V9+/ZpwYIFdvP279+v/fv3S5K6detmF9YnTZqktWvXavv27Tp58qRMJpMaNWqkESNGaPTo0fketAQAAABUdWRzAABQGehIB8ogJCREVqvVIdvavHlzocvi4uJsI1xKYtSoURo1alT5iwIAAACqCLI5AACoDAU/ohyAnfj4eJlMJsXGxhpdikPt27dPJpNJJpNJBw8eNLocAAAAoFhkcwAAYARGpANFaNeuncxms+11eHi4gdU4XmBgoN3+BQQEGFcMAAAAUASyOQAAMJLJ6qhr4AAAQOlZLJKvb950Vpbkwg8ds+Ra5JuQdyyyZmfJx9N1jwUAAACchJPldTIzYBxu7QIUISkpyXZ5ZXW/fNRkMikkJMTokgAAAIACkc0BAICR6EgHSmDAgAEym80aPHiwbd7+/fuVmJio/v37q2HDhsWG3ZSUFE2ZMkVdu3bVrbfeKg8PDzVq1EiPPPKIfvnll0LX2717t4YMGaLQ0FDVqlVLTZo00YABA7R169Zi67548aLatWsnk8mk5s2b51t+7fJRs9ksf3//YrcHAAAAGI1sDgAAjMA90oESGDhwoOLi4uzmbdu2TZMmTVKNGjXUokULHTt2rMhtTJgwQUuXLlV4eLgGDBig2rVr64cfftDChQv14YcfKjk5Wffcc4/dOitWrNAf//hHeXp6atCgQWrUqJF+++03LV++XP/5z380f/78fHXd6IUXXtC+ffsKXR4YGKjExERJeSN8AAAAAGdHNgcAAEagIx0oo65du2rHjh1q27atatWqJS8vryLb9+7dW88995zatm1rN3/JkiX605/+pMcff1w//fST3bJx48bJarXqiy++ULt27Wzzd+/erY4dO2ry5MmFhvXdu3fr5Zdf1quvvqqnnnqqTPsIwLmlHM9UWnq2QoK8FRbsZ3Q5AAAYhmwOoKoj2wPOj450oIyaNm2qpk2blrh9YaE6NjZWZrNZe/fu1alTp1S3bl3bsgMHDujWW2+1C+qSFBERoQYNGujEiRMFbvPChQuKi4vTnXfeqYSEBMI6qpX0rFyjS3AsS66Crk6mZ+VK1uL/aT6TfUHPL/9RX6Wets3rHBqolwaFq463RwUVWvEsudc/2/SsXOVcdExMCfL1dMh2AADOi2wOoCxKdG5RhrxeGqXN9hWVmQtCjgbs0ZEOOAF3d3dJUs2a9n+SrVq10rfffqvvv/9ebdq0sc3/9ttvdfToUfXt27fA7SUmJiolJUXfffedTCZTxRXupLIvXDK6BFSgDi9+ZnQJDlXrQo5+vjrdZeomnfcoegSdJLmZJD8vd73xYIQiQ+toV+oZjVv+g3rO2Kor1oqttyJdsebYprtM2yQ3U/HHoiT2Tu7lkO2g6vL2IPICKDmyOVyNK58/leTcoix5vTRKm+0rKjMXxFVyNFkRJcU3BTDYzp079dNPPykyMlIBAQF2y1599VX17dtXd999twYNGqTf/e53+t///qePP/5Y99xzj+bMmZNve7t27dK0adM0ZcoU3X777ZW0F86l5cRko0sAKtQVqzRlUGv1adNAktSnTQNZZVXC+3sMrsw58ZuAtFf6GF0CgCqCbA5XRFYyljNne1f5bpAVUVJ0pAMGOnv2rB599FG5ublp2rRp+ZZ369ZNW7du1ZAhQ/Tee+/Z5jdq1Ejx8fFq0KCBXfvc3FzFxcWpffv2+sc//lHh9QMwTmRoHbvXnUIDDaoEAIDqgWwOwChke6BqoCMdMEhOTo7uv/9+/fLLL3rppZcUFRWVr82aNWsUGxurvn37atWqVQoJCdHBgwc1ZcoUxcfH6/vvv9err75qaz9hwgSlpKTom2++UY0aNSpxb5yLq1x+5qpcZVREcXalnrGNWpGknTfcUxH2+E0AABSHbA5X5spZyVnOLZw127vydwMoCB3pgAFyc3M1aNAgbdy4Uc8995zGjRuXr83p06f14IMPKiwsTAsXLpSbm5skqXnz5lqwYIFSUlI0c+ZM/fWvf1WzZs20e/duvfrqq5owYYJat25d2bvkVLi/WfX2zfjuRpfgWBaLNCNvcvuz0ZKPT7GrPLFotyas/FFWWdUpNFA7U09r4sqf1Dk0UG8+FFHBBVccS65FTcbmTW9/Jlo+nsUfi5LgNwEAUBSyOVydK2elEp1blCGvl0Zps31FZeaCuPJ3AygIfxFAJcvJydHAgQOVnJysZ555RlOmTCmw3eeff66MjAx169bNFtSvMZlMio6O1pdffqk9e/aoWbNm+v7773X58mUlJiYqMTEx3/b++9//ymQyyd/fXxkZGRWwZ0DlqHZPjjddf7hTkK+n5FP8/r01rINGLdljd9/Ee8LqamZsewX6eFRImZXBy93+WPh4VrPPGgDgdMjmgGsr0blFGfJ6aZQ225OZAePQkQ5UohuD+pgxYzR16tRC2164cEGSdPLkyQKXX5vvefUfzdtvv13Dhw8vsO3cuXPl7++vwYMHy9vbuzy7AMAJBPp4aOHwzko5nqm09GyFBHkrLNjP6LIAAKhSyOYAnAHZHqg66EgHKklOTo4GDBigdevW6e9//7umT59eZPs777xTNWrU0IcffqgxY8aoTZs2tmU//fSTFi9eLE9PT911112SpLvvvlt33313gduaO3eu6tevr3feecdxOwTAcGHBfoRsAADKgGwOwNmQ7QHnR0c6UEanTp3SmDFjbK8vXryoU6dOKS4uzjYvKSnJNv34449r3bp1ql+/vvz8/Aq8xDMuLk4hISGSpIYNG+q5557Tiy++qMjISA0cOFAhISE6dOiQli9frtzcXE2fPl1169atoD0EAAAAqgayOQAAqGh0pANllJWVpQULFtjNs1gsdvNuDOtpaWmSpGPHjmnSpEkFbjMqKsoW1iXphRdeUJs2bTRnzhytX79e586dk7+/v7p166Ynn3xSffv2ddj+AAAAAFUV2RwAAFQ0OtKBMgoJCZHVai1x+82bN5fpfYYMGaIhQ4aUad1rSlMnAAAAUNWQzQEAQEVzK74JgPj4eJlMJsXGxhpdikPt27dPJpNJJpNJBw8eNLocAAAAoFhkcwAAYARGpANFaNeuncxms+11eHi4gdU4XmBgoN3+BQQEGFcMAAAAUASyOQAAMJLJynVlAAAYx2KRfH3zprOyJB8fY+sxkCXXIt+EvGORNTtLPp6ueywAAADgJJwsr5OZAeNwaxegCElJSbbLK6v75aMmk8nuYUoAAACAMyGbAwAAI9GRDpTAgAEDZDabNXjwYNu8/fv3KzExUf3791fDhg2LDbuJiYl2wbig/4YPH17gut99950efPBBNWzYUJ6enrr11lt13333adOmTXbtTpw4oZdfflmDBw9WaGiobbuFuXb5qNlslr+/f+kOCgAAAGAAsjkAADAC90gHSmDgwIGKi4uzm7dt2zZNmjRJNWrUUIsWLXTs2LEitxEVFVXosnfeeUeHDx9Wr1698i1799139ec//1n+/v7q27evGjZsqFOnTunrr7/WF198oejoaFvbvXv3aty4cTKZTAoLC5O3t7eys7MLfd/AwEAlJiZKyhvhAwAAADg7sjkAADACHelAGXXt2lU7duxQ27ZtVatWLXl5eRXZPioqqsDAfvz4cb300ksKCgrSwIED7ZZ98803Gj58uDp16qTVq1erTp06dssvXbpk97pFixbasmWL2rdvLz8/PzVv3lz//e9/y7R/AJxXyvFMpaVnKyTIW2HBfkaXAwCA4cjmAKoLsj7gvOhIB8qoadOmatq0abm3k5SUpEuXLunhhx+Wh4eH3bLx48fr8uXLevfdd/MFdUmqWdP+Tzg4OFjBwcHlrglwZulZuUaX4FiWXAVdnUzPypWshf/TfCb7gp5f/qO+Sj1tm9c5NFAvDQpXHW+PQterKiy51z/b9Kxc5VwsXUwJ8vV0dEkAgCqCbA6gvAo9zyhFXi+Pkmb98mbmsiBnA3noSAcMNm/ePEnSiBEj7OZnZGRo3bp1at++vW677TZt2bJFO3fuVM2aNdW5c2fdfffdRpRrqOwLl4pvhGqvw4ufGV2CQ9W6kKOfr053mbpJ5z0KH0HnZpL8vNz1xoMRigyto12pZzRu+Q/qOWOrrlgrp96KdMWaY5vuMm2T3ExFjya82d7J+S/BR/Xh7UFsBVDxyObAda52/lXYeUZp8np5lDTrlzczl4Ur52wyKG7EtwEw0LZt2/Trr7/qzjvvVKtWreyW7d69W1euXFGjRo3Uv39/rVq1ym55jx49tGzZMpd6EFHLiclGlwAY6opVmjKotfq0aSBJ6tOmgayyKuH9PQZX5hz4jaje0l7pY3QJAKo5sjlgj2xVuZw567vyd4EMihu5GV0A4Mrmzp0rKf+IF0k6ceKEJOmTTz7Rzp07tWLFCp09e1Y///yz+vfvr/Xr1+uxxx6r1HoBGC8y1P5S8k6hgQZVAgBA9UI2B2A0sj7g3BiRDhjk3LlzWrZsmXx9ffXAAw/kW37lyhVJ0uXLl/X2229rwIABkqTatWvrgw8+0O23365ly5bpn//8pxo1alSptRvFlS8nw3WuPBpCknalnrGNUpGknTfcQ9HV8RsBACgrsjmQn6tlK2c4z3DWrO9q3wWgMHSkAwZZvHixsrOzNXz4cPn6+uZbfu2y0Bo1aqhPH/tLiTw9PdWzZ0+98847+uabb1wmrHNvMkjSN+O7G12CY1ks0oy8ye3PRks+PoU2fWLRbk1Y+aOssqpTaKB2pp7WxJU/qXNooN58KKKSCq44llyLmozNm97+TLR8PAs/FgXhNwIAUFZkcyA/V8tWhZ5nlCKvl0dJs355M3NZuNp3ASgMfwmAQYq6dFSS7rjjDkmSt7e33N3d8y0PCAiQJJ0/f75iCgScVLV7Yrzp+kOcgnw9JZ/C9++tYR00askeu/sk3hNWVzNj2yvQx6NCy6wMXu72x8LHs5p91gAAp0U2B1DoeUYp8np5lDTrk5kB49CRDhjghx9+0K5du9SqVSvdeeedBbZp1qyZGjdurEOHDul///uffve739kt37t3ryQpJCSkossF4CQCfTy0cHhnpRzPVFp6tkKCvBUW7Gd0WQAAVGlkcwDOgKwPOD8eNgoY4NqIl+HDhxfaxmQy6fHHH5ckjRs3znZfRknasmWL1qxZo5CQEEVGRlZssQCcTliwn3q0DCZYAwDgAGRzAM6ErA84L0akA2V06tQpjRkzxvb64sWLOnXqlOLi4mzzkpKS8q134cIFvffee/Lw8NDDDz9c5Hv8/e9/1yeffKKFCxdq79696tq1q44ePaqPPvpInp6emjdvnmrWtP8zvvH9jx49mm/eP//5T9WtW7fkOwoAAAA4ObI5AACoaHSkA2WUlZWlBQsW2M2zWCx28woK6ytWrFB6erqGDh1abGj29PTU+vXr9corr2jx4sV644035Ovrq759+8psNqtt27b51rm5ppvnJSYmEtYBAABQrZDNAQBARaMjHSijkJAQWa3WUq83dOhQDR06tMTtvb29NXnyZE2ePLlE7ctSEwAAAFCVkc0BAEBF4x7pQAnEx8fLZDIpNjbW6FIcat++fTKZTDKZTDp48KDR5QAAAADFIpsDAAAjMCIdKEK7du1kNpttr8PDww2sxvECAwPt9i8gIMC4YgAAAIAikM0BAICRTFauNQMAwDgWi+TrmzedlSX5+Bhbj4EsuRb5JuQdi6zZWfLxdN1jAQAAACfhZHmdzAwYh1u7AFVMUlKS7ZLP8l7S+tlnn9ltKyoqynGFAgAAANUc2RwAANdBRzpQRQ0YMEBms1mDBw+2m5+bm6vJkyfr9ttvl5eXlxo0aKARI0bo2LFj+bbRtGlTmc1mu0tIAQAAAJQO2RwAgOqPe6QDVdTAgQMVFxdnN+/KlSsaMGCAkpOT1blzZ91///3av3+/5s+fr/Xr1+urr75S/fr1be2bNm2qxMRESdKkSZMqsXoAAACg+iCbAwBQ/dGRDlQjCxYsUHJysmJjY/X+++/LZDJJkubPn68///nPevbZZ7VgwQKDqwTgSCnHM5WWnq2QIG+FBfsZXQ4AALiKbA6grMj4gHOiIx2oRv79739Lkl555RVbUJek+Ph4TZ8+XUuXLtXs2bPl58c/xKj60rNyjS7BMSy5Cro6mZ6VK1lL9k/zmewLen75j/oq9bRtXufQQL00KFx1vD0qoNCKZ8m9/pmmZ+Uq52LZY0qQr6cjSgIAoMzI5kDVZXeuUca8XhYlyfiOzMwlRbYG8tCRDlQTOTk5+uqrr3THHXeoSZMm+Zb37NlTM2fO1JdffqkePXoYUKHjZF+4ZHQJcAIdXvzM6BIcotaFHP18dbrL1E067+FVovXcTJKfl7veeDBCkaF1tCv1jMYt/0E9Z2zVFWvF1VuRrlhzbNNdpm2Sm6lkx6Igeyf3ckRJqCK8PYi0AJyLK2VzVH+ueP5147lGWfN6WZQk4zsyM5cU2doe2dN18ckD1cT+/ft15coVhYWFFbj82vyUlJQqH9ZbTkw2ugTAcFes0pRBrdWnTQNJUp82DWSVVQnv7zG4MufA74RrSXulj9ElAIAdV8rmqP7IVZXHWTM+3wF7ZE/X5WZ0AQAc4+zZs5Ikf3//ApfXrl3brh2Aqi8ytI7d606hgQZVAgAAbkQ2B1BWZHzAeTEiHUCVw2VlkBgVIUm7Us/YRqtI0s4b7qXo6vidAAAAcAxXzFVGnms4Y8Z3xe8AUBA60oFq4tpol8JGtZw7d86uXVXG/cggSd+M7250CY5hsUgz8ia3Pxst+fiUaLUnFu3WhJU/yiqrOoUGamfqaU1c+ZM6hwbqzYciKrDgimPJtajJ2Lzp7c9Ey8ezZMeiIPxOAACM5ErZHNWfK+Yqu3ONMub1sihJxndkZi4pV/wOAAXhLwGoJpo1ayY3NzelpKQUuPza/MLu0whUNdXmyfGm6w9vCvL1lHxKtl9vDeugUUv22N0v8Z6wupoZ216BPh4OL7MyeLnbHwsfz2ryGQMAXA7ZHKja7M41ypjXy6IkGZ/MDBiHjnSgmvDy8lKnTp305Zdf6uDBg2rSpInd8nXr1snT01OdO3c2qEIAjhTo46GFwzsr5Xim0tKzFRLkrbBgP6PLAgAAIpsDKBsyPuDceNgoUI089thjkqSxY8fKarXa5s+fP18///yzHnjgAduDjQBUD2HBfurRMpiADQCAkyGbAygrMj7gnBiRDlQjjzzyiJYuXaolS5YoNTVVUVFROnDggD766CM1atRIU6dONbpEAAAAwCWQzQEAqF4YkQ5UIzVq1NDKlSs1adIkpaena8aMGdq6davi4uL01VdfqX79+kaXCAAAALgEsjkAANULI9KBasbT01MTJ07UxIkTjS4FAAAAcGlkcwAAqg9GpANVVHx8vEwmk2JjY8u8jc8++0wmk0kmk8mBlQEAAACuhWwOAED1x4h0oIpp166dzGaz7XV4eHiZt9W0aVO7bYWEhJSnNAAAAMClkM0BAHAdJuuNjw8HAACVy2KRfH3zprOyJB8fY+sxkCXXIt+EvGORNTtLPp6ueywAAADgJJwsr5OZAeNwaxegCElJSbbLK8t7qaYz2rdvn93+MeoFAAAAzopsDgAAjERHOlACAwYMkNls1uDBgyVJVqtVa9as0V/+8he1adNG/v7+8vb2Vtu2bTVlyhTl5OQUuq3k5GRFRUWpdu3a8vPzU1RUlJKTk/O1S0tLswvSBf1Xo0aNfOv973//0//7f/9PjRs3loeHh2699VbFx8frt99+y9c2MDBQZrNZZrNZ/v7+5ThCAAAAQOUgmwMAACNwaxegCElJSYqPj9f8+fMVFxdnm5+Tk6NatWrJ09NTUVFRat26tXJycpScnKyUlBRFRkZqy5YtqlWrlt32Fi1apGHDhqlu3bqKjY2VyWTSBx98oOPHj+u9997TQw89ZGubkZGh1157rcC6vv76a61evVr33XefPv30U9v8/fv36+6779aJEyfUo0cPtW3bVikpKfrPf/6jevXq6YsvvlCzZs0K3Oa1ES9paWllOlYAysjJLhU1EpepAgCKQjYHYAgny+tkZsA4PGwUKIMaNWropZde0hNPPKGAgADb/IsXL+qPf/yjVq1apdmzZ+vpp5+2LTtz5owSEhJUt25d7d69W40aNZIkPffcc4qIiFBCQoL+8Ic/qE6dOpKkgIAAJSYmFvj+/fr1kySNGDHCbv6oUaN04sQJzZw5U0899ZRt/rJlyzR06FD99a9/1dq1ax1xCAA4mZTjmUpLz1ZIkLfCgv2MLgcAgEpDNgdQHZHvAedDRzpQBu7u7ho3blyB85977jmtWrVKW7ZssQvry5YtU0ZGhiZNmmQL6pLUoEEDjR49WmPHjtWyZcv02GOPFfneR44c0Zo1a3TLLbfYQrsk26ib4OBgPfnkk3brDBkyRO3atVNycrIOHDigpk2blnXXAaeUnpVrdAllZ8lV0NXJ9KxcyVq6f5rPZF/Q88t/1Fepp23zOocG6qVB4arj7eHAQiueJff655ielauci46NKUG+ng7dHgDAOZDNAVQE2zlGOfN6aRWX7ys6MxeEHA3koSMdcDB3d3dJUs2a9n9emzdvliT17Nkz3zq9evXS2LFjtWXLlmLDelJSki5fvqxHHnnE9l6SlJ6erkuXLqlJkyYymUz51gsNDdW3336rTZs2Vauwnn3hktElwAl0ePEzo0sos1oXcvTz1ekuUzfpvIdXqdZ3M0l+Xu5648EIRYbW0a7UMxq3/Af1nLFVV6rYzduuWK/fw7bLtE1yM5XuWBRn7+ReDt0ejOftQZQFUDSyOeBYrnT+de0co7x5vbSKy/cVnZkLQo4uGFnU9fCJAw42b948SflDeUpKiiQpLCws3zrX5l1rUxir1Wrb/vDhw+2W1alTRzVq1NDBgwdltVrzBfbU1FRJ0q+//lrSXakSWk7M/zAowJVcsUpTBrVWnzYNJEl92jSQVVYlvL/H4MqcD78X1U/aK32MLgGAkyObA45Fnqp4zpjv+dwLRhZ1PW5GFwBUJ2vXrtWcOXPUokWLfGH67NmzkiR/f/986/n4+KhGjRq2NoXZsmWL9u/fry5duqh58+Z2y7y9vdWtWzcdP35cb775pt2yjz/+WN9++62kvAclAaheIkPr2L3uFBpoUCUAADgPsjmAqop8DzgnRqQDDvL111/rgQcekL+/v5YtWyZPT8ffQ2zu3LmS8o94uebVV19Vly5dlJCQoFWrVqlNmzbat2+fVq5cqTZt2uj7779XjRo1HF6XkbjEDBIjJHalnrGNWJGknTfcTxHX8XsBAK6DbA5UDFfKU0aeYzhbvnelzx0oCh3pgAPs2bNHPXv2lMlkUnJyslq1apWvzbXRLmfPnlVQUJDdMovFosuXLxc4IuaajIwMffTRR6pdu7aGDh1aYJu2bdtq165dMpvN2rRpkzZt2qTbbrtNc+bMUUZGhp5++mnVq1evHHvqfLgnGSTpm/HdjS6h7CwWaUbe5PZnoyUfn1Kt/sSi3Zqw8kdZZVWn0EDtTD2tiSt/UufQQL35UEQFFFxxLLkWNRmbN739mWj5eJbuWBSH3wsAcA1kc6DiuFKesp1jlDOvl1Zx+b6iM3NBXOlzB4rCXwJQTrt371aPHj10+fJlrVu3TpGRkQW2CwsL09dff62UlJR8Yb2oezRe8/777+v8+fN65JFH5O3tXWi75s2ba+nSpfnmx8XFSZI6duxY3C4BVU6Vfoq86foDm4J8PSWf0u3LW8M6aNSSPXb3TLwnrK5mxrZXoI+Hw8qsDF7u9sfCpwJGDwIAqjeyOQBHsZ1jlDOvl1Zx+Z7MDBiHjnSgHHbv3q3u3bvr0qVLSk5OVufOnQtt261bNy1evFjr1q3TnXfeabcsOTnZ1qYw1y4dHTFiRKnrzMzM1KpVqxQYGKgePXqUen0AzivQx0MLh3dWyvFMpaVnKyTIW2HBfkaXBQBApSObA6gOyPeA8+Jho0AZXQvqFy9e1Jo1a3TXXXcV2X7o0KHy9/fXrFmz9Ntvv9nmHz16VK+99poCAgI0ZMiQAtf99ttvtXv3brVp06bIUSvnz5/XpUuX7Obl5uZq+PDhOn36tMxms7y8vEqxlwCqirBgP/VoGUzIBgC4JLI5gOqGfA84H0akA2Vw+vRpde/eXWfOnFHv3r21fv16rV+/3q5NQECARo8ebXtdp04dzZ49Ww8//LAiIiIUGxsrNzc3LV26VMePH9fChQtVp04dFaSkI16++eYb3X///erRo4caNWqkc+fOafXq1Tp06JBGjhypJ598snw7DgAAADgZsjkAAKgMdKQDZXDu3DmdOXNGkrR27VqtXbs2X5smTZrYhXVJGjZsmOrWrauXX35ZSUlJkqSIiAgtWLBAvXoV/BTsnJwcLVq0SJ6enho2bFiRdTVu3FhRUVHatm2bjh8/Lm9vb0VEROjVV1/VH//4x9LvKAAAAODkyOYAAKAy0JEOlEFISIisVmuZ1u3du7d69+5d4vZeXl46ffp0ido2btxYH3zwQZnqAgAAAKoisjkAAKgM3CMdKIH4+HiZTCbFxsYaXYpD7du3TyaTSSaTSQcPHjS6HAAAAKBYZHMAAGAERqQDRWjXrp3MZrPtdXh4uIHVOF5gYKDd/gUEBBhXDAAAAFAEsjkAADCSyVrWa+AAAED5WSySr2/edFaW5ONjbD0GsuRa5JuQdyyyZmfJx9N1jwUAAACchJPldTIzYBxu7QIUISkpyXZ5ZXW/fNRkMikkJMTokgAAAIACkc0BAICR6EgHSmDAgAEym80aPHiwbd7+/fuVmJio/v37q2HDhsWG3YMHD+rxxx9Xhw4dVK9ePXl6eqpJkybq06ePNmzYUOh6x44d04gRI9SgQQN5eXnp9ttv1+TJk3XhwoV8bU+cOKGXX35ZgwcPVmhoqC2EF+ba5aNms1n+/v4lOxgAAACAgcjmAADACNwjHSiBgQMHKi4uzm7etm3bNGnSJNWoUUMtWrTQsWPHitxGSkqKli5dqrvuukt33nmnateurcOHD2vlypX69NNP9dJLL2ncuHF26xw7dkydO3fWb7/9poEDB+r222/X9u3bZTabtWPHDq1evVpubtf/f9jevXs1btw4mUwmhYWFydvbW9nZ2YXWFBgYqMTEREl5I3wAAAAAZ0c2BwAARqAjHSijrl27aseOHWrbtq1q1aolLy+vYtunp6fbhWtJOnLkiCIiIpSYmKgnnnjC7qFCzz77rA4dOqQ333xTf/nLXyRJVqtV8fHxWrBggRYsWKD4+Hhb+xYtWmjLli1q3769/Pz81Lx5c/33v/913E4DqBJSjmcqLT1bIUHeCgv2M7ocAAAqHNkcQHVFtgecBx3pQBk1bdpUTZs2LXF7Dw+PAuffeuutuvvuu7V8+XIdPHjQFtYzMzO1dOlSNW3aVI8//ritvclk0ssvv6yFCxfq3//+t11YDw4OVnBwcNl2CKiC0rNyjS6h/Cy5Cro6mZ6VK1nL/k/zmewLen75j/oq9bRtXufQQL00KFx1vAv+DXImltzrn2d6Vq5yLjoupgT5ejpsWwAA50M2B+BIducZDszrpVFYtn++T6hdnY7MzMUhU8PV0ZEOGCw9PV1fffWVvL297cL/jh07lJubqx49euS7l2KDBg3UunVrffXVV8rJySl2xI2ryb5wyegSUEk6vPiZ0SWUW60LOfr56nSXqZt03qPsf89uJsnPy11vPBihyNA62pV6RuOW/6CeM7bqitUx9VakK9Yc23SXaZvkZnLcb9veyb0cti1UTd4exF4AxSObA9e58nnVjecZjszrpVFYtu8/+3NbG0dn5uK4WqYmP+JmfCOASpaWlqakpCRdvnxZR44c0X/+8x9lZGTo7bfflp/f9cu0UlJSJElhYWEFbicsLEzfffedDhw4oJYtW1ZK7VVFy4nJRpcAGOKKVZoyqLX6tGkgSerTpoGssirh/T0GV2Y8fheQ9kofo0sA4ITI5kDhyE/GKizbP7Foh2E1udp3gvyIm9GRDlSytLQ0TZo0yfba19dX8+fP17Bhw+zanT17VpLk7+9f4HZq165t1w4AJCkytI7d606hgQZVAgCA8yObA3BmZHvAudCRDlSyqKgoWa1WXbx4UWlpafrXv/6lRx55RDt37tTrr79udHnVgqtdbubKXG1EREnsSj1jG7UiSTtvuKeiK+N3AQBQELI5UDhXzk/Ocp7hbNnelb8TgERHOmAYd3d3hYWFafr06crOztasWbN033336b777pN0fbRLYaNazp07Z9cO13EfM9fxzfjuRpdQfhaLNCNvcvuz0ZKPT5k39cSi3Zqw8kdZZVWn0EDtTD2tiSt/UufQQL35UISDCq44llyLmozNm97+TLR8PMt+LG7G7wIAoChkcyA/V85PducZDszrpVFYto9sUke/Xe1Pd3RmLo4rfycAiY50wCn07NlTb775pjZv3mwL69fuv3jtfow3S0lJkZubm91DkABXUy2eGm+6/hCnIF9Pyafs+/TWsA4atWSP3T3R7wmrq5mx7RXo41GuMiuDl7v9sfDxrAafLwCgyiGbA7A7z3BgXi+NwrL9lEG36+M91+shMwOVh450wAkcOXJEklSz5vU/yTvvvFOenp5av369rFarTCaTbdnRo0f1ww8/qHPnzvLyqrwndANwboE+Hlo4vLNSjmcqLT1bIUHeCgv2K35FAABgQzYH4AwKy/aWXIvRpQEuy83oAgBXsXPnTuXk5OSbf/DgQb388suSZBvxIuU9sOiBBx7QgQMH9Pbbb9vmW61WPffcc7py5YpGjhxZ8YUDqHLCgv3Uo2UwnegAABSCbA6gqiDbA86DEelAGZ06dUpjxoyxvb548aJOnTqluLg427ykpCTb9JQpU7Rt2zZ169ZNjRs3Vs2aNbV//359+umnunDhgv72t7+pS5cudu/xyiuvaNOmTfrrX/+qzz77TLfffru2bdumzz//XL169dKjjz6ar64b3//o0aP55v3zn/9U3bp1y7fzAAAAgBMhmwMAgIpmslqtVqOLAJxVUlKS4uPjNX/+fLvAK0lpaWkKDQ0tcv0b/7w++eQTLVq0SLt27dKxY8d04cIF3XLLLerUqZNGjhxpN+LlRkePHtX48eO1evVqnTlzRo0bN9bDDz+sZ599Vp4F3AvtxstMC5KamqqQkJB886/NS0tLK3J9AA5msUi+vnnTWVmV9vAiZ2TJtcg3Ie9YZM3OqtQHJwEAnB/ZHIAhnCyvk5kB4zAiHSijkJAQleb/Q/Xt21d9+/Yt9fs0aNBAc+fOLXF7/t8YAAAAXA3ZHAAAVDTukQ6UQHx8vEwmk2JjY40uxaH27dsnk8kkk8mkgwcPGl0OAAAAUCyyOQAAMAIj0oEitGvXTmaz2fY6PDzcwGocLzAw0G7/AgICjCsGAAAAKALZHAAAGIl7pAMAYCQnu+eikbjfIwAAAJyOk+V1MjNgHG7tAjhQUlKS7XLMqnC56fjx4+3qTUxMNLokAAAAwCHI5gAAwJHoSAcqwIABA2Q2mzV48GC7+UeOHNGoUaPUsmVL+fj4KDg4WF26dNHChQt1+fLlfNuZNWuW4uPj1aZNG9WsWVMmk0mbN28u9H23bt2qMWPGKDo6Wv7+/jKZTIqLiyu0fUxMjMxmsx599NGy7ioAAADg1MjmAADAEbhHOlABBg4cmC8kHzhwQJ07d1Z6erp69eqlfv366dy5c1qxYoUeeeQRbdy4UfPnz7db56mnnpIkNWjQQPXq1dOxY8eKfN958+ZpwYIF8vb2VuPGjXXu3Lki28fExCgmJkabN2/WggULSr+jAAAAgJMjmwMAAEdgRDpQSf75z3/q1KlTeu2117RmzRpNnTpVb731ln7++Wc1adJESUlJOnjwoN06n3zyiY4ePaojR45owIABxb5HQkKCfvzxR507dy5f8AdQvaQcz9T6vceVcjzT6FIAAKhyyOYAqppr+X/fCfI/YBRGpAOV5MCBA5KkP/zhD3bzAwIC9Pvf/14HDx7UyZMn1aRJE9uyPn36lOo9OnbsWP5CgSogPSvX6BIcx5KroKuT6Vm5krXof5rPZF/Q88t/1Fepp23zOocG6qVB4arj7VGBhVY8S+71zzU9K1c5F8sXU4J8PctbEgCgmiKbAyiO7ZyjlHnd0W7O/1esOXY1ljczlxVZG66IjnSgkrRq1UrJyclau3atEhISbPPPnTunzz//XMHBwWrZsqWBFVYt2RcuGV0CDNThxc+MLsFhal3I0c9Xp7tM3aTzHl5FtnczSX5e7nrjwQhFhtbRrtQzGrf8B/WcsVVXrBVfb0W68aSgy7RNcjMVfSyKs3dyr/KWBCfl7UGEBVA+ZHOgbFzpPOzaOUdp87qj3Zz/t/16WIPfvlqPAzJzWbl61iaPuiY+daCSPP300/rPf/6jUaNGac2aNWrdurXOnTunlStXyt3dXR999JG8vb2NLrPKaDkx2egSAENcsUpTBrVWnzYNJEl92jSQVVYlvL/H4MqcD78T1VfaK6UbFQoANyObA2VDvqp8N+f/3uH1Da4oj6t/F8ijromOdKCS1K9fXzt27NBDDz2kTz/9VJ9++qkkycvLS88884zat29vcIUAqorI0Dp2rzuFBhpUCQAAVRPZHEBVcnP+B2AMOtKBSrJ//3717dtXvr6+2rp1q9q3b6+MjAy9//77ev7557V27Vpt375d7u7uRpdaJbj6ZWSuztVHP+xKPWMbkSJJO2+4Xzqu43cCAFAYsjlQNq6Ur5zpnOPm/O8MXOm7AFxDRzpQSeLj43Xw4EEdOHBA9evnXYrl6+urZ555RqdPn9bUqVP13nvvKT4+3uBKqwbuR+bavhnf3egSHMdikWbkTW5/Nlry8Smy+ROLdmvCyh9llVWdQgO1M/W0Jq78SZ1DA/XmQxGVUHDFseRa1GRs3vT2Z6Ll41n0sSgOvxMAgMKQzYGycaV8ZTvnKGVed7Sb8//WX4/aljkiM5eVK30XgGv41gOVIDMzU9u2bVNERIQtqN8oJiZGU6dO1TfffENYB0qgWj0h3nT9gU1Bvp6ST9H79tawDhq1ZI/dPdHvCaurmbHtFejjUWFlVgYvd/tj4eNZjT5nAIDTIJsDKAnbOUcp87qj3Zz/r1hz7OohMwOVh450oBJcuHBBknTq1KkCl588eVKS5Mk/gACKEejjoYXDOyvleKbS0rMVEuStsGA/o8sCAKDKIJsDqEpuzv+3+FnVbrLRVQGuyc3oAgBXEBQUpDvuuEOHDh3SO++8Y7fs3LlzmjZtmiQpOjraiPIAVEFhwX7q0TKYTnQAAEqJbA6gKrqW/2+7hfwPGIUR6UAlee2119SvXz+NHDlSixcvVkREhDIyMrRq1SodP35cffv2VZ8+fezWeeWVV/TLL79Iknbs2GGbl5SUJEkaMWKEunTpYmu/fft228nAtZE027dvV1xcnCSpefPmGjt2bEXuJgAAAOD0yOYAAKC06EgHKknv3r315Zdfatq0adq2bZu2bt0qT09PtWzZUs8995z++te/ymQy2a2zdu1abdmyxW5ecvL1J4dHRUXZhfV9+/ZpwYIFdu3379+v/fv3S5K6detGWAcAAIDLI5sDAIDSoiMdqEQdOnTQ0qVLS9x+8+bNpdp+XFycbYQLAAAAgMKRzQEAQGlwj3SgAsTHx8tkMik2NtboUoo0fvx4mUwm7v8IAACAaotsDgAAHIER6YADtWvXTmaz2fY6PDzcwGqKFxMTo5o1r/8MREVFGVcMAAAA4EBkcwAA4Egmq9VqNboIAABclsUi+frmTWdlST4+xtZjIEuuRb4Jeccia3aWfDxd91gAAADASThZXiczA8bh1i6AAyUlJclkMtn+qyqXj177LzEx0eiSAAAAAIcgmwMAAEeiIx2oAAMGDJDZbNbgwYMLbZORkaGGDRvKZDKpd+/eBbbJycnRCy+8oJYtW8rLy0t16tTRfffdp88//zxf27S0NLvgXdB/NWrUsFsnJiZGZrNZjz76aPl2GAAAAHBSZHMAAOAI3CMdqAADBw5UXFxckW2eeuopnT17ttDlOTk5uvfee/XFF1+oTZs2+stf/qKMjAx99NFH6tatmz766CMNGDDA1j4gIMDuHpA3+vrrr7V69Wr16tXLbn5MTIxiYmK0efNmLViwoOQ7CAAAAFQRZHMAAOAIdKQDBli1apUWLlyo119/XU899VSBbWbPnq0vvvhCQ4YM0eLFi20jVsaPH6+IiAiNHDlSMTEx8vPzk5QX1gu7/LNfv36SpBEjRjh+ZwA4hZTjmUpLz1ZIkLfCgv2MLgcAgCqDbA6gKriW92/x41GHgFHoSAcq2enTp/XYY4/pwQcfVL9+/QoN6ytWrJAkJSYm2l322axZM/35z3/Wa6+9pg8//FDx8fFFvt+RI0e0Zs0a3XLLLbbQDlQH6Vm5RpfgGJZcBV2dTM/Klayl+6f5TPYFPb/8R32Veto2r3NooF4aFK463h4OLLTiWXKvf6bpWbnKueiYmBLk6+mQ7QAAqh+yOYDipGeVL6+X1815/4o1x642R2XmsiBnw9XQkQ5UsoSEBF2+fFmvv/66MjMzC213/PhxSVJoaGi+Zdfmbdy4sdiwnpSUpMuXL+uRRx6Ru7t7OSqverIvXDK6BFSgDi9+ZnQJDlHrQo5+vjrdZeomnffwKtX6bibJz8tdbzwYocjQOtqVekbjlv+gnjO26koVG6xy40lBl2mb5GYq3bEozN7JvYpvhGrL24O4C6BwZHOgZFz53KrL1E3lyuvldXPe3/brYQ1++2o9DszMZeFKOZtMCYmOdKBSLV++XIsXL9bSpUsVFBRUZFivV6+e9u3bp9TUVLVs2dJuWWpqqiTp119/LfL9rFar5s2bJ0kaPnx4OauvelpOTDa6BKDCXbFKUwa1Vp82DSRJfdo0kFVWJby/x+DKnAe/Ba4t7ZU+RpcAwEmRzYGSc+U8Vcvg97857/cOr29wRde50veCTAlJcjO6AMBVnDp1So8//rgGDhyooUOHFtv+vvvukyRNnjxZly9fts1PTU21BfCMjIwit7Flyxbt379fXbp0UfPmzctePACnFhlax+51p9BAgyoBAKBqIJsDqEpuzvsAjMGIdKCSPPHEE7p48aLeeuutErUfPXq0lixZoqVLl+qXX35RTEyMMjIy9NFHHykkJETff/+93f0ZCzJ37lxJrjvixZUuM3NFrjT6oTi7Us/YRqhI0s4b7pcOfgsAAPmRzYHSceU81WHsSqNLyJf3nYUrfy/gmuhIByrBypUrtWzZMiUlJal+/ZJdhuXn56fPP/9ckydP1vLlyzV79mzdcsstevzxx9W3b1917dpV9erVK3T9a8G+du3aJRplUx1xD7Pq7Zvx3Y0uwTEsFmlG3uT2Z6MlH59Srf7Eot2asPJHWWVVp9BA7Uw9rYkrf1Ln0EC9+VBEBRRccSy5FjUZmze9/Zlo+XiW7lgUht8CAMCNyOZA6blyntr+bHS58np53Zz3t/569HptDszMZeHK3wu4Jr7xQCXYsyfvXsVxcXGKi4vLtzw5OVkmk0lt27bVt99+a5sfEBCgV199Va+++qpd+6SkJElSx44dC33P999/X+fPn9cjjzwib2/vcu8D4GyqzRPiTdcf3BTk6yn5lG6/3hrWQaOW7LG7J/o9YXU1M7a9An08HFZmZfBytz8WPp7V5DMGADgVsjmA0rjxvKMseb28bs77V6w5dvWQmYHKQ0c6UAkiIiIKvIQzKytLS5cu1e9+9zv16tVLjRs3LtH2Fi1aJEmKjY0ttM21S0dHjBhRhooBVBWBPh5aOLyzUo5nKi09WyFB3goL9jO6LAAAnBbZHEBVcnPev8XPqnaTja4KcE10pAOVoH///urfv3+++WlpaVq6dKlatWqld955J9/yc+fOqXbt2nbzZsyYoc8++0yDBg1SZGRkge/37bffavfu3WrTpk2RI2MAVB9hwX50oAMAUAJkcwBV0bW8b8m1GF0K4LLoSAecWMOGDRUdHa2wsDCZTCZt3rxZ33zzjTp27Ggb1VIQRrwAAAAAjkU2BwDAtdGRDjixYcOGadOmTdqwYYNMJpNuv/12TZ8+XU8++aQ8C7kPWk5OjhYtWiRPT08NGzaskisGAAAAqieyOQAAro2OdMBAISEhslqthS5/6623Sr1NLy8vnT59ujxlAQAAAC6HbA4AAIriZnQBQHUUHx8vk8lU5AOHnMH48eNlMpkUHR1tdCkAAABAhSCbAwAAR2BEOuBA7dq1k9lstr0ODw83sJrixcTEqGbN6z8DUVFRxhUDAAAAOBDZHAAAOJLJWtS1awAAoGJZLJKvb950Vpbk42NsPQay5Frkm5B3LLJmZ8nH03WPBQAAAJyEk+V1MjNgHG7tAjhQUlKSTCaT7b+qcvnotf8SExONLgkAAABwCLI5AABwJDrSgQowYMAAmc1mDR482Dbv448/1uDBgxUWFqbatWvL19dXrVq10ujRo3X48OECtzNr1izFx8erTZs2qlmzpkwmkzZv3lzo+8bFxdmF7xv/a968eb72MTExMpvNevTRR8u9zwAAAIAzIpsDAABH4B7pQAUYOHCg4uLi7OYtX75c3333nSIjI9WgQQNJ0rfffqvXX39dCxYs0Pbt29WqVSu7dZ566ilJUoMGDVSvXj0dO3asRO8/atQoBQQE2M2rW7duvnYxMTGKiYnR5s2btWDBghLuHQAAAFB1kM0BAIAj0JEOVJJ///vf8vLyyjd/7ty5GjFihBITE7Vs2TK7ZZ988ok6dOig+vXr6/HHH9ecOXNK9F6jR49WSEiII8oG4ORSjmcqLT1bIUHeCgv2M7ocAACqBLI5gKrmWu6/xY9HHQJGoSMdqCQFBXVJGjJkiEaMGKF9+/blW9anT5+KLguostKzco0uwTEsuQq6OpmelStZS/ZP85nsC3p++Y/6KvW0bV7n0EC9NChcdbw9KqDQimfJvf6ZpmflKudi+WJKkK9neUsCAFRTZHMAJZGelVvmvO4oN+f+K9Ycu/rKm5nLiqwNV0RHOmCw1atXS5LCw8Mdus3MzEx5enqqTZs2ioqKUo0aNRy2/cqSfeGS0SXAiXV48TOjS3CIWhdy9PPV6S5TN+m8R8En9jdzM0l+Xu5648EIRYbW0a7UMxq3/Af1nLFVV6roIJUbTwq6TNskN1PJjkVh9k7uVd6SYABvD+IpAOOQzQHOw27U4cXPypzXHeXm3L/t18Ma/PbVehyQmcvKFbI2uRQ34xsBVLIVK1bo22+/VXZ2tn766SclJycrNDRUkydPdth7JCQk2L2+/fbbtXjxYkVERDjsPSpDy4nJRpcAOK0rVmnKoNbq0ybvvq592jSQVVYlvL/H4MqcB78hVVPaK4z4BFB5yOZAfmQo53Jz7u8dXt/givK4wveEXIqb0ZEOVLIVK1bYPTyoY8eOWrJkiUJDQ8u97W7duql///7q1KmT6tatq7S0NM2ZM0ezZs1Sz5499f333+vWW28t9/sAcA6RoXXsXncKDTSoEgAAqiayOYCq4ObcD8AYdKQDlSwpKUlJSUk6e/as9uzZo+eff14dOnTQxx9/rJiYmHJtOz4+3u518+bNNWPGDHl7e2vKlCmaMWOGpk+fXq73qEyucKkYys4VRkAUZ1fqGdvIFEnaecP90sFvCACgeGRzID8y1HXOcs5xc+53BnxP4IroSAcM4u/vr6ioKK1Zs0Z33HGHHnnkEaWmpsrd3d3h7zV8+HBNmTJFn3/+ucO3XZG4HxmK8s347kaX4BgWizQjb3L7s9GSj0+JVnti0W5NWPmjrLKqU2igdqae1sSVP6lzaKDefKhqXipuybWoydi86e3PRMvHs2THojD8hgAASopsDlxHhrrum/Hdy5zXHeXm3L/116O2ZY7IzGXF9wSuiG89YLDatWvrzjvv1IoVK7Rv3z61aNHC4e9Rt25dSVJ2drbDtw0Ypdo8Jd50/WFOQb6ekk/J9uutYR00askeu3ui3xNWVzNj2yvQx8PhZVYGL3f7Y+HjWU0+YwBAlUE2B3CjIF/PMud1R7k591+x5tjVQ2YGKg8d6YATOHLkiCSpZs2K+ZP86quvJEkhISEVsn0AlS/Qx0MLh3dWyvFMpaVnKyTIW2HBfkaXBQBAlUc2B+BMbs79t/hZ1c5xz0MGUApuRhcAuILc3Fx9+eWXBS6bP3++du7cqdtuu01hYWFlfo9jx45p//79+eYfPnxYTz31lCTpT3/6U5m3D8A5hQX7qUfLYDrRAQAoIbI5gKroWu6/7RZyP2AURqQDleD8+fO66667FB4ernbt2qlhw4Y6e/asdu7cqd27d8vX11fz58/Pt94rr7yiX375RZK0Y8cO27ykpCRJ0ogRI9SlSxdJ0i+//KKYmBh16dJFzZs3V2BgoNLS0vTJJ5/IYrHo0Ucf1dChQytnhwEAAAAnRTYHAABlQUc6UAl8fHw0adIkbdq0SRs2bNCpU6fk7u6ukJAQjR49Wn/729/UuHHjfOutXbtWW7ZssZuXnHz9qeFRUVG2sN6sWTMNHz5cO3fu1IcffqjMzEz5+/vr7rvv1vDhw/XAAw9U7E4CAAAAVQDZHAAAlAUd6UAlcHd318SJEzVx4sRSrbd58+YSt23UqJH+/e9/l7IyAAAAwLWQzQEAQFlwj3SgAsTHx8tkMik2NtboUoo0fvx4mUwmRUdHG10KAAAAUCHI5gAAwBEYkQ44ULt27WQ2m22vw8PDDaymeDExMapZ8/rPQFRUlHHFAAAAAA5ENgcAAI5kslqtVqOLAADAZVkskq9v3nRWluTjY2w9BrLkWuSbkHcssmZnycfTdY8FAAAAnIST5XUyM2Acbu0CFCEpKUkmk8n2n7NfDlpa+/bts9u/kJAQo0sCAAAACkQ2BwAARqIjHSiBAQMGyGw2a/DgwbZ5+/fvV2Jiovr376+GDRsWG3ZTUlI0ZcoUde3aVbfeeqs8PDzUqFEjPfLII/rll1/ytbdYLHrvvfc0dOhQ3X777apVq5YCAgLUrVs3LV68uMh6MzMzZTabFR4eLm9vbwUEBCgiIkKTJk2yaxcYGCiz2Syz2Sx/f//SHRQAAADAAGRzAABgBG7tAhQhKSlJ8fHxmj9/vuLi4gpcVqNGDbVo0UJ79+5Vo0aNlJaWVuC2YmNjtXTpUoWHh6tLly6qXbu2fvjhB61Zs0a1atVScnKy7rnnHlv7tWvX6r777lNQUJDuvfdeNW3aVCdOnNDHH3+sjIwMJSQkaNasWfne59ChQ4qJidGBAwfUvXt3tW/fXrm5udq3b58OHTqk77//vsD6rp1oFFY/gAriZJeKGonLVAEARSGbAzCEk+V1MjNgHB42CpRR165dtWPHDrVt21a1atWSl5dXke179+6t5557Tm3btrWbv2TJEv3pT3/S448/rp9++sk2v0GDBlq0aJGGDBkid3d32/wpU6aoc+fOmj17th555BFFRkball2+fFmDBw/WkSNHtGHDBkVHR9u916VLl8qzywCqkJTjmUpLz1ZIkLfCgv2MLgcAgApFNgfgClKOZ+rnYyeNLgNwWXSkA2XUtGlTNW3atMTtbx41c01sbKzMZrP27t2rU6dOqW7dupKktm3b5gv2khQcHKz/9//+n8aNG6ctW7bYhfUPP/xQu3bt0oQJE/IFdUmqWZM/eVR/6Vm5RpdQOpZcBV2dTM/Klazl+zs9k31Bzy//UV+lnrbN6xwaqJcGhauOt0e5tl3RLLnXP7v0rFzlXHTMb1aQr6dDtgMAcF5kcwAVJT3LsXm9LG7M+FesObb5+09mqmGA8b8l5G24CuP/2gDYRrWUNEwX1n7p0qWSpCFDhui3337T6tWrlZGRoWbNmum+++6T77XL0VCg7AuMCqoOOrz4mdEllEqtCzn6+ep0l6mbdN6j6BF0xXEzSX5e7nrjwQhFhtbRrtQzGrf8B/WcsVVXnPxmbjeeFHSZtklupvIdi2v2Tu7lkO2g+vL2IBIDuI5sDlfHeZG9LlM3OTSvl8WNGb/lrR5q+lze/P6zP5dU+fXczFXyNpkRfAMAg+3cuVM//fSTIiMjFRAQUGz7y5cv691335XJZFL37t3tln399deSpO3bt+tvf/ubcm8Y3VmvXj198MEHioqKcmT51UrLiclGlwCU2xWrNGVQa/Vp00CS1KdNA1llVcL7ewyuzDj8baM4aa/0MboEAE6CbA6QnW5Wy+gCZJ/xLbkWu/luJgMLu8pVvjNkRrgZXQDgys6ePatHH31Ubm5umjZtWonWmTBhgn744QfFx8crPDzcbtmJEyckSU8++aRGjx6t3377TSdPntTrr7+us2fPauDAgTp69KjD9wOAc4kMrWP3ulNooEGVAABQdZDNATizmzM+gMrHiHTAIDk5Obr//vv1yy+/6KWXXirRaJR//etfevnll9W+fXvNnDkz3/IrV65Ikvr27atXXnnFNv/JJ5/U4cOHNXXqVM2dO1fjx4932H5UJ65yOVp15yqjIYqyK/WMbUS6JO284X7proi/bQBAccjmwHVkJ3sdxq40ugRJ+TO+M+E7A1dBRzpggNzcXA0aNEgbN27Uc889p3HjxhW7zvz58/X444+rdevWWr9+fYH3VPT399epU6fUv3//fMv69eunqVOn2i4xRX7c76x6+GZ89+IbOROLRZqRN7n92WjJx6dcm3ti0W5NWPmjrLKqU2igdqae1sSVP6lzaKDefCjCAQVXHEuuRU3G5k1vfyZaPp7lOxbX8LcNACgK2RywR3ayt/3ZaIfm9bK4MeO3uvX6gz0jm9TRvx75faXXczO+M3AVfNOBSpaTk6OBAwcqOTlZzzzzjKZMmVLsOvPmzdPIkSPVsmVLbdiwQUFBQQW2u+OOO3Tq1KkC7+d4bd758+fLUz7g9KrcE+NN1x/mFOTrKfmUr/63hnXQqCV77O6Jfk9YXc2Mba9AH49ybbuiebnbHwsfzyr2WQIAqhyyOYDi3Hh+4Yi8XhY3Zvwr1hzb/Ndi21e98x+gCqMjHahENwb1MWPGaOrUqcWuM2/ePI0YMUItWrTQxo0bVa9evULbxsTE6PPPP9fevXt1//332y3bu3evJCkkJKRc+wDAuQX6eGjh8M5KOZ6ptPRshQR5KyzYz+iyAABwOmRzAFXFjRn/52MnNWD29fkAKg8PGwUqSU5OjgYMGKDk5GT9/e9/1/Tp04tdZ+7cuRoxYoSaN2+ujRs36pZbbimyfXx8vDw9PTVr1iwdPnzYNj8zM9M2umbo0KHl2xEAVUJYsJ96tAymEx0AgAKQzQFURWHBfrq3ebDRZQAuixHpQBmdOnVKY8aMsb2+ePGiTp06pbi4ONu8pKQk2/Tjjz+udevWqX79+vLz81NiYmK+bcbFxdlGpWzcuFEjR46U1WpV165d9dZbb+Vr365dOw0cOND2OjQ0VNOnT9dTTz2ltm3batCgQfL09NTq1auVlpamxx57TPfee295dx0AAABwKmRzAABQ0ehIB8ooKytLCxYssJtnsVjs5t0Y1tPS0iRJx44d06RJkwrcZlRUlC2sHzp0SFarVZI0Z86cAts/+uijdmFdkp588kmFhIRo+vTpWrJkiS5duqRWrVpp3LhxGjlyZCn2EAAAAKgayOYAAKCi0ZEOlFFISIgtTJfE5s2bS7X9uLg4uxE0pdGvXz/169evTOsCAAAAVQ3ZHAAAVDTukQ6UQHx8vEwmk2JjY40uxaH27dsnk8kkk8mkgwcPGl0OAAAAUCyyOQAAMAIj0oEitGvXTmaz2fY6PDzcwGocLzAw0G7/AgICjCsGAAAAKALZHAAAGMlkLc31bwAAwLEsFsnXN286K0vy8TG2HgNZci3yTcg7Flmzs+Tj6brHAgAAAE7CyfI6mRkwDrd2AYqQlJRku7yyul8+ajKZbA9TAgAAAJwN2RwAABiJjnSgBAYMGCCz2azBgwfb5u3fv1+JiYnq37+/GjZsWKKwe+nSJc2bN0933XWX6tWrJz8/P7Vs2VLPPPOMjh07VuA6u3fv1pAhQxQaGqpatWqpSZMmGjBggLZu3Zqv7YkTJ/Tyyy9r8ODBCg0NtYXwwly7fNRsNsvf379kBwMAAAAwENkcAAAYgXukAyUwcOBAxcXF2c3btm2bJk2apBo1aqhFixaFhu0bPfDAA/r444912223KTY2Vp6envryyy81ffp0vffee9q9e7fq169va79ixQr98Y9/lKenpwYNGqRGjRrpt99+0/Lly/Wf//xH8+fPt6tr7969GjdunEwmk8LCwuTt7a3s7OxC6wkMDFRiYqKkvBE+AAAAgLMjmwMAACPQkQ6UUdeuXbVjxw61bdtWtWrVkpeXV5Htd+7cqY8//lidOnXS9u3b5e7ubls2evRozZw5U//61780ceJE2/xx48bJarXqiy++ULt27Wzzd+/erY4dO2ry5Ml2Yb1FixbasmWL2rdvLz8/PzVv3lz//e9/HbbPAJxLyvFMpaVnKyTIW2HBfkaXAwCAYcjmAFzFvhOZRpcAuCw60oEyatq0qZo2bVri9gcOHJAk9ejRwy6oS1KfPn00c+ZMnThxIt86t956q11Ql6SIiAg1aNAgX/vg4GAFBweXYi+Aqik9K9foEhzHkqugq5PpWbmStfh/ms9kX9Dzy3/UV6mnbfM6hwbqpUHhquPtUUGFVjxL7vXPNT0rVzkXyxZTgnw9HVUSAKCKIJsDqAwlzesV4do5wI4DR2zzHpn7laYOjnSKcwAyOFwBHelAJWnVqpUk6bPPPlNiYqJq1rz+5/fpp59KkmJiYvKt8+233+r7779XmzZtbPO//fZbHT16VH379q2EyquW7AuXjC4BlaDDi58ZXYLD1LqQo5+vTneZuknnPYoeQSdJbibJz8tdbzwYocjQOtqVekbjlv+gnjO26oq1YuutSFesObbpLtM2yc1U/LEoyN7JvRxVEqoYbw+iLYCSIZsDJefy51gXLsn76mRJ83pFuHYOMGNoOw1+O2/er8eznOYcwJUyOJnTdfHJA5WkdevWSkhI0OzZs9WqVSv16tVLnp6e2rlzp7766itNmDBB999/v906r776qvr27au7775bgwYN0u9+9zv973//08cff6x77rlHc+bMMWhvnFfLiclGlwBUuCtWacqg1urTpoEkqU+bBrLKqoT39xhcmXPgd8B1pb3Sx+gSAFQRZHOg5Fw9W9048MVI184Bou6obZtn7t9SY5Y5xy2jXOl7QuZ0XXSkA5Vo1qxZCg0N1dixYzVr1izb/D/84Q8aPHhwvvbdunXT1q1bNWTIEL333nu2+Y0aNVJ8fLwaNGhQKXUDcD6RoXXsXncKDTSoEgAAqiayOYCqJu8c4LLtdYcmdQpvDMDh6EgHKonVatVf/vIXLVq0SK+//roGDhwob29v7dixQ0899ZTuuusuffbZZ7rrrrts66xZs0axsbHq27evVq1apZCQEB08eFBTpkxRfHy8vv/+e7366qsG7pXzcaXLyVyZK412KMyu1DO2EemStPOG+6W7On4HAADFIZsDJefy2cpikWYYXUSeXaln7Eakf3PwjIHV2HP57wlcgslqtTrBnZQA55SUlKT4+HjNnz9fcXFxRbb18vJS/fr1lZaWVuDyefPmafjw4Zo5c6aeeuopu2U///yzWrZsqa5du2rLli2SpNOnT6tZs2Zq1qyZdu7cKTc3N1t7q9Wqu+++Wzt37tSvv/6qZs2aFfiezZs313//+1+V5M88JCREkgqtH3Am1ethoxYF1c973Gj6sXTJx6fYVZ5YtFspJ7I0eUArdQoN1M7U05q48ieF3eKrNx+KqOiKK4wl16ImY/OOxcFX0uXjWfyxKAgPOgKA6olsDsAQFovk6yup5Hm9Ilw7Bxj3h1ANeTtMktTmdyvVvH49pzgHIIPDFTAiHagkq1evliRFR0fnW9aiRQs1aNBA33zzjW3e559/royMDHXr1s0uqEuSyWRSdHS0vvzyS+3Zs6fQsA5UV9UqpJmuP7wpyNdT8il+394a1kGjluyxuyf6PWF1NTO2vQJ9PCqkzMrg5W5/LHw8q9HnDABwKmRzAGVR0rxeEa6dA/z9g+9s81o2qK03HupQpc8BgKqEjnSgkly4cEGSdPLkyXzLLl++rDNnzsjb27tE7W+c70lHE+ByAn08tHB4Z6Ucz1RaerZCgrwVFuxndFkAAFQZZHMAVc21c4DvfmuidpPz5r3zaKR8POlEByqLW/FNADjC73//e0nSlClTlJtrf1uKF198UTk5OXYjYu68807VqFFDH374ob7//nu79j/99JMWL14sT09Pu/s2AnAtYcF+6tEymE50AABKiWwOoKq67RayP2AURqQDZXTq1CmNGTPG9vrixYs6deqU3f0ak5KSbNN//etftXDhQm3YsEHNmzdX7969VatWLe3YsUNffvmlAgMDNWXKFFv7hg0b6rnnntOLL76oyMhIDRw4UCEhITp06JCWL1+u3NxcTZ8+XXXr1rWr68b3P3r0aL55//znP/OtAwAAAFRlZHMAAFDReNgoUISiHmiUlpam0NDQIte/+c/r3LlzmjZtmlasWKH9+/fr8uXLatiwoXr27Klx48apSZMm+baxbNkyzZkzR7t379a5c+fk7++vjh076sknn1Tfvn3ztTeZTEXWlJqaant40Y14oBFgkBseXqSsLMMeXuQMLLkW+SbkHYus2VllftgoAKB6IpsDMIST5XUyM2AcRqQDZRQSEpIvjBendu3aevHFF/Xiiy+WeJ0hQ4ZoyJAhJW7P/xsDAACAqyGbAwCAisY90oESiI+Pl8lkUmxsrNGlONS+fftkMplkMpl08OBBo8sBAAAAikU2BwAARmBEOlCEdu3ayWw2216Hh4cbWI3jBQYG2u1fQECAccUAAAAARSCbAwAAI3GPdAAAjORk91w0Evd7BAAAgNNxsrxOZgaMw61dAAdKSkqyXY5ZFS43HT9+vF29iYmJRpcEAAAAOATZHAAAOBId6UAFGDBggMxmswYPHmw3/8iRIxo1apRatmwpHx8fBQcHq0uXLlq4cKEuX75c4LaSk5MVFRWl2rVry8/PT1FRUUpOTi5RHV9++aVq1Kghk8mkV155Jd/ymJgYmc1mPfroo6XfSQAAAKAKIJsDAABH4B7pQAUYOHCg4uLi7OYdOHBAnTt3Vnp6unr16qV+/frp3LlzWrFihR555BFt3LhR8+fPt1tn0aJFGjZsmOrWratHH31UJpNJH3zwgXr37q333ntPDz30UKE1nD9/XnFxcapVq5YsFkuBbWJiYhQTE6PNmzdrwYIF5d5vAAAAwNmQzQEAgCMwIh2oJP/85z916tQpvfbaa1qzZo2mTp2qt956Sz///LOaNGmipKQkHTx40Nb+zJkzSkhIUN26dbV7927NmjVLr7/+uvbs2aP69esrISFBZ86cKfT9nn/+eR09elRjx46tjN0D4CRSjmdq/d7jSjmeaXQpAAA4LbI5gOpgwy/kfqAyMSIdqCQHDhyQJP3hD3+wmx8QEKDf//73OnjwoE6ePKkmTZpIkpYtW6aMjAxNmjRJjRo1srVv0KCBRo8erbFjx2rZsmV67LHH8r3X559/rpkzZ+rtt9+Wu7t7Be4VYJz0rFyjS3AMS66Crk6mZ+VK1rL903wm+4KeX/6jvko9bZvXOTRQLw0KVx1vDwcUWvEsudc/0/SsXOVcLH9MCfL1LPc2AADVD9kcQFmUJ687yuGM6x3nCe/vkZvJy/DcT+aGq6AjHagkrVq1UnJystauXauEhATb/HPnzunzzz9XcHCwWrZsaZu/efNmSVLPnj3zbatXr14aO3astmzZki+sZ2dnKy4uTlFRURo5cqSSkpIqZH+qmuwLl4wuAQ7W4cXPjC7BIWpdyNHPV6e7TN2k8x5eZdqOm0ny83LXGw9GKDK0jnalntG45T+o54ytumJ1XL0V6Yo1xzbdZdomuZnKdixutHdyr3JvA1WTtwcxF0DhyOaA41Xbc64Ll+R9dbI8ed1xrmfmLU9Hae+RC4bnfjJ3HvJn9ccnDFSSp59+Wv/5z380atQorVmzRq1bt9a5c+e0cuVKubu766OPPpK3t7etfUpKiiQpLCws37auzbvW5kZjx47V0aNHtW7dugrak6qp5cSSPQQKqKquWKUpg1qrT5sGkqQ+bRrIKqsS3t9jcGXG4m/fdaW90sfoEgA4MbI54HjVNXfdOPDFGdzYWX6Ln5dC2wQZnvur62dfWuTP6o+OdKCS1K9fXzt27NBDDz2kTz/9VJ9++qkkycvLS88884zat29v1/7s2bOSJH9//3zb8vHxUY0aNWxtrtmyZYtmz56t1157TaGhoRW0JwCcVWRoHbvXnUIDDaoEAADnRjYHUJ2Q+4HKQUc6UEn279+vvn37ytfXV1u3blX79u2VkZGh999/X88//7zWrl2r7du3l/m+iRaLRX/+859111132V2eijxcalb9MOohv12pZ2wj0iVp5w33S3dV/O0DAApCNgccr9rmLotFmmF0EUUzOvdX288euAkd6UAliY+P18GDB3XgwAHVr19fkuTr66tnnnlGp0+f1tSpU/Xee+8pPj5e0vXRLmfPnlVQUJDdtiwWiy5fvmw3Iub555/XkSNH9Omnn8rNza2S9qrq4F5l1c8347sbXYJj3BDMtz8bLfn4lGkzTyzarQkrf5RVVnUKDdTO1NOauPIndQ4N1JsPRTiw4IpjybWoydi86e3PRMvHs2zH4kb87QMACkI2Bxyv2uaui9f3qzx53VEee/dz/Xa13/xEZo5++u9Zw3N/tf3sgZvwTQcqQWZmprZt26aIiAhbUL9RTEyMpk6dqm+++cYW1sPCwvT1118rJSUlX1gv6B6N3377rXJyctS8efMCa3juuef03HPPadSoUXrttdcctGeAcarNk+FN1x/KFOTrKfmUbb/eGtZBo5bssbs34j1hdTUztr0CfTzKXWZl8HK3PxY+ntXkMwYAOBWyOYCyKk9ed5TXYtvr46uRv9v0zXIzeVW53A9UVXSkA5XgwoULkqRTp04VuPzkyZOSJM8bOo26deumxYsXa926dbrzzjvt2icnJ9vaXNOnTx/ddttt+badkpKirVu3KjIyUm3atNFdd91Vvp0B4JQCfTy0cHhnpRzPVFp6tkKCvBUW7Gd0WQAAOB2yOYCq7MbO8tkPtleL+vXI/UAloSMdqARBQUG644479N///lfvvPOORowYYVt27tw5TZs2TZIUHR1tmz906FA9++yzmjVrluLj49WoUSNJ0tGjR/Xaa68pICBAQ4YMsbV/+umnC3zvpKQkbd26Vffff7/Gjh1bEbsHwImEBfsRpAEAKALZHEB1cW/zYIfcDhFAydCRDlSS1157Tf369dPIkSO1ePFiRUREKCMjQ6tWrdLx48fVt29f9enTx9a+Tp06mj17th5++GFFREQoNjZWbm5uWrp0qY4fP66FCxeqTp06Bu4RAAAAUDWRzQEAQGnRkQ5Ukt69e+vLL7/UtGnTtG3bNm3dulWenp5q2bKlnnvuOf31r3+VyWSyW2fYsGGqW7euXn75ZSUlJUmSIiIitGDBAvXqxVOxAQAAgLIgmwMAgNKiIx2oRB06dNDSpUtLtU7v3r3Vu3fvMr9nXFyc4uLiyrw+AAAAUB2RzQEAQGm4GV0AUB3Fx8fLZDIpNjbW6FKKNH78eJlMJrv7PwIAAADVCdkcAAA4AiPSAQdq166dzGaz7XV4eLiB1RQvJiZGNWte/xmIiooyrhgAAADAgcjmAADAkUxWq9VqdBEAALgsi0Xy9c2bzsqSfHyMrcdAllyLfBPyjkXW7Cz5eLrusQAAAICTcLK8TmYGjMOtXYAiJCUlyWQy2f5z9stBS2vfvn12+xcSEmJ0SQAAAECByOYAAMBIdKQDJTBgwACZzWYNHjzYNm///v1KTExU//791bBhwxKF3ZycHL3wwgtq2bKlvLy8VKdOHd133336/PPP87W1WCx67733NHToUN1+++2qVauWAgIC1K1bNy1evLjI98nMzJTZbFZ4eLi8vb0VEBCgiIgITZo0ya5dYGCgzGazzGaz/P39S35AAAAAAIOQzQEAgBG4tQtQhKSkJMXHx2v+/PmKi4srcFmNGjXUokUL7d27V40aNVJaWlqB28rJydG9996rL774Qm3atFFMTIwyMjL00UcfKTs7Wx999JEGDBhga7927Vrdd999CgoK0r333qumTZvqxIkT+vjjj5WRkaGEhATNmjUr3/scOnRIMTExOnDggLp376727dsrNzdX+/bt06FDh/T9998XWN+1E43C6gdQQZzsUlEjcZkqAKAoZHMAhnCyvE5mBozDw0aBMuratat27Nihtm3bqlatWvLy8iqy/ezZs/XFF19oyJAhWrx4sWrUqCFJGj9+vCIiIjRy5EjFxMTIz89PktSgQQMtWrRIQ4YMkbu7u207U6ZMUefOnTV79mw98sgjioyMtC27fPmyBg8erCNHjmjDhg2Kjo62q+HSpUuO2n0ATiTleKbS0rMVEuStsGA/o8sBAKDSkc0BuKJ9JzLVthEd6UBloSMdKKOmTZuqadOmJW6/YsUKSVJiYqItqEtSs2bN9Oc//1mvvfaaPvzwQ8XHx0uS2rZtq7Zt2+bbTnBwsP7f//t/GjdunLZs2WIX1j/88EPt2rVLEyZMyBfUJalmTf7kUT2kZ+UaXYLjWHIVdHUyPStXspb87/RM9gU9v/xHfZV62javc2igXhoUrjreHg4utOJZcq9/rulZucq56PjfrCBfT4dvEwBgPLI5gMpQ2rzuaGeyL+jZD3fZXveb/bnuanqrU+R/cjZcAf9yA5Xk+PHjkqTQ0NB8y67N27hxoy2sF+XaKJibw/fSpUslSUOGDNFvv/2m1atXKyMjQ82aNdN9990n32uXo7mQ7AuM9KmOOrz4mdElOEytCzn6+ep0l6mbdN6j6BF0N3IzSX5e7nrjwQhFhtbRrtQzGrf8B/WcsVVXquCN265Yc2zTXaZtkpup5MeipPZO7uXwbaLq8fYgAgOujmwOOE61P+e6cEneVydLm9cdzc0k+Xhctr2eMbSdJn+y3ynyPzm7YOTO6oVPE6gk9erV0759+5SamqqWLVvaLUtNTZUk/frrr8Vu5/Lly3r33XdlMpnUvXt3u2Vff/21JGn79u3629/+ptwbRnfWq1dPH3zwgaKiosq5J1VLy4nJRpcAVJgrVmnKoNbq06aBJKlPmwayyqqE9/cYXJnz4jcBkpT2Sh+jSwBgMLI54DjVPV/dOPDFaFesUmL/Vhr8dt7r3uH15eleyynyf3X/HpQVubN6cTO6AMBV3HfffZKkyZMn6/Ll6/8HOTU1VfPmzZMkZWRkFLudCRMm6IcfflB8fLzCw8Ptlp04cUKS9OSTT2r06NH67bffdPLkSb3++us6e/asBg4cqKNHjzpojwA4g8jQOnavO4UGGlQJAABVB9kcQFUV0STA7jX5H6g8jEgHKsno0aO1ZMkSLV26VL/88otiYmKUkZGhjz76SCEhIfr+++/t7s9YkH/96196+eWX1b59e82cOTPf8itXrkiS+vbtq1deecU2/8knn9Thw4c1depUzZ07V+PHj3fszjkxLi+rnhjtcN2u1DO2EemStPOG+6UjP34TAAAS2RxwpGqfrywWaYbRRVy3+2CG3Wtnyf/V/nsAiI50oNL4+fnp888/1+TJk7V8+XLNnj1bt9xyix5//HH17dtXXbt2Vb169Qpdf/78+Xr88cfVunVrrV+/vsB7Kvr7++vUqVPq379/vmX9+vXT1KlTbZeYugruR1Y9fTO+e/GNqoobgvn2Z6MlH58Sr/rEot2asPJHWWVVp9BA7Uw9rYkrf1Ln0EC9+VBEBRVccSy5FjUZmze9/Zlo+XiW/FiUFL8JAACJbA44UrXPVxev719p87qjPbFotyZ/8pPt9Zofj2rKp6lOkf+r/fcAEB3pQKUKCAjQq6++qldffdVuflJSkiSpY8eOBa43b948jRw5Ui1bttSGDRsUFBRUYLs77rhDp06dUkBAQIHvLUnnz58vc/2As6hWT4Q3XX84U5Cvp+RT8n17a1gHjVqyx+6eiPeE1dXM2PYK9PFwaJmVwcvd/lj4eFajzxkA4HTI5gBKq7R53dHeGtZBf130hb7/X97rv3/wnbrd/rsqm/+BqoZ7pANOYNGiRZKk2NjYfMvmzZunESNGqHnz5tq4cWORI2NiYmIkSXv37s237Nq8kJAQB1QMwBkE+nho4fDOWv+3rvr3Ix21/m9dtXB4Z0I0AADlQDYH4KwCfTz0zqORtterEn5P/gcqER3pQCU6d+5cvnkzZszQZ599pkGDBikyMtJu2dy5c+2C+i233FLk9uPj4+Xp6alZs2bp8OHDtvmZmZmaMmWKJGno0KEO2BMAziQs2E89WgYrLNjP6FIAAKgyyOYAqrrbbiH/A5WJW7sAZXTq1CmNGTPG9vrixYs6deqU4uLibPOuXRZ6TcOGDRUdHa2wsDCZTCZt3rxZ33zzjTp27Ki5c+fatd24caNGjhwpq9Wqrl276q233spXQ7t27TRw4EDb69DQUE2fPl1PPfWU2rZtq0GDBsnT01OrV69WWlqaHnvsMd17770O2X8AAADAWZDNAQBARaMjHSijrKwsLViwwG6exWKxm3dzWB82bJg2bdqkDRs2yGQy6fbbb9f06dP15JNPyvOmewEfOnRIVqtVkjRnzpwCa3j00UftwrokPfnkkwoJCdH06dO1ZMkSXbp0Sa1atdK4ceM0cuTIMu4tAAAA4LzI5gAAoKLRkQ6UUUhIiC1Ml1RBI1cKExcXZzeCpjT69eunfv36lWldAAAAoKohmwMAgIrGPdKBEoiPj5fJZCrwgUNV2b59+2QymWQymXTw4EGjywEAAACKRTYHAABGYEQ6UIR27drJbDbbXoeHhxtYjeMFBgba7V9AQIBxxQAAAABFIJsDAAAjmaylvf4NAAA4jsUi+frmTWdlST4+xtZjIEuuRb4Jeccia3aWfDxd91gAAADASThZXiczA8bh1i5AEZKSkmyXV1b3y0dNJpNCQkKMLgkAAAAoENkcAAAYiY50oAQGDBggs9mswYMH2+bt379fiYmJ6t+/vxo2bFhs2E1MTLQLxgX9N3z4cLt14uLiCm3bvHnzQt8rMzNTZrNZ4eHh8vb2VkBAgCIiIjRp0iS7dtcuHzWbzfL39y/bwQEAAAAqEdkcAAAYgXukAyUwcOBAxcXF2c3btm2bJk2apBo1aqhFixY6duxYkduIiooqdNk777yjw4cPq1evXgUuHzVqVL57JNatW7fAtocOHVJMTIwOHDig7t27q0+fPsrNzdW+ffv00Ucf2d13MTAwUImJiZLyRvgAAAAAzo5sDgAAjEBHOlBGXbt21Y4dO9S2bVvVqlVLXl5eRbaPiooqMLAfP35cL730koKCgjRw4MAC1x09enSJLu28fPmyBg8erCNHjmjDhg2Kjo62W37p0qVitwGgakk5nqm09GyFBHkrLNjP6HIAADAE2RyAK9p3IlMnMrM4FwAqCR3pQBk1bdpUTZs2Lfd2kpKSdOnSJT388MPy8PAo17Y+/PBD7dq1SxMmTMgX1CWpZk3+5FG1pWflGl2C41lyFfT/2bv3uCjq/X/grwFhYRcEFkzNVDBRUUSDkCy8QIimHdHCovQYHLSyKC2t1NQFb1l+j5ekPHVSIcvLsVJLUxQT74mCeTKtAwrWr7wEgrKLLCD7+wNd2bjD7s7s7uv5ePh4zM58ZvY9swu8PuNnZm5PFqq1gK5pP6dFpeV4e+sZHM+7pp8X4qPEorH+8JC37neJWDTau59voVqLsoqW/c7ydJEZqyQiIrIQzOZEZE5i9ktqZua/JR+BnVD9H4dS6Aswh5O1419uIpGtXbsWADBp0qR62+zcuRMlJSWQyWQICAjA0KFDYW9vX6vd5s2bAQDjxo3Db7/9hp07d6K4uBj3338/HnvsMbjcedK4BSot54gdAoIWpotdgtE5l5fh3O3p0Hf346ZjwyPo7rATAFcnB3zwbCCCfTxwIq8Is7f+iMjlB1GlM129plSlK9NPh763X98paK6z8+u+FJ8sn9yR0ZWITIvZnKjpbKaPVl4J+e3J0vJKwKFS1H5Jzcy8/Kn+GNSjk2T6Araaw5lRbQc/aSIRHTp0CP/73//w0EMPoU+fPvW2S0hIMHjdo0cPbNy4EYGBgQbzT548CQA4fPgwXnvtNWhr/E91u3bt8J///KfB+0FKWe95aWKXQCQpVTpg8di+GBXQEQAwKqAjdNAhYcMpkSsTH39fWK/8JaPELoGIrBizOVHz2ErmqjnwJWhBepMHvpjDCP8OUMicJNMXsJXvxF8xo9oOO7ELILJla9asAVD/iJchQ4bgyy+/xG+//YabN2/i3LlzmDZtGs6fP4/IyEj88ccfBu2vXr0KAHjllVcwbdo0/Pbbb/jzzz/x/vvv4/r16xgzZgwuXbpk2p0iIrMJ9vEweD3ARylSJURERJaP2ZyILBn7AkSmxxHpRCK5ceMGtmzZAhcXFzz99NN1tomLizN43atXLyxfvhxyuRyLFy/G8uXLsXTpUv3yqqoqAMDjjz+OJUuW6Oe/8sor+P333/Huu+9izZo1mDNnjgn2yLRs9RIxMmSrIxzqcyKvSD8iHQAya9wv3Zbx9wURETUXszlR89lM5tJogOXVk1lzIwCFQpL9Ein0BWzmO0E2iyfSiUSyceNGlJaWIj4+vtn3R4yPj8fixYtx5MgRg/lubm4oKCjA6NGja63zt7/9De+++67+ElNLw3uOEQBkzYkQuwTjqxHMD78VBigUTVrtpc+zMXf7GeigwwAfJTLzrmHe9p8Q4qPEh+MDG9+ABGm0GnSdWT19+M0wKGRNOxZ/xd8XRETUXMzmRM1nM5mr4u5+yh3bAI5tRO2X1MzMu85cwuAe90mmL2Az3wmyWfyGE4mksUtHG+Ll5QUAKC0tNZjfs2dPFBQUwN3dvdY6d+bdvHmz2e9HJBVW+RR44e5DmjxdZICiafu4ekIQpm46ZXAfxEG+XlgZ8wCUCkejl2kOTg6Gx0Ihs8LPm4iIJInZnIiaQ8x+Sc3M/Pp/TsNO+AWA5fcFiCwBT6QTieDHH3/EiRMn0KdPHzz00EPNXv/48eMAAG9vb4P54eHhOHLkCM6ePYsnnnjCYNnZs2frXIeILJNS4Yj18SHIuVKC/MJSeHvK4dveVeyyiIiILA6zORFZqm8SHsHVEoF9ASIz4cNGiURwZ8RLfHx8vW0uX76M8+fP15r/+++/49VXXwUAPPPMMwbL4uLiIJPJsGrVKvz+++/6+SUlJVi8eDEA4Kmnnmp1/UQkHb7tXTGsd3sGZyIiohZiNiciS9X9HvYFiMyJI9KJWqigoAAzZszQv66oqEBBQQFiY2P181JSUmqtV15ejs8++wyOjo74+9//Xu/2f/75Z4SHhyM0NBS9evWCUqlEfn4+duzYAY1Gg+eee65W8Pbx8cHSpUvx6quvol+/fhg7dixkMhl27tyJ/Px8PP/883j00Udbve9ERERERFLCbE5ERESmxhPpRC2kVquRmppqME+j0RjMqyusb9u2DYWFhXjqqaf091Osy/3334/4+HhkZmbiiy++QElJCdzc3PDwww8jPj4eTz/9dJ3rvfLKK/D29sbSpUuxadMmVFZWok+fPpg9ezYmT57csp0lIiIiIpIwZnMiIiIyNZ5IJ2ohb29v6HS6Zq/31FNPNekSzs6dO+Pf//53S0rD3/72N/ztb39r0bpERERERJaG2ZyIiIhMjfdIJ2qCuLg4CIKAmJgYsUsxqtzcXAiCAEEQcPHiRbHLISIiIiJqFLM5ERERiYEj0oka0L9/f6hUKv1rf39/EasxPqVSabB/7u7u4hVDRERERNQAZnMiIiISE0+kEzXghx9+QFJSkv71008/jejoaBErMq5r164Z7F/Xrl0xbdo08QoiIiIiIqoHszkRERGJibd2IWqCqKgoqFQqg6B+/vx5JCYmYvTo0ejUqRMEQYC3t3eD2ykrK8OCBQvQu3dvODk5wcPDA4899hiOHDnSpDq+//572NvbQxAELFmypM42/+///T+88MIL6NKlCxwdHXHvvfciLi4Ov/32W622d0a9qFQquLm5NakGIiIiIiIxMZsTERGRGDginagJxowZg9jYWIN5hw4dQlJSEuzt7eHn54fLly83uI2ysjI8+uijOHr0KAICAjBlyhQUFxfjyy+/xJAhQ/Dll18iKiqq3vVv3ryJ2NhYODs7Q6PR1Nnm/PnzePjhh3H16lUMGzYMTz/9NHJycpCamopvv/0WR48exf33369vr1QqkZiYCABISUlp0rEgIiIiIhITszkRERGJgSPSiVpo8ODBOHbsGEpKSvDjjz/CwcGhwfbJyck4evQoxo0bh+zsbCxfvhzr1q3DqVOnoFAoMHnyZJSUlNS7/ttvv41Lly5h5syZ9baZOnUqrl69ipUrV2LPnj1YunQptm3bhs2bN+Pq1at4+eWXW7y/RCR9OVdKsPfsFeRcqf93CRERkTViNiciW8U+AJH5cEQ6UQt169YN3bp1a3L7bdu2AQASExNhb2+vn3///ffjH//4B1asWIEvvvgCcXFxtdY9cuQIVq5ciX/961/1dgrKysqQlpaG9u3b45VXXjFYNm7cOPTv3x9paWm4cOFCs+omshSFaq3YJbSMRgvP25OFai2ga/6f5qLScry99QyO513TzwvxUWLRWH94yB2NVKjpabR3P8NCtRZlFa2PKZ4uslZvg4iIpI/ZnIjMTaz+R83MPHHNcWT9elP/Wgp9AOZvsmY8kU5kJleuXAEA+Pj41Fp2Z953331XK6yXlpYiNjYWQ4cOxeTJk+u9zLOwsBCVlZXo2rUrBEGo8z1++OEH7N+/3+bCeml5pdglkBkELUwXu4QWcS4vw7nb06Hv7sdNR6dmb8NOAFydHPDBs4EI9vHAibwizN76IyKXH0SVzrj1mlKVrkw/HfreftgJzT8Wf3V2/vBWb4Msj9yREZeIGsZsTmR8VtvvKq+E/PZkaXkl4FC9n2L1P2pm5v9dUeODZ4Ml1Qdg/q7GPGqd+KkSmUm7du2Qm5uLvLw89O7d22BZXl4eAOB///tfrfVmzpyJS5cuYc+ePQ1u38PDA/b29rh48SJ0Ol2twN7Qe1i73vPSxC6ByKSqdMDisX0xKqAjAGBUQEfooEPChlMiVyY+/vzbpvwlo8QugYgkjtmcyPisNXfVHPgStCC9RQNfTCVxdB/J9QGs9XvQXMyj1on3SCcyk8ceewwAMH/+fNy6dUs/Py8vD2vXrgUAFBcXG6xz4MABJCcnY/HixXWOlqlJLpdjyJAhuHLlCj788EODZV999RV++OGHOt+DiKxDsI+HwesBPkqRKiEiIpI+ZnMisgaBXd0NXrMPQGRaHJFOZCbTpk3Dpk2bsHnzZvz8888IDw9HcXExvvzyS3h7e+O///2vwf0ZNRoN/vGPf2DgwIFISEho0nssW7YMoaGhSEhIwDfffIOAgADk5uZi+/btCAgIqPUetoKXltkGWx/5cCKvSD8aBQAya9wv3Zbx55+IiOrCbE5kfFabuzQaYHn1ZNbcCEChACCN/kf2xWL4eHnqX0uhD2C13wMi8EQ6kdm4urriyJEjmD9/PrZu3Yrk5GTcc889ePHFF/H4449j8ODBaNeunb7922+/jT/++APffvst7OyadvFIv379cOLECahUKuzfvx/79+9H9+7d8dFHH6G4uBhvvPGGwXvYCt6bzDZkzYkQu4SWqRHMD78Vpg/mzfHS59mYu/0MdNBhgI8SmXnXMG/7TwjxUeLD8YFGLth0NFoNus6snj78ZhgUsuYfi7/izz8REdWF2ZzI+Kw2d1Xc3S+5Yxvg9n6K1f+omZnn7/gJMgdnSfUBrPZ7QASeSCcyK3d3dyxbtgzLli0zmH/nIUUPPvigft4PP/yAsrIy9OrVq85tzZo1C7NmzcLUqVOxYsUK/fxevXph8+bNtdrHxsbWeg8ia2KxT4cX7j6UydNFBiiavx+rJwRh6qZTBvdDHOTrhZUxD0CpcDRKmebg5GB4LBQyC/1MiYjIIjCbE1FriNX/qJmZe3dsa/F9ACJLwhPpRBLw+eefAwBiYmL080aNGoXu3bvXapuTk4ODBw8iODgYAQEBGDhwYKPbLykpwTfffAOlUolhw4YZr3AikgSlwhHr40OQc6UE+YWl8PaUw7e9q9hlERERWSRmcyKyFJ88F4w/iqvYByAyE55IJzKjGzduoG3btgbzli9fjvT0dIwdOxbBwcH6+W+88Uad20hJScHBgwfxxBNPYObMmQbLbt68CQcHB7Rpc/dHW6vVIj4+HteuXcPKlSvh5CSdJ4wTkXH5tndleCYiImoiZnMisgbsAxCZD0+kE7VQQUEBZsyYoX9dUVGBgoIC/WWawN3LQu/o1KkTwsLC4OvrC0EQkJGRgaysLDz44INYs2ZNq2vKysrCE088gWHDhqFz5864ceMGdu7ciV9//RWTJ0/GK6+80ur3ICIiIiKSGmZzIiIiMjWeSCdqIbVajdTUVIN5Go3GYN5fw/qECROwf/9+7Nu3D4IgoEePHli6dCleeeUVyIxwL+AuXbpg6NChOHToEK5cuQK5XI7AwEAsW7YMTz75ZKu3T0REREQkRczmREREZGo8kU7UQt7e3tDpdM1aZ/Xq1a1+39jYWIORNTV16dIF//nPf1r9HkREREREloTZnIiIiEzNTuwCiCxBXFwcBEEweOCQNcjNzYUgCBAEARcvXhS7HCIiIiKiRjGbExERkRg4Ip2oAf3794dKpdK/9vf3F7Ea41MqlQb75+7uLl4xREREREQNYDYnIiIiMQm65l7/RkRERMaj0QAuLtXTajWgUIhbj4g0Wg1cEqqPhTpZDYXMdo8FEREREUmExPI6MzOReHhrF6IGpKSk6C+vtPbLRwVBgLe3t9glERERERHVidmciIiIxMQT6URNEBUVBZVKhejoaACATqfDrl27MGXKFAQEBMDNzQ1yuRz9+vXD4sWLUVZWVmsbFy9exIsvvoigoCC0a9cOMpkMXbt2xahRo7Bv375633v37t2IiIiAu7s7nJ2d0bdvXyxbtgy3bt2qs31xcTHmzZuHgIAAuLq6wsvLC8HBwUhOTq5V153LR1UqFdzc3FpxhIiIiIiIzIPZnIiIiMTAW7sQNSAlJQVxcXFYt24dYmNj9fPLysrg7OwMmUyGoUOHom/fvigrK0NaWhpycnIQHByMAwcOwNnZWb9Oeno6xo0bh4EDB8LHxwdt27bF77//ju3bt+PGjRtYtGgRZs+ebfD+77//PqZOnYq2bdviiSeegLu7O9LT03HmzBlER0djy5YtBu2Li4sRFBSECxcuIDQ0FCEhIdBqtdi1axfOnz+P8PBw7N27F3Z2tf8P7c6Il/z8fKMdPyJqAoldKiomXqZKREQNYTYnIlFILK8zMxOJhw8bJWoBe3t7LFq0CC+99JLBQ4AqKirw5JNP4ptvvkFycjLeeOMN/bLBgwejsLCwVlD+448/EBgYiMTERIPt/f7773jjjTfg4eGBU6dOoWvXrgCAyspKREdH44svvsCmTZsMLmn9+OOPceHCBbz22mtYtmyZfn55eTlCQ0Px3Xff4fDhwxg8eLAJjgoRiSXnSgnyC0vh7SmHb3tXscshIiIyK2ZzIqK72DcgMh2eSCdqAQcHh1ojVO7MnzVrFr755hscOHDAIKw7OjrWua17770XDz/8MLZu3YqLFy/qw/quXbtQXl6OqVOn6oM6ALRp0wZJSUnYvn07Vq9ebRDWL1y4AAAYOXKkwXs4Ojpi2LBhOHHiBK5evdri/SaSokK1VuwSWkejheftyUK1FtA1/U9zUWk53t56BsfzrunnhfgosWisPzzkdf/OkTKN9u5nWajWoqyidTHF00XW2pKIiMgCMJsTkRSYq19SX2aWat+AmZysCU+kExmZg4MDgOpQ3RSFhYU4fvw45HI5unXrpp9/5coVAICPj0+tde7MO3r0KLRaLWSy6j9Mffr0AXD33o13VFRUID09Hc7Ozhg4cGAL9koaSssrxS6BJChoYbrYJbSKc3kZzt2eDn13P246OjV5XTsBcHVywAfPBiLYxwMn8oowe+uPiFx+EFUWeOO2Kt3de8WGvrcfdkLTj0Vdzs4f3tqSSCLkjoysRNQyzOZE4rKKPlx5JeS3J0vLKwGHuvfJXP2S+jKzVPsGtprJmV+tEz9VIiNbu3YtACAyMrLO5fn5+UhJScGtW7fwxx9/4Ouvv0ZxcTH+9a9/wdX17mVX7dq1AwDk5eXV2sadeZWVlbhw4QL8/PwAAJMmTcL69evxz3/+EydPnkRwcDC0Wi12796NoqIibNiwAZ06dTLq/ppT73lpYpdAJClVOmDx2L4YFdARADAqoCN00CFhwymRK5MG/s6wHvlLRoldAhFZKGZzInFZQx6rOfAlaEF6swa+mJNU+wbW8B1oCeZX68QT6URGtHv3bnz00Ufw8/NDfHx8nW3y8/ORlJSkf+3i4oJ169ZhwoQJBu2GDRsGe3t7rFmzBq+88go6d+4MoDqg11y/uLhYP+3s7IyMjAy88MIL+Oyzz3DgwAEAgJ2dHRISEhAaGmqsXSUiiQj28TB4PcBHKVIlRERE0sJsTkS2hn0DItPiiXQiIzl58iSefvppuLm5YcuWLfpLOv9q6NCh0Ol0qKioQH5+Pj7++GNMnDgRmZmZeP/99/XtfHx8MHv2bCxYsAB9+/bFE088ATc3N+zbtw+//vorunTpgl9//RX29vb6dQoKChAVFYWrV69i586deOSRR1BWVoavv/4a06dPx44dO3Dy5El4eHjUVZrk2eolYdQwWx3hcMeJvCL9qBMAyKxxT0Rbx98ZRES2i9mcSBqsIo9pNMDy6smsuRGAQlFnMyn0S6TYN7CK7wDRbTyRTmQEp06dQmRkJARBQFpamv5+iA1xcHCAr68vli5ditLSUqxatQqPPfYYHnvsMX2b+fPno0ePHli1ahU2bdoEe3t7DBo0CBs3btQ/yOjOZaYA8Prrr+Po0aM4ffo0AgICAABubm6YPHkybt26hSlTpmDFihUGo2YsCe8xRnXJmhPReCMpqxHMD78VVm8wr8tLn2dj7vYz0EGHAT5KZOZdw7ztPyHER4kPxweaqGDT0Wg16Dqzevrwm2FQyJp+LOrC3xlERLaJ2ZxIOqwij1Xc3Qe5Yxugnn0yV7+kvsws1b6BVXwHiG7jt5molbKzszFs2DDcunULe/bsQXBwcLO3ERkZiQ8//BAZGRkGYR0AJkyYUOvSUq1Wi5ycHCiVSoMHHu3cuRNKpVIf1GsKDw8HAGRlZTW7PiIps/inwAt3H1bk6SIDFE3fn9UTgjB10ymD+x4O8vXCypgHoFQ4GrVMc3ByMDwWinpGDxIREdWH2ZyIxGKufkl9mdna+gZEUsQT6UStkJ2djYiICFRWViItLQ0hISEt2s4ff/wBAGjTpmk/kl988QW0Wm2tez2Wl5ejrKwM5eXlcHQ0/EP5559/AkC9l7USkeVRKhyxPj4EOVdKkF9YCm9POXzbuza+IhERkRViNiciW8a+AZHp2YldAJGluhPUKyoqsGvXLgwcOLDB9pmZmSgrK6s1/+LFi3jnnXcAoNaIlxs3btRqf+7cOUyfPh1t27bFzJkzDZY98sgjqKysxIIFCwzma7Va/bywsLDGd46ILIpve1cM692eQZmIiGwWszkRUTX2DYhMhyPSiVrg2rVriIiIQFFREUaMGIG9e/di7969Bm3c3d0xbdo0/evFixfj0KFDGDJkCLp06YI2bdrg/Pnz+Pbbb1FeXo7XXnsNoaGhBtuYPn06srOzERwcDKVSiZycHHzzzTews7PDtm3b0LlzZ4P2S5YswdGjR7Fw4ULs2bNH/0CjtLQ0XLhwAUFBQZg0aZLJjgsRERERkbkxmxMREZE58EQ6UQvcuHEDRUVFAIDdu3dj9+7dtdp07drVIKxPmjQJzs7OOHHiBPbs2YPy8nLcc889GDVqFCZPnlxrxAtQfX/Gn3/+GVu2bEFJSQk6dOiA8ePHY/bs2bj//vtrte/fvz+ysrLwzjvvYN++fUhOTkabNm3QvXt3JCUlYcaMGXBycjLegSAiIiIiEhmzOREREZkDT6QTtYC3tzd0Ol2z1nn88cfx+OOPN2udcePGYdy4cc1ax9fXF2vXrm3WOkRERERElorZnIiIiMyB90gnaoK4uDgIgoCYmBixSzGq3NxcCIIAQRBw8eJFscshIiIiImoUszkRERGJgSPSiRrQv39/qFQq/Wt/f38RqzE+pVJpsH/u7u7iFUNERERE1ABmcyIiIhKToGvuNXBERERkPBoN4OJSPa1WAwqFuPWISKPVwCWh+liok9VQyGz3WBARERGRREgsrzMzE4mHt3YhakBKSor+8kprv3xUEAR4e3uLXRIRERERUZ2YzYmIiEhMPJFO1ARRUVFQqVSIjo7Wzzt//jwSExMxevRodOrUqUlht2Yw/uu/JUuW1Gp/8OBBzJgxA2FhYXBzc4MgCIiNjW1y3RUVFejfvz8EQUCvXr1qLb9z+ahKpYKbm1uTt0tEREREJBZmcyIiIhID75FO1ARjxoypFZIPHTqEpKQk2Nvbw8/PD5cvX27Strp27Vpn4A4NDa01b+3atUhNTYVcLkeXLl1w48aNZtW9YMEC5Obm1rtcqVQiMTERQPUIHyIiIiIiqWM2JyIiIjHwRDpRCw0ePBjHjh1Dv3794OzsDCcnpyat5+3trQ/IjUlISMAbb7yBXr164cSJExg4cGCT68vOzsY777yDZcuW4dVXX23yekRkuXKulCC/sBTennL4tncVuxwiIiKzYTYnIjLEvgGR8fFEOlELdevWDd26dTPpezz44IMtWq+8vByxsbF46KGHkJCQwLBOVqdQrRW7BOPRaOF5e7JQrQV0zf/TXFRajre3nsHxvGv6eSE+Siwa6w8PuaORCjU9jfbu51qo1qKsonnHwtNFZuySiIjIQjCbE5FUmLqv0lhmlmrfgFmdrAFPpBOZWXFxMT755BNcvXoV7dq1w9ChQ+Hr62vU90hMTEROTg5Onz4NQRCMum1LUVpeKXYJZEJBC9PFLsFonMvLcO72dOi7+3HTsWkj6GqyEwBXJwd88Gwggn08cCKvCLO3/ojI5QdRpTNuvaZUpSvTT4e+tx92QvOOxdn5w41dEkmA3JFxlYhMh9mcyPwsrq9WXgn57cnS8krAoeH6Td1XaSwzS7VvwKx+F/Ot5eInR2Rmp0+fxuTJk/WvBUHA+PHj8dFHH0EulzewZtOcOHEC7733HhYvXowePXq0enuWqve8NLFLIDKbKh2weGxfjAroCAAYFdAROuiQsOGUyJWZF3/urVP+klFil0BEVozZnMj8LC2z1Rz4ErQgvUUDX8xJqn0DS/vcTYn51nLZiV0AkS2ZMWMGjh8/jmvXrqGoqAjfffcdQkJC8NlnnyE+Pr7V29dqtYiNjcUDDzyA6dOnG6FiIrIUwT4eBq8H+ChFqoSIiMgyMJsTkbVi34DINDginciMli5davA6LCwM+/btQ79+/bBp0ybMmTMHffr0afH2586di5ycHGRlZcHe3r615Vo0XjZm3TiaobYTeUX6UScAkFnjnoi2gj/3RETUHMzmROKwuMym0QDLqyez5kYACkWDzaXQV5Fi38DiPneiOvBEOpHI5HI5nnnmGSxYsABHjhxpcVjPzs7GsmXLMHfuXPTt29fIVVoe3nPMumXNiRC7BOOpEcwPvxXWaDCvy0ufZ2Pu9jPQQYcBPkpk5l3DvO0/IcRHiQ/HBxq5YNPRaDXoOrN6+vCbYVDImncs+HNPREStxWxOZHoWl9lqPMxT7tgGaKR+U/dVGsvMUu0bWNznTlQHfouJJMDLywsAUFpa2uJt/Pe//8WtW7eQmJiIxMTEWst/+eUXCIIANzc3FBcXt/h9iKTAqp74Ltx9WJGniwxQNH/fVk8IwtRNpwzuezjI1wsrYx6AUuFolDLNwcnB8FgoZFb0ORMRkcVgNiei1jB1X6WxzGwtfQMiKeKJdCIJOH78OADA29u7xdvo0aNHvfdyXLNmDdzc3BAdHW2UhyYRkbQoFY5YHx+CnCslyC8shbenHL7tXcUui4iIyCIxmxORJWPfgMh0eCKdyExOnTqFnj171grLW7ZswcaNG+Hl5YWIiJZfAvbwww/j4YcfrnPZmjVr0KFDB3zyySct3j4RSZ9ve1eGZCIioiZgNicia8e+AZHx8UQ6UQsVFBRgxowZ+tcVFRUoKChAbGysfl5KSop+euXKldi2bRseffRRdOnSBTqdDtnZ2Th06BCcnJyQmpoKFxcXg/c4fPiwPmD/+eef+nl33qNXr16YOXOmaXaQiIiIiMhCMJsTERGRqfFEOlELqdVqpKamGszTaDQG82qG9aioKBQXFyM7Oxu7d+9GZWUlOnXqhPj4eMyYMQO9evWq9R65ubm13uP8+fM4f/48AGDIkCEM60RERERk85jNiYiIyNR4Ip2ohby9vaHT6ZrcfuzYsRg7dmyz3iM2NtZgFE1LNadOIiIiIiJLw2xOREREpmYndgFEliAuLg6CICAmJkbsUowqNzcXgiBAEARcvHhR7HKIiIiIiBrFbE5ERERi4Ih0ogb0798fKpVK/9rf31/EaoxPqVQa7J+7u7t4xRARERERNYDZnIiIiMQk6HhdGRERkXg0GuDOw8zUakChELceEWm0GrgkVB8LdbIaCpntHgsiIiIikgiJ5XVmZiLx8NYuRA1ISUnRX15p7ZePCoIAb29vsUsiIiIiIqoTszkRERGJiSfSiZogKioKKpUK0dHR+nnnz59HYmIiRo8ejU6dOjUp7NYMxn/9t2TJkkbr+P7772Fvb99g++LiYsybNw8BAQFwdXWFl5cXgoODkZycjLKyMoO2dy4fValUcHNza/xAEBERERGJjNmciIiIxMB7pBM1wZgxYxAbG2sw79ChQ0hKSoK9vT38/Pxw+fLlJm2ra9eutbYFAKGhoQ2ud/PmTcTGxsLZ2RkajabONsXFxQgKCsKFCxcQGhqKF154AVqtFrt27cIrr7yCrVu3Yu/evbCzq/4/NKVSicTERADVI3yIiIiIiKSO2ZyIiIjEwBPpRC00ePBgHDt2DP369YOzszOcnJyatJ63t7c+IDfH22+/jUuXLmHmzJmYO3dunW0+/vhjXLhwAa+99hqWLVumn19eXo7Q0FB89913OHz4MAYPHtzs9yci6cq5UoL8wlJ4e8rh295V7HKIiIjMjtmciMgQ+whExscT6UQt1K1bN3Tr1s0s73XkyBGsXLkS//rXv+Dg4FBvuwsXLgAARo4caTDf0dERw4YNw4kTJ3D16lWT1kpkaoVqrdglGJdGC8/bk4VqLaBr+p/motJyvL31DI7nXdPPC/FRYtFYf3jIHY1cqOlptHc/20K1FmUVxokpni4yo2yHiIiki9mciKTC1P2VxjKzFPsIzONkLXgincjMiouL8cknn+Dq1ato164dhg4dCl9f33rbl5aWIjY2FkOHDsXkyZMbvMyzT58+AIDdu3cjIiJCP7+iogLp6elwdnbGwIEDjbYvlqK0vFLsEsiIghami12CUTmXl+Hc7enQd/fjpmPTRtABgJ0AuDo54INnAxHs44ETeUWYvfVHRC4/iCqdaeo1pSrd3XvFhr63H3ZC049FQ87OH26U7ZBlkDsy3hJR0zGbE5mWVfTFyishvz1ZWl4JODS8T6burzSWmaXYR7D1PM58aj34SRKZ2enTpzF58mT9a0EQMH78eHz00UeQy+W12s+cOROXLl3Cnj17Gt32pEmTsH79evzzn//EyZMnERwcDK1Wi927d6OoqAgbNmxAp06djLo/lqD3vDSxSyAyiSodsHhsX4wK6AgAGBXQETrokLDhlMiVSQt/B9iW/CWjxC6BiCwIszmRaVlDDqs58CVoQXqzBr6IQYp9BGv4HrQG86n14Il0IjOaMWMGxo0bB19fXwiCgFOnTmH27Nn47LPPUFlZiY0bNxq0P3DgAJKTk7FixQr4+Pg0un1nZ2dkZGTghRdewGeffYYDBw4AAOzs7JCQkNDoQ5OIyPIE+3gYvB7goxSpEiIiIsvCbE5E1op9BCLT4Il0IjNaunSpweuwsDDs27cP/fr1w6ZNmzBnzhz9JaAajQb/+Mc/MHDgQCQkJDRp+wUFBYiKisLVq1exc+dOPPLIIygrK8PXX3+N6dOnY8eOHTh58iQ8PDwa35gVsfXLyKyNrY9m+KsTeUX60SYAkFnjXohUjb8DiIioLszmRKZnFTlMowGWV09mzY0AFIoGm0uhvyK1PoJVfA+IwBPpRKKTy+V45plnsGDBAhw5ckQf1t9++2388ccf+Pbbb2FnZ9ekbb3++us4evQoTp8+jYCAAACAm5sbJk+ejFu3bmHKlClYsWIFkpKSTLY/UsT7kVmXrDkRjTeyJDWC+eG3whoN5jW99Hk25m4/Ax10GOCjRGbeNczb/hNCfJT4cHygiQo2HY1Wg64zq6cPvxkGhazpx6Ih/B1ARERNxWxOZFxWkcNqPMxT7tgGaGSfTN1faSwzS7GPYBXfAyLwRDqRJHh5eQGofnjRHT/88APKysrQq1evOteZNWsWZs2ahalTp2LFihUAgJ07d0KpVOqDek3h4eEAgKysLCNXT2ReVvfEd+Huw4o8XWSAoun7t3pCEKZuOmVwv8NBvl5YGfMAlApHo5ZpDk4OhsdCIbOyz5qIiCwCszkRtYap+yuNZWZr6yMQSQlPpBNJwPHjxwEA3t7e+nmjRo1C9+7da7XNycnBwYMHERwcjICAAAwcOFC/rLy8HGVlZSgvL4ejo+EfyD///BMAIOOJKSKroVQ4Yn18CHKulCC/sBTennL4tncVuywiIiKLxmxORJaMfQQi0+GJdCIzOXXqFHr27Am5XG4wf8uWLdi4cSO8vLwQEXH3ErA33nijzu2kpKTg4MGDeOKJJzBz5kyDZY888gjS0tKwYMECLFiwQD9fq9XqX4eFhRlrl4hIInzbuzIcExERNQOzORFZO/YRiIyPJ9KJWqigoAAzZszQv66oqEBBQQFiY2P181JSUvTTK1euxLZt2/Doo4+iS5cu0Ol0yM7OxqFDh+Dk5ITU1FS4uLi0qqYlS5bg6NGjWLhwIfbs2aN/oFFaWhouXLiAoKAgTJo0qVXvQUREREQkNczmREREZGo8kU7UQmq1GqmpqQbzNBqNwbyaYT0qKgrFxcXIzs7G7t27UVlZiU6dOiE+Ph4zZsyo936LzdG/f39kZWXhnXfewb59+5CcnIw2bdqge/fuSEpKwowZM+Dk5NTq9yEiIiIikhJmcyIiIjI1nkgnaiFvb2/odLomtx87dizGjh3b6veNjY01GFnzV76+vli7dm2r34eIiIiIyFIwmxMREZGp2YldAJEliIuLgyAIiImJEbsUo8rNzYUgCBAEARcvXhS7HCIiIiKiRjGbExERkRg4Ip2oAf3794dKpdK/9vf3F7Ea41MqlQb75+7uLl4xREREREQNYDYnIiIiMQm65lz/RkRERMal0QB3HmamVgMKhbj1iEij1cAlofpYqJPVUMhs91gQERERkURILK8zMxOJh7d2IWpASkqK/vJKa798VBAEeHt7i10SEREREVGdmM2JiIhITDyRTtQEUVFRUKlUiI6OBgDodDrs2rULU6ZMQUBAANzc3CCXy9GvXz8sXrwYZWVltbaRk5ODxYsXY/Dgwbj33nvh6OiIzp07Y+LEifj555/rfN+DBw9ixowZCAsLg5ubGwRBaPBhRlevXsU777yD6Oho+Pj46EN4fe5cPqpSqeDm5ta8g0JEREREJAJmcyIiIhID75FO1ARjxowxCMlarRYjR46ETCbD0KFDMXz4cJSVlSEtLQ1vv/02tm3bhgMHDsDZ2Vm/zty5c7F582b4+/sjKioKbdu2xY8//oj169fjiy++QFpaGgYNGmTwvmvXrkVqairkcjm6dOmCGzduNFjn2bNnMXv2bAiCAF9fX8jlcpSWltbbXqlUIjExEUD1CB8iIiIiIqljNiciIiIx8EQ6UQvY29tj0aJFeOmllwweAlRRUYEnn3wS33zzDZKTk/HGG2/ol40YMQKzZs1Cv379DLa1adMmPPPMM3jxxRfx008/GSxLSEjAG2+8gV69euHEiRMYOHBgg3X5+fnhwIEDeOCBB+Dq6opevXrhl19+af0OE5Hk5VwpQX5hKbw95fBt7yp2OURERGbDbE5EVD/2E4iMhyfSiVrAwcEBs2fPrnP+rFmz8M033+DAgQMGYb2+yz5jYmKgUqlw9uxZFBQUwMvLS7/swQcfbFZd7du3R/v27Zu1DpGlK1RrxS6hdTRaeN6eLFRrAV3z/jQXlZbj7a1ncDzvmn5eiI8Si8b6w0PuaMRCTU+jvftZFqq1KKswXkzxdJEZbVtERCQtzOZEJDWm7KM0NTNLsZ/ATE6WjifSiYzMwcEBANCmTdN/vFqyDrVeaXml2CWQEQQtTBe7hFZxLi/DudvToe/ux01Hp2atbycArk4O+ODZQAT7eOBEXhFmb/0RkcsPokpn/HpNqUp39x62oe/th53QvGPRkLPzhxttW2T55I78e0tkK5jNiaTFIvtg5ZWQ354sLa8EHBrfB1P2UZqamaXYT2AmZw61dPz0iIxs7dq1AIDIyMgmtc/MzMRPP/2E4OBgg0tRyfR6z0sTuwSiVqvSAYvH9sWogI4AgFEBHaGDDgkbTolcmbTw551qyl8ySuwSiMhMmM2JpMUSM1nNgS9BC9KbPfBFLFLsJ1ji529szKGWzU7sAoisye7du/HRRx/Bz88P8fHxjba/fv06nnvuOdjZ2eG9994zQ4VEZI2CfTwMXg/wUYpUCRERkXQwmxORrWM/gci4OCKdyEhOnjyJp59+Gm5ubtiyZQtksobv/VVWVoYnnngCP//8MxYtWoShQ4eap1DS42Vl1oGjGoATeUX6kSYAkFnjPohUjT/vRES2hdmcSJosMpNpNMDy6smsuRGAQtHoKlLpo0itn2CRnz9RDTyRTmQEp06dQmRkJARBQFpaGvr06dNge61Wi7Fjx+K7777DrFmz6nw4Epke701mHbLmRIhdQuvUCOaH3wprUjCv6aXPszF3+xnooMMAHyUy865h3vafEOKjxIfjA01QsOlotBp0nVk9ffjNMChkzTsWDeHPOxGR7WA2J5Iui8xkNR7mKXdsAzRhH0zZR2lqZpZiP8EiP3+iGvgNJmql7OxsDBs2DLdu3cKePXsQHBzcYPuysjKMGTMGaWlpePPNN7F48WIzVUpknSz+ye/C3YcVebrIAEXz9mf1hCBM3XTK4F6Hg3y9sDLmASgVjkYr0xycHAyPhaKR0YNERER/xWxORFJgyj5KUzOzNfUTiKSCJ9KJWiE7OxsRERGorKxEWloaQkJCGmxfM6jPmDED7777rpkqJSJrpVQ4Yn18CHKulCC/sBTennL4tncVuywiIiKzYzYnIrqL/QQi4+OJdKIWuhPUKyoqsHv3bgwcOLDB9mVlZYiKisKePXvw+uuvY+nSpWaqlIhsgW97VwZjIiKyWczmRER1Yz+ByHh4Ip2oBa5du4aIiAgUFRVhxIgR2Lt3L/bu3WvQxt3dHdOmTdO/fvHFF7Fnzx506NABrq6uSExMrLXd2NhYeHt7618fPnwYn3zyCQDgzz//1M+LjY0FAPTq1QszZ86stY07Ll26VGve//3f/8HLy6uZe0xEREREJE3M5kRERGQOPJFO1AI3btxAUVERAGD37t3YvXt3rTZdu3Y1COv5+fkAgMuXLyMpKanO7Q4dOtQgrOfm5iI1NdWgzfnz53H+/HkAwJAhQ2qF9b+2/+u8xMREhnUiIiIishrM5kRERGQOPJFO1ALe3t7Q6XTNWicjI6PZ7xMbG2swYqUpmlsXEREREZElYzYnIiIic7ATuwAiSxAXFwdBEBATEyN2KUaVm5sLQRAgCAIuXrwodjlERERERI1iNiciIiIxcEQ6UQP69+8PlUqlf+3v7y9iNcanVCoN9s/d3V28YoiIiIiIGsBsTkRERGISdLzWjIiISDwaDeDiUj2tVgMKhbj1iEij1cAlofpYqJPVUMhs91gQERERkURILK8zMxOJh7d2IWpASkqK/vJKa798VBAEg4cpERERERFJCbM5ERERiYkn0omaICoqCiqVCtHR0fp558+fR2JiIkaPHo1OnTo1GnYTExMNgnFd/+Lj4w3WWbJkCSIjI9G5c2c4OzvD09MTDz74IJYtW4bS0tJa75GRkYFnn30Wfn5+cHd3h1wuR8+ePfGPf/wDv/zyS632dy4fValUcHNza/kBIiIiIiIyE2ZzIiIiEgPvkU7UBGPGjEFsbKzBvEOHDiEpKQn29vbw8/PD5cuXG9zG0KFD6132ySef4Pfff8fw4cMN5n/00Ufw8vLCsGHDcM8990CtViMjIwPTp0/Hp59+iqNHj0Iul+vbp6en4/DhwwgJCcHw4cPh6OiIc+fO4dNPP8WGDRuwa9cuhIWF6dsrlUokJiYCqB7hQ0REREQkdczmREREJAbeI52oASkpKYiLi8O6detqhfULFy7g6tWr6NevH5ydneHk5IQOHTogPz+/We9x5coV3HfffXBzc8Mff/wBR0dH/bKysjI4OTnVWmfixIlYv349kpOT8fLLLzfaft++fYiIiMCDDz6IEydO1FnHnRE7za2fiFrJBPdczLlSgvzCUnh7yuHb3rXV2zMX3u+RiIgawmxORKKw8HukW2rfgEiKOCKdqIW6deuGbt26tXo7KSkpqKysxN///neDoA6gzuANANHR0Vi/fj1yc3Ob1P7RRx+Fh4dHrfZE1qBQrRW7hNbRaOF5e7JQrQV0Lf/TXFRajre3nsHxvGv6eSE+Siwa6w8PuWMDa0qDRnv3syxUa1FWYdyY4ukiM+r2iIhIOpjNiUhqTNVPaWpmlmrfgJmcLBlPpBOJbO3atQCASZMmNXmdnTt3AgD8/f2b1P7YsWMoKipCaGho8wu0IaXllWKXQC0QtDBd7BJaxbm8DOduT4e+ux83HevudDeFnQC4Ojngg2cDEezjgRN5RZi99UdELj+IKgu4/qxKV6afDn1vP+yElh+LupydP7zxRkR1kDsyMhPZCmZzIuOz+H5WeSXu3LSptLwScGja/piqn9LUzCzVvoEtZnJmSevBT5JIRIcOHcL//vc/PPTQQ+jTp0+97VasWIHi4mIUFxfjyJEjOHnyJCIjIzFx4sQ622dkZCAjIwNarRY5OTnYsWMHvLy8sHz5clPtilXoPS9N7BKIWqVKBywe2xejAjoCAEYFdIQOOiRsOCVyZdLAn3Fqqfwlo8QugYjMgNmcyDQsPYPVHPgStCC9VQNfzEmqfQNL/z60BLOk9eCJdCIRrVmzBkDjI15WrFiBixcv6l9PmDABq1evhoODQ53tMzIykJSUpH/dvXt3bNq0CUFBQUaomoikLNjHw+D1AB+lSJUQERFZFmZzIrI27BsQGRdPpBOJ5MaNG9iyZQtcXFzw9NNPN9j2zkOGLl++jP379+PNN99ESEgI0tLScN9999Vqn5iYiMTERGg0Gpw9exbz58/HI488grVr1+LZZ581xe5YBVu8xMwa2OKIhoacyCvSjzoBgMwa90S0dfwZJyKi+jCbE5mOxWcwjQa4fQFJ1tyIJj9sVAr9FCn2DSz++0A2jSfSiUSyceNGlJaWIj4+Hi53ngDeiA4dOuCZZ55B9+7dMWDAAEyfPh2bN2+ut71CoUBwcDC2bt2KBx98EM8//zyGDRuGdu3aGWs3rArvW2aZsuZEiF1C69QI5offCmtyMK/LS59nY+72M9BBhwE+SmTmXcO87T8hxEeJD8cHGqlg09FoNeg6s3r68JthUMhafizqwp9xIiKqD7M5kelYfAar8TBPuWMboIn7Y6p+SlMzs1T7Bhb/fSCbxm8vkUiaeuloXYKDg+Hh4YGMjIwmtW/Tpg3CwsJw+vRpnDx5Eo899liz35NIqiz+qe/C3YcVebrIAEXL92f1hCBM3XTK4L6Hg3y9sDLmASgVjq0q0xycHAyPhUJm4Z8tERFZDGZzIjI2U/VTmpqZLb1vQCRFPJFOJIIff/wRJ06cQJ8+ffDQQw81e321Wo3r16+jQ4cOTV7njz/+AFAd3InIOikVjlgfH4KcKyXILyyFt6ccvu1dxS6LiIhI0pjNicgasW9AZHx2YhdAZIvujHiJj4+vt83Fixf191+sqaKiAtOmTUNVVVWt0SsHDx6ETqertc6ePXuwdetWuLm54eGHH25d8UQkeb7tXTGsd3sGZSIioiZgNicia8a+AZHx8L+/iVqooKAAM2bM0L+uqKhAQUEBYmNj9fNSUlJqrVdeXo7PPvsMjo6O+Pvf/17v9k+dOoUnn3wSgwYNgq+vL7y8vHDlyhWkp6fjt99+Q8+ePbFo0SKDdUaPHg0vLy8EBwejc+fOuHnzJv773//i4MGDcHBwwCeffAJFK+6/TEREREQkRczmREREZGo8kU7UQmq1GqmpqQbzNBqNwby6wvq2bdtQWFiIp556Cl5eXvVuPzAwEFOnTsXBgwexdetWFBcXw8XFBX5+fkhISMDLL79cK3gnJSVh9+7dOHz4MP78808IgoDOnTtj0qRJmDZtGvr06dO6nSYiIiIikiBmcyIiIjI1nkgnaiFvb+86L9VszFNPPYWnnnqq0XZdunTBsmXLmrXtqVOnYurUqc2uiYiIiIjIkjGbExERkanxHulETRAXFwdBEBATEyN2KUaVm5sLQRAgCAIuXrwodjlERERERI1iNiciIiIxcEQ6UQP69+8PlUqlf+3v7y9iNcanVCoN9s/d3V28YoiIiIiIGsBsTkRERGISdC25/o2IiIiMQ6MBXFyqp9VqwIYfOqbRauCSUH0s1MlqKGS2eyyIiIiISCIklteZmYnEw1u7EDUgJSVFf3mltV8+KggCvL29xS6JiIiIiKhOzOZEREQkJp5IJ2qCqKgoqFQqREdH6+edP38eiYmJGD16NDp16tTksJuWloahQ4eibdu2cHV1xdChQ5GWllZn2yVLliAyMhKdO3eGs7MzPD098eCDD2LZsmUoLS1t9L0qKirQv39/CIKAXr161Vp+5/JRlUoFNze3RrdHRERERCQ2ZnMiIiISA++RTtQEY8aMQWxsrMG8Q4cOISkpCfb29vDz88Ply5cb3c7nn3+OCRMmwMvLC8899xwEQcB//vMfjBgxAp999hnGjx9v0P6jjz6Cl5cXhg0bhnvuuQdqtRoZGRmYPn06Pv30Uxw9ehRyubze91uwYAFyc3PrXa5UKpGYmAigeoQPEREREZHUMZsTERGRGHginaiFBg8ejGPHjqFfv35wdnaGk5NTg+2LioqQkJAALy8vZGdno3PnzgCAWbNmITAwEAkJCRg5ciQ8PDz065w7d67O7U6cOBHr16/HunXr8PLLL9f5ftnZ2XjnnXewbNkyvPrqq63YUyKyBDlXSpBfWApvTzl827uKXQ4REZFZMZsTETWM/QWi1uOJdKIW6tatG7p169bk9lu2bEFxcTGSkpL0QR0AOnbsiGnTpmHmzJnYsmULnn/+ef2y+joA0dHRWL9+fb0jWsrLyxEbG4uHHnoICQkJDOtktQrVWrFLaD2NFp63JwvVWkDXvD/NRaXleHvrGRzPu6afF+KjxKKx/vCQOxqxUNPTaO9+noVqLcoqWh9TPF1krd4GERFJH7M5EUmVsfsszc3MUu4vMKuTpeGJdCIzycjIAABERkbWWjZ8+HDMnDkTBw4cMAjr9dm5cycAwN/fv87liYmJyMnJwenTpyEIQsuLlqDS8kqxSyAJCVqYLnYJreZcXoZzt6dD392Pm44Nj6D7KzsBcHVywAfPBiLYxwMn8oowe+uPiFx+EFU649drSlW6Mv106Hv7YSc071jU5ez84a3eBolP7sjISkTGxWxOJA6L7M+VV+LOTZtKyysBh+btg7H7LM3NzFLuLzCrM+daGn5aRGaSk5MDAPD19a217M68O23+asWKFSguLkZxcTGOHDmCkydPIjIyEhMnTqzV9sSJE3jvvfewePFi9OjRw4h7IA2959X98CciW1WlAxaP7YtRAR0BAKMCOkIHHRI2nBK5Mmng7wzrkL9klNglEJGVYTYnEoclZrOaA1+CFqQ3e+CL2KTcX7DE74OxMedaFp5IJzKT69evAwDc3NxqLVMoFLC3t9e3+asVK1bg4sWL+tcTJkzA6tWr4eDgYNBOq9UiNjYWDzzwAKZPn27E6olIyoJ9PAxeD/BRilQJERGRZWA2JyJbwv4CkXHwRDqRBcjPzwcAXL58Gfv378ebb76JkJAQpKWl4b777tO3mzt3LnJycpCVlQV7e3uRqjUtXvpFNXEEQ7UTeUX6ESYAkFnj/oe2jr8ziIjI2JjNiVrOIrOZRgMsr57MmhsBKBTNWl0KfRap9hcs8vtANo0n0onM5M5ol+vXr8PT09NgmUajwa1bt+ocEVNThw4d8Mwzz6B79+4YMGAApk+fjs2bNwMAsrOzsWzZMsydOxd9+/Y1zU5IAO8fRjVlzYkQu4TWqxHMD78V1uxg/tLn2Zi7/Qx00GGAjxKZedcwb/tPCPFR4sPxgSYo2HQ0Wg26zqyePvxmGBSy5h2LuvB3BhER1YXZnEgcFpnNajzMU+7YBmjmPhi7z9LczCzl/oJFfh/IpvEbS2Qmvr6+OHnyJHJycmqF9Ybu0ViX4OBgeHh46B+SBAD//e9/cevWLSQmJiIxMbHWOr/88gsEQYCbmxuKi4tbuhtEkmIVT3kX7j6syNNFBiiat0+rJwRh6qZTBvc4HOTrhZUxD0CpcDRamebg5GB4LBQyK/h8iYhIkpjNichcjN1naW5mtqb+ApHYeCKdyEyGDBmCjRs3Ys+ePXjooYcMlqWlpenbNIVarcb169fRoUMH/bwePXogPj6+zvZr1qyBm5sboqOjIZfL62xDRJZJqXDE+vgQ5FwpQX5hKbw95fBt7yp2WURERJLGbE5EtoL9BSLj4Yl0IjN56qmn8NZbb2HVqlWIi4tD586dAQCXLl3CihUr4O7ujnHjxunbX7x4ETqdDt7e3gbbqaiowLRp01BVVYXHHntMP//hhx/Gww8/XOd7r1mzBh06dMAnn3xi/B0jIknwbe/KQExERNREzOZEZGvYXyBqPZ5IJ2qhgoICzJgxQ/+6oqICBQUFiI2N1c9LSUnRT3t4eCA5ORl///vfERgYiJiYGNjZ2WHz5s24cuUK1q9fDw+Pu0/SPnXqFJ588kkMGjQIvr6+8PLywpUrV5Ceno7ffvsNPXv2xKJFi8yxq0REREREksZsTkRERKbGE+lELaRWq5GammowT6PRGMyrGdYBYMKECfDy8sI777yjXxYYGIjU1FQMH274tOrAwEBMnToVBw8exNatW1FcXAwXFxf4+fkhISEBL7/8MhTNfCghEREREZE1YjYnIiIiU+OJdKIW8vb2hk6na/Z6I0aMwIgRIxpt16VLFyxbtqwlpdXSkjqJiIiIiCwFszkRERGZmp3YBRBZgri4OAiCgJiYGLFLMarc3FwIggBBEHDx4kWxyyEiIiIiahSzOREREYmBI9KJGtC/f3+oVCr9a39/fxGrMT6lUmmwf+7u7uIVQ0RERETUAGZzIiIiEpOg43VlRERE4tFoABeX6mm1GrDh+6tqtBq4JFQfC3WyGgqZ7R4LIiIiIpIIieV1ZmYi8fDWLkQNSElJ0V9eae2XjwqCAG9vb7FLIiIiIiKqE7M5ERERiYkn0omaICoqCiqVCtHR0fp558+fR2JiIkaPHo1OnTo1KexWVlZi7dq1GDhwINq1awdXV1f07t0bb775Ji5fvmzQNj8/3yBI1/XP3t7eYJ2MjAw8++yz8PPzg7u7O+RyOXr27Il//OMf+OWXX2rVc+fyUZVKBTc3t5YfICIiIiIiM2E2JyIiIjHwHulETTBmzBjExsYazDt06BCSkpJgb28PPz+/WmG7Lk8//TS++uordO/eHTExMZDJZPj++++xdOlSfPbZZ8jOzkaHDh0AVN8TseY9Ems6efIkdu7cieHDhxvMT09Px+HDhxESEoLhw4fD0dER586dw6effooNGzZg165dCAsL07dXKpVITEwEUD3Ch4iIiIhI6pjNiYiISAw8kU7UQoMHD8axY8fQr18/ODs7w8nJqcH2mZmZ+OqrrzBgwAAcPnwYDg4O+mXTpk3DypUr8fHHH2PevHkAqsP6nSD9V3/7298AAJMmTTKYP2fOHCxcuLBW+3379iEiIgJvvvkmTpw40ZzdJCILkXOlBPmFpfD2lMO3vavY5RAREZkVszkRUePYZyBqHZ5IJ2qhbt26oVu3bk1uf+HCBQDAsGHDDII6AIwaNQorV67E1atXG93OH3/8gV27duGee+7Rh/Y76uswPProo/Dw8EBubm6T6yWyJIVqrdgltJxGC8/bk4VqLaBr3p/motJyvL31DI7nXdPPC/FRYtFYf3jIHY1YqOlptHc/x0K1FmUVrY8pni6yVm+DiIikj9mciKTK2H2VlmRmKfYZmNPJEvFEOpGZ9OnTB0D1JZ6JiYlo0+buj9+3334LAAgPD290OykpKbh16xYmTpxYK/TX59ixYygqKkJoaGgLKrcspeWVYpdAIghamC52CS3mXF6Gc7enQ9/dj5uODY+g+ys7AXB1csAHzwYi2McDJ/KKMHvrj4hcfhBVOuPXa0pVujL9dOh7+2EnNO9Y1OXs/OGNNyKLIHdkbCUi42E2JzI/i+2rlVdCfnuytLwScGjefhi7r9KSzCzFPoMt5nTmWcvHT5DITPr27YuEhAQkJyejT58+GD58OGQyGTIzM3H8+HHMnTsXTzzxRIPb0Ol0WLt2LQAgPj6+3nYZGRnIyMiAVqtFTk4OduzYAS8vLyxfvtyo+yRFveeliV0CkVlV6YDFY/tiVEBHAMCogI7QQYeEDadErkwa+DvBeuQvGSV2CURkRZjNiczPUnNZzYEvQQvSmz3wRQqk2Gew1O9DazDPWj6eSCcyo1WrVsHHxwczZ87EqlWr9PNHjhyJ6OjoRtc/cOAAzp8/j9DQUPTq1avedhkZGUhKStK/7t69OzZt2oSgoKDW7QARSVKwj4fB6wE+SpEqISIishzM5kRkS9hnIGo9nkgnMhOdTocpU6bg888/x/vvv48xY8ZALpfj2LFjePXVVzFw4ECkp6dj4MCB9W5jzZo1ABoe8QIAiYmJSExMhEajwdmzZzF//nw88sgjWLt2LZ599lmj7pfU2OLlYWSboxlqOpFXpB9dAgCZNe59aOv4O4GIiOrCbE5kfhabyzQa4PYFJFlzIwCFolmrS6WvIrU+g8V+H8imCTqdzsLuoEpkPikpKYiLi8O6desQGxvbYFsnJyd06NAB+fn5dS5fu3Yt4uPjsXLlSrz66qsGy86dO4fevXtj8ODBOHDgQJ3rFxcX495774WDgwMuXboEuVxeZ7u6VFZW4sEHH0Rubi7y8vLQrl27Wm28vb0BoN76iaTMsh82qoFnh+rHjRZeLmx2MH/p82zkXFVjflQfDPBRIjPvGuZt/wm+97jgw/GBpqjYZDRaDbrOrD4WF5cUQiFr3rGoCx9iRERkPZjNiUgUGg3g4lI9rVY3O68b/2Gjzc/MUuwzMKeTJeKIdCIz2blzJwAgLCys1jI/Pz907NgRWVlZ9a6/YcMG3Lx5ExMnTmxWUAeANm3aICwsDKdPn8bJkyfx2GOPNa94Iomz6BAm3H1YkaeLDFA0b19WTwjC1E2nDO5vOMjXCytjHoBS4Wi0Ms3BycHwWChkFvy5EhGRpDGbE5G5GLuv0pLMbE19BiIx8UQ6kZmUl5cDAP78889ay27duoWioqIGQ/idS0cnTZrUovf/448/AFQHdyKyHkqFI9bHhyDnSgnyC0vh7SmHb3tXscsiIiKSNGZzIrIl7DMQGYed2AUQ2YpHHnkEALB48WJotYaXdi1cuBBlZWV1jogBgB9++AHZ2dkICAjAgw8+WO97HDx4EHXdrWnPnj3YunUr3Nzc8PDDD7diL4hIqnzbu2JY7/YMxERERE3AbE5Etoh9BqLW4X9/E7VQQUEBZsyYoX9dUVGBgoICg/s1pqSk6KdffvllrF+/Hvv27UOvXr0wYsQIODs749ixY/j++++hVCqxePHiOt+rqSNeRo8eDS8vLwQHB6Nz5864efMm/vvf/+LgwYNwcHDAJ598AkUz7+dGRERERCR1zOZERERkajyRTtRCarUaqampBvM0Go3BvJph3dXVFceOHcN7772Hbdu2ISUlBbdu3UKnTp3w/PPPY/bs2ejatWut9ykrK8Pnn38OmUyGCRMmNFhTUlISdu/ejcOHD+PPP/+EIAjo3LkzJk2ahGnTpqFPnz6t22kiIiIiIgliNiciIiJT44l0ohby9vau81LNhrRt2xYLFy7EwoULm7yOk5MTrl271qS2U6dOxdSpU5tVExERERGRpWM2JyIiIlPjPdKJmiAuLg6CICAmJkbsUowqNzcXgiBAEARcvHhR7HKIiIiIiBrFbE5ERERi4Ih0ogb0798fKpVK/9rf31/EaoxPqVQa7J+7u7t4xRARERERNYDZnIiIiMQk6Jp7/RsREREZj0YDuLhUT6vVgA0/dEyj1cAlofpYqJPVUMhs91gQERERkURILK8zMxOJh7d2ITKilJQU/eWYlnC56Zw5cwzqTUxMFLskIiIiIiKjYDYnIiIiY+KJdCITiIqKgkqlQnR0dL1tiouL0alTJwiCgBEjRtTbrqqqCmvXrkVoaCjc3d0hl8vRo0cPxMXFoaSkpFb73bt3IyIiAu7u7nB2dkbfvn2xbNky3Lp1q1bb8PBwqFQqPPfccy3bUSIiIiIiiWM2JyIiImPgPdKJTGDMmDGIjY1tsM2rr76K69evN9hGq9UiOjoaO3bsQEBAAGJjYyGTyfDrr7/i22+/xYIFC+Dq6qpv//7772Pq1Klo27YtnnjiCbi7uyM9PR3Tp0/HsWPHsGXLFoPth4eHIzw8HBkZGUhNTW3x/hIRERERSRWzORERERkDT6QTieCbb77B+vXr8f777+PVV1+tt92sWbOwY8cOLFmyBG+99ZbBsqqqKoPXv//+O9544w14eHjg1KlT6Nq1KwCgsrIS0dHR+OKLL7Bp0ybJX9JKRC2Xc6UE+YWl8PaUw7e9a+MrEBEREbM5EdkM9heIWocn0onM7Nq1a3j++efx7LPP4m9/+1u9Yf3333/HqlWrMGjQoFpBHQDs7AzvzLRr1y6Ul5dj6tSp+qAOAG3atEFSUhK2b9+O1atXM6yTVShUa8UuwXg0WnjenixUawFd8/80F5WW4+2tZ3A875p+XoiPEovG+sND7mikQk1Po737uRaqtSiraFlM8XSRGaskIiKycszmRGRqxu67tCQzS7W/wNxOloYn0onMLCEhAbdu3cL7779f530U7/jyyy9RWVmJcePGoaSkBF9//TV+/fVXtG/fHsOHD0enTp0M2l+5cgUA4OPjU2tbd+YdPXoUWq0WMpll/rEqLa8UuwSSiKCF6WKXYDTO5WU4d3s69N39uOno1Oxt2AmAq5MDPng2EME+HjiRV4TZW39E5PKDqNIZt15TqtKV6adD39sPO6H5xwIAzs4fbqySSKLkjoywRGQczOZEpmM1/bfySshvT5aWVwIOzdsvY/ddWpKZpdpfsOXczjxrmfipEZnR1q1bsXHjRmzevBmenp4NhvWTJ08CAK5fv46ePXvi0qVL+mWOjo5YsmQJXnvtNf28du3aAQDy8vJqbevOvMrKSly4cAF+fn5G2R9z6z0vTewSiCSpSgcsHtsXowI6AgBGBXSEDjokbDglcmXi4O8K65e/ZJTYJRCRFWA2JzIta8lkNQe+BC1Ib9HAF7FJtb9gLd+RlmCetUx2jTchImMoKCjAiy++iDFjxuCpp55qtP3Vq1cBAImJiejXrx9++ukn3LhxAzt27ICXlxdef/11fPvtt/r2w4YNg729PdasWYPffvtNP7+yshJJSUn618XFxcbbKSKSjGAfD4PXA3yUIlVCREQkfczmRGRr2F8gaj2OSCcyk5deegkVFRVYvXp1k9rfeWDRPffcgy+//BJyefXFZKNGjcKaNWvw2GOPYdmyZRg5ciSA6ktEZ8+ejQULFqBv37544okn4Obmhn379uHXX39Fly5d8Ouvv8Le3t40O2gGtnzZFxmy5ZEL9TmRV6QfYQIAmTXuf2hr+LuCiIgaw2xOZHpWk8k0GmB59WTW3AhAoWjW6lLpu0ixv2A13xGyGTyRTmQG27dvx5YtW5CSkoIOHTo0aR03NzcAQEREhD6o3xEZGQmZTKa/xPSO+fPno0ePHli1ahU2bdoEe3t7DBo0CBs3btQ/yOjOZaaWiPcQozuy5kSIXYLx1Ajmh98Ka3YwB4CXPs/G3O1noIMOA3yUyMy7hnnbf0KIjxIfjg80csGmo9Fq0HVm9fThN8OgkDX/WAD8XUFERA1jNicyD6vJZDUe5il3bAM0c7+M3XdpSWaWan/Bar4jZDP4jSUyg1Onqu87Fhsbi9jY2FrL09LSIAgC+vXrhx9++AEA0LNnTwCAu7t7rfZ2dnZwdXXFjRs3ai2bMGECJkyYYDBPq9UiJycHSqWyzgceEVkaq3q6u3D3YUWeLjJA0fx9Wz0hCFM3nTK4x+EgXy+sjHkASoWjUco0BycHw2Oh4MPXiIjIBJjNicicjN13aUlmtpb+ApHYeCKdyAwCAwMRHx9fa75arcbmzZtx3333Yfjw4ejSpYt+WXh4OBYtWoSzZ8/WWu/PP/9EQUEBevTo0aT3/+KLL6DVauusgYgsn1LhiPXxIci5UoL8wlJ4e8rh295V7LKIiIgkidmciGwN+wtExsET6URmMHr0aIwePbrW/Pz8fGzevBl9+vTBJ598YrBsyJAh8PPzw759+7B3714MGzYMAKDT6TB79mwAqPVgpBs3bqBt27YG886dO4fp06ejbdu2mDlzpjF3i4gkxre9KwMxERFRI5jNichWsb9A1Do8kU4kUfb29li3bh3Cw8MxcuRIjB07Fp07d8bhw4eRmZmJwMDAWuF7+vTpyM7ORnBwMJRKJXJycvDNN9/Azs4O27ZtQ+fOnUXaGyIiIiIiy8VsTkRERDyRTiRhISEhyMzMhEqlwnfffYcbN26gS5cumDVrFmbPng3FXx5KGBkZiZ9//hlbtmxBSUkJOnTogPHjx2P27Nm4//77RdoLIiIiIiLLx2xORERk23ginUhE3t7e0Ol0Dbbp06cPvvjiiyZtb9y4cRg3bpwxSiMiIiIisinM5kRERNQQO7ELILJGcXFxEAQBMTExYpfSoDlz5kAQBISFhYldChERERGRSTCbExERkTFwRDqREfXv3x8qlUr/2t/fX8RqGhceHo42be7+Ghg6dKh4xRARERERGRGzORERERmToGvs2jUiIiIyHY0GcHGpnlargb/cX9WWaLQauCRUHwt1shoKme0eCyIiIiKSCInldWZmIvHw1i5EDUhJSYEgCPp/Ur8ctLlyc3MN9s/b21vskoiIiIiI6sRsTkRERGLiiXSiJoiKioJKpUJ0dLR+3vnz55GYmIjRo0ejU6dOTQq7lZWVWLt2LQYOHIh27drB1dUVvXv3xptvvonLly8btM3PzzcI0nX9s7e3N1gnIyOjwfbff/+9QXulUgmVSgWVSgU3N7fWHSQiIiIiIjNgNiciIiIx8B7pRE0wZswYxMbGGsw7dOgQkpKSYG9vDz8/v1phuy5PP/00vvrqK3Tv3h0xMTGQyWT4/vvvsXTpUnz22WfIzs5Ghw4dAADu7u4G93Ss6eTJk9i5cyeGDx9e5/IhQ4bUeU/F++67z+C1UqlEYmIigOoRPkREREREUsdsTkRERGLgiXSiFho8eDCOHTuGfv36wdnZGU5OTg22z8zMxFdffYUBAwbg8OHDcHBw0C+bNm0aVq5ciY8//hjz5s0DUB3W7wTpv/rb3/4GAJg0aVKdy4cOHVrvukRkvXKulCC/sBTennL4tncVuxwiIiKzYTYnImoe9h2Imo8n0olaqFu3bujWrVuT21+4cAEAMGzYMIOgDgCjRo3CypUrcfXq1Ua388cff2DXrl2455579KGdyJYVqrVil9A6Gi08b08WqrWArvl/motKy/H21jM4nndNPy/ER4lFY/3hIXc0UqGmp9He/SwL1VqUVRgvpni6yIy2LSIikh5mcyKyJK3pw7Q2M0u578DMTlLHE+lEZtKnTx8AQHp6OhITE9Gmzd0fv2+//RYAEB4e3uh2UlJScOvWLUycOLFW6L8jJycH77//PkpLS9G1a1cMGzYMXl5eRtgLaSktrxS7BJKAoIXpYpfQKs7lZTh3ezr03f246djwCLq62AmAq5MDPng2EME+HjiRV4TZW39E5PKDqNIZt15TqtKV6adD39sPO6H5x6I+Z+fXfbk9WQa5IyMrERkXszmRdEi+X1deCfntydLySsCh9fW2pg/T2sws5b6DrWZ2Zl3LwU+KyEz69u2LhIQEJCcno0+fPhg+fDhkMhkyMzNx/PhxzJ07F0888USD29DpdFi7di0AID4+vt52GzZswIYNG/SvnZ2dkZSUhDfeeMM4OyMRveeliV0CkSRU6YDFY/tiVEBHAMCogI7QQYeEDadErkw6+PvCsuUvGSV2CURkZZjNiaRD6jmt5sCXoAXpLRr4IiVS7jtI/btgKsy6loMn0onMaNWqVfDx8cHMmTOxatUq/fyRI0ciOjq60fUPHDiA8+fPIzQ0FL169aq1vF27dli6dCkef/xxdOnSBcXFxdi/fz/eeustvPnmm2jbti1eeOEFo+4TEUlDsI+HwesBPkqRKiEiIrIMzOZEZKvYdyBqGZ5IJzITnU6HKVOm4PPPP8f777+PMWPGQC6X49ixY3j11VcxcOBApKenY+DAgfVuY82aNQDqH/HSp08f/WWqACCXyzF+/Hj069cPQUFBUKlUmDx5Muzs7Iy7cyKx1cu+yJCtjlr4qxN5RfpRJQCQWeOeh8TfF0REZIjZnEg6JJ/TNBpgefVk1twIQKFo9SbF7sNIte8g+e8C2TyeSCcyk3Xr1uGjjz7CypUr8eKLL+rnDx8+HNu2bUPv3r0xc+ZMHDhwoM71i4uL8eWXX6Jt27Z46qmnmvXe/v7+CAkJwaFDh5Cbm4sePXq0al+kgvcRIwDImhMhdgmtUyOYH34rrEXB/KXPszF3+xnooMMAHyUy865h3vafEOKjxIfjA41csOlotBp0nVk9ffjNMChkre+k3MHfF0REVBOzOZF0SD6n1XiYp9yxDWCEelvTh2ltZpZy30Hy3wWyefyGEpnJzp07AQBhYWG1lvn5+aFjx47Iysqqd/0NGzbg5s2bmDhxIuRyeb3t6nPngUalpaXNXpdIyiz+ye7C3YcVebrIAEXz92f1hCBM3XTK4L6Gg3y9sDLmASgVjkYp0xycHAyPhUJm4Z8tERFJFrM5EYmpNX2Y1mZma+k7EImBJ9KJzKS8vBwA8Oeff9ZaduvWLRQVFTUYwu9cOjpp0qRmv3dlZSWys7MhCAK6dOnS7PWJSNqUCkesjw9BzpUS5BeWwttTDt/2rmKXRUREJFnM5kRkq9h3IGo53oyNyEweeeQRAMDixYuh1WoNli1cuBBlZWV1jogBgB9++AHZ2dkICAjAgw8+WO97HDt2DDqdzmBeZWUl3njjDVy8eBHDhw+HUsmHiBBZK9/2rhjWuz2DMBERUSOYzYnI1rHvQNR8HJFO1EIFBQWYMWOG/nVFRQUKCgoQGxurn5eSkqKffvnll7F+/Xrs27cPvXr1wogRI+Ds7Ixjx47h+++/h1KpxOLFi+t8r6aOeHnmmWcgCAIefvhhdOrUCcXFxTh48CB++eUXdOnSBf/6179avsNERERERBLFbE5ERESmxhPpRC2kVquRmppqME+j0RjMqxnWXV1dcezYMbz33nvYtm0bUlJScOvWLXTq1AnPP/88Zs+eja5du9Z6n7KyMnz++eeQyWSYMGFCgzVNmTIFu3fvRkZGBgoKCtCmTRt0794db7/9NqZPnw4PD4/W7TQRERERkQQxmxMREZGp8UQ6UQt5e3vXulSzMW3btsXChQuxcOHCJq/j5OSEa9euNantW2+9hbfeeqtZNRERERERWTpmcyIiIjI13iOdqAni4uIgCAJiYmLELsWocnNzIQgCBEHAxYsXxS6HiIiIiKhRzOZEREQkBo5IJ2pA//79oVKp9K/9/f1FrMb4lEqlwf65u7uLVwwRERERUQOYzYmIiEhMgq65178RERGR8Wg0gItL9bRaDSgU4tYjIo1WA5eE6mOhTlZDIbPdY0FEREREEiGxvM7MTCQe3tqFyIhSUlL0l2NawuWmc+bMMag3MTFR7JKIiIiIiIyC2ZyIiIiMiSfSiUwgKioKKpUK0dHR+nlfffUVoqOj4evri7Zt28LFxQV9+vTBtGnT8Pvvv9e7raqqKqxduxahoaFwd3eHXC5Hjx49EBcXh5KSEoO2sbGxBuG75r9evXrV2nZ4eDhUKhWee+454+08EREREZGEMJsTERGRMfAe6UQmMGbMGMTGxhrM27p1K06fPo3g4GB07NgRAPDDDz/g/fffR2pqKg4fPow+ffoYrKPVahEdHY0dO3YgICAAsbGxkMlk+PXXX/Htt99iwYIFcHV1rfX+U6dOrXVPRS8vr1rtwsPDER4ejoyMDKSmeVooGwAAmTtJREFUprZup4mIiIiIJIjZnIiIiIyBJ9KJzOTf//43nJycas1fs2YNJk2ahMTERGzZssVg2axZs7Bjxw4sWbIEb731lsGyqqqqet9r2rRp8Pb2NkrdRCRdOVdKkF9YCm9POXzb1+64ExERUd2YzYnI1rEvQdR8PJFOZCZ1BXUAGDduHCZNmoTc3FyD+b///jtWrVqFQYMG1QrqAGBnxzszke0qVGvFLsF4NFp43p4sVGsBXeN/motKy/H21jM4nndNPy/ER4lFY/3hIXc0UaGmp9He/VwL1VqUVbQ+pni6yFq9DSIisj7M5kQkptb0Z1qbmaXel2B+JynjiXQike3cuRMA4O/vbzD/yy+/RGVlJcaNG4eSkhJ8/fXX+PXXX9G+fXsMHz4cnTp1anCbJSUlkMlkCAgIwNChQ2Fvb2/S/ZCi0vJKsUsgEwlamC52CUbjXF6Gc7enQ9/dj5uOdXfsa7ITAFcnB3zwbCCCfTxwIq8Is7f+iMjlB1GlM229plSlK9NPh763H3ZC48eiMWfnD2/1NsjyyB0ZcYmoZZjNiczHYvpr5ZWQ354sLa8EHFpfd2v6M63NzFLvS9h6fmeOlTZ+OkRmtm3bNvzwww8oLS3FTz/9hLS0NPj4+GD+/PkG7U6ePAkAuH79Onr27IlLly7plzk6OmLJkiV47bXX6nyPhIQEg9c9evTAxo0bERgYaOS9kbbe89LELoHIJKp0wOKxfTEqoPqerqMCOkIHHRI2nBK5Munh7wHblL9klNglEJGFYDYnEo+l5LSaA1+CFqQ3aeCLlEm9L2Ep3wtTYY6VNl5/RmRm27ZtQ1JSEpYuXYpvv/0WDzzwAPbu3QsfHx+DdlevXgUAJCYmol+/fvjpp59w48YN7NixA15eXnj99dfx7bffGqwzZMgQfPnll/jtt99w8+ZNnDt3DtOmTcP58+cRGRmJP/74w2z7SUSmFezjYfB6gI9SpEqIiIgsF7M5Edki9iWIWoYj0onMLCUlBSkpKbh+/TpOnTqFt99+G0FBQfjqq68QHh6ub3fngUX33HMPvvzyS8jl1ReTjRo1CmvWrMFjjz2GZcuWYeTIkfp14uLiDN6rV69eWL58OeRyORYvXozly5dj6dKlZthLabD1S8Ksma2PUgCAE3lF+lEkAJBZ4x6HdBd/DxARUUOYzYnEYzE5TaMBlldPZs2NABSKVm9S7P6MlPsSFvO9IJvEE+lEInFzc8PQoUOxa9cu9OzZExMnTkReXh4cHBz0ywEgIiJCH9TviIyMhEwm019i2pj4+HgsXrwYR44cMe5OSBzvLWa9suZEiF2C8dQI5offCmtSMH/p82zM3X4GOugwwEeJzLxrmLf9J4T4KPHheMu9TFyj1aDrzOrpw2+GQSFrfSeFvweIiKgpmM2JzM9iclqNh3nKHdsARqi7Nf2Z1mZmqfclLOZ7QTaJ304ikbVt2xYPPfQQtm3bhtzcXPj5+QEAevbsCQBwd3evtY6dnR1cXV1x48aNJr2Hl5cXAKC0tNQ4RROJzKqe5C7cfViRp4sMUDS+b6snBGHqplMG9zEc5OuFlTEPQKlwNEmZ5uDkYHgsFDIr+pyJiMgiMJsTkTm0pj/T2sxsrX0JInPgiXQiCbhzf8Q2be7+SIaHh2PRokU4e/ZsrfZ//vknCgoK0KNHjyZt//jx4wAAb2/v1hdLRKJTKhyxPj4EOVdKkF9YCm9POXzbu4pdFhERkVVgNicia8a+BFHL8WGjRGag1Wrx/fff17ls3bp1yMzMRPfu3eHr66ufP2TIEPj5+WHfvn3Yu3evfr5Op8Ps2bMBAE899ZR+/uXLl3H+/Pla2//999/x6quvAgCeeeYZo+wPEUmDb3tXDOvdnsGXiIioGZjNiYjYlyBqCY5IJzKDmzdvYuDAgfD390f//v3RqVMnXL9+HZmZmcjOzoaLiwvWrVtnsI69vT3WrVuH8PBwjBw5EmPHjkXnzp1x+PBhZGZmIjAwEDNnztS3//nnnxEeHo7Q0FD06tULSqUS+fn52LFjBzQaDZ577jmDcE9EREREZIuYzYmIiKgleCKdyAwUCgWSkpKwf/9+7Nu3DwUFBXBwcIC3tzemTZuG1157DV26dKm1XkhICDIzM6FSqfDdd9/hxo0b6NKlC2bNmoXZs2dDUeOhhPfffz/i4+ORmZmJL774AiUlJXBzc8PDDz+M+Ph4PP300+bcZSIiIiIiSWI2JyIiopbgiXQiM3BwcMC8efMwb968Zq/bp08ffPHFF42269y5M/7973+3pDwiIiIiIpvBbE5EREQtwXukE5lAXFwcBEFATEyM2KU0aM6cORAEAWFhYWKXQkRERERkEszmREREZAwckU5kRP3794dKpdK/9vf3F7GaxoWHh6NNm7u/BoYOHSpeMURERERERsRsTkRERMYk6HQ6ndhFEBER2SyNBnBxqZ5Wq4Ea91e1NRqtBi4J1cdCnayGQma7x4KIiIiIJEJieZ2ZmUg8vLULUQNSUlIgCIL+n9QvB22u3Nxcg/3z9vYWuyQiIiIiojoxmxMREZGYeCKdqAmioqKgUqkQHR0NANDpdNi1axemTJmCgIAAuLm5QS6Xo1+/fli8eDHKysrq3M6qVasQFxeHgIAAtGnTBoIgICMjo9H3P336NJ599ll06tQJMpkM9957Lx577DHs37+/Vtvi4mLMmzcPAQEBcHV1hZeXF4KDg5GcnFyrLqVSCZVKBZVKBTc3t+YfGCIiIiIiM2M2JyIiIjHw1i5EDUhJSUFcXBzWrVuH2NhY/fyysjI4OztDJpNh6NCh6Nu3L8rKypCWloacnBwEBwfjwIEDcHZ2NtieIAgAgI4dO0Kn0+Hy5cvYv39/g/c//PTTT/GPf/wDbm5uePzxx9GpUycUFBTg5MmTePLJJ/H222/r2xYXFyMoKAgXLlxAaGgoQkJCoNVqsWvXLpw/fx7h4eHYu3cv7Oxq/x/anREv+fn5LT5eRNQCErtUVEy8TJWIiBrCbE5EopBYXmdmJhIPHzZK1AL29vZYtGgRXnrpJbi7u+vnV1RU4Mknn8Q333yD5ORkvPHGGwbr7dixA0FBQejQoQNefPFFfPTRRw2+T1ZWFuLj4zFgwADs3LkTHh4eBssrKysNXn/88ce4cOECXnvtNSxbtkw/v7y8HKGhofjuu+9w+PBhDB48uIV7TkRSl3OlBPmFpfD2lMO3vavY5RAREZkcszkRUcux/0DUdDyRTtQCDg4OmD17dp3zZ82ahW+++QYHDhyoFdZHjRrVrPeZM2cObt26hU8//bRWUAeANm0Mf4QvXLgAABg5cqTBfEdHRwwbNgwnTpzA1atXm1UDkdQVqrVil9A6Gi08b08WqrWArmV/motKy/H21jM4nndNPy/ER4lFY/3hIXc0QqGmp9He/SwL1VqUVbQ+pni6yFq9DSIikjZmcyKyJK3tvxgrM0ux/8DsTlLHE+lERubg4ACgdpBuruLiYuzZswcPPPAAunfvjgMHDiAzMxNt2rRBSEgIHn744Vrr9OnTBwCwe/duRERE6OdXVFQgPT0dzs7OGDhwYKvqkoLS8srGG5HNCFqYLnYJreJcXoZzt6dD392Pm45OLdqOnQC4Ojngg2cDEezjgRN5RZi99UdELj+IKgu5iVuV7u69YkPf2w87oWXHoqaz84e3ehskLXJHxlciajpmcyLpk3z/rrwS8tuTpeWVgEPr6m1t/8VYmVmK/Qdbz+7MudLHT4jIyNauXQsAiIyMbNV2srOzUVVVhc6dO2P06NH45ptvDJYPGzYMW7ZsMXgQ0aRJk7B+/Xr885//xMmTJxEcHAytVovdu3ejqKgIGzZsQKdOnVpVlxT0npcmdglEklOlAxaP7YtRAR0BAKMCOkIHHRI2nBK5MnHx94X1yV/SvBGkRGTbmM2JpE/qea3mwJegBektHvgiNVLsP0j9u2BqzLnSV/upJkTUYrt378ZHH30EPz8/xMfHt2pbdy7z3LFjBzIzM7Ft2zZcv34d586dw+jRo7F37148//zzBus4OzsjIyMDEyZMwIEDB/B///d/WLVqFc6fP49nn30WoaGhraqJiKQt2MfwMvMBPkqRKiEiIhIfszkRUcPYfyBqHo5IJzKSkydP4umnn4abmxu2bNkCmax19/aqqqoCANy6dQv/+te/EBUVBQBo27Yt/vOf/6BHjx7YsmUL/u///g+dO3cGABQUFCAqKgpXr17Fzp078cgjj6CsrAxff/01pk+fjh07duDkyZN13tPRktj65V5kyNZHLdR0Iq9IP6IEADJr3O/QVvH3BRGRbWI2J7Icks9rGg2wvHoya24EoFC0anNS6r9Irf8g+e8C2TyeSCcyglOnTiEyMhKCICAtLU1/P8TWuHNZqL29fa0HIclkMkRGRuKTTz5BVlaWPqy//vrrOHr0KE6fPo2AgAD9diZPnoxbt25hypQpWLFiBZKSklpdn5h43zCqKWtOROONpKxGMD/8VliLg/lLn2dj7vYz0EGHAT5KZOZdw7ztPyHER4kPxwcasWDT0Wg16Dqzevrwm2FQyFrXSQH4+4KIyBYxmxNZFsnntRoP85Q7tgFaWW9r+y/GysxS7D9I/rtANo/fUKJWys7OxrBhw3Dr1i3s2bMHwcHBRtluz549AQByuVz/kKSa3N3dAQA3b97Uz9u5cyeUSqU+qNcUHh4OAMjKyjJKfURSYfFPdhfuPqzI00UGKFq2P6snBGHqplMG9zQc5OuFlTEPQKlwbHWZ5uDkYHgsFK0cPUhERLaH2ZyIpK61/RdjZWZr6D8QmRtPpBO1QnZ2NiIiIlBZWYm0tDSEhIQYbdv3338/unTpgl9//RX/7//9P9x3330Gy8+ePQsA8Pb21s8rLy9HWVkZysvL4eho+Ifvzz//BIBWX9ZKRNKkVDhifXwIcq6UIL+wFN6ecvi2dxW7LCIiIrNhNiciajr2H4iajw8bJWqhO0G9oqICu3btwsCBA426fUEQ8OKLLwIAZs+erb8vIwAcOHAAu3btgre3t8Eom0ceeQSVlZVYsGCBwba0Wq1+XlhYmFHrJCJp8W3vimG92zMEExGRTWE2JyJqGfYfiJqOI9KJWuDatWuIiIhAUVERRowYgb1792Lv3r0Gbdzd3TFt2jSDeUuWLMHPP/8MADh27Jh+XkpKCgBg0qRJCA0N1bd//fXXsWPHDqxfvx5nz57F4MGDcenSJXz55ZeQyWRYu3Yt2rRpY7D9o0ePYuHChdizZ4/+gUZpaWm4cOECgoKCMGnSJBMcESIiIiIicTCbExERkTnwRDpRC9y4cQNFRUUAgN27d2P37t212nTt2rVWWN+9ezcOHDhgMC8t7e4Tu4cOHWoQ1mUyGfbu3YslS5Zg48aN+OCDD+Di4oLHH38cKpUK/fr1M9hW//79kZWVhXfeeQf79u1DcnIy2rRpg+7duyMpKQkzZsyAk5NTa3efiIiIiEgymM2JiIjIHHginagFvL29odPpmr1eRkZGs9eRy+WYP38+5s+f36T2vr6+WLt2bbPfh4iIiIjIEjGbExERkTnwHulETRAXFwdBEBATEyN2KUaVm5sLQRAgCAIuXrwodjlERERERI1iNiciIiIxcEQ6UQP69+8PlUqlf+3v7y9iNcanVCoN9s/d3V28YoiIiIiIGsBsTkRERGISdC25Bo6IiIiMQ6MBXFyqp9VqQKEQtx4RabQauCRUHwt1shoKme0eCyIiIiKSCInldWZmIvHw1i5EDUhJSdFfXmntl48KggBvb2+xSyIiIiIiqhOzOREREYmJJ9KJmiAqKgoqlQrR0dH6eefPn0diYiJGjx6NTp06NTnspqWlYejQoWjbti1cXV0xdOhQpKWl1dt+9+7diIiIgLu7O5ydndG3b18sW7YMt27davS9Kioq0L9/fwiCgF69etVafufyUZVKBTc3t0a3R0REREQkNmZzIiIiEgPvkU7UBGPGjEFsbKzBvEOHDiEpKQn29vbw8/PD5cuXG93O559/jgkTJsDLywvPPfccBEHAf/7zH4wYMQKfffYZxo8fb9D+/fffx9SpU9G2bVs88cQTcHd3R3p6OqZPn45jx45hy5YtDb7fggULkJubW+9ypVKJxMREANUjfIiIiIiIpI7ZnIiIiMTAE+lELTR48GAcO3YM/fr1g7OzM5ycnBpsX1RUhISEBHh5eSE7OxudO3cGAMyaNQuBgYFISEjAyJEj4eHhAQD4/fff8cYbb8DDwwOnTp1C165dAQCVlZWIjo7GF198gU2bNtV7SWt2djbeeecdLFu2DK+++qoR95yIpCLnSgnyC0vh7SmHb3tXscshIiISDbM5EVHrsG9B1DieSCdqoW7duqFbt25Nbr9lyxYUFxcjKSlJH9QBoGPHjpg2bRpmzpyJLVu24PnnnwcA7Nq1C+Xl5Zg6dao+qANAmzZtkJSUhO3bt2P16tV1hvXy8nLExsbioYceQkJCAsM6WY1CtVbsEoxPo4Xn7clCtRbQNf6nuai0HG9vPYPjedf080J8lFg01h8eckcTFWp6Gu3dz7dQrUVZRdNjiqeLzBQlERGRhWA2JyJL1dw+Tmsyc12k2rdgvicp4ol0IjPJyMgAAERGRtZaNnz4cMycORMHDhzQh/UrV64AAHx8fGq1vzPv6NGj0Gq1kMkM/8AkJiYiJycHp0+fhiAIxtwNsystrxS7BJKQoIXpYpdgdM7lZTh3ezr03f246djwCDoAsBMAVycHfPBsIIJ9PHAirwizt/6IyOUHUaUzbb2mVKUr00+HvrcfdkLjx+KOs/OHm6Ikkji5I6MsEbUMszmRdEi+z1deCfntydLySsDBuPU2t4/TmsxcF6n2Law53zPDWi5+ckRmkpOTAwDw9fWttezOvDttAKBdu3YAgLy8vFrt78yrrKzEhQsX4Ofnp1924sQJvPfee1i8eDF69OhhvB0QSe959T/sichWVemAxWP7YlRARwDAqICO0EGHhA2nRK5MPPxdYZvyl4wSuwQislDM5kTSIfUcV3PgS9CC9CYNfLEkUu1bSP170RrMsJbLTuwCiGzF9evXAQBubm61likUCtjb2+vbAMCwYcNgb2+PNWvW4LffftPPr6ysRFJSkv51cXGxflqr1SI2NhYPPPAApk+fboK9ICKpCPbxMHg9wEcpUiVERESWh9mciOgu9i2ImoYj0okkysfHB7Nnz8aCBQvQt29fPPHEE3Bzc8O+ffvw66+/okuXLvj1119hb2+vX2fu3LnIyclBVlaWwXxLZs2Xc1HzWfOohOY6kVekHzUCAJk17mloi/i7goiITInZnMh0JJ/jNBpgefVk1twIQKEw6ual0MeRYt9C8t8Lskk8kU5kJndGu1y/fh2enp4GyzQaDW7dulVrRMz8+fPRo0cPrFq1Cps2bYK9vT0GDRqEjRs36h9kdOcy0+zsbCxbtgxz585F3759zbBH5sF7h1FNWXMixC7B+GoE88NvhTUpmL/0eTbmbj8DHXQY4KNEZt41zNv+E0J8lPhwfKCJCzYdjVaDrjOrpw+/GQaFrOmdFP6uICKi5mA2J5IOyee4Gg/zlDu2AYxcb3P7OK3JzHWRat9C8t8Lskn8VhKZia+vL06ePImcnJxaYb2hezROmDABEyZMMJin1WqRk5MDpVKpf7jRf//7X9y6dQuJiYlITEystZ1ffvkFgiDAzc3N4JJTIktilU9uF+4+rMjTRQYoGt/H1ROCMHXTKYP7Fg7y9cLKmAegVDiapExzcHIwPBYKmRV+3kREJAnM5kQkFc3t4xg7M1tr34LIFHginchMhgwZgo0bN2LPnj146KGHDJalpaXp2zTFF198Aa1Wi/j4eP28Hj16GLyuac2aNXBzc0N0dDTkcnmdbYjIcigVjlgfH4KcKyXILyyFt6ccvu1dxS6LiIjIYjCbExFVY9+CqOkEnU6nE7sIIqlKSUlBXFwc1q1bh9jY2AbbOjk5oUOHDsjPz69zeVFREXx8fODg4IDs7Gx07twZAHDp0iUEBgairKwMFy5cgIfH3Yd83LhxA23btjXYzrlz5xAWFoabN2/izJkz+u00RBAE9OzZEz///HO9bby9vQGg3vqJyEQ0GsDFpXparTb6PRctiUargUtC9bFQJ6tbfZkqERFZF2ZzIhKFxPI6MzOReDginaiFCgoKMGPGDP3riooKFBQUGIT6lJQU/bSHhweSk5Px97//HYGBgYiJiYGdnR02b96MK1euYP369QZBHQCmT5+O7OxsBAcHQ6lUIicnB9988w3s7Oywbdu2JgV1IiIiIiJrx2xOREREpsYT6UQtpFarkZqaajBPo9EYzKsZ1oHqeyp6eXnhnXfe0S8LDAxEamoqhg+v/UTqyMhI/Pzzz9iyZQtKSkrQoUMHjB8/HrNnz8b9999v9H0iIiIiIrJEzOZERERkajyRTtRC3t7eaMmdkUaMGIERI0Y0qe24ceMwbty4Zr/HX/EOTkRERERkzZjNiYiIyNTsxC6AyBLExcVBEATExMSIXYpR5ebmQhAECIKAixcvil0OEREREVGjmM2JiIhIDByRTtSA/v37Q6VS6V/7+/uLWI3xKZVKg/1zd3cXrxgiIiIiogYwmxMREZGYBB2vKyMiIhKPRgO4uFRPq9WAQiFuPSLSaDVwSag+FupkNRQy2z0WRERERCQREsvrzMxE4uGtXYiMKCUlRX85piVcbjpnzhyDehMTE8UuiYiIiIjIKJjNiYiIyJh4Ip3IBKKioqBSqRAdHa2f99cg/9d/ly9frnNbaWlpGDp0KNq2bQtXV1cMHToUaWlpdbZdsmQJIiMj0blzZzg7O8PT0xMPPvggli1bhtLS0lrtw8PDoVKp8Nxzzxlnx4mIiIiIJIbZnIiIiIyB90gnMoExY8YgNja2zmVRUVHo379/rfkudy4Vq+Hzzz/HhAkT4OXlheeeew6CIOA///kPRowYgc8++wzjx483aP/RRx/By8sLw4YNwz333AO1Wo2MjAxMnz4dn376KY4ePQq5XK5vHx4ejvDwcGRkZCA1NbVV+0xEREREJEXM5kRERGQMPJFOZGYNBfmaioqKkJCQAC8vL2RnZ6Nz584AgFmzZiEwMBAJCQkYOXIkPDw89OucO3cOTk5OtbY1ceJErF+/HuvWrcPLL79stH0hIunIuVKC/MJSeHvK4dveVexyiIiILAKzORHRXexTEDWMJ9KJJGrLli0oLi5GUlKSPqgDQMeOHTFt2jTMnDkTW7ZswfPPP69fVldQB4Do6GisX78eubm5Jq+byJwK1VqxS2g9jRaetycL1VpA17w/zUWl5Xh76xkcz7umnxfio8Sisf7wkDsasVDT02jvfp6Fai3KKlofUzxdZK3eBhEREbM5EZlSc/o1psjMltCnYK4nKeCJdCIz++GHH7Bs2TJUVlbi/vvvR2RkJFxda/9Pb0ZGBgAgMjKy1rLhw4dj5syZOHDggEFYr8/OnTsBAP7+/q0r3sqVlleKXQI1U9DCdLFLaDXn8jKcuz0d+u5+3HSsu9NdHzsBcHVywAfPBiLYxwMn8oowe+uPiFx+EFU649drSlW6Mv106Hv7YSc071jU5ez84a3eBlkXuSPjLxHdxWxOJB6L6X+VV+LOTZhKyysBB+PX3Zx+jSkysyX0KWwp1zOvShc/GSIzW7lypcFrNzc3JCcnY8KECQbzc3JyAAC+vr61tnFn3p02f7VixQoUFxejuLgYR44cwcmTJxEZGYmJEycaYxesVu95dT8oikjKqnTA4rF9MSqgIwBgVEBH6KBDwoZTIlcmDfy5pr/KXzJK7BKISEKYzYnEYyk5rebAl6AF6c0e+GIJLKFPYSnfF2NgXpUunkgnMpNu3brhww8/RGRkJO69915cvXoVO3fuxJw5czBx4kR4enriscce07e/fv06gOow/1cKhQL29vb6Nn+1YsUKXLx4Uf96woQJWL16NRwcHIy8V0QkBcE+HgavB/goRaqEiIjIMjCbExEZYp+CqHE8kU5kJoMHD8bgwYP1r7t27YqXXnoJ3bt3x/DhwzFv3jyDsN4a+fn5AIDLly9j//79ePPNNxESEoK0tDTcd999RnkPa2RLl4pZC1saldCQE3lF+tEjAJBZ496Gto4/10REVBdmcyLxWUxO02iA5dWTWXMjAIXC6G8hhX6N1PsUFvN9IavGE+lEIouMjETnzp2RlZUFrVYLmaz6ARp3Rrtcv34dnp6eButoNBrcunWrzhExNXXo0AHPPPMMunfvjgEDBmD69OnYvHmzaXbECvA+ZJYna06E2CW0Xo1gfvitsGYH85c+z8bc7Weggw4DfJTIzLuGedt/QoiPEh+ODzRBwaaj0WrQdWb19OE3w6CQtb6Twp9rIiJqDmZzIvOxmJxW42Gecsc2gAnqbk6/xhSZ2RL6FBbzfSGrxm8hkQR4eXnht99+w82bN/Vh3dfXFydPnkROTk6tsN7QPRrrEhwcDA8PD/1DkoishVU8uV24+7AiTxcZoGjePq2eEISpm04Z3L9wkK8XVsY8AKXC0WhlmoOTg+GxUMis4PMlIiKLw2xORObWnH6NKTKzNfUpiEyJJ9KJRHbjxg38/PPPcHd3NxjFMmTIEGzcuBF79uzBQw89ZLBOWlqavk1TqNVqXL9+HR06dDBe4UQkCUqFI9bHhyDnSgnyC0vh7SmHb3tXscsiIiKySMzmRGSL2Kcgaho7sQsgshVHjhypNe/mzZuYPHkybt68iZiYGAiCoF/21FNPwc3NDatWrcJvv/2mn3/p0iWsWLEC7u7uGDdunH7+xYsX9fdfrKmiogLTpk1DVVWV0e7zSETS49veFcN6t2fgJSIiagJmcyKi2tinIGoYR6QTmUloaCh69+6NoKAg3Hvvvbh69SrS09Px22+/oV+/fli8eLFBew8PDyQnJ+Pvf/87AgMDERMTAzs7O2zevBlXrlzB+vXr4eFx96nap06dwpNPPolBgwbB19cXXl5euHLliv49evbsiUWLFpl7t4mIiIiIJIfZnIiIiJqLJ9KJzOT111/H999/j7S0NBQVFUEmk8HPzw8JCQl45ZVX4OzsXGudCRMmwMvLC++88w5SUlIAAIGBgUhNTcXw4YZPrA4MDMTUqVNx8OBBbN26FcXFxXBxcdG/x8svvwyFCZ4uTkRERERkaZjNiYiIqLl4Ip3ITP75z3+2aL0RI0ZgxIgRjbbr0qULli1b1qL3ICIiIiKyJczmRERE1Fy8RzqRCcTFxUEQBMTExIhdSoPmzJkDQRAQFhYmdilERERERCbBbE5ERETGwBHpREbUv39/qFQq/Wt/f38Rq2lceHg42rS5+2tg6NCh4hVDRERERGREzOZERERkTIJOp9OJXQQREZHN0mgAF5fqabUasOH7pWq0GrgkVB8LdbIaCpntHgsiIiIikgiJ5XVmZiLx8NYuRA1ISUmBIAj6f1K/HLS5cnNzDfbP29tb7JKIiIiIiOrEbE5ERERi4ol0oiaIioqCSqVCdHS0ft758+eRmJiI0aNHo1OnTk0Ku6tWrUJcXBwCAgLQpk0bCIKAjIyMBte5fPkyJk2ahI4dO8LJyQk9evTA/PnzUV5eXmf74uJizJs3DwEBAXB1dYWXlxeCg4ORnJyMsrIyg7ZKpRIqlQoqlQpubm5NOhZERERERGJiNiciIiIx8B7pRE0wZswYxMbGGsw7dOgQkpKSYG9vDz8/P1y+fLnR7bz66qsAgI4dO6Jdu3aNrnP58mWEhITgt99+w5gxY9CjRw8cPnwYKpUKx44dw86dO2Fnd/f/w4qLixEUFIQLFy4gNDQUL7zwArRaLXbt2oVXXnkFW7duxd69e/XrKJVKJCYmAqge4UNEREREJHXM5kRERCQGnkgnaqHBgwfj2LFj6NevH5ydneHk5NToOjt27EBQUBA6dOiAF198ER999FGD7d966y38+uuv+PDDDzFlyhQAgE6nQ1xcHFJTU5Gamoq4uDh9+48//hgXLlzAa6+9hmXLlunnl5eXIzQ0FN999x0OHz6MwYMHt3CviUgKcq6UIL+wFN6ecvi2dxW7HCIiItExmxMRmQb7HkR38UQ6UQt169YN3bp1a9Y6o0aNanLbkpISbN68Gd26dcOLL76ony8IAt555x2sX78e//73vw3C+oULFwAAI0eONNiWo6Mjhg0bhhMnTuDq1avNqplICgrVWrFLMB2NFp63JwvVWkBX/5/motJyvL31DI7nXdPPC/FRYtFYf3jIHU1cqOlptHc/50K1FmUVrYspni6y1pZEREQWgtmciKxFY30fY2fm+ki178GMT2LiiXQiiTp27Bi0Wi2GDRsGQRAMlnXs2BF9+/bF8ePHUVZWph9x06dPHwDA7t27ERERoW9fUVGB9PR0ODs7Y+DAgebbCRMqLa8UuwQyo6CF6WKXYDLO5WU4d3s69N39uOlY/wg6OwFwdXLAB88GItjHAyfyijB764+IXH4QVTrz1GtKVbq794oNfW8/7ITGRxM25Oz84a0tiSRO7sgoS0TmwWxOJB7R+37llZDfniwtrwQcTFtPY30fY2fm+ki172FrGZ95V1r4aRBJVE5ODgDA19e3zuW+vr44ffo0Lly4gN69ewMAJk2ahPXr1+Of//wnTp48ieDgYGi1WuzevRtFRUXYsGEDOnXqZLZ9MKXe89LELoHI7Kp0wOKxfTEqoCMAYFRAR+igQ8KGUyJXJk38PWH98pc0fTQpEVFrMJsTiUfsTFdz4EvQgvQGB75YE6n2PcT+Ppgb86608EQ6kURdv34dAODm5lbn8rZt2xq0AwBnZ2dkZGTghRdewGeffYYDBw4AAOzs7JCQkIDQ0FATV01Ephbs42HweoCPUqRKiIiIbAezORHZIvY9iAzxRDqRFSkoKEBUVBSuXr2KnTt34pFHHkFZWRm+/vprTJ8+HTt27MDJkyfh4eHR+MYkztYu57J1tjbqoCEn8or0o0IAILPGPQvJEH9PEBGRmGwpmxOZkuiZTqMBlldPZs2NABQKk76dlPo+Uux7iP59IJvGE+lEEnVntEvNUS013bhxw6AdALz++us4evQoTp8+jYCAAP3yyZMn49atW5gyZQpWrFiBpKQkE1dverxPmG3JmhPReCNLVSOYH34rrMFg/tLn2Zi7/Qx00GGAjxKZedcwb/tPCPFR4sPxgWYq2HQ0Wg26zqyePvxmGBSy1nVS+HuCiIiMhdmcSDyiZ7oaD/OUO7YBTFxPY30fY2fm+ki17yH694FsGr99RBJ15/6Ld+7H+Fc5OTmws7NDt27d9PN27twJpVKpD+o1hYeHAwCysrJMUC2RaVn1k9mFuw8r8nSRAYr693X1hCBM3XTK4L6Eg3y9sDLmASgVjiYt0xycHAyPhUJmxZ87ERFZFGZzIjKXxvo+5srM1t73IGoJnkgnkqiHHnoIMpkMe/fuhU6ngyAI+mWXLl3Cjz/+iJCQEDg53X3QSXl5OcrKylBeXg5HR8M/bH/++ScAQMYTU0QWS6lwxPr4EORcKUF+YSm8PeXwbe8qdllERERWj9mciGwN+x5EtdmJXQAR1a1t27Z4+umnceHCBfzrX//Sz9fpdJg1axaqqqowefJkg3UeeeQRVFZWYsGCBQbztVqtfl5YWJjpiycik/Jt74phvdszyBIREZkJszkR2Sr2PYju4oh0ohYqKCjAjBkz9K8rKipQUFCA2NhY/byUlBSDdZYsWYKff/4ZAHDs2DH9vDvtJk2ahNDQUIP2+/fvx8svv4z09HT06NEDhw4dwpEjRzB8+HA899xztbZ/9OhRLFy4EHv27NE/0CgtLQ0XLlxAUFAQJk2aZMSjQEREREQkPmZzIiIiMjWeSCdqIbVajdTUVIN5Go3GYN5fw/ru3btx4MABg3lpaXefyD106FCDsN6xY0ccP34cc+bMwc6dO7Fjxw506dIFSUlJeOutt2BnZ3hRSf/+/ZGVlYV33nkH+/btQ3JyMtq0aYPu3bsjKSkJM2bMMLjclIiIiIjIGjCbExERkanxRDpRC3l7e0On0zVrnYyMjGa/T8eOHbFmzZomt/f19cXatWub/T5ERERERJaK2ZyIiIhMjfdIJ2qCuLg4CIKAmJgYsUsxqtzcXAiCAEEQcPHiRbHLISIiIiJqFLM5ERERiYEj0oka0L9/f6hUKv1rf39/EasxPqVSabB/7u7u4hVDRERERNQAZnMiIiISk6Br7vVvREREZDwaDeDiUj2tVgMKhbj1iEij1cAlofpYqJPVUMhs91gQERERkURILK8zMxOJh7d2IWpASkqK/vJKa798VBAEeHt7i10SEREREVGdmM2JiIhITDyRTtQEUVFRUKlUiI6O1s87f/48EhMTMXr0aHTq1KlJYbesrAwLFixA79694eTkBA8PDzz22GM4cuRIne0PHjyIGTNmICwsDG5ubhAEAbGxsQ2+R1VVFZKTkxEQEABnZ2e0a9cOTz31FHJycmq1vXP5qEqlgpubW6PHgYiIiIhIbMzmREREJAbeI52oCcaMGVMrJB86dAhJSUmwt7eHn58fLl++3OA2ysrK8Oijj+Lo0aMICAjAlClTUFxcjC+//BJDhgzBl19+iaioKIN11q5di9TUVMjlcnTp0gU3btxotNYXX3wR//73v9G7d2+88soruHLlCjZv3ow9e/bg6NGj6N27t76tUqlEYmIigOoRPkREREREUsdsTkRERGLgiHSiFho8eDCOHTuGkpIS/Pjjj3BwcGiwfXJyMo4ePYpx48YhOzsby5cvx7p163Dq1CkoFApMnjwZJSUlBuskJCTgzJkzuHHjBtatW9doTfv378e///1vDBo0CNnZ2XjvvfeQmpqKnTt34saNG5gyZUqr9pmIpC3nSgn2nr2C/9/encdFVf3/A38N2wDDDi5kCmSYC6KiSAvKIoJJbqVGagmpfawsbVdCx33Jz1dL/VR+UsHU1NTU1ARXVKzc0DKtX6igfkwpNoFBhu3+/jBGpmFnZu4sr+fjweNx59xzz33fyzDzPpdzz83ILmq4MhERkQlhbk5EpBvsYxA9wBHpRM30yCOP4JFHHml0/V27dgEAZs+eDUtLS1V5x44d8fLLL+Pjjz/G9u3bERcXp1rXp0+fJsX0xRdfAADmz58PqVSqKh8wYACioqKQnJyM33//HZ06dWpSu0SGIrdYKXYI2qdQwv3vxdxiJSA0/as5v6QMH+78Bacy81RlQT5uWDDCD672NloKVPcUyge/39xiJUrLm5emuDtIG65EREQmhbk5EZmi2vo/2sqZG2KIfQzm+SQ2Xkgn0pPs7GwAgI+Pj8a66rIjR46oJetNlZqaCplMhqeeekpjXXWyfuzYMZNN1kvKKsQOgXSs9/xDYoegdXZlpfj17+XgJUdxz8a2yW1YSABHW2v8Z0wAAn1ccSYzH/E7LyJy+XFUCdqNV5eqhFLVcvBHR2Ehafq5AIDLc6O0FRIZIHsbpq9E1HLMzYmMl977fWUVsK+5b2v97b+2/o+2cuaGGGIfg3n+fcyHxcMzT6QnrVq1wpUrV5CZmak2FyIAZGZmAgB+//33ZrevUChw+/Zt+Pn5qY2qqebr6wsAtT7YyFR0nZUidghEoqgSgIUjuiPa3xMAEO3vCQECpnx1XuTIxMHPAtOWtTha7BCIyAQwNycyXvrO9WoOfOk971CzBr4YI0PsYzDPv4/5sHg4RzqRnjz99NMAgLlz56KyslJVnpmZiXXr1gEACgoKmt3+3bt3AQDOzs61rndyclKrR0SmJdDHVe11Xx83kSIhIiIyfMzNiYgaxj4GkTqOSCfSk2nTpmHLli3YunUrfvvtN4SHh6OgoAA7duyAt7c3fv7551pHq1Dj8TYv08cRCHU7k5mvGi0CAKdrzGVobvhZQEREDWFuTmS89J7rKRTA8vuL52ZGADKZ3nYtdv/H0PoYzPNJbLyQTqQnjo6OOHnyJObOnYudO3di1apVaN26NSZPnoxnnnkG/fv3R6tWrZrdfvVol7pGtRQWFqrVM0WcJ8z0nUuIEDsE7auRmKd9ENasxPy1TemYufsXCBDQ18cNpzPzMGv3JQT5uOHTsQFaDlh3FEoFvKbfX057PwwyafM6KfwsICKihjA3JzJees/1ajzM097GCtDj/mvr/2grZ26IIfYxmOeT2PgOJNIjFxcXLFu2DMuWLVMrT0pKAgD06dOn2W3LZDJ4enoiMzMTlZWVGiNoqudfrJ6PkcgYmeRT2iUPHlbk7iAFZE0/xs/G9cbULefV5ivs5+uBT2J6wU1mo5Uw9cHWWv1cyKQm+PsmIiKDwdyciAxdbf0ffeXMptLHINImXkgnMgCbNm0CAMTExLSonZCQEGzZsgUnT55E//791dalpKSo6hCRaXGT2WDDhCBkZBchK7cE3u728G3jKHZYRERERom5ORER+xhEteHDRon0qPoWzpqWL1+OQ4cOYcSIEQgMDGxR+6+88goAICEhAWVlZaryw4cPIyUlBf3790enTp1atA8iMly+bRwxsGsbJrhERESNwNyciKhh7GMQPcAR6UTNlJOTg3fffVf1ury8HDk5OYiNjVWVVd8WWq1du3YICwuDr68vJBIJUlNTce7cOfTp0wdr167V2EdaWhrWrFkDAPjrr79UZdX76Ny5M6ZPn66qHxYWhokTJ2LNmjXo1asXoqOjkZ2dja1bt8LJyQmfffaZlo6eiIiIiMhwMDcnIiIiXeOFdKJmKi4uxvr169XKFAqFWtk/k/Vx48bh6NGjOHz4MCQSCTp16oSlS5fijTfegLSWec2uXLmisY+rV6/i6tWrAO7fClozWQeA1atXw9/fH6tXr8aKFSvg4OCAIUOGYMGCBRzxQkREREQmibk5ERER6RovpBM1k7e3NwRBaNI2TR11EhsbqzaKpjEsLCzwxhtv4I033mjSdkRERERExoq5OREREeka50gnaoS4uDhIJJIWP3DI0Fy5cgUSiQQSiQTXr18XOxwiIiIiogYxNyciIiIxcEQ6UT169uwJuVyueu3n5ydiNNrn5uamdnwuLi7iBUNEREREVA/m5kRERCQmXkgnqseFCxcwZ84c1evnn38eI0eOFDEi7crLy1M7Pi8vL0ybNk28gIiIiIiI6sDcnIiIiMTEqV2IGmHYsGGQy+VqifrVq1cxe/ZsDB06FO3atYNEIoG3t3edbcyePVt1q2ZdPxMmTFDVz8rKarC+paVlrfsqKiqCXC6Hn58f7O3t4eLigoCAALXEHHgw6kUul8PZ2bllJ4mIiIiISA+YmxMREZEYOCKdqBGGDx+u8WChEydOYM6cObC0tESXLl1w586detsIDQ2tc92aNWtw69YtREVFqcpcXFzUbu2s6ezZs9i3b59a/Wo3btxAeHg4rl27hoiICERHR0OpVOLKlSvYsWOHWptubm6YPXs2ACApKane+ImIiIiIDAFzcyIiIhIDL6QTNVP//v3xww8/oEePHrCzs4OtrW299UNDQ2tN2LOzs7FgwQK4u7tj+PDhqnIXFxdVIv1PQ4YMAQBMnDhRrbyyshIjR47EH3/8gcOHDyMsLExtfUVFRcMHRkRGKyO7CFm5JfB2t4dvG0exwyEiItIb5uZERLrBPgbRA7yQTtRMjzzyCB555JEWt5OUlISKigq8+OKLsLGxabD+H3/8gf3796N169aqpL3a9u3bcebMGcycOVMjUQcAKyv+yZNpyS1Wih1CyymUcP97MbdYCQhN/zvNLynDhzt/wanMPFVZkI8bFozwg6t9w58rhkKhfPD7zC1WorRc+59Z7g5SrbdJRETiY25ORKamrr6OPnJmwDD7GMzlSWz85iYS2bp16wBojmCpS1JSEiorK/HSSy/B2tpabd3WrVsBAKNGjcLNmzexb98+FBQUoGPHjnj66afh4OCg3eCNTEkZR/2Ymt7zD4kdQovZlZXi17+Xg5ccxT2b+kfQ1cZCAjjaWuM/YwIQ6OOKM5n5iN95EZHLj6NK0G68ulQllKqWgz86CgtJ089FQy7P1bztnkyLvQ3TWyJqPubmRIZH9H5cWQXs/14sKasArPUTT119HX3kzIBh9jHMNZdnfms4+JsgEtGJEyfw+++/4/HHH0e3bt0arC8Igiq5r/nwo2pnz54FAKSlpeGtt96CssZ/qlu1aoWvv/663vkgTV3XWSlih0CkE1UCsHBEd0T7ewIAov09IUDAlK/OixyZ4eHngOnLWhwtdghEZKSYmxMZJrHzt5oDX3rPO9SsgS/GyBD7GGK/F8TC/NZwWIgdAJE5W7t2LYDGj3g5duwYrl69iuDgYHTu3Flj/Z9//gkAeOONNzBt2jTcvHkTf/31F1asWIG7d+9i+PDhuH37tvYOgIgMRqCPq9rrvj5uIkVCRERknJibExGpYx+DSB1HpBOJpLCwENu2bYODgwOef/75Rm1TndzXNuIFAKqqqgAAzzzzDBYvXqwqf+ONN3Dr1i0sWbIEa9euRUJCQgujN07mehuYKTPXEQm1OZOZrxotAgCna8xlSA/wc4CIiGrD3JzIcImevykUwPL7i+dmRgAymV52awh9HUPrY4j+XiCzxwvpRCLZvHkzSkpKMGHChEbNj1hQUIAdO3bAyckJo0ePrrWOs7MzcnJyMHToUI11Q4YMwZIlS1S3mJojzitmes4lRIgdQsvVSMzTPghrVmL+2qZ0zNz9CwQI6OvjhtOZeZi1+xKCfNzw6dgALQesOwqlAl7T7y+nvR8GmVT7nRR+DhARUW2YmxMZLtHztxoP87S3sQL0FE9dfR195MyAYfYxRH8vkNnjO5BIJE29dfSrr77CvXv38NJLL8He3r7WOo899hhycnLg4uKisa667N69e82Kl8gQmcRT2yUPHlbk7iAFZE0/ps/G9cbULefV5ivs5+uBT2J6wU1mo5Uw9cHWWv1cyKQm8PslIiKjwNyciAxNXX0dfeXMptLHINImXkgnEsHFixdx5swZdOvWDY8//nijtmlMch8eHo6TJ0/i8uXLePbZZ9XWXb58GQDg7e3dvKCJyGC5yWywYUIQMrKLkJVbAm93e/i2cRQ7LCIiIqPA3JyISBP7GESa+LBRIhE0NJ/iP124cAHp6enw9/dHnz596qwXFxcHqVSKlStX4tatW6ryoqIiLFy4EADqvPWUiIyfbxtHDOzahgkuERFREzA3JyKqG/sYRA9wRDpRM+Xk5ODdd99VvS4vL0dOTg5iY2NVZUlJSRrblZWVYePGjbCxscGLL77YqH019lZTHx8fLF26FG+++SZ69OiBESNGQCqVYt++fcjKysIrr7yCAQMGNGqfRERERETGgrk5ERER6RovpBM1U3FxMdavX69WplAo1MpqS9Z37dqF3NxcjB49Gh4eHg3up7S0FJs2bYJUKsW4ceMarP/GG2/A29sbS5cuxZYtW1BRUYFu3bohPj4ekyZNavjAiIiIiIiMDHNzIiIi0jVeSCdqJm9vbwiC0OTtRo8e3aRbOG1tbZGXl9ekfQwZMgRDhgxpamhEREREREaJuTkRERHpGudIJ2qEuLg4SCQSxMTEiB2KVl25cgUSiQQSiQTXr18XOxwiIiIiogYxNyciIiIxcEQ6UT169uwJuVyueu3n5ydiNNrn5uamdnwuLi7iBUNEREREVA/m5kRERCQmidCc+9+IiIhIOxQKwMHh/nJxMSCTiRuPiBRKBRym3D8XxauKIZOa77kgIiIiIgNhYPk6c2Yi8XBqF6J6JCUlqW6vNPXbRyUSCby9vcUOiYiIiIioVszNiYiISEy8kE7UCMOGDYNcLsfIkSMBAIIgYP/+/Xj11Vfh7+8PZ2dn2Nvbo0ePHli4cCFKS0s12rh+/TomT56M3r17o1WrVpBKpfDy8kJ0dDQOHz6sUV+hUGDjxo0YPXo0OnXqBDs7O7i4uCAkJASbN2+uM9aqqiqsWrUK/v7+sLOzQ6tWrTB69GhkZGRo1K2+fVQul8PZ2bkFZ4iIiIiISD+YmxMREZEYOLULUT2SkpIQFxeHxMRExMbGqspLS0thZ2cHqVSK0NBQdO/eHaWlpUhJSUFGRgYCAwNx7Ngx2NnZqbY5dOgQRo0ahSeeeAI+Pj5wcnLCrVu3sHv3bhQWFmLBggWIj49X1U9OTsbTTz8Nd3d3DBgwAI888gj+/PNPfPPNNygoKMCUKVOwcuVKjZhfeeUVfPHFF+jatSuio6ORnZ2NrVu3wtbWFt9//z26du1a67FWj3jJysrSyrkjokYysFtFxcTbVImIqD7MzYlIFAaWrzNnJhKRQER1SkxMFAAIiYmJauVlZWXCggULhPz8fI3yIUOGCACEjz76SG2dUqkUKisrNfZx69YtoU2bNoK1tbVaexcuXBA2bdoklJWVqdW/c+eO4OXlJQAQTp8+rbbuyJEjAgChX79+Qmlpqar80KFDgkQiEfr371/nsXp5eQleXl51riciHSkuFgTg/k9xcZM2/f1OoXDg0h3h9zuFOgpOv4pLiwVMhICJEIpLm3YuiIjI9DE3JyJRtCBf10k4IubMptb/IGoqK/Eu4RMZL2tra7URKjXLZ8yYgT179uDYsWN47733VOtsbGxqbeuhhx7Ck08+iZ07d+L69etwcXEBAPTo0QM9evTQqN+mTRv861//Qnx8PI4dO4bAwEDVui+++AIAMH/+fEilUlX5gAEDEBUVheTkZPz+++/o1KlTs46byFDkFivFDkF7FEq4/72YW6wEGvHVnF9Shg93/oJTmXmqsiAfNywY4QdX+9o/a4yBQvng95pbrERpecvSFHcHacOViIjI6DE3JyJTVVu/R9s5c2MYYv+DuT6JgRfSibTM2toaAGBl1bg/r9zcXJw6dQr29vZ45JFHWrSP1NRUyGQyPPXUUxrbVCfrx44dM6lkvaSsQuwQSAS95x8SOwStsSsrxa9/LwcvOYp7NrYNbmMhARxtrfGfMQEI9HHFmcx8xO+8iMjlx1FlxBO2VQkP5rAN/ugoLCQNn4v6XJ4b1dKQyMDY2zB1JaKmYW5OZF500j8sq4B9zfat9dcHra3fo+2cuTEMsf/BXL92zJd1i2eXSMvWrVsHAIiMjKx1fVZWFpKSklBZWYk//vgD3377LQoKCvD555/D0dGxwfYrKyvx5ZdfQiKRICIiQlWuUChw+/Zt+Pn5wdLSUmM7X19fAKj1wUbGrOusFLFDINK7KgFYOKI7ov09AQDR/p4QIGDKV+dFjsyw8PPB9GQtjhY7BCIyMszNicyLLvK/mgNfes871KiBL6bGEPsfzPVrx3xZt3ghnUiLkpOTsXr1anTp0gUTJkyotU5WVhbmzJmjeu3g4IDExESMGzeuUfuYOXMmLl68iJdffhl+fn6q8rt37wIAnJ2da93OyclJrR4RGbdAH1e113193ESKhIiIyDAxNyci0h72P4h4IZ1Ia86ePYvnn38ezs7O2LZtm9o8iDWFhoZCEASUl5cjKysL//3vf/HSSy/h9OnTWLFiRb37+O9//4tFixahV69e+OSTT3RxGEaHt3OZJ44+AM5k5qtGhADA6RrzFdJ9/HwgIjJfzM2JzJNO8j+FAlh+f/HczAhAJtP+PupgSP0eQ+t/MNcnMfBCOpEWnD9/HpGRkZBIJEhJSUG3bt0a3Mba2hq+vr5YunQpSkpKsHLlSjz99NN4+umna62fmJiIyZMno3v37jh48CAcHBzU1lePdqlrVEthYaFaPVPB+b/M07mEiIYrGYsaiXnaB2GNSsxf25SOmbt/gQABfX3ccDozD7N2X0KQjxs+HRug44B1R6FUwGv6/eW098Mgk7ask8LPByIi88TcnMh86ST/q/EwT3sbK0CPOWZt/R5t58yNYYj9D+b6JAa+64haKD09HQMHDkRlZSUOHDiAwMDAJrcRGRmJTz/9FKmpqbUm6+vWrcOkSZPQtWtXHD58GO7u7hp1ZDIZPD09kZmZicrKSo25GKvnX6yej5HImJnUE9olDx5W5O4gBWQNH9tn43pj6pbzanMS9vP1wCcxveAms9FJmPpga61+LmR1jB4kIiKqC3NzIjIltfV7xMiZTbX/QdRUvJBO1ALp6emIiIhARUUFUlJSEBQU1Kx2/vjjDwCAlZXmn+S6deswceJEdOnSBUeOHEGrVq3qbCckJARbtmzByZMn0b9/f7V1KSkpqjpEZNzcZDbYMCEIGdlFyMotgbe7PXzbNPxANCIiIlPG3JyISDfY/yC6z0LsAIiMVXWiXl5ejv379+OJJ56ot/7p06dRWlqqUX79+nUsWrQIADRGvKxduxYTJ05E586dceTIEbRu3brefbzyyisAgISEBJSVlanKDx8+jJSUFPTv3x+dOnVq1PERkeHzbeOIgV3bMIklIiKzx9yciEj32P8gc8cR6UTNkJeXh4iICOTn52PQoEE4ePAgDh48qFbHxcUF06ZNU71euHAhTpw4gZCQEHTo0AFWVla4evUqvvvuO5SVleGtt95CcHCwqv6RI0cwadIkCIKA/v3747PPPtOIo2fPnhg+fLjqdVhYGCZOnIg1a9agV69eiI6ORnZ2NrZu3QonJ6da2yAiIiIiMmbMzYmIiEgfeCGdqBkKCwuRn58PAEhOTkZycrJGHS8vL7VkfeLEibCzs8OZM2dw4MABlJWVoXXr1oiOjsakSZM0RrzcuHEDgiAAAFavXl1rHOPHj1dL1qvr+vv7Y/Xq1VixYgUcHBwwZMgQLFiwgCNeiIiIiMjkMDcnIiIifZAI1dkAEWlISkpCXFwcEhMTERsbK3Y4OuXt7Q0AyMrKEjUOIrOjUAAODveXi4sBmUzceESkUCrgMOX+uSheVQyZ1HzPBRERaWJuTkSiMLB8nTkzkXg4RzpRI8TFxUEikSAmJkbsULTqypUrkEgkkEgkuH79utjhEBERERE1iLk5ERERiYFTuxDVo2fPnpDL5arXfn5+IkajfW5ubmrH5+LiIl4wRERERET1YG5OREREYuLULkRERGIysFtFxcTbVImIiIjI4BhYvs6cmUg8nNqFqB5JSUmq2ytN/fZRiUSimouRiIiIiMjQMDcnIiIiMfFCOlEjDBs2DHK5HCNHjlSVXb16FbNnz8bQoUPRrl27Rie7KSkpCA0NhZOTExwdHREaGoqUlJQ669+5cwcTJ06Ep6cnbG1t0alTJ8ydOxdlZWV1blNUVAS5XA4/Pz/Y29vDxcUFAQEBmDNnjlq96ttH5XI5nJ2dGz4RREREREQiY25OREREYuDULkT1SEpKQlxcHBITExEbG1vrOktLS3Tp0gWXL19G+/btkZWVVWd7mzZtwrhx4+Dh4YGYmBhIJBJ8/fXXyM7OxsaNGzF27Fi1+nfu3EFQUBBu3ryJ4cOHo1OnTkhLS8PJkycxaNAg7Nu3DxYW6v8Pu3HjBsLDw3Ht2jVERESgV69eUCqVuHLlCm7cuIGff/651tiqOxr1xU9EOmBgt4qKibepEhFRfZibE5EoDCxfZ85MJB4+bJSomfr3748ffvgBPXr0gJ2dHWxtbeutn5+fjylTpsDDwwPp6elo3749AGDGjBkICAjAlClTMHjwYLi6uqq2+eCDD3Djxg18+umnePXVVwEAgiAgLi4O69evx/r16xEXF6eqX1lZiZEjR+KPP/7A4cOHERYWphZDRUWFtg6fiAxIRnYRsnJL4O1uD982jmKHQ0REpHfMzYmI9If9DzJXvJBO1EyPPPIIHnnkkUbX37ZtGwoKCjBnzhxVog4Anp6emDZtGqZPn45t27bhlVdeAXD/FtCtW7fikUceweTJk1X1JRIJFi1ahA0bNuCLL75QS9a3b9+OM2fOYObMmRqJOgBYWfFPnkxDbrFS7BC0R6GE+9+LucVKQGj832l+SRk+3PkLTmXmqcqCfNywYIQfXO1ttByo7imUD36vucVKlJZr5zPL3UGqlXaIiMhwMTcnInOQW6zUWc7cGIba/2C+T/rCb24iPUlNTQUAREZGaqyLiorC9OnTcezYMVWy/sMPP0CpVGLgwIGQSCRq9T09PdG9e3ecOnUKpaWlqhE3W7duBQCMGjUKN2/exL59+1BQUICOHTvi6aefhkP17WgmpqSMo3nMTe/5h8QOQWvsykrx69/LwUuO4p5N/SPoarKQAI621vjPmAAE+rjiTGY+4ndeROTy46gywonbqoRS1XLwR0dhIWn8uajP5blRWmmHjIe9DVNcIqofc3Mi4yF6f6+sAvZ/L5aUVQDW4sXTe/4hneXMjWGo/Q9Tz/eZ2xoO/iaI9CQjIwMA4Ovrq7Guuqy6TkP1q8t/+uknXLt2DV27dgUAnD17FgCQlpaGt956C8oa/6lu1aoVvv76a4SGhrb8YAxM11l1PxCKyJRVCcDCEd0R7e8JAIj294QAAVO+Oi9yZIaFnxHmJ2txtNghEJGBY25OZDzEzuVqDnzpPe9Qkwa+mBpD7X+I/R7RNea2hsOi4SpEpA13794FADg7O2usk8lksLS0VNVpqD4AODk5qdUDgD///BMA8MYbb2DatGm4efMm/vrrL6xYsQJ3797F8OHDcfv2be0cEBEZhEAfV7XXfX3cRIqEiIjIeDA3JyJqHvY/yJxxRDqRCamqqgIAPPPMM1i8eLGq/I033sCtW7ewZMkSrF27FgkJCWKFqBOmfhsXaTL1EQdNcSYzXzUiBABO15ivkO7jZwQREYnBXHNzIm0TPZdTKIDl9xfPzYwAZDLRQjGEfpAh9j9Ef4+Q2eCFdCI9qR69cvfuXbi7u6utUygUqKysVBvhUrN+bQoLC9XqVS/n5ORg6NChGvWHDBmCJUuWqG4xNSWcL8z8nEuIEDsE7amRmKd9ENakxPy1TemYufsXCBDQ18cNpzPzMGv3JQT5uOHTsQE6Clh3FEoFvKbfX057PwwyqXY6KfyMICKif2JuTmQ8RM/lajzM097GChAxnnMJETrLmRvDUPsfor9HyGzwnUakJ76+vjh79iwyMjI0kvXa5lysbW7Gf25jYWGBRx55RFX22GOPIScnBy4uLhr1q8vu3bvXksMgMggm9VR2yYOHFbk7SAFZ44/ts3G9MXXLebU5Cfv5euCTmF5wk9loNUx9sLVWPxcyqQn9nomIyKAwNyciY+TuIBU1Zza1/gdRU3GOdCI9CQkJAQAcOHBAY11KSopaHQB4/PHHIZVKcfDgQQiC+uOvb9++jYsXLyIoKAi2tg8edBIeHg4AuHz5ssY+qsu8vb1bdiBEZDDcZDbYMCEIB9/qjy9e6oODb/XHhglBTGKJiIgawNyciKjp2P8gc8cL6UR6Mnr0aDg7O2PlypW4efOmqvz27dv4+OOP4eLiglGjRqnKnZyc8Pzzz+PatWv4/PPPVeWCIGDGjBmoqqrCpEmT1PYRFxcHqVSKlStX4tatW6ryoqIiLFy4UBUHEZkW3zaOGNi1DXzbOIodChERkVFgbk5E1Hzsf5C54tQuRM2Uk5ODd999V/W6vLwcOTk5iI2NVZUlJSWpll1dXbFq1Sq8+OKLCAgIQExMDCwsLLB161ZkZ2djw4YNcHVVf/r14sWLcfToUbz++us4dOgQOnXqhBMnTuDkyZOIiorC+PHj1er7+Phg6dKlePPNN9GjRw+MGDECUqkU+/btQ1ZWFl555RUMGDBAJ+eDiIiIiEgszM2JiIhI13ghnaiZiouLsX79erUyhUKhVlYzWQeAcePGwcPDA4sWLVKtCwgIwPr16xEVpfmUaU9PT5w6dQoJCQnYt28f9u7diw4dOmDOnDn44IMPYGGheVPJG2+8AW9vbyxduhRbtmxBRUUFunXrhvj4eI1RMkREREREpoC5OREREekaL6QTNZO3t7fG/IiNMWjQIAwaNKjR9T09PbF27dom7WPIkCEYMmRIU0MjIiIiIjJKzM2JiIhI1zhHOlEjxMXFQSKRICYmRuxQtOrKlSuQSCSQSCS4fv262OEQERERETWIuTkRERGJgSPSierRs2dPyOVy1Ws/Pz8Ro9E+Nzc3teNzcXERLxgiIiIionowNyciIiIxSYTm3P9GRERE2qFQAA4O95eLiwGZTNx4RKRQKuAw5f65KF5VDJnUfM8FERERERkIA8vXmTMTiYdTuxBpUVJSkup2TGO43TQhIUEt3tmzZ4sdEhERERGRVjA3JyIiIm3ihXQiHRg2bBjkcjlGjhypVv7bb79h7NixaNu2LaRSKby8vDB16lTk5eXV2VZVVRXWrVuH4OBguLi4wN7eHp06dUJcXByKioo06icnJyMiIgIuLi6ws7ND9+7dsWzZMlRWVmrUDQ8Ph1wux/jx41t+0EREREREBoi5OREREWkD50gn0oHhw4cjNjZWrezHH39EREQE7t27h2HDhqFjx464cOECVqxYgeTkZHz//fdwd3dX20apVGLkyJHYu3cv/P39ERsbC6lUihs3buC7777DvHnz4OjoqKq/YsUKTJ06FU5OTnj22Wfh4uKCQ4cO4Z133sEPP/yAbdu2qbUfHh6O8PBwpKamYv369To7H0REREREYmFuTkRERNrAC+lEejJx4kQoFArs3r0bQ4cOVZUvXboU77//Pj788EN8/vnnatvMmDEDe/fuxeLFi/HBBx+orauqqlJ7fevWLbz33ntwdXXF+fPn4eXlBQCoqKjAyJEjsX37dmzZssXgb2klIu3JyC5CVm4JvN3t4dvGseENiIiIzARzcyIi/WLfhEwBL6QT6cGVK1dw6dIlBAYGqiXqAPDOO+9gyZIl2LBhA/7v//4Psr8fXHLr1i2sXLkS/fr100jUAcDCQn1mpv3796OsrAxTp05VJeoAYGVlhTlz5mD37t347LPPmKyTScotVoodQvMplKge75ZbrASEln8155eU4cOdv+BU5oNb04N83LBghB9c7W1a3L6uKJQPfo+5xUqUlms3TXF3kGq1PSIiMk7MzYnInIjdVzL0vgn7CNQUvJBOpAfZ2dkAAB8fH411FhYW6NChA86fP48ff/wRAwYMAADs2LEDFRUVGDVqFIqKivDtt9/ixo0baNOmDaKiotCuXbtG76O67Pvvv4dSqYRUat5fFCVlFWKHQFrWe/4hsUNoNruyUvz693LwkqO4Z2Pb4jYtJICjrTX+MyYAgT6uOJOZj/idFxG5/DiqhBY3rzNVQqlqOfijo7CQtPxc1HR5bpRW2yPDZG/D9JaI6sfcnIia1Ccsq4B9ze2sxe1P1oy9pKwCEkn98YjdVzL0vgn7COqYS9ePZ4dID1q1agUAyMzM1FhXVVWFGzduAAB+//13VbJ+9uxZAMDdu3fx2GOP4fbt26ptbGxssHjxYrz11luN2kd1WUVFBa5du4YuXbpo47CMVtdZKWKHQKRTVQKwcER3RPt7AgCi/T0hQMCUr86LHJm4+LdvHrIWR4sdAhEZOObmRNSUvLDmwJfe8w5pZeBLS9QcfNJ7/iGtDz7RNkPvm7CPoI65dP0sGq5CRC3VqVMndOzYEWfOnMG+ffvU1i1fvhy5ubkAgIKCAlX5n3/+CQCYPXs2evTogUuXLqGwsBB79+6Fh4cH3n77bXz33Xeq+gMHDoSlpSXWrl2LmzdvqsorKiowZ84c1eua+yAi0xXo46r2uq+Pm0iREBERGRbm5kRE+sW+CZkKjkgn0pP//Oc/GDJkCIYOHYrhw4ejY8eO+Omnn3DgwAF0794dFy9ehKWlpap+9QOLWrdujR07dsDe/v7NZNHR0Vi7di2efvppLFu2DIMHDwZw/xbR+Ph4zJs3D927d8ezzz4LZ2dnHD58GDdu3ECHDh1w48YNtX2YK966ZXo4ikDTmcx81agPADhdY05Cc8W/fSIiqsbcnMi8NSkvVCiA5fcXz82MAP5+doJYFEoFWr/9dzwJEZBJ64/HEPpKhtw3YR+BmoIX0on0JCoqCidOnMC8efNw5MgR7Nu3D35+fti5cycOHz6Mixcvqm4BBQBnZ2cAQEREhCpRrxYZGQmpVKq6xbTa3Llz0alTJ6xcuRJbtmyBpaUl+vXrh82bN6seZFRzH+aKc36ZnnMJEWKH0Hw1EvO0D8K0kpi/tikdM3f/AgEC+vq44XRmHmbtvoQgHzd8Ojagxe3rikKpgNf0+8tp74c12CloKv7tExFRNebmROatSXlh+YO69jZWgMg5pSCox9PQsYjdVzL0vgn7CNQUfLcQ6VFQUBD27t2rUf7xxx8DAPr06aMqe+yxxwAALi4uGvUtLCzg6OiIwsJCjXXjxo3DuHHj1MqUSiUyMjLg5uZW6wOPiIydUT9pvcbDgdwdpICs5cfy2bjemLrlvNq8g/18PfBJTC+4yWxa3L6u2FqrnwsZH75GREQ6xNyciMyB2H0lY+2bENWGF9KJRHb9+nWkpaWha9eu6N69u6o8PDwcCxYswOXLlzW2+euvv5CTk4NOnTo1ah/bt2+HUqnEhAkTtBY3ERkuN5kNNkwIQkZ2EbJyS+Dtbg/fNo5ih0VERGTwmJsTEWkX+yZkSviwUSI9KS4uhiAIamV3797Fiy++iMrKSixatEhtXUhICLp06YLDhw/j4MGDqnJBEBAfHw8AGD16tNo2tY2C+fXXX/HOO+/AyckJ06dP19bhEJER8G3jiIFd2zBRJSIi+gfm5kRE+sW+CZkCjkgn0pNdu3YhPj4e4eHheOihh/Dnn3/i22+/xV9//YV58+Zh6NChavUtLS2RmJiI8PBwDB48GCNGjED79u2RlpaG06dPIyAgQCP5fuedd5Ceno7AwEC4ubkhIyMDe/bsgYWFBXbt2oX27dvr85CJiIiIiAwSc3MiIiJqKl5IJ9KT7t27o0ePHjhw4ABycnLg7OyMxx9/HG+//TbCwsJq3SYoKAinT5+GXC7HkSNHUFhYiA4dOmDGjBmIj4+H7B8PJYyMjMRvv/2Gbdu2oaioCG3btsXYsWMRHx+Pjh076uMwiYiIiIgMHnNzIiIiaipeSCfSkx49emDPnj1N3q5bt27Yvn17o+qOGjUKo0aNavI+iIiIiIjMCXNzIiIiairOkU6kA3FxcZBIJIiJiRE7lHolJCRAIpHUOeqGiIiIiMjYMTcnIiIibeCIdCIt6tmzJ+Ryueq1n5+fiNE0LDw8HFZWDz4GQkNDxQuGiIiIiEiLmJsTERGRNkmEfz6qnIiIiPRHoQAcHO4vFxcD/5hf1ZwolAo4TLl/LopXFUMmNd9zQUREREQGwsDydebMROLh1C5EWpSUlASJRKL6MZbbR6t/Zs+eLXZIRERERERawdyciIiItIkX0ol0YNiwYZDL5Rg5cmSddQoKCtCuXTtIJBIMGjSo1jo1E+l//ixevLjWbZKTkxEREQEXFxfY2dmhe/fuWLZsGSorKzXqhoeHQy6XY/z48c07UCIiIiIiA8fcnIiIiLSBc6QT6cDw4cMRGxtbb50333wTd+/ebbAtLy+vWtsKDg7WKFuxYgWmTp0KJycnPPvss3BxccGhQ4fwzjvv4IcffsC2bdvU6oeHhyM8PBypqalYv359g7EQERERERkb5uZERESkDbyQTiSCPXv2YMOGDVixYgXefPPNeut6e3s36rbOW7du4b333oOrqyvOnz8PLy8vAEBFRQVGjhyJ7du3Y8uWLQZ/SysRNV1GdhGyckvg7W4P3zaOYodDRERkVJibExHpB/stZOx4IZ1Iz/Ly8vDKK69gzJgxGDJkSIPJemPt378fZWVlmDp1qipRBwArKyvMmTMHu3fvxmeffcZknUxKbrFS7BBaTqGE+9+LucVKQGj8V3N+SRk+3PkLTmXmqcqCfNywYIQfXO1ttByo7imUD36fucVKlJa3PE1xd5C2uA0iIjJdzM2JyByI3W8yxH4L+wnUHLyQTqRnU6ZMQWVlJVasWIGioqIG6xcUFGDNmjX4888/0apVK4SGhsLX11ejXnZ2NgDAx8dHY1112ffffw+lUgmp1Ly/MErKKsQOgbSk9/xDYofQYnZlpfj17+XgJUdxz8a20dtaSABHW2v8Z0wAAn1ccSYzH/E7LyJy+XFUCbqJV5eqhFLVcvBHR2Ehafy5qMvluVEtboOMk70N01wiahhzcyLz0KI+YFkF7Gu2Yy1uf7LmsZSUVUAiaTgesftNhthvMbd+AnNj7eBZJNKjnTt3YvPmzdi6dSvc3d0blaz/9NNPmDRpkuq1RCLB2LFjsXr1atjb26vKW7VqBQDIzMzUaKO6rKKiAteuXUOXLl1aeihGreusFLFDINKKKgFYOKI7ov09AQDR/p4QIGDKV+dFjsxw8O/dfGUtjhY7BCIycMzNicxHS3LCmgNfes871KSBL7pQc/BJ7/mHtDL4RNcMsd9ibv0E5sbaYSF2AETmIicnB5MnT8bw4cMxevToRm3z7rvv4tSpU8jLy0N+fj6OHDmCoKAgbNy4ERMmTFCrO3DgQFhaWmLt2rW4efOmqryiogJz5sxRvS4oKNDK8RCRYQj0cVV73dfHTaRIiIiIjAdzcyIi/WK/hUwBR6QT6clrr72G8vJyfPbZZ43eZunSpWqvw8LCcPjwYfTo0QNbtmxBQkICunXrBuD+LaLx8fGYN28eunfvjmeffRbOzs44fPgwbty4gQ4dOuDGjRuwtLTU6nEZI3O7hcuUmdsogtqcycxXjewAgNM15h0k/r0TEVHtmJsTmZcW5YQKBbD8/uK5mRGATKadoJobjlKB1m//HU9CBGTShuMxhH6TofVb2E+g5uCFdCI92L17N7Zt24akpCS0bdu2RW3Z29vjhRdewLx583Dy5ElVsg4Ac+fORadOnbBy5Ups2bIFlpaW6NevHzZv3qx6kFH1babmjHODmY5zCRFih9ByNRLztA/CmpSYv7YpHTN3/wIBAvr6uOF0Zh5m7b6EIB83fDo2QEcB645CqYDX9PvLae+HNapT0BD+vRMR0T8xNycyPy3KCcsfbGtvYwWInF8Kgno8jTk2sftNhthvYT+BmoPvGiI9OH/+/rxfsbGxiI2N1VifkpICiUSCHj164MKFCw225+HhAQAoKSnRWDdu3DiMGzdOrUypVCIjIwNubm61PvCIyFiZxJPWazwcyN1BCsgaf0yfjeuNqVvOq80t2M/XA5/E9IKbzEarYeqDrbX6uZDx4WtERKQDzM2JyNyI3W8ytX4LmS9eSCfSg4CAAI15EwGguLgYW7duxcMPP4yoqCh06NChUe2dOnUKAODt7d2o+tu3b4dSqaw1BiIyXm4yG2yYEISM7CJk5ZbA290evm0cxQ6LiIjIoDE3JyLSL/ZbyFTwQjqRHgwdOhRDhw7VKM/KysLWrVvRrVs3rFmzRm3d+fPn8dhjj8He3l6tfNu2bdi8eTM8PDwQEaF+e1ZhYSGcnJzUyn799Ve88847cHJywvTp07V0RERkSHzbODIRJSIiaiTm5kRE4mC/hYwdL6QTGahPPvkEu3btwoABA9ChQwcIgoD09HScOHECtra2WL9+PRwcHNS2eeedd5Ceno7AwEC4ubkhIyMDe/bsgYWFBXbt2oX27duLdDRERERERMaLuTkRERHxQjqRgRo2bBgKCgqQnp6O5ORkVFRUoF27dpgwYQLeffdddO7cWWObyMhI/Pbbb9i2bRuKiorQtm1bjB07FvHx8ejYsaMIR0FEREREZPyYmxMREREvpBOJyNvbG4Ig1LpuxIgRGDFiRJPaGzVqFEaNGqWN0IiIiIiIzApzcyIiIqqPhdgBEJmiuLg4SCQSxMTEiB1KvRISEiCRSBAWFiZ2KEREREREOsHcnIiIiLSBI9KJtKhnz56Qy+Wq135+fiJG07Dw8HBYWT34GAgNDRUvGCIiIiIiLWJuTkRERNokEeq6d42IiIh0T6EAqh9OVlwMyGTixiMihVIBhyn3z0XxqmLIpOZ7LoiIiIjIQBhYvs6cmUg8nNqFqB5JSUmQSCSqH0O/HbSprly5onZ83t7eYodERERERFQr5uZEREQkJl5IJ2qEYcOGQS6XY+TIkQAAQRCwf/9+vPrqq/D394ezszPs7e3Ro0cPLFy4EKWlpXW2lZKSgtDQUDg5OcHR0RGhoaFISUmpte7x48fx7rvvIiwsDM7OzpBIJIiNja2z7dDQULXku7afDRs2qOq7ublBLpdDLpfD2dm5eSeHiIiIiEiPmJsTERGRGDhHOlEjDB8+XC1JViqVGDx4MKRSKUJDQxEVFYXS0lKkpKTgww8/xK5du3Ds2DHY2dmptbNp0yaMGzcOHh4eGD9+PCQSCb7++msMGjQIGzduxNixY9Xqr1u3DuvXr4e9vT06dOiAwsLCeuOMjY2tdS7F8vJyLFq0CBYWFhgwYICq3M3NDbNnzwZwf4QPEREREZGhY25OREREYuCFdKJmsLS0xIIFC/Daa6/BxcVFVV5eXo7nnnsOe/bswapVq/Dee++p1uXn52PKlCnw8PBAeno62rdvDwCYMWMGAgICMGXKFAwePBiurq6qbaZMmYL33nsPnTt3xpkzZ/DEE0/UG1ddI2J27NgBQRAwePBgPPTQQ80/cCIyOBnZRcjKLYG3uz182ziKHQ4REZHeMTcnIjJO7MuQseGFdKJmsLa2Rnx8fK3lM2bMwJ49e3Ds2DG1ZH3btm0oKCjAnDlzVIk6AHh6emLatGmYPn06tm3bhldeeUW1rk+fPlqJd82aNQCACRMmaKU9IjHlFivFDkG7FEq4/72YW6wEhMZ9NeeXlOHDnb/gVGaeqizIxw0LRvjB1d5GB4HqnkL54HebW6xEabl20xR3B6lW2yMiIsPA3JyIqOnE7FcZcl+GfQaqDy+kE2mZtbU1AMDKSv3PKzU1FQAQGRmpsU1UVBSmT5+OY8eOqSXr2vC///0PBw4cQNu2bREdHa3Vtk1ZSVmF2CFQHXrPPyR2CFplV1aKX/9eDl5yFPdsbBu1nYUEcLS1xn/GBCDQxxVnMvMRv/MiIpcfR5Wgu3h1qUp4MIdt8EdHYSFp3LlorMtzo7TaHhknexumv0TmhLk5ETWHWn+wrAL2Ncutxe0r1oytpKwCEknz4hGzX2XIfRn2GdQxd1bHs0GkZevWrQOgmZRnZGQAAHx9fTW2qS6rrqNNiYmJqKqqQmxsrEYHgurWdVbtD5kiMhRVArBwRHdE+3sCAKL9PSFAwJSvzoscmeHi3zUBQNZiXrgiMifMzYmoOWrmjTUHvvSed6jRA190pebgk97zD2l98Ik+GHJfhn0Gdcyd1VmIHQCRKUlOTsbq1avRpUsXjVs17969CwBwdnbW2E4mk8HS0lJVR1sEQUBiYiIA3jpKZIoCfVzVXvf1cRMpEiIiIsPD3JyIyHCxL0PGiP8CJ9KSs2fP4vnnn4ezszO2bdsGqVT8ebWOHDmCzMxMhISE4NFHHxU7HKPC27kMF0cIPHAmM181igMATteYY5A08e+aiMh8MDcnopZQyxsVCmD5/cVzMyMAmUycoKrDUSrQ+u2/40mIgEzavHjE7lcZal+GfQaqDy+kE2nB+fPnERkZCYlEgpSUFHTr1k2jTvVol7t378Ld3V1tnUKhQGVlZa0jYlqi+kFGEydO1Gq75oDzgBmucwkRYoegXTUS87QPwhqdmL+2KR0zd/8CAQL6+rjhdGYeZu2+hCAfN3w6NkCHAeuOQqmA1/T7y2nvhzW7U1AX/l0TEZkH5uZE1FJqeWO5lXq5yDmlIKjH09wcV8x+lSH3ZdhnoPrw3UHUQunp6Rg4cCAqKytx4MABBAYG1lrP19cXZ8+eRUZGhkayXt8cjc2Vn5+PnTt3wsXFBc8995zW2iUSm8k9Rb3Gw4HcHaSArHHH99m43pi65bzaPIL9fD3wSUwvuMnEfdJ9c9laq58LmQGMHiQiIuPC3JyIqHHE7FeZYl+GzAMvpBO1QHp6OiIiIlBRUYGUlBQEBQXVWTckJASbN2/GgQMH8Pjjj6utS0lJUdXRlo0bN0KpVGLixImws7PTWrtEZBjcZDbYMCEIGdlFyMotgbe7PXzbOIodFhERkWiYmxMRGQf2ZchY8WGjRM1UnaiXl5dj//79eOKJJ+qtP3r0aDg7O2PlypW4efOmqvz27dv4+OOP4eLiglGjRmktvrVr1wLgg4yITJ1vG0cM7NqGiScREZk15uZERMaHfRkyNhyRTtQMeXl5iIiIQH5+PgYNGoSDBw/i4MGDanVcXFwwbdo01WtXV1esWrUKL774IgICAhATEwMLCwts3boV2dnZ2LBhA1xd1Z9anZaWpppL8a+//lKVxcbGAgA6d+6M6dOna8R37tw5/PTTTwgICECvXr20eORERERERIaFuTkRERHpAy+kEzVDYWEh8vPzAQDJyclITk7WqOPl5aWWrAPAuHHj4OHhgUWLFiEpKQkAEBAQgPXr1yMqSvPJ0FeuXMH69evVyq5evYqrV68CuH+7aW3JevWIFz7IiIiIiIhMHXNzIiIi0gdeSCdqBm9vbwiC0KxtBw0ahEGDBjWqbmxsrGqES1N8+umn+PTTT5u8HRERERGRsWFuTkRERPrAOdKJGiEuLg4SiQQxMTFih6JVV65cgUQigUQiwfXr18UOh4iIiIioQczNiYiISAwckU5Uj549e0Iul6te+/n5iRiN9rm5uakdn4uLi3jBEBERERHVg7k5ERERiUkiNPceOCIiImo5hQJwcLi/XFwMyGTixiMihVIBhyn3z0XxqmLIpOZ7LoiIiIjIQBhYvs6cmUg8nNqFSIuSkpJUt2Maw+2mCQkJavHOnj1b7JCIiIiIiLSCuTkRERFpEy+kE+nAsGHDIJfLMXLkyDrrFBQUoF27dpBIJLU+4CgjIwMLFy5E//798dBDD8HGxgbt27fHSy+9hN9++63WNhcvXozIyEi0b98ednZ2cHd3R58+fbBs2TKUlJRo1A8PD4dcLsf48eObf7BERERERAaMuTkRERFpA+dIJ9KB4cOHIzY2tt46b775Ju7evVvn+pkzZ2Lr1q3w8/PDsGHD4OTkhIsXL2LDhg3Yvn07UlJS0K9fP7VtVq9eDQ8PDwwcOBCtW7dGcXExUlNT8c477+DLL7/E999/D3t7e1X98PBwhIeHIzU1FevXr2/RMRMRERERGSLm5kRERKQNvJBOJII9e/Zgw4YNWLFiBd58881a6wwaNAgzZsxAjx491Mq3bNmCF154AZMnT8alS5fU1v3666+wtbXVaOull17Chg0bkJiYiNdff117B0JEBiMjuwhZuSXwdreHbxtHscMhIiIyGszNiYgMB/s1ZMh4IZ1Iz/Ly8vDKK69gzJgxGDJkSJ3Jel2jZmJiYiCXy3H58mXk5OTAw8NDta62RB0ARo4ciQ0bNuDKlSstjp/IkOQWK8UOoeUUSrj/vZhbrASEpn0155eU4cOdv+BUZp6qLMjHDQtG+MHV3kaLgeqeQvng95lbrERpufbSFHcHqdbaIiIi08HcnIjIMPpVhtqvYT+CauKFdCI9mzJlCiorK7FixQoUFRU1qw1ra2sAgJVV4/6E9+3bBwDw8/Nr1v6MSUlZhdghkB71nn9I7BBazK6sFL/+vRy85Cju2dTe6a6LhQRwtLXGf8YEINDHFWcy8xG/8yIilx9HlaD9eHWpSihVLQd/dBQWkqadi/pcnhultbbIONjbMM0looYxNycyP03uM5ZVoHoSppKyCsBa3D5nzfhLyiogkbQ8HkPoVxlqv8ac+hHMnxvGM0SkRzt37sTmzZuxdetWuLu7NytZP336NC5duoTAwEC4uLjUWufjjz9GQUEBCgoKcPLkSZw9exaRkZF46aWXWngEhq/rrBSxQyDSqyoBWDiiO6L9PQEA0f6eECBgylfnRY7MsPCzwfxkLY4WOwQiMnDMzYnMU1PzwpoDX3rPO9TkgS/aVnPwSe/5h7Q6+ERMhtqvMad+BPPnhvFCOpGe5OTkYPLkyRg+fDhGjx7drDbu3r2L8ePHw8LCAh999FGd9T7++GNcv35d9XrcuHH47LPPVKNliMi0BPq4qr3u6+MmUiRERETGgbk5EZHhYb+GDB0vpBPpyWuvvYby8nJ89tlnzdq+tLQUzz77LH777TcsWLAAoaGhddbNysoCANy5cwdHjx7F+++/j6CgIKSkpODhhx9u1v6NhTnddkXmNTqgPmcy81UjNwDgdI15Bek+fjYQEVFNzM2JzFeT80KFAlh+f/HczAhAJtN+UE0JR6lA67f/jichAjJpy+MxlH6VIfZr2I+gmnghnUgPdu/ejW3btiEpKQlt27Zt8vZKpRIjRozAkSNHMGPGDMTHxzdqu7Zt2+KFF17Ao48+ir59++Kdd97B1q1bm7x/Y8I5vczLuYQIsUNouRqJedoHYU1OzF/blI6Zu3+BAAF9fdxwOjMPs3ZfQpCPGz4dG6CDgHVHoVTAa/r95bT3w7TSKajGzwYiIqrG3JzIvDU5Lyx/UN/exgoQOa8UBPV4tJHnGkK/ylD7NexHUE18NxDpwfnz9+f0io2NRWxsrMb6lJQUSCQS9OjRAxcuXFBbV1paiuHDhyMlJQXvv/8+Fi5c2OT9BwYGwtXVFampqc2InshwmcQT1Gs8HMjdQQrImnZMn43rjalbzqvNHdjP1wOfxPSCm0y8p9s3h621+rmQSU3g90tERAaHuTkRkTpD6FeZUr+GTBcvpBPpQUBAACZMmKBRXlxcjK1bt+Lhhx9GVFQUOnTooLa+ZqL+7rvvYsmSJc3af3FxMe7evdusETdEZNjcZDbYMCEIGdlFyMotgbe7PXzbOIodFhERkcFibk5EZHjYryFjwAvpRHowdOhQDB06VKM8KysLW7duRbdu3bBmzRq1daWlpRg2bBgOHDiAt99+G0uXLq13H9evX4cgCPD29lYrLy8vx7Rp01BVVYWnn366xcdCRIbJt40jE00iIqJGYG5ORGS42K8hQ8YL6UQGavLkyThw4ADatm0LR0dHzJ49W6NObGysKjk/f/48nnvuOfTr1w++vr7w8PBAdnY2Dh06hJs3b+Kxxx7DggUL9HsQREREREQmgLk5ERER8UI6kYHKysoCANy5cwdz5syptU5oaKgqWQ8ICMDUqVNx/Phx7Ny5EwUFBXBwcECXLl0wZcoUvP7665CJ/HRxIiIiIiJjxNyciIiIeCGdSETe3t4QBKHWdU19+FCHDh2wbNkyLURFRERERGR+mJsTERFRfSzEDoDIFMXFxUEikSAmJkbsUOqVkJAAiUSCsLAwsUMhIiIiItIJ5uZERESkDRyRTqRFPXv2hFwuV7328/MTMZqGhYeHw8rqwcdAaGioeMEQEREREWkRc3MiIiLSJolQ171rREREpHsKBeDgcH+5uBgw4/lSFUoFHKbcPxfFq4ohk5rvuSAiIiIiA2Fg+TpzZiLxcGoXonokJSVBIpGofgz9dtCmunLlitrxVT8ciYiIiIjI0DA3JyIiIjHxQjpRIwwbNgxyuRwjR44EAAiCgP379+PVV1+Fv78/nJ2dYW9vjx49emDhwoUoLS2ts62UlBSEhobCyckJjo6OCA0NRUpKSr37/+mnnzBmzBi0a9cOUqkUDz30EJ5++mkcPXpUo25BQQFmzZoFf39/ODo6wsPDA4GBgVi1apVGXG5ubpDL5ZDL5XB2dm7GmSEiIiIi0i/m5kRERCQGTu1CVI+kpCTExcUhMTERsbGxqvLS0lLY2dlBKpUiNDQU3bt3R2lpKVJSUpCRkYHAwEAcO3YMdnZ2au1t2rQJ48aNg4eHB2JiYiCRSPD1118jOzsbGzduxNixYzVi+PLLL/Hyyy/D2dkZzzzzDNq1a4ecnBycPXsWzz33HD788ENV3YKCAvTu3RvXrl1DcHAwgoKCoFQqsX//fly9ehXh4eE4ePAgLCw0/4dWPeIlKytLK+eOiBrJwG4VFRNvUyUiovowNyciURhYvs6cmUg8fNgoUTNYWlpiwYIFeO211+Di4qIqLy8vx3PPPYc9e/Zg1apVeO+991Tr8vPzMWXKFHh4eCA9PR3t27cHAMyYMQMBAQGYMmUKBg8eDFdXV9U2586dw4QJE9C3b1/s27dPbR0AVFRUqL3+73//i2vXruGtt97CsmXLVOVlZWUIDg7GkSNHkJaWhv79+2vzdBCRgcnILkJWbgm83e3h28ZR7HCIiIh0irk5EZF5YX+HxMIL6UTNYG1tjfj4+FrLZ8yYgT179uDYsWNqyfq2bdtQUFCAOXPmqBJ1APD09MS0adMwffp0bNu2Da+88opqXUJCAiorK/Hll19qJOoAYGWl/id87do1AMDgwYPVym1sbDBw4ECcOXMGf/75Z/MOmsjA5BYrxQ5BOxRKuP+9mFusBITmfzXnl5Thw52/4FRmnqosyMcNC0b4wdXepoWB6p5C+eB3mlusRGm59tMUdwep1tskIiJxMTcnItIfMfthhtrfYR/DfPBCOpGWWVtbA9BMpFNTUwEAkZGRGttERUVh+vTpOHbsmCpZLygowIEDB9CrVy88+uijOHbsGE6fPg0rKysEBQXhySef1GinW7duAIDk5GRERESoysvLy3Ho0CHY2dnhiSee0MpxGrKSsoqGK5HR6z3/kNghaIVdWSl+/Xs5eMlR3LOxbXZbFhLA0dYa/xkTgEAfV5zJzEf8zouIXH4cVUYwkVuV8GCu2OCPjsJC0vxzUZfLc6O03iaJx96GqSwR1Y+5ORFpm9j9zZr7LymrgESi33jE7IcZan/H3PsY5pSTm8+REunJunXrAGgm5RkZGQAAX19fjW2qy6rrAEB6ejqqqqrQvn17DB06FHv27FHbZuDAgdi2bZvag4gmTpyIDRs24P/+7/9w9uxZBAYGQqlUIjk5Gfn5+fjqq6/Qrl077RyoAes6q/4HRBGZqioBWDiiO6L9PQEA0f6eECBgylfnRY7McPDzwbRkLY4WOwQiMnDMzYlI28TOJ2sOPuk9/5BOBp8YKkPt74j9nhCbOeXkmk81IaJmS05OxurVq9GlSxdMmDBBbd3du3cBQC25riaTyWBpaamqA0B1m+fevXtx+vRp7Nq1C3fv3sWvv/6KoUOH4uDBg2q3mgKAnZ0dUlNTMW7cOBw7dgz//ve/sXLlSly9ehVjxoxBcHCwtg+ZiAxMoI/6reZ9fdxEioSIiEhczM2JiEwP+zskJo5IJ9KSs2fP4vnnn4ezszO2bdsGqbRlc2RVVVUBACorK/H5559j2LBhAAAnJyd8/fXX6NSpE7Zt24Z///vfqnkdc3JyMGzYMPz555/Yt28fnnrqKZSWluLbb7/FO++8g7179+Ls2bO1zuloSsz9tipzYe7/9a/Lmcx81QgNADhdY/5A4ucDEZG5YG5ORLoidj6pUCrQ+u37y+cSIiCTyvS6f7H7YYbY3xH7PUH6wwvpRFpw/vx5REZGQiKRICUlRTUfYk3Vo13u3r0Ld3d3tXUKhQKVlZVqI2Kqly0tLREdrX6bjFQqRWRkJNasWYNz586pkvW3334b33//PX766Sf4+/ur2pk0aRIqKyvx6quv4uOPP8acOXO0d/AGyJzm5zJn5xIiGq5kDBQKYPn9xbQPwgBZ8xPh1zalY+buXyBAQF8fN5zOzMOs3ZcQ5OOGT8cGaClg3VEoFfCafn857f0wnXQK+PlARGT6mJsTkS6JnU8KwoP929tY6T0eMfthhtrfEfs9QfrD3zRRC6Wnp2PgwIGorKzEgQMHEBgYWGs9X19fnD17FhkZGRrJem1zND722GMAAHt7e9VDkmpycXEBANy7d09Vtm/fPri5uakS9ZrCw8MBAOfOnWvC0REZLpN5MnqNhwO5O0gBWfOP67NxvTF1y3m1OQL7+Xrgk5hecJOJ9xT7xrK1Vj8XshaOHiQiIvPD3JyISLfE7IcZe3+HjB8vpBO1QHp6OiIiIlBRUYGUlBQEBQXVWTckJASbN2/GgQMH8Pjjj6utS0lJUdWp1rFjR3To0AE3btzA//73Pzz88MNq21y+fBkA4O3trSorKytDaWkpysrKYGOj/iXy119/AUCLb2slIsPlJrPBhglByMguQlZuCbzd7eHbxlHssIiIiPSCuTkRkWljf4fExoeNEjVTdaJeXl6O/fv344knnqi3/ujRo+Hs7IyVK1fi5s2bqvLbt2/j448/houLC0aNGqUql0gkmDx5MgAgPj5eNS8jABw7dgz79++Ht7e32iibp556ChUVFZg3b57avpVKpaosLCys+QdNREbBt40jBnZtw6SSiIjMBnNzIiLzwf4OiYUj0omaIS8vDxEREcjPz8egQYNw8OBBHDx4UK2Oi4sLpk2bpnrt6uqKVatW4cUXX0RAQABiYmJgYWGBrVu3Ijs7Gxs2bNB40NDbb7+NvXv3YsOGDbh8+TL69++P27dvY8eOHZBKpVi3bh2srB78GS9evBjff/895s+fjwMHDqgeaJSSkoJr166hd+/emDhxok7PDRERERGRPjE3JyIiIn2QCIIgiB0EkaFKSkpCXFwcEhMTERsbqyrPysqCj49Pvdt6eXkhKytLozw5ORmLFi1Ceno6ACAgIADx8fGIiqr9Kc8lJSVYvHgxNm/ejBs3bsDBwQEhISGQy+Xo0aOHRv2MjAwsWrQIhw8fxu3bt2FlZYVHH30UI0eOxLvvvgt7e/ta91N9G2ptMRORDikUgIPD/eXi4hY9bNTYKZQKOEy5fy6KVxXr5GGjRERkvJibE5EoDCxfZ85MJB6OSCdqBm9vbzT3f1CDBg3CoEGDGl3f3t4ec+fOxdy5cxtV39fXF+vWrWtWbERERERExoa5OREREekD50gnaoS4uDhIJBLExMSIHYpWXblyBRKJBBKJBNevXxc7HCIiIiKiBjE3JyIiIjFwRDpRPXr27Am5XK567efnJ2I02ufm5qZ2fC4uLuIFQ0RERERUD+bmREREJCbOkU5ERCQmA5tzUUyc75GIiIiIDI6B5evMmYnEw6ldiLQoKSlJdTumMdxumpCQoBbv7NmzxQ6JiIiIiEgrmJsTERGRNvFCOpEODBs2DHK5HCNHjlQr/+OPPzB16lR07doVMpkMbdq0QXBwMDZs2IDKykqNdlauXIm4uDj4+/vDysoKEokEqampte4zKytLLfGu7cfS0lJtm/DwcMjlcowfP15rx05EREREZEiYmxMREZE2cI50Ih0YPnw4YmNj1cquXbuGoKAg5ObmIioqCkOGDEFhYSF27dqFl156CUeOHEFiYqLaNm+++SYAwNPTE61atcKdO3fq3KeLi4vanIo1nT17Fvv27UNUVJRaeXh4OMLDw5Gamor169c340iJiIiIiAwbc3MiIiLSBl5IJ9KTf//738jJycEnn3yiSsIBYNGiRejZsyeSkpIwe/ZseHl5qdbt3bsXvXv3Rtu2bTF58mSsXr26zvZdXFzqvP1zyJAhAICJEydq52CIyCBlZBchK7cE3u728G3jKHY4REREBou5ORGRcWPfh8TAC+lEenLt2jUAwODBg9XKXVxc8NRTT+H69ev466+/1JL16OjoFu/3jz/+wP79+9G6dWtV0k5kzHKLlWKHoF0KJdz/XswtVgJC07+a80vK8OHOX3AqM09VFuTjhgUj/OBqb6OlQHVPoXzwu80tVqK0XPtpiruDVOttEhGR8WFuTkTUNIbSDzPkvg/7GqaPF9KJ9KRbt25ISUlBcnIypkyZoiovLCzEyZMn0aZNG3Tt2lXr+01KSkJlZSVeeuklWFtba719Q1NSViF2CKRjvecfEjsErbIrK8Wvfy8HLzmKeza2TW7DQgI42lrjP2MCEOjjijOZ+YjfeRGRy4+jStBuvLpUJZSqloM/OgoLSdPPRUMuz41quBKZHXsbpsRE5oa5ORFpkz77oTX3VVJWAYlEP/s2lH6YIfd92Ncw/bzatI+OyIC89957+PbbbzF16lTs378f3bt3R2FhIXbv3g1ra2vs2LED9vb2Wt2nIAhYt24dAGDChAlabdtQdZ2VInYIRHpXJQALR3RHtL8nACDa3xMCBEz56rzIkRkefkZQbbIWt3yUKREZF+bmRKRN+swxaw4+6T3/kE4GnxgyQ+77sK9h+nk1L6QT6Unbtm3xww8/YOzYsfjuu+/w3XffAQBsbW3x/vvvo1evXlrf57Fjx3D16lUEBwejc+fOWm+fiAxHoI+r2uu+Pm4iRUJERGT4mJsTERkv9n1ILLyQTqQnV69exTPPPAMHBwccP34cvXr1QkFBAb766it8+OGHSE5ORlpamlZv8Vy7di0A8xrxwlupTB//y1+7M5n5qlEZAHC6xpyB9AA/I4iICGBuTkTapc8cU6FUoPXb95fPJURAJpXpZb+G1A8z1L4P+xqmjxfSifQkLi4O169fx7Vr19C2bVsAgIODA95//33k5eVhyZIl2LhxI+Li4rSyv4KCAuzYsQNOTk4YPXq0Vto0BqY+HxfdTxZNikIBLL+/mPZBGCBreiL82qZ0zNz9CwQI6OvjhtOZeZi1+xKCfNzw6dgALQesOwqlAl7T7y+nvR+mk04BPyOIiAhgbk5E2qXPHFMQHuzL3sZKb/s2lH6YIfd92NcwffwNE+lBUVERTpw4gYCAAFWiXlN4eDiWLFmCc+fOaS1Z/+qrr3Dv3j289NJLWp/fkUhMJvck9BoPB3J3kAKyph/fZ+N6Y+qW82rzAvbz9cAnMb3gJhP3yfVNYWutfi5kUhP7XRMRkUFgbk5E1HSG0g8zlb4PGSdeSCfSg7KyMgBATk5Orev/+usvAIBUixeNqm8dnThxotbaJCLD5CazwYYJQcjILkJWbgm83e3h28ZR7LCIiIgMEnNzIiLjxb4PiclC7ACIzIG7uzsee+wx3LhxA2vWrFFbV1hYiI8++ggAEBYWppX9XbhwAenp6fD390efPn200iYRGT7fNo4Y2LUNE0kiIqJ6MDcnIjJ+7PuQGDginUhPPv74YwwZMgSTJk3C5s2bERAQgIKCAuzZswfZ2dl45plnEB0drbbN4sWL8dtvvwEAfvjhB1VZUlISgPsjWoKDgzX2xREvRERERER1Y25ORERETcUL6UR6MmjQIPz444/46KOPcOLECRw/fhxSqRRdu3bFjBkz8Prrr0Mikahtk5ycjGPHjqmVpaQ8eFJ2aGioRrJeWlqKTZs2QSqVYty4cbo7ICIiIiIiI8XcnIiIiJqKF9KJ9Kh3797YunVro+unpqY2eR+2trbIy8tr8nZEREREROaEuTkRERE1BedIJ9KBuLg4SCQSxMTEiB1KvRISEiCRSLQ2/yMRERERkaFhbk5ERETawBHpRFrUs2dPyOVy1Ws/Pz8Ro2lYeHg4rKwefAyEhoaKFwwRERERkRYxNyciIiJtkgiCIIgdBBERkdlSKAAHh/vLxcWATCZuPCJSKBVwmHL/XBSvKoZMar7ngoiIiIgMhIHl68yZicTDqV2ItCgpKQkSiUT1Yyy3j1b/zJ49W+yQiIiIiIi0grk5ERERaRMvpBPpwLBhwyCXyzFy5EgAgCAI2L9/P1599VX4+/vD2dkZ9vb26NGjBxYuXIjS0tI626qqqsK6desQHBwMFxcX2Nvbo1OnToiLi0NRUZFG/fT0dIwaNQo+Pj6ws7ODl5cXhg0bhuPHj2vUDQ8Ph1wux/jx47V38EREREREBoS5OREREWkD50gn0oHhw4cjNjZW9VqpVGLw4MGQSqUIDQ1FVFQUSktLkZKSgg8//BC7du3CsWPHYGdnp9aOUqnEyJEjsXfvXvj7+yM2NhZSqRQ3btzAd999h3nz5sHR0VFVf9euXXjuuecglUoxYsQItG/fHjdv3sTOnTvx7bffIjExUS2u8PBwhIeHIzU1FevXr9f1aSEiIiIi0jvm5kRERKQNvJBOpAeWlpZYsGABXnvtNbi4uKjKy8vL8dxzz2HPnj1YtWoV3nvvPbXtZsyYgb1792Lx4sX44IMP1NZVVVVp7Cc+Ph6CIOD7779Hz549VeXp6eno06cP5s6dq5asE5HpysguQlZuCbzd7eHbxrHhDYiIiMwEc3MiImoq9q8I4IV0Ir2wtrZGfHx8reUzZszAnj17cOzYMbVk/datW1i5ciX69eunkagDgIWF5sxM165dw0MPPaSWqANAQEAAPD098eeff7b8YIgMVG6xUuwQmkehhPvfi7nFSkBo2VdzfkkZPtz5C05l5qnKgnzcsGCEH1ztbVrUtq4plA9+h7nFSpSWaydNcXeQaqUdIiIyDczNiYiMh9j9PEPuX7Gfo3+8kE4kMmtrawCAlZX6n+OOHTtQUVGBUaNGoaioCN9++y1u3LiBNm3aICoqCu3atdNoq1u3brhw4QJ+/vln+Pv7q8ovXLiA27dv45lnntHtwYiopKxC7BBIZL3nHxI7hGaxKyvFr38vBy85ins2ti1qz0ICONpa4z9jAhDo44ozmfmI33kRkcuPo0poeby6VCU8mJM2+KOjsJC07FxUuzw3SivtkPGwt2GKS0TNw9yciAxRzf7uP5clEtPuC4vdzzPk/pW59nPEzPXZyyAS2bp16wAAkZGRauVnz54FANy9exePPfYYbt++rVpnY2ODxYsX46233lLbZtmyZXjmmWfw5JNPYsSIEXj44Yfxv//9D9988w369euH1atX6/hoxNN1VorYIRAZhCoBWDiiO6L9PQEA0f6eECBgylfnRY5MPPx8MD9Zi6PFDoGIjBRzcyIyRDXz2ZqDT3rPP6S1wSdUO0PuX5lrP0fMXF/z/jMi0pvk5GSsXr0aXbp0wYQJE9TWVd/qOXv2bPTo0QOXLl1CYWEh9u7dCw8PD7z99tv47rvv1LYJCQnB8ePH0bZtW2zcuBGLFy/Gxo0b4e7ujri4OHh6eurt2IhIPIE+rmqv+/q4iRQJERGR8WBuTkREtWH/iqpxRDqRSM6ePYvnn38ezs7O2LZtG6RS9bmtqh9Y1Lp1a+zYsQP29vYAgOjoaKxduxZPP/00li1bhsGDB6u22b9/P2JiYvDMM89gz5498Pb2xvXr17Fw4ULExcXh559/xrJly/R3kHpkrrc00QPm+t/42pzJzFeNmACA0zXm8zNH/HwgIqKGMDcnIkNWM59VKBVo/fb95XMJEZBJZSJFpR+G0M8z1P4V+zn6xwvpRCI4f/48IiMjIZFIkJKSgm7dumnUcXZ2BgBERESoEvVqkZGRkEqlqltMASAvLw9jxoyBr68vNmzYoHrgUefOnbF+/XpkZGTgk08+weuvv46OHTvq8OjEwflw6VxChNghNI9CASy/v5j2QRgga1ki/NqmdMzc/QsECOjr44bTmXmYtfsSgnzc8OnYAC0ErDsKpQJe0+8vp70fprVOAT8fiIioPszNicjQ1cxnBcFKrdzUc12x+3mG3L8y9d+9IeIZJ9Kz9PR0DBw4EJWVlThw4AACAwNrrffYY48BAFxcXDTWWVhYwNHREYWFhaqykydPoqCgACEhIapEvZpEIkFYWBh+/PFHnD9/nsk6mSSjfWJ5jYcDuTtIAVnLjuOzcb0xdct5tTn7+vl64JOYXnCTiftU+YbYWqufC5nUSH+nRERkNJibExEZNrH7ecbcvyLt44V0Ij1KT09HREQEKioqkJKSgqCgoDrrhoeHY8GCBbh8+bLGur/++gs5OTno1KmTqqysrEy1rjbV5f+8TZWITIubzAYbJgQhI7sIWbkl8Ha3h28bR7HDIiIiMjjMzYmIqCHsX1FNfNgokZ5UJ+rl5eXYv38/nnjiiXrrh4SEoEuXLjh8+DAOHjyoKhcEAfHx8QCA0aNHq8off/xxWFpaYvv27fj555/V2rp06RI2b94MqVTa4H6JyDT4tnHEwK5tmOQRERHVgrk5ERE1BftXBHBEOpFe5OXlISIiAvn5+Rg0aBAOHjyoloAD928TnTZtmuq1paUlEhMTER4ejsGDB2PEiBFo37490tLScPr0aQQEBGD69Omq+u3atcOMGTMwf/58BAYGYvjw4fD29saNGzewc+dOKJVKLF26FB4eHvo6bCIiIiIig8PcnIiIiJqDF9KJ9KCwsBD5+fkAgOTkZCQnJ2vU8fLyUkvWASAoKAinT5+GXC7HkSNHUFhYiA4dOmDGjBmIj4+H7B8PJZw3bx78/f2xevVqHDx4EIWFhXB2dkZISAjeeOMNPPPMMzo7RiIiIiIiY8DcnIiIiJqDF9KJ9MDb2xuCIDRr227dumH79u2Nrj9q1CiMGjWqWfsiIiIiIjJ1zM2JiIioOXghnUgH4uLiEBcXh+effx5btmwRO5w6JSQkYMGCBc3eXhAEFBUVaTEiIjOkUDxYLiwEKivFi0VkCqUCuP9sNhQWFqJSar7ngsyHo6MjJBKJ2GEQmTRzyM2ZlxPpkIHl68yZiXSjMXk5L6QTaVHPnj0hl8tVr/38/ESMpmHh4eGwsnrwMRAaGtqk7YuKiuDs7KzlqIjM2EMPiR2BwXjoS54LMg93796Fk5OT2GEQmSRzys2ZlxPpiYHl68yZibSnMXm5RGjuPW1EZPYMbeRLYWEh2rdvj5s3b/KiRDPw/DUfz13L8Pw1H89dyxjC+eOIdCLSBkPLy42JIXwXmCKeV93hudUNnlfdMKbzyhHpRKRTEonEID8InZycDDIuY8Hz13w8dy3D89d8PHctw/NHRMbOUPNyY8LvAt3gedUdnlvd4HnVDVM5rxZiB0BEREREREREREREZMh4IZ2IiIiIiIiIiIiIqB68kE5EJkMqlUIul0MqlYodilHi+Ws+nruW4flrPp67luH5IyIifhfoBs+r7vDc6gbPq26Y2nnlw0aJiIiIiIiIiIiIiOrBEelERERERERERERERPXghXQiIiIiIiIiIiIionrwQjoRERERERERERERUT14IZ2IiIiIiIiIiIiIqB68kE5ERkWhUGDjxo0YPXo0OnXqBDs7O7i4uCAkJASbN29ucnsSiaTOn8WLF+vgCPTnzJkzGDx4MFxdXSGTydC3b1989dVXTWqjqqoKq1atgr+/P+zs7NCqVSuMHj0aGRkZOopafLdu3cLHH3+MyMhIdOjQATY2Nmjbti2ee+45nDp1qtHtpKam1vv++vHHH3V4FOLy9vau87gnT57c6HbM8f2XlJRU7/tGIpFgwIABDbZj6u+/jRs34l//+hf69OkDqVQKiUSCpKSkOusXFhbi7bffhpeXF6RSKby8vPD222+jsLCwyfvWxmcrEREZrtjY2Dq/Pzt37ix2eAaP35O6oa382lyJmTuasqac19mzZ9f5Hra1tdVv4C1gJXYARERNceLECbz44otwd3fHgAED8Nxzz+HPP//EN998gzFjxuD777/HypUrm9Sml5cXYmNjNcqDg4O1FLX+paamIioqCjY2NoiJiYGzszO++eYbjB07FllZWYiPj29UO5MnT8YXX3yBrl274o033kB2dja2bt2KAwcO4Pvvv0fXrl11fCT6t3LlSixZsgQdO3bEwIED0bp1a2RkZGDXrl3YtWsXNm/ejNGjRze6vZCQEISGhmqUP/zww1qM2vA4Oztj2rRpGuV9+vRpdBvm+P7r2bMn5HJ5reu2b9+OS5cuISoqqtHtmer7LyEhAdevX4eHhwc8PT1x/fr1OusqFAqEhITgwoULGDhwIF544QX89NNPWL58OY4ePYq0tDTIZLJG7Vdbn61ERGT4pk6dChcXF7UyDw8PcYIxEvye1C1t5NfmSqzc0dQ15bxWGz9+PLy9vdXKrKyM6PK0QERkRC5cuCBs2rRJKCsrUyu/c+eO4OXlJQAQTp8+3ej2AAg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" ] }, "metadata": {}, @@ -4078,189 +4204,63 @@ ], "source": [ "cate = (\n", - " y1_no_bart[\"posterior_predictive\"][\"likelihood_outcome\"]\n", - " - y0_no_bart[\"posterior_predictive\"][\"likelihood_outcome\"]\n", + " y1_treatment_cate[\"posterior_predictive\"][\"likelihood_outcome\"]\n", + " - y0_treatment_cate[\"posterior_predictive\"][\"likelihood_outcome\"]\n", ")\n", "\n", - "ax = (\n", + "\n", + "sample_cate = (\n", " cate.mean(dim=(\"chain\", \"draw\"))\n", " .to_dataframe()\n", " .sample(100)\n", " .sort_values(\"likelihood_outcome\")\n", - " .plot(kind=\"barh\", figsize=(15, 6))\n", ")\n", - "ax.set_yticklabels([])\n", - "ax.set_yticks([])\n", - "ax.set_ylabel(\"Individual Response\")\n", - "ax.set_xlabel(\"CATE\")\n", - "ax.set_title(\"CATE Estimates \\n with BART treatment Model\");" + "\n", + "cate_linear = (\n", + " y1_no_bart[\"posterior_predictive\"][\"likelihood_outcome\"]\n", + " - y0_no_bart[\"posterior_predictive\"][\"likelihood_outcome\"]\n", + ")\n", + "\n", + "res = smf.ols(\n", + " \"Y_bin ~ 0 + D_bin + feature_0 +\tfeature_1 +\tfeature_2 +\tfeature_3 +\tfeature_4 + feature_5 + feature_6 + feature_7 +feature_8\",\n", + " data,\n", + ").fit()\n", + "ols_est = res.params[\"D_bin\"]\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(15, 20))\n", + "axs = axs.flatten()\n", + "\n", + "ax = az.plot_forest(\n", + " cate_linear,\n", + " combined=True,\n", + " figsize=(15, 15),\n", + " coords={\"likelihood_outcome_dim_0\": sample_cate.index},\n", + " ax=axs[0],\n", + ")\n", + "axs[0].axvline(3, color=\"red\", label=\"True Treatment Effect\")\n", + "axs[0].axvline(ols_est, color=\"darkgreen\", label=\"OLS Estimate\")\n", + "axs[0].legend()\n", + "axs[0].set_title(\"ITE Linear-Model estimates \\n Random Sample of 100\")\n", + "\n", + "ax = az.plot_forest(\n", + " cate,\n", + " combined=True,\n", + " figsize=(15, 10),\n", + " coords={\"likelihood_outcome_dim_0\": sample_cate.index},\n", + " ax=axs[1],\n", + ")\n", + "axs[1].axvline(3, color=\"red\", label=\"True Treatment Effect\")\n", + "axs[1].axvline(ols_est, color=\"darkgreen\", label=\"OLS Estimate\")\n", + "axs[1].set_title(\"ITE CATE-Model estimates \\n Random Sample of 100\")\n", + "axs[1].legend()\n", + "plt.tight_layout();" ] }, { - "cell_type": "code", - "execution_count": 26, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "
OLS Regression Results
Dep. Variable: Y_bin R-squared (uncentered): 0.669
Model: OLS Adj. R-squared (uncentered): 0.668
Method: Least Squares F-statistic: 839.6
Date: Fri, 24 Oct 2025 Prob (F-statistic): 0.00
Time: 06:43:32 Log-Likelihood: -5957.8
No. Observations: 2500 AIC: 1.193e+04
Df Residuals: 2494 BIC: 1.196e+04
Df Model: 6
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
D_bin 5.0947 0.074 69.078 0.000 4.950 5.239
feature_0 0.3220 0.053 6.097 0.000 0.218 0.426
feature_1 -0.2874 0.053 -5.470 0.000 -0.390 -0.184
feature_2 0.0102 0.053 0.195 0.846 -0.093 0.113
feature_3 -0.0988 0.053 -1.879 0.060 -0.202 0.004
feature_4 0.3706 0.053 7.055 0.000 0.268 0.474
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Omnibus: 11.093 Durbin-Watson: 1.728
Prob(Omnibus): 0.004 Jarque-Bera (JB): 13.830
Skew: -0.060 Prob(JB): 0.000993
Kurtosis: 3.344 Cond. No. 1.45


Notes:
[1] R² is computed without centering (uncentered) since the model does not contain a constant.
[2] Standard Errors assume that the covariance matrix of the errors is correctly specified." - ], - "text/latex": [ - "\\begin{center}\n", - "\\begin{tabular}{lclc}\n", - "\\toprule\n", - "\\textbf{Dep. Variable:} & Y\\_bin & \\textbf{ R-squared (uncentered):} & 0.669 \\\\\n", - "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.668 \\\\\n", - "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 839.6 \\\\\n", - "\\textbf{Date:} & Fri, 24 Oct 2025 & \\textbf{ Prob (F-statistic):} & 0.00 \\\\\n", - "\\textbf{Time:} & 06:43:32 & \\textbf{ Log-Likelihood: } & -5957.8 \\\\\n", - "\\textbf{No. Observations:} & 2500 & \\textbf{ AIC: } & 1.193e+04 \\\\\n", - "\\textbf{Df Residuals:} & 2494 & \\textbf{ BIC: } & 1.196e+04 \\\\\n", - "\\textbf{Df Model:} & 6 & \\textbf{ } & \\\\\n", - "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "\\begin{tabular}{lcccccc}\n", - " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", - "\\midrule\n", - "\\textbf{D\\_bin} & 5.0947 & 0.074 & 69.078 & 0.000 & 4.950 & 5.239 \\\\\n", - "\\textbf{feature\\_0} & 0.3220 & 0.053 & 6.097 & 0.000 & 0.218 & 0.426 \\\\\n", - "\\textbf{feature\\_1} & -0.2874 & 0.053 & -5.470 & 0.000 & -0.390 & -0.184 \\\\\n", - "\\textbf{feature\\_2} & 0.0102 & 0.053 & 0.195 & 0.846 & -0.093 & 0.113 \\\\\n", - "\\textbf{feature\\_3} & -0.0988 & 0.053 & -1.879 & 0.060 & -0.202 & 0.004 \\\\\n", - "\\textbf{feature\\_4} & 0.3706 & 0.053 & 7.055 & 0.000 & 0.268 & 0.474 \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "\\begin{tabular}{lclc}\n", - "\\textbf{Omnibus:} & 11.093 & \\textbf{ Durbin-Watson: } & 1.728 \\\\\n", - "\\textbf{Prob(Omnibus):} & 0.004 & \\textbf{ Jarque-Bera (JB): } & 13.830 \\\\\n", - "\\textbf{Skew:} & -0.060 & \\textbf{ Prob(JB): } & 0.000993 \\\\\n", - "\\textbf{Kurtosis:} & 3.344 & \\textbf{ Cond. No. } & 1.45 \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "%\\caption{OLS Regression Results}\n", - "\\end{center}\n", - "\n", - "Notes: \\newline\n", - " [1] R² is computed without centering (uncentered) since the model does not contain a constant. \\newline\n", - " [2] Standard Errors assume that the covariance matrix of the errors is correctly specified." - ], - "text/plain": [ - "\n", - "\"\"\"\n", - " OLS Regression Results \n", - "=======================================================================================\n", - "Dep. Variable: Y_bin R-squared (uncentered): 0.669\n", - "Model: OLS Adj. R-squared (uncentered): 0.668\n", - "Method: Least Squares F-statistic: 839.6\n", - "Date: Fri, 24 Oct 2025 Prob (F-statistic): 0.00\n", - "Time: 06:43:32 Log-Likelihood: -5957.8\n", - "No. Observations: 2500 AIC: 1.193e+04\n", - "Df Residuals: 2494 BIC: 1.196e+04\n", - "Df Model: 6 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "------------------------------------------------------------------------------\n", - "D_bin 5.0947 0.074 69.078 0.000 4.950 5.239\n", - "feature_0 0.3220 0.053 6.097 0.000 0.218 0.426\n", - "feature_1 -0.2874 0.053 -5.470 0.000 -0.390 -0.184\n", - "feature_2 0.0102 0.053 0.195 0.846 -0.093 0.113\n", - "feature_3 -0.0988 0.053 -1.879 0.060 -0.202 0.004\n", - "feature_4 0.3706 0.053 7.055 0.000 0.268 0.474\n", - "==============================================================================\n", - "Omnibus: 11.093 Durbin-Watson: 1.728\n", - "Prob(Omnibus): 0.004 Jarque-Bera (JB): 13.830\n", - "Skew: -0.060 Prob(JB): 0.000993\n", - "Kurtosis: 3.344 Cond. No. 1.45\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", - "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "\"\"\"" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "import statsmodels.formula.api as smf\n", - "\n", - "res = smf.ols(\n", - " \"Y_bin ~ 0 + D_bin + feature_0 +\tfeature_1 +\tfeature_2 +\tfeature_3 +\tfeature_4\",\n", - " data,\n", - ").fit()\n", - "res.summary()" + "This comparison shows how the flexibility of treatment effects can be incorporated without losing interpretability. " ] } ], From c180054aa302a1621487e66a274f6b13ea060c15 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Sat, 25 Oct 2025 18:38:21 +0100 Subject: [PATCH 07/27] fixing typos Signed-off-by: Nathaniel --- docs/source/knowledgebase/structural_causal_models.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 7d99b1e5..4c124cc0 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -3730,7 +3730,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `bart_outcome` model places weight on the correlation between treatment and outcome rather than parcel out the share of impact into the treatment and confounding relationship. The causal effect absorbed into the covariate adjustment of the BART component, and we have a fundamental misattribution which makes recovery of structural parameter impossible in this set up. The other two BART model specifications; `bart_treatment` and `bart_treatment_cate` correctly identify the structural parameter because the BART component is used to flexibily model the treatment status. The structural parameter $\\alpha$ remains identifiable as the average or baseline effect because we've partialied out the variation in the outcome explicitly. The more traditional `linear_no_bart` model does not have the flexibility to absorb the causal effect into a non-linear component. As such, the structural parameter remains identifiable. This is one of the virtues of \"simpler\" models. \n", + "The `bart_outcome` model places weight on the correlation between treatment and outcome rather than parcel out the share of impact into the treatment and confounding relationship. The causal effect absorbed into the covariate adjustment of the BART component, and we have a fundamental misattribution which makes recovery of structural parameter impossible in this set up. The other two BART model specifications; `bart_treatment` and `bart_treatment_cate` correctly identify the structural parameter because the BART component is used to flexibly model the treatment status. The structural parameter $\\alpha$ remains identifiable as the average or baseline effect because we've partialied out the variation in the outcome explicitly. The more traditional `linear_no_bart` model does not have the flexibility to absorb the causal effect into a non-linear component. As such, the structural parameter remains identifiable. This is one of the virtues of \"simpler\" models. \n", "\n", "### Non-Parametric Causal Inference\n", "\n", @@ -4095,7 +4095,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The results are striking in their consistency. For the three successful specifications, both methods of extracting causal effects agree. For the `bart_outcome` specfication the Imputation approach to causal inference also fails. This is crucial. The failure is not about how we interrogate the model, but about what the model learned during fitting." + "The results are striking in their consistency. For the three successful specifications, both methods of extracting causal effects agree. For the `bart_outcome` specification the Imputation approach to causal inference also fails. This is crucial. The failure is not about how we interrogate the model, but about what the model learned during fitting." ] }, { @@ -4174,7 +4174,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In prediction tasks, BART's flexibility is a pure advantage. It finds patterns we didn't know to look for, captures complex interactions automatically, and often achieves superior out-of-sample accuracy. But in causal inference, this same flexibility becomes a liability when it absorbs the variation we're trying to causally attribute. The problem is **structural**: any sufficiently flexible method faces this challenge. Methods that can perfectly adapt their functional form to training data will inadvertently learn causal pathways as associational patterns, unless the structure learning is constrainted to partial out the treatment influences. The stronger the relationship between the predictors of the outcome and the treatment, the more we can expect to see this collapse. Flexible outcome modelling may be useful in cases where the relationship between treatment and covariates is truly independent, but it presents a risk where the focus is on recovering treatment effects." + "In prediction tasks, BART's flexibility is a pure advantage. It finds patterns we didn't know to look for, captures complex interactions automatically, and often achieves superior out-of-sample accuracy. But in causal inference, this same flexibility becomes a liability when it absorbs the variation we're trying to causally attribute. The problem is **structural**: any sufficiently flexible method faces this challenge. Methods that can perfectly adapt their functional form to training data will inadvertently learn causal pathways as associational patterns, unless the structure learning is constrained to partial out the treatment influences. The stronger the relationship between the predictors of the outcome and the treatment, the more we can expect to see this collapse. Flexible outcome modelling may be useful in cases where the relationship between treatment and covariates is truly independent, but it presents a risk where the focus is on recovering treatment effects." ] }, { From e35921085d4c4572cc9628d45a0591da4f8821c2 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Sat, 25 Oct 2025 19:04:26 +0100 Subject: [PATCH 08/27] add PO diagram Signed-off-by: Nathaniel --- docs/source/_static/potential_outcomes.png | Bin 0 -> 224740 bytes .../structural_causal_models.ipynb | 31 +++++++++++++----- 2 files changed, 22 insertions(+), 9 deletions(-) create mode 100644 docs/source/_static/potential_outcomes.png diff --git a/docs/source/_static/potential_outcomes.png b/docs/source/_static/potential_outcomes.png new file mode 100644 index 0000000000000000000000000000000000000000..f8c9e2f7fc8aa2bbdbccb05367cf71d6738887de GIT binary patch literal 224740 zcmeFYWmr{Py9P{yAfXZhQU)d64GL1yAl==aixN;!N$KwH?nQ`#bce(Or5mY5^NqFl ze$Ttl`lMJF=TW15NMWysuaJA|IM 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a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -1125,7 +1125,11 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "tags": [ + "hide-output" + ] + }, "outputs": [ { "name": "stderr", @@ -1578,14 +1582,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 67, "metadata": {}, "outputs": [ { "data": { - "image/png": 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jvn/++UcolUphZWWl1daaNWsEAFGzZk2dMWR0rE+dOiWkUqlwdXXVOGYqlUpMnTpVABCdOnXS2EafaykjOUm4+fr6ColEIs6dO6e17syZMyImJkb9Oi1xpivpLETWCTcAYuTIker3lkqlEoGBgepzValSJXHv3j31dmmJFV3X5h9//CHevHmjsSwmJka0bt1aABBr1qzRGUNGsWf3/MfHxwu5XC7c3NzE8+fPNconJydr1ZGZXbt2aVyjQgiRkJAgPv30UwFAhISEaKy7efOmUCgUQiaTiY0bN2qsS01NFTt27NBYltX7L+2Y9e7dWyQlJamXHzt2TCiVSmFkZKRx/aZd9/Pnz9eqKyIiQty+fVv9Ou163rJli1bZa9euaSWcM5I+4ZaamipKliwpSpcurV4fFxcnLCwsRN26dYUQIsOEW3b3NSYmRp3A+PXXX9XLk5OTNd6r77bTokULAUCMGTNGo507d+4IDw8PrXaEyF7CTQihcb/38fERkydPFnv27Mk0MZ/+vvnVV19p3Ku/++47AUCUKFFCxMfHq5fn5N74yy+/CACiVKlSWvv55s0bcfDgQb32XdfnZhpdCbfk5GR1Ym3UqFEax14IIc6fP69xj8nN51lGdCXcVCqV+gsG48eP16jzt99+E1KpVFhYWIjHjx+rl+fk74PsvDeJiIgo95hwIyIiIqJsSXtwpas3UGbevHkjTE1NhVQqFTdv3tRav3jxYgFABAQEaCxPe5D1buJMCCE6dOigM1EihBDbtm1Tf+M8vbQHX/Xq1dPaJikpSTg7OwsA4uTJk3rt1/LlywUAsXjxYp3ttGrVKsNtM0u4SaVScePGDa1tPv74Y60Hd2kxvHvshBDi1atX6t6AuUm4JSUlicuXL4tWrVqpezBk1btKCKHu7XH58mWN5Wn7PnfuXL1iSu/AgQPqRE16aQ8WdV0P27dvV/esuHXrlsa6lJQUYWdnJ2QymcbD2GHDhgkA4ocfftAZR7t27QQAERYWphVDRse6bdu2AoDOXn8qlUpUr15dSKVSjQep+lxLGUlLuGX18/LlS/U25cuXF9bW1nrVn9uEm4eHh0hOTtZYd/nyZXVchw4d0qozrbfJu0nujNy6dUsAEB06dMhW7Nk9///++68AINq2batXXDkRFxcnjI2Ntb4U8PnnnwsAYsiQIXrVk9n7786dOwKAsLS01Lgu0qT1Uho0aJBW+xcuXMiy7bTEk666syN9wk0IIb788kuNe/evv/4qAIilS5cKIXQn3HKyrytWrBAARLNmzbTKv3jxQpibm2u1c+HCBfXnzrvJGiHe9pgD/us1nCa7CbfY2FjRu3dvIZFINN7fRkZGws/PT+d9J+04urq6ar0XhXjb2/Ld5GJO7o1pPRg3b96s177kVcJt48aNAnjbu+vdL81kV1afZxnRlXA7dOiQAN72ak7f+zZN2t836Xs+5uTvg+y8N4mIiCj3jEFERERElA0ig/nDshIWFob4+HjUqVMHnp6eWut79+6NoKAgnDhxAkIIrbnNmjVrprVN6dKlM1zn4eEBABnOB9StWzetZTKZDB07dsSiRYtw/Phx1K1bV2P98ePHERoaigcPHiAhIQFCCHX9t27d0tlOmzZtdC7PipubG7y8vLSWpy1Lv18nT54EAHTu3FmrvKWlJfz9/bFly5ZsxxAZGal1HgDAwcEBW7ZsgZWVlXpZYmIi9u7di7/++gtPnz5FUlISgLdz/ABvj0/lypW16srq+Fy8eBH79+9HZGQk4uLiIITA69ev1XXqktm14ubmhjJlymisMzIygpubG86dO4dnz57ByckJAHDgwAEAQNu2bXW206BBA2zduhVnz55FjRo1Mt0PAFCpVDh48CAsLCzQpEkTrfUSiQT169fHhQsXEBYWhoCAAI31Ob2WgLfnrHnz5hmuNzExUf/u7e2NtWvXYsCAARgxYoTWPIx5yc/PD8bGmv8tTTtXJiYm8PX11drGw8MDFy5cwKNHjzTmSQLeXhO7d+/G7du3ERsbC5VKpb5nZXS9ZCS759/e3h6lSpXCrl27MHfuXPTs2RMlSpTIVpvpPXjwADt27MD169cRExOjnrfQxMREa1/+/PNPAMCgQYOy1Yaua+r48eMAgJYtW8La2lprfe/evbFgwQIcO3ZMvczb2xsAMHjwYHz99ddo2LCh1nlNX3bPnj3o06cPJk6cCB8fH0iluZ9evlevXpg3bx7Wrl2LunXrYu3atZDJZOjatWuG2+RkX9O26dKli1Z5Gxsb+Pv74/fff9dYnv5a0nVPbdCgAQBkOOelvpRKJX7++WdMmDABmzdvxvHjx3H27Fk8f/4coaGhCA0Nxfz58zFy5EitbTt27KjznHXv3h1nzpzB8ePH0b17d6390eXd98bDhw8RHh6unlu0IKW9NwYOHKj3dZbTz7PsSLumunbtCiMjI631vXv3xu+//45jx45h3LhxGuuy8/dBdt6bRERElHv8lCUiIiKibLGzs8ONGzfw9OnTbG338OFDANB6QJ7G2toaVlZWePXqFWJiYjSSOQBQsmRJrW3MzMyyXJeYmKizPVdXV53L0+JLixcAXr16hQ4dOuDQoUM6twGgTgK9y8XFJcNtMlOqVCmdy83NzQFo7ldarM7Oznkag5mZGTp16gTgbVLK2toaNWrUQPv27aFUKtXlrly5gjZt2iAiIiLDurJ7fJKSkhAYGIj169dnu87sXivp16c/rmn74+jomGEMAPDs2bNM16d5/vw53rx5AwBZPvDUVWdOzyMAlCtXDqtXr9ar7IwZM3DlyhWsXLkSK1euhJ2dHerVq4d27dqhR48ekMvlOY7jXZmdK0dHR50PyHWdKyEEvvzySyxcuDDDLwVkdL1kJCfnf82aNejWrRvGjBmDMWPGwN3dHY0aNUKPHj3g7++vd9sLFizA+PHj1Q/6s3Lv3j0A/yUr9aXrmsrqXq3rHhkYGIj9+/dj06ZNaNy4MZRKJXx8fNCiRQv0798f9vb26rKjR4/G8ePHsWPHDuzYsQNWVlaoXbs2WrdujcDAQFhYWGRrH9JUrVoVlStXxqZNmzBhwgTs378fLVq0QLFixTLcJif7mvZ7Ru9HXcvTrqWxY8di7NixGcaj770kK2XLlsWECRMAvE30nzp1CuPHj8exY8cwduxYdOzYUeszMDufidl9b6Rdn2lfhClI2W07N59n2ZGTay9Ndv4+yM57k4iIiHKPCTciIiIiypZq1arhxIkTOH/+PHr16pXt7XV9u1+fMpltp0+d+tL1sH7s2LE4dOgQGjVqhKlTp6JSpUqwtraGkZER9u/fj4CAgAwf8isUihzFkZN9ymibnPZKtLOzyzJJI4RAly5dEBERgc8++wyfffYZSpcuDXNzc0gkEnz11VeYOXNmto/PggULsH79elSqVAlz585FjRo1YGNjA5lMhps3b6Js2bIZ1plX10pqaiokEgn69OmTabmKFSvqXR8AWFhYoEOHDpmW1fXwO6fXUnY5Ozvj3LlzOHToEHbu3IkjR45gx44d2L59O+bMmYOTJ0/CxsYmT9rKq3O1ceNGLFiwAKVKlcKiRYtQt25dFC9eHDKZDElJSZDL5dl+H+Tk/Ddu3Bi3b9/Gzp07sXfvXhw5cgRr1qzBmjVr0KVLF2zcuDHLdk+fPo1Ro0bBysoKP/74I/z8/ODo6KhOdJYoUUJnz12JRJLt+0Zm11RGdaUtT7/eyMgIGzduxLhx47Bt2zYcPnwYp0+fxtGjRzFz5kzs27cPderUAfC21+2hQ4dw4sQJ7NixA6GhoTh48CD279+PmTNn4tixYzlOzPTs2RPjxo3DgAEDkJKSovdnVHb2Ne06yu69BAAaNmyYaVLUzs5O7zr1JZVKUb9+fezduxflypXDvXv3sG/fPnz66ad6ba/rfZPTe2NeflZnlz5t5/bzLD/iyu7fQ+/KznuTiIiIco8JNyIiIiLKllatWmHp0qX47bffMGfOHL2HJkobWu3u3bs617969QqvXr2CmZlZjns4ZEdkZKTO5VFRUQCgMRTcH3/8ASMjI2zfvl2r590///yTf0HqKW0IxLTY35X2Df/8cP36dVy/fh0+Pj5YtmyZ1vqcHp8//vgDANRJt7yoM7tKlSqFO3fuYPHixbC0tMx1fXZ2dpDL5ZDJZHr3NjMUY2Nj+Pv7q3tlRUVFoV+/fjh06BBmzZqF2bNnGzhCTWnXy7Jly9C6dWuNdTm9XnJ6/i0tLdGjRw/06NEDwNsEWufOnbFp0yYEBgaiRYsWmW6fti9ff/01+vbtq7EuPj4ejx8/1trG2dkZt27dwp07d3I9BGhW9+q0nj9p9530qlevjurVqyM4OBgxMTEICQnBggULMGzYMJw5c0ZdTiKRoEGDBuqhFJ8+fYphw4Zh/fr1+Oqrr/RKTOrSs2dPjB8/Hnv37oWlpWWWw7DmZF/TtsnqMyS9tB5JnTp1QlBQUOY7kU+USiVq1aqFe/fu6exJl53PxOy+N9J6X9++fTsnoedKdtrOr88zXbK69tLOh673WU7o+94kIiKi3Mn9QOlERERE9EFp3rw5KlasiPv372P69OmZlo2JicHVq1cBvJ1HxNTUFH/99ZfOuZTWrl0L4O3cLwXxLXhdD3RTUlLUc53Vr19fvfzly5ewsLDQSrYBwKZNm/IvSD3Vq1cPALB582atdTExMer5dvLDy5cvAege4urly5c5bjutXl3DZBbUMW/atCkAYOvWrXpvkzYXWkpKitY6Y2Nj+Pn54cWLFzh69GiexFhQXFxc1EPhpc1jBGS+vwUpJ9dLVrHn5PzrUqdOHfTu3RuA5rHLSGb78ttvv+nsXZMW648//pibUAH8N5/Yrl27EB0drbU+7V7dsGHDTOuxtLTEjBkzIJFIstzv4sWLIzg4GIB+xygjpUqVQqtWrVCsWDH06tUry16hOdnXtG1+++03rfLR0dHYv3+/1vK8upZy686dOwCgc27BLVu2qHvipbdhwwYAmp+J2d2fEiVKoHz58nj+/LnW/Hb5LS3Wn376KcueaTn9PMvJfTDtmtq4caPO467v+ywnsvPeJCIiouxhwo2IiIiIskUikWDt2rVQKBQIDg7G+PHjERsbq1FGCIHt27fDx8cHZ8+eBfB23qX+/ftDpVJh8ODBGtvcvHkTX3/9NQBg6NChBbIfJ06cwMqVKzVinjJlCqKiolC1alV1EgsAvLy8EB0drZWkW7hwIQ4fPlwg8Wamc+fOsLGxwd69e9UJQ+Dt3D1jx45FTExMvrVdpkwZSKVSHDp0SCORmpCQgM8++wwvXrzIUb1eXl4AgO+//15j+ebNm/Hzzz/nPOBsGDVqFExNTTFixAjs2LFDa/2LFy/w3XffIT4+Xr0s7UH2jRs3dNb51VdfQSqVom/fvjh+/LjW+ocPH2Lp0qV5tAc5s3DhQvz7779ay/fu3QtAc46qrPa3oKRdLz/++KPGQ/Vjx45h7ty5OrfJKvbsnv+oqCisXr0acXFxGuUSExPV9wl95uFL25cVK1YgOTlZvfzatWsZzv81fPhwKBQKfP/99xr3AODtfWD37t1ZtpumdOnSaNWqFV6/fo1hw4ZpxHDq1CksW7YMRkZG+OKLL9TLf/nlF/z9999ade3duxdCCI39/v7773X26tmzZw+A3M1VCAA7duzAs2fP9Hof5WRfO3fuDFtbW/W8WGlSU1MxatQo9TyN6dWpUwdNmjTB4cOHMWLECK0yKpUK+/fv13lP0Fd0dDRq166NP/74Q2M/ACA5ORlff/01Ll68CFNTUzRv3lxr+8jISISEhGgs+/HHH3Hq1Ck4Ojqiffv26uU5uTeOGzcOwNtrNe2LOGliY2MznSM1Nzp06AAvLy9cunQJ48aN00qKXbx4Effv3weQ88+znNwH/fz8ULlyZdy9exeTJ0/WuG9t3boVv//+O8zNzREYGKh3nbpk571JREREeUAQEREREeXA8ePHhYODgwAglEqlaNKkiejRo4do1aqVerlCoRB//vmnepuYmBjh7e0tAAh7e3vRuXNn0bJlS6FQKAQAERQUpNWOq6uryOjP1ilTpggAYtWqVVrr7t69KwAIX19fjeV9+/YVAMTnn38uJBKJqFWrlujevbuoWLGiACAsLCzE+fPnNbZZu3atACAAiIYNG4ru3buLChUqCKlUKkaMGCEAiL59++ps5/DhwxkeQ137llHcWe3zxo0bhVQqFQBEgwYNRPfu3YWnp6ewsrISvXr1EgDEunXrMoxFVwyurq56lR84cKAAIExNTUWrVq1Ep06dhIODg7CzsxOBgYE6483svAohxJEjR4SRkZEAILy9vUX37t2Fj4+PACC+/PJLnccoJ9dDGl9fXwFA3L17V2P5li1bhKmpqQAgypYtK9q1ayfatm0rqlWrJkxMTAQA8fLlS3X5Bw8eCIVCIYyMjETz5s1F//79xYABA8T169fVZZYsWaLetypVqoiOHTuKVq1aiUqVKgkjIyNhZWWlEYM+11JGDh8+LAAIBwcH0bdv3wx/0l8bVlZWQiqViurVq4suXbqIzp07i7JlywoAws7OTty+fVtdNj4+Xtjb26uPbb9+/cSAAQPEiRMnMj3uq1atEgDElClTdMad2fWn63jcuHFDmJmZCQCiQoUKolu3bqJhw4ZCIpGor5d368sqdiGyd/4vXLigvh82atRI9OjRQ7Rt21YUL15cABC1atUSiYmJmZ8wIcSzZ8+Eo6OjACDc3d1Fly5dRNOmTYVMJhOdO3fO8L3z66+/CplMJgCISpUqiW7duomAgABRokQJrfJZvf/u378v3N3d1cetW7duokmTJurrdv78+Rrl27ZtKwAIDw8P0a5dO9G9e3dRt25dIZFIhJGRkdiyZYu6bNWqVdXnqWPHjqJr166iWrVq6nvIyZMnszxGQvz3fp85c6Ze5QcNGqTz/pDdfRVCiM2bN6vvt/Xr1xfdu3cXHh4ewtLSUvTs2VNnO48fPxZVqlQRAIStra1o3Lix6Nq1q2jQoIH6Glm4cKHGNtm5D798+VL9OWVpaSk++ugj0b17d9GiRQvh5OQkAAgjIyOxevVqje3SjuPAgQOFTCYTFStWFN27dxc1a9YUAIRMJhN79uzRai+790YhhBgyZIg6jrTPUl9fX2Fpaal1j8ho3zO7djO6j1+5ckX9nipRooTo1KmTaNeunShfvrzWvSQnn2fz589X32e7desmBgwYIMaOHaten9E9/PLly6JYsWICgChfvrzo3r27qF+/vgAgjI2NxaZNmzTK5+Tvg+y8N4mIiCj3mHAjIiIiohx7/fq1mDdvnvD19RXFixcXxsbGwtraWtSuXVtMmTJF3Lt3T2ubN2/eiJCQEFGhQgUhl8uFhYWFaNCggfj11191tpFfCbfDhw+LHTt2iLp16wqlUimsrKxE27ZtxdWrV3W2tWvXLlGnTh1hYWEhrK2tRdOmTUVoaKg6oWHohJsQQuzfv180aNBAmJqaCmtra9G2bVtx/fp18cknnwgAYu/evRnGoisGfR/0pqSkiPnz54sKFSoIhUIhHBwcRM+ePUVERESG8Wb1wF8IIU6dOiUaN24sbGxshIWFhahXr57YsmVLhscoPxJuQghx8+ZNMWjQIFG6dGkhl8uFlZWVKF++vOjXr5/YuXOnUKlUGuX37dsn6tevL8zNzdUPwN+9Ds6dOyd69uwpnJ2dhUwmE7a2tqJKlSpi8ODBIjQ0VKNsXiTcsvoZNmyYepuff/5Z9OjRQ5QtW1ZYWFgICwsLUaFCBfHll1+Khw8farVx9uxZ0axZM2FlZSUkEonGOSiohJsQQly7dk18/PHHwt7eXiiVSlG9enXx448/ZlpfZrGn0ff8x8TEiHnz5omWLVsKNzc3oVAohJ2dnahZs6ZYvHixiIuL07k/uty7d0/06NFDlCxZUigUClG+fHkxc+ZMkZKSkul75+LFi6JHjx7CyclJyGQy4eDgIHx9fcXixYs1yunz/nv27JkYNWqU8PDwECYmJsLa2lr4+/uLffv2aZU9cuSIGDx4sKhWrZooVqyYUCgUwsPDQ/To0UPrCwzbt28X/fv3FxUrVhTW1tZCqVQKLy8v8emnn4pbt27pfYzyKuGW3X1Nc/DgQdGwYUOhVCqFtbW1+Pjjj8XVq1czvQ/FxcWJBQsWiNq1awsLCwshl8uFm5ub8Pf3F0uXLhVPnz7VKJ+d+7BKpRInT54UkydPFo0aNRKurq7CxMREmJqairJly4pPPvlEXLp0SWu79PGePHlSNGnSRFhYWAhzc3PRpEkTjQT0u7J7bxRCiD/++EP4+/sLGxsbYWJiIlxcXET79u3F7t279dr3nCTchHib8Bw1apTw9PQUcrlc2NjYiGrVqomJEyeK58+fq8vl5PMsOTlZTJw4UXh4eKiT3uljz+weHhkZKQYOHKj+LLCzsxPt2rUTZ86c0Sqbk78PsvPeJCIiotyTCJHFINZERERERO+RwMBArFmzBocPH4afn5+hw8l3KpUKVapUwdWrV/Ho0SM4OjoaOiQiIiokgoODERISglWrVuV6+EIiIiKiDx3ncCMiIiIieg88ePAAT5480ViWnJyM8ePH4+rVq2jcuDGTbURERERERET5xNjQARARERERUe4dO3YMvXr1Qo0aNeDq6orY2FhcunQJDx8+hK2tLZYsWWLoEImIiIiIiIjeW+zhRkRERET0HvD29kbv3r3x4sUL7N27FwcPHoSJiQk+/fRThIWFoUKFCoYOkYiIiIiIiOi9xTnciIiIiIiIiIiIiIiIiHKBPdyIiIiIiIiIiIiIiIiIcoEJNyIiIiIiIiIiIiIiIqJcMDZ0AESFhRACr1+/NnQYRERERERERERERERUiFhYWEAikWRahgk3ov97/fo1rKysDB0GEREREREREREREREVIq9evYKlpWWmZSRCCFFA8RAVauzhRkRERERERERERU1sbCxKlCgBAHj48CHMzMwMHBER0fuHPdyIskEikWSZoSYiIiIiIiIiIipMjIyM1L9bWloy4UZEZCBSQwdAREREREREREREREREVJQx4UZERERERERERERERESUC0y4EREREREREREREREREeUC53AjIiIiIiIiIiIiKqKMjIzQqVMn9e9EuZWamork5GRDh0FUYGQyWZ7cPyVCCJEH8RARERERERERERERURElhMDjx48RHR1t6FCICpy1tTUcHR0hkUhyXAd7uBERERERERERERERfeDSkm329vZQKpW5SjwQFRVCCMTFxeHJkycAACcnpxzXxYQbUTqpqalQqVSGDoOIiIiIiIiIiIiowKSmpuLly5coXrw4bGxsDB0OUYGSy+VQqVR4+vQpbGxstIaXlMlketXDhBtROvfu3UNSUpKhwyAiIiIiIiIiItJLXFwcqlevDgC4cOEClEqlgSOiokilUiElJQUymYzPR+mDJJPJkJKSgoiICEilUo11Xl5eetXBhBtROklJSTAyMoKxMd8aRERERERERERU+KWmpqp/l8vlkMvlBoyGiqqUlBQkJydDKpVyKEn6IKVd+zKZTCM/kJKSoncdzCoQvcPY2FjvLqJERERERERERESGlP45lkwm43MtyhGJRKJOtDHhRh8qXQm37JBmXYSIiIiIiIiIiIiIiKjwO3LkCORyOaKjo/XeZtq0aahZs2b+BZVOs2bNMGrUqAJpKyfePRaffPIJOnXqVOBx/Pzzz7C3t8/WNl5eXli8eHE+RZQ1JtyIiIiIiIiIiIiIiKhIejeBVbduXURGRsLKyipf23lfjRgxAnv37jV0GEUSh5QkIiIiIiIiIiIies/cfR6P+6+SUMrKBO7FTA0dDlGBMTExgaOjo6HD0CKE0JhzsbAyNzeHubm5ocMoktjDjYiIiIiIiIiIiKgAvYxLztOf9PVGvIjH4C230HPddYzd+Q96rruOwVtuIeJFfJ63qysGooL0ySef4OjRo/j2228hl8shl8vx888/aw0puWLFCnh4eMDa2hqdO3fGokWLdA5XuG7dOnh5eaF48eLo1asXXr9+nWE7ERERmcaWNrTl/v37UbduXVhYWOD48eMAAJVKhfHjx8PR0REuLi6YNm2axrZRUVHo2LEjbG1tYWdnhx49euDff//V65hcvnwZ/v7+KFasGOzs7FCnTh2EhYUB+G+Yxm3btqFixYqwtLREixYtcO/ePfX2WQ2vef78eZQqVQqzZs0CALx69Qqff/45SpUqBTs7OwQEBODy5cu5jvVdd+7cQceOHeHs7AxbW1vUq1cPBw8e1Cr35s0b9OnTB7a2tnBzc8PSpUv1iiUvsIcbERERERERERERFXrxyYW/Z4i+Wv30d57VJVKSYFraBwDQ6efrMJKZwEIhw9IeNVDT3QZn777EV39cQa9116ESedasloOfV8m/yguQqczI0CEUGkIIpCQmGqRtY7kcEokky3Lz58/HrVu3UKFCBUyZMgUAcO3aNY0yJ0+exJAhQzB9+nS0bt0ahw4dQkhIiFZd//zzD7Zv344//vgDL1++RM+ePTF37lxMnTpVZzvFixfXa1+++uorzJo1C+7u7rC2tgYArF27FsOGDcOxY8dw5swZfPLJJ6hbty6aNm0KIQQ6d+4MMzMz/Pnnn0hJSUFQUBB69eqFAwcOZNle3759Ua1aNSxevBhGRka4fPkyZDKZen1cXBxmz56NFStWwMTEBEFBQejduzdCQ0OzrPvIkSPo3Lkzpk2bhkGDBkEIgXbt2sHGxgbbtm2DpaUlfvrpJzRv3hx///03bG1tcxVrerGxsWjevDlCQkIgl8uxdu1adOjQAVeuXIGLi4u63IIFCzB27FhMnDgRBw4cwOjRo1G2bFk0bdo0y/3LLSbciIiIiIiIiIiIqNBrsky/HhMfGomxCew7B6tfqwQwo31ltKriBABoVcUJAgJDfr2Qr3G8L+fnZFB1Q4dQaKQkJuL7gT0M0vZny3+FTKHIspyVlRVMTEygVCrVw0jeuHFDo8x3332HgIAAjBw5EgDg5eWF06dPY/fu3RrlVCoVfvrpJ1hYWAAAevTogcOHD2fYjr4mT56sleypXLkyJk6cCADw9PTEsmXLcPjwYTRt2hQHDx7ElStXcOPGDTg7OwMAVq1ahWrVquHcuXPw8fHJtL179+5h5MiRKFeunLr+9JKTk7Fo0SLUqlULAPDTTz+hatWqOHv2bKY927Zv347+/ftj6dKl6Nq1KwAgNDQUf//9N+7fvw+5XA4AmD17NrZv347ff/8dn3zySa5iTa9KlSqoUuW/xH5ISAi2bduGnTt34osvvlAvr1u3LkaPHg3g7bk+deoUFi9eXCAJNw4pSURERERERERERPQeqeluo/G6lnvmvUyI3mc3b97USiTpSlq5urqqk20A4OjoiCdPnuS6fW9vb61llSpV0njt6OiIp0+fAgCuX7+OUqVKqZNtAFC+fHlYW1vj+vXrWbY3bNgwfPbZZ2jevDnmzp2LO3fuaKw3NjbWiKlcuXJZ1n327Fl069YNK1asUCfbgLfDS7558wZOTk6wtbVV/0REROCff/7JdazpxcbGYvz48ahatSrs7e1ha2uLGzduaAyHCQB16tTReF27dm29jlteYA83IiIiIiIiIiIiKvTelyELgfzvDXb27kt1DzcA+Ovui3xtD3i/zg+9ZSyX47Plvxqs7bwihNAanlII7fFV3x3KUCKR6CyXXWZmZnq1pVKp1LHpGk4zo+XvmjRpErp27Yo9e/Zg3759mDp1KtauXYu2bdtqtPeuzOouXbo0bG1tsXr1arRo0QImJibqmJycnLB//36tbdKGz8xtrGnGjRuHAwcOYPbs2fDw8IBCoUD37t2RlJSUZTv6HLe8wIQbERERERERERERFXrv09xauz6plHUhPcXFxcG3ztveKkdOh2HGkSeYtO0KBARqudvir7svMHnb36he0hxft3DLs3bf9T6dH3pLIpHoNayjoclkMqSmZjzHY9myZXH27FmNZefPn8/zdvJK+fLlce/ePdy7d0/dyy08PByvXr1SD72YFS8vL3h5eWHYsGHo3bs31qxZo05ipaSkICwsTN3r78aNG4iOjkbZsmUzrK9YsWLYuHEjmjVrhp49e+LXX3+FTCZDtWrV8PjxYxgbG8PNzS1H+5tZrOmdOHECffr0Ua978+YNIiMjtcqdOXNG4/Vff/2V6b7lJSbciIiIiIiIiIiIiAqQjVKWdSE9ySFDfHy8ut7pLd0RvC9CY862Wi4WCA5wg7UpHwfT+8fV1RVnz55FREQEzM3N1T3F0nzxxRdo0qQJFi1ahFatWiE0NBT79u3Ldq+nd9uxtbWFVJr3s3Y1adIElStXRmBgIObNm4eUlBQEBQWhUaNGOoenTC8+Ph7jxo1Dhw4d4ObmhgcPHuDcuXNo3769uoxMJsOIESOwYMECyGQyDB8+HLVr1850/jYAsLe3x759++Dv74/evXtj7dq1aNKkCerUqYPOnTtj+vTp8PLywqNHj7B37160adMm03j1iTU9Dw8PbN26Fa1atYJEIkFwcLDWuQaAU6dOYd68eWjTpg0OHjyILVu2YOvWrZnuW17hHG5ERERERERERERE7wlrU2MsalcG63qWw+zWpbGuZzksalemQJJtxi9vQx5xCMYvb+d7W0RpRowYASMjI1SrVg0lS5bUmtOrXr16+Pbbb7F48WLUrFkT+/fvR1BQEBTZ7L33bjtRUVF5uRtqEokEv/32G6ytrdGkSRO0aNEC7u7uWLt2bZbbGhkZ4cWLFxgwYAAqVaqEnj17IiAgAJMnT1aXUSqV+PLLL9GnTx80atQICoUCv/zyi16xOTo6Yt++ffj777/Rt29fqFQqbNu2DQ0aNMCgQYNQqVIl9O7dG5GRkbC3t891rOnNnTsXNjY28PX1RYcOHdCsWTNUr15dq9zw4cNx4cIF1K5dGzNnzsTs2bPh7++v1/7llkTkxSCkRO+JmzdvQi6Xa42hS0REREREREREVBjFxcXB09MTAHDn8hkolcoCj0GSEA3r48GQP/pv2L5Ep5qIbhAMobAu8HgyozK1NXQIhVJKSgpiYmLg4uKS7URUUfT555/jxo0bOHTokKFDKVA///wzvvzySzx58sTQoRQ6CQkJiIqKgqWlJYyN//uCQnJyMlxdXfWqg32IiYiIiIiIiIiIyGAkyXGGDqFIS3/8HNY3hZlJ9obJy5sgpIDcEui8GnCpB0SdhHzHcDhs/hgQ2kO+GdKjfmGGDqFwSkn9/7kShe6c5YUFCxeiaZMmUJqZYd++ffjll1+w+Jtv3u6rhAMBUt5gwo2IiIiIiIiIiIgMxmlV5nMSUeZikwrBAGZCBXy8CKj4/7mXKrYHhAA29zNoWLrwetMtwdwZsfXnwyQ6BSbGBkja5rPzJw5jwby5eB0bh9IuJbF46mh81rYO8DwcSXYVc1Tn4MGDsX79ep3runfvjqVLl+Ym5AxVq1Ytw+Esly5diu7du+dLuzlRlGLNCxxSkigdDilJRERERERERFSwSvxY3tAhFGmxSQLmM18DAN6MtzBMDzcAGHUTsHD47/Xrf4H5XoaJhbItwdwZd+vPh3vJ4lC8hwm3zOQ04fbkyRPExMToXGdpaZnlHGY5FRkZieTkZJ3rHBwcYGFhkS/t5kRRipVDShIREREREREREVGRxiH+cic+IQG+v1YDAEgNmSeJOvlfDzcAiDxhuFgywetNt+SUVKTGJSLJ2hVSudzQ4RQJ9vb2+ZZUy4y+yZ/CoCjFmheYcCMiIiIiIiIiIiKDETKloUMo0hQyJTYcvAgAePX/n4Jm8+dwmOwaBYkQgGt9IPIExO4vkeRUCy+bLjRARBnj9ZYBSQogSQYg4ZxmRDnEhBsRERERERERERFREaYytdW5PPJNJB7GPUQJZQm4mudfT5OXzb6BzaEvIU83Z1tSqXp42XgeVAqbfGuXiKgwYcKNci00NBQfffQRpkyZguDg4BzXExwcjJCQEBw+fBh+fn55Fh8REREREREREVFhFZ0Uned1xiTHYHH4Ylx5eUW9rLJNZQSVD4KlzDJP27I2sYZKYYPnLVfA+OVtGL2KQqqVC1JsyuRpO0REhR0TbkRERERERERERPReSEhNMHQI2db1SNdcba9KVOHGlzcAAGXnlYVULoVUIoW5zBzzfOfB28EbYf+GYeqpqRh0ahBUQpUXYatta7ztvxeWpd7+AEAhOBcKI4WhQyCiDwgTbkRERERERERERPReaHuoraFDMIjU16kar1VChcl1JyPALQAAEOAWAAGB0UdG53nbhfmY72u2z9AhENEHhLMfEhEREREREREREb1nvB28NV77OPgYKBKignXkyBHI5XJER0frvc20adNQs2bN/AsqnWbNmmHUqFEF0hYVLPZwI52SkpLwww8/YOfOnbh27RqePHkCKysrNGjQAJMmTUL16tWzrMPNzQ0AcOHCBYwZMwbbt29HTEwMKleujIkTJ6JNmzYZbrtp0ybMmjUL4eHhsLa2RufOnTF79myYmprmaYxERERERERERPT+0BjesIjIrx5iYf+GqXu4AcC5f8/lSztF8ZjT+6VZs2aoUqUK5s+fDwCoW7cuIiMjYWVlla/tEL2LCTfS6cWLFxg+fDgaNmyIli1bwsbGBv/88w+2b9+OPXv24OjRo3pl/JOSktC0aVPEx8ejb9++iI6OxoYNG9CuXTv88ssv6Nmzp9Y2S5cuxZ49e9C2bVv4+flh7969WLJkCZ4/f45169bleYxERERERERERPR+KIpzdm303Zir7ePi4lATb5+BrWmwBkqlEl9f/hrTT0+HgICPgw/O/XsOM07PQBWbKphQZUJehK1WFI85vd9MTEzg6Oho6DC0CCGQmpqadUEqsjikJOlkY2ODqKgohIaG4ocffsCsWbOwadMmhIWFwdjYGF999ZVe9Tx69AjW1ta4dOkS5syZgx9//BF//fUXFAoFhgwZgtevX2ttc+DAAYSFhWHdunVYsGABwsLC4OXlhfXr1+Phw4d5HiMREREREREREZGhWJtY5/rn3bomVZkEd3N3jD4yGh9t+gijj4yGu7k7JlaZmCft6WqbyBA++eQTHD16FN9++y3kcjnkcjl+/vlnrSElV6xYAQ8PD/VoaosWLYK9vb1WfevWrYOXlxeKFy+OXr16qZ9f62onIiIi09jShrbcv38/6tatCwsLCxw/fhwAoFKpMH78eDg6OsLFxQXTpk3T2DYqKgodO3aEra0t7Ozs0KNHD/z777+5O1iU75hwI53kcjlKliyptbxixYr46KOPcPToUSQnJ+tV17Rp0yCTydSvy5Urh/79+yM6Ohrbtml3OR82bBjKli2rfm1qaoru3btDCIGwsLB8iZGIiIiIiIiIiOh9YWVihZk1ZuLHuj8iuGowfqz7I2bWmAkrE/2H2EuNiEDyiZNIzSKpQO8vIQSSE1MN8iOE0CvG+fPno06dOujfvz8iIyMRGRmJUqVKaZQ5efIkhgwZgsGDB+Ovv/5CkyZNMHv2bK260kZP++OPP/DHH3/g2LFjmDt3bobtODs76xXjV199hWnTpuHSpUuoXLkyAGDt2rUwMzPDsWPHMGPGDEyfPh1//vmn+rh37twZL1++xJ9//ondu3fjn3/+Qa9evfRqjwyHQ0pShi5evIg5c+bg+PHjePz4sVby6tmzZ3Bycsq0DplMhjp16mgtb9iwIZYuXYqLFy9q3Shq1KihVT7tJvnuRJd5ESMRERERERERERV9qneeG30oREICqlSs+Pb3mBiokpLU65xhBWcTKyBF/+OjiolBwsKFSL10Wb3MqGoVKEaMgNTSMk9j/5BIra0NHUK2pSSpsHr0KYO0HTi3LmRyoyzLWVlZwcTEBEqlUj2M5I0bNzTKfPfddwgICMDIkSMBAF5eXjh9+jR2796tUU6lUuGnn36ChYUFAKBHjx44fPhwhu3oa/LkyWjatKnGssqVK2PixIkAAE9PTyxbtgyHDx9G06ZNcfDgQVy5cgU3btxQJ/VWrVqFatWq4dy5c/Dx8clW+1RwmHAjnU6ePInGjRsDAPz9/eHp6Qlzc3NIJBJs3boVly5dQmJiYpb1FCtWDFKpdkdKBwcHAMCrV6+01umazNLY+O2lmn6M27yKkYiIiIiIiIgMQ8THGzoEeo+87tDR0CEYzIb//5vSoye0J3DJJqkUUgsLlFy0EEpvb8SFheHRlCmI7T8AUKlyW/sHy3LXTkOHkCmRmgqhUgFC/HeeDXm+VSpAJdGvrBCacaf1jlOpAJUKN2/eRNs2bTT2x8fb+23CLd02rq6usDAzUy9zdHDAkydPNOtN344+cQHwrl5dcxshUKlSJY1ljo6OePr/tq6Hh6NUqVJwLllSXaZ82bKwtrbG9fBw+OjosJJndDzLJ/0x4UY6TZ8+HYmJiTh+/Djq16+vse706dO4dOmSXvU8f/4cKpVKK+mWNt6sruRaQcdIRERERERERIYR06q1oUMgonepVHAKCYZl8+YA8PZfIfBgxEgDB1a0Ffb7ncrJCWLiBKgApP7/Wa5ECPQeVNwg8Uii/kGqRL+Em4iPh3j1Cqm3bwMAVA8eAABS//kHqZaWUCUkQLx4oV4PAKqnTwGV6r9tXryAcbrXAIDnz6FKSlIve7edrKTFofj3X6Sm+4KJiI+HcWysZj2xsUiVSpF6+zZUT59CkpKi1Y5ITYV48kTv9nPCyMsr3+r+EDDhRjrduXMHtra2WomsuLg4nD9/Xu96kpOTcfr0adSrV09j+bFjxwAA1apVM3iMRERERERERERE9B+lt7fmaw5h90GSSCSQyQwdRdZMZDKNkdHeVdbdHef+/ltj2fmrV/O8nbxSrnRp3Hv8GPcfP0ap/w9fGX7nDl69fo2ypUvne/uUc0y4kU6urq64efMmrl69ior/HwM6NTUVX375JZ4+fZqtuiZNmoS9e/dC9v+78/Xr17Fy5UpYWVmhbdu2hSJGIiIiIiIiIip4hX2INSpaCnsPovwSr1Lh47v/AAB2uJeGaR4MCRcXFqbu4QYAcefO5brOD11hv9+lpKYiJiEBUldXGMnlhg4nW1zLl8e5S5dwTyaDuZkZ4OQEADAqXRpG1tYYPHo0mjRrhiW7dqFVq1YIDQ3F/lOnIDEyglGZMgAAqa0tJHK5+jUASOzsIDE2Vi97tx1bW1ud0ymlkT58qBGHul5TU0isrDTbMjODxNISRmXKoJmHByovW4b+wcGYN3cuUlJSEDR1Kho1bIhauXieTvmPCTfSaejQodi/fz8aNGiALl26QKFQIDQ0FA8ePICfnx9CQ0P1qsfJyQnR0dGoVq0aWrVqhVevXmH9+vVISEjA8uXL1RNQGjJGIiIiIiIiIjIMiampoUOg94jF71sMHYJBGMXF4WHNmgAA81/XQalU5qq+uJAQPAqZCggBpY8P4s6dw6Op02BUtSqUUybnRcgfpMJ+v5OkpECSlARIJEVuHq8RI0bgk08+QbXq1REfH4/ly5e/XSGVAlIp6jVogG+//RbTp09HcEgImjVrhqCgICxbtuy/fU0bvjL9vkskGsfj3XZu3LgBNze3jANLX2cm9b67TALgt99+w4gRI9CkWTNIpVL4+/tj4cKFRe7cfGiYcCOdWrdujc2bN2PGjBlYu3YtlEolGjdujD/++ANTp07Vux4TExMcOHAAY8eOxZo1a/Dq1StUrlwZkyZNQps2bQpFjEREREREREREVPRJ0/Ug+ZBITUz++93aGtJcJtyUwcGInz5dY842Yx9vmE6YAKmVVa7qJsoPXl5eOHr0qMayPn36aLweMGAABgwYoH79+eefw8PDQ/160qRJmDRpksY2QUFBCAoKyrSdzPj6+iIxMVFr+YEDB7SWbd68WeO1i4sLtmz5ML9EUJRJhBDC0EHQ+yktux8REWHQOLLj5s2bkMvl6uEviYiIiIiIiIiyEvM0EbEvkmBmawLL4kVrKDYq+uLi4uDp6QkAuHXrVq57uKVJjYiA6sFDSEuWgFFmvXjovZCSkoKYmBi4uLhAoVAYOpw8t2DBAjRt2hRKpRL79u3D2LFjsXjxYvTv39/QoVEhkZCQgKioKFhaWsLY+L++asnJyXB1ddWrDvZwIyIiIiIiIiIig0iMTTF0CLmSFJeKi7sf41lkvHqZnaspqrV0hInSyICRZU1uxseClDkjNzcm2ui9ce7cOSxYsACvX7+Gu7s7FixYkOtk2+DBg7F+/Xqd67p3746lS5fmqn4qevjJSkREREREREQftJQklaFD+GDtnn/b0CHkikQCmJgaI2BgJTiVscKj268Quu46Dn5/F4V9TKmPx3kZOoQPmrEJ52EiKki//vprntc5ZcoUjBgxQuc6S0vLPG+PCj8m3IiIiIiIiIjog7Zj1k1Dh0BFlBCAX89yKONtDwAo420PIQT2/3TVwJFljde9YbWfXM7QIRBRLtnb28Pe3t7QYVAhwoQb5ZuiNHcbEREREREREVFOOJWx0nhdwtPaMIHQB0sikcDLy0v9OxERGQYTbkRERERERET0QePQeobzPvSyenT7lbqHGwA8vBVtuGCygdf9+8PU1BSHDx82dBhERB88JtyIiIiIiIiI6IPGuZQMp+WoMoYOIVf+2vwAR9bfgBACJTyt8fBWNI5uuAk7VyVqdSph6PAyxeueiIgobzHhRkREREREREREBiE3K9qPpmp1Lolzvz/SmLPNvrQZfDo4Qa4s2vv2oXr1+CFeP3sCCzt7WDkW7qQpEREVLvzkJyIiIiIiIiIiygG50hj1ezkj5mkiYl8kwczWBJbF5YYO672W8OZ1vtSbGPsG535bhyd3/hvm1N7DCz6de0JuZp4nbSjMLfKknnfFx8ejZcuWAIDdu3fD1NQ0X9ohIqLMMeFGRERERERERESUC5bF5YUq0ZaSmGjoEPLNH5NG5Uu9EokUcqUSrYePQ6nyFXE//CoOLP8We2aHQAhVnrTRedaSPKnnXckJCbh586b6d5k074cLNZYXnuubqKjz8vLCkCFDEBQUZOhQKI8x4UZERERERERERPQe+W3cUEOHUOQIoULTgUNQtm4DAPj/vwI7F83Oszby67wkpqSof/998ijIjfP+kW/3hT/meZ1ERO8bzo5KREREREREREREH7xS5Su+87qSgSIhIkNKTk42dAhURLGHGxERERERERER0Xskv4YuLAzys/fe/fCr6h5ub1//naf159d5iYuLw4Tf9wEAOkydD6VSmS/tEBVWzZo1Q6VKlaBQKLBq1SqYmJhg4MCBmDRpEgAgKioKI0aMwOHDhyGVSuHv74+FCxfCwcEBADBt2jRs374dgwcPxsyZMxEZGYn4+HgoFAp8++232LVrF0JDQ+Hi4oIff/wRdnZ2+Pzzz3Hu3DlUrlwZq1atgoeHBwDgzp07GDNmDP766y/ExsaiXLlymDZtGpo0aWKw40MFhwk3IiIiIiIiIiKi98j7PN9W+2nz86XeE6t/wMEV3wEQKFW+Eu6H/42DK5bB3sML9QMH5Ukb+XVejFNTNdp4n88/FSwhBER8vEHalpiaQiKR6F1+7dq1GDZsGI4dO4YzZ87gk08+Qd26ddGkSRN07twZZmZm+PPPP5GSkoKgoCD06tULBw4cUG9/584dbN68GRs3boSRkZF6+cyZMzFnzhzMmTMHEyZMQJ8+feDu7o7Ro0fD2dkZgwYNwvDhw7Fjxw4AQGxsLJo3b46QkBDI5XKsXbsWHTp0wJUrV+Di4pJ3B4gKJSbciIiIiIiIiIiIqEhQmFvkS70NAgfh5NoVGnO2OZatgHq9BkCeT20SFXYiPh5369Q1SNvup09Bko3empUrV8bEiRMBAJ6enli2bBkOHz4MALhy5Qpu3LgBZ2dnAMCqVatQrVo1nDt3Dj4+PgCApKQkrFq1CsWLF9eot0+fPujUqRMA4Msvv0SjRo3w1Vdfwd/fHwAwZMgQDBw4UF2+SpUqqFKlivp1SEgItm3bhp07d+KLL77I7mGgIoYJNyIiIiIiIiIiIvqgyc0t8NFnw/Hq8UO8fvYEFnb2sHIsYeiw9CKRSFCqVCn170QfokqVNOdcdHR0xNOnT3H9+nWUKlVKnWwDgPLly8Pa2hrXr19XJ9xcXFy0km3A20ReGnt7e6227O3tkZCQgJiYGFhaWiI2NhZff/01du/ejUePHiElJQXx8fG4d+9enu4vFU5MuBEREREREREREREBsHIsUWQSbWlMTU1x5swZQ4dB7yGJqSncT58yWNvZIZPJNLeXSKBSqSCE0JmIfne5mZmZznqNjf9LoaSVT99W2jKVSgUAGDduHA4cOIDZs2fDw8MDCoUC3bt3R1JSUrb2h4omJtyIiIiIiIiIiIiIiEiDRCLJ1rCOhVH58uVx79493Lt3T93LLTw8HK9evUK5cuXyvL0TJ06gT58+aNu2LQDgzZs3iIyMzPN2qHCSGjoAIiIiIiIiIiIiIiKivNakSRNUrlwZgYGBuHDhAs6ePYv+/fujUaNG8Pb2zvP2PDw8sHXrVly6dAmXL19Gnz591L3f6P3HhBsRERERERERERFRERUfH4+WLVuiZcuWiI+PN3Q4RIWKRCLBb7/9BmtrazRp0gQtWrSAu7s71q5dmy/tzZ07FzY2NvD19UWHDh3QrFkzVK9ePV/aosJHIoQQhg6CqLC4efMm5HK51pi/REREREREREREhVFcXBw8PT0BALdu3YKyiA8BSIaRkpKCmJgYuLi4QKFQGDocogKXkJCAqKgoWFpaaszdl5ycDFdXV73qYA83IiIiIiIiIiIiIiIiolxgwo2IiIiIiIiIiIiIiIgoF5hwIyIiIiIiIiIiIiIiIsoF46yLEH1YUlJSDB0CERERERERERGRXpKTkzV+T/+aSF8pKSkQQgCA+l+iD40QAsnJyRrvgezkC5hwI0rHxMQESUlJSE1NNXQoREREREREREREWUpMTNT43cjIyIDRUFGVmpoKIYT6h+hDk3bt5yY/wIQbUTrOzs5QqVSGDoOIiIiIiIiIiEgvsbGxsLOzAwC4ubnBzMzMwBFRUZSQkIB79+5BJpPBxMTE0OEQFTiVSgVjY2OUKlUKCoUiR3Uw4UaUjpGREb8FRERERERERERERYa1tTWePn1q6DCoiEtNTYVEIoFUKoVUKjV0OEQFTiqVQiKRQCaTQSaT5ayOPI6JiIiIiIiIiIiIiIiI6IPChBsRERERERERERERERFRLjDhRkRERERERERERFRExcfHw8/PD35+foiPjzd0OETvFTc3NyxatChP6oqIiIBEIsHFixfzpL6iIDAwEO3atTN4HQWFc7gRERERERERERERFVEqlQpHjhxR/05EhZOzszMePXoEOzs7Q4eSK25ubhg+fDiGDx+eZdlvvvkGQgi96o2IiIC7uzsuXLiAatWq5agOQ2PCjYiIiIiIiIiIiIiIKB8ZGRnB0dHRoDEkJydDJpPlezupqamQSCSwsrLKdV15UUdB4ZCSRERERERERERERERUJAkhMGfOHJQuXRqmpqaoWrUqNm/eDCEEmjZtiubNm6t7SEVHR8PFxQUTJkxQb799+3b4+PhAoVDAzs4OHTp00NmOriEho6OjIZFIEBoaCgB4+fIlevbsieLFi8PU1BSenp5YtWpVhtsfOXIEtWrVglwuh5OTE8aNG4eUlBT1ej8/PwQFBWHMmDGwtbWFo6MjgoOD9T42EokE33//Pdq2bQszMzN8/fXXAIAdO3bA29sbCoUCpUuXRkhIiEa7wcHBcHFxgVwuR4kSJRAUFKSOJzIyEiNGjIBEIoFEIgEArF69GtbW1ti5cycqVKgAuVyOyMhIreEgVSoVZs+ejTJlykAul8PFxQXTp08HALi7uwMAqlevDolEAj8/PwDaQ0omJiYiKCgI9vb2UCgUaNCgAc6ePateHxoaColEgoMHD8LHxwdKpRL16tXDjRs39D5uOcUebkREREREREREREREpEEIgfgUw8wLaGpsqk7mZGXixIn4/fffsWzZMnh6euLo0aPo1asXihcvjjVr1qBy5cpYvHgxhg0bhs8++wwODg7qpNWuXbvQoUMHTJgwAb/88guSkpKwa9euHMc9adIkXLt2DXv27IGdnR1u376d4dyKDx48QMuWLREYGIiff/4Z169fx8CBA6FQKDSSamvWrMHIkSNx5swZnDp1CoGBgahfvz6aNWumV0xTpkzBzJkzsXDhQhgZGWHfvn3o1asXFi9ejIYNG+LOnTv49NNP1WU3b96MhQsXYsOGDahYsSIeP36MS5cuAQB+//13VK1aFZ9++ikGDhyo0U5cXBxmzpyJn376CcWKFYO9vb1WLOPHj8fy5cuxcOFCNGjQAI8ePcL169cBAH/99Rdq1aqFP//8ExUrVoSJiYnO/RkzZgy2bNmCNWvWwNXVFXPmzEFAQABu374NW1tbdbkJEyZg/vz5KF68OD777DP0798fJ06c0OuY5RQTbkRERHns1r+vEfE8Dm7FlPB0sDB0OERERERERERE2RafEo/av9Y2SNtnepyBUqbMslxsbCwWLFiAQ4cOoW7dugCA0qVL4/jx4/jhhx/w66+/4ocffkDv3r3x77//YseOHbhw4YJ6WMXp06ejW7duCAkJUddZtWrVHMcdFRWF6tWrw8fHB8Db+c4y8t1338HZ2RnffvstJBIJypUrh4cPH2Ls2LGYPHkypNK3AxRWqVIFU6ZMAQB4enri22+/xcGDB/VOuPXo0QP9+/dXv+7duzfGjRuHvn37Anh7vKZNm4YxY8ZgypQpiIqKgqOjI5o2bQqZTAYXFxfUqlULAGBrawsjIyNYWFhoDY+ZnJyM7777LsPj9/r1a3zzzTf49ttv1W17eHigQYMGAIDixYsDAIoVK5bh0JuxsbFYtmwZVq9ejRYtWgAAli9fjgMHDmDFihUYPXq0uuz06dPh6+sLABg3bhxatWqFhIQEKBQKvY5bTjDhRkREH4znbxLztf6XcUmY8MffOHP3hXpZbXdbTG9fCTZK3d/KySvFzOX5Wj8RERERERERUWFz7do1JCQkaCWfkpKSUL16dQBA586d8ccff2DmzJlYtmwZvLy81OUuXryo1VMrNz7//HN07NgR58+fh7+/P9q1a4d69erpLBseHo66detq9OSrX78+3rx5g/v378PFxQXA24Rbek5OTnjy5IneMaUl/9KEhYXh7Nmz6qEcgbdzriUkJCAuLg6dO3fGokWLULp0aTRv3hwtW7bExx9/DGPjzNNJJiYmWrG+u7+JiYlo0qSJ3rG/686dO0hOTkb9+vXVy2QyGWrVqoXw8HCNsuljcXJyAgA8efJEfVzzAxNuRESkl7iklKwLFXLeX/+Zr/VLJYCFQoalPWqgprsNzt59ia/+uAL/hUehEvnaNK5NDcjfBgqQ0oR/nhAREREREWWHUpl1TyCi7DI1NsWZHmcM1rY+VCoVgLdDQ5YsWVJjnVz+9svJcXFxCAsLg5GREW7duqXZjql+7QBQ9zhLmw8OeNurK70WLVogMjISu3btwp9//okmTZpg8ODBmDdvnlZ9QgitYTPT6k6/PK03XhqJRKLeb32YmZlpvFapVAgJCdE5V51CoYCzszNu3LiBAwcO4M8//8QXX3yBuXPn4siRI1qxpGdqmvkwoNk51hnRdXzSlr+7LH2saeuyc9xygk+0iIhILxUm7zN0CIWeSgAz2ldGqypvvzXTqooTBASG/Hoh39t+n85PxKxWhg6BiIiIiIioyDAzM0NsbKyhw6D3kEQi0WtYR0OqUKEC5HI5oqKi1MMHvmvUqFGQSqXYs2cPWrZsiVatWqFx48YA3vaCOnjwIPr165dlW2lDHj569Ejde+7ixYs6ywUGBiIwMBANGzbE6NGjdSbcKlSogC1btmgki06ePAkLCwut5GFeqlGjBm7cuIEyZcpkWMbU1BRt2rRBmzZtMHjwYJQrVw5XrlxBjRo1YGJigtTU1Gy36+npCVNTUxw8eBCffPKJ1vq0Odsyq7tMmTIwMTHB8ePH0aNHDwBvk57nzp3D8OHDsx1TXmPCjYiIKA/VdLfReF3L3TaDkkRERERERERElBsWFhb48ssvMWLECKhUKjRo0AAxMTE4efIkzM3NYWdnh5UrV+LUqVOoUaOGeu6yy5cvw8bGBlOmTEGTJk3g4eGBbt26ISUlBXv27MGYMWO02jI1NUWdOnUwa9YsuLm54dmzZ5g4caJGmcmTJ8Pb2xsVK1ZEYmIidu7cifLly+uM/YsvvsCiRYswdOhQDBkyBDdu3MCUKVMwcuRIdW+6/DB58mS0bt0azs7O6Ny5M6RSKS5fvowrV67g66+/xurVq5GamoratWtDqVTil19+gampKVxdXQG8nZfu6NGj6NatG+RyOezs7PRqV6FQYOzYsRgzZgxMTExQv359PH36FFevXsWAAQNgb28PU1NT7N27F6VKlYJCoYCVlZVGHWZmZvj8888xevRo2NrawsXFBXPmzEFcXBwGDBiQ58cqu5hwIyIivbwPQxYWRC+ws3dfqnu4AcBf6eZzy0/vw/khIiIiIiIiIsquadOmwd7eHjNnzsQ///wDa2tr1KhRA+PHj0fXrl0RHByMGjVqAACmTJmC/fv347PPPsPGjRvh5+eH3377DdOmTcOsWbNgaWmJRo0aZdjWypUr0b9/f/j4+KBs2bKYM2cO/P391etNTEwwfvx4REREwNTUFA0bNsSGDRt01lWyZEns3r0bo0ePRtWqVWFra4sBAwZoJfHyWkBAAHbu3ImpU6dizpw5kMlkKFeunLrXmbW1NWbNmoWRI0ciNTUVlStXxo4dO1CsWDEAwNSpUzFo0CB4eHggMTFRY4jNrEyaNAnGxsaYPHkyHj58CCcnJ3z22WcAAGNjYyxevBhTp07F5MmT0bBhQ4SGhmrVMWvWLKhUKvTu3RuvX7+Gj48P9u3bBxsbG62yBU0isnM0iIiIirDnbxLztf4v1p3HrSdvMLVtRdRyt8Vfd19g8rar8LQ3x3c9a+Rr28XM5flaPxERERERERVOCQkJ6NixIwBgy5YtUCgUBo6IiqKEhATcvXsX7u7uvIbog5QX7wH2cCMiog9GfiellvXyxrANFzTmbGvoaYdvulWHrZlJvrZNREREREREH6bU1FTs3r1b/TsRERkGE25ERPR+e3IdePEPYFsasC+Xr03ZmpnglwG1cevf14h4Hge3Ykp4Oljka5tERERERERERPThWbduHQYNGqRznaurK65evVrAERETbkRElHuxzwwdgba4F8DO4UDkif+WudYHWi8ClLb52rSnOeBpbgQgEYjNYBhLM/0mlCUiIiIiIiIiInpXmzZtULt2bZ3rZDJZAUdDABNuRFRYJMUaOgLKjbkeho5Am0QKyC2BzqsBl3pA1Elgx3Dgu9qAUBk6OuCrh4aOoOCZmBk6AiIiIiIiIiKi94KFhQUsLDiyUmHChBsRFQ4zShg6AnrfCBXw8SKgYvu3ryu2B4QANvczaFhqH+I1H/zK0BEQERERERERERHlC6mhAyAiIso3LvU0X7vWN0wcRERERERERERE9F5jDzciKhw+xOH13ieFtbdW1Mn/ergBmvO5GRqveSIiIiIiIiIiovcGE25EVDhwbqeibfQdQ0egbVMfYNeXb4eRdK3/Ntm2ezTg2gDossbQ0fGaJyIiIiIiojxhZmYGIYShwyAi+uAx4UZERLlnZmfoCLR1+QXYMkBzzrbSHwEdVwBmxQwXFxEREREREREREb13OIcbFRrBwcGQSCQIDQ01dChE9D4wKwb02Qp8cQbotv7tv322Fkiy7U70HRyOOow70YWw5x8RERERERER0XvEz88Pw4cPN3QYuRYYGIh27doZOgzKBfZwIyKi95t9ubc///ci4UW+NRWdGI2pp6Yi7N8w9TJvB29MrjsZ1nLrPG3LVmGbp/URERERERFR0ZSQkIDevXsDAH755RcoFAoDR0RE9GFiwo2IiPJEXHKcoUPQi+9G33yrWyqRwlxmjnm+8+Dt4I2wf8Mw9dRUtN/WHiqhytO2zvQ4k6f15TelTGnoEIiIiIiIiN5Lqamp2Lx5MwBg9erVhg2G6D2RnJwMmUxm6DCoiGHCjYiI8kTtX2sbOgSDUwkVJtedjAC3AABAgFsABARGHxmd520VteN9pe8VQ4dARERERERERO8plUqFMWPG4KeffoKJiQk+++wzBAcHq9dHRUVh6NChOHjwIKRSKZo3b44lS5bAwcEBwNvpjrZu3YqgoCB8/fXXiIiIQGpqKrZs2YKQkBDcvn0bSqUS1atXx7Zt22BmZgYAWLVqFebMmYO7d+/Czc0NQUFB+OKLLzKMc/PmzZnWBwDz5s3D/PnzkZSUhG7dumHRokXq5N/Lly8xbNgw7NixA4mJifD19cXixYvh6emp3v7kyZMYN24czp49Czs7O7Rv3x4zZ87UaIPyB+dwowIVGhoKiUSC4OBgnDp1CgEBAbC2toZEItEot2nTJtSoUQOmpqZwcnJCUFAQ4uPjdda5Zs0a1KlTB+bm5jA3N0edOnWwZs2agtgdIiIt3g7eGq99HHwMFAkRERERERERUS4IASTFGuZHiGyFumbNGpiZmeHMmTOYM2cOpk6digMHDvx/NwTatWuHFy9e4MiRIzhw4ADu3LmDrl27atRx+/ZtbNq0CVu2bMHFixfx+PFjdO/eHf3790d4eDhCQ0PRoUMHiP/Htnz5ckyYMAHTp09HeHg4ZsyYgUmTJmX4bPrRo0eZ1gcAhw8fxp07d3D48GGsWbMGq1ev1ui5GhgYiHPnzmH79u04deoUhBBo2bIlkpOTAQBXrlxBQEAAOnTogMuXL2Pjxo04fvw4hgwZkq3jSTkjESKbVy5RLoSGhuKjjz5Cs2bN1L9XrVoVUVFRKFeuHEJCQtCpUyfs2bMHbdu2hYODA/bu3Yvw8HD06NED69at06hvxIgRWLRoEUqWLImOHTtCIpFgy5YtuH//PkaMGIEFCxYYaE+JPjxFZUjJ/O4ZNs93nrqHGwDsjdibLz3cOKQkERERERERAUBsbCzMzc0BAG/evGEvFsqRhIQE3L17F+7u7v/NA5gUC8woYZiAvnoImOh3Lfv5+SE1NRXHjh1TL6tVqxYaN26MWbNm4cCBA2jRogXu3r0LZ2dnAMC1a9dQsWJF/PXXX6hZsyaCg4MxY8YMPHjwAMWLFwcAnD9/Ht7e3oiIiICrq6tWuy4uLpg9eza6d++uXvb1119j9+7dOHnypFb5rOoLDAxEaGgo7ty5AyMjIwBAly5dIJVKsWHDBty6dQteXl44ceIE6tWrBwB4/vw5nJ2dsWbNGnTu3Bl9+vSBqakpfvjhB3W9x48fh6+vL2JjYznHYyZ0vgeyiUNKkkEcOHAAK1asQP/+/dXL0rr4HjhwAGFhYShbtiwAYPr06ahWrRrWr1+PuXPnokSJtzf5Y8eOYdGiRShfvjxOnToFKysrAEBISAjq1KmDhQsXokOHDmjQoEHB7hzRB6qoJFSOdD2Sb3WPDB2J6aenQ0DAx8EH5/49hxmnZ8DHwQfz/ebnaVtF5XgTEREREREREeW3KlWqaLx2cnLCkydPAADh4eFwdnZWJ9sAoEKFCrC2tkZ4eDhq1qwJAHB1dVUn2wCgatWqaNKkCSpXroyAgAD4+/ujU6dOsLGxwdOnT3Hv3j0MGDAAAwcOVG+TkpKifk79rszqS1OxYkV1si1tP65cuaLeD2NjY9Su/d+XyYsVK4ayZcsiPDwcABAWFobbt29rdFwRQkClUuHu3bsoX768nkeUcoIJNzKI6tWrayTb0hs2bJg62QYApqam6N69O0JCQhAWFqZOuKV1pQ0ODta4iVlZWWHKlCno3r07Vq9ezYQbEWmwVdjqVS7x9m0kRUXBxMUF8jJl9Npmod9CjD06VqNHW12nupjdaDZsFDaZbElEREREREREVMjIlG97mhmq7ewU//8cZ2kkEglUKhWAtwmnd6c00rX83d6hRkZGOHDgAE6ePIn9+/djyZIlmDBhAs6cOQOl8m18y5cv10iApW2nS2b1ubu767UfuqTfD5VKhUGDBiEoKEirnIuLi87tKe8w4UYGUatWrQzX1ahRQ2tZqVKlAADR0dHqZRcuXADwtsvwu9KWXbx4MccxEhV1KS9eGDqEIik1OhqPpkxB/Nlz6mWmNX3gFBICI2vrTLe1APCdzyzceR2Be7EP4GxWEh4WbkCcQEoczwcAGNvql/AkIiIiIiIiIgOTSPQe1rEwq1ChAqKionDv3j2NISVfvXqVZY8viUSC+vXro379+pg8eTJcXV3xxx9/YOTIkShZsiT++ecf9OzZU+9YMqtPn/1ISUnBmTNnNIaUvHnzpno/atSogatXr6KMnl8ep7zFhBsZhIODQ4brdHW5NTZ+e6mmpqaql8XExEAqlWp0801fv1QqxatXr/IgWgIAVVzRmJ+L/nOrXn1Dh1A0SaWQWlig5KKFUHp7Iy4sDI+mTME/rT8G/v+NIn2UBKACcCvfAi2ayp4PM3QIlANSJYcwJSIiIiIqrJRKJd68eaP+nYg0NW3aFFWqVEHPnj2xaNEipKSk4IsvvoCvry98fHwy3O7MmTM4ePAg/P39YW9vjzNnzuDp06fq5FZwcDCCgoJgaWmJFi1aIDExEefOncPLly91JtCyqi8rnp6eaNu2LQYOHIgffvgBFhYWGDduHEqWLIm2bdsCAMaOHYs6depg8ODBGDhwIMzMzBAeHo4DBw5gyZIlOTh6lB1MuJFB6OrCm12WlpZQqVR4+vQp7O3tNdY9efIEKpUKlpaWuW6H3rpRw9vQIRAVDJUKTiHBsGzeHADe/isEHozI+ptGlDXeS4qm8tfDDR0CERERERFlQCKRaA2FR0T/kUgk2Lp1K4YOHYpGjRpBKpWiefPmWSagLC0tcfToUSxatAgxMTFwdXXF/Pnz0aJFCwDAJ598AqVSiblz52LMmDEwMzND5cqVMXz48BzVp49Vq1Zh2LBhaN26NZKSktCoUSPs3r1bPRRllSpVcOTIEUyYMAENGzaEEAIeHh7o2rWr3m1QzjHhRkVW9erVceHCBYSGhqJLly4a644cOQIAqFatmgEiI6KiTumtmRRSZvJtJyIiIiIiIiIiMpzQ0FCtZVu3btV47eLigm3btmVYR3BwMIKDgzWWlS9fHnv37s207R49eqBHjx56xZlVfatXr9ZatmjRIo3XNjY2+PnnnzNtp2bNmti/f79eMVHeYsKNiqy+ffti5cqVCAkJQfPmzdW92WJiYhASEqIuQ3mDw8AVPexJlHNxYWHqHm4AEHfuXCalKTt4LyEiIiIiIspbiYmJGDRoEADghx9+gFwuN3BEREQfJibcqMhq1KgRhg4diiVLlqBSpUro2LEjhBD4/fffce/ePQQFBaFRo0aGDvO9wfl7ih7PkycMHUKRdH/YMDyeOg0QAkofH8SdO4fH076GsmZNlPxmkaHDK/J4LyEiIiIiIspbKSkpWLNmDQBg6dKlTLgRERkIE25UpC1evBjVq1fHsmXL8OOPPwIAKlasiJCQEPTr18/A0REZlrGtraFDKJJKLV6Mh6O+1JizzaxePZSYPw/GNjYGjIyIiIiIiIiIiIgKK4kQQhg6CCIiosIm8fZtJEVFwcTFBfIyZQwdDpGGFw9j8eppHKyKK2FbgpOjExERERF9yGJjY2Fubg4AePPmDczM+H8Eyr6EhATcvXsX7u7uUCgUhg6HqMDlxXuAPdyIiIh0kJcpw0Qb6RT/OslgbSfEJiN03Q08vBWtXlbC0xp+PctCYSYr0FhMLUwKtD0iIiIiIiIiosKMCTciIiLKseTEVEOHUOBWjj5usLYlEsDE1BgBAyvBqYwVHt1+hdB117E+5AwKesyCT7/xLdgGDUAmNzJ0CERERERERERURDDhRkRERDn247Ajhg7hgyIE4NezHMp42wMAynjbQwiB/T9dLfBYPoRzP/j7xoYOgYiIiIiIiIiKCKmhAyAiIiIi/TmVsdJ4XcLT2jCBEBERERERERGRGnu4ERERUY59CMMKvsvQPbse3X6l7uEGQGM+t4L0IZ57IiIiIqLCSKlU4smTJ+rfiYjIMJhwIyIiohz7EOe46j+3gcHa3vvj3ziy/gaEECjhaY2Ht6JxdMNNlPC0RvNPKxVoLB/iuSciIiIiKowkEgmKFy9u6DCIiiQ/Pz9Uq1YNixYtAgC4ublh+PDhGD58eIHGERgYiOjoaGzdulWv8hEREXB3d8eFCxdQrVq1fI2N9MeEGxEREVE2mFqYGKzt5oMq4cCKqxpztjmXt0GzARVham64uIiIiIiIiIiKot9//x0ymczQYdB7ggk3IiIi0svz+1F4+fgRbBydUKyUi6HD+SCZmpugzbDqePEwFq+exsGquBK2JcwMHRYRERERERlQYmIiRo4cCQBYsGAB5HK5gSMiKjpsbW0NHQK9R6SGDoCIiIjyXlzMqzz7ef7gPjYGj8PqUV9g29xpWD3qC2wMHofnD+7naTtpP5Q12xJmcK9anMk2IiIiIiJCSkoKvvvuO3z33XdISUkxdDhEBW7z5s2oXLkyTE1NUaxYMTRt2hSxsbEIDAxEu3btEBISAnt7e1haWmLQoEFISkpSb+vn55fp8JGrVq2ClZUVDhw4AAC4du0aWrZsCXNzczg4OKB379549uxZruLUZe/evWjQoAGsra1RrFgxtG7dGnfu3NEqd/36ddSrVw8KhQIVK1ZEaGioXrFQ/mAPNyIiokwkJyQYOoQcWTawZ57VJZFIIVcq0Xr4OJQqXxH3w6/iwPJvsWbUFxBClWftpAlasznP6zQEmUJh6BCIiIiIiIiIckwIgfjkVIO0bSozgkQiybLco0eP0L17d8yZMwft27fH69evcezYMQghAAAHDx6EQqHA4cOHERERgX79+sHOzg7Tp0/Psu558+Zh5syZ2LdvH+rUqYNHjx7B19cXAwcOxIIFCxAfH4+xY8eiS5cuOHToUK7ifFdsbCxGjhyJypUrIzY2FpMnT0b79u1x8eJFSKX/9aMaPXo0Fi1ahAoVKmDBggVo06YN7t69i2LFimW5f5T3mHAjIiLKxOK+nQwdgsEJoULTgUNQtm4DAPj/vwI7F83Ol/bel2M+auNOQ4dARERERERElGPxyamoMHmfQdq+NjUASpOs0xePHj1CSkoKOnToAFdXVwBA5cqV1etNTEywcuVKKJVKVKxYEVOnTsXo0aMxbdo0jcTVu8aPH481a9YgNDRUXd+yZctQo0YNzJgxQ11u5cqVcHZ2xs2bN+Hl5ZXjON/VsWNHjdcrVqyAvb09rl27hkqVKqmXDxkyRF122bJl2Lt3L1asWIExY8ZkWDflHw4pSURERFkqVb7iO68rZVCSiIiIiIiIiKhgVK1aFU2aNEHlypXRuXNnLF++HC9fvtRYr1Qq1a/r1q2LN2/e4N69exnWOX/+fPzwww84fvy4RlIsLCwMhw8fhrm5ufqnXLlyAKBzuMfsxPmuO3fuoEePHihdujQsLS3h7u4OAIiKitIoV7duXfXvxsbG8PHxQXh4eKaxUP5hDzciIqJMFNXhDfO6l9j98KvqHm5vX/+dp/WnV1SPOREREREREdH7xFRmhGtTAwzWtj6MjIxw4MABnDx5Evv378eSJUswYcIEnDlzJtPtMhuusmHDhti1axc2bdqEcePGqZerVCp8/PHHmD1be8QfJyenHMeZlkxL7+OPP4azszOWL1+OEiVKQKVSoVKlShrzz+Vk3yh/MeFGRESUiaI6D9fny9flWV07FszEwZXLAAiUKl8J98P/xsGV36NUhUr4eMT4PGsnTVE95kRERERERETvE4lEotewjoYmkUhQv3591K9fH5MnT4arqyv++OMPAMClS5cQHx8PU1NTAMDp06dhbm6OUqVKZVhfrVq1MHToUAQEBMDIyAijR48GANSoUQNbtmyBm5sbjI2zf1wyinPkyJEa5Z4/f47w8HD88MMPaNiwIQDg+PHjOus8ffo0GjVqBABISUlBWFgYhgwZku3YKG8U/ncLERERZZvS0irP6vp45HjsXjJPY8421yrV0XLol3naDhERERERERFRdpw5cwYHDx6Ev78/7O3tcebMGTx9+hTly5fH5cuXkZSUhAEDBmDixImIjIzElClTMGTIkEznbwPeDtW4Z88eNG/eHMbGxhgxYgQGDx6M5cuXo3v37hg9ejTs7Oxw+/ZtbNiwAcuXL4eRUca98jKL8102NjYoVqwYfvzxRzg5OSEqKkqjp116S5cuhaenJ8qXL4+FCxfi5cuX6N+/f/YOIuUZJtyIiIgoU0pLK3SaMA3P70fh5eNHsHF0QrFSLoYOi4iIiIiIiACYmpri7t276t+JPiSWlpY4evQoFi1ahJiYGLi6umL+/Plo0aIFNm7ciCZNmsDT0xONGjVCYmIiunXrhuDgYL3qrl+/Pnbt2oWWLVvCyMgIQUFBOHHiBMaOHYuAgAAkJibC1dUVzZs3zzKBl1mc75JKpdiwYQOCgoJQqVIllC1bFosXL4afn59W2VmzZmH27Nm4cOECPDw8sG3bNtjZ2em1f5T3JEIIYeggiIiIiIiIiIiIiIjIMBISEnD37l24u7tD8Z5M9RAYGIjo6Ghs3brV0KFQEZAX74HM065ERERERERERERERERElCkm3IiIiIiIiIiIiIiKqKSkJIwePRqjR49GUlKSocMh+iBFRUXB3Nw8w5+oqChDh0gFgENKEhERERERERERERVRsbGxMDc3BwC8efMGZmZmBo6IiqL3cUjJgpSSkoKIiIgM17u5ucHY2LjgAqJsy4v3AM8wERERERERERERERFRDhkbG6NMmTKGDoMMjENKEhEREREREREREREREeUCE25ERERERERERERERATOQEUfqry49plwIyIiIiIiIiIiIiL6gMlkMgBAXFycgSMhMoy0az/tvZATnMONKJ3U1FSoVCpDh0FERERERERERKSX5ORkjd/TvybKDgsLC/z7779QqVRQKpWQSCSGDoko3wkhEBcXh6dPn8LS0hIqlUorR6BvEo4JN6J07t27h6SkJEOHQUREREREREREpJf0PZIiIiKgVCoNGA0VZUIIpKam4uHDh0y20QdFCAGpVIrY2FjcvXtXa72Xl5de9TDhRpROUlISjIyMYGzMtwYRERERERERERV+MpkM+/fvBwBYWVlBKuUsQpRzCoUCKpUKQgjO50YfBIlEAolEkuG9MyUlRe+6mFUgeoexsXGuxmklIiIiIiIiIiIqSBUrVjR0CEREHzx+3YGIiIiIiIiIiIiIiIgoF9jDjYiIiIiIiIiIiKiISkpKwpIlSwAAQ4cOhYmJiYEjIiL6MEkEB2IlUrt58ybkcjmHlCQiIiIiIiIioiIhLi4Onp6eAIBbt25BqVQaOCIiovdHcnIyXF1d9SrLISWJiIiIiIiIiIiIiIiIcoEJNyIiIiIiIiIiIiIiIqJcYMKNiIiIiIiIiIiIiIiIKBeYcCMiIiIiIiIiIiIiIiLKBWNDB0BERERERd/d5/G4/yoJpaxM4F7M1NDhEBEREREREREVKCbciIiIiD4wL+OS86yuVwkpmHv4Pi48eKNeVr2kOUZ/VApWirz9U9NGKcvT+oiIiIiIiIiI8goTbkRERETZFJ+caugQcqXVT3/nWV1SCWChkGFpjxqo6W6Ds3df4qs/rqDXuutQiTxrBgBw8PMqeVthPjGVGRk6BCIiIiL6gMjlcuzatUv9OxERGYZECJHHj0KIiq6bN29CLpdDJuM36ImIKGP1Fl8wdAiFytIeNdCqipP69c7LDzHk1w/3GJ0Mqm7oEIiIiIiIiIgoDyQnJ8PV1VWvstJ8joWIiIiI3nM13W00XtdytzVQJEREREREREREhsEhJYmIiIiyqagMbZiRJssu52l9Z+++1Ojh9tfdF3laf5qiftyJiIiIiPJDUlISVqxYAQAYMGAATExMDBwREdGHiUNKEqXDISWJiOhD8DIuOc/qmrgnApHRiZjathJqudvir7svMHnb33C1luPrFm551g4A2Cj5+UxERERE9K64uDh4enoCAG7dugWlUmngiIiI3h/ZGVKSPdyIiIiIPgDGL2/D6FUUUq1cYGNTJs/qnd7SHcH7IjTmbKvlYoHgADdYm/JPTSIiIiIiIiL6MPApCBEREVE+ksbnz/CK+pIkRMP6eDDkj86qlyU61UR0g2AIhXWu67cFsDjAFndfmuNeTAqcLY3hbmMCIAaIB1SmnM+NiIiIiIiIiN5/TLgREREVIElynKFDoALm+Et9wwYgkQJyS6DzasClHhB1EvIdw+Gw+WNAqPKsGUcAdXUsf9QvLM/ayG9CxqF3iIiIiIiIiChnmHAjIiIqQE6rvA0dAn1ohAr4eBFQsf3b1xXbA0IAm/sVSPNF6Zp/+Gm4oUMgIiIiIiIioiJKaugAiIiIiCifudTTfO1q4F53RERERERERETvGfZwIyIiKkBFaXg9yhuFoodX1Mn/ergBQOSJAmua1zwRERERERERfQiYcCMiIipAnCPqw/O4d8Elt3Sx+XM4THaNgkSItz3bIk9A7P4SSU618LLpwnxvn9c8EREREVH+ksvl+O2339S/ExGRYUiEEMLQQRAVFjdv3oRcLodMJjN0KERERHlCmvASNoe+hPz+SfWyxFL18LLxPKgUNgaMjIiIiIiIiIiocEtOToarq6teZbM9h1toaCgkEgmCg4Ozu+l7Ke14pP3UqVNHq8yNGzfQtm1bODg4QCKRwM3NreAD/YCUKlVK45xEREQYOiQiIiKDUSls8LzlCjzpvAPP/Ze+/bflinxJtkW+icSpJ6cQ+SYyz+smIiIiIiIiIirMCt2QkmnJKEMkSVJTU/Hzzz/j119/xcWLF/Hq1SvY2tqiZs2aCAwMRMeOHTPc1tfXF35+fihVqpRWne3bt8c///yD3r17o2TJkrC2ts7nPXnLkMcyr+3btw8zZ87E+fPnIYSAt7c3xo8fj4CAAK2yI0eORExMDLZu3YpLly4ZIFoiIqLCJ8WmDFJsyqhfRydF51ndMckxWBy+GFdeXlEvq2xTGUHlg2Aps8x1/dYm1rmug4iIiIjofZWcnIx169YBAHr27MmRm4iIDKTQJdwM5cmTJ2jbti1Onz4NJycntG3bFvb29rh//z527dqFnTt34uOPP8b69ethZmamtb2fn5/OXn93795FeHg4Bg0ahO+//74A9uT9s27dOvTq1Qt2dnbo27cvJBIJNm3ahObNm2Pt2rXo2bOnRvmRI0cCeJtoZMKNiIgKi4TUBEOHoKHrka55VpdUIoW5zBzzfOfB28EbYf+GYeqpqRh0ahBUQpXr+rc13pYHUeY/hZHC0CEQERER0QcoOTkZEyZMAAB06dKFCTciIgNhwg1ASkoK2rVrh9OnT2PAgAFYsmQJTE1N1eujo6PRq1cv7NixA/3798fGjRv1rvvhw4cAAEdHxzyP+0Pw8uVLDBkyBHZ2djh//jycnZ0BAOPHj0eNGjUwZMgQtGzZEjY2nIOGiIgKt7aH2ho6hHyjEipMrjsZAW5ve54HuAVAQGD0kdF5Un9ROXb7mu0zdAhEREREREREZCDZnsMtvaNHj8LX1xfm5uawtbVFjx49cP/+fa1yT548wYgRI1CmTBnI5XLY2dmhY8eO+Pvvv9VlIiIiIJFIEBkZicjISI05uNJ6jiUlJWHJkiUICAiAs7Mz5HI57O3t0aFDB1y4cCHH+7FmzRqcOnUKDRs2xPLlyzWSbQBgbW2N3377DWXKlMGmTZtw6NAhvep1c3ODr68vACAkJES9P6tXr1aXef36NaZMmYKKFSvC1NQU1tbWaN68OY4fP65VX1hYGIYMGYJKlSrBysoKpqamqFy5MmbNmoXk5GR1OX2O5erVq7ViSZPRPH0SiQR+fn548OABAgMD4ejoCKlUitDQUHWZo0eP4uOPP4adnR3kcjk8PT0xceJExMXF6XXM3vXbb78hOjoaQ4cOVSfbAMDJyQnDhw9HdHQ0fvvttxzVTURERHnH28Fb47WPg4+BIiEiIiIiIiIiKng57uF2+vRpzJw5E61atUJQUBDOnz+P9evX4/jx4zh79iwcHBwAAHfu3FEnafz9/dGuXTs8efIEW7Zswb59+3Dw4EHUrl0b1tbWmDJlChYtWgQAGD58uLotPz8/AMCLFy8wfPhwNGzYUN2r6Z9//sH27duxZ88eHD16FDVr1sz2vqxcuRIAMGHCBEgkEp1lTE1NMWrUKHz++edYuXIlGjdunGW9w4cPx8WLF7FmzRr1HG8AUK1aNfX+NGrUCFevXkXDhg0REBCAV69eYdu2bfjoo4/w22+/oV27dur6li9fjh07dqBRo0Zo2bIl4uLiEBoaivHjx+Ps2bPYsmULAOh1LHPq+fPnqFu3LmxtbdG1a1ckJSXB0vLt3Czff/89vvjiC9jY2ODjjz9G8eLFcfbsWUyfPh2HDx/G4cOHYWJikq320pJ5/v7+WusCAgIwbtw4HDlyBJ9++mmu9ouIiCi/FbZhEfO611jYv2HqHm4AcO7fc3lWd2E7dkRERERERERE78pxwm3fvn346aefMGDAAPWyqVOnYsqUKfjqq6+wYsUKAECfPn3w+PFj7Nu3D82aNVOXnThxInx8fDBw4EBcvnwZ1tbWCA4OVve40jUfmo2NDaKiolCyZEmN5VevXkWdOnXw1Vdf4cCBA9naj5SUFJw9exbGxsbq3mgZadKkCQDg1KlTetU9fPhwhIaGYs2aNTrneBs6dCiuXr2KlStXol+/furlM2bMQM2aNfHpp5+iefPmUCjezgcyfvx4LF26FEZGRuqyQgh88sknWLlyJU6cOIH69evrdSxz6u+//0a/fv2wfPlyjTiuXbuGoUOHolq1avjzzz9ha2urXjdr1iyMHz8eS5YswahRo7LV3q1btwAAnp6eWuvSlqWVISIiKswK2/xeG331HyI7K19f/hrTT0+HgICPgw/O/XsOM07PQBWbKphQZUKu6y9sx46IiIiIiIiI6F05HlKybNmy6N+/v8ay0aNHo3jx4li/fj2SkpJw4cIFnDx5En379tVItgGAl5cXBg4ciCtXrmgMLZkZuVyulWwDgIoVK+Kjjz7C0aNHNYZW1Mfz58+RnJwMOzs7dWIrI2lDGj569Chbbejy7NkzbNy4EU2aNNFItgGAg4MDRo8ejadPn+LPP/9UL3d1ddVIcgFvh3kcPHgwAGiUzS8mJiaYM2eOVhw//PADUlJSsHjxYo1kGwCMGTNGfV1k16tXrwAAVlZWWuvMzMxgZGSkLkNERET6szaxzrOfSVUmwd3cHaOPjMZHmz7C6COj4W7ujolVJuZJ/UREREREREREhV2Oe7jVr19fa/hFU1NTeHt7Y+/evbh58yZOnz4NAHj8+LHOXlbXr19X/1upUiW92r148SLmzJmD48eP4/Hjx1oJtmfPnsHJySkHe6S/jIadzI6zZ88iNTUVCQkJOo9NWq+t69evo3Xr1gDezmH37bffYsOGDbh+/TrevHkDIYR6m4cPH+Y6rqy4u7vDzs5Oa3naud67d6/OxJ9MJlOfbyIiIio6UiMioHrwENKSJWDk5qazjJWJFWbWmInIN5F4GPcQJZQl4GruWrCBEhEREREREREZUI4Tbvb29jqXp83d9urVK7x48QIAsGvXLuzatSvDumJjY/Vq8+TJk+q50/z9/eHp6Qlzc3NIJBJs3boVly5dQmJiYnZ2A8WKFYNMJsOzZ8+QkJCQaS+3e/fuAQAcHR2z1YYuacfmxIkTOHHiRIbl0h+bTp06YceOHfDy8kLXrl1hb28PmUyG6OhofPPNN9ne95xIO7/vStuf6dOn52l7aT3bXr16hWLFimmsi42NRWpqqs7eb0RERHlJFR1t6BAKnComBgkLFyL10mX1MqOqVaAYMQLS/8/f+i5nWMHZxApIeT+OmdTa2tAhEBERERFlycTEBGvWrFH/TkREhpHjhNuTJ090Lv/3338BvE2UWP7/YcySJUswZMiQnDalNn36dCQmJuL48eOoX7++xrrTp0/j0qVL2a7T2NgYNWvWxMmTJ3HkyBEEBARkWPbgwYMAgLp162a7nXelHZtRo0Zh3rx5WZY/e/YsduzYgYCAAOzatUtjSMfTp0/jm2++yVb7Uunb0URTUlK01mU2RGNGvfvS9icmJgYWFhbZiiUznp6eOHfuHG7duqWVcMtsfjciorwk4uMNHQIZ2OsOHQ0dQsGTSiG1sEDJRQuh9PZGXFgYHk2Zgtj+AwCVytDRFQjLXTsNHQLlEYmpqaFDICIiIso3xsbGaNq0qaHDICL64OU44XbixAkIITQSMPHx8QgLC4OpqSm8vLwQFxcHADh16pTeCTcjIyMkJSXpXHfnzh3Y2tpqJdvi4uJw/vz5HO4JEBgYiJMnT2LmzJnw9/fXmVRKSEjAggULAEBr7rqcqFmzJiQSCU6dOqVX+Tt37gAAWrVqpTV/2rFjx3Ruk9mxtLGxAQA8ePBAa92FCxf0iim92rVr4/z58zh9+rTWfH254evri/Xr12P//v2oU6eOxrp9+/apyxAR5aeYVq0NHQJRwVOp4BQSDMvmzQHg7b9C4MGIkQYOrODwvf/+sDp00NAhEBERERER0XtOmtMNb9y4gZUrV2osmzt3Lp4+fYru3bvDxMQEtWrVQu3atbF+/Xps3LhRqw6VSoUjR45oLLO1tVUP7/guV1dXvHz5ElevXlUvS01NxZdffomnT5/mdFcQGBiI2rVr48iRI/jss8+02n716hW6du2KW7duoXPnzuphLXPD0dERXbp0wcmTJzF37lyNudjSnDlzRp20dHV9Ow/K8ePHNcpcvXoVM2fO1NlGZseyRo0akEgk2LBhg8b6W7duZbu3HAB88cUXMDY2xtChQ9VDb6YXHR2do0Rely5dYGVlhSVLlmjU++jRIyxatAjW1tbo3LlztuslIiKirCm9vTVf+/gYKBIiIiIiIspIcnIyNm7ciI0bNyI5OdnQ4RARfbBy3MPN398fX3zxBXbt2oVy5crh/Pnz2LdvH5ydnTFjxgx1ufXr1+Ojjz5Ct27dsGjRInh7e0OhUCAqKgqnTp3C06dPNRI+jRs3xrlz5/Dxxx+jYcOGMDExQYMGDdCgQQMMHToU+/fvR4MGDdClSxcoFAqEhobiwYMH8PPzQ2hoaI72RSaTYdu2bWjTpg1+/PFH7Ny5Ey1btoS9vT0ePHiAnTt34vnz52jdujVWrVqV00Om5bvvvsONGzcwZswY/PLLL/gfe/ceV1WV/3/8fQ6XAwdELhZgJjCB5oipgaI1o2RTmkZp2le/UyZWTk2/psxyxikNsIvVmGmX0bEsrK+jlY7iaOU0Kmje8jppk4ommiLeuKiAwIHz+8M8eZKSyzlsLq/n4+GDvddee+33AcI8H9ZavXv3VuvWrfXdd99p69atys7O1tGjR2W1WtWzZ0/17NlTH330kY4ePapevXrp0KFDWrp0qQYNGqSFCxdeMv7PfS6vuuoqDR8+XAsWLFBcXJwGDBig48ePa/HixRowYIAWLVpUq9cSGxurv/71r/r973+vjh07auDAgbrmmmt0+vRpffvtt8rKylJycrJmzZpVq3GDgoL05ptvauTIkbr++us1YsQImc1mffjhhzp27Jg++OADx2w9AHAXlpVDS53pVLJ1q2OGmySVbNliYJqGx3/7AAAAaAoqKio0btz5lSiSkpLk5eVlcCIAaJnqXHDr3bu3nnnmGU2cOFEzZsyQt7e3RowYoVdeeUWhoaGOflFRUdq+fbumTZumJUuW6N1335WHh4fCw8PVp08fDRs2zGncSZMmqaCgQMuWLdOqVatUVVWllJQU/epXv9Ltt9+uhQsX6sUXX9T//d//yWq1ql+/flq8eLEmT55c98+CpNDQUK1bt05z587V3//+dy1evFinT59WUFC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" + "
" ] }, "metadata": {}, @@ -1612,7 +1616,7 @@ " \"tight_rho\",\n", " \"tight_rho_spike_slab\",\n", " ],\n", - " figsize=(20, 10),\n", + " figsize=(20, 15),\n", ")\n", "\n", "ax[0].axvline(3, linestyle=\"--\", color=\"k\")\n", @@ -2443,14 +2447,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 66, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -2477,7 +2481,7 @@ " \"tight_rho\",\n", " \"tight_rho_spike_slab\",\n", " ],\n", - " figsize=(20, 10),\n", + " figsize=(20, 15),\n", ")\n", "\n", "ax[0].axvline(3, linestyle=\"--\", color=\"k\")\n", @@ -4091,6 +4095,15 @@ ")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the above code we have applied the following process to impute potential outcomes for each individual under different treatment regimes. \n", + "\n", + "![](../_static/potential_outcomes.png)" + ] + }, { "cell_type": "markdown", "metadata": {}, From 8999d91d6ed50aeefe8f094643c14b0dcef78741 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Sun, 26 Oct 2025 20:36:03 +0000 Subject: [PATCH 09/27] added empirical example Signed-off-by: Nathaniel --- .../structural_causal_models.ipynb | 854 +++++++++++++++++- 1 file changed, 822 insertions(+), 32 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 40d61295..4b13d376 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -2895,7 +2895,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 210, "metadata": {}, "outputs": [ { @@ -3162,10 +3162,10 @@ "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 210, "metadata": {}, "output_type": "execute_result" } @@ -3185,29 +3185,50 @@ "\n", "\n", "def make_binary_model(\n", - " data, coords, bart_treatment=False, bart_outcome=False, cate_estimation=False\n", + " data,\n", + " coords,\n", + " bart_treatment=False,\n", + " bart_outcome=False,\n", + " cate_estimation=False,\n", + " X=None,\n", + " Y=None,\n", + " T=None,\n", + " priors=None,\n", + " observed=True,\n", "):\n", - " X = data[[col for col in data.columns if \"feature\" in col]]\n", - " Y = data[\"Y_bin\"].values\n", - " T = data[\"D_bin\"].values\n", + " if X is None:\n", + " X = data[[col for col in data.columns if \"feature\" in col]]\n", + " Y = data[\"Y_bin\"].values\n", + " T = data[\"D_bin\"].values\n", + "\n", + " if priors is None:\n", + " priors = {\n", + " \"rho\": [0, 0.5],\n", + " \"alpha\": [0, 10],\n", + " \"beta_O\": [0, 1],\n", + " \"eps\": [0, 1],\n", + " \"sigma_U\": [1],\n", + " }\n", "\n", " with pm.Model(coords=coords) as binary_model:\n", " X_data = pm.Data(\"X_data\", X.values)\n", " y_data = pm.Data(\"y_data\", Y)\n", " t_data = pm.Data(\"t_data\", T)\n", "\n", - " alpha = pm.Normal(\"alpha\", 0, 10)\n", - " sigma_U = pm.HalfNormal(\"sigma_U\", 1.0)\n", + " alpha = pm.Normal(\"alpha\", priors[\"alpha\"][0], priors[\"alpha\"][1])\n", + " sigma_U = pm.HalfNormal(\"sigma_U\", priors[\"sigma_U\"][0])\n", " # just correlation, not full covariance\n", "\n", - " rho_unconstr = pm.Normal(\"rho_unconstr\", 0, 0.5)\n", + " rho_unconstr = pm.Normal(\"rho_unconstr\", priors[\"rho\"][0], priors[\"rho\"][1])\n", " rho = pm.Deterministic(\"rho\", pm.math.tanh(rho_unconstr)) # keep |rho|<1\n", "\n", " inverse_rho = pm.math.sqrt(pm.math.maximum(1 - rho**2, 1e-12))\n", " chol = pt.stack([[sigma_U, 0.0], [sigma_U * rho, inverse_rho]])\n", "\n", " # --- Draw latent errors ---\n", - " eps_raw = pm.Normal(\"eps_raw\", 0.0, 1.0, shape=(len(data), 2))\n", + " eps_raw = pm.Normal(\n", + " \"eps_raw\", priors[\"eps\"][0], priors[\"eps\"][1], shape=(len(data), 2)\n", + " )\n", " eps = pm.Deterministic(\"eps\", pt.dot(eps_raw, chol.T))\n", "\n", " U = eps[:, 0]\n", @@ -3221,7 +3242,10 @@ " \"mu_treatment\", (X_data @ beta_treatment) + V\n", " )\n", " p_t = pm.math.invlogit(mu_treatment)\n", - " _ = pm.Bernoulli(\"likelihood_treatment\", p_t, observed=t_data)\n", + " if observed:\n", + " _ = pm.Bernoulli(\"likelihood_treatment\", p_t, observed=t_data)\n", + " else:\n", + " _ = pm.Bernoulli(\"likelihood_treatment\", p_t)\n", "\n", " if cate_estimation:\n", " pi_O = pm.Beta(\"pi_O\", alpha=2, beta=2)\n", @@ -3237,11 +3261,19 @@ " if bart_outcome:\n", " mu_outcome = pmb.BART(\"mu_outcome_bart\", X=X_data, Y=y_data) + U\n", " else:\n", - " beta_outcome = pm.Normal(\"beta_O\", 0, 1, dims=\"beta_outcome\")\n", + " beta_outcome = pm.Normal(\n", + " \"beta_O\", priors[\"beta_O\"][0], priors[\"beta_O\"][1], dims=\"beta_outcome\"\n", + " )\n", " mu_outcome = pm.Deterministic(\n", " \"mu_outcome\", (X_data @ beta_outcome) + alpha * t_data + U\n", " )\n", - " _ = pm.Normal(\"likelihood_outcome\", mu_outcome, sigma=sigma_U, observed=y_data)\n", + "\n", + " if observed:\n", + " _ = pm.Normal(\n", + " \"likelihood_outcome\", mu_outcome, sigma=sigma_U, observed=y_data\n", + " )\n", + " else:\n", + " _ = pm.Normal(\"likelihood_outcome\", mu_outcome, sigma=sigma_U)\n", "\n", " return binary_model\n", "\n", @@ -3764,7 +3796,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 117, "metadata": { "tags": [ "hide-output" @@ -3781,7 +3813,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c4997885775d4274a139e7ac36671db1", + "model_id": "637232e51df7446283166c15fdff0a8b", "version_major": 2, "version_minor": 0 }, @@ -3812,7 +3844,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "22da578ed3974a34a652f1133a110d27", + "model_id": "aadfbf5ea8a64295b397773e3e9fd32b", "version_major": 2, "version_minor": 0 }, @@ -3837,13 +3869,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling: [likelihood_outcome]\n" + "Sampling: [likelihood_outcome, mu_outcome_bart]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "500ab7d223f04cd3aba5e4d02362d956", + "model_id": "08ab2280738748afbad17025c88fa404", "version_major": 2, "version_minor": 0 }, @@ -3858,7 +3890,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.573964448374905\n" + "Imputed Difference in Potential Outcomes 3.572451021791178\n" ] }, { @@ -3875,13 +3907,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling: [likelihood_outcome]\n" + "Sampling: [likelihood_outcome, mu_outcome_bart]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d727c3bb83f94954bbdc9422e4d20e52", + "model_id": "6ede34c7cfea47b7801e9a8f5aa03962", "version_major": 2, "version_minor": 0 }, @@ -3912,7 +3944,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4541eab534d149e2ad046b9d373f0c15", + "model_id": "1397f86855774883be6dfc8805732280", "version_major": 2, "version_minor": 0 }, @@ -3927,7 +3959,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes -6.37694986183219e-05\n" + "Imputed Difference in Potential Outcomes -8.454217815519423e-05\n" ] }, { @@ -3950,7 +3982,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "02987a121f9c4a0a96a061e371419d95", + "model_id": "fda117c7f78440f694f1ff1c917c95a2", "version_major": 2, "version_minor": 0 }, @@ -3981,7 +4013,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4fce4d78c8554b65a21aaeef20fdfa69", + "model_id": "5b7bc9e635d945769f029d3ac26a9f1f", "version_major": 2, "version_minor": 0 }, @@ -3996,7 +4028,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.518156272863741\n" + "Imputed Difference in Potential Outcomes 3.520989941308017\n" ] }, { @@ -4019,7 +4051,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "2da0ad35746c4ea186a62d81d7e31b1e", + "model_id": "3b6d03b441a04b75a3743c0d19c2cbb0", "version_major": 2, "version_minor": 0 }, @@ -4044,19 +4076,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.2223029645542436\n" + "Imputed Difference in Potential Outcomes 3.2222318886459473\n" ] } ], "source": [ - "def impute_potential_outcomes(model, idata):\n", + "def impute_potential_outcomes(model, idata, n=2500):\n", " with model:\n", " # Posterior predictive under treatment\n", - " pm.set_data({\"t_data\": np.ones(len(data_unconfounded), dtype=\"int\")})\n", + " pm.set_data({\"t_data\": np.ones(n, dtype=\"int\")})\n", " Y1 = pm.sample_posterior_predictive(idata, var_names=[\"likelihood_outcome\"])\n", "\n", " # Posterior predictive under control\n", - " pm.set_data({\"t_data\": np.zeros(len(data_unconfounded), dtype=\"int\")})\n", + " pm.set_data({\"t_data\": np.zeros(n, dtype=\"int\")})\n", " Y0 = pm.sample_posterior_predictive(idata, var_names=[\"likelihood_outcome\"])\n", " ATE = (\n", " Y1[\"posterior_predictive\"][\"likelihood_outcome\"]\n", @@ -4275,6 +4307,764 @@ "source": [ "This comparison shows how the flexibility of treatment effects can be incorporated without losing interpretability. " ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### An Empirical Application\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will now explore an example with a real data set from the NHEFS study about the effects of quitting smoking on weight. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "cluster1566 x 14\n", + "\n", + "1566 x 14\n", + "\n", + "\n", + "cluster1566\n", + "\n", + "1566\n", + "\n", + "\n", + "cluster1566 x 2\n", + "\n", + "1566 x 2\n", + "\n", + "\n", + "clusterbeta_treatment (14)\n", + "\n", + "beta_treatment (14)\n", + "\n", + "\n", + "clusterbeta_outcome (14)\n", + "\n", + "beta_outcome (14)\n", + "\n", + "\n", + "\n", + "X_data\n", + "\n", + "X_data\n", + "~\n", + "Data\n", + "\n", + "\n", + "\n", + "mu_outcome\n", + "\n", + "mu_outcome\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "X_data->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "mu_treatment\n", + "\n", + "mu_treatment\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "X_data->mu_treatment\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "likelihood_outcome\n", + "\n", + "likelihood_outcome\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "mu_outcome->likelihood_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "likelihood_treatment\n", + "\n", + "likelihood_treatment\n", + "~\n", + "Bernoulli\n", + "\n", + "\n", + "\n", + "mu_treatment->likelihood_treatment\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "y_data\n", + "\n", + "y_data\n", + "~\n", + "Data\n", + "\n", + "\n", + "\n", + "t_data\n", + "\n", + "t_data\n", + "~\n", + "Data\n", + "\n", + "\n", + "\n", + "t_data->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "rho\n", + "\n", + "rho\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "eps\n", + "\n", + "eps\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "rho->eps\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "sigma_U\n", + "\n", + "sigma_U\n", + "~\n", + "Halfnormal\n", + "\n", + "\n", + "\n", + "sigma_U->likelihood_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "sigma_U->eps\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "alpha\n", + "\n", + "alpha\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "alpha->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "rho_unconstr\n", + "\n", + "rho_unconstr\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "rho_unconstr->rho\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "eps_raw\n", + "\n", + "eps_raw\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "eps_raw->eps\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "eps->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "eps->mu_treatment\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "beta_T\n", + "\n", + "beta_T\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "beta_T->mu_treatment\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "beta_O\n", + "\n", + "beta_O\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "beta_O->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 211, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import causalpy as cp\n", + "\n", + "df_nhefs = cp.load_data(\"nhefs\")\n", + "\n", + "features = [\n", + " \"age\",\n", + " \"race\",\n", + " \"sex\",\n", + " \"smokeintensity\",\n", + " \"smokeyrs\",\n", + " \"wt71\",\n", + " \"active_1\",\n", + " \"active_2\",\n", + " \"education_2\",\n", + " \"education_3\",\n", + " \"education_4\",\n", + " \"education_5\",\n", + " \"exercise_1\",\n", + " \"exercise_2\",\n", + "]\n", + "X = df_nhefs[features]\n", + "X = (X - X.mean(axis=0)) / X.std(axis=0)\n", + "Y = df_nhefs[\"outcome\"].values\n", + "T = df_nhefs[\"trt\"].values\n", + "\n", + "\n", + "coords = {\n", + " \"beta_outcome\": features,\n", + " \"beta_treatment\": features,\n", + " \"obs\": range(df_nhefs.shape[0]),\n", + " \"latent\": [\"U\", \"V\"],\n", + " \"sigmas_1\": [\"var_U\", \"cov_UV\"],\n", + " \"sigmas_2\": [\"cov_VU\", \"var_V\"],\n", + "}\n", + "\n", + "priors = {\n", + " \"rho\": [0.0, 0.5],\n", + " \"alpha\": [0, 3],\n", + " \"beta_O\": [0, 3],\n", + " \"eps\": [0, 1],\n", + " \"sigma_U\": [0.5],\n", + "}\n", + "\n", + "nhefs_binary_model = make_binary_model(\n", + " df_nhefs,\n", + " coords,\n", + " bart_treatment=False,\n", + " cate_estimation=False,\n", + " X=X,\n", + " Y=Y,\n", + " T=T,\n", + " priors=priors,\n", + " observed=False,\n", + ")\n", + "pm.model_to_graphviz(nhefs_binary_model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The model is specified without the observed outcomes. We feed in the predictor $X$ and now we validate how the model specification can recover accurate treatment effects. We forward sample from the system with known parameters. This generates a synthetic observation data that we will feed back into the model, to condition on data known to have been sampled from this model. This makes use of PyMC's do-syntax. We are intervening on the data generating process to set values of the parameters in the system. " + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n" + ] + } + ], + "source": [ + "fixed_parameters = {\n", + " \"rho\": 0.6,\n", + " \"alpha\": 3,\n", + " \"beta_O\": [0, 1, 0.4, 0.3, 0.1, 0.8, 0, 0, 0, 0, 0, 0, 3, 0],\n", + " \"beta_T\": [1, 1.3, 0.5, 0.3, 0.7, 1.6, 0, 0.4, 0, 0, 0, 0, 0, 0],\n", + "}\n", + "with pm.do(nhefs_binary_model, fixed_parameters) as synthetic_model:\n", + " idata = pm.sample_prior_predictive(\n", + " random_seed=1000\n", + " ) # Sample from prior predictive distribution.\n", + " synthetic_y = idata[\"prior\"][\"likelihood_outcome\"].sel(draw=0, chain=0)\n", + " synthetic_t = idata[\"prior\"][\"likelihood_treatment\"].sel(draw=0, chain=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now infer the probable parameters conditioned on the observed dats. " + ] + }, + { + "cell_type": "code", + "execution_count": 228, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [alpha, sigma_U, rho_unconstr, eps_raw, beta_T, beta_O]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "bff1a476183e4fc9b566b68e06c64c93", + "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 2_000 tune and 500 draw iterations (8_000 + 2_000 draws total) took 12 seconds.\n",
+      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
+      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Infer parameters conditioned on observed data\n",
+    "with pm.observe(\n",
+    "    nhefs_binary_model,\n",
+    "    {\"likelihood_outcome\": synthetic_y, \"likelihood_treatment\": synthetic_t},\n",
+    ") as inference_model:\n",
+    "    idata_sim = pm.sample_prior_predictive()\n",
+    "    idata_sim.extend(pm.sample(random_seed=100, chains=4, tune=2000, draws=500))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 244,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = az.plot_pair(idata_sim, var_names=[\"alpha\", \"rho\"], kind=\"kde\", figsize=(15, 4))\n", + "ax.axhline(0.6, linestyle=\"--\", color=\"red\", label=\"True Rho\")\n", + "ax.axvline(3, linestyle=\"--\", color=\"black\", label=\"True Alpha\")\n", + "ax.set_title(\"Parameter Recovery with NHEFS data\")\n", + "ax.legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The parameter recovery is also extended to the covariate weights in the system. This is promising. It suggests that our model is able to recover true parameters from the data. " + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_posterior(idata_sim, var_names=[\"beta_O\"], ref_val=fixed_parameters[\"beta_O\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next we will condition on the actual observed data and apply a range of priors to the $\\rho$ term to test the sensitivity of our findings to prior weights. " + ] + }, + { + "cell_type": "code", + "execution_count": 245, + "metadata": { + "tags": [ + "hide-output" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [alpha, sigma_U, rho_unconstr, eps_raw, beta_T, beta_O]\n", + "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", + "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", + "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", + "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "76fccb67afc84f6195fc8b2100f537dd", + "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 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 37 seconds.\n",
+      "Sampling: [alpha, alpha_O_raw, beta_O, eps_raw, gamma_O_u, likelihood_outcome, likelihood_treatment, mu_treatment_bart, pi_O, rho_unconstr, sigma_U]\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "CompoundStep\n",
+      ">NUTS: [alpha, sigma_U, rho_unconstr, eps_raw, pi_O, alpha_O_raw, gamma_O_u, beta_O]\n",
+      ">PGBART: [mu_treatment_bart]\n",
+      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n",
+      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n",
+      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n",
+      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "d700a8077a764611b2364a9b62efb0ab",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 159 seconds.\n",
+      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
+      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n",
+      "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [alpha, sigma_U, rho_unconstr, eps_raw, beta_T, beta_O]\n",
+      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n",
+      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n",
+      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n",
+      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "831494d6970b4bb48f876ba7d991fb76",
+       "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 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 38 seconds.\n"
+     ]
+    }
+   ],
+   "source": [
+    "sampler_kwargs = {\n",
+    "    \"tune\": 2000,\n",
+    "    \"draws\": 1000,\n",
+    "    \"target_accept\": 0.95,\n",
+    "    \"mp_ctx\": \"spawn\",\n",
+    "    \"random_seed\": 1040,\n",
+    "    # \"cores\": 1\n",
+    "}\n",
+    "priors = {\n",
+    "    \"rho\": [0.0, 0.5],\n",
+    "    \"alpha\": [0, 3],\n",
+    "    \"beta_O\": [0, 3],\n",
+    "    \"eps\": [0, 1],\n",
+    "    \"sigma_U\": [0.5],\n",
+    "}\n",
+    "priors_no_confounding = {\n",
+    "    \"rho\": [0.0, 0.001],\n",
+    "    \"alpha\": [0, 3],\n",
+    "    \"beta_O\": [0, 3],\n",
+    "    \"eps\": [0, 1],\n",
+    "    \"sigma_U\": [0.5],\n",
+    "}\n",
+    "\n",
+    "nhefs_binary_model = make_binary_model(\n",
+    "    df_nhefs,\n",
+    "    coords,\n",
+    "    bart_treatment=False,\n",
+    "    cate_estimation=False,\n",
+    "    X=X,\n",
+    "    Y=Y,\n",
+    "    T=T,\n",
+    "    priors=priors,\n",
+    "    observed=True,\n",
+    ")\n",
+    "nhefs_binary_model_cate = make_binary_model(\n",
+    "    df_nhefs,\n",
+    "    coords,\n",
+    "    bart_treatment=True,\n",
+    "    cate_estimation=True,\n",
+    "    X=X,\n",
+    "    Y=Y,\n",
+    "    T=T,\n",
+    "    priors=priors,\n",
+    "    observed=True,\n",
+    ")\n",
+    "nhefs_binary_model_0_rho = make_binary_model(\n",
+    "    df_nhefs,\n",
+    "    coords,\n",
+    "    bart_treatment=False,\n",
+    "    cate_estimation=False,\n",
+    "    X=X,\n",
+    "    Y=Y,\n",
+    "    T=T,\n",
+    "    priors=priors_no_confounding,\n",
+    "    observed=True,\n",
+    ")\n",
+    "\n",
+    "with nhefs_binary_model:\n",
+    "    idata_nhefs = pm.sample_prior_predictive()\n",
+    "    idata_nhefs.extend(pm.sample(**sampler_kwargs))\n",
+    "\n",
+    "with nhefs_binary_model_cate:\n",
+    "    idata_nhefs_cate = pm.sample_prior_predictive()\n",
+    "    idata_nhefs_cate.extend(pm.sample(**sampler_kwargs))\n",
+    "\n",
+    "with nhefs_binary_model_0_rho:\n",
+    "    idata_nhefs_0_rho = pm.sample_prior_predictive()\n",
+    "    idata_nhefs_0_rho.extend(pm.sample(**sampler_kwargs))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 259,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_str = \" + \".join(features)\n", + "formula = \"outcome ~ trt +\" + feature_str\n", + "res = smf.ols(\n", + " formula,\n", + " df_nhefs,\n", + ").fit()\n", + "ols_est = res.params[\"trt\"]\n", + "\n", + "fig, axs = plt.subplots(1, 3, figsize=(15, 4), sharex=True)\n", + "az.plot_posterior(idata_nhefs, var_names=\"alpha\", ax=axs[0])\n", + "axs[0].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"k\")\n", + "axs[0].set_title(r\"Parameter Esimate: $\\alpha$ for Linear Model\")\n", + "az.plot_posterior(idata_nhefs_cate, var_names=\"alpha\", ax=axs[1])\n", + "axs[1].set_title(r\"Parameter Esimate: $\\alpha$ for BART Model\")\n", + "axs[1].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"k\")\n", + "az.plot_posterior(idata_nhefs_0_rho, var_names=\"alpha\", ax=axs[2])\n", + "axs[2].set_title(r\"Parameter Esimate: $\\alpha$ for $\\rho = 0$\")\n", + "axs[2].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"k\")\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conclusion" + ] } ], "metadata": { From e682822cdfb55459666e3b87861719342b3390f1 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Sun, 26 Oct 2025 20:39:59 +0000 Subject: [PATCH 10/27] fix typo Signed-off-by: Nathaniel --- docs/source/knowledgebase/structural_causal_models.ipynb | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 4b13d376..84bc0458 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -5021,7 +5021,7 @@ }, { "cell_type": "code", - "execution_count": 259, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -5047,12 +5047,12 @@ "fig, axs = plt.subplots(1, 3, figsize=(15, 4), sharex=True)\n", "az.plot_posterior(idata_nhefs, var_names=\"alpha\", ax=axs[0])\n", "axs[0].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"k\")\n", - "axs[0].set_title(r\"Parameter Esimate: $\\alpha$ for Linear Model\")\n", + "axs[0].set_title(r\"Parameter Estimate: $\\alpha$ for Linear Model\")\n", "az.plot_posterior(idata_nhefs_cate, var_names=\"alpha\", ax=axs[1])\n", - "axs[1].set_title(r\"Parameter Esimate: $\\alpha$ for BART Model\")\n", + "axs[1].set_title(r\"Parameter Estimate: $\\alpha$ for BART Model\")\n", "axs[1].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"k\")\n", "az.plot_posterior(idata_nhefs_0_rho, var_names=\"alpha\", ax=axs[2])\n", - "axs[2].set_title(r\"Parameter Esimate: $\\alpha$ for $\\rho = 0$\")\n", + "axs[2].set_title(r\"Parameter Estimate: $\\alpha$ for $\\rho = 0$\")\n", "axs[2].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"k\")\n", 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" 5.318152\n", + " 3.530133\n", " 0.555556\n", " \n", " \n", " 8\n", - " 6.258062\n", - " 3.782707\n", + " 6.226356\n", + " 3.786272\n", " 0.777778\n", " \n", " \n", " 9\n", - " 7.248784\n", + " 7.154482\n", " 4.000000\n", " 1.000000\n", " \n", @@ -273,19 +286,19 @@ ], "text/plain": [ " treatment_effects_binary treatment_effects_continuous rho\n", - "0 -1.201719 2.000000 -1.000000\n", - "1 -0.351161 2.221169 -0.777778\n", - "2 0.766409 2.457946 -0.555556\n", - "3 1.644626 2.652292 -0.333333\n", - "4 2.712099 2.924260 -0.111111\n", - "5 3.441161 3.117569 0.111111\n", - "6 4.347816 3.327324 0.333333\n", - "7 5.243494 3.537410 0.555556\n", - "8 6.258062 3.782707 0.777778\n", - "9 7.248784 4.000000 1.000000" + "0 -0.967809 2.000000 -1.000000\n", + "1 -0.396761 2.203657 -0.777778\n", + "2 0.730987 2.430423 -0.555556\n", + "3 1.749709 2.662076 -0.333333\n", + "4 2.241520 2.856044 -0.111111\n", + "5 3.419014 3.110280 0.111111\n", + "6 4.480844 3.342901 0.333333\n", + "7 5.318152 3.530133 0.555556\n", + "8 6.226356 3.786272 0.777778\n", + "9 7.154482 4.000000 1.000000" ] }, - "execution_count": 3, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -301,14 +314,14 @@ " \"treatment_effects_continuous\": [],\n", " \"rho\": [],\n", "}\n", - "formula_cont = \"Y_cont ~ D_cont + \" + \" + \".join(features)\n", - "formula_bin = \"Y_bin ~ D_bin + \" + \" + \".join(features)\n", + "formula_cont = \"Y_cont ~ T_cont + \" + \" + \".join(features)\n", + "formula_bin = \"Y_bin ~ T_bin + \" + \" + \".join(features)\n", "for rho in np.linspace(-1, 1, 10):\n", " data = simulate_data(n=2500, alpha_true=3, rho=rho)\n", " model_cont = smf.ols(formula_cont, data=data).fit()\n", " model_bin = smf.ols(formula_bin, data=data).fit()\n", - " df_params[\"treatment_effects_continuous\"].append(model_cont.params[\"D_cont\"])\n", - " df_params[\"treatment_effects_binary\"].append(model_bin.params[\"D_bin\"])\n", + " df_params[\"treatment_effects_continuous\"].append(model_cont.params[\"T_cont\"])\n", + " df_params[\"treatment_effects_binary\"].append(model_bin.params[\"T_bin\"])\n", " df_params[\"rho\"].append(rho)\n", "\n", "df_params = pd.DataFrame(df_params)\n", @@ -319,19 +332,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This loop re-simulates the dataset ten times, each with a different value of $\\rho$, ranging from –1 to 1. For each dataset, it fits two OLS regressions: one for the continuous treatment, and another for the binary treatment, both controlling for all observed covariates. The estimated coefficient on the treatment variable `D_cont` or `D_bin`—represents what OLS believes to be the causal effect. By collecting these estimates in df_params, we can plot them against the true correlation to see how endogeneity distorts inference.\n", + "This loop re-simulates the dataset ten times, each with a different value of $\\rho$, ranging from –1 to 1. For each dataset, it fits two OLS regressions: one for the continuous treatment, and another for the binary treatment, both controlling for all observed covariates. The estimated coefficient on the treatment variable `T_cont` or `T_bin`—represents what OLS believes to be the causal effect. By collecting these estimates in df_params, we can plot them against the true correlation to see how endogeneity distorts inference.\n", "\n", "When $\\rho = 0$ the treatment and outcome errors are independent, and OLS recovers the true causal effect of 3. But as $\\rho$ grows, the estimates drift away from the truth, sometimes dramatically. The direction of bias depends on the sign of if unobserved factors push both treatment and outcome in the same direction, OLS overstates the effect; if they push in opposite directions, it understates it. Even though we’ve controlled for all observed features, the unobserved correlation sneaks bias into our estimates." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -378,14 +391,14 @@ "In the unconfounded case, the treatment and outcome errors are independent, so the joint model effectively decomposes into two connected regressions. The treatment effect $\\alpha$ then captures the causal impact of the treatment on the outcome, and under this setting, its posterior should center around the true value of 3. The goal is not to solve confounding yet but to show that when the world is simple and well-behaved, the Bayesian model recovers the truth just as OLS does—but with richer uncertainty quantification and a coherent probabilistic structure.\n", "\n", "The following code defines the model and instantiates it under several prior choices. The model’s graphical representation, produced by `pm.model_to_graphviz()`, visualizes its structure: covariates feed into both the treatment and the outcome equations, the treatment coefficient $\\alpha$ links them, and the two residuals \n", - "$U$ and $V$ are connected through a correlation parameter $\\rho$, which we can freely set to zero or later relax.\n", + "$U$ and $V$ are connected through a correlation parameter $\\rho$, which we can freely set to zero or more substantive values. These parameterisations offer us a way to derive insight into the structure of the causal system under study. \n", "\n", "### Fitting the Continuous Treatment Model" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -397,29 +410,29 @@ "\n", "\n", - "\n", + "\n", "\n", - "\n", + "\n", "\n", "clusterbeta_outcome (9)\n", - "\n", - "beta_outcome (9)\n", + "\n", + "beta_outcome (9)\n", "\n", "\n", "cluster9\n", - "\n", - "9\n", + "\n", + "9\n", "\n", "\n", "clusterbeta_treatment (9)\n", - "\n", - "beta_treatment (9)\n", + "\n", + "beta_treatment (9)\n", "\n", "\n", "cluster2500 x 9\n", - "\n", - "2500 x 9\n", + "\n", + "2500 x 9\n", "\n", "\n", "cluster2500 x 2\n", @@ -428,449 +441,449 @@ "\n", "\n", "cluster2500\n", - "\n", - "2500\n", + "\n", + "2500\n", "\n", - "\n", + "\n", "\n", - "cov_YD\n", + "sigma_U\n", + "\n", + "sigma_U\n", + "~\n", + "Exponential\n", + "\n", + "\n", + "\n", + "var_Y\n", "\n", - "cov_YD\n", + "var_Y\n", "~\n", "Deterministic\n", "\n", - 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"\n", + "\n", "mu_treatment\n", - "\n", - "mu_treatment\n", - "~\n", - "Deterministic\n", + "\n", + "mu_treatment\n", + "~\n", + "Deterministic\n", "\n", "\n", - "\n", + "\n", "beta_T->mu_treatment\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "beta_T_raw\n", + "\n", + "beta_T_raw\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "beta_T_raw->beta_T\n", + "\n", + "\n", "\n", "\n", "\n", "gamma_T_u\n", - "\n", - "gamma_T_u\n", - "~\n", - "Uniform\n", + "\n", + "gamma_T_u\n", + "~\n", + "Uniform\n", "\n", "\n", "\n", "gamma_T_u->gamma_T\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "X_data\n", - "\n", - "X_data\n", - "~\n", - "Data\n", - "\n", - "\n", - "\n", - "X_data->mu_outcome\n", - "\n", - "\n", + "\n", + "X_data\n", + "~\n", + "Data\n", "\n", "\n", - "\n", + "\n", "X_data->mu_treatment\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "X_data->mu_outcome\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "observed\n", "\n", "observed\n", @@ -883,32 +896,32 @@ "\n", "\n", "\n", - "\n", - "\n", - "mu_outcome->likelihood\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "mu_treatment->likelihood\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "mu_treatment->mu_outcome\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "mu_outcome->likelihood\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1068,7 +1081,7 @@ "def make_continuous_models(data):\n", " X = data[[col for col in data.columns if \"feature\" in col]]\n", " Y = data[\"Y_cont\"]\n", - " T = data[\"D_cont\"]\n", + " T = data[\"T_cont\"]\n", "\n", " coords = {\n", " \"beta_outcome\": [col for col in data.columns if \"feature\" in col],\n", @@ -1144,7 +1157,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "02029c007b7643d1af247494f220b3f5", + "model_id": "c753abf21faf42ceafbff0428f3462d9", "version_major": 2, "version_minor": 0 }, @@ -1169,14 +1182,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 367 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 394 seconds.\n", + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "65dc42c3232549989974b46b4d49a2d1", + "model_id": "1de61d9511304256b6f526e361352f9c", "version_major": 2, "version_minor": 0 }, @@ -1210,7 +1224,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b9c6e6f6673941fb9f3b2a7d8fb5647f", + "model_id": "7f64a9f8abb346a28f65e1071cf3de52", "version_major": 2, "version_minor": 0 }, @@ -1236,14 +1250,13 @@ "output_type": "stream", "text": [ "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 149 seconds.\n", - "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "eb5a46a7193041439090ddad0656e7e8", + "model_id": "dc7bdb7b7b8d488ebc3b0bbc5238a867", "version_major": 2, "version_minor": 0 }, @@ -1277,7 +1290,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4586ff915e2440379c84f01d67942329", + "model_id": "71486e25aee14e61b6b4aa6df202733d", "version_major": 2, "version_minor": 0 }, @@ -1302,14 +1315,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 85 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 91 seconds.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b71cbc652130442cbee6b49820da209b", + "model_id": "d4b6dbc987d14d78a9b8ffb636150f5a", "version_major": 2, "version_minor": 0 }, @@ -1343,7 +1356,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "aa554a97b1f94e389804140c5a4a10e7", + "model_id": "edeab9daa44842249ab50fdff59a315a", "version_major": 2, "version_minor": 0 }, @@ -1369,14 +1382,13 @@ "output_type": "stream", "text": [ "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 120 seconds.\n", - "There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5f05ef132f7c4af386403aee7de272cc", + "model_id": "dbbb5a358c7f4605a600d16b209b4dec", "version_major": 2, "version_minor": 0 }, @@ -1410,7 +1422,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f2eed64abc7c4a1ab5e48c1665b13da2", + "model_id": "be38126c70c5498db603ba46bff6d028", "version_major": 2, "version_minor": 0 }, @@ -1435,14 +1447,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 84 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 86 seconds.\n", + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "93588ef64a574a29ad007b8634eee9d7", + "model_id": "0bb64a362e234f83bf7c82b2c2eb8993", "version_major": 2, "version_minor": 0 }, @@ -1476,7 +1489,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "56a43b261dc04d08b1ecc79e3d6b4547", + "model_id": "5b8f0df5e55d4a33b9f2bacf1dc011dd", "version_major": 2, "version_minor": 0 }, @@ -1501,8 +1514,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 377 seconds.\n", - "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 371 seconds.\n", + "There were 8 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [likelihood]\n" @@ -1511,7 +1524,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3803fb4222774af198226c3eb9e38b5a", + "model_id": "b22d369559a74af5bc5158301c21034a", "version_major": 2, "version_minor": 0 }, @@ -1577,17 +1590,19 @@ "In econometric terms, what we’ve done so far sits squarely within the structural modelling tradition. We’ve written down a joint model for both the treatment and the outcome, specified their stochastic dependencies explicitly, and interpreted the slope $\\alpha$ as a structural parameter — a feature of the data-generating process itself. This parameter has a causal meaning only insofar as the model is correctly specified: if the structural form reflects how the world actually works, \n", "$\\alpha$ recovers the true causal effect. By contrast, reduced-form econometrics focuses less on modelling the underlying mechanisms and more on identifying causal effects through research design — instrumental variables, difference-in-differences, or randomization. Reduced-form approaches avoid the need to specify the joint distribution of unobservables but often sacrifice interpretability: they estimate relationships that are valid for specific interventions or designs, not necessarily structural primitives.\n", "\n", - "### Plotting Treatment Estimates" + "### Plotting Treatment Estimates\n", + "\n", + "The comparison of models is a form of robustness checks. We want to inspect how consistent our parameter estimates are across different model specifications. " ] }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -1641,12 +1656,16 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, + "execution_count": 8, + "metadata": { + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { - "image/png": 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Gjx+PFi1a4Mcff0RcXJz3CfeVQyXvvPNOmM1mrFmzBgDQp08f6PV6PPzww/j000/xyy+/VPv4drsda9aswe233w6TyQS32+39Gjt2LOx2O7Zu3erznjvuuOOq+z169CgyMjJw3333+TwRCA4Oxh133IGtW7eWGxZanf2Wdffdd0On08FkMmHIkCHIz8/H0qVLER4efs3nVpbb7cYbb7yBbt26Qa/XQ6vVQq/X4/jx4zh8+HCNYi2xbt06AOV/pgMGDEDXrl29P9MSLVq0wIABA3y29erVyztspOS9e/fuxWOPPYYVK1YgPz+/0uPfcsst5fZlt9tx8eLFq8Z+zz33+PQWSExMxODBg73nVJkBAwbgxx9/xAsvvIC0tDQUFRVVWvbK+XHuueceALjqMQBgxYoVGDZsGIYPH45Vq1YhMjLS+9qSJUsQHh6OCRMm+HwO+vTpgxYtWtRopaoBAwbgk08+weuvv46tW7dWOvz3Srt378Ytt9yCqKgoaDQa6HQ63H///fB4PDh27JhP2ZCQkHI/q3vuuQeKomDDhg3VjpWaN+aXmu23LOaX0vc25PxS1bGB0iGWNb02ERERGDFihM+26vwu1CbXREZGon379nj77bfxl7/8Bbt37650qFifPn3Qpk0b7/dGoxGdOnXy+dmtXbsWI0eOROvWrX3eO23aNNhsNu/wqSVLlqBHjx7o06ePT8yjR49uECs5Nnesx2u237JYj5e+tyHX40uWLEFqaioSEhJ8fgZjxowBAKxfv95bdsiQIfjDH/6Av/3tb5g5cybuvfdePPjgg97Xf/rpJ+Tn5+Oxxx6rsx7ONbmvKVEXP9fq6tWrl0/vWKD613zAgAHIy8vDlClT8P3331drdeorVZRPK/Ljjz/CaDR6hxfX1rXUMbX5/JdgoyBdk//+97/YsWMHdu/ejYyMDOzbtw9DhgwBAOTm5kKr1Xq775eQJAktWrTwdlNu3749Vq9ejdjYWDz++ONo37492rdvX+FcEVfKzc2F2+3Gu+++C51O5/M1duxYAChXAcTHx1drv5WVTUhIgKIouHz5co33W9Yf//hH7NixA+vXr8fvfvc7ZGVl4bbbboPD4bjmcyvrqaeewiuvvILbbrsNixcvxrZt27Bjxw707t27WgmgIle7Lld2PY+KiipXzmAw+Bz/xRdfxJ/+9Cds3boVY8aMQVRUFEaOHImff/653Huv3J/BYACAap1PixYtKtx2te7yf//73/H8889j0aJFSE1NRWRkJG677TYcP37cp5xWqy0XX8kxr3YMAFi0aBGKioowc+ZM73mVyMrKQl5eHvR6fbnPQmZmZo2S3Ndff40HHngAH330EQYNGoTIyEjcf//9FQ6NKXHmzBkMGzYM58+fxzvvvIONGzdix44d3jlrrrz+cXFx5fZRk2tBBDC/1HS/ZTG/qBp6fqnusWt6bSoqV53fhdrkGkmSsGbNGowePRpz585Fv379EBMTg9/85jcoKCio8nxLzrnstc7Nza30fMtek6ysLOzbt69cvCEhIRBCXNNNIPkP6/Ga7bcs1uOqhl6PZ2VlYfHixeV+Bt27dwdQ/mcwdepU6PV6OBwOPPvssz6vlczdWpeLfFT3vqasuvi5VldFx6zuNb/vvvvw8ccf4/Tp07jjjjsQGxuLgQMHYtWqVbU6fkWys7ORkJBQ6fDimrqWOqY2n/8SnFOQrknXrl29E99eKSoqCm63G9nZ2T4JXwiBzMxM78S1gLqq1rBhw+DxePDzzz/j3XffxRNPPIG4uDhMnjy50uNHRERAo9Hgvvvuw+OPP15hmbZt2/p8X50nLyW/VBcuXCj3WkZGBmRZRkRERI33W1a7du2812748OEICgrCyy+/jHfffRfPPPPMNZ1bWZ9//jnuv/9+vPHGGz7bc3JyvE8Za6rsdbkyYWVkZPjMJ1FdWq0WTz31FJ566ink5eVh9erVeOmllzB69GicPXvWbysmVtTolZmZWWHiKstsNmPOnDmYM2cOsrKyvE/XJkyYgCNHjnjLud1u5Obm+uyv5JhXOwYA/PWvf8XXX3+NMWPG4LvvvsOoUaO8r5VMPr98+fIK3xsSEnLV/Zfd19/+9jf87W9/w5kzZ/DDDz/ghRdewMWLFyvd/6JFi2C1WrFw4UIkJiZ6t1c0eTxQfhJsoGbXgghgfqnpfstiflE19PxSXTW9NpV9Xq72u1DbXJOYmIj//Oc/AIBjx45hwYIFmD17NpxOJz788MNqnWuJqKioSn9HAHjPOTo6GkFBQZXOmXQtnxvyH9bjNdtvWazHVQ29Ho+OjkavXr3whz/8ocLXSx5kAIDH48HUqVMREREBg8GABx98EJs3b4ZerwdQOg/mlYt3VIfBYPA2GJd1ZYNdde9ryqqLn2t1VfR7U5NrPn36dEyfPh1WqxUbNmzArFmzMH78eBw7dsznnqYmx69ITEwMNm3aBEVR/NIweC11jD+wpyD53ciRIwGoSaesb7/9Flar1ft6WRqNBgMHDvT2QNq1axeAylu6TSYTUlNTsXv3bvTq1Qv9+/cv93Utf5R37twZLVu2xPz58yGE8G63Wq349ttvvasA+dNzzz2HDh064K233kJBQUGtz02SpHI9zpYuXYrz58/7bKvJU4SS7tNX/kx37NiBw4cPV/gzrYnw8HBMmjQJjz/+OC5duoT09PRa7a+sL7/80udnefr0afz000/lVo6qSlxcHKZNm4YpU6bg6NGj5bptf/HFFz7fz58/HwCqdQyj0YiFCxdi/PjxuOWWW/D99997Xxs/fjxyc3Ph8Xgq/Bx07ty52udQVps2bfDrX/8aN910k/d3rSIlCbHs50kIgX//+98Vli8oKMAPP/zgs23+/PmQZdk7iTxRbTC/1AzzS8PPL1Xx97Wp7HfBn7mmU6dOePnll9GzZ88q80tlRo4cibVr15Zbhfm///0vTCaTdxXb8ePH4+TJk4iKiqow5qSkpBofm+oH6/GaYT3eMOvx8ePH48CBA2jfvn2FP4OyDVSzZs3Cxo0b8cUXX+Drr7/G3r17fXoLDh48GGFhYfjwww99YqmOpKQk7Nu3z2fb2rVrUVhYWOl7rnZfU6Kuf641VZNrXsJsNmPMmDH43e9+B6fTiYMHDwK4tt50FRkzZgzsdrt35eLKVLfHZCDqGIA9BakO3HTTTRg9ejSef/555OfnY8iQId5Vxfr27Yv77rsPAPDhhx9i7dq1GDduHNq0aQO73e594nvjjTcCUJ9OJyYm4vvvv8fIkSMRGRmJ6OhoJCUl4Z133sHQoUMxbNgwzJw5E0lJSSgoKMCJEyewePFin9X7qkuWZcydOxdTp07F+PHj8cgjj8DhcODtt99GXl4e3nrrLf9dqGI6nQ5vvPEG7rrrLrzzzjt4+eWXa3Vu48ePxyeffIIuXbqgV69e2LlzJ95+++1yT3jat2+PoKAgfPHFF+jatSuCg4ORkJBQYYXauXNnPPzww3j33XchyzLGjBnjXX2qdevWePLJJ2t83hMmTECPHj3Qv39/xMTE4PTp0/jb3/6GxMREdOzYscb7q8zFixdx++2346GHHoLFYsGsWbNgNBq9KzNVZuDAgRg/fjx69eqFiIgIHD58GJ999lm5yliv1+PPf/4zCgsLcf3113tXHx4zZky51aEqo9Pp8OWXX2LGjBmYNGkS/vvf/2LKlCmYPHkyvvjiC4wdOxa//e1vMWDAAOh0Opw7dw7r1q3Drbfeittvv/2q+7dYLEhNTcU999yDLl26ICQkBDt27MDy5csxceLESt930003Qa/XY8qUKXjuuedgt9vxwQcflOu2XiIqKgozZ87EmTNn0KlTJyxbtgz//ve/MXPmTJ95pIiuFfNLzTC/NMz8Ul3+uDbV+V2oTa7Zt28ffv3rX+POO+9Ex44dodfrsXbtWuzbtw8vvPBCjc951qxZ3nmjXn31VURGRuKLL77A0qVLMXfuXISFhQEAnnjiCXz77bcYPnw4nnzySfTq1QuKouDMmTNYuXIlnn76aQwcOLDGx6e6x3q8ZliPN8x6/Pe//z1WrVqFwYMH4ze/+Q06d+4Mu92O9PR0LFu2DB9++CFatWqFVatW4c0338Qrr7zibUR788038cwzzyAlJQW33347goOD8ec//xkzZszAjTfeiIceeghxcXE4ceIE9u7di/fee6/SOO677z688sorePXVV5GcnIxDhw7hvffe89aVJap7X1NWXfxca6O61/yhhx5CUFAQhgwZgvj4eGRmZuLNN99EWFiYtydyjx49AAD/+te/EBISAqPRiLZt29b4YcGUKVMwb948PProozh69ChSU1OhKAq2bduGrl27ens09+zZE2lpaVi8eDHi4+MREhJS4QO3QNQxALj6MNVMyapiV672dqWioiLx/PPPi8TERKHT6UR8fLyYOXOmz8pZW7ZsEbfffrtITEwUBoNBREVFieTkZPHDDz/47Gv16tWib9++wmAwCAA+K/ecOnVK/OpXvxItW7YUOp1OxMTEiMGDB4vXX3/dW6bsKq9XunLFnxKLFi0SAwcOFEajUZjNZjFy5EixefNmnzIlK/5kZ2df5apdPQ4hhBg4cKCIiIjwrqxXnXOraFWxy5cviwcffFDExsYKk8kkhg4dKjZu3FhutSQh1BUHu3TpInQ6nc/qVRWtbuXxeMQf//hH0alTJ6HT6UR0dLS49957xdmzZ33KJScni+7du5c7vytXtv3zn/8sBg8eLKKjo4Verxdt2rQRDz74oEhPT/eWqewal3wOT5065d1W2apin332mfjNb34jYmJihMFgEMOGDRM///xzufiu9MILL4j+/fuLiIgIYTAYRLt27cSTTz4pcnJyfM7JbDaLffv2iZSUFBEUFCQiIyPFzJkzRWFhoc/+qlp9uISiKOI3v/mNkGXZu4qVy+USf/rTn0Tv3r2F0WgUwcHBokuXLuKRRx4Rx48fv+p5CCGE3W4Xjz76qOjVq5cIDQ0VQUFBonPnzmLWrFnCarX6nM+Vqw8vXrzYe+yWLVuKZ599Vvz444/lfm9Kfu5paWmif//+wmAwiPj4ePHSSy8Jl8tVrTipeWN+KcX80rTzS2Wf9Yo+M7W9NtX9XbjWXJOVlSWmTZsmunTpIsxmswgODha9evUSf/3rX4Xb7fa5huPGjSv3/oo+O/v37xcTJkwQYWFhQq/Xi969e1e4AmphYaF4+eWXRefOnYVerxdhYWGiZ8+e4sknnxSZmZmVxkx1h/V4KdbjTbseF0Jd/fo3v/mNaNu2rdDpdCIyMlJcd9114ne/+50oLCwUGRkZIjY2VowYMcJnJVlFUcSECRNEeHi4T4zLli0TycnJwmw2C5PJJLp16yb++Mc/ljvfshwOh3juuedE69atRVBQkEhOThZ79uwpd77Vua+pj59rdVSWL4S4+jUXQohPP/1UpKamiri4OKHX60VCQoK46667xL59+3z29be//U20bdtWaDQan9+Tys6l5LUrf0+KiorEq6++Kjp27Cj0er2IiooSI0aMED/99JO3zJ49e8SQIUOEyWQSALz7qIs6pqLP/9VIQtSwjyoRUSOQlpaG1NRU/O9//8OkSZPq5BjTpk3DN998U2UXfSIialrqI78QEVHdYT1OVIpzChIRERERERERETUznFOQiKgRUxQFiqJUWUarZVVPRERERESB4fF4qlxIRZIkaDSaeoyISnD4MBFRIzZ79mzMmTOnyjKnTp3iSoxERERERBQQSUlJOH36dKWvJycnIy0trf4CIi82ChIRNWIZGRnIyMioskyvXr2g1+vrKSIiIiIiIqJS+/fvh8PhqPT1ylbkpbrHRkEiIiIiIiIiIqJmhguNEBERERERERERNTOcfb6BUxQFGRkZCAkJgSRJgQ6HiKjRE0KgoKAACQkJkGU+G2OeISLyL+YZX8wzRET+5c88w0bBBi4jIwOtW7cOdBhERE3O2bNn0apVq0CHEXDMM0REdYN5RsU8Q0RUN/yRZ9go2MCFhIQAUH/YoaGhAY6G6OqsVisSEhIAqH8Ems3mAEdE5Cs/Px+tW7f21q/NHfMMNTbMM9TQMc/4Yp6hxoi5hhoyf+YZNgo2cCVd7ENDQ5lEqVHQaDTe/4eGhjKBUoPFIUwq5hlqbJhnqLFgnlExz1BjxFxDjYE/8gwbBYnI70wmU6BDICKiJox5hoiI6hpzDTUHbBQkIr8ym82wWq2BDoOIiJoo5hkiIqprzDXUXHA5LCIiIiIiIiIiomaGjYJERERERERERETNDBsFiciv7HY7xo0bh3HjxsFutwc6HCIiamKYZ4iIqK4x11BzwTkFicivPB4Pli1b5v0/ERGRPzHPEBFRXWOuoeaCPQWJiIiIiIiIiIiaGTYKEhERERERERERNTNsFCQiIiIiIiIiImpm2ChIRERERERERETUzDTpRsEdO3Zg7NixiIiIgNlsxoABAzB//vxqvz8lJQWSJFX59dlnn/m8JykpqdKyjz76qL9PkYiIiIiIiIiIqMaa7OrDaWlpGD16NPR6PSZPnoywsDAsXLgQU6dORXp6Ol566aWr7mPatGlISUkpt93lcuHNN9+ELMsYOXJkudfDwsLwxBNPlNvev3//azkVIiIiIiIiIiIiv5KEECLQQfib2+1Gly5dcO7cOWzZsgV9+/YFABQUFGDQoEE4evQoDh06hI4dO17T/r/99ltMmjQJEyZMwA8//ODzWlJSEgAgPT29NqfglZ+fj7CwMFgsFoSGhvpln0REzRnrVV+8HkRE/sV61RevBxGRf/mzXm2Sw4fXrl2LkydP4p577vE2CAJASEgIXnnlFbjdbsybN++a9//RRx8BAB588MFax0pERERERERERFTfmuTw4bS0NADAqFGjyr1Wsm39+vXXtO9z585h5cqVaNGiBcaNG1dhGYfDgU8//RTnz59HREQEBg8ejN69e1dr/w6HAw6Hw/t9fn7+NcVJRERUEeYZIiKqS8wzRESNR5PsKXj8+HEAqHB4cEREBKKjo71lamrevHlQFAXTpk2DVltxm2pmZiamTZuG3/3ud3jsscfQp08fjBkzBjk5OVfd/5tvvomwsDDvV+vWra8pTqJAsdvtuPPOO3HnnXfCbrcHOhwiugLzDDV2zDNEDRvzDDUFzDXUXDTJOQVHjRqFVatW4fjx4+jQoUO519u3b49z5875PMGqDiEE2rdvj1OnTlW679///vdITk5G9+7dYTAYcOjQIcyZMwc//vgjBg0ahM2bN0OSpEqPUdGTtdatW3MODmo0rFYrgoODAQCFhYUwm80BjojIV3Of24h5hho75hlq6JhnmGeo8WOuoYbMn3mmSQ4fritr167FqVOnkJycXGGDIAC8+uqrPt8PHDgQS5YsQXJyMjZt2oRly5ZVOuwYAAwGAwwGg1/jJiIiKsE8Q0REdYl5hoio8WiSw4fDwsIAABaLpcLXS1pVa6pkgZEZM2bU6H2yLGP69OkAgM2bN9f4uERERERERERERP7UJBsFS+YSrGjewMuXLyMnJ6fC+QarcvnyZXz33XcIDw/HHXfcUeOYoqOjAQA2m63G7yUiIiIiIiIiIvKnJtkomJycDABYuXJluddKtpWUqa7PP/8cDocDU6dORVBQUI1j2rZtGwAgKSmpxu8lIiIiIiIiIiLypybZKDhy5Ei0a9cO8+fPx549e7zbCwoK8Nprr0Gr1WLatGne7Tk5OThy5EiVqwP/5z//AQA8+OCDlZY5dOgQ8vLyym3ftGkT/vKXv8BgMGDixIk1Ph8iIiIiIiIiIiJ/apKNglqtFh999BEURcGwYcPw8MMP45lnnkHv3r1x8OBBzJ49G506dfKWf++999C1a1e89957Fe5v586d2Lt3L/r164e+fftWetwFCxYgISEBEyZMwP/93//hmWeewc0334zhw4fD5XLhvffeQ5s2bfx+vkRERERERERERDXRZFcfTk1NxaZNmzBr1iwsWLAATqcT3bt3x2uvvYapU6fWaF8lvQSvtsBIamoqDh8+jF27dmH9+vWw2+2Ii4vD3XffjSeffBIDBgy45vMhaixMJhMKCwu9/yciIvIn5hkiIqprzDXUXEhCCBHoIKhyJSslWywWhIaGBjocIqJGj/WqL14PIiL/Yr3qi9eDiMi//FmvNsnhw0RERERERERERFQ5NgoSkV85HA5MmzYN06ZNg8PhCHQ4RETUxDDPEBFRXWOuoeaCw4cbOHa3p8bGarUiODgYAFBYWAiz2RzgiIh8sV71xetBjQ3zDDV0rFd98XpQY8RcQw0Zhw8TERERERERERHRNWOjIBERERERERERUTPDRkEiIiIiIiIiIqJmho2CREREREREREREzQwbBYmIiIiIiIiIiJoZNgoSERERERERERE1M9pAB0BETYvJZMLFixe9/yciIvIn5hkiIqprzDXUXLBRkIj8SpIkxMTEBDoMIiJqophniIiorjHXUHPB4cNERERERERERETNDBsFicivHA4HHn/8cTz++ONwOByBDoeIiJoY5hkiIqprzDXUXEhCCBHoIKhy+fn5CAsLg8ViQWhoaKDDIboqq9WK4OBgAEBhYSHMZnOAIyLyxXrVF68HNTbMM9TQsV71xetBjRFzDTVk/qxX2VOQiIiIiIiIiIiomWGjIBERERERERERUTPDRkEiIiIiIiIiIqJmho2CREREREREREREzQwbBYmIiIiIiIiIiJoZNgoSERERERERERE1M9pAB0BETUtQUBBOnTrl/T8REZE/Mc8QEVFdY66h5oKNgkTkV7IsIykpKdBhEBFRE8U8Q0REdY25hpoLDh8mIiIiIiIiIiJqZtgoSER+5XQ68eyzz+LZZ5+F0+kMdDhERNTEMM8QEVFdY66h5kISQohAB0GVy8/PR1hYGCwWC0JDQwMdDtFVWa1WBAcHAwAKCwthNpsDHBGRL9arvng9qLFhnqGGjvWqL14PaoyYa6gh82e92qR7Cu7YsQNjx45FREQEzGYzBgwYgPnz51f7/WlpaZAkqdKvrVu31slxiYiIiIiIiIiI6lKTXWgkLS0No0ePhl6vx+TJkxEWFoaFCxdi6tSpSE9Px0svvVTtfSUnJyMlJaXc9latWtXpcYmIiIiIiIiIiOpCk2wUdLvdmDFjBiRJwoYNG9C3b18AwKxZszBo0CDMmjULd955Jzp27Fit/aWkpGD27Nn1flwiIiIiIiIiIqK60CSHD69duxYnT57EPffc422YA4CQkBC88sorcLvdmDdvXpM5LhERERERERERUU00yZ6CaWlpAIBRo0aVe61k2/r166u9v+PHj+Pvf/87bDYbEhMTcdNNNyE6OrrOj0tERERERERERFQXmmSj4PHjxwGgwmG6ERERiI6O9papjvnz5/ssFBIUFIQ5c+bg2Wef9ftxHQ4HHA6H9/v8/Pxqx0lERHQ1zDNERFSXmGeIiBqPJjl82GKxAADCwsIqfD00NNRbpioxMTF4++23cfjwYVitVpw/fx6ff/45IiMj8dxzz+Gf//yn34/75ptvIiwszPvVunXrq8ZJ1JAEBQXhwIEDOHDgAIKCggIdDhFdgXmGGjvmGaKGjXmGmgLmGmouJCGECHQQ/jZq1CisWrUKx48fR4cOHcq93r59e5w7d87nCVZNHDhwANdddx0iIiKQkZEBWZb9dtyKnqy1bt0aFosFoaGh1xQvERGVys/PR1hYWLOtV5lniIjqFvMM8wwRUV3yZ55pksOHS3rqVdYrr+QCXqsePXpg4MCB2LhxI06cOIFOnTr57bgGgwEGg+GaYyMiIqoK8wwREdUl5hkiosajSQ4fLpnTr6L5+y5fvoycnJwK5/2riZKFRmw2W70el6ihczqdmD17NmbPng2n0xnocIiIqIlhniEiorrGXEPNRZNsFExOTgYArFy5stxrJdtKylwLt9uNXbt2QZIktGnTpt6OS9QYuFwuzJkzB3PmzIHL5Qp0OERE1MQwzxARUV1jrqHmokk2Co4cORLt2rXD/PnzsWfPHu/2goICvPbaa9BqtZg2bZp3e05ODo4cOYKcnByf/WzZsgVXTrnodrvx7LPP4vTp0xg9ejQiIyOv+bhERERERERERESB0CTnFNRqtfjoo48wevRoDBs2DFOmTEFoaCgWLlyIU6dO4fXXX/fOAwgA7733HubMmYNZs2Zh9uzZ3u1TpkyBJEkYPHgwWrZsiby8PGzYsAFHjx5FmzZt8OGHH9bquERERERERERERIHQJBsFASA1NRWbNm3CrFmzsGDBAjidTnTv3h2vvfYapk6dWq19zJw5E8uXL0daWhpycnKg1WrRoUMH/O53v8PTTz+NiIiIOjkuERERERERERFRXZLEleNjqUHx51LTRPXBarUiODgYAFBYWAiz2RzgiIh8sV71xetBjQ3zDDV0rFd98XpQY8RcQw2ZP+vVJjmnIBEREREREREREVWOjYJERERERERERETNTJOdU5CIAsNoNGL79u3e/xMREfkT8wwREdU15hpqLtgoSER+pdFocP311wc6DCIiaqKYZ4iIqK4x11BzweHDREREREREREREzQx7ChKRXzmdTrzzzjsAgN/+9rfQ6/UBjoiIiJoS5hkiIqprzDXUXEhCCBHoIKhy/lxqmqg+WK1WBAcHAwAKCwthNpsDHBGRL9arvng9qLFhnqGGjvWqL14PaoyYa6gh82e9yuHDREREREREREREzQwbBYmIiIiIiIiIiJoZNgoSERERERERERE1M2wUJCIiIiIiIiIiambYKEhERERERERERNTMsFGQiIiIiIiIiIiomdEGOgAialqMRiPWrVvn/T8REZE/Mc8QEVFdY66h5oKNgkTkVxqNBikpKYEOg4iImijmGSIiqmvMNdRccPgwERERERERERFRM8OegkTkVy6XC//6178AAA8//DB0Ol2AIyIioqaEeYaIiOoacw01F5IQQgQ6CKpcfn4+wsLCYLFYEBoaGuhwiK7KarUiODgYAFBYWAiz2RzgiIh8sV71xetBjQ3zDDV0rFd98XpQY8RcQw2ZP+tVDh8mIiIiomqx2+345ZdfoChKoEMhIiIiolri8GEiIiIiqpZly5Zh//796NatGyZOnAiNRhPokIiIiIjoGrGnIBERERFdlaIo2L9/PwDg0KFD+Prrr+F2uwMcFRERERFdKzYKEjUhQgg4HI5Ah0FERE2Qx+Px+f748eNYsGABGwaJiIiIGik2ChI1IatXr8Zbb72FTz75BFu3bkVhYWGgQyIioiZCp9OhVatWAICc0x4oHoHjx4/jm2++KddgSEREREQNHxsFiZqQ9PR0AMDp06exYsUK/O1vf8PKlSs5ITwREflFQkICAMBhFTiy0QXFI3D06FEsWrSIuYaIiIiokeFCI0RNSHBwMABAcQvYLALBUcCWLVuQnZ2NSZMmwWAw1HkMBoMBS5Ys8f6fiIiajqCgIACAVi8hP0vg2GY3Og/V4sCBAzAajRg7diwkSarTGJhniIiorjHXUHPBRkGiJqRXr144duwYBIDjW1wwR8hoP1CLEydOYN68ebjnnnsQGhpapzFotVqMGzeuTo9BRESBUXJjpNGp3+ddUHBiqxsdBunw888/Izg4GMnJyXUaA/MMERHVNeYaai6a9PDhHTt2YOzYsYiIiIDZbMaAAQMwf/78ar9/06ZNePrpp3HdddchKioKRqMRXbp0wfPPP4+8vLwK35OUlARJkir8evTRR/10ZkQV69atGxITE6HRSmjXX4dL5xQcWueC0y6QlZWF//znP8jOzg50mERE1EhFRUUBAMLiZEjFf0XmnlWQvssFAEhLS8PevXsDFR4RERER1UCT7SmYlpaG0aNHQ6/XY/LkyQgLC8PChQsxdepUpKen46WXXrrqPiZNmoScnBwMHToU999/PyRJQlpaGubOnYtvv/0WP/30E2JjY8u9LywsDE888US57f379/fHqRFVSpIk3HLLLfjggw8Q1sKNmLYysk8pOLjKiS7JOgD5+OSTT3DfffehRYsWdRKDy+XCF198AQCYOnUqdDpdnRyHiIjqX/v27REcHIxCFCK2nYysE+o8glknFOhNbrTsqsUPP/yA8PBwJCYm1kkMzDNERFTXmGuouZCEECLQQfib2+1Gly5dcO7cOWzZsgV9+/YFABQUFGDQoEE4evQoDh06hI4dO1a5nz/+8Y+4//77ER8f790mhMDjjz+ODz74AI899hj+8Y9/+LwnKSkJQOmCD7WVn5+PsLAwWCyWOh/2SU3H5s2bsXr1aridAnt/dMJlB7R6oEuyDsGRMkwmE6ZNm4aYmBi/H9tqtXrnNiwsLITZbPb7MYhqg/WqL14PqqkdO3Zg2bJlcDsEdi91wuMqfa3jIC2i2mhgNpvx0EMPISwszO/HZ56hho71qi9eD2qMmGuoIfNnvdokhw+vXbsWJ0+exD333ONtEASAkJAQvPLKK3C73Zg3b95V9/P888/7NAgCak+sV155BQCwfv16/wZO5CeDBg1CQkICtHoJiX3UDsFuJ3A4zYXCSwpsNhs+/fRTXL58OcCREhFRY3PdddchJiYGWoOEpH6+g05ObnfDelmB1WrFV199BbfbHaAoiYiIiOhqmmSjYFpaGgBg1KhR5V4r2VabBr2SrsNabcWjrx0OBz799FO88cYb+OCDDzi3DtU7WZa9E+NGJ2pgDFFXgvS4gMPrXbDmqTdsn332GQoLCwMZKhERNTKyLOOWW26BJEmISdIgrEXpasOKBzi60QWXXSAzMxOLFy9GExyUQkREAeByuTB//nz897//xdGjRwMdDlGT0CTnFDx+/DgAVDg8OCIiAtHR0d4y1+Ljjz8GUHGjIwBkZmZi2rRpPttuvvlmfPbZZ4iOjq5y3w6HAw6Hw/t9fn7+NcdJzVtCQgI6dOiAEydOILKVjIzDHgCAxwkcWe9C95F6XMZlzJ8/Hw888IB3RUkiatqYZ8gfWrVqhQEDBmDbtm1od70O+5aXDiN2FgHHt7jQNVmHffv2ISEhAQMHDgxswERUb5hnqK6cPn3aex9/6tQpdO3aFRMmTEBQUFCAIyNqvJpkT0GLxQIAlc5jExoa6i1TU3v27MGcOXMQGxuL5557rtzrv/rVr5CWlobs7Gzk5+dj69atGDNmDJYvX45bbrnlqk/L33zzTYSFhXm/WrdufU1xEgFA586dAQDh8b6/6i672jDosgtcuHAB//vf/+DxeAIRIhHVM+YZ8peRI0ciMjISBpOElt01Pq/lXxQ4vVfNKytWrMAvv/wSiBCJKACYZ6iuXNn4d/jwYXz88cfIy8sLTEBETUCTbBSsK6dOncL48ePh8Xjw1VdfVdjr79VXX0VycjKio6MREhKCgQMHYsmSJRg6dCi2bNmCZcuWVXmMF198ERaLxft19uzZujodagbat28PAAiJlmAI9n3NXihwZKMLHrfAyZMnsXTpUg7xImoGmGfIX3Q6HcaMGQMAaNFRA8MVc7BnHvMg+5QHQgh8++23nMeWqJlgnqG6kpCQgLi4OADApQsCDptATk4OPv74Y+Tm5gY4OqLGqUk2Cpb0EKysN2DJSi01cfr0aaSmpiI7OxvffPMNUlNTq/1eWZYxffp0AOqqsFUxGAwIDQ31+SK6VhEREejQoQMkSUKrbuVnC7BeEji+xQ0hgN27d2PTpk0BiJKI6hPzDPlThw4d0K5dO8iyhISuap6RZCC2vYygMAm/7FQXHrHZbPjqq6/gcrmuskciauyYZ6iuSJKEYcOGAQBCo4DDPymw5QsUFBTgv//9LwoKCgIcIVHj0yQbBUvmEqxo3sDLly8jJyenwvkGK5Oeno6UlBRkZGRgwYIFGD9+fI1jKulVaLPZavxeotpISUkBAMS01SA4Sir3el6GgvRd6k3a2rVrsX///lodz2AwYMGCBViwYAHnKSQiagZK84wMrR6Iai1DUTRo20+LqFYyjmx0wVkkcPHiRSxatKjWvdKZZ4iImq+uXbsiJiYGWr2EsFgJBzcqsBUI5Ofn48svv/TbwyfmGmoummSjYHJyMgBg5cqV5V4r2VZS5mpKGgTPnz+Pr7/+Grfeeus1xbRt2zYAQFJS0jW9n+hatWzZEn369AEAJPateG2hrBMKMo66AQDff/89zp07d83H02q1uPPOO3HnnXdWukI3ERE1Ha1bt0ZsbCxkWUJ4vIz8bAUtuwChsTI63KBDm55anNjigqIIHDp0CBs3bqzV8ZhniIiaL1mW0b9/fwBATCsJbidw5CcFLoc6V/qSJUv8MiUScw01F02yUXDkyJFo164d5s+fjz179ni3FxQU4LXXXoNWq/VZHTgnJwdHjhxBTk6Oz37KNgh+9dVXuP3226s87qFDhyqc5HTTpk34y1/+AoPBgIkTJ9bm1IiuyYgRI6DX6xESJSOmXemvfWishFY9NIhOlHF2rweXznm8c2ZypTgiIqqukoWtIlrKcNqA3LOK97WYthq07K5F+m714dO6detw9OjRgMRJRESNX7du3QAAwZES9EbAYQOObVcgBLBv3z789NNPAY6QqPFokk3eWq0WH330EUaPHo1hw4ZhypQpCA0NxcKFC3Hq1Cm8/vrr6NSpk7f8e++9hzlz5mDWrFmYPXu2d3tKSgpOnz6NG264Afv27cO+ffvKHats+QULFmDu3LkYOXIkkpKSYDAYcODAAaxcuRKyLOPDDz9EmzZt6vLUiSoUEhKClJQUrFy5Eq26aZFzyonWPTXe+Z8AICLBgxPb3OgeLAGwYsGCBZg2bVqNn4y53W589913AIDbb7+dT9aIiJqBrl27YuPGjQiPl6HRAZnHPWjRQQOtQZ22IixO3Z510oO49hosXLgQDz30UIWLtl0N8wwRUfMWHByMVq1a4dy5c4iIl5B1SiA/B0jfr6BtLxmrV69GeHg4unfvfs3HYK6h5qLJfrJTU1OxadMmzJo1CwsWLIDT6UT37t3x2muvYerUqdXax+nTpwEAW7duxdatWyssU7ZRMDU1FYcPH8auXbuwfv162O12xMXF4e6778aTTz6JAQMG1Pq8iK5V//79ixe6sSKmnYz4zhoAwGWnjDCdgqg26vfHNrnQ8yY9zp8/jxUrVmDcuHE1Oo7D4cBdd90FACgsLGQCJSJqBlq0aIG4uDhkZWWhRUcNzh/y4OwBN9pep/OWCY6UASjIz1YQGuPE119/jRkzZtR4ribmGSIi6tatG86dO4e4JLVREAAyTwoYTQriO8hYtGgRIiIikJCQcE37Z66h5kIS/hhwT3WmZKVki8XClbuo1rZu3YoVK1bAYRVwWAVCY2WctOpx2aVBv7AiyBJw4agbeZkKuibrAQCTJk2q0VM2q9WK4OBgAGoCNZvNdXIuRNeK9aovXg/ylwMHDuDbb7+FxyWw50cnXHagx0gdgqNkZNk0CDcoMGgECrIV6M0SDCYJ3bp1w6RJkyBJ5RfCqgzzDDV0rFd98XpQXbDZbPjrX/8Kt9uNQ5s8sGQDBhMQEiUhupWEiBYSQkJC8NBDDyEkJKTG+2euoYbMn/Vqk5xTkIgq1r9/f5jNZhjMEqx56nxPSSYncp0a7LEYAQDxnbUwhck4f0id+2nJkiWwWCwBi5mIiBqH7t27o1WrVtDoJLTuoQUEkHHEAwAI0SvYnhUEtwKExMiwFwiI4oVHKhuNQUREVBmTyYR+/foBAFp3kyHJQPdhMjr2l2EwAbYCgYKCAnz11Vd+W5GYqClioyBRM6LVar0rb0e10SA/W4FGAjqYnThr12N/vjqEK7GPFkX5AoW5Cux2O77//nu/rOJFRERNlyRJGDVqFAAgtp0GIdESnDY1d2glAYtTgx0Xg6AIdY7B/Bz14dTq1auRkZERsLiJiKhxGjp0KLRaLUIiJbRoBxhMaq9zU6gEoQAup0BGRgaWLVsW4EiJGi42ChI1M/369UNoaCj0RgmFueoNWaLJCb2k4BebHiet6rDh9gO0yDzmgcctcOrUKfz888+BDJuIiBqB1q1bo0+fPgCApH5amCPVGzSLU523Nteuxe5sI4QAwmI1sOYpUBQF33zzDZxOZ6DCJiKiRigkJASDBg0CALRoV9q04VQkmMMk2CyAEMCePXuwZ8+eAEVJ1LCxUZComdFoNBg4cCAAIDpRA+slBVoJaGd2ApBwoMCAc0VaSLKEpOu0uHBMHUa8evVqDiMmIqKruummm6DX62GOkKErWX1Y74EEtdfgBZsORy6rD6BMYTJcdoHLly9jxYoVAYuZiIgapyFDhiA4OBhGs+Qd2bTPZlB7pcdIyM9Wty1btgy5ubmBDJWoQWKjIFEzNGDAAISHh0MfJKGoQE2UbU0uaCUBQMJuSxBynBpo9RKi22hRmKvA6XTixx9/DGzgRETU4JlMJgwePBgAEJ2kgbNIQK8BWgeXzul0Ml+P0wU6SBIga9WeHLt27cLRo0cDFTYRETVCBoMBI0aMAKDmEgAI0SjYbVXnSw+LlWC1CLhcLnz33XdQFCVQoRI1SGwUJGqGtFqtN3lGtpJhLxTQywJtTerQLQUSdlwOgtUtwRgsQZIBoQgcPXoUR44cqXLfer0e8+bNw7x586DX6+v8XIiIqOEZNGiQ2nMjWEJBtnoD1iHc6e0tCEg4kGtATpEGGq0Ej1vd/sMPPyA/P7/KfTPPEBFRWb1790Z8fDxkWe2d3s7oRIZLhxN2NUcYzYDbKXD+/Hls2rSpWvtkrqHmgo2CRM1Ujx490KFDB8ia0puxdqbSGzankLHlsgkuBTBHyN4ehcuXL69yBS+dTodp06Zh2rRp0Ol0dX8iRETU4Oj1egwbNgyAutqws0jApBVIDCnNHwISdmYHweqSoNVJ8LgEbDYbvv32W3g8nkr3zTxDRERlybKMm2++GYDaW1AnAZ2MDuy3GZDtKn74VJxW1q9fj6ysrKvuk7mGmgs2ChI1U5Ik4eabb4YsyzCHy3A7BIwagdZBpTdsVo8G2/NMUIQ675PbKWCxWLBu3boARk5ERI3Bdddd552qovCS2luwY7gTGql0NXuXImHHxSC4FUCjk6B4BM6cOYM1a9YEKmwiImqE2rRpg86dO0NSOwuivdEJgySwvTAIdkWCIUiC3SagKAoWLVpU5cMnouaEjYJEzVhUVJR33qeSW7SOZoe3t6BGEjBrFBwpMKjf69Qsu3XrVpw7d67CfbrdbixduhRLly6F2+2u2xMgIqIGS6PRIDU1FQAQGq1OVWHQCCSF+q4yXOjSYHd2EABA1qh5ZsuWLTh06FCF+2WeISKiipTkHADQSkDXIAccQsb2wiAIARhN6gipzMxM/PTTT1Xui7mGmgs2ChI1c8OGDUNISAh0BjVJBmsF2gS5AAj0DytCnzA72pmdOGfTQpIARREQQuCbb75BUVFRuf05HA6MHz8e48ePh8PhqP8TIiKiBqNHjx6IiYmB1iDBaSueqiLU5dNbEACyirQ4lqfO2SQU9bXvv/8e2dnZ5fbJPENERBWJi4tDr169vN8nGlwIlj3IcWtxuEjt5FDSk3D9+vXIycmpdF/MNdRcsFGQqJnT6/W46aabAJQmya4hDsTp3WhhVJ+KGTUCMQYPLjtlyLI6vMtisWDRokUQQlS2ayIiauZkWcaECRMAFM8taFN7C7YJKT837bE8PS4WaSDJ6kMqp9OJr7/+mjdjRERUbSkpKZBltZlDLu4tCABH7HpcdGkgayS4XQIejwdLly7lvQw1e2wUJCL06NEDCQkJapJ0ChhkgRZGN4o7a0DRKDBo1DkHizzq8C6hCBw7duyqXe+JiKh5a926NXr16qU+eCruIdg2tOxKxCUk7M4Ogs0teVckzs3N5QMoIiKqtoiICPTr1w+AuuhIa4MbYRoPAAk/FwbBoaiLWymKQHp6Ovbu3RvYgIkCjI2CRARJkjBq1CgAgEarbmsT5EKuUwMAKIixw2F2IUgj4BESFAFIstqtcM2aNThz5kxA4iYiosbh5ptvhtlshj5IhselrkScFFraW1AjCbQKdiEmyI3d2UYoAtBo1Zu2I0eOYPPmzQGMnoiIGpMhQ4ZAlmXvKKhuxb0FY3RuFHrUjXLxvczKlSths9kCEidRQ8BGQSICACQmJqJ9+/aQZAkOq4AsAdriHh0hF4240PMy3HoPgrUCBW616hDF8wt+++23Fc4vSEREBABBQUEYMWKE+k3xTVrHMCe0sppn+sUUoU+0Hf1i7GhhcuNonk4tVNxBcM2aNfjll1/qOWoiImqMwsPDvXMLCgHE691I0DlxfbAdUToFnuLcIhSBoqIirFy5MoDREgUWGwWJyGvEiBGQJAkGs9o7I0KvoNAtQVZkBF804nyfSxCSQJhO3S4Vzy+Yn5+PJUuWBDp8IiJqwPr06YP4+HhotOpUFXqNQOdwtfdG8aLDAID2YS4YZCCnSIaskeByqHdv3377LSwWSyBCJyKiRmbYsGE+vQXbG51wFzcGaiTAUzzySQhg7969OHXqVOCCJQogNgoSkVdCQgL69OkDAHA71W0l92mRp4PhNLmR2S0PAGDWCLiU0vkFDx06hP3799d7zERE1DjIsozRo0cDADTFHQGTQlwI1nmQY9f4lG0X5kK+UwOHR4LOoDYM2mw2fPfdd1AUpb5DJyKiRiYyMhLXXXcdALW3YIxOQYZT631dI6nbSxoNFy9eDJer/CJYRE0dGwWJyMfIkSNhNBqhN6q9AM1aofYW9MiI/iUElpY25LW0ehMoAG/L4dKlS+FwOPDee+/hvffeg16vD8g5EBFRw5SYmIhu3bpBkiS47AKSBHSLdMDiVP8kLTK5cbpTIQC1YTCjUAshAJ1BguIWOH36NDZv3sw8Q0REV5WcnAyDweC9bwmWFe9CikBpg6AQApcvX8a6deu8r+n1euYaahbYKEhEPsxmM4YPHw4AUDzqtuJ5eBF2zgytXYOsrhbYg13QyYDDI0GS1FUiHQ4Hli9fjsceewyPP/44dDpdgM6CiIgaqtGjR0Oj0UBnVKeqiA3ywCALKAIIsmmRH+nE+bZWAEBSqAsZ1uKeHcW5aNu2bRg/fjzzDBERVclsNiMlJQWA2vAXqVOQVzw3ukfvKd6uLroIAFu2bMH58+cBADqdDo8//jhzDTV5fmkUPHDgAB577DH07NkTUVFRiI6ORs+ePfH444/jwIED/jgEEdWj/v37IyQkBFq92thn0ggUuCXIioTI08EQGoGM3pegaBQYNAIepXSVyOPHj/P3nqgOMNdSUxEaGooBAwYAADzFU1V0DHcit3gIcfQFIy4kFSE73g5JAmJNbuQ5fOcXXLhwIex2e0DiJ2qqmGeoKbr++usRHR3tbfjTFy9w5Ta6YYuxQSoeRlzi+++/h9vtDkSoRAFR60bBd955B/369cM///lPHDx4EJcvX8alS5dw8OBBfPDBB+jXrx/eeecdf8RKRPVEp9Phxhtv9NlmKF6JOPycCRqnDGewG1ld1AnfS3oSQgCKouC9997Djz/+CI/HU59hEzVZzLXU1AwbNgwmkwk6o7roiFkn4PCoySTmnBEat4QznQtREKb2StfJAk6POozYafdg7969+POf/8w8Q+QnzDPUVGk0Gtx8880A1Ma/YI2AEIAh34D8pHx4dB6fYcTZ2dnYtGkTPB4P0tLSkJaWxlxDTVqtGgVXrVqFJ598Enq9Hk8++SR2796Ny5cvIy8vD3v27MHTTz8Ng8GAp556CmvWrPFXzERUD3r06IGEhARotGpvQb0GKPKocwtGpAcDACwtbSiILYIkAe7iRUfsRS7861//wtixY9mLg8gPmGupKQoKCsKQIUN8tsWZ3ChwytB6ZCScMkHIwMme+XAaPDDrBApdxX+2yh58+umnePnll7nAFZEfMM9QU9e+fXt06dLF2/hX0g/QfMGM3B65AHyHEW/YsAFnzpxBamoqUlNTeU9DTVqtGgX/8pe/QKvVYuXKlfjTn/6E3r17IywsDKGhoejVqxfefvttrFy5ErIs489//rO/YiaieiDLMsaPHw9AHRoMALri3oIRZ8yQnRIgAZnd8uDRKdDKgCIAra50BZKTJ0/Wf+BETQxzLTVVAwYMQExMDLR6dViwToZ3wZHY80YYCzVw6wVO9iyAIglEGhXk2n3/dF22bBmKiooCET5Rk8E8Q83B6NGjIctqDim5XTFnmGGPtKMwvtBnGLEQAj/++GOAIiWqX7VqFNy+fTuSk5MxePDgSssMGjQIKSkp2LZtW20ORUQBEB8fj4EDBwIAFI+AtnhhEY1HRuRptbegx6DgYmdLhe9fvnw5XC5XvcVL1BQx11JTpdVqMWbMGPX/evUOLd7kRpZNA0lIaHPMDAjAGurGuQ7qwiORBgVWV+nDJ6vViiVLlkCUnRCKiGqEeYaag/DwcAwdOtT7vSIAWZERmh6KS90vwW1w+wwjLllwhKipq1WjoM1mQ0xMzFXLxcTEwGaz1eZQRBQgI0aMgMlkgqzxnZw34nQwNMU9OiwJNtgiHJAlwKmUvtdisSAtLa2+QyZqUphrqSlr27Ytunfvrk5D4RLQyIDLI8EjgNA8PcJz9ACAi63syI11QJIATWmbIIQicOjQIRw8eDBAZ0DU+DHPUHMxdOhQhIaGAiidEz00PRQQQG7P8sOIiZqDWjUKtm7dGlu2bKly4k23240tW7agdevWtTkUEQWIXq/HDTfcAADwuIR3/kCNR0b0yRC1UPEwYiEJ6K+oVbZu3YqsrKx6jpqo6WCupaZu1KhR0Gq13uknWga7ca5Aq/7/pAkQACTgTJdC2IM8MGpLewWWdBBcunQpCgoK6jt0oiaBeYaaC51Oh1GjRnm/FwKQPTLCfglDUWwRCloVlFuNmKipq1Wj4K233orTp09jxowZyM/PL/d6fn4+HnroIZw5cwa33XZbbQ51TXbs2IGxY8ciIiICZrMZAwYMwPz582u0j5KVVHv16oWgoCDExMTgrrvuwvHjx+v0uEQNyQ033ACz2QyNTvIOIwaA8LNm6K3qjZsz2I3Lbaw+71M8AoqiYPHixVAU5crdElE1NPRcS1RboaGhGDBgAIDSh09mnQKnBwiyaRFxUe0t6NEKnOyRD0UqvVuTNRLcLgG73Y4ff/yRw4iJrgHzDDUn3bp1Q2JiIgB4hwuHng6FpkiDS10vwW0sHUZc4pdffqnnKInqjyRq8dfTpUuXcP311yM9PR2hoaEYO3YskpKSIEkSTp06haVLlyI/Px/t2rXDjh07EBER4c/Yq5SWlobRo0dDr9dj8uTJCAsLw8KFC3Hq1Cn84Q9/wEsvvVSt/Tz88MP497//jW7dumHcuHHIysrC119/DaPRiJ9++gndunWrk+OWyM/PR1hYGCwWi7erM1EgbNmyBStXroTbKaDVq0O7NBJQGG3HuevU7vayS0KrtRGYO/uPAICXXnoJWq0Osixh1KhRGDRoUCBPgQhA46tX6zrXNrbrQU2Tw+HA3//+d9hsNiiKgCxLOF+oRctgN2zBbhy6Pg8ovkkLPynj8+l/BwA898JLMBn1EIqAJEu466670LVr18CdCBEaX73KPEPNTVZWFj788EOfbYUtC5HTOwfGbCNa7GgBp9OJN954AwAwd+5cPPHEE9DpdIEIl6gcf9artWoUBICMjAw88sgjWLp0aYWvjxs3Dv/85z+RkJBQm8PUiNvtRpcuXXDu3Dls2bIFffv2BQAUFBRg0KBBOHr0KA4dOoSOHTtWuZ9169ZhxIgRGDZsGFatWgWDwQAAWLNmDW666SYMGzYM69ev9/txy2ISpYbC7Xbj3XffRX5+vrpKpEEqnnMDONc3F4WxdgBA8CkDTs87CkUAg24YCK1W7Umo1Wrx6KOPIioqKpCnQdQo69W6zLWN8XpQ03Tlw6ciN6CTAa0MHO1jQUGkunCV4vTA8o8jMBVq0e/6gQjSa72NgqGhoXjssce8f7MRBUJjrFeZZ6i5Wbp0KX7++Wfv9wICF4ZcgDPMiaj9UQg6FeRdWGfgwIFISUnByJEjAxUukY8G1ShY4tSpU9i0aRMyMjIAAAkJCRg6dCjatm3rj93XyMqVKzF69GhMnz4dH3/8sc9rX3/9NSZPnowXX3zR2/JfmXvuuQdffvkl1q9fj+HDh/u8NmbMGCxfvhxHjx5Fp06d/HrcsphEqSHZuXMnlixZArdLQKuT1FW7JMBldOOXoRchNAIQQJvt0TDlGVDkkRCkEd7yrVu3xrRp0yDLtZq5gKhWGnO9Whe5tjFfD2paXC4X3n33XRQUFHgbBvMcMsINCgrDXDjSz+LtLSi7JXTbEQ5jkQYON2DQqlNWyBoJ/fv3x7hx4wJ7MtSsNeZ6lXmGmgur1Yp33nkHLpfLu80eaUfmwExIbgktN7aE1q71viZJEh555BHExcUFIlwiH/6sV7VXL1I9bdu2DUgDYEVKVjstO4loiZJtZXv4VbUfs9mMIUOGlHtt9OjRWL58OdavX+9tFPTXcStktQIaTfntGg1gNPqWq4wsA0FB11bWZqt8xlVJAkymaytbVARUNdec2XxtZe12oIrJkmtU1mQqnXDC4QDcbv+UDQpSrzMAOJ1AmYRUq7JGY+lnpSZlXS61fGUMBvTp0wc7duxAdkYGPBY3DEES3AIwOYH4Q0bkdlDnobnY5RLabG+BIADC7UGQ8MBjE8g8eRI/r1/vnTsKAKDXAyVd8d1u9bpVpmxZj0f92VVGp1PL17SsoqifNX+U1WqBkt4qQqi/G/4oW5Pfe9YRFZdtpOo01zLPMM8EOM/oDAakpqbihx9+gOTxQOdUEAVA2IEIJxB3RkJerPp+l06DX3rko8vP4TBKCmD3wCAD8AB7f/oJ3ZOSkJSUpO6YeabmZZlnSjHP+A/zDPNMA7ifQfEoJrNej+T+/b3350IAIZky7Ok62FrYcLlbNmJ2xauLkSgeaD0erFi4EPfdd1/51YmZZ2pelnmmVKDzjGiCJk2aJACIn3/+ucLXo6OjRUxMTJX7KCwsFABEjx49Knx9yZIlAoB49tln/Xpcu90uLBaL9+vs2bMCgLCoH7nyX2PH+u7AZKq4HCBEcvKVAVVetn9/37KJiZWX7dbNt2y3bpWXTUz0Ldu/f+Vlo6N9yyYnV17WZPItO3Zs5WWv/NhPmlR12cLC0rIPPFB12YsXS8s+9ljVZU+dKi37zDNVlz1woLTsrFlVl92+vbTs3LlVl123rrTse+9VXXbJEiGEEGfPnhXf3XprlWV//+j14o7XpohXX31VfDXpzqr3O29eaQxLllRd9r33SsuuW1d12blzS8tu31512VmzSsseOFB12WeeKS176lTVZR97rLTsxYtVl33ggdKyhYVVl500yecjXGVZ1hHqV5k6wmKxCADCYrGI5oh5pvafISEE80wJP+cZt9st3n333avmmZcfvkEM/eedYtpnT4kFdzLPCCGYZ8pingko5pnaf4aEEMwzJergfkYIoeaGKsq++/pwMfWlqeKhhx4SX13t+jLPqF/MM+pXI8szfukpmJaWhg0bNuDChQtwVNIqLkkS/vOf//jjcFdlsVgAAGFhYRW+HhoainPnztV6H2XL+eu4b775JubMmVNlGaJAatWqFfI6dKiyzL4Pd+Bb7EDruU9DlqosSkTV5K9cyzxDDZlGo8H48eOxZ/XqKssd+ddWbMJWBC9/BIUhVfQgIaJqY54hKqW4FXzxxhcAgNTbbw9wNER1p1ZzClosFtx6663YuHEjrrYbSZLgqapLsx+NGjUKq1atwvHjx9GhgsaL9u3b49y5c5UmO0CdbLdly5YYMmQINm3aVO71jRs3Yvjw4Xj44Yfxz3/+02/HdTgcPq/n5+ejdevWsGRkVDxWnF1pKy7L7vY1L1uD7vYumw0ff/ghcnNzvZO7l8wveLrDRfznVx/BA2DykgfR+ed46J3qz61kvicAmDZtmjpZNbvb17wsu9uXuoY6orHNbeTvXMs8cwXmmZqXrYc88+1XX+Ho/v3wuAQ0OglZNg3iTB4ICBzokYP/3fNveADcvOIRBEla9PopGHqnBm5FXZikxD333IOkTp2YZ2palnmmFPOMD+aZCsoyz6j/b2R5pqSsEAJfffUVTp065S2maBScvOEcPhn3OQDg5RdegFGSvZelT58+GDt2bOl+eT9T87LMM6UCnGdq1VPw+eefx4YNG9ChQwfMnDkTnTp1QnBwcK0C8oeSnnple/GVVXIBa7uPsuX8dVyDwVDxinlmc/XGj9dkjHlNypb9UPuzbNlfQn+WLVtp+LOswVBa0fmzrF5fWjEHqqxOV5qgrlbUZMItU6bgo48+glJcabkUdZXIsLNRKPmTxG3yILNHAeIPREAIQNIDRUUC+iAJW/btwx1XrsSt1ZYm6qvRaKr/Ga5JWVmum7KSVDdlgYZRtrHVEY2Iv3Mt84yfyjLP1LxsDfLMqHHjcDw9HS6HAwqAcB1wvkiPWJMHURlhKHvr6zJKONbHic571L+xXFD/TpckYMm6dXi0c+fSP3iZZ2peFmgYZRtbHdGIMM/UsizzjKqR5ZmSshKAm267De+//75Po3jY8Sjv/63RDmgLS+/jdxw6hD5DhlS8GjfzTM3LAg2jbGOrI/ykVo2C33//PeLi4rB161ZERkb6K6Za61jc0HD8+HFcd911Pq9dvnwZOTk5GDx4cJX7MJvNiI+Px6lTp+DxeKC5YlLc48eP+xzLX8claizi4+ORmpqKNWvWQAgBnSzBrQA6t+/viiXBhuAsI0KygyAEoA9SH7EdOnQIKSkpiIqKqmj3RFSsoeZaoroUEhKCYcOGYfXq1d5e5rIkoAgg7FL5m8OCSBcutixC7Pkgb29BoQjk5uZiw4YNGDFiRADOgqhxYJ6h5i46OhqDBw/G5s2bAagPlswXSxuTLnW9hNCfQyGJ0nmRli9fjunTp5dfdISokZGvXqRyFosFgwcPbnDJIzk5GQCwcuXKcq+VbCspc7X9WK1Wb+VQ1ooVK8rtx1/HJWosBg8ejJYtW0KSJAjhO2TLSwIyu+fBo1W8Xe4VRUBRFCxduvSqw1SImruGmmuJ6tqAAQMQHR0NWSNBCIHoIAW59gpWLi12roMVDqMHWlntvS4VT2q7efNmXLx4sb7CJmp0mGeIgOHDh3t7yF7ZzucOdsPSrnQ0oBDA2bNncfjw4foMkahO1KpRsGPHjsjOzvZXLH4zcuRItGvXDvPnz8eePXu82wsKCvDaa69Bq9Vi2rRp3u05OTk4cuQIcnJyfPbz8MMPAwBefvllOMvMTbBmzRqsWLECw4cPR6dOna75uESNnSzLGDNmDIDS5Okp28ZX/H+PQcHFLmoiFQKQZfUG79SpUzhw4EA9RkzU+DTUXEtU13Q6HSZMmAAA3p4YIbrK58xSNMDpzoUAAK1UOtWPoihYuHAhXFXNSUXUjDHPEAF6vR4333wzgIqnirO0t8BtVOdXLLnvWbt2rXcqJaLGqlaNgv/3f/+H7du3Y//+/f6Kxy+0Wq13rrNhw4bh4YcfxjPPPIPevXvj4MGDmD17tk9j3nvvvYeuXbvivffe89lPamoqZsyYgY0bN6Jv37547rnn8MADD2DcuHEIDQ3FBx98UKvjEjUFLVu2RP/+/QGoC4loyjxZC84qnRPBkmCDNcIBSSqZ60ktuHz5chRVNbktUTPXUHMtUX1o06YNBg4cCEAdDmzUAkXuyodq5Ue5cDlGzTUl5YQQyMrKwuqrrGhM1FwxzxCpunXrhqSkpHI9BfV5egitwOXOlwGUNhrm5uZi586d9RwlkX/VqlFwxowZ+O1vf4sxY8bgk08+wfnz5/0VV62lpqZi06ZNGDp0KBYsWID3338fUVFR+Pzzz/G73/2u2vv55z//ib///e+QJAl///vfsXTpUkyYMAHbt29Ht27d6uy4RI3JiBEjYDab1TmfZBnJyclITk5GwvFIaBzF1UzxMGJFFt5EKxQBm83GGzWiKjTkXEtUH0aOHImoqCjvcGCzXlLzTEoyTI7yE8qf7WCFIguYdAJWl+R9CLV9+3YcO3asXmMnagyYZ4hUkiR5ewuWvaeJPRILKIA1wQpHqMOn0XDt2rWwVbXKLlEDJ4kaTOh15WIbJYQQV51gU5IkuKtazpwq5M+lponq0oEDB/Dtt99CKAKSLEERgCwBhdF2nOuXCxRXEVEnQxBzItT7eokHH3wQrVq1Ckzw1Kw09Hq1vnNtQ78eRABw4cKFCle8Lwh34WhfizfHlEj4xYSEdBMcHnW+25Je7GazGTNnzoS5JqsREtVQQ69XmWeIqvbjjz9i+/btAEpXs7/c6TIsHSww5hjRYnsL73YAuO666zB+/PgARkzNjT/r1RqtPty6dWuurkNEFerevTv279+PY8eOweMW0GjVxUeCc4wIP2NGXqIVAJDbtgChF4JgsOp8kunixYvx8MMPV/qHKlFzwVxLVF58fDyGDx+OtLQ074r3igBC8nSIumBAboLDp/yFRBsiswwwFmlwyS4j0qhAKAJWqxU//PADJk+ezN8zaraYZ4iqlpqaikOHDqGwsNB7rxJ+IhzWeCvs0XYURRchKKd0mqSdO3eiX79+SEhICFDERNeuRo2C6enpPt8/+eSTiIyMxCuvvOLPmIioEZIkCWPHjsXJkydx8eIFAEB0dDQkSUbssTAURTrgCHEDsjqMOHF7jM8w4osXL2Ljxo1ISUkJ3EkQNQDMtUQVGzJkCPbv34/s7GxkZ2dDCCAmJhqtT5iRH+WCy1A62bsoXnSk854wRBoVFLokBOvUfHPs2DEcOHAAPXv2DODZEAUO8wxR1YxGI0aNGoUPP/zQm2tkyIg6EIWsAVm43OUyjJuMkMp0U1+6dCkefPBByHKtZmgjqne1+sT+4x//wL59+/wVCxE1cmFhYRg0aBDef/99vP/++3C73XArgKxIiN8XCal40ciiCCfyEtSeg4qAd56ojRs3IisrK1DhEzVIzLVEKq1Wi3HjxsHtduP999/HBx+8D4fTDa1bRuJRs3fF+xIFkS5kJ9gBlA4fLnkatXTpUhQWFtZj9EQNF/MMUXlt27b15hq32w0hgKDcIJgvmOEMdcLa0upTPiMjA7t27QpQtETXrlaNgq1ateIS3ETkY8CAAd7/e9wCWhlwK4CxUIfoE6XzHWR3yoeiUbzzCgohoCgKFi9ejBpMdUrU5DHXEpVq27YtunTp4v1eI6vzPYXnGBCZZShX/lwHK5wGD4K0AgVOCZKk5iaHw4EVK1bUZ+hEDRbzDFF5Vw6xL/k24nAEJJeEy50uQ5F9f29Wr17NB07U6NSqUfD222/H+vXrUVBQ4K94iKiRK9tlXqNVs2dJw1/k6WAYLOpKkR6DgktJatJ0K2riFYrA+fPnsXPnzvoNmqgBY64l8nXjjTdWuL3NMTN0Dt8/bT1agdOd1VwTrBNwK2puEoq6QBZXIyZiniGqjpI+C1qHFuHHw+EJ8iC/Xb7Paw6HA6tWrQpQhETXplaNgrNnz0abNm0wduxY7N69218xEVET4nEJyBLgVABJSIg/GA4UP1S7lFgIj06BVvYdRpyWlgan0xm4oIkaEOZaIl9lV9lzu4Ta+08BtG4ZSYeDyw0jtkS7kBtnhyQBbkXNM4qiFlq2bBlcLle9xU7UEDHPEFUtISEBZTsOhqaHQm/Rw9LOArfRXTpPugD27dtXbt5OooasRguNXOnWW2+FwWDA5s2b0b9/f8THx6NNmzYwGo3lykqShDVr1tTmcETUyISEhMDhcEDxCOg1EtwCMBboEZkejEvtCqHoBHLaFSDuaBgUofYoVIpXh0xLS8OoUaMCfQpEAcdcS1Q5rU6C2yWg1amrEYdd0iPmvBHZrew+5c52tCIsVw8jZNjdEoxatUHRYrFg3bp1zDfUrDHPEFVtzJgx+Pzzz71THEmQEHUgChcGX8DlTpcRsy8GQpQOMV62bBkeeeQRaDSaAEZNVD21ahRMS0vz/l8IgYyMDGRkZFRYlsveEzU/Y8aMwaJFiyAXz/Be0jU5+mQoCuLscJndyGtdiMjTZujsWrgUQFfcW3Dbtm247rrrEBUVFaDoiRoG5lqiql35qW99woyCCBfsZo93m1svcLaDFW2PhEAnqzd1JVNcbN26Ff3790dkZGR9hUzUoDDPEFUtLi4OQ4YMwaZNmwCoPQINFgNC00ORn5SP0PRQGPINxa8JZGdnY8eOHbjhhhsCGTZRtdSqUfDUqVP+ioOImqAOHTrg+uuvx44dO6B4BGSNBKcC6CEh/kA4zgzIgdAAOR0KEH8gwntjpw7rUvDDDz/ggQce8JmnkKi5Ya4lqlx8fDxyc3PhLBLQB0lwuCUYtEDbQyE4cl0eRJn0kRvvQMwFI4ItOtjcEkxaAbdTQKsHVqxYgSlTpgTuRIgCiHmG6OqGDx+OgwcP4vLly94egeFHw2GLteFy18tosa1FcW/B0umQevbsCbPZHMCoia6uVo2CiYmJ/oqDiJoInU6HZ555xvv/m266Cenp6cjOzoZQBPSyBI8ATHkGdRhx20JY4m2IPBUMg1UHhwcwaCQoHoEzZ85g586duP766wN8VkSBw1xL5KtsnrnlllvwySefQB+k9s4waAGXApgLtEg4ZcL59rbSN0rA6U6F6LYjHCYt4PYAWr26yNWxY8dw6tQptG3bNkBnRRQ4zDNE5V15T6PT6TB27Fh88cUX3qHCsiIjen80MgdmwhZngynLBEDtSehwOLB27VpMmDAhkKdBdFXsfkNEfqXX6/H222/j7bffhl6vh06nw8SJE6HRaLwLiZT0CIw5HgpDgRaQgZwO6updmuJaqeQJ3Jo1a5Cfn1/PZ0FERA1V2TzTpk0bjBgxAkDp6o92t5pIWpwOgtni+/y7KMSD7JbqfINu4TsMcsWKFfB4PCAiIrryngZQR0F1797dZ2ER4yUjQtJDcKnLJQipeM7B4td37dpV6VB8ooaCjYJEVOdatGiBG2+8EQAgFHU1YlfJasT7IiF5gII4O+whTmglwOqWIMkSXHYBh8OBjRs3BvgMiIiooRo8eDASExMhyxKEEAjRK7hklyFBQttDIZCvaOc7384Gl16BUStgc6n5RvEIZGVlMd8QEVGVbr75Zm8jYUnjX+TRSEhCQn6i2pGh5CEVoC46IspuIGpg2ChIRH6lKArS09ORnp4ORVG82wcOHIjWrVt7b750MuBWAGOhDrFHwwAJyG1XCADQF08CrzOqmXbnzp24ePFi/Z8MERE1OFfmGVmWMXHiRAQFBXnncgrWKeoqw0UaxJ0J8nm/RydwurOab4K0AoqAd0GsTZs2ITc3t35PiIiIGpzK7mmCg4Nx0003ASht/JMUCdF7o2Fpb4FH5ynTk1Dg/Pnz2LlzZ32HT1RtbBQkIr8qKipC27Zt0bZtWxQVFXm3S5KE8ePHQ5Zl781X8T+IOBuMkMwgFMQVwWF2QScDFpdaPTmLBIQQWL9+fb2fCxERNTwV5ZnQ0FCMHz8egHoTptcAdo+aZOJPm6Cz+/7JmxfjRG6cHZKkPqACAI9bwOPx4IcffmCvDiKiZq6yexoAuO6669TODmWGEZesRmzpYAEAKGUWHVmzZg2sVmu9xk9UXWwUJKJ6ExsbiyFDhgBQb76k4mHEABB/IBx6qxY57QsAAGatAkUA+iA1mR46dAhnzpwJSNxERNTwdevWDT179oQkqcOIww0KCl0SZEVCy19M5cqf6WSFU++BXqM2DGq0EhRFXeTq0KFDATgDIiJqDCRJwoQJE7yNfiWNg2Enw+AMdsIV5IJcpsHQbrdj1apVAYqWqGpsFCSiejV8+HBERUVBo5XgdqrDiB0eCbJHRqvdUbBGOWALd6hzCxb38nDZ1R4bK1asYO8NIiKq1JgxYxAcHOy9UTNq1JwRlWmAKd930RGPTuB0F3UYcUnP9ZIbu+XLl8PhcNRP0ERE1OjExMRg+PDhAMoMI4aE6H3RKGijdnJQilcpFgLYu3cvTp8+HahwiSrFRkEiqldardY7xEurlyAUAYNGwKkAepsWLfdGIruTOklviFbApahzCyoegYyMDBw+fDiQ4RMRUQMWFBSE2267zfu9VgYcHvVGLfGoGbjiuZIl2oWcFqXDiCVJzTeFhYXYsGFD/QZPRESNytChQxETE+N9oKQIQOvQwpxp9vYWLGkYBIAff/zRZ35CooaAjYJEVO+SkpLQr18/AIDLqd6haSTALQDzJQMizpiRH2cDAFg9ajVV8gRu7dq1TKZERFSp9u3bo3///gDU+QUNGsAjAHOBDnFnjeXKn+1ohVOvQCsDHqV00ZEtW7bgwoUL9Ro7ERE1HlqtFrfccov3+5JGQIPFAF2RDgDgEmpOEUJd5Z6LjlBDw0ZBIgqIG2+8EcHBwdAbZRQVKNBIgFORoAggNNMEY4EeABCmVWBxSepcTx6B3Nxc7N69O8DRExFRQzZq1CjExsZ6hxGX/MHb8hczjIUan7IencDZjuow4rIrRgohsHjxYj6IIiKiSrVq1Qo33HADALUTQ0nDYAmDLGBXShcdWbduHex2eyBCJaoQGwWJKCCCgoIwZswYAIDBLMFpFzBpBHKcGnWBEZs695MkAQcL1J4dUvGMvatWrUJ+fn5gAiciogZPp9Ph9ttvh0ajNgBKUnEvQEVCu4MhkDy+5S/HOpEf4YQsFQ83ltRFRy5cuIBt27YF4AyIiKixGDFiBCIjI0sfLAFwFTcM5rg0OGgzqNuFQFFRETZt2hSYQIkqwEZBIvIrrVaLxx57DI899hi0Wm2VZbt27YrOnTtDliUIj4AQQKzBgxNWPezFi4zYPRKynVqcK9Kqcz65BBwOB3788UcuOkJE1AxVN8+0aNECo0ePBqDeiGlkdRixyapF6xNm38KSuhqxkNThxooA5OIHUWlpaSgsLKyz8yEiooanJvc0Op0Ot956q/d7jQTYPBI25QdhY4EJp516WNyyt7fgtm3bYLFY6jR+ouqSBO+qG7T8/HyEhYXBYrEgNDQ00OEQ+Z3NZsMHH3yAwsJCWC8rMEfIcCvAhlwzwnQKcp0aFCkyjLKCG2MKoZEAoQhIsoS77roLXbt2DfQpUCPDetUXrwc1ZUIILFiwAEeOHIEQwntDBgAneuQjL9bpU771cTPizgbB4YHaOKgIyLKEHj164I477qjv8KmRYr3qi9eDmosVK1Zg69at3nxzwq7HPps64ilO58KQkCLva3369PFpSCSqCX/Wq+wpSEQBZTKZcPvtt0OSJJgjZBTlq5O99wsvQoZdiyJFrabsiowTVnWeQY9bfe/y5cvhcDgCFToRETVwkiTh1ltvRVhYmLdBsGSup6QjwdAX+f4pnNHWBpdOgUGjDiOWZQlCAAcOHMCJEyfqO3wiImpERo4cWbwasZpvOhidaKlzAQCyXFrkuDTe1/bu3YuLFy8GLFaiEmwUJCK/EkIgOzsb2dnZ1R7e265dO6SmpgIADMES3E6BcJ2CHqG+k/Aetxpg80jQ6iW47Ary8/OxceNGv58DERE1XDXNM0ajEZMmTSpddKR4fkGtW0b7AyGQyqwj4tEKnG9nBaAO/wJKFx9ZunQpH0QRETUT13JPo9VqMXHiRO98tgDQL7gIIbIHgIRDRSVzC6r7530MNQRsFCQiv7LZbIiNjUVsbCxsNlu13zd06FB07dpV7ZUBNVm2NbnQylg6tMsjJBwtVJOprFXv0rZu3YqcnBy/ngMRETVc15JnWrVq5X34VDK/oCIAc4EOra6YXzAnwQFriAtaGbC6insXegTy8vKwevVq/54MERE1SNd6T9OiRQuMHDkSgHo/o5OAG0KKoJMEctxaZLs03odNBw4cwKVLl+oifKJqY6MgETUIkiThtttuQ1xcHHR6CS6H+kSuT5gdYdrSZSLPFOlgccnQaCXYCwQ8Hg+WL18eqLCJiKiRGDx4MOLj4yFJ6pDg4nVEEHcuCGHZ+tKCEnCms9pb0KwTcHkAubjb4M6dO3H+/Pn6Dp2IiBqRG264AR07doQkqXPThmgUDAi2QYLA0ZLegsVzWWzYsCGQoRI13UbBzMxMzJgxA/Hx8TAajejUqRN+//vfw+l0Xv3NxY4fP4433ngDw4cPR0JCAvR6PVq3bo37778fR44cqfA906ZNgyRJFX516dLFX6dH1CTp9XpMmTIFwcHB0BslOIsENBIwMMIGo1wyvkvCseLeghq92nvj5MmTlf5OEhERAYBGo8Htt98Ojaa0l4aneERY28O+8wtaQ93IjrcXlyntLSiEwOLFi6EoCoiIiCpS0tkhJCREHQWlCMTpPOhtsuOiW4M8twxJ5tyC1DBUvbZ2I5WZmYmBAwfi7NmzuO2229CpUyds2rQJs2bNwpYtW7B06VLI8tXbQ1955RV8/fXX6NGjB2699VaEhoZi//79+Oyzz/DNN99gxYoVGDZsWIXv/e1vf4vw8HCfbdHR0f44PaImLSwsDHfddRc+/fRT6IM8cNkFgoxqw+DmS2a4hYQLDi3sHglGA5B7xoOoNhr8+OOP6NChA7TaJlmtERGRH8TExCAlJQVr1qyBUAQ0sgR38fyC7Q6G4Gg/C0Txn4jnOlgRka2HETKK3BKCtGrDYFZWFvbs2YN+/foF9mSIiKjBMplMmDRpEj755BNAVocStzO61MUT7Xr0D7bD4xbQaCWkpaXhrrvuCnTI1Ew1ybvn559/HmfOnMH777+PmTNnAlDnj5k+fTo+/fRTfPrpp5g+ffpV93PzzTfjxRdfRO/evX22f/XVV5gyZQoeffRRHDx4sML3PvHEE0hKSqr1uRA1R61bt8aECROwaNEi6IzFC4/oFVwfbsPWyyYISDhr16Gj2QlJAzhsAvnIx5YtWyptqCciIgLUYcTHjh3D2bNnIRQBrSzBI4DgfHV+wbOd1KHDHp3A+XY2JB4LhlYW6pDj4mHEq1evRpcuXWAymQJ5KkRE1IC1adMGN954I1atWgUh1IWrupkcuOBUm2E0xXOkHz58GFlZWYiLiwtkuNRMNbnhwwUFBfj666/Rrl07PProo97tkiThzTffhCzL+Pe//12tfU2bNq1cgyAATJ48GZ06dcKhQ4e4wAFRHenduzcGDBigfiMDHrdArMGD68KLIEHgXJEOABAWJ+PsPjcAYPPmzSgqKgpUyERE1AjIsoyJEyfCYDB4h29pyswvGHGxdH7B7AQ7isxu6GQg36n+2ax4BIqKirBy5cp6j52IiBqXQYMGFS+mCLid6pwV8Xr13kXxAJcuqNs2bdoUsBipeWtyjYJbtmyBw+HATTfdBKlkwphi8fHx6NmzJ7Zt2wa73V6r4+h0aoNEZUMVly5dirfeegt//etfsWbNGng8ngrLEVHlRo0ahdatW0OrleAqElAUgZZGN/qFFaHALcOlqE/YbPkC1jwFDocDGzduDHTYRETUwIWHh2PcuHEA1CFdAOApniYw6XAIjFaN+o0MnO2g9hwM0Ssocqu9BYVQ54E6duxYfYdORESNiCRJuOWWWxAREQGtXoIlWyDzpAJrnsDpAwrOHlaTz4EDB5CZmRngaKk5anLDh48fPw4A6NixY4Wvd+zYEXv37sUvv/yCbt26XdMxtm/fjoMHD+L6668vN29giV//+tc+33fq1AlffvnlVeefcTgccDgc3u/z8/OvKUaiQNFqtXjggQe8/68NjUaDSZMm4Z///CcAG/IueBAaJ6NVkBt62YZ8twZReg/CYmWc3edBl+Eytm7dip49eyI+Pt4PZ0PU9DDPUGPnrzzTs2dPpKenY9euXVCK5xd0KYAOEjrsD8Hh/hZ4tAL5US5YIp0Iu6RHkVtGkFYBIABIWLp0KRITE2EwGPxzckRNAPMMNQX+vKcxGo2488478Z///AdhMR7kZQmcWle6YFXOOQXRrWSsWrUK9957b7nOTUR1qcn1FLRYLADUxQoqEhoa6lPuWvb/wAMPQJZlzJ07t9zrycnJ+Pbbb3H27FkUFRXh8OHDeOKJJ3Dy5EmMGjUKGRkZVe7/zTffRFhYmPerdevW1xQnUaAYDAZ88skn+OSTT/xykxQaGoqJEycCAMLjNcg85vEOJY7Sqz1wY5Jk5F1QkHvGAyEEli5dypUhiSrBPEONnT/zzM0334zY2Fjv6pA6GXArgNGmRduDIWrbH9TeggICkUYFuUUaSJIExSOQn5+PVatW+eGsiJoO5hlqCvx9TxMfH4+bb74ZANCmm4zQmNLXzhwUUDzAL7/84u3kRFRfGmyjYHR0NCRJqvZXWlpancdkt9sxceJEHDlyBK+99hpSUlLKlZk+fTomTpyIVq1awWg0okuXLvjrX/+K559/Hrm5ufjrX/9a5TFefPFFWCwW79fZs2fr6GyIGo/27dtj+PDhAIC4Dhqc3OaGwyq8r5vCZegMwOk9brhdAufPn8fOnTsDFS5Rg8Y8Q1RKp9Phrrvugl6v984vqJUBRQDhuXq0OqkuJGIP9iC7pTr1jE4j4FFKFx3ZuXMnzp8/H5gTIGqAmGeIKnbdddehd+/ekGSg0/UyjGZ1u8MGXDipdmhYuXIlpx6jetVghw9PmTIFBQUF1S7fokULAKU9BCvrCVjSfb2ynoSVcTgcuP3227F27Vq8+OKLeOmll2r0/gcffBBvvPEGNm/eXGU5g8HAISjUqAkhYLPZAAAmk8lv3d+Tk5Nx9uxZnDp1Cq16aLB/lRNx7TWIaCnD4wTcLkAowNl9brS9Tod169ahW7duMJvNfjk+UVPBPEONnb/zTFRUFG677TYsWLCgzDEASECLMyYUmTzITXAgo60NUZkGhOqB81YNWpo9UDwCskbC4sWL8fDDD0OWG+zzdqJ6wzxDTUFd3NNIkoTx48cjOzsbGRkZ6DJIxoENCtxO4PxRgZg2Arm5udi+fTsGDRpU6+MRVUeDbRR89913r+l9JXMJVtbt9vjx45BlGe3atav2Pu12O2677TasWLECzz33HN54440axxUdHQ0A3oqFqKmy2WwIDg4GABQWFvqtUU6WZdxxxx3F8wsWIKmfFie2uHH+kO+TtIsnFcS2UwAUYcOGDRgzZoxfjk9ERA1DXeSZrl27YsiQIdi8eTNE8fyCTg+g1wBJR4PhNCooiHThQmIRWv1iRoRBgdUFmHUSPG6BrKwsbNu2jTdxRERNRF3d02i1WkyZMgUfffQRAAu6DpZxaJMCjxs4e0igfT8J69evR+/evWEymfxyTKKqNLnHmTfccAMMBgNWrVoFIYTPaxcuXMD+/fsxcOBAGI3Gau2vbIPgM888gz/+8Y/XFNe2bdsAAElJSdf0fiICzGYzJk2aBFmWEd1Gg/jOmnJlhFCHEQPqkK7arjRORETNw4gRI9ChQwdIxfML6jWA3S1BEurCI0GFGmS1LoLT4IFJK5BrV5+ty8WpaN26dbh8+XIAz4CIiBqD4OBg3HvvvTCZTAiOkNB1sAyNFrh4WsCaJ+BwOLBu3bpAh0nNRJNrFAwNDcXdd9+NX375BR9++KF3uxACL774IhRFwUMPPeTzHpvNhiNHjuDMmTM+2+12O2699VasWLECTz31FN5+++0qj52ZmYmTJ0+W237+/Hn85je/AaAOiyaia9emTRuMHj1a/X9vLcLjy1dj+RcFHFYBj8eDrKys+g6RiIgaIVmWMXHiRERGRqoNg0LAqBUockvQeGR03BMKnVPG+XbqqI94sxvZNhmSJMHlEHC5XFiyZEm5h9JERERXio6Oxr333guj0YiQKAk9kmUYg4H0/ercgjt37kROTk6Ao6TmoMEOH66Nt956C+vWrcPjjz+O1atXo1OnTti4cSM2b96M0aNHe5cWL7F9+3akpqYiOTnZZ8GSRx99FCtXrkSLFi0QEhKC2bNnlzvWtGnTvL3/jhw5ghEjRmDo0KHo0qULIiMjkZ6ejiVLlsBqteKBBx7AXXfdVYdnTtQ8XH/99cjKysKuXbvQcZAWB9e6YMvzvQkrvKTAYNbg8OHDSExMDFCkRETUmAQFBWHy5Mn46KOP4HQ61W3FDYNB0KDj3lAc65sPm9kNk1WLArcGUUKBzqCuRvzLL7/g0KFD6N69e4DPhIiIGrr4+Hg88MADmD9/PoAC9EqVcXSrgksXBCLj1R7od955Z6DDpCauSTYKxsfHY9u2bXj55ZexdOlSLFmyBG3atMGcOXPw/PPPV3sS6PT0dABqD8A5c+ZUWCYlJcXbKNi+fXs8+OCD2L59O7755hsUFBQgLCwMgwcPxoMPPoi7777bH6dH1OxJkoSxY8fi0qVLSE9PR5fhOhxc44TDWlrm4kkPolprsGvXLgwbNowLjhARUbXExMRg4sSJ+Oqrr7zb9LKA3S0hyKZFxz2hyG5pR+KxYLQyu3A6X4u2YW543OpQ4hUrVqBTp07Q6XQBPAsiImoMWrRogYceeggLFy5U72sGa3D2sIKIFhIOHTqEjIwMJCQkBDpMasIkwTEODVp+fj7CwsJgsVgQGhoa6HCIrspqtdbJpLwVsdvtmDdvHi5evAh7ocDBNU64ykwh2OMmHYIjZfTt2xe33HJLncVBjQvrVV+8HtTY1Fee2bhxI9auXQshBCRJgt2tPpQyaASKTG7onDK0bhlHLuuRFOqCUSPgdgpo9RJSU1MxfPjwOomLGj7Wq754Pagxqs97GgBwu91YuHAhDh8+DMUDuJwChiAJHTt2xD333FOnx6bGx5/1apObU5CImg+j0Yh7770XERERMAZL6Jqig9ZQ+nr6bnXBkT179iA3NzdAURIRUWM0dOhQ9OjRA5KkLjxi1AJ2D7w9BrVu9c/oxBAXDuXqAQBy8RicjRs3Ii8vL0CRExFRY6PVajFp0iR06dIFsgYwBEkAgOPHjyMjIyPA0VFTxkZBIvIrjUaDSZMmYdKkSdBoyq8O7G8hISG4//77ERoaClOYjK4pOmjUezMU5ghcPu+BEAKbNm2q81iIiKju1VeekSQJt9xyC1q0aOFdkThML5DnkFHklrzlgrQCdo+MnCINZFlddMTtdmPFihV1FhsREdWt+r6nAdQFr+644w60adPGZ/uOHTvq5fjUPLFRkIj8ymg04n//+x/+97//wWg01ssxw8PDcf/99yM4OBjmcBndU3XQBwGdhmgR0VJN4leuLk5ERI1TfeYZnU6HyZMnw2w2e1ckbmH24HyhFnkOGR4FOF+oRb5Tg/25RigC0BnUBsQjR47gyJEjdRofERHVjUDc0wBqj8F77rkHLVu29G47e/ZsvR2fmh82ChJRkxAVFYX77rsPwcHBMIXL6Dtej8hWpU/1SlaRJCIiqomwsDDceeedkGUZkqT2EOwQ7sJJiw4/ngnG7pwguIUEq1vGL/lqV3WPOnsFVqxYAZfLFajQiYioETIYDHjggQdw3XXXITg4GMnJyYEOiZowNgoSUZMRGxuLX/3qV4iIiIAkSz6vTZkyJUBRERFRY5eYmIibb74ZAFCyRF+fGAfCDYpPueN5ehS5JWj1Etwugby8PGzYsKG+wyUiokZOp9Nh/PjxePrpp9GzZ89Ah0NNGBsFicivrFYrJEmCJEmwWq31fvyIiAjMnDkTw4YN887/MXnyZCQkJNR7LERE5H+ByjP9+/dH3759IUmAoghoJKB/bBGCtKUNgx4h4eAldcWrkimotmzZgkuXLtVbnEREVHuBvqchqi/aQAdARORvOp0OI0aMwKBBg2Cz2RAVFRXokIiIqJGTJAljx47FxYsXcf78eSgeAaMGuD62CJsvmOARag/1TJsWWTYN4kweuBwCMHiwePFi3H///d7hx0REREQNAXsKElGTFRQUxAZBIiLyG61Wi7vvvhshISGQNRIUj0CoXsF1sUWQUDyuGBIOXDLCo6iLjigegfT0dGzbti2gsRMRERFdiY2CRERERETVFBISgrvvvhtarVZtGFQEYoM86BbpAIobBovcMo7lqYuOlMxBuGbNGmRnZwcoaiIiIqLy2ChIRERERFQDLVu2xK233goAkIsXtmob6kJSSOlKw7/k62FxytBoJTiLBNxuNxYtWgRFUSrcJxEREVF9Y6MgEREREVEN9ejRA8OHDwcACEXtDtg90oG4ILe6DRL25RghBKAPkuBxCWRkZGDTpk0Bi5mIiIioLDYKEhERERFdg5SUFHTv3h2SrM4dKElA35gihOo9AACLU4Nf8nUASocRr1+/HllZWYEKmYiIiMiLqw8TkV9pNBqMHTvW+38iIiJ/akh5RpIk3HrrrcjLy8P58+fhcQtotRIGxBZh0wUT7B4ZR/MMiDO5EawHHFYFBjOwcOFCPPTQQ9Bq+ac4EVFD1JByDVFdkoQoeW5JDVF+fj7CwsJgsVgQGhoa6HCIiBo91qu+eD2Iaq+wsBAfffQRLBYLPG4BjVZCvlPGTxdMcAsJEQY3BrcogiQBbqeAVi9h6NChGDlyZKBDpzrAetUXrwcRkX/5s17l8GEiIiIioloIDg7G1KlTYTAYoNFK8LgFQvUK+sUWQYLAZYfWO4y4xObNm3HmzJkARUxERETERkEiIiIiolqLiYnBXXfdBVlWVxxWFIHYIA96RDkACBy9bEC+U4ZWL8FhExBCYOHChSgqKgp06ERERNRMsVGQiPzKarXCbDbDbDbDarUGOhwiImpiGnKeadeuHcaPHw8AkGUJQgCJIS60D3VCgYTd2UZ4BGAwSXDZBSwWC77//ntwNh8iooalIecaIn9ioyAR+Z3NZoPNZgt0GERE1EQ15DzTt29fDBs2TP2muLGva6QT8SYXClwaHL5kAABo9IDiETh69Ch++umnQIVLRESVaMi5hshf2ChIRERERORHqamp6NmzJyRZguJRGwb7xNgRYfAgvUCHTJsGsizB7VTLr1mzBunp6YELmIiIiJolNgoSEREREfmRJEm45ZZbkJSUBFmjNgxqJKB/bBFMWoF9OUbY3RL0QRJsFgVCCHzzzTfIz88PdOhERETUjLBRkIiIiIjIz7RaLe6++27ExMRA1qgrEhs0AgPibBAA9uUaAQBBoTKKChRYrVYsWLAAbrc7sIETERFRs8FGQSIiIiKiOmA0GjF16lQEBwerKxJ7BIJ1AtfH2pFj1+BsgRaSBMgaCW6nwPnz57Fs2TIuPEJERET1go2CRERERER1JCwsDFOnToVer1eHEisCkUYP+kTbcfCSEVaXBINJQlGBgBDA7t27sWPHjkCHTURERM2ANtABEFHTIssykpOTvf8nIiLyp8aYZ1q0aIE777wT8+fPhywDQhFIMLtR5HZgV3YQBsfbEBIlI++CB+HxGixfvhzR0dFo165doEMnImqWGmOuIboWkuD4hAYtPz8fYWFhsFgsCA0NDXQ4RESNHutVX7weRPVn9+7d+OGHH3y2Hcg1wCOA3tEOAED+RQWhsTKMRiNmzJiBqKioQIRKtcB61RevBxGRf/mzXm2yTd6ZmZmYMWMG4uPjYTQa0alTJ/z+97+H0+ms0X4kSar066233qrTYxMRERFR09G3b1+kpKQAAEoey3ePdMCtSDhp0QEAgqMk2PIU2O12zJ8/HzabLUDREhERUVPXJIcPZ2ZmYuDAgTh79ixuu+02dOrUCZs2bcKsWbOwZcsWLF26tEZdgBMTEzFt2rRy24cOHVrnxyYiIiKipmP48OEoKCjAzp07IRQBSZbQJ8aO7VlBMOsUtDB5oDcBTpvAJVzCggULcO+990KrbZJ/thMREVEANcm/Lp5//nmcOXMG77//PmbOnAkAEEJg+vTp+PTTT/Hpp59i+vTp1d5fUlISZs+eHZBjEzU2VqsVSUlJAID09HSYzebABkRERE1KY88zkiRh7NixsFqtOHLkCBRFQCNL6B9bhG2ZJhg0dkQYFDg9Am6XwOnTp7Fo0SLccccdkCQp0OETETULjT3XEFVXk+uyVlBQgK+//hrt2rXDo48+6t0uSRLefPNNyLKMf//7303u2EQNSU5ODnJycgIdBhERNVGNPc/Isow77vh/9u48Pqrq/v/4686afSELJEAIO8iuCIIioCKIuG8gVbFYl9afX2ttq7ZW+Gq11fZbbd03UFFERaii4gqKCIiyyL7vW1izJ7Od3x9jBoYkECDLJHk/H488IPeee+85d2buJ/cz555zFa1atcJmC85I7LRB7/RiVuyPIt9jwxVt4fdCIGBYsWIFn376KRoKXESk9tT3WCNSFQ0uKThv3jxKS0sZMmRIuW9TMzIy6NatGwsWLKCkpKTK+zx06BAvv/wyjz76KC+99BLr1q2rtWOLiIiISMPjcDgYOXIkmZmZocRglMPQK62YJfuiKPJauGMsfMH5R1iwYAFz586t20qLiIhIg9LgkoJlCbv27dtXuL59+/YEAgE2btxY5X0uXbqUX/3qV/zpT3/i1ltvpWPHjtxwww3lBn6ujmOXlpaSl5cX9iMiIlJdFGdEIkdUVBTXX389aWlp2GwWJmCIdRpOTytm6f4oinwWrmgLb0mwh+CXX37Jjz/+WMe1Fjk2xRkRkfqjwSUFc3NzAUhMTKxwfdl0zWXljufee+9lwYIFHDhwgIMHD/LVV1/Rt29fJk2axNixY6v92I899hiJiYmhn5YtW1apniIiIlWhOCMSWWJjY7nppptISUnBOiIx2COlhKX7golBZ5SFtzSYGPzoo49YtmxZHddapHKKMyIi9UfEJgVTU1OxLKvKP7Nnz66RejzxxBP06dOH5ORkkpKSGDx4MF9++SXt2rXj7bffZsWKFdV6vPvvv5/c3NzQz7Zt26p1/yIi0rgpzohEnrLEYHp6eigxGOM09Eot4ad9URT7LJzuYGLQGMO0adP46aef6rraIhVSnBERqT8idvbhUaNGkZ+fX+XyzZo1Aw730qusN15Z9/XKevNVRUxMDKNGjeLhhx9m7ty5dOnSpdqO7Xa7cbvdJ103ERGRY1GcEYlM8fHx3HjjjUyaNIndu3djAoYoB/RILeGn/VH0SCkhyg3eUoPTDdOmTaOkpIQ+ffrUddVFwijOiIjUHxGbFPzPf/5zUtuVjedX2WQg69atw2az0aZNm5OuGwR7MgJh4wrW1rFFIpnNZqN3796h/4uIiFSnhhxnynoMTpo0iR07dmAChmgHdEspYen+KHqmluB2g7fE4Iyy+OSTT/B6vfTv37/cJHciInLyGnKsETlSxCYFT9ZZZ52F2+3m888/xxgT9gfSrl27WLZsGX379iUqKuqUjrNgwQIAsrOza/3YIpEsOjqahQsX1nU1RESkgWrocSYqKorRo0czceJEcnJyCAQMMWWJwX1R9EgtwR0FniKDK8biiy++oKioiAsuuECJQRGRatLQY41ImQaXFExISOC6667j9ddf5/nnn+eOO+4AwBjD/fffTyAQ4Fe/+lXYNkVFRWzdupWYmBiysrJCyxcvXkzHjh2JiYkJK//uu+8yefJkUlNTueCCC07p2NXF7/fj9XprZN8i9Y3T6cRut9d1NUQaFMUZkcNqOs5ER0dzww03MGHCBA4cOBBKDHZpEkwM9kwtxhVj4Sk2uKItvvvuOzweD8OHD1diUOotxRmRw3Q/I7XFMsaYuq5Eddu1axd9+/Zl+/btXHHFFXTo0IE5c+Ywd+5chg4dyscffxzWBXj27NkMHjyYgQMHhk1YMmbMGKZPn875559PVlYWxhgWLVrEnDlziIqKYurUqQwfPvyUjn08eXl5JCYmkpubG5q9+EjGGHbv3s2hQ4dO+DyJNGRJSUk0a9ZMN0dSzvGuq42N4ozIyamNOJObm8trr73GwYMHCQQMNptFoddi+f5gj8Eoh8FbanC4LCwLevbsyYgRI3QjWccUZ8IpzoicHN3PSGWqM840uJ6CABkZGSxYsIA///nPfPTRR8yYMYOsrCzGjx/PH//4xyon5S677DIOHTrEokWLmDlzJj6fj+bNmzN27FjuvfdeOnXqVGPHrqqyAJqenk5MTIwuGFLn/H4/69evB6Bdu3a1fmNijKGoqIicnBwg+JkUkZOnOCORpjHFmcTERG644QYmTpxIXl4egYAh1gk900pYc9BF20QPsW7weQx2h8WSJUs4ePAg1157bbknXUQileKMRKK6jDW6n5Ha1CCTghD84LzyyitVKjto0CAq6jB5xRVXcMUVV9TosU+F3+8PBdCUlJQaP55IVRz56EdUVFSd9FaIjo4GICcnh/T0dPWYEDlJijMSiRpbnElOTmbMmDFMmDCB/Px8An6D2w5dU0pZdcBNy3gvCa4A3lKDzQZbtmzhlVdeYdSoUaGJ8UQileKMRKq6jjW6n5Haoml06rGyi5S+CRYpr+xzobFpRE6e4oxI5WozziQnJ3PzzTeTnJyMzW7h9xlsFnRJKWVvsZ18jw2n28LngdIiw4EDB3jllVfYsmVLjddN5FQozohUTvczUhuUFGwA1MVepDx9LkSqjz5PIuXV9uciOTmZm266iZSUFOyOYGIQoG2il3yvjWKfhTvWwgQMBfsDlJSU8MYbb7B06dJarafIyVCcESlPnwupDUoKioiIiIjUA4mJifzyl78kIyMDu8PC5w0mBjNjfXgDFv4AuGJgx+7NzPt6KevXr+f9999n1qxZFQ6VIyIiIo2bkoIiUm3GjRtHZmYmZ555Zmgm73HjxtG0aVMsy2L69Ol1Wj8REan/xo8fz9ChQznzzDP573//CzSuWBMTE8MNN9xAs2bNcDgtvKWGgN+Q4AqwZvVKnv73k0x+93U+nTWN1157jaf//STPP/8806ZNw+/313X1RUQinu5ppDFRUlBqlWVZx/wZM2ZMg67HuHHj6NmzZ43s+2TMnj0by7I4dOhQlcpV9LN7924AVq1axfjx43nuuef45JNP6N+/f2jZCy+8wK5du7joootOuc6Rdg5FJPIo1kTWdbK6Y83DDz/M/fffzyeffMKwYcMaZayJjo7mhhtuID09Hafbwu+DJT+s4N133qF/ehHzxsaQf38888bG0D+9iHffeYcpU6bw5ptvUlJSUtfVF6n3FGci6xqpexqRk9dgZx+WyLRr167Q/6dMmcJf/vIX1qxZE1pWNstSGa/Xi9PpbLD1qG/WrFlDQkJC2LL09HQANmzYAMCll17K6tWrw5ZddtllGhNDRGpNpFzjI6Ue9U1VYs3QoUOxLAu3291oY01MTAw33ngjb7zxBrt27eLrOZ9ycQcH/x0Zje3n83BWCwf/HWnnssnFfPHZTDp16sSECRMYPXp0uXMsIlUXKdf3SKlHfaN7GpHD1FOwASosLKz05+hvh49Vtri4uEplT0SzZs1CP4mJiViWFfq9pKSEpKQk3nnnHQYNGkRUVBSTJk2q8FuUJ598kuzs7LBlEyZMoHPnzkRFRdGpUyeeffbZaq1HVY7xxz/+kQ4dOhATE0ObNm148MEHQ7NFTZw4kfHjx7N06dLQN1ITJ04Egt/yvfDCC4wYMYKYmBg6d+7MvHnzWL9+PYMGDSI2NpZ+/fqFAlKZDz/8kDPOOIOoqCjatGnD+PHj8fl8ofWWZfHyyy9zxRVXEBMTQ/v27fnggw8A2Lx5M4MHDwaCg5dX5dvE9PT0sHPXrFkzbDYb48aN45JLLgHA6XTSrVs33nvvPS6//HIAbDZbWAA93nncvn07I0eOpEmTJsTGxtK7d28WLFhwzHMoIrWrNmPNiVKsafixpnv37nTr1o2HH344tKwxxprY2FhuuOEG8vPzOZibx58GuEIJwTI2y+KBAS4OHMpjw7ot5OTk8PLLL4clE0Qike5pFGfK6J5GpAYZiWi5ubkGMLm5ueXWFRcXm5UrV5ri4uKw5UClP8OHDw8rGxMTU2nZgQMHhpVNTU2tsNzJmjBhgklMTAz9vmnTJgOY7OxsM3XqVLNx40azY8cO89BDD5kePXqEbfuvf/3LtGrVKvT7iy++aDIyMkLbTZ061TRp0sRMnDix2upRlWM8/PDDZu7cuWbTpk3mgw8+ME2bNjV///vfjTHGFBUVmd/97nemS5cuZteuXWbXrl2mqKjIGBN8zZo3b26mTJli1qxZYy6//HKTnZ1tzjvvPDNz5kyzcuVKc9ZZZ5lhw4aFjjVz5kyTkJBgJk6caDZs2GA+++wzk52dbcaNGxcqA5gWLVqYt956y6xbt87cddddJi4uzuzfv9/4fD4zdepUA5g1a9aYXbt2mUOHDlV4jmbNmmUAc/DgwQrX5+fnmwkTJhgg1LaKllXltcrPzzdt2rQxAwYMMHPmzDHr1q0zU6ZMMd99990xz+HRKvt8iBzrutoYnUycMaZ2Y82pUKxRrKmpWBNJcWbixIkGMPn3xxvzUEK5n7z74g1gzmh9qfnDb/9ixo0bZx599FGzYcOGuq56g6Q4E64+xBnd0yjOGKM4I/VHdcYZJQUjXGNMCj755JNh5aoSQFu2bGneeuutsDIPP/yw6devX7XV42SO8fjjj5szzjjjmG0xJvia/fnPfw79Pm/ePAOYV155JbRs8uTJJioqKvT7gAEDzKOPPhq2nzfeeMNkZGRUut+CggJjWZb55JNPjDHHD4xlysrFxsaG/XTo0CFUZtq0aeXeDxUtO955fOGFF0x8fLzZv39/hXWp7BweTUFUKqObtXD14WbtVCjWHKZYU72xJpLiTNm5mzc2psKk4He/DH4Gz8y63lzc/X7z2zuCicH//d//NcuWLavr6jc4ijPh6kOc0T2N4kwZxRmpD6ozzmhMwQaooKCg0nV2uz3s95ycnErL2mzhT5dv3rz5lOpVVb179z6h8nv37mXbtm2MHTuWX/3qV6HlPp+PxMTEaqlHVY/x3nvv8eSTT7J+/XoKCgrw+XxVHrOne/fuof83bdoUgG7duoUtKykpIS8vj4SEBH788UcWLlzIX//611AZv99PSUkJRUVFxMTElNtvbGws8fHxx3zdj2XOnDnEx8eHfnc4yl9C/H4/q1atAiAQCIStq8p5XLJkCb169aJJkyYnVUcRqR2KNUGKNXUTa5YvXw5A586dy61rjLFmwIABZGe14NFv9zD9OnvYI8QBY3h0joc4VwJNYlri98Lqb7y07esgNQumTp1KaWkpZ5xxRh22QKQ8xZkgxRnd04jUJCUFG6DY2Ng6L3sqjj6OzWbDGBO2rGxMCzh8kX7ppZfo27dvWLmj/2A42XpU5Rjz589n5MiRjB8/nqFDh5KYmMjbb7/NP//5zyod78hBf8vGqqhoWVldAoEA48eP58orryy3r6ioqAr3W7afowNbVbVu3ZqkpKTjlqtsZsOqnMejB0QWkcikWHOYYk3tx5pjzaDbGGON3W7nn/96iquvvprLp5Rw/9lOuqbbWZ7j59FvPXy0zkeP5hdgWcHkiAnA+vk+fB5o1s7OjBkzKCoq4pxzztEg+hIxFGcOU5zRPY1ITVFSUCJeWloau3fvxhgTCiJLliwJrW/atCnNmzdn48aNjB49ukbqUJVjzJ07l1atWvGnP/0ptGzLli1hZVwuF36/v1rqdPrpp7NmzRratWt30vtwuVwA1Van46nKeezevTsvv/wyBw4cqPCbteo8hyIiZRRrKqZYU39ceeWVvPfee/zut/9D/1e3h5anJCUw7LwLsXLaEziySQY2/+jDV2po0cXBV199RUFBAcOGDVNiUKQGKM5UTHFGpG4pKSgRb9CgQezdu5fHH3+cq6++mpkzZ/LJJ5+EdWEfN24cd911FwkJCVx00UWUlpbyww8/cPDgQe65555qqcfxjtGuXTu2bt3K22+/zZlnnslHH33EtGnTwvaRnZ3Npk2bWLJkCS1atCA+Ph63231S9fnLX/7CiBEjaNmyJddccw02m42ffvqJZcuW8cgjj1RpH61atcKyLGbMmMHw4cOJjo4mLi6u0vI5OTnlvjFLSUkp983dsRzvPI4aNYpHH32Uyy+/nMcee4yMjAwWL15MZmYm/fr1q9ZzKCJSRrGmYoo19SvWXHnllVx22WXMmTOHXbt2UVRUxPbtwQRhwYEAa7/14gmfiJXty/34PJDdy8H3339PaWkpl156ablHLkXk1CjOVExxpn7FGWl4FO0l4nXu3Jlnn32WZ555hh49evD9999z7733hpW55ZZbePnll5k4cSLdunVj4MCBTJw4kdatW1dbPY53jMsuu4zf/va33HnnnfTs2ZPvvvuOBx98MGwfV111FcOGDWPw4MGkpaUxefLkk67P0KFDmTFjBp9//jlnnnkmZ511Fv/3f/9Hq1atqryP5s2bM378eO677z6aNm3KnXfeeczyHTt2JCMjI+znxx9/PKF6H+88ulwuPvvsM9LT0xk+fDjdunXjb3/7W6grfnWeQxGRMoo1FVOsqX+xxm63M2jQIEaNGsXYsWMZM2YMMTExxDWx0fVCF/Fp5XsB7l7rZ918LyYAS5cuZdq0aSf9WJ6IVExxpmKKM/UvzkjDYpmjBzaQiJKXl0diYiK5ubnlBnctKSlh06ZNtG7dOmy8BZG65Pf7Wbx4MQC9evU6pTFQToU+H1KZY11XGyPFGalvFGdO3KFDh3j77bfZs2cPgYBhyyIfezaUT/o1aWGjfT8Hls2iZ8+eXHrppXqU+CQozoRTnJH6KBJijT4fUpnqjDPqKSgiIiIi0oAlJSUxduxYunTpgs1m0bq3k3ZnObAdNZDQge0B1n7nw5jgWGeffPJJuYkRREREpOFQUlBEqp3L5QoN+CsiIlLdFGdOnNPp5KqrrmLIkCFYlkVqKzvdLnQSlxLeE/DgjgDr53sxBhYuXMicOXPqqMYiInVLsUYaA000IiLVym63071797quhoiINFCKMyfPsiz69+9PixYtmDp1KpBHl/Oc7FjpZ8cqP+bnJ4r3bw3gjPKR3cvBrFmzSElJoUuXLnVadxGR2qRYI42FegqKiIiIiDQiWVlZ3H777XTt2hXLZtGiq4PuQ50kHDEJye61fnau9gEwffp0du3aVVfVFRERkRqipKCIiIiISCMTHR3NlVdeyVVXXUVMTAzRCTZOO89F54FOmrS0Ydlh609+Du704/P5+PDDD/H7/XVdbREREalGenxYRKpVIBBg9erVAHTq1AmbTd89iIhI9VGcqT6WZdG1a1fatWvHF198waJFi0hsZiOxmQ1viWH3Oj/bV/iJT7Gxa9cuFixYQP/+/eu62iIiNU6xRhoLJQVFpFoZYygqKgr9X0REpDopzlS/qKgoRowYwTnnnMMPP/zA8uXLySWXlt0ctOhqsKzgY8V6hFhEGgvFGmkslBQUERERERGSkpK44IILOO+881ixYgWLFi1i8+bNofV6fFhERKRhUVJQRERERERCbDYb3bp1o1u3buzdu5cff/wRYwxnnnlmXVdNREREqpEejBc5wuzZs7Esi0OHDtV1VUREpIFSrJH6JC0tjWHDhnHRRReRmppa19URkSpQnBGRqlJSUGqVZVnH/BkzZkxdV1FEROo5xRoREalJijMi0lA02KTg7t27ueWWW8jIyCAqKooOHTrwv//7v3g8nirvY9y4cce94I8dOzZsmzFjxlRatlOnTtXdzHpn165doZ8nn3yShISEsGVPPfVUWHmv11trdTuR94aIiEQuxRoREalJijMi0lA0yKTg7t276du3L6+++ir9+vXj7rvvJj09nYceeojLLruMQCBQpf0MGjSIhx56qMKf5s2bAzB06NAKt/2f//mfctvceeed1dbGYyosrPynpKTqZYuLq1b2BDRr1iz0k5iYiGVZod9LSkpISkrinXfeYdCgQURFRTFp0iTGjRtHz549w/bz5JNPkp2dHbZswoQJdO7cmaioKDp16sSzzz57zLoMGjSIO++8k3vuuYfU1FSGDBkSWvfjjz/Su3dvYmJi6N+/P2vWrAnb9rnnnqNt27a4XC46duzIG2+8cULnoaFzOBw4HBqyVKRBq81Yc4IUaxo+xRmRRkD3NIozdUyxRhoF0wDdeOONBjDPPvtsaFkgEDA33XSTAcyrr756SvvfvXu3cTgcJiUlxZSWloatKzvGpk2bTukYZXJzcw1gcnNzy60rLi42K1euNMXFxeEroPKf4cPDy8bEVF524MDwsqmpFZc7SRMmTDCJiYmh3zdt2mQAk52dbaZOnWo2btxoduzYYR566CHTo0ePsG3/9a9/mVatWoV+f/HFF01GRkZou6lTp5omTZqYiRMnVnr8gQMHmri4OPP73//erF692qxatcrMmjXLAKZv375m9uzZZsWKFWbAgAGmf//+oe3ef/9943Q6zTPPPGPWrFlj/vnPfxq73W6++uqrkz4XUv0q/XxIo3es62pjdFJxxpjajTWnQLFGaorijFRGcSZcvYgzuqdRnIlAijNSmeqMMw0u7Z2fn8+UKVNo06YNt99+e2i5ZVk89thjvPHGG7z00kvcfPPNJ32MiRMn4vP5uOGGG3C5XNVRbTnC3XffzZVXXnlC2zz88MP885//DG3XunVrVq5cyQsvvMBNN91U6Xbt2rXj8ccfD/2+e/duAP76178ycOBAAO677z4uvvhiSkpKiIqK4h//+Adjxozh17/+NQD33HMP8+fP5x//+AeDBw8+oXqLiEjdUKwREZGapDgjIvVBg0sKzps3j9LSUoYMGYJlWWHrMjIy6NatGwsWLAhdDE/Gq6++CsAtt9xSaZmPPvqI/Px83G433bt3Z9CgQdjt9pM63gkrKKh83dF1yMmpvKztqKfLN28+6SqdiN69e59Q+b1797Jt2zbGjh3Lr371q9Byn89HYmLiSR2re/fuof9nZGQAkJOTQ1ZWFqtWreLWW28NK3/22WeXGztERKRBU6wBFGtERGqM4gygOCMiNavBJQXXrVsHQPv27Stc3759e5YuXcrGjRs57bTTTnj/c+bMYe3atZx11ll06dKl0nJHjx/YoUMHJk+ezOmnn37M/ZeWllJaWhr6PS8v74TrSGxs3Zc9BbFHHcdms2GMCVt25GC9ZWNEvvTSS/Tt2zes3PESsUcfq4zT6Qz9vyy5fORYlEcnnI0x5ZY1VoFAIOxzaDv6DzERqVPVEmdAseYIijW1S3FGJLIpzpQdRnGmPlOskcaiwb2zc3NzASr9NiUhISGs3Il65ZVXgMp7CQ4cOJCpU6eybds2iouLWbVqFXfffTcbNmzgwgsvZOfOncfc/2OPPUZiYmLop2XLlidVz4YkLS2N3bt3hwXRJUuWhP7ftGlTmjdvzsaNG2nXrl3YT+vWrau9Pp07d+bbb78NW/bdd9/RuXPnaj9WfWSMIT8/n/z8/HJ/+IhI3VOcqZhiTf2hOCMS2RRnKqY4U78o1khjEbE9BVNTU9m/f3+Vy8+aNYtBgwbVXIUIfsv17rvvEhcXx3XXXVdhmaPHKuzUqRP/+te/iImJ4dFHH+Vf//oXTzzxRKXHuP/++7nnnnvCjtnYA+mgQYPYu3cvjz/+OFdffTUzZ87kk08+CSV4AcaNG8ddd91FQkICF110EaWlpfzwww8cPHgw7HxWh9///vdce+21nH766Zx//vl8+OGHvP/++3zxxRfVehwRkZqgOFMxxRoRkeqhOFMxxRkRiUQRmxQcNWoU+fn5VS7frFkz4HAPwcp6ApZ1Xz/euAwVmTx5MkVFRYwdO5a4uLgT2nbs2LE8+uijzJ0795jl3G43brf7hOvWkHXu3Jlnn32WRx99lIcffpirrrqKe++9lxdffDFU5pZbbiEmJoYnnniCP/zhD8TGxtKtWzfuvvvuaq/P5ZdfzlNPPcUTTzzBXXfdRevWrZkwYUKNJ6VFRKqD4kzFFGtERKqH4kzFFGdEJBJZpoH1hf3ss88YOnQot912G88//3y59T179mTZsmUUFhae8EQjffr0YeHChcybN4+zzjrrhLbNy8sjMTGRHj16hHUTr+p2ubm5Yd8iAZSUlLBp0yZat2590pOmiFQ3v9/P4sWLAejVq1ftTbBzFH0+pDLHuq42RoozUt8ozkikU5wJpzgj9VEkxBp9PqQy1RlnGtyYgmeddRZut5vPP/+83LP/u3btYtmyZfTt2/eEP1TLli1j4cKFdOnS5YQTggALFiwAIDs7+4S3FRERERERERERqU4NLimYkJDAddddx8aNG8N6ChpjuP/++wkEAmFTvAMUFRWxevVqtm7dWul+yyYYGTt2bKVldu/ezYYNG8ot37FjB3fddRcQfCxaRERERERERESkLkXsmIKn4m9/+xuzZs3iN7/5DV988QUdOnRgzpw5zJ07l6FDh3LTTTeFlf/+++8ZPHgwAwcOZPbs2eX25/F4mDRpEi6XixtuuKHS465evZrzzjuPc845h06dOtGkSRM2b97MjBkzKCws5KabbuLaa6+t7uaKRBybrcF93yAiIhFEcUZERGqaYo00Bg0yKZiRkcGCBQv485//zEcffcSMGTPIyspi/Pjx/PGPfzzhD/f06dPZv38/1157LampqZWWa9u2LWPHjuX777/nvffeIz8/n8TERPr378/YsWMrnbFYpCGx2+2cfvrpdV0NERFpoBRnRESkpinWSGPRIJOCEEwMlj3yezyDBg0qN/7gka699toq9fBr2bIlL730UpXrWF0a2FwxItVCnwuR6qPPk0h5+lyIVB99nkTK0+dCaoP6w9ZjTqcTCI6JKCLhyj4XZZ8TETlxijMilVOcETl1ijMilVOckdrQYHsKNgZ2u52kpCRycnIAiImJwbKsOq6VNHaBQCA0aU9WVlatj8VhjKGoqIicnBySkpKw2+21enyRhkRxRiKR4oxIw6E4I5GqLmON4ozUJiUF67lmzZoBhAKpSF0LBAJs27YNAL/fX2cD9CYlJYU+HyJy8hRnJNIozog0LIozEokiIdYozkhtUFKwnrMsi4yMDNLT0/F6vXVdHRGKioq4+OKLAVi0aBExMTG1Xgen06lv1ESqieKMRBrFGZGGRXFGIlFdxxrFGaktSgo2EHa7XRcNiQh+v58tW7YA4Ha7iYqKquMaiUh1UJyRSKE4I9IwKc5IJFGskcZCE42IiIiIiIiIiIg0MkoKioiIiIiIiIiINDJKCoqIiIiIiIiIiDQyGlMwwhljAMjLy6vjmohUTWFhYej/eXl5+P3+OqyNSHll19Oy62tjpzgj9Y3ijEQ6xZlwijNSHynWSCSrzjijpGCEy8/PB6Bly5Z1XBORE5eZmVnXVRCpVH5+PomJiXVdjTqnOCP1meKMRDLFmSDFGanvFGskUlVHnLGMvsKKaIFAgJ07dxIfH49lWXVdnYiTl5dHy5Yt2bZtGwkJCXVdHfmZXpfIpNclyBhDfn4+mZmZ2GwaRUNx5tj0uYlMel0il14bxZmjKc4cmz4zkUuvTWTS61K9cUY9BSOczWajRYsWdV2NiJeQkNBoLwiRTK9LZNLrgnpuHEFxpmr0uYlMel0iV2N/bRRnDlOcqZrG/pmJZHptIlNjf12qK87oqysREREREREREZFGRklBERERERERERGRRkZJQanX3G43Dz30EG63u66rIkfQ6xKZ9LqInDh9biKTXpfIpddG5MToMxO59NpEJr0u1UsTjYiIiIiIiIiIiDQy6ikoIiIiIiIiIiLSyCgpKCIiIiIiIiIi0sgoKSgiIiIiIiIiItLIKCkoIiIiIiIiIiLSyCgpKCIhs2fPxrIsxowZE1H7EhGRhkOxRkREapLijEjVKSkoIiIiIiIiIiLSyCgpKCIiIiIiIiIi0sgoKSgiIiIiIiIiItLIKCko0sB99NFH/PKXv6Rz584kJCQQGxtLjx49ePTRRyktLa3SPsaNG4dlWUycOJEFCxYwdOhQkpKSSEhIYMiQIcyfP/+Y2x84cIA77riDjIwM3G43Xbt25dVXX62x+oqISO1SrBERkZqkOCNSMxx1XQERqVljx46lsLCQLl260K1bN/Ly8vj+++/505/+xJdffslnn32G3W6v0r6+++47brvtNtq1a8dFF13E+vXr+eKLL/jmm2+YMWMGQ4YMKbfNoUOH6NevH7m5ufTp04eCggK++eYbxo4dSyAQ4JZbbqmx+oqISO1QrBERkZqkOCNSQ4yINGjTpk0zBQUFYcvy8vLMiBEjDGBee+210PJZs2YZwNx0001h5R966CEDGMA88MADJhAIhNY9++yzBjCZmZmmuLi43L4Ac9VVV4XVYfr06QYwWVlZp1RfERGJDIo1IiJSkxRnRGqGHh8WaeAuv/xyYmNjw5bFx8fzr3/9C4D//ve/Vd5Xq1atGD9+PJZlhZbdcccd9O3bl507dzJt2rRy2yQkJPDiiy+G1eGyyy6jW7dubN26lc2bN9dYfUVEpHYo1oiISE1SnBGpGXp8WKQRWLduHR9//DHr16+nsLCQQCCAMSa0rqquuuoqHI7yl41Ro0axYMECvv32W0aNGhW2rnfv3jRp0qTcNh06dGDZsmXs2rWL7OzsGqmviIjUHsUaERGpSYozItVPSUGRBswYw7333su//vWvUAA6Wn5+fpX316pVqwqXlwXAnTt3llvXokWLCreJi4sDCBtot7rrKyIiNU+xRkREapLijEjN0ePDIg3YlClT+L//+z+aN2/Oe++9x44dO/B4PBhjQoGrskB1Io61jyO75UdKfUVEpPoo1oiISE1SnBGpOeopKNKAlY2H8dxzzzFixIiwdRs3bjzh/W3ZsqXC5Vu3bgUgMzPzhPd5pOqur4iI1DzFGhERqUmKMyI1Rz0FRRqwgwcPAtCyZcty6955550T3t/UqVPx+/3llr/99tsAnH322Se8zyNVd31FRKTmKdaIiEhNUpwRqTlKCoo0YB06dADgxRdfDOuiPmfOHJ544okT3t+WLVsYP3582LIXX3yRefPm0axZM6644oqIqq+IiNQ8xRoREalJijMiNUdJQZEG7K677iI2NpZnn32Wrl27MmrUKM4991wGDhzI7bfffsL7+9WvfsXf/vY3unbtyvXXX0+fPn247bbbcDqdTJgwgejo6Iiqr4iI1DzFGhERqUmKMyI1R0lBkQasQ4cOLFy4kEsuuYR9+/bxwQcfUFBQwAsvvHBS31L179+fr7/+mmbNmjFjxgxWrVrF+eefz+zZsxk2bFjE1VdERGqeYo2IiNQkxRmRmmMZTXsjIscxbtw4xo8fz4QJExgzZkxdV0dERBogxRoREalJijMi5amnoIiIiIiIiIiISCOjpKCIiIiIiIiIiEgjo6SgiIiIiIiIiIhII6MxBUVERERERERERBoZ9RQUERERERERERFpZJQUFBERERERERERaWSUFBQREREREREREWlklBQUERERERERERFpZJQUlFoxceJELMsK/TgcDlq0aMHNN9/Mjh07qv14RUVFjBs3jtmzZ1f7vgFmz56NZVk1tv+KjlX2Y7fbSUtL45JLLuGHH344qX1u3rwZy7KYOHHiCW+7c+dOxo0bx5IlS8qtGzduHJZlnVSdqlNZPfbt23fcstnZ2YwZM6bmK1XPRcprK42X4sipH0txpOrqMo6sXLmScePGsXnz5nLrxowZQ3Z29knt90Ta9OijjzJ9+vSTOk5lyj7DJ/uek/pB1+pTP5au1VWna7Wu1RU5+rUu+2y99957dVepo5zKe2TQoEF07dq12uriqLY9iVTBhAkT6NSpE8XFxXzzzTc89thjfP311yxbtozY2NhqO05RURHjx48Hgh+a6nb66aczb948TjvttGrfd2UeffRRBg8ejNfrZfHixYwfP56BAweyZMkS2rdvX2v12LlzJ+PHjyc7O5uePXuGrbvlllsYNmxYrdWlOkybNo2EhIS6roaIVJHiyMlTHKkZ1R1HVq5cyfjx4xk0aFC5G4YHH3yQ//mf/6m2Y1Xm0Ucf5eqrr+byyy+v8WNJw6Rr9cnTtbpm6FrdeOj+7sQoKSi1qmvXrvTu3RuAwYMH4/f7efjhh5k+fTqjR4+u49odn9frxbIsEhISOOuss6ptv0VFRcTExByzTPv27UPHHDBgAElJSdx0001MmjQp9MdQXWvRogUtWrSo62qckF69etV1FU5KVd4zIg2R4kjFFEfqTm3GkbZt29basaqLMYaSkpK6robUMl2rK6Zrdd3RtfrYGtK1ur7e39UVPT4sdaos4G3ZsgWAkpIS7r//flq3bo3L5aJ58+b85je/4dChQ2HbffXVVwwaNIiUlBSio6PJysriqquuoqioiM2bN5OWlgbA+PHjQ13wj+xCvG7dOq6//nrS09Nxu9107tyZZ555JuwYZd2M33jjDX73u9/RvHlz3G4369evr/RRgg8++IB+/foRExNDfHw8Q4YMYd68eWFlyrqEL1q0iKuvvprk5OSTChxlf2jt2bMnbHlV2laR9evXc/PNN9O+fXtiYmJo3rw5l1xyCcuWLQs7J2eeeSYAN998c+jcjhs3LqxtRwoEAjz++ON06tQJt9tNeno6N954I9u3bw8rV9YNeuHChQwYMICYmBjatGnD3/72NwKBQNj+HnnkETp27Eh0dDRJSUl0796dp556qlyb9uzZw6hRo0hMTKRp06b88pe/JDc3N6xMZd3LJ02axD333EOzZs2Ijo5m4MCBLF68+LjnsazL/axZs7jjjjtITU0lJSWFK6+8kp07d57Sufnmm2/o378/MTEx/PKXvww9EvLEE0/w97//nezsbKKjoxk0aBBr167F6/Vy3333kZmZSWJiIldccQU5OTlh+54yZQoXXnghGRkZREdH07lzZ+677z4KCwuP21aRSKA4ojhSpiHEkYkTJ3LNNdcAwURK2fkpe/SvoseNDh06xNixY2nSpAlxcXFcfPHFbNy4Mey8nkibLMuisLCQ1157LXT8E+mBZVkWd955J88//zydO3fG7Xbz2muvhdbn5+dXW3yU+kPXal2ry+harWv10YqKirj33ntp3bo1UVFRNGnShN69ezN58uRQmTFjxhAXF8eKFSs4//zziY2NJS0tjTvvvJOioqKw/VXlUfG8vDyGDh1K06ZN+f777wHweDw88sgjofakpaVx8803s3fv3hNqz969e7n11ltp2bJlaD9nn302X3zxxTG3e+aZZzj33HNJT08nNjaWbt268fjjj+P1eissP2fOHM466yyio6Np3rw5Dz74IH6//4TqCuopKHVs/fr1AKSlpWGM4fLLL+fLL7/k/vvvZ8CAAfz000889NBDzJs3j3nz5uF2u9m8eTMXX3wxAwYM4NVXXyUpKYkdO3Ywc+ZMPB4PGRkZzJw5k2HDhjF27FhuueWW0DEg2NW7f//+ZGVl8c9//pNmzZrx6aefctddd7Fv3z4eeuihsDref//99OvXj+effx6bzUZ6ejq7d+8u15a33nqL0aNHc+GFFzJ58mRKS0t5/PHHGTRoEF9++SXnnHNOWPkrr7ySkSNHcvvtt59UAmbTpk0AdOjQIbTsRNt2pJ07d5KSksLf/vY30tLSOHDgAK+99hp9+/Zl8eLFdOzYkdNPP50JEyZw88038+c//5mLL74Y4JjfFN5xxx28+OKL3HnnnYwYMYLNmzfz4IMPMnv2bBYtWkRqamqo7O7duxk9ejS/+93veOihh5g2bRr3338/mZmZ3HjjjQA8/vjjjBs3jj//+c+ce+65eL1eVq9eXe6PSICrrrqK6667jrFjx7Js2TLuv/9+AF599dXjnt8HHniA008/nZdffpnc3FzGjRvHoEGDWLx4MW3atDnu9rfccgsXX3wxb731Ftu2beP3v/89v/jFL/jqq69O6tzs2rWLX/ziF/zhD3/g0UcfxWY7/J3OM888Q/fu3XnmmWc4dOgQv/vd77jkkkvo27cvTqeTV199lS1btnDvvfdyyy238MEHH4S2XbduHcOHD+fuu+8mNjaW1atX8/e//53vv/8+rK4ikUpxRHGkIcWRiy++mEcffZQHHniAZ555htNPPx2ovNdJIBAIjTc2bty40KOOx3qs73htmjdvHueddx6DBw/mwQcfBDjhx7CmT5/OnDlz+Mtf/kKzZs1IT09n4cKFQPXHR6kfdK3WtVrXal2rK3PPPffwxhtv8Mgjj9CrVy8KCwtZvnw5+/fvDyvn9XoZPnw4t912G/fddx/fffcdjzzyCFu2bOHDDz+scru3b9/O8OHD8Xg8zJs3jzZt2hAIBLjsssuYM2cOf/jDH+jfvz9btmzhoYceYtCgQfzwww9ER0dXaf833HADixYt4q9//SsdOnTg0KFDLFq0qFx7jrZhwwauv/760JclS5cu5a9//SurV68u917evXs3I0eO5L777uN///d/+eijj3jkkUc4ePAgTz/9dJXPBQBGpBZMmDDBAGb+/PnG6/Wa/Px8M2PGDJOWlmbi4+PN7t27zcyZMw1gHn/88bBtp0yZYgDz4osvGmOMee+99wxglixZUunx9u7dawDz0EMPlVs3dOhQ06JFC5Obmxu2/M477zRRUVHmwIEDxhhjZs2aZQBz7rnnlttH2bpZs2YZY4zx+/0mMzPTdOvWzfj9/lC5/Px8k56ebvr37x9a9tBDDxnA/OUvfzn2STvqWFOmTDFer9cUFRWZuXPnmo4dO5rTTjvNHDx48ITbtmnTJgOYCRMmVHpcn89nPB6Pad++vfntb38bWr5w4cJKty1rW5lVq1YZwPz6178OK7dgwQIDmAceeCC0bODAgQYwCxYsCCt72mmnmaFDh4Z+HzFihOnZs2el9T6yHke/l37961+bqKgoEwgEQstatWplbrrpptDvZef79NNPDyu3efNm43Q6zS233HLMY5e9149u8+OPP24As2vXLmPMyZ2bL7/8Mqxs2evYo0ePsPfdk08+aQBz6aWXhpW/++67DVDu/VEmEAgYr9drvv76awOYpUuXhtYd/dqK1DbFEcWRIzXkOPLuu++GvTeOdNNNN5lWrVqFfv/oo48MYJ577rmwco899li59++JtCk2NjasTScCMImJiaH3SpmaiI8SeXSt1rX6SLpWB+lafWxdu3Y1l19++THL3HTTTQYwTz31VNjyv/71rwYw3377bWhZZa/1u+++axYvXmwyMzPNgAEDzP79+0NlJk+ebAAzderUsP2XfQ6effbZKrcnLi7O3H333cdtz5HvkaP5/X7j9XrN66+/bux2e9jrVPYZ+u9//xu2za9+9Stjs9nMli1bqlxXY4zR48NSq8466yycTifx8fGMGDGCZs2a8cknn9C0adPQtw5Hd/W95ppriI2N5csvvwSgZ8+euFwubr31Vl577TU2btxY5eOXlJTw5ZdfcsUVVxATE4PP5wv9DB8+nJKSEubPnx+2zVVXXXXc/a5Zs4adO3dyww03hPXgiouL46qrrmL+/PnlujVXZb9Huu6663A6ncTExHD22WeTl5fHRx99RFJS0km37Ug+n49HH32U0047DZfLhcPhwOVysW7dOlatWnVCdS0za9YsoPxr2qdPHzp37hx6Tcs0a9aMPn36hC3r3r176FGTsm2XLl3Kr3/9az799FPy8vIqPf6ll15abl8lJSXlHqGtyPXXXx/2WESrVq3o379/qE3HU9Gx4fBjMyd6bpKTkznvvPMqPNbw4cPD3nedO3cGCH2re/TyrVu3hpZt3LiR66+/nmbNmmG323E6nQwcOBDgpF93kZqkOHJi+z2S4sjhbetDHKmKr7/+GoBrr702bPmoUaMq3eZU2lRV5513HsnJyVU+Ppx8fJTIpGv1ie33SLpWH95W1+rDGvK1uk+fPnzyySfcd999zJ49m+Li4krLHj0m6fXXXx9Wn2P59NNPGTBgAOeeey6ff/45TZo0Ca2bMWMGSUlJXHLJJWGfqZ49e9KsWbMTmoG8T58+TJw4kUceeYT58+dX+vjv0RYvXsyll15KSkpK6L7sxhtvxO/3s3bt2rCy8fHx5V6j66+/nkAgwDfffFPluoLGFJRa9vrrr7Nw4UIWL17Mzp07+emnnzj77LMB2L9/Pw6HI9Tlv4xlWTRr1izU3bZt27Z88cUXpKen85vf/Ia2bdvStm3bCseXONr+/fvx+Xz85z//wel0hv0MHz4coNz07xkZGVXab2VlMzMzCQQCHDx48IT3e6S///3vLFy4kK+//po//elP7Nmzh8svv5zS0tKTbtuR7rnnHh588EEuv/xyPvzwQxYsWMDChQvp0aPHMS/Mx3K883J0F+qUlJRy5dxud9jx77//fv7xj38wf/58LrroIlJSUjj//PP54Ycfym179P7cbjdAldrTrFmzCpcdr9t3VY99oufmWO+XIwMagMvlOubyskGECwoKGDBgAAsWLOCRRx5h9uzZLFy4kPfffz+sriKRRHHkxPZ7JMWRoPoSR6qi7D1/9PW+adOmlW5zKm2qqmO9N6s7Pkpk0rX6xPZ7JF2rg3StbjzX6n//+9/88Y9/ZPr06QwePJgmTZpw+eWXs27durByDoejXL3KXr+qHG/69OkUFxdzxx13hNpTZs+ePRw6dAiXy1Xuc7V79+5jfqaONmXKFG666SZefvll+vXrR5MmTbjxxhsrHI6gzNatWxkwYAA7duzgqaeeYs6cOSxcuDA0TujRr3tF750TORdH0piCUqs6d+4cGiz3aCkpKfh8Pvbu3Rv2R4Ixht27d4cGu4XgTFwDBgzA7/fzww8/8J///Ie7776bpk2bMnLkyEqPn5ycjN1u54YbbuA3v/lNhWVat24d9vvRg+hWVncIjvt2tJ07d2Kz2cp9C1OV/R6pTZs2oXN37rnnEh0dzZ///Gf+85//cO+9955U2440adIkbrzxRh599NGw5fv27Qt9M3mijjwvR49BsnPnzpMaE8jhcHDPPfdwzz33cOjQIb744gseeOABhg4dyrZt26ptRt6KLtq7d++u8I+Yk3Gi5+ZE3y9V8dVXX7Fz505mz54d6h0IVDhWi0ikUBw5sf0eSXEkqKHEETj8nj9w4EDYzeaxbjxqw6nErJp4zaX26Vp9Yvs9kq7VQbpW17xIuVbHxsYyfvx4xo8fz549e0K9Bi+55BJWr14dKufz+di/f3/Ya1N2Dqvyev3rX/9iypQpXHTRRUybNo0LL7wwtK5sQpWZM2dWuG18fHyV25OamsqTTz7Jk08+ydatW/nggw+47777yMnJqXT/06dPp7CwkPfff59WrVqFli9ZsqTC8kdPPAQndi6OpJ6CEjHOP/98IBiojjR16lQKCwtD649kt9vp27dvKIO+aNEioPJvUmJiYhg8eDCLFy+me/fu9O7du9zPyQSAjh070rx5c9566y2MMaHlhYWFTJ06NTQ7WXX6wx/+QLt27fjb3/5Gfn7+KbfNsqxy35h89NFH7NixI2zZiXxLVfa469Gv6cKFC1m1alWFr+mJSEpK4uqrr+Y3v/kNBw4cYPPmzae0vyNNnjw57LXcsmUL33333QnN6nUsNX1uqqLsD4GjX/cXXnihxo8tUhMUR06M4khkxpETOT9lX+hMmTIlbPnbb799grUtX4e66i0eCfFRapau1SdG12pdq49Vh4Z2rW7atCljxoxh1KhRrFmzptzj+G+++WbY72+99RZAle7RoqKieP/99xkxYgSXXnop//3vf0PrRowYwf79+/H7/RV+pjp27HhS7cnKyuLOO+9kyJAhoetWRSq6LzPG8NJLL1VYPj8/P2zySAieC5vNxrnnnntCdVRPQYkYQ4YMYejQofzxj38kLy+Ps88+OzQTWa9evbjhhhsAeP755/nqq6+4+OKLycrKoqSkJDQbzwUXXAAEM/mtWrXiv//9L+effz5NmjQhNTWV7OxsnnrqKc455xwGDBjAHXfcQXZ2Nvn5+axfv54PP/zwpGZctdlsPP7444wePZoRI0Zw2223UVpayhNPPMGhQ4f429/+Vn0n6mdOp5NHH32Ua6+9lqeeeoo///nPp9S2ESNGMHHiRDp16kT37t358ccfeeKJJ8p989O2bVuio6N588036dy5M3FxcWRmZpKZmVlunx07duTWW2/lP//5DzabjYsuuig0K1XLli357W9/e8LtvuSSS+jatSu9e/cmLS2NLVu28OSTT9KqVSvat29/wvurTE5ODldccQW/+tWvyM3N5aGHHiIqKio089epqolzc6L69+9PcnIyt99+Ow899BBOp5M333yTpUuX1vixRWqC4siJURyJzDjStWtXAF588UXi4+OJioqidevWFd7kDxs2jLPPPpvf/e535OXlccYZZzBv3jxef/11gLAxz05Et27dmD17Nh9++CEZGRnEx8ef9A3RiYqE+Cg1S9fqE6Nrta7VlWko1+q+ffsyYsQIunfvTnJyMqtWreKNN94ol2R3uVz885//pKCggDPPPDM0+/BFF11UbtbvyjidTiZPnswtt9zC1Vdfzeuvv86oUaMYOXIkb775JsOHD+d//ud/6NOnD06nk+3btzNr1iwuu+wyrrjiiuPuPzc3l8GDB3P99dfTqVMn4uPjWbhwITNnzuTKK6+sdLshQ4bgcrkYNWoUf/jDHygpKeG5554rNxxBmZSUFO644w62bt1Khw4d+Pjjj3nppZe44447yMrKqtK5CDmhaUlETlLZLEYLFy48Zrni4mLzxz/+0bRq1co4nU6TkZFh7rjjjrDZtubNm2euuOIK06pVK+N2u01KSooZOHCg+eCDD8L29cUXX5hevXoZt9ttgLAZiDZt2mR++ctfmubNmxun02nS0tJM//79zSOPPBIqc+QsRUc7eiayMtOnTzd9+/Y1UVFRJjY21px//vlm7ty5YWXKZpTau3fvcc7a8ethjDF9+/Y1ycnJ5tChQ1VuW0UzkR08eNCMHTvWpKenm5iYGHPOOeeYOXPmmIEDB5qBAweGHXPy5MmmU6dOxul0hs2YVdEMtX6/3/z97383HTp0ME6n06Smpppf/OIXZtu2bWHlBg4caLp06VKufUfPzPTPf/7T9O/f36SmphqXy2WysrLM2LFjzebNm0NlKjvHZe/DTZs2hZZVNjvVG2+8Ye666y6TlpZm3G63GTBggPnhhx/K1e9olb3XK3rPnOq5KXsdn3jiiQqPdfR7pqK6fffdd6Zfv34mJibGpKWlmVtuucUsWrSo3PtDsw9LXVMcOUxxpGHHEWOCs8i3bt3a2O32sPNc0WyFBw4cMDfffLNJSkoyMTExZsiQIWb+/PnlZmk8kTYtWbLEnH322SYmJsYA5V6/YwHMb37zm3LLayI+SuTRtfowXat1rT6SrtWVu++++0zv3r1NcnKycbvdpk2bNua3v/2t2bdvX6jMTTfdZGJjY81PP/1kBg0aZKKjo02TJk3MHXfcYQoKCsL2d6zZh8sEAgFz1113GZvNZl566SVjjDFer9f84x//MD169DBRUVEmLi7OdOrUydx2221m3bp1VWpLSUmJuf3220337t1NQkKCiY6ONh07djQPPfSQKSwsDGvP0e+RDz/8MHTs5s2bm9///vfmk08+KXfeyz5Ds2fPNr179zZut9tkZGSYBx54wHi93irV80iWMUf0lRURaeRmz57N4MGDeffdd7n66qvrujoiIlLPREIceeuttxg9ejRz586lf//+dVIHEZFIpmt1/TJmzBjee+89CgoK6roqDY4eHxYRERERqacmT57Mjh076NatGzabjfnz5/PEE09w7rnn6iZTRCRC6FotkUpJQRERERGReio+Pp63336bRx55hMLCQjIyMhgzZgyPPPJItR7H5/Mdc73NZjvpcbFERBq6xnitNsbg9/uPWcZut5/SLMi1KRAIEAgEjlnG4ah/KTY9PiwiIiIiIsd0vJu2m266iYkTJ9ZOZUREpEKRdK2eOHEiN9988zHLzJo1q0ozB0eCcePGMX78+GOW2bRpE9nZ2bVToWqipKCIiIiIiBzTDz/8cMz1ZTO+iohI3Ymka/X+/fvZtGnTMct07NiR+Pj4WqnPqdq5cyc7d+48Zpnu3bvjcrlqqUbVQ0lBERERERERERGRRkYDf4iIiIiIiIiIiDQy9W8UxEYmEAiwc+dO4uPj680AnCIikcwYQ35+PpmZmRoUH8UZEZHqpjgTTnFGRKR6VWecUVIwwu3cuZOWLVvWdTVERBqcbdu20aJFi7quRp1TnBERqRmKM0GKMyIiNaM64oySghGubNDNbdu2kZCQUMe1ETm+wsJCMjMzgeAfgbGxsXVcI5FweXl5tGzZst4MalzTFGekvlGckUinOBNOcUbqI8UaiWTVGWeUFIxwZV3sExISFESlXrDb7aH/JyQkKIBKxNIjTEGKM1LfKM5IfaE4E6Q4I/WRYo3UB9URZ5QUFJFqFxMTU9dVEBGRBkxxRkREappijTQGSgqKSLWKjY2lsLCwrqshIiINlOKMiIjUNMUaaSw0HZaIiIiIiIiIiEgjo6SgiIiIiIiIiIhII6OkoIhUq5KSEi6++GIuvvhiSkpK6ro6IiLSwCjOiIhITVOskcZCYwqKSLXy+/18/PHHof+LiIhUJ8UZERGpaYo10lgoKSgiIiL1lsfj4aOPPmLjxo34fD7S09Np2bIl7du3JysrC8uy6rqKIiIiIiIRSUlBERERqbfmz5/PTz/9FPp969atbN26lblz5xIfH0+vXr3o3bs38fHxdVhLEREREZHIo6SgiIiI1FuFhYUAlBYZ1swuJTbZRkIzG8nN7eTn5/PNN98wd+5cevXqRd++fUlNTa3jGouIiIiIRAYlBUVERKTe6tatG99//z2uaAtntMXeTX72bvJj2bw0aWGnWUc78Wnwww8/8MMPP9C1a1cGDBhAenp6XVddRERERKRONejZhxcuXMjw4cNJTk4mNjaWPn368NZbb1V5+0GDBmFZ1jF/3njjjbBtsrOzKy17++23V3cT66VAIMDatWtZt24dhw4dwhhT11USEZF6qkWLFpxxxhlYFnQY4CI+LfinjQnA/q1+VnzuYeUXpRzYHhwkfPny5Tz33HO89NJLLF68GK/XW5fVFxERERGpMw22p+Ds2bMZOnQoLpeLkSNHkpiYyPvvv8/o0aPZvHkzDzzwwHH3MWbMGAYNGlRuudfr5bHHHsNms3H++eeXW5+YmMjdd99dbnnv3r1PpikNSiAQ4LXXXmPr1q2hZW63m969e9O/f39iYmLqsHYiIlIfDRs2jIMHD7Jx40Y6DXKxbq6HQzsDofV5OQHycjzEJFk07+okuYWNnTt38sEHHzBz5kw6duzI6aefTqtWrTQxiYiIiIg0GpZpgN20fD4fnTp1Yvv27cybN49evXoBkJ+fT79+/VizZg0rV66kffv2J7X/qVOncvXVV3PJJZfwwQcfhK3Lzs4GYPPmzafShJC8vDwSExPJzc0lISGhWvZZl7xeL//3f/9HSUlJuXUul4s+ffpwxhlnkJSUVPuVE5FGoaFdV09VQzkfXq+XKVOmsGHDBkzAsPkHL3vW+yss63BDehsH6e3tRMUdfmiiRYsW9OvXj06dOmGzNeiHKUSkBjWU62p10fkQEale1XldbZB/8X711Vds2LCB66+/PpQQBIiPj+fBBx/E5/MxYcKEk97/yy+/DMDYsWNPua6NjdPp5Oabbw4N9G4M5Oy1kV9g4fF4+Pbbb3nqqad488032bJlix4tFhGRKnE6nYwaNYoePXpg2Sxa93HRuo8Tq4K/dHylsHOVjyUflLL80xL2rPcR8Bu2b9/Ou+++y3PPPceaNWsUg0RERESkQWuQjw/Pnj0bgAsvvLDcurJlX3/99Unte/v27Xz22Wc0a9aMiy++uMIypaWlvPbaa+zYsYPk5GT69+9Pjx49qrT/0tJSSktLQ7/n5eWdVD0jWXp6OrfccgtTp05l3bp1pKcF2L7TztbtNjKb+UlOCrB+/XrWr19Peno6vXv3pmfPnjidzrquuohIvdeQ44zdbueyyy4jNTWVL7/8kqbtHMQm21j3rYfSwooTfAX7DQX7vWxf5qVpewfNOjjYt28fb7/9NllZWQwbNoyMjIxabomISP3VkOOMiEhD0yB7Cq5btw6gwseDk5OTSU1NDZU5URMmTCAQCDBmzBgcjopzqrt372bMmDH86U9/4te//jU9e/bkoosuYt++fcfd/2OPPUZiYmLop2XLlidVz0jndrsZOXIk55xzDgAtMv20bO5jzXoH8390sXO3Hb8fcnJy+Pjjj3nqqadYsGABfn/Fj4JJ5CgpKeGaa67hmmuuqfAxcRGpWw09zliWxTnnnMPo0aOJjo4mLsVGt4vcJLeo5E8eC+JSLBKb2tm/2c/i/5awc6UXv8+wdetWXnzxRd59913d1EYQxRmRyNbQ44w0Doo10lg0yDEFL7zwQj7//HPWrVtHu3btyq1v27Yt27dvD/sGqyqMMbRt25ZNmzZVuu///d//ZeDAgXTp0gW3283KlSsZP348n3zyCf369WPu3LnHHMS8om/WWrZs2aDH4Fi7di3Tpk2jpKQErxeWr3aRm2fDYTc0TffTItNPdFTwbZqYmBjqORgXF1fHNZeKFBYWhl6bgoICYmNj67hGIuEa+9hGjSnO5Obm8u6777Jjxw4A9qzzsWWRl8AR3y91G+YmtsnhhKGn2JC7209xboD4NBtJmXYsy8LtdnPuuefSt29f7HZ7bTdFjqA4I5FOcabxxBlpuBRrJJJVZ5xpkI8P15SvvvqKTZs2MXDgwAoTggB/+ctfwn7v27cvM2bMYODAgXz77bd8/PHHlT52DMEedG63u1rrHek6dOjA7bffzpQpU9i1axc9unhYu8HB7hwHO3Y52LnbTkZTP61a+sjNzeXLL79k1qxZdO3alfPPP19/XIiInIDGFGcSExO5+eab+eqrr/juu+9o2t5BQlMbG+Z5KNhvwAK7K3wbV7RFWuvDfx6VFgYAA5Ty+eefs2TJEoYNG0abNm1qtS0iIvVFY4ozIiL1XYN8fDgxMREI9hCoSFlW9USVTTByyy23nNB2NpuNm2++GYC5c+ee8HEbg7Ibty5dumCzQaf2Ptq38WJZBmMsdu52sOBHN6vXOcjNswgEAvz000/8+9//5uOPP9ZjXSIiUiG73c6QIUP4xS9+QXx8PNEJNrpc6KbV6U5sNlg9y4OnKNgb3eOH1QdcrD3oYm+RHV8A3LE23LE2An6D32fYu3cvb7zxBtOmTaOoqKiOWyciIiIicvIaZFKwbCzBisYNPHjwIPv27atwvMFjOXjwINOmTSMpKYmrrrrqhOtUNtuubiAq53Q6ueqqqxg0aBAAzTP8dOvsxW4P3qwFAha7cxwsXubmx6UuDuVa+P1+Fi5cyL///W8++eQT8vPz67AFIiISqdq2bcsdd9xB9+7dsSyLjE4Oul/sxh1nseLzUooOBXDZoUOyB2/A4vs90XyxNY6f9rrJ89iw2S3sDouAz2CM4aeffuLpp59m6dKlmqVYREREROqlBpkUHDhwIACfffZZuXVly8rKVNWkSZMoLS0NDVx+ohYsWABAdnb2CW/bmFiWxcCBAxk5ciROp5MmyQFO7+4hJjoQVi6/wMaS5S6WLHeGkoPff/89//73v/nwww+rNKmLiIg0LtHR0VxxxRWMHj2axMREouJsdB7sJquXk3VzPRzY5sdmQZeUUk5PL8GyYFuBizk7YvhxTxQFHgubw8KyLAJ+Q3FxMdOnT2fChAns2bOnrpsnIiIiInJCGuREIz6fj44dO7Jjxw7mz59Pz549AcjPz6dfv36sWbOGFStW0KFDBwD27dvHvn37SE1NDfXoO1rPnj1ZunQpixYtolevXhWWWblyJZmZmSQlJYUt//bbbxkyZAjGGNauXUtWVlaV29KYByretWsXkydPJj8/H78f1qx3krOvosHdDcmJAbKzfCQmHH47d+7cmQsuuIAmTZrUXqVFg/JKxGvM19WKNNbzUVpayuzZs1mwYAHGGAJ+w44VPgI+Q1ZPJ5bNotBrsTgnmlxPMPZYGFrGe+mY7MH1cy92EzBYNgu73c6AAQM455xzNBFJDVOckUjXWK+rldH5kPpIsUYiWXVeVxtkT0GHw8HLL79MIBBgwIAB3Hrrrdx777306NGDFStWMG7cuFBCEODpp5+mc+fOPP300xXu78cff2Tp0qWcfvrplSYEAd555x0yMzO55JJL+H//7/9x7733MmzYMM4991y8Xi9PP/30CSUEG7uMjAxuu+02Wrdujd0Op3X00q51cJzBcBYHc+0sXuZi8TIX+/bbMAZWrVrFs88+y6effkphYWGdtEFERCKT2+1m6NCh3HbbbWRnZ2OzW7Ts7qRpBwdbf/JRUhAg1mnon1lEm0QPYDBYbM13MWt7LJtynRgDls3CBAx+v5/Zs2fz4osvsm3btrpunoiIiIjIcTXY2YcHDx7Mt99+y0MPPcQ777yDx+OhS5cuPPzww4wePfqE9vXKK68Ax59gZPDgwaxatYpFixbx9ddfU1JSQtOmTbnuuuv47W9/S58+fU66PY1VbGwsv/jFL5g9ezZz5syhRaafxIQAq9c5KSw6OqdtkZtnkZvnIiY6QLvWPpok+5k/fz4//PADvXv3pn///sTHx9dJWxqLmJgYCgoKQv8XEYlkTZs25cYbb2TlypV8+umnQD6tetrI3eOnJM9PUqadzk1KSY/2sWRvFCV+G76AxcoDUWwvcNI1pYTkqOAQFyZgyMnJ4dVXX6VXr14MGzYMl8t17ArICVOcERGRmqZYI41Fg3x8uCFRd/vD1qxZw3//+1+Ki4sJBGDjZgfbd9kBq5ItDE2Sgo8VJ8QH3+Z2u53+/fvTr1+/kxobUkTqP11Xw+l8HOb1epk7dy5z587F5/MRCBgO7fST2MyO3WHh9cOy/VHsKnQesZWhVbyXDsmluOyEJh2xLIuEhASuuuoqPSUg0sjouhpO50NEpHpV53VVScEIpyAarqCggA8++CA0s3TOXhtr1jvxBypLDAIYkpMCtGrhIykx+HZ3uVz06dOHc845B7fbXQs1F5FIoetqOJ2P8g4ePMjMmTNZu3YtAKVFAQI+iE4I9lDfmu9k5X43fnM49rjtAbqmlNIs1gdAIGCw2YKTkvTt25fBgwer16BII6HrajidDxGR6qUxBaXRiouLY9SoUQwbNgybzUZ6WnB24uioQIXlU5r4OaOHh7atfGze6mD5KicFhRYej4dvv/2Wp59+mqVLl6LcePUpLS1lzJgxjBkzhtLS0rqujojICUtOTmbkyJFcc801JCUl4Y6xEZ1go+hQAGMMWfFezmleSKLLH9qm1G/jx5xoftwTRYnPwmYLJgyNMcyfP58XXniBrVu31lWTGhTFGRERqWmKNdJYqKdghNM3a5XbunUr7777LgUFBZSWwqKf3JR6DvfasNkMA84qxTqiE2FunsW+/TZKPRbZWX5iooNv//T0dAYOHEjnzp2xrGP1OpTj0UxdEul0XQ2n83FsXq+X2bNnM2/ePIwx+EqDccPhtggYWHvQxYZcF2AR7/KTFefF7TDYLUN6TDBpWDZDMQTHHz7nnHOw2fS97MlSnJFIp+tqOJ0PqY8UaySSqaegCJCVlcWtt95Kamoqbjd07+LBYT+c4w4ELLZut4dtk5hgaNvaT8d2Pg4estiy3Y7PBzk5Obz77ru88MILbN68uZZbIiIikcrpdDJkyBB+9atfkZaWhsNt4XBbeEsMNgs6NfHQt1kxLluATsmlZCd6yYj1kR7jJ99jo9RHKCEIMGvWLCZNmkRRUVEdtkpERERERElBqefi4+P5xS9+QXx8PLExhm6nebDZDicGN2118u18N/sPHH6rF2Bht0PzjAAtM/3s2mNny3YbPh/s2bOH1157jbfeeovdu3fXRZNERCQCZWRkcNtttzFkyBAcDgfOKIuA3xDwG1Kj/QxoXsTe4vAvouJdAdwOKPEdTgoaY9i0aRPPP/+8voQSERERkTqlpKDUe4mJiYwePZqoqCgSEwwd2njD1vv8FgcOHX6r+7BYQBS7sGOzQcvmfjKaBti1x86uPTaMgXXr1vHCCy8wY8YMiouLa7tJIiISgcpmsL/jjjto3bo1NruFzW7h9xmiHIbOTTxsz3dw5MAshuA6vwGvPzgrsTGG/Px8XnvtNWbNmoXf76/8oCIiIiIiNURJQWkQmjZtynXXXYdlWTRrGqBlc1/Y+h27HCz+yUWpB5II0JMSVuHmG6IpwMLlDCYHm6YF2Lnbxp69wV4dP/74I//5z39YuHAhgUDFk5mIiEjj0qRJE2644QYuvPBCnE4ndoeFCQQfJ24R7+NQqY3Az4nB0ugAhfFe7BY47YcTg2W++eYbXnvtNXJzc+uoNSIiIiLSWCkpKA1GdnY25513HgBts320aeUFDnfXyM238eNSN3n5Fm7gPIrIwMdMYvmGaHJ+7jnYPCNAfBys2+igsNCiuLiYjz/+mOeee461a9dqpmIREcGyLPr168ftt99OdnZ2aNxAYwzJUQE8fvAbiCq2YyzY3rYQnyOA0w7GEEoaGmPYtm0bL7zwAps2barDFomIiIhIY6OkoDQoZ599NhdccAEAWS38tGrp58jEoMdjsWSZi527g+M+tcfLxRRSiI0viGEO0RRhERNtaN/GR1GJxcbNdrxe2LdvH5MnT+att95i7969ddE8ERGJME2aNOHGG2/kkksuweFwBB8PDhiiHIABXwDi8pyk7HKztlcu+5uWYFlgs8AfONxrsLi4mNdff51vv/1WXz6JiIiISK1w1HUFRKqTZVmcffbZOBwOZs6cSessH3abYeMWBxC88QoYi7UbnOzZa6djOy8x0YYhFLIKFytxs5s4elBCO7ykpQRIjA/2GoyLDdAiM8D69evZsGEDZ5xxBueddx7R0dF12+gIExMTQ05OTuj/IiINnWVZnH766TRv3px3332X/fv3Y4zB/nPvQV8AoosctFuawLqeeRxM89BqTRxOb/Ax4yMmJ+bLL79kz549XHrppTidzjpqUWRTnBERkZqmWCONhWX0dXREy8vLIzExkdzcXBISEuq6OvXKvHnz+OyzzwDYscvOuo2HE4NlHA5D104ekhKDH4MiLL4jmhzLQZLx059ikgiOJXjgkI0tW+20bO4nNSW4LDY2lmHDhtGlS5ewMaJEJHLpuhpO56N6lZaW8tFHH7Fs2bKw5b4AOGzgcwRY3y2P0hg/2aviSTzgAgglB40xWJZF8+bNufbaa/WaiNRDuq6G0/kQEale1Xld1ePD0mD169ePESNGANA8w09Wi/KzO/p8FkuWu1ixOtgbIwZDRzwAHLLszCSW5bjwA02SAnTu6GXrDgdLljkpLLIoLCxk6tSpvPXWWxw8eLDW2iYiIpHJ7XZzxRVXMGLECByO4AMZxphgQjAADp+NDksTic11sq5HHlvbFxCwgpOUBMzh2Yl37NjBiy++yJYtW+q4RSIiIiLSUCkpKA3aGWecwfDhwwFo08pHWkr5xCBY7N1vp7Ao2NNv1xFP1Qcsi5+sKD4ijkPYiHLD6d09NE0PsHiZk01bHQQCsH79ep599lm+/fbbRj9LcWlpKb/5zW/4zW9+Q2lpaV1XR0Sk1lmWxRlnnMEtt9xCSkpKKNHnsAXHEbQFLNoujyd1ZxQ5LUtY1fsQJTG+n3sKHh5nsLCwkIkTJzJnzhyNM3gExRkREalpijXSWOjx4Qin7vbVY+bMmSxYsIBAAJaucJGbF54PdzgM5/QNXuznEM02q/w4Tk5jOJ0S2uIFYO9+GytWO4mONnRo6yM5MZgMzMjIYMSIEWRmZtZwqyJTYWEhcXFxABQUFBAbG1vHNRIJp+tqOJ2PmuXxePjvf//LypUrQ8uOHEdwR+tCdmUXY/NbtFodR0qOu8L9dOzYkSuuuAK3u+L1jYnijEQ6XVfD6XxIfaRYI5FMjw+LnKALL7yQzp07Y7NBl44e3K7wXLjPBzl7gx+HMykhxpTv7ee1LBZY0XxJDAEgLSVAl45evB6LpcudrF7nwOuDXbt28fLLLzNz5kw8Hk9tNE9ERCKUy+Xi6quvZuDAgaFlZT0CAZpviqXlulgCdsOmLvls6VCAsYIry8oYY1izZg2vvPIK+/fvr+0miIiIiEgDpaSgNAo2m40rrriCZs2a4XJBt84eHI4jE4MWq9c5yS+wiMJwLkU4KulEu8dy8D1RwcRgaoCunYOJv905Dr5f5GbPXhvGGBYsWMDzzz/P1q1ba76BIiISsSzLYtCgQVx++eWhR4OPnJuq6fZoWq+MwzKwt0UJa3rl4nUFsI54nNgYw969e3nllVfYtGlTHbVERERERBoSJQWl0XA6nVx77bXExsYSF2fo0cWD3X448RcwFstXu/B4oAkBzqUIWyWJwY2Wi8+IxQckJZrQbMRer8WqtS6WrnBSUgIHDx5kwoQJfPbZZ3i93tpopoiIRKgePXrwi1/8AqczfIgKYyBlTxRtlsdj+aEgycfKMw9RGO8NSwwCFBcX8/rrr7N48eK6aIKIiIiINCBKCkqjkpyczE033URMTAzxcYaunbxY1uHEX2mpxU8rXfj80Aw//Sk+/PzWUQ5YdlbhAqBTOy8ZTX2hfR08ZGfhEje79tgBmDdvHi+++CI5OTk13EIREYlkbdq04Ze//GVobCJjTCjxl7zPTfufErD5wOsOsPr0XPY3LQnrVVjmgw8+4IsvvtAEJCIiIiJy0pQUlEYnLS0t1FMjOSlAu9Y+4PBNVUGhjWUrXQQCkIWPlvgq3dcq3ORhw+GAju189D2jlKTE4AzHfr/FmvVOlq10UuqBffv28dJLL/Hjjz/qJk5EpBFr1qwZY8eOJTk5OfRocFliMOGgiw5LE7H7LIwdNp1WwPa2hRjCxxkEmDt3Lu+//z4+X+VxSkRERESkMkoKSqOUkZHBVVddBUDzDD+Zzfxh63PzbGzdHuzl15sSoiqYeATAZ1l8Qiw/4qYIC5czQFz0WkoKF3HowAaMCbD/oJ0fFrs5cNCGz+djxowZvPPOO5raXkSkEUtOTuaXv/wlTZs2DUsMBgzE5TrpsDgBu9cCC3a3KmZDt3z8tsNlINjLcPny5bz55puUlJTUbYNEREREpN6xjLosRbTqnGpayps7dy5ffPEFPh/M/9GNz3f4GS2bZTijp4fYGMNBbHxGLP6KnuH6WeGKpRR8No3cQ3mhZXGxibRqewlpTbsChpaZflq38mGzQXp6Otdddx1NmjSpySbWukAgEJpcJSsrC5tN3z1IZNF1NZzOR90qLi7mzTffZMeOHT8nBi0CJjhDcVGcj7U9c/G5gn+qxeTZafdTIi6PLVSmbJv09HRGjx7dKF5DxRmJdLquhtP5kPpIsUYiWXVeV/XOlkatf//+pKen43BAVvPwx68Cxgo9+ptMgL7HGF8wf+VP7HjnNQakFzFvbAz598czb2wMg5oXsvKnSezdswyw2LbTweJlLko9kJOTw4svvsjq1atroaW1x2azkZ2dTXZ2toKniMhxREdHc8MNN9CqVatQj0Hbz70BYwocdFyciKM0+IVUUYKf1b0PURTr+zkheHhm4pycHF555RX27dtXxy2qeYozIiJS0xRrpLHQu1saNcuyOO+88wBo0dxPQnz4Y8IlpTZWrnFhDGTjozcl5RKDJhDg4KfTGdHBwX9HRnNWCwdxLouzWgR/v7iDgx2bZ+B0Bh9Rzi+wsWipm9w8i9LSUt555x1WrlxZOw0WEZGI43a7uf7662ndunW5xGB0YXhi0BMVYM0ZueQle8JmJjYm+K3xq6++yvbt2+u4RSIiIiJSHygpKI1ehw4d6NKlCzYLunT04HSEJ/1y82ysXufEGOiAt1xisHjLRkoOHeJPA1zYjnq82GZZPHCOi0N5uTRtspamaX7AUOqxWLLcxe4cG8YY3nvvPebNm9cgJiDxeDz8/ve/5/e//z0ej6euqyMiUi+4XC5GjRpFmzZtyicGi8ITg36HYV2PPPY1Ozwzcdm/xcXFvPbaa2zYsKGOWlLzFGdERKSmKdZIY6GkoDR6lmVxySWXkJKSgtsNnTt6sQhPzu3Za2fNekcoMdgab2idryA4hmDXdHuF+y9bXlxcQOcOXk7r4MXpNBhjsXqdk1177Bhj+Oyzz5g/f34NtbL2eL1e/vGPf/CPf/wDr9d7/A1ERAQAp9PJyJEjj50Y9ASzf8YGmzsXsKtVUbn9+Hw+3nzzTVasWFHbTagVijMiIlLTFGuksWjQScGFCxcyfPhwkpOTiY2NpU+fPrz11ltV3n727NlYllXpT2UJnFM9rtQ+t9vNNddcg9PppElSgDbZvnJlduc42LTFAUBPSnH+3KvPERcc2HN5jr/cNkcu3xPXBAOkpwXoc3opGU2Dx1iz3sHGn/f72WefsWzZsmptm4iI1B9Op5Nrr72WjIyMYGIwEJ4Y7HBEYhALdrQtYmv7AszPX2aZI2Ymfu+991i0aFEdtUREREREIp2jritQU2bPns3QoUNxuVyMHDmSxMRE3n//fUaPHs3mzZt54IEHqryvgQMHMmjQoHLLW7RoUaPHldrVtGlTLrvsMt577z1aNvdTXGKxc3f4R2TbTjvNmvqJiTZ0xMNy3ES3akNUUhKPzCngg5H2sEeIA8bw1289RCUlsSe7IzMx9KWYJo4AHdv5SEkOsGqdk63b7bichhaZfqZNm0ZJSQlnnnlmbZ8CERGJAG63m9GjR/Pqq69y4MCBYGLQFpyVOKbQQfsliaztlYvfGcwA5rQswecM0HpVPBbWz+MMBvf14Ycf4vF4OOuss+qwRSIiIiISiSzTEAYxO4rP56NTp05s376defPm0atXLwDy8/Pp168fa9asYeXKlbRv3/6Y+5k9ezaDBw/moYceYty4cbV23CNV51TTUjWzZ8/m66+/xhhYsdrJvgPhjwVnNPXRsZ2PXdiZZcUCwdmHd02ZyMUdHPzpHBdd0+0sz/Hz1289fLTWR8Z1Y4g/rTsAljF0wENPSrEDRcUWK1Y7KSyy6NDWR2azYM/Cfv36MWTIEKyjximMdIWFhcTFxQFQUFBAbGxsHddIJJyuq+F0PiLXwYMHmTBhAvn5+ZiAwfo5MWizoCDBy9qeeQSOGAc3cZ+TtssTsAXCE4MAgwcP5txzz62DVlQ/xRmJdLquhtP5qP9KS0tZtGgRUVFRdOjQoVFcdxVrJJJV53W1QT4+/NVXX7Fhwwauv/76UGIOID4+ngcffBCfz8eECRMazHGleg0cOJDevXtjWdC5g5eEuPAZifMLgh+bVPw4fs6px5/WnYzrxvBlThz9Xy0i4W/59H+1iC9z4sISggDGslhjufmcWAqxiIk2nN7dQ1pKgLUbDj9KPG/ePKZMmUJhYWEttVxERCJJcnIyo0ePJioqCssW/ihxXJ6Tdj/FYx0xckVuqpe1PXLx201oZuIys2bN4ssvv2wQE1qJiEjtMcbwzjvv8Nlnn/HBBx/w/PPPs379+rqulohUkwb5+PDs2bMBuPDCC8utK1v29ddfV3l/69at49///jdFRUW0atWKIUOGkJqaWuPHlbphWRYXXXQRhw4dYv369XTv4mHJchcFhcFkYGGRRUkJREXBWRTzrYkGyyL+tO7EdepK8ZaN+ArycMQlEN2qDZat4tz7AcvOTBNLf4rJsPs5raOXDZscbN3uoKTEolN7L2vWrGHbtm1ccskldOrUqTZPg4iIRICmTZsyevRoXn/9dbxe78+TjwR7DCYcctF2eQIbuuVhfg41Bck+1vbKpf2SBBw+W1iPwW+//Ra/318ve6GLiEjdKC0tZePGjaHfCwoKePPNNzn77LMZOHAgTqezDmsnIqeqQfYUXLduHUCFj+kmJyeTmpoaKlMVb731Fv/zP//D/fffz/XXX09WVhZPPPFEjRy3tLSUvLy8sB+pfTabjWuuuYasrCwcDujexUN0dLDHoDEWK9a4CAQgCx+dOTxFvWWzEdO6HQndTiemdbtKE4JlSi0bs4lhLU4sC9q18dGutZecfTYW/eSioNCiqKiIKVOmMHv2bAKBwDH3JyJyPIoz9U+LFi0YOXIkdrs9lMwr6zGYtN9F65XxcEQHwMIEH2t65eJzBLB+Lldm3rx5fPrpp+oxKCI1RnGmYYmKiuKMM84AwFNk2LM+OFni3Llz+fe//83OnTvrsnoicooaZFIwNzcXgMTExArXJyQkhMocS1paGk888QSrVq2isLCQHTt2MGnSJJo0acIf/vAHXnjhhWo/7mOPPUZiYmLop2XLlsetp9QMl8vF9ddfT2ZmJi4n9Ojiwe0O3kTlF9hYvynY0bYXpbQxnmPt6piMZfEDUSzGDUCLTD/dOnspLrH4camL7TuDYxp+/fXXvPHGGxH/h1V0dDTLly9n+fLlREdH13V1ROQoijP1U5s2bbjqqqvCevjZfn5EuEmOm6y1sWGJweJ4fzAx6AyEEohlFixYUK8Tg4ozIpFNcabhOf/884mJicEVY2ECsHZOKaUFAQoKCpgwYQJLly6t6ypWO8UaaSwa5EQjF154IZ9//jnr1q2jXbt25da3bduW7du3U1paelL7X758OWeccQbJycns3LkT28+9warjuKWlpWHr8/LyaNmypQbmrUOFhYVMnDiRffv2UVxssXiZC4/XAgxts320bO7HAF8TzU7r1LrPtzRe+lOMHSgotFi+yklJqY2maX46tPVit0NMTAzXXnstrVq1qo7miTQ6jX3Ac8WZ+m3p0qVMnz499HvZX3GWBTtaF7KrdXFY+eh8Ox0XJ+Lw2UKTlJSprxNaiUQ6xRnFmYZo9erVTJkyBYBNP3jYt9FP+wEukjKCHRgGDhzIwIEDFVNEaoEmGjmOsp56lfXKKzuBJ6tr16707duXPXv2hA2yWh3HdbvdJCQkhP1I3YqNjeWGG24gKSmJ6GhDp/Zegt0xLDZsdrBrjx0LGEAxGcZ3SsfaZjn5gliKsYiLNZzRw0Nykp89e+38sMRFfkHwceLXX3+dn376qTqaJyKNjOJM/dajRw8uuuii0O+WdbiDYPNNsaTtiAorXxzvZ23PXPz28j0G582bx5dfflkLtRaRxkRxpmHq1KlTaBb71r1dNMmys3qWh52rvEDwqaapU6eedMcbEakbDTIpWDamX0Xj9x08eJB9+/ZVOO7fiSibaKSoqKhWjyt1IyEhgeuvvx6Hw0GT5ACZzcqme7RYu8HB3v027MC5FJFhvKd0rP2WnU+JZT82nE7ofpqXrBY+ikuCvRRz9tkIBAJMmzaNzz//POLGGfR4PIwbN45x48bh8Zz8Y9UiIlKxPn36cOaZZwL8PPHI4WRf1ppYknJcYeWLEvys7ZmH327KJQbnzp3LN998U1tVrxaKMyIidWPQoEH069cPgLZnuUhra2frYh8bFngwAcOKFSt4+eWXOXDgQB3X9NQp1khj0SCTggMHDgTgs88+K7eubFlZmZPh8/lYtGgRlmWRlZVVa8eVupWWlsYFF1wAQNtsH25X8K7KGIuVa5xHJAZPvcdgkWXjc2JZ//MEJG1a+ejcwQsGVq5xsnV7sJv+d999x9SpU/H7/cfZY+3xer2MHz+e8ePH4/WeWoJUREQqNmzYMNq3b49lWQT8wWSfPwAWFm1WxBN/IHw4i8JEH+u75RGwTGgswjKzZs3i+++/r+UWnDzFGRGRumFZFkOGDOGss84CoE0fF6mt7ezd4GfFFx5KCwPs27ePF198kU2bNtVxbU+NYo00Fg0yKXj++efTpk0b3nrrLZYsWRJanp+fz8MPP4zD4WDMmDGh5fv27WP16tXs27cvbD/z5s0rNwi3z+fj97//PVu2bGHo0KE0adLkpI8r9U+fPn3IysrCboc22YeDQ/nEYBGZx+gxmGZ89DdF9DHF9DQlZBsP1lHvtYBl8b0VzQKiCABN0wL06OrB6YSNW5ysWOMkEICVK1fy9ttv6xssEZFGxGazcdVVV5GZmYnNHkwM2m3gC4DNWLRblkBMniNsm/wmXjZ2zcdggo8dHxF2PvnkE5YtW1bLrRARkfrGsiwuvPBCevfujWVB275OEtJtFOwLsPyzUvL3+iktLWXSpEka7kikHmiQSUGHw8HLL79MIBBgwIAB3Hrrrdx777306NGDFStWMG7cODp06BAq//TTT9O5c2eefvrpsP2MGjWKNm3aMHr0aP7whz9w66230rVrV5588kmysrJ4/vnnT+m4Uv9YlsWwYcOAYJIuLvbwo7uhxOC+YGJwAMWkVdBj0DKGcygmGx/t8HIaHvpTwlAKaWLK9/jbYLmYRQweIDHB0KurB4fdsHefnWUrnfj9sH79eiZOnEhhYWFNNV1ERCKM2+1m5MiRJCUlhRKDDht4/WD3W3RYmkBUoT1sm0NpHrZ0KgCC4xEeafr06WzYsKG2qi8iIvWUZVkMHz6crl27Ytks2g9w4XCDtxhWfulh/1Z/aLij+fPn13V1ReQYGmRSEGDw4MF8++23nHPOObzzzjs8++yzpKSkMGnSJP70pz9VaR933HEH2dnZzJ49m6eeeoo333wTt9vNn/70J5YsWVLh7K/VcVyJbBkZGZx22mkApKeGJ/GMsVi51sm+Ix4ljj8q0WeAvCM+ev6EEozTTxMCDKWQvqb8NnssB58SSyEWMTGGLp28WJbhYK6dpStceLywa9cuJkyYwKFDh2qi2SIiEoHi4+P5xS9+QXR0NDa7hQkYnHbw+MHhtdFhSQKu4vA/9/ZllrKjdfBLpCN7CwYCAd555x127dpVm00QEZF6yLIsLr30Upo2bYrTbdG6d3DYChOAdd962LU62Dni008/5auvvir3BJ6IRAbL6NMZ0apzqmmpPsuXL2fq1KkUFVt8v8gFhHe3sNkMPbt6SIg35GPjY2LxH9Elw2EM51JEM/wYe4DSLnuwH4zGuS0JCCYO1+BiCW4CR2yXZPwMoRAnsGuPnTXrHYBFdFSAHl08REUFbxCvv/56mjVrVuPnoSKFhYXExcUBUFBQQGxsbJ3UQ6Qyuq6G0/loGHbu3Mlrr72Gx+PBGINlWXj84LJDSYyP1afn4nMd8SefgexVcaTujiJg+HmcweB20dHRjBkzhvT09Lpr0DEozkik03U1nM5Hw7Zz505eeeUVAoEAGxd4yNlwuHNDZmcHWb2CycKzzjqLCy+8EOvobuoRSrFGIll1XlcbbE9BkZrUvn17nE4nMdGGxPjyefVAwGLZKhclpRBPgI6Ej/fnsyy+JoYdOLD8NqJ+ysC4/BQN2IS3WT4W0AkPIyggy3hDXTkOWXbmEo0BMpr6adUyGHSLS2wsWuamsNAiPz+fCRMm6BEwEZFGJDMzk6uvvhrLskI3XC578FHiqCIH7ZcmYDtyRAsLtnQqIC/Zg80KjkVoWRbGGIqLi5k0aRIHDx6sm8aIiEi9kZmZyaBBgwDIPtNJXMrhpN/OVT42/RC8D5o/fz6zZs2qiyqKyDEoKShyEtxuN127dgWgeUbFMw17vRYbtwS/GetCKVEmELbeb1l8QzQrcQHg2pCCe0VTSnvsorjPNgJuL3EExx+8kEJif95+p+VkAVEAZLf0kZYSTAx6PBaLl7k4mGvD4/Hw1ltvsXTp0upvvIiIRKT27dszdOhQAEwg+GWS0x5M+MXmO2m7PAHriFBkbLChaz7FMb7QWISWFXwEOT8/nzfffJPi4uK6aIqIiNQj55xzDp07d8Zms+gwwI0z+vC6PWv9bP4xmBicM2cOP/74Yx3VUkQqoqSgyEnq3bs3AOlpgXJjC5bJ2Wsjv8DCCWRTfjZiY1kssaL4mmg8gP1ADLFftsUqdFF4/gZKO+VgHH5Sfx5vMPXniUs2Wi7W48SyoEsnL+1ae7Ew+PwWP61wsmevjUAgwPTp02t9cN+oqCi+//57vv/+e6Kiomr12CIijV2fPn3o0aMHli048QgEHw32G0g84CJ7VVxwjIqf+Z2GdT3y8DoDOO3gDRDadv/+/bz11lv4fBV/+VVXFGdERCKLZVlcdtllpKWl4YqxaNffFTa60u41frYvC94LffTRR6xevbqOalp1ijXSWCgpKHKSMjMzOfvsswHo0M6L21XR8JwWu3OCMz82p/Kbqh2Wk5nEsQ87ls9O1IqmxH7TmkBCKYXnbcCfWEwUhvMpoqUJBtSFRIV6GbbI9NOpfXDyEWMsVq11sm1H8Liffvops2fPrr6GH4fdbufMM8/kzDPPxG63H38DERGpNpZlcckll9CiRQtsdgu/1wTHCwxAwEDKniharI8NSwx6ogNs6JZHwDI4bcGehWWzGW/fvp0ZM2ZE1ADxijMiIpHH7XZz3XXX4XQ6SWxqJ7OzI2z99mU+9qz3YYxh6tSpbN68uW4qWkWKNdJYKCkocgrOO+88WrRogcMOXTt7sNvK3zTtPxj8mKXhxzrGTVWBZeMzYphHFMVY2ArcRH/fkuj5WfhTiwCwA70oAQ73MpxDNAGgaXqA07t7iI4KABYbNjvYuCUYjL/++mt11RcRaSTsdjsjR44kKSkJu9PC5zE4fh5fEKDZtmiabYkO26YgycfWDgXB7a1gAtFmD44xuHTpUn744YfaboaIiNQzKSkpXHTRRQC06OYgJjl8UpFNC70c3OHH5/Px9ttvs2fPnrqopogcQUlBkVNgs9m44ooriImJIT7OcFrH4GO8RyopsQgEgh+2aI7T08Ky2GS5mEEcy3EFHynOi8K1ISVUJP+oj+02y8k3RFOKRXyc4fQeHpIS/IDF1u0ONm8NfrNVW131PR4PTzzxBE888QQej+f4G4iISLWLjY1l1KhRuFwuHK5gYtDtgCJv8AatxcZYUna6w7bZ17yUvZnFWD8nBYHQpCUzZ85k48aNtdqGyijOiIhErp49e9KpUydsdov2Z7uwHdnJzsDaOR7ycvyUlpYyadIkcnNz66yux6JYI42FZSLpeRAppzqnmpaas337dl577TV8Ph/bd9pZv8kZtr7vGaVERxm+IZrtlrOSvZTnNIb2eIgnQC42DmEnBzsByypXNsYEOJti0vATCMDaDQ525zgAQ8d2PjKa+nE4HNx44420bNnyVJtcqcLCQuLi4gAoKCggNja2xo4lcjJ0XQ2n89GwrV27lsmTJwPg9xnsDot8j0W8y2AwbOiWz6G0wzc7lh86/ZhEbIGDYp9FtMNgAgbLZuFyubjllltIS0urq+YAijMS+XRdDafz0fgUFxfz3HPPkZ+fz85VXrYuDh9Gye6ELkPcxCTZaNasGWPGjMHtdleyt7qhWCORrDqvq+opKFINWrRowZVXXhn8f6afpmnhE4/s3R/8qHWn9JiPEB/Na1mstNwssKJZbbnZbTkqTAgCFFk2viSGLTiw2aBTe19wAhIL1q53sO+ADZ/Px+TJkzlw4MBJtlREROqTDh060K9fv9DvJmCIdxlyS21YWLRZHk/8gcNfVhk7bOyah99uiHYYCjwWls3C7zN4PB7efPNNCgsL66IpIiJST0RHR3PxxRcD0LSdA+uorIPfC6tne/AUG3bv3s37779PIBCog5qKiJKCItWkc+fOnHvuuUBw4pGY6MOBbes2B14vJBGgCzXX/TxgWcwlmmVHTEDStVMwMbhyjZO8fIvi4mLeeOMN9u/fX2P1EBGRyHHBBRfQunVr7A4Lnzf4xVSiO8ChEhs2Y9FuWQKxeYcHhC+NCbDl5/EFY52GEh/YHcHEYG5urm7eRETkuDp06EB8fDx2p0VSRvm0g6fIsPabUgJ+w9q1a5k+fbpii0gdUFJQpBoNGjSItm3bYrcRnA345zEEff7gxB8Q7C2Y9fMMwjXCslhmRfEN0fiAlCYBunQKHm/5KhfFxRaHDh3ilVdeYdu2bTVXDxERiQg2m42rr76alJQUnG4bnqLgTVe8K8DBEht2v0X7JQlEFRwe+OlARin7m5ZgWWCw8JtgYjDgN2zcuJFvvvmmrpojIiL1gGVZnHbaaQBkdHJUWKZgv2Hdtx5MwLBs2TLef/99/H5/hWVFpGYoKShSjSzL4tJLL8XtdpMQb2jR/HBQ253jYNuO4A1XP4pJNb7KdhNiM4Y2xkNPU0JHU0pL4yXaVO0btO2Wk6+JCSUGe3Tx4PPDomWuUI/BSZMmRczA8SIiUnNiYmIYOXIkbrcbV4yN0sIAdhu47QEOldpw+Gx0WJKAu+jwn4ZbOxTicfuJdhgOlgSXW7bgEBbffPMN69evr5O2iIhI/XDWWWfhcDhIaGonpZW9wjIHdwRY+62HQMCwYsUKJk+erIk9RGqRkoIi1SwhIYGhQ4cCkN3SR5T7cBJvw+bg2H52YCBFJJiKvwmzGUNnU8qlFHAWJZyGhzMoZQDFXEYB55gi0o0PjjM+4R7LwSxiKAUSEwwd23nxemHJchcHD9nweDxMmjSJH374obqaLyIiESo1NZVrrrkGAHesDW+JIcYJ/gDke2y4PHY6LEnEWRr889DvNGzqHHyMODU6wN4iO5YVnLDEGMN7772nMWpFRKRSSUlJnH322QC0PtOJM+rwurS2dtr1d5LV00HengBrvvbg9xk2bNjA66+/TklJSR3VWqRxUVJQpAb07NmT7Oxs7Hbo2M4HlCXvLFaucZKbZ+EGBlNUYc+/XpTSi1JiMASivHhaH8CbmYs/sRgbkIWPCyjiXIqJOU7Pwb2WgznEEACapgVokeEnELBYttLJ7hwbxhg++ugjPv/8czQZuYhIw9a2bVsGDhwIBGd/9PsMKdHB3oIFXgt3iZ2OixNweII9AvObeNnTohiAOFeAfI+F3WHhLTWUlpby9ttvq0eHiIhUasCAAWRmZuJwWWT1DE5s1aavk7Z9XaRmO8g8zUm3i9yYAKz6shRvqWHHjh1MmjRJ8UWkFigpKFIDLMtixIgROBwOkpMCZGcdflQ4ELBYtspFYZFFLIazKS43I3ESh3sQFg5ZT2mP3ZT02UHR4E0UDt6AJ/sAxjK0wMcICuhqjj2rcY7lYDFuALJa+LAsQ8BYrF7nZOOW4Bgf3333HTNmzDjlAX6joqKYNWsWs2bNIioq6vgbiIhIrRo4cCAdOnTAZrcI/NzpvGW8j50FTop8FlFFDtovTcTuDSYGd7QtpDQq+BjxgRI7fgNOt4XPY9i7dy+fffZZrdZfcUZEpP6w2+1cdNFFAKS1cRCXags9Snyg1Eah1yIqzsZp57tJbGYPSwxOnTq1ziYfUayRxkJJQZEakpKSwsUXXwxAdks/TZIOJ/p8Povlq5z4fJCOn26Uhm37I1GUpRFdq9PC1gUSSyntuZuiQRvxpRTiIDh5yQUUEXeMXoNrcVGMhcsFqU3Kylls3e5g9ToHxsCiRYuYOnXqKQ3wa7fbGTRoEIMGDcJur3jsEBERqTuWZXHFFVeQmpqKM8qiJD8YE9oneVh7wEWpH2LzHbT7KQGbHwJ22NauEIDmcT7WHAjOcG8Pdvjgxx9/ZNmyZbVWf8UZEZH6pUWLFvTq1QuA7DOc7NsUvNewgDm7Y9mcHwwoLXs4ad7FwZqvD89KXFcTWynWSGOhpKBIDerZsye9e/cGgrMROxyHe/MVl9hYsyEYALvgCRtf8JBlZwHRALjXpeJak1pu34HEUorP2ULxGdsxDj9p+LmYAjqb0grHGjSWxQaCx8tqceQjzcFJUFaucRIIwMqVK5k2bVqdfSsnIiI1Lyoqiuuuuw6n00l0go3CgwEsC05LKWXp3mi8AYjPddL2pwSsABxK81CQ4MVhgyiHYXu+A8uy8HuDsWTGjBns3bu3jlslIiKR6rzzziMqKoq4FBue4gB+ryHZHaBZjI9lB6P46YCbgIGUVg5a9nCyaaEXgK+//poNGzbUce1FGi4lBUVq2NChQ0lNTcXlgg5tvGHr9u6zs3e/DQvK9RbcYjlZ8vMjv+5V6bhWhfcYBMACX8s8CgdvxJdWgJ3geIRnU4yjgsTgGlx4gPg4Q9O08KTf3v12lq8KJgZXrFjBJ598clJjDHq9Xp555hmeeeYZvF7v8TcQEZE6kZqayiWXXAJATJJFUW4Alx06Nyll0Z5ofAFIPOii9Yp4AHZlFwHQIs7Liv1uCjw27E4LT0kAj8fD5MmTa2VgeMUZEZH6Jy4ujgsuuACAjE5Odq4OPhfVLqEUC8OWAhcLf/5SKrGpnabtHeRsCJZ5//33OXjwYK3WV7FGGgslBUVqmMPh4IorrsCyLNLTAqSlhj+au3lrcEy/VvhobsIDzkrLHRoL0L0mrcIegwAm1ktx/62U9NyJsQyt8DGcAtKML6xcqWVjxc/7a9faS2xMeGLwwCE7q9Y5MQZ++OEHli5desLt9Xg83Hnnndx5550aHFhEJMJ169aNHj16YFkWDpeFp9gQ7wrQOtHDopwoAgaa7HXTanUceU28eJ3BxGG8y7Bkb3C9K8qGpyTAwYMH+eCDD2p80irFGRGR+qlXr140a9YMh8siKsbCW2KIcxqaRQfvWXJKHMzPicHjh7gUG3EpwZ7sRUVFTJkyhdLS0uMcofoo1khjoaSgSC3IzMzk3HPPBaB9ay92++EbpsIiG9t3Bsep6E8xSSY8abjKcrPoyB6Da1OOfPL3MAu82YcoPmczgWgPcRjOp4jWJjyIrcHFPmw4ndDtNA8uV/jO9u6zs+nnROXMmTM5cODAKbVdREQi28UXX0zTpk1xRVvBR7p8hvQYP6nRfhbnRGEMpO2KImtNHAWJwS+vkqN85HrsrDsYHF/QZrcI+A2rVq3ixx9/rMvmiIhIhLLZbAwfPhyA1DZ29m8N3vd0Sgr2FgQ45LEzd08MJX6LmCQbdid4Sgx79uzhvffe0xBHItVMSUGRWjJgwACaNGmCywXZLcN78G3Y7ODgIRtOYABF5R79XW25WVqWGFzZFOfm5EqP408pph2NFiEAAJ/5SURBVPD8DXgzc7EB/SjhdFMSmp04YFnMJpZcbES5oftpnrCxDgG27bCTm2dRWlrK1KlTa7zXh4iI1B2n08nVV1+N2+0mromd3N3Bm7Q2PycAl+w9nBhM3heMRSlRwTIbcl3kltpwOIOPHwN8+umn7N69uw5aIiIika5ly5Z07NgRy7J+Hl8w2FswO/7wE1MFPjtzd8dQ5AvOTGwCBr/PsH79ej766CPdm4hUIyUFRWqJ3W5n2LBhALTI9BMXe/hbLmMsVqx2UlIC8Rj6UFxuspAVlpvlBHtkuNakgt+q/GAOQ8mZOyjtEBz0vRMezqMI18+zE3ssi9nEUIxFXKyh+2mesN6LxlisWOPC54OdO3eyevXqajkHIiISmVJTU7n88ssBaNLCwf6twS+veqSVkFtqZ1FOFP4jwlJ6jB+HzWCw+GlfMGkY18RO/l4/Pp+Pd955R2MwiYhIhS6++OLgF1EpNgr2B79k6pBQisM6HGiK/Dbm7omh0GvhjrHh94IxhkWLFjFnzpy6qrpIg6OkoEgtat++PV26dMGyoGM7L0c+B+zzW6xc68IYyMZHa8rfTC3HTREWthInzm2Jxz6YBZ7T9lLUdyvG4acpfoZSSOzPicFCy8ZXxFCCRUK8oVtnDzbb4fp4PBbbdwUfa541axY+n6/Cw4iISMPQqVMn+vTpA0BShp2C/QEcNji9aTE5xQ7m7YzhUKmNgIEir0Xg55CR57GzrSA4u71lsygtDI4v+PHHH9dVU0REJILFx8eHHiNObm6npCA4Xm37xPAxA0v8Nr7LiaHAa+GKtvD9vHrWrFksXry4tqst0iApKShSy4YNG4bb7SY+zpCeGj4mRl6+LTSe3+mUEGXC1wcsi9U/9xZ0bmxS8diCR/FnFFB07mYCMR7iMQyhkOSfxy3Mtex8RQweICnR0KWTF+uIb+i273Dg9cLevXv57LPPTqHVIiJSHwwdOpSsrCzsTgu7KziOU4IrQPfUEnI9NubujGXm5jhmbY8lYA73WF970IUvEBwYfu9GP8YYlixZwqZNm+qwNSIiEqm6d+9Op06dsCwLX2nw/qNNvJd4Z/j46iV+G/Nygo8SO6MsPEXB+6MPP/yQtWvX1nq9RRoaJQVFallcXBz9+vUDoGVzH0dn9rZtt5NfYOEGelJ+hq0NuPAB9rwo7Htjq3TMQEIpRQM2448vIebnxGDTn2cmPmTZmU0MPiAlOUDnDod7MPr8FqvWBnt/LFy4kBUrVpxMk0VEpJ6w2Wxcc801JCYmEh1voyQvgAkYmsf5yE4I9mA3WED4EBalfhsbDgW/tEprbWfP+uBN3UcffaTHiEVEpEIXXHABdruduBQ7+fv82Czo0aSEo++PSvy24KzEAXDF2CjODWCM4d1332Xnzp11U3mRBkJJQZE60KdPH5xOJ/FxhqZp4b0BDRZrNwQTcW3wkm7CH9v1WhabCK6PXtgC28GoKh3TRPsoGrAZX1oBDuAcioj5uSfiPsvBHGIIAOmpATod8WjzgUN2tmwPPkY8ffr04wZet9vNjBkzmDFjBm63u0p1ExGRyBEXF8e1116L3W4nId3OwR3BWNG5SSlNoiofSmJjnotin4U7zobfa/AUGfbv38+33377/9m78/iq6jvx/6/PufvNSsgOgQRICPu+qixaRXHBfemmVu202mmnU3917CaOU+10pu10ardvO1Od6VhxbRUXUBRkXwRkhwABEpKwZr/7OZ/fHyckhAQI5AJJeD8fj/uQ3PM55/O5x9zzznmfzxLX9kmcEUKInqF3795MnToVALdPYUY1vTwWfRPaxprGmMH6oz4AfCn2XISxWIyXXnqJ2trauLdNYo24XEhSUIhLwOfzMW3aNAAG5kdbLfIBUN9gUFFlJ+ImEMI4ZdGRjXg5ggMVdeBfno/jqL9jFbstgpPLMFODeIBpJ610XKmcLMOHBWRnWRQOaOnFuG+/k+PVBrFYjJdffvmMgdfpdHLjjTdy44034nQ6O9YuIYQQXUpubm7z4lipuQbVFXYPjrGZIXxOq919LK3Ydsy+ccoZ7OTg1ggAq1ator6+Pm5tkzgjhBA9x5VXXklKSgqeBIPG43Z8KU4JY7QzT9KRkJO9dXbnCLffoLHGorGxkVdffTXu859LrBGXix6dFFy7di2zZ8+mV69eJCQkMHHiRF566aUO779s2TK+853vMG7cOHr37o3X66W4uJgnnniCmpqadvfJz89HKdXu62tf+1qcPpnoCaZMmULv3r1xu6G4sPWiIwB79zkJRyAFi0GnLDoSVYqP8VOFAxUz8K7tiwo5OlaxQxOcUI7liZGGRSGR5k3lysVKfGigT47JoAI7MahRbN3pojGgqK+v5//+7/8IBoOdOwFCCCG6tHHjxlFYWIjhUHgTFI3VFh6HZnxmEIdqf1LbqoCTo0EHhkORluek/qhFJBKRRUeEEEK0y+12c+ONNwKQlGEQCWp8Tk1BUsv9j9dhcUVmgJG9QpTUuqmPGLh9Cm1CLKw5ePAgixcvvkSfQIjurccmBRcvXsyVV17J0qVLufPOO/n617/O0aNH+cIXvsCzzz7boWPceeed/PKXvyQpKYkvf/nLPProo/j9fn76058yfvx4Dh8+3O5+KSkpPPXUU21eN910Uzw/oujmHA4Ht956Kw6Hg4zeFrnZrSfVjZmK/WX2U6liwqhTegvGlGIxfmowMMJOfKv6Qaz1HE+noxOiRAYfASCH1k/V9isXq7GHJPfNNRmYbycGTVOxaaubcNheeGTevHntPpGLRqO88MILvPDCCzKPlBBCdGNKKebMmUNiYiK+FIP6wyaRoCbZYzE6o+2cT017sfmoF9OClGwH1eUxtKXZsWMHe/bsiUu7JM4IIUTPUlhYyODBg1GGIhKwY0tRShiPYfcczE+MkuY16Z8UZVpOgO01bqJNi1sF6uwyy5cv58CBA3Frk8QacblQWusOrF/avcRiMYqLiykvL2flypWMGTMGgPr6eqZMmcLOnTvZtm0bhYWFZzzOv/7rv/LlL3+ZnJyc5ve01jz22GP89re/5dFHH+XXv/51q33y8/MB2LdvX1w+S11dHSkpKdTW1pKcnByXY4quZdWqVSxYsADThPWb3DQGWnL1hqGZPD6M2wUr8LJPudvsn6RNriWAF02kfzXhMZUdqlc1uEj8sBALeJtEGlXrZwQDdYRJhADYs89J2UE7QZngtxgzIoLTCcOGDeOOO+5AqZZkZGNjI4mJiQA0NDSQkNCxxVCEuFjkutqanA9xNjt27GDevHloS7N3TYSCCW4Mh6Kk2s2umvbnWRqYEqY4LUI0pDlWZpJd6CQ1NZWvf/3ruN1tY9m5kDgjujq5rrYm50N0xKFDh/jd736HZWqCtZqENIMDDS4+O+6lMDlMcWrL6KaoBdurPQxPC2MoCNRY+FMNevXqxde+9rVOxxmQWCO6tnheV3tkT8GPPvqIPXv28PnPf745IQiQlJTED3/4Q2KxGH/605/OepwnnniiVUIQ7KfmP/zhDwFYsmRJfBsuLkuTJk1i0KBBOBwwvDiK86T5BS1LUV5hJ+OGE2nTWxCgXjlYhj3prmt/KkZNBxceSYwSS2/EAMY2Jf9Otke5+RT7Zm9A/xgZve2ejI0Bgy07XFgatm7dyoIFC+iBzxaEEEI0KS4uZvjw4ShDkV3konSt3WOisFeETH/7czjtbRre5fIqlIJwo0VNTQ0ff/zxxWy6EEKIbiIrK4v8/HwMh8Ky7HuLvIQoSS4TU9sdEOrTIjSkRnAZUNwrzM6mVe/9qQbRsEV1dTULFiy4ZJ9BiO6oRyYFT8wncN1117XZduK9ziT0XC57ctPTTTgaDod58cUXefbZZ/ntb3/LZ599dt51iZ5PKcVtt91GSkoKPp9mYEHrG6yDlQ6iUUjGYiDtd10/rJyU4kKh8GzKbn9EVzvCI6vQSpNHjEE60mb7TtzswoVSMKQoSlKi3T2/ptbBjl3292D16tWsWLHiHD6xEEKI7mbWrFn4fD4S0gx8KYrKHXasGp0RbHfhEY1iS9OiI5kDHVRss8uvWrUqbqMphBBC9Cw33XQTDoeDpHQHDcctlIKCpChB004KehodlI6qpTElituA/KQou5sWHnG67TLr169n586dl+wzCNHd9MikYElJCUC7w4N79epFenp6c5nz8d///d9A+0lHgKqqKh544AG+//3v8+ijjzJ69GhuuOEGjh49etZjh8Nh6urqWr1Ez+f3+7nlllsAyOhtok7K6pknzS04jhAp2mz3GBvxEAOcx/04y1I6VK+VHCZSZP9eTiTEEB1uXUApPsVLGU4MAwYPiqKaJpc/fNTB7r12uz788EO2b9/e4c8rhLh0JM6I85GYmMicOXMAyCl2UX3QpP6IicuAsZnBdleJPB5yUtHgRClFr74ODu22E4Pz58/HNNuPZUKI7k/ijDhfvXv35uqrrwbAl2wn+fISojRGFWFT4Q47SKh2sXd0DSF/DJ9Tk+2LcbDBgVIKy7Rj0V//+tfTLgwqhGitRyYFa2trAXvBj/YkJyc3lzlXGzdu5OmnnyYzM5Pvfve7bbZ/5StfYfHixRw5coS6ujpWrVrFDTfcwPvvv88tt9xy1mGWzz33HCkpKc2vvLy882qn6H7y8/Pxer04nZCU2Pr3pLzSwbFqAwdwJUEc7fweBZXBlqbhvp4tWRDt2Nc7UnyEcFNicAzhNolBrRRr8BJCkZigyevTciNXXungYKW96vEbb7xBWVlZhz+vEOLSkDgjztfgwYMZM2YMSsGgqW5K10WJhjWpHouiXm17mwPsqPZgaUjNcVBdZi9UcuzYMT766KOL3HohxMUicUZ0xuTJk+nbty8OpyLUYGEoGJEWpqzR7ozQu8KH6dLsHldDxGOS6NIkujXHw8oeemxqQqEQL7/8MuFw+Cy1CSF6ZFLwQiktLeWmm27CNE1efvll0tPT25T50Y9+xPTp00lPTycpKYlJkyYxf/58rrzySlauXMm77757xjqefPJJamtrm1+SZLl8GIbBwIEDAUjvfWoPCsWOXS7CEUjBYnw7cwACbMdNAIURceLo4NyCKIgMPUx46CEARhGmj249TDmsDNY3rUjcr28Ml1M377x7r5Ojxw1isRjz5s0774S7EOLikDgjOuP6668nKysLt0+RP85F6Ro7GTggJUJvb9v5BYMxg7J6e2hX7jAnpWvt8itWrKCiouLiNVwIcdFInBGdYRhG84g8j19hRjVpHosTfSKSj7lxBw1iHos9Y2uIui1S3BZaK4IxmhODhw4d4s0338Sy2k5xIYRo0SOTgid6CJ4uOXFipZZzsX//fmbOnMmRI0d47bXXmDlzZof3NQyDBx98ELCXSj8Tj8dDcnJyq5e4fAwdOhSAzHSTUycGjMYU23e50BoGEqWgnTkAtVLUNX2tVaj9OS9PJ1J0jEi/agzs3ogZuvXN3T6cHMfA6YD+eS3bNIrtO100NCoaGxt5/fXXz6leIcTFJXFGdIbb7ebOO++0f48yHaTm2sOClYJRGSFcRtubr5IaN5aG5EwHZgSOlNox5O2335abNSF6IIkzorPy8vIoKipCGYpgvX1PNCApyrGQgdKK7L32SsDhBJO9o2owHRa9vRb1UQcxy04Makuzc+dOFi1adCk/ihBdXo9MCp6YS7C9eQOrq6s5evRou/MNns6+ffuYMWMGFRUVvPLKK9x0003n3KYTvQoDgcA57ysuH4WFhXg8Hrxe6Nen7XxLNbUO9h2wk30jCbe/GnHT19pZlXTO9YdHVxLNqcMBDOWUpKNSbGjqLdgnxyQ1paV9pqXYst1FJApHjhzhu9/9Lq+88goej+ec2yCEEKJrS09P56677kIpReZAJ6E6i2Cthc+pGZ0R4tSHWmHT4EBTb8G+I50c2BAlFtZUVVWxbt26c67f4/HwyiuvSJwRQogebObMmRiGQWKaQbDOwmFAxFRoDWmVPhKP23ElmBKjdGQtWmkyfSZHgvbURsqw5yRcsWIFGzduPOf6JdaIy0WPTApOnz4dgIULF7bZduK9E2XO5kRC8ODBg8ybN695ku1ztXr1asCeN06I03G5XFx//fUAFPSPNa/2e7Kygw4iUUhAk0vboVoluO1jHUzBqD3HAGbQvPBIBrE2ScdDysnuE6sRF0ZPGkYMobDB9p0uDMOB3++nqKjotCt0CyGE6N4GDhzItddeC0C/0S7Kt0SxTE2m36QotW1P9t01bkzL7i2Y0Nug7DN7moolS5ac8wNTp9PJXXfdxV133SVxRggheqjs7GyuuuoqoGVl4QyfyYEGOxmYty0Z1dRHoaF3lAND6gHISTCpCtiJQcuy71Xmz59PeXn5OdUvsUZcLnpkUvCaa65hwIABvPTSS62eCtTX1/PMM8/gdDp54IEHmt8/evQoO3bsaLM68MkJwZdffpnbbrvtjPVu27at3VWOli1bxs9//nM8Hg+33357Zz6auAyMGjWK4cOHoxQMHdw68QZgacWhw3ag60+0zf41ysEB7MDl/bRPhxccaT5+SgjtNHGf5vif4qUWA48HhhVHMIyW9lXXOtjXtFLye++9Jz1jhRCiB5s8eTLDhg1DGYp+Y9zsW2/HjMJeEfoknjI3rWlQWmc/tOo3ysWhvSaBGotAIMCSJUsuetuFEEJ0fVdeeSVpaWm4vIpYROM0IGpBIKbwhBxk7vc3l63ODVGV3whAps+kOmxgGPZ+pmnyyiuv0NDQcKk+ihBdVo9MCjqdTv74xz9iWRZXXXUVX/3qV3n88ccZNWoUW7duZe7cuRQVFTWXf/755xkyZAjPP/98q+PMmDGD/fv3M378eDZt2sTcuXPbvE72yiuvkJuby80338zf//3f8/jjj3P99dczbdo0otEozz//PP369bsYp0B0Y0opbrjhBnr16oXPqxk+JIKhWicG6+rtr24C7a9mvR4vQRSOOi++NX3hXKZsMiBSeAyAsYRx69Y7m0qxDB8RIDVFM3RwFHVSO0r3w7pPt7F+/XpZXVIIIXowpRQ333wz6enpePyK3nkOKrbbycCR6SEyfK17s++pdRMxwZ9q0DvPwb5P7bLr1q2jurq6w/XGYjFeffVVXn31VWKxtj3mhRBC9AxOp5Nbb73V/ndTb8EByVFKm6akSC/3t5qxompgIzUZIQwFfqdFxLT3i4Qs6uvree211zo8l63EGnG56LH9YGfOnMmyZct46qmneOWVV4hEIgwbNoxnnnmGL3zhCx06xv79+wFYtWoVq1atarfMyYnBmTNnsn37dtavX8+SJUsIhUJkZWVxzz338O1vf5uJEyd2+nOJy4Pf7+fzn/88//Vf/wWEGFIUZetOF2AHw3DE/m8SFk6tiSnVav+AMlii/XyORpxHEnFvzyQy7HCH648UHsV5MBlvnZeRhFmHr9X2WuVgifZzNQHS0yzy+8UoPWAHZ60t5r/9CgBFRUWMGjWKvLy88zwTQgghujKPx8Pdd9/NH//4R1KyIzQetzi6L0Z6vpNxmUHWHvJxrGnhq5ilKK1zM7hXhKxBDrYtilBTaZKaY0/vcs8993SoznA4zN133w1AQ0ODDOsSQogeLC8vj4kTJ7JmzRrMqMbhUuT4o0QtcEUM/LVOAqlNSTsFB4bX4VnrwNfgojGmcKNxuu1VjPfv38+yZcuYNm3aWeuVWCMuFz2yp+AJEydO5L333qOmpoZAIMDatWvbTQjOnTsXrXWbnn9a67O+TjZ9+nTmzZtHSUkJdXV1RCIRysrK+Mtf/iIJQXHO0tPTufvuu3E4HGSkWwwqiHHiUVh9gyIYUnjRjCDc7v7HlYOVTck89+7eOI752i3XLgPCI6sAGESUZN120ZMjytl8/H59TRIT2j5101rz5ptvEg6330YhhBDdX0ZGRnNPjtyhLo4dMDlebuIwYHxWkDRvSw+L8noXWkNylgO3X7F/fRRtaXbs2EFpaekl+gRCCCG6squvvhqXy4XDpTBjmjSPprFpiqT0g63vcSwHlI6qJeaySHBqAjGFYSjMplC0ePFijhw5crE/ghBdVo9OCgrR3RUUFDTPZdk316RPjp2c01pRssd+WlVMhGzdfpf2MuXiAE6UVvhW54Gp2i3XHjM9QDSnDgOYTBBXOysdHzhxfAXDBkfbDHMOhewVv9955502SXQhhBA9x5AhQ5g0aRIAAye7ObAxSk2FidOACVlB0puGEodMg+Mhe17cjAIHwVrNod12bHv//fcxzbYPoYQQQlzePB4PY8eOBcCM2vcUiS67Q0KvSi/+mta9+CI+i30jatFo/E5NxAS3TxFutNBa8+GHH8q9iRBNJCkoRBc3bNgwPve5zwEwqCBGWqp9w3S8xkHVYQMFTCNAr3Z68wHUNn3NNYA6t+AXHnYY7TRJx+IKAm1WIwZYg5cACp9Pk5Pdug0797jRGjZv3nzaIfhCCCF6hmuvvZZ+/frhdCuKrnSze0WE6pMSg9l+ew7BsqaVIzMHOVAKyjdHiYY0hw8fZvXq1ZfyIwghhOiiZsyYQUJCAm6fQajewmlAQ1ShUPQ7aSXiExrSohwqsBc9VAq0Bk+CgWVpdu3axfbt2y/BpxCi65GkoBDdwNSpUxk9enTzisQej52c27nbxfFqAyd2YtB/yqIgTq0ZTASA8PBD5/yN14kRAlfuRzsscjEZS9iOqCeJKIMteADo1zfWqrdgXb3B7lL7yd3ChQspKSk5twYIIYToNhwOB3fccQeJiYn4Uw0GTHaza2mEYwdMDAXjskIUJEeobHQSiik8CQYZAxzEwnBgo50wXLp0KaFQ6BJ/EiGEEF2N1+vl2muvBcDtt0c/JTg1YRO8ASe5uxPb7FNV0EggOYqrKYF4snfffZfGxsYL33AhujhJCgrRDSiluOmmm8jNzcXphJwsexiW1optO10EAooENNcQwHdSYtCFxtX0b93UQ+NcWakhQmMqABhMpN3E4F5c1KPwuO3E4MkOVjqoqLKHir355pvU1taeVzuEEEJ0fcnJydx77704HA7S+jrIG+GkZHmEyp12bBjaO8yo9BAHmlaO7DvShXLAkVKTQI1FKBRi6dKll/IjCCGE6KJGjhzJgAEDMBz2UGClINI0PVJ6mQ9f3SmLgRhwYEgdWmmS3Jq6yIn5BTWNjY3Mnz9fhhGLy54kBYXoJhwOB5MnTwYgM93ixKIjMVPx2VY3wZAiCYurCeBpSgwGlcHuprSge3vGiV3OWaxvHaFRlYA9h+GoUxY3sZTiU7wA9Mk9dRizomSvk7p6RTAY5NVXX5U5o4QQogfr06dPq4VHevdzsP/TKPvWRbAsTW5ijIJkuxe726dI6GWAbuktuHbtWoLB4KVqvhBCiC5KKcX111+PYRh4EgzMmJ3sqw4bKBR9dyS1ud8JJZlUFdg9An1N8ws6nKp5kat169Zdgk8iRNchSUEhupHBgwfjcDjw+zQ+b0vEC0cUn21xEQpDChYzCOBseuq1FQ8m4DyWYCcGz1O0oJrQKLvH4DAiDNSRVtsrlIsynLicDq6bdSuDh92JUnYPwRM9GqNROHjwoARfIYTo4YYPH84VV1wBwIBJLvypiqpdJts+jBCstXA5Wsq67GdK1FRYNFZbRKPRM84t6Ha7+dOf/sSf/vQn3G73hfwYQgghupiMjAymTp0KgGXa9zsJLouYBQl1LtIqvG32OZQfoLFpGHHEaj2MeMGCBRw+fLjNPhJrxOVCkoJCdCNut5vs7GwAEhNPWek3bLBpq5toFHpjcVXTwiABZbC2qRefZ1cGrn2p511/tKCGcLEdNCcQarPq8Tq8WA4HU6eMZuyY0RhGy11fKGywd7/dpf/jjz+moaHhvNshhBCi67v66qsZOHAgDqdi8DQ3Tg80HLXY9F6Y3SsjVB80Obw7Rk1Fy7QXB7fYvQVXrFhx2jjhcrl44IEHeOCBB3C5XO2WEUII0XNdddVVpKam4vIYREMatwH1UTu1kbs7EWekdeIPA/YPr8V0WCS6NI1RhTIU0bDGNM12RzJJrBGXC0kKCtHN5OTkAJCdYXJq//hA0GDTNjemCTmYDMS+udqr3GzGfsLl2ZjTqcRgZPBRon1rMIApBHGdNA9HUBlsalp0ZFBBjAR/64VPKg85qG9QhMNhFi1adN5tEEII0fUZhsEdd9xBr1698CQaFF3pRhmgLThaarJzSYS9a6KcvEbW8TKLhmN2b8HFixdfsrYLIYToutxuN3PmzAHA6QatNb08Fg1RhTNqkLsrqc0+Eb/FgaH1ACS4NKYFLo8iFtEcPXqUVatWXdTPIERXIUlBIbqZCRMmYBgGvdOsprkFW6tvaOmRN4wwjqak3WY87MKFQuHdmItrT9r5NUBBaEwlVmIYH5oRp8wvuNN0sHrXbvbs2cXQwSGcTt1q55I99pO2jRs3UlZWdn5tEEII0S34fD7uu+8+3G43yVkO8sedvbfF/vX2A61PP/2U/fv3t9kei8V45513eOedd4jFYm22CyGE6Pny8/MpLCxEGYpIwL7fMJRGa0ir8pJ4vG28qc0Kc6h/04rDTZ0JTwxsWrx4MTU1Nc1lJdaIy4UkBYXoZjIzM5k2bRoAA/KjOIy2q4dUVjkIhSABTf+m3oIoxTq8bG/qMejdnI2rpPf5NcKhCY2sAqCICMm6pbu9ZZm899Kfeemll3A5YwwtinJyj8a6BoPKQ3b0fe+997CstolNIYQQPUdGRgZ33HEHAFmFTjIHOs5Yvv6IxeHd9g3Yu+++2yZOhMNhbrrpJm666SbC4XB7hxBCCHEZmDVrFkopPAkGsYjG74TjYTvF0XdHEqqd24zKgY3Up0VwKIhaYDgUsagmFovx7rvvNq9GLLFGXC4kKShENzR16lRSU1PxeiC/f9snV5ZW1NbZX2/3yUOMlWIDnuahxN6tWbi3nd+qxGZmI9GcOgxgLKF2y8SAtF4WBf1at3HvfiexGFRWVsqiI0IIcRkoKiri6quvBiB/govE9DP/CXpgY5RoWHP48GE+/fTTi9FEIYQQ3Uzv3r2bO0sYTWEl2W0RNsEbcJK5z992JwP2D6sj5rJwGRCzwOmyVyMuKSlh69atF/ETCHHpSVJQiG7I5XJx4403AtA3xyQxoe1jsBOBsU2+Tyk242Fj09x/nl0Z570qcXjYIbTS5GK2WY0YYB0+APrnmfROa+lNGI2q5iHOixYtora29rzqF0II0X1ceeWVDB06FMNQFF3lxu1Xpy0bi0D5Zrun+5IlS2TolhBCiHZNmzaN/Px8DKfCjGlcBjQ2LTqSVZqAp7Ft7/SYx6JikL2YldV0s6QMOyYtWLBAFkQUlxVJCgrRTQ0aNIhhw4ahFAxop7dgY9AObAOJovQpqUGl2KY8rDlpVWLngZRzboNOjBIpOgrAREL01dFW2w8oJzuaeiUOHhTF7W5pR0WVg9o6RSQS4e23327uqi+EEKJnUkoxZ84csrKycPsUg6e7cThPX/5wiUm40aKxsZFt27ZdvIYKIYToNgzD4PbbbychIQGHU6G1Js1rURcxMLSi746kdkdFVeeEiLks3A6oCtiJQ21pGhoaePPNN2WKI3HZkKSgEN3YNddcg2EYpPWySEluHbjKDzqJRiEVq3kV4lPtVu7mOQZ96/vgrGi7UtfZRIqPEOlXjQKuIEi2bp2g3IiH4xi4XTCk8OT5BRU7d7uwLNizZw/r168/57qFEEJ0L263m/vuu4/ExEQSehkUXulunuz9VFrDkVK7l3lJSclFbKUQQojuJCkpiTvuuAOlFErZQSXRZWFpSKp2k3LE3WYfbcDRPkHAHnJcG1EoQ2FZmr1797Js2bKL+hmEuFQkKShEN9arVy/GjBkDQJ+c1sm4mKnYV2Z3wRhDiKSTFgM52UY8NDbdkRnVvnNvhILw6EqiOXU4gCsJttpsKcVyfMSAXqkWOVkt7QgEDUoP2G187733OHDgwLnXL4QQoltJSUnhvvvuw+VykZp75hWJayvtB1579+6VHuVCCCFOq6CggBkzZgB2jz9DgdkUNvpuT8YZafsE6nBBIxGvid+pCcRaz720YsWKi9BqIS49SQoK0c2NGzcOgPQ0C6ez9Q3TwUoH1TUGLmAKobbDiIF8oiSg0Q6L6MDj59cIA0ITyon2rWn3olKvHHzWNIfhwPwYnpOGEZcddHDkmIFpmsybN4+amprza4MQQohuIzc3l9tvvx2A7CIn2YPbX5G44ZiFGdUEAgHKy8svZhOFEEJ0M1deeSX9+vVDGQozqpsXEnFFDfptTOLopwcp/6CEI+sPok0LywFlQ+oByPaZNEQVhkMRqLFk+LC4bJxhJhchRHeQnZ1NVlYWhw4don9ejD2lJ/e4UOwocTFhTJh0p8kAouyhdff5XOwehlZiGO3txETuBoTGVeBUGcyePRsNBAxNZdPmXbjpT4x0p0lxYZTPtrqwx4wptu9y4R0RAQK89dZbfOlLX2ru+i+EEKJnKi4u5tprr+WDDz6g/1g34cYw1eWtb8K0BcfLTDIGOFm3bh15eXm43W6ef/55wB6OLIQQQoA9v+BNN93Eb3/7WxwusEyN06HYsm0bHy18n+M1dc1lk7ITGfL3V5A7fSDHs0OkVXk50X/Ck6gwYwazZ89m/PjxEmtEjyY9BYXo5pRSfO5znwPaX4k4HGkZRjyCMI5TegvubUoSGvUeVKCTzwkUxMYeYfRdhUyaOJFpjkjzHINaKVbibR5G3CenZRixZSm27nRhmlBaWsrq1as71w4hhBDdwpQpUxg3bhxKQeEVbpIz2/5pWrXLjiObN2/m0KFDuFwuHnvsMR577DFcrtMPPRZCCHH5ycjIYOLEiQCYMc22bdt4/ZVXmJoZYOVDfuqfTGLlQ36mJ4dY+4MFVCzZQ+WgBixDk+TW1EYMe8ES02DixInk5eXhdEpfKtFzxSUpuGXLFh599FFGjBhB7969SU9PZ8SIETz22GNs2bIlHlUIIc5g0KBBDB8+HKXsVX5PXWLrYKWDYFDhR5N/yqIjlTg4hANlGXg35La7Otc5URAeVUksux4HcAUB3E2JyHrlYH3TiscD82OkprQkBkMhg7377ID7wQcfUFlZ2ebQQlzOJNaKnkgpxezZsxk8eDCGw16RODG99Z+njcc1xw6YaK159913ZW5BIS4QiTOip7jmmmvo1asXDhd8sOB9bixy8rd7fUzu6yTRrZjc1/75xkIn23+1nIgrxpG8AABOpTE1eBIMrJjm4MGDbNu27RJ/IiEunE4nBX/5y18yduxYfv/737N161aqq6s5fvw4W7du5be//S1jx47ll7/8ZTzaKoQ4g1mzZuH1eklK1ORmt15URGtF1WF7vqYcThkirBTrmnrwOY8k4t6W2al2WKZF2aeH2aXWE00M4AGGE27evhsX+3BiGDC8OIrf19Kz8WCVPb+gZVm8+eabRKPtr5osxOVGYq3oyQzD4M4776SgoACHSzFkppukjNZ/ou5fH8WMag4cOMDKlStZvHgxixcvxjTbX0RLCHFuJM6InsTlcnHHHXdQVlZGdW0d37/KjXHK1ESGUnzvSjf1VQ0c/aySQwUBom6TBJfmeNiBZVnsLd1HaWkp8+fPJxAIXKJPI8SF1amk4AcffMC3v/1t3G433/72t9mwYQPV1dXU1NSwceNGvvOd7+DxePjHf/xHFi1aFK82CyHakZiYyMyZMwEo6BfDdcqiI9W19tc9mxjOU3pZ1CoHq7BXHvaUpOM4lHje7TAjFq88sphX/u5jGgsrACgigk83Jf+UYhU+DuHA6YQRQ6IntVWxa7eLcASOHDnC4sWLz7sdQvQUEmvF5cDpdHLvvfeSn5+Pw6UonukmNbflz9RIQHNgo/2gaMGCBcycOZOZM2cSCoUuVZOF6DEkzoieqE+fPuTn5wMwPLP9xaxOvB8+FsByaioKGwBIdZvUh2L8+f9e5MUXX6Suro5PPvnkorRbiIutU0nBn//85zidThYuXMi///u/M2rUKFJSUkhOTmbkyJH827/9GwsXLsQwDH72s5/Fq81CiNMYP348WVlZuFwwIL91j8D6ekUgqHADw07quXfCAeViZ9P8gt6NORDt/OwCVmaAWO9GDOzEYPP7SrEMHw0ofD7NsOIIStmJwWjMTgwCrFy5UlabFJc9ibXicuF2u/n85z9PYWEhDqc9lDirsOVG7lCJSU2lSSzWiUWxhBBtSJwRPdVVV10FwJbD7fcqP/G+p7cfgOrsMIHkKC4DGqKtE4lr1qzh8OHDF7C1QlwanbrrX7NmDdOnT2fq1KmnLTNlyhRmzJghCwcIcREYhsGNN94IQE6WSe9eLQFQo9jTNGdfMREStdVm/414aEBhBF24d6XHpU3RgccBGEgUdVIPxbAyWIKfKJCaohnQv+Um71i1g0NHDLTWvPHGG4TDbZOYQlwuJNaKy4nL5eKee+5h9OjRKKUomOBm4GQXRtO92d7VUcyYzCkoRDxJnBE91bRp08jv15cfL41gnTJSytKaZ5dFSE1PIn1Ujv2mgopBdm/B3t6W+6hwo4XWmg8//PCitV2Ii6VTScFAIEBGRsZZy2VkZMgYfCEukry8PCZMmADAkKIoPm9L8u/YcYPjNQYOYArBVkk6AFMptuIBwFHjjUt7Ytn1aMPCi8ZH22HLK5qGLffNbb1ycskeF6EQVFdX8/7778elLUJ0RxJrxeXG4XBwyy238LnPfQ6lFBkDnIy4wUNylkEkYC86IoSIH4kzoqdyOBz87Be/5J0SkzkvB1lZFqM+rFlZFmPOy0He2RXjuqtvIONgQvM+Db2i1PYOY5w0BaEnwe6sUFJSwt69ey/BJxHiwulUUjAvL4+VK1eecZLnWCzGypUrycvL60xVQohzMGvWLPr164fTCcOHRHGeNGffzt0uYjHIwGTISUN6TwhjR0AVi8vi5GCA9tjXiFOTggAHlb3wiFJQNLBl5eSYqdhe4kZr2LhxI1u3bo1Pe4ToZiTWisuRUoorrriCL33pSyQmJuJLNhh6jYcxczxkDnBe6uYJ0aNInBE92e23385rr73GZ40ZTP3vAMk/qWfqfwdYedjPdbfey9ChQ+mzK5HUKrtjBAoODm7AUq3vW8KN9s/vvfceltV2xJUQ3VWn7vrnzJnD/v37efjhh6mrq2uzva6ujkceeYQDBw5w6623dqaq87J27Vpmz55Nr169SEhIYOLEibz00kvndAzLsnj++ecZOXIkPp+PjIwM7r77bkpKSi5ovUJ0hsPh4M477yQxMZEEv2bUsAhOhx3IwmFFyV57zr5hhPGcMow40HRZMOq8cZlXEMBKtIf/DiEMum1icD1eokBykiYzvaU9tXUGB8rtMWNvvfUWhw4dikt7hOhOunqsFeJCKigo4LHHHmPChAm4XC48CXF6YCWEaCZxRvR0t99+O6X7y/jFL37BHXfcwRc//2Ue++Y/MGV0MYeDDhSK/luTSTlsJwYjfpOarJaFrCwN3kSDWFRz9OhR1q5de6k+ihBxp7Ru5w69g44fP86ECRPYt28fycnJzJ49m/z8fJRSlJaW8s4771BXV8eAAQNYu3YtvXr1imfbz2jx4sXMmjULt9vNvffeS0pKCm+88QalpaX8+Mc/5nvf+16HjvPVr36VP/zhDwwdOpQbb7yRQ4cOMW/ePLxeLytWrGDo0KEXpN4T6urqSElJoba2luTk5HPaV4jDhw/z4osvEggEqKlVbNrmxrIUoBk3KkJSomYbbjaqk4YKa81NNJKMRWh0BdH8mnOqMxqM8Z9T3gDgmytvx+VzYtR48C8ZgNKKlXgpVe42+w3TYUYRJhhSrFnvRuumHotKM3JolF6pFsnJyTzyyCMkJp7/6shCdLfr6oWOtd3tfIjLVyQSobKykvr6ekaMGAFAQ0MDCQkJZ9lTiIuru11XJc6Iy0U0GuVXv/oV9fX11B8xScpwYGo4FnKQ6TPRSlM2pJ7q7BD5SxP5xfd/CsDd35jL0HSIRTROt8Lv9/Otb30Lt7vtPY0QF0M8r6udSgoCVFRU8Hd/93e888477W6/8cYb+f3vf09ubm5nqjknsViM4uJiysvLWblyJWPGjAGgvr6eKVOmsHPnTrZt20ZhYeEZj/Pxxx9z9dVXc9VVV/HBBx/g8dhPDhYtWsS1117LVVddxZIlS+Je78kkiIrOqqqq4oUXXiAcDnPkqMHWnS5AkdbLZOTQKBpYio9y5Wrep1iHGUsYyxul8eo94O54F3kzarL+/+yetGO/UIjDZff0c+9Mx7M9Ew2sxsveUxKDDq25hQZ8aHbtcVJR1TI8zOnQjB0Vwe/TjB49mjlz5pz3+RCiO15XL2Ss7Y7nQ1zeIpEIv/zlLwHkpkx0Sd3xuipxRlwuNm/ezBtvvIFlaeqPWKRkOQibcCzkJDfBXvgw5rIgaLFy1Wr21LlJH3oVM/uGSXBqYmGN06OYMmUK11133SX+NOJy1aWSgieUlpaybNkyKioqAMjNzeXKK6+koKAgHoc/JwsXLmTWrFk8+OCD/Pd//3erbfPmzePee+/lySef5Nlnnz3jcT7/+c/zl7/8hSVLljBt2rRW22644Qbef/99du7cSVFRUVzrPZkEUREP+/fv53//938xTZOyCgd7Sl2ApmhgjNxsExP4gASOKzuB59CaG5p6C0b71BKacLDzjdDg2ZCD+4D9dHkdXnadkhgs0hHGEyISgdXrPZhmywy/SYkW40bZcyA+8sgjF/VBg+hZuvN19ULE2u58PoQQoivqztdViTOip9NaM2/ePHbu3Em40cKMgj/V4FjI4GjYweCUaHPZyoCTdUftRRFzfFHGZ4SIRTVOl0Ipxde+9jUyMzMv1UcRl7F4XlfjNlNzQUHBJUkAtmfx4sUA7WbuT7x3cg+/Mx0nISGBK664os22WbNm8f7777NkyZLmpGC86m1XYyM4HG3fdzjA621d7nQMA3y+8ysbCLQ7FxwASoHff35lg0E400StJw8JOpeyoRCcYbLkcyrr99vtBgiHIRaLT1mfzz7PAJEIRKPxKev1tvyuNJXtn57Orddey1tvvcWAdKg+aBIIGuzZ7cDj1vROs5hp1rPM9FCn7Ho2aAdXE8JV6oMsF5HcMJazab7BqIUzdvr/FzGX0VI2ZuGM2mV1cRnaDOMuTWMKEcDHXqeXWFN7S02DEWaMRCwKeluUV7ZcoqK1cKRKk5GteOutt3jkK1/Bcabz4HLBid4jpmn/f+5IWcuyf9fiUdbphKYexmhtfzfiUfZcvvdyjWi/bDd1QWOtxBmJM52IMx0qG43a5U/H47GvhedaNhazz8XpuN32tftcy55L7JA407Gyl9M1opuSOHMeZSXO2P/uJnFGOZ3ccsst/On//T9qI0dobLQwAopsp+Jw0Mu6OgcDkqI4vYodtfa12GGZ1NSZGEkRfAbU7DdJzXGw4I03+OIXv4jyeCTOnGtZiTMtLnWc0T3QnXfeqQG9bt26drenp6frjIyMMx6joaFBA3r48OHtbp8/f74G9P/3//1/ca03FArp2tra5ldZWZkGdK39K9f2NXt26wP4/e2XA62nTz+1QacvO35867L9+5++7NChrcsOHXr6sv37ty47fvzpy6anty47ffrpy/r9rcvOnn36sqf+2t9555nLNjS0lL3//jOXPXy4peyjj565bGlpS9nHHz9z2S1bWso+9dSZy65Z01L2pz89Y9lvjXtEf+6G5/Tjjz+t3znLOfvjf16pv7Pxbv2djXfrvzw94Yxlf/n3I/QX/vw5/e1P79Qv/nTKGcs+N+cuXfT0z3XR0z/Xj3zh4TOW/c+ht+jvf3+unjt3rt78q1+d+Tz89Kct52HNmjOXfeqplrJbtpy57OOPt5QtLT1z2UcfbSl7+PCZy95/f0vZhoYzl73zzta/w2cqK9cI+3XSNaK2tlYDura2Vl+OJM50/ndIay1x5oSzxBn98cctZZ9//sxl589vKfunP52xbMmzz+o1a9boWCym9SuvnPm4f/pTy3Hnzz9z2eefbyn78cdnLitxxn7JNcJ+SZxpJnGm879DWmuJMydcoDhT95//ecay353xRV1887d08c3f0t+d8cUzH1fijP2SOGO/ulmciUtPwcWLF/PJJ59QWVlJ+DRZcaUU//Vf/xWP6s6qtrYWgJSUlHa3JycnU15e3uljnFwuXvU+99xzPP3002csI0Q8xWKKjVvcTD7DQzUA45j/zAVOsvRXm3ntV5v55srbz1q2iAg+bRFUZ19R0rIUe/Y5KS6MsXHjRoZ3uEVCdH/xirUSZ0RP8OT3vsdr3/uevdDIpW6MED2ExBlxOUlKSjrjdssy2fG2PX/tTdPuuxhNEuKS6NScgrW1tcyZM4elS5dytsMopTDP1KU5jq677jo++OADSkpKGDRoUJvtAwcOpLy8/LTBDuzJdvv06cMVV1zBsmXL2mxfunQp06ZN46tf/Sq///3v41ZvOBxutb2uro68vDxqKyraHysuXWnbLyvd7dstu2PHDt544w3CYVizwUPEcGE1JeNcxBhdFCI1xSIMLCaBWmUwSocZTISYy6BhehlWWvCMw4ejwRi/uPotTOzVhz0uo3n4cCsW+Jb1h4ZE1jgS2KXcOEwTtxkjX0eZiN09fusOF8dr7M8TVQ5Mw2D08Ai9kkyGDxrE7befJvEo3e3Pvexlco3obnMbxTvWSpw5hcSZcy97iYcPNzY2kpKVhUnT6sMejwwfBokzXegaIXFG4kwrEmfOvexFjDMHDhzg5ZdfJhaLobVGKcXBRidrjjpZ938/AmDcF57BazhI95pMzAhiRjW7V0YYPM1DUlISf/+d70icOdeyEmdaXOI406megk888QSffPIJgwYN4utf/zpFRUUkJiZ2qkHxcKKn3sm9+E524gR29hgnl4tXvR6Pp3mV41YSEjo2fvxcxpifS1l/x3uJnVPZk7+E8Sx78kUjnmU9npYLXTzLut0tF+YLWHbQqFE4PvwQIxQiId1JqLqld14UJ+t3JzByWISUZM0UYswnkdW4cROkLzF8q/IITjmA1StExNV+z74ocPKfJJbTIOJsv6weGMS7JYW+RNmFG9PhIOhwsB0Pfu1kMBEKhkL1Z06CoZZjlOx1MX60ZvPevYysrGw3Cd+Kw9Hx33fDuDBllbowZaFrlO1u14huJN6xVuJMnMpKnDn3si5Xy41QJ8u2uvV1Oltu8s7mXMqeS+yQOHPhy3a3a0Q3InGmk2Ulzti6aZzpN2QIt3/pS7z88suYponWmsxeitFGlHVNRU3DQcjlodzUDESTnGDh6K2IuFwcD4epOnaM7Oxsu7DEmXMvC12jbHe7RsRJp5KCf/vb38jKymLVqlWkpaXFq02dVlhYCEBJSQnjxo1rta26upqjR48yderUMx4jISGBnJwcSktLMU0TxymT4paUlLSqK171CnEhOZ1ORo8ezapVqygcEKVmo9FqhV/TUmze5mbc6Ag+r6YvUUqVmxXaxzU00jvixL8sn+D4csychk63J5ZTD1uyycLEqy1CJw0h3oCH3pikO01GDI2y/jM3saa2NgYMyisd5OWafPjhhwwcOBCl1OmqEaJb66qxVgghRM8gcUZc7gYNGsRdd93FvHnzANCWJtPXXs9LRVmji2HuMMmZDo4dMEnv7+STTz7h7rvvvriNFiJOzj6J1xnU1tYyderULhc8pk+fDsDChQvbbDvx3okyZztOY2Mjy5cvb7NtwYIFbY4Tr3qFuJBmzJhBamoqXi8M6N92OEDMVFQdtpPg/bC3x5RiEQlU4ESZBr7Vebj2pXa6LTohipkWQAEDaT0swFKKT/DRiMLv0wwrjgItXbT3lzmJxeDQoUNs3bq1020RoqvqqrFWCCFEzyBxRggYPHgwN998MwDKUJjRlvsOv7Pl34GY3RHB5VUc3GLfK23fvp2DBw9exNYKET+dSgoWFhZy5MiReLUlbq655hoGDBjASy+9xMaNG5vfr6+v55lnnsHpdPLAAw80v3/06FF27NjB0aNHWx3nq1/9KgA/+MEPiJw0N8GiRYtYsGAB06ZNo6io6LzrFeJS8Hg83HLLLQDkZpskJrSds+DYcfvSkEFL0jCmFEvwsQcXCoV3Yy7uHekn5+nOS7RfDQAjCJOrWycGQ8pgCX5iQK9Ui95pLW2NxRRlFXZn50WLFhE703wnQnRjXTXWCiGE6BkkzghhGzNmDGPGjAEgHGy5ybkiq5F0j32vkeiy70ciQU2wVnOk1H6/vXUIhOgOOpUU/Pu//3vWrFnD5s2b49WeuHA6nfzxj3/EsiyuuuoqvvrVr/L4448zatQotm7dyty5c1sl855//nmGDBnC888/3+o4M2fO5OGHH2bp0qWMGTOG7373u9x///3ceOONJCcn89vf/rZT9QpxqRQUFDB8+HCUgsIBrXvgAUQiTU/AoNUEqlopVuNlC/a8Hp4dmfhW9oPo+V9Kov1riPatwQCuIkiGbp3cq1EOdjbV169PrFVbyw86CIehpqaGlStXnncbhOjKumqsFUII0TNInBGixTXXXIPf78ef3HJ/4zJgcmaQ4pQwwZj9fkqWgduvqNhq37vs3LmTmpqaS9FkITqlU0nBhx9+mG9961vccMMNvPDCC12qy+zMmTNZtmwZV155Ja+88gq/+c1v6N27N3/+85/5/ve/3+Hj/P73v+c///M/UUrxn//5n7zzzjvcfPPNrFmzhqFDh16weoW40K699lpcLhcpyZrM9Na9BWMxe9EjBWRyynwaSrFJeVmFFxNwHk7Euz63OVdnOBVT/m4oU/5uKIazA/P8KQiNrSCWVY8DmEmAzFMSgztxYwIpyZrEhJakoGkp9u63JxNevHgxpaWl53YShOgGunKsFeJScLlcPPXUUzz11FO4OjqhvBDitCTOCNEiISGB66+/HsMwmD59OqOLruRoqbY7U6REKEyxRxA6XIoBE10E6zT1R+wFSvbu3XuJWy/EuVP6bOvOn+TUxTZOOLF09xkrUkqG952HeC41LcSpPvnkEz7++GPCYViz3oNptXyPCwdE6ZNjUo3B+ySg2/mOp+sY1xDAAUT6VxMeVXn+jxpMhW91Hs7DicSAJfg5pFrWQrpCB+hPjLKDDvbsO/kmUDO0KEpmhoXH4+Ghhx4iIyPjPBshLgdd/bp6sWNtVz8fQgjR3XT166rEGSHObsmSJSxevBiAfZ9GiAShYLwLl7flO2KZmrWvhOg70kmfYS5GjBjB7bfffolaLC4n8byuntPqw3l5ebLCpxA9yNSpU9mwYQM1NTX0yTU5UN5ySSg94CQz3aSXy2IwEXbgabP/UeVkvfYygRDu/b0wMxqJ9a07v8Y4NMFJZfjW9MV5KInpBFioE6hR9h+u+3DRnxg5WSYVVQ6CoRPZR8WOEhceT4SU5DB//etfefjhh+VaJbotibVCCCEuJIkzQpzdtGnTiEajLF++nPxxbso2Rdn4doh+o11kDnSgDMXRUhOtofqgRZ9h9oIjdXV1kvwW3co5JQX37dvX6udvf/vbpKWl8cMf/jCebRJCXCROp5MZM2bw17/+lb45McoPOrC0/UdiLKbYu9/J4EExRhKmTLtoVG27AfZqGl6sXTHMtADa0hzbaycGew9IRhnn8EenQxOcWI5vVR7OI4nMaEoMBpRBBU6O4CDDaTJ0cJT1m9zoprZaWrFlh5vJ48JUVFSwc+dOiouLO3l2hLg0JNYKcWaWZbF9+3YAhgwZgmF0ajYcIS47EmeEODutNdnZ2fTr1499+/aRN9KF06MoXRelfHOUxN4GNVX2FEwNRy3qDpskZ8KCBQu46667LnHrhei4Tv0V9etf/5pNmzbFqy1CiEtg+PDhJCcn43ZDn9zW8wdWHnJQXWvgBMYSarNvL20yCHvF4OCEg2h/jFjY5MU7F/DinQuIhc02+5yVQxOcUI6ZFMaPZgYBlNZopViGjxCKpERN4YDWi45Eo4ryCrtX4XvvvYdpnkfdQnRBEmuFaC0YDDJ8+HCGDx9OMBi81M0RotuTOCNEW8FgkBEjRvCVr3yFq6++GoCcwU6KrnJjxuzegfqk241966JoS7Nt2zb27NlziVotxLnrVFKwb9++WJZ19oJCiC7L4XAwffp0AAr6xUhKPPk7rSjZ40RryCNGqm6daAujaC6tOjw96dm5LYJT92O5Y6RiMeBE4lEZrMKLBnKzTfrntW7P/nInkYg9x0JJSUn82iPEJSSxVgghxIUkcUaIMxs/fjx33nknTqeTtL4ORlzvwZvcejRUoEZTVWLfmyxatIhzWLpBiEuqU0nB2267jSVLllBfXx+v9gghLoExY8YwdOhQDAOGDY7gcLQEsUDQ4PBR+1IxjHCr/QLKYDf2oh/unRknd9zrNO2LERl8FICRhHE1BdYK5WIdXsBOYmZltCQGLUtRddjuLbhu3br4NUaIS0hirRBCiAtJ4owQZzds2DC+9KUvkZycjC/ZYMQsD2l5rdMpFVvtjgyVlZXSk110G51KCs6dO5d+/foxe/ZsNmzYEK82CSEuMqUUN998M6mpqXi9MDC/9apyJxYg6UeMBN36SfI2PJiA82gCjqrEuLYrWnAcKzGMD834k4Yvlyg3W3EDMHhQlJSkljZVHnKgNezZs4fdu3fHtT1CXAoSa4UQQlxIEmeE6Jh+/frxyCOPkJ+fj8OlKLrKQ78xToymBb2jIYiF7Y4MDQ0Nl7ClQnTcOS00cqo5c+bg8XhYvnw548ePJycnh379+uH1etuUVUqxaNGizlQnhLiAvF4vc+bM4cUXXyQ32+TocYPj1XaEawwYHK82SOtlUUyYT/E17xdQBju0m2FE8G7JIjS1Jn6NMiA4tgL/J/kUEGW3dnFE2Zetz/CQhEU/I8awIRE+3eghHFEEQwblFQ7y+pi89957/N3f/R1utzt+bRLiIpNYK4QQ4kKSOCNExyUmJvKlL32JBQsWsGbNGnKHuEjr66ByR4zDe02MpgyLy+W6tA0VooM6lRRcvHhx87+11lRUVFBRUdFuWVn2XoiuLz8/n4kTJ7JmzRqGFEZZt9EgHLG/u2UHHaT1sigiSpl2cVi1XD624mEAUXyNHhwVSXFtk5UWJJpfg3tfL8YQYqFOAKVAKVZqH4k0kuayKOgfZUeJnfzbV+YkM8Pk+PHjvPbaa9xzzz04HI64tkuIi0VirRBCiAtJ4owQ58YwDG644QYKCgqYP38+0EjBBDd9R2gMh/0dqa2tpVevXpe2oUJ0QKeSgqWlpfFqhxCii7j22mspKyujsrKSoYMjbNjsBhTVtQ4qD1nkZJlMJsi7OpFY0x+GMaUo0W5GEsa9Ny3ubYoUH8ZVlkK6CX2JUd40j6GpFGu0j+tpJDvTovKQRW2dgWkqtu5wM2pYhJKSEubPn88tt9wif8iKbklirRBCiAtJ4owQ56e4uJiCggI2btzIihUrqKMOgOzsbHJyci5x64TomE4lBfv37x+vdgghugin08ldd93F7373O1KSI+T1MSk7aF8qdpc6SU0xSfRqJhNkmfbZvfaAElwMI4yrPoEJ9wxFe0wMZ3yScNptYiVEcNR56XNSUhDguHJQol0UEqVoYJR1G9xoFHX1Btt2uhg+JMrGjRvJyclh4sSJcWmPEBeTxFohWnO5XDz++OPN/xZCdI7EGSHa6mis8Xg8TJo0iTFjxnDgwAFisRgDBw6U+CS6DaVlrewura6ujpSUFGpra0lOTr7UzRGXkfXr1/P2229jWbB+k5uGRntdouQki9HDIxgGbMDDduVp3ucKHaA/McKFR4kMOxyfhmjwrs/FVZZKFPiABGpU66HALq25mQa8aEr2OjlY2fK8o29OjEEDYiiluO+++ygsLIxPu0S3JdfV1uR8CCFEfMl1tTU5H0IIEV/xvK52avVhIUTPNWbMGIYMGYJhwNDBURwO+/lBXb1ByV476TaaMOm6ZaXiA009+Fz7U1Gh+MzhZ9R6cZWlAvAp3jYJQYCoUmzCTk7m58VwOluedZRXOqg6bKC15vXXX6e+vj4u7RJCCCGEEEIIIbozSQoKIdqllOLmm28mJSUFv08zML8l+Vd5yMGhwwYKmEIIZ1OH44M4qbag9lA9oYWJaLPzHZGtxDBmUgiAYYTxaqvdcntwUY2BywUD+sdO2qLYudtFXb0iHA7zwQcfdLpNQgghLh3Lsti3bx/79u3DstqPCUIIIURnSKwRlwtJCgohTsvn83HbbbcBkJttkpZqNm1RlOx1EQpDEhbjsJN2llJ8EnPxy1/+kud/9AfUpjisuOXUBKcewPJHSEJzLQGStNmmmFaKT/E2tzXB3xK8tVbs2uNCa9i8eTP79+/vfLuEEEJcEsFgkIKCAgoKCggGg5e6OUIIIXogiTXiciFJQSHEGfXv358JEyYAMKQoitdjJ9tipmJHiZ1oG0iUfB0BoF61XFY8Jek4yzs/d4z2xQhcsR/LFyEJi+sItBq2fMJh5eQQ9vDixITWvRQbGg0qquxtCxcuRKZTFUIIIYQQQghxOZOkoBDirK677jr69OmDywXDiqMYhp1Qq6l1sK/Mnl9wAiES2hna612fi1Ht7XQbdEKUwIxSzF5BPGiuIUBOO4nBIPaKx25X26TfvjInsRhUVFSwcePGTrdJCCGEEEIIIYToriQpKIQ4K6fTyd13343f7ycpUbeas29/mYOaWoULuIIg6qQeeOU4UZaBb21fiHb+cqM9JoEr9hHLqscBTCNAXx1tVaauqadgr9S2CcpoVLG/3E5iLlq0iFAo1Ok2CSGEEEIIIYQQ3ZEkBYUQHZKcnMytt94KQN/c1vMLbi9xE4tBOibDiDTvsxYvDSiMgBvvxhyIx4hdpyY4qYxojp3+u4ogA3RLnfuaVkDulWo1D3U+WXmFg0BQ0djYyCeffBKHBgkhhBBCCCGEEN2PJAWFEB1WWFjYan5Bj9vO8oXD9kIeAENPSgpGlWIFPizAdTAF1/7U+DTEgNCEciL51ShgIiF6Nw0lblAGVThQCkYOjeJyts5Eaq3YXWr3Fly/fj2xWNshyEIIIYQQQgghRE8nSUEhxDm57rrryMnJaZpfMIJq6v53+KiDg5WONuWPKicb8QDg2ZSNUeeJT0MMCI+qJJpbh4HdY/DEnIar8NGIwu/XdhtV68Tg8WqDcATC4TC7d++OT3uEEEIIIYQQQohuRJKCQohzcmJ+QY/HQ3KSJifbbN62u9RJQ6ODCRMmMGLCRBxNKxHvwE1F0/yC3rV9Iabi0xgFoTEVmMkh/GiuIIDSmoAy+Bg/ESA1RTO0KNqcvDyx46HDdgLz008/jU9bhBBCXBROp5NHH32URx99FKfTeambI4QQogeSWCMuF/LbLYQ4Z6mpqVx99dW899575OfFOHTEgWkqtFbs3OPn2mtvxO2G/URZrp2gFCu1lxtoxF/vwbM5m/CYyvg0xmURnHyAhI8Hkh6FEYTZhJc65WCp9jODABnpFkVmjJ27ndC0OnHlIQf9+prs2bOHxsZGEhIS4tMeIYQQF5TH4+HXv/71pW6GEEKIHkxijbhcSE9BIcR5GTduHGlpabjdkJfbMi9fOKzYusONZUF/YgxummMwrAxW4EMD7v29cJX2iltbtD9GaHQFAMOINK9IfEg5Wd5UZ06WSf++Lb0agyGDunqF1ppVq1bFrS1CCCGEEEIIIUR3IElBIcR5cTgcXHPNNQDk9TFxuezhuVprjhwLsGV7GK01YwjTS9vJuMPKyaYT8wt+lo2jKjFu7Yn1qSdScBwFTCXYXGe5crEGLwD5/WL0Sm1JDB44aHeWXr58OQcPHoxbW4QQQlw4WmuOHDnCkSNH0Doey9oLIYQQrUmsEZcLSQoKIc7bkCFD6NOnDw4H5OfZvQUtK8qKJf/CG68+R+UhEwM7SWc0BdOtuNmDC4XCt7YvRrU3bu0Jj6giltmAE5hOoHnhkT3KTQkulIKhRVHcTasmHz3m4PARA601b775JoFAIG5tEUIIcWEEAgEyMzPJzMyU67YQQogLQmKNuFxIUlAIcd6UUs29BXOzTRL8VqvtJXtcRCKQgkVh0zBilGINXipxoEwD38p+qAZ3fBpkQHBCefPCIzMJ4GlKDH6Kl+MYuFwweFAUmhYe2bXXRSgMx44d4//+7/8Ih8PxaYsQQgghhBBCCNGF9dikYFVVFQ8//DA5OTl4vV6Kior453/+ZyKRSIePUVJSwrPPPsu0adPIzc3F7XaTl5fHl7/8ZXbs2NHuPg888ABKqXZfxcXF8fp4QnQZBQUFDB06FKWgaGDrVX5jpqL0gD1EdwRh3E0JOq0US/FzHAMj4sS/oh9E4nQ5clkEpxzA8kdIxmI6ARxaYynFCnyYQO9eFn2aVk2OxRSbtrqJRqGiooJXX31VhggIIYQQQgghhOjxeuTqw1VVVUyaNImysjJuvfVWioqKWLZsGU899RQrV67knXfewTDOnoD44Q9/yLx58xg+fDhz5swhOTmZzZs387//+7+89tprLFiwgKuuuqrdfb/1rW+Rmpra6r309PR4fDwhupzrrruO3bt3k5IcIb+fyScnbas85KBPjkligmYQUbY1zSkYU4rF2s+1NJIUcOP7tA/ByWUnFgfuFO2LEZhygIRP8kmPOplCkGXaR51ysEF7GU+IgQUxausNGhoNAkGDTdvcjB4eYc+ePaxcuZKpU6d2viFCCCGEEEIIIUQX1SOTgk888QQHDhzgN7/5DV//+tcBe6LQBx98kBdffJEXX3yRBx988KzHuf7663nyyScZNWpUq/dffvll7rvvPr72ta+xdevWdvf9h3/4B/Lz8zv9WYToDlJSUrj11lt55ZVX6JtrnrJVUXbQyZCiKEVE2KHdWMrO/IWUwTLt5zoacR5Kwr0znUjx0bi0SSdFCE4qx7eiP/2sGCMJswkvu3CRRYw8I8aw4iiffuYmFlPUNxjs2eekaGCMDz/8kMzMTAYNGhSXtgghhBBCCCGEEF1Njxs+XF9fz7x58xgwYABf+9rXmt9XSvHcc89hGAZ/+MMfOnSsBx54oE1CEODee++lqKiIbdu2cfRofBIYQnR3Q4YMYfLkye1uO3zUIBwBP5rBtB7CX60czasDu3dmoOrjNL8gYKYHCI2usNtHBJfWoBSr8NGAwufVDC+OoJQ9XLiiykFFlQOtNX/7298IBoNxa4sQQgghhBBCCNGV9Lik4MqVKwmHw1x77bUo1XocYk5ODiNGjGD16tWEQqFO1eNyuQBwOtvvbPnOO+/wk5/8hF/84hcsWrQI0zy195QQPc8111xDbm5u88+OpmSb1oq9++zvzAjC+HXrBUlKlZuDOFFa4d2SFdc2xfJqMZNDOID+RAGIKsUS/ESB1BRNceGJhUcUu/c6aQwoGhoaWLhwYVzbIoQQQgghhBBCdBU9bvhwSUkJAIWFhe1uLyws5LPPPmPv3r0MHTr0vOpYs2YNW7duZcKECW3mDTzhG9/4Rqufi4qK+Mtf/sLYsWPPeOxwONxq9dO6urrzaqMQl4LT6eTuu+/mhRdeIBqNUlxksmO3nWw7dMQgJ0uRmqKZQIgl2gcnJe7X4yGHGM5DSagGNzqx44sCnZGCaF4tjq1e+hNlN3ZPxFrlYKn2M4MAWRkW9fUm5ZVOLK3YudvFmBERNm7cyMCBAxk+fHh82iJEFyBxRnR3TqeT+++/v/nfQoiuReKM6Akk1ojLRY/rKVhbWwvYc5y1Jzk5uVW58zn+/fffj2EY/PSnP22zffr06bz++uuUlZURDAbZvn07//AP/8CePXu47rrrqKioOOPxn3vuOVJSUppfeXl559VOIS6VjIwM3njjDe68806yswz65pzoJaso2evCsqAPMQY29do7oV45OIIDAOeRhLi2KdbH/mM0ExPPSb0Uq5STT5uGLg8oiJGaYre1rt6g7KDdlrfeeouqqqq4tkeIS0nijOjuPB4PL7zwAi+88AIej+dSN0cIcQqJM6InkFgjLhddNimYnp6OUqrDr8WLF1/wNoVCIW6//XZ27NjBM888w4wZM9qUefDBB7n99tvp27cvXq+X4uJifvGLX/DEE09w7NgxfvGLX5yxjieffJLa2trmV1lZ2QX6NEJcOHl5eVx33XWAnWxLSbITcY0Bg9L99pO2cYTorWOt9jvU1HnZWZkU1/ZofxQzJYiCNnMaluBiH04MBUOKohiGPeR5734nx6sNotEor7zySqenHBCiq5A4I4QQ4kKSOCOEEN1Hl+0He99991FfX9/h8tnZ2UBLD8HT9QQ80X39dD0JTyccDnPbbbfx0Ucf8eSTT/K9733vnPZ/6KGHePbZZ1m+fPkZy3k8HnkSIbo1rTWBQIChQ4dy4MABtm7dyrDiCOs+8xCJKMoqHKSmWPROs5hOkPd1AgFlP5/Yh4vhhHEeTsQ47sNKi99CH5HCY/jW9WUYEQ5rJ1Wq6fKnFKu0j3QaSHRrsjNNKqqcgGLbThfjRkegupq//e1v3H333W3mKhWiu5E4I7q7E3EGwO/3y3VZiC5G4ozoCSTWiMtFl00K/upXvzqv/U7MJXhibsFTlZSUYBgGAwYM6PAxQ6EQt956KwsWLOC73/0uzz777Dm3Kz09HaD5wiJETxUIBEhMTATg+PHjHDlyhMOHDzO0KMLGLW5OJNtGj4iQlKiZRoAPdQIxpWhQBqXaxUCieLZlErxiP8Qp/sb61hE5Wo17Xy+mEORdnUC4KRlpKcUO7WE8IfJyTSqqHIAiZtptHTMiwo4dO/jkk0+YPn16fBokhBDivJwcZxoaGkhIiO+UE0IIIYTEGnG56LLDh8/X5MmT8Xg8fPDBB2itW22rrKxk8+bNTJo0Ca/X26HjnZwQfPzxx/nXf/3X82rX6tWrAcjPzz+v/YXojtxuN/fccw8ul4vUFE3fXHvOPtNSbN3hIhKFNCyuJIhq+r5uwUMMcB5NwLU/Na7tCY+owkwK4UMziRCcdI3Yg4sY4PNpEhNa3q9vMNi1x35+snjxYnbv3h3XNgkhhBBCCCGEEJdCj0sKJicnc88997B3715+97vfNb+vtebJJ5/EsiweeeSRVvsEAgF27NjBgQMHWr0fCoWYM2cOCxYs4B//8R/5t3/7tzPWXVVVxZ49e9q8f/DgQb75zW8C9rBoIS4naWlpzJo1C4AB/WMkJdrzC4bCBpu3uTFNyCXGOOw5+xqVwWfYQ048W7JQDa74NcahCY07iDYs+hJjwEmLnZhKUdnUeToz3Wy1W9VhZ1PvQXjjjTdoaGiIX5uEEEIIIYQQQohLoMsOH+6Mn/zkJ3z88cc89thjfPjhhxQVFbF06VKWL1/OrFmzmpcWP2HNmjXMnDmT6dOnt1qw5Gtf+xoLFy4kOzubpKQk5s6d26auBx54oLn3344dO7j66qu58sorKS4uJi0tjX379jF//nwaGxu5//77ufvuuy/gJxeiaxo7diy7du1i165djBwWYf0mN8GgQX2DwbZdLoYXRylSUQ5pJ2XKxS7c9CNGRgz8K/sTuKoU7TXPXlEHWKlhIsVH8GzLYjAR9uJu3nYAF3nE6NvH5Fi1g9q6lucmu/c6SU6ygCCrV6/mmmuuiUt7hBBCCCGEEEKIS6FHJgVzcnJYvXo1P/jBD3jnnXeYP38+/fr14+mnn+aJJ57AMDrWQXLfvn2A3QPw6aefbrfMjBkzmpOCAwcO5KGHHmLNmjW89tpr1NfXk5KSwtSpU3nooYe455574vHxhOh2lFLcfvvt/PnPf6a8vJxhg6Ns2OzGNBXHjjs4UG7RP89kEkGOaQcBZbBU+7iORhIb3fhW9SNw5T5w6rPW1RGR/GrcOzLoZUGqNqlRdi/A/Tjpg5N8FWPo4AifNi2OAmBpxb4DToYPibJq1SrGjh1Lr1694tIeIYQQQgghhBDiYlP61In3RJdSV1dHSkoKtbW1JCcnX+rmCHFWjY2Np52Ut6Ghgd/97nc0NjZS36DYtM1NNKpQSjNmRITkJM1hHCzCj1aKJG1yLQG8aGIZDQQnl4EjPpcs75q+uCqS2YKbTapljlGH1lxHI72wOF5jsGmri5bVTjSjhkfplWIxceJEbrjhhri0RVxccl1tTc6H6G7OFGeE6ArkutqanA/RHUmsEV1ZPK+rPW5OQSFE15WYmMgXv/hFEhISSEq0E4Eul0Zre5XfWAwyMRlCBIB65WAJfnvhkSOJ+Nb0BSs+bTEz7XkBM2k9LNlUiuX4iAFpqRb9+568XXGg3O5VuGnTJqLRKEIIIYQQQgghRHckSUEhRFw5HA7uvPNO7rzzThwOR5vt2dnZfOUrXyElJQW/z04Mej0WobBByV57UZGRhMnSMQCOKQeL8WMCzkNJeLZkxaWdsYxGADIwyWyq64Q65WAddu/B/H4xfN6WTGR1jUEwpAiFQqxYsSIubRFCCNFxZ4szQgghRGdJrBGXCxk+3MVJd3vRUx07doz//d//pba2lnAENm110xhQFBdGyc60CKNYQAINyn520UdHmU4QgOCYCmL9azrdBu/6XFwHUgmieJ8Egqr1c5LpOkAfYlQecrBzd8sqyJnpJkMHRzEMg0ceeYTs7OxOt0VcPHJdbU3OhxBCxJdcV1uT8yGEEPElw4eFEN1e7969eeihh8jMzMTjhtHDI/h9ml27XdTVKzxorqaRBG330juoXGxuWinYuzEHo8Z7psN3SGhkJWZyCB+aaQRwnPKMZAseALIzTdyulm2HjxocOWZgWRavv/46kUik020RQgghhBBCCCEuJkkKCiEumaSkJB588EFyc3NxuWDU8Agej2bLDjeBoCIRzedoJLEpMbgZDwdworTC+2kumOosNZyFUxOcWIbljtEbi8kE4aTE4DHl4CgOlIL03q3nFty1x0U4DEePHuWtt95COl0LIYQQQgghhOhOJCkohIirxsZGlFIopWhsbDxrea/Xyxe/+MXmHoOjhkVAw8bN9nDihKbEYIo2QSnW4iWIwlHvxbM5CzqZi9OJUUITy9FK058YIwm32n4AJwA5WSbqpMqiUcXWnW4sDVu3bmXjxo2da4gQQogOOdc4I4QQQpwriTXiciFJQSHEJefz+fjSl75EWloaXi8MHRwhGoONW9w0NCr8aK6lkQwdI6wMVuNFA+59abj2p3a6fjM9QGh0JQDDiVCoW4YD78dFFEhK1OT3O2VBknqD0v120nDx4sWyGrEQQgghhBBCiG5DkoJCiC4hMTGRz3/+83g8HlJTNIMKYkSjdmKwtk7hBq4mQK6OUqFcbGya78+zKRvHEX+n64/1ryFcfBiA8YTI1XaCL6gMVuMDoH+eSe9eZqv9DlY4CIXtyV4/+uijTrdDCCGEEEIIIYS4GCQpKIToMnr37s2cOXMA6JNjUtA/Riym+GyrmyPHDBzAVQTJ0VG246YcJ8oy8K3oj7O886vZRQYfJdK/GgVcSZA0bScADygXO5sWOSkujOJxtwwjtrQ9vyDAunXrCAaDnW6HEEIIIYQQQghxoUlSUAjRpQwZMoTZs2cD0L+vSU5WDMtSbNvpak4MTidIP2Isw8f+EwuPrOuDs6yTiUEF4VGVxDIbcALTCTSvfrwBD8cwcLlgWHEEQ7UkBo9XG9Q3KGKxGOvXr+9cG4QQQgghhBBCiItAkoJCiC5nwoQJzJgxA4CigTEy0020thODh44YGMAUgqRhshwfu3GhUPg+7Yt7e0bnFh8xIDihHDM5hA/NTAJ4tIWlFMvwE0aRnKQpGhilpSLFwUoHAMuWLaOhoaETDRBCCCGEEEIIIS48SQoKIbqkadOmMW7cOJSCIUVR0nvbicHtu1wcOWr3GJxGkEQ0a/GyrWl4r2dnBt61fcBU51+5yyI45QCWL0IyFtMJ4NCaRmWwDB8ayM6y6JPTMr/gocMO6hsUoVCId999F607uSyyEEIIIYQQQghxAUlSUAgRVw6Hg9mzZzN79mwcDsd5H0cpxY033sjo0aPtxGBhFJ/PAhTbS1zUNyi8aGYQwI1mo/KyCi8W4KpIwbe8P0TO/xKnfTGCUw+gXTHSsRhHCIBDysn6pkVOBhXE6JViJwY1ih0lLiwLtm/fzqeffnredQshhDi9eMUZIYQQ4nQk1ojLhdLSnaVLq6urIyUlhdraWpKTO7+QghDdjWVZ/PnPf6a0tJT6BsX6TW60VrhdmjEjw/i8cAQHH+HHVIpMHWMaAdyAmRQiOKkcnRg57/odR/z4lvdHoViNlz3KDVozmRADiBKLwfpNbgJBOwGZ1yfGwPwYhmHw4IMP0rdv3zidCREvcl1tTc6HEELEl1xXW5PzIYQQ8RXP66r0FBRCdGmGYXDrrbfi8/lIStQUDYwBmkhUsXmbm2gMMjC5giBKaw4rJx+QQACFo96L/5N8VIP7vOs3MwJEio8AMIEQPm2BUqzBy2EcOJ0wYmgUl9N+vlJ20MGRowaWZfHqq6/KasRCCCGEEEIIIbokSQoKIbq85ORkbr31VpRS5GSZ5OXaQ3YDQYMt291YFvQlxtSmxGCtcrCABI5jYESc+Ff0Q4Wc511/ZPBRzLQABpBPFABLKZbiox6Fz6sZVhxBKQ0odux2EQgq6urqePPNN7EsKw5nQQghhBBCCCGEiB9JCgoh4qqxsZGEhAQSEhJobGyM23GLioq44YYbACjoHyOtl50YrK0z2LLDnsuvP7Hmuf+CyuBj/NRjYATc+FbmQew8Fx9REM2rsesmimqadSGsDJbgJwKkpmgGN61IbJr2SsmmBSUlJSxZsqQzH10IIcRJLlScEUIIIU6QWCMuF5IUFELEXSAQIBAIxP2448ePZ8iQIRgGjBgSJTszBsDxagfbdroAKCJKnrZ784WVwUf4CaFw1PrwbsyB85xFNdqnDu00ScViYFNvQYA65WAZfizsFYlzs+1kZUOjwa7ddps++eQTSktLz/NTCyGEONWFijNCCCHECRJrxOVAkoJCiG5DKcUdd9zBqFGjUAqKC2PkZtuJwaPHHRwot1cGm0KQVG0n5xqVwTJ89qrE5am4d/c+v8rdFuEh9tyCIwjjPGmNpirlZONJKxInJtjDhQ8dcVB5yG7TG2+8QX19/fnVLYQQQgghhBBCxJkkBYUQ3YrD4WDOnDlMmjQJgKKBMQb0t4ftlu53cuy4gRM7MWg0Je4OKycbmpJ2nq1ZuEvOLzEYLTiO5Y/gQzOZIJyUGNyBmzKcGAbk58Wa3y/Z66QxoGhoaOCll14iHA6f3wcXQgghhBBCCCHiSJKCQohuRynFrFmzmD59OgD9+poMGxxFKdhR4iISgV5YjCTcnLjbiZtNJyUGXbvTzr1iA4LjD6KVph8xBhM5uVF8hgcNpPe2SEq0ewtalmLzNrtNVVVVvPrqq7LwiBBCCCGEEEKIS06SgkKIbkkpxYwZM7j99ttxOBxkpFuMGBrF0lCy157LbygRRpxIDCrFFuVpTgx6t2TjLE8+53qttCDhEVUAjCFMhm7pFVinHJRi1z2owO69CBAKG2ze7sY0Yc+ePbLwiBBCCCGEEEKIS06SgkKIbm3EiBF84QtfwO120yvVYvTwCDV1Bnv2Oe3tRFr1GNyCmx24AfCu74OjMvGc64wWVBPtW4sBXEkQn27p+fcZHqJASrImK6Pl/foGg50nLTyyZcuW8/zEQgghhBBCCCFE50lSUAgRV4ZhMH36dKZPn45hXJxLTEFBAffffz9+v5+kRM3IoREqqhzsLrUTg8OJMImQPcegUmzAwwGcKEvhW9cXIufYTgWh0RWYySF8aKacNL9gUBlsaeqNOLAgitvdMu/g4aMOyirshUfeeust6urq4vDphRDi8nIp4owQQojLi8QacbmQ324hRFz5fD4WL17M4sWL8fl8F63e3NxcvvKVrzQnBocNjnKw0sGuPU60hoFEuZoAHm2hlWI5PmowUKaBu/Q85hd0aoITy9EOi2xMBhFt3rQTN8cxcLtgaFEEpVoSg3tKndTWKaLRKIsWLYrHRxdCiMvKpYozQgghLh8Sa8TloscmBauqqnj44YfJycnB6/VSVFTEP//zPxOJRM6+80mUUqd9/eQnP7mgdQshzk3v3r35/Oc/j8vlIq2XPcfgoSMONm9zEYtBJibXEsDXlBjc1jSM2F3SG8cR/znXpxMjhIceBmAMIfxNw4itpqRjBEhN0QzoHztpL8XuUhdaw6ZNmygrK+vsxxZCCCGEEEIIIc6Z81I34EKoqqpi0qRJlJWVceutt1JUVMSyZct46qmnWLlyJe+88845dQHu378/DzzwQJv3r7zyygtetxDi3PTp04e77rqLV199lbTUKCOHRti0zc36TW5GDI2Q7LWYRSNLtY/9uBhElMwY+Fb1IzC9FCs5fE71RQccx3kwGddxP2MIsRw7uVivHKzSPqYRJK+PSU2dwbHj9tDh+gaDqsMOcrJM3nvvPR5++GG5LgghhBBCCCGEuKh6ZFLwiSee4MCBA/zmN7/h61//OgBaax588EFefPFFXnzxRR588MEOHy8/P5+5c+dekrqF6G4aGxvJz88HYN++fSQkJFz0NhQWFvLggw/yP//zP0CI0cMjbN3hYuMWDyOHREhI0HyOAJ/g5yP8TCdAjgm+VXkEJ5VhpZxDYlBBeGQljsUD6E+M/TpKubIXFClXLnZok2IiFBdG+XSjIhS2k3979ztJ721SWVnJmjVrmDx5cvxPhBBC9EBdIc4IIYTo2STWiMtFj+uaUl9fz7x58xgwYABf+9rXmt9XSvHcc89hGAZ/+MMfelzdQnQlR48e5ejRo5e0DTk5OXz5y19unmNw3KgIfq/F+s1ujh43cABXEaA3Jivw0YDCCLjxLynAWZZyTnVZqWGiA44DcAVBsnXLcOGNeDiKA5cThg+JYhj2/ILRqKJ0v/1cZtGiRRw5ciQ+H1wIIS4DXSHOCCGE6Nkk1ojLQY9LCq5cuZJwOMy1116LUqrVtpycHEaMGMHq1asJhUIdPmZNTQ1//OMfefbZZ/nDH/5ASUnJRatbCHH+cnJy+OpXv0qfPn1wuWDksCi5WSZbdzg5dtzACcwgQAoWC0igAifKMvB92gf3znTQZ62iWXj4IaK5dTiAKwmQqk3Anl9wKT6CKBITNIMHRTlx4IoqB8erDWKxGG+++SaxWOz0FQghhBBCCCGEEHHU45KCJxJ2hYWF7W4vLCzEsiz27t3b4WN+9tlnPPLII3z/+9/nq1/9KoMHD+ZLX/oSgUAg7nWHw2Hq6upavYQQ5y8lJYUHHniA0aNHoxQMLIgxbHCMnbudHK82cAFXEyAbk8X4mhcf8WzPxLs+F0x15gpOMCA0vpxY70bcTcc8kRgMKoNl+LCArAyL3GyzaSfFjt0uolGorKzkvffeQ+tzyEQKcR4kzgghhLiQJM4IIUT30eOSgrW1tYCdCGhPcnJyq3Jn8/jjj7N69WqOHz9OdXU1H330EZMmTeLPf/4zDz30UNzrfu6550hJSWl+5eXldaidQojTczqd3HLLLdxwww04HA7Se1uMGx2hrMLg8FEDA5hKkH7E2Ki8rMWLBbjKUvEvKUA1ujpWkQHBSWWYqUG8aK6hkZSmxOAR5WQjHgAGFcRITrJXKo5EFNt32asRr1+/nnXr1l2AMyBEC4kzQgghLiSJM0II0X102aRgeno6SqkOvxYvXnxB2vFv//ZvTJw4kV69epGamsrMmTNZtGgRgwYN4uWXX2br1q1xre/JJ5+ktra2+VVWVhbX4wtxuVJKMXHiRB5++GEyMjLwuGHk0BiBIFQeMlDAlQQZr4PsxcVi/IRQOOq8+Jf3RwU7uC6T2yIwdT9mryCepmM6mnr/7cDNAZwYBgwrjuBx2+8fr3Gwt2l+wffff5+DBw9egDMghE3ijBBCiAtJ4owQQnQfXXb14fvuu4/6+voOl8/OzgZaeumdrjfeie7rp+vN1xF+v5/77ruPZ555huXLlzNs2LC41e3xePB4POfdNiHEmWVnZ/PII4/w7rvvsnHjRvLzLOoboOKQQW6WRRFR0rBYjI/3SOBzBEgKuPEv609wYnnHViZ2WwSmHCDhowGkhFyMJcRafKAUq7SPJBrp5bYYMSTChs1uTEtRdtBBcqJFRrrFq6++ysMPP0xiYuKFPyHisiNxRgghxIUkcUYIIbqPLpsU/NWvfnVe+52Yz+90i4GUlJRgGAYDBgw477aB3ZMRaDWv4MWqW4iuzDAMxo8f3/zvrsjlcjFnzhwGDRrE/PnzgRA+r8W+Mgd9sk3SXSazaWQFPhbh51oaSWj04Fven8D0UnRC9OyVuE1CYyvwr+hPIVEatcE25SGmFEu0n1k0kpioGVYcZct2F5a25xdMSIgAtcybN4/7778fp7PLXqaFEOKS6A5xRgghRPcmsUZcLnrcb/fkyZPxeDx88MEHbSbsr6ysZPPmzUyaNAmv19upelavXg1Afn7+Ra9biK7M5/Oxdu1a1q5di8/nu9TNOaNhw4bx9a9/nf79++N0Qn6eybHjBoGgwo/mGgIMJMIC/BzHwIg48a3Kg2jHLp1mZiPhoYcAGE2Y/tpOJgaUwSf4iQJpvSyGFkdRSmOais3bXERjUF5ezvz582XhESGEOEV3ijNCCCG6J4k14nLR47qgJCcnc8899/A///M//O53v+PrX/86AFprnnzySSzL4pFHHmm1TyAQ4MCBA/j9fvr169f8/oYNGxg8eDB+v79V+VdffZW//OUvpKen87nPfa5TdceLaZpEox3ovSTEZcDlcuFwODpUNjk5mS9/+cssWrSIFStWkJ1lUVMLdfUG2ZkWI4iQgclKvMwkiL/e2zyUuCM9BiNFxyDqwFOSziSCKK3Zp9wcUw6WaD8zCZCeZlE00F4RORgy2LbDxchhUT777DN69+7NVVdd1dlTIkSnSZwRosW5xBkhRMdInBGihcQZcbEo3QO7oVRWVjJp0iTKy8u57bbbKCoqYunSpSxfvpxZs2bx7rvvtuoCvHjxYmbOnMn06dNbLVjywAMP8Ne//pVrrrmGfv36obVm/fr1LF26FK/Xy+uvv87s2bM7VffZ1NXVkZKSQm1tbfPqxSfTWlNVVUVNTc05nycherLU1FSys7NRSnV4nx07dvDmm28SiUQIBhUVVQb5/UwcDgii2I6boUTwotHuGMHxBzEzG89+YAs8K/twcM1xGhoaOJ7Yi/L+g1EOB7k6ynSCKGDPPidlB+1nNbnZMYoGxgC4+eabGTt27PmcBtGOs11XLzcSZ4Q4P+cTZ8TlQeJMaxJnhDg/EmfE6cQzzvS4noIAOTk5rF69mh/84Ae88847zJ8/n379+vH000/zxBNPdDgpN2fOHGpqali/fj3vv/8+sViMPn368NBDD/H4449TXFx8weruqBMBNDMzE7/fLxcMccmZpsnu3bsBGDRo0EV/wqW1JhAIcPjwYcD+TnZUcXExDz30EH/5y1+AGvrnmewuddI31yTBrxlLmH04ScKid8SJb0U/ogOPEy4+Ai7rtMct+bicpf/+NtWVweb3klNTSLruViqGjWKDthhLmIH5MSIRxaEjDiqqnHg9mn59TebPn09CQgKDBw8+7/MixPmSOCO6mu4cZ4QQbUmcEV3RpYw1EmfExdQjewr2JGfKAJumya5du8jMzKR3796XqIVCtGaaJhs2bABgzJgxl6zb+7Fjxzh8+DBFRUXn3IbGxkbmzZtHWVkZWsP+Aw6UAf36migFx1E04iAPuyef5YkRHn6IWF7blcdLFpXz9uMruLHQyfevcjM808GWwyY/XhrhnV0x+t59P75hoxitQwwlgmnC+k1uGgMGoBk8KEZOlonT6eTLX/4yeXl58Tg9lzXpwdGaxBnR3fSEOCN6NokzrUmcEd1RV4g1EmfE6cQzzvS4hUYuJyfm3Dh1zkMhRMv34nzmpklISOD+++9n/PjxKAX5/e2eglt3uIhGIQ1NH2KU4KIWAyPsxPdpHzwbclotQmKZFkv/fQM3Fjr5270+Jvd1kuhWTO5r/3xjkZOGhX/Fa8bYiIcKHDgcMKw4isulAcWu3U6OHTeIxWK89NJLzU8MhbgYJM4IcXqdiTNCCJvEGSFOT+KMuBgkKdgDSBd7Idrq7PfC4XBw4403cvPNN+NwOEjvbTFoQJQdJS6OHDMwgEKiVKPYjBsNuPf3IuGjgTiqEgE4uP4o1ZVBvn+VG+OU9hhK8b0r3VTX1DJ4/3a8aFbiowGF36cZPTyC26XRKLbudFFbpwiFQrz00ks0NDR06rMJca4kzgjRlnwvhIgf+T4J0ZZ8L8TFIElBIYQ4g7Fjx/KVr3yFtLQ0vB4YPiRKfYNi1x4nloZ8TPKIsRIv9SiMoAv/qn541+XSUBUGYHhm+939T7xvNdRxNQEAPiKBRhQJ/qbEoFtjWYrN290Egora2lr+8pe/EIlELs4JEEIIIYQQQgjRI0lSUAgRN3PnziU3N5cJEyY0r+Q9d+5csrKyUErx17/+9ZK273zl5uby1a9+lZEjR6IUDOhvkpFusW2Hi3AEUrGYQIj1eNne1GvQVZ5KevkAALYcNts97on3E9J8pGIxiRANKBY1JQb9fs2YEWH8PotYTLF5mz18uaKigjfeeAPLOv3iJkII0VM9/fTTzJo1iwkTJvC3v/0N6BmxRgghRNfQU+9phGiPJAXFRaWUOuPrgQce6NHtmDt3LqNHj74gxz4fixcvRilFTU1Nh8q196qqqgJg+/btPP300/z2t7/lvffeY+rUqc3v/f73v6eyspIbbrih022+VOfQ4/Fw2223MWfOHFwuF71SLAYPilK630lNrcIFXEWQOgwW4qcBRX7WQNJSk/nx0gjWKWs6WVrz7LIIvXL9ZNyn0YZFX2IMJEqDMviQBOow8HlhzIgIKUkWwZDB5u1uLAt27tzJwoULL/p5EKI7kFjTs2PNM888w5NPPsl7773H9ddf36NijRCie5A407WukXJPI8T5c17qBojLS2VlZfO/582bx49+9CN27tzZ/J7P52tVPhqN4nK5emw7upudO3e2Wd0oMzMTgD179gBwyy23sGPHjlbvzZkzp8fMiTF69Gjy8vJ44403qKiooLgwRkWVQTiiyMqwe/vtw8kHJDDUCHPNddfz2iuvMOflIN+7smX14WeXRXinJMbN/z4R0qKEhxzGuzWbCYQwNJQoNx9oP9MJku4yGTkswqZtbmrrDLbvcjGsOMrq1avx+XxMnz79Up8WIbqUrnKN7yrt6G46EmtmzZqFUgqPx9MjY40QomvrKtf3rtKO7kbuaYRoIT0Fe6DGxsbTvkKhUIfLBoPBDpU9F9nZ2c2vlJQUlFLNP4dCIVJTU3nllVeYMWMGXq+XP//5z+0+RfmP//gP8vPzW733pz/9iSFDhuD1eikuLuY3v/lNXNvRkTqeeOIJioqK8Pv9DBgwgB/+8IfNq0W98MILPP3003z22WfNT6ReeOEFwH7K9/vf/56bbroJv9/PkCFDWLlyJbt372bGjBkkJCQwZcqU5oB0wttvv824cePwer0MGDCAp59+mlgs1rxdKcUf//hHbrvtNvx+P4WFhbz11lsA7Nu3j5kzZwLQq1evDj1NzMzMbHXusrOzMQyDuXPncvPNNwPgcrkYMWIEr732GrfeeisAhmG0CqBnO4/l5eXce++9pKWlkZCQwPjx41m9evUZz+HF1Lt3b77yla9wxRVXAJCbbZGUaFFR5WiaZzDGTALsws2eoRO57u57WXHYz9T/DpD8k3qm/neA5Q1ubv73qRRe0xeA6KDjRPNqMIAJhBikI4SVwSL8VDatSjxyWIS0XiZHjjnYXWo/01m8eDErV6686OdAiIsZa86VxJqeH2tGjhzJiBEjeOaZZ5rf62mxRojLndzTSJw5Qe5phLiAtOjSamtrNaBra2vbbAsGg3rbtm06GAy2eh847Wv27Nmtyvr9/tOWnT59equy6enp7ZY7X3/60590SkpK88+lpaUa0Pn5+fr111/Xe/fu1QcPHtRPPfWUHjVqVKt9f/GLX+j+/fs3//z//t//0zk5Oc37vf766zotLU2/8MILcWtHR+p45pln9PLly3Vpaal+6623dFZWlv7Xf/1XrbXWgUBAf+c739HDhg3TlZWVurKyUgcCAa21/f+sT58+et68eXrnzp361ltv1fn5+frqq6/W77//vt62bZuePHmyvv7665vrev/993VycrJ+4YUX9J49e/TChQt1fn6+njt3bnMZQPft21e/9NJLuqSkRH/zm9/UiYmJ+tixYzoWi+nXX39dA3rnzp26srJS19TUtHuOPv74Yw3o6urqdrfX19frP/3pTxpo/mztvdeR/1f19fV6wIAB+qqrrtJLly7VJSUlet68eXrFihVnPIenOt33I9727t2rf/azn+m5c+fquXPn6q8/9s/6ySftf39/7lx949yf6MFz/13P/tGz+gv336/vuOMOff/99+vvvvqI/s7Gu1u/Ntytn3zpMT137lz91Ny5+qa5P9FFT/9cD5n7M/3I3H/Rc+fO1T96aq6+7a4f6xnX/kR/+cF/aa535cqVF/Rz9iRnuq5ejs4nzmh9cWNNZ0iskVhzoWLNxYozovuRONNad4gzck8jcUZriTOi+4hnnJHhw6LL+Yd/+Aduv/32c9rnmWee4Wc/+1nzfgUFBWzbto3f//733H///XFpR0fq+MEPftBcPj8/n+985zvMmzeP7373u/h8PhITE3E6nWRnZ7ep78EHH+Tuu+8G7KdzU6ZM4Yc//CGzZs0C4Fvf+hYPPvhgc/kf//jH/NM//VNz3QMGDOCZZ57hu9/9Lk899VRzuQceeID77rsPgGeffZZf/epXrFmzhuuvv560tDTAflqWmpp61nPSt2/fVj/36dOHnTt3kpiY2Lz/yZ+tvffOdh5feukljhw5wtq1a5vbN2jQoOb9z3QOL4WCggIeffRRFi5cyIYNG8jKsAgEob5BkZSomUCIfjhYbfgoLxjBOEL0JwZbIRxzEyk+AiceOCqIDDmCihm49/ZmPCF82uIzPHyCj6kE6a9iDC+O8tlWxYFyBw6Hpn9fkwULFhAOh5k2bZoMaxCiAyTWSKzpTrFGCNH9SJyROCNxRnQHkhTsgRoaGk67zeFwtPr58OHDpy1rGK1Hl+/bt69T7eqo8ePHn1P5I0eOUFZWxkMPPcQjjzzS/H4sFiMlJSUu7ehoHa+99hr/8R//we7du2loaCAWi7WZr+J0Ro4c2fzvrKwsAEaMGNHqvVAoRF1dHcnJyXz66aesXbuWH//4x81lTNMkFAoRCATw+/1tjpuQkEBSUtIZ/7+fydKlS0lKSmr+2elsewkxTZPt27cDtFkdtyPncePGjYwZM6Y5eHYHXq+XW265heLiYt5++22gAdDUNyj8Pk2Ww2Q2DXyGhxV4qSXKSMJ4dmZgBFyExla0SgyGRxxCe0w82zMZRgQXmnV4WYkPNwFyHCYjh0b4bKub0v1OLFNR0D/G4sWLMU2TmTNnSmJQXHASa2wSay5NrNmyZQsAQ4YMabOtp8YaIS43EmdsEmfknkaIC0mSgj1QQkLCJS/bGafWYxgG+pSVW0/MaQEtF+k//OEPTJo0qVW5U/9gON92dKSOVatWce+99/L0008za9YsUlJSePnll/nZz37WofpOnvT3REKnvfdOtMWyLJ5++ul2n0B6vd52j3viOKcGto4qKCjo0NO3U+d5OaEj5/HUCZG7k6KiIh577DGWLFnC6tWrSUrUxGIQCNrJwXGE6U+U1fgIoZhACFdZKkCbxGBk8FEsbxTvhlyKiFKLgxLl5hPtZwYBspwmo4bZicH95U5MCwYVxFi6dCmWZXHNNddIYlBcUBJrWkisufix5nRxBnp+rBHiciFxpoXEGbmnEeJCkaSg6PIyMjKoqqpCa90cRDZu3Ni8PSsriz59+rB3716+8IUvXJA2dKSO5cuX079/f77//e83v7d///5WZdxuN6ZpxqVNY8eOZefOna26oZ8rt9sNELc2nU1HzuPIkSP54x//yPHjx9t9shbPc3gheL1eZs2axciRI5k/fz4VFRU4nZpwBJwOSHdYXE8jm/GwDC9XnEgMWorQ6EpwtfxxE+tfSzjixLs1i3GEqNMGh5STJU2JwUxn06rEW92UVzjRGgoHxFi+fDmRSIQbbrhBEoNCdJDEmvZJrBFCiPiQONM+iTNCXFqSFBRd3owZMzhy5Ag//elPufPOO3n//fd57733WnVhnzt3Lt/85jdJTk7mhhtuIBwOs27dOqqrq/nHf/zHuLTjbHUMGjSIAwcO8PLLLzNhwgTeeecd3nzzzVbHyM/Pp7S0lI0bN9K3b1+SkpLweDzn1Z4f/ehH3HTTTeTl5XHXXXdhGAabNm1i8+bN/Mu//EuHjtG/f3+UUsyfP5/Zs2c3zxFyOocPH27zxKx3795tntydydnO43333cezzz7LrbfeynPPPUdOTg4bNmwgNzeXKVOmxPUcXkg5OTk8/PDDbNiwgUWLFgEBtIZgEHw+GE2Y4xhswsMowrgOpuCo8RKcVI6VHG4+TnTQMRw1XlwHUxhGmEM4iSnF4pMSg6OHR9iy3cXBypbE4Nq1a3E4HFx33XWSGBSiAyTWtE9iTdeONUKI7kPiTPskzkicEZeWcfYiQlxaQ4YM4Te/+Q2//vWvGTVqFGvWrOHxxx9vVebhhx/mj3/8Iy+88AIjRoxg+vTpvPDCCxQUFMStHWerY86cOXz729/mG9/4BqNHj2bFihX88Ic/bHWMO+64g+uvv56ZM2eSkZHBX/7yl/Nuz6xZs5g/fz4ffPABEyZMYPLkyfz85z+nf//+HT5Gnz59ePrpp/mnf/onsrKy+MY3vnHG8oMHDyYnJ6fV69NPPz2ndp/tPLrdbhYuXEhmZiazZ89mxIgR/OQnP2nuih/Pc3ihKaUYO3Ys3/jGNxgzZgxK2QnBaBRME9KwGEWYchwEUBiNHvxLCnCVpsKJDoMKwkPt+VKyMEnW9hPFmFIsxk8lDhwOGDE0SkZvk4oqJzt32897Vq1axUcffdRmqIoQoi2JNe2TWNP1Y40QonuQONM+iTMSZ8SlpbTcLXZpdXV1pKSkUFtb22Zy11AoRGlpKQUFBa3mWxDiUjJNkw0bNgAwZsyYTs2B0hld8fuxd+9e3n77bWpqagAIh+HEA8EgEMEgpSkbaHmjRAYeI1pQDU6Nf0k+jmo/GtiDi0/xYiqFoTVTCNKfGFrDzt1Oqg476ZMdo3BgDIArrrhC5hg8yZmuq5cjiTOiu5E4I7o6iTOtSZwR3VFXiDXy/RCnE884Iz0FhRDiIhkwYACPPfYYM2fOxOFw4PGA1hCLgQ9IwSKIIgwYIRferdn4l+ajgk6C4w8Sy6pHAYOIMpMAHm1hKcUKfOzGhVJQXBijT06Mg1VOSvbaPQaXL1/OBx98ID0GhRBCCCGEEEI0kzkFhRBxd2KyX9GW0+lk2rRpDBs2jIULF7Jr1y6cTjAtQIPPYSfujmPgx8Jb6yPhg0FEB1QTHH8QR40X3+o8MmNwEw1s0l5242INXmIoiolQOCCGUjQvPlI0MMbKlSuJRCLMnj37/2/vzqOjqu83jj93toQEkrA2JATCFtnCquxIAAGtG4hFsVLAQBG1yKG24k/PAVxQQQue04MKylJQ1KrYCtpaKhSQtSwhCFYIsgYMW3ayzMz9/RGIhCSYaCZzk3m/zsk5yZ1773yG4d4n+cz33q9sNj4PAlCzkTMAAF8jaxAIaAoCqFJ2u12dO3f2dxmW17BhQ40ZM0YnT57UF198oRMnTkgqGjVot0sNDK/cknJkKNRrk+twQzlOhSmvW6pyBxxV8K5oBWUG6yblqZUKtEN1tFtBKpQUrwK1aemWTOnk6R8ag7t27VJeXp5Gjhzpt8vtAODnImcAAL5G1iBQMFwEAPyoWbNmmjBhgu655x6Fh4fL4ZAMo2giEoekUJnKk3RJhmyXnArZ0kKubxorr+tp5XU+LdPhUUN5NVw56qF8fSun9qvoU802rdyKa12oM2l2HfjWKa9X+vrrr/Xee++psLDQr68bAAAAAOBfNAUBwM8Mw1B8fLwee+wxDR06VHXq1JHdfvl+gx4pWFKdy81BU5LzdJhCN7YsGjnYPVWF0RmySbpBBbpLOTIlJcslU1JUpEedOxTq4kWbkg865fFIhw8f1l/+8hfl5ub682UDAAAAAPyIpiCAKuX1enXgwAEdOHBAXq/X3+XUKA6HQ3379tWjjz6qLl26yDAkx+WrfL3eouagISlPkleS43yognc2k+n0Kq/LaXkiLsmposuHY+TWfy9fTlw/wqseXQpkmlLS1y4VFkonT57U22+/rfPnz/vr5QLAT0LOAAB8jaxBoKApCKBKmaap3Nxc5ebmMtvtTxQaGqoRI0Zo0qRJ6tixowzDkM1WNHLwSnPQpqL7DRqmIdfR+gpKipQnPE95nU/L63IrQl71UL6OyqkcSXXqmOraqVCNG3q0d79TeXnShQsX9NZbb+nYsWN+fsUAUHHkDADA18gaBAqaggBgUVFRUbr33ns1ceJEtWjRQoYh2WyS1yxqEIbKlCkpV4YMGXIdq6+gg03kjsmQJ+KSbJLaqlB2GTqloiGHMdEetY9z6/B3TmVmGcrLy9OKFSu0Y8cOPgUFAAAAgABCUxAALC4qKkrjxo3T2LFjFR0dLZvxw2QkhqQQmXJLypMho9AuV0pD2dPrFG8fLFO/kEeH5VSepLqhpjq1L5TbI124aMjj8ejzzz/XO++8w30GAQAAACBA0BQErrJhwwYZhqH09HR/lwKUYBiGWrVqpcTERD3wwAOKiIiQ/ar7DTpU1Pzzqmim4msvcnBIaqNCBUvKlCGvpAYRpiIiTJ07b5PHIx05ckSLFy/W0aNHq/GVAYGHrAEA+BI5A6CiaAqiWhmGcd2v8ePH+7tEwNIMw1Dbtm31yCOPaMiQIQoPD5ft8pnc6y06qde5fFnxOdnkKWMfYTK1V0E6IYdshtSooVeFbik/X0pPT9fy5cv16aefqqCgoBpfGVB1yBoAgC+RMwBqi1rbFDxz5owmTpyopk2bKjg4WHFxcXr22Wcr9UfurFmzfvSEn5iYWGKb8ePHl7tuu3btqvpl1jinT58u/lqwYIHCwsJKLHvttddKrF9YWFhttdEAQU3idDrVv39/TZ06Vffff7+aNGlS3Bz0eIpO7o1UdI/ALBklmoP5kjJkl12mUuRQrqTgICkoSLp0yZBpSrt379aiRYt08uTJan5lwM9H1gAAfImcAVBb1Mqm4JkzZ9SrVy8tWbJEffr00bRp09SkSRPNnDlTd999d4Vvpp+QkKCZM2eW+RUdHS1JGj58eJnbPv7446W2eeyxx6rsNV5XTk75X3l5FV/30qWKrVsJkZGRxV/h4eEyDKP457y8PEVEROiDDz5QQkKCgoODtXLlSs2aNUtdu3YtsZ8FCxYoNja2xLKlS5eqffv2Cg4OVrt27bRw4cLr1pKQkKDHHntM06dPV6NGjTR06NDix3bt2qUbb7xRISEh6tu3r/73v/+V2Pb1119X69at5XK5dMMNN2jFihWV+neo7RwOhxwOh7/LCAg2m0033HCDJk+erDvvvFOhoaHFlxV7vJJdUj2ZMiQdkUOfK0Qfq55665Ki5FFrubVLdXRALnlVNEuxxyO53dL58+f19ttv691336U5iNKqM2sqiayp/cgZIADwNw0542dkDQJBrfwf/uSTT+r48eNauHChpkyZIqloSvEJEyZo+fLlWr58uSZMmPCj+0lISFBCQkKp5d9//71eeOEFNWzYUCNGjChz22nTppU6wVebunXLf+yXv5TWrv3h5yZNpPImFhg4UNqw4YefY2Olc+dKr1fFU7Q/+eSTevXVV7V06VIFBQVp0aJFP7rN4sWLNXPmTP35z39Wt27dtGfPHk2aNEmhoaEaN25cudstX75cU6ZM0VdffSXTNHXmzBlJ0tNPP61XX31VjRs31sMPP6yHHnpIX331lSRp9erVevzxx7VgwQLdcsstWrNmjSZMmKBmzZpp0KBBVfOPUIPZ7fZSv/DA92w2m7p3765OnTopOTlZGzduVGZmpqSikYN2u9RKbrWSW6fk0Ek51FaF+l52pcmuE4ZTR02neuuSGjiKPjhxu4u2O3TokA4dOqQOHTro9ttvV0hIiD9fKqyiOrOminNGImtqMnIGCBD8TUPO+BFZg0BR65qCWVlZev/999WqVSs9/PDDxcsNw9CLL76oFStWaPHixRVqCpZn2bJlcrvdGjt2rFwuV1WUjatMmzZN99xzT6W2ee655/Tqq68Wb9eyZUsdOHBAb7755nUDtE2bNpo7d27xz1cC9IUXXtDAgQMlSTNmzNDtt9+uvLw8BQcH65VXXtH48eP1yCOPSJKmT5+ubdu26ZVXXiFA4Xcul0s9evRQfHy8Nm/erF27dhXPKHzld91owy1JSpNdXytI+TIkSemGXf80Q9VKheqsfNVxFG2Qly8FuaQDBw4oJSVFvXr1Ur9+/Tj/oUYjawAAvkTOAKgJal1TcOvWrcrPz9fQoUNlGEaJx5o2bar4+Hht3769+GT4UyxZskSSNHHixHLXWbt2rbKyshQUFKTOnTsrISFB9ivX9Pladnb5j11bQ1pa+evarrm6vJpmJL3xxhsrtf7Zs2d14sQJJSYmatKkScXL3W63wsPDf9Jzde7cufj7pk2bSpLS0tLUvHlzHTx4UL/97W9LrN+vX79S9w4B/Mnlcmnw4MG6+eabdeDAAW3btk2nT5+WVDQC0GaXmhgeDVauMmXTIdOpI3Kp0DCUIpeOmU61V746qEDBQUWTmBTdDidfGzduVFJSkn75y18qLi7Or68TfkTWSCJrAMBnyBlJ5AwA36p1TcFDhw5Jktq2bVvm423btlVSUpKOHDmiDh06VHr/mzZt0rfffqvevXurY8eO5a537f0D4+LitGrVKnXv3v26+8/Pz1d+fn7xz1cu/6uU0FD/r/szhF7zPDabTeY1w/mvvlnvlXtELl68WL169Sqx3o81Yq99riucTmfx91eay1ffi/LahrNpmqWWBSqv11viOLRd+4sYqpXD4VDnzp0VHx+vffv2ad26dcq+/Eu2aRZ9hdm86qF8dVa+Dpku/U8uXTJsSlawjppO3ag8NbV55HJJBYVFDUJlZGjVqlWKi4vTwIEDFRUV5d8XigqrkpyRyJqrkDXVi5wBrI2cufI05ExNRtYgUNS6/9kZGRmSVO6nKWFhYSXWq6y3335bUvmjBAcOHKiPPvpIJ06c0KVLl3Tw4EFNmzZNKSkpGjZsmFJTU6+7/xdffFHh4eHFXzExMT+pztqkcePGOnPmTIkQ3bt3b/H3v/jFLxQdHa0jR46oTZs2Jb5atmxZ5fW0b99emzdvLrFsy5Ytat++fZU/V01kmqaysrKUlZVV6hcf+I9hGOrSpYt+97vf6a677lKLFi1kGEUfnl8ZBeiU1EEFukvZ6m/mKsosVLZsWq8QbVQdZcuQyym5nFJGZtEsxd9++60WL16sd95550fPb7AGcqZsZE3NQc4A1kbOlI2cqVnIGgQKy44UbNSokc6fP1/h9devX1/mpCBVKTMzU3/9619Vt25d3XfffWWuc+29Ctu1a6f58+crJCREc+bM0fz58zVv3rxyn+Opp57S9OnTSzxnoAdpQkKCzp49q7lz5+ree+/VP/7xD33++efFDV5JmjVrlqZOnaqwsDDddtttys/P13//+19dvHixxL9nVfjDH/6g0aNHq3v37hoyZIg+/fRTffzxx1q3bl2VPg/gCy6XS926dVO3bt2UmpqqL7/8UikpKcVX1hS6JadDai63msutHBk6JJdS5NRnqqs+uqQYm1vhYabcbikr21BEuKnDhw/r8OHD6tatmxISEkocn7AWcqZsZA0AVA1ypmzkDAArsmxTcMyYMcrKyqrw+pGRkZJ+GCFY3kjAK8PXf+y+DGVZtWqVcnNzlZiYqLrXmw2rDImJiZozZ07xbE/lCQoKUlBQUKVrq83at2+vhQsXas6cOXruuec0atQoPfHEEyVm8Jo4caJCQkI0b948/fGPf1RoaKji4+M1bdq0Kq9nxIgReu211zRv3jxNnTpVLVu21NKlS33elAaqWlRUlB588EEdPXpUmzdvVkpKipyXUyEvT3I4pFCHqa7KV7zylSpH8czFHVSgcIdX4WGmTp22yeU01aSxqT179mjfvn3q1auXbr75Zs5nFkTOlI2sAYCqQc6UjZwBYEWGWcvGwn7xxRcaPny4Jk+erDfeeKPU4127dlVycrJycnIqPdFIz549tXPnTm3dulW9e/eu1LaZmZkKDw9Xly5dSgwTr+h2GRkZpUbe5OXl6bvvvlPLli1/8qQpQFXzeDzas2ePJKlbt27VN8HONTg+Ki89PV3r16/Xvn37ipcVFEheUwq+6nd7r6QTcihG7hL3oEg56lDD+h5FhBfFSmhoqAYNGqRu3bpZ6j4s1zuvBiJyBjUNOQOrI2dKImdQE1khazg+UJ6qzBnLjhT8qXr37q2goCD961//KnWj1NOnTys5OVm9evWq9EGVnJysnTt3qmPHjpVuCErS9u3bJUmxsbGV3hYAqkNERIRGjhyphIQE7dy58/IvQnmSiiYYyc62yeUyVTfUVAu5S20f3dStbf8NUsP6XrVu6ZaUozVr1mjLli0aOHCgOnXqZKnmIAAAAAAEslr311lYWJjuu+8+HTlypMRIQdM09dRTT8nr9ZaY4l2ScnNz9c033+j48ePl7vfKBCOJiYnlrnPmzBmlpKSUWn7q1ClNnTpVUtFl0QBgZfXr19ewYcM0ffp0jRgxQvXr15fLKTWo71VoiKmL6YbOX7Sp4PKEeV6v5PFIR487JBk6f9GunXtcOnzEoYJC6cKFC1q9erVef/11HTx4kJs1AwAAAIAF1LqRgpL00ksvaf369Xr00Ue1bt06xcXFadOmTfrqq680fPhwjRs3rsT6O3bs0KBBgzRw4EBt2LCh1P4KCgq0cuVKuVwujR07ttzn/eabbzR48GD1799f7dq1U4MGDXT06FGtWbNGOTk5GjdunEaPHl3VLxewHEaD1Q5Op1NdunRRx44dlZSUpL179+rkyZOqH2FKMpWVLR1KcejcBbtM0yixrWkaOnnaodPf2xXd1KOYaLfOnTunDz74QK1bt9att96qRo0a+eeFAajxyBkAgK+RNQgEtbIp2LRpU23fvl3PPPOM1q5dqzVr1qh58+aaPXu2nnzyyUof3J988onOnz+v0aNHX/eP2NatWysxMVE7duzQhx9+qKysLIWHh6tv375KTEwsd8ZioDax2+3q3r27v8tAFXI4HOrRo4d69Oihs2fPas+ePdq1a5fq1S1Qx3ZuFRS4lXbOru/P2pWVbUj6oUHo8Ro6fsqhU2fsah7tVky0RykpKVq4cKG6du3KTMUAKo2cAQD4GlmDQFErm4JSUWPwyiW/PyYhIeG6l7ONHj26QiP8YmJitHjx4grXWFW4FA8ojePCNxo3bqxhw4apf//+2rJly+WJk3LULMqjZlEeZWQaOn7SofMXbSrRHPQY+u64U2fS7GoV61bjhl7t2bNH+/fv1+DBg9WzZ08+jbUwjiegNI4LoOpwPAGlcVygOtTapmAgcDqdkoruiVinTh0/VwNYS25urqQfjhNUrZCQEN1yyy0aPHiwUlJStG/fPh08eFDhYR7FdyhUfoGUdtautHMlRw9eyrPp629cCqvnVevYQoWHFeqf//ynkpOTdccdd6hp06b+fWEogZwBykfOAD8fOQOUj5xBdaApWIPZ7XZFREQoLS1NUtEf6VfPtgz4g9frLZ60p3nz5tU++ss0TeXm5iotLU0RERGy2+3V+vyBxmazqW3btmrbtq2ys7O1detW7d69W1KeYqI9ion2KPeSoVOn7fo+zS63p+gclZll055kl5r+wqPWsW6lpqZq0aJF6t69u26//XZGDVoEOQMrImeA2oOcgVX5M2vIGVQnmoI1XGRkpCQVByngb16vVydOnJAkeTwevzV3IiIiio8PVI+6detq6NChGjRokFJSUpScnKxvv/1WISpU21ZutY5162KGTefO23Tugl2FhYZOf+/Q+Qt2tY4tVJPGXu3evVv5+fkaOXIkvwBZBDkDqyFngNqFnIEVWSFryBlUB8PkQnVLy8zMVHh4uDIyMq57M36Px6PCwsJqrAwoW25ubvFNeXfv3q2QkJBqr8HpdNJQsoiCggIlJSVp586dOnv2bPFy05QyMg2lnbMrI9OmnFxDjRp41al90XksOjpav/71r31yKVFFz6uBgpxBTUPOwOrImZLIGdRE/s4acgbXU5U5w0jBWsJut3PSgCV4PB4dO3ZMkhQUFKTg4GA/VwR/crlcuummm3TTTTfp3LlzOnjwoL755hulpqYqItxURLhbkuTxSF7vD9udOnVKZ86cUcuWLf1UOa5FzsAqyBmgdiJnYCVkDQIFTUEAQLVo1KiRBgwYoAEDBigjI0P79+9XSkqKTp06pYKCAl35O8AwDA0YMECxsbF+rRcAAAAAajOaggCAahceHq5+/fqpX79+8nq9On/+vEzTVL169RQcHMxNxgEAAADAx2gKAgD8ymazqXHjxv4uAwAAAAACCk1Bi7syD0xmZqafKwEqJicnp/j7zMxMeTweP1YDlHblfMo8W0XIGdQ05AysjpwpiZxBTUTWwMqqMmdoClpcVlaWJCkmJsbPlQCVFxUV5e8SgHJlZWUpPDzc32X4HTmDmoycgZWRM0XIGdR0ZA2sqipyxjD5CMvSvF6vUlNTVa9ePe6xVYbMzEzFxMToxIkTP3sqblQd3hdr4n0pYpqmsrKyFBUVJZvN5u9y/I6cuT6OG2vifbEu3hty5lrkzPVxzFgX74018b5Ubc4wUtDibDabmjVr5u8yLC8sLCxgTwhWxvtiTbwvYuTGVciZiuG4sSbeF+sK9PeGnPkBOVMxgX7MWBnvjTUF+vtSVTnDR1cAAAAAAABAgKEpCAAAAAAAAAQYmoKo0YKCgjRz5kwFBQX5uxRchffFmnhfgMrjuLEm3hfr4r0BKodjxrp4b6yJ96VqMdEIAAAAAAAAEGAYKQgAAAAAAAAEGJqCAAAAAAAAQIChKQgAAAAAAAAEGJqCAAAAAAAAQIChKYga5dSpU1qwYIGGDRum5s2by+VyKTIyUqNGjdL27dv9XV7ASk9P19SpU9WnTx9FRkYqKChI0dHRGjx4sD766CMxn5F1zJ07V4ZhyDAMbdu2zd/lAJZDzlgXWVMzkDPAjyNrrImcqTnImqrD7MOoUWbMmKGXX35ZrVu31sCBA9WkSRMdOnRIn3zyiUzT1KpVqzR69Gh/lxlwDh8+rK5du6p3795q06aNGjRooLS0NH366adKS0vTpEmTtGjRIn+XGfAOHjyobt26yeFwKCcnR1u3blXv3r39XRZgKeSMdZE11kfOABVD1lgTOVMzkDVVi6YgapSPP/5YjRs31oABA0os37Rpk4YMGaJ69eopNTVVQUFBfqowMHk8HpmmKYfDUWJ5VlaWevfurQMHDmj//v3q2LGjnyqEx+NRnz59ZBiG4uLitHLlSgIUKAM5Y11kjbWRM0DFkTXWRM5YH1lT9bh8GDXKPffcUyo8JWnAgAEaNGiQLly4oOTkZD9UFtjsdnup8JSkevXqafjw4ZKKPnmD/7z88stKSkrSkiVLZLfb/V0OYFnkjHWRNdZGzgAVR9ZYEzljfWRN1aMpiFrD6XRKUpkncvhHXl6evvzySxmGoQ4dOvi7nIC1f/9+zZ49W8888wyfbAI/AzljTWSN/5EzQNUha6yHnLEGssY3ONOgVjh+/LjWrVunyMhIxcfH+7ucgJWenq4FCxbI6/UqLS1Nn332mU6cOKGZM2eqbdu2/i4vILndbo0fP17t27fXjBkz/F0OUGORM9ZB1lgLOQNUHbLGGsgZ6yFrfIemIGq8wsJCjR07Vvn5+Zo7dy7DiP0oPT1ds2fPLv7Z6XRq3rx5+v3vf+/HqgLbnDlzlJSUpO3btxd/8gygcsgZayFrrIWcAaoGWWMd5Iz1kDW+w+XDqNG8Xq8eeughbdy4UZMmTdLYsWP9XVJAi42NlWmacrvd+u677/Tss8/q6aef1qhRo+R2u/1dXsBJSkrS888/ryeeeELdu3f3dzlAjUTOWA9ZYx3kDFA1yBprIWeshazxLZqCqLFM09SkSZO0cuVKPfjgg3rjjTf8XRIus9vtio2N1YwZM/T8889r9erVWrx4sb/LCjjjxo1T69atNWvWLH+XAtRI5Iy1kTX+R84APx9ZY13kjDWQNb5lmKZp+rsIoLK8Xq8mTpyopUuXasyYMVqxYgVD7C0qKSlJXbt21ejRo/X+++/7u5yAYhhGhdZbvXq1RowY4dtigBqGnKlZyBr/IGeAn4esqTnIGf8ha3yLewqixrk6PO+77z7C0+JSU1MlMYOaPyQmJpa5fOPGjTp06JDuuusuNW7cWLGxsdVbGGBx5EzNQ9b4BzkD/HR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", "text/plain": [ "
" ] @@ -1730,7 +1749,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1770,152 +1789,152 @@ "
\n", " rho_tight\n", " alpha\n", - " 2.453\n", - " 0.245\n", - " 2.001\n", - " 2.933\n", - " 0.009\n", - " 0.005\n", - " 892.0\n", - " 1240.0\n", - " 1.00\n", + " 2.449\n", + " 0.258\n", + " 1.989\n", + " 2.945\n", + " 0.008\n", + " 0.006\n", + " 1059.0\n", + " 1340.0\n", + " 1.01\n", "
\n", "
\n", " rho\n", " 0.459\n", - " 0.163\n", - " 0.160\n", - " 0.760\n", + " 0.167\n", + " 0.159\n", + " 0.788\n", " 0.005\n", " 0.003\n", - " 899.0\n", - " 1216.0\n", - " 1.00\n", + " 1055.0\n", + " 1354.0\n", + " 1.01\n", "
\n", "
\n", " normal\n", " alpha\n", - " 3.073\n", - " 0.418\n", - " 2.310\n", - " 3.893\n", - " 0.020\n", - " 0.012\n", - " 419.0\n", - " 729.0\n", + " 3.059\n", + " 0.426\n", + " 2.232\n", + " 3.797\n", + " 0.021\n", + " 0.015\n", + " 405.0\n", + " 643.0\n", " 1.01\n", "
\n", "
\n", " rho\n", - " -0.070\n", - " 0.353\n", - " -0.698\n", - " 0.555\n", + " -0.061\n", + " 0.356\n", + " -0.665\n", + " 0.583\n", " 0.017\n", - " 0.007\n", - " 419.0\n", - " 745.0\n", + " 0.008\n", + " 405.0\n", + " 652.0\n", " 1.01\n", "
\n", "
\n", " spike_slab\n", " alpha\n", " 3.023\n", - " 0.151\n", - " 2.767\n", - " 3.268\n", - " 0.010\n", - " 0.027\n", - " 645.0\n", - " 245.0\n", - " 1.01\n", + " 0.124\n", + " 2.801\n", + " 3.254\n", + " 0.003\n", + " 0.003\n", + " 1669.0\n", + " 1622.0\n", + " 1.00\n", "
\n", "
\n", " rho\n", " -0.033\n", - " 0.144\n", - " -0.279\n", - " 0.228\n", - " 0.008\n", - " 0.017\n", - " 639.0\n", - " 248.0\n", - " 1.01\n", + " 0.125\n", + " -0.273\n", + " 0.189\n", + " 0.003\n", + " 0.003\n", + " 1668.0\n", + " 1512.0\n", + " 1.00\n", "
\n", "
\n", " horseshoe\n", " alpha\n", - " 3.145\n", - " 0.233\n", - " 2.733\n", - " 3.676\n", - " 0.013\n", + " 3.133\n", + " 0.220\n", + " 2.767\n", + " 3.633\n", " 0.012\n", - " 488.0\n", - " 286.0\n", + " 0.013\n", + " 478.0\n", + " 225.0\n", " 1.01\n", "
\n", "
\n", " rho\n", - " -0.144\n", - " 0.206\n", - " -0.620\n", - " 0.195\n", + " -0.135\n", + " 0.197\n", + " -0.578\n", + " 0.197\n", " 0.010\n", " 0.008\n", - " 484.0\n", - " 312.0\n", + " 477.0\n", + " 225.0\n", " 1.01\n", "
\n", "
\n", " exclusion_restriction\n", " alpha\n", - " 3.020\n", - " 0.117\n", - " 2.796\n", - " 3.224\n", + " 3.024\n", + " 0.115\n", + " 2.808\n", + " 3.231\n", " 0.003\n", - " 0.003\n", - " 1531.0\n", - " 1492.0\n", + " 0.002\n", + " 1787.0\n", + " 1680.0\n", " 1.00\n", "
\n", "
\n", " rho\n", - " -0.031\n", - " 0.120\n", - " -0.251\n", - " 0.191\n", + " -0.035\n", + " 0.118\n", + " -0.249\n", + " 0.185\n", " 0.003\n", - " 0.003\n", - " 1546.0\n", - " 1530.0\n", + " 0.002\n", + " 1798.0\n", + " 1645.0\n", " 1.00\n", "
\n", "
\n", " tight_rho_spike_slab\n", " alpha\n", " 2.829\n", - " 0.145\n", - " 2.589\n", - " 3.075\n", - " 0.007\n", + " 0.147\n", + " 2.579\n", + " 3.068\n", + " 0.008\n", " 0.013\n", - " 860.0\n", - " 456.0\n", - " 1.01\n", + " 662.0\n", + " 286.0\n", + " 1.00\n", "
\n", "
\n", " rho\n", - " 0.161\n", - " 0.128\n", - " -0.074\n", - " 0.390\n", - " 0.005\n", - " 0.007\n", - " 858.0\n", - " 453.0\n", - " 1.01\n", + " 0.160\n", + " 0.129\n", + " -0.091\n", + " 0.378\n", + " 0.006\n", + " 0.008\n", + " 667.0\n", + " 288.0\n", + " 1.00\n", "
\n", " \n", "\n", @@ -1923,35 +1942,35 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean \\\n", - "rho_tight alpha 2.453 0.245 2.001 2.933 0.009 \n", - " rho 0.459 0.163 0.160 0.760 0.005 \n", - "normal alpha 3.073 0.418 2.310 3.893 0.020 \n", - " rho -0.070 0.353 -0.698 0.555 0.017 \n", - "spike_slab alpha 3.023 0.151 2.767 3.268 0.010 \n", - " rho -0.033 0.144 -0.279 0.228 0.008 \n", - "horseshoe alpha 3.145 0.233 2.733 3.676 0.013 \n", - " rho -0.144 0.206 -0.620 0.195 0.010 \n", - "exclusion_restriction alpha 3.020 0.117 2.796 3.224 0.003 \n", - " rho -0.031 0.120 -0.251 0.191 0.003 \n", - "tight_rho_spike_slab alpha 2.829 0.145 2.589 3.075 0.007 \n", - " rho 0.161 0.128 -0.074 0.390 0.005 \n", + "rho_tight alpha 2.449 0.258 1.989 2.945 0.008 \n", + " rho 0.459 0.167 0.159 0.788 0.005 \n", + "normal alpha 3.059 0.426 2.232 3.797 0.021 \n", + " rho -0.061 0.356 -0.665 0.583 0.017 \n", + "spike_slab alpha 3.023 0.124 2.801 3.254 0.003 \n", + " rho -0.033 0.125 -0.273 0.189 0.003 \n", + "horseshoe alpha 3.133 0.220 2.767 3.633 0.012 \n", + " rho -0.135 0.197 -0.578 0.197 0.010 \n", + "exclusion_restriction alpha 3.024 0.115 2.808 3.231 0.003 \n", + " rho -0.035 0.118 -0.249 0.185 0.003 \n", + "tight_rho_spike_slab alpha 2.829 0.147 2.579 3.068 0.008 \n", + " rho 0.160 0.129 -0.091 0.378 0.006 \n", "\n", " mcse_sd ess_bulk ess_tail r_hat \n", - "rho_tight alpha 0.005 892.0 1240.0 1.00 \n", - " rho 0.003 899.0 1216.0 1.00 \n", - "normal alpha 0.012 419.0 729.0 1.01 \n", - " rho 0.007 419.0 745.0 1.01 \n", - "spike_slab alpha 0.027 645.0 245.0 1.01 \n", - " rho 0.017 639.0 248.0 1.01 \n", - "horseshoe alpha 0.012 488.0 286.0 1.01 \n", - " rho 0.008 484.0 312.0 1.01 \n", - "exclusion_restriction alpha 0.003 1531.0 1492.0 1.00 \n", - " rho 0.003 1546.0 1530.0 1.00 \n", - "tight_rho_spike_slab alpha 0.013 860.0 456.0 1.01 \n", - " rho 0.007 858.0 453.0 1.01 " + "rho_tight alpha 0.006 1059.0 1340.0 1.01 \n", + " rho 0.003 1055.0 1354.0 1.01 \n", + "normal alpha 0.015 405.0 643.0 1.01 \n", + " rho 0.008 405.0 652.0 1.01 \n", + "spike_slab alpha 0.003 1669.0 1622.0 1.00 \n", + " rho 0.003 1668.0 1512.0 1.00 \n", + "horseshoe alpha 0.013 478.0 225.0 1.01 \n", + " rho 0.008 477.0 225.0 1.01 \n", + "exclusion_restriction alpha 0.002 1787.0 1680.0 1.00 \n", + " rho 0.002 1798.0 1645.0 1.00 \n", + "tight_rho_spike_slab alpha 0.013 662.0 286.0 1.00 \n", + " rho 0.008 667.0 288.0 1.00 " ] }, - "execution_count": 11, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -2013,7 +2032,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": { "tags": [ "hide-output" @@ -2033,7 +2052,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "abfe6852012e4282b38bd6094756ed15", + "model_id": "c8ebd2cde84b417bb34202c7a21a48e9", "version_major": 2, "version_minor": 0 }, @@ -2058,8 +2077,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 461 seconds.\n", - "There were 8 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 471 seconds.\n", + "There were 4 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [likelihood]\n" @@ -2068,7 +2087,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3998226ef03849a894b61a074edaf4b0", + "model_id": "f07b44d4d34e4a4eb5ea3cf588a77d8e", "version_major": 2, "version_minor": 0 }, @@ -2102,7 +2121,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "86b3c586aeac443cbcb818e59e078efe", + "model_id": "7fc9237047764081b395a8c08c230499", "version_major": 2, "version_minor": 0 }, @@ -2127,15 +2146,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 255 seconds.\n", - "There were 3 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 258 seconds.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8687e23bc4794e42b1eaae0013223c3d", + "model_id": "3158619f87214575a002ead412a9f806", "version_major": 2, "version_minor": 0 }, @@ -2169,7 +2187,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c005033838094fcd92a93e7b1d01f80c", + "model_id": "7f13beceddbc476293a1e90e18a21de8", "version_major": 2, "version_minor": 0 }, @@ -2194,15 +2212,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 135 seconds.\n", - "There were 6 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 144 seconds.\n", + "There were 9 divergences after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "154aa999a903496bae8af74bca55f620", + "model_id": "a25635bb3e9f4fffafdac410c754d2c8", "version_major": 2, "version_minor": 0 }, @@ -2236,7 +2254,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1826da07e49d4c579ad059a010d0984f", + "model_id": "217c12da5eea4a818e149c95f893fc32", "version_major": 2, "version_minor": 0 }, @@ -2261,15 +2279,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 138 seconds.\n", - "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 131 seconds.\n", + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1316d486a78147c59fe3ed64c015c3e6", + "model_id": "bda5bde201434d4e8add7f61684368b8", "version_major": 2, "version_minor": 0 }, @@ -2303,7 +2321,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "144b03a864f347c68b20e23f182292e7", + "model_id": "26437f67fd5a4bd7a93d26de9f9553cc", "version_major": 2, "version_minor": 0 }, @@ -2328,14 +2346,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 100 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 98 seconds.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9f2e92854b5346d099005edabc2dc3cb", + "model_id": "611e8b47ad854b55b65ffcee18ed3649", "version_major": 2, "version_minor": 0 }, @@ -2369,7 +2387,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "83c65552d2f843c3827951293acaa0bd", + "model_id": "f5e1845d600f4fb086fe369a83b4e8ed", "version_major": 2, "version_minor": 0 }, @@ -2394,16 +2412,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 492 seconds.\n", - "There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 453 seconds.\n", + "There were 12 divergences after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bd2ed506dce1418799b686bf34d9f9dd", + "model_id": "0489db0351a04d85b86df6c93c46f2ee", "version_major": 2, "version_minor": 0 }, @@ -2447,12 +2464,12 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -2499,12 +2516,16 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, + "execution_count": 12, + "metadata": { + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { - "image/png": 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", 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05vN/MjJcVwBmt3ubzUZ4eDhz586lV69efPLJJyQmJtbfgT5xaOLVV19NaGgon376KQCjR4/Gbrfzve99j1deeYUDBw60ev9ut5tPP/2UK6+8kpCQEPx+f/2/2bNn43a7+fLLL4NeM3/+/JNud8+ePeTn53PzzTcHZezDwsKYP38+X375ZaNhmK3Z7vGuvfZabDYbISEhXHDBBVRUVLB06VKioqJOuW7H8/v9PPbYYwwdOhS73Y7VasVut5OZmcmuXbvadKx1Vq9eDTR+T8ePH8+QIUPq39M6vXr1Yvz48UGPjRw5sn6YRt1rv/vuO+655x7+85//UFFR0ez+L7/88kbbcrvdFBUVnfTYb7jhhqC7+WlpaUycOLG+Ts0ZP348n3zyCb/4xS9Ys2YNtbW1zZY9cX6ZG264AeCk+wD4z3/+w+TJk7nwwgtZsWIFMTEx9c999NFHREVFcdlllwV9DkaPHk2vXr3atBLT+PHjefnll3n00Uf58ssvmx1ue6LNmzdz+eWXExsbi8ViwWazccsttxAIBNi7d29Q2fDw8Ebv1Q033IBhGHz++eetPlZxdpP40rbtHk/iS8Nru3N8aWnf0DCksa3nJjo6mosuuijosdZ8F04n1sTExNCvXz+efPJJ/vjHP7J58+Zmh2aNHj2a1NTU+r+dTicDBw4Meu9WrVrF9OnTSUlJCXrtwoULqampqR+u9NFHHzF8+HBGjx4ddMyzZs3qFisVnu2kHW/bdo8n7XjDa7tzO/7RRx8xbdo0kpOTg96DSy+9FIDPPvusvuwFF1zAb3/7W5566inuvvtubrrpJu64447659evX09FRQX33HNPh/VAbst1TZ2OeF9ba+TIkUG9V6H153z8+PGUlZVx/fXX8/7777dq9eUTNRVPm/LJJ5/gdDrrh/OerlNpY07n819HknwCgFdffZWNGzeyefNm8vPz2bp1KxdccAEAJSUlWK3W+u7ydTRNo1evXvXdgvv168fKlStJSEjg3nvvpV+/fvTr16/JuRZOVFJSgt/v589//jM2my3o3+zZswEafaGTkpJatd3myiYnJ2MYBkePHm3zdo/3v//7v2zcuJHPPvuMX/7ylxQWFjJv3jw8Hs8p1+14P/7xj/n1r3/NvHnz+PDDD/nqq6/YuHEjo0aNalWD3pSTnZcTu3rHxsY2KudwOIL2/+CDD/L73/+eL7/8kksvvZTY2FimT5/ON9980+i1J27P4XAAtKo+vXr1avKxk3VP/9Of/sTPf/5zlixZwrRp04iJiWHevHlkZmYGlbNarY2Or26fJ9sHwJIlS6itreXuu++ur1edwsJCysrKsNvtjT4LBQUFbQpab7/9NrfeeivPP/88EyZMICYmhltuuaXJoSh1cnNzmTx5Mnl5eTz99NOsXbuWjRs31s/5cuL5T0xMbLSNtpwLIUDiS1u3ezyJL6buHl9au++2npumyrXmu3A6sUbTND799FNmzZrFE088wdixY4mPj+dHP/oRlZWVLda3rs7Hn+uSkpJm63v8OSksLGTr1q2Njjc8PByl1Cld1In2I+1427Z7PGnHTd29HS8sLOTDDz9s9B4MGzYMaPwe3HjjjdjtdjweDz/72c+Cnqub+7QjF71o7XXN8TrifW2tpvbZ2nN+88038+KLL5KTk8P8+fNJSEjgvPPOY8WKFae1/6YcOXKE5OTkZofzttWptDGn8/mvI3PyCQCGDBlSPxHsiWJjY/H7/Rw5ciQogCulKCgoqJ/IFcxVoyZPnkwgEOCbb77hz3/+M/fddx+JiYlcd911ze4/Ojoai8XCzTffzL333ttkmb59+wb93Zo7I3VfksOHDzd6Lj8/H13XiY6ObvN2j5eRkVF/7i688EJcLhe/+tWv+POf/8xPf/rTU6rb8V5//XVuueUWHnvssaDHi4uL6+8CttXx5+XEAJSfnx80H0NrWa1WfvzjH/PjH/+YsrIyVq5cyUMPPcSsWbM4ePBgu60I2FQSq6CgoMlAdLzQ0FAeeeQRHnnkEQoLC+vvfl122WXs3r27vpzf76ekpCRoe3X7PNk+AP7v//6Pt99+m0svvZR///vfzJw5s/65usnYly1b1uRrw8PDT7r947f11FNP8dRTT5Gbm8sHH3zAL37xC4qKiprd/pIlS6iurmbx4sWkpaXVP97UZOrQeFJoaNu5EAIkvrR1u8eT+GLq7vGltdp6bpr7vJzsu3C6sSYtLY0XXngBgL179/LOO+/w8MMP4/V6efbZZ1tV1zqxsbHNfkeA+jrHxcXhcrmanXPoVD43ov1IO9627R5P2nFTd2/H4+LiGDlyJL/97W+bfL7uxgRAIBDgxhtvJDo6GofDwR133MG6deuw2+1AwzySJy5m0RoOh6M+AXy8ExNwrb2uOV5HvK+t1dT3pi3n/LbbbuO2226jurqazz//nEWLFjF37lz27t0bdE3Tlv03JT4+ni+++ALDMNol0XcqbUx7kJ584qSmT58OmEHkeO+99x7V1dX1zx/PYrFw3nnn1fcQ2rRpE9B8JjokJIRp06axefNmRo4cybhx4xr9O5Uf2YMGDaJ37968+eabKKXqH6+urua9996rX+WmPT3wwAP079+f3/3ud1RWVp523TRNa9QjbOnSpeTl5QU91pYsf1135RPf040bN7Jr164m39O2iIqKYsGCBdx7772UlpaSnZ19Wts73ltvvRX0Xubk5LB+/fpGKyO1JDExkYULF3L99dezZ8+eRt2k33jjjaC/33zzTYBW7cPpdLJ48WLmzp3L5Zdfzvvvv1//3Ny5cykpKSEQCDT5ORg0aFCr63C81NRUfvjDH3LxxRfXf9eaUhfgjv88KaX4xz/+0WT5yspKPvjgg6DH3nzzTXRdr59UXYjTIfGlbSS+dP/40pL2PjfNfRfaM9YMHDiQX/3qV4wYMaLF+NKc6dOns2rVqkarDL/66quEhITUr9I6d+5c9u/fT2xsbJPHnJ6e3uZ9i84h7XjbSDvePdvxuXPnsn37dvr169fke3B8wmnRokWsXbuWN954g7fffpvvvvsuqDffxIkTiYyM5Nlnnw06ltZIT09n69atQY+tWrWKqqqqZl9zsuuaOh39vrZVW855ndDQUC699FJ++ctf4vV62bFjB3Bqvd2acumll+J2u+tX5m1Oa3s0dkUbA9KTT7TCxRdfzKxZs/j5z39ORUUFF1xwQf2qWWPGjOHmm28G4Nlnn2XVqlXMmTOH1NRU3G53/R3ZGTNmAObd47S0NN5//32mT59OTEwMcXFxpKen8/TTTzNp0iQmT57M3XffTXp6OpWVlezbt48PP/wwaHW61tJ1nSeeeIIbb7yRuXPn8v3vfx+Px8OTTz5JWVkZv/vd79rvRB1js9l47LHHuOaaa3j66af51a9+dVp1mzt3Li+//DKDBw9m5MiRfPvttzz55JON7sD069cPl8vFG2+8wZAhQwgLCyM5ObnJBnLQoEF873vf489//jO6rnPppZfWr66UkpLC/fff3+Z6X3bZZQwfPpxx48YRHx9PTk4OTz31FGlpaQwYMKDN22tOUVERV155JXfddRfl5eUsWrQIp9NZv/JQc8477zzmzp3LyJEjiY6OZteuXbz22muNGle73c4f/vAHqqqqOPfcc+tX17300ksbrX7UHJvNxltvvcWdd97JggULePXVV7n++uu57rrreOONN5g9ezb//d//zfjx47HZbBw6dIjVq1dzxRVXcOWVV550++Xl5UybNo0bbriBwYMHEx4ezsaNG1m2bBlXXXVVs6+7+OKLsdvtXH/99TzwwAO43W7+9re/NeomXic2Npa7776b3NxcBg4cyMcff8w//vEP7r777qB5mIQ4VRJf2kbiS/eML63VHuemNd+F04k1W7du5Yc//CFXX301AwYMwG63s2rVKrZu3covfvGLNtd50aJF9fMu/eY3vyEmJoY33niDpUuX8sQTTxAZGQnAfffdx3vvvceFF17I/fffz8iRIzEMg9zcXJYvX85PfvITzjvvvDbvX3Q8acfbRtrx7tmO/8///A8rVqxg4sSJ/OhHP2LQoEG43W6ys7P5+OOPefbZZ+nTpw8rVqzg8ccf59e//nV9Uuzxxx/npz/9KVOnTuXKK68kLCyMP/zhD9x5553MmDGDu+66i8TERPbt28d3333HM8880+xx3Hzzzfz617/mN7/5DVOmTGHnzp0888wz9W1lndZe1xyvI97X09Hac37XXXfhcrm44IILSEpKoqCggMcff5zIyMj6nsLDhw8H4LnnniM8PByn00nfvn3bnPy//vrreemll/jBD37Anj17mDZtGoZh8NVXXzFkyJD6HscjRoxgzZo1fPjhhyQlJREeHt7kDbSuaGMAWV33bFe3ataJq5mdqLa2Vv385z9XaWlpymazqaSkJHX33XcHrQy1YcMGdeWVV6q0tDTlcDhUbGysmjJlivrggw+CtrVy5Uo1ZswY5XA4FBC0Mk1WVpa6/fbbVe/evZXNZlPx8fFq4sSJ6tFHH60vc/wqpic6cUWbOkuWLFHnnXeecjqdKjQ0VE2fPl2tW7cuqEzdijZHjhw5yVk7+XEopdR5552noqOj61eOa03dmlo16+jRo+qOO+5QCQkJKiQkRE2aNEmtXbu20WpASpkr6g0ePFjZbLag1ZmaWr0pEAio//3f/1UDBw5UNptNxcXFqZtuukkdPHgwqNyUKVPUsGHDGtXvxJVb//CHP6iJEyequLg4ZbfbVWpqqrrjjjtUdnZ2fZnmznHd5zArK6v+seZWzXrttdfUj370IxUfH68cDoeaPHmy+uabbxod34l+8YtfqHHjxqno6GjlcDhURkaGuv/++1VxcXFQnUJDQ9XWrVvV1KlTlcvlUjExMeruu+9WVVVVQdtraXXdOoZhqB/96EdK1/X6VZp8Pp/6/e9/r0aNGqWcTqcKCwtTgwcPVt///vdVZmbmSeuhlFJut1v94Ac/UCNHjlQRERHK5XKpQYMGqUWLFqnq6uqg+py4uu6HH35Yv+/evXurn/3sZ+qTTz5p9L2pe9/XrFmjxo0bpxwOh0pKSlIPPfSQ8vl8rTpOcXaT+NJA4suZHV+a+6w39Zk53XPT2u/CqcaawsJCtXDhQjV48GAVGhqqwsLC1MiRI9X//d//Kb/fH3QO58yZ0+j1TX12tm3bpi677DIVGRmp7Ha7GjVqVJMrfFZVValf/epXatCgQcput6vIyEg1YsQIdf/996uCgoJmj1l0HGnHG0g7fma340qZqzv/6Ec/Un379lU2m03FxMSoc845R/3yl79UVVVVKj8/XyUkJKiLLrooaKVUwzDUZZddpqKiooKO8eOPP1ZTpkxRoaGhKiQkRA0dOlT97//+b6P6Hs/j8agHHnhApaSkKJfLpaZMmaK2bNnSqL6tua7pjPe1NZqLF0qd/JwrpdQrr7yipk2bphITE5XdblfJycnqmmuuUVu3bg3a1lNPPaX69u2rLBZL0PekubrUPXfi96S2tlb95je/UQMGDFB2u13Fxsaqiy66SK1fv76+zJYtW9QFF1ygQkJCFFC/jY5oY5r6/J+MplQb+5AKIUQXWLNmDdOmTeNf//oXCxYs6JB9LFy4kHfffbfFLvFCCCHOLJ0RX4QQQnQcaceFaCBz8gkhhBBCCCGEEEII0cPJnHxCCNGNGIaBYRgtlrFapekWQgghhBBCdI1AINDiwiKapmGxWDrxiEQdGa4rhBDdyMMPP8wjjzzSYpmsrCxZaVAIIYQQQgjRJdLT08nJyWn2+SlTprBmzZrOOyBRT5J8QgjRjeTn55Ofn99imZEjR2K32zvpiIQQQgghhBCiwbZt2/B4PM0+39yKs6LjSZJPCCGEEEIIIYQQQogeThbeEEIIIYQQQgghhBCih5PZ2zuZYRjk5+cTHh6OpmldfThCCNGjKaWorKwkOTkZXZf7ViBxRggh2pvEmmASZ4QQon21Z5yRJF8ny8/PJyUlpasPQwghzigHDx6kT58+XX0Y3YLEGSGE6BgSa0wSZ4QQomO0R5yRJF8nCw8PB8w3LyIioouPRojGqqurSU5OBswfcaGhoV18REI0r6KigpSUlPq2VUicET2DxBrRk0isCSZxRvQEEmdET9KecUaSfJ2srkt7RESEBEXRLVkslvr/j4iIkIAoegQZLtRA4ozoCSTWiJ5IYo1J4ozoCSTOiJ6oPeKMJPmEaCOfz4fNZuvqw+hQISEhXX0IQgghznASa4QQQnQkiTPibCRJPnHWyT90mP8sW875Yydht9mbLaeUoqa2BofdjtVqq39s6ep/Ex8fz0UXXUSvXr0667A7TWhoKNXV1V19GEIIIc5gEmuEEEJ0JIkz4mwlST5xVlFK8f6HSygqKmLHN3vZ9UEphk81Khc/xEWvkaGExttQSuEpD3A020P1ER/9L46irKyMzMxMzjnnHGbOnInd3nyyUAghhKhTW1vLkSNHCA8PJyoqSob/CSGEEEKIdiNJPnFW0TSNefPm8eqrr0ISDL4shj0flRLwNiT6otMd9JseBYBS5mucUVaSRptfl5oSHwGfIryXnW+//Zbt27czbtw4pkyZcsYP4xVCCHHqamtr+dOf/oTb7QbAbrfTt29fBgwYwIABA2RuKyGEEEIIcVokySfOOklJSdx888289tprkAxDr4xl9wel+GoNANzlAZRSaJrGts06NVUa4ZGKhF6KmDhFSKyZyPO7DZRSgId169axc+dOrrjiCtLS0rqwdqfP7XYzf/58AN577z2cTmcXH5EQQpwZjh49Wp/gMwIKr9fLnj172LNnDwDJycmce+65DB8+HKv1zP6JJrFGCCFER5I4I85WmjKzFKKTVFRUEBkZSXl5udyx72KFhYW89tprVFdXU1vmZ/cHpXgqAgD0nxlF3EAXFeWwbbMFI2AOp7JaFYnJiuQ+Bk6XuR2/x0wOWh06AKmpqVx00UU9NtlXXV1NWFgYAFVVVbISlejWpE1tTM5J93Xw4EFefPFFAj7FN+/W4IrUiU62ENXbQlicXj901+FwMGTIEEaPHk1qauoZOaRXYo3oSaRdDSbnQ/QEEmdET9Ke7areTsckRI+TmJjI7bffTlRUFK4oK8OvjiWsl9lL7+CXlfjdBhGRMGiYAZi5cL9fIy9XZ+MGC3t26LhrzeSe1aFjBBTKUOTm5vLKK6/wxRdfYBhGF9ZQCCFEdxIfH4/L5cJi0+gz3EZNqUHedh87/uPm23dryN3kxVNl4PF42LJlCy+//DLPP/88u3fvRu7JCiGEEEKIk5EknzirxcTEcMcdd5CUlITNZWHovFhiBzrxVATY/WEpRkARF6/IGNCQ6ANAaRQVmMm+3dt1aqpBt2houkbAaw7j/fTTT/nzn//Mhg0b8Pv9XVZHIYQQ3YPT6eSyyy4DIHmYjYjEhp9hfg/k7/SxeUktO/5TS2GmD8OvyM/P5+233+aZZ55h/fr1eDyerjp8IYQQQgjRzUmST5z1wsLCWLhwIYMGDUK3agyYGU3a5Aiqj/jIWlMOQO9URb9BJyT6AJTGkUKdb7+0kLlbx+cDi938WilDUVZWxvLly3nllVeoqKjo5JoJIYToboYMGcKIESPQdI2BU5y4IhsPxa08YpD1lZdN/64hb7uXgE9RWlrKihUr+L//+z/Wr19PIBDogqMXQgghhBDdmST5hMBc4fCaa65h0qRJACSNCmXIvFjKsj3sW1mGUorkPor+gw3QmhoypVGQp/P1FxYOZOr4/aDpGkopjIDi0KFD/PnPf2blypXU1tZ2buWEEEJ0K5dffjkpKSlY7RpDpjtxRjQ9557fcyzh97WHvB1easvNobwrVqzgj3/8I2vWrJGYIoQQQggh6kmST4hjdF1n+vTpXHfddTgcDiKS7Qy/No7aUj8HVpWjDEVSb8XQEQa63jjRp+mK6Bjz8cxdOkUFoGkausVM9vn9ftatW8czzzxDVlZWZ1dPCCFEN2G1WrnuuutISEjAHqIzbKaL0JjGP8l6DbEyeJqT/hc46T3MjiNco7bCwO8xqKmp4bPPPuOpp57i66+/lp59QgghhBBCknxCnGjQoEHceeedxMXF4QizMGx+LCjY+8lRDL8iNl4xcmwAuyM40TdwiMHQUQYZAwyGjDAX7cg7qFF+lPqVEY2AoqamhldffZV//vOfVFVVdUUVhRBCdLGQkBBuvfVWevXqhc2pMXSmk7i+lvrnLTZIG2Ov/9vt1dB1DVeEudhTwKfwuQ28Xi+ffPIJTz/9NF999ZXMASuEEOKkioqKWLVqFatXr2b79u2UlJTIAk9CnCE0Jd/mTiVLzvccbreb999/n927dwNQtKOG4sxaBsyKxubS8Xpg1zYLFeVmAq/foADJfcyvk8eicATMx5WCygpwhYDNXLwXpRSaphEWFsaVV15JRkZG51dQiDOAtKmNyTnpWTweD++++y779u0DoGifj+yNXowADJ3pJCLBgscHX+1yYdEVCVEB+sT7cR13o8kIKHSLGXMiIyO5/PLL6du3b/0NJiHE6ZF2NZicj57v+eefJy8vL+ixkJAQUlJSSEtLo2/fviQmJkocEaKTtGe7Kkm+TiZBsWdRSvHZZ5/x2WefAVBb6if7i3JSJ0YQGmfDMGDfbp3CwzoOp2LchAC6DluSFR4rZJRAfHVDsq+6CkJCQdfNhTk03XwuPT2diy66iJSUlC6rqxA9kbSpjck56XkMw+Dzzz9viDUVBvu+8FBbYTD8EhchUTpVtRrf7Xfg9uqAIibcIDnOT0JUgLprsOOTfUlJScyaNYu0tLQuqpUQZw5pV4PJ+ej5XnvtNQ4cOACA36vQLdTHjzoREREMHTqUkSNHkpSU1BWHKcRZQ5J8PZgExZ4pOzubxYsXU1lZaS6k8VUloQk2Yvu7ADiUo5G1Xyetr0FqX4UCNqQrDkVBdA0MKYQ+5Q3JPr8PbMdGYdX16tN1nblz5zJ69Gi5ayZEK0mb2pick57rwIEDvP/++1RUVGAYioObvZTlBxgy3Yk9RMft1dic6aDG0zDbisth0DfJR2J0gGP3jerjCsDIkSOZOXMmoaGhXVElIc4I0q4Gk/PR82VlZfHmm2/i9/tRSlFy0OBovsLugoh4nYgEDYu14XqkV69ejB07lpEjR+JwOLrwyIU4M0mSrweToNhzVVVV8eGHH7J3714Ajma7qSnx0/ucMABKSzR2b9dI72euxGto8HWKIjfGfH1UDQwrgN4VZsAMBMAImMm+4y/I0tPTmTlzZpfdMXO73dx8882AeZfP6XR2yXEI0RrSpjYm56Rnq62t5cMPP2TXrl0AlBcEyN3spd8EByFROj4/bM92UFrRMH+frimiwgIkRAfoFR3Acuyp428ijRkzhpkzZ2K325vabaeTWCN6EmlXg8n5ODOUlJSwYsUK9uzZA5ijjIqyDA7tDBAarZE2yoLdqaFbG+YXt1qtjB49mnHjxpGYmNiVh39SEmdETyJJvh5MgmLPppRi06ZNLFu2DL/fj7vMT/HeWpLGhGGxadTWwp7tOskpioRe5ldrU2/FvviGbSRUwug8iHI3JPtOvCADmDJlClOmTOn0Xn3V1dWEhZmJy6qqKun9Ibo1aVMbk3PS89XFmv/85z/4fD4CfsXhXT6ikiyExVlQCg4ctpFdYAU0RvVzExdp1L/e5werBU4MHzExMcydO5f09PQu7zEusUb0JNKuBpPzcWbJy8tjzZo19XPDGgGFpwZc4S3HidTUVM4//3wGDRqErne/9TwlzoieRJJ8PZgExTPD4cOHefvttykvLwfMRTkiUuw4I6wYBmTt03C6oHeK+fXaHa/YlgzqWKzUFKQchRGHIdRnPuj3g9UavJ+4uDiuuuqqTu3VJwFR9CTSpjYm5+TMUVpayvvvv09ubi4A1aUB3JUGsWnmKk5HynUyD9mZOMxd/xoDhc6xFd0VaJjJvuNvIsXFxTFjxgwGDRrUuRU6jsQa0ZNIuxpMzseZKTc3l1WrVpGTk9Pk834DrE3k8sLDw5kwYQJjx47tVkN5Jc6InkSSfD2YBMUzh9vtZsWKFWzatAmA6hIfvhqDqBQzuJUcgepqjdR08yuWF6H4Mh0CxwVHawCGH4b+xRo65nx9EHxBZrPZmD9/fqddjElAFD2JtKmNyTk5syil2Lp1K//5z3+ora3FCCiO5gWI7m1Bt2jUeqDGrRMbaRDQFJv6+7EGIKPAQmSNfmwbDb36jk/2TZgwgSlTpnTJRZnEGtGTSLsaTM7HmUspRVZWFqtXr+bQoUNBz/kMKPJYCSiNZKevUcLPZrMxduxYJkyYQGRkZCceddMkzoieRJJ8PZgExTPPjh07+Pjjj6mpqUEZitIDbqLTnehWDbcbDh/SSMtQ6DqUhCjW9QW3LXgb4W4YmR88X5/FElwmPT2dyZMnk5GR0aH1kYAoehJpUxuTc3Jmqqqq4oMPPiAzMxOAmqMBLHYNR6iOYUC1WyM8RGFoii0ZfvJjDOLLNfoWWkkob5zsq2O32xk/fjyTJ0/u1Pn6JNaInkTa1WByPs58SikyMzNZsWIFxcXFQc9V+nV2VTpw6Iq+IV4ibEbQ85qmMXz4cCZOnEivXr0687CDSJwRPYkk+XowCYpnpurqaj7++GN27twJQMUhD/ZwC85IK4EA5B/S6JWssNmgxqb4oi+UhTTeTp+jMPYQOAMNK/GeOMxq+vTpXHDBBR02n5IERNGTSJvamJyTM5dSim3btvHJJ5/gdrtRSuGtVjjCzCSe2wvOY3m6Pb39ZCYHQIPwGo0hB1tO9sXHx3PFFVfQu3fvTqmLxBrRk0i7GkzOx9nDMAw2b97MqlWrqKmpCXrusNvK3ioHE2KqsTczJV///v258MILSUlJ6YSjDSZxRvQkkuTrwSQonrmUUnz11VesWLECwzAIeA3cFQFC48xueyXF4HJBSCj4dfg6VXEo6rjXBwxqduaiSioZaIQzISoNi2720DhxLtuUlBSuuuoqoqKiaG8SEEVPIm1qY3JOznzl5eUsX768/saS32NgsWtomobXD/Zj87sWRAfY0teP/9jf0ZUaA/IbJ/uOv5E0cuRIZs6c2eFtv8Qa0ZNIuxpMzsfZx+v1sn79etatW4ff769/3DiWSdBP0vcgLS2NadOmkZaW1oFHGUzijOhJJMnXg0lQPPMdOXKEjz76qGGi9GIfrmgrukXD4wavF8KPvfV74hVbk6H8y10Uv7gM95GK+u2ExkUwfeYljB04FDAvxpQyyMnJoaqqipiYGO677z6GDh3arscvAVH0JNKmNibn5OyRm5vLkiVLOHr0KIahUAGw2LSg+V2rnAZfDfJRe9y0e3HlZs++ujn76tQl+5xOJ3PmzGHo0KEdtmKixBrRk0i7GkzOx9mrqqqKzz//nG+++YZTSSP069ePGTNmdMowXokzoieRJF8PJkHx7GAYBl988QWfffYZhmHg9wQI+MARZk60V1EGEVFm2Q0HdvKf195h7gArv5xsZ3iChe1FAR5d62Vppp/x37+GWUlD2bNjJyuXL6O0rCERGBMVwY0338pDDz3UbsFSKVXfHT8kJKTDhgUL0R6kTW1MzsnZxe1288EHH7Br1y4AfB4Dm8NMzAUMsOjgtSg29/NxJOq4n3wKepfoDD5kxeVtup2PiYnh6quv7pCLMYk1oieRdjWYnA9RWlrKihUr2L179ym9fsSIEVx00UUdMiqpjsQZ0ZNIkq8Hk6B4dikoKOD999+noKAAZShqSvyExpvDdyvKweUy+Ntfn2JiQg3vX+dCPy74GEpx+T9rWVUWQsr1M8n807vMOSER+Nu1Xpbu9XP9DTfwyCOP0L9//66qqhBdQtrUxuScnH2UUuzZs4cPPviA2tpalFIoBbqu1U/5oIA9ffzsSzLn6aujGzAg30LfAgtWQ2s0hNdqtXLJJZcwevRoLCeuCCXEWULa1WByPkSd7Oxsli1bRmFhYf1jx8/76rcFALD6mo4fYWFhxMfHk5qayuTJkyXOiLOWJPl6MAmKZx+fz8fSpUv57rvvzL9rzbmTdItGZmYWb7zxChvuCOH8PtZGr91w0M/EF2twRIVwcYK3yUTgFf+sZUNRCPf+6D7OPfdcZs6c2akrJArRlaRNbUzOydmrsrKS5cuXs337dgCMgEK3aEEXXAVRAb7L8OM7IeQ4vDAs10pyadMXWBEREVx00UWMGjWqI6sgRLck7WowOR/ieIZhsGXLFlasWIHb7W70vCfUR22Ul7AjTqxeM8bs3LmTFf/5hKPllfXl0lJ688en/sRVV13VaccuRHfRnu1qx0y0IoSoZ7PZmDdvHrfccgsxMTHYXDqaBt6aAG53FQDDE5q+qKp73FNWwy8n24MSfAC6pvHQJDslZRXk5OTw7bff8uyzz1JQUHDKx+vxeFi4cCELFy7E4/Gc8naEEEJ0rvDwcObPn8+NN96Iy+VCt2gYAVWf4FMKepVZuHC7nejK4HjiscOm/n6+HuCj0mk02nZFRQVLlizhww8/pLq6+rSPVWKNEEKcGXRdZ+zYsfz3f/83559/fqNhsY5qG5F5IVT0qqVoQDnb927nnXfewVdbGVSupDCP+fPnc//997NmzRoCgcBpHZfEGXG2kp58nUzufJ3dPB4PH330UX0vi8zd+3njn6+dtCcfQOWD4YTZG88lUelRRPyukvnz5zN8+HA0zVxhcfTo0cyaNQuHw9HoNS2RSWpFTyJtamNyTgSY8yW988479UOoDEOZw3eVuQqioSm2p/nJjTeChu8CaApSjugMzbUGDeGt43K5mDdvHgMHDjzl45NYI3oSaVeDyfkQLTly5AhLly4lJyen0XNuh5c/Pf5HaivczB1o4aHJjob5yD/3sDSzIbGXntqHP/zf06fcs0/ijOhJpCefED2Uw+HgqquuYt68edjtdvoN7Et0ZAS/XevFOCHfbijFY194sUeFALC9qOm7WXWPh4WF1d85U0qxefNmXnnlFaqqqjqwRkIIIbqjmJgY7rrrLiZOnAgcm58voNA1s0efrjRGZtsYmWVFP6HjntIgN8HgsxFeCqMCnDhXeW1tLW+99RYfffQRFRUVCCGEEHXi4+O59dZbmT9/PiEhIUHP5e08iLfKTPAtuc7s5BBm1zi/j5UPrg9h7kAL6VEaX9zmYoSzkAULFrB48eIuqokQPZMk+YToZJqmMWrUKO644w5iY2O5eNYlLN3rN+fWO+in0qPYcND8e+leP+ddORtnfASPNpMI/O0XXiJiI0hJSzMfO3axppTi8OHD/OUvf2HHjh2dXU0hhBBdzGKxcPHFF3PNNdcQFhZmDt81gofvphZbOH+3DYe38etrHbBxoJ+vB/qodjQe+PHtt9/y1FNP8fnnnyMDQ4QQQtTRNI3hw4fzX//1X4wZM6b+8ZycHPwGPDTZ0eQ0RD+faCe7TLFsX4D7zrcyu7/Oj+/70WkP3RXibNJ4fKAQolMkJCRw9913M2zYMABWLl/GxBcbekRER0Zw9TWXMDRtKCGzdZa++g6X/7OWX046bnXdL7wszfTT54FL+Hygxvk5ihBf3dAqM3C63W7effdd9u3bx5w5c7Ba5WsvhBBnkyFDhpCens57773H/v37gYbVc5WCmCqdC7fb+ba/j9KIxsm6oiiD0nAvAw9ZSC+0oB83vlcpxerVqykoKODSSy8lPDy80+olhBCie3M6nVx++eUMGzaMJUuW1N8Qamo+8sW7fPz4P+bCHY+u9fLoWkgO08ivyuP+++/nvPPOo3fv3rIKrxAnIXPydTKZw0I0JTMzk3fffZc9e/ZQUV5JREQ4aelpBAI6ug4WC2zZu5Ply5dRU9yQCHQlRBB72yVETBgCgDUA5x6ElLK6YbvmPEp1F3ORkZHMnDmToUOHNnssMn+F6EmkTW1MzolojmEYLF++nK+++sr8+9jqu4YBum7O07cj1U9OQuN5+upEVmuM2W8lzN0wGKQu1tjtdmbMmMG4ceMaTbx+Iok1oieRdjWYnA9xKtxuN7/73e945JFHGs1HvniXjwXv1Daap++xtR4+3Bvci6+1c/VJnBE9SXu2q5Lk62QSFEVzysrKePfdd8nLy8PwK3xuA0eYBcMAvw/sDvAqg9XVOeQalVijwwkZmopmOWHUvYJ+RQZRG3KpqawiJCQUUNTU1BAWFkZaWhqzZs1iwoQJTV6ESUAUPYm0qY3JOREns3nzZj788EOUUgR8CosteHGNvJgA32X4MZqZ1MUSgIF5FvoWWtBV4zgyaNAgZsyYQVxcXLPHILFG9CTSrgaT8yFOVSAQIDE+lvPjqvjg+hB0TSNgKPr/uYoRCTpLrgsJGsZrKMXlb9XwdV6AzP8KY1exwWNrfXyU6efdd99tMdEncUb0JO3Zrsq4PSG6iaioKG699Vbeffdd9u7diyPMQu1RH65oG3YHeNzgcOrMCutLdrTi2z4QaKKnesWXu1jx4jLcRxp6/Fl18B+bqy8mKoLdu3eTk5PDvHnzcLlcnVRDIYQQ3cGYMWNwuVzHJjP34fcorI6GHuC9Sy2EejQ2DvDhsTd+fcACu1ID5MYbjD5gJbo6OBu4Z88e9uzZw+zZszn33HM7oUZCCCF6AovFwnPPv8iCBfO5/K0afjnZwdFaRXaZ4q35Tc/T98vJDia+WMPv13uZnmHlvWscXPUO/PT+/+aKK66QobtCnEAW3hCiG7HZbFx77bVcdNFFALiibdSU+FCGwuGEmmrzAiz9qMaMTIioDX59xYZdHHriHWZE17DhjhAqHwxnwx0hXNLfggY8Pt3OxIQa/vXOOyxZsoTnnnuOgoKCoG2EhIRQVFREUVFRoxWxhBBCnBkGDx7MbbfdhsvlwurQ8HnMO0GaBoaCqGqdSTvsRFQ3P+y22qVYP8THnt5+DK3xwJCPP/6Y999/n5qamkbPSawRQoiz01VXXcW7777Ht+XRTHyxhjlvmRc0Tc3Td/zjj671Mu2VGtKequb83hpZuYdYvnx5s/uROCPOVpLkE6Kb0XWdyZMnc+WVV2KxWAiJteGpDmD4FSGh4PWa/yLdGjMyNZLKzdepgEHxi8uYO8DK+9e5gpakf/+6EOYOtPLctz4WX+NkzkArny5fRmlpKc899xwff/wxbrc50a2macTHxxMfH3/SOZWEEEL0XElJSSxcuJCoqChsDh1frUHAp9A1CBjg8mlM3GUjrrz5WKB0yOwdYN2Qplfg3bJlC8888wxbt24NelxijRBCnL2uuuoqcg7mkZgQR/9oMyWxvajpFXTrHv/4Bhcb7ghhbJLOr1abS8L/85//5OjRo02+TuKMOFtJkk+IbmrkyJHceeedhIeH4wy3EvAaeCoDOBzmfOhVlWA1YFKWxqAiqNmZi/tIBb+cbG+yq/uDk+xklSnWHTR4aJKdkrIKcnJyUEqxceNGXnnlFaqqqrqmskIIIbpEQkICt99+OzExMdhcOkZA4XMrLLqZ6LMaGuP32kgtavknY3mY4vPhXg4k+lEEJ/tqa2v597//zfvvv09lZWVHVkcIIUQPYbfb+evf/s6+owZhdvjtWg/GCcsFGErx+Bce+kZpzOxn5fw+Vj64PoS5AyxYdcjJyeGFF14gLy+vi2ohRPcjST4hurFevXpx++23Ex8fjy3EgtWhUXvUj80OoWFQXmYm/Ebla6TvNS+cTtbV/XClqv//ykozqaeUoqCggL/+9a/s3r2be++9l3vvvRePx9PhdRRCCNG1wsPDWbhwIQkJCdicZqLPXWnUJ/p0pTEy20b/PAu0sFxbwAI70wJ8MbShV9/x12tbtmzhb3/7G9nZ2Xg8Hok1Qghxlrvqqqt47733cEXE8tHeAJe/VcOGg34qPYoNB/1c8c8aPtob4PcznVh0sxODrmk8NNmB34BN32yksrKSl19+maysrKBtS5wRZytJ8gnRzUVFRXH77beTnp6Oxa5jD9U5muVG0yAyCo6WgmFAuh4OnLyre1K4Vv//4eFhx1ZU1FBKUVtbyxtvvMFf//pX/vrXv+L3+zuljkIIIbpWeHg4t9xyC7GxsThCddCg5mhDog9gcJ6VkVlWmph+L0h5mGLtMC+HYgOcOEKqtraWV199lbVr10qsEUIIwVVXXcXhgkIeeeQRNh6NZOKLNUT8rpKJL9awvcjg3WtcXDXEFvSa+g4L1TXk5OTg9/t5/fXXyc7Ori/j9/slzoizkiT5hOgBnE4nN9xwQ32iL6K3ncLt1QBEx0BVBSQnpxETFcFv13qb6erupW+UxgUpOr/9wosrPgLXsFQ0jfpEH4BhGPWva26OCyGEEGee0NBQbrnlFqKjo3GG6RiGovJIoD7RpxSkFls4J9OKpen7SfX8VtjSz8+Wvj4CenBMUkqxevXqDqyJEEKInsRisfCb3/yG/IIiVq9ezR133AHA61c6GyX4ILhTQ910Q4ZhNEr0CXE2kiSfED2EzWYLSvTF9HeR9Xk5hl8REQXuWp1Jky9h6V4/V/yztomu7n7uGmvjynfcLM30E3v7JawdoLMvVtX3tDghN8gLL7zQqOu7EEKIM1dERAQ33ngjLpeLsFgLPo+ivMBM9BmGufJurzILE3bbsPlOvr1D8QZrh/koCzGCHlfHBZxNmzYF3WASQghxdrJYLEydOpW///3vJMTF8PgXzXde6B1uXsCEhYXVPxcIBHjjjTck0SfOapLkE6IHsdlsXH/99fTu3RubU6f3OWHs/7SMgNcgMgoG9B/KzJnXsr4oJKir+7J9ARTw0Covq8pC6PPANURMGILSYFMKfJmq8OugaeZFXB2v18urr77KypUrgy7IhBBCnLliY2O57rrrsFgsxPSxUl0coCw/gMUCygCfH6KqdSbusuFqxTRHVS7FuqE+MpMahksdv9LhsmXLeOONN+pXeRdCCHF2s1gs/OVvf2dpZoArTpinb94/a/lor59eYRqxURGkpaUFdVSoG7q7f//+rquAEF3I2tUHIIRoG7vdzo033sjLL79MUVERfc4LZ+/HR+k/K5rwSJ1hw4YQFzMYqyObqqoq3PEh7EoAT1U11uhwQoamolmC8/u5MVAWorggCxzexvtct24d5eXlzJs3D4ul6YU9hBBCnDlSU1O5/PLL+fe//03ycDuZa4/NBZtkQQXA64NwdC7YaeerQT4qQ1q+EaR02JMSoDRcMfqAFe24WKOU4sCBAzz//PPMnz+fpKSkDq6dEEKI7m7BggX87Gc/4//+8CQfZdbUP947XGNsks6mwwZXX3MJuq5T7dfYU21nTIQHpQyysrJYtGhRFx69EF1HevIJ0QO5XC5uuukmoqKicEVZSZkYwZ6lpfjcBhGR0CtZw13Vj6FDR3Bur37Mc2XQ6/wRhI5Ib5Tgq1PhhBUD4WBkw4WaOtarTynF9u3befHFFykrK+uEGgohhOhqI0eOZMKECQBkTHCQ+52X8sMBrBaz53e1W8Pp05i4y0ZMhXaSrZmORBmsHealPLSh23jd4k8lJSW8+OKLbNu2rUPqI4QQomd54oknePOf75CYEFf/WF6lIrs2jKuvuYbojBGsKwlhdUkYB2sdfPjtfp7501O88sorLFmypP4177//fhccvRBdQ5J8QvRQ4eHh3HTTTYSEhBCWYKPPuWHsfr8EX22A8AhITjHYvlnH44YIj8b0TIipbnmbfgtsTG34W9PBCDRcgOXn5/P3v/+dffv2dWzlhBBCdAszZsygX79+WKwaAyc52L/eTVVxAJsVLLqiolrDFtA4f4+NxKOt+1npdsCXg4In9Ksbvuv3+1m8eDEffvghtbW17V4fIYQQPcvVV19NXn4Bq1ev5o9//CN33XUX9/7oPoYMGUqSM8CYqFoirQHKDmxl00evMTGhhg13hFDwk4a5+m688UYWL17chbUQovNoSiba6lQVFRVERkZSXl5OREREVx+OOAMcOnSIV155Bb/fT+GOGgq3VTN0XixWp055GezdqTNslEFIKAQ0WJ+uOBzZ/PaUofAdKSepAqZURWLVdAIBzLmYlKq/EBs/fjzTp0/Hbrd3TkWFaIK0qY3JORHtrba2ln/84x8cPXqU8sMBMte5GTrDRUiUTmUNuL068VEGBorvMvzkxZ18EQ1lKLxF5SSX6IyvisWi6cdWem8oExoayjXXXENqamrzGxKiE0i7GkzOh+hKZWVlvPPOOxw+fLj+2iQQMHj6T09zYWI171/nQtc0DKXILVcYSvGjT9xsd/dif1aOTD0kuqX2bFelJ58QPVyfPn1YsGABmqaROCyEyBQHuz4oxe8xF+PoN0jx3bc6JUc0LAomZWkMKgKaSe9ruoY9MYqSAVGsGajhtiosFggEgidK//rrr3n11VepqalpekNCCCHOCC6Xi2uvvRabzUZkkoXkoXZ2r3bjrVWEhwCa4nCJBR2N0QdspBad/Oelpms4ekVRMiyCDUP9uG3mSu91t56VUlRXV/Pqq6+yYcMGWfxJCCEEAFFRUdx2220MHDjw2GgjyM3NoaK8nF9OtqMfu17RNY30KJ2MaAu/nOwg52AeK1as6OKjF6LjSZJPiDPAoEGDmDVrFgBpF0TgjLCw+8NSAj5FTKxi4BDF7u0aBXkaGjAqX2PsIdBOcs1UGgorB0KZ00z0GYaZ7AOzF0ZeXh5///vfyc/P79gKCiGE6FKJiYnMmzcPgOShNsLjdfaucWMEFPGRCrcXDhZZ0YCR2TZSjrT+J2ZZuGLtMC+lYUZ9oq/uplIgEGD58uUsWbIEv99/ki0JIYQ4G9hsNq699lrGjBmDpkFlZRUAwxOa7qVX9/jixYsllogzniT5hDhDnHfeeYwfPx6AfjOiANjzUSmGXxEbr+g/WJG5W2P/HnNIVP8SjUkHwBoI3o7yBSh8eTmFLy9H+QLU2GHVAMiLUOi6OWzX7zN7YShDUVFRwSuvvEJWVlYn11gIIURnGjp0KJMmTQIg43wHhoIDX3oA6JsU4GilxsEiKwAjs2z0Lm7+Z6bhC3DwhVUcfGEVhi+Axw5fDvaRFxsIGrILZq++rVu38uqrr1JVVdUxlRNCCNGj6LrOZZddxpgxYwgPN+ff217UcGHjDSh+ttzNz5a72XzYTOx5vV6WLVvWJccrRGexdvUBnLWqq81syYksFnA6g8s1R9fB5Tq1sjU1DWNiTqRpEBJyamVra83uXs0JDT21sm53Qxey0y0bEtIw6Y/HAy3dzWlLWZfLPM8AXi/4fO1T1uls+KycpOysGTMoLy9nz549DLkkkr2Li8hZWsSAWVH0idWwZGhkZepQrcgYoZFUaWHqPsWGtAAG5jkz3F5ql2wwdz1vIrrTjtdmZX1fnZH5isEFBi4VwFMJDod58aW8Xt5+8UVmzJjBORMmoNXN0+f3m+etOXY72Gzm/wcC5nvXHJvNLN/WsoZhftbao6zValYazO9ES0OV21K2Ld97aSOaLisakzgjcaYD4sy0Cy/k8OHD7N+/nyGTrOz+pIqSbQF6DbIxKtnLt3sd2H0GfeL9jMm04LNAUbSBxR/A5m84ZwG3j8r3vgLAMf88jHAXAYvO5gw/NbYAQ3PNcnXz9ClDUbB/Py//5S8suOEGeqWkmAUkzrSurMSZBhJn2o/EGYkzHRBngsr6fGb5ZmgOB3PnzqW2tpZPlizm95/V8M4CHV3T8HkVf91gvjazUCfaFU5qahrffvst/dLSGJKR0fwxHB87JM60rqzEmQZdHWeU6FTl5eUKUOXmR6jxv9mzg18QEtJ0OVBqypTgsnFxzZcdNy64bFpa82WHDg0uO3Ro82XT0oLLjhvXfNm4uOCyU6Y0XzYkJLjs7NnNlz3xY7xgQctlq6oayt56a8tli4oayt5zT8tls7Iayv70py2X3b69oeyiRS2X/frrhrJPPNFy2dWrlcfjUc8995xaepJz9j/jblIPPfSwevjhh9VbC65osex9P1ughi5ZpIYuWaR+9/2Wz++3//Vfyu/3m8f70UctH+8zzzTUbfXqlss+8URD2a+/brnsokUNZbdvb7nsT3/aUDYrq+Wy99zTULaoqOWyt97aULaqquWyCxYEf4ZbKitthPnvWBtR36aWlythkjhzHIkzpnaOM7W1terPf/7zSePMGzfcoH79yCI1452H1MP3z2mx7M8fnKfGffygGvfxg+rnD85rsewH8+erLVu2mMcrccYkcaZBB7QREmuCSZw5jsQZUzvHmXrPPNNy2Y8+UkopFQgE1DsnOb8/Txyv7rz21+rhhx9WH9x8c8vbfemlhmOQOGOSONOgm8cZGa4rxBnGbrdz/fXX4zr+LkYT3LUaW7+14HaDs4WbaScqOMliP7m5ubz44ouUlJS0fqNCCCF6DKfTybXXXovV2vKAkIpqDYvSGJdpw9aOUyAF/H6WLFnCBx98QKClni5CCCHOCrqus2DBghbLhNt6c2hHgNpKhbulHnRC9HCaUkp19UGcTeqXRs7Pb3ppZOm62nRZ6d7e5rLFhw/z2gsvUFtbS1m2m73Ly0gaGUrK+eEA7Nxro6DQht2hGDncS0RIAI9Fsa6Xlw33/gGAQS//pH64bsBiHq8lYGD3+UmohPOzNawKamvA6TJPlV/TUTYrDoeDG665htTExOaPV7q3m6R7e4M2thHtudz8mULijMSZNpc9xTizf/du3nn9dZRS5GzyUHnEYOh0J7pVI7fISmaRk7FDfIS5FBUOH9/0d2Mc203A7eO7G/4EwKg3f1Q/XBfMOGPzmechulLjnH02bAGNQODYvLC6jmGxoGkafVNSmD93LqHNDXeROGOSONPgFNoIiTXBJM5InGlz2Q4arovDYbaFx5X97rvvePbZZyktLeWjpUsBmDbwRxiWEAxNJyJeY/iFOjbD4KabbiKlbvqH48lw3baXlTjToIvjjCT5Opn8SBCd6eDBg7z66qv4/X4Kt1eTtaaC1AvCSR4ThlKwa5tOyREdq1UxbHSAiEio9Xn5398+BsDgfz6I7rQ3u/34SpiUpWEzoLrqWJy1geFX6FYNi8XCnDlzGDNmTGdVWZxlpE1tTM6J6EwbNmxg+fLlKKXY+5kH3QoDJpk/3Hfm2DlaqXPuIDd2GxyKDbAlww8aBNxeNl9l3lAas/gnWFqINeE1GuftseH0afgDYD127WcEFLpFIzo6mptuuomYmJgOr684O0m7GkzOh+juCgsLefPNN/nxj38MwN0Lf0H+Th33sbWb+o+3EJ9uITY2lnvvvbd+RXchukp7tqsyXFeIM1hKSgrz589H0zQSh4fS+9wwctdVUrSjBk2DwcMNoqIN/H6NbZssFB/RsLQh7X8kHNb0V/h0CA0zb4C4a0G3ahgBRSAQ4IMPPmDdunUdV0khhBBd5vzzz+ecc85B0zT6X+CgtkxxaKvZ62JwihenXbEty4FS0KfEQr+CJibpP4nKEMWGwT5q7QqrBY518kO3aPi9iqNHj/LCCy9w6NCh9qyaEEKIHioxMZHbb7+9/u/oZJ3Rl9jod66F8FgNR6iZ1CsrK8PfUs9GIXogSfIJcYYbPHgws2fPBiDlvHDih7o4sKackv216DoMHWUQHqEwDI3d23SKChruZA0uBE6S9DsaAp/3MxN9EZFmr/PKcvPiywiYL165ciWffPIJ0nFYCCHOLJqmcemll9K3b18sNo1B0xwUZvopyfaj6zAyw4PXp7H3kDmUafBBK4lH2/7zs9qlWD/ES7VDYbOC99g1mdWu4fMY1NTU8Oqrr5KZmdme1RNCCNFDHT9vbEZGBpqukdDXwvDpNiLizTh0+eWXY6sbaivEGUKG63Yy6d4uusqqVatYu3YtylDs+fgo5bkeBs2NISrVgc8HW7+1UFOtoVSAiJgikvso4uLiyI7T+DYF1El6scdUw9T9GlYDiovMqRaiY0EZCjTzQnDUqFFcfvnl6LrcXxDtQ9rUxuSciK5QW1vLiy++SHFxMVXFAXZ96mbwNCfhCRZqPBrf7HGSkeSjT7wfv65YN8hLUekRAJwpcWh664ZKOT0wYbedUI+G1wc2qzlVjrfWwO7S0XWdefPmMWLEiI6srjjLSLsaTM6H6AkMw2DXrl0ADBkyhPz8fL7++msyMzMxDINJkyYxefLkLj5KIUwyJ18PJkFRdBWlFB988AFbtmwh4FPs/HcJtaV+hlwRQ3iSHa8Xtn5jobbWvNBK6mPQb6CBpsHhcMWGdPCfZJRVYoU5R59FQf5BDbsD4hKU2YNPgaZr9O/fnwULFuCom8RViNMgbWpjck5EVyktLeX555+ntraWkhw/WV97GH6JC2e4Tnm1zua9dkb08xIbYeC2Kb4Y6sV9CqHg+ESfxwc2iznXtrfGwB5i3kSaM2cO48aNa+cairOVtKvB5HyInk4pJfPwiW5F5uQTQrSZpmnMnTuX/v37m0Oq5kRjc+ns/rCU6iM+7HYYMTaAw2nm/Q8f0tn5nY4RgKRKjWn7wNXC4lYAhRHwZZr5+uQURXkZFORrZhDVzEnS9+3bx0svvURFRUUH11gIIURniomJ4dprr0XXdWLTrPQaZGP3ajc+jyIy1GBYXx/bDtipqtVw+jTG77VhO4WpkNwO2DDYHLrrsJlz9AUMsIfoeKrNFeyWLl3K+vXr27mGQgghzgSS4BNnMknyCXEWsVgsLFiwgMTEROyhFgZfbq5EuOv9UmpL/TicMHSkh5xDn3Ig51OKjxhs3WTB64XoWo3pmRDZworsAHlRsDXJTPRlDFAcKdA4fMhM9OkWDb/HoLCwkBdeeIHCwsIOrrEQQojOlJaWxmWXXQZAn5F2XBE6e9e4MQKK+KgA/Xv72bLPTnWtn28//ozAM+vAE2jzfoISfXbw+c2Vdx2hOu4qM9G3YsUKPvvsM5kPVgghzkJer5eHH36Yhx9+GK/3JD0VhDiDSJJPiLOMw+HgxhtvJCIiAle0lQGXRBPwGux8vwR3uR+7w2Bf1mqyclejlEFlhcaWjRZqqiHEp3FRpkbiSTrh7U6AAzEKTYNBww0O5mjkHTTvmFnsGt7qABUVFbz44otkZ2d3fKWFEEJ0mtGjRzN+/HgA+l/gwFur2LfOg1KKPvF+esUYbM6089lnn/H18s8ZtVdDO4U8nNsBXw72UmNXOO2qPtHnDNNxV5qJvjVr1rB69WpJ9AkhxFnG5/PxyCOP8Mgjj+Dz+br6cIToNGd0km/jxo3Mnj2b6OhoQkNDGT9+PG+++WarX79mzRo0TWv235dfftmBRy9ExwkPD+e6667DZrMRleog/cIIfNUGO5eU4qlsGDtltZkXRR63xnffWCg/CjYDLjygMeAIza+8q8HmPnDUqbDbYfBwgwOZZqJP0zTsoRZqSn14vV7eeOMN9uzZ0/GVFkII0WlmzpxJamoqFpvGgMkOjh4KkPOt2ZOif28f4S6jvmxiuYURWdaTrubelNpjiT63TeFyKNzeY4m+cJ3aCnMfa9eu5dNPP5VEnxBCCCHOeNaTF+mZ1qxZw6xZs7Db7Vx33XVERkayePFibrzxRrKzs3nooYdava0pU6YwderURo/36dOnHY9YiM6VlJTE/Pnz+ec//0ni8FBqSv0Ubq1h94dH68sMGxVgz3aFz6fh92ts22yh/yCDXr0VY/I0omoVm/pAoInbBQEd1mXAzN0QEQl9UuHAXh0Ng+QUhSvKSmWhl/BEePvtt7nqqqsYPnx4J54BIYQQHcVisTB//nyeffZZiK0l7Rw72Ru92EN0kofaGJTaMHRKKUgttuC3KHamBqCNUyXVOOHLQT4m7rIR5oKjlTrhIQauCJ3acgNXpM66detQSjFjxgyZi0kIIYQQZ6wzMsnn9/u588470TSNzz//nDFjxgCwaNEiJkyYwKJFi7j66qsZMGBAq7Y3depUHn744Q48YiG6xqBBg5gxYwYrV64kfVIE7qN+SnKr658PDYMRYwJs3WzB79NQSiNzt05NjaJvf4O+pRqRtYr1faHG3nj7NXbY0lsx/qBGej+D0mIL+/fq6BaDXskQFm+jLNdNVKqTxYsXEwgEGDVqVCeeASGEEB0lIiKCK6+8kjfffJNeg2yUHw6Qu8mLPUQjIrmh3J5cOyMHQEahFZ8VMnu3fY6+qhDFxoE+Juy2ER1ucLjEQkJUAFekTvXRAKHRFtavX49SiosvvlgSfUIIIYQ4I52Rw3VXrVrF/v37ueGGG+oTfGAOUfz1r3+N3+/npZde6sIjFKL7mDhxIqNHj0bTNQZcEo0zqiH3760OEBpuJvpstrphThp5uTrbNut4vRBTqzFzD/Qua3r72TGQF2HOz5fezwA0MnfpHCnU0HSN8CQHpQfcKKVYsmQJW7Zs6eAaCyGE6CwDBgxg4sSJAGRMcGAP0di/3kNFYUMir7TSwt6DNgAG5VnJOGw5pX0dDVd819ecciIpNsC+PBsBA0KjLVQVm/vbsGEDK1askKG7QgghhDgjnZFJvjVr1gDmfDAnqnvss88+a/X2MjMz+dOf/sTvfvc73nrrLYqLi9vlOIXoDjRNY86cOaSmpmJ16Ay8JKr+ud0fluKtDhB2LNFntTZcFJUf1dmy0UJFOdgDGhdka4zLBeuJHTA02JoMBhAbrwgNU4DGnh06pSUaFptGeLKd4j01ALz//vts3bq1w+sthBCic1x00UUkJydjc2j0v8CBUpD5hbv++eF9PeQVW9mXZyb6hh60kl5waj9R8+IMcuPNQJSS4Gf7ATuGgrA4S31iccOGDaxcuVISfUIIIYQ445yRSb7MzEyAJofjRkdHExcXV1+mNd58803++7//mwcffJAbbriB1NRUnnzyyVa91uPxUFFREfRPiO7GarVyzTXXEBUVhTOyoSefuzzAzn+XNPToGxvAZm+4KPK4NbZ+a+FgtoZSkFGqMWs39CkjaAL1SiccjjAfiIkz/6uUxq6tOhXlYHPqhCXZKdplJvqWLFnCjh07OrzeQpwJJM6I7q5ufj673U5EooWkwVYCxy10GBFqMDjNS06hlazDZgwanmsjtejUfqbuSvFTa1OEOM1/O7PtKAURiRZKD5o9/davXy+LcQjRShJnhBCi5zgjk3zl5eUAREZGNvl8REREfZmWxMfH8+STT7Jr1y6qq6vJy8vj9ddfJyYmhgceeIC///3vJ93G448/TmRkZP2/lJSUtlVGiE4SGhrKDTfcQGhoKHfddRdXz7wFCxbcZQF2Lgnu0dcwdNdM1mXvt7BtkwV3LYT6NCZma1x4AGIbpvfjSJj53+jYhhUVDUNj53cWamvAGWElJMZK0a4alFIsXry4Tcl4Ic5WEmdETxATE8OsWbMASBllJzTCxoQ+NzFj5C1YdAtJMQFSEvwcOGwju8BM9I3MPrVEnzmvn5nMS47zU3i0YThwdB8LRfvMDOO6devqR38IIZoncUb0RE6nk6+//pqvv/4ap9PZ1YcjRKfR1Bl4C3PmzJmsWLGCzMxM+vfv3+j5fv36cejQITwezyltf/v27ZxzzjlER0eTn5+Prjf/A9Tj8QTtp6KigpSUFMrLy4mIiDil/QvRkQ4cOMAbb7yBYRjkfVPFwS8rAXBEWhh6ZSyOMAvVVbB9swWvN3jicl1XpKQb9ElT1H0typyK4lBILwWr0igu0ti1LXi+JadLMfrcADYblOyrxQhA/CAXVquVG2+8kfT09M6ouuiBKioqiIyMPKvbVIkzoqdQSvH6669z4MAByg4H2P2pOWS31yAr6eeaw3g3ZTooq9IZ0NtHaqKZqPsu3cfBBKOlTTdiCcDFm+1YDY1v9jgor9YZ2MdHSoIfw684vNtH7+HmilEzZszgggsuaN/KijPK2R5rJM4IIUTHas84c0b25Kvrwddcb726E3iqhg8fznnnnUdhYSH79u1rsazD4SAiIiLonxDdWUZGBnPnzgWg97gwEoa5APCUB9i1pARvVcBcdfeEobtg9szLOWDh2y8tHM7TMAyIcmv0L9GwKg2PG3KyGjc77lqNnVstGAbE9nfhKfdTmuXG7/fz1ltvcfjw4Y6vuBA9lMQZ0VNomsbcuXOxWCxEJVmITDJv+BTs8XMky4+mmfPz2a2QmWcjt7ChR19aYdt+sgYsUBBtJgYTowOAxt5DNorLdXSrRnQfKwe3eAFYuXIl33zzTftVVIgzjMQZIYToOc7IJF/dXHxNDfU7evQoxcXFTc7X1xZxcXEA1NTUnNZ2hOhuvF4vK1euJD8/H7/fT98pkUSlOQBwlwXY8V4Jngo/IaEwcmwAh6NxZ2B3rca+3Ra++sLC7u06+Qc19uzU2bjeQk2V1qg8QEWZRuZus0nqfW4YR3bXUH7Ig9fr5Y033qCkpKTjKi2EEKJTREdHc+655+L3+ynkG7LKvsZQAbK+9FBTZuCwwbB0s8dQZp6N3CIrGjAip+1Dd/OPTQ/RK8aPzWIu+rQrx4HHByFROlaHRt52M9G3dOlSdu7c2Z5VFUII0YW8Xi9PPvkkTz75JF6vt6sPR4hOc0Ym+aZMmQLA8uXLGz1X91hdmVPh9/vZtGkTmqaRmpp6ytsRojvy+Xw88MADPPfccwwbNgxN1xhwSRQhcWaPCk9lgJ3vl9Yn+kaMDWBvItEH4PdpHCnU2b/XQtFhHaWaTvDVKTqsk39IQ9M0+k+PInttBdVFPqqrq3n99deprq5u8fVCCCG6vylTpuByuVizdiV7ij/DUAGMAOz93E3Ap4iJMOjbyw9oZB6ykXNcj76+BZaWN36cokiD8hADmxUyks15+Lx+jZ3Z5o2rXoOsFGf5KdxrPrd48WJycnLat7JCCCG6RN01zQMPPIDP5zv5C4Q4Q5yRSb7p06eTkZHBm2++yZYtW+ofr6ys5P/9v/+H1Wpl4cKF9Y8XFxeze/duiouLg7azYcOGRquu+f1+fvazn5GTk8OsWbOIiYnpyKoI0aVmz55NRkYGFpvO4Lkx2EPNJsNTHmDH4hLc5X5cITDynAAOZ/tM73lgr055GVjsOhnTItn9USm1ZX7Kysp44403TnkuTSGEEN2D0+nkoosuqv/bEWreAHJXKLK+Nntb9E3yERVqDrPdl9eQ6BuWa2390F0NdqSa8/r1jvMTGRoAoLTSwpEyC5qu0WeknayNXkoP+gkEArzzzjscPXq0nWoqhBBCCNG5zsgkn9Vq5fnnn8cwDCZPnsz3vvc9fvrTnzJq1Ch27NjBww8/zMCBA+vLP/PMMwwZMoRnnnkmaDvXX389GRkZ3HjjjTzwwAN873vfY/jw4Tz11FOkpqby7LPPdnbVhOhUFouFq6++mvj4eOxhFgbNiUE3r7PwVhnsXFJqJvpcx4butkOiTymNPTss+H0Q3stO8thQ9nxYiq8mwOHDh3n33XcxjLZNwC6EEKJ7GT58eP3/9z3XUf//xVl+jhzwoWkwNN2LRTeH2e7Ls5F1bNXdETk2+h1uXY++0gjFwbiAub00L7pmxqn9+eZquzGpFlwRGvu+8FBVEqCmpoY333xTbigJIYQQokc6I5N8ANOmTeOLL75g0qRJvPPOO/z1r38lNjaW119/nV/+8pet2sbdd99Neno6a9as4emnn+aNN97A4XDwy1/+ki1btpCWltbBtRCi6zmdTm644QZCQkIITbCRcVFU/XPeSrNHX22ZH+exRJ/TdfqJPo9bY/cOs3nqNSoUq0tn90dHCfgV+/bt45NPPmnUy1YIIUTPoWkN0zdE9LKQNMRa/3f2Ri/uSgOXQ9UPswWNA/k2so8l+oYcbH2Pvh2pfmptihCnIj3J3F61W6eozIKmaaSMtmMEYM8aD55qg+Li4ianfBFCCCGE6O40JVfKnao9l0YWoiNUV1cTFhYGQFVVFaGhoQBkZ2fz2muvYRgG2WsrKPiuYX48W6jO0HmxuKKteNywbZOF2tqW599rjYFDAiQmK2rL/Gx98wjRfZ0MuCQKTdOYNWsW559//mnvQ/Rs0qY2JudE9ATHx5qHHnoIq9XG9o/d1JSZPbUje+kMmeFCKfhql5Nqd0NCr2+Sl4wkcxjurhQ/+5MCJ91f4lGdczNtGAq+Pra9EIfB+UPdaBrsXFFLRaFBRKLOkBlONE1j/vz5QT0OxdlL2tVgcj5ET9DcNY0Q3VF7tqtnbE8+IUT7Sk9PZ+bMmQCkXRBOeJKt/jlftcHOf5dQU+LD4TTn6AsJPf37B/szdTwecEVZSRoTRul+NzlfVALmIjr79u077X0IIYToWgMGDEDXNQZc6KifEqK8wKA014+mwaAUL9AQU7IOB/foS2nFqruFUQYFUQF0rWERjhqPzqEj5nb6nudAt0BFoUHedvP5ZcuWyYqMQgghhOhRJMknhGi18ePHM3z48GMr7kZjczU0Ib4ac46+6mIfdoc5dDc0/PQSfQG/RlamuY/e48KwuXQKvqvmyO4alFL861//oqSk5LT2IYQQomvNmTOHiIgIXBE6fcc3zM+X862XgF8RHW6QGH18bz2N/fn2+jn6RmXbTj50V4PdKeY2EqIChDjNHoMHDttwezVcETpp59gByNvmw11pUF1dzdq1a9uvokIIIYQQHUySfEKIIE6nk9WrV7N69WqcTmfQc5qmcdlll5kLcYRa6HdxFBw3Ktdfa/boqyr0YrObib6IyNNL9B0p1KgoB4tNI/kcs5v9gVXlVOR58Hq9vPPOOzJBuhBC9DDHx5qYmBjmz5+PpmnEZ1iJTTMX1fBUK/KP9aob2MeL3RocTw7k28g9turu8BwbySUt/6ytcikKosxEX3KsOdzXH9DYmWMm9xIH2ojspaMMM8EIsH79eoqLi9up1kIIITpLS9c0QpzJJMknhAhisViYOnUqU6dOxWJpvHqh3W7n6quvxmazEZXqoPe4sKDnAx7FriWlVOR5sFphxJgAMXGnsxquRs4Bs6lKHBGKLdS8AMv8Txne6gBFRUV8+OGHshCHEEL0ICfGmtTUVCZPngyYQ2ftIeYdpPydPqpLA9htMCTNw/HDdkEjM8/GwSIrGjBmv43k4pZ/2h46Fo8SogL12zpaaeFgkZkszJjgwGKHo4cCHD3kxzAMli1bJjFGCCF6mJNd0whxppIknxCizeLj45kzZw4Afc4NI6K3Pej5gE+x+8NSSrPc6BYYOtIgqfepJ/rKSnXKy0C3aCQOCwHM4cF7PzmKMhQ7duzgu+++O+XtCyGE6HpTpkyhd+/eWO0aaWPNuKIM2LfOgxFQxEUapCX6T3iVxt5DNvKLLWjA6CwrCWXN/7w9EmnGIpdDYT3umm9fvo1qt4YjVCd1jLnv7G+8GAHF/v372bp1a3tWVQghhBCiQ0iSTwgRxOfz8Ze//IW//OUv+Hy+ZsuNGjWK0aNHo+ka/WdGYQsJbk4MP+z9+CiFO2rQNOg/2CBjYEPPibbKP2huP2FYSP0Q4aoCHwe/Mhfi+Pjjj2VIlRBC9BBNxRpd15k7dy6aphGbbiU8wWz3a8sV2RvN4bP9kn1Eh524mq7Grlw7BaUWdKUxLtNKr9Kmf+IazfzyNQyNXXXDdgfYCE/Q8VQpDm01j+2TTz6hoqLiNGsthBCis7T2mkaIM40k+YQQQbxeLz/84Q/54Q9/eNJVBWfPnl0/P1//mVFB8/MBoCBrdTm5G8wLo94piuGjDazWtif6So5o+HxgD7UQkdzQczB/UzXlhzz4fD4WL15MIHDixZ8QQojuprlY06tXL8aOHQtAxnkOtGO/VIv2+Sna70PTYHhfD077ib3Dzbn16hJ9Y/ZbiSs/MShRP2+fPwCBEzZRXm0h79hqu+nj7KCZw4UrjwTweDx88MEHMmxXCCF6iLZc0whxJpEknxDilNlstvr5+SL7OEg5L7zJcvnfVrP3k6MEfIroWMXocwOEhLbtQkkpjZIj5gVbTL/jJs9VsG9FGT63weHDh/niiy9OuT5CCCG63vTp0wkNDcUVqZM0xFb/eNbXXqpKzPn5RmZ40LXgOKKUxo5sO0fKLFiUxvg9dnofN0efJQBDDppJvOwCG0o1TgLuP2zD54fQGAvxGVZQsH+Dp37Y7jfffNNBtRZCCCGEOH2S5BNCnJb4+Hguv/xyAHqPCyO6r6PJcqX73ex4txh3hR9XCIw+N0BCUtvm6TtaYl6QhSbYgh73VRtkf1YOwNq1ayksLGxrNYQQQnQTLpeLmTNnAtBnpA1nhNn2qwDs/cyDt1YRHqIYlOKl8RQQGtuz7BwusaADo7KspBTpoCCmUsPp03B7NXKPLbRxIp9fI7vAjDG9R9hAA3eFInez2Qtk+fLllJSUdES1hRBCCCFOmyT5hBCnbfjw4Zx//vkA9L84Cmd00xdPNSV+tr9TQlmuB4sFBg01GDw8gM3Wul59NdXmhZ4rpvH2SzLdlGa5CQQCstquEEL0cCNGjKBfv37oFo1+5zvqp4Pw1ij2rXOjlCI5LkDvuBMX4gBDmUN3i46aQ3dHZdu4YKeNoblm7Cir0pvsxVfn0BErXh84w3Ti0s3VOQp2+yk/HMDv97NkyRKJMUIIIYToliTJJ4RoFzNmzCAtLQ2LXWfQnGgs9qYvoPxug90flJK7oRJlKOITFeecX9err3UXTSrQdLms1eUEvAZ5eXls27btVKsihBCii2maxmWXXYbdbic8wUKvgQ03dyoKDA5uNidRH9DHR4ijqV7hZo++zEM2AgZEV+uEu82fvWVVLf/8NZTGwSNmb75egxp6ju/f4CHgUxw6dIivv/76NGsohBBCCNH+JMknhGgXFouFq6++moiICFxRVvpdHNVi+fxvq9j2TjHVxT5sdrNX34ixASKimkv0KeISzAs5X03Tw3x9NQZ531YBsGLFCplkVwgherDIyEguvvhiAFLG2HGENtw8yt/po+xwAIsOw9K9aE3cJFJo5BbZ2LjbycEiK2VVOsXlOodLm+5tfry8YiuGAWFxFkJjzJ/L3pqGYbsrV66ktLS0PaophBBCCNFuJMknhGg3oaGhXHvttVgsFmL6Oul9bliL5WuK/Wx/p5jc9RUYfkVUNIw6J8DocX6S+xhExRjExhmk9jUYOz5AWoZ5EVeyz93sNg9vrsZd7qeqqooNGza0a/2EEEJ0rnPOOcfsJW7VSBtnD3ruwAYPPo8iItQgNbHxsN061W6dvYfsfLvXyXf7nRhG80N16/j8GkVl5lDduIyGpGDh3oZhu6tWrTrFWgkhhBBCdAxJ8gkhgjgcDj766CM++ugjHI6mF9FoSXJyMnPmzAEg5bxwIlPsLZZXBuRvqmbLG0co3FaNEVCER0K/QQYjxhgMHWWQlmEQGg5+j0HuhkryvqlqcXsHN1QCsH79etzu5hOCQgghukZrY42macyePRtd14lJsRKZZKl/zlujyPnGA0BGko9QZ9sWczqZgmM9/uLSrfVzAgLkfOtBKcWOHTvIyclp130KIYRoH6d7TSNETyVJPiFEEKvVypw5c5gzZw5W68mHNDVlzJgxnHPOOQD0uzgKW+jJmxpvZYCszyrY/HIR2Z+XU5HnofqIj6oiL0d215D1WTmbXy0i/9uqk07dV7LPTU2JD6/Xy7fffntKdRBCCNFx2hJrEhISGDdunPn//YPLFmcFOJrnR9dhWF8PmtZ+C2KUVuh4fWBzakQlNyQXa8oURfvMnoMrVqyQRTiEEKIbao9rGiF6IknyCSE6xKxZs0hMTMQeYmHAzKigXhAt8dUaFGytYee/S9n2djHb3ylh/8pyCrfVEPC0/kLq8OZqwOzN5/c3P4xLCCFE9zdmzBgAovtYsNiCnzuwwYPPrQh3Kfr39rXbPhVafW++hH7BF4iHvvMR8Cvy8vLYs2dPu+1TCCGEEOJ0SJJPCBHE5/Px8ssv8/LLL+PznfrFks1m4+qrr8ZmsxHR20Hy2NB2PMqTO7KnFk9lgJqaGnbv3t2p+xZCCNGytsaaxMRE4uPj0S0acX2DE24+t7nyLUBqgp/E6Pa7sZNfYu4rOsWCM6LhbpXPrSjYbR73F198Ib35hBCim2mvaxohehpJ8gkhgni9Xm677TZuu+22016dNjY2ltmzZwPm/HxhvWwneUU7UnBkVw0Amzdv7rz9CiGEOKm2xhpN0+qngeg12IZ2wi/YsrwAedvN7QxJ9bbb/HzVbp2iMguaptF7RPAcswW7fRjHevPt27evXfYnhBCifbTnNY0QPYkk+YQQHWrUqFGMGDECTdcYMCsaq7OV43bbQfGeWgCys7PxeDydtl8hhBDtb9SoUYSEhOCK0OkzsvFNo4Pf+Sg/HMBigZEZHqyW9uldl33Y3Fdc+om9+aBgr9lrcO3atdKbTwghhBBdTpJ8QogOpWkac+bMITY2Fke4hf4zo1s9P9/pcpcHqD3qxzAMsrKyOmenQgghOoTT6WTu3LkAJA+zEZF4ws9YBZlfuPFUGYQ4FUPTvJx0paZWqKzVOXKsN1/KqODefId3+TACioMHD5Kbm3va+xJCCCGEOB2S5BNCdDiHw8HVV1+N1WolKtVBn/Fhnbbvynyze/6hQ4c6bZ9CCCE6xpAhQxg1ahSapjFgshN7SPBdI78H9nzuwTAU8VEB4qMC7bLf/flmb76Y1BN689Uqjuw3e/OtW7euXfYlhBBCCHGqJMknhOgUiYmJXH755QD0OTecqHRHp+y3qtBM8h0+fLhT9ieEEKJjzZkzh169emFzagyY7Gg0P19NqUH+DnOS9QG9fbRHb75qd0Nvvt7DgocKH97lQylFZmYmeXl5p70vIYQQQohTJUk+IUSnGTFiBOPHjweg/8VROKMsHb5PT6XZi6OqqqrD9yWEEKLj2Ww2rrnmGhwOB+HxFlLH2BuVqVv51uVQ7TZDRHaBudJubLo1qAehu1JRfMDszbdixQqZm08IIYQQXUaSfEKITjVz5kxSU1OxOnQGXhqNbu3YCfr8bnOFxdra2g7djxBCiM4THR3NlVdeCUDSEBsxqcE3jQx/w//bbe2TdKuosXC0Uke3aPQabA167uB35kq7OTk57N27t132J4QQQgjRVpLkE0IEcTgcvPPOO7zzzjs4HO0/pNZisXD11VcTFhZGSKyNjIsi230fx/PWmEm+qqoqDMPo0H0JIYRonfaINYMGDeKCCy4AoO95DmyuhptGRgCqSsye3L3j/E2+/lTkFpnJvbi+1qBFpLw1isPHeg+uXLmSQKB95gIUQghxajr6mkaI7kqSfEKIIFarlauvvrp+oYyOEBYWxoIFC9B1nbiBLnqNDOmQ/QD4agyUoVBKyZBdIYToJtor1kybNs2cn8+hkT4ueNhu/nYz6dYn3o/L0T43eUrKLXh9YHfpRJ6wum/+Dh8+t6K4uJiNGze2y/6EEEKcms64phGiO5IknxCiS6SlpXHxxReb/z8pgrBetpO84hQpcFeYPSqKi4s7Zh9CCCG6hMViYd68eQDEplkJiWroXld6KEBVcQCbFUb382C1nP6wXYVGSYU5NDg8IXiIcMAHuVvMxZ6++OILvF7vae9PCCGEEKItJMknhAji9/v517/+xb/+9S/8/vYb4tSU8847j2HDhqHpGgMvjcYe1jFNUm2pWY+SkpIO2b4QQoi2ac9Yk5iYyLBhwwBIHnZcbz4Fe9a4cVcZhDgVI/p60LXTT/RVVJuxKiy2ccwq3u/HXWlQXV0tvfmEEKILdeY1jRDdiST5hBBBPB4P11xzDddccw0ej6dD96VpGpdffjkJCQnYQy0MnB2D3gG96Q2/eVEncyQJIUT30N6xZsKECQBEp1jQj+tg53PD3s88BHyKmAiD4RkeNE4v0VdeY/58Do1tvEK8UpC3zRwmvH79+g6Po0IIIZrWmdc0QnQnkuQTQnQpu93O9ddfT0hICGEJNvpdHNXu+9COtXSa1rEr+QohhOgaycnJREdHY7FqRKcEJ99qjhrsWePGCCjiIw2GpHnhNBJ9VbU6hgE2p4YzonFcKc7yU1thUFNTI735hBBCCNGpJMknhOhyUVFRXHPNNVgsFmL7uUi9ILxdt69bzYswu91+kpJCCCF6Ik3TGD58OACxqY27hFcUGuz93IMyFEmxAQb08XGqiT6lNEorzZ/QcemN96VUw6IfGzdulJXdhRBCCNFpJMknhOgW0tLSuOKKKwBIHhPWrivu1iX5LJbGQ6uEEEKcGQYPHgxAZLIFm6txD7uyvAD7N5iLYaQm+ElLPPU5mgpKzeRebBNJPoDibD8+t6KiooLMzMxT3o8QQgghRFtIkk8I0W2MGDGCiy66CIC0yRFEZzjbZbveSnMuvtLS0nbZnhBCiO4nKSmJ3r17Y7FqpJ3TdM/t4iw/WRvNuZn69/aREHVqib66FXZdETqWJnalDHNfAFu3bj2lfQghhBBCtJUk+YQQ3cqkSZM455xz0DSNATOjCE2wnfY2q4vNYVOHDx8+7W0JIYTonjRNY86cOWiaRly6ldi0pntvF+7xc3iXGReGpntxOdo+nNYf0HB7zd6Croimf04f2W8m+Xbv3k1NTU2b9yGEEEII0VaS5BNCdCuapjF79mwGDhyIbtUYNCcaW+jpNVVVBebFXG5uLkqd3qqKQgghuq+kpCQuuOACADLOd+AIa3rBpZxNXsoPB7DoMCzdewor7ipsVvM1PnfTr60pM6gqCWAYBtu3b2/j9oUQQggh2k6SfEKIIHa7nZdeeomXXnqpyxaq0HWdq666ivj4eOyhFtInRZzW9qqP+Ah4DdxuN0eOHGmnoxRCCHGqOjLWTJs2jdTUVCw2jQGTHDS5sLqC/Rs8+L2KyFCDuKhAm/Zhs4Dl2K/ogLf5BGHxAbM33+bNm+UmkxBCdKLucE0jRFeQJJ8QIojNZmPhwoUsXLgQm+30h8qeKofDwZVXXglAdIYTq7Pp3hitoQyoLTMvtI4ePdouxyeEEOLUdWSsqbtR5HQ6CYuzkDKm6Ys7b43iyLEkXHRY24bs+gJQWWvGpfj+zR9/cbYfI6AoKCggPz+/TfsQQghx6rrLNY0QnU2SfEKIbispKYnk5GR0i0Zsf9dpbcsji28IIcRZIzIysmHF9qE2wuOb/slbVWzGhvCQts7Lp3Gw0Lxo7DPChiuy6RtRfg+U5JiJxK+//rqN+xBCCCGEaBtJ8gkhgvj9fpYuXcrSpUvx+09t1cH2NHDgQADCk0+vm311YcO8fEIIIbpWZ8SawYMHM2bMGADSx9uhiTyczWE+6PW3vbd4QamFo5U6FpvGoKnOJlfZBSjYbdZv+/btVFZWtnk/Qggh2q67XdMI0VmsXX0AQojuxePxMHfuXACqqqqwWru2mUhLSwMgMtWBxaYR8J3anEYVeV4AsrOzMQwDXZd7HEII0VU6K9bMmDGDnTt3QrSHiASdisLgHnsWu5ncC3cZaChUU5nAZig0th1wcO5gN65wnQEXONi9xsOJa3hUlxpUFAWISICtW7fWLwwihBCi43S3axohOotc5QohurXU1FRiY2OxOXWSx4Wd8naqinz4agO43W5ycnLa8QiFEEJ0VyEhIaSmpgLgjGj8s7f4gB+/V+FyKNJ7tb2nhy+gsfWAg4ABUb2tpI1tujtf6bEhuwcOHGjzPoQQQgghWkuSfEKIbk3XdS6++GIAkkaFYgs5xWZLQfnBht58Qgghzg7R0dEAOMMa99LzVCuyN3oAyEj20Sum7Ym+qlqdndlmci9piI2wuMZxqrzAnPsvNzcXw2jr/H9CCCGEEK0jST4hRLc3cOBA+vTpg27V6DUy9JS3ExpnTpIeGxvbXocmhBCim6tr853hTf/sLc4KcHi3OW/r0DQvsRGBNu+jqMxKfrEFgPRxjef/q61QBHwKv99PSUlJm7cvhBBCCNEakuQTQnR7mqbVz2GUMPTUVtl1RllwxVixWCz1i3kIIYQ488XFxQEQFm9Ba+aXb843Xo4c8KNpMCLDQ1Ro2xN9WQXmjaSwOAvO8BOyfAqqj5o9+LZt29bmbQshhBBCtIYk+YQQPULdAhy2kOYv0loSleoAzDn+nE5nex6aEEKIbiwtLY3w8HDsLo3YNEuz5Q586eFonh+LDqP7e4gOa1uiLynGLO+tMXBXNF4k6vAus7fghg0bKC8vb9O2hRBCCCFaQ5J8Qogewel01q+IG57U9MTmzdIgdqDZAzAjI6O9D00IIUQ3ZrFYGDduHAApo+zozeT5lAGZn3soy/NjscDIfh7CXK2fP693vJnEy9/pa/L5owcDVBQG8Pv9fPDBByh1aqvFCyGEEEI0R9aRFkIEsdvtPPPMM/X/311omsbIkSPZsmULqRPD2f6v1s9plDQ6lPBedux2OyNGjOjAoxRCCNEanR1rzj//fDZt2kQ55SQPt3Hou6YTcUYA9nzmYcgMjYgEC+cMdLNln4Py6uZ7ANbRjo3QrShoPjF44CsPI2a7OHDgAF999RXnn3/+KdVHCCFEy7rrNY0QHU168gkhgthsNu69917uvfdebDZbVx9OkOnTp2O32wlLtNPnvLBWv67PuWH1r4+MjOyowxNCCNFKnR1r7HY7s2bNAiB5mA1XZOOVdusoA/ascVNRFMBqgWHpXiz6yXvd+XzmNhMHNn8P3V2hyP3WXOl95cqVHDlypC3VEEII0Urd+ZpGiI7ULkm+7du3c8899zBixAhiY2OJi4tjxIgR3HvvvWzfvr09diGEEISFhXHJJZcA0OfccOIGtm4RjuojZo8NmQNJdBcSN4XofIMHD2bgwIHoukbG+Y4Wywa8sHuVG0+VgcuhGN3fg0bLib7MPLOnSMIAKyExzf/ELsz0U5bvJxAIsGTJEgyj9UOChWgLiTVCCHH2Oe0k39NPP83YsWP5+9//zo4dOzh69CilpaXs2LGDv/3tb4wdO5ann366PY5VCNEJAoEAa9asYc2aNQQCbV9dsKONGTOGyZMnA5BxUSQRvU/e/T5/czUA33zzjST6RJeTuClE18QaTdOYM2cOdrud8HgLEb1a/hls+CH7G7PXXVSYgcPecpKvpMJC4VELmqYxeKoDR1jzvQX3b/Di9yry8/PZvXt32ysjxElIrBFnu+5+TSNERzmtJN+KFSu4//77sdvt3H///WzevJmjR49SVlbGli1b+MlPfoLD4eDHP/4xn376aXsdsxCiA7ndbqZNm8a0adNwu91dfThNmjp1KoMGDUK3agyaG01YYstd8MuyPVQe9uL1elm6dKlMdi66jMRNIUxdFWsiIiIYOXIkAAn9Tz58KyLRnIuvrErH7T35z+bduXaqajXsITqDpjjRmxm566tVFOw2e5mvW7eulUcvROtIrBGiZ1zTCNERTivJ98c//hGr1cry5cv5/e9/z6hRo4iMjKz/AfXkk0+yfPlydF3nD3/4Q3sdsxDiLKfrOgsWLCAjIwOLTWfQZTG4olteR+jAqnKMgCIzM5PMzMxOOlIhgkncFKLrDR8+HIDw+JP/DI7PMGNLTmHr1qrzBzQ273Pg8UFItM6ASQ5opkNfwR4fSpm9+aqqqlp38EK0gsQaIYQ4e51Wku/rr79mypQpTJw4sdkyEyZMYOrUqXz11VensyshhAhitVq59tpr6d27NzanzpB5Mbhimr8Iqz3qp2CrOWxXek2IriJxU4iuFx4eDoDF1vxwWgBHqIbVYZYpqTj56rp1vD6drfsdBAyI7mMlbWzT00r4PeCpMnuWFxcXt3r7QpyMxBohhDh7nVaSr6amhvj4+JOWi4+Pp6am5nR2JYQQjdjtdm644QYSEhKwh1oYckUMttDmm7XDW6oxAorc3Fzy8/M78UiFMEncFKLruVzmok1Wu4bWwi/h4yd2iApt2+IYFTUWdmSbyb1eg62ERDW9o5oyc7t5eXlt2r4QLZFYI4QQZ6/TSvKlpKSwYcOGFiey9Pv9bNiwgZSUlNPZlRBCNCkkJISFCxcSHx9vJvouj8ER3nSPC1+1Qel+c04OWVVOdAWJm0J0PafTiaaZPfTqeuo1xVutKNxrzps3KMWLrrVtPtcjZdb6hThSxzQ9/19FodkWZGVltWnbQrREYo0QQpy9TivJd8UVV5CTk8Odd95JRUVFo+crKiq46667yM3NZd68eaezKyGEaJbL5eK6664jLCyMkFgbg+ZGN9s7o2RfLQBbtmxpst0SoiNJ3BSi62maRkREBACuiJaH7OZu8eKtVYS6FANTvG3YiyI2IkC4y+ypZw9pOiiV5ZtJmP3798uQXdFuJNYIIcTZS1OnscxkaWkp5557LtnZ2URERDB79mzS09PRNI2srCyWLl1KRUUFGRkZbNy4kejo6PY89h6poqKCyMhIysvL639gCtGdVFdXExYWBkBVVRWhoaFdfEStV15eznPPPUdNTQ0FW6vJ/rzxD1tNh+EL4ghNsJGamsrChQvre3SInqentamdETd72jkRZ6eujjXvvPMOu3btImeTl8M7fS2WjeylM3i62ftvR7adgtKWF+GwWRXnDHQT6jR/YrurDHZ/6sZd2fRP7oFTHMSkWBk+fDjz588/tQqJDtXT2tWOjjU97XyIs1NXxxkh2qI929XWLRXWjJiYGNauXcv3v/99li5dyltvvdWozJw5c/j73/8uCT4hegibzcYTTzxR//89SWRkJJdccgmLFy+m18hQKgu8lOx1B5VRBuz9z1FGXhtHbm4u69atY9KkSV10xOJsI3FTCFNXx5o+ffqwa9cuInvpHN7ZctnyAoNDW32kjLIzsI+XkgoLPn/zN4dsFlWf4CvN9ZP1tQefu9niHNrmI7qPhe3btzNmzBgyMjJOpUpC1JNYI0TXxxkhuspp9eQ7XlZWFl988UX9ZPbJyclMmjSJvn37tsfmzxhy50uIjrd8+XI2bNhARb6XnYtLmiyTMCyEjGmRAFx33XUMGjSoMw9RtJOe3KZ2VNzsyedEiM5y5MgR/vrXv2IEFBvfqUE1P3WZSYMRlzoJjbFw6IiVPQebXjG3zrB0D71iAlSXBti5wk2g5c6CpI+z02uwjaioKH7wgx/gcDjaViHRoXpyu9oRsaYnnw8hhOiOuk1PvuP17dtXEnpCiG5hwoQJfPnll0Qk24np56xfbON4RTtqCI2zkjgilH//+9/cfffdREZGdsHRirOVxE0huk5cXFz9j+nYNCvFB/wtv0BBSW6A0BgLTvvJV9rNPGQnJqKW0BgL/S9wsGeNp8XyuVu8RPexUEYZy5Yt44orrmhLdYRolsQaIYQ4u5zWwhtCiDNPIBBg48aNbNy4scVV2bqz8PBwJkyYAEC/6ZE4IptebTd7bQVVBV48Hg9LliyhnTo2CyGEOImujjWapnHOOecA0Gtg6+55x6SYsaS4vOmYcjyvX2PLPgcBA6L7WOkzquWhYoYf9q33oJRiy5Yt7N69u1XHJIQQomldHWeE6Crt0pNvzZo1fP755xw+fBiPp+k7lZqm8cILL7TH7oQQHcjtdjN+/Hige09SW1tbS0FBAX6/n7i4OKKiooIW0Jg+fTqHDh0iNzeXQXOi2bm4BL87OImnDMj+ooLhC+LIzs7m4MGDpKamdnZVxFlI4qY423WHWDN27FhWrVpFWJwFm0vDV9v8jZ7weJ2wWAuGAUVlrfv5XFljYU+unaHpXvqMsOOtVhTta77HYGWRQf4OH72H21m1ahUDBgzAYjl5QlGI5kisEWez7hBnhOgKp5XkKy8v54orrmDt2rUn7QHTFQFk48aNLFq0iA3/n707j4+quvsH/rl39uz7vgJJCBA2EQSEgBQRREXRqtgKKrVqfWyrti7VAr+qtdrN9tHW5VGsVsUVF8QFBNk32SFAICvZ92WSWe/5/XHJwJAEskyWST7v1ysvwp0795x7M3O+c79zlu3bYbPZMHLkSPzqV7/CokWLOnwMRVHw0ksv4ZVXXkF2djb8/Pwwc+ZMPP3000hJSenB2hNRW5xOJ1avXo3Dhw+7bffz88OoUaMwcuRIxMTEQJZlLFy48Ey7U48R14fi6OpqOJrVYVayTkLESB+EDzcBUCepjoqK6u3ToUGmv8dNosHE19cX0dHRKCkpQUCkjKq89nt6RKWrPfFKqrQXXHTjfCXVWhj1AkNi7EieqEdzvYKG8vaH+xYftSNimA4VFRXYu3cvLr300o6fENEZjDVERINXt5J8jzzyCDZt2oRhw4bh3nvvRWpqqmuZ6r62ceNGzJkzB3q9HrfccgsCAwPx8ccf47bbbkNeXh4ef/zxDh3nnnvuwauvvooRI0bgf/7nf1BWVoZVq1bhm2++wbZt2zBixIgePhMiOteRI0dcCT5LnQOKQ8AYqEVjYyN27NiBHTt2wMfHB2lpaRgxYgR+8pOf4D//+Q+ARqRdHYxjn1XDaROIv8wf0WPUb/RMJhMWLVoEvf7CE6kTdVd/jptEg5Hdrq6IIS4yzV5AhNqjrriq8z3rcku18DUqiAxxInW6EYfXNsNqbjvx4rQBpcfVlXwLCwuZ5KMuYawhIhq8upXk+/TTTxEZGYkdO3YgJCTEU3XqNofDgaVLl0KSJGzatAnjxo0DACxbtgyTJ0/GsmXLcNNNN120J96GDRvw6quvYtq0afj2229dK53dfvvtmD17Nu699158//33PX4+RHRWWVmZ+u+RJuRuqAMASDIQmGBAWKoJQYkGNKEJ+/btw759+xAdHY1p06Zh3bp18I8CLr07CkdXV8Fad3bI1N13342goKC+OB0aZPpr3CQajKqqqlBZWQnFKVBX0n4vPp1Jgs4oQRFAY3NXprOWcDRfD5PBigBfBamZBhz+ytJuYtFSrz5QV1fXhbKIGGuIiAazbi28UVdXhylTpvS74PHdd9/h1KlTWLRokSvBB6iT8T/55JNwOBx44403LnqcV199FQDw1FNPuRJ8gDrX15w5c7Bp0yacOHHC8ydARO0qLi4GADRV2l3bhALU5llx8pta/PB/ZTi6ugplh8xwWBWUlJRg7dq1rt4aADBiQSh8Qs9Ogn7uXH5EPam/xk2iwahlInbFCTjtF9jxzHBHCUBXw4UiJBzM0cPmAHxDNIgd1f5CHLYzcwM2NjZ2rTAa9BhriIgGr24l+VJSUlBRUeGpunjMxo0bAQBXXnllq8datnWkB97GjRvh6+uLqVOntnpszpw5HT4OEXlGWVkZ8vLyIBSB2ry2J5AWClB/2obc7+tx4O0KlB40w9bUuodGxEgfAMCwYcMQEBDQo/UmatFf4ybRYBQaGgqNRgOtXoIxoP3snd0CWM0KJAnw97nIuN4LsNplHC9Up4WIHaWD3qftMh1WNclnNpu56jt1CWMNEdHg1a0k3//8z/9g165dOHTokKfq4xHZ2dkA0OZw3ODgYISFhbn2aY/ZbEZJSQmSk5PbXNms5dgXO47VakV9fb3bDxF1ns1mw6effgoAqD5lgbWh/aFVLezNCvI21WPv6+XY/1Y5jnxU2Wqfm2++mT35qNf0RNxknCHqGo1Gg8TERABAWNKFZ7BprFCTeyH+F489F1Jeo0GTRYIkSzAFtv0x3NIg4LAJWK1W5Obmdqs8Gpw8HWsYZ4iIvEe3knxLly7FL3/5S8ydOxcrV65EUVGRp+rVLS1zmAQGBrb5eEBAwEXnOenIMc7drz1//OMfERgY6PqJj4+/4P5EfU2n02HZsmVYtmwZdLr2hxP1JkVR8MEHH6CkpAT2ZicKdjR0+hiWOicaSuwo2N4Am/nsTdqmTZvYU4J6TU/ETcYZ8kb9JdaMHTsWABCWfOEkn8Omxolg/6735FNJsNjVL5Z0pra/YBIKUJmrzhu7c+fObpZHg5GnYw3jDHmj/hJniHqbJDpxd9tWjzYAEEJctCeMJElwOBwX3MdTrrzySnz77bfIzs7GsGHDWj0+dOhQnD59GlZr28P9AHXer9jYWEydOhVbtmxp9fjmzZsxffp03H333Xj55ZfbPY7VanUrp76+HvHx8airq+MQQaIO2rt3Lz7//HM4HQJZn1ShsexCkyd1TMRIHwyZqSbxU1NTcdNNN0Gr7dZaRNQH6uvrERgY2G/b1N6Im4wzRF1ns9nw7LPPQgiBHz5qgr259cfioBgNUjMNkDUSiio1OFZgaONIHTc0xoakKAdqihw4vqHtz6LGAAlj5psgyRJuvfVWpKamdqtM6p7BHmsYZ4iIepYn40yn7mjj4+O9YlhbS++79nrZtVzA7h7j3P3aYzAY3BbtIKLOO3LkCACgaHejRxJ8AFB+pAlag4S4if44ceIE3n//fdx00038po88qjfiJuMMUdfp9XpERESgrKwM/uEyqgvch+NqdEDKdDXBV1Grcc2p1x3FlVokRTkQFKOBf4SMhvLWvQMt9QIlWXbEjNTjyy+/RFJSEvT67pdNA1NPxxrGGSIi79GpJF9eXp7b/3/9618jJCQETz75pCfr1G3nzpd3ySWXuD1WU1ODyspKTJky5YLH8PX1RXR0NHJzc+F0Olt9Q3ahef+IvJmiKMjKygIApKenQ5a7Naq/2+rq6lxtT/WpZo8eu3ivGY1ldgy/JgTZ2dl48803cdttt8FkMnm0HBq8vCVuEvW2/hRrEhMTUVZWhqAYTaskn1YvQaOVIARwKFcPIbqfSGm2ySip0iA61InU6UYcXNPcZg/C0wftCE3Uog512LhxY5sLyhEBjDVEbelPcYaoN3Xrlf7iiy/i4MGDnqqLx2RmZgIAvvnmm1aPtWxr2edixzGbzdi6dWurx77++usOH4fImzQ3N2PUqFEYNWoUmps9m1Trio0bN0JRFNSdtsJS270Jz9tSX2TDsc+rYW9WUFRUhDfffBONjY0eL4cI6L9xk6i39adYk5aWBgAIjtNCOu+Tsa1JnBnyCOjaHhHZJccK9GhokqAzShg62QC0kTtUnEDubhsAYMeOHSgtLfVcBWhAY6wh6l9xhqg3dSvJFxcXB0Xp7gTEnjdr1iwMGTIE77zzDvbv3+/a3tDQgD/84Q/QarVYsmSJa3tlZSWOHTuGykr3lTfvvvtuAMATTzwBm83m2r5+/Xp8/fXXmD59OudIIepB1dXVOHDgAACgcHvnF9voqPoiG45+UgWb2YmysjK8+uqr/WYhIRpY+mvcJBrMEhMT4efnB51RQki8eyZPCKC5Tu1lF+DruS+aFCHhSJ4BTqc651/SJW0Pxa0tcqIqzwEhBNauXcuFoqhDGGuIiAavbiX5rr/+enz//fdoaOi5m++u0Gq1eO2116AoCqZNm4a7774bDz/8MMaMGYMjR45g+fLlbsm5//3f/0V6ejr+93//1+04M2fOxNKlS7F582aMGzcOv/3tb7F48WJcffXVCAgIwL/+9a/ePjWiQWXfvn0QQqA23+Kxufja01ztwNGPq9Bc40B9fT3eeOMNHDt2rEfLpMGnv8ZNosFMo9Fg/PjxAICIlNbzsjZUqMm9QF/PJk3MFhlH8tTkXtRwXbsr/ObvtcHpECgoKMDJkyc9WgcamBhriIgGr24l+ZYvX46EhATMmzcP+/bt81SdPGLmzJnYsmULLr/8crz//vt46aWXEBoairfffhu/+93vOnycl19+Gf/4xz8gSRL+8Y9/YM2aNbjmmmuwa9cujBgxogfPgIhyc3MBAJUnLL1SnqXOicMfVKI6xwKn04n3338fO3fuZM8J8pj+HDeJBrNx48YBAAIiZehM7mNnm+vU5J5J7/lYUFGnRU6JmtwbMkkPn+DWH81tTQLl2erqp7t37/Z4HWjgYawhIhq8JNGNu9crrrgCzc3N2LlzJyRJQnR0NBISEmA0GlsXJElYv359tyo7EHhyaWSinmA2m+Hn5wcAaGxshK+vb5/V5a233kJOTg5Ora9FRVYvzqUhAUNnBSJ8uA8AYPr06ZgxY4ZXrC4+2Hhbm9obcdPbrgkNTv0p1rR4/fXXUVhYiPwfrCjJcri2h8RrkJppRH2ThN3HLrwwkywJaM+M+LU5gDYn22tFYMxQK8ICFVgaFBxc0wzF4b6HwU/C2OtMkCQJ//M//4OQkJBOnRt1j7e1qz0da7ztetDg1B/jDFF7PNmudmp13fNt3LjR9bsQAsXFxSguLm5zX94cE1FnBQcHAwB8QnUAejHJJ4BT6+rQXO1AwpQAbNq0CWazGfPmzePKXNQtjJtE/deYMWNQWFiIiBSdW5KvoVKBEAIBPoBep8BmbzsOhAY4MSrZ6kryNVsllNdqUFSpRbP1QrFDnZ9v4nALTP4yki/V49R2m9se1kaBumIngmK12L9/P6644oruni4NYIw1RESDV7eSfC1D6YiIesKwYcPwww8/IGSoEflb6rt8HI1BguIQEJ2cM714rxmKUyDx8gD88MMPsNlsWLBgARN91GWMm0T9V0ZGBr799lsgwIqgWA1qi9SgYW8WaKxU4B+uQXigE0WVbcUAgRGJZxN8AgImA5AY6UBipANV9TJyS3SoM7e9RK/DKeFonh7jU60IH6pDfbmCilPu3fnKTzkQFKvF3r17cfnll0Ovb3uxDiLGGiKiwatbSb7ExERP1YOI+gmdToeHH37Y9XtfGjp0qHoT42+Df4weDcW2iz8JalIvZIgRwUlG+EXroPdRb6qcNgWN5XY0FNtQfcqCpirHRY4ElB5ogrXBidSrgnHo0CFYrVbcdNNN0Gq71XzSIMW4SaTqT7GmhV6vx/jx47F9+3ZEDde5knwAUF3ohH+4BpHBThRVtq6vVgPoz2xee4kVQgIiamXEV8iIqJMRGqAgNMCKiloNTpzWwWJrnSisNWuQU6LD0Bg7ki/Vo7HS6VrZFwBqTjthaVAAmLFt2zbMmDHD05eABgjGGqL+GWeIekO35uSjzuMcFkSd8/nnn2Pv3r2oOtWM7LW1F9w3ZJgR4cNNCIw3QNZcfPiJudKO4h8aUX3KAnGRRRODkw1ImRMMWSthyJAhuOWWW/iBoR9gm9oarwlR19XU1OAf//gHAGD/Z02w1Ksfk/W+EsZf7wMhgC2Hja2G7PoYFEweaYFDFvhqgvsXUiYrMKxYi/gKGTIkKApwukKLU8U6KOL8WCUwdqgVoYEKmusVHP6qGc5zDheSoEHqdCN0Oh3uu+8+BAUFefoSUBvYrrrj9SAi8ixPtqscc0ZE/dqkSZMAACHJRpiC2+89FznKB6lXBSM4yQhZI8HcAOTnyNi/R4OtGzTYtlGDH3ZocCJLRmW5BMUJ+IbpkDInGGNvj0DUWF/IuvYTgzW5VmR9Vg2nXUFOTg7efvttWK1Wj58vERH1neDgYKSmpgIAotLOfpFjMwvUlzshSUBUcOu5H/x91G+KGkytvztvNgCHkh3YlGFHlb8CWQYSIh2YMNwCH8P53zBJOJpvQLNVgilARuo0o9vaHdUFTtSXOWG327F27Vqu/k5ERERumOQjIjeKoiAvLw95eXlQlIt0b+sFERERGD58OCRZQuwEvzb38QnTIvFy9RuP4kIJe7ZrsHeXFgW5MhrqJCiKBKdTQpNZQlmxjKxDGuzcokF+jgybFTD4aZB0eQDG3BqGoERDu3VpKLYh69NqOKwKCgoK8Pbbb8NisfTIeRMRDWT9Ldaca/LkyQCAiKFa6ExnM2yVueoUDzFhDgDuyTVfY/tJvhaNJoHtw+3YlWqHRSfgbxKYmG5BXLjd7Xg2h4QDpwxwOoHAaA0Sx7vPvZez0wpFEThx4gSysrK6c6pERANWf44zRD2JST4ictPc3Izk5GQkJyejubkXV7S9gOnTpwMAQlPa7s0XPdYXslZCdaWEUydkNDddfKiuwyGhIFfGrq0anDgqw9IMGAK0GH5NCNLmB0Pv3/bk6I2ldmStroLDouD06dN46623mOgjIuqk/hhrWiQmJiI+Ph6yVkLMyLO9+aryHHDYBHyNAsH+7jeMTWdWz/WzXCT+SEB5kILNI20oD1CgkYG0eDvGDLVCI59N9JktMo7mq8m96HQdIlPPxj5LvUDxETsAYO3atf3u+hER9Qf9Oc4Q9SQm+Yio34uOjnb15kua3nqOAsWh3hg1NgBu45o6QAgJZSUyftipwel8da6k4CQjxiwKR/hwU5vPMVc4cHR1FezNCoqLi5noIyIaQCRJci1qETHsbG8+p/1sb77YMPeFm2ob1Y/UQWYJmg6s5G7VA7vS7DiUaIdTFggLVDAp3QJ/n7NPLq/V4mSRmmRMmqCHf/jZj+1Fh+xorlPQ2NiIjRs3dvVUiYiIaIBhko+IvMKVV14JjUaDwHgDQlOMbo81Vas3W/7dmKNUcUrIPanB3p0a1NUAGp2EoT8KQuq8YGiNrROHTZUOZK2ugr3ZyUQfEdEAk5ycjLi4OGi0EuIyzvbmK89We9CFBzlh0J3tzWexSWiySpCFhLD6Dn68loD8SAVb0+1o0guYDAKXpFoRHng2gZhfpkVptQaSLCFlusGVcBQKkLtbnRd2z549qKys7O4pExER0QDAJB8ReYXg4GBMmzYNAJA4NcBtkYzafPVGJyhEQK/v3iTkzU0SDu7VIO+UDEUBQoYYMeqmMJhCWg8Tbqpy4OjqalePvv/+979cjIOIaACQJAk/+tGPAKi9+UyBasxpqhWoL3NCloC48HN780moqlOneYis6dzH63pfgU2jbCgLckIjAxlDbEiIaJmnT0JWgR6NzRL0JhlDLzs7P199qYKa0w4oioIvvviCi3AQERERk3xE5D2mTp2K4OBg6P00SJzi79purXOivtimrnoY64mJdSUU5snYt1uD5ibAGKhFxo/DWvUgBIDmKgeyPj07R98777wDu93ugToQEVFfSkxMdE0VET/ubHKt+KjaxseFO9zm0SuvVZN80TUypE6GIocW2JPiQF6EuoJvSpwdqXFqok9RJBzKNUBRgKBYLcKHnv3SKW+3DU6HQH5+Pvbu3dv1kyUiIqIBgUk+IvIaWq0W8+fPBwBEZvgiMP7sTVfpATMAICZeQJY905uhqVHC/j0a1FRJkLUSUuYEI/4y/9b7VZ5J9J1Zdfe9996Dw+Fo44hERORNZs2aBUmSEBKnhX+E+rG5tsiJploFWo17b77aRhkWmwSdU0Jkbec/YgsJOJzowJF49ZjxEQ6kJ9ogQaDJIuNU8Zn5+S7Vu3oWWs0ChfttAICvv/6aw3aJiIgGOSb5iMirDBkyBBMnTlR/vyIIGr16o1OdY4GlzgGdDoiO9dyQJYddwuH9Mgrz1HJiJ/ghZW6Q23BhQF2M49jn1XDaFeTk5ODjjz+GoniiVyEREfWVsLAwjB8/HoC6+EXL2k7FR9TEWmKk/ZzefBJKq9XefAnlba/QflESkBvtxN4hdigAYkKdyBhigyQJFJRrUVUvQ6OVMGyqAdKZT/Glxx2oK3XCbrfjgw8+YG9yIiKiQYxJPiJyo9Vqcd999+G+++6DVtt6Hrr+YNasWQgODobBX4MhMwPVjQIo+qERABCfrECr9eTcRBLyTmlw/Ig6T1/oUBNG3hAKncm9CW0steP4FzVQHAJZWVn4/PPPOUcSEVEbvCHWtLjiiitgNBrhG6JBxDC1rpV5am8+nRZIjj6bVCuq1EIIIKJehk831mIqDlPwQ4odTkkgPMiJEYlqUvFongE2O+AbosGwqQY16SiAk1utsDULlJeXY926dd05XSKiAcGb4gyRJzHJR0RuDAYDXnzxRbz44oswGAx9XZ026fV6LFy4ELIsIzTFhJBh6lx5FVnNMFfaodMBScM834uuvFTGwR80sFkB33AdRt4UClOw+4eG+iIbsr+ugVAE9u/fj/Xr13u8HkRE3s4bYk0LHx8fZGZmAgDiMnSQNQAEULBXTbzFRzhgMqgxx2KTUXVmdd3ErvbmO6MsWMGeFDsUSSAqxInh8XbYHMDhM/PzhSZqETdaHcJrbxY4tU1d+GnXrl04duxYt8omIvJ23hRniDyJST4i8kqxsbG4/PLLAQBJ0wOgNUqAAPK+rwOgDtkNCLx4Lzr/AIGoGAUxcQr8AwXU1Qzb11Av4cAPZxbkCNBixMJQ+IS7J/pqcq3I+U6tx9atW7Fjx44unCEREfUXEyZMQFBQEPQ+MuLHqvPB1hY7UVvkgCwBw2Lce/MBQHyFBlpn98qtCBLYN8QBASA23IG4cAdqGjXIKlDrEJehR0SKWl5didO1KMgXX3yB5ubm7hVOREREXodJPiJyI4RARUUFKioq+v1Q02nTpiE8PBx6Hw2SM9Vhuw0ldpQdaQIApIxwQqNp/xyMJoExE5xISVcwNE3B2AlOXDrFiYRkJ/SG9p9naVYX5KivA3RGGSOvD0VArN5tn4pjzSjYXg9AnQydvSqIiM7yplgDqMO+rr76agBA1HAtfEPVj9D5e20QQiAi2IkgPzWjV1mngdkiQe+UkFjWvd58AFASquDomcU4UuLsCPR1orRai9wSNbmXPFGP4Di1nML9NjTVKjCbzfjmm2+6XTYRkbfytjhD5ClM8hGRm6amJkRERCAiIgJNTU19XZ0L0mq1WLBggWvYbnCy2hW/YFs9rA1O+PgAQ1LaH7YbFCwgnZlEvShAwC4LGE1A4hCBiVOdGDbcCb2+7Q8FDruEw/s0qK2RoNHLGH5NiNtqvwBQ/IMZpYfUVX8//vhjFBcXe+CsiYi8nzfFmhbDhg3D6NGjIUkShkzSQ5KA5jqBshNqAi4tXl0JF5CQV6oOox1WooHeA+tg5EY5URTihCwBGUOsMOgU5JToUFShhSRJGHa5AX6hMoQC5O5Uh+3u378fp06d6n7hREReyBvjDJEnMMlHRF4tJiYGU6ZMAQAkzwyEzkeG0ypw8ttaCCEQFSsQGt52os/HV03gZYcJbB0CfDYK2J4oUO6rJv+iYwUmTHEicUjbPQKdTnXl3aoKCbJWQtr8EAQluc/5kbepHrX5Ftjtdrz33ntobGz08BUgIqLeMnv2bJhMJviGaBA9Qk3kFR6wwW4V8DMJRIeqvflKqzWob5Kgc0pIO+2BCd8l4GCyA/UmBQYdMDLJBgnA8UIdKuvUFXfTZhph8JPQUKGg9JiaWfz8889htVq7Xz4RERF5BSb5iMjrZWZmIiIiAnofDYb+KAgA0FBsQ8k+tRddaroCo7F1ks7cqHbjC1N3g1MGCoOBjSnAd8MEKnwFNBogIVngkslOhIS1ThYKRULWIRmV5RJkjYTUucHuiT4BZH9Vi+ZqBxoaGvDBBx/A6ezmJE1ERNQn/Pz8MGfOHABA3BgdjAESnDag6KC6CMewWBv0WrU3X3ah2rs7oUJGgFnqdtlODfBDigMOWSDYX0FqvB0C6kIc9WYZOqOE1EwjZA1QsN8GS6OCuro6rFmzhkPViIiIBgkm+YjI62m1Wtx4443QarUISjAgeqwvAKBwRwMaSmzQ6oC0UU5IkvtNTnWlBCGA4GYJARb3Y1b6ARuGAVuSBBr0AgYDMHKMguGjnNDq3I8jhISswzIqytpO9DntAse/rIbDqqCgoIDzJBERebHRo0cjJSUFsixhyCS1rS894UBjlRM6LZAaryb8as0alFZrIEHCqHztxdZ16hCzUWDfUHUhjrhwB2JCnXAqEg7m6GG1A77BMoZcZoDiAE5usUIoAocOHcKBAwe6XzgRERH1e0zyEdGAEB4ejtmzZwMAEqb4wz9GD6EA2d/UwmFVEBAIJAxx74lnt0uoqlB7V4wobeOgElAcBHw9HDgWLqAACI8UGD/JiaCQ83r1CQnHjpyT6Lsq2G2OPkutEye/rQUA7Nq1C4cOHfLQmRMRUW+SJAnz5s2DVqtFQKQGUWlqAi9nhw1CEYgMdiIsUJ2n72SRDg4nENIoI67SMx+7y4IVHIs7Mw9ggg1Bfk5Y7TIO5RigCCAsWYuwZC0aKxUUHlSH7a5ZswalpW0FOiIiIhpImOQjogHj0ksvVSdFlyWkzAmCzleGrcGJnO/qAADxiQKBwe7JuYJctRmMr5UQ1s50eYoMHIwF1qUK1BnUXn0Z4xQMSXVCls/pmiEkHD9yZuiuVkLq1SHwj9a5Hq7Ns6Joj1rI559/jvLycg+ePRER9ZagoCBceeWVAICEcXoY/CQ01SgoPqom1YYn2KDVCFjtMnJL1DiQXqiF1uGZ8k9Fuy/EYdQrqDNrXGUlXaqH3ldC8RE7aosccDgceP/992GxWC5yZCIiIvJmTPIR0YAhSRKuvvpqdX4+Xw1S5wZDkoHqUxaUHWmCJAGpIxRotGcTc+ZGCaVFEiQAlxYCcvuL8aLWB1iXpi7UAQCx8QJjJjhhOGe+PyEkHDsso7pSUidCnx8Cn7Czk64X7mxAbYEVdrsd77//PidEJyLyUhMmTEBycjJkrYRhUw2ABJw+aEdTrbo4xvAEddhuYYUWZosEg0NCeqEHFuEAAAk4MMSBWl8Fei2QkWyDLAnkl2pR2yhDqz8zlFgA2VutsDQqqKmpwaeffsr5+YiIiAYwJvmIyI1Wq8XixYuxePFiaLUeuhnpRXq9HjfffDOMRiP8o/QYckUgACB/Sz2aax0wGtWFOM6dHCknW4bVCvhbJYwuvvDxnTKwLw7YNETAohXw8wfGTXQiOPRsdlAIdTGOuhpAa5CRfl0IjEGaMw8CJ7+phbXBiaqqKt5wEdGg5O2xBlC/WLr22mthMBjgH65BXIYOQgFObbO6hu1GBDnUL38K1OkbEis0CKnv/iIcgNrLfM8wO2wagQBfBSlxdghIOJqvh1MBgmI0iBimhdMGZG+yQnEKHDt2DDt27PBI+URE/dlAiDNEXcEkHxG5MRgMWLlyJVauXAmDwXDxJ/RDISEhuPHGGyFJEsKH+yB6rC8Uu8DJb2qhOAXCIgSiYs8m1pxOCSez1OYwtVJCXO3FyygNANalAlU+AjqduihHbMLZ5KGiSDhyQIOGekBn0mD4tSHQ+aplOCwKsr+qgeIUyMrKwpYtWzx9CYiI+rWBEGsAddjuvHnzAACxGTr4R8gwVysoOnx22K5Bp6C2UYOiCvUmc2yOzmPDdi0GYN9Qtay4cAeC/Z1otsrIKVaH7SZeog4lNlcryP9B7Vm4bt06FBdf5BstIiIvN1DiDFFnMclHRAPS0KFDMWfOHABAwlR/BA8xwlxuR8H2BvXxFAV+/mcTfdVVMgrz1N4VlxZICGi+eBlNenUF3lOhApIEDElRkDpCca3i63RKOLJfg6YmwBigRfq1IdAY1DIay+zI26TOFbhhwwacOnXKY+dORES9Z/To0Rg7diwkSR22qzUARYfsrtV20xNtAASyi3RotkrwsXlutV0AqAgSyItwAgDSE2zQyAIF5VrUNMjQ6M4OJS474UB1gQOKouCjjz6C3W73TAWIiIio32CSj4jcCCFgNpthNpu9fhjpxIkTMWHCBPXG68og+EboULrfjJpcC2QNkD7aCe058/Pl58iorQF0CnB5LqDvQE8LRQZ+iAP2xqqr70ZGC2SMd0KrU49rt0s4vE8DqwXwCdUhbV4wpDMjd8uPNKP8SBOEEPjoo49QU1PTA1eBiKj/GUixBgDmzp2L0NBQGHxlpGYaAQAnt1qhOARCAxTEhTvgVCQcydNDCCCuSoP4Cs99DM+Kd8BsEDAZBJKj7cCZYbsOJ9ShxKPVnn2ndlhha1JQXV3NXuRENKANtDhD1FFM8hGRm6amJvj5+cHPzw9NTU19XZ1ukSQJc+fORUpKCjRaCcPnB8MYqMHJb2td8/OlZ5zteSeEhKyDGjQ3AX42CVNzL7wQx9mCgJPhwOYhAjYZCAwCxkxwwmhSj2u1SDi8XwOHAwiINSDlqmDgzJRMuZvq0FhmQ3NzM95//332rCCiQWEgxRpAnQ/2lltugV6vR0CEBgnj9bDUC+TvVYfIDou1w9eoroB76sxQ2lH5Wvg3eWZ+PqcGOJKofjMVH+GAr1GBxSYj68xcgLGj1KHEThuQt0et05YtW1BWVuaR8omI+puBFmeIOopJPiIa0GRZxsKFCxEdHQ2djzo3nqyRkL22Bk6bgqAQgaFpZ+fSczgkHD2oJuTCzRImFqDDQ6rKAoDvUgXMOgEfHzXR1zIkuMks4egBDRQnEJJsRHJmAABAOIETa2tga3KitLQUn332Gb9tJCLyQmFhYViwYAEAIDpdh8hULcpOOFBT5IBGBjKSreoKuGVaVNbJ0AgJl2RroXV6pvzyIAWlQU7IEpAapw4RLq/RorhSA0mSMHSyAbIWqC5wourMsN21a9cy5hAREQ0gTPIR0YBnMBiwaNEiBAcHwxioxfBrQmBtcCL761oIRSA6ViAu4exNTpNZwtGDMhQFSKiVMLqk42XVG4H1qUC1SUCvBzLGOxEYpB67rlbCsSMyhAAiR/ki/jJ/AICtUUH2V2pdDh8+jO3bt3v0/ImIqHekp6dj5syZAICkCXoERMk4tU0dIutrEkhLUHvRHc0zwGKT4GeVMSbHc/PzHUl0wCkJhAQoCA9Ss4cnTuvRbJVg9JeROF7t2Ze/xwanQyA/Px+HDh3yTOFERETU55jkI6JBwc/PD7fddht8fX3hG6FD2tXBqDttRf6WegBAcoqCiKizY3PramRkn1lxd3i5hGEVHS/LogM2DgPK/QS0WmDkWCeCQ9VjV1XIOHlMPW7sBD9EjvYBADQU25C3Wa3LunXrcPLkyW6fMxER9b5p06YhIyMDkiwhdboROpOEk1utEEIgJtSJhAgH7E4Jh3L0UAQQXaNBUpnGI2U3G4BT0Wpyb2iMHRIEnIo6Px8ARKRo4RMsw9YkXCsAf/nll6irq/NI+URERNS3mOQjokEjNDQUt912GwwGg2tuvLLDTSje2wgASElXEBJ6NtFXXioj75TaTI4rkhBT2/GyHBpg8xCgOEBAowFGjFZcib7S4rPHTZ4eiLA0EwCg7FATyrgQBxGRV5MkCddeey0SExOh1UsYPsOI5nrhmgtvWKwdoQFO1DdpkH1anZ9vRKEGQY2emZ8vJ9oJq1bA1ygQE6bO01fbqEFZtTpsN/lSNeFXfMSOhgonrFYrPv30Uw7bJSIiGgCY5COiQSU6Ohq33nortFotQpKNGPqjIBRsb0DF8WbIsroQR8vwWgAozJNQUiRBAjA5X0JYY8fLcsrA1mSgMFBAlt0TfYV5EooK1Ru6obMCEZRoAADkfV+HxlIbLBYLF+IgIvJSWq0WN998s7rirp+M4TMNqDjlQPlJOyRJnZ/P38eJ0xValNVoIAsJ40/qoPNAk+/QANkxanIvKcoO+cziUtlFOnW13QgNQhM1gABObbPC6RDIzc3FDz/80P3CiYiIqE8xyUdEg05iYiJuuukmyLKMsFQTkjMDkLO+FtW5FsgaYOQYJ/wDWhJ9Ek4el1FVIUEjgMtzgYDmjpclJGBHEnD6TKIvPUNBQJAAICHnhIyyEkkd0jU3GP4xeggFOPFVDexnFuL48ssve+AKEBFRTzOZTGeniQjRIHW6AXm7bagtdkCjAcYMtcKkF8jK16PJIsHHJmFcjg6SBzrUFUQoaNYLGPVAbLia8LPaZeSXqT0HE8bpIcmApUGg8IDaw/Drr79mD3IiIiIvxyQfEbnRaDS48cYbceONN0Kj8cwcQf1RamoqbrjhBgDqIhgJU/yR/VUN6k5bodECo8aeXRkXQsKxwzLqawG9U8L0HMDH1vGyhARsTwKKzgzdHTnGCV9/NdGXnSWjqlKCrJWQdnUwfEK16kIcZxYF2b9/P/bu3evp0yci6lODJdYEBwfj1ltvhU6nQ1CMFkmX6pG92QpzjRMGHTAuxQqNRuBQrgFOBYiok5Fe0P3rocjAiXN682k1ajwrKNPCYpNg8JMRmaIFAJRmOVBX6oTD4cC6deu6XTYRUX8wWOIM0fmY5CMiN0ajER988AE++OADGI3Gvq5Ojxo5ciSuvfZaAED0WD/EXeqP41/UoL7YBq0OGDXOCV8/9cZIUSQcOaBBkxnwsUvIPAUYOjGsqqVHX4XvmcU4xjihNwgIIeHYIRl1NYDWIGP4tSEwBGpQX2RD4c4GAOqk6CUlnVjil4ionxtMsSY2NhY33ngjJElCxDAdoobrcGy9Fc31CkwGgXHDrLDYJBzJU+fKG1KmRXJp929IT4crqDcp0GuBxEg1YClCQm6J2psvdrQeGvVX5O1RFwY5evQocnJyul02EVFfG0xxhuhcTPIR0aA2btw4zJs3D4C62m30OF8c/7waDaU26HRAxviziT6HQ8KhfRpYmgF/q5ro0zk6XpZTVhfjqDUKGAxqok+jEWoC8aAGjQ2A3leD9GtDoPORUfyDGdW5FjidTnzwwQewWCw9cQmIiKiHpaamumJN/Bg9AqM1OLbeAluTAj+TmuirrtfgZJGadRtZoEVcRfc+pgsJOBavrrQbH+GAXqfOCVtSpYG5WYLOICEqTS2vuVag7Lga0L766isoitL2QYmIiKhfY5KPiAa9Sy+9FFdeeSUAIH6SPyJH++LYZ+cl+s4M3bVZ1USfzQoEWTqf6HNogC3JgEUr4OevrugLCDgdEg7v16C5CTAGajH8mhBo9BJOrauFtd6BmpoarF69mqsfEhF5qQkTJmDq1KkAgKGT9TD4Szi6zgK7RSDAV8HYYVacrtAgv0wdRjsmV4eYqu59VC8PVFDtp0AjA4mRarASkJBbqib3otN1rt58hQdtsFsFKioqsG/fvm6VS0RERH2DST4icmM2myFJEiRJgtls7uvq9JrJkydj1qxZAICEyf6IzPBxS/SNHnd2MQ5L85lEnw0IaVYTffpOJPqaDGqiT5GA8EiBmHj1uHabhMNnEoi+4TqkzguG4hA4sbYGilPg+PHj2LZtm8fPnYiotw3WWDNr1iyMGjVKXXBpuhGSBGSts8BhFQjyUzBmqA25JVoUVWogARh3SofYym58XJfOrrQbHeJwrbRbVqOB2SJBa5AQNVzN8jltQNFBdcLZzZs3w+HoRGAjIupnBmucIWKSj4jojMsvvxxXXHEFACBhcgCiRvvi2KfVaChR5+jLGOdEQKB6g9RklnBo79lE38yTgKkTi3FU+wIHYtRjJQ9TXEOCLRa1R5/DAQTGGTB0VhDMFQ7kbaoHAKxfvx65ubkePGsiIuotkiThuuuuQ0JCArR6CcOvMMJhF8hab4HDJhDsryb6ThTqXIm+sTk6JJZ1/SN7RaBAk15ApwUigp0tNUHOmbn5okfooFWnA0TZSQdsTQrq6uqwc+fO7p0sERER9Tom+YiIzjFt2jRXoi/+Mn9Ej/NF1qfVqCs8s+ruOCeCQ9W5iloSfVYrEGiRcEU24N+JafOyw4DTgQKyDKSNdEI608PC3Cgh66AMRQHCUk1ImOyP8iNNqDjWBCEEPvjgA9TW1nr61ImIqBdotVrccsstCAsLg8FXRvosI6xmpVWiL/u0DoXlWkgAMvJ1SD2tAboyY4MEFIaryb2okLO988prNGhokqDVSYgeoSb8hBMo3K8u0rFt2zbYbJ349oqIiIj6HJN8RETnmTZtGmbPng0AiJvoj7hJfjj2RTVq8y3QaIARoxWEhp9N9B3Yo0FTE+BrlzDrhISo+g4WJAE/xKvz8/n6AfFJZ+/eamtkZGepTXTMJX4IG25CzoY6NJbb0dzcjPfeew9Wq9Wj501ERL3DZDLhpz/9KQIDA2EKUBN9lgYFx76zwGkXCAlQE30ni7XIKVYTcKnFWozJ1ULuwpoYRaFqki/EX3EtwAFIOFWsduGLGq6D1qBurch1oLleQVNTE3bv3t3dUyUiIqJexCQfEVEbpkyZgquuugoAEDPOD0nTAnD8yxpUnmiGLAPpGQqiY9UbJatFwsE9GtTVAnoFmJYjIbUcHepxYdUC+2LV3+MSFRiMZ59UXiojP0cCAAyZGQi/CB1OfFkNm9mJsrIyfPjhh1wBkYjISwUEBOCnP/0pfH194RuiwYgfGdFc796jb+xQGwrKtcjK10MIIL5Sg0nHddDZO1dWkxGo9lMgSUCUa8guUFUvo75JgkYrITr9zAocAig+rBawY8cO2O2dLIyIiIj6DJN8RETtmDRpEq655hoAQOQoXwy5Iggn19Wi7EgTJAkYNlxBQrK6Oq7drg7dLS2S1DmUiiVclg9onRcsAgBQGASU+QloNEDSUPekXUGujMpyCbJGQsrcYAgFOL6mBk6HwMmTJ/H11197/LyJiKh3hIaGYvHixfDx8YFviAbps9REX0uPvmB/ddXdshoN9p80wOEEQhtkTDuih3+T1KmyToe1HrILSMg9MzdfVNrZlXYr8xywNipobGzEnj17PHGqRERE1AuY5CMiuoDx48dj4cKFkGUZ4WkmpM4JRt73dTi9qwEAkDhEQUq6AkkSEEJC9jEZp06o8+kl1EqYdaID8/RJwIEY9dfwSAGTj3B78PgRGeYGQO+jQcqcIDRV2nHym1oAwK5duzg5OhGRFwsPD3cl+vxC1R59lgYFR789u+ruuBQr6ptk7DluRJNFgo9NwtSjnVt5tzxQ/RLJ1yQgndPVvLJOA3OzBI1OQliSFgAgFOD0IbUH35YtWzg3HxERkZdgko+I3Gg0GsybNw/z5s2DRqPp6+r0C6NGjcKPf/xjaDQahAw1Im1+CIr3mpG7sQ5CEYiKERgxRoFGIwBIKC6UcXCvBlYLEGiVMPuEhJQKXHD4bq0PUBwg1KFUMe69+RRFQtZhdcXdgFgDYi/1Q02OBQXb1Mn/vv76a+Tk5PTcBSAi8jDGGncRERFYvHgx/Pz81KG7s02wNaur7totAoG+Ci5JtcDukLD7uBFVdTK0ioRxOTpk5Gohd6DXuEUPOGQBWQJMBvcvk4oq1eReRIrWtbUixwFLA+fmIyLvxDhDgxWTfETkxmg0Ys2aNVizZg2MRmNfV6ffSEtLw6JFi6DT6RCUYED6dSGoOtmsDp21C4SECoy+xAn9mRunhjoJ+3ZrUFMlQasA44okzDx54V59xYHqvz6+rR9rbpJcC3HEXuIHvygdiveaUZGlrrj7/vvvo6KiwtOnTUTUIxhrWouIiMCSJUvg7+8PnyAZI2YbYbcIHP22GbYmBX4mgUtSLdBqBPafMuBUsQ5CAIkVGkw/okNg40WG70qAVafGKJ3W/VunkmotnArgG6KBX9iZ2wMBFB06u9IuF3siIm/COEODFZN8REQdNGTIENx+++0wGo3wj9ZjxPWhMFfacfSTKtjMTvj5A2MnOOHjq9482W0SDu+XcfKYDKcTCDdLmHNMwtjTgN7Rfjl6fdtd/irLZZSXSJBkCUN/FARZC+RsqEN9sQ1WqxWrVq3iTRgRkRcLDQ3FHXfcgaCgIJgCZIy40gjFARz5xgJLgwIfo8CENAv8TAJ5pTrsO2mAxQb4WWRMParD8ELNBVfftZ3pqGfQuccZh1NCWbXa0yUqTefaXpnrQHOd2ptvx44dHj9fIiIi8iwm+YiIOiEuLg533nmn2tMiVIdRN4ZBOAUOf1iFpmo7DEZgzCVOBIW03GVJKCmS8cMODaoqJMgAUislzDsKZBQDIWYgqAkYWQKML1R7YVRdYI6lkydkWC2AKUiLuEn+EApw4ssaWBudqKqqwieffAIhOrCsLxER9UvBwcFYsmQJQkJCYPRTe/RBqIk+c40Cgw64JNWCYD8naho02JllQlm1BjIkDCvRIvOQHpE1cptTRNSd+RIqyK91JvB0hZrcC0nQQKNXtwkBnD6kzse3e/duOBwX+IaKiIiI+hyTfETkxmw2w9fXF76+vjCbzX1dnX4pPDwcd955J0JDQ2Hw12DEDaEw+Mk48lEVGkps0OqAUWMVt7n1rBYJRw9qcGifjMYGQK9ISC+X8KNsCVeekDCyTE0AVpRJOJ3f/pArp0Nd3AMAosf4whSqhcOiIHttDRSHwPHjx7Ft27aevgRERN3CWHNhgYGBWLx4MUJCQmA4k+iTZeDoN82oL3NCqwHGDrMiOsQBh1PC4TwDDpzSw2IDfK0SLs3WYeJxHYIb3ONJZYAal4L8Wk/i19AsoaFZXc09JP7s3HzV+U5YzQrMZjOOHDnSsydOROQhjDM0WDHJR0StNDU1oampqa+r0a8FBQXhrrvuQkJCArQGGekLQhE61Iijq6tQcawJkgSkpCsYmuqEJJ3tTlFbLWPfLg2OHpRRWS7BbgOsFqCxHjh2WMaxwzIU5cLzKtVUqc+VZAnJ0wMAAI1lduRuqgMAfPfddygsLOy5kyci8gDGmgsLCAjAkiVL1C+U/GSk/8gIjU5C1noLqvIckGVgRJINQ2NsAAQq67TYcdSEvFItFAFE1MuYmqXHlDOr8OrsQKNJjUfqwhvnd/WTUFmrDtkNjDo7Sb0QQNkJtQffrl272FuciLwG4wwNRkzyERF1kclkwk9+8hOMGDECskbCkCuCEDfRH6fW16FwZwMAICZeYNQ4J3R695UMqypkZB3SYMdmLXZt1WLfbi0qymQAF5k4/YycbHWev4BYA0KGqZMJVxxtRlV2MxRFwUcffQSbzebhMyYiot7k7++P22+/XR2666/26NMZJWRvseL0QbWNT4pyYMxQK7QaAaci4VSxHjuOGFFUqYGiACGNMsbl6DBnnwHTDqtDcrUaQG4j3FQ3nEnyRbuvRFl+0g7FIVBcXIyCgoKePWkiIiLqMib5iIi6QafT4cYbb0RmZiYAdeXb4fODUXrAjGNfVMNpUxAUDIy71ImAQM/1frBaJJzOV5vw+En+rtzgqe/qYKl3oK6uDuvWrfNYeURE1DcCAgKwePFiBAcHuxJ9eh8Jpw/akb3FAqdDICxQwaVpFviZ1OG4zTYZxwoM2HrYhFPFOpgtapDQCAkWm4TjhTooonWWr84sw+EEdEYJviFnbxMcVqAiR+3Nt3379l44ayIiIuoKJvmIiLpJkiTMmDEDN9xwA7RaLYISjRhxQyjMFXYc+uDsghwZ452IiVPQ5mzoXVBUoA73NQVrEXqmN59iF8j5Th22u3v3buTm5nqkLCIi6jstib6goCC3RF9VnhNHvrbA0nh25d2okLOLY9gcEvJKddhx1ISN+03YcdSIbYeNrkU2zieE5OrNF5ro3puv5JgdAHD8+HHU1dX10JkSERFRdzDJR0TkIRkZGbjzzjvh5+cH3zAdRi0MhawBDn9QhcoTzZBlYGiaguGjFGi13U/0OZ0Sik+rzXjMeD/X9vrTNpQdVicY/vzzzzlsl4hoAAgMDMSSJUvcevQZfCU01Sg49GUzaooc0MjAyCQbRiRZoZHd44xTkWC2yBAXmRaipEpN7oUP00E6J89nqReoL1MX7Dh06JBnT46IiIg8gkk+IiIPio6Oxp133qmuiBigxcgbQuEXqcPJb2qRt7kOQhEIjxQYN9EJv4DuJ/qKCyU4HYBvuA5+UWd7ZhRsbYC1wYmamhps3bq12+UQEVHfOz/RN3KOEaZACU4bcHyjFYUHbBCKQHSIExOHWxDk23oV3YuprNOg2SpBZ5AQmqB1e6zilNpLcN++fVyAg4iIqB9iko+I3MiyjMzMTGRmZkKW2UR0RXBwMJYuXYrk5GRo9DLSrw1B9DhflB5owuEPq2Cpc8BoAsZOcCJxiPvqu53lcEiorlJ7ZQQlGFzbnXaB/C31AIBt27ahurq6eydFRORBjDVdFxAQgDvuuAPh4eHQ+8gYMdsE31AZEEDRITuOfGOB1awO3x2fakVqnK1Vr74Lk1BcpSb3Ioa5J/mqChxQHALV1dUoLS314FkREXkW4wwNVny1E5Ebk8mEjRs3YuPGjTCZTH1dHa9lMpmwaNEijBo1CpIsIXFqAJJnBqKpyo5DqypRebwZkgQkJAuMmeCEj2/XE3011WqSzz9G77a9+pQFdYVWOBwOfPvtt906HyIiT2Ks6R5/f38sWbIEMTEx0BkljJhtRFCsOra2sVLBwS+aUX7SDkkC4iMcmJRuQWiAEx2dE7ZlyG5ApAaac6bvUxxATRGH7BJR/8c4Q4MVk3xERD1Eq9XihhtuwNy5cwEAkSN9MOqmMOh8NTj5bS1OrK2B3aLAPwAYN1Ht1Sd3qreFqrlJTfLp/TStHsvbVA8hBI4dO4aioqLunRAREfUbPj4+WLx4MYYNGwaNVkLaDAMiU9Sed047kLPDhqPrmmFpVGAyCIwdZsXYYVb4n1mB90KsdhnKmXCk0bnP4VeZqw7ZPXToEBTl4sciIiKi3sMkHxFRD5IkCRMnTsSiRYvg4+OjLshxYygC4/WoPmXBwXcqUJNrgSyrvfrGX+ZESFjnVuC1W9V/9T6tm/TmGgcqjzcDADZu3OiBMyIiov5Cr9fjlltuwdixYyFJEpInGZA4QY+WtTXqS9VefcVHbFCcAqEBCiamWzBmqAUh/m337JNlgZRYG+Qzxzh/6r3aYifsFoHGxkYcO3asZ0+QiIiIOoVJPiJyYzabER4ejvDwcJjN5r6uzoCRkpKCe++9F/Hx8dAaZAy/Rp2nz96k4PiaGhz/shrWBidMJmDkGAWjxikICOpYos96Jsmn0cvQ6Fuvmnh6VyOEInDy5Enk5uZ68rSIiLqEscZzNBoNrr32WlxxxRUAgOjhOgyfaYTmzAwOigMo2GfHgc+aUZHrgBACYYEKxqVYMXWUBSOTrBgSbUNavA3jUyyYltGMhEi1t15Jlh32ZvdYJBSgLNsOANi8eTMX4CCifolxhgYrJvmIqJXKykpUVlb2dTUGHD8/P9x+++0YM2aMa56+oT8KhCQDNTlWHHinAkU/NEJxCgSHCIy5xIlRY50ICrlwzz5FkWBX77faHLJrrXei7HATAGDLli09cWpERJ3GWOM5kiRh2rRp+PGPfwydToegGA0y5prgE3z2o77VLHBqqxUHPmtG6XE7HDYBo14gKsSJ5GgH4sIdCPZXoNUAlkYFx76zIP8HW5vllWbZ4bQLlJaW8ssjIuq3GGdoMBqwSb7S0lIsXboU0dHRMBqNSE1Nxf/7f/8PNlvbH1baI0lSuz/PPvtsD9WeiAYqrVaL6667DnPnzoUkSQgfrs7T5xOqhWIXKNzegANvV6DskBlCEQgOFcgYp2DCZCeShznhHyDQVsJPUedBb7MnHwCU7FO/wczJyUFtbW0PnR0REfWl9PR03HXXXQgKCoLRX8aoq4ytVsi1NAjk7bZh70dNyFpvQeF+G8pO2HH6oA2ntllx4PMm7P+0GbXFznbLcdiAilNqb7/du3f36DkRERFRx2kvvov3KS0txaRJk1BYWIgFCxYgNTUVW7ZswbJly7B9+3asWbOmU8toJyYmYsmSJa22X3755R6sNRENFi3z9AUHB+OTTz4BwoGRC0ORs7EOVScssDY4kft9PYr3mhE11hcRI0ww+ciISxSIS3TC0gzU1UowN0pwOgC/AAGDUT22rGk7yWdtcKKu0IrAeAOOHDmCqVOn9uIZExFRb4mMjMTdd9+N1atX48SJExhymQEBkRrk7LRCcZzdT3ECdSVO1JW0n8y7kLJsO6KG63DixAk4HA5otQPytoKIiMirDMho/Mgjj6CgoAAvvfQS7r33XgCAEAJ33HEH3nzzTbz55pu44447Ony8pKQkLF++vIdqS0SDVUpKCu677z58/PHHyM3NRcqVwQgZ0ozcjXVwWASsDU7kb65H4Y4GBCUYEDLUiOAkA4wmGUZT6x59lSea0VDafm/lmnw1yZeXl8ckHxHRAGYymXDLLbdg27ZtWL9+PcKStfANlZG9xYqmas+siNtcJ2BrVqA3AcXFxUhISPDIcYmIiKjrBtxw3YaGBqxatQpDhgzBPffc49ouSRL++Mc/QpZlvPrqq31YQyKis/z8/HDbbbdhxowZkGUZocNMGPVjdfhuC8UuUH3KgpPf1GLP/5Xh2GfVKNzRgMoTzajOsaAquxmHP6zEyW9qIS7QIaOuQF2hIy8vD05n13puEBGRd5AkCVOnTsWSJUsQEBAAU4CMUXOMiErXulbf7S5LvfplU11dnWcOSERERN0y4Hrybd++HVarFbNnz4YkuX+CiY6ORkZGBnbu3AmLxQKj0dihY9bW1uK1115DeXk5wsPDMWPGDKSkpPRE9YloENJoNMjMzERqaio+/PBDVKMao24KQ/HeRhTtaYQ4p9OFcAK1BVbUnknYdUZztQMOiwIYHSgrK0NMTIwHz4KIiPqjhIQE3HPPPfj0009x/PhxJF1iQEi8Fqe2WWFt7N7KuHof9bN2YGCgJ6pKRERE3TTgknzZ2dkA0G4SLiUlBQcOHEBOTg5GjBjRoWMeOHAAP/vZz1z/lyQJt912G15++WX4+Phc8LlWqxVW69mb8fr6+g6VSdRXZFnGhAkTXL9T74mOjsbSpUvx8ccf4+TJk4ib6I/ABANyvqtDc7Xj4gfogIZSG4KTjCgoKGCSb4BgnCFvxFjTu0wmE26++Wbs3bsX33zzDQIibBg934TC/TaUHndcaAH3dulMEgx+apIvJCTEwzWm/oRxhrwR4wwNVgPu1d4yXKC9bxQDAgLc9ruYhx9+GDt37kR1dTVqamrw3XffYdKkSXj77bdx1113XfT5f/zjHxEYGOj6iY+P7+CZEPUNk8mE3bt3Y/fu3TCZTH1dnUHHZDJh0aJFWLhwIQwGA/yj9Bh9SxgSpvhD1nZ/fFVDsTpnX15eXrePRf0D4wx5I8aa3idJEi655BLcc889SEpKgkYrIWmCARlzjfAJ6nx8CY7TQJIkxMbGws/PrwdqTP0F4wx5I8YZGqz6bU++sLAwVFVVdXj/DRs2YMaMGR6vx/PPP+/2/5kzZ2L9+vUYM2YM3nvvPTzxxBMYOXJku89/7LHH8OCDD7r+X19ff9HA6HQ6Ybfbu1dxogFCp9NBo9H0dTV6lSRJGDVqFOLj47F27VocP34cMeP9EJxsxKn1tWgs7Xr7UHdaTfLl5+dDCNFqWgPyPl2JMwBjDdG5BlOsCQ4Oxu233469e/di3bp1QIgFo+aZUHbcgaLDNjg6OBuEf4R6vTiFzcDHOEPUfYMpzlDf6rdJvltvvRUNDQ0d3j8qKgrA2R587fXUa+le3p25Q3x8fHDrrbfiD3/4A7Zu3XrBJJ/BYIDBYOjQcYUQKC0tRW1tbZfrRjQQBQUFISoqatAlpAIDA3HLLbfgxIkT+OKLLwA0YNSNYagtsKJwRwPM5Z3/4NxUaYfiFLBYLKivr+c8SgNAZ+IMwFhD1J7BFGtaevWlpaXhiy++wPHjxxGdrkPEMC2KDttRkmV3mw+2LaYA9TpFRET0Qo2pLzHOEHnGYIoz1Hf6bZLvn//8Z5ee1/JtYsvcfOfLzs6GLMsYMmRIl+sGqD0NAaCpqalbxzlXSzCMiIiAj48P3/zUJ5xOJ06ePAkAGDZsWJ9+4ySEQFNTE8rLywGoc9YNRqmpqbjnnnvw7bff4sCBAwhKMCAwXo/SA2ac3t0Ip7XjkykJATjtArJGQl1dHZN8gxBjDfUHjDX9g5+fH2655Rbk5OTg22+/RWlpKRLG6RGZqkVJlh3lJx1Q2pgS1ugvwTdEnfWn5Yt2ohaMM9QfMM7QYNVvk3xdddlll8FgMODbb79tNRStpKQEhw4dwqRJkzq8sm57du7cCQBISkrq1nFaOJ1OVzAMDQ31yDGJuuLcoRVGo7HPu5W3zKFRXl6OiIiIPq9PX/Hx8cF1112HzMxMbNiwAQcPHkT0WD9EjPRF5YlmFO9thLXOedHjhKWZoDPK8PHx4QeMQYixhvoLxpr+ZciQIbj77rtx6NAhdQgvGpA0wYD4MXpU5DhQmeeAuUqBUNQFN4ZcZoAkSUhJSUFwcHBfV5/6EcYZ6i8YZ2iwGnALbwQEBODmm29GTk4O/v3vf7u2CyHw2GOPQVEUt5VyAbU33rFjx1BQUOC2fd++fW321Pvggw/w7rvvIiwsDD/60Y88Uu+WBuhiq/USDUYt7wvO66J287/++uuxaNEiREZGQqOTEDnSB2NvC0fS9ACYQtr/7iY01YjkTLXn3qRJk6DT6Xqr2tRPMNYQtW+wxxpJkjB69Gg88MADmD9/PkJDQ6HRSYhK02HUHBMm/NgH4643Yey1JgREaqDVajFz5sy+rjb1M4wzRO0b7HGGeseA68kHAM8++yw2bNiAX/ziF1i3bh1SU1OxefNmbN26FXPmzMHixYvd9t+1axdmzpyJzMxMbNy40bX9hRdewOrVqzFr1iwkJCRACIG9e/di8+bNMBqNePPNNz2+mhi7sxO1xvdFaykpKRg2bBgKCgqwZcsWnDx5ElGjfRE12hfmCjuqsptRdcoCa50TxiANYsb7IWKE+sFi6NChmDx5ch+fAfUlvqeIWuP7QqXVanHJJZdg/PjxyMvLw969e3Hq1Ck0NzdDc2aV9+joaCxYsIDz8VG7+H4iao3vC+oNAzLJFx0djZ07d+KJJ57AmjVr8MUXXyAhIQErVqzAI488AlnuWAfG6667DrW1tdi7dy+++uorOBwOxMbG4q677sLDDz+M4cOH9/CZEBG1T5IkJCYmIjExEbm5udi1axdOnDgB33AdfMN1SJgSAMWpzr/XYvr06cjMzOxwO0hERIOTJElITk5GcnIyhBCoqqqC1WqFLMuIjIxkHCEiIuqHBmx0jo6Oxv/93/+htLQUVqsV2dnZ+P3vf9/mylAzZsyAEMKtFx8AXH/99Vi9ejVyc3NhNpthtVqRk5OD1157jQk+GhRWrFiByMhISJKE1atXAwCWL1/eahv1veTkZNx888146KGHMH/+fCQkJECj0UDWSNBoNBg6dChuv/12zJw5kzdmRNRvvPLKK4iJiWGc6eckSUJYWBhiY2MRHR3NOEJEXoX3NDSYMEJTt0iSdMGfJUuWDOh6LF++HGPHju2RY3fFxo0bIUkSamtrO7RfWz+lpaUAgNzcXPzhD3/Ayy+/jJKSEsydOxdZWVlYsWKF27bu6m/X0Nv5+PjgkksuwR133IHHH38cDzzwAH7zm9/gJz/5CZKTk/u6ekSdxjjTv9pIT8eZV199Ff/6178YZ4ioTzHW9K92kvc0RF03IIfrUu8pKSlx/b5q1Sr8/ve/x/Hjx13bWlYRamG323tksv/+Ug9vc/z4cQQEBLhtCw0NRU1NjWuJ9+uuu841f8SpU6dabaP+S5ZlrnpIXq+/tO/9pR7epq04ExERASGEK85ce+210GrVj6SMM0TUF/pLG99f6uFteE9DdA5Bvaqurk4AEHV1dW7bm5ubxdGjR0Vzc3Or5zQ2Nrb7c/7+F9q3qampQ/t21RtvvCECAwNd/8/NzRUAxKpVq0RmZqYwGAzi9ddfF8uWLRNjxoxxe+7f/vY3kZiY6Lbt9ddfF8OHDxcGg0GkpaWJF1980aP16EgZv/3tb0VKSoowmUwiOTlZPPHEE8Jms7nKAeD288YbbwghhAAg/v3vf4urr75amEwmMXz4cLFt2zaRnZ0tMjMzhY+Pj7jsssvEyZMn3cr77LPPxPjx44XBYBDJycli+fLlwm63ux4HIF599VWxYMECYTKZxLBhw8Snn37qdp7n/ixevLjNa7RhwwYBQNTU1LT5+LJly1odq61tLS52HQsLC8XNN98sgoODhY+Pj7jkkkvEjh07LngNz3Wh9wcNbu21qYPZha5Je+8lxhnGmRaDNc4IwVhD7WOscdeVOCNE78aa7mCsYazhPQ31Nk/GGSb5ellXknznNxjn/sybN89tXx8fn3b3zczMdNs3LCyszf26qr1AlJSUJD766CORk5MjioqKOhQQX3nlFREdHe163kcffSRCQkLEypUrPVaPjpTxhz/8QWzdulXk5uaKzz77TERGRoo//elPQgghmpqaxEMPPSRGjhwpSkpKRElJietDBwARGxsrVq1aJY4fPy4WLFggkpKSxBVXXCG++uorcfToUXHZZZeJq666ylXWV199JQICAsTKlSvFqVOnxDfffCOSkpLE8uXLXfsAEHFxceKdd94R2dnZ4oEHHhB+fn6iqqpKOBwO8dFHHwkA4vjx46KkpETU1ta2eY0uFhAbGhpcwarl3Nra1pG/VUNDgxgyZIiYNm2a2Lx5s8jOzharVq0S27Ztu+A1PBcDIrWHN16tdeXmi3GGcabFYI0zQjDWUPsYa9x1NcnXm7GmOxhrGGt4T0O9jUk+LzYYk3x///vf3fbrSECMj48X77zzjts+f/jDH8TkyZM9Vo+ulPHcc8+JSy655ILnIoT6N3viiSdc/9++fbsAIP7v//7Pte3dd98VRqPR9f9p06aJZ555xu04b731loiOjm73uI2NjUKSJLF27VohxMUDXYuW/Xx9fd1+UlNTXft88sknrV4PbW272HV8+eWXhb+/v6iqqmqzLu1dw3MxIFJ7eOPV2mBM8jHOMM50N84IwVhD7WOscTdYk3yMNYw1vKehnuLJOMM5+bxAY2Nju49pNBq3/7fMOdCW81dCy8vL61a9OmrChAmd2r+iogKFhYW466678LOf/cy13eFwIDAw0CP16GgZH374If7+97/j5MmTaGxshMPhaDXfQ3tGjx7t+j0yMhIAkJGR4bbNYrGgvr4eAQEB+OGHH7B79248/fTTrn2cTicsFguamprg4+PT6ri+vr7w9/e/4N/9QjZv3gx/f3/X/7VaLZxOJ7KyspCfn3/R53fkOu7fvx/jxo1DSEhIl+pIRD2PcUbFONM7caal3JY443Q6W73OWjDOEA0cjDUqxhre0xD1JCb5vICvr2+f79sd55cjyzKEEG7b7Ha763dFUQAAr776KiZNmuS2X3s3AZ2tR0fK2LFjB2655RasWLECc+bMQWBgIN577z385S9/6VB5506C2zKha1vbWuqiKApWrFiBG264odWxjEZjm8dtOU7LMTorOTkZQUFBbttagvC5f5P2dOQ6nj9BMBH1P4wzZzHO9HycacE4QzS4MNacxVjDexqinsIkH/W68PBwlJaWQgjhCgr79+93PR4ZGYnY2Fjk5OTgtttu65E6dKSMrVu3IjExEb/73e9c287/Jkiv18PpdHqkTuPHj8fx48cxbNiwLh9Dr9cDgMfqdDEduY6jR4/Ga6+9hurq6ja/+fLkNSQiAhhn2sM4Q0TkOYw1bWOsIepbTPJRr5sxYwYqKirw3HPP4cYbb8RXX32FtWvXunUZX758OR544AEEBARg7ty5sFqt2LNnD2pqavDggw96pB4XK2PYsGEoKCjAe++9h0svvRRr1qzBJ5984naMpKQk5ObmYv/+/YiLi4O/vz8MBkOX6vP73/8e8+fPR3x8PG666SbIsoyDBw/i0KFDeOqppzp0jMTEREiShC+++ALz5s2DyWSCn59fu/uXl5fDYrG4bWuvx0V7LnYdb731VjzzzDNYsGAB/vjHPyI6Ohr79u1DTEwMJk+e7NFrSEQEMM60p7/EmdDQ0FbD7S6EcYaI+iPGmrb1l1jDexoarDr+CYvIQ9LT0/HSSy/hxRdfxJgxY7Br1y48/PDDbvssXboUr732GlauXImMjAxkZmZi5cqVSE5O9lg9LlbGddddh1//+te4//77MXbsWGzbtg1PPvmk2zEWLlyIq666CjNnzkR4eDjefffdLtdnzpw5+OKLL/Dtt9/i0ksvxWWXXYa//vWvSExM7PAxYmNjsWLFCjz66KOIjIzE/ffff8H909LSEB0d7fbzww8/dKreF7uOer0e33zzDSIiIjBv3jxkZGTg2WefdXV99+Q1JCICGGfawzjDOENEnsNY0zbGGsYa6luSOH8iAepR9fX1CAwMRF1dndu3PBaLBbm5uUhOTnabq4CotzmdTuzbtw8AMG7cuG7NGeIpfH9Qe9prUwezC10Tvpeov2CsIW/CWOOOcYa8AeMMeRNPxhn25CMiIiIiIiIiIvJynJOPiFppmeyWiIiopzDWEBFRT2KcocGIST4icqPRaDB69Oi+rgYREQ1gjDVERNSTGGdosOJwXSIiIiIiIiIiIi/HJB8REREREREREZGX43BdInKjKAqOHTsGABg+fDhkmd8FEBGRZzHWEBFRT2KcocGKST4iciOEQFNTk+t3IiIiT2OsISKinsQ4Q4MV09lERERERERERERejkk+IiIiIiIiIiIiL8ckHw1oGzduhCRJqK2t7euqEBHRAMQ4Q0REPY2xhog6ikk+6hZJki74s2TJkr6uIhEReTHGGSIi6mmMNUQ0UHDhDeqWkpIS1++rVq3C73//exw/fty1zWQyue1vt9uh0+l6pW42m61XyiEiop7DOENERD2NsYaIBgr25PMGZnP7PxZLx/dtbu7Yvp0QFRXl+gkMDIQkSa7/WywWBAUF4f3338eMGTNgNBrx9ttvY/ny5Rg7dqzbcf7+978jKSnJbdsbb7yB9PR0GI1GDB8+HC+99NIF6zJjxgzcf//9ePDBBxEWFobZs2e7Hvvhhx8wYcIE+Pj4YMqUKW5BGwD+9a9/YejQodDr9UhLS8Nbb73Vqesw0Gi1Wmi1/A6AaNBgnGGc6QOMNUSDTG/Gmk5irBmYGGdoMGKSzxv4+bX/s3Ch+74REe3vO3eu+75JSW3v52GPPPIIHnjgAWRlZWHOnDkdes6rr76K3/3ud3j66aeRlZWFZ555Bk8++STefPPNCz7vzTffhFarxdatW/Hyyy+7tv/ud7/DX/7yF+zZswdarRZ33nmn67FPPvkEv/zlL/HQQw/h8OHD+PnPf4477rgDGzZs6NoJezmNRoOxY8di7Nix0Gg0fV0dIuoNjDOMM72MsYZoEOrNWNMDGGu8C+MMDVZMa1OP+9WvfoUbbrihU8/5wx/+gL/85S+u5yUnJ+Po0aN4+eWXsXjx4nafN2zYMDz33HOu/5eWlgIAnn76aWRmZgIAHn30UVx99dWwWCwwGo3485//jCVLluC+++4DADz44IPYsWMH/vznP2PmzJmdqjcREfU+xhkiIuppjDVE5A2Y5PMGjY3tP3b+txLl5e3vK5/XcTMvr8tV6owJEyZ0av+KigoUFhbirrvuws9+9jPXdofDgcDAwC6VNXr0aNfv0dHRAIDy8nIkJCQgKysLd999t9v+U6dOxQsvvNCpehMReS3GGQCMM0REPYqxBgBjDRH1LCb5vIGvb9/v2w2+55UjyzKEEG7b7Ha763dFUQCo3dsnTZrktt/FulqfX1aLcyfGlSTJrZxzt7UQQrTaNlgoioLs7GwAQEpKCuTzP0gR0cDDOOPCONM7GGuIBiHGGhfGmp7HOEODFZN81OvCw8NRWlrqFnT279/vejwyMhKxsbHIycnBbbfd1uP1SU9Px5YtW3D77be7tm3btg3p6ek9XnZ/JIRAQ0OD63ciIm/DONP/MdYQkbdjrOnfGGdosGKSj3rdjBkzUFFRgeeeew433ngjvvrqK6xduxYBAQGufZYvX44HHngAAQEBmDt3LqxWK/bs2YOamho8+OCDHq3Pb37zG/z4xz/G+PHjMWvWLHz++ef4+OOPsW7dOo+WQ0REvYNxhoiIehpjDRH1R+yzSr0uPT0dL730El588UWMGTMGu3btwsMPP+y2z9KlS/Haa69h5cqVyMjIQGZmJlauXInk5GSP12fBggV44YUX8Pzzz2PkyJF4+eWX8cYbb2DGjBkeL4uIiHoe4wwREfU0xhoi6o8kwb6rvaq+vh6BgYGoq6tz+5bHYrEgNzcXycnJMBqNfVhDGuycTif27dsHABg3bly/WHKe7w9qT3tt6mB2oWvC9xL1F4w15E0Ya9wxzpA3YJwhb+LJOMOefERERERERERERF6OST4iIiIiIiIiIiIvx4U3iKgVLjFPREQ9jbGGiIh6EuMMDUZM8hGRG41Gg/Hjx/d1NYiIaABjrCEiop7EOEODFVPb/QzXQSFqje8LIs/ie4qoNb4viDyH7yei1vi+oN7AJF8/odPpAABNTU19XBOi/qflfdHyPiGirmGsIWofYw1R9zHOELWPcYZ6A4fr9hMajQZBQUEoLy8HAPj4+ECSpD6uFQ1GiqKgoKAAAJCQkNCnc1kIIdDU1ITy8nIEBQVBo9H0WV2IBgLGGuovGGuIBibGGeovGGdosGKSrx+JiooCAFdQJOoLiqKgsLAQAOB0OvvFhLVBQUGu9wcRdQ9jDfUHjDVEAxfjDPUHjDM0WDHJ149IkoTo6GhERETAbrf3dXVokGpqasLVV18NANi7dy98fHz6tD46nY7fdhF5EGMN9QeMNUQDF+MM9QeMMzRYMcnXD2k0GjYA1GecTify8/MBAAaDAUajsY9rREQ9gbGG+hJjDdHAxzhDfYlxhgarvu+zSkRERERERERERN3CJB8REREREREREZGXY5KPiIiIiIiIiIjIy3FOvl4mhAAA1NfX93FNiNpmNptdv9fX18PpdPZhbYgurKUtbWlbiXGGvANjDXkTxhp3jDPkDRhnyJt4Ms4wydfLGhoaAADx8fF9XBOii4uJienrKhB1SENDAwIDA/u6Gv0C4wx5G8Ya8haMNSrGGfI2jDPkLTwRZyTBr6R6laIoKC4uhr+/PyRJ6uvqeJX6+nrEx8ejsLAQAQEBfV2dAY3XunfxenedEAINDQ2IiYmBLHMGCoBxpjv4XuxdvN69h9e6exhr3DHOdB3fi72L17t38Xp3nSfjDHvy9TJZlhEXF9fX1fBqAQEBbDR6Ca917+L17hr2qnDHONN9fC/2Ll7v3sNr3XWMNWcxznQf34u9i9e7d/F6d42n4gy/iiIiIiIiIiIiIvJyTPIRERERERERERF5OSb5yGsYDAYsW7YMBoOhr6sy4PFa9y5eb6L+ge/F3sXr3Xt4rYn6B74Xexevd+/i9e4fuPAGERERERERERGRl2NPPiIiIiIiIiIiIi/HJB8REREREREREZGXY5KPiIiIiIiIiIjIyzHJR0RERERERERE5OWY5CMawDZu3AhJkrBkyZJ+dSwiIhoYGGeIiKgnMc4QdQ6TfERERERERERERF6OST4iIiIiIiIiIiIvxyQfERERERERERGRl2OSj8jLrFmzBnfeeSfS09MREBAAX19fjBkzBs888wysVmuHjrF8+XJIkoSVK1di586dmDNnDoKCghAQEIDZs2djx44dF3x+dXU17r33XkRHR8NgMGDUqFF4/fXXe6y+RETUexhniIioJzHOEPUcbV9XgIg656677oLZbMbIkSORkZGB+vp67Nq1C7/73e+wfv16fPPNN9BoNB061rZt2/Dzn/8cw4YNw9y5c3Hy5EmsW7cOmzZtwhdffIHZs2e3ek5tbS0mT56Muro6TJw4EY2Njdi0aRPuuusuKIqCpUuX9lh9iYio5zHOEBFRT2KcIepBgoi8yieffCIaGxvdttXX14v58+cLAOLNN990bd+wYYMAIBYvXuy2/7JlywQAAUA8/vjjQlEU12MvvfSSACBiYmJEc3Nzq2MBEAsXLnSrw+rVqwUAkZCQ0K36EhFR32OcISKinsQ4Q9RzOFyXyMssWLAAvr6+btv8/f3xt7/9DQDw6aefdvhYiYmJWLFiBSRJcm279957MWnSJBQXF+OTTz5p9ZyAgAC88sorbnW47rrrkJGRgYKCAuTl5fVYfYmIqOcxzhARUU9inCHqORyuS+SFsrOz8eWXX+LkyZMwm81QFAVCCNdjHbVw4UJota2bgVtvvRU7d+7Eli1bcOutt7o9NmHCBISEhLR6TmpqKg4dOoSSkhIkJSX1SH2JiKh3MM4QEVFPYpwh6hlM8hF5ESEEHn74Yfztb39zBZXzNTQ0dPh4iYmJbW5vCWrFxcWtHouLi2vzOX5+fgDgNvmsp+tLREQ9i3GGiIh6EuMMUc/icF0iL7Jq1Sr89a9/RWxsLD788EMUFRXBZrNBCOEKRu0Fn8640DHO7QrfX+pLRESewThDREQ9iXGGqGexJx+RF2mZU+Jf//oX5s+f7/ZYTk5Op4+Xn5/f5vaCggIAQExMTKePeS5P15eIiHoW4wwREfUkxhminsWefERepKamBgAQHx/f6rH333+/08f76KOP4HQ6W21/7733AABTp07t9DHP5en6EhFRz2KcISKinsQ4Q9SzmOQj8iKpqakAgFdeecWtW/jmzZvx/PPPd/p4+fn5WLFihdu2V155Bdu3b0dUVBSuv/76flVfIiLqWYwzRETUkxhniHoWk3xEXuSBBx6Ar68vXnrpJYwaNQq33norpk+fjszMTNxzzz2dPt7PfvYzPPvssxg1ahQWLVqEiRMn4uc//zl0Oh3eeOMNmEymflVfIiLqWYwzRETUkxhniHoWk3xEXiQ1NRW7d+/GNddcg8rKSnz22WdobGzEyy+/3KVvkqZMmYLvv/8eUVFR+OKLL5CVlYVZs2Zh48aNuOqqq/pdfYmIqGcxzhARUU9inCHqWZLgUjBEg87y5cuxYsUKvPHGG1iyZElfV4eIiAYYxhkiIupJjDNEbWNPPiIiIiIiIiIiIi/HJB8REREREREREZGXY5KPiIiIiIiIiIjIy3FOPiIiIiIiIiIiIi/HnnxERERERERERERejkk+IiIiIiIiIiIiL8ckHxERERERERERkZdjko+IiIiIiIiIiMjLMclHXbJy5UpIkuT60Wq1iIuLwx133IGioiKPl9fU1ITly5dj48aNHj82AGzcuBGSJPXY8dsqq+VHo9EgPDwc11xzDfbs2dOlY+bl5UGSJKxcubLTzy0uLsby5cuxf//+Vo8tX74ckiR1qU6e1FKPysrKi+6blJSEJUuW9HylvFx/+dvS4MU40v2yGEc6ri/jyNGjR7F8+XLk5eW1emzJkiVISkrq0nE7c07PPPMMVq9e3aVy2tPyHu7qa468A9vq7pfFtrrj2FazrW7L+X/rlvfWhx9+2HeVOk93XiMzZszAqFGjPFYXrceORIPSG2+8geHDh6O5uRmbNm3CH//4R3z//fc4dOgQfH19PVZOU1MTVqxYAUB9E3ja+PHjsX37dowYMcLjx27PM888g5kzZ8Jut2Pfvn1YsWIFMjMzsX//fqSkpPRaPYqLi7FixQokJSVh7Nixbo8tXboUV111Va/VxRM++eQTBAQE9HU1iKiDGEe6jnGkZ3g6jhw9ehQrVqzAjBkzWt0APPnkk/jlL3/psbLa88wzz+DGG2/EggULerwsGpjYVncd2+qewbZ68OD9XecwyUfdMmrUKEyYMAEAMHPmTDidTvzhD3/A6tWrcdttt/Vx7S7ObrdDkiQEBATgsssu89hxm5qa4OPjc8F9UlJSXGVOmzYNQUFBWLx4Md5++23Xh5u+FhcXh7i4uL6uRqeMGzeur6vQJR15zRANRIwjbWMc6Tu9GUeGDh3aa2V5ihACFoulr6tBvYxtddvYVvcdttUXNpDaam+9v+srHK5LHtUSwPLz8wEAFosFjz32GJKTk6HX6xEbG4tf/OIXqK2tdXved999hxkzZiA0NBQmkwkJCQlYuHAhmpqakJeXh/DwcADAihUrXF3ez+2ym52djUWLFiEiIgIGgwHp6el48cUX3cpo6db71ltv4aGHHkJsbCwMBgNOnjzZbtf9zz77DJMnT4aPjw/8/f0xe/ZsbN++3W2fli7Ye/fuxY033ojg4OAuBYKWD05lZWVu2ztybm05efIk7rjjDqSkpMDHxwexsbG45pprcOjQIbdrcumllwIA7rjjDte1Xb58udu5nUtRFDz33HMYPnw4DAYDIiIicPvtt+P06dNu+7V0O969ezemTZsGHx8fDBkyBM8++ywURXE73lNPPYW0tDSYTCYEBQVh9OjReOGFF1qdU1lZGW699VYEBgYiMjISd955J+rq6tz2aa8799tvv40HH3wQUVFRMJlMyMzMxL59+y56HVu6uG/YsAH33nsvwsLCEBoaihtuuAHFxcXdujabNm3ClClT4OPjgzvvvNM1BOP555/Hn/70JyQlJcFkMmHGjBk4ceIE7HY7Hn30UcTExCAwMBDXX389ysvL3Y69atUqXHnllYiOjobJZEJ6ejoeffRRmM3mi54rUX/AOMI40mIgxJGVK1fipptuAqAmRlquT8tQu7aG99TW1uKuu+5CSEgI/Pz8cPXVVyMnJ8ftunbmnCRJgtlsxptvvukqvzM9pCRJwv33349///vfSE9Ph8FgwJtvvul6vKGhwWPxkbwH22q21S3YVrOtPl9TUxMefvhhJCcnw2g0IiQkBBMmTMC7777r2mfJkiXw8/PDkSNHMGvWLPj6+iI8PBz3338/mpqa3I7XkaHZ9fX1mDNnDiIjI7Fr1y4AgM1mw1NPPeU6n/DwcNxxxx2oqKjo1PlUVFTg7rvvRnx8vOs4U6dOxbp16y74vBdffBHTp09HREQEfH19kZGRgeeeew52u73N/Tdv3ozLLrsMJpMJsbGxePLJJ+F0OjtVV4A9+cjDTp48CQAIDw+HEAILFizA+vXr8dhjj2HatGk4ePAgli1bhu3bt2P79u0wGAzIy8vD1VdfjWnTpuH1119HUFAQioqK8NVXX8FmsyE6OhpfffUVrrrqKtx1111YunSpqwxA7Vo9ZcoUJCQk4C9/+QuioqLw9ddf44EHHkBlZSWWLVvmVsfHHnsMkydPxr///W/IsoyIiAiUlpa2Opd33nkHt912G6688kq8++67sFqteO655zBjxgysX78el19+udv+N9xwA2655Rbcc889XUqo5ObmAgBSU1Nd2zp7bucqLi5GaGgonn32WYSHh6O6uhpvvvkmJk2ahH379iEtLQ3jx4/HG2+8gTvuuANPPPEErr76agC44Dd59957L1555RXcf//9mD9/PvLy8vDkk09i48aN2Lt3L8LCwlz7lpaW4rbbbsNDDz2EZcuW4ZNPPsFjjz2GmJgY3H777QCA5557DsuXL8cTTzyB6dOnw26349ixY60+FALAwoULcfPNN+Ouu+7CoUOH8NhjjwEAXn/99Yte38cffxzjx4/Ha6+9hrq6OixfvhwzZszAvn37MGTIkIs+f+nSpbj66qvxzjvvoLCwEL/5zW/wk5/8BN99912Xrk1JSQl+8pOf4Le//S2eeeYZyPLZ71xefPFFjB49Gi+++CJqa2vx0EMP4ZprrsGkSZOg0+nw+uuvIz8/Hw8//DCWLl2Kzz77zPXc7OxszJs3D7/61a/g6+uLY8eO4U9/+hN27drlVlei/opxhHFkIMWRq6++Gs888wwef/xxvPjiixg/fjyA9nuFKIrimq9r+fLlrqGFFxpGd7Fz2r59O6644grMnDkTTz75JAB0etjT6tWrsXnzZvz+979HVFQUIiIisHv3bgCej4/kHdhWs61mW822uj0PPvgg3nrrLTz11FMYN24czGYzDh8+jKqqKrf97HY75s2bh5///Od49NFHsW3bNjz11FPIz8/H559/3uHzPn36NObNmwebzYbt27djyJAhUBQF1113HTZv3ozf/va3mDJlCvLz87Fs2TLMmDEDe/bsgclk6tDxf/rTn2Lv3r14+umnkZqaitraWuzdu7fV+Zzv1KlTWLRokevLjwMHDuDpp5/GsWPHWr2WS0tLccstt+DRRx/F//t//w9r1qzBU089hZqaGvzv//5vh68FAEAQdcEbb7whAIgdO3YIu90uGhoaxBdffCHCw8OFv7+/KC0tFV999ZUAIJ577jm3565atUoAEK+88ooQQogPP/xQABD79+9vt7yKigoBQCxbtqzVY3PmzBFxcXGirq7Obfv9998vjEajqK6uFkIIsWHDBgFATJ8+vdUxWh7bsGGDEEIIp9MpYmJiREZGhnA6na79GhoaREREhJgyZYpr27JlywQA8fvf//7CF+28slatWiXsdrtoamoSW7duFWlpaWLEiBGipqam0+eWm5srAIg33nij3XIdDoew2WwiJSVF/PrXv3Zt3717d7vPbTm3FllZWQKAuO+++9z227lzpwAgHn/8cde2zMxMAUDs3LnTbd8RI0aIOXPmuP4/f/58MXbs2HbrfW49zn8t3XfffcJoNApFUVzbEhMTxeLFi13/b7ne48ePd9svLy9P6HQ6sXTp0guW3fJaP/+cn3vuOQFAlJSUCCG6dm3Wr1/vtm/L33HMmDFur7u///3vAoC49tpr3fb/1a9+JQC0en20UBRF2O128f333wsA4sCBA67Hzv/bEvU2xhHGkXMN5DjywQcfuL02zrV48WKRmJjo+v+aNWsEAPGvf/3Lbb8//vGPrV6/nTknX19ft3PqDAAiMDDQ9Vpp0RPxkfofttVsq8/FtlrFtvrCRo0aJRYsWHDBfRYvXiwAiBdeeMFt+9NPPy0AiC1btri2tfe3/uCDD8S+fftETEyMmDZtmqiqqnLt8+677woA4qOPPnI7fsv74KWXXurw+fj5+Ylf/epXFz2fc18j53M6ncJut4v//Oc/QqPRuP2dWt5Dn376qdtzfvaznwlZlkV+fn6H6yqEEByuS91y2WWXQafTwd/fH/Pnz0dUVBTWrl2LyMhI17cC53etvemmm+Dr64v169cDAMaOHQu9Xo+7774bb775JnJycjpcvsViwfr163H99dfDx8cHDofD9TNv3jxYLBbs2LHD7TkLFy686HGPHz+O4uJi/PSnP3XrYeXn54eFCxdix44drboRd+S457r55puh0+ng4+ODqVOnor6+HmvWrEFQUFCXz+1cDocDzzzzDEaMGAG9Xg+tVgu9Xo/s7GxkZWV1qq4tNmzYAKD133TixIlIT093/U1bREVFYeLEiW7bRo8e7Rra0fLcAwcO4L777sPXX3+N+vr6dsu/9tprWx3LYrG0GrLalkWLFrkNQ0hMTMSUKVNc53QxbZUNnB2m0tlrExwcjCuuuKLNsubNm+f2uktPTwcA17eu528vKChwbcvJycGiRYsQFRUFjUYDnU6HzMxMAOjy352oJzGOdO6452IcOftcb4gjHfH9998DAH784x+7bb/11lvbfU53zqmjrrjiCgQHB3e4fKDr8ZH6J7bVnTvuudhWn30u2+qzBnJbPXHiRKxduxaPPvooNm7ciObm5nb3PX9Oz0WLFrnV50K+/vprTJs2DdOnT8e3336LkJAQ12NffPEFgoKCcM0117i9p8aOHYuoqKhOrbA9ceJErFy5Ek899RR27NjR7nDb8+3btw/XXnstQkNDXfdlt99+O5xOJ06cOOG2r7+/f6u/0aJFi6AoCjZt2tThugKck4+66T//+Q92796Nffv2obi4GAcPHsTUqVMBAFVVVdBqta4u9i0kSUJUVJSre+vQoUOxbt06RERE4Be/+AWGDh2KoUOHtjk/w/mqqqrgcDjwz3/+Ezqdzu1n3rx5ANBqufLo6OgOHbe9fWNiYqAoCmpqajp93HP96U9/wu7du/H999/jd7/7HcrKyrBgwQJYrdYun9u5HnzwQTz55JNYsGABPv/8c+zcuRO7d+/GmDFjLtjQXsjFrsv5XZZDQ0Nb7WcwGNzKf+yxx/DnP/8ZO3bswNy5cxEaGopZs2a1ucz7+cczGAwA0KHziYqKanPbxbpZd7Tszl6bC71ezg1QAKDX6y+4vWVS3cbGRkybNg07d+7EU089hY0bN2L37t34+OOP3epK1J8wjnTuuOdiHFF5SxzpiJbX/PntfWRkZLvP6c45ddSFXpuejo/UP7Gt7txxz8W2WsW2evC01f/4xz/wyCOPYPXq1Zg5cyZCQkKwYMECZGdnu+2n1Wpb1avl79eR8lavXo3m5mbce++9rvNpUVZWhtraWuj1+lbvq9LS0gu+p863atUqLF68GK+99homT56MkJAQ3H777W0O/29RUFCAadOmoaioCC+88AI2b96M3bt3u+bZPP/v3tZrpzPX4lyck4+6JT093TV57PlCQ0PhcDhQUVHhFvSFECgtLXVN/gqoK01NmzYNTqcTe/bswT//+U/86le/QmRkJG655ZZ2yw8ODoZGo8FPf/pT/OIXv2hzn+TkZLf/nz+pbHt1B9R5085XXFwMWZZbfUvSkeOea8iQIa5rN336dJhMJjzxxBP45z//iYcffrhL53aut99+G7fffjueeeYZt+2VlZWubw4769zrcv4cHsXFxV2aU0er1eLBBx/Egw8+iNraWqxbtw6PP/445syZg8LCQo+tONtWI1xaWtrmh5Ku6Oy16ezrpSO+++47FBcXY+PGja7eewDanOuEqL9gHOnccc/FOKIaKHEEOPuar66udrt5vNCNRG/oTszqib859T621Z077rnYVqvYVve8/tJW+/r6YsWKFVixYgXKyspcvfquueYaHDt2zLWfw+FAVVWV29+m5Rp25O/1t7/9DatWrcLcuXPxySef4Morr3Q91rLAyFdffdXmc/39/Tt8PmFhYfj73/+Ov//97ygoKMBnn32GRx99FOXl5e0ef/Xq1TCbzfj444+RmJjo2r5///429z9/IR6gc9fiXOzJRz1m1qxZANTAc66PPvoIZrPZ9fi5NBoNJk2a5Mpw7927F0D733T4+Phg5syZ2LdvH0aPHo0JEya0+ulKg56WlobY2Fi88847EEK4tpvNZnz00Ueu1bc86be//S2GDRuGZ599Fg0NDd0+N0mSWn2jsWbNGhQVFblt68y3SC3DS8//m+7evRtZWVlt/k07IygoCDfeeCN+8YtfoLq6Gnl5ed063rneffddt79lfn4+tm3b1qlVqy6kp69NR7QE9vP/7i+//HKPl03UExhHOodxpH/Gkc5cn5YvaFatWuW2/b333utkbVvXoa96c/eH+Eg9i21157CtZlt9oToMtLY6MjISS5Yswa233orjx4+3Gv7+3//+1+3/77zzDgB06B7NaDTi448/xvz583Httdfi008/dT02f/58VFVVwel0tvmeSktL69L5JCQk4P7778fs2bNd7VZb2rovE0Lg1VdfbXP/hoYGt8UUAfVayLKM6dOnd6qO7MlHPWb27NmYM2cOHnnkEdTX12Pq1KmulbbGjRuHn/70pwCAf//73/juu+9w9dVXIyEhARaLxbXazI9+9CMAaqY9MTERn376KWbNmoWQkBCEhYUhKSkJL7zwAi6//HJMmzYN9957L5KSktDQ0ICTJ0/i888/79KKorIs47nnnsNtt92G+fPn4+c//zmsViuef/551NbW4tlnn/XchTpDp9PhmWeewY9//GO88MILeOKJJ7p1bvPnz8fKlSsxfPhwjB49Gj/88AOef/75Vt/MDB06FCaTCf/973+Rnp4OPz8/xMTEICYmptUx09LScPfdd+Of//wnZFnG3LlzXasuxcfH49e//nWnz/uaa67BqFGjMGHCBISHhyM/Px9///vfkZiYiJSUlE4frz3l5eW4/vrr8bOf/Qx1dXVYtmwZjEaja2Wr7uqJa9NZU6ZMQXBwMO655x4sW7YMOp0O//3vf3HgwIEeL5uoJzCOdA7jSP+MI6NGjQIAvPLKK/D394fRaERycnKbN+1XXXUVpk6dioceegj19fW45JJLsH37dvznP/8BALc5wzojIyMDGzduxOeff47o6Gj4+/t3+Qans/pDfKSexba6c9hWs61uz0BpqydNmoT58+dj9OjRCA4ORlZWFt56661WSXO9Xo+//OUvaGxsxKWXXupaXXfu3LmtVrVuj06nw7vvvoulS5fixhtvxH/+8x/ceuutuOWWW/Df//4X8+bNwy9/+UtMnDgROp0Op0+fxoYNG3Ddddfh+uuvv+jx6+rqMHPmTCxatAjDhw+Hv78/du/eja+++go33HBDu8+bPXs29Ho9br31Vvz2t7+FxWLBv/71r1bD/1uEhobi3nvvRUFBAVJTU/Hll1/i1Vdfxb333ouEhIQOXQuXTi3TQXRGyyo9u3fvvuB+zc3N4pFHHhGJiYlCp9OJ6Ohoce+997qtJrV9+3Zx/fXXi8TERGEwGERoaKjIzMwUn332mdux1q1bJ8aNGycMBoMA4LbCTm5urrjzzjtFbGys0Ol0Ijw8XEyZMkU89dRTrn3OXYXnfOevtNVi9erVYtKkScJoNApfX18xa9YssXXrVrd9WlZMqqiouMhVu3g9hBBi0qRJIjg4WNTW1nb43NpaaaumpkbcddddIiIiQvj4+IjLL79cbN68WWRmZorMzEy3Mt99910xfPhwodPp3FaEamsFVqfTKf70pz+J1NRUodPpRFhYmPjJT34iCgsL3fbLzMwUI0eObHV+56889Je//EVMmTJFhIWFCb1eLxISEsRdd90l8vLyXPu0d41bXoe5ubmube2tvvTWW2+JBx54QISHhwuDwSCmTZsm9uzZ06p+52vvtd7Wa6a716bl7/j888+3Wdb5r5m26rZt2zYxefJk4ePjI8LDw8XSpUvF3r17W70+uLou9TXGkbMYRwZ2HBFCXSU9OTlZaDQat+vc1mp81dXV4o477hBBQUHCx8dHzJ49W+zYsaPVKoSdOaf9+/eLqVOnCh8fHwGg1d/vQgCIX/ziF62290R8pP6HbfVZbKvZVp+LbXX7Hn30UTFhwgQRHBwsDAaDGDJkiPj1r38tKisrXfssXrxY+Pr6ioMHD4oZM2YIk8kkQkJCxL333isaGxvdjneh1XVbKIoiHnjgASHLsnj11VeFEELY7Xbx5z//WYwZM0YYjUbh5+cnhg8fLn7+85+L7OzsDp2LxWIR99xzjxg9erQICAgQJpNJpKWliWXLlgmz2ex2Pue/Rj7//HNX2bGxseI3v/mNWLt2bavr3vIe2rhxo5gwYYIwGAwiOjpaPP7448Jut3eonueShDinLysR0QCzceNGzJw5Ex988AFuvPHGvq4OERF5mf4QR9555x3cdttt2Lp1K6ZMmdIndSAi6s/YVnuXJUuW4MMPP0RjY2NfV2XA4XBdIiIiIqJ+4t1330VRUREyMjIgyzJ27NiB559/HtOnT+dNIxFRP8G2mvorJvmIiIiIiPoJf39/vPfee3jqqadgNpsRHR2NJUuW4KmnnvJoOQ6H44KPy7Lc5XmliIgGusHYVgsh4HQ6L7iPRqPp1iq/vUlRFCiKcsF9tFrvS5lxuC4RERER0SBzsZuwxYsXY+XKlb1TGSIialN/aqtXrlyJO+6444L7bNiwoUMr4/YHy5cvx4oVKy64T25uLpKSknqnQh7CJB8RERER0SCzZ8+eCz7esqIpERH1nf7UVldVVSE3N/eC+6SlpcHf379X6tNdxcXFKC4uvuA+o0ePhl6v76UaeQaTfERERERERERERF6OE20QERERERERERF5Oe+bRdDLKYqC4uJi+Pv7e82ElERE/ZUQAg0NDYiJieEE8WcwzhAReRZjjTvGGSIiz/JknGGSr5cVFxcjPj6+r6tBRDSgFBYWIi4urq+r0S8wzhAR9QzGGhXjDBFRz/BEnGGSr5e1TEJZWFiIgICAPq4NUWtmsxkxMTEA1A9xvr6+fVwjovbV19cjPj7eayb47Q2MM+QNGGvImzDWuGOcIW/AOEPexJNxhkm+XtbSpT0gIIBBkfoljUbj+j0gIIABkbwChwudxThD3oCxhrwRY42KcYa8AeMMeSNPxBkm+YioFR8fn76uAhERDXCMNURE1JMYZ2gwYpKPiNz4+vrCbDb3dTWIiGgAY6whIqKexDhDgxWXhyIiIiIiIiIiIvJyTPIRERERERERERF5OQ7XJSI3FosFCxcuBAB89NFHMBqNfVwjIqL+q7KyEkVFRXA4HNDr9QgPD0d4eLjbhN/UGmMNERH1JMYZGqyY5CMiN06nE19++aXrdyIiapvFYsG///3vVm2lLMuIjIxEdHQ0oqOjkZSUhNDQUK7MeQ7GGiIi6kmMMzRYMclHRERE1AUGgwFhYWEoKysDANitApIEaPUKSkpKUFJS4to3ICAASUlJSExMxNChQxEYGNhX1SYiIiKiAYpJPiIiIqIukCQJV111Fd566y0oigKtTkJxjkB1qQK9AfANlOAfDPiHAPX19Th48CAOHjwIAIiIiEBqaiqGDBmChIQEDu8lIqIeVVZWhp07d0Kj0SA8PBzx8fGIiopiL3OiAYZJPiIiIqIuSkpKwj333IP169fj+PHjiB0mIXqIhMrTAsWnBAqOAbIG8A8RCAiREBgO+AdLKC8vR3l5ObZs2QKdToeUlBRkZGQgOTkZBoOhr0+LiIgGCIvFggMHDuC7776DzWZze8zX1xdpaWlISUnB0KFDodPp+qiWROQpTPIRERERdUN4eDhuvvlmnDhxAtu2bUNBQQEiEiREJEioqxQoyRWoLgXqKgQKjwNanUBwFBAUrib9ADuOHj2Ko0ePQpZlxMfHY9SoUcjIyGDCj4iIuuz48eNYvXo1LBYLAKC+zImGcid8Q2T4R2hgNpuxd+9e7N27FwaDAaNHj8bo0aMRGxvLHn5EXopJPiIiIqJukiQJaWlpSEtLw+nTp7F9+3ZkZWUhMAwIDJNgbRYoLwDKCgRszUBFIVBRKAAAvoEC4XESgqMAk6+C/Px85OfnY+3atUhISEBKSgrGjBkDX1/fPj5LIiLyJuvXr3cl+Ar221By1A6hqI9JMhAQqUFQrAYhcRoAVuzevRu7d+9GeHg4xo0bh/T0dAQFBfVZ/Ymo85jkIyIiIvKguLg43HTTTairq8OePXuwd+9eAE2ITwPiUiVUlwqU5grUVar7m+sAc51A3hHA4CMQGg1EJEjw8VeQl5eHvLw8fPfdd0hNTcWwYcOQmpoKPz+/Pj1HIiLq/0aNGoUNGzZAcQo0lDldCT4AEApQV+JEXYkT+XuAwGgNwodoERyvQUVFBb755ht88803iI6OxtixY5Geng5/f/++Oxki6hBJCCH6uhKDSX19PQIDA1FXV4eAgIC+rg4RkVdjm9oar0n/43A4kJWVhb179yIvL8+13dokUF4IlOYJ2K3qtsBwIH2SBFlWh0k5bAICgE5/dtiULMvIyMhARkYGEhMTodXyO1uinsR21R2vh/dwOBx49913kZOTA8UhcHKbFdUFzgs+R6MDwpK1CE3Uwj9chiSfjT9DhgzBxIkTkZKSAlmWe7r6RIOGJ9tVJvl6GYMiEfNgaMAAALfHSURBVJHnsE1tjdekf6uoqMDu3btx8OBBWK1qZk9xApXFAuWFAuGxEiIT258HyekQ0GjPPq7X65GRkYHJkycjNDS0x+tPNBixXXXH6+Fd7HY7PvzwQ5w4cQIAUHzUjsL9NrdefYC6SFTiBD3CkrSwWwQaqxQ0lDuh0QHBcVr4hcmuefr8/f0xbdo0jBs3jl80EXkAk3xejEFx8LHZbPj6669RVFSEuLg4XH755ZzbgshD2Ka2xmviHRwOB44dO4adO3fi9OnTru1NjQKyBBh9zyby7AJoUmQEatzvyIQi3HpYREZGYuTIkbjkkkvg4+PT8ydBNEiwXXXH6+F9FEXBt99+ix07dgAAzNVO5OywwVx9Nq7EjdEhLkPf6rlCURN+TbUKdEYJ/uEa6Ixq7DGZTJg4cSKmTJkCvb71c4moY5jk82IMioNPYWEhXn/9ddf/ZVnG0KFDkZaWhtGjR/e7peotFgt++tOfAgDeeustGI3GPq4RUfvYprbGa+J9Tp8+jf379+PQoUOw2WwA1GG6AKA9M0y3UZGQa9PDIiTEah2I1DqgOafDnxBAy0KIOp0Ow4cPx9ixY5GcnNwvV0hkrCFvwnbVHa+H9zp27Bg+++wzNDc3QwiBqjwnTh+ywVIvEByvQVqm2haXN2lQa9UgyseBAMPZRKCiqItD1VQ1ICDQH0OGJkKW5X6Z7GOcIW/CJJ8XY1AcfBwOB/7617+iubm51WN+fn7IzMzE2LFj+01Xd7PZ7JrQvbGxkas5Ur/GNrU1XhPvZbFY8MMPP2DXrl2or68HACgKIISA5kxGr84p47DVgEqHFpFaB+J0dsRoHZDbyeOFhoZiwoQJGDlyZL+aMJ2xhrwJ21V3vB7ezWw24+uvv8ahQ4cAwC3ZFzFUi5iRapKusEGLI5VG6GSBMJMTtYUHsW/TF6itq3cdKyQoAFf86CqMGDEc+fn5sNlsmDx5Mu6++24YDIY+Ob8WjDPkTZjk82IMioPT+vXrsWXLFjgcwMl8HfQ6gegIJ0xG9e3n6+uLiRMnYvLkyX3es48BkbwJ29TWeE28n6IoOHz4MHbs2IGSkhIAak89oQjIZ5J91U4Zhy1GlDu10EsKYs8k/CI0TlePPiGEqxefRqPBJZdcgkmTJiEkJKRPzutcjDXkTdiuuuP1GBhKSkqwceNG11x9QhGoyHHA1iwQO0oHSZLQaJOxv8KI3BNHcOr7NzE/VYvfTdNjVIQGh8udeHqzDWtOOODrY0Jj09kODWHBQXjot4/gN7/5DTQaTZ+cH+MMeRMm+bwYg+LgZLPZ8N///hcFBQVwOoEDx/Sob5QRE+lEQrQDRoP6NgwKCsKVV16J4cOH99nwKgZE8iZsU1vjNRlYiouLsWnTJhw/fhzAmWSfEK7Vd0sdGhyyGFGnqDdRPpKCZL0NCTo7fOW2P+JFRUVh0qRJGD16dJ+tjshYQ96E7ao7Xo+B5fxkn+IUqMpzIDBaA72PDIdTwT9eeAHTo8z49BYT5HPuURQhcO27TdiU78Ta20wYE6V1S/7dtXQpHnroIaSlpfX6vQ3jDHkTJvm8GIPi4GWz2fD+++/j1KlTcDqBrFN6VFRrIEkC4SFODE04m+yLjIxEZmYm0tPTe72eDIjkTdimtsZrMjCdPn0amzZtQnZ2NgA12Qeo8/AJAeTadThiNcAqWpJ2AuEaJ4bqbW7Dec+duy8gIAATJkzok4U6GGvIm7BddcfrMTAVFhbiu+++Q15eHgDA0qDA1ixQZS7Am2++ie13+eD/s/ff8XVdZaLH/Vt771PVe5fcuxP3FjuJU0mBBEghBCZhwsAQYOYyl2E+A3ducqcA78Dc98IbYDLMAIFMAukBAqnEsR33uHfZlmRZsmTJ6tJpe+/1/rFlyYpL5Fhdz/fz0SfyOUtr73Vi70f72c9aa1nxucsLbay2WfGzLt5+IMy1E7z3Xa2549cR1p0M8NW//hpTp07luuuuo7i4eMjGI3FGjCaS5BvFJCiOb4lEgmeeeYYjR44AcLjCR029FwxNQ1NaZFOcb2N1V7XPnj2bj3zkIz0BaihIQBSjiVxTzyWfydhWVVXF+vXre+KI68KZYryEhgOxAOVxP5reiomAcpnoSzDJHyfcXd13drLPsiwWLFjA/Pnzyc/PH5JxSKwRo4lcV/uSz2Ps0lqzf/9+XnvtNdrb2wF4b/MufvfHF2n/+xSS/edW47XHNKnfbeepT4S4b27vskNnkn/JSSEWLV5KVlYWCxcu5Ktf/eqQ3NtInBGjyUBeV4dnjoYQ45TP5+O+++5j8eLFAEybmGByaQLQOK6iotrHxu1BqmostIZ9+/bxwx/+kDfeeOO8G3cIIYQYX8rKyrj//vt58MEHKS4u7knwuY7Gp+CKYIwbkzrJM+2en4lpgzrbIqoVLY7Badvg7FlTtm2zZcsWHn/8cZ599lnq6uqGeFRCCCFGAqUUs2fP5itf+QorV67Esiwyc72Ew95Tznl/5szrBSl9E4Bzcr2qhUQ0wpo1a3j++ef55je/yYTSYr7//e/juu45fQkhLp8k+YQYYoZhcMstt3D11VcDUFpoc8X0OKbpVVfYjuJYtY/39gZo61AkEgk2bNjAT37yk57yeSGEEONbWVkZf/7nf85dd91FcnJyz4YcrqNJNV1WJXWxNNRFSHk3UQtDETJNl3TTJcty6XK9hJ971nwOrWH//v08/vjj/PKXv6SiomI4hiaEEGKY+f1+rr/+ev7qr/6KW265hcz0VP5lXRz3fZMAXa359voYE9MVq0r7brBxJvm3oMBg40Nh2v8+hY0PhVme08k3/vZvefjhh+WhkhCDQKbrDjEpbxdn27t3Ly+//DK2bdPZpdhz2E8kenbuXZOV7jK5LEFSyPunOnv2bG644QbS09MH5Zy01nR1dQEQDoeHbQMQIfpDrqnnks9k/InFYqxZs4bNmzejtcZ1NMpQKOVN4d0VDRLXsCIcPednXQ3trkHYcPGdZ92+wsJCVq5cOeAbQkmsEaOJXFf7ks9j/Hn88cf50pf+ktumWnxzZd/ddf9QbvPM3UHumuXvaX/2hhynv5GMzzRwXM264w417S6PbY7z3kmXOz95N3/1V3/FihUrBnwjKIkzYjQZyOvquStnCiGGzJw5c8jMzOTXv/410M6iuTEOHfNx6rT3T9NnQcCvae8wsG2X1GTNvn37OHjwIDfddBOLFy8e8ICllJI1K4QQYhQJBALcfPPNzJkzh9///vc9lRGJuMbnVywKRamzTV7rSGJVuKtnXT4AQ0Ga6VX7RVyFpXSfZF9tbS3PPPMMxcXFXHfddUycOHFAzllijRBCjB5f/OIXyc7O5n989Sus+Flv9V1KUgiNzS92JihKMXqSf99eH+OVcofvXO/HZxq8cCDB/3w9SmVLb/yxDHj22WdRSlFeXs6dd95JRkbGgJ2zxBkxXkkl3xCTJ1/ifNrb23n++eepqqoCoOKEReUJi6VXxgiHev+JxuOQsBVJYe+10tJSbr/9dnJycoblvIUYbnJNPZd8JuOb4zisW7eOdevW4boudkJjmArDgJir2BUNUOpPkG9506jiaVGccIJgfRLK9aooOl2FD42/u6ji7Mq+qVOncs0111BUVDQcwxNiWMh1tS/5PMYvx3H405/+xDvvvMPJkycpLi7m9ddfZ9uWTdhnLbGXl6So79S0/30Krx+1ueuZCLdPs/jmqt4qwH9e6yUCk8Mh/ubrf4vP5+OGG25g6dKlUnUnxh3ZXXcUk6AoLsR1Xd566y02bNgAQF2DCWjyc85dlNa2vd0UDcPbFfGmm25i0aJFAxIQY7EYX/ziFwGvND8QCFx2n0IMFrmmnks+EwFw8uRJnn/+eU6fPo3WkIhp/EEvRhyNW8Rcg5nBOAqIZUZoveIU4eOpJFWm9ST72h2FX2kC50n2TZo0iRtvvPFD78YrsUaMJnJd7Us+DwFekcI777zDc889xxNPPEFWCMrSDL53UwCt4YZfRVj/uRCfeTHK3FyTlz4VwjjrXsXVmjue7uLVow733f9ZJk+eDMDEiRP5xCc+cdk78EqcEaOJJPlGMQmK4oO89957vPLKK2itaW1XdHYZFOZ5FRd1yiRVu4Tx/tkmbG9KL8CECRO44YYbLru6QrabF6OJXFPPJZ+JOCMej/Paa6+xfft2AGJdmkDYu8FqdgyOxfxcEYriU2CH4zQtOYm2XJLLMwgfT0Npr22bowgbGus8a/bNnTuXG2644ZL/rkmsEaOJXFf7ks9DnK2mpoYF866g2NfCjpMut0+z+MYKH595MUpBimLTCZeND4VZVnzuSmHrqxKs+kWE6dNnsGzZUkpLSzFNk1AoxF133cWkSZM+9HlJnBGjiST5RjEJiqI/jh07xrPPPks0GqUr4k3RTUvRuMBmM4gPzZVODB/ezRb03nDdeOONLF++/ENX9UlAFKOJXFPPJZ+JeL+9e/fyu9/9jng8TjymUQp8fkVcw55ogBmBOEmGxvU5NC0+SSIzitlpkVyeSehECgqF1tDhKpIN7+fPTvT5fD6uuuoqrrrqKiyrf8s9S6wRo4lcV/uSz0O83wsvvMBdd32S+fkGde2a2o6+KYb2v08h2d/33uSFAwn+5rUoVa29bTPTU7nhpo8wa9YsAFavXs2qVas+1H2NxBkxmgzkdXVgt7ARQgyISZMm8bnPfY60tDTCIUhO0jS3GhjAUidKBIPf+5KpNCyU8m60nO5ZvW+88Qa//vWvaWlpGc4hCCGEGCHmzJnDX/zFX5CdnY0/oDAtRaRD41ewIBijKu6jyTEwEiZZm4oInUjBSbJpnXeKxmuOE83vQClIMTUO0OGongSf62oSiQRr1qzhJz/5CUePHh3WsQohhBh6n/jEJ3juueepsTPOSfAB7D3l9PnzCwcS3PVMhCvyDDY+FKb971PY+FCYFbldPPvMM+zdu5eNGzfyt3/7tzzwwAO0t7cP1VCEGPWkkm+IyZMvcSm6urp48cUXOXLkCADtnYqUJO+f7FYzwCEzQKbrsNyJkKG9LN+Z6grLsrj++usvefFaeeolRhO5pp5LPhNxIbFYjJdeeomDBw8C0N6sScnw4kNV3MJSUOSzvfemNNExvQnOVOs1BUndl42/NQh4O/FqDWHTi0muqzEMr/GcOXO4+eabL7qeksQaMZrIdbUv+TzEhTiOw5o1a3j77bdpaGhAKcVTT/6Sqwvj/Pa+MIZSOK5myv+vg7m5Bi99KnyedfoivHbUJnHWsuR+S/EXX3yYxx57rN/nInFGjCYDeV3t35wKIcSwCIfD3Hfffbz66qts3bqVlCRNZ5e3u+5iJ4YBHDAD/FElcYUTY5Ybx+ieRmXbNq+99hrV1dXcfPPN8kuYEEKMc4FAgHvuuYc333yTDRs2kJKhaGnQpGUryvw2DbbB4ZifaYE4KUcysTr9tMyrB1OTyIxyeuUJQjUppBzIIhTzfoVsdxRBQ+MzVM/yEXv37uXw4cNcffXVLFu2DNM0h3HUQgghhoppmlx//fVcf/31gLc2bGFhIY8+8ggfezrCt1b5aY5oKls0T38y0CfBB2AoxTdX+fl9uc2Pbg3wZ1f62XvK4V/WxvjRj35ELBbjpz/96XAMTYhRQ6brCjHCGYbBrbfeykc/+lEMwyAprOns8t5b6MSYZ0dxgZ1WkFd8SdQrs2caldawf/9+Hn/8cY4fPz5sYxBCCDEyKKW48cYb+chHPgJAeo6itUFj25BjueRZNrsiAVwNoZPJZG0swoh1/7qoIFLcTsPqKjqmNKENTYqpMfE25zizfITrauLxOG+++Sb//u//TkVFxfANWAghxLDx+/387//9v/nlr37F1uZUVvysi9uejgAwJ/f8D4DOvJ4RNEj2K5YVW7x8X5jbp5r88uf/xTvvvINMRhTiwiTJJ8QosWDBAu69915M0yQpDF2R7mlRbpzFThS0plWZvGmF2WYGsOm+2dLetN8nnniCd999F8dxLn4gIYQQY97SpUv52Mc+hlKK9FxFZ4smHtWkmS5TA3G2RYLENfhbgmS9W4zZ2Tv5Q1ua9hlNNFxTRTS3E0NBqqmJuYqIS8+0XdfRNDY28stf/pKXXnqJrq6u4RquEEKIYfSZz3yG2rpT/OxnP+up8nv/On1nnHm9IKW3ys+r8AsQdzTf+c53+N3vfif3NEJcgCT5hBhFpk2bxn333Yff7ycc0nRGvOlR090EVzkRDK3RSnHQDPAHXxJNysDoWRzd7amqqKmpueAxwuEwp06d4tSpU4TD4SEamRBCiKE2f/58PvWpT2GaJmnZikQMIh2asKGZF4qyPRKkw1VYXX6yNhRjtfn7/LyTZNO85CRNi2uxwwkChiZkeFN4XQ2GqXBdjdawa9cuHnvsMXbv3o3WWmKNEEKMM6Zp8rnPfY4XX3yRvJws/mVdHPd9FXmu1nxnfYyJ6YpVpX0r/c5U+DU1NbNjxw6efPJJIpHIBY8ncUaMV5LkE2KUmTx5Mp/97Gfx+/0khTSRmFetN9G1udbuwuwOlm3K5FUriQOGnzPhU2tobGzkiSeeYOfOnectdVdKkZOTQ05Ozofarl4IIcToMW3aNB544AHC4TBJaQplQGert/PuolCUPdEgLY6BGbPI2liE1RI4p49YXhcN1xynfWoTWnlTeF2g01UYhjeN10loIpEIL774Ik899RRtbW0Sa4QQYhxKSUnhx//+H7xS7nDHryNsrLZpj2k2Vtt87Okufn/Y4fs3BTGNvrHhTIVfZmYGAJWVlfznf/4nTU1N5z2O3NOI8UqSfEKMQsXFxXzmM58hFAoRDkIkonAcKNQO19td+LuTd65SvGcFec0K0453o6U1JBIJXn75ZV566SVs2x7m0QghhBhOJSUlPPTQQ2RmZhIMKwIhaDutsRQsCUUoj/k5bZsYCZOsTUX4moLndmJqOqY30Xj1cWKZESwFSYam01U4GkyfwnXBdeHIkSP8+Mc/5r333pN1lYQQYhz6xCc+wXPPPceeSB4rftZF6nfbWfGzLl4/6rCgwODOGX33B3W15tvrYvgtxeLFi3teb2pq4qc//amsPS7EWSTJJ8QoVVJSwgMPPEAwGCQprIlEFQkbcrXDDXYnAe0S0C63JTq40e7CRdGsjD6bcuzevZtf/epXtLa29vQbi8X48pe/zJe//GVisdgwjU4IIcRQyszM5KGHHqKoqAjLrwgmQXO9xuyu6KtOWDTYJoZtkLW5kMCp8099slMSNC2voXXuKVzLJcnwkngdjsIwwDDAjmu6urr40pe+xI033khDQ8NQDlUIIcQI8IlPfIKjFVX86U9/4h//8R958MEHWbR0Oe+ddLnj6a4+FX53PN3F78sdSj8+n3ia9/NnnhFFo1GeeOIJ9u3b16d/uacR45XS8gh1SLW1tZGWlkZrayupqanDfTpiDKipqeHJJ58kGo3S2qYIBjUBPzQpg51GgOucvmtVNGGQhouJFxyV8na+uu6661iyZAldXV0kJycD0NHRQVJS0jCMSoj+kWvqueQzEZcjEonwxBNPUF9fTzyqaWmA3BLv6dCBmI8M0yXfctBK03plPZHijgv2ZUQs0nflEmj0EoKtjkGy4WIqiHTF+P/863cA+Md//EfuvPNO5s6dO/gDFOJDkOtqX/J5iMFQW1vLb37zG5577jm2bd5I3OlNU/gtRekn5jHjK1dh2Iope1JIbfb33MucceONN7J8+XKUUnR2dso9jRg1BvK6an1wEyHESFZUVMRnPvMZnnjiCdJSE5xuNgCXTL/LlU6UamVRonun5GbiEkURRxPqnr4bj8d59dVXOXnyJNdee+2wjUUIIcTwCoVC/Nmf/RlPPPEEp06dIi1bU3vUpXCywcxAgkMxHzFXUea3Sd+ZjxFtpHNyC5xnuSM3ZNO0tJZwZRqpB7JJwyXiKhIuBK3eH4hGo7zwwguUl5dz6623EgyeZzqwEEKIMa2wsJAvfelLFBYWsnfvdWzdupXm5mYyMjJYvHgxbpLiSFs7Xak25Ve2MeFAMln1fePFG2+8QWtrKx/5yEeGaRRCDD+ZrivEGFBUVMS9996LYRhkZbg0tZjEE5CFJqhdTqm+u1MF0YSAFvpO3921axf/9V//NfQDEEIIMWKEw2E+85nPkJ2dTSCkyMxXVB1wAZgeSNCpFYdj3k67qQezSdmfDReaF6Kga2IrjSurscNxQoYmydDUJXrjUjzm7cC7Z88e/uM//uOiO8ALIYQYu4LBIPfccw+33XYby5cv59Zbb2X58uVYloU/ZjJjexqZdQG0ARWzOqgrOXd33S1btvD888/LuuNi3JIknxBjxOTJk7nzzjsBKMh1qD1lkbAhBxdHa5q7/7nrQAKnpBmAdFy6ULh4pe6uywV3qBJCCDF+pKSk8MADD5CRkUEwyUv0Ve7zEn2zAgk6XYOdUW+n3eSKdFL35Fw40QfYqXEaV50gmteBqSDf5/S85w94m3LEY5rm5mZ+9rOfsXXrVtmUQwghxiGlFMuWLeNzn/tczxTbM/HAcBWT9qdQdMRbBuLElE5qJnb2+XmtNfv27eOZZ54Z2hMXYoSQJJ8QY8jcuXNZvXo1AGWFNpUnLBwHCnDpQNGGQsV8GE1h7PnV6ECCMBoHiOItiO6edU+1ceNGuckSQohxKjk5mU9/+tOEQiFSMhRp2Yrqw15MmB+KEteKrZEgGkg6nkbqvotU9AHa59K8qI72qX0fJjXaBqbpJfu62jWu6/KHP/xBdoAXQohxrLS0lC9+8YsUFRWhlOpzT1JwPMzkPSkYLpycGKF6Su/6sGfaVlZWDsNZCzH8JMknxBizatUq5s2bh1IwodjmUIUP14USHBqUSTsK1RnAPJyLvaICN7MTH+AHOlAYZ62r9Pbbb/P0008Tj8eHazhCCCGGUXZ2Nvfffz+WZZGRpwiEoPaod6O1KOgl+radSfRVppNyKPPiHSromN5Ey/y6npeCSlMZ9wEQTlF0tmq06+0A/8tf/pKOjgtv7iGEEGLsOlNVPnv2bNRZO2xoDRmNAaZvT8cXM6gvjXJ86rmJvjMkjojxRJJ8QowxSiluu+02iouL8VlQVuQl+rSGydqmyvD1JvreK8FeWolT5E3mTUbTetZlwdVQXl7O448/zsmTJ4dvUEIIIYZNUVERd911F0opcku8qbWnqjWGgqWhCK2OyY6It/h58pFMko6lf2Cf0fyunu+TTU2hz9vUw9WQlKaIdGrshKa6upr/+q//kqUkhBBinPL5fHzyk5/kqquu6nlNdW8emNRuMXNbGqEOk1Ml5yb6znjyyScl0SfGDaVlLt6Qki3nxVDp6Ojgpz/9KW1tbTQ0GTS3Gkyb6E172moEmOPGCaFxszqwVxzDOJaNta8Q13Wpbm0nBZf0tDTAwDC8AHvPPfcwZcqU4R2YEGeRa+q55DMRg2XXrl289NJLABzb7ZKRp8jIU3S5ijWdSZT4EswNxgBonldHtPjCN1Ta1XTUdaLiJqXVkwm0hnE1HIz5mRxIEFCaWMTbkCMYVoRCIe655x4mTJgwBCMVoi+5rvYln4cYLps3b+bVV18953XH1ByZ20Z7ZoL8qhDFR5NwXZfW1lYA0tLSyMnJ6bPOnxAjyUBeV6WST4gxKjk5mXvuuQfTNMnJdDFNOF5rAbDAjfGeGSAOGKeTMbeX4k5tILGkEuWDsow0fBmZJAwvwec4kEgkeOqpp9i6devwDkwIIcSwuPLKK1m1ahUAk64waDqp6WrThA3NqnAXFQmL8u5dd9N35eFvDF2wL2UoUgqTSZ4QomnFSSKF7RgKZgbjlMd8tDsGgZDC8kGkQxOJRPjVr37Fjh07hmSsQgghRp6lS5fy8Y9//JzXTUcxbVcqWScD1JVFqJ3QhWEYZGRkkJGRgVKK06dP86tf/YpoNDoMZy7E0JEknxBjWFFREbfccgsAk0psWtoUDU0GJrDQibHJDOICZk065oE8dFEr9tVH0MEEKWg0ik7ANMFxvd2q/vCHP/DWW2/JhhxCCDEOrV69mmXLlgFeou9EuSbapUkxXVaGI+yL+alOWCityNiWj9Xu++BOTU3L/Ho6y1pQwJxgnKMJH422ieVTBMKKttPehhy//e1vee211yQGCSHEOHXFFVfwqU99CsPom8pQWjHxQAr5lSFqJ3ZRXxwBvGm9Z9boq6+v56mnniIWiw3HqQsxJCTJJ8QYt3DhQhYuXIhSMHNKgmPVFh2dihCaOW6craa3jpJ5KB/jeAZ2Uiev7n6O19b8ActOEADaUJgGuK7X5/r163n++edlQw4hhBhnlFLcdNNNzJ07F2XA5CsNju3WJGKaTNNlRTjCe5EgjbaJYZtkbCnEiJrn9OMkHDb+4D02/uA9nIQDCtrmNNI5sQWAK4MxjsV9nEhYGAakZCqa673E3qZNm3juueckBgkhxDg1ffr0nk2h3q/4WBKlh5OoKmvjt+v/yBtvvE7CtnsSfdXV1fz3f/83iURiGM5ciMF37r8KMTQ6O73yqPczTQgG+7a7EMOAUOjDte3q8h5rnI9SEA5/uLaRSG8m6HzOXgPhUtpGo96c0YFoGw575w0Qi4FtD0zbUMj7nAHicbhY4LiUtsFg79+VS2mbSHjtgVuuvprGqipqa2uZV5pg/wE/c+c6ZAYgUzsc0CZXJCJYm/Jw57Wx56lDANxw80KC7RlYpkmTaZFpaJTjYNgOh3fs4IkTJ7j77rtJT0/vPQe/H3zdlRu27X1uF3J2W8fx/t9diM/ntb/Utq7r/V0biLaWBYGA973W3r+NgWh7Kf/u5Rpx/rbiXBJnJM4MUpxRpskdd9xBZ0sL1UePMm2apmKzZtpCgyIfrDATbG8LcFWKTRI+MjcX0ry4GlP1ji0RsTnyqwMArPjsbFSqwrUM2mY1YiQ0qceSWG7G2dwZQluaSf4EuRnQcMwlvcTH/v37aW9v5/577yVw4bOVOHOGxJleEmcGjsQZiTNDeD/zfpPy8vjMpz7Ff//mNyQSCQzHwXQctIaiChPfaR9r3twMwI0rVqCDIZRlorXmRGUlz/z859x7773nTRTK/cyHaCtxptdwxxkthlRra6sGdKv3V+jcr1tv7fsD4fD524HW11zTt2129oXbLlrUt21Z2YXbzprVt+2sWRduW1bWt+2iRRdum53dt+0111y4bTjct+2tt1647fv/Gt9118XbdnT0tn3ggYu3PXWqt+3DD1+8bUVFb9uvf/3ibffu7W37yCMXb7tlS2/bf/3Xi7d9++3eto89dtG2/7Tqs/qRRx7Vjz76qP7exy/+mT1z9936kUcf1V/5P/+on7n77oufw89/3nsOv//9xds+9lhv27ffvnjbf/3X3rZbtly87SOP9Lbdu/fibb/+9d62FRUXb/vww71tT526eNsHHuht29Fx8bZ33dX37/DF2so1wvvqvkb0XFNbW7XwSJw5i8QZzyDFmei//dtF237t43+u/+5//x/96KOP6mfvu/jn+/h3V+kvbvuM/uK2z+jHv7Pqom1/seJj+n996xH96KOP6lc+6DOTOON9SZzxvj7kNUJiTV8SZ84iccYzTPcz+ve/11VVVfrb3/62fvGOOy7a9pm779b/63979z6/+aDPV+5nvC+JM97XKIszMl1XiHHKb0HlCe/J1ST34uXqbk47CsjWLq1nbUcvhBBi/AoELlpDR6rpsrYrTMxVWF39WJvvjA8IM2k5itqjmnhU09LS0v9+hRBCjDmlpaV89rOfxee7eJxxlcYywHa9pSeEGKuU1loP90mMJz1bI9fWnn9rZCldPX9bKW+/9LYXKG/fsGEDa9asIa5Mtu4PMaXMJjslQaejWWOFuKqrlX///r8C8Ndv3IY/2cDxGajDhZiH81COQ4ujycb7f9cVUYRDGsMw+NjHPsasefOkvP1S20p5e69LvEYM5HbzY4XEGYkzl9z2MuPM3r17+e1vfwtA+XaXUIqieKoibpq8HU3B1Yprg22EXIdIXget80+RiNr88qbnAPiz1+9CpfpxLe98DdvFSrgoGzK2FOJvDdLhGLwTCTHdl2Bi2MExTCr3upRM1oQsh5ycHO677z6Sk5P7nq/EGY/EmV4f4hohsaYviTMSZy657SBM1wW8a2D3dNvjR4/y9BNP4HR/bvF4nO99//sAfPWR/0FLmUnB8RRcDTgOAbf3873llluYP39+b78yXffS20qc6TXMcUaSfENMfkkQw01rzX//939z9OhROjoVuw/6WTAnRjAAVcpiq6PY+4/fAuDvfvQw5lUne6oqjEO5WPsLAGjE6En0dXQqkpM0Sik++tGP9g2SQgwiuaaeSz4TMRxeffVVNm/ejJ3Q7HxbM3GuIqtA0eUq3uxMItVwWRXuwlTQMbmZpgn1/GzVrwH483Wfwhc6/zLRRswka30xVsTbbXdtV4j5wRgT/QlcF45sd5kwR+EPKvLz83nggQcInn3jIMQAkOtqX/J5iJFq//79PPvss4CX5Pv2t78NwDe/+U10qolWEIyYdMQNknxuT+7TMAzuuecepk+fPlynLsa5gbyuynRdIcYZpRR33nkn4XCY5CRNSaHNvvIArgtl2qZU9z7dM2vSMY7k9PzZnX4K+8oTAGTjclp5l5DkJE1bh7dj1W9/+1s2b948tIMSQggxrG666SaKi4uxfIrJ8xRHdmgiHZqwoVkainDaMdkW8Z6uJx/NIFjTv4Wm3YBD85JaXMsh23JYFIryXjRATfeuuxOvUBx+TxOPaerq6njyySdlx0QhhBinZs2axc0333zO6zFbEYiaBCNehWCy36Wmw/tea43rujz//POcOnVqSM9XiMEgST4hxqHk5GTuuOMOAEoKHCxLU17plZlf4fQtRzf3FaCae8ue3UmnsRdWgdJkaZem7kRfarKX6AOvomPjxo1DMRQhhBAjwJklGyzLIiNXkVcGh7ZqHBvyLIcZ/jjVto+DMW86UdrenA/osZedkqB5YR1aaUp9NlcE4myJhGhyDHx+xaS5ioObNYm4pqamhpdffhmZqCKEEOPTsmXLWLlyZZ/X/KamM953HT6F4mSHhVIK19EkEgl+/etfE7vY1FwhRgFJ8gkxTk2bNo0lS5YAMGNSnIYmg7oGE79l8ecPf5kpX/2f1PqDKK2wtpZBovdy4Za2kFhchVaaTO3SwrmJvtdff51333136AcmhBBiWOTk5HDLLbcAUDrDQGs4ustb1mFmIEaa4bA3FqDONvEZfr74tS9w768+hhUwP7DveE6E1ivrAZgWiDPJH2dDV5iIqwinKspmKg5v02gX9u3bx+uvvz54AxVCCDGiXXfddSxZsoSHH36Yv/zLL+HzWQQtzelI7/1M3FXsagjSEVcYpsK1Nc3Nzbz44ou4F1tDTYgRTpJ8QoxjN9xwAzk5OQT8MH1SgkMVFl1Rk9LcHK7PTmerFaYDheoMYG0rhbMKI3RRK/byY2jTJR2X1vMk+t588002bdo0HEMTQggxDObPn8+UKVMwTJixRNFyCk7XagwFS0IRDGBzV5hObVGQVsjEtun93uUwUtxB24xGAK4Mxsg2Hd7tCpPQ3o67OcWK8p3ejdmmTZvYvXv3YA1TCCHECKaU4vbbb2fFihXk5+ehXYVpQKrf5ViLj1NdJsfbfDha8V59CMcFw1K4rubQoUO88847wz0EIT40SfIJMY75fD4+8YlPYJomOZkuedku+w77cRwo0A5TdYK1VhgHMOrSMMr7Tq/SeR3diT6HNFzaUWj6Jvpee+01tm3bNvSDE0IIMeSUUtxxxx2kpaURSvbW5zu6WxOPatJMlzmBGAkUGyMhbA3BhiTCVf1fYLpzcgudE1oAWByKYCnNpq4wWkNuqSKUpKg+5D2R+u1vf0tVVdVgDFMIIcQIZ5omn/zkJ8nJycG0FI6t8ZlQkGyzuyFIR8KrIu9ImBxo8naQPfPIae3atRw5cmSYzlyIyyNJPiHGufz8fK677joAppYlcFybF15ey9tvv82cWCcmmm2mt1Ohtb8A1dh3sXSd04m98ijaZ5OCpg2jJ9HX0eWFyldeeYVdu3YN6biEEEIMj+TkZO69915M0ySrQJFdBEd3e4m3aYE4RVaCloTm2TfX8fbbbxPel46K9/NXUgVtsxuJ5ndgKlgR7qLDNdgR9eJUyXRFIqZpOqlxHIenn36axsbGwRqqEEKIESoej/Pd736X6upqQqFQT6IvZGkW50cwVe8Upao2H3WdFspQ2DHv9ZdffpmOjo7hOn0hPjRJ8gkhWL58ORMmTMA0YfqEKPt2/4l33nkH13VZaUeoUibHDB9ohbV5AnT6+vy8zoxgrzyG9nkVfa0YuEByWNPZneh7+eWXOXDgwNAPTgghxJArKCjghhtuAGDibINEFGqPejdOS0IRUnWCQ+++xTvvvIOOdW/E0d+9MhQ0z68nnh7Fr+CqcBfHEz72Rb1KjIlzDRprNW2nNbFYjCeffJLW1tbBGKYQQogRKpFI8H/+z//hu9/9Lvfeey/BYBDT8jbZSAu4LMyLdM9BAlDsaQgQtRVWQJGIajo6OnjmmWdkfT4x6ozpJN/WrVu59dZbycjIICkpiSVLlvDUU0/1++fXrFmDUuqCX7LWmBgrlFJ8/OMfJxgMkpLce5fVGVEkoVnuxNhsBDitDFTc8jbieF+80+kR7BXH0JZDOi6nlIkGksKazohCa81zzz3HwYMHh3ZwQgghhsXSpUuZPXs2yoCpC71ptM31GlPB0nBXTzutIVSbQtKx9P53bmqaF53ECdikmi6LQhEOxH0ci/tQCqbMMzhxWBPp0LS2tvL0008Tj8cHfpBCCCFGvOzs7J4Kc8P0En05YYd5uVHOPGGKuwZ7Gr2qcF/Qq/qrrq5m/fr1w3jmQly6MZvkW7NmDStXrmTdunXcddddfOlLX6KxsZH777+fb3/725fU1zXXXMMjjzxyzldxcfEgnb0QQy81NbVnV8QzDh7147pQom0ma5u1Vpg4YDQnYe4vOKcPndmFvaQS0ORrh0pleYm+kKYronBdl2effZZDhw4NxZCEEEIMI6UUt912m7c+X5Ji2kLF4e2aSKcmyeh9oLQ35lXgpRzIIliT3O/+3aBD86KTaKUp9tlM9SfYHg1Sm7AwTJgyX3FkhyYe09TX1/PMM89g2/aAj1MIIcTIN2HCBG677TYADFOhXU1hss2crBhnEn2nuiwqW70ZS7q7oGHNmjWcOHFiOE5ZiA9lTCb5bNvm85//PEop1q5dy09/+lO+//3vs2vXLmbPns0jjzxCeXl5v/u79tprefTRR8/5kiSfGGvmzp3LlClTev7c2aU4ctwLdAucKAaaTVYIALM8F1WXck4fOq8D+4paAMq0zW7DjwbCIW+NPtd1eeaZZ9i/f//gD0gIIcSwCoVC3H333ViWRUaeonCS4tAWjev0tjma8HEk7kOhSN+Zh78h1O/+Exkx2mY3ADA3ECPTdNgSCdHiGPiDiklXKg5t0zg2HD16lJdeegmt+zsvWAghxFgyf/58rr76au8PyqskL0tLMDWjt9L7QFOAjriB5VfEOt2e2UiRSGSYzlqISzMmk3x/+tOfOHr0KJ/+9KeZP39+z+spKSn8wz/8A7Zt8/Of/3wYz1CIkUkpxc0339zz57xsh5o6k6YWAwtYYUepVhYHDT8A1vYSiJnn9ONOasQpbsYAJro2Ww2vSiM5rOno9BJ9zz33HPv27RuKYQkhhBhGRUVFfOxjHwOgeJrCH4SqA71rPuQYLjujQY4nLJRWZLyXj9nhu1B35+gqayNS2I6hvPX+AN7tChNxFUmpirxSxYEtLq4L+/bt45133hnYAQohhBg1rr32WubPn49S3rRdgGkZcSameYk+Vyt2nAriaggkGcQjLq2trbzxxhvDedpC9NuYTPKtWbMGgJtuuumc9868dim/4JWXl/PDH/6Q7373u7JLmxjz0tLSer6fWJzANOHgMR+2AznaYaYbZ4cZoEUZqJgPa1vpuYulK3CurEEH46TikovDe92JweQkTUubt0bf888/z969e4dwdEIIIYbD3LlzWbhwobde3gJFY03ve4tCEcJKsy0SotE2MWyT9B1556z9ekEKWuc2YIcSJBuahaEIEa3YEgnhasgtUYRToGKP1+E777zDnj17Bn6QQgghRrwzS0mUlpZiWopE1IsNs7JilKZ4ib62uEl5s3fvYpjeJoI7duxg586dw3LOQlyKMZnkOzMVd+rUqee8l5GRQXZ29iVN133qqaf467/+a/7+7/+eT3/605SWlvK9732vXz8bi8Voa2vr8yXEaOH3e4m+WNygvNKrqrjSiZGsXdabIWzAOJWKcTDvPD/sYC8+jlaaCa5NQhns6U70paVomloNtNa88MILkugT4jJInBGjxUc+8hGysrLwBxTF01TP6wFDszzchQI2R0LENfhbg6Tuy+5339rn0rKgDq00JT6bmf44DY7Fnu71/ibMNmhvhpoj3lOp3/3ud9TX1w/o+IQYqyTOiLHGNE3uueceUlNT8QUNou1eom9uToyS7kTf0RY/bTFv2m5Ho7fGxB//+EdOnz49bOctRH+MySRfa2sr0Lci6Wypqak9bS4mJyeH733vexw4cIDOzk5qamp48sknyczM5Bvf+AaPP/74B/bxne98h7S0tJ6vkpKSSxuMEEMsGAyyZcsWnn/+eSzLoijfIRxyqWswaWw2MIHlToRWZbDZ9Hagsg7moRqSzulLZ3fizDoJwGInSpVhcczwdj5MS3apP+0l+l588UXZjEOID0nijBgtLMvi1ltvBaB4io/Vix9i5RUP4TomGabLFcEoEW2wJRLyNm2qSidccf7f5c4nkRGjbY63Pt/sYIxSX5zyuN/biMOA6YsUJw5rWho0iUSCp59+WtZYEqIfJM6I0ejMPc2WLVsIBoPnvJ+UlMS9996Lz+cjmGLQcdpL5F3RnejTKPad9h4UJWUatDc6xONxXnjhBVy3v6XmQgw9pcfg6sM33XQTb7zxBuXl5X02EThj8uTJnDhxglgs9qH637t3LwsXLiQjI4Pa2loM48K50lgs1uc4bW1tlJSU0NraSmpq6oc6vhBD5de//jWHDh2ipc1gx34/fh8suTKKz4L3zAAHzADL7AhT3AQ6kCCx+jCE3rdzoQZr40SM+lTaMHjVCnO1EyFfO3RGFB2dirxsF9M0ue+++5g8efLwDFaMSm1tbaSlpY3ra6rEGTHavPjii+zevZtYl2bH25rkDJizwkBreLMziVbXZLo/xtyg9/e6ecFJooWd/e4/5UAWyUczcDSs6UyiUytuSOokbGgaazVHd2muWKUIJStmzZrFXXfdhVLqgzsW49Z4jzUSZ8RYtn//fp599lkAWmpt0gstAPY0BDje7mdxfhe5YYfGSpv0QhPLr1i9enXvBh5CDICBjDNjspLvTAXfhar1znyAH9acOXNYunQp9fX1HDly5KJtA4EAqampfb6EGC0+8pGP4PP5SE91yc9xiCcUR6t6p+2GtctWM0hzz/p8Zeddn89eeBwd8tbnW+JGWW+F6ESRFNKYBpw6rXAch9/85jfU1tYO/UCFGMUkzojR5rbbbiM9PZ1AWDFprqKtERprNUrBwlAEheZQ3M+RuBdv0nfmYbX6+91/+4zTRPM7MBXMD0WIa8Wm7vX5sgsV+WVw+D2Ndr2bu61btw7WUIUYEyTOiLFs1qxZrFy5EoCUXJPGCq9gYW5OjCnpMcqbvWq+rFKTE7u8qbxr1qyhoaFheE5YiA8wJpN8Z9biO9+6e83NzTQ2Np53vb5LkZ3trRPT1dV1Wf0IMdLE43G+973v8b3vfY9wOMy1114LwOTSBJalOdlg0tLm7bZ7pRPDUYp3rLC3Pl9jMkZ5zrmdBhzsJZXQvT5fnuvwjhXGAbIzXdo6TE63GCQSCZ566ilZ60IIIcYwv9/Prbfeyrvvvkt59QaySxwq9mjshCbTdJkViAGKndEgdbaJcg3Sduee+xDpQro34nAtl0zTJct0aHIsdka96VqlMw18/t4dfl9//XXq6uoGZ7BCCCGGxdn3NPF4/KJtV69ezeTJkzEtRUquwcmDXvvpmXFKU+O0RA2UoTBMRVO1jdaaP/zhD4zBSZFiDBiTSb5rrrkG8H5pe78zr51p82HYts327dtRSlFaWvqh+xFiJEokEnzjG9/gG9/4BolEgqVLl5Kbm4vfB5OKE4Di6HGvumKSmyDLdehQBtu61+cz9xegmkPn9KszIzjTvEXOlzoRokr1/MzkUpvqWov2TkVnZydPPvmkJNCFEGIMKyws5I033uCNN96gZIbG8sPRXd7N0gx/nHzLizdbIyES3RtxhKpT+t2/G3CI5XpTfEt9CQCOJfwci/t6dvitr4LTJzWO4/Dcc8/J+nxCCDGGvP+e5mIMw+Cuu+4iKyuLQJJBUqZJ5bYYWmtKUmzSg95DodQ8g6r34ji2prKyUnbbFSPSmEzyXX/99UyaNImnnnqqzz+89vZ2/umf/gnLsnjwwQd7Xm9sbOTgwYM0Njb26Wfjxo3nZOdt2+Zv//Zvqaqq4uabbyYzM3MwhyLEsDNNs2eh9II8h2DApa3DoK7RRAGLnChozRHDR6VhobTCeq8UnHPXN3Jm1ONmdOIHltkRypVFhWGhFMyYHGdfuZ9IVNHS0sLzzz+P4zhDO1ghhBBDzjS9TTFaGqCu0pu2uzQUIcVwiGmD/d075KYczMaIWP3ut6vMW7Zloi9BmuHFk53RIO2OgT+gKJ2pOLpLE4toTp8+zbPPPitVGUIIMU4Fg0Huu+8+b3p6rkkg2eDAW1HiXb2bbDSfcIh1aE7s9pKGb7/9NtFodLhOWYjzGpNJPsuy+M///E9c12XVqlV84Qtf4Otf/zpXXnkl+/bt49FHH2XatGk97R977DFmzpzJY4891qef++67j0mTJnH//ffzjW98gy984QvMmTOH//f//h+lpaX8+7//+1APTYhhUVZWxuTJkzEUlBV661QcrfLhOJCjHSa5CVCKLWaQCArVHsTcn39uRwbYC6vRhkuhdpimbTabIVoxCAZgalmCPYe8fo8dO8arr746xCMVQggx1JKTkwmnKKYtUFTs0bQ2anzdiT4TzZG4nxbHwIybZG7NR9n92yQjnhUlmteBoWBZKIKFxkWxo3vabl6pQik4sEnj2FBRUSHr8wkhxDiWlZXFnXfeCUDBDB+BsMHOlyNUbI1x4K0o9eXefVDdoQTRdpf29nbeeuutYTxjIc41JpN84M2rX79+PStXruSZZ57hxz/+MVlZWTz55JN861vf6lcfX/rSl5gwYQJr1qzhBz/4Af/93/9NIBDgW9/6Fjt37qSsrGyQRyHEyHHVVVcBkJPloJQmnlBU1ngVFYudKEnaJa4MNlnezZNxNAfaA+d2lBLDmX0SgIVOlGTtstYKYQNZGS4ZaZp95d4C69u2bWP//v2DPzghhBDD5t5778U0TTLyFMXTFIff08RjmnTTZWkoggY2dIWJuQpfW5CMrQXnrRY/n5YrT+EEE6SYLnODXrXFKcfktG1imFA8TdHVDlX7vUqNt956i7a2tsEaqhBCiBFuxowZPWuST1zqJ5RuUH/IpvVk7wwj7cCxTd6O09u3bz9nRqAQw2nMJvkAlixZwh//+EdaWlro6upi69at3H///ee0e/TRR9Fa8+ijj/Z5/e/+7u94++23qampIRaL0dnZya5du/jnf/5nMjIyhmgUQowMZWVlJCUl4bMgI9W7GTpea9HSZuDDm36L1tQYPk6o7mm7ewvO25c7uRE3rw0TWGlHaFcG7/Wsz5cgFldUdScQX375ZdmIQwghxrC8vDxuv/12AEqmK8IpcGiLxnWg0GczJxCjSxus7wpjawicDpOxPQ/cD+gY0H6XlnmnAJjsPzNtV7G3ewpw/gRFeg7UVUJ7kyYej0tVhhBCjHNXX301M2bMwDAV01YFsM5Tt9BW79J8wsZ1XV577bWhP0khLmBMJ/mEEAPHMAxmzZoFQGGe3f2q4uBRH44LBWem7QLbrQAaMOrSzl/Np8BeeBwdSJCOywInRrnho1pZGAbMnBKnssbbxTcej/Pcc89h2/a5/QghhBgT5s2bx8KFCwGYfKWisw2O7PSyeDMCccp8cZpdk3e7wjgagvXJpO3q34678ewIkcJ2AGYGvMqLBsfq2YRj2iKFPwjH9nid7dmzh/r6+kEYpRBCiNFAKcUdd9xBZmYmgWSDqSuD8L4Ccq1dtr19hN27d/PGG29QXV09PCcrxPtIkk8I0W+LFy8GIDvDJdS9y1QkZlBR7VXdLXSi+LWmTZnUKO8180jO+TsLONgLvGA4w41ToB02WUGiKJLDmonFDvvK/cQTUFdXxxtvvDHIoxNCCDGcbrzxRtLS0ggmKSbOUTTWQPVhL/G2MBgly7RpcCw2RUK4GsI1qaTuzelXoq9jSjMaTbHPJsf0HhrtjAZpcgwsn2LyPEVnKzTWaLTWvPjiix+4G6MQQoixKxgMcu+99+Lz+UgrMCm+wtfzXl3HYd6t/g/ePfprXnjhBZ544gkWL5zPCy+8MIxnLIRHknxCiD6CwSBvv/02b7/9NsFgsM97OTk5TJkyBaVgSmnvzc+JkxZdEUUAKHS9m6f9preunlmZhWpIPu+xdH47zqQGABbbURKonjX9SgpswiGXA0e9frZs2SLr8wkhxBhxvlgTCAT42Mc+BkBemSK3BKoPahprNEb3Rhx+5XLS9rEtGkQDSVVp/Ur02anxnt12F4Ui+Lo34dgSCeFoyMhVZBVAxV5NIqapr6/nj3/842B+BEIIIQbRxe5p+is3N7cnLhXN8ZGcbVDXcZhddS9zbVmEjQ+Faf/7FDY+FGZxRit33XWXJPrEsJMknxCiD9M0ufbaa7n22msxTfOc92+++WaUUmRnuqSnegvQahQNTV7bIu0l/04ZFocN74mXtb0YEue/3Diz6tCBBKm4zHTjnDB8lBveFKqZk+O0dRhU1fauz9fU1DTgYxZCCDG0LhRrJk2axHXXXed9f6VBWg4c2amJdGjChmZRMApojif8bIv0JvrSduZ+4Bp97TNPY4fjJBmaGd3Tdjtck0Nx72HShNkKJwGH39NoDTt27KC8vHwwhi+EEGKQfdA9TX/NmTOHK664AqUUE5b4ONL0J26bavHyfSGWFVsk+xXLii1e/lSI26dafP1v/geO43xwx0IMEknyCSEuSXZ2ds+6STMmJTBNr3zidIt3Ocl3HdDea9vNIJ0oVFcAa3vJ+SstfC7O3FoA5jgxAtplmxmkDYNgAGZMilNxvHd9vpdeegnX7cdq60IIIUalq666ilmzZmEYMGOxQSAEh7ZpXNfbiGOKPw5AVcLP1kiwZ+pu+vZ8uMh9lbY0bbO9HRCn+OMY3UHpUCxAl6sIhBVFUxWtjXDymPfeyy+/TDQaHdwBCyGEGNE+8pGPkJSURENrNR3xdr51tR9D9V2kz1CKv1/po6KqmnXr1g3TmQohST4hxPskEgl+9KMf8aMf/eiC6xFdf/31pKWlEQpqJpV4bdo6DBwHQmjStJeEs5VinRXCBYzadIzy86/P5xa34KZF8AGznTiOUqzv/rmcTJfCPJcDR33YDlRXV7NmzZqBH7gQQoghc7FYYxgGH//4x5kwYQKm5W2MEemAqv1ebLkyEKPY8n7meMLPhu4pt6G6ZDK3FF400RfL7cL1OZgKUg2vPwfF7qg3latoqiKcClUHNF3tms7OTt5+++1B+ASEEEIMpv7c0/RXKBTi9ttvp6OjA4A5ueevDDzz+smTJy/reEJcDknyCSH6iMfjfOUrX+ErX/kK8Xj8vG2CwSB33HEHAEV5DqnJDlorWtq8S8p0t/fnGg2LLaZ382QeyIcO/7kdKnBmecFwhhsnVTs0GSbvmd7OvJPLEigFh45503/Xr19PbW3twAxYCCHEkPugWGNZFp/85CdJSkoiKVVRMl1x8hjUVWiUgiWhCIXdib4628e7XWESGgKnw6TvyrvwGn0KEine8VLN3mzgCdviRMLb4X3CbIV2vfX5ALZt2yZLRQghxCjTn3uaSzFjxgzmz58PwN5T53+adOb1goKCyz6eEB+WJPmEEB/KxIkTmTdvHkp503aV0j1r501xE4R175TaI4aPk8pEuQbWnsLz9qfz2nHz2jCA+XYMtOaQ4adWmZgGzJoSp6HJpL7RlJ0PhRBiHEhOTub2228HoHASmBYc26M5Ve1txLEsFKGgO9F3yrHY2BXG1RCqTSFtd+4FE312irceX5px9tIPXjWfqyE9x6vma22A5lMa13V5+eWXZakIIYQY5/7mb/6G7Mx0/mVdHFf3DTKu1nx7fZycrAxWrlw5TGcohCT5hBCX4aabbvKqLMKawjyH1naT5jYDA1hkR3vW5kMpdnZX86n6lPPfeCmw59SilaZE20xxE6AUm6wQMSA1WVOcb1Ne6SMWh8bGRt58882hGqoQQohhMH36dHJycjBMRXax99qRHZqGE72JvjTDq5w45VhsjoTQGsLVqWRsKUDFz/1V1072EoMpRt+kXZc2qLW9h1W5pd5aS8d2axwbjh8/zq5duwZrmEIIIUaBUCjEv/1/f8Ar5TZ3/DrCxmqb9phmY7XNHU9HeOWwzerrb6S6unq4T1WMY5LkE0J8aKFQiGuvvRaAssIEhqE5UunD1VCqbSa6vZV25pnMXigB6jydAaTGcGbWAbDYiZKsXbqUwXvdCcKJxTaGAQePelN+t2zZwtGjRwdlbEIIIYafUooFCxYAUDhJobp/cy3foWmu15gKFocinHl6VGP72BQJYWsINiSR804poRPJfR4uGXFvzaSoPjcYVXTvtJtb4lUOxrqg+pCXDFy/fj1aX2gesBBCiPHgz/7sz/jpT/+TjQ1JrPhZF6nfbWfFz7pYUxXiplWfZNasWWzbtm24T1OMY5LkE0Jclvnz55Oenk7ADyX5Nh1dBpUnvEqIRU6UUPe03XD3jZEOXXyKrTvtFG5OOyZwjd2FT2uOGT5OKRPThEmlCZpaTU7UeTdpL730Ep2dnYM3QCGEEMNq/vz5JCUlEUr21uYDQHuJPsfWpJsumWetr1dj+/hTZxJtjoEZs0jfmU/W+mJCx1MwoibK8fpwzpPkq3dMWh0Dy6comOi9VlcJdkLT1NTEoUOHBnu4QgghRriHHnqI7Tt38xd/8Rd88pOf5N5PfpZrp32RpMhkAPbv309DQ8Mwn6UYryTJJ4S4LKZpct111wFQWmTjszTHayzaOxQBYGn3tN327vIL1RG4eIcK7IXV6GCCDO2y0o4AsM0MooH8bIe0ZIejx310dik6Ojp4+eWXpbpCCCHGqEAgwG233QZA0RRFapb3uh2H090bGJb5+j5AanNN3uxMYk80QEKDvzVI+u488t6cSPKxDADO/8hJcTDmxan8iQqlwHWgrsJ79+2335a1+YQQQlBaWso//uM/smzZMmbOncwVtyVh+hRNx20A1qxZM7wnKMYtSfIJIS7bnDlzKCgowDKhON9Gozhw1I/rQrG2KdU2rcrABVTMh6pNvXiHoQT2sgq04VKkbWa7cZoMkyOGt7vu1IkJXBf2HfGOUV5ezvbt2wd/oEIIIYbFzJkzezZ7mr5YEUrxXm+o9h7wlPkShFXf5JuL4lA8wKsdyeyNBmhyen/ttTVUxc+z2zveTrsRV+EPKtJzvddqjmrsuObUqVPs27dv4AcohBBi1MnPz+ehhx4iNzcXf0gx66Yghs+rEj9w4AAdHR3DfIZiPJIknxCij0AgwO9//3t+//vfEwh8QNVdN6UUK1asAKAg10YpTWfE6Nltd6EdRQMHDe+GytpZDOdZDP1sOiOCc0UNAPOcGHmuzU4zQBxISdIU5jp0dhkcq/aO8dprr3H69OkPMWIhhBBD7cPEmltuuYWioiJ8fsXMJQrLB62N0NqosRQsCUUwzrOzU0wbHIwH+FNnMi+0pfDb9mR+155Cpz5/HNIoTiS8h0o5xd1TexNeog9g7dq1Us0nhBAj3IeJMx9GRkYGDz30EFdeeSVKKdILvCWF/H4/pmkO2nGFuBBJ8gkh+rAsi9tuu43bbrsNy7L6/XMzZ84kOTmZgB+y0r2bn+O1FpGYIgnNLDfOTjNAKwYq5sPcVXz+XXbP4k5owiltQuGt7xdTBru6N+GYVJog4NdUn7RobjVIJBL8/ve/l2m7QggxCnyYWOP3+/n0pz9Neno6wSTF1IW9O+DaCU225bAoFEFdJLi4KOLawLngDlCeyu4kX1aBwh/yXqur8Nbma2xsZM+ePf06ZyGEEMPjw97TfBh+v58777yT++67j9zcXCzL4qMf/SihUGhQjyvE+UiSTwgxIEzTZM6cOQDkZHkLoLuu4miVF1RnOTF8aDZaQVzAPJGBUZF18U4VOHNq0WgytEtQuxw2fDQqA58F0yfFATh4zIfrQmVlJfv37x+0MQohhBhe4XCYe++9F8uyyMj1NuKIdMChrRrtQqnPZskHJPr6o9U1abBNlAHZRd5rjg015V6/7777rjxUEkII0ce0adP4y7/8S77xjW8we/bs4T4dMU5Jkk8I0UcikeAXv/gFv/jFL0gkLr4T7vvNmjULgJwMB8v0bn4amkzaOhQ+YI4Tp9Gw2GF6JfPm7iJUa/DinQYcdFoUgELXRivFBiuEjVcxWJTnEI31Tg3+4x//SCwWu6TzFkIIMbQuJ9bk5+fz0Y9+FIDiaYr0HG/a7qFtLq4LJQOU6Dtle3ElKbW36q+uEhxb09DQQEVFxWX1L4QQYvBcTpy5HEopfD7fkB1PiPeTJJ8Qoo94PM7nPvc5Pve5zxGPxy/pZ4uLi8nNzcU0IT/H6X5Vcay6e8MMN05Auxww/FQrC6UV5rZScC8+bcotbAFgiusF6DZl9iQKp5QlSE5yqaqx6IooOjs72bBhwyWdtxBCiKF1ObEG4IorrmDBggUoBdMWKULJ0FQHh7b2JvoWhyJ84LoQFxEyvKUnop29rzk2nDrufb9169YP3bcQQojBdblxRojRSpJ8QogBo5RiyZIlgLfLrlLezVVzq0Fbh8ICpjtxUIrNVpAoCqMthHko96L9umVNaKXJ1Q4l3Ym+Q4af48rCMGDWFC9wHz3uJRM3bNhAU1PTII1SCCHESHDLLbdQUlKC5VPM6N6Io7neS/Sdmbq7KBjlwyb6ziyX/v5puXVV3p8PHTpEa2vrZYxACCGEEGJgSZJPCDGg5s6dS3JyMqGgpiivt5qv+qQ37WmimwCtiSqDrd2baBjluRC5yIK4IRt3UiMAy+0IYe2CUmyyQkRQJIU0JQU2jc0Gza0Gtm3z29/+VtZLEkKIMcyyLO69917S0tIIJSumL1aguhN977loDRP8Ca4MxPgwib5m1/s1OX+Cwjxr5lWkHTpbNVpr6uvrB2g0QgghhBCXT5J8QogB5ff7Wb16NQATihMYhndj1dhsYjuQgiZbe8m/KsPilDJRjoF5IP+i/TpzanEzuvADK+0IptbEleqZtjux2CYU0Bw85sNxoKqqis2bNw/eQIUQQgy7pKQkPv3pTxMIBEjLVuSVeq83nYQjO73ptlMDca74EIm+o3E/bY6BP6iYMq/vshLRLu+/zc3NlzsEIYQQQogBI0k+IcSAmzdvHhkZGfgsyD1rp93Tzd7kpyLX9hoqxfbuJJ1xPBM6/Bfu1AB74XG05ZCrHVY4EdCaY4aPWmViGN4U4WjM4Ej3tN0333yTU6dODd5AhRBCDLvc3Fyuu+46AEpnKIzuebYN1XB0l5fomxaIM/8Sp+5qFFsiIRwNWQWKzILe9yLt3n+PHj06EEMQQgghhBgQkuQTQgw4wzBYuHAhAMV5Nmduqppau6c+aaenbaNhUXNmE44PqOYjJYa9vAKtNGWuzWzXW99vf3eiMD/X29W3tt7kdLOB4zi88MILOI5z8X6FEEKMaosWLSIrKwtfQFEyvbfqrr7KS/RpDZP9CRZfYqKvxTU5FPceQJVM6+33VLVGu1BeXi677AohhBBixJAknxBiUMybNw+fz0dKsiYr3aukaG41cTXkaIfsM9V8wK4z1Xw16dB18S3ndXYnzhU1AMx3YpQ5CeqUSbMysEwoLrABxYFjfuIJqK+vZ926dYMyRiGEECODYRjceOONABROViSn975XXwWHt3mbcZR9iETfke4kX1KawuxePjba2bsBx+9+9zvZuVEIIYQQI4Ik+YQQfQQCAZ555hmeeeYZAoHAh+4nKSmpZ6fdicUJQBOLK+oavHlUc51YT9smw6ROmV41X0XWB/btTjqNM8WbhrvCiZCpXfZ0JwqL820sS5NIKMorvYTh2rVrqamp+dBjEUIIMbAGKtacbfr06cydOxelYNrC3oQcwOmT3mYcbneib6Iv0e9+z/yyrDVw1tJ8xw9oYl2a5uZm3n333QEZgxBCiIExGHFGiNFAknxCiD4sy+Luu+/m7rvvxrIusuNtP6xYsQLLskhJ1qQmexUPVTUWWkORdsh0e6fRHje8hJxqC/arb2fOSdz8VkzgaruLOrxqPp8FU8u8m7dTp03qT5torXnttddkt10hhBghBjLWnO2WW24hPT2dYJJi8pV9N8toOgnHD3iV5XMCMcx+VvPlWl7leUeLxjkrN+jYULnP62PLli3Ytn2+HxdCCDEMBivOCDHSSZJPCDFowuEws2fPBqAwz7v5icYM6hu9ar45Z1XzuZfauereiCMpRjKalU6ETUYADeTnOGSkOYDiSKW32251dTUHDx68/EEJIYQYsUKhEHfddReGYZBdpMjI7ft+7TGIdmoChmZuP6ftphpehOpoOfe90ychFtFEo1GqqqoufwBCCCGEEJdBknxCiD5s2+bZZ5/l2WefHZCqhEWLFgGQl+UQ8PdW8wGUaJuU7k04IsqruFBNYXDUeXo6D7+LvbQSbboUaoc0NIcMb+2kmZPj+CxNPKGoPukdb/369VLNJ4QQI8BAx5qzFRUVsXTpUgAKp7wvnmio2KvRGqb4E8z0x/mgRF9Sd5Iv2nn+du3N3n9lN3chhBg5BjPOCDGSSZJPCNFHLBbjnnvu4Z577iEWi33wD3yA4uJiysrKMAwoKfDmOXVFDRqbDBQwy/EWK69VFp0oVNyHqkvtd/86LYozow6ABU6MPYafFgwCfpg5xbt5O1Fn4ThQW1vLkSNHLntMQgghLs9Ax5r3W7ZsGUop0rIVgXDf95rroWq/l7ibHYwx/6IVfZps03sY1dV+/haR7tcbGhou/8SFEEIMiMGOM0KMVJLkE0IMupUrVwJQmOcQ8Hs3Vse7q+smuQlC2kUrRUX3unxmec6lbHyIO6URHY4RRJOvHdZZIWwgK92lrNAmYStq6r3jrVu3Tqr5hBBijEtNTWXSpEkAFEw8tzq89igc2+OiNUz2J1gRiuA7T+BRQEB5rycucI/Y2eq9X1FRIfFFCCGEEMNKknxCiEE3efJkSktLMQ2YWOKVy7e2G7S0GZjA7O5qvoOmHxswmpNQ9Sn9P4ChcfO8Uoos7dBqmGwxvQ08JpbYpKc6VJ+0cF1vbT5ZN0kIIca+M1N288rAd56NFesq4NA2b8fdQp/N8nAX6n2JPo3ipO09JDpfshCgpQEcW9PS0kJdXd3ADkIIIYQQ4hJIkk8IMeiUUtx0000A5Gc7pCS5gKKye22+yW4cS2uiyuhZU888lHdJx9CZXQAUuzZozTHTzxHDh1IwfWIC24aTDd6GH6+88gqJROJi3QkhhBjlpkyZQlFREaalmDLv/Am6ppOw910Xx4Zcy2GC79zYcCzuxaWcEoXlO7cP14HWxu62x44N2PkLIYQQQlwqSfIJIYZEUVERV155JUrB1AneWnnNrQZdEYUPmOB6N1YHTT8uYDQloZpC/e7fLWxF+xxScSnSXrXge2aQLhThkGZSaYJj1T5icWhsbORPf/rTwA9SCCHEiKGU4vbbb8eyLDLyFBNmnz/R19EMTXVeBV9QnTvddorfqzaPRzSOc/5jtTR4P3f06NEBOHMhhBBCiA9HknxCiCFz/fXX4/P5SEvRZGV41Xy1p7zqutlODENrIsqg8szafIcvoZrPcnHLTgMw14mB1iSUYpPlTdstzncwDc2hY15FxqZNm6ioqBi4wQkhhBhx8vPzufPOOwEonKzIm3CpPWgKfN6Do0PbNNo9f6vmeu+/FRUVnD59+sOcqhBCCCHEZZMknxBiyKSkpLBkyRIAJhYlAE1tvUUsDilopnRX8+01/WjAOJmGagpfuMP3caY2oE2XbN1bzVdr+DipTJSConyH0y0mNfVeYvGFF16gs7NzQMcohBBiZJk9ezarV68GYNJcg4z8c9u0N3uVeFP8cVKM3nI9BSS6i/tyis9fCQgQ6+qtBtywYcPAnLgQQgghxCWSJJ8Qog+/38/Pf/5zfv7zn+P3+we8/+XLl+Pz+UhJ1mRnuDiuoqrGq9yb68Twa02bMjl69k67/RW0cSc19vRF9y6Hh0xvHEW5NqapOVLlo7NL0dHRwR/+8IcBHJ0QQoj+GOxY836rVq1iwYIFKAXTFhgkZ/R9/9Rx6GjWBAzNNeEuckzvQZFGsTvqVYQXTlbklV34GDVHvJiza9cuYrELbMUrhBBiSAx1nBFipJAknxCiD5/Px4MPPsiDDz6Iz3eeFcYvU1JSUs+Oh6WF3dV8p0w6I4oQmvlOFIDD3RtwqPpUSPT/UnV2NV+B9qoxTiiLFgwsCwpyHFxXse+IH61h//797N+/f2AHKYQQ4qIGO9a8n1KK2267jSlTpmBaMHOpIpjU+77rwP7Nmo4WTdDQXB3u4spAFB+aioSf3VFve96Jcw1Cyec/RnsTxLo0juPILrtCCDHMhjrOCDFSSJJPCDHkli1bhmmapKVoMtJctFYcOuYF36lugnTXoUkZtCgD5RgYxzP733nAxp3grYe00I5iaA1KcbC7mq+kwEYpTWeXQVWtt7vv73//e6LR6MAOUgghxIhiGAZ33303RUVF+PyKmUv77pZrx2Hvu5q6Su1tEhWIc2tKO3MCUZocs7sPyJ944Wm7HS3ef6uqqgZxJEIIIYQQ5ydJPiFEH7Zt88orr/DKK69g2/agHCMpKYlFixYBMKXUq+ZrbTepb/Ruoq5wYqBUTzWfeTQbzt3w8IKc6fXoQIJ0XGa63q6IFYaPCIpgQJOb5VX4VZ6w6IwoIpEI69evH7gBCiGEuKihiDXn4/f7+dSnPkVaWhqhZMXMZQrD7H3fdeDYbs2+jS6dbRqfghmBONcmdfW0CV5kqdgzu+xu376dRCIxWMMQQgjxAYYrzggx3CTJJ4ToIxaLcfvtt3P77bcP6ppCV199NYFAgOQkTV52d9KtxkJrKNU26a7DUcNHDFCdAYyqS6nmc3DmnAS8tfkyXAfnrGq+siIb0GitOHrcK+PYvHmzbMIhhBBDZKhizfkkJydz//33EwqFSMlQzFiiUO/7jbi1AXat0Rzc6nK6VhOLaBIxTe1RzZGdF37q1HACYhFNa2sr77zzziCPRAghxIUMZ5wRYjhJkk8IMSzC4TBXXXUVAGWFXtKtK2LQ0OSVVMxxYzhKsc/01kEy9xZA1Op3/25JM25eGxZwjd2FT2sOGX5iKJJCmrzuar7TzQZtHQrbttm8efOAjlEIIcTIlJOTw/3334/f7yc9x0v0nV3Rd0bTSTi0TfPeG5qtr2kq92kSF7lXdB2o2NO7y66szSeEEEKIoSRJPiHEsFm8eDGBQICksCYr3QW8aj6AMtcmRTscMPw0KQOVsDD3FPa/cwX24ip0UoxkNEucCDawv7uab0Kxl1iE3t19N2/eLGvzCSHEOFFUVMR9992Hz+cjI9dbo8/s/7OkC2qqg8YajdaatWvXXn6HQgghhBD9JEk+IcSwCQaDLFy4EIDifG+tjM4ug8YmAwVc4cTRSrHJDKEB80QGqjHpwh2+n8/FXngclGaiazPJTfRU84VDvWvzNTYbdHQp4vE477333gCPUgghxEg1YcIEPvOZzxAIBEjLVsxZqfAHL7/fE+VeNd/hw4dlLSghhBBCDBlJ8gkhhtXixYtRSpGZ7hIOedV8FSe8yroJZ3baNUwOG95r5s7iS9qEQ2d1Yc/0pkstcaIE0BzoruabWOzttAuK6pNe+cbmzZtxHGeARieEEGKkKy0t5cEHHyQ5OZmkVMXclYrgJTxPOp+uNkjENI7jcOrUqYE5USGEEEKIDyBJPiHEsEpPT2fatGkAFOR4ybWOLoNTp71qvkVOFLRmlxkkBhjtQdTJ1Es6hjvtFG5WBxYwz4lxyPAT6a7m89YDhPpGk1gc2tvb2b59+wCOUAghxEiXn5/P5z//ebKysgiEFXOuuvyKvjNr98mC70IIIYQYKpLkE0IMu/nz5wOQn2NjKK9M7+hxH64L+dqhUNvEleKw4VXgmYdzL6maDwXO3FoAJroJkrTLNtO7eysrsgkHXbTuXZtv7dq1Mr1KCCHGmbS0NB588EFyc3PxBxXTFqnL67D7x5W6zH6EEEIIIfpJknxCiD78fj+PPfYYjz32GH6/f0iOOXXqVNLS0vD7oLjAS65FYwYn6rwptHOdOGjNIdOPDRjNSahTKZd0DJ0RwSlqAWCWG6fKsKhRFoYBs6bEUUpTe8okGlN0dHSwa9eugRyiEEKIswxHrOmP5ORkPvWpTxEIBEjNVORN+HD9WD4IJnnJvZSUS4tXQgghLt9IjTNCDDZJ8gkh+vD5fHz5y1/my1/+Mj6fb0iOaRgG1113HeBV1lmWV6Z3/KSF40KOdsjXDlFl9FbzHci7tGo+wJ3qrYtU5iYIoNlkBYmhSEnWTCiy0bp3bb4NGzbguu4AjVAIIcTZhiPW9FdGRgarV68GYMJsg/ClrRABQP5EMAxvGnBWVtYAn6EQQogPMpLjjBCDaUCSfHv37uXhhx9m7ty5ZGVlkZ2dzdy5c/nyl7/M3r17B+IQQogxbu7cueTl5WGZkJ/trc2XSCjqTpmAN80WYP9Z1XzGifRLOobOiOBmdGICU90EEWWwyfKm7ZYU2gT8LidPmcQT0NTUxNatWwdqeEL0IXFTiJFtyZIlTJkyBdOEmUsubX0+ZUDhZK+Kb+XKlYN0hkJ8MIk1Qggx/lx2ku8HP/gBCxYs4PHHH2ffvn00NzfT1NTEvn37+MlPfsKCBQv4wQ9+MBDnKoQYAo7jsGbNGtasWTOku8wqpVi0aBEAhbk2Z8r0TjV5Sb4i10ZpTVQZ7DUDAJh7C8C+tMuYO7kRgGlOHKU11cqiXpmYBkydkMBxFRXV3tO+NWvW0NnZORDDE6KHxE0hhi/W9JdSik984hM9G3HMvkrhD/XvZ9NzwfIpUlNTmTVr1uCeqBAXILFGjHcjPc4IMVguK8n3xhtv8LWvfQ2/38/XvvY1duzYQXNzMy0tLezcuZP/+T//J4FAgL/5m7/hrbfeGqhzFkIMomg0yurVq1m9ejXRaHRIjz137lxM0yQprAmHvCRfa7tBPAFBNCXaW69vv+GnHYWK+jEP51zSMdyiVnQgQfhMf0qxxQziAjmZLklhl9pTJu2dimg0yptvvjnQwxTjmMRNITzDGWv6KxQK8dnPfpb09HRCSYo5KxThfiyvF+hOBhYXF8umG2JYSKwRYnTEGSEGw2Ul+f7v//2/WJbF66+/zve//32uvPJK0tLSSE1N5YorruB73/ser7/+OoZh8G//9m8Ddc5CiDEqEAgwYcIEALLSvSduWitq6r118mY5MdAaVyl2dE+zNQ7nQXug/wcxNG5ZEwBTnDgArYbJccM7RkmBDSgOV/jRGnbu3MmxY8cGYHRCSNwUYrQ5s+NuZmYmwSTF3FUG2cUX/xnbCy0cP36cWCw2+CcpxPtIrBFCiPHrspJ8W7Zs4ZprrmHFihUXbLN8+XKuvfZaNm/efDmHEkKME9OnTwegKM9BKa+ar6bOwnEgW7sUdVfzHVcWNcpEaYVZmXlJx3DKmgBNoXbIdb3+DhheojAvy8Hv07R1GNTUe1OF//jHP0qZvxgQEjeFGH3S0tJ46KGHmDRpEqYF0xYYzFqmCCadv/3pWoh0aDo6OtixY8fQnqwQSKwRQojx7LKSfF1dXeTkfPBUuZycHLq6ui7nUEKIcWLevHmEw2FCQU1Wure7bcJWnKjzKu3mdVfzoRTlprfTrlGTfmk77SbHcSacBmCxE0VpzWnDpF6ZGMaZaj6oqPYRT0BjY6P8EiwGhMRNIUancDjM/fffz7XXXotpmqTnKuZfZzB1gTpn912tvUQfwMGDB4f+ZMW4J7FGCCHGr8tK8pWUlLBx48aLVrjYts3GjRspKSm5nEMJIcYJn8/H/PnzAZhYnEB1Z++O11rYNmRol2ztXXNOKosEoCJ+VFP4ko7jzKpD+2wytMuk7p1793UnDQtzbUxDYzuKo8e9TTjWr18v63mIyyZxU4jRyzAMrrnmGh5++GGmTZuGUpBTrJh3rcGcqxRFUyGrAIqn9e6uW1BQMMxnLcYjiTVCCDF+XVaS74477qCqqorPf/7ztLW1nfN+W1sbf/EXf8Hx48e58847L+dQQohxZMWKFQSDQZKTNIV53i+otqNoavUuWYXdU2wdpTjRvZaecTLt0g4ScHCmnwK86kBLa2qVRRsGlgV52d5x6xpMOrsUkUiEjRs3DsTwxDgmcVOI0S8zM5P77ruPL3zhC8yePRvDMEjNUpTNNJi+2KB0hoFhwrRp07jxxhuH+3TFOCSxRgghxi+ltb6USW59NDU1sXjxYiorK0lNTeXWW29lwoQJKKWoqKjglVdeoa2tjUmTJrF161YyMjIG8txHpba2NtLS0mhtbSU1NfWDf0CIIdbZ2UlycjIAHR0dJCVdYNGhQbZ161b+8Ic/kLBh044gtqPIz7GZOTnBaWXwR593jqVOgqudCDqQIHHTQbDc/h/EUfjemo7qDLDVDHLI9DPDibHIidEVUWzZHUBrRU6mw5xp8Z6d6Px+/yCNWlyq0XZNHYq4Odo+EzE+jZRYMxDa29vZt28fNTU1NDc3k56eTlFREYsXL8ayrOE+PTEARtt1dbBjzWj7PMT4NJbijBj7BvK6elm/eWRmZrJu3Tq++MUv8sorr/D000+f0+a2227j8ccflwSfEKOEz+fjX//1X3u+Hy4LFy5k69atNDQ0UFJoU1Ht43SLidYJsnAJaZeIMjhhWLQ7ipSYD+NINu6MU/0/iKlxJjdg7S5mihvnkOHjiOFnthMnHNLkZzucbLBoaDLoiiogxp49e1i4cOGgjVuMbRI3hfCMlFgzEFJSUli2bNlwn4YQPSTWCDG24owQl+KyKvnOVlFRwfr166mt9VYaLiwsZOXKlUycOHEguh8z5MmXEP138OBBfvOb3+A4sHFnkERCsWB2jLQUlz2Gn11WEIAJToKVTgTtt0ncug/UJRwkbuL74yyUa/CaFabBsHqq+aIxxeadAVytKMlPMGWCTXZ2Ng8//DBKXcpBxGAZzdfUwYqbo/kzEUKIkWg0X1cHI9aM5s9DCCFGohFTyXe2iRMnSkJPCDGgpk+fTlFRETU1NZQVJjhS5ed4rcXc6XFmunEOaz8RZVBlWCxxwB+3UKeT0Nmd/T+I38EtacasymKGG6fBsDhs+JnhxEkOaIoLbI7X+qhtsCgrtmlsbOTgwYPMnDlz8AYuxgWJm0IIIQabxBohhBhfLmvjDSHE2OM4Dlu3bmXr1q0X3ZVtKCilWL16NQCFeQ6WqWlsNmhpM7CA+U4MAK0U1YZXhm/UXuIGHIA7uRGAEtcmWbu4SrHLDABQWmhjmhrHUdTUec9FNmzYcLlDE0KIcW0kxRohhBBjj8QZMV4NSCXfmjVrWLt2LSdPniQWi523jVKK//qv/xqIwwkhBlE0GmXJkiXAyFikdtKkSeTm5nLq1Clysx1q6y2OVPlYOCfGJDfBMddHnWFRr0wmk0C1BS/5GDotipvXhlGfylwnxkYrRIXhY44TJ81yKcy1qT7po6beorTQ5sSJE9TV1ZGfnz8IIxbjgcRNMd6NtFgjxFgksUaMZxJnxHh1WUm+1tZW7rjjDtatW8cHLe03HAFk69atPPLII2zcuJF4PM7s2bP5H//jf/DpT3+63324rsuPf/xj/uM//oPy8nKSk5NZvXo1//Iv/8LUqVMH8eyFEOBdO+bPn89rr71GUZ5Nbb1Je6dBTb1Jcb7DIifKKyqJduUVJqvWEDgKzEtbbtSZUYdRn8okN8FuHaBTGewz/axwopQU2Jyos4gnFI3NJrlZDhs3buTjH//4YAxZjGEjPW4KIYQY/STWCCHE+HVZSb6/+7u/Y+3atUyZMoUvfelLTJs2rWeb6uG2Zs0abr75Zvx+P5/61KdIS0vjhRde4P7776eyspJvfvOb/ernL//yL/npT3/KrFmz+OpXv0p9fT2/+c1veP3119mwYQOzZs0a5JEIIebNm8eaNWuAGDmZLg1NJhXVPvKyHdItl4lugkrDRyeKpLiFUZnVMwW3v3RmBDenHaMhhalOnJ1WkErDx3wnRsivyc7wjnu81iI3y2H37t0sWrSIkpKSQRmzGJtGctwUQggxNkisEUKI8euydtctKCgAYN++fWRmZg7YSV0u27aZMWMGJ06cYOPGjcyfPx+A9vZ2li9fzqFDh9i/f/8HVuK9/fbbXHfddaxatYo33niDQMBbo+utt97ixhtvZNWqVbzzzjuXdG6yG5UY6To7O3t+ERxJpe1/+tOfWLduHe2dim17AoCipCDBlDKbDhQv+5KZ7CZY5kTR/gSJGw+B/9LW31A1afi2TCCC4nlfMijFlXaUuW6cljaDHfv9gGLGpDgFuQ7FxcX8+Z//uey0O4xG2zV1KOLmaPtMxPg0UmONEOcz2q6rgx1rRtvnIcYniTNiNBnI6+plbbzR2trKihUrRlSCD7xkwNGjR/n0pz/dk+ADSElJ4R/+4R+wbZuf//znH9jPT3/6UwD++Z//uSfBB3D99ddz8803s3btWg4fPjzwAxBCnGPp0qX4fD5SkjRZGS4ANXUW8Tgkoyl1bY4aPloxUHEf5t6CSz6GLmhFmy4hNKl4xzhs+nGA9FSXjFTvtWPVPhwXTpw4QWVl5UANUYwDIzVuCiGEGDsk1gghxPh1WUm+qVOn0tDQMFDnMmC8aX1w0003nfPemdf6U4G3Zs0akpKSuOqqq8557+abb+53P0KIy5eUlNSzeO7kkgSG0rhaUXPKW3VguhtHK8UmK4gGzKosVMMlPrEzQKd3AZDvelWAEWVQbvgBmFBsA5p4QnHylAl4lb2XURAtxpmRGjeFEEKMHRJrhBBi/LqsJN9Xv/pVtmzZwp49ewbqfAZEeXk5wHmn42ZkZJCdnd3T5kI6Ozs5efIkEydOxDTNc94/0/cH9ROLxWhra+vzJYT4cK666irC4TBJYd2dcIPaegtXQ652yHAdGgyLw4YPAHN3Ed0Fef3mFrYCMMeJYXQn7/adVc2XnuJ1WFnjVfPV1NRINZ/ot8GImxJnhBBCnG2gY43EGSGEGD0uK8n3+c9/nr/+67/mlltu4Re/+AU1NTUDdV6XpbXVu0lPS0s77/upqak9bS6nj7PbXch3vvMd0tLSer5kkX4x0vl8Ph555BEeeeQRfD7fcJ9OH6FQiI9+9KMAlBTYhEMu8YSi4bSXiJ/hxgHYZQaIAUZbCONo9iUdw514Gh2KE0YzyU0AXjXfke7EYVmRl1xMnFXNt2HDhssemxgfBiNuSpwRo9FIjjVCjHYDHWskzojRSOKMGK8uaeON81W0AWitP3DheaUUtm1f2tl9SDfddBNvvPEG5eXlTJky5Zz3J0+ezIkTJ4jFYhfso7a2lqKiIq666irWr19/zvvr1q3j6quv5gtf+AKPP/74BfuJxWJ9jtPW1kZJSYksVCvEh6S15umnn6a8vJzOLsW2vQGSw5qFc2Jo4Le+JNqVyRQn7m3CEUiQuOkAWP2fUmuU52DtLSSK4ne+JGLKIEm7fDzRgdawYXuQeEIRDLgsmxdDKfjyl79MdvalJRTF5Rvpi38PRdyUOCOEEINrvMcaiTNCCDG4BjLOWJfSuKSkZFTsInmm+u5CVXZnPsDL7ePsdhcSCAT6bNohhLg8SinuuOOO7uR6O1NKExyu9NPYZJCd6TLHibPRCnHU8DHHiZEc82FUZuFOaez3MdzJDbjHMwi2hZjnxNhshehUBqeUSS4OeVk21XU+ojGDxmaDnEyXd999lzvuuGPwBi5GpaGImxJnhBBifBvsWCNxRgghRo9LSvK9f92pr33ta2RmZvIP//APA3lOl+3s9fIWLlzY573m5mYaGxtZsWLFRftISkqioKCAiooKHMc55wnZxdb9E2I0c12XAwcOADBz5kwM47Jm9Q+KpKQkPv7xj/PLX/6SonyH+tMOlTU+sjNjTHYTlLs+Gg2LfWaApU4UsyILd3Ij9Pf3XwOceScw1k5lsptgrw7QqQwqDR+5jkNutkN1nVf2f7zWR05mjF27dnH11VeTkZExeAMXo85oiZtCDLXREGuEGC0k1ghxLokzYry6rL/pP/rRj9i9e/dAncuAueaaawB4/fXXz3nvzGtn2nxQP52dnbz77rvnvPfaa6/1ux8hRpNIJMKcOXOYM2cOkUhkuE/ngiZOnMj8+fMBmD4pQXtn7xp5S5wohtZUGD4SgOoIok5f2k67OqsLN6cdA5jteFNUqgwLF0hN1oSD3gYcbR0Gp1sMtNasXbt2oIYnxqiRGjeFGGqjJdYIMRpJrBFC4owYvy4ryVdcXIzrXuLWlUPg+uuvZ9KkSTz11FPs3Lmz5/X29nb+6Z/+CcuyePDBB3teb2xs5ODBgzQ29p3O94UvfAGA//W//hfxeLzn9bfeeovXXnuNq6++mmnTpg3qWIQQF3bTTTehlCIppAn44ehxH4kEZGqXeU4MWykqz+y0W55zyf07M+oBmOwmCGqXmDKoUV4B9MSSRE+7yhPea3v27KGrq+tyhyXGsJEaN4UQQowdEmuEEGL8uqwk38c//nHeeecd2tvbB+p8BoRlWfznf/4nruuyatUqvvCFL/D1r3+dK6+8kn379vHoo4/2Sc499thjzJw5k8cee6xPP6tXr+bzn/8869atY/78+XzjG9/ggQce4LbbbiM1NZWf/OQnQz00IcRZgsHgWaX3moStOHjMD8AsN06Ba3PA9KMBoy4N1Ra8pP51ViduRicmMMPp3blXA7lZLmkpDuBV87V1KBzHYdOmTQMzODEmjdS4KYQQYuyQWCOEEOPXZSX5Hn30UUpLS7n11lvZsWPHQJ3TgFi9ejXr169n5cqVPPPMM/z4xz8mKyuLJ598km9961v97ufxxx/nhz/8IUopfvjDH/LKK6/w0Y9+lC1btjBr1qxBHIEQoj/OLAQd8Hu75zY2m5yo86btrrAjJFAc766+M3cVQf832QUFzrRTAMx046S5Di2GyZHu6sDJpTZeh4rjtd5r27dvl6fn4oJGctwUQggxNkisEUKI8UtprS/llreP6667jkgkwubNm1FKUVBQQGlpKcHgudUySineeuutyzrZsWAgt0YWYjB0dnaSnJwMQEdHB0lJl7aW3VD79a9/zaFDhyiv9HGizkvmGUqzcG6M5LCmQZm8awa53e7EAuxFVbglLf0/gAZr0wSMujROK4NXrSSCaO5IdGABuw/6Od1iopRmxYIofh/cf//9TJkyZTCGK95ntF1ThyJujrbPRIxPoy3WiPFttF1XBzvWjLbPQ4xPEmfEaDKQ19VL2l33/dasWdPzvdaa2tpaamtrz9t2MLd1F0KMXwUFBRw6dIi8bLu7gk/hasXeQ34WzY2RYzlka5e9ZoB5TgxzZzE6LYpOjfbvAArs+SfwvZlEVsJihhvngBngsOFnlhtnQnGie+MNxanTJsX5Djt27JAknzgviZtCCCEGm8QaIYQYvy4ryVdRUTFQ5yGEEB/KwoUL2bBhA6nJcfKyHeobvctaJGZwvNZiUqnNHDfGH80w+com3wZrcxmJ1eVg9XNabdDGmXMSa0cJVzoxqg0f+0w/0904qcma9FSXljaT2nqL4nyHAwcO0NraSlpa2iCOXIxGEjeFEEIMNok1Qggxfl1Wkq+srGygzkMIMUL4fD6+/vWv93w/0iUnJ7Nq1SreeustJpcmON1sYjveU+m6Ri/Jl65d0tCss0Lclugk3BHE2lKGvawSjP6tWOCWNeGeSMdqSGGeE2W9Feao4WOam2Bisc2O/QadEYPmVoOMNJf169dz2223DeLIxWgkcVMIz2iLNUKMJhJrhJA4I8avy0ryCSHGHr/fz/e+973hPo1LsmzZMnbu3Mnp06eZUJzgSJW3w25Gmrf7bTuKZmWglWKtFeIGuwurPhVzezHOwmroz0wVBc7cWow/TafMtdmtHfaaASa5CdJTXbIzXBqbTSpOWGSkxXnvvfdYunQp2dnZgzhyIYQYnUZjrBFCCDF6SJwR49Vl7a4rhBAjgWVZ3HLLLQAU5zskhbxpuKnJ3n87uxN8AI2GxVorhAuY1ZkYh3P7fRydFsUtaEUBM504XcrggOElFCeXJVBK09pu0tBkoLVm3bp1AzdIIYQQQgghhBDiIiTJJ4Tow3VdKisrqaysxHX7uWbdCDB58mRmzpyJUjBtYgLQNDaZAORoh5DuHUut4WOr6e0wZ+0vwKjK6PdxnMkNAJS5CUyt2WcG6EIRDmpKCmwAqmq8KQH79u2jtbV1IIYnhBBjymiNNUIIIUYHiTNivJIknxCij0gkwsSJE5k4cSKRSGS4T+eS3HzzzViWRXqqS06mS1OrSWu7gQlc6cT6tC03/VQY3ooF5s5i6N/SfOjsTnQ4hh8odRPYSrG9O2FYVmRjmZr2Tm9tPsdxWLt27QCOUAghxobRHGuEEEKMfBJnxHglST4hxJiRlpbG8uXLAZhU4k2fPXrcQmuY4iYodhM9bVO1Q0B7mT2dFunfunzgrc03oQmAad39VRoWTcrAMqG00KvmO1btJRB37txJS0vLAIxOCCGEEEIIIYS4MEnyCSHGlKuuuopwOEw4pCnOs2ltNzl+0ku4LbWj+LoTe9cluijUDqBxZtRf0jHcCU1o5ZKjHbJcB5RitxkAoDjfq+Zr6zBpajVwXVeq+YQQQgghhBBCDDpJ8gkhxpRAIMD1118PwMQSG79PU1Ft0RVRhNDM7Z62G+3eiMOZXo/Ob7/Eg9i4xS0AzHC9/k4oi2ZlYJpQkOtV81WcVc1XW1t7uUMTQgghhBBCCCEuSJJ8QogxZ/78+RQXF2OaMLk0gdaK8kpvM4wZbpw07VBleH9WtWng9Heubi93ciMAZa5NWLugFAe7d9otzndQeNV89Y0mWmteffVVtO7nwn9CCCGEEEIIIcQlkiSfEGLMUUrxkY98BID8HIe0FIemVpOGJgMDWGDHOGb4iKIw2kOYewsu+Rg6I4Kb1YEBzO6uDqzo7jMY0ORkOQAcqfLhulBdXU1lZeUAjVAIIYQQQgghhOhLknxCiDGpqKiIBQsWADB1QgLQHD3uw9VQpG0ytMtGy9sV1zyWgzqZcsnHcGbVef27CcLaxVWKg6ZXzVdWZAOaeEJRe8oEkLX5hBBCCCGEEEIMGmu4T0AIMbJYlsXDDz/c8/1odv3117Nnzx5SkhJkprk0tZrU1psU5zsssaO84kvigOFnphvH2lFCIvMQBJx+96+zO3Fz2jEaUpjlxNhmhThk+JntxEgOa9JTXVraTI7XWhTmOlRWVlJZWcmECRMGb9BCCDEKjKVYI4QQYuSROCPGK/nbLoToIxAI8KMf/Wi4T2NAhMNhFixYwObNmykrsmlqNThW7SMn0yHV7zLHibHTDFDo2qTFfFjvlWIvr4BLWKLPmXYKoyGFqW6C3TpIXCmOGT6muwmK821a2kxicYOTDSZFeQ5r166VJJ8QYtwbS7FGCCHEyCNxRoxXMl1XCDGmLV++HMuySE91yc9xcBxFeaU3pXaWGyeMyzorhAMY9amoutRL6l/ndKB9NiZ4G3AAh0w/GsjJdEkKea9V1Vi4GioqKjh58uQAjlAIIYQQQgghhJAknxDifbTWNDQ00NDQMCZ2g01LS+Paa68FYFJJAtPQNDQZnG4xMIHFdpQWZXCge2dca0/hpe22e1ZTt/v7NmVyXHmF0hOKbQBicYNTp721+TZs2HBZYxJCiNFurMUaIYQQI4vEGTFeSZJPCNFHV1cXubm55Obm0tXVNdynMyCWLVtGRkYGAT9MKk0AisMV3q63hdqhQDvsNQN0olCdAcxDef3vvMuHSlhoIHrWJXWPGQAgJ9MhHPSq+aprvcTfvn37OH369EANTwghRp2xGGuEEEKMHBJnxHglST4hxJhnmiYf/ehHASjOd0hLcYjGDE7UeUm3BU4UB9jWvduucTgX2gL96tvont7bqEziqresr8XwqvmUOrPTLnR0GTQ2G2itWb9+/UANTwghhBBCCCGEkCSfEGJ8mDhxIgsWLABg6oQEoKmqsUjYkKFdJrkJqpXFCWWhtMJ6r7R3/u3FdE/tzdYOU5x4n7f2dVfz5WY5+CxvmkBVjZdY3LNnjzxVFEIIIYQQQggxYCTJJ4QYN66//noCgQApSZrcLAfbUVSd8JJu85wYPmCzFSQGGC1hzAMfPG3XndyIU3YaBSxzopS4iZ73TiuD08rAMCA/x6vma+swaO9QOI7Djh07BmGUQgghhBBCCCHGI0nyCSHGjXA4zIoVKwCYXGpjGJoT9RZdEUUIzXwnSkQZbLJCAJiHc1FNoYt3aoAz/wTOhEYAVtoRis4k+pSi2vABkJx0ZsFfxYl6L7G4YcMGYrHYwA5SCCGEEEIIIcS4JEk+IcS4snz5ctLS0ggGNKWFNlorDlV4ibhpboI816ba8FFhWED3tF37A6btKnCurMUtaMEErrEj5Lpe5Z7VvZtXorfAj/pGk66Ioquri02bNg3CKIUQQgghhBBCjDeS5BNCjCs+n48bbrgBgNICm2DApaXNpKbOBGCZHcHUmq1mkC4UqiOIWZ77wR0bGntJFW5hCwZwrd1Fmuv0XGQDft3TVGtFRfc04c2bN5M4OwMohBBCCCGEEEJ8CNZwn4AQYmSxLIsHHnig5/uxaPbs2Wzbto2qqiqmTUiw+5Cfo9U+sjJcUgKaBU6UrVaIbVaQq+0IxuFcnNJmSIpfvGMD7EXHsdb78DclcZ3dxUYzyCwgJ9MlFHSJRL2036nTJpNKbSDCrl27WLRo0aCPWwghRorxEGuEEEIMH4kzYrxSWmv9wc3EQGlrayMtLY3W1lZSU1OH+3SEGLcaGxv593//dxzHYddBP00tJhlpDvNmeom8P1hJNCmDG+wu8rWDm9WBveoo9GPDXeIm1topGO1BTimTuIZiHNo7FNv3B3C7d+0tzreZOiFBfn4+X/ziFwdxtGOXXFPPJZ+JEEIMLLmu9iWfhxBCDKyBvK7KdF0hxLiUnZ3NkiVLAJhckgA0za0mdQ3etN1FThSATVaIBGCcTsY4mt2/zv0O9vIKtOWQqx3aDJMoipRkzfRJ3rHAW5tPa6irq6OtrW2ARyiEEEIIIYQQYjyRJJ8Qog+tNZ2dnXR2djLWC31XrlxJIBAgOUmTk+kCcKzah+NArnYoc206lMF2MwiAua8A1RTuX+dJcZwragCY6sZZZwZxgfxsh6I8B4CErWjv9Kr6KioqBnZwQggxgo2nWCOEEGLoSZwR45Uk+YQQfXR1dZGcnExycjJdXV3DfTqDKhwOs3TpUgDKirwKu1hcUVXrrduxwIliak254eO4slCugbV5AkT7t66HW+BV5/mAU4bFdjMAwNQJCTJSvURfa7t3Ga6trR24gQkhxAg3nmKNEEKIoSdxRoxXkuQTQoxrS5cuxefzkZKkyUr3qvmqay0iUUUSmjlODJRigxWiRRmoqA9ra9mZGbcXp3ob+dEcNPwcM3woBbOmxLFMTXundxk+dOgQ8fgHbOwhhBBCCCGEEEJcgCT5hBDjWjgcZvHixUBvNZ+rFUeqfADMduOkaQdbKd45sz5fYzLmvoIP7tzn4qZ5Tw4nuAlQik1mkFYM/H6YUpagsdkkGlO0trayfv36QRqlEEIIIYQQQoixTpJ8Qohxb/ny5ViWRVqKJjvDq+ZrbDZobDYwgIW2twlHuzLZbIYAMMtzUbUfvPORO6EJgGlOArTGVYotVhANFOQ6JIddyiu9hOKGDRuor68f+AEKIYQQQgghhBjzJMknhBj3kpOTWbZsGQBTJ8QxDQ0oyit9aA2F2iHT9dbQqzR97DP8AFh7C8FRF+3bLWlG+xzScCnRNgD1hsUxw0vs5WY5PQlFx3F4/vnnSSQSgzRSIYQQQgghhBBjlST5hBACuPrqq8nIyCAYgNJCLxkXjRnUN5oAzHZiPW33mAEiKFRnAONIzsU79rm4kxoBmOH0rrlXZXibd+RkesnDg0f9xOLQ0NDAm2++OWDjEkIIIYQQQggxPkiSTwghAJ/Px4033gh4Sb5Q0Ju2e7x7p90SbRPS3mu2Uj075ZoH86DTf9G+3aIWANK10/NanbKIAwE/pCW7JGzFwaNeP1u2bKGiomLAxiaEEEIIIYQQYuyTJJ8Qog/TNLnrrru46667ME1zuE9nSM2YMYPJkydjGDB9orcJR2fEoKXNW5tv2lmVeBWGj5PKRLkG1q6ii/ark7wqwAAQ6E4Uukpx4qwpu/D/b+/O46Oq7/2Pv845M5ksZCFASMIWtsgOKhVwKaBVKlpFcUNbxYJVe3u9rfX+aq+tBhdqba32cR/VIlSgemtpVayKWutCFQVEBBRBBNkhEJbs68yc7++PIZGYBANktuT9fDzm8WDOnDnzOSfMvJPPfM/5wuFShz37Q8f8pZdewnXdtt1BEZEY0ZGzRkREwk85Ix2Vmnwi0khiYiJ///vf+fvf/05iYmK0y4koy7KYPHkyHo+HzuluQ/NtV2FoNN9gt65hNB9HJtBwAXt/Gtae9JY37DG4qaHJO3LcL0fzbTvS5MvJCuL1GgC+2OGlzg/FxcV8+umnbbyHIiKxoSNnjYiIhJ9yRjoqNflERI6SmZnJOeecA8CAPn48juFgsU1puY0HGHXUtfnKLYcN9ZNwrOkJ/pY/Uk1OKQC9zJeTahRaDgcsB8eB3jmh6wAGXYvdR5qK//73vzHGtOn+iYiIiIiISPukJp+IyFeceeaZZGZm4kuAU/qFTtHdsiM0025/10+WG2hY92PHRzkWlt+DdaBTi9t0M6oBSDq6aWdZrHdCTcLsbgEsK/TY7n0eAkE4dOgQhYWFbb17IiIiIiIi0g6pyScijVRWVmJZFpZlUVlZGe1yosLj8TB16lRs2yarS+i03bIKm71Foet5jAnUYB9p1rmWReGRmXLtgy03+Sxjhdb/yvK9lodqLBK80CUj9GjQtThcEnotnbIrIu2RskZERMJJOSMdlZp8IiLNyM3N5eyzzwYgv68fX4LL1p1eausgHZeh7peTcBRZoSafdSilxe0ZT+hafElfOf3WWBZfHLk2X3a3L0cI7j8YavJ99NFH1NbWIiIiIiIiInIsavKJiLTgm9/8Jj169MDrgSED/ASCodN2AYYFa0k1ocbdfjvUkLNKkqDW0+y2TOcqINQgrJ9ht95WJ7TNLhkuXk+oCXiw2Kay2qKmpoYVK1a0/c6JiIiIiIhIu6Imn4hICxzH4fLLL8fr9ZKR5pLTLUjRIYdDJTYOcGagBssYqi2bQ5aNhYXzaXbzG/MFcdND1+UbGqxr9FCZ5XDQsrFtyMmqH81nsX13qGG4cuVK/H4/IiIiIiIiIi1Rk09E5BgyMzOZOHEiAP37+EnwwqatXgJB6GaCDDpy2u4qJxEDODu6YO1PbXZbwaGhSTQGuXWkHxkFWO/zI7P09ugexCI0mu/AIYfqGovq6mrWrVsXjt0TERERERGRdkJNPhGRrzFmzBhycnLweiC/bx21dXbDabujgrV0doMctD18dqRR51nTE+qcJtsx3ctxc0qxgdMCja+zt932Ugsk+gypnUJNPoPF7n2h0XwfffRR+HZQRERERERE4p6afCIiX8O2bS699FJs26ZbpkuXzkEKixwOHA6dtntOoBqPMax1fJRhY1Un4PmoF5im2woM24uxDD1MgBz3y4k2XMviwJEJPNJTvxzlt/+gg+tCYWEhe/fuDfeuioiIiIiISJxSk09EGnEch8mTJzN58mQcp+lotI6qe/fujBs3DoBBfetI8MJnWxOoqbVIw+X0YA1By2KZJ4kgYBemY+/JaLqhTnW4/Q4CMDZQ3WgSjn1HJvDo3iVIfYfQH7AoOhRavnLlyrDtn4hIJClrREQknJQz0lGpyScijSQmJrJkyRKWLFlCYmJitMuJKRMmTKB79+4kJMCgfnUEArDxCy/GwEDXT0/Xz2HbYb3jA8D5OLfZ2XaDQ/ZhOtWQguGsQDWYUENvm+0lAKR2MmSkftn8qz9ld/369ZSXl4d/R0VEwkxZIyIi4aSckY5KTT4RkVbyeDxMnToVx3Ho0tmlZ3aQkjKHXYWhJtyYQA0JxuVTO4ESy8aq9eJZ06Ppabsel8AZOzCOS64JMiIYuj5frWWz1Q5d669vrwD1TyyvtCkps3Fdl9WrV0dqd0VERERERCSOqMknInIcunXrxgUXXADAgD5+0lODbN3lobLKIgnD6GAtrmWxzEnCBezCjGZP2zXpNQRH7QZghFtHT9cPwHrHRwDISHPp3vXLa/Pt3R86zWD16tX4/f6w7qOIiIiIiIjEHzX5RKSRyspKUlJSSElJobKyMtrlxKRvfOMbDB8+HMuCoQPr8HpC1+czBvq5fnJdPyW2w/ojs+06a3tCma/JdtzexQT7HwBgXKCaJONSZdl8cuR03/69/Th2aDRf0WGHmlqLiooK1q9fH6E9FREJD2WNiIiEk3JGOio1+USkiaqqKqqqqqJdRsyyLIuLLrqIbt264UuAYfm1VFRajU7b9RrDesdHkeVg+R28K/pCbdOL/gaH7cXNqMJHqNGHMWy0EyjDxpcAvXuEZuA1xmoYzffxxx9HbF9FRMJFWSMiIuGknJGOSE0+EZET4PP5uOaaa0hMTCQ91TCwr59tux2qqi1SMJwerMG1LP7tSaIcC6vSh2dVH3C/siEbAqN3Nlyfr5/rx7UsPvKERvP1zgmQnBR60r6DoSbf9u3bKSoqiuTuioiIiIiISIxTk09E5ARlZmZyxRVXYFkWuVlBsru5fLY1NNvuANdPL9dPrWXzb08yAcA+kIrzUa+mE3Gk1hIctA+AkcFaHGPYbXnYY3mwbRjcvw7LMtTW2RQdCn1sv/nmm5HdWREREREREYlpavKJiJyE/v37c9555wEwMM8PBnbuDZ22OzZQTSfjUmI7vOMJTcTh7MrE/qJrk+24/Q9ikutIwZDv1oFlscKTSC2Q1snQOyd02u7WXaEm4ueff8727dsjtJciIiIiIiIS69TkExE5SWeeeSZDhw7FtmBofh179juUllv4gG8GqnCMYa/tZfWRCTU863Mx+5LYseoAn766ix2rDuDiEswPnYLbz/WDMVRbNh86iQDk9QyQkuxSXWOztyh02u5rr72G6371/F8RERERERHpiDzRLkBEJN5ZlsUll1xCUVERBw4cYMgAPxu2JHD60FoyE1zGBatZ5iSxyU6gqwlSvf5j3nj0NQ4XlzVso3NOEhN/PIrhdi6dXehuguy3PGyzvfRxA/S0AwzuX8eHn/jYtstLVpcg+/fv58MPP+SMM86I4t6LiIiIiIhILNBIPhFpxLZtxo8fz/jx47FtfUS0VkJCAldffTU+n4+MNJfcrCCfbk7AdSHPDTAyWAuWxb8+28zf//Y3zuxWxfIZyZT/PJXlM5I5K9XP4juX8+mBVQCcEajBMqbhtN06IDXFkJMVxB+w2LbLC4SuzVdaWhrFPRcROX7KGhERCSfljHRU+t8uIo0kJSWxdOlSli5dSlJSUrTLiStdunThkksuAaBPjwCOBzZtCzXjhrt19PXXcPjVf3BRvod/XJPE2J4eOiVYjO0Zun/RQA9vPbuUoKeWdNzQabtAjWXz8ZFTffv39uNxTMMpwXV1dbz66qvR2WERkROkrBERkXBSzkhHpSafiEgbGjJkSMPps0MG1FFaZrN9T+jKCDlbN1FTXMJd5yRgW1aj59mWxf+cncDhwmq2BT4GYESwFtuEpuLdZCdQbNl4PdA7NwBYbNqagGtg06ZNfPbZZ5HbSREREREREYk5avKJiLSxCy64gN69e+NxQhNx7NjjsP+gQ2VFBQDDspxmn1e/vDyhCJMYmml3wJHRfMayWHtkNF/PnAAJXkNltc2uIzP5LlmyhJqamnDvmoiIiIiIiMQoNflEpJHKykq6detGt27dqKysjHY5cclxHKZOnUpycjKpKYYhA/xs/MKDIQ2A9UXBZp9Xv7xTlo/ggIMA9DjS5APYY3koshwcG/J6hpZv3+2hqtqioqKCd999N5y7JSLSZpQ1IiISTsoZ6ajU5BORJg4ePMjBgwejXUZcS0tL45prrsFxHLpluvTODVJSPZDO6Wk88G4d7pHTcOu5xjB7WR2ZuUn0Oq0rpls5AFkmGJqAA+Co0Xy5WUGSEl1cY7FlR+i6fytWrODw4cOR20kRkZOgrBERkXBSzkhH1G6bfPv27WPmzJnk5OSQmJhIfn4+9957L3V1dce1HcuyWrw9+OCDYapeRNqDXr16ceGFFwLQr1eArp0NvQd+hyWfB7j0r9Us3xWgvNawfFfo/pLPA5x7/ZnYjoVJr8H4/HiBPm6gYZtFtofdlgfLgoF5fsBwqMTmUImN67r885//jM7OioiIiIiISFR5ol1AOOzbt48xY8awa9cupkyZQn5+PsuWLeOee+5h+fLlLFmy5Lim0e7Tpw/Tp09vsvzss89uw6pFpD06/fTTOXToEMuXL2dQfz/VtUPxeq/j/Y0vceaTZQ3rpXdO58qrJjEkcQiBLXtw+x8k2P8gng05DHVr2WF7MEcm61jt8ZHjD9Alw6VrZ5eDxQ5btnvpPLKWzz//nC1btjBgwIBo7bKIiIiIiIhEQbts8v3sZz9j586dPPbYY9x6660AGGO48cYbWbhwIQsXLuTGG29s9fby8vIoKCgIU7Ui0t6df/75FBcX89lnnzH8lDr8/mHk9R1EincLFRUVbEnvQkXfgVjGD24dnk96ECxOJjhsL+bzLDoH4PRgLR96EgEotxw22gkMc+sYkOfncKlNVY3N7kIPvXMDvPHGG/Tv3x/rKzP4ioiIiIiISPvV7k7XLS8vZ9GiRfTr149bbrmlYbllWfzqV7/Ctm3mzp0bxQpFpKOxLIvLLruM3NxcErwwYlAdJWVePIkDGD58OJN755JqW6x2fHzo+HABZ3dnPB/2IThiDwCD3Dq6HHXa7ieOjwosknyGvB6h5Tv2eggEYP/+/axbty4auyoiIiIiIiJR0u6afMuXL6e2tpbzzz+/ySiWnJwchg8fzsqVK6mpqWn1NktKSpg3bx6zZ89m7ty5bN68ua3LFpF2LiEhgWnTppGRkUFykmFYfh1bd3koLbfwARP9VXiBzxwfb3qS8QP2wU44n3XHJNcC0MW4DdsLWlbDyL6e2QG8HkMgYLF9T2iA9ptvvkltbW2E91JERERERESipd2drlvfgBs4cGCzjw8cOJB169axdetWhgwZ0qptrlu3jptuuqnhvmVZXHfddcyZM4fk5ORjPre2trbRH9plZWXHWFsk+mzbZvTo0Q3/lrbTqVMnpk2bxpNPPklGWi2n9Auw/vMETh9WR7rP5axANf/2JLHf9vBPTwrjA1WkVvkann9GsIZU47L6SHNvt+XhoGXT1XHp08PPlh0J7N7nITcrCFTw7rvv8q1vfStKeyuRopyReKSsEYkfyhmJR8oZ6aja3f/20tJSANLT05t9PC0trdF6X+eOO+5g5cqVHD58mOLiYt566y3GjBnD008/zYwZM772+b/61a9IT09vuPXq1auVeyISHUlJSaxatYpVq1aRlJQU7XLanaysLK688kps2ya7a5Ae3YN88nkCrgs9TYDTgzVgDCW2wyveThRaTqPn57n+L+9YFuucUMOvR/cgvgQXYyy27PACoZHNRUVFEds3iQ7ljMQjZY1I/FDOSDxSzkhHZRljTLSLaE7Xrl05dOhQq9d/++23mTBhArNnz+auu+5i7ty5zJw5s8l6M2bM4Mknn+T9999n3LhxJ1RbVVUVI0eOZMuWLaxfv56hQ4e2uG5z33z16tWL0tLShobjVwWDQfx+f7OPiXQ0Xq8Xx3G+fsU4s2bNGl588UUANn7hxXVh6MDQ+36142Ojc2QEnzGMCNYyxK2jzLJZ7/jYaXu/3JAxfCtQRbYJUljk8NnWBCB0OnC3TJfc3FxmzJjRbr/BLCsrIz09/Zifqe3dieQMKGtEjtZes0baRkfPGuWMyMlTzsixtGXOxOzputOmTaO8vLzV62dnZwNfjuBraaRe/fDylkb6tUZycjLTpk3jvvvu47333jtmk8/n8+Hz+Vp8/GjGGPbt20dJSckJ1ybSHmVkZJCdnd2uZos99dRTOXz4MMuWLWNQPz/rP09gy3YPA/ICnBaspdKyQ808y+JjTyIfk9j8hiyLNY6PCwNV5GQF2XcgSEm5w+fbEshIq2Hv3r2sWbOG008/PbI7KBFzPDkDyhqRlrTHrBFpC8oZkbahnJFIiNkm3//+7/+e0PPqr8XX0uQYmzdvxrZt+vXrd8K1QWikIYRG9bWV+jDMysoiOTlZb36JimAwyJYtWwAYMGBAVL9xMsZQVVXVcMppTk5O1GoJh3PPPZfy8nLWrVvH0IF1rPvMy+59Dj2zg5wVqKbWY7Hf/vqP6UO2h822l4Gun1P6+1n1sU2d32L7bi8D8/y8/fbbDB48+GuvISodg7JGYoGyRqT9Us5ILFDOSEcVs02+EzV27Fh8Ph//+te/MMY0CpXCwkI++eQTxowZQ2JiC6NiWmnlypUA5OXlndR26gWDwYYw7NKlS5tsU+REHH1qRWJiYtSHlddfQ6OoqIisrKyo19OWLMvikksuwe/3s2HDBkac4ufjTV4SvIasLi7jA1W85k2hzPr6ff7ISSTXDZCSaOjf28/m7Qns2e+QmxUAKlm6dCmTJ08O/05JTFPWSKxQ1oi0T8oZiRXKGemo2t1FmtLS0rj66qvZunUrf/zjHxuWG2P4+c9/juu6jWbKhdBovM8++4ydO3c2Wr5mzZpmR+r9/e9/55lnnqFr165tNnNl/QeQRtqINFX/vmiP13WxbZspU6bQr18/HAdGDvKzt8ihpMwmAZjoryLJuF+7Hb9lscIT+uWhZ3aQLhlBjLHYvD10/b7Vq1frtBlR1ogcQ3vOGpFIUc6ItEw5I5HQ7pp8AA8++CC9evXiP/7jP5g6dSo///nPOeecc1i4cCGTJk3ihhtuaLT+Bx98wODBg7n++usbLf/9739Pbm4uU6dO5Sc/+Qk//vGP+eY3v8lVV12Fz+dj4cKFdOrUqU1r13B2kaba+/vC6/Uybdo08vPzsW0Ynu9nV6FDdY1FKoYJgSqcVsyRVGh72GgnAHBKvzo8jqG4zOFwqY3rurz55pvh3hWJE+39PSVyIvS+EGk7ej+JNKX3hURCu2zy5eTksHLlSm688Ubee+89fve737F//35mzZrFP/7xj1bPMnnppZcyYcIEPvroI5544gkef/xxdu/ezYwZM1izZo1OfRORNuPxeLjiiisaRvQNHehnxx4PdX7oYlzODlRjtaLRt8bxUYqNLwH69w59S/jFDi/GwPr169m+fXuY90RERERERESioV02+SDU6PvTn/7Evn37qK2tZfPmzdx9993Nzgw1YcIEjDEsXbq00fLLLruMF154gW3btlFZWUltbS1bt25l3rx5DBo0KEJ7IhI9s2bNonv37liWxQsvvABAQUFBk2XSNupH9A0aNAjbhvx+fnYXenBd6GUCjA3WfG2jz7UsVnpC1xzN7R4kOdGlospmz/7QdT9efvllnSIgIjHjiSeeIDc3VzkjIiJho79ppCNpt00+iQzLso55mz59eruuo6CggFGjRoVl2ydi6dKlWJb1tddeq1+vudu+ffsA2LZtG/fddx9z5syhsLCQCy+8kI0bNzJr1qxGy05WrB3DaKsf0Td8+HBsC/r2ClB0yMYY6O/6OSNYA1/T6CuyPew9MllHl85BALbt8lJbB4cOHeLtt98O+36ItBXlTGx9RrZ1zsydO5fHH39cOSMiUaWsia3PSf1NI3Li2t3suhJZhYWFDf9etGgRd999N5s2bWpYVj+LUD2/34/X6223dcSbTZs2kZaW1mhZly5dKC4ubpji/dJLL224fsQXX3zRZJm0PcdxmDJlCj6fjw8//JDsbi6HSyw6pxsGun5c4EMnEXOMn8Ee20tuMEhWlyC7Cj0EghabtiYwYlAdy5cvZ9CgQfTu3TtyOyVygmLl8z1W6og3zeVMVlYWxpiGnLnkkkvweEK/kipnRCQaYuUzPlbqiDf6m0bkSxrJFwcqKytbvNXU1LR63erq6latezyys7Mbbunp6ViW1XC/pqaGjIwM/va3vzFhwgQSExN5+umnm/2W49FHHyUvL6/Rsvnz5zN48GASExMZNGgQjz32WJvW0ZrX+NnPfkZ+fj7Jycn069ePX/7ylw2nOi5YsIBZs2axbt26hm+MFixYAIS+hZszZw4XX3wxycnJDB48mOXLl7NlyxYmTJhASkoK48aNawiYei+99BKnn346iYmJ9OvXj1mzZhEIBBoetyyLefPmcdlll5GcnMzAgQN58cUXAdi+fTsTJ04EoHPnzq36ti8rK6vRscvOzsbr9fLss8/yox/9CAjN/mpZFgUFBXznO99ptKy1P6vdu3dzzTXXkJmZSUpKCqNHj2blypXHPIYdnW3bXHTRRQ3fLGZmGKpqQsf8FNfPWcHqY47o22l7CABpnQxdMkKz8x4qcSgsCo3wW7x4MbW1teHdCYkbyhnlTL1I5Ixt29x3330NOeP1epUzIh1AJLPmeClr2l/W6G8a6bCMRFRpaakBTGlpaaPl1dXVZsOGDaa6urrJc4AWb5MnT260bnJycovrjh8/vtG6Xbt2bXa9EzV//nyTnp7ecH/btm0GMHl5eea5554zW7duNXv27DH33HOPGTlyZKPnPvLII6ZPnz4N95944gmTk5PT8LznnnvOZGZmmgULFrRZHa15jfvuu8+89957Ztu2bebFF1803bt3N7/+9a+NMcZUVVWZn/70p2bo0KGmsLDQFBYWmqqqKmNM6GfWo0cPs2jRIrNp0yYzZcoUk5eXZ84991zz2muvmQ0bNpixY8eab3/72w2v9dprr5m0tDSzYMEC88UXX5jXX3/d5OXlmYKCgoZ1ANOzZ0/zl7/8xWzevNncdtttplOnTubQoUMmEAiY5557zgBm06ZNprCw0JSUlDR7jN5++20DmOLi4mYfLy8vN/PnzzdAw741t6w1P6vy8nLTr18/c84555h3333XbN682SxatMi8//77xzyGRzvW+6Mj2Lhxo5k9e7YpKCgwP/95gbn7ngJTUFBgbrj3fpP/wMNmwOzfNXu78t7Qc/7fz2aZcyc/aMZ/+9fm3IseND+7c5YpKCgwL7zwQrR37aS19JnakR3rmLT0XlLOKGfqddScMUZZIy1T1jR2IjljTGSz5mQoa5Q1+ptGIq0tc0ZNvgjriE2+Rx99tNF6rQnEXr16mb/85S+N1rnvvvvMuHHj2qyOE3mNhx56yJx++unH3BdjQj+zX/ziFw33ly9fbgDzpz/9qWHZM888YxITExvun3POOWb27NmNtvPUU0+ZnJycFrdbUVFhLMsyr776qjHm64OuXv16KSkpjW75+fkN6yxevLjJ/4fmln3dcZwzZ45JTU01hw4daraWlo7h0RSIxuzfv9888sgjpqCgwPzPXQXmniONvptn3WcGtdDoG/LAw+b/FYQaev9x271m/LdDjb5Lrpzd8PwtW7ZEe9dOiv7waqojNvmUM8qZk80ZY5Q10jJlTWMdtcmnrFHW6G8aCZe2zBldky8OVFRUtPiY4ziN7tdfc6A5tt347Ozt27efVF2tNXr06ONa/8CBA+zatYsZM2Zw0003NSwPBAKkp6e3SR2tfY1nn32WRx99lC1btlBRUUEgEGhyvYeWjBgxouHf3bt3B2D48OGNltXU1FBWVkZaWhqrV69m1apVPPDAAw3rBINBampqqKqqIjk5ucl2U1JSSE1NPebP/VjeffddUlNTG+57PB6CwSAbN25kx44dX/v81hzHtWvXcuqpp5KZmXlCNUpIVlYWN954I3/+8585fPgwwdB8GuQ4Qb4VqORtTzK1VuP3eJ1l8W9PEhcEquiW6ZLXI8D2PV5Kyx1273PolRPkpZde4j//8z+bfJZIx6KcCVHORCZn6l+3PmeCwWCLn0HKGZH2Q1kToqzR3zQi4aQmXxxISUmJ+ron46uvY9s25ivXEqu/JgSA64auHzZ37lzGjBnTaL2TaUQcXUdrXmPFihVcc801zJo1i0mTJpGens5f//pXHn744Va93tEXwa2/1kNzy+prcV2XWbNmcfnllzfZVmJiYrPbrd9O/TaOV9++fcnIyGi0rD6Ej/6ZtKQ1x/GrFwiWE5eens6NN97IokWL2L17N8EgBILQ1XGZ7K/kHU8yh+zG75FDtoeVTiJnBmvo2ytAeaXNoRKHbbu8ZHUJUlpayscff8ypp54apb2SWKCc+ZJyJvw5U085I9KxKGu+pKzR3zQi4aImn0Rct27d2LdvH8aYhlBYu3Ztw+Pdu3enR48ebN26leuuuy4sNbTmNd577z369OnDXXfd1bDsq98EJSQkEKwfUnWSTjvtNDZt2sSAAQNOeBsJCQkAbVbT12nNcRwxYgTz5s3j8OHDzX7z1ZbHsCPo1KkT119/PYsWLWq4yLHfDylewwWBSlY4iWxzEho9Z6uTQBcT5BTXz5CBdaz+xEdVjc2uQg8D+gRYunQpw4YN0+xs0m4oZ5qnnBERaTvKmuYpa0SiS00+ibgJEyZw4MABHnroIa644gpee+01Xn311UZDxgsKCrjttttIS0vjwgsvpLa2lg8//JDi4mJuv/32Nqnj615jwIAB7Ny5k7/+9a984xvfYMmSJSxevLjRNvLy8ti2bRtr166lZ8+epKam4vP5Tqieu+++m4svvphevXpx5ZVXYts2H3/8MZ988gn3339/q7bRp08fLMvi5ZdfZvLkySQlJdGpU6cW1y8qKmoym1lLIy5a8nXHcdq0acyePZspU6bwq1/9ipycHNasWUNubi7jxo1r02PYUXi9XqZNm8Ybb7zBihUr8Hqhtg58CXBWsIYuxmW148McNVvYh04iGcaluxNk2CmhRt+efR56ZgehrIxly5Y1zGQmEu+UM82LlZzp0qVLk9PtjkU5IyKxSFnTvFjJGv1NIx1V63/DEmkjgwcP5rHHHuMPf/gDI0eO5IMPPuCOO+5otM7MmTOZN28eCxYsYPjw4YwfP54FCxbQt2/fNqvj617j0ksv5Sc/+Qk/+tGPGDVqFO+//z6//OUvG21j6tSpfPvb32bixIl069aNZ5555oTrmTRpEi+//DL/+te/+MY3vsHYsWP53e9+R58+fVq9jR49ejBr1izuvPNOunfv3jBlfEtOOeUUcnJyGt1Wr159XHV/3XFMSEjg9ddfJysri8mTJzN8+HAefPDBhqHvbXkMOxLHcZg0aRKXXHIJjuPgSwB/IPTYILeOCYFqPEedQmIsi3c8SVRikZJkGNS/DtfAlh2h0XvvvfceBw8ejMauiLQ55UzzlDPKGRFpO8qa5ilrlDUSXZb56oUEJKzKyspIT0+ntLS00bc8NTU1bNu2jb59+za6VoFIpAWDQdasWQPAqaeeGhMTMuj9cWx79uzh2WefpaSkhEAAbDt0K7Zs3vEkUW59+TPs6ga4IFCFDeze57B5u5eRg+rIzHDp2rUrM2bMiKtj3NJnakd2rGOi95LECmWNxBNlTWPKGYkHyhmJJ22ZMxrJJyIS53r06MHMmTPJzc3F4wFjIBCAziY0IUcv98sLDh+0PSzzhC4c3DM7SI/uQTZ+kUBNrcXBgwd5/vnnm1xEWkRERERERGKfmnwi0kRCQkLDBW8lPqSkpHDDDTcwcOBAHAc8HqipBS8wPlDNNwLVOEeadzttL2ud0DVC8vv66do5yCefJxB0YfPmzbz11ltR3BMR6SiUNSIiEk7KGemI1OQTkUYcx2HEiBGMGDEiJoa1S+slJCQwbdo0zj77bAASfVB95BrEp7h+JgUqSTEuAOvtBD61Q7/05Pf1k5zo8tkXoevzLVu2jI8//jjyOyAiHYayRkREwkk5Ix2VmnwiIu2IZVmcd955TJkyBY/HQ1Ii1NSFJuXINC4X+ivp7gbAsljj+Pjc9mJZMGSAH8uCHXtCk67/4x//YMeOHVHeGxEREREREWktNflERNqhkSNHMnPmTDIyMkhMAMcOnb6biOFbgSpOC9RgAaucRLYcafQN7u+nstqi6JCD67osWrSIw4cPR3tXREREREREpBXU5BORRlzXZcOGDWzYsAHXdaNdjpyE7t2784Mf/IBTTjkF2w6dvltZbWEBQ9w6LghUkYrLCiexYUTf4P5+SsosyiosqqurWbhwIaWlpdHeFRFpZ5Q1IiISTsoZ6ajU5BORRowxVFVVUVVVpVlW24GkpCSuvvpqzj//fCzLIiXJUFUNgSB0M0Eu8leS7/r54KhGX37fACVlNpXVoenc/+///o+qqqpo74qItCPKGhERCSfljHRUavKJiLRzlmVx5plnct1115GUlERyEhgD5RUWDnBGsIZzgtWsdRL5+MhkHL1zg5RX2NTUwoEDB1iwYAGVlZXR3RERERERERFpkZp8IiIdRP/+/bnlllvo0aMHXg+kdjKUlFu4Bvq4AS72V3DIdljpJGKA7G4uVdVfNvr+/Oc/q9EnIiIiIiISo9Tkk3Zt6dKlWJZFSUlJtEsRiQlpaWlMnz6dsWPHApCRaqitheoai2QMEwPVZJsAqx0fQSAzw6Wqxqa2DoqKinjyyScpLi6O7k6IxBDljIiIhJuyRkRaS00+OSmWZR3zNn369GiXKCJf4fF4mDRpEtdffz2dOnUiKRESvIZDJTbmyKi+kcFadtmeUKMv3aWyyqa6Fg4fPsyf/vQnCgsLo70b0kEoZ0REJNyUNSLSXniiXYDEt6P/0F+0aBF33303mzZtaliWlJTUaH2/34/X641IbXV1dRF5HZF41bdvX2655Raef/55tm7dSpcMlwOHbRK8hvRUQ54baFg3M8Nl2y4PXTODQCXz58/nO9/5DsOHD4/eDkiHoJwREZFwU9aISHuhkXzxoLKy5VtNTevXra5u3brHITs7u+GWnp6OZVkN92tqasjIyOBvf/sbEyZMIDExkaeffpqCggJGjRrVaDuPPvooeXl5jZbNnz+fwYMHk5iYyKBBg3jssceOWcuECRP40Y9+xO23307Xrl05//zzGx5bvXo1o0ePJjk5mTPPPLNRaAM8/vjj9O/fn4SEBE455RSeeuqp4zoO7Y3H48Hj0XcAHUFKSgrXXXcd5513HpZl0S3TxZdg2LvfwXUbr9s1M8iOvR4Ol9j4/X6ef/553njjDc1Y1h4oZ5QzUaCsEelgIpk1x0lZ0z4pZ6QjUpMvHnTq1PJt6tTG62ZltbzuhRc2Xjcvr/n12tjPfvYzbrvtNjZu3MikSZNa9Zy5c+dy11138cADD7Bx40Zmz57NL3/5SxYuXHjM5y1cuBCPx8N7773HnDlzGpbfddddPPzww3z44Yd4PB6+//3vNzy2ePFi/uu//ouf/vSnrF+/nptvvpkbb7yRt99++8R2OM45jsOoUaMYNWoUjuNEuxyJANu2Ofvss7n++uvJyMgg0Qe53YPsP2izbZeHsgoLgNQUw7CBfrbu8rB9d+gXpvfee4/nnntO3zLHO+WMcibClDUiHVAksyYMlDXxRTkjHZXa2hJ2P/7xj7n88suP6zn33XcfDz/8cMPz+vbty4YNG5gzZw433HBDi88bMGAADz30UMP9ffv2AfDAAw8wfvx4AO68804uuugiampqSExM5Le//S3Tp0/nhz/8IQC33347K1as4Le//S0TJ048rrpF4lleXh633norb775Jh988AE5WS4VlYaNXySQ1TVIn9wANbVQW2ezbbdDTa1Ffj8/n376KcXFxVx77bWkpKREezekA1LOiIhIuClrRCQeqMkXDyoqWn7sq99KFBW1vK79lYGb27efcEnHY/To0ce1/oEDB9i1axczZszgpptualgeCARIT08/odcaMWJEw79zcnKA0EyhvXv3ZuPGjfzgBz9otP5ZZ53F73//++OqW6Q9SEhI4MILL2TAgAG88MILQBWnD69l604P76324Q9YGBMa2Vd4wENVjcWw/Dr27t3LvHnzmDZtGllZWVHdBzkByhlAOSMiElbKGkBZIyLhpSZfPDiekTHhWvckfHVkj23bTa7h5ff7G/7tHrkQ2Ny5cxkzZkyj9b5uqHVLo4iOvjCuZVmNXufoZfWMMU2WdRSu67J582YABg4ciP3VX6SkQxg4cCA//OEPWbJkCRs3bmRAnwBZXYJs2pZAReWX743ScoePPvUxclAdlJQwb948TcgRj5QzDZQzkaGsEemAlDUNlDXhp5yRjkr/0yXiunXrxr59+xqF4tq1axv+3b17d3r06MHWrVsZMGBAo1vfvn3bvJ7BgwezbNmyRsvef/99Bg8e3OavFQ+MMZSXl1NeXq4JFTq4lJQUrrzySi666CJ8Ph9pnQyjh9XSt6cfy/ry/0Z1jc3q9b5GE3K8/vrrjX7pFIkk5UzsU9aISLxT1sQ25Yx0VBrJJxE3YcIEDhw4wEMPPcQVV1zBa6+9xquvvkpaWlrDOgUFBdx2222kpaVx4YUXUltby4cffkhxcTG33357m9bz3//931x11VWcdtppnHfeebz00ksNs4aKdHSWZTF69GgGDRrEP//5T9avX09ezwBdOgf5fFsCZRWh74r8AYt1nyXQr1eAPj0CLF++nL1793LllVfqOn0SccoZEREJN2WNiMQijeSTiBs8eDCPPfYYf/jDHxg5ciQffPABd9xxR6N1Zs6cybx581iwYAHDhw9n/PjxLFiwICzfek2ZMoXf//73/OY3v2Ho0KHMmTOH+fPnM2HChDZ/LZF41alTJ6ZOncrUqVNJTEwkNcVw2tBa8vvW4fHUfztqsXWXl/WfJxAIwo4dO5g3bx6HDh2Kau3S8ShnREQk3JQ1IhKLLKOxqxFVVlZGeno6paWljb7lqampYdu2bfTt25fExMQoVigdXTAYZM2aNQCceuqpMTHlvN4fsaWyspJ//etfrFu3DgC/H77Y6aXwgAOErvuSnOgyfFAdyYmGpKQkrrjiCvr169fmtbT0mdqRHeuY6L0ksUJZI/FEWdOYckbigXJG4klb5oxG8omIyHFJSUlhypQpTJ8+naysLLxeGNTfz6lD6khNCV2Hr6rG5qP1PsoqLKqrq3n66adZtWpVlCsXERERERFpv9TkExGRE9KnTx9uvvlmLrjgArxeLxlpLqOH1zL8lFpSklz8AYs1n/rYW+RgjOGVV17hlVdeIRgMRrt0ERERERGRdkcTb4hIE5piXlrLtm3GjRvHkCFDWLp0KevWraNrZ5cuGbXsP+iwY6+HTVu91NVZ5PUMsGrVKvbv38+1116Lz+eLdvkiEkXKGhERCSfljHREavKJSCOO43DaaadFuwyJM+np6Vx66aWcffbZvPXWW2zYsIHsbkGyuwU5XGJTeMBh/ecJDOpXx86dO1m0aBHXXnstHo9iSKQjUtaIiEg4KWeko1JrO8ZoHhSRpvS+iB9dunThyiuvZObMmQwePBiAzAyXoQP95Peto7Q8FDvbtm3jmWeewXXdaJbbYek9JdKU3hcibUfvJ5Gm9L6QSNAQihjh9XoBqKqqIikpKcrViMSWqqoq4Mv3icS+Hj16cNVVV1FcXMzatWtZu3YtZWVldOn8ZVNv69atFBcX06VLlyhW2rEoa0RapqwROXnKGZGWKWckEtTkixGO45CRkUFRUREAycnJWJYV5aqkI3Jdl507dwLQu3fvqF7LwhhDVVUVRUVFZGRk4DhO1GqRE9O5c2cmTpzI+PHj+eyzz1i9ejUHDx6ksrKScePGqcEXYcoaiRXKGpH2STkjsUI5Ix2VmnwxJDs7G6AhFEWiwXVddu3aBUAwGIyJC9ZmZGQ0vD8kPtm2zZAhQxgyZAgQ+mVHv/RHh7JGYoGyRqT9Us5ILFDOSEelJl8MsSyLnJwcsrKy8Pv90S5HOqiqqiouuugiAD766COSk5OjWo/X69W3Xe2QGnzRo6yRWKCsEWm/lDMSC5Qz0lGpyReDHMfRB4BETTAYZMeOHQD4fD4SExOjXJGIhIOyRqJJWSPS/ilnJJqUM9JRRX/MqoiIiIiIiIiIiJwUNflERERERERERETinJp8IiIiIiIiIiIicU7X5IswYwwAZWVlUa5EpHmVlZUN/y4rKyMYDEaxGpFjq/8srf9sFeWMxAdljcQTZU1jyhmJB8oZiSdtmTNq8kVYeXk5AL169YpyJSJfLzc3N9oliLRKeXk56enp0S4jJihnJN4oayReKGtClDMSb5QzEi/aImcso6+kIsp1Xfbu3UtqaiqWZUW7nLhSVlZGr1692LVrF2lpadEup13TsY4sHe8TZ4yhvLyc3NxcbFtXoADlzMnQezGydLwjR8f65ChrGlPOnDi9FyNLxzuydLxPXFvmjEbyRZht2/Ts2TPaZcS1tLQ0fWhEiI51ZOl4nxiNqmhMOXPy9F6MLB3vyNGxPnHKmi8pZ06e3ouRpeMdWTreJ6atckZfRYmIiIiIiIiIiMQ5NflERERERERERETinJp8Ejd8Ph/33HMPPp8v2qW0ezrWkaXjLRIb9F6MLB3vyNGxFokNei9Glo53ZOl4xwZNvCEiIiIiIiIiIhLnNJJPREREREREREQkzqnJJyIiIiIiIiIiEufU5BMREREREREREYlzavKJiIiIiIiIiIjEOTX5JGbt2bOHRx99lAsuuIDevXuTkJBAdnY2U6dOZeXKldEur90pKSnhtttuY9y4cWRnZ+Pz+ejRowfnnnsuzz33HJqjJ7weeughLMvCsixWrFgR7XJEOgTlTGQpZ6JLOSMSHcqayFHORJdyJjZodl2JWXfeeSe//vWv6d+/P+PHjycrK4vNmzfzwgsvYIzhmWee4aqrrop2me3Gli1bGDVqFGPHjmXAgAFkZmZSVFTESy+9RFFRETfddBNPPPFEtMtslzZu3Mipp56Kx+OhsrKS5cuXM3bs2GiXJdLuKWciSzkTPcoZkehR1kSOciZ6lDOxQ00+iVnPP/883bp145xzzmm0/N133+W8884jNTWVvXv34vP5olRh+xIMBjHG4PF4Gi0vLy9n7NixbNiwgfXr1zN06NAoVdg+BYNBxo0bh2VZ5Ofn8/TTTysURSJEORNZypnoUM6IRJeyJnKUM9GhnIktOl1XYtbll1/eJAwBzjnnHCZOnMjhw4f55JNPolBZ++Q4TpNABEhNTWXSpElA6NsxaVu//vWvWbduHU8++SSO40S7HJEORTkTWcqZ6FDOiESXsiZylDPRoZyJLWrySVzyer0AzX6IS9uqqanhrbfewrIshgwZEu1y2pX169cza9YsfvGLX+gbRZEYo5yJHOVM+ChnRGKbsiYylDPho5yJPfo0kbizc+dO3njjDbKzsxk+fHi0y2l3SkpKePTRR3Fdl6KiIl555RV27drFPffcw8CBA6NdXrsRCASYPn06gwcP5s4774x2OSJyFOVMeClnIkM5IxLblDXho5yJDOVMbFKTT+KK3+/ne9/7HrW1tTz00EMaDhwGJSUlzJo1q+G+1+vlN7/5DT/96U+jWFX7M3v2bNatW8fKlSsbvsUVkehTzoSfciYylDMisUtZE17KmchQzsQmna4rccN1Xb7//e/zzjvvcNNNN/G9730v2iW1S3l5eRhjCAQCbNu2jXvvvZe77rqLqVOnEggEol1eu7Bu3Truv/9+7rjjDk477bRolyMiRyhnIkM5E37KGZHYpawJP+VM+ClnYpeafBIXjDHcdNNNPP3003z3u9/lj3/8Y7RLavccxyEvL48777yT+++/n8WLFzN37txol9Uu3HDDDfTv35+CgoJolyIiRyhnIk85Ez7KGZHYpKyJLOVM+ChnYpdljDHRLkLkWFzXZebMmcyfP59p06bx1FNPaUh7hK1bt45Ro0Zx1VVXsWjRomiXE/csy2rVeosXL2bKlCnhLUZElDMxQDnTtpQzIrFHWRNdypm2pZyJXbomn8S0o8Pw6quvVhhGyd69ewHN/NVWZsyY0ezyd955h82bN3PJJZfQrVs38vLyIluYSAeknIkNypm2pZwRiS3KmuhTzrQt5Uzs0kg+iVmu6zJjxgwWLFjAlVdeyV/+8hd9KIfR2rVr6du3L+np6Y2WHz58mPPOO4+1a9fy1FNP8d3vfjdKFbZ/06dPZ+HChSxfvpyxY8dGuxyRdk85E1nKmehTzohEnrImcpQz0aeciT59ukjMuvfee1mwYAGdOnUiPz+f+++/v8k6U6ZMYdSoUZEvrh1asGAB8+bNY+LEifTp04eUlBR27NjBkiVLqKioYOrUqVx77bXRLlNEpM0oZyJLOSMiHZGyJnKUMyJq8kkM2759OwAVFRU88MADza6Tl5enQGwjV1xxBaWlpaxYsYJ33nmHqqoqMjMzOfvss7n++uu55pprWn3tBRGReKCciSzljIh0RMqayFHOiOh0XRERERERERERkbhnR7sAEREREREREREROTlq8omIiIiIiIiIiMQ5NflERERERERERETinJp8IiIiIiIiIiIicU5NPhERERERERERkTinJp+IiIiIiIiIiEicU5NPREREREREREQkzqnJJyIiIiIiIiIiEufU5BMREREREREREYlzavKJtGNLly7FsiymT58eU9sSEZH2QTkjIiLhpJwROT5q8omIiIiIiIiIiMQ5NflERERERERERETinJp8IiIiIiIiIiIicU5NPpE4s2TJEr7//e8zePBg0tLSSElJYeTIkcyePZva2tpWbaOgoADLsliwYAErV65k0qRJZGRkkJaWxvnnn8+KFSuO+fzDhw9z6623kpOTg8/nY9iwYTz55JNhq1dERCJHOSMiIuGknBEJH0+0CxCR4zNjxgwqKysZOnQow4cPp6ysjA8++IC77rqLN998k9dffx3HcVq1rffff5+bb76ZAQMGcOGFF7JlyxbeeOMN3nnnHV5++WXOP//8Js8pKSlh3LhxlJaWcsYZZ1BRUcE777zDjBkzcF2XmTNnhq1eEREJP+WMiIiEk3JGJIyMiMSVxYsXm4qKikbLysrKzMUXX2wAs3Dhwoblb7/9tgHMDTfc0Gj9e+65xwAGMP/zP/9jXNdteOyxxx4zgMnNzTXV1dVNtgWYqVOnNqrhhRdeMIDp3bv3SdUrIiLRp5wREZFwUs6IhI9O1xWJM1OmTCElJaXRstTUVB555BEA/vGPf7R6W3369GHWrFlYltWw7NZbb2XMmDHs3buXxYsXN3lOWloaTzzxRKMaLr30UoYPH87OnTvZvn172OoVEZHwU86IiEg4KWdEwken64rEoc2bN/PKK6+wZcsWKisrcV0XY0zDY601depUPJ6mHwPTpk1j5cqVLFu2jGnTpjV6bPTo0WRmZjZ5Tn5+Pp988gmFhYXk5eWFpV4REYkM5YyIiISTckYkPNTkE4kjxhjuuOMOHnnkkYZQ+ary8vJWb69Pnz7NLq8Ptb179zZ5rGfPns0+p1OnTgCNLj7b1vWKiEh4KWdERCSclDMi4aXTdUXiyKJFi/jd735Hjx49ePbZZ9mzZw91dXUYYxrCqKXwOR7H2sbRQ+FjpV4REWkbyhkREQkn5YxIeGkkn0gcqb+mxOOPP87FF1/c6LGtW7ce9/Z27NjR7PKdO3cCkJube9zbPFpb1ysiIuGlnBERkXBSzoiEl0byicSR4uJiAHr16tXksb/97W/Hvb3nnnuOYDDYZPlf//pXAM4666zj3ubR2rpeEREJL+WMiIiEk3JGJLzU5BOJI/n5+QA88cQTjYaFv/vuu/zmN7857u3t2LGDWbNmNVr2xBNPsHz5crKzs7nssstiql4REQkv5YyIiISTckYkvNTkE4kjt912GykpKTz22GMMGzaMadOm8c1vfpPx48dzyy23HPf2brrpJh588EGGDRvGtddeyxlnnMHNN9+M1+tl/vz5JCUlxVS9IiISXsoZEREJJ+WMSHipyScSR/Lz81m1ahXf+c53OHjwIC+++CIVFRXMmTPnhL5JOvPMM/n3v/9NdnY2L7/8Mhs3buS8885j6dKlfPvb3465ekVEJLyUMyIiEk7KGZHwsoymghHpcAoKCpg1axbz589n+vTp0S5HRETaGeWMiIiEk3JGpHkaySciIiIiIiIiIhLn1OQTERERERERERGJc2ryiYiIiIiIiIiIxDldk09ERERERERERCTOaSSfiIiIiIiIiIhInFOTT0REREREREREJM6pySciIiIiIiIiIhLn1OQTERERERERERGJc2ryiYiIiIiIiIiIxDk1+UREREREREREROKcmnwiIiIiIiIiIiJxTk0+ERERERERERGROPf/AfGIzjoMFy5vAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -2588,7 +2609,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -2628,152 +2649,152 @@ "
\n", " rho_tight\n", " alpha\n", - " 3.071\n", - " 0.267\n", - " 2.565\n", - " 3.525\n", - " 0.010\n", - " 0.009\n", - " 729.0\n", - " 851.0\n", + " 3.088\n", + " 0.258\n", + " 2.610\n", + " 3.532\n", + " 0.011\n", + " 0.011\n", + " 685.0\n", + " 697.0\n", " 1.00\n", "
\n", "
\n", " rho\n", - " 0.521\n", - " 0.173\n", - " 0.200\n", - " 0.838\n", + " 0.510\n", + " 0.174\n", + " 0.159\n", + " 0.805\n", " 0.006\n", " 0.003\n", - " 733.0\n", - " 844.0\n", + " 688.0\n", + " 695.0\n", " 1.00\n", "
\n", "
\n", " normal\n", " alpha\n", - " 3.574\n", - " 0.372\n", - " 2.876\n", - " 4.259\n", - " 0.018\n", - " 0.012\n", - " 413.0\n", - " 603.0\n", + " 3.578\n", + " 0.349\n", + " 2.912\n", + " 4.233\n", + " 0.016\n", + " 0.010\n", + " 459.0\n", + " 745.0\n", " 1.01\n", "
\n", "
\n", " rho\n", - " 0.031\n", - " 0.372\n", - " -0.595\n", - " 0.713\n", - " 0.018\n", + " 0.029\n", + " 0.358\n", + " -0.601\n", + " 0.675\n", + " 0.017\n", " 0.007\n", - " 412.0\n", - " 626.0\n", + " 459.0\n", + " 755.0\n", " 1.01\n", "
\n", "
\n", " spike_slab\n", " alpha\n", - " 3.287\n", - " 0.509\n", - " 2.516\n", - " 3.990\n", - " 0.104\n", - " 0.008\n", - " 30.0\n", - " 662.0\n", - " 1.09\n", + " 3.311\n", + " 0.478\n", + " 2.584\n", + " 3.959\n", + " 0.057\n", + " 0.006\n", + " 93.0\n", + " 1076.0\n", + " 1.03\n", "
\n", "
\n", " rho\n", - " 0.258\n", - " 0.466\n", - " -0.388\n", - " 0.831\n", - " 0.098\n", - " 0.008\n", - " 30.0\n", - " 732.0\n", - " 1.09\n", + " 0.247\n", + " 0.451\n", + " -0.383\n", + " 0.804\n", + " 0.056\n", + " 0.007\n", + " 94.0\n", + " 1143.0\n", + " 1.03\n", "
\n", "
\n", " horseshoe\n", " alpha\n", - " 3.458\n", - " 0.382\n", - " 2.756\n", - " 3.978\n", - " 0.017\n", - " 0.007\n", - " 561.0\n", - " 1218.0\n", - " 1.01\n", + " 3.410\n", + " 0.405\n", + " 2.698\n", + " 3.989\n", + " 0.021\n", + " 0.006\n", + " 412.0\n", + " 1357.0\n", + " 1.00\n", "
\n", "
\n", " rho\n", - " 0.130\n", - " 0.381\n", - " -0.402\n", - " 0.749\n", - " 0.016\n", + " 0.175\n", + " 0.394\n", + " -0.391\n", + " 0.781\n", + " 0.020\n", " 0.004\n", - " 567.0\n", - " 1277.0\n", - " 1.01\n", + " 413.0\n", + " 1355.0\n", + " 1.00\n", "
\n", "
\n", " exclusion_restriction\n", " alpha\n", - " 2.766\n", - " 0.152\n", - " 2.477\n", - " 3.039\n", - " 0.005\n", + " 2.769\n", + " 0.147\n", + " 2.508\n", + " 3.046\n", " 0.004\n", - " 1336.0\n", - " 1864.0\n", + " 0.003\n", + " 1503.0\n", + " 1807.0\n", " 1.00\n", "
\n", "
\n", " rho\n", - " 0.718\n", - " 0.061\n", - " 0.610\n", - " 0.840\n", + " 0.716\n", + " 0.060\n", + " 0.600\n", + " 0.825\n", " 0.002\n", " 0.001\n", - " 1363.0\n", - " 1696.0\n", + " 1509.0\n", + " 1871.0\n", " 1.00\n", "
\n", "
\n", " tight_rho_spike_slab\n", " alpha\n", - " 2.841\n", - " 0.227\n", - " 2.413\n", - " 3.258\n", - " 0.009\n", - " 0.006\n", - " 687.0\n", - " 864.0\n", - " 1.01\n", + " 2.838\n", + " 0.220\n", + " 2.428\n", + " 3.238\n", + " 0.008\n", + " 0.005\n", + " 686.0\n", + " 1389.0\n", + " 1.00\n", "
\n", "
\n", " rho\n", - " 0.671\n", - " 0.114\n", - " 0.450\n", - " 0.858\n", + " 0.674\n", + " 0.109\n", + " 0.461\n", + " 0.848\n", " 0.004\n", - " 0.003\n", - " 675.0\n", - " 779.0\n", - " 1.01\n", + " 0.002\n", + " 692.0\n", + " 1233.0\n", + " 1.00\n", "
\n", " \n", "\n", @@ -2781,35 +2802,35 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean \\\n", - "rho_tight alpha 3.071 0.267 2.565 3.525 0.010 \n", - " rho 0.521 0.173 0.200 0.838 0.006 \n", - "normal alpha 3.574 0.372 2.876 4.259 0.018 \n", - " rho 0.031 0.372 -0.595 0.713 0.018 \n", - "spike_slab alpha 3.287 0.509 2.516 3.990 0.104 \n", - " rho 0.258 0.466 -0.388 0.831 0.098 \n", - "horseshoe alpha 3.458 0.382 2.756 3.978 0.017 \n", - " rho 0.130 0.381 -0.402 0.749 0.016 \n", - "exclusion_restriction alpha 2.766 0.152 2.477 3.039 0.005 \n", - " rho 0.718 0.061 0.610 0.840 0.002 \n", - "tight_rho_spike_slab alpha 2.841 0.227 2.413 3.258 0.009 \n", - " rho 0.671 0.114 0.450 0.858 0.004 \n", + "rho_tight alpha 3.088 0.258 2.610 3.532 0.011 \n", + " rho 0.510 0.174 0.159 0.805 0.006 \n", + "normal alpha 3.578 0.349 2.912 4.233 0.016 \n", + " rho 0.029 0.358 -0.601 0.675 0.017 \n", + "spike_slab alpha 3.311 0.478 2.584 3.959 0.057 \n", + " rho 0.247 0.451 -0.383 0.804 0.056 \n", + "horseshoe alpha 3.410 0.405 2.698 3.989 0.021 \n", + " rho 0.175 0.394 -0.391 0.781 0.020 \n", + "exclusion_restriction alpha 2.769 0.147 2.508 3.046 0.004 \n", + " rho 0.716 0.060 0.600 0.825 0.002 \n", + "tight_rho_spike_slab alpha 2.838 0.220 2.428 3.238 0.008 \n", + " rho 0.674 0.109 0.461 0.848 0.004 \n", "\n", " mcse_sd ess_bulk ess_tail r_hat \n", - "rho_tight alpha 0.009 729.0 851.0 1.00 \n", - " rho 0.003 733.0 844.0 1.00 \n", - "normal alpha 0.012 413.0 603.0 1.01 \n", - " rho 0.007 412.0 626.0 1.01 \n", - "spike_slab alpha 0.008 30.0 662.0 1.09 \n", - " rho 0.008 30.0 732.0 1.09 \n", - "horseshoe alpha 0.007 561.0 1218.0 1.01 \n", - " rho 0.004 567.0 1277.0 1.01 \n", - "exclusion_restriction alpha 0.004 1336.0 1864.0 1.00 \n", - " rho 0.001 1363.0 1696.0 1.00 \n", - "tight_rho_spike_slab alpha 0.006 687.0 864.0 1.01 \n", - " rho 0.003 675.0 779.0 1.01 " + "rho_tight alpha 0.011 685.0 697.0 1.00 \n", + " rho 0.003 688.0 695.0 1.00 \n", + "normal alpha 0.010 459.0 745.0 1.01 \n", + " rho 0.007 459.0 755.0 1.01 \n", + "spike_slab alpha 0.006 93.0 1076.0 1.03 \n", + " rho 0.007 94.0 1143.0 1.03 \n", + "horseshoe alpha 0.006 412.0 1357.0 1.00 \n", + " rho 0.004 413.0 1355.0 1.00 \n", + "exclusion_restriction alpha 0.003 1503.0 1807.0 1.00 \n", + " rho 0.001 1509.0 1871.0 1.00 \n", + "tight_rho_spike_slab alpha 0.005 686.0 1389.0 1.00 \n", + " rho 0.002 692.0 1233.0 1.00 " ] }, - "execution_count": 17, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -2852,12 +2873,12 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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8VC/9vLNwtPvNF0XpnyNalWg8PAAAACrHx0tjNXHuDknSK9d00N+6N6qQ86Zk5eloSpZMU7IZhsIDvRUW4F0pe5V/vfaQJny7WZL0ydhuurR13Qq/BgAAAMpn57FUDZu0VEG+ntr8zBBNXh6n/87ZrmFt6+n9m7taHQ8AgBJjAzmgmtl7Il1X/t9yzdt2TF4ehh4b2lLf3dWrUpvnkmQYhkZ2rK/fxg/QLb2jJUmfrTqgEW8t1aZDyZV6bQAAABRv3YFTevHnnZKkpy5rXWHNc0kK8fNSq3rBah0ZrJb1glQ70KdSmueS9LdujQprzMe+3awTadmVch0AAACUXVxChiQpJjxAhmGo+en7kXtPplsZCwCAUqOBDlQjK/Yl6Kr/W67YkxmKDPHVt3f11r0XN5OnR9X9Uffz9tCzV7TV57f1VGSIr+ISMzX6/ZX6YvXBKssAAAAAKSUzTw98sVF2h6krOtbXbX2bWB2pXP45opVaRwbrVEaunpm1zeo4AAAA+Iv9CZmSpOjwAEkqXNATl5Ch3HyHZbkAACgtGuhANTFn8xHdMnmN0nLy1T26ln68r686Ngq1LE/f5uGa91B/DWlTV7l2h/75/RY9/u1mZefZLcsEAABQk/xr5hbFJ2epcZi/nr+qXaWtDq8qPp4een10R9kM6eetx7R8b4LVkQAAAHAG5wr06NoFDfTIEF8FeHso32HqQGKGldEAACgVGuhANTB1+X7d/8UG5dodGt6unj67racignysjqUQPy+9f1NXTRjWUjZD+mrtIY1+f6UOncq0OhoAAEC1tnDnCc3dclSeNkNv/72zgny9rI5UIdrUD9bNF0VJkp75cZvy7KxkAgAAcBX7TzfJm5xegW4YhprVDZJUsO0kAADuggY64Obe+m2Pnp29XaYp3XxRlP53Qxf5enlYHauQzWbonoHN9Om4nqrl76Ut8Sm64n/LtDbulNXRAAAAqqWcfLuem7NdkjSubxN1snAqUWUYP7ilwgK8tfdEuqatiLM6DgAAAE5zrkB3NtAlqWlEwc9jE1iBDgBwHzTQATf25q+79eZvuyVJ4we30HNXtpWHzTVHc/ZtHq45D/RT+wYhSsrM0w0f/6HZm45YHQsAAKDambwsTvsTMhQR5KP7L2lmdZwKF+LvpQlDW0qS3l6wR6nZeRYnAgAAQEZOvk6k5Uj6cw90SWoY6idJOpKcZUkuAADKggY64Kbe/HW33lqwR5L0z+Gt9MClzV1+X8sGoX766h8XaXCbusrNd+j+Lzbo/xbulWmaVkcDAACoFk6kZeud3wtqxCeGtao2o9v/anS3RmpWJ1Cp2fmavGy/1XEAAABqvAOJBVs21vL3UojfnzVo5OkG+tGUbEtyAQBQFjTQATf0zoI9hc3zf41opX8MaGpxopLz9/bU+zd11W19m0iSXv1ll574bgv7VwIAAFSA9xfFKjPXrk6NQnVV5wZWx6k0HjZDDw1qLkn6ZOl+pWSyCh0AAMBKx1MLGuT1TzfMneqF+EqigQ4AcC800AE38/WaQ3r914Kx7f8a0Up39nef5rmTh83Q05e30XNXtpXNkL5ae0jjpq5h/CYAAEA5nEjN1vQ/Dkgq2N7H5qJb+1SUEe0i1bJukNJy8vXxslir4wAAANRox0430OsF+xZ5vX6IcwU6I9wBAO6DBjrgRpbsPql/ztwiSbrv4mZu2Tw/05he0fpoTDf5e3to6Z4EjX5vpeLZDwkAAKBMPlgSq5x8h7o0DlW/5uFWx6l0NpuhhwcXrEKfvIxV6AAAAFZyrkCv85cGunMFenJmnrJy7VWeCwCAsqCBDriJ7UdSdc/09bI7TF3VuYEeGdLC6kgV4tLWdfX1P3qpTpCPdh1P09XvLtfu42lWxwIAAHArJ9Ky9fmqgtXnDw5qIcOo3qvPnYa0qadW9YKUkWvX9NUHrI4DAABQYzkb6HWDfYq8HuzrqQBvD0msQgcAuA8a6IAbOJqSpXFT1yg9J18XxYTp5Ws6VKubou0ahOiHe/uoRd1AHU/N0ej3V2rdgVNWxwIAAHAbnyzbr5x8hzo3DlX/GrD63MlmM3RHvxhJ0pTlccrJZ1UTAACAFY6n5kg6e4S7YRiFq9CPsQ86AMBN0EAHXFxadp5unbJGx1Kz1axOoD64qZu8PavfH936oX76+h+91DWqllKy8nTjx3/o953HrY4FAADg8jJy8jXjj4OSpLsHNK1WD1qWxMiO9VUv2Fcn03I0a+MRq+MAAADUSH+uQPc96736oQX7oB+hgQ4AcBPVrwsHVCN5dofumb5eO4+lKTzQR1Nu6a4Qfy+rY1WaUH9vfX5bT13Sqo6y8xy649N1+m7dYatjAQAAuLRv1h5SWna+omv7a1DrulbHqXLenjbd2idakvTRkliZpmltIAAAgBrozz3Qfc56z7kq/Rgj3AEAboIGOuCiTNPUkzO3aOmeBPl5eWjyLd3UKMzf6lgVas6cORowYIBCQkIUHBysAQMGaMH8n/XBzV11dZcGsjtMPfLNJn24ZN95z2MYxgV/XHLJJUU+k5GRoc8++0z333+/evToIR8fHxmGoZdeeqkyvzIAAECFsjtMTV4eJ0m6rW8T2Ww1a/W50997Nlagj6f2nEjXol0nlZycrIceekhRUVHy8fFRVFSUHnzwQSUnJ5fqvElJSfrnP/+pQYMGKSoqSv7+/vL391fbtm31+OOPKzExsUTnOXXqlOrUqSPDMNSqVasyfEMAAADXlWd3KCE9V9LZI9wlKfL0CPejrEAvteLun86ZM6fM5/v000/Vo0cPBQYGKiwsTCNGjNCKFSuKPXbgwIEXvOdqsxVtMVVU/QwAVvO0OgCA4v3v9736eu1h2Qzpfzd0VoeGoVZHqlBvv/22HnzwQXl6emrQoEHy8fHR/PnzNXLkSL311lt67b77FR7oow+XxOqFn3YqMT1XTwxvVexI0rFjx57zOnPnzlVCQoL69etX5PU9e/ZozJgxFf69AAAAqtKv24/r4KlMhfh56ZquDa2OY5lgXy/9vUcjfbR0v975aYO2vn+/9uzZo5iYGI0aNUrbtm3T22+/rZ9++kmrVq1S7dq1S3Te+Ph4vfTSSwoLC1Pbtm3Vq1cvpaWlae3atXrllVc0Y8YMLVu2TFFRUec9z/jx45WQkFARXxUAAMDlnEgr2P/cy8NQLX/vs94PDypYlZ6QnlOludzdhe6fPvDAA6U63/jx4/Xmm2/Kz89PQ4YMUXZ2tn799VfNnz9f33zzja666qoixw8bNkzR0dHFnmvdunXaunXrWfdcK6p+BgCrGSbz7QCXM3PDYT381SZJ0n9HtdPNF1WvgmL37t1q27atPDw8tHDhQvXq1avw9d69eyslJUXbt29X8+bN9cHifXrx552SpGu6NNTL17SXp0fJhmckJyerXr16ysnJ0e7du9W8efPC9/bt26cXX3xRPXr0UPfu3fXdd9/p+eef14svvqgnnnii4r80AABAJbj+w5VaFXtK9wxsqgnDavbK5iPJWer/ykId+/E1ZWxbqKuvvlpfffWVPD0Lnht/4IEH9M4772jMmDGaNm1aic6ZkpKivXv3qnPnzkVW12RnZ+vOO+/UZ599puuuu05ffvnlOc+xYMECDRo0SHfeeac+/PBDtWzZUjt37izflwUAAHAh6w8m6ep3V6hBqJ+WP3HJWe//tOWo7pm+Xt2iaunbu3tbkND9lOb+aUn8/vvvuvTSS1W7dm2tXLmy8HMrV67UwIED5efnp/3796tWrVolOl/Pnj21evVqffTRR7r99tsLX6+I+hkAXAEj3AEXs2JfgiZ8u1mS9I/+MdWueS5Jb731lvLz83XXXXcVFn+S1KJFCz355JPKz8/X22+/LUn6x4CmevXaDvKwGfpu/WH947N1ysq1l+g633zzjXJycnTRRRedVUw2bdpUH3/8se6880517ty58MYqAACAu9h3Ml2rYk/JZkg3VcOasbTqh/rpkihvZWxfLJuHp959990iNd6rr76qiIgITZ8+XcePHy/ROUNCQtS1a9ezRlP6+vrqxRdflFRwM/JcsrKydNddd6lNmzZ69NFHy/CtAAAAXN+J1IKV5cXtfy5J4YGsQC+t0tw/LYnXX39dkvTUU08VuU/aq1cv3XXXXUpJSdHkyZNLdK49e/Zo9erV8vHx0ejRo4u8V976GQBcBQ10oALExcXJMAwNHDhQGRkZGj9+vBo1aiQ/Pz916dJFs2fPLjz2m2++UY8ePRQQEKC6devqgQceUFZWliRp9/E0/eOzdcqzmxrSIkS5a75W+/bt5e/vX7jHzQ8//FBshrlz52rcuHFq3bq1goODFRAQoI4dO+qFF15QTs7ZxenUqVNlGIaeffZZHTx4UDfccIMiIiLk5+enbt26Fclc0Zz79Fx77bVnvecsus68/uhujfTBTV3l42nTgp0ndOvU1crMzb/gdT7//HNJ0s0331wRsQEAACpFWWvJji2ideq3D9Q/Jlj1Q/2KnDM9PV3PPfdctawlz6dRxi7JdMinUVvZfYKLvOfj46ORI0fKbrfr559/Lve1PDw8JEne3mePKXX6z3/+o3379um9996Tl5dXua8JAADgihIzCurF2gHFN9BrB3orP+W4Fk+4pNz3T89UnWve0t4/PZ/s7GwtWLDgnOdzvlbS8znvuV5xxRUKCQkp0WekktXPAOAqaKADFSg3N1eXXnqpPvvsM3Xq1EkXXXSRNm3apKuuukq//fab3nzzTd1www3y9PTUkCFDZLfb9c477+j222/XidRs3TpljdKy89Wulqllr/1Dzz77rJKSkjR48GD17NlT69at01VXXaWXXnrprGvfdttt+uabbxQSEqJhw4apX79+OnTokJ588kmNGDFCdnvxq7bj4uLUvXt3LV++XH379lXnzp21bt06jRo1SvPnz6/wX6Pk5GQdPHhQktS5c+ez3m/YsKHCw8N14MABpaSkFL4+qE1dfX57TwX6eGpV7CndNnXteVeiHzx4UEuXLpWXl5euu+66Cv8eAAAAFa00teSlgwYrOzdPaetm6/CPk4qc5/jx4+rZs6eeeeaZaldLXkjiwT2SJK86TTVtZdxZ73fp0kWStGnTpnJdJy8vT88++6wkafjw4cUes3nzZr3++uu69dZb1b9//3JdDwAAwJWdSs+VJIUHFt8Yda5Al6TsnJwy3z89U3Wuect6//Rcdu7cqZycHEVERKhhw4Znve+skTdv3lyifNOnT5ck3XTTTSU6XipZ/QwALsUEUG779+83JZmSzIEDB5qnTp0qfG/KlCmmJLNZs2ZmWFiYuWTJksL34uPjzTp16piSzIv//aUZ9fgcc+CrC81BQ4aakswJEyaYubm5hcfv27fPbNq0qenh4WFu2rSpSIaZM2ea6enpRV5LTU01L7/8clOSOW3atCLvOXNJMu+//34zLy+v8L1JkyaZksx+/fqd9V2joqIKP1fSH/v37y/8/KZNm0xJZq1atc7569mpUydTkrl58+az3lsbd8ps++95ZtTjc8y/f7jSzMzJL/YcL7zwginJvOKKK855nTM988wzpiTzxRdfLNHxAAAAFaUsteT36w+ZDe6ZZnoFhpqSzH379hV+Zvjw4dW2lryQq666qqDWvPROs/0z88z07Lwi7//www+mJPPqq68u8Tmdxo0bZ44dO9a84oorzAYNGpiSzN69e5sJCQlnHWu3280ePXqY4eHhhe87/z23bNmy1NcGAABwZc/M2mpGPT7HfPnnHcW+73A4zOh7ppS65jXNovdPa0rNW977p381a9YsU5LZuXPncx4TGlrw94rU1NTznmvFihWmJLN27dpFft2LU5r6GQBcDZv+AhXIw8NDH330kWrVqlX42pgxYzRhwgTt3btX//73v9WvX7/C9+rXr6+///0GvfXWJG1eu0pRF43QY918dNljv6h379566aWXZBhG4fExMTF6/fXXNWrUKH388cdF9rkZNWrUWXmCgoL05ptvas6cOZo1a5bGjBlz1jHOc565P+S9996r//znP1q1apVyc3OLjNW59tprlZCQUKpfl8DAwMKfp6enS5L8/f3PeXxAQECRY8/UNaqWpo3rrjGfrNaKfYm6/dM1+mRsd/l6eRQ5jvHtAADA3ZSmlvzij0PyDKqtPkNHadF3U7VkyRLFxMRo48aN+vnnn6ttLXkhzvoxIjRIqdn5+nbdYY3tHV34/vnqzAuZNm1akVVJ/fv317Rp01S7du2zjn3nnXe0evVqTZkypdj3AQAAqpPEjIIV6GEBxa9ANwxDoQEF29mU5f7pjTfeqDfffLPG1LzlvX/6VyU9X3JystLT0xUUFHTO4z777DNJ0vXXX3/BLYpKUz8DgKuhgQ5UoOjoaDVr1qzIazabTVFRUTp58qQGDx5c5D3TNLUzs6BwMTKT9NHYblrw1ceSpCuvvLJI8efUt29fSdKaNWvOem/Pnj366aeftHfvXmVkZMjhcMg0zcL3ijNw4MCzih1PT0/FxMRo3bp1SkxMVGRkZOF7r7322nl/DS7Emae47/bXY86la1SYpo3roTGTV2v53kTd8elafTy2m3w8C5ro69ev1/bt2xUaGqqRI0eWKy8AAEBVKWktGZeQodVxp2QzpCEXddSi76SjR49Kkn799VdJ1beWvBBn3r4tIrTAIU1evl83XRQlD5tR5P2yyM/Pl1Twa718+XL985//VPv27fXtt99q6NChhccdOnRITz31lAYMGKBbbrml7F8GAADATZw6vQf6maPa/6qWf0HNWLd+o1LdP5Wkpk2bSqo5NW9F3D+tjPPl5eXp66+/llSyRUslrZ8BwBXRQAcqUIMGDYp93flE4F/f/3BJrNbGZ0qShrYOV5fGtfRJXJwk6fHHH9fjjz9+zmud+RSjaZp69NFH9eabb56z2ElLSyv29eL2vZH+fOoxJyfnnBnKwvkEY0ZGxjmPyczMLJKhON2iC5roYyev1tI9CRr/9Sa9c31n2WxG4erz0aNHy8fn3IU7AACAKylpLfnd+sOSpH7NIxRpOynpz5otrprXkh9//LGWLVtW5LXw8PDCm5TOWrN1uLfWpnnpQGKmFuw4riFt60kqWZ15IZGRkbr22mvVvXt3tW/fXrfccov27NlTeM577rlHubm5eu+998p8DQAAAHeSmH7+FehnvhcSXrfY9891//TM92pKzVtR908r+nw///yzEhMT1bx5c/Xs2fOC13W6UP0MAK6IBjpQgc73FN9f35+96Yhe/Hln4T83q1NQMDjH2vTr108xMTHnPFd4eHjhz7/66iu98cYbatiwoSZNmqRevXopIiJCXl5eys3NlY+PzzkLwwtl/qtHH3201COIXnvttcK8jRs3liQlJSUpIyOjsAA+0+HDh4scey7do8P04c3ddOvU1Zq7+ajqBPnoyeEt9eWXX0qSbrrpplLlBAAAsFJJakmHw9T36+MlSdd0bahTG7YXOaa615LLli3TtGnTirwfFRVV2EB31o8njh3V3y8ervcX79PHy/YXNtBLWmeWRFRUlPr166effvpJq1ev1iWXXCJJmjNnjkJDQ3X33XcXOT47O1uSdPDgQQ0cOLDwWG4cAgAAd+cc4V478NwN9FC/gvfyHOdf6VyS+rK617wVef/0zGOcn/mrjIwMJScnKzQ09Lzj252Llsp6z/Vc9TMAuCIa6IAF1sSd0iNfb5Ik9W0WrllnvOd8ovHaa6/VAw88UKLzzZw5U5L03nvv6fLLLy/yXmxsbPkDn+Hbb7/VgQMHSvWZZ599trAADA0NVePGjXXw4EFt2LChcKSS0+HDh5WQkKDGjRsrJCTkgufu2zxcr43uqAe/3Kgpy+N0atcaHT16tLAgAwAAqE5W7U9UfHKWgnw9NaRNXX25oej71b2WnDp1qqZOnXrOYzt27CipYEufz578jz5eGqvV+09py+EUtW8YovXr10uSOnToULYv8BfOXCdPnizyenJyshYvXlzsZ7Kysgrfc461BAAAcFcOh6kkZwM94NyTIMNON9fz7WXfUsepute8FX3/tGXLlvLx8dHJkyd1+PDhs1bUl6RGTk1N1ezZsyWVb9HSuepnAHA1NqsDADXNvpPpuuPTtcq1OzSkTV1d0bF+kfcHDRokSfrhhx9KfM6kpCRJUqNGjc56z7kvTUWJi4uTaZql+hEdHV3kHJdddpmkgmLyr7755htJOquQPZ8rOzXQv0a0kiR9MvVTSQWFXGmfDgUAAHB1360rWH1+eYdI+Xp5nPV+Taglz2fYsGGy2WxaunSpPHLSdFmHgr0oP14Wq5ycHM2ePVs2m03Dhw8v93ex2+2F4+Sd+3JKOuf32L9/v6SCG5jO10JDQ8udAwAAwEqp2XnKP72qvFaA1zmPq+VcgW53lPuaNaHmrcj7p35+foWrvYs7n/O1853v22+/VXZ2tvr06XPeVf/nc676GQBcEQ10oAqdysjRrVPWKDkzTx0bheqt03t2n+miiy7SpZdeqoULF+rhhx9Wenp6kfcdDofmz59fZO/HFi1aSJI+/PDDIqOGli5dqldffbUSv1HZPPjgg/Lw8ND777+vVatWFb6+Z88ePf/88/Lw8Djr6dH4+Hi1atVKrVq1Kvacd/SL0U3d6ilzT8H5LhoyqtLyAwAAWCEzJ18/bz0qSbqmS/H7MNaEWvJ8IiMj9fe//125ubm65557dMtFBeMq52w+qrsfeFgnT57UDTfcoHr16hX53D//+U+1atVK//vf/4q8/tlnn52157oknTp1SnfeeadiY2PVvn17de3atfK+FAAAgAtzjm8P8vWUj+fZD3g6OZvrFdFArwk1b0XfPx0/frwkaeLEidqzZ0/h6ytXrtQHH3yg4OBg3XbbbefM4xzffvPNN583N/UzgOqCEe5AFXriuy06mOmnxmH++mRsN/l5F19UTp8+XUOGDNGkSZP06aefqlOnToqIiFB8fLx27dqlkydP6s033ywc3/PAAw9o6tSpevfdd7Vo0SJ16NBB8fHxWrZsmR555JHCPSFdRcuWLfXqq69q/Pjx6tevnwYPHixvb2/Nnz9fWVlZeuONN9SyZcsin8nLy9OuXbvOeU7DMNQqe6fM3Cx5RzbXy6tS1bdbrkL9z7330lVXXaWjRwtuQjv3AHr33XcLn16NjIwsHO8EAABgtcW7Tyoz167o2v7qGlXrnMdV91ryQiZNmqRVq1bpu+++08aNG6WwJjq0f4+mJBxQ06ZN9eabb571maNHj2rXrl1n7VW5YMECTZs2TTExMWrfvr38/f0VHx+v9evXKz09XQ0aNNBXX33F5CMAAFBjnSoc337ue3CSFOxX0IrIv8Ae6CVV3Wveir5/OmjQID344IN666231KlTJw0ePFi5ubn69ddf5XA4NH36dIWFhRX72fj4eC1evFje3t7629/+dt7c1M8Aqgsa6EAVcJaF24+mKjwyWFNu7a7wwHPvCVS3bl2tWrVK77//vr766iutWbNGubm5ioyMVOfOnXXllVcWKVZatGihNWvW6PHHH9cff/yhH3/8US1bttQHH3ygO+64w+UKQEl6+OGH1axZM7366qtaunSpJKlr16567LHHdMUVV5TpnDNmTJckNew+RIdOZen+LzZo6q095GErviDbsGHDWfsRHTp0SIcOHZIkRUVFlSkHAABAZfh56zFJ3rq6S8Pz3nCqCbXk+YSHh2vNmjV65pln9MMPP+jYxiVy+IYopNtIzf3m/cJ9F0vi9ttvV0BAgJYvX67ly5crOTlZgYGBateunUaOHKl77723RPtOAgAAVFeJ6TmSpNrnudcpScG+FbcHulQzat6Kvn86adIkderUSf/73//066+/ysvLS5deeqmeeuqps/ZZP9P06dPlcDh02WWXqVatcz/IK1E/A6g+DPPMeSUAKsV/Zm/TlOVx8vaw6fPbe6pHk+Kf5kPF2HE0VVe/u0JZeXbdPbCpHh9W/Nh3AAAAdxGfnKW+L/8u05SWTrhYjcL8rY7kNkzT1LXvr9S6A0m6s3+M/jWitdWRAAAAqo3pfxzQkzO3anCbuvpoTLdzHrc/IUMXv7ZIgT6e2vqfoVWYEACA0mMPdKCSTV62X1OWx0mSXv9bR5rnVaB1ZLBeubaDJOm9Rfu0bE/CBT4BAADg2mZvOiLTlHo2CaN5XkqGYei+i5tJkj5fdUBJp8eMAgAAoPySM/MkSWHn2UZRkkL9CvZAT8/JV25++fdBBwCgMtFAByrRvK3H9N+52yVJTwxvpZEd61ucqOYY2bG+brqosSRp/NcbC8dJAQAAuKMfNx6RJF3ZqYHFSdzTwJYRahMZrMxcu6auiLM6DgAAQLXhfDgx1N/rvMcF+3nJuQtRSlZeZccCAKBcaKADlWTDwSQ9+OUGmaZ0Y8/G+kf/GKsj1ThPjmijZnUCdSItR49/t1nsWAEAANzR3hPp2n40VZ42Q8Pb1bM6jlsyDEP3nl6FPnVFnNKyuWkLAABQEZJOr0APvcAKdA+boWDfgiZ7ciYTgQAAro0GOlAJDiRm6PZpa5WT79AlreroP1e0leF8xBJVxs/bQ29f31neHjb9tuOEPv/joNWRAAAASu3HTQWrz/u3iFCtgPPfmMS5DWtXTzERAUrJytPkZXFWxwEAAKgWUrJKtgJdkmqdPsbZdAcAwFXRQAcqWFJGrm6ZskaJGblq1yBY7/y9szw9+KNmlTb1g/XE8FaSpIlztmvfyXSLEwEAAJScaZqafbqBPrJjpMVp3JuHzdDDg1pIkj5aGqtT7IUOAABQbs5meK0SNNCdq9RZgQ4AcHV09YAKlJ1n1x2frtX+hAw1CPXT5LHdFeDjaXWsGu/WPtHq1zxcOfkOPfHdZjkcjHIHAADuYWt8qvYnZMjH06bBbRjfXl6XtY9Um8hgpefk6/3F+6yOAwAA4PaSMp0r0C88Kcm5Sj2ZFegAABdHAx2oIA6HqUe+2aS1B5IU5OupKbd2V51gX6tjQQV7Xr54dXv5e3toTVySpv9xwOpIAAAAJTJ7c8Hq80Gt6yqQBzPLzWYz9NiwlpKkaSvidCwl2+JEAAAA7i2lcA/0koxwP70CPYsV6AAA10YDHaggL/+yU3M3H5WXh6EPbuqqFnWDrI6EMzSs5a/HhxWMcn/p552KT86yOBEAAMD5ORxnjm+vb3Ga6mNgiwh1j66lnHyH3lqwx+o4AAAAbss0TSVnOUe4X3gFeogfe6ADANwDDXSgAny26oA+WBwrSXr5mg7q3Szc4kQozs0XRalbVC1l5Nr15MwtMk1GuQMAANe19kCSjqZkK8jHUwNbRlgdp9owDEMTTj9Y+fXaQ4pLyLA4EQAAgHtKzc6X/fRWic7m+PnUYg90AICboIEOlNOCHcf1zKytkqTxg1vo6i4NLU6Ec7HZDL18bQd5e9q0aNdJzdp4xOpIAAAA5+RcfT6kbT35enlYnKZ66R4dpotbRsjuMPX6r7utjgMAAOCWnOPb/bw8SlSv1gpgD3QAgHuggQ6Uw5bDKbpvxgY5TOlv3Rrq/kuaWR0JF9A0IlAPXtpckvT8TzuUmk3BDgAAXI/DYeqXbcckSZd3iLQ4TfX02NCCVeizNx3R1vgUi9MAAAC4n6TTK8lrlWD/c+nMEe6sQAcAuDYa6EAZHU7K1Lhpa5SVZ1e/5uF6/qr2MgzD6lgogTv6xSgmPEAn03I06Vf2vQQAAK5nw6FknUjLUZCPp3o3q211nGqpTf1gjepUsLf8y/N2WpwGAADA/Tgb4SEl2P9cOnOEOwtaAACujQY6UAYpWXm6dcoanUzLUat6QXr3xi7y8uCPk7vw9rTp2SvaSpKmrYzTzmOpFicCAAAoyrn6/OJWdeTjyfj2yvLIkJby8jC0dE+Clu9NsDoOAACAW0nJKmiEl3QFeqg/I9wBAO6Bjh9QSrn5Dt312TrtOZGuesG+mnJrdwX5lqxIhOvo3yJCw9rWk91h6t+ztsk0TasjAQAASJJM88/x7cPa1bM4TfXWKMxfN/aMklSwCp2aEAAAoOSSMpwj3Eu3Ap0R7gAAV0cDHSgF0zT1zI9btTI2UYE+npp8S3dFhvhZHQtl9PTINvL1smn1/lP6cdMRq+MAAABIknYeS9OBxEz5eNo0oEWE1XGqvfsuaaYAbw9tPpyin7YcszoOAACA20g+vQI9pJQr0HPyHcrOs1daLgAAyosGOlAKn606oC9WH5JhSG//vZPa1A+2OhLKoUGon+67uJkk6fm5O5SZm29xIgAAAGne1oImbv8WEQrw8bQ4TfUXHuijO/rHSJJe/WWn8uwOixMBAAC4B+co9lC/kjXQA3085WkzJLEKHQDg2migAyW0Ym+C/jN7uyTp8WGtdEmruhYnQkW4o3+MGoX56URajt5fHGt1HAAAgD/Ht7dlfHtVub1fjGoHeCsuMVNfrTlkdRwAAAC3kOpcgV7CBrphGOyDDgBwCzTQgRI4mJipe2asl91halSn+vrH6RUqcH8+nh765/DWkqQPl+zT0ZQsixMBAICabH9ChnYeS5OnzdClretYHafGCPTx1AOXNpckvbVgD5OJAAAASiCllA30M49lBToAwJXRQAcuID0nX7d/ukbJmXnq2DBEL13TQYZhWB0LFWh4u3rqHl1L2XkOvTpvl9VxAABADeZcfd6raW2F+ntbnKZm+XuPxmoc5q+TaTmasjzO6jgAAAAurywN9Fqna9wUVqADAFwYDXTgPEzT1IRvN2n38XTVCfLRBzd3k6+Xh9WxUMEMw9BTl7WRJH2/IV6bDiVbGwgAANRYzv3PhzC+vcp5e9r0yJAWkqT3F+1TMquiAAAAzqssDXTnQ6JJNNABAC6MBjpwHjNWH9RPW47J02bo/Zu7ql6Ir9WRUEk6NgrV1Z0bSJImzt0u0zQtTgQAAGqaYynZ2ngoWYYhDW1T1+o4NdLIDvXVOjJYaTn5+mTZfqvjAAAAuDRnAz24VA10RrgDAFwfDXTgHHYeS9Vzs7dLkh4f1kpdGteyOBEq22PDWsrXy6Y1cUn6Zdtxq+MAAIAaZv72gtXnXRrXUp1gHty0gs1m6MFLm0mSpi6PY7QoAADAeZRthLtXkc8CAOCKaKADxcjMzdd9MzYoJ9+hi1tG6La+TayOhCoQGeJX+O/6tfm7lG93WJwIAADUJM7x7cMY326pIW3qqVW9oIJV6MtZhQ4AAFCc7Dy7cvIL7p2VbgX66RHuGaxABwC4LhroQDGem71de08U7Hv+2uiOstkMqyOhivxjQFOF+ntp74l0fb8+3uo4AACghjiVkas/9p+SJA2lgW4pm83QA5c2lyRNWb6f1VEAAADFSM0uqJEMQwry8Szx55wj3JOpsQAALowGOvAXv+88ri/XHJJhSJOu76TagT5WR0IVCvb10r0DC8Z2vvnbbmXn2S1OBAAAaoLfdhyX3WGqTWSwGtf2tzpOjTesbT21rBuktOx8fbYyzuo4AAAALifVuf+5r1epFh/VOr0CPZk90AEALowGOnCGlMw8/fP7LZKkO/rFqHfTcIsTwQo394pS/RBfHU3J1qfcMAUAAFXgF+f49nasPncFNpuhuwc2lSRNXXGAhyoBAAD+oiz7n0tS6OnjkzJZgQ4AcF000IEz/Hfudh1PzVFMeIDGD25hdRxYxNfLQw+d/vf/fwv3MbYTAABUqvScfC3dkyCJ8e2u5LIOkaof4quE9BzN3MDWPgAAAGcqcwOdFegAADdAAx047fedx/XtusMyDOnV0R3k6+VhdSRY6JouDdW8TqBSsvL04ZJ9VscBAADV2MKdJ5Rrd6hJeIBa1A20Og5O8/KwaVzfJpKkj5bEyuEwLU4EAADgOsreQPcq/LxpUl8BAFwTDXRABQWbc3T7bX2aqGtUmMWJYDUPm6FHh7aUJH2ybL9OpGZbnAgAAFRXv2wrGN8+tG09GUbJ949E5bu+R2MF+3oqNiFDv+44bnUcAAAAl5GSWbYGuvP4PLupLLbJAQC4KBrogKQ35u/S8dQcNQkPKGyaAkPa1FWXxqHKznPorQV7rI4DAACqoew8uxbuPCGJ/c9dUaCPp266KEqSNGX5fovTAAAAuI6UrHxJUrCfZ6k+5+/tIU+bcfocbJsIAHBNNNBR420/kqrPVh2QJE0c1Y7R7ShkGIYeH9ZKkvTlmkPan5BhcSIAAFDdLN+boIxcuyJDfNWhQYjVcVCMm3tFycNmaFXsKe06lmZ1HAAAAJfgbH4Hl3IFumEYhWPckzNpoAMAXBMNdNRopmnqmR+3ymFKl7WPVJ9m4VZHgovpGVNbF7eMkN1h6vX5u6yOAwAAqpl5W/8c326zMb7dFUWG+GlIm7qSpM9WxVkbBgAAwEWkZpdthLv0Z9OdFegAAFdFAx012g8b47UmLkl+Xh568rLWVseBi3psaMEq9Dmbj2rnsVSL0wAAgOoi3+4o3Fd7aFvGt7uym3sVjHH/fn184c1iAACAmszZ/C5LAz2EBjoAwMXRQEeNlZadpxd+2ilJuu+SZqof6mdxIriqNvWDdVn7SEnSpF/ZCx0AAFSM1ftPKTkzT7X8vdQ9upbVcXAevWJqq3mdQGXm2vX9usNWxwEAALBchTTQGeEOAHBRNNBRY73z+16dTMtRk/AA3d6vidVx4OIeGtRchiHN23ZMW+NTrI4DAACqgXnbCsa3D25TV54e/NXMlRmGoTGnV6F/uuqATNO0OBEAAIC1UsvRQA9lBToAwMVxlwY10uGkTE1dHidJ+vflbeTj6WFtILi85nWDdEXH+pKkSb/ttjgNAABwdw6HqV9ON9CHtWN8uzu4qktDBfp4KvZkhpbvTbQ6DgAAgKUY4Q4AqM5ooKNGemP+buXaHerdtLYGtoywOg7cxAOXNpfNkH7bcUIbDyVbHQcAALixTYeTdTw1R4E+nurdNNzqOCiBQB9PXdOlgSRp2so4a8MAAABYrCIa6MlZuRWaCQCAikIDHTXO9iOpmrkxXpL0xPBWMgzD4kRwF00jAnVV54aSpDd/ZRU6AAAoO+f49otb1ZGvF9OQ3MXNp8e4L9hxXMdTsy1OAwAAYI08u0OZuXZJUrBvGRro/t6SpJSs/ArNBQBARaGBjhrn5Xk7ZZrS5R0i1aFhqNVx4GYeuLSZPGyGFu8+qXUHTlkdBwAAuCHTNPXL1tPj29syvt2dNKsTpO7RteQwpe/WH7Y6DgAAgCXOHL0ezAh3AEA1RAMdNcqKvQlavPukPG2GHhva0uo4cENRtQM0umvBKvQ3WIUOAADKYNfxNMUlZsrb08Z2Qm5odLdGkqRv1h6WaZoWpwEAAKh6qacb30E+nvKwlX66Jw10AICro4GOGsM0Tb00b6ck6caejRVVO8DiRHBX913STF4ehpbvTdSq2ESr4wAAADcz7/Tq8/7NwxXg42lxGpTWZe0j5e/tof0JGVp7IMnqOAAAAFXO2fguy+pzSQr1P91Az2QPdACAa6KBjhrjtx0ntPlwivy9PXT/pc2tjgM31rCWv67rXrDy6I1fd7PyCAAAlIqzgT6U8e1uKcDHU5e1j5Qkfb3mkMVpAAAAqp6zgR5SxgY6K9ABAK6OBjpqBNM0Nem3gnHbt/SOVnigj8WJ4O7uvbiZvD1sWr3/lFbsYxU6AAAomQOJGdp5LE0eNkODWte1Og7K6G+nH6acu+Wo0nPyLU4DAABQtSqyge5wsDAFAOB6aKCjRliw44S2HUmVv7eHbu8XY3UcVAORIX66oWdjSaxCBwAAJffLtoLV5xfFhKlWgLfFaVBW3aJqqUl4gDJz7fpp81Gr4wAAAFSp1ApqoDtMKT2XhxEBAK6HBjqqPdM0NWlBwerzsb2jFcaNSlSQewY2lY+nTesOJGnx7pNWxwEAAG7AOb59GOPb3ZphGBrdraEk6eu1jHEHAAA1S3lXoPt6ecjHs6A1kZLJGHcAgOuhgY5qb8GOE9oaX7D6/A5Wn6MC1Qn21c0XRUmS3mQVOgAAuIDjqdlafzBZkjSEBrrbu6ZLQ9kMae2BJO07mW51HAAAgCrjbKAH+3mW+Rzsgw4AcGU00FGtsfocle2ugU3l5+WhTYdT9PvOE1bHAQAALmz+6fHtXRqHqm6wr8VpUF51g301oEWEJOn79YctTgMAAFB1yrsC/czP0kAHALgiGuio1n7fyepzVK7wQB+N7R0tib3QAQDA+c073UAf1o7V59XFNV0LxrjPXB8vh4M6EAAA1AypWQX7lpengR7qTwMdAOC6aKCjWntv0T5J0s0XRbH6HJXmzv4xCvD20LYjqfpl23Gr4wAAABeUlJGrVbGnJElDGd9ebQxqXVdBvp46kpKtVfsTrY4DAABQJf4c4c4KdABA9UQDHdXWmrhTWnsgSd4eNt3Wt4nVcVCNhQV4a9zp32Nv/rqb1UcAAOAsv+04LrvDVKt6QYqqHWB1HFQQXy8PXd4hUpL0/fp4i9MAAABUjYoY4R5MAx0A4MJooKPacq4+v6ZrQ9Vhj0lUstv7xijI11O7jqfpp61HrY4DAABczC+Mb6+2rulSMMb95y1HlZmbb3EaAACAylcRDfRQv4JpocmZNNABAK6HBjqqpZ3HUvX7zhMyjILx2kBlC/H30u19C36vTfptj+ysQgcAAKdl5ORryZ4ESTTQq6OuUbXUOMxfGbn2wgclAAAAqrPUCmigM8IdAODKaKCjWvpgcawkaUS7SDUJZ0QmqsatfaMV4uelvSfSNXvTEavjAAAAF7Fo10nl5jsUXdtfLesGWR0HFcwwDF3dpYEkxrgDAIDqz+4wlZZTMHWnfA10T0l/NuMBAHAlNNBR7Rw6lakfTzcv7xrQ1OI0qEmCfb0KJx68tWCP8u0OixMBAABXMO/0quSh7erJMAyL06AyXN25YIz7sr0JOpaSbXEaAACAynNmwzu4PA10/4LPJmflljsTAAAVjQY6qp2Pl8bK7jDVr3m42jcMsToOapixvaMVFuCt/QkZmrmBFUgAANR02Xl2/b7juCRpWFvGt1dXjWv7q0d0mExT1IAAAKBac45c9/f2kJdH2dsLzj3QGeEOAHBFNNBRrSSm5+irtYckSXez+hwWCPTx1D9Or0J/+/c9ymMVOgAANdqKfQnKyLWrbrCPOjYMtToOKtGfY9wPyzRNi9MAAABUjtTs8u9/Lv25ep0GOgDAFdFAR7UybUWcsvMc6tAwRL2a1rY6DmqoMb2iFR7oo0OnsvTtusNWxwEAABaat/X0+Pa29WSzMb69OhvRIVI+njbtOZGurfGpVscBAACoFM6Gd3kb6M7PJ2fSQAcAuB4a6Kg20nPyNW3lAUkFq8/ZXxJW8fP20N0DCyYg/O/3vcrJt1ucCAAAWCHf7tCv2xnfXlME+3ppyOl/z9+t5yFKAABQPTkb6OXZ/1ySQk/vgZ6WnS+7g+k9AADXQgMd1caXqw8qJStPMeEBhTeuAKvc2LOx6gb7KD45S1+vOWR1HAAAYIHVcaeUlJmnUH8v9WgSZnUcVAHnGPcfNx1Rbj5b+QAAgOqnolegS1JaNqvQAQCuhQY6qoWcfLs+WhorSfrHgBh5MB4TFvP18tC9FzeTJP1v4V5l57EKHQCAmmb+toLV54Nb15WnB3/1qgn6NQtXeKCPTmXkavHuk1bHAQAAqHAV1UD38rDJ39ujyDkBAHAV3MVBtTBrwxEdT81R3WAfjercwOo4gCTpuu6NVD/EV8dTc/TF6oNWxwEAAFXI4TAL9z8f1o7pSDWFp4dNozrVlyR9zxh3AABQDVVUA/3Mc7APOgDA1dBAh9tzOEy9v2SfJOm2vk3k4+lhcSKggI+nh+67pLkk6f8W7lNWLqvQAQCoKTbHp+hYarYCvD3Up1m41XFQha7p2lCStGDHCSVn5lqcBgAAoGKlOvdA9624Bjor0AEAroYGOtze/O3HFXsyQ8G+nvp7j8ZWxwGKGN2toRqF+SkhPUefrzpgdRwAAFBFnKvPB7aqI18vHvCsSVpHBqt1ZLBy7Q7N3nzU6jgAAAAV6s8V6J7lPhcNdACAq6KBDrdmmqbeW1yw+nxMr2gFVcCTj0BF8vKw6f7Tq9DfW7xPGTn5FicCAACVzTRNzdta0Dgd1pbx7TXRNV0KtpVijDsAAKhuUrMK7m2F+FfgCHca6AAAF0MDHW5tZWyiNh1Klo+nTbf0ibY6DlCsqzs3UHRtf53KyNW0lXFWxwEAAJVs9/F0xSVmytvDpotb1bE6DixwRaf68rAZ2nAwWbEn062OAwAAUGEqcg/00NNN+FQa6AAAF0MDHW7tvUUFq8//1q2RwgN9LE4DFM/Tw6YHBxWsQv9wSazSsvlLAQAA1ZlzfHvf5uEK9Cn/aEu4nzpBvurfPFySNHNDvMVpAAAAKk5FNtAZ4Q4AcFU00OG2tsanaOmeBHnYDN3ZP8bqOMB5XdGxgZpGBCg5M0+Tl8VZHQcAAFSin53j29sxvr0mu7pLQ0nS9+vj5XCYFqcBAACoGH820L3Lfa7CEe6ZueU+FwAAFYkGOtyWc/X55R0i1SjM3+I0wPl52Aw9NKiFJOnjpbFKyuAvBgAAVEf7EzK081iaPGyGBreua3UcWGhwm7oK8vVUfHKW/th/yuo4AAAA5WZ3mEo9PVkxtCL2QPcvaMKzAh0A4GpooMMt7TuZrp9Or+y5e2BTi9MAJXNZ+0i1iQxWWk6+3lu8z+o4AACgEjhXn/duWlu1Asq/Kgfuy9fLQ5d3iJQkfb/+sMVpAAAAyi8tO0/m6cE6jHAHAFRnNNDhlj5YvE+mKQ1qXUet6gVbHQcoEZvN0GPDWkqSpq2I07GUbIsTAQCAiubc/5zx7ZD+HOP+05ajysq1W5wGAACgfJIzCxrdgT6e8vIof2vhzwZ6frnPBQBARaKBDrdzJDlLMzfES5LuHtjM4jRA6QxsEaEe0WHKyXforQV7rI4DAAAq0OGkTG0+nCLDkIa0oYEOqVtULTUK81NGrl2/bDtmdRwAAIBySS7c/7z8q8/PPE8Ke6ADAFwMDXS4nY+WxirPbuqimDB1japldRygVAzD0ITTq9C/XntI+xMyLE4EAAAqinP1effoMEUE+VicBq7AMAxd3blgFfp3jHEHAABuLvl0o7si9j+XpFBGuAMAXBQNdLiVxPQcfbn6kCTpHlafw011iw7TJa3qyO4w9cavu62OAwAAKoizgT6c8e04wzWnx7gv35vAFj4AAMCtORvdFdVAd65Az8i1K8/uqJBzAgBQEWigw61MXRGnrDy72jcIUb/m4VbHAcrs0SEFq9BnbzqibUdSLE4DAADK63hqttYdTJLE/ucoqnFtf3WPriWHKc3aGG91HAAAgDJLyji9At3Pu0LOF3zGKHhWoQMAXAkNdLiNtOw8TVsRJ0m6Z2BTGYZhbSCgHNrUD9YVHetLkl77ZZfFaQAAQHn9su2YTFPq1ChUkSF+VseBi7m6y59j3E3TtDgNAABA2RTugV5BK9A9bIaCfD0l0UAHALgWGuhwGzP+OKjU7Hw1jQjQ0Las6oH7Gz+4hTxthhbuOqmV+xKtjgMAAMrh5y2Mb8e5XdYhUt6eNu0+nq5tR1KtjgMAAFAmyZmnR7j7VUwDXfpzjDsNdACAK6GBDreQmZuvj5bGSpLuGtBUNhurz+H+osMD9PcejSVJL/y0Qw4Hq5EAAHBHiek5+mN/wcNww9tFWpwGrijY10tD2tSVVLAKHQAAwB1V9B7oZ54rOTO3ws4JAEB50UCHW5i+6qAS0nPVOMxfozo3sDoOUGEeHNRcgT6e2hKfotmbj1gdBwAAlMGv24/LYUpt6wercW1/q+PARV1zeoz7jxuPKM/usDgNAABA6Tmb3BW1B7ok1fIvOFdSBivQAQCugwY6XF5mbr4+WLJPknTfJc3k5cFvW1Qf4YE+untgU0nSK/N2KTvPbnEiAABQWj9vZXw7Lqxf83CFB/ooMSNXi3edtDoOAABAqVX0HujSGQ10VqADAFwInUi4vDNXn1/F6nNUQ+P6NFG9YF/FJ2dp2oo4q+MAAIBSSMrI1fK9CZKkYYxvx3l4etg0qlN9SdKXaw5anAYAAKD0UiphD/SwABroAADXQwMdLo3V56gJ/Lw99OjQlpKk/y3cq6QM/sIAAIC7+GnrUeU7TLWJDFazOoFWx4GL+3vPxpKkBTtP6NCpTIvTAAAAlE5y4R7oFT/C/RQj3AEALoRuJFwaq89RU1zVuYFaRwYrLTtfb/++x+o4AACghH7ceESSdMXplcXA+TSNCFS/5uEyTWn6H6xCBwAA7sPhMP/cA70iR7gHFJyLBSUAAFdCAx0uKyOH1eeoOTxshv41opUk6fNVBxSXkGFxIgAAcCHHUrK1Ou6UJGlkRxroKJmbL4qSJH215qCy8+wWpwEAACiZ9Nx8OcyCn4dU4Ah39kAHALgiOpJwWVOW71dCeq6iarP6HDVDv+YRGtAiQnl2U8//tMPqOAAA4ALmbD4i05S6RdVSg1A/q+PATVzauq4ahPopKTNPczYftToOAABAiTj3P/f1ssnXy6PCzsse6AAAV0QDHS4pKSNXHyyOlSSNH9yC1eeoMZ66rLU8bIZ+3X5cS3aftDoOAAA4jx83FYxvv5Lx7SgFD5uhGy8q2Av9s5Vx1oYBAAAooeTTDfRQv4rb/1z6cxw8e6ADAFwJXUm4pHcX7VVaTr7aRAZrZAduSKLmaF43SGN7RUuSnp29Tbn5DmsDAQCAYu1PyNDmwynysBka0T7S6jhwM9d1ayRvD5s2HU7RxkPJVscBAAC4oOSsit//XPpzBXpyZq5M06zQcwMAUFY00OFyjiRnadrKA5KkCcNaymYzLE4EVK0HBzVX7QBvxZ7M0LQVcVbHAQAAxfhxY8Hq8z7NwlU70MfiNHA3tQN9dHmHggcvPmUVOgAAcAPOFegVuf+59Oce6PkOU2k5+RV6bgAAyooGOlzOW7/tUW6+Qz2bhGlAiwir4wBVLsTPS48PayVJemvBHp1IzbY4EQAAOJNpmvpxU7wk6YqOTEtC2YzpHS1Jmr3piI6lUO8BAADXlpx1eoR7Ba9A9/XykL93wZ7qSRnsgw4AcA000OFS9p5I1zfrDkmSJgxrJcNg9Tlqpmu7NlTHhiFKz8nXS/N2Wh0HAACcYduRVO07mSFvT5uGtq1rdRy4qU6NQtUjOkx5dlMfL421Og4AAMB5pWSeHuFewXugS3+uQj9FAx0A4CJooMOlvPjTDjlMaVDruuoaVcvqOIBlbDZDz17RVpL0/fp4rdyXaHEiAADg9O26w5Kkwa3rKsi3YlfgoGa5++KmkqQZqw+y4goAALg05wj3il6BLkm1AryKXAMAAKvRQIfLWLrnpBbsPCFPm6F/jmhldRzAcp0b19INPRtLkp78YYty8u0WJwIAALn5Ds3aWDC+/dpuDS1OA3c3sEWE2kQGKzPXrqkr4qyOAwAAcE7OEe4hldFAZwU6AMDF0ECHS8i3OzRxzg5J0s29otQ0ItDiRIBreHxoK4UH+ij2ZIbeX8RoTwAArLZgx3ElZeapbrCP+jePsDoO3JxhGLp7YMEq9Kkr4pSek29xIgAAgOIVrkCvxBHuSZk00AEAroEGOlzCV2sPadfxNIX4eenBS5tbHQdwGSH+Xvr3yDaSpP9buFexJ9MtTgQAQM32zenx7Vd3aSgPm2FxGlQHI9pHKiY8QClZeeyFDgAAXFZK1uk90CthBXpYACvQAQCuhQY6LJeanac35u+WJD08qLlC/Sv+KUbAnY3sEKn+LSKUa3foyZlbZZqm1ZEAAKiRTqRma9GuE5Kk0V0Z346K4WEzNH5IC0nSR0tilZieY3EiAACAs/25Ar3yRrgnsQc6AMBF0ECH5f73+14lZuSqaUSAbrwoyuo4gMsxDEMTr2wnH0+bVsYm6qs1h6yOBABAjfTd+ng5TKlrVC3FsOUQKtCIdpFq1yBYGbl2/d/CfVbHAQAAOEtl7oEeFlBwziRWoAMAXAQNdFhq9/E0TV62X5L01GVt5OVRvX9Lrlq1SldeeaXCw8Pl6+urFi1a6KmnnlJmZmaJzzFo0CAZhiHDMHTs2LGz3s/Ozta9996r8PBwBQQE6IorrtCBAweKPVdKSorq1aunv//976X+LnFxcTIMQ9HR0ec97pZbbpFhGJo6dWqxrzt/2Gw2hYSEKDo6WiNHjtQrr7yi48ePl/q81VXj2v565PTKpIlzdyg+OcviRAAA1Cx2h6kZqwtqquu6NbI4TelRh579uivVoTaboQlDW0mSPl91QIdOlfzfCwAAQGUzTVMpzhXolTA91HnOU+yBfk7U82e/7kr1PIDqp3p3K+HSTNPUUz9sVb7D1OA2dXVxqzpWR6pU06dPV9++ffXjjz8qOjpaI0aMUHZ2tp5//nn17t1baWlpFzzH1KlTtWDBAhnGuffbfPDBB/Xuu+8qKipK/fr105w5czRixAjZ7fazjv33v/+tjIwMvfbaa+X6buXRp08fjR07VmPGjNGQIUPUsGFDLViwQI8//rgaN26sl19+mZHlp93WN0ZdGocqPSdfj3+7mV8XAACq0JLdJ3XoVJZC/Lw0smN9q+OUCnVo8VytDu3XPFy9m9ZWrt2hiXO3V9l1AQAALiQrz65cu0NS5Yxwd+6Bzgr04lHPF8/V6nkA1QsNdFjm+/XxWr3/lPy8PPTMyDZWx6lUhw8f1u233y673a7Jkydr7dq1+v7777Vnzx6NHj1amzZt0oQJE857jpMnT+rRRx/VkCFD1Lhx42KPOXr0qCZPnqzhw4dr7dq1mjdvnv773/9q+/btmjlzZpFjt27dqnfffVdPP/20GjRoUGHftbRuv/12TZ06VVOnTtU333yjZcuWKTExUW+//bY8PT31xBNP6Mknn7QsnyvxsBl6bXRH+XjatGxvgmasPmh1JAAAaozPVhWsvBjdtaH8vD0sTlNy1KHn5mp1qGEYemZkW3nYDP2y7bh+33nuVTMAAABVybn/uZeHIf9KqIXZA/3cqOfPzdXqeQDVCw10WCI5M1cv/LRDkvTApc3VsJa/xYkq19SpU5Wdna3Bgwfr1ltvLXzdx8dH//d//yd/f3998sknSkxMPOc5HnroIWVkZOjdd9895zFbt25Vfn6+xowZU/g04bhx4yRJGzduLHLsfffdp6ZNm+rhhx8uxzerHH5+frr//vs1d+5ceXh46MUXX9SmTZusjuUSYiICNWFYwXjP5+fuYLwnAABV4NCpTC3cdUKSdONFURanKR3q0NKxug5tWS9It/VtIkl65sdtys47e7UPAABAVTt1emV4LX/v865gLqtazj3QM3NZMfwX1POlY3U9D6D6oIEOS7zyyy4lZuSqeZ3AwhtE1dm6deskSQMHDjzrvYiICLVp00Z5eXn66aefiv38L7/8ohkzZujJJ59U06ZNz3mdpKQkSVKtWrUKX3P+/NSpU4WvzZgxQ4sXL9Y777wjL6+KH7tUUQYOHFi4j84777xjcRrXcWvvaPWIDlNmrl0Pf7VR+adHaAEAgMox/Y+DMs2CEdtNwgOsjlMq1KFlY2Ud+uClzVUv2FeHTmXprQV7qvTaAAAAxXE20J2j1iuacwW63WEqNTu/Uq7hrqjny4b7ygDKiwY6qtzauFP64vTo6Ymj2snbs/r/NszIyJBUtAA5U1hYmCQV+zRcZmam7rrrLrVq1eqC43icI3j27PnzRtvu3bslSVFRBaul0tPT9dhjj+maa67R4MGDS/lNqt71118vSVq4cKHFSVyH7fQo90AfT609kKR3ft9rdSQAAKqtjJz8wtr1JjdbfS5Rh5aHVXVogI+n/nNlW0nS+4v3afX+Uxf4BAAAQOWq7Aa6r5dH4Wj45Ez2QT8T9XzZcV8ZQHlU/84lXEp2nl0Tvt0s0yzYP7JnTG2rI1WJiIgISdKBAweKfd/5elxc3FnvPf3004qLi9N7770nb+/zF6mdOnVSZGSk3njjDW3dulXHjx/XhAkTZBiGhg8fLkl67rnnlJycrDfeeKMc36jqdOrUSZIUGxur3FwKaKfGtf31/FXtJEnv/L6HG6sAAFSSr9ceUkpWnpqEB2hQ67pWxyk16tCys7IOHdq2nq7t2lCmKT381UalZrMfKAAAsE5lN9ClP1ehO6+FAtTzZcd9ZQDlQQMdVeqNX3crNiFDdYN99NTlbayOU2UGDBggSfriiy/O+j/rVatWadeuXZKktLS0Iu+tX79eb731lsaOHVvsmJ6/8vX11auvvqq4uDi1b99e9erV0y+//KK77rpLHTp00K5duzRp0iT961//KnyqUJKysrLKvL/QgQMHZBjGOX9MmzatTOd1Cg8PL/y5c5QQClzZqYGu7tJADlN66MsNSsnkxioAABUp3+7QJ8v2S5Ju69tEHraK3++xslGHlp3VdeizV7RV4zB/xSdn6cmZW9kPFAAAWKZKGuhn7IOOP1HPl53V9TwA9+ZpdQDUHBsOJunjpbGSpBeuaq8QP9fdI6Wi3XjjjXr++ed18OBBXXnllXrttdfUuHFjLV++XHfccYc8PT2Vn58vm+3PZ1rsdrvuuOMOhYaG6rXXXivVtWJiYvTNN98oOztbl1xyia655hpJ0v3336/GjRvr0UcflSR9+eWXeuKJJ3TgwAGFhITovvvu03PPPVckx4UEBATo2muvPef7y5Yt0759+0p8vr86swAzDPe7aV3ZnruyndYfSFJcYqYe/26z3rupC79OAABUkJ+3HtPhpCzVDvDWtV0bWh2nTKhD3bcODfTx1JvXddLfPlip2ZuOqEvjUN3ap0mV5wAAADiVWZUr0Fkgcibqefet5wG4NxroqBLZeXY99u1mOUzpqs4NdKkbjr8sj4CAAM2ZM0eXX3655s2bp3nz5hW+17hxY40fP16vvPJKkb1sJk2apPXr1+uTTz4p8rRcSfTq1Uu9evUq8tp3332nX3/9VXPmzJGPj4/WrVunG264QUOHDtVbb72lxYsX6/nnn1edOnX0wAMPlPha4eHhmjp16jnfv+WWW8pV6CQkJBT+/Fx7/dRkgT6eevvvnXXNeys0b9sxfbx0v+7oH2N1LAAA3J5pmvpwScHDn2N6RcvXy8PiRGVDHeredWjXqFr614jW+u+c7Zo4d4faRAbXmG2wAACA6ziVXvkNdOe52QO9KOp5967nAbgvGuioEm8v2KO9J9IVHuijZ0bWnNHtZ2rfvr127typb775RmvXrlV+fr46duyoG264QRMnTpQktW3btvD42bNnF46q+fTTT4uc69ixY5Kkq6++Wt7e3po4caL69u17zmtnZWXpkUce0ciRI3XZZZdJkl5//XUFBgbq66+/VlBQkK688kqtX79er776aqkKncq2ceNGSVLz5s3l5VVzphaURoeGofr35W309KxtemneTrVrEKJeTbmxCgBAeSzcdUJb4lPk5+Whm3tFWR2nXKhDy8ZV6tBxfaK1+XCyZm08ontnrNfMe/qoUZi/ZXkAAEDNU5Ur0BPSaaD/FfV82bhKPQ/APdFAR6XbfDhZH5xevTNxVDuF+ldeoeXq/Pz8NGbMGI0ZM6bI67/99psknbUfjWmaWrJkyTnPt3LlSklFn6YrzgsvvKDjx49r0qRJha/t3LlTrVq1UlBQUOFrPXr00OLFi5Wamqrg4OCSfKVK9+WXX0qSLr74YouTuLabLorShkPJ+n59vO6bsV5zHuiryBA/q2MBAOCWTNPUpN/2SJLG9I6q1BuFVYU6tPRcpQ41DEMvXd1Be46na/vRVI2dslrf3dVbtarB70sAAOAeqmIP9IggH0lSQnpOpV3DnVHPl56r1PMA3FPJN6QAyiAzN18PfbVRdoepkR3ra1i7elZHcjmLFy/W+vXr1bZtW/Xp06fw9UWLFsk0zWJ/REUVrII6evSoTNPUqFGjznn+ffv26dVXX9WECRMUE1N0tHdmZmaRf87IyJDkOnvCLFq0SF9++aUMw9D9999vdRyXZhiGnh/VXq0jg5WYkau7P1+vnHy71bEAAHBLv+88oc2HC1af39mv+m6NQh16bq5Wh/p5e2jyLd0VGeKr2JMZuvOztcrOo9YDAABVoyoa6OGBzhXoNNBLinr+3Fytngfgfmigo1I9N3u7Yk9mqF6wr567ou2FP1CNbdy4Ufn5+UVeW79+vW644QYZhqF33nmnUq774IMPKjIyUk888USR19u2bavt27drw4YNkqS0tDTNnj1bjRs3LvL0oBWys7P1v//9T5dddpnsdruefvpptWvXztJM7sDP20Mf3NRVIX5e2ngoWf+ds93qSAAAuJ2/rj6vHehjcaLyow4tOVeuQ+uF+GrqrT0U5OupNXFJeuSbTXI4TKtjAQCAas7uMAv3JWcFujWo50vOlet5AO6FEe6oND9tOaov1xySYUhvXNexxo8YfOihh7R9+3Z16tRJ4eHhiouL0x9//CGbzaYPPvigUkbJzJ07V3PnztXMmTPl51d0nPdjjz2mGTNm6OKLL9Yll1yiDRs26NChQ3r//fcrPMf5fPzxx1q0aJGkgicXjx07pnXr1ikzM1M+Pj565ZVX9Oijj1ZpJnfWuLa/Jl3fSeOmrtHnqw6qXf0QXd+jsdWxAABwG/O2Hivc+7y6rD6nDi2eO9ahLesF6YObumrslNWau/mo6of46snL2lgdCwAAVGMpWXlyPrNXqxK35gw//eBqQhp7oP8V9Xzx3LGeB+A+aKCjUsQnZ+mJ7zZLku4e0FS9m4ZbnMh6N910kz7//HNt3LhRycnJioiI0PXXX6/HHntMnTp1qvDr5eTk6MEHH9TQoUOLHcXToUMH/fDDD3rqqac0Z84c1atXTy+99JL+8Y9/VHiW81m+fLmWL18uwzAUGBiosLAwXXzxxRowYIDGjh2rOnXqVGme6uDilnU0flALvf7rbj31w1Y1DvNX72b8GQQA4EJy8x16ad5OSdId/WOqxepziTr0XNy1Du3dLFyvXNtBD3+1SR8t3a/GYf66uVe01bEAAEA15RzfHuzrKS+PyhtoW9hAT8+Rw2HKZnONUeCugHq+eO5azwNwD4Zpmsx8Q4WyO0xd/+FKrYlLUqdGofrmrl6VWlwBOJtpmnroq42atfGIgn099f09fdSsTqDVsQAAcGlTlu/Xf2ZvV3igjxY/NlABPjxvDNf1v9/36LX5u+VhMzTt1h7q25wHJgEAQMVbvf+U/vbBSkXX9teixyp+pbNTTr5dLZ+aJ0na8PTgGj/NFABgLbqaqHD/+32v1sQlKdDHU29f35nmOWABwzD08jUd1DWqllKz83XbtDWFTwwDAICzpWTl6a0FBXufPzKkBc1zuLx7L26mqzs3kN1h6p7p6xR7Mt3qSAAAoBpy7kkeXsnTmXw8PRTi51XkmgAAWIXOJirUir0JemvBbknSf0e1VePa/hYnAmouXy8PfXBzVzWs5acDiZm667N1ysm3Wx0LAACX9Oavu5WcmacWdQM1umtDq+MAF2QYhl64ur06Nw5Vana+bp+2VimZeVbHAgAA1czJtIJmdkRQ5W9vFB5YsOr8JA10AIDFaKCjwhxJztL9X2yQw5Su7dpQV3XmxiNgtfBAH025pbuCfDy1Ou6Unvhui9i5AwCAorYcTtGnK+MkSf++vK08maAEN+Hr5aEPb+6m+iG+ik3I0P1fbpDDQa0HAAAqTlWtQD/zGs6mPQAAVuHOECpETr5d90xfr8SMXLWJDNbEUe2sjgTgtOZ1g/TuTV3kYTM0c0O8Xpq30+pIAAC4DLvD1JM/bJHDlK7sVJ99pOF2IoJ89NHYbvL1smnJ7pN6f8k+qyMBAIBqpEob6KdXuSeksw0hAMBaNNBRIf47Z7s2HkpWiJ+XPri5q3y9PKyOBOAM/ZpH6KWr20uSPlgcq0+W7bc4EQAArmHGHwe0+XCKgnw99eRlra2OA5RJ2/oheu6KgoeYX5+/W2vjTlmcCAAAVBcn0wqa2eFB3pV+rYhAZwOdFegAAGvRQEe5fbvusD5fdVCGIU26vpMahbHvOeCKRndrpMeHtZJU8NDLrI3xFicCAMBaJ9Ky9cq8XZKkx4a2VJ0gX4sTAWU3ultDjepUX3aHqQe+2KCULPZDBwAA5edsZkdUwQp05z7rjHAHAFiNBjrKZWt8ip6cuUWS9NClLXRxyzoWJwJwPncNiNGtfaIlSY9+s0lL95y0NhAAABZ6fu4OpeXkq0PDEN3YM8rqOEC5GIahiVe1V3Rtfx1JydbEOdutjgQAAKoBZzPbOV69MtU5fY3jqdmVfi0AAM6HBjrK7GRaju78dK1y8h26uGWE7r+kmdWRAFyAYRh6+rI2GtmxvvLspu76bJ22HE6xOhYAAFVu2Z4Ezdp4RDZDen5Ue3nYDKsjAeUW6OOp10Z3lGFI36w7rIU7T1gdCQAAuDHTNKt0BXq9kIKJUDTQAQBWo4GOMsnOs+sfn63VkZRsxYQHaNL1nWXjpiPgFmw2Q6+N7qA+zWorI9euW6asVlxChtWxAACoMtl5dj09a6skaUyvaLVvGGJxIqDidIsO07g+TSRJT3y/mVHuAACgzNJz8pWT75AkhVdFAz24oIF+LIUGOgDAWjTQUWqmaepfM7do/cFkBft66uOx3RTi52V1LACl4OPpofdv6qq29YOVmJGrMZNX60QafzkBANQMHyyO1f6EDEUE+Wj8kBZWxwEq3KNDWiomPEDHU3P0+vxdVscBAABuKiE9V1LBlBs/b49Kv16d0w301Ox8ZeXaK/16AACcCw10lNqHS2L1/fp4edgM/d+NXRQTEWh1JABlEOTrpam39lDjMH8dPJWpW6esUVo2K5QAANVbXEKG/m/RXknS05e3UbAvD4Ki+vHz9tDEq9pJkj5bdYAtewAAQJkU7n8e6F0l1wv29ZSfV0GjnjHuAAAr0UBHqfy2/bhemrdTkvTvy9uoX/MIixMBKI+IIB99Oq6HwgO9te1Iqu74dK2y83jCFwBQPZmmqadnbVVuvkP9modrZIdIqyMBlaZ303Bd2am+TFN6atZWORym1ZEAAICbce5/XhXj2yXJMIzCfdCP0UAHAFiIBjpKbPPhZD3w5QaZpnRjz8Ya0yvK6kgAKkB0eICm3tpDgT6eWhV7SvdMX688u8PqWAAAVLi5W45q6Z4EeXva9NyV7WQYhtWRgEr15IjWCvLx1KZDyfpyzSGr4wAAADfjXAVe9/Ro9apQN9inyLUBALACDXSUSFxChm6dskaZuXb1aVZbz17RlhuOQDXSrkGIPhnbTT6eNv2+84Qe/mqj7KxSAgBUI2nZeXpu9nZJ0j0Dm6pJeIDFiYDKVyfYVw8PbiFJeuWXnTqVkWtxIgAA4E6OWdBAr3f6WsdSaKADAKxDAx0XdCItW2Mmr1ZiRq7a1g/W+zd1lZcHv3WA6qZnTG19cHNXeXkYmrP5qJ6cuUWmSRMdAFA9vD5/t06k5Si6tr/uGtDU6jhAlRnTK0qtI4OVnJmnl3/eaXUcAADgRo6fbmLXC6maEe7Sn83646k5VXZNAAD+ii4ozis9J1+3Tlmjg6cy1SjMT1Nu7a4gXy+rYwGoJANb1tFb13eWzZC+XHNIz8/dQRMdAOD2tsan6NOVcZKk/45qJ18vD2sDAVXI08OmiaPaSpK+XndIGw8lWxsIAAC4DStWoP/ZQGcFOgDAOjTQcU65+Q7d9dk6bTuSqtoB3vpsXE/VCaq6YgmANUa0j9RL13SQJH28bL/eXrDX4kQAAJSd3WHqyZlb5DClkR3rq1/zCKsjAVWua1SYru7SQKYpPTNrqxxs1QMAAErAuQq8KhvokSEF1zqSklVl1wQA4K9ooKNYDoepR7/ZpGV7E+Tv7aEpt3ZXNPtEAjXG37o10jMj20iS3vxttz5Ztt/iRAAAlM2MPw5o0+EUBfl46unLWlsdB7DME8NbKdDHU5sOp+jbdYetjgMAAFycaZqF+5DXq8IGeoNafpKk+CQa6AAA69BAx1lM09TEuTv046Yj8rQZev+mrurQMNTqWACq2K19mmj84BaSpP/O2a4Zfxy0OBEAAKVzPDVbr8zbJUl6dGhL1anCG3+Aq6kT5KuHBjWXJL08b6dSMvMsTgQAAFxZana+svLskqR6IVVXRzes5S9JOpGWo+zT1wcAoKrRQMdZPlwSq8nLC1abvjq6g/q3YMwlUFPdf0kz/aN/jCTpXzO36Ks1NNEBAO7judnblZaTr46NQnXTRVFWxwEsN7Z3tJrVCVRiRq7e/G231XEAAIALc+5BHuLnJV8vjyq7bi1/L/mdvt7RFPZBBwBYgwY6ivh+/WG9+PNOSdK/RrTSVZ0bWpwIgJUMw9ATw1vp1j7RkqQnvt+ib9YesjYUAAAl8PvO45q75ag8bIZeuKqdPGyG1ZEAy3l52PSfK9pKkj5dGacdR1MtTgQAAFyVs4FelePbpYJ7UQ1Pj3E/nJRZpdcGAMCJBjoKLdp1QhO+3SxJur1vE93Zv6nFiQC4AsMw9O/L22hsryiZpjThu82auYF9MwEAriszN19P/7BNknRb3yZqWz/E4kSA6+jTLFwj2teTw5Se+XGbTNO0OhIAAHBBzv3P61bh+HanBoUNdPZBBwBYgwY6JEmbDiXrnunrle8wdWWn+vrXiNZWRwLgQgzD0LNXtNVNFzWWaUqPfL1JszbGWx0LAIBivfnrbsUnZ6lBqF/hns8A/vTkZW3k62XT6v2nNHvzUavjAAAAF+RsoEdW8Qp0SYUr0ONpoAMALEIDHdqfkKFbp65RZq5d/ZqH69VrO8rGiEsAf2EYhp67op3+3qORHKb00Fcb2RMdAOBytsanaPLyOEnSxFHt5O/taW0gwAU1CPXTvQObSZKen7tdGTn5FicCAACuxrn627kavCo1rOV/OgMj3AEA1qCBXsOdSMvWmMl/6FRGrto1CNZ7N3WVtye/LQAUz2Yz9Pyo9rqxZ8FK9Me/26LJy/ZbHQsAAEmS3WHqyZlbZHeYuqx9pC5uVcfqSIDLuqN/jBqH+et4ao7e+X2v1XEAAICLOZxc0LxuaEEDvUHo6RXoyaxABwBYg05pDZaWnadbJq/RoVNZiqrtrym39FCgDyt0AJyfzWZo4qh2urN/jCTpuTnb9b/f97B/JgDAcp+tjNOmwykK8vHUMyPbWB0HcGm+Xh769+UFf04+WRarvSfSLU4EAABciXMFunM1eFVqFFZwzQOJrEAHAFiDBnoNlZNv1z8+W6ftR1MVHuitT8f1UESQj9WxALgJwzD0z+Gt9PCgFpKk1+bv1svzdtFEBwBY5tCpTL36yy5J0oThrVTHgr0aAXdzaes6uqRVHeXZTT327SbZHdRyAACgYLLTkWRnA73qV6A3qR0gSTqRlsNWMwAAS9BAr4EcDlOPfL1JK/YlKsDbQ1Nu6aGo00UJAJSUYRh6cFBzPXVZa0nS+4v36bFvNys332FxMgBATeNwmJrw7WZl5NrVLaqWbuzR2OpIgFswjILJQkE+ntpwMFkfLom1OhIAAHABJ9KylWc35WkzVNeCB1ND/L1UO8BbkrQ/IaPKrw8AAA30GsY0Tf137nbN2XxUXh6G3r+5q9o3DLE6FgA3dnu/GL10dXt52Ax9u+6wbp26WqnZeVbHAgDUIJ+tOqCVsYny8/LQa6M7ymYzrI4EuI36oX56+vSWB2/+ulu7jqVZnAgAAFjNOb69fqifPCyqrZuEFyz4ooEOALACDfQa5oMlsZqyPE6S9NrojurXPMLaQACqhet7NNbHY7vJ39tDy/cmavR7KwtHfQEAUJniEjL00s87JUlPDG+l6HAmKwGlNbprQ13aqo5y7Q7dO2M9o1IBAKjhDicV7D1uxfh2JxroAAAr0UCvQb5bd7jw5uJTl7XWlZ0aWJwIQHVyccs6+vofvVQnyEe7jqdp1P8t19b4FKtjAQCqMbvD1KPfbFJWnl29Ymrr5ouirI4EuCXDMPTSNR1UN9hHe0+ka8J3m2Wa7IcOAEBNdfiUdfufOzWJoIEOALAODfQaYuGuE5rw3WZJ0p39Y3R7vxiLEwGojto1CNHMe/uoRd1AnUjL0TXvrdB36w5bHQsAUE29t2iv1h5IUoC3h165tgOj24FyiAjy0bs3dpGnzdDczUf18dL9VkcCAAAWOXDKuQLd37IMMadXoMfSQAcAWIAGeg2w8VCy7vl8vewOU6M61dcTw1pZHQlANdYg1E/f3t1bA1tGKCffoUe+2aSnf9iq3HyH1dEAANXIqthEvfHrbknSs1e0VaMw627uAdVF16gwPXVZa0nS8z/t4EFIAABqKOeq75gI67ZHahIeKEmKPZnOZBwAQJWjgV7NxZ5M17ipa5SVZ1e/5uF65dqOrMwBUOmCfb00eWx3PTSouQxD+mzVAV334UodS8m2OhoAoBpISM/RA19skMOUrunSUKO7NbI6ElBtjO0drVt6R0uSHvt2k37ectTaQAAAoMrFnkyX9Oc+5FaIDveXp81QWna+jnI/CQBQxWigV2PHUrI1ZvJqncrIVYeGIXr/pq7y9uRfOYCqYbMZemhQC00e213Bvp7acDBZl729VL/vPG51NACAG8vJt+ue6et1Ii1HzesE6r+j2lodCahWDMPQvy9vo9FdG8phSvd9sUGfroyzOhYAAKgiSRm5SsrMk2RtA93H00NNIwpWoe88lmpZDgBAzUQ3tRSys7P1zDPPqEWLFvL19VX9+vU1btw4HT5curF2+fn5evbZZ3XZZZcpJiZGQUFB8vX1VfPmzXXvvffq4MGD5/zsjh07NGbMGDVq1EheXl4KDg5W79699eGHH8rh+HM8clJGrm7+5A8dTspSdG1/Tb6luwJ8PMv83QGgNOx2u77++ms9+uij+vcd12jvq1frwMuXa/f3b2jc1LV6cuYWZebmWx0TAGqsFStWaMSIEQoLC1NgYKB69OihadOmVci5x40bJ8MwZBiGVq1add5jFyxYoFGjRqlu3bry8fFRgwYNNGLECP3444/FHm+app6cuVWr959SkI+n3rupi/y9qXGBimazGXrpmg66pktD2R2m/j1rm576YYuy8+yWZXI4HJo0aZLat28vPz8/RUREaPTo0dq+fXupzpOZmakffvhBt912mzp06KDg4GAFBASoY8eOeu6555Senl7stZcuXaoJEyaoZ8+eqlOnjnx8fNS0aVPddddd2r+f/eIBoLqo6Dp5zpw5GjBggEJCQhQcHKwBAwZozpw55/3Mjh07NHr0aEVERMjPz0/t27fXm2+++f/s3Xd4FFXbBvB7N9tSNwmptEAChA6h9yIiRZQidgVEfFWUqoL1FX0VBZRixQryCYqISJVO6L1KS0JIAqSQhPSy/Xx/bHbJkoSEZJNNuX/XtdcmZ9qZmWTmmXlmzrG592uxfPlya+x9t8+KFSus0+j1emzfvh2vvvoqOnfuDG9vbzg7O6NVq1Z4/fXXcTIiFgBQX61yeKzdKtAdAHApMduh9SCiyncvx767uXz5MubNm4dBgwahcePGUCqVCAgIwJgxY7B///5ip5kzZ06ZjqX79u2zx6pSDSER7ECkTDQaDQYNGoRDhw4hMDAQffv2RWxsLI4dOwZfX18cPnwYISEhZZpXTk4O3N3d4ebmhvbt26N+/frQ6XQ4c+YMrl27BrVajd27d6NTp0420x04cAAPPPAA8vPz0aZNG7Ru3RppaWnYv38/dDodHn/8cfz+++/I0Rrw9A9HcPZGJgI8VFjzUk/2CUlEVSojIwNeXl5FyrsOfQzJHcYBMD/FvPjxjujQyLOKa0dEVLetW7cOjz76KEwmE/r16wcfHx/s2rULGRkZmDFjBhYuXFjuee/Zswf33XcfJBIJhBA4fPgwevToUey4b775JubNmweFQoHevXvD398f8fHxOHXqFJ544gn8+OOPRab5JvwK5m+NgFQCLHuuG/q38C13XYmodEIIfLs3Ggu2RUAIcz+on4xuh+7B9aq8Ho899hj+/PNPeHp6YtCgQUhNTcW+ffugUqmwZ88edO/evUzz+vHHH/HCCy8AgPW6OisrC4cOHUJ2djZatmyJvXv3ws/PzzrNlStX0Lx5cwBAgwYN0KVLF0ilUhw7dgzx8fFwd3fHli1b0KdPH/uvPBERVRl7x8lffPEFpk2bBplMhvvvvx9KpRLbt29Hfn4+lixZgqlTpxaZ5siRIxg0aBDy8vLQrVs3NGnSBPv27UNSUhIeeeQRrFmzBhLJ7e45Dxw4UGzcDACZmZn4+++/AQDR0dEIDg4GAOzcuRODBw8GAISEhKBDhw7Q6/U4fPgwUlNT4VnPFy6j/4cB3Ttg5aTiY/mqsnRvND795zIebB+Ir5/qVPoERFQj3eux724aNmyI+Ph4eHh4oHv37vDy8sLFixdx/vx5SCQSLFy4ENOnT7eZ5u+//7YeL+8UHx+PnTt3wsXFBTdv3oSbm1sF15ZqDEFl8t577wkAomfPniI7O9ta/vnnnwsAol+/fmWel16vFwcOHBB6vd6m3GAwiLfeeksAEN27dy8yXVhYmAAg5s+fb1MeGRkpfHx8BACxdfsO8cR3h0XQ7E2i4wfbRNTNrHtcUyKiisvJyRHPPvus+OKLL8Thw4fFt99+KwCIF198URyIShHdP94pgmZvEsFvbRYLtl4W+TqDo6tMRFQnpKWlCbVaLQCItWvXWsuTkpJEs2bNBACxe/fucs07Pz9fNG/eXLRp00b06tVLABCHDx8udtxvvvlGABBdu3YV165dsxmWm5sr/v333yLTrDgcK4JmbxJBszeJXw7FlKuORFQ+uy4lia4f7bD+Dz6//Lg4EXurypb/008/CQCiefPmIikpyVr+559/CgAiJCSkyPV1SX755Rfx8ssvi8jISJvyhIQE6zX3k08+aTPsypUrYsiQIWLv3r025RqNRkyYMEEAEI0bNxY6na6ca0hERI5m7zg5IiJCyGQyoVQqxaFDh2zK69WrJ2QyWZFzkV6vFyEhIQKAWLhwobU8Oztb9OzZUwAQP//8c5nrYIm5e/fubVO+a9cu8eSTT4pTp07ZlGdkZIghQ4YIAEJZv6V4d13RmLyqhUcki6DZm8R9n+1xdFWIqJLY+9g3ePBgsWrVKqHVam3Kly5dKgAIJycnceHChTLPb9asWQKAePrpp8s8DdUOTKCXgU6nE56engJAkcBCCCHat28vAIgTJ05UeFl6vV6oVCoBQOTk5FjLs7OzBQDh4uIijEZjkemmTZtmvgn52BQRNHuTaPPfreLs9fQK14eIyB6WLVtmTaALIUR6rlZMXnnSehO277zdYs/lmw6uJRFR7Td//nwBQIwcObLIsL/++ksAECNGjCjXvN9++20hkUjE/v37Rf/+/UtMoKenpwt3d3fh7u4uEhISyjTvtSevW88Z8/65VK76EVHFZOTpxJtrz4kmb26y/j8OW7xPfBt+RVy7lVupy27durUAINatW1dk2MMPPywAiD///LPCyzl06JA5aaBUFrnhVpL8/HxrwiU8PLzCdSAiIsewd5w8efJkAUBMmzatyLCFCxcKAOLVV1+1Kf/jjz8EANGhQ4ci05w6dUoAEG3bti1zHSwPtS5durTM0yQkJAgA5pe4/txf5ukqy82sfBE0e5No+uYmkaflyxdEtZG9j31388ADDwgAYs6cOWUa32QyiUaNGplfXt261S51oJqDfaCXwYEDB5CRkYGQkBCEhYUVGT527FgAwMaNGyu8LIlEAqlUCqlUCpnsdh8zcrkcUqm0xGYqREFL/NFZgEImxQ/juqB9Q88K14eIqDJ4uijw1ZNhWPpMJwR4qHAtLQ8Tlh3Hy7+exLVbeY6uHhFRrWXpb9ESvxb24IMPQqVSYefOndBoNPc03/Pnz2PBggWYOHFiqU0Y//bbb8jOzsaTTz6JwMDAUuf965E4vLbmLABgQq8meGNI6D3VjYjsQ+0sxydj2mHnzP54vEsjyJ0kuJiYhU//uYy+8/fgvs/D8eHGi9gXmWLXvtJjYmJw8eJFODs748EHHywy3J7X4x06dAAAaLVa3Lp1q0zTqFQqtGjRAgCQkJBQ4ToQEZFj2DtOvtv8Hn30UQBFz113myYsLAzBwcE4f/48YmNjS11+TEwMDh06BIVCgccee6xMdQaAwMBAyF09AQBqk+P7Hfd1U8LfQwmTAM7eyHB0dYioEtjz2FcaS7xf1rg9PDwc169fR0BAAO6///4KL59qFibQy+DsWfMNuzv7JLewlFvGKy8hBD799FPk5eXhvvvug1KptA5TKpXo27cvcnNz8fnnn9tMFxERiR+W/x8kSle4h/bEN091Qs+Qqu2TjojoXkkkEgxtG4idr/XH832aQioB/jmfhPsX7sXcLZeQma93dBWJiGqdc+fOASg+rlUoFGjbti00Gg0iIiLKPE+TyYQXXngBarUa8+fPL3X8Xbt2AQAGDx6MmzdvYuHChXjppZfwxhtv4O+//4bRaE68CSGwaEck3v37PIQAnu7eGP8d0brM/Z4RUeUI8XXDvLHtcfTt+/Hx6LboEewNJ6kEV1Ny8fPBGIz7+RjCPtyBSb8cx/8dicP1tIo9HGm5zm7bti3kcnmR4fa6HgeAq1evAjA/wO7t7V2maYxGI+Li4gAAAQEBFa4DERE5hj3j5IyMDFy7dg0Ain0Zq2HDhvDx8UFcXBwyMzOt5fa8B/3rr78CMCf/vby8Sh3fIi4xBfp8c+K8e5vgMk9XWSQSCboEmc/JJ+PSHVwbIqoMVZV/A27H+2WN2y3H0ieffBJOTk4VXj7VLLLSRyFLwNOwYcNih1vKLePdi9mzZ+PmzZvIysrCuXPnEB0djZYtW+L7778vMu63336LwYMHY9asWfjll1/Qpk0bpKWlYU/4XkjVgQgYNQ2Lx/fD/a3977keRESO4qaU4b0RrTG2c0N8vPkSDlxJxff7ruKPE9fxQt9gjOsZBHdV0ZulRER0b7KyspCRkQHg7nHtiRMncO3aNeuT2aX5+uuvceTIEfzyyy9lSjhduHABABAXF4dJkybZ3DT87LPPEBYWhj/WrsOSI2nYeNb8VPjUQc0x4/7mTJ4TVSPergo83T0IT3cPQma+HgevpCI8IhnhESlIztZi56Vk7LyUDABo28ADozo2wMMd68PPXXVPy6nM6/E7LVmyBAAwdOhQmwfa7+b3339HcnIyfH190atXrwrXgYiIqp6942TLOcnLywuurq4lzi81NRXXrl1Du3btbKazxzlv5cqVAIBnn3221HEL++SzxYDJCJeApujQunq0/NQpyAub/01kAp2olqqqeD86Otr6tvvDDz9c6vgajQZr164FcO/HUqodmEAvg5ycHACAi4tLscMtgZBlvHuxdu1aREdHW39v27YtVq5ciaZNmxYZt1WrVjhw4ADGjBmD06dPW28+QiqDS9OO+N+zgzAqrME914GIqDpoFeiB/3u+G8IjUvDxlku4kpyDBdsi8P2+q5jYuykm9G4CtTMT6URE5VU4VrVXXHvjxg288847GDBgAMaNG1emadLTzTe+3nzzTXTo0AFff/01WrdujQsXLmDy5Mk4ffo0ugwcDvXj8yB3kmLOw23wTI+gMs2biBxD7SzH8HaBGN4uEEIIXErMxp6IZIRHJONkXDrOx2fhfHwW5m65hL7NfTGmUwMMbRsApaz0tzgq83q8sC1btuCnn36CXC7H//73vzJNc/36dUyfPh0A8OGHH5Y56U5ERNWLvePk0s5dJc3PXue8Y8eOISIiAl5eXsV2f1KS06dP4+evzC2f9n1qWpmnq2xdgsxv0J+MS4fJJCCV8qFaotqkKuJ9g8GACRMmQKvV4vHHH0fnzp1LnWbDhg3IzMxEmzZtim1NhGo/NuFeBpb+xUvrf7w8rly5AiEEUlJSsHXrViiVSnTu3Bm//PJLkXF3796NsLAwGAwG7Nq1C2+sOoIGL/0EdY9HkHNqE+a/8hjS0tLKXRciIkeTSCQY2NIPW6f1xaLHOyDY1xWZ+Xos2hmJPp/uxidbLrGPdCKicipLzHqvce0rr7wCrVaLb7/9tszTWJpod3Z2xtatW9G9e3e4u7uje/fumPTxD5DIVciMuwhl8gWsnNSdyXOiGkYikaB1fQ+8MrAZ1rzUCyfeHYwPR7ZBWGNPmASwNzIF034/g56f7Ma8rZdLbeK9tOtxe7h06RKeeeYZCCGwYMGCMrXAkZubi9GjRyM1NRWjRo3CSy+9VGn1IyKiymXvOLks5667za+i96AtTQ4//vjjUCgUZZomKSkJY8aMgV6nhXuXkRgydFiZpqsKret7QCWXIjNfj6jkij0wR0TVV2Xk3yymTJmCAwcOIDg4GN98802ZprEcS/n2ed3FN9DLwN3dHYD5Ark4eXnmC343N7dyL8PHxwdDhgxBjx490L59e7z88su477770KhRIwDmN3UeffRRGAwGbN68BT+cysAfZ+Mg9/THD0sWYP8KP3z55Zf47LPPMHfu3HLXg4ioOpA5STE6rCEe7tAAW/5NxFe7ryDiZja+23cV3++/igEtfPF09yD0D/WF3InPghERWUyYMKFI2ahRozBq1ChrTAuY41cPD48i495LXLt27Vps2LAB7733Hlq2bFnmOrq7uyM1NRUPP/wwfHx8AADJWRrMXnsOeyJS4BzSFXmX92O4Txq6B9cr83yJqHrydlVgXM8mGNezCWJSc7HudDzWnLiOxEwNvg2PxuJfN8A9dh+Cfd3g76GC5b7ZZ599Bh8fn1Kvxy3l5b0ev3HjBoYOHYr09HTMnDkT06aV/sadXq/HI488gpMnT6JPnz5YtWpVuZZNRERVpyrj5NLOXSXNz83NDenp6RW6B20wGLB69WoAZU/6ZGZmYtiwYYiNjYV/hwFQ3vc8Wtcvug0cRe4kRdcm3tgflYq9kckIDXAvfSIiqjHscey7mw8//BBLly6Fv78/tm3bVqau527duoWtW7dCKpXiqaeeKtdyqeZjAr0MGjduDMB8YV0cS7llvIpQq9UYMWIEvvnmG+zYsQMTJ04EAGzatAlpaWkYNGgQFh5KxbrT8ZBIgHmPtMejXRohUPMYvvzyS4SHh1e4DkRE1YWTVIKHOtTHg+0CsetyMv7vSBz2RaZgT4T54+libi704Q710bWJN5zYjBcR1XHFtWLUpEkTjBo1Ch4eHlCr1cjMzMSNGzfQunXrIuPeS1y7ceNGAMCOHTuwb98+m2FnzpwBAEyePBkeHh549dVXMXbsWGt9YmJiEBQUBKNJYNXROMzfFoFsjQEKmRR9w1ph2+X9yMtkH4dEtU1TH1fMHNwCU+9rhp2XkvHrkThs/TcRUQc3I+qOcefMmQMfH59KvR5PTU3F4MGDce3aNTz33HP47LPPSp3GZDLhmWeewbZt29ChQwds3LgRzs7O97xsIiKqWlUZJ1vGsSSEiusHvbj5NW7cGOnp6bhx4wbat29frjps374dycnJCA4ORq9evUqta35+Ph566CGcOXMG990/GNFhkwGJFJ0ae5U6bVW6r6Uf9kelYvflZPynX4ijq0NEdmSPY19Jvv76a7z//vtQq9XYunUrmjVrVqbpVq9eDb1ej4EDB1pfcqW6hwn0MrA033bq1Klih1vKi/vnLg/LmzgpKSnWMstB4kqGEVdOx0MmlWDBo+0xOqwhAFifjGQT7kRUG0mlEgxu7Y/Brf0Rk5qLVUfjsO50AlJztFh19BpWHb0GtbMcfZv7YGCoH/q18IWvO/ugJKK6p7SmzTp06IB9+/bh1KlTRW4M6vV6nD9/HkqlEqGhoWVe5pEjR0ocdvr0aQDmt3sswsLCsGfPHkRdS8Sorw/i3/hMAEC7Bmp8/lgHzH9nLYCKte5ERNWbzEmKoW0DMLRtAKJHtsGvRybhz5M3kK0xAADkThIsOJSGp41u1uvs8+fPQ6/XQy6X28yrvNfj2dnZGDZsGC5fvowxY8bghx9+KFMz8ZMnT8Yff/yBFi1aYPv27fD09Lyn5RIRkWNUZZzs6emJxo0b49q1azh9+jT69OljM/zGjRtITU1F48aNoVarbepw9uxZnDp1CsOHDy8y37Kc8yxNDj/zzDOl1tNgMODRRx/F/v370atXL8yctxSv/HEJTX1cq909lfta+uGDjRdxIjYdWRo9PFTy0iciqiRGk0COxoAsjR55OiMMJhOMJgGDScBoEpA7SeEsd4Kz3Akqxe2fZWxFs1j2OPYVZ+XKlZgyZQpcXFywefNmdOzYsczTsvl2AphAL5PevXtDrVYjOjoap0+fRlhYmM3wP//8EwAwYsQIuyxv7969AICQkNtP07l7mZPq8VcuIXiIwNJnu2JgSz/r8OPHjwMwPzlJRFSbNfVxxTsPtsabw1rhcPQtrD8Tj20XkpCZr8emc4nYdC4RANAq0APdmniha1NvdG3iDX8PlYNrTkTkeA8++CD27duHP//8s8hNtU2bNkGj0WD48OFQqUo/Zi5fvhzLly8vdtiAAQOwd+9eHD58GD169LAdNngYFi5ciL//2YnA+qPh4azArCGheKp7ECBM2L9/PwCgU6dO5VtJIqpRQnzd8P5DbfDGkFBsOpeIlUev4ez1DGw+l4jN5xLR1McV/o1DcPNaNDZt2oTRo0fbTF+e63GtVouRI0fixIkTGDJkCH777Tc4OTmVOt3bb7+N7777Do0bN8aOHTvg5+dX6jRERFQz2DNOtszv22+/xZ9//lkkgb5mzRoARc9dDz74IFasWIE///wT7777rs2w06dP4+rVq2jdujWaNm1a7DJzcnKwfv16AKUn0IUQmDBhgjWptHnzZiw9nAQA6Nqker19DgBB9VwR7OuKqym52H0pGaPCGji6SlRJhBDQGkyQSACFk7RMDziWV67WgNQcLVJztEjJ1iE1R4vMfD2yNHpkawwFH73Nd1a+Hrk6Y7mWp3CSwlnhBFeFk/lbKYOz3PytkkuhcJJC7iSFXGb+WSGTQu4kgbzgZ8twF4UTAtQqBKqdUd9TBRdFzU7zVfTYV5wtW7ZgwoQJkMvlWLduHXr37l3maa9evYrDhw/D2dkZjzzySJmno9qnZv9nVRGFQoFXX30VH3/8MV599VVs377d2vTOwoULce7cOfTp0wddu3a1me6rr77CV199hdGjR+OTTz6xlm/YsAFyuRxDhw61OQHk5eXh448/xt69exEQEIChQ4cCAK4kZ+PXeC/ASQ5D5k30ztiF/i1uP4kTERGB//73vwBgbRqTiKi2c5JK0Ke5D/o098EnY9rhzPUMhEekIDwyGefjs3Ap0fz55XAcAKC+WoUOjTzRsZEnOjTyRLsGargqeRokorpl0qRJ+Pjjj7F+/Xr89ddfGDNmDAAgOTkZs2bNAgDMnDmzyHSWPs537dqFBg3Kd7NKozfil0Ox+OqIEcr6LaFNuIz6MVuw4afF1jdc/vvfDxAZGQk/P78iSTIiqt1cFDI81qURHuvSCBcSMrHq6DX8fToeMam50LceDlz7Ek//Zypm6wPwSO/WaB3ogb//XocNGzagadOmNi1dAMC6devw1ltvoVu3blixYoW13Gg04sknn8SePXvQt29f/PXXX1AoFKXWb+HChfjkk08QEBCAnTt32qULNyIiqj7sHSdPmzYN33//PZYuXYonnnjC+lBpVFQUPv74Yzg5OWHq1Kk28xo9ejSaNm2Ks2fPYtGiRZgxYwYAc1/qr7zySol1sPjrr7+Ql5eHHj16oHnz5ndd32nTpmHlypVo2bKltUWV47EXAQBdm5TeP7AjPNS+PpbsisKfJ28wgV7DZebrEXUzGxE3sxF1MwcRSdm4mpqDHI0B+XojTAUNRkgkgErmBFelEzxUcng4y+HpIofaufiPm1JmfQtcbzQhM1+P9Dwd0vP0SM/V4VauzpowT83WIV9fvkS4hUImhZtSBpnUnOR2kkrgJJVAbzRBozciX2dEnt4ISwMYOqMJunxzveypvlqFloEeaBngjlaBHmjbQI0gbxdIa0hXl+U99g0aNAjx8fFYsWIFunXrZi0/ePCgNU+2evVqPPDAA/dUH8vb5yNHjrS2/Ex1k0SU1n4NAQA0Gg0GDBiAo0ePIjAwEH379kVcXByOHj2KevXq4ciRI0X6T5gzZw4++OADjB8/3ubtHEt5/fr1ERYWBrVajaSkJJw5cwZpaWlQq9XYuHEj+vbtiz0RyZi66jSytQY4XdqGmI1fQQiB4OBghIWF4datWzh8+DC0Wi2GDx+O9evXQyZjQoiIHG/y5MnWJnZSUlJw9epV+Pn52TwteLdmfysiJVuLYzFpOB6bhmMxabiclGUNvi2kEqCFvzs6Fkqqt/B3Zz/qRFTrrV27Fo899hiEEOjfvz98fHywc+dOZGRkYOrUqViyZEmRaSwPfcbExJSpxaPCb6B369YdG88lYP7WCMRn5AMAguTZ+PfbqUi/lYJWrVqhdevWuHDhAi5fvgxnZ2ds2LAB999/v13Xm4hqnhytATsuJmHTmXis/nQmciMPQapygyqoA6TaHOTEnYNCocBfG//Bg4MH2ky7fPlyPPfcc+jfvz/Cw8Ot5UuWLMH06dMBmG/WlXRT7LPPPrN2r3bmzBl06tQJQgj07NkTLVq0KHaaSZMmFXnLkIiIag57x8mLFi3CzJkzIZPJMHjwYCgUCmzfvh35+flYuHChNUlU2KFDh3D//fcjPz8f3bt3R1BQEPbv34/ExESMGjUKa9euhVRafDPQDzzwAHbs2IGvv/4akydPLnE9169fb33wbPDgwahfvz50BhM2nkuAEMCwtgFwVcrw5ptvWh8QqA6up+Wh7/w9kEiA/bMGoqGXi6OrRKXI0xkQdTMHkTezEXkzGxE3cxCZlI2kLI2jq2alkkvh46a0frxd5XBXyeGuklm/PQr9fPtbBqWs9BaMLG/UW5Lp+ToD8nRG5GqNyNcbzN86I/L1RuiNJuiMJugNwvqzzmAy/1zwrTcKZGsNSMrMR2KGBtlaQ7HLdVfK0Lq+OZnetoEH2jVQo6mPW7W971meY1+TJk0QFxeHPXv2YMCAAdZyLy8vZGRkoGnTpujXr1+xy+vTpw8mTZpU7LDQ0FBERkZi8+bNxTYpT3UHE+j3ID8/H5988glWrVqF69evw8vLC0OHDsX//vc/NGrUqMj4JSXQz507h19++QX79+9HXFwc0tLS4OzsjGbNmmHo0KGYMmUK/P0D8P3+q5i/9TJMAujW1BvfPt0J/544jCVLluDIkSNITU2Fi4sLWrdujWeffRYvvvhimZqdIyKqCpbkyd1U1SkoR2vAvzcycfZGBs5cy8DZGxlIzCwarLsonNC2gRphBQn1jo08EahWVWpzUUREjnDw4EF89NFHOHLkCHQ6HVq1aoVXXnkFzz33XLHjlzeB/uOfW7E+0RXnbpj7OQ/wUOH1IaEYE9YAyck3MWfOHGzevBk3b96Et7c37rvvPrzzzjto06aN3daViGqH9FwNZv53LtavXomMmzcgkaugatQW6j5PQ+EbhBBfV/QMqYcewebPpj9/KzaBbrlOL03h4114eDgGDhx49wkALFu2DBMmTCjnGhIRUXVg7zh548aNWLBgAU6fPg0A6NixI9544w08/PDDJdbhwoULeP/99xEeHo6cnByEhIRg4sSJmD59eon3fhMTE9GoUSNIpVIkJiaiXr16Jc7f8pBZae5MSlUHT/1wBIeib+E//YLx9vBWjq4OATCZBBKzNIhNzcXV1FzEpOQiJjUH0Sm5uJ6eh5Ju/QWqVWjh747QAHc093NDc393eLnIC/oNN/+da/RGaPUm5OoMyMzTIzNfj4x8PbLyC34uKLN88nQGOEmlkBW8Ca52lsPbVQFPFzm8XRTwclXAx00JX3eFNWFe01unzMzTIzI5G5cTs3AxMRsXEzJxKSkbOoOpyLjOcie0rm9Oprep74FWgR5o6uNabbbBvR77Skqgl+U+7p05O4tjx46he/fu8PX1RUJCAl9WreOYQK+GbuVo8dqaswiPSAEAPNG1ET4c2RYKWfFPFxIR0b27maXBmesZOHM9A2evZ+DcjUzkFPPUZmNvF/Rv4Yt+LXzRK6RetQkqiYiqs+iUHHz6z2XsuHgTAOCqcMLLA0LwfJ9gOCv4wCcRVYzeaMKpuHTsj0rFvqgU/BufWeTmbHM/N2tCvXtTb9RzUzqmskRERDXAK6tOYfO5REweEIJZQ6vPW+d32nM5Gc8tPw6VXIr9s+6zdgVF9qM3mpCjMSBHe7sP8Byt+fe0XB2SMjVIzNQgKUuDpILv4pK1Fj5uCrTwd7d+QgPc0MzPHWpneRWuVd2iN5pwJTkH5+MzzZ+ELFxMyCqxyXpfdyWa1nNFEx8XNPFxLfjZFU3qufL6neo0JtCrma3nk/Du3+eRmqOFUibF+w+1wZPdGvHtRyKiSmY0CUSn5Ngk1S8nZcNYqO13uZME3Zp6Y2jbQAxtE8ALNSKiOyRnafDl7itYdewajCYBJ6kET3ZrhGmDWvCYSUSVJjNPj6Mxt3DkahoOX72FS4lZRcYJ9XdHj2Bv9Ayph25N68HbtfR+z4mIiOqCfJ0RXT/eiRytAesm90JYYy9HV6lEQgiM+uYQzl7PwBNdG+HTR9o7ukrVkhDmZr4tb22n5+mQlqtDRp6+4FuHtDw9MvJ0yMzXI0djQLbWnCzX6EtOhpdEJpWgcT0XBPu4oqmPOfna1McVLfzd4cOHGKsFo0kgJjUH5+Oz8G98Jv6Nz8SV5Byk5eruOl2AhwpNfFzQ1McVIb5uCGvshXYN1HzZk+oEJtCridQcLd5ffwGb/00EYH5a/sunwtAyoPj+2IiIqPLlag04HH0LeyNTEB6ZjOtp+dZhUgnQvWk9DG/PZDoRUUq2Fkv3RuPXI3HQFrx9cH8rP7w5rCWa+bk7uHZEVNek5+pwNCYNR67ewpGrt3A5KbvIOC0D3NGvhS8GhPqiS5A3bwISEVGdtebEdbzx5zk09HLGvjcGQlpN+0i2OHr1Fh7//ggAYNlzXTEw1M/BNSofIQQy8/W4npaPG+l5uJ6eh1s5OuRoDcgteOM7T2eE0SQgCsYXAhAATELAaBIwGM3fxoLf9UYTcrQGZOXrYapg1kcll5r7+1bK4FbQ57faWY4AD2cEqlUIsHw8VAhUqyBzYixVE2Xm6RF7Kxext3IRk5qL2NRcxNzKQ2xqLjLz9cVOo5RJ0bGRJ7o28Ub3YG90CfLmm+pUKzGB7mAGowm/Hb+OhdsjkJ6nh5NUgpf6B2PKfc2hkvOgQ0RUXQghEJOaix0Xb2LLv4k4W9CfL2BOpvcIroeHO9TH0LYB8HThG01EVDfcytHi+31X8cvhWOubCp2DvPD6A6HoGVJyv4tERFXpVo4Wx2LMb6cfuXoLkTdzbIa7KpzQp7kPBob6YUCoHwLUKgfVlIiIqOqN/Pogzl7PwKyhoZg8oJmjq1MmczZcwPJDsXBTyrD6xR5oU1/t6CoVka8z4lauFum5eiRm5uN6ekGivCBhfiM9v9iuBO1JJZdC7SyHl4sCXi4Ka3/gXgX9gXu5yKF2lsNdJYeb0pwkd1fJ4KqUQc6EeJ2XnqtDzC1zUj02NReXk7JxIi69yFvrCicpOjb2RK+QeugV4oOOjTz5cCrVCkygO4jJJLDz0k18vj0SETfNT8O3CvTAgrHt0bZB9TvhExGRretpedjyb2KRZLrcSYJ+zX3xcMf6uL+VP/tMJ6JaKTEzH8sOxuLXI3HI05n7UevYyBMzB7dA3+Y+7H6IiKq11BwtDkXfwt6IFOyNTEZqju1NwJYB7hjY0g8DQ/3QqbEn36iiaksIgZQcLW5maqExGCEE0MDLGYEeqmr/BikRVQ+Wt7nlThIcfmtQjWluW6M3YvzPx3A0Jg3Bvq7YNr1fpSZ8TSaBjHxz8+eFP+l5OtzKKfjO1SG9oPxWrrbMTaH7uivR0MsZDb1c4OeutCay3ZQyOCuc4CSVQCqRQALAfJklgVQCyJ2kkEolkEklcCr4lkolcFea3xT3cJbzBT2yOyEEolNycTw2DccLHlBNzNTYjKOSS9G1ibnrpF4hPmhb34PxNNVITKBXMaNJYPO/ifh69xVr4tzTRY4Z97fAU90b88kuIqIa6HpaHjaeS8CGMwk2TYSq5FIMauWPhzvUx4BQXyhlvHAhoprtYkIWftx/FRvOJsBQ0CZguwZqzBzcAgNCfZk4J6Iax2QSuJCQhT0RydgTkYwz1zNQ+C6Ju0qGfs3NTb33D/WFnzvfTifHSs7WYMfFm9h+4SbO3chAel7R5lUVMik6NvREz5B66B/qi44NPZlQJ6IiTCaB0d8cxNkbmXimR2N8NKqdo6t0TzLz9bjvs3DcytVhUp+mGBXWAEH1XOCmlJV4XSKEgNZgQpZGj2yNuanzLI3BmvhOy9UhLU+HtJyC71ydtc/w8jSJrnCSwttVAT8PJRp5uZgT5d7mb8vvTHJTTSaEQNytPByKvoVD0ak4HH0Lt+54Q91dKUP3YG/0DPFBz+B6aBngzriEagQm0KtIYmY+/jxxA6tPXMeNdHMfum5KGZ7tGYQX+wWzuV8ioloi6mY2NpxNwIazCYi7lWctd1fJMKRNAB7uUB+9QurxyUsiqjFytQZsOpeA345dx5nrGdby7k298WL/YAwM9WPinIhqjbRcHfZHpWDP5WTsjUwpkpwM9XdH+4ZqtGuoRpv6ajTzdYPaRe6g2lJdcjkpC0vDo7HxXCKMhbI4Egng766Cs8IJJiGQkJEPvdH2Vp+fuxIPtPHHkDYB6BFcjy9vEBEAYNnBGHyw8SJcFU4If2MgfN1rxtvnha08God31p23KZNKAHeVHK4KJ5gErP2DG00CeTpDkWPkvfBQyeDtqij4KOHtKi/+20UBbzcFXBVOvFaiOkUIgajkHBy6kopD0ebuk7I0tl0VqJ3laFPfA60DPdCmgQdaB6rR1MeVzb5TtcMEeiVKydZi16Wb2HohCfsiU6xPqamd5ZjYuykm9GrikAvtlJSUKl8mEdUuvr6+jq5CtSeEwL/xmdhwJgGbziUiKet2c0YeKhn6NPdB3+a+6NfCFw08nR1YUyKiojR6I/ZGpuCffxOx4+JN5BY00y6TSjC0bQBe6BuMDo08HVpHxrRENUdNjR2NJoGzNzIQHpGC8IhknCvUbU9h3q4KNPVxRVMfVzTyckGgpwr11c7Wb2cF3yyj8jsem4Zvw6Ox+3KytaxDQzWGtg1En2Y+aO7vZvP2otEkEHcrF0dj0nAgKhV7I1Ns+tj1UMkwqJU/hrTxR1hjL/i5K5ncIaqDDkWnYvzPx6A3CnzwcBuM79WkXPNxdExuNAmsOByLg1dScSU5p0iiriQSCeCqcIK7Ug43lczaL7i1f3AXOTwL/e7pKoens4IPIBHdI6NJINWgxKFoc0L9eEya9f5CYVIJ0NDLBU18XNG0nguC6rmiiY8L6ns6o76nMzxUfGCVqh4T6HaUma/HqWvpOBmbjkPRqTh9R9Nv3Zp644mujTCsbaBDL6B5YUREFcVTx70xmQSOx6Zhw9kEbPk3scibTME+rujY2BMdGnqifUM1WgV6sAkvIqpSQgjEpObi4JVUHLxyC/ujUmwuapvUc8ET3RrjkU4Nq82bKYxpiWqO2hI7puZocfpaBv69kYFz8Zm4mJCF5GxtqdN5usgRqHZGfbUKgZ4q888F34FqFQLUKnb1QzZMJoHdl5Px7d5onIxLB2C+sTysXSBe7h+Ctg3UZZ6X1mDEoehb2HY+CTsu3izSrKrl79PHTYEVE7vx/EpUB5yMS8fTPx6BRm/C8HYB+PqpTuX+3+cxg4hKU/haQG80ISIpGxcTsnAxMQsXEjJxKTHb5mG/4rgpZdb4ub6nOa6u72mOpf08lPB1V8FDVXL3DUTlwQT6PTKZBFJztIjPyMeN9HxEJecgMikbkTezEXMrF3duzfYN1Rjcyh8Ptg9EsK+bYyp9Bx5EiKiieOooP4PRhHPxmdgXmYL9Uak4fS29SD9acicJmtRzRVDBE5dB9VzQyMsF9dwU8HIxNxXmwmbAiKgCdAbzReuZGxk4fS0dh6NvITFTYzNOfbUKw9oFYni7AHRq7FXtjjnVrT5EVLLaHDvmaA2ITc1FTGouYlNzEZ+Rj4RMDRIz8pGYqSn1ZqCFj5vCmlC33AwM9LQk3Z3h765kF0B1gEZvxKZzifh+XzQib+YAMPef+0jnhvhPv2A09XGt0PyNJoGTcenYdiEJeyNTcDUlx3ot4u2qwKn3Bld0FYiomtMbTRi+ZD+iknMwMNQX3z7TuUIP8DMmJ6LSlHYtIIRASrbWHE/fykVMah5iU3MRl5aHxMx8ZNzxIlJJVHIp/NxV8HNXws9DCT93FXzdlfD3sC3zcpHz2EVlUusT6OfjM3E9Lc/a34nJJGAq6PdE3NEHikZvhEZvgsZgRL7OCK3BiKx8A9LzdEjL1SEjT4+0XB10RlOJy2tSzwWdg7zRtYkXBoT6IUCtqsK1LRseHIioomr5qaNKZebrcSI2DWdvZOLcjQycu5GJtDveCimOQiaFm1IGZ7kTVHIpnBVOBT8X+sjM5ZaflfLC40jv+HaCSnb7d8t4SpkUUinPG0Q1mc5gwpXkHFxMzML5+EycuZ6Bi4lZ0BlsY1qFkxSdg7zQp7kP+jTzQfuG6modN1bnuhGRrbocO2Zp9EjM0CAhMx+JGRokZuYjoeA7MVODhIx8aA0l32OwkEoAP3fLG+wquCpk5vivIAZ0lpt/VsqkUMoKvuVSqGROUMoLlcmcoFJIzdPLnRjnVRPXbuVh5bE4/HH8urW1KjelDM/0CMLE3k3g51E595Y0eiOiU3KQkq2F3igwuLV/pSyHiKqORm9EUsH5JT7DfM5JytIgOUuD5GwtEjPzkZqjg7erAnteG1Dh7kUZkxNRaSp6LZCnMyAhw3xcS8zMR3yG+WHVhIJ4OiVLi+wyPrQKmF9c8nVTwtfDnEx3U8rgrpLDXSWDm9L8cVU6wUVh/naW2/7uopDBReHELh3qgFqfQJ/95zmsPnHdrvOUSoAAD/NT4cG+rmjh747QAHe0DPCoNk1a3g0DGyKqqFp+6nAoIQTiM/JxNcX8pGVcwROX8en5SM/T4VaurkjSq7IpZcUl6KXW353l5huzdybhVYXKlDaJeqnNfAqPo5RJeZ4iKichBFJzdLiSnINLiebm0C4mZCEqORt6Y9HjttpZjg6NPNGhoRrdmnqjS5B3jeqnl8cKopqDsWPJhBBIz9MX3BC8I8FekHi/maUp9jheURIJ4CJ3gotSBleFE1yVMrgqZHBROsFVUfRGoZvSfLPQteDb/LsMSnnxNw/vttulEsBJKoFUIoFUKjH/LpFAIpHASSqBk0QCqRRwljvVyjfvTSaBiJvZ2BeZgm0XknDqWoZ1WH21Cs/0DMLT3YOgdmZ/n0R0m0ZvRHKWFklZt5PiloexzAlzDVJzSu9aRCGTYuFjHTCiff0K14kxORGVpiquBfJ1RiRnmx8USs7SWn++maVBSqGyO7vVrAiFk9QaN7sonMzxcUES3l1lTsx7qGRwU9km6C0/uxeUu/Ch1mqr1ifQl+6Nxq5LN80XZQUXYpKCC7XbF2fm31UyJ6gUtjf/3VUyeLsq4OmigLeLAl6ucvh7qGr00yUpKSmOrgIR1XC+vr6OrkKdJYRAvt6ItFwd8nTmFlPy9eaPRmeExmBEnq6gRRW9EVq9ERqDCfk6o7mlFYOpoMUV4+2WV/Tm6TR6k3UelXGTtiwkEnPC3vL2u+VbWXButrw9ZS23lN0xTCGTQiaVmD9OEsikBb87Sa1lTlIJ5E5S87e04LtQueU+gOWGgKSgfuafJYV+hvUHScFvJnFHizcFLeCYP7d/v9swk8k8H6MQEELAWPC7uTUdFCoX6N3MB/6V9GYSmaXmaOEkMf/tyJ2k1r+dqqY1mG+a3Sy4aRZ3Kw9XU3IRnZKDqyk5yNIU/9S1u0qG1oEeaFNfjQ6N1OjYyBONvV1q9A0vxrRENQdjx4qxdCVnaRr+ZpYGeQWxX17hWFBvhFZvgtZggtZgNH8XtLJnLjeX5euNd01uVzcKJylUcqn1bR9nhflGpZv1xqMMbkrzjUgP1e0blu4q2xuUbkpZlSbjdQaT+QHYHB1u5WoRm5qL6JRcXEnOwbkbGUXO2f1a+OLZHkEYGOpbKx8aIKrtTCYBndFkvc7WGgpdlxdch1uO1fmFj98F33m6QsMsx3i9oeBa3oQcrQGZ+WVvxri+pzMaeDqjvtoZ/moVAjxU8PcwN2XcwNMZXq4Ku6w3Y3IiKk11uhbQGUxIydFaW+XIzNcjR2NAjtaAbI2+4Nt87M3VGZCnMyJXa/62/Gy4sy/OCpJIzC0PuVsS74WS69YkfKHY1k1lHlfmJIWTFNa8p+XbqeDhVInEfJfSkhuVSMzLsvxsLYPE+nCrRHJ7epucKgCDScBgMkFvFDAYTTCYBPRGEwzGwuUCXq5yNPRyses2cpRan0AnIiKie2cwmqzJdku3Jvm6292cWC7+tXqTzU3b2zcICiXnC3WRotGbzEn9O5L5do4965xfJnZD/xbV54KkNmr3/rYiTYJJJYDMSQqFkxRyJwmUMvPDGwqZuTUFhcw8TCl3Mn8XLpdJIZNKbR62MAlYuxvK15svzHK1RuRozRdzWRp9qX1/SSRAQy9ntArwQOv6Hmgd6IFWgR5o6OVco5PlRERkP8J6njEiT2c+1+TqDNabgzlaA/K0BuQWumFoM8xmGnPcd+cZ5s5zTuFfhUCxDxJazoWVybngRQnLDUiFrFCi+o5lC5jrYzCZbxIaTQKGgi4ADSYTjMbCvxcqL/i9tLttLgondA7ywgOt/TG4dUC17AKQ7Ot8fCaW7o0u1MqCxKY1BmurDAUv+0gLfrfc/JYUuhluvfFd8LOk8M1w3P6fs/wdFv5zvF0mbH6HzTjijnHLNr24Y6SyTCdw+0Fhy0PDRpOwdsVp83NBvHznsaNwuWVcAVhbs7DdvsVs84LkQOH/Y73x9v+1odD/u74gaaAtfH1rMFVZS3FKmRQBahX83VUFiXEl6ns6306Yezqzf18iokqkM5jM8bDOiPw74uJcrQHZlmS8xpyMtyTmszQGc5n29jB7J+Org2d7BOF/o9o6uhp2IXN0BYiIiKj6kTlJ4eZk7me9sglhvjlhTrDffkPK8tR+4TepNIXenir8lpXlqX7LODqDqeAGh6ngpmfBjQ/rz7dvhOoLboDqC98QMQoImG983r4JZHuzRxSqv4DtjSObJzcLbtJIbW7SoNjWcSw3dGxv5tg2aVrctJ5s3rPSGYu5s2gS5gun2zfL7NcU2N0oZFL4eygR4KFCQy8XBPu4IsTPDcG+rmhSzxUqec1php2IiKqeRCIpeJtbBqD6dUNneZjMYBLQFLyVaWl5KU9nsCb/c7R6ZGsK3YzUmH+3vEGUrbl9A1OjN5+rLQ9+JmeX3sSxPUglgLerAt6uCjT2dkGIrxtCfN0QGuCONvU9+KZ5HXMzS4NN5xIdXQ2qAuaWTm1bVlMUdI3mUtA9mrNCBueC1jUsXaO5KMyto7rIza1tWLpSc5Y7wVXpBF83FTycZUyOExE5kPmlCAU8K/iStRACWoMJWZYYtiCpnqPVF4pvDdaYt3Bsm1OQfDcWeqjMWCiGFqLgfqXlwVXcfoC1uLLysLxUIi9o8VNe0AKom6r2pJ35BjoRERERURlYHrCwPGShN5qgNwnoDeYy80Mc5oS61mA0J9eNlt9N1mS7ZZjBJGz6frU8QCGRSMxdCSll5v5olU7W5mn93JXw5BslRERE90RnMJnfCNKYW3SxNM+pN979jVGpxNwlkJPT7S5/LF0ByaSWb6nt7wU3DxVOUrirZOzTkqyup+Vh56WbhW50F3rz+o6umm6/ZY3bD/beeQMct2+O33kzHALWvqYs3UwVDh8tP0ruGMemTGI79j1Pb/296P/AndNZ3wov9Ha+U6E38Z3uaJ7W+va+zbi20wGSO1q4MHeTZSy8zQu9uS6AQl2ASeAklVq7+LL8fnuYxCY5bvOzTMqHY4iIqMYonGg33tlKlOl2N5Uyy3mwIC6uCzEuE+hEREREREREREREREREREQA+DgcERERERERERERERERERERmEAnIiIiIiIiIiIiIiIiIiICwAQ6ERERERERERERERERERERACbQiYiIiIiIiIiIiIiIiIiIADCBTkREREREREREREREREREBIAJdCIiIiIiIiIiIiIiIiIiIgBMoBMREREREREREREREREREQEAZFW9QCEEdDpdVS+WiIiIiOxIoVBAIpE4bPmMKYmIiIhqNsaTRERERFRRlRVTVnkCXafT4dNPP63qxRIRERGRHb355ptQKpUOWz5jSiIiIqKajfEkEREREVVUZcWUEiGEsPtc76K8T3cmJSVh+fLlmDBhAgICAiqhZsRtXLm4fSsft3Hl4vatfNzGlYvb1774xlDtwv+P6oX7o/rgvqheuD+qF+6P6qOm7ou6Ek/W1P1TG3DbOw63vWNx+zsOt73jcNs7liO3f615A10ikZTrSQCFQmH9duTTqbUZt3Hl4vatfNzGlYvbt/JxG1cubt/apbwxJRWP/x/VC/dH9cF9Ub1wf1Qv3B/VB/dF+VRVPMn94zjc9o7Dbe9Y3P6Ow23vONz2jlUbt7/U0RUgIiIiIiIiIiIiIiIiIiKqDmpMAt3NzQ39+/eHm5ubo6tSa3EbVy5u38rHbVy5uH0rH7dx5eL2JSoZ/z+qF+6P6oP7onrh/qheuD+qD+6L6o37x3G47R2H296xuP0dh9vecbjtHas2bv8q7wOdiIiIiIiIiIiIiIiIiIioOqoxb6ATERERERERERERERERERFVJibQiYiIiIiIiIiIiIiIiIiIwAQ6ERERERERERERERERERERACbQiYiIiIiIiIiIiIiIiIiIADCBTkREREREREREREREREREBMDBCfTjx49j+PDh8PLygqurK7p164ZVq1aVefoDBw7gtddeQ+fOnVGvXj2oVCq0bNkSs2fPRkZGRuVVvAap6Da+k16vR8eOHSGRSNCyZUs71rRmstf2zc7Oxvvvv4+2bdvCxcUFnp6e6NSpEz744INKqHXNYY/tm5GRgf/+979o37493N3d4ePjg65du+Krr76CRqOppJrXDL/++itefPFFdOnSBUqlEhKJBMuXL7/n+ZhMJnz11Vdo3749nJ2d4evri8ceewxRUVH2r3QNYo/ty/Pc3dnrb7gwnueorkhKSsKkSZMQGBgIlUqFFi1a4MMPP4ROp7un+UgkkhI/n376aSXVvnax17640+TJk637IikpyU61rf3ssT/i4uLw0ksvoXPnzvD19YVSqURQUBAefPBB7Nq1qxJrX/vYY39ERUVh7ty56NevH+rXrw+FQoFGjRph3LhxuHz5ciXWvnax17Hqyy+/xHPPPYf27dtDJpNBIpEgPDy8cipdw9njepjXalWPxy3H4XGq8vG45DgV3fbJycn45JNPMHbsWDRt2tR6nUBlwzyW41R024eHh+Opp55Cq1at4OnpCRcXF4SGhmLixImIiIioxJrXfMwtAhAOsmfPHqFQKISbm5uYNGmSeO2110TTpk0FAPHxxx+XaR7+/v7CyclJ9O/fX0yfPl3MmDFDhIWFCQAiJCRE3Lx5s5LXonqzxza+03vvvSdcXV0FABEaGmrnGtcs9tq+cXFxIiQkREgkEjF48GAxa9YsMW3aNPHggw+Kdu3aVeIaVG/22L7p6ekiODhYABB9+vQRr732mnj11VdFSEiIACDuu+8+YTQaK3lNqq+goCABQPj4+Fh/XrZs2T3P54UXXhAAROvWrcUbb7whxo0bJ5RKpVCr1eLChQv2r3gNYY/ty/Pc3dnrb7gwnueoLkhMTBSNGzcWEolEjB49WsyePVv07t1bABBDhw69p3MjABEUFCTef//9Ip/9+/dX4lrUDvbcF4Xt3LlTSCQS6/EsMTHRzjWvney1P3bs2CE8PT3FsGHDxOTJk8Wbb74pnn32WeHh4VGha7G6xl774/HHHxcARNu2bcVLL70kZs2aJYYNGyYACGdnZ7Fv375KXpOaz97nDQAiMDBQBAQECABiz549lVf5Gspe9xt4rVa1eNxyHB6nKh+PS45jj22/Z88eAUBIJBLRokUL4eLiIhyYGqpRmMdyHHts+3feeUc0atRIjB07VkybNk288cYbYsSIEcLJyUkolUqxe/fuSl6Lmom5RTOHHCX1er0ICQkRSqVSnDp1ylqelZUl2rRpI2QymYiMjCx1Pp9++qlISEiwKTOZTOLll18WAMTkyZPtXveawl7buLCTJ08KmUwmvvjiixr1R14Z7LV9DQaD6Nq1q3B2di72YK3X6+1a75rCXtt33rx5AoCYMWOGTblWqxVdu3YVAMTevXvtXv+aYseOHSI2NlYIIcQnn3xSruTj7t27BQDRt29fodForOWWG/f9+vWzZ5VrFHtsX57n7s4e27gwnueorhg3bpwAIL755htrmclkEuPHjxcAxM8//1zmeQEQ/fv3r4Ra1g323BcWWVlZIigoSIwZM0b079+fCfR7YK/9odVqi71RHx8fL/z9/YVcLhfp6en2qnatZa/9sWzZMnHmzJki5b/99pv1Bj7dnT2PVZs2bbIek1588UUmpophr+thXqtVPR63HIfHqcrF45Lj2GvbJyUlib1794qsrCwhhBChoaFMoJcB81iOY69tn5+fX2z5zp07BQDRpUsXu9W5tmBu8TaHHCW3bdsmAIjnnnuuyLDff/9dABBvvfVWueefkJAgAIg2bdpUpJo1mr23sVarFe3atRN9+vQRJpOpRv2RVwZ7bV/LuO+9915lVLPGstf2tVzo7Nixo8iwt99+WwAQa9assUuda7ryJh+ffPLJEh9EGDp0qAAgIiIi7FTLmsseyd3CeJ4rqqLbmOc5qiuysrKEUqkUwcHBwmQy2QxLSEgQUqlU9OzZs8zzYwK9/Oy9LyxeeOEF4e3tLZKSkphAvweVtT/uNHr0aAGg2MQI3VZV+6NFixYCgEhJSanwvGqrytwXTEwVz17Xw7xWq1o8bjkOj1OVj8clx6msPAoT6GXDPJbjVPa2F0IILy8v4enpWaF51EbMLd7mkD7QLf3GPPDAA0WGWcr27t1b7vnL5XIAgEwmK/c8ajp7b+M5c+YgKioKP/30E/tHgf227+rVqwEAjz76KK5fv46lS5fi008/xZo1a5CTk2O/Ctcw9tq+bdq0AQBs3brVplyv12Pnzp1wdnZGz549K1jbui08PByurq7o3bt3kWFDhgwBULHjORWP5zn743mO6orDhw9Dq9Vi8ODBRf7WAwMD0a5dOxw9ehQajabM88zIyMCPP/6IuXPn4ocffmD/hWVUGfti+/bt+OGHH7B48WL4+/vbu8q1WmXsjzvdunULR48ehYuLC4KDgyta5VqtKvYHwJiqLKpqX9Bt9roe5rVa1eJxy3F4nKp8PC45TmXnUejumMdynMre9ocPH0Z6ejratm1b7nnUVswt3uaQ/0zLTbXmzZsXGebl5QUfH58K3Xj7+eefARS/g+sKe27j48ePY/78+Zg7dy5atGhh13rWVPbavidOnAAAHDhwADNmzIBWq7UO8/X1xR9//IEBAwbYp9I1iL2276RJk/B///d/+Pzzz3HixAl07doVWq0WW7duRXp6OlatWoUGDRrYvf51RW5uLhITE9G2bVs4OTkVGW7Zf0yk2B/Pc/bF8xzVJXc7x1rKz549i6tXr6J169ZlmufZs2fxwgsvWH+XSCR4+umn8d1338HFxaXila6l7L0vsrKyMGnSJAwfPhzPPvusXetaF1TG/0ZsbCyWL18Oo9GIhIQEbNiwARkZGVi6dCnc3d3tVvfaqDL2x52OHTuGCxcuoGvXrvD09CxvVWu9qtgXZMse18O8Vqt6PG45Do9TlY/HJcep7DwK3R3zWI5j720fHh6O8PBwaLVaREVFYdOmTfDx8cGiRYvsVufagrnF2xySQM/MzAQAqNXqYod7eHjgxo0b5Zr3mTNn8MEHH8DPzw+zZs0qdx1rOnttY61WiwkTJiAsLAyvvfaaXetYk9lr+yYnJwMApkyZgtdffx2vvvoqVCoVfvvtN7z++usYNWoULl26hMDAQPtVvgaw1/Z1dnZGeHg4XnzxRfz666/WJ6OkUileffVV9OnTx36VroPKsp8Kj0f2wfOcffE8R3WNvY/dr7/+Oh599FE0b94cEokEp0+fxttvv41ff/0VBoMBv/32m30qXgvZe19Mnz4dmZmZ+O677+xTwTqmMuKa2NhYfPDBB9bf3dzcsGzZMjzzzDMVqGndUNlxZmZmJsaPHw+pVIr58+eXr5J1BGP+qmeP62Hut6rH45bj8O+98vG45DiVmUeh0jGP5Tj23vbh4eE212bNmjXD77//js6dO1esorUQc4u3OaQJ98oSExODESNGwGg04vfff4ePj4+jq1Tjvffee4iKisLPP/9c7NOBVDEmkwkAMGLECHz66ado2LAhfHx8MGXKFMyYMQOZmZn46aefHFzLmis1NRWDBw/GkSNHsHnzZmRkZCApKQlLly7FsmXL0L17d6Snpzu6mkRlxvOc/fE8RzWVj48PJBJJmT+WJrjsbcGCBejWrRu8vLzg6emJgQMHYteuXdaL0QsXLlTKcquT6rAv/vnnHyxbtgzz589Hw4YN7T7/mqQ67A+LAQMGQAgBnU6HyMhIvPTSSxg3bhymTp1aacusbqrT/rDQaDQYM2YMLl++jP/97391psWv6rgviKqj6vi/UleOW9Vx2xMRVQbe36t6c+bMgRACOTk5OHbsGFq2bInevXtj1apVjq5arVUb7rk65A10y5MLJT1RlpWVVeLTDSWJi4vDwIEDkZKSgrVr12LgwIEVrmdNZo9tfOrUKSxcuBDvvfce2rVrZ/c61mT2+htWq9VITU3Fww8/XGTYQw89hHnz5lmbea9L7LV9Z86ciUOHDuHs2bNo3769dd4vvPACjEYjXn75ZSxevNjm6TMqu7Lsp8LjUcXwPGd/PM9RTfbkk08iOzu7zOMHBAQAqJpjt4uLC5588kn873//w8GDB9GmTZtyz6smcPS+yMvLwwsvvICBAwfiP//5T5nrUVs5en8URy6Xo3nz5liwYAHy8vLw5ZdfYtiwYRg2bNg9z6umqW77Q6vVYvTo0di9ezfeeustvP322/c0fU1W3fYFlcwe18Pcb+VX3f5X6tJxq7pte7qNxyXHqYw8CpUd81iOU1l/+66urujatSvWrVuHLl264D//+Q8GDx4MX1/fCtW3NmFu8TaHJNAL92lyZxMJ6enpSE1NRa9evco8v9jYWAwcOBAJCQlYs2YNRowYYdf61kT22Mbnzp2D0WjEnDlzMGfOnCLDIyIiIJFIoFarkZGRYa+q1wj2+hsODQ1FampqsX1XWcry8/MrXN+axl7bd/PmzfD29rYmzwu77777AAAnT560Q43rJldXVwQGBiImJgZGo7HIk2Sl9UNGZcfzXOXgeY5qsi+//LJc05XWt2BUVBSkUimCg4PLXTcA1ifo8/LyKjSfmsDR+yI5ORnx8fGIj4+HVFp8A2OW7oBOnz6Njh07lqu+NYWj90dpHnjgAXzzzTcIDw+vEwn06rQ/NBoNRo0ahW3btmHWrFmYO3duuepWU1WnfUF3Z4/rYV6rlV91+l+pa8et6rTtyRaPS45j7zwK3RvmsRynsv/2ZTIZBg4ciLNnz+LEiRN14tqsrJhbvM0hTbj3798fALB9+/YiwyxllnFKExsbiwEDBiA+Ph6rV6/GyJEj7VfRGswe27hFixZ4/vnni/0A5idRnn/+eYwbN87Ota/+7PU3bEniXrx4scgwS1mTJk3KW80ay17bV6fTISsrCzqdrsiwlJQUAIBSqaxIVeu8/v37Izc3FwcPHiwybNu2bdZxqPx4nqs8PM9RXdSjRw8olUrs2LEDQgibYYmJifj333/RvXt3qFSqCi3n6NGjAOpmHFNW9toX7u7uJR7LLG9mPfXUU3j++edRr169Slufmq6q/jcSEhIAmG/YUMnsvT8KJ6Fef/11zJs3rzKqXStV1f8G3Wav62Feq1UtHrcch8epysfjkuPYM49C9455LMepir99XpsVj7nFQoQD6PV6ERwcLJRKpTh9+rS1PCsrS7Rp00bIZDIRERFhLU9JSRGXLl0SKSkpNvOJiYkRQUFBQiaTibVr11ZV9WsEe23jkgAQoaGh9q52jWGv7Xv16lWhVCqFn5+fuHHjhs18OnbsKACInTt3Vvr6VDf22r5DhgwRAMS7775rU67RaKzDvvzyy0pdl5rik08+EQDEsmXLih1e0jbevXu3ACD69u0rtFqttXznzp1CIpGIfv36VWa1a4zybl+e58quvNu4JHX9PEe127hx4wQA8c0331jLTCaTGD9+vAAgfv75Z5vxc3NzxaVLl0RcXJxN+alTp0Rubm6R+f/xxx9CIpEIHx8fkZ2dXTkrUUvYa1+UpH///gKASExMtGu9ayt77Y+jR4+K/Pz8IvOPjY0VjRo1EgDE/v37K2clahF77Y/8/HzxwAMPCABi5syZVVL32qayjlUvvviiACD27NlTGdWusex1PcxrtarH45bj8DhVuXhccpzKuscfGhoqHJQaqlGYx3Ice237vXv3CpPJVGT+27ZtE3K5XKjVapGTk1Np61ETMbd4m8OOkrt37xZyuVy4ubmJF154Qbz22muiadOmAoD46KOPbMZ9//33BQDx/vvv25QHBQUJAKJHjx7i/fffL/ZTl9ljG5ekJv2RVxZ7bd8vvvhCABD16tUTkyZNEq+88opo0qSJACD+85//VNHaVD/22L6nT58W7u7uAoDo1q2bmDFjhnj55ZdFcHCwACA6d+5c7M3NuuKHH34Q48ePF+PHjxedOnUSAETv3r2tZevWrbOOe7e/4UmTJgkAonXr1uKNN94Q48aNE0qlUqjVanHhwoWqW6Fqxh7bl+e5u7PX33BxeJ6j2iwhIUE0atRISCQSMWbMGPHmm2+K3r17CwBiyJAhwmg02oy/Z88eAUD079/fpnz8+PFCrVaLMWPGiOnTp4tp06aJvn37CgBCpVKJzZs3V+Fa1Uz22hclYQL93thrf4wcOVJ4e3uL0aNHi2nTponXXntNjBo1SigUCgFAzJgxowrXquay57EKgAgICCgxnoqJiam6FauB7Hms+uSTT6yxWosWLazzsJTx4RIze91v4LVa1eJxy3F4nKp8PC45jr22veVvePz48cLDw0MAsCkra/KrrmEey3Hsse3VarUICQkRTzzxhHjjjTfEq6++Kvr16ycACLlcLtasWVOFa1RzMLdo5tDHjI4ePSqGDh0q1Gq1cHZ2Fl26dBG//vprkfFK2gEASv3UdRXdxiWpSX/klcle23fDhg2ib9++ws3NTahUKtG5c2fx/fffV3Ltqz97bN/IyEjx3HPPicaNGwu5XC6cnZ1Fu3btxAcffFDsW3N1ieWivKRP4e15t21sNBrFF198Idq0aSOUSqWoV6+eGDt2rM2TaHWRPbYvz3N3Z6+/4eLwPEe1XUJCgpg4caLw9/cXCoVCNGvWTHzwwQdCo9EUGbekG4x//fWXGDlypGjSpIlwcXERCoVCNG3aVDz//PPi0qVLVbQmNZ899kVJmEC/d/bYHxs3bhRPPPGECAkJEa6urkIul4sGDRqI0aNHiy1btlTRmtQO9tgflv+Du33q+puFZWGvY1Vp+6Ok1oTqIntcD/NarerxuOU4PE5VPh6XHMce27604wofzCkZ81iOU9Ftv3jxYjF06FDRsGFDoVQqhUqlEs2bNxeTJk0S58+fr6K1qJmYWxRCIsQdncMQERERERERERERERERERHVQVJHV4CIiIiIiIiIiIiIiIiIiKg6YAKdiIiIiIiIiIiIiIiIiIgITKATEREREREREREREREREREBYAKdiIiIiIiIiIiIiIiIiIgIABPoREREREREREREREREREREAJhAJyIiIiIiIiIiIiIiIiIiAsAEOhEREREREREREREREREREQAm0ImIiIiIiIiIiIiIiIiIiAAwgU5ERERERERERERERERERASACXQiIiIiIiIiIiIiIiIiIiIATKATEREREREREREREREREREBYAKdiIiIiIiIiIiIiIiIiIgIABPoREREREREREREREREREREAJhAJyIiIiIiIiIiIiIiIiIiAsAEOhEREREREREREREREREREQAm0ImIiIiIiIiIiIiIiIiIiAAwgU5ERERERERERERERERERASACXQiIiIiIiIiIiIiIiIiIiIATKATUQ0nkUggkUgcXQ0iIiIiqsEYUxIRERFRRTCeJCKqXZhAJyIqo4yMDMyZMweLFy92dFWs9u3bhwkTJiA4OBguLi5Qq9Vo27YtZs6ciejoaEdXj4iIiIjuwJiSiIiIiCqC8SQRUeWTCCGEoytBRFRelic7q+JQFhsbi6ZNmyIoKAixsbGVvry70el0eOGFF7BixQoAgKenJ4KDg6HRaBAZGQmDwQCFQoF58+Zh+vTpDq0rERERUXXHmJIxJREREVFFMJ5kPElEtQvfQCciqoEee+wxrFixAj4+Pli5ciVSUlJw8uRJXLhwAYmJiZg2bRp0Oh1mzJiBRYsWObq6RERERFQNMaYkIiIioopgPElEtRUT6ERENcx3332H9evXw9XVFbt378ZTTz0FmUxmHe7j44PFixdjzpw5AIDZs2fj/PnzDqotEREREVVHjCmJiIiIqCIYTxJRbcYEOhHVGqtWrUK3bt3g5uYGb29vjBo16q5BmRACv//+OwYPHox69epBqVQiODgYU6dORVJSks24EyZMQNOmTQEAcXFxkEgkNh+L/Px8/Pbbb3jiiScQGhoKNzc3uLm5oWPHjvjoo4+Qm5tboXU0Go345JNPAABvv/022rVrV+K47777Llq3bg29Xo958+ZVaLlEREREdQVjSluMKYmIiIjuDeNJW4wniagmYh/oRFSjWQLDefPmYfbs2QgICEDDhg0RERGB7OxsODs7Y/v27ejTp4/NdHq9Hk8//TTWrFkDAKhfvz58fX0RFRWFvLw8BAYGIjw8HC1atAAAzJ07F+vWrcOJEyegVCrRpUsXm/kdOHDA+t23b1/IZDIEBAQgICAAmZmZiImJgcFgQKdOnXDgwAE4OzuXa30PHTqE3r17QyaTITExET4+Pncdf/HixZgxYwZcXFyQmZlp8xQoEREREZkxpmRMSURERFQRjCcZTxJRLSOIiGowAAKAkMvl4vPPPxdGo1EIIURubq54+umnBQARFBQk8vLybKZ78803BQARFhYmTp8+bS3Py8sTkydPFgBEly5dbKaJiYmxzq8ksbGx4o8//hDZ2dk25YmJiWLs2LECgJgzZ06513fBggUCgGjfvn2Zxj958qR1G508ebLcyyUiIiKqzRhT3h1jSiIiIqK7Yzx5d4wniaimYRPuRFQrDBs2DDNnzoRUaj6subi44Oeff0ZAQADi4uLw+++/W8dNSUnBokWL4OHhgQ0bNqBjx47WYc7Ozvjyyy/RtWtXnDhxAvv377+negQFBeHRRx+Fm5ubTXlAQABWrFgBhUKBlStXlns94+PjAQAhISFlGr/weDdu3Cj3comIiIjqAsaUxWNMSURERFQ2jCeLx3iSiGoaJtCJqFZ45ZVXipQpFApMmjQJALBt2zZr+ZYtW6DVajFkyBA0bNiwyHRSqRQjRowAAOzdu/ee62IymbB+/Xq88sorGDZsGPr27Ys+ffpg8ODBkEgk1iaYyiM7OxsA4OrqWqbxC49nmZaIiIiIiseYsniMKYmIiIjKhvFk8RhPElFNw44miKhWaNWq1V3LIyMjrWX//vsvAODIkSNF+h2yuHnzJoDbT1OWVUZGBoYPH47Dhw/fdbz09HS4uLjc07wBwN3dHQCQm5tbpvELj2eZloiIiIiKx5iyeIwpiYiIiMqG8WTxGE8SUU3DBDoR1Qp+fn7Flvv7+wOwfbIxMzMTAHD9+nVcv379rvPNz8+/p3rMnDkThw8fRmhoKObOnYsePXrAx8cHCoUCANCwYUPEx8dDr9ff03wtGjRoAACIjo4u0/iFx7NMS0RERETFY0xZPMaURERERGXDeLJ4jCeJqKZhAp2IaoWUlJRimzpKTk4GYPtko6Xvn3feeQcfffSR3epgMBjwxx9/AADWr1+P0NDQIsOTkpIqtIxevXoBAC5evIjU1FT4+Pjcdfx9+/YBMPe31KFDhwotm4iIiKi2Y0xZPMaURERERGXDeLJ4jCeJqKZhH+hEVCtcunTpruUtWrSwlrVu3RoAcP78+XtahkQiuevwlJQU5Obmwtvbu0hgalme0Wi8p2XeqXv37mjcuDEMBgN++OGHu45rNBqt44wZMwYyGZ+ZIiIiIrobxpRFMaYkIiIiKjvGk0UxniSimogJdCKqFb755psiZTqdDj/99BMA4IEHHrCWP/jgg1AoFNiyZQuioqLKvAxnZ2cAJTeZZBmelZVV7Djz588v87JK4uTkhDfffBMA8PHHH1v7SirORx99hIsXL0Iul2PWrFkVXjYRERFRbceYsijGlERERERlx3iyKMaTRFQTMYFORLXC5s2bsWTJEgghAJgDyBdeeAEJCQlo1KgRnnjiCeu49evXx/Tp06HX6zFkyBCEh4fbzEsIgWPHjuHll1/G1atXreW+vr5wd3dHcnJysU+Tenp6ok2bNjAYDJgxYwZ0Oh0A81OW8+bNw+rVq639DFXESy+9hBEjRiA3Nxf33XcffvvtNxgMBuvw1NRUTJ8+HXPmzAEAzJ07F+3atavwcomIiIhqO8aUjCmJiIiIKoLxJONJIqodJMJyJCciqoEsTRbNmzcPs2fPRkBAABo1aoSIiAhkZWVBpVJh27Zt6Nevn810BoMBzz33HH799VcAQEBAABo3bgytVourV68iOzsbgLl5pZYtW1qne/755/Hzzz9DpVKhbdu2cHV1BQBrgLtx40aMHDkSQgh4e3sjODgYsbGxSE1NxXvvvYcVK1YgLi4OMTExaNKkSbnXW6vVYuLEiVi1ahUAc2AcHBwMjUaDyMhIGAwGyOVyfPLJJ3jttdfKvRwiIiKiuoAxJWNKIiIioopgPMl4kohqFybQiahGswSnQgisWrUKixcvxoULFyCXy9G/f3/873//Q/v27UucfsuWLfjhhx9w5MgR3Lp1C15eXmjUqBF69uyJsWPHom/fvpBKbzfWkZOTg3fffRfr169HfHw89Hq9dfkW27Ztw4cffojTp09DJpOhTZs2ePXVV/H000+jSZMmdglOLfbu3YuffvoJ+/fvR1JSEmQyGRo3bozBgwfj1VdfRbNmzSq8DCIiIqLajjElY0oiIiKiimA8yXiSiGoXJtCJiIiIiIiIiIiIiIiIiIjAPtCJiIiIiIiIiIiIiIiIiIgAMIFOREREREREREREREREREQEAJA5ugJERHVVUlISxo4dW+bx33nnHQwbNqwSa0RERERENQ1jSiIiIiKqCMaTRERFMYFOROQgGo0GBw8eLPP4N2/erMTaEBEREVFNxJiSiIiIiCqC8SQRUVESIYRwdCWIiIiIiIiIiIiIiIiIiIgcjX2gExERERERERERERERERERgQl0IiIiIiIiIiIiIiIiIiIiAEygExERERERERERERERERERAWACnYiqmbNnz2LEiBHw9vaGVCqFRCJBeHi4o6tFRERERDUIY0oiIiIiqgjGk0REdZvM0RUgIrJITk7GwIEDkZ6ejgYNGqBVq1aQSCRQq9VVWo/ly5cjNjYWEyZMQJMmTap02VXh1KlT+O2333D06FHExsYiJSUFUqkUTZs2xbBhw/D666/D39/f0dUkIiIiKhfGlI6zc+dODB48GAAwaNAg7Ny508E1IiIiIrp3jCerxvLly/Hcc8/ddZx//vkHQ4cOraIaERHdxgQ6EVUbv//+O9LT0zFy5Ej89ddfkEod00jG8uXLsXfvXgwYMKBWBqd//fUXPvvsMzg5OSEgIABt2rRBRkYGLl++jAsXLmDZsmXYsWMHwsLCHF1VIiIionvGmNIxNBoNXn75ZUdXg4iIiKjCGE9WLT8/PzRv3rzYYV5eXlVcGyIiMybQiajauHz5MgBgyJAhDgtM64L+/fujc+fOGDRoEDw8PKzlcXFxmDhxInbv3o1nn30W58+fd2AtiYiIiMqHMaVjfPTRR7hy5QoefvhhbNiwwdHVISIiIio3xpNVa9iwYVi+fLmjq0FEZINHfyKqNvLz8wEAzs7ODq5J7TZ48GCMHj3aJnkOAEFBQfjtt98gkUhw4cIFREVFOaiGREREROXHmLLqXbp0CQsWLMCwYcMwevRoR1eHiIiIqEIYTxIRERPoRORwc+bMgUQisT5p+Nxzz0EikUAikWDAgAHW8fLy8jBv3jx06dIFHh4ecHFxQceOHbFgwQJotdoi883Pz8dvv/2GJ554AqGhoXBzc4Obmxs6duyIjz76CLm5uTbjh4eHQyKRYO/evQCAgQMHWutRuH6W8QrXrbDY2FhIJJIiTSvdWf7DDz+ga9eucHd3h0QisRn3xo0bmDp1Klq0aAFnZ2d4enpi4MCB+PPPP8u2UcvJz8/P2jRSXl5epS6LiIiIyJ4YUzomphRC4MUXX4RUKsVXX31lt/kSERERVTXGk9XnHiURkaOxCXcicrjGjRujd+/eiIqKQnJyMpo3bw4/Pz8AQLt27QAA8fHxeOCBB3Dx4kXIZDI0adIEcrkcFy5cwKxZs7BhwwZs377d5snQkydP4qmnnoJMJkNAQABatWqFzMxMXLhwAWfPnsW6detw4MAB6zRqtRq9e/fGv//+i6ysLLRt2xZqtdo6P39/f7ut88svv4ylS5eiUaNGaNmyJa5cuWIdtnfvXowcORKZmZlwdnZG8+bNkZGRgfDwcISHh+O1117DZ599Zre6FBYZGYm0tDS4u7uX2PcQERERUXXEmNIxMeVPP/2E/fv344MPPkBwcDD27dtX4XkSEREROQLjScfEk2fPnsVTTz2FpKQkeHh4ICwsDM888wxCQkIqPG8ionITRETVxPjx4wUAsWzZMptyo9EoevXqJQCIJ554QiQlJVmHXb9+XfTt21cAEK+//rrNdLGxseKPP/4Q2dnZNuWJiYli7NixAoCYM2dOkXr0799fABB79uwptp579uwRAET//v2LHR4TEyMAiKCgoGLLnZychKurq1i/fr11WF5enhBCiPj4eOHt7S0kEomYO3eu0Gg01nEOHjwoGjRoIACIjRs3Frvs8kpJSRHr168XoaGhAoD46quv7Dp/IiIioqrCmLLqYsrk5GTh7e0tmjVrZl3GsmXLBAAxaNCgCs2biIiIyFEYT1ZNPGmJG4v7ODk5iY8++qjc8yYiqig24U5E1d7mzZtx6NAhdO3aFf/3f/9n85Rlw4YNsXr1ari5uWHp0qXWPooAc5/ejz76KNzc3GzmFxAQgBUrVkChUGDlypVVth4WRqMRH374IR5++GFrmeUJ088//xxpaWmYPn063nrrLSiVSus4vXr1wtKlSwEAixYtqnA9zpw5Y236ydfXFyNHjoSzszM2btyIV155pcLzJyIiIqpOGFOa2TOmnDFjBtLS0vDVV1/ZLIOIiIioNmI8aWaveNLT0xNTpkzBwYMHcfPmTWg0Gpw+fRrPPvssjEYj3n33XXYRREQOwybciaja++uvvwAAEyZMgExW9LAVGBiIrl27Ys+ePTh58iT69OljHWYymbBx40Zs374dV69eRU5ODoQQAACJRIKoqCjk5eXBxcWlalamwLhx44ott6zrpEmTih0+dOhQKBQKHDp0CAaDodjtUVZubm7o3bs3hBBISEjA9evXcf78eaxYsQK9evWCt7d3uedNREREVN0wprzNHjHlrl27sHLlSowdOxZDhgy55+mJiIiIahrGk7fZI54cNWoURo0aZVPWsWNHrFixAvXq1cPixYvx7rvvYvz48XB3d7/n+RMRVQQT6ERU7f37778AgG+//RarVq0qdpzIyEgA5n6ILDIyMjB8+HAcPnz4rvNPT0+v0uDUx8cHPj4+RcpzcnIQGxsLAPjPf/5z13loNBrcunWrQn0eNWvWDAcOHLD+fv36dbz22mtYs2YNLl++jFOnTlUoQU9ERERUnTCmLKq8MaVGo8FLL70ENzc3u7SMRERERFQTMJ4syh73KIvzwQcf4Ntvv0VmZiZ2796NkSNH2nX+RESlYWaEiKq9zMxMAMD58+dLHbdw80gzZ87E4cOHERoairlz56JHjx7w8fGBQqEAYG5aKT4+Hnq9vnIqXgJXV9diyy3rCQAHDx4sdT6F19UeGjVqhN9//x2RkZE4e/Ysfv/9dzzzzDN2XQYRERGRozCmLF55Ysp58+bhypUrWLBgARo2bHjP0xMRERHVRIwni2fve5QA4OHhgTZt2uDUqVO4cuWK3edPRFQaJtCJqNqz9A+0Y8cO3H///WWaxmAw4I8//gAArF+/HqGhoUWGJyUllas+EokEAKzNLN0pNze3XPMt3A+STqeDXC4v13wqQiqVYujQoTh79ixOnTrFBDoRERHVGowp7ef06dMAgPnz5+Ozzz6zGWa5gbp//34EBAQAAI4fP45GjRrZvR5EREREVYnxZNWyLNdgMDhk+URUt0kdXQEiotK0bt0aQNme7rRISUlBbm4uvL29iwSmlnkZjcZip7UEnyWxPJ2ZkpJS7PDyPhWpVqtRv359AMCFCxfKNQ97sASlDE6JiIioNmFMaX8pKSm4efOmzScrKwuA+WarpaykbURERERUkzCerDpGoxEREREAwBaPiMghmEAnompvzJgxAIDvvvsOGo2mTNM4OzsDALKysoptRmj+/PmlTltS80PBwcEAgKtXr+LWrVtFhv/4449lqmNxLOu6ePHics+jIgwGAzZv3gwA6Nixo0PqQERERFQZGFPaz99//w0hRLGfZcuWAQAGDRpkLWvSpEml1IOIiIioKjGerDo//fQTMjIy4OTkhAEDBjikDkRUtzGBTkTV3ujRo9GjRw9cvnwZDz30UJGnJ7VaLTZv3oyJEydayzw9PdGmTRsYDAbMmDEDOp0OgPnpxXnz5mH16tXWfobuZAk+9+7dW+xwb29vdOvWDVqtFjNnzrT2T2Q0GvHpp59i27Zt5V7X2bNnw9vbG7/88gtmzpyJjIwMm+FpaWn4+eef8dFHH5V7GRMmTMCxY8eKNO904cIFjBw5EpcvX0ZAQADGjh1b7mUQERERVTeMKW+zR0xJREREVNcwnrytovFkVlYWnnzySRw7dsym3Gg04ocffsC0adMAAM8//zwaNGhQrmUQEVWIICKqJsaPHy8AiGXLlhUZlpCQIMLCwgQAAUA0a9ZMdO/eXbRu3VooFAoBQPj7+9tMs2HDBiGRSAQA4e3tLbp06SJ8fHwEAPHee++JoKAgAUDExMTYTLdv3z7rclq0aCH69esn+vfvL/755x/rOHv27BEymUwAEJ6enqJLly6iXr16QiaTiS+//FIAEEFBQTbzjYmJKbb8TgcOHLDWUy6Xi3bt2onu3buL4OBg6/o8/vjj97JpbVjWzd3dXXTo0EF07txZBAQEWOft5+cnjh07Vu75ExERETkSY0qzyo4pS7Js2TIBQAwaNMju8yYiIiKqCownzSoznkxPT7eum6enpwgLCxNdu3YVnp6e1vJhw4aJ/Pz8cs2fiKii+AY6EdUIgYGBOHz4ML755hv069cPt27dwunTp5GdnY1u3brhgw8+wJ49e2ymeeihh/DPP/+gV69eyM/PR0REBJo1a4Zff/0VH374YYnL6tu3L1atWoVu3bohPj4e+/btw969e5GUlGQdZ8CAAdi2bRv69OkDnU6HyMhIdOrUCeHh4RgxYkSF1rV37964ePEi3nnnHbRu3RoxMTE4d+4cpFIphg4dim+++QZLliwp9/xXrFiB8ePHo1GjRrh+/TrOnj0LnU6HXr164eOPP8bly5fRtWvXCq0DERERUXXEmNJ+MSURERFRXcR40j7xpKurK+bPn49Ro0bBx8cH0dHROHPmDFQqFR588EGsXr0amzdvhkqlqtA6EBGVl0SIO9rwJSIiIiIiIiIiIiIiIiIiqoP4BjoRERERERERERERERERERGYQCciIiIiIiIiIiIiIiIiIgIAyBxdASIiKr8+ffqUedyJEydi4sSJlVgbIiIiIqqJGFMSERERUUUwniSi2oYJdCKiGuzgwYNlHvf++++vxJoQERERUU3FmJKIiIiIKoLxJBHVNhIhhHB0JYiIiIiIiIiIiIiIiIiIiByNfaATERERERERERERERERERGBCXQiIiIiIiIiIiIiIiIiIiIATKATEREREREREREREREREREBYAKdiIiIiIiIiIiIiIiIiIgIABPoREREREREREREREREREREAJhAJyIiIiIiIiIiIiIiIiIiAsAEOhEREREREREREREREREREQBA5ugKEJFjXU/LQ2KmBt2aeju6KkRERERERAAAvdGEiKRsXE/Lg9ZggtEkEFTPBS0C3OGhkju6ekRERERENVbcrVykZGvRpQlzAkQlYQKdqI578f9O4mJiFg6+eR8aeDo7ujpERERERFRH5euM2PJvIrZfTMLBK7eQozUUO16nxp54tmcQhrcLhFLmVMW1JCIiIiKq2Sb9cgLRKTk48tYg+HmoHF0domqJCXSiOi41RwsASMvRMYFORERERERVLiEjH9/tjcZfp+ORrbmdNPdQydDMzw0uChkEBK6m5CIxU4NT1zJw6loGPv3nMt4e3goPd6gPiUTiwDUgIiIiIqo5UnO0MAkgLU/HBDpRCZhAJ6rjhPVb3HU8IiIiIiIie0rL1eGLXVFYdfQadEYTAKCxtwtGhzXAfS390K6BGlKpbWI8OUuDP05cx8qj15CYqcG0389gb2QKPh7VDs4Kvo1ORERERFQaa06AKQGiEjGBTlTHiYKzpIknSyIiIiIiqgImk8DqE9cxb+tlZOTpAQDdm3rjlYHN0KeZT5GkeWF+Hiq8el9zTOobjO/2XsWSXZH461Q8LsRn4cfxXdDI26WqVoOIiIiIqEYymSw5ASYFiErCBDpRHWc5RwqeLImIiIiIqJIlZ2sw/fczOBR9CwDQMsAd7z7YGr2b1bunZthVcidMu785ujX1xpTfTiPiZjae+P4IVr3QHUH1XCur+kRERERENR7fQCcqndTRFSAix7KcI/kGOhERERERVabD0bfw4BcHcCj6FpzlTnj3wVbYNKUP+jT3KXcf5j1D6mHjlN4I9nFFfEY+Hv/uCGJSc+1ccyIiIiKi2oOJc6LSMYFOVMfdbqaFZ00iIiIiIqocf5+Ox7M/HUVKthYt/N2wcUofTOobDJlTxW9LBKqd8fuLPdDczw1JWRo8t+wYMvJ0dqg1EREREVHtc7tbV+YEiErCBDpRHXe7CXfH1oOIiIiIiGqnH/dfxfTVZ2AwCYxoH4j1r/RBMz83uy7Dz12FVS/0QEMvZ8TeysMrq05BbzTZdRlERERERLUBm3AnKh0T6ER1nMn6tJmDK0JERERERLXO8oMx+GjzJQDAxN5N8cUTYXBWOFXKsnzdlfhhXBe4KJxw8MotfFywXCIiIiIius3EN9CJSsUEOlFdZ30DnSdLIiIiIiKyn83nEvHBposAgOn3N8d7I1pBKi1fX+dl1SrQA4sf7wgAWH4oFjsu3qzU5RERERER1TTWVmkdWw2iao0JdKI6znKS5BvoRERERERkLyfj0jBj9RkIATzbIwjTBjWHRFK5yXOLB9oEYFKfpgCA2WvPITlbUyXLJSIiIiKqCditK1HpmEAnquMszbQIPm9GRERERER2cCtHi1dWnobOaMKQNv6Y83CbKkueW7wxNBQtA9yRlqvDG2vOscUtIiIiIqICllwAY2SikjGBTlTHWc+RPFcSEREREVEFmUwCM/44i6QsDUJ8XbHwsY5wquRm24ujlDnhiyfDoJRJsTcyBWtPxVd5HYiIiIiIqiMTm3AnKhUT6ER1nOVpMzbhTkREREREFfXdvqvYF5kClVyKb57uDFelzGF1aeHvjun3twAAfLT5Im7laB1WFyIiIiKi6sLy5jlfQCcqGRPoRHXc7afNeLYkIiIiIqLyu5Kcg0U7IgEAHz7cFqEB7g6uETCpb1O0DHBHRp4eH2++5OjqEBERERE5nCUTYGIGnahETKAT1XWWBDrPlUREREREVE4mk8DsteegM5owINQXj3Zp6OgqAQDkTlJ8+kh7SCTAX6fjsT8qxdFVIiIiIiJyKMGcAFGpmEAnquNuN+HOsyUREREREZXP/x2Jw8m4dLgqnPDx6HaQSKq+3/OSdGzkifE9mwAA3ll3Hvk6o2MrRERERETkIKJQHoCt0hKVjAl0ojrudhPuRERERERE9y45W4MF2yIAALOHtUQDT2cH16io14eEIlCtwrW0PHy7N9rR1SEiIiIicghToUQA36kjKhkT6ER1nOWJM8GzJRERERERlcP8rRHI0RrQvqEaz3QPcnR1iuWmlOG9Ea0BAN/vi0ZiZr6Da0REREREVPVs3kBnSoCoREygE9VxlnMkT5ZERERERHSvzlzPwJ8nbwAA5jzcBlJp9Wm6/U7D2gagaxMvaPQm6xvzRERERER1SeE0ALt1JSoZE+hEdZzlHFmRc+WmTZvQv39/qNVqeHh4oH///ti0aVO557dixQp069YNbm5u8Pb2xvDhw3Ho0KG7TnPo0CEMHz4c3t7ecHNzQ7du3fDLL7+UOL5EIrnrR6PRlLv+RERERER1gckkMGfDBQDAI50aolNjryqvw71ci0gkErz7oPkt9L9OxePcjQwAgMlkwv79+zFr1ix0794dfn5+UCqVCAkJwUsvvYSYmJgSl6/RaDB37lx06NABrq6uUKlUaN68OaZOnYqkpCS7ry8RERERUUWYbPpABzIyMjB9+nQEBQVBqVQiKCgI06ZNQ0ZGRrnmf+PGDUycOBH169eHSqVCixYt8N///veu99s1Gg3ef/99tGjRAiqVCvXr18fEiRNx48aNYsffsGEDxo8fj3bt2sHHxwdyuRx+fn4YPnw4Nm/eXOw04eHhd80H9OjRo1zrS7WXRLDdZqI6SwiBpm9tAQB8/2xnPNAm4J7n8cUXX2DatGmQyWS4//77oVQqsX37duTn52PJkiWYOnXqPc1v5syZWLRoEZydnfHAAw9Ao9Fg165dEEJgzZo1GD16dJFp1q1bh0cffRQmkwn9+vWDj48Pdu3ahYyMDMyYMQMLFy4sMo1EIoGrqyvGjh1bbD1++OEHyOXye6o7EREREVFdsulcAl5ddRquCifseX0A/DxUVbr88l6LzFh9ButOx6NbE2+sfrEHoqOj0bx5cwBAgwYN0KVLF0ilUhw7dgzx8fFwd3fHli1b0KdPH5v5aDQa9O/fH8eOHYO3tzd69uwJhUJhnS4gIACHDx9GkyZNKntTEBERERGViUZvRMv3tgIAlowKwRvjHkZUVBSCg4PRpUsXXLhwARcuXECzZs1w5MgR1KtXr8zzjo6ORs+ePZGSkoK2bduidevWOHHiBK5evYqePXtiz549UCqVtvXRaDBo0CAcOnQIgYGB6Nu3L2JjY3Hs2DH4+vri8OHDCAkJsZlm7Nix+Ouvv9CmTRs0btwY7u7uiI2NxdGjRwEA7733Hj788EObacLDwzFw4ECEhIQUiesBICQkBO+9916Z15XqAEFEdZbBaBJBszeJoNmbxNbzifc8fUREhJDJZEKpVIpDhw7ZlNerV0/IZDIRGRlZ5vnt2rVLABD16tWzme7QoUNCoVAItVot0tLSbKZJS0sTarVaABBr1661liclJYlmzZoJAGL37t1FlgVABAUF3cPaEhERERGRhc5gFP3n7xZBszeJJTvLHvPbS0WuReLT80Tou1tE0OxN4p9/E8SVK1fEkCFDxN69e23G02g0YsKECQKAaNy4sdDpdDbDlyxZIgCI7t27i8zMTJvpHn30UQFAjBs3zo5rTURERERUMXlagzUnMPhhc8w6ZswYodfrreNMmTKlXLFsv379BAAxdepUa5lerxejR48WAMR///vfItO89957AoDo2bOnyM7OtpZ//vnnAoDo169fkWlOnTolUlNTi5QfOXJEuLm5CYlEIi5cuGAzbM+ePQKAGD9+/D2tE9VdbMKdqA4ThZtrKUdjFEuWLIHBYMBLL72Enj17WstbtGiBd955BwaDAV988UWZ5/f5558DAN59913rGyAA0LNnT7z00kvIzMzEzz//bDPNjz/+iMzMTIwcORJjxoyxlvv7+2P+/PkAUOwb6EREREREVH5/nLiO2Ft58HFT4Pk+Tat8+RW5Fqnv6Yz/9A0GAHz6z2U0btIUW7duRb9+/WzGUyqV+Pbbb6FWq3Ht2rUi3Urt27cPADBjxgx4eHjYTPf2228DAI4fP17xlSUiIiIishNR0Au6MScduzathVwuxzfffAOZTGYdZ8GCBfD19cXKlStx8+bNMs33+PHj2LdvH/z8/Kz35QFAJpPh22+/hVwux5dffgm9Xm8dptfr8eWXXwIAvv76a7i5uVmHzZw5E+3bt8e+fftw8uRJm2WFhYUV+2Z89+7d8cQTT0AIgfDw8DLVm6gkTKATFRIbGwuJRIIBAwYgNzcXM2fORKNGjeDs7IxOnTph48aN1nHXrFmDbt26wdXVFf7+/pg6dSry8/OLzDMnJwcffvgh2rVrBxcXF2u/fH///Xexddi8eTMmTpyIVq1awcPDA66urujQoQPmzp0LrVZbZPzly5dDIpFgzpw5uHbtGp566in4+vrC2dkZXbp0sanznQqnzMvTmYOlb8HimkF/9NFHAeCuyy/M0lR7SfOzlN05v7vV4cEHH4RKpcLOnTvZpzkRERERVWs16VokX2fEkp1RyPl3J06+9wAWfPLRPV+LVFRFr0Ve7B+Ceq4KxN7Kw9qTxfetCMDabyMAJCQk2Ay7s/nJ4nh7e5c6DhERERGVTU2KmS0qcv++MljyAPlXT1i7RPX397cZR6lU4qGHHoLRaMQ///xTpvla4vOHHnqoSJzs7++Pvn37Ij09HQcPHrSWHzhwABkZGQgJCUFYWFiReZaUE7gbJycnAIBCoSjzNETFYQKdqBg6nQ6DBg3C//3f/6Fjx47o0aMHzp49i9GjR2Pnzp1YtGgRnnrqKchkMjzwwAMwGo348ssvMWnSJJv53Lx5E927d8f777+P9PR0DB48GN27d8fJkycxevRofPrpp0WW/fzzz2PNmjVQq9UYOnQo+vbti+vXr+Odd97B8OHDYTQai61zbGwsunbtioMHD6JPnz4ICwvDyZMnMWrUKGzfvr3YaUyF30C/x22UkZGBa9euAUCxJ7eGDRvCx8cHcXFxyMzMLHV+ly9fhlarha+vLxo2bFhkeKdOnQAA586dsym3/G4ZXphCoUDbtm2h0WgQERFRZHhubi4+/vhjvPjii5gxYwZWrFiBnJycUutKRERERFRZasK1yLJDMUjO1sLbVQ6gfNciFWGPaxFXpQwvDzD3pbhkVxQ0+uKvs4xGI+Li4gAAAQEBNsMGDx4MAFi8eDGysrKs5TqdDnPnzgUAjB8//l5WjYiIiIjKoCbEzHeq6pi5JJacgC45BkDx99ULl589e7ZM87WMdy/zK880d3Pu3DmsXr0acrkcgwYNKnacqKgovPXWW/jPf/6Dt99+G1u2bIHJZCrT/KmOcXAT8kTVSkxMjIA5lywGDBhg09/2smXLBADRrFkz4e3tLfbt22cdFh8fL/z8/AQAER0dbS0fNmyYACBmzZpl019edHS0CAkJEU5OTuLs2bM2dVi3bp3IycmxKcvKyhIjRowQAMQvv/xiM8xSLwBiypQpNn2VLF68WAAQffv2LbKuQUFB1unK+omJibFOf/bsWQFAeHl5lbg9O3bsKACIc+fOlTiOxfr16wUAERYWVuI4np6eAoDIysoSQgiRmZlprVvhPgcLGzVqlAAgNmzYYFNe0jrWq1dPbNq0qdT6EhERERHZU025FknP1Yq2728VQbM3iSlzFtboa5F8nUH0mLtTBM3eJH7af7XYcX799VcBQPj6+gqNRmMzzGAwWPs69/b2FiNGjBCjR48WDRo0EB4eHuLjjz8ucdlEREREdO9qSsxcmKPu35ckM18ngmZvEs4tegoAYsmSJcWO9/fff1v7Ry+LsLAwAUCsX7++2OGWdZ05c6a1bMaMGQKAmDFjRrHTnDlzRgAQnTp1Knb4hg0bxPjx48VTTz0l+vTpI6RSqVAqlWLZsmVFxrX0gV7cp127diIyMrJM60l1x+1ODYjIysnJCT/88AO8vLysZePGjcOsWbNw5coV/Pe//0Xfvn2tw+rXr4+nn34aixYtwr59+xAcHIwzZ87gn3/+Qa9evfDpp59CIpFYxw8ODsbnn3+OUaNG4ccff7Tpm2/UqFFF6uPu7o5FixZh06ZNWL9+PcaNG1dkHMs8C/dV8sorr+CDDz7AkSNHoNPpbJotGTt2LG4mp2Dd6XgAQPem3mjk7XLX7VK4DxLLm9ouLiVP4+rqajPu3ZR1fhkZGcjJyYG7u7vNfEuarqQ6jBs3Dk899RTatWsHtVqNqKgoLFy4EP/3f/+HMWPGYP/+/ejWrVup9SYiIiIisqfqfi0S79sV2RoDWga4o6OHp8087+VaJDU19Z62S2Vci6jkTphyX3O8ve5ffL3nCh7v2giuytvrcP36dUyfPh0A8OGHHxZpitLJyQm//fYbgoKC8Nlnn1mbrQSAfv36oU+fPmVfQSIiIiIqs+oeM9vr/n1FYuaSiIKXrYXO3OXpvd5XL0lpMXpx8yvPNIWdPXsWv/zyi/V3lUqFxYsXF7v91Wo13njjDTzyyCNo3rw5AODMmTN45513cOTIEQwePBhnz56FWq2+63pS3cEEOlExmjRpgmbNmtmUSaVSBAUFISUlxdpUX2EhIebm/xITEwEAO3bsAACMHDnS5uRrYbmZcvz48SLDoqKisGXLFly5cgW5ubkwmUwQBU2rREVFFVvnAQMGQC6X25TJZDIEBwfj5MmTuHXrFgIDA63DPvvsM+TpDNj/320AgKlPdMTIjg2KnXdxLPUpbt3uHKey5leW+Zc0TuETKwB07NgRK1asQMOGDfHJJ5/g3XffrdKmc4iIiIiIgOp9LXLpciTOH4wFAMwaGoprR64CKN+1SEXY81rk0S4N8d2+aMTdysPyQ7F4ZaB52+fm5mL06NFITU3FqFGj8NJLLxWZNj09HaNHj8bx48exZMkSPPLII3BxccG+ffswZcoUDBo0CGvWrCn2JisRERERlV91jpntef++MghLZ66lxNT3cm+/8Pj3Mr/yTFPYu+++i3fffRcajQZXrlzBt99+i5dffhmbNm3C2rVrbR5ICAsLK9L903333YcDBw5g4MCB2L9/P77++mu8/fbbd10m1R1MoBMVo0GD4hPJlieeihtuGabVagGY+zQBgNmzZ2P27NklLqvwU2RCCLz++utYtGhRiSeH7OzsYsuL6zccuP3UmaVehd3jOdCGu7s7APONpZLk5eXZ1MHe87NMYxnm4eFRoToA5v01f/58hIeHF3nqj4iIiIioslXna5GE1DR4Gkzo1sQbA0P98MsRc3l5rkUqwp7XInInKWbc3wLTV5/B0r3ReKZHEFxkwCOPPIKTJ0+iT58+WLVqVbHTzpgxA3v37sXixYsxdepUa/nIkSPRoEEDdO/eHdOmTcOIESNs3jQiIiIiooqpzjGzPe/fV8SPP/6IAwcO2JT5+Pjg7Q/mAgAkSmcAJcfU93pfvbQYvbj5lWea4qhUKrRt2xZff/01ZDIZvvjiC3z55Zd47bXXSq23k5MTZs+ejf3792Pbtm1MoJMVr+CIinG3NxnKMhwAjEYjAKBv374IDg4ucTwfHx/rz6tXr8bChQvRsGFDLF68GD179oSvry/kcjl0Oh2USmWJJ+ay1Kmw119/HYk3k5F6JgEAsOSiN9aV0oT7Z599Zq1v48aNAZjfusjNzbUGIIXduHHDZty7sYxjmeZOubm5yMjIgKenp/XE6uHhAbVajczMTNy4cQOtW7euUB0Ac1Mufn5+SExMRGpqKurXr1+m6YiIiIiI7KE6X4vkag3wBDB7WKhNPcpzLXKvzVFW5rXIQx3q45vwK4i8mYOf9kfj6E/vY9u2bejQoQM2btwIZ2fnItMYjUb89ttvAMzNa96pS5cuaNq0KaKjo3H16lW0aNGi7CtLRERERHdVnWNme96/r0jMfODAgSKtsAYFBeGtOR8DAGTuvgBKvh9/r/fVGzdujNOnT9/T/ErLCdxrHQDgmWeewRdffIH169eXKYEOwNqku6V1AiKACXSiSmN5omzs2LE2byPczbp16wAA3377LUaMGGEz7OrVq3at359//om4uDjr73vOlz7NnDlzrCdgT09PNG7cGNeuXcPp06eL9O9348YNpKamonHjxmXqNyQ0NBRKpRIpKSm4ceNGkSfyTp06BQBo3769TXmHDh2wb98+nDp1qkgCXa/X4/z581AqlQgNDS19BQGYTCZkZWUBKPvTdURERERE1UllXYsIAdzfyh+dg7wrVL87r0XKojKvRZykEky5rzmm/HYaH7/9GtJObkGLFi2wfft2eHp6FjtNcnIydDodABTbElbh8rS0tLKuJhERERFVkZp2/74sCsfMy5cvx/Lly4uMk5pjftNd4dcUwO377ncq6X58STp06ID169ff0/w6dOhg1zoAtx94SElJKfM06enpAJgPIFtSR1eAqLa6//77AQB///13maexHKgbNWpUZNgff/xhl3pZxMbGIiNPh6DZmxA0exP+PHEdQoi7fpo0aWIzjwcffBCA+WR+pzVr1gBAkUCiJM7OzrjvvvtKnJ+l7M753a0OmzZtgkajwaBBg6BSqcpUj61btyI3NxfNmjUr8UYYEREREVF1Zu9rkS9+WGH9+Y0hZXsw9W5iY2NLvfaoymsRABjeLhA48RvSTm6Bl1997NixA35+fiWO7+3tbe3u6cSJE0WGZ2VlISIiAoD5TR8iIiIiql5qwv37isbMxTEVvCGvCu4MqVSK/fv3Izk52WYcrVaLjRs3QiqVYtiwYWWqryU+37hxY5Hm6G/evIn9+/dDrVbbPPzau3dvqNVqREdH4/Tp00XmWVJO4G727t0L4Haf92Wxdu1aAEDnzp3LPA3VfkygE1WSHj16YNCgQdizZw9mzJiBnJwcm+Emkwnbt2+36YfE0qzf999/b9PUy/79+7FgwQK717HwMsrTHfq0adPg5OSEpUuX4siRI9byqKgofPzxx3Byciry9F58fDxatmyJli1bFpnfzJkzAQAfffQRoqKirOWHDx/Gd999Bw8PDzz//PM200yaNAkeHh5Yv349/vrrL2t5cnIyZs2aZTNfiz///BORkZFFlr9371688MILAIDJkyeXaRsQEREREVU39rwW2bdvH374egkAwFXphNAA9ypYg9LZ+1pkyeJFiNu1Ek6uXvB7/CN4+QXedflKpRJDhw4FYL7eKNzco0ajweTJk5GXl4fevXsjMPDu8yIiIiKiqlcT7o2o1KsAAQAASURBVN9XioJqy9y80XfoSOh0OkyePBkGg8E6yqxZs5CSkoKnnnoKAQEBNpO/9dZbaNmyJb766iub8m7duqF3795ITk626VPeYDBg8uTJ0Ov1mDJlCuRyuXWYQqHAq6++CgB49dVXbfpCX7hwIc6dO4c+ffqga9eu1vLk5GR8/vnnyMjIKLJqO3bssOYEnnvuOZth3333HW7dumW7KYTAd999h0WLFkEikeCll14qcbNR3cMm3Ikq0cqVK/HAAw9g8eLFWLFiBTp27AhfX1/Ex8cjIiICKSkpWLRokfWpq6lTp2L58uX45ptvEB4ejvbt2yM+Ph4HDhzAa6+9hs8++8yu9SvcHYtJ3HsKPTQ0FAsWLMDMmTPRt29fDB48GAqFAtu3b0d+fj4WLlxYpOl0vV5vfRPjTvfffz+mTZuGJUuWoGPHjhg8eDB0Oh127NgBk8mElStXwtvbtrlIb29v/Pzzz3jssccwduxY9O/fHz4+Pti5cycyMjIwdepUDBo0yGaaTZs24dFHH0Xz5s3RtGlTqNVqREVF4cyZMwCAJ554AtOmTbvn7UFEREREVF3Y81rEvetoZB37Cx4qeSlLrTr2vBY5c+YMXn/9dQCAq0993NizEoNHbUTLANsWqSZNmmTzxszChQtx9OhRnDlzBqGhoejZsyecnZ1x/PhxJCQkwNvbG0uXLq2EtSciIiIie6ju9+8rg6lQGuD51z/AjYhzWLt2LVq2bIkuXbrgwoULOH/+PEJCQrBo0aIi0ycmJiIiIqLY/tmXLVuGnj17YsmSJdi9ezdat26N48eP4+rVq+jevTveeeedItO8++672LlzJw4dOoTmzZujb9++iIuLw9GjR1GvXj0sW7bMZvy8vDy8/vrreO+999ClSxc0bNgQubm5iIyMxOXLlwEAM2bMwCOPPGIz3SeffIIpU6agdevW1hai/v33X8TExEAqlWLJkiV8A51s8A10okrk7++PI0eOYOHChWjevDmOHz+Ov//+Gzdu3EBYWBi+/vprPPPM/7N33+FRVfkfxz9TkklvJBBq6IQqCIpIt4Ft7Q39iXXXgr3g6rqWFeuufXVdV+zYOypYAUFQKaIoHRI6JEB6m3J+f4TEDEkgkEnuZOb9eh4eklu/c2Yy59zzvefcC6q379mzp3766SedfPLJys3N1ccff6yioiI999xzTTMCvd5fGu6GG27Qxx9/rGHDhum7777T119/rcGDB+ujjz7SDTfccMDHe/zxx/Xiiy+qd+/e+vLLL/X999/r6KOP1uzZs2tVelXOOOMMzZkzR+PGjdPPP/+szz77TN26ddPUqVP1xBNP1Nr+nHPO0fnnny+Hw6Eff/xRH3zwgbZs2aLjjz9e77zzjt544w3Z7Xw9AgAAoOUKxLVIYVGRep15k5LHXiKp8lnhwSRQ1yJ5eXnVI4gKsn9T8bKv9cPMD/Tyyy/7/VuzZo3fft26ddPSpUt1ww03qH379pozZ45mzJihmJgYXX311Vq6dKn69esX0NcMAACAwAn2/vumYGokAuKTUvTTTz/pmmuuUUVFhT744APl5+dr0qRJ+vHHH6ufJ95QPXr00JIlS3TRRRcpJydHH3zwgWw2m/72t7/p22+/rfMxq1FRUfr222915513KiYmRh9++KGysrI0ceJELVmyRN27d/fbvnXr1nr44Yc1duxYbdiwQR9++KFmzpypsrIynXvuufr222/16KOP1jrPTTfdpHHjxqmgoEBff/21ZsyYIZ/PpwsuuEALFizQNddcc0CvFaHPZsxBDDsFEBJyi8o15L6vJEkPnt5f5x7eyeKIAAAAAASL13/I1h0fLFNyTIRm3TJWidHBMwK9qXi8Ph372Bytzy3W5PGZunJMw5+dCAAAAAS7LXmlOvLBbyRJj559iE4/tIPFEQHBiSGWQBirefsMd9IAAAAAqFJU7tFjX66SJF13dI+wSJ5LktNh16SxlaNcnv9unYrLPfvZAwAAAGg5aj7KleG1QP1IoANhrOZ0LVSWAAAAAKo8N3utcosq1CU1VhOGZlgdTrM6ZWA7dW4Vo13FFXr9h2yrwwEAAAAChkF1QMOQQAfCWM3K0kcGHQAAAIAqp3V8/rt1kqTJ4zMV6QyvrgOnw66rqkehr1eZ22txRAAAAEBgkBMAGia8roIB+OFuMwAAAAB7m/LpcpW5fTq8c4rG9W1jdTiWOHVge7VNjFJOYbk+WLLZ6nAAAACAgKg5Ky1JAaB+JNCBMOY/hTu1JQAAABDuvl+Tq09/3Sq7Tbr7T31ls9msDskSkU67LhvZVVLldPZeH9dLAAAAaPn8B9XRxgXqQwIdCGM1+4DInwMAAADhze316e5PfpMkXXBEhvq0S7A4Imudd3hHJcVEKGtniT5fttXqcAAAAIBGqzltO/eIAvUjgQ6EsZqjzhmBDgAAAIS3V+dna9X2IiXHROjGY3taHY7lYiKduujIzpKkZ2et5ZoJAAAALV7NFi3NW6B+JNCBMFazguRuMwAAACB85RSW67EvV0mSbh2fqaSYSIsjCg4Th3VWdIRDv20p0JzVuVaHAwAAADSK8RuBTlIAqA8JdCCM+T/vBAAAAEC4enjGChWWe9S/faLOHtLR6nCCRnJspM47vJMk6dlZayyOBgAAAGgccgJAw5BAB8KYEVO4AwAAAOFuyYbdemfRJknSPaf0lcNuszii4HL5qC6KcNi0YN0uLd6w2+pwAAAAgIPmYw53oEFIoANhrGZlSV0JAAAAhB+fz+iuj3+TJJ05uIMO7ZRscUTBp21itE4d2F5S5bPQAQAAgJaq5qA6HusK1I8EOhDGao46N0zYAgAAAISdtxdu1C+b8hXvcmry+EyrwwlafxndTTab9OXv27V6e6HV4QAAAAAHxW8Kd0bVAfUigQ6EsZrVI3ebAQAAAOElv8Sth2eulCRdd0wPpcW7LI4oeHVvHadxfdIlSf+Zvc7iaAAAAICD4/MbVAegPiTQgTDmNwKd2hIAAAAIK499tUq7iivUo3WcJh7Z2epwgt4VY7pJkj76ebM255VaHA0AAABw4GrmARhUB9SPBDoQxvyma+F+MwAAACBsrN5eqFcXZEuS7v5TX0U46B7Yn4EdkzSsayt5fEYvzVtvdTgAAADAAWMKd6BhuEIGwljN6pG6EgAAAAgfUz5bLq/P6Ng+bTS8e6rV4bQYfx7VVZL0xo8bVVDmtjgaAAAA4MAwkA5oGBLoQBjze94JGXQAAAAgLMxelaNZK3MU4bDp9hN6Wx1OizK6Z5q6t45TUblHb/240epwAAAAgAPiP4U7OQGgPiTQgTDG804AAACA8OLx+nTf9N8lSRcO66wuqbEWR9Sy2O02XT6yiyTpxXnr5fb6LI4IAAAAaDj/QXUWBgIEORLoQBjzf96JdXEAAAAAaB5v/LhBq3cUKTkmQtce1cPqcFqkUwa2V2pcpLbkl+mzX7daHQ4AAADQYDXTAAyqA+pHAh0IY353m/HsEwAAACCkFZS59dhXqyVJ1x/TU4kxERZH1DJFRTg0cVhnSdJ/56zjcVgAAABoMQw5AaBBSKADkMTdZgAAAECo+9+cddpVXKFuabGaMLST1eG0aBcckaGoCLt+21Kg+et2Wh0OAAAA0CDMSgs0DAl0IIz5qC0BAACAsJBbVK7/zV0vSbplXC9FOOgOaIzk2EidNbijJOn5OessjgYAAABoGJ9fSoCcAFAfrpiBMFazfmQEOgAAABC6np21ViUVXvVvn6hxfdOtDickXDqii2w26duVOVq9vdDqcAAAAID98pvCnZwAUC8S6EAYM34/U1sCAAAAoWhLXqleXZAtqXL0uc1mszii0NA5NVbH9WkjSfrfd+stjgYAAADYP1PPzwD8kUAHwpiPu80AAACAkPfUN6tV4fFpaJcUjeyRanU4IeXykV0lSR8s2awdhWUWRwMAAADsW82cgI+kAFAvEuhAGGMKdwAAACC0rc8t1tsLN0li9HlTGJyRrEGdklTh9enV+dlWhwMAAADsm98z0K0LAwh2JNCBsFZjBDoTtgAAAAAh56lvVsvrMxrbK01DOqdYHU7Isdls+vOeUeivLshWaYXX4ogAAACA+tUcSEdGAKgfCXQgjPm42wwAAAAIWRt3leijn7dIkq4/pqfF0YSu4/qmq1NKjPJK3Hp30UarwwEAAADqVXMgnSEpANSLBDoQxoxfAp3KEgAAAAgl/52zTl6f0cgeqTqkY5LV4YQsh92mS0d0kST9b+56eXk+FgAAAIKUYVAd0CAk0IEwVjNpTmUJAAAAhI4dhWV6a2HlaOirxnS3OJrQd9aQDkqMjlD2zhJ98ds2q8MBAAAA6uSrkQjwkRQA6kUCHQhjNQdGMEgCAAAACB0vzF2vCo9Ph3ZK0hFdefZ5U4uJdOrCYRmSpOfmrGOGLwAAAAQlU8/PAPyRQAfCmN/zTqguAQAAgJCQX+LWa/OzJUlXj+0um81mcUTh4cJhnRXptOvnjXn6KWu31eEAAAAAtTArLdAwJNCBMMbzTgAAAIDQ89L3WSqu8CozPV5HZba2OpywkRbv0hmHdpAk/XfOWoujAQAAAGrzzwmQFADqQwIdCGNUlgAAAEBoKS736MXv10ti9LkVLh/ZRTab9NXyHVqzo9DqcAAAAAA/fjkB68IAgh4JdCCM+U/hDgAAAKCle+PHDcorcatzqxid0L+t1eGEna5pcTq2dxtJ0vNz1lscDQAAAODP5zeFO1kBoD4k0IEw5jM1f6ayBAAAAFqyCo9Pz3+3TpJ05ZhuctgZfW6Fv4zuKkn6YMlm7SgoszgaAAAA4A81swA+UgJAvUigA2HM+N1tZmEgAAAAABpt+i9btL2gXG0SXDptUAerwwlbgzNSNDgjWRVen178PsvqcAAAAIBq5ASAhiGBDoQxU8/PAAAAAFoWY4z+913llOEXDuusSCeX+1b6y6jKUeivLchWUbnH4mgAAACASv7PQCcrANSHK2ogjBmedwIAAACEhAXrdun3rQWKirDr/KGdrA4n7B3Tu426psWqsMyj1xdkWx0OAAAAIMl/2nZSAkD9SKADYcxQWQIAAAAh4YW5laPPzxzcQUkxkRZHA7vdpitGd5MkPf/dOpVWeC2OCAAAAPAfdc6gOqB+JNCBMFazfvRRWQIAAAAt0vrcYn29Yrsk6eLhXSyOBlVOG9ReHZKjlVtUoTd+3GB1OAAAAMBeOQHr4gCCHQl0IIz5/KZwtzAQAAAAAAftxXnrZYx0dGZrdUuLszoc7BHhsOvKMZWj0J+bs1ZlbkahAwAAwFp+OQGegQ7UiwQ6EMZMPT8DAAAAaBnySir0zsJNkqRLRzD6PNicObiD2iZGaXtBud5ZtMnqcAAAAIBqDKoD6kcCHQhjTOEOAAAAtGxv/LhRpW6vMtPjNaxbK6vDwV5cTof+MqqrJOk/s9aqwuOzOCIAAACEs5p5AKZwB+pHAh0IY6Zm0pzKEgAAAGhR3F6fXv4+S5J02ciustls1gaEOp17eCelxrm0Oa9UHyxhFDoAAACs4z+OjqQAUB8S6EAYq1k9MgIdAAAAaFk++3WrthWUKTXOpZMPaWt1OKhHVMQfo9Cf/HqNyj08Cx0AAADW8BtTR0oAqBcJdCCM1UyaU1cCAAAALYcxRv/7br0kaeKwDLmcDosjwr5ccESGWsdXjkJ/88eNVocDAACAMOU/hTtZAaA+JNCBMMbdZgAAAEDL9FPWbv26OV8up13nH5FhdTjYj+hIh645uock6alv1qikwmNxRAAAAAhHNdMA5ASA+pFAB8IYU7gDAAAALdP/vlsnSTr90PZKiY20OBo0xDlDOqpjSrRyi8r10p5n1wMAAADNyTArLdAgJNCBMEZlCQAAALQ82TuL9eXy7ZKkS4Z3sTgaNFSk064bj+0pSXp21lrtLCq3OCIAAACEm5rj6BhUB9SPBDoQxvyncKeyBAAAAFqCF+dlyRhpdM809WgTb3U4OAB/OqS9+rRNUGGZR499tcrqcAAAABBmTL2/AKiJBDoQxkyNGpL8OQAAABD88kvdenvhRknSZSMZfd7SOOw2/f3kPpKkaT9s0IptBRZHBAAAgHBSc9Q5I9CB+pFAB8KYz/fHz9SVAAAAQPB766cNKqnwqlebeI3onmp1ODgIR3RtpeP7pctnpH9M/53ZwAAAANBs/GaltS4MIOiRQAfCWM0KkrvNAAAAgODm9vr00rwsSdIlIzrLZrNZGxAO2u0n9Fakw655a3bq01+3Wh0OAAAAwkTNmzdJCQD1I4EOhDG/ytLCOAAAAADs3+fLtmlLfplS4yJ1ysD2VoeDRuiYEqOrxnaTJN398e/KL3FbHBEAAADCAYPqgIYhgQ6EMb/pWqgrAQAAgKBljNH/vlsnSfq/IzorKsJhcURorCvHdFO3tFjlFpXrgc+XWx0OAAAAwoDPx6A6oCFIoANhzKjmdC1UlwAAAECwWpi9W79sylek064LjuhkdTgIAJfToQfPGCBJevOnjVqwbqfFEQEAACDUmXp/AVATCXQgjPlqjkC3LgwAAAAA+1E1+vyMQ9urVZzL4mgQKId1TtGEoZU3RNz+wa8qc3stjggAAAChrOY4OqZwB+pHAh0IY1SWAAAAQPDL3lmsL37fLkm6ZHgXi6NBoE0en6m0eJfW5RTrsa9WWR0OAAAAQljNPAApAaB+JNCBMOY/hbuFgQAAAACo14vzsmSMNKZXmnq0ibc6HARYYnSE7ju1nyTpv3PWMZU7AAAAmoVhXlqgXiTQgTDGFO4AAABAcMsvcevthRslSZeN6GpxNGgq4/qm65whHWWMdONbPyu/1G11SAAAAAhBNUeg+0gKAPUigQ6EM7/pWqgtAQAAgGDzxk8bVFLhVWZ6vIZ3b2V1OGhCfz+5jzJaxWhLfpn+/tEyq8MBAABACKqZBiAlANSPBDoQxmrWj1SWAAAAQHBxe316aV6WJOnSEV1ks9msDQhNKtbl1OPnDJTDbtNHP2/RRz9vtjokAAAAhBj/nABJAaA+JNCBMObz1ZyuhcoSAAAACCaf/rJV2wrKlBbv0p8GtrM6HDSDQZ2Sde1RPSRJf/twmTbtLrE4IgAAAISSmnkAMgJA/UigA2GMEegAAABAcDLG6H9z10mSJg7LkMvpsDgiNJerx3bToZ2SVFjm0Y1vL5WXh1MCAAAgQPyncKedCdSHBDoQxvwqS+43AwAAAILGgnW7tGxzgaIi7JowNMPqcNCMnA67HjtnoGIjHfpx/S69sOdGCgAAAKCxaibNuU8TqB8JdCCM+agsAQAAgKD0n9lrJUlnHNpBKbGRFkeD5pbRKlZ3ntRHkvTPmau0YluBxREBAAAgFPgPqgNQHxLoACpRWwIAAABB4bct+Zq9Kkd2m/TnUV2tDgcWOeewjjqmd2tVeH264a2lKvd4rQ4JAAAALZz/Y11JCgD1IYEOhDH/EehUlgAAAEAw+M/syim7TxrQThmtYi2OBlax2Wx64PQBSomN1PKtBXr8q9VWhwQAAIAWrmYegJQAUD8S6EAYY7oWAAAAILhk5Rbr01+2SJKuGN3N4mhgtbR4l+4/rb8k6bnZa7Uoe7fFEQEAAKAl888JkBUA6kMCHQhjTNcCAAAABJf/frdOPiON6ZWmPu0SrA4HQWB8v3SdPqi9fEa67b1fVOHxWR0SAAAAWijDCHSgQUigA2HMfwp3CwMBAAAAoB0FZXp34SZJ0pWMPkcNd57UR61iI7V6R5GembXG6nAAAADQQtVMA/BYV6B+JNCBMMYU7gAAAEDweGHeelV4fRqckazDu6RYHQ6CSHJspO76U19J0r+/XaPV2wstjggAAAAtEc9ABxqGBDqAStSWAAAAgGVyi8r1yvfZkipHn9tsNosjQrA5eUBbHZ3ZWm6v0d8/+o3HcAEAAOCA+Q2qozkJ1IsEOhDGfD6mcAcAAACCwXOz16rU7dWADok6undrq8NBELLZbLr7T30V6bRr/rqdmrFsm9UhAQAAoIUxfj+TFADqQwIdCGNUlgAAAID1dhSU6ZX5laPPbzi2J6PPUa+OKTH6y6iukqT7Pl2uMrfX4ogAAADQkjCFO9AwJNCBMFazgvT5rIsDAAAACGfPzFqrco9Ph3ZK0pieaVaHgyB35ZhuapsYpc15pfrvnHVWhwMAAICWpGZOgAw6UC8S6EAY87vbzMI4AAAAgHC1Ja9U037YIEm66bhejD7HfsVEOnXb8ZmSKqf+31VcYXFEAAAAaCnICQANQwIdCGN+U7hztxkAAADQ7P797RpVeH0a2iVFR3ZrZXU4aCFOHtBOfdslqLjCq//MXmt1OAAAAGghaqYBSAkA9SOBDoQznncCAAAAWGZ9brHeXrhREqPPcWDsdptuHtdLkvTy91naXlBmcUQAAABoCRhUBzQMCXQgjPlq3m3GhC0AAABAs3rw8+Vye43G9ErT4V1SrA4HLcyYnmkakpGsco9PT32z2upwAAAA0AIwhTvQMCTQgTBWM2nuo7YEAAAAms2CdTs187ftcthtuuOE3laHgxbIZrPplj2j0N/6aaO25JVaHBEAAACCHVO4Aw1DAh0IY34j0KktAQAAgGbh8xnd9+nvkqTzDu+oHm3iLY4ILdXQrq10RNcUub1G/52zzupwAAAAEORq5gF85ASAepFAB8KY391m1oUBAAAAhJV3Fm3Uss0Finc5df0xPa0OBy3cpLE9JElv/rRBuUXlFkcDAACAYOb/DHTLwgCCHgl0IIzVnMKdyhIAAABoeruKK/TA5yskSdce3UOpcS6LI0JLN7x7Kx3SMUllbp9emLve6nAAAAAQxBhUBzQMCXQgjBmmcAcAAACa1UOfr1BeiVuZ6fG6aHhnq8NBCLDZbJo0trsk6dX52covdVscEQAAAIJVzWnbyQkA9SOBDoQx/+edWBgIAAAAEAYWZu3SWws3SpLuO7WfIhxckiMwjs5srV5t4lVU7tGbP26wOhwAAAAEKaZwBxqGq3UgjPlP10JtCQAAADSVMrdXt777iyTp7CEdNKRzisURIZTY7TZdNrKLJOml77Pk9vosjggAAADByH9QHTkBoD4k0IEw5vObwt26OAAAAIBQ98+ZK7Uut1it412644Q+VoeDEPSnge2UGufS1vwyffbrVqvDAQAAQBDiGehAw5BAB8JYzVHnJNABAACApvFT1i69MG+9JOnBM/orMSbC4ogQilxOhyYOy5AkvTB3Pc+0BAAAQC08Ax1oGBLoQBjzu9uMyhIAAAAIuN3FFbr+zZ9ljHTW4A46KrON1SEhhJ1/RIZcTrt+2ZSvn7J2Wx0OAAAAgoxhVlqgQUigA2GsZtKcuhIAAAAILJ/P6Ia3f9bmvFJltIrRnSczdTuaVkpspE4/tIMk6X/frbM4GgAAAAQbU8/PAPyRQAfCWM0K0sftZgAAAEBAPf3tGs1amSOX065nzx+shCimbkfTu3REZ0nSl8u3Kyu32NpgAAAAEFSYwh1oGBLoQBjzrywtDAQAAAAIMXNW5eixr1ZJkqac1l992iVYHBHCRffW8RrbK03GSC/OW291OAAAAAgmNfIAPnICQL1IoANhzFBZAgAAAAG3Oa9U1725RMZI5x3eSWcO7mB1SAgzl4zoIkl6d9EmFZS5LY4GAAAAwcJvUB2TuAP1IoEOBIEFCxbolFNOUWpqqqKiotSzZ0/97W9/U0lJSYOPccwxx8hms8lms2nbtm211peVlenqq69WamqqYmNj9ac//Ul5O7bU2OKPyjI/P1/p6ek677zzDvi1ZGVlyWazqXPnzvvc7qKLLpLNZtNLL71U5/Kqf3a7XYmJiercubNOPvlkPfzww9q+ffsBHxcAAABoDuUer656fbF2l7jVv32i7mrm555bdW2RnZ1d57G4trDGiO6p6tE6TsUVXr3900arwwEAAAhq4dSGrsoC5H76mOZOPpo2NFAPEuiAxV5//XWNGDFCH3/8sTp37qwTTjhBZWVlmjJlio488kgVFhbu9xgvvfSSvv76a9lstnq3ue666/TMM88oIyNDI0eO1PTp0/X2fVfJ+LyS/Eej//3vf1dxcbH++c9/Nvr1Hazhw4dr4sSJuvDCC3XcccepQ4cO+vrrrzV58mR16tRJDz30EM9oAQAAQNCZ8ulyLd2Yp8ToCD1z/qGKinA027mtvLY44YQT5PV6a23LtYU1bDabLh5eOQr95flZ8jLlGAAAQJ3CrQ3d0GZvOLahgZpIoAMW2rRpky677DJ5vV5NnTpVCxcu1Pvvv6/Vq1frrLPO0tKlS3Xrrbfu8xg5OTm6+eabddxxx6lTp051brN161ZNnTpVxx9/vBYuXKgZM2boH//4h3I3rVPJqvmS/pi6ZdmyZXrmmWd05513qn379oF9wQfgsssu00svvaSXXnpJ77zzjubOnaudO3fqySeflNPp1G233aY77rjDsvgAAACAvX24ZLNemV85iuTxcwaqY0pMs53b6muL33//XR988IHftlxbWOu0Qe2VFBOhjbtK9dXy+kcJAQAAhKtwbEP7Gpj0Dtc2NFCFBDpgoZdeekllZWU69thjdfHFF1cvd7lc+ve//62YmBi98MIL2rlzZ73HuP7661VcXKxnnnmm3m2WLVsmj8ejCy+8sPouuEsuuUSSVLFjvaQ/pm6ZNGmSunXrphtuuKGRry7woqOjdc011+jTTz+Vw+HQAw88oKVLl1odFgAAAKCV2wr11/d/lSRde1R3jc1s3aznD4Zri59//tlvW64trBUd6dB5h1d24r44b73F0QAAAASfcGxDN2bMeDi0oYEqJNABCy1atEiSNGbMmFrr0tLS1KdPH7ndbn322Wd17j9z5kxNmzZNd9xxh7p161bveXbv3i1JSk5Orl5W9bOvrHIKGp/PaNq0aZo9e7aeeuopRUREHNRrag5jxoypfv7LU089ZXE0AAAACHeFZW5d+doilbq9GtkjVdcd07PZYwiGa4tdu3ZVL+PaIjj83xEZcthtWrBul37fUmB1OAAAAEElHNvQgZh2PdTb0IBEAh2wVHFxsST/irOmlJQUSarzLq6SkhJdccUVyszM3O80MlVTx6xevbp62apVqyRJzoTKkTGeilLdcsstOuOMM3Tsscce4Ctpfueee64k6dtvv7U4EgAAAIQzY4xue+9XrcstVrvEKD1x7iA57PU/+7CpBMO1RUZGhiSpqKiIa4sg0S4pWsf3S5fEKHQAAIC9hWMbOlCPLQ/lNjQgkUAHLJWWliZJys7OrnN91fKsrKxa6+68805lZWXp2WefVWRk5D7PM3DgQLVt21aPPvqoli1bpu3bt1dW6jaborsOliTlzHpdeXl5evTRRxvxiprPwIEDJUnr1q1TRUWFtcEAAAAgbL26IFuf/rpVTrtNT59/qFJi9902bypWX1vYbDYdf/zxkqR7772Xa4sgcvHwLpKkj5ZuUW5RucXRAAAABI9wbEMHKoEe6m1ogAQ6YKHRo0dLkt54441alcyCBQu0cuVKSVJhYaHfusWLF+uJJ57QxIkT65xeZm9RUVF65JFHlJWVpf79+ys9PV0zZ87UgGPOVGTrLnLv3KTcHz7U7bffXn03nCSVlpYe9JQu2dnZstls9f57+eWXD+q4VVJTU6t/rpoCBwAAAGhOv27K133Tl0uSbjs+U4d2qnvkSnOw+triiiuu0IABA7Ry5Uo9/vjjXFsEkUM7JemQjkmq8Pg07YcNVocDAAAQNMKxDf3chUOU/dBJKl729UEdt0qot6EBp9UBAOHs/PPP15QpU7Rhwwadcsop+uc//6lOnTpp3rx5uvzyy+V0OuXxeGS3/3Gvi9fr1eWXX66kpCT985//PKBzde3aVe+8847Kysp01FFHaa6nmz78eYt2ffWcIhLTdPPNN0uS3nzzTd12223Kzs5WYmKiJk2apHvvvdcvjv2JjY3VmWeeWe/6uXPnau3atQ0+3t5qNhxstuafIhMAAADhLb/UraumLVKF16fj+rTRpSO6WBqP1dcWZ5xxhiTpmmuuUadOnbi2CCI2m02XDO+s6978Wa8uyNYVo7sp0sl4CgAAgHBsQ3+/Nldb8spUvul3efK2Nvh4ewv1NjRAAh2wUGxsrKZPn66TTjpJM2bM0IwZM6rXderUSTfeeKMefvhhv2ewPP7441q8eLFeeOEFv7u8GmLYsGEaNmxY9e9z31yi4pXzVJa1RO3PuVsul0uLFi3ShAkTNG7cOD3xxBOaPXu2pkyZotatW+vaa69t8LlSU1P10ksv1bv+oosualQnV25ubvXP9T2jBgAAAGgKlc89/0Ubd5WqQ3K0HjnzEMs7jay+tpCk9957T19++aWmT5/OtUWQOb5fW92fsFzbC8r12a9bdeqg9laHBAAAYLlwbENf9vJP+mr5DuV++lijEujh0IZGeCOBDlisf//+WrFihd555x0tXLhQHo9HhxxyiCZMmKD77rtPktS3b9/q7T/55JPqaQpfeeUVv2Nt27ZNknT66acrMjJS9913n0aMGFHvuSvKy7T7mxcU3f1wxXY/XJL0r3/9S3FxcXr77bcVHx+vU045RYsXL9YjjzxyQBV0U/v5558lST169FBERIS1wQAAACCsfLBksz5ftk0RDpv+PeFQJcYER3vUymuL0tJS3XTTTTr55JN14oknSuLaIphEOu36vyMy9M8vVmnqvPU6ZWA7y2/6AAAACAbh1oYO1DPQw6ENjfBGAh0IAtHR0brwwgt14YUX+i3/6quvJKnWc1SMMZozZ069x5s/f74k/7vA6vLTh1PlK8lT8tF/VlW9uWLFCmVmZio+Pr56u8MPP1yzZ89WQUGBEhISGviqmtabb74pSRo7dqzFkQAAACCcbM0v1V0f/yZJuv6YnjqkY5K1Ae3FqmuL+++/X9u3b9fjjz9evYxri+By3uGd9OQ3a/TLpnwt3rBbgzNSrA4JAAAgKIRTG9oXoAx6uLShEb5IoANBavbs2Vq8eLH69u2r4cOHVy+fNWtWvft07txZ2dnZ2rp1q9LT0/d5/LVr12rJp68o4fAzFJGU7vfMkpKSEr9ti4uLJQXPs0xmzZqlN998UzabTddcc43V4QAAACBMGGN067u/qLDMo4Edk/SXUV2tDqlBmuPa4pFHHtHkyZPVtat/mXBtETxaxbl02sD2emvhRk2dl0UCHQAAYB9CtQ0diPR5OLWhEb7sVgcAhLuff/5ZHo/Hb9nixYs1YcIE2Ww2PfXUU01y3uuuu04xSalKOOJMSX9M3dK3b1/9/vvvWrJkiSSpsLBQn3zyiTp16uR315sVysrK9PTTT+vEE0+U1+vVnXfeqX79+lkaEwAAAMLHB0s267vVuXI57frX2YfI6QiuS2orry3atm2r2267zW851xbB5+IRnSVJM5Zt05a8UmuDAQAACALh1oZuzAD0cG1DIzwxAh2w2PXXX6/ff/9dAwcOVGpqqrKysvTDDz/Ibrfrueeea5IpUD799FN9+umnGn/9P7U8wiXpjzvPbrnlFk2bNk1jx47VUUcdpSVLlmjjxo36z3/+E/A49uV///tf9d18JSUl2rZtmxYtWqSSkhK5XC49/PDDuvnmm5s1JgAAAISvvJIKTfl0uaTKqdu7pcVZHFFtVl5bfPDBB4qOjvZbx7VF8MlMT9CR3Vrp+7U79cr8bN12fKbVIQEAAFgq3NrQDZ3CnTY0wh0JdMBiF1xwgV577TX9/PPPysvLU1pams4991zdcsstGjhwYMDPV15eruuuu07jxo1TxqFjtPy3bZL+qDgHDBigDz/8UH/72980ffp0paen68EHH9Rf/vKXgMeyL/PmzdO8efNks9kUFxenlJQUjR07VqNHj9bEiRPVunXrZo0HAAAA4e2hGSu1s7hCPdvE6bKRXawOp05WXluceuqptdZzbRGcLh7eRd+v3ak3ftyga4/urphIuoYAAED4og1dN9rQCHc2YxozYQOAluwvry7UzN+2V/+e9eCJFkYDAAAABKdF2bt0xrPzJUlv/2WYDu/Cs6PRcnl9RmP/OUsbdpVoymn9dP7QDKtDAgAAQDM5/38LNG/NTklSdIRDy/8x3uKIgOAUXA9sA9Cs9r59hvtpAAAAAH9ur093fLBMknT2kA4kz9HiOew2XXRkZ0nSi/OyuA4EAAAIIzWbfg2dzh0IRyTQgTDmq5VAtyYOAAAAIFi9Mj9bK7YVKjkmQrcd39vqcICAOGtIB8W5nFqzo0hzVudaHQ4AAACaSc0cAOkAoH4k0IGwZvbxGwAAABDe8koq9OTXqyVJt47PVEpspMURAYERHxWhs4d0lCT9+9s1jEIHAAAIEz4y6ECDkEAHwtjefSRM2QIAAAD84elv1ii/1K1ebeKrk41AqPjzqK6KdNj14/pdmr9up9XhAAAAoBnUzACQDwDqRwIdCGN7V5DUlwAAAEClDTtL9PL8LEnS7Sf2lsNuszYgIMDSE6N07uGVN4Y88dVqi6MBAABAc6g58xDpAKB+JNCBMLZ3BckdZwAAAEClh2askNtrNLJHqkb3TLM6HKBJXDmmmyIddv2wfpfmr2UUOgAAQKjzm8GdfABQLxLoQBjzUT8CAAAAtSzK3q1Pf90qu02648TeVocDNJm2idE657A9o9C/XmVxNAAAAGhq/lO4WxYGEPRIoANhbO87zLjhDAAAAOHOGKMpn/4uSTprcEdlpidYHBHQtK4c000RDpsWrNulBTwLHQAAIKTVfqwrSQGgLiTQAVRjCncAAACEu89+3abFG/IUHeHQjcf1tDocoMm1S/pjFPqjX66iExUAACCE7d3Uo+kH1I0EOhDGat1tZlEcAAAAQDAo93j10IwVkqQ/j+qqNglRFkcENI+rxnSXy2nXj+t36cvft1sdDgAAAJpIrVlpLYoDCHYk0IEwtvfdZYxABwAAQDh7dX62NuwqUVq8S38e1dXqcIBm0y4pWpeO6CJJevDzFXJ7fRZHBAAAgKawdwaA2YeAupFAB8IY07UAAAAAlfJKKvTUN2skSTcf11OxLqfFEQHN68ox3dQqNlLrcos17YcNVocDAACAJrD3IDofOQGgTiTQgTBWa8Q5lSUAAADC1BNfr1Z+qVuZ6fE6c3BHq8MBml18VISuP7anJOnxr1Zpd3GFxREBAAAg0GqnBEgKAHUhgQ6Esb2rRqZwBwAAQDhal1OkV+dnS5L+dmIfOew2iyMCrHHeYR3Vs02cdpe49fDMFVaHAwAAgABjVlqgYUigA+GMAegAAACAHvh8hTw+o6MyW2tEj1SrwwEs43TYdd+p/SVJb/y4UYuyd1scEQAAAAJp70F0JNCBupFAB8JY7eedUFsCAAAgvHy/Nldf/r5dDrtNt5+QaXU4gOUO75KiswZ3kCT97cNl8nh9FkcEAACApsIU7kDdSKADYWzvqpH8OQAAAMKJ12d03/TlkqQLhnZS99bxFkcEBIe/ntBbSTERWr61QM/NWWd1OAAAAAgQRqADDUMCHQhjtSpL7jYDAABAGHln4Ub9vrVA8VFOXXdMT6vDAYJGSmyk/n5SH0nS41+t0m9b8i2OCAAAAIGwd8KcWWmBupFAB8LY3nUjdSUAAADCxc6icj04Y4Uk6fpjeiolNtLiiIDgctqg9hrXt43cXqMb31qqco/X6pAAAADQSLVmpbUkCiD4kUAHwhhTuAMAACBcPfD5CuWVuNWnbYImDsuwOhwg6NhsNt1/Wn+1io3Uyu2FenjGSqtDAgAAQCPVmpXWZ1EgQJAjgQ6EMcMU7gAAAAhDP6zbqXcXbZLNJt13Wj85HVwaA3VpFefSQ2cMkCS9MHe9vvhtm8URAQAAoFH2npWWnABQJ3oJgDBW+3kn1sQBAAAANJeSCo8mv/eLJOncwzrp0E7JFkcEBLdj+rTRZSO6SJJufmepNu4qsTgiAAAAHKxaI9DJCQB1IoEOhLG97y7be0Q6AAAAEGoe/HyFsnaWqG1ilG47PtPqcIAW4dbxmRrYMUkFZR5d+foilVbwPHQAAICWaO8MwN4JdQCVSKADYcy31/NNqCsBAAAQyuasytEr87MlSQ+fOUCJ0REWRwS0DJFOu56eMEgpsZFatrlAN7+7lBuwAQAAWqBaI9AtigMIdiTQgTC2d+VI/wcAAABC1faCMt30zlJJ0oXDMjSyR5rFEQEtS4fkGD17/qFy2m369JetevLrNVaHBAAAgAO0dw6AnABQNxLoQBjbe8TA3lO6AwAAAKGgwuPTla8tUk5huXq2iWPqduAgDe3aSved2k+S9NhXq/TGjxssjggAAAAHonYCnZwAUBcS6EAY27tu9FFXAgAAIMQYY3T3J79p8YY8JUQ59d//G6KYSKfVYQEt1rmHd9KVY7pJkm7/4FdN/2WLxREBAACgoWoPqgNQFxLoQBjbe8Q5d5sBAAAg1Dz1zRpN+2GDbDbpiXMHqXNqrNUhAS3ereN6acLQTjJGuuGtnzV7VY7VIQEAAKABeKwr0DAk0IEwxgh0AAAAhLKpc9fr0S9XSZLuPLGPxma2tjgiIDTYbDb945R+OmlAW7m9Rn95daHmr91pdVgAAADYD99eSYG9fwdQiQQ6EMZqV45UlgAAAGj5jDH6z+y1unf675KkG47pqUtGdLE4KiC0OOw2PXr2QI3plaYyt08Xvfij5jASHQAAIKjVega6NWEAQY8EOhDGmK4FAAAAocbj9emOD5fpwc9XSJL+Mrqrrj26u8VRAaEp0mnXfy4YrKMzW6vc49NlLy/U18u3Wx0WAAAA6rF3CsDHtLRAnUigA2GMKdwBAAAQSjbtLtG5/11Q/czzv5/UR389vrdsNpvVoQEhKyrCoWcvGKzxfdNV4fXpitcW6dNftlodFgAAAOpgGEUHNAgJdCCM7V1ZGiZsAQAAQAvk8xm9v3iTTnjiOy3M3q04l1PPXTCYaduBZhLptOvpCYP0p0Paye01mvTGYk2du97qsAAAALCXWlO4kxIA6uS0OgAA1qk9XYslYQAAAAAHbf7anZry2e9atrlAkjSwY5KePHeQOrWKsTgyILw4HXY9ds5AJcVE6JX52bp3+u/akleq20/oLbudWSAAAACCgW+vjPnevwOoRAIdCGN7V46MQAcAAEBLsWZHoR78fIW+Wr5DkhTncuqqsd10+ciuinAw2RpgBYfdpnv+1FftkqL14Ocr9L+567U1v0yPnDVAMZF0QQEAAFht7wwAGQGgbvQqoEl9//33OuGEE5SSkqK4uDgdfvjhevnllw/6eNOnT9fo0aOVmJiohIQEjR49WtOnT69z26ysLNlstnr/paen19rH4/Ho7rvv1oknnqiuXbsqPj5eUVFR6tGjh66++mpt2LDhoGMPRkzX0nDLly/XWWedpbS0NEVHR6t///567LHH5DvIYfsH8rdx99137/OzXPVvzpw51fvMmjWrQfvce++9BxU/AACwTllZme666y717NlTUVFRateunS655BJt2rTpgI81e/Zs3XPPPTrxxBOVlpYmm82mzMzMerffXxu76t8ll1zSmJe4T7lF5frbh79q3OPf6avlO+Sw23ThsAzNumWMrhrTneQ5YDGbzaYrRnfTE+cOVITDpk9/3aoznp2vjbtKDvhYgboO++WXXzRp0iQdccQRateunVwulxITEzVs2DA9/fTT8ng89e77+uuva/jw4YqPj1dcXJwOO+ww/e9//zvg1wIAgFWs7KPPzs7WTTfdpFGjRqlDhw6KiopSXFycDj30UE2ZMkUlJbXbBy+99FKDrjleeeWVg34N4ax2TqBlJAWs7J+XKj/3t99+u4455hglJibKZrNp/Pjx+z3PggULdMYZZyg9PV0RERFKSUnR0UcfrXffffeg4kbzsZmW8teBFueDDz7QWWedJZ/Pp1GjRik1NVVff/218vLydMMNN+jRRx89oOM9+eSTuu666+R0OnXMMcfI5XLpiy++UGlpqZ544glde+21fttnZWWpS5cuatOmTZ1fZImJiXriiSf8lhUVFVVfFA8YMEDt2rVTRUWFfv75Z23YsEGJiYn65ptvdOihhx54gQSh4Q9+o815pdW/fzJphPp3SLQwouC0YMECHX300SopKdHhhx+uzp07a86cOdq2bZvOOOMMvfPOO7LZGj4l4YH+bXz44Yf68MMP6zzW5s2b9dVXXykmJkbbt29XXFycJGnFihV68MEH69zH6/XqtddekyR98803Gjt2bINjBwAA1iorK9PRRx+t77//Xm3bttXIkSOVlZWlH3/8UWlpaZo/f766devW4OMNHDhQS5cu9VvWq1cvrVixos7tc3NzdfPNN9d7vLfeektlZWWaOnWqLr744gbH0RClFV5Nnbdez85aq6LyymTXsX3a6LbjM9UtLS6g5wIQGD+u36WrXl+k3KIKJcVE6OnzDtWIHqkN2jeQ12FPP/20rrnmGmVkZKh79+5KS0tTTk6O5s2bp7KyMh111FGaMWOGIiIi/Pa76qqr9Oyzz8rlcmnYsGGKiYnRvHnzlJ+fr0suuUQvvPDCAZcJAADNyeo++unTp+vkk09Wenq6MjMzlZ6ert27d2vBggXKz89X//79NWfOHCUlJVXvM3fu3HpvVsvPz6/uJ127dq26du16QPFD6n/3TBWW/XHz4Fc3jlb31sF9PWV1/7wkJSUlKT8/32/ZuHHjNGPGjHrP88477+jcc8+Vz+fTkCFD1K1bN23ZskXz5s2Tz+fT5MmT6+3DRxAwQBPYtWuXSUxMNJLMe++9V71827Ztpnv37kaS+eabbxp8vJUrVxqn02lcLpf5/vvv/Za3atXKOJ1Os2rVKr991q9fbySZ0aNHN/g8brfbzJ0717jdbr/lHo/H/PWvfzWSzNChQxt8vGA37P6vTMbk6dX/lm7cbXVIQcftdptu3boZSebRRx+tXl5YWGiGDRtmJJmpU6c2+HiB/tu49dZbjSRz/vnnN3ifzz77zEgyHTt2NF6vt8H7AQAA6915551Gkhk2bJgpLCysXv6vf/3LSDKjRo06oOPdcsstZsqUKeaLL74wixcvNpJMr169Diq25cuXG0kmOjra5OfnH9Qx6uLz+cz7izeaI2q0Xf/01HdmwdrcgJ0DQNPZkldi/vTUdyZj8nTT5bbp5r+z1xqfz7fPfQJ9HbZ27Vqzdu3aWsu3bdtm+vXrZySZZ5991m/du+++aySZ5ORks2jRourlmzZtMr179zaSzJtvvtngGAAAaG7B0Ee/ZcsWs2zZslrHys/PN0cffbSRZCZPntzgGJ555hkjyQwfPrzB+8Bfv7/P8MsJrN5eYHVI+xQs/fOXXHKJeeSRR8ysWbPMJ598YiSZcePG7TPutLS0OtuM33//vYmKijI2m82sWbOmwbGjeZFAR5N4+OGHjSRzyimn1Fr3/vvvG0nmpJNOavDxrrrqKiPJXHfddbXWPfroo0aSmTRpkt/yg0mg74vb7TZRUVFGkikqKgrIMa12xF4J9J837LY6pKDz9ttvG0nmkEMOqbWuqpO5X79+DT5eIP82fD6f6dixo5FkZsyY0eAYJkyYYCSZ2267rcH7AAAA61VUVJikpCQjySxevLjW+gEDBhhJZuHChQd1/Kr288Em0G+//XYjyZx77rkHtX9dlm7cbU7799zq9uqRD3xtPlyyyXi9+06+AQgupRUec9PbP1f/Lf/5lZ9MXnFFvdsH+jpsX1577TUjyZx11ll+y6s69adMmVJrn+nTpxtJZtCgQQGJAQCAphAMffT7MnfuXCPJHHbYYQ3e58gjjzSSzH/+858G7wN/fe783C8nsGpbcCfQg7F//ttvv91vAv3XX381kkxmZmad60855RQjybz11lsNjh3Ni4fDoUlUPfPkzDPPrLXuxBNPVFRUlL766iuVlZU1+nhnnXWWJOmTTz452HAbxGazyW63y263y+l0Num5msveD3Dw8USHWvb12Rs0aJC6du2qZcuWKSsrq9HHO9C/jVmzZmnjxo1KT0/XMccc06DzFxcX66OPPpIkXXDBBQ3aBwAABIe5c+cqLy9P3bp106BBg2qtr2pfNHW7uC7GGE2bNk2S9H//93+NPl5uUbkmv/uLTvn3PC3ekKeYSIduHd9LX980WqcMbC+7veHT8wGwXlSEQ4+cOUD3/KmvIhw2zfxtu0548jstzNpV5/aBvg7bF4fDIUmKjIz0W75o0SJJ0pgxY2rtU7VsyZIl2rhxY6NjAACgKQR7H319dXB91q9fr++//16RkZE6++yzG3we+Ns7A+AL8pRAMPfP74vL5WrQdikpKY06D5oOCXQ0iV9++UWS6nxWeGRkpPr166eysjKtXLlyv8fKy8vThg0bJKnOjsIOHTooNTVV2dnZtZ5BIUnbt2/XXXfdpT//+c+65ZZb9O6776qiouKAXo8xRg8++KBKSkp01FFHNfjLL9jtnTAP8rrSElXPBK3vufdVy/d+dmh9Avm3UfUc8/POO6+6wbk/77//voqLizVo0CD17du3QfsAAIDgEOh2SSDNnTtXWVlZSktL03HHHXfQxzHG6M0fN2jsP2fprYUbZYx02qD2+vbmMbpqTHdFRTSszQMg+NhsNk08srPev3K4OreK0ea8Up3z3wV6+pvV8u7Vc9tc33e7d+/Wv/71L0nS8ccf77euuLhYkpScnFxrv9jY2Op+ASu+cwEAaIhg6qPfW0lJiaZMmSKpdh1cn6q+0BNPPLHO+hkNUzsnENxZgWDun9+Xrl27qmvXrlqxYoXefvttv3Xz58/XzJkz1aVLF40aNapR50HTCY1htAgqBQUFysvLk1RZcdalQ4cOWrhwoTZs2KBDDjlkn8erqpiTk5MVGxtb7/Fyc3O1YcMG9e/f32/dihUrdO+99/ot69Spk95++20NHTq03vNOnjxZ27dvV0FBgX755RetXbtWmZmZ+u9//7vPeFuSvatGwwj0Wqo+f/v6LNfcbl8C+bdRVlam9957T9KBjfKqamgGYmQYAKBxdhdXaMOuEsW6HOqaGseIWuxXINslgVbzxr6Dna1pfW6x/vr+L1qwrnJEat92CbrnT301pDN35AOhpH+HRE2/dqTu/HCZPliyWf/8YpXmrsnVI2ceoo4pMZKa7vtu9erVmjJlinw+n7Zv367vv/9eRUVF+stf/qIJEyb4bZuWlqYtW7YoOztbvXv39lu3bds2lZeXS1JARsEDABBowdZHv3v3bt1www2SpJycHP3www/auXOnTjnlFN14440Nek2vv/66JPo1G6vWrLQ+a+JoqGDtn98fh8Ohl156SSeffLLOOeccPfLII+rWrZu2bt2quXPn6vDDD9err77a4BkY0PxIoCPgioqKqn+OiYmpc5uqSrbmtvs7Xn3Hqu94LpdLV155pc455xz17t1bUVFR+v333/WPf/xDn332mcaPH68lS5aoc+fOdR7zvffe09q1a6t/79evn15//XV16dJlvzG3FHsnzMmf17a/z9/BfJYDcbyPP/5Y+fn56tu3b513fdZl27Zt+vrrr+VwOHTeeec1aB8AQODNWrlDT3+zRguzd1cvS4mN1ITDO+nPo7sqISrCwugQzALZLgmkiooKvfPOO5IOrjPL7fXp+e/W6fGvVqvC41NUhF03H9dLFx3ZWU4Hk6YBoSjO5dRj5wzUiO6puvOjZVqwbpfGPz5Hd5zYR+cd3rHJvu+2b9+ul19+2W/ZpEmTNGXKFNls/jeyjR49Wm+88YZeeukljR8/3m/diy++WP1zYWHhAcUAAEBzCJY++irFxcW16uAzzzxT//73vxUdHb3f8//4449auXKlkpOTdeKJJ+53e9Sv1qC6IB+BHqz98w0xcuRIzZ49W6eddpoWLlyohQsXSpLi4+N1zDHHqF27do0+B5oOvREIuIaMYj6Qkc5V2+59Mbu/47Vt21bPPPOMRo8erdatWyshIUFHHHGEPv30U02YMEF5eXm6//776z3mmjVrZIxRTk6OZsyYIZfLpcGDB9eq6FuyvYstuKtKa9X3+TuYz3Jjt5EObiT5tGnT5PV6deyxxyo9Pb3B+wEAAqPM7dXN7yzVRS/+VJ08b5PgUkykQ7uKK/T0t2t0/OPfacmG3fs5EsLV/trFVs0mNH36dO3evVuZmZkaMmTIAe37y6Y8/enpeXp4xkpVeHwa2SNVX1w/WpeN7EryHAgDZwzuoM+vG6nDO6eouMKr2z/4VRdO/bF6faC/70aMGCFjjDwej9atW6d//etfeuWVVzRkyJBaI8lvueUWRURE6K233tLkyZO1ceNG5eTk6Nlnn9W9995bPduG3c53FQAg+ARLH32VDh06yBgjn8+nDRs26IUXXtDcuXM1YMAALV68eL/nr+oLPeeccxix20gtdVBdsPXPN8Qbb7yhoUOHqlOnTvrhhx9UVFSkVatW6bzzztN9992nY445Rm63O2DnQ2AxAh0H5aKLLqq17NRTT9Wpp56q+Pj46mUlJSVKSEiotW1JSYkkKS4ubr/nqjpe1fPH6nIgx5Ok22+/XdOmTdPMmTP3u21qaqrGjRunI444QgMGDNCVV16po446Sh07dmzQuYLZ3lWBz9dCastmFBcXp927d9f7+TuYz3LVfgf7t7Fz507NmDFDdru91jSD+8L07QBgnYIyty5+8Sctyt4tu0266Mgu+svormqTECW316evl2/XlM+Wa+OuUp33/AL954LBGtOrtdVhI8jsr118oG3iQDmYNkZxuUePfblKU+etl89ISTERuvPEPjr90Pb77JQDEHoyWsXqzT8foanz1uuRmSv13epc+Rwuye1WYWHdI38a+33ncDjUpUsX3XjjjerSpYtOP/10XXPNNfrkk0+qtxk0aJBefvllXXrppXr44Yf18MMPV6876qijlJSUpPfff59nsAIALNMS++htNps6duyoSy65RAMGDNARRxyhiy++WD///HO91wEej0dvvfWWJPo1A6EqP2yzVf4c7An0YOyfb4jVq1dr4sSJatOmjT799NPqke09evTQc889p61bt+qTTz7Riy++qD//+c+NOheaBrfJ4qC8/PLLtf79/PPPkqSEhAQlJiZKkjZt2lTn/lXLO3XqtN9zVW2zry/JAzmeVPklJUlbt25t0PaSlJiYqJNOOkmlpaX68ssvG7xfMPPtfbeZRXEEs6rPVCA+y4H623jrrbfkdrs1evToBt/IsXz5ci1ZskRxcXE69dRTG7QPACAwytxeXf7yQi3K3q2EKKdeu2yo/n5yH7VJiJIkRTjsGt+vrT67dqTG9EpTmdunv7y6SIsZiY69BLJdEih5eXn67LPPZLPZdP755zdon29WbNdxj83R/+ZWJs//dEg7fXXjaJ0xuAPJcyBM2e02XTayqz67bqQGdkySPSFNknT1819q9fbaU6QH8vvu1FNPVVxcnD7//HNVVFT4rTvvvPO0du1aPfbYY7riiit03XXX6f3339eXX35ZHUPfvn0bHQMAAAejpffRDxkyRL169dIvv/yi9evX17vdF198oR07dqhr16468sgjG3Rs1K8qJ+DYc+0V7FO4B2P/fEO8+eabcrvdGj9+fHXyvKazzz5bkjRr1qxGnQdNhwQ6Dooxpta/u+++u3r9IYccIkl1Tr/idru1bNkyuVwu9erVa7/nSkpKqv6yWrJkSa31mzZtUm5urjp16lT95bc/u3dXdkgf6F1EqampkqScnJwD2i9YVeXP7Xv6KfdOqGPfn+WaywcMGNDo4zX0b+NgRnm9+uqrkqTTTz99n88qAgAElsfr0zVvLNEP63cpzuXUtMuP0JHdUuvcNj4qQv/9vyE6KrO1yj0+Xf7yQmXvrP/ufoSfQLdLAuHtt99WeXm5Ro4cqYyMjH1uu72gTFe9vkiXvLRQm/NK1T4pWlMvGqInzxuk1DhXM0UMIJh1S4vTe1ceqcMOHSRJ+u3XpTrhye/06BcrVeb2Vm8XyO87m82mlJQUeb3e6r6Cmtq2bavrr79ezz77rB5//HGddtppysvL05IlSxQfH69DDz200TEAAHAwWnofvdSw/vaqvtALLrigwcdF/aoyAPY9SYFgTwkEY/98Q1Ql4usa5V5z+a5duxp1HjQdEuhoEieeeKIk6d133621bvr06SorK9PRRx+tqKioRh/vnXfekSSddNJJDY7vvffekyQNHjy4wftI0uzZsyVJ3bp1O6D9glXV8zwcVRn0IK8srbCvz96SJUu0bt069enTR126dGn08Rryt7Fu3TrNnz9f0dHROuOMMxp0TmOMpk2bJolpjgCguT3w+Qp9+ft2RTrtev7CIerXft8dCZFOu546b5D6tU/QzuIKXfziTyos43lYqDR8+HAlJiZq7dq1dXZaVbUvDqRd3FgNubGvzO3Vc7PX6ph/zdZnv26Tw27Tn0d11Zc3jtJRmW2aK1QALYTDbtN1F59T+XPWD3J7jZ78Zo1OeOI7fb8296Cuw/Zl3bp12rhxoxISEqo78ffnqaeektvt1v/93/8pOjq60TEAANAUgr2PvqCgQEuWLJHNZqu3Ti8qKtJHH30kiQR6oLS0QXXB1j/fUOnp6ZKkhQsX1rn+p59+kiR17ty5UedB0yGBjiZx2WWXKSEhQR999JHef//96uU7duzQrbfeKkm68cYba+2XmZmpzMxMbd682W/5ddddJ4fDof/85z9asGBB9fLVq1drypQpcjgcuvbaa/32eeWVV+qchuP999/XbbfdJkm66qqr/NZ9/PHH+vzzz6sTy1VKSkp0xx13aPbs2UpPT9f48eMbUgxB74/nnVRN14K9nXbaaerSpYuWLl2qxx57rHp5cXGxrr76akl1f5aPPvpoZWZm6scff/RbfrB/G1WqOqlPOeWUeu9e29t3332n7OxstWvXTkcddVSD9gEANN70X7bohbmV09A9fs5ADevWqkH7xbqcmjrxMLVLjNK63GLd/sGyWm0ThKfIyEhNmjRJkjRp0iS/qRMfffRR/fLLLxoxYoQOO+wwv/2efvppZWZm6q9//WtA48nOztbcuXPlcrl01lln1VpvjNEnS7fomEdn64HPV6iw3KNDOiTq40nDdfsJvRUT6QxoPABCR9V12K6Nq3Wsb6Fax7u0LrdY5/57tk445yJJB3Yd9vDDD2vdunW1tl+5cqUmTJggY4wuvPBCORwOv/V1dXi+9tprmjJlilJTU3XPPfc04lUCANC0gqGP/plnntEvv/xS6xybN2/WhAkTVFhYqBNPPFGtW7eu8zW8//77Kikp0RFHHFH9WFYcvJp9C44WkhMItv75hjrllFMkSXPmzNGzzz7rt27BggXVr+XMM89s9LnQRAzQRN59911jt9uNzWYzY8aMMWeeeaZJSkoyksy1115b5z6q/L4269evr7Xu0UcfNZKM0+k0xx9/vDnllFNMdHS0kWQeffTRWtuPHj3a2O1206dPH3PCCSeY008/3WRmZlaf45Zbbqm1z1133WUkmXbt2pkTTzzRTJgwwRx11FEmJSXFSDKJiYlmzpw5jS6bYNH37zNMxuTpJvNvn5uMydPNnFU7rA4pKM2bN6/6szZ06FBz9tlnm7Zt2xpJ5tRTTzVer7fWPhkZGUaS+fbbb2utO5i/jSo9e/Y0ksynn37a4Pgvv/zyej/zAICmsWpbgel9Z2X9+sBnyw/qGIuyd5luf/3UZEyebt74ITvAEaKlKi0tNUOHDjWSTNu2bc3ZZ59d/XurVq3M6tWra+1T1cadOHFirXXPP/+8GTp0qBk6dKgZOHCgkWSioqKqlw0dOtQsWrSozlimTJliJJmzzjrLb7nX6zOf/7rFnPDEHJMxebrJmDzdHD7lS/POwo3G6/UFpBwAhL6a12FDDjvc9Bk+zjjiKq/N43oNM09/vcqUu/2vxeq7DsvIyDB2u90MGjTInHXWWebMM880hx12mLHb7UaSGTVqlCksLKwVgyTTvXt3c/LJJ5tzzjnH9OrVq/r79qeffmrKlw8AQEAEQx+9JNOnTx9z+umnm3POOccceeSRxuVyGUmmb9++ZsuWLfXGf+yxxxpJ5t///vdBlwH+4PX6qq/R+t1VmRtYmLXL6rD2Kxj65++9997qa+TevXtX54tqXjvv/Vm++eabq/+e+vbta8466ywzfPjw6jbon//854CUD5oGCXQ0qblz55rx48ebpKQkExMTYwYPHmymTp1a7/b7qpyNMebjjz82I0eONHFxcSYuLs6MGDHCfPTRR3Vu+9prr5kzzzzTdO/e3SQkJJiIiAjTrl07c/rpp5svv/yyzn2WLl1qbrzxRnPYYYeZ1q1bG6fTaeLj482gQYPMX//6131W5i1Rnz0d+1WJ9NkrSaDXZ9myZeaMM84wrVq1Mi6Xy/Tp08f885//NB6Pp87t91VBG3PgfxvGGPPDDz8YSSYtLc243e4GxV1WVmaSk5ONJLN06dIG7QMAaJyC0goz9p/fmozJ0825z803bk/tC7mGenbWGpMxebrp9bfPzMptBQGMEi1ZSUmJufPOO023bt1MZGSkadOmjZk4caLZsGFDndvvK4FetW5f/+prz/Tp08dIqm6Puz1e8+GSTeaYf82q7pTpfefn5vEvV5ni8oa1XQCgpr2vw7r1zDT9TrvadLrlI5MxeboZ+8i3ftex9V2Hvfbaa2bChAmmZ8+e1f0Dbdq0MePGjTMvvfRSnZ2uxhhzww03mEGDBpmkpCTjcrlMjx49zI033mi2b9/elC8bAICAsrKPfvr06eaSSy4xffr0McnJycbpdJpWrVqZ0aNHmyeffNKUlpbWG8eWLVuMw+EwERERJjc394BeM+rm9nirr9UOuWemyZg83fy0fqfVYTWI1f3zEydO3O+1c11/M++//7457rjjTKtWrYzT6TTJyclm7Nix5vXXXz+YYkAzshnDfJBAuOp95wyVur1KiHKqoMyjly4+TGN61T1dDgAA2D9jjK56fbE+X7ZN6QlRmn7tCKXGuQ76eD6f0UUv/aQ5q3LUo3WcPp40QtGRjv3vCDSj/FK33lm4Ua/Mz9aGXSWSpPgopy4+srMuHt5FybGRFkcIIJT4fEYfLNmsBz5fodyicknS+L7puuPE3uqYEmNxdAAAAMHL7fWpxx2fS5JaxUZqZ3GF3rlimA7rnGJxZEDw4aFzQBgze55w4rC3jOedAAAQ7J7/bp0+X7ZNEQ6bnrng0EYlzyXJbrfp0bMP0fFPfKfVO4r094+W6ZGzDglQtMDBM8bol035emvhRn2weLNK3V5JUnJMhC4d0UX/N6yzEqMjLI4SQCiy2206Y3AHHdu3jR7/crVenp+lGb9t0zcrduji4Z111djufP8AAADUoeZwWlvVM9BJCgB1IoEOhDHfnsrRvqeyJIMOAMDB++jnytFwkvT3k/vq0E7JATluapxLT5w7UBf87we9s2iTDuuSorOHdAzIsYEDtSWvVB8s2az3F2/S2pzi6uW92sTrwiMzdNqg9oqJ5DITQNNLiIrQ30/uo3MO66h7p/+meWt26rk56/T2wo267ugeOv+IDEU47FaHCQAAEDQqvL7qnyMdlTkBHxl0oE70bADhrCqBbqeyBACgMWat3KGb3l4qY6QLh2XogqGdAnr8I7ul6oZjeupfX67SnR8uU//2ierdNiGg5wDqs2l3ib74bbtm/rZNP2btqh6h4HLadVzfdE04vJOO6JpSPYIBAJpTr/R4vXbpUM1amaMpny3Xmh1FuvuT3/Xy/GxNHp+pcX3b8P0EAACgyms7SUqMjlCMqzI9SEoAqBsJdCCMVU/hznQtAAActFkrd+iK1xbJ4zP60yHtdPfJfZuko/7qsd21MHu3Zq/K0VWvL9bHk4YrPoopahF4xhit3lGkmcu2aebv27Rsc4Hf+qFdUnTGoR10fP90PoMAgoLNZtPYzNYa2SNVb/60UY99uUrrc4t1xWuL1LttgiaN7a7x/dKrH18GAAAQjrJyKxPonVvFVD+Gy5AUAOpEAh0IY39M4V75v8dHZQkAwIH4ZOkW3fj2z3J7jY7KbK1/nnVI9cwugWa32/TYOQN14pPfaX1usW56e6mevWAwyQAExK7iCs1bk6vvVudo7upcbckvq15ns0mHdU7RuL7pGte3jTokx1gYKQDUz+mw64IjMnTKwHZ6bvY6vThvvZZvLdDV0xarW1qsLhreRacMbKcEbv4BAABhaMOuysdwZbSK1cpthZJ4qitQHxLoQBirurusfXK0tuSXKXtn8X72AAAAkuT2+vTUN2v01DerZYx08iHt9K+zDlGks2mftZoSG6l/n3+ozn1ugb74fbvu/vg33XtK04x4R2jLL3Fr0YZd+nH9bs1bk6tlW/L9ZiOKdNg1vHsrjeubrmP6tFFqnMu6YAHgAMVHRejmcb102cguenFell6ct15rc4p154fLdP+ny/WnQ9rpjMEdNDgjmRvRAABA2MjaWTkCPaNVjFZt35NAJ4MO1IkEOtBEcnJyrA5hvzwllR2lXeIStKAkXz+tyNbpfcLreappaWlWhwAAaEGKyz364vdt+ve3a7VmR5Gkymee33Vy32brgD+0U7IeO2egJr2xWK8uyFaruEhdf0zPZjk3WiZjjDbtLtWSjXn6af0u/ZS1Syu3F9bqKMlMj9eI7qka2TNNh3dOUXSko0njagntZQBNo7muw5JiInXDsT112cguemfhJk37cYPW7CjSWws36q2FG5UaF6nRPVtrcEayBnVKUs828STUAQAIIVxz+FuVtVneknwl2cvkLs6Xt6RQu3bmKCfJuiw6/fMIVjbDAw6AJsFIsJaBr0AAwP74fEZn/Od77Syq0Ja80upHnqTERuquk/volIHtLYnr5e+zdNfHv0mSLhvRRbef0LvJpo9Hy2GM0db8Mi3bnK9fN+dr6aZ8/bopT7tL3LW27ZIaq8M6J2tol1Ya2SNVrROimjVW2stA+LLqOswYo4XZu/Xmjxv15e/bVFDm8VsfHeFQx5RotU+KVofkGLWKi1R8VIQSopxKiI5QfJRTCVERStzzc3xUBAl3AACCGNccwY/+eQQrEuhAE6Fybhn4CgQANMQh93yh/NLKBGTHlGidNbijJh7ZWYnR1j5D9bnZa/XA5yskSSf2b6uHzhygOBeTTIWD4nKPNu4u0cZdpcreWazV24u0akeh1mwvUmG5p9b2EQ6bMtMTNDgjWYd3SdGQzslqHd+8CfO90V4GwlcwXIe5vT79sG6XFqzbqSUbd2vpxnwV1fH9uT9xLqfS4l3qkBytDsmVyfeOKTHqlR6vrqlxTf54FwAAUD+uOYJfMLQLgbqQQAeaCJVzy8BXIACgIeauzlV0pF1tE6PVLina6nD8fLhks255d6ncXqP2SdG6//T+Gt2TKdBaEp/PqMTtVUmFR6UVXhWXe1VY5tbO4grtLCpXblGFdhaXK7ewQlvyS7VxV0mdI8qrOO02dW8dpwEdEtW/Q5IO6ZCoXunxcjmbdkr2A0V7GQhfwXgd5vUZZe8s1qbdpdq0u1Sb8yq/awvLPCoodauwzK2CMk/l/6Uelbq9+z1mhMOmrqlxymwbr8z0BGW2jVeftglqHe/iOxAAgGZAfRv8grFdCEgk0IEmQ+XcMvAVCAAIBT+u36Ub3/5Zm3aXSpJGdE/VpSO7aHSPNKZ13wefz6jc41OFx6dyr1cVHp/cXqOKPcsqvF5VeIwqvL7qZW5v1fb+v1duv9f/Ndd7fSr3VP4rrfCouNyr0j1J8zK376DiT4qJUMfkGHVKiVH31nHq0SZOPdvEq3Or2BYx4pH2MhC+QuE6rMLjU2GZW/mlbm0rKNPmPYn3TbtLlbWzWKu2FdY5I4gkJcdEqHfbBGWmJ6h323j1bpug7q3jFBURXDc6AQDQ0nHNEfxCoV2I0EQCHWgiOTk5VodQbXtBqX7ZWKD2ydGavy5Xb/20UblFFUqLj9R7VxypuKgI/bIpT5e+vFBe3x9fCece1lEdk6M1qmea2ifHWPgKmk5aGiP0AAChobjco0dmrtQr87NUVZ2nxkVqVI80Demcom5pseqYEqPkmEhFRdjr7UjweH0q8/hUWuFVmbsyyVvm9qq0ovLnqrZC1VVEVcuh6rKi5sXFH1ca9e1TY9t6t6l9uVK1yGeMyty+6pHbJXviLKnwqKTij5hL9ywv3/O6qpZVeA4ucd1UbDYpJsKh6Ein4qOcSo2LVKtYl1rFRapVnEutYiPVNjFKHVNi1CE5WvFR1j5CoLGCqb0MoHmFw3WYMUab80q1cluhVuz5t3xrgdblFMlXR0+cw25Tu6QodUyOqfyXUjnrTWqca8+/SKXERsrpCP4bpAAACBbhcs1RWuGVkVGU06EteaXakleqcq9XLqdD7yzcpK9X7JAk2W3S+1ceqU6tYuXzGZ3+7PfasKtEh3RIVPfWcYp1OXV4lxQd0aVVs92MHw7tQrRMIZ9A37irRPmlbkVF2OVyOlSzn3Bfr3zvdUam3vV7H2bvIq29vv61tc97cDHVjrH2tkXlHiXHRCouqnHPySwu9+i3LflKi4tSu6QoeX1GXmPkcjrktNvk9Rl5fEZen5Hb69PO4grlFJYr0mlXp5QYtYqNrI7JZyoj9RkjYyrL0tRct+f/ck9lB2hanEtREQ75jJFvzzqf74+fKzw+bS8ok8NuU0ykU3Eup2JcDlV4fCou9ygxOkK5RRWKcNjksNu0YVeJ4lxOZbSK1db8Uu0qrlC3tDg5HTZl5ZZUdxi3iotUUkyEnHa7Ih12FZS5tWl3qeKjnIqJdCivxK2conLFuZxye32KcNiVFBOhglKPEvaU9+9bCxTncmpbQZlaxbnUMTlaZW6flm8t0Oa8UvVtl6BtBWXy+Yxaxbm0vaBMMZEOdUyOkSvCrlXbi7RyW6HaJLi0enuRhnVrpZ5t4rW9oEyLN+xW3p5pPXcUlisrt1ieva7QbTbp9cuG6shuqdXLps5dr3un/17rPbbZpCEZyWoV65LDblNxhUfH9UlXmwSXtuaX6fnv1ql1vEtHZbZRqdsrp92mvBK3juiaovxStxKjI5RXWllGJXvuwI+LciqjVYw83sqRX2XuyvdUkrqlxSmjVYx2FJartMKrhGinEqMj5LDb9MumfO0qrlBGSoxS412KdNgVH+WU22vkM0Zrc4pUWOZRTKRD8VFO5Ze6lRQTqR6t47Rpd6l+3ZSv4gqPerdN0NKNeRrQIVHtkqKVU1iuCIddsS6nPF6fvD6jrJ0l8tXxRdEmIUoZrWKUU1iu4nKPkmMjlVfiVofkaNltNkU4bCos86io3KOoCIeSYyJUsedzkFtYLqfDpuiIys9KQZlbPiOlxESqwuuV22sUE+lQcblXBWVuRTrtKih1y+011c/ZzS0qlzGSwy5ltIqVy2mvLjunvfKz7LTbVer2atPuEnVIjlG5x6tfNuWrTUKU2iS4VFzulSvCriinQ66Iys9xucen37bkKykmUh2So1VS7lVxRWVZxkQ6FOmojLeo3KNWsZGKqfGM3YJStwpK3XJFOFRS4ZHL6ajez2G3aeOuUpW6PUqLi1JidIQqvH+83wAar1NKTItPpCFwNu4q0cvfZ+mtnzbWO/It0mFXQnSEEqKd8vpMdVK5zF1ZF4Ujm62yXCIddkU6//gXsfcyxx//R9T43eW0K8Jh27POsWdfm1x7HcvldCg20qHoSIdiIp3V9WVMpHOfNzYAAEJDmdur1duLtHxbgZZvLdCKrYVavq2g+hp+f5JjIhQfFVFdf8S6KuuSqAiHbKocaWeTJJtkk002W2X/iNdn5PEaeXy+Pf//8bPXZxQd6dCrlw5typce9grK3MrKLZbL6VBUhF2OfSQmGtNbu8/+zlq9lA0/575W7697ed/7Huye+3ut+9Zk5XSQx93fvj5jVFTuUaTDXt2GdDpsf9x8Wn0T6p4+Vfnf4Fr54x83rJrq/2ss2+t3nzEqLvcqLT5S0ZGN6z9ubqUVHu0sqlDrhKhmm5lpf+fML3Err6RiTz/cHzOOVL1nlT/X9b7t2cpvmz0/1+g7rzqW6tjOa4zK3V5tzS/TnFU56t4mTkd2S1WbBJc8XqOCMrdcTodc+ymrnKJy7SyqUKvYSK3PLdaADomKi3LKJpuiIuxyOuzKL3GroMwth92mnMJyOe02RUVU9tNWeHzKL3XLbrOpTUKUJCl7V7HsNptS41zaXVKhxOgIxbmc2rCrRGVur9LiXdpTs6mwzK3ftxaoc6tYJcdGqMztk9NeeQ1W5vbJmMr6zO01e65tK+u5Cq9PO4sqZLdJAzslyeszWrmtUMl7blBumxglh91e3T9dvue62OmwqXW8SxVen4r29PUWlXtUVOZRdKRDafEu5Ze4FR8Vobg9/dBrdxSpU0qMovb0kZbuqfdzCsvVLilabROjVFDmVm5RhXqlxyk20qniCo+MkX7dnK+Nu0oV4bBpR2G5vD6j/u0Tq/vF41xOLd2UpyUb8uTx+TSgQ5K25pcqPSFKc1blymeMIhz2eh8zE+9yasIRnfT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"text/plain": [ "
" ] @@ -2895,7 +2916,7 @@ }, { "cell_type": "code", - "execution_count": 210, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -2959,7 +2980,7 @@ "\n", "\n", "\n", - "\n", + "\n", "mu_treatment\n", "\n", "mu_treatment\n", @@ -2967,7 +2988,7 @@ "Deterministic\n", "\n", "\n", - "\n", + "\n", "X_data->mu_treatment\n", "\n", "\n", @@ -2981,27 +3002,33 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "mu_outcome->likelihood_outcome\n", "\n", "\n", "\n", - "\n", - "\n", - "likelihood_treatment\n", - "\n", - "likelihood_treatment\n", - "~\n", - "Bernoulli\n", - "\n", "\n", - "\n", + "\n", "t_data\n", "\n", "t_data\n", "~\n", "Data\n", "\n", + "\n", + "\n", + "t_data->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "likelihood_treatment\n", + "\n", + "likelihood_treatment\n", + "~\n", + "Bernoulli\n", + "\n", "\n", "\n", "likelihood_treatment->t_data\n", @@ -3015,49 +3042,21 @@ "\n", "\n", "\n", - "\n", + "\n", "y_data\n", "\n", "y_data\n", "~\n", "Data\n", "\n", - "\n", - "\n", - "t_data->mu_outcome\n", - "\n", - "\n", - "\n", "\n", "\n", "likelihood_outcome->y_data\n", "\n", "\n", "\n", - "\n", - "\n", - "rho\n", - "\n", - "rho\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "eps\n", - "\n", - "eps\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "rho->eps\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "sigma_U\n", "\n", "sigma_U\n", @@ -3065,19 +3064,27 @@ "Halfnormal\n", "\n", "\n", - "\n", + "\n", "sigma_U->likelihood_outcome\n", "\n", "\n", "\n", + "\n", + "\n", + "eps\n", + "\n", + "eps\n", + "~\n", + "Deterministic\n", + "\n", "\n", - "\n", + "\n", "sigma_U->eps\n", "\n", "\n", "\n", "\n", - "\n", + "\n", "alpha\n", "\n", "alpha\n", @@ -3085,25 +3092,39 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "alpha->mu_outcome\n", "\n", "\n", "\n", "\n", - "\n", + "\n", "rho_unconstr\n", "\n", "rho_unconstr\n", "~\n", "Normal\n", "\n", + "\n", + "\n", + "rho\n", + "\n", + "rho\n", + "~\n", + "Deterministic\n", + "\n", "\n", "\n", "rho_unconstr->rho\n", "\n", "\n", "\n", + "\n", + "\n", + "rho->eps\n", + "\n", + "\n", + "\n", "\n", "\n", "eps_raw\n", @@ -3125,7 +3146,7 @@ "\n", "\n", "\n", - "\n", + "\n", "eps->mu_treatment\n", "\n", "\n", @@ -3139,7 +3160,7 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "beta_T->mu_treatment\n", "\n", "\n", @@ -3153,7 +3174,7 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "beta_O->mu_outcome\n", "\n", "\n", @@ -3162,10 +3183,10 @@ "
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 210, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -3199,7 +3220,7 @@ " if X is None:\n", " X = data[[col for col in data.columns if \"feature\" in col]]\n", " Y = data[\"Y_bin\"].values\n", - " T = data[\"D_bin\"].values\n", + " T = data[\"T_bin\"].values\n", "\n", " if priors is None:\n", " priors = {\n", @@ -3318,7 +3339,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "metadata": { "tags": [ "hide-output" @@ -3339,7 +3360,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ae704d2b2e014489ad22d217ceb4ba58", + "model_id": "338ebf6684284c6ba7dd3c844ee312c2", "version_major": 2, "version_minor": 0 }, @@ -3371,7 +3392,7 @@ "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 99 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 100 seconds.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n", @@ -3383,7 +3404,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6ae2f578aba240bdb9040cf74b0ff532", + "model_id": "eb4c535cf1524420a8341aed691af55e", "version_major": 2, "version_minor": 0 }, @@ -3394,16 +3415,6 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/nathanielforde/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/step_methods/hmc/quadpotential.py:316: RuntimeWarning: overflow encountered in dot\n", - " return 0.5 * np.dot(x, v_out)\n", - "/Users/nathanielforde/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/step_methods/hmc/quadpotential.py:316: RuntimeWarning: overflow encountered in dot\n", - " return 0.5 * np.dot(x, v_out)\n" - ] - }, { "data": { "text/html": [ @@ -3429,7 +3440,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "257e871160fb4f0f9e351376503e1f54", + "model_id": "aa4e2ed2197440d4b0d7e6ab6ada6061", "version_major": 2, "version_minor": 0 }, @@ -3461,7 +3472,7 @@ "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 96 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 97 seconds.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [alpha, alpha_O_raw, beta_O, eps_raw, gamma_O_u, likelihood_outcome, likelihood_treatment, mu_treatment_bart, pi_O, rho_unconstr, sigma_U]\n", @@ -3474,7 +3485,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e5b6068af2c54460a0e59aa08c67534a", + "model_id": "43d5876165f04ce7a0a1925aa89fdd39", "version_major": 2, "version_minor": 0 }, @@ -3506,8 +3517,8 @@ "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 233 seconds.\n", - "There were 10 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 232 seconds.\n", + "There were 22 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] @@ -3538,12 +3549,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -3577,7 +3588,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -3617,64 +3628,64 @@ " \n", " linear_no_bart\n", " alpha\n", - " 3.519\n", + " 3.523\n", " 0.124\n", - " 3.301\n", - " 3.753\n", - " 0.005\n", - " 0.002\n", - " 599.0\n", - " 1330.0\n", + " 3.297\n", + " 3.765\n", + " 0.006\n", + " 0.003\n", + " 506.0\n", + " 944.0\n", " 1.00\n", " \n", " \n", " rho\n", - " 0.545\n", + " 0.543\n", " 0.056\n", - " 0.444\n", - " 0.650\n", + " 0.433\n", + " 0.644\n", " 0.003\n", " 0.001\n", - " 471.0\n", - " 912.0\n", - " 1.01\n", + " 424.0\n", + " 561.0\n", + " 1.00\n", " \n", " \n", " bart_treatment\n", " alpha\n", - " 3.574\n", - " 0.125\n", - " 3.345\n", - " 3.804\n", + " 3.572\n", + " 0.127\n", + " 3.320\n", + " 3.799\n", " 0.005\n", - " 0.002\n", - " 591.0\n", - " 1229.0\n", + " 0.003\n", + " 543.0\n", + " 1082.0\n", " 1.00\n", " \n", " \n", " rho\n", - " 0.514\n", - " 0.054\n", - " 0.419\n", - " 0.617\n", - " 0.002\n", + " 0.515\n", + " 0.056\n", + " 0.402\n", + " 0.613\n", + " 0.003\n", " 0.001\n", - " 488.0\n", - " 975.0\n", + " 485.0\n", + " 949.0\n", " 1.00\n", " \n", " \n", " bart_outcome\n", " alpha\n", - " 0.130\n", - " 10.170\n", - " -17.912\n", - " 19.461\n", - " 0.129\n", - " 0.180\n", - " 6197.0\n", - " 3135.0\n", + " 0.133\n", + " 9.934\n", + " -17.943\n", + " 19.399\n", + " 0.132\n", + " 0.174\n", + " 5628.0\n", + " 2967.0\n", " 1.00\n", " \n", " \n", @@ -3685,62 +3696,62 @@ " 0.992\n", " 0.000\n", " 0.000\n", - " 3442.0\n", - " 3013.0\n", + " 2762.0\n", + " 3148.0\n", " 1.00\n", " \n", " \n", " bart_treatment_cate\n", " alpha\n", - " 3.223\n", - " 0.111\n", - " 3.036\n", - " 3.453\n", + " 3.232\n", + " 0.112\n", + " 3.017\n", + " 3.436\n", " 0.005\n", " 0.002\n", - " 582.0\n", - " 1555.0\n", + " 575.0\n", + " 1197.0\n", " 1.01\n", " \n", " \n", " rho\n", - " 0.753\n", - " 0.061\n", - " 0.639\n", - " 0.865\n", + " 0.748\n", + " 0.062\n", + " 0.631\n", + " 0.864\n", " 0.003\n", " 0.001\n", - " 399.0\n", - " 1038.0\n", - " 1.01\n", + " 358.0\n", + " 668.0\n", + " 1.02\n", " \n", " \n", "\n", "" ], "text/plain": [ - " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", - "linear_no_bart alpha 3.519 0.124 3.301 3.753 0.005 0.002 \n", - " rho 0.545 0.056 0.444 0.650 0.003 0.001 \n", - "bart_treatment alpha 3.574 0.125 3.345 3.804 0.005 0.002 \n", - " rho 0.514 0.054 0.419 0.617 0.002 0.001 \n", - "bart_outcome alpha 0.130 10.170 -17.912 19.461 0.129 0.180 \n", - " rho 0.974 0.011 0.954 0.992 0.000 0.000 \n", - "bart_treatment_cate alpha 3.223 0.111 3.036 3.453 0.005 0.002 \n", - " rho 0.753 0.061 0.639 0.865 0.003 0.001 \n", + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", + "linear_no_bart alpha 3.523 0.124 3.297 3.765 0.006 0.003 \n", + " rho 0.543 0.056 0.433 0.644 0.003 0.001 \n", + "bart_treatment alpha 3.572 0.127 3.320 3.799 0.005 0.003 \n", + " rho 0.515 0.056 0.402 0.613 0.003 0.001 \n", + "bart_outcome alpha 0.133 9.934 -17.943 19.399 0.132 0.174 \n", + " rho 0.974 0.011 0.954 0.992 0.000 0.000 \n", + "bart_treatment_cate alpha 3.232 0.112 3.017 3.436 0.005 0.002 \n", + " rho 0.748 0.062 0.631 0.864 0.003 0.001 \n", "\n", " ess_bulk ess_tail r_hat \n", - "linear_no_bart alpha 599.0 1330.0 1.00 \n", - " rho 471.0 912.0 1.01 \n", - "bart_treatment alpha 591.0 1229.0 1.00 \n", - " rho 488.0 975.0 1.00 \n", - "bart_outcome alpha 6197.0 3135.0 1.00 \n", - " rho 3442.0 3013.0 1.00 \n", - "bart_treatment_cate alpha 582.0 1555.0 1.01 \n", - " rho 399.0 1038.0 1.01 " + "linear_no_bart alpha 506.0 944.0 1.00 \n", + " rho 424.0 561.0 1.00 \n", + "bart_treatment alpha 543.0 1082.0 1.00 \n", + " rho 485.0 949.0 1.00 \n", + "bart_outcome alpha 5628.0 2967.0 1.00 \n", + " rho 2762.0 3148.0 1.00 \n", + "bart_treatment_cate alpha 575.0 1197.0 1.01 \n", + " rho 358.0 668.0 1.02 " ] }, - "execution_count": 22, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -3796,7 +3807,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 19, "metadata": { "tags": [ "hide-output" @@ -3813,7 +3824,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "637232e51df7446283166c15fdff0a8b", + "model_id": "8b6352fbc61a40a7a23ba0b590fc823e", "version_major": 2, "version_minor": 0 }, @@ -3844,7 +3855,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "aadfbf5ea8a64295b397773e3e9fd32b", + "model_id": "3cc7cc749d9340dabdb61bfa4eb272da", "version_major": 2, "version_minor": 0 }, @@ -3869,13 +3880,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling: [likelihood_outcome, mu_outcome_bart]\n" + "Sampling: [likelihood_outcome]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "08ab2280738748afbad17025c88fa404", + "model_id": "fad398ec158a480a8e3d9059fd2e9fcf", "version_major": 2, "version_minor": 0 }, @@ -3890,7 +3901,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.572451021791178\n" + "Imputed Difference in Potential Outcomes 3.572624967528899\n" ] }, { @@ -3907,13 +3918,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling: [likelihood_outcome, mu_outcome_bart]\n" + "Sampling: [likelihood_outcome]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6ede34c7cfea47b7801e9a8f5aa03962", + "model_id": "5b897c7961184139bbae9e426d755a81", "version_major": 2, "version_minor": 0 }, @@ -3944,7 +3955,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1397f86855774883be6dfc8805732280", + "model_id": "aa6d58ed529346caa47f11e3ae60b157", "version_major": 2, "version_minor": 0 }, @@ -3959,7 +3970,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes -8.454217815519423e-05\n" + "Imputed Difference in Potential Outcomes -1.65504947266548e-05\n" ] }, { @@ -3982,7 +3993,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "fda117c7f78440f694f1ff1c917c95a2", + "model_id": "066941d562164a38b39c85355d05332d", "version_major": 2, "version_minor": 0 }, @@ -4013,7 +4024,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5b7bc9e635d945769f029d3ac26a9f1f", + "model_id": "77a893cb25c44b0284a2221ec13d626c", "version_major": 2, "version_minor": 0 }, @@ -4028,7 +4039,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.520989941308017\n" + "Imputed Difference in Potential Outcomes 3.523751815504299\n" ] }, { @@ -4051,7 +4062,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3b6d03b441a04b75a3743c0d19c2cbb0", + "model_id": "54e592a02be44e48a35f287bb7c3b5cd", "version_major": 2, "version_minor": 0 }, @@ -4076,7 +4087,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.2222318886459473\n" + "Imputed Difference in Potential Outcomes 3.2318729345313115\n" ] } ], @@ -4145,7 +4156,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -4177,22 +4188,22 @@ " \n", " 0\n", " bart_treatment\n", - " 3.573964\n", + " 3.572625\n", " \n", " \n", " 1\n", " bart_outcome\n", - " -0.000064\n", + " -0.000017\n", " \n", " \n", " 2\n", " linear_no_bart\n", - " 3.518156\n", + " 3.523752\n", " \n", " \n", " 3\n", " bart_treatment_cate\n", - " 3.222303\n", + " 3.231873\n", " \n", " \n", "\n", @@ -4200,13 +4211,13 @@ ], "text/plain": [ " model ate\n", - "0 bart_treatment 3.573964\n", - "1 bart_outcome -0.000064\n", - "2 linear_no_bart 3.518156\n", - "3 bart_treatment_cate 3.222303" + "0 bart_treatment 3.572625\n", + "1 bart_outcome -0.000017\n", + "2 linear_no_bart 3.523752\n", + "3 bart_treatment_cate 3.231873" ] }, - "execution_count": 42, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -4233,12 +4244,20 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 37, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/__/ng_3_9pn1f11ftyml_qr69vh0000gn/T/ipykernel_42002/2851777022.py:51: UserWarning: The figure layout has changed to tight\n", + " plt.tight_layout();\n" + ] + }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -4267,10 +4286,10 @@ ")\n", "\n", "res = smf.ols(\n", - " \"Y_bin ~ 0 + D_bin + feature_0 +\tfeature_1 +\tfeature_2 +\tfeature_3 +\tfeature_4 + feature_5 + feature_6 + feature_7 +feature_8\",\n", + " \"Y_bin ~ T_bin + feature_0 +\tfeature_1 +\tfeature_2 +\tfeature_3 +\tfeature_4 + feature_5 + feature_6 + feature_7 +feature_8\",\n", " data,\n", ").fit()\n", - "ols_est = res.params[\"D_bin\"]\n", + "ols_est = res.params[\"T_bin\"]\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 20))\n", "axs = axs.flatten()\n", @@ -4325,7 +4344,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -4389,7 +4408,7 @@ "\n", "\n", "\n", - "\n", + "\n", "mu_treatment\n", "\n", "mu_treatment\n", @@ -4397,7 +4416,7 @@ "Deterministic\n", "\n", "\n", - "\n", + "\n", "X_data->mu_treatment\n", "\n", "\n", @@ -4411,13 +4430,27 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "mu_outcome->likelihood_outcome\n", "\n", "\n", "\n", - "\n", + "\n", "\n", + "t_data\n", + "\n", + "t_data\n", + "~\n", + "Data\n", + "\n", + "\n", + "\n", + "t_data->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", "likelihood_treatment\n", "\n", "likelihood_treatment\n", @@ -4431,51 +4464,15 @@ "\n", "\n", "\n", - "\n", - "y_data\n", - "\n", - "y_data\n", - "~\n", - "Data\n", - "\n", - "\n", "\n", - "t_data\n", + "y_data\n", "\n", - "t_data\n", + "y_data\n", "~\n", "Data\n", "\n", - "\n", - "\n", - "t_data->mu_outcome\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "rho\n", - "\n", - "rho\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "eps\n", - "\n", - "eps\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "rho->eps\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "sigma_U\n", "\n", "sigma_U\n", @@ -4483,19 +4480,27 @@ "Halfnormal\n", "\n", "\n", - "\n", + "\n", "sigma_U->likelihood_outcome\n", "\n", "\n", "\n", + "\n", + "\n", + "eps\n", + "\n", + "eps\n", + "~\n", + "Deterministic\n", + "\n", "\n", - "\n", + "\n", "sigma_U->eps\n", "\n", "\n", "\n", "\n", - "\n", + "\n", "alpha\n", "\n", "alpha\n", @@ -4503,25 +4508,39 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "alpha->mu_outcome\n", "\n", "\n", "\n", "\n", - "\n", + "\n", "rho_unconstr\n", "\n", "rho_unconstr\n", "~\n", "Normal\n", "\n", + "\n", + "\n", + "rho\n", + "\n", + "rho\n", + "~\n", + "Deterministic\n", + "\n", "\n", "\n", "rho_unconstr->rho\n", "\n", "\n", "\n", + "\n", + "\n", + "rho->eps\n", + "\n", + "\n", + "\n", "\n", "\n", "eps_raw\n", @@ -4543,7 +4562,7 @@ "\n", "\n", "\n", - "\n", + "\n", "eps->mu_treatment\n", "\n", "\n", @@ -4557,7 +4576,7 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "beta_T->mu_treatment\n", "\n", "\n", @@ -4571,7 +4590,7 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "beta_O->mu_outcome\n", "\n", "\n", @@ -4580,10 +4599,10 @@ "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 211, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -4650,12 +4669,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The model is specified without the observed outcomes. We feed in the predictor $X$ and now we validate how the model specification can recover accurate treatment effects. We forward sample from the system with known parameters. This generates a synthetic observation data that we will feed back into the model, to condition on data known to have been sampled from this model. This makes use of PyMC's do-syntax. We are intervening on the data generating process to set values of the parameters in the system. " + "The model is specified without the observed outcomes deliberately. We feed in the predictor $X$ and now we validate how the model specification can recover accurate treatment effects. We forward sample from the system with known parameters. This generates a synthetic observation data that we will feed back into the model, to condition on data known to have been sampled from this model. This makes use of PyMC's do-syntax. We are intervening on the data generating process to set values of the parameters in the system. " ] }, { "cell_type": "code", - "execution_count": 227, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -4690,7 +4709,7 @@ }, { "cell_type": "code", - "execution_count": 228, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -4706,7 +4725,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bff1a476183e4fc9b566b68e06c64c93", + "model_id": "a4f27779305043d8ab3afc9fd8f23101", "version_major": 2, "version_minor": 0 }, @@ -4749,7 +4768,7 @@ }, { "cell_type": "code", - "execution_count": 244, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -4780,7 +4799,7 @@ }, { "cell_type": "code", - "execution_count": 230, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -4807,7 +4826,7 @@ }, { "cell_type": "code", - "execution_count": 245, + "execution_count": 27, "metadata": { "tags": [ "hide-output" @@ -4831,7 +4850,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "76fccb67afc84f6195fc8b2100f537dd", + "model_id": "8995da0638f04093a462be127663797e", "version_major": 2, "version_minor": 0 }, @@ -4871,7 +4890,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d700a8077a764611b2364a9b62efb0ab", + "model_id": "104222219bfb4477bb2d35de152a9fec", "version_major": 2, "version_minor": 0 }, @@ -4903,7 +4922,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 159 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 177 seconds.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n", @@ -4919,7 +4938,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "831494d6970b4bb48f876ba7d991fb76", + "model_id": "b9e9a140556443f988f40c840e4cc9ad", "version_major": 2, "version_minor": 0 }, @@ -5021,12 +5040,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "image/png": 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9+vXrh9jYWOzatQuFhYUAgNraWqxbtw7+/v645JJL2v1dU97z3bt349ixY/Dw8MBbb70FX19f/e9cddVVmD17Nurr69s8n6XqUuo8tvNs5wG282znLd/ON/97HDBgACZMmICXX34ZUVFR+OKLL3DFFVe0+XsbNmxAVVUVwsPDMXjwYACibb/00ksBNOVoN4RyW/mDDz6I+vp6DB8+HCNHjjTqdZiDtdtvwPQ2nO03mQP7GuxrAOxrsK9h2b7G8uXL8eeff2L8+PF49dVXW6QJuvPOOxEVFQWdTtfhGjcZGRk4ePCg0f/OnTvXYdnOnj0LAPoF6Nvi4+MDAC0+M2QeNpnW5tNPP8VPP/0EADh37hwyMjJQV1cHV1dXvPLKK63yYJ06dQqrV6/GsWPHUFJSos8XeebMGQCiImrvVrELLXRk6rHbyuE0YMAAgx4/P+/kpk2bAIhKuq0cYJ6enhg7dix+/fVX7N+/X58380LMcdzOLhTV/Faktjg7O+v3e/XqBQBYv349YmJi2s1jaQxzvk+Kzvw9tqUz79O0adMwbdo0g88FAEePHkV8fDy6deumb7wUrq6u8PPzQ1FREZydnU2+jbst27dvByBeZ1sN/+zZs/H+++8jNzcXJ0+ebJUaRkuLlrX1dxMTEwN3d3ecO3cOJSUl8PPzA9D5z6Gpf2/mvF7/+Mc/8Prrr2PNmjW46667sHXrVpSVleH222/vsDNjynuudGCvvPLKNuuOW265pUW+weYsVZeS8djOs51XsJ1nO6+wRjt//t+jcpv5sWPH8P333yMuLq7NQasSfG8efAFEaph169ZhzZo1eOqpp9pt85rnxVU4OTlh+vTpeOmllzr5qkxnzfYbgMltONtvMgX7GuxrKNjXYF9DYcm+hk6nw6effgpnZ2e8/PLLbT5n0KBBOH78OIqLi9s9zhtvvIE33njD5HK0R1lI19XVtd3nKCmRqqurzX5+R2eTwfmMjAz9N5qurq4ICAjAyJEjMXfu3BaVHAD89ttvePHFF/V/aG1RviFqy/kfRnMdOywsrNXPlGBc9+7d26wQlQaloqKixc9TU1MBiAr10KFDbZ7v1KlTAICCgoJ2y3o+cxy3o+tniPvuu6/FDOOOzJkzBytXrsTHH3+M33//HePGjcPIkSMxevRoBAYGmnR+c75PQOf/Httiqfe/PUrDPWnSpA4XhJk+fToiIiI6fT6F8pnv169fm4936dIFvXr1QmZmJjIyMlr97XX2b9Gc2vq7AsTfTl5eHiorK/V/Z515fzvz92bO63XVVVdh0aJF+P3333HXXXfpgxjXXHNNh79nynuu/E575Y+IiICLi0ubM++s/Vmi9rGdZzvfFrbzbOct3c639fdYVlaGf//731i5ciXmzp2Ln3/+uUWwpqCgAHv27AHQOjg/YcIEdOvWDcXFxdixYwcmTpzY5nmVwJEsyzh9+jSys7Ph4uLS7pcB1mLN9rv57xnbhrP9JlOwr8G+RlvY12Bfw1J9jf379yM/Px8jR45s98stZba+GmvNuLu7A4D+i5621NbWAgA8PDysUiZHYpPB+ddff92gyjUrKwvPP/886urqMHfuXFxzzTUIDQ2Ft7c3JEnCTz/9hOeee67dFAcA4OXlZZFjt/VhUzr67X0Q2/vWVrk9JTMzE5mZme2+FgAdVuCWOG57188SBgwYgP/+97/48MMPsXv3bvzwww/44YcfIEkSLrnkEvzrX/8yujI15/tkjr/Htljq/W+P0lhPmDCh3ec4OTnhgQce6PS5mqusrASADmc9+Pv7IzMzs81OjDX/Fi+kvbI4OYlMY81voTP1/e3s35s5r1dAQADGjh2L7du3Y9++ffjrr7/Qp08fxMXFdfh7prznyu8oHd7zOTk56WdinM/anyVqH9v5ltjOC2zn2c6r0c77+PjglVde0d8Kv3nzZkydOlX/+B9//AGdToeBAweiT58+LX7Xzc0NV155JX744Qf8/vvv7Qbnzw8cHThwAA8++CDefPNN+Pv7q3b3nzXb7+a/Z2wbzvabTMG+Rkvsawjsa7CvYam+xt69ewF0/JqVa2/OLyQMpUwG6OiLHSWdjZLehszHJoPzhvrf//6Huro6XHXVVXjqqadaPZ6Xl6fJYxtLqSBeffVV3HDDDZo/riUNHToUX375JSoqKnDw4EHs2bMHq1evxvbt23HXXXdh9erVqlUklvqbsfb7lJ6eDqDtb41PnjyJM2fOoG/fvmafqa68TuVWvbYot3+dnx/Qlpn6/mqpjgLELYDbt2/Hk08+ibq6OoMCDaa858rvlJSUtPl8nU6H0tLSDs9nS3Weo2M7r83jWhLbebbzgPXbeTc3N8TGxqKgoABHjx5tFZwHgGPHjrXKAdzc5s2bUV5e3uEMQcWIESPw6quv4sEHH8Rrr72GKVOmGPR7lmCt9rv57xnbhttiXUa2g30NbR7XktjXYF8DMH9fIyEhAQAQGRnZ5uMlJSU4evQonJycMHz48HaP85///Afbtm0z+vzPP/88YmNj2308PDwcgPgbqq+vbzN9XXZ2dovnkvnYxYKw7VEWqhg2bFibjycnJ2vy2MZSbslRbkXS+nGtwdvbG+PHj8fjjz+O//3vfwgLC0NBQQH++usv1cpkqb8Za79PyqCorW+N3333XTQ0NFhkoVXl2+MTJ060+Xh5ebm+M6LGN82WYur7q6U6CgAuu+wyeHl54dSpU5AkyaAciKa858r25MmTbf5OZmZmu7fq2XKd56jYzmvzuNbAdt5y2M63TbmrrXlwODExEampqZAkCT169Gj3n6urK6qrq7F+/XqDzzd16lQMHToUpaWlWLp0qblfjsGs1X433ze2Dbfluoy0j30NbR7XGtjXsBxH7GskJSUBaLpb/nxr165FQ0MDxo0b1+GXP5ZaEDY2Nhaurq6oqalBYmJiq8fr6uoQHx8PABgyZIihL5sMZNfBeSVn0unTp1s9lpaWZvQK1tY6trGU2Tt//PFHuzNN2qPkimrr1qTOHFdLPD09ER0dDQAoLCxUrRym/s109B4B1n+flAY0Kyurxc+3b9+OjRs3Amj/NrzOGD9+PABg3bp1baYk+eGHH1BbW4vg4OBWt5XbMlPfXy3VUYD4HM6dOxdjx47FTTfdZNAiUqa85+PGjdP/TlvX6/vvv2/3fPZS5zkStvMXxnbeetjOd46W2/nmA9XQ0FD9z5Uc7BdddBF27NjR7r+5c+e2eL6h5s2bBwD49ttv27y93hqs1X4Dprfh9lKXkTaxr3Fh7GtYD/sanaNWX6O0tBT5+fkA2v4CpaioCO+//z6Apra/PW+88QZSUlKM/jd69OgOj9ulSxeMHTsWAPDzzz+3enzdunUoLy+Hr68vRo0aZdDrJsPZdXB+xIgRAIDly5frv6UCxC00jzzySIerEKt5bGPFxcVh2rRpKC0txdy5c1t9y9XQ0IA9e/ZgwYIF+gUcFMoAQ8l/Za7jquHFF1/E2rVrUVVV1eLn+/btw65duwCgw9t4LM3Uv5mO3iOgc+/TunXrMHnyZNx8880Gv46BAwcCAD7++GN9zrakpCQ8+eST8PDwgJeXFzIyMjq8VcwUY8aMQVxcHGpra/HYY4+1WMF8+/bt+OijjwCIxswSDblaTH1/tVRHKf7v//4Py5Yta3d1+vOZ8p6PHTsWsbGxqKqqwpNPPtkiZ97atWuxfPnydmdh2FqdR2znFWzn2c6znbecs2fP4rnnnkNhYSFcXV0xbdo0AOK6r1mzBsCFF0hVHt+7d69RKQemTJmCvn374uzZs1i+fLmJr6DzrNF+A6a34bZWl5FtYV9DYF+DfQ32NUynBORdXFzw7bffIiUlRf9YWloa7rnnHpw9exY33XSTqoHv+++/X792werVq/U/T05OxhtvvAEAuOeee+Dm5qZWEe2WXeecV24HPXz4MK677jpERETA2dkZx48fR48ePfDAAw/gvffe09yxTfHvf/8bZWVl2LFjB6699lr07t0bAQEBqKqqQlZWFqqrqwEAr732WovfmzZtGv7880+89NJL+P777+Hr6wsA+Ne//oUBAwaYfFxz+fTTT/HTTz+1+/i0adNw++23AwAOHz6MFStWwMXFBeHh4fD29kZxcbH+1q9rrrkGY8aMsUg5DWHq38yF3iPA9Pe/srJSf30Mdffdd2PXrl04cOAAJk2ahF69euH48eOQZRlvv/02li9fjr1792LWrFm49tpr8fDDDxt/sdogSRLeeecd3H777di7dy8uvfRSREVFoby8XL9wyj/+8Q/Mnj3bLOdryyuvvII333yz3ce//fZb/YwKczLl/dVaHWUKU95zSZKwaNEi3Hrrrfjrr78wYcIE9OvXDyUlJcjNzcUtt9yCbdu2tft3r3adR8ZhO892nu0823lzOv/vsbS0FDk5OaitrYWLiwsWLlyIkJAQAMCOHTtQVFQEd3d3XHnllR0et1+/foiNjUViYiJWrVqFe++916DySJKEuXPn4tlnn8WyZctw22236WdNapmp72Vn2nC16zKyX+xrsK/Bvgb7Gp2lBOdvvfVWrFq1CjNnzkR0dDTq6+uRlpYGWZZx5ZVX4vnnnzfreY01YsQIPPzww3jvvfewYMECvPfee/Dy8sLx48eh0+lw6aWX6u8GJPOy6+C8i4sLvvzyS7z33ntYv349srKy4O/vj+uvvx4PPfQQtm/frsljm8Lb2xtffPEF1qxZg5UrV+LYsWNITEyEr68vYmJiMGrUKFx++eWtOvQzZ85EWVkZfv75Z2RmZupzjCmrMJt6XHPJyMhARkZGu48PGjRIv//MM89g8+bNOHDgAPLy8pCVlYWePXti3LhxmDNnDiZNmmSRMhrK1L+ZC71HgHXfp3HjxuHjjz/GZ599hpSUFKSnp6Nfv35YsGABJkyYgJiYGDzxxBNt5inrrPDwcPz222/4/PPPsWXLFhw/fhxubm646KKLcMMNN+Caa66x6Gy6yspK/Tf7bWloaLDIeU15f7VWR5nKlPc8KioKP//8M9577z1s374dx48fR3h4OJ5//nnMmTMHU6ZMafd8atd5ZBy282zn2c6znTen8/8e3dzcEBgYiIsuugh33HEH+vfvr39MSVEzadIkdO3a9YLHvuaaa5CYmIjff//d4OC88nvvv/8+CgsL8fPPP2POnDmGvyAVmfpemtqGq12Xkf1iX4N9DfY12NfoLCU4P3LkSNx4441YtGgRDh48iLq6OgwdOhQ333yzxfs4hnrggQfQv39/LFu2DMeOHcPp06cRHR2NWbNm4dZbb4Wzs7PaRbRLkqysbkREREREREREREREZjFz5kwkJSVh/fr1qixqT9pn1znniYiIiIiIiIiIiKytrq4OJ06cgIeHB8LCwtQuDmkUg/NEREREREREREREZpSWloa6ujr069cPTk4MwVLb+JdBREREREREREREZEZKvvno6GiVS0JaxuA8ERERERERERERkRmlpKQAYHCeOsYFYYmIiIiIiIiIiIiIrIwz54mIiIiIiIiIiIiIrIzBeSIiIiIiIiIiIiIiK3Mx9IklJSVmPXFFRQVCQ0MBANnZ2fD29jbr8c2lW7duOHv2rNrFUBWvAa8BwGvg6K8f4DUAtH8N/Pz8DHoe23TH5ejXwNFfP8BrAPAaALwGWn/9bM87pvX3zxp4DXgNAF4DR3/9AK8BoP1rYEibzpnzF+DkxEvEa8BrAPAaOPrrB3gNAF4DW8f3j9fA0V8/wGsA8BoAvAaO/vptHd8/XgOA1wDgNXD01w/wGgD2cQ1s/xUQEREREREREREREdkYg9PamJuTkxMuueQS/T4RERHZJrbpREREto/tORERkfWpFpz39PTEqlWr1Do9ERERmQnbdCIiItvH9pyIiMj6+HU4EREREREREREREZGVMThPRERERERERERERGRlqgXnKyoqEBUVhaioKFRUVKhVDCIiIuoktulERES2j+05ERGR9amWcx4AiouL1Tw9ERERmQnbdCIiItvH9pyIiMi6mNaGiIiIiIiIiIiIiMjKGJwnIiIiIiIiIiIiIrIyBueJiIiIiIiIiIiIiKyMwXkiIiIiIiIiIiIiIitjcJ6I9MrOyaitldUuBhEREZHdKC+XUVoqQ5bZxyIi65NlGadPy9DpWAcREWmRi1ondnJywrBhw/T7RKSeM2dkvPq6jL37AC8v4OH/A66aJqldLCKyEWzTiYhaO3RYxiefykhMEv/vFQRcOxO48XrAxYX9LNIetuf2JzlZjPMyMoGgQODJx4FRF7H+ISLSEtWC856enti8ebNapyeiRjU1Mp5+tmngWFkJvLFIRvfuwNjR7LgR0YWxTSciaum332Usfl+GTtf0s7x84OP/yNi+A3jtFcDXl/0s0ha25/YlK1vGQ4/JqKwU/88vAJ54WsYnHwGxA1j/EBFpBb8OJ3JwXy4VgfmuXYGlX0iYcRUgy8C7i2XU1PDWRyIiIiJj/G+9jHcWi8D8lVcAK3+WsPF/Ep58XIK3N3A0HnjwIRll59jPIiLLkGUZb74lAvOD40Q9NP4SoKEBeO1NGfX1rH+IiLSCwXkiB3YqT8ZPv4j9Z5+RENVPwkPzJQT0ELO7/rdO3fIRERER2ZK0kzIWvS2CXrNvBJ59WkKPHhI8PSVcc7WETz+W0DMAyMwCXnyZOaCJyDIOHASOHAXcXIEXnxf10DNPS+jmA2RkAOs3ql1CIiJSqBacr6ysxJAhQzBkyBBUKvdZEZFVfbVMRl0dcNFI4JKx4meenhJm3yRuc/x1JRcvI2154IEHMGbMGLWLQedhm+64+JkkalJfL+Pfr4u+1cVjgX/eL0GSWqaOiAiX8ObrEjw8gH37gRU/qlRYojawPbcfP/0ixnAzrgYCe4p6yKerhDm3iP0ffuQ4j4jMg+OBzlMt57wsy8jOztbvE5F1FRfL2NSYUnLe3S0Hj9OuBD79HDiZDqSdBPr1VamQDujAgQP49ddfER8fj5KSEnh6eiIiIgKTJk3CrFmz4O7u3up3HnjgARw6dAhr1qyBv79/h8evr6/HypUrsW7dOqSnp6OmpgbdunVDYGAgBg8ejGnTpiEmJsZSL++CPv/8c3z55ZdYsmQJRowYoVo5DLVw4UKsXbsWv/76K3r37q12cVRjz206P5P8TBIZas3/gNTjIlXgU49LcHJqO6dzVD8JD88H3nxbxudfypg4HggOZv5nUp89t+eO5PRpGTt3if3rrm1Zt8y4CvhqmRjnJSYBA2OtXz4iW8PxAMcDlqZacJ6I1PXHaqC+XnTIzl8QyKerhFEXiQXL/vqbwXlrqK+vx9tvv42VK1fC09MTY8eORUhICMrLy7F37168//77+O233/DOO+8gNDTUpHM0NDTg0Ucfxb59+xAQEIDJkyfDz88Pp0+fRkZGBn788Ud4eHio2vBfyIsvvojq6mq1i0EOgJ9Jw/AzSSRUVMj44isRzJx7pwR//46D7VdfBWzeCuw/AHz4sYw3/s3gPBGZx7a/xBpigwYCYWEt65auXSWMHydj4yZg4yYZA2NZ9xC1h+MBw3A80HkMzhM5oLo6GSt/FwPI669ru0M2fpyE7Ttk/L1dxtw72WmztE8++QQrV65EbGws3njjDfTs2VP/WENDA7766it8+eWXePTRR/H111/D29vb6HNs2LAB+/btw5gxY/D222/DxaVlE1BcXIyioqJOvxZLCgoKUrsI5CD4mTQMP5NEwoofZZSUAKGhwLX/uPDzJUnCIw8Bd9wlJkMcS2SQjIjMY+s2Mc6bdGnbdcrlUyVs3CRj81Zg/j9luLiw7iFqC8cDhuF4oPMYnCdyQFu3AcVnAH9/4NIJbT/nkrGAkxNw/ASQny/Dz8+6ZXQkWVlZWL58OXx8fPDWW2+1uu3N2dkZ8+bNQ3Z2NjZs2IDvvvsO9957r9HniY+PBwBce+21rRp9APD397/gLXfN1dXV4aeffsK6deuQlZUFJycnREVFYc6cOZgwoeUfVnl5Ob7//nts2bIFBQUFcHJyQo8ePTBo0CDce++9CAwM1N/6BwAPPvig/neDgoKwcuVKAE23B+7evVv/+OrVq/Hqq6/iueeeQ7du3bB06VKkpaXBx8cHV199NebNmwcnJyesW7cO33//PTIzM+Hr64sbb7wRc+bMaVHOoqIirFy5Ert378apU6dQXl4Of39/XHzxxbjnnnvg1+yDMHPmTOTn5wMAZs2apf/5sGHD8Mknn+j/f+rUKSxduhR79+7FmTNn4OPjg9GjR2PevHno1auXwdebrIefSdv5THbv3l3/XH4mSS2VlTJ+/lXsz7tbMjjQFREu4YrLZaxdB3z9jYxFbzBARkSdU1Iq48hRsT+xnXHeRSNF+q2SEiApGYgbZL3yEdkKjgdsZzxgD2N0BueJHNDPjQsEXfsPCa6ubQ8EfX0l9I+RkZgEHDoCDBhgzRK2VFFR0e5jzs7O8PDwMOi5Tk5O8PT0NOm5lZWVbT7flG/Hz7dmzRrodDrMnDmzw4Z37ty52LBhA1atWmVSw+/j4wMAyMnJMbmsitraWjzyyCM4ePAgoqOjMWPGDNTX12Pnzp148sknsWDBAtxwww0ARM7Shx9+GMeOHcPgwYMxZswYODk5IS8vD9u2bcP06dMRGBiIq666CgBw6NAhTJ8+Xd8odu3a1aAybdu2DXv37sWECRMwePBg7Ny5E0uXLoUsy+jatSu++uorTJgwAUOHDsXWrVvx4Ycfwt/fH1deeaX+GIcPH8b333+PkSNHYuDAgXBxcUFqaip+/fVX7NmzB7///rv+ubNnz8aaNWtw/Phx3HTTTejSpQsAtGjMExIS8Mgjj6Cqqgrjxo1DSEgI8vPzsX79euzatQtffPEFgoODO/dmqKT556H5onGVlZVW/Vy2lRO3s59LfiZt5zP59ddf6z97hnwmjxw5grlz59rlZ5LUs2oNcO4cEBICTBxv3O/edquEdRtk7NwNJKfI6B/DAD0Rme7gIZHSpm9fICiw7frExUXCRSNlbNkK7N0nI24Q6x0yHsfoAscDHeMY3TAMzhM5mKRkEXB3dQWuubrj5w4dIhYKOnpUxi2zrVO+tnSUv+2yyy7DDz/8oP9/TExMi0Bhc5dccglWrVql///QoUNRXFzc5nOHDRuGzZs36/8fGxuLzMzMVs87c+bMBct/Icq35SNHjuzweREREQgICEBRUREKCgoQGBho1HkuvfRSfPvtt/j000+Rl5eHiy++GDExMUZ9E6/48ssvcfDgQdxzzz24++679QsKV1RUYP78+fjggw9w6aWXIiAgAGlpaTh27BgmTpyIN998s8VxamtrUV9fDwC4+uqrkZeXh0OHDuGqq64yerGZXbt24bPPPkNsrFjZat68ebj++uuxYsUKeHt745tvvtE3snPmzMH111+P//73vy0a/hEjRmDNmjXw8vJqcey1a9di4cKF+O9//4vZs8WHYfbs2UhNTdU3/OcvNlNfX4/nn38eOp0Oy5YtQ1RUlP6xw4cP48EHH8S7776Ld955x6jXqRXtfS5jYmKs9rkcO3asfuG65jr7ubTnz6Sfn59dfSZ/+ukn3HXXXQAM+0w++uijdvuZJHXU18v44UfxJeGc2RKcnY0LcoWGSJg6WcaGTcBPv8h4/l8MkhGR6Q4dEvXRiGEdP2/URRK2bJWxZy9w911WKBjZHY7RBVscD3CMrr0xupNVz9aMJEmIiYlBTEyM/g+GiCzvt5Wiwzb5UqB7944/e0MGi8cPH7V0qRyb0vkwpCFX8tydPn3a6PP0798fzz33HDw9PfHzzz/jsccew1VXXYVrrrkGr7zyCpKTkw06jk6nw2+//YaQkJAWjT4gZinMnTsXdXV1+PPPP1v8Xlur2Lu5ubVqZE11xRVX6Bt9pSzjxo1DdXU1Zs2a1eLb78DAQAwZMgTp6en6jgcAdO/evc3yTJs2Dd7e3ti5c6fB5dm+fTvy8vJw6623tmj0AdHpHD9+PHbt2tXh7BBSBz+TtvOZ3Ldvn8Hl2b59O3Jzc/mZJLPatRsoLAJ8fYErLjftGNfNEp/ZrVuBsrLWdwMRWQvH6LbvgMg+geHDOn7/RjXGG5NTWO8QtYXjAdsZD9jDGF21mfNeXl7YtWuXWqcnckhlZTI2bRH71868cIc7Lg6QJCA7Gyg6rYOLs4UL2I62ZsYqnJ1bFiolJaXd5zo5tfw+8vDhwwY/NzEx0SzfwHeWksLD1AHTtGnTMHnyZOzduxdHjhxBcnIy4uPjsWbNGvzvf//D448/3iI3W1syMzNRVlaGHj164Isvvmj1eGlpqf55gJhN0LdvX2zYsAGFhYX629ZiYmJavX+dER0d3epnyoyD8xte5bGGhgacOXOmxeI+W7duxcqVK5GSkoJz586hoaFB/1hhYaHB5UlISAAgrsPnn3/e6vHi4mLodDpkZWVhgJp5o0ykhc/lrl272kxrY038TLbPGp9JYwZB9v6ZJHWsWi3qgOlXAm5uptUDsQOAfn2BE2nAug3Ajdebs4REhuMY3badLpaRnS3WDRsyuOPn9uwpISJCRkYGsP+gmLhFZAwtjAU4Rm/iyOMBexijM60NkQNZuw6orRUDwIGxF36+T1cJffrISEsDjhypw4jhli9jW4zJGWep53p5eaGmpsbg5xvD398fmZmZKCgoQHh4eIfPVVZqN+U2N4W7uzvGjx+P8eNFYtyamhp89913+Oyzz7B48WJMnDixw+OXlZUBAE6ePImTJ0+2+7yqqioAgIuLC5YsWYIvvvgCf/75Jz744AMAgK+vL2644QbceeedZukAtPV+Ksft6LHm38p/9913+PDDD+Hn54dRo0ahZ8+e+tkEP/zwA+rq6gwuj3Kd1q9f3+HzlOtka7TyubQEfiZt5zNZW1trcHns/TNJ1ldYKGP3XrF/9VWmzzKWJAn/uAZ4Z7GMP1bLuOE60wf4ROS4jiWKbWQk0LXrheuQkSOAjAzgyBEZky9lnUPG0cpYgGN0wZHHA/YwRmdwnshB6HQyVv7RuBDsTMngQV//GCAtDTiW1KBacN7excXF4eDBg9i/fz9GjRrV7vMyMjJQVFSEgIAAo3PZdcTd3R1z587Fvn37cOjQIRw5cgSTJ09u9/lKIzpp0iS8/vrrBp3D19cXjz/+OBYsWICMjAwcOHAAP/30Ez7//HO4uLjgjjvuMMtr6Yz6+nosXboUAQEB+Oabb1qs+i7LMv773/8adTzlOr399tsYN26cWctKlsXPJD+TRIZYuw7Q6cQaPWGhnQtsXTYF+PAjEShLOykmUhARGSMpSYz1Yg2c7Bk3SMLPv8iIP2bBQhHZKI4HOB6wJtVyzldWVmLs2LEYO3ZsuwtDEJH5HDgI5OQAXl5iAGiomGgx2ExKqr/AM8lUV111FZycnPD777+jpKSk3ectW7YMADBjxgyLlMPDw8Og50VERMDb2xtJSUktvtE2hCRJiIyMxPXXX6//dv7vv//WP658U67T6Yw6rjmcPXsW5eXlGDhwYItGHwCSkpLanJXRUXkHDhwIoGkxIXtmb206P5P8TBJdiE4nY/UaEQib0YlZ84ouXSSMGSP2N29l/mdSh721544mMUlsY/sbVifFiWYRaSeAqirWO0TNcTzA8YA1qRacl2UZKSkpSElJUT1fLJEj+Oa/TTlRvbwMH0RGN6YBS0ys52fVQsLCwnDjjTfi7NmzePzxx1vlUNbpdPjqq6+wbt06hISEYM6cOSadZ+PGjdi/f3+b7+PRo0dx8OBBODs7Y9CgQR0ex8XFBbNmzUJ+fj4++OCDNhv/tLQ0ff6/U6dOIT09vdVzlMebL0Lj4+MDwLi8cebi5+cHd3d3pKSkoLq6Wv/zsrKydldr76i8EyZMQFBQEFasWIFDhw61ery+vr7DnIq2xN7adH4m7fcz2bt3b4f4TJLl7T8A5BcAXboAl040zzGVtBJbt8Iu6lKyPfbWnjuShgYZyY1pvQ1Nk9yzp4SePYEGHZBk2JqTRA6D4wH7HQ9ocYzOtDZEDuDwERmHDgMuLsDNs42b3RXVD3B2AorPyCgqEh04Mr/58+ejoqICq1atwg033ICLL74YISEhqKiowJ49e5CdnY3Q0FC8++677ebhe/fdd9tcbR0AnnzySSQkJOCHH35AQEAAhg0bhsDAQNTV1SEjIwN79+6FTqfDP//5zxYLr7Rn3rx5SElJwY8//oidO3di2LBh8PX1RVFREdLS0nD8+HF88cUX6N69O44fP46nnnoKsbGx6NOnD/z9/VFUVIRt27bB2dkZt9xyi/64I0aMgCRJ+M9//oPMzEx06dIF3t7euO6660y7sEZwcnLCddddh++//x633norxo0bh4qKCuzevRtBQUEICAho9TsjRozAd999hzfffBOTJ0+Gp6cnAgMDccUVV8DNzQ2vvfYaHn30UTzwwAMYOXIk+vYVeQry8/Nx5MgRdOvWDT/88IPFXxsZz14/k3379nXoz+T777+Pe+65h59J6rQ/GheCveIywN3dPLmaLx4LuLkBObnA8RNNEySIiC4kJweorAQ8PICIjtNjtxA3ENhcCCQcA4YPs1z5iGyRvY4HOEbX3hidwXkiOyfLMr5aJgaQV08HAnsaN4B0d5cQESEj7SSQkgoG5y3ExcUFzz77LC677DL8/vvvOHr0KLZt2wZPT09ERETg2muvxaxZszq8rW3z5s3tPvboo4/illtuQXBwMPbs2YPExET8/fffqK+vh7+/PyZNmoRrr70WI0eONKi8bm5uWLx4MVatWoW1a9diy5YtqKurQ/fu3fXlVRq5AQMG4Pbbb8fBgwexY8cOlJeXw9/fH6NHj8acOXP0t5YBQGRkJJ577jl8//33WLFiBWpraxEUFGSVhh8A/vnPf8LHxwdr1qzBr7/+iu7du2Pq1KmYN29eiw6K4uKLL8b8+fPx+++/49tvv0V9fT2GDRuGK664AgAQGxuLb7/9Ft999x127tyJo0ePwtXVFQEBAZgwYQIuv/xyq7wuMh4/k4K9fSYHDx7MzyR1WkmJjO07xP6Mq823iKKXl4SLx8j48y9g218yoqO4QCMRGeZE4/qPfSIBFxfD645BgyRs3iojPkEGwDqHqDmOBwR7Gw9ocYwuyQber9ZRjiVTVFRUIDQ0FACQnZ1t1IrM1uTn52f2125reA1s+xr89beMfz0vw9UVWP6thKAg4ztdr72hw9p1wF13AHffpVo2LFXZ8t+AufAaaP8anJ+Hrz1s0x2Xo18DR3/9AK8B0Plr8P0KGR//R8aA/sDn/zFvv2jt/2S89qZljt2co/8daP31sz3vmNbfP2s4/xp89oUO3/wXmHEV8NQThtcdxxJl3PdPGb6+wKrfJEiS7QTo+XfAa+Dorx/gNQC0fw0MadMdM8pG5CBqamR8uER8/3bzTTApMA8A0Y2LwqakmK1oRERERDZHlpstBGvGWfOKUaPENjkFKCllzm8iMszJxtTRffsaVy/16ytSmJaWAuel1CYiIithcJ7Ijn3yqYy8fCCgB3DbHNMHkFH9xDat9XohRERERA7jaDyQlQ14egBTJ5v/+D38JfTrC8gysG+/+Y9PRPYpLU1s+0Qa93sihanYTzlu1iIREZGBVAvOS5KE0NBQhIaG2tStU0S2YtNmGT//KvafWCDB09P0z1lkhNgWFAAVFZzFRUQtsU0nIkehLAQ7ZbLIEW8Joxtnz+/Zyz4XWRfbc9tUUSEmZAFA3z7G/76y+HRqqvnKREREhlNtQVgvLy8cOXJErdMT2bWMTBlvviUGdLfNAS4e27nOtY+PhJ4BQGGRjPQMYNDAC/4KETkQtulE5AjKzsnY+qfYt0RKG8XoURK+Wy5j7z6RRodBUrIWtue2SUlpE9AD6NbN+PoiOlrC/9bLSD3ORWGJiNTAtDZEdqa6WsZzL8qoqgaGDwPuvss8Hax+/cR3eelMbUNEREQOaOMmoLZWpI2IHWC588QNAtzcgJISICvLcuchIvuQdlJs+5gwax7gzHkiIrUxOE9kZz76REZGBuDfHXjpeQkuLuYJzkf1cwYAnEznLdZERETkWGRZxqrVTQvBWnI2u6urhIGxYv/wUYudhojsREamqJuUVKTGUtYXKywCSko41iMisjbVgvNVVVWYMmUKpkyZgqqqKrWKQWRXdu6SsfJ3sf/cvyR0726+gWNTcN5shyQiO8E2nYjsXUoKcCINcHMFrrjM8ucbMlhsjxxhoIysh+25bVLusAkPM23s5+UlISRY7Cuz8ImIyHpUyzmv0+lw6NAh/T4RdU51tYzF74sB3E03ABeNNO+MLqa1IaL2sE0nInv3xxrRx5o4UazFY2lDBksAZByJt/ipiPTYntum7GyxDQsz/RiREUBOLpCeAYwcYY5SERGRoZjWhshOrPgRyMsHevY0X5755vr2ETPnz5QAJaWcxUVERESOobJSxsZNYn/GVdZZLHHQQMDZGSgoAPLz2e8iorbV1MjILxD7YaGmHycyUmyZwpSIyPoYnCeyAxUVMlb8KDpSD9wnwcvL/ANHLy8JvXuLfc6eJyIiIkex5U+gqgoICQaGDbXOOT09JURHi33mnSei9mTnALIMdOkC+Pqafpw+kWL8mJFhlmIREZERGJwnsgO/rgTKy8VsicmXWu48fRpnVKRnWO4cRERERFqiLAR79VWWXQj2fIMHie2xRM5kJaK2ZSkpbULRqfqpaea8WACbiIish8F5IhtXWyvjh59EB+r22yQ4O1tu0BgZIbbpvN2RiIiIHEBGpoxjiYCzEzDtCuueO3aA6NMlJlr3vERkO5oWg+3cccJCRSqtigqgsKjz5SIiIsMxOE9k4/7eAZSWAgE9gKmTLXuu8HAxSMzMsux5iIiIiLRg7f/EhISxYwF/f+vNmgeA2AFieyJN5JUmIjpfdraoG8LCOlc/ubpKCA0R+0xhSkRkXaoG5/39/eHv769mEYhsnjJovPJKwMXFsoNGZUZGFoPzRHQetulEZG/q62Ws3yD2p19p3cA8AAQFiRzSDQ3A8RNWPz05KLbntqV5WpvOap7ahoiIrMdFrRN7e3vj+PHjap2eyC4UFsrYt1/sW2PQqATni88A587J6Nq143PqdDr88ccfWLt2LdLT01FbWwt/f38MGjQId955J/r06WPwuQsLC7F06VLs2bMHRUVFcHFxQWhoKC6//HLceOONcHNz68xLI6JOYJtORPZoz17R5/H1BS4ea/3zS5KE2AEydu4CEpOAQQObHisrK8M333yDv//+G/n5+QCA3r17Y+LEibjtttvg7e3dqXPPnz8f+/eLTuaaNWsYrHUQbM9tiyzL+juaQ80QnI8IF1sxG9+wseXq1avx6quvtvv41KlTO3y8OZ1Oh6NHj+Lvv//GoUOHkJeXh/LycvTs2ROjRo3Cbbfdht69ext0LCIiW6JacJ6IOm/DJkCnAwbHAaEhlg/Oe3lJCOgho+i0mKUxMLb951ZXV+Pxxx/H/v374ePjg8GDB8Pd3R2nTp3C5s2bMXbsWIOD81lZWbj33ntRWlqK4OBgjBs3DlVVVTh69Cg++ugj/P3331iyZAlcXFilERERkXmsXSfuTrziMsvfndie2AESdu6SkZjUFCwrKSnBvHnzkJOTg4CAAIwZMwb19fVISEjAsmXLsHXrVnzxxRfo2rWrSedcvXo19u/fD0mSuDAkkYYVnwEqKwEnJyAkuPPHCw2VAMj62fjGiIqKQlRUVKufDxw4sI1nty03Nxf3338/ACAgIABxcXGQJAmJiYn47bffsH79erz77rsYOnSo8QUkItIwRrKIbNhff4sB0+VTrTdgDAuDCM5ndRycf+WVV7B//37MmDEDCxYsgIeHh/6x06dPo76+3uBzLlmyBKWlpbj++uvx6KOPwtnZGQBw5swZ3HfffThy5AjWrVuHq6++2uTXRURERKQoLZWxY6fYn6ZCShuFknc+ManpZ19//TVycnIwceJEvPLKK/q7BysqKvDYY4/hyJEjWLFiBebNm2f0+UpKSvDhhx9i9OjRyMzM1M/KJyLtUVKNBgUBbm6dr6fCGnPOmxKcnzBhgkl1TnOSJGHMmDG44447MGzYMP3Pa2tr8eabb2LNmjV46aWX8PPPP3NSFhHZFdVyzldVVWHGjBmYMWMGqqqq1CoGkc06fVrWD9TGjbPeeZXUNplZ7c+k2r9/PzZv3ozY2Fg888wzLQLzANCjRw8EBQUZfM7Dhw8DAO666y59YB4Aunfvjuuuuw4AkJiYaPDxiMi82KYTkb3ZtAWorweio4F+fdULzvePEdtTp0RKQaCpX3Tbbbe1SOvn7e2NW265BYDp/aLFixejuroaTzzxhOmFJpvF9ty2mDPfPNCUGqekpKm+saaQkBC89957LQLzAODm5oYnn3wSXbp0QX5+Po4ePWr1shERWZJqXzfqdDrs2LFDv0+kZTk5OZgyZQqGDRuGd999F59++im2bNmCs2fPIjw8HPPmzcP48eMBAJs3b8Z3332HkydPwtPTE1OnTsWDDz7YKkBdWVmJ5cuXY8uWLcjJyYGzszNiYmIwe/ZsTJw4sVUZduzYga1btyI+Ph5FRUWoq9Ohvj4EQb2mwKfrHAAtc64r+f/uvvtuzJgxAx9//DH27t2LqqoqREZG4u6779aX2RjhYeJ2x8wOFoX97bffAACzZ8+Gk1PnvwM0JJ+8j49Pp89DRKZhm05EnXHq1CnMmjXLav2smTNntirD+f2s6moddHII/HymoLZ2Tqu+iKX6Wefz8ZEQGCijoAA4kQYMGwq4uroa8HvG94t2796NDRs24N5770VISIgJpSVbx/bc+vWRIeM+nU6HkJAQTJ06Fbfccou+PhK54YH62jUYM+bfna6PvL0l+PvLKC4GsnOa7tzRAnd3d4SFhSExMRGnT59WuzhERGal2sx5IltUX1+P+fPnY926dYiKisLAgQNx4sQJPP3009i7dy+WL1+OF154Ac7Ozhg9ejR0Oh1++uknvPbaay2OU1xcjLvvvhuff/45ysrKMGrUKAwcOBDJycl46qmn8M0337Q697///W9s2bIFXbp0wdixY9GlyxBALkD+qU/x2GOPoaGhoc0y5+Xl4a677sLRo0cxZMgQREdH68+zZ88eo69BWOPM+awOgvMHDhwAAFx00UVIS0vD559/jjfeeAOff/45EhISjD7nRRddBABYtmxZi4HCmTNn8Msvv8DZ2RlXXHGF0cclIiIi7bBWP+uzzz5rde7m/axhw8ZAhuhn7dhu3X5WW6L7ie3xE2I7atQoAMC3336L2tpa/fMqKirw3XffAQCmT59u1Dmqq6vx5ptvIjw8HLfddlvnC01k47Q07hs6dCgKCwvxn//8p0V9lN04c757d3F3jznqo9DG7+WyjUxtk5ycjA8//FA/5jt48KBxB7iAhoYG5OXlAQAXqCYiu8NEXURGiI+Px/Dhw/Hjjz/qZyQpM6cWLVqEsrIyLFmyRL9ITVFREW6//XZs2LAB9913H4KDxUo9r776KtLT03Hrrbfi/vvv1+fMy83NxcMPP4xPP/0UY8eObbGozlNPPYVRo0bB09MTtbUypl8jw9m9AnGxL2H//h1Yv359mwOxtWvX4oYbbsDDDz+sP88PP/yAxYsXY+nSpRg9enSL58+cOdOg/KJpqcCYMWL/119/Re/evQGIDmhpaSl8fHywatUq/Oc//2kRUP/yyy9x5ZVX4rnnnjM4V+A///lPJCcn46effsLOnTsRExODqqoqHDlyBD4+Pli0aBEiIyMNOhYRERFpk7X6We+99x6GDh3abj9rxY8y9hyQMWhgBbw9XsKOHdbvZzU3+5ZfAPTC8eNiUdg5c+bg4MGD2LZtG6677jrExsaioaEB8fHxcHJywrPPPtvqvBfy6aefIi8vD0uWLDFoZj6RvdPKuE9RUVGBF154QV8fzZkzB1k54rHu3cXWnPXRiy+If+drPu5rbseOHfq7LgAx5hs2bBheffVVswTTN27ciJKSEvj5+SEuLq7TxyMi0hIG54mM4OzsjGeeeabFrcLTp0/HkiVLkJOTg7vvvrvF6vEBAQG44oorsGLFChw6dAjBwcFITU3Frl27EBcXhwcffBCS1JTHNDg4GA899BCefPJJ/PHHH1iwYIH+sea3PCYcA6qrAf/u3vjXMw/jxht34K+//mpz0BgcHNyigwYA1113Hb788kskJCSgrq6uxSBs8uTJKC0tbXUcd3d31NTUAAA2bAQaGoAJ4wFvb8DLy0v/vHPnzgEQHciPP/4Y06ZNw1133QU/Pz/s27cPixYtwrp16xAQEIAHH3zQkMuOHj164JNPPsHzzz+PvXv3Ijc3F4BYNOjSSy9lYJ6IiMgOaKWftWWrSBVx2dQuGDXyEezYYfl+Vkf6x4h+ljJz3svLC4sXL8brr7+O9evXY9u2bfrnjh8/Hv379zfq+MnJyfjxxx8xffp0jBgxwqjfJbJXWqmPFN7e3njkkab66MYbb0HeKfGYf/emY3a2PkrPAJKTgV69gKFDWl+X5uM+QIzT7rnnHkyYMAHBwcGorq5GYmIiPvroIxw6dAgLFizAl19+2WLdMGMVFBTgvffeAwDMmzfPoJSnRES2hMF5IiP06tULoaEtV9xxcnJCUFAQSkpK9OlXmlNydhYXFwMA9u7dC0CsaN+8g6YYMkT0gpKSklo9lpWVhV27duF/67LRUFcFNxcZy5aJx7Lbufdw+PDhrWaou7i4oHfv3khOTsbZs2fRo0cP/WMPPfRQm8fx8/NDSUkJACAzR4eUVOCqqyVMGN/yNSiz5BsaGhAXF4cXX3xR/9jkyZPh7u6OBQsW4Mcff8Sdd94Jb2/vNs/X3PHjx7FgwQI4OTlh0aJFGDZsGKqqqrB161Z8/PHH2L17Nz777DPmRyUiIrJhWuhnrVu3E/FHcyChCgf3yzgWLx6zdD+rI/n5MgAZ6RlAba2MM2cKsGDBApw+fRovvvgixjTeyrhr1y689957uO+++/DBBx9g0KBBFzx2Q0MDXn/9dXTp0sWkshHZKy3UR7t27UJ2djaqq6tb3ImcnZ2N3FwdGnSAhwfQpYv4uTnqox07ZTz1Lxk+vsALL1w4C/KYMWP0dRAgvkQYP348RowYgTvvvBPJycnYtGmTySlIq6qq8NRTT6G0tBQTJ07ErFmzTDoOEZGWMThPZISAgIA2f64s+tOzZ892H1Nygiq58pYsWYIlS5a0e67msxhkWcYHH3yAFStWQJZl/c9zssU/QCw01Ja2ygRAf5tk81ylhgoPA1JS0eaisM1nU1x99dWtHr/kkkvQvXt3nDlzBseOHdPnTW1PfX09nn32WZw+fRpLly5FTEwMAKBr16646aab0NDQgA8++ACfffYZFi5caPRrISIiIm3QUj9LBrB5c9PzrdnPOl9gINC1K3DuHJCRCby3eCHS0tKwaNEiTJgwQf+86dOnw9PTE8888wzef/99fP755xc89ooVK5CSkoJnn30Wvr6+nS4rkb3QUn10vsrKSmRkirzzIcGAEvc3R32kfB+RkwvodDKcnFp/qWAILy8v3HjjjXj77bexZ88ek4Lz9fX1eOaZZ5CcnIwhQ4bg5ZdfNqksRERap2pw/vxboogcgTLrYejQoW3m61M0HyBt2rQJy5cvR8+ePTHv3kfwxlsDAfhh9UpXdOlSj/Hjx7fbeTPWBx98cMG0NifSgIZa4PeVQHqamHWhlLdHjx5wdXVFXV0dgoKC2jxHUFAQzpw5o5+J35GEhARkZWUhJCREH5hvburUqfjggw/MvugQERmHbToRaYEh/Sx3d/cWuZyb97O6+DyMzOxBeHh+d9x4g+jPWKOf1ZGHHnoIUf18cPAQsG9/AQ4ePAg3NzeMGzeu1XMnTJgANzc3JCQkoKamBu7u7h0ee/v27ZAkCWvXrsXatWtbPHbmzBkAwNNPPw0XFxfcd999LdJ4kH1ie24+nR33PfLII4iLi4Ofnx9cXFxa1EdKcD4szPTytVUfyTKgqwcqyoDnnhMz85trPu67EOXOg9OnTxtdNp1OhxdffBG7d+9GVFQU3n77bf2XH0RE9ka14Ly3tzdycnLUOj2RapRZGJMmTcJNN91k0O/8+eefAIAnn3wSOvkSSJKMyAjAz09CRkauWcu3ZcsWgxcqU2bu33PPPfpOmouLC/r06YOUlBSUlZW1+XvKz5sPjNtTWFgIAO2mv1F+3t65iMjy2KYTkVYY0s9qnqoPaOpnPfjgE/j3m5dAkqBP26esc2MuxvSzFPfccw+iokRwPimxAICYoevk1DrlhLOzMzw8PFBbW4vy8vILBucBMVP30KFD7T4eHy9y+5w9e9aocpPtYXtuXp0d953/BVzz+igjQwTnQzuR1fNC9dGWLa1/1nzcdyHGjPnO99Zbb2Hz5s0ICwvD+++/j65duxp9DCIiW8G0NkRWNmrUKHz22Wf466+/DO6kKYusBgYGYt1GMXNrcOMi9Zub33NtBitXrmzz580HsidPyrh9rowu3sD/VkutciiOHz8eKSkpOHjwIC677LIWj506dUp/i2dbM+HP5+/vD0DkXayoqGgVpE9MTAQg8kISERGRY+tMPyuvIBA6HdCvLxAUJPo21upnXUhUP5F3Pq9A9IvKyspw6tSpVrNxc3JyUFZWBk9PT3Tr1u2Cx/3kk0/afWzmzJnIz8/HmjVr9P0xIjJcZ8d952teHykz50NDJdSbmD2rvfrosSd02LsPePpJCVdPNy2tDdD0RYOxi1R/8skn+O233xAUFIQPPvgA3bt3N7kMRES24MIrfBCRWQ0aNAgjR47EgQMH8N5777XKYarT6bBnzx4cPnxY/7OwxvsVV65ciSNHleC8hMOHD+O7776zWtkVwcGAkxNQXgE03vHcwnXXXQdvb2+sXr0ae/bs0f+8srISixYtQkNDAy655JIWnc7CwkLcdNNNrTqugwYNgp+fH6qqqvDOO++0yJVYVFSE9957D4CYkUJERESOzZB+1vbt29vsZ61etRKyLOOSi8XP1epntSWqn9hm5/RGv37iP2+88QbKy8v1zzl37hzeeOMNACK9TfOFIdvrZxGR5XR23Nc8ndb59VFmZudnzrdH+c7v1KkLp/P64YcfWr2u+vp6fPHFF9i8eTPc3d1x1VVXtXi8o/ro+++/x9dffw1/f3988MEH7aZJJSKyJ6rNnK+ursYdd9wBAPj666+ZP4wcyssvv4yHH34YK1aswNq1axEdHQ1fX18UFRUhKysLJSUleOSRR/R5PW+88UasWbMGv/zyCyTpICD1xQ8rTiMp6QhuueUWqw8c3d0l9AqSkXtKLAp7/mQqPz8/PP/883j22Wfx6KOPYuDAgejevTsSEhJQXFyM3r1746mnnmrxO/X19cjMzGzjXO54+umn8a9//Qtr167Fvn37MGDAANTU1CA+Ph6VlZWIiYnB7bffbsmXTEQdYJtORFpiaj8rJ/tXQDqE+KP9cP/9RThyRJ1+VlvCQgFnZ6CyErj3mafx0osPYe/evbj++usxcOBAAGKdnrNnz6JXr16YP39+i99vr59F1Bzbc/PrzLjv4MGD6NevH4qKWtZHsgwUFonAeWgIkH7SvGXu3UsCIONU3oWfu3jxYnz88ceIjIxEUFAQamtrcfz4cRQVFcHd3R0vvfRSq4Vq26uPUlNT8eGHH4oy9O6NZcuWtXnOa665hutfEJFdUS0439DQgI0bN+r3iRyJv78/vvjiC/z222/YtGkTEhMTUV9fD39/f0RHR2P8+PGYOnWq/vlhYWH46quv8NprSxAffwwStqO+PgxPPfUUZs6cqcqgMTwMyD0FZGUBw4e1fvzSSy/F559/jmXLluHIkSNITk5GYGAgbrnlFtxxxx0G3WqtmDhxIr766it89913OHz4MHbu3AlXV1eEhoZiypQpuOmmmzh4IFIR23Qi0pIL9bOuuOIKXHzxxfrnh4WF4amnv8LLLy8B5GM4euRv8TMV+1nnc3WVEBYqIz0DcHUbiG+++Qbffvst9u/fj3379kGSJPTu3Rv/+Mc/MGfOHKP6WUQKtufmZ+q4b8mSJTh27Bj+/rt1faS8Nb7dAB8f09POtCdYP3P+ws+9++67ER8fj8zMTKSnpwMQufavvfZazJ49G+Hh4Qaf99y5c/q7BeLj4/XrXZxv+PDhDM4TkV2R5Ob3SnWg+aJJ5lBRUaFfvTs7O7vdxR7Vdv6CUY6I10A712Dp1zK+XCpjymTg5Resm5Xq/Gvw0cc6rPgRuOE64OH/s/8MWVr5G1ATr4H2r4Gfn59Bz2Ob7rgc/Ro4+usHeA2Atq/Bl0t1WPo1MHkSsPBFbfZrXnhZhy1bgX/eL+GW2Z0LyDn634HWXz/b845p/f2ztM1bZLy4UEbcIOCTj8xfX6UelzF3ngxfX2D1Sm3WhwD/DgBeA0d//QCvAaD9a2BIm67dmpaIWklKFt+lDYw1/wwJY4WGijJk56hcECIiIqJO2n9AbC8aoX4fqz19IkXZTqYbNLeKiOyUMv5q/B7F7Hr3EtvSUqCykvUNEZGlMThPZENSUsR2gHEL3ltEWGNnMDtb3XIQERERdUZ5uYzERLF/0Uh1y9KRyEixbcwcQUQOKjtbyTdvmS8Tu3SR4OMj9vPyLXIKIiJqhsF5Ihtx+rSM4jOAkxMQ1U/t0jTN1MjLB+rqOKOCiIiIbNPhI0CDDggJBoKCtDtzPjJCbDMygYYG9r2IHFVW4+SoMAvNnAeaZs8bkneeiIg6h8F5IhuR3DhrPiIc8PBQf+Do3x3w9AR0OnbaiIiIyHYdOiwC3SOGq1yQCwjuDbi5AjU1QF6e2qUhIjXIsozMLLEfGmK58/RWFoVlXUNEZHEMzhPZiOQUMXCMiVa5II0kSdLPnmfeeSIiIrJVh4+I7dCh6k9+6Iizs4SICLGfnqFmSYhILQWFQGUl4OJiuZzzANArSGzz8niXDhGRpakWnPf29saZM2dw5swZza4CT6QlKali2z9GOwNHZbZGFvPOEzk0tulEZKsqK2UcPyH2h8SpWxZDKHnnTzLvPFkA23PtU76YCw9zhqur5caFvXuLY/MOaSIiy+PMeSIbIMuyPq1NTIy6ZWmuaVFYzqggIiIi25NwTKTo69UL6NlTOxMg2hMZIcp4Mp19LyJHpCwI3a+fs0XPo+Scz2VwnojI4hicJ7IBhUVASQngrJHFYBWhoWKAyLQ2REREZIsOHxFB7iGDVS6Igfo0zpxP58x5IoeU3vjFXL++lg3OK2ltCgrFRDEiIrIc1YLz1dXVuPPOO3HnnXeiurparWIQ2YQUZTHYSMDdXTuzusIa09pkM60NkUNjm05EtupovNgOHayd/lVHlOB8VjZQX8+AGZkX23PtU9LaWHrmfECA2FZXA2fPWvRUREQOT7XgfENDA/744w/88ccfaGhoUKsYRDYh7aTYamnWPACENAbni88AFRUcIBI5KrbpRGSLamtlJCaK/cE2MnM+MBDw9ATq63nnIpkf23Nt0+lkZGSK/X59XSx6Lnd3Cf7dxX5BoUVPRUTk8JjWhsgGKHlF+0Rqa1ZXly4SuvuJfQ4QiYiIyJYkJQO1dUB3v6ZF7rVOkiRERoh9LgpL5Fjy8sVMdldXICzU8qGcnoFiW1Bg8VMRETk0BueJbICSV1S5lVlLQhsXhc1iahsiIiKyIfEJYjs4TgS9bUVkY38wI4N3LRI5EiWlTVgY4OJi+TorsKfYcuY8EZFlMThPpHG1tbI+p7sWg/NhjcH57GwOEImIiMh2JCWLvktsrO0E5gEgMkKUl4vCEjkWa0/YCtTPnOc4j4jIkhicJ9K4rGygQQd08W5amEdLQkPFAJFpbYiIiMiWJCWL7YD+6pbDWEpaG2UWLRE5hvTGVKfKF3SWFhQozpPPtDZERBbF4DyRxin5RCMjtXnLtZKjNZtpbYiIiMhGFBfLKCwEJAmIiVa7NMZRgvM5OeIOSyJyDMoXckodYGlMa0NEZB0MzhNpXLp+MViVC9IOJed8dg4gyxwgEhERkfYlpYhtRDjg5aW9yQ8dCQgAvL3FnZW8c5HIMTQ0yMjMFPvWTmtTyJnzREQW5aLWib28vJDdONXWy8tLrWIQad5JfW5BbQ4ce/cCnJyAykrgzBnA31/tEhGRtbFNJyJbk9yYb97WUtoA4k7KyAgZCcdEDuq+fdQuEdkLtufalXsKqK0D3N2BXr2sc05l5nzxGXGXjpubNsejRES2TrWZ85IkwdvbG97e3ppM1UGkFc3T2miRm5uEoCCxz9lbRI6JbToR2ZrEJLEdMMA266ymvPO8a5HMh+25dikpbcLDAScn67w33boBHh5iv5CpbYiILIZpbYg0rLJSRl6e2NdqcB4AwhpT22Qx7zwRERFpnCzLSG5MazMgRt2ymEpZEJKLwhI5hnT93dTWO6ckScw7T0RkBaoF52tqavDggw/iwQcfRE1NjVrFINK0jMa8gt39AD9f7c5eaVoUlrO3iBwR23QisiXZOTqUlQGurkDfvmqXxjTKpA0G58mc2J5rl7IOmfLFnLUoeecLmHeeiMhiVAvO19fXY/ny5Vi+fDnq6+vVKgaRpmk9pY0iNFR0EpnWhsgxsU0nIluSkCDqqX79AFdX7U5+6IiS1iY3F6ip4eQIMg+259qlfBGnfPathTPniYgsj2ltiDRMmSFhzdsXTdE0c17dchARERFdSHxjcN5WU9oAgL8/0KULoNMxrSCRvauvl/Wfc2uPCwMDxReYBQX8EpCIyFIYnCfSMCWtTYSVb180VmhjzvncU6LzSERERKRVCccag/M2uhgsIHJBNy0Kq2ZJiMjSsnOA+nrA07MpzYy1KOfLZ1obIiKLYXCeSMOUGRLKgqta1TMAcHcXnUbmIyQiIiKtqq+XkZTUGJzvr3JhOklJe5iRwYkRRPZM+QIuIkJ8MWdNTGtDRGR5DM4TaVRNjYz8fLGv9eC8k5OEkMbUNry1moiIiLQqIxOoqga8vLTfv7oQZWFIzpwnsm9qpjoNChLbggJAlvlFIBGRJTA4T6RRubmALANdvIHu3dUuzYUx7zwRERFpXXKy2PaPEZMLbBnT2hA5hvR0sY1UIdVpQA9AkoDaWqD0rNVPT0TkEBicJ9IoZQZ6aJj1b180hZJ3PiuHMyqIiIhImxKTRT/F1lPaAE3B+VOnxB2XRGSflC/glM+8Nbm6SvD3F/sF+dY/PxGRI3BR68ReXl5ITU3V7xNRS5lZYmsrt1yHhUgAZM6cJ3JAbNOJyFYoM+cH9Nf+xIcL6d4d6NoVOHcOyMoCoqLULhHZOrbn2lNbKyMnR+yrkdYGEHnnT58GCoqA/nbwxSYRkdaoNnNekiT06NEDPXr0sIlZwUTWlpUtZkCFhdrG50OZOZ+do245iMj62KYTkS2oqZGRlib27SHAJEkSU9uQWbE9156sbKBBJ1Kd9uihThl6KovCFqhzfiIie8e0NkQapaS1sZWZ80rO+cJCoLqat1YTERGRthw/IYJc/v4SAnuqXRrzaArOs+9FZI/0KW0i1Ut1qgTnCwtZzxARWYJqwfmamho88cQTeOKJJ1BTU6NWMYg0SZZlZDemtQkPU7cshurWTUI3H7HP2fNEjoVtOhHZgsQksR000MVuZgVHRorXwZnzZA5sz7UnPV0ExCNVSmkDAIEBop4pLFKvDERE9ky14Hx9fT2+/PJLfPnll6ivr1erGESadOYMUF4BSBIQHKx2aQzH1DZEjoltOhHZguTGxWDjBqm27JbZ6WfOp6taDLITbM+1JyNTbCPC1ftCsWnmvGpFICKya0xrQ6RBSkqboCDA3d12ZnYpqW24KCwRERFpTVKK2A6yw+D8qTymFSSyRxkZYqt81tUQGCi2DM4TEVkGg/NEGmRr+eYVoY2L12bncHBIRERE2lF2TtZPHogbaD/BeT8/oJsPIMtAZpbapSEic6qrk5GbK/bVTHXaM0BsTxcD9fUc5xERmRuD80QalJsrOj2hthac58x5IiIi0qCUxlnzwb0BX1/7GQJJkqTPRc2880T2JTtHLGLt5QUEBKhXDj8/wMUF0OlEgJ6IiMzLfnqmRHYk95TYBve2nZQ2AHPOExERkTYlJYtt//7qlsMSIiLEVlk4kojsQ2ZjvvnwcKi6iLWTk6T/coCpbYiIzI/BeSINUm5fDO6tbjmMpcycLysDSks5QCQiIiJtSEoS/ZLYAbY18cEQkRHiNXHmPJF90S8Gq2JKG0UgF4UlIrIYBueJNEaWZZsNzru7S/oFgzh7noiIiLQisXHm/AA7nDmvLBTJ4DyRfcnIFF8qRkSo/6Wikne+sEjdchAR2SPVVkPy9PTE4cOH9ftEJJSUAFXVgCQBvXqpXRrjhYYABQUi73zcILVLQ0TWwDadiLSsqEhGcTHg7ARER6ldGvNTcs7n5QFVVTI8PdUP5JFtYnuuLc3T2qhNmYBVUCADYB1DRGROqgXnnZycEBamgfuziDRGyTffsyfg5mZ7HZ/QUGD/ASA7hx03IkfBNp2ItEyZNd+nD+DhYX99Ez9fCb6+MkpLRTDPHvPqk3WwPdeOhgYZWVliXwtpbXr2lADITGtDRGQBTGtDpDFNi8GqWw5ThYaIQW92tsoFISIiIkJTvnl7DlorqW1OpqtaDCIyk/x8oLYOcHPVxt3USlqbAqa1ISIyO9WC87W1tXjhhRfwwgsvoLa2Vq1iEGlObq4YQNpscD5UbJlznshxsE0nIi1Lapw5H9vf/mbNK/r1FdvjJ2R1C0I2je25dqQ3prQJDQOcndWvu3pyQVgiIotRLThfV1eHjz76CB999BHq6urUKgaR5pxqnDnfu7f6nTBThIWIbXYOoNNxgEjkCNimE5FW6XQyklPE/oAB6pbFkqKjRL/x+AmVC0I2je25dij55rWQ0gYAAhuD86WlQE0Nx3hERObEtDZEGpOTK7bBweqWw1SBgYCLC1BbCxTytkciIiJSUXY2UFEBeHgAERpYVNFSohoXuj1+gpMjiOxBZqb4HIeHa2PCVteugKeH2OcYj4jIvBicJ9IYW8857+Ii6cvOvPNERESkJmUx2Ogo0UexVxHhIjd1RQWQl6d2aYios5QUoWGh6pZDIUkSU9sQEVkIg/NEGlJZKaO0VOzbanAeYN55IiIi0ob4BDH7dNBAlQtiYS4uEiIjxX7qcXXLQkSdl9t4N3WIhu6mZnCeiMgyGJwn0hClE+bbDejSxXZnd4UqeeezeVs1ERERqSc+XmzjBtluv8pQUf3ENpWLwhLZtMpKGWdKxL6WUp0qwfkCBueJiMyKwXkiDcnVLwarbjk6KzRUDIA5c56IiIjUUlYmIz1D7A8apGpRrCJKWRSWM+eJbFrzCVtdu2rni8WeAWJbWMQvAImIzInBeSIN0eeb19AMCVM0zZxXtxxERETkuBKOiW1oKODnq50Al6VEK4vCMjhPZNNyGoPzWhsTBgaKerSgQOWCEBHZGRe1Tuzp6YkdO3bo94kIyMkVsxBsOd880JRzPi8fqKuT4epq/wNiIkfGNp2ItEjJNx/nALPmAaBvH0CSgOIzQHGxDH9/9r/IOGzPtSFHg/nmASCQOeeJiCxCteC8k5MTBgwYoNbpiTTplH7mvG0Ppvy7A56eQFWVeE3h4WqXiIgsiW06EWlRfILYDnaAfPMA4OUlITRERlY2kHoCGOuvdonI1rA914ZcZcKWxsaETWlt1C0HEZG9YVobIg1R8gva+sx5SZL0s+eZd56IiIisra5ORmKS2HeUmfMAEBMjtsnJ6paDiEyn1ZnzyoKwFRVARQXzzhMRmYtqwfna2lq88cYbeOONN1BbW6tWMYg0o65O1s9CsPXgPNCUdz6LeeeJ7B7bdCLSmpRUoLYW6OYDhIWpXRrrGRgrZtoeS2TgjIzH9lwbtJpz3tNTQteuYr+AqW2IiMxGteB8XV0dFi1ahEWLFqGurk6tYhBpRl4+oNMBnh5A9+5ql6bzwvQz5zk4JLJ3bNOJSGsOHRbbuDhxR5+jGBgrtolJgCyzD0bGYXuuvqoqGadPi31lspOWKHnnGZwnIjIfprUh0ojcxnzzvXvbxyAyNES8hmzOnCciIiIr27NXBKYvGmn7fSpj9OsLuLkCZWVNs2+JyHacyhPbrl0BHx/t1V89uSgsEZHZMThPpBFKvvnedpDSBgBzzhMREZEqKitl/WKwY0apWxZrc3WVEB0t9o8lqlsWIjKeVvPNK5qC87wzh4jIXBicJ9KI3FzRwdFqR8xYyusoLhaDZCIiIiJrOHgIaGgQa/gEB2tv5qmlKaltmHeeyPbkajTfvCKwp6hTOXOeiMh8GJwn0gglrU1wb/sYRHbtKsHPT+xz9jwRERFZy559Iig9ysFmzStiGxeFTeTMeSKbk6PxCVs9A8S2sEjdchAR2RMG54k04pQSnNdoR8wUyiJGzDtPRERE1rJnr9iOvsg+JjwYS5k5fyINqK7m7HkiW9I0c16b9ZeS1qagQN1yEBHZEwbniTRAp5P1wXl7yTkPMO88ERERWVdOjuhTubgAw4epXRp1BPYE/LuL1D4pqWqXhoiMofWc84GBYltYBMgyv/wjIjIHF7VO7OHhgU2bNun3iRzZ6dNAbR3g7CwGVPYiNEQCICM7WwagzdkfRNR5bNOJSCv27BPbuEGAl5dj9j0kScLAgTL++hs4Gg8MGax2ichWsD1XV02NrM/lHhKiblnaE9ADkCSgthYoPQv4+apdIiIi26dacN7Z2RnDhw9X6/REmqLMkOgVBLi42M9AkjPniRwD23Qi0oq9Sr55B01poxg2VMJff8s4dFjGbXMc+1qQ4dieq+tUHiDLgLc34NtN7dK0zdVVQnc/GcVnxKKwDM4TEXUe09oQaYA9prQBWuac522PREREZEl1dTIOHhT7Yxx0MViFktLnaDxQX88+GJEtaMo3L+6A0Sol77wyy5+IiDpHteB8bW0tPvjgA3zwwQeora1VqxhEmpB7Sgya7GkxWAAI7i1ueyyvAEpL1S4NEVkK23Qi0oL4BKCqGujuB/Ttq3Zp1BUZAXTzAaqrgaRktUtDtoLtubq0nm9eweA8EZF5qRacr6urw0svvYSXXnoJdXV1ahWDSBNyG2fOB/fW7gwJU7i7SwhqXDQoK1vdshCR5bBNJyIt2LNXTHa46CLAycm++lTGcnKSMHSo2D90WM2SkC1he66unFzbmLClrJFWUMi7coiIzIFpbYg0QH8Lo52ltQGa5Z1ncJ6IiIgsaM9esR3t4PnmFcOGiutw6DADaES2IFc/c17bdVjPnqJ8BZw5T0RkFgzOE6lMlmX7Ds435p3PyuHAkIiIiCyjuFjGiTSRTu+ii9QujTYMHyq28QkiHz8RaRvT2hAROSYG54lUVlYmcrID9rcgLACEhoqZFZw5T0RERJayd7/YRkcBfr7annVqLRERgG835p0nsgV1dTIKCsS+1tPa9AwQ28IidctBRGQvGJwnUpmSb75HD8DDw/4Gk2FKWpscdctBRERE9mvvPjEzfNQolQuiIU5OEoYNE/v79nPmPJGW5eUBOh3g6QH4d1e7NB1Tcs6fLgIaGli3EBF1FoPzRCprWgxW3XJYipLWJjeXnTciIiIyP51Oxr59Yn/MKPub6NAZSv79vftULggRdUhJaRMcDEiStuux7t0BZ2egQQcUF6tdGiIi28fgPJHK7DnfPCByErq5AnV1XDSIiIiIzC81FSg9C3h5AQNj1S6NtoxqzL+flAyUlXGSBJFW2Uq+eQBwdpYQ0EPsM7UNEVHnuah1Yg8PD/zxxx/6fSJHdeqUGCj17q3tGRKmcnaWEBwsIz1D5J3v3UvtEhGRubFNJyI17WmcFT5iOODiYp/9KVP17CkhMkL0w/YdAKZMUrtEpGVsz9WTmyvGhFrPN6/o2RPILxCTrwYNVLs0RES2TbXgvLOzM8aNG6fW6Yk0Q5/WxkY6YqYIDYUIzucAo5kLlsjusE0nIjUp+eaVFC7U0uhRoh+2Z6+MKZN4jah9bM/V0zRz3jY+oz0b884X8s5oIqJOY1obIpXZ0i2MplLyzmdn83ZqIiIiMp/ychkJCWKfi8G2bfSoprzzssy+GJEWKalOQ0LULYehmoLzrFOIiDpLtZnzdXV1+PrrrwEAd9xxB1xdXdUqCpFqqqtl/SI69ppzHgBCQyUAMrJz1C4JEVkC23QiUsuBQ2JRwtBQoHcv25hxam2D4wB3d+D0aeBkOtC3j9olIq1ie66O+noZefli31YmbAUGiPEd1xQjIuo81YLztbW1ePLJJwEAN998Mxt+ckinGlPadOkC+PjY74Cyaea8uuUgIstgm05Eatm7V0lpo3JBNMzdXcKwoTJ27wH27GVwntrH9lwdBQVAQ4P4Es3fX+3SGCYwUGyZ1oaIqPOY1oZIRfp883Y8ax4AwkLFNr8AqKnhrY9ERETUebIsY2/jYrBK6hZqm3J99uxlP4xIa5Q0p8G9AScn26jLmHOeiMh8GJwnUpEjLAYLAL6+QBdvQJabXjMRERFRZ2RnA3n5gKsrMHSI2qXRttGN+fiPxgOVlQzQE2mJPjhvQ2PCngFie6YEqK1lnUJE1BkMzhOpKPeU6MjYUkfMFJIkIbRx9jzzzhMREZE57N0vtoPjAE9P25htqpbQEKB3b6CuDjh4SO3SEFFzOTliTGgr+eYBoFs3wM1N7BedVrcsRES2jsF5IhXl6m9htP8BJfPOExERkTntPyACWheNtP9+VGdJkoQxjbPnd+/hLFciLdGPCYNtpy6TJEmf2qagQN2yEBHZOgbniVSU2yy/oL0LDRWdzaxsDgiJiIioc+rrZf0M8ItGqlsWWzFmtOiL7doj8vUTkTYoaW2UyUy2IlDJO1+kbjmIiGwdg/NEKqmvl5HfOMvAEYLzyqKwnDlPREREnZWYBFRWAt18gKh+apfGNgwfBri5ilmuaScb1C4OEQFoaJBxKk/s21qq00AuCktEZBYuap3Y3d0dK1as0O8TOZqCQqChQQySevRQuzSWFx4utukZYraWJNnObZtE1DG26URkbfv2i5nfI0YATk7sUxjCw0PC0KEy9u4Dtm+vwz+uUbtEpDVsz60vvwCorxf52wNsbEzYUx+clwGwHiYiMpVqwXkXFxdcfvnlap2eSHWnTolt796OMagMDQGcnIDycqD4DNDDX+0SEZG5sE0nImvbf0BsLxph/30ocxozWsLefTL+3sHgPLXG9tz6srLENjQUcHa2rfossKcEQEZevtolISKybUxrQ6QSJd98bwdIaQMA7u6S/rVmZqpbFiIiIrJdFRUyEhPF/sgR6pbF1owZLbb7D9ShspJ554nUltkYnFdSgNoSZWyXl6duOYiIbJ1qwfm6ujp8//33+P7771FXV6dWMYhUk5MrBkQhNpZbsDMiGlPbZGSoWgwiMjO26URkTYeOAA060Yfq1cu2ZpqqLTREBNTq64EDB9UuDWkN23Pry8wSY8LwMJULYoLevcQ2Lx/Q6fhlHxGRqVQLztfW1mL+/PmYP38+amtr1SoGkWpyG9PaBPd2nEGlEpxPz2TnjciesE0nIms6ckT0I4YNU7kgNkiSJIwZJfZ372F/jFpie2592dliGxZme2PCgADA2RmoqwNOn1a7NEREtotpbYhUouScD3akmfMRotPJtDZERERkqsNHxXboYNsLZmnBmNHiuu3eC8gyA/REarLltDYuLhKCAsX+Kaa2ISIyGYPzRCqQZblp5rwjBecbb9fMYHCeiIiITFBZKSM1VewPGaxuWWzV8GGAmxtQUACkZ6hdGiLHVXZORkmJ2LfF4DzQNJZVxrZERGQ8BueJVFB8BqiuBpycoJ9t4AjCGoPzJSXA2bOcqUVERETGOZYINDQAgYFAUBBnzpvCw0PCRSNdAQC796hcGCIHltU4a75nAODlZZv1mZJ3/tQpju2IiEzF4DyRCnJzxTYwEHB1tc2OmCm8vJpufeTseSIiIjLWkaMiADSUs+Y7Zfw4EZzfs5cBNSK1KMH5MBtcDFbRu3H9NKa1ISIyHYPzRCpQgvPBvdUthxrCGxeFZXCeiIiIjHWkMd/8YOab75RLLnYDAMTHAzU1DNATqSEzS3z2bDWlDdB85ry65SAismUMzhOpILfxtr8QB8o3r4iIENuMDA4EiYiIyHC1tTKOJYp9zpzvnMgIJ/ToAdTWAUfj1S4NkWNSZs6Hh9nul429GyebceY8EZHpXNQ6sbu7O7766iv9PpEjyWmcOa/cBuhIIsMlADIys9QuCRGZC9t0IrKGlFSgthbw9bXtNBBaIEkSRgwH1m8ADhyUcdFIx+uTUmtsz61LWZBZubPYFikz50tKxILdtpo7n4hITaoF511cXDBz5ky1Tk+kKuW2v2AHnDmvT2uToWoxiMiM2KYTkTUkHBPbuEEiuEydM3K4hPUbZBw4qHZJSCvYnltPVZWM3MYxYd8+6palM7p0kdDNR8bZMjF7vl9ftUtERGR7mNaGSAXKzHlHTGujBOcLi4CKCqa2ISIiIsMkJol+Q+wABubNYcRwsU1JBc6dY5+MyJoyMgFZBvz8AD8/267T9KltmHeeiMgkqgXn6+vrsXLlSqxcuRL19fVqFYPI6srOyTh3TuwrtwE6Ep+uEvz9xT5T2xDZB7bpRGQNiUliOzBW3XLYi549JYSGAjodcOiw2qUhLWB7bj1pJ8W2T6S65TAH/aKwzDtPRGQS1dLa1NTUYO7cuQCA7OxsuLioVhQiqzrVOGvevzvg6WnbsyRMFREOFBeL1DaxA9QuDRF1Ftt0IrK04mIZBQWAJAH9Y9Qujf0YMRzIzhZ55yeMd8x+KTVhe249J0+Ku1VsOaWNomnmvAyA9QgRkbGY1obIypSUNo6Yb14RoeSdz+Qt1ERERHRhyqz5yAhwwUEzGjlcXEvmnSeyrpPpYtsn0vbrs969xGvgzHkiItMwOE9kZcrCP8G91S2HmsLDRQcuI1PlghAREZFNUPLND+Add2Y1fJi4GyEjEzh9mpMmiKzlpJLWxo5mzucy5zwRkUkYnCeystxcMfAJDrb9WRKmapo5r245iIiIyDYoM+e5GKx5+fhIiIoS+wcPqVsWIkdRUirjTIn4YiwyQu3SdJ4y6Sw/H2ho4Jd8RETGYnCeyMr0M+cdOK2N0gnNywOqqtiBIyIiovY1NMhIShb7XKvG/IYNEdsjR9knI7IGZdZ87172sQZZQADg6grU1QGFhWqXhojI9jA4T2RlTGsD+PlJ8PMDZJmz54mIiKhjWdlAZSXg4WEfs0y1ZshgERw8clTlghA5iDQ7SmkDAM7Okn5sm52jblmIiGwRg/NEVlRdLeP0abEf4sAz5wGgb2NnNC1N3XIQERGRtikpbfrHAC4utj/LVGsGx4ltRqZIt0FElpWSKj5n0VH2U5+Fhoptdra65SAiskUuap3Yzc0NH330kX6fyBGcapw136WLyPHpyPr2AfYfANJOygAc+1oQ2Tq26URkSYmJIpDFlDaW4esrITJCRnoGcDQemDhe7RKRWtieW0dKqtjGRKtbDnPSB+dzOLYjIjKWasF5V1dX3HLLLWqdnkgVObli68gpbRR9+0gAZP1tnURku9imE5ElcTFYyxsyBEjPAI4ckTFxPK+zo2J7bnlVVTKyssS+PQXnw0LE2C6LM+eJiIzGtDZEVqQE5x09pQ0A9O0rtmlpgCzzFmoiIiJqrbpa1i+eyJnzlqPknT/MvPNEFnX8BKDTAT16AP7+9vNFGNPaEBGZTrXgfH19PTZs2IANGzagvr5erWIQWVV2tghCh4WpXBANiAgHnJyAs2VA8Rm1S0NEncE2nYgsJSUVaNAB/v5AQIDapbFfQxrzzp84AVRUcNKEo2J7bnlKSpvoKHXLYW5hjcH5/AKgpoZ1CBGRMVRLa1NTU4PZs2cDALKzs+HiolpRiKxGWb0+NMR+ZkmYyt1dQmiIjMwsMXu+h7/aJSIiU7FNJyJLSUoW29j+gCSx/2QpPXtK6N1bxqlTQHwCMGa02iUiNbA9tzxlMVh7SmkDAL6+QBdvoLwCyD0F9IlUu0RERLaDaW2IrEjJL6jMLHB0+tQ2zDtPREREbUhKEoGsAcw3b3FDB4vtkaOc9UpkKSkpYhsTY191miRJTG1DRGQiBueJrKS8XMaZErEfyuA8AKBPpOiUpp3kIJCIiIhaS2oMZA3or245HMGQIY1554+oXBAiO1VVJe4aBoD+djZzHgBCQ8SWi8ISERmHwXkiK8lpTGnj3x3w9ravmRKm6tdsUVgiIiKi5s6eFWlWAKB/jLplcQTKzPmkZOaMJrKEE2liMVj/7kCPHvY3HgwLE68pO4f1BxGRMRicJ7ISZQYBZ8036dtHbDOzgPp6duKIiIioiZJvPiQE6NrV/gJZWtO7N9CjB1BfDxxLVLs0RPZHWQzW3vLNK5SZ80xrQ0RkHAbniaxEmUGgdFoICAoCvLyAujre/khEREQtJTemtIllShurkCQJQxpnzx+NV7csRPYoJaVxMVg7vROIOeeJiEzD4DyRlSiLwYaGcuaXQpIk/ez5k1wUloiIiJpJShaBrP792XeyliGDlbzzvKORyNyaZs7bZ50WEiy2pWeBsjLWIUREhnJR68Rubm5YtGiRfp/I3mU35pwPY1qbFvr2AeITgBNpMqZOsc+OKpG9Y5tOROYmyzKSksQ+F4O1HiXvfMIxkXLQxYV9M0fC9txyqqtlZGSKfXtNa+PlJSGgh4yi02LsOzBW7RIREdkG1YLzrq6uuOeee9Q6PZFVybKsv72PwfmW+vaVAMhI48x5IpvFNp2IzK2wCDhTAjg7AdFRapfGcUREAD4+QFmZmOXL4JpjYXtuOcpisN39xNoO9io0FCg6LVKWsv4gIjIM09oQWcHp00BVtRhg9uqldmm0RUlrk5ambjmIiIhIO5IbF4Pt0wdwd+fsbWtxcpIQN0jsxyeoWxYie6JPaRMjUnvaK2UiWlYW09oQERlKteB8Q0MDtm/fju3bt6OhoUGtYhBZhZLSplcvwNXVfjtjpujXV2wLi5ibkMhWsU0nInNLTFLyzatcEAcUN0j0VeMT2C9zNGzPLScltXExWDtNaaMIDxf1h5LCh4iILky1tDbV1dW45pprAADZ2dnw9vZWqyhEFqcsBsuUNq15eUno3VvGqVPids/hw9QuEREZi206EZlbcorYxnIxWKvTz5yPF6kZ7XmWL7XE9txy7H0xWEVEuNhmMjhPRGQwprUhsoLsHDFTIpTB+TYps+dPnFC3HERERKQ+nU7WB+c5c976+scArq4i5/+pU2qXhsj21dTIyEgX+3Y/cz5MbHNzgbo63n1DRGQIBueJrEC5rS8szL5nSphKyTt/Io0dOCIiIkeXnQ1UVADu7kBkhNqlcTzu7pI+gHiUeeeJOu1EGtCgA/z8gIAAtUtjWQEBgJeXeL05uWqXhojINjA4T2QF6RliywFm2/r1E19anOCisERERA4vMUlso6MAFxdObFBD06KwnDhB1FlNKW3sezFYQLy+cKa2ISIyCoPzRBZWUSGjsFDsR0SoWhTNUtLapGcA9fUcBBIRETmy+GOiL6AEiMn69IvCxqtcECI74CiLwSoiGlPbcFFYIiLDMDhPZGFKp8TfH/Dpat8zJUzVK0jc/lhXB2Rlq10aIiIiUtOxY2I7cCD7TWpRvhhJzwDKznHiBFFnpDrIYrCK8HDxOjOzWHcQERmCwXkiC1OC88rK9dSak5PULO+8umUhIiIi9ZSXyzjZuHDioFh1y+LI/PwkhISIfeXLEiIyXm1tU50W7Sgz5xvHvRkZqhaDiMhmuKh1YldXV7z00kv6fSJ7lZEhZgww33zH+vYF4hPEorCXT3WMWSVE9oJtOhGZS1IyIMtAr16Avz/7A2oaPAjIyQGOJsgYO4bvhSNge25+6RlAQwPg4wME9lS7NNah5JzPygZ0OhlOTqw/iIg6olpw3s3NDQ899JBapyeyGmUx2IgIdko60q+vBEDGiRNql4SIjMU2nYjMJT5BbOMGqlsOEnnn166TmXfegbA9N7/jx8U2qp/9Lwar6BUEuLoCNTVAfgHQu5faJSIi0jamtSGyMOV2Ps6c75iyKGzaSXXLQUREROpJaFwMlvnm1RcXJ7ZJyUB9PXNHE5ki9bj47ERHqVwQK3JxkRDamBYrk4vCEhFdkGrB+YaGBhw8eBAHDx5EQ0ODWsUgsqjKShn5BWKfOec71icSkCSguBgoKeUAkMiWsE0nInPQ6WQkJop9ZUFSUk9YKNC1q5j9mnpc7dKQNbA9N7/jjXcFR0U51heOSmqbDAbniYguSLXgfHV1NaZOnYqpU6eiurparWIQWVRmlth29wO6dXOsDpmxvLwkBPcW+0xtQ2Rb2KYTkTlkZALlFYCnh/jSntTl5CTp0wslJKhbFrIOtufm1dAg64PzjjRzHmiamJaZyUlXREQXwrQ2RBakpLSJiFCzFLZDSW1zIk3dchAREZH1HT4itrGxIi0CqS8uTrwPRxMYYCMyVk4OUF0NeHhAn+bFUYSHibpDmaxGRETtY3CeyIJOnBQDGc7+Mky/fqITdyKNA0AiIiJHc+iwaP+HDWVgXiuU9ELxCYAss39GZIzUxlnzffsAzs6OVa81T2vDuoOIqGMMzhNZ0PHG/JyOlmPQVPpFYTlznoiIyKHIsoxDh8X+8GGqFoWaGdAfcHERawLl5atdGiLbclxZDDZa5YKoICxUrCd27hxQUqJ2aYiItI3BeSILkeWmHINR/dQti63o20dsMzKBujrOsCAiInIU6RlAaalI/zCgv9qlIYW7u6TPlR0fr25ZiGyNspBydD/Hm6jl7i6hdy+xn56halGIiDSPwXkiCykoFDMFnJ2bFsShjgUFAV28gfp65ickIiJyJIcOiW3cIMDV1fECWVoWFye28cw7T2QwWZab3UWtblnUEtmY2pXBeSKijjE4T2QhJxpnzUdEAG5uHGQaQpIk9OWisERERA6H+ea1a/Ag8Z7EJ6hcECIbUlgEnC0TE7Ucdf2xyAixTU/nF3tERB1xUevErq6uePLJJ/X7RPZGSWkTzZQ2RunXFzhyFDhxQgYu5wCdyBawTSeiztDpmG9ey5RFYU+mA+fOyejalf0ze8X23HyUNbTCwxx3olZkhARA5sx5IqILUC047+bmhqefflqt0xNZXGrjAkBRDphjsDP69RWduLSTapeEiAzFNp2IOuNkuphh6ukB9I9RuzR0vu7dJQT3lpF7CjiWCIwZrXaJyFLYnpuPMpbp00fdcqhJP3M+Q6T5kSSOi4mI2sK0NkQWoqS16ceZ80ZhWhsiIiLHsnef2A4dCri4MHijRcw7T2Sck42pXPr2cdw6LSwMcHIS67AVn1G7NERE2qVacF6n0yEpKQlJSUnQ6XRqFYPIIs6dk5GXL/YZnDdOn0jRiSspAYqLOQAksgVs04moM3btFu39mNGOG8TSujjmnXcIbM/N56Qyc95B880DgLu7hOBgsZ+erm5ZiIi0TLXgfFVVFS655BJccsklqKqqUqsYRBahzPoOCgR8mJfTKB4eEkIaO3GcPU9kG9imE5GpystlHI0X+0yXol1K3vnEJKC+npMn7BXbc/Oor5eRmSX2+zpwWhugZWobIiJqG9PaEFmAshhsFGfNm0S524DBeSIiIvu2/wDQ0ACEhQLBvTmhQasiwoEuXYDq6qbUjUTUtqxsoL4e8PICAgPVLo26moLz/FKPiKg9qi0IS2RvEhIS8PXXX+Po0aM4d64KOjkQJWcmo7r6Lnh4eBh0jPnz52P//v0AgDVr1sDf37/F4zU1Nfjggw+wadMm1NTUYOTIkViwYAF69erV6ljl5eW48cYbMWLECLzyyitGvZZTp05h1qxZCAoKwsqVK9t93sKFC7F27Vo899xzuPrqq1v9XCFJEry8vNC1a1f07dsXQ4cOxfTp01u9PkVm+quor16LP/98FnNunmFU2YmIiMh27NojAjZjxxj2/Ob9raqqKgQGBmLKlCm48847De5v3Xnnndi1axcAx+5vtXfctjg5SRg0UMbuPUD8MaB/f6NeKpHdaqtO6tN3CmT5dvSJ9DBoEVRTxoALFy6El5dXq2NprU5yc/NCfU1XbN7YF70DzVcnERHZE86cJzKDdevW4b777sPff/+NXr16wdNrLCDX4vChrzFv3jxUVFRc8BirV6/G/v37O+zALV68GL/88guCgoIwdOhQ7NixA4899hgaGhpaPfezzz5DdXU1/u///q9Tr60zBg8ejOnTp2PatGkYPXo0evbsif3792PJkiWYOXMmvvnmG8hy61kUXbuKbWGhlQtMREREViPLMnbvFvuG5Js/v781duxY1NbWYtmyZUb1t3bt2sX+lgma8s5zBiwR0H6dtO3PZWiovQ+hoZYbA9577702UScNGTIKkHqi7Kz56yQiInvBmfNEnVRYWIjXX38dDQ0NeO6553DppVdh2gwZzu61uHjUQvz99xZ89NFHeOqpp9o9RklJCT788EOMHj0amZmZyM/Pb/Wc06dPY9WqVRg7dizeffddSJKEpUuX4tNPP8W2bdswefJk/XPT0tLwyy+/4P7770fPnj0t8roNcc0117Sa9VBdXY0//vgDH3/8MT7++GNUVFTggQceaPEcn8bgfHExUFsrw82Nt7kTERHZm9TjQPEZwNMDGDK44+ee399S+he1tbV4+eWXsXnzZoP7W+PGjcOJEyccvr9lLCXvfHy8+GLFkBnBRPaqozrpuutfQlHhFmRlfAzAsceAtbUyLrtSRn1DDe6+YxW++cZ8dRIRkb3gzHmiTlq9ejVqamowatQoXH311UhKBmQZ6N3bDf/61xPw8PDAqlWrcPbs2XaPsXjxYlRXV+OJJ55o9zlpaWloaGjA9OnT9YOhGTNEypfU1NQWz3377bcREhKCm2++2Qyv0Lw8PDxw44034p133oGzszO+/vprHD9+/LzniK1OB2RkqlBIIiIisrg//xIzJ0eNwgW/iD+/v6Vwc3PD448/blR/68UXX2z3OY7U3zJW7ADA2RkoOg0UFJipoEQ2qqM6ydVjAQAPJMRzDOjmJiEkBJAkdwyKu8GsdRIRkb1gcJ6ok1JSUgAAw4cPBwAkJomfxw4A/Pz8EBkZifr6euzcubPN39+9ezc2bNiAO+64AyEhIe2e59y5cwCArkrOl2b7ZWVl+p+tX78ehw4dwmOPPQYXF+3eHDNixAhcdtllAIAff/yx3edx0TEiIiL7I8sy/twm9i+deOEZ2Of3t5oztr8VFhbW7nkctb9lCA8PCdFRYj/+WGdLRmTb2quTKitlFBb6AVIEGho4BgSaLwpr3jqJiMheqBacd3V1xfz58zF//ny4urqqVQyiTquqqgLQ1ElKShazwGIHiIGmj48PALQ5M6C6uhpvvvkmwsPDcdttt3V4nqCgIABAdna2/mdZWVktHqusrMRHH32ESZMmYfTo0Sa/JmtROmYHDx5s9zkn0piPkEjr2KYTkbHS04HsbMDNFbjYgMVgz+9vnY/9rfYZ0t8y1KCBYpvAvPN2ie254dqrk9IzxNbNjXWSIjJSbNPTRb1hzjqJiMgeqPaVqpubGxYuXKjW6YnMxtfXFwCQn58PWZaRmCh+HjsA+p8DQF5eXqvf/fTTT5GXl4clS5ZcsAMcFRWFHj16YPny5Rg+fDh8fX2xZMkSSJKEsWPHAgC+/PJLnDt3Dg8//LB5XpyFRUWJ6Ve5ubmoq6tr8xqknbR2qYjIWGzTichYW7c1pbTx9r7wzPnm/a22sL/VPkP6W4YaNEjCT7/InDlvp9ieG669OklJyenkxDpJEREhAZD1X1yYs04iIrIH2rrficgGDR8+HBs2bMDGjRtxzTXzcKbEBc7OQHQUkJCQgMxM0UOrrKxs8XvJycn48ccfMX36dIwYMeKC53F3d8f8+fPx8ssvY86cOfqfz5o1C1FRUcjMzMQPP/yAu+++Wz+LAhAzM9zd3U1atCs/Px9jxhgwnc1ESqcWELdl+vv7t3oOg/NERET2x5iUNkDL/ta9997bIpjD/lbHDOlvGSquceZ82gmgqkqGpycXhSXH1F6dlJklQ9YloLpWzG63VJ10880320ydpKS1ycgUKc3MWScREdkD1YLzOp0OOTk5AICQkBA4OTH9PdmmK664AsuWLUN+fj7+9eyTkHXzEdk3EAcPJuD111+Hs7MzGhoaWnSMGhoa8Prrr6NLly546KGHDD7XlVdeieDgYGzevBm1tbUYOXIkJk2aBAB45513EBQUpO+0bdy4EUuWLEF+fj66dOmC66+/Hvfee69RnzVPT0/98d3d3VFTU9Pi8aNHj+o/x6aQ5aZbotvrOJaWAmfPyujWjYM/Iq1im05ExsjIFDMoXVyAS8Ya9jvN+1tPPPEEHnroIQQGBuLo0aN21d9qizX6W4bq2VNCz54yCguBpGRg+LBOHY40hu254dqrkw4dPIKG2jfg5OQMnc5yddKsWbNQWlpqE3VSaIhYTLqiAigsAny7ma9OIiKyB6oF56uqqjB06FAAIn+at7e3WkUh6hRPT0+8/fbbePzxx3E8dTeA3Ug+Bjz6qMgDePPNN+O///2vPhcqAKxYsQIpKSl49tlnW8wcMERcXBzi4uJa/GzLli3Yu3cv3nnnHbi5uSE5ORkvvPACRo8ejcceewwHDx7EsmXL4Ofnh5tuusngc3Xr1g0vvPACALHYWklJSYvHFy5c2KnB4tmzZ/X7za+P/mfdgPIKMctiyGCTT0NEFsY2nYiMocyav2gk0LWrYYGZ5v2t3bt3Y/fu3frH7Km/1RZL97eMNWggsKUQSDjG4Ly9YXtuuI7qJCAQU6bcjI0bLVcnSZJkM3WSq6uE0FAZGRlivZE+keatk4iIbB3T2hCZQb9+/bBixQrccddmZGUlYcRwHaZMjsLll1+OpUuXAgAilZVwAGzfvh2SJGHt2rVYu3Zti2OdOXMGAPD000/DxcUF9913n76T3Jbq6mp88MEHGDduHC655BIAwPfffw9PT0/8+9//hre3NyZMmICUlBR89913RnXMLC01NRUAEBoaCheX1tVRD38RnM/MYnCeiIjIXij55idOMG7GpNLf2rJlC5KSktDQ0ICoKOP7W66uruxvdcKggRK2bJUbF4XlrFdyXOfXSbW1DVi9th/gdBl8fL4GwDGgIjICIjifAdTXmbdOIiKydawJiczExcUdp89Mg7PrNDzxuITwcDFY2bdvHwCRl7A5WZZx6NChdo8XHx8PoOVsp7Z8/fXXKCkpwaOPPqr/WUZGBiIiIlrMdomNjcWhQ4dQUVGhmVkwGzduBIB28y328AcysoDMTA7+iIiI7EFmpoy0NJHSZsJ443/fw8MD06dPx/Tp01v8nP2t9l2ov2WsuEFim5AI6HQynJzYRyPH1bxOSjspY816GV28gYQEy9ZJ//nPf2yqToqMkLAVMtIzZCQnmrdOIiKydQzOE5nJyXSgpgbo4g2EhoqfHTx4ECkpKejTpw+GDBmif+4nn3zS7nFmzpyJ/Px8rFmz5oKL4+Tk5OC7777DbbfdhuDg4BaPVVdXd/h/tR04cACbNm2CJEm44YYb2nyOv78Y7KVnWLFgREREZDGbt4rtqJGAj4EpbS7E2P6Wn58fJk6cyP6WiaL6Ae7uQFkZkJ0NhIeb5bBENi9DrEsN/+6HLD4G/PLLL22qTlIWhY2PP4isdPPWSUREto4rvBCZQWpqKo4cqQcAxMYCTk4SkpOT8eKLL0KSJCxYsMAi5128eDH8/f1x2223tfh5nz59kJ6ejpSUFABARUUFtm/fjqCgINVncdXU1OCnn37CggUL0NDQgLlz56Jv375tPrdHD7HNzLJiAYmIiMgiZFnGlq0ipc3kycYH5lNTU1FfX9/iZ+xvtc2Y/paxXFwkDOgv9uOPmeWQRDbp/DopMxOQdSnIzbZ8nRQQEGBTdVJwcA109T8j/cTjZq+TiIhsHWfOE5nB4sWLcexYOhrqo1CY74t58/Jx7NgxSJKEp556yiK37O3YsQM7duzAm2++CQ8PjxaPzZkzBxs2bMCDDz6IESNGIDU1FQUFBXjqqafMXo6O/PHHHzh48CAAMUgsLi5GcnIyqqur4ebmhvnz52POnDnt/n6PxkkjBQVAZaUMLy/eNk1ERGSrTqaLmaVursD4S4z//cWLFyMjIwNRUVHw9fVFXl4e+1vofH/LFIMGAoePAMeOybh6Ovtn5JjOr5P27j2FhtpEyE6Wr5OWLFlic3WSrr4agBvuuONB3HPPrVYtExGRljE4T2QGV155JRKOrYOsO470k+Xo3t0PU6dOxa233oro6Gizn6+2thaLFy/GmDFjMHHixFaPR0VF4c0338Snn36KHTt2wN/fH//85z9x7bXXmr0sHTl69CiOHj0KSZLg6ekJHx8fjBgxAsOGDcP06dPRvXv3Dn/f0xPw9QVKS4GsbKB/jFWKTURERBaweYuYNT96NODtbXxA98orr8S6detw/PhxnDt3Dn5+7G8Bne9vmWLQQAmAzJnz5NDOr5MAX0hOU/Hwo3Mwc6b5By7N66SpU6eipKSkxeNar5NSjg9FydlpGDrMH5LEL/WIiBSSLMuyIU88v+LvrJqaGjz33HMAgFdffRXu7u5mPb65+Pn5mf212xpegwtfg7w8GTfcLMPZGVi/RoKHh/11NtT6O5j/sA6HjwDP/0vCFZerd135OeA1ALR/Dfz8/Ax6Htt0x+Xo18DRXz+g3jWQZRk33yojJxd46XkJU6ewTVdTZ69BSamMGTPFMHLtKsls6wdYi9b/Btied0yL719Dg4zLpsmorQVW/FdCSIhlPxNavAYX8uLLOmzeCjxwn4Q5N3f++tjiNTA3R78Gjv76AV4DQPvXwJA2XbWZ8+7u7njrrbfUOj2RWcUniG1MNOwyMK+m8DBx23RGpgyA15ZIi9imE9GFpB4HcnLFQqIXj1W7NNRZfr4SQkJk5OQAxxKBsaPVLhGZA9tz0+UXALW1Im1Xr15ql0ab+vSRsHmrjLQ0juuIiJrjgrBEZnA0XswcGhynckHsUHi46LhlZKpcECIiIjLZ5saFYC8eC64hYyfiBoptQoJBN2IT2bXMxrFKaCjg7Mw6ri39Gtd/PZGmbjmIiLRGteC8LMs4ffo0Tp8+DQMz6xBp1tF4sR0cx46YuUVGiG0mg/NEmsU2nYg6Issytm4V+1Mmsa9kLwYNEu9lAvPO2w2256ZTJhKFh6tbDi3r109sM7OA2lr+fRERKVQLzldWViI6OhrR0dGorKxUqxhEnVZ2TsbJdLEfx5nzZhceJra5uUBdHTtxRFrENp2IOpKYBOTli4Xex45RuzRkLsrM+cQkoL6efTR7wPbcdJlZ4jOgjF2otZ4BQNeuQEMD74omImqOaW2IOimhMd98WKjIv0nmFRAAeHkBDTqRq5aIiIhsy5bGlDbjLgHc3dlXshcREYC3N1BVBaSnq10aInUpd/lGhLOOa48kSU2pbU6oWxYiIi1hcJ6ok5R885w1bxmSJOlnoGRkqFoUIiIiMpJOJ2MLU9rYJScnCQNjxX48U9uQA5NlGZlZYj+MM+c71JR3nnfbEBEpGJwn6iTmm7c8JXej0uklIiIi2xCfABSdBrp4A6MuUrs0ZG6DBjbmneeisOTASkqAc+cASRJ3U1P7+vUTdQYXhSUiasLgPFEn1NbKSE4W+4M5c95iwsNEJy4jkwM/IiIiW7J5i2i7x48D3Nw4kcHexA0SW86cJ0emTCAKCmLqrgtpmjkPLjpMRNSIwXmiTkhJBWrrAD8/ICRY7dLYr8gIsc3kwkFEREQ2o6FBxp/bxP7kyQxY2aPYAWK2cF4eUFzMQBs5JiU4HxGubjlsQUQ44OwElJUBRUVql4aISBsYnCfqhKaUNiI3OllG87Q2DQ0c+BEREdmCw0eAMyWAjw9w0Qi1S0OW4O0toU8fsZ+QqG5ZiNSSlSXGJ8w3f2Hu7pL+OjG1DRGR4KLaiV1ccPPNN+v3iWyRshgs881bVq8gwNUVqK0F8guA4N5ql4iImmObTkRt2bxV9JMmjgdcXNhXsleDYoG0NJF3fuJ4vs+2jO25aZSZ80oqTupYv35AeoYIzl88Vu3SEBGpT7UW193dHUuWLFHr9ESdptPJiE8Q+0q+TbIMFxcJoSEyTqaL1DYMzhNpC9t0Ijpffb2MbUpKm0kMWNmzQYMk/L5KRgLzzts8tuemUVJvhnPmvEH69ZWwcZOME2kyALYPRERMa0NkoswskSvP3R2IjlK7NPZPSW2TwbzzREREmnfgIHC2DPD1BYYNVbs0ZElxA8U2OQWorWX6QXIs1dUy8gvEPoPzhtEvCntC3XIQEWmFasF5WZZRUVGBiooKrtJNNknJNz8wlrdqW0OEPu886wsirWGbTkTnU1LaXDqR/SR7FxwsvoSpqxMBerJdbM+Nl50ttt18AF9f1nWGUILzObniyw0iIkenWnC+srISoaGhCA0NRWVlpVrFIDJZU755lQviICLCRWc3kzPniTSHbToRNVdXJ+Ovv8X+FKa0sXuSJGHoYLF/+Ii6ZaHOYXtuPCXfPBeDNZy/vwQ/P0Cn46KwREQA09oQmUyZOc/FYK1Dn9YmA5zJQ0REpGF79wHl5YC/PycxOIphQ0V/+NBh9tHIsSh39TKljXFiosU2hXfbEBExOE9kitOnZeTlAU5OIq0NWV5oiLje5RVA8Rm1S0NERETt2dKY0mbSpYCzMycxOAJlXYH4BLEYMJGjyNLPnGddZ4wB/cU2KYX1BRERg/NEJjiaILb9+gLe3uyIWYO7u4ReQWKfqW2IiIi0qaZGxt87xD5T2jiOiAiRc7u6mnnnybFkNAbnlfWxyDAD+ov2ITlZ5YIQEWkAg/NEJlDyzccNUrkgDiYiQmwzGJwnIiLSpN17gMpKoGdP3l3oSJycJAwdKvYPHVazJETW09Ag6xeEZVob4ygz5zOzgMpKzp4nIsfG4DyRCZhvXh1K3vnMTHbgiIiItGjjJtFGT50iArbkOJh3nhxNQSFQW/v/7d13fBTV+sfxz6QBSYAUSgIJnYD0XlSUjtJULNjLtaACdrnYr1cF5Yd6QUARULkogoJwLSAgKiCdhN57NYAUE9LL+f0xJIgJECDZ2ex+368Xrx12NrvPzO7Oc+bZM+eAvz9ERDgdTfESGmpRsSIYo6ttRERUnBe5SMnJhh077GX1nHetaqfHcty7z+FAREREJI+kJMOSpfZyl44qzHub3HHn12vcefEOOeck0VGaX+NSXFHHvt2soW1ExMv5OfXCvr6+9O7dO3dZpLjYuAmysyEyAipUUCPMlXJ6zu/Z42gYIvI3yukiArBwEaRn2GMv16rldDTiatWrQZkykJBg94RtUN/piORiKZ9fnDOTwTobR3FVt67FrwsNm7cYQOfVIuK9HCvOlyxZks8++8yplxe5ZBpv3jk5YzkeOw6JiYbSpdWIE3EHyukiAjBvfs6QNhaWpRztbXx8LJo0NixcZI87r+J88aN8fnH2nB5qU5PBXpp6V9i3mhRWRLydhrURuUhr1tq3jRvrpNPVgoMtypezlzW0jYiIiPs4ftwQG2svd+7obCzinJxx52PjNKyNeL4zPed1Xngp6sSAZUH8YThxUscMEfFeKs6LXIT0dMPGTfZyk0bOxuKtcoe22etsHCIiInLGL79CVjZccQVERalQ5a1atbBv166DlBQV28Sz5XQWqqphbS5JUJCVu+9yzrFFRLyRY8X5pKQkwsLCCAsLIykpyakwRC7Klq2Qng4hIRpb0Ck5l43u3asTPhF3oZwuIjlD2nTppMK8N6tSBSIqQkbGmatNpfhQPi+4EycMJ0/aPb+rRDsdTfGVM1TsunU6txMR76We8yIXYe06+7ZxIzSWqkOqVrX3u3rOi4iIuIeDhwwbNoKPD3Ts4HQ04iTLsmjVyl5evkLFNvFcO3fZt5UrQalSOi+8VI0a2fsu5zxbRMQbqTgvchHWnv5Fv3EjNcCcUqO6fbtzp7NxiIiIiG3WbLt91KI5lAtXG8nbtW5lfwaWrXA4EJEitGu3fVu9urNxFHeNTw8Vu2UrpKbqBz0R8U4qzosUUFaWYd16e7lJY2dj8WY1a9i3R45CQoIacCIiIk7KyjLM/tFe7tFdhXmB5k3B1xcOHLCvqhDxRLt22Z/tnHMTuTSREVC+HGRlwabNTkcjIuIMFedFCmjHTkhOhqAgNcKcFBxsERlpL+9Q73kRERFHrVxl/2Bepgy0u8rpaMQdBAdbueNIr1jpbCwiRWXn6Z7zNWroR8nLYVkWjU73ntfQNiLirVScFymgtacntWrUEHx91QhzUq2a9u2OHc7GISIi4u1+OD2kTdcuEBCg9pHYcoa2WbpUPefF82RnG/bkFOc1rM1la5w77ryOFyLinVScFymgNRpv3m3kFud3qgEnIiLilJMnDYt+s5d7XK/2kZxx1ZX27cpYSE5We008y+/xkJIKAf4QVdnpaIq/nHHnN26EzEwdL0TE+/g59cK+vr506dIld1nEnRljWHf6MrucxoM4p1YtCzBsV895EbegnC7inebOg8xMqBMDtWupOC9nVK8G0dGwfz8sWQqdOzkdkRSE8nnB7Npl31atCn5+OvZdrurVoHRpSEyE7TvgirpORyQi4lqOFedLlizJ1KlTnXp5kYuya3cWJ/+EgACoW8fpaCSn5/yevXbvCjWKRZylnC7ifbKzDTO/tXs49uyhPCxnsyyLa9sZPp8MCxYZOnfSZ6Q4UD4vmF0a0qZQ+fhYNGpoWLzEHndexXkR8TYa1kakAGJjMwFoUB/8/XVy4bTICHti3owM2LvP6WhERES8z8pVsG8/BAZCty5ORyPu6Npr7DbzsmWQlqahKsRz7Nxlf541GWzhyRk6Nm61jhUi4n1UnBcpgFVxGYCGtHEXPj4WNWvYy5oUVkRExPWmfWMXUHpcD4GBKlBJXnXrQIUK9tjcK1c5HY1I4dm61b6Nqe1sHJ6kRXP7dvUajTsvIt7HseJ8UlISUVFRREVFkZSU5FQYIhdkjGHVKrvnfJPGOvl0FzlD22zfocabiNOU00W8y/4DhqXLwLLg5pvUNpL82UPb2Ms//6L2WnGgfH5hiYmGg4fsZRXnC0+tmlC2DKSkwKbNTkcjIuJajvacT05OJjk52ckQRC7o93g4fCQbX1+oX8/paCRHnTp2MWDzFocDERFAOV3Em3wzwy60tmkNUVEqzsu5depofz4W/gbJySrQFwfK5+e3/fRVu5ERULasjn+FxcfHovnp3vOrYp2NRUTE1TSsjcgFrF1r39atAyVLqgHmLupdYd9u3aZLH0VERFwlKcnww2x7+ZY+ahfJ+dWvB1WiITUVflngdDQil29LzpA2Mc7G4YlaNLdzyqpYnduJiHdRcV7kAtassxsHjRs7HIicpWoVe1LY1FTYvdvpaERERLzD/76D5GQ7D7ds4XQ04u4sy+L66+yC2+wfVXCT4m/rNvtzXCdGP04Wtpxx5zdu0pU2IuJdVJwXuYCcnvNNGqkB5k58fCyuqGsvb9zkbCwiIiLeID3dMPVru2Byx+0WPj5qG8mFdetiz0+wZi0cPKiCmxRvW7fZt3XUc77QVYq0qFQJsrLs44WIiLdQcV7kPI4cMRw4CD4+0LCB09HI3+UMbbNps070REREitrceXDsGJQvB107Ox2NFBcVKli5V1nMnqM2mxRfCYmGAwfsZQ1rUzRa5I47r2OFiHgPFedFziNujX1b7wpfSpdW7zB3U7+e/Z6o57yIiEjRysoyfDHFLpb0vc0iIEDtIim4Htfbn5fvvoeMDBXdpHjasMG+jYqC0BAdA4tCzrjzK1c5HIiIiAv5OfXCPj4+XHXVVbnLIu4oLs4+eWjdyh9IdzYYyaNePft27z5ISDCUKaNGsogTlNNFPN9vi2H/fihdGnr3dDoaKW6uaQfhYXDsOPy6ELp0cjoiyY/y+fmt32CfGzbSFdVFpnlT+6r13Xvg8BFDxQo6vxMRz+dYcb5UqVJ89913Tr28yAUZY4hdbS+rOO+eQkMsqlYx7N0Hq9fCte2cjkjEOymni3g2YwyfT7aLUn1uhMBAFUvk4vj7W9zQGz75zDBtuqFLJ32G3JHy+fmtP91zvmEDfX6LStmyFvWuMGzYCMuWww29nI5IRKTo6edwkXM4dAgOHwY/P2jaxN/pcOQcmjWzb1ev1iXSIiIiRSFuNWzeAiVKwC03qygll+aGXna7euMm2LJF7TYpXjIyDJs228uNGjobi6dr28bOM0uX6TghIt5BxXmRc8jpNV+/nnqIubNmTez3JjbO4UBEREQ81H8/twskPa7XOMty6cLDLTq2t5enTlPRTYqXbdshPR3KloEqVZyOxrO1bWPfroqF9HQdK0TE8zlWnE9KSqJ27drUrl2bpKQkp8IQOae40z2xmzV1OBA5r6ZN7Nvde+D4cTXeRJygnC7iudasNcTG2T2e77xDhXm5PLfdan+Gfv4ZDh5Su83dKJ+fW9zpjlsNG4Jl6VhYlGrXgvBwSE2FNWudjkZEpOg52nP+2LFjHDt2zMkQRPJljCHudE/sZk3V+HJnISEWtWray6vXOBqKiFdTThfxTJ98ZhdQe3aHiIpqE8nlqVvHolVLyMqGL6eoOO+OlM/zt3yF/Xlt1VLHwaJmWRZtW9vLSzS0jYh4AQ1rI5KPPXvh+AkICLCHtRH31vz0uPPLV6rxJiIiUlhWrzHErbZ7zd99lwpSUjjuvdv+LP0wG/44prabuL+kJJM7GWzrls7G4i3atrWPE8uWORyIiIgLqDgvko+cXvONGkJAgE5G3d2VpxtvS5ZCVpZO8kRERArDpxPVa14KX+NG0LABZGSo97wUD3GrISsLoipD5co6FrpCy+b2D8MHDsK+/TpOiIhnU3FeJB85PbCbN1Pjqzho3AiCg+HkSdiw0eloREREir+/9pq/5261h6TwWJbFfffYn6kZM+HIERXexL3lnBu2Uq95lwkMtGjS2F7+bbGzsYiIFDUV50X+Jj3dsPr0hD9tWjsbixSMn5/FlW3s5d8W6wRPRETkcuWONd8DKlZQcV4KV+tWdueK9Az4bJLabuK+srMNi36zl9u20bHQla5pZ+/vBQt1jBARz6bivMjfrN8AKakQHkbuRKPi/tpdbTfeFv1mT+grIiIil2blKsPqNad7zWuseSkClmXxyEOnx57/AfYfUNtN3NP6DXDsGAQHQYvmTkfjXa5pB5YFGzfpChsR8WyOFed9fHxo2rQpTZs2xcdHvxGI+1i+4sxli5alE9LionUrewLfAwdh61anoxHxLsrpIp4jO9vw0cd2W+jGG9RrXopO40YWbdtAVjaMHafCmztQPs/rlwX2Z/Pqq8HfX8dDVyoXbtGgvr2cc/WCiIgn8nPqhUuVKsX8+fOdenmRc1q+wr5t3UqNr+IkMNDimnaGn+bD7DmGunX1/om4inK6iOf45VfYug0CA8kdF1ykqPR72GL5CsOvC+x5Dpo20WfOScrnZ8vONixYYC93uFafTSe0v9Zi/QbDrwsNN/fReyAinkk/h4v8xR9/GHbusi+fa9nC6WjkYl3X1W6w/TQfMjLUA0tERORiZGYaxk2w8+cdfS1CQ1QIkaJVq6ZFrx728shRhqwstd/EfcTGwdE/7CFtdG7ojGvb2bdr19nn6iIinsixnvMirnbs2DEmTZrE4sWLOXLkCCVKlCAyMpIWLVowcOBAAJYusx9bty6ULasT0uKmZQsID7fHhVyyDBb88m9mzZp1wb+bOXMmERERF/VaP//8MzNnzmTr1q2kpKQQGhpK3bp1ueOOO2jSpMklboGIiIgtNjaW/v37X/BxDz/8MA8++OAFH5eZmcmnn37Kjh072L59OydPniQzM5MKFSrQunVr7rnnHpYur8iBgxAaCn1vLYytELmwhx60mP+zYfsOmDUbevU8sy4rK4vp06fzww8/sHfvXnx9fYmJiaFv3760b9/+ol7nQt+p+vXrM2HChEvcCnGFP//8k9tvv50TJ05QtWpVpk6delF/f+ONNxIfH3/O9VOmTKFatWq5//9+ll0M7tIFAgJ0buiEiAiLhg0M6zfA3J/gztvPrDtw4ACdOnU659+GhYUV6Fzwr1JTU5k8eTLz5s3j0KFDlChRgnr16nHvvffSrFmzS90MEZHzcqw4n5ycTNu2bQFYunQpgYGBToUiXmD9+vU888wzJCYmUr16da6++mqSk5PZvXs3U6ZMyS3OL/rt9JiCV6rxVRz5+lpc19XwxZcwY6ahwzWNz/nYffv2sWHDBiIiIqhYsWKBXyMrK4vXX3+duXPnUqpUKRo3bkxwcDCHDx9myZIl1KlTR8V58TrK6SKFLzw8nO7du+e7Ljs7mx9//BGgwDknPT2dCRMmEBgYSM2aNalbty4ZGRls376d6dOn8+OPcyhR6gOgDvffaxEYqLaQuEZoiMUD98MHow0fTzB0aA/BwRZZWVkMGjSIxYsXExgYSJMmTcjMzGT9+vUMHjy4wD9M/V1UVBQtW7YkLS0tz/3ezt3z+YgRIzh58uRlP8+5jq3BwcG5ywkJhkWL7OWe3XU8dNL119lD28z60XBH37zzwoWFhdGmTZs8f/fX97MgkpOT6d+/P5s3b6ZMmTK0aNGCU6dOsXLlSpYvX85LL71Ez549L/xEIiIXybHivDGG/fv35y6LFJWjR4/yzDPPkJ6ezttvv52nl83GjRsBSE42rIq172t3tYuDlEJz0w0WX06138snBvTmhhtuyPdxL730Ehs2bOC66667qIl/P/zwQ+bOncuVV17Ja6+9RtmyZXPXJSQkFMoJg0hxo5wuUviqVavGq6++mu+6JUuW8OOPP1KxYkWaNm1aoOcLCAhg7NixXH311SQmJuben5WVxccff8zEiRNJSh5OtRrj6K3ag7hYnxth5rewfz988pnhiQEWU6ZMYfHixVSqVIkPPviAypUrA7B7924GDBjAuHHjaN26NQ0aNLio12rUqBFvv/02J06cKIItKd7cOZ+vXLmSWbNmceONNzJz5szLeq5zHVv/6se5kJ4BtWpCTO3Lejm5TB3bw39Gwp49sHWrfZX7X1WtWrVA7+mFjBkzhs2bN1O3bl3ef/99QkNDAVizZg1PPfUUw4YNo0WLFhd9xbWIyIVozHnxeGPGjCExMZEBAwbke/lr/fr2FPDLV9gNsKjKUL2aa2OUwhMRYeX+uDLtm/xPKpKSkvjtt98AuO666wr83Pv27ePLL78kIiKCIUOGnFWYByhTpgxVqlS5tMBFREQKKKfXfLdu3fDxKVhz3s/Pj8aNG+Pnd3bfHF9fX7p3fwgIALORhx9Kxd9fvUTFtfz9LZ4aaH/uvp4OGzYaZsyYAUC/fv1yC/MA1atX54EHHgBg0qRJrg9WXC41NZV33nmH6tWrc+eddxb562VlGb6ebp9H3NjbuqiOPFL4goMtrjk99vwPPxbNj0YZGRl8//33ADzzzDO5hXmwr1C7+eabSU9PZ8qUKUXy+iLi3VScF4+WkJDA/PnzCQ4Opnfv3ud97MLTQ9q0uzrvpXJSvNx6s/3+/TgHjh3L24D75ZdfSEtLo169emeNK3kh3377LVlZWdx0002ULFmysMIVEREpsJSUFBadHmvhYn5gPp8xY8E+LfDh6it9C+U5RS5W61YW13UDY+CtoYkcOHAAIN9xnnPuW7ZsGRkZGS6NU1xvwoQJHDx4kEGDBuX5gbEoLF4Cv/8OZcrAdd2K/OWkAHpcf+b87tSpwi/Q79mzh9TUVAICAmjYsGGe9TnHnJz8KyJSmDQhrHi0devWkZ6eTsuWLfHz8+Pnn39m7dq1ZGZmUrVqVTp16kR4eDhpaYbfFtt/c007FeaLu8aNoH492LgJJk81DHz87Pf0rz0OL8aqVasAaNWqFYcOHWLu3LnEx8fnjknYqlWrwtkAERGRc/j1119JSUkhJiaGGjVqXPbzLV+RzaKFk4BUGjZsSYkSJS4/SJFL9ER/ixUrDPv2p+TeV7p06TyPK1OmDABpaWns27ePmjVrFvg19u/fz7vvvsvhw4cJCQmhcePGtGnTpsBXoYhrbd++ncmTJ9OzZ0+aNm3KoUOHLvs5P//8cw4ePIi/vz81atTg2muvPaun9FfT7OLvDb2gZEmdG7qDFs2hWjV7aJsfZp89afnx48cZN24cf/zxB8HBwdSvX5927drh7+9f4OdPSbGPOUFBQfl21Ms55hw8eJCkpCSCgoIuZ3NERM6i4rx4tF27dgH2JDGPPvoo69evP2v9hx9+yMsvv4zl25GUFIiMgAb1nYhUCpNlWTxwHzz3T8PM/8FdtxvCwuxG1pEjR4iLi8PX15cuXbpc1PPu3r0bsOcpGDlyJOnp6bnr/vvf/9KyZUvefvttNdZERKTI5PzAfP3111/yc4waNYrjx4+TmJjE0qU7yM48SJkyVXn99RcKK0yRS1KmjMUzT8FLr5YBfIEs4uPj81zpGB8fn7v8+++/X1Rxfv369XnOCWrWrMnQoUM1PKGbyc7OZujQoZQuXZoBAwYU2vOOGjXqrP//5z//4ZlnnqF3795s3WZYsxZ8faHPjSrMuwvLsrjtFhg23DBtuuHmm86s27t3LxMmTDjr8REREbz55psFnpMiJCQEgJMnT5KamprnKum/HnPi4+Mv6pgjInIh6h4gHi1nwrNZs2axY8cOXnrpJX788Ue++eYb7rjjDlJSUvjXv/7FjG+2A9C5k4a08RStW8EVV0BaGnw59cylj3PmzCE7O5s2bdoQFhZW4OdLS0sjLS0NgPfff5+mTZvy+eefM3/+fEaOHEmlSpVYuXIlQ4cOLfRtERERATh27BirVq3C19eXrl27XvLz/Prrr8yaNYtFixaQmXkQP78aDB/+JpUqVSrEaEUuTftrLbp0LgHWFQDMmPFDnsfkjA0NkJycXKDnDQ4O5q677mL8+PEsX76cOXPmMGrUKBo0aMDOnTt54oknOHXqVOFshBSKr7/+mk2bNjFgwIA8cz1dinbt2vH2228zc+ZMfv31VyZPnswdd9xBRkYGQ4YMYcGCBbm95jt2gPLldV7oTrp1gZAQ+D0e5syzJzrv06cPY8aMYdasWcyfP5/x48dz5ZVXEh8fz9NPP13gKy2io6MpX748xhhmzZqVZ/2lHHNERArKseK8ZVnUqVOHOnXqqBgqRSY7OxuArKwsnnzySXr16kVISAiVKlXiySefpGPHjmRkZBAb9zkAXTrps+gpLMviH/fb7+f0GXD4iN3QzulxeLHj9GZlZeUuly9fnuHDh1OrVi2CgoJo1aoVw4YNw8fHh/nz57Nv375C2gqR4kE5XcQ15syZQ1ZWFi1btiQ8PPySn2fatGn8d9JSAkrNwsf/PSIiAnjssfv54Ye8RVARJzz3tEW5CvcC8NVXk/niiy84duwYR48e5ZNPPuHbb7/F19eeH6GgeadOnToMHDiQBg0aEBISQtmyZWnRogVjx46lSZMmxMfHM23atCLbpuLAnfL54cOHGTt2LE2bNqVnz56F8pzPPvss7du3JyIigpIlS1KjRg2efPJJnn/+eQBGjhzN/J/tx/a9Re0Zd1OihMWdt9vvy2cTDSGh5Rk0aBDNmjUjLCyMoKAgGjRowHvvvUfXrl1JTExk4sSJBXpuy7K49177mDNq1Ci+//57/vzzTw4dOsTw4cNZvnz5RR9zREQKyrHifGBgIEuXLmXp0qUEBgY6FYZ4uJzPlo+PD927d8+zPqehl525mpo1oUYNJVpP0qYVNGkM6ekw4RPDjh072LlzJ0FBQbRr1+6iniswMDB3LNLrrrsuzxiGtWrVom7duhhjWL16daFtg0hxoJwu4hqFMaQNQGam4Z3/M2SbEDp1asNnn42ifPnyDBs2jMOHDxdGqCKXJTjYYtjb7fANGIAx8MEHH9CjRw969erFxx9/TJcuXahXrx5wZizoS+Xr68s999wDwPLlyy879uLMnfL5sGHDyMjIYNCgQUX+Wr179yY0NJSDB/eRkX6IRg2hbl2dF7qjPjdCeJjde37mzLRzPu7+++8HLu47fcstt3D77beTkpLCm2++Sbdu3ejTpw/Tpk3jnnvuyf1R/HKPOSIif6cx58WjRUZGAhAeHk5AQMA518MJevdQA8zTWJbF44/CI48ZZs+BrIzZAHTo0CHPOIIFERERwaFDh4iIiMh3fWRkJJs2beLEiROXFbeIiMjf7d69m23bthEYGMi11157Wc814TPD1m0QHAxPDbQIDg7mqquuYvr06axYsYJevXoVUtQil67eFRb9H7+L0WOuAfMLbVofolrVYFq3bk2rVq1yO95Ur179sl8rOjoagD/++OOyn0sKx+LFiyldujTDhg076/6cOZ/i4+N57LHHAHj33Xcv68cEHx8fIiMrn27DH+OOvpUv+bmkaJUsaXHP3fCfkYZRHybTto39Y97fXcp32rIsnnrqKXr06MHChQs5cuQIISEhXHPNNVSvXp0vvviCEiVKaAg4ESl0Ks6LR4uJiQEgISEBY0yeS9Bi4/60F6xSdLv0oVvFjdW7wqJjB8P8n7OZN28ecOk9DmNiYjh06BAJCQn5rv/zT/vzVKpUqUsLVkRE5Bxyes23b9/+kn5gzrFyVQaff2EvD3rOIjzcbhvlTIanH5jFndzRF7bviGLeT/ewaSs8+aRFlWiLHTt2cPz4caKioqhQocJlv05O205tOPeSmJh4zitS09LSctf9dfjJS3Xod3uusqjKpbjqyst+OilCN/Syhy3dv9/w6X9h4ON5i/M53+lL+dGmdu3a1K5d+6z7Fi1aRHZ2No0aNcLPT2U0ESlcjg1rk5ycTNu2bWnbtq0m1JAiU6tWLSpVqkRaWhobN27Ms37mzFgAypevk+8v7uIZ+j1k4WPFkZ5+hJCQijRt2vSSnidnKJy4uLg865KSkti2bRtgj2kq4k2U00WKljGGOXPmABc/Z8pfJSQYBr94CmOgR3fo2P5M2ycnt0VFRV1esCKFyLIsBj9vUb8eJCbCoBcMx48bvvzySwBuvPHGQnmdX375BYC6desWyvMVV+6Uz5ctW5bvv2+++QaAqlWr5t5XunTpy3qtTZt2cvLEPqAk991XDR8fnRe6M39/i6cG2u/RtGmwa7fJ85ic73RhnZdNmTIFKLxjjojIXzlWnDfGsHXrVrZu3YoxeQ+mIoUlZwzJ9957j5MnT+bev2DBZnZst5Ps7bff5ERo4iKVK1tUibaLGtl0JSPj/A3uAQMG0Ldv3zw/6HTp0oXIyEiWLVt21qR5mZmZvP/++yQkJFCzZk0aN25c+Bsh4saU00WK1po1a4iPj6d8+fK0aNHivI/9+uuv6du3L2PGjDnr/l9/Xcgzzy7h9/gsoqLgyQF2LkxNTeXDDz9k9erVhIeH06ZNmyLbDpGLkZKSwp49eyhRwmLomxYRFWH//mzue+BzfvjhB6pWrcptt92W5+/O1Y6bMWNG7lWOOYwxzJgxgylTpmBZFn369CnSbXJ3npDPz3UMXLZsGVu2bMnz+O3bt/Pccy8BhuAyveja2T/PY8T9tG5lUTdmLplZR3h/hDnr8/rLL7/kvv8333xznr891zHi+PHjxMfHn3VfRkYG7733HrGxsTRv3pxOnToVwdaIiLfT9Tji8W644QZWrVrF/Pnzue2222jYsCEpKSmsWbMeyCAisjd33akk68nS0tKIP/QrAEnJ3Zg8BR6479yPP3DgAPHx8aSmpp51f0BAAG+88QYDBw7kjTfe4KuvviIyMpKtW7fy+++/U7ZsWV5//fU8wyeJiIhcjpwhbbp27Zo7Ofm5nDx5kr179+YZZ3fK1C1sWP8JllWOskExvP12MMePH2fbtm0kJCQQHBzMW2+95fgkkCI5Tpw4we23307NmjWJiooiKtKHQwc2cfTwYfwDInnrrffynVPqXO24iRMn8u6771K9enWio6PJyMhg586dHDp0CB8fH55++mmv7znvCc51DFy/fj0TJkwgIiKCqKgoQkJCOHToEFu3brWHxbGa8uijj+Pnp3Z8ceFr/UBW2r9Zubwqd98TSXRUALt372bv3r0A3HXXXbRv3z7P353rGLF7924GDBhAnTp1qFSpEllZWaxbt44TJ04QExPDkCFDXLFZIuKFVJwXj+fj48Mbb7xB06ZN+fbbb4mNjQUsDHXx8b+RN9/s7nSIUsQWLVpEUlISkZExHD1Rg0lfGLp2tnvUX6wGDRowceJEJkyYwMqVK9m5cydhYWHccMMNPPDAA+ecLFZERORSpKen516ef6lD2sz/2bB+Y3ss32SiKm1g377NbNiQQIkSJYiKiuKmm27i1ltvpVy5coUZushlKVu2LDfddBNr1qxh5cqVZGdnUymyEseO/4P0rDt5591A3n3HUKZMwdpzd955J8uXL2f37t0sW7aMjIwMwsPDue6667jtttuoV69eEW+ROKlNmzYcOXKETZs2sX37dk6dOkVQUBARkY35Pb4rkZV60LunyiPFyd1330ZScjA7dmxn58617N2TRmhoKO3bt6dPnz60atXqop4vKiqK7t27s27dOpYsWYKPjw9VqlThnnvu4dZbb8XfX1dViEjRsEwBr1cr7MmhkpKScmfQ3r9/P0FBQYX6/IUlNDTU6yfG8sR98Nq/s5n/MzRvBiPeu/DoTp64Dy6WJ+wDYwxPPWuIjYNmTeE/71oFHlPSE7b/cmkfuP8+CA0NLdDjlNO9l7fvA2/c/pWrDM8PNmRmQt/b4NWXwr1uH/ydN34O/q4474Ot2wzPPGf4MwFqVIf3hluUC7+4Dhfuvv3K5+dXWO9fYqLhtjsNiYnw0mCL668rPr3m3f0z7AqhoaEcPXqcxwYYNm+Ba9rBkDccG7nZEd7+OfD27QftA3D/fVCQnO5dRy4RYP0Gw/yfwbJgwGPFpwEml8+yLAY9a1GyJMSthm+/czoiERGRorN5i+HFV+zCfIf28Hg/tXuk+KsTY/HBCIvwcNi1G/oPNPz+e/EcH12c9eVUuzBfrRp07eJ0NHIp/Pws/vm8ha8vLFwEvy7QsUBEih8V58WrZGcbRo6yE3bP7lC7tk5SvU3lyhaPPGS/76M/MsTHqwEnIiKeZ+Mm+2qxlBT7SsFXXrTw9VW7RzxDjeoWYz6wiIyEg4eg/xOGvXvVppOCO3DAMGWqvfzIgzo+Fme1alrcfae9/P4IQ0KijgUiUrw4Vpy3LIvo6Giio6M1eaK4zLTpsHkLBAbCQ//Q585b3dIHGjaAlBR49XVDRoYacCKXQzldxL2sXWd4+jlDUhI0bgRD37QICNB3UzxL5UoWY0ZaVKsKR47aBfqNm9Smuxzeks+NMbw3wpCeAS2aQ7urnY5ILtd991hUrQLHjsPoD3UcEJHixbHifGBgIGvXrmXt2rUEBgY6FYZ4kf0HDGPH24n68Uctwi9ybErxHD4+Fq+8ZFG6NGzaDKPGqAEncjmU00Xcx9x5do/55GRo0hj+722LwEC1ecQzlS9vD3FTJwZO/glPPG34bbHadZfKW/L53HmwYiUE+MOzT1se/UOEtwgIsIe3sSz4YRasitVxQESKDw1rI14hM9Mw5G1DWprdO+KGXk5HJE6rFGnx8gt2Q3z6DJj5PzXgRESk+MrMNIwdl82/3zJkZMC118Dwd1SYF88XGmLxwX8sWreCtDR48RWjdp2c0/4DhuHv25+Pe++xiI7SMdJTNGpocdMN9vKwdw2pqToOiEjxoOK8eIVxEwzrN0BQEAx+Xr0jxHbVlRYP3Gcvv/sfw0/z1YATEZHi549jhmcHGSZ9Yf//jr7wxr8sSpZUe0e8Q2CgxTtDLHp0h+xsGP6+Yez4bIxR207OOHXK8PKr9lwcTRqTO065eI5HH7GoUAEOHYLxn+j7LyLFg2PF+ZSUFDp16kSnTp1ISUlxKgzxAouXGL740l5+YZBFRIROVOWMf9xvcUMvMAZef9Mw81s14kQulnK6iDOMMcyabbj7PkNsHJQqCf96xaL/Yz74+Ki9I97Fz89i8PMW/7jf/uxP+hzeeltzC10MT87n6emGF18x7NwFYaHw2ssWfn46TnqawECL55+x39evpsHmLfr+i4j783PqhbOzs1m9enXuskhR2LnL8PqbdkK+pQ+0v1YNMDmbZVk88xQYDN9+B8PfMxz63fDIg2qwixSUcrqI623fbhj1oV2UB6hbB15+0aJaVeUu8V6WZfGP+6FCefi/dw0/zoFjxwxvvg5BQfpuXIin5vO0NMOrrxviVkOpUjB8mEX58vo8eKq2bSy6djbM/Qne/j/DhLHovE5E3JqGtRGP9ccfhucHn5kQrf9jSsiSP19fu4fFfffY/5/8pT2h2NGj6mkhIiLuZd8+w5tDs/nHI3ZhPsAfHutn8dFoFeZFcvTsYfH2UItSJWHlKnj8CbvzhXifpCR72K/FSyAgAIa8YRFTW8dKT/fEAIuQsrBzJ3z2X333RcS9qTgvHikh0S7MHzkCVaJhyJsW/v5qhMm5WZbFww/68O9/WQQGwrr18MBDhsVL1JgTERFnGWNYu87wwkvZ3HWf3RvYGOjcCSZNtLjrDl3tJfJ3bVtbfDDCIizULtA93M8QG6d2nTf545hh4NOGNWshMBDe+z+Lli10rPQGISEWTz9lv9cTJ8GKlfrui4j7UnFePE5CouGpZw3bd0BICPzfOxZlSqsRJgXTsb3FJx9b1K4FJ/+Ef75oePc/2aSmqkEnIiKudeh3w2f/Ndx5r6H/E4ZFi+2i/FVXwriPLP71ig+VK6mNI3IudetYjBtrUScG/kyAZ54zTPnKaKJYL7Bzl+GRxwzbtkFIWRj5vkWTxjpeepNOHf4yt9gbunpGRNyXY2POixSF+HjDP1+0J/oJCYGR71mFdtL6xx9/FMrzFFeZmZmcPHnS6TDOUq5cuSJ53qgoi7FjYOw4w9SvYcZMWLfuT155yVCrphr1IiJSdBISDT//AnPmGtZvOHN/iRLQrSv0vcWiqoPD13hCe8gd2zSu5g77oKjacX9XsYLFmA9g2LuGOXNh1BjD6jWJPP+soVy42nWeaMVKwyv/MiQlQXQ0DH/bonJlzzondIfvcFErjGPEEwMstmw1bN0Gzw4yfPiB3ateRMSdqDgvHmPtOsPLrxlOnICwUPjPuxY1ahRe4o2JiSm055LCcfz48SJ77oAAi4H9LVq3Mrw11LBzVxYPPwqPPQK33Aw+PmrUiYhI4UhLMyxbYRfkly6DjAz7fsuC5s2gW1eLa9tBYKDzuUftISksRdmO+7sSJSxefgHq17OL84uXZLBhAwzoD926qF3nSb773jD8PUNWNjRuBEPftChTRueExVFhHCNKlLB4Zwj062/Yvx+ef8Hw7jB0Zb2IuBVHi/Ph4eFOvrx4iLQ0w4RPDV9OtS9Zq1UT3h5iEVFRCVcuX6uWFp99AsPf82PBwgxGjrYLKC8NhnD1thLJpZwucnFOnTIsWQYLF9p5JTX1zLqaNaFbF4sunaB8eeUakcJgWRZ9boSmTeCtoT5s2ZrFW0MN//sWnhwIV9TVdw2Kbz7PzjaMm2CY9IX9/66dYfAgi4AAva/erlw5i+HvQP8nDJs3w8An7QJ9uXL6bIiIe3CsOB8UFMT27dudennxAFlZ9qWp4z8xHDlq39f9enhqoOUWPcvEc4SGWIweWZpPJ57gg9GGFSvhvgcNLwyCq67UZ01EOV3kwk6cNOzYAevWG9ausycez8w8s75CBejcEbp2sTSEmkgRql7N4ssvyvLxuBN8NtGwYSM8/KjhyjaGu+60aNTQLuR7o+Kaz0+eNLwxxLB8hf3/+++FBx+wvPZ9lLyqV7P44D/2vBM7d8E/Hjb861Vo1lSfERFxnoa1kWLFGMPefbBgoX3JYvxh+/6KFeHpJyyuvkrJVYqGZVncdINFk8b2hEI7dtqTxfbqYXjgPosKFfTZExHxRsYYFi6Cg4cgPR0yMw3p6fbkkydO2P9+j4f8hgauVhXatYNr29kTVqqQJOIaAf4Wd91h0bUzfDTOMO8nWLIMliwzREXB9d3gyrZQs4aGvHF3casNbw6xO2sFBMDzz1pc303vmeRVs4bFmFEw+EXD7j3w5DOGnj0MD9xbsHO5pCTDvv1w6hTUrQOlNTSOiBQSFefFrWRmGhb9Bkf/sHuTZWXZ/07+aTh0CLZvt9flKF0a7rnL4uab7PHkitK2bduK9PndXUhIiMdPOlQQ1atZfPzhmcliv/sBfpxr6NLZcH03u7eVr68aaiIi3mLHDnjpVXPBx1kWREbaY143bmTRrAlUqVL88oUntIfUptE+yFG+vMUrL1rcf69h8peGn+bDgQMwboJh3AQIDYUG9Q01qkPVqhbly0F4uH0OUqoklCxZ/L7DnuLAAcMnnxnm/mT/Pzoa3vhX0V955C7HQH2HL03lShbjPoL3Rxp+mAXffQ+zZhlatza0bGFRJRqCgyE5GeLjYfcew67dsGcv/HUu4FYt4b3/0/dfRAqHY8X5lJQUbrvtNgC++uorSpUq5VQo4kZi4+CVf53/BDcgwJ7cp2sXi47ti74on6MwZosvzkJDQ/Hz0+95cGay2Gva2WNbrlkLs2bDrNmG4CBo1NAQE2M3/iIjoUxpu5EXHAz+/uDnp96R4lmU08WbVasGd94Bx4+Dv599nPf3t3vUhYXZk9SXKwdVq0CpUsX/2O8J7SG1abQP/i46yuKfz1sM7G/4dQH8ssCwZo195cui3+x/kPcc5ZabDU8N9HF1uEXG3fN5crJhZSwsWJjIT/MN2dn2D5839IbH+7lmaFN3OQbqO3zpSpa0eGGQRY/rDR+Pt8/lliyFJUsv/EN7eJj9A13njsU/n4uI+3DsaJ6dnc3ixYtzl0XA7k12042Q8KddwPT1s2+Dg6BSpEV0NDSo77qCvMj5NG5kj124foNdmP9lAZxKyrksGvI7icvh62Pw9bU/4926wHPPeM6JnXgf5XTxZv7+Fo/3U7tExBMEBlp0vx66X2+RkWHYuAm274Bdu+zhLI4ds/+lnJ7AOSPd2XgLmxP5fNi72cz/GQJLQVAwlM75V9r+l5kFCQmwdy/s3ZczV4e949u2gQfvt6iryXzlEjRqaDFqhMXOXYaly2DtOnt4pKRTEBQEYWFQo7p95XS1avaP7BrKRkSKgn5qFbcSHGzx7FNKeFJ8WJY9lE2jhhbPPWOPRb9uHezdZzhw0L4c8tQpu2iflXXm77Ky7X9k2JdJioiIiIj78Pe35xpq0hjg7POT7GxDRoY6DBWG33+HpCT731+HLz2XSpWgU8eSdOqQpsmzpVDUrGFRswbcfac+TyLiDBXnRUQKiZ+fRd069gRBfz+JM8aQlgYZGXYPoKysM/MqRFR0JFwRERERuQQ+PhYlSjgdhWcY/o5lF+iTT3doOQWJiZCQCImnDL4+dm/l6CioXg0iIiAsLIgTJzzssgUREfFaKs6LiLiAZVmULAklSzodiYiIiIiIe/D1tYiKOtda9WQWERHPp0GORURERERERERERERcTMV5EREREREREREREREXc3RYm8DAQCdfXkRERAqJcrqIiEjxp3wuIiLiWo4V54OCgjhw4IBTLy8iIiKFRDldRESk+FM+FxERcT0NayMiIiIiIiIiIiIi4mIqzouIiIiIiIiIiIiIuJhjxfnU1FT69u1L3759SU1NdSoMERERuUzK6SIiIsWf8rmIiIjrOTbmfFZWFvPmzctdFhERkeJJOV1ERKT4Uz4XERFxPQ1rIyIiIiIiIiIiIiLiYirOi4iIiIiIiIiIiIi4mIrzIiIiIiIiIiIiIiIupuK8iIiIiIiIiIiIiIiLqTgvIiIiIiIiIiIiIuJiKs6LiIiIiIiIiIiIiLiYZYwxTgfhrhITE4mNjaV58+aULl3a6XAcoX2gfQDaB96+/aB9ANoHxZ3eP+0Db99+0D4A7QPQPvD27S/u9P5pH4D2AWgfePv2g/YBeM4+UM/58zh16hQLFizg1KlTTofiGO0D7QPQPvD27QftA9A+KO70/mkfePv2g/YBaB+A9oG3b39xp/dP+wC0D0D7wNu3H7QPwHP2gYrzIiIiIiIiIiIiIiIupuK8iIiIiIiIiIiIiIiLqTh/HsHBwVx77bUEBwc7HYpjtA+0D0D7wNu3H7QPQPuguNP7p33g7dsP2gegfQDaB96+/cWd3j/tA9A+AO0Db99+0D4Az9kHmhBWRERERERERERERMTF1HNeRERERERERERERMTFVJwXEREREREREREREXExFedFRERERERERERERFxMxXkRERERERERERERERdTcV5ERERERERERERExMX8nA7A3Y0bN47hw4cDMHXqVJo0aeJsQC7QsWNHDh48mO+6vn378u9//9vFETln3rx5TJ48mU2bNpGSkkK5cuVo0qQJzz//PJGRkU6HV2S++eYbXnjhhfM+pk2bNkycONFFEbmeMYZ58+YxadIkdu/eTWJiIhEREbRu3ZqHH36Y6Ohop0MsctnZ2UyePJnp06eza9cufH19qVevHg888ACdOnVyOrxC87///Y/Y2Fg2bNjAtm3byMjIYOjQofTp0yffx586dYoPPviAuXPncvToUcqXL0/Xrl0ZOHAgwcHBLo5eLoZy+tmU05XTcyinK6d7CuV07+CN+RyU03Mon5+bp+dzUE73lnwO3pXTVZw/j507dzJy5EgCAwNJTk52OhyXKl26NPfdd1+e+xs0aOBANK5njOG1115j6tSpVKlShe7duxMUFMSRI0dYuXIlBw8e9OjEf8UVVzBgwIB8182ZM4ft27dz9dVXuzgq13rnnXf49NNPKV++PJ06dSI4OJgtW7bw1Vdf8f333zNlyhRiYmKcDrPIGGN46qmnmDNnDlWqVOGWW24hPT2d+fPn8/jjj/PKK69w9913Ox1moRgxYgQHDx4kNDSUChUqnPOkByA5OZm7776bzZs3c9VVV9GjRw+2bNnCZ599xvLly5k8eTKBgYEujF4KSjldOV05PS/ldOV05XTl9OLGm/M5eHdOVz5XPgfvzunelM/By3K6kXxlZmaam2++2dxyyy3mueeeMzExMWb16tVOh+USHTp0MB06dHA6DEdNnDjRxMTEmNdff91kZmbmWZ+RkeFAVM5LS0szrVq1MvXq1TNHjx51Opwic+TIEVO3bl3ToUMHk5iYeNa6Tz/91MTExJjBgwc7FJ1rzJ4928TExJjbb7/dpKSk5N5/7Ngx06FDB9OgQQOzf/9+ByMsPIsXLzYHDhwwxhgzduxYExMTY6ZPn57vY0eMGGFiYmLMsGHD8r1/xIgRRR6vXDzldOV05fS8lNOV05XTldOLG2/O58Yopyuf589b8rkxyunelM+N8a6crjHnz2HcuHFs2bKFIUOG4Ovr63Q44kKpqamMHj2a6OhoXnzxxXzffz8/77zo5KeffuLkyZO0b9+ecuXKOR1OkTl48CDZ2dk0a9Ysz+VP7du3B+D48eMOROY6P/30EwCPPvooJUuWzL0/LCyM++67j/T0dL755hunwitUV155JZUrV77g44wxfP311wQGBtK/f/+z1vXr14+yZcsybdo0jDFFFapcIuV076Wcfm7K6crpyunK6cWN8rn3Uj4/N2/J56Cc7k35HLwrp6s4n49t27YxatQoHnvsMWrXru10OI5IT09nxowZfPTRR0yePJktW7Y4HZLLLF68mJMnT9K5c2eys7OZO3cuH3/8MV9++SV79+51OjxHTZs2DYBbb73V4UiKVtWqVfH39ycuLo5Tp06dtW7BggWAPZ6fJzt27BgAUVFRedbl3Lds2TKXxuS0PXv2cOTIEZo1a5bnkrgSJUrQokULDh8+7PXHCXejnK6crpyeP+V05fS/3qecfoZyuntSPrd5a05XPj83b8nnoJyufJ4/T8jp3vnT4nlkZmYyePBgatasySOPPOJ0OI45evQogwcPPuu+du3aMWzYMMLCwhyKyjU2bNgAgK+vL71792b37t2563x8fLj//vv55z//6VR4jjl48CBLly6lYsWKtGvXzulwilRoaChPP/00w4YNo3v37nTs2JGgoCC2bdvG0qVL6du3r0eN5ZafnO/5gQMHqFmz5lnrDhw4ANhJ0JvkJPNq1arlu75q1aq5jzvXY8S1lNNtyunK6X+nnK6cnkM5vVq+65XT3Yvy+RnemtOVz/PnTfkclNOVz/PnCTldPef/5qOPPmLr1q0MGTIEf39/p8NxRJ8+fZg0aRJLly4lNjaWr776imuuuYZFixbx+OOPu/WlIIUh59fITz/9lODgYL7++mvi4uL44osvqFatGp988gmTJ092OErX++abb8jOzqZPnz5ecRnpgw8+yPDhw0lMTOTLL79k/PjxLFy4kAYNGtC7d2+PPz7kNO4+/vhj0tLScu8/ceIEEydOBCAhIcGR2JySmJgIcM6Z3nPuz3mcOE85XTldOT1/yunK6aCcDsrpxYXyuc2bc7ryef68LZ+Dd+d05fP8eUJOV3H+L7Zs2cJHH33EP/7xD+rXr+90OI4ZMGAArVq1IiwsjODgYBo3bszYsWNp3rw5q1evzr1cyFPlNGr8/f0ZPXo0jRo1IigoiBYtWjBy5Eh8fHz49NNPHY7StbKzs/nmm2+wLIubb77Z6XBcYsyYMbzwwgv069ePBQsWsHr1aiZPnkxWVhb33nsvc+fOdTrEItWzZ09at27NqlWr6NWrF2+88QavvvoqPXv2zE1u3tIAlOJJOd2mnK6c/nfK6crpyulSnCifn+HNOV35PC9vzOfg3Tld+dxzqTj/F//85z+Jjo5m4MCBTofidnx8fOjTpw8AcXFxDkdTtHIOag0aNKBixYpnratduzbR0dHs27fPq36RXLx4MYcOHaJNmzZER0c7HU6RW7p0KSNGjOCuu+7i0UcfJSIigsDAQJo3b87YsWMpUaIEQ4cOdTrMIuXn58f48eMZOHAglmUxdepU5s2bR6dOnRg5ciSAR186m5/SpUsD5BnfMEfO/TmPE2cpp5+bcrpNOV05XTldOV053f0pn5+ft+R05fO8vC2fg3K68nn+PCGna8z5v8iZTKVhw4b5ru/bty8Ao0ePpnPnzi6Ly12EhoYCkJKS4nAkRatGjRrAub+4OfenpqZSpkwZl8XlJG+aZAbOTCbTunXrPOvCwsKoU6cOq1ev5vjx4x6d/AICAhgwYAADBgw46/7ly5cDduPYm+SMVXeucfxyxrrLeZw4Szn9/JTTOet+5XTPpZxuU04/m3J68aF8fmHekNOVz/PytnwOyumgfJ4fT8jpKs7/xS233JLv/atWrWLPnj107NiRsLAwKleu7OLI3MO6desAPH77cw70u3btyrMuIyODffv2ERgY6LEH+787ceIE8+fPJyQkhC5dujgdjktkZGQAcPz48XzX59wfEBDgspjcyXfffQdA9+7dHY7EtapVq0aFChWIi4sjOTn5rJng09LSWLVqFRUqVHDrpO9NlNPPTzldOV05nbPuV05XTs+hnO5elM8vzBtyuvL52bwxn4Ny+vl4az4Hz8jpKs7/xVtvvZXv/YMHD2bPnj3069ePJk2auDYoF9uxYwcVKlTI82vzqlWr+PTTTwkICKBr164ORecaVapU4eqrr+a3337j66+/PuuX6I8//piEhAR69+6Nn593fH3+97//kZGRQa9evbwmyTVr1ozPP/+czz77jG7dup3VQ2PGjBns3buX+vXrn3PCEU9x6tSpPNv4448/Mn36dBo2bOjxx4K/syyLW2+9ldGjRzN69Gief/753HVjx47lzz//pH///liW5WCUkkM5XTkdlNP/TjldOf2vlNOV04sD5XObt+d05fOzeWM+B+V0UD7PjyfkdO84ckmBzZ49m/Hjx9O2bVsqV65MQEAA27ZtY/Hixfj4+PD6669TqVIlp8Mscq+99hq33347L7/8Mj/99BM1atRg06ZNLFu2jMqVKzNo0CCnQ3SZ6dOnA951udx1113HlClTWLFiBV27dqVjx46UKVOGrVu3snjxYgICAnjxxRedDrPI3XrrrURGRlKjRg1KlCjBunXrWLFiBdHR0YwYMcJjJpv5+uuviY2NBWDbtm25961YsQKAzp07514m/dBDD/Hzzz8zfvx4Nm/eTP369dmyZQsLFy7kiiuu4KGHHnJmI0TyoZxuU04/QzldOV05XTldiifldOXzv/LGfA7K6eA9+Ry8K6erOC9nad26NTt37mTTpk2sWLGC9PR0wsPD6d69O/fffz+NGjVyOkSXqFKlCtOnT2fkyJEsWrSIxYsXU65cOe666y769+9PeHi40yG6xLp169i2bRuNGjWiTp06TofjMr6+vkyYMIGJEycye/ZsfvjhBzIyMggPD6dnz57069ePmJgYp8Msct27d2fu3LmsWbOGzMxMoqKieOyxx3jooYc8qjdCbGwsM2bMOOu+uLi43Em1KleunJv0AwMDmTRpEqNGjWLOnDmsWLGCcuXKcf/99zNgwICzLqETcZpyuk053aacrpyunK6cLsWXcrryeQ5vzeegnA7ek8/Bu3K6ZYwxTgchIiIiIiIiIiIiIuJNfJwOQERERERERERERETE26g4LyIiIiIiIiIiIiLiYirOi4iIiIiIiIiIiIi4mIrzIiIiIiIiIiIiIiIupuK8iIiIiIiIiIiIiIiLqTgvIiIiIiIiIiIiIuJiKs6LiIiIiIiIiIiIiLiYivMiIiIiIiIiIiIiIi6m4ryIiIiIiIiIiIiIiIupOC8iIiIiIiIiIiIi4mIqzouIiIiIiIiIiIiIuJiK8yIiIiIiIiIiIiIiLvb/5yRbFBly45UAAAAASUVORK5CYII=", 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", 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" ] @@ -5046,14 +5065,14 @@ "\n", "fig, axs = plt.subplots(1, 3, figsize=(15, 4), sharex=True)\n", "az.plot_posterior(idata_nhefs, var_names=\"alpha\", ax=axs[0])\n", - "axs[0].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"k\")\n", + "axs[0].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"red\")\n", "axs[0].set_title(r\"Parameter Estimate: $\\alpha$ for Linear Model\")\n", "az.plot_posterior(idata_nhefs_cate, var_names=\"alpha\", ax=axs[1])\n", "axs[1].set_title(r\"Parameter Estimate: $\\alpha$ for BART Model\")\n", - "axs[1].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"k\")\n", + "axs[1].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"red\")\n", "az.plot_posterior(idata_nhefs_0_rho, var_names=\"alpha\", ax=axs[2])\n", "axs[2].set_title(r\"Parameter Estimate: $\\alpha$ for $\\rho = 0$\")\n", - "axs[2].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"k\")\n", + "axs[2].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"red\")\n", "axs[0].legend()\n", "axs[1].legend()\n", "axs[2].legend();" From 4531097a871f3af262d8dc5f57b8568d8b7508b7 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Mon, 27 Oct 2025 21:12:16 +0000 Subject: [PATCH 12/27] fix typo Signed-off-by: Nathaniel --- docs/source/knowledgebase/structural_causal_models.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 8673d21f..98fee514 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -34,7 +34,7 @@ "\n", "There are a number of complementary paradigms in the causal inference literature, and in `CausalPy` we have not sought to be advocate for any one view over another. There are valuable lessons to be learned from econometrics, psychology and statistics whether they adopt a DAG or Potential outcomes framing for their causal work. Where the methods are statistically sound and practical we will seek to adopt and evangelise their usage. But in this article we want to focus on the idea of a causal model as a probabilistic program. An inferential routine designed to explicitly yield insights into the effect of some intervention or treatment on an outcome of interest. \n", "\n", - "Some of the algorithims and routines available in `CausalPy` focus deriving insight from a known environment e.g. stationarity with interrupted time-series, parralel trends in difference-in-differences, positivity in propensity score weighting and strong instruments with instrumental variable designs. These methods rely on stated assumptions or facts about the environment in which the treatment takes place to justify their conclusions as causal claims. In Bayesian structural causal inference the focus is slightly different in that we wish to model both the treatment but also the environment i.e. the fish and the fishtank. In this article we'll outline a species of modelling that tries to infer structural attributes of the environment to underwrite causal claims. \n", + "Some of the algorithms and routines available in `CausalPy` focus deriving insight from a known environment e.g. stationarity with interrupted time-series, parallel trends in difference-in-differences, positivity in propensity score weighting and strong instruments with instrumental variable designs. These methods rely on stated assumptions or facts about the environment in which the treatment takes place to justify their conclusions as causal claims. In Bayesian structural causal inference the focus is slightly different in that we wish to model both the treatment but also the environment i.e. the fish and the fishtank. In this article we'll outline a species of modelling that tries to infer structural attributes of the environment to underwrite causal claims. \n", "\n", "This is a two step move in the Bayesian paradigm. First we infer \"backwards\" what is the most plausible state of the world $w$ conditioned on the observable data. Then we assess the probabilistic predictive distribution of treatment and outcome at the plausible range of worlds. \n", "\n", From 0628b91ea56ad0a115bf6e9a659d8bf61e2d91bd Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Tue, 28 Oct 2025 06:57:27 +0000 Subject: [PATCH 13/27] tidying text Signed-off-by: Nathaniel --- .../knowledgebase/structural_causal_models.ipynb | 13 ++++--------- 1 file changed, 4 insertions(+), 9 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 98fee514..c14eb5a2 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -1126,13 +1126,8 @@ "source": [ "This section orchestrates the fitting and sampling workflow for the suite of Bayesian models defined earlier. Having specified several variants of the joint outcome–treatment model—each differing only in its prior structure or treatment of the correlation parameter $\\rho$—we now turn to posterior inference.\n", "\n", - "The function `sample_model()` provides a compact, repeatable sampling pipeline. Within the model context, it first draws from the prior predictive distribution, capturing what the model believes about the data before seeing any observations. These prior draws are useful for checking that the priors are sensible (for example, that they generate outcomes within a plausible range).\n", - "\n", - "Next, the function calls `pm.sample()` to draw from the posterior distribution of all parameters, using 2,000 tuning steps and 1,000 retained samples. The argument target_accept=.95 increases the adaptation target for the NUTS sampler, stabilizing sampling when the posterior geometry is complex or heavy-tailed — a common scenario with spike-and-slab or horseshoe priors. Finally, the call to `pm.sample_posterior_predictive()` extends the inference data with draws from the posterior predictive distribution, allowing posterior predictive checks and model comparisons later on.\n", - "\n", - "The wrapper function fit_models() automates this process across all model specifications. Each prior configuration (spike-and-slab, horseshoe, exclusion restriction, normal, and two `tight-rho` variants) is passed through the same sampling routine. The results are stored in a dictionary of InferenceData objects, keyed by model name. This structure facilitates downstream analysis, letting us easily compare how each prior specification recovers the true treatment effect in the unconfounded setting.\n", - "\n", - "We're moving from describing how the data are assumed to arise, to actually learning from simulated observations. The output `idata_unconfounded` contains all posterior draws, prior predictive samples, and posterior predictive simulations for every model variant under the assumption of no confounding. This will allow us to compare the inferences achieved under each setting. " + "The functions `sample_model()`, and `fit_models()` provide a compact, repeatable sampling pipeline. Within the model context, it first draws from the prior predictive distribution, capturing what the model believes about the data before seeing any observations. These are comparable across each of models specified.\n", + "We're moving from describing how the data are assumed to arise, to actually learning from the simulated observations. This is the backwards inference step. The output `idata_unconfounded` contains all posterior draws, prior predictive samples, and posterior predictive simulations for every model variant under the assumption of no confounding. This will allow us to compare the inferences achieved under each setting. To gauge which are the most plausible parameterisations of the world-state conditioned on the data and our model-specification." ] }, { @@ -1644,7 +1639,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the plot we can see that the majority of models accurately estimate the true treatment effect $\\alpha$ except in the cases where we have explicitly placed an opinionated prior on the $\\rho$ parameter in the model. This priors pulls the $\\alpha$ estimate away from the true data generating process. " + "In the plot we can see that the majority of models accurately estimate the true treatment effect $\\alpha$ except in the cases where we have explicitly placed an opinionated prior on the $\\rho$ parameter in the model. These priors pull the $\\alpha$ estimate away from the true data generating process. " ] }, { @@ -1740,7 +1735,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Up to this point, we have looked at posterior summaries of individual parameters, such as the treatment effect $\\alpha$ or the correlation $\\rho$. While these marginal summaries are useful, they can obscure important interactions between parameters. In a structural model, the slope $\\alpha$ does not exist in isolation—its interpretation depends on the joint distribution of the latent errors and the covariates that generate the treatment and outcome.\n", + "Up to this point, we have looked at posterior summaries of individual parameters, such as the treatment effect $\\alpha$ or the correlation $\\rho$. While these marginal summaries are useful, they can obscure important interactions between parameters. In a structural model, the slope $\\alpha$ does not exist in isolation. Its interpretation depends on the joint distribution of the latent errors and the covariates that generate the treatment and outcome.\n", "\n", "The pairwise posterior plots below examine the joint distributions of $\\alpha$ and $\\rho$ and across different prior specifications. Each subplot shows the density of the posterior draws, highlighting how the inferred treatment effect co-varies with the estimated correlation between latent errors. The dashed vertical line marks the true causal effect, and the horizontal line shows the true values. \n", "\n", From 65db0b4ad9158516dd8d07767e42accf25476498 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Tue, 28 Oct 2025 07:11:18 +0000 Subject: [PATCH 14/27] further tidying Signed-off-by: Nathaniel --- .../knowledgebase/structural_causal_models.ipynb | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index c14eb5a2..ce800c43 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -2446,13 +2446,11 @@ "metadata": {}, "source": [ "The forest plot below compares posterior estimates of the treatment effect ($\\alpha$) and the confounding correlation ($\\rho$) across model specifications when \n", - "$\\rho = .6$ in the data-generating process.\n", + "$\\rho = .6$ in the data-generating process. The baseline normal model (which places diffuse priors on all parameters) clearly reflects the presence of endogeneity. Its posterior mean for $\\alpha$ is biased upward relative to the true value of 3, and the estimated $\\rho$ is positive, confirming that the model detects correlation between treatment and outcome disturbances. This behaviour mirrors the familiar bias of OLS under confounding: without structural constraints or informative priors, the model attributes part of the outcome variation caused by unobserved factors to the treatment itself. This inflates and corrupts our treatment effect estimate. \n", "\n", - "The baseline normal model—which places diffuse priors on all parameters—clearly reflects the presence of endogeneity. Its posterior mean for $\\alpha$ is biased upward relative to the true value of 3, and the estimated $\\rho$ is positive, confirming that the model detects correlation between treatment and outcome disturbances. This behaviour mirrors the familiar bias of OLS under confounding: without structural constraints or informative priors, the model attributes part of the outcome variation caused by unobserved factors to the treatment itself.\n", + "By contrast, models that introduce structure through priors—either by tightening the prior range on $\\rho$ or imposing shrinkage on the regression coefficients—perform noticeably better. The tight-$\\rho$ models regularize the latent correlation, effectively limiting the extent to which endogeneity can distort inference, while spike-and-slab and horseshoe priors perform selective shrinkage on the covariates, allowing the model to emphasize variables that genuinely predict the treatment. This helps isolate more valid “instrument-like” components of variation, pulling the posterior of $\\alpha$ closer to the true causal effect. \n", "\n", - "By contrast, models that introduce structure through priors—either by tightening the prior range on $\\rho$ or imposing shrinkage on the regression coefficients—perform noticeably better. The tight-$\\rho$ models regularize the latent correlation, effectively limiting the extent to which endogeneity can distort inference, while spike-and-slab and horseshoe priors perform selective shrinkage on the covariates, allowing the model to emphasize variables that genuinely predict the treatment. This helps isolate more valid “instrument-like” components of variation, pulling the posterior of $\\alpha$ closer to the true causal effect.\n", - "\n", - "The exclusion-restriction specification, which enforces prior beliefs about which covariates affect only the treatment or only the outcome, performs best overall. The imposed restrictions recover both the correct treatment effect and a realistic estimate of residual correlation.\n", + "The exclusion-restriction specification, which enforces prior beliefs about which covariates affect only the treatment or only the outcome, performs well too. The imposed restrictions recover both the correct treatment effect and a tight estimate of residual correlation. It may be wishful thinking that this precise instrument structure is available to an analyst in the applied setting, but instrument variable designs and their imposed exclusion restrictions should be motivated by theory. Where that theory is plausible we can hope for such precise estimates.\n", "\n", "Together, these results illustrate the power of Bayesian joint modelling: even in the presence of confounding, appropriate prior structure enables partial recovery of causal effects. Importantly, the priors do not simply “fix” the bias—they make explicit the trade-offs between flexibility and identification. This transparency is one of the key advantages of Bayesian causal inference over traditional reduced-form methods." ] @@ -2599,7 +2597,9 @@ "\n", "In the baseline normal model, the posteriors of $\\alpha$ and $\\rho$ exhibit a strong negative association: as the inferred residual correlation decreases, the estimated treatment effect increases. This pattern is characteristic of endogeneity. Part of the treatment’s apparent effect on the outcome is actually explained by unobserved factors that simultaneously drive both. The normal model correctly detects confounding but cannot disentangle its consequences without additional structure, leaving the treatment effect biased.\n", "\n", - "Introducing tight-$\\rho$ priors fundamentally changes this relationship. By constraining the allowable range of to moderate values, we effectively impose an analyst’s belief that the degree of confounding, while nonzero, is not overwhelming. This acts as a form of structural regularization: the posterior of $\\alpha$ stabilizes around the true causal effect. In practice, this mirrors what applied analysts often do implicitly — anchoring the model with plausible bounds on endogeneity rather than assuming perfect exogeneity or unbounded correlation." + "One other feature evident from the spike and slab and horseshoe models is that the posterior distribution is somewhat bi-modal. The evidence pulls in two ways. There is not sufficient evidence in the data alone for the model to decisively characterise the $\\rho$ parameter and this induces a schizphrenic posterior distribution in the $\\alpha$ values estimated with these models. \n", + "\n", + "Introducing tight-$\\rho$ priors fundamentally changes this relationship. By constraining the allowable range of to moderate values, we effectively impose an analyst’s belief that the degree of confounding, while nonzero, is not overwhelming. This acts as a form of structural regularization: the posterior of $\\alpha$ stabilizes around the true causal effect. In practice, this mirrors what applied analysts often do implicitly. By imposing a weakly informative prior we anchor the model with plausible bounds on endogeneity rather than assuming perfect exogeneity or unbounded correlation. The preference for weakly informative priors here improves the sampling geometry but also clarifies the theoretical position of the analyst. " ] }, { From 9b27f644147843470e9a243d5566ff8315358f2f Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Tue, 28 Oct 2025 10:53:11 +0000 Subject: [PATCH 15/27] added conclusion Signed-off-by: Nathaniel --- .../structural_causal_models.ipynb | 40 ++++++++++++++----- 1 file changed, 30 insertions(+), 10 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index ce800c43..44cc60a4 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -40,7 +40,7 @@ "\n", "![](../_static/forwards_backwards.png)\n", "\n", - "The important point is that we characterise the plausible worlds by how much structure we learn about in the model specification. The more structure we seek to infer, the more we risk model misspecification, but simultaneously, the more structure we learn the more useful and transparent our conclusions. Contrast this with the simpler case. When we regress an outcome $Y$ on a treatment $T$ and a set of covariates $X$,\n", + "The important point is that we characterise the plausible worlds by how much structure we learn about in the model specification. The more structure we seek to infer, the more we risk model misspecification, but simultaneously, the more structure we learn the more useful and transparent our conclusions. The \"world\" of the model is defined by the graph structure, latent confounders, link functions, measurement models and the implementation of selection mechanisms. Contrast this with the simpler case. When we regress an outcome $Y$ on a treatment $T$ and a set of covariates $X$,\n", "\n", "$$Y = \\alpha T + X \\beta + \\epsilon$$\n", "\n", @@ -2863,7 +2863,9 @@ "\n", "### Causal Identification and Variable Selection\n", "\n", - "Before continuing to the binary case it's worth diving into the role of priors in these structural causal models. Both spike and slab and horseshoe priors were designed to perform automatic variable selection. The spike-and-slab via a latent mixture of near-zero and freely estimated components, and the horseshoe through continuous shrinkage that allows strong predictors to survive while damping weak or spurious ones. Plotting these posteriors vividly illustrates their behavior more clearly than describing it. " + "Before continuing to the binary case it's worth diving into the role of priors in these structural causal models. Both spike and slab and horseshoe priors were designed to perform automatic variable selection. The spike-and-slab via a latent mixture of near-zero and freely estimated components, and the horseshoe through continuous shrinkage that allows strong predictors to survive while damping weak or spurious ones. Ultimately these priors determine the multiplicative weights of the $\\beta$ coefficients in the model. By placing these variable selection priors on the weights, they are calibrated against the data so as to zero-out those variables that are not required. \n", + "\n", + "Plotting these posteriors vividly illustrates their behavior more clearly than describing it. " ] }, { @@ -2893,7 +2895,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This form of Bayesian regularization is crucial when the analyst suspects structural bias—when some covariates may themselves be proxies for unobserved confounders. By letting the model discover and downweight such variables, these priors act as a safeguard against overfitting endogenous structure. Bayesian variable selection is not merely a statistical convenience, but a structural choice about what relationships should be allowed to persist in the causal model. But this behavior should not be mistaken for a _magical salve_ for endogeneity. No prior, however clever, can know which variables are truly exogenous or which exclusion restrictions are defensible. That judgment must come from theory, domain expertise, and a careful causal design. \n", + "This form of Bayesian regularization is crucial when the analyst suspects structural bias i.e. when some covariates may themselves be noise. By letting the model discover and downweight such variables, these priors act as a safeguard against overfitting endogenous structure. Bayesian variable selection is not merely a statistical convenience, but a structural choice about what relationships should be allowed to persist in the causal model. But this behavior should not be mistaken for a _magical salve_ for endogeneity. No prior, however clever, can know which variables are truly exogenous or which exclusion restrictions are defensible. That judgment must come from theory, domain expertise, and a careful causal design. \n", "\n", "Seen this way, these priors are best thought of as complements to theory, not substitutes for it. They are powerful tools for regularization and for exploring the robustness of our inferences, especially in high-dimensional or structurally ambiguous settings. Yet, they should always be deployed with a clear rationale about what the analyst believes to be the relevant sources of variation—and why." ] @@ -2904,7 +2906,7 @@ "source": [ "### The Binary Treatment Case\n", "\n", - "In practice, theory-driven variable selection tends to be more tractable when the treatment is binary. For instance, when a treatment represents a policy adoption, a clinical intervention, or a discrete decision like entering a program or not. In such settings, the causal question is easier to articulate in design terms: What would have happened if this unit had not received the treatment? Because the intervention is categorical, analysts can often draw on institutional knowledge or policy mechanisms to reason about which variables are genuine confounders, which might serve as instruments, and which can be safely excluded. This clarity of design focus makes the binary treatment context an ideal laboratory for contrasting structural Bayesian modeling with the potential outcomes perspective.\n", + "In practice, theory-driven variable selection tends to be more tractable when the treatment is binary. For instance, when a treatment represents a policy adoption, a clinical intervention, or a discrete decision - like entering a program or not. In such settings, the causal question is easier to articulate in design terms: What would have happened if this unit had not received the treatment? Because the intervention is categorical, analysts can often draw on institutional knowledge or policy mechanisms to reason about which variables are genuine confounders, which might serve as instruments, and which can be safely excluded. This clarity of design focus makes the binary treatment context an ideal laboratory for contrasting structural Bayesian modeling with the potential outcomes perspective.\n", "\n", "This also allows us to explore how Bayesian joint modeling connects to the potential outcomes framework, where causal effects are conceptualized not just as slopes in a regression, but as differences in counterfactual predictions.To explore this, we adapt our earlier joint modeling setup to the binary treatment context. The model below replaces the continuous treatment equation with a latent variable formulation that links predictors to a Bernoulli decision through a logistic transformation. The latent variables $U$ and $V$ introduce correlated residuals between the outcome and treatment equations, controlled by a correlation parameter $\\rho$. This setup captures endogenous selection—the idea that unobserved factors may simultaneously influence both the treatment decision and the outcome." ] @@ -3537,9 +3539,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Three of our four approaches successfully recover the true causal effect of 3.0, with tight uncertainty bands and accurate confounding estimates. But when BART enters the outcome equation, the results collapse: the treatment effect estimate drops to near-zero.\n", - "\n", - "This is not a sampling failure—diagnostics show healthy chains, good ESS, and converged r-hat values. The model is doing exactly what we asked it to do. The problem is what we asked the model to do!" + "Three of our four approaches successfully recover the true causal effect of 3.0, with tight uncertainty bands and accurate confounding estimates. But when BART enters the outcome equation, the results collapse: the treatment effect estimate drops to near-zero. This is not a sampling failure. Diagnostics show healthy chains, good ESS, and converged r-hat values. The model is doing exactly what we asked it to do. The problem is what we asked the model to do!" ] }, { @@ -4334,7 +4334,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We will now explore an example with a real data set from the NHEFS study about the effects of quitting smoking on weight. " + "We will now explore an example with a real data set from the NHEFS study about the effects of quitting smoking on weight. Ultimately we will compare our estimates of treatment effects to a well specified and sensible regression model. The goal is not to provide the regression estimate as a source of truth, but to show the reasonable diversity of views we can achieve while aiming to estimate causal impact. " ] }, { @@ -4699,7 +4699,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We now infer the probable parameters conditioned on the observed dats. " + "We now infer the probable parameters conditioned on the synthetic observed dats. That is, we condition our model on the data generated in our forward pass and attempt the backwards inference. Given the synthetic observations what is the most plausible parameterisation of the world-state that generated the data?" ] }, { @@ -4761,6 +4761,13 @@ " idata_sim.extend(pm.sample(random_seed=100, chains=4, tune=2000, draws=500))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The inferential move allows us to accurately recover the focal parameters. " + ] + }, { "cell_type": "code", "execution_count": 25, @@ -5077,7 +5084,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Conclusion" + "The results all indicate a positive effect on weight due to the quitting smoking. They vary slightly in the attributed effect but, interestingly even if we try to zero out the correlation between treatment and outcome the model still implies a higher effect than observed in the simpler regression model. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conclusion\n", + "\n", + "When we specify a Bayesian causal model, we write down a probabilistic program that encodes our beliefs about how data are generated. We must consider which variables influence which, how uncertainty enters, and what invariances we are prepared to assume. Once fitted, the model becomes an _executable nomological machine_: we can run it forward under interventions, perturb its assumptions, and observe the probabilistic consequences. This executable character is what distinguishes structural modelling from purely associational approaches. It allows us to simulate alternative worlds and test the coherence of our causal story, rather than merely report coefficients.\n", + "\n", + "The range of model types in `CausalPy` illustrate that there are a range of such programs. Each program is fit to the world in various ways and appropriate for inference contingent on on how well fit each method is to the world. The sensitivity of our findings to perturbations of the program is an important feature of work in causal inference. The virtue of treating causal models as probabilistic programs is therefore twofold. First, it forces us to articulate the structure of our causal beliefs explicitly — the graphical, functional, and stochastic components that make the model run. Second, it offers a disciplined way to explore what follows from those beliefs under uncertainty. In doing so, Bayesian structural causal inference unites an epistemic modesty with the computational rigor of modern probabilistic programming: each model is a local, provisional machine for generating causal understanding, not a final map of the world fit once and forever.\n", + "\n", + "The discovery of these causal programs and quasi-experimental designs is a genuine achievement of _the credibility revolution_, but we can recognize the value of such programmatic abstractions without mistaking their scope for universality. These designs succeed by bracketing complexity rather than modelling it, allowing us to extract causal signals even when the full data-generating process is unknown or only partially knowable. Causal inference succeeds when we know not only how our models work, but also where they stop working. Every causal model, like every fish tank, is a small world whose regularities we can nurture but never universalize. Our task is not to master the ocean, but to build clear tanks and learn when to change the water." ] } ], From 34e2fe36266e147b731f8897bb31d527dcc42ad0 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Tue, 28 Oct 2025 17:14:45 +0000 Subject: [PATCH 16/27] More sign posting Signed-off-by: Nathaniel --- .../structural_causal_models.ipynb | 38 ++++++++++++++++--- 1 file changed, 32 insertions(+), 6 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 44cc60a4..7717555f 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -32,15 +32,21 @@ "\n", "When we ask \"What is the effect of a medical treatment?\" or \"Does quitting smoking cause weight gain?\" or \"Do job training programs increase earnings?\", we are not simply asking about the treatment itself. We are asking: What world are we operating in? This perspective is more easily seen if you imagine a causal analyst as a pet-shop owner introducing a new fish to one of their many acquariums. The new fish's survival and behavior depend less on its intrinsic properties than on how it fits within this complex, interconnected system. In which tank will the new fish thrive? \n", "\n", - "There are a number of complementary paradigms in the causal inference literature, and in `CausalPy` we have not sought to be advocate for any one view over another. There are valuable lessons to be learned from econometrics, psychology and statistics whether they adopt a DAG or Potential outcomes framing for their causal work. Where the methods are statistically sound and practical we will seek to adopt and evangelise their usage. But in this article we want to focus on the idea of a causal model as a probabilistic program. An inferential routine designed to explicitly yield insights into the effect of some intervention or treatment on an outcome of interest. \n", + "There are a number of complementary paradigms in the causal inference literature, and in `CausalPy` we have not sought to be advocate for any one view over another. There are valuable lessons to be learned from econometrics, psychology and statistics whether they adopt a Pearlian or Potential outcomes framing for their causal work. Where the methods are statistically sound and practical we will seek to adopt and evangelise their usage. But in this article we want to focus on the idea of a causal model as a probabilistic program. An inferential routine designed to explicitly yield insights into the effect of some intervention or treatment on an outcome of interest. \n", "\n", - "Some of the algorithms and routines available in `CausalPy` focus deriving insight from a known environment e.g. stationarity with interrupted time-series, parallel trends in difference-in-differences, positivity in propensity score weighting and strong instruments with instrumental variable designs. These methods rely on stated assumptions or facts about the environment in which the treatment takes place to justify their conclusions as causal claims. In Bayesian structural causal inference the focus is slightly different in that we wish to model both the treatment but also the environment i.e. the fish and the fishtank. In this article we'll outline a species of modelling that tries to infer structural attributes of the environment to underwrite causal claims. \n", + "#### Modelling Worlds and Counterfactual Worlds\n", + "\n", + "Some of the algorithms and routines available in `CausalPy` focus on deriving insight from a known environment e.g. stationarity with interrupted time-series, parallel trends in difference-in-differences, positivity in propensity score weighting and strong instruments with instrumental variable designs. These methods rely on stated assumptions or facts about the environment in which the treatment takes place to justify their conclusions as causal claims. In Bayesian structural causal inference the focus is slightly different in that we wish to model both the treatment but also the environment i.e. the fish and the fishtank. In this article we'll outline a species of modelling that tries to infer structural attributes of the environment to underwrite causal claims. \n", "\n", "This is a two step move in the Bayesian paradigm. First we infer \"backwards\" what is the most plausible state of the world $w$ conditioned on the observable data. Then we assess the probabilistic predictive distribution of treatment and outcome at the plausible range of worlds. \n", "\n", "![](../_static/forwards_backwards.png)\n", "\n", - "The important point is that we characterise the plausible worlds by how much structure we learn about in the model specification. The more structure we seek to infer, the more we risk model misspecification, but simultaneously, the more structure we learn the more useful and transparent our conclusions. The \"world\" of the model is defined by the graph structure, latent confounders, link functions, measurement models and the implementation of selection mechanisms. Contrast this with the simpler case. When we regress an outcome $Y$ on a treatment $T$ and a set of covariates $X$,\n", + "The important point is that we characterise the plausible worlds by how much structure we learn about in the model specification. The more structure we seek to infer, the more we risk model misspecification, but simultaneously, the more structure we learn the more useful and transparent our conclusions. The \"world\" of the model is defined by the graph structure, latent confounders, link functions, measurement models and the implementation of selection mechanisms. Contrast this with the simpler case. \n", + "\n", + "#### Not mere Association\n", + "\n", + "When we regress an outcome $Y$ on a treatment $T$ and a set of covariates $X$,\n", "\n", "$$Y = \\alpha T + X \\beta + \\epsilon$$\n", "\n", @@ -176,6 +182,8 @@ "source": [ "Each simulated observation has a treatment $T$, an outcome $Y$, and a set of covariates $X$ with distinct causal roles. Two covariates influence both the treatment and the outcome—these are the confounders. Two others affect only the treatment and serve as valid instruments. A final covariate affects only the outcome. The treatment and outcome errors are drawn from a correlated bivariate normal distribution, introducing endogeneity through their correlation parameter $\\rho$ . The treatment is exogenous and standard should regression recover the correct effect when $\\rho$ is low; while naive estimates are biased when $\\rho$ is high.\n", "\n", + "#### Confounding Structure\n", + "\n", "The function produces both continuous and binary versions of the treatment and the outcome. This dual design lets us explore two worlds side by side: one where the treatment is a continuous dosage, and another where it is a binary decision. In both cases, the true causal effect of the treatment on the outcome is set to three. Because we know the truth, we can evaluate how well our Bayesian models recover true parameters. Even here you can see that the \"structure\" we impose on the world is abstraction over the concrete mechanisms acting in the world. We bundle the idea of selecting into the treatment as potential for correlation between treatment and outcome. This is a convenient and tractable proxy of a range of concrete settings where there is a risk of selection effects in the real world. \n", "\n", "![](../_static/JOINT_DAG.png)" @@ -376,6 +384,8 @@ "source": [ "We now move from diagnosing bias to building a model that can recover causal effects under controlled conditions. To keep things interpretable, we begin with the unconfounded case, where the treatment and outcome share no latent correlation ($\\rho=0$). This setting lets us isolate what a Bayesian structural model actually does before we expose it to the challenges of endogeneity.\n", "\n", + "#### Joint Modelling and Prior Structure\n", + "\n", "At the heart of our approach is joint modelling: instead of fitting separate regressions for treatment and outcome, we model them together as draws from a joint multivariate distribution. The treatment equation captures how covariates predict exposure, while the outcome equation captures how both treatment and covariates predict the response. By expressing them jointly, we retain the covariance structure between their errors—an essential ingredient for causal inference once we later introduce confounding.\n", "\n", "The model is built using PyMC and organized through the function `make_joint_model()`. Each version shares the same generative logic but differs in how the priors handle variable selection and identification. We can think of these as different “dial settings” for how strongly the model shrinks irrelevant coefficients or searches for valid instruments. Four prior configurations are explored:\n", @@ -393,7 +403,9 @@ "The following code defines the model and instantiates it under several prior choices. The model’s graphical representation, produced by `pm.model_to_graphviz()`, visualizes its structure: covariates feed into both the treatment and the outcome equations, the treatment coefficient $\\alpha$ links them, and the two residuals \n", "$U$ and $V$ are connected through a correlation parameter $\\rho$, which we can freely set to zero or more substantive values. These parameterisations offer us a way to derive insight into the structure of the causal system under study. \n", "\n", - "### Fitting the Continuous Treatment Model" + "### Fitting the Continuous Treatment Model\n", + "\n", + "In this next code block we articulate the joint model for the continuous outcome and continuous treatment variable. " ] }, { @@ -1126,6 +1138,8 @@ "source": [ "This section orchestrates the fitting and sampling workflow for the suite of Bayesian models defined earlier. Having specified several variants of the joint outcome–treatment model—each differing only in its prior structure or treatment of the correlation parameter $\\rho$—we now turn to posterior inference.\n", "\n", + "#### Various Model Specifications\n", + "\n", "The functions `sample_model()`, and `fit_models()` provide a compact, repeatable sampling pipeline. Within the model context, it first draws from the prior predictive distribution, capturing what the model believes about the data before seeing any observations. These are comparable across each of models specified.\n", "We're moving from describing how the data are assumed to arise, to actually learning from the simulated observations. This is the backwards inference step. The output `idata_unconfounded` contains all posterior draws, prior predictive samples, and posterior predictive simulations for every model variant under the assumption of no confounding. This will allow us to compare the inferences achieved under each setting. To gauge which are the most plausible parameterisations of the world-state conditioned on the data and our model-specification." ] @@ -1585,7 +1599,7 @@ "In econometric terms, what we’ve done so far sits squarely within the structural modelling tradition. We’ve written down a joint model for both the treatment and the outcome, specified their stochastic dependencies explicitly, and interpreted the slope $\\alpha$ as a structural parameter — a feature of the data-generating process itself. This parameter has a causal meaning only insofar as the model is correctly specified: if the structural form reflects how the world actually works, \n", "$\\alpha$ recovers the true causal effect. By contrast, reduced-form econometrics focuses less on modelling the underlying mechanisms and more on identifying causal effects through research design — instrumental variables, difference-in-differences, or randomization. Reduced-form approaches avoid the need to specify the joint distribution of unobservables but often sacrifice interpretability: they estimate relationships that are valid for specific interventions or designs, not necessarily structural primitives.\n", "\n", - "### Plotting Treatment Estimates\n", + "#### Comparing Treatment Estimates\n", "\n", "The comparison of models is a form of robustness checks. We want to inspect how consistent our parameter estimates are across different model specifications. " ] @@ -2445,6 +2459,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "#### Comparing Treatment Estimates\n", + "\n", "The forest plot below compares posterior estimates of the treatment effect ($\\alpha$) and the confounding correlation ($\\rho$) across model specifications when \n", "$\\rho = .6$ in the data-generating process. The baseline normal model (which places diffuse priors on all parameters) clearly reflects the presence of endogeneity. Its posterior mean for $\\alpha$ is biased upward relative to the true value of 3, and the estimated $\\rho$ is positive, confirming that the model detects correlation between treatment and outcome disturbances. This behaviour mirrors the familiar bias of OLS under confounding: without structural constraints or informative priors, the model attributes part of the outcome variation caused by unobserved factors to the treatment itself. This inflates and corrupts our treatment effect estimate. \n", "\n", @@ -3539,6 +3555,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "#### Comparing Treatment Estimates\n", + "\n", "Three of our four approaches successfully recover the true causal effect of 3.0, with tight uncertainty bands and accurate confounding estimates. But when BART enters the outcome equation, the results collapse: the treatment effect estimate drops to near-zero. This is not a sampling failure. Diagnostics show healthy chains, good ESS, and converged r-hat values. The model is doing exactly what we asked it to do. The problem is what we asked the model to do!" ] }, @@ -4232,6 +4250,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "#### Conditional Average Treatment Effects\n", + "\n", "The BART-treatment model demonstrated that flexibility in the treatment equation doesn't harm identification. We can also introduce flexibility in how treatment effects vary with covariates, while preserving the interpretability and identifiability of structural parameters? Our `bart_treatment_cate` model allows this by interacting the treatment parameter with the covariates. This explicitly parameterize effect heterogeneity. Unlike BART in the outcome equation (which failed because it absorbed the entire treatment signal), interaction terms allow treatment effects to vary while retaining a structural interpretation. This allows flexibility while retaining identifiability. \n", "\n", "We can see this flexibility by pulling out the ITE (individual treatment effects) estimates, using the potential outcomes imputations. We can compare the ITEs across the `bart_treatment_cate` and `linear_no_bart` models. " @@ -4664,7 +4684,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The model is specified without the observed outcomes deliberately. We feed in the predictor $X$ and now we validate how the model specification can recover accurate treatment effects. We forward sample from the system with known parameters. This generates a synthetic observation data that we will feed back into the model, to condition on data known to have been sampled from this model. This makes use of PyMC's do-syntax. We are intervening on the data generating process to set values of the parameters in the system. " + "The model is specified without the observed outcomes deliberately. We feed in the predictor $X$ and now we validate how the model specification can recover accurate treatment effects.\n", + "\n", + "#### Parameter Recovery\n", + "\n", + "We \"forward\" sample from the system with known parameters. This generates a synthetic observation data that we will feed back into the model, to condition on data known to have been sampled from this model. This makes use of PyMC's do-syntax. We are intervening on the data generating process to set values of the parameters in the system. " ] }, { @@ -4823,6 +4847,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "#### Conditional Update on Observed Data\n", + "\n", "Next we will condition on the actual observed data and apply a range of priors to the $\\rho$ term to test the sensitivity of our findings to prior weights. " ] }, From 878786805b9bc480a00e28a05c5c6f4069ac7c6d Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Wed, 29 Oct 2025 20:02:13 +0000 Subject: [PATCH 17/27] update references and write up Signed-off-by: Nathaniel --- docs/source/knowledgebase/glossary.rst | 3 + .../structural_causal_models.ipynb | 2445 ++++++++++------- docs/source/references.bib | 28 + 3 files changed, 1423 insertions(+), 1053 deletions(-) diff --git a/docs/source/knowledgebase/glossary.rst b/docs/source/knowledgebase/glossary.rst index 1f33df2e..4d971590 100644 --- a/docs/source/knowledgebase/glossary.rst +++ b/docs/source/knowledgebase/glossary.rst @@ -66,6 +66,9 @@ Glossary Pretest-posttest design A quasi-experimental design where the treatment effect is estimated by comparing an outcome measure before and after treatment. + Probabilistic Programming + Probabilistic programming is the practice of expressing statistical using general-purpose programming languages extended with constructs for random variables, probability distributions, and inference. Prominent examples are `PyMC` and `Stan` + Propensity scores An estimate of the probability of adopting a treatment status. Used in re-weighting schemes to balance observational data. diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 7717555f..f0066156 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -32,7 +32,7 @@ "\n", "When we ask \"What is the effect of a medical treatment?\" or \"Does quitting smoking cause weight gain?\" or \"Do job training programs increase earnings?\", we are not simply asking about the treatment itself. We are asking: What world are we operating in? This perspective is more easily seen if you imagine a causal analyst as a pet-shop owner introducing a new fish to one of their many acquariums. The new fish's survival and behavior depend less on its intrinsic properties than on how it fits within this complex, interconnected system. In which tank will the new fish thrive? \n", "\n", - "There are a number of complementary paradigms in the causal inference literature, and in `CausalPy` we have not sought to be advocate for any one view over another. There are valuable lessons to be learned from econometrics, psychology and statistics whether they adopt a Pearlian or Potential outcomes framing for their causal work. Where the methods are statistically sound and practical we will seek to adopt and evangelise their usage. But in this article we want to focus on the idea of a causal model as a probabilistic program. An inferential routine designed to explicitly yield insights into the effect of some intervention or treatment on an outcome of interest. \n", + "There are a number of complementary paradigms in the causal inference literature, and in `CausalPy` we have not sought to be advocate for any one view over another. There are valuable lessons to be learned from econometrics, psychology and statistics whether they adopt a Pearlian or Potential outcomes framing for their causal work. Where the methods are statistically sound and practical we will seek to adopt and evangelise their usage. See {cite:t}`pearl2000causality` or {cite:t}`angrist2009mostly` for more detailed distinctions. In this article we want to focus on the idea of a causal model as a probabilistic program. An inferential routine designed to explicitly yield insights into the effect of some intervention or treatment on an outcome of interest. \n", "\n", "#### Modelling Worlds and Counterfactual Worlds\n", "\n", @@ -42,7 +42,7 @@ "\n", "![](../_static/forwards_backwards.png)\n", "\n", - "The important point is that we characterise the plausible worlds by how much structure we learn about in the model specification. The more structure we seek to infer, the more we risk model misspecification, but simultaneously, the more structure we learn the more useful and transparent our conclusions. The \"world\" of the model is defined by the graph structure, latent confounders, link functions, measurement models and the implementation of selection mechanisms. Contrast this with the simpler case. \n", + "The important point is that we characterise the plausible worlds by how much structure we learn about in the model specification. The more structure we seek to infer, the more we risk model misspecification, but simultaneously, the more structure we learn the more useful and transparent our conclusions. The \"world\" of the model is defined by the graph structure, latent confounders, link functions, measurement models and the implementation of selection mechanisms. A full picture of the data generating process. Contrast this with the simpler case. \n", "\n", "#### Not mere Association\n", "\n", @@ -59,8 +59,7 @@ "\n", "- Measurement uncertainty: Model parameters and predictions have uncertainty not captured by point estimates.\n", "\n", - "Bayesian probabilistic causal inference addresses these challenges by explicitly modelling the data-generating process and quantifying all sources of uncertainty.\n", - "Rather than point estimates, we infer full posterior distributions over causal parameters and even over counterfactual outcomes. Rather than isolating the outcome equation from the treatment equation, we model them together as parts of a single generative system. This approach mirrors how interventions occur in the real world: treatments have causes, and outcomes respond to both those treatments and shared confounders. When we fit such a model, we learn about every component simultaneously—the effect of the treatment, the influence of confounders, and the uncertainty that ties them together. Once fitted, Bayesian models can generate posterior predictive draws for “what if” scenarios. This capacity lets us compute causal estimands like the ATE or individual treatment effects directly from the posterior.\n", + "Many methods conceived in _the credibility revolution_ aimed to overcome these limitations by placing constraints to improve parameter identification under threat of confounding. See See {cite:t}`angrist2009mostly`. Bayesian probabilistic causal inference addresses these challenges by explicitly modelling the data-generating process and quantifying all sources of uncertainty. Rather than point estimates, we infer full posterior distributions over causal parameters and even over counterfactual outcomes. Rather than isolating the outcome equation from the treatment equation, we model them together as parts of a single generative system. This approach mirrors how interventions occur in the real world: treatments have causes, and outcomes respond to both those treatments and shared confounders. When we fit such a model, we learn about every component simultaneously—the effect of the treatment, the influence of confounders, and the uncertainty that ties them together. Once fitted, Bayesian models can generate posterior predictive draws for “what if” scenarios. This capacity lets us compute causal estimands like the ATE or individual treatment effects directly from the posterior.\n", "\n", "In this tutorial, we’ll move step by step from data simulation to Bayesian estimation:\n", "\n", @@ -90,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -193,12 +192,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Additionally, we've allowed that the variables the treatment is not independent of the outcome due to shared predictors. Before introducing the Bayesian machinery, it’s worth revisiting what goes wrong with ordinary least squares when the treatment and outcome share unobserved causes. The following code performs a simple sensitivity experiment: we vary the correlation $\\rho$ between the unobserved treatment and outcome errors and examine how the estimated treatment effect changes." + "In the simulation code and the diagram above we have allowed the treatment and outcome to be predicted by shared variables `X0` and `X1`. These alone are sufficient to induce confounding into the estimation of the treatment on the outcome. We have also allowed `X2`, `X3` are potentially viable instrumental variables for predicting the outcome purged of the confounding effects of `X0` and `X1`. The rest of the variables are either noise or an independent predictor of the outcome. \n", + "\n", + "Before introducing the Bayesian machinery, it’s worth revisiting what goes wrong with ordinary least squares when the treatment and outcome share unobserved causes. The following code performs a simple sensitivity experiment: we vary the correlation $\\rho$ between the unobserved treatment and outcome errors and examine how the estimated treatment effect changes." ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -230,61 +231,61 @@ " \n", " \n", " 0\n", - " -0.967809\n", + " -1.201719\n", " 2.000000\n", " -1.000000\n", " \n", " \n", " 1\n", - " -0.396761\n", - " 2.203657\n", + " -0.351161\n", + " 2.221169\n", " -0.777778\n", " \n", " \n", " 2\n", - " 0.730987\n", - " 2.430423\n", + " 0.766409\n", + " 2.457946\n", " -0.555556\n", " \n", " \n", " 3\n", - " 1.749709\n", - " 2.662076\n", + " 1.644626\n", + " 2.652292\n", " -0.333333\n", " \n", " \n", " 4\n", - " 2.241520\n", - " 2.856044\n", + " 2.712099\n", + " 2.924260\n", " -0.111111\n", " \n", " \n", " 5\n", - " 3.419014\n", - " 3.110280\n", + " 3.441161\n", + " 3.117569\n", " 0.111111\n", " \n", " \n", " 6\n", - " 4.480844\n", - " 3.342901\n", + " 4.347816\n", + " 3.327324\n", " 0.333333\n", " \n", " \n", " 7\n", - " 5.318152\n", - " 3.530133\n", + " 5.243494\n", + " 3.537410\n", " 0.555556\n", " \n", " \n", " 8\n", - " 6.226356\n", - " 3.786272\n", + " 6.258062\n", + " 3.782707\n", " 0.777778\n", " \n", " \n", " 9\n", - " 7.154482\n", + " 7.248784\n", " 4.000000\n", " 1.000000\n", " \n", @@ -294,19 +295,19 @@ ], "text/plain": [ " treatment_effects_binary treatment_effects_continuous rho\n", - "0 -0.967809 2.000000 -1.000000\n", - "1 -0.396761 2.203657 -0.777778\n", - "2 0.730987 2.430423 -0.555556\n", - "3 1.749709 2.662076 -0.333333\n", - "4 2.241520 2.856044 -0.111111\n", - "5 3.419014 3.110280 0.111111\n", - "6 4.480844 3.342901 0.333333\n", - "7 5.318152 3.530133 0.555556\n", - "8 6.226356 3.786272 0.777778\n", - "9 7.154482 4.000000 1.000000" + "0 -1.201719 2.000000 -1.000000\n", + "1 -0.351161 2.221169 -0.777778\n", + "2 0.766409 2.457946 -0.555556\n", + "3 1.644626 2.652292 -0.333333\n", + "4 2.712099 2.924260 -0.111111\n", + "5 3.441161 3.117569 0.111111\n", + "6 4.347816 3.327324 0.333333\n", + "7 5.243494 3.537410 0.555556\n", + "8 6.258062 3.782707 0.777778\n", + "9 7.248784 4.000000 1.000000" ] }, - "execution_count": 32, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -347,12 +348,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -410,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -422,518 +423,518 @@ "\n", "\n", - "\n", + "\n", "\n", - "\n", + "\n", "\n", "clusterbeta_outcome (9)\n", - "\n", - "beta_outcome (9)\n", + "\n", + "beta_outcome (9)\n", "\n", "\n", "cluster9\n", - "\n", - "9\n", + "\n", + "9\n", "\n", "\n", "clusterbeta_treatment (9)\n", - "\n", - "beta_treatment (9)\n", + "\n", + "beta_treatment (9)\n", "\n", "\n", "cluster2500 x 9\n", - "\n", - "2500 x 9\n", + "\n", + "2500 x 9\n", "\n", "\n", "cluster2500 x 2\n", - "\n", - "2500 x 2\n", + "\n", + "2500 x 2\n", "\n", "\n", "cluster2500\n", - "\n", - "2500\n", + "\n", + "2500\n", "\n", - "\n", + "\n", "\n", - "sigma_U\n", - "\n", - "sigma_U\n", - "~\n", - "Exponential\n", - "\n", - "\n", - "\n", - "var_Y\n", - "\n", - "var_Y\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "sigma_U->var_Y\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "cov_YD\n", - "\n", - "cov_YD\n", - 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"X_data->mu_treatment\n", - "\n", - "\n", + "\n", + "X_data\n", + "~\n", + "Data\n", "\n", "\n", - "\n", + "\n", "X_data->mu_outcome\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "X_data->mu_treatment\n", + "\n", + "\n", "\n", "\n", "\n", "observed\n", - "\n", - "observed\n", - "~\n", - "Data\n", + "\n", + "observed\n", + "~\n", + "Data\n", "\n", "\n", "\n", "likelihood->observed\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "mu_outcome->likelihood\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "mu_treatment->likelihood\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "mu_treatment->mu_outcome\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "mu_outcome->likelihood\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 34, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -1166,7 +1167,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c753abf21faf42ceafbff0428f3462d9", + "model_id": "51ec55e391874c0391e316c13fd582e1", "version_major": 2, "version_minor": 0 }, @@ -1191,15 +1192,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 394 seconds.\n", - "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 375 seconds.\n", + "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1de61d9511304256b6f526e361352f9c", + "model_id": "1e996298617d47fb87d89e7e3d58e950", "version_major": 2, "version_minor": 0 }, @@ -1233,7 +1234,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "7f64a9f8abb346a28f65e1071cf3de52", + "model_id": "ada10af449914e08a017c4629ce7c4c3", "version_major": 2, "version_minor": 0 }, @@ -1258,14 +1259,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 149 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 154 seconds.\n", + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "dc7bdb7b7b8d488ebc3b0bbc5238a867", + "model_id": "e8c54266a60c4d8fac7016116e612fcb", "version_major": 2, "version_minor": 0 }, @@ -1299,7 +1301,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "71486e25aee14e61b6b4aa6df202733d", + "model_id": "1b69751a5de845bc9601bc3224e15a3b", "version_major": 2, "version_minor": 0 }, @@ -1324,14 +1326,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 91 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 89 seconds.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d4b6dbc987d14d78a9b8ffb636150f5a", + "model_id": "9a72bd4f4b9c4f6cbed15283e0ba095c", "version_major": 2, "version_minor": 0 }, @@ -1365,7 +1367,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "edeab9daa44842249ab50fdff59a315a", + "model_id": "65c0c8f89a0b4ca595b49d07fc4e35fc", "version_major": 2, "version_minor": 0 }, @@ -1391,13 +1393,14 @@ "output_type": "stream", "text": [ "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 120 seconds.\n", + "There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "dbbb5a358c7f4605a600d16b209b4dec", + "model_id": "81c4d0eaf39c4c37be2a495bdef8495e", "version_major": 2, "version_minor": 0 }, @@ -1431,7 +1434,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "be38126c70c5498db603ba46bff6d028", + "model_id": "ecd4fcc178f64c999db99e7ed5c588f4", "version_major": 2, "version_minor": 0 }, @@ -1456,15 +1459,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 86 seconds.\n", - "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 90 seconds.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0bb64a362e234f83bf7c82b2c2eb8993", + "model_id": "d5a185e1f9774750bffda60e0b3ba204", "version_major": 2, "version_minor": 0 }, @@ -1498,7 +1500,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5b8f0df5e55d4a33b9f2bacf1dc011dd", + "model_id": "6c1c59265cd34e20bd953e5670c1daba", "version_major": 2, "version_minor": 0 }, @@ -1523,17 +1525,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 371 seconds.\n", - "There were 8 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", - "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 387 seconds.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b22d369559a74af5bc5158301c21034a", + "model_id": "1b3ebb75bc2a4906938906b9d59398de", "version_major": 2, "version_minor": 0 }, @@ -1559,7 +1558,15 @@ "def sample_model(model, fit_kwargs):\n", " with model:\n", " idata = pm.sample_prior_predictive()\n", - " idata.extend(pm.sample(draws=1000, tune=2000, target_accept=0.95, **fit_kwargs))\n", + " idata.extend(\n", + " pm.sample(\n", + " draws=1000,\n", + " tune=2000,\n", + " target_accept=0.95,\n", + " **fit_kwargs,\n", + " idata_kwargs={\"log_likelihood\": True},\n", + " )\n", + " )\n", " idata.extend(pm.sample_posterior_predictive(idata))\n", " return idata\n", "\n", @@ -1597,7 +1604,15 @@ "Before examining how different priors shape inference, it’s useful to clarify what our models are actually estimating. Each specification—spike-and-slab, horseshoe, exclusion restriction, and the others—ultimately targets the same estimand: the slope $\\alpha$ that captures how changes in the continuous treatment $T$ shift the expected outcome $Y$. In this setup, $\\alpha$ functions as a regression coefficient within the structural equation of our joint model. \n", "\n", "In econometric terms, what we’ve done so far sits squarely within the structural modelling tradition. We’ve written down a joint model for both the treatment and the outcome, specified their stochastic dependencies explicitly, and interpreted the slope $\\alpha$ as a structural parameter — a feature of the data-generating process itself. This parameter has a causal meaning only insofar as the model is correctly specified: if the structural form reflects how the world actually works, \n", - "$\\alpha$ recovers the true causal effect. By contrast, reduced-form econometrics focuses less on modelling the underlying mechanisms and more on identifying causal effects through research design — instrumental variables, difference-in-differences, or randomization. Reduced-form approaches avoid the need to specify the joint distribution of unobservables but often sacrifice interpretability: they estimate relationships that are valid for specific interventions or designs, not necessarily structural primitives.\n", + "$\\alpha$ recovers the true causal effect. By contrast, reduced-form econometrics focuses less on modelling the underlying mechanisms and more on identifying causal effects through observable associations research design — instrumental variables, difference-in-differences, or randomization. Reduced-form approaches avoid the need to specify the joint distribution of unobservables but often sacrifice interpretability: they estimate relationships that are valid for specific interventions or designs, not necessarily structural primitives.\n", + "\n", + ":::{admonition} Reduced Forms and Structural Modelling\n", + ":class: tip\n", + "\n", + "The canonical example of a reduced form modelling strategy stems from econometrics where the system of interest was a set of simultaneous equations. The equations tried to model supply and demand as a function of price. However the quantities of supply and demand also determine the price value in a competitive market place. The \"structural relationships\" between supply and price are the focal interest of the economist, but because they are mututally determined the system is hard to solve as stated. Instead, the economists realised that an algebraic transformation would allow them to solve the \"reduced form\" of the simultaneous equations. The usage of the term is somewhat muddled, but generally when we use it we mean to say that we've transformed the system of interest to estimate the focal parameters by primarily leveraging observable data. Eschewing \"theory driven\" model specifications in favour of models with precise _identifiable estimands_, reduced form modelling has an aesthetic and conservative commitment to minimalist assumptions. It is for this minimalist preference that they are typically contrasted with structural models that aim to express the \"fuller\" data generating process. For richer discussion in this vein see {cite:t}`hansenEconometrics` or {cite:t}`aronowFoundations`. \n", + "\n", + "\n", + ":::\n", "\n", "#### Comparing Treatment Estimates\n", "\n", @@ -1607,11 +1622,15 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { - "image/png": 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" ] @@ -1674,7 +1693,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1798,151 +1817,151 @@ "
\n", " rho_tight\n", " alpha\n", - " 2.449\n", - " 0.258\n", - " 1.989\n", - " 2.945\n", - " 0.008\n", - " 0.006\n", - " 1059.0\n", - " 1340.0\n", + " 2.441\n", + " 0.267\n", + " 1.991\n", + " 2.955\n", + " 0.010\n", + " 0.010\n", + " 744.0\n", + " 838.0\n", " 1.01\n", "
\n", "
\n", " rho\n", - " 0.459\n", - " 0.167\n", - " 0.159\n", - " 0.788\n", - " 0.005\n", + " 0.464\n", + " 0.170\n", + " 0.133\n", + " 0.766\n", + " 0.006\n", " 0.003\n", - " 1055.0\n", - " 1354.0\n", + " 745.0\n", + " 798.0\n", " 1.01\n", "
\n", "
\n", " normal\n", " alpha\n", - " 3.059\n", - " 0.426\n", - " 2.232\n", - " 3.797\n", + " 3.056\n", + " 0.425\n", + " 2.275\n", + " 3.910\n", " 0.021\n", - " 0.015\n", - " 405.0\n", - " 643.0\n", + " 0.013\n", + " 430.0\n", + " 662.0\n", " 1.01\n", "
\n", "
\n", " rho\n", - " -0.061\n", - " 0.356\n", - " -0.665\n", - " 0.583\n", + " -0.058\n", + " 0.355\n", + " -0.722\n", + " 0.547\n", " 0.017\n", " 0.008\n", - " 405.0\n", - " 652.0\n", + " 431.0\n", + " 690.0\n", " 1.01\n", "
\n", "
\n", " spike_slab\n", " alpha\n", - " 3.023\n", - " 0.124\n", - " 2.801\n", - " 3.254\n", - " 0.003\n", - " 0.003\n", - " 1669.0\n", - " 1622.0\n", + " 3.021\n", + " 0.140\n", + " 2.777\n", + " 3.283\n", + " 0.007\n", + " 0.014\n", + " 781.0\n", + " 470.0\n", " 1.00\n", "
\n", "
\n", " rho\n", - " -0.033\n", - " 0.125\n", - " -0.273\n", - " 0.189\n", - " 0.003\n", - " 0.003\n", - " 1668.0\n", - " 1512.0\n", + " -0.031\n", + " 0.138\n", + " -0.283\n", + " 0.233\n", + " 0.006\n", + " 0.009\n", + " 787.0\n", + " 455.0\n", " 1.00\n", "
\n", "
\n", " horseshoe\n", " alpha\n", - " 3.133\n", - " 0.220\n", - " 2.767\n", - " 3.633\n", - " 0.012\n", + " 3.148\n", + " 0.237\n", + " 2.783\n", + " 3.705\n", " 0.013\n", - " 478.0\n", - " 225.0\n", + " 0.012\n", + " 460.0\n", + " 303.0\n", " 1.01\n", "
\n", "
\n", " rho\n", - " -0.135\n", - " 0.197\n", - " -0.578\n", - " 0.197\n", - " 0.010\n", + " -0.147\n", + " 0.210\n", + " -0.615\n", + " 0.189\n", + " 0.011\n", " 0.008\n", - " 477.0\n", - " 225.0\n", + " 461.0\n", + " 316.0\n", " 1.01\n", "
\n", "
\n", " exclusion_restriction\n", " alpha\n", - " 3.024\n", - " 0.115\n", - " 2.808\n", - " 3.231\n", + " 3.019\n", + " 0.117\n", + " 2.798\n", + " 3.234\n", " 0.003\n", - " 0.002\n", - " 1787.0\n", - " 1680.0\n", + " 0.003\n", + " 1445.0\n", + " 1258.0\n", " 1.00\n", "
\n", "
\n", " rho\n", - " -0.035\n", - " 0.118\n", - " -0.249\n", - " 0.185\n", + " -0.030\n", + " 0.119\n", + " -0.257\n", + " 0.182\n", " 0.003\n", - " 0.002\n", - " 1798.0\n", - " 1645.0\n", + " 0.003\n", + " 1464.0\n", + " 1411.0\n", " 1.00\n", "
\n", "
\n", " tight_rho_spike_slab\n", " alpha\n", - " 2.829\n", - " 0.147\n", - " 2.579\n", - " 3.068\n", + " 2.825\n", + " 0.148\n", + " 2.553\n", + " 3.070\n", " 0.008\n", - " 0.013\n", - " 662.0\n", - " 286.0\n", + " 0.010\n", + " 590.0\n", + " 364.0\n", " 1.00\n", "
\n", "
\n", " rho\n", - " 0.160\n", - " 0.129\n", - " -0.091\n", - " 0.378\n", + " 0.164\n", + " 0.131\n", + " -0.071\n", + " 0.420\n", " 0.006\n", - " 0.008\n", - " 667.0\n", - " 288.0\n", + " 0.007\n", + " 596.0\n", + " 347.0\n", " 1.00\n", "
\n", " \n", @@ -1951,32 +1970,32 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean \\\n", - "rho_tight alpha 2.449 0.258 1.989 2.945 0.008 \n", - " rho 0.459 0.167 0.159 0.788 0.005 \n", - "normal alpha 3.059 0.426 2.232 3.797 0.021 \n", - " rho -0.061 0.356 -0.665 0.583 0.017 \n", - "spike_slab alpha 3.023 0.124 2.801 3.254 0.003 \n", - " rho -0.033 0.125 -0.273 0.189 0.003 \n", - "horseshoe alpha 3.133 0.220 2.767 3.633 0.012 \n", - " rho -0.135 0.197 -0.578 0.197 0.010 \n", - "exclusion_restriction alpha 3.024 0.115 2.808 3.231 0.003 \n", - " rho -0.035 0.118 -0.249 0.185 0.003 \n", - "tight_rho_spike_slab alpha 2.829 0.147 2.579 3.068 0.008 \n", - " rho 0.160 0.129 -0.091 0.378 0.006 \n", + "rho_tight alpha 2.441 0.267 1.991 2.955 0.010 \n", + " rho 0.464 0.170 0.133 0.766 0.006 \n", + "normal alpha 3.056 0.425 2.275 3.910 0.021 \n", + " rho -0.058 0.355 -0.722 0.547 0.017 \n", + "spike_slab alpha 3.021 0.140 2.777 3.283 0.007 \n", + " rho -0.031 0.138 -0.283 0.233 0.006 \n", + "horseshoe alpha 3.148 0.237 2.783 3.705 0.013 \n", + " rho -0.147 0.210 -0.615 0.189 0.011 \n", + "exclusion_restriction alpha 3.019 0.117 2.798 3.234 0.003 \n", + " rho -0.030 0.119 -0.257 0.182 0.003 \n", + "tight_rho_spike_slab alpha 2.825 0.148 2.553 3.070 0.008 \n", + " rho 0.164 0.131 -0.071 0.420 0.006 \n", "\n", " mcse_sd ess_bulk ess_tail r_hat \n", - "rho_tight alpha 0.006 1059.0 1340.0 1.01 \n", - " rho 0.003 1055.0 1354.0 1.01 \n", - "normal alpha 0.015 405.0 643.0 1.01 \n", - " rho 0.008 405.0 652.0 1.01 \n", - "spike_slab alpha 0.003 1669.0 1622.0 1.00 \n", - " rho 0.003 1668.0 1512.0 1.00 \n", - "horseshoe alpha 0.013 478.0 225.0 1.01 \n", - " rho 0.008 477.0 225.0 1.01 \n", - "exclusion_restriction alpha 0.002 1787.0 1680.0 1.00 \n", - " rho 0.002 1798.0 1645.0 1.00 \n", - "tight_rho_spike_slab alpha 0.013 662.0 286.0 1.00 \n", - " rho 0.008 667.0 288.0 1.00 " + "rho_tight alpha 0.010 744.0 838.0 1.01 \n", + " rho 0.003 745.0 798.0 1.01 \n", + "normal alpha 0.013 430.0 662.0 1.01 \n", + " rho 0.008 431.0 690.0 1.01 \n", + "spike_slab alpha 0.014 781.0 470.0 1.00 \n", + " rho 0.009 787.0 455.0 1.00 \n", + "horseshoe alpha 0.012 460.0 303.0 1.01 \n", + " rho 0.008 461.0 316.0 1.01 \n", + "exclusion_restriction alpha 0.003 1445.0 1258.0 1.00 \n", + " rho 0.003 1464.0 1411.0 1.00 \n", + "tight_rho_spike_slab alpha 0.010 590.0 364.0 1.00 \n", + " rho 0.007 596.0 347.0 1.00 " ] }, "execution_count": 9, @@ -2013,7 +2032,156 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The table highlights the model's sensitivity to priors. Sparse priors, like spike-and-slab and horseshoe, can slightly shrink coefficients and influence the posterior spread, particularly for $\\rho$, but strong priors directly on $\\rho$ can negatively impact the estimation routine. especially when there is no true correlation. This is not a flaw. It is a feature. In practical settings, treatments and outcomes are often correlated due to unobserved confounding, measurement error, or endogenous selection. For example, in a health economics study, patients who choose a particular therapy may do so because of unobserved health determinents that also influence recovery—such as risk tolerance, underlying severity, or access to informal support. In labor economics, higher wages may appear to cause greater job satisfaction, but workers who are more motivated or more socially connected might self-select into higher-paying jobs, creating correlation between the unobserved determinants of treatment and outcome By exposing the model to different prior assumptions, we can probe how strong beliefs about sparsity or instrument validity propagate into causal estimates.\n", + "Similarly we can compare the models on holistic performance measures like leave-one-out cross validation. Note however, that the primary purpose here is to showcase sensitivity of the parameter of interest to model specifications. We're not necessarily seeking to enshrine one model as the best. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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rankelpd_loop_looelpd_diffweightsedsewarningscale
horseshoe0-12664.97080817.5371080.0000005.348715e-1750.5109290.000000Falselog
rho_tight1-12665.34094720.8049850.3701394.603365e-0150.4669212.360654Falselog
normal2-12665.48558020.9611340.5147720.000000e+0050.4821972.358517Falselog
spike_and_slab3-12665.66530515.3691610.6944971.606562e-0150.5259451.331506Falselog
rho_tight_spike_slab4-12665.77371615.0983410.8029082.964150e-0150.4942251.938461Falselog
exclusion5-12666.34227818.8963041.3714708.259237e-0250.5469772.784516Falselog
\n", + "
" + ], + "text/plain": [ + " rank elpd_loo p_loo elpd_diff weight \\\n", + "horseshoe 0 -12664.970808 17.537108 0.000000 5.348715e-17 \n", + "rho_tight 1 -12665.340947 20.804985 0.370139 4.603365e-01 \n", + "normal 2 -12665.485580 20.961134 0.514772 0.000000e+00 \n", + "spike_and_slab 3 -12665.665305 15.369161 0.694497 1.606562e-01 \n", + "rho_tight_spike_slab 4 -12665.773716 15.098341 0.802908 2.964150e-01 \n", + "exclusion 5 -12666.342278 18.896304 1.371470 8.259237e-02 \n", + "\n", + " se dse warning scale \n", + "horseshoe 50.510929 0.000000 False log \n", + "rho_tight 50.466921 2.360654 False log \n", + "normal 50.482197 2.358517 False log \n", + "spike_and_slab 50.525945 1.331506 False log \n", + "rho_tight_spike_slab 50.494225 1.938461 False log \n", + "exclusion 50.546977 2.784516 False log " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "compare_df = az.compare(idata_unconfounded)\n", + "compare_df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The tables highlights the model's sensitivity to priors. Sparse priors, like spike-and-slab and horseshoe, can slightly shrink coefficients and influence the posterior spread, particularly for $\\rho$, but strong priors directly on $\\rho$ can negatively impact the estimation routine. especially when there is no true correlation. This is not a flaw. It is a feature. In practical settings, treatments and outcomes are often correlated due to unobserved confounding, measurement error, or endogenous selection. For example, in a health economics study, patients who choose a particular therapy may do so because of unobserved health determinents that also influence recovery—such as risk tolerance, underlying severity, or access to informal support. In labor economics, higher wages may appear to cause greater job satisfaction, but workers who are more motivated or more socially connected might self-select into higher-paying jobs, creating correlation between the unobserved determinants of treatment and outcome By exposing the model to different prior assumptions, we can probe how strong beliefs about sparsity or instrument validity propagate into causal estimates.\n", "\n", "In other words, prior sensitivity is a diagnostic tool as much as a regularization mechanism. When $\\rho$ is expected to be nonzero i.e. in observational studies with likely latent confounding, then explicitly modelling its distribution becomes crucial. The unconfounded case, therefore, serves as a baseline: it confirms that our joint Bayesian model can recover true parameters when the world is simple, while setting the stage for exploring more realistic, confounded scenarios where these structural dependencies must be handled carefully." ] @@ -2041,7 +2209,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "tags": [ "hide-output" @@ -2061,7 +2229,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c8ebd2cde84b417bb34202c7a21a48e9", + "model_id": "34fddd2afe3d4f21a4b1510fe772da4c", "version_major": 2, "version_minor": 0 }, @@ -2086,8 +2254,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 471 seconds.\n", - "There were 4 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 487 seconds.\n", + "There were 8 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [likelihood]\n" @@ -2096,7 +2264,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f07b44d4d34e4a4eb5ea3cf588a77d8e", + "model_id": "141e2c6876444684b4c5b16a4eec42f1", "version_major": 2, "version_minor": 0 }, @@ -2130,7 +2298,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "7fc9237047764081b395a8c08c230499", + "model_id": "a73102152bec4c998773ee38bb814972", "version_major": 2, "version_minor": 0 }, @@ -2155,14 +2323,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 258 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 255 seconds.\n", + "There were 6 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3158619f87214575a002ead412a9f806", + "model_id": "711dad8f55a347aa9aabbe985509f87b", "version_major": 2, "version_minor": 0 }, @@ -2196,7 +2366,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "7f13beceddbc476293a1e90e18a21de8", + "model_id": "8e5e02a6d1ed4f5e960011b28001edee", "version_major": 2, "version_minor": 0 }, @@ -2221,15 +2391,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 144 seconds.\n", - "There were 9 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 135 seconds.\n", + "There were 7 divergences after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a25635bb3e9f4fffafdac410c754d2c8", + "model_id": "8940d062ac764b86abb74d0384ab72f6", "version_major": 2, "version_minor": 0 }, @@ -2263,7 +2433,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "217c12da5eea4a818e149c95f893fc32", + "model_id": "9ffdb33b1cf4425284cee1790268afb0", "version_major": 2, "version_minor": 0 }, @@ -2288,15 +2458,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 131 seconds.\n", - "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 139 seconds.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bda5bde201434d4e8add7f61684368b8", + "model_id": "fc53eb6f7f57445cbccc4a30ddc93abf", "version_major": 2, "version_minor": 0 }, @@ -2330,7 +2499,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "26437f67fd5a4bd7a93d26de9f9553cc", + "model_id": "4c16bf5c685b4549b8d6583e00e292f0", "version_major": 2, "version_minor": 0 }, @@ -2355,14 +2524,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 98 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 101 seconds.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "611e8b47ad854b55b65ffcee18ed3649", + "model_id": "9c8e2650c561447ebb6be2eb560f0690", "version_major": 2, "version_minor": 0 }, @@ -2396,7 +2565,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f5e1845d600f4fb086fe369a83b4e8ed", + "model_id": "a47aa28bf20a48a493fa3bd141340166", "version_major": 2, "version_minor": 0 }, @@ -2421,15 +2590,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 453 seconds.\n", - "There were 12 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 467 seconds.\n", + "There were 10 divergences after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0489db0351a04d85b86df6c93c46f2ee", + "model_id": "78eba117a75649ed92a9c918b0d57964", "version_major": 2, "version_minor": 0 }, @@ -2455,6 +2624,155 @@ "idata_confounded = fit_models(fit_kwargs, models_confounded)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can again compare these models on predictive performance measures, but the real focus is on the success of the causal identification within these model specifications. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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rankelpd_loop_looelpd_diffweightsedsewarningscale
rho_tight_spike_slab0-12101.18143612.9182190.0000001.000000e+0050.3974850.000000Falselog
spike_and_slab1-12101.68234513.6713510.5009090.000000e+0050.4002170.359948Falselog
horseshoe2-12102.71375416.7721091.5323181.799291e-1650.3879381.504941Falselog
rho_tight3-12105.03554020.8156793.8541040.000000e+0050.3003122.771039Falselog
normal4-12105.10604520.8940303.9246091.863799e-1650.3326892.738899Falselog
exclusion5-12105.11505718.8937933.9336210.000000e+0050.3024042.580116Falselog
\n", + "
" + ], + "text/plain": [ + " rank elpd_loo p_loo elpd_diff weight \\\n", + "rho_tight_spike_slab 0 -12101.181436 12.918219 0.000000 1.000000e+00 \n", + "spike_and_slab 1 -12101.682345 13.671351 0.500909 0.000000e+00 \n", + "horseshoe 2 -12102.713754 16.772109 1.532318 1.799291e-16 \n", + "rho_tight 3 -12105.035540 20.815679 3.854104 0.000000e+00 \n", + "normal 4 -12105.106045 20.894030 3.924609 1.863799e-16 \n", + "exclusion 5 -12105.115057 18.893793 3.933621 0.000000e+00 \n", + "\n", + " se dse warning scale \n", + "rho_tight_spike_slab 50.397485 0.000000 False log \n", + "spike_and_slab 50.400217 0.359948 False log \n", + "horseshoe 50.387938 1.504941 False log \n", + "rho_tight 50.300312 2.771039 False log \n", + "normal 50.332689 2.738899 False log \n", + "exclusion 50.302404 2.580116 False log " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "compare_df = az.compare(idata_confounded)\n", + "compare_df" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -2473,12 +2791,16 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, + "execution_count": 13, + "metadata": { + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { - "image/png": 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" ] @@ -2525,7 +2847,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": { "tags": [ "hide-input" @@ -2534,7 +2856,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -2613,14 +2935,14 @@ "\n", "In the baseline normal model, the posteriors of $\\alpha$ and $\\rho$ exhibit a strong negative association: as the inferred residual correlation decreases, the estimated treatment effect increases. This pattern is characteristic of endogeneity. Part of the treatment’s apparent effect on the outcome is actually explained by unobserved factors that simultaneously drive both. The normal model correctly detects confounding but cannot disentangle its consequences without additional structure, leaving the treatment effect biased.\n", "\n", - "One other feature evident from the spike and slab and horseshoe models is that the posterior distribution is somewhat bi-modal. The evidence pulls in two ways. There is not sufficient evidence in the data alone for the model to decisively characterise the $\\rho$ parameter and this induces a schizphrenic posterior distribution in the $\\alpha$ values estimated with these models. \n", + "One other feature evident from the spike and slab and horseshoe models is that the posterior distribution is somewhat bi-modal. The evidence pulls in two ways. There is not sufficient evidence in the data alone for the model to decisively characterise the $\\rho$ parameter and this induces a schizophrenic posterior distribution in the $\\alpha$ values estimated with these models. In other words, the posterior appears bi-modal. There are multiple centres of mass in the probability distribution representing a kind of indecision or oscillation between two views of the world.\n", "\n", "Introducing tight-$\\rho$ priors fundamentally changes this relationship. By constraining the allowable range of to moderate values, we effectively impose an analyst’s belief that the degree of confounding, while nonzero, is not overwhelming. This acts as a form of structural regularization: the posterior of $\\alpha$ stabilizes around the true causal effect. In practice, this mirrors what applied analysts often do implicitly. By imposing a weakly informative prior we anchor the model with plausible bounds on endogeneity rather than assuming perfect exogeneity or unbounded correlation. The preference for weakly informative priors here improves the sampling geometry but also clarifies the theoretical position of the analyst. " ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -2660,152 +2982,152 @@ " \n", " rho_tight\n", " alpha\n", - " 3.088\n", - " 0.258\n", - " 2.610\n", - " 3.532\n", - " 0.011\n", - " 0.011\n", - " 685.0\n", - " 697.0\n", + " 3.092\n", + " 0.256\n", + " 2.638\n", + " 3.545\n", + " 0.009\n", + " 0.008\n", + " 833.0\n", + " 983.0\n", " 1.00\n", " \n", " \n", " rho\n", - " 0.510\n", - " 0.174\n", - " 0.159\n", - " 0.805\n", + " 0.508\n", + " 0.176\n", + " 0.165\n", + " 0.813\n", " 0.006\n", " 0.003\n", - " 688.0\n", - " 695.0\n", + " 839.0\n", + " 1000.0\n", " 1.00\n", " \n", " \n", " normal\n", " alpha\n", - " 3.578\n", - " 0.349\n", - " 2.912\n", - " 4.233\n", - " 0.016\n", - " 0.010\n", - " 459.0\n", - " 745.0\n", - " 1.01\n", + " 3.533\n", + " 0.407\n", + " 2.699\n", + " 4.237\n", + " 0.019\n", + " 0.012\n", + " 486.0\n", + " 695.0\n", + " 1.00\n", " \n", " \n", " rho\n", - " 0.029\n", - " 0.358\n", - " -0.601\n", - " 0.675\n", - " 0.017\n", - " 0.007\n", - " 459.0\n", - " 755.0\n", - " 1.01\n", + " 0.074\n", + " 0.394\n", + " -0.607\n", + " 0.762\n", + " 0.018\n", + " 0.008\n", + " 487.0\n", + " 679.0\n", + " 1.00\n", " \n", " \n", " spike_slab\n", " alpha\n", - " 3.311\n", - " 0.478\n", - " 2.584\n", - " 3.959\n", - " 0.057\n", - " 0.006\n", - " 93.0\n", - " 1076.0\n", - " 1.03\n", + " 3.127\n", + " 0.462\n", + " 2.543\n", + " 3.952\n", + " 0.047\n", + " 0.018\n", + " 123.0\n", + " 592.0\n", + " 1.05\n", " \n", " \n", " rho\n", - " 0.247\n", - " 0.451\n", - " -0.383\n", - " 0.804\n", - " 0.056\n", - " 0.007\n", - " 94.0\n", - " 1143.0\n", - " 1.03\n", + " 0.412\n", + " 0.415\n", + " -0.351\n", + " 0.822\n", + " 0.043\n", + " 0.020\n", + " 124.0\n", + " 609.0\n", + " 1.05\n", " \n", " \n", " horseshoe\n", " alpha\n", - " 3.410\n", - " 0.405\n", - " 2.698\n", - " 3.989\n", - " 0.021\n", + " 3.412\n", + " 0.406\n", + " 2.716\n", + " 3.991\n", + " 0.020\n", " 0.006\n", - " 412.0\n", - " 1357.0\n", - " 1.00\n", + " 439.0\n", + " 1413.0\n", + " 1.01\n", " \n", " \n", " rho\n", - " 0.175\n", - " 0.394\n", + " 0.171\n", + " 0.395\n", " -0.391\n", - " 0.781\n", + " 0.783\n", " 0.020\n", " 0.004\n", - " 413.0\n", - " 1355.0\n", - " 1.00\n", + " 440.0\n", + " 1365.0\n", + " 1.01\n", " \n", " \n", " exclusion_restriction\n", " alpha\n", - " 2.769\n", - " 0.147\n", - " 2.508\n", - " 3.046\n", + " 2.766\n", + " 0.152\n", + " 2.486\n", + " 3.058\n", " 0.004\n", " 0.003\n", - " 1503.0\n", - " 1807.0\n", + " 1241.0\n", + " 1486.0\n", " 1.00\n", " \n", " \n", " rho\n", - " 0.716\n", - " 0.060\n", - " 0.600\n", - " 0.825\n", + " 0.717\n", + " 0.062\n", + " 0.603\n", + " 0.833\n", " 0.002\n", " 0.001\n", - " 1509.0\n", - " 1871.0\n", + " 1273.0\n", + " 1519.0\n", " 1.00\n", " \n", " \n", " tight_rho_spike_slab\n", " alpha\n", - " 2.838\n", - " 0.220\n", - " 2.428\n", - " 3.238\n", - " 0.008\n", - " 0.005\n", - " 686.0\n", - " 1389.0\n", - " 1.00\n", + " 2.844\n", + " 0.216\n", + " 2.453\n", + " 3.248\n", + " 0.007\n", + " 0.004\n", + " 952.0\n", + " 1764.0\n", + " 1.01\n", " \n", " \n", " rho\n", - " 0.674\n", - " 0.109\n", - " 0.461\n", - " 0.848\n", + " 0.671\n", + " 0.112\n", + " 0.450\n", + " 0.844\n", " 0.004\n", " 0.002\n", - " 692.0\n", - " 1233.0\n", - " 1.00\n", + " 958.0\n", + " 1841.0\n", + " 1.01\n", " \n", " \n", "\n", @@ -2813,35 +3135,35 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean \\\n", - "rho_tight alpha 3.088 0.258 2.610 3.532 0.011 \n", - " rho 0.510 0.174 0.159 0.805 0.006 \n", - "normal alpha 3.578 0.349 2.912 4.233 0.016 \n", - " rho 0.029 0.358 -0.601 0.675 0.017 \n", - "spike_slab alpha 3.311 0.478 2.584 3.959 0.057 \n", - " rho 0.247 0.451 -0.383 0.804 0.056 \n", - "horseshoe alpha 3.410 0.405 2.698 3.989 0.021 \n", - " rho 0.175 0.394 -0.391 0.781 0.020 \n", - "exclusion_restriction alpha 2.769 0.147 2.508 3.046 0.004 \n", - " rho 0.716 0.060 0.600 0.825 0.002 \n", - "tight_rho_spike_slab alpha 2.838 0.220 2.428 3.238 0.008 \n", - " rho 0.674 0.109 0.461 0.848 0.004 \n", + "rho_tight alpha 3.092 0.256 2.638 3.545 0.009 \n", + " rho 0.508 0.176 0.165 0.813 0.006 \n", + "normal alpha 3.533 0.407 2.699 4.237 0.019 \n", + " rho 0.074 0.394 -0.607 0.762 0.018 \n", + "spike_slab alpha 3.127 0.462 2.543 3.952 0.047 \n", + " rho 0.412 0.415 -0.351 0.822 0.043 \n", + "horseshoe alpha 3.412 0.406 2.716 3.991 0.020 \n", + " rho 0.171 0.395 -0.391 0.783 0.020 \n", + "exclusion_restriction alpha 2.766 0.152 2.486 3.058 0.004 \n", + " rho 0.717 0.062 0.603 0.833 0.002 \n", + "tight_rho_spike_slab alpha 2.844 0.216 2.453 3.248 0.007 \n", + " rho 0.671 0.112 0.450 0.844 0.004 \n", "\n", " mcse_sd ess_bulk ess_tail r_hat \n", - "rho_tight alpha 0.011 685.0 697.0 1.00 \n", - " rho 0.003 688.0 695.0 1.00 \n", - "normal alpha 0.010 459.0 745.0 1.01 \n", - " rho 0.007 459.0 755.0 1.01 \n", - "spike_slab alpha 0.006 93.0 1076.0 1.03 \n", - " rho 0.007 94.0 1143.0 1.03 \n", - "horseshoe alpha 0.006 412.0 1357.0 1.00 \n", - " rho 0.004 413.0 1355.0 1.00 \n", - "exclusion_restriction alpha 0.003 1503.0 1807.0 1.00 \n", - " rho 0.001 1509.0 1871.0 1.00 \n", - "tight_rho_spike_slab alpha 0.005 686.0 1389.0 1.00 \n", - " rho 0.002 692.0 1233.0 1.00 " + "rho_tight alpha 0.008 833.0 983.0 1.00 \n", + " rho 0.003 839.0 1000.0 1.00 \n", + "normal alpha 0.012 486.0 695.0 1.00 \n", + " rho 0.008 487.0 679.0 1.00 \n", + "spike_slab alpha 0.018 123.0 592.0 1.05 \n", + " rho 0.020 124.0 609.0 1.05 \n", + "horseshoe alpha 0.006 439.0 1413.0 1.01 \n", + " rho 0.004 440.0 1365.0 1.01 \n", + "exclusion_restriction alpha 0.003 1241.0 1486.0 1.00 \n", + " rho 0.001 1273.0 1519.0 1.00 \n", + "tight_rho_spike_slab alpha 0.004 952.0 1764.0 1.01 \n", + " rho 0.002 958.0 1841.0 1.01 " ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -2879,19 +3201,23 @@ "\n", "### Causal Identification and Variable Selection\n", "\n", - "Before continuing to the binary case it's worth diving into the role of priors in these structural causal models. Both spike and slab and horseshoe priors were designed to perform automatic variable selection. The spike-and-slab via a latent mixture of near-zero and freely estimated components, and the horseshoe through continuous shrinkage that allows strong predictors to survive while damping weak or spurious ones. Ultimately these priors determine the multiplicative weights of the $\\beta$ coefficients in the model. By placing these variable selection priors on the weights, they are calibrated against the data so as to zero-out those variables that are not required. \n", + "Before continuing to the binary case it's worth diving into the role of priors in these structural causal models. Both spike and slab and horseshoe priors were designed to perform automatic variable selection. The spike-and-slab via a latent mixture of near-zero and freely estimated components, and the horseshoe through continuous shrinkage that allows strong predictors to survive while damping weak or spurious ones. Ultimately these priors determine the multiplicative weights of the $\\beta$ coefficients in the model. By placing these variable selection priors on the weights, they are calibrated against the data so as to zero-out those variables that are not required. For a more thorough discussion of automated variable selection using priors we recommend {cite:t}`kaplan_bs_social_science` and the [pymc discourse](https://discourse.pymc.io/t/question-on-how-to-model-spike-and-slab-priors/5277) site.\n", "\n", "Plotting these posteriors vividly illustrates their behavior more clearly than describing it. " ] }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, + "execution_count": 16, + "metadata": { + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { - "image/png": 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4cGGT5/jhhx901VVX6ZBDDlHPnj3ldDqVlZWlESNG6D//+Y9qamradL0AAAAAgucdOVhRVhp3cchdd90li8XS5J9bbrklqLLec889vn3eeuutNl0vACSqaE/hPnXqVOXl5SkrK0uZmZnKy8vT1KlT23y8V199VQcffLDS09PVuXNnnXjiiZo/f36j25aVlem1117T1VdfrYMPPlhOp1MWi0UPPvhgi2W+9dZbdfTRRysrK0sWi0XHH398m8sMAOg47NEuAABEi2lmisTt27drxIgRWrlypfr166fTTjtNP/30k5588kn973//08KFC9WlS5egz7Vq1SqNGDFCBQUF2meffTRy5Eh9//33uvfeezVz5kzNmjVLTqfTb5/KykodddRRmj9/vnr06KFTTz1V+fn5evnllzV16lQtWLBA/fv399vn/fff13XXXdeqepg7d67++9//qk+fPhoyZIhyc3NVUFCgefPmaeHChfrwww/12WefyeFwtOq4AAAAAFrDyF1Roqn3XKGSLeviKg7xOuywwzRgwICA5X/6059aLOuKFSv0wAMPyGKx+GI1AEDwTBSnWnzyySc1fvx42e12HX300XI6nZoxY4ZOOeUUPfHEE7rmmmtadbwJEyZo4sSJSklJ0bHHHqvKykp9/vnnmjFjht59912NHj3ab/uVK1dq7NixrS73eeedp+Li4lbvBwDo+BiBDiBhNfdm7nXXXaeVK1fq9NNP14oVK/T2229r+fLluvrqq/X7779rwoQJrTrXRRddpIKCAl1zzTX68ccf9fbbb2vFihUaPXq0FixYoAceeCBgnwceeEDz58/XiBEj9Ntvv+ntt9/WN998o0cffVQFBQW66KKLAvbp16+frrvuOr3xxhtauXKl8vLyWizbiSeeqFWrVik/P18zZ87Um2++qZkzZyo/P1/77LOPvvzyS7344outul4AAAAArWOMVPjF8yrZsi7u4hCvSy65RJMmTQr4c+aZZ7Zw7UaXXXaZsrOz9Ze//KVV1wgAqGV8/23fDPpvv/2m66+/Xk6nU3PnztWnn36qjz76SEuXLlWXLl10/fXXa+XKlUEf78svv9TEiRPVpUsXLVu2TB999JE+++wzzZ07VzabTRdeeKEKCwv99snIyNDFF1+s5557TosXL9Ztt90W1LnOOOMMPfzww5o9e7Y++eSTVl03AKBjI4EOIGH5vg3VIK7YvHmzJk+eLIfDoaefflp2+67JOh5++GHl5uZq8uTJ2rJlS1Dn+e677zR37lx17dpVDz30kG+53W7XM888I4fDoaeeekrV1dW+ddXV1XrqqackSf/973+Vnp7uWzdhwgTtt99+mjt3rhYtWuR3rr/85S967LHHdPbZZzc68qMx/fr1U79+/QKWd+vWzTfV4pdffhnUsQAAAAC0TcmOApX9PEdWmz3u4pBQvfDCC5o7d64effRRZWdnh/XYAJAovJ8C8Xja97xPPPGEampqdPnll2vEiBG+5YMGDdJtt92mmpoaPfnkk0Ef79FHH5Uk/fOf/9TAgQN9y0eMGKHLL79cxcXFeumll/z26d+/v1544QVddtllGjZsmF8b2pwXX3xRN9xwg/Ly8vzaPAAASKADHUR+fr4sFotGjRqlsrIyTZgwQbvvvrtSUlJ0wAEH+L1F+e677+rggw9WWlqaunXrpmuuuUYVFRUBx9y5c6fuuece7bvvvkpNTfV9v+ijjz5qtAzTpk3TRRddpL322kuZmZlKS0vT/vvvrwceeEBVVVUB20+aNEkWi0V33XWX1q5dq3POOUe5ublKSUnRgQceGPE3Pz1NvJD76aefyuPx6IgjjlC3bt381jmdTp1yyilyu9369NNPgzqP93tPp5xySsD0iN26ddPIkSNVWFioefPm+ZZ//fXXKioqUv/+/TVs2LCAY44ZM0aSIl5HNptNkpSUlBTR8wAAACA+EYeEzx9LvpaMR10HDU2oOGTz5s266aabdNRRR+ncc88N23EBoK3itW37zzkHqOjrySrdtqld2zZve+NtI+rzzkAS7PkrKyv1xRdfNHm89noeBgAACXSgg3G5XDrqqKP02muvaejQoTrkkEO0bNkyjR49WjNnztTEiRN1zjnnyG6369hjj5Xb7dZTTz2lSy65xO84W7Zs0fDhw3XnnXeqsLBQxxxzjIYPH65FixZp9OjRevDBBwPOffHFF+vdd99VVlaWjj/+eI0cOVLr1q3TbbfdphNPPFFut7vRMufn5+uggw7SvHnzdPjhh2vYsGFatGiRTjvtNM2YMSMi9SQ1PYX7smXLJEkHHHBAo/t5l3u3a0lbjhfuMrRFYWGh763fE044IWLnAQAAQPwjDgldwZrfJEmdeu/Z6Pp4iEO+/PJLXXvttbr88st13333BTVS3ZtseuaZZ1rcFgDaUzy2bTXFW/XBXeParW0rKirS2rVrJanRF6969eqlnJwcrVmzJqhvjf/666+qqqpSbm6uevXqFbDe2w798MMPIZYcAIAWGAAdwurVq41qP3dkRo0aZXbs2OFb9/LLLxtJZsCAAaZz585m7ty5vnUbNmwwXbt2NZLMqlWrfMtPOOEEI8ncdNNNxuVy+ZavWrXK9O/f39hsNrNs2TK/Mnz44Ydm586dfstKSkrMySefbCSZV155xW+dt1ySzNVXX22qq6t96x5//HEjyYwcOTLgWvv06ePbL9g/q1evDjjOf75cafrcPNUMv3+m3/LRo0cbSeaJJ55orKrNRx99ZCSZ008/vdH1DQ0bNsxIMlOmTGl0vfdaJ0yY4Ft23XXXGUnmuuuua3SfpUuXGknmgAMOaPbceXl5RpJZsGBBi+X87bffzLhx48z5559vjj32WJOenm4kmb///e/G4/G0uD8AAAASD3FI6+OQpgw46M9GkvnTWY3HALEch9x5551N1sEZZ5xhSktLGz3eJ598YiSZu+++27ds3LhxRpJ58803g7pOAAi3eG/bhhz9t3Zr25YtW2YkmU6dOjVZn0OHDjWSzA8//NDkNl5TpkwxksywYcOa3CY7O9tIMiUlJU1u422X/vWvf7V4Tq9Zs2YZSea4444Leh8AQMcV3MdAAMQNm82m559/Xp06dfItGzt2rG666Sb9/vvvuuOOOzRy5Ejfup49e+rcc8/VxIkTNXfuXPXr109Lly7Vp59+qkMPPVQPPvigLBaLb/t+/frp0Ucf1WmnnaYXXnjB7xtGp512WkB5MjIyNHHiRE2dOlVTpkzR2LFjA7bxHrP+94n+7//+T3fffbcWLlwol8vlN4X4mDFjtG3btlbVS3PfMfJ+C91r586dkqTU1NRGt09LS/PbriVtOV64yxCMLVu26JVXXvFbdtVVV+n+++/3uwcAAACAhohDGtea76m6KsslSTZHcqPrYzkOGTBggB555BGdcMIJ6tOnjwoLCzV37lzddNNNev/99+V2u/Xhhx8GlO/KK6/UoEGDdPPNNwd1TQDQnuKxbbNnd9fws8a3W9vWUrshta79CvZ4RUVF2rlzpzIyMoIqMwAArUUCHehg+vbtqwEDBvgts1qt6tOnjwoKCnTMMccE7NO/f39J0qZNmyRJn3/+uSTp1FNPbTRxevjhh0uSvvvuu4B1K1eu1P/+9z/9/vvvKisrk8fjkambIn3lypWNlnnUqFFyOBx+y+x2u/r166dFixZp+/bt6tGjh2/dI4880vjFt5K3XA2/he5d3lTS2DSY8j3Y87TmeOEuQzAOP/xwGWPkdru1du1affjhh7r77rs1ffp0zZgxQ3379g37OQEAANAxEIeEzlvepnr6sRyHnHfeeX7/TktL0znnnKMjjzxS++67rz766CPNnz9fhx56qG+bW2+9VevWrdMXX3wR8I12AIgF8di2OXffV7L5P/KPZNvWUrtRf5toHA8AgLYigQ50MLvttlujy71veza23ruuqqpKUu23ACXp5ptvbnYkQP03VI0xuuGGGzRx4sQmO7KlpaWNLm/sm0bSrjdaveUKlxdeeEFff/21ftlUom0bS7TTYdUNhZ/5ggbv26tlZWWN7l9eXu5Xvpa05XjhLkNr2Gw27bHHHpowYYL22GMPnX766br66qv1ySefhP1cAAAA6BiIQ1rmjUPqy8nJ8cUhSSm1o+2qqyoa3T8e45AePXrowgsv1COPPKLp06f7Eujffvut/vvf/+r888/Xn//856COBQDtLR7bNntGTqP7RKpta6ndkFrXdoT7eAAAtBUJdKCDaWmq7WCm4na73ZKkkSNHql+/fk1ul5OT4/v722+/rccee0y9evXS448/rhEjRig3N1cOh0Mul0tOp7PJTn9rpwe/4YYbWj291COPPOIr79dff+03VXmZpPd2/OZ7cNW7d29J0vr16xs9lne5d7uW9O7dW0uWLGnV8cJdhrY67bTTlJ6erk8//TRgmi8AAADAizikcc3FIZLUp08fXxyS3qW7JKmisKDRY8VrHDJw4EBJu0ZjStL//vc/eTwe/fjjjxo1apTf9r/++qsk6Z577tGzzz6rMWPG6Kqrrgr6fAAQLvHYtsnS9EwmjQm1bfO2B4WFhSorK/O9QFBfa9qOltqhsrIyFRUVKTs7m+nbAQARRQIdQADvSIwxY8bommuuCWof7/fsnnnmGZ188sl+6/7444+wlu+9997TmjVrWrXPXXfd5evcT5o0SZMmTdLjM3/T4zNXqnNakhbfvmvarf3331+StHjx4kaP5V2+3377BXXu/fffX1OmTGnV8cJdhrayWCzq3Lmz1q5dq8LCQnXr1i2i5wMAAEDiSpQ4pCldeg+SJBWuXdHo+niNQwoLCyU1PlJw6dKlTe73yy+/6JdfftHQoUODPhcAxJpotG0NP1XYnFDbtuzsbPXu3Vtr167VkiVLfFPSe61fv17btm1T7969lZWV1eKx99xzTzmdThUUFGj9+vUBs8W01/MwAACs0S4AgNhz9NFHS5I++uijoPfxPhTZfffdA9a98847YSmXV35+vowxrfrT2Pe7vQFFw7d2jz/+eFmtVn311VfaunWr37qqqip98sknslqtOuGEE4Iq70knnSRJ+uSTTwKmytqyZYu++uorZWVl+QUZhx12mLKysrRq1SotWbIk4JjvvfeeJAUEUuH2xx9/aN26dcrMzPR7GxoAAAAIt0SJQ5qy+34jJItV21Yt6zBxiDHGlwj605/+5Ft+1113NVln48aNkyS9+eabMsbo8ccfD+pcABCLotG2teYb4eFo27ztjbeNqO/dd9+VFHy7kZKS4vu0R2PHa6/nYQAAkEAHEOCQQw7RUUcdpVmzZum6667Tzp07/dZ7PB7NmDHD7/t9gwbVjpb4f//v//l11L/66is9/PDD7VPw1qorZ8M3c3v06KGzzz5bLpdLV155pWpqanzrbrrpJhUUFOicc85R9+7d/fb7xz/+ocGDB+s///mP3/KDDz5Yhx12mLZu3er3vauamhpdeeWVqq6u1tVXXy2Hw+Fbl5SU5Jum8KqrrvL79tNjjz2mH374QYcffrgOOuig0OpA0kMPPdToG8wrVqzQOeecI2OMxo4dK5vNFvK5AAAAgKYkTBzShLTsXKXtdYQ8NdVxFYds27ZNr776akCSfufOnbriiiv0zTffqHv37ho9enQItQMA8SkabVsr8udhMX78eNlsNj377LNauHChb/nKlSt1//33y2azBYy+37BhgwYPHqzBgwcHHG/ChAmSpPvuu08rV670LV+wYIGee+45ZWZm6uKLL47Q1QAAUIsp3AE0avLkyTr22GP1+OOP69VXX9XQoUOVm5urDRs2aMWKFSooKNDEiRN9oxWuueYaTZo0SU8//bRmz56t/fbbTxs2bNDXX3+t66+/3vddv1jijScaezP38ccf18KFC/X+++9r8ODBOvDAA/XTTz9p+fLl6t+/vyZOnBiwz6ZNm7RixYpGvx318ssva8SIEXriiSf05ZdfasiQIfruu+/0xx9/aPjw4brtttsC9vnnP/+pmTNnav78+Ro4cKBGjhypNWvW6JtvvlGXLl308ssvN1qG+g+mfv75Z0nSJZdc4psy8aSTTtLtt9/u2+bpp5/WP/7xD+2///4aMGCAjDFas2aNFi1aJI/HoyOOOEL/+te/mq9MAAAAIAwSIQ5piscYdTrqUmnryriKQ3bu3Klx48bp6quv1l577aXevXurqKhIixcv1vbt25Wdna333ntPqamp4assAIgj7d22mVZ9BT10e+65px5++GFNmDBBI0eO1DHHHKOkpCTNmDFDFRUVeuyxx7Tnnnv67VNdXa0VKxr/ZMnRRx+t8ePH64knntDQoUN1zDHHyOVy6fPPP5fH49HkyZPVuXPngP1Gjx6tTZs2Sdr1DfWnn37aN/q/R48evllRvO69915NmzZNklRSUiJJWrhwoQ455BDfNh9++KF69OjRhpoBAMQzRqADaFS3bt20cOFCPfbYYxo4cKC+++47ffTRR1q/fr2GDRum//73vzrvvPN82w8aNEjfffedTjnlFG3btk0ff/yxdu7cqeeeey5mR3546hLnjYUVOTk5+u6773T11VfL5XLpww8/VHFxsa666ip9++23rZ7OfODAgVqyZIkuuOACFRQU6MMPP5TFYtE///lPzZo1S8nJyQH7JCcna9asWbr99tuVmpqqjz76SPn5+Ro3bpyWLFmiAQMGBOxTVVWlb775xventLRUkvTTTz/5lq1atcpvn/vvv19nnXWWysrKNH36dE2ZMkVr167VMccco0mTJmnWrFmNfq8QAAAACLdEiEOaYoxkS83SETc9H1dxSJcuXXTzzTdr2LBhWr9+vT7++GPNmzdP3bt31/XXX6/ly5frsMMOC6luACCetXfb1t4j0CXpuuuu08cff6wRI0boq6++0hdffKE//elPmjJliq677rpWH+/xxx/Xyy+/rL322kuff/655s+fr6OOOkpz5szRGWec0eg+S5Ys8T372rBhgyRp3bp1vmWNfZpk1apVvvW//PKLJKm4uNjv2VrDGVYAAInBYlrzURQA6EAe+uxXPT17ldKddi2/+7hoFwcAAABAArvs1e814+ct2r9XlqZcdXjLOwAAUM/Yl77V3N8KdEi/znrrshHRLg4AAHGNEegAEpb32+e8RwQAAAAg2kyD/wIA0Bre51s85gIAIHQk0AEkLO83oTwEFgAAAACizJvw8JD5AAC0gbf5oBUBACB0JNABJC5fYEFoAQAAACC6GDkIAAiFx9eO0JAAABAqEugAEpaHB1QAAAAAYoRvCnfiEwBAG/hGoNOOAAAQMhLoABIWgQUAAACAWOEdMcgU7gCAttj1qULaEQAAQkUCHUDC8o3wYAp3AAAAAFHmISwBAITAwzfQAQAIGxLoABKWxzfCI8oFAQAAAJDwmMIdABASZloEACBsSKADSFi7pnAnsgAAAAAQXUzhDgAIhXeGRZ5zAQAQOhLoABIeYQUAAACAaDNMvQsACAFTuAMAED4k0AEkLO/IDl7MBQAAABBt3pGDjEAHALQFM5kAABA+JNABJKz68QTTWwEAAACIJo+n7i+EJgCANvDwDXQAAMKGBDqAhFX/jVyCCwAAAADR5Pt2bZTLAQCIT972g2dcAACEjgQ6gIRVP55geisAAAAA0eQNSYhNAABtwhTuAACEDQl0AAnLbwr36BUDAAAAAHzxCXkPAEBbeGg/AAAIGxLoABJW/e+e83YuAAAAgGjaNYU7sQkAoPV87QjNCAAAISOBDiBh+Y1AJ7gAAAAAEEW+Kdw90S0HACA+8SkQAADChwQ6gITFyA4AAAAAsYKEBwAgFN4p3GlNAAAIHQl0AAmr/reheFgFAAAAIJq8EQmxCQCgLbyfKqQdAQAgdCTQASQspnAHAAAAECt8IweJTQAAoaAdAQAgZCTQASSs+lO4E1sAAAAAiKq6zDmfmgIAtIXH144AAIBQkUAHkLAMU7gDAAAAiBG7pnCPajEAAHHK+2iLZ1wAAISOBDqAhGXqBRTEFgAAAACiyTdykNgEANAGtCMAAIQPCXQACcvj9w10ogsAAAAA0bMrJCE2AQC0nvH9l3YEAIBQkUAHkLDqhxPkzwEAAABE066pd6NbDgBAnPK2I57oFgMAgI6ABDqAhOU3hXsUywEAAAAAu6beJToBALQe3z4HACB8SKADSFj14wqCDAAAAACxgBHoAIC28DYfPOMCACB0JNABJKz634QitgAAAAAQTYxABwCEwtt80IwAABA6EugAElb9gMIwiTsAAACAKPIlPqJbDABAnPK9iEVLAgBAyEigA0hY9ae04u1cAAAAANHkDUmITQAAbeFtP/gUCAAAoSOBDiBh+Y1AJ7gAAAAAEEVM4Q4ACIXxtSNRLggAAB0ACXQACat+POEhugAAAAAQTUzhDgAIgWnkbwAAoG1IoANIWPVHdhBaAAAAAIgmb0zCy70AgLZgCncAAMKHBDqAhOU/hTvRBQAAAIDo8TD1LgAgBHwKBACA8CGBDiBh1Q8niC0AAAAARJM3JiE2AQC0xa6ZTKJaDAAAOgQS6AASVv2pEXlIBQAAACCafCMH+cAUAKANdr2IRTsCAECoSKADSFj14wm+MwgAAAAgmhiBDgAIhfG9iAUAAEJFAh1AwvIbgR7FcgAAAACAFy/3AgDawtt60IwAABA6EugAIKa3AgAAABBdHkYOAgBC4GtHeMYFAEDISKADSFj+U7hHrxwAAAAAwBTuAIBQ+NqR6BYDAIAOgQQ6gITlPzUi4QUAAACA6DH1YhJGDwIAWsvbdvApEAAAQkcCHUDCqh9PEFsAAAAAiCYP8QkAIATMZAIAQPiQQAeQsOqP8GAKdwAAAADR5P+JKQIUAEDreFsOmhAAAEJHAh1AwvIb4cEU7gAAAACiqP607UQnAIDW8rYjPOMCACB0JNABJK76Izw80SsGAAAAANRPdzB6EADQWh6mcAcAIGxIoANIWPXfyOXtXAAAAADRVH8EOlO4AwBay/tsizYEAIDQkUAHkLD8pnAntgAAAAAQRR5iEgBACLzPtmhOAAAIHQl0AAnL7xuDRBcAAAAAoogR6ACAUBimcAcAIGxIoANIWH4j0Hk/FwAAAEAU8Q10AEAo/D5VSEMCAEBISKADSFg8oAIAAAAQK4zfC74AALQOnyoEACB8SKADSFxMkQgAAAAgRjCFOwAgFLQjAACEDwl0AAnLwwgPAAAAADGCkYMAgFCYJv4OAABajwQ6gITFt6EAAAAAxIr68QmZDwBAaxlexAIAIGxIoANIWAQWAAAAAGJF/ZiEqXcBAK3RcGAI7QgAAKEhgQ4gYTGFOwAAAIBYYYhPAABtRL4cAIDwIoEOIGHVfzvX4yHSAAAAABA99adwZ+QgAKA1GrYbNCMAAISGBDoAiBEeAAAAAKKLT0wBANqqYbPBi1gAAISGBDqAhFU/mCCwAAAAABBN9WMSwyu+AIBWCBiBHqVyAADQUZBAB5Cw/GILIgsAAAAAUeQXnhCfAABaoWG7wUARAABCQwIdQMLyH+EBAAAAANHDFO4AgHChHQEAIDQk0AEkrPqxBG/mAgAAAIgWEzD1LvEJACB4Ac+1aEYAAAgJCXQAiYsRHgAAAABiQODUu9EpBwAgPjGFOwAA4UUCHUDCYgp3AAAAALGgYaKj4Yh0AACa07DVoBUBACA0JNABJCymcAcAAAAQCwISH4QnAIBWaPhci+dcAACEhgQ6gITlF0sQVwAAAACIkoBP1xKfAABagXYEAIDwIoEOIGHVfxuXN3MBAAAAREvAFO684QsAaIWGn/6gHQEAIDQk0AEkrPqxBflzAAAAALHCQ3wCAGgFRqADABBeJNABQMzgDgAAACB6AhMfRCgAgOA1bDVoRgAACA0JdAAJiyncAQAAAMSCwCncAQAIHp8CAQAgvEigA0hYTOEOAAAAIBYEjhwkQAEABK9hs8GnQAAACA0JdAAJy//tXCILAAAAANERMHKQ8AQA0AoNR5zzIhYAAKEhgQ4gYdUPJXgzFwAAAEC0MHIQABCKhu0I+XMAAEJDAh1AwmIKdwAAAAAxoWHigxmyAACtQAIdAIDwIoEOIGHVn86q4ZSJAAAAANBemMIdABCKgCnceRELAICQkEAHkLD4AjoAAACAWNAwHuEFXwBAazT89AefAgEAIDQk0AEkrPoj0A0PqAAAAABEScN4hPAEANAage0IDQkAAKEggQ4gYXn4BjoAAACAGNBwpCDxCQCgNQK+gR6dYgAA0GGQQAeQsPxGoBNaAAAAAIgSvl0LAAhFQAKdN7EAAAgJCXQACat+KOHxRK0YAAAAABJcYOIjOuUAAMSngBexaEcAAAgJCXQACat+MEFcAQAAACBaGiY6PGQ+AACt0PBTIA3/DQAAWocEOoCE5TeFOw+oAAAAAERJ4BTuAAAEr+FzLT4FAgBAaEigA0hY9UMJ8ucAAAAAoqXhSEHiEwBAazRsNmhHAAAIDQl0AAmr/rSIvJkLAAAAIFoCRg6S+QAAtELDdoNPgQAAEBoS6AASlt830IkrAAAAAERJw3iE8AQA0BoB7QgNCQAAISGBDiBh1Q8mGk6ZCAAAAADtpWGiw0OAAgBoBZoNAADCiwQ6gIRVf9p2pnAHAAAAEC0N4xGiEwBAazRsR5jCHQCA0JBAB5CwGIEOAAAAIBY0jEfIewAAWoMp3AEACC8S6AASloePoAMAAACIAaZBPNLw3wAANKfhiHNGoAMAEBoS6AASlmni7wAAAADQnhrGI8QnAIDWCBiBHp1iAADQYZBAB5Cw/KZwZw53AAAAAFESOAI9SgUBAHQItCMAAISGBDqAhBTwgCpK5QAAAACAhokOpt4FALRGw3aDT4EAABAaEugAElLA1FbEFQAAAACihCncAQChYAp3AADCiwQ6gITUMJBghAcAAACAaGkYjxCfAABaI+BFLJoRAABCQgIdQELigRQAAACAWBEQnhCuAABagRexAAAILxLoABIS3xgEAAAAECsCvl1LBh0A0Ap8qhAAgPAigQ4gIQU8oCKwAAAAABAlAS/4eqJTDgBAfDIBz7l40AUAQChIoAOAmCERAAAAQOwgPgEAtAZfAgEAILxIoAMIycKFC3XqqacqJydHycnJGjRokP75z3+qvLw86GMcffTRslgsslgs2rx5c8D6yspK/d///Z9ycnKUlpamv/zlL1qzZk2jxyouLlb37t119tlnN3vOxqZwz8/Pl8ViUd++fZvd94ILLpDFYtGkSZMaXe79Y7ValZWVpb59++qUU07RQw89pC1btrT6uAAAAEBHE69xRGPCEUfs2ytba/59ct2fU3Ta8IHEEQCAoEVzCnfa9MDlPBsEgPhHAh1Am02ePFmHH364Pv74Y/Xt21cnnniiKisrdf/99+vQQw9VaWlpi8eYNGmSvvjiC1kslia3GT9+vJ5++mn16dNHI0eO1NSpU3XiiSfK7XYHbHvHHXeorKxMjzzySLPnjeQU7ocddpjGjRunsWPH6thjj1WvXr30xRdf6Oabb1bv3r3173//m6m0AAAAkLDiOY6IJOduQ5S2z1FK2+fPOmBEHnEEACBoDZ9zNfx3pNCmN45ngwAQ/0igA2iT9evX65JLLpHb7dZLL72k77//Xh988IFWrlypM888U8uWLdNNN93U7DEKCgp0ww036Nhjj1Xv3r0b3WbTpk166aWXdMIJJ+j777/XZ599pnvvvVc///yzPvzwQ79tly9frqefflq33367dtttt2bPHcku6iWXXKJJkyZp0qRJevfdd/X1119r+/btevLJJ2W323XLLbfotttui2AJAAAAgNgU73FEJKXvf6xyTrpOOSddp9se+3/EEQCAoAWMQG+Hc9KmN41ngwAQ/0igA2iTSZMmqbKyUsccc4wuvPBC33Kn06n//ve/Sk1N1Ysvvqjt27c3eYxrr71WZWVlevrpp5vcZvny5aqpqdHYsWN9b6JedNFFkqSlS5f6bXvVVVepf//+uu6661osf8O3PD2eyIYWKSkpuvrqqzVt2jTZbDb961//0rJlyyJ6TgAAACDWxHsc0V684QlxBAAgGEYNZ1qMfAqdNr11aNMBIL6QQAfQJosWLZIkjRo1KmBdbm6uhgwZourqav3vf/9rdP/p06frjTfe0G233ab+/fs3eZ7CwkJJUqdOnXzLvH/fsWOHb9kbb7yhOXPm6KmnnpLD4Wix/A3z5e01adKoUaN832B66qmn2umsAAAAQGyI9ziivTTMexBHAACaE41voNOmtw1tOgDEBxLoANqkrKxMkn/ntb7OnTtLUqNvUpaXl+vyyy/X4MGDW5zKyTt908qVK33LfvvtN0lSnz59JEk7d+7UjTfeqDPOOEPHHHNMcBfQIJBor29DSdJZZ50lSZo1a1a7nRMAAACIBXEfR7SThiMJJeIIAEDTAqdwj/xzLtr0tqNNB4DYZ492AQDEp9zcXEnSmjVrGl3vXZ6fnx+w7vbbb1d+fr5mzZqlpKSkZs8zdOhQ9ejRQ4899phGjRql3Nxc3XTTTbJYLDrhhBMkSffcc4+Kior02GOPBV3+wKmtgt41ZEOHDpUk/fHHH3K5XC3WAQAAANBRxHsc0V4a+8IUcQQAoCkNB4Z4PJE/J21629GmA0DsYwQ6gDbJy8uTJL355ptyuVx+6xYuXKgVK1ZIkkpLS/3WLV68WE888YTGjRvX6BRPDSUnJ+vhhx9Wfn6+9t13X3Xv3l3Tp0/X5Zdfrv32208rVqzQ448/rltvvdX3RqokVVRUNPu9p+amcF+zZo0sFkuTf1555ZUWy92cnJwc39+901ABAAAAiSDe44jmhDOOaKwMxBEAgKY0bDXaY5wIbXrb0aYDQOxjBDqANjn33HN1//33a+3atTr11FP1yCOPqHfv3po3b54uvfRS2e121dTUyGrd9Z6O2+3WpZdequzsbD3yyCOtOle/fv307rvvqrKyUn/+8591xhlnSJKuvvpq9e7dWzfccIMk6a233tItt9yiNWvWKCsrS1dddZXuuecev3JIgQ+k6v87LS1NY8aMabI8X3/9tVatWhV0+Ruqfy6LxdLm4wAAAADxJt7jiOYQRwAAoqW551yRQptOmw4AHRkJdABtkpaWpqlTp+rkk0/WZ599ps8++8y3rnfv3powYYIeeughv+8gPf7441q8eLFefPFFvzctgzFixAiNGDHCb9n777+vzz//XFOnTpXT6dSiRYt0zjnn6LjjjtMTTzyhOXPm6P7771fXrl11zTXX+O0bMAK93r9zcnI0adKkJstywQUXhNRJ3rZtm+/vTX0nCgAAAOiI4j2OaE4444iGU/FKxBEAgKY1bDYa+xRIuNGm82wQADoyEugA2mzffffVr7/+qnfffVfff/+9ampqtP/+++ucc87RfffdJ0nae++9fdt/8sknvmmOXn31Vb9jbd68WZJ0+umnKykpSffdd58OP/zwJs9dUVGh66+/XqeccopOOukkSdKjjz6q9PR0vfPOO8rIyNCpp56qxYsX6+GHHw7oJDf8BnpjD6giZenSpZKkgQMHyuFwtNt5AQAAgFgQz3FEe2ksPCGOAAA0peFzrvaZxJ02va1o0wEg9pFABxCSlJQUjR07VmPHjvVbPnPmTEkK+JaRMUZz585t8ngLFiyQ5P8mZmMeeOABbdmyRY8//rhv2a+//qrBgwcrIyPDt+zggw/WnDlzVFJSoszMzHoF8T9e+6XPa6eSkqQjjzyyHc8KAAAAxI64jSPaSWMjB4kjAABNafjiVTuOE6FNbwPadACIfSTQAYTdnDlztHjxYu2999467LDDfMtnz57d5D59+/bVmjVrtGnTJnXv3r3Z469atUoPP/ywbr75ZvXr189vXXl5ud+/y8rKJAV+T6i5Kdwjafbs2XrrrbdksVh09dVXt89JAQAAgDgQD3FEe2n47VriCABAcxo+52qPKdybQ5veNNp0AIgP1mgXAED8Wrp0qWpqavyWLV68WOecc44sFoueeuqpiJx3/Pjx6tGjh2655Ra/5Xvvvbd+/vlnLVmyRJJUWlqqTz75RL179/Z781QKnNqq4QOqcKusrNR//vMfnXTSSXK73br99tu1zz77RPScAAAAQCyK5ziivXijE+IIAEAwGj7XCpzSPTJo04NHmw4A8YUR6ADa7Nprr9XPP/+soUOHKicnR/n5+frmm29ktVr13HPPRWQaomnTpmnatGn68MMPlZKS4rfuxhtv1BtvvKEjjzxSf/7zn7VkyRKtW7dOzz77bMBxAqa2CmMZX3jhBd8bteXl5dq8ebMWLVqk8vJyOZ1OPfTQQ7rhhhvCeEYAAAAgfsRzHBFJO5fNUOXaHyVJE79P1n9cJcQRAICgRGsEOm1643g2CADxjwQ6gDY777zz9Prrr2vp0qUqKipSbm6uzjrrLN14440aOnRo2M9XVVWl8ePH67jjjtNpp50WsH6//fbTRx99pH/+85+aOnWqunfvrgcffFB///vfA7b1NHwzN4wj0OfNm6d58+bJYrEoPT1dnTt31pFHHqm8vDyNGzdOXbt2Ddu5AAAAgHgTz3FEJFVt+FlVG36WZNGyP9LUNbcLcQQAIEjtO9OiF21643g2CADxz2LaqzUFgBiybke5Rj40y/fviw/fQ7efPCSKJQIAAACQqGb9ulUXTvrO9+9/nb6vzj64dxRLBACIJ5/+uElXTF7s+/cTZw3VqUN3i2KJAACIb3wDHQAUOKU7AAAAALSXht+qbThjFgAAzQmcwp12BACAUJBAB5CQGgYSBBYAAAAAoqVhOEJ4AgBojYYvYtGOAAAQGhLoABISgQQAAACAWNFw5CBf2wMAtAYvYgEAEF4k0AEkpIYjznlABQAAACBaGsYjRCcAgNZgpkUAAMKLBDqAhNQwjGg44gMAAAAA2kvDcIS8BwAgFDQjAACEhgQ6gIQUMLUVoQUAAACAKGk4Ap2RgwCA1gicwp12BACAUJBAB5CQAqZIJK4AAAAAECV8uxYAEIrATxVGqSAAAHQQJNABJCSmcAcAAAAQKxrGI4xABwC0RuBMiwAAIBQk0AEkpMDnUYQWAAAAAKKDT0oBAELR8MUrXsQCACA0JNABJKSAwMITpYIAAAAASHhM4Q4ACEXDZoN2BACA0JBAB5CQAqe2IrIAAAAAEB2MHAQAhCTgRSzaEQAAQkECHUBCapgwJ64AAAAAECsITwAArdHwxSvaEQAAQkMCHUBCapgw9xBZAAAAAIgSpnAHAISCKdwBAAgvEugAEhJTuAMAAACIFUzhDgAIReBAEdoRAABCQQIdQEIKmNqKuAIAAABAlBCPAABCwXMuAADCiwQ6gIQUOLUVkQUAAACA6AgYgc43pgAArRDwnCsqpQAAoOMggQ4gITVMmBNYAAAAAIgWEh8AgFAEPOdioAgAACEhgQ4gITUc0MEADwAAAABR0yAeIe8BAGiNhu0G7QgAAKEhgQ4gQfFmLgAAAIDYEDCFO/EJAKAVGj7Xoh0BACA0JNABJKSAN3OjUwwAAAAAYAp3AEBIGs6sSDsCAEBoSKADSEgBgQVv5gIAAACIkoBwhPgEANAKNCMAAIQXCXQACalhwpzAAgAAAEC0BE7hHqWCAADiElO4AwAQXiTQASSkhmEEgQUAAACAaAmcwp34BAAQPB5rAQAQXiTQASSkhglzAg0AAAAAUcMIdABACBq+eMWnCgEACA0JdACJqeE30KNTCgAAAAAISJiT9wAAtEbDdoMXsQAACA0JdAAJKWCKRJ5QAQAAAIiShvEIU7gDAFqDF7EAAAgvEugAEhJTuAMAAACIFSQ+AAChaPjiVcPnXgAAoHVIoANISA3jCMIKAAAAANHCDFkAgFDwnAsAgPAigQ4gITV8E5c3cwEAAABES8AU7oQnAIBWCHjxioYEAICQkEAHkJACR3hEpRgAAAAAEBCPNJzSHQCA5tCOAAAQXiTQASSmgMCCyAIAAABAdDT8dm3DfwMA0JyGCXPaEQAAQkMCHUBCImEOAAAAIFYw8y4AIBQBL2LRjgAAEBIS6AASEg+oAAAAAMSKgJGDBCgAgFZgCncAAMKLBDqAhNQwjmBEOgAAAIBoCZzCHQCA4DV88Yop3AEACA0JdAAJqWHCnPw5AAAAgGgJHDlIgAIACF7DVoNmBACA0JBAByJs/vz5OvHEE9W5c2elp6fr4IMP1iuvvNLm402dOlV5eXnKyspSZmam8vLyNHXq1Ea3XbNmjZ566imdeOKJ6tevn5xOp3JycnT88cfr448/bnSfoqIivfHGGzrnnHM0ZMgQpaWlKSMjQ8OHD9cTTzyh6urqNpc9lsTLA6pffvlFZ555pnJzc5WSkqJ9991XEydOlMfjadPxWns/Tp06VbfeequOPvpoZWVlyWKx6Pjjj2/2HKNGjZLFYmnyz2effdamsgMAAMSraMYE+fn5zfbNunfvHrBPosQEsSRg5GAUwpN4jD0a2rFjh7p27SqLxaLBgwe3qdwA4k8021m326133nlHN9xwg0aOHKm0tDRZLBZdfvnlbT5/WwQOFInN51xAtPsbkjR58mQddthhysjIUHp6ug466CC98MILTW6/aNEiPfjggzr99NO12267yWKxKDk5uU3lBRA/7NEuANCRffjhhzrzzDPl8Xh0xBFHKCcnR1988YUuuOACLVu2TI899lirjvfkk09q/PjxstvtOvroo+V0OjVjxgydcsopeuKJJ3TNNdf4bX/uuedq3rx5SklJ0fDhwzV8+HCtWrVK06dP1/Tp03XdddcFlOGRRx7R/fffL6vVqmHDhumUU05RQUGB5s2bp2+//Vbvvfeepk+frtTU1JDrJ7pif4rEhQsX6qijjlJ5ebkOPvhg9e3bV3PnztWECRM0b948vfvuu7JYLEEfry3343nnnafi4uI2lf+MM85Qenp6wPLddtutTccDAACIR9GOCby6devWaDIyKysrYFnixASxo2Geo73jk3iPPbwmTJigbdu2hXQMAPEl2u1saWmp/va3v4XzktokoB2JxQddSHix0N+48sor9cwzz8jpdGrEiBFKTU3VvHnzdOmll2rBggV68cUXA/a59957NWXKlJCuHUAcMgAiYseOHSYrK8tIMu+//75v+ebNm82AAQOMJPPll18GfbwVK1YYu91unE6nmT9/vt/yLl26GLvdbn777Te/fc4++2zz7LPPmp07d/otnzp1qrHb7UaSmT59ut+6f/3rX+bWW28169ev91v+22+/md69extJ5h//+EfQ5Y5V037YaPrcPNX358xn5re8Uzuqrq42/fv3N5LMY4895lteWlpqRowYYSSZl156KejjtfV+vOiii8zDDz9sZs+ebT755BMjyRx33HHNnisvL89IMqtXrw66fAAAAB1RLMQEq1evNpJMXl5e0OdJlJggljz++W9+8ckt7y9rt3PHc+xR38yZM40kc9lllxlJZs899wx6XwDxKRba2Z07d5rzzz/fPPnkk2bBggXmmWeeMZLM3//+99AvsBUe/PQXv3bk7o9/atfzAy2Jhf7Ge++9ZySZTp06mUWLFvmWr1+/3uy1115GknnrrbcCzvXggw+aO+64w3zyySdm8+bNRpJxOp2tuXwAcYgEOhAhDz30kJFkTj311IB1H3zwgZFkTj755KCPd+WVVxpJZvz48QHrHnvsMSPJXHXVVUEfz/tQ4YILLgh6nzfeeMNIMn379g16n1g1dZl/Av2Mp+dFu0h+3nnnHSPJ7L///gHrFi9ebCSZffbZJ+jjheN+nDVrFgl0AACAVoiFmKAtCfTmdKSYIJZM/HyFX3xy83vtl0CP59jDq7y83AwYMMAMGTLE/PbbbyTQgQQRC+1sQy+//HJUEugP/O9nv3bkro+Xt+v5gZbEQn/jqKOOMpLM/fffH7DP1KlTjSQzbNiwFs9NAh1IDHwDHYgQ77eRxowZE7DupJNOUnJysmbOnKnKysqQj3fmmWdKkj755JOgy7f//vtLkjZu3BjRfWJVwLeholSOpjT38x42bJj69eun5cuXKz8/P+TjteV+BAAAQMtiPSZoi44UE8SShlPtNoxXIqkjxB533323Vq1apWeeeUYOhyNsxwUQ2zpiO9tmTOGOGBcL/Y1FixZJkkaNGhWwj3fZkiVLtG7duqDKAKBjI4EORMgPP/wgSTrggAMC1iUlJWmfffZRZWWlVqxY0eKxioqKtHbtWkm1HYqGevXqpZycHK1Zsybob8b98ccfkqTu3bsHtX1b94lVDeMIE2ORxbJlyyQ1fv/UX+7driXhvB+D9eKLL+rKK6/UVVddpSeffNJ3DwMAACSKWIoJtmzZojvvvFOXXXaZbrzxRr333ntyuVytvaQOFRPEkobxSHuGJ/Eee/zwww969NFHdeGFF+qII44IyzEBxIdYamejLdafcwGx0N8oKyuTJHXq1Clgn7S0NDmdzlaVAUDHRgIdiICSkhIVFRVJqu1gN8a7PJikonebTp06KS0tLeTjFRUV6dVXX5UknXrqqS1u7/XEE0+0ep9Y1TCQ8MRYXOH9OYbj/gn3/Ris++67T88884z++9//avz48RowYIDuvffesB0fAAAglsVaTPDrr7/qnnvu0fPPP69HHnlEZ555pgYOHKhvvvmmxXPX15FiglgSkPhox3PHc+zh8Xh06aWXKjs7Ww899FDIxwMQP2KtnY02jye2Z1oEYqG/kZubK0las2ZNwPabN29WVVWVJAU9Ch5Ax0YCHYiAnTt3+v6empra6Dbeznj9bVs6XlPHau3xrrjiChUUFOiQQw7R6NGjW9xekp599lnNnDlT2dnZuuWWW4LaJ5Y1fBE31gKLln7mbbl/wnW8lhxxxBF67bXXtGrVKpWXl2vFihW6//77Zbfbdccdd/geugIAAHRksRITOJ1OXXHFFZo9e7a2bNmi4uJiLViwQCeeeKLWrl2r448/PuiHhB0tJoglDadsb88p3OM59njqqaf07bff6uGHH1aXLl1CPh6A+BEr7WysaNhqtGc7AgQjFvobeXl5kqRJkyYFbP/yyy/7/l5aWtpiGQB0fCTQgQgIZpqk1kyl5N3WYrGEfLwHH3xQb731ljp37qzJkyc3e0yvOXPmaPz48bJYLHrppZfUs2fP4Aoew4waTpEYm4FFUz+fttw/oW4TrHvuuUfnnXee+vXrp5SUFA0aNEi33nqrPvroI0nSnXfeqYqKirCdDwAAIBbFSkzQo0cPPf3008rLy1PXrl2VmZmpQw45RNOmTdM555yjoqIiPfDAAy2evyPGBLEk4EcXhfAk3mKPdevW6Z///Kfy8vJ0wQUXhOWYAOJHrLSzsaJhwjyGi4oEF83+xo033iiHw6G3335bN998s9atW6eCggI988wzuueee2S32yVJVitpMwCSPdoFAOJVYwH6aaedptNOO00ZGRm+ZeXl5crMzAzYtry8XJKUnp7e4rm8x/N+p6UxwRzvlVde0a233qq0tDRNmzZN/fr1a/HcP/zwg0477TS5XC49+eSTQY9Yj3UBI9BjLLBIT09XYWFhkz/zttw/3v1CvR/b6thjj9WBBx6o77//XgsXLtSRRx4ZsXMBAAC0h3iMCeq79dZb9cYbb2j69OnNbtdRY4JYEs2Rg/Eae1x55ZVyuVx65plnQjoOgNgV7+1se4r1mRaBWOhvDBs2TK+88oouvvhiPfTQQ36ff/nzn/+s7OxsffDBB41+Ix1A4iGBDrTRK6+8ErCsb9++Ou2005SZmamsrCwVFxdr/fr1GjJkSMC269evlyT17t27xXN5t/F2Mhr7FlNLx5syZYouvvhiORwOffDBBzrkkENaPO+qVat03HHHqaioSHfddZeuvvrqFveJFw2/ed5wRHq09e7dW4WFhVq/fr3222+/gPWtuX/CfT+GYuDAgfr++++1adOmiJ4HAACgPcRbTNDQwIEDJanZvllHjgliicc38rE2CdKe0Um8xh5Tp05Vdna2rrjiCr/llZWVkmq/eTpq1CjftrGY8ALQvHhvZ6MplkfLIzHFSn/j7LPP1qhRo/T2229rxYoVcjqdysvL06mnnqoRI0ZIkvbee+9WXx+Ajoe5KIA2MsYE/Lnrrrt86/fff39J0uLFiwP2ra6u1vLly+V0OrXnnnu2eK7s7GxfY79kyZKA9evXr9e2bdvUu3dvZWVlBayfPXu2/va3v0mSJk+erGOPPbbFc27cuFHHHHOMNm/erPHjx+vOO+9scZ944g0krHWzBnk8USxMI5q7f+ovb6zD2drjtfZ+DEVhYaGk2HxbGwAAoLXiKSZoTEt9s44eE8SUujyHrW5a0/bMe8Rz7FFUVKQ5c+b4/fnmm28kSRUVFb5lNTU1IZ8LQPuL93a2PXkaPOcif45YE0v9jR49eujaa6/VM888o8cff1yjR49WUVGRlixZooyMDB1wwAFBlQFAx0YCHYiQk046SZL03nvvBaybOnWqKisrddRRRyk5OTnk47377ruSpJNPPjlg3aJFi/SXv/xFLpdLL7zwgsaMGdPiuQoLC3Xcccdp9erVuvDCCzVx4sSgyhhPvHGErS6yiLW4ormf95IlS/THH39oyJAh2mOPPUI+Xlvux7YoKCjQV199JUl0RAEAQEKIlZigKe+//74k6U9/+lPAukSICWKJNx6x1sUn7TmFe7zGHo0l1owxWr16tSRpzz339C3Lzs4O6VwAYlOst7Ptydts+J5zxdqDLiS8WO9vPPXUU6qurtb555+vlJSUoPYB0LGRQAci5JJLLlFmZqamTJmiDz74wLd869atuummmyRJEyZMCNhv8ODBGjx4sDZs2OC3fPz48bLZbHr22We1cOFC3/KVK1fq/vvvl81m0zXXXOO3z4oVK3TCCSeotLRUTzzxRKPfjmqovLxcJ554opYvX66//vWvev7552WpGwXRkXhHoFt8IzxiK7IYPXq09thjDy1btszvYWVZWZn+7//+T1Lj989RRx2lwYMH69tvv/Vb3tb7sbUWLlyoWbNmBdRnfn6+Ro8erbKyMv3lL39Rr169Qj4XAABArIuFmODVV1/1TWFZ3wcffKBbbrlFUu23pOtLlJgglng8DUYOtuO54zX2AIBYaGdjhffThN72uj1fxAKCESv9je+//z5g2euvv677779fOTk5uvvuu9t2gQA6HL6BDkRI586d9dJLL+mvf/2rxowZo7y8POXk5GjmzJkqKirSNddco6OOOipgvxUrVkiqnWqmvj333FMPP/ywJkyYoJEjR+qYY45RUlKSZsyYoYqKCj322GMBU9KcddZZKigoUG5urhYtWtRoAn3w4MG+B2eSdNttt2nhwoWy2Wyy2+26+OKLG72+SZMmtbJGYouJ4hSJwXA4HHr99dd19NFHa8KECXr77bfVp08fffXVV9q0aZNOO+00XXjhhQH7rVq1SmvWrFF5ebnf8rbej/fee6+mTZsmSSopKZFUmyQ/5JBDfNt8+OGH6tGjhyTp119/1YUXXqgePXpo0KBB6t69u9avX69FixapsrJSe++9t55//vmw1RMAAEAsi4WY4KWXXtKFF16owYMHq2/fvkpOTtbPP/+sX3/9VZJ04403avTo0X77JEpMEEt8M2RZ2j+DHq+xBwDEQjsr1b6I5p1GuqCgQFLt76ulS5f6tqmfkI8ET8PnXBE9G9B6sdLfOOiggzRgwADttddeSk1N1dKlS7VixQp16dJFn376qXJycgL2mTZtmu69916/ZS6Xy6+Pcvvtt/tGxQPoIAyAiPr666/N8ccfb7Kzs01qaqr505/+ZF566aUmt1dtH9esXr260fUff/yxGTlypElPTzfp6enm8MMPN1OmTGl02z59+viO19SfvLw8v33GjRvX4j4d4VfH5IVrTJ+bp5q97/jM9Ll5qjnmsdnRLlKjli9fbs444wzTpUsX43Q6zZAhQ8wjjzxiampqGt3e+zOfNWtWo+tbez8Gcz/Uv1d//vlnc8UVV5gDDjjA5ObmGrvdbrKysswhhxxiHn30UVNeXh5KdQAAAMSlaMYEr7/+uhkzZowZMGCAyczMNA6Hw/Ts2dOcfvrp5vPPP290n0SJCWLJXR8vN31unmr2ubM2Prn8te/bvQzxFns0ZfXq1UaS2XPPPYO5bAAdQDTbWWOMycvLi3qbecv7P/g957ru7SURPyfQFtHub1x33XVm2LBhJjs72zidTjNw4EAzYcIEs2XLlib3efnll1v8f/zll19uTTUAiAMWY2Jt3CUARN7kb9botg+XKzPZrpLKGg3omq6ZE/KiXSwAAAAACeiuj3/SpPn5yk51qKi8Wsfv3V3Pnh/4bXoAABrzjw9+0JvfrvM95zp92G567G9Do10sAADiFt9AB5CQfFO4W2PzG+gAAAAAEo+Vb9cCANrA46n9r+85VxTLAgBAR0ACHUBC8ibMrXwbCgAAAECUeYhPAAAhMPJvR3gRCwCA0JBAB5CQvGGE1TcCPXplAQAAAJDYds2Q5f9vAACC4alrN3jOBQBAeJBAB5CQfA+oLEzhDgAAACC6vCMHiU8AAG0R8JwrimUBAKAjIIEOICF5p7LyfhvKQ2QBAAAAIEoCRg5GsSwAgPjjexHLyhTuAACEAwl0AAnJG0c4bLWBRbmrhlEeAAAAAKLCG4p4v13r5g1fAEAreNuRumaEZ1wAAITIHu0CAOi4CgoKol2EJpUUbpe7vFi9eiVpbWWptpR79N2v+dojJ71dzp+bm9su5wEAAACiKZZjglhSUrhN7vJi5XazanV5sZb9XqGtW/vK4s2EhIDYAwDiQyhtZlnxDrnLi9Wli0Vryov13c+V2rxld9+IdCDS6G8A6GgshtfRAERIOB72dFT86gUAAEAiICaIPmIPAIgPtJmIZ/Q3AHQ0TOEOAAAAAAAAAAAAAIBIoAMAAAAAAAAAAAAAIIkEOgAAAAAAAAAAAAAAkvgGOhBVFS63XDUeZSTbZbW2/J2j0spqSVJGsiOk81bVuGW3WmUL4pwbiirkdhvt1iklqO29atweff/rGmWm2uW02ZTutKukolqlVdXKSk5SZmrtNRhjtLGoQn9s26nB3TPVJc2pDUXlcnuMSqvcKiqvUt8uaTJGWltYrv12y1aS3aoKl1srt5bKY6SeWckqrqzR2h1l2r6zShsKK7VXjwz9vrVMG4oqtHRdoaprPHIbqarGI0k6rH8XPXHWMF+9V7s9umPKT5r+02bfNSTbrcpOcejk/XtqaO9s3/LslCRlJttVWe1RqtOqtTsqVFBapYP6dlL3rBQVlrlU7qqR3WaV3WpRapJdyQ6rKqrdSnHYZLFYlJubG1Q9FpdXy+mwKtlh89VXZbVHyQ6r79tYVTVuJdmsjX4ry1XjUZKdd6UAAEDHZ4yJuW+HesPt+uXyeHaF4E3FAN5raemajDEqc7mVlmRTZbVHLrdHTrtVTrtVbo+Ry+1RapJdVTVuLd9Qov65acpOTVK5q0YOm1U2i0UlldVKSbL5+pONnbO4vFrby6q0R05ak+Vx1XhUWlmtZIdNDptVKzaXKiPZLlNZotLKamU47XLYrXLVeFRcXq1tO6s0oGu6ft1cqj45qeqUkqSFq7dre6lLWakODemZqa4ZyXJ7jNZsL9O2nVVau6Nce/fMqr22Go9265Siymq3thRXqlfnFLk9Rj2yUmS3WVVWVSNXjUc2q0VWq0U2i0U2q0WF5VX6fk2hatxGu3dKVZrTrsrq2tjCbrXosAE5WrO9XGt3lOvnjSU6sG9nuWrcykxxKDfDqdLK6ro+tk1lVTX6ZVOJyl1uVbs92ne3LFksFu2srFZmqkOrC8q0rrBC+/TM1KbiSqUl2bWhuELbSqv0e8FOFZVX++rv8iP667K8fr5/r9lepn9/9qsW/rFDkuS0W2WRlJJk0+hhu2lraZVy053KTLGrf9d02evupWG9O6mo3KVVBWXKSnGouKJae/fbXb06pfhiiob3WTCCvSdbe9xgzwsAscwYo583lcgYae+emZJ2tf3e32Pettdh839G4/EYWSzS+sIKff9rvpIdNmWlOJTmtKnS5dGmkgrZrBYtXL1DKXabduuUouUbivXb5lL9uLFEbo9RVopdI/rl6B8nDvY9M9xZWa1r31qqxeuKfOdyWC0atWdXJdktykh2qF9ummwWi3IznUp12LWjzKUdZVXaXlYtj8foyMFdlea06eeNJeqWmazCcpeq3UadUh0yMnJ7jDzGyOOR3MbIGMkYqV9OmjqlJWnbzipJkt1mUWayQ79tKdUfBWXaZ7dM7dUjS9vLatdnOO3yGCndadeOcpe27azSvN+3qW+XNB0+MEdJde16jdtoZ1WN8reXaffOqbJapJ1Vbi3fUKzOaUk6bECOkh02VdW4taPMpeKKalW63BrQNV1F5dVyuWufpzntNjkdNqU4bDLGaO32cuXvKJPxSPvtnqWyqhp5jGSzWlRW5VbfnFSlOGwqLHOpotqt/O1l6tslTT2yUrSzqkYlFdXyGKMe2Sm+n29pZbXWbC9Xr+wUZacl+X4G5a4aFZW71CMrxVfG3AynftxQrFSHTfvvnu27d3ZW1WjN9jLtkZOm1CS7b9m6HeUqraxWp9Qk5aQ79dOmYvXMSlHvzqmyWix+/UtT93NxG6N1O8rltFuV4rApJckuu23XdrYG+3k8xvfv/G07VVxRo6yU2p9TUXm1slMdyk5xaOn6Ig3unqGslCRlZHdWcl29Wq0WVVa7VVZVo/Rku5x2/z6I21P7s/T+/IsqqpXmtPm28/aXrVaL71moy+1RVkrgM/HG+tvGGJVU1Cgj2S6LRQF9Ce/6zBR7yP0Mt8f4npnXr7fWqH8NldVurd5WpgFd0wN+XwBoXx0+gf7I9BWa+sNGOe222qRbtVsWSUn22sSWCMRimzEqLK+W22PUKc0hV41H1W6jJJtVDrtF5S63SitrlJZkU7LDJrfHyGGzqqrGrZQkm2rcRlU1Hrk9Rtt3VslqsSg3w6lUp02uGo8qqt0qq3LLYbMoyW6VRRYZ7erw7SqGkaktzq718m5T/9+123k8RhXVbtmsFqUl2ZWSZFNakl1Oh1XVbqNqt0cVLrc2FFVIktKSbOqamSyrpbZzZrXU/rFZLXJ7jPK3lynZYVNhuUvGSDnpTklSSUW1uqQnKSvFoR1lLjlsVrnctQni1KTaDovbY1RY7pLTblNltVtJdqu2lFT6ju+tE6tF2lhUqU5pDnVKTdKOuk5haWVtZybJblVmsl0lFTV+58xMcai8qkYut6l9WFfXES0ordS2nS5fHTpsFlW7d1Vqp1SHUhw2VdZ4tKOsdjvv9dffrqEku1XVbo/a+ptrYNd0HT4wR9ceNUhZqf6drmq3R9e/s0zf5e+Q1WLx/XyCZbVIaU67r84alttV46lLoNcm8rNSauugqsYjjzG+TmyS3artZS5ZLdKWkiol2azqkZ0si6QdZS6VVNYo2WFVl7Ta+2BjcYU6pyYppe7BqfdnX15do3U7KtS7c6oqq90yqn3wZg+iI2ckFZa55PYYdUmvvT8AxK5/n7GfhvfrEu1idGjHPz7X91KS026lDwnEEmO0sbhSReUudc1IVue0JLlqPPpj205lpSQpzWlr+RiRKZZ2lLlUWe1WVopDWSkOWSzS6m1l8ubQe2Yl+x6qJztsSk2yyWNqk6fJjtr+e8/sFNW4jcpdgX3Mandt3NE1w6ntdX03Sb7+Xo3HqEdWssqqalRSWaMkW+3vsNKqGl+/s7iiNolrs1qUXBcz98xOUVF5tSwWqVNqkjYWVajGY5STniSLxaJqt0epdf3YzJTaOG1TcYXvupIdVlVWewLKa7H4x1n1/90wXpCkrBSHPB6j0qrAa29Kks2qJLvV91A2lnXNcOrvef01sGu6Rg7MafQB7tJ1Rfq/yYtbHZs0JjfDqRSHTTVuj6xWi9YX1h7TXu8lA7vVok5pSUpx2FRcUZtssFkt2r6zyu+ezEx2qLLGLRnJ6bDJIqmkslrFFdXaWVWjrBSHumY4fQ/tnXabkmwWVVZ7tL3Mpc5pDhWWVys7xSF7XQxfUFolY6Q9ctJktVpU4arRqoIy2awWpTvtSnPWxdUNXhBuLDRsGC+aRrYK2KaRAzV+7JaD0TadP8hzBSwJotzBHCfdade0a0Y2UgqEy8I/tuv6d5Ypue4leXt7J0aM0fYyl2rcRl0znbLI/z7wew5Wt8b/2Vj99d5ljf//4F1c/95vaX+/I7Vi2/rnKqtyKyO59vdEjdsoyW6Vte5lsdK6Zyne53SFZS6VudxKdtS2G95ngQ2fAXp8zwhrn/956q+v+7vbY1Tuckuq/X+potqtbhlOGUlbSiqVWfdCk8NmVW66Uy63R9Vujyqr3aqs9jTaBgZrRL8ueuKsoeqamRywzhijeb9v183v/xCWdiTSvM9B67PWJT8bLm+M3WpRZt3zymDZrRbV1Dt2w76Kd1l6I8/7rBapfrFsVou6ZTjlNkZbSqp8x8/NcKqy2q0at1GZqzY5n5pk890z9aUm2WSr6w+UV7vl9hjZrRalOGzy1L042bBs3vJ6ryUrxSGn3apyl1tlrhrZrRY5bNZGz+eVZLcqJy1Jrrpn1mUut3LSnXLYLNpUXNlsHdqsltr/L8yuerHbap+DeqXUvRjiNkY7K2tUUe3229/783XW/b/ofb7tHRTkPdbunVO0s7JGVovF1y8prqjts3bNSFZKkk1bSyrlcntUWe1RutMuV41HmSm1/9+XVNTIabeqqsaj4opqJTus2r1TqtzGqLi8Wm5jlGy3yemw1uYfbFbVeDz6o6BMPbNTZLdZVFxe+8JossOqLSVV2lm1q44rqt3qkpakNKddVotktVikuv9aLZJFFlnq/l3/vxuLKrS9zKXMZIeq3R6Vu9zKTnWovMqtnPQkpTrtdc+Oa/tT4XoeUVJRrcJyl1IdNqU6aweAlVe5ZbVaap8hN2inqqrd2lJSKYfNqjSnXalJu9qy4vLa36ndMp2+e7i+5v4Pbqpr1Vj/qcV9mjlRU6vakiINa5mbPU8T7Wwz+zS1Mtznaep6Th3aU9cfu2cze8aPDp9Av+m9ZXrn+/XRLgYQt7wPU+p3eoJVmyB3+/0ybayD6LBZtFt2ivK3l0uq7RzZLBY5bBZ1z0rW2h3lqnEb5WY4/Tpt3TJrHwAVlFYpJcmugV3T1SW99u3LxWsL1T83XQf0ztbAbhm1o1/q3gQO5s1Ct8do9bYy/bq5RK8uWKOddZ1kI2lTcYXKq2pf0iirqlHvLqlKd9r1w/pi3/7JjtpgrSaIDj4AhGrShQdp1J5do12MDm3w7Z82mgwCgHiRlmQLeOjaGq19uJ9Vl1ivqHYHPJyunaXJppLKGnVKrU2kSlKXtCTt1ytLG4sqfbNNSbUxRNcMp7plJuu7/B1KTbKrU5pDG4sqZbVI3bOStamoMui4Zf/ds5WZbNeqrTtV7TFKdljVMytF6wsrtKGoQrt3TlGPzBT1y03TrBVb1S0zWTuralThqn0ZIsluVVW1RxZL7YjvLmlJqvZ4NPvXAqUk2dQzO1nFFdVKTbJrQNd0/byxRAO6pqvc5VavTinaLTtFvbukau+emQEjshrjqvFo7Y4yOe02zf6tQO9+v04H9+3se+HZ+wKwy+1RQWmVrBapb06aSitrlJ3i0LrCctowtCgz2a4f7jou2sXo0Gb8tFmXvbYo2sVAhCQ7apNIbf1967BZ1C8nXZU1taN2iyuqZbXUPi8rqqjWnwd3ldUi/b51pwZ0TddhA3K0f69s9c1Ja/HY3pfRVm4p1YJV25Vkt2pHmUsrtpTKImntjnLfAIqcuudq23e6NGvFVhkjDe6RUTvoJtWh7FSHSipqal+8sso3CMg7KMbtMfpxQ7Gq3bUv3km1L0SVudzq0yVVe+SkacGq7aqqqX1xQJJf/8JikRw2q4bv0Vm/bCrxG5wj1fYhendJ1YbCCtmttUnUQd0ytGZ7mTbWe2bosFmUnZq0a3CK3apku1WVNZ6AvkJakk0DuqbL5Tb6ZVOJHDZLXVK4dnT09jL/AUK7ZadozY5y3/NOb3K7qsFxO6clNZrM99aT1SKlJtm1s6pGXdKSVFHtDnhmmuG0B7xI2CUtSZ3Tknzt++6dU7St1OWXlG5MapJNxqjF7Rpy2Czqlpms4vJqGUk56UkqKK1Smcut7pnJ2lzSfIIdrRfKSzVAtJ07vLfuH71vtIsRFh0+gb52e7m2llaqqsZTOyrZUTvdSWWNW25+CcWFjOTaKWW8b4h532Bzud1KTbIro25UdI3HI1vdQwPvaGtH3egDq6W20yJJW0urVOFy142Wrp1avNrtqevkGKnuTTCLat9w9KZaLfXeEmv4b7+/161LTap9M6zc5dbOqhqVV7nlctdOnW631b7F1bdLmtKT7Vq7vVxFFbUj7T2e2rdb3ab270ZGvTunqqrGo5x0p5x2qzYUVcgY+UaBF5a71CWt9g1Hb+ezwuX2dYi8o3C8I5R7ZNVOhej9s21nlVw1HvXqlKriitrpGbukOZWSZFWPrNqp/tYXlqu0ssbvnJ3TklRcUa10Z+1bfFXVtW/P1naCrTqwbydZ60aoFJRWqVNaktKddhVXVGtzcaWqatyyyKKB3dKV7Kh9Q7DGY9Q1w+mb+qb+lFdSbaCQnZqk7FRHVKexaWwKw03FFSqrqlH3rBSlO+2+7Uoqa1RcXq2sVIcKy1yy1b2VuKPM5Ztm02qxqKrG7fu55aQ7VeOp/dmXVFT7pr1KTbKrV+faaeJrgwij3bJT6+4JozSnXeWu2uNY6h6c5W8rU2ayQzarRZU1br9pQ5uTkeyQ3WZRYSve3AUQHQO7ZgTMqoHw+mF9kSrr2rm2vFQGILI6pTnUNSNZ23ZWaUeZS1arRXt0qU0gutxtTxqHqnYK1tr+b3Hd1KH9c9NrRwHXvbBps1qUkWxXVbVHZa7a6Un3yE1Tjbu2T71me7lSkmzKTLYHHN9mtSgrxaEVm0vVMztF3TKTfQ/eJclptyl/e5nsVouG9MjUmh21L6zmZji1obBCVTUeDe6eIZfbo/Iqt2/GqjXby9UpzSGrxaLSymrlpDuVm+HUyi0766afrZ0NLMluVVF5tRy22ofZuelOFVdUa0tJ7fTsVotU5nL7RjN7jPH1k70zPvXpnKoyV42KyqvVLTPZN9KowuX2PdAf1C3dN7qlrKqmLp6qHUntHd0s1SYINhRVqNrtUW6GU2lJdrnNrrinpm4UV5ozsC6l2s9QlVW547ZN9XhM3Wgqm1KSdiXmvTHJ71t31s3aVjsSvH9umm9Unzf+9MZu3mlSk+xWVdfUvsxcVVP7M8/fVu6LYyySb0atzLqZFrxTsW4tqfIlVCprPKqum8nFm1DolFobT9aO9rKqU1qSPMZo/Y66kfE2i/rnpkuSylw1KquqUVlVbTvc8J3ogH+rwYLahc39s9EXrQO3afk8gdu0cNBGjtPiMRRY3uD2abowNqtFQ3fPbmQvhEtxRbVWbytThcsdteeSWakO2a0Wbd/p8nu+5eV3L1r8/lO3raXh6ib3tzSyv1qxrd+5Gl0feOA0p01F5dW+0eeV1W65jVF2iqO2ra3x+J7TZSY7lJVS+3m+qhqPb6Sz97leo8/8vCNGfeff9Sywe1ayqt1Gm4srlZ5s19aSSlksFnXNcKqovHaa7rKqGhVVVNfNllLblqUk2VThcqt7VrLfcy7v9OjxOIVz7RToxjedvKlLLns/JVJVUzvyPq2urfImCgvLXeqa4fS1+cYYFeys8j0D9Y50buzlM2OM1hdWaGdVjbpnJis71eG7h7aWVqpTapKvLj2e2vKUuWo/99I9M9k37faGooraWU/qyma3WbVtZ5W2llSpX26a7xqKyl11I5sdSq6bCn5raZU2FlXIYqnth2alOrRme5mvbbbXzaiSmeLQ6m2108CnJNm0o8yljOTa59PeketS7UsZ3TOTtam40pec75KepEzvNP1VNSosc6lXpxQZI20uqZTdZtGOulmJ0pLsSnXaVO2uHfU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"text/plain": [ "
" ] @@ -2924,12 +3250,12 @@ "\n", "In practice, theory-driven variable selection tends to be more tractable when the treatment is binary. For instance, when a treatment represents a policy adoption, a clinical intervention, or a discrete decision - like entering a program or not. In such settings, the causal question is easier to articulate in design terms: What would have happened if this unit had not received the treatment? Because the intervention is categorical, analysts can often draw on institutional knowledge or policy mechanisms to reason about which variables are genuine confounders, which might serve as instruments, and which can be safely excluded. This clarity of design focus makes the binary treatment context an ideal laboratory for contrasting structural Bayesian modeling with the potential outcomes perspective.\n", "\n", - "This also allows us to explore how Bayesian joint modeling connects to the potential outcomes framework, where causal effects are conceptualized not just as slopes in a regression, but as differences in counterfactual predictions.To explore this, we adapt our earlier joint modeling setup to the binary treatment context. The model below replaces the continuous treatment equation with a latent variable formulation that links predictors to a Bernoulli decision through a logistic transformation. The latent variables $U$ and $V$ introduce correlated residuals between the outcome and treatment equations, controlled by a correlation parameter $\\rho$. This setup captures endogenous selection—the idea that unobserved factors may simultaneously influence both the treatment decision and the outcome." + "This also allows us to explore how Bayesian joint modeling connects to the potential outcomes framework, where causal effects are conceptualized not just as slopes in a regression, but as differences in counterfactual predictions.To explore this, we adapt our earlier joint modeling setup to the binary treatment context. The model below replaces the continuous treatment equation with a latent variable formulation that links predictors to a Bernoulli decision through a logistic transformation. The latent variables $U$ and $V$ introduce correlated residuals between the outcome and treatment equations, controlled by a correlation parameter $\\rho$. This setup captures endogenous selection into the treatment." ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -2978,22 +3304,8 @@ "~\n", "Data\n", "\n", - "\n", - "\n", - "mu_outcome\n", - "\n", - "mu_outcome\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "X_data->mu_outcome\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "mu_treatment\n", "\n", "mu_treatment\n", @@ -3001,61 +3313,57 @@ "Deterministic\n", "\n", "\n", - "\n", + "\n", "X_data->mu_treatment\n", "\n", "\n", "\n", - "\n", + "\n", "\n", - "likelihood_outcome\n", - "\n", - "likelihood_outcome\n", - "~\n", - "Normal\n", - "\n", - "\n", - "\n", - "mu_outcome->likelihood_outcome\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "t_data\n", - "\n", - "t_data\n", - "~\n", - "Data\n", + "mu_outcome\n", + "\n", + "mu_outcome\n", + "~\n", + "Deterministic\n", "\n", - "\n", + "\n", "\n", - "t_data->mu_outcome\n", - "\n", - "\n", + "X_data->mu_outcome\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "likelihood_treatment\n", "\n", "likelihood_treatment\n", "~\n", "Bernoulli\n", "\n", + "\n", + "\n", + "t_data\n", + "\n", + "t_data\n", + "~\n", + "Data\n", + "\n", "\n", "\n", "likelihood_treatment->t_data\n", "\n", "\n", "\n", - "\n", - "\n", - "mu_treatment->likelihood_treatment\n", - "\n", - "\n", + "\n", + "\n", + "likelihood_outcome\n", + "\n", + "likelihood_outcome\n", + "~\n", + "Normal\n", "\n", "\n", - "\n", + "\n", "y_data\n", "\n", "y_data\n", @@ -3068,8 +3376,48 @@ "\n", "\n", "\n", + "\n", + "\n", + "t_data->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "mu_treatment->likelihood_treatment\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "mu_outcome->likelihood_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "rho\n", + "\n", + "rho\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "eps\n", + "\n", + "eps\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "rho->eps\n", + "\n", + "\n", + "\n", "\n", - "\n", + "\n", "sigma_U\n", "\n", "sigma_U\n", @@ -3082,34 +3430,12 @@ "\n", "\n", "\n", - "\n", - "\n", - "eps\n", - "\n", - "eps\n", - "~\n", - "Deterministic\n", - "\n", "\n", - "\n", + "\n", "sigma_U->eps\n", "\n", "\n", "\n", - "\n", - "\n", - "alpha\n", - "\n", - "alpha\n", - "~\n", - "Normal\n", - "\n", - "\n", - "\n", - "alpha->mu_outcome\n", - "\n", - "\n", - "\n", "\n", "\n", "rho_unconstr\n", @@ -3118,25 +3444,25 @@ "~\n", "Normal\n", "\n", - "\n", - "\n", - "rho\n", - "\n", - "rho\n", - "~\n", - "Deterministic\n", - "\n", "\n", "\n", "rho_unconstr->rho\n", "\n", "\n", "\n", - "\n", - "\n", - "rho->eps\n", - "\n", - "\n", + "\n", + "\n", + "alpha\n", + "\n", + "alpha\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "alpha->mu_outcome\n", + "\n", + "\n", "\n", "\n", "\n", @@ -3152,18 +3478,18 @@ "\n", "\n", "\n", - "\n", - "\n", - "eps->mu_outcome\n", - "\n", - "\n", - "\n", "\n", "\n", "eps->mu_treatment\n", "\n", "\n", "\n", + "\n", + "\n", + "eps->mu_outcome\n", + "\n", + "\n", + "\n", "\n", "\n", "beta_T\n", @@ -3173,7 +3499,7 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "beta_T->mu_treatment\n", "\n", "\n", @@ -3196,10 +3522,10 @@ "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 35, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -3352,7 +3678,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": { "tags": [ "hide-output" @@ -3373,7 +3699,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "338ebf6684284c6ba7dd3c844ee312c2", + "model_id": "92e6e2c7f31243609d4dcefcd5deb01b", "version_major": 2, "version_minor": 0 }, @@ -3405,7 +3731,7 @@ "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 100 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 98 seconds.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n", @@ -3417,7 +3743,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "eb4c535cf1524420a8341aed691af55e", + "model_id": "34db7933149642d8a3ab22362c7d49a6", "version_major": 2, "version_minor": 0 }, @@ -3442,7 +3768,7 @@ "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 28 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 27 seconds.\n", "Sampling: [alpha, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, mu_outcome_bart, rho_unconstr, sigma_U]\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", @@ -3453,7 +3779,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "aa4e2ed2197440d4b0d7e6ab6ada6061", + "model_id": "bc425ba6d59c4831aec38d7c336d363a", "version_major": 2, "version_minor": 0 }, @@ -3485,7 +3811,7 @@ "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 97 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 96 seconds.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [alpha, alpha_O_raw, beta_O, eps_raw, gamma_O_u, likelihood_outcome, likelihood_treatment, mu_treatment_bart, pi_O, rho_unconstr, sigma_U]\n", @@ -3498,7 +3824,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "43d5876165f04ce7a0a1925aa89fdd39", + "model_id": "1baf795405a7487e967b3572b803aee3", "version_major": 2, "version_minor": 0 }, @@ -3530,8 +3856,8 @@ "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 232 seconds.\n", - "There were 22 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 231 seconds.\n", + "There were 28 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] @@ -3562,12 +3888,16 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, + "execution_count": 19, + "metadata": { + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -3601,7 +3931,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -3641,101 +3971,101 @@ " \n", " linear_no_bart\n", " alpha\n", - " 3.523\n", - " 0.124\n", - " 3.297\n", - " 3.765\n", - " 0.006\n", - " 0.003\n", - " 506.0\n", - " 944.0\n", + " 3.515\n", + " 0.123\n", + " 3.291\n", + " 3.751\n", + " 0.005\n", + " 0.002\n", + " 595.0\n", + " 1420.0\n", " 1.00\n", " \n", " \n", " rho\n", - " 0.543\n", - " 0.056\n", - " 0.433\n", - " 0.644\n", + " 0.546\n", + " 0.057\n", + " 0.439\n", + " 0.651\n", " 0.003\n", " 0.001\n", - " 424.0\n", - " 561.0\n", + " 479.0\n", + " 964.0\n", " 1.00\n", " \n", " \n", " bart_treatment\n", " alpha\n", - " 3.572\n", - " 0.127\n", - " 3.320\n", - " 3.799\n", + " 3.564\n", + " 0.126\n", + " 3.329\n", + " 3.794\n", " 0.005\n", - " 0.003\n", - " 543.0\n", - " 1082.0\n", - " 1.00\n", + " 0.002\n", + " 651.0\n", + " 1296.0\n", + " 1.01\n", " \n", " \n", " rho\n", - " 0.515\n", - " 0.056\n", - " 0.402\n", - " 0.613\n", - " 0.003\n", + " 0.519\n", + " 0.057\n", + " 0.422\n", + " 0.633\n", + " 0.002\n", " 0.001\n", - " 485.0\n", - " 949.0\n", - " 1.00\n", + " 543.0\n", + " 750.0\n", + " 1.01\n", " \n", " \n", " bart_outcome\n", " alpha\n", - " 0.133\n", - " 9.934\n", - " -17.943\n", - " 19.399\n", - " 0.132\n", - " 0.174\n", - " 5628.0\n", - " 2967.0\n", + " 0.230\n", + " 10.002\n", + " -17.570\n", + " 19.890\n", + " 0.115\n", + " 0.180\n", + " 7578.0\n", + " 2527.0\n", " 1.00\n", " \n", " \n", " rho\n", " 0.974\n", " 0.011\n", - " 0.954\n", + " 0.955\n", " 0.992\n", " 0.000\n", " 0.000\n", - " 2762.0\n", - " 3148.0\n", + " 3498.0\n", + " 3351.0\n", " 1.00\n", " \n", " \n", " bart_treatment_cate\n", " alpha\n", - " 3.232\n", - " 0.112\n", - " 3.017\n", - " 3.436\n", + " 3.235\n", + " 0.111\n", + " 3.030\n", + " 3.450\n", " 0.005\n", " 0.002\n", - " 575.0\n", - " 1197.0\n", + " 526.0\n", + " 1247.0\n", " 1.01\n", " \n", " \n", " rho\n", - " 0.748\n", + " 0.742\n", " 0.062\n", - " 0.631\n", - " 0.864\n", + " 0.632\n", + " 0.862\n", " 0.003\n", " 0.001\n", - " 358.0\n", - " 668.0\n", + " 385.0\n", + " 782.0\n", " 1.02\n", " \n", " \n", @@ -3743,28 +4073,28 @@ "" ], "text/plain": [ - " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", - "linear_no_bart alpha 3.523 0.124 3.297 3.765 0.006 0.003 \n", - " rho 0.543 0.056 0.433 0.644 0.003 0.001 \n", - "bart_treatment alpha 3.572 0.127 3.320 3.799 0.005 0.003 \n", - " rho 0.515 0.056 0.402 0.613 0.003 0.001 \n", - "bart_outcome alpha 0.133 9.934 -17.943 19.399 0.132 0.174 \n", - " rho 0.974 0.011 0.954 0.992 0.000 0.000 \n", - "bart_treatment_cate alpha 3.232 0.112 3.017 3.436 0.005 0.002 \n", - " rho 0.748 0.062 0.631 0.864 0.003 0.001 \n", + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", + "linear_no_bart alpha 3.515 0.123 3.291 3.751 0.005 0.002 \n", + " rho 0.546 0.057 0.439 0.651 0.003 0.001 \n", + "bart_treatment alpha 3.564 0.126 3.329 3.794 0.005 0.002 \n", + " rho 0.519 0.057 0.422 0.633 0.002 0.001 \n", + "bart_outcome alpha 0.230 10.002 -17.570 19.890 0.115 0.180 \n", + " rho 0.974 0.011 0.955 0.992 0.000 0.000 \n", + "bart_treatment_cate alpha 3.235 0.111 3.030 3.450 0.005 0.002 \n", + " rho 0.742 0.062 0.632 0.862 0.003 0.001 \n", "\n", " ess_bulk ess_tail r_hat \n", - "linear_no_bart alpha 506.0 944.0 1.00 \n", - " rho 424.0 561.0 1.00 \n", - "bart_treatment alpha 543.0 1082.0 1.00 \n", - " rho 485.0 949.0 1.00 \n", - "bart_outcome alpha 5628.0 2967.0 1.00 \n", - " rho 2762.0 3148.0 1.00 \n", - "bart_treatment_cate alpha 575.0 1197.0 1.01 \n", - " rho 358.0 668.0 1.02 " + "linear_no_bart alpha 595.0 1420.0 1.00 \n", + " rho 479.0 964.0 1.00 \n", + "bart_treatment alpha 651.0 1296.0 1.01 \n", + " rho 543.0 750.0 1.01 \n", + "bart_outcome alpha 7578.0 2527.0 1.00 \n", + " rho 3498.0 3351.0 1.00 \n", + "bart_treatment_cate alpha 526.0 1247.0 1.01 \n", + " rho 385.0 782.0 1.02 " ] }, - "execution_count": 18, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -3820,7 +4150,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": { "tags": [ "hide-output" @@ -3837,7 +4167,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8b6352fbc61a40a7a23ba0b590fc823e", + "model_id": "3a8999015d3f4956ac92c1d8a5054e71", "version_major": 2, "version_minor": 0 }, @@ -3868,7 +4198,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3cc7cc749d9340dabdb61bfa4eb272da", + "model_id": "d7800e4f4eca41888850478cb2ad9ea5", "version_major": 2, "version_minor": 0 }, @@ -3899,7 +4229,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "fad398ec158a480a8e3d9059fd2e9fcf", + "model_id": "67262142438147be9c4804ec6d5b9745", "version_major": 2, "version_minor": 0 }, @@ -3914,7 +4244,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.572624967528899\n" + "Imputed Difference in Potential Outcomes 3.565403307670735\n" ] }, { @@ -3937,7 +4267,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5b897c7961184139bbae9e426d755a81", + "model_id": "65c08c50d1234973a249718839cd3b22", "version_major": 2, "version_minor": 0 }, @@ -3968,7 +4298,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "aa6d58ed529346caa47f11e3ae60b157", + "model_id": "d29f6803120c4c7380d159af64316062", "version_major": 2, "version_minor": 0 }, @@ -3983,7 +4313,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes -1.65504947266548e-05\n" + "Imputed Difference in Potential Outcomes -0.00038861840257731927\n" ] }, { @@ -4006,7 +4336,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "066941d562164a38b39c85355d05332d", + "model_id": "ba13ca369fd2464488fb962104a97091", "version_major": 2, "version_minor": 0 }, @@ -4037,7 +4367,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "77a893cb25c44b0284a2221ec13d626c", + "model_id": "dc8911e44fa04c6d8e31bfebe88799fe", "version_major": 2, "version_minor": 0 }, @@ -4052,7 +4382,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.523751815504299\n" + "Imputed Difference in Potential Outcomes 3.5141586944206393\n" ] }, { @@ -4075,7 +4405,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "54e592a02be44e48a35f287bb7c3b5cd", + "model_id": "cfacf219a0d34cfe9d198b08d8f857c5", "version_major": 2, "version_minor": 0 }, @@ -4100,7 +4430,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.2318729345313115\n" + "Imputed Difference in Potential Outcomes 3.2342809812853806\n" ] } ], @@ -4169,7 +4499,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -4201,22 +4531,22 @@ " \n", " 0\n", " bart_treatment\n", - " 3.572625\n", + " 3.565403\n", " \n", " \n", " 1\n", " bart_outcome\n", - " -0.000017\n", + " -0.000389\n", " \n", " \n", " 2\n", " linear_no_bart\n", - " 3.523752\n", + " 3.514159\n", " \n", " \n", " 3\n", " bart_treatment_cate\n", - " 3.231873\n", + " 3.234281\n", " \n", " \n", "\n", @@ -4224,13 +4554,13 @@ ], "text/plain": [ " model ate\n", - "0 bart_treatment 3.572625\n", - "1 bart_outcome -0.000017\n", - "2 linear_no_bart 3.523752\n", - "3 bart_treatment_cate 3.231873" + "0 bart_treatment 3.565403\n", + "1 bart_outcome -0.000389\n", + "2 linear_no_bart 3.514159\n", + "3 bart_treatment_cate 3.234281" ] }, - "execution_count": 20, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -4259,20 +4589,16 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": {}, + "execution_count": 23, + "metadata": { + "tags": [ + "hide-input" + ] + }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/__/ng_3_9pn1f11ftyml_qr69vh0000gn/T/ipykernel_42002/2851777022.py:51: UserWarning: The figure layout has changed to tight\n", - " plt.tight_layout();\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -4301,7 +4627,7 @@ ")\n", "\n", "res = smf.ols(\n", - " \"Y_bin ~ T_bin + feature_0 +\tfeature_1 +\tfeature_2 +\tfeature_3 +\tfeature_4 + feature_5 + feature_6 + feature_7 +feature_8\",\n", + " \"\"\"Y_bin ~ T_bin + feature_0 + feature_1 + feature_2 + feature_3 + feature_4 + feature_5 + feature_6 + feature_7 + feature_8\"\"\",\n", " data,\n", ").fit()\n", "ols_est = res.params[\"T_bin\"]\n", @@ -4359,7 +4685,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -4371,19 +4697,19 @@ "\n", "\n", - "\n", + "\n", "\n", - "\n", + "\n", "\n", "cluster1566 x 14\n", - "\n", - "1566 x 14\n", + "\n", + "1566 x 14\n", "\n", "\n", "cluster1566\n", - "\n", - "1566\n", + "\n", + "1566\n", "\n", "\n", "cluster1566 x 2\n", @@ -4397,97 +4723,119 @@ "\n", "\n", "clusterbeta_outcome (14)\n", - "\n", - "beta_outcome (14)\n", + "\n", + "beta_outcome (14)\n", "\n", "\n", "\n", "X_data\n", - "\n", - "X_data\n", - "~\n", - "Data\n", + "\n", + "X_data\n", + "~\n", + "Data\n", + "\n", + "\n", + "\n", + "mu_treatment\n", + "\n", + "mu_treatment\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "X_data->mu_treatment\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "mu_outcome\n", - "\n", - "mu_outcome\n", - "~\n", - "Deterministic\n", + "\n", + "mu_outcome\n", + "~\n", + "Deterministic\n", "\n", "\n", - "\n", + "\n", "X_data->mu_outcome\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "mu_treatment\n", - "\n", - "mu_treatment\n", - "~\n", - "Deterministic\n", + "\n", + "\n", "\n", - "\n", - "\n", - "X_data->mu_treatment\n", - "\n", - "\n", + "\n", + "\n", + "likelihood_treatment\n", + "\n", + "likelihood_treatment\n", + "~\n", + "Bernoulli\n", "\n", "\n", - "\n", + "\n", "likelihood_outcome\n", - "\n", - "likelihood_outcome\n", - "~\n", - "Normal\n", + "\n", + "likelihood_outcome\n", + "~\n", + "Normal\n", "\n", - "\n", - "\n", - "mu_outcome->likelihood_outcome\n", - "\n", - "\n", + "\n", + "\n", + "y_data\n", + "\n", + "y_data\n", + "~\n", + "Data\n", "\n", "\n", - "\n", + "\n", "t_data\n", - "\n", - "t_data\n", - "~\n", - "Data\n", + "\n", + "t_data\n", + "~\n", + "Data\n", "\n", "\n", - "\n", + "\n", "t_data->mu_outcome\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "likelihood_treatment\n", - "\n", - "likelihood_treatment\n", - "~\n", - "Bernoulli\n", + "\n", + "\n", "\n", "\n", "\n", "mu_treatment->likelihood_treatment\n", - "\n", - "\n", + "\n", + "\n", "\n", - "\n", - "\n", - "y_data\n", - "\n", - "y_data\n", - "~\n", - "Data\n", + "\n", + "\n", + "mu_outcome->likelihood_outcome\n", + "\n", + "\n", "\n", - "\n", + "\n", "\n", + "rho\n", + "\n", + "rho\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "eps\n", + "\n", + "eps\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "rho->eps\n", + "\n", + "\n", + "\n", + "\n", + "\n", "sigma_U\n", "\n", "sigma_U\n", @@ -4497,37 +4845,15 @@ "\n", "\n", "sigma_U->likelihood_outcome\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "eps\n", - "\n", - "eps\n", - "~\n", - "Deterministic\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "sigma_U->eps\n", "\n", "\n", "\n", - "\n", - "\n", - "alpha\n", - "\n", - "alpha\n", - "~\n", - "Normal\n", - "\n", - "\n", - "\n", - "alpha->mu_outcome\n", - "\n", - "\n", - "\n", "\n", "\n", "rho_unconstr\n", @@ -4536,25 +4862,25 @@ "~\n", "Normal\n", "\n", - "\n", - "\n", - "rho\n", - "\n", - "rho\n", - "~\n", - "Deterministic\n", - "\n", "\n", "\n", "rho_unconstr->rho\n", "\n", "\n", "\n", - "\n", - "\n", - "rho->eps\n", - "\n", - "\n", + "\n", + "\n", + "alpha\n", + "\n", + "alpha\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "alpha->mu_outcome\n", + "\n", + "\n", "\n", "\n", "\n", @@ -4570,17 +4896,17 @@ "\n", "\n", "\n", - "\n", - "\n", - "eps->mu_outcome\n", - "\n", - "\n", - "\n", "\n", "\n", "eps->mu_treatment\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "eps->mu_outcome\n", + "\n", + "\n", "\n", "\n", "\n", @@ -4591,33 +4917,33 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "beta_T->mu_treatment\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "beta_O\n", - "\n", - "beta_O\n", - "~\n", - "Normal\n", + "\n", + "beta_O\n", + "~\n", + "Normal\n", "\n", "\n", "\n", "beta_O->mu_outcome\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 39, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -4693,7 +5019,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -4728,7 +5054,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -4744,7 +5070,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a4f27779305043d8ab3afc9fd8f23101", + "model_id": "1b8b598d400d4a48afec2bcdfcd24e58", "version_major": 2, "version_minor": 0 }, @@ -4794,8 +5120,12 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, + "execution_count": 27, + "metadata": { + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { @@ -4825,7 +5155,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -4854,7 +5184,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "metadata": { "tags": [ "hide-output" @@ -4878,7 +5208,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8995da0638f04093a462be127663797e", + "model_id": "3658bd3ee710492db9da59e26e219d25", "version_major": 2, "version_minor": 0 }, @@ -4903,7 +5233,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 37 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 36 seconds.\n", "Sampling: [alpha, alpha_O_raw, beta_O, eps_raw, gamma_O_u, likelihood_outcome, likelihood_treatment, mu_treatment_bart, pi_O, rho_unconstr, sigma_U]\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", @@ -4918,7 +5248,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "104222219bfb4477bb2d35de152a9fec", + "model_id": "9aefd81cf64c40c0af5149c880072bf5", "version_major": 2, "version_minor": 0 }, @@ -4950,7 +5280,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 177 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 174 seconds.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n", @@ -4966,7 +5296,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b9e9a140556443f988f40c840e4cc9ad", + "model_id": "f80793603bef483abec37eb2156ee20a", "version_major": 2, "version_minor": 0 }, @@ -4991,7 +5321,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 38 seconds.\n" + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 37 seconds.\n" ] } ], @@ -5068,12 +5398,16 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, + "execution_count": 30, + "metadata": { + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "
" ] @@ -5123,7 +5457,12 @@ "\n", "The range of model types in `CausalPy` illustrate that there are a range of such programs. Each program is fit to the world in various ways and appropriate for inference contingent on on how well fit each method is to the world. The sensitivity of our findings to perturbations of the program is an important feature of work in causal inference. The virtue of treating causal models as probabilistic programs is therefore twofold. First, it forces us to articulate the structure of our causal beliefs explicitly — the graphical, functional, and stochastic components that make the model run. Second, it offers a disciplined way to explore what follows from those beliefs under uncertainty. In doing so, Bayesian structural causal inference unites an epistemic modesty with the computational rigor of modern probabilistic programming: each model is a local, provisional machine for generating causal understanding, not a final map of the world fit once and forever.\n", "\n", - "The discovery of these causal programs and quasi-experimental designs is a genuine achievement of _the credibility revolution_, but we can recognize the value of such programmatic abstractions without mistaking their scope for universality. These designs succeed by bracketing complexity rather than modelling it, allowing us to extract causal signals even when the full data-generating process is unknown or only partially knowable. Causal inference succeeds when we know not only how our models work, but also where they stop working. Every causal model, like every fish tank, is a small world whose regularities we can nurture but never universalize. Our task is not to master the ocean, but to build clear tanks and learn when to change the water." + "The discovery of these causal programs and quasi-experimental designs is a genuine achievement of _the credibility revolution_, but we can recognize the value of such programmatic abstractions without mistaking their scope for universality. These designs succeed by bracketing complexity rather than modelling it, allowing us to extract causal signals even when the full data-generating process is unknown or only partially knowable. Causal inference succeeds when we know not only how our models work, but also where they stop working. Every causal model, like every fish tank, is a small world whose regularities we can nurture but never universalize. Our task is not to master the ocean, but to build clear tanks and learn when to change the water.\n", + "\n", + "## References\n", + ":::{bibliography}\n", + ":filter: docname in docnames\n", + ":::" ] } ], diff --git a/docs/source/references.bib b/docs/source/references.bib index 207d0e21..9460e6c4 100644 --- a/docs/source/references.bib +++ b/docs/source/references.bib @@ -23,6 +23,17 @@ @article{richardson2009monetary publisher={The University of Chicago Press} } + +@book{pearl2000causality, + title={Causality: Models, Reasoning, and Inference}, + author={Pearl, J.}, + isbn={9780521773621}, + lccn={99042108}, + url={https://books.google.ie/books?id=wnGU_TsW3BQC}, + year={2000}, + publisher={Cambridge University Press} +} + @book{angrist2014mastering, title={Mastering 'Metrics: The path from cause to effect}, author={Angrist, Joshua D and Pischke, J{\"o}rn-Steffen}, @@ -30,6 +41,16 @@ @book{angrist2014mastering publisher={Princeton University Press} } +@book{angrist2009mostly, + title={Mostly Harmless Econometrics: An Empiricist's Companion}, + author={Angrist, J.D. and Pischke, J.S.}, + isbn={9780691120355}, + lccn={2008036265}, + url={https://books.google.ie/books?id=YSAzEAAAQBAJ}, + year={2009}, + publisher={Princeton University Press} +} + @article{carpenter2009effect, title={The effect of alcohol consumption on mortality: regression discontinuity evidence from the minimum drinking age}, author={Carpenter, Christopher and Dobkin, Carlos}, @@ -59,6 +80,13 @@ @book{hansenEconometrics publisher={Princeton} } +@book{kaplan_bs_social_science, + title={Bayesian Statistics for the social sciences}, + author={Kaplan, David}, + year={2024}, + publisher={Guilford Press} +} + @book{aronowFoundations, author={Aronow, P and Miller, B}, title={Foundations of Agnostic Statistics}, From d5016b750dcf1edcbc9f0f19a9b83d71788f9cc8 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Wed, 29 Oct 2025 21:06:44 +0000 Subject: [PATCH 18/27] add CTA to the end. Signed-off-by: Nathaniel --- .../structural_causal_models.ipynb | 4885 ++++++++++++++++- 1 file changed, 4874 insertions(+), 11 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index f0066156..7e2bf2ce 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -5184,7 +5184,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "metadata": { "tags": [ "hide-output" @@ -5208,7 +5208,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3658bd3ee710492db9da59e26e219d25", + "model_id": "e2bbec8b717f4e1788e46ef27f735768", "version_major": 2, "version_minor": 0 }, @@ -5248,7 +5248,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9aefd81cf64c40c0af5149c880072bf5", + "model_id": "8786124d10b945ba8fa116f418d99cc3", "version_major": 2, "version_minor": 0 }, @@ -5280,7 +5280,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 174 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 167 seconds.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n", @@ -5296,7 +5296,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f80793603bef483abec37eb2156ee20a", + "model_id": "a562034b456e411b95954d0811ef703b", "version_major": 2, "version_minor": 0 }, @@ -5385,15 +5385,4871 @@ "\n", "with nhefs_binary_model:\n", " idata_nhefs = pm.sample_prior_predictive()\n", - " idata_nhefs.extend(pm.sample(**sampler_kwargs))\n", + " idata_nhefs.extend(\n", + " pm.sample(**sampler_kwargs, idata_kwargs={\"log_likelihood\": True})\n", + " )\n", "\n", "with nhefs_binary_model_cate:\n", " idata_nhefs_cate = pm.sample_prior_predictive()\n", - " idata_nhefs_cate.extend(pm.sample(**sampler_kwargs))\n", + " idata_nhefs_cate.extend(\n", + " pm.sample(**sampler_kwargs, idata_kwargs={\"log_likelihood\": True})\n", + " )\n", + "\n", + "with nhefs_binary_model_0_rho:\n", + " idata_nhefs_0_rho = pm.sample_prior_predictive()\n", + " idata_nhefs_0_rho.extend(\n", + " pm.sample(**sampler_kwargs, idata_kwargs={\"log_likelihood\": True})\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The predictive comparison " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
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arviz.InferenceData
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      <xarray.Dataset> Size: 302MB\n",
      +       "Dimensions:             (chain: 4, draw: 1000, eps_raw_dim_0: 1566,\n",
      +       "                         eps_raw_dim_1: 2, beta_treatment: 14,\n",
      +       "                         beta_outcome: 14, eps_dim_0: 1566, eps_dim_1: 2,\n",
      +       "                         mu_treatment_dim_0: 1566, mu_outcome_dim_0: 1566)\n",
      +       "Coordinates:\n",
      +       "  * chain               (chain) int64 32B 0 1 2 3\n",
      +       "  * draw                (draw) int64 8kB 0 1 2 3 4 5 ... 994 995 996 997 998 999\n",
      +       "  * eps_raw_dim_0       (eps_raw_dim_0) int64 13kB 0 1 2 3 ... 1563 1564 1565\n",
      +       "  * eps_raw_dim_1       (eps_raw_dim_1) int64 16B 0 1\n",
      +       "  * beta_treatment      (beta_treatment) <U14 784B 'age' 'race' ... 'exercise_2'\n",
      +       "  * beta_outcome        (beta_outcome) <U14 784B 'age' 'race' ... 'exercise_2'\n",
      +       "  * eps_dim_0           (eps_dim_0) int64 13kB 0 1 2 3 4 ... 1562 1563 1564 1565\n",
      +       "  * eps_dim_1           (eps_dim_1) int64 16B 0 1\n",
      +       "  * mu_treatment_dim_0  (mu_treatment_dim_0) int64 13kB 0 1 2 ... 1563 1564 1565\n",
      +       "  * mu_outcome_dim_0    (mu_outcome_dim_0) int64 13kB 0 1 2 3 ... 1563 1564 1565\n",
      +       "Data variables:\n",
      +       "    alpha               (chain, draw) float64 32kB 4.561 5.859 ... 4.733 5.159\n",
      +       "    rho_unconstr        (chain, draw) float64 32kB -0.001883 ... -1.689e-05\n",
      +       "    eps_raw             (chain, draw, eps_raw_dim_0, eps_raw_dim_1) float64 100MB ...\n",
      +       "    beta_T              (chain, draw, beta_treatment) float64 448kB 0.5953 .....\n",
      +       "    beta_O              (chain, draw, beta_outcome) float64 448kB -2.904 ... ...\n",
      +       "    sigma_U             (chain, draw) float64 32kB 5.224 5.111 ... 5.166 5.312\n",
      +       "    rho                 (chain, draw) float64 32kB -0.001883 ... -1.689e-05\n",
      +       "    eps                 (chain, draw, eps_dim_0, eps_dim_1) float64 100MB -5....\n",
      +       "    mu_treatment        (chain, draw, mu_treatment_dim_0) float64 50MB -0.671...\n",
      +       "    mu_outcome          (chain, draw, mu_outcome_dim_0) float64 50MB -4.408 ....\n",
      +       "Attributes:\n",
      +       "    created_at:                 2025-10-29T20:08:26.526056+00:00\n",
      +       "    arviz_version:              0.22.0\n",
      +       "    inference_library:          pymc\n",
      +       "    inference_library_version:  5.25.1\n",
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" + ], + "text/plain": [ + " rank elpd_loo p_loo elpd_diff weight \\\n", + "nhefs_binary_linear 0 -5320.434748 696.912206 0.00000 8.547640e-01 \n", + "nhefs_bart_cate 1 -5330.672359 685.948911 10.23761 2.359511e-14 \n", + "nhefs_rho_0 2 -5345.348468 737.176657 24.91372 1.452360e-01 \n", + "\n", + " se dse warning scale \n", + "nhefs_binary_linear 45.831870 0.000000 True log \n", + "nhefs_bart_cate 45.969197 4.569969 True log \n", + "nhefs_rho_0 45.236112 8.490733 True log " + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "compare_df = az.compare(\n", + " {\n", + " \"nhefs_binary_linear\": idata_nhefs,\n", + " \"nhefs_bart_cate\": idata_nhefs_cate,\n", + " \"nhefs_rho_0\": idata_nhefs_0_rho,\n", + " },\n", + " var_name=\"likelihood_outcome\",\n", + ")\n", "\n", - "with nhefs_binary_model_0_rho:\n", - " idata_nhefs_0_rho = pm.sample_prior_predictive()\n", - " idata_nhefs_0_rho.extend(pm.sample(**sampler_kwargs))" + "compare_df" ] }, { @@ -5444,7 +10300,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The results all indicate a positive effect on weight due to the quitting smoking. They vary slightly in the attributed effect but, interestingly even if we try to zero out the correlation between treatment and outcome the model still implies a higher effect than observed in the simpler regression model. " + "The results all indicate a positive effect on weight due to the quitting smoking. They vary slightly in the attributed effect but, interestingly even if we try to zero out the correlation between treatment and outcome the model still implies a higher effect than observed in the simpler regression model. \n", + "\n", + ":::{admonition} Advice for the Practitioner\n", + ":class: tip\n", + "\n", + "We have seen a number of ways in which to model the structural relationships between treatment and outcome for causal inference. In `CausalPy` we will add a flexible API to capture some of these options, but no API can be fully robust for each and every niche problem. You may wish to prioritise one or more of these components in your own modelling. Our main advice here is to model the parameters that matter - the ones that give insight into the structure of your problem. Use them to diagnose the degree of confounding. Use variable selection priors with care as a diagnostic aid for theoretical instruments. Assess your model in context with a range of reasonable alternatives and report the variation honestly. This process, the careful craft of statistical modelling, underwrites contemporary Bayesian workflow and sound causal inference.\n", + "\n", + ":::" ] }, { From 5cc93669ba02a713e93d4ce2f6f10f6347e4d369 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Thu, 30 Oct 2025 06:50:08 +0000 Subject: [PATCH 19/27] add bayes factor plot Signed-off-by: Nathaniel --- .../structural_causal_models.ipynb | 4948 +---------------- 1 file changed, 104 insertions(+), 4844 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 7e2bf2ce..457fe2f3 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -2,18 +2,12 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 45, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" - ] - } - ], + "outputs": [], "source": [ + "import warnings\n", + "\n", "import arviz as az\n", "import numpy as np\n", "import pandas as pd\n", @@ -21,7 +15,9 @@ "import pymc_bart as pmb\n", "import pytensor.tensor as pt\n", "import statsmodels.formula.api as smf\n", - "from matplotlib import pyplot as plt" + "from matplotlib import pyplot as plt\n", + "\n", + "warnings.filterwarnings(\"ignore\", category=UserWarning)" ] }, { @@ -5406,4827 +5402,92 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The predictive comparison " + "The predictive comparison shows effectively indistinguishable model performance metrics. " ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ + "
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    \n", + "" + ], + "text/plain": [ + " rank elpd_loo p_loo elpd_diff weight \\\n", + "nhefs_binary_linear 0 -5320.434748 696.912206 0.00000 8.547640e-01 \n", + "nhefs_bart_cate 1 -5330.672359 685.948911 10.23761 2.359511e-14 \n", + "nhefs_rho_0 2 -5345.348468 737.176657 24.91372 1.452360e-01 \n", "\n", " se dse warning scale \n", "nhefs_binary_linear 45.831870 0.000000 True log \n", @@ -10234,7 +5495,7 @@ "nhefs_rho_0 45.236112 8.490733 True log " ] }, - "execution_count": 37, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -10252,20 +5513,23 @@ "compare_df" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also assess the Bayes factor i.e. the comparison of each model under a particular null hypothesis. Here we compare each model to the null of the OLS estimate. " + ] + }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "tags": [ - "hide-input" - ] - }, + "execution_count": null, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
    " + "
    " ] }, "metadata": {}, @@ -10273,6 +5537,9 @@ } ], "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(20, 6))\n", + "axs = axs.flatten()\n", + "\n", "feature_str = \" + \".join(features)\n", "formula = \"outcome ~ trt +\" + feature_str\n", "res = smf.ols(\n", @@ -10281,26 +5548,19 @@ ").fit()\n", "ols_est = res.params[\"trt\"]\n", "\n", - "fig, axs = plt.subplots(1, 3, figsize=(15, 4), sharex=True)\n", - "az.plot_posterior(idata_nhefs, var_names=\"alpha\", ax=axs[0])\n", - "axs[0].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"red\")\n", - "axs[0].set_title(r\"Parameter Estimate: $\\alpha$ for Linear Model\")\n", - "az.plot_posterior(idata_nhefs_cate, var_names=\"alpha\", ax=axs[1])\n", - "axs[1].set_title(r\"Parameter Estimate: $\\alpha$ for BART Model\")\n", - "axs[1].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"red\")\n", - "az.plot_posterior(idata_nhefs_0_rho, var_names=\"alpha\", ax=axs[2])\n", - "axs[2].set_title(r\"Parameter Estimate: $\\alpha$ for $\\rho = 0$\")\n", - "axs[2].axvline(ols_est, label=\"OLS estimate\", linestyle=\"--\", color=\"red\")\n", - "axs[0].legend()\n", - "axs[1].legend()\n", - "axs[2].legend();" + "az.plot_bf(idata_nhefs, var_name=\"alpha\", ref_val=ols_est, ax=axs[0])\n", + "az.plot_bf(idata_nhefs_cate, var_name=\"alpha\", ref_val=ols_est, ax=axs[1])\n", + "az.plot_bf(idata_nhefs_0_rho, var_name=\"alpha\", ref_val=ols_est, ax=axs[2])\n", + "axs[0].set_xlabel(\"\"\" alpha \\n Linear Model \"\"\")\n", + "axs[1].set_xlabel(\"\"\" alpha \\n BART CATE Model \"\"\")\n", + "axs[2].set_xlabel(\"\"\" alpha \\n Rho at 0 Model \"\"\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The results all indicate a positive effect on weight due to the quitting smoking. They vary slightly in the attributed effect but, interestingly even if we try to zero out the correlation between treatment and outcome the model still implies a higher effect than observed in the simpler regression model. \n", + "The results all indicate a positive effect on weight due to the quitting smoking. They vary slightly in the attributed effect but, interestingly even if we try to zero out the correlation between treatment and outcome the model still implies a higher effect than observed in the simpler regression model. The Bayes factor plots repor that the alternative hypothesis $\\alpha \\neq 3$ is between 5 and 12 times more likely than the null hypothesis of $\\alpha = 3$. They also indicate the effect of Bayesian updating by the extent in which the posterior has transformed from the prior in each plot. \n", "\n", ":::{admonition} Advice for the Practitioner\n", ":class: tip\n", From 79beb3080048adcc79fe48c03ca5bf18b1eac446 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Thu, 30 Oct 2025 07:04:15 +0000 Subject: [PATCH 20/27] hide table inputs for param comparison Signed-off-by: Nathaniel --- .../structural_causal_models.ipynb | 20 +++++++++++++++---- 1 file changed, 16 insertions(+), 4 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 457fe2f3..7e3af083 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -1774,7 +1774,11 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { @@ -2624,7 +2628,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can again compare these models on predictive performance measures, but the real focus is on the success of the causal identification within these model specifications. " + "We can again compare these models on predictive performance measures, but the real focus is on the success of the causal identification within these model specifications. The performance metrics also highlight that they're broadly similar models. " ] }, { @@ -2939,7 +2943,11 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { @@ -3928,7 +3936,11 @@ { "cell_type": "code", "execution_count": 20, - "metadata": {}, + "metadata": { + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { From d941b77f01fffca269c295e710b785661d666cc4 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Thu, 30 Oct 2025 10:37:26 +0000 Subject: [PATCH 21/27] tightening the introduction Signed-off-by: Nathaniel --- .../structural_causal_models.ipynb | 32 ++++++++----------- 1 file changed, 14 insertions(+), 18 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 7e3af083..cf7c6f04 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -26,27 +26,31 @@ "source": [ "## Bayesian Structural Causal Inference\n", "\n", - "When we ask \"What is the effect of a medical treatment?\" or \"Does quitting smoking cause weight gain?\" or \"Do job training programs increase earnings?\", we are not simply asking about the treatment itself. We are asking: What world are we operating in? This perspective is more easily seen if you imagine a causal analyst as a pet-shop owner introducing a new fish to one of their many acquariums. The new fish's survival and behavior depend less on its intrinsic properties than on how it fits within this complex, interconnected system. In which tank will the new fish thrive? \n", + "When we ask \"What is the effect of a medical treatment?\" or \"Does quitting smoking cause weight gain?\" or \"Do job training programs increase earnings?\", we are not simply asking about the treatment itself. We are asking: What world are we operating in? This perspective is more easily seen if you imagine a causal analyst as a pet-shop owner introducing a new fish to one of their many acquariums. The new fish's survival and behavior depend less on its intrinsic properties than on how it fits within this complex, interconnected system of PH balances and predators. In which tank will the new fish thrive? \n", "\n", - "There are a number of complementary paradigms in the causal inference literature, and in `CausalPy` we have not sought to be advocate for any one view over another. There are valuable lessons to be learned from econometrics, psychology and statistics whether they adopt a Pearlian or Potential outcomes framing for their causal work. Where the methods are statistically sound and practical we will seek to adopt and evangelise their usage. See {cite:t}`pearl2000causality` or {cite:t}`angrist2009mostly` for more detailed distinctions. In this article we want to focus on the idea of a causal model as a probabilistic program. An inferential routine designed to explicitly yield insights into the effect of some intervention or treatment on an outcome of interest. \n", + "Different causal methods make different choices about how much of this system to model explicitly. Some methods succeed by not modeling the full system: instrumental variables isolate causal effects through credible exclusion restrictions; difference-in-differences leverages parallel trends; interrupted time-series assumes stationarity. These design-based approaches gain power by minimizing modeling assumptions about the data-generating process. See {cite:t}`pearl2000causality` or {cite:t}`angrist2009mostly` for more detailed distinctions. The unifying thread between these diverse methods is the idea of a causal model as a _probabilistic program_ : an inferential routine designed to explicitly yield insights into the effect of some intervention or treatment on the system of interest. Whether design based or model-based, causal inference methods assume a data generating process - the distinction between these methods is how explicitly the system is rendered.\n", "\n", "#### Modelling Worlds and Counterfactual Worlds\n", "\n", - "Some of the algorithms and routines available in `CausalPy` focus on deriving insight from a known environment e.g. stationarity with interrupted time-series, parallel trends in difference-in-differences, positivity in propensity score weighting and strong instruments with instrumental variable designs. These methods rely on stated assumptions or facts about the environment in which the treatment takes place to justify their conclusions as causal claims. In Bayesian structural causal inference the focus is slightly different in that we wish to model both the treatment but also the environment i.e. the fish and the fishtank. In this article we'll outline a species of modelling that tries to infer structural attributes of the environment to underwrite causal claims. \n", + "Bayesian structural modeling attempts to parameterize the system itself. Where design-based methods answer \"what is the causal effect under these identification assumptions?\", structural models ask \"what is the most plausible data-generating process, and how do interventions propagate through it?\". In Bayesian structural causal inference the focus is slightly different in that we wish to model both the treatment and the environment i.e. the fish and the fishtank. The trade-off is transparency for complexity. You must specify more of the data-generating process, which creates more opportunities for model misspecification. But every assumption becomes an explicit, testable model component rather than an implicit background condition.\n", "\n", - "This is a two step move in the Bayesian paradigm. First we infer \"backwards\" what is the most plausible state of the world $w$ conditioned on the observable data. Then we assess the probabilistic predictive distribution of treatment and outcome at the plausible range of worlds. \n", + "This is a two step move in the Bayesian paradigm. First we infer \"backwards\" what is the most plausible state of the world $w$ conditioned on the observable data. The \"world\" of the model is defined by: (1) a causal graph relating variables, (2) likelihood functions specifying how each variable depends on its causes, and (3) prior distributions over parameters. Optionally, this may include latent confounders, measurement models, and selection mechanisms—each adding structural detail but also complexity. With this world in place, we continue to assess the probabilistic predictive distribution of treatment and outcome at the plausible range of counterfactual worlds. \n", "\n", "![](../_static/forwards_backwards.png)\n", "\n", - "The important point is that we characterise the plausible worlds by how much structure we learn about in the model specification. The more structure we seek to infer, the more we risk model misspecification, but simultaneously, the more structure we learn the more useful and transparent our conclusions. The \"world\" of the model is defined by the graph structure, latent confounders, link functions, measurement models and the implementation of selection mechanisms. A full picture of the data generating process. Contrast this with the simpler case. \n", + "The important point is that we characterise the plausible worlds by how much structure we learn about in the model specification. The more structure we seek to infer, the more we risk model misspecification, but simultaneously, the more structure we learn the more useful and transparent our conclusions. This structural commitment contrasts sharply with reduced-form approaches that minimize explicit modeling.\n", "\n", - "#### Not mere Association\n", + "#### Minimalism and Structural Maximalism\n", + "\n", + "The term \"reduced form\" originates from econometric simultaneous equations models. Early economists wanted to model supply and demand as functions of price, but faced a problem: quantities also determine price in competitive markets. Because these structural relationships are mutually determined, the system is hard to solve directly. The solution was algebraic transformation: solve for the 'reduced form' that expresses endogenous variables purely as functions of exogenous ones.\n", + "\n", + "Reduced form systems are transformed systems of interest designed to estimate the focal parameters by leveraging observable and tractable data. These approaches eschew \"theory driven\" model specifications in favour of models with precise _identifiable estimands_. This approach - transforming complex structural systems into tractable estimating equations - reflects a broader methodological commitment. It is for this minimalist preference that they are typically contrasted with structural models that aim to express the \"fuller\" data generating process. Design based causal inference methods typically adopt this focus on identifiability within a regression framework. For richer discussion in this vein see {cite:t}`hansenEconometrics` or {cite:t}`aronowFoundations`. \n", "\n", "When we regress an outcome $Y$ on a treatment $T$ and a set of covariates $X$,\n", "\n", "$$Y = \\alpha T + X \\beta + \\epsilon$$\n", "\n", - "the coefficient $\\alpha$ captures the average change in Y associated with a one-unit change in $T$ — but only under strong assumptions can it be interpreted as a causal effect. In real-world settings, those assumptions (like exogeneity of $T$) are fragile:\n", + "the coefficient $\\alpha$ captures the average change in Y associated with a one-unit change in $T$. Only under strong assumptions, however, can we interpret this as a causal effect. In real-world settings, those assumptions (like exogeneity of $T$) are fragile:\n", "\n", "- Confounding: Unobserved or omitted variables affect both \n", "$T$ and $Y$.\n", @@ -55,9 +59,9 @@ "\n", "- Measurement uncertainty: Model parameters and predictions have uncertainty not captured by point estimates.\n", "\n", - "Many methods conceived in _the credibility revolution_ aimed to overcome these limitations by placing constraints to improve parameter identification under threat of confounding. See See {cite:t}`angrist2009mostly`. Bayesian probabilistic causal inference addresses these challenges by explicitly modelling the data-generating process and quantifying all sources of uncertainty. Rather than point estimates, we infer full posterior distributions over causal parameters and even over counterfactual outcomes. Rather than isolating the outcome equation from the treatment equation, we model them together as parts of a single generative system. This approach mirrors how interventions occur in the real world: treatments have causes, and outcomes respond to both those treatments and shared confounders. When we fit such a model, we learn about every component simultaneously—the effect of the treatment, the influence of confounders, and the uncertainty that ties them together. Once fitted, Bayesian models can generate posterior predictive draws for “what if” scenarios. This capacity lets us compute causal estimands like the ATE or individual treatment effects directly from the posterior.\n", + "The innovative methods of inference (like Two-stage least squares, propensity score weighting or DiD designs) that came to define the _credibility revolution_ in the social sciences, seek to overcome this risk of confounding with constraints or assumptions to bolster identification of the causal parameters. See See {cite:t}`angrist2009mostly`. Bayesian probabilistic causal inference addresses these challenges by explicitly modelling the data-generating process and quantifying all sources of uncertainty. Rather than point estimates and design assumptions, we infer full posterior distributions over causal parameters and even over counterfactual outcomes. Rather than isolating the outcome equation from the treatment equation, we model them together as parts of a single generative system. This approach mirrors how interventions occur in the real world. The propensity for adopting a treatment can be predicted by the same factors which determine treatment outcomes. This structure creates the risk of confounding because the efficacy of the treatment is obscured by the influence of these shared predictors. When we fit such a model, we learn about every component simultaneously—the effect of the treatment, the influence of confounders, and the uncertainty that ties them together. Once fitted, Bayesian models can generate posterior predictive draws for “what if” scenarios. This capacity lets us compute causal estimands like the ATE or individual treatment effects directly from the posterior.\n", "\n", - "In this tutorial, we’ll move step by step from data simulation to Bayesian estimation:\n", + "In this tutorial, we’ll move step by step from data simulation to Structural Bayesian Causal models:\n", "\n", ":::{admonition} The Structure of the Document\n", ":class: tip\n", @@ -339,7 +343,7 @@ "source": [ "This loop re-simulates the dataset ten times, each with a different value of $\\rho$, ranging from –1 to 1. For each dataset, it fits two OLS regressions: one for the continuous treatment, and another for the binary treatment, both controlling for all observed covariates. The estimated coefficient on the treatment variable `T_cont` or `T_bin`—represents what OLS believes to be the causal effect. By collecting these estimates in df_params, we can plot them against the true correlation to see how endogeneity distorts inference.\n", "\n", - "When $\\rho = 0$ the treatment and outcome errors are independent, and OLS recovers the true causal effect of 3. But as $\\rho$ grows, the estimates drift away from the truth, sometimes dramatically. The direction of bias depends on the sign of if unobserved factors push both treatment and outcome in the same direction, OLS overstates the effect; if they push in opposite directions, it understates it. Even though we’ve controlled for all observed features, the unobserved correlation sneaks bias into our estimates." + "When $\\rho = 0$ the treatment and outcome errors are independent, and OLS recovers the true causal effect of 3. But as $\\rho$ grows, the estimates drift away from the truth, sometimes dramatically. The direction of bias depends on the sign of the unobserved relationship. If hidden factors push both treatment and outcome the same way, OLS overstates the effect. If they act in opposite directions, it understates it. Even though we’ve controlled for all observed features, the unobserved correlation sneaks bias into our estimates." ] }, { @@ -1602,14 +1606,6 @@ "In econometric terms, what we’ve done so far sits squarely within the structural modelling tradition. We’ve written down a joint model for both the treatment and the outcome, specified their stochastic dependencies explicitly, and interpreted the slope $\\alpha$ as a structural parameter — a feature of the data-generating process itself. This parameter has a causal meaning only insofar as the model is correctly specified: if the structural form reflects how the world actually works, \n", "$\\alpha$ recovers the true causal effect. By contrast, reduced-form econometrics focuses less on modelling the underlying mechanisms and more on identifying causal effects through observable associations research design — instrumental variables, difference-in-differences, or randomization. Reduced-form approaches avoid the need to specify the joint distribution of unobservables but often sacrifice interpretability: they estimate relationships that are valid for specific interventions or designs, not necessarily structural primitives.\n", "\n", - ":::{admonition} Reduced Forms and Structural Modelling\n", - ":class: tip\n", - "\n", - "The canonical example of a reduced form modelling strategy stems from econometrics where the system of interest was a set of simultaneous equations. The equations tried to model supply and demand as a function of price. However the quantities of supply and demand also determine the price value in a competitive market place. The \"structural relationships\" between supply and price are the focal interest of the economist, but because they are mututally determined the system is hard to solve as stated. Instead, the economists realised that an algebraic transformation would allow them to solve the \"reduced form\" of the simultaneous equations. The usage of the term is somewhat muddled, but generally when we use it we mean to say that we've transformed the system of interest to estimate the focal parameters by primarily leveraging observable data. Eschewing \"theory driven\" model specifications in favour of models with precise _identifiable estimands_, reduced form modelling has an aesthetic and conservative commitment to minimalist assumptions. It is for this minimalist preference that they are typically contrasted with structural models that aim to express the \"fuller\" data generating process. For richer discussion in this vein see {cite:t}`hansenEconometrics` or {cite:t}`aronowFoundations`. \n", - "\n", - "\n", - ":::\n", - "\n", "#### Comparing Treatment Estimates\n", "\n", "The comparison of models is a form of robustness checks. We want to inspect how consistent our parameter estimates are across different model specifications. " From cbaba03e0c08f7ec171c53e21addead0d57a90ef Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Thu, 30 Oct 2025 10:46:53 +0000 Subject: [PATCH 22/27] tightening Signed-off-by: Nathaniel --- docs/source/knowledgebase/structural_causal_models.ipynb | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index cf7c6f04..9c3e68d9 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -84,7 +84,7 @@ "\n", "### Simulating the Source of Truth\n", "\n", - "Before we fit any models, we need data whose causal structure is known. Simulation gives us a controlled environment where we can specify how treatments and outcomes are generated, introduce confounding deliberately, and then test whether our methods recover the truth. The function below constructs such a dataset." + "Every causal claim rests on untestable assumptions about the data-generating process. Before we can trust our methods in the wild, we must test them in controlled conditions where truth is known. The simulation below constructs such a laboratory: we specify the causal structure explicitly, introduce confounding deliberately, and then ask whether our Bayesian models recover what we seeded in the data. " ] }, { @@ -391,15 +391,15 @@ "\n", "The model is built using PyMC and organized through the function `make_joint_model()`. Each version shares the same generative logic but differs in how the priors handle variable selection and identification. We can think of these as different “dial settings” for how strongly the model shrinks irrelevant coefficients or searches for valid instruments. Four prior configurations are explored:\n", "\n", - "- A normal prior, serving as a baseline regularized regression with weakly informative priors on all coefficients.\n", + "- A normal prior, weak regularization with no variable selection. If the model succeeds here, the causal structure is identified through the joint modeling alone.\n", "\n", "- A spike-and-slab prior, which aggressively prunes away variables unlikely to matter, allowing the model to discover which features are true confounders or instruments.\n", "\n", - "- A horseshoe prior, offering continuous shrinkage that downweights noise while preserving large signals.\n", + "- A horseshoe prior, offering continuous shrinkage that downweights noise while preserving large signals. This is a middle path that downweights weak predictors without forcing them exactly to zero.\n", "\n", "- An exclusion-restriction prior, explicitly encoding which variables are allowed to influence the treatment but not the outcome, mimicking an instrumental-variable design.\n", "\n", - "In the unconfounded case, the treatment and outcome errors are independent, so the joint model effectively decomposes into two connected regressions. The treatment effect $\\alpha$ then captures the causal impact of the treatment on the outcome, and under this setting, its posterior should center around the true value of 3. The goal is not to solve confounding yet but to show that when the world is simple and well-behaved, the Bayesian model recovers the truth just as OLS does—but with richer uncertainty quantification and a coherent probabilistic structure.\n", + "Each prior embodies a different epistemological stance on how much structure the data can learn versus how much the analyst must impose. In the unconfounded case, the treatment and outcome errors are independent, so the joint model effectively decomposes into two connected regressions. The treatment effect $\\alpha$ then captures the causal impact of the treatment on the outcome, and under this setting, its posterior should center around the true value of 3. The goal is not to solve confounding yet but to show that when the world is simple and well-behaved, the Bayesian model recovers the truth just as OLS does—but with richer uncertainty quantification and a coherent probabilistic structure.\n", "\n", "The following code defines the model and instantiates it under several prior choices. The model’s graphical representation, produced by `pm.model_to_graphviz()`, visualizes its structure: covariates feed into both the treatment and the outcome equations, the treatment coefficient $\\alpha$ links them, and the two residuals \n", "$U$ and $V$ are connected through a correlation parameter $\\rho$, which we can freely set to zero or more substantive values. These parameterisations offer us a way to derive insight into the structure of the causal system under study. \n", From 373f011d74cb4e21c2d02b2525b4532d901c8af8 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Fri, 31 Oct 2025 12:01:33 +0000 Subject: [PATCH 23/27] tidying Signed-off-by: Nathaniel --- .../structural_causal_models.ipynb | 37 +++++++++---------- 1 file changed, 17 insertions(+), 20 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 9c3e68d9..8e1fc66c 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -110,8 +110,8 @@ "\n", "def simulate_data(n=2500, alpha_true=3.0, rho=0.6, cate_estimation=False):\n", " # Exclusion restrictions:\n", - " # X[0], X[1] affect both Y and D (confounders)\n", - " # X[2], X[3] affect ONLY D (instruments for D)\n", + " # X[0], X[1] affect both Y and T (confounders)\n", + " # X[2], X[3] affect ONLY T (instruments for T)\n", " # X[4] affects ONLY Y (predictor of Y only)\n", "\n", " betaY = np.array([0.5, -0.3, 0.0, 0.0, 0.4, 0, 0, 0, 0]) # X[2], X[3] excluded\n", @@ -1608,7 +1608,7 @@ "\n", "#### Comparing Treatment Estimates\n", "\n", - "The comparison of models is a form of robustness checks. We want to inspect how consistent our parameter estimates are across different model specifications. " + "The comparison of models is a form of robustness checks. We want to inspect how consistent our parameter estimates are across different model specifications. Here we see how the strongly informative priors on $\\rho$ bias the treatment effect estimate. " ] }, { @@ -1664,14 +1664,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the plot we can see that the majority of models accurately estimate the true treatment effect $\\alpha$ except in the cases where we have explicitly placed an opinionated prior on the $\\rho$ parameter in the model. These priors pull the $\\alpha$ estimate away from the true data generating process. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Our Bayesian setup here is intentionally structural. We specify how both treatment and outcome arise from common covariates and latent confounding structures. However, the boundary between structural and reduced-form reasoning becomes fluid when we begin to treat latent variables or exclusion restrictions as data-driven “instruments.” In that sense, the structural Bayesian approach can emulate reduced-form logic within a generative model — an idea we’ll develop when we move from unconfounded to confounded data and later when we impute potential outcomes directly. But for now let's continue to examine the relationships between these structural parameters. " + "In the plot we can see that the majority of models accurately estimate the true treatment effect $\\alpha$ except in the cases where we have explicitly placed an opinionated prior on the $\\rho$ parameter in the model. These priors pull the $\\alpha$ estimate away from the true data generating process. The variable selection priors considerably shrink the uncertainty in the treatment estimates seemingly picking out the implict instrument structure aping the application of instrumental variables. \n", + "\n", + "Our Bayesian setup here is intentionally structural. We specify how both treatment and outcome arise from common covariates and latent confounding structures. However, the boundary between structural and reduced-form reasoning becomes fluid when we begin to treat latent variables or exclusion restrictions as data-driven “instruments.” In that sense, the structural Bayesian approach can emulate reduced-form logic within a generative model — an idea we’ll develop further when we move from unconfounded to confounded data and later when we impute potential outcomes directly. \n", + "\n", + "But for now let's continue to examine the relationships between these structural parameters." ] }, { @@ -2776,13 +2773,7 @@ "#### Comparing Treatment Estimates\n", "\n", "The forest plot below compares posterior estimates of the treatment effect ($\\alpha$) and the confounding correlation ($\\rho$) across model specifications when \n", - "$\\rho = .6$ in the data-generating process. The baseline normal model (which places diffuse priors on all parameters) clearly reflects the presence of endogeneity. Its posterior mean for $\\alpha$ is biased upward relative to the true value of 3, and the estimated $\\rho$ is positive, confirming that the model detects correlation between treatment and outcome disturbances. This behaviour mirrors the familiar bias of OLS under confounding: without structural constraints or informative priors, the model attributes part of the outcome variation caused by unobserved factors to the treatment itself. This inflates and corrupts our treatment effect estimate. \n", - "\n", - "By contrast, models that introduce structure through priors—either by tightening the prior range on $\\rho$ or imposing shrinkage on the regression coefficients—perform noticeably better. The tight-$\\rho$ models regularize the latent correlation, effectively limiting the extent to which endogeneity can distort inference, while spike-and-slab and horseshoe priors perform selective shrinkage on the covariates, allowing the model to emphasize variables that genuinely predict the treatment. This helps isolate more valid “instrument-like” components of variation, pulling the posterior of $\\alpha$ closer to the true causal effect. \n", - "\n", - "The exclusion-restriction specification, which enforces prior beliefs about which covariates affect only the treatment or only the outcome, performs well too. The imposed restrictions recover both the correct treatment effect and a tight estimate of residual correlation. It may be wishful thinking that this precise instrument structure is available to an analyst in the applied setting, but instrument variable designs and their imposed exclusion restrictions should be motivated by theory. Where that theory is plausible we can hope for such precise estimates.\n", - "\n", - "Together, these results illustrate the power of Bayesian joint modelling: even in the presence of confounding, appropriate prior structure enables partial recovery of causal effects. Importantly, the priors do not simply “fix” the bias—they make explicit the trade-offs between flexibility and identification. This transparency is one of the key advantages of Bayesian causal inference over traditional reduced-form methods." + "$\\rho = .6$ in the data-generating process. The baseline normal model (which places diffuse priors on all parameters) clearly reflects the presence of endogeneity. Its posterior mean for $\\alpha$ is biased upward relative to the true value of 3, and the estimated $\\rho$ is positive, confirming that the model detects correlation between treatment and outcome disturbances. This behaviour mirrors the familiar bias of OLS under confounding: without structural constraints or informative priors, the model attributes part of the outcome variation caused by unobserved factors to the treatment itself. This inflates and corrupts our treatment effect estimate. " ] }, { @@ -2838,6 +2829,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "By contrast, models that introduce structure through priors—either by tightening the prior range on $\\rho$ or imposing shrinkage on the regression coefficients—perform noticeably better. The tight-$\\rho$ models regularize the latent correlation, effectively limiting the extent to which endogeneity can distort inference, while spike-and-slab and horseshoe priors perform selective shrinkage on the covariates, allowing the model to emphasize variables that genuinely predict the treatment. This helps isolate more valid “instrument-like” components of variation, pulling the posterior of $\\alpha$ closer to the true causal effect. \n", + "\n", + "The exclusion-restriction specification, which enforces prior beliefs about which covariates affect only the treatment or only the outcome, performs well too. The imposed restrictions recover both the correct treatment effect and a tight estimate of residual correlation. It may be wishful thinking that this precise instrument structure is available to an analyst in the applied setting, but instrument variable designs and their imposed exclusion restrictions should be motivated by theory. Where that theory is plausible we can hope for such precise estimates.\n", + "\n", + "Together, these results illustrate the power of Bayesian joint modelling: even in the presence of confounding, appropriate prior structure enables partial recovery of causal effects. Importantly, the priors do not simply “fix” the bias—they make explicit the trade-offs between flexibility and identification. This transparency is one of the key advantages of Bayesian causal inference over traditional reduced-form methods.\n", + "\n", "We can see similar patterns in the below pair plots" ] }, @@ -5573,7 +5570,7 @@ ":::{admonition} Advice for the Practitioner\n", ":class: tip\n", "\n", - "We have seen a number of ways in which to model the structural relationships between treatment and outcome for causal inference. In `CausalPy` we will add a flexible API to capture some of these options, but no API can be fully robust for each and every niche problem. You may wish to prioritise one or more of these components in your own modelling. Our main advice here is to model the parameters that matter - the ones that give insight into the structure of your problem. Use them to diagnose the degree of confounding. Use variable selection priors with care as a diagnostic aid for theoretical instruments. Assess your model in context with a range of reasonable alternatives and report the variation honestly. This process, the careful craft of statistical modelling, underwrites contemporary Bayesian workflow and sound causal inference.\n", + "We have seen a number of ways in which to model the structural relationships between treatment and outcome for causal inference. In `CausalPy` we will add a flexible API to capture some of these options, but no API can be fully robust for each and every niche problem. You may wish to prioritise one or more of these components in your own modelling. Our main advice here is to model the parameters that matter - the ones that give insight into _the structure of your problem_. Use the structural parameters to diagnose the degree of confounding. Use variable selection priors with care as a diagnostic aid for theoretical instruments. Assess your model in context with a range of reasonable alternatives and report the variation honestly. This process, the careful craft of statistical modelling, underwrites contemporary Bayesian workflow and sound causal inference.\n", "\n", ":::" ] From 22753d3eb7f34e0327547d69350fe914bf7bc2be Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Fri, 31 Oct 2025 13:53:20 +0000 Subject: [PATCH 24/27] fix typo Signed-off-by: Nathaniel --- docs/source/knowledgebase/structural_causal_models.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 8e1fc66c..6452f11f 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -1664,7 +1664,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the plot we can see that the majority of models accurately estimate the true treatment effect $\\alpha$ except in the cases where we have explicitly placed an opinionated prior on the $\\rho$ parameter in the model. These priors pull the $\\alpha$ estimate away from the true data generating process. The variable selection priors considerably shrink the uncertainty in the treatment estimates seemingly picking out the implict instrument structure aping the application of instrumental variables. \n", + "In the plot we can see that the majority of models accurately estimate the true treatment effect $\\alpha$ except in the cases where we have explicitly placed an opinionated prior on the $\\rho$ parameter in the model. These priors pull the $\\alpha$ estimate away from the true data generating process. The variable selection priors considerably shrink the uncertainty in the treatment estimates seemingly picking out the implicit instrument structure aping the application of instrumental variables. \n", "\n", "Our Bayesian setup here is intentionally structural. We specify how both treatment and outcome arise from common covariates and latent confounding structures. However, the boundary between structural and reduced-form reasoning becomes fluid when we begin to treat latent variables or exclusion restrictions as data-driven “instruments.” In that sense, the structural Bayesian approach can emulate reduced-form logic within a generative model — an idea we’ll develop further when we move from unconfounded to confounded data and later when we impute potential outcomes directly. \n", "\n", From b406d539dde5b3cc56eb9d11ba0a7584e381ec08 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Fri, 31 Oct 2025 14:53:04 +0000 Subject: [PATCH 25/27] small fix Signed-off-by: Nathaniel --- docs/source/knowledgebase/structural_causal_models.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index 6452f11f..c2848687 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -179,7 +179,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Each simulated observation has a treatment $T$, an outcome $Y$, and a set of covariates $X$ with distinct causal roles. Two covariates influence both the treatment and the outcome—these are the confounders. Two others affect only the treatment and serve as valid instruments. A final covariate affects only the outcome. The treatment and outcome errors are drawn from a correlated bivariate normal distribution, introducing endogeneity through their correlation parameter $\\rho$ . The treatment is exogenous and standard should regression recover the correct effect when $\\rho$ is low; while naive estimates are biased when $\\rho$ is high.\n", + "Each simulated observation has a treatment $T$, an outcome $Y$, and a set of covariates $X$ with distinct causal roles. Two covariates influence both the treatment and the outcome—these are the confounders. Two others affect only the treatment and serve as valid instruments. A final covariate affects only the outcome. The treatment and outcome errors are drawn from a correlated bivariate normal distribution, introducing endogeneity through their correlation parameter $\\rho$. When $\\rho$ is low the treatment can be considered exogenous and standard regression should recover the correct effect; while naive estimates will be biased when $\\rho$ is high.\n", "\n", "#### Confounding Structure\n", "\n", From eb05301a3e7adb8a4aa1d8600a03aa7da6dcf52e Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Sat, 1 Nov 2025 21:42:45 +0000 Subject: [PATCH 26/27] tightening the conclusion with advice Signed-off-by: Nathaniel --- .../structural_causal_models.ipynb | 28 +++++++++---------- 1 file changed, 14 insertions(+), 14 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index c2848687..efa6abc6 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -402,7 +402,7 @@ "Each prior embodies a different epistemological stance on how much structure the data can learn versus how much the analyst must impose. In the unconfounded case, the treatment and outcome errors are independent, so the joint model effectively decomposes into two connected regressions. The treatment effect $\\alpha$ then captures the causal impact of the treatment on the outcome, and under this setting, its posterior should center around the true value of 3. The goal is not to solve confounding yet but to show that when the world is simple and well-behaved, the Bayesian model recovers the truth just as OLS does—but with richer uncertainty quantification and a coherent probabilistic structure.\n", "\n", "The following code defines the model and instantiates it under several prior choices. The model’s graphical representation, produced by `pm.model_to_graphviz()`, visualizes its structure: covariates feed into both the treatment and the outcome equations, the treatment coefficient $\\alpha$ links them, and the two residuals \n", - "$U$ and $V$ are connected through a correlation parameter $\\rho$, which we can freely set to zero or more substantive values. These parameterisations offer us a way to derive insight into the structure of the causal system under study. \n", + "$U$ and $V$ are connected through a correlation parameter $\\rho$, which we can freely set to zero or more substantive values. These parameterisations offer us a way to derive insight from the structure of the causal system under study. \n", "\n", "### Fitting the Continuous Treatment Model\n", "\n", @@ -5567,25 +5567,25 @@ "source": [ "The results all indicate a positive effect on weight due to the quitting smoking. They vary slightly in the attributed effect but, interestingly even if we try to zero out the correlation between treatment and outcome the model still implies a higher effect than observed in the simpler regression model. The Bayes factor plots repor that the alternative hypothesis $\\alpha \\neq 3$ is between 5 and 12 times more likely than the null hypothesis of $\\alpha = 3$. They also indicate the effect of Bayesian updating by the extent in which the posterior has transformed from the prior in each plot. \n", "\n", - ":::{admonition} Advice for the Practitioner\n", - ":class: tip\n", + "### Applying These Methods\n", "\n", - "We have seen a number of ways in which to model the structural relationships between treatment and outcome for causal inference. In `CausalPy` we will add a flexible API to capture some of these options, but no API can be fully robust for each and every niche problem. You may wish to prioritise one or more of these components in your own modelling. Our main advice here is to model the parameters that matter - the ones that give insight into _the structure of your problem_. Use the structural parameters to diagnose the degree of confounding. Use variable selection priors with care as a diagnostic aid for theoretical instruments. Assess your model in context with a range of reasonable alternatives and report the variation honestly. This process, the careful craft of statistical modelling, underwrites contemporary Bayesian workflow and sound causal inference.\n", + "The models demonstrated here are not recipes to be followed mechanically but frameworks for making structural assumptions explicit. Before fitting a Bayesian causal model to real data, ask yourself three questions:\n", + "\n", + "**First: Can I defend my causal structure theoretically?** Which variables do you believe are confounders, which are instruments, which are irrelevant? Write down your causal graph before writing down your priors. If you cannot justify exclusion restrictions through domain knowledge or institutional understanding, data-driven variable selection will not rescue you—it will merely dress speculation in statistical clothing.\n", + "\n", + "**Second: How sensitive are my conclusions to structural assumptions?** The confounding parameter ρ is rarely identified from observables alone. Vary your priors on ρ across plausible ranges and observe how your treatment effect estimate shifts. Fit models with normal priors, sparse priors, and theory-driven exclusions. If your causal conclusions are stable across specifications, they're robust. If they vary dramatically, that variation is real epistemic uncertainty and should be reported as such.\n", + "\n", + "**Third: Where have I placed flexibility, and why?** Automated variable selection and nonparametric methods are powerful tools, but flexibility in the outcome equation can absorb the causal effects you're trying to estimate. As we demonstrated with BART, sufficiently flexible outcome models learn total associations rather than structural parameters. Use flexibility in the treatment equation if needed, but keep the outcome equation constrained to interpretable causal parameters.\n", "\n", - ":::" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ "### Conclusion\n", "\n", - "When we specify a Bayesian causal model, we write down a probabilistic program that encodes our beliefs about how data are generated. We must consider which variables influence which, how uncertainty enters, and what invariances we are prepared to assume. Once fitted, the model becomes an _executable nomological machine_: we can run it forward under interventions, perturb its assumptions, and observe the probabilistic consequences. This executable character is what distinguishes structural modelling from purely associational approaches. It allows us to simulate alternative worlds and test the coherence of our causal story, rather than merely report coefficients.\n", + "These questions point to what distinguishes structural modeling from purely associational approaches. When we specify a Bayesian causal model, we write down a probabilistic program that encodes our beliefs about how data are generated—which variables influence which, how uncertainty enters, what exclusions hold. Once fitted, the model becomes a working machine we can run forward under interventions, perturb in its assumptions, and interrogate for consequences. This executable character lets us simulate alternative worlds and test the coherence of our causal story, rather than merely report coefficients.\n", + "\n", + "The virtue of treating causal models as probabilistic programs is twofold. First, it forces us to articulate our causal beliefs explicitly i.e. the graphical, functional, and stochastic components that make the model run. Second, it offers a disciplined way to explore what follows from those beliefs under uncertainty. Bayesian structural causal inference therefore unites an epistemic modesty with computational rigor: each model is a local, provisional machine for generating causal understanding, not a final map of the world.\n", "\n", - "The range of model types in `CausalPy` illustrate that there are a range of such programs. Each program is fit to the world in various ways and appropriate for inference contingent on on how well fit each method is to the world. The sensitivity of our findings to perturbations of the program is an important feature of work in causal inference. The virtue of treating causal models as probabilistic programs is therefore twofold. First, it forces us to articulate the structure of our causal beliefs explicitly — the graphical, functional, and stochastic components that make the model run. Second, it offers a disciplined way to explore what follows from those beliefs under uncertainty. In doing so, Bayesian structural causal inference unites an epistemic modesty with the computational rigor of modern probabilistic programming: each model is a local, provisional machine for generating causal understanding, not a final map of the world fit once and forever.\n", + "The credibility revolution's achievement was recognizing that causal claims require more than correlations. Causal inference requires identification strategies. These strategies try to bracket complexity through design. Bayesian structural modeling takes a complementary path: it models complexity explicitly, then explores how robust our conclusions are to structural perturbations. Both approaches succeed when we know not only how our models work, but where they stop working. \n", "\n", - "The discovery of these causal programs and quasi-experimental designs is a genuine achievement of _the credibility revolution_, but we can recognize the value of such programmatic abstractions without mistaking their scope for universality. These designs succeed by bracketing complexity rather than modelling it, allowing us to extract causal signals even when the full data-generating process is unknown or only partially knowable. Causal inference succeeds when we know not only how our models work, but also where they stop working. Every causal model, like every fish tank, is a small world whose regularities we can nurture but never universalize. Our task is not to master the ocean, but to build clear tanks and learn when to change the water.\n", + "Every causal model, like every fish tank, is a \"small world\" whose regularities we can nurture but never universalize. Our task is not to master the ocean, but to build clear tanks and learn when to change the water.\n", "\n", "## References\n", ":::{bibliography}\n", From f620e25210559d2f0686614831df1207b1ff62c1 Mon Sep 17 00:00:00 2001 From: Nathaniel Date: Fri, 7 Nov 2025 20:21:21 +0000 Subject: [PATCH 27/27] tighten writing and add spike and slab model for nhefs Signed-off-by: Nathaniel --- .../structural_causal_models.ipynb | 2238 ++++++++--------- 1 file changed, 1110 insertions(+), 1128 deletions(-) diff --git a/docs/source/knowledgebase/structural_causal_models.ipynb b/docs/source/knowledgebase/structural_causal_models.ipynb index efa6abc6..92a6d67f 100644 --- a/docs/source/knowledgebase/structural_causal_models.ipynb +++ b/docs/source/knowledgebase/structural_causal_models.ipynb @@ -2,9 +2,17 @@ "cells": [ { "cell_type": "code", - "execution_count": 45, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" + ] + } + ], "source": [ "import warnings\n", "\n", @@ -89,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -457,120 +465,8 @@ "\n", "2500\n", "\n", - "\n", - "\n", - "pi_T\n", - "\n", - "pi_T\n", - "~\n", - "Beta\n", - "\n", - "\n", - "\n", - "gamma_T\n", - "\n", - "gamma_T\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "pi_T->gamma_T\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "upper\n", - "\n", - "upper\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "rho\n", - "\n", - "rho\n", - "~\n", - "Uniform\n", - "\n", - "\n", - "\n", - "upper->rho\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "m\n", - "\n", - "m\n", - "~\n", - "Truncated_normal\n", - "\n", - "\n", - "\n", - "m->upper\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "lower\n", - "\n", - "lower\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "m->lower\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "h\n", - "\n", - "h\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "m->h\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "lower->rho\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "h->upper\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "h->lower\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "var_Y\n", - "\n", - "var_Y\n", - "~\n", - "Deterministic\n", - "\n", "\n", - "\n", + "\n", "pi_O\n", "\n", "pi_O\n", @@ -591,34 +487,28 @@ "\n", "\n", "\n", - "\n", - "\n", - "var_D\n", - "\n", - "var_D\n", - "~\n", - "Deterministic\n", + "\n", + "\n", + "rho\n", + "\n", + "rho\n", + "~\n", + "Uniform\n", "\n", - "\n", - "\n", - "cov_UV\n", - "\n", - "cov_UV\n", - "~\n", - "Deterministic\n", + "\n", + "\n", + "var_Y\n", + "\n", + "var_Y\n", + "~\n", + "Deterministic\n", "\n", "\n", - "\n", + "\n", "rho->var_Y\n", "\n", "\n", "\n", - "\n", - "\n", - "rho->cov_UV\n", - "\n", - "\n", - "\n", "\n", "\n", "cov_YD\n", @@ -628,13 +518,27 @@ "Deterministic\n", "\n", "\n", - "\n", + "\n", "rho->cov_YD\n", "\n", "\n", "\n", + "\n", + "\n", + "cov_UV\n", + "\n", + "cov_UV\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "rho->cov_UV\n", + "\n", + "\n", + "\n", "\n", - "\n", + "\n", "likelihood\n", "\n", "likelihood\n", @@ -642,13 +546,135 @@ "Multivariate_normal\n", "\n", "\n", - "\n", + "\n", "rho->likelihood\n", "\n", "\n", "\n", + "\n", + "\n", + "h\n", + "\n", + "h\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "lower\n", + "\n", + "lower\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "h->lower\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "upper\n", + "\n", + "upper\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "h->upper\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "alpha\n", + "\n", + "alpha\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "alpha->var_Y\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "alpha->cov_YD\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "alpha->likelihood\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "mu_outcome\n", + "\n", + "mu_outcome\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "alpha->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "lower->rho\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "m\n", + "\n", + "m\n", + "~\n", + "Truncated_normal\n", + "\n", + "\n", + "\n", + "m->h\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "m->lower\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "m->upper\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "var_D\n", + "\n", + "var_D\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "upper->rho\n", + "\n", + "\n", + "\n", "\n", - "\n", + "\n", "sigma_U\n", "\n", "sigma_U\n", @@ -656,29 +682,51 @@ "Exponential\n", "\n", "\n", - "\n", + "\n", "sigma_U->var_Y\n", "\n", "\n", "\n", - "\n", - "\n", - "sigma_U->cov_UV\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "sigma_U->cov_YD\n", "\n", "\n", "\n", + "\n", + "\n", + "sigma_U->cov_UV\n", + "\n", + "\n", + "\n", "\n", "\n", "sigma_U->likelihood\n", "\n", "\n", "\n", + "\n", + "\n", + "pi_T\n", + "\n", + "pi_T\n", + "~\n", + "Beta\n", + "\n", + "\n", + "\n", + "gamma_T\n", + "\n", + "gamma_T\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "pi_T->gamma_T\n", + "\n", + "\n", + "\n", "\n", "\n", "sigma_V\n", @@ -687,78 +735,38 @@ "~\n", "Exponential\n", "\n", - "\n", - "\n", - "sigma_V->var_Y\n", - "\n", - "\n", - "\n", "\n", "\n", "sigma_V->var_D\n", "\n", "\n", "\n", - "\n", - "\n", - "sigma_V->cov_UV\n", - "\n", - "\n", + "\n", + "\n", + "sigma_V->var_Y\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "sigma_V->cov_YD\n", "\n", "\n", "\n", - "\n", - "\n", - "sigma_V->likelihood\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "alpha\n", - "\n", - "alpha\n", - "~\n", - "Normal\n", - "\n", - "\n", - "\n", - "alpha->var_Y\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "alpha->cov_YD\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "alpha->likelihood\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "mu_outcome\n", - "\n", - "mu_outcome\n", - "~\n", - "Deterministic\n", + "\n", + "\n", + "sigma_V->cov_UV\n", + "\n", + "\n", "\n", - "\n", - "\n", - "alpha->mu_outcome\n", - "\n", - "\n", + "\n", + "\n", + "sigma_V->likelihood\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "s\n", "\n", "s\n", @@ -766,61 +774,61 @@ "Beta\n", "\n", "\n", - "\n", + "\n", "s->h\n", "\n", "\n", "\n", - "\n", + "\n", "\n", + "gamma_O_u\n", + "\n", + "gamma_O_u\n", + "~\n", + "Uniform\n", + "\n", + "\n", + "\n", + "gamma_O_u->gamma_O\n", + "\n", + "\n", + "\n", + "\n", + "\n", "beta_O_raw\n", - "\n", - "beta_O_raw\n", - "~\n", - "Normal\n", + "\n", + "beta_O_raw\n", + "~\n", + "Normal\n", "\n", "\n", "\n", "beta_O\n", - "\n", - "beta_O\n", - "~\n", - "Deterministic\n", + "\n", + "beta_O\n", + "~\n", + "Deterministic\n", "\n", "\n", "\n", "beta_O_raw->beta_O\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "gamma_O_u\n", - "\n", - "gamma_O_u\n", - "~\n", - "Uniform\n", - "\n", - "\n", - "\n", - "gamma_O_u->gamma_O\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "beta_O->mu_outcome\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "gamma_O->beta_O\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "beta_T\n", "\n", "beta_T\n", @@ -847,22 +855,8 @@ "\n", "\n", "\n", - "\n", - "\n", - "mu_treatment\n", - "\n", - "mu_treatment\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "beta_T->mu_treatment\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "beta_T_raw\n", "\n", "beta_T_raw\n", @@ -875,6 +869,20 @@ "\n", "\n", "\n", + "\n", + "\n", + "mu_treatment\n", + "\n", + "mu_treatment\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "beta_T->mu_treatment\n", + "\n", + "\n", + "\n", "\n", "\n", "X_data\n", @@ -883,20 +891,20 @@ "~\n", "Data\n", "\n", - "\n", - "\n", - "X_data->mu_outcome\n", - "\n", - "\n", - "\n", "\n", "\n", "X_data->mu_treatment\n", "\n", "\n", "\n", + "\n", + "\n", + "X_data->mu_outcome\n", + "\n", + "\n", + "\n", "\n", - "\n", + "\n", "observed\n", "\n", "observed\n", @@ -909,29 +917,29 @@ "\n", "\n", "\n", - "\n", - "\n", - "mu_outcome->likelihood\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "mu_treatment->likelihood\n", "\n", "\n", "\n", "\n", - "\n", + "\n", "mu_treatment->mu_outcome\n", "\n", "\n", "\n", + "\n", + "\n", + "mu_outcome->likelihood\n", + "\n", + "\n", + "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -1167,7 +1175,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "51ec55e391874c0391e316c13fd582e1", + "model_id": "a68342e7df8e40ef9050860dae575879", "version_major": 2, "version_minor": 0 }, @@ -1192,7 +1200,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 375 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 366 seconds.\n", + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [likelihood]\n" ] @@ -1200,7 +1209,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1e996298617d47fb87d89e7e3d58e950", + "model_id": "9d38b0ccfeb94eadae3532124d96cda3", "version_major": 2, "version_minor": 0 }, @@ -1234,7 +1243,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ada10af449914e08a017c4629ce7c4c3", + "model_id": "51ddee15310042e7b8c2a89bcaf7112b", "version_major": 2, "version_minor": 0 }, @@ -1259,7 +1268,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 154 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 150 seconds.\n", "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] @@ -1267,7 +1276,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e8c54266a60c4d8fac7016116e612fcb", + "model_id": "576017d153044af3ae5832cbbcadd850", "version_major": 2, "version_minor": 0 }, @@ -1301,7 +1310,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1b69751a5de845bc9601bc3224e15a3b", + "model_id": "5a5f3f4c0ae443b7a90b6f098552ef60", "version_major": 2, "version_minor": 0 }, @@ -1326,14 +1335,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 89 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 87 seconds.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9a72bd4f4b9c4f6cbed15283e0ba095c", + "model_id": "5c35adcbba5641eb82c6707490007351", "version_major": 2, "version_minor": 0 }, @@ -1367,7 +1376,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "65c0c8f89a0b4ca595b49d07fc4e35fc", + "model_id": "969ad0f7158143628d2bde52db1665fd", "version_major": 2, "version_minor": 0 }, @@ -1393,14 +1402,14 @@ "output_type": "stream", "text": [ "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 120 seconds.\n", - "There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "81c4d0eaf39c4c37be2a495bdef8495e", + "model_id": "334f8fbe16ad446686d26fba7a47bbbf", "version_major": 2, "version_minor": 0 }, @@ -1434,7 +1443,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ecd4fcc178f64c999db99e7ed5c588f4", + "model_id": "3d0c463b2e9e4cc986fe3498b295c8ff", "version_major": 2, "version_minor": 0 }, @@ -1459,14 +1468,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 90 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 85 seconds.\n", + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d5a185e1f9774750bffda60e0b3ba204", + "model_id": "4de61de6eb6c4c9a90fecf70256af8b6", "version_major": 2, "version_minor": 0 }, @@ -1500,7 +1510,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6c1c59265cd34e20bd953e5670c1daba", + "model_id": "3c5f5491c40d46c287599b1411619eb4", "version_major": 2, "version_minor": 0 }, @@ -1525,14 +1535,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 387 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 385 seconds.\n", + "There were 7 divergences after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1b3ebb75bc2a4906938906b9d59398de", + "model_id": "bd670dbb62984c1692fa0ee147c58f48", "version_major": 2, "version_minor": 0 }, @@ -1622,7 +1633,7 @@ "outputs": [ { "data": { - "image/png": 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    " ] @@ -1682,7 +1693,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] @@ -1810,152 +1821,152 @@ " \n", " rho_tight\n", " alpha\n", - " 2.441\n", - " 0.267\n", - " 1.991\n", - " 2.955\n", - " 0.010\n", + " 2.459\n", + " 0.255\n", + " 2.005\n", + " 2.950\n", " 0.010\n", - " 744.0\n", - " 838.0\n", - " 1.01\n", + " 0.008\n", + " 715.0\n", + " 752.0\n", + " 1.00\n", " \n", " \n", " rho\n", - " 0.464\n", - " 0.170\n", - " 0.133\n", - " 0.766\n", + " 0.454\n", + " 0.167\n", + " 0.141\n", + " 0.759\n", " 0.006\n", " 0.003\n", - " 745.0\n", - " 798.0\n", - " 1.01\n", + " 722.0\n", + " 789.0\n", + " 1.00\n", " \n", " \n", " normal\n", " alpha\n", - " 3.056\n", - " 0.425\n", - " 2.275\n", - " 3.910\n", + " 3.059\n", + " 0.417\n", + " 2.307\n", + " 3.859\n", " 0.021\n", " 0.013\n", - " 430.0\n", - " 662.0\n", + " 388.0\n", + " 659.0\n", " 1.01\n", " \n", " \n", " rho\n", - " -0.058\n", - " 0.355\n", - " -0.722\n", - " 0.547\n", - " 0.017\n", - " 0.008\n", - " 431.0\n", - " 690.0\n", + " -0.060\n", + " 0.350\n", + " -0.676\n", + " 0.567\n", + " 0.018\n", + " 0.007\n", + " 388.0\n", + " 643.0\n", " 1.01\n", " \n", " \n", " spike_slab\n", " alpha\n", - " 3.021\n", - " 0.140\n", - " 2.777\n", - " 3.283\n", - " 0.007\n", - " 0.014\n", - " 781.0\n", - " 470.0\n", + " 3.026\n", + " 0.148\n", + " 2.759\n", + " 3.260\n", + " 0.009\n", + " 0.017\n", + " 678.0\n", + " 350.0\n", " 1.00\n", " \n", " \n", " rho\n", - " -0.031\n", - " 0.138\n", - " -0.283\n", - " 0.233\n", - " 0.006\n", - " 0.009\n", - " 787.0\n", - " 455.0\n", + " -0.035\n", + " 0.143\n", + " -0.286\n", + " 0.220\n", + " 0.007\n", + " 0.011\n", + " 680.0\n", + " 344.0\n", " 1.00\n", " \n", " \n", " horseshoe\n", " alpha\n", - " 3.148\n", - " 0.237\n", - " 2.783\n", - " 3.705\n", - " 0.013\n", - " 0.012\n", - " 460.0\n", - " 303.0\n", - " 1.01\n", + " 3.133\n", + " 0.220\n", + " 2.732\n", + " 3.592\n", + " 0.011\n", + " 0.011\n", + " 647.0\n", + " 289.0\n", + " 1.00\n", " \n", " \n", " rho\n", - " -0.147\n", - " 0.210\n", - " -0.615\n", - " 0.189\n", - " 0.011\n", + " -0.133\n", + " 0.197\n", + " -0.556\n", + " 0.214\n", + " 0.009\n", " 0.008\n", - " 461.0\n", - " 316.0\n", - " 1.01\n", + " 651.0\n", + " 287.0\n", + " 1.00\n", " \n", " \n", " exclusion_restriction\n", " alpha\n", - " 3.019\n", + " 3.018\n", " 0.117\n", - " 2.798\n", - " 3.234\n", - " 0.003\n", - " 0.003\n", - " 1445.0\n", - " 1258.0\n", + " 2.784\n", + " 3.228\n", + " 0.002\n", + " 0.002\n", + " 2277.0\n", + " 1916.0\n", " 1.00\n", " \n", " \n", " rho\n", - " -0.030\n", + " -0.029\n", " 0.119\n", - " -0.257\n", - " 0.182\n", - " 0.003\n", + " -0.250\n", + " 0.194\n", " 0.003\n", - " 1464.0\n", - " 1411.0\n", + " 0.002\n", + " 2238.0\n", + " 1795.0\n", " 1.00\n", " \n", " \n", " tight_rho_spike_slab\n", " alpha\n", - " 2.825\n", - " 0.148\n", - " 2.553\n", - " 3.070\n", - " 0.008\n", - " 0.010\n", - " 590.0\n", - " 364.0\n", - " 1.00\n", + " 2.829\n", + " 0.141\n", + " 2.584\n", + " 3.063\n", + " 0.007\n", + " 0.011\n", + " 749.0\n", + " 342.0\n", + " 1.01\n", " \n", " \n", " rho\n", - " 0.164\n", - " 0.131\n", - " -0.071\n", - " 0.420\n", + " 0.161\n", + " 0.125\n", + " -0.066\n", + " 0.394\n", " 0.006\n", " 0.007\n", - " 596.0\n", - " 347.0\n", - " 1.00\n", + " 755.0\n", + " 346.0\n", + " 1.01\n", " \n", " \n", "\n", @@ -1963,32 +1974,32 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean \\\n", - "rho_tight alpha 2.441 0.267 1.991 2.955 0.010 \n", - " rho 0.464 0.170 0.133 0.766 0.006 \n", - "normal alpha 3.056 0.425 2.275 3.910 0.021 \n", - " rho -0.058 0.355 -0.722 0.547 0.017 \n", - "spike_slab alpha 3.021 0.140 2.777 3.283 0.007 \n", - " rho -0.031 0.138 -0.283 0.233 0.006 \n", - "horseshoe alpha 3.148 0.237 2.783 3.705 0.013 \n", - " rho -0.147 0.210 -0.615 0.189 0.011 \n", - "exclusion_restriction alpha 3.019 0.117 2.798 3.234 0.003 \n", - " rho -0.030 0.119 -0.257 0.182 0.003 \n", - "tight_rho_spike_slab alpha 2.825 0.148 2.553 3.070 0.008 \n", - " rho 0.164 0.131 -0.071 0.420 0.006 \n", + "rho_tight alpha 2.459 0.255 2.005 2.950 0.010 \n", + " rho 0.454 0.167 0.141 0.759 0.006 \n", + "normal alpha 3.059 0.417 2.307 3.859 0.021 \n", + " rho -0.060 0.350 -0.676 0.567 0.018 \n", + "spike_slab alpha 3.026 0.148 2.759 3.260 0.009 \n", + " rho -0.035 0.143 -0.286 0.220 0.007 \n", + "horseshoe alpha 3.133 0.220 2.732 3.592 0.011 \n", + " rho -0.133 0.197 -0.556 0.214 0.009 \n", + "exclusion_restriction alpha 3.018 0.117 2.784 3.228 0.002 \n", + " rho -0.029 0.119 -0.250 0.194 0.003 \n", + "tight_rho_spike_slab alpha 2.829 0.141 2.584 3.063 0.007 \n", + " rho 0.161 0.125 -0.066 0.394 0.006 \n", "\n", " mcse_sd ess_bulk ess_tail r_hat \n", - "rho_tight alpha 0.010 744.0 838.0 1.01 \n", - " rho 0.003 745.0 798.0 1.01 \n", - "normal alpha 0.013 430.0 662.0 1.01 \n", - " rho 0.008 431.0 690.0 1.01 \n", - "spike_slab alpha 0.014 781.0 470.0 1.00 \n", - " rho 0.009 787.0 455.0 1.00 \n", - "horseshoe alpha 0.012 460.0 303.0 1.01 \n", - " rho 0.008 461.0 316.0 1.01 \n", - "exclusion_restriction alpha 0.003 1445.0 1258.0 1.00 \n", - " rho 0.003 1464.0 1411.0 1.00 \n", - "tight_rho_spike_slab alpha 0.010 590.0 364.0 1.00 \n", - " rho 0.007 596.0 347.0 1.00 " + "rho_tight alpha 0.008 715.0 752.0 1.00 \n", + " rho 0.003 722.0 789.0 1.00 \n", + "normal alpha 0.013 388.0 659.0 1.01 \n", + " rho 0.007 388.0 643.0 1.01 \n", + "spike_slab alpha 0.017 678.0 350.0 1.00 \n", + " rho 0.011 680.0 344.0 1.00 \n", + "horseshoe alpha 0.011 647.0 289.0 1.00 \n", + " rho 0.008 651.0 287.0 1.00 \n", + "exclusion_restriction alpha 0.002 2277.0 1916.0 1.00 \n", + " rho 0.002 2238.0 1795.0 1.00 \n", + "tight_rho_spike_slab alpha 0.011 749.0 342.0 1.01 \n", + " rho 0.007 755.0 346.0 1.01 " ] }, "execution_count": 9, @@ -2035,139 +2046,18 @@ "outputs": [ { "data": { - 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56dChg/z9/XONS/9htCSNGDEi1z4tW7a0ej4OHjxoU06SNHz4cLm5ueUa99RTT6l06dJme/HixTZfIzcNGzY0z69evZqn/O1d+JBu7OGT3q5duwo8Zvr3W5UqVTRgwIBc+zg7O+v5558320lJSVq+fLlN13vmmWds+h1p166deX7s2DGr/XQAALjZKH4AAAAAQBYGDRpknv/++++6evWqpBszHhYsWJBlXF4EBwdbte+77z6b+/br1888T0xMtNqkWrrxDf/0myAHBQXJ09PTprH79OljU1z6mRNpm4TbysHBwdwsWboxa+JmSp97tWrV1L59+wKPmf71dHV1VdeuXW3qV6ZMGQUFBZntbdu2KTk5Odd+6T9kzkn16tWt2m3bts21j5ubm1VxKioqyqZrSVLv3r1tivP29laHDh3M9vbt23OdoREfH68ff/xRw4YNU/PmzVW1alV5eHjI2dlZTk5O5tGgQQOrfrZsVJ+mY8eONsfaKiAgwKoAMnr0aK1evTrf4128eFEnT540271795aDg20f79x///1W7Yx/h7KT/rXKSfqZRoZhKCYmxqZ+AAAUBoofAAAAAJCF9u3bmx/kxcfH69dff5V044PzsLAwSTc+5H7wwQfzNf7hw4fNc4vFosaNG9vct2nTptmOJUmnT5/WtWvXzHZexm7UqJFNH6Sm//Z6cnKy3N3drT6Azu3Yvn272T8yMtLm/Oxh//795nnGmRH5lf41aNSokZycnGzum/71jI+P1+nTp3PtY+vyZO7u7gXul/69lBMHBwerWRe5Sf++vHr1arZFCsMwNGvWLFWrVk2PPvqovv32W+3YsUPnz59XbGyskpOTlZKSYnWkZ2vxxs3NLVOxyB6cnZ317LPPmu3w8HB16dJFAQEB+t///qe///47TwWmjL/vd999t819K1eurMqVK2c7VnaqVatmU1zG95ut7x0AAAoDxQ8AAAAAyILFYtHjjz9uttOWvkq/BFa/fv1snlGR0ZUrV8xzDw+PTB8a5iT9h5cZx8qqXalSJZvHLl26tLy8vHKNi4iIsGpn/PA5tyO96Ohom/MrqJiYGKuleKpUqWKXcdM/5z4+Pnnqm9vrmRVblpaSMu9Pkp9+6feWyIm3t7fVEl65yfg8ZXffzz77rJ599lmbnpesZLUsXFbKlCmTr/Ft8fbbb2eaVXXo0CFNnTpVvXr1Urly5XT33Xdr7Nix2rZtW45jZXweCvJ+s/U5ze/7zdb3DgAAhYHiBwAAAABkI/2SVmvXrtWRI0e0aNGiLH+eV2nLaEmZvy2dm4zx6ceSMn/buqDjZ8WeBYu8bEhdUBmfq4z7MdhjXHu/nreLgt53VrMEvv/+e33xxRdm28nJSQMGDNC8efO0a9cuhYeHKz4+XoZhmEf6JaEk2z+Ad3Z2zlP+eeHi4qI//vhD8+bN01133ZXp54ZhaPfu3frwww/VsmVLtW3b1mp2VHoZ3x8Fed5v1/caAAC2sH0eLgAAAACUMHXr1lWrVq20detWpaam6rHHHjPXsPfx8VH37t3zPXb6GSOxsbF56psxPuPsk4wf6Bd0/Kyk/yb4HXfcoWPHjuXpGkUl43Nlr2V5PD09zaWL7P163i4Ket9ZFaLeeustq5//+++/atmyZY7j3qpLLVksFg0aNEiDBg3SwYMHtXr1am3cuFGbNm3KtNTZ5s2b1bZtWy1atCjTjJGM74+CPO+363sNAABbMPMDAAAAAHKQfnZH+m9iP/roo3J0dMz3uGXLljXPr127lqcPMC9cuJDtWFm1L126ZPPYCQkJNm1SXKFCBfP81KlTNm3SfSvw8vKy+ob/uXPn7DJu+uf84sWLeeqb2+t5u4iJidH169dtjs/4PGW876NHj+rIkSNme9y4cbkWPqS8vd+LSkBAgEaOHKkff/xRp06d0vHjxzV9+nTVr1/fjElMTNQTTzyRaT+QjM9TQd5vt+t7DQAAW1D8AAAAAIAcPPLII1kuh/PEE08UaFx/f3/z3DAM7dmzx+a+6TcbzziWJPn6+lp9iz4vY+/du9emZagCAgLM86SkJAUHB9t8jaKWflPurVu32mXM9K/B3r1781QMSv96urm5ydfX1y453WwpKSnat2+fzfHp35eenp6ZNhtPX/iQpB49etg07o4dO2zO4VZRu3ZtjRkzRnv37tWTTz5pPh4VFaXffvvNKjbj73vGvwc5uXDhglXxI+NYAAAUJxQ/AAAAACAH5cuXV69evawea9iwoZo0aVKgcVu3bm3V/vPPP23u+/vvv5vnLi4uatasmdXPHRwcrB5bt26dzUsBLVmyxKa4Ll26WLV/+OEHm/rdCoKCgszzc+fOaf369QUeM/3rGR8fr1WrVtnULzo6WuvWrTPbzZs3l5PT7btC9dKlS22Ki4mJsXremzdvLgcH648oMs54sHVD8l9//dWmuFuRg4ODZsyYYfVc/Pfff1YxPj4+qlWrltleunSpzfvmpP/bIWX+OwQAQHFC8QMAAAAAcjFp0iRNnz7dPD777LMCjxkYGCgfHx+zPWfOHJs2EQ8ODraarXDPPfeoVKlSmeL69u1rnsfHx+ubb77Jdey4uDh9++23ucZJUtu2ba1mKMyZM0dHjx61qW9Re/TRR63akyZNsnlT7Oykf74lafr06Tb1+/zzz5WQkJDtOLeb2bNnKz4+Pte4r7/+2uq++/XrlynGy8vLqh0aGprruGvWrLHbbJ6i4unpabWsXGJiYqaY9O+Tc+fO6aeffsp13OTkZKu/Xc7OzurZs2cBswUA4NZF8QMAAAAActG4cWONGTPGPNLPHMgvFxcXPfXUU2b70qVLev7553PsExMTY9VHUrZ9Bg8erNKlS5vtiRMn5rop+bhx43T27NncUpd044PT8ePHm+3r16/r/vvvV3h4uE3906xevTpP8fbQokULderUySqHCRMm2Nw/q0JJ48aN1b59e7O9YsWKXAtO//33n9555x2z7ebmZrXk0e3o9OnTevXVV3OMOXz4sNVG5m5ublkuI9egQQOrdm7P54ULFzRs2LA8ZHtznDx5UhERETbHHz582Or3qGbNmpliRo4cKYvFYrZfeuklnTlzJsdxJ02apP3795vthx56SJUrV7Y5LwAAbjcUPwAAAACgiLz00kuqUaOG2Z4/f74GDx6c5QyQo0ePqmvXrlZ7Ktx7773q1q1blmOXK1dOr7/+utmOiopS165dtXnz5kyx8fHxGjVqlGbOnCmLxSIXFxeb8h8xYoRVEWH//v1q1qyZFi1alOMyPBcvXtTMmTPVpEkT9e/f36Zr2dvnn39utS/K22+/rUGDBuVY/Nm5c6eeeuopvf/++1n+/MMPP7Rasurpp5/WRx99lOVzsWLFCnXv3t1qo/tJkybZvLTTrcjFxUUWi0UzZszQiy++aDWzI82GDRvUrVs3xcTEmI+9+eabWd537dq1rQogP/30kyZOnKiUlJRMsZs3b1aHDh108uRJubu72+eG7GTdunWqUaOGRowYodWrV2eZf5r9+/erf//+ZoHNYrFkOSvmzjvvtCp8nj9/Xp06dVJISEim2OvXr+uVV17R5MmTzcc8PT2t2gAAFEe370KiAAAAAHCb8/b21oIFC9S9e3fzg+J58+Zp8eLF6tmzp+68804lJibqv//+0+rVq6020a5Ro0au34QfN26cli5dam5GHhYWpnbt2ql169Zq2bKlPDw8FBoaqmXLluny5cuSbhRkfvnlF4WFheWav5OTk37++WcFBQXpwIEDkm588z/tG+UdOnRQjRo15O7urpiYGF24cEG7du3SkSNHzIKAt7d33p84O6hXr57mzp2rgQMHKikpSZK0YMECLVy4UG3atFHjxo1Vrlw5xcXFKSwsTFu3bjWfk+xmibRo0ULvvvuuxo0bJ+nGBuAvvfSSPvroI/Xo0UNVq1ZVVFSUNm7cmGmT6p49e+rFF18sxDsufFWqVNEDDzygjz76SNOnT9e8efPUq1cv1axZU9euXdOWLVu0ZcsWqz7t27fXSy+9lO2YkyZN0oMPPmjV/u6773TPPfeocuXKunLlijZv3qzt27dLurFnxrRp0/Tss88Wzk3mU3x8vGbPnq3Zs2fLy8tLTZs2Vb169VSuXDk5OzsrIiJCO3bsUEhIiFWx7Nlnn812U/IpU6Zo06ZN5gbvx44dU2BgoNXv96lTp7Rs2TKrmScODg764osvrPYNAQCgOKL4AQAAAABFqH379lqxYoX69u2rK1euSJKuXr2qn3/+Ods+DRs21N9//221Z0hWnJ2d9ffff6t79+7mN8INw9DmzZuznAHSr18/vfvuu/rll19szr9ChQrasmWLhg4darXR9IULF3K8hzRZ7VdyszzwwAP6+++/NWDAAEVGRkq6sS/C+vXr870J+ssvvywXFxe99NJL5jf8z549m2Oh6uGHH9b8+fMzbfh9O3r//fd17Ngx/fnnn4qMjNT8+fOzjW3durX++uuvHDd4f+CBB/Tyyy9r2rRp5mOhoaH68ssvM8U6Ojrqiy++UNeuXQt2E4UsJiZGa9eu1dq1a3OMGzx4sGbMmJHtz0uXLq3Vq1fr/vvvN5ePy+n3W7rx+/bdd99pwIAB+U0fAIDbxu3/LysAAAAAuM21b99eR48e1ahRo3KcCeHr66uPPvpIO3bsUPXq1W0a29vbWxs3btTkyZNVrly5LGOqVaumjz76SL/99pucnZ3znL+np6cWLVqk9evX69577821oOHm5qbu3bvriy++0JEjR/J8PXvq0qWLjh07ptdeey3XYlLNmjU1bty4XPeVGD16tPbs2aO+ffvmuIRY06ZN9ccff+inn36yeamxW52zs7N+//13TZs2TVWrVs0ypnz58nrnnXe0fv36TJuaZ2Xq1KmaN2+e1RJx6Tk6Ouqee+7Rpk2bNHz48ALlXxj69Omjzz//XL169cp1ppPFYlFQUJCWLVumuXPn5lgYkm5sCr9q1SrNmzdPAQEB2ca5urr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"text/plain": [ - " rank elpd_loo p_loo elpd_diff weight \\\n", - "horseshoe 0 -12664.970808 17.537108 0.000000 5.348715e-17 \n", - "rho_tight 1 -12665.340947 20.804985 0.370139 4.603365e-01 \n", - "normal 2 -12665.485580 20.961134 0.514772 0.000000e+00 \n", - "spike_and_slab 3 -12665.665305 15.369161 0.694497 1.606562e-01 \n", - "rho_tight_spike_slab 4 -12665.773716 15.098341 0.802908 2.964150e-01 \n", - "exclusion 5 -12666.342278 18.896304 1.371470 8.259237e-02 \n", - "\n", - " se dse warning scale \n", - "horseshoe 50.510929 0.000000 False log \n", - "rho_tight 50.466921 2.360654 False log \n", - "normal 50.482197 2.358517 False log \n", - "spike_and_slab 50.525945 1.331506 False log \n", - "rho_tight_spike_slab 50.494225 1.938461 False log \n", - "exclusion 50.546977 2.784516 False log " + "
    " ] }, - "execution_count": 10, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ "compare_df = az.compare(idata_unconfounded)\n", - "compare_df" + "az.plot_compare(compare_df, figsize=(15, 7));" ] }, { @@ -2222,7 +2112,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "34fddd2afe3d4f21a4b1510fe772da4c", + "model_id": "135082f391ce4af79931bc3c79375fd2", "version_major": 2, "version_minor": 0 }, @@ -2247,8 +2137,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 487 seconds.\n", - "There were 8 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 476 seconds.\n", + "There were 9 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [likelihood]\n" @@ -2257,7 +2147,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "141e2c6876444684b4c5b16a4eec42f1", + "model_id": "e5049015de24438aa27d9226aa050e1e", "version_major": 2, "version_minor": 0 }, @@ -2291,7 +2181,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a73102152bec4c998773ee38bb814972", + "model_id": "b7161f7f9385421bbd9889b939b4b534", "version_major": 2, "version_minor": 0 }, @@ -2316,16 +2206,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 255 seconds.\n", - "There were 6 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 248 seconds.\n", + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", + "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "711dad8f55a347aa9aabbe985509f87b", + "model_id": "b7d6e0f8a9084749991137ce67285135", "version_major": 2, "version_minor": 0 }, @@ -2359,7 +2250,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8e5e02a6d1ed4f5e960011b28001edee", + "model_id": "df05ae550887422883aaae4af878c50c", "version_major": 2, "version_minor": 0 }, @@ -2384,15 +2275,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 135 seconds.\n", - "There were 7 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 150 seconds.\n", + "There were 6 divergences after tuning. Increase `target_accept` or reparameterize.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8940d062ac764b86abb74d0384ab72f6", + "model_id": "096317b5b934415095da3eb56c09fd0d", "version_major": 2, "version_minor": 0 }, @@ -2426,7 +2317,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9ffdb33b1cf4425284cee1790268afb0", + "model_id": "c628bc7dbfab45adaf707c1356a45452", "version_major": 2, "version_minor": 0 }, @@ -2451,14 +2342,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 139 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 149 seconds.\n", + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", + "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "fc53eb6f7f57445cbccc4a30ddc93abf", + "model_id": "c5107e05dbbd4265a43d273530208d72", "version_major": 2, "version_minor": 0 }, @@ -2492,7 +2385,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4c16bf5c685b4549b8d6583e00e292f0", + "model_id": "478f7282aea84b51b40b36ea8babc098", "version_major": 2, "version_minor": 0 }, @@ -2517,14 +2410,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 101 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 99 seconds.\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9c8e2650c561447ebb6be2eb560f0690", + "model_id": "262ea3aa8da64fe4a4cb5ea5a5e6edff", "version_major": 2, "version_minor": 0 }, @@ -2558,7 +2451,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a47aa28bf20a48a493fa3bd141340166", + "model_id": "82d95022a55047fd8c5858cfe9eab122", "version_major": 2, "version_minor": 0 }, @@ -2583,15 +2476,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 467 seconds.\n", - "There were 10 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 431 seconds.\n", + "There were 13 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "78eba117a75649ed92a9c918b0d57964", + "model_id": "4d97d1207b834493979adef88cfd851c", "version_major": 2, "version_minor": 0 }, @@ -2621,7 +2515,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can again compare these models on predictive performance measures, but the real focus is on the success of the causal identification within these model specifications. The performance metrics also highlight that they're broadly similar models. " + "We can again compare these models on predictive performance measures, but the real focus is on the success of the causal identification within these model specifications. The performance metrics also highlight that they're broadly similar models. Another way to see this is that grading models on predictive performance does not ensure that the model correctly identifies the causal mechanism. Indistinguishable, predictive performance does not ensure mechanistic accuracy. " ] }, { @@ -2631,139 +2525,18 @@ "outputs": [ { "data": { - "text/html": [ - "
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Eh4fjyJEjAICDBw8iPz8f7u7uT3wMLQXzxHzzhNfx1okTLUREZBaLjz5JUVFR2LZtmxh37NgRhw4dgoeHhwl7pV2vXr0kcbt27WTv6+rqKokfPnxYr0yXLl2gVCrFi6W7d+/Krj8nJ0fyLNgePXrI3tcSMU/MM0/y8/PF31NSUmTd+q6+YGZ6errkwwF/f3/cvn1bUp55Ih/zxDzzRBdjjYF5Ih/zxHzzpGfPnpL47t27sidaNM95becx80Q+5on5vhafPn1aEg8dOlR2G0OHDhUnWgRBwB9//IGRI0dKyjBP5GOemG+e8DreOvHRYUREZFXmz5+PDRs2iHH79u1x+PBhdO7c2YS9apjmGzTNhVZ1kbMoq42NjeQxS+fPn5dd/x9//CGJNT+cIMtlaXlSRxAE1NTUNPqjSf1v2r4VyDwhbSw1T9QZcwzME9LG0vJE832Xoedx27ZttX4TnHlC2ljaa3Fubq4k9vb2lt2GZln1hczrME9IG0vLE17HWydOtBARkdVYu3YtVqxYIcZt2rTB/v37zfqNRZ8+feDm5ibG2m4bboj67cBA7ZtRbQYNGiT+npOTg5SUFFn1az4rdvDgwbL7RubLEvPkSWCekLqWkCfNMQbmCamzxDwJCwuTLKSs7bn42pSXl0sW9lbPBU3ME1Jnia/FSqVSEqsvqt0YzQW7W7durbUc84TUWWKe8DreOnGihYiIrMLmzZsxa9YsMVYqlfjll18wYMAAE/aqcba2tpLF8G7duqX1m1/aqC8QCNQuVKnNyy+/LIl37dolq/7du3eLv/v4+Jj9saTGWWKeLFq0CIIg6PXj5+cn7u/n5yf5W1pamtZ2mCdUxxLzRFNzjYF5QnUsNU+8vb0REhIixvv27ZP1IfKePXtQVVUlxpq5oI55QnUs9bXY09NTEl+/fl12365du6azrjrME6pjqXnC63jrxIkWIiJq8X766SdMmjRJjG1tbbF9+3aEh4ebsFfyjR8/XvxdEATExsY2uk9RURF+/PFHMfby8sLTTz+ttWx4eLjkObBff/215MMCbY4cOYIbN26I8WuvvSb5BihZHkvPk+bGPCGgZeRJc46BeUKA5efJ66+/Lv5eWFgoWQ+gIV999ZX4u52dHV555ZUGyzJPCLDs12L1yUgA2LFjh6x+lZeX45dffhFje3t7BAYGai3LPCHAsvME4HW8VRKIiIjMlJ+fnwBAACD4+fkZVMfvv/8uKJVKsR6FQiHExsYat6M6GGMMKpVK6N+/v1hP27ZthdTUVJ37fPjhh2J5AMKSJUt0ll+2bJns8uXl5ULv3r3FsnZ2dkJaWpohQyMjYJ48ufaYJ5aLeVLrSYyBeWK5LOUc08UYYyguLhbc3NzEejw9PYUHDx40WP67776TnPMfffRRo20wTyyXpeRJc55j6enpgq2trVje0dFR+OOPPxrt01//+ldJn1544QWTjYGaF/OkFq/jrQ8nWoiIyGw19Q3a2bNnBWdnZ8kbj88//9z4HdXBWB8gHzp0SFAoFGJd/v7+wunTp+uVKy0tFT7++GPJmH19fYWCggKd9ZeUlAje3t6SN7Jr164VampqJOVyc3OFYcOGSeqPiooyeFzUdMyTJ9ce88RyMU+e3BiYJ5bLUs4xXYz1/8maNWsk4+jbt6/WD8e2bt0q2Nvbi+WcnJyE9PT0RutnnlguS8mT5j7HIiIiJPu4u7sLP//8s9ayBQUFwpQpUyTlAQiJiYkmHQM1H+bJ/+F1vHVRCIIggIiIyETS09PRtWtXrX+rqamRxLa2tlrLVVdXa90eGRlZ7/bchurQ5c6dO5I1HTQ15xjULVmyBAsXLhRjhUKBQYMGISQkBK1bt0ZaWhr279+P/Px8sYy9vT3i4uIQFhbWaP2JiYkYPnw4Hj9+LG7r1q0bRowYATc3N9y+fRv79u2TLGIZEhKCY8eOwcHBodH6yXDMk1py8kQOf39/pKenA6hdo6WhdVm0YZ6YL+ZJLVOPAWCemLOWcI49if9PBEHA2LFjsXfvXnGbnZ0dxowZg549e6K0tBTHjh3DpUuXxL8rFArs2rVL8ugxXZgn5qsl5AnQvOdYfn4+Bg4ciNu3b0u2d+/eHUOHDoWPjw8qKytx48YN/P777ygpKZGUmzdvnmRxc1OMgZqGeSL/HON1vBUx8UQPERFZudTU1HrfbtL3pyGa37Qy9Kex23ubcwya5s2bJ9jY2Miq093dXTh27JjsugVBEH766Sehbdu2suofOHCgkJWVpVf9ZBjmiX550pimfsuOeWKemCfmMYY6zBPz1BLOsSf1/0lxcbHw4osvyqpPqVQKGzZs0OefQhAE5om5agl5Uqc5z7HU1FQhJCREr37b2NgICxYsEFQqlex2mCfmiXmiH17HWwcbEBERkcVYsWIFjhw5gmHDhjW4aF2bNm0wbdo0XLt2DYMHD9ar/ldffRUXL17E+PHjoVQqtZbx9fXFsmXLcPz4cfj4+Og9BiJLxzwhahzzhCyds7Mzfv31V2zYsAHdunXTWsbW1hajR4/G6dOnMWXKFL3bYJ5Qc2vOc8zf3x8nTpzAhg0bGlysu46dnR3GjRuHkydPYunSpXotvs08oeb2JM4xXsdbBz46jIiIyELdu3cPZ86cQVZWFkpLS9G+fXt0794dYWFhsLOza3L9Dx8+REJCAjIyMlBcXAxvb28EBAQgLCwMNjb8rgYRwDwhkoN5Qi1BUlISkpOTkZWVBUdHR/j6+iI0NNRoH1YxT6i5Nfc5lpmZiTNnzuD+/fsoLCyEnZ0dXF1d0b17d4SEhMDR0dHsx0D0JM4xXse3XJxoISIiIiIiIiIiIiIiMhCnsYiIiIiIiIiIiIiIiAzEiRYiIiIiIiIiIiIiIiIDcaKFiIiIiIiIiIiIiIjIQJxoISIiIiIiIiIiIiIiMhAnWoiIiIiIiIiIiIiIiAzEiRYiIiIiIiIiIiIiIiIDcaKFiIiIiIiIiIiIiIjIQJxoISIiIiIiIiIiIiIiMhAnWoiIiIiIiIiIiIiIiAzEiRYiIiIiIiIiIiIiIiIDcaKFiIiIiIiIiIiIiIjIQJxoISIiIiIiIiIiIiIiMhAnWoiIiIiIiKjZDBs2DAqFQvyxdLGxsZLxxMbGWlX7lu78+fNo1aoVFAoF2rRpg+zs7AbLLlq0SHKs4+Pjn1xHTSgnJwfOzs5QKBSwsbHBmTNnTN0lIiIis8eJFiIiIiIiIiJq8QRBwMcff4yamhoAwMyZM+Ht7W3iXpkfLy8vzJ49G0DtMfvLX/4ClUpl4l4RERGZN060EBEREREREVGLt2XLFpw6dQoA4O7uLk4mUH0zZ86Eh4cHACApKQkxMTEm7hEREZF540QLEREREREREbVojx8/xsKFC8X4k08+QZs2bUzYI/Pm5OSE6dOni/GiRYtQUVFhwh4RERGZN060EBEREREREVGLtnHjRqSnpwOonUSYNm2aiXtk/qKiosTJqIyMDGzYsMHEPSIiIjJfnGghIiIiIiIioharpqYGa9euFeO33noLrq6uJuyRZXBxccE777wjxn//+99RXV1twh4RERGZL060EBEREREREVGLtXv3bvFuFgCYPHmyCXtjWdSPVUZGBnbu3GnC3hAREZkvTrQQERERERERUYul/sirbt26ISQkxIS9sSz9+/dHz549xfirr74yYW+IiIjMVytTd4CIiIiIiIjMhyAIuHDhApKTk5GXl4eysjK0b98enTp1wuDBg+Hk5GSyvlVWVuL48eO4e/cucnNz4erqiqeeegpDhw6Fvb19k+p+/Pgxjh49ipSUFBQUFMDT0xOdOnXCkCFDoFQqjTQC81BWVoYTJ07g3r17yMvLg1KphKenJ3r37o3AwEAoFIomt/H48WMkJiYiLS0NeXl5sLGxgYeHB7p164ZnnnkGtra2RhhJ49LT03Hs2DExfv31159Iu3UKCwuRkJCA+/fv48GDB3BycoKHhweCgoIkExiGUqlUOH36NJKTk5GTkwMXFxf4+voiNDQUHh4eRhhB7TFbvnw5ACAhIQEpKSl46qmnjFI3ERFRS8GJFiIiIiIiIkJ2djZWrFiBHTt2IDc3V2sZe3t7vPjii1i6dCn69Olj9D7ExsYiMjJSjGNiYjBhwgTk5+dj8eLF2Lp1KwoKCurt5+LigokTJ2Lx4sXi4t1ylZWVYdGiRfj6669RVFRU7++urq547733sHDhQri7u+s/KDNy/vx5LFy4EIcOHUJlZaXWMl5eXoiMjMTcuXPh4uKidxu3b9/GokWLsGfPHpSVlWkt4+rqirfeegv/8z//A29vb73b0MeOHTsgCIIYv/zyy83aXp24uDgsWbIEx48fR01NjdYy/v7+mDp1Kj755BM4ODjoVX91dTXWrVuHtWvX4v79+/X+bmdnhzFjxuDTTz9F9+7dkZaWhi5duoh/j4iIQGxsrKy2Xn75ZXGiRRAE7NixA/PmzdOrv0RERC0dHx1GRERERERk5b766it07doV69evb3CSBai9S2HPnj3o168fVq1a9UT6du3aNQQGBmL9+vVaJ1kAoKioCH//+9/Rp08f3Lx5U3bdt27dQp8+fbBmzRqtkywAUFBQgPXr1yMwMBBXr141aAymplKpMHPmTAQHB2Pfvn0NTrIAQE5ODlatWoWuXbsiLi5Or3bWrl2L3r1744cffmhwkgWoPaYbNmxAQEAAtm3bplcb+vr111/F352cnJr9sWGVlZV45513EB4ejvj4+AYnWQAgLS0Nc+bMQc+ePXH58mXZbeTn5yM0NBSzZs3SOskCAFVVVdizZw8GDBiAPXv26DsMiQEDBsDZ2VmM1Y8pERER1eIdLURERERERFYsOjoaq1evlmyzsbFB37594e/vj9atWyMnJwdnzpxBaWkpgNoP7ufNm4fCwsJmnXB58OABRo8ejYyMDACAg4MDBg4cCG9vbxQWFiIpKQkPHjwQy6enp2P48OFISEiQfHtfm7qymZmZku0eHh4IDg5Gu3btkJ2djZMnT6KyshIZGRkYPXo0pk+fbvyBNiNBEPDuu+9i+/btku22trYICQlB586dUV5ejmvXruHOnTvi3/Pz8zF69Gjs2rULr7zySqPtzJ07F59++mm97UFBQXjqqaegUqlw8+ZNyWRVWVkZ3n33XRQWFmLq1KlNGKV2paWlSExMFONnn30WdnZ2Rm+nTmVlJUaNGoWjR49Kttvb2+PZZ5+Fr68viouLcfHiRcl5l56ejsGDB+PgwYN49tlndbZRUlKC4cOH15uYad26NQYOHAgvLy8UFhbi3LlzyM3NRUlJCd5+++0mTWjZ2toiLCwMBw8eBACcOnUKRUVFBt3xRERE1GIJREREREREZJU2bdokABB/7O3thQULFgi5ubn1ylZWVgrr168XWrduLdln7969OtsYOnSopLwuMTExkrKurq4CAMHW1laYO3euUFxcLClfVVUlfPfdd2K5up8hQ4YIKpWqwXZUKpUQHh4u2cfNzU3YsmWLUFVVJSlbVFQkzJkzR7CxsZH0qe4nJiZG55iMTfMYNdb+Z599JikPQIiMjBTu379fr+zx48eFp59+WlLWxcVFSE1N1dnGzz//XK+Nl156Sbhz5069spcuXRKee+45SVk7OzvhzJkz+hwGWeLj4yXt/Od//qde+y9cuFCyf1xcnM7y06dPl5S3tbUVZs+eLRQWFkrKqVQqYe/evUKnTp0k5f38/ISCggKdbUyePFmyj1KpFFauXCk8evRIUq6mpkbYtWuX4O3tLQAQ3N3dJftFRETodSyio6Ml+x8+fFiv/YmIiFo6PjqMiIiIiIjICqWkpOCTTz4RY2dnZxw7dgxLly7Vuoi2vb09oqKiEB8fD0dHR3H79OnTdT4eqSnqHhW2adMmrFy5UvL4IgBo1aoVPvjgA/z+++9o27atuP3YsWP4/vvvG6x327ZtOHLkiBi7uLggLi4O77//Plq1kj74oW3btli1ahU2bdok6ZMlyMrKwty5cyXbli5dis2bN2tdG2XQoEFITExEcHCwuK2oqAhRUVENtlFRUYHJkydLtk2cOBF79+7VumB63759ERcXhxdeeEHcVlVVhQ8//FCylooxJCUlSeLmWFeozrlz5/CPf/xDjBUKBTZv3oy//e1v9e78UCgUePnll5GYmAh/f39xe3p6OhYsWNBgGxcuXBDPQ6D2TpMff/wRc+fOleQkUHtX2rhx43D8+HF4eXkhPz+/SePr27evJD579myT6iMiImppONFCRERERERkhf72t7+hoqJCjL/55ptGH1sEACEhIeLC2ACQmpqKn3/+uVn6CABvvPEGPvzwQ51lgoKCsHLlSsm29evXN1j+n//8pyRevXo1/vSnP+lsY+LEiRg/fnwjvTUvX375pWQ9lhEjRuj8IB+onVjavn27ZHH2f//737h+/brW8lu3bpWs69OzZ098+eWXUCgUDbZhZ2eHH374QTKhd+XKFRw6dKjRMelDc70ePz8/o9av7rPPPpNMFEVGRuKDDz7QuU/Hjh2xZcsWybGKiYnBw4cPtZb/8ssvJW1ERUVhzJgxOtsICAiod74bQvPY6bMWEhERkTXgRAsREREREZGVKS0txXfffSfGQUFBeOONN2TvP2XKFMk36Pfu3WvU/qlbtGiRrHKTJ0+Gj4+PGCclJWmdHLhz5w5Onjwpxr6+vpg4caKsNhYvXiyrnLnQvKtn2bJlsvYLCAiQTG4JgoAtW7ZoLau5feHChbC3t2+0DVdXV8yePVuyLTY2Vlb/5EpLS5PEHTt2NGr9dcrLy7Fr1y4xtrGxwZIlS2TtO3jwYMndPY8ePZLUVUcQBMl2W1tbREdHy2pj3Lhx6N69u6yyDdE8dprHloiIyNpxooWIiIiIiMjKJCQkSO5m0fdODUdHR4SEhEjqaw79+vVDr169ZJW1tbWtN44TJ07UK6e5bfz48bCxkXdp3KtXr0bvfDEXd+/exd27d8W4a9euGDhwoOz933//fUms7d/48ePHkkdIOTk5YezYsUZtoynU77QBaid3msPZs2fx+PFjMR42bBh8fX1l7y/nOFy/fh2FhYViHBYWhg4dOshuo6l3Y2keu7y8vCbVR0RE1NK0arwIERERERERtSSaH+R6e3vr/Q119TVR0tPToVKpZE9YyCXnUWbqnnnmGUmclJSE//iP/5BsO3funM595LRx6dIlvfYxBc1x6jPJAgDBwcFQKpXio8c06wOAq1evSibsAgMDJY8ca4y3tze6dOmC1NRUAEBGRgZycnLg5eWlV18b8ujRI0msT9/0oXlsQkND9do/LCxMEmuuLQOg3jmnvo6OHPqW16S5BkxZWVmT6iMiImppONFCRERERERkZe7duyeJG1sDpTEqlQqFhYVwc3NrUj2aAgIC9CrfrVs3Sax5RwMA5OTkGLUNc6U5dn0fHWVnZ4cuXbogOTkZQO3jsUpKSuDs7Gy0NgCgR48e4kRLXZ3Gmmiprq6WxK1aNc9HIE09Dp07d4aDg4M4aaXtvNVczL5z5856t9EUmseuqqqqSfURERG1NHx0GBERERERkZVpaLHtpigpKTF6nep3zcjh4uIiiQsKCuqVUX/8kjHaMFeaYzek35r7aJ43T6KNpmjdurUkLi8vN1rd6ox9HAoLCyWL3tdtU6c+4SWHvue5Js1jp3lsiYiIrB0nWoiIiIiIiKyM+noSxqL5wbAxKBSKZu/Dk2jDHOg7TkPqeBJt6ENzMuJJPe7KmGOoo1QqJbG+OdzUnNd8DFtTJ26IiIhaGk60EBERERERWRl3d3dJfPnyZQiC0KQff39/o/ezqKhIr/LFxcWSWNvi5+3atTNqG+ZKc+z6jlPbPpp1Pok2mqJTp06S+P79+0arW52xj0O7du3qTdZotqHtbi1dmnqnUFZWliTWPLZERETWjhMtREREREREVkZzDYxbt26ZqCe63b59W6/ymuPw9PSsV0Zz7E1tw1xpjv3mzZt67V9VVSVZO8XR0bHeHSJNbQMAbty4obPOpujSpYskzsjIMFrd6pp6HO7evSuuz6KtPqD+GitXr17Vqw19y2vKzMyUxJrHloiIyNpxooWIiIiIiMjKhIWFSeLDhw+bqCe6nT59Wq/yZ86ckcQDBgyoVyY4ONiobZgrzXGePHlSr/3/+OMPVFZWNlgfADz99NNwcHAQ4/Pnz0v2aUxOTo5kMqdjx471JsKaol+/fpJYc1LHWJp6rDXLaztvQ0JCJHe5HDt2DCqVSnYbcXFxevVJU3JysiQODAxsUn1EREQtDSdaiIiIiIiIrMyIESNgY/N/l4M7d+5slsXsm+rixYu4fv26rLI1NTXYtWuXZNtzzz1Xr5zmtt27d8v+wPr69eu4dOmSrLKm1rlzZ8njne7cuaPXJNHWrVsl8aBBg+qVsbe3R0hIiBiXlZXhl19+MWobTaHeNwDN9m8XEhICe3t7MY6Pj6/3qC1d5ByHdu3aoX///mKcmZmJAwcOyKo/Ly8Pe/fuld0fbTSPneaxJSIisnacaCEiIiIiIrIybm5ueOutt8Q4Pz8f//3f/23CHjVs0aJFsspt3LhRsgbHgAED0KtXr3rlunbtitDQUDHOzMzEt99+K6uNhQsXyipnLt5//31JLPffOCUlRXJMFApFvboaamPJkiWoqqpqtI3CwkKsXr1asi0iIkJW/+QKCAhAhw4dxPjs2bNGrb+Oo6Mjxo0bJ8Y1NTWyz9vExET8+uuvYty6dWuMHz9ea9lJkyZJ4lmzZkkeOdaQGTNmyCqni/qx8/LyQs+ePZtUHxERUUvDiRYiIiIiIiIrtHDhQtjZ2YnxunXr8Omnn+pdz2+//YaUlBRjdk1i586d2Lx5s84yFy5cwLx58yTbpk2b1mD5qKgoSRwdHY3Lly/rbOPbb7+td8eMufv4448ld1ocOnQIq1at0rlPSUkJ3nrrLZSXl4vbRo8ejd69e2st/95778HDw0OMr169qvPYA0B1dTU++OAD5OTkiNt69+6NUaNG6dzPEKNHjxZ/T0lJwd27d43eBgD89a9/lcTffPMN/vWvf+ncJysrC++//z4EQRC3RUREwM3NTWv59957D35+fmJ8/fp1jB07FkVFRVrL19TUYO7cufXumNFXTk6O5M6y0aNHSx5jRkRERJxoISIiIiIiskrdu3fHP//5T8m2uXPnYuTIkThy5EiDj9NSqVS4dOkSli5dij59+mDkyJHN9uG1q6srgNpv8v/Xf/1Xvceb1dTU4Pvvv8eIESNQXFwsbh8yZEiDd2AAwNtvv43w8HAxLiwsxPDhw7F161bU1NRIyhYXF2PevHmYPHmypE+WwNfXFytWrJBsmzdvHiZNmoTc3Nx65RMTE/Hcc89J7l5o27YtvvjiiwbbcHR0xIYNGyTbNm7ciFdffVWy/kqdK1euYMSIEdi3b5+4rVWrVti8eXOzfHg/duxYSfzbb78ZvQ2g9lFa6hN4giAgIiIC8+fPl5ybdX/79ddfERYWJpmk7NSpE5YvX95gG61bt8Y333wjOU4HDx5Er169sHTpUiQkJODmzZs4e/YsvvzySwwYMECcPH3zzTcNHtvvv/8uiTWPKREREQEKQf2rE0RERERERGRVFi5ciCVLltTb7uLigqCgIHh4eMDOzg7FxcXIzs7GtWvX8OjRI0nZuLg4DBs2TGv9w4YNw9GjR8VY1yVobGwsIiMjxXj16tX4/PPPkZmZCQBwcHBAaGgovL29UVRUhLNnzyIvL09Sh4+PD06cOIEuXbroHHd6ejqee+45se46np6eGDBgAFxcXJCdnY2TJ0+Kj13y9fXF9OnTER0dLZaPiYnBhAkTdLZlTJrHqLH2BUHAm2++We9uHFtbWzzzzDPo3LkzKioqcPXqVdy+fVtSxs7ODjt27MCrr77aaL9mzZqFtWvXSrYpFAr0798fXbp0gUqlws2bN3HlypV6ZdatW9foXTCGqqqqgq+vr3ievPTSS5JJHl0WLVqExYsXi7Gu8xwAKioqMHLkSCQkJEi2K5VKDBw4ED4+PigtLcWFCxeQkZEhKePs7IyDBw9KHmvXkK+++goff/yxzlxSN2TIEHz77bfo1q2buG3ChAmIiYmRtf/rr7+On376CUDtYwfv378vuVOKiIiIgFam7gARERERERGZzuLFi9GvXz989NFHePjwobi9qKgI8fHxje5vZ2cHJyenZulb+/btceDAAYwaNQpZWVmoqKhAXFxcg+U7d+6MQ4cONTrJAgB+fn6Ii4vDn//8Z6SlpYnbc3Nz8e9//7teeR8fH+zfvx/nzp0zaCymolAosH37dvj4+GD9+vXih/M1NTU4efIkTp48qXU/Nzc37NixA88//7ysdtasWQNPT0/Mnz8f1dXVAGonec6dO9fgMXN0dMTXX3+Nd99914CRyWNnZ4d3330Xn3/+OQDg8OHDKCoqgouLi9HbcnBwwOHDhxEREYGdO3eK2ysrKyWTjZo6deqEffv2oV+/frLamTJlCjw9PREVFSVZl0ibSZMm4R//+Ee9x/s5OzvLaqusrAwHDhwQ43feeYeTLERERFrw0WFERERERERW7rXXXkN6ejpWr16tdQF5TU5OThg9ejTWr1+PrKwshISENFvf+vTpgwsXLmDq1KkNfjju4uKCGTNm4OrVq+jRo4fsurt164YrV65g5syZOuueOnUqLl68iL59+xo0BlOzsbHBunXrcObMGYwZM0bnB+Wenp6Ijo7GnTt3ZE+y1ImOjsbVq1fx9ttv65x8a9euHSZPnozbt2836yRLnWnTpsHW1hZA7aTHDz/80GxtOTg4YMeOHTh8+DCGDh0qtqtN586dsXLlSty4cUP2JEud1157DcnJyfjiiy/w/PPPo2PHjlAqlfDw8EBQUBA++eQTnD9/Hhs3boRSqURhYaFkf7kTTdu2bRPvYFMoFM125xEREZGl46PDiIiIiIiISCI7OxunT59Gbm4u8vPzIQgCnJ2d0aFDB/To0QPdu3eHnZ2d0dtt7LFYFRUVOHbsGO7du4fc3Fy4urqiS5cuGDZsGJRKZZParqysRHx8PFJTU1FQUABPT0906tQJgwcPhqOjY5PqNjdlZWU4fvw4MjIy8ODBA9jb28PDwwO9e/dG//79jbJWSmVlJRITE5GamooHDx5AoVDA09MTAQEBGDhwoM4JiOYwfvx47N69GwDwpz/9CRcvXnwi7RYUFCAhIQFZWVnIz8+Hk5MTPDw8EBgYiN69ez+RPgDA5s2bMXHiRDFev369ZE2ZhoSEhCApKQkA8Morr+CXX35ptj4SERFZMk60EBERERERkVnQd/0RIrkuX76MwMBAqFQqALULvIeHh5u4V09OZGQkYmNjxfjEiRMICwvTuU9CQgIGDx4MoPZulqSkJPTv3785u0lERGSx+OgwIiIiIiIiImrR+vbti7fffluMV65cacLePFmFhYXYtWuXGNvb2yMoKKjR/VasWCH+Pm7cOE6yEBER6cCJFiIiIiIiIiJq8ZYtWyY+Bu63335DYmKiiXv0ZEybNg1lZWVi/Prrrzf6OLwzZ85g//79AAClUimZdCEiIqL6ONFCRERERERERC2ev78/5s+fL8azZs0yYW8MFxUVhR9//FF8DFpDHj16hEmTJmHr1q3iNrkL2qsfm+joaAQEBBjeYSIiIivQytQdICIiIiIiIiJ6EmbPng1BEFBdXQ0AyM7Ohre3t4l7pZ8rV67giy++QIcOHTBu3DiEhoaiW7ducHFxQVlZGTIzM3H06FF89913yMnJkewbFRWF0NBQnfXn5uYiPDwc4eHhsLGxwezZs5tzOERERC2CQhAEwdSdICIiIiIiIoqNjUVkZKQYx8TEYMKECabrkJ4qKiqQnZ1t9Ho7duyIVq34PUmqNWzYMBw9elTv/caOHYtt27bBwcGhGXpFRERk3fhOjYiIiIiIiMgITp06heHDhxu93tTUVPj7+xu9XrJM7u7uepV3dXVFdHQ0oqOjYWPDJ8gTERE1B060EBERERERERFZiB9//BEXLlzAb7/9hlOnTuHWrVvIzMxESUkJVCoV2rVrh/bt2yM4OBjDhw/HG2+8AWdnZ1N3m4iIqEXjo8OIiIiIiIiIjCA+Pp53tBARERFZIU60EBERERERERERERERGYgP5yQiIiIiIiIiIiIiIjIQJ1qIiIiIiIiIiIiIiIgMxIkWIiIiIiIiIiIiIiIiA3GihYiIiIiIiIiIiIiIyECcaCEiIiIiIiIiIiIiIjIQJ1qIiIiIiIiIiIiIiIgMxIkWIiIiIiIiIiIiIiIiA3GihYiIiIiIiIiIiIiIyECcaCEiIiIiIiIiIiIiIjLQ/wMZA4ZBTBYpEgAAAABJRU5ErkJggg==", "text/plain": [ - " rank elpd_loo p_loo elpd_diff weight \\\n", - "rho_tight_spike_slab 0 -12101.181436 12.918219 0.000000 1.000000e+00 \n", - "spike_and_slab 1 -12101.682345 13.671351 0.500909 0.000000e+00 \n", - "horseshoe 2 -12102.713754 16.772109 1.532318 1.799291e-16 \n", - "rho_tight 3 -12105.035540 20.815679 3.854104 0.000000e+00 \n", - "normal 4 -12105.106045 20.894030 3.924609 1.863799e-16 \n", - "exclusion 5 -12105.115057 18.893793 3.933621 0.000000e+00 \n", - "\n", - " se dse warning scale \n", - "rho_tight_spike_slab 50.397485 0.000000 False log \n", - "spike_and_slab 50.400217 0.359948 False log \n", - "horseshoe 50.387938 1.504941 False log \n", - "rho_tight 50.300312 2.771039 False log \n", - "normal 50.332689 2.738899 False log \n", - "exclusion 50.302404 2.580116 False log " + "
    " ] }, - "execution_count": 12, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ "compare_df = az.compare(idata_confounded)\n", - "compare_df" + "az.plot_compare(compare_df, figsize=(15, 8));" ] }, { @@ -2787,7 +2560,7 @@ "outputs": [ { "data": { - "image/png": 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    " ] @@ -2849,7 +2622,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] @@ -2979,152 +2752,152 @@ " \n", " rho_tight\n", " alpha\n", - " 3.092\n", - " 0.256\n", - " 2.638\n", - " 3.545\n", + " 3.084\n", + " 0.263\n", + " 2.563\n", + " 3.518\n", " 0.009\n", " 0.008\n", - " 833.0\n", - " 983.0\n", + " 842.0\n", + " 1085.0\n", " 1.00\n", " \n", " \n", " rho\n", - " 0.508\n", - " 0.176\n", - " 0.165\n", - " 0.813\n", + " 0.512\n", + " 0.178\n", + " 0.187\n", + " 0.840\n", " 0.006\n", " 0.003\n", - " 839.0\n", - " 1000.0\n", + " 843.0\n", + " 1076.0\n", " 1.00\n", " \n", " \n", " normal\n", " alpha\n", - " 3.533\n", - " 0.407\n", - " 2.699\n", - " 4.237\n", - " 0.019\n", - " 0.012\n", - " 486.0\n", - " 695.0\n", - " 1.00\n", + " 3.554\n", + " 0.374\n", + " 2.878\n", + " 4.291\n", + " 0.018\n", + " 0.011\n", + " 413.0\n", + " 727.0\n", + " 1.01\n", " \n", " \n", " rho\n", - " 0.074\n", - " 0.394\n", - " -0.607\n", - " 0.762\n", + " 0.054\n", + " 0.376\n", + " -0.650\n", + " 0.681\n", " 0.018\n", " 0.008\n", - " 487.0\n", - " 679.0\n", - " 1.00\n", + " 411.0\n", + " 763.0\n", + " 1.01\n", " \n", " \n", " spike_slab\n", " alpha\n", - " 3.127\n", - " 0.462\n", - " 2.543\n", - " 3.952\n", - " 0.047\n", - " 0.018\n", - " 123.0\n", - " 592.0\n", - " 1.05\n", + " 3.368\n", + " 0.507\n", + " 2.572\n", + " 4.013\n", + " 0.059\n", + " 0.011\n", + " 93.0\n", + " 366.0\n", + " 1.04\n", " \n", " \n", " rho\n", - " 0.412\n", - " 0.415\n", - " -0.351\n", - " 0.822\n", - " 0.043\n", - " 0.020\n", - " 124.0\n", - " 609.0\n", - " 1.05\n", + " 0.182\n", + " 0.469\n", + " -0.403\n", + " 0.818\n", + " 0.055\n", + " 0.005\n", + " 93.0\n", + " 368.0\n", + " 1.04\n", " \n", " \n", " horseshoe\n", " alpha\n", - " 3.412\n", - " 0.406\n", - " 2.716\n", - " 3.991\n", - " 0.020\n", - " 0.006\n", - " 439.0\n", - " 1413.0\n", + " 3.426\n", + " 0.405\n", + " 2.679\n", + " 3.977\n", + " 0.023\n", + " 0.008\n", + " 337.0\n", + " 882.0\n", " 1.01\n", " \n", " \n", " rho\n", - " 0.171\n", - " 0.395\n", + " 0.159\n", + " 0.396\n", " -0.391\n", - " 0.783\n", - " 0.020\n", - " 0.004\n", - " 440.0\n", - " 1365.0\n", + " 0.786\n", + " 0.022\n", + " 0.005\n", + " 339.0\n", + " 905.0\n", " 1.01\n", " \n", " \n", " exclusion_restriction\n", " alpha\n", - " 2.766\n", - " 0.152\n", - " 2.486\n", - " 3.058\n", + " 2.763\n", + " 0.148\n", + " 2.476\n", + " 3.017\n", " 0.004\n", " 0.003\n", - " 1241.0\n", - " 1486.0\n", + " 1498.0\n", + " 1629.0\n", " 1.00\n", " \n", " \n", " rho\n", - " 0.717\n", - " 0.062\n", - " 0.603\n", - " 0.833\n", + " 0.719\n", + " 0.060\n", + " 0.609\n", + " 0.827\n", " 0.002\n", " 0.001\n", - " 1273.0\n", - " 1519.0\n", + " 1503.0\n", + " 1669.0\n", " 1.00\n", " \n", " \n", " tight_rho_spike_slab\n", " alpha\n", - " 2.844\n", - " 0.216\n", - " 2.453\n", - " 3.248\n", - " 0.007\n", + " 2.863\n", + " 0.222\n", + " 2.465\n", + " 3.278\n", + " 0.008\n", " 0.004\n", - " 952.0\n", - " 1764.0\n", - " 1.01\n", + " 722.0\n", + " 1524.0\n", + " 1.00\n", " \n", " \n", " rho\n", - " 0.671\n", - " 0.112\n", - " 0.450\n", - " 0.844\n", + " 0.660\n", + " 0.116\n", + " 0.447\n", + " 0.855\n", " 0.004\n", " 0.002\n", - " 958.0\n", - " 1841.0\n", - " 1.01\n", + " 725.0\n", + " 1722.0\n", + " 1.00\n", " \n", " \n", "\n", @@ -3132,32 +2905,32 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean \\\n", - "rho_tight alpha 3.092 0.256 2.638 3.545 0.009 \n", - " rho 0.508 0.176 0.165 0.813 0.006 \n", - "normal alpha 3.533 0.407 2.699 4.237 0.019 \n", - " rho 0.074 0.394 -0.607 0.762 0.018 \n", - "spike_slab alpha 3.127 0.462 2.543 3.952 0.047 \n", - " rho 0.412 0.415 -0.351 0.822 0.043 \n", - "horseshoe alpha 3.412 0.406 2.716 3.991 0.020 \n", - " rho 0.171 0.395 -0.391 0.783 0.020 \n", - "exclusion_restriction alpha 2.766 0.152 2.486 3.058 0.004 \n", - " rho 0.717 0.062 0.603 0.833 0.002 \n", - "tight_rho_spike_slab alpha 2.844 0.216 2.453 3.248 0.007 \n", - " rho 0.671 0.112 0.450 0.844 0.004 \n", + "rho_tight alpha 3.084 0.263 2.563 3.518 0.009 \n", + " rho 0.512 0.178 0.187 0.840 0.006 \n", + "normal alpha 3.554 0.374 2.878 4.291 0.018 \n", + " rho 0.054 0.376 -0.650 0.681 0.018 \n", + "spike_slab alpha 3.368 0.507 2.572 4.013 0.059 \n", + " rho 0.182 0.469 -0.403 0.818 0.055 \n", + "horseshoe alpha 3.426 0.405 2.679 3.977 0.023 \n", + " rho 0.159 0.396 -0.391 0.786 0.022 \n", + "exclusion_restriction alpha 2.763 0.148 2.476 3.017 0.004 \n", + " rho 0.719 0.060 0.609 0.827 0.002 \n", + "tight_rho_spike_slab alpha 2.863 0.222 2.465 3.278 0.008 \n", + " rho 0.660 0.116 0.447 0.855 0.004 \n", "\n", " mcse_sd ess_bulk ess_tail r_hat \n", - "rho_tight alpha 0.008 833.0 983.0 1.00 \n", - " rho 0.003 839.0 1000.0 1.00 \n", - "normal alpha 0.012 486.0 695.0 1.00 \n", - " rho 0.008 487.0 679.0 1.00 \n", - "spike_slab alpha 0.018 123.0 592.0 1.05 \n", - " rho 0.020 124.0 609.0 1.05 \n", - "horseshoe alpha 0.006 439.0 1413.0 1.01 \n", - " rho 0.004 440.0 1365.0 1.01 \n", - "exclusion_restriction alpha 0.003 1241.0 1486.0 1.00 \n", - " rho 0.001 1273.0 1519.0 1.00 \n", - "tight_rho_spike_slab alpha 0.004 952.0 1764.0 1.01 \n", - " rho 0.002 958.0 1841.0 1.01 " + "rho_tight alpha 0.008 842.0 1085.0 1.00 \n", + " rho 0.003 843.0 1076.0 1.00 \n", + "normal alpha 0.011 413.0 727.0 1.01 \n", + " rho 0.008 411.0 763.0 1.01 \n", + "spike_slab alpha 0.011 93.0 366.0 1.04 \n", + " rho 0.005 93.0 368.0 1.04 \n", + "horseshoe alpha 0.008 337.0 882.0 1.01 \n", + " rho 0.005 339.0 905.0 1.01 \n", + "exclusion_restriction alpha 0.003 1498.0 1629.0 1.00 \n", + " rho 0.001 1503.0 1669.0 1.00 \n", + "tight_rho_spike_slab alpha 0.004 722.0 1524.0 1.00 \n", + " rho 0.002 725.0 1722.0 1.00 " ] }, "execution_count": 15, @@ -3214,7 +2987,7 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
    " ] @@ -3301,8 +3074,22 @@ "~\n", "Data\n", "\n", + "\n", + "\n", + "mu_outcome\n", + "\n", + "mu_outcome\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "X_data->mu_outcome\n", + "\n", + "\n", + "\n", "\n", - "\n", + "\n", "mu_treatment\n", "\n", "mu_treatment\n", @@ -3315,22 +3102,36 @@ "\n", "\n", "\n", - "\n", - "\n", - "mu_outcome\n", - "\n", - "mu_outcome\n", - "~\n", - "Deterministic\n", + "\n", + "\n", + "likelihood_outcome\n", + "\n", + "likelihood_outcome\n", + "~\n", + "Normal\n", "\n", - "\n", - "\n", - "X_data->mu_outcome\n", - "\n", - "\n", + "\n", + "\n", + "mu_outcome->likelihood_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "y_data\n", + "\n", + "y_data\n", + "~\n", + "Data\n", + "\n", + "\n", + "\n", + "likelihood_outcome->y_data\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "likelihood_treatment\n", "\n", "likelihood_treatment\n", @@ -3338,7 +3139,7 @@ "Bernoulli\n", "\n", "\n", - "\n", + "\n", "t_data\n", "\n", "t_data\n", @@ -3351,30 +3152,8 @@ "\n", "\n", "\n", - "\n", - "\n", - "likelihood_outcome\n", - "\n", - "likelihood_outcome\n", - "~\n", - "Normal\n", - "\n", - "\n", - "\n", - "y_data\n", - "\n", - "y_data\n", - "~\n", - "Data\n", - "\n", - "\n", - "\n", - "likelihood_outcome->y_data\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "t_data->mu_outcome\n", "\n", "\n", @@ -3385,20 +3164,42 @@ "\n", "\n", "\n", - "\n", - "\n", - "mu_outcome->likelihood_outcome\n", - "\n", - "\n", + "\n", + "\n", + "alpha\n", + "\n", + "alpha\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "alpha->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "rho_unconstr\n", + "\n", + "rho_unconstr\n", + "~\n", + "Normal\n", "\n", "\n", - "\n", + "\n", "rho\n", "\n", "rho\n", "~\n", "Deterministic\n", "\n", + "\n", + "\n", + "rho_unconstr->rho\n", + "\n", + "\n", + "\n", "\n", "\n", "eps\n", @@ -3408,13 +3209,13 @@ "Deterministic\n", "\n", "\n", - "\n", + "\n", "rho->eps\n", "\n", "\n", "\n", "\n", - "\n", + "\n", "sigma_U\n", "\n", "sigma_U\n", @@ -3428,39 +3229,11 @@ "\n", "\n", "\n", - "\n", + "\n", "sigma_U->eps\n", "\n", "\n", "\n", - "\n", - "\n", - "rho_unconstr\n", - "\n", - "rho_unconstr\n", - "~\n", - "Normal\n", - "\n", - "\n", - "\n", - "rho_unconstr->rho\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "alpha\n", - "\n", - "alpha\n", - "~\n", - "Normal\n", - "\n", - "\n", - "\n", - "alpha->mu_outcome\n", - "\n", - "\n", - "\n", "\n", "\n", "eps_raw\n", @@ -3470,23 +3243,23 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "eps_raw->eps\n", "\n", "\n", "\n", + "\n", + "\n", + "eps->mu_outcome\n", + "\n", + "\n", + "\n", "\n", "\n", "eps->mu_treatment\n", "\n", "\n", "\n", - "\n", - "\n", - "eps->mu_outcome\n", - "\n", - "\n", - "\n", "\n", "\n", "beta_T\n", @@ -3510,7 +3283,7 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "beta_O->mu_outcome\n", "\n", "\n", @@ -3519,7 +3292,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 17, @@ -3552,6 +3325,7 @@ " T=None,\n", " priors=None,\n", " observed=True,\n", + " spike_and_slab=False,\n", "):\n", " if X is None:\n", " X = data[[col for col in data.columns if \"feature\" in col]]\n", @@ -3618,12 +3392,26 @@ " if bart_outcome:\n", " mu_outcome = pmb.BART(\"mu_outcome_bart\", X=X_data, Y=y_data) + U\n", " else:\n", - " beta_outcome = pm.Normal(\n", - " \"beta_O\", priors[\"beta_O\"][0], priors[\"beta_O\"][1], dims=\"beta_outcome\"\n", - " )\n", - " mu_outcome = pm.Deterministic(\n", - " \"mu_outcome\", (X_data @ beta_outcome) + alpha * t_data + U\n", - " )\n", + " if spike_and_slab:\n", + " pi_O = pm.Beta(\"pi_O_b\", alpha=2, beta=2)\n", + " beta_O_raw = pm.Normal(\"beta_O_raw\", mu=0, sigma=2, dims=\"beta_outcome\")\n", + " gamma_O = relaxed_bernoulli(\n", + " \"gamma_O_b\", pi_O, temperature=0.1, dims=\"beta_outcome\"\n", + " )\n", + " beta_outcome = pm.Deterministic(\"beta_O\", gamma_O * beta_O_raw)\n", + " mu_outcome = pm.Deterministic(\n", + " \"mu_outcome\", (X_data @ beta_outcome) + alpha * t_data + U\n", + " )\n", + " else:\n", + " beta_outcome = pm.Normal(\n", + " \"beta_O\",\n", + " priors[\"beta_O\"][0],\n", + " priors[\"beta_O\"][1],\n", + " dims=\"beta_outcome\",\n", + " )\n", + " mu_outcome = pm.Deterministic(\n", + " \"mu_outcome\", (X_data @ beta_outcome) + alpha * t_data + U\n", + " )\n", "\n", " if observed:\n", " _ = pm.Normal(\n", @@ -3696,7 +3484,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "92e6e2c7f31243609d4dcefcd5deb01b", + "model_id": "f9ec2107fc1340c6a9b5b976b9bedd74", "version_major": 2, "version_minor": 0 }, @@ -3728,7 +3516,7 @@ "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 98 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 99 seconds.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n", @@ -3740,7 +3528,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "34db7933149642d8a3ab22362c7d49a6", + "model_id": "f56a0f6b11424be48fbd562b2a2231e7", "version_major": 2, "version_minor": 0 }, @@ -3765,7 +3553,8 @@ "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 27 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 28 seconds.\n", + "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [alpha, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, mu_outcome_bart, rho_unconstr, sigma_U]\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", @@ -3776,7 +3565,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bc425ba6d59c4831aec38d7c336d363a", + "model_id": "f17f95bc504f416b88724c3c81a2cdbb", "version_major": 2, "version_minor": 0 }, @@ -3821,7 +3610,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1baf795405a7487e967b3572b803aee3", + "model_id": "02a104c5d8cd4cf4a823cefcbaf24ed1", "version_major": 2, "version_minor": 0 }, @@ -3853,8 +3642,8 @@ "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 231 seconds.\n", - "There were 28 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 255 seconds.\n", + "There were 20 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] @@ -3894,7 +3683,7 @@ "outputs": [ { "data": { - "image/png": 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    " ] @@ -3972,102 +3761,102 @@ " \n", " linear_no_bart\n", " alpha\n", - " 3.515\n", - " 0.123\n", - " 3.291\n", - " 3.751\n", - " 0.005\n", + " 3.534\n", + " 0.124\n", + " 3.308\n", + " 3.771\n", + " 0.006\n", " 0.002\n", - " 595.0\n", - " 1420.0\n", - " 1.00\n", + " 457.0\n", + " 1184.0\n", + " 1.01\n", " \n", " \n", " rho\n", - " 0.546\n", - " 0.057\n", - " 0.439\n", - " 0.651\n", + " 0.537\n", + " 0.055\n", + " 0.430\n", + " 0.633\n", " 0.003\n", " 0.001\n", - " 479.0\n", - " 964.0\n", - " 1.00\n", + " 379.0\n", + " 1102.0\n", + " 1.01\n", " \n", " \n", " bart_treatment\n", " alpha\n", - " 3.564\n", - " 0.126\n", - " 3.329\n", - " 3.794\n", - " 0.005\n", - " 0.002\n", - " 651.0\n", - " 1296.0\n", + " 3.568\n", + " 0.130\n", + " 3.333\n", + " 3.817\n", + " 0.006\n", + " 0.003\n", + " 461.0\n", + " 1105.0\n", " 1.01\n", " \n", " \n", " rho\n", - " 0.519\n", - " 0.057\n", - " 0.422\n", - " 0.633\n", - " 0.002\n", + " 0.517\n", + " 0.055\n", + " 0.412\n", + " 0.623\n", + " 0.003\n", " 0.001\n", - " 543.0\n", - " 750.0\n", + " 378.0\n", + " 756.0\n", " 1.01\n", " \n", " \n", " bart_outcome\n", " alpha\n", - " 0.230\n", - " 10.002\n", - " -17.570\n", - " 19.890\n", - " 0.115\n", - " 0.180\n", - " 7578.0\n", - " 2527.0\n", + " -0.064\n", + " 10.005\n", + " -18.674\n", + " 18.912\n", + " 0.111\n", + " 0.167\n", + " 8168.0\n", + " 2691.0\n", " 1.00\n", " \n", " \n", " rho\n", " 0.974\n", " 0.011\n", - " 0.955\n", + " 0.954\n", " 0.992\n", " 0.000\n", " 0.000\n", - " 3498.0\n", - " 3351.0\n", + " 3504.0\n", + " 3416.0\n", " 1.00\n", " \n", " \n", " bart_treatment_cate\n", " alpha\n", - " 3.235\n", - " 0.111\n", - " 3.030\n", - " 3.450\n", + " 3.231\n", + " 0.113\n", + " 3.020\n", + " 3.438\n", " 0.005\n", " 0.002\n", - " 526.0\n", - " 1247.0\n", + " 461.0\n", + " 776.0\n", " 1.01\n", " \n", " \n", " rho\n", - " 0.742\n", - " 0.062\n", + " 0.749\n", + " 0.061\n", " 0.632\n", " 0.862\n", " 0.003\n", " 0.001\n", - " 385.0\n", - " 782.0\n", - " 1.02\n", + " 357.0\n", + " 831.0\n", + " 1.01\n", " \n", " \n", "\n", @@ -4075,24 +3864,24 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", - "linear_no_bart alpha 3.515 0.123 3.291 3.751 0.005 0.002 \n", - " rho 0.546 0.057 0.439 0.651 0.003 0.001 \n", - "bart_treatment alpha 3.564 0.126 3.329 3.794 0.005 0.002 \n", - " rho 0.519 0.057 0.422 0.633 0.002 0.001 \n", - "bart_outcome alpha 0.230 10.002 -17.570 19.890 0.115 0.180 \n", - " rho 0.974 0.011 0.955 0.992 0.000 0.000 \n", - "bart_treatment_cate alpha 3.235 0.111 3.030 3.450 0.005 0.002 \n", - " rho 0.742 0.062 0.632 0.862 0.003 0.001 \n", + "linear_no_bart alpha 3.534 0.124 3.308 3.771 0.006 0.002 \n", + " rho 0.537 0.055 0.430 0.633 0.003 0.001 \n", + "bart_treatment alpha 3.568 0.130 3.333 3.817 0.006 0.003 \n", + " rho 0.517 0.055 0.412 0.623 0.003 0.001 \n", + "bart_outcome alpha -0.064 10.005 -18.674 18.912 0.111 0.167 \n", + " rho 0.974 0.011 0.954 0.992 0.000 0.000 \n", + "bart_treatment_cate alpha 3.231 0.113 3.020 3.438 0.005 0.002 \n", + " rho 0.749 0.061 0.632 0.862 0.003 0.001 \n", "\n", " ess_bulk ess_tail r_hat \n", - "linear_no_bart alpha 595.0 1420.0 1.00 \n", - " rho 479.0 964.0 1.00 \n", - "bart_treatment alpha 651.0 1296.0 1.01 \n", - " rho 543.0 750.0 1.01 \n", - "bart_outcome alpha 7578.0 2527.0 1.00 \n", - " rho 3498.0 3351.0 1.00 \n", - "bart_treatment_cate alpha 526.0 1247.0 1.01 \n", - " rho 385.0 782.0 1.02 " + "linear_no_bart alpha 457.0 1184.0 1.01 \n", + " rho 379.0 1102.0 1.01 \n", + "bart_treatment alpha 461.0 1105.0 1.01 \n", + " rho 378.0 756.0 1.01 \n", + "bart_outcome alpha 8168.0 2691.0 1.00 \n", + " rho 3504.0 3416.0 1.00 \n", + "bart_treatment_cate alpha 461.0 776.0 1.01 \n", + " rho 357.0 831.0 1.01 " ] }, "execution_count": 20, @@ -4168,7 +3957,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3a8999015d3f4956ac92c1d8a5054e71", + "model_id": "0dac600f1c19409a90a5c4b566ed0dc9", "version_major": 2, "version_minor": 0 }, @@ -4199,7 +3988,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d7800e4f4eca41888850478cb2ad9ea5", + "model_id": "e6635c4961b4474b8cf4e1c2d9fff780", "version_major": 2, "version_minor": 0 }, @@ -4230,7 +4019,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "67262142438147be9c4804ec6d5b9745", + "model_id": "de4b7bd0d2e34260b33cddcbba7dbb45", "version_major": 2, "version_minor": 0 }, @@ -4245,7 +4034,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.565403307670735\n" + "Imputed Difference in Potential Outcomes 3.5664742872703017\n" ] }, { @@ -4268,7 +4057,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "65c08c50d1234973a249718839cd3b22", + "model_id": "95eee65bc0654aaaa589c66f500032d9", "version_major": 2, "version_minor": 0 }, @@ -4299,7 +4088,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d29f6803120c4c7380d159af64316062", + "model_id": "70988452609d48a9945db45fc402e1c1", "version_major": 2, "version_minor": 0 }, @@ -4314,7 +4103,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes -0.00038861840257731927\n" + "Imputed Difference in Potential Outcomes 0.0025937802541776207\n" ] }, { @@ -4337,7 +4126,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ba13ca369fd2464488fb962104a97091", + "model_id": "93dba638f9a84d99839cd8dfd7494322", "version_major": 2, "version_minor": 0 }, @@ -4368,7 +4157,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "dc8911e44fa04c6d8e31bfebe88799fe", + "model_id": "20728f6fb8e54059bce2e4cb6ed2ed9c", "version_major": 2, "version_minor": 0 }, @@ -4383,7 +4172,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.5141586944206393\n" + "Imputed Difference in Potential Outcomes 3.534009004071455\n" ] }, { @@ -4406,7 +4195,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "cfacf219a0d34cfe9d198b08d8f857c5", + "model_id": "4bb2a8b4f74a4107921ceeecd26b62c5", "version_major": 2, "version_minor": 0 }, @@ -4431,7 +4220,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Imputed Difference in Potential Outcomes 3.2342809812853806\n" + "Imputed Difference in Potential Outcomes 3.2317211079609693\n" ] } ], @@ -4532,22 +4321,22 @@ " \n", " 0\n", " bart_treatment\n", - " 3.565403\n", + " 3.566474\n", " \n", " \n", " 1\n", " bart_outcome\n", - " -0.000389\n", + " 0.002594\n", " \n", " \n", " 2\n", " linear_no_bart\n", - " 3.514159\n", + " 3.534009\n", " \n", " \n", " 3\n", " bart_treatment_cate\n", - " 3.234281\n", + " 3.231721\n", " \n", " \n", "\n", @@ -4555,10 +4344,10 @@ ], "text/plain": [ " model ate\n", - "0 bart_treatment 3.565403\n", - "1 bart_outcome -0.000389\n", - "2 linear_no_bart 3.514159\n", - "3 bart_treatment_cate 3.234281" + "0 bart_treatment 3.566474\n", + "1 bart_outcome 0.002594\n", + "2 linear_no_bart 3.534009\n", + "3 bart_treatment_cate 3.231721" ] }, "execution_count": 22, @@ -4599,7 +4388,7 @@ "outputs": [ { "data": { - "image/png": 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", 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PFJ7nlMOzfj4DMj7ntG7dGubm5vIcPnPmTERHRytNzajKgQMHUKtWLdSpU0dh/9u2baswVWSDBg0AAN27d8cvv/yChw8fFnR36SPGaV6IiKhQVKhQAZ988kmRblMmkykEVyDj0r/ExET586dPnyI2NhZSqVTlOl68eAEAiIuLQ7NmzWBoaIi5c+eiSpUqkMlkuH//Prp06YK3b98qbdvMzEz+fPbs2Zg1a5b8uaOjo3xe7awcHR3RqlUrBAUFISoqCj179oRMJkNCQoJS3+joaPl0IlmVKVNG/nrmv87Ozkr97OzsFJ5nXm7arVs3le8FAMTExMDY2Djb19+vLzU1FStWrMCKFStU9sl8f6dMmQJjY2Ns3rwZa9asga6uLpo3b45FixZ90HFjaWmp8Dzz+5xde+axkd/vtypPnz6FECLbD6IVKlQAAJibm+PkyZOYN28epk6dipcvX8Le3h6DBw/G9OnToa+vn7+dJiIiIsqHguT0zOk3IiMj87zMunXrAACdO3eWT+Vnbm6Opk2bYteuXVi5ciUsLCzyVQcAuLq65ngD0latWuHkyZPy5wMGDFA5T3u3bt3w5ZdfYunSpdi/f3+2c7lnZuzscnh6ejpevnwJIQTS09OVMjegOofnJTfmVX5y/fbt2zF37lz89NNPmDFjBkxMTNC5c2csXrxYZe15lZ8cnvXz2cWLF+Hp6QkPDw/8+OOPKFu2LKRSKfbu3Yt58+blOYffvn072xyd+RmkefPm2Lt3L7777jv0798fSUlJqFmzJqZNm4ZevXrla3/p48WT6URE9FGxtraGlZUVDh06pPJ1U1NTABmjIx49eoQTJ07IRycDkH8QeN/7cz4OGTJEYXRG5nx+qgwcOBB9+/ZFeno6vv/++2z7WVlZ4fHjx0rtjx49AgD5hworKys8efJEqd/7bZn9V6xYgUaNGqncZn5GKJUqVQq6urro168fRowYobJP5kl+PT09jB07FmPHjkVsbCxCQ0MxdepUtG3bFvfv38/XXJzqkN/vtyrW1taQSCQ4ffq0yu931jYXFxds27YNQgj8/fffCA4OxuzZs2FkZITJkyd/0L4QERERqZu9vT1cXFxw+PBhJCQk5JrVXr16hV27dgF4Nxr4fVu3bsXw4cPVXuvatWsV7kOT3Yl3mUyGnj17YsGCBTAzM0OXLl1U9rOysgKAbHO4jo4OSpUqBSEEJBJJnnN4XnNjXuQn11tbW2PZsmVYtmwZ7t27h19//RWTJ0/Gs2fPsv2MVJi2bdsGfX19HDhwQGFgVNarDXJjbW0NIyOjbK94yHoMeHt7w9vbG0lJSTh//jwWLFiA3r17w8nJCY0bNy7wftDHgyfTiYjoo/LZZ5/Jbwbk5uaWbb/Mk+PvB9m1a9fmaTtlypSRjxjPTefOndG5c2eYm5tnG36BjFE2e/bswaNHjxTWvXHjRshkMvmyLVq0wOLFi3H16lWFqV62bt2qsL5PP/0UFhYWuHnzpsqbk+aXTCZDixYtcPnyZdSuXTvb0f/vs7CwQLdu3fDw4UOMGTMGUVFRqFGjhvy9z8tolA+Vn+931royb1YLZBxbCxcuxMOHD9G9e/c8b9fV1RVLly5FcHAw/vrrr4LuAhEREVGhmjFjBrp3745Ro0bhxx9/VBpMEhcXh7Nnz8LT0xNbt27F27dvMWfOHPnNObP6/PPPERQUVCgn06tWrZrnvl988QWePn0Kd3d3pStcs67PwcEBW7duxfjx4+X7HR8fj127dqFx48by/1xo2LAhdu/ejSVLlsjX9+bNG+zfv19hnQXJjTkpaK4vX748Ro4ciaNHj+KPP/6QtxsYGBRJBgcy8rCenp7CDWTfvn2LTZs2KfXNrq7PPvsM8+fPh5WVlcordFUxMDCAu7s7LCwsEBISgsuXL/NkOuUJT6YTEVGhiIiIkM+PnVXZsmVRtmzZXJffv3+/fJR4VjldupgXPXv2xJYtW9ChQweMHj0aDRs2hL6+Ph48eIDjx4/D29sbnTt3RpMmTVCqVCkMGzYMAQEB0NfXx5YtW3D16tUP2r4qhoaG2LlzZ679AgICcODAAbRo0QIzZ86EpaUltmzZgoMHD2Lx4sUwNzcHAIwZMwZBQUHw8vLC3LlzUbp0aWzZsgXh4eEK6zMxMcGKFSswYMAAxMTEoFu3brC1tcXz589x9epVPH/+PMeR8qosX74cTZs2RbNmzfDFF1/AyckJb968we3bt7F//34cO3YMANCxY0fUqlULn3zyCWxsbHD37l0sW7YMjo6OqFy5MoCM0duZ6xwwYAD09fVRtWpVlcfFh8rP9zuzrkWLFqF9+/bQ1dVF7dq18emnn2LIkCHw8/PDn3/+iebNm8PY2BiPHz/GmTNn4OLigi+++AIHDhzA6tWr4ePjgwoVKkAIgd27dyM2NhZt2rRR+74RERERZVXQnP75559jxowZmDNnDsLDwzFo0CBUrFgRCQkJuHDhAtauXYsePXrA09MT69atQ6lSpTB+/HiVJ6n79++Pb7/9VmnwR15cunRJnnuzqlGjhsK0i3lRp06dXEdA6+joYPHixejTpw8+++wzDB06FElJSViyZAliY2OxcOFCed85c+agXbt2aNOmDcaNG4e0tDQsWrQIxsbGiImJkffLa27Mq7zm+levXqFFixbo3bs3qlWrBlNTU4SFheHQoUMKI/NdXFywe/dufP/996hfvz50dHQKbQpPLy8vfPvtt+jduzeGDBmC6OhofP311ypH52de3bl9+3ZUqFABhoaGcHFxwZgxY7Br1y40b94cX331FWrXro309HTcu3cPhw8fxrhx4+Dm5oaZM2fiwYMHaNWqFcqWLYvY2FgsX75c4V5JRLnS5N1PiYhIO2Xekf39u6Fncnd3FzVr1lT52vHjxwWAbL+mTZuW47YDAgJyXD7rNo4fPy5fbsCAAcLY2Djb9WWVkpIivv76a+Hq6ioMDQ2FiYmJqFatmhg6dKiIiIiQ9zt79qxo3LixkMlkwsbGRvj7+4u//vpLABDr16/PddvZyUv/58+fCwAiICBAof3atWuiY8eOwtzcXEilUuHq6qpQS6abN2+KNm3aCENDQ2FpaSkGDRok9u3bp/S+CSHEyZMnhZeXl7C0tBT6+vrCwcFBeHl5iR07dsj7ZB4TkZGRue5fZGSkGDhwoHBwcBD6+vrCxsZGNGnSRMydO1fe55tvvhFNmjQR1tbWQiqVivLly4tBgwaJqKgohXVNmTJFlClTRujo6CjU7u7uLtzd3RW2CUAsWbJEYfnMYyXrvmTdn6zHeF6/30lJScLf31/Y2NgIiUSi9L4EBQUJNzc3YWxsLIyMjETFihVF//79xZ9//imEECI8PFz06tVLVKxYURgZGQlzc3PRsGFDERwcnOt7S0RERB83Teb0TCdPnhTdunUT9vb2Ql9fX5iZmYnGjRuLJUuWiNevX4urV68KAGLMmDHZriM8PFwAEF9++aVCOwAxYsQIlcvk9jnhyJEjudbu6OgovLy8cuyzY8cOlZl57969ws3NTRgaGgpjY2PRqlUr8ccffygt/+uvv4ratWvLM+7ChQtVfiYRIvfcKETGZwdHR8dc902I3HN9YmKiGDZsmKhdu7YwMzMTRkZGomrVqiIgIEDEx8fL1xMTEyO6desmLCws5Hk30/ufUbI7JjP3+fnz5wrtqj4LBQUFiapVqwoDAwNRoUIFsWDBArFu3TqlnB0VFSU8PT2FqampAKDwvsTFxYnp06eLqlWrCqlUKszNzYWLi4v46quvxJMnT4QQQhw4cEC0b99eODg4CKlUKmxtbUWHDh3E6dOn8/T+EgkhhEQIIdR6dp6IiIiIiIiIiIiIqITR0XQBRERERERERERERETajifTiYiIiIiIiIiIiIhywZPpRERERERERERERES54Ml0IiIiIiIiIiIiIqJc8GQ6EREVuqioKEgkEvmXjo4OSpUqhVatWuHw4cMaq+vEiROQSCQ4ceKExmp4X3R0NKZMmYIaNWrA2NgY5ubmqFatGvr164e///5b0+XlSJPvZ0xMDHr27AlbW1tIJBL4+Phk2/fMmTPw9/dH/fr1YWBgAIlEgqioqGz7r1ixAtWqVYOBgQGcnZ0xa9YspKSkKPV79uwZfH19YW1tDZlMhsaNG+Po0aNq2DsiIiIi9WAuzzvm8oJhLqeSTk/TBRAR0cfjyy+/RO/evZGWlobw8HDMmjULHTp0wLFjx9C8eXNNl6dxcXFxaNSoEeLi4jBhwgS4urri7du3+N///ofdu3fjypUrqF27tqbL1Epz5szBnj17EBQUhIoVK8LS0jLbvkePHkVoaCjq1q0LMzOzHD9kzJs3DzNmzMDkyZPh6emJsLAwTJ8+HQ8fPsQPP/wg75eUlIRWrVohNjYWy5cvh62tLVatWoV27dohNDQU7u7u6txdIiIiog/CXJ4z5vKCYy6nEk8QEREVssjISAFALFmyRKH95MmTAoDo37+/Ruo6fvy4ACCOHz+uke2/LygoSAAQx44dU/l6WlpaEVeUP5p8P1u3bi2qV6+ep75Z38clS5YIACIyMlKp34sXL4ShoaEYMmSIQvu8efOERCIRN27ckLetWrVKABBnz56Vt6WkpIgaNWqIhg0b5nNviIiIiAoHc3neMJcXHHM5lXSc5oWIiDTmk08+AQA8ffpUoX3VqlVo3rw5bG1tYWxsDBcXFyxevFjpEj4PDw/UqlULYWFhaNasGWQyGSpUqICFCxciPT1doW94eDjatWsHmUwGa2trDBs2DG/evFFZV1BQEFxdXWFoaAhLS0t07twZt27dUujj6+sLExMThIeHo23btjA2Noa9vT0WLlwIADh//jyaNm0KY2NjVKlSBRs2bMj1/YiOjgYA2Nvbq3xdR+fdn+3bt2/Dz88PlStXhkwmg4ODAzp27Ihr164pLJN5iefWrVsxadIk2Nvbw8TEBB07dsTTp0/x5s0bDBkyBNbW1rC2toafnx/i4uIU1iGRSDBy5EisXbsWVapUgYGBAWrUqIFt27bluk8A8Oeff6JTp06wtLSEoaEh6tati19++SVPy8bExGD48OFwcHCAVCpFhQoVMG3aNCQlJQF4d6lyaGgobt26Jb9kOadRLVnfx5wcOnQIiYmJ8PPzU2j38/ODEAJ79+6Vt+3ZswdVq1ZF48aN5W16enro27cvLl68iIcPH+Zpm0RERESawFyuiLlcGXM5UQaeTCciIo2JjIwEAFSpUkWh/c6dO+jduzc2bdqEAwcOYNCgQViyZAmGDh2qtI4nT56gT58+6Nu3L3799Ve0b98eU6ZMwebNm+V9nj59Cnd3d1y/fh2rV6/Gpk2bEBcXh5EjRyqtb8GCBRg0aBBq1qyJ3bt3Y/ny5fj777/RuHFjREREKPRNSUlBly5d4OXlhX379sm3PXXqVAwYMAADBw6UhzlfX19cunQpx/cjM/D1798fe/fulYd4VR49egQrKyssXLgQhw4dwqpVq6Cnpwc3Nzf8888/Sv2nTp2KZ8+eITg4GN988w1OnDiBXr16oWvXrjA3N8fPP/+MiRMnYtOmTZg6darS8r/++iu+++47zJ49Gzt37oSjoyN69eqFnTt35rhPx48fx6efforY2FisWbMG+/btQ506ddCjRw8EBwfnuGxiYiJatGiBjRs3YuzYsTh48CD69u2LxYsXo0uXLgAyPuCcO3cOdevWRYUKFXDu3DmcO3cO9erVy3HdeXH9+nUAgIuLi0K7vb09rK2t5a9n9lV1qW9m240bNz64HiIiIqLCwlyuiLlcEXM5URaaHhpPREQlX+blpIsWLRIpKSkiMTFRXLlyRTRu3FjY29urvJQvU1pamkhJSREbN24Uurq6IiYmRv6au7u7ACAuXLigsEyNGjVE27Zt5c8nTZokJBKJuHLlikK/Nm3aKFz++PLlS2FkZCQ6dOig0O/evXvCwMBA9O7dW942YMAAAUDs2rVL3paSkiJsbGwEAPHXX3/J26Ojo4Wurq4YO3Zsru/V7NmzhVQqFQAEAOHs7CyGDRsmrl69muNyqampIjk5WVSuXFl89dVX8vbMSzw7duyo0H/MmDECgBg1apRCu4+Pj7C0tFRoAyCMjIzEkydPFLZXrVo1UalSJaVtZb2ctFq1aqJu3boiJSVFYZ2fffaZsLe3z/ES2TVr1ggA4pdfflFoX7RokQAgDh8+LG9zd3cXNWvWzHZd2cnpctLBgwcLAwMDlctVqVJFeHp6yp/r6+uLoUOHKvU7e/asACC2bt2a79qIiIiI1I25nLmcuZy5nD4MR6YTEVGRmTRpEvT19WFoaIg6derg+vXr2L9/P5ycnBT6Xb58GZ06dYKVlRV0dXWhr6+P/v37Iy0tDf/73/8U+trZ2aFhw4YKbbVr18bdu3flz48fP46aNWvC1dVVoV/v3r0Vnp87dw5v376Fr6+vQnu5cuXQsmVLpTvASyQSdOjQQf5cT08PlSpVgr29PerWrStvt7S0hK2trUJN2ZkxYwbu3buHoKAgDB06FCYmJlizZg3q16+Pn3/+Wd4vNTUV8+fPR40aNSCVSqGnpwepVIqIiAilS18B4LPPPlN4Xr16dQCAl5eXUntMTIzSJaWtWrVC6dKl5c91dXXRo0cP3L59Gw8ePFC5L7dv30Z4eDj69Okjrznzq0OHDnj8+LHK0TqZjh07BmNjY3Tr1k2hPfP78/73ozBIJJI8v5afvkRERESaxFzOXM5cTlQwPJlORERFZvTo0QgLC8OZM2fw9ddfIyUlBd7e3gqXTd67dw/NmjXDw4cPsXz5cpw+fRphYWFYtWoVAODt27cK67SyslLajoGBgUK/6Oho2NnZKfV7vy2nuRHLlCmjdHmnTCaDoaGhQptUKlV5x3qpVIrExESldlVKly4NPz8/rFmzBn///TdOnjwJqVSK0aNHy/uMHTsWM2bMgI+PD/bv348LFy4gLCwMrq6uSu8RAKWapFJpju3v15rT+5fdZa+Zc26OHz8e+vr6Cl/Dhw8HALx48SLb9yHz+/Z+4LW1tYWenl6Ol9uqg5WVFRITE5GQkKD0WkxMjMJ7Z2VlpbKemJgYAMrvMxEREZEmMZczlzOXExWMnqYLICKij0fZsmXlNzf69NNPYWdnh759+yIgIAArV64EAOzduxfx8fHYvXs3HB0d5cteuXKlwNu1srLCkydPlNrfb8v8APD48WOlvo8ePYK1tXWBa/gQzZs3h6enJ/bu3Ytnz57B1tYWmzdvRv/+/TF//nyFvi9evICFhYXaa8jp/VP1wQmA/P2aMmWKfC7F91WtWjXbbVpZWeHChQsQQigE92fPniE1NbXQvx+ZczJeu3YNbm5u8vYnT57gxYsXqFWrlkLf928ylbksAIW+RERERJrGXF4wzOXM5UQcmU5ERBrTp08feHh44Mcff5RfapkZzgwMDOT9hBD48ccfC7ydFi1a4MaNG7h69apC+9atWxWeN27cGEZGRgo3SQKABw8e4NixY2jVqlWBa8iLp0+fIj09Xak9LS0NERERkMlk8kAukUgU3iMAOHjwYKHdnf7o0aPyES2ZNW3fvh0VK1ZE2bJlVS5TtWpVVK5cGVevXsUnn3yi8svU1DTbbbZq1QpxcXHYu3evQvvGjRvlrxemdu3awdDQUOmGTMHBwZBIJPDx8ZG3de7cGeHh4bhw4YK8LTU1FZs3b4abmxvKlClTqLUSERERfQjmckXM5YqYy4ne4ch0IiLSqEWLFsHNzQ1z5szBTz/9hDZt2kAqlaJXr16YOHEiEhMT8f333+Ply5cF3saYMWMQFBQELy8vzJ07F6VLl8aWLVsQHh6u0M/CwgIzZszA1KlT0b9/f/Tq1QvR0dGYNWsWDA0NERAQ8KG7m6NNmzZh7dq16N27Nxo0aABzc3M8ePAAP/30E27cuIGZM2fKL/f87LPPEBwcjGrVqqF27dq4dOkSlixZkm2A/lDW1tZo2bIlZsyYAWNjY6xevRrh4eHYtm1bjsutXbsW7du3R9u2beHr6wsHBwfExMTg1q1b+Ouvv7Bjx45sl+3fvz9WrVqFAQMGICoqCi4uLjhz5gzmz5+PDh06oHXr1gXal+fPn+PkyZMA3o1Q+f3332FjYwMbGxu4u7sDyLgEdPr06ZgxYwYsLS3h6emJsLAwBAYGwt/fHzVq1JCvc+DAgVi1ahU+//xzLFy4ELa2tli9ejX++ecfhIaGFqhOIiIioqLEXP4Oc7ki5nKiLDR7/1MiIvoYREZGCgBiyZIlKl///PPPhZ6enrh9+7YQQoj9+/cLV1dXYWhoKBwcHMSECRPE77//rnRH+uzuFD9gwADh6Oio0Hbz5k3Rpk0bYWhoKCwtLcWgQYPEvn37lNYphBA//fSTqF27tpBKpcLc3Fx4e3uLGzduKG3D2NhYadvZ1eTo6Ci8vLxU7n/WGseNGyc++eQTYWNjI/T09ESpUqWEu7u72LRpk0Lfly9fikGDBglbW1shk8lE06ZNxenTp4W7u7twd3eX9zt+/LgAIHbs2KGw/Pr16wUAERYWptAeEBAgAIjnz5/L2wCIESNGiNWrV4uKFSsKfX19Ua1aNbFlyxaFZTO39f77efXqVdG9e3dha2sr9PX1hZ2dnWjZsqVYs2ZNju+HEEJER0eLYcOGCXt7e6GnpyccHR3FlClTRGJiokK/7N53VTLrVPWV9b3LtHz5clGlShUhlUpF+fLlRUBAgEhOTlbq9+TJE9G/f39haWkpDA0NRaNGjcSRI0fyVBMRERFRUWAuZy5nLif6MBIhhCia0/ZERERUHEkkEowYMUI+fyYRERERERU95nIizeOc6UREREREREREREREueDJdCIiIiIiIiIiIiKiXHCaFyIiIiIiIiIiIiKiXHBkOhERERERERERERFRLvQ0XQARFV9CCLx580bTZRARERVbpqamkEgkmi6DiIo55nIiIqIPk9dczpPpRFRgb968gbm5uabLICIiKrZevXoFMzMzTZdBRMUcczkREdGHyWsu55zpRFRgHAFDpAbx8UCZMhmPHz0CjI01Ww9ppfikeJQZn3GcPPr6EYwNeJyUFByZTkTqwFxOVAzxc0C+MA9TYePIdCIqdBKJhKPpiD6Uru67x2ZmDNGkkm6SLiDNeGxmZsYPD0REpIC5nKgY4ueAfGEeJm3BG5ASEREREREREREREeWCJ9OJiIiIiIiIiIiIiHLBk+lERERERERERERERLngnOlEVKjS09ORnJys6TKItIZUKoWODv8vm4iIiIiIiKi44cl0Iio0ycnJiIyMRHp6uqZLIdIaOjo6cHZ2hlQq1XQpRERERERERJQPPJlORIVCCIHHjx9DV1cX5cqV40hcImRcqfHo0SM8fvwY5cuXh0Qi0XRJRERERERERJRHPJlORIUiNTUVCQkJKFOmDGQymabLIdIaNjY2ePToEVJTU6Gvr6/pcoiIiIiIiIgojzhUlIgKRVpaGgBwKgui92T+TGT+jBARERERERFR8cCT6URUqDiNBZEi/kwQERERERERFU88mU5ERERERERERERElIt8n0yPioqCRCKBr6+vvM3X1xcSiQRRUVHythMnTkAikSAwMFANZSpStT1VdQGAh4dHsRkFGBwcDIlEguDgYE2XQv9xcnKCRCKRf4WHh2u6JLXr27evwj7y+KOSKjAwEKVLl4ZEIsHevXuzbSMiKi6YywsPc7n2YS4nIiIibcCR6ZRnEokEHh4emi6jyJmbmyMgIAABAQGwtraWtz98+BDLli2Dp6cnypcvD6lUCjs7O3Tt2hUXLlxQua4rV65g6tSpaNu2LWxsbHJ9TzM/jGb3tW3bNoX+mR+Wc/qqWLGiwjJdunRBQEAAvL29C/4mlRC5vXfvnxQoaXUEBgaiTp06hbLugsg8nmNjY/PUT9XXkydPAAC3bt3CrFmzsHbtWjx+/Bjt27dX2fahtO09JCKikom5nLmciIiINENPHStZsGABJk+eDAcHB3WsrkAcHBxw69YtmJuba6wGKpksLCxUjuRasWIFFi1ahIoVK6JNmzawtbVFREQE9u7di7179+Lnn39G9+7dFZbZu3cvFixYAKlUiipVquDFixd5qsHV1RU+Pj5K7bVq1VJ47uTkhICAAJXrCA0NxR9//IG2bdsqtHfp0gVdunRBcHAw9u3bl6d6SqrHjx/LH2/fvh0zZ87EP//8I28zMjJS6J+SkgJ9ff0SW0dx888//8DMzEyhzdbWFgBw584dAIC3t7d8VKSqNiKi4o65nEoy5nIiIiLSNLWcTLe3t4e9vb06VlVg+vr6qFatmkZroI9Lw4YNcerUKTRr1kyh/fTp02jVqhW++OILeHt7w8DAQP7a559/jk6dOsHFxQXR0dF5/rmpU6dOni7NdnJyyrbfrl27AAD+/v552ubHyM7OTv7Y3NwcEolE3hYVFQV7e3ts374dq1evxvnz5/H999/j7t272Lt3L65cuSJfdtmyZVi2bJnCJe/r16/H4sWLERkZCScnJ4waNQrDhw9XWx1+fn65bmPSpEnYs2cPHjx4ADs7O/Tp0wczZ86Evr4+goODMWvWLADvbpC5fv16+eX7a9aswf79+3Hs2DE4OjoiKCgINjY28Pf3R1hYGGrXro3NmzcrjLDav38/AgMDcePGDZQpUwYDBgzAtGnToKenJ9/Ojz/+iIMHDyIkJAQODg745ptv0KlTJ0RFRaFFixYAgFKlSgEABgwYkOPlzra2trCwsFBqDwwMlO+bjk7GBVkBAQFKbUKIPH2vHjx4gPHjx+Pw4cNISkpC9erVsWrVKvlId1XvIRFRUWEup48RczkREREVFbVM86JqrsTsxMbGolmzZtDV1cUPP/wgb3/z5g0CAgJQs2ZNGBkZwcLCAu3atcOZM2fyVEN2czNmSk1NxZw5c+Ds7AwDAwNUqVIFq1evVtk3ISEBgYGBqFatGgwNDWFpaQkvLy+cPXtWLf1jYmIwbNgwlC5dGjKZDA0aNMCePXvytJ+52bBhAxo1agQTExOYmJigUaNG2LBhg1K/nOaBfH9ezcznAHDy5Mkc5/H79ddf0bZtW1hZWcHQ0BBOTk7o168frl+/rtAvOjoaX331lfz7YWtrix49euDmzZtK9WQeX//++y++/vprVKlSBUZGRqhRo4b8csqUlBTMnDkTzs7OMDQ0RO3atRESEqLyPfrQYy1Tly5dlAI7ADRr1gwtWrRATEwMrl27pvBazZo1Ua9evSIfRXzhwgVcv34dderUQb169Yp023JCAPHxmvn67ySpOkyaNAmjRo3CrVu3lEYTZefHH3/EtGnTMG/ePNy6dQvz58/HjBkzVP5sFrSOvGzD1NQUwcHBuHnzJpYvX44ff/wRS5cuBQD06NED48aNQ82aNfH48WM8fvwYPXr0kC87Z84c9O/fH1euXEG1atXQu3dvDB06FFOmTMGff/4JABg5cqS8f0hICPr27YtRo0bh5s2bWLt2LYKDgzFv3jyF/Zg1axa6d++Ov//+Gx06dECfPn0QExODcuXKyT9o/vPPP3j8+DGWL19eoPdq/PjxWL9+PQDI901VG5D79youLg7u7u549OgRfv31V1y9ehUTJ05Eenp6ru9hUYl4+gZHbj5FxNM3Rb5tItI85nLm8kzM5czlVHIx7xERaY5aRqbn1aNHj9C2bVtERERgx44d6NKlC4CMENu8eXPcuHEDzZo1Q9u2bfHq1Svs27cPLVq0wI4dO1ReSpcfvXr1woULF9C+fXvo6uril19+wYgRI6Cvr4/BgwfL+yUlJaFVq1Y4f/486tWrhzFjxuDZs2fYvn07Dh8+jO3bt8vrLkj/hIQEeHh44Nq1a2jcuDHc3d1x//599OjRA56enh+0j1999RWWLVsGBwcHDBo0CBKJBLt27YKvry+uXr2Kb7/9tkDrzbxEcdasWXB0dFT4YJR1buCJEydiyZIlsLS0hI+PD2xtbXH//n2Ehoaifv368ksfo6Oj0ahRI9y+fRseHh7o2bMnoqKisHPnThw8eBBHjhxB48aNleoYO3YsLly4gI4dO0JXVxfbtm1D7969UapUKaxatQrXr19Hhw4dkJiYiK1bt6JTp04IDw+Hs7OzfB1FcawBkIfyzBG4H+rRo0f4/vvvERsbizJlyqBVq1YoW7Zsnpdft24dAA2PfklIAExMNLPtuDjA2FgtqxozZozCz3RezJkzB9988418OWdnZ/kJ5gEDBqiljrxsY/r06fL+Tk5OGDduHLZv346JEyfCyMgIJiYm0NPTUxgZn8nPz09+efSkSZPQuHFjzJgxQ/4fCqNHj4afn5+8/7x58zB58mT5titUqIA5c+Zg4sSJCpc8+/r6olevXgCA+fPnY8WKFbh48SLatWsHS0tLANmPOE9NSwcApP337/s/Ew4ODrhx8xYMjWQw/W/6F2sbW/nr77elpqVjzpw5WLxkCTp5+wAAypV3xPXrN7BmzVr06dsPmzZvxvPnz3Hu/AV5fU7OFeTrlMmMoaunp7CdzDqzPk9LF3gZnwxpqgSIT4LVf69FxyUBomC/N14mJGPanuu4EBkjb3NztsS8zrVQSiYt0DpLKisTg9w7EZVwzOXM5QBzeUGUiFxOeRYdl6TpEhRoe95jxiKij0GRnUz/3//+B09PT7x8+RKHDh1SuLnLl19+iRs3biAoKEjhZMz8+fPRoEEDDBkyBO3atYOhoWGBt3///n1cv35dPp/u6NGjUatWLXzzzTcKoX3x4sU4f/48+vTpg02bNslHfowZMwYNGzaEv78/2rRpA1NT0wL3v3btGgYPHqwwAqh///55HuWqyunTp7Fs2TJUr14d586dk89ROWvWLDRq1AhLly5Fly5d0LRp03yvO/MSxVmzZmV7ueJvv/2GJUuWwMXFBcePH4eVlZX8tdTUVERHR8ufT5w4Ebdv38aUKVMwf/58ebuvry/atWuHAQMGIDw8XD71QqabN2/i77//ho2Njbx/o0aN0LNnT9SqVQvXrl2D8X8nTNu2bYsePXpg2bJlCqNZi+JYu3fvHkJDQ2FnZwcXF5cCryerI0eO4MiRI/Lnenp6GDVqFJYsWaL0Pr0vISEB27Ztg6GhIfr06aOWeoqbtHQBpOdvdHr6f/3T3vu3br368scAkC4UX3+/7fnz57h//z4GDRqk8LsmNTUV5ubmCssVtI68bmPXzp1Y/t1y3Ll9G3FxcUhNTYWZmZn8dVX7kqlWLRd5e+aJ4ho1aym0JSYm4mXsK5iZmeHSpUsICwtTGImelpaGxMREvImLh0wmU1qvoZEMpqamePLkKdLShcI+q6rp5uPXAIComAQAwLqdv8HY+N1/2Ojq6cn73I95q7CMqraY6Be4f/8+BvsPxpAhQ7PUnQoTUzPcfPwaJ86GoUoNFzxJ0sOTLOvK9DwuCUkpaQrbeZ9ITcazV4kYuvcsHr5Jg1FyIm7991rTRcfxVlqw3z86EsDUUB+retdDA+dSCIt8ial7rsFz6an8Hv4l3s3ZBf97qykJyakKjyWS1Bx6l3wyaZGOBylxmMuZyzMxl+ffx5bLs/79+RjVnxuq6RIUaHveK44ZS12YTYg+HkXy0x4WFoYOHTpAV1cXJ0+eVBg18eLFC2zfvh2tWrVSCFEAULp0aUyYMAGjRo1CaGgoPvvsswLXsGDBAoUb01WtWhWffvopTp48iTdv3shDdXBwMPT19bFw4UKFG9LVrl0bvr6+WLt2Lfbt24e+ffsWqP/GjRshlUoxe/Zshfo8PT3RqlUrHD16tED7l3lZZ2BgoMLNnjLveN+rVy8EBwcXKLTnxapVqwAAy5cvVwjsQEbALF26NAAgOTkZP//8M6ysrBRGyQIZQbtt27YICQnB2bNnlWqdNm2aPLADgJubGypUqIB///0X8+bNkwd2AOjatSv09fVx9epVeVtRHGspKSno168fkpKSsHjxYujq6hZoPZlkMhkCAgLQuXNnVKhQAYmJiTh//jwmTZqEb7/9FlKpFAsWLMhxHb/88gvevHmDvn37qhzdW2RksowR4mpw7WFsvvqL2BTg1at8LfMw9i3ShcCNRxnLPfzvEsonCe/aAOBFfAreJqcqtD2IfoOUtHTcePQK0c8zap2xaBlc6nyisA0dXV2F5QpaR1628fdfYfDt3QtfjJ2MkVPmwMTMDIf27camH1fK1/P8TRISU9JU1vT4Tcq7Gp5lfB/vxSZB9l/b3f9OaN94GAuzOIG0tHR8MW4yWrXrqLSuOzFJ0IlNUVovAAgA92PicePRK0RFxwMAbj1+DbOE3G8Q6lDOEWYfcLM7kZ4xgnzmYtXvIwAYGBopLact0gUwv7MLvGpnzPnqVdseAgIjt17WcGXap8ZM1dMNaLN0kSh/XH9uKHQkBT+5VBJELfTSdAnFFnM5czlzecGUqFyeD8Xxb2ZJpu1572M+XphNiD4ehX4y/fTp0/jmm29QunRphISEKNycDsgI9JmjFVWNrIiIiAAAhIeHf1BoVzUfXebleLGxsTA1NcXr16/x77//onr16iov1fPw8MDatWtx5coV9O3bN9/937x5g8jISNSoUUPlNArNmjUrcGi/fPmyfJuq6gCgcINEdbt48SIMDAzg7u6eY7/w8HC8ffsWHh4e8pGpWXl4eCAkJARXrlxRCu1169ZV6m9vb49///1X4YMgAOjq6sLW1hYPHz6UtxX2sZaeno6BAwfi1KlTGDx4MPr165fvdbzP1tZWoVZTU1N07NgRDRo0QK1atfDtt99i4sSJ8hs0qpJ5KemgQYM+uJ4PIpGobaoVIUtRy3rUwdLSCi+eP4MQQv7B/Z8b7+bktLKxha1dGTy4exdenbsXSg152cblsAuwdyiHwaPGy9seP7yv0EdfXx9paWlqqam6S21E3bmN8lmmQMmvzMuy09PVU1Nu8vI+VqleE3u2bcSrly9hruLnTp3vYUE0cFasqaGzpYYqISJtxFzOXJ4Vc3n+lKhcTsUa8x4RkWYV+sn0y5cvIy4uDu3bt4eTk5PS6zExGXN9/fHHH/jjjz+yXU98fPwH1WGuYrRi5rx5mSc+Xr/OuCw/c7TG+zKD9qv/Rrjmt3/mv7a2tir7Z7eevHj9+jV0dHQURohkXa+Ojo58+4UhNjYWDg4OuV7amN/3LKusI5gyZX4Ps3stJeXdSdfCPNaEEBg8eDA2b96Mvn37Ys2aNfleR37Y2dmhQ4cO2LRpE8LCwrKd1/Off/7BmTNnUKlSpVw/UBUnNcsUfPRxXv1pYQQdiUS+LePkjFFyFW1MFLbf07s95k+fgN+2rEXXrt0QEnII504ehZmZmbzfnFmBGDNmNCqVtUG7du2RlJSES3/+iZexL/HVV2PVUkdu22harxa+W/gA10/9jk8aNMBvvx3EycMHFdbd0KUaglbdQ8qzSJQtWxampqYwMMiY97C8pSzHGp5bZfxHSXV7M1hYmGPe7Fnw7tQRLlUroFu3z6Gjo4Nrf/+Na9evYc6cufK6s64XAHQkEjhYGKFmGXNY1K8JiUSCO3+eQvsOHeTzumd6fwR9TPRzJCclKrSZl7LM143Fvhg7CYtmToaJqSk+bdEaKUlJuPH3Fbx+FYv+Q0agvXdX/LTyW4zx74NRk2fCxtYO4Tf+hk1pO7jWb4gyZcvj4f17CL9xDaXty8DY2ARSg6KbOzIs8qV8pBIAXMwynya9UxwvQY5Pioftf78uLk1vDWMD9fznJH1cmMuZy7NiLlePkp7Li+PfTHXSxpHW2pz3PvbjhYg+DoV+Mn3kyJF4+PAhgoKCoKenh02bNilcYpcZtsaNG4evv/66sMvJUWYtT58+Vfl6Zntmv4L2f/bsWY79C8LMzAzp6el4/vy50oeCZ8+eIT09XSHYZobr1FTlOfAKEu4tLCzw5MkTpKen5xjc8/ueqVNhHWvp6enw9/fH+vXr5Zft5vbhRR2sra0BZMy9mJ2so1+yXu5c3OnqFP6+6Py3DV0V/2bdfq2aNbB69WrMnz8f8+bORdeuXTF+/Hj88MMP8n5DhgyGiYkxlixZgsmTJsHY2BguLi4YM2ZMrvuS1zpy20bnzj746quvMGrUl0hKSoKXlxdmzJiBwMBA+Xo+/7wb9u7dg9atWiI2Nhbr16+X39hMJ8v2VNXwfluH9u1w4MABzJ49G18vWQJ9fX1Uq1YN/v7+CnXrvLcfWdvKlyuLWbNmYerUKRg0aCD69+8vv3QeAGrYZ/xMP7fMGE3n7d5A6f07feYPuDZqhAhLI4VlAKhsqzF2JCraW+Kbb77BsvkBMDY2Rq1aLhg1epS839EjhzFxwniM8u2B1NRUVK9RA999twI17M1QcVBfhJ04hKE9OyE2NhY/rVuHAQN8FWpKTEyEbrwhdg5rknGiPT4eWJrx2plJLQp8BcfwLX9hxr7rEBBo6GyJi5ExmLnvBtycLbG6j/Io0I9ZcZzTUmS5Ma1Mqlcs94E0j7mcufz9OgHmcnUoybn8Y/97c2l6a02XoEDb897HfrwQ0ceh0H/T6ejo4KeffpL/C0AhuDdo0AASiQTnzp0r7FJyZWZmhgoVKuD27dt4+PAhHBwcFF4/efIkAMgvXSxIf2dnZ9y+fRtPnjxRuqT09OnTBa69bt26uHz5Mk6cOIHu3RWnJ3i/DgDyyw+zXm6ZKfPS1Pfp6OhkO31Bw4YN8dtvv+HkyZNo0aJFtnVWq1YNhoaGCAsLQ0JCgtIlpapqVZfCONayBvYePXoofSgtTBcvXgQAlSPLgIwPZBs3boSenh4GDBhQJDWVJL6+vvITyUDG+yyE6rv6DBs2DMOGDVNomzp1qsLz3r17o3fv3oVaR27bWLx4MRYvXqzQNmbMGPljAwMD7Ny5U2m597enqgYPDw+ltsz5VrOjaj9iY2MVns+YMQMzZsxQubyebsaH41atWmb7nmTq2qWLUh9VbQDQr29f9PtvPl1VKlZwxq5du1TXJDPK9rWsdevqSFDKWApDQwMgy40krUwMAOOCjWT/vm99jN52WWHOzGaVrbG8Z11YGksLtE4iKlmYy5nLs2IuVx/m8pLLyqTorjDMC+Y9IiLNK/z/pgcgkUjwww8/YPDgwfj555/Rp08fefizs7ND9+7dcfbsWSxZskTliY0LFy7k+L/86jRgwACkpKRgypQpCrVcv34d69evh7m5OXx8fArcv1+/fkhOTsbMmTMVtnv48OECz8uYWQcAzJo1S37JJpBx+easWbMU+gAZc1VKJBJs27YNiYnvpkWIiIjA8uXLVW7D0tISDx48UPnaiBEjAACjR4+WX7aZKTU1VT6yRSqVolevXnjx4oXSDXpCQ0Px+++/o1KlSvj000/ztN/5oe5jLT09HYMGDcL69evx+eefY/PmzWoP7BcvXlS4JDbTt99+iz/++AM1atSAq6urymUPHDiAp0+fokOHDrC3t1fZh4hKDktjKTYNcsORr5rjx/6f4MhXzbFpkBs/WBGRAubyd/2Zy5nL84O5nLQB8x4RkeYV2TU4EokEa9eulQd4IQS2bNkCPT09rF69Gv/88w8mTpyITZs2oXHjxjA3N8f9+/dx6dIlRERE4PHjxypvjKNuEydOxMGDB7Fp0ybcunULrVq1wvPnz7F9+3akpKRg48aNMDU1/aD+u3fvxo8//ogbN26gefPmuH//Pn755Rd4eXnh4MGDBaq7efPm+PLLL7FixQrUqlULXbt2hRACu3fvxv379zFq1Cg0b95c3t/BwQE9evTAtm3bUL9+fbRr1w7Pnj3Dnj170K5dO5UjK1u2bIlffvkF3bp1Q926daGrqwsvLy+4uLigQ4cOGD9+PL7++mtUrlwZnTt3lt9o6OjRoxg/frx8BOyiRYtw8uRJzJ07F2fPnoWbmxuioqKwc+dOyGQyrF+/vtAux1TnsTZ79mwEBwfDxMQEVapUwdy5c5X6+Pj4KIzmCQ8Px8KFCwEAb9++lbdljjy2trZWuNR14sSJCA8Ph7u7O8qVK4e3b9/i3LlzuHz5MkqVKoVNmzZle5lo5qWk/v7+eXpviKhkqFzaFJVLm+bekYg+Wszl7/ozlzOXA8zlVPww7xERaZDIp8jISAFADBgwQN42YMAAAUBERkbK244fPy4AiICAAIXl09PTxbBhwwQA8fnnn4uUlBQhhBAJCQli8eLFon79+sLY2FgYGRkJZ2dn4ePjIzZu3Cjvl932VNUlhBDu7u4iu91UtR4hhIiLixMzZswQVapUEVKpVFhYWIj27duL06dPq1xPfvtHR0eLIUOGCBsbG2FoaCjq168vdu/eLdavXy8AiPXr16tcLi+CgoJEgwYNhEwmEzKZTDRo0EAEBQWp7BsfHy++/PJLUbp0aWFgYCBq164ttmzZku337vHjx6J79+7C2tpa6OjoqKx1165dokWLFsLc3FwYGBgIJycn0a9fP3H9+nWFfs+fPxejRo0Sjo6OQl9fX1hbW4tu3bqJa9euKdWZ3fdJiJy/v46OjsLR0VGpPT/HWnbryFpXTl/vvz+Z7212X+9v68cffxTt2rUTZcuWFYaGhsLQ0FBUrVpVjB49Wty/f19lXUII8fDhQ6Grqyvs7e1Fampqtv2yUsfxl9Xbt2/FzZs3xdu3b9WyPqKSQulnIy5OCCDjKy5Os8WR1opLjBPwh4A/RFwijxPKwFyujLn8HeZy5nIi0nL8HJAvzMOkLSRC5DLRLNFHLHPew6ioKI3WURSCg4Ph5+encNPJD5GYmIjIyEg4OzvD0NDwwwskKiGUfjbi4wETk4wX4+IKfANSKtnik+JhMjLjOIlbGQdjAx4nRPRxYS4nohKHnwPyhXmYtEWRzJlOVJzdvXsXEokEEokE4eHhmi5H7fr27QuJRAI/Pz9Nl0JERERElC3mciIiItK0Ipsznag4GjNmDGJjY+XPra2tNVdMIenSpQsqVaokf551LkkiIiIiIm3AXE5ERETagNO8aLHAwMA89RszZgwsLCwKtRai/OI0L0SqcZoXKghe1kqkWczlRESkdvwckC/Mw6QtODJdi82aNStP/Xx9fRnaiYiIiIgKCXM5EREREQGcM12rCSHy9JV5Mx5Sv+DgYPm8jBKJBD179tR0SWp1+/Zthf3jsURERESkjLlcOzCbExERkabxZDpRHnh7eyMgIADdunUDkPGB6vfff8cXX3yB2rVrw9zcHDKZDK6urpg/fz4SExOV1hEREYH58+ejefPmKFOmDKRSKcqVK4f+/ftnewOlhQsXwtPTE+XKlYORkRGsrKzwySef4Ntvv0VCQoJS/xMnTqB3796oXr06LCwsIJPJULVqVQwcOBD//POPUn9LS0sEBAQgICAA5ubmH/gukbby9fWFj4+PpssgIiIiUgtmcyIiItIUzplOlIPg4GD4+flh/fr18PX1lbcnJibCyMgIBgYG8PDwgIuLCxITExESEoKIiAg0aNAAJ0+ehJGRkXyZnj17Yvv27ahVqxaaNm0KMzMzXLt2Db///juMjIwQEhKCZs2aKWzf2dkZ1tbWcHFxga2tLeLi4nDixAncuHEDrq6uOHv2LGQymbz/9OnTsXHjRri5ucHBwQFSqRS3bt3C77//Dj09Pfz+++9o0aKFyn3NHPkSFRWllveuOM+Zfv/+fQQGBuL333/HixcvYG9vDx8fH8ycORNWVlbyfh4eHqhTpw6WLVumcj3Hjx/H7NmzcfXqVSQmJsLBwQFNmjTBunXroKenepYtJycn3L17V6l9wYIFmDx5co51R0VFwdnZGZcvX1a4YdWrV68ghCj0y859fX0RGxuLvXv3Fup2ijvOmU4FwTkiiYiYzYmohOHngHxhHiZtwTnTiQpAV1cX8+bNw/DhwxVOUKakpKBr167Yv38/Vq5ciQkTJshfa9euHaZMmQJXV1eFdW3btg29evXCsGHDcOPGDYXXbt26pfJEdP/+/bFp0yasX78eI0aMkLdPnz4dc+fOVep/9OhRtG7dGhMnTkRYWFhBd/uj8O+//6Jx48aoUqUKfv75Zzg7O+PGjRuYMGECfv/9d5w/fx6Wlpa5rufGjRto3749Ro0ahRUrVsDIyAgRERHYuXMn0tPTc1x29uzZGDx4sEKbqalpgfeJI5tKloinbxAVnQAnKxkqly74cUFERFRSMJsTqQ+zJhFRzngynagA9PX1MXXqVJXtU6ZMwf79+3Hy5EmFwJ519ExWPXv2REBAAG7evIkXL17A2tpa/lp2I7q7deuGTZs24fbt2wrt2fVv1aoVSpUqpdSflI0YMQJSqRSHDx+Wj14qX7486tati4oVK2LatGn4/vvvc13PkSNHYG9vj8WLF8vbKlasiHbt2uW6rKmpKezs7FS+9vLlS4wcORKHDx9GXFwcypYti6lTp8LPzw/Ozs4AgLp16wIA3N3dceLECaUR45kjtnR1dbFhwwZIpVLMmTMHffr0wciRI7Fz507Y2tpi5cqVaN++PQAgLS0NQ4YMwbFjx/DkyROUL18ew4cPx+jRowEAgYGB2LBhAwBAIpEAyBiZ7+HhgYcPH2Ls2LE4fPgwdHR00LRpUyxfvrxA84CmpuX8HxHFQWpaOtLSBV7GJ0OaKgHik5B5vUN0XBIgVP9pfpmQjGl7ruNCZIy8zc3ZEvM610IpmbQIKi9erEwMNF0CEREVEWZzKu6i45I0XYLWZ01mOyLSFjyZTqRm+vr6AJDtNB7qWObgwYMAgFq1auWp/7lz5/Dy5Us0bdo0zzWpmxACCcnKc0nmVVp6wWekkkll8hO8OYmJiUFISAjmzJ0LqYGhwjZtbEujd+/e2L59O1asXAWJRAKBjP1SVZutbWk8fvwYx0+cRPPmzfNVb3o26wQyRjjdvHkTBw7+Bmtra9y+fRtv375FWrrAufMX0LiRG0IOH0HNmjUhlUqRli4gBCDEu/dQANiwYQPGT5iAc+cv4JdftuOLL77Anj174ePjg0mTp2D5sqXo168fIqPuQiaTISU1DWUcHPDztu2wtrbGubNnMWzYUJQubYfPu3fHV2PH4ebNW3j9+jXWBQUByJj3801cPFq0aIGmTZvi+ImT0NPTw/x589CuXTtcvnIVUmn+gvnNx6/z1V8bidRkPHuViKF7z+LhmzQYJSfi1n+vNV10HG+lqj9460gAU0N9rOpdDw2cSyEs8iWm7rkGz6Wn8AE/HiXWzdltNV2CWiUkpyo8lkhSc+j9cZFJGWeJKHvM5top6981AurPDdV0CVqfNUtatgMAJKcic2KohORUQD/7nwvmHSLtwZ9GIjUL+u9EoqenZ576X7x4ETdu3ECDBg2yndN62bJliI2NRWxsLP744w/8+eef8PT0RP/+/VX2P3HiBE6cOIGkpCRERETgwIEDsLa2xtKlSwu0T+qQkJwgn9+sqJ2b8gAyae7zqf19+TKEEDC2dcSNR6+UXrco44yXL1/i9LU7sLK2QUJSKqLjk1X2rf6pJ9p26oqWLTxgbVsaLnU/gVvT5ujYtSdMTM2yrSElLR2TJ0/G9OkzFNpXBG9Dg8ZNceN//8KxSk0YlamMeAD2NRoAAG48eoWX6RknYWPTDRCdbgQkAo8fvUJsQjLeJKbI60xISkWlajXh4/clkgF07D8cCxcugp6xGRp7dUcygM8Hj8GaNWuw79hZ1K6XsY3Ph4zNWB6Aa4vP0LFbL6zbtBU1mmYE2yShi2Shk7FtANEv3mLPts1ISQdGz/oGEokE6QDGzV2KpjWdsGHXQTRxb5nr94UypAtgfmcXeNW2BwB41baHgMDIrZc1XJl2qjEzRNMlqFW6eHfzvPpzQ6EjKV73oihMUQu9NF0CEWkxZnPtVNL+TpcE2p41S+Ixk3VQTf05odkOqgGYd4i0CU+mE6nRoUOHsHbtWlSvXh2DBg3Ktf+rV68wYMAA6OjoKEwH8r5ly5Yp3JSyb9+++P777+WjZt534sQJzJo1S/68UqVK2LZtG+rXr5+PvaH3Zd6vOS+j3HV1dTHn21UYOWEaLp49hWt//YmfVnyL9auXY8v+o7AprXoaFwDwHfolOn3eW6HN1i4j1HbvPxDjhgxA+PWraNy8BVq09UKdT9zyvS9VqtdUqNWiVClUrlZD3mZlYwsAiHnxXN72y6Yg7Pl5Ex4/vI/ExESkpCSjag2XHLdz69oV3I/6F42rlVNoT0pKxIO7kfmu+2PXwLmUwvOGzrnP309ERPSxYjYnyh9mTSKi3PFkOpGa/Pnnn+jRowfMzc2xY8cOGBjkPKdbYmIiunTpgvDwcMybNw8eHh7Z9o2KigIAPHnyBMePH8fEiRPh5uaGkJAQlC1bVql/YGAgAgMDER8fj5s3b2L27Nn49NNPERQUhN69eyv1LwoyqQxxK+MKvHxRTPNiZ1AHEokEcU+jULOM8k07Xz2OQqlSpdC0VgVIJBLIDPRgZSxV2TdTzTLmaFm/OoChePnyJapXq4oT+7YiMHCWyv76ujqo5uyA9p/WVb2+Pt3QxdMdvx08iKNHj2JoLx98MXw4liz5GsbJGTcIqmhjolCThUwKJOvL22QGeihtYazQR6qni7JWpkr7UtbCCDXLmGPHL7/gm9nTsOTrr9GoUWOYmprim6+X4OLFi/Jl3t8OAFgY6aFe/frYtGmz0r7Y2Njk++aoqq4C+JiERb6UjxYCgItZ5rQkRSXtUuD4pHjYZlwcgkvTW8PYIPerbYiIPmbM5tqtpP2d/lDaMupam7NmiTxm4uOB/y5QuTSjNWDMfEdUHPBkOpEaXL58GZ6enpBIJAgJCUHNmjVz7J+UlITOnTvj2LFjmDJlisobJqliZ2eHXr16oVKlSmjYsCHGjRuH7du3Z9vf2NgYDRo0wJ49e/DJJ59gyJAhaNOmDWxsbPK1f+ogkUi0/uSPrY012rRpgzXff49xY8fKb0AKZHxY2rp1K/r37w89XR0AgAQZ+6Wrk/uJegCwtrKEvb093iYk5LiMTi7rtCtti4ED/TBwoB/Wrm2GCRMm4NtvvoGR4X8fEkW6wvISScZXZlt2davaro5ORtsff5xBkyZNMHLECPlr//77L4B36zUwkCI9PU1hHfXr18cvv/wCe7vSMDPLfnqbvKph/+Hr0LTExEToxhti57AmkBoYKIToM5NaZBuih2/5CzP2XYeAQENnS1yMjMHMfTfg5myJ1X3qFeEeFA8lbV5JkeXGtDKpXonbPyIidWI21378O6bo0vTWmi5B67NmiTxmUhTzHUriPhKVQPxJJfpAf/31F9q0aYO0tDQcPnwYDRo0yLF/YmIifHx8EBISgokTJ2L+/Pn53maDBg1QqlQpnDhxIk/99fT00KJFC1y9ehV//vkn2rdvn+9tfixWrlyJJk2aoG3btpg7dy6cnZ1x48YNTJgwAQ4ODpg3b55C/+fPn+PKlSsKbXZ2dti3bx+uXLmCzp07o2LFikhMTMTGjRtx48YNrFixIsca3rx5gydPnii0yWQymJmZYebMmahfvz5q1qyJpKQkHDhwANWrVwcA2NrawsjICIcOHULZsmVhaGiY75Hf2alUqRI2btyIkJAQODs7Y9OmTQgLC4Ozs7O8j5OTE0JCQvDPP//AysoK5ubm6NOnD5YsWQJvb2/Mnj0bZcuWxb1797B7925MmDBB5eitnGT+R0ZxpqerA10dCUoZS2FoaABkuZGklYkBYKx65Nz3fetj9LbLCvNWNqtsjeU968LSOH83ciUiIiqpmM2pOLIyyfnKiaLArElElDc8mU70Af766y+0bt0aqampCAkJgZtbznNXZw3r48ePx6JFiwq03bi4OLx69Qp2dtnPu/2+R48eAcgI75S9ypUr488//0RgYCB69OiB6Oho2NnZwcfHBwEBAbC0VJw3cOvWrdi6datCW0BAALy9vXHmzBkMGzYMjx49gomJCWrWrIm9e/fC3d09xxpmzpyJmTNnKrQNHToUa9asgVQqxZQpUxAVFQUjIyM0a9YM27ZtA5Dxvf3uu+8we/ZszJw5E82aNcvzh7rcDBs2DFeuXEGPHj0gkUjQq1cvDB8+HL///ru8z+DBg3HixAl88skniIuLw/Hjx+Hh4YFTp05h0qRJ6NKlC968eQMHBwe0atVKLSPVPyaWxlJsGuSGiKdvEBWdACcrGSqXNtV0WURERFqD2Zyo4Jg1iYjyhn+5iQooM6ynpKTg0KFDaNy4cY79ExMT4e3tjcOHD2Ps2LFYsmRJjv3v3r0LIQScnJwU2lNSUjBmzBikp6crjWI5deoUmjVrpjQ/+OHDh7Fnzx6Ym5ujSZMmed/Jj5SjoyPWr1+fa7/cTlRv2rQp39vOnIMzO9OnT8f06dOzfd3f3x/+/v4KbcHBwQrPVdWtaruZN1wFAAMDA6xfv17pfVmwYIH8sY2NDQ4fPqy0Hjs7O2zYsCHbmil/Kpc25QcbIiKi9zCbE6kHsyYRUc54Mp2oAGJiYtC6dWu8fPkS7dq1w5EjR3DkyBGFPhYWFhgzZoz8+bBhw3D48GHY2dnB1NQUgYGBSuv19fWVB/TLly+ja9euaNasGSpXrgxra2s8ffoUoaGhuH//PqpWrao05UinTp1gbW2NBg0aoFy5cnj79i3+/vtvnDp1Cvr6+vjpp59gzJuaEBEREVEJwmxORERERYUn04kK4PXr13j58iUA4NChQzh06JBSH0dHR4XAnjny98mTJ5g1a5bK9Xp4eMgDe7169TB69GicOnUKe/bsQWxsLExMTFC9enWMHDkSI0aMUArfs2bNwqFDh3DmzBk8f/4cEokE5cqVg7+/P8aMGZPrzZeIiIiIiIobZnMiIiIqKjyZTlQATk5OClNg5EV+564uX748vv3223wtM3r0aIwePTpfyxARERERFWfM5kRERFRUdDRdAFFx4OfnB4lEgp49e2q6FLW6ffs2JBIJJBIJ7t69q+lyiIiIiIhyxWxOREREmsKR6UQ5qFOnDgICAuTPa9WqpcFq1M/S0lJh/ywsLDRXDBERERFRDpjNiYiISNMkIr/XwxER5UFiYiIiIyPh5OQEIyMjTZdDpDXevn2LqKgoODs7w9DQEIiPB0xMMl6MiwN4IzJSIT4pHiYjM46TuJVxMDbgcUJERERUrPFzQL4wD5O24Mh0ohwEBwfDz89P/rxHjx7Ytm2bBitSr9u3b6Ny5cry546OjvKbMX0ofX19SCQSPH/+HDY2NpBIJGpZL1FxJoSQ34BMX19f0+UQEREVK8zmREREpGk8mU6UB97e3qhTp478UlIhBA4dOoRff/0Vf/zxB+7evYuUlBRUrlwZPXr0wNixYzNGnGYRERGBHTt24NChQ7h9+zZevHiB0qVLo0WLFpg6dSqqVaumtF1fX19s2LBBZU1Vq1ZFeHi4QpuHhwdOnjyZ475s3LgR/fr1A6B4KemyZcvy9F7kla6uLsqWLYsHDx7wQwBRFhKJBGXLloWurq6mSyEiIiqWmM2JiIhIU3gynSgPfHx84OvrK3+elJSEDh06wMDAAB4eHmjbti0SExMREhKCadOmYe/evTh58qTC9CYzZszA9u3bUatWLXh7e8PMzAzXrl3Dpk2bsHPnToSEhKBZs2Yqtz969GilOROtra2V+vn6+sLDw0OpPSUlBQsWLICOjg5atWolb7e0tERgYCCAjJE+6mZiYoLKlSsjJSVF7esmKq709fV5Ip2IiOgDMJsTERGRpvBkOlEB6OrqYt68eRg+fLhCkE5JSUHXrl2xf/9+rFy5EhMmTJC/1q5dO0yZMgWurq4K69q2bRt69eqFYcOG4caNGyq3N2bMGDg5OeVaV9YPFVnt2rULQgh06NABZcqUyXU96qSrq8sTh0SFJOLpG0RFJ8DJSobKpU01XQ4REZFGMJsTFQ1mTyIinkwnKhB9fX1MnTpVZfuUKVOwf/9+nDx5UiGwZxeme/bsiYCAANy8eRMvXrxQOarlQ/30008AgEGDBql93URFJTouSdMlFI74JFj99zA6LgkQuf9pfpmQjGl7ruNCZIy8zc3ZEvM610IpmbSQCi2erEwMNF0CEREVMmZzKsm0IQNrc/Zk1iOiosaT6URqlnlTQT29vP945bbMwYMH8ebNGxgYGKB27drw8PDI82jvBw8e4PDhw7Czs4OXl1eeaypOEpJTNV0CFYH6c0M1XUKhMEpOxK3/HjdddBxvpYY59gcAHQlgaqiPVb3roYFzKYRFvsTUPdfgufQU0kXh1lvc3JzdVtMlqEXW33MJyamQSPh7Ly9kUkZdoo8ds3nJ8jHmfm3IwNqcPYt11ktOhey/hwnJqYB+4R3fzERE6sOfJiI1CwoKAgB4enrmqf/Fixdx48YNNGjQQGnuxUwjR45UeF6lShX8/PPPqFevXq7rX79+PdLT0+Hr65uvDxHFSY2ZIZougahIpQtgfmcXeNW2BwB41baHgMDIrZc1XJn2KSm/H9JFovxx/bmh0JHk/p8uBEQt5Ikqoo8ds3nJUlL+rhc32pw9i/MxkXVQTf05oXkaVFNQzERE6qOj6QKISpJDhw5h7dq1qF69ep4u23z16hUGDBgAHR0dLF68WOl1d3d37Nq1C/fv38fbt29x69YtjBkzBnfu3IGnpycePXqU4/qFEFi/fj0AXkZKVNI0cC6l8Lyhs6WGKiEiItJOzOZE6sPsSUSUgf8VTqQmf/75J3r06AFzc3Ps2LEDBgY5z92WmJiILl26IDw8HPPmzYOHh4dSHz8/P4Xn1apVw9KlSyGTyTB//nwsXboUS5YsyXYbx44dQ2RkJNzd3VGpUqUC7VdxUKwv7aM8K86jTgpDWORL+eggALiYZQ5Leqek/H6IT4qH7diMx5emt4axgbFmCyIi0nLM5iVTSfm7nh/akoG1NXsW62MiPh5YmvHw0ozWgDHzHVFxwJPpRGpw+fJleHp6QiKRICQkBDVr1syxf1JSEjp37oxjx45hypQpKm+YlJNBgwZh/vz5+OOPP3Lsl3lzI39//3ytv7jh/G8fh0vTW2u6hMKRJUSfmdQiTyF6+Ja/MGPfdQgINHS2xMXIGMzcdwNuzpZY3Sf3S8w/JiXl94PIcmNamVSvxOwXEVFhYDYvuT7Gv3/akIG1OXsW62MiRTHfoTjvC9FHhD+pRB/or7/+Qps2bZCWlobDhw+jQYMGOfZPTEyEj48PQkJCMHHiRMyfPz/f27S2tgYAJCQkZNvn5cuX2LNnDywsLNC1a9d8b4NI21iZ5DyirNjKciNJKxMDwDj3/fy+b32M3nZZYZ7KZpWtsbxnXVgaSwulTCIiouKA2ZxKGm3IwMyeRETv8GQ60Qf466+/0Lp1a6SmpiIkJARubm459s8a1sePH49FixYVaLsXLlwAADg5OWXbZ/PmzUhKSoK/vz+MjIwKtB0i0k6WxlJsGuSGiKdvEBWdACcrGSqXNtV0WURERBrFbE5UOJg9iYje4cl0ogLKDOspKSk4dOgQGjdunGP/xMREeHt74/Dhwxg7dmyO8ykCwJMnTxAfH4+KFSsqtD98+BCjRo0CAPTq1Svb5detWweANzciKskqlzblBxkiIiIwmxMVBWZPIiKeTCcqkJiYGLRu3RovX75Eu3btcOTIERw5ckShj4WFBcaMGSN/PmzYMBw+fBh2dnYwNTVFYGCg0np9fX3lI1rCw8PRsmVLNG3aFNWqVYOlpSWioqJw4MABxMfHY8CAAejevbvK+i5duoSrV6+iXr16qFu3rrp2m4iIiIhI6zCbExERUVHhyXSiAnj9+jVevnwJADh06BAOHTqk1MfR0VEhsEdFRQHIGNUya9Yslev18PCQB/aKFSti0KBBuHjxInbu3Ik3b97A3NwcTZo0waBBg9CjR49s68sc+cKbGxERERFRScdsTkREREWFJ9OJCsDJyQlCiHwtc+LEiXz1L1euHH788cd8LZNp9erVWL16dYGWJSIiIiIqTpjNiYiIqKjoaLoAouLAz88PEokEPXv21HQpanX79m1IJBJIJBLcvXtX0+UQEREREeWK2ZyIiIg0hSPTiXJQp04dBAQEyJ/XqlVLg9Won6WlpcL+WVhYaK4YIiIiIqIcMJsTERGRpklEfq+HIyIiIvWJjwdMTDIex8UBxsaarYe0UnxSPExGZhwncSvjYGzA44SIiIioWOPngHxhHiZtwWleiNQoODhYfmlmcbj0dPr06Qr1BgYGarokIiIiIiK1YDYnIiIidePJdKJC4O3tjYCAAHTr1k3e9n6Yf//ryZMnCusIDAzMsb9EIsGgQYOUtv3kyRP4+/vD3t4ehoaGqFKlCmbPno3k5GSlvi1btkRAQAAGDBig/jeBiIiIiEgLMJsTERGRunDOdKJC4OPjA19fX5WveXt7o06dOkrtJpmXd/3Hw8Mj2/X/9NNPePjwIdq2bavQ/uTJE7i5ueH+/fvw8fFBlSpVcObMGQQEBODcuXM4ePAgdHTe/R9ay5Yt0bJlS5w4cQIbNmzI8/4RERERERUXzOZERESkLjyZTlTEcgrzWXl4eKgM7U+fPsW8efNgZWUFHx8fhdcmTZqEe/fuYfXq1fjiiy8AAEII+Pn5YcOGDdiwYQP8/PzUsBdEpEkRT98gKjoBTlYyVC5tqulyiIiIii1mc6IPx2xKRB8TnkwnKmaCg4ORmpqKfv36QSqVytvfvHmD7du3o0KFChg2bJi8XSKRYMGCBdi0aRN+/PFHBnYqdqLjkjRdQuGKT4LVfw+j45IAkf2f5pcJyZi25zouRMbI29ycLTGvcy2UkkmzXe5jZGVioOkSiIjoI8BsTpqgLflYW7MpcyARFSaeTCcqYleuXMG3336L1NRUVKxYEZ6enjA1zfv/3gcFBQEA/P39FdrPnTuHpKQktGnTBhKJROE1e3t7uLi44MKFC0hMTIShoeGH74iWSEhO1XQJVMjqzw3VdAmFyig5Ebf+e9x00XG8lWb/86kjAUwN9bGqdz00cC6FsMiXmLrnGjyXnkK6KJp6i4ubs9vm3qkYyfq7LiE5FRIJf/epIpMy2hJR/jCbFz/M/9qTj7U1mxabHJicCtl/DxOSUwF99RzbzENEhYs/YURFbPny5QrPzc3NsXLlSvTt2zfXZU+fPo3//e9/aNSoEWrWrKnwWkREBACgcuXKKpetXLkyrl69in///Rc1atQoYPXap8bMEE2XQFRk0gUwv7MLvGrbAwC8attDQGDk1ssarkz7lLTfDekiUf64/txQ6Eh44kWVqIVemi6BiIoZZvPip6T9jS/OtDWbFpdjJOugmvpzQnMcVJMfzENEhUsn9y5EpA4VKlTA6tWrcfv2bSQkJCAqKgqrVq2Cjo4O+vfvj99//z3Xdaxbtw6A8sgXAHj16hWAjA8AqpiZmSn0I6LiqYFzKYXnDZ0tNVQJERFR8cVsTqQezKZE9LHhyHSiItK8eXM0b95c/tzR0RHDhw9HpUqV0LZtW8ycORPt27fPdvnXr19jx44dMDExQY8ePYqi5GKh2FzCRwVWXEaWFJWwyJfy0T8AcDHLHJX0Tkn73RCfFA/bsRmPL01vDWMDY80WRERUzDGbF18l7W98QWhTPtbGbFpsjpH4eGBpxsNLM1oDxsx3RMUBT6YTaZinpyfKlSuHS5cuISkpCQYGqm+W8vPPPyMhIQGDBg2CiYmJ0uuZo16yG93y+vVrhX4lBeeDK/kuTW+t6RIKV5YQfWZSixxD9PAtf2HGvusQEGjobImLkTGYue8G3JwtsbpPvSIquHgoab8bRJYb08qkeiVu/4iItAWzufbj30Dtycfamk2LzTGSopjvUFzqJvrI8SeVSAtYW1vj/v37ePv2bbaBPafLSIF38zFmzs/4voiICOjo6KBChQpqqJio6FiZqP6ZKDGy3EjSysQAMM5+f7/vWx+jt11WmIeyWWVrLO9ZF5bG0kItk4iI6GPBbE7aTlvyMbMpEX2MeDKdSMNev36N8PBwWFhYZDsy5dq1awgLC0PNmjXRqFEjlX0aNWoEAwMDHDlyBEIISCQS+WuPHz/GtWvX4ObmBkND3rSOqLiyNJZi0yA3RDx9g6joBDhZyVC5tKmmyyIiIioxmM2J8o7ZlIg+RrwBKVER+eOPP5Ta3r59i8GDB+Pt27fo2bOnQsjOKnPky6BBg7Jdv5mZGXr06IF///0Xa9askbcLITBlyhSkp6dj8ODBH7gXRKQNKpc2RZsapflhhYiIqICYzYnUh9mUiD4mHJlOVESaNm2KGjVqoH79+ihTpgyePXuG0NBQ3L9/H66urpg/f77K5ZKTk7F582ZIpVL069cvx20sXLgQx48fx4gRIxAaGooqVarg9OnT+OOPP9C2bVsMGDCgMHaNiIiIiKhYYTYnIiKiguDJdKIiMnbsWJw/fx4hISF4+fIlDAwMUL16dYwcORJffvkljIyMVC63d+9eREdHo3v37rC2ts5xG/b29rhw4QKmT5+OgwcP4sCBAyhfvjxmzZqFSZMmQUeHF6MQERERETGbExERUUHwZDpREfnmm28KtFz37t3RvXv3PPe3t7eXX3pKRERERETKmM2JiIioIPhf4USFwM/PDxKJBD179tR0KTmaPn06JBIJWrRooelSiIiIiIgKBbM5ERERqQtHphOpUZ06dRAQECB/XqtWLQ1Wk7uWLVtCT+/drwEPDw/NFUNEREREpEbM5kRERKRuEiGE0HQRREREH634eMDEJONxXBxgbKzZekgrxSfFw2RkxnEStzIOxgY8ToiIiIiKNX4OyBfmYdIWnOaFSI2Cg4MhkUjkX8XlUtLMr8DAQE2XRERERESkFszmREREpG48mU5UCLy9vREQEIBu3bpl2yc2NhYODg6QSCRo166dyj6pqakICgpC48aNYWNjA1NTU9SoUQMTJ07EkydPFPrGx8dj8+bN6N69O6pUqQIjIyNYWFjA3d0dP//8s8r1t2zZEgEBARgwYEDBd5aIiIiISIsxmxMREZG6cM50okLg4+MDX1/fHPuMGjUKr169yrFPjx49sHv3blSqVAk9e/aEgYEBzp8/jyVLlmDz5s3466+/YGdnBwA4ffo0+vXrBysrK7Rq1Qpdu3bFs2fPsHv3bvTu3Rtnz57FihUrFNbfsmVLtGzZEidOnMCGDRs+aJ+JiIiIiLQRszkRERGpC0emE2nA/v37sWnTJixYsCDbPhcvXsTu3bvRsGFD3Lx5EytWrMDXX3+NM2fOYPTo0Xj8+DF++OEHeX97e3ts2bIFjx8/xvbt27FgwQKsW7cO4eHhcHR0xMqVKxEWFlYUu0dERSji6RscufkUEU/faLoUIiKiYonZnEj9mFGJqKTiyHSiIhYTE4MhQ4agd+/e6NixI0aNGqWy37///gsAaNOmDfT19RVe8/LywvLly/Hs2TN5m6urK1xdXZXWU7p0aQwdOhRTp07FyZMn0aBBAzXuDVHRi45L0nQJ6hWfBKv/HkbHJQEib3+aXyYkY9qe67gQGSNvc3O2xLzOtVBKJi2EQosnKxMDTZdARERajNmcSgJtysfamlGZCYlIXXgynaiIjRw5Emlpafjuu+/w5k32/0tfs2ZNAEBoaCgCAwOhp/fux/W3334DkHEpaF5kBv6s6yhOEpJTNV0CaZH6c0M1XYJaGSUn4tZ/j5suOo63UsM8LacjAUwN9bGqdz00cC6FsMiXmLrnGjyXnkK6KLx6i5ubs9tqugS1yPp7MCE5FRIJfy/mRCYtnn/viKjoMZt/PEryZwptysfamlG1MhMmp0L238OE5FRAXzPHKHMTUf7wJ4aoCO3Zswc///wztm/fDisrqxwDu4uLC0aOHImVK1eiZs2aaNu2LQwMDHDx4kVcuHABM2bMQJcuXXLdZlpaGjZu3AiJRILWrVurc3eKTI2ZIZougUjrpAtgfmcXeNW2BwB41baHgMDIrZc1XJl2KSm/P9JFovxx/bmh0JHk7T9dPlZRC700XQIRFQPM5h+XkpIJtJ22ZlRt/P5nHVRTf05ongfVqBtzE1H+8GQ6URF58eIFhg0bBh8fH3Tv3j1Py6xYsQLOzs6YPHmywg2KOnTogG7duuVpHTNmzMC1a9cwcOBA1KpVq0C1E5F2auBcSuF5Q2dLDVVCRERUvDCbExUeZlQiKsl4Mp2oiAwfPhwpKSn4/vvv89RfCIEvvvgCW7ZswXfffQcfHx/IZDKcO3cOo0aNQuPGjREaGorGjRtnu44ffvgBCxYsQN26dbF8+XJ17UqR08pL8khjtHFUiaaERb6Uj/oBgItZ5qakDCXl90d8Ujxsx2Y8vjS9NYwNjDVbEBFRMcds/vEpKZlAFW3Lx9qYUbXy+x8fDyzNeHhpRmvAmPmOqDjgyXSiIrBv3z7s2LEDwcHBsLOzy9My69evx9q1a7F8+XIMGzZM3t62bVvs3bsXNWrUwOTJk3Hy5Mlslx82bBhcXFxw5MgRmJiYqGVfNIFzuFFWl6aXsEuis4ToM5Na5DlED9/yF2bsuw4BgYbOlrgYGYOZ+27AzdkSq/vUK8SCi5eS8vtDZLkxrUyqV2L2i4hIE5jNP04l+W+nNuVjbc2oWvn9T1HMd9DGGolICX9SiYrA5csZ88P5+vrC19dX6fWQkBBIJBK4urriypUrAICDBw8CAFq0aKHUv3r16rC3t8elS5dUbi8oKAiDBw9GjRo1cPToUVhZWalnR4i0gJWJgaZLUK8sN5K0MjEAjPO2f9/3rY/R2y4rzD/ZrLI1lvesC0tjqdrLJCIiKimYzamk0aZ8zIxKRCUdT6YTFYF69eph0KBBSu1xcXHYvn07ypYti7Zt26J8+fLy15KTkwEAz58/V1ouLS0NL1++hEwmU3otKCgI/v7+qF69Oo4dOwYbGxs17gkRaQtLYyk2DXJDxNM3iIpOgJOVDJVLm2q6LCIiIq3HbE5UeJhRiaik48l0oiLQqVMndOrUSak9KioK27dvR82aNfHTTz8pvPbpp5/iwIEDmD9/Pj799FMYGLwbbTB37lwkJibCy0vxrtvr1q3D4MGDUa1aNRw7dgy2traFs0NEpDUqlzblBxQiIqJ8YDYnKnzMqERUUvFkOpGWGjFiBDZt2oSjR4+iWrVqaNeuHYyMjHDu3DmcP38elpaWmD9/vrz/sWPHMHjwYAgh0Lx5c5U3U6pTpw58fHyKcC+IiIiIiIo/ZnMiIiICeDKdSGuZmpri3LlzWLx4Mfbu3Yvg4GCkpaXBwcEBQ4YMwdSpU+Ho6Cjvf+/ePQghAABr165Vuc4BAwYwsBMRERER5ROzOREREQE8mU6kUU5OTvKQrYqZmRnmzp2LuXPn5rqu7G6gREREREREuWM2JyIiotzoaLoAopLIz88PEokEPXv21HQpOZo+fTokEglatGih6VKIiIiIiAoFszkRERGpC0emE6lRnTp1EBAQIH9eq1YtDVaTu5YtW0JP792vAQ8PD80VQ0RERESkRszmREREpG4SkdN1bERERFS44uMBE5OMx3FxgLGxZushrRSfFA+TkRnHSdzKOBgb8DghIiIiKtb4OSBfmIdJW3CaF6IcBAcHQyKRyL+0/dLQ/Lp9+7bC/jk5OWm6JCIiIiIilZjNiYiISNN4Mp0oD7y9vREQEIBu3brJ2+7cuYPAwEB06tQJDg4OeQq8K1asgJ+fH2rXrg09PT1IJBKcOHEiz3WcP38eurq6kEgkWLhwodLrZ86cwbhx41C/fn1YWVnB0NAQ1apVw6RJkxAbG6vU39LSEgEBAQgICIC5uXme6yAiIiIi0hRmcyIiItIUzplOlAc+Pj7w9fVVaDt9+jRmzZoFXV1dVK9eHU+ePMl1PaNGjQIA2Nvbw8bGJk/LZHr79i18fX1hZGSE+Ph4lX26deuGFy9eoGnTpujfv7/8A8HixYuxa9cunD17Fra2tvL+lpaWCAwMBJAx0oeIiIiISNsxmxMREZGmcGQ6UQE1b94c586dw5s3b3Dt2jXo6+vnusyBAwfw+PFjPHr0CN7e3vna3rRp0/D48WNMnjw52z5fffUV7t+/jxMnTmDp0qX49ttvcenSJXzxxRe4c+cOZs2ala9tElHxEfH0DY7cfIqIp280XQoREVGRYzYn0n7Mq0RUEnBkOlEBVahQARUqVMjXMl5eXgXa1h9//IHly5djzZo1OX4wmDRpklKbRCLBjBkz8P333+PkyZMF2j6RNoqOS9J0CeoRnwSr/x5GxyUBIn9/ml8mJGPanuu4EBkjb3NztsS8zrVQSiZVY6HFn5WJgaZLICKiQsJsTqRMW/JyccirzIlElFc8mU6k5RISEuDr6wsPDw8MHjy4QJd8ZoZ8Pb2S+yOfkJyq6RKoiNWfG6rpEtTCKDkRt/573HTRcbyVGuZreR0JYGqoj1W966GBcymERb7E1D3X4Ln0FNKF+ustzm7ObqvpEgos6++4hORUSCT8nZcbmbTk/s0jIs1hNi9ZSvpnCG3Jy8Uhr2okJyanQvbfw4TkVEBfe45H5iii7PGng0jLTZ48GY8fP8bhw4cLvI6goCAAgKenp7rK0jo1ZoZougQijUgXwPzOLvCqbQ8A8KptDwGBkVsva7gy7VOcf0+ki0T54/pzQ6Ejyd9/unyMohYWbMQpEVFOmM1LluKcDYqT4pBXNXEsZB1UU39OaL4H1RQm5iii7PFkOpEWO3nyJFauXIlly5bB2dm5QOu4cuUKZs2aBVtbW0ycOFHNFRKRNmjgXErheUNnSw1VQkREVHIxmxMVHPMqEZUUPJlOpKXi4+MxcOBANG7cGCNHjizQOiIjI/HZZ58hLS0N27Ztg7W1tZqr1B7FefoGKhiOJHonLPKlfKQPAFzMMh8lvVOcf0/EJ8XDdmzG40vTW8PYwFizBRERfWSYzUum4pwN8kKb8rK251WNHAvx8cDSjIeXZrQGjJnviIoDnkwn0lLTpk3Do0eP8Ntvv0FHRyffy9+9exctWrTA8+fPsWvXLrRo0aIQqtQenNPt43NpemtNl6AeWUL0mUkt8h2ih2/5CzP2XYeAQENnS1yMjMHMfTfg5myJ1X3qFULBxVdx/j0hstyYVibVK9b7QkRUHDGbl0wl/e+ptuTl4pBXNXIspCjmO5Tw45GopOBPKpGWunLlChITE1GtWjWVr0+ZMgVTpkzB6NGjsWzZMoXXoqKi0KJFCzx69Ag7duzAZ599VgQVExUtKxMDTZegHlluJGllYgAY52+/vu9bH6O3XVaYc7JZZWss71kXlsZStZVJRET0MWM2p+JIW/Iy8yoRlSQ8mU6kpby8vFCpUiWl9oiICJw6dQoNGjRA7dq10bhxY4XXo6Ki4OHhgUePHmH79u3w9vYuqpKJSAMsjaXYNMgNEU/fICo6AU5WMlQubarpsoiIiEoUZnOigmNeJaKShCfTibTUhAkTVLYHBwfj1KlT6NKlCyZPnqzwWmZYf/jwIbZv347OnTsXRalEpAUqlzblhxIiIqJCwmxO9OGYV4moJODJdKICevHiBcaPHy9/npKSghcvXsDX11feFhwcrLDMwoULER4eDgA4d+6cvC2zn7+/P5o2bVrgmjw8PHD37l00atQIf//9N/7++2+lPoGBgQVePxERERGRNmI2JyIioqLAk+lEBRQXF4cNGzYotMXHxyu0vR/YDx06hJMnTyq0hYS8u8O6h4fHBwX2u3fvAgDOnz+P8+fPq+zDwE5EREREJQ2zORERERUFnkwnKiAnJycIIfK1zIkTJz54u76+vgojbLLKbz1ERERERCUBszkREREVBR1NF0BUHPj5+UEikaBnz56aLkWtbt++DYlEAolEIh85Q0RERESkzZjNiYiISFM4Mp0oB3Xq1EFAQID8ea1atTRYjfpZWloq7J+FhYXmiiEiIiIiygGzOREREWmaRPDaMyIiIs2JjwdMTDIex8UBxsaarYe0UnxSPExGZhwncSvjYGzA44SIiIioWOPngHxhHiZtwWleiHIQHBwsv9SypF9KKpFI4OTkpOmSiIiIiIhUYjYnIiIiTePJdKI88Pb2RkBAALp16yZvu3PnDgIDA9GpUyc4ODjkGnjv3r2LYcOGoX79+rCxsYGBgQEcHR3h5eWFo0ePZrvckydP4O/vD3t7exgaGqJKlSqYPXs2kpOTVfZ/8OABhg4divLly0MqlaJMmTLw8/PD/fv3lfpmXkoaEBAAc3PzvL8hREREREQawmxOREREmsI504nywMfHB76+vgptp0+fxqxZs6Crq4vq1avjyZMnOa4jIiIC27dvR+PGjdGoUSOYmZnh4cOH2LdvH3777TfMmzcPU6dOVVjmyZMncHNzw/379+Hj44MqVargzJkzCAgIwLlz53Dw4EHo6Lz7P7E7d+6gSZMmePbsGdq0aYMePXogIiICGzZswG+//YazZ8+iYsWK8v6WlpYIDAwEkDHSh4iIiIhI2zGbExERkabwZDpRATVv3hznzp2Dq6srjIyMYGhomGv/6OhohYANAI8ePUK9evUQGBiI4cOHK9xoaNKkSbh37x5Wr16NL774AgAghICfnx82bNiADRs2wM/PT95/9OjRePbsGZYvX45Ro0bJ23fs2IHu3btjxIgROHTokBr2noi0ScTTN4iKToCTlQyVS5tquhwiIqIix2xOVPwwwxJRccQbkBLlIDg4GH5+fli/fr3S6Jf3GRoaws7ODlFRUfneTpcuXbBnzx5cuXIFrq6uAIA3b97AxsYGDg4O8vkTMz1+/Bhly5aFm5sbzp49CwBITEyEqakprKys8PjxY4X+AFC3bl1cuXIFd+7cQYUKFZRqyLwMtiD1ExWl6LgkTZegXvHxsLKzAgBEP4nO142HXiYkY9qe67gQGSNvc3O2xLzOtVBKJlV7qcWZlYmBpkv4ILzhEhERsznRh9KWHK3NGbZIMyNvQJovzMOkLTgynUjDoqOjceHCBchkMoUgfe7cOSQlJaFNmzZK4dve3h4uLi64cOECEhMTYWhoiOjoaKSmpsLR0VGpPwA4OzvjypUrOH78uMrAXhwlJKdqugTSgPpzQzVdgloZJSfi1n+Pmy46jrfSnEfSZaUjAUwN9bGqdz00cC6FsMiXmLrnGjyXnkI6/6tcwc3ZbTVdwgfJ+vsuITkVEsnH+/tPJmV8JaLCw2z+cSvpny+0JUdrc4Yt0syYnArZfw8TklMB/eJ9/DGj0ceCRzpREYuKikJwcDDS0tLw6NEj/Prrr4iNjcWaNWtgavru0raIiAgAQOXKlVWup3Llyrh69Sr+/fdf1KhRA6VKlYKuri7u3r0LIYRSaI+MjAQA/O9//yukPSt6NWaGaLoEIo1KF8D8zi7wqm0PAPCqbQ8BgZFbL2u4Mu1T3H9fpItE+eP6c0OhI8n7f7qUNFELvTRdAhGVIMzmlFVxzwvFhTZn2KI8BrIOqqk/JzRfg2q0ETMafSx4Mp2oiEVFRWHWrFny5yYmJli/fj369u2r0O/Vq1cAAHNzc5XrMTMzU+gnk8ng7u6OY8eOYfXq1RgxYoS87+7du3HlyhUAQGxsrLp2hYi0QAPnUgrPGzpbaqgSIiKi4ofZnEgzmGGJqLjiyXSiIubh4QEhBFJSUhAVFYUffvgB/fv3x8WLF/Hdd9990Lq//fZbNG3aFCNHjsT+/ftRu3Zt3L59G/v27UPt2rXx999/Q1dXV017onnFfdoGKhiOGFIUFvlSPqoHAC5mmXuS3inuvy/ik+JhOzbj8aXprTlHJBGRmjCbU1bFPS/kRptytLZm2CI9BuLjgaUZDy/NaM0504mKCZ5MJ9IQfX19VK5cGUuWLEFCQgJWrFiB9u3bo3379gDejXrJHN3yvtevXyv0AwBXV1eEhYUhICAAx48fx/Hjx1GpUiWsXbsWsbGxmDBhAmxsbAp5z4oO52T7OF2a3lrTJahXlhB9ZlKLfIXo4Vv+wox91yEg0NDZEhcjYzBz3w24OVtidZ96hVRw8VTcf18I8a5+mVSv2O8PEZG2YTYnoPjnhdxoS47W5gxbpMdAimK+Qwk//ohKCv6kEmkBT09PrF69GidOnJAH9sz5GDPnZ3xfREQEdHR0lG5YVK1aNWzfvl2pv6+vLwDgk08+UWPlREXPysRA0yWoV5YbSVqZGADGed+/7/vWx+htlxXml2xW2RrLe9aFpbFUrWUSERF9LJjNqaTSlhzNDEtExRlPphNpgUePHgEA9PTe/Ug2atQIBgYGOHLkiNJNix4/foxr167Bzc0Nhoa536TkzZs32L9/PywtLdGmTRv17wARaYSlsRSbBrkh4ukbREUnwMlKhsqlTXNfkIiIiLLFbE5UuJhhiag409F0AUQfi4sXLyIxMVGp/e7du1iwYAEAyEe+ABk3MerRowf+/fdfrFmzRt4uhMCUKVOQnp6OwYMHK6zr7du3SE1NVWhLSkrCoEGDEBMTg4CAgDwFfCIqXiqXNkWbGqX5IYSIiCiPmM2JNI8ZloiKI45MJyqgFy9eYPz48fLnKSkpePHihfySTQAIDg6WP54/fz5Onz4Nd3d3lC9fHnp6erhz5w5+++03JCcn46uvvkLTpk0VtrFw4UIcP34cI0aMQGhoKKpUqYLTp0/jjz/+QNu2bTFgwACF/pcuXUKXLl3Qpk0blCtXDq9fv8bBgwdx7949DB48GF9++WWhvBdERERERJrEbE5ERERFgSfTiQooLi4OGzZsUGiLj49XaMsa2P39/WFkZISwsDAcPnwYycnJsLW1hZeXFwYPHqww8iWTvb09Lly4gOnTp+PgwYM4cOAAypcvj1mzZmHSpEnQ0VG8uKR8+fLw8PDA6dOn8fTpU8hkMtSrVw/ffvstunbtqt43gIiIiIhISzCbExERUVHgyXSiAnJycoIQIs/9P/vsM3z22Wf53o69vT3WrVuXp77ly5fHL7/8ku9tEBEREREVZ8zmREREVBQ4ZzpRHvj5+UEikaBnz56aLkWtbt++DYlEAolEgrt372q6HCIiIiKiXDGbExERkaZwZDpRDurUqYOAgAD581q1ammwGvWztLRU2D8LCwvNFUNERERElANmcyIiItI0icjPtXBERESkXvHxgIlJxuO4OMDYWLP1kFaKT4qHyciM4yRuZRyMDXicEBERERVr/ByQL8zDpC04zQuRGgUHB8svzSwOl55Onz5dod7AwEBNl0REREREpBbM5kRERKRuPJlOVAi8vb0REBCAbt26KbSHh4ejT58+sLOzg4GBARwdHTF69GjExMQorePu3bsYNmwY6tevDxsbG3l/Ly8vHD16VKl/fHw8Nm/ejO7du6NKlSowMjKChYUF3N3d8fPPP6uss2XLlggICMCAAQPUs+NERERERFqG2ZyIiIjUhXOmExUCHx8f+Pr6KrSdP38erVu3xtu3b+Ht7Y2KFSviypUr+O6773Do0CGcPXsWVlZW8v4RERHYvn07GjdujEaNGsHMzAwPHz7Evn378Ntvv2HevHmYOnWqvP/p06fRr18/WFlZoVWrVujatSuePXuG3bt3o3fv3jh79ixWrFihUFPLli3RsmVLnDhxAhs2bCjU94SIiIiISBOYzYmIiEhdeDKdqIj4+/sjPj4e+/btQ6dOneTtS5YswcSJEzFt2jSsWbNG3t68eXNER0dDR0fxApJHjx6hXr16CAwMxPDhw+U3JrK3t8eWLVvw+eefQ19fX95//vz5cHNzw8qVK9G/f380aNCgcHeUiDQi4ukbREUnwMlKhsqlTTVdDhERkVZjNifSfsy3RKSNeDKdqAjcvn0bN27cQIMGDRTCOgCMGzcOixYtwqZNm/DNN9/A+L+bjkilUpXrKlOmDJo0aYI9e/bg7t278sDu6uoKV1dXpf6lS5fG0KFDMXXqVJw8eZKBnUqE6LgkTZegPvFJyBz3Fh2XBIj8/Wl+mZCMaXuu40Lku0vS3ZwtMa9zLZSSqf498rGzMjHQdAlERKRBzOZE2dOGnK3t+ZZZkujjxpPpREXg6dOnAABnZ2el13R0dFC+fHlcvnwZ58+fR6tWrXJcV3R0NC5cuACZTIYKFSrkafuZo2H09Ir3j3xCcqqmSyAtUX9uqKZLUBuj5ETc+u9x00XH8VZqmK/ldSSAqaE+VvWuhwbOpRAW+RJT91yD59JTSBfqr7ckuDm7raZLyLesv/8SklMhkfD3YSaZtHj/bSOiosdsTtnh5w3tyNnanm/VliWTUyH772FCciqgXzyPP2Yx+tjwiCcqAjY2NgCAyMhIpdfS09Nx7949AMD//vc/pcAeFRWF4OBgpKWl4dGjR/j1118RGxuLNWvWwNQ090vd0tLSsHHjRkgkErRu3VoNe6M5NWaGaLoEIq2TLoD5nV3gVdseAOBV2x4CAiO3XtZwZdqrOP4uSReJ8sf154ZCR5K//3QpyaIWemm6BCIqZpjNKTvFMSOURNqeb9V1nGQdVFN/Tmi+B9VoC2Yx+tjwZDpREahSpQoqVqyIsLAwHDx4EF5e7/7YLF26FNHR0QCA2NhYpWWjoqIwa9Ys+XMTExOsX78effv2zdO2Z8yYgWvXrmHgwIGoVavWh+0IEWmlBs6lFJ43dLbUUCVERETaj9mcSPsx3xKRtuLJdKIismrVKnTs2BGdOnWCj48PKlasiKtXr+Lw4cNwcXHBtWvXoKurq7Sch4cHhBBISUlBVFQUfvjhB/Tv3x8XL17Ed999l+M2f/jhByxYsAB169bF8uXLC2vXikxxnJqBCgdHDSkKi3wpH7kDABezzC9Jyorj75L4pHjYjs14fGl6axgbGGu2ICKiYo7ZnFQpjhlB3bQlZ2tzvlXbcRIfDyzNeHhpRmvAmPmOqDjgyXSiItK2bVucPn0ac+bMwbFjx3Dw4EHUqlULe/bswdGjR3Ht2jX5Jaeq6Ovro3LlyliyZAkSEhKwYsUKtG/fHu3bt1fZf/369Rg2bBhcXFxw5MgRmJiYFNauFRnOxUaZLk0vQZdFZwnRZya1yHeIHr7lL8zYdx0CAg2dLXExMgYz992Am7MlVvepVwgFF3/F8XeJyHJjWplUr1juAxGRNmE2J1X491U7cra251u1HScpivkOPP6IigX+pBIVITc3Nxw4cECpfdmyZQCATz75JE/r8fT0xOrVq3HixAmVgT0oKAiDBw9GjRo1cPToUVhZWX1Q3UTaxsrEQNMlqE+WG0lamRgAxvnbt+/71sfobZcV5pBsVtkay3vWhaWxVG1lEhERlTTM5kTKtCFnM98SkTbjyXQiDbt79y7OnDmDGjVqwMXFJU/LPHr0CACgp6f8IxwUFAR/f39Ur14dx44dy3FEDREVf5bGUmwa5IaIp28QFZ0AJysZKpfO/QZoREREpIzZnEjzmG+JSJvpaLoAoo9FXFwchBAKba9evUK/fv2QlpaGBQsWKLx28eJFJCYmKq3n7t278r7vj3xZt24d/P39Ua1aNRw7dgy2trZq3gsi0laVS5uiTY3S/KBBRESUB8zmRNqP+ZaItBFHphMVkb1792Lq1Klo2bIlypQpg2fPnuHXX3/F8+fPMWfOHHTq1Emh//z583H69Gm4u7ujfPny0NPTw507d/Dbb78hOTkZX331FZo2bSrvf+zYMQwePBhCCDRv3hzff/+9Ug116tSBj49PYe8qEREREZFWYzYnIiKiguDJdKIi4uLiAldXVxw+fBgvXryAubk5GjVqhLFjx6JFixZK/f39/WFkZISwsDAcPnwYycnJsLW1hZeXFwYPHqw08uXevXvy0TVr1679P3v3HhZlnf9//DUgICeBAUUrCzRcz8eI6muJLB7KNrU8ZZawaFuum2520jTQ1Gr7bmZa5paKWalrpX6tFE9pWZYmtJ1sf1igraWlosIQIDq/P8iJWRA5DNz3DM/HdXFd93zmc9/zvrlu7nndH+5DpTWMHTuWwA4AAIBGj2wOAABqg8F0oIF069ZNGzZsqHb/m2++WTfffHO1+yclJSkpKakWlQEAAACNC9kcAADUBvdMB+pBcnKyLBaLRo0aZXQpVZo+fbosFkulZ98AAAAAnoBsDgAAXIUz0wEX6t69u1JTUx2vO3fubGA1F5eQkKAmTX7bDcTHxxtXDAAAAOBCZHMAAOBqFvt/P8IcAAA0HJtNCgoqmy4okAIDja0HpmQrtiloYtl2UrCwQIF+bCcAAABujeOAGiEPwyy4zQtQhfT0dFksFseP2S8NrakDBw44rV9UVJTRJQEAAACVIpsDAACjMZgOVMPgwYOVmpqqYcOGSZLsdrs2btyoe++9V127dlVISIgCAgLUrVs3zZ07V0VFRRdcVkZGhuLj49WsWTMFBwcrPj5eGRkZF+y/adMmJSYmKjQ0VP7+/urSpYueeeYZnT179oLz5OfnKzU1VZ07d1ZAQIBCQ0PVs2dPzZw506mf1WpVamqqUlNTFRISUsPfCgAAANDwyOYAAMAo3OYFqEJ6erqSk5O1bNkyJSUlOdqLiork7+8vPz8/xcfHq0uXLioqKlJGRoays7MVGxurnTt3yt/f32l5r732msaMGaOIiAiNGjVKFotF//znP3X06FG9+uqruuOOO5z6P/fcc5o0aZKaNWumW2+9VaGhodq6dau+/PJLDRs2TGvWrKlQ86FDh5SQkKDvvvtOiYmJ6tGjh4qLi3XgwAEdOnRIn3/+eaXrev7Ml9zc3Dr9zgDUEJd3ohq4rBUAyOYAPAzHATVCHoZZ8ABSoBa8vb01Z84cTZgwQaGhoY72M2fO6LbbbtOGDRu0cOFCPfjgg4738vLyNHHiREVERCgzM1OtW7eWJE2dOlU9e/bUxIkTddNNNyksLEySdPjwYT344IMKCwtTVlaWrrjiCklSaWmphg0bpjfeeEOrVq1yurz17NmzGjZsmH744Qdt27ZNffv2daq7tLS0vn4lAEwk+2i+co8XKio8QDGRwUaXAwBAvSKbA40DGReAGTCYDtSCj4+Ppk2bVmn71KlTtWHDBu3cudMpsK9Zs0YnT57UzJkzHWFdklq1aqXJkyfrkUce0Zo1a3T33XdLkjZu3KiSkhJNmjTJEdYlqUmTJpo5c6bWr1+vRYsWOQX2N954Q3v37tWMGTMqhPXz8wKe4HhBsdEluI6tWOG/Th4vKJbstf87zSss0aNrv9QnOSccbXHRVs0Z2llhAb51LNTzhAf5GV0CAMAFyOZA/TBL5jZ7xiVTAo0L396Ai/n4+EiqGI537NghSerfv3+FeQYMGKBHHnlEO3fudAT2o0ePSpKio6Mr9D/f9tFHH6m4uFh+fmVf3qtXr5YkDR8+XN9//73eeecdnTx5Um3bttWNN96ooPOXkDUChSWc6ePJes3eanQJLuNfUqT9v073fuo9/eLbtNbL8rJIwU199PzonoqNDtPenDxNW/uF+s97X+e4qVsFX88aYHQJ1VZ+n1ZYUiqLhX2cqwT4EocBT0Y2R1009mMKs2Rus2fcWmfKklIF/DpZWFIq+bjf9kaOQmPEVg+42NKlSyVVDObZ2dmSpJiYmArznG8730eSmjdvLknKycmp0P98W2lpqb777jt16NBBkvTpp59Kknbt2qW//vWvKi7+7UyC5s2b65///Kfi4+NrtV7upuNjF35wFOCpztmluUO7aFDXVpKkQV1byS67Jr6eZXBl5uRO+4lz9t8entdr9lZ5WWr/Txc4y31ykNElAKhHZHPUhTtlBU9m9oxb2+2k/Ek1vR7fWqeTaoxCjkJj5GV0AYAn2bRpkxYvXqwOHTooJSXF6b1Tp05JkkJCQirMFxgYKG9vb0cfSerXr5+8vb21ZMkSff/994720tJSzZw50/H65MmTjumffvpJkvSXv/xFkydP1vfff6+ff/5Zzz33nE6dOqUhQ4boxx9/dMm6AjCn2Ogwp9dXR1sNqgQAAGORzQHPQcYFYBacmQ64yKeffqqRI0cqJCREa9ascVzeWVvR0dGaNm2aHn/8cXXp0kW33nqrQkJCtG3bNh06dEiXX365Dh06JG9vb8c8586dkyTdfPPNevLJJx3tf/nLX3T48GE99dRTWrJkiaZPn16n2tyBO92+ATXHWUIXtjcnz3HWjiTtKXdvSThzp/2ErdimFveXTe+bnqhAv0BjCwIAkyObwxXcKSvUBzNlbjNn3FpvJzabNK9sct+MRCmQfAe4AwbTARfIyspS//79ZbFYlJGRoU6dOlXoc/6sl1OnTik8PNzpPZvNprNnz1Y4M2bWrFlq166dFixYoFWrVsnb21vXX3+9Vq5c6Xi40flLTs9/xrFjx3TLLbdU+Pw//OEPeuqppxyXm3o67t3m2fZNTzS6BNcpF6J3Pdy3TiF6wmuZmrH+S9ll19XRVu3JOaHH1n+luGirXrijp4sK9hzutJ+wl3swbYBvE7eqHQAaGtkcrtLYv2/NkrnNnnFrvZ2ccc53auTbG+Au+EsF6igzM1P9+vXT2bNntXnzZsXGxlbaLyYmRp9++qmys7MrBPaq7tk4ZswYjRkzxqmtuLhY2dnZslqtTg9B+t3vfqdjx44pNDS0wnLOt/3yyy81WT3AlMKD6nZ2mamUe5BkeJCfFFj7dVs0ppcmrcpyun/k9TERmj+qh6yBvnUqEwAAd0A2B1zHLJmbjAvATLhnOlAHmZmZSkxM1JkzZ7Rp0ybFxcVdsG+fPn0kSZs3b67wXkZGhlOfi3njjTdUXFzsOAPmvISEBEnS119/XWGe821RUVHV+gwA7sca6KsVKXHa8tcb9NJdV2nLX2/QipQ4DjIAAI0C2RzwTGRcAGbCYDpQS+XD+saNG3XttddW2X/EiBEKCQnRggULnB5a9OOPP+rZZ59VaGiohg8f7jTP6dOnKyxn//79mjJlipo1a6ZHHnnE6b3k5GT5+flpwYIFOnz4sKM9Pz9fc+fOddQBwLPFRAarX8dIxUQGG10KAAANgmwOeD4yLgAz4DYvQC2cOHFCiYmJysvL08CBA7VlyxZt2bLFqU9oaKgmT57seB0WFqaFCxfqzjvvVM+ePTVq1Ch5eXlp9erVOnr0qFasWKGwMOcnlE+ZMkWZmZmKjY2V1WpVdna2NmzYIC8vL61bt06tW7d26h8dHa2nn35a9913n7p166ahQ4fKz89P77zzjnJzc3X33Xfr97//fb39XgAAAICGRjYHAAANhcF0oBZOnz6tvLw8SdKmTZu0adOmCn2uuOIKp8Auld1jMSIiQk888YTS09MlST179tTy5cs1YEDFJ4D3799f33zzjdasWaP8/Hy1bNlSd9xxh6ZNm6a2bdtWWttf/vIXRUVF6emnn9aqVatUWlqqTp06adq0aRo/fnzdVhwAAAAwGbI5AABoKAymA7UQFRUlu91eq3kHDhyogQMHVqvv8OHDK1xeWh1/+MMf9Ic//KHG8wEAAADuhmwOAAAaCvdMB6ohOTlZFoulwkOF3N2BAwdksVhksVh08OBBo8sBAAAALopsDgAAjMKZ6UAVunfvrtTUVMfrzp07G1iN61mtVqf1Cw0NNa4YAAAAoApkcwAAYDQG04EqfPbZZ5o5c6bj9ciRIzVs2DADK3KtEydOOK1fZfeSBAAAAMyAbA4AAIzGbV6Aahg8eLBSU1MdYd1ut2vjxo2699571bVrV4WEhCggIEDdunXT3LlzVVRUVOlyFixYoOTkZHXt2lVNmjSRxWLRjh07qvzszMxMDR8+XNHR0fL399cVV1yhwYMH6/3336/Qd9euXZoyZYp69eql8PBwNW3aVO3bt9fDDz+skydPVuh//uyX1NRUhYSE1Pj3AgAAADQ0sjkAADCKxV7bJ7UAjUB6erqSk5O1bNkyJSUlOdqLiork7+8vPz8/xcfHq0uXLioqKlJGRoays7MVGxurnTt3yt/f32l5FotFktSqVSvZ7XYdOXJE7733nuLj4yv9/HXr1um2226Tn5+fhg4dqtatW+v777/X2rVr9csvv1Soq2XLljp27Jh69+6tHj16OA4IsrKy1LZtW3300Udq0aJFpZ8VFRUlScrNza3trwtAbdhsUlBQ2XRBgRQYaGw9MCVbsU1BE8u2k4KFBQr0YzsB0PiQzQF4FI4DaoQ8DLPgNi9ALXh7e2vOnDmaMGGC070Mz5w5o9tuu00bNmzQwoUL9eCDDzrN9/bbb6tXr15q2bKl7rnnHi1evLjKz5k2bZrsdrs++ugjde/e3dGemZmpq666SrNmzXIK7H/961911113qVWrVo42u92uP//5z1q0aJFmzpyp559/vk7rDsA9ZB/NV+7xQkWFBygmMtjocgAAqDdkc6BxIecCMBKD6UAt+Pj4aNq0aZW2T506VRs2bNDOnTsrBPZBgwbV6HO+++47XXLJJU5hXZJ69uypVq1a6aeffnJqf/jhhyssw2KxaMaMGVq0aJF27txZo88HzO54QbHRJdSdrVjhv04eLyiW7HX7as4rLNGja7/UJzknHG1x0VbNGdpZYQG+dVq2uwsP8jO6BABAPSCbA/XPDLnbrDmXjAk0LgymAy7m4+MjSWrSpO5/Xp06ddJnn32mzz//XF27dnW0f/bZZ/rxxx918803N3hNZlJYUmp0CTBYr9lbjS6hzvxLirT/1+neT72nX3yb1ml5XhYpuKmPnh/dU7HRYdqbk6dpa79Q/3nv61wjv7Hb17MGGF1CrZXf3xWWlMpiYf9XHQG+nvW9B6DmyOaoDY4zKjJD7jZrzq11xiwpVcCvk4UlpZKPe2x35Cs0dvwFAC62dOlSSVL//v3rvKxnnnlGN998s6677joNHTpUl112mf7zn//orbfe0vXXX3/RS1HroyYz6fhYhtElAKZzzi7NHdpFg7qWXVI+qGsr2WXXxNezDK7MeO68zzhn/+3heb1mb5WXpW7/dGkscp+s2VmnADwP2Ry14c6ZwZOZNefWdnspf1JNr8e31vmkmoZCvkJjx2A64EKbNm3S4sWL1aFDB6WkpNR5eX369NH777+v4cOH69VXX3W0t27dWsnJyU73X7yQzz77TDNnzlSLFi300EMP1bkmAOYXGx3m9PrqaKtBlQAAYByyOeB5yLkAjMZgOuAin376qUaOHKmQkBCtWbNGfn51v2/axo0bNWrUKN18883asGGDoqKidPDgQc2dO1fJycn6/PPP9cwzz1xw/pycHN188806e/asVq1apYiIiDrXZCbufMsGuAZnDVVub06e44wdSdpT7r6SjZk77zNsxTa1uL9set/0RAX6BRpbEACYHNkcdeHOmaG+mCV3mzHn1np7sdmkeWWT+2YkSoHkO8AdMJgOuEBWVpb69+8vi8WijIwMderUqc7LPHHihEaPHq2YmBitWLFCXl5ekqT27dtr+fLlys7O1vz58/XnP/9Zbdu2rTD/wYMH1bdvX/38889688031bdv3zrXZDbcqw37picaXULdlQvRux7uW+cQPeG1TM1Y/6XssuvqaKv25JzQY+u/Uly0VS/c0dMFBbsvd95n2Ms9mDbAt4lbrwsA1DeyOeqK79mKzJC7zZpza729nHHOd2K7A9wCf6lAHWVmZqpfv346e/asNm/erNjYWJcs98MPP9TJkyfVp08fR1g/z2KxqG/fvvr444+VlZVVIbDn5uaqb9+++uGHH7RmzZpqPwwJcDfhQXU/y8xw5R4kGR7kJwXWbZ0WjemlSauynO4deX1MhOaP6iFroG+dlg0AgNmRzYH6YYbcTc4FYAYMpgN1kJmZqcTERJWWliojI0NxcXEuW3ZJSYkk6eeff670/fPt/33Jam5uruLj4/XDDz9o9erVGjx4sMtqAmB+1kBfrUiJU/bRfOUeL1RUeIBiIoONLgsAgHpHNgc8GzkXgBl4XbwLgMqcD+tnzpzRxo0bde2117p0+ddcc428vb31xhtv6PPPP3d676uvvtLKlSvl5+fn9Lnnw/rhw4e1atUqDR061KU1AXAfMZHB6tcxkgMMAECjQDYHGg9yLgAjcWY6UAsnTpxQYmKi8vLyNHDgQG3ZskVbtmxx6hMaGqrJkyc7tT355JP65ptvJEm7d+92tKWnp0uSxo0bp969e0uSLr30Uk2dOlWzZ89WbGyshgwZoqioKB06dEhr165VcXGxnn76aacHF8XHx+vgwYO65ppr9Pnnn1cI+pKUlpbmot8CAAAAYDyyOQAAaCgMpgO1cPr0aeXl5UmSNm3apE2bNlXoc8UVV1QI7Js2bdLOnTud2jIyfnsqenx8vCOwS9Ljjz+url27avHixdqyZYtOnz6tkJAQ9enTR3/5y18q3G/x4MGDkqSPP/5YH3/8caW1E9gBAADgScjmAACgoTCYDtRCVFSU7HZ7jefbsWNHjecZPny4hg8fXq2+takJAAAAcGdkcwAA0FC4ZzpQDcnJybJYLBo1apTRpbjUgQMHZLFYZLFYHGfOAAAAAGZGNgcAAEbhzHSgCt27d1dqaqrjdefOnQ2sxvWsVqvT+oWGhhpXDAAAAFAFsjkAADCaxc61ZwAAGMdmk4KCyqYLCqTAQGPrgSnZim0Kmli2nRQsLFCgH9sJAACAW+M4oEbIwzALbvMCVCE9Pd1xqaWnX0pqsVgUFRVldEkAAABApcjmAADAaNzmBaiGwYMHq3v37k6Xkn777bdasWKFMjMztW/fPv3www+64oorlJube8HlLFiwwNH/66+/1tmzZ/Xee+8pPj6+0v5PPvmktm/frv379+vYsWMKCAhQdHS0Ro8erXvuuUcBAQFO/X/66SctWbJE+/bt0759+xy1XOgClPKXkj777LPV/n0AAAAARiGbAwAAozCYDlTDkCFDlJSU5NT2wQcfaObMmfL29laHDh105MiRiy7nvvvukyS1atVKzZs3v+g8ixcvVkREhPr166cWLVqooKBAO3bs0JQpU/TKK6/oo48+cgrtX3/9taZNmyaLxaKYmBgFBASosLDwgsu3Wq1KS0uTVHamDwAAAGB2ZHMAAGAUBtOBWrrhhhu0e/dudevWTf7+/mratOlF53n77bfVq1cvtWzZUvfcc48WL15cZf/9+/dXuty77rpLK1as0LJly/TnP//Z0d6hQwft3LlTPXr0UHBwsNq3b69///vfNV85AG4r+2i+co8XKio8QDGRwUaXAwBAgyCbA40DWReA0RhMB2qpTZs2atOmTY3mGTRoUI36X+ggYNiwYVqxYoUOHDjg1B4ZGanIyMgafQbg7o4XFBtdQt3YihX+6+TxgmLJXruv5rzCEj269kt9knPC0RYXbdWcoZ0VFuDrgkLdW3iQn9ElAADqEdkcqD9myNtmzrrkTKBxYTAdcEPvvPOOJDndJ7IxKCwpNboEmFCv2VuNLqFO/EuKtP/X6d5PvadffC9+Jl1lvCxScFMfPT+6p2Kjw7Q3J0/T1n6h/vPe17nKb83aqHw9a4DRJdRJ+f1fYUmpLBb2h9UR4EvUBVD/Gms2bww4/ihjhrxt5qxb65xZUqrzN4YqLCmVfNx7eyN3obFgSwfcwLPPPquTJ0/q5MmT+vDDD/Xpp5+qf//+uuuuu4wurUF1fCzD6BIA0zpnl+YO7aJBXVtJkgZ1bSW77Jr4epbBlZmDu+8/ztmLHNO9Zm+Vl6V2/3RpbHKfrNlZpwBQHWTzxsPd84MnMXPWre12Uv6kml6Pb631STVmQe5CY8FgOuAGnn32WR08eNDxesyYMVq0aJF8fHwMrAqA2cRGhzm9vjraalAlAAB4LrI5YAyyLgAzYDAdcAO5ubmSpCNHjui9997TQw89pLi4OGVkZOiyyy4ztrgG5O63aUD94Iyh3+zNyXOcrSNJe8rdU7Kxc/f9h63Yphb3l03vm56oQL9AYwsCgEaMbN54uHt+cBWz5G2zZt1abyc2mzSvbHLfjEQpkHwHuAMG0wE30rJlS91+++268sordfXVV2vKlClavXq10WU1GO7Bhsrsm55odAl1Uy5E73q4b61D9ITXMjVj/Zeyy66ro63ak3NCj63/SnHRVr1wR08XFuye3H3/YS/3YNoA3yZuvz4A4AkaezZvDPi+LWOGvG3mrFvr7eSMc74T2xvgFvhLBdxQbGyswsLCtGPHDqNLAQwXHuRndAl1U+5BkuFBflJg7dZn0ZhemrQqy+m+kdfHRGj+qB6yBvrWuUwAAFA5sjk8nRnyNlkXgFkwmA64oYKCAp06dUotW7Y0uhQAJmEN9NWKlDhlH81X7vFCRYUHKCYy2OiyAADweGRzoP6RdQGYBYPpgEkdPHhQdrtdUVFRTu1nzpzR5MmTde7cOd14443GFAfAtGIigzmwAADAxcjmgDmQdQEYjcF0oJaOHTumBx54wPH6zJkzOnbsmJKSkhxt6enpTvM8+eST+uabbyRJu3fvdrSd7zdu3Dj17t1bkpSVlaXbbrtN119/vWJiYhQREaGjR49q69at+v777/W73/1Oc+bMqVBX+c//8ccfK7T97//+ryIiImq72gAAAIDpkM0BAEBDsNjtdrvRRQBmlZ6eruTkZC1btswp9EpSbm6uoqOjq5z/v/+84uPjtXPnzgv2L/85hw4d0rPPPqv3339fubm5OnnypIKCgtShQwcNHTpUf/7znxVYyYMKLRZLlTXl5ORUOKNGkqMtNze3yvkBuJjNJgUFlU0XFNT6AaTwbLZim4Imlm0nBQsLFOjHdgKg8SGbA/AoHAfUCHkYZsGZ6UAtRUVFVQjkF1OThxJdfvnleuaZZ2pYVcWDBAAAAMDTkc0BAEBD8DK6AMAdJCcny2KxaNSoUUaX4lIHDhyQxWKRxWLRwYMHjS4HAAAAuCiyOQAAMApnpgNV6N69u1JTUx2vO3fubGA1rme1Wp3WLzQ01LhiAAAAgCqQzQEAgNG4ZzoAAEbiXomoBu4RCQAA4GE4DqgR8jDMgtu8AFVIT093XGrp6ZeSWiyWSh9+BAAAAJgB2RwAABiNwXSgGgYPHqzU1FQNGzbM0fbtt98qLS1Nt9xyiy699NJaBd4JEyY4wvKRI0cqvJ+UlOQUqMv/tG/fvtJl/uc//9Gf/vQnXX755fL19dUll1yi5ORkff/99xX6nr+UNDU1VSEhITWqHQAAADAC2RwAABiFe6YD1TBkyBAlJSU5tX3wwQeaOXOmvL291aFDh0oDd1W2bdumF198UYGBgbLZbFX2nTRpUoV7JkZERFTo9+233+q6667TTz/9pH79+mnkyJHKzs7W8uXL9e677+qjjz5S27ZtHf2tVqvS0tIklZ3pAwAAAJgd2RwAABiFwXSglm644Qbt3r1b3bp1k7+/v5o2bVrtefPz85WSkqKhQ4fq+PHj2rlzZ5X9J0+eXK0zayZNmqSffvpJ8+fP13333edoX7NmjUaMGKE///nP2rRpU7XrBOAeso/mK/d4oaLCAxQTGWx0OQAANDiyOdA4kHsBGI3BdKCW2rRpozZt2tRq3ilTpig/P18vvPCCRo4c6ZJ6ioqKlJGRocjISP3lL39xem/48OHq3r27MjIy9N1339W6bsAoxwuKjS6h/tiKFf7r5PGCYsle/a/mvMISPbr2S32Sc8LRFhdt1ZyhnRUW4OviQt1XeJCf0SUAAOoZ2RyoP2bI4mbPveRNoPFgMB1oYJs3b9ZLL72kV155RZGRkdWa55133lF+fr78/PzUtWtXxcfHy9vb26nP8ePHVVpaqiuuuEIWi6XCMqKjo/XZZ5/pvffec/vAXlhSanQJaGC9Zm81uoR6419SpP2/Tvd+6j394lv9M+m8LFJwUx89P7qnYqPDtDcnT9PWfqH+897XOXv91OuOvp41wOgS6qz8fq+wpFQWC/vBygT4Em0B1AzZHBfDsYc5srjZc2+t8mZJqQJ+nSwsKZV83HNbI3+hsWGLBxrQ6dOnNW7cON1000268847qz3fxIkTnV63a9dOK1euVM+ePR1tYWFh8vb21sGDB2W32yuE9pycHEnS//t//68Oa2AOHR/LMLoEwBTO2aW5Q7toUNdWkqRBXVvJLrsmvp5lcGXm4gn7jHP2Isd0r9lb5WWp/j9dGpPcJwcZXQIAN0I2R3V4Qo7wBGbPvbXZTsqfVNPr8a01OqnGTMhfaGy8jC4AaEwmT56sU6dOafHixdXq36dPH7355pv6/vvv9csvv2j//v2aPHmyvv32W/Xv318//PCDo29AQID69Omjo0eP6oUXXnBazltvvaXPPvtMknTy5ElXrQ4AE4iNDnN6fXW01aBKAABwL2RzwL2QewGYAWemAw1k48aNWrZsmV588UVddtll1ZonOTnZ6XX79u01b948BQQEaO7cuZo3b56efvppx/vPPPOMevfurYkTJ2rDhg3q2rWrDhw4oPXr16tr1676/PPPK1yC6o484ZYNqBnOCLqwvTl5jjN0JGlPuftIoown7DNsxTa1uL9set/0RAX6BRpbEAC4ObI5qssTckRdmSWLmzn31mo7sdmkeWWT+2YkSoHkO8AdMJgONIDCwkKNHz9effv21d13313n5aWkpGju3Ln68MMPndq7deumvXv3KjU1Ve+9957ee+89XXnllVq8eLFOnjypBx98UM2bN6/z5xuNe7I1PvumJxpdQv0pF6J3Pdy3RiF6wmuZmrH+S9ll19XRVu3JOaHH1n+luGirXrij58UX0Eh4wj7DXu7BtAG+TTxinQDAKGRz1ATfuebI4mbPvbXaTs445zuxrQFugb9UoAH89NNPOnz4sA4fPiwvr8rvrtSqVdl/2LOystS9e/cqlxcRESGp7EDgv7Vv316rV6+u0J6UlCRJuuqqq2pQOWAO4UF+RpdQf8o9SDI8yE8KrP66LhrTS5NWZTndK/L6mAjNH9VD1kBfl5YJAICnIJsDNWOGLE7uBWAWDKYDDSA4OFgpKSmVvvfOO+/oyJEjGj16tPz9/RUeHn7R5X3yySeSpKioqGp9fn5+vjZs2CCr1ap+/fpVu24A5mYN9NWKlDhlH81X7vFCRYUHKCYy2OiyAAAwNbI54H7IvQDMgsF0oAGEh4fr5ZdfrvS9+Ph4HTlyRH//+9/VsmVLR/uRI0dks9nUtm1bp/6HDx/WfffdJ0m6/fbbnd775Zdf5OPjoyZNfvvTLi4uVkpKik6cOKH58+eraVP3fEI4gAuLiQzmYAIAgGoimwPui9wLwGgMpgO1dOzYMT3wwAOO12fOnNGxY8ccl2xKUnp6eq2X/8033yghIUG9e/dW+/btZbValZubq7fffls2m01jx47ViBEjnObZt2+fbr31VvXr10+tW7fW6dOn9c477+jQoUMaP368/vKXv9S6HgAAAMCsyOYAAKAhMJgO1FJBQYGWL1/u1Gaz2Zza6hLY27Ztq5SUFO3Zs0dvvPGG8vPzFRISouuuu04pKSkaOXJkhXkuv/xyxcfH64MPPtDRo0cVEBCgnj176plnntFtt91W61oAAAAAMyObAwCAhsBgOlBLUVFRstvtdV7Ojh07Km1v3bq1XnrppRot6/LLL9c///nPOtcEAAAAuBOyOQAAaAiVP7ocgJPk5GRZLBaNGjXK6FJc6sCBA7JYLLJYLDp48KDR5QAAAAAXRTYHAABG4cx0oArdu3dXamqq43Xnzp0NrMb1rFar0/qFhoYaVwwAAABQBbI5AAAwmsXuimvhAABA7dhsUlBQ2XRBgRQYaGw9MCVbsU1BE8u2k4KFBQr0YzsBAABwaxwH1Ah5GGbBbV6AKqSnpzsutfT0S0ktFouioqKMLgkAAACoFNkcAAAYjcF0oBoGDx6s1NRUDRs2zNH27bffKi0tTbfccosuvfTSagfec+fOaenSperdu7dCQ0MVEBCgdu3aKTk5Wfn5+ZXO869//UujR4/WpZdeKj8/P11yySW68cYb9d577zn127Fjh1MA/++fjz/+2Kn/+UtJU1NTFRISUvNfDAAAANDAyOYAAMAo3DMdqIYhQ4YoKSnJqe2DDz7QzJkz5e3trQ4dOujIkSMXXU5xcbGGDRumt99+W127dlVSUpL8/Px06NAhvfvuu3r88ccVHBzsNM8rr7yiP/7xjwoJCdHNN9+sSy+9VMeOHdOnn36qjz76SH379q3wOX369FF8fHyF9ssuu8zptdVqVVpamqSyM30AAAAAsyObAwAAozCYDtTSDTfcoN27d6tbt27y9/dX06ZNLzrP1KlT9fbbb+vJJ5/Uww8/7PTeuXPnKvTft2+fUlJSdPXVV+udd95RWFiY0/ulpaWVfk58fLwjiAPwfNlH85V7vFBR4QGKiQy++AwAAHgYsjmA/0ZGBlAfGEwHaqlNmzZq06ZNtfsfPnxYCxYs0PXXX18hrEuSl1fFuy5Nnz5dZ8+e1SuvvFIhrEtSkyb8CaNxOF5QbHQJ9cdWrPBfJ48XFEv26v9d5xWW6NG1X+qTnBOOtrhoq+YM7aywAF8XF+p+woP8jC4BANBAyOaAMcyY082ckcmngPvj2x5oIG+++aZKS0s1fPhw5efn6//+7/906NAhRUZGasCAAbr00kud+p88eVKbN29Wjx49dOWVV2rnzp3as2ePmjRpori4OF133XUX/Kzs7Gw999xzKiws1BVXXKF+/fopIiKivlexwRWWVH72DzxPr9lbjS6h3viXFGn/r9O9n3pPv/he/Ey687wsUnBTHz0/uqdio8O0NydP09Z+of7z3tc5e/3U606+njXA6BJcpvz+rrCkVBZL497/BfgSYQHUDdkcrtSYj0vMmNPNnJGd8mlJqQJ+nSwsKZV8PH87IsPBE7AVAw3k008/lSSdOnVKv/vd7/Tjjz863vP19dWTTz6pv/71r462zMxMnTt3Tq1bt9Ytt9yiDRs2OC2vX79+WrNmTaUPJ3r99df1+uuvO177+/tr5syZevDBB129Wobq+FiG0SUAhjpnl+YO7aJBXVtJkgZ1bSW77Jr4epbBlZmDJ+0jztmLHNO9Zm+Vl6X6/3TxRLlPDjK6BABujmwOV/KkzOEJzJyRy28r5U+q6fX41hqdVOOuyHDwBBWvXQNQL3766SdJUlpamrp166avvvpKp0+f1ttvv62IiAjdf//9evfddyv0f/vtt7Vnzx6tW7dOp06d0v79+3XLLbdoy5Ytuvvuu50+o3nz5nr66ae1f/9+2Ww2HT58WK+++qqsVqseeughLV68uOFWGECDiI12vsz86mirQZUAAOA+yOaAZyMjA6gvnJkONJDzDzFq0aKF3nzzTQUElF3QNWjQIC1ZskQ33nijnnnmGd10001O/c+ePasXX3xRgwcPliQ1a9ZM//znP9WuXTutWbNG//u//6vWrVtLkjp16qROnTo5PjMgIEB33HGHunXrpl69eik1NVXjx4+v9B6Q7siTbuGAqnG2z4XtzclznHUjSXvK3RuysfOkfYSt2KYW95dN75ueqEC/QGMLAgA3RzaHK3lS5qgps+Z0s2Zkp23FZpPmlU3um5EoBZLvAHfAYDrQQM5f8pmYmOgI6+f1799ffn5+jstNy/f39vbWoEHOl0L5+fmpf//+evnll7Vv3z5HYL+Qzp07Ky4uTh988IEOHDigdu3auWKVDMf91hqPfdMTjS6h/pQL0bse7lujED3htUzNWP+l7LLr6mir9uSc0GPrv1JctFUv3NGzngp2H560j7CXezBtgG8Tj1o3ADAC2Ryu1Ji/l82Y082ckZ22lTPO+U6NeDsC3Al/qUAD+d3vfidJCg0NrfCel5eXgoODdfr06Qr9AwIC5OPjU2Ge88v55ZdfqvX55x9yVFhYWJOyAVPw6Kfel3uQZHiQnxRY/XVdNKaXJq3Kcrr/4/UxEZo/qoesgb4uLRMAAE9CNgdcw4w5nYwMoD4xmA40kISEBM2ZM0dff/11hfd+/vlnHTt2zOmslLZt2+ryyy/XoUOH9J///EeXXXaZ0zznlxMVFXXRzy4tLVVmZqYsFosuv/zyuq0IANOwBvpqRUqcso/mK/d4oaLCAxQTGWx0WQAAmB7ZHPBcZGQA9YmbswENpE+fPurQoYO2bdumLVu2ONrtdrumTZsmSRoxYoSj3WKx6J577pEkTZs2zXGfRknauXOnNm7cqKioKMXGxjrad+/eLbvd7vS5paWlevDBB3Xw4EENGDBAVisPXgE8TUxksPp1jOQgAQCAaiKbA56PjAygPnBmOlBLx44d0wMPPOB4febMGR07dkxJSUmOtvT0dMe0t7e3li1bpoSEBN10000aOnSoWrdurV27dmnPnj3q2bOnHnnkEafPuP/++/X2229rxYoV+vrrr3XDDTfoxx9/1Jtvvik/Pz8tXbpUTZr89md8++23y2Kx6LrrrtOll16qkydP6v3339e///1vXX755XrxxRfr7fcBAAAAGIVsDgAAGgKD6UAtFRQUaPny5U5tNpvNqa18YJekuLg47dmzR6mpqdq+fbtOnz6tyy+/XFOnTtW0adMU+F8PHvTz89OWLVv05JNPauXKlXr++ecVFBSkm2++WampqerWrZtT/3vvvVebNm3Sjh07dOzYMTVp0kRXXnmlHn30UU2ZMkVhYWGu/SUAAAAAJkA2BwAADcFi/+/rzgA4pKenKzk5WcuWLXM6q8UTnb+/Y25urqF1AI2OzSYFBZVNFxRI/3XgDkiSrdimoIll20nBwgIF+rGdAGh8yOYAPArHATVCHoZZcM90oBqSk5NlsVg0atQoo0txqQMHDshischisejgwYNGlwMAAABcFNkcAAAYhdu8AFXo3r27UlNTHa87d+5sYDWuZ7VandYvNDTUuGIAAACAKpDNAQCA0bjNCwAARuLyTlQDl7UCAAB4GI4DaoQ8DLPgNi9AFdLT0x2XWnr6paQWi8Vxb0YAAADAbMjmAADAaAymA9UwePBgpaamatiwYY62b7/9Vmlpabrlllt06aWX1irwTpgwwRGWjxw54vSezWbTq6++qhEjRqhdu3by9/dXaGio+vTpo5UrV1a6vPj4eKcAXtnPihUrHP3PX0qampqqkJCQGtUOAAAAGIFsDgAAjMI904FqGDJkiJKSkpzaPvjgA82cOVPe3t7q0KFDhcB9Mdu2bdOLL76owMBA2Wy2Cu9/8MEHuvPOOxUeHq7f//73uu222/TTTz/prbfe0ujRo/XRRx9pwYIFTvMkJSUpPj6+wrLOnDmjJ554Ql5eXvr973/vaLdarUpLS5NUdqYPAAAAYHZkcwAAYBQG04FauuGGG7R7925169ZN/v7+atq0abXnzc/PV0pKioYOHarjx49r586dFfq0atVKr732moYPHy4fHx9H+9y5cxUXF6eFCxfqrrvuUmxsrOO9/z6oOO/NN9+U3W7XTTfdpEsuuaT6KwnA9LKP5iv3eKGiwgMUExlsdDkAABiCbA6gMmRlAK7GYDpQS23atFGbNm1qNe+UKVOUn5+vF154QSNHjqy0T7du3dStW7cK7ZGRkfrTn/6kadOmaefOnU6B/UJefvllSVJKSkqt6gXM5HhBsdEluJatWOG/Th4vKJbs1ftqziss0aNrv9QnOSccbXHRVs0Z2llhAb71UKh7CQ/yM7oEAEADIpsDxjJbRjdzVianAu6NwXSggW3evFkvvfSSXnnlFUVGRtZqGefPhmnS5OJ/wv/5z3+0efNmtWzZUoMGDarV5xmlsKTU6BJgQr1mbzW6BJfyLynS/l+nez/1nn7xrd6ZdF4WKbipj54f3VOx0WHam5OnaWu/UP957+ucvf7qdRdfzxpgdAkuVX5/WFhSKoul8e4fA3yJrwBch2wOV2rMxy9my+hmzsqOnFpSqoBf2wpLSiUfz95+yHDwFGzJQAM6ffq0xo0bp5tuukl33nlnrZZx9uxZvfLKK7JYLEpMTLxo/2XLluncuXNKSkqqVsA3k46PZRhdAmBa5+zS3KFdNKhrK0nSoK6tZJddE1/PMrgyc/C0/cc5e5FjutfsrfKyVP/2BZ4m90kGnwC4BtkcruZp+cOdmTkrn99Oyp9U0+vxrdU+qcZdkeHgKbyMLgBoTCZPnqxTp05p8eLFtV7GjBkz9MUXXyg5OVmdO3eusq/dbteyZcskcRkp4Ilio8OcXl8dbTWoEgAA3A/ZHPBsZGUA9YF/hQMNZOPGjVq2bJlefPFFXXbZZbVaxj/+8Q898cQT6tGjh+bPn3/R/tu3b1dOTo769OmjK6+8slafaSRPu00DXIMzfn6zNyfPcbaNJO0pd0/Ixs7T9h+2Ypta3F82vW96ogL9Ao0tCADcHNkc9cHT8kdNmDGjmzUrO7YTm02aVza5b0aiFEi+A9wBg+lAAygsLNT48ePVt29f3X333bVaxrJly3TPPfeoS5cu2rJli4KCgi46z/mHG40bN65Wn2k07qmGyuybfvFLqN1KuRC96+G+1Q7RE17L1Iz1X8ouu66OtmpPzgk9tv4rxUVb9cIdPeuxYPfgafsPe7kH0wb4NvG49QOAhkQ2R31pzN/PZsvoZs7Kju3kjHO+UyPefgB3wl8q0AB++uknHT58WIcPH5aXV+V3V2rVquw/5llZWerevbvTe0uXLtX48ePVsWNHbdu2TeHh4Rf9zLy8PK1du1ahoaG67bbb6rwOgFmEB/kZXYJrlXuQZHiQnxRYvfVbNKaXJq3Kcrrv4/UxEZo/qoesgb4uLxMAAE9BNgdcz2wZnawMoL4wmA40gODg4AveF/Gdd97RkSNHNHr0aPn7+1cI40uXLtW4cePUoUMHbd++Xc2bN6/WZ7766qsqLi7WuHHj5O/vX+d1AGAu1kBfrUiJU/bRfOUeL1RUeIBiIoONLgsAANMjmwOej6wMoL4wmA40gPDwcMdlnf8tPj5eR44c0d///ne1bNnS6b0lS5Zo/Pjxat++vbZv364WLVpU+zOXLFkiiYcbAZ4uJjKYAwMAAGqAbA40HmRlAK7GYDpQS8eOHdMDDzzgeH3mzBkdO3ZMSUlJjrb09PRaL3/79u0aP3687Ha7brjhBi1atKhCn+7du2vIkCEV2vft26d//etf6tmzp3r06FHrGgAAAAB3QDYHAAANgcF0oJYKCgq0fPlypzabzebUVpfAfujQIdntdknS4sWLK+0zduzYSgP7+TNfeLgRAAAAGgOyOQAAaAgMpgO1FBUV5QjUdbFjx45K25OSkpzOpKmJF154QS+88ELtiwIAAADcCNkcAAA0hMofXQ7ASXJysiwWi0aNGmV0KS514MABWSwWWSwWHTx40OhyAAAAgIsimwMAAKNwZjpQhe7duys1NdXxunPnzgZW43pWq9Vp/UJDQ40rBgAAAKgC2RwAABjNYnfFtXAAAKB2bDYpKKhsuqBACgw0th6Ykq3YpqCJZdtJwcICBfqxnQAAALg1jgNqhDwMs+A2L4ALpaenOy7NdIdLT6dPn+5Ub1pamtElAQAAAC5BNgcAAK7GYDpQDwYPHqzU1FQNGzbM0RYVFeUUjiv7+eCDDyosKyMjQ/Hx8WrWrJmCg4MVHx+vjIyMC372pk2blJiYqNDQUPn7+6tLly565plndPbs2Qp9ExISlJqaqrFjx7pmxQEAAACTIZsDAABX4Z7pQD0YMmSIkpKSnNomT56skydPVuh77NgxPf/88woLC1NsbKzTe6+99prGjBmjiIgIjR07VhaLRf/85z81cOBAvfrqq7rjjjuc+j/33HOaNGmSmjVrpltvvVWhoaHaunWrpkyZot27d2vNmjVO/RMSEpSQkKAdO3Zo+fLlLll3AAAAwEzI5gAAwFUYTAcayOTJkytt//vf/y5JGjNmjJo2bepoz8vL08SJExUREaHMzEy1bt1akjR16lT17NlTEydO1E033aSwsDBJ0uHDh/Xggw8qLCxMWVlZuuKKKyRJpaWlGjZsmN544w2tWrXK9Je3Aqid7KP5yj1eqKjwAMVEBhtdDgAApkY2Bzwf+RhAfWAwHTDYkiVLJEkpKSlO7WvWrNHJkyc1c+ZMR1iXpFatWmny5Ml65JFHtGbNGt19992SpI0bN6qkpESTJk1yhHVJatKkiWbOnKn169dr0aJFBHZ4hOMFxUaX4Dq2YoX/Onm8oFiy1+yrOa+wRI+u/VKf5JxwtMVFWzVnaGeFBfi6sFD3FR7kZ3QJAAA3QTYH6sYMOd0d8jH5FHBfDKYDBvroo4+0f/9+XXXVVerWrZvTezt27JAk9e/fv8J8AwYM0COPPKKdO3c6AvvRo0clSdHR0RX6n2/76KOPVFxcLD8/z/3iLiwpNboENIBes7caXYLL+JcUaf+v072fek+/+Datsv9/87JIwU199PzonoqNDtPenDxNW/uF+s97X+fsrq/XHX09a4DRJdRZ+X1bYUmpLBb2dRcT4EvMBVAzZHPUFcci5sjp7pCPv541QCopVcCvrwtLSiWfxrf9kNfgjthqAQOdP/Nl3LhxFd7Lzs6WJMXExFR473zb+T6S1Lx5c0lSTk5Ohf7n20pLS/Xdd9+pQ4cOdazcvDo+duEHQAGe6Jxdmju0iwZ1bSVJGtS1leyya+LrWQZXZh6esF84Zy9yTPeavVVelpr906Uxyn1ykNElAHAzZHPUlSdkDk/gDvm442MZTifV9Hp8a41PqvEE5DW4Iy+jCwAaq4KCAv3zn/9UQECAbr/99grvnzp1SpIUEhJS4b3AwEB5e3s7+khSv3795O3trSVLluj77793tJeWlmrmzJmO15U9aAmAe4uNDnN6fXW01aBKAABwT2RzwLOQjwHUF85MBwyyevVqFRQUaOzYsWrWrFmdlxcdHa1p06bp8ccfV5cuXXTrrbcqJCRE27Zt06FDh3T55Zfr0KFD8vb2dkH15uUJt3PAxXHWj7O9OXmOM28kaU+5+0PCM/YLtmKbWtxfNr1veqIC/QKNLQgAPAzZHK7gCZmjrsyS082ej7+eNUCy2aR5Za/3zUiUAsl3gDtgMB0wyMsvvyyp8stIpd/Oejl16pTCw8Od3rPZbDp79myFM2NmzZqldu3aacGCBVq1apW8vb11/fXXa+XKlY6HG52/5NRTcc+1xmHf9ESjS3CdciF618N9axyiJ7yWqRnrv5Rddl0dbdWenBN6bP1Xiou26oU7etZDwe7HE/YL9nIPpg3wbeIR6wQAZkI2hyvw/WyOnO4O+TjAt4l0xjnfie0HcAv8pQIG+Prrr/Xxxx+rffv26t27d6V9YmJi9Omnnyo7O7tCYK/qno1jxozRmDFjnNqKi4uVnZ0tq9Va6UOQAHcTHuRBD+oq9yDJ8CA/KbBm67ZoTC9NWpXldA/I62MiNH9UD1kDfV1WJgAAnopsDriOGXI6+RhAfWIwHTDA+YcbpaSkXLBPnz59tHLlSm3evFnXXHON03sZGRmOPtXxxhtvqLi4uMrPA+CerIG+WpESp+yj+co9Xqio8ADFRAYbXRYAAG6DbA54FvIxgPrEA0iBBnbmzBmtWLFCPj4+uuuuuy7Yb8SIEQoJCdGCBQucHlr0448/6tlnn1VoaKiGDx/uNM/p06crLGf//v2aMmWKmjVrpkceecR1KwLAVGIig9WvYyQHCgAA1ADZHPBc5GMA9YEz04EG9n//93/6+eefdeutt6pFixYX7BcWFqaFCxfqzjvvVM+ePTVq1Ch5eXlp9erVOnr0qFasWKGwMOcnlE+ZMkWZmZmKjY2V1WpVdna2NmzYIC8vL61bt06tW7eu79UDAAAA3AbZHAAA1ASD6UADO38Z6YUeblTemDFjFBERoSeeeELp6emSpJ49e2r58uUaMKDik+L79++vb775RmvWrFF+fr5atmypO+64Q9OmTVPbtm1duh4AAACAuyObAwCAmmAwHWhg7777bo36Dxw4UAMHDqxW3+HDh1e4vBQAAABA5cjmAACgJrhnOlAPkpOTZbFYNGrUKKNLqdL06dNlsVjUt29fo0sBAAAA6gXZHAAAuApnpgMu1L17d6Wmpjped+7c2cBqLi4hIUFNmvy2G4iPjzeuGAAAAMCFyOYAAMDVLHa73W50EQAANFo2mxQUVDZdUCAFBhpbD0zJVmxT0MSy7aRgYYEC/dhOAAAA3BrHATVCHoZZcJsXwIXS09NlsVgcP+5yKen5n7S0NKNLAgAAAFyCbA4AAFyNwXSgHgwePFipqakaNmyYo+3bb79VWlqabrnlFl166aWyWCyKioq64DLS0tKcwnRlPykpKRXm27RpkxITExUaGip/f3916dJFzzzzjM6ePVuhb0JCglJTUzV27FiXrDcAAABgNmRzAADgKtwzHagHQ4YMUVJSklPbBx98oJkzZ8rb21sdOnTQkSNHqlxGVfdIfPnll3X48GENGDDAqf25557TpEmT1KxZM916660KDQ3V1q1bNWXKFO3evVtr1qxx6p+QkKCEhATt2LFDy5cvr9E6AgAAAO6AbA4AAFyFwXSggdxwww3avXu3unXrJn9/fzVt2rTK/vHx8ZWG9qNHj2rOnDkKDw/XkCFDHO2HDx/Wgw8+qLCwMGVlZemKK66QJJWWlmrYsGF64403tGrVKtNf3gqgbrKP5iv3eKGiwgMUExlsdDkAAJgS2RxoXMjIAFyFwXSggbRp00Zt2rSp83LS09NVWlqqO++8U76+vo72jRs3qqSkRJMmTXKEdUlq0qSJZs6cqfXr12vRokUEdniM4wXFRpfgGrZihf86ebygWLLX7qs5r7BEj679Up/knHC0xUVbNWdoZ4UF+FYxp+cLD/IzugQAgMmQzYH6ZZasbuqMXO44AID7YDAdcDNLly6VJI0bN86p/ejRo5Kk6OjoCvOcb/voo49UXFwsP7/GN7BUWFJqdAlwsV6ztxpdgkv4lxRp/6/TvZ96T7/4Vn1m3IV4WaTgpj56fnRPxUaHaW9Onqat/UL9572vc3bX1euOvp414OKdTK78PqywpFQWC/u06grwJe4CqD9kc1RXYzseMUtWN3NGLn8cUFhSKvk0rm2kPPIa3AlbK+BGPvjgA/2///f/dM0116hTp05O7zVv3lySlJOTU2G+822lpaX67rvv1KFDh/ov1mQ6PpZhdAlAvTpnl+YO7aJBXVtJkgZ1bSW77Jr4epbBlRnPE/7+z9mLHNO9Zm+Vl6V2/3RpjHKfHGR0CQA8FNkcNeEJecQduUtG7vX41lqfVOMJyGtwJ15GFwCg+pYsWSKp4pkvktSvXz95e3tryZIl+v777x3tpaWlmjlzpuP1yZMn671OAMaIjQ5zen11tNWgSgAA8Hxkc8A9kJEBuBJnpgNu4vTp01qzZo2CgoI0cuTICu9HR0dr2rRpevzxx9WlSxfdeuutCgkJ0bZt23To0CFdfvnlOnTokLy9vQ2o3niecJsHOOPsnor25uQ5zrqRpD3l7g3ZmHnC37+t2KYW95dN75ueqEC/QGMLAoBGjmyOmvKEPFITZsrq7pCR981IlALJd4A7YDAdcBMrV65UYWGhUlJSFBQUVGmfWbNmqV27dlqwYIFWrVolb29vXX/99Vq5cqXj4UbnLzltbLgHm+fZNz3R6BJcw2aT5pVN7nq4b61D9ITXMjVj/Zeyy66ro63ak3NCj63/SnHRVr1wR08XFux+POHv317uwbQBvk08Yp0AwJ2RzVFTje272yxZ3dQZudxxQIBvE6mRbSOAu+IvFXATVV1GWt6YMWM0ZswYp7bi4mJlZ2fLarVW+hAkwB2FB3nIw7rKPUgyPMhPCqzdei0a00uTVmU53f/x+pgIzR/VQ9ZA3zqXCQAAfkM2B6pmlqxu6ozMA+UBt8RgOuAGvvjiC+3du1edOnXSNddcU+P533jjDRUXFyslJaUeqgNgBtZAX61IiVP20XzlHi9UVHiAYiKDjS4LAACPQzYH3AcZGYCrMZgOuIHzZ75cLHCfPn1azZo1c2rbv3+/pkyZombNmumRRx6ptxoBmENMZDAHCAAA1COyOeB+yMgAXIXBdKCBHDt2TA888IDj9ZkzZ3Ts2DElJSU52tLT0yvMV1JSoldffVW+vr668847q/yMKVOmKDMzU7GxsbJarcrOztaGDRvk5eWldevWqXXr1q5aHQAAAMBtkc0BAEBtMJgONJCCggItX77cqc1mszm1VRbY161bp+PHj2vEiBGKiIio8jP69++vb775RmvWrFF+fr5atmypO+64Q9OmTVPbtm1dsh4AAACAuyObAwCA2mAwHWggUVFRstvtNZ5vxIgRGjFiRLX6Dh8+XMOHD6/xZwAAAACNCdkcAADUhpfRBQCeKDk5WRaLRaNGjTK6lCpNnz5dFotFffv2NboUAAAAoF6QzQEAgKtwZjrgQt27d1dqaqrjdefOnQ2s5uISEhLUpMlvu4H4+HjjigEAAABciGwOAABczWKvzbVtAADANWw2KSiobLqgQAoMNLYemJKt2KagiWXbScHCAgX6sZ0AAAC4NY4DaoQ8DLPgNi9AFdLT02WxWBw/Zr80tKYOHDjgtH5RUVFGlwQAAABUimwOAACMxmA6UA2DBw9Wamqqhg0b5mj79ttvlZaWpltuuUWXXnrpRQPvwYMHdc8996hXr15q3ry5/Pz8dMUVV2jQoEHatm1bhf65ublOYbqyH29vb6d5duzYodGjR6tDhw4KDQ1VQECAfve73+mPf/yj/v3vf1f4DKvVqtTUVKWmpiokJKT2vyAAAACggZDNAQCAUbhnOlANQ4YMUVJSklPbBx98oJkzZ8rb21sdOnTQkSNHqlxGdna2Vq9erWuvvVbXXHONmjVrpsOHD2v9+vV69913NWfOHE2bNs3RPzQ01Okej+V9+umneueddzRgwACn9q1bt2rXrl2Ki4vTgAED5Ovrq/379+uVV17R66+/ro0bNzo90MhqtSotLU1S2Zk+AAAAgNmRzQEAgFEYTAdq6YYbbtDu3bvVrVs3+fv7q2nTphftf/z4cXl5OV8Q8sMPP6hnz55KS0vThAkTFBoaKqkssJ8P0//tD3/4gyRp3LhxTu3Tp0/X7NmzK/Tftm2bEhMT9dBDD2nv3r3VXEMA7iD7aL5yjxcqKjxAMZHBRpcDAIAhyOYAaoMsDaCmGEwHaqlNmzZq06ZNtfv7+vpW2n7JJZfouuuu09q1a3Xw4EFHYL+QH374QRs3blSLFi0cwf28Cx00/P73v1dYWJgOHDhQ7XoBszteUGx0Ca5hK1b4r5PHC4ole/W+mvMKS/To2i/1Sc4JR1tctFVzhnZWWEDl+5vGKjzIz+gSAAD1jGwOmJ+Z8rspsnQVxwHkV8C8GEwHDHb8+HF98sknCggIqNYBQHp6us6ePau77rpLPj4+1fqM3bt3Ky8vT717965ruaZQWFJqdAkwgV6ztxpdgkv4lxRp/6/TvZ96T7/4Vn0m3XleFim4qY+eH91TsdFh2puTp2lrv1D/ee/rnL3+6nVHX88acPFOJld+v1dYUiqLpXHtBwN8iawAGgbZHEZpDMc4ZsrvZsjSVR0HeEJ+BTwVRyZAA8vNzXWE7h9++EH/93//p5MnT+rFF19UcHDVl5XZ7XYtXbpUkpSSknLBfjt27NCOHTtUXFys7Oxsvf3224qIiNC8efNcui5G6fhYhtElAIY7Z5fmDu2iQV1bSZIGdW0lu+ya+HqWwZWZjyfsM87ZixzTvWZvlZelev908RS5Tw4yugQAHopsDrPwhLziTsyepdkeKvpqZrzRJQCSGEwHGlxubq5mzpzpeB0UFKRly5ZpzJgxF513586d+vbbb9W7d2+1b9/+gv127Njh9BlXXnmlVq1apV69etWteACmEhsd5vT66mirQZUAAOCeyOZA40WWBlAbDKYDDSw+Pl52u11nzpxRbm6u/vGPf+iuu+7Snj179Nxzz1U575IlSyRVfeaLJKWlpSktLU02m01ff/21Zs2apf/5n//R0qVLNXr0aJeti1G45A0SZ2tI0t6cPMfZNJK0p9w9H/EbT9hn2IptanF/2fS+6YkK9As0tiAA8BBkc5iFJ+SVizFbfjdzlm4M20NN2e3muec+GjcG0wGD+Pj4KCYmRk8//bQKCwu1YMEC3Xjjjbrxxhsr7X/y5Em9+eabatasmUaMGFGtzwgMDFRsbKzWrl2rq666Snfffbf69eun5s2bu3JVGhz3zoVUNqDoEWw26dervHc93FcKrN4g6YTXMjVj/Zeyy66ro63ak3NCj63/SnHRVr1wR896LNj9eMI+w17ugVQBvk08Yp0AwEzI5jBaY/huN1N+N0WWruI4oDFsDzVlK2YwHebAXydgAv3799cLL7ygHTt2XDCwv/766/rll1901113KSAgoEbLb9Kkifr27at//etf+vTTTy/4GYA78Zgn3Jd7kGR4kJ8UWL31WjSmlyatynK6r+P1MRGaP6qHrIG+Li8TAIDGgmwO1A8z5XdTZOlaHgcAMBaD6YAJ/PDDD5LKgvWFnL+MdNy4cfX2GQDchzXQVytS4pR9NF+5xwsVFR6gmMiqH5QGAAAujmwOeD6yNIDa8jK6AKCx2LNnj4qKiiq0Hzx4UE888YQkXfCslM8++0yZmZnq2rWrrrrqqgt+xvvvvy+73V6hffPmzVq7dq1CQkJ03XXX1XINAJhRTGSw+nWMJPwDAFADZHMAElkaQM3xb3Cglo4dO6YHHnjA8frMmTM6duyYkpKSHG3p6emO6blz5+qDDz5Qnz59dPnll6tJkyb69ttv9e6776qkpER//etf1bt370o/q7pnvtxyyy2KiIhQbGysWrdurV9++UWff/653n//ffn4+Ojll19WYDXvxwwAAAC4C7I5AABoCAymA7VUUFCg5cuXO7XZbDantvKBfdy4cfL399fevXu1efNmlZSUqEWLFho0aJDGjx9/wTNfioqK9Nprr8nPz09jxoypsqaZM2dq06ZN2rVrl37++WdZLBa1bt1a48aN0+TJk9WpU6farzAAAABgUmRzAADQEBhMB2opKiqq0ss2L+Tmm2/WzTffXOPPadq0qU6cOFGtvpMmTdKkSZNq/BkAAACAOyObAwCAhsA904FqSE5OlsVi0ahRo4wuxaUOHDggi8Uii8WigwcPGl0OAAAAcFFkcwAAYBTOTAeq0L17d6Wmpjped+7c2cBqXM9qtTqtX2hoqHHFAAAAAFUgmwMAAKNZ7DW5Fg4AALiWzSYFBZVNFxRIPIgMlbAV2xQ0sWw7KVhYoEA/thMAAAC3xnFAjZCHYRbc5gVwofT0dMelme5w6en06dOd6k1LSzO6JAAAAMAlyOYAAMDVGEwH6sHgwYOVmpqqYcOGXbDPyZMndemll8pisWjgwIGV9iktLdXSpUt17bXXqnnz5goODlbHjh310EMP6ciRIxX6JyUlOQXw8j/t27ev0D8hIUGpqakaO3Zs7VcWAAAAMDGyOQAAcBXumQ7UgyFDhigpKanKPvfdd59OnTpVZZ+RI0fqrbfe0pVXXqlRo0bJz89PH3/8sZ5++mm9+uqryszMVMuWLSvMN2nSpAr3WIyIiKjQLyEhQQkJCdqxY4eWL19+0fUCAAAA3A3ZHAAAuAqD6YABNmzYoBUrVui5557TfffdV2mfPXv26K233tLVV1+tXbt2ycfHx/He5MmTNX/+fP3jH//QY489VmHeyZMnKyoqqr7KB2By2UfzlXu8UFHhAYqJDDa6HAAATI1sDjRe5GYANcVgOtDATpw4obvvvlujR4/WH/7whwsG9u+++06S1K9fP6ewLkmDBg3S/Pnz9dNPP9V7vYDZHS8oNrqEurEVK/zXyeMFxZK99l/NeYUlenTtl/ok54SjLS7aqjlDOysswLeOhXqW8CA/o0sAAJgA2RxoWGbJ7qbIzRc4DiCnAubGYDrQwCZOnKizZ8/queeeU35+/gX7derUSZK0detWpaWlqUmT3/5c3333XUlll4JW5p133lF+fr78/PzUtWtXxcfHy9vb24VrYT6FJaVGlwCD9Jq91egS6sS/pEj7f53u/dR7+sW3aa2X5WWRgpv66PnRPRUbHaa9OXmatvYL9Z/3vs7ZXVOvp/h61gCjS6iR8vu4wpJSWSzs82oqwJfYC6AisjmM0liPX8yS3c2Qmy90HOBuOdUVyGlwJ2ytQANau3atVq5cqdWrVys8PLzKwN6lSxdNnDhRCxcuVKdOnTRgwAD5+flpz549+uSTTzRjxgzdeuutlc47ceJEp9ft2rXTypUr1bNnT5euj5l0fCzD6BIAw52zS3OHdtGgrq0kSYO6tpJddk18PcvgyszH3fYZ5+xFjules7fKy1L7f7o0VrlPDjK6BAAmQzaHkdwti3gaM+fmxrhtkNPgThhMBxrIsWPHdM8992jIkCEaMWJEteZZsGCBoqOj9cgjj2jBggWO9ptuuknDhg2r0L9Pnz665ZZbdPXVVysiIkK5ublavHixFixYoP79++vzzz/XJZdc4rJ1AmA+sdFhTq+vjrYaVAkAAOZFNgdAbgZQGwymAw1kwoQJOnPmjBYtWlSt/na7Xffee69ee+01PffccxoyZIgCAgK0e/du3Xfffbr22mu1detWXXvttY55kpOTnZbRvn17zZs3TwEBAZo7d67mzZunp59+2qXrZRaN8VI4lGmMZ25UZW9OnuMMG0naU+4+kPiNu+0zbMU2tbi/bHrf9EQF+gUaWxAAuDmyOYzmblnEVcyU3c2amxvrtgG4CwbTgQawfv16rVmzRunp6WrZsmW15lm2bJkWL16s+fPn65577nG0DxgwQOvWrVPHjh31yCOPaOfOnRddVkpKiubOnasPP/yw1utgdtxjrfHaNz3R6BLqxmaT5pVN7nq4rxRY+0HSCa9lasb6L2WXXVdHW7Un54QeW/+V4qKteuEOLiUvz932GfZyD6YN8G3idvUDgJmQzWEGjfW73CzZ3RS5+QLHAY112wDcBX+hQAPIyiq771pSUpKSkpIqvJ+RkSGLxaJu3brps88+k1T2oCJJ6tu3b4X+HTp0UKtWrbRv375qfX5ERIQkqbCwsBbVA+bm9k+7L/cgyfAgPymw9uuzaEwvTVqV5XSvx+tjIjR/VA9ZA33rVCYAAJ6CbA4YxyzZ3RS52YXHAQAaDoPpQAPo2bOnUlJSKrQXFBRo9erVuuyyyzRgwABdfvnljvdKSkokST///HOF+c6ePau8vDwFBARU6/M/+eQTSVJUVFQtqgfgLqyBvlqREqfso/nKPV6oqPAAxUQGG10WAACmQjYHQG4GUFsMpgMN4JZbbtEtt9xSoT03N1erV69Wp06d9PLLLzu99z//8z96++23NXfuXP3P//yP/Px++y/17NmzVVRUpEGDfnvi9ZEjR2Sz2dS2bVun5Rw+fFj33XefJOn222935WoBMKmYyGAOBgAAuACyOYDzyM0AaorBdMCk/vznP2vFihXatm2b2rdvr4EDB8rf31+7d+/Wxx9/LKvVqrlz5zr6f/PNN0pISFDv3r3Vvn17Wa1W5ebm6u2335bNZtPYsWM1YsQIA9cIAAAAcE9kcwAAIDGYDphWcHCwdu/erb/97W9at26d0tPTdfbsWV166aW6++67NW3aNF1xxRWO/m3btlVKSor27NmjN954Q/n5+QoJCdF1112nlJQUjRw50sC1AQAAANwX2RwAAEgMpgOGioqKkt1uv+D7zZo10+zZszV79uyLLqt169Z66aWXXFkeAAAA0GiQzQEAwMV4GV0A4ImSk5NlsVg0atQoo0up0vTp02WxWNS3b1+jSwEAAADqBdkcAAC4CmemAy7UvXt3paamOl537tzZwGouLiEhQU2a/LYbiI+PN64YAAAAwIXI5gAAwNUs9qquYwMAAPXLZpOCgsqmCwqkwEBj64Ep2YptCppYtp0ULCxQoB/bCQAAgFvjOKBGyMMwC27zArhQenq6LBaL48ddLiU9/5OWlmZ0SQAAAIBLkM0BAICrMZgO1IPBgwcrNTVVw4YNc2r/4YcfNGnSJHXs2FGBgYGKjIxU7969tWLFCp09e7bSZWVkZCg+Pl7NmjVTcHCw4uPjlZGRccHP3rRpkxITExUaGip/f3916dJFzzzzTKXLT0hIUGpqqsaOHVu3FQYAAABMimwOAABchXumA/VgyJAhSkpKcmr77rvvFBcXp+PHj2vAgAH6wx/+oNOnT2vdunW66667tH37di1btsxpntdee01jxoxRRESExo4dK4vFon/+858aOHCgXn31Vd1xxx1O/Z977jlNmjRJzZo106233qrQ0FBt3bpVU6ZM0e7du7VmzRqn/gkJCUpISNCOHTu0fPnyevldAAAAAEYimwMAAFdhMB1oIP/7v/+rY8eOaf78+brvvvsc7U888YS6d++u9PR0paWl6YorrpAk5eXlaeLEiYqIiFBmZqZat24tSZo6dap69uypiRMn6qabblJYWJgk6fDhw3rwwQcVFhamrKwsx3JKS0s1bNgwvfHGG1q1apXpL28FUH3ZR/OVe7xQUeEBiokMNrocAADcBtkcQHnkagDVxWA60EC+++47SdJNN93k1B4aGqr/+Z//0cGDB/Xzzz87gvaaNWt08uRJzZw50xHWJalVq1aaPHmyHnnkEa1Zs0Z33323JGnjxo0qKSnRpEmTHMuQpCZNmmjmzJlav369Fi1aRGCHWzteUGx0Ca5nK1b4r5PHC4ol+8W/mvMKS/To2i/1Sc4JR1tctFVzhnZWWIBvPRXqHsKD/IwuAQDgBsjmgHHMlOkNzdVVHAeQaQHzYjAdaCCdOnVSRkaGNm3apIkTJzraT58+rQ8//FCRkZHq2LGjo33Hjh2SpP79+1dY1oABA/TII49o586djsB+9OhRSVJ0dHSF/ufbPvroIxUXF8vPz3O+mAtLSo0uAQ2o1+ytRpfgcv4lRdr/63Tvp97TL75NLzqPl0UKbuqj50f3VGx0mPbm5Gna2i/Uf977Omev33rN7utZA4wuoV6U39cVlpTKYmnc+74AXyIsgLohm8NMGtsxjZkyvZG5uqrjAE/NtLVF9oOZsDUCDeTBBx/U//3f/2nSpEnauHGjunTpotOnT2v9+vXy8fHRm2++qYCAAEf/7OxsSVJMTEyFZZ1vO99Hkpo3by5JysnJqdD/fFtpaam+++47dejQwXUrZrCOj134gU+Apzpnl+YO7aJBXVtJkgZ1bSW77Jr4epbBlRnPU/cJ5+xFjules7fKy3Lxf7p4stwnBxldAgA3RzaHmXhqfnEHZs3VbBPOyH4wEwbTgQbSsmVL7d69W3fccYfeffddvfvuu5Kkpk2b6qGHHlKPHj2c+p86dUqSFBISUmFZgYGB8vb2dvSRpH79+snb21tLlizRX/7yF8flp6WlpZo5c6aj38mTJ129agAMEBsd5vT66mirQZUAAOB+yOYAziNXA6gJBtOBBvLtt9/q5ptvVlBQkN5//3316NFDJ0+e1Ouvv65HH31UmzZt0q5du+Tj41Or5UdHR2vatGl6/PHH1aVLF916660KCQnRtm3bdOjQIV1++eU6dOiQvL29XbxmxuLyt8aFMzR+szcnz3EGjSTtKXefx8bMU/cJtmKbWtxfNr1veqIC/QKNLQgA3BzZHGbiqfnlQsyW6c2YqxvbNgG4EwbTgQaSnJysgwcP6rvvvlPLli0lSUFBQXrooYd04sQJPfXUU3r11VeVnJws6bezXk6dOqXw8HCnZdlsNp09e7bCmTGzZs1Su3bttGDBAq1atUre3t66/vrrtXLlSsfDjc5fcuopuHda47JveqLRJbiezSbNK5vc9XBfKfDig6QTXsvUjPVfyi67ro62ak/OCT22/ivFRVv1wh0967lgc/PUfYK93AOpAnybeOx6AkBDIZvDTBrb97qZMr2hubqK44DGtk0A7oS/TqAB5Ofn64MPPlDPnj0dYb28hIQEPfXUU9q3b58jsMfExOjTTz9VdnZ2hcBe1T0bx4wZozFjxji1FRcXKzs7W1artdKHIAHuwiOfal/uQZLhQX5S4MXXcdGYXpq0KsvpXo7Xx0Ro/qgesgb61kuZAAB4CrI5YCwzZXpDc3UtjgMAGI/BdKABlJSUSJKOHTtW6fs///yzJMnP77cvzz59+mjlypXavHmzrrnmGqf+GRkZjj7V8cYbb6i4uFgpKSk1rh2A+VgDfbUiJU7ZR/OVe7xQUeEBiokMNrosAADcAtkcwHnkagA15WV0AUBjEB4ert/97nc6dOiQXn75Zaf3Tp8+rb/97W+SpL59+zraR4wYoZCQEC1YsEDff/+9o/3HH3/Us88+q9DQUA0fPrzCsv7b/v37NWXKFDVr1kyPPPKIK1cLgMFiIoPVr2MkgR8AgBogmwP4b+RqANXFmelAA3n22Wf1hz/8QePHj9fKlSvVs2dPnTx5Uhs2bNDRo0d18803a9CgQY7+YWFhWrhwoe6880717NlTo0aNkpeXl1avXq2jR49qxYoVCgtzfur4lClTlJmZqdjYWFmtVmVnZ2vDhg3y8vLSunXr1Lp164ZebQAAAMB0yOYAAKA2GEwHGsjAgQP18ccf629/+5s++OADvf/++/Lz81PHjh01depU/fnPf5bFYnGaZ8yYMYqIiNATTzyh9PR0SVLPnj21fPlyDRhQ8ene/fv31zfffKM1a9YoPz9fLVu21B133KFp06apbdu2DbGaAAAAgOmRzQEAQG0wmA40oF69emn16tU1mmfgwIEaOHBgtfoOHz68wuWlAAAAACoimwMAgJrinulAPUhOTpbFYtGoUaOMLqVK06dPl8VicbofJAAAAOBJyOYAAMBVODMdcKHu3bsrNTXV8bpz584GVnNxCQkJatLkt91AfHy8ccUAAAAALkQ2BwAArmax2+12o4sAAKDRstmkoKCy6YICKTDQ2HpgSrZim4Imlm0nBQsLFOjHdgIAAODWOA6oEfIwzILbvABVSE9Pl8VicfyY/dLQmjpw4IDT+kVFRRldEgAAAFApsjkAADAag+lANQwePFipqakaNmyYJMlut2vjxo2699571bVrV4WEhCggIEDdunXT3LlzVVRUVGEZ2dnZmjt3rm644QZdcskl8vX1VevWrXXXXXfpm2++qdDfZrPp1Vdf1YgRI9SuXTv5+/srNDRUffr00cqVKyut86efftITTzyhYcOGKTo62hHEL8RqtSo1NVWpqakKCQmp5W8HAAAAaDhkcwAAYBRu8wJUIT09XcnJyVq2bJmSkpIc7UVFRfL395efn5/i4+PVpUsXFRUVKSMjQ9nZ2YqNjdXOnTvl7+/vmGfUqFFavXq1OnfurN69e6tZs2b64osvtHHjRvn7+ysjI0PXX3+9o/+mTZt04403Kjw8XL///e/Vpk0b/fTTT3rrrbd08uRJTZw4UQsWLHCqd8eOHerbt68sFotiYmL0n//8R4WFharOn/n5M19yc3Pr9DsDUENc3olq4LJWACCbA/AwHAfUCHkYZsEDSIFa8Pb21pw5czRhwgSFhoY62s+cOaPbbrtNGzZs0MKFC/Xggw863hs4cKCmTp2qbt26OS1r1apVuv3223XPPffoq6++crS3atVKr732moYPHy4fHx9H+9y5cxUXF6eFCxfqrrvuUmxsrOO9Dh06aOfOnerRo4eCg4PVvn17/fvf/66H3wAAM8o+mq/c44WKCg9QTGSw0eUAANAgyOYA6oIMDaAmGEwHasHHx0fTpk2rtH3q1KnasGGDdu7c6RTYy589U96oUaOUmpqqr7/+WseOHVNERIQkqVu3bhXCvSRFRkbqT3/6k6ZNm6adO3c6BfbIyEhFRkbWce0A8zteUGx0Ca5jK1b4r5PHC4ole82/mvMKS/To2i/1Sc4JR1tctFVzhnZWWICviwp1b+FBfkaXAACoJ2RzwD0ZnekNz9AXOQ4gvwLmxGA64GLnz1Rp0qT6f141nac2n+HOCktKjS4BJtNr9lajS3AZ/5Ii7f91uvdT7+kX36Y1XoaXRQpu6qPnR/dUbHSY9ubkadraL9R/3vs6x83cJElfzxpgdAl1Un4/WFhSKouF/WJNBPg2ju9LABWRzWE2HNv8xuhMb3SGvthxgLvn17oiv8Gs2DIBF1u6dKkkqX///tXqv2fPHn311VeKjY11uiz1Qs6ePatXXnlFFotFiYmJdSnVbXR8LMPoEgBTO2eX5g7tokFdW0mSBnVtJbvsmvh6lsGVmYe770fO2X97eF6v2VvlZan5P10as9wnBxldAgCDkM1hNu6eSTyJ2TN0Y99WyG8wKy+jCwA8yaZNm7R48WJ16NBBKSkpF+1/6tQpjR07Vl5eXvrb3/5Wrc+YMWOGvvjiCyUnJ6tz5851LRmAh4iNDnN6fXW01aBKAAAwB7I5gIshQwOoKc5MB1zk008/1ciRIxUSEqI1a9bIz6/q+5sVFRXp1ltv1TfffKM5c+YoPj7+op/xj3/8Q0888YR69Oih+fPnu6hy82vsl7ehosZ+lkZl9ubkOc6qkaQ95e79CPffj9iKbWpxf9n0vumJCvQLNLYgADA5sjnMyt0ziSuZIdObOUOzrQDmxGA64AJZWVnq37+/LBaLMjIy1KlTpyr7FxcXa+jQodq+fbumTp1a6QOT/tuyZct0zz33qEuXLtqyZYuCgoJcVb7pca80/Ld90z3oMmqbTZpXNrnr4b5SYM0HSSe8lqkZ67+UXXZdHW3VnpwTemz9V4qLtuqFO3q6uGD35O77EXu5B1IF+DZx+/UBgPpENoeZ8R3+G6MzveEZ+iLHAWwrgDnxlwnUUWZmpvr166ezZ89q8+bNio2NrbJ/UVGRhgwZooyMDD300EOaO3fuRT9j6dKlGj9+vDp27Kht27YpPDz8ovMAnsyjnmxf7kGS4UF+UmDN123RmF6atCrL6f6O18dEaP6oHrIG+rqkTAAA3AHZHHAfRmd6wzO0C44DADQ8BtOBOsjMzFRiYqJKS0uVkZGhuLi4KvuXD+sPPPCAnnrqqYt+xtKlSzVu3Dh16NBB27dvV/PmzV1VPgAPYQ301YqUOGUfzVfu8UJFhQcoJjLY6LIAAGhQZHMANUGGBlAbDKYDtXQ+rJ85c0abNm3StddeW2X/oqIiDR48WJs3b9b999+vp59++qKfsWTJEo0fP17t27fX9u3b1aJFC1eVD8ADxUQGcwAAAGiUyOYAaosMDaAmGEwHauHEiRNKTExUXl6eBg4cqC1btmjLli1OfUJDQzV58mTH63vuuUebN29Wy5YtFRwcrLS0tArLTUpKUlRUlCRp+/btGj9+vOx2u2644QYtWrSoQv/u3btryJAhFZZx3o8//lih7X//938VERFRo/UFAAAAzIpsDgAAGgqD6UAtnD59Wnl5eZKkTZs2adOmTRX6XHHFFU6BPTc3V5J05MgRzZw5s9LlxsfHOwL7oUOHZLfbJUmLFy+utP/YsWMrBPbly5dX6Fe+LS0tjcAOAAAAj0E2BwAADYXBdKAWoqKiHGG6unbs2FGj/klJSU5nrVRXTesCAAAA3BnZHAAANBQvowsA3EFycrIsFotGjRpldCkudeDAAVksFlksFh08eNDocgAAAICLIpsDAACjcGY6UIXu3bsrNTXV8bpz584GVuN6VqvVaf1CQ0ONKwYAAACoAtkcAAAYzWLnujMAAIxjs0lBQWXTBQVSYKCx9cCUbMU2BU0s204KFhYo0I/tBAAAwK1xHFAj5GGYBbd5AVwoPT3dcWmmO1x6On36dKd609LSjC4JAAAAcAmyOQAAcDUG04F6MHjwYKWmpmrYsGGOtrfeekvDhg1TTEyMmjVrpqCgIHXq1EmTJ0/W4cOHq7XcCRMmOML1kSNHKryflJTkFMDL/7Rv375C/4SEBKWmpmrs2LG1X1kAAADAxMjmAADAVbhnOlAPhgwZoqSkJKe2tWvX6l//+pdiY2PVqlUrSdJnn32m5557TsuXL9euXbvUqVOnCy5z27ZtevHFFxUYGCibzVbl50+aNKnCPRYjIiIq9EtISFBCQoJ27Nih5cuXV2/lAAAAADdCNgcAAK7CYDrQQF566SU1bdq0QvuSJUs0btw4paWlac2aNZXOm5+fr5SUFA0dOlTHjx/Xzp07q/ysyZMnKyoqyhVlA3AT2UfzlXu8UFHhAYqJDDa6HAAATI1sDqA8sjSA6mIwHWgglYV1SRo+fLjGjRunAwcOXHDeKVOmKD8/Xy+88IJGjhxZXyUCpne8oNjoElzPVqzwXyePFxRL9pp9NecVlujRtV/qk5wTjra4aKvmDO2ssABfFxbq/sKD/IwuAQBgEmRzwHhmyPaGZukqjgPIrYB5MZgOGOydd96RJHXu3LnS9zdv3qyXXnpJr7zyiiIjI6u9zPz8fPn5+alr166Kj4+Xt7e3y2p2N4UlpUaXABfpNXur0SW4nH9Jkfb/Ot37qff0i2/lB/cX4mWRgpv66PnRPRUbHaa9OXmatvYL9Z/3vs7ZXV+vO/t61gCjS6i18vuxwpJSWSzs12ojwJfoC6BqZHM0FI5RzJHtjczSVR0HuHNudRVyG8yKLRNoYOvWrdNnn32mwsJCffXVV8rIyFB0dLRmzZpVoe/p06c1btw43XTTTbrzzjur/RkTJ050et2uXTutXLlSPXv2rHP97qjjYxlGlwDUm3N2ae7QLhrUtex+r4O6tpJddk18PcvgyszHnfcF5+xFjules7fKy1Kzf7qgTO6Tg4wuAYDJkM1hFHfOJZ7ErFma7YPcBvNiMB1oYOvWrXN6oNBVV12lVatWKTo6ukLfyZMn69SpU1q8eHG1lt2nTx/dcsstuvrqqxUREaHc3FwtXrxYCxYsUP/+/fX555/rkksucdm6ADCH2Ogwp9dXR1sNqgQAAPdCNgdAlgZQEwymAw0sPT1d6enpOnXqlLKysvToo4+qV69eeuutt5SQkODot3HjRi1btkwvvviiLrvssmotOzk52el1+/btNW/ePAUEBGju3LmaN2+enn76aZeujzvgEjnPwRkaldubk+c4m0aS9pS75yN+4877AluxTS3uL5veNz1RgX6BxhYEAB6CbA6juHMucRWzZHszZmm2D8C8GEwHDBISEqL4+Hht3LhRv/vd73TXXXcpJydHPj4+Kiws1Pjx49W3b1/dfffddf6slJQUzZ07Vx9++KELKnc/3GvNc+ybnmh0Ca5ns0nzyiZ3PdxXCqzZIOmE1zI1Y/2Xssuuq6Ot2pNzQo+t/0px0Va9cAeXj5fnzvsCe7kHUgX4NnHrdQEAMyKbo6HxXW6ObG9olq7iOIDtAzAv/joBgzVr1kzXXHON1q1bpwMHDqhDhw766aefdPjwYR0+fFheXl6VzteqVdl/zrOystS9e/cqPyMiIkKSVFhY6NLagYbmkU+1L/cgyfAgPymwZuu4aEwvTVqV5XRfx+tjIjR/VA9ZA31dViYAAI0B2RxoOGbI9oZm6ToeBwAwBoPpgAn88MMPkqQmTcr+JIODg5WSklJp33feeUdHjhzR6NGj5e/vr/Dw8Isu/5NPPpEkRUVFuaZgAKZhDfTVipQ4ZR/NV+7xQkWFBygmMtjosgAAcFtkc6DxIEsDqCkG04EGUFxcrKysLF1zzTUV3lu2bJn27NmjK6+8UjExMZKk8PBwvfzyy5UuKz4+XkeOHNHf//53tWzZ0tF+5MgR2Ww2tW3b1qn/4cOHdd9990mSbr/9dletEgCTiYkMJvgDAFANZHMA/40sDaC6GEwHGsAvv/yia6+9Vp07d1b37t116aWX6tSpU9qzZ48yMzMVFBSkZcuW1ekzvvnmGyUkJKh3795q3769rFarcnNz9fbbb8tms2ns2LEaMWKEi9YIAAAAcE9kcwAAUFsMpgMNIDAwUDNnztR7772nbdu26dixY/Lx8VFUVJQmT56sv/71r7r88svr9Blt27ZVSkqK9uzZozfeeEP5+fkKCQnRddddp5SUFI0cOdJFawMAAAC4L7I5AACoLQbTgQbg4+Ojxx57TI899lidl7Vjx45K21u3bq2XXnqpzssHAAAAPBnZHAAA1FbljyIHUCfJycmyWCwaNWqU0aVUafr06bJYLOrbt6/RpQAAAAD1gmwOAABchTPTARfq3r27UlNTHa87d+5sYDUXl5CQoCZNftsNxMfHG1cMAAAA4EJkcwAA4GoWu91uN7oIAAAaLZtNCgoqmy4okAIDja0HpmQrtiloYtl2UrCwQIF+bCcAAABujeOAGiEPwyy4zQtQhfT0dFksFseP2S8NrakDBw44rV9UVJTRJQEAAACVIpsDAACjMZgOVMPgwYOVmpqqYcOGOdq+/fZbpaWl6ZZbbtGll15arcBbVFSkxx9/XB07dlTTpk0VFhamG2+8UR9++GG16vj444/l7e0ti8WiJ5988qL9z5w5o+7du8tisah9+/YV3rdarUpNTVVqaqpCQkKqVQMAAABgJLI5AAAwCvdMB6phyJAhSkpKcmr74IMPNHPmTHl7e6tDhw46cuRIlcsoKirS73//e3300Ufq2rWr7r33Xp08eVJvvvmm+vTpozfffFODBw++4Py//PKLkpKS5O/vL5vNVq26H3/8cR04cOCC71utVqWlpUkqO9MHAAAAMDuyOQAAMApnpgO1dMMNN2j37t3Kz8/XF198IR8fnyr7L1y4UB999JGGDx+uzMxMzZs3T8uWLVNWVpYCAwM1fvx45efnX3D+Rx99VD/++KMeeeSRatWXmZmpJ554Qk888USN1guAe8o+mq8tXx9V9tEL70cAAPBUZHMAtUWOBlATnJkO1FKbNm3Upk2bavdft26dJCktLU3e3t6O9rZt2+qPf/yjnn32Wb3xxhtKTk6uMO+HH36o+fPn68UXX7zogYEklZSUKCkpSddcc40mTpyo++67r9p1Au7meEGx0SXUja1Y4b9OHi8oluw1+2rOKyzRo2u/1Cc5JxxtcdFWzRnaWWEBvi4s1H2FB/kZXQIAoJ6RzQH3YKbsbniOrsZxADkWMB8G04EGcvToUUlSdHR0hffOt23fvr1CYC8sLFRSUpLi4+M1fvz4al3ymZaWpuzsbP3rX/+SxWKpe/FurLCk1OgSUM96zd5qdAl14l9SpP2/Tvd+6j394tu0RvN7WaTgpj56fnRPxUaHaW9Onqat/UL9572vc3bX1+uOvp41wOgS6qz8vqywpFQWC/u2qgT4EnEBVI1sDqM09uMTM2V3o3N0dY4DPCHH1gZZDmbG1gk0kObNm+vAgQPKyclRx44dnd7LycmRJP2///f/Ksz3yCOP6Mcff9TmzZur9Tl79+7V3/72N82dO1ft2rWre+FuruNjGUaXANSrc3Zp7tAuGtS1lSRpUNdWssuuia9nGVyZeXjCfuCcvcgx3Wv2VnlZavZPl8Ym98lBRpcAwOTI5jCKJ+QST+EOObqxbi9kOZgZ90wHGsiNN94oSZo1a5bOnj3raM/JydHSpUslSSdPnnSaZ+fOnVq4cKHmzp1b6Vkz/624uFhJSUnq0aOHpkyZ4rriAZhabHSY0+uro60GVQIAgHsgmwOQyNEAao4z04EGMnnyZK1atUqrV6/WN998o4SEBJ08eVJvvvmmoqKi9Pnnnzvdr9Fms+mPf/yjrr32Wk2cOLFanzFjxgxlZ2dr3759TstqzBrrZXGNSWM9W6O8vTl5jjNqJGlPufs+wjP2A7Zim1rcXza9b3qiAv0CjS0IANwc2RxG8YRcUhdmy+5mz9GNfXsBzIjBdKCBBAcH68MPP9SsWbO0du1aLVy4UC1atNA999yjm2++WTfccIOaN2/u6P/oo4/qhx9+0Lvvvisvr4tfRJKZmalnnnlGM2bMUJcuXepzVdwK91rzfPumJxpdQt3YbNK8ssldD/eVAms2SDrhtUzNWP+l7LLr6mir9uSc0GPrv1JctFUv3NGzHgp2P56wH7CXeyBVgG8Tj1gnADAS2RxGaezf4WbK7obn6GocBzT27QUwI/4qgQYUGhqqZ555Rs8884xT+/kHF1111VWOts8++0xFRUVq3759pcuaOnWqpk6dqkmTJunZZ5/V559/rrNnzyotLU1paWkV+v/73/+WxWJRSEhIhUtWAXfm9k+4L/cgyfAgPymwZuuzaEwvTVqV5XRvx+tjIjR/VA9ZA31dViYAAJ6GbA40PDNld8NzdB2PAwAYg8F0wARee+01SdKoUaMcbYMGDdKVV15ZoW92drbef/99xcbGqmvXrrr22mslSe3atVNKSkqly1+yZIlCQkI0bNgwBQQE1MMaADCKNdBXK1LilH00X7nHCxUVHqCYyGCjywIAwG2RzYHGgRwNoDYYTAca0OnTp9WsWTOntnnz5mnr1q0aOnSoYmNjHe0PPvhgpctIT0/X+++/r1tvvVWPPPKIo/26667TddddV+k8S5YsUcuWLfXyyy+7YC0AmFFMZDDhHwCAGiCbA5DI0QBqhsF0oJaOHTumBx54wPH6zJkzOnbsmJKSkhxt5y8RPe/SSy9V3759FRMTI4vFoh07dmjfvn266qqrtGTJkgaqHAAAAPAsZHMAANAQGEwHaqmgoEDLly93arPZbE5t/x3Yx4wZo/fee0/btm2TxWJRu3bt9PTTT+svf/mL/Py4PxoAAABQG2RzAADQEBhMB2opKipKdru9RvMsWrSozp+blJTkdIZNddS0TgAAAMCdkM0BAEBD8DK6AMAdJCcny2KxOD2EyBMcOHBAFotFFotFBw8eNLocAAAA4KLI5gAAwCicmQ5UoXv37kpNTXW87ty5s4HVuJ7VanVav9DQUOOKAQAAAKpANgcAAEaz2LnGDAAA49hsUlBQ2XRBgRQYaGw9MCVbsU1BE8u2k4KFBQr0YzsBAABwaxwH1Ah5GGbBbV6AKqSnpzsutfT0S0ktFouioqKMLgkAAACoFNkcAAAYjcF0oBoGDx6s1NRUDRs2TFLZQ4M2btyoe++9V127dlVISIgCAgLUrVs3zZ07V0VFRdVa7oQJExxh+ciRI07v2Ww2vfrqqxoxYoTatWsnf39/hYaGqk+fPlq5cmWly9u1a5emTJmiXr16KTw8XE2bNlX79u318MMP6+TJkxX6n7+UNDU1VSEhITX7pQAAAAAGIJsDAACjcJsXoArp6elKTk7WsmXLlJSU5GgvKiqSv7+//Pz8FB8fry5duqioqEgZGRnKzs5WbGysdu7cKX9//wsue9u2berXr58CAgJks9n0448/qmXLlo73N23apBtvvFHh4eH6/e9/rzZt2uinn37SW2+9pZMnT2rixIlasGCB0zJbtmypY8eOqXfv3urRo4csFot27NihrKwstW3bVh999JFatGhRaT3nz3zJzc2t9e8LQC1weSeqgctaAYBsDsDDcBxQI+RhmAUPIAVqwdvbW3PmzNGECROcHgx05swZ3XbbbdqwYYMWLlyoBx98sNL58/PzlZKSoqFDh+r48ePauXNnhT6tWrXSa6+9puHDh8vHx8fRPnfuXMXFxWnhwoW66667FBsb63jvr3/9q+666y61atXK0Wa32/XnP/9ZixYt0syZM/X888+74DcAwGyyj+Yr93ihosIDFBMZbHQ5AAA0GLI5gLoiSwOoLgbTgVrw8fHRtGnTKm2fOnWqNmzYoJ07d14wsE+ZMkX5+fl64YUXNHLkyEr7dOvWTd26davQHhkZqT/96U+aNm2adu7c6RTYH3744Qr9LRaLZsyYoUWLFlV6YAC4g+MFxUaXUH9sxQr/dfJ4QbFkr9lXc15hiR5d+6U+yTnhaIuLtmrO0M4KC/B1YaHuLzzIz+gSAAD1gGwOuB+z5HtDs/RFjgPIroA5MZgOuNj5M1WaNKn8z2vz5s166aWX9MorrygyMrJePqOu/d1FYUmp0SWggfSavdXoEuqNf0mR9v863fup9/SLb9Maze9lkYKb+uj50T0VGx2mvTl5mrb2C/Wf977OcSM3J1/PGmB0CbVWfn9XWFIqi6Xx7v8CfD3ruwxA/SKbw0gcr1yYWfK9kVn6YscB7pxda4OMB3fBlgq42NKlSyVJ/fv3r/De6dOnNW7cON1000268847a7X8s2fP6pVXXpHFYlFiYmKda3JnHR/LMLoEwHDn7NLcoV00qGvZJeSDuraSXXZNfD3L4MrMx533Gefsvz08r9fsrfKy1OyfLp4k98lBRpcAwI2QzWEkd84ejYWZs3Rj237IeHAXXkYXAHiSTZs2afHixerQoYNSUlIqvD958mSdOnVKixcvrvVnzJgxQ1988YWSk5PVuXPni/b/7LPPNHPmTLVo0UIPPfRQrT8XgHnFRoc5vb462mpQJQAAmAfZHEB1kKUB1ARnpgMu8umnn2rkyJEKCQnRmjVr5OfnfH+zjRs3atmyZXrxxRd12WWX1eoz/vGPf+iJJ55Qjx49NH/+/Iv2z8nJ0c0336yzZ89q1apVioiIqNXnmlVju+ytMWtsZ2XU1N6cPMfZNJK0p9w9H/Ebd95n2IptanF/2fS+6YkK9As0tiAAMDmyOczAnbNHfTNTvjdrlmb7AcyJwXTABbKystS/f39ZLBZlZGSoU6dOTu8XFhZq/Pjx6tu3r+6+++5afcayZct0zz33qEuXLtqyZYuCgoKq7H/w4EH17dtXP//8s95880317du3Vp9rZtxTrfHYN716l027JZtNmlc2uevhvlJgzQZJJ7yWqRnrv5Rddl0dbdWenBN6bP1Xiou26oU7etZDwe7LnfcZ9nIPpArwbeLW6wIA9Y1sDrPg+/rCzJLvDc3SFzkOYPsBzIm/TKCOMjMz1a9fP509e1abN29WbGxshT4//fSTDh8+rMOHD8vLq/K7K7VqVfaf8KysLHXv3t3pvaVLl2r8+PHq2LGjtm3bpvDw8EqW8Jvc3Fz17dtXP/zwg9asWaObb765disHmIRHP8m+3IMkw4P8pMCareuiMb00ad+6cL4AAQAASURBVFWW030dr4+J0PxRPWQN9HVZmQAAuAOyOeAezJLvDc3SdTwOAGAMBtOBOsjMzFRiYqJKS0uVkZGhuLi4SvsFBwdXep9GSXrnnXd05MgRjR49Wv7+/hXC+NKlSzVu3Dh16NBB27dvV/PmzausKTc3V/Hx8frhhx+0evVqDR48uHYrB8AtWAN9tSIlTtlH85V7vFBR4QGKiQw2uiwAABoc2RxATZGlAdQUg+lALZ0P62fOnNGmTZt07bXXXrBveHi4Xn755Urfi4+P15EjR/T3v/9dLVu2dHpvyZIlGj9+vNq3b6/t27erRYsWVdZ0PqwfPnxYq1ev1tChQ2u+YgDcUkxkMMEfANBokc0B1AVZGkB1MZgO1MKJEyeUmJiovLw8DRw4UFu2bNGWLVuc+oSGhmry5Mm1/ozt27dr/PjxstvtuuGGG7Ro0aIKfbp3764hQ4Y4XsfHx+vgwYO65ppr9Pnnn+vzzz+vME9aWlqtawIAAADMhmwOAAAaCoPpQC2cPn1aeXl5kqRNmzZp06ZNFfpcccUVdQrshw4dkt1ulyQtXry40j5jx451CuwHDx6UJH388cf6+OOPK52HwA4AAABPQjYHAAANhcF0oBaioqIcYbquduzYUWl7UlKSkpKSarQsV9UEAAAAuAuyOQAAaCiVP7ocgJPk5GRZLBaNGjXK6FJc6sCBA7JYLLJYLI4zZwAAAAAzI5sDAACjcGY6UIXu3bsrNTXV8bpz584GVuN6VqvVaf1CQ0ONKwYAAACoAtkcAAAYzWLn2jMAAIxjs0lBQWXTBQVSYKCx9cCUbMU2BU0s204KFhYo0I/tBAAAwK1xHFAj5GGYBbd5AVwoPT3dcWmmO1x6On36dKd6eQASAAAAPAXZHAAAuBqD6UA9GDx4sFJTUzVs2DBJZQ8f2rhxo+6991517dpVISEhCggIULdu3TR37lwVFRVVupzyYfq/f5588skK/ZOSki7Yv3379hX6JyQkKDU1VWPHjnXtLwAAAAAwCbI5AABwFe6ZDtSDIUOGKCkpyfG6uLhYN910k/z8/BQfH68BAwaoqKhIGRkZevTRR7Vu3Trt3LlT/v7+FZZ1xRVXOC3rvN69e1/w8ydNmlThHosREREV+iUkJCghIUE7duzQ8uXLq71+AAAAgLsgmwMAAFdhMB1oAN7e3pozZ44mTJjgFKTPnDmj2267TRs2bNDChQv14IMPVpg3Kiqqxpd4Tp48WVFRUXUrGoDbyj6ar9zjhYoKD1BMZLDR5QAAYCpkcwAXQo4GcDEMpgMNwMfHR9OmTau0ferUqdqwYYN27txZaWAHUH3HC4qNLqHmbMUK/3XyeEGxZK/9V3NeYYkeXfulPsk54WiLi7ZqztDOCgvwrWOhniM8yM/oEgAABiKbA+ZgpuxuSI6uxnEAuRUwHwbTAYP5+PhIkpo0qfzP8eTJk3r55Zf1008/qXnz5oqPj1dMTEyVy3znnXeUn58vPz8/de3aVfHx8fL29nZ57WZWWFJqdAkwQK/ZW40uocb8S4q0/9fp3k+9p198m9Z6WV4WKbipj54f3VOx0WHam5OnaWu/UP957+uc3TX1eoKvZw0wuoQaK79PKywplcXCPq46AnyJugBqhmyOhsCxShkzZXcjcnR1jgPcMbfWFfkNZscWChhs6dKlkqT+/ftX+v6//vUvjR8/3vHaYrHojjvu0OLFixUQEFDpPBMnTnR63a5dO61cuVI9e/Z0UdXm1/GxDKNLABrcObs0d2gXDeraSpI0qGsr2WXXxNezDK7MXNxx/3DO/tvD8HrN3iovS+3/6dKY5D45yOgSALgZsjkagjtmEU9n1hzdGLcV8hvMzsvoAoDGbNOmTVq8eLE6dOiglJSUCu8/8MAD+uSTT3TixAnl5eVp+/btiouL06uvvlpp/z59+ujNN9/U999/r19++UX79+/X5MmT9e2336p///764YcfGmK1ABgoNjrM6fXV0VaDKgEAwL2QzYHGjRwNoDo4Mx0wyKeffqqRI0cqJCREa9askZ9fxXuhPf30006v+/btq23btqlbt25atWqVpk+frk6dOjneT05Odurfvn17zZs3TwEBAZo7d67mzZtXYZmeqjFeDofGeebGf9ubk+c4o0aS9pS77yPKuOP+wVZsU4v7y6b3TU9UoF+gsQUBgIchm6MhuWMWqQ9my+5mzNFsK4D5MJgOGCArK0v9+/eXxWJRRkaGU+i+mICAAN1+++16/PHH9eGHH1Zr3pSUFM2dO1cffvhhXcp2K9xnrXHaNz3R6BJqzmaT5pVN7nq4rxRY+0HSCa9lasb6L2WXXVdHW7Un54QeW/+V4qKteuEOLiU/zx33D/ZyD6QK8G3ilusAAGZFNkdD43u8jJmyuyE5uhrHAWwrgPnwVwk0sMzMTPXr109nz57V5s2bFRsbW+NlRERESJIKCwvrpT/grtzyafflHiQZHuQnBdZ+HRaN6aVJq7Kc7u14fUyE5o/qIWugb53KBADAE5HNAeOYKbsbkqNdeBwAoOEwmA40oMzMTCUmJqq0tFQZGRmKi4ur1XI++eQTSVJUVFS99AfgnqyBvlqREqfso/nKPV6oqPAAxUQGG10WAACmRDYHcB45GkB18QBSoIGcD+tnzpzRxo0bde2111bZPysrq9KzVdasWaOVK1cqIiJCiYm/XRZ35MgRffvttxX6Hz58WPfdd58k6fbbb6/jWgBwBzGRwerXMZIDAAAALoBsDqAy5GgAF8OZ6UADOHHihBITE5WXl6eBAwdqy5Yt2rJli1Of0NBQTZ482fF6/vz5WrdunX7/+9/r8ssvl91uV2Zmpj744AM1bdpUy5cvV1BQkKP/N998o4SEBPXu3Vvt27eX1WpVbm6u3n77bdlsNo0dO1YjRoxoqFUGAAAATIlsDgAAaovBdKABnD59Wnl5eZKkTZs2adOmTRX6XHHFFU6BffDgwTp58qQyMzO1adMmlZaW6tJLL1VKSooeeOABtW/f3mn+tm3bKiUlRXv27NEbb7yh/Px8hYSE6LrrrlNKSopGjhxZr+sIAAAAuAOyOQAAqC0G04EGEBUVJbvdXqN5hg4dqqFDh1a7f+vWrfXSSy/VtDQAAACgUSGbAwCA2uKe6UA9SE5OlsVi0ahRo4wupUrTp0+XxWJR3759jS4FAAAAqBdkcwAA4CqcmQ64UPfu3ZWamup43blzZwOrubiEhAQ1afLbbiA+Pt64YgAAAAAXIpsDAABXs9hren0bAABwHZtNOv/AsoICKTDQ2HpgSrZim4Imlm0nBQsLFOjHdgIAAODWOA6oEfIwzILbvAAulJ6eLovF4vhxl0tJz/+kpaUZXRIAAADgEmRzAADgagymA/Vg8ODBSk1N1bBhwxxtb731loYNG6aYmBg1a9ZMQUFB6tSpkyZPnqzDhw9XWEZ2drbmzp2rG264QZdccol8fX3VunVr3XXXXfrmm28u+NlHjhzRuHHj1KpVKzVt2lTt2rXTrFmzVFJSUqFvQkKCUlNTNXbsWNesOAAAAGAyZHMAAOAq3DMdqAdDhgxRUlKSU9vatWv1r3/9S7GxsWrVqpUk6bPPPtNzzz2n5cuXa9euXerUqZOj/4wZM7R69Wp17txZgwcPVrNmzfTFF19oxYoVeuONN5SRkaHrr7/e6TOOHDmiuLg4ff/99xoyZIjatWunXbt2KTU1Vbt379Y777wjL6/f/oeWkJCghIQE7dixQ8uXL6+/XwgAAABgELI5AABwFQbTgQby0ksvqWnTphXalyxZonHjxiktLU1r1qxxtA8cOFBTp05Vt27dnPqvWrVKt99+u+655x599dVXTu89/PDDOnTokF544QXde++9kiS73a7k5GQtX75cy5cvV3Jycj2sHQAzyD6ar9zjhYoKD1BMZLDR5QAAYFpkcwCVIU8DuBgG04EGUllYl6Thw4dr3LhxOnDggFP7f589c96oUaOUmpqqr7/+WseOHVNERIQkKT8/X6tXr1abNm10zz33OPpbLBY98cQTWrFihV566SUCOzzO8YJio0uoG1uxwn+dPF5QLNlr/tWcV1iiR9d+qU9yTjja4qKtmjO0s8ICfF1UqPsLD/IzugQAgEmQzQHjmSnHG5Knq3kcQIYFzIXBdMBg77zzjiSpc+fO1Z7Hx8dHktSkyW9/wrt371ZxcbH69esni8Xi1L9Vq1bq0qWLPvnkExUVFV3w4KGxKCwpNboEuFCv2VuNLqFO/EuKtP/X6d5PvadffGv+9+llkYKb+uj50T0VGx2mvTl5mrb2C/Wf977O2V1brzv7etYAo0uotfL7rcKSUlks7MfqIsCXCAygcmRz1DeORX5jphxvRJ6u7nGAO2fYuiKzwYzYKoEGtm7dOn322WcqLCzUV199pYyMDEVHR2vWrFnVmn/Pnj366quvFBsbq9DQUEd7dna2JCkmJqbS+WJiYvSvf/1L3333nTp27Fjn9XBnHR/LMLoEwKXO2aW5Q7toUNeye74O6tpKdtk18fUsgyszF3f+2z9nL3JM95q9VV4WBl7qIvfJQUaXAMAkyOZoaO6cRzyZmfN0Y95myGwwIwbTgQa2bt06pwcKXXXVVVq1apWio6MvOu+pU6c0duxYeXl56W9/+1uF9yQpJCSk0nmbNWvm1A+AZ4mNDnN6fXW01aBKAABwH2RzAOeRpwFUB4PpQANLT09Xenq6Tp06paysLD366KPq1auX3nrrLSUkJFxwvqKiIt1666365ptvNGfOHMXHxzdc0R6mMV8m54ka85ka5e3NyXOcSSNJe8rd7xFl3Plv31ZsU4v7y6b3TU9UoF+gsQUBgIcgm6OhuXMecTWz5Xiz5mm2GcBcGEwHDBISEqL4+Hht3LhRv/vd73TXXXcpJyfHcc/F8oqLizV06FBt375dU6dO1bRp0ypdnnThs1tOnz7t1K8x475rnmXf9ESjS6gbm02aVza56+G+UmDNB0knvJapGeu/lF12XR1t1Z6cE3ps/VeKi7bqhTt6urhg9+XOf/v2cg+kCvBt4tbrAgBmRDZHQ+E7/DdmyvGG5OlqHgewzQDmwl8kYLBmzZrpmmuu0bp163TgwAF16NDB6f2ioiINGTJEGRkZeuihhzR37txKl3P+fozn78/437Kzs+Xl5aU2bdq4dgUAg7n90+3LPUjy/7N352FV1vn/x18HkCObIFhIpoKFuWsako0lMoomjUtZOuYUpPY1c9JpdSuwUbNpprLMcqYUs3Ws1HEDl9wzUbGm0pkfmmhjLqmocBAQOb8/yBMnEFkO3Occno/r8rruc5/Pfd/v2+vm5vX5cC8h/mbJr+r78+bIbprw0V67ZzreHtlEc4bfrGA/b4eUCQBAfUA2B+qOM+V4Q/K0A/oBAOoeg+mAE/jxxx8lSV5e9j+SpcP6k08+qRdffPGK67j11ltlNpu1bt06Wa1WmUwm23fHjh3TN998o+joaDVsyEvrAHcT7OetxaOilXkiR1mn8xQe4qvI0ACjywIAwCWRzYH6hzwNoLI8jC4AqA8KCgr05ZdflvvdwoULlZ6erhtvvNF2BYtUEtYHDRqktLQ0Pf7443rppZcq3EajRo00bNgwff/993rrrbds861WqyZPnqzi4mKNGTPGMTsEwClFhgaob7tQgj8AABUgmwO4EvI0gKvhynSgDly4cEE9evRQhw4d1KVLFzVr1kznzp1Tenq6MjIy5O/vr4ULF9otM3bsWK1du1ZNmzZVQECAkpOTy6w3ISFB4eHhts+zZ8/Wxo0b9eijj2r9+vVq3bq1tm7dqu3bt6tfv3568MEHa3lPAQAAAOdGNgcAANXFYDpQB/z8/DR9+nRt3LhRGzZs0KlTp9SgQQOFh4dr4sSJ+tOf/qQWLVrYLZOVlSVJOn78uKZPn17uemNiYuwCe1hYmHbu3Klp06Zp1apVWrlypVq0aKHp06frmWeekYcHN6MAAACgfiObAwCA6mIwHagDDRo00HPPPafnnnuu0sts2rSpWtsKCwvTO++8U61lAQAAAHdHNgcAANXFn8KBWpCYmCiTyaThw4cbXUqFpk2bJpPJpN69extdCgAAAFAryOYAAMBRuDIdcKAuXbooKSnJ9rlDhw4GVnN1sbGx8vL65TQQExNjXDEAAACAA5HNAQCAozGYDjjQV199ZfcMxWHDhmno0KEGVlSxzz//XDNnzrSbR2gHAACAOyCbAwAAR+MxL0AtGDRokJKSkmxh3Wq1as2aNXrkkUfUqVMnBQYGytfXV507d9asWbOUn59/xXUVFxdrwYIF6tmzp4KCguTr66vWrVsrMTFROTk5ZdqnpqaqT58+CgoKko+Pjzp27KiXX35Zly5dKtM2NjZWSUlJevDBBx238wAAAIATIZsDAABH4cp0oBYMHjxYCQkJts8FBQUaMGCAzGazYmJi1K9fP+Xn5ystLU1Tp07VsmXLtHnzZvn4+Nitp6CgQEOHDtXKlSvVqVMnJSQkyGw268iRI1q9erX+/Oc/KyAgwNb+tdde04QJE9SoUSPdfffdCgoK0vr16/XEE09ox44dWrJkid36Y2NjFRsbq02bNmnRokW1+n8CAAAAGIFsDgAAHIXBdKAOeHp6aubMmRo3bpyCgoJs8y9evKh77rlHK1as0Ny5c/XUU0/ZLTd58mStXLlSs2fP1jPPPGP3XXFxsd3no0eP6qmnnlLjxo21d+9etWzZUpJUVFSkoUOH6pNPPtFHH33k9C9eAlA1mSdylHU6T+EhvooMDbj6AgAA1HNkcwDlIVcDqAwG04E60KBBA02ZMqXc+ZMnT9aKFSu0efNmu8B+9OhRvf7667r99tvLhHVJ8vCwf0rTmjVrVFhYqAkTJtjCuiR5eXlp+vTpWr58ud58800CO1zW6dwCo0uoHZYChfw8eTq3QLJW7ldzdl6hpi79VjsPnbHNi44I1swhHdTY17sWCnUdIf5mo0sAADgxsjngfIzM+obl6kr0A8i1gPNhMB0wWIMGDSSVBOvSPv30UxUVFenee+9VTk6O/vWvf+nIkSMKDQ1Vv3791KxZM7v2J06ckCRFRESU2cbleV988YUKCgpkNrvuL+S8wiKjS4BBus1Yb3QJtcKnMF/7f57u+eJGXfBuWKnlPExSQMMGemNEV0VFNNauQ9masvQbxb2yRcXW2qvXFex7vp/RJThc6XNfXmGRTCbOhb7exFgAjkc2hxHo4xib9Y3K1ZXpB7hjrq0K8h6cEUclYLAFCxZIkuLi4uzm7969W5J07tw53XTTTTp27JjtO29vb82ePVt/+tOfbPOuueYaSdKhQ4fKbOPyvKKiIn3//fdq27atY3eiDrV7Ls3oEgCnUGyVZg3pqPhOYZKk+E5hssqq8R/sNbgy47njeaLY+svL8LrNWC8PU+X+6OLOsmbHG10CADdENocR3DG7uBJnztX1/dgg78EZeVy9CYDakpqaqvnz56tt27YaNWqU3XcnT56UJCUnJ6tz58767rvvdP78ea1cuVJNmjTR448/rtWrV9va9+3bV56ennrnnXf0ww8/2OYXFRVp+vTpts9nz56t3Z0CUGeiIhrbfe4eEWxQJQAAuD6yOVB/kasBVBZXpgMG2b17t4YNG6bAwEAtWbKkzO2dl19idO211+rTTz+Vr6+vJCk+Pl7vvPOO7rzzTr388ssaMGCApJLbRadMmaI///nP6tixo+6++24FBgZqw4YNOnLkiFq0aKEjR47I09OzbnfUwer7bW71WX2/KqM8uw5l266gkaT0Us95rM/c8TxhKbDo2sdLpvdM6yM/s5+xBQGAmyGbw0jumF2qyuis76y5mmMDcD4MpgMG2Lt3r+Li4mQymZSWlqb27duXaRMYGChJ6tOnjy2sXxYXFyez2Wy73fSy559/Xq1bt9brr7+ujz76SJ6enrr99tv14Ycf2l5udPmWU1fFM9Pqrz3T+hhdQu2wWKRXSia3PdNb8qvcIOm49zP07PJvZZVV3SOClX7ojJ5b/p2iI4I17/6utViw83PH84S11AupfL293HIfAcAoZHMYjd/rxmZ9w3J1JfoBHBuA8+GnEqhjGRkZ6tu3ry5duqS1a9cqKiqq3HY33XSTJCkoKKjMdx4eHgoICND58+fLfDdy5EiNHDnSbl5BQYEyMzMVHBxc7kuQAFfgtm+yL/UiyRB/s+RXuf18c2Q3Tfhor92zHG+PbKI5w29WsJ+3w8sEAMAdkc0B52Bk1jcsV1ezHwDAWAymA3UoIyNDffr0UVFRkdLS0hQdHX3FtrGxsZo5c6b27dtX5ruffvpJp06dUuvWrSu13U8++UQFBQVlnv0IwHUF+3lr8ahoZZ7IUdbpPIWH+CoyNMDosgAAcBlkcwASuRpA1fACUqCOXA7rFy9e1Jo1a9SjR48K2/fq1Utt27bVhg0btG7dOtt8q9WqKVOmSJLuu+8+u2XKuxpm//79euKJJ9SoUSNNmjTJAXsCwJlEhgaob7tQAj8AAFVANgfwa+RqAJXBlelAHThz5oz69Omj7Oxs9e/fX+vWrbML4VLJLaMTJ060ffb09NTChQsVGxurAQMGaMiQIWrevLm2bdum9PR0de3atUwAf+KJJ5SRkaGoqCgFBwcrMzNTK1askIeHh5YtW6bmzZvXxe4CAAAATotsDgAAqovBdKAOnD9/XtnZ2ZKk1NRUpaamlmnTsmVLu8AuSdHR0UpPT1dSUpI+//xznT9/Xi1atNDkyZM1ZcoU+f3qBSVxcXH6z3/+oyVLlignJ0dNmzbV/fffrylTpuiGG26otf0DAAAAXAXZHAAAVBeD6UAdCA8Pl9Vqrday7du31yeffFKptvfee6/uvffeam0HAAAAqA/I5gAAoLp4ZjpQCxITE2UymTR8+HCjS6nQtGnTZDKZ1Lt3b6NLAQAAAGoF2RwAADgKV6YDDtSlSxclJSXZPnfo0MHAaq4uNjZWXl6/nAZiYmKMKwYAAABwILI5AABwNJO1uve3AQCAmrNYJH//kuncXOlXz1sFJMlSYJH/+JLjJHdurvzMHCcAAAAujX5AlZCH4Sx4zAtQgZSUFJlMJts/Z781tKoOHDhgt3/h4eFGlwQAAACUi2wOAACMxmA6UAmDBg1SUlKShg4dapt38OBBJScna+DAgWrWrFmlAm9+fr7+/Oc/q127dmrYsKEaN26sO++8U9u3b69wua+//lojRoxQs2bNZDabdd111+nOO+/Uxo0by7T93//+p//7v/9TixYt5O3treuuu06JiYn64YcfyrQNDg5WUlKSkpKSFBgYWLn/DAAAAMBAZHMAAGAUnpkOVMLgwYOVkJBgN2/r1q2aPn26PD091bZtWx0/frzCdeTn5+u3v/2tvvjiC3Xq1EmPPPKIzp49q08//VS9evXSp59+qkGDBpVZ7t1339VDDz2kwMBA3XXXXWrWrJlOnTql3bt364svvrB7QdHBgwd122236eTJk+rbt6+GDRumzMxMLVq0SKtXr9YXX3yhG264wdY+ODhYycnJkkqu9AEAAACcHdkcAAAYhcF0oJruuOMO7dixQ507d5aPj48aNmxYYfu5c+fqiy++0L333qsPP/xQnp6ekqRp06apa9euGjNmjGJjYxUQEGBbZs+ePRo1apS6d++uVatWqXHjxnbrLCoqsvs8YcIEnTx5UnPmzNFjjz1mm79kyRLdd999evTRR5WamlrTXQfgJDJP5CjrdJ7CQ3wVGRpw9QUAAHBTZHMAjkC+BnA1DKYD1dSqVSu1atWq0u2XLVsmSUpOTraFdUm64YYb9NBDD+nVV1/VJ598osTERNt306ZN06VLl/Tuu++WCeuS5OX1y49wfn6+0tLSFBoaqj/+8Y927e6991516dJFaWlp+v7776tUN+AMTucWGF1C7bEUKOTnydO5BZL16r+as/MKNXXpt9p56IxtXnREsGYO6aDGvt61VKhrCfE3G10CAKAOkc0B1+QsOd+QfF2FfgDZFnAeDKYDdeTEiROSpIiIiDLfXZ73+eef2wL72bNntXbtWt1888268cYbtXnzZqWnp8vLy0vR0dG67bbb7NZx+vRpFRUVqWXLljKZTOVu46uvvtLGjRvrTWDPKyy6eiO4hG4z1htdQq3xKczX/p+ne764URe8K76STpI8TFJAwwZ6Y0RXRUU01q5D2Zqy9BvFvbJFxdbarddV7Hu+n9ElOFTp81leYZFMJs5vtcXXm3gM1AdkcxiFPoo9Z8n5RuTrqvQD3C3bAq6M3gJQR6655hodOHBAhw4dUrt27ey+O3TokCTp//2//2ebl5GRoeLiYjVv3lwDBw7UihUr7Jbp27evlixZYns5UePGjeXp6anDhw/LarWWCe3lbcPdtXsuzegSgFpRbJVmDemo+E5hkqT4TmGyyqrxH+w1uDLn4W4//8XWfNt0txnr5WG6+h9dUD1Zs+ONLgFAHSCbwyjullHchbPna44b6bvpMUaXAEiSPIwuAKgv7rzzTknS888/r0uXLtnmHzp0SAsWLJBUcsXLZSdPnpQkrVy5Uunp6Vq2bJnOnTun/fv3a+DAgVq3bp0efvhhW3tfX1/16tVLJ06c0Lx58+y2/dlnn+mrr74qsw0Arisqwv728u4RwQZVAgCA6yGbA/g18jWAyuDKdKCOTJw4UR999JE+/vhj/ec//1FsbKzOnj2rTz/9VOHh4fr3v/9t97zG4uJiSdKlS5f01ltvadCgQZKkRo0a6Z///Kdat26tJUuW6K9//auaN28uSXr55ZfVs2dPjR8/XitWrFCnTp104MABLV++XJ06dSqzDXfHrXDugysxytp1KNt25YwkpZd6viPc7+ffUmDRtY+XTO+Z1kd+Zj9jCwIAF0c2h1HcLaPUlDPlfGfO1xw3ktXqHM/XBxhMB+pIQECAtm/frueff15Lly7V3Llzde2112rs2LG66667dMcdd+iaa66xtb98i6inp6fi4+1vOTebzYqLi9Pbb7+tPXv22AJ7586dtWvXLiUlJWnjxo3auHGjbrzxRs2fP19nz57VU089ZbcNd8dzb93Hnml9jC6h9lgs0islk9ue6S35XX2QdNz7GXp2+beyyqruEcFKP3RGzy3/TtERwZp3f9daLtg1uNvPv7XUC6l8vb3cbv8AoK6RzWEUfofbc5acb0i+rkI/gONGshQwmA7nwE8jUIeCgoL08ssv6+WXX7abn5KSIkm65ZZbbPNuuukmSSW3iDZo0KDcdUnShQsX7Oa3adNGH3/8cZn2CQkJZbYBuAq3fnt9qRdJhvibJb+r7+ubI7tpwkd77Z7heHtkE80ZfrOC/bxrpUwAANwN2RwwnrPkfEPydTX6AQCMx2A64ATef/99SdLw4cNt82644Qa1aNFCR44c0f/+9z9df/31dsvs27dPkhQeHn7V9efk5GjFihUKDg5W3759HVc4AEME+3lr8ahoZZ7IUdbpPIWH+CoyNMDosgAAcAtkc6D+IV8DqCxeQArUofPnz5eZ98orr2j9+vUaMmSIoqKibPNNJpPGjh0rSZoyZYrtOY2StHnzZq1Zs0bh4eF2y1y4cEFFRb/8dVuSCgoKNGrUKJ05c0ZJSUlq2LCho3cLgEEiQwPUt10oQR8AgGogmwP4NfI1gKvhynSgmk6dOqUnn3zS9vnixYs6deqU7ZZN6ZdbRC9r1qyZevfurcjISJlMJm3atEl79uzRLbfconfeeafMNh5//HGtXLlSixcv1r59+3THHXfo2LFj+vTTT2U2m7VgwQJ5ef3yY7xnzx7dfffd6tu3r5o3b67z589r1apVOnLkiMaMGaM//vGPDv9/AAAAAIxGNgcAAHWBwXSgmnJzc7Vo0SK7eRaLxW7erwP7yJEjtXHjRm3YsEEmk0mtW7fWSy+9pD/+8Y8ym8s+H81sNmvdunWaPXu2PvzwQ73xxhvy9/fXXXfdpaSkJHXu3NmufYsWLRQTE6OtW7fqxIkT8vX1VdeuXfXyyy/rnnvucdzOAwAAAE6EbA4AAOoCg+lANYWHh8tqtVZpmTfffLPK2/H19dXzzz+v559//qptW7RooX/+859V3gYAAADgysjmAACgLvDMdKASEhMTZTKZ7F5C5A4OHDggk8kkk8mkw4cPG10OAAAAcFVkcwAAYBSuTAcq0KVLFyUlJdk+d+jQwcBqHC84ONhu/4KCgowrBgAAAKgA2RwAABjNZK3qvXAAAMBxLBbJ379kOjdX8vMzth44JUuBRf7jS46T3Lm58jNznAAAALg0+gFVQh6Gs+AxL0AFUlJSbLdauvutpCaTSeHh4UaXBAAAAJSLbA4AAIzGYDpQCYMGDVJSUpKGDh1qm3fw4EElJydr4MCBatasWaUCb1FRkRYsWKAePXrommuuUUBAgNq1a6enn35ax48fv2odX375pTw9PWUymTR79uwy3588eVIvvPCChg4dqoiICFsQv5LLt5ImJSUpMDDwqtsHAAAAjEY2BwAARuGZ6UAlDB48WAkJCXbztm7dqunTp8vT01Nt27atVOAeNmyYPvvsM914440aPny4zGazvvzyS7300kt67733lJGRoaZNm5a77IULF5SQkCAfHx9ZLJZy2+zbt09TpkyRyWRSZGSkfH19lZeXd8V6goODlZycLKnkSh8AAADA2ZHNAQCAUbgyHaimO+64Qzt27FBOTo6++eYbNWjQoML26enp+uyzz9S9e3ft27dPr7/+uv76179q27ZtmjBhgo4dO6a///3vV1x+6tSpOnbsmCZNmnTFNm3bttXmzZt17tw5/fe//1Xz5s2rvX8AXEvmiRyt23dCmSdyjC4FAIA6RzYH4EhkawBXwpXpQDW1atVKrVq1qnT777//XpLUt2/fMuE+Pj5ec+bM0cmTJ8tddvv27ZozZ47eeuutCjsGoaGhCg0NrXRNgKs6nVtgdAmOYylQyM+Tp3MLJGvVfjVn5xVq6tJvtfPQGdu86IhgzRzSQY19vR1YqOsL8TcbXQIAoJaQzQHX5iz5vk6zdRX7AWRZwDkwmA7Ukfbt20uS1q9fr+TkZHl5/fLjt3r1aklSbGxsmeXy8vKUkJCgmJgYjRkzhls+ryCvsMjoElCHus1Yb3QJDuNTmK/9P0/3fHGjLng3rNLyHiYpoGEDvTGiq6IiGmvXoWxNWfqN4l7ZomKr4+t1Zfue72d0CdVW+hyXV1gkk4lzXkV8vYm4ACpGNoczq499G2fJ93WZravaD3DlLOsIV8rD5D7UNY44oI507NhR48eP19y5c9W+fXv169dPZrNZ6enp2rlzp5599lndfffdZZabNGmSjh07prVr1xpQteto91ya0SUAhii2SrOGdFR8pzBJUnynMFll1fgP9hpcmfNx5fNEsTXfNt1txnp5mKr2R5f6Jmt2vNElAHByZHM4M1fOLK7OmbN1fT8urpSHyX2oawymA3Xo9ddfV0REhCZNmqTXX3/dNn/AgAEaOnRomfabN2/W3Llz9eqrryoiIqIuSwXgQqIiGtt97h4RbFAlAAC4DrI5gPKQrQFUhMF0oI5YrVY98sgjev/99/Xaa69p8ODB8vX11Y4dO/TYY4+pR48eWr9+vXr06CFJslgseuihh9SjRw+NHz/e4OqdX32/5a2+qe9XZfzarkPZtqtnJCm91DMe8QtXPk9YCiy69vGS6T3T+sjP7GdsQQDg4sjmcGaunFmqy5nyvbNm6/p4XJRGHoazYDAdqCMLFy7U/PnzNWfOHI0dO9Y2v1+/flq2bJnatWunSZMmafPmzZKkqVOn6scff9Tq1avl4eFhVNkug+ek1S97pvUxugTHsVikV0omtz3TW/KrWigc936Gnl3+rayyqntEsNIPndFzy79TdESw5t3ftRYKdl2ufJ6wlnohla+3l0vvCwA4A7I5nFl9/D3vLPm+TrN1FfsB9fG4KI08DGfBkQfUkVWrVkmSevfuXea7tm3bKiwsTHv27LHN++qrr5Sfn682bdqUu77Jkydr8uTJmjBhgl599dVaqRlwVm71JvtSL5IM8TdLflXbtzdHdtOEj/baPcfx9sgmmjP8ZgX7eTusTAAA3AnZHHAuzpLv6zRb17AfAMAYDKYDdaSwsFCS9NNPP5X57tKlS8rOzpavr69tXnx8vG688cYybTMzM7VlyxZFRUWpU6dOtltPAdRPwX7eWjwqWpkncpR1Ok/hIb6KDA0wuiwAAJwa2RxAecjWAK6GwXSgjvzmN7/RypUrNWvWLP3mN7+R2fzLX51nzJih/Px8xcf/8hbqp556qtz1pKSkaMuWLbr77rs1adKkWq8bgGuIDA0g6AMAUElkcwAVIVsDuBIG04FqOnXqlJ588knb54sXL+rUqVNKSEiwzUtJSbFNP/roo1q8eLE2bNigNm3aqH///vLx8dGOHTv05ZdfKjg4WLNmzapxXaW3f+zYsTLz/vrXv6pJkyY13g4AAADgLMjmAACgLjCYDlRTbm6uFi1aZDfPYrHYzSsd2AMCArRjxw795S9/0bJly5SSkqJLly6pWbNmevjhhzVlyhS1bNmyxnX9uqZfz0tOTiawAwAAwK2QzQEAQF1gMB2opvDwcFmt1iot06hRI82YMUMzZsyo9nYTEhLsrmb5tarWBAAAALg6sjkAAKgLHkYXALiCxMREmUwmDR8+3OhSHOrAgQMymUwymUw6fPiw0eUAAAAAV0U2BwAARuHKdKACXbp0UVJSku1zhw4dDKzG8YKDg+32LygoyLhiAAAAgAqQzQEAgNFMVu47AwDAOBaL5O9fMp2bK/n5GVsPnJKlwCL/8SXHSe7cXPmZOU4AAABcGv2AKiEPw1nwmBegAikpKbZbLd39VlKTyaTw8HCjSwIAAADKRTYHAABGYzAdqIRBgwYpKSlJQ4cOtc07ePCgkpOTNXDgQDVr1uyqgffw4cMaO3asunXrpmuuuUZms1ktW7ZUfHy8NmzYUO4yW7Zs0ZNPPqnevXsrMDBQJpOpwhccbdq0yS6A//rfl19+adf+8q2kSUlJCgwMrNL/CQAAAGAEsjkAADAKz0wHKmHw4MFlgvLWrVs1ffp0eXp6qm3btjp+/HiF68jMzNTHH3+sHj166NZbb1WjRo109OhRLV++XKtXr9bMmTM1ZcoUu2UWLFigRYsWydfXVy1atND58+crVW+vXr0UExNTZv71119v9zk4OFjJycmSSq70AQAAAJwd2RwAABiFwXSgmu644w7t2LFDnTt3lo+Pjxo2bHjV9qdPn5aHh/0NIT/++KO6du2q5ORkjRs3zu5FQ+PHj9dTTz2lNm3aaNeuXerRo0elaouJibEFcQD1T+aJHGWdzlN4iK8iQwOMLgcAgFpHNgdQl8jbQP3FYDpQTa1atVKrVq0q3d7b27vc+dddd51uu+02LV26VIcPH7YL7LfccktNywTc2uncAqNLqDlLgUJ+njydWyBZq/+rOTuvUFOXfqudh87Y5kVHBGvmkA5q7Fv+Oai+CPE3G10CAKAWkc0B9+VMmd+heduB/QCJvAvUFQbTAYOdPn1aO3fulK+vb5U6ABXJzMzUa6+9pry8PLVs2VJ9+/ZVkyZNHLJuI+UVFhldApxMtxnrjS6hxnwK87X/5+meL27UBe+Kr6SriIdJCmjYQG+M6KqoiMbadShbU5Z+o7hXtqjY6ph6XdW+5/sZXUKNlD7/5RUWyWSqn+dDX2+iK4DaRTaHK6hv/SJnyvyOzNuO7AdIrp93r6ayeZi8iNrGEQbUsaysLKWkpOjSpUv68ccf9a9//Utnz57VW2+9pYAAx9we9sEHH+iDDz6wffbx8dH06dP11FNPOWT9Rmn3XJrRJQBOrdgqzRrSUfGdwiRJ8Z3CZJVV4z/Ya3BlxnP180exNd823W3GenmYatbZclVZs+ONLgGAmyGbwxW5eq5xZc6ct939uKhsHiYvorYxmA7UsaysLE2fPt322d/fXwsXLtTIkSNrvO5rrrlGL730ku666y61aNFCZ8+e1caNG/XMM8/o6aefVqNGjfR///d/Nd4OAOcVFdHY7nP3iGCDKgEAwPmRzQFUFXkbqN8YTAfqWExMjKxWqy5evKisrCz9/e9/1wMPPKD09HS99tprNVp3+/bt1b59e9tnX19f3X///ercubO6deumpKQkjRkzpsyLllyFu9+2hqpz96svqmPXoWzblTKSlF7qeY71maufPywFFl37eMn0nml95Gf2M7YgAHATZHO4IlfPNVXlbJnfWfO2ux8X5GE4CwbTAYM0aNBAkZGReumll5SXl6fXX39dd955p+68806Hb6tDhw6Kjo7W1q1bdeDAAbVu3drh26gLPPsMv7ZnWh+jS6g5i0V6pWRy2zO9Jb/qh8Jx72fo2eXfyiqrukcEK/3QGT23/DtFRwRr3v1dHVSwa3L184e11AupfL29XH5/AMDZkM3hSupbDnCmzO/QvO3AfoDk/scFeRjOgiMPcAJxcXGaN2+eNm3aVCuBXZLtJUd5eXm1sn7ACG7xxvpSL84J8TdLftXfpzdHdtOEj/baPbPx9sgmmjP8ZgX7edeoTAAA6guyOeBcnCnzOzRvO7AfAKDuMJgOOIEff/xRkuTlVTs/kkVFRcrIyJDJZFKLFi1qZRsAjBfs563Fo6KVeSJHWafzFB7iq8hQx7w8DQCA+oJsDuBKyNsAeDgbUEfS09OVn59fZv7hw4f1wgsvSFKNr3zZsWOHrFar3byioiI99dRTOnz4sPr166fgYF6OAri7yNAA9W0XSrAHAOAKyOYAaoK8DdRfXJkOVNOpU6f05JNP2j5fvHhRp06dUkJCgm1eSkqKbXrWrFnaunWrevXqpRYtWsjLy0sHDx7U6tWrVVhYqD/96U/q2bOn3Ta2bdumt99+W5L0008/2eZd3kabNm00adIkW/vf//73MplMuu2229SsWTOdPXtWW7Zs0X//+1+1aNFCb731loP/FwAAAADjkc0BAEBdYDAdqKbc3FwtWrTIbp7FYrGbVzqwjx49Wj4+Ptq1a5fWrl2rwsJCXXvttYqPj9eYMWPKvfLlwIEDZbZx8OBBHTx4UJLUq1cvu8D+yCOPKDU1VZs2bdKpU6fk5eWlG2+8UVOnTtUTTzyhxo0bO2LXAQAAAKdCNgcAAHXBZP31fWcAbFJSUpSYmKiFCxfaXdXijsLDwyVJWVlZhtYB1DsWi+TvXzKdmyv5+RlbD5ySpcAi//Elx0nu3Fz5mTlOANQ/ZHMAboV+QJWQh+EseGY6UAmJiYkymUwaPny40aU41IEDB2QymWQymXT48GGjywEAAACuimwOAACMwmNegAp06dJFSUlJts8dOnQwsBrHCw4Ottu/oKAg44oBAAAAKkA2BwAARuMxLwAAGInbO1EJ3NYKAADgZugHVAl5GM6Cx7wADpSSkmK7NdMVbj2dNm2aXb3JyclGlwQAAAA4BNkcAAA4GoPpQC0YNGiQkpKSNHToUEmS1WrVmjVr9Mgjj6hTp04KDAyUr6+vOnfurFmzZik/P79S6x03bpwtXB8/frzcNhkZGbr33nsVEREhHx8ftWzZUoMGDdKWLVvKtI2NjVVSUpIefPDB6u8sAAAA4MTI5gAAwFF4ZjpQCwYPHqyEhATb54KCAg0YMEBms1kxMTHq16+f8vPzlZaWpqlTp2rZsmXavHmzfHx8rrjODRs26K233pKfn58sFku5bZYtW6Z77rlHZrNZQ4YMUfPmzfXDDz9o6dKl+te//qWFCxfa1RUbG6vY2Fht2rRJixYtctTuAwAAAE6DbA4AAByFwXSgDnh6emrmzJkaN26c3YuELl68qHvuuUcrVqzQ3Llz9dRTT5W7fE5OjkaNGqUhQ4bo9OnT2rx5c7ntpkyZIqvVqi+++EJdunSxzc/IyNAtt9yi559/3i6wA3A/mSdylHU6T+EhvooMDTC6HAAAnA7ZHEBNkbmB+ovBdKAONGjQQFOmTCl3/uTJk7VixQpt3rz5ioH9iSeeUE5OjubNm6dhw4ZdcTvff/+9rrvuOruwLkldu3ZVWFiYTp48WaP9AJzJ6dwCo0twDEuBQn6ePJ1bIFmr96s5O69QU5d+q52HztjmRUcEa+aQDmrs6+2AQt1DiL/Z6BIAAAYjmwOuyRnyv0Mzt4P6AZeRc4G6wWA6YLAGDRpIkry8yv9xXLt2rf7xj3/o3XffVWhoaIXrat++vb766iv9+9//VqdOnWzzv/rqKx07dkx33XWX4wp3YnmFRUaXgDrQbcZ6o0twCJ/CfO3/ebrnixt1wbthtdbjYZICGjbQGyO6KiqisXYdytaUpd8o7pUtKrY6rl5Xt+/5fkaXUC2lz2t5hUUymTjPVZWvN7EXwNWRzeFs6Nv8whnyvyMzt6P6AZe5as6tLH4W4CzoVQAGW7BggSQpLi6uzHfnz5/X6NGjNWDAAP3hD3+46rpefvll3XXXXbrttts0ZMgQXX/99frf//6nzz77TLfffrvmz5/v8PqdUbvn0owuAahzxVZp1pCOiu8UJkmK7xQmq6wa/8FegytzLq56fii2/vIyvG4z1svDVLPOVn2UNTve6BIAuACyOZyNq2YXd+XMmdvdj5XSeRgwEoPpgIFSU1M1f/58tW3bVqNGjSrz/cSJE3Xu3LlKB+1evXppy5Ytuvfee/Xee+/Z5jdv3lyJiYkKCwtzWO0AnE9URGO7z90jgg2qBAAA10M2B1AZZG6gfmMwHTDI7t27NWzYMAUGBmrJkiUym+2fb7ZmzRotXLhQb731lq6//vpKrXPNmjUaPny47rrrLq1YsULh4eE6fPiwZs2apcTERP373//Wyy+/XBu741Tc/fY2lHD3Ky+qY9ehbNtVMpKUXupZjijhqucHS4FF1z5eMr1nWh/5mf2MLQgA3AzZHM7KVbNLbXCW/O+smdvdj5XSeRgwEoPpgAH27t2ruLg4mUwmpaWlqX379nbf5+XlacyYMerdu7cefvjhSq3zzJkzGjFihCIjI7V48WJ5eHhIktq0aaNFixYpMzNTc+bM0aOPPqobbrjB4fvkTHgubv2wZ1ofo0twDItFeqVkctszvSW/6g2Sjns/Q88u/1ZWWdU9Iljph87oueXfKToiWPPu7+rAgl2bq54frKVeSOXr7eWy+wEAzohsDmfG7/xfOEP+d2jmdlA/4DJ3P1asNXxBK+AoHIlAHcvIyFDfvn116dIlrV27VlFRUWXanDx5UkePHtXRo0dtwfvXLt8WunfvXnXp0kXbt2/X2bNn1atXrzLLmEwm9e7dW19++aX27t1LYIdbcJu31Zd6kWSIv1nyq95+vTmymyZ8tNfueY23RzbRnOE3K9jPu8ZlAgDgjsjmgOtwhvzv0MztoH4AgLrFYDpQhzIyMtSnTx8VFRUpLS1N0dHR5bYLCAgo9zmNkrRq1SodP35cI0aMkI+Pj0JCQiRJhYWFkqSffvqp3OUuz//1LasA3EOwn7cWj4pW5okcZZ3OU3iIryJDA4wuCwAAp0U2B1BVZG4ADKYDdeRyWL948aJSU1PVo0ePK7YNCQnR22+/Xe53MTExOn78uP72t7+padOmtvm33nqrPD099cknn+jJJ59Up06dbN999913+vDDD2U2myvcLgDXFxkaQKAHAOAqyOYAaoLMDdRfDKYDdeDMmTPq06ePsrOz1b9/f61bt07r1q2zaxMUFKSJEydWexvNmjXT5MmTNWPGDEVFRWnw4MEKDw/XkSNHtHTpUhUUFOill15SkyZNarg3AAAAgOsimwMAgOpiMB2oA+fPn1d2drYkKTU1VampqWXatGzZskaBXZL+/Oc/q1OnTpo/f77WrVun8+fPKzAwUL169dIf//hH3XXXXTVaPwAAAODqyOYAAKC6GEwH6kB4eLisVqtD1rVp06YKv7/33nt17733OmRbAAAAgLshmwMAgOoq/1XkAGokMTFRJpNJw4cPN7qUCk2bNk0mk0m9e/c2uhQAAACgVpDNAQCAo3BlOuBAXbp0UVJSku1zhw4dDKzm6mJjY+Xl9ctpICYmxrhiAAAAAAcimwMAAEczWR11fxsAAKg6i0Xy9y+Zzs2V/PyMrQdOyVJgkf/4kuMkd26u/MwcJwAAAC6NfkCVkIfhLHjMC+BAKSkpMplMtn+ucivp5X/JyclGlwQAAAA4BNkcAAA4GoPpQC0YNGiQkpKSNHToULv5P/74oyZMmKB27drJz89PoaGh6tmzpxYvXqxLly7Ztc3MzNSsWbN0xx136LrrrpO3t7eaN2+uBx54QP/5z3/K3e6WLVv05JNPqnfv3goMDJTJZFJCQsIV64yNjVVSUpIefPDBGu8zAAAA4IzI5gAAwFF4ZjpQCwYPHlwmKH///feKjo7W6dOn1a9fP/3ud7/T+fPntWzZMj3wwAP6/PPPtXDhQlv7Z599Vh9//LE6dOigQYMGqVGjRvrmm2+0ePFiffLJJ0pLS9Ptt99ut40FCxZo0aJF8vX1VYsWLXT+/PkK64yNjVVsbKw2bdqkRYsWOWz/AQAAAGdBNgcAAI7ClelAHfnrX/+qU6dO6dVXX9WaNWv04osv6s0339T+/fvVsmVLpaSk6PDhw7b2/fv311dffaVvvvlGb775pl588UWtXr1aH374oS5cuKCxY8eW2cb48eP17bff6vz583bhH0D9kHkiR+v2nVDmiRyjSwEAwKmRzQHUFNkbqJ+4Mh2oI99//70kacCAAXbzg4KC9Jvf/EaHDx/WTz/9pJYtW0rSFW8BHT58uJKSkrRv3z6dOnVKTZo0sX13yy231E7xgJM7nVtgdAnVZylQyM+Tp3MLJGvVfzVn5xVq6tJvtfPQGdu86IhgzRzSQY19vR1UqGsL8TcbXQIAwImQzQHX4yyZ32HZ2wH9gPKQe4HaxWA6UEfat2+vtLQ0paamavz48bb558+f1/bt2xUaGqp27dpVal0NGjSQJHl58SP8a3mFRUaXAAN0m7He6BKqzacwX/t/nu754kZd8G5Y5XV4mKSAhg30xoiuioporF2HsjVl6TeKe2WLiq2OrddV7Xu+n9El1Ejpc1teYZFMJs51leXrze9KAGWRzeGK6ntfx1kyv6OytyP6AeVx9dx7JVXNw2RA1BaOLKCOPPXUU/rXv/6lCRMmaM2aNerYsaPOnz+v5cuXq0GDBvr000/l6+t71fWkp6fru+++U1RUlIKCgmq/cBfT7rk0o0sA6lyxVZo1pKPiO4VJkuI7hckqq8Z/sNfgypyHq58biq35tuluM9bLw+SYzlZ9kDU73ugSADghsjlckavnGXfh7NnbXY+TquZhMiBqC4PpQB1p2rSpduzYofvvv1+rV6/W6tWrJUkNGzbU008/rZtvvvmq6zh37pwefPBBeXh46C9/+UttlwzAhURFNLb73D0i2KBKAABwfmRzADVB9gbqLwbTgTpy8OBB3XXXXfL399eWLVt088036+zZs/rggw80depUpaamatu2bbbbRH8tPz9fd999t/7zn/9o5syZiomJqdsdcBHueksbKuauV19Uxa5D2barYyQpvdQzHOH65wZLgUXXPl4yvWdaH/mZ/YwtCABcHNkcrsjV80xNOVPmd+bs7a7HCXkYzoLBdKCOJCYm6vDhw/r+++/VtGlTSZK/v7+efvppnTlzRi+++KLee+89JSYmllm2oKBAQ4YM0eeff67JkydrypQpdV2+y+C5aPXTnml9jC6h+iwW6ZWSyW3P9Jb8qh4Kx72foWeXfyurrOoeEaz0Q2f03PLvFB0RrHn3d3Vwwa7J1c8N1lIvpPL19nL5/QEAo5HN4Yrq++9/Z8n8DsveDugHlMddjxPyMJwFRx5QB3JycrR161Z17drVFtZLi42N1Ysvvqg9e/aUCez5+fkaPHiw0tLS9PTTT2vWrFl1VTbgMlz6jfWlXpwT4m+W/Kq+L2+O7KYJH+21e07j7ZFNNGf4zQr283ZImQAAuAuyOeCanCXzOyx7O6AfAKDuMZgO1IHCwkJJ0qlTp8r9/qeffpIkmc32vzxLh/Unn3xSL774Yu0WCsAlBft5a/GoaGWeyFHW6TyFh/gqMjTA6LIAAHBKZHMANUH2Buo3D6MLAOqDkJAQ3XTTTTpy5Ijefvttu+/Onz9ve2FR7969bfPz8/M1aNAgpaWl6fHHH9dLL71UpzUDcD2RoQHq2y6UMA8AQAXI5gAcgewN1E9cmQ7UkVdffVW/+93vNGbMGH344Yfq2rWrzp49qxUrVujEiRO66667FB8fb2s/duxYrV27Vk2bNlVAQICSk5PLrDMhIUHh4eG2z9u2bbN1CC5fUbNt2zYlJCRIktq0aaNJkybV2j4CAAAAroBsDgAAqoPBdKCO9O/fX19++aX+8pe/aOvWrdqyZYvMZrPatWunyZMn69FHH5XJZLK1z8rKkiQdP35c06dPL3edMTExdoH9wIEDWrRokV2bgwcP6uDBg5KkXr16EdgBAABQ75HNAQBAdTCYDtShbt266eOPP65U202bNlV5/QkJCbYrXQAAAABcGdkcAABUFc9MB2pBYmKiTCaThg8fbnQpFZo2bZpMJpPd8yABAAAAd0I2BwAAjsKV6YADdenSRUlJSbbPHTp0MLCaq4uNjZWX1y+ngZiYGOOKAQAAAByIbA4AABzNZLVarUYXAQBAvWWxSP7+JdO5uZKfn7H1wClZCizyH19ynOTOzZWfmeMEAADApdEPqBLyMJwFj3kBKpCSkiKTyWT75+y3hlbVgQMH7Pav9AuTAAAAAGdCNgcAAEZjMB2ohEGDBikpKUlDhw61zTt48KCSk5M1cOBANWvWrNKBt7i4WAsWLFDPnj0VFBQkX19ftW7dWomJicrJySl3ma+//lojRoxQs2bNZDabdd111+nOO+/Uxo0b7dpt2rRJI0aMUNu2bW3rvummm/TQQw/pv//9b5n1BgcHKykpSUlJSQoMDKzafwoAAABgALI5AAAwCs9MByph8ODBSkhIsJu3detWTZ8+XZ6enmrbtq2OHz9+1fUUFBRo6NChWrlypTp16qSEhASZzWYdOXJEq1ev1p///GcFBATYLfPuu+/qoYceUmBgoO666y41a9ZMp06d0u7du/XFF1/YvaBo/fr12rZtm6Kjo9WvXz95e3tr//79evfdd/XBBx9ozZo1du2Dg4OVnJwsqeRKHwAAAMDZkc0BAIBRGEwHqumOO+7Qjh071LlzZ/n4+Khhw4ZXXWby5MlauXKlZs+erWeeecbuu+Li4jLt9+zZo1GjRql79+5atWqVGjdubPd9UVGR3edp06ZpxowZZdazYcMG9enTR08//bR27dpVmd0D4MIyT+Qo63SewkN8FRkacPUFAABwcWRzAHWNzA3UTwymA9XUqlUrtWrVqtLtjx49qtdff1233357mbAuSR4eZZ+6NG3aNF26dEnvvvtumbAuSV5e9j/CV+o0/Pa3v1Xjxo114MCBStcLOLvTuQVGl+AYlgKF/Dx5OrdAslb/V3N2XqGmLv1WOw+dsc2LjgjWzCEd1NjXu4aFurYQf7PRJQAAahHZHKgfnKEP4LDM7cB+wK+RfYHaw2A6UEc+/fRTFRUV6d5771VOTo7+9a9/6ciRIwoNDVW/fv3UrFkzu/Znz57V2rVrdfPNN+vGG2/U5s2blZ6eLi8vL0VHR+u2226r9LZ37Nih7Oxs9ezZ09G75XTyCouu3ghuoduM9UaX4BA+hfna//N0zxc36oL31a+kuxIPkxTQsIHeGNFVURGNtetQtqYs/UZxr2xRsdUx9bqqfc/3M7qEGil9bssrLJLJxLlOkny9ibIAqodsDldCH+cXztAHcFTmdmQ/4NdcPfuWp7J5mHyI2sYRBtSR3bt3S5LOnTunm266SceOHbN95+3trdmzZ+tPf/qTbV5GRoaKi4vVvHlzDRw4UCtWrLBbX9++fbVkyZJyX060adMmbdq0SQUFBcrMzNTKlSvVpEkTvfLKK7W0d86j3XNpRpcAGKbYKs0a0lHxncIkSfGdwmSVVeM/2GtwZcZz9XNDsTXfNt1txnp5mBzX2XJlWbPjjS4BgIsim8OVuHqOcTeukLnd8ZipbB4mH6K2lb13DUCtOHnypCQpOTlZnTt31nfffafz58/bwvTjjz+u1atXl2m/cuVKpaena9myZTp37pz279+vgQMHat26dXr44YfL3damTZs0ffp0zZ49W59++qmaN2+u1NRU3XLLLbW/owAMFRVhf9t594hggyoBAMB5kc0B1ASZG6i/uDIdqCOXX2J07bXX6tNPP5Wvr68kKT4+Xu+8847uvPNOvfzyyxowYIBd+0uXLumtt97SoEGDJEmNGjXSP//5T7Vu3VpLlizRX//6VzVv3txuW8nJyUpOTpbFYtG+ffv0/PPP6ze/+Y0WLFigESNG1NUuG8Idb2dD+dzxagtH2HUo23aVjCSll3qWY33m6ucGS4FF1z5eMr1nWh/5mf2MLQgAXBzZHK7E1XOMIzlLH8DZM7c7HjPkYTgLBtOBOnL5ls8+ffrYwvplcXFxMpvNtttNS7f39PRUfLz9bUpms1lxcXF6++23tWfPnjKB/TI/Pz9FRUVp6dKluuWWW/Twww+rb9++uuaaaxy5a06F56PVH3um9TG6BMewWKSf7/Le9kxvya/6oXDc+xl6dvm3ssqq7hHBSj90Rs8t/07REcGad39XBxXsmlz93GAt9UIqX28vl98fADAa2RyuhN/7v3CGPoDDMrcD+wG/5o7HDHkYzoIjD6gjN910kyQpKCiozHceHh4KCAjQ+fPny7T39fVVgwYNyixzeT0XLly46ra9vLzUu3dvff3119q9e7fuvPPOauwB4Fzc5g31pV6cE+Jvlvyqv19vjuymCR/ttXte4+2RTTRn+M0K9vOuUZkAALgTsjngmpyhD+CwzO3AfgCAusNgOlBHYmNjNXPmTO3bt6/Mdz/99JNOnTql1q1b2+bdcMMNatGihY4cOaL//e9/uv766+2Wubye8PDwSm3/xx9/lFQS3gG4p2A/by0eFa3MEznKOp2n8BBfRYYGGF0WAABOh2wOoLrI3ED9xgtIgTrSq1cvtW3bVhs2bNC6dets861Wq6ZMmSJJuu+++2zzTSaTxo4dK0maMmWK7TmNkrR582atWbNG4eHhioqKss3fsmWLrFZrmW2vXbtWS5cuVWBgoG677TaH7xsA5xIZGqC+7UIJ9QAAXAHZHEBNkbmB+ok/gwPVdOrUKT355JO2zxcvXtSpU6eUkJBgm5eSkmKb9vT01MKFCxUbG6sBAwZoyJAhat68ubZt26b09HR17dpVkyZNstvG448/rpUrV2rx4sXat2+f7rjjDh07dkyffvqpzGazFixYYHc1y8CBA9WkSRNFRUWpefPmunDhgv79739ry5YtatCggd5++235OfA5bAAAAIAzIJsDAIC6wGA6UE25ublatGiR3TyLxWI3r3Rgl6To6Gilp6crKSlJn3/+uc6fP68WLVpo8uTJmjJlSpkwbTabtW7dOs2ePVsffvih3njjDfn7++uuu+5SUlKSOnfubNd++vTpSk1N1bZt2/TTTz/JZDKpefPmGj16tCZOnKj27ds79j8BAAAAcAJkcwAAUBdM1vLuOwMgqSRwJyYmauHChXZXtbijy893zMrKMrQOoN6xWCR//5Lp3FyJK9RQDkuBRf7jS46T3Lm58jNznACof8jmANwK/YAqIQ/DWfDMdKASEhMTZTKZNHz4cKNLcagDBw7IZDLJZDLp8OHDRpcDAAAAXBXZHAAAGIXHvAAV6NKli5KSkmyfO3ToYGA1jhccHGy3f0FBQcYVAwAAAFSAbA4AAIzGY14AADASt3eiEritFQAAwM3QD6gS8jCcBY95ARwoJSXFdmumK9x6Om3aNLt6k5OTjS4JAAAAcAiyOQAAcDQG04FaMGjQICUlJWno0KFXbHP27Fk1a9ZMJpNJ/fv3r9R6x40bZwvXx48fL7fN8ePHNXr0aIWFhalhw4Zq3bq1nn/+eRUWFpZpGxsbq6SkJD344IOV2zEAAADAxZDNAQCAo/DMdKAWDB48WAkJCRW2eeyxx3Tu3LlKr3PDhg1666235OfnJ4vFUm6b48ePKzo6Wj/88IMGDx6s1q1ba9u2bUpKStKOHTu0atUqeXj88je02NhYxcbGatOmTVq0aFGlawEAAABcBdkcAAA4ClemAwZYsWKFFi9erBdeeKFS7XNycjRq1CgNGTJEt9xyyxXbPfPMMzpy5IjeeOMNffbZZ5o9e7a2bt2qBx98UKmpqYRywI1lnsjRun0nlHkix+hSAABwKWRzANVFBgfqH65MB+rYmTNn9PDDD2vEiBH63e9+p8cee+yqyzzxxBPKycnRvHnzNGzYsHLb5OTk6OOPP1arVq00duxY23yTyaQXXnhBixcv1j/+8Q8lJiY6bF8AI5zOLTC6BMeyFCjk58nTuQWStWq/mrPzCjV16bfaeeiMbV50RLBmDumgxr7eDizUtYX4m40uAQDghMjmgOtxhv6AQzJ4DfsBV0P+BWoHg+lAHRs/frwuXbqk1157TTk5V//r9dq1a/WPf/xD7777rkJDQ6/YbseOHSooKFDfvn1lMpnsvgsLC1PHjh21c+dO5efnq2HDhjXeD2eSV1hkdAmoQ91mrDe6BIfyKczX/p+ne764URe8q/bz6WGSAho20BsjuioqorF2HcrWlKXfKO6VLSq2Or5eV7Xv+X5Gl1Ajpc9zeYVFMpk4712JrzfxFkDlkc3hKujz/MIZ+gOOyOA17Qdcjavn31+rSh4mD6I2cXQBdWjp0qX68MMP9fHHHyskJOSqgf38+fMaPXq0BgwYoD/84Q8Vts3MzJQkRUZGlvt9ZGSkvv76a33//fdq165d9XbASbV7Ls3oEgDDFFulWUM6Kr5TmCQpvlOYrLJq/Ad7Da7Mubj6eaLYmm+b7jZjvTxMDLxcSdbseKNLAOAiyOZwJa6eZdyNK2RwdztmqpKHyYOoTTwzHagjp06d0tixYzV48GDdd999lVpm4sSJOnfunObPn3/VtpdfmBQYGFju940aNbJrB8B9REU0tvvcPSLYoEoAAHANZHMANUUGB+onrkwH6si4ceN08eJFvfnmm5Vqv2bNGi1cuFBvvfWWrr/++lquzrW52+1rqJi7XWHhCLsOZduuipGk9FLPbkQJVz9PWAosuvbxkuk90/rIz+xnbEEA4OLI5nA1rp5lHMlZ+gPOnsHd7ZghD8NZMJgO1IHly5dryZIlSklJUdOmTa/aPi8vT2PGjFHv3r318MMPV2obl696udLVLefPn7dr5054Hlr9smdaH6NLcCyLRXqlZHLbM70lv6qFwnHvZ+jZ5d/KKqu6RwQr/dAZPbf8O0VHBGve/V1roWDX5OrnCWupF1L5enu5/P4AgJHI5nBF/O7/hTP0BxySwWvYD7gadztmyMNwFhx5QB3Yu7fkuWkJCQlKSEgo831aWppMJpM6d+6sr776SidPntTRo0d19OhReXiU/zSmsLAw27q7dOliex7j5ecz/lpmZqY8PDzUqlUrB+wRYBy3eyt9qRfnhPibJb+q7d+bI7tpwkd77Z7PeHtkE80ZfrOC/bwdViYAAO6CbA64NmfoDzgkg9ewHwDAGAymA3Wga9euGjVqVJn5ubm5+vjjj3X99derX79+atGihSQpICCg3PaStGrVKh0/flwjRoyQj4+PQkJCJEm33nqrzGaz1q1bJ6vVKpPJZFvm2LFj+uabbxQdHa2GDXlpHeBOgv28tXhUtDJP5CjrdJ7CQ3wVGRpgdFkAADgtsjmAmiKDA/UXg+lAHRg4cKAGDhxYZn5WVpY+/vhjtW/fXm+//bZtfkhIiN3n0mJiYnT8+HH97W9/s7sttVGjRho2bJjeffddvfXWW3rkkUckSVarVZMnT1ZxcbHGjBnj4D0D4CwiQwMI8AAAVALZHICjkMGB+ofBdMCNzJ49Wxs3btSjjz6q9evXq3Xr1tq6dau2b9+ufv366cEHHzS6RAAAAKBeIJsDAOB+yn/gGwCXFBYWpp07dyoxMVHbt2/Xyy+/rBMnTmj69Olavnz5FZ/xCAAAAMCxyOYAALgfrkwHDBQeHi6r1VqlZTZt2lTh92FhYXrnnXdqUBUAAABQ/5DNAQDA1fCncKAWJCYmymQyafjw4UaXUqFp06bJZDKpd+/eRpcCAAAA1AqyOQAAcBSuTAccqEuXLkpKSrJ97tChg4HVXF1sbKy8vH45DcTExBhXDAAAAOBAZHMAAOBoJmtV72MDAACOY7FI/v4l07m5kp+fsfXAKVkKLPIfX3Kc5M7NlZ+Z4wQAAMCl0Q+oEvIwnAWPeQEcKCUlRSaTyfbPVW4lvfwvOTnZ6JIAAAAAhyCbAwAAR2MwHagFgwYNUlJSkoYOHSpJslqtWrNmjR555BF16tRJgYGB8vX1VefOnTVr1izl5+eXWcfhw4c1duxYdevWTddcc43MZrNatmyp+Ph4bdiwoUx7i8Wi9957T/fdd59at24tHx8fBQUFqVevXvrwww/LrTM2NlZJSUl68MEHHfsfAAAAADgJsjkAAHAUnpkO1ILBgwcrISHB9rmgoEADBgyQ2WxWTEyM+vXrp/z8fKWlpWnq1KlatmyZNm/eLB8fH9symZmZ+vjjj9WjRw/deuutatSokY4eParly5dr9erVmjlzpqZMmWJrv3XrVv3hD39QSEiIfvvb3+qee+7RyZMn9dlnn2nEiBH64osv9Prrr9vVGRsbq9jYWG3atEmLFi2q9f8XAAAAoK6RzQEAgKMwmA7UAU9PT82cOVPjxo1TUFCQbf7Fixd1zz33aMWKFZo7d66eeuop23d33HGHTp8+LQ8P+xtIfvzxR3Xt2lXJycl26wsLC9P777+ve++9Vw0aNLC1nzVrlqKjozV37lw98MADioqKqtV9BWC8zBM5yjqdp/AQX0WGBhhdDgAAToVsDsDRyN9A/cFgOlAHGjRoYHelSun5kydP1ooVK7R582a7wO7t7V3uuq677jrddtttWrp0qQ4fPmwL7J07d1bnzp3LtA8NDdX//d//acqUKdq8eTOBHW7jdG6B0SU4hqVAIT9Pns4tkKzV/9WcnVeoqUu/1c5DZ2zzoiOCNXNIBzX2Lf+cUt+E+JuNLgEAYDCyOeDanKkfUKP87cB+wJWQfQHHYzAdMNjlK1W8vCr343j69Gnt3LlTvr6+atWqVa1sw53kFRYZXQJqSbcZ640uwSF8CvO1/+fpni9u1AXvhtVel4dJCmjYQG+M6KqoiMbadShbU5Z+o7hXtqjY6ph6Xd2+5/sZXUK1lD6X5RUWyWTi3FYTvt717/chgMohm8PV1Mf+jjP1A2qSvx3ZD7gSV82+5XFEHiYDwhE4igCDLViwQJIUFxdX7vdZWVlKSUnRpUuX9OOPP+pf//qXzp49q7feeksBAVe/fezSpUt69913ZTKZ1KdPH4fW7graPZdmdAlAnSm2SrOGdFR8pzBJUnynMFll1fgP9hpcmfNw1XNCsfWXl+F1m7FeHibHd7bqk6zZ8UaXAMBJkc3halw127gLZ8/f7nR8OCIPkwHhCAymAwZKTU3V/Pnz1bZtW40aNarcNllZWZo+fbrts7+/vxYuXKiRI0dWahvPPvusvvnmGz300EPq0KGDQ+oG4LyiIhrbfe4eEWxQJQAAuBayOYDqIH8D9QuD6YBBdu/erWHDhikwMFBLliyR2Vz+s8xiYmJktVp18eJFZWVl6e9//7seeOABpaen67XXXqtwG3//+9/1wgsv6Oabb9acOXNqYzecnjvd1gZ77nSVhSPtOpRtuzJGktJLPb8RrntOsBRYdO3jJdN7pvWRn9nP2IIAwM2QzeGqXDXb1ISz9QOcOX+70/FBHoazYDAdMMDevXsVFxcnk8mktLQ0tW/f/qrLNGjQQJGRkXrppZeUl5en119/XXfeeafuvPPOctsvXLhQY8eOVceOHbVu3Tr5+/s7ejdcAs9Ec197prnJrdEWi/RKyeS2Z3pLftUPhePez9Czy7+VVVZ1jwhW+qEzem75d4qOCNa8+7s6qGDX5qrnBGupF1L5enu57H4AgDMim8OV1cdM4Ez9gBrlbwf2A67EnY4P8jCcBUceUMcyMjLUt29fXbp0SWvXrlVUVFSV1xEXF6d58+Zp06ZN5Qb2BQsWaMyYMWrXrp02bNigkJCQctYCuDa3eTN9qRfnhPibJb/q79ebI7tpwkd77Z7ReHtkE80ZfrOC/bxrVCYAAO6IbA64HmfqB9QofzuwHwCg7jCYDtShjIwM9enTR0VFRUpLS1N0dHS11vPjjz9Kkry8yv4IL1iwQKNHj1bbtm31+eef65prrqlRzQBcR7CftxaPilbmiRxlnc5TeIivIkOv/jI0AADqI7I5gJoifwP1j4fRBQD1xeWwfvHiRa1Zs0Y9evSosH16erry8/PLzD98+LBeeOEFSSpz5cs777yj0aNHq02bNvr888917bXXOm4HALiMyNAA9W0XSpAHAOAKyOYAHIn8DdQfXJkO1IEzZ86oT58+ys7OVv/+/bVu3TqtW7fOrk1QUJAmTpxo+zxr1ixt3bpVvXr1UosWLeTl5aWDBw9q9erVKiws1J/+9Cf17NnT1v7zzz/XmDFjZLVadccdd+jNN98sU0eXLl00ePDg2tpNAAAAwOmRzQEAQHUxmA7UgfPnzys7O1uSlJqaqtTU1DJtWrZsaRfYR48eLR8fH+3atUtr165VYWGhrr32WsXHx2vMmDFlrnw5cuSIrFarJGn+/Pnl1vHggw8S2AEAAFCvkc0BAEB1MZgO1IHw8HBbmK6su+66S3fddVel2yckJCghIaGKlQEAAAD1C9kcAABUF89MB2pBYmKiTCaThg8fbnQpFZo2bZpMJpN69+5tdCkAAABArSCbAwAAR+HKdMCBunTpoqSkJNvnDh06GFjN1cXGxsrL65fTQExMjHHFAAAAAA5ENgcAAI5mslb1/jYAAOA4Fovk718ynZsr+fkZWw+ckqXAIv/xJcdJ7txc+Zk5TgAAAFwa/YAqIQ/DWfCYF8CBUlJSZDKZbP9c5VbSy/+Sk5ONLgkAAABwCLI5AABwNAbTgVowaNAgJSUlaejQobZ54eHhduG4vH9bt261W8/rr7+uxMREderUSV5eXjKZTNq0aVOl6/jyyy/l6ekpk8mk2bNnl/k+NjZWSUlJevDBB6u9rwAAAIAzI5sDAABH4ZnpQC0YPHiwEhIS7OZNnDhRZ8+eLdP21KlTeuONN9S4cWNFRUXZfffYY49JksLCwnTNNdfo+PHjla7hwoULSkhIkI+PjywWS7ltYmNjFRsbq02bNmnRokWVXjcAAADgKsjmAADAURhMB+rIxIkTy53/t7/9TZI0cuRINWzY0O67lStXqlu3bmratKnGjh2r+fPnV3p7U6dO1bFjxzRp0iQ9++yz1a4bgGvJPJGjrNN5Cg/xVWRogNHlAADglMjmAByNHA7UDwymAwZ75513JEmjRo0q8118fHy11rl9+3bNmTNHb731lho0aFCj+gBXcDq3wOgSqs9SoJCfJ0/nFkjW6v1qzs4r1NSl32rnoTO2edERwZo5pIMa+3o7oFDXFOJvNroEAIALIZsDrsGZ8n+1c7iD+gFXQx4GHIvBdMBAX3zxhfbv369bbrlFnTt3dsg68/LylJCQoJiYGI0ZM0YpKSkOWa9R8gqLjC4BLqDbjPVGl1BtPoX52v/zdM8XN+qCd8MK21+Jh0kKaNhAb4zoqqiIxtp1KFtTln6juFe2qNjquHpdzb7n+xldgkOUPhfmFRbJZKq/50Zfb+IrgNpBNoczoj9UPmfK/9XN4Y7qB1xNfcrD5ETUBY4ywECXr3wZPXq0w9Y5adIkHTt2TGvXrnXYOo3U7rk0o0sAXEKxVZo1pKPiO4VJkuI7hckqq8Z/sNfgyozlLueQYmu+bbrbjPXyMNVOZ8sVZM2u3pWhAHA1ZHM4I3fJMu7M2XO4uxxDlcnD5ETUBQbTAYPk5ubqn//8p3x9ffX73//eIevcvHmz5s6dq1dffVUREREOWScA1xEV0djuc/eIYIMqAQDAtZDNAdQEORyoPxhMBwzy8ccfKzc3Vw8++KAaNWpU4/VZLBY99NBD6tGjh8aPH++ACp2Du9yShtrlLldb1NSuQ9m2K2IkKb3UcxvrK3c5h1gKLLr28ZLpPdP6yM/sZ2xBAOBmyOZwVu6SZRzN2fK/M+dwdzmGyMNwFgymAwZ5++23JTnuNtKpU6fqxx9/1OrVq+Xh4eGQdToDnnmGytgzrY/RJVSfxSK9UjK57Znekl/1QuG49zP07PJvZZVV3SOClX7ojJ5b/p2iI4I17/6uDizYtbjLOcRa6oVUvt5ebrNfAOAsyOZwVvzOL58z5f9q53AH9QOuxl2OIfIwnAVHHmCAffv26csvv1SbNm3Us2dPh6zzq6++Un5+vtq0aVPu95MnT9bkyZM1YcIEvfrqqw7ZJuAsXPoN9aVenBPib5b8qrcvb47spgkf7bV7NuPtkU00Z/jNCvbzrnGZAAC4K7I54HqcKf9XO4c7qB8AoG4xmA4Y4PLLjUaNGuWwdcbHx+vGG28sMz8zM1NbtmxRVFSUOnXqpB49ejhsmwCcR7CftxaPilbmiRxlnc5TeIivIkMDjC4LAACnRzYHUBPkcKB+YTAdqGMXL17U4sWL1aBBAz3wwAMOW+9TTz1V7vyUlBRt2bJFd999tyZNmuSw7QFwTpGhAYR3AAAqiWwOwFHI4UD9wGA6UMf+9a9/6aefftLdd9+ta6+9tsK2s2fP1n/+8x9J0o4dO2zzUlJSJJU809FRt6ICAAAA9Q3ZHAAAVAWD6UAdu3wbaWVebpSamqrNmzfbzUtL++Wt5TExMQR2AAAAoJrI5gAAoCoYTAfq2OrVqyvddtOmTTXeXkJCghISEmq8HgAAAMDdkM0BAEBVeBhdAOCOEhMTZTKZNHz4cKNLqdC0adNkMpnUu3dvo0sBAAAAagXZHAAAOApXpgMO1KVLFyUlJdk+d+jQwcBqri42NlZeXr+cBmJiYowrBgAAAHAgsjkAAHA0k9VqtRpdBAAA9ZbFIvn7l0zn5kp+fsbWA6dkKbDIf3zJcZI7N1d+Zo4TAAAAl0Y/oErIw3AWPOYFqEBKSopMJpPtn7PfGlpVBw4csNu/8PBwo0sCAAAAykU2BwAARmMwHaiEQYMGKSkpSUOHDrXNO3jwoJKTkzVw4EA1a9asUoG3qKhICxYsUI8ePXTNNdcoICBA7dq109NPP63jx4+XaT979mzFxcWpefPm8vHxUUhIiG655Ra9/PLLysvLK9P+5MmTeuGFFzR06FBFRETYgviVBAcHKykpSUlJSQoMDKz8fwgAAABgELI5AAAwCo95ASqQkpKixMRELVy4UAkJCeV+5+npqbZt22rfvn1q3ry5srKyrri+e+65R5999pluvPFG9e/fX2azWV9++aW2b9+usLAwZWRkqGnTprb2ERERatKkiTp27Khrr71Wubm52rRpk7777jt17txZX3zxhXx9fW3tN23apN69e8tkMikyMlL/+9//lJeXp8r8mF/ubFRUP4BawO2dqARuawUAsjkAN0M/oErIw3AWvIAUqKY77rhDO3bsUOfOneXj46OGDRtW2D49PV2fffaZunfvrm3btqlBgwa27yZOnKg5c+bo73//u5577jnb/P3795e73gceeECLFy/WwoUL9eijj9rmt23bVps3b9bNN9+sgIAAtWnTRv/9738dsLcAnEnmiRxlnc5TeIivIkMDjC4HAADDkc0BOANyOuD+GEwHqqlVq1Zq1apVpdt///33kqS+ffvahXVJio+P15w5c3Ty5Em7+VfqBAwdOlSLFy/WgQMH7OaHhoYqNDS00jUBruR0boHRJdQOS4FCfp48nVsgWa/8qzk7r1BTl36rnYfO2OZFRwRr5pAOauzrXcuFuo4Qf7PRJQAA6hjZHKifnKWPUK2cXoV+QHWRiwHHYzAdqCPt27eXJK1fv17Jycny8vrlx2/16tWSpNjY2Eqta9WqVZKkDh06OLjK+ievsMjoElBJ3WasN7qEWuFTmK/9P0/3fHGjLnhf+Uo6D5MU0LCB3hjRVVERjbXrULamLP1Gca9sUTEPbbPZ93w/o0twuNLnqrzCIplMnLtqwtebCAzUd2RzuDr6MSWcpY9QnZxelX5AdblTLq5pHib/wVE4koA60rFjR40fP15z585V+/bt1a9fP5nNZqWnp2vnzp169tlndffdd5e77KuvvqqzZ8/q7Nmz2r59u3bv3q24uDg98MADdbwX7qfdc2lGlwBUWrFVmjWko+I7hUmS4juFySqrxn+w1+DKnIs7/lwXW/Nt091mrJeHyfGdrfoka3a80SUAMBjZHK7OHfOOK3PWnO5Ox0lN8zD5D47CYDpQh15//XVFRERo0qRJev31123zBwwYoKFDh15xuVdffVWHDx+2fR45cqTefPPNMrekAnB/URGN7T53jwg2qBIAAFwb2RyAI5HTgfqBwXSgjlitVj3yyCN6//339dprr2nw4MHy9fXVjh079Nhjj6lHjx5av369evToUWbZrKwsSdLx48e1ceNGPf3004qOjlZaWpquv/76Ot4T9+JOt725O3e6qqImdh3Ktl3xIknppZ7LiBLu+HNtKbDo2sdLpvdM6yM/s5+xBQGAiyObw9W5Y96pDmfqIzhjTnen44Q8DGfBYDpQRxYuXKj58+drzpw5Gjt2rG1+v379tGzZMrVr106TJk3S5s2br7iOpk2b6ve//71uvPFGde/eXU888YQ+/vjjuijfbfHcNNexZ1ofo0uoHRaL9ErJ5LZnekt+Vw6F497P0LPLv5VVVnWPCFb6oTN6bvl3io4I1rz7u9ZRwc7PHX+uraVeSOXr7eWW+wgAdYlsDldHFijhLH2EauX0KvQDqsudjhPyMJwFRx5QRy6/mKh3795lvmvbtq3CwsK0Z8+eSq0rKipKjRs31qZNmxxZIuDU3PZN9KVenBPib5b8rryfb47spgkf7bV79uLtkU00Z/jNCvbzrtUyAQBwJ2RzwD04Sx+hWjm9Cv0AAM6DwXSgjhQWFkqSfvrppzLfXbp0SdnZ2fL19a3UunJzc3Xu3Dk1bdrUoTUCcG7Bft5aPCpamSdylHU6T+EhvooMDTC6LAAAXA7ZHIAjkdOB+sPD6AKA+uI3v/mNJGnWrFkqKCiw+27GjBnKz8+3uzLm8OHDtucxlnbx4kVNnDhRxcXFuvPOO2u1ZgDOKTI0QH3bhRLQAQCoJrI5gNpATgfcH1emA9V06tQpPfnkk7bPFy9e1KlTp5SQkGCbl5KSYpt+9NFHtXjxYm3YsEFt2rRR//795ePjox07dujLL79UcHCwZs2aZWu/d+9e3XPPPbr99tsVGRmpJk2a6MSJE1q/fr1++OEH3XTTTZo5c2aZukpv/9ixY2Xm/fWvf1WTJk1q/h8AAAAAOAmyOQAAqAsmq9VqNboIwFmlpKQoMTFRCxcutAu9kpSVlaWIiIgKl//1j9f58+f1l7/8RcuWLdPBgwd16dIlNWvWTHFxcZoyZYpatmxpa3vkyBG9+uqr2rJli7KysnT27Fn5+/urbdu2GjJkiB599FH5lfOCEpPJVGFNhw4dUnh4eJn5l+eVd8UNgFpksUj+/iXTubm18uIhuD5LgUX+40uOk9y5ufIzc5wAqH/I5gDcCv2AKiEPw1lwZTpQTeHh4WUC+dU0atRIM2bM0IwZM67atkWLFnr55ZerXBd/HwMAAEB9QzYHAAB1gWemA5WQmJgok8mk4cOHG12KQx04cEAmk0kmk0mHDx82uhwAAADgqsjmAADAKFyZDlSgS5cuSkpKsn3u0KGDgdU4XnBwsN3+BQUFGVcMAAAAUAGyOQAAMBrPTAcAwEg8KxGVwDMiAQAA3Az9gCohD8NZ8JgXwIFSUlJst2a6wq2n06ZNs6s3OTnZ6JIAAAAAhyCbAwAAR+MxL0AtGDRokLp06WJ36+nBgwe1ePFiZWRkaM+ePfrxxx/VsmVLZWVlXXE9JpPpit+98MILmjRpkt282bNn6/PPP9f+/ft16tQp+fr6KiIiQiNGjNDYsWPl6+tr1z42NlZeXl7KysrSokWLqrezAAAAgBMjmwMAAEdhMB2oBYMHD1ZCQoLdvK1bt2r69Ony9PRU27Ztdfz48Uqtq2XLlmXWJUk9e/YsM2/+/Plq0qSJ+vbtq2uvvVa5ubnatGmTnnjiCb377rv64osv7EJ7bGysYmNjtWnTJgI7AAAA3BLZHAAAOAqD6UAdueOOO7Rjxw517txZPj4+atiwYaWWCw8Pr/Qtnvv37y93vQ888IAWL16shQsX6tFHH61K2QBcVOaJHGWdzlN4iK8iQwOMLgcAAKdCNgfgaORvoH5gMB2oI61atVKrVq1qdRtX6gQMHTpUixcv1oEDB2p1+4ARTucWGF1CzVgKFPLz5OncAslas1/N2XmFmrr0W+08dMY2LzoiWDOHdFBjX+8ardtVhfibjS4BAOBkyOaA+zC6P1Dt/O3gfkBFyMOA4zCYDji5s2fP6u2339bJkyd1zTXXKCYmRpGRkVVax6pVqyTJ7jmRriivsMjoEuCEus1Yb3QJNeJTmK/9P0/3fHGjLnhX7sq4K/EwSQENG+iNEV0VFdFYuw5la8rSbxT3yhYVW2teryva93w/o0uosdLnv7zCIplMnA8lydebKAugbpHN4ezqY5/J6P5AdfO3o/sBFSEPlyA7whE4igAn9/XXX2vMmDG2zyaTSffff7/mz59f5qVFl7366qs6e/aszp49q+3bt2v37t2Ki4vTAw88UFdl14p2z6UZXQLg9Iqt0qwhHRXfKUySFN8pTFZZNf6DvQZXZhx3OHcUW/Nt091mrJeHqfY6W64ka3a80SUAqGfI5nB27pB7XI0r5G93OC4ckYfJjnAEBtMBJ/bkk0/q3nvvVWRkpEwmk/bu3aspU6bovffeU1FRkT788MNyl3v11Vd1+PBh2+eRI0fqzTffVIMGDeqqdAAGiopobPe5e0SwQZUAAOA+yOYAroT8DdQfDKYDTuyll16y+9y7d29t2LBBnTt31kcffaRp06apffv2ZZbLysqSJB0/flwbN27U008/rejoaKWlpen666+vi9JrhTvcmgbHc4erLBxt16Fs25UxkpRe6vmN9ZE7nDssBRZd+3jJ9J5pfeRn9jO2IACoh8jmcAXukHuqyhn6A86ev93huCAPw1kwmA64GF9fX/3+97/Xn//8Z23fvr3cwH5Z06ZN9fvf/1433nijunfvrieeeEIff/xxHVbrWDzfDOXZM62P0SXUjMUivVIyue2Z3pJfzULhuPcz9Ozyb2WVVd0jgpV+6IyeW/6doiOCNe/+rg4o2PW4w7nDWuqFVL7eXm6xTwDgDupzNodzqo8Zwej+QLXzt4P7ARVxh+OCPAxnwZEHuKAmTZpIkvLy8irVPioqSo0bN9amTZtqsSrAGC7/ZvpSL84J8TdLfjXbnzdHdtOEj/baPaPx9sgmmjP8ZgX7eddo3QAAoCyyOWAso/sD1c7fDu4HAKgbDKYDLmjnzp2SpPDw8Eq1z83N1blz59S0adNarAqAMwj289biUdHKPJGjrNN5Cg/xVWRogNFlAQDgtsjmQP1G/gbqFwbTASe1d+9e3XTTTfL19bWbv2TJEn344Ydq0qSJ+vT55Xa2w4cPy2q1lgnxFy9e1MSJE1VcXKw777yzLkoH4AQiQwMI8QAAOAjZHMDVkL+B+oHBdKCOnDp1Sk8++aTt88WLF3Xq1CklJCTY5qWkpNim58yZo2XLlum3v/2tWrRoIavVqoyMDG3dulUNGzbUokWL5O/vb2u/d+9e3XPPPbr99tsVGRmpJk2a6MSJE1q/fr1++OEH3XTTTZo5c2Zd7CoAAADg1MjmAACgOhhMB+pIbm6uFi1aZDfPYrHYzSsd2AcNGqSzZ88qIyNDqampKioqUrNmzTRq1Cg9+eSTatOmjd26unbtqgkTJmjLli1aunSpzp49K39/f7Vt21bjx4/Xo48+Kr9afKEJAAAA4CrI5gAAoDoYTAfqSHh4uKxWa6XbDxkyREOGDKl0+xYtWujll1+uTmkAAABAvUI2BwAA1eFhdAGAO0pMTJTJZNLw4cONLqVC06ZNk8lkUu/evY0uBQAAAKgVZHMAAOAoXJkOOFCXLl2UlJRk+9yhQwcDq7m62NhYeXn9chqIiYkxrhgAAADAgcjmAADA0UzWqtzbBgAAHMtikS6/sCw3V+L5qSiHpcAi//Elx0nu3Fz5mTlOAAAAXBr9gCohD8NZ8JgXoAIpKSkymUy2f85+a2hVHThwwG7/wsPDjS4JAAAAKBfZHAAAGI3BdKASBg0apKSkJA0dOtQ27+DBg0pOTtbAgQPVrFmzqwbe5ORku3Bc3r9Ro0aVWS41NVV9+vRRUFCQfHx81LFjR7388su6dOnSFbeVk5OjpKQkdejQQb6+vgoKClLXrl01ffp0u3bBwcFKSkpSUlKSAgMDq/4fAwAAANQxsjkAADAKz0wHKmHw4MFKSEiwm7d161ZNnz5dnp6eatu2rY4fP17hOip65uHbb7+to0ePql+/fnbzX3vtNU2YMEGNGjXS3XffraCgIK1fv15PPPGEduzYoSVLlpRZ15EjRxQbG6vvv/9effr0UXx8vAoKCnTgwAF9+umnds+NDA4OVnJysqSSK30AAAAAZ0c2BwAARmEwHaimO+64Qzt27FDnzp3l4+Ojhg0bVtg+Jiam3NB+4sQJzZw5UyEhIRo8eLBt/tGjR/XUU0+pcePG2rt3r1q2bClJKioq0tChQ/XJJ5/oo48+sru99dKlSxo6dKh+/PFHbdiwQb1797bbVlFRUfV3GIDTyzyRo6zTeQoP8VVkaIDR5QAAUGfI5gCcCbkccF8MpgPV1KpVK7Vq1arG60lJSVFRUZH+8Ic/yNvb2zZ/zZo1Kiws1IQJE2xhXZK8vLw0ffp0LV++XG+++aZdYP/kk0+0a9cuPfvss2XC+uVlAXdxOrfA6BIcw1KgkJ8nT+cWSNaq/5xm5xVq6tJvtfPQGdu86IhgzRzSQY19vStYsn4J8TcbXQIAoJaQzYH6zVn6BlXK5Q7oB1QFWRhwDH57AwZbsGCBJGn06NF280+cOCFJioiIKLPM5XlffPGFCgoKZDaX/FL8+OOPJUn33nuvfvjhB61atUpnz57VDTfcoDvvvFP+l98UXo/lFXIFkLvoNmO90SU4hE9hvvb/PN3zxY264F3xlXTl8TBJAQ0b6I0RXRUV0Vi7DmVrytJvFPfKFhVbHVuvK9v3fL+rN3JSpc9deYVFMpk4l9UGX2+iMVDfkc3hSujb/MJZ+gZVyeWO6AdUhStnYalmeZiMB0fiaAIMtHXrVv2///f/dOutt6p9+/Z2311zzTWSpEOHDpVZ7vK8oqIiff/992rbtq0kaffu3ZKkbdu26U9/+pMKCn756/w111yjf/7znxU+H7I+aPdcmtElAA5XbJVmDemo+E5hkqT4TmGyyqrxH+w1uDLn4so//8XWfNt0txnr5WGq3c5WfZU1O97oEgAYiGwOV+PK2cZdOXMud/XjpSZ5mIwHR/IwugCgPnvnnXcklb3yRZL69u0rT09PvfPOO/rhhx9s84uKijR9+nTb57Nnz9qmT548KUn64x//qIkTJ+qHH37QTz/9pNdee03nzp3T4MGDdezYsVraGwBGiopobPe5e0SwQZUAAOCayOYAHIFcDrg3rkwHDHL+/HktWbJE/v7+GjZsWJnvIyIiNGXKFP35z39Wx44ddffddyswMFAbNmzQkSNH1KJFCx05ckSenp62ZYqLiyVJd911l2bPnm2b/8c//lFHjx7Viy++qHfeeUfTpk2r/R10Uq5+axt+4epXVjjarkPZtitgJCm91HMaUcKVf/4tBRZd+3jJ9J5pfeRn9jO2IABwM2RzuCJXzjaO5kx9A2fN5a5+vJCH4SwYTAcM8uGHHyovL0+jRo264vMSn3/+ebVu3Vqvv/66PvroI3l6eur222/Xhx9+aHu50eVbTiUpMDBQp06d0sCBA8us63e/+51efPFF2+2m9RXPSnMfe6b1MboEx7BYpFdKJrc901vyq3ooHPd+hp5d/q2ssqp7RLDSD53Rc8u/U3REsObd39XBBbsuV/75t5Z6IZWvt5dL7wsAOCOyOVwReeAXztI3qFIud0A/oCpc/XghD8NZcOQBBqnoNtLSRo4cqZEjR9rNKygoUGZmpoKDg+1egnTTTTfp1KlTCgoKKrOey/MuXLhQs8IBJ+E2b6Mv9eKcEH+z5Ff1/XpzZDdN+Giv3bMYb49sojnDb1awn7dDygQAwJ2RzQHX5ix9gyrlcgf0AwDUPQbTAQN888032rVrl9q3b69bb721yst/8sknKigo0KhRo+zmx8bGavv27dq3b5/uvvtuu+/27dsnSQoPD6923QCcU7CftxaPilbmiRxlnc5TeIivIkMDjC4LAACXQDYH4CjkcsD98QJSwACXr3z5deD+tfPnz5eZt3//fj3xxBNq1KiRJk2aZPddYmKizGazXn/9dR09etQ2PycnR7NmzZIk3XfffTUtH4CTigwNUN92oQR2AACqgGwOwNHI5YD74sp0oJpOnTqlJ5980vb54sWLOnXqlBISEmzzUlJSyixXWFio9957T97e3vrDH/5Q4TaeeOIJZWRkKCoqSsHBwcrMzNSKFSvk4eGhZcuWqXnz5nbtIyIi9NJLL+mxxx5T586dNWTIEJnNZq1atUpZWVl6+OGH9dvf/rZG+w0AAAA4G7I5AACoCwymA9WUm5urRYsW2c2zWCx288oL7MuWLdPp06d13333qUmTJhVuIy4uTv/5z3+0ZMkS5eTkqGnTprr//vs1ZcoU3XDDDeUu88c//lHh4eF66aWX9NFHH6moqEjt27fXlClTNGbMmKrvKAAAAODkyOYAAKAuMJgOVFN4eLisVmuVl7vvvvsqfTvnvffeq3vvvbfK2/jd736n3/3ud1VeDgAAAHBFZHMAAFAXeGY6UAmJiYkymUwaPny40aU41IEDB2QymWQymXT48GGjywEAAACuimwOAACMwpXpQAW6dOmipKQk2+cOHToYWI3jBQcH2+1fUFCQccUAAAAAFSCbAwAAo5ms1bkXDgAAOIbFIvn7l0zn5kp+fsbWA6dkKbDIf3zJcZI7N1d+Zo4TAAAAl0Y/oErIw3AWPOYFqEBKSortVkt3v5XUZDIpPDzc6JIAAACAcpHNAQCA0RhMByph0KBBSkpK0tChQyVJVqtVa9as0SOPPKJOnTopMDBQvr6+6ty5s2bNmqX8/PxKrXfcuHG2sHz8+PFy2xw/flyjR49WWFiYGjZsqNatW+v5559XYWFhmbYxMTF2Aby8f4sXL7a1v3wraVJSkgIDA6vxPwMAAADULbI5AAAwCo95ASqQkpKixMRELVy4UAkJCbb5+fn58vHxkdlsVkxMjDp27Kj8/HylpaUpMzNTUVFR2rx5s3x8fK647g0bNqhv377y9fWVxWLRsWPH1LRpU7s2x48fV3R0tH744QcNHjxYrVu31rZt27R9+3b1799fq1atkofHL38TS0lJUVZWVpltXbx4US+88II8PDx05MgRXXfddWXaXL7ypbzlAdQibu9EJXBbKwCQzQG4GfoBVUIehrPgBaRANXh6emrmzJkaN26c3YuBLl68qHvuuUcrVqzQ3Llz9dRTT5W7fE5OjkaNGqUhQ4bo9OnT2rx5c7ntnnnmGR05ckTz5s3TI488IqnkypvExEQtWrRIixYtUmJioq196U5FaZ9++qmsVqsGDBhQblgH4PoyT+Qo63SewkN8FRkaYHQ5AADUGbI5AGdEPgfcE4PpQDU0aNBAU6ZMKXf+5MmTtWLFCm3evPmKgf2JJ55QTk6O5s2bp2HDhpXbJicnRx9//LFatWqlsWPH2uabTCa98MILWrx4sf7xj3/YBfYrefvttyVJo0aNqszuAU7vdG6B0SU4jqVAIT9Pns4tkKxV+9WcnVeoqUu/1c5DZ2zzoiOCNXNIBzX29XZgoa4rxN9sdAkAgFpENgdwmTP0Eyqdz2vYD6gOcjFQcwymAw7WoEEDSZKXV/k/XmvXrtU//vEPvfvuuwoNDb3ienbs2KGCggL17dtXJpPJ7ruwsDB17NhRO3fuVH5+vho2bHjF9fzvf//T2rVr1bRpU8XHx1djj5xbXmGR0SXAAN1mrDe6BIfxKczX/p+ne764URe8r/zzXB4PkxTQsIHeGNFVURGNtetQtqYs/UZxr2xRMQ9ykyTte76f0SXUWOlzXV5hkUwm9z73+XoTUQE4Btkc9QX9ohLO0E+obD6vaT+gOlw5Fzs6D5M3UV0cOYCDLViwQJIUFxdX5rvz589r9OjRGjBggP7whz9UuJ7MzExJUmRkZLnfR0ZG6uuvv9b333+vdu3aXXE9CxcuVHFxsRISEq7YiXBl7Z5LM7oEwFDFVmnWkI6K7xQmSYrvFCarrBr/wV6DK3Me7nCeKLb+8vK8bjPWy8NU+50tI2XNZoAJgGOQzVFfuEPecRfOnM9d+ThxdB4mb6K6PK7eBEBlpaamav78+Wrbtm25t21OnDhR586d0/z586+6rnPnzkmSAgMDy/2+UaNGdu3KY7VatXDhQkncRgq4s6iIxnafu0cEG1QJAADOg2wOwCjkc8B98adwwEF2796tYcOGKTAwUEuWLJHZbP8ssjVr1mjhwoV66623dP3119dJTZ9//rkOHTqkXr166cYbb6yTbdY1V75NDdXnyldU1IZdh7JtV75IUnqp5zPCPc4TlgKLrn28ZHrPtD7yM/sZWxAAODmyOeobd8g7juAs/QRnzeeufJyQh+EsGEwHHGDv3r2Ki4uTyWRSWlqa2rdvb/d9Xl6exowZo969e+vhhx+u1DovX/Vypatbzp8/b9euPJdfbjR69OhKbdMV8Zyz+mnPtD5Gl+A4Fov0Ssnktmd6S35VC4Xj3s/Qs8u/lVVWdY8IVvqhM3pu+XeKjgjWvPu71kLBrscdzhPWUi+k8vX2cot9AoDaQjZHfUQ2KOEM/YRK5/Ma9gOqw5WPE/IwnAVHHlBDGRkZ6tu3ry5duqS1a9cqKiqqTJuTJ0/q6NGjOnr0qDw8yn+6UlhYyV+t9+7dqy5dutiex3j5+Yy/lpmZKQ8PD7Vq1arc77Ozs7V06VIFBQXpnnvuqc6uAU7Lrd5CX+rFOSH+Zsmvavv25shumvDRXrtnMN4e2URzht+sYD9vh5UJAIArIJsD9Zsz9BMqnc9r2A8AYAwG04EayMjIUJ8+fVRUVKS0tDRFR0eX2y4gIOCKz0VctWqVjh8/rhEjRsjHx0chISGSpFtvvVVms1nr1q2T1WqVyWSyLXPs2DF98803io6OVsOG5b9047333lNBQYFGjx4tHx+fGu4pAGcV7OetxaOilXkiR1mn8xQe4qvI0ACjywIAoM6RzQE4A/I54N4YTAeq6XJYv3jxolJTU9WjR48rtg0JCbHd1vlrMTExOn78uP72t7+padOmtvmNGjXSsGHD9O677+qtt97SI488IqnkxUWTJ09WcXGxxowZc8VtvvPOO5J4uRFQX0SGBhDSAQD1FtkcgLMhnwPuicF0oBrOnDmjPn36KDs7W/3799e6deu0bt06uzZBQUGaOHFijbYze/Zsbdy4UY8++qjWr1+v1q1ba+vWrdq+fbv69eunBx98sNzl9uzZo6+//lpdu3bVzTffXKMaAAAAAGdGNgcAAHWFwXSgGs6fP6/s7GxJUmpqqlJTU8u0admyZY0De1hYmHbu3Klp06Zp1apVWrlypVq0aKHp06frmWeeueIzHi9f+cLLjQAAAODuyOYAAKCuMJgOVEN4eLisVqtD1rVp06YKvw8LC7MF8MqaN2+e5s2bV4OqAAAAANdANgcAAHWl/D+dA7CTmJgok8mk4cOHG12KQx04cEAmk0kmk0mHDx82uhwAAADgqsjmAADAKFyZDlSgS5cuSkpKsn3u0KGDgdU4XnBwsN3+BQUFGVcMAAAAUAGyOQAAMJrJ6qj74QAAQNVZLJK/f8l0bq7k52dsPXBKlgKL/MeXHCe5c3PlZ+Y4AQAAcGn0A6qEPAxnwWNegAqkpKTYbrV091tJTSaTwsPDjS4JAAAAKBfZHAAAGI3BdKASBg0apKSkJA0dOlSSZLVatWbNGj3yyCPq1KmTAgMD5evrq86dO2vWrFnKz88vdz2vv/66EhMT1alTJ3l5eclkMl3xJUdZWVl2Ybq8f56enhXWffHiRXXp0kUmk0lt2rQp8/3lW0mTkpIUGBhYtf8UAAAAwABkcwAAYBSemQ5UwuDBg5WQkGD7XFBQoAEDBshsNismJkb9+vVTfn6+0tLSNHXqVC1btkybN2+Wj4+P3Xoee+wxSVJYWJiuueYaHT9+/IrbDAoKsntmYmm7d+/WqlWr1K9fvwrr/vOf/6wDBw5c8fvg4GAlJydLKrnSBwAAAHB2ZHMAAGAUBtOBavD09NTMmTM1btw4uxcDXbx4Uffcc49WrFihuXPn6qmnnrJbbuXKlerWrZuaNm2qsWPHav78+VfcRlBQkC1M/9rvfvc7SdLo0aOvuHxGRoZeeOEFvfzyy7aOAgD3lXkiR1mn8xQe4qvI0ACjywEAoM6QzQE4O7I64D4YTAeqoUGDBpoyZUq58ydPnqwVK1Zo8+bNZQJ7fHx8jbf9448/as2aNbr22mttwf3XCgsLlZCQoFtvvVXjx48nsMNtnM4tMLoEx7MUKOTnydO5BZK1ar+as/MKNXXpt9p56IxtXnREsGYO6aDGvt4OLNT1hfibjS4BAFALyOYASnOmPkOFWd16sUb9gJoiGwPVw2A64GANGjSQJHl51c6PV0pKii5duqQHHnjAtq1fS05OVmZmpr7++muZTKZaqcNIeYVFRpcAg3Sbsd7oEhzOpzBf+3+e7vniRl3wblil5T1MUkDDBnpjRFdFRTTWrkPZmrL0G8W9skXFVsfX68r2PV/x7ffOrPR5L6+wSCYT58Er8fUm3gL4BdkcKFGf+lDO1GeoKKubC2rWD6gpV8vGdZGHyZGoDI4SwMEWLFggSYqLi3P4uq1Wq239o0aNKrfNrl279Je//EWzZs1S69atHV6DM2j3XJrRJQBOo9gqzRrSUfGdwiRJ8Z3CZJVV4z/Ya3BlzseVzx3F1l9entdtxnp5mOq2s+VKsmbX/EpTAO6DbA6UcOUc5MqcOau72jFRF3mYHInK8DC6AMCdpKamav78+Wrbtu0VA3VNbN68WQcPHlTPnj3Vpk2bMt8XFBQoISFBN998s5544gmHbx+Ac4qKaGz3uXtEsEGVAADgPMjmAJwBWR1wL1yZDjjI7t27NWzYMAUGBmrJkiUymx3//LF33nlH0pWvfHn22WeVmZmpPXv2yNPT0+HbdxaudjsaHMfVrp6oK7sOZduudpGk9FLPZMQvXPncYSmw6NrHS6b3TOsjP7OfsQUBgJMjmwP2XDkHVZWz9RmcNau72jFBHoazYDAdcIC9e/cqLi5OJpNJaWlpat++vcO3cfbsWX366adq1KiR7rvvvjLfZ2Rk6OWXX9azzz6rjh07Onz7zoTnmNVfe6b1MboEx7NYpFdKJrc901vyq1ooHPd+hp5d/q2ssqp7RLDSD53Rc8u/U3REsObd37UWCnZdrnzusJZ6IZWvt5dL7wsA1DayOVBWfcoOztRnqDCrD76pRv2AmnK1Y4I8DGfBkQfUUEZGhvr27atLly5p7dq1ioqKqpXtfPDBB7pw4YIeeOAB+fr6lvn+3//+ty5duqTk5GQlJyeX+f6///2vTCaTAgMDdfbs2VqpEahtbvnG+VIvzgnxN0t+VdvHN0d204SP9to9d/H2yCaaM/xmBft5O6xMAABcAdkcgDP1GSrM6rpom1edfgAAYzCYDtRARkaG+vTpo6KiIqWlpSk6OrrWtnX5NtLRo0eX+33r1q2veIvpO++8o8DAQA0dOrTcsA/AdQX7eWvxqGhlnshR1uk8hYf4KjI0wOiyAACoc2RzAM6mwqxuuVjxwgCcEoPpQDVdDusXL15UamqqevToUWvb+uqrr5SRkaFOnTrplltuKbfNbbfdpttuu63c79555x01bdpUb7/9dq3VCMBYkaEBDKIDAOotsjkAZ0ZWB9wHg+lANZw5c0Z9+vRRdna2+vfvr3Xr1mndunV2bYKCgjRx4kS7ebNnz9Z//vMfSdKOHTts81JSUiSVXNnSs2fPMtu72pUvAAAAQH1FNgcAAHWFwXSgGs6fP6/s7GxJUmpqqlJTU8u0admyZZnAnpqaqs2bN9vNS0v75U3jMTExZQJ7fn6+3n//fZnNZo0cOdJBewAAAAC4B7I5AACoKwymA9UQHh4uq9Va5eU2bdpU5WUaNmyoM2fOVHm50qpTKwAAAOAKyOYAAKCueBhdAOAKEhMTZTKZNHz4cKNLcagDBw7IZDLJZDLp8OHDRpcDAAAAXBXZHAAAGIUr04EKdOnSRUlJSbbPHTp0MLAaxwsODrbbv6CgIOOKAQAAACpANgcAAEYzWbnHDAAA41gskr9/yXRuruTnZ2w9cEqWAov8x5ccJ7lzc+Vn5jgBAABwafQDqoQ8DGfBY16ACqSkpNhutXT3W0lNJpPCw8ONLgkAAAAoF9kcAAAYjcF0oBIGDRqkpKQkDR06VFLJS4PWrFmjRx55RJ06dVJgYKB8fX3VuXNnzZo1S/n5+VdcV1pammJiYtSoUSMFBAQoJiZGaWlp5bZNSEiwC9Sl/7Vp06ZM+5iYmCu2v/xv8eLFtvaXbyVNSkpSYGBgDf+XAAAAgNpHNgcAAEbhmelAJQwePFgJCQm2zwUFBRowYIDMZrNiYmLUr18/5efnKy0tTVOnTtWyZcu0efNm+fj42K3n/fff18iRI9WkSRM9+OCDMplM+uc//6n+/fvrvffe0/3331/u9idMmFDmmYlNmjQp0y4hIUExMTFl5l+8eFEvvPCCPDw89Nvf/tY2Pzg4WMnJyZJKrvQBAAAAnB3ZHAAAGIXBdKAaPD09NXPmTI0bN84uSF+8eFH33HOPVqxYoblz5+qpp56yfZedna3x48erSZMmysjIUPPmzSVJkydPVteuXTV+/HgNGDBAjRs3LrO9iRMnVuo2z9KditI+/fRTWa1WDRgwQNddd12V9hWAc8s8kaOs03kKD/FVZGiA0eUAAFDnyOYAnB2ZHXAfDKYD1dCgQQNNmTKl3PmTJ0/WihUrtHnzZrvAvmTJEp09e1bTp0+3hXVJCgsL08SJEzVp0iQtWbJEDz/8sMPrffvttyVJo0aNcvi6ASOczi0wugTHsRQo5OfJ07kFkrVyv5qz8wo1dem32nnojG1edESwZg7poMa+3rVQqGsL8TcbXQIAoJaQzQGU5kx9hQozu/VitfoBjkI+BqqHwXTAwRo0aCBJ8vKy//HatGmTJCkuLq7MMv369dOkSZO0efPmcgP7qlWrlJOTI7PZrE6dOikmJkaenp6Vqud///uf1q5dq6ZNmyo+Pr6Ke+M88gqLjC4BTqTbjPVGl+AwPoX52v/zdM8XN+qCd8NKLedhkgIaNtAbI7oqKqKxdh3K1pSl3yjulS0qttZeva5q3/P9jC6hRkqfA/MKi2QycU78NV9vYi2AssjmwC/qS5/KmfoKFWV2c0H1+gGO4mr5uLbzMFkSlcWRAjjYggULJJUN5pmZmZKkyMjIMstcnne5za+NHz/e7nPr1q314YcfqmvXrletZ+HChSouLlZCQkKZToQrafdc+S+CAuqrYqs0a0hHxXcKkyTFdwqTVVaN/2CvwZU5J1c/hxRbf3l5XrcZ6+VhqtvOlivIms2gFICyyObAL1w9D7kiZ87srnY81HYeJkuisjyMLgBwJ6mpqZo/f77atm1b5rbNc+fOSZICAwPLLOfn5ydPT09bm8t69eqlTz/9VD/88IMuXLig/fv3a+LEiTp48KDi4uL0448/VliP1WrVwoULJXEbKeCOoiLsn+PaPSLYoEoAAHA+ZHMAzoDMDrgX/hQOOMju3bs1bNgwBQYGasmSJTKba/78scTERLvPbdq00SuvvCJfX1/NmjVLr7zyil566aUrLv/555/r0KFD6tWrl2688cYa12MkV7sFDbXL1a6iqC27DmXbrnKRpPRSz2KEPVc/h1gKLLr28ZLpPdP6yM/sZ2xBAODkyOZAWa6ehyrL2foKzprZXe14IA/DWTCYDjjA3r17FRcXJ5PJpLS0NLVv375Mm8tXvZw7d04hISF231ksFl26dKncK2PKM2rUKM2aNUvbt2+vsN3llxuNHj26Uut1Zjy/DKXtmdbH6BIcx2KRXimZ3PZMb8mvcqFw3PsZenb5t7LKqu4RwUo/dEbPLf9O0RHBmnf/1W8zr29c/RxiLfVCKl9vL5ffHwCoTWRzoHz1JT84U1+hwsw++KZq9QMcxdWOB/IwnAVHHlBDGRkZ6tu3ry5duqS1a9cqKiqq3HaRkZHavXu3MjMzywT2ip7ZWJ4mTZpIkvLy8q7YJjs7W0uXLlVQUJDuueeeSq0XcBVu9eb5Ui/OCfE3S36V27c3R3bThI/22j1v8fbIJpoz/GYF+3k7vEwAAFwB2RyAM/UVKszsumibV5V+AABjMZgO1EBGRob69OmjoqIipaWlKTo6+opte/XqpQ8//FBr167VrbfeavddWlqarU1l7Ny5U5IUHh5+xTbvvfeeCgoKNHr0aPn4+FRqvQBcR7CftxaPilbmiRxlnc5TeIivIkMDjC4LAADDkM0BOJsKM7vlYsULA3BKvIAUqKbLYf3ixYtas2aNevToUWH7++67T4GBgXr99df1ww8/2OYfO3ZMr776qoKCgnTvvffa5h8/flwHDx4ss56jR4/qsccekyT9/ve/v+L23nnnHUm83Ahwd5GhAerbLpSBdABAvUY2B+DMyOyA++DKdKAazpw5oz59+ig7O1v9+/fXunXrtG7dOrs2QUFBmjhxou1z48aNNXfuXP3hD39Q165dNXz4cHl4eOjjjz/WiRMntHjxYjVu/Mtbvv/zn/8oNjZWPXv2VJs2bRQcHKysrCytXLlSFotFDz74oO67775y69uzZ4++/vprde3aVTfffHOt/B8AAAAAzoBsDgAA6gqD6UA1nD9/XtnZ2ZKk1NRUpaamlmnTsmVLu8AuSSNHjlSTJk30wgsvKCUlRZLUtWtXLVq0SP362b9J+4YbbtCoUaOUnp6uTz75RDk5OQoMDNRtt92mUaNGadiwYVes7/KVL7zcCAAAAO6ObA4AAOoKg+lANYSHh8tqtVZr2f79+6t///5Xbde8eXP94x//qNY25s2bp3nz5lVrWQAAAMCVkM0BAEBd4ZnpQCUkJibKZDJp+PDhRpfiUAcOHJDJZJLJZNLhw4eNLgcAAAC4KrI5AAAwClemAxXo0qWLkpKSbJ87dOhgYDWOFxwcbLd/QUFBxhUDAAAAVIBsDgAAjMZgOlCBr776StOnT7d9HjZsmIYOHWpgRY515swZu/0r71mSAAAAgDMgmwMAAKPxmBegEgYNGqSkpCS7sH7w4EElJydr4MCBatasmUwmk8LDw6+6rrS0NMXExKhRo0YKCAhQTEyM0tLSKlzm66+/1ogRI9SsWTOZzWZdd911uvPOO7Vx40a7dps2bbLdGlrevy+//NKu/eWrX5KSkhQYGFj5/xAAAADAIGRzAABgFK5MByph8ODBSkhIsJu3detWTZ8+XZ6enmrbtq2OHz9+1fW8//77GjlypJo0aaIHH3xQJpNJ//znP9W/f3+99957uv/++8ss8+677+qhhx5SYGCg7rrrLjVr1kynTp3S7t279cUXX6h3795llunVq5diYmLKzL/++uvtPgcHBys5OVmSlJKSctX6AQAAAKORzQEAgFEYTAeq6Y477tCOHTvUuXNn+fj4qGHDhhW2z87O1vjx49WkSRNlZGSoefPmkqTJkyera9euGj9+vAYMGKDGjRvbltmzZ49GjRql7t27a9WqVXbfSVJRUVG524qJibEFcQDuK/NEjrJO5yk8xFeRoQFGlwMAgGHI5gCcGbkdcB8MpgPV1KpVK7Vq1arS7ZcsWaKzZ89q+vTptrAuSWFhYZo4caImTZqkJUuW6OGHH7Z9N23aNF26dEnvvvtumbAuSV5e/AjD/Z3OLTC6hNplKVDIz5Oncwsk69V/rrPzCjV16bfaeeiMbV50RLBmDumgxr7etVSoawnxNxtdAgCgDpHNAZTmLH2ICnO79WKV+wG1hewMVB6/7YE6smnTJklSXFxcme/69eunSZMmafPmzbbAfvbsWa1du1Y333yzbrzxRm3evFnp6eny8vJSdHS0brvttituKzMzU6+99pry8vLUsmVL9e3bV02aNKmV/apreYXlX/ED99VtxnqjS6hVPoX52v/zdM8XN+qCd8VX0kmSh0kKaNhAb4zoqqiIxtp1KFtTln6juFe2qNhau/W6in3P9zO6BIcqfe7LKyySycS58DJfb+IsgKojm6M+qM99J2fpQ1SU280FVe8H1BZXyM6OysNkR9QURxBQRzIzMyVJkZGRZb67PO9yG0nKyMhQcXGxmjdvroEDB2rFihV2y/Tt21dLliwp9+VEH3zwgT744APbZx8fH02fPl1PPfWUQ/bFSO2eq/iFUEB9UGyVZg3pqPhOYZKk+E5hssqq8R/sNbgy5+Fu54pia75tutuM9fIwGdfZcjZZs+ONLgGACyKboz5wtzzkilwlt7vCseKoPEx2RE15GF0AUF+cO3dOksoN2H5+fvL09LS1kaSTJ09KklauXKn09HQtW7ZM586d0/79+zVw4ECtW7fO7rZTSbrmmmv00ksvaf/+/bJYLDp69Kjee+89BQcH6+mnn9b8+fNrcQ8B1KWoCPvby7tHBBtUCQAArodsDqCukNsB98KV6YCTKi4uliRdunRJb731lgYNGiRJatSokf75z3+qdevWWrJkif7617/anvPYvn17tW/f3rYOX19f3X///ercubO6deumpKQkjRkzRh4ervt3NFe4/QyO5QpXSRhh16Fs2xUukpRe6jmMcL9zhaXAomsfL5neM62P/Mx+xhYEAPUM2RyuyN3yUFU4Ux/CFXK7Kxwr5GE4CwbTgTpy+aqXc+fOKSQkxO47i8WiS5cu2V0Zc3na09NT8fH2tyGZzWbFxcXp7bff1p49e+xemlSeDh06KDo6Wlu3btWBAwfUunVrR+ySIXi+Wf2zZ1ofo0uoXRaL9ErJ5LZnekt+Vw+F497P0LPLv5VVVnWPCFb6oTN6bvl3io4I1rz7u9Zywa7B3c4V1lIvpPL19nK7/QOAuvb/2bv3sCjKvg/g3+G0skDAgqdIBZNURFQQCUMFUswgD4VF5WuQWZaYVmZ4XCglzfdVScvs6REMK61MLU8oJiKe8FQ+qc/zoAJZHkEIWQQE9v2DmNhA5LDszC7fz3V5XbP33LP7Gx2W7z3O3MNsTm1BW84LchlDNJjbx/Zs8jigtRjDscI8THLBI4/IQNzd3XH8+HFkZWXVCez1zdnYs2dPANVXsFhaWtZ5PwcHBwDA7du3G/X5NQ85KikpaXLtRFIy+SfL13pwjpOtArC59/6unuCD6RtO6cy1OMTdGQkRA6CysWqVMomIiEwJszmRaZPLGKLB3I47YltjxwFEJD2eTCcykGHDhuGrr77C7t278fDDD+usS0lJEfvUePDBB9G1a1f8+uuv+O233/DAAw/obHP27FkAgKur6z0/u6KiAidPnoQgCOjatWsL94SIpKaysULyJD9kXbuFnPwSuDop4d7RTuqyiIiIjAazOREZQoO5XXOn4Y2JSJY4ORuRgTz99NOwt7fHypUrcenSJbH9ypUrWLFiBRwcHDB+/HixXRAETJkyBQAwZ84ccZ5GANi/fz927twJV1dX+Pr6iu2HDx+GVqvV+dyKigq8/fbbyM3NxciRI6FS8WEnRKbCvaMdRnh05Il0IiKiJmI2JyJDYm4nMh28Mp2omfLy8jBz5kzx9Z07d5CXl4fIyEixLSkpSVx2dHTEqlWr8D//8z/w9vZGREQEzMzMsHHjRly7dg3JyclwdNR9yvebb76Jbdu2ITk5GWfPnsXQoUNx5coVbNq0CQqFAmvXroWFxV8/xs8++ywEQcDgwYPh4uKCwsJCpKen4z//+Q+6du2KTz75pNX+PoiIiIiIpMJsTkRERIbAk+lEzVRcXIx169bptGk0Gp222oEdACZMmABnZ2e8//774jpvb2+sW7cOI0fWfXq2QqHAnj17sHjxYnz11Vf46KOPYGtri7CwMKjVavTr10+n/6uvvopdu3YhLS0NeXl5sLCwQI8ePTB37ly89dZbdQYERERERESmgNmciIiIDEHQ/v2+MyISJSUlISoqComJiTpXtZiimvkdc3JyJK2DqM3RaABb2+rl4mLAxkbaekiWNGUa2EZXHyfFq4pho+BxQkRtD7M5EZkUjgOahHmY5IJzphM1QlRUFARBQEREhNSl6NX58+chCAIEQUBubq7U5RARERER3ROzOREREUmF07wQNaB///5Qq9Xia09PTwmr0T+VSqWzfw4ODtIVQ0RERETUAGZzIiIikhqneSEiIpISb++kRuBtrUREREQmhuOAJmEeJrngNC9EepSUlCTemmkMt57OmzdPp97Y2FipSyIiIiIi0gtmcyIiItI3nkwnagVjxoyBWq1GeHi4Tvvly5cxffp0eHh4wMbGBh07dkRAQACSk5NRWVmp0zc3NxdTpkyBj48P2rdvD4VCgW7duiE0NBR79+5tVB1HjhyBubk5BEHA4sWL66wPDg6GWq3GCy+80PydJSIiIiKSMWZzIiIi0hfOmU7UCsaOHYvIyEidtosXL8LPzw/5+fkYOXIknnjiCRQVFWHLli2YOHEifvzxRyQmJor9s7KysHHjRvj7++Phhx/Gfffdh99//x1bt27Fjh07sGjRIsyZM+euNdy+fRuRkZGwtraGRqOpt09wcDCCg4ORlpaGdevW6WXfiYiIiIjkhNmciIiI9IUn04kM5H//93+Rl5eHhIQEvP7662L7+++/j/79+yMpKQmxsbHo1q0bAGDo0KHIz8+HmZnuDSSXL1+Gt7c3YmNj8dprr931wURz587FlStXEBMTg/nz57fafhGR/GRdu4Wc/BK4Oinh3tFO6nKIiIhkh9mciAyNGZ3INPBkOpGBXLx4EQDw+OOP67Q7ODjgkUceQW5uLm7cuCEGdisrq3rf5/7778fgwYOxefNm5Obm1hvYDx48iISEBHzyySewtLTU744QyUx+cZnUJbSMpgxOfy7mF5cB2ub/ai4oKcfczb/gaPZNsc3PTYVF4zzhqKz/O6WtcrJVSF0CERFJiNmcyLTJaYxwt4weH+KGB/983dJxQEswFxM1DU+mExlInz59kJKSgl27diE6OlpsLyoqwsGDB9GxY0d4eHjc833y8/Nx9OhRKJVKdO/evc76kpISREZGIjAwEJMnT0ZSUpI+d8PgSsorpC6BZM5nYarUJbSIdXkpzv25HLBkH25btWv2e5kJgF07S3z0nDd83RxxLLsAczb/CyHL01Gl1U+9puLsuyOlLqFJan8XlpRXQBD43VgfpRWjLRE1DrM5mSqOn6rJaYxwt4w+etVBnPmzT0vHAS1hLLlY33mYuZGai0cOkYG8/fbb+P777zF9+nTs3LkTffv2RVFREbZu3QpLS0ts2rQJSqWyznY5OTlISkpCZWUlLl++jO+//x6FhYX45JNPYGdX99awmJgYXLlyBbt37zbEbrU6jwUpUpdAZDSqtED8uL4I9eoMAAj16gwttIj+8pTElcmPsX23VGlLxWWfhakwE6QZbMldzuJQqUsgIiPBbE6mytgyTltwt4z+dtJhiSurZizHjL7zMHMjNRdPphMZSKdOnXD48GE8//zz2LFjB3bs2AEAaNeuHWbNmoUBAwbUu11OTg7i4uLE17a2tkhMTMSECRPq9N2/fz9WrVqFFStWwM3NrXV2hIhkzdfNUef1IDeVRJUQERHJF7M5ERkSMzqR6eDJdCIDuXDhAsLCwmBra4v09HQMGDAAhYWF+PLLLzF37lzs2rULGRkZdeZRDAwMhFarxZ07d5CTk4NPP/0UEydORGZmJj788EOxn0ajwYsvvgh/f3+dW1WNnbHcckbSMZYrKQzlWHaBeNULAGTWmpuR/mJs3y2aMg06vFm9fGLecNgobKQtiIjIyDGbk6kytozTWuQ2RpBzRjeWY4Z5mOSCJ9OJDCQqKgq5ubm4ePEiOnXqBKD6SpZZs2bh5s2bWLJkCdavX4+oqKh6t7e0tIS7uzuWLl2KkpISrFy5EqNGjcKoUaMAAHPnzsXly5exY8cOmJmZGWy/WhvnMaN7OTFvuNQltIxGAyyvXsx4JwiwaX4ofO2Lk5i/9RdoocUgNxUys29iwdYz8HNT4ePnvfVUsGkwtu8Wba0HUimtLIyufiIiuWE2J1PFjFBNTmOEu2V0X9e/rlZv6TigJYzlmGEeJrngkUdkALdu3cKBAwfg7e0thvXagoODsWTJEpw4ceKugb22kJAQfPzxx0hLSxMD+08//YTS0lL06tWr3m1mz56N2bNnY/r06VixYkWL9odIToz+6fO1HpzjZKsAbJq/P6sn+GD6hlM6c6QPcXdGQsQAqGysWlQmERGRqWA2JzJ9choj3C2jr3jiIWB69euWjgOIyHB4Mp3IAMrLywEAeXl59a6/ceMGAEChaNwvz8uXLwMALCz++hEODQ1Fjx496vTNyspCeno6fH194eXlBX9//ybVTkTGQ2VjheRJfsi6dgs5+SVwdVLCvWPdh6ERERG1ZczmRGRId83oGo3UpRFRM/BkOpEBODk5oWfPnvjPf/6Dzz77DC+99JK4rqioCB988AEAICgoSGzPzMyEl5cX2rXTfUJ1bm4u3n//fQAQr3wBgLfffrvez05KSkJ6ejqefPJJxMTE6G2fiEi+3Dva8SQ6ERHRXTCbE5EUmNGJTANPphMZyIoVK/DEE09g8uTJ+Oqrr+Dt7Y3CwkL88MMPuHbtGsLCwhAaGir2j4+Px4EDBzBs2DB07doVFhYWuHDhAnbs2IHy8nK88cYbCAgIkHCPiIiIiIiME7M5ERERNQdPphMZyGOPPYYjR47ggw8+wIEDB5Ceng6FQgEPDw/Mnj0bU6dOhSAIYv+XXnoJ1tbWOHbsGHbv3o3y8nJ06NABoaGhmDx5ss6VL0RERERE1HjM5kRERNQcPJlOZEA+Pj7YuHFjo/qGhYUhLCysxZ8ZGRmJyMjIFr8PEREREZEpYTYnIiKipjKTugAiUxQVFQVBEBARESF1KQ2aN28eBEHQmQ+SiIiIiMiUMJsTERGRvvDKdCI96t+/P9Rqtfja09NTwmruLTg4GBYWf30NBAYGSlcMEREREZEeMZsTERGRvglarVYrdRFERERtlkYD2NpWLxcXAzY20tZDsqQp08A2uvo4KV5VDBsFjxMiIiIio8ZxQJMwD5NccJoXIj1KSkqCIAjiH2O5lbTmT2xsrNQlERERERHpBbM5ERER6RtPphO1gjFjxkCtViM8PFyn/fLly5g+fTo8PDxgY2ODjh07IiAgAMnJyaisrKzzPqWlpXjvvffg4eGBdu3awdHREaNGjcLBgwfr/dz09HTMnDkTQUFBsLe3hyAIDT7gKDg4GGq1Gi+88EKL9peIiIiISK6YzYmIiEhfOGc6USsYO3ZsnaB88eJF+Pn5IT8/HyNHjsQTTzyBoqIibNmyBRMnTsSPP/6IxMREsX9paSkeffRRHDp0CF5eXnj11VdRWFiITZs2YdiwYdi0aRPGjBmj8xlr167FunXroFQq0bVrVxQVFTVYZ3BwMIKDg5GWloZ169bpbf+JiIiIiOSC2ZyIiIj0hVemExnI//7v/yIvLw8rVqzAzp07sWTJEqxevRrnzp1Dt27dkJSUhNzcXLH/qlWrcOjQIYwfPx4nT57E8uXLkZiYiFOnTsHGxgaTJ0/GrVu3dD4jOjoav/zyC4qKinTCPxGZvqxrt7Dn7DVkXbt1785ERERtHLM5ERka8zqRaeCV6UQGcvHiRQDA448/rtPu4OCARx55BLm5ubhx4wa6desGANiyZQsAIDY2Fubm5mL/Bx98EC+++CJWrFiBb7/9FlFRUeK6gQMHtvJeEMlDfnGZ1CXoj6YMTn8u5heXAdqm/WouKCnH3M2/4Gj2TbHNz02FReM84ai00mOhxs3JViF1CUREJCPM5kRtgxzGDXfL6/Ehbnjwz9fNGQfoC3MyUdPwZDqRgfTp0wcpKSnYtWsXoqOjxfaioiIcPHgQHTt2hIeHh9h+7do1AICbm1ud96pp+/HHH3UCOzVNSXmF1CVQM/ksTJW6BL2xLi/FuT+XA5bsw22rdk3a3kwA7NpZ4qPnvOHr5ohj2QWYs/lfCFmejiqt/us1VmffHSl1CS1S+/uqpLwCgsDvr+ZSWjH+EhGzObUdbX3MI4dxw93y+uhVB3Hmzz7NGQfoi7Hk5NbMw8yH1BQ8WogM5O2338b333+P6dOnY+fOnejbty+KioqwdetWWFpaYtOmTVAqlWL/9u3b4/z588jOztYJ8gCQnZ0NAPjvf/9r0H0wNR4LUqQugajFqrRA/Li+CPXqDAAI9eoMLbSI/vKUxJXJi7H/vFdpS8Vln4WpMBOkGWyZgpzFoVKXQEQywGxObYWxZyBTcLe8/nbSYYkrq2Ysx0hr5mHmQ2oKzplOZCCdOnXC4cOHMXz4cOzYsUOcl/HmzZt44YUXMGDAAJ3+o0aNAgC8++67qKysFNuzs7Oxdu1aAEBhYaHB6ici+fJ1c9R5PchNJVElRERExoHZnIgMiXmdyHTwynQiA7lw4QLCwsJga2uL9PR0DBgwAIWFhfjyyy8xd+5c7Nq1CxkZGbC0tAQAzJgxAxs2bMDGjRvx73//G8HBwSgsLMSmTZvg6uqK06dP68zXSE1nLLezUV3GcvWEoRzLLhCvdAGAzFrzMVI1Y/9515Rp0OHN6uUT84bDRmEjbUFEREaO2ZzaCmPPQC0ll3GDnPO6sRwjzMMkFzyZTmQgUVFRyM3NxcWLF9GpUycAgK2tLWbNmoWbN29iyZIlWL9+vTjPop2dHQ4ePIh3330XmzdvxqpVq9ChQwdMmTIFYWFhGDp0KNq3by/lLhk9zotmvE7MGy51Cfqj0QDLqxcz3gkCbJoWCl/74iTmb/0FWmgxyE2FzOybWLD1DPzcVPj4ee9WKNg4GfvPu7bWA6mUVhZGvz9ERFJjNqe2oq1nBjmMG+6W131d/7pavTnjAH0xlmOEeZjkgkcekQHcunULBw4cgLe3txjWawsODsaSJUtw4sQJnYcWOTg4YNmyZVi2bJlO/6SkJADAwIEDW7VuIrkyqSfO13pwjpOtArBp2r6tnuCD6RtO6cyRPsTdGQkRA6CysdJbmURERKaC2Zyo7ZDDuOFueX3FEw8B06tfN2ccQETS4Ml0IgMoLy8HAOTl5dW7/saNGwAAhaJxvzy/+OILAEBERIQeqiMiY6aysULyJD9kXbuFnPwSuDop4d7RTuqyiIiIZIvZnIgM6a55XaORujQiagY+gJTIAJycnNCzZ0/8+uuv+Oyzz3TWFRUV4YMPPgAABAUF1Vn3d8uXL0dqairGjRsHX1/f1iuaiIyKe0c7jPDoyBPpRERE98BsTkRSYF4nMg28Mp3IQFasWIEnnngCkydPxldffQVvb28UFhbihx9+wLVr1xAWFobQ0FCdbVxcXBAUFAR3d3cIgoC0tDScOHECAwcOxD//+c86n5GRkSEOCGquqMnIyEBkZCQAoFevXoiJiWndHSUiIiIikjlmcyIiImoOnkwnMpDHHnsMR44cwQcffIADBw4gPT0dCoUCHh4emD17NqZOnQpBEHS2mTBhAvbt24e9e/dCEAQ89NBDWLp0KaZNm1bvbafnz5/HunXrdNouXLiACxcuAACGDRvGwE5EREREbR6zORERETUHT6YTGZCPjw82btzY6P6rV69u0vtHRkaKV7oQEREREdHdMZsTERFRU3HOdKJWEBUVBUEQZP8Qonnz5kEQhDrzQRIRERERmQpmcyIiItIXXplOpEf9+/eHWq0WX3t6ekpYzb0FBwfDwuKvr4HAwEDpiiEiIiIi0iNmcyIiItI3QavVaqUugoiIqM3SaABb2+rl4mLAxkbaekiWNGUa2EZXHyfFq4pho+BxQkRERGTUOA5oEuZhkgtO80LUgKSkJAiCIP6R+62hTXX+/Hmd/XN1dZW6JCIiIiKiejGbExERkdR4Mp2oEcaMGQO1Wo3w8HCx7cKFC4iNjcXo0aPh4uLSqMC7cuVKREVFwcvLCxYWFhAEAWlpaXftv3jxYoSEhKBLly6wtraGk5MTBg4ciGXLlqGkpKRO/7S0NDz33HPo3bs3HBwcoFQq0bNnT7z44ov4z3/+U6e/SqWCWq2GWq2Gvb19o/8+iIiIiIikwmxOREREUuE0L0QNSEpKQlRUFBITExEZGVnvOnNzc/Tu3Rtnz55Fly5dkJOTc9f3EwQBANC5c2dotVpcvXoV+/btu+t8iG5ubnB2dkbfvn3RoUMHFBcXIy0tDWfOnEG/fv1w6NAhKJVKsf+8efPw+eefw8/PDy4uLrCyssK5c+ewc+dOWFhYYOfOnXd9oFHNYKOh+omoFfD2TmoE3tZKRMRsTkQmhuOAJmEeJrngA0iJmmno0KE4fPgw+vXrB2tra7Rr1+6e22zbtg0+Pj7o1KkTpkyZgjVr1jTY/9y5c/W+78SJE5GcnIzExERMnTpVbJ83bx4WLlxYp//evXsxfPhwzJo1C8eOHWvE3hGRMcq6dgs5+SVwdVLCvaOd1OUQEREZDLM5ERkDnbxuy8kiiIwRT6YTNVP37t3RvXv3Jm0TGhrapP53GwSEh4cjOTkZ58+fb1T/Rx99FI6OjnX6Exmz/OIyqUvQD00ZnP5czC8uA7RN/9VcUFKOuZt/wdHsm2Kbn5sKi8Z5wlFppadCjZ+TrULqEoiIqJUwmxNRQ6QeO9SX14feb43P/1xu7jhAH5iRiZqGJ9OJjND27dsBAJ6eno3qf/jwYRQUFCAgIKA1yzIaJeUVUpdAeuCzMFXqEvTCurwU5/5cDliyD7et7n0l3d+ZCYBdO0t89Jw3fN0ccSy7AHM2/wshy9NRxcncRGffHSl1Cc1W+3urpLwCgsDvsdamtGJMJqLGYTYnY9GWx0FSjx3qy+vvbfzrzpTmjgP0wVgycmvnYWY/aiweKURGYMWKFSgsLERhYSEOHjyI48ePIyQkBBMnTqy3f1paGtLS0lBWVoasrCxs27YNzs7OWL58uYErlyePBSlSl0CkV1VaIH5cX4R6dQYAhHp1hhZaRH95SuLK5MWYf/artKXiss/CVJgJ0gy22pKcxU27YpWI2g5mczJWxpyFjF19ed2sxAOIl7gwGM9x0dp5mNmPGosn04mMwIoVK5Cbmyu+njBhAlavXg1LS8t6+6elpSEuLk583aNHD2zYsAE+Pj6tXisRScPXzVHn9SA3lUSVEBERmTZmcyJqjr/ndR9Xx7v0JCI548l0IiOQk5MDALh69Sr27duHWbNmwc/PDykpKXjggQfq9I+NjUVsbCw0Gg3Onj2Ld999F4888gjWrl2L5557zsDVy4+x3MZGDTOWKygM5Vh2gXilCwBk1pqPkaoZ88++pkyDDm9WL5+YNxw2ChtpCyIiasOYzclYGXMWaik5jB3+ntdP5BRglIT11DCW44J5mOSCJ9OJjEinTp3w7LPPokePHhg0aBDeeustbNy48a79bWxs4Ovri82bN2PgwIF4+eWXMWLECLRv396AVcsP50IzDSfmDZe6BP3QaIA/7/LOeCcIsGl6KHzti5OYv/UXaKHFIDcVMrNvYsHWM/BzU+Hj5731XLDxMuaffW2tB1IprSyMel+IiEwFszkZm7acH6QeO9SX1+O3nxVPpjd3HKAPxnJcMA+TXPDIIzJCvr6+cHR0RFpaWqP6W1hYICgoCD///DOOHz+OUaPk8P/fRC1jMk+dr/XgHCdbBWDT9P1aPcEH0zec0pkjfYi7MxIiBkBlY6WXMomIiKh+zOZE8if12KG+vD68633icnPHAURkeDyZTmSEiouL8ccff6BTp06N3uby5csAqsM7EZkWlY0Vkif5IevaLeTkl8DVSQn3jnZSl0VERNQmMJsT0b3Um9dtzYCpUldGRE1lJnUBRFS/3NxccT7G2u7cuYMZM2agqqqqzlUs6enp0Gq1dbbZvXs3Nm/eDHt7ewwePLi1SiYiibl3tMMIj448kU5ERKRnzOZEpA/M60TGj/8NTtRMeXl5mDlzpvj6zp07yMvLQ2RkpNiWlJSks83ixYvx73//GwBw+PBhsa2m30svvYSAgAAAwKlTp/DUU09hyJAhcHd3h7OzM65du4bU1FRcunQJPXv2xKJFi3Tef/To0XB2doavry+6dOmC27dv4/Tp00hPT4elpSU+++wz2Eg0DxsRERERUWthNiciIiJD4Ml0omYqLi7GunXrdNo0Go1O298D+65du7B//36dtpSUv54qHhgYKAZ2b29vTJ8+Henp6di8eTMKCwtha2uL3r17Izo6GlOnTq0TvuPi4rBr1y5kZGTgxo0bEAQBXbp0wUsvvYQZM2agT58++th1IiIiIiJZYTYnIiIiQ+DJdKJmcnV1rfe2zYY09qFEANC1a1csW7asSe8/ffp0TJ8+vUnbEBEREREZO2ZzIiIiMgTOmU7UCFFRURAEAREREVKXolfnz5+HIAgQBAG5ublSl0NEREREdE/M5kRERCQVXplO1ID+/ftDrVaLrz09PSWsRv9UKpXO/jk4OEhXDBERERFRA5jNiYiISGqCtqn3whEREZH+aDSArW31cnExwAeRUT00ZRrYRlcfJ8WrimGj4HFCREREZNQ4DmgS5mGSC07zQqRHSUlJ4q2ZxnDr6bx583TqjY2NlbokIiIiIiK9YDYnIiIifePJdKJWMGbMGKjVaoSHh4ttFy5cQGxsLEaPHg0XFxcIggBXV9cG36eiogJr166Fv78/2rdvDzs7O3h4eGDWrFm4evVqvducPHkS48ePh5ubG6ytrdGtWzeMGTMG6enpdfoGBwdDrVbjhRdeaNH+EhERERHJFbM5ERER6QvnTCdqBWPHjkVkZKRO24EDBxAXFwdzc3P07t37roG7tmeeeQbfffcdevTogYiICCgUChw5cgRLly7F+vXrcfLkSXTq1Ensv2XLFjz11FNQKBQYN24cunTpgkuXLmHz5s34/vvvkZiYqFNXcHAwgoODkZaWhnXr1ulr94mIiIiIZIPZnIiIiPSFJ9OJDGTo0KE4fPgw+vXrB2tra7Rr167B/pmZmfjuu+8waNAgZGRkwNLSUlw3Y8YMJCQk4NNPP8WCBQvE9jlz5kCr1eLQoUPo37+/2H7y5EkMHDgQ7777bp2BBBGZlqxrt5CTXwJXJyXcO9pJXQ4REZEsMZsTkdTOX7uFHlIXQURNxpPpRAbSvXt3dO/evdH9L168CAAYMWKETlgHgNDQUCQkJOD69et1trn//vt1wjoAeHt7o3PnznX6Exm7/OIyqUtoOU0ZnP5czC8uA7TN+9VcUFKOuZt/wdHsm2Kbn5sKi8Z5wlFppYdCjZOTrULqEoiISIaYzYnaHrmMHWpy++n/XMa5P9sm/vMoFkT4SprbmZuJGocn04lkqk+fPgCA1NRUxMbGwsLirx/XHTt2AKi+FfTv2/z00084ffo0vLy8xPaffvoJV65cQVhYmAEql5eS8gqpS6BW5LMwVeoSWsy6vFQM0QFL9uG2VcNXxt2NmQDYtbPER895w9fNEceyCzBn878QsjwdVVr91Wtszr47UuoS9KL2d1lJeQUEgd9tDVFaMeISkX4xm5Ox47hIPmOHmty+/On+wPLqtv9eK5Y8t8s9NxsqDzNH0r3wCCGSqb59+yI6OhqrVq1Cnz59MHLkSCgUCmRmZuLo0aOYP38+nnzySZ1tli1bhrCwMAwePBjjxo3DAw88gN9++w3fffcdhgwZgjVr1ki0N9LxWJAidQlEBlGlBeLH9UWoV2cAQKhXZ2ihRfSXpySuTFqm8h1QpS0Vl30WpsJMaN5/urQVOYtDpS6BiEwMszkZO1PJRKagJrc/9uB9Ypv6CQ+8uuU/ElYl/2PEUHmYOZLuhSfTiWRs5cqVcHNzQ0xMDFauXCm2P/744wgPD6/Tf9iwYUhPT8f48eOxfv16sb1Lly6IiopC586dDVI3EUnD181R5/UgN5VElRAREZkeZnMi0pfq3F4pvvZxdbx7ZyKSFZ5MJ5IprVaLV199FV988QU+/PBDjB07FkqlEocPH8brr78Of39/pKamwt/fX9xm586diIiIQFhYGH744Qe4uroiNzcX8fHxiIqKwunTp7Fs2TIJ98rw5H6rGrWM3K+eMLRj2QXilekAkFlr/vS2ylS+AzRlGnR4s3r5xLzhsFHYSFsQEVEbw2xOxs5UMlFLyGnscCy7AKG1rkw/kVMgYTXV5H6MMA+TXPBkOpFMJSYmYs2aNUhISMCUKVPE9pEjR2LLli3w8PBATEwM9u/fDwC4efMmnnvuObi7uyM5ORlmZmYAgF69emHdunXIyspCQkICpk6digcffFCSfZIC5zszbSfmDZe6hJbTaMS5EjPeCQJsmhcKX/viJOZv/QVaaDHITYXM7JtYsPUM/NxU+Ph5bz0WbFxM5TtAW+vBtEorC5PZLyIiY8FsTsaO2UE+Y4ea3G42wg2j/mx7b/tZ+Lm1lzS3y/0YYR4mueCRRyRT27dvBwAEBQXVWde7d2907twZJ06cENsOHjyIwsJCDBs2TAzrNQRBQFBQEI4cOYJTp04xsJPJMIknztd6cI6TrQKwad4+rZ7gg+kbTunMkT7E3RkJEQOgsrFqcZlERERtGbM5kfGTy9ihJre/+fXP4sl0j8734YMJPsztREaAJ9OJZKq8vBwAcOPGjTrrKisrUVBQAKVS2aj+tdsVCnkECCLSL5WNFZIn+SHr2i3k5JfA1UkJ9452UpdFRERkEpjNiUhfanL7+YvdxDtUP3vBF+CJdCKjYHbvLkQkhUceeQQAEB8fj7KyMp11CxcuRGlpqc6VMQ8//DDMzc3x7bff4vTp0zr9z5w5g6+++goKhUJnHkciMj3uHe0wwqMjT6QTERHpEbM5EelbD+Z1IqPEK9OJDCQvLw8zZ84UX9+5cwd5eXmIjIwU25KSksTlqVOnIjk5GXv37kWvXr3w2GOPwdraGocPH8aRI0egUqkQHx8v9ndxccHs2bOxcOFC+Pr6YuzYsXB1dcWvv/6KzZs3o6ysDEuXLoWzs7MhdpeIiIiISLaYzYmIiKg5eDKdyECKi4uxbt06nTaNRqPTVjuw29nZ4fDhw/jggw+wZcsWJCUlobKyEi4uLnj55ZcxZ84cdOvWTef93nvvPXh5eWHNmjXYs2cPioqKYG9vj2HDhmHatGkICwtr1X0kIiIiIjIGzOZERETUHDyZTmQgrq6u0Gq1Tdrmvvvuw8KFC7Fw4cJGbzN+/HiMHz++qeUREREREbUZzOZERETUHJwznagVREVFQRAERERESF1Kg+bNmwdBEHTmdyQiIiIiMiXM5kRERKQvvDKdSI/69+8PtVotvvb09JSwmnsLDg6GhcVfXwOBgYHSFUNEREREpEfM5kRERKRvgrap97YRERGR/mg0gK1t9XJxMWBjI209JEuaMg1so6uPk+JVxbBR8DghIiIiMmocBzQJ8zDJBad5IdKjpKQkCIIg/jGWW0lr/sTGxkpdEhERERGRXjCbExERkb7xZDpRKxgzZgzUajXCw8PFtr+H+b//uXr1qs575ObmYsqUKfDx8UH79u2hUCjQrVs3hIaGYu/evfV+7uLFixESEoIuXbrA2toaTk5OGDhwIJYtW4aSkpI6/YODg6FWq/HCCy/o9y+AiIiIiEgmmM2JiIhIXzhnOlErGDt2LCIjI+tdN2bMGPTv379Ou23N7V1/ysrKwsaNG+Hv74+HH34Y9913H37//Xds3boVO3bswKJFizBnzhydbdasWQNnZ2eMGDECHTp0QHFxMdLS0vDWW2/h888/x6FDh6BUKsX+wcHBCA4ORlpaGtatW9fi/SYiIiIikhtmcyIiItIXnkwnMrCGwnxtQ4cORX5+PszMdG8guXz5Mry9vREbG4vXXnsNDg4O4rpz586hXbt2dd5r4sSJSE5ORmJiIqZOndrSXSAimcq6dgs5+SVwdVLCvaOd1OUQERHJHrM5EcnB+Wu30KM75wAnMgY8mU4kU1ZWVvW233///Rg8eDA2b96M3NxcncBeX1gHgPDwcCQnJ+P8+fOtUSqRJPKLy6QuQT80ZXD6czG/uAzQNv1Xc0FJOeZu/gVHs2+KbX5uKiwa5wlHZf3fJW2Vk61C6hKIiMgIMZsTmQa5jCEKSsrx7oZj+PzP10+sOgivnvfLIr8zLxM1jCfTiQzsp59+wrJly1BRUYEHH3wQISEhsLNr/BWk+fn5OHr0KJRKJbp3796obbZv3w4A8PT0bFbNhlZSXiF1CWQEfBamSl2CXliXl+Lcn8sBS/bhtlX9A++GmAmAXTtLfPScN3zdHHEsuwBzNv8LIcvTUaXVb73G7uy7I6UuoVlqfy+WlFdAEPg9WUNpxThLRM3HbE5tVVsdc8llDGEmAB3MKsXXy5/uj3dSLsgiv8s1L0uRh5kzqT48KogMLCEhQee1vb09Vq1ahQkTJtTbPycnB0lJSaisrMTly5fx/fffo7CwEJ988sldg/6KFStQWFiIwsJCHDx4EMePH0dISAgmTpyo9/1pDR4LUqQugcioVGmB+HF9EerVGQAQ6tUZWmgR/eUpiSuTH2P9fqnSlorLPgtTYSY0/T9dTFXO4lCpSyAiI8ZsTm2VsWYiU1GlBWKf6APEV79+rG8nVCitZZHf5XpsSJGHmTOpPjyZTmQg3bt3x8cff4yQkBDcf//9uH79OrZv34558+Zh4sSJcHJywqhRo+psl5OTg7i4OPG1ra0tEhMT7xrwgerAnpubK76eMGECVq9eDUtLS/3uFBHJhq+bo87rQW4qiSohIiKSP2ZzIpKat6uDzmvmdyLjwJPpRAYydOhQDB06VHzdrVs3vPbaa+jRowdGjhyJBQsW1BvYAwMDodVqcefOHeTk5ODTTz/FxIkTkZmZiQ8//LDez8rJyQEAXL16Ffv27cOsWbPg5+eHlJQUPPDAA62yf/ok19vKSF7kesWEVI5lF4hXpgNAZq350+kvxvr9oinToMOb1csn5g2HjYIPqCIiaglmc2rrjDUTtZScxhAncwrxWK3Xcsnvcj02mIdJLngynUhiISEh6NKlC06cOIGysjIoFPU/7MPS0hLu7u5YunQpSkpKsHLlSowaNarekF+jU6dOePbZZ9GjRw8MGjQIb731FjZu3Nhau6I3nJeMGuPEvOFSl6AfGg2wvHox450gwKbpofC1L05i/tZfoIUWg9xUyMy+iQVbz8DPTYWPn/fWc8HGzVi/X7S1HkyrtLIw2v0gIpI7ZnNqK9pqlpDLGOK1L07i3e1nxJPpO/91BQv2ZMsiv8v12GAeJrngkUckA87Ozrh06RJu375918BeW0hICD7++GOkpaU1GNhr+Pr6wtHREWlpaXqolkgeTOYp87UenONkqwBsmr5fqyf4YPqGUzpzLA5xd0ZCxACobKz0UiYREVFbwWxOZLrkMoZYPcEHs9YdEl+/+fXPGNjnAeZ3IiPAk+lEEisqKsK///1vODg4wN7evlHbXL58GQBgYdG4H+Hi4mL88ccf6NSpU7PrJCL5UtlYIXmSH7Ku3UJOfglcnZRw71j/Q9CIiIjo7pjNicgQVDZW+OwFX2Bq9esfoh9Bj+78TiAyBmZSF0DUVhw8eLBO2+3btzF58mTcvn0bEREREARBXJeZmYnS0tI62+Tm5uL9998HAJ0rX3Jzc8X5GGu7c+cOZsyYgaqqqkZdKUNExsu9ox1GeHTkiXQiIqJ7YDYnIjnpwfxOZDR4ZTqRgQQEBMDDwwM+Pj64//77cf36daSmpuLSpUvo168f4uPjdfrHx8fjwIEDGDZsGLp27QoLCwtcuHABO3bsQHl5Od544w0EBASI/U+dOoWnnnoKQ4YMgbu7O5ydnXHt2jXxM3r27IlFixYZereJiIiIiGSH2ZyIiIiagyfTiQzkzTffxJEjR5CSkoKCggIoFAr07t0b0dHRmDZtGqytrXX6v/TSS7C2tsaxY8ewe/dulJeXo0OHDggNDcXkyZPrXMni7e2N6dOnIz09HZs3b0ZhYSFsbW3Fz5g6dSpsmvFgQyIiIiIiU8NsTkRERM3Bk+lEBvJ///d/TeofFhaGsLCwRvfv2rUrli1b1tSyiIiIiIjaHGZzIiIiag7OmU7UCqKioiAIAiIiIqQupUHz5s2DIAgICgqSuhQiIiIiolbBbE5ERET6wivTifSof//+UKvV4mtPT08Jq7m34OBgWFj89TUQGBgoXTFERERERHrEbE5ERET6Jmi1Wq3URRAREbVZGg1ga1u9XFwMcP5UqoemTAPb6OrjpHhVMWwUPE6IiIiIjBrHAU3CPExywWleiBqQlJQEQRDEP3K/NbSpzp8/r7N/rq6uUpdERERERFQvZnMiIiKSGk+mEzXCmDFjoFarER4eLrZduHABsbGxGD16NFxcXBodeFNSUhAYGIj77rsPdnZ2CAwMREpKSr1909PTMXPmTAQFBcHe3h6CICAyMvKu752WlobnnnsOvXv3hoODA5RKJXr27IkXX3wR//nPf+r0V6lUUKvVUKvVsLe3v2ftRERERERSYzYnIiIiqXDOdKJGGDt2bJ2gfODAAcTFxcHc3By9e/fG1atX7/k+X3zxBSZMmABnZ2e88MILEAQBX3/9NR577DGsX78ezz//vE7/tWvXYt26dVAqlejatSuKiooafP/U1FRkZGTAz88PI0eOhJWVFc6dO4fPP/8cX375JXbu3KnzQCOVSoXY2FgA1Vf6EBERERHJHbM5ERERSYVzphM1ICkpCVFRUUhMTKwT2C9evIjr16+jX79+sLa2Rrt27dCpUyfk5OTU+14FBQXo3r07LCwscPLkSXTp0gUAcOXKFXh7e6O0tBQXL16Eo6OjuM3x48dhbW2NXr164dixY/D398cLL7xw13BdWlqKdu3a1Wnfu3cvhg8fjoEDB+LYsWP1bltz5c7d6ieiVqLHuRKzrt1CTn4JXJ2UcO9op6cCSQ44RyQREbM5EZmYv40DsoqrmOUbwDxMcsEr04maqXv37ujevXuj+3/zzTcoLCxEXFycGNYBoHPnzpgxYwZiYmLwzTff4OWXXxbXDRw4sEk11RfWAeDRRx+Fo6Mjzp8/36T3I5Kj/OIyqUvQL00ZnP5czC8uA7RN/9VcUFKOuZt/wdHsm2Kbn5sKi8Z5wlFppadCjZ+TrULqEoiIqJUwmxNRU8hiTFFrHDDxn0eRfvm2uEouWZ75magunkwnMpC0tDQAQEhISJ11I0eORExMDPbv368T2PXl8OHDKCgoQEBAgN7fuzWVlFdIXQLJkM/CVKlL0Cvr8lKc+3M5YMk+3Laqf+DdEDMBsGtniY+e84avmyOOZRdgzuZ/IWR5Oqp4/5no7LsjpS6h2Wp/H5aUV0AQ2vb3o9KKEZaIWobZnKh+bWUMJocxRe1xwH+vFeOj53xll+XllJ/lkoeZQ4lHAJGBZGVlAQDc3d3rrKtpq+nTUmlpaUhLS0NZWRmysrKwbds2ODs7Y/ny5Xp5f0PxWFD/w5+ISFeVFogf1xehXp0BAKFenaGFFtFfnpK4Mnkx5u+UKm2puOyzMBVmQtP/08WU5CwOlboEIjJyzOZE9TPmvGTMYp/og8dkmOXldDzIJQ8zhxJPphMZyB9//AEAsLe3r7POxsYG5ubmYp+WSktLQ1xcnPi6R48e2LBhA3x8fPTy/kQkP75ujjqvB7mpJKqEiIhI/pjNiUhOvF0ddF4zyxPJF0+mE5mg2NhYxMbGQqPR4OzZs3j33XfxyCOPYO3atXjuueekLq/R5HRLGcmHnK6OkJNj2QXilekAkFlr/nSqZszfKZoyDTq8Wb18Yt5wPnCJiMiImEo2p7bBmPNSU8htTHEypxCPdXISX8sly8vpeGAeJrngyXQiA6m56uWPP/6Ak5OTzjqNRoPKysp6r4xpCRsbG/j6+mLz5s0YOHAgXn75ZYwYMQLt27fX6+e0Fs5FRvU5MW+41CXol0YD/HmXd8Y7QYBN00Pha1+cxPytv0ALLQa5qZCZfRMLtp6Bn5sKHz/vreeCjZcxf6doaz2YVmllYdT7QkQkB8zmRPVrKxlDFmOKWuOAd7efQYXSWnZZXk7HA/MwyQWPPCIDcXd3x/Hjx5GVlVUnsDc0Z6M+WFhYICgoCD///DOOHz+OUaNGtcrnEBmCyT1RvtaDc5xsFYBN0/dv9QQfTN9wSmdexSHuzkiIGACVjZVeyiQiIjIlzOZEbZssxhS1xgEene9jlicyEjyZTmQgw4YNw1dffYXdu3fj4Ycf1lmXkpIi9mktly9fBlAd3onItKhsrJA8yQ9Z124hJ78Erk5KuHe0k7osIiIi2WI2JyI5+ewFX2QVVzHLExkBM6kLIGornn76adjb22PlypW4dOmS2H7lyhWsWLECDg4OGD9+fIs+Iz09HVqttk777t27sXnzZtjb22Pw4MEt+gwiki/3jnYY4dGR4ZuIiOgemM2JSG6Y5YmMA/8bnKiZ8vLyMHPmTPH1nTt3kJeXh8jISLEtKSlJXHZ0dMSqVavwP//zP/D29kZERATMzMywceNGXLt2DcnJyXB0dNT5jIyMDHz22WcAgBs3bohtNZ/Rq1cvxMTEiP1Hjx4NZ2dn+Pr6okuXLrh9+zZOnz6N9PR0WFpa4rPPPoNNM+ZjJiIiIiKSM2ZzIiIiMgSeTCdqpuLiYqxbt06nTaPR6LTVDuwAMGHCBDg7O+P9998X13l7e2PdunUYObLuU7LPnz9f5zMuXLiACxcuAKi+9bR2YI+Li8OuXbuQkZGBGzduQBAEdOnSBS+99BJmzJiBPn36tGSXiYiIiIhkidmciIiIDEHQ1nffGREBqA7cUVFRSExM1LmqxRS5uroCAHJyciStg6jN0WgAW9vq5eJigFeoUT00ZRrYRlcfJ8WrimGj4HFCRG0PszkRmRSOA5qEeZjkgnOmEzVCVFQUBEFARESE1KXo1fnz5yEIAgRBQG5urtTlEBERERHdE7M5ERERSYXTvBA1oH///lCr1eJrT09PCavRP5VKpbN/Dg4O0hVDRERERNQAZnMiIiKSGqd5ISIikhJv76RG4G2tRERERCaG44AmYR4mueA0L0QNSEpKEm+1NPVbSQVBEOdmJCIiIiKSG2ZzIiIikhpPphM1wpgxY6BWqxEeHi62XbhwAbGxsRg9ejRcXFwaFXgrKiqwdu1a+Pv7o3379rCzs4OHhwdmzZqFq1ev1um/ePFihISEoEuXLrC2toaTkxMGDhyIZcuWoaSkpE7/tLQ0nQD+9z9HjhzR6V9zK6larYa9vX3z/nKIiIiIiAyI2ZyIiIikwjnTiRph7NixiIyM1Gk7cOAA4uLiYG5ujt69e9cbuP/umWeewXfffYcePXogIiICCoUCR44cwdKlS7F+/XqcPHkSnTp1EvuvWbMGzs7OGDFiBDp06IDi4mKkpaXhrbfewueff45Dhw5BqVTW+Zxhw4YhMDCwTvsDDzyg81qlUiE2NhZA9ZU+RERERERyx2xOREREUuHJdKJmGjp0KA4fPox+/frB2toa7dq1a7B/ZmYmvvvuOwwaNAgZGRmwtLQU182YMQMJCQn49NNPsWDBArH93Llz9b7vxIkTkZycjMTEREydOrXO+sDAQDGIE1HbkXXtFnLyS+DqpIR7RzupyyEiIjIYZnMiMmXM+UTywZPpRM3UvXt3dO/evdH9L168CAAYMWKETlgHgNDQUCQkJOD69es67XcbBISHhyM5ORnnz59vYtVEpiW/uEzqElpOUwanPxfzi8sAbdN/NReUlGPu5l9wNPum2ObnpsKicZ5wVFrpqVDj5mSrkLoEIiJqRczmRKRPBhlnNGIcINecz2xNbRlPphMZSJ8+fQAAqampiI2NhYXFXz9+O3bsAAAEBwc36r22b98OAPD09Kx3fVZWFj788EOUlJSgW7duGDFiBJydnVtSvtEoKa+QugQyIJ+FqVKX0GLW5aU49+dywJJ9uG3V8JV09TETALt2lvjoOW/4ujniWHYB5mz+F0KWp6NKq996jdXZd0dKXUKL1P5uKymvgCDwu645lFaMvkRUjdmc6C8cQ9VliHFGY8YBcs35UmRrqfMwcyTV4JFAZCB9+/ZFdHQ0Vq1ahT59+mDkyJFQKBTIzMzE0aNHMX/+fDz55JP1brtixQoUFhaisLAQBw8exPHjxxESEoKJEyfW2//LL7/El19+Kb62trZGXFwc3n777VbZNznxWJAidQlEBlelBeLH9UWoV2cAQKhXZ2ihRfSXpySuTD6M/buhSlsqLvssTIWZ0PT/dCEgZ3Go1CUQkUwwmxP9xdhzkimTa86X4piROg8zR1INnkwnMqCVK1fCzc0NMTExWLlypdj++OOPIzw8/K7brVixArm5ueLrCRMmYPXq1XVuSW3fvj2WLl2KsLAwdO3aFYWFhdi3bx/eeecdzJo1C/fddx9eeeUV/e8YEUnO181R5/UgN5VElRARERkHZnMiMgbM+UTywpPpRAai1Wrx6quv4osvvsCHH36IsWPHQqlU4vDhw3j99dfh7++P1NRU+Pv719k2JycHAHD16lXs27cPs2bNgp+fH1JSUvDAAw+I/fr06SPesgoASqUSzz//PPr16wcfHx+o1WpMnjwZZmZmrb6/UjH2qRyoaXgVzV+OZReIV6wAQGateRXJ+L8bNGUadHizevnEvOGwUdhIWxARkZFjNif6i7HnpNYgp3GGHHO+FMcM8zDJBU+mExlIYmIi1qxZg4SEBEyZMkVsHzlyJLZs2QIPDw/ExMRg//79d32PTp064dlnn0WPHj0waNAgvPXWW9i4ceM9P9vT0xN+fn44cOAAzp8/j4ceekgv+yRHnMesbTkxb7jUJbScRgMsr17MeCcIsGl6KHzti5OYv/UXaKHFIDcVMrNvYsHWM/BzU+Hj5731XLBxMvbvBm2tB1IprSyMfn+IiKTGbE70F+aKugwyzmjEOECuOV+KY4Z5mOSCRx6RgdQ8mCgoKKjOut69e6Nz5844ceJEo97L19cXjo6OSEtLa/Tn1zzkqKSkpNHbEMmdSTxFvtaDc5xsFYBN0/dp9QQfTN9wSmfuxCHuzkiIGACVjZVeyiQiIjIlzOZE1BCDjDMaMQ5gzieSH55MJzKQ8vJyAMCNGzfqrKusrERBQQGUSmWj3qu4uBh//PEHOnXq1Kj+FRUVOHnyJARBQNeuXRtfNBEZBZWNFZIn+SHr2i3k5JfA1UkJ9452UpdFREQkW8zmRGQMmPOJ5IeTsxEZyCOPPAIAiI+PR1lZmc66hQsXorS0VOfKmNzcXHE+xtru3LmDGTNmoKqqCqNGjdJZd/jwYWi1Wp22iooKvP3228jNzcXIkSOhUvFhJUSmyr2jHUZ4dGTAJiIiugdmcyIyJsz5RPLBK9OJmikvLw8zZ84UX9+5cwd5eXmIjIwU25KSksTlqVOnIjk5GXv37kWvXr3w2GOPwdraGocPH8aRI0egUqkQHx8v9j916hSeeuopDBkyBO7u7nB2dsa1a9eQmpqKS5cuoWfPnli0aJFOTc8++ywEQcDgwYPh4uKCwsJCpKen4z//+Q+6du2KTz75pNX+PoiIiIiIpMJsTkRERIbAk+lEzVRcXIx169bptGk0Gp222oHdzs4Ohw8fxgcffIAtW7YgKSkJlZWVcHFxwcsvv4w5c+agW7duYn9vb29Mnz4d6enp2Lx5MwoLC2Fra4vevXsjOjoaU6dOhc3fHlDy6quvYteuXUhLS0NeXh4sLCzQo0cPzJ07F2+99RYcHR1b5y+DiIiIiEhCzOZERERkCIL27/edEZEoKSkJUVFRSExM1LmqxRS5uroCQL23rxJRK9JoAFvb6uXiYuBvA3EiANCUaWAbXX2cFK8qho2CxwkRtT3M5kRkUjgOaBLmYZILzplO1AhRUVEQBAERERFSl6JX58+fhyAIEAQBubm5UpdDRERERHRPzOZEREQkFU7zQtSA/v37Q61Wi689PT0lrEb/VCqVzv45ODhIVwwRERERUQOYzYmIiEhqnOaFiIhISry9kxqBt7USERERmRiOA5qEeZjkgtO8EDUgKSlJvNXS1G8lFQRBnJuRiIiIiEhumM2JiIhIajyZTtQIY8aMgVqtRnh4OABAq9Vi586dePXVV+Hl5QV7e3solUr069cP8fHxKC0trfMeubm5mDJlCnx8fNC+fXsoFAp069YNoaGh2Lt3b72fGxkZqROoa//p1atXnf4ZGRl466234OPjAycnJ7Rr1w69evXCO++8g8LCwjr9a24lVavVsLe3b9lfEhERERGRATCbExERkVQ4zQtRA5KSkhAVFYXExERERkaK7aWlpbC2toZCoUBgYCD69u2L0tJSpKSkICsrC76+vti/fz+sra3FbVJTUzF+/Hj4+/vDzc0N9913H37//Xds3boVRUVFWLRoEebMmaPz+ZGRkVi3bh2mT59eZ85EZ2dnREdH67R16tQJeXl5CAgIwIABAyAIAtLS0nDq1Ck8+OCDOHToEDp06FDvvtZc+ZKTk9Psvy8iagbe3kmNwNtaiYiYzYnIxHAc0CTMwyQXfAApUTOYm5tj0aJFeO2113SC9J07d/DUU0/hhx9+wKpVq/D222+L64YOHYr8/HyYmeneEHL58mV4e3sjNja2zvvVmDFjRqNu83zjjTcwceJEdO7cWWzTarWYOnUqVq9ejbi4OHz00UdN3l8iMg5Z124hJ78Erk5KuHe0k7ocIiIig2A2J6K2gFmfSB54Mp2oGSwtLetcqVLTPnv2bPzwww/Yv3+/TmC3srKq973uv/9+DB48GJs3b0Zubm69gb2x3nnnnTptgiBg/vz5WL16Nfbv39/s9yaSi/ziMqlL0C9NGZz+XMwvLgO0Tf/VXFBSjrmbf8HR7Jtim5+bCovGecJRWf93T1viZKuQugQiImpFzOZE1JpabfzRyHGAnLM+cza1RTyZTqRnlpaWAAALi8b9eOXn5+Po0aNQKpXo3r17vX22b9+OW7duQaFQwMvLC4GBgTA3N2+1muSqpLxC6hJIBnwWpkpdgl5Zl5fi3J/LAUv24bZVuya/h5kA2LWzxEfPecPXzRHHsgswZ/O/ELI8HVWczA1n3x0pdQktVvv7r6S8AoLA78P6KK2M+/ccEekfszlR43G8Vb/WGn80dhwg56xvyJwtpzzMzNm28V+fSM/Wrl0LAAgJCal3fU5ODpKSklBZWYnLly/j+++/R2FhIT755BPY2dV/q9bf51986KGH8NVXX8Hb21svNRkLjwUpUpdAJEtVWiB+XF+EelXfRh7q1RlaaBH95SmJK5MHU/juqNL+9fA8n4WpMBOa/p8ubUHO4lCpSyAimWE2J2o8U8hMpkjOWd+Qx4yc8jAzZ9vGk+lEerRr1y6sWbMGvXv3xqRJk+rtk5OTg7i4OPG1ra0tEhMTMWHChDp9hw0bhtGjR2PQoEFwdnZGTk4O1qxZg5UrVyIkJASnT5/G/fff32BNP/30E+Li4tChQwfMmjWrZTtIRLLl6+ao83qQm0qiSoiIiOSB2ZyITAWzPpF88GQ6kZ4cP34czzzzDOzt7fHNN99Aoah/7rDAwEBotVrcuXMHOTk5+PTTTzFx4kRkZmbiww8/1OkbFRWl87pXr15Yvnw5lEol4uPjsXz5cixduvSuNWVnZyMsLAyVlZXYsGEDnJ2dW76jEjKFqRqo5XjFTP2OZReIV6sAQGatORXbOlP47tCUadDhzerlE/OGw0ZhI21BREQyx2xO1HSmkJlagxzGH3LN+oY8ZpiHSS54Mp1ID06dOoWQkBAIgoCUlBT06dPnnttYWlrC3d0dS5cuRUlJCVauXIlRo0Zh1KhR99x20qRJiI+Px8GDB+/aJzc3F0FBQbhx4wY2bdqEoKCgJu2THHFeMgKqg5NJ0WiA5dWLGe8EATZND4WvfXES87f+Ai20GOSmQmb2TSzYegZ+bip8/Hzjbjk3Zabw3aGt9UAqpZWFSewTEVFrYTYnah7mi/q12vijkeMAOWd9Qx4zzMMkFzzyiFro5MmTGDFiBCorK7F79274+vo2+T1CQkLw8ccfIy0trVGBveYqlpKSknrX5+TkICgoCJcvX8Y333yDsLCwJtdEJFcm98T4Wg/OcbJVADZN37/VE3wwfcMpnXkTh7g7IyFiAFQ2Vnopk4iIyBgwmxORvrXa+KOR4wBmfSJ54cl0ohY4efIkhg8fjoqKCqSkpMDPz69Z73P58mUAgIVF434kjx49CgBwdXWtsy4nJweBgYG4fPkyNm7ciDFjxjSrJiIyHiobKyRP8kPWtVvIyS+Bq5MS7h3rf2gaERGRqWI2JyJTxKxPJC9mUhdAZKxqwvqdO3ewc+dO+Pv7N9g/MzMTpaWlddpzc3Px/vvvA4DOlS9Xr17FhQsX6vT//fff8frrrwMAnn32WZ11NWH9999/x4YNGzBu3Lgm7xcRGS/3jnYY4dGR4ZqIiNocZnMiMnXM+kTywCvTiZrh5s2bGD58OAoKCvDYY49hz5492LNnj04fBwcHzJgxQ3wdHx+PAwcOYNiwYejatSssLCxw4cIF7NixA+Xl5XjjjTcQEBAg9v/3v/+N4OBgBAQEoFevXlCpVMjJycG2bdug0Wjwwgsv4Omnn9b5zMDAQOTm5uLhhx/G6dOncfr06Tq1x8bG6vXvgoiIiIhISszmREREZCg8mU7UDEVFRSgoKAAA7Nq1C7t27arTp1u3bjqB/aWXXoK1tTWOHTuG3bt3o7y8HB06dEBoaCgmT55cZz7GBx98EJMmTUJmZia+/fZb3Lp1C/b29hg8eDAmTZqEZ555ps5n5ubmAgCOHDmCI0eO1Fs7AzsRERERmRJmcyIiIjIUnkwnagZXV1dotdombRMWFtakhw116dIF//jHP5r0GU2tiYiIiIjI2DGbExERkaFwznSiRoiKioIgCIiIiJC6FL06f/48BEGAIAjilTNERERERHLGbE5ERERS4ZXpRA3o378/1Gq1+NrT01PCavRPpVLp7J+Dg4N0xRARERERNYDZnIiIiKQmaHnvGRERkXQ0GsDWtnq5uBiwsZG2HpIlTZkGttHVx0nxqmLYKHicEBERERk1jgOahHmY5ILTvBA1ICkpSbzV0tRvJRUEAa6urlKXRERERERUL2ZzIiIikhpPphM1wpgxY6BWqxEeHg6g+mFCO3fuxKuvvgovLy/Y29tDqVSiX79+iI+PR2lpaZ33yMrKQnx8PIYOHYr7778fVlZW6NKlCyZOnIh///vfjarjyJEjMDc3hyAIWLx4cb19CgsLsWDBAnh5ecHOzg7Ozs7w9fXFqlWr6tRVcyupWq2Gvb19E/9WiIiIiIgMj9mciIiIpMJpXogakJSUhKioKCQmJiIyMlJsLy0thbW1NRQKBQIDA9G3b1+UlpYiJSUFWVlZ8PX1xf79+2FtbS1uExERgY0bN8LT0xMBAQG477778K9//Qs7d+6EtbU1UlJSMGTIkLvWcvv2bQwYMAC//fYbNBoN3n//fcTExOj0KSwshI+PDy5evIiAgAD4+fmhrKwMO3fuxIULFxAcHIw9e/bAzKzu/6PVXPmSk5PTor8zImoi3t5JjcDbWomImM2JyMRwHNAkzMMkF3wAKVEzmJubY9GiRXjttdd0Hgx0584dPPXUU/jhhx+watUqvP322+K6xx57DLNnz0a/fv103mvDhg149tlnMWXKFJw5c+aunzl37lxcuXIFMTExmD9/fr19Pv30U1y8eBFvvPEGli1bJraXl5cjICAAP/74IzIyMjB06NBm7jkRyVXWtVvIyS+Bq5MS7h3tpC6HiIjIYJjNiagtYN4nkgeeTCdqBktLS8yZM6fe9tmzZ+OHH37A/v37dQJ77atnaouIiIBarcbZs2eRl5cHZ2fnOn0OHjyIhIQEfPLJJ7C0tLxrXRcvXgQAPP744zrtVlZWGDFiBI4dO4br1683ZheJZC+/uEzqEvRDUwanPxfzi8sAbdN+NReUlGPu5l9wNPum2ObnpsKicZ5wVFrpsVDj42SrkLoEIiIyAGZzImoNrT7eaOQ4QO55n5mb2hqeTCfSs5pAbWHR+B+vhrYpKSlBZGQkAgMDMXnyZCQlJd31ffr06QMA2LVrF4YPHy6237lzB6mpqbC2toa/v3+j65KzkvIKqUsgifksTJW6BL2wLi/FuT+XA5bsw22rdk3a3kwA7NpZ4qPnvOHr5ohj2QWYs/lfCFmejqo2PpHb2XdHSl2C3tT+zispr4Ag8DuwMZRWjLpEbR2zOZH+tLUxWGuPNxo7DpB73jdU5jaWPMz8afr4L0ykZ2vXrgUAhISENKp/ZmYmzpw5A19fX53bUmvExMTgypUr2L179z3f66WXXkJycjL+7//+D8ePH4evry/Kysqwa9cuFBQU4Msvv4SLi0uT9keuPBakSF0CkSxUaYH4cX0R6tUZABDq1RlaaBH95SmJK5OeKX1PVGn/ekidz8JUmAlN+0+XtipncajUJRCRxJjNifTHlLKVMZF73jfUcWEseZj50/TxZDqRHu3atQtr1qxB7969MWnSpHv2/+OPP/DCCy/AzMwMH3zwQZ31+/fvx6pVq7BixQq4ubnd8/2sra2RlpaGV155BevXr8f+/fsBAGZmZoiOjkZAQEDTd4qIZM/XzVHn9SA3lUSVEBERyQezORGZCuZ9IvngyXQiPTl+/DieeeYZ2Nvb45tvvoFC0fC8YaWlpXjyySfx73//G4sWLUJgYKDOeo1GgxdffBH+/v6Ijo5uVA15eXkYM2YMrl+/ju3bt+ORRx5BaWkpvv/+e7z11lvYtm0bjh8/DkdHx3u/mcyZ0vQN1Dy8MuYvx7ILxCtVACCz1nyKbZkpfU9oyjTo8Gb18ol5w2GjsJG2ICIimWM2J9I/U8pWjSGn8Yac876hjgvmYZILnkwn0oNTp04hJCQEgiAgJSVFnB/xbsrKyjBu3Dj8+OOPmD17dr0PTJo7dy4uX76MHTt2wMzMrFF1vPnmmzh06BB+/vlneHl5AQDs7e0xefJkVFZW4tVXX8WKFSsQFxfX9J2UGc5DRifmDb93J2Og0QDLqxcz3gkCbJoWCl/74iTmb/0FWmgxyE2FzOybWLD1DPzcVPj4ee9WKNh4mNL3hLbWA6mUVhYmtW9ERPrGbE7UOtpa/mj18UYjxwFyz/uGOi6Yh0kueOQRtdDJkycxYsQIVFZWYvfu3fD19W2wf2lpKcaOHYuUlBTMmjUL8fHx9fb76aefUFpail69etW7fvbs2Zg9ezamT5+OFStWAAC2b98OlUolhvXagoODAQAnTpxowt4RyZfJPDW+1oNznGwVgE3T9mv1BB9M33BKZ87EIe7OSIgYAJWNld7KJCIiMgbM5kSkL60+3mjkOIB5n0heeDKdqAVOnjyJ4cOHo6KiAikpKfDz82uwf+2wPnPmTCxZsuSufUNDQ9GjR4867VlZWUhPT4evry+8vLzg7+8vrisvL0dpaSnKy8thZaX7S/XGjRsAcM9bXInIuKhsrJA8yQ9Z124hJ78Erk5KuHe0k7osIiIig2M2JyJTxLxPJC88mU7UTDVh/c6dO9i1a5dOcK5PaWkpxowZg927d+PNN9/E0qVLG+z/9ttv19uelJSE9PR0PPnkk4iJidFZ98gjjyAlJQXvvfce3nvvPbG9rKxMfB0UFNSY3SMiI+Pe0Y6hmoiI2ixmcyIydcz7RPLAk+lEzXDz5k0MHz4cBQUFeOyxx7Bnzx7s2bNHp4+DgwNmzJghvp4yZQp2796NTp06wc7ODrGxsXXeNzIyEq6urs2ua/HixTh06BAWLlyI3bt3iw85SklJwcWLF+Hj44OXXnqp2e9PRERERCQ3zOZERERkKDyZTtQMRUVFKCgoAADs2rULu3btqtOnW7duOoE9JycHAHD16tW7PmQoMDCwRYG9f//+OHHiBN5//33s3bsXq1atgoWFBXr06IG4uDjMnDkT7dq1a/b7ExERERHJDbM5ERERGQpPphM1g6urK7RabZO2SUtL08tnR0ZGIjIy8q7r3d3dsXbtWr18FhERERGR3DGbExERkaGYSV0AkTGIioqCIAiIiIiQuhS9On/+PARBgCAIyM3NlbocIiIiIqJ7YjYnIiIiqfDKdKIG9O/fH2q1Wnzt6ekpYTX6p1KpdPbPwcFBumKIiIiIiBrAbE5ERERSE7RNvR+OiIiI9EejAWxtq5eLiwEbG2nrIVnSlGlgG119nBSvKoaNgscJERERkVHjOKBJmIdJLjjNC1EDkpKSxFstTf1WUkEQWvSAJSIiIiKi1sRsTkRERFLjyXSiRhgzZgzUajXCw8PFtgsXLiA2NhajR4+Gi4tLowJv7XD89z+LFy+ud5uTJ09i/PjxcHNzg7W1Nbp164YxY8YgPT293v6//fYbXnnlFXTt2hVWVla4//77ERUVhUuXLtXpW3MrqVqthr29feP/QoiIiIiIJMJsTkRERFLhnOlEjTB27FhERkbqtB04cABxcXEwNzdH7969cfXq1Ua9V7du3eq8FwAEBATUaduyZQueeuopKBQKjBs3Dl26dMGlS5ewefNmfP/990hMTNR5rwsXLmDw4MG4fv06RowYgWeeeQZZWVlYt24dduzYgUOHDuHBBx8U+6tUKsTGxgKovtKHiIiIiEjumM2JiIhIKjyZTtRMQ4cOxeHDh9GvXz9YW1ujXbt2jdrO1dVVDMn3MmfOHGi1Whw6dAj9+/cX20+ePImBAwfi3Xff1Qns06dPx/Xr15GQkIDXX39dbP/mm2/w9NNPY+rUqdi1a1ejPpuI5Cvr2i3k5JfA1UkJ9452UpdDREQkOWZzImorOBYgkhZPphM1U/fu3dG9e/dW/YyLFy/i/vvv1wnrAODt7Y3OnTvj+vXrYltpaSlSUlLQsWNHTJs2Taf/+PHj0b9/f6SkpODixYutXjeRPuUXl0ldQuvSlMHpz8X84jJAe/dfzQUl5Zi7+Rcczb4ptvm5qbBonCcclVatXKhxcLJVSF0CERFJgNmciFpDq45FmjAOAOQ7FmD+praGJ9OJDKywsBCfffYZrl+/jvbt2yMwMBDu7u719u3Tpw9++uknnD59Gl5eXmL7Tz/9hCtXriAsLExsy8/PR0VFBbp16wZBEOq8l5ubG3766Sfs27fPaAJ7SXmF1CWQDPgsTJW6hFZlXV6Kc38uByzZh9tWd7+SzkwA7NpZ4qPnvOHr5ohj2QWYs/lfCFmejiqtYeqVu7PvjpS6hFZR+/uwpLwCgsDvx79TWjHWElHTMZsTNU5bHZu15likKeMAQL5jAUPlb2PMw8ynpon/qkQG9vPPP2Py5Mnia0EQ8Pzzz2PNmjVQKpU6fZctW4awsDAMHjwY48aNwwMPPIDffvsN3333HYYMGYI1a9aIfR0dHWFubo7c3Fxotdo6oT07OxsA8N///rcV906/PBakSF0CkaxUaYH4cX0R6tUZABDq1RlaaBH95SmJK5MPU/3eqNKWiss+C1NhJjRu+oK2JGdxqNQlEJERYjYnahxTzVjGRK5jAUMdG8aYh5lPTZOZ1AUQtSUzZ87E0aNHcfPmTRQUFODHH3+En58f1q9fj0mTJtXpP2zYMKSnp6NTp05Yv349Fi9ejPXr18PJyQlRUVHo3Lmz2FepVGLYsGG4du0aPv74Y533+e677/DTTz8BqL76hoiMl6+bo87rQW4qiSohIiIybszmRGRsOBYgkh6vTCcyoKVLl+q8DgoKwt69e9GvXz9s2LAB8+bNQ58+fcT1O3fuREREBMLCwvDDDz/A1dUVubm5iI+PR1RUFE6fPo1ly5aJ/ZctW4aAgABER0fjhx9+gJeXF86fP4+tW7fCy8sLp0+fhrm5ucH2t6VMdboGahpeBaPrWHaBeDUKAGTWmjORTPd7Q1OmQYc3q5dPzBsOG4WNtAUREZkAZnOixjPVjHUvchuLyHEsYKhjg3mY5IIn04kkplQq8eyzz+K9997DwYMHxcB+8+ZNPPfcc3B3d0dycjLMzKpvJOnVqxfWrVuHrKwsJCQkYOrUqXjwwQcBAP369cOxY8egVquxb98+7Nu3Dz169MCaNWtQWFiIt99+G+3bt5dsX5uK84sRUB2UTJpGAyyvXsx4JwiwuXsofO2Lk5i/9RdoocUgNxUys29iwdYz8HNT4ePnvQ1UsLyZ6veGttYDqZRWFia7n0REUmM2J6pfW80erToWacI4AJDvWMBQxwbzMMkFjzwiGXB2dgYAlJSUiG0HDx5EYWEhhg0bJob1GoIgICgoCEeOHMGpU6fEwA5UB/qNGzfW+YzIyEgAwMCBA1thD4haj8k/Hb7Wg3OcbBWAzd33d/UEH0zfcEpnXsQh7s5IiBgAlY1Vq5ZJRETUVjCbE1GNVh2LNGEcAHAsQCQXPJlOJANHjx4FALi6uopt5eXlAIAbN27Uu01Nu0Jx71/ut27dwg8//ACVSoURI0a0sFoikorKxgrJk/yQde0WcvJL4OqkhHtHO6nLIiIiMinM5kQkRxwLEMkDH0BKZCCnTp3SubqlxjfffIOvvvoKzs7OGD78r1vIHn74YZibm+Pbb7/F6dOndbY5c+YMvvrqKygUCvj7+4vtt2/fRkVFhU7fsrIyTJo0CTdv3oRarUa7dvJ/4jURNcy9ox1GeHRkeCYiImomZnMiMlYcCxBJi1emEzVTXl4eZs6cKb6+c+cO8vLyxFs2ASApKUlcTkhIwJYtW/Doo4+ia9eu0Gq1OHnyJA4cOIB27dph3bp1sLW1Ffu7uLhg9uzZWLhwIXx9fTF27Fi4urri119/xebNm1FWVoalS5eKt6ECwIkTJ/Dkk09ixIgR6NKlC4qKirB9+3b8+uuvmDx5MqZNm9aqfydERERERFJgNiciIiJD4Ml0omYqLi7GunXrdNo0Go1OW+3APmbMGBQWFuLkyZPYtWsXKioq4OLigkmTJmHmzJno1atXnc9477334OXlhTVr1mDPnj0oKiqCvb09hg0bhmnTpiEsLEynf9euXREYGIgDBw7g2rVrUCqV8Pb2xrJly/DUU0/p9y+AiIiIiEgmmM2JiIjIEHgynaiZXF1dodVqG91/3LhxGDduXJM/Z/z48Rg/fnyj+nbt2hVff/11kz+DiIiIiMiYMZsTERGRIXDOdKJGiIqKgiAIiIiIkLoUvTp//jwEQYAgCMjNzZW6HCIiIiKie2I2JyIiIqnwynSiBvTv3x9qtVp87enpKWE1+qdSqXT2z8HBQbpiiIiIiIgawGxOREREUhO0TbkXjoiIiPRLowFqHnBWXAzY2EhbD8mSpkwD2+jq46R4VTFsFDxOiIiIiIwaxwFNwjxMcsFpXogakJSUJN5qaeq3kgqCAFdXV6lLIiIiIiKqF7M5ERERSY0n04kaYcyYMVCr1QgPDxfbLly4gNjYWIwePRouLi6NDrxVVVVYu3YtAgIC4ODgAKVSiYceeghRUVG4detWg9seOXIE5ubmEAQBixcvvmu/W7duQa1Ww9PTE0qlEg4ODvD29kZcXJxOv5pbSdVqNezt7e9ZOxERERGR1JjNiYiISCqcM52oEcaOHYvIyEidtgMHDiAuLg7m5ubo3bs3rl69es/3KSsrQ3h4OLZt2wYvLy9ERkZCoVDg119/xY4dO/Dee+/Bzs6u3m1v376NyMhIWFtbQ6PR3PUzfv31VwQHB+PixYsYPnw4QkNDUVZWhvPnz2PTpk068zCqVCrExsYCqL7Sh4iIiIhI7pjNiYiISCo8mU7UTEOHDsXhw4fRr18/WFtbo127dvfcZvbs2di2bRsWL16Md955R2ddVVVVg9vOnTsXV65cQUxMDObPn19vn8rKSoSHh+Py5cvYu3cvgoKCdNZXVFTcs0YiMn5Z124hJ78Erk5KuHes/yQAERGRKWE2J6K2gDmfSHo8mU7UTN27d0f37t0b3f/333/HypUrMWTIkDphHQDMzO4+69LBgweRkJCATz75BJaWlnft9+233+LYsWOYP39+nbAOABYW/JEn05FfXCZ1CfqhKYPTn4v5xWWAtvk/pwUl5Zi7+Rcczb4ptvm5qbBonCcclVYtLNQ0ONkqpC6BiIhaAbM5EbU2vY8/mjAOkHvOZ8amtoS/vYkMZNOmTaioqMD48eNx69YtfP/99/j111/RsWNHjBw5Ei4uLvVuV1JSgsjISAQGBmLy5MkN3vK5ceNGAMD48eNx6dIlbN++HYWFhXjwwQcxatQo2NY8KdwElZTzyp62xmdhqtQl6IV1eSnO/bkcsGQfblvd+0q6uzETALt2lvjoOW/4ujniWHYB5mz+F0KWp6NKq596jd3Zd0dKXUKz1P6OKymvgCDwO68xlFaMukRUP2ZzoqZr62MufY8/mjIOkHvON0TGNoY8zOzZNvBfmchAjh8/DgD4448/0LNnT1y5ckVcZ2VlhcWLF+ONN96os11MTAyuXLmC3bt3N/ozMjIy8MYbb6Cs7K//OW/fvj2+/vprBAYGtnBP5MljQYrUJRBJrkoLxI/ri1CvzgCAUK/O0EKL6C9PSVyZfBjrd0WVtlRc9lmYCjOh+f/p0pbkLA6VugQikilmc6KmM9YcZQrknvMNcWwYQx5m9mwb7n7vGhHp1fXr1wEAsbGx6NevH86cOYOioiJs27YNzs7OePPNN7Fjxw6dbfbv349Vq1YhPj4ebm5ujf6MadOmYcaMGbh06RJu3LiBDz/8EH/88QfGjh2rM1AgItPj6+ao83qQm0qiSoiIiOSL2ZyIjA1zPpE88Mp0IgOpeYhRhw4dsGnTJiiVSgBAaGgo/vnPf2LUqFFYtmwZHn/8cQCARqPBiy++CH9/f0RHRzfpM8LCwrB48WKxfdq0afj999+xZMkS/POf/8S8efP0uWuyYKxTN1Dz8cqY+h3LLhCvWAGAzFrzKpLxfldoyjTo8Gb18ol5w2GjsJG2ICIiI8dsTtR0xpqj9EXq8Yecc74hjg3mYZILnkwnMhB7e3sAwPDhw8WwXiMkJAQKhUK8FRQA5s6di8uXL2PHjh0NPgDp75+Rl5eH0aNH11n3xBNPYMmSJTqfYUo4N1nbc2LecKlL0A+NBlhevZjxThBg0/xQ+NoXJzF/6y/QQotBbipkZt/Egq1n4OemwsfPe+upYONmrN8V2loPpFJaWRjtfhARyQWzOVHTtfX8offxRxPGAXLP+YY4NpiHSS545BEZSM+ePQEADg4OddaZmZnBzs4ORUVFYttPP/2E0tJS9OrVq973mz17NmbPno3p06djxYoV4mfk5eXV+xk1bbdv327RfhDJhck8Mb7Wg3OcbBWATfP3a/UEH0zfcEpn7sQh7s5IiBgAlY1Vi8okIiIyJczmRNRUeh9/NGEcwJxPJB88mU5kIMHBwVi0aBHOnj1bZ92NGzeQl5eHhx56SGwLDQ1Fjx496vTNyspCeno6fH194eXlBX9/f53POHjwIM6ePYsnn3xSZ7uaz3V1ddXTHhGR3KhsrJA8yQ9Z124hJ78Erk5KuHe0k7osIiIi2WE2JyJjwpxPJB88mU5kIMOGDUPv3r2xd+9e7NmzByNGjAAAaLVazJkzBwDw9NNPi/3ffvvtet8nKSkJ6enpePLJJxETE6OzLioqCh988AFWrlyJqKgouLi4AABu3bqF+Pj4Op9BRKbJvaMdwzUREVEDmM2JyBgx5xNJjyfTiZopLy8PM2fOFF/fuXMHeXl5iIyMFNuSkpLEZXNzcyQmJiI4OBiPP/44xo0bhy5duiAjIwOZmZnw9vauE8Cbys3NDUuXLsXrr7+Ofv36Ydy4cVAoFNi+fTtycnLw8ssv49FHH23RZxARERERyQ2zORERERkCT6YTNVNxcTHWrVun06bRaHTaagd2APDz80NmZibUajV+/PFHFBUVoWvXrpg9ezbmzJkDmxY8eLDGtGnT4OrqiqVLl2LDhg2oqKhAnz59MGfOHEyePLnF709EREREJDfM5kRERGQIPJlO1Eyurq7QarVN3q5Pnz749ttvm/25kZGROlfY1OeJJ57AE0880ezPICIiIiIyJszmREREZAhmUhdAZAyioqIgCAIiIiKkLkWvzp8/D0EQIAgCcnNzpS6HiIiIiOiemM2JiIhIKrwynagB/fv3h1qtFl97enpKWI3+qVQqnf1zcHCQrhgiIiIiogYwmxMREZHUBG1z7oUjIiIi/dBoAFvb6uXiYkAP87OS6dGUaWAbXX2cFK8qho2CxwkRERGRUeM4oEmYh0kuOM0LUQOSkpLEWy1N/VZSQRDg6uoqdUlERERERPViNiciIiKp8WQ6USOMGTMGarUa4eHhYtuFCxcQGxuL0aNHw8XFpVGBt6KiAmvXroW/vz/at28POzs7eHh4YNasWbh69Wqd/osXL0ZISAi6dOkCa2trODk5YeDAgVi2bBlKSkru+jm3bt2CWq2Gp6cnlEolHBwc4O3tjbi4OJ1+NbeSqtVq2NvbN+0vhYiIiIhIAszmREREJBVO80LUgKSkJERFRSExMRGRkZH1rjM3N0fv3r1x9uxZdOnSBTk5OXd9v6eeegrfffcdevTogcceewwKhQJHjhzBwYMH0blzZ5w8eRKdOnUS+7u5ucHZ2Rl9+/ZFhw4dUFxcjLS0NJw5cwb9+vXDoUOHoFQqdT7j119/RXBwMC5evIjhw4djwIABKCsrw/nz5/Hrr7/i9OnT9dZWM9hoqH4iagW8vZMagbe1EhExmxORieE4oEmYh0ku+ABSomYaOnQoDh8+jH79+sHa2hrt2rVrsH9mZia+++47DBo0CBkZGbC0tBTXzZgxAwkJCfj000+xYMECsf3cuXP1vu/EiRORnJyMxMRETJ06VWyvrKxEeHg4Ll++jL179yIoKEhnu4qKiubuLhHJVNa1W8jJL4GrkxLuHe2kLoeIiEgSzOZE1NZwHEAkDZ5MJ2qm7t27o3v37o3uf/HiRQDAiBEjdMI6AISGhiIhIQHXr1/Xab/bICA8PBzJyck4f/68Tvu3336LY8eOYf78+XXCOgBYWPBHnoxPfnGZ1CW0Lk0ZnP5czC8uA7SN+zktKCnH3M2/4Gj2TbHNz02FReM84ai0aoVCjZOTrULqEoiIyACYzYmotel9XGJC4wBmbmpL+NubyED69OkDAEhNTUVsbKxOeN6xYwcAIDg4uFHvtX37dgCAp6enTvvGjRsBAOPHj8elS5ewfft2FBYW4sEHH8SoUaNgW3MLWRtWUs4rgIyNz8JUqUtoVdblpTj353LAkn24bdXwlXQ1zATArp0lPnrOG75ujjiWXYA5m/+FkOXpqOIEbqKz746UugS9qP3dVVJeAUHgd1lTKK0YeYlIF7M5kf6Z+lhL3+MSUxoHGCJzG3MeZhY1LfzXJDKQvn37Ijo6GqtWrUKfPn0wcuRIKBQKZGZm4ujRo5g/fz6efPLJerddsWIFCgsLUVhYiIMHD+L48eMICQnBxIkTdfodP34cAJCRkYE33ngDZWV//c95+/bt8fXXXyMwMLDV9tEYeCxIkboEIr2o0gLx4/oi1KszACDUqzO00CL6y1MSVyYvpvIzX6UtFZd9FqbCTGjcYIuq5SwOlboEIpIZZnMi/TOV3CV3chwHGOLf3pjzMLOoaeHJdCIDWrlyJdzc3BATE4OVK1eK7Y8//jjCw8Pvut2KFSuQm5srvp4wYQJWr15d55bUmltRp02bhpkzZyI6Ohrt2rXDV199hZkzZ2Ls2LE4d+4cOnfurOc9IyIp+Lo56rwe5KaSqBIiIiLjw2xORMaK4wAi6fBkOpGBaLVavPrqq/jiiy/w4YcfYuzYsVAqlTh8+DBef/11+Pv7IzU1Ff7+/nW2zcnJAQBcvXoV+/btw6xZs+Dn54eUlBQ88MADYr+qqioAQFhYGBYvXiy2T5s2Db///juWLFmCf/7zn5g3b17r7qyMmcqUD20Jr3C5u2PZBeIVKQCQWWveRKpmKj/zmjINOrxZvXxi3nDYKGykLYiIyMgxmxPpn6nkrruR07hEbuMAQ/zbMw+TXPBkOpGBJCYmYs2aNUhISMCUKVPE9pEjR2LLli3w8PBATEwM9u/ff9f36NSpE5599ln06NEDgwYNwltvvSXOxQgA9vb2yMvLw+jRo+ts+8QTT2DJkiXi7aZtFecqMz4n5g2XuoTWpdEAy6sXM94JAmwaFwpf++Ik5m/9BVpoMchNhczsm1iw9Qz83FT4+HnvVizYuJjKz7y21gOplFYWJrNfRERSYTYn0j9Tzyd6H5eY0DjAEP/2zMMkFzzyiAyk5sFEQUFBddb17t0bnTt3xokTJxr1Xr6+vnB0dERaWppOe8+ePZGXlwcHB4c629S03b59u0l1E0nN5J8MX+vBOU62CsCmcfu7eoIPpm84pTM34hB3ZyREDIDKxkrvZRIREZkSZnMiaiq9j0s4DiAySjyZTmQg5eXlAIAbN27UWVdZWYmCggIolcpGvVdxcTH++OMPdOrUSac9ODgYBw8exNmzZ+s8MOns2bMAAFdX12ZUT0Ryo7KxQvIkP2Rdu4Wc/BK4Oinh3tFO6rKIiIiMArM5ERkrjgOIpGUmdQFEbcUjjzwCAIiPj0dZWZnOuoULF6K0tFTnypjc3FxxPsba7ty5gxkzZqCqqgqjRo3SWRcVFQWFQoGVK1fi999/F9tv3bqF+Ph4AMDTTz+tr10iIhlw72iHER4dGaCJiIiagNmciIwdxwFE0uCV6UTNlJeXh5kzZ4qv79y5g7y8PERGRoptSUlJ4vLUqVORnJyMvXv3olevXnjsscdgbW2Nw4cP48iRI1CpVGKoBoBTp07hqaeewpAhQ+Du7g5nZ2dcu3YNqampuHTpEnr27IlFixbp1OTm5oalS5fi9ddfR79+/TBu3DgoFAps374dOTk5ePnll/Hoo4+22t8JEREREZEUmM2JiIjIEAStVquVuggiuUpKSkJUVBQSExN1gjgA5OTkwM3NrcHt//7jVVRUhA8++ABbtmzBhQsMi8XXAAEAAElEQVQXUFlZCRcXF4SEhGDOnDno1q2b2PfXX3/FihUrkJ6ejpycHBQWFsLW1ha9e/fGuHHjMHXqVNjc5QElP/zwA5YuXYpTp06hoqICffr0wSuvvILJkyfftdaaW0zru+KGiFqRRgPY2lYvFxc3+sFD1LZoyjSwja4+TopXFcNGweOEiNoeZnMiMikcBzQJ8zDJBU+mEzWgocBuahjYiSTCEE2NwMEDERGzORGZGI4DmoR5mOSCc6YTNUJUVBQEQUBERITUpejV+fPnIQgCBEFAbm6u1OUQEREREd0TszkRERFJhXOmEzWgf//+UKvV4mtPT08Jq9E/lUqls38ODg7SFUNERERE1ABmcyIiIpIap3khIiKSEm/vpEbgba1EREREJobjgCZhHia54DQvRA1ISkoSb7U09VtJBUEQ52YkIiIiIpIbZnMiIiKSGk+mEzXCmDFjoFarER4eLrZduHABsbGxGD16NFxcXBoVeCsqKrB27Vr4+/ujffv2sLOzg4eHB2bNmoWrV6/W6Z+eno6ZM2ciKCgI9vb2EAThng9bKiwsxIIFC+Dl5QU7Ozs4OzvD19cXq1atQmlpqU7fmltJ1Wo17O3tG/33QUREREQkFWZzIiIikgrnTCdqhLFjx9YJygcOHEBcXBzMzc3Ru3fvegP33z3zzDP47rvv0KNHD0REREChUODIkSNYunQp1q9fj5MnT6JTp05i/7Vr12LdunVQKpXo2rUrioqKGnz/wsJC+Pj44OLFiwgICMArr7yCsrIy7Ny5E9OmTcPmzZuxZ88emJlV/z+aSqVCbGwsgOorfYiIiIiI5I7ZnIiIiKTCk+lEzTR06FAcPnwY/fr1g7W1Ndq1a9dg/8zMTHz33XcYNGgQMjIyYGlpKa6bMWMGEhIS8Omnn2LBggVie3R0NN5++2306tULx44dg7+/f4Of8emnn+LixYt44403sGzZMrG9vLwcAQEB+PHHH5GRkYGhQ4c2c6+JSI6yrt1CTn4JXJ2UcO9oJ3U5REREBsdsTkRtFccCRIbFk+lEzdS9e3d079690f0vXrwIABgxYoROWAeA0NBQJCQk4Pr16zrtAwcObFJNNZ/x+OOP67RbWVlhxIgROHbsWJ3PIDJm+cVlUpfQcpoyOP25mF9cBmgb/6u5oKQcczf/gqPZN8U2PzcVFo3zhKPSSs+FGg8nW4XUJRARkYExmxORIeh1/NGCcQAg37EAsziZOp5MJzKQPn36AABSU1MRGxsLC4u/fvx27NgBAAgODtbLZ+zatQvDhw8X2+/cuYPU1FRYW1vf8woaY1FSXiF1CSQDPgtTpS6hxazLS3Huz+WAJftw26rhK+lqMxMAu3aW+Og5b/i6OeJYdgHmbP4XQpano0rbOvUag7PvjpS6BL2r/Z1XUl4BQWib34FKK0ZXItIPZnOilmuLYzJ9jj9aMg4A5DsWaK0sbgx5mFm1beC/MpGB9O3bF9HR0Vi1ahX69OmDkSNHQqFQIDMzE0ePHsX8+fPx5JNPtugzXnrpJSQnJ+P//u//cPz4cfj6+qKsrAy7du1CQUEBvvzyS7i4uOhpj6TlsSBF6hKIJFelBeLH9UWoV2cAQKhXZ2ihRfSXpySuTFqm+P1Qpf3rIXU+C1NhJjRtsGUqchaHSl0CEZkIZnOiljPFzGVM5DoWaK3jwhjyMLNq28CT6UQGtHLlSri5uSEmJgYrV64U2x9//HGEh4e3+P2tra2RlpaGV155BevXr8f+/fsBAGZmZoiOjkZAQECLP4OI5MXXzVHn9SA3lUSVEBERGRdmcyIydhwLEBkeT6YTGYhWq8Wrr76KL774Ah9++CHGjh0LpVKJw4cP4/XXX4e/vz9SU1NbdKtnXl4exowZg+vXr2P79u145JFHUFpaiu+//x5vvfUWtm3bhuPHj8PR0fHebyZzpjiNAzUdr4YBjmUXiFejAEBmrTkT2ypT/H7QlGnQ4c3q5RPzhsNGYSNtQURERo7ZnKjlTDFz3Yvcxh9yHAu01nHBPExywZPpRAaSmJiINWvWICEhAVOmTBHbR44ciS1btsDDwwMxMTHiFSvN8eabb+LQoUP4+eef4eXlBQCwt7fH5MmTUVlZiVdffRUrVqxAXFxci/dHapyLjIDqEGX0NBpgefVixjtBgE3jQ+FrX5zE/K2/QAstBrmpkJl9Ewu2noGfmwofP+/dSgXLnyl+P2hrPZBKaWVhkvtIRGRIzOZELdcW84hexx8tGAcA8h0LtNZxwTxMcsEjj8hAtm/fDgAICgqqs653797o3LkzTpw40eLPUKlUYlivreYBSi39DCI5MYknxdd6cI6TrQKwafw+rZ7gg+kbTunMizjE3RkJEQOgsrHSa5lERESmhNmciJpDr+OPFowDAI4FiKTCk+lEBlJeXg4AuHHjRp11lZWVKCgogFKpbPFnlJaWory8HFZWur88az5XoTCBk49EBABQ2VgheZIfsq7dQk5+CVydlHDvaCd1WURERLLHbE5Exo5jASJpmEldAFFb8cgjjwAA4uPjUVZWprNu4cKFKC0trffKmKZ+RkVFBd577z2d9rKyMrGtpZ9BRPLj3tEOIzw6MjwTERE1ErM5EZkKjgWIDItXphM1U15eHmbOnCm+vnPnDvLy8hAZGSm2JSUlictTp05FcnIy9u7di169euGxxx6DtbU1Dh8+jCNHjkClUiE+Pl7nMzIyMvDZZ58B+OvqlYyMDPEzevXqhZiYGLH/4sWLcejQISxcuBC7d+8WH3KUkpKCixcvwsfHBy+99JKe/yaIiIiIiKTFbE5ERESGIGi1Wq3URRDJVVJSEqKiopCYmKgTxAEgJycHbm5uDW7/9x+voqIifPDBB9iyZQsuXLiAyspKuLi4ICQkBHPmzEG3bt3q/fy7GTZsGNLS0nTasrKy8P7772Pv3r24cuUKLCws0KNHD4SHh2PmzJl3vV3V1dVV3C8iMiCNBrC1rV4uLm7yg4eobdCUaWAbXX2cFK8qho2CxwkRtT3M5kRkUjgOaBLmYZILnkwnakBDgd3UMLATSYQhmhqBgwciImZzIjIxHAc0CfMwyQXnTCdqhKioKAiCgIiICKlL0avz589DEAQIgoDc3FypyyEiIiIiuidmcyIiIpIK50wnakD//v2hVqvF156enhJWo38qlUpn/xwcHKQrhoiIiIioAczmREREJDVO80JERCQl3t5JjcDbWomIiIhMDMcBTcI8THLBaV6IGpCUlCTeamnqt5IKgiDOzUhEREREJDfM5kRERCQ1nkwnaoQxY8ZArVYjPDxcbLtw4QJiY2MxevRouLi4NDrwVlVVYe3atQgICICDgwOUSiUeeughREVF4datWw1ue+TIEZibm0MQBCxevLjO+oyMDLz11lvw8fGBk5MT2rVrh169euGdd95BYWFhnf41t5Kq1WrY29vfs3YiIiIiIqkxmxMREZFUOGc6USOMHTsWkZGROm0HDhxAXFwczM3N0bt3b1y9evWe71NWVobw8HBs27YNXl5eiIyMhEKhwK+//oodO3bgvffeg52dXb3b3r59G5GRkbC2toZGo6m3T3h4OPLy8hAQEICJEydCEASkpaXhgw8+wKZNm3Do0CF06NBB7K9SqRAbGwug+kofIiIiIiK5YzYnIiIiqfBkOlEzDR06FIcPH0a/fv1gbW2Ndu3a3XOb2bNnY9u2bVi8eDHeeecdnXVVVVUNbjt37lxcuXIFMTExmD9/fr193njjDUycOBGdO3cW27RaLaZOnYrVq1cjLi4OH330USP2joiMSda1W8jJL4GrkxLuHesf9BMREZkyZnMiaos4DiAyPJ5MJ2qm7t27o3v37o3u//vvv2PlypUYMmRInbAOAGZmd5916eDBg0hISMAnn3wCS0vLu/ar730FQcD8+fOxevVq7N+/v9H1EslNfnGZ1CW0Dk0ZnP5czC8uA7SN/9VcUFKOuZt/wdHsm2Kbn5sKi8Z5wlFppedCjZOTrULqEoiIyACYzYnIkPQyNjHBcQCzN7UFPJlOZCCbNm1CRUUFxo8fj1u3buH777/Hr7/+io4dO2LkyJFwcXGpd7uSkhJERkYiMDAQkydPbtYtnzUh38LCtH/kS8orpC6BWpHPwlSpS2gV1uWlOPfncsCSfbhtde8r6WqYCYBdO0t89Jw3fN0ccSy7AHM2/wshy9NRpW2deo3N2XdHSl2CXtT+fispr4Ag8PvuXpRWpv07j4hahtmcqOk43vqLPsYmpjgOaM3sbYx5mHnUNPFflchAjh8/DgD4448/0LNnT1y5ckVcZ2VlhcWLF+ONN96os11MTAyuXLmC3bt3N/uz165dCwAICQlp9nsYA48FKVKXQGRQVVogflxfhHpV3z4e6tUZWmgR/eUpiSuTD1P5XqjSlorLPgtTYSY0frDVVuUsDpW6BCKSMWZzoqYzlVxlCuQ6DmjNY8QY8zDzqGm6+71rRKRX169fBwDExsaiX79+OHPmDIqKirBt2zY4OzvjzTffxI4dO3S22b9/P1atWoX4+Hi4ubk163N/+uknxMXFoUOHDpg1a1aL94OI5MXXzVHn9SA3lUSVEBERGQ9mcyIydhwHEEmDV6YTGUjNQ4w6dOiATZs2QalUAgBCQ0Pxz3/+E6NGjcKyZcvw+OOPAwA0Gg1efPFF+Pv7Izo6ulmfmZ2djbCwMFRWVmLDhg1wdnbWz87IlKlM50D145Uw9TuWXSBekQIAmbXmTSTT+V7QlGnQ4c3q5RPzhsNGYSNtQURERo7ZnKjpTCVX6YMcxiZyHAe05jHCPExywZPpRAZib28PABg+fLgY1muEhIRAoVCIt5sCwNy5c3H58mXs2LGjwQcg3U1ubi6CgoJw48YNbNq0CUFBQS3bASPA+chM24l5w6UuoXVoNMDy6sWMd4IAm8aHwte+OIn5W3+BFloMclMhM/smFmw9Az83FT5+3ruVCjYupvK9oK31QCqllYXJ7BcRkVSYzYmajvnjL3oZm5jgOKA1jxHmYZILHnlEBtKzZ08AgIODQ511ZmZmsLOzQ1FRkdj2008/obS0FL169ar3/WbPno3Zs2dj+vTpWLFihc66nJwcBAUF4fLly/jmm28QFhamt/0gkorJPhm+1oNznGwVgE3j93P1BB9M33BKZ27EIe7OSIgYAJWNlV7LJCIiMiXM5kTUEnoZm3AcQGSUeDKdyECCg4OxaNEinD17ts66GzduIC8vDw899JDYFhoaih49etTpm5WVhfT0dPj6+sLLywv+/v4663NychAYGIjLly9j48aNGDNmjP53hohkQWVjheRJfsi6dgs5+SVwdVLCvaOd1GURERHJHrM5ERkzjgOIpMOT6UQGMmzYMPTu3Rt79+7Fnj17MGLECACAVqvFnDlzAABPP/202P/tt9+u932SkpKQnp6OJ598EjExMTrrasL677//jo0bN2LcuHGttDdEJCfuHe0YnomIiJqA2ZyITAHHAUSGx5PpRM2Ul5eHmTNniq/v3LmDvLw8REZGim1JSUnisrm5ORITExEcHIzHH38c48aNQ5cuXZCRkYHMzEx4e3vXCeBNFRgYiNzcXDz88MM4ffo0Tp8+XadPbGxsiz6DiIiIiEhumM2JiIjIEHgynaiZiouLsW7dOp02jUaj01Y7sAOAn58fMjMzoVar8eOPP6KoqAhdu3bF7NmzMWfOHNg04YEj9cnNzQUAHDlyBEeOHKm3DwM7EREREZkaZnMiIiIyBJ5MJ2omV1dXaLXaJm/Xp08ffPvtt83+3MjISJ0rbGprTj1ERERERMaO2ZyIiIgMwUzqAoiMQVRUFARBQEREhNSl6NX58+chCAIEQRCvnCEiIiIikjNmcyIiIpIKr0wnakD//v2hVqvF156enhJWo38qlUpn/xwcHKQrhoiIiIioAczmREREJDVBy3vPiIiIpKPRALa21cvFxUAL52cl06Qp08A2uvo4KV5VDBsFjxMiIiIio8ZxQJMwD5NccJoXogYkJSWJt1qa+q2kgiDA1dVV6pKIiIiIiOrFbE5ERERS48l0okYYM2YM1Go1wsPDxbYLFy4gNjYWo0ePhouLS6MDb0pKCgIDA3HffffBzs4OgYGBSElJaXCbn3/+Gc899xxcXFygUChw//33Y9SoUdi3b1+dvlVVVVi1ahW8vLxgbW2N9u3b4+mnn0ZWVladvjW3kqrVatjb29/7L4KIiIiISGLM5kRERCQVzplO1Ahjx45FZGSkTtuBAwcQFxcHc3Nz9O7dG1evXr3n+3zxxReYMGECnJ2d8cILL0AQBHz99dd47LHHsH79ejz//PN1tvn888/x4osvwt7eHmFhYXBxcUFeXh6OHz+OQ4cOISgoSKf/lClT8I9//AMeHh6YNm0arl27ho0bN2L37t04dOgQPDw8xL4qlQqxsbEAqq/0ISIiIiKSO2ZzIiIikgpPphM109ChQ3H48GH069cP1tbWaNeuXYP9CwoKEB0dDWdnZ5w8eRJdunQBAMyePRve3t6Ijo7G448/DkdHR3GbEydOYNKkSRg0aBC2b9+usw4AKioqdF7v27cP//jHPzBkyBDs2bMHCoUCADBx4kSMGDECr776Kvbv36+P3SciGcu6dgs5+SVwdVLCvaOd1OUQERG1OmZzImqrmP2JDIsn04maqXv37ujevXuj+3/zzTcoLCxEXFycGNYBoHPnzpgxYwZiYmLwzTff4OWXXxbXzZs3D5WVlfj888/rhHUAsLDQ/RH+xz/+AQBYuHChGNYB4NFHH8XIkSOxa9cu/Pe//8VDDz3U6LqJ5Cy/uEzqElpOUwanPxfzi8sAbfN/NReUlGPu5l9wNPum2ObnpsKicZ5wVFq1sFDT4WSruHcnIiIyKszmRGQIeh1/tHAcIOfsz7xNpown04kMJC0tDQAQEhJSZ93IkSMRExOD/fv3i4G9sLAQu3fvxoABA9CjRw/s378fmZmZsLCwgJ+fHwYPHlzvZ9jY2OCRRx6p9zN27dqF/fv3G3VgLymvuHcnajN8FqZKXUKLWZeX4tyfywFL9uG2VcNX0jXETADs2lnio+e84evmiGPZBZiz+V8IWZ6OKq1+6jUFZ98dKXUJTVb7u6+kvAKCwO/CxlBaMeoSUf2YzYmap62Px/Q5/mjpOEDO2b818rax5WHmUNPFf1kiA6l5yJC7u3uddTVttR9EdPLkSVRVVaFLly4YPXo0fvjhB51tRowYgW+++UZ8OJFGo8GVK1fg6ekJc3PzRn2GMfJY0PADoYjasiotED+uL0K9OgMAQr06Qwstor88JXFl8mKM3yNV2lJx2WdhKsyE5v+nS1uSszhU6hKISKaYzYmaxxhzlKmSc/ZvjePE2PIwc6jpMpO6AKK24o8//gAAMWDXZmNjA3Nzc7EPAFy/fh0AsG3bNmRmZmLLli34448/cO7cOYwePRp79uzRue20ofcHgPvuu0+nHxGZJl833dvOB7mpJKqEiIhIvpjNicgUMPsTGR6vTCeSqaqqKgBAZWUlPvnkE4wZMwZAdfD++uuv8dBDD+Gbb77B//7v/+rM82jqjHF6Bmo9vDKmrmPZBeLVKQCQWWsORapmjN8jmjINOrxZvXxi3nDYKGykLYiIqI1hNieqZow5Sp/kNv6Qa/ZvjeOEeZjkgifTiQyk5qqUP/74A05OTjrrNBoNKisrda5cqVk2NzdHaKju7UEKhQIhISH47LPPcOLECXTp0kXn/etTVFSk877GivOOUW0n5g2XuoSW02iA5dWLGe8EATbND4WvfXES87f+Ai20GOSmQmb2TSzYegZ+bip8/Ly3ngo2fsb4PaKt9UAqpZWFUe4DEZGcMJsTNU9bzyB6HX+0cBwg5+zfGscJ8zDJBY88IgNxd3fH8ePHkZWVVSew1zdnY8+ePQEASqUSlpaWdd7PwcEBAHD79m0A1bejdu7cGdnZ2aisrKwzN2ND80ISGSuTeEp8rQfnONkqAJvm79PqCT6YvuGUzjyJQ9ydkRAxACobqxaVSUREZEqYzYmoOfQ6/mjhOIDZn0ganDOdyECGDRsGANi9e3eddSkpKTp9AODBBx9E165dcevWLfz22291tjl79iwAwNXVVeczNBoNDh482KjPICLTorKxQvIkP+x5Yyj+MXEg9rwxFMmT/BimiYiI/obZnIiMHbM/kTR4Mp3IQJ5++mnY29tj5cqVuHTpkth+5coVrFixAg4ODhg/frzYLggCpkyZAgCYM2eOOE8jAOzfvx87d+6Eq6srfH19xfaahx7NmzcP5eXlYvvevXuRkpKCoUOH4qGHHmq1fSQieXDvaIcRHh3h3tFO6lKIiIhkidmciEwFsz+RYXGaF6JmysvLw8yZM8XXd+7cQV5eHiIjI8W2pKQkcdnR0RGrVq3C//zP/8Db2xsREREwMzPDxo0bce3aNSQnJ8PRUfdJ3G+++Sa2bduG5ORknD17FkOHDsWVK1ewadMmKBQKrF27FhYWf/0YBwUF4aWXXsJnn32GAQMGIDQ0FNeuXcPGjRtx3333YfXq1a3290FEREREJBVmcyIiIjIEnkwnaqbi4mKsW7dOp02j0ei01Q7sADBhwgQ4Ozvj/fffF9d5e3tj3bp1GDmy7tOuFQoF9uzZg8WLF+Orr77CRx99BFtbW4SFhUGtVqNfv351tlmzZg28vLywZs0afPjhh7C1tcUTTzyBRYsW8coXIiIiIjJJzOZERERkCIJWq9VKXQSRXCUlJSEqKgqJiYk6V7WYopr5HXNyciStg6jN0WgAW9vq5eJiwMZG2npIljRlGthGVx8nxauKYaPgcUJEbQ+zORGZFI4DmoR5mOSCc6YTNUJUVBQEQUBERITUpejV+fPnIQgCBEFAbm6u1OUQEREREd0TszkRERFJhdO8EDWgf//+UKvV4mtPT08Jq9E/lUqls38ODg7SFUNERERE1ABmcyIiIpIap3khIiKSEm/vpEbgba1EREREJobjgCZhHia54DQvRA1ISkoSb7U09VtJBUEQ52YkIiIiIpIbZnMiIiKSGk+mEzXCmDFjoFarER4eLrZduHABsbGxGD16NFxcXBoVeCsqKrB27Vr4+/ujffv2sLOzg4eHB2bNmoWrV6/edbuff/4Zzz33HFxcXKBQKHD//fdj1KhR2LdvX52+v/32G1555RV07doVVlZWuP/++xEVFYVLly7V6VtzK6larYa9vX3j/0KIiIiIiCTCbE5ERERS4ZzpRI0wduxYREZG6rQdOHAAcXFxMDc3R+/evRsM3DWeeeYZfPfdd+jRowciIiKgUChw5MgRLF26FOvXr8fJkyfRqVMnnW0+//xzvPjii7C3t0dYWBhcXFyQl5eH48eP49ChQwgKChL7XrhwAYMHD8b169cxYsQIPPPMM8jKysK6deuwY8cOHDp0CA8++KDYX6VSITY2FkD1lT5ERERERHLHbE5ERERS4cl0omYaOnQoDh8+jH79+sHa2hrt2rVrsH9mZia+++47DBo0CBkZGbC0tBTXzZgxAwkJCfj000+xYMECsf3EiROYNGkSBg0ahO3bt8PR0VHnPSsqKnReT58+HdevX0dCQgJef/11sf2bb77B008/jalTp2LXrl0t2W0ikrGsa7eQk18CVycl3DvaSV0OERGRwTCbE1FbxTEAkWHxZDpRM3Xv3h3du3dvdP+LFy8CAEaMGKET1gEgNDQUCQkJuH79uk77vHnzUFlZic8//7xOWAcAC4u/foRLS0uRkpKCjh07Ytq0aTr9xo8fj/79+yMlJQUXL15sUt1EcpNfXCZ1CfqlKYPTn4v5xWWAtum/mgtKyjF38y84mn1TbPNzU2HROE84Kq30VKhxc7JVSF0CERG1ImZzIjK0Fo9LWjgOkPMYgNmbTBlPphMZSJ8+fQAAqampiI2N1QnbO3bsAAAEBweLbYWFhdi9ezcGDBiAHj16YP/+/cjMzISFhQX8/PwwePBgnffPz89HRcX/s3fvcVHU+//AXwPCAgsCC17IVLAwL4gKIlpegBQtTLTUOGYFB/WnhWlmeQldMCWrk2aa5tEEs1KzvBz1KIoJ5hUVzLz0DRTU4wVvKLAICOzvD2RjW0RYlp3Z5fV8PHw8Zmc/u/seHZbXe5z5TCnatm0LQRB0Pt/DwwMnT57Evn37TDawF5aUPn4QmT3feUlil2BQtiVFOPdwuc8n+3DfuuYz6apjIQAONlb4arQP/DyccSwrF7M2/47gRftRrjZsvabq7NxBYpdQL1W//wpLSiEI/D6sjp01oy0R1Q6zOZF+2JP9pb59SX37ACn3AA2RvU0lDzOPmj/+CxMZSZcuXRAVFYWlS5eic+fOGDRoEGQyGVJTU3H06FHMnj0bL7/8smZ8WloaysvL0bp1awwdOhTbtm3Ter+BAwdi48aNmpsTOTs7w9LSEhcvXoRardYJ7VlZWQCAP//8s4G3tOF0mpModglEklSuBuKGd0GItxsAIMTbDWqoEfVDusiVSYepf3+Uq4s0y77zkmAh1P0/XRqD7AUhYpdARCaC2ZxIP6aeqcyJlHuAhthPTCUPM4+aPwuxCyBqTJYsWYLPP/8cWVlZWLJkCf71r39h//79eP755zFixAitsZWXlW7fvh2pqanYsmUL7t27h3PnzmHo0KHYs2cPxo8frxlvZ2eH/v37IycnB8uWLdN6r02bNuHkyZMAKs6qISLz4+ehfbl5Tw+FSJUQERGZBmZzIjJ17AGIjI9nphMZiVqtxsSJE/H999/jyy+/xLBhw2BnZ4fDhw/jnXfeQe/evZGUlITevXsDAMrLywEAZWVl+PrrrxEaGgoAaNq0KX788Ue0b98eGzduxL/+9S+0bt0aALBw4UL06dMHUVFR2LZtG7y9vZGZmYmtW7fC29sbp06dgqWlpTh/AQZg6tM0kGHwbJjqHcvK1ZyVAgCpVeZOJNP//lAVq9B8asXyiegBkMvk4hZERGTimM2J9GPqmcqQpNCXSLUHaIj9hHmYpIIH04mMJD4+HitWrMDixYsxYcIEzfpBgwZhy5Yt6NSpE2bMmIGUlBQA0FwiamlpiZAQ7cuEZDIZgoODsWrVKpw4cUIT2Lt27Ypjx45BqVRi37592LdvH55++mmsWLECd+/exfvvv49mzZoZaYsNj3OPEVARnMyKSgUsqlg8MD0QkNc9FL71fRpmbz0NNdTo6aFAatYdzNl6Bv4eCix7zcfABZsmU//+UFe5IZWddROT3x4iIrExmxPphxnkL/XuS+rZB0i5B2iI/YR5mKSCex6RkezYsQMAEBgYqPNcx44d4ebmhhMnTmjWPfPMMwAqLhG1srLSeY2TkxMA4P79+1rrO3TogA0bNuiMDw8PBwD06NFDr/qJpMLs7gxf5cY5LvYyQF737Vs+xheT16drzY/Y19MVi8O6QyG3NkiZRERE5oTZnIjqq959ST37APYAROLgwXQiIykpKQEA3Lx5U+e5srIy5Obmws7OTrPuqaeeQps2bXDp0iX873//w5NPPqn1mrNnzwIA3N3dH/vZ+fn52LZtGxQKBQYOHFiPrSAiKVLIrbE20h8ZOfnIvl0Idxc7eLZwELssIiIiyWI2JyJTxx6ASBy8ASmRkTz33HMAgLi4OBQXF2s9N2/ePBQVFWmdGSMIguaS01mzZmnmaQSAlJQU7Ny5E+7u7vDz89Osv3//PkpL//rfbQAoLi5GZGQk7ty5A6VSCRsbad7xmojqz7OFAwZ2asEQTURE9BjM5kRkLtgDEBkXz0wn0tOtW7cwbdo0zeMHDx7g1q1bmks2ASAhIUGz/Pbbb2Pt2rXYu3cvOnTogMGDB8PW1haHDx/GkSNHoFAoEBcXp/UZU6dOxfbt27F27VqcPXsW/fr1w7Vr1/Dzzz9DJpNh9erVaNLkrx/jEydO4OWXX8bAgQPRunVr5OXlYceOHbh06RLGjRuHSZMmNdjfBxERERGRWJjNiYiIyBh4MJ1ITwUFBVizZo3WOpVKpbWuamB3cHDA4cOH8emnn2LLli1ISEhAWVkZWrVqhfHjx2PWrFlo27at1vvJZDLs2bMHCxYswLp16/DVV1/B3t4eQ4YMgVKpRNeuXbXGt2nTBgEBAfj111+Rk5MDOzs7+Pj4YOHChXjllVcM/5dARERERCQBzOZERERkDIJarVaLXQSRVCUkJCAiIgLx8fFaZ7WYo8r5HbOzs0Wtg6jRUakAe/uK5YICQC4Xtx6SJFWxCvZRFftJwdICyGXcT4io8WE2JyKzwj6gTpiHSSo4ZzpRLUREREAQBISFhYldikFlZmZCEAQIgoCLFy+KXQ4RERER0WMxmxMREZFYOM0LUQ26desGpVKpeezl5SViNYanUCi0ts/JyUm8YoiIiIiIasBsTkRERGLjwXSiGpw8eRKxsbGax6+++ipGjBghYkWGdefOHa3ta9u2LaZMmSJeQUREREREj8BsTkRERGLjNC9EtRAaGgqlUqkV1s+fP4+YmBgMHToUrVq1giAImrkNa5KYmIiAgAA0bdoUDg4OCAgIQGJi4iPH79q1CwMGDICTkxNsbW3RpUsXLFy4EGVlZTpjDxw4gPfeew++vr5wcXGBjY0NOnTogOnTp+Pu3bs64yvPflEqlXB0dKzV3wURERERkZiYzYmIiEgsvAEpUQ1quslR5XOWlpbo2LEjzp49i9atW9d4k6Dvv/8eY8aMgaurK8LCwiAIAn788Ufk5OTgu+++w2uvvaY1/ssvv8TkyZPRtGlTvPzyy3ByckJSUhJOnz6NESNGYOPGjVrjW7ZsiVu3bqFPnz7o3r07BEFAcnIy0tPT8dRTT+HQoUNo3rx5tbXxJkdEIuGNh6gWeMMlIiJmcyIyM+wD6oR5mKSC07wQ6alfv344fPgwunbtCltbW9jY2NQ4Pjc3F1FRUXB1dUVaWhpat24NAJg5cyZ8fHwQFRWFF198Ec7OzgCAK1eu4P3334ezszPS09PRtm1bAEBpaSlGjBiBn376CevXr9e68dK7776LN954A25ubpp1arUab7/9NpYvX47Y2Fh89dVXhv6rICIJycjJR/btQri72MGzhYPY5RARERkFszkRNWbsAYiMhwfTifTUrl07tGvXrtbjN27ciLt37yI2NlYT1gHAzc0NU6ZMwYwZM7Bx40aMHz8eALBz506UlJRg8uTJmrAOAE2aNEFsbCy2bt2K5cuXawX26dOn63yuIAiYPXs2li9fjpSUFH02lUiybhcUi11C/amK4fJw8XZBMaDW71dzbmEJPtx8Gkez7mjW+XsoMH+4F5ztrA1QqHlwsZeJXQIRETUAZnMiMiaD9CEG6ANMoQdg/iZzw4PpREaSnJwMAAgODtZ5btCgQZgxYwZSUlI0gT0nJwcA4OHhoTO+ct2hQ4dQXFwMmazmX05WVlYAKsK+KSssKRW7BJIY33lJYpdQb7YlRTj3cLnPJ/tw37rmM+kexUIAHGys8NVoH/h5OONYVi5mbf4dwYv2o5wTummcnTtI7BL0UvX7r7CkFILA70N92Vmb9u9CIjIMZnOi+mvM/Zkh+hBD9AGm0AMYKn+bch5m/jQv/NckMpKMjAwAgKenp85zlesqxwBAs2bNAABZWVk64yvXlZaW4sKFC+jYsWONn7169WoA1TcLpqTTnEffDIqosStXA3HDuyDEu+JS8hBvN6ihRtQP6SJXJi2m+j1Sri7SLPvOS4KFoN9/uhCQvSBE7BKISAKYzYnqz1RzlTkxhR7AUPuJKedh5k/zYiF2AUSNxb179wAAjo6OOs/J5XJYWlpqxgDAwIEDYWlpiW+++QaXL1/WrC8tLUVsbKzm8d27d2v83JMnTyI2NhbNmzfHBx98UM+tICIp8/Nw1nrc00MhUiVERETSxmxOROaCPQCRcfHMdCKJ8vDwwKxZs/DRRx+hS5cuePnll+Ho6Ii9e/fi0qVLaNOmDS5dugRLS8tHvkdWVhaGDBmCsrIyrF+/Hq6urkbcAsMz1ekZqOHwbBhtx7JyNWelAEBqlbkTqYKpfo+oilVoPrVi+UT0AMhlcnELIiJqZJjNiXSZaq4yBCn1IVLvAQy1nzAPk1TwYDqRkVSe9XLv3j24uLhoPadSqVBWVqZzZszcuXPRvn17LFmyBOvXr4elpSX69u2LdevWaW5uVHnJ6d9dvHgRgYGBuHnzJn7++WcEBgY2wFYZF+cZo787ET1A7BLqT6UCFlUsHpgeCMj1C4VvfZ+G2VtPQw01enookJp1B3O2noG/hwLLXvMxYMGmzVS/R9RVbkhlZ93EZLeDiEgqmM2J6q8x5xGD9CEG6ANMoQcw1H7CPExSwT2PyEg8PT1x/PhxZGRk6AT2muZsHDNmDMaMGaO1rri4GBkZGVAoFNXeBCk7OxuBgYG4evUqNm7ciCFDhhhwS4ikwyzuDF/lxjku9jJArt82LR/ji8nr07XmR+zr6YrFYd2hkFvXu0wiIiJzwmxORPVhkD7EAH0AewAi4+PBdCIj6d+/P9atW4fdu3ejV69eWs8lJiZqxtTGTz/9hOLiYkRGRuo8l52djYCAAFy9ehUbNmxAaGho/YsnIslTyK2xNtIfGTn5yL5dCHcXO3i2cBC7LCIiIkliNicic8AegMj4eANSIiMZNWoUHB0dsWTJEq2bFl27dg1ffPEFnJycMHLkSK3X5OXl6bzPuXPn8N5776Fp06aYMWOG1nOVYf3KlStYv349hg8f3jAbQ0SS5dnCAQM7tWCIJiIiqgGzORGZE/YARMbDM9OJ9HTr1i1MmzZN8/jBgwe4desWwsPDNesSEhI0y87Ozli6dClef/11+Pj4ICwsDBYWFtiwYQNycnKwdu1aODtr34X7vffeQ1paGvz8/KBQKJCRkYFt27bBwsICW7ZsQevWrbXGBwQE4OLFi+jVqxdOnTqFU6dO6dQdExNjkO0nIiIiIpIKZnMiIiIyBh5MJ9JTQUEB1qxZo7VOpVJprasa2IGKORZdXV3x8ccfa57z8fHBmjVrMGiQ7h2ug4OD8ccff2Djxo3Iz89Hy5Yt8dprr2HWrFl46qmndMZfvHgRAHDkyBEcOXKk2roZ2ImIiIjI3DCbExERkTHwYDqRntzd3aFWq+v8usGDB2Pw4MG1Gjty5Eidy0trok89RERERESmjtmciIiIjIFzphPVQkREBARBQFhYmNilGFRmZiYEQYAgCJozZ4iIiIiIpIzZnIiIiMTCM9OJatCtWzcolUrNYy8vLxGrMTyFQqG1fU5OTuIVQ0RERERUA2ZzIiIiEpug5rVnRERE4lGpAHv7iuWCAkAuF7cekiRVsQr2URX7ScHSAshl3E+IiIiITBr7gDphHiap4DQvRCYmISFBc/lnfS9vTUpK0nqvgIAAwxVKRERERGTmmM2JiIgaF07zQmSiQkND0a1bN63LW93d3R87v+L+/fvRt29fAEC7du00l5LGxsY2XLFERERERGaM2ZyIiKhx4MF0IhM1bNgwhIeHa62bMmUK7t69qzP21q1b+Oqrr+Ds7Aw/Pz/N+nbt2iEmJgYAAzsRERERkb6YzYmIiBoHHkwnMiNTpkypdv3nn38OABgzZgxsbGyMWBERGVNGTj6ybxfC3cUOni0cxC6HiIioUWM2JyJjYz9A1PB4MJ2oEfjmm28AAJGRkSJXQmQ4twuKxS7BMFTFcHm4eLugGFDX/VdzbmEJPtx8Gkez7mjW+XsoMH+4F5ztrA1UqHlwsZeJXQIRETVyzOZE5qNePYkB+oBKUu0HmL3JHPFgOpGZO3ToEM6dO4cePXqga9euYpcjmsKSUrFLIAPznZckdgkGYVtShHMPl/t8sg/3ret+hpqFADjYWOGr0T7w83DGsaxczNr8O4IX7Ue52rD1mrqzcweJXYJeqn6HFZaUQhD4nWZMdtaMzERkGMzmZOrYV2mrT09iiD6gklT7AUNmb1PMw8yQ5on/qkRmrvLMl7Fjx4pcibg6zUkUuwSiBlOuBuKGd0GItxsAIMTbDWqoEfVDusiVSY+pfheUq4s0y77zkmAhcFoAY8peECJ2CURkJpjNydSZapYyd1LtBwy5v5hiHmaGNE8WYhdARA2noKAAP/74I+zs7PCPf/xD7HKIqAH5eThrPe7poRCpEiIiIqoOszkRNST2A0TGwTPTiczYhg0bUFBQgDfffBNNmzYVuxxRmerUDvRoPCtG27GsXM2ZKACQWmW+RPqLqX4XqIpVaD61YvlE9ADIZXJxCyIiojpjNidzYKpZqqFIqSeRYj9gyP2FeZikggfTiczYqlWrAPAyUoBzlZmjE9EDxC7BMFQqYFHF4oHpgYC87qHwre/TMHvraaihRk8PBVKz7mDO1jPw91Bg2Ws+Bi7YtJnqd4G6yg2p7KybmOx2EBE1ZszmZA6YQbTVqycxQB9QSar9gCH3F+ZhkgrueURm6uzZszhy5Ag6dOiAPn36iF0OkcGZzZ3hq9w4x8VeBsjrvl3Lx/hi8vp0rTkR+3q6YnFYdyjk1gYpk4iIiPTHbE5knurVkxigD6jEfoDIeHgwnchMVd7cKDIyUuRKiKihKeTWWBvpj4ycfGTfLoS7ix08WziIXRYRERE9xGxORA2J/QCR8fBgOpEZevDgAdauXQsrKyu88cYbYpdDREbi2cKBoZmIiEhimM2JyFjYDxA1PAuxCyAiw/vPf/6Dmzdv4qWXXkLz5s3FLoeIiIiIqNFiNiciIjIfPJhOZIYqLyPlzY2IiIiIiMTFbE5ERGQ+OM0LkRn673//K3YJREREREQEZnMiIiJzwjPTiUxUREQEBEFAWFiY3u+RlJQEQRAgCIIBKyMiIiIialyYzYmIiBoHnplOZGK6desGpVKpeezl5aX3e7Vr107rvdzd3etTGhERERFRo8JsTkRE1LgIarVaLXYRREREjZZKBdjbVywXFAByubj1kCSpilWwj6rYTwqWFkAu435CREREZNLYB9QJ8zBJBad5IapBQkKC5lLL+l62KUWZmZla28ezX4iIiIhIqpjNiYiISGw8mE5UC6GhoVAqlRgxYoRm3fnz5xETE4OhQ4eiVatWtQq8paWlWL16NXr37o1mzZrBwcEBnTp1wgcffIDr169X+5rr169j7NixcHNzg42NDdq3b4+5c+eipKREZ2xycjJGjx6Njh07wsnJCXZ2dnjmmWfwz3/+E//3f/+nM16hUECpVEKpVMLR0bFufylERERERCJgNiciIiKxcJoXohokJCQgIiIC8fHxCA8Pr/Y5S0tLdOzYEWfPnkXr1q2RnZ39yPd75ZVXsGnTJjz99NMYPHgwZDIZjhw5goMHD8LNzQ1paWlo2bKlZvz169fh7++Py5cvY9iwYWjfvj0OHDiAgwcPYvDgwdixYwcsLP76P7Ho6Gh8++238Pf3R6tWrWBtbY1z585h586daNKkCXbu3InAwMBqa6tsNmqqn4gaAC/vpFrgZa1ERMzmRGRm2AfUCfMwSQVvQEqkp379+uHw4cPo2rUrbG1tYWNjU+P41NRUbNq0CT179sSBAwdgZWWleW7KlClYvHgx/v3vf2POnDma9dOnT8elS5ewbNkyTJw4EQCgVqsRERGBNWvWYM2aNYiIiNCMj46Oxrx583Q+e+/evRgwYAA++OADHDt2rL6bTkQSl5GTj+zbhXB3sYNnCwexyyEiImpwzOZE1NixByAyDh5MJ9JTu3bt0K5du1qPv3DhAgBg4MCBWmEdAEJCQrB48WLcuHFDsy4/Px8bNmxAu3btMGHCBM16QRDw8ccfY+3atVi5cqVWYH9U0/D888/D2dkZmZmZta6XSMpuFxSLXYLhqIrh8nDxdkExoNb/V3NuYQk+3HwaR7PuaNb5eygwf7gXnO2s61moaXOxl4ldAhERNSBmcyISQ736EgP1AVLtAZi/yVzxYDqRkXTu3BkAkJSUhJiYGDRp8teP33//+18AQFBQkGbd4cOHUVxcjIEDB0IQBK33cnNzQ5cuXXD06FEUFRU99sybw4cPIzc3F3369DHU5oimsKRU7BJIAnznJYldgsHYlhTh3MPlPp/sw33rmn+ea2IhAA42VvhqtA/8PJxxLCsXszb/juBF+1HeyCd1Ozt3kNgl1EvV777CklIIAr8LAcDOmlGWiPTDbE7UsBpL31afvsRQfYBUewBD529zyMPMruaB/4pERtKlSxdERUVh6dKl6Ny5MwYNGgSZTIbU1FQcPXoUs2fPxssvv6wZn5GRAQDw9PSs9v08PT3x22+/4cKFC+jUqZPWc8nJyUhOTkZxcTEyMjKwfft2uLq6YtGiRQ23gUbSaU6i2CUQSVa5Gogb3gUh3m4AgBBvN6ihRtQP6SJXJj5T/+4oVxdpln3nJcFC0P8/XcxJ9oIQsUsgIhPFbE7UsEw9e5kSqfYAht4HzCEPM7uaBx5MJzKiJUuWwMPDAzNmzMCSJUs061988UWMGDFCa+y9e/cAAI6OjtW+V9OmTbXGVZWcnIzY2FjN46effhrr16+Hr69vvbeBiKTNz8NZ63FPD4VIlRAREUkbszkRmQv2AETGw4PpREaiVqsxceJEfP/99/jyyy8xbNgw2NnZ4fDhw3jnnXfQu3dvJCUloXfv3vX+rJiYGMTExEClUuHs2bOYO3cunnvuOaxevRqjR482wNaIx9SnaiDD4Jkuj3YsK1dzVgoApFaZO7ExM/XvDlWxCs2nViyfiB4AuUwubkFERCaO2ZyoYZl69qotqfQlUuwBDL0PMA+TVPBgOpGRxMfHY8WKFVi8eLHWTYsGDRqELVu2oFOnTpgxYwZSUlIA/HXWS3VntwBAXl6e1rjqyOVy+Pn5YfPmzejRowfGjx+PgQMHolmzZobaLKPjHGMEVIQns6FSAQ+v8j4wPRCQ6x8K3/o+DbO3noYaavT0UCA16w7mbD0Dfw8Flr3mY6CCTZOpf3eoq9yQys66iclvDxGR2JjNiRpWY8kq9epLDNQHSLUHMPQ+wDxMUsE9j8hIduzYAQAIDAzUea5jx45wc3PDiRMnNOsq52OsnJ/x7zIyMmBhYYF27do99rObNGmCwMBA/Pbbbzh+/DheeOEFfTaBSDLM6s7wVW6c42IvA+T6b9vyMb6YvD5da37Evp6uWBzWHQq5db3KJCIiMifM5kRkCPXqSwzUB7AHIDIuHkwnMpKSkhIAwM2bN3WeKysrQ25uLuzs7DTrevXqBZlMhj179kCtVkMQBM1z165dw++//w5/f3/Y2NTuphtXr14FUBHeicg8KeTWWBvpj4ycfGTfLoS7ix08WziIXRYREZHkMJsTkblgD0BkXBZiF0DUWDz33HMAgLi4OBQXF2s9N2/ePBQVFWmdGdO0aVO8+uqruHDhAr7++mvNerVajZkzZ6K8vBzjxo3Tep/9+/dDrVbrfPbu3buxefNmODo64tlnnzXkZhGRBHm2cMDATi0YoomIiB6B2ZyIzA17ACLj4H+DE+np1q1bmDZtmubxgwcPcOvWLYSHh2vWJSQkaJbffvttrF27Fnv37kWHDh0wePBg2Nra4vDhwzhy5AgUCgXi4uK0PmPBggXYt28f3n77bSQlJaF9+/b49ddfcfDgQQwaNAhvvvmm1vihQ4fC1dUVfn5+aN26Ne7fv49Tp05h//79sLKywqpVqyCvx3zMRERERERSxGxORERExiCoq/uvciICUBG4IyIiEB8frxXEASA7OxseHh41vv7vP155eXn49NNPsWXLFpw/fx5lZWVo1aoVgoODMWvWLLRt21bnPa5du4bo6Gjs2LEDubm5aNOmDV5//XVMnz4dMpn2nGqLFy/Grl27cPr0ady8eROCIKB169bo378/pkyZgs6dOz+yVnd3d812EZERqVSAvX3FckFBvW5ASuZLVayCfVTFflKwtAByGfcTImp8mM2JyKywD6gT5mGSCh5MJ6pBTYHd3DCwE4mEIZpqgc0DERGzORGZGfYBdcI8TFLBOdOJaiEiIgKCICAsLEzsUgwqMzMTgiBAEARcvHhR7HKIiIiIiB6L2ZyIiIjEwjnTiWrQrVs3KJVKzWMvLy8RqzE8hUKhtX1OTk7iFUNEREREVANmcyIiIhIbp3khIiISEy/vpFrgZa1EREREZoZ9QJ0wD5NUcJoXohokJCRoLrU090tJBUHQzM1IRERERCQ1zOZEREQkNh5MJ6qF0NBQKJVKjBgxAgCgVquxc+dOTJw4Ed7e3nB0dISdnR26du2KuLg4FBUV6bzHxYsXMWHCBPj6+qJZs2aQyWRo27YtQkJCsHfv3kd+9q5duzBgwAA4OTnB1tYWXbp0wcKFC1FWVvbI1+Tn50OpVMLLywt2dnZwcnKCj48PYmNjtcZVXkqqVCrh6Oio598OEREREZHxMJsTERGRWDjNC1ENEhISEBERgfj4eISHh2vWFxUVwdbWFjKZDAEBAejSpQuKioqQmJiIjIwM+Pn5ISUlBba2tprXJCUlYeTIkejduzc8PDzQtGlTXLlyBVu3bkVeXh7mz5+PWbNmaX3+l19+icmTJ6Np06Z4+eWX4eTkhKSkJJw+fRojRozAxo0bdWq+dOkSgoKCcOHCBQwYMADdu3dHcXExMjMzcenSJZw6daraba088yU7O7vef29EVAe8vJNqgZe1EhExmxORmWEfUCfMwyQVvAEpkR4sLS0xf/58vPXWW1o3Bnrw4AFeeeUVbNu2DUuXLsX777+vea5fv364ffs2LCy0Lwi5evUqfHx8EBMTo/V+V65cwfvvvw9nZ2ekp6ejbdu2AIDS0lKMGDECP/30E9avX691eWtZWRlGjBiBq1evYu/evQgMDNT6rNLSUgP/TRCR2DJy8pF9uxDuLnbwbOEgdjlERERGx2xORFSBvQFRw+PBdCI9WFlZ6ZypUrl+5syZ2LZtG1JSUrQCu7W1dbXv9cQTT+DZZ5/F5s2bcfHiRU1g37lzJ0pKSjB58mRNWAeAJk2aIDY2Flu3bsXy5cu1AvtPP/2EY8eOYfbs2TphvfK1RKbudkGx2CUYlqoYLg8XbxcUA+ra/ZzmFpbgw82ncTTrjmadv4cC84d7wdmu+u+bxsrFXiZ2CURE1ICYzYlIDPXuS/TsA6oj1d6AOZzMEX97ExmYlZUVgNqH49u3b+Po0aOws7NDu3btNOtzcnIAAB4eHjqvqVx36NAhFBcXQyar+AW1YcMGAMDIkSNx+fJl7NixA3fv3sVTTz2FF154AfaVl5CZocISntnTWPjOSxK7BIOyLSnCuYfLfT7Zh/vWNrV6nYUAONhY4avRPvDzcMaxrFzM2vw7ghftRzkncNNydu4gsUuot6rfcYUlpRAEfuf9nZ01Yy0R6WI2JzI89l4V6tuX6NsHVEeqvYEhc7gp5WHmUvPGf10iA1u9ejUAIDg4uNrns7OzkZCQgLKyMly9ehX/+c9/cPfuXXz99ddwcPjrMqxmzZoBALKysnTeo3JdaWkpLly4gI4dOwIAjh8/DgA4cOAA3n33XRQX//U/5c2aNcOPP/6IgICA+m+kBHWakyh2CURGVa4G4oZ3QYi3GwAgxNsNaqgR9UO6yJVJjzl8P5Sr/7p5nu+8JFgI+jdb5ip7QYjYJRCRBDGbExmeOWQrcyPV3sCQ+4op5WHmUvNm8fghRFRbu3btwooVK9CxY0dERkZWOyY7OxuxsbGYN28eVq9ejaKiIsTHx+uMHzhwICwtLfHNN9/g8uXLmvWlpaWIjY3VPL57965m+caNGwCASZMmYcqUKbh8+TJu3ryJL7/8Evfu3cOwYcNw7do1A24xEYnJz8NZ63FPD4VIlRAREUkPszkRNSbsDYiMg2emExnI8ePH8eqrr8LR0REbN27UXN75dwEBAVCr1Xjw4AGys7Px73//G2+88QZSU1Px5ZdfasZ5eHhg1qxZ+Oijj9ClSxe8/PLLcHR0xN69e3Hp0iW0adMGly5dgqWlpeY15eXlAIAhQ4ZgwYIFmvWTJk3ClStX8Mknn+Cbb75BdHR0A/0tiMccpnGg2uGZMH85lpWrOfsEAFKrzJFIfzGH7wdVsQrNp1Ysn4geALlMLm5BREQSx2xO1HDMIVsZgtT6Ein2BobcV5iHSSp4MJ3IANLT0xEcHAxBEJCYmIjOnTs/9jVWVlbw9PTEZ599hsLCQixZsgQvvPACXnjhBc2YuXPnon379liyZAnWr18PS0tL9O3bF+vWrdPc3KjyklMAcHR0xK1btzB06FCdz3vppZfwySefaC43NTeck6zxOBE9QOwSDEulAhZVLB6YHgjIaxcK3/o+DbO3noYaavT0UCA16w7mbD0Dfw8Flr3m04AFmx5z+H5QV7khlZ11E7PYJiKihsJsTtSwmEMq1Lsv0bMPqI5UewND7ivMwyQV3POI6iktLQ0DBw5EWVkZdu/eDT8/vzq/R3BwMJYtW4bk5GStwA4AY8aMwZgxY7TWFRcXIyMjAwqFQusmSM888wxu3boFJycnnc+oXHf//v0610ckJWZ3R/gqN85xsZcB8tpt3/Ixvpi8Pl1rHsS+nq5YHNYdCrm1wcskIiIyBczmRGQs9e5L9OwDqsPegMh4eDCdqB7S0tIwYMAAlJaWIjExEf7+/nq9z9WrVwEATZrU7kfyp59+QnFxsc5cjkFBQTh48CDOnj2Ll19+Weu5s2fPAgDc3d31qpGIpEUht8baSH9k5OQj+3Yh3F3s4NnC4fEvJCIiMlPM5kTUWLE3IDIe3oCUSE+VYf3BgwfYuXMnevfuXeP41NRUFBUV6ay/ePEiPv74YwDQOfMlLy9PZ/y5c+fw3nvvoWnTppgxY4bWcxEREZDJZFiyZAmuXLmiWZ+fn4+4uDgAwKhRo2q3gURkEjxbOGBgpxYMy0RE1KgxmxMRsTcgMgaemU6khzt37mDAgAHIzc3F4MGDsWfPHuzZs0drjJOTE6ZMmaJ5HBcXh19//RX9+/dHmzZt0KRJE5w/fx7//e9/UVJSgnfffRd9+vTReo/33nsPaWlp8PPzg0KhQEZGBrZt2wYLCwts2bIFrVu31hrv4eGBzz77DO+88w66du2K4cOHQyaTYceOHcjOzsb48ePx/PPPN9jfCxERERGRsTGbExERkbHwYDqRHvLy8pCbmwsA2LVrF3bt2qUzpm3btlqBfezYsbC1tcWxY8ewe/dulJSUoHnz5ggJCcG4ceN0znwBKuZr/OOPP7Bx40bk5+ejZcuWeO211zBr1iw89dRT1dY2adIkuLu747PPPsP69etRWlqKzp07Y9asWRg3bpxh/gKIiIiIiCSC2ZyIiIiMhQfTifTg7u4OtVpdp9cMGTIEQ4YMqdNrRo4ciZEjR9bpNQDw0ksv4aWXXqrz64iIiIiITA2zORERERkL50wnqoWIiAgIgoCwsDCxSzGozMxMCIIAQRBw8eJFscshIiIiInosZnMiIiISC89MJ6pBt27doFQqNY+9vLxErMbwFAqF1vY5OTmJVwwRERERUQ2YzYmIiEhsgrqu18MRERGR4ahUgL19xXJBASCXi1sPSZKqWAX7qIr9pGBpAeQy7idEREREJo19QJ0wD5NUcJoXohokJCRoLrU090tJBUGAu7u72CUREREREVWL2ZyIiIjExoPpRLUQGhoKpVKJESNGAADUajV27tyJiRMnwtvbG46OjrCzs0PXrl0RFxeHoqIinffIyMhAXFwc+vXrhyeeeALW1tZo3bo13njjDfzxxx+1quPIkSOwtLSEIAhYsGBBtWPKy8uxdOlSeHt7w9bWFs2aNcOoUaOQkZGhM7byUlKlUglHR8c6/I0QEREREYmD2ZyIiIjEwmleiGqQkJCAiIgIxMfHIzw8XLO+qKgItra2kMlkCAgIQJcuXVBUVITExERkZGTAz88PKSkpsLW11bwmLCwMGzZsgJeXF/r06YOmTZvi999/x86dO2Fra4vExET07dv3kbXcv38f3bt3x//+9z+oVCp8/PHHmDFjhs648ePHY+XKlejUqRNCQkKQk5ODDRs2wMbGBocOHUKnTp2qff/KM1+ys7P1+rsiIj3x8k6qBV7WSkTEbE5EZoZ9QJ0wD5NU8AakRHqwtLTE/Pnz8dZbb2ndGOjBgwd45ZVXsG3bNixduhTvv/++5rnBgwdj5syZ6Nq1q9Z7rV+/Hv/4xz8wYcIEnDlz5pGf+eGHH+LatWuYMWMGZs+eXe2Yffv2YeXKlejbty/27NkDmUwGAHjjjTcwcOBATJw4ESkpKfXYciKSsoycfGTfLoS7ix08WziIXQ4REZFRMJsTEf2FPQFRw+LBdCI9WFlZYdasWdWunzlzJrZt24aUlBStwF717JmqwsLCoFQqcfbsWdy6dQuurq46Yw4ePIjFixfj66+/hpWV1SPrWrlyJQBg3rx5mrAOAM8//zwGDRqEXbt24c8//0T79u1ru6lEknG7oFjsEhqGqhguDxdvFxQD6rr/as4tLMGHm0/jaNYdzTp/DwXmD/eCs521gQo1fS72sscPIiIik8NsTkRi0rtPMUAfUJXUewJmcTIXPJhOZGCVgbpJk9r/eNX0msLCQoSHhyMgIADjxo1DQkLCI98nOTkZcrkczz33nM5zlYE9JSXF5AN7YUmp2CWQCHznJYldQoOwLSnCuYfLfT7Zh/vWNnV+DwsBcLCxwlejfeDn4YxjWbmYtfl3BC/aj3JO5qZxdu4gsUvQW9XvvcKSUggCvwcfxc6a8ZaI/sJsTmR47Me06dunGKIPqErqPUF9s7gp5mHmUvPEf1UiA1u9ejUAIDg4uFbjU1NTcebMGfj5+WldllppxowZuHbtGnbv3l3j+6hUKly7dg1eXl6wtLTUed7T0xMAqr3ZkanpNCdR7BKIJKVcDcQN74IQbzcAQIi3G9RQI+qHdJErkxZT/u4oV/918zzfeUmwEOrXbJmz7AUhYpdARBLCbE5keKacqcyZ1HuC+u43ppiHmUvNEw+mExnQrl27sGLFCnTs2BGRkZGPHX/v3j28+eabsLCwwKeffqrzfEpKCpYuXYovvvgCHh4ej30vAHB0dKz2+aZNm2qNIyLz4ufhrPW4p4dCpEqIiIikgdmciBob9gREDY8H04kM5Pjx43j11Vfh6OiIjRs3as2LWJ2ioiK8/PLL+OOPPzB//nwEBARoPa9SqfDPf/4TvXv3RlRUVANWbnpMeaoG0h/PgKnZsaxczVkoAJBaZa5EqmDK3x2qYhWaT61YPhE9AHKZXNyCiIgkjtmcqOGYcqZqCFLqU6TcE9R3v2EeJqngwXQiA0hPT0dwcDAEQUBiYiI6d+5c4/ji4mIMHz4cv/zyC2bOnFntDZM+/PBDXL16Ff/9739hYWHx2Boqz3p51NkteXl5WuNMGecda5xORA8Qu4SGoVIBiyoWD0wPBOR1D4VvfZ+G2VtPQw01enookJp1B3O2noG/hwLLXvMxcMGmy5S/O9RVbkhlZ93EpLeFiKihMZsTNSzmEG169ykG6AOqknpPUN/9hnmYpIJ7HlE9paWlYeDAgSgrK8Pu3bvh5+dX4/iioiIMGzYMiYmJ+OCDDxAXF1ftuJMnT6KoqAgdOnSo9vmZM2di5syZmDx5Mr744gvI5XK4ubkhKysLZWVlOnMzVs7HWDk/I5GpMdu7v1e5cY6LvQyQ1307l4/xxeT16VrzIfb1dMXisO5QyK0NUiYREZEpYDYnImPTu08xQB9QFXsCIuPgwXSiekhLS8OAAQNQWlqKxMRE+Pv71zi+alifNm0aPvnkk0eODQkJwdNPP62zPiMjA/v374efnx+8vb3Ru3dvzXP9+/fH+vXrcfDgQfTr10/rdYmJiZoxRGReFHJrrI30R0ZOPrJvF8LdxQ6eLRzELouIiMiomM2JqDFjT0BkHDyYTqSnyrD+4MED7Nq1Sys4V6eoqAihoaHYvXs3pk6dis8++6zG8e+//3616xMSErB//368/PLLmDFjhtZz48ePx/r16xEdHY2kpCRYW1f87/PevXuRmJiIfv36oX379nXYSiIyJZ4tHBiYiYioUWI2JyKqwJ6AqGHxYDqRHu7cuYMBAwYgNzcXgwcPxp49e7Bnzx6tMU5OTpgyZYrm8YQJE7B79260bNkSDg4OiImJ0Xnf8PBwuLu7611XYGAgxo4di1WrVqF79+4ICQlBTk4ONmzYgKZNm2L58uV6vzcRERERkRQxmxMREZGx8GA6kR7y8vKQm5sLANi1axd27dqlM6Zt27ZagT07OxsAcP36dcTGxlb7vgEBAfUK7ACwYsUKeHt7Y8WKFfjyyy9hb2+Pl156CfPnz+eZL0RERERkdpjNiYiIyFh4MJ1ID+7u7lCr1XV6TXJyskE+Ozw8HOHh4Y983sLCApMmTcKkSZMM8nlERERERFLGbE5ERETGYiF2AUSmICIiAoIgICwsTOxSDCozMxOCIEAQBFy8eFHscoiIiIiIHovZnIiIiMTCM9OJatCtWzcolUrNYy8vLxGrMTyFQqG1fU5OTuIVQ0RERERUA2ZzIiIiEpugruv1cERERGQ4KhVgb1+xXFAAyOXi1kOSpCpWwT6qYj8pWFoAuYz7CREREZFJYx9QJ8zDJBWc5oWoBgkJCZpLLc39UlJBEOp9gyUiIiIioobCbE5ERERi48F0oloIDQ2FUqnEiBEjNOvOnz+PmJgYDB06FK1atapV4K0ajv/+Z8GCBTrjw8PDHzm+Q4cOOuOTk5MxevRodOzYEU5OTrCzs8MzzzyDf/7zn/i///s/nfGVl5IqlUo4OjrW/S+GiIiIiMjImM2JiIhILJwznagWhg0bhvDwcK11v/76K2JjY2FpaYmOHTvi+vXrtXqvtm3b6rwXAPTp0+eRr5k8ebLOnImurq4645KSknDgwAH4+/tj0KBBsLa2xrlz5/Dtt9/ihx9+wM6dOxEYGKgZr1AoEBMTA6DiTB8iIiIiIqljNiciIiKx8GA6kZ769euHw4cPo2vXrrC1tYWNjU2tXufu7q4JybU1ZcqUWl3mGR0djXnz5ums37t3LwYMGIAPPvgAx44dq9NnE5E0ZeTkI/t2Idxd7ODZwkHscoiIiETFbE5EVIF9AlHD4sF0Ij21a9cO7dq1E7sMLY9qGp5//nk4OzsjMzPTyBURGdbtgmKxSzA8VTFcHi7eLigG1DX/as4tLMGHm0/jaNYdzTp/DwXmD/eCs511AxZqelzsZWKXQERERsJsTkRiq3OvUsc+4HFMpU9gRidTx4PpREZ29+5drFq1Cjdu3ECzZs0QEBAAT0/PGl+zY8cO5OfnQyaTwdvbGwEBAbC0tKz1Zx4+fBi5ubk1Xq5qTgpLSsUugRqI77wksUswONuSIpx7uNznk324b13zmXQWAuBgY4WvRvvAz8MZx7JyMWvz7whetB/l6oav15ScnTtI7BIMpur3WmFJKQSB33N21oyxRFR/zOZEhtdY+7G69ip17QMex1T6BH0zurnmYWZa08N/MSIj++233zBu3DjNY0EQ8Nprr2HFihWws7Or9jVRUVFaj9u3b49169bBx8en2vHJyclITk5GcXExMjIysH37dri6umLRokWG2xAJ6zQnUewSiBpMuRqIG94FId5uAIAQbzeooUbUD+kiVyY95vRdUK4u0iz7zkuChVC/ZsscZC8IEbsEIjIDzOZEhmdOGcyUmEqfoO/+Ya55mJnW9FiIXQBRYzJt2jQcPXoUd+7cQW5uLn755Rf4+/vju+++Q2RkpM74/v374+eff8bly5dx//59nDt3DlOmTMH58+cRHByMq1evVvs5ycnJiI2NxYIFC/Dzzz+jdevW2LVrF3r06NHQm0hERuDn4az1uKeHQqRKiIiITBezORGZG/YJRA1PUKvVErrYg0haEhISEBERgfj4eISHh9c41sbGBi1btkR2dnadPqOwsBBdu3ZFZmYmTp8+jc6dOz/2NR9++CHi4uIwbdo0fPbZZ48cp1KpcPbsWcydOxd79uzB6tWrMXr06GrHVt5Eqa71S1FjvaywMTDHs1xsS4pwbtEIAEDHd3+q1eWdX4320ZxxAgDbT12V3BknUmBO07yoilVoPtUJAHBj4V3IZXJxC5IAXhJL1PgwmxOZhsbaj9W1V9GnD3gcU+gT9M3o5pqHmWlND//FiERmZ2eHf/zjH/joo49w8ODBWgX2yMhIxMXF4eDBgzWOk8vl8PPzw+bNm9GjRw+MHz8eAwcORLNmzQxVviTxl5H5OhE9QOwSDE+lAh5e5X1geiAgrzkUvvV9GmZvPQ011OjpoUBq1h3M2XoG/h4KLHut+svLGytz+i5QV7khlZ11E7PaNiIiKWE2J6q/xppT6tyr1LEPeBxT6RP03T+Yh0kquOcRSYCrqyuAijNhGmJ8kyZNEBgYiN9++w3Hjx/HCy+8oF+hRCIzyzu/V7lxjou9DJDXvI3Lx/hi8vp0rTNM+nq6YnFYdyjk1g1WJhERUWPBbE5E+qhzr1LHPuBx2CcQGQcPphNJwNGjRwH8dTmnoccD0Mzh2KQJf+yJTJlCbo21kf7IyMlH9u1CuLvYwbOFg9hlERERmQ1mcyIyRewTiIyDNyAlMpL09PRqz1bZuHEj1q1bB1dXVwwY8NdlYdevX8f58+d1xl+5cgXvvPMOAOAf//iH1nP79+9HdbdB2L17NzZv3gxHR0c8++yz9d0UIpIAzxYOGNipBQMyERGRHpjNichcsU8galj8b3AiPd26dQvTpk3TPH7w4AFu3bqldTOkhIQEzfLixYuxZcsWPP/882jTpg3UajXS0tLw66+/wsbGBmvWrIG9vb1m/B9//IGgoCD06dMHHTp0gEKhQHZ2NrZv3w6VSoU333wTo0aN0qpp6NChcHV1hZ+fH1q3bo379+/j1KlT2L9/P6ysrLBq1SrI6zkPGxERERGR1DCbExERkTHwYDqRngoKCrBmzRqtdSqVSmtd1cAeGhqKu3fvIi0tDbt27UJpaSlatWqFyMhITJs2DR06dNB6r6eeegqRkZFITU3FTz/9hPz8fM3ZK5GRkXj11Vd1aoqNjcWuXbtw4MAB3Lx5E4IgoHXr1hg7diymTJlSqxsoERERERGZGmZzIiIiMgYeTCfSk7u7e7WXbT7K8OHDMXz48FqPb926NVauXFmnmiZPnozJkyfX6TVERERERKaO2ZyIiIiMgXOmE9VCREQEBEFAWFiY2KUYVGZmJgRBgCAIuHjxotjlEBERERE9FrM5ERERiYVnphPVoFu3blAqlZrHXl5eIlZjeAqFQmv7nJycxCuGiIiIiKgGzOZEREQkNkFdl2vhiIiIyLBUKqDyBmcFBQBvREbVUBWrYB9VsZ8ULC2AXMb9hIiIiMiksQ+oE+ZhkgpO80JkQAkJCZpLM03h0tPo6GitemNiYsQuiYiIiIjIIJjNiYiIyNB4MJ2oAYSGhkKpVGLEiBGadZs2bcKIESPg6emJpk2bwt7eHp07d8aUKVNw5cqVR75XYmIiAgIC0LRpUzg4OCAgIACJiYmPHJ+WloaRI0fCw8MDtra2aNu2LUJDQ7F//36dsUFBQVAqlXjzzTfrt8FERERERBLFbE5ERESGwjnTiRrAsGHDEB4errVu8+bN+O233+Dn5wc3NzcAwMmTJ/Hll19izZo1OHDgADp37qz1mu+//x5jxoyBq6sr3nzzTQiCgB9//BGDBw/Gd999h9dee01r/JYtW/DKK69AJpNh+PDhaN26NS5fvozNmzfjP//5D+Lj47XqCgoKQlBQEJKTk7FmzZoG+bsgIiIiIhITszkREREZCg+mExnJypUrYWNjo7P+m2++wdixYxETE4ONGzdq1ufm5iIqKgqurq5IS0tD69atAQAzZ86Ej48PoqKi8OKLL8LZ2VnzmlmzZkGtVuPQoUPo1q2bZn1aWhp69OiBuXPn6jQSRGR+MnLykX27EO4udvBs4SB2OURERJLDbE5EjQH7AiLD48F0IiOpLqwDwMiRIzF27FhkZmZqrd+4cSPu3r2L2NhYTVgHADc3N0yZMgUzZszAxo0bMX78eM1zFy5cwBNPPKEV1gHAx8cHbm5uuHHjhuE2iEhktwuKxS7BMFTFcHm4eLugGFDr/6s5t7AEH24+jaNZdzTr/D0UmD/cC8521vUs1HS52MvELoGIiCSG2ZyIGkKdehQD9gF/J9W+gLmczAEPphOJbMeOHQAALy8vrfXJyckAgODgYJ3XDBo0CDNmzEBKSopWYO/cuTNOnjyJU6dOwdvbW7P+5MmTuHbtGoYMGdIAWyAdhSWlYpdARuQ7L0nsEgzCtqQI5x4u9/lkH+5bV9/c14aFADjYWOGr0T7w83DGsaxczNr8O4IX7Ue52jD1mqKzcweJXUK9Vf1+KywphSDw+66SnTXjLBEZDrM5Uf015r6sLj2KIfuAv5NqX1CfXG5OeZj51bTxX4/IyLZs2YKTJ0+isLAQZ86cQWJiIjw8PDB37lytcRkZGQAAT09PnfeoXFc5ptLChQsxZMgQPPvssxg+fDiefPJJ/O9//8OmTZvQt29frFixooG2Sho6zXn0zZ+IGoNyNRA3vAtCvCvmfg3xdoMaakT9kC5yZeIyh++GcnWRZtl3XhIsBMM1W6Yue0GI2CUQkQljNicyPHPIXqZOqn1BffYNc8rDzK+mjQfTiYxsy5YtWjcU6tGjB9avXw8PDw+tcffu3QMAODo66ryHXC6HpaWlZkyl/v37Y//+/Rg5ciS+++47zfrWrVsjIiJCc3MlIjJffh7OWo97eihEqoSIiEj6mM2JyFyxLyBqGDyYTmRkCQkJSEhIwL1795Ceno4PP/wQvr6+2LRpE4KCgur13jt37kRYWBiGDBmCbdu2wd3dHRcvXkRcXBwiIiJw6tQpLFy40EBbIj3mMJUD1R7PeKnesaxczRkoAJBaZZ7ExsocvhtUxSo0n1qxfCJ6AOQyubgFERGZCWZzIsMzh+ylLyn1KFLsC+qzbzAPk1TwYDqRSBwdHREQEICdO3fimWeewRtvvIGsrCxYWVlpngcqzoJxcXHReq1KpUJZWZnWmTF37tzB6NGj4enpibVr18LCwgIA0KFDB6xZswYZGRlYvHgx3n77bTz11FNG2krj4rxjjcuJ6AFil2AYKhWwqGLxwPRAQK5/KHzr+zTM3noaaqjR00OB1Kw7mLP1DPw9FFj2mo+BCjY95vDdoK5yQyo76yZmsU1ERFLCbE5kOI05p9SpRzFgH/B3Uu0L6rNvMA+TVHDPIxJZ06ZN0atXL2zZsgWZmZno2LEjgIq5F48fP46MjAydwF7dnI0HDx7E3bt30b9/f01YryQIAgIDA3HkyBGkp6czsJNZMJs7wVe5cY6LvQyQ679dy8f4YvL6dK25EPt6umJxWHco5Nb1KpOIiKgxYDYnovqoU49iwD7g79gXEDUcHkwnkoCrV68CAJo0+etHsn///li3bh12796NXr16aY1PTEzUjKlUUlICALh582a1n1G5XiYzkwOQRKRDIbfG2kh/ZOTkI/t2Idxd7ODZwkHssoiIiEwKszkRmTr2BUQNx+LxQ4iovoqLi3HkyJFqn4uPj0dqaiqefvpprbNZRo0aBUdHRyxZsgSXL1/WrL927Rq++OILODk5YeTIkZr1vXr1gqWlJX766SecOnVK6zPOnDmDdevWQSaToXfv3gbeOiKSGs8WDhjYqQUDMxERUTWYzYmosWBfQGR4PDOdyAju37+P3r17w8vLC926dUOrVq1w7949pKamIi0tDfb29oiPj9d6jbOzM5YuXYrXX38dPj4+CAsLg4WFBTZs2ICcnBysXbsWzs5/3Z27VatWmDlzJubNmwc/Pz8MGzYM7u7uuHTpEjZv3ozi4mJ89tlncHV1NfbmExERERFJBrM5ERER6YsH04mMQC6XIzY2Fvv27cPevXtx69YtWFlZwd3dHVOmTMG7776LNm3a6LxuzJgxcHV1xccff4yEhAQAgI+PD9asWYNBg3Tvgv3RRx/B29sbK1aswJ49e5CXlwdHR0f0798fkyZNwpAhQxp6U4mIiIiIJI3ZnIiIiPTFg+lERmBlZYU5c+Zgzpw5dX7t4MGDMXjw4FqPHzlypNYlpkRERERE9BdmcyIiItIX50wnagAREREQBAFhYWFil1Kj6OhoCIKAwMBAsUshIiIiImoQzOZERERkKDwznciAunXrBqVSqXns5eUlYjWPFxQUhCZN/voaCAgIEK8YIiIiIiIDYjYnIiIiQxPUarVa7CKIiIgaLZUKsLevWC4oAORyceshSVIVq2AfVbGfFCwtgFzG/YSIiIjIpLEPqBPmYZIKTvNCVIOEhAQIgqD5I/VLQ+sqMzNTa/vc3d3FLomIiIiIqFrM5kRERCQ2HkwnqoXQ0FAolUqMGDECAKBWq7Fz505MnDgR3t7ecHR0hJ2dHbp27Yq4uDgUFRXV6n3feustTVi+fv36I8f99ttvGD16NFq1agWZTIYnnngCL7zwAvbt26cz9u7du5gzZw68vb3h4OAAV1dX+Pn5YenSpTp1KRQKKJVKKJVKODo61uFvhIiIiIhIHMzmREREJBZO80JUg4SEBERERCA+Ph7h4eGa9UVFRbC1tYVMJkNAQAC6dOmCoqIiJCYmIiMjA35+fkhJSYGtre0j33vv3r0YOHAg7OzsoFKpcO3aNbRs2VJn3Lfffot//vOfcHR0xJAhQ9CqVSvcunULx48fxyuvvIIPP/xQM/bu3bvw9fXFhQsX0KdPH/j7+6O4uBg7d+7E+fPnERQUhD179sDCQvf/0SrPfMnOztb774uI9MDLO6kWeFkrERGzORGZGfYBdcI8TFLBG5AS6cHS0hLz58/HW2+9BScnJ836Bw8e4JVXXsG2bduwdOlSvP/++9W+Pj8/H5GRkRg+fDhu376NlJSUasedOHECkZGR6NmzJ3bs2AFnZ2et50tLS7Ue//vf/8aFCxfw7rvvYuHChZr1JSUl6NOnD3755RccOHAA/fr103PLiUhKMnLykX27EO4udvBs4SB2OURERKJgNiciejT2DESGxYPpRHqwsrLCrFmzql0/c+ZMbNu2DSkpKY8M7O+99x7y8/OxbNkyvPrqq4/8nOjoaJSVleHbb7/VCesA0KSJ9o/whQsXAAAvvvii1npra2sMHDgQx44dw40bNx67fURSdbugWOwSDE9VDJeHi7cLigH143815xaW4MPNp3E0645mnb+HAvOHe8HZzrqBCjV9LvYysUsgIqIGwGxORFJRp35Fjz6gLqTcMzCXkynjwXQiA7OysgKgG6Yr7d69GytXrsS3336LFi1aPPJ97t69i927d6N79+54+umnkZKSgtTUVDRp0gT+/v549tlndV7TuXNnAMCuXbswYMAAzfoHDx4gKSkJtra26N27d302TxIKS0ofP4jMku+8JLFLMDjbkiKce7jc55N9uG9t89jXWAiAg40VvhrtAz8PZxzLysWszb8jeNF+lHPytkc6O3eQ2CXorer3XmFJKQSB34PVsbNmtCUibczmRMbV2Hu1uvQr+vQBdSHlnkGfXG6OeZjZ1TTxX43IwFavXg0ACA4O1nkuLy8PY8eOxYsvvojXX3+9xvdJS0tDeXk5WrdujaFDh2Lbtm1azw8cOBAbN27UujnR2LFjsXbtWnz++ec4fvw4/Pz8UFxcjF27diE3Nxc//PADWrVqZYCtFFenOYlil0AkqnI1EDe8C0K83QAAId5uUEONqB/SRa5M2kz5u6Nc/ddN6nznJcFCMGyzZS6yF4SIXQIRSQyzOZFxmXLeMjdS7hn02U/MMQ8zu5om3TudEJHedu3ahRUrVqBjx46IjIzUeX7KlCm4d+8eVqxY8dj3qrzkc/v27UhNTcWWLVtw7949nDt3DkOHDsWePXswfvx4rdfY2toiOTkZY8aMQUpKCv71r39hyZIlOH/+PEaPHo0+ffoYZkOJSHR+HtqXl/f0UIhUCRERkTQxmxNRY8eegcjweGY6kYEcP34cr776KhwdHbFx40bIZNpzgO3cuRPx8fH4+uuv8eSTTz72/crLywEAZWVl+PrrrxEaGgoAaNq0KX788Ue0b98eGzduxL/+9S+0bt0aAHDr1i2Ehobixo0b2LFjB5577jkUFRXhP//5D9577z1s374dx48fr3aOR1NiylM1UP3wTJe/HMvK1ZxlAgCpVeZCpOqZ8neHqliF5lMrlk9ED4BcJhe3ICIiiWM2JxKHKectQ5BavyLVnkGf/YR5mKSCB9OJDCA9PR3BwcEQBAGJiYma+RErFRYWYty4cQgMDNQ5Y+VRKi8RtbS0REiI9qU/MpkMwcHBWLVqFU6cOKEJ7FOnTsWhQ4fw22+/wdvbW/M+48aNQ1lZGSZOnIgvvvgCsbGx9d1kUXFescbrRPSAxw8yNSoVsKhi8cD0QED++FD41vdpmL31NNRQo6eHAqlZdzBn6xn4eyiw7DWfBi7YdJnyd4e6yg2p7KybmPS2EBE1NGZzIvE09oxSp35Fjz6gLqTcM+iznzAPk1RwzyOqp7S0NAwcOBBlZWXYvXs3/Pz8dMbcuHEDV65cwZUrV2BhUf3sSm5uFf9bnJ6ejm7duuGZZ54BANjZ2WlunFSVk5MTAOD+/fuadTt27IBCodCE9aqCgoIAACdOnKjbBhJJiFne9b3KjXNc7GWA/PHbuHyMLyavT9ea77CvpysWh3WHQm7dIGUSERGZAmZzIhJTnfoVPfqAumDPQNQweDCdqB7S0tIwYMAAlJaWIjExEf7+/tWOc3BwqHaeRqAiZF+/fh2jR4+Gra0tXFxcAABPPfUU2rRpg0uXLuF///ufzuWnZ8+eBQC4u7tr1pWUlKCoqAglJSWwttb+5Xjz5k0A0LnElYhMj0JujbWR/sjIyUf27UK4u9jBs4WD2GURERGJitmciOgv7BmIGgYPphPpqTKsP3jwALt27ULv3r0fOdbFxQWrVq2q9rmAgABcv34dn3/+OVq2bKlZLwgCJkyYgFmzZmHWrFlISEjQnDmTkpKCnTt3wt3dXetsm+eeew6JiYn46KOP8NFHH2nWFxcXax4HBgbWa7uJSDo8WzgwEBMREYHZnIjoUdgzEBkWD6YT6eHOnTsYMGAAcnNzMXjwYOzZswd79uzRGuPk5IQpU6bU63OmTp2K7du3Y+3atTh79iz69euHa9eu4eeff4ZMJsPq1avRpMlfP8YLFizAoUOHMG/ePOzevVtzk6PExERcuHABvr6+GDt2bL1qIiIiIiKSEmZzIiIiMhYeTCfSQ15eHnJzcwEAu3btwq5du3TGtG3btt6BXSaTYc+ePViwYAHWrVuHr776Cvb29hgyZAiUSiW6du2qNb5bt244ceIEPv74Y+zduxdLly5FkyZN8PTTTyM2NhbTpk2DjY1NvWoiIiIiIpISZnMiIiIyFh5MJ9KDu7s71Gq1Qd4rOTm5xuft7Owwd+5czJ07t1bv5+npidWrVxugMiIiIiIi6WM2JyIiImOp/tblRKQlIiICgiAgLCxM7FIMKjMzE4IgQBAEXLx4UexyiIiIiIgei9mciIiIxMIz04lq0K1bNyiVSs1jLy8vEasxPIVCobV9Tk5O4hVDRERERFQDZnMiIiISm6A21PVwREREVHcqFWBvX7FcUADI5eLWQ5KkKlbBPqpiPylYWgC5jPsJERERkUljH1AnzMMkFZzmhagGCQkJmkstzf1SUkEQ4O7uLnZJRERERETVYjYnIiIisfFgOlEthIaGQqlUYsSIEQAAtVqNnTt3YuLEifD29oajoyPs7OzQtWtXxMXFoaio6JHvlZiYiICAADRt2hQODg4ICAhAYmKizjiVSoXvvvsOo0aNQvv27WFrawsnJyf0798f69atq/a9Dxw4gPfeew++vr5wcXGBjY0NOnTogOnTp+Pu3bs64ysvJVUqlXB0dNTvL4eIiIiIyIiYzYmIiEgsnOaFqAYJCQmIiIhAfHw8wsPDNeuLiopga2sLmUyGgIAAdOnSBUVFRUhMTERGRgb8/PyQkpICW1tbrff7/vvvMWbMGLi6uiIsLAyCIODHH39ETk4OvvvuO7z22muasbt27cILL7wAFxcXPP/882jXrh1u3LiBTZs24e7du4iKisKSJUu03r9ly5a4desW+vTpg+7du0MQBCQnJyM9PR1PPfUUDh06hObNm1e7rZVnvmRnZxvk746IaomXd1It8LJWIiJmcyIyM+wD6oR5mCRDTUSPFB8frwagjo+P11pfUlKinj9/vjo3N1dn/UsvvaQGoP7000+1nrtz547ayclJ7erqqr506ZJm/dWrV9UtW7ZUOzk5qe/cuaNZf/LkSfX333+vLikp0Xqf69evq9u2basGoE5NTdV6bsGCBeqrV69qrSsvL1dPnDhRDUD91ltvPXJb27Ztq27btu0jnyeiBlJQoFYDFX8KCur00j+v56l3n7mu/vN6XgMVR1JRUFSgxlioMRbqgqK67SdEROaC2ZyIzEo9+oC6Moe+gXmYpKKJeIfxiUyXlZUVZs2aVe36mTNnYtu2bUhJScH777+veW7jxo24e/cuYmNj0bp1a816Nzc3TJkyBTNmzMDGjRsxfvx4AEDXrl3RtWtXnc9o0aIF/t//+3+YNWsWUlJS4Ofnp3lu+vTpOuMFQcDs2bOxfPlypKSk1Gu7iaTgdkGx2CUYlqoYLg8XbxcUA7X41ZxbWIIPN5/G0aw7mnX+HgrMH+4FZzvrBirUdLnYy8QugYiIGhCzORFJ0WP7Fj36gLqSct/AjE6migfTiQzMysoKANCkifaPV3JyMgAgODhY5zWDBg3CjBkzkJKSogns+nyGocabmsKSUrFLICPynZckdgkGZVtShHMPl/t8sg/3rW0e+xoLAXCwscJXo33g5+GMY1m5mLX5dwQv2o9yTt6m4+zcQWKXUG9Vv+cKS0ohCPzeq46dtXn+niMi/TGbE0lHY+vbHte36NMH1JWU+4a6ZnRzysPMrKaN/3pEBrZ69WoAusE8IyMDAODp6anzmsp1lWNqUlZWhm+//RaCIGDAgAH1qslcdJqje5MoInNWrgbihndBiLcbACDE2w1qqBH1Q7rIlUmTOXxHlKv/unme77wkWAiGb7bMQfaCELFLICKJYTYnkg5zyGSmRsp9Q133B3PKw8ysps1C7AKIzMmuXbuwYsUKdOzYEZGRkVrP3bt3DwDg6Oio8zq5XA5LS0vNmJrMnj0bv//+OyIiIuDl5fXY8SdPnkRsbCyaN2+ODz74oJZbQkRS5+fhrPW4p4dCpEqIiIikidmciIh9A5Gh8cx0IgM5fvw4Xn31VTg6OmLjxo2QyQw//9e///1vfPzxx+jevTsWL1782PFZWVkYMmQIysrKsH79eri6uhq8JikwhykcqPZ4RkuFY1m5mjNMACC1yjyIpM0cviNUxSo0n1qxfCJ6AOQyubgFERFJHLM5kfSYQyarC6n0LVLtG+q6PzAPk1TwYDqRAaSnpyM4OBiCICAxMRGdO3fWGVN51su9e/fg4uKi9ZxKpUJZWVm1Z8ZUio+Px4QJE9ClSxfs2bMH9vb2NdZ08eJFBAYG4ubNm/j5558RGBiox5aZBs431riciK7dJdQmQ6UCFlUsHpgeCMgfHwrf+j4Ns7eehhpq9PRQIDXrDuZsPQN/DwWWvebTwAWbHnP4jqh6z3g76yZmsU1ERA2F2ZxImhpbfnls36JHH1BXUu4b6ro/MA+TVHDPI6qntLQ0DBw4EGVlZdi9ezf8/PyqHefp6Ynjx48jIyNDJ7DXNGcjUDGv4rhx49CpUyfs3btX5/V/l52djcDAQFy9ehUbN27EkCFD9NgyImkyu7u+V7lxjou9DJA/fvuWj/HF5PXpWnMd9vV0xeKw7lDIrRukTCIiIlPAbE5EUvHYvkWPPqCu2DcQGR4PphPVQ1paGgYMGIDS0lIkJibC39//kWP79++PdevWYffu3ejVq5fWc4mJiZoxf7d69WqMHTsWHTt2xC+//IJmzZrVWFN2djYCAgJw9epVbNiwAaGhoXpsGRFJmUJujbWR/sjIyUf27UK4u9jBs4WD2GURERGJitmciEgb+wYiw+MNSIn0VBnWHzx4gJ07d6J37941jh81ahQcHR2xZMkSXL58WbP+2rVr+OKLL+Dk5ISRI0dqveabb77B2LFj0aFDB/zyyy9o3rx5jZ9RGdavXLmC9evXY/jw4fpvIBFJnmcLBwzs1IKBmIiIGj1mcyKiR2PfQGQ4PDOdSA937tzBgAEDkJubi8GDB2PPnj3Ys2eP1hgnJydMmTJF89jZ2RlLly7F66+/Dh8fH4SFhcHCwgIbNmxATk4O1q5dC2fnv+6y/csvv2DcuHFQq9Xo168fli9frlNHt27dMGzYMM3jgIAAXLx4Eb169cKpU6dw6tQpndfExMTUe/uJiIiIiKSC2ZyIiIiMhQfTifSQl5eH3NxcAMCuXbuwa9cunTFt27bVCuwAMGbMGLi6uuLjjz9GQkICAMDHxwdr1qzBoEHad7K+dOkS1Go1AGDFihXV1vHmm29qBfaLFy8CAI4cOYIjR45U+xoGdiIiIiIyJ8zmREREZCw8mE6kB3d3d02YrqvBgwdj8ODBjx0XHh6O8PDwOr23vjUREREREZkqZnMiIiIyFs6ZTlQLEREREAQBYWFhYpdiUJmZmRAEAYIgaM6cISIiIiKSMmZzIiIiEgvPTCeqQbdu3aBUKjWPvby8RKzG8BQKhdb2OTk5iVcMEREREVENmM2JiIhIbIKa154RERGJR6UC7O0rlgsKALlc3HpIklTFKthHVewnBUsLIJdxPyEiIiIyaewD6oR5mKSC07wQGVBCQoLm0kxTuPQ0Ojpaq17eAImIiIiIzAWzORERERkaD6YTNYDQ0FAolUqMGDFCs+7vYf7vf65fv67zPkVFRfjoo4/QqVMn2NjYwNnZGS+88AIOHjxY7efu378f06ZNQ2BgIBwdHSEIQo03SgoKCoJSqcSbb75Z720mIiIiIpIiZnMiIiIyFM6ZTtQAhg0b9sigHBoaim7duumst6+8vOuhoqIiPP/88zh06BC8vb0xceJE3L17Fz///DP69++Pn3/+GaGhoVqvWb16NdasWQM7Ozu0adMGeXl5NdYZFBSEoKAgJCcnY82aNXXaRiIiIiIiU8BsTkRERIbCg+lERlZTmK9q6dKlOHToEEaOHIl169bB0tISQMXlnz4+Phg3bhyCgoLg4OCgeU1UVBTef/99dOjQAceOHUPv3r0bajOISKIycvKRfbsQ7i528Gzh8PgXEBERNWLM5kTUmLBXIKo/HkwnkqgtW7YAAGJiYjRhHQCeeuop/POf/8QXX3yBn376CREREZrnevToYewyiSThdkGx2CXoT1UMl4eLtwuKAbV+v5pzC0vw4ebTOJp1R7PO30OB+cO94GxnbYBCzYeLvUzsEoiIyMQwmxNRfVTbrxioD6gNKfcKzOZkangwncjITp48iYULF6K0tBRPPfUUgoODtc5gqZSTkwMA8PDw0Hmuct0vv/yiFdgJKCwpFbsEEoHvvCSxS9CbbUkRzj1c7vPJPty3ttHrfSwEwMHGCl+N9oGfhzOOZeVi1ubfEbxoP8rVhqvXHJydO0jsEuqs6ndbYUkpBIHfdfqws2b0JSJtzOZExtOYe7Xq+hVD9QG1IeVeobbZvDHkYWZV08B/JSIjW7x4sdZjR0dHLF26FGPGjNFa36xZM2RmZiIrKwudOnXSei4rKwsA8OeffzZssSao05xEsUsgEkW5Gogb3gUh3m4AgBBvN6ihRtQP6SJXJj2m+D1Rri7SLPvOS4KF0HDNljnLXhAidglEJDHM5kTGY4oZzFxIuVeo7X7RGPIws6ppsBC7AKLGol27dli2bBkyMzNRWFiI7OxsfPXVV7CwsMAbb7yBnTt3ao1/4YUXAABz585FWVmZZn1WVhZWr14NALh7967R6ici6fPzcNZ63NNDIVIlRERE0sZsTkSNDXsFIsPgmelERtKvXz/069dP87ht27Z466238PTTT2PQoEGYM2eOJqQDwJQpU7B+/Xps2LABf/zxB4KCgnD37l38/PPPcHd3x6lTp7Tma6QKpjh9A9Ufz3KpcCwrV3O2CQCkVpkTkf5iit8TqmIVmk+tWD4RPQBymVzcgoiITByzOZHxmWIGMxQp9CtS7RVqu18wD5NU8GA6kciCg4PRunVrnDhxAsXFxZDJKm6+4eDggIMHD2Lu3LnYvHkzli5diubNm2PChAkYMmQI+vXrh2bNmolcvfRwjrHG6UT0ALFL0J9KBSyqWDwwPRCQ6xcK3/o+DbO3noYaavT0UCA16w7mbD0Dfw8Flr3mY8CCTZ8pfk+oq9yQys66iUluAxGRKWA2J2o4jTm/VNuvGKgPqA0p9wq13S+Yh0kquOcRSYCrqysuX76M+/fvawI7ADg5OWHhwoVYuHCh1viEhAQAQI8ePYxZJpFkmfQd4KvcOMfFXgbI9duW5WN8MXl9uta8h309XbE4rDsUcut6l0lERNRYMJsTkaFV268YqA+oDfYKRIbDg+lEIsvLy8Mff/wBJycnODo61uo133//PQAgLCysIUsjIhOikFtjbaQ/MnLykX27EO4udvBs4SB2WURERCaF2ZyIzBF7BSLD4Q1IiYzk4MGDOuvu37+PcePG4f79+wgLC4MgCFrP5+Xl6bxm0aJFSEpKwvDhw+Hn59dg9RKRafJs4YCBnVowHBMREdWA2ZyIGiP2CkT1xzPTiYykT58+6NSpE3x9ffHEE0/gxo0bSEpKwuXLl9G1a1fExcXpvKZVq1YIDAyEp6cnBEFAcnIyTpw4gR49euCbb77RGX/gwAGsWrUKAHDz5k3NuvDwcABAhw4dMGPGjIbbSCIiIiIiE8BsTkRERPrgwXQiI5k6dSqOHDmCxMRE5ObmQiaToWPHjoiKisKkSZNga2ur85oxY8Zg37592Lt3LwRBQPv27fHZZ59h0qRJWvM3VsrMzMSaNWu01p0/fx7nz58HAPTv35+BnYiIiIgaPWZzIiIi0gcPphMZyeeff17n1yxfvrxO48PDwzVnuhARERERUfWYzYmIiEgfnDOdqAFERERAEATJ34QoOjoagiAgMDBQ7FKIiIiIiBoEszkREREZCs9MJzKgbt26QalUah57eXmJWM3jBQUFoUmTv74GAgICxCuGiIiIiMiAmM2JiIjI0AS1Wq0WuwgiIqJGS6UC7O0rlgsKALlc3HpIklTFKthHVewnBUsLIJdxPyEiIiIyaewD6oR5mKSC07wQ1SAhIQGCIGj+SP3S0LrKzMzU2j53d3exSyIiIiIiqhazOREREYmNB9OJaiE0NBRKpRIjRozQrDt//jxiYmIwdOhQtGrVSq/A+9Zbb2nC8vXr16sdk5aWhpEjR8LDwwO2trZo27YtQkNDsX//fp2xAQEBWgG8uj9r167VjFcoFFAqlVAqlXB0dKxT7UREREREYmA2JyIiIrFwznSiWhg2bBjCw8O11v3666+IjY2FpaUlOnbs+MjA/Sh79+7F119/DblcDpVKVe2YLVu24JVXXoFMJsPw4cPRunVrXL58GZs3b8Z//vMfxMfHa9UVHh5e7dyKDx48wMcffwwLCws8//zzmvUKhQIxMTEAKs70ISIiIiKSOmZzIiIiEgsPphPpqV+/fjh8+DC6du0KW1tb2NjY1Pq1+fn5iIyMxPDhw3H79m2kpKRUO27WrFlQq9U4dOgQunXrplmflpaGHj16YO7cuTqBvTo///wz1Go1XnzxRTzxxBO1rpOIpC8jJx/Ztwvh7mIHzxYOYpdDREQkCmZzIiL9sacgqj0eTCfSU7t27dCuXTu9Xvvee+8hPz8fy5Ytw6uvvvrIcRcuXMATTzyhFdYBwMfHB25ubrhx40atPm/VqlUAgMjISL3qJZKi2wXFYpdgGKpiuDxcvF1QDKhr96s5t7AEH24+jaNZdzTr/D0UmD/cC8521g1QqGlxsZeJXQIRERkRszkRmQpNH6NnH2BIUu0pmOVJyngwncjIdu/ejZUrV+Lbb79FixYtahzbuXNnnDx5EqdOnYK3t7dm/cmTJ3Ht2jUMGTLksZ/3v//9D7t370bLli0REhJS7/pNSWFJqdglUAPynZckdgkGYVtShHMPl/t8sg/3rWt3Jp2FADjYWOGr0T7w83DGsaxczNr8O4IX7Ue5uuHqNRVn5w4SuwSDqvp9VlhSCkHg91t92VkzBhMRszmRMbE/q1DZx+jbBxiSVHuK6rJ8Y8rDzKnSxn8dIiPKy8vD2LFj8eKLL+L1119/7PiFCxdiyJAhePbZZzF8+HA8+eST+N///odNmzahb9++WLFixWPfIz4+HuXl5QgPD0eTJo3rR77TnESxSyBqMOVqIG54F4R4uwEAQrzdoIYaUT+ki1yZNJjbz3+5ukiz7DsvCRaC8Zstc5O9gAexiBo7ZnMi4zK3fGYOpNpTVLevNKY8zJwqbfztTWREU6ZMwb1792oVtAGgf//+2L9/P0aOHInvvvtOs75169aIiIiAm5tbja9Xq9WIj48HwMtIicyRn4ez1uOeHgqRKiEiIjI9zOZEROwpiOqKB9OJjGTnzp2Ij4/H119/jSeffLLWrwkLC8OQIUOwbds2uLu74+LFi4iLi0NERAROnTqFhQsXPvL1v/zyC7KystC/f388/fTThtoUk2Fu0zyQNp7ZAhzLytWcRQIAqVXmOmzszO3nX1WsQvOpFcsnogdALpOLWxARkYljNicyPnPLZ/qSWh8jxZ6iun2FeZikggfTiYygsLAQ48aNQ2BgIMaPH1+r19y5cwejR4+Gp6cn1q5dCwsLCwBAhw4dsGbNGmRkZGDx4sV4++238dRTT1X7HpU3Nxo7dqxhNsTEcJ4x83YieoDYJRiGSgUsqlg8MD0QkNcuFL71fRpmbz0NNdTo6aFAatYdzNl6Bv4eCix7zacBCzYN5vbzr65yQyo76yZmt31ERMbEbE4kDuaXCpo+Rs8+wJCk2lNUt68wD5NUcM8jMoIbN27gypUruHLliiZ4/13lZaHp6eno1q0bDh48iLt376J///46rxEEAYGBgThy5AjS09OrDey5ubnYvHkznJyc8Morrxh+o4hEZjZ3eK9y4xwXexkgr912LR/ji8nr07XmM+zr6YrFYd2hkFsbvEwiIiJzwWxORGLS9DF69gGGxJ6CqO54MJ3ICBwcHB45L+KOHTtw/fp1jB49Gra2tnBxcQEAlJSUAABu3rxZ7esq18tk1f/C/e6771BcXIyxY8fC1ta2vptARBKjkFtjbaQ/MnLykX27EO4udvBs4SB2WURERJLHbE5EVIE9BVHd8WA6kRG4uLhoLuv8u4CAAFy/fh2ff/45WrZsqVnfq1cvWFpa4qeffsK0adPg7e2tee7MmTNYt24dZDIZevfuXe37fvPNNwB4cyMic+fZwoGBl4iIqA6YzYmItLGnIKo9Hkwn0tOtW7cwbdo0zeMHDx7g1q1bCA8P16xLSEjQ+/1btWqFmTNnYt68efDz88OwYcPg7u6OS5cuYfPmzSguLsZnn30GV1dXndeeOHECv/32G3x8fNC9e3e9ayAiIiIiMgXM5kRERGQMPJhOpKeCggKsWbNGa51KpdJaV5/ADgAfffQRvL29sWLFCuzZswd5eXlwdHRE//79MWnSJAwZMqTa11We+cKbGxERERFRY8BsTkRERMbAg+lEenJ3d4dara73+yQnJ9f4/MiRIzFy5Mg6veeyZcuwbNmyelRFRERERGQ6mM2JiIjIGKq/dTkRaYmIiIAgCAgLCxO7FIPKzMyEIAgQBAEXL14UuxwiIiIiosdiNiciIiKx8Mx0ohp069YNSqVS89jLy0vEagxPoVBobZ+Tk5N4xRARERER1YDZnIiIiMQmqA1xLRwRERHpR6UC7O0rlgsKALlc3HpIklTFKthHVewnBUsLIJdxPyEiIiIyaewD6oR5mKSC07wQ1SAhIUFzqaW5X0oqCALc3d3FLomIiIiIqFrM5kRERCQ2HkwnqoXQ0FAolUqMGDFCs+78+fOIiYnB0KFD0apVq8cG3piYGK1wXN2fyMhIndddv34dY8eOhZubG2xsbNC+fXvMnTsXJSUl1X5OeXk5li5dCm9vb9ja2qJZs2YYNWoUMjIydMZWXkqqVCrh6OhY978YIiIiIiIjYzYnIiIisXDOdKJaGDZsGMLDw7XW/frrr4iNjYWlpSU6duyI69ev1/geAQEBj3xu1apVuHLlCgYNGqS1/vr16/D398fly5cxbNgwtG/fHgcOHIBSqcThw4exY8cOWFho/5/YhAkTsHLlSnTq1AmTJk1CTk4ONmzYgN27d+PQoUPo1KmTZqxCoUBMTAyAijN9iIiIiIikjtmciIiIxMKD6UR66tevHw4fPoyuXbvC1tYWNjY2NY4PCAioNrTn5ORg/vz5cHFxwbBhw7Semz59Oi5duoRly5Zh4sSJAAC1Wo2IiAisWbMGa9asQUREhGb8vn37sHLlSvTt2xd79uyBTCYDALzxxhsYOHAgJk6ciJSUlPptOBFJTkZOPrJvF8LdxQ6eLRzELoeIiMjomM2JiPTDXoKobngwnUhP7dq1Q7t27er9PgkJCSgtLcXrr78Oa2trzfr8/Hxs2LAB7dq1w4QJEzTrBUHAxx9/jLVr12LlypVagX3lypUAgHnz5mnCOgA8//zzGDRoEHbt2oU///wT7du3r3fdRGK5XVAsdgmGpSqGy8PF2wXFgLr2v5pzC0vw4ebTOJp1R7PO30OB+cO94GxnXcMrzZuLvezxg4iIyKwwmxORKbldUFyvPsAQpN5LMNOTVPFgOpHIVq9eDQAYO3as1vrDhw+juLgYAwcOhCAIWs+5ubmhS5cuOHr0KIqKijRn3iQnJ0Mul+O5557T+ZzKwJ6SktKoAnthSanYJZCB+c5LErsEg7ItKcK5h8t9PtmH+9Y1n0lXlYUAONhY4avRPvDzcMaxrFzM2vw7ghftR7m6Yeo1BWfnDnr8IBNT9bussKQUgsDvNn3ZWTP+EtGjMZsTGU9j7tV85yXVqw8wBKn3En/P9I0xDzO3ShP/VYhE9Ouvv+LPP/9Er1690LlzZ63nKm9K5OnpWe1rPT098dtvv+HChQvo1KkTVCoVrl27Bi8vL1haWlY7vur7Nhad5iSKXQJRgylXA3HDuyDE2w0AEOLtBjXUiPohXeTKxGWOP/fl6iLNsu+8JFgIxm22zEn2ghCxSyAiiWI2JzIuc8xspkTqvcTf94/GmIeZW6XJ4vFDiKihfPPNNwB0z3wBgHv37gEAHB0dq31t06ZNtcbVdTwRmQc/D2etxz09FCJVQkREZNqYzYmosWEvQVR3PDOdSCR5eXnYuHEj7O3t8eqrr4pdjtkyx+keGjuewaLtWFau5mwSAEitMudhY2WOP/eqYhWaT61YPhE9AHKZXNyCiIjMDLM5kfGZY2arLan0NFLuJf6+fzAPk1TwYDqRSNatW4fCwkJERkbC3t5e5/nKs1gedbZKXl6e1ri6jm8sOMeY+TkRPUDsEgxLpQIWVSwemB4IyGsfCt/6Pg2zt56GGmr09FAgNesO5mw9A38PBZa95tNABUufOf7cq6vckMrOuolZbiMRkZiYzYmMrzHnmRPRA+rVBxiC1HuJv+8fzMMkFdzziERS02WkwOPnUczIyICFhQXatWsHAJDL5XBzc0NWVhbKysp05mZ83DyPRKbC7O7qXuXGOS72MkBe++1bPsYXk9ena81r2NfTFYvDukMhtzZomUREROaM2ZyIjMnFXlavPsAQ2EsQ6YcH04lE8Pvvv+PYsWPo3LkzevXqVe2YXr16QSaTYc+ePVCr1RAEQfPctWvX8Pvvv8Pf3x82Nn/ddKN///5Yv349Dh48iH79+mm9X2JiomYMEZkHhdwaayP9kZGTj+zbhXB3sYNnCwexyyIiIjIpzOZE1BixlyDSD29ASiSCyjNfIiMjHzmmadOmePXVV3HhwgV8/fXXmvVqtRozZ85EeXk5xo0bp/Wa8ePHAwCio6NRUlKiWb93714kJiaiX79+aN++vSE3hYgkwLOFAwZ2asHwS0REpAdmcyJqzNhLENUNz0wn0tOtW7cwbdo0zeMHDx7g1q1bCA8P16xLSEjQeV1JSQm+++47WFtb4/XXX6/xMxYsWIB9+/bh7bffRlJSEtq3b49ff/0VBw8exKBBg/Dmm29qjQ8MDMTYsWOxatUqdO/eHSEhIcjJycGGDRvQtGlTLF++vF7bTEREREQkRczmREREZAw8mE6kp4KCAqxZs0ZrnUql0lpXXWDfsmULbt++jVGjRsHV1bXGz3Bzc8PRo0cRHR2NHTt2YPv27WjTpg1iY2Mxffp0WFjoXlyyYsUKeHt7Y8WKFfjyyy9hb2+Pl156CfPnz+eZL0RERERklpjNiYiIyBh4MJ1IT+7u7lCr1XV+3ahRozBq1Khaj3dzc9NcelobFhYWmDRpEiZNmlTn2oiIiIiITBGzORERERkD50wnqoWIiAgIgoCwsDCxSzGozMxMCIIAQRBw8eJFscshIiIiInosZnMiIiISC89MJ6pBt27doFQqNY+9vLxErMbwFAqF1vY5OTmJVwwRERERUQ2YzYmIiEhsglqfa+GIiIjIMFQqwN6+YrmgAJDLxa2HJElVrIJ9VMV+UrC0AHIZ9xMiIiIik8Y+oE6Yh0kqOM0LkQElJCRoLs00hUtPo6OjteqNiYkRuyQiIiIiIoNgNiciIiJD48F0ogYQGhoKpVKJESNGaNZt2rQJI0aMgKenJ5o2bQp7e3t07twZU6ZMwZUrV6p9nyVLliAiIgLe3t5o0qQJBEFAcnLyIz83PDxcK4BX/dOhQwed8UFBQVAqlXjzzTfrvc1ERERERFLEbE5ERESGwjnTiRrAsGHDEB4errVu8+bN+O233+Dn5wc3NzcAwMmTJ/Hll19izZo1OHDgADp37qz1mnfeeQcA4ObmhmbNmuH69eu1+vzJkyfrzLHo6uqqMy4oKAhBQUFITk7GmjVrarl1RERERESmg9mciIiIDIUH04mMZOXKlbCxsdFZ/80332Ds2LGIiYnBxo0btZ7bvn07fH190bJlS0yYMAErVqyo1WdNmTIF7u7uhiibiExERk4+sm8Xwt3FDp4tHMQuh4iISNKYzYmItLGfIKodHkwnMpLqwjoAjBw5EmPHjkVmZqbOcyEhIQ1dFpHJuV1QLHYJhqUqhsvDxdsFxYC6br+acwtL8OHm0ziadUezzt9DgfnDveBsZ23AQk2bi71M7BKIiEhCmM2JSGy3C+rXBxiKlPsJZniSIh5MJxLZjh07AABeXl4Gfc/8/HzIZDJ4e3sjICAAlpaWBnt/YyssKRW7BJIQ33lJYpdgULYlRTj3cLnPJ/tw37r65v5RLATAwcYKX432gZ+HM45l5WLW5t8RvGg/ytWGr9dUnZ07SOwS6qXq92BhSSkEgd+L1bGzZrQlovphNifSH/u2uunzyb569QGGIuV+omqGbwx5mFnWNPBficjItmzZgpMnT6KwsBBnzpxBYmIiPDw8MHfuXIN9RlRUlNbj9u3bY926dfDx8THYZxhTpzmJYpdAJFnlaiBueBeEeFfM9xri7QY11Ij6IV3kyqTF1L9HytVFmmXfeUmwEMRptqQuewHPGiWiumE2JzIcU89bxmYrdgEPSbmfqLpPNYY8zCxrGngwncjItmzZonVDoR49emD9+vXw8PCo93v3798fQ4cORc+ePeHq6ors7GysWLECS5YsQXBwME6dOoUnnnii3p9DRNLi5+Gs9binh0KkSoiIiEwLszkREfsJorrgwXQiI0tISEBCQgLu3buH9PR0fPjhh/D19cWmTZsQFBRUr/eOiIjQetyhQwcsWrQIdnZ2iIuLw6JFi/DZZ5/V6zPEYOrTM5Bh8YwXXceycjVnkgBAapX5DqmCqX+PqIpVaD61YvlE9ADIZXJxCyIiMhPM5kSGY+p5y9h8Z2wVuwQNqfYTVfcp5mGSCh5MJxKJo6MjAgICsHPnTjzzzDN44403kJWVBSsrK4N/VmRkJOLi4nDw4EGDv7cxcN4wqupE9ACxSzAslQpYVLF4YHogIK9bKHzr+zTM3noaaqjR00OB1Kw7mLP1DPw9FFj2Gi8fr2Tq3yPqKjeksrNuYvLbQ0QkNczmRPXHfFI3B6YH1qsPMBQp9xNV9ynmYZIK7nlEImvatCl69eqFLVu2IDMzEx07djT4Z7i6ugIACgsLDf7eRMZmdnd0r3LjHBd7GSCv2/YtH+OLyevTteY07OvpisVh3aGQWxusTCIiosaA2ZyIjKVqX6NPH2Ao7CeI6oYH04kk4OrVqwCAJk0a5kfy6NGjAAB3d/cGeX8iEo9Cbo21kf7IyMlH9u1CuLvYwbOFg9hlERERmSxmcyJqTNhPENWNhdgFEDUGxcXFOHLkSLXPxcfHIzU1FU8//TQ8PT31/ozr16/j/PnzOuuvXLmCd955BwDwj3/8Q+/3JyJp82zhgIGdWjD4EhERPQazORGRLvYTRLXDM9OJjOD+/fvo3bs3vLy80K1bN7Rq1Qr37t1Damoq0tLSYG9vj/j4eJ3XLViwAH/88QcA4PDhw5p1CQkJAICxY8eiT58+AIA//vgDQUFB6NOnDzp06ACFQoHs7Gxs374dKpUKb775JkaNGmWcDSYiIiIikihmcyIiItIXD6YTGYFcLkdsbCz27duHvXv34tatW7CysoK7uzumTJmCd999F23atNF53a5du5CSkqK1LjExUbMcEBCgCexPPfUUIiMjkZqaip9++gn5+flwdHTEs88+i8jISLz66qsNu5FERERERCaA2ZyIiIj0xYPpREZgZWWFOXPmYM6cOXV6XXJycq3Htm7dGitXrqxjZUREREREjQuzOREREemLc6YTNYCIiAgIgoCwsDCxS6lRdHQ0BEFAYGCg2KUQERERETUIZnMiIiIyFJ6ZTmRA3bp1g1Kp1Dz28vISsZrHCwoKQpMmf30NBAQEiFcMEREREZEBMZsTERGRoQlqtVotdhFERESNlkoF2NtXLBcUAHK5uPWQJKmKVbCPqthPCpYWQC7jfkJERERk0tgH1AnzMEkFp3khMqCEhAQIgqD5YyqXklb+iYmJEbskIiIiIiKDYDYnIiIiQ+PBdKIGEBoaCqVSiREjRug8d+PGDUydOhWenp6wsbGBi4sLevfujeXLl1f7XuXl5Vi9ejX69OkDJycn2NnZoX379oiIiEB+fr7W2AULFiA4OBitW7eGra0tXFxc0KNHDyxcuBCFhYU67x0UFASlUok333zTMBtORERERCQxzOZERERkKJzmhciAEhISEBERgfj4eISHh+s8f/LkSQQHByM3NxchISHo2LEjCgoKcO7cOVhbW+O///2v1vji4mKMGDEC27dvh7e3NwIDAyGTyXDp0iX88ssvOHHiBJ588knNeA8PD7i6uqJLly5o3rw5CgoKkJycjDNnzqBr1644dOgQ7OzsdOpKTk5GYGAglEolz4AhMjZe3km1wMtaiYjqjtmciCSNfUCdMA+TVPAGpERGkp+fj9DQUADAiRMn4O3trfV8aWmpzmtmzpyJ7du3Y8GCBZg+fbrWc+Xl5Trjz507BxsbG531b7zxBtauXYv4+Hi8/fbb9dkMIpKgjJx8ZN8uhLuLHTxbOIhdDhERkeQxmxMR/YX9BFHt8WA6kZEsW7YMly5dwjfffKMT1gGgSRPtH8crV65gyZIl6Nu3r05YBwALC91ZmqoL6wAwYsQIrF27FpmZmXpWTyQttwuKxS7BcFTFcHm4eLugGFDX/ldzbmEJPtx8Gkez7mjW+XsoMH+4F5ztrA1cqOlxsZeJXQIREUkUszkRSUld+wBDMYV+gpmepIYH04mMZMOGDRAEAa+88gr+7//+D7t378b9+/fRoUMHDB48GNbW2r+ofv75Z5SWlmLkyJHIz8/Hf/7zH1y6dAktWrTAoEGD0KpVq1p/9o4dOwAAXl5eBt0mU1JYont2EZku33lJYpdgMLYlRTj3cLnPJ/tw37r6xrs6FgLgYGOFr0b7wM/DGceycjFr8+8IXrQf5ZzEDWfnDhK7BIOp+h1WWFIKQeB3GgDYWTPKEpF+mM2JxMPe7KGSUlRO9FTXPsBQTKGfqMz0jTUPM+9KD/9FiIygpKQEp06dQrNmzbB06VLMmTNH61LQdu3aYcuWLejSpYtm3fHjxwEA9+7dwzPPPINr165pnrO2tsaCBQvw7rvvVvt5X3zxBe7evYu7d+/i4MGDOH78OIKDg/HGG2800BZKX6c5iWKXQGRw5WogbngXhHi7AQBCvN2ghhpRP6SLXJk0mNPPfbm6SLPsOy8JFoLxmy0pyl4QInYJRGSCmM2JxGVOGa0+qp5UIxZT6Ccq95fGmoeZd6VH91o0IjK4O3fuoKysDLdv30ZsbCw+/fRT5OTk4H//+x9mz56NrKwsvPTSSygq+uuXw40bNwAAMTEx6Nq1K86cOYO8vDxs374drq6umDp1qs5NkSp98cUXiI2NxeLFi3H8+HGMGTMGP//8M6ysrIyyvURkPH4ezlqPe3ooRKqEiIjINDCbExH9hf0EUd3wzHQiI6g806WsrAxRUVF47733NM/NnTsXf/75JzZs2ICffvoJY8aM0XpN8+bN8fPPP8POruICsJCQEHzzzTd44YUXsHDhQrz44os6n5ednQ0AuH79Ovbt24cPPvgA/v7+SExMxJNPPtmQmypZ5jTdA/FslqqOZeVqziQBgNQq8x02dub0c68qVqH51IrlE9EDIJfJxS2IiMiEMZsTicucMlq9qFTAIrGLkH4/Ubm/MA+TVPBgOpERODo6apaHDh2q8/xLL72EDRs2aM5UqfqaAQMGaMJ6peDgYMhkMs3lpo/SsmVL/OMf/8DTTz+Nnj174r333sOGDRvquzkmifOMmZcT0QPELsFwqoToA9MDAXntQ+Fb36dh9tbTUEONnh4KpGbdwZytZ+DvocCy13waqGDTYU4/9+oqN6Sys25iVttGRGRszOZE4mKOeejBX38Pde0DDMUU+onK/YV5mKSCex6REcjlcrRq1QpXrlyBk5OTzvOV6+7fv69Z98wzz2g9V5WFhQUcHByQl5dXq8/38/ODs7MzkpOT61o6kSSZ1R3dq9w4x8VeBshrv23Lx/hi8vp0rTkN+3q6YnFYdyjk1jW8koiIqPFiNiciqalrH2Ao7CeI6o5zphMZSVBQEADg7NmzOs9VrnN3d6/V+Js3b+LWrVta42tSUFCAe/fuoUkT/v8ZkTlRyK2xNtIfe97th5Vv9MCed/thbaQ/gy8REdFjMJsTEbGfINIHD6YTGcmECRMAAAsWLMDdu3c1669fv47FixfDwsICr7zyimZ9//790bFjR+zduxd79uzRrFer1Zg1axYAYNSoUZr1Fy9e1MzHWNWDBw8wZcoUlJeX44UXXjDwVhGRFHi2cMDATi3g2cJB7FKIiIhMArM5EdFf2E8Q1R7/K5zISJ599llMnToVCxcuhLe3N1566SU8ePAAW7duxY0bNxAXF4f27dtrxltaWiI+Ph5BQUF48cUXMXz4cLRu3RoHDhxAamoqfHx8MGPGDM349PR0vPLKK+jbty88PT3h6uqKnJwcJCUl4fLly3jmmWcwf/58MTadiIiIiEhSmM2JiIhIHzyYTmREn3/+Obp06YKvvvoKCQkJEAQB3bt3x9dff43hw4frjPf390dqaiqUSiV++eUX5OXloU2bNpg5cyZmzZoFeZUblPj4+GDy5MnYv38/Nm/ejLt378Le3h4dO3ZEVFQU3n77ba3xRERERESNGbM5ERER1RUPphMZWXh4OMLDw2s9vnPnzvjpp58eO65NmzZYuHBhPSojIiIiImpcmM2JiIioLjhnOlEDiIiIgCAICAsLE7uUGkVHR0MQBAQGBopdChERERFRg2A2JyIiIkPhmelEBtStWzcolUrNYy8vLxGrebygoCA0afLX10BAQIB4xRARERERGRCzORERERmaoFar1WIXQURE1GipVIC9fcVyQQHA+VOpGqpiFeyjKvaTgqUFkMu4nxARERGZNPYBdcI8TFLBaV6IalB5I6LKP1K/NLSuMjMztbbP3d1d7JKIiIiIiKrFbE5ERERi48F0oloIDQ2FUqnEiBEjNOvOnz+PmJgYDB06FK1atapV4C0tLcXq1avRu3dvNGvWDA4ODujUqRM++OADXL9+XWf8/v37MW3aNAQGBsLR0RGCIDz2Bknl5eVYunQpvL29YWtri2bNmmHUqFHIyMjQGatQKKBUKqFUKuHo6FirvwsiIiIiIjExmxMREZFYOGc6US0MGzZMJyj/+uuviI2NhaWlJTp27Fht4P67V199FZs2bcLTTz+NsLAwyGQyHDlyBJ999hm+++47pKWloWXLlprxq1evxpo1a2BnZ4c2bdogLy/vsZ8xYcIErFy5Ep06dcKkSZOQk5ODDRs2YPfu3Th06BA6deqkGatQKBATEwOg4kwfIiIiIiKpYzYnIiIisfDMdCI99evXD4cPH0Z+fj5+//13WFlZ1Tg+NTUVmzZtQs+ePXH27FksWbIE//rXv3DgwAFMnjwZ165dw7///W+t10RFReH06dPIy8tDfHz8Y2vat28fVq5cib59+yItLQ2ffvop1qxZgx07diAvLw8TJ06s1zYTkbRl5ORjz9kcZOTki10KERGRUTGbExHVD3sJotrhmelEemrXrh3atWtX6/EXLlwAAAwcOFAn3IeEhGDx4sW4ceOG1voePXrUqaaVK1cCAObNmweZTKZZ//zzz2PQoEHYtWsX/vzzT7Rv375O70skFbcLisUuwfBUxXB5uHi7oBhQ1/1Xc25hCT7cfBpHs+5o1vl7KDB/uBec7awNVKjpc7GXPX4QERGZJGZzIjI1twvq3wcYghR7CeZ2kjIeTCcyks6dOwMAkpKSEBMTgyZN/vrx++9//wsACAoKqtdnJCcnQy6X47nnntN5rjKwp6SkmHVgLywpFbsEakC+85LELsHgbEuKcO7hcp9P9uG+tU2d38NCABxsrPDVaB/4eTjjWFYuZm3+HcGL9qNcbdh6TdnZuYPELkFvVb/bCktKIQj8rqsLO2tGXiLSxmxOJC2NsY/r88m+evcBhiDFXqK63N6Y8zCzrLTwX4PISLp06YKoqCgsXboUnTt3xqBBgyCTyZCamoqjR49i9uzZePnll/V+f5VKhWvXrsHLywuWlpY6z3t6egJAtTc7Mied5iSKXQKR0ZWrgbjhXRDi7QYACPF2gxpqRP2QLnJl0mLK3w/l6iLNsu+8JFgI4jRbpip7QYjYJRCRxDCbE0mLKec0fdmKXcBDUuwlqtsfGnMeZpaVFh5MJzKiJUuWwMPDAzNmzMCSJUs061988UWMGDGiXu997949AICjo2O1zzdt2lRrHBGZFz8PZ63HPT0UIlVCRERkGpjNiYgqsJcgqj0eTCcyErVajYkTJ+L777/Hl19+iWHDhsHOzg6HDx/GO++8g969eyMpKQm9e/cWu1STZsrTONDjNcYzVmrrWFau5mwSAEitMuchVTDl7wdVsQrNp1Ysn4geALlMLm5BREQmjtmcSFpMOafpy3fGVrFL0JBaL1Hd/sA8TFLBg+lERhIfH48VK1Zg8eLFmDBhgmb9oEGDsGXLFnTq1AkzZsxASkqKXu9fedbLo85uycvL0xpnrjiXmHk7ET1A7BIMT6UCFlUsHpgeCMjrHgrf+j4Ns7eehhpq9PRQIDXrDuZsPQN/DwWWveZj4IJNlyl/P6ir3JDKzrqJSW8LEZEUMJsTSUtjzDYHpgfWuw8wBCn2EtXtD8zDJBXc84iMZMeOHQCAwMBAnec6duwINzc3nDhxQu/3l8vlcHNzQ1ZWFsrKynTmZqycj7FyfkYiU2SWd3WvcuMcF3sZIK/7Ni4f44vJ69O15jXs6+mKxWHdoZBbG6RMIiIic8JsTkRiq9rb6NsHGAJ7CaK64cF0IiMpKSkBANy8eVPnubKyMuTm5sLOzq5en9G/f3+sX78eBw8eRL9+/bSeS0xM1IwhIvOikFtjbaQ/MnLykX27EO4udvBs4SB2WURERJLFbE5EVIG9BFHdWIhdAFFj8dxzzwEA4uLiUFxcrPXcvHnzUFRUVO2ZMXUxfvx4AEB0dLSmQQCAvXv3IjExEf369UP79u3r9RlEJF2eLRwwsFMLhl8iIqLHYDYnItLGXoKodnhmOpGebt26hWnTpmkeP3jwALdu3UJ4eLhmXUJCgmb57bffxtq1a7F371506NABgwcPhq2tLQ4fPowjR45AoVAgLi5O6zMOHDiAVatWAfjrrJkDBw5oPqNDhw6YMWOGZnxgYCDGjh2LVatWoXv37ggJCUFOTg42bNiApk2bYvny5Qb+WyAiIiIiEh+zORERERkDD6YT6amgoABr1qzRWqdSqbTWVQ3sDg4OOHz4MD799FNs2bIFCQkJKCsrQ6tWrTB+/HjMmjULbdu21Xq/zMxMnc84f/48zp8/D6DistCqgR0AVqxYAW9vb6xYsQJffvkl7O3t8dJLL2H+/Pk884WIiIiIzBKzORERERmDoFar1WIXQSRVCQkJiIiIQHx8vNZZLebI3d0dAJCdnS1qHUSNjkoF2NtXLBcUAHK5uPWQJKmKVbCPqthPCpYWQC7jfkJEjQ+zORGZFfYBdcI8TFLBOdOJaiEiIgKCICAsLEzsUgwqMzMTgiBAEARcvHhR7HKIiIiIiB6L2ZyIiIjEwmleiGrQrVs3KJVKzWMvLy8RqzE8hUKhtX1OTk7iFUNEREREVANmcyIiIhIbp3khIiISEy/vpFrgZa1EREREZoZ9QJ0wD5NUcJoXIpElJCRoLucU43LVJ598UuvzOS8jERERETVGzOVERET0OJzmhUgiQkND0a1bN63LVTdt2oQffvgBv/32G3JyclBeXo62bdti4MCBeP/999GqVSud91myZAnS0tJw4sQJnD17FmVlZdi3bx8CAgKq/dypU6ciLy8PW7ZswW+//dZQm0dEREREZBKYy4mIiOhReDCdSCKGDRuG8PBwrXWbN2/Gb7/9Bj8/P7i5uQEATp48iS+//BJr1qzBgQMH0LlzZ63XvPPOOwAANzc3NGvWDNevX6/xc6dOnQoAyM7OZmgnIiIiokaPuZyIiIgehQfTiSRs5cqVsLGx0Vn/zTffYOzYsYiJicHGjRu1ntu+fTt8fX3RsmVLTJgwAStWrDBWuUQkARk5+ci+XQh3Fzt4tnAQuxwiIiKzwFxORI0RewsiXTyYTiRh1QV2ABg5ciTGjh2LzMxMnedCQkIauiwiUd0uKBa7BMNSFcPl4eLtgmJArd+v5tzCEny4+TSOZt3RrPP3UGD+cC8421kboFDz4WIvE7sEIiIyMczlRGQMUul1pNhbqIql8XdDxIPpRCZox44dAKA1jyMZTmFJqdglUA185yWJXYJB2ZYU4dzD5T6f7MN96+qb9cexEAAHGyt8NdoHfh7OOJaVi1mbf0fwov0oVxuuXnNwdu4gsUuos6rfS4UlpRAEfk8Zk501IzMRVY+5nEg/7LkAlJTC7uFiYUkpYFUqmV5Hir1FubpIs9xY8jAzqDTxX4XIBGzZsgUnT55EYWEhzpw5g8TERHh4eGDu3Llil2aWOs1JFLsEojorVwNxw7sgxLtiHtcQbzeooUbUD+kiVyY9pvgzXrV58J2XBAtBv/90If1kL+DZpURUgbmcyDBMMY8ZWtWTanw/StL7pJqGIPXeorHkYWZQaeLBdCITsGXLFqxZs0bzuEePHli/fj08PDxErIqIpMbPw1nrcU8PhUiVEBERmSfmciJqLNhbEFWPB9OJTEBCQgISEhJw7949pKen48MPP4Svry82bdqEoKAgscszO6Y4BURjwrNYHu1YVq7m7BEASK0yxyH9xRR/xlXFKjSfWrF8InoA5DK5uAURETVSzOVEhmGKeczgVCpgUcXiidkDALlcUr2OlHsL5mESEw+mE5kQR0dHBAQEYOfOnXjmmWfwxhtvICsrC1ZWVmKXZlY4L5m0nYgeIHYJhlUlRB+YHgjI9QuFb32fhtlbT0MNNXp6KJCadQdztp6Bv4cCy17zMWDBps8Uf8bVVW5Ma2fdxCS3gYjInDCXE9UPswyAB9r5DtZNJNPrSLG3UBWr0HZGxTLzMImJex6RCWratCl69eqFLVu2IDMzEx07dhS7JCKjcbGXiV2CYVW5cY6LvQyQ67d9y8f4YvL6dK15DPt6umJxWHco5Nb1LpOI/j97dx8XVZ33f/w9KDcOIAjerptCRXmDN4lEdlEBoVZWallZuQqr7WVlZXanpoKlrtV1WW6W6/5Sce1G11w1K0HN+7K8we60rlUTazNNEVQGGUDn9wcyMQty5zBnZng9Hw8fjzNnvuecz5fH4fD5fP2ecwCgMvJyAM7kLrWOO9YWAb7e/8JReAYG0wEPdeTIEUlS06b8GgOQwgL9tHhknPYfO6Oc3EJFhJsV1SbY6LAAAPB65OUAvA21BXBxPkYHAKBqVqtVn3/+eZXfLVy4UDt27NCVV16pqKgoF0cGwJ1FtQlW3y5tSHYBAHAS8nIAjRW1BVAZ/3UOuKmzZ8+qT58+io6OVs+ePdW+fXudOnVKO3bsUHZ2toKCgrRw4cJK282cOVPff/+9JGn79u32dRkZGZKkUaNGKT4+3mX9AAAAADwZeTkAACjHYDrgpgIDAzV16lRt3LhRn3zyiU6cOCFfX19FRERo7NixevLJJ9WhQ4dK22VmZmrz5s0O67KyfnsjeEJCAkk7AAAAUEvk5QAAoByD6YCb8vX11ZQpUzRlypQ6bbdp06aGCQgAAABohMjLAQBAOZ6ZDriJ1NRUmUwmDR061KXH/f3vfy+TyaRFixa59LgAAACAOyIvBwAAF8PMdMBgPXv2VFpamv1zdHS0S48/btw4nT592v45NDTUpccHAAAA3AF5OQAAqAmD6YDBvvzyS02dOtX++b777tOQIUNcdvxZs2bp559/tn9OSUkhcQcAAECjQ14OAABqwmA64CYGDhyonj17OsyAOXjwoBYvXqzs7Gzt3r1bR44cUceOHZWTk3PR/bz++uv29vv27dO5c+e0ceNGJSQkVNm+fAbMypUr9dVXXzm5VwAAAIBnIS8HAAAXw2A64CYGDRqklJQUh3Vbt27V1KlT1aRJE3Xu3FlHjx6tcT+PP/64JKldu3Zq1apVjduMGzdOkpSTk0PSDgAAgEaPvBwAAFwMLyAF3NiNN96o7du368yZM/rmm2/k6+tb4zYffvihfvnlFx05ckQDBw50QZQA3Mn+Y2e0bt8x7T92xuhQAADwGuTlABozagzgN8xMB9zY5Zdfrssvv7xO2wwYMKCBogHcR26B1egQnMdiVfiFxdwCq2Sr35/mvMJiPb/iW31x6KR9XVxkmKYPjlYLs58TAvUu4UH+RocAAPAg5OUAXM0dah53qjEs1t9+HrkFVgX6B7r0+EA5BtMBeLTC4lKjQ4ABYqatNzoEp2lWXKTvLizHv7RRZ/0C6rUfH5MUHOCrNx7opdjIFtp5KE8TV3yjfq9u0Xmb8+L1Fvte6G90CHVS8VpXWFwqk4lrX1XMfqS2AAB4qkZX2xWXynxhsbC4VPJ17L871DzuVGOctxXZl+Nf3qjvX2zcd/yQ9xqHnzwAj9ZlSpbRIQBu4bxNmjG4mwZ0bydJGtC9nWyyacy7ewyOzD152rWjYvEQM229fEz1+08Xb5czk1mgAAB4Kk/Lzy5VxUk1MS+ur/ekmobkzjVGYztf/hN5r3F4ZjoAAF4iNrKFw+drI8MMigQAAACAN6DGABwxMx2AR/O0RzXAORr7LISL2Xkozz5rRJJ2VHi2IRx52rXDYrWo9biy5d2TknlGJAAA8Dqelp9dMotFerVscffkZCnQMb9zl5rHXWuMRne+wG0wmA7Ao/GcsMZp96Rko0NwngpJ9LbnEisl0bX1yDvZmrzqW9lk07WRYdpx6KSmrNqruMgwvflgLycG7B087dphq/BiWrNfU4+LHwAAoCaNLr8pcczv9B/9d4eax51qDIvVoo7jy5a3PZvY+M4XuA3OPACAxwkP8jc6BOep8CLJ8CB/KbB+fZs7LEZPLNnj8PzCG6JaavbQaxQW6HfJYQIAAABwHXeoedypxgjw/Y+6CTAIg+kAAHiBsEA/LR4Zp/3Hzignt1AR4WZFtQk2OiwAAAAAHooaA6iMwXQAALxIVJtgElwAAAAATkONAfyGwXTAjZ04cUJPP/20/XNJSYlOnDihlJQU+7qMjAyHbWbOnKnvv/9ekrR9+3b7uvJ2o0aNUnx8fIPGDQAAAHgT8nIAACAxmA64tYKCAi1atMhhncVicVj3n0l7ZmamNm/e7LAuK+u3t4AnJCSQtAMAAAB1QF4OAAAkBtMBtxYRESGbzVanbTZt2tQwwQAAAACNFHk5AACQJB+jAwBQJjU1VSaTSUOHDnXpcX//+9/LZDJVmmkDAAAANEbk5QAA4GKYmQ4YrGfPnkpLS7N/jo6Odunxx40bp9OnT9s/h4aGuvT4AAAAgDsgLwcAADUx2ep6rxoAAHAei0UKCipbLiiQAgONjQduyWK1KGhM2XlSMKdAgf6cJwAAAB6NOqBOyIfhLnjMC+BEGRkZMplM9n+uvjW0riZNmuQQb3p6utEhAQAAAE5Bbg4AAJyNwXSgAQwcOFBpaWkaMmSIfd0///lPDRkyRFFRUWrevLmCgoLUtWtXjR07Vj///HOlfaSnpzsk01X9GzlypL19Tk5Oje2bNGnicIykpCSlpaVpxIgRDffDAAAAAAxEbg4AAJyFZ6YDDWDQoEFKSUlxWLdixQp99dVXio2NVbt27SRJX375pf7yl79o0aJF2rZtm7p27Wpvn5CQcNH9v/XWW/r555/Vv39/+7rQ0FCHZzxWtGvXLn300UcO7aWyhD0pKUmbNm3iRUcAAADwSuTmAADAWRhMB1zk//2//6eAgIBK6+fPn69Ro0YpPT1dy5Yts69PSEioMmk/duyYpk+frvDwcA0aNMi+PjQ09KK3gt5xxx2SpFGjRl1SHwC4j/3Hzignt1AR4WZFtQk2OhwAADwKuTkAXBrqETRWDKYDLlJVsi5J99xzj0aNGqUDBw7Uaj8ZGRkqLS3VH/7wB/n5+dXY/siRI1qzZo1at25tT9wBT5JbYDU6hIZlsSr8wmJugVWyVf+nOa+wWM+v+FZfHDppXxcXGabpg6PVwlzzNaExCQ/yNzoEAICbIjcH4GncpS4yqh6xWH/rf26BVUUlVddN1ABoaAymAwb76KOPJEnR0dG1ar9gwQJJtZ/JkpGRoXPnzmn48OHy9fWtX5BuqrC41OgQ4AIx09YbHUKDalZcpO8uLMe/tFFn/aou7sv5mKTgAF+98UAvxUa20M5DeZq44hv1e3WLztsaPl5Psu+F/jU38hAVr3eFxaUymbj+VcfsR4oLoH7IzQHP5JG1YXGpzBcWC4tLJd/q++AudZFR9ch5W5F9Of7ljfIxVV03eVMN4Czkxs7FTxNwsZUrV+rLL79UYWGh9u7dq6ysLEVGRuqFF16ocdutW7fqX//6l6677jqHZzhejM1msyf4FV+I5C26TMkyOgTA5c7bpBmDu2lA97Lnuw7o3k422TTm3T0GR+Z+vOkaUbF4iJm2/qLFA8rkzBxgdAgAPAS5OeAdPDHvqzipJubF9TVOqnEX7l6PeOK50NDIjZ2LwXTAxVauXOnwQqHevXtryZIlioyMrHHb+fPnS6r9zJfNmzfr4MGDio+PV6dOneoXMAC3ExvZwuHztZFhBkUCAIBnIzcHgLqjHkFjxmA64GIZGRnKyMjQqVOntGfPHj3//POKiYnRP//5TyUlJV10u9OnT2vZsmUKCgrSfffdV6tjlSf43jrzhdu3GgdmFlS281CefSaIJO2o8LxC/MabrhEWq0Wtx5Ut756UrED/QGMDAgAvQW4OeAePzPssFunVssXdk5OlwOrzO3eqi9y5HvHIcwEehcF0wCAhISFKSEjQmjVrdPXVV2v48OE6dOjQRZ+d+N5776mwsFAjR45UUFBQjfvPz8/X8uXL1bx5c917773ODt8t8NyvxmH3pGSjQ2hYFZLobc8l1phEP/JOtiav+lY22XRtZJh2HDqpKav2Ki4yTG8+2MsFAXsOb7pG2Cq8mNbs19Sr+gYA7oDcHPBsHpkblTjmd6qhD+5SFxlVj1isFnUcX7a87dnEi04u8chzAR6FMwwwWPPmzXXddddp5cqVOnDggDp37lxlu7reRvruu+/q7NmzGj58uMxmc80bAG7K69/GXuFFkuFB/lJg9f2dOyxGTyzZ4/BMwhuiWmr20GsUFujXYGECANAYkJsDcFfuUhcZVY8E+DrWTYH+7vHzQOPDYDrgBo4cOSJJatq06l/Jb775Rjt37lTXrl113XXX1WqfdU3wAXiGsEA/LR4Zp/3Hzignt1AR4WZFtQk2OiwAALwGuTkAXBz1CBo7H6MDABoDq9Wqzz//vMrvFi5cqB07dujKK69UVFRUlW3q+nzFL7/8UtnZ2erevbt69+5dv6ABuLWoNsHq26UNiSsAAHVEbg4Al456BI0VM9MBFzh79qz69Omj6Oho9ezZU+3bt9epU6e0Y8cOZWdnKygoSAsXLqxy2+LiYr399tvy8/PTH/7wh1odj5kvAAAAQNXIzQEAQH0xmA64QGBgoKZOnaqNGzfqk08+0YkTJ+Tr66uIiAiNHTtWTz75pDp06FDltitXrlRubq7uvfdetWzZssZjFRUV6Z133pG/v7+GDRvm7K4AAAAAHo3cHAAA1BeD6YAL+Pr6asqUKZoyZUqdt7333nt177331rp9QECATp48WefjAAAAAI0BuTkAAKgvnpkONIDU1FSZTCYNHTrU6FCqNWnSJJlMJiUmJhodCgAAANAgyM0BAICzMDMdcKKePXsqLS3N/jk6OtrAaGqWlJSkpk1/uwwkJCQYFwwAAADgROTmAADA2Uw2m81mdBAAADRaFosUFFS2XFAgBQYaGw/cksVqUdCYsvOkYE6BAv05TwAAADwadUCdkA/DXfCYF6AaGRkZMplM9n/ufmtoXR04cMChfxEREUaHBAAAAFSJ3BwAABiNwXSgFgYOHKi0tDQNGTJEkmSz2bRmzRo9/PDD6t69u0JCQmQ2m9WjRw/NmDFDRUVFlfaxf/9+zZgxQzfeeKN+97vfyc/PT5dddpmGDx+u77///qLHzs7O1j333KPIyEg1a9ZMHTt21MCBA7Vly5ZKbbdt26annnpKMTExCg8PV0BAgDp16qTnnntO+fn5ldqHhYUpLS1NaWlpCgkJqf8PCAAAAHARcnMAAGAUHvMCVCMjI0OpqalauHChUlJS7OuLiorUrFkz+fv7KyEhQd26dVNRUZGysrK0f/9+xcbGavPmzWrWrJl9m6FDh2rp0qWKjo5WfHy8mjdvrm+++UZr1qxRs2bNlJWVpRtuuMHh+CtXrtTdd98tf39/DR48WJdddpl++uknrVixQmfPnq0UV9u2bXXixAnFx8frmmuukclk0qZNm7Rnzx5dccUV+uyzz9S6desq+1o+8yUnJ8dZPz4AtcHtnagFbmsFAHJzAF6GOqBOyIfhLngBKVAPTZo00fTp0/XII48oNDTUvr6kpER33323Vq9erTlz5uiZZ56xf3fLLbdowoQJ6tGjh8O+lixZovvvv1+jR4/W3r17Hb6bOHGibDabPvvsM/Xs2dO+Pjs7W71799YLL7zgkLA/+eSTGj58uNq1a2dfZ7PZ9Oijj2ru3LmaOnWq3njjDef8EAC4jf3Hzignt1AR4WZFtQk2OhwAAFyK3BwAXI8aBI0VM9OBalxs9kt1tm/fruuvv14DBgzQhx9+WKttrr76av3rX//S8ePH1bJlS/v6gIAAtWzZUv/+978rbdO+fXudOnVKBQUFNe7/l19+0e9+9zt17dpV3377bZVtmP0Cd5dbYDU6hIZhsSi8bbgkKfdobp1mpOQVFuv5Fd/qi0Mn7eviIsM0fXC0Wpj9nB6qpwoP8jc6hEvGTBwAIDcH4GXqMTPdHWoio2oQi9WijuPL6qbDM3OrzYe9If+H+2JmOuBkvr6+kqSmTWv/63Wxbbp27aovv/xSX3/9tbp3725f/+WXX+qXX37R7bff3mAxeZrC4lKjQ0ADi5m23ugQGkSz4iJ9d2E5/qWNOusXUOttfUxScICv3nigl2IjW2jnoTxNXPGN+r26Ref5r3K7fS/0NzqES1bxGldYXCqTiWteTcx+3vs3D0DtkZsD3skr6r/iUpkvLBYWl0q+NffJHWoio2qQ87bf3n8R//JG+ZguXjd5Q/5/KciDGxY/XcDJFixYIEnq169frdrv2LFDe/fuVWxsrMNtqZI0a9Ys3X777br++us1ePBg/f73v9e///1v/fOf/9QNN9ygefPmNUhMnqjLlCyjQwBc7rxNmjG4mwZ0L7t9fED3drLJpjHv7jE4MvfiDdeHisVDzLT11RYPKJMzc4DRIQBwA+TmgHfyhvyu4qSamBfX12lSjZE8oQbxhvPjUpAHNywG0wEnyszM1Lx589S5c2eNHDmyxvanTp3SiBEj5OPjo5dffrnS9zfddJO2bNmie+65R2+//bZ9/WWXXabU1FSH5y9ezJdffqmpU6eqdevWevbZZ+vWIQBuLzayhcPnayPDDIoEAAD3Qm4OAA2DGgSNGYPpgJPs2rVL9913n0JCQrRs2TL5+1f/jK6ioiLddddd+v777zV9+nQlJCRUarNmzRoNHTpUt99+u1avXq2IiAgdPnxYM2bMUGpqqr7++mvNmjXrosc4dOiQbr/9dp07d05LlixxeOajt2nst3E1Bo19dsHF7DyUZ58VIkk7Kjy7EGW84fpgsVrUelzZ8u5JyTwzHQBqQG4OeDdvyO9ksUivli3unpxcq2emu0tN5O41iFecH3BbDKYDTrBnzx7169dPJpNJWVlZ6tq1a7XtrVarBg8erA0bNmjChAmaOHFipTYnT57UAw88oKioKC1evFg+Pj6SpE6dOmnRokXav3+/Zs+erUcffVRXXHFFpe0PHz6sxMREHT9+XMuXL1diYqJzOuumeCaY99s9KdnoEBpGhSR623OJdXoB6SPvZGvyqm9lk03XRoZpx6GTmrJqr+Iiw/Tmg70aKGDP4w3XB5vttz6Y/Zp6RZ8AoKGQmwPezytyoRLH/E616JM71ERG1SBlLyAtW972bGK1k0u84vyA2+LsAi5Rdna2+vbtq3Pnzmnt2rWKjY2ttn1RUZEGDRqkrKwsPfvss5oxY0aV7T799FPl5+frpptusifr5UwmkxITE/X5559rz549lRL2nJwcJSYm6siRI1q2bFmtX4YEuDOvfSN7hRdJhgf5S4G17+fcYTF6Yskeh+cT3hDVUrOHXqOwQD+nhgkAgCcgNwfgzdyhJjKqBgnwdaybAmu44whoKAymA5cgOztbycnJKi0tVVZWluLi4qptXzFZf/rpp/XSSy9dtG1xcbEk6fjx41V+X77+P29ZzcnJUUJCgo4cOaKlS5dq4MCBdekSAA8SFuinxSPjtP/YGeXkFioi3KyoNsFGhwUAgCHIzQGg4VGDoLHzqbkJgKqUJ+slJSVas2aN+vTpU237oqIiDRw4UFlZWRo3bpxeeeWVattfd911atKkid5//319/fXXDt/t3btX7733nvz9/R2OW56s//zzz1qyZIkGDx5c/w4C8BhRbYLVt0sbklgAQKNFbg4ArkUNgsaKmelAPZw8eVLJycnKy8vTLbfconXr1mndunUObUJDQzV27Fj759GjR2vt2rVq27atgoODlZ6eXmm/KSkpioiIkCS1b99eEyZM0LRp0xQbG6tBgwYpIiJCP/74o1asWCGr1apXXnnF4cVFCQkJOnz4sK677jp9/fXXlRJ9SVUeFwAAAPBU5OYAAMBVTDabzWZ0EIC7ysjIUGpqqhYuXKiUlBT7+pycHEVGRla7bceOHZWTk2P/nJCQoM2bN1e7zcaNG5WQkOCwbtmyZZo3b56ys7N1+vRphYSEqHfv3nrssccqPW/RZDLV2KeL/cqXFwoVYwbgAhaLFBRUtlxQUKcXkKLxsFgtChpTdp4UzCmo9oVLAOCtyM0BeBXqgDohH4a7YGY6UA8REREXTXwvZtOmTfU61j333KN77rmnVm35vzEAAAA0NuTmAADAVXhmOlALqampMplMGjp0qNGhONWBAwdkMplkMpl0+PBho8MBAAAAakRuDgAAjMLMdKAaPXv2VFpamv1zdHS0gdE4X1hYmEP/QkNDjQsGAAAAqAa5OQAAMBrPTAcAwEg8KxG1wDMiAQAAvAx1QJ2QD8Nd8JgXoBoZGRn2Wy29/VZSk8lkf9ERAAAA4G7IzQEAgNEYTAdqYeDAgUpLS9OQIUMklb1MaM2aNXr44YfVvXt3hYSEyGw2q0ePHpoxY4aKioqq3M/rr7+u1NRUde/eXU2bNpXJZKr25UdbtmzR008/rcTERIWEhMhkMiklJaXGeM+cOaO0tDRFR0fLbDYrNDRUvXr10tSpUx3ald9KmpaWppCQkFr/PAAAAACjkJsDAACj8Mx0oBYGDRrkkChbrVbddttt8vf3V0JCgvr376+ioiJlZWXp+eef18qVK7V582Y1a9bMYT+PP/64JKldu3Zq1aqVjh49Wu1xFyxYoEWLFslsNqtDhw46ffp0jbH++OOPSkpK0g8//KDk5GQNGDBAVqtVBw4c0PLlyx2ewxgWFqb09HRJZTN9AAAAAHdHbg4AAIzCYDpQD02aNNH06dP1yCOPOLwYqKSkRHfffbdWr16tOXPm6JlnnnHY7sMPP1RMTIzatm2r0aNHa968edUeZ8yYMXrmmWfUqVMn7dy5U3369Km2/blz5zRkyBAdOXJEn3zyiRITEx2+Ly0trVtHAXiE/cfOKCe3UBHhZkW1CTY6HAAAXIrcHACMQy2CxobBdKAefH19NXHixCrXT5gwQatXr9bmzZsrJewDBgyo03F69+5dp/bvv/++du7cqcmTJ1dK1iWpaVN+5eEdcgusRofgPBarwi8s5hZYJVvtf0/zCov1/Ipv9cWhk/Z1cZFhmj44Wi3Mfk4O1LOEB/kbHQIAwEXIzQE0Ju5SC7m6FrFYf+t3boFVRSUXv4ZSC6Ah8dcbcDJfX19JxiTHS5culSTdc889+umnn/TRRx8pPz9fV1xxhW699VYFlb8p3IMUFjNjB5XFTFtvdAhO06y4SN9dWI5/aaPO+gXUelsfkxQc4Ks3Huil2MgW2nkoTxNXfKN+r27ReVvDxOsp9r3Q3+gQnKritbCwuFQmU+O+Npr9SGEB1A65OeB5Gk0NWFwq84XFwuJSybd2/XaXWsjVtch522/vv4h/eaN8TBevm7ytFqgtcmTX4KcMONmCBQskSf369XP5sXft2iVJ2rZtm5588klZK/zPbatWrfSPf/xDCQkJLo/rUnSZkmV0CIDbOm+TZgzupgHd20mSBnRvJ5tsGvPuHoMjM563XTsqFg8x09ZXWzw0Bjkz6zabFEDjRW4OeB5vy+MupuKkmpgX19dpUo07cOdapLGcQ/+JHNk1fIwOAPAmmZmZmjdvnjp37qyRI0e6/Pi//vqrJOmxxx7T2LFj9dNPP+n48eP6y1/+olOnTmnQoEH65ZdfXB4XgIYTG9nC4fO1kWEGRQIAgHshNweAhkUtgsaImemAk+zatUv33XefQkJCtGzZMvn7u/4ZXefPn5ck3X777Zo5c6Z9/WOPPaaff/5ZL730kubPn69Jkya5PLb6aqy3Z6F6jXWmQVV2HsqzzwaRpB0VnlnYmHnbtcNitaj1uLLl3ZOSFegfaGxAAODmyM0Bz+VtedxFWSzSq2WLuycnS4G1y+/cqRZy11qk0ZxDMASD6YAT7NmzR/369ZPJZFJWVpa6du1qSBwhISE6ceKE7rzzzkrf3XHHHXrppZfst5t6Cp75harsnpRsdAjOUyGJ3vZcYq2TaEl65J1sTV71rWyy6drIMO04dFJTVu1VXGSY3nywVwMF7Bm87dphq/BiWrNfU6/rHwA4E7k54NkaTZ5T4pjfqZb9dpdayNW1iMVqUcfxZcvbnk2sdnJJozmHYAjOLuASZWdnq2/fvjp37pzWrl2r2NhYw2K5+uqrdeLECYWGhlb6rnzd2bNnXRsU0AC86u3sFV4kGR7kLwXWvm9zh8XoiSV7HJ5LeENUS80eeo3CAv2cGiYAAJ6A3ByAt3OXWsjVtUiAr2PdFGjAHUeAxGA6cEmys7OVnJys0tJSZWVlKS4uztB4kpKS9Omnn2rfvn266667HL7bt2+fJCkiIsKAyAA0hLBAPy0eGaf9x84oJ7dQEeFmRbUJNjosAAAMQW4OAK5DLYLGiheQAvVUnqyXlJRozZo16tOnj9EhKTU1Vf7+/nr99df1888/29efOXNGM2bMkCTde++9RoUHoIFEtQlW3y5tSF4BAI0WuTkAGINaBI0NM9OBejh58qSSk5OVl5enW265RevWrdO6desc2oSGhmrs2LEO62bOnKnvv/9ekrR9+3b7uoyMDEnSqFGjFB8fb2+/bds2vfXWW5Kk48eP29elpKRIkjp16qTx48fb20dGRuqVV17R448/rh49emjw4MHy9/fXRx99pJycHP3pT3/SzTff7LSfAwAAAGA0cnMAAOAqDKYD9XD69Gnl5eVJkjIzM5WZmVmpTceOHSsl7JmZmdq8ebPDuqys397EnZCQ4JCwHzhwQIsWLXJof/DgQR08eFCSdNNNNzkk7JL02GOPKSIiQq+88oqWLFmi0tJSde3aVRMnTtRDDz1U984CAAAAbozcHAAAuAqD6UA9REREyGaz1Xm7TZs21al9SkqKfaZLXdxxxx2644476rwdAAAA4GnIzQEAgKvwzHSgFlJTU2UymTR06FCjQ3GqAwcOyGQyyWQy6fDhw0aHAwAAANSI3BwAABiFmelANXr27Km0tDT75+joaAOjcb6wsDCH/oWGhhoXDAAAAFANcnMAAGA0k60+98MBAADnsFikoKCy5YICKTDQ2HjglixWi4LGlJ0nBXMKFOjPeQIAAODRqAPqhHwY7oLHvABOlJGRYb810xNuPZ00aZJDvOnp6UaHBAAAADgFuTkAAHA2BtOBBjBw4EClpaVpyJAhF22Tn5+v9u3by2Qy6ZZbbrlou/Pnz2vBggWKj49XaGiozGazrrrqKqWmpurMmTOV2mdmZio5OVmhoaFq1qyZunXrplmzZuncuXOV2iYlJSktLU0jRoyoX0cBAAAAN0duDgAAnIVnpgMNYNCgQUpJSam2zeOPP65Tp05V28ZqtWrIkCH68MMP1b17d6WkpMjf318//vijPv74Y7344osKDg62t//LX/6iJ554Qs2bN9ddd92l0NBQrV+/Xk899ZS2b9+uZcuWOew/KSlJSUlJ2rRpkxYtWlTv/gIAAADuitwcAAA4C4PpgAFWr16txYsX6y9/+Ysef/zxi7abMGGCPvzwQ82cOVPPPfecw3fnz593+Pzzzz/rmWeeUYsWLbRnzx517NhRklRaWqohQ4bo/fff15IlS9z+9lYAdbf/2Bnl5BYqItysqDbBNW8AAADsyM0BoH6oQ9AYMZgOuNjJkyf1pz/9SQ888IDuuOOOiybsP//8s15//XXdcMMNlZJ1SfLxcXxK05o1a1RcXKwnnnjCnqxLUtOmTTV16lStWrVKc+fOJWGHx8stsBodgnNZrAq/sJhbYJVstf/TnFdYrOdXfKsvDp20r4uLDNP0wdFqYfZzcqDeITzI3+gQAABuhNwcgKcysi4yog6xWH/rb26BVUUl1ddN5P1oKAymAy42ZswYnTt3Tn/5y1+qfK5iueXLl6u0tFT33HOPzpw5ow8++EA//vij2rRpo/79+6t9+/YO7Y8dOyZJioyMrLSv8nWfffaZrFar/P29749KYXGp0SHARWKmrTc6BKdqVlyk7y4sx7+0UWf9Amq9rY9JCg7w1RsP9FJsZAvtPJSniSu+Ub9Xt+i8rWHi9XT7XuhvdAj1UvEaV1hcKpOJa95/MvuR1gKoO3JzwHN4Xc1XXCrzhcXC4lLJt279M7IuMqIOOW8rsi/Hv7xRPqbq6yZPzfvri1zYdfhJAy60YsUKvffee1q6dKnCw8OrTdh37dolSTp16pSuvvpq/fLLL/bv/Pz8NHPmTD355JP2da1atZIkHTp0qNK+yteVlpbqhx9+UOfOnZ3SH3fSZUqW0SEALnfeJs0Y3E0DureTJA3o3k422TTm3T0GR+a+PPVaUbF4iJm2vsbioTHKmTnA6BAAeBhyc8CzeGoedzEVJ9XEvLi+TpNqjOYJdYi3nS81IRd2HZ+amwBwhhMnTmj06NEaNGiQ7r333hrb//rrr5Kk9PR09ejRQ3v37tXp06f14YcfqmXLlho3bpw+/vhje/u+ffuqSZMmmj9/vn766Sf7+tLSUk2dOtX+OT8/33mdAmC42MgWDp+vjQwzKBIAADwHuTkAXBrqEDRWzEwHXOSRRx5RSUmJ5s6dW6v25S8xat26tZYvXy6zuewGsAEDBmj+/Pm69dZbNWvWLN12222Sym4XnThxol588UV169ZNd911l0JCQvTJJ5/oxx9/VIcOHfTjjz+qSZMmDdNBgzW2W7gas8Y2w6AmOw/l2WeESNKOCs8tRGWeeq2wWC1qPa5sefekZAX6BxobEAB4OHJzwPN4ah53URaL9GrZ4u7JyVJg3fI7o+sid69DvO58gdtgMB1wgVWrVmnZsmXKyMhQ27Zta7VNSEiIJCk5OdmerJfr16+f/P397beblnvhhRd01VVX6fXXX9eSJUvUpEkT3XDDDXrvvffsLzcqv+XU2/B8sMZj96Rko0NwrgpJ9LbnEuuURD/yTrYmr/pWNtl0bWSYdhw6qSmr9iouMkxvPtirgQL2bJ56rbBVeDGt2a+px/YDANwBuTngmbwu/ylxzO9Ux/4ZWRcZUYdYrBZ1HF+2vO3ZxBonl3jd+QK3wZkFuMCePWXPDUtJSVFKSkql77OysmQymdSjRw99+eWXkqSrr75akhQaGlqpvY+Pj4KDg3X69OlK3w0bNkzDhg1zWGe1WrV//36FhYVV+RIkwJN43VvZK7xIMjzIXwqsff/mDovRE0v2ODyb8Iaolpo99BqFBfo5NUwAALwFuTkAb2BkXWREHRLg61g3BfLyZhiEwXTABXr16qWRI0dWWl9QUKClS5fq97//vfr3768OHTrYv0tKStL06dO1b9++StsdP35cJ06c0FVXXVWr47///vuyWq1VxgDAc4UF+mnxyDjtP3ZGObmFigg3K6pNsNFhAQDg1sjNAeDSUIegMWMwHXCBO++8U3feeWel9Tk5OVq6dKm6du2qt956y+G7m266SZ07d9Ynn3yidevWqW/fvpIkm82miRMnSlKllyWdPn1azZs3d1j33Xff6amnnlLz5s01fvx4Z3YLgJuIahNM8goAQC2RmwOAc1CHoDFiMB1wU02aNNHChQuVlJSk2267TYMHD9Zll12mbdu2aceOHerVq1elBPypp55Sdna2YmNjFRYWpv3792v16tXy8fHRypUrddlllxnUGwAAAMBzkZsDAACJwXTArcXFxWnHjh1KS0vThg0bdPr0aXXo0EETJkzQxIkTFfgfLyrs16+fvv/+ey1btkxnzpxR27Zt9eCDD2rixIm64oorDOoFAAAA4PnIzQEAAIPpgIEiIiJks9mqbdO1a1e9//77tdrfPffco3vuuccZoQEAAACNCrk5AACoiY/RAQDeKDU1VSaTSUOHDjU6lGpNmjRJJpNJiYmJRocCAAAANAhycwAA4CzMTAecqGfPnkpLS7N/jo6ONjCamiUlJalp098uAwkJCcYFAwAAADgRuTkAAHA2k62m+9gAAEDDsVikoKCy5YIC6T+etwpIksVqUdCYsvOkYE6BAv05TwAAADwadUCdkA/DXfCYF8CJMjIyZDKZ7P885VbS8n/p6elGhwQAAAA4Bbk5AABwNgbTgQYwcOBApaWlaciQIfZ1ERERDslxVf+2bt1aaV/nz5/XggULFB8fr9DQUJnNZl111VVKTU3VmTNn7O0sFovefvtt3XvvvbrqqqvUrFkzhYaG6qabbtJ7771XZZxJSUlKS0vTiBEjnP9DAAAAANwAuTkAAHAWnpkONIBBgwYpJSXFYd3YsWOVn59fqe2JEyf0xhtvqEWLFoqNjXX4zmq1asiQIfrwww/VvXt3paSkyN/fXz/++KM+/vhjvfjiiwoODpYkbd26VX/4wx8UHh6um2++WXfffbd+/fVX/fOf/9QDDzygzz77TK+//rrD/pOSkpSUlKRNmzZp0aJFTv0ZAAAAAO6A3BwAADgLg+mAi4wdO7bK9f/7v/8rSRo2bJgCAgIcvpswYYI+/PBDzZw5U88995zDd+fPn3f43K5dO73zzju655575Ovra18/Y8YMxcXFac6cORo+fHilogCAd9h/7IxycgsVEW5WVJtgo8MBAMCtkZsDgHNRj6CxYDAdMNj8+fMlSSNHjnRY//PPP+v111/XDTfcUClZlyQfH8enNPXo0UM9evSo1K5Nmzb67//+b02cOFGbN28mYYdXyC2wGh2C81isCr+wmFtglWx1+9OcV1is51d8qy8OnbSvi4sM0/TB0Wph9nNioJ4rPMjf6BAAAB6C3ByAu3O3WshV9YjF+lu/cwusKiqpXd1ELQBnYzAdMNBnn32m7777Tr17966UbC9fvlylpaW65557dObMGX3wwQf68ccf1aZNG/Xv31/t27ev9XHKZ8M0ber9v/KFxaVGhwAXiJm23ugQnKZZcZG+u7Ac/9JGnfULqLb9f/IxScEBvnrjgV6KjWyhnYfyNHHFN+r36hadtzk/Xk+074X+RodwySpe2wqLS2Uyca27GLOf9/+tA9AwyM0B9+WVdV5xqcwXFguLSyXf2vXR3WohV9Uj521F9uX4lzfKx1S7uskbagFnIEd2Hn6SgIHKZ76MGjWq0ne7du2SJJ06dUpXX321fvnlF/t3fn5+mjlzpp588skaj3Hu3Dn9/e9/l8lkUnJyspMid19dpmQZHQLgUudt0ozB3TSgeztJ0oDu7WSTTWPe3WNwZO7DG64LFYuHmGnra108NEY5MwcYHQIAD0VuDrgvb8jn/lPFSTUxL66v86Qad+Hu9Yg3njv1QY7sPD41NwHQEAoKCvSPf/xDZrNZ999/f6Xvf/31V0lSenq6evToob179+r06dP68MMP1bJlS40bN04ff/xxjceZPHmyvvnmG6Wmpio6Otrp/QBgvNjIFg6fr40MMygSAAA8E7k5ANQf9QgaE2amAwZZunSpCgoKNGLECDVv3rzS9+UvMWrdurWWL18us7nsBrABAwZo/vz5uvXWWzVr1izddtttFz3G3/72N/35z3/WNddco9mzZzdMR9wMt3A1DswucLTzUJ59Jogk7ajwvEJ4x3XBYrWo9biy5d2TkhXoH2hsQADgZcjNAffmDflcJRaL9GrZ4u7JyVJg7fI7d6yF3Lke8cpzB4ZiMB0wyFtvvSWp6ttIJSkkJESSlJycbE/Wy/Xr10/+/v72202rsnDhQo0ePVrdunXTunXrFBQU5KTI3RvPAWscdk/yotuiKyTR255LrHUSXe6Rd7I1edW3ssmmayPDtOPQSU1ZtVdxkWF688FeDRCw5/GG64KtwotpzX5NvaJPAOBOyM0B9+aVuU+JY36nWvbR3WohV9UjFqtFHceXLW97NrHWk0u88tyBoTijAAPs27dPn3/+uTp16qT4+Pgq21x99dWSpNDQ0Erf+fj4KDg4WKdPn65y2wULFuihhx5Sly5d9Mknnyg8PNxpsQPuwKveyF7hRZLhQf5SYN36NndYjJ5YssfhmYQ3RLXU7KHXKCzQz2lhAgDgrcjNAXgSd6uFXFWPBPg61k2B/u71c0DjwWA6YIDylxuNHDnyom2SkpI0ffp07du3r9J3x48f14kTJ3TVVVdV+m7BggUaNWqUOnfurA0bNqhVq1bOCxyA2wkL9NPikXHaf+yMcnILFRFuVlSbYKPDAgDAY5CbA0D9UY+gseEFpICLlZSUaPHixfL19dXw4cMv2u6mm25S586d9cknn2jdunX29TabTRMnTpQk3XvvvQ7bzJ8/X6NGjVKnTp20YcMGtW7dumE6AcDtRLUJVt8ubUhcAQCoA3JzAHAO6hE0FsxMB1zsgw8+0PHjx3XXXXdVm1A3adJECxcuVFJSkm677TYNHjxYl112mbZt26YdO3aoV69eGj9+vL39hg0b9NBDD8lms+nGG2/U3LlzK+2zZ8+eGjRoUEN0CwAAAPA45OYAAKAuGEwHXKz8NtKLvdyoori4OO3YsUNpaWnasGGDTp8+rQ4dOmjChAmaOHGiAiu8qPDHH3+UzWaTJM2bN6/K/Y0YMYKEHQAAALiA3BwAANQFg+mAi3388cd1at+1a1e9//77NbZLSUlRSkpKPaMCAAAAGh9ycwAAUBc8Mx1oAKmpqTKZTBo6dKjRoVRr0qRJMplMSkxMNDoUAAAAoEGQmwMAAGdhZjrgRD179lRaWpr9c3R0tIHR1CwpKUlNm/52GUhISDAuGAAAAMCJyM0BAICzmWzlD3IDAACuZ7FIQUFlywUFUoXnrQLlLFaLgsaUnScFcwoU6M95AgAA4NGoA+qEfBjugse8AE6UkZEhk8lk/+cpt5KW/0tPTzc6JAAAAMApyM0BAICzMZgONICBAwcqLS1NQ4YMqfTdr7/+qnHjxikqKkoBAQEKDw9Xnz59NHfu3EptS0tLtWDBAvXp00etWrVScHCwunTpomeffVZHjx51aGuxWPT222/r3nvv1VVXXaVmzZopNDRUN910k957770q40xKSlJaWppGjBjhnI4DAAAAbobcHAAAOAvPTAcawKBBg5SSklJp/Zdffql+/fopLy9PAwYM0JAhQ1RQUKDvvvtOq1ev1sMPP+zQ/r777tM///lPXXnllRo6dKj8/f31+eef65VXXtHbb7+t7OxstW3bVpK0detW/eEPf1B4eLhuvvlm3X333fr111/1z3/+Uw888IA+++wzvf766w77T0pKUlJSkjZt2qRFixY12M8DAAAAMAq5OQAAcBYG0wEXOXPmjAYOHChJ2r17t7p37+7wfWlpqcPnHTt26J///KeuvfZabdu2Tb6+vvbvxo4dq9mzZ+tvf/ubpkyZIklq166d3nnnHd1zzz0ObWfMmKG4uDjNmTNHw4cPV2xsbEN1EYCB9h87o5zcQkWEmxXVJtjocAAAcGvk5gDgPNQiaEwYTAdc5M0339SPP/6o+fPnV0rWJalpU8dfxx9++EGS1LdvX4cEXJIGDBig2bNn69dff7Wv69Gjh3r06FFpv23atNF///d/a+LEidq8eTMJO7xGboHV6BCcw2JV+IXF3AKrZKvbn+a8wmI9v+JbfXHopH1dXGSYpg+OVguznxMD9VzhQf5GhwAAcDPk5gC8gdE1kStrEYv1t77mFlhVVFJ93UQNgIbCYDrgIkuXLpXJZNLdd9+t//u//9PatWt19uxZderUSbfccov8/Bz/0HTt2lWStH79eqWnpzsk9B9//LGksltBa6M84f/PosCTFRaX1twIXi1m2nqjQ3CKZsVF+u7CcvxLG3XWL6BO2/uYpOAAX73xQC/FRrbQzkN5mrjiG/V7dYvO25wfryfa90J/o0O4ZBWveYXFpTKZuAbWhtnPe/7uAXAucnPAu3hkfVhcKvOFxcLiUsm37n0wuiZyZS1y3lZkX45/eaN8TNXXTd5QAzgD+bDz8RMFXKC4uFhff/21WrVqpTlz5mjKlCk6f/68/fvLL79cK1euVLdu3ezrunXrpjFjxmjOnDnq2rWr+vfvL39/f+3YsUNffPGFJk+erLvuuqvGY587d05///vfZTKZlJyc3CD9M0KXKVlGhwC4hfM2acbgbhrQvZ0kaUD3drLJpjHv7jE4MvfhDdeLisVDzLT1NRYPKJMzc4DRIQBwQ+TmgPfxxHyv4qSamBfX13lSjTtw51rEE8+JhkA+7HwMpgMucPLkSZ07d065ubmaOnWqXn75Zf3hD39QSUmJ5s2bp2nTpumOO+7Q999/r4CA3/6Avv7664qMjNT48eMdXlB02223aciQIbU69uTJk/XNN9/oj3/8o6Kjo53eNwDGi41s4fD52sgwgyIBAMD9kZsDgPNQi6CxYTAdcIHymS7nzp3TmDFj9NRTT9m/e+GFF/Svf/1LS5cu1fvvv69hw4ZJkmw2mx5++GG98847+stf/qJBgwbJbDZr+/btevzxx9WnTx+tX79effr0uehx//a3v+nPf/6zrrnmGs2ePbthO+li3LIFZhr8ZuehPPtsEEnaUeGZhfCO64XFalHrcWXLuyclK9A/0NiAAMCDkZsD3scj8z2LRXq1bHH35GQpsO75nTvURO5ai3jkOQGPwGA64AIhISH25TvvvLPS93fccYeWLl2qXbt22RP2hQsXat68eZo9e7ZGjx5tb9u/f3+tXLlSXbp00fjx47V58+Yqj7lw4UKNHj1a3bp107p16xQUFOTkXhmL535h9yQvuTW6QhK97bnEOifRj7yTrcmrvpVNNl0bGaYdh05qyqq9iosM05sP9mqAgD2PN1wvbBVeTGv2a+oVfQIAo5CbA97HI3OjEsf8TvXog9E1kStrEYvVoo7jy5a3PZtY4+QSjzwn4BE4swAXCAwMVPv27fXzzz8rNDS00vfl686ePWtf99FHH0mSEhMTK7Xv3Lmz2rVrp927d1d5vAULFuihhx5Sly5d9Mknnyg8PPzSOwG4Ga95O3uFF0mGB/lLgXXr19xhMXpiyR6H5xLeENVSs4deo7BAv2q2BACgcSI3B+AtjK6JXFmLBPg61k2B/l5SD8LjMJgOuEhSUpIWL16sffv2qVcvx/+h3bdvnyQpIiLCvq64uFiSdPz48Ur7OnfunPLy8mQ2myt9t2DBAo0aNUqdO3fWhg0b1KpVKyf2AoC7CQv00+KRcdp/7IxycgsVEW5WVJtgo8MCAMCtkZsDwKWjFkFj5GN0AEBjUX476MyZM5Wfn29ff/ToUc2ePVs+Pj66++677ev/67/+S5I0Y8YMWa1Wh31NmzZNRUVFlWbGzJ8/X6NGjVKnTp20YcMGtW7duoF6A8DdRLUJVt8ubUheAQCoBXJzAHAeahE0JsxMB1zk+uuv17hx4zRr1ix1795dd9xxh0pKSrRq1Sr9+uuvmjFjhq666ip7+0cffVSLFy/WJ598ok6dOumWW25Rs2bNtH37dn3++ecKCwvTjBkz7O03bNighx56SDabTTfeeKPmzp1bKYaePXtq0KBBruguAAAA4LbIzQEAQH0wmA640P/+7/+qW7dueuONN5SRkSGTyaRrrrlGf/3rXzV48GCHtsHBwdq+fbtefvllrVy5UhkZGTp37pzat2+vP/3pT5o4caI6duxob//jjz/KZrNJkubNm1fl8UeMGEHCDgAAAIjcHAAA1B2D6YCLpaSkKCUlpVZtmzdvrmnTpmnatGlO3S8AAAAAcnMAAFA3PDMdaACpqakymUwaOnSo0aFUa9KkSTKZTJWe7wgAAAB4C3JzAADgLMxMB5yoZ8+eSktLs3+Ojo42MJqaJSUlqWnT3y4DCQkJxgUDAAAAOBG5OQAAcDaTrfxBbgAAwPUsFikoqGy5oEAKDDQ2Hrgli9WioDFl50nBnAIF+nOeAAAAeDTqgDohH4a74DEvgBOVv7io/J+n3Epa/i89Pd3okAAAAACnIDcHAADOxmA60AAGDhyotLQ0DRkyRJJks9m0Zs0aPfzww+revbtCQkJkNpvVo0cPzZgxQ0VFRZX2sX//fs2YMUM33nijfve738nPz0+XXXaZhg8fru+///6ixz569KhGjRqldu3aKSAgQFdddZVeeOEFFRcXV2qblJSktLQ0jRgxwnmdBwAAANwIuTkAAHAWnpkONIBBgwYpJSXF/tlqteq2226Tv7+/EhIS1L9/fxUVFSkrK0vPP/+8Vq5cqc2bN6tZs2b2bSZPnqylS5cqOjpaAwcOVPPmzfXNN99o8eLFev/995WVlaUbbrjB4bhHjx5VXFycfvrpJw0aNEhXXXWVtm3bprS0NG3fvl0fffSRfHx++z+0pKQkJSUladOmTVq0aFGD/1wAAAAAVyM3BwAAzsJgOuACTZo00fTp0/XII48oNDTUvr6kpER33323Vq9erTlz5uiZZ56xf3fLLbdowoQJ6tGjh8O+lixZovvvv1+jR4/W3r17Hb577rnn9OOPP+rNN9/Uww8/LKls5k1qaqoWLVqkRYsWKTU1teE6CsBQ+4+dUU5uoSLCzYpqE2x0OAAAuCVycwBoGNQjaAwYTAdcwNfXVxMnTqxy/YQJE7R69Wpt3rzZIWGvOHumoqFDhyotLU379u3TiRMn1LJlS0nSmTNntHTpUl1++eUaPXq0vb3JZNKf//xnLV68WP/v//0/EnZ4ldwCq9EhXDqLVeEXFnMLrJKt7n+a8wqL9fyKb/XFoZP2dXGRYZo+OFotzH5OCtTzhQf5Gx0CAMANkJsD8BbuUg+5oh6xWH/ra26BVUUltaubqAHgbAymAwbz9fWVJDVtWvtfx6q22b59u6xWq/r27SuTyeTQvl27durWrZu++OILFRUVKSAgwAmRG6ewuNToEOAmYqatNzqES9asuEjfXViOf2mjzvrV/ffTxyQFB/jqjQd6KTayhXYeytPEFd+o36tbdN7m3Hg92b4X+hsdQr1VvO4VFpfKZGqc10GzH6krgIZFbg54Do+vC4tLZb6wWFhcKvnWvT/uUg+5oh45b/vtfRbxL2+Uj6l2105PrgEaCjn1peGnBxhswYIFkqR+/frVqv2OHTu0d+9excbGOtyWun//fklSVFRUldtFRUXpq6++0g8//KAuXbpcWtAG6zIly+gQALdy3ibNGNxNA7q3kyQN6N5ONtk05t09BkfmXjz52lGxeIiZtr7WxYO3yZk5wOgQAHg5cnPAc3hybic5TqqJeXF9vSbVuAt3rkc8/TxpCOTUl8an5iYAGkpmZqbmzZunzp07a+TIkTW2P3XqlEaMGCEfHx+9/PLLlb6TpJCQkCq3bd68uUM7AN4lNrKFw+drI8MMigQAAM9Ebg4A9Uc9gsaCmemAQXbt2qX77rtPISEhWrZsmfz9q3+OV1FRke666y59//33mj59uhISElwTqBviNi2UY5bBb3YeyrPPBJGkHRWeV4gynnztsFgtaj2ubHn3pGQF+gcaGxAAeBlyc8DzeHJuJ0myWKRXyxZ3T06WAuue37lTPeSu9YjHnydwOwymAwbYs2eP+vXrJ5PJpKysLHXt2rXa9larVYMHD9aGDRs0YcKEKl+YVD7r5WKzW06fPu3QzpPxfC+U2z0p2egQLl2FJHrbc4n1SqIfeSdbk1d9K5tsujYyTDsOndSUVXsVFxmmNx/s5eSAPZcnXztsFV5Ma/Zr6tF9AQB3Q24OeCaPz4dKHPM71aM/7lIPuaIesVgt6ji+bHnbs4m1nlzi8ecJ3A5nFOBi2dnZ6tu3r86dO6e1a9cqNja22vZFRUUaNGiQsrKy9Oyzz2rGjBlVtit/HmP58xn/0/79++Xj46PLL7/80joAuBGveDN7hRdJhgf5S4F179PcYTF6Yskeh2cS3hDVUrOHXqOwQD+nhAkAgDciNwfgydylHnJFPRLg61g3BdZwBxHQUBhMB1woOztbycnJKi0tVVZWluLi4qptXzFZf/rpp/XSSy9dtO11110nf39/rVu3TjabTSaTyf7dL7/8om+++UZxcXEKCPDcl5oAqFpYoJ8Wj4zT/mNnlJNbqIhws6LaBBsdFgAAbo3cHACcg3oEjQkvIAVcpDxZLykp0Zo1a9SnT59q2xcVFWngwIHKysrSuHHj9Morr1Tbvnnz5rrvvvv0ww8/6K9//at9vc1m04QJE3T+/Hk99NBDTukLAPcU1SZYfbu0IXEFAKAG5OYA4HzUI2gMmJkOuMDJkyeVnJysvLw83XLLLVq3bp3WrVvn0CY0NFRjx461fx49erTWrl2rtm3bKjg4WOnp6ZX2m5KSooiICPvnmTNnauPGjXr00Ue1fv16XXXVVdq6das+/fRT9e/fXyNGjGigHgIAAACegdwcAADUF4PpgAucPn1aeXl5kqTMzExlZmZWatOxY0eHhD0nJ0eSdPToUU2dOrXK/SYkJDgk7O3atdMXX3yhSZMm6aOPPtKHH36oDh06aOrUqXruuefk48PNKAAAAGjcyM0BAEB9MZgOuEBERIRsNludttm0aVO9jtWuXTvNnz+/XtsCAAAA3o7cHAAA1Bf/FQ40gNTUVJlMJg0dOtToUKo1adIkmUwmJSYmGh0KAAAA0CDIzQEAgLMwMx1wop49eyotLc3+OTo62sBoapaUlKSmTX+7DCQkJBgXDAAAAOBE5OYAAMDZTLa63t8GAACcx2KRgoLKlgsKpMBAY+OBW7JYLQoaU3aeFMwpUKA/5wkAAIBHow6oE/JhuAse8wJUIyMjQyaTyf7P3W8NrasDBw449K/iC5MAAAAAd0JuDgAAjMZgOlALAwcOVFpamoYMGWJfd/DgQaWnp+vOO+9U+/bta53wZmVlKSEhQc2bN1dwcLASEhKUlZVVZduZM2eqX79+uuyyy9SsWTOFh4erd+/emjVrlgoLC2s8VklJiXr27CmTyaROnTpV+j4sLExpaWlKS0tTSEhIjfsDAAAAjEZuDgAAjMIz04FaGDRokFJSUhzWbd26VVOnTlWTJk3UuXNnHT16tMb9vPPOOxo2bJhatmypESNGyGQy6R//+IduueUWvf3223rwwQcd2s+bN08tW7ZU37591bp1axUUFGjTpk166qmn9Pe//12fffaZzGbzRY/34osv6sCBAxf9PiwsTOnp6ZLKZvoAAAAA7o7cHAAAGIXBdKCebrzxRm3fvl09evRQs2bNFBAQUG37vLw8jRkzRi1btlR2drYuu+wySdKECRPUq1cvjRkzRrfddptatGhh3+a7776rcr/Dhw/X4sWLtXDhQj366KNVHi87O1t//vOfNWvWLD3++OOX0FMA7mz/sTPKyS1URLhZUW2CjQ4HAABDkJsDgLGoS9BYMJgO1NPll1+uyy+/vNbtly1bpvz8fE2dOtWerEtSu3btNHbsWI0fP17Lli3Tn/70J/t3FysChgwZosWLF190ZktxcbFSUlJ03XXXacyYMSTs8Hi5BVajQ2g4FqvCLyzmFlglW+3+NOcVFuv5Fd/qi0Mn7eviIsM0fXC0Wpj9GiBQzxEe5G90CAAAFyM3B9CYGVkvuaousVh/62NugVVFJbUf0qQ+gDMxmA64yKZNmyRJ/fr1q/Rd//79NX78eG3evNkhYb+Yjz76SJIUHR1d5ffp6enav3+/vvrqK5lMpvoH7WEKi0uNDgENJGbaeqNDaDDNiov03YXl+Jc26qxf9TPpyvmYpOAAX73xQC/FRrbQzkN5mrjiG/V7dYvO2xouXk+w74X+RofgdBWvb4XFpTKZuN7VhdmPlBeAI3JzwDt4dA1YXKryB0MVFpdKvvXvi5H1kqvqkvO2Ivty/Msb5WOqXd0keWd9UFfkw87DTxJwkf3790uSoqKiKn1Xvq68zX967bXXlJ+fr/z8fH366afatWuX+vXrp+HDh1dqu3PnTr388suaMWOGrrrqKif2wP11mVL1y6IAb3TeJs0Y3E0DureTJA3o3k422TTm3T0GR2Y8b7wWVCweYqatr1PxACln5gCjQwDgZsjNAe/gyXlfxUk1MS+ur/WkGnfjCXWJJ58nzkI+7DwMpgMucurUKUlSSEhIpe8CAwPVpEkTe5v/9Nprr+nw4cP2z8OGDdPcuXPl6+vr0M5qtSolJUXXXHONnnrqKSdGD8AdxUa2cPh8bWSYQZEAAOBZyM0BwHmoS9CYMJgOeICcnBxJ0tGjR7Vx40Y9++yziouLU1ZWln7/+9/b202ePFn79+/X7t271aRJE4OiNQ63bnkvZhJUbeehPPsMEEnaUeE5hY2ZN14LLFaLWo8rW949KVmB/oHGBgQAjRi5OeA+PDrvs1ikV8sWd09OlgLrn98ZXS+5e13i0ecJ3A6D6YCLlM96OXXqlMLDwx2+s1gsOnfuXJUzYypq27at7r//fl155ZW69tpr9dRTT2np0qWSpOzsbM2aNUuTJ09Wt27dGqYTbo5ngHmv3ZOSjQ6h4VRIorc9l1jrJPqRd7I1edW3ssmmayPDtOPQSU1ZtVdxkWF688FeDRiw+/PGa4GtwotpzX5NvbKPAOBK5OaAd/DonKjEMb/TJfTFyHrJVXWJxWpRx/Fly9ueTazT5BKPPk/gdjibABeJiorSrl27tH///koJe3XPbKxKbGysWrRoYX9xkiR9/fXXOnfunNLT05Wenl5pm//7v/+TyWRSSEiI8vPz69sNwBBe/fb1Ci+SDA/ylwJr19e5w2L0xJI9Ds8ivCGqpWYPvUZhgX5ODxMAAG9Cbg7AmxhZL7mqLgnwdaybAv29uEaEW2MwHXCRm266Se+9957Wrl2r6667zuG7rKwse5vaKCgo0KlTp9S2bVv7uquuukojR46ssv38+fMVEhKiIUOGyGw2V9kGgGcJC/TT4pFx2n/sjHJyCxURblZUm2CjwwIAwCOQmwOAc1CXoLFhMB1wkXvvvVfPPfecXn/9daWmpuqyyy6TJP3yyy967bXXFBoaqnvuucfe/vDhw7LZbIqIiHDYT0lJicaOHavz58/r1ltvta+//vrrdf3111d57Pnz56tt27Z66623nN8xAIaKahNMsgoAQB2RmwOAc1GXoLFgMB2opxMnTujpp5+2fy4pKdGJEyeUkpJiX5eRkWFfbtGihebMmaM//OEP6tWrl4YOHSofHx8tXbpUx44d0+LFi9WixW9vwN6zZ4/uvvtu3XDDDYqKilLLli117NgxrV+/Xj/99JOuvvpqTZ8+3RVdBQAAANwauTkAAHAFBtOBeiooKNCiRYsc1lksFod1FRN2SRo2bJhatmypP//5z/bvevXqpUWLFql/f8e3S/fq1UtPPPGEtmzZohUrVig/P19BQUHq3LmzxowZo0cffVSBl/C2bwAAAMBbkJsDAABXYDAdqKeIiAjZbLY6b3fLLbfolltuqbFdhw4dNGvWrPqEVkl94gQAAAA8Bbk5AABwBR+jAwA8QWpqqkwmk4YOHWp0KE514MABmUwmmUwmHT582OhwAAAAgBqRmwMAAKMwMx2oRs+ePZWWlmb/HB0dbWA0zhcWFubQv9DQUOOCAQAAAKpBbg4AAIxmsnGPGQAAxrFYpKCgsuWCAonnraIKFqtFQWPKzpOCOQUK9Oc8AQAA8GjUAXVCPgx3wWNegGpkZGTYb7X09ltJTSaTIiIijA4JAAAAqBK5OQAAMBqD6UAtDBw4UGlpaRoyZIh93cGDB5Wenq4777xT7du3r1XCW1RUpBdffFFdunRRQECAWrRooVtvvVWffvppreL4/PPP1aRJE5lMJs2cObPS95s2bdIDDzygzp07KzQ0VGazWVdffbX++Mc/6v/+7/8qtS+/lTQtLU0hISG1igEAAAAwErk5AAAwCs9MB2ph0KBBSklJcVi3detWTZ06VU2aNFHnzp119OjRavdRVFSkm2++WZ999pm6d++uhx9+WPn5+Vq+fLluuukmLV++XAMHDrzo9mfPnlVKSoqaNWsmi8VSZZv169dr27ZtiouLU//+/eXn56fvvvtOf//73/Xuu+9qzZo1SkxMtLcPCwtTenq6pLKZPgAAAIC7IzcHAABGYTAdqKcbb7xR27dvV48ePdSsWTMFBARU237OnDn67LPPdM899+i9995TkyZNJEmTJk1Sr1699NBDDykpKUnBwcFVbv/888/rl19+0fjx4zV58uQq20yaNEnTpk2rtP6TTz5RcnKynn32We3cubOOPQXgSfYfO6Oc3EJFhJsV1abq6wkAAN6G3BwA3Ac1CbwZg+lAPV1++eW6/PLLa91+5cqVkqT09HR7si5JV1xxhf74xz/qtdde0/vvv6/U1NRK23766aeaPXu2/vrXv8rX1/eix7hY0XDzzTerRYsWOnDgQK3jBdxZboHV6BCcx2JV+IXF3AKrZKvfn+a8wmI9v+JbfXHopH1dXGSYpg+OVguznxMC9R7hQf5GhwAAcDJycwCNnTvUSA1Zk1isv/Uvt8CqopLa103k/3AmBtMBFzl27JgkKTIystJ35es2bNhQKWEvLCxUSkqKEhIS9NBDD9Xrls/t27crLy9P8fHxdQ/cAxUWlxodAhpYzLT1RofgNM2Ki/TdheX4lzbqrF/1M+kuxsckBQf46o0Heik2soV2HsrTxBXfqN+rW3Te5rx4vcG+F/obHUKdVbyuFRaXymTiOlcTsx9pLoCLIzcHvIfH1n/FpTJfWCwsLpV8L60f7lAjNWRNct5WZF+Of3mjfEy1r5s8Mf93FnJi5+MnCrhIq1atdODAAR06dEhdunRx+O7QoUOSpH/961+Vths/frx++eUXrV27ttbH2rRpkzZt2iSr1ar9+/frww8/VMuWLfXqq69eWic8RJcpWUaHALjceZs0Y3A3DejeTpI0oHs72WTTmHf3GByZ+/HEa0TF4iFm2vo6FQ+NVc7MAUaHAMCNkZsD3sMTczvJcVJNzIvr6z2pxp24a03iqeeIM5ATOx+D6YCL3Hrrrdq+fbteeOEFvfPOO/bbSQ8dOqQFCxZIkvLz8x222bx5s+bMmaPXXnutylkzF7Np0yZNnTrV/vnKK6/UkiVLFBMTc+kdAeC2YiNbOHy+NjLMoEgAAHBv5OYA0DCoSeDtGEwHXGTs2LFasmSJli5dqu+//15JSUnKz8/X8uXLFRERoa+//trheY0Wi0V//OMf1adPH40ZM6ZOx0pPT1d6erosFov27dunF154Qf/1X/+lBQsW6IEHHnB219xOY76Fq7FozDMLqrPzUJ59Fogk7ajwrEL8xhOvERarRa3HlS3vnpSsQP9AYwMCAA9Hbg54D0/M7SRJFot04QaV3ZOTpcBLy+/cpUZyx5rEY88RuCUG0wEXCQ4O1qeffqoXXnhBK1as0Jw5c9S6dWuNHj1at99+u2688Ua1atXK3v7555/XkSNH9PHHH8vHx6dexwwMDFRsbKxWrFih3r17609/+pP69u3rcBxvxDPBvN/uSclGh+A8FZLobc8l1juJfuSdbE1e9a1ssunayDDtOHRSU1btVVxkmN58sJcTA/Z8nniNsFV4Ma3Zr6lH9gEA3Am5OeA9PDYvKnHM73SJ/XCHGqkhaxKL1aKO48uWtz2bWKfJJR57jsAtcTYBLhQaGqpZs2Zp1qxZDuvLX1zUu3dv+7ovv/xSRUVF6tSpU5X7mjBhgiZMmKAnnnhCr732WrXHbdq0qRITE/XVV19p165duvXWWy+pH4DRvOpt7BVeJBke5C8F1q9vc4fF6IklexyeR3hDVEvNHnqNwgL9LjlMAAC8Dbk5AG/iDjVSQ9YkAb6OdVOgv/H9RePEYDrgBt555x1J0tChQ+3rBgwYoCuvvLJS2/3792vLli2KjY1V9+7d1adPn1od48iRI5LKkncA3ics0E+LR8Zp/7EzysktVES4WVFtgo0OCwAAj0NuDgD1Q02CxoC/3IALnT59Ws2bN3dY9+qrr2r9+vUaPHiwYmNj7eufeeaZKveRkZGhLVu26K677tL48eMdvtuyZYtuuOEGmUwmh/Vr167VihUrFBISouuvv95JvQHgjqLaBJOwAgBQC+TmANAwqEngzRhMB+rpxIkTevrpp+2fS0pKdOLECaWkpNjXld8iWq59+/ZKTExUVFSUTCaTNm3apN27d6t3796aP3/+Jcd05513qmXLloqNjdVll12ms2fP6uuvv9aWLVvk6+urt956S4GX+FITAAAAwN2QmwMAAFdgMB2op4KCAi1atMhhncVicVj3nwn7sGHDtHHjRn3yyScymUy66qqr9Morr+ixxx6TvxOe9zV16lRlZmZq27ZtOn78uEwmky677DKNGjVKY8eOVdeuXS/5GAAAAIC7ITcHAACuwGA6UE8RERGy2Wx12mbu3LmXfNyUlBSHGTYVPfHEE3riiScu+RgAAACAJyE3BwAAruBjdACAJ0hNTZXJZHJ4CZE3OHDggEwmk0wmkw4fPmx0OAAAAECNyM0BAIBRmJkOVKNnz55KS0uzf46OjjYwGucLCwtz6F9oaKhxwQAAAADVIDcHAABGM9nqei8cAABwHotFCgoqWy4okHgRGapgsVoUNKbsPCmYU6BAf84TAAAAj0YdUCfkw3AXPOYFcKKMjAz7rZmecOvppEmTHOJNT083OiQAAADAKcjNAQCAszGYDjSAgQMHKi0tTUOGDHFYf+TIET3xxBPq0qWLAgMD1aZNG8XHx2vx4sU6d+5cpf1UTKb/89/MmTMvevyvvvpKDzzwgNq3by9/f3/97ne/06233qqNGzc6tEtKSlJaWppGjBjhnI4DAAAAbobcHAAAOAvPTAcawKBBg5SSkuKw7ocfflBcXJxyc3PVv39/3XHHHTp9+rRWrlyp4cOHa8OGDVq4cGGlfXXs2LHSviQpPj6+ymP//e9/1x//+EeFhITo9ttvV/v27XXixAnt2rVLn332mRITE+1tk5KSlJSUpE2bNmnRokWX1GcAAADAHZGbAwAAZ2EwHXCR//mf/9GJEyc0e/ZsPf744/b1f/7zn9WzZ09lZGQoPT1dHTt2dNguIiKi1rd47t69WyNHjtS1116rjz76SC1atHD4vrS09JL7AcD97D92Rjm5hYoINyuqTbDR4QAA4PbIzQGg4VCfwJsxmA64yA8//CBJuu222xzWh4aG6r/+6790+PBhHT9+vFLCXheTJk3SuXPn9Pe//71Ssi5JTZvyKw/vkVtgNToE57BYFX5hMbfAKtlq/3uaV1is51d8qy8OnbSvi4sM0/TB0Wph9nNyoJ4nPMjf6BAAAG6K3ByAN3GX2qgh6xOL9bc+5hZYVVRS92so9QGcgb/egIt07dpVWVlZyszM1JgxY+zrT58+rU8//VRt2rRRly5dKm2Xn5+vt956S7/++qtatWqlhIQERUVFVdlu7dq1uuaaa3TllVdq8+bN2rFjh5o2baq4uDhdf/31Ddo/VyosZhYPpJhp640OwSmaFRfpuwvL8S9t1Fm/gFpv62OSggN89cYDvRQb2UI7D+Vp4opv1O/VLTpva5h4Pcm+F/obHYLTVLzuFRaXymTiOlgVsx+pLYDaITcHvJNH1YrFpTJfWCwsLpV86x+7u9RGDVmfnLcV2ZfjX94oH1Pt66Zy3lQf1Ae5snPwUwRc5JlnntEHH3ygJ554QmvWrFG3bt10+vRprVq1Sr6+vlq+fLnMZnOl7b766is99NBD9s8mk0kPPvig5s2b59A+Oztb58+f12WXXaY777xTq1evdthP3759tWzZMoWEhDRcJ12ky5Qso0MA3MJ5mzRjcDcN6N5OkjSgezvZZNOYd/cYHJl78KZrRcXiIWba+noVD41BzswBRocAwEOQmwPeyZPyv4qTamJeXF+nSTXuyt3rE086PxoCubJz+BgdANBYtG3bVtu3b1dycrI+/vhjvfTSS5o7d65OnjypESNG6Jprrqm0zdNPP60vvvhCJ0+eVF5enjZs2KC4uDi9/fbbGjlypEPbX3/9VZL04YcfaseOHVq5cqVOnTql7777TnfeeafWrVunP/3pTy7pKwDXiY10vG382sgwgyIBAMBzkJsDQMOgPoG3Y2Y64CIHDx7U7bffrqCgIG3ZskXXXHON8vPz9e677+r5559XZmamtm3bJl9fX/s2r7zyisM+EhMT9cknn6hHjx5asmSJJk2apK5du0qSzp8/L0k6d+6c/vrXv2rgwIGSpObNm+sf//iHrrrqKi1btkz/8z//o8suu8xFvW4Yjf3WLJRp7LMKyu08lGef+SFJOyo8n7Cx86ZrhcVqUetxZcu7JyUr0D/Q2IAAwMORmwPeyaPyP4tFerVscffkZCmw/vmdO9VG7lyfeNT5AbfFYDrgIqmpqTp8+LB++OEHtW3bVpIUFBSkZ599VidPntRLL72kt99+W6mpqdXux2w26/7779eLL76oTz/91J6wl98i2qRJEw0Y4Hjrjr+/v/r166e33npLu3fv9viEned8QSobUPQKFZLobc8l1imJfuSdbE1e9a1ssunayDDtOHRSU1btVVxkmN58sFcDBew5vOlaYavwYlqzX1Ov6hsAGIHcHPBOHpUjlTjmd7qE2N2lNmrI+sRitajj+LLlbc8m1mtyiUedH3BbnEWAC5w5c0Zbt25Vr1697Ml6RUlJSXrppZe0e/fuGhN2SWrZsqUkqbCw0L7u6quvllSW0FecQVMuNDRUknT27Nn6dAFwO17zJvYKL5IMD/KXAmvfr7nDYvTEkj0OzyC8IaqlZg+9RmGBfk4NEwAAb0FuDsDbuEtt1JD1SYCvY90U6O8efUbjw2A64ALFxcWSpBMnTlT5/fHjxyWVzVKpjS+++EKSFBERYV93xRVXqEOHDvrxxx/173//W7///e8dttm3b1+lbQB4trBAPy0eGaf9x84oJ7dQEeFmRbUJNjosAADcGrk5ADQM6hM0BryAFHCB8PBwXX311frxxx/11ltvOXx3+vRpvfzyy5LKnrtYbs+ePQ6zW8otW7ZM7733nlq2bKnk5N9u5TKZTBo9erQkaeLEifbnNErS5s2btWbNGkVERCg2NtapfQNgvKg2werbpQ2JKgAAtUBuDgANi/oE3oyZ6YCLvPbaa7rjjjv00EMP6b333lOvXr2Un5+v1atX69ixY7r99tsdnqc4e/ZsrVy5UjfffLM6dOggm82m7Oxsbd26VQEBAVq0aJGCgoIcjjFu3Dh9+OGHWrx4sfbt26cbb7xRv/zyi5YvXy5/f38tWLBATZvyaw8AAIDGjdwcAADUB3+5ARe55ZZb9Pnnn+vll1/W1q1btWXLFvn7+6tLly6aMGGCHn30UZlMJnv7gQMHKj8/X9nZ2crMzFRpaanat2+vkSNH6umnn1anTp0qHcPf31/r1q3TzJkz9d577+mNN95QUFCQbr/9dqWlpalHjx6u7DIAAADglsjNAQBAfTCYDrhQTEyMli5dWqu2gwcP1uDBg+t8DLPZrBdeeEEvvPBCnbcFAAAAGgtycwAAUFc8Mx1oAKmpqTKZTBo6dKjRoVRr0qRJMplMDs+DBAAAALwJuTkAAHAWZqYDTtSzZ0+lpaXZP0dHRxsYTc2SkpIcntOYkJBgXDAAAACArvu7sgAAnsdJREFUE5GbAwAAZzPZbDab0UEAANBoWSxS+QvLCgqkwEBj44FbslgtChpTdp4UzClQoD/nCQAAgEejDqgT8mG4Cx7zAlQjIyNDJpPJ/s/dbw2tqwMHDjj0LyIiwuiQAAAAgCqRmwMAAKMxmA7UwsCBA5WWlqYhQ4ZIkmw2m9asWaOHH35Y3bt3V0hIiMxms3r06KEZM2aoqKioyv28/vrrSk1NVffu3dW0aVOZTCZt2rSpyrY5OTkOyXRV/5o0aeKwzbZt2/TUU08pJiZG4eHhCggIUKdOnfTcc88pPz+/0jHCwsKUlpamtLQ0hYSEXNLPCAAAAHAFcnMAAGAUHvMCVCMjI0OpqalauHChUlJS7OuLiorUrFkz+fv7KyEhQd26dVNRUZGysrK0f/9+xcbGavPmzWrWrJnD/kwmkySpXbt2stlsOnr0qDZu3Fjl8xDz8/P12muvVRnXrl279NFHH+nWW2/Vxx9/bF/ftm1bnThxQvHx8brmmmvsBcGePXt0xRVX6LPPPlPr1q2r3Gf5zJecnJxa/3wAOAG3d6IWuK0VAMjNAXgZ6oA6IR+Gu+AFpEA9NGnSRNOnT9cjjzyi0NBQ+/qSkhLdfffdWr16tebMmaNnnnnGYbsPP/xQMTExatu2rUaPHq158+Zd9BihoaFKT0+v8rs77rhDkjRq1CiH9U8++aSGDx+udu3a2dfZbDY9+uijmjt3rqZOnao33nijjr0F4O72HzujnNxCRYSbFdUm2OhwAABwKXJzAHA/1CjwVgymA/Xg6+uriRMnVrl+woQJWr16tTZv3lwpYR8wYMAlH/vIkSNas2aNWrdubU/cyz333HOV2ptMJk2ePFlz587V5s2bL/n4gDvILbAaHYLzWKwKv7CYW2CVbLX/05xXWKznV3yrLw6dtK+LiwzT9MHRamH2c3KgniU8yN/oEAAALkJuDgC/MbpWaqgaxWL9rV+5BVYVldR9SJMaAc7AYDrgZL6+vpKkpk0b5tcrIyND586d0/Dhw+3HMjomd1FYXGp0CHCRmGnrjQ7BaZoVF+m7C8vxL23UWb+AWm/rY5KCA3z1xgO9FBvZQjsP5Wniim/U79UtOt/IH+K274X+RofgVBWvb4XFpTKZuN5Vx+zn3X/vANQeuTng3Ty6BiwulfnCYmFxqeTrnL4YXSs1VI1y3vbb+y/iX94oH1Pt66Zy3lYj1BU5snPwUwScbMGCBZKkfv36OX3fNpvNvv+RI0e6RUzupMuULKNDAFzqvE2aMbibBnQvu318QPd2ssmmMe/uMTgy43nb9aBi8RAzbX29iofGJGfmpc82BeAdyM0B7+bJOV/FSTUxL66v06Qad+bONYonny/OQI7sHD5GBwB4k8zMTM2bN0+dO3euU0JdW5s3b9bBgwcVHx+vTp061WqbL7/8UlOnTlXr1q317LPPOj0mAMaKjWzh8PnayDCDIgEAwL2QmwOAMahR4M2YmQ44ya5du3TfffcpJCREy5Ytk7+/85/FNX/+fEm1n/ly6NAh3X777Tp37pyWLFmili1bOj0md9LYb9lqTBr7jIKKdh7Ks8/6kKQdFZ5N2Jh52/XAYrWo9biy5d2TkhXoH2hsQADg5sjNgcbBo3M+i0V6tWxx9+RkKdA5+Z071EruWqN49PkCt8FgOuAEe/bsUb9+/WQymZSVlaWuXbs6/Rj5+flavny5mjdvrnvvvbfG9ocPH1ZiYqKOHz+u5cuXKzEx0ekxuRue/9V47J6UbHQIzlMhid72XGKdkuhH3snW5FXfyiabro0M045DJzVl1V7FRYbpzQd7NVDAnsHbrge2Ci+mNfs19br+AYAzkZsDjYdH50QljvmdnNQXo2ulhqpRLFaLOo4vW972bGK9Jpd49PkCt8FZBFyi7Oxs9e3bV+fOndPatWsVGxvbIMd59913dfbsWQ0fPlxms7natjk5OUpMTNSRI0e0bNky3X777Q0SE2AUr3oLe4UXSYYH+UuBte/b3GExemLJHofnD94Q1VKzh16jsEA/p4YJAIAnIDcH0NgZXSs1VI0S4OtYNwU2wB1HQG0wmA5cguzsbCUnJ6u0tFRZWVmKi4trsGOV30Y6atSoatvl5OQoISFBR44c0dKlSzVw4MAGiwmAscIC/bR4ZJz2HzujnNxCRYSbFdUm2OiwAAAwBLk5ABiPGgXejsF0oJ7Kk/WSkhJlZmaqT58+DXasL7/8UtnZ2erevbt69+590XblyfrPP/+spUuXavDgwQ0WEwD3EdUmmAQVANCokZsDgHuhRoG3YjAdqIeTJ08qOTlZeXl5uuWWW7Ru3TqtW7fOoU1oaKjGjh3rsG7mzJn6/vvvJUnbt2+3r8vIyJBUNrMlPj6+0vFqO/MlISFBhw8f1nXXXaevv/5aX3/9daU26enptekiAAAA4BHIzQEAgKswmA7Uw+nTp5WXlydJyszMVGZmZqU2HTt2rJSwZ2ZmavPmzQ7rsrJ+e9N2QkJCpYS9qKhI77zzjvz9/TVs2LBq4zp8+LAk6fPPP9fnn39eZRsSdgAAAHgTcnMAAOAqDKYD9RARESGbzVbn7TZt2lTnbQICAnTy5Mlata1PTAAAAIAnIzcHAACu4mN0AIAnSE1Nlclk0tChQ40OxakOHDggk8kkk8lknzkDAAAAuDNycwAAYBRmpgPV6Nmzp9LS0uyfo6OjDYzG+cLCwhz6FxoaalwwAAAAQDXIzQEAgNFMNu49AwDAOBaLFBRUtlxQIAUGGhsP3JLFalHQmLLzpGBOgQL9OU8AAAA8GnVAnZAPw13wmBfAiTIyMuy3ZnrCraeTJk1yiJcXIAEAAMBbkJsDAABnYzAdaAADBw5UWlqahgwZYl8XERHhkBxX9W/r1q0O+6mu7cyZMysdd8uWLXr66aeVmJiokJAQmUwmpaSkXDTOpKQkpaWlacSIEU7rOwAAAOBOyM0BAICz8Mx0oAEMGjSoUqI8duxY5efnV2p74sQJvfHGG2rRooViY2Mrfd+xY8cqk+74+PhK6xYsWKBFixbJbDarQ4cOOn36dLVxJiUlKSkpSZs2bdKiRYuqbQsAAAB4InJzAADgLAymAy4yduzYKtf/7//+ryRp2LBhCggIqPR9RERErW/xHDNmjJ555hl16tRJO3fuVJ8+feobLgAPtP/YGeXkFioi3KyoNsFGhwMAgNsiNwcA16JWgbdgMB0w2Pz58yVJI0eOvOR99e7d+5L3AXiC3AKr0SE4j8Wq8AuLuQVWyVb3P815hcV6fsW3+uLQSfu6uMgwTR8crRZmPycF6rnCg/yNDgEA4CHIzQF4OnerlZxVq1isv/Urt8CqopJLG9KkRkB9MZgOGOizzz7Td999p969e6tHjx5VtsnPz9dbb72lX3/9Va1atVJCQoKioqJcHKn7KiwuNToEGCBm2nqjQ3CaZsVF+u7CcvxLG3XWr/IsuJr4mKTgAF+98UAvxUa20M5DeZq44hv1e3WLztucG68n2vdCf6NDuGQVr3WFxaUymbj2VWT2I6UFcOnIzQHv4DE1YnGpzBcWC4tLJV/nxO1utZKzapXztiL7cvzLG+VjqnvdVJE31AjOQB5dd/zEAAOVz3wZNWrURdt89dVXeuihh+yfTSaTHnzwQc2bN09ms/mi2zUWXaZkGR0CYLjzNmnG4G4a0L2dJGlA93ayyaYx7+4xODL34A3XiYrFQ8y09ZdcPHibnJkDjA4BgBcgNwe8g6fkfhUn1cS8uL5ek2o8gbvWKp5ynjQ08ui68zE6AKCxKigo0D/+8Q+ZzWbdf//9VbZ5+umn9cUXX+jkyZPKy8vThg0bFBcXp7ffftspt54C8B6xkS0cPl8bGWZQJAAAeB5ycwBoONQq8CbMTAcMsnTpUhUUFGjEiBFq3rx5lW1eeeUVh8+JiYn65JNP1KNHDy1ZskSTJk1S165dXRGu2+LWrMaJWQSV7TyUZ5/tIUk7KjyTsLHzhuuExWpR63Fly7snJSvQP9DYgADAy5CbA97DY3I/i0V6tWxx9+RkKdA5+Z071kruWKt4zHkCt8NgOmCQt956S1L1t5FWpXy2zIsvvqhPP/200SfsPN+rcdo9KdnoEJynQhK97bnEeiXRj7yTrcmrvpVNNl0bGaYdh05qyqq9iosM05sP9nJywJ7HG64TtgovpjX7NfWKPgGAOyE3B7yHx+RJJY75nZwUt7vVSs6qVSxWizqOL1ve9mziJU8u8ZjzBG6HMwcwwL59+/T555+rU6dOio+Pr/P2LVu2lCQVFhY6OzTAI3jVm9crvEgyPMhfCqx73+YOi9ETS/Y4PHfwhqiWmj30GoUF+jklTAAAvBW5OQBv4m61krNqlQBfx7op0N+9+onGg8F0wADlLzeq77MVv/jiC0lSRESEs0IC4MHCAv20eGSc9h87o5zcQkWEmxXVJtjosAAA8Ajk5gDQcKhV4G0YTAdcrKSkRIsXL5avr6+GDx9+0XZ79uzR1VdfLbPZ7LB+2bJleu+999SyZUslJ7vX7VsAjBXVJpjEFACAOiA3BwDXoFaBt2AwHXCxDz74QMePH9ddd92l1q1bX7Td7NmztXLlSt18883q0KGDbDabsrOztXXrVgUEBGjRokUKCgpy2Gbbtm325z0eP37cvi4lJUWS1KlTJ40fP75hOgYAAAB4GHJzAABQFwymAy5WfhtpTS83GjhwoPLz85Wdna3MzEyVlpaqffv2GjlypJ5++ml16tSp0jYHDhzQokWLHNYdPHhQBw8elCTddNNNJOwAAADABeTmAACgLhhMB1zs448/rlW7wYMHa/DgwXXad0pKin2mCwAAAIDqkZsDAIC68DE6AMAbpaamymQyaejQoUaHUq1JkybJZDIpMTHR6FAAAACABkFuDgAAnIWZ6YAT9ezZU2lpafbP0dHRBkZTs6SkJDVt+ttlICEhwbhgAAAAACciNwcAAM5mstlsNqODAACg0bJYpPIXlhUUSIGBxsYDt2SxWhQ0puw8KZhToEB/zhMAAACPRh1QJ+TDcBc85gWoRkZGhkwmk/2fu98aWlcHDhxw6F9ERITRIQEAAABVIjcHAABGYzAdqIWBAwcqLS1NQ4YMkSTZbDatWbNGDz/8sLp3766QkBCZzWb16NFDM2bMUFFRUZX7ef3115Wamqru3buradOmMplM2rRp00WPO3PmTPXr10+XXXaZmjVrpvDwcPXu3VuzZs1SYWFhldv8+9//1n//93+rQ4cO8vPz0+9+9zulpqbqp59+qtQ2LCxMaWlpSktLU0hISN1/MAAAAICLkZsDAACj8JgXoBoZGRlKTU3VwoULlZKSYl9fVFSkZs2ayd/fXwkJCerWrZuKioqUlZWl/fv3KzY2Vps3b1azZs0c9mcymSRJ7dq1k81m09GjR7Vx48aLPg8xMjJSLVu2VLdu3dS6dWsVFBRo06ZN2rt3r3r06KHPPvtMZrPZ3v7gwYO6/vrr9euvv6pv377q0aOH9u/frw8++ECtWrXSZ599piuuuKLKY5XPfMnJyan3zwtAPXB7J2qB21oBgNwcgJehDqgT8mG4C15ACtRDkyZNNH36dD3yyCMKDQ21ry8pKdHdd9+t1atXa86cOXrmmWcctvvwww8VExOjtm3bavTo0Zo3b161x/nuu+8UEBBQaf3w4cO1ePFiLVy4UI8++qh9/RNPPKFff/1Vs2fP1uOPP25fv2zZMt1777169NFHlZmZWc9eA3B3+4+dUU5uoSLCzYpqE2x0OAAAuAS5OQB4FuoWeDIG04F68PX11cSJE6tcP2HCBK1evVqbN2+ulLAPGDCgTsepKlmXpCFDhmjx4sU6cOCAfV357Js2bdrosccec2h/zz33qGfPnsrKytIPP/ygyy+/vE5xAO4kt8BqdAjOZbEq/MJiboFVstX9T3NeYbGeX/Gtvjh00r4uLjJM0wdHq4XZz0mBep7wIH+jQwAAuAC5OQBUz11qqEupWyzW3/qQW2BVUUnDDGlSQ6AmDKYDTubr6ytJatq04X69PvroI0lSdHS0fV1ubq5KS0vVsWNH+y2rFUVGRurLL7/Uxo0bvSphLywuNToEuFjMtPVGh+BUzYqL9N2F5fiXNuqsX9WFenV8TFJwgK/eeKCXYiNbaOehPE1c8Y36vbpF5xvxw9z2vdDf6BCcpuK1rrC4VCYT176amP1IcwGQmwOonqH1ZHGpyh8MVVhcKvk2XCzuUkNdSt1y3vbb+y/iX94oH1Pd66ba8KYawtnIr8vwUwCcbMGCBZKkfv36OW2fr732mvLz85Wfn69PP/1Uu3btUr9+/TR8+HB7mxYtWqhJkyY6fPiwbDZbpaT90KFDkqR//etfTovLHXSZkmV0CIDhztukGYO7aUD3dpKkAd3bySabxry7x+DIjOVN14eKxUPMtPUNVjx4k5yZdZtxCsA7kZsDqI6R+WLFSTUxL66v16QaT+MJdYs31RDORn5dhsF0wIkyMzM1b948de7cWSNHjnTafl977TUdPnzY/nnYsGGaO3eufaaNJJnNZt10003asGGD3nzzTYfnNf7zn//Ul19+KUnKz893WlwA3EdsZAuHz9dGhhkUCQAA7oHcHADcD3ULPB2D6YCT7Nq1S/fdd59CQkK0bNky+fs77zlbOTk5kqSjR49q48aNevbZZxUXF6esrCz9/ve/t7ebNWuW4uPjNWbMGK1evVrdu3fXgQMHtGrVKnXv3l1ff/21mjRp4rS43AG3YDU+zBSo2s5DefYZHpK0o8JzCBsrb7o+WKwWtR5Xtrx7UrIC/QONDQgA3By5OYDaMDRftFikV8sWd09OlgIbLr9zpxrK3esWb6oh0DAYTAecYM+ePerXr59MJpOysrLUtWvXBjlO27Ztdf/99+vKK6/Utddeq6eeekpLly61f9+jRw/t3LlTaWlp2rhxozZu3Kgrr7xS8+bNU35+vp555hm1atWqQWIzCs/sanx2T0o2OgTnqpBEb3susV5J9CPvZGvyqm9lk03XRoZpx6GTmrJqr+Iiw/Tmg72cHLDn8Kbrg63Ci2nNfk29qm8A4Gzk5gBqy9CcqsQxv1MDxuIuNdSl1C0Wq0Udx5ctb3s2scEml5BnoyacIcAlys7OVt++fXXu3DmtXbtWsbGxDX7M2NhYtWjRQps2bar0XadOnRyS+HIpKSmSpN69ezdwdEDD8rq3q1d4kWR4kL8UWPf+zR0WoyeW7HF41uANUS01e+g1Cgv0c0qYAAB4AnJzAKjMXWqoS6lbAnwd66ZAJ95xBNQFg+nAJcjOzlZycrJKS0uVlZWluLg4lxy3oKBAp06dUtu2bWvV/syZM1q9erXCwsLUt2/fBo4OgKuFBfpp8cg47T92Rjm5hYoINyuqTbDRYQEA4FLk5gDg3qhb4A0YTAfqqTxZLykpUWZmpvr06ePU/R8+fFg2m00REREO60tKSjR27FidP39et956q8N3Z8+ela+vr5o2/e1X22q1auTIkTp58qRmz56tgADvf0M40FhFtQkmGQUANErk5gDgOahb4MkYTAfq4eTJk0pOTlZeXp5uueUWrVu3TuvWrXNoExoaqrFjxzqsmzlzpr7//ntJ0vbt2+3rMjIyJEmjRo1SfHy8pLJnPd5999264YYbFBUVpZYtW+rYsWNav369fvrpJ1199dWaPn26w/53796tu+66S3379tVll12m06dP66OPPtKPP/6ohx56SI899lgD/DQAAAAA45CbAwAAV2EwHaiH06dPKy8vT5KUmZmpzMzMSm06duxYKWHPzMzU5s2bHdZlZf32Vu2EhAR7wt6rVy898cQT2rJli1asWKH8/HwFBQWpc+fOGjNmjB599FEF/seLCjt06KCEhARt3bpVx44dk9lsVq9evTRr1izdfffdzug6AAAA4FbIzQEAgKswmA7UQ0REhGw2W523q+qlRBfToUMHzZo1q07779Chg/7xj3/UMSoAAADAc5GbAwAAV/ExOgDAE6SmpspkMmno0KFGh+JUBw4ckMlkkslk0uHDh40OBwAAAKgRuTkAADAKM9OBavTs2VNpaWn2z9HR0QZG43xhYWEO/QsNDTUuGAAAAKAa5OYAAMBoJlt97ocDAADOYbFIQUFlywUF0n88bxWQJIvVoqAxZedJwZwCBfpzngAAAHg06oA6IR+Gu+AxL0A1MjIy7LdaevutpCaTSREREUaHBAAAAFSJ3BwAABiNwXSgFgYOHKi0tDQNGTLEvu7gwYNKT0/XnXfeqfbt29cq4X399deVmpqq7t27q2nTpjKZTNW++GjLli16+umnlZiYqJCQEJlMJqWkpNQY75kzZ5SWlqbo6GiZzWaFhoaqV69emjp1qkO78ltJ09LSFBISUuN+AQAAAKORmwMAAKPwzHSgFgYNGlQpUd66daumTp2qJk2aqHPnzjp69GiN+3n88cclSe3atVOrVq1q3GbBggVatGiRzGazOnTooNOnT9d4jB9//FFJSUn64YcflJycrAEDBshqterAgQNavny5w3MYw8LClJ6eLqlspg8AAADg7sjNAQCAURhMB+rpxhtv1Pbt29WjRw81a9ZMAQEBNW7z4YcfKiYmRm3bttXo0aM1b968atuPGTNGzzzzjDp16qSdO3eqT58+1bY/d+6chgwZoiNHjuiTTz5RYmKiw/elpaU1dwyAx9h/7IxycgsVEW5WVJtgo8MBAMAw5OYA4FmoZeCpGEwH6unyyy/X5ZdfXqdtBgwYUKf2vXv3rlP7999/Xzt37tTkyZMrJeuS1LQpv/LwPLkFVqNDaFgWq8IvLOYWWCVbzb+neYXFen7Ft/ri0En7urjIME0fHK0WZr8GCtQzhAf5Gx0CAMAA5OYAUDN3qK3qW8tYrL/FnltgVVFJw1xDqSdQE/56A15k6dKlkqR77rlHP/30kz766CPl5+friiuu0K233qqg8jeFu7nCYmbp4Dcx09YbHUKDalZcpO8uLMe/tFFn/WqeSedjkoIDfPXGA70UG9lCOw/laeKKb9Tv1S06b2vYeN3dvhf6Gx1Cg6h4XSwsLpXJ1Piuk2Y/0lYAnsVbcnPAG7hljVlcKvOFxcLiUsm34WN0h9qqvrXMeVuRfTn+5Y3yMdVcN9WHt9YTtUXOXTN+QoAX2bVrlyRp27ZtevLJJ2Wt8D+3rVq10j/+8Q8lJCQYFF3tdZmSZXQIgFs7b5NmDO6mAd3bSZIGdG8nm2wa8+4egyMznrdePyoWDzHT1jdY8eDOcmbWbQYpABjNW3JzwBu4Y45YcVJNzIvrazWpxhu4ey3jjueKK5Fz18zH6AAAOM+vv/4qSXrsscc0duxY/fTTTzp+/Lj+8pe/6NSpUxo0aJB++eUXg6ME4AyxkS0cPl8bGWZQJAAAoCrk5gBQNWoZeDJmpgNe5Pz585Kk22+/XTNnzrSvf+yxx/Tzzz/rpZde0vz58zVp0iSjQqyVxn5bFRw19pkBF7PzUJ59Nock7ajwzMHGzFuvHxarRa3HlS3vnpSsQP9AYwMCANTIW3JzwBu4ZY5osUivli3unpwsBTZ8fucutZU71zJuea7ArTCYDniRkJAQnThxQnfeeWel7+644w699NJL9ttN3RnP6EJFuyclGx1Cw6qQRG97LrFWSfQj72Rr8qpvZZNN10aGacehk5qyaq/iIsP05oO9Gjhg9+at1w9bhRfTmv2aem0/AcCbeEtuDngDt8ydShzzO7kgRneorepby1isFnUcX7a87dnEBptc4pbnCtwKZwjgRa6++mqdOHFCoaGhlb4rX3f27FnXBgVcIq9/m3qFF0mGB/lLgTX3d+6wGD2xZI/DcwVviGqp2UOvUVigX4OECQAA6obcHIC7cYfaqr61TICvY90U6G98X9A4MZgOeJGkpCR9+umn2rdvn+666y6H7/bt2ydJioiIMCAyAM4UFuinxSPjtP/YGeXkFioi3KyoNsFGhwUAACogNweAyqhl4Ol4ASngRVJTU+Xv76/XX39dP//8s339mTNnNGPGDEnSvffea1R4AJwsqk2w+nZpQ/IJAIAbIjcHgIujloGnYmY6UE8nTpzQ008/bf9cUlKiEydOKCUlxb4uIyPDYZuZM2fq+++/lyRt377dvq683ahRoxQfH29vv23bNr311luSpOPHj9vXlR+jU6dOGj9+vL19ZGSkXnnlFT3++OPq0aOHBg8eLH9/f3300UfKycnRn/70J918881O6T8AAADgLsjNAQCAKzCYDtRTQUGBFi1a5LDOYrE4rPvPhD0zM1ObN292WJeV9dvbtBMSEhwS9gMHDlQ6xsGDB3Xw4EFJ0k033eSQsEvSY489poiICL3yyitasmSJSktL1bVrV02cOFEPPfRQ3TsKAAAAuDlycwAA4AoMpgP1FBERIZvNVqdtNm3aVKf2KSkpDrNpauuOO+7QHXfcUeftAAAAAE9Ebg4AAFyBZ6YDtZCamiqTyaShQ4caHYpTHThwQCaTSSaTSYcPHzY6HAAAAKBG5OYAAMAozEwHqtGzZ0+lpaXZP0dHRxsYjfOFhYU59C80NNS4YAAAAIBqkJsDAACjmWx1vRcOAAA4j8UiBQWVLRcUSIGBxsYDt2SxWhQ0puw8KZhToEB/zhMAAACPRh1QJ+TDcBc85gWoRkZGhv1WS2+/ldRkMikiIsLokAAAAIAqkZsDAACjMZgO1MLAgQOVlpamIUOG2NcdPHhQ6enpuvPOO9W+ffsaE97Dhw9r9OjRiomJUatWreTv76+OHTtqwIAB+uSTT6rcZsuWLXr66aeVmJiokJAQmUymal96lJCQ4JCAV/Vv8eLF9vblt5KmpaUpJCSkzj8XAAAAwNXIzQEAgFF4ZjpQC4MGDaqUKG/dulVTp05VkyZN1LlzZx09erTafezfv19Lly5Vnz59dN1116l58+b6+eeftWrVKn388ceaPn26Jk6c6LDNggULtGjRIpnNZnXo0EGnT5+u9hgpKSlKSEiotL6kpER//vOf5ePjo5tvvtm+PiwsTOnp6ZLKZvoAAAAA7o7cHAAAGIXBdKCebrzxRm3fvl09evRQs2bNFBAQUGP73Nxc+fg43hBy5MgR9erVS+np6XrkkUccXjQ0ZswYPfPMM+rUqZN27typPn36VHuMi82MWb58uWw2m2677Tb97ne/q1X/AHiG/cfOKCe3UBHhZkW1CTY6HAAADEFuDgCeiXoGnobBdKCeLr/8cl1++eW1bu/n51fl+t/97ne6/vrrtWLFCh0+fNghYe/du/elhilJeuuttyRJI0eOdMr+AFfLLbAaHULDsVgVfmExt8Aq2Wr3pzmvsFjPr/hWXxw6aV8XFxmm6YOj1cJc9fWmsQkP8jc6BACAi5CbA0DtuEttVdd6xmL9Le7cAquKSlwzpElNgf/EYDpgsNzcXH3xxRcym811KgBq69///rfWrl2rtm3basCAAU7ff0MoLC41OgS4mZhp640OocE0Ky7SdxeW41/aqLN+1c+kK+djkoIDfPXGA70UG9lCOw/laeKKb9Tv1S06b2u4eD3Jvhf6Gx2C01S8LhYWl8pkapzXSbMfqSuAhkVuDngvt6szi0tlvrBYWFwq+bomPneprepaz5y3FdmX41/eKB9T7eqmS+VNNUV9kH9Xxk8EcLGcnBxlZGTo3LlzOnLkiD744APl5+frr3/9q4KDnX9L08KFC3X+/HmlpKSoaVPP+JXvMiXL6BAAt3feJs0Y3E0DureTJA3o3k422TTm3T0GR+Y+vOlaUrF4iJm23mXFg7vJmcnAEwDnIjcHGg93yw0rTqqJeXF9rSfVeAtPqWfc7bxxNfLvyvjrDbhYTk6Opk6dav8cFBSkhQsXatiwYU4/ls1m08KFCyVxGyngjWIjWzh8vjYyzKBIAADwTOTmAGAc6hl4IgbTARdLSEiQzWZTSUmJcnJy9Le//U3Dhw/Xjh079Je//MWpx9qwYYMOHTqkm266SVdeeaVT992QGvttVKissc8GuJidh/LsMzkkaUeF5w3Cu64lFqtFrceVLe+elKxA/0BjAwIAL0FuDjQebpcbWizSq2WLuycnS4Guye/cqbbyhHrG7c4bGI7BdMAgvr6+ioqK0iuvvKLCwkK9/vrruvXWW3Xrrbc67RjlLzcaNWqU0/bpCjyTC/9p96Rko0NoOBWS6G3PJdY6iX7knWxNXvWtbLLp2sgw7Th0UlNW7VVcZJjefLBXAwbsObzpWmKr8GJas19Tr+obALgDcnPA+7ld/lTimN/JRfG5S21V13rGYrWo4/iy5W3PJrpsconbnTcwHGcE4Ab69eunN998U5s2bXJawp6Xl6cVK1YoNDRUd999t1P2CRjFq9+gXuFFkuFB/lJg7fo6d1iMnliyx+GZgjdEtdTsodcoLNDP6WECANBYkJsD8GbuUlvVtZ4J8HWsmwL93aMfaHwYTAfcwJEjRyTJqS8hevvtt2W1WjVq1Cg1a9bMafsF4B7CAv20eGSc9h87o5zcQkWEmxXVxvkvSgMAoLEhNweAhkc9A0/lY3QAQGOxY8cOFRUVVVp/+PBh/fnPf5Ykp95GOn/+fEm83AjwdlFtgtW3SxsSTwAA6oDcHADcA/UMPA0z04F6OnHihJ5++mn755KSEp04cUIpKSn2dRkZGfblGTNmaOvWrbrpppvUoUMHNW3aVAcPHtTHH3+s4uJiPfnkk4qPj3c4xrZt2+zPVjx+/Lh9XfkxOnXqpPHjx1eKbffu3frqq6/Uq1cvXXPNNU7qMQAAAOCeyM0BAIArMJgO1FNBQYEWLVrksM5isTisq5iwl9/SuXPnTq1du1bFxcVq3bq1BgwYoIceeqjKmS8HDhyodIyDBw/q4MGDkqSbbrqpyoS9fOYLLzcCAABAY0BuDgAAXMFks9lsRgcBuKuMjAylpqZq4cKFDrNavFFERIQkKScnx9A4gEbHYpGCgsqWCwqkQNe8lR6exWK1KGhM2XlSMKdAgf6cJwAaH3JzAF6FOqBOyIfhLnhmOlALqampMplMGjp0qNGhONWBAwdkMplkMpl0+PBho8MBAAAAakRuDgAAjMJjXoBq9OzZU2lpafbP0dHRBkbjfGFhYQ79Cw0NNS4YAAAAoBrk5gAAwGgMpgPV6Nmzp3r27Fnr9uW3npa77777tGTJkgaIzDlmzZql6dOn2z9XTN4BAAAAd0JuDgAAjMZgOtAABg4cqJ49e9pny9hsNmVmZuqDDz7Qp59+qsOHD6ukpERRUVG67777NG7cOAUEBDjsY//+/Vq2bJkyMzN14MABnThxQm3atFFiYqImTpyoTp06ObTPyclRZGRktXH5+Pjo3Llz9s9JSUlq2rSpcnJyKr1MCQAAAPAG5OYAAMBZGEwHGsCgQYMcXopktVp12223yd/fXwkJCerfv7+KioqUlZWl559/XitXrtTmzZvVrFkz+zaTJ0/W0qVLFR0drYEDB6p58+b65ptvtHjxYr3//vvKysrSDTfcYG8fGhp60dkru3bt0kcffaT+/fs7rE9KSlJSUpI2bdpEwg4AAACvRG4OAACchcF0wAWaNGmi6dOn65FHHnF49mFJSYnuvvturV69WnPmzNEzzzxj/+6WW27RhAkT1KNHD4d9LVmyRPfff79Gjx6tvXv32teHhoYqPT29yuPfcccdkqRRo0Y5r1MA3Mr+Y2eUk1uoiHCzotoEGx0OAABui9wcANwP9Qw8BYPpgAv4+vpq4sSJVa6fMGGCVq9erc2bNzsk7BVnz1Q0dOhQpaWlad++fTpx4oRatmxZ7bGPHDmiNWvWqHXr1vbEHfAWuQVWo0O4dBarwi8s5hZYJVvd/jTnFRbr+RXf6otDJ+3r4iLDNH1wtFqY/ZwYqGcLD/I3OgQAgJsgNweAMu5QT9W2nrFYf4s1t8CqohLXDWlSS6AiBtMBg/n6+kqSmjat/a9jXbbJyMjQuXPnNHz4cPt23qiwuNToEGCAmGnrjQ7hkjUrLtJ3F5bjX9qos34B1bb/Tz4mKTjAV2880EuxkS2081CeJq74Rv1e3aLzNufH66n2vdC/5kZurOI1rrC4VCYT17zaMPuR6gKoG3JzAFVpkHqzuFTmivv3dX1+5w71VG3rmfO2Ivty/Msb5WOqW910KTy9lmhojS3nbly9BdzQggULJEn9+vWrVfsdO3Zo7969io2NdbgttSo2m82+/5EjR15SnO6uy5Qso0MADHHeJs0Y3E0DureTJA3o3k422TTm3T0GR+ZePP0aUbF4iJm23qXFgyfLmTnA6BAAeBhycwBVaYhcsuKkmpgX19d5Uo238IR6xtNriYbW2HJuH6MDABqzzMxMzZs3T507d65VQn3q1CmNGDFCPj4+evnll2tsv3nzZh08eFDx8fHq1KmTM0IG4IZiI1s4fL42MsygSAAA8Fzk5gBgDOoZeBJmpgMG2bVrl+677z6FhIRo2bJl8vev/hlcRUVFuuuuu/T9999r+vTpSkhIqPEY8+fPl9Q4Zr5w21XjxAyBMjsP5dlnckjSjgrPG0QZT79GWKwWtR5Xtrx7UrIC/QONDQgAvAy5OYDqNEguabFIr5Yt7p6cLAW6Pr9zl3rK3esZT68l4FwMpgMG2LNnj/r16yeTyaSsrCx17dq12vZWq1WDBw/Whg0bNGHChCpfmPSf8vPztXz5cjVv3lz33nuvs0J3W43tGV0os3tSstEhXLoKSfS25xLrnEQ/8k62Jq/6VjbZdG1kmHYcOqkpq/YqLjJMbz7YqwEC9kyefo2wVXgxrdmvqcf3BwDcCbk5gJo0SO5V4pjfyYD8zh3qqdrWMxarRR3Hly1vezbRpZNLyL1REWcD4GLZ2dnq27evzp07p7Vr1yo2Nrba9kVFRRo0aJCysrL07LPPasaMGbU6zrvvvquzZ89q+PDhMpvNNW8AeCCveKt6hRdJhgf5S4F169PcYTF6Yskeh2cK3hDVUrOHXqOwQD+nhQkAgDciNwfQmLlDPVXbeibA17FuCqzhDiKgoTCYDrhQdna2kpOTVVpaqqysLMXFxVXbvmKy/vTTT+ull16q9bHKbyMdNWrUJcUMwL2FBfpp8cg47T92Rjm5hYoINyuqTbDRYQEA4PbIzQHAeNQz8DQMpgMuUp6sl5SUKDMzU3369Km2fVFRkQYOHKi1a9dq3LhxeuWVV2p9rC+//FLZ2dnq3r27evfufamhA/AAUW2CSToBAKglcnMAcC/UM/AUDKYDLnDy5EklJycrLy9Pt9xyi9atW6d169Y5tAkNDdXYsWPtn0ePHq21a9eqbdu2Cg4OVnp6eqX9pqSkKCIiotJ6Zr4AAAAAVSM3BwAA9cVgOuACp0+fVl5eniQpMzNTmZmZldp07NjRIWHPycmRJB09elRTp06tcr8JCQmVEvaioiK98//bu/O4qMr9D+CfYRsYQGBABZVNxVwQcEHSUEABNSv3LU0htaupaeaShg64cE3v1Uyv5W0Bf1ppWepVE9QE99xNcylUUDNxBYFBBpDz+4OYGEFgYJgzA5/36+XrNfPMc875nuPhzPd55jnP+eorSKVSjB49WifxExERERHVFczNiYiIqLrYmU6kBx4eHhAEQatlkpOTq7UtS0tLPHr0qFrLEhERERHVdczNiYiIqLpMxA6AqC6KjIyERCLBiBEjxA6lQlFRUZBIJAgJCRE7FCIiIiKiWsHcnIiIiHSFI9OJdMjPzw8KhUL93tvbW8RoKtezZ0+Ymf19GQgODhYvGCIiIiIiHWJuTkRERLomEbS9v42IiIh0R6kEbGyKX+fkANbW4sZDBkmpUsJmSvF5krMmB9ZSnidERERERo3tAK0wHyZDwWleiCoQHx8PiUSi/mfot4Zq6+rVqxr79+wDk4iIiIiIDAVzcyIiIhIbO9OJqqB///5QKBQYMmQIAEAQBOzevRuTJk2Cj48P7OzsIJPJ4Ovri9jYWOTl5ZW7ntWrVyMyMhI+Pj4wMzODRCKp8GFGS5cuRXh4OFxdXWFlZQVHR0d07twZK1asQG5u7nOXy87OhkKhgLe3N2QyGezt7dGxY0fExMRo1JPL5VAoFFAoFLCzs9P+wBARERER6RlzcyIiIhILp3khqkB8fDwiIyMRFxeHiIgIdXleXh6srKwglUoRHByM9u3bIy8vD4mJiUhJSYG/vz8OHDgAKysrjfVJJBIAgIuLCwRBQHp6OpKSkp47H6KnpyecnJzQvn17NGrUCDk5OUhOTsbFixfh6+uLo0ePQiaTaSxz8+ZN9OzZE9evX0doaCg6dOgAlUqFq1ev4ubNmzh//ny52yoZ+ZKWllatY0VE1cTbO6kKeFsrERFzcyKqY9gO0ArzYTIUfAApUTWYmppiyZIlePvtt2Fvb68uLygowODBg7Fjxw6sWbMGs2bN0lhu586d6NSpE5ydnTFx4kSsW7euwu1cvnwZlpaWZcrHjBmDDRs2IC4uDpMnT1aXP336FEOGDMGff/6Jn376CSEhIRrLFRYWVmNviciYpNzNRtrDXHg4yuDV2FbscIiIiGodc3MiorqFbRoyZOxMJ6oGc3NzzJs3r9zyuXPnYseOHThw4ECZhL1fv35abae8ZB0AhgwZgg0bNuDq1asa5Vu2bMHJkycxf/78Msk6AJiZ8U+e6paHOSqxQ6g5pQqOf718mKMChOr9nWbk5uODrb/ieOojdVmApxxLBnrDQWahg0CNk6ONVOwQiIioljE3JyKqOUNoW1XUprEwLVCXPcxRIa9Af9dQtimoNH57E+mYubk5gNpNjnft2gUA8Pb21ijfvHkzAGDo0KG4desWdu3ahczMTLRo0QJ9+/aFTcktZHVEbj5H89R3nRbvEzuEGrPKz8Plv14HfpiEJxblN9QrYyIBbC3N8Z/XO8Lf0wEnUzMwb+sFhK88iKJ6PKHbpYW9xQ5BJ0pf73LzCyGR8PpXEZkFU1wiKsbcnIiqQpS2ZX4hSiaGys0vBMzFze8MoW1VUZumsOjv518ELkuCiaR67abqqCttiqpiLl0xHh0iHfvyyy8BAOHh4Tpb50cffYTMzExkZmbiyJEjOHXqFMLDwzFmzBiNeqdOnQIAHD58GO+++y5Uqr9/WW7YsCG+/fbb584BaYzaLkgUOwQig1EkALED26OfjwsAoJ+PCwQImPL1WZEjE1dduU4UCX83Hjot3qfXxoMxSluq3WhTIqq7mJsTUVWIkTOWHlTTadG+ag+qqUsMtU1TV9oUVcVcumLsTCfSoYSEBKxbtw5t2rTBuHHjdLbejz76CDdu3FC/Hz16ND755BP1SJsS9+7dAwBMnToVM2fOxJQpU2BpaYlvvvkGM2fOxIABA3D58mW4uLjoLDYiMhz+ng4a77t4ykWKhIiISHzMzYmIjA/bNGTo2JlOpCOnTp3C8OHDYWdnh++++w5Sqe7m1EpLSwMApKenIykpCbNnz0ZAQAASExPRrFkzdb2ioiIAwCuvvIKlS5eqy6dOnYrbt2/jww8/xBdffIGoqCidxSam+narFZVV30YIVOZkaoZ6FAcAnCg112B9VVeuE0qVEo1mFL8+HRUKa6m1uAERERk45uZEpA1RckalElhZ/PL0/FDAWtz8zlDaVobYpqkrbQrSDXamE+nA2bNnER4eDolEgsTERLRr165WtuPs7IyRI0eiZcuW6NKlC9577z31XIwAYGdnhwcPHuC1114rs+yrr76KDz/8UH27aV3AebzodFSo2CHUXKkk+vCckGon0W9/dQbzt/8KAQK6eMpxIvURFmy/iABPOdaO6qjDgI1LXblOCKUeTCuzMKsz+0VEVBuYmxORtkTJrQo08zuInN8ZQtuqojbN8iEvwP394nqHZ4fodXAJc28qjWcDUQ2dOXMGYWFhePr0Kfbs2QN/f/9a36a/vz8cHByQnJysUf7CCy/gwYMHsLe3L7NMSdmTJ09qPT4ifakTT1Uv9SBJRxspYF29ffpkdCdM23RWYz7B7l5OWDWiA+TWFjUOk4iIyBgwNyciqh5DaFtV1KaRmhWoyxxtpLDW4R1HRNpgZzpRDZw5cwahoaEoLCxEYmIiAgIC9LLdnJwcPH78GM7OzhrlPXv2xJEjR3Dp0iUMGjRI47NLly4BADw8PPQSIxHpl9zaAhvGBSDlbjbSHubCw1EGr8a2YodFRESkN8zNiYiMW0VtGqWqoJKlifTDROwAiIxVSbJeUFCA3bt3o2vXrjpd/40bN9TzMZZWUFCA6dOno6ioCH379tX4LDIyElKpFKtXr8bt27fV5dnZ2YiNjQUADBs2TKdxEpFh8Wpsi7C2jdmRTkRE9QpzcyKiuoNtGjJkHJlOVA2PHj1CaGgoMjIy0KdPH+zduxd79+7VqGNvb4/p06drlC1duhRXrlwBABw7dkxdFh8fDwAYP348AgMDARTP9Th48GB0794dXl5ecHJywt27d7Fv3z7cunULL7zwApYsWaKxfk9PTyxfvhzvvPMOfH19MXDgQEilUuzatQtpaWl466230KtXr1o4IkRERERE4mBuTkRERPrCznSiasjKykJGRgYAICEhAQkJCWXquLu7l0nYExIScODAAY2yxMS/n5gdHBysTtg7duyIadOm4eDBg9i6dSsyMzNhY2ODNm3aYMqUKZg8eTKsy3lQ4dSpU+Hh4YHly5dj06ZNKCwsRLt27TBv3jxMmDChprtORERERGRQmJsTERGRvrAznagaPDw8IAiC1ss9+1Ciiri5uWHFihVabwMAXn31Vbz66qvVWpaIiIiIyJgwNyciIiJ94ZzpRFUQGRkJiUSCESNGiB2KTl29ehUSiQQSiQQ3btwQOxwiIiIiokoxNyciIiKxcGQ6UQX8/PygUCjU7729vUWMRvfkcrnG/tnb24sXDBERERFRBZibExERkdgkQnXuhyMiIiLdUCoBG5vi1zk5QDnzrRIpVUrYTCk+T3LW5MBayvOEiIiIyKixHaAV5sNkKDjNC5EOxcfHq2/NNIZbT6OiojTijY6OFjskIiIiIiKdYG5OREREusbOdKJa0L9/fygUCgwZMkRddu3aNURHR+O1115D06ZNIZFI4OHhUeF6CgsL8eWXX6Jr165o2LAhbG1t0bZtW8yePRvp6ell6kdERGgk4KX/tW7dukz9nj17QqFQYOzYsTXeZyIiIiIiQ8TcnIiIiHSFc6YT1YIBAwYgIiJCo+zQoUOIiYmBqakp2rRpU27C/azhw4fjhx9+QMuWLTFixAhIpVL8/PPPWL58OTZu3IgzZ87A2dm5zHLTpk0rM8eik5NTmXo9e/ZEz549kZycjPXr12u1j0RERERExoC5OREREekKO9OJ9KRHjx44duwYfH19YWVlBUtLywrrnzhxAj/88AO6dOmCw4cPw9zcXP3Z9OnTsWrVKvz3v//FggULyiw7ffr0SkfWEFHdknI3G2kPc+HhKINXY1uxwyEiIjJozM2JiIxDSTunkS0f+UiGgZ3pRHrSvHlzNG/evMr1r1+/DgAICwvTSNYBoF+/fli1ahXu3bun0xiJjMXDHJXYIeiOUgXHv14+zFEBgnZfzRm5+fhg6684nvpIXRbgKceSgd5wkFnoMFDj5mgjFTsEIiIyIMzNiYjKMqR21rPtnCIhT/3ZwxwV8grE6dJku4LYmU5koNq1awcA2LdvH6Kjo2Fm9vef648//gig+FbQ8uzatQvZ2dmQSqXw8fFBcHAwTE1Naz/oWpKbXyh2CGRgOi3eJ3YIOmOVn4fLf70O/DAJTywqHhn3LBMJYGtpjv+83hH+ng44mZqBeVsvIHzlQRRx8IbapYW9xQ6hRkpfB3PzCyGR8Lr4LJkF01oiqj3MzYnqFoNoY+YXQvbXy9z8QsBc/JgMqZ31bDvn0O+3MeTT4s8ClyXBRKJdu0lXjL1doS3m2GXxiBAZqPbt22PKlClYs2YN2rVrh969e0MqleLEiRM4fvw45s+fj0GDBpW77JQpUzTet2rVCt988w06duyoj9B1ru2CRLFDIDJYRQIQO7A9+vm4AAD6+bhAgIApX58VOTLDYuzXkdIjcTot3ida48GQpS3tJ3YIRFSHMTcnqlsMITcsPaim06J9Wg+qqeuebef08S77TAoxGMK5o0/MsctiZzqRAVu9ejU8PT3x/vvvY/Xq1eryl19+GUOGDClTPygoCK+99hq6dOkCJycnpKWlYd26dVi9ejXCw8Nx/vx5NGnSRJ+7QER64O/poPG+i6dcpEiIiIjqLubmRET69Ww7h8gQsDOdyEAJgoBJkybhq6++wscff4wBAwZAJpPh2LFjeOedd9C1a1fs27cPXbt2VS8TGRmpsY7WrVtj5cqVkMlkiI2NxcqVK7F8+XJ970qN1bfbqKhy9W00QGVOpmaoR2wAwIlS86dTMWO/jihVSjSaUfz6dFQorKXW4gZERFTPMDcnqlsMIjdUKoGVxS9Pzw8FrMXP7wytnfVsO8cQGMS5Q6JiZzqRgYqLi8O6deuwatUqTJw4UV3eu3dvbNu2DW3btsX777+PAwcOVLqucePGITY2FkeOHKnNkGsN5+iiZ52OChU7BN0plUQfnhOidRL99ldnMH/7rxAgoIunHCdSH2HB9osI8JRj7SjePl7C2K8jQqkH08oszIx+f4iIjA1zc6K6xSByqQLN/A4GEJMhtbOebecc/P2O+rPDs0NEG1xiEOcOiYpnAJGB2rVrFwAgJCSkzGdt2rSBi4sLTp8+XaV1OTk5AQByc3N1FyCRiOrUE9RLPUjS0UYKWGu3b5+M7oRpm85qzJHe3csJq0Z0gNzaQmdhEhER1WfMzYmoPjCkdtaz7ZzSzxBytJHCWmo4sVL9ws50IgOVn58PALh//36Zz54+fYqMjAzIZLIyn5Xn+PHjAAAPDw+dxUdEhkFubYEN4wKQcjcbaQ9z4eEog1djW7HDIiIiqlOYmxMR6dez7ZxGtgL8FoodFRFgInYARFS+l156CQAQGxsLlUql8dnixYuRl5enMTImPT0d165dK7Oe27dv45133gEAjBw5shYjJiIxeTW2RVjbxuxIJyIiqgXMzYmIxFHSzmnZiO0cMgwcmU6kJw8ePMDMmTPV7wsKCvDgwQNERESoy+Lj49WvJ0+ejA0bNuCnn35C69at0adPH1hZWeHYsWP4+eefIZfLERsbq65/5coV9OzZE4GBgWjdujXkcjnS0tKwc+dOKJVKjB07FsOGDdPHrhIRERERGTTm5kRERFQd7Ewn0pOcnBysX79eo0ypVGqUlU7YbW1tcezYMSxbtgzbtm1DfHw8nj59iqZNm+Ktt97CvHnz4O7urq7fokULjBs3DidOnMCWLVuQnZ0NOzs7dOvWDePGjcPw4cNrfR+JiIiIiIwBc3MiIiKqDnamE+mJh4cHBEHQapkGDRpg8eLFWLx4caV1XV1d8dlnn1U3PCIiIiKieoO5OREREVUH50wnqgWRkZGQSCQYMWKE2KFUKCoqChKJRGN+RyIiIiKiuoS5OREREekKR6YT6ZCfnx8UCoX6vbe3t4jRVK5nz54wM/v7MhAcHCxeMEREREREOsTcnIiIiHRNImh7bxsRERHpjlIJ2NgUv87JAaytxY2HDJJSpYTNlOLzJGdNDqylPE+IiIiIjBrbAVphPkyGgtO8EOlQfHw8JBKJ+p+x3Epa8i86OlrskIiIiIiIdIK5OREREekaO9OJakH//v2hUCgwZMgQddmzyfyz/9LT08usZ/Xq1YiMjISPjw/MzMwgkUiQnJxc4bbPnDmDoUOHwtPTE1ZWVnB3d0f//v1x8ODBMnV79uwJhUKBsWPH1nifiYiIiIgMEXNzIiIi0hXOmU5UCwYMGICIiIhyP+vfvz/8/PzKlNuU3N5VyjvvvAMAcHFxQcOGDctN6kvbtm0bBg8eDKlUioEDB8LV1RW3bt3C1q1b8b///Q9xcXEacfXs2RM9e/ZEcnIy1q9fX+X9IyIiIiIyFszNiYiISFfYmU6kZxUl88/auXMnOnXqBGdnZ0ycOBHr1q2rsP68efMgCAKOHj2q0Sg4c+YMOnfujIULF1Z520RkHFLuZiPtYS48HGXwamwrdjhERERGhbk5EZFxuHovW+wQiACwM53IoPXr10+r+tevX0eTJk3KjK7p2LEjXFxccO/ePR1GR6QfD3NUYodQu5QqOP718mGOChCq9tWckZuPD7b+iuOpj9RlAZ5yLBnoDQeZRS0EarwcbaRih0BERHUAc3Miqi8MqQ1W0u45dv1PddmYL47jwyH+BtPuYXujfmFnOpGenTt3DitWrEBhYSFatGiB8PBw2NrqZjRpu3btcO7cOZw/fx4+Pj4a27xz5w5eeeUVnWzHUOTmF4odAulBp8X7xA6hVlnl5+HyX68DP0zCEwvLKi1nIgFsLc3xn9c7wt/TASdTMzBv6wWErzyIIqH24jVGlxb2FjuEGit9vcvNL4REwuvfs2QWTGuJSHvMzYmoPHppa+YXQlZ6e+aGk98ZUhuspN2zcpgfhnxaXPb73RyDavfUhfZGddTX/Lt+7jWRiFatWqXx3s7ODmvWrMHo0aNrvO4VK1bglVdeQbdu3TBw4EA0a9YMf/zxB3744Qd079690ltRjU3bBYlih0AkmiIBiB3YHv18XAAA/XxcIEDAlK/PihyZ4akL14oiIU/9utPifTCRVO1Hl/okbal2I0aJiADm5kRUPn3kj6UH1XRatK/Kg2rqm5J2T/ALDdRlitfaYuZ3v4kYlaa60N6ojvqaf5uIHQBRfdG8eXOsXbsWV69eRW5uLtLS0vCf//wHJiYmGDNmDHbv3l3jbQQFBeHgwYNwdnbGxo0bsXTpUmzcuBGOjo6IjIyEi4uLDvaEiAyFv6eDxvsunnKRIiEiIjIuzM2JiIzHs+2eTu4Oz6lJVPs4Mp1IT3r06IEePXqo37u7u+Ptt99Gy5Yt0bt3byxYsAB9+/at0TZ2796NESNG4JVXXsGOHTvg4eGBGzduIDY2FpGRkTh//jxWrFhR010xGPX1Vqr6pr7+yl8VJ1Mz1CPTAeBEqfnT6W914VqhVCnRaEbx69NRobCWWosbEBGRkWNuTkQV0Uv+qFQCK4tfnp4fClgbTn5naG2wk6kZGiPTT9/IEDGasupCe4Oqjp3pRCILDw+Hq6srTp8+DZVKBam0eg+uePToEV5//XV4eXlhw4YNMDEpvvGkdevWWL9+PVJSUrBq1SpMnjwZLVq00OUuiKa+zs9V35yOChU7hNpVKok+PCekykn021+dwfztv0KAgC6ecpxIfYQF2y8iwFOOtaM61mLAxqcuXCuEUg+mlVmY1Yl9IiIyRMzNiQjQU/5YoJnfwYDyO0Nqg5W0e+a97KkuW7TzEgI8GxpMu4e5ef3C/20iA+Dk5IRbt27hyZMn1U7Yjxw5gszMTAQFBamT9RISiQQhISH4+eefcfbsWSbsZFTq/JPRSz1I0tFGClhXbX8/Gd0J0zad1ZgjvbuXE1aN6AC5tWE81Z6IiMgYMTcnovrOkNpgJe2eGd/+oi5r69IA/xnVie0eEgU704lElpWVhStXrsDe3h52dnbVXk9+fj4A4P79++V+XlJe3QYBERkWubUFNowLQMrdbKQ9zIWHowxejW3FDouIiMioMTcnIjIsJe2eX265w29hcdnnY/1hLWVHOomDDyAl0pMjR46UKXvy5AkmTJiAJ0+eYMSIEZBIJNVe/4svvghTU1Ns2bIF58+f1/js4sWL+OabbyCVStG1a9dqb4OIDI9XY1uEtW3MjnQiIiItMDcnIjIuLRuxvUOGgSPTifQkMDAQbdu2RadOndCkSRPcu3cP+/btw61bt+Dr64vY2NgyyyxduhRXrlwBABw7dkxdFh8fDwAYP348AgMDAQBNmzbF3LlzsXjxYvj7+2PAgAHw8PDAzZs3sXXrVqhUKixfvhxOTk762WEiIiIiIgPF3JyIiIiqg53pRHoyY8YM/Pzzz0hMTERGRgakUinatGmDKVOmYOrUqbCysiqzTEJCAg4cOKBRlpj491O1g4OD1Qk7ACxatAg+Pj5Yt24d9u7di6ysLNjZ2SEoKAhTp07FK6+8Uns7SERERERkJJibExERUXWwM51IT/79739rvUxycrLWywwdOhRDhw7VejkiIiIiovqCuTkRERFVB+dMJ6oFkZGRkEgkGDFihNihVCgqKgoSiQQhISFih0JEREREVCuYmxMREZGucGQ6kQ75+flBoVCo33t7e4sYTeV69uwJM7O/LwPBwcHiBUNEREREpEPMzYmIiEjXJIIgCGIHQUREVG8plYCNTfHrnBzA2lrceMggKVVK2EwpPk9y1uTAWsrzhIiIiMiosR2gFebDZCg4zQtRBeLj4yGRSNT/DP3WUG1dvXpVY/88PDzEDomIiIiIqFzMzYmIiEhs7EwnqoL+/ftDoVBgyJAhAABBELB7925MmjQJPj4+sLOzg0wmg6+vL2JjY5GXl1dmHSkpKYiNjUWPHj3QpEkTWFhYwNXVFWPGjMGVK1eeu+309HSMHz8eLi4usLS0RKtWrbBw4ULk5+eXW/+PP/7AP/7xD7i5ucHCwgJNmjRBZGQkbt26VaauXC6HQqGAQqGAnZ1dNY8OEREREZH+MDcnIiIisXCaF6IKxMfHIzIyEnFxcYiIiFCX5+XlwcrKClKpFMHBwWjfvj3y8vKQmJiIlJQU+Pv748CBA7CyslIvM2LECGzevBne3t4IDAxEgwYNcOHCBezevRtWVlZITExE9+7dNbafnp6OgIAA3Lp1CwMGDECrVq1w+PBhHDlyBH369MGuXbtgYvL3b2LXrl1Dt27dcO/ePYSFhcHX1xcpKSn43//+h4YNG+Lo0aNo0aJFuftaMvIlLS1NZ8ePiKqAt3dSFfC2ViIi5uZEVMewHaAV5sNkKPgAUqJqMDU1xZIlS/D222/D3t5eXV5QUIDBgwdjx44dWLNmDWbNmqX+rE+fPpg7dy58fX011rVp0yaMHDkSEydOxMWLFzU+mzNnDm7evIm1a9di0qRJAIpH3kRGRmL9+vVYv349IiMj1fWnTZuGe/fuYdWqVXjnnXfU5d999x2GDRuGyZMnIyEhQZeHgogMRMrdbKQ9zIWHowxejW3FDoeIiEhvmJsTEdV9V+9lix0CEQCOTCeq0PNGv1Tk2LFj6NatG/r164edO3dWaZkXXngBv//+O+7fvw8nJycAQHZ2Nho2bIimTZuq508scefOHTRr1gwBAQE4evQogOIROba2tnB0dMSdO3c06gNAhw4dcO7cOVy7dg3NmzcvEwNHv5Che5ijEjuE2qFUwtHZEQDwMP2h1iNSMnLz8cHWX3E89ZG6LMBTjiUDveEgs9BpqHWFo41U7BC0xpE4RETMzYmojjGCkemG0AYrae8cu/4nbj0qnt5rUIef8OEQf4No7xhj24JqhiPTiXTM3NwcAGBmVvU/r/KWOXbsGFQqFcLCwsok3y4uLmjfvj2OHz+OvLw8WFpa4uHDhygsLIS7u3uZ+gDg6emJc+fOISkpqdyE3djk5heKHQLpWafF+8QOoVZY5efh8l+vAz9MwhMLS62WN5EAtpbm+M/rHeHv6YCTqRmYt/UCwlceRBF/Li/XpYW9xQ5Ba6Wvebn5hZBIeA2siMyCKS4RFWNuTkQVEbVdmV8IWek4zA0vvzOENlhJe2flMD8M+bS47Pe7OQbT3jHGtoW2mFtr4tEg0rEvv/wSABAeHl6l+idOnMDFixfh7++vcVtqSkoKAMDLy6vc5by8vPDLL7/g+vXraNu2LRwcHGBqaoobN25AEIQySXtqaioA4Pfff9d2lwxS2wWJYodAZBCKBCB2YHv083EBAPTzcYEAAVO+PityZIbLGK8fRcLfD8/rtHgfTCTa/ehS36Qt7Sd2CERkIJibE1FFxMwLSw+q6bRon9aDauqLkvZO8AsN1GWK19pi5ne/iRjV34yxbaEt5taaTCqvQkRVlZCQgHXr1qFNmzYYN25cpfUfP36MsWPHwsTEBMuWLSvzGQDY2dmVu2yDBg006slkMgQFBeHu3btYu3atRt0ffvgB586dAwBkZmZqs0tEZAT8PR003nfxlIsUCRERkeFgbk5EVDc8297p5O7wnJpEtY8j04l05NSpUxg+fDjs7Ozw3XffQSqteN6svLw8DBo0CFeuXMGSJUsQHBxc4xhWrFiBwMBATJkyBTt27ICPjw+uXr2K7du3w8fHB+fPn4epqWmNt2MI6sOtVKSpPvziX10nUzPUI9MB4ESp+dOpLGO8fihVSjSaUfz6dFQo50wnIqoEc3MiqgpR80KlElhZ/PL0/FCDnDPdUNpgJ1MzNEamn76RIWI0moyxbUE1w850Ih04e/YswsPDIZFIkJiYiHbt2lVYX6VSYeDAgdi/fz/mzp2LefPmlalTMuqlZHTLs7KysjTqAYCvry9OnjwJhUKBpKQkJCUloWXLlli3bh0yMzMxa9YsNGzYsLq7aVA4Z1f9czoqVOwQakepJPrwnBCtk+i3vzqD+dt/hQABXTzlOJH6CAu2X0SApxxrR3WshYCNnzFePwTh75hlFmZGuQ9ERPrC3JyIqkrUnKpAM7+DAeZ3htAGK2nvzHvZU122aOclBHg2NIj2DvPy+of/40Q1dObMGYSFheHp06fYs2cP/P39K6yfl5eHAQMGIDExEbNnz0ZsbGy59UrmYyyZn/FZKSkpMDExKfPAotatW2Pz5s1l6kdERAAAOnfuXNkuERmkOvuU9FIPknS0kQLW2u3nJ6M7YdqmsxpzpHf3csKqER0gtxb/6fZERET6xNyciEh3DKENVtLemfHtL+qyti4N8J9RndjeIVGwM52oBs6cOYPQ0FAUFhYiMTERAQEBFdYvnazPnDkTH3744XPrvvjii5BKpdi7d2+ZhxbduXMHFy5cQEBAACwtK39ISXZ2Nnbs2AG5XI6wsLCq7yARGTy5tQU2jAtAyt1spD3MhYejDF6NbcUOi4iISO+YmxMR1T0l7Z1fbrnDb2Fx2edj/WEtZUc6iYMPICWqppJkvaCgALt370bXrl0rrJ+Xl4f+/fsjMTERM2bMwPLlyyus36BBAwwfPhzXr1/Hp59+qi4XBAFz585FUVERJkyYoLHMkydPUFhYqFGmUqkwbtw4PHr0CAqFokoJPhEZH6/Gtghr25gd6UREVC8xNyciqttaNmI7hwwDR6YTVcOjR48QGhqKjIwM9OnTB3v37sXevXs16tjb22P69Onq9xMnTsSePXvg7OwMW1tbREdHl1lvREQEPDw81O+XLl2KpKQkTJ48Gfv27UOrVq1w6NAhHDlyBL1798bYsWM1lj99+jQGDRqEsLAwuLq6IisrC7t27cLNmzcxYcIETJ06VZeHgYiIiIhIdMzNiYiISF/YmU5UDVlZWcjIKH56dEJCAhISEsrUcXd310jY09LSAADp6emIiYkpd73BwcEaCbuLiwuOHz+OqKgo7Nq1Czt37oSbmxtiYmIwZ84cmJho3lzi5uaG4OBgHDp0CHfv3oVMJkPHjh2xYsUKDB48uGY7TURERERkgJibExERkb6wM52oGjw8PCAIglbLJCcnV2tbLi4u+OKLL6pU183NDd9++221tkNEREREZIyYmxMREZG+cM50oiqIjIyERCLBiBEjxA5Fp65evQqJRAKJRIIbN26IHQ4RERERUaWYmxMREZFYODKdqAJ+fn5QKBTq997e3iJGo3tyuVxj/+zt7cULhoiIiIioAszNiYiISGwSQdv74YiIiEh3lErAxqb4dU4OYG0tbjxkkJQqJWymFJ8nOWtyYC3leUJERERk1NgO0ArzYTIUnOaFqALx8fHqWy3r+q2kEolE4wFLRERERESGhLk5ERERiY2d6URV0L9/fygUCgwZMkRddu3aNURHR+O1115D06ZNK014U1JSEBsbix49eqBJkyawsLCAq6srxowZgytXrjx3ufT0dIwfPx4uLi6wtLREq1atsHDhQuTn55epm5ycjNdffx1t2rSBvb09ZDIZXnjhBbz55pv47bffytQvuZVUoVDAzs5Ou4NCRERERCQC5uZEREQkFk7zQlSB+Ph4REZGIi4uDhEREeV+ZmpqijZt2uDSpUtwdXVFWlpauesaMWIENm/eDG9vbwQGBqJBgwa4cOECdu/eDSsrKyQmJqJ79+4ay6SnpyMgIAC3bt3CgAED0KpVKxw+fBhHjhxBnz59sGvXLpiY/P2bWFRUFP7v//4PAQEBaNq0KSwsLHD58mXs3r0bZmZm2L17N0JCQsqNr6Sx8bz4iaiW8PZOqgLe1kpExNyciOoYtgO0wnyYDAUfQEpUTT169MCxY8fg6+sLKysrWFpaVli/T58+mDt3Lnx9fTXKN23ahJEjR2LixIm4ePGixmdz5szBzZs3sXbtWkyaNAkAIAgCIiMjsX79eqxfvx6RkZHq+lFRUVi8eHGZbf/0008IDQ3F7NmzcfLkyeruMhEZuJS72Uh7mAsPRxm8GtuKHQ4REZHeMDcnIqLKsL1EusCR6UQVqGj0y7MsLS3h7OxcrdEjL7zwAn7//Xfcv38fTk5OAIDs7Gw0bNgQTZs2Vc+fWOLOnTto1qwZAgICcPTo0SptQy6XQxAEZGRklPs5R7+QMXqYoxI7hJpTKuHo7AgAeJj+sFojUjJy8/HB1l9xPPWRuizAU44lA73hILPQWah1gaONVOwQqoUjcYiImJsTUR1TD0am67K9plQp4f5+cbvpxtKHWuXDhtxeMtb2SX3GkelEBsDc3BwAYGb295/ksWPHoFKpEBYWppGsA4CLiwvat2+P48ePIy8vr9KRN8eOHUNGRgYCAwN1H7we5OYXih0CGahOi/eJHUKNWeXn4fJfrwM/TMITi4r/nstjIgFsLc3xn9c7wt/TASdTMzBv6wWErzyIIv5kruHSwt5ih1Atpa+DufmFkEh4XSwhs2A6S0S6xdyciGqTOq/LL4SsdJl53cvvdNleKxLy1K8DlyXBRFL1dpMht5eMtX1S2ww5xzfcyIjqiRMnTuDixYvw9/eHvb29ujwlJQUA4OXlVe5yXl5e+OWXX3D9+nW0bdtW47Pk5GQkJydDpVIhJSUFO3fuhJOTE1auXFlr+1Gb2i5IFDsEIoNWJACxA9ujn48LAKCfjwsECJjy9VmRIzM8xno9Kd146LR4n1aNh7oubWk/sUMgojqEuTkR1baSfLT0oJpOi/ZVa1ANVY0ht5eMtX1S2ww5x2dnOpGIHj9+jLFjx8LExATLli0r8xkA2NnZlbtsgwYNNOqVlpycjJiYGPX7li1bYtOmTejUqZOuQiciA+Pv6aDxvounXKRIiIiIjBNzcyKiuovtJdIVdqYTiSQvLw+DBg3ClStXsGTJEgQHB+ts3dHR0YiOjoZSqcSlS5ewcOFCvPTSS/jyyy/x+uuv62w7+sLbnuh5+Cv+306mZqhHWgDAiVLzAdLfjPV6olQp0WhG8evTUaGcM52ISMeYmxORvqjzUaUS+OsGldPzQ+vknOmG1F4z1PaSsbZP6jN2phOJQKVSYeDAgdi/fz/mzp2LefPmlalTMuqlvNEtAJCVlaVRrzzW1tbw9/fH1q1b0blzZ7z11lsICwtDw4YNdbAX+mPIc2WRuE5HhYodQs2VSqIPzwmpVhL99ldnMH/7rxAgoIunHCdSH2HB9osI8JRj7aiOOg7YuBnr9UQQ/o5bZmFmtPtBRGSImJsTkT6p87gCzfwOdTC/02V7rfgBpMWvD88O0WpwiSG3l5jXGx/+jxHpWV5eHgYMGIDExETMnj0bsbGx5dYrmY+xZH7GZ6WkpMDExATNmzevdJtmZmYICQnBL7/8glOnTqFv377V3wEiA1Innnxe6kGSjjZSwFr7ffpkdCdM23RWY86/7l5OWDWiA+TW4j6dnoiIyJAxNyciqj26bK9Zmmu2m6ylVV8320ukS+xMJ9Kj0sn6zJkz8eGHHz637osvvgipVIq9e/dCEARIJBL1Z3fu3MGFCxcQEBAAS8uqPaTkzz//BFCcvBNR3SK3tsCGcQFIuZuNtIe58HCUwauxrdhhERERGTTm5kRE9QPbS6RLJmIHQFRf5OXloX///khMTMSMGTOwfPnyCus3aNAAw4cPx/Xr1/Hpp5+qywVBwNy5c1FUVIQJEyZoLHPw4EEIglBmXXv27MHWrVthZ2eHbt266WaHiMjgeDW2RVjbxkwMiYiIKsHcnIio/mF7iXSBP4MTVdODBw8wc+ZM9fuCggI8ePAAERER6rL4+Hj164kTJ2LPnj1wdnaGra0toqOjy6wzIiICHh4e6vdLly5FUlISJk+ejH379qFVq1Y4dOgQjhw5gt69e2Ps2LEay7/22mtwcnKCv78/XF1d8eTJE5w/fx4HDx6Eubk5Pv/8c1jXwYeaEBEREVH9xtyciIiI9IGd6UTVlJOTg/Xr12uUKZVKjbLSCXtaWhoAID09HTExMeWuMzg4WCNhd3FxwfHjxxEVFYVdu3Zh586dcHNzQ0xMDObMmQMTE82bS2JiYpCQkIDDhw/j/v37kEgkcHV1xfjx4zF9+nS0a9euZjtNRERERGSAmJsTERGRPrAznaiaPDw8yr1t83mSk5OrtR0XFxd88cUXVao7bdo0TJs2rVrbISIiIiIyVszNiYiISB84ZzpRFURGRkIikWDEiBFih6JTV69ehUQigUQiwY0bN8QOh4iIiIioUszNiYiISCwcmU5UAT8/PygUCvV7b29vEaPRPblcrrF/9vb24gVDRERERFQB5uZEREQkNomgzb1wREREpFtKJWBjU/w6Jwfgg8ioHEqVEjZTis+TnDU5sJbyPCEiIiIyamwHaIX5MBkKTvNCVIH4+Hj1rZZ1/VZSiUSi8YAlIiIiIiJDwtyciIiIxMbOdKIq6N+/PxQKBYYMGaIuu3btGqKjo/Haa6+hadOmVUp48/LysGjRIrRt2xaWlpZwcHBA3759ceTIkecuk56ejvHjx8PFxQWWlpZo1aoVFi5ciPz8/HLrFxUVYc2aNfDx8YGVlRUaNmyIYcOGISUlpUzdkltJFQoF7OzsqnYwiIiIiIhExNyciIiIxMI504mqYMCAAYiIiNAoO3ToEGJiYmBqaoo2bdogPT29wnXk5eWhV69eOHr0KHx8fDBp0iRkZmbi+++/R1BQEL7//nv0799fY5n09HQEBATg1q1bGDBgAFq1aoXDhw9DoVDg2LFj2LVrF0xMNH8TmzhxIj777DO0bdsWU6dOxd27d7F582bs2bMHR48eRdu2bdV15XI5oqOjARSP9CEiIiIiMnTMzYmIiEgs7EwnqqYePXrg2LFj8PX1hZWVFSwtLSusv2bNGhw9ehRDhw7FN998A1NTUwBAVFQUOnbsiAkTJqBnz56wtbVVLzNnzhzcvHkTa9euxaRJkwAAgiAgMjIS69evx/r16xEZGamun5SUhM8++wzdu3fH3r17IZVKAQBjxoxBWFgYJk2ahAMHDuj6UBCRgUi5m420h7nwcJTBq7Ft5QsQERHVEczNiYioImwrka6wM52ompo3b47mzZtXuf62bdsAANHR0epkHQBatGiBN998Ex999BG2bNmiTsCzs7OxefNmNG/eHBMnTlTXl0gk+Oc//4kNGzbgs88+00jYP/vsMwDA4sWL1ck6APTq1Qu9e/dGQkICfv/9d7Rq1apa+0xkSB7mqMQOQTeUKjj+9fJhjgoQtP9qzsjNxwdbf8Xx1EfqsgBPOZYM9IaDzEJHgdYNjjbSyisREZHRYW5ORGR4dNlmU6r+XtfDHBXyCqrWbjKWthLbKcaDnelEenL37l0AgKenZ5nPSsr279+vTsCPHTsGlUqFsLAwSCQSjfouLi5o3749jh8/jry8PPXIm+TkZFhbW+Oll14qs42ShP3AgQN1KmHPzS8UOwQSSafF+8QOQSes8vNw+a/XgR8m4YlFxSPpymMiAWwtzfGf1zvC39MBJ1MzMG/rBYSvPIgiQbfxGrtLC3uLHUK1lL7W5eYXQiLhta+mZBZMg4nqM+bmRCQWdV6XXwhZ6TLzupff6bLNViTkqV8HLkuCiaRq7SZjaSsZaztFl4wlPzeOKInqgIYNG+Lq1atITU3VmBsRAFJTUwEAv//+u7qs5KFEXl5e5a7Py8sLv/zyC65fv462bdtCqVTizp078Pb21hhdU7p+6fXWFW0XJIodApHoigQgdmB79PNxAQD083GBAAFTvj4rcmSGx1ivGaUbD50W76ty44GeL21pP7FDICIRMTcnIrGU5KOlB9V0WrSvWoNqqHLG0lYy1naKLhlLfm5SeRUi0oW+ffsCABYuXIinT5+qy1NTU/Hll18CADIzM9Xljx8/BgDY2dmVu74GDRpo1NO2PhHVLf6eDhrvu3jKRYqEiIjI8DE3JyKqP9hWIl3iyHQiPZk+fTo2bdqEzZs348qVK+jZsycyMzPx/fffw8PDA+fPny931ApVjLdC1V/85V7TydQM9WgLADhRak5A+puxXjOUKiUazSh+fToqFNZSa3EDIiIycszNiUgs6nxUqQRWFr88PT8UsK57+Z2htNmMoa1krO2U+oid6UR6YmtriyNHjmDhwoXYunUr1qxZg0aNGmHixIl45ZVX0KNHDzRs2FBdv2QUy/NGq2RlZWnU07Z+XWEsc2qR7p2OChU7BN0olUQfnhNSrST67a/OYP72XyFAQBdPOU6kPsKC7RcR4CnH2lEddRywcTPWa4ZQ6sG0Mgszo90PIiJDwdyciMSizuMKNPM71MH8TpdtNqVKCff3i18fnh1S5cElxtJWYn5vPPg/RaRH9vb2WLFiBVasWKFRHh8fDwDo3LmzuqyyeRRTUlJgYmKC5s2bAwCsra3h4uKC1NRUPH36tMxImsrmeSQyNnXmaeelHiTpaCMFrLXfr09Gd8K0TWc15v3r7uWEVSM6QG5tOE+oJyIiMiTMzYmIapcu22yW5prtJmtp1dbNthLpGjvTiQzAV199BQAYMWKEuuzFF1+EVCrF3r17IQgCJBKJ+rM7d+7gwoULCAgIgKXl3w8pCQoKwqZNm3DkyBH06NFDYxuJiYnqOkRUt8itLbBhXABS7mYj7WEuPBxl8GpsK3ZYRERERom5ORFR3cG2EukaH0BKpEclt3OWtnLlSuzbtw8DBw6Ev7+/urxBgwYYPnw4rl+/jk8//VRdLggC5s6di6KiIkyYMEFjXW+99RYAICoqCvn5+eryn376CYmJiejRowdatWql690iIgPh1dgWYW0bMzkkIiKqAubmRET1B9tKpCscmU5UTQ8ePMDMmTPV7wsKCvDgwQNERESoy0puES3RtGlThISEwMvLCxKJBMnJyTh9+jQ6d+6ML774osw2li5diqSkJEyePBn79u1Dq1atcOjQIRw5cgS9e/fG2LFjNeqHhIRg/Pjx+Pzzz9GhQwf069cPd+/exebNm9GgQQN88sknOj0GRERERESGgLk5ERER6QM704mqKScnB+vXr9coUyqVGmXPJuyjR49GUlISfvrpJ0gkErRq1QrLly/H1KlTIS1nvi8XFxccP34cUVFR2LVrF3bu3Ak3NzfExMRgzpw5MDEpe3PJunXr4OPjg3Xr1uHjjz+GjY0NXn31VSxZsoQjX4iIiIioTmJuTkRERPrAznSiavLw8IAgCFotU53RJy4uLuWOjHkeExMTTJ06FVOnTtV6W0RERERExoi5OREREekD50wnqoLIyEhIJBKNhxDVBVevXoVEIoFEIsGNGzfEDoeIiIiIqFLMzYmIiEgsHJlOVAE/Pz8oFAr1e29vbxGj0T25XK6xf/b29uIFQ0RERERUAebmREREJDaJoO29cERERKQ7SiVgY1P8OicHsLYWNx4ySEqVEjZTis+TnDU5sJbyPCEiIiIyamwHaIX5MBkKTvNCVIH4+Hj1rZZ1/VZSiUQCDw8PsUMiIiIiIioXc3MiIiISG6d5IaqC/v37w8/PT+NW0mvXrmHDhg04c+YMTp8+jT///BPu7u5IS0urcF1FRUWIj4/Hl19+iV9//RX5+flo1qwZXnrpJXz88cewtbXVqJ+QkIB//etfOHXqFFQqFVq2bInIyEhMmzYNpqamZdb/xx9/YNGiRdi9ezfS09Ph5OSE3r17Y+HChXB1ddWoW/pW0o8++qh6B4eIiIiISI+Ym1ff06dPUVBQUCvrJjI25ubm5f7dEhFVhJ3pRFUwYMAAREREaJQdOnQIMTExMDU1RZs2bZCenl7pelQqFYYMGYKdO3fCx8cHERERkEqluHnzJn788UcsWrRII2H/+OOPMW3aNDRo0ACDBg2Cvb099u3bh/feew/Hjh3Dd999p7H+a9euoVu3brh37x7CwsIwfPhwpKSkYP369fjxxx9x9OhRtGjRQl1fLpcjOjoaQPFIHyIiIiIiQ8fcXHuCICA9PR2ZmZk6XS+RsbO3t4ezszMkEonYoRCRkWBnOlE19ejRA8eOHYOvry+srKxgaWlZ6TJz587Fzp07sXTpUsyZM0fjs6KiIo33t2/fxqxZs+Dg4ICzZ8/C3d0dAFBYWIghQ4Zgy5Yt2LRpk8btrdOmTcO9e/ewatUqvPPOO+ry7777DsOGDcPkyZORkJBQk90mIiOQcjcbaQ9z4eEog1dj28oXICIiMnLMzStW0pHeqFEjyGQydhxSvScIAnJzc3Hv3j0AgIuLi8gRkSFhe4oqws50ompq3rw5mjdvXuX6t2/fxurVq9G9e/cyyToAmJhoPsJg9+7dyM/Px7Rp09TJOgCYmZkhJiYG27dvxyeffKJO2PPy8pCYmIjGjRtj6tSpGusaOnQo/Pz8kJiYiOvXr2sVN5GhepijEjsE3VCq4PjXy4c5KkCo/ldzRm4+Ptj6K46nPlKXBXjKsWSgNxxkFjUMtO5wtJGKHQIREekYc/Pne/r0qboj3dHRsfIFiOoJKysrAMC9e/fQqFEjTvkioqq07ZSqv+s8zFEhr0D3XZqG3p5iO8YwsDOdSE++//57FBYWYujQocjOzsb//vc/3Lx5E40bN0bv3r3RtGlTjfp3794FAHh6epZZV0nZ0aNHoVKpIJVK8fDhQxQWFsLd3b3ckSaenp44d+4ckpKSjLozPTe/UOwQyEB0WrxP7BB0wio/D5f/eh34YRKeWFQ+ku55TCSAraU5/vN6R/h7OuBkagbmbb2A8JUHUSToJt664NLC3mKHoLXS177c/EJIJLwWakNmwZSXiDTVp9y8ZI50mUxWq9shMkYlfxcFBQUG2ZleX9q/VWnbFQl56teBy5JgIql+u+l5DL09ZYztmNogdm7PlgWRnpw6dQoA8PjxY7zwwgu4c+eO+jMLCwssXboU7777rrqsYcOGAIDU1NQy6yopKywsxPXr19GmTRs4ODjA1NQUN27cgCAIZZL2kmV+//133e6YnrVdkCh2CEQGq0gAYge2Rz+f4ttU+/m4QICAKV+fFTkyw2KM15HSjYdOi/fVSuOhLktb2k/sEIjIwNTH3JxTuxCVZeh/F8aYtxozQ29P8XwoJnZub1J5FSLShZK52KKjo+Hr64uLFy8iKysLO3fuhJOTE2bMmIEff/xRXT8sLAympqb44osvcOvWLXV5YWEhYmJi1O9LHiIkk8kQFBSEu3fvYu3atRrb/uGHH3Du3DmN+kRUN/l7Omi87+IpFykSIiIiw8XcnIiIysP2FFWGI9OJ9KTkIUaNGjXC999/r76drF+/fvjiiy/Qt29frFixAi+//DKA4ls/582bh0WLFqF9+/YYNGgQ7Ozs8NNPP+HmzZtwc3PDzZs3NW5FW7FiBQIDAzFlyhTs2LEDPj4+uHr1KrZv3w4fHx+cP3/eIG9d0wZva6IS/FW+fCdTM9QjKQDgRKn5/qiYMV5HlColGs0ofn06KhTWUmtxAyIiMnLMzYnEFR0djU8++QT37t3D1q1bMWDAgHLL6jtjzFurw5Dadobcnqov54OhY2c6kZ7Y2dkBAEJDQ8vMVxgeHg6pVKq+3bTEwoUL0apVK6xevRqbNm2Cqakpunfvjm+++Ub9cKOSW04BwNfXFydPnoRCoUBSUhKSkpLQsmVLrFu3DpmZmZg1a5ZGfWMk9txYZDhOR4WKHYJuKJXAyuKXh+eEANbV7yR9+6szmL/9VwgQ0MVTjhOpj7Bg+0UEeMqxdlRHHQVs/IzxOiKUejCtzMLMKPeBiMiQMDc3fJVNvzF27FjEx8fX2Tiio6Oxbds29V0MYktOTkZISAgyMjJgb29fab3y3LlzB87Ozrh8+TJiYmKwdetWvPjii3BwcCi3rKYM7RhWR33J+arStlOqlHB/v/j14dkhtTK4xNDbU/XlfDB0/F8g0pMXXngBAMpNPExMTGBra4usrKwyn40ePRqjR4/WKFOpVEhJSYFcLi/zEKTWrVtj8+bNZdYTEREBAOjcuXM194DIsNSZJ5mXepCko40UsK7+fn0yuhOmbTqrMadfdy8nrBrRAXJr8Z8+T0REZCiYmxu+0vPYb968GQsWLMBvv/2mLrOystKoX1BQAHNz8zobh7H57bff0KBBA42yRo0aAQCuXbsGAOjfv7/6x4ryyqj+qErbztJcs91kLdV9e5DtKaoKzplOpCc9e/YEAFy6dKnMZ/fv38eDBw/g4eFRpXVt2bIFKpVKPQKmMtnZ2dixYwfkcjnCwsKqHDMRGRe5tQU2jAvA3nd74LMxnbH33R7YMC6AiR8REdEzmJsbPmdnZ/U/Ozs7SCQS9fu8vDzY29vj22+/RXBwMCwtLbFx40ZER0fDz89PYz0fffRRmf/LuLg4tGnTBpaWlmjdunWZee1rGkdVtjFnzhy0atUKMpkMzZs3x/z581FQUAAAiI+PR0xMDH755RdIJBJIJBL16HeJRIJ169bhlVdegUwmQ5s2bXDs2DFcvXoVwcHBsLa2RteuXdWd0yV27NiBTp06wdLSEs2bN0dMTAwKC//unJRIJPj8888xcOBAyGQyeHl54X//+x8AIC0tTT3a3MHBARKJRP2D0PM0atRI49g5OzvDxMQE0dHRePXVVwEU/3AlkUjKLavq/9Uff/yBESNGQC6Xw9raGp07d8bx48crPIZEz8P2FFUFR6YT6UlQUBDatGmDn376CXv37lUnzoIgYN68eQCAYcOGaSyTlZVV5tf8y5cv47333kODBg3w/vvva3z25MkTmJubw8zs7z9tlUqFcePG4dGjR1i1ahUsLS1rY/eIyIB4NbaFV2NbscMgIiIyWPU+NxcEIDdXnG3LZICORh7PmTMH//73vxEXFwepVIr//ve/lS7z2WefQaFQYM2aNejQoQPOnj2LCRMmwNraGmPHjtVJHFXZhq2tLeLj49GkSRNcuHABEyZMgK2tLWbPno3hw4fj119/RUJCAvbt2wfg76mJAGDRokVYsWIFVqxYgTlz5uD1119H8+bNMXfuXLi5ueHNN9/ElClTsHv3bgBAYmIiRo8ejY8//hjdu3fHtWvX8NZbbwEAFAqFer0xMTFYtmwZli9fjtWrV2PUqFG4ceMGXF1d8f3332Pw4MHqEefPjsivqpkzZ8LDwwORkZHqUf82NjZlyoDK/69ycnIQFBSEpk2b4n//+x+cnZ1x5swZFBUVVXoMiSrC9hRVhJ3pRNX04MEDzJw5U/2+oKAADx480PiFvvQv36ampoiLi0PPnj3x8ssvY+DAgXB1dcXhw4dx4sQJdOzYsUwC/t577+HMmTPw9/eHXC5HSkoKduzYARMTE2zbtg2urq4a9U+fPo1BgwYhLCwMrq6uyMrKwq5du3Dz5k1MmDABU6dOrZVjQUREREQkJubmWsrNBWxsxNl2Tk6NnhFT2vTp0zFo0CCtllm0aBH+/e9/q5fz9PTEpUuXsG7dump3pj8bR1W2ERUVpa7v4eGB9957D5s3b8bs2bNhZWUFGxsbmJmZwdnZucz2IiMj1T/2zJkzB127dsX8+fPRu3fxwwmnTZuGyMhIdf0lS5bg/fffV2+7efPmWLRoEWbPnq3RmR4REYGRI0cCAGJjY7F69WqcOHECffr0gVwuB1A84ryiOdNLNGvWTON906ZN8dtvv8HGxka9fOl9K6+ssuP49ddf4/79+zh58qQ6vpYtW6qXr+gYEhFVFzvTiaopJycH69ev1yhTKpUaZc/eRhYQEIATJ05AoVBg//79yMrKgpubG+bOnYt58+bB+pmkMjw8HFeuXMF3332H7OxsODs7Y9SoUZg3bx5atGhRJiY3NzcEBwfj0KFDuHv3LmQyGTp27IgVK1Zg8ODButt5IiIiIiIDwty8ftJ2zvn79+/j1q1bGDduHCZMmKAuLywsrNGo5dJxVHUbW7ZswUcffYSrV68iJycHhYWFZe58eB4fHx/168aNGwMA2rdvr1GWl5envpvi9OnTOHnyJJYsWaKu8/TpU+Tl5SE3N1f9EN7S67W2toatrS3u3btX1cOg4dChQ7C1/Xtkb+k7NKqiKsfx3Llz6NChg7ojnYhIH9iZTlRNHh4eEARB6+XatWuHLVu2VKnu0KFDMXTo0Cqv283NDd9++63WMRERERERGTPm5lqSyYpHiIu1bR159gcPExOTMudByTzkAFBUVASgePqQgIAAjXqmpqY6iaMq2/j5558xYsQIxMTEoHfv3rCzs8OmTZvw73//u0rbK/2A05L5xcsrK4mlqKgIMTEx5Y7iLz3V0LMPTpVIJOp1aMvT07NKI9ifpyrHsbpTzRAR1QQ704mqIDIyEpGRkRg+fDg2bdokdjg6c/XqVXh5eanfu7u7ixgNEREREVHlmJvrgESis6lWDEnDhg2Rnp4OQRDUHcrnzp1Tf964cWM0bdoU169fx6hRo2olhqps48iRI3B3d8cHH3ygLrtx44ZGHQsLCzx9+lQnMXXs2BG//fabxhQo2rKwKH4Ao65iqkxVjqOPjw8+//xzPHr0qNzR6bo8hkREJdiZTlQBPz8/jTnkvL29RYxG9+Ryucb+1WTkABERERFRbWJuTpUJDg7G/fv3sWzZMgwZMgQJCQnYvXu3xvQp0dHReOedd9CgQQP07dsXKpUKp06dQkZGBmbMmKGTOCrbRsuWLXHz5k1s2rQJ/v7+2LVrF7Zu3aqxDg8PD6SmpuLcuXNo1qwZbG1tIZVKqxXPggUL8Morr8DV1RVDhw6FiYkJzp8/jwsXLmDx4sVVWoe7uzskEgl27tyJl19+WT2v+/Pcu3cPeXl5GmWOjo5lRr9XpLLjOHLkSMTGxmLAgAH45z//CRcXF5w9exZNmjRB165ddXoMiYhKsDOdqAJ+fn7w8/MTO4xaI5fLER0dLXYYRERERESVYm5OlWnTpg3Wrl2L2NhYLFq0CIMHD8bMmTPx3//+V11n/PjxkMlkWL58OWbPng1ra2u0b98e06dP11kclW2jf//+ePfddzFlyhSoVCr069cP8+fP1/j/Hzx4MH744QeEhIQgMzMTcXFxGg/U1Ubv3r2xc+dOLFy4EMuWLYO5uTlat26N8ePHV3kdTZs2RUxMDN5//31ERkZizJgxZZ5DUNoLL7xQpuzYsWN48cUXq7zNyo6jhYUF9uzZg/feew8vv/wyCgsL0bZtW/znP/8BoNtjSERUQiJUZ2I5onoiPj5e4yno9eFW0rS0NPECIqqPlEqgZFRPTk6dvOWaak6pUsJmSvF5krMmB9ZSnidEVP8wN6+evLw8pKamwtPTU2N+bCIS+e+D7QCtMB8mQ2EidgBExqB///5QKBQYMmQIAEAQBOzevRuTJk2Cj48P7OzsIJPJ4Ovri9jY2DK3swFASkoKYmNj0aNHDzRp0gQWFhZwdXXFmDFjcOXKlXK3GxERAYlEUu6/1q1bl7vMH3/8gX/84x9wc3ODhYUFmjRpgsjISNy6datM3ZJbSRUKRY2eXk9EREREpC/MzYmIiEgsnOaFqAoGDBigcTuYSqXCyy+/DKlUiuDgYPTu3Rt5eXlITEzEBx98gG3btuHAgQMaTxefP38+Nm/eDG9vb/Tv3x8NGjTAhQsXsGHDBmzZsgWJiYno3r17udufNm1amTkTnZycytS7du0aunXrhnv37iEsLAzDhw9HSkoK1q9fjx9//BFHjx5FixYt1PVL30pa0S16RERERESGgrk5ERERiYWd6UTVYGpqiiVLluDtt9/WSKQLCgowePBg7NixA2vWrMGsWbPUn/Xp0wdz586Fr6+vxro2bdqEkSNHYuLEibh48WK525s+fTo8PDwqjWvatGm4d+8eVq1ahXfeeUdd/t1332HYsGGYPHkyEhIStNtZIjIKKXezkfYwFx6OMng1thU7HCIiIr1hbk5ERLWJbS0qjZ3pRNVgbm6OefPmlVs+d+5c7NixAwcOHNBI2J/3oJMRI0ZAoVDg0qVLePDgQbmjWqqiZPRN48aNMXXqVI3Phg4dCj8/PyQmJuL69eto3rx5tbZBZEge5qjEDkE3lCo4/vXyYY4KELT7as7IzccHW3/F8dRH6rIATzmWDPSGg8xCh4EaJ0cbqdghEBFRLWNuTkRU9zzb3lOqVBqf5RXUfpemMbS12N7RP3amE+mYubk5AMDMrOp/XpUts2vXLmRnZ0MqlcLHxwfBwcEwNTXVqPPw4UMUFhbC3d0dEomkzDo8PT1x7tw5JCUl1auEPTe/UOwQqJZ0WrxP7BB0wio/D5f/eh34YRKeWGj34CMTCWBraY7/vN4R/p4OOJmagXlbLyB85UEU8RHjuLSwt9gh6ETpa1lufiEkEl7bqktmwfSXqD5hbk5ExiA3vxAwZ35X2rPtvSLh7+dfBC5Lgomk9h8YawxtrbrS3qmIoeXvhhUNUR3w5ZdfAgDCw8OrVP/EiRO4ePEi/P39y8y9WGLKlCka71u1aoVvvvkGHTt2VJc5ODjA1NQUN27cgCAIZZL21NRUAMDvv/9e1V2pE9ouSBQ7BKJaVSQAsQPbo5+PCwCgn48LBAiY8vVZkSMzDHXlGlC68dBp8T69NB7qqrSl/cQOgYj0iLk5ERmDTov2aT2ohmqfMbS16kp7pyKGlr+biB0AUV2SkJCAdevWoU2bNhg3blyl9R8/foyxY8fCxMQEy5YtK/N5UFAQvv/+e9y6dQtPnjzB5cuXMX36dFy7dg3h4eH4888/1XVlMhmCgoJw9+5drF27VmM9P/zwA86dOwcAyMzMrNE+EpHh8fd00HjfxVMuUiRERESGg7k5ERHVFNta9CyOTCfSkVOnTmH48OGws7PDd999B6m04nmr8vLyMGjQIFy5cgVLlixBcHBwmTqRkZEa71u3bo2VK1dCJpMhNjYWK1euxPLly9Wfr1ixAoGBgZgyZQp27NgBHx8fXL16Fdu3b4ePjw/Onz9f5hbUuq4+3PJUX9WHX+Cr6mRqhnq0BACcKDWnX31XV64BSpUSjWYUvz4dFQprqbW4ARERGTjm5kRkTE7PDwWsmd+VZijtPUNva9WV9o4xYWc6kQ6cPXsW4eHhkEgkSExMRLt27Sqsr1KpMHDgQOzfvx9z584t94FJFRk3bhxiY2Nx5MgRjXJfX1+cPHkSCoUCSUlJSEpKQsuWLbFu3TpkZmZi1qxZaNiwodb7Z8wMbW4t0p3TUaFih6AbSiWwsvjl4TkhWifRb391BvO3/woBArp4ynEi9REWbL+IAE851o7qWPkK6ri6cg0QSj2YVmZhVmf2i4ioNjA3JyJjI7MwA5jfaXi2vadUKeH+fvHrw7ND9DK4xBjaWmwX6B+POFENnTlzBmFhYXj69Cn27NkDf3//Cuvn5eVhwIABSExMxOzZsxEbG6v1Np2cnAAAubm5ZT5r3bo1Nm/eXKY8IiICANC5c2ett0dkiOrMU8tLPUjS0UYKWGu3X5+M7oRpm85qzNvX3csJq0Z0gNzaMJ4wT0REpC/MzcnQRUREIDMzE9u2bRM7FCKD9mx7z9Jcs91kXckdR7rAthaVh3OmE9XAmTNnEBoaioKCAiQkJCAgIKDC+qWT9ZkzZ+LDDz+s1naPHz8OAPDw8KhS/ezsbOzYsQNyuRxhYWHV2iYRGSa5tQU2jAvA3nd74LMxnbH33R7YMC6AyR0REdU7zM3rplu3bmHcuHFo0qQJLCws4O7ujmnTpuHhw4ca9YKDgzF9+vTnricpKQkhISGQy+WQyWTw8vLC2LFjUVhY+NxlPDw8IJFIyvxbunRppXGnpaVBIpGo58cvsWrVKsTHx1e6fE1FRERgwIABtb4dorqMbS0qD0emE1XTs8l6165dK6yfl5eH/v37Y8+ePZgxY4bGfIrlSU9Ph1KpRIsWLTTKb9++jXfeeQcAMHLkSI3Pnjx5AnNzc5iZ/f2nrVKpMG7cODx69AirVq2CpSWfEE5UF3k1toVXY1uxwyAiIhIFc/O66fr16+jatStatWqFb775Bp6enrh48SJmzZqF3bt34+eff4ZcXvnDAC9evIi+ffvinXfewerVq2FlZYWUlBRs2bIFRUVFFS67cOFCTJgwQaPM1rb6OZednV21lyUicbCtRaWxM52oGh49eoTQ0FBkZGSgT58+2Lt3L/bu3atRx97eXmNkxMSJE7Fnzx44OzvD1tYW0dHRZdYbERGhHtFy5coV9OzZE4GBgWjdujXkcjnS0tKwc+dOKJVKjB07FsOGDdNY/vTp0xg0aBDCwsLg6uqKrKws7Nq1Czdv3sSECRMwdepUXR8KIiIiIiJRMTevuyZPngwLCwvs2bMHVlZWAAA3Nzd06NABLVq0wAcffIBPPvmk0vXs3bsXLi4uWLZsmbqsRYsW6NOnT6XL2trawtnZudzPMjIyMGXKFOzZswc5OTlo1qwZ5s2bh8jISHh6egIAOnToAAAICgpCcnJymWlegoOD0b59e5iammL9+vWwsLDAokWLMGrUKEyZMgVbtmxBo0aNsGbNGvTt2xcA8PTpU7z11lvYv38/0tPT4ebmhrfffhvTpk0DAERHR2P9+vUAAIlEAqB4ZH5wcDBu376NGTNmYM+ePTAxMUFgYCBWrVpV5TsriIjqO3amE1VDVlYWMjIyAAAJCQlISEgoU8fd3V0jYU9LSwNQPKolJiam3PUGBwerk5gWLVpg3LhxOHHiBLZs2YLs7GzY2dmhW7duGDduHIYPH15meTc3NwQHB+PQoUO4e/cuZDIZOnbsiBUrVmDw4ME122kiIiIiIgPE3Fx7giAgN7/sHO/6ILOQqTt4K/Lo0SMkJiZiyZIl6o70Es7Ozhg1ahQ2b96MtWvXVro+Z2dn3LlzBwcPHkSPHj1qFH9p8+fPx6VLl7B79244OTnh6tWrePLkCQDgxIkT6NKlC/bt24d27drBwuL500KsX78es2fPxokTJ7B582ZMmjQJ27Ztw8CBAzFv3jysXLkSb7zxBm7evAmZTIaioiI0a9YM3377LZycnHD06FG89dZbcHFxwbBhwzBz5kxcvnwZWVlZiIuLAwDI5XLk5uYiJCQE3bt3x8GDB2FmZobFixejT58+OH/+fIUxEhFRMXamE1WDh4cHBEHQapnk5GSt6ru6uuKzzz7Tahk3Nzd8++23Wi1DRERERGTMmJtrLzc/FzZTbETZds6aHFhLrSutl5KSAkEQ0KZNm3I/b9OmDTIyMnD//n00atSownUNHToUiYmJCAoKgrOzM1588UX06tULY8aMQYMGDSpcds6cOYiKitIo27lzJ4KDg3Hz5k106NBB/SDZ0qO7GzZsCABwdHR87sj2Er6+vuptzJ07F0uXLoWTk5N6epkFCxbgk08+wfnz5/Hiiy/C3Nxc40cgT09PHD16FN9++y2GDRsGGxsbWFlZQaVSaWx748aNMDExweeff67+ASIuLg729vZITk5GeHh4hXESEREfQEpUJZGRkZBIJBgxYoTYoejU1atX1Q/RuXHjhtjhEBERERFVirk5AVD/gFKVUe6mpqaIi4vDH3/8gWXLlqFJkyZYsmQJ2rVrhzt37lS47KxZs3Du3DmNfyUPt500aRI2bdoEPz8/zJ49G0ePHq3Wvvj4+GjE6ujoiPbt26vLGjduDAC4d++euuzTTz9F586d0bBhQ9jY2OCzzz7DzZs3K9zO6dOncfXqVdja2sLGxgY2NjaQy+XIy8vDtWvXqhU7EVF9w5HpRBXw8/ODQqFQv/f29hYxGt2Ty+Ua+2dvby9eMEREREREFWBurjsyCxly1uTU2vor23ZVtGzZEhKJBJcuXcKAAQPKfH7lyhU4ODjAycmpyttu2rQp3njjDbzxxhtYvHgxWrVqhU8//fS5U/0AgJOTE1q2bFnuZ3379sWNGzewa9cu7Nu3D7169cLkyZPxr3/9q8oxAYC5ubnGe4lEolFW8oNBycNSv/32W7z77rv497//ja5du8LW1hbLly/H8ePHK9xOUVEROnXqhK+++qrMZyUj6YmIqGLsTCeqgJ+fH/z8/MQOo9bI5fJyH7ZERERERGRomJvrjkQiqdJUK2JydHREWFgY1q5di3fffVdj3vT09HR89dVXGDNmTJVGppfHwcEBLi4uUCqVNYqzYcOGiIiIQEREBLp3745Zs2bhX//6l3r+8adPn9Zo/eU5dOgQunXrhrfffltd9uzIcgsLizLb7tixIzZv3oxGjRpVOr0NERGVj9O8EOlQfHy8+tZMY7j1NCoqSiNedqwTERERUV3B3Nz4rVmzBiqVCr1798bBgwdx69YtJCQkICwsDE2bNsWSJUs06t+/f7/MlCzp6elYt24dJk2ahD179uDatWu4ePEi5syZg4sXL+LVV1+tMIbs7Gykp6dr/MvKygJQPJf59u3bcfXqVVy8eBE7d+5Uz/HeqFEjWFlZISEhAXfv3sXjx491dlxatmyJU6dOITExEb///jvmz5+PkydPatTx8PDA+fPn8dtvv+HBgwcoKCjAqFGj4OTkhP79++PQoUNITU3FgQMHMG3aNPzxxx86i4+IqC5jZzpRLejfvz8UCgWGDBkCoHg+v927d2PSpEnw8fGBnZ0dZDIZfH19ERsbi7y8vDLrSElJQWxsLHr06IEmTZrAwsICrq6uGDNmDK5cuVLudpcuXYrw8HC4urrCysoKjo6O6Ny5M1asWIHc3Nwy9Xv27AmFQoGxY8fq9gAQERERERkI5ubGy8vLC6dOnUKLFi0wfPhwtGjRAm+99RZCQkJw7NgxyOVyjfpff/01OnTooPHv008/RZcuXZCTk4OJEyeiXbt2CAoKws8//4xt27YhKCiowhgWLFgAFxcXjX+zZ88GUDz6e+7cufDx8UGPHj1gamqKTZs2AQDMzMzw8ccfY926dWjSpAn69++vs+MyceJEDBo0CMOHD0dAQAAePnyoMUodACZMmIAXXnhBPa/6kSNHIJPJcPDgQbi5uWHQoEFo06YN3nzzTTx58oQj1YmIqkgiaPvYcyJ6rvj4eERGRiIuLg4RERHq8ry8PFhZWUEqlSI4OBjt27dHXl4eEhMTkZKSAn9/fxw4cEDj1sURI0Zg8+bN8Pb2RmBgIBo0aIALFy5g9+7dsLKyQmJiIrp3766xfU9PTzg5OaF9+/Zo1KgRcnJykJycjIsXL8LX1xdHjx6FTFZ2jsLk5GSEhIRAoVBwBAyRvimVgI1N8eucHMDasG+5JnEoVUrYTCk+T3LW5Bj8rflERIaAufnf+5uamgpPT09YWlrWeH1EdYmofx9sB2iF+TAZCs6ZTqQHpqamWLJkCd5++22NBwkVFBRg8ODB2LFjB9asWYNZs2apP+vTpw/mzp0LX19fjXVt2rQJI0eOxMSJE3Hx4kWNzy5fvlxuAjBmzBhs2LABcXFxmDx5sm53jogMRsrdbKQ9zIWHowxejW3FDoeIiMggMTcnIqKaYLurfmNnOpEemJubY968eeWWz507Fzt27MCBAwc0EvbSo2dKGzFiBBQKBS5duoQHDx5oPL3+eb+kDxkyBBs2bMDVq1drtiNEInqYoxI7hNqhVMHxr5cPc1SAoP1Xc0ZuPj7Y+iuOpz5SlwV4yrFkoDccZBY6CtS4OdpIxQ6BiIgMBHNzIiLjUdIOVKpUGmV5Bfrv0jTUdhfbOvrFznQikZmbmwMonlOvtpbZtWsXAMDb21vL6MSTm18odghkYDot3id2CLXCKj8Pl/96HfhhEp5YaH97qYkEsLU0x39e7wh/TwecTM3AvK0XEL7yIIo4mRsA4NLC3mKHUCOlr4m5+YWQSOrfNVJmwbSViGofc3MiEhvbwppK2oFFwt/PswhclgQTif6nrTLUdpext3W0YQhtAvEjIKrnvvzySwBAeHh4leqfOHECFy9ehL+/v8ZtqaV99NFHyMzMRGZmJo4cOYJTp04hPDwcY8aM0VXYta7tgkSxQyAyGkUCEDuwPfr5uAAA+vm4QICAKV+fFTkyw2Hs15TSjYdOi/eJ0ngQW9rSfmKHQET1AHNzIhKbseetdZmhtrvq0zljCG0CdqYTiSghIQHr1q1DmzZtMG7cuErrP378GGPHjoWJiQmWLVv23HofffQRbty4oX4/evRofPLJJ+pRM0RU9/h7Omi87+IpFykSIiIi48TcnIiIKsN2F7EznUgkp06dwvDhw2FnZ4fvvvsOUmnFc1zl5eVh0KBBuHLlCpYsWYLg4ODn1k1LSwMApKenIykpCbNnz0ZAQAASExPRrFkzHe5F7alPtylR1dSnX9ur42RqhnqEBACcKDWPHxn/NUWpUqLRjOLXp6NCYS21FjcgIqI6pj7k5kVFRXrbFpGxMMS/C2PPW3XN0NqBhtju4jmjX+xMJxLB2bNnER4eDolEgsTERLRr167C+iqVCgMHDsT+/fsxd+7cch+YVB5nZ2eMHDkSLVu2RJcuXfDee+9h8+bNutiFWmcI82CRYTkdFSp2CLVDqQRWFr88PCcEsNa+k/Ttr85g/vZfIUBAF085TqQ+woLtFxHgKcfaUR11HLBxMvZrilDqwbQyCzOj3x8iIkNS13NzCwsLmJiY4M8//0TDhg1hYWEBiURS69slMmSCICA/Px/379+HiYkJLCzEe3jks5jnaSppBypVSri/X1x2eHaIKINLDLXdxXNGv3i0ifTszJkzCAsLw9OnT7Fnzx74+/tXWD8vLw8DBgxAYmIiZs+ejdjYWK236e/vDwcHByQnJ1czaiLx1dknlJd6kKSjjRSw1n4/PxndCdM2ndWYq6+7lxNWjegAubXhNAyIiIgMTX3IzU1MTODp6Yk7d+7gzz//1Ms2iYyFTCaDm5sbTExMxA6FnqOkHWhprtlusq7kDqLawHYXAexMJ9KrM2fOIDQ0FIWFhUhMTERAQECF9Usn6zNnzsSHH35Yre3m5OTg8ePHcHZ2rtbyRGTY5NYW2DAuACl3s5H2MBcejjJ4NbYVOywiIiKDVp9ycwsLC7i5uaGwsBBPnz7V23aJDJmpqSnMzMx4pwZVGdtdBLAznUhvSpL1goICJCQkoGvXrhXWz8vLQ//+/bFnzx7MmDEDy5cvr7D+jRs3IAgCPDw8NMoLCgowffp0FBUVoW/fvjXdDSIyYF6NbZnMERERVUF9zM0lEgnMzc354FMiohpiu6t+Y2c6kR48evQIoaGhyMjIQJ8+fbB3717s3btXo469vT2mT5+ufj9x4kTs2bMHzs7OsLW1RXR0dJn1RkREqBP0s2fPYvDgwejevTu8vLzg5OSEu3fvYt++fbh16xZeeOEFLFmypBb3koiIiIjI8DE3JyIioupiZzqRHmRlZSEjIwMAkJCQgISEhDJ13N3dNRL2tLQ0AEB6ejpiYmLKXW9wcLA6Ye/YsSOmTZuGgwcPYuvWrcjMzISNjQ3atGmDKVOmYPLkybCuxoMNiYiIiIjqEubmREREVF3sTCfSAw8PDwiCoNUy2j6QyM3NDStWrNBqGSIiIiKi+oa5OREREVUXO9OJakFkZCQiIyMxfPhwbNq0SexwnisqKqpGt5cKgoDs7GwdRkRUDymVf7/OygL4UDAqh1KlBPKLX2dlZeGplOdJXWFra8sHnxHVsvqQmzMvJzJCbAdohfkw1baq5uXsTCfSIT8/PygUCvV7b29vEaOpXM+ePWFm9vdlIDg4WKvls7OzYWdnp+OoiOqxJk3EjoCMQJP/43lSlzx+/BgNGjQQOwyiOqk+5ebMy4mMHNsBWmE+TLWhqnm5RND2/jYior+IPQImKysLrq6uuHXrFjsiqonHUDd4HGuOx7DmeAxrToxjyJHpRKQLz8vL+d1Q+3iM9YPHWT94nGsfj7F+VOc4c2Q6EdU6iURiEBf/Bg0aGEQcxozHUDd4HGuOx7DmeAxrjseQiIxNZXk5r2u1j8dYP3ic9YPHufbxGOtHbRxnE52ujYiIiIiIiIiIiIioDmJnOhERERERERERERFRJdiZTkRGSyqVQqFQQCqVih2K0eIx1A0ex5rjMaw5HsOa4zEkorqG17Xax2OsHzzO+sHjXPt4jPWjNo8zH0BKRERERERERERERFQJjkwnIiIiIiIiIiIiIqoEO9OJiIiIiIiIiIiIiCrBznQiIiIiIiIiIiIiokqwM52IiIiIiIiIiIiIqBLsTCcig6dUKrFx40YMGzYMrVq1gpWVFezt7REUFIRvvvlG6/VJJJLn/lu6dGkt7IF+nTx5Ei+//DIcHBxgbW2NLl264Ouvv9ZqHUVFRVizZg18fHxgZWWFhg0bYtiwYUhJSamlqA3D7du38dFHHyE8PBxubm6wsLCAs7MzBg8ejOPHj1d5PcnJyRWeZz///HMt7oVh8PDweO7+T5w4scrrqa/nYnx8fIXnkEQiQa9evSpdT305Fzdu3Ih//OMf6Ny5M6RSKSQSCeLj459bPysrCzNmzIC7uzukUinc3d0xY8YMZGVlab1tXVxziYh06eDBg5g5cyZCQkJgZ2cHiUSCiIiICpepr9+3tSEiIuK537utW7cWOzyjw+/Z2qervJ3EzUnrE22Oc3R09HPPb0tLy2pt36wGsRMR6cWhQ4fwxhtvwNHREb169cLgwYNx7949/PDDD3j99ddx9OhRrF69Wqt1uru7l9uoCAwM1FHU4khOTkbv3r1hYWGBESNGwM7ODj/88ANGjRqFtLQ0zJs3r0rrmThxIj777DO0bdsWU6dOxd27d7F582bs2bMHR48eRdu2bWt5T8SxevVqfPjhh2jRogXCwsLQqFEjpKSkYNu2bdi2bRu++eYbDBs2rMrrCwoKQnBwcJnyZs2a6TBqw2VnZ4fp06eXKe/cuXOV11Ffz0U/Pz8oFIpyP9uyZQsuXryI3r17V3l9df1cjIqKwo0bN+Dk5AQXFxfcuHHjuXWVSiWCgoJw7tw5hIWFYeTIkfjll1+wcuVKJCUl4fDhw7C2tq7SdnV1zSUi0qUvv/wS69evh0wmg5ubW5U6Zerr921tmjZtGuzt7TXKnJycxAnGSPF7Vn90kbeTeDlpfaPNcS4xduxYeHh4aJSZmVWzW1wgIjJw586dE7766ishPz9fozw9PV1wd3cXAAgnTpyo8voACEFBQTqOUnwFBQVCixYtBKlUKpw5c0ZdnpWVJbRr104wMzMTfv/990rXs3//fgGA0L17dyEvL09dvm/fPkEikQg9evSolfgNwffffy8cPHiwTPnBgwcFc3NzQS6XaxyT50lKShIACAqFohaiNA7u7u6Cu7t7jdZRn8/F51GpVIKjo6NgZmYmpKenV1q/vpyLe/fuFdLS0gRBEIR//vOfAgAhLi6u3LoLFiwQAAizZ88ut3zBggVV2qaurrlERLp28uRJ4ddffxUKCwuFY8eOCQCEsWPHPrc+v291a+zYsQIAITU1VexQjBq/Z/VHF3k7FRMjJ62PtDnOCoVCACAkJSXpbPuc5oWIDJ6vry9ef/11mJuba5Q3btwY//jHPwAABw4cECM0g7J//35cu3YNr7/+Ojp06KAut7W1xfz581FYWIi4uLhK1/PZZ58BABYvXgypVKou79WrF3r37o2DBw/i999/1/0OGIBBgwahe/fuZcq7d++OkJAQPHr0CBcuXBAhsvqpPp+Lz7N161Y8fPgQr7zyCho3bix2OAYjNDQU7u7uldYTBAGff/45bGxssGDBAo3P5s6dCwcHB3zxxRcQBKHSdenqmktEpGudO3dGu3btYGpqWqX6/L4lQ8TvWTJGYuSk9VFVj3Nt4TQvRGTUSjrYtb09JzMzE59//jnu3buHhg0bIjg4GF5eXrURot4kJycDAMLDw8t8VlJWlR8dkpOTYW1tjZdeeqnMZ71790ZCQgIOHDiAVq1a1SxgI1Odcy0lJQUff/wxcnNz4e7ujrCwsHp1e69KpcL69etx+/ZtODg4oFu3bvD19a3y8jwXy/riiy8AAOPHj9dqufp+LpZISUnBn3/+id69e5e5bdbS0hI9evTA9u3bcfXq1Uq/E3R1zSUiEhu/b2vHrl27kJ2dDalUCh8fHwQHB1f5Bw7i96y+1TRvJ+3oMielqjl06BBOnDgBU1NTtG7dGqGhoRo/IGuDnelEZLSePn2K//u//4NEIkFoaKhWy/7yyy+YMGGC+r1EIsGoUaOwbt06yGQyXYeqFyUPiCrvy9bBwQFOTk6VPkRKqVTizp078Pb2LjfZL1l3fXsY1c2bN7Fv3z44Ozujffv2VV7u66+/1nhAkpWVFWJiYjBr1qzaCNPgpKenl3k2QZ8+fbBhw4ZKO3J5LpZ148YN/PTTT2jatCn69Omj1bL1/VwsUdF1snR5SkpKpQ0XXVxziYjExu/b2jNlyhSN961atcI333yDjh07ihSRceH3rH7VJG8n7ekyJ6WqefYOABcXF6xfvx5hYWFar4vTvBCR0Zo/fz4uXLiAyMhIeHt7V3m5mTNn4vjx43j06BEyMjKwf/9+BAQEYOPGjRg3blwtRly7Hj9+DKD44THladCggbpOTdZRul59UFBQgDfeeAMqlQrLli2r0oiihg0bYvny5bh8+TKUSiVu376NjRs3Qi6XY/bs2Vi3bp0eIhfXm2++ieTkZNy/fx9ZWVn4+eef0bdvXyQkJOC1116r9JZFnotlxcXFoaioCJGRkVUe2cZzUZMuzytdXHOJiMTG71vdCwoKwvfff49bt27hyZMnuHz5MqZPn45r164hPDwcf/75p9ghGgV+z+pPTfN20h6vvfrj5+eH9evXIy0tDU+ePEFKSgoWLVqEzMxMvPbaa/jll1+0Xic704lIb5ycnCCRSKr8r+TWvvL897//xT//+U906NABq1at0iqO5cuXo0uXLnBwcIC9vT1CQkLw008/oWXLlti0aRMuXrxYwz2luqKoqAhvvvkmDh48iAkTJuCNN96o0nLt2rXDzJkz0bp1a8hkMjRp0gSjRo1CQkICLCwsoFAoUFRUVMvRi2vBggUICgqCk5MTbG1tERAQgJ07dyIwMBDHjh3Djz/+KHaIRqWoqAhxcXGQSCR48803q7wcz0UiIuOky7yZtFeT4x8ZGYlBgwahWbNmsLS0ROvWrbFy5UrMmTMHDx8+xMqVK8XbMaJyMG+numzAgAEYM2YM3N3dYWlpiZYtWyIqKgqrVq1CXl4eFi9erPU6Oc0LEenNyJEjkZ2dXeX6zs7O5ZbHxcVh4sSJaN++Pfbu3QsbG5saxyaTyTBy5EgsWrQIR44cQbt27Wq8Tn0r+VX7eb9eZ2VlPfeXb23WUbpeXSYIAiZMmICNGzdi9OjR+PTTT2u8Tm9vbwQEBODQoUO4evVqvZt71MTEBJGRkTh8+DCOHDmCfv36Pbcuz0VNe/fuxc2bN9GrVy94enrWeH319VzU5Xmli2suEdHz6Cpvrgy/b8tXG8d/3LhxiI2NxZEjR2oSWr3B71lxaZO3k/Z47RXf2LFj8fbbb1frmszOdCLSm9WrV9d4HV9++SUmTJiAtm3b4qeffoKjo6MOIitWMhdcbm6uztapT6XnVevUqZPGZxkZGXjw4AG6detW4Tqsra3h4uKC1NRUPH36tMxUEpXN7VZXFBUVYfz48YiLi8PIkSMRHx8PExPd3Mxl7OdZTVV1/3kuaqrug0crUh/Pxcrm/tXmvNLFNZeI6Hl0kTdXBb9vy1cbx78+fu/WBL9nxcdztvboMiel6rGwsICtrW21zm9O80JERuPLL7/E+PHj0bp1a+zfvx8NGzbU6fqPHz8OAPDw8NDpevUlKCgIALBnz54yn5WUldSpbD1KpbLcX2gTExOrvB5jVbojffjw4diwYUOV56euTGFhIc6cOQOJRAI3NzedrNPYaPN3Vt/PxRIPHz7E9u3bIZfLMXDgQJ2ss76ei15eXmjSpAmOHDkCpVKp8VleXh4OHjyIJk2aoGXLlpWuS1fXXCIisfH7Vj+Mva2hb/yeFR/P2dqjy5yUqiclJQUZGRnVOr/ZmU5ERuGLL77Q6Ehv1KhRhfVzc3Nx5coV3Lx5U6P87Nmz5f7y+N133+Gbb76Bk5MTQkNDdRq7vvTq1QvNmzfH119/jXPnzqnLs7OzsWjRIpiZmWk8of3Bgwe4cuUKHjx4oLGet956CwAQFRWF/Px8dflPP/2ExMRE9OjRo85OCVFUVIRx48YhLi4OQ4cOxcaNGyvsSH/eMTx27FiZB/UUFhZi1qxZuHHjBnr37g25XF4r+2AILl26hMzMzDLlhw8fxooVKyCVSjFo0CB1Oc/Fim3YsAH5+fkYPXo0pFJpuXV4LlaNRCLB+PHjkZOTg4ULF2p89s9//hMZGRkYP348JBKJurygoABXrlzBtWvXNOpre80lIjJU/L7VnfT09DLfFwBw+/ZtvPPOOwCKp5ChyvF7Vj+0zdtJN6qTk5L2srOzcf78+TLlGRkZGDduHIDqXZMlAh/LS0QGbv/+/QgNDYUgCPjHP/5R7pyEfn5+GDBggPp9cnIyQkJCEBQUpPFAoIiICGzbtg29evWCm5sbBEHAmTNncOjQIVhaWuL777/Hyy+/rIe9qh1JSUno3bs3pFIpRo4ciQYNGuCHH35AamoqFi9ejA8++EBdNzo6GjExMVAoFIiOjtZYz4QJE/D555+jbdu26NevH+7evYvNmzfD0tISR48eRdu2bfW8Z/pRckxsbGwwbdo0mJmVnQ1twIAB8PPz06j/7DH08PCARCJBt27d0LRpU2RmZuLgwYP47bff4ObmhoMHD8Ld3V1Pe6V/0dHRWLZsGXr16gUPDw9IpVL8+uuv2LNnD0xMTPDpp59qTFfCc7Fi7du3x6+//orz58+jffv25dap7+fi559/jsOHDwMALly4gDNnzuCll15Sj+YZMGCA+jtCqVQiMDAQ586dQ1hYGDp16oRffvkFu3fvhp+fHw4fPgxra2v1utPS0uDp6Ql3d3ekpaVpbFebay4Rkb4cPnwYn3/+OQDg/v37+PHHH9GiRQsEBgYCAFq3bo33339fYxl+3+pGcnIyevbsicDAQLRu3RpyuRxpaWnYuXMnlEolxo4dq36gOFWO37O1T9u8nSpWmzkp/a2qx7kkj+/cuTPat2+PRo0a4fbt29i9ezcePnyIsLAw7Ny5ExYWFtoFIBARGbi4uDgBQIX/xo4dq7FMUlKSAEAICgrSKP/hhx+E/v37Cx4eHoJMJhMsLCwET09PYdy4ccLly5f1t1O16Pjx40KfPn0EOzs7wcrKSujcubOwcePGMvUUCoUAQFAoFGU+e/r0qfDxxx8L7dq1E6RSqeDo6CgMGTJE+O233/SwB+IZO3ZspedaXFycuv7zjuHSpUuF4OBgoUmTJoKFhYUgk8kEHx8f4YMPPhAePXqk350SQXJysjBs2DChZcuWgq2trWBubi40a9ZMGDFihHD8+PEy9XkuPt/x48cFAEKXLl0qrFffz8XK/nafPS6ZmZnCu+++K7i6ugrm5uaCq6ur8O677wqZmZll1p2amioAENzd3cvddlWvuURE+lJZ7vxsfiwI/L7VlZs3bwrjx48XfHx8BAcHB8HMzExwdHQUwsLChE2bNokdnlHi92zt0jZvp4rVZk5Kf6vqcX78+LEwefJkoVOnToKTk5NgZmYm2NnZCYGBgcKnn34qFBYWVmv7HJlORERERERERERERFQJzplORERERERERERERFQJdqYTEREREREREREREVWCnelERERERERERERERJVgZzoRERERERERERERUSXYmU5EREREREREREREVAl2phMRERERERERERERVYKd6URERERERERERERElWBnOhERERERERERERFRJdiZTkRERERERERERERUCXamExERERERERERERFVgp3pRERERERERERERESVYGc6EREREREREREREVEl2JlORERERERERERERFSJ/wfGSgYVIpWN8gAAAABJRU5ErkJggg==", "text/plain": [ "
    " ] @@ -4735,22 +4524,8 @@ "~\n", "Data\n", "\n", - "\n", - "\n", - "mu_treatment\n", - "\n", - "mu_treatment\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "X_data->mu_treatment\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "mu_outcome\n", "\n", "mu_outcome\n", @@ -4758,37 +4533,57 @@ "Deterministic\n", "\n", "\n", - "\n", + "\n", "X_data->mu_outcome\n", "\n", "\n", "\n", - "\n", - "\n", - "likelihood_treatment\n", - "\n", - "likelihood_treatment\n", - "~\n", - "Bernoulli\n", + "\n", + "\n", + "mu_treatment\n", + "\n", + "mu_treatment\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "X_data->mu_treatment\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "likelihood_outcome\n", "\n", "likelihood_outcome\n", "~\n", "Normal\n", "\n", + "\n", + "\n", + "mu_outcome->likelihood_outcome\n", + "\n", + "\n", + "\n", "\n", - "\n", + "\n", "y_data\n", "\n", "y_data\n", "~\n", "Data\n", "\n", + "\n", + "\n", + "likelihood_treatment\n", + "\n", + "likelihood_treatment\n", + "~\n", + "Bernoulli\n", + "\n", "\n", - "\n", + "\n", "t_data\n", "\n", "t_data\n", @@ -4796,7 +4591,7 @@ "Data\n", "\n", "\n", - "\n", + "\n", "t_data->mu_outcome\n", "\n", "\n", @@ -4807,20 +4602,42 @@ "\n", "\n", "\n", - "\n", - "\n", - "mu_outcome->likelihood_outcome\n", - "\n", - "\n", + "\n", + "\n", + "alpha\n", + "\n", + "alpha\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "alpha->mu_outcome\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "rho_unconstr\n", + "\n", + "rho_unconstr\n", + "~\n", + "Normal\n", "\n", "\n", - "\n", + "\n", "rho\n", "\n", "rho\n", "~\n", "Deterministic\n", "\n", + "\n", + "\n", + "rho_unconstr->rho\n", + "\n", + "\n", + "\n", "\n", "\n", "eps\n", @@ -4830,13 +4647,13 @@ "Deterministic\n", "\n", "\n", - "\n", + "\n", "rho->eps\n", "\n", "\n", "\n", "\n", - "\n", + "\n", "sigma_U\n", "\n", "sigma_U\n", @@ -4850,39 +4667,11 @@ "\n", "\n", "\n", - "\n", + "\n", "sigma_U->eps\n", "\n", "\n", "\n", - "\n", - "\n", - "rho_unconstr\n", - "\n", - "rho_unconstr\n", - "~\n", - "Normal\n", - "\n", - "\n", - "\n", - "rho_unconstr->rho\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "alpha\n", - "\n", - "alpha\n", - "~\n", - "Normal\n", - "\n", - "\n", - "\n", - "alpha->mu_outcome\n", - "\n", - "\n", - "\n", "\n", "\n", "eps_raw\n", @@ -4892,23 +4681,23 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "eps_raw->eps\n", "\n", "\n", "\n", + "\n", + "\n", + "eps->mu_outcome\n", + "\n", + "\n", + "\n", "\n", "\n", "eps->mu_treatment\n", "\n", "\n", "\n", - "\n", - "\n", - "eps->mu_outcome\n", - "\n", - "\n", - "\n", "\n", "\n", "beta_T\n", @@ -4932,7 +4721,7 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "beta_O->mu_outcome\n", "\n", "\n", @@ -4941,7 +4730,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 24, @@ -5071,7 +4860,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1b8b598d400d4a48afec2bcdfcd24e58", + "model_id": "57cd792a315b474e86b0cfd36075675d", "version_major": 2, "version_minor": 0 }, @@ -5185,7 +4974,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 29, "metadata": { "tags": [ "hide-output" @@ -5209,7 +4998,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e2bbec8b717f4e1788e46ef27f735768", + "model_id": "760477ae4e7f4709b6d86ec92045c293", "version_major": 2, "version_minor": 0 }, @@ -5249,7 +5038,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8786124d10b945ba8fa116f418d99cc3", + "model_id": "ec720fce4df8428ba8ded22ff3e64912", "version_major": 2, "version_minor": 0 }, @@ -5281,7 +5070,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 167 seconds.\n", + "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 183 seconds.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [alpha, beta_O, beta_T, eps_raw, likelihood_outcome, likelihood_treatment, rho_unconstr, sigma_U]\n", @@ -5297,7 +5086,46 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a562034b456e411b95954d0811ef703b", + "model_id": "b37e364570ad459ebaea2c23551743a9", + "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 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 38 seconds.\n",
    +      "Sampling: [alpha, beta_O_raw, beta_T, eps_raw, gamma_O_b_u, likelihood_outcome, likelihood_treatment, pi_O_b, rho_unconstr, sigma_U]\n",
    +      "Initializing NUTS using jitter+adapt_diag...\n",
    +      "Multiprocess sampling (4 chains in 4 jobs)\n",
    +      "NUTS: [alpha, sigma_U, rho_unconstr, eps_raw, beta_T, pi_O_b, beta_O_raw, gamma_O_b_u]\n",
    +      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n",
    +      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n",
    +      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n",
    +      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n"
    +     ]
    +    },
    +    {
    +     "data": {
    +      "application/vnd.jupyter.widget-view+json": {
    +       "model_id": "bc8b7d08e5dc4d5f9cf28044654b6be9",
            "version_major": 2,
            "version_minor": 0
           },
    @@ -5308,6 +5136,16 @@
          "metadata": {},
          "output_type": "display_data"
         },
    +    {
    +     "name": "stderr",
    +     "output_type": "stream",
    +     "text": [
    +      "/Users/nathanielforde/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/step_methods/hmc/quadpotential.py:316: RuntimeWarning: overflow encountered in dot\n",
    +      "  return 0.5 * np.dot(x, v_out)\n",
    +      "/Users/nathanielforde/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc/step_methods/hmc/quadpotential.py:316: RuntimeWarning: overflow encountered in dot\n",
    +      "  return 0.5 * np.dot(x, v_out)\n"
    +     ]
    +    },
         {
          "data": {
           "text/html": [
    @@ -5322,7 +5160,9 @@
          "name": "stderr",
          "output_type": "stream",
          "text": [
    -      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 37 seconds.\n"
    +      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 178 seconds.\n",
    +      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
    +      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n"
          ]
         }
        ],
    @@ -5384,6 +5224,19 @@
         "    observed=True,\n",
         ")\n",
         "\n",
    +    "nhefs_binary_model_s_s = make_binary_model(\n",
    +    "    df_nhefs,\n",
    +    "    coords,\n",
    +    "    bart_treatment=False,\n",
    +    "    cate_estimation=False,\n",
    +    "    X=X,\n",
    +    "    Y=Y,\n",
    +    "    T=T,\n",
    +    "    priors=priors,\n",
    +    "    observed=True,\n",
    +    "    spike_and_slab=True,\n",
    +    ")\n",
    +    "\n",
         "with nhefs_binary_model:\n",
         "    idata_nhefs = pm.sample_prior_predictive()\n",
         "    idata_nhefs.extend(\n",
    @@ -5400,6 +5253,12 @@
         "    idata_nhefs_0_rho = pm.sample_prior_predictive()\n",
         "    idata_nhefs_0_rho.extend(\n",
         "        pm.sample(**sampler_kwargs, idata_kwargs={\"log_likelihood\": True})\n",
    +    "    )\n",
    +    "\n",
    +    "with nhefs_binary_model_s_s:\n",
    +    "    idata_nhefs_s_s = pm.sample_prior_predictive()\n",
    +    "    idata_nhefs_s_s.extend(\n",
    +    "        pm.sample(**sampler_kwargs, idata_kwargs={\"log_likelihood\": True})\n",
         "    )"
        ]
       },
    @@ -5407,12 +5266,53 @@
        "cell_type": "markdown",
        "metadata": {},
        "source": [
    -    "The predictive comparison shows effectively indistinguishable model performance metrics. "
    +    "The predictive comparison shows effectively comparable model performance metrics, with the linear model exhibited the \"best\" metric. "
    +   ]
    +  },
    +  {
    +   "cell_type": "code",
    +   "execution_count": 30,
    +   "metadata": {
    +    "tags": [
    +     "hide-input"
    +    ]
    +   },
    +   "outputs": [
    +    {
    +     "data": {
    +      "image/png": 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H0u1isVjmHCdPnsTIkSNhb28PW1tbeHp6IjY2VqZNUlISxGIxVqxYgT179qB///6wsbHB9u3b5c6ZqDicpiQiUsLKlSsBvH3QdHZ2Nn755Rf4+vri6NGj0NIq+av1woULmDRpEszNzeHr6wsdHR38+uuvOHv2bInHfPXVVzAwMMCUKVOQkpKCDRs2YObMmdiyZYu0TUZGBjw9PZGWlgYPDw9YWloiMTERW7duxeXLlxEdHV1kZGvixImwtLTE9OnTyxwZe19MTAzmzp2Lbt26YdiwYRCJRHj48CFOnjwpdx+zZ89GjRo14Ovri+TkZERFRWHkyJHYu3cvjIyMAAA5OTkYN24cbty4gaFDh8LKygqPHz/Gli1bcOHCBcTExMDExATDhw/HixcvcPz4ccyZMwfGxsYAgKZNm+Krr77CDz/8gIyMDMyZM6dIHFFRUVi4cCE6duyI6dOnQyQS4cCBA/D29kZQUBD69u0r0/7EiRN49uwZPv/8c5iamqJRo0YKvXdE72MxRkSkhIKCAmzfvh3a2toA3v7QnzJlCs6dO4fOnTuXeNzSpUuhq6uL6OhomJqaAgA+++wzDBw4sMRjTE1NsXr1aul0p7GxMRYvXozbt2+jWbNmAN4Wh8+ePcPu3bvRoEED6bFOTk7w9vZGTEwMPD09Zfq1trbG4sWLlcr/+PHjaNasGcLCwmS2f/nll3L3Ua1aNWzcuFFavLZt2xY+Pj6IiIjAzJkzAQCbNm3C1atXERUVBXt7e+mxvXr1wpAhQ7B+/XoEBgbC3t4ezZs3x/Hjx9G9e3dYWFhI23bv3h3r1q1Dbm5ukfc5OTkZS5YswYgRI2RG9UaOHAlPT08sXboUvXv3hobG/00k3b17FwcOHEDDhg3lzpWoNJymJCJSwvDhw6WFGAC0b98eAIqdZiuUkpKCv//+G/369ZMWYgCgr6+P4cOHl3jciBEjZNadOTg4yJxLIpHg4MGDcHFxQY0aNZCamir9Y2trC319/WJvxTF69Gg5sy2qZs2aePLkCS5duqR0HyNHjpQZRezatSsaNWokM7p24MABtGrVCg0bNpTJy9zcHA0bNpTrFiOlOXLkCHJzc+Hu7i7Tf0ZGBjp37ozk5GTcuXNH5hhXV1cWYqRSHBkjIlJC/fr1ZV4bGhoCeDtdWJLCdV6NGzcusq+0qa73z1V4pWDhuVJTU5Geno7Dhw/j8OHDxfaRmppaZJulpWWJ5yzLpEmTEBcXh88//xx16tSRrjv79NNP5b7qsrj3oXHjxjIFVmJiIt68eQNnZ+di+6hXr55yCbzTPwAMHTq0xDbPnz9H8+bNpa/fHXkkUgUWY0RESiip4Cjtcb/KPgq4rHMVFBQAeDsdN2LEiGLbGhgYFNmmp6enVDzA26Lp0KFDOHv2LM6fP48//vgDv/76K6ytrREVFYVq1aqV2Yc8V5kWFBTA3t4e06ZNK3Z/ea/wLHzvQkNDUb169WLbtGjRQua1rq5uuc5J9D4WY0REH0nhOqa7d+8W2Xfv3j2l+zUxMYGBgQHevHmDDh06KN2PonR1ddGtWzd069YNABAZGYlFixbh4MGDGDJkSJnHJyYmomXLljLb7t69K7Peq1GjRkhPT5crr9KKu5L2FY5Impqaws7OrsxzEH0IXDNGRPSRmJqaolWrVti/fz9SUlKk27Oyssp1ewRNTU306dMH586dw/nz54vsz8/PR3p6utL9F6e4ac9PPvkEAOQ+V1RUFPLy8qSvT5w4gXv37qFLly7Sbf369cPdu3cRExNT5HiJRCITR+HNdYu7A3+1atWK3d6zZ09oa2sjODgYubm5RfY/f/5crlyIyoMjY0REH9GXX34JLy8vDB8+HB4eHtDR0cGePXtQo0YNAPJN3RUnICAA8fHxmDBhAgYMGABra2vk5+fjwYMHOHr0KPz8/DBs2DCV5eHl5QUjIyO0bdsW5ubmeP78OaKjo1GtWjX06NFDrj5ev36NMWPGoFevXkhOTkZkZCRMTU0xYcIEaZtx48bh9OnTmDNnDmJjY9G2bVtoaWkhKSkJJ06cQK9eveDv7w/g7dWhALB8+XL069cP2tracHJyQq1atWBtbY2zZ89i0aJFsLW1hYaGBvr27Yv69etjzpw5WLhwIQYOHIg+ffrA3NwcycnJuHLlCm7fvq3Q7TqIlMFijIjoI3JycsKaNWuwYsUKhIaGwsTEBO7u7rC2tsbUqVOVXsdlZGSE7du3IyIiAkeOHMH+/fuhp6eHunXrol+/fiqfvvzss89w4MABbNmyBS9evICJiQnatGkDHx8fuRe4L168GNu2bUNoaCiys7Ph4OCAuXPnwsTERNpGR0cH69evx4YNG7B//37ExsZCS0sLderUQceOHWXuAdahQwf4+PggJiYGc+bMQUFBATZt2oRatWphwoQJePDgAfbu3YuoqChIJBLpsSNGjECTJk2wbt06bNq0CVlZWahduzZatGiBwMBAlb5vRMURSZRdUUpERCrzyy+/YOnSpThz5gzMzMyEDoeIPiKuGSMi+ojy8/ORk5Mjs+3Vq1fYvHkzmjZtykKMqAriNCUR0UeUkZGBgQMHon///mjYsCFSUlKwZ88ePHr0CCEhIUKHR0QCYDFGRPQR6evrw8nJCYcPH8azZ8+gqamJTz75BN98802pj1EiIvXFNWNEREREAuKaMSIiIiIBsRgjIiIiEhDXjBG9Jy0tTegQVMrQ0LDUh1ers6qcO1A189+wYQMAYPr06VUu93dVxc++UEXL3djYuMw2LMaI1JyGRtUdAK/KuQNVM/9OnToBqJq5v6sq518Zc2cxRkREaqNp06ZCh0CksMpXPhIRERGpERZjRESkNnbu3ImdO3cKHQaRQjhNSUREaiMzM1PoEIgUxpExIiIiIgGxGCMiIiISEIsxIiIiIgGxGCMiIiISEBfwExGR2mjZsqXQIRApjMUYERGpDQcHB6FDIFIYpymJiIiIBMRijIiI1MbJkydx8uRJocMgUginKYmISG3cv39f6BCIFMaRMSIiIiIBsRgjIiIiEhCLMSIiIiIBsRgjIiIiEhAX8BMRkdowNzcXOgQihbEYIyIitdG7d2+hQyBSGKcpiYiIiATEYoyIiNTG1atXcfXqVaHDIFIIizEiIlIbly5dwqVLl4QOg0ghLMaIiIiIBMRijIiIiEhALMaIiIiIBMRijIiIiEhAvM8YERGpDS0t/lijyod/a4mISG2MHDlS6BCIFMZpSiIiIiIBcWSMiIjUxuPHjwEAxsbGAkdCJD8WY0REpDaOHj0KAGjVqpXAkRDJr9JNU8bFxUEsFuP06dMq6zMlJQW+vr5wdHSEWCxGSEiISvqdPXs2OnbsWGa7mJgYiMViJCUlqeS8QkhKSoJYLEZMTIx02+zZs9G1a1cBoyIiIqr4ODIGICQkBHFxcViyZAlMTU1Rp06dj3r+Ll26IDo6GmZmZh/1vB+ar68vRo8eLXQYRFRFPH36FKdPn0ZmZiY0NTXRs2dPtfteJfXEYgzA7du30aJFC/To0UOQ85uYmMDExOSjnzcnJwc6OjofrP8GDRp8sL7LSyKRIDc394PmT0QfR0FBARYsWIDVq1cjNzcXAHDs2DFoa2vDx8cH8+bNg4ZGpZsIoiqkQv3tDAkJgVgsRmJiIry9vWFvbw83NzcEBwcjPz9fpm12djYWLVoER0dHODo6IjAwEOnp6TJt8vPzsXbtWvTp0wfW1tbo0KED5s+fj8zMTAD/N7V26dIlXLx4EWKxWDpdmJ+fj9DQUHz66aewsbGBg4MDhg4diuPHjyuc119//YXhw4ejdevWcHNzw4YNG2T2FzdN2bVrV/j7++PQoUPo06cPbG1tMXjwYFy4cEHm2KtXr2L69Ono0qULWrdujR49emDhwoV4+fKlTLvCKdMrV67gs88+g62tLX744QdMmDAB/fv3LxJzWloabGxssHr1aoXzffec705TFr7fmzdvRkhICFxcXNC2bVtMmjRJuuj2XTt37sSgQYPQunVrODg4IDAwEMnJyTJtDhw4gDFjxqBDhw6ws7ND//79sXHjxiJ/Xwrfz5iYGPTu3RvW1tYqneomIuEsWLAAwcHBaNiwIVavXo3z589j9erVaNiwIYKDg7Fw4UKhQyQqVYUcGfPz84O7uztGjx6NEydOYNWqVahbty6GDRsmbbN48WJ07twZQUFBuHfvHpYtWwYNDQ388MMP0jazZs3C0aNH4eXlhXbt2uHhw4dYuXIlbt26haioKJiZmSE6Ohpz586FtrY25s+fDwAwMzNDREQE1q5dixkzZqBly5bIysrCzZs3ixR8ZcnKysK0adMwfvx4TJ06FQcPHsTixYuhr68PDw+PUo+9fPky7t+/Dz8/P+jp6SE4OBg+Pj44ceIEDA0NAQCPHj2ClZUVBgwYAAMDA9y/fx8RERG4du0atm3bJtPfq1ev4O/vj3HjxmH69OnQ09NDeno6Jk+ejIsXL6Jdu3bStrt27YJEIsHQoUMVylce69atg62tLb7//nukpqZiyZIlmDlzJjZv3ixts2LFCvz8888YMWIEAgMDkZqaip9++gmjR4/G7t27oa+vDwB48OABevToAS8vL2hra+Pq1atYuXIlUlNT4e/vL3Pe+Ph43Lp1C1OmTIGxsTEsLS1VnhsRfVzJyclYvXo1mjVrhvj4eBgZGQEAnJyc4Onpifbt2yMsLAw+Pj6csqQKq0IWY2PGjJEWKh06dMAff/yBQ4cOyRRj9vb20uLJxcUFiYmJ2L59O5YtWwaRSISLFy9i3759WLRokcxxFhYW8PLywqlTp+Dm5gY7Ozvo6+tDV1cXdnZ20naXL19Gx44dMXbsWOm2Ll26KJxLVlYWvv32WwwcOBAA0KlTJ6SkpCAkJASDBw8u9W7RL1++RExMjHQKs3bt2hg6dChOnz4tHc3q1auXzDFt2rRB48aNMWLECNy4cQOffPKJdN/r16/x1VdfoXv37tJtBQUFsLCwwLZt26TFmEQiwfbt29G9e3eYmpoqnHNZzMzMsGLFCunr1NRULFu2DMnJyTA3N8ejR48QERGBSZMmyRRUrVq1Qv/+/RETEyO9saOPj490v0QiQfv27ZGXl4cNGzZgxowZEIlE0v0vXrxATEwMv5ArMHt7e5X2p6GhgYKCApX2WZlUhfxfvHiB3NxcBAYGSguxQkZGRggICICvry+cnZ1Rs2ZNYYIUQFX47EuiitwvX76somjkUyGLsc6dO8u8trKywvXr12W2vV8YWVlZITc3F8+ePYOpqSnOnDkDLS0t9O7dG3l5edJ2Dg4O0NHRQXx8PNzc3EqMwcbGBuHh4QgKCkLnzp1hY2MDXV1dhXMRiURFCqa+ffvizJkzePToERo2bFjisba2tjJrycRiMQDgv//+k27LzMxEeHg4Dh8+jCdPniAnJ0e67+7duzLFmKamZpH3TUNDA5999hl++uknfP311zA2Nsbvv/+O+/fvf7Ch/eI+O+BtXubm5jh37hzy8/MxcOBAmc+uUaNGsLS0RHx8vLQYu3//PkJCQhAfH4+UlBSZ6cnnz5+jdu3a0tetW7eWqxAzNDRUu/UlleWeSx/ifVe3z1JR6p5/4Q/dd3+Zflfh9oKCArV/L95X1fJ9V3lz/9jfmRWyGHv/txsdHR2ZIgOAdJru3TbA27VkwNsfxHl5eWjbtm2x5yhrunHy5MnQ1dXF3r17ERERAT09Pbi5uWHWrFkKXW1pYGBQpIirVasWgLfD66UVY2XlCABfffUVzpw5Az8/P7Rs2RLVq1fHkydPMHXqVLx580bmeCMjo2JH4oYMGYLg4GDExMTAy8sL27ZtQ5MmTeDo6Ch3noqQ57MDgN69exd7fN26dQG8nXYdN24ctLW1MX36dDRo0AC6uro4duwY1qxZUyT/dwuz0mRkZMifTCVgbGyMtLQ0ocOQy6VLl1TaX2XK/UOoCvmHh4djzpw5SEhIgJOTU5H9CQkJAN6uYZ08efJHjk44VeGzL4kqclfleydPYVchizFVMDIygra2NrZs2SIzVVWorDdHW1sbEydOxMSJE5GWlobY2FgsW7YM/v7+2Lp1q9xxvHz5EtnZ2TIFWWGxYW5uLnc/xcnOzsaxY8fg6+uL8ePHS7cXXqDwvuLeB+Dte9G3b19ER0ejX79+OHHiBGbNmlWu2MqjsBj/+eefi73KtHr16gCAK1eu4NGjR4iKikL79u2l+0+cOFFsvyXlT0SV16BBgzBv3jwEBQXB09NT5pf59PR0BAUFQVtbG+7u7sIFSVQGtS3GXF1dERERgbS0tCLTnooyNjaGu7s7EhISsH//foWOlUgkOHz4sHTNGPD2CkBTU1PUr1+/XHHl5uYiPz+/yO0Z3r3xqrxGjBiBmJgYfPnll9DW1sagQYPKFVt5uLi4QFNTE48ePSr1s3v9+jUAyOSfm5uLffv2ffAYiahiMDc3h4+PD4KDg9G+fXsEBATAzs4OCQkJCAoKwp07dzB9+nSuFaUKTW2LMQcHBwwYMAABAQEYM2YMbG1toa2tjcePH+PcuXMYNWoU2rRpU+Lx3t7eEIvFsLa2hqGhIW7duoUDBw6gU6dOCsWhr6+PFStWICMjA40bN8bBgwdx5swZfPfdd6Uu3pdHjRo1YG9vj3Xr1qFWrVowMzPDkSNHcOXKFYX7sra2hq2tLf744w8MGTJE0IWulpaWmDRpEhYvXox79+7ByckJ+vr6SE5ORlxcHFxdXdGrVy/Y29vDwMAA3377Lfz8/JCXl4eNGzdyBIyoipk3bx5EIhHCwsLg6+sr3V64hOGbb74RMDqisqltMQYAS5cuxdatW7Fz506sXbsWmpqaqFevHpydnWFhYVHqsQ4ODjhy5Ai2bduGrKwsmJubw8PDA1OmTFEoBn19ffz0009YtGgRbt68CRMTE8yaNQuenp7lSU0qKCgICxcuxP/+9z/pAv3ly5djyJAhCvfVq1cv6X3IhDZjxgw0a9YMUVFR2LFjByQSCczNzdG+fXvpgn8TExOEhYVhyZIlmDFjBkxMTDBkyBDUqVMHc+fOFTgDIvpYNDQ0MH/+fPj4+GD27NnIzMxE//79eQd+qjREEolEInQQVDGMGjUKWVlZ2LVrl9ChCErdFr1yIW/VzB2omvkX3lTb39+/yuX+rqr42ReqaLlX6QX8JJ+cnBzcvHkTcXFxuHDhgsz9v4iIiOjDYzGmBIlEUuRxO+8r73qwj+Xp06cYNmwYatasiQkTJqBPnz5F2uTn56O0AVQNDY0qfT8bIqo4FF3XS1QRVI6KoYLZvXs35syZU2qbf/755yNFUz4WFhZlxtqjRw88evSoxP1Tp06Fn5+fqkMjIlJY06ZNhQ6BSGEsxpTg5uaGnTt3Ch3GR7N69eoiN919FxfIEhERKY/FmBKMjY0rzeNlVKHwMUxERBVd4QVIEyZMEDgSIvmxGCMiIrXx8uVLoUMgUhhXXRMREREJiMUYERERkYBYjBEREREJiMUYERERkYC4gJ+IiNRGy5YthQ6BSGEsxoiISG04ODgIHQKRwjhNSURERCQgFmNERKQ2YmNjERsbK3QYRArhNCUREamNe/fuCR0CkcI4MkZEREQkIBZjRERERAJiMUZEREQkIBZjRERERALiAn4iIlIbZmZmQodApDAWY0REpDb69OkjdAhECuM0JREREZGAWIwREZHa+Pvvv/H3338LHQaRQliMERGR2rh48SIuXrwodBhECmExRkRERCQgFmNEREREAmIxRkRERCQgFmNEREREAuJ9xoiISG1oamoKHQKRwliMERGR2hg1apTQIRApjNOURERERALiyBgREamN//77DwBgbGwscCRE8mMxRkREauPIkSMAgJYtWwocCZH8OE1JREREJCAWY0REREQCYjFGREREJCAWY0REREQCYjFGREREJCBeTUlERGpj4MCBQodApDAWY0REpDZ4fzGqjFiMERGR2sjJyRE6BCKFcc0YERGpjS1btmDLli1Ch0GkEBZjRERERAJiMUZEREQkIKXWjGVlZSEzMxNmZmbSbc+fP8fWrVuRnp6Ovn37wt7eXmVBEhEREakrpYqx7777Dv/++y92794NAMjOzoanpycePnwIANi2bRsiIyNZkBERERGVQalpyj///BNdunSRvj548CAePnyINWvWIDY2Fo0aNUJ4eLiqYiQiIiJSW0qNjD179gz16tWTvo6NjYWNjY20QBsyZAjWrVunkgCJiIjk5eLiInQIRApTqhjT1taWuZfLhQsXMGTIEOnrGjVq4MWLF+WPjoiISAHNmjUTOgQihSk1TdmkSRMcPXoUEokEx48fR3p6Ojp27Cjd//jxY94FmYiIiEgOSo2MTZgwAX5+fnBwcMDr168hFovh6Ogo3X/+/Hl88sknKguSiIhIHjExMQAALy8vgSMhkp9SxVj37t3xyy+/IDY2FgYGBvj888+hofF2kC0tLQ21a9fGoEGDVBknERFRmbhEhiojpZ9N6ezsDGdn5yLbjY2NERoaWq6giIiIiKoK3oGfiIiISEByjYyNHj1a4Y5FIhE2btyo8HFEREREVYlcxZhEIlG4Y2WOISIiIqpq5CrGIiMjP3QcRERE5cYr+akyUnoBPxERUUXz7m2WiCqLchVj586dw++//47U1FRMmDABTZs2RWZmJq5evYpPPvkERkZGKgqTiIiISD0pdTVlTk4OvL29MWHCBKxbtw579uzB06dPAQA6OjqYMWMGNm/erNJAiYiIynLq1CmcOnVK6DCIFKJUMbZq1SqcOXMGc+fOxaFDh2QW6+vo6KBnz56IjY1VVYxERERyuXv3Lu7evSt0GEQKUaoY279/P4YMGYIRI0YUOxXZpEkTJCUllTc2IiIiIrWnVDGWnJwMGxubEvdXq1YNmZmZSgdFREREVFUoVYwZGxsjOTm5xP23bt2Cubm50kERERERVRVKFWOdOnXCzp078fLlyyL77ty5g127dqFLly7ljY0+gLi4OIjFYpw+fVplfaakpMDX1xeOjo4Qi8UICQlRWd9ERIWePn2K8PBwLFq0COHh4dILx4gqO6VubeHn54fY2FgMHDgQPXv2hEgkwtGjR3HkyBH8+uuvqFGjBry9vVUdK1VQISEhiIuLw5IlS2Bqaoo6deoIHRIRqZGCggIsWLAAq1evRm5urnT7vHnz4OPjg3nz5kFD4+3YgpmZmVBhEilNqWKsbt26iI6OxsKFC7Fx40ZIJBJs3boVIpEIHTp0wLfffovatWurOlaqoG7fvo0WLVqgR48eQodCRGpowYIFCA4ORrNmzRAYGAg7OzskJCQgKCgIwcHBEIlEmD9/PgCgT58+AkdLpDiRpJwPkXz58iXu3r0LiUQCS0tLmJiYqCo2UlBISAhCQ0Nx6NAhLFu2DHFxcTAyMoK7uzumTJkCTU1NxMXFYfTo0QgNDUVcXBz27dsHAHBxccE333wjc3Vsfn4+1q9fj5iYGDx48AA1a9ZEjx49MHPmTNSoUQNJSUno1q1bkTiOHz+OunXrYvXq1di7dy/+++8/VKtWDQ0aNICPj0+xxxTn/v37CAoKwqVLl5CRkQFjY2O0atUKixcvhrGxsVx9HDhwAOvWrZNe6l6nTh0MGDAAPj4+JR6TlpYmV9+VhbGxsdrlJK+qnDugHvknJyejdevWaNiwIeLj42W+o9LT09G+fXvcv38fV69elRkVU4fcy6Mq51/Rcpfn51W5H4dkYGCA1q1bl7cbUiE/Pz+4u7tj9OjROHHiBFatWoW6deti2LBh0jaLFy9G586dERQUhHv37mHZsmXQ0NDADz/8IG0za9YsHD16FF5eXmjXrh0ePnyIlStX4tatW4iKioKZmRmio6Mxd+5caGtrS38zNTMzQ0REBNauXYsZM2agZcuWyMrKws2bN5Geni53HpMmTUKNGjUwd+5c1K5dGykpKfj999+RnZ0t1/GXLl1CYGAgRo4cicDAQIhEIty7dw+PHz+WOwZSHXt7+49+Tg0NDRQUFHz081YU6pD/ixcvkJubi8DAwCK3UjIyMkJAQAB8fX3h7OyMmjVrwsrKCsDbEfvKnnt5qMNnryx5c798+fJHiEY+chVjyv7wqlevnlLHUfmMGTMGHh4eAIAOHTrgjz/+wKFDh2SKMXt7e2nx5OLigsTERGzfvh3Lli2DSCTCxYsXsW/fPixatEjmOAsLC3h5eeHUqVNwc3ODnZ0d9PX1oaurCzs7O2m7y5cvo2PHjhg7dqx0myIXdaSmpuLevXtYtWoVunfvLt2uyBREQkICDAwMMHfuXOm2Dh06lHmcoaGhdP2JupB3JPFDEuo9VbfPUlGVPf/CH6rvfr+8q3B7QUEBNDQ0pIMDt2/frvS5l1dVzl+e3CvC92IhuYqxrl27QiQSKdz5jRs3FD6Gyq9z584yr62srHD9+nWZbe8XRlZWVsjNzcWzZ89gamqKM2fOQEtLC71790ZeXp60nYODA3R0dBAfHw83N7cSY7CxsUF4eDiCgoLQuXNn2NjYQFdXV+4cjI2NYWlpiaCgIDx//hwODg5o3Lix3McXxvDixQsEBARgwIABsLOzk+t5qRkZGQqdp6KrKEP2ly5d+ujnrCi5C0Ud8g8PD8ecOXOQkJAAJyenIvsTEhIAALNnz8bkyZOxYcMGAEBiYmKlz7081OGzV5a8uX+s90dl05T/+9//ZIoxiUSCqKgo3L9/H/369UPTpk0hkUhw584dHDhwAA0bNsTIkSOVj5zK5f2CQ0dHBzk5OTLbDA0Ni7QBIJ0CfP78OfLy8tC2bdtiz1HWdOPkyZOhq6uLvXv3IiIiAnp6enBzc8OsWbPkutpSJBJh/fr1CA0NxYoVK5CWloa6devi888/x8SJE+X65cDBwQHBwcGIjIzE1KlTkZ+fD3t7e3zxxRdo06ZNmccTkfAGDRqEefPmISgoCJ6enkXWjAUFBUFbWxvu7u7CBUlUTnIVY4MHD5Z5vWHDBqSnp+Pw4cMwNTWV2TdlyhR4enoWew8yqjyMjIygra2NLVu2FFv4lFXpa2trY+LEiZg4cSLS0tIQGxuLZcuWwd/fH1u3bpUrBktLSyxduhTA2xsJR0dHIygoCMbGxjJTp6Xp2bMnevbsiezsbFy4cAErVqzAhAkTcPLkySIFKRFVPObm5vDx8UFwcDDat2+PgIAAmasp79y5g+nTp/OWFlSpKbWAf/PmzRg+fHiRQgx4+w9n+PDhiIqKwpgxY8odIAnD1dUVERERSEtLKzLtqShjY2O4u7sjISEB+/fvV6qP5s2bY+7cudixYwf++ecfhY/X1dVFp06d8PLlS/j7++PRo0csxogqiXnz5kEkEiEsLAy+vr7S7dra2pg+fTq++eYbAaMjKj+lirHk5GTptFZxdHR0Sn1cElV8Dg4OGDBgAAICAjBmzBjY2tpCW1sbjx8/xrlz5zBq1KhSp/q8vb0hFothbW0NQ0ND3Lp1CwcOHECnTp3kOv/Nmzfx/fffo1evXmjUqBGAt7epePPmjdx9/PTTT0hJSYGTkxPMzMzw7NkzhIWFoW7dumjWrJlcfRCR8DQ0NDB//nz4+Phg9+7dSElJgampKdzd3YuMiGlqagoUJZHylCrGGjZsiF27dmH48OHQ19eX2ffq1Svs2rULDRs2VEmAJJylS5di69at2LlzJ9auXQtNTU3Uq1cPzs7OsLCwKPVYBwcHHDlyBNu2bUNWVhbMzc3h4eGBKVOmyHVuU1NT1KtXD5s2bUJycjK0tLTQtGlTrFy5Uu6ROltbW0RGRmLJkiVIT0+HsbExHBwcMG3atFJ/mSCiisnMzAyTJ08utc2oUaM+UjREqqPUTV8PHz4Mf39/1K1bF56enmjcuDFEIhHu3LmD6Oho/Pfff1ixYgV69er1IWIm+qDU7QokXlVVNXMHqnb+VTl3oGrnX9Fy/2A3fe3VqxckEgkWL16M5cuXSxd4SyQSmJmZISgoiIUYERF9dP/99x+AinUPKaKyKH0H/t69e6Nnz574+++/kZSUJH0ckrW1dZW+0RyVTSKRID8/v9Q2Wlql/9XMz89HaYO6Ghoa/HtIVAUdOXIEANCyZUuBIyGSX7keh1R4t2M+DokUsXv3bsyZM6fUNmVdMTl27FhcuHChxP3u7u5YsmSJUvERERF9TOUqxu7evYsTJ04gKSkJIpEIFhYWcHNzU/hO6VS1uLm5YefOneXq47vvvsOrV69K3M8pCiIiqiyULsaWLl2KjRs3FnkY548//oixY8fiyy+/LHdwpJ6MjY3LXSw1adJERdEQEREJS+mbvq5fvx6dO3fGxIkT0bRpUwDAnTt3sHbtWqxfvx4WFhb4/PPPVRosERERkbpRqhjbtm0bnJycEB4eLrO9Xbt2aNu2LcaNG4etW7eyGCMiIiIqg1KXm92/fx89evQodp9IJEL37t1x//79cgVGRESkqIEDB2LgwIFCh0GkEKVGxvT19ZGSklLi/pSUlCJ35iciIvrQePEOVUZKjYw5OjoiKioKf/31V5F9V69eRVRUFJycnModHBERkSJyc3ORm5srdBhEClFqZCwgIAB//PEHPD094ejoKLOAPy4uDgYGBvD391dpoERERGXZvHkzAPBnEFUqSj8ofOfOnQgKCsKpU6dw/vx5AEC1atXQq1cv+Pv7w9LSUqWBEhEREakjpe8zZmlpiZUrV6KgoACpqakAABMTEz6ChoiIiEgB5boDP/D2kUi1a9dWRSxEREREVU65irEHDx7g/v37yMjIKPahzf379y9P90RERERqT6li7MmTJ5g9ezbi4uIAoNhCTCQSsRgjIiIiKoNSxdjXX3+N+Ph4jBgxAm3atIGBgYGq4yIiIlJYx44dhQ6BSGFKFWMXL17E2LFjMXPmTFXHQ0REpLTmzZsLHQKRwpS69NHY2Bj16tVTdSxEREREVY5SxdjgwYNx+PDhYteKERERCSUmJgYxMTFCh0GkEKWmKadOnYoFCxZgxIgR8PDwQJ06daCpqVmkXfv27csdIBERkbxevHghdAhEClOqGMvKykJqaiouX76My5cvF9kvkUggEolw48aNcgdIREREpM6UKsbmzp2L3377DT169ICdnR2vpiQiIiJSklLF2JkzZ+Dp6Yn58+erOh4iIiKiKkWpBfy6urq8fJiIiIhIBZQqxnr16oVTp06pOhYiIqJyadGiBVq0aCF0GEQKUWqa0sPDA1999RWmTZsGT09P1KtXr9irKS0tLcsdIBERkbycnJyEDoFIYUoVY4MGDYJIJML169fx22+/ldiOV1MSERERlU6pYmzKlCkQiUSqjoWIiKhcTp8+DQAYOHCgwJEQyU+pYszPz0/VcRAREZVbYmKi0CEQKUypBfxEREREpBosxoiIiIgExGKMiIiISEAsxoiIiIgEpNQCfiIioorI1NRU6BCIFMZijIiI1Ebfvn2FDoFIYZymJCIiIhKQXCNjo0ePVrhjkUiEjRs3KnwcERGRsq5duwYAcHFxETgSIvnJVYxJJJIi25KTk/HgwQPUqFEDlpaWkEgkSEpKQmZmJho2bAhzc3OVB0tERFSa+Ph4ACzGqHKRqxiLjIyUeX316lV4eXnhm2++gYeHB7S1tQEAubm52LZtG0JDQxEUFKT6aImIiIjUjFJrxpYtW4Y+ffpgxIgR0kIMALS1tTFq1Cj06tULS5cuVVmQREREROpKqWLs6tWrEIvFJe5v0aIF/v77b6WDIiIiIqoqlCrGqlevjosXL5a4Pz4+Hvr6+koHRURERFRVKFWM9e3bFwcPHsSSJUvw9OlT6fanT59i8eLFOHToEO/1QkREH52GhgY0NHjXJqpcRJLiLpUsw5s3bzBjxgzExsZCJBJBX18fIpEIr169gkQigaurK0JCQqCrq/shYib6oNLS0oQOQaWMjY3VLid5VeXcgaqdf1XOHaja+Ve03I2Njctso9Qd+PX09LBmzRqcPn0ax48fx6NHjyCRSGBpaYmuXbvC1dVVmW6JiIiIqpxyPQ7J1dWVhRcREVUYT548ASDfaARRRVHuZ1PeuXMHz58/R4sWLVCzZk1VxERERKSUw4cPAwA++eQTgSMhkp/SqxwPHjyILl26oF+/fhgzZoz0ERSpqano2rUrDh48qLIgiYiIiNSVUsXYqVOnEBgYCDMzM0ydOlXmcUkmJiZo1qwZ9u/fr7IgiYiIiNSVUsXY6tWrYWtri+joaHz++edF9tva2uLmzZvlDo6IiIhI3SlVjN28eRN9+/aFSCQqdr+ZmRmePXtWrsCIiIiIqgKlijENDQ2Udnuyp0+folq1akoHRURERFRVKFWMtWrVCqdOnSp2X15eHg4ePAhbW9tyBUZERKSoAQMGYMCAAUKHQaQQpYqx8ePH49y5c1i0aBEeP34MAMjKysJff/2FyZMn4+7duxg/frxKAyUiIiqLiYkJTExMhA6DSCFKPQ4JAKKiorB06VLk5eVBIpFI149pampizpw5GDFihEoDJfpYKtJjNFShoj0a5GOqyrkDVTP/3NxcAG/XLle13N9VFT/7QhUt9w/2OCQAGDlyJHr06IEjR47g7t27KCgoQKNGjdCzZ0/Uq1dP2W6JiIiUtnnzZgCAv7+/wJEQyU+pYuz06dNwdXWFubk5Ro8eXWyb0NBQTJ06tVzBEREREak7pdaMTZ8+HZcvXy5x/8qVK7Fq1SqlgyIiIiKqKpQqxtq3b4/Jkyfj33//LbIvKCgIa9aswaRJk8odHBEREZG6U6oYCwkJQfPmzTF+/Hg8fPhQun3p0qWIiIiAj48P5+uJiIiI5KBUMaarq4vw8HDUrl0b48ePx9OnT7F48WKsX78eU6dOxfTp01UdJxEREZFaUvpqyho1amDt2rX4/PPP0a9fP7x8+RLTpk2Dr6+vKuMjIiKSW8eOHYUOgUhhco2MPXz4sNg/r1+/xnfffYf8/HwMGzYM/fv3l9mvLuLi4iAWi3H69GmV9ZmSkgJfX184OjpCLBYjJCREJf3Onj37o30Z7dixAzExMR/lXCX5/fffVfbeEZH8nj59ivDwcCxatAjh4eF4+vSp0CEBAJo3b47mzZsLHQaRQuQaGevRo0eJDwUHAIlEgh07dmDHjh0y22/cuFG+6NRYSEgI4uLisGTJEpiamqJOnTpCh6SwHTt2QFdXF4MHDxYsht9//x0RERHw8/MTLAaiqqSgoAALFizA6tWrpTdYBYB58+bBx8cH8+bNg4aGUitgiKosuYqxKVOmlFqMkeJu376NFi1aoEePHkKHorCcnBzo6OgIHQYRCWDBggUIDg5Gs2bNEBgYCDs7OyQkJCAoKAjBwcEQiUSYP3++YPHt3r0bAPhIPqpU5CrG1HnUISQkBKGhoTh06BCWLVuGuLg4GBkZwd3dHVOmTIGmpqa0bXZ2NhYtWoR9+/YBAFxcXPDNN9/AyMhI2iY/Px/r169HTEwMHjx4gJo1a6JHjx6YOXMmatSogaSkJHTr1k3aXiwWAwCOHz+OunXrYvXq1di7dy/+++8/VKtWDQ0aNICPj4/MMfL466+/8P333+PGjRuoVasWxowZg7Fjx0r3p6amYuXKlYiLi0NycjIMDAxgY2ODmTNnonHjxtJ2MTExmDNnDjZt2oStW7fi7NmzsLCwgIGBAa5cuSKTg4ODAyIjI+WKLy0tDaGhoTh+/DiePXsGIyMjtG/fHgsWLICBgYFc8YWEhCAiIkImBgD4559/AABv3rxBWFgYDhw4gOTkZNSqVQsDBgyAn58fi0kiJSQnJ2P16tVo1qwZ4uPjpd99Tk5O8PT0RPv27REWFgYfHx+YmZkJEmNGRoYg5yUqD6UX8KsbPz8/uLu7Y/To0Thx4gRWrVqFunXrYtiwYdI2ixcvRufOnREUFIR79+5h2bJl0NDQwA8//CBtM2vWLBw9ehReXl5o164dHj58iJUrV+LWrVuIioqCmZkZoqOjMXfuXGhra0t/gzQzM0NERATWrl2LGTNmoGXLlsjKysLNmzeRnp6uUC5ZWVmYNm0axo8fj6lTp+LgwYNYvHgx9PX14eHhAQBIT0+Hjo4O/P39UatWLaSmpmLLli0YPnw4Dh06hFq1asn0+eWXX6Jv374IDg5Gbm4u6tevjxkzZsjkUKNGDbnie/nyJTw9PZGWlgZvb2988sknSEtLw6lTp5CVlQUDAwO54hs2bBgePnyIX3/9FdHR0TLnyMvLw8SJE3Hz5k14e3ujZcuWuHbtGkJDQ/H48WMEBQUp9J6qC3t7e6FD+Kg0NDRQUFAgdBiCUXX+L168QG5uLgIDA2V+CQUAIyMjBAQEwNfXF87OzqhZs6bKzquIoUOHAgCaNGnCz76S5l/aTeXVVbmKsTt37uDhw4clFguDBg0qT/cf1ZgxY6SFSocOHfDHH3/g0KFDMsWYvb29tPBwcXFBYmIitm/fjmXLlkEkEuHixYvYt28fFi1aJHOchYUFvLy8cOrUKbi5ucHOzg76+vrQ1dWFnZ2dtN3ly5fRsWNHmRGsLl26KJxLVlYWvv32WwwcOBAA0KlTJ6SkpCAkJASDBw+GlpYWmjRpgrlz50qPyc/Ph6urKzp06IB9+/bJxAAAn376Kb788kuZbcXlII+NGzfi/v372L59O1q3bi3d3qdPH+n/yxNfnTp1pL99vx/DgQMHcOHCBaxfvx4dOnQAADg7O8PAwADz5s3D5MmTYWVlVWx8hoaGarfmpfBBteqWlzyqYs7vUmX+hT/cS/o3X7i9oKCgQrzvFSEGIVXW/OV5sPbH6ONjUqoYe/z4Mb788ktcunQJEomk2DYikahSFWOdO3eWeW1lZYXr16/LbHu/MLKyskJubi6ePXsGU1NTnDlzBlpaWujduzfy8vKk7RwcHKCjo4P4+Hi4ubmVGIONjQ3Cw8MRFBSEzp07w8bGBrq6ugrnIhKJ0KtXL5ltffv2xZkzZ/Do0SM0bNgQALBt2zZs27YNDx48wKtXr6Rt7969W6RPRadJS3P27Fm0bNlSphArjiLxve/06dMwMzODg4ODzGfRqVMnAEB8fHyJxZi6TXMYGxsjLS0NAHDp0iWBo/m43s29KlJ1/uHh4ZgzZw4SEhLg5ORUZH9CQgKAt1d1T548WWXnVcSGDRsAAImJifzsK2n+5Y27ouUuT2GoVDE2f/58/P3335g9ezYcHBwEG45WpfeH3HV0dJCTkyOzzdDQsEgb4O1aMgB4/vw58vLy0LZt22LPUdZ04+TJk6Grq4u9e/ciIiICenp6cHNzw6xZsxS62tLAwKBIEVc47ZicnIyGDRsiKioKCxcuxKhRoxAQEAAjIyOIRCJMmjRJms+7TE1N5T5/WVJTU9G0adNS2ygaX3HnePr0KVq1alXsfkWnfono7WzHvHnzEBQUBE9PT5nvzfT0dAQFBUFbWxvu7u7CBUlUCSlVjMXHx2PcuHEYM2aMquOp1IyMjKCtrY0tW7YUe/VpWdWxtrY2Jk6ciIkTJyItLQ2xsbFYtmwZ/P39sXXrVrnjePnyJbKzs2UKsufPnwMAzM3NAbydxnN0dJSZCszNzf0oo0LGxsZITk4utU154zMyMkLdunVLvAeZUIuLiSozc3Nz+Pj4IDg4GO3bt0dAQIDM1ZR37tzB9OnTBf331aJFC8HOTaQspYoxfX191K5dW9WxVHqurq6IiIhAWlpakWlPRRkbG8Pd3R0JCQnYv3+/QsdKJBIcPnxYumYMeFvcmJqaon79+gDeXmlYvXp1meP27NmD/Px8uc+jo6ODN2/eKBQb8HaqMDQ0FFevXoWNjU2xbeSNr3B08s2bN9DT05Nud3V1xZEjR6Crq1vidCQRKW7evHkQiUQICwuTeeKKtrY2pk+fjm+++UbA6FDs9ClRRadUMdavXz8cP34cI0aMUHU8lZqDgwMGDBiAgIAAjBkzBra2ttDW1sbjx49x7tw5jBo1Cm3atCnxeG9vb4jFYlhbW8PQ0BC3bt3CgQMHpOuc5KWvr48VK1YgIyMDjRs3xsGDB3HmzBl899130NJ6+5G7uroiPDwcq1atQps2bfDXX39h8+bNCk05N23aFDExMTh06BAsLCxQvXp1NGnSpMzjxowZg3379sHLyws+Pj5o0aIFXrx4gdjYWMyYMQPm5uZyx9esWTMAwNq1a9GpUydoaGjAxsYG/fv3R0xMDMaNG4exY8eiZcuWKCgoQFJSEk6dOoVvvvlGWpgSkfw0NDQwf/58+Pj4YPfu3UhJSYGpqSnc3d054kykJKWKsaFDh+Krr77ClClT8Pnnn6N+/foy9+MqZGlpWe4AK5ulS5di69at2LlzJ9auXQtNTU3Uq1cPzs7OsLCwKPVYBwcHHDlyBNu2bUNWVhbMzc3h4eGBKVOmKBSDvr4+fvrpJyxatAg3b96EiYkJZs2aBU9PT2kbX19fZGZmYsuWLYiIiICNjQ1+/vlnhZ4t6uPjg6SkJHz11VfIysqS+z5jBgYG2Lp1K4KDg/HLL78gLS0NxsbGcHBwkI6GyRvfp59+Cg8PD0RFRSE0NBQSiQT//PMPtLS0sG7dOqxduxa7d+9GcHAw9PT0UL9+fXTq1KnIGkEiUoyZmZlgi/RLU/jYundnBogqOpGkpMshS9GiRQuIRCJIJJJS78zPxyFRZVSRrsJRhYp2ZdHHVJVzB6pm/oVXU/r7+1e53N9VFT/7QhUt9w92NSUfj0RERESkGkoVY+r8eKSKSiKRlLm4vnA9mJDevadXcTQ1NVnIExERvUP4n94kl927d2POnDmltil8JqOQSrqvV6HFixdj8ODBHykaIiKiiq9cxVheXh4SExPx4sWLYu/E3759+/J0T+9wc3PDzp07hQ6jTGXFWNZFDERERFWN0sVYSEgINmzYgKysrBLbcAG/6hgbG1eKZ22VdN8wIqKPgffApMpIqWJs48aNWLVqFdzd3eHk5IRZs2bhiy++QI0aNRAZGQk9PT188cUXqo6ViIioVP369RM6BCKFKfVI9+3bt8PNzQ2LFy+Gq6srgLdrhTw9PbFr1y68evVK+sBYIiIiIiqZUsXYw4cP4eLiAgDSm73m5uYCAPT09ODu7o5du3apKEQiIiL5XLt2DdeuXRM6DCKFKFWMVatWDQUFBQCA6tWrQ1NTE8+ePZPuNzIyQkpKimoiJCIiklN8fDzi4+OFDoNIIUoVYw0bNkRiYiKAtyNjVlZWOHr0KIC398P67bffULduXdVFSURERKSmlCrGOnXqhMOHD0unJseOHYvY2Fj06NEDn376Kc6ePYtRo0apNFAiIiIidaTU1ZTe3t4YOXKk9I7vAwcOhI6ODg4cOAANDQ34+flhwIABKg2UiIiISB0pXIzl5ubizp07MDIyknmsTe/evdG7d2+VBkdERESk7pSaphwyZAgOHz6s6liIiIjKRSQS8fm3VOkoPDKmra0NU1PTDxELERFRuYwZM0boEIgUptTI2MCBA7F3717pAn4iIiIiUo5SC/jbtGmDEydOYPDgwfDw8IClpSV0dXWLtHN2di53gERERPJKTk4GgErxLF+iQkoVY5MnT5b+//fff19kfl4ikUAkEvFB4URE9FEdOnQIANCiRQuBIyGSn1LF2OLFi1UdBxEREVGVpFQx5u7uruo4iIiIiKokpRbwExEREZFqsBgjIiIiEhCLMSIiIiIBKbVmjIiIqCLq37+/0CEQKYzFGBERqY1atWoJHQKRwliMERGR2sjLyxM6BCKFcc0YERGpjaioKERFRQkdBpFCWIwRERERCYjFGBEREZGAWIwRERERCYjFGBEREZGAWIwRERERCYi3tiAiIrXRoUMHoUMgUhiLMSIiUhtWVlZCh0CkME5TEhEREQmIxRgREamNPXv2YM+ePUKHQaQQTlMSEZHaSE9PFzoEIoVxZIyIiIhIQCzGiIiIiATEYoyIiIhIQCzGiIiIiATEBfxERKQ2xGKx0CEQKYzFGBERqQ1nZ2ehQyBSGKcpiYiIiATEYoyIiNTGmTNncObMGaHDIFIIpymJiEht3LlzR+gQiBTGkTEiIiIiAbEYIyIiIhIQizEiIiIiAbEYIyIiIhIQF/ATEZHaqFWrltAhECmMxRgREamN/v37Cx0CkcI4TUlEREQkIBZjRESkNq5fv47r168LHQaRQliMERGR2rhw4QIuXLggdBhECmExRkRERCQgFmNEREREAmIxRkRERCQgFmNEREREAmIxRkRERCQg3vSViIjUxtixY4UOgUhhHBkjIiIiEhBHxoiISG0kJycDAIyNjQWOhEh+HBmrBOLi4iAWi3H69GmV9ZmSkgJfX184OjpCLBYjJCREZX0XJykpCWKxGFu3bv2g53lfQkICPv/8c9ja2sLZ2Rnz5s3Dy5cvP2oMRIp4+vQpwsPDsWjRIoSHh+Pp06dCh1SpHDp0CIcOHRI6DCKFcGSsigoJCUFcXByWLFkCU1NT1KlTR+iQVO7WrVsYO3YsHBwcEBYWhpSUFPzwww+4e/cuNm3aBJFIJHSIRFIFBQVYsGABVq9ejdzcXOn2efPmwcfHB/PmzYOGBn9/JlJHLMaqqNu3b6NFixbo0aPHBz9XTk7OBz9HcYKDg1GrVi2EhoZCR0cHwNupi0mTJiE2NhZubm6CxEVUnAULFiA4OBjNmjVDYGAg7OzskJCQgKCgIAQHB0MkEmH+/PlCh0lEHwB/zRJYSEgIxGIxEhMT4e3tDXt7e7i5uSE4OBj5+fkybbOzs7Fo0SI4OjrC0dERgYGBSE9Pl2mTn5+PtWvXok+fPrC2tkaHDh0wf/58ZGZmAvi/6cJLly7h4sWLEIvFEIvFSEpKQn5+PkJDQ/Hpp5/CxsYGDg4OGDp0KI4fPy53PrNnz0bHjh1x5coVfPbZZ7C1tcUPP/wg3V9QUICQkBC4uLigbdu2mDRpEh4/fizTR15eHkJDQ9G9e3dYW1ujc+fOWLJkCV6/fi13HLm5uTh16hR69eolLcQAwNXVFSYmJjh27JjcfRF9aMnJyVi9ejWaNWuG+Ph4eHt7w8nJCd7e3oiPj0ezZs0QFhbGKUsiNcWRsQrCz88P7u7uGD16NE6cOIFVq1ahbt26GDZsmLTN4sWL0blzZwQFBeHevXtYtmwZNDQ0ZIqdWbNm4ejRo/Dy8kK7du3w8OFDrFy5Erdu3UJUVBTMzMwQHR2NuXPnQltbW/qbtpmZGSIiIrB27VrMmDEDLVu2RFZWFm7evFmk4CvLq1ev4O/vj3HjxmH69OnQ09OT7lu3bh1sbW3x/fffIzU1FUuWLMHMmTOxefNmaZu5c+di7969mDhxIhwcHHDt2jWEhobi33//xbp16+SaXnzw4AGys7PRvHlzme0ikQjNmjXD7du3FcpJGfb29h/8HPLQ0NBAQUGB0GEIorLk/uLFC+Tm5iIwMBBGRkYy+4yMjBAQEABfX184OzujZs2acvdbWfJXpaFDhwIAmjRpUuVyL3T58mWhQyAFsRirIMaMGQMPDw8AQIcOHfDHH3/g0KFDMsWYvb29tHhycXFBYmIitm/fjmXLlkEkEuHixYvYt28fFi1aJHOchYUFvLy8cOrUKbi5ucHOzg76+vrQ1dWFnZ2dtN3ly5fRsWNHmfv0dOnSReFcXr9+ja+++grdu3eXbktKSgLwtuhbsWKFdHtqaiqWLVuG5ORkmJub4/bt29i9ezd8fX0xffp0AEDHjh1Rs2ZNzJ8/H2fPnkWnTp3KjCEjIwMAYGhoWGSfkZER/v333xKPNTQ0VMnanIq0vqcixfKxVYbcC4uGd/89vqtwe0FBgcL5VIb8P5SqmnvhlaRV+YrSypY7i7EKonPnzjKvrayscP36dZlt7xdGVlZWyM3NxbNnz2BqaoozZ85AS0sLvXv3Rl5enrSdg4MDdHR0EB8fX+o6KRsbG4SHhyMoKAidO3eGjY0NdHV1Fc5FU1OzxCKuuBwA4L///oO5uTkuXLgAAOjfv79Mu4EDB2L+/PmIi4uTqxiTSCQAoNQi/cJCrrwuXbqkkn7Ky9jYGGlpaUKHIYjKknt4eDjmzJmDhIQEODk5FdmfkJAA4O0ygMmTJ8vdb2XJX5WeP38OAPjxxx+rXO6F0tLSquRnX6ii5S5PYchirIJ4f2pCR0enyML390d5CtdCZWdnA3j7JZSXl4e2bdsWe46yphsnT54MXV1d7N27FxEREdDT04ObmxtmzZql0NWWRkZG0NIq/q9WWTkUxmhqairTrlq1ajAwMJB7yrTw/SyufXp6epH3m0hIgwYNwrx58xAUFARPT0+Zv5/p6ekICgqCtrY23N3dhQuykqhVq5bQIRApjMWYGjEyMoK2tja2bNlS7IhQWdW5trY2Jk6ciIkTJyItLQ2xsbFYtmwZ/P39Fbo/WHluGVH4QyglJQUGBgbS7W/evMHLly/lLqIaNGgAXV3dYteG3blzh1dSUoVibm4OHx8fBAcHo3379ggICJC5mvLOnTuYPn06zMzMhA61wnt3VoCosmAxpkZcXV0RERGBtLS0ItOeijI2Noa7uzsSEhKwf/9+FUVYNkdHRwDAvn37pGvGAGDv3r0y+8uira0NV1dXHD58GNOmTZOOwJ0+fRrPnz9Ht27dVBw5UfnMmzcPIpEIYWFh8PX1lW7X1tbG9OnT8c033wgYXeURFRUFAPD39xc4EiL5sRhTIw4ODhgwYAACAgIwZswY2NraQltbG48fP8a5c+cwatQotGnTpsTjvb29IRaLYW1tDUNDQ9y6dQsHDhyQa42WqjRt2hSDBw9GeHg4CgoK4ODggBs3biA4OBgdO3aEi4uL3H35+fnBw8MD06ZNw+jRo6U3fW3Xrh1HxqjC0dDQwPz58+Hj44Pdu3cjJSUFpqamcHd354gYkZpjMaZmli5diq1bt2Lnzp1Yu3YtNDU1Ua9ePTg7O8PCwqLUYx0cHHDkyBFs27YNWVlZMDc3h4eHB6ZMmfKRon9r4cKFqF+/Pnbv3o1169bBxMQEn332GWbMmKHQFKhYLMYvv/yCH3/8Ed7e3qhWrRp69OiBL7/8knffpwrLzMxMoUX6RFT5iSSFl50REQBUqKtwVKGiXVn0MVXl3IGqmf+GDRsAvJ2mrGq5v6sqfvaFKlru8lxNWTVvwkJERERUQXCakuQikUiKPJ7pfSXdzkLVCgoKSr2ztkgkgqam5keJhYiIqLxYjJFcdu/ejTlz5pTa5p9//vkosXz11VfYvXt3ifsdHBwQGRn5UWIhooqlQ4cOQodApDAWYyQXNzc37Ny5U+gwAABTp07FiBEjStxfvXr1jxgNEVUkhU/1IKpMWIyRXIyNjSvMs74sLCzKvDKUiIiosuACfiIiUht79uzBnj17hA6DSCEcGSMiIrUh7/NriSoSjowRERERCYjFGBEREZGAWIwRERERCYjFGBEREZGAuICfiIjUBu8zRpURizEiIlIbvAM/VUacpiQiIiISEIsxIiJSG2fPnsXZs2eFDoNIIZymJCIitXH79m2hQyBSGEfGiIiIiATEYoyIiIhIQCzGiIiIiATEYoyIiIhIQFzAT0REaqNWrVpCh0CkMBZjRESkNvr37y90CEQK4zQlERERkYBYjBERkdq4ceMGbty4IXQYRAphMUZERGojLi4OcXFxQodBpBAWY0REREQCYjFGREREJCAWY0REREQCYjFGREREJCAWY0REREQCEkkkEonQQRARERFVVRwZIyIiIhIQizEiIiIiAbEYIyIiIhIQizEiIiIiAbEYIyIiIhKQltABEJH8Zs+ejd27dxfZ3rNnTwQHB0tfHzt2DBs2bEBiYiJevHgBExMTtGnTBlOnTkWzZs1kjn3w4AF++uknxMfHIyMjA/Xq1cOgQYMwfvx4aGtry7TdtWsX1q1bh4cPH8LMzAyfffYZvLy8IBKJPkzC7/kQ+QPA1atXsWrVKly6dAnZ2dmoX78+Ro0ahc8//1ymnZD5f6jcC4WGhiIkJAS2trbYvn17kf3q9tmfP38ee/bsweXLl5GcnIxatWqhffv2mDZtGurXr1/kPOr22efk5CAkJAR79uxBeno6mjdvDj8/P7i5uRU5T2X57Hfs2IHjx4/jxo0bSE9PR7169dCzZ09MnDgR1atXlzm2on3vsRgjqmSMjIwQHh5eZNu7MjIyYGdnh9GjR8PIyAiPHz/Gzz//DA8PD+zduxcWFhYAgJcvX2LMmDHQ0tJCYGAgzM3NER8fj5UrVyIlJQVz586V9rlr1y589dVXGD9+PLp06YKEhASsWLECWVlZmDZt2gfP+91cVZU/AJw+fRq+vr7o1asXfvjhB+jq6uLu3bvIy8uT6bMi5K/q3AslJiYiIiICtWrVKva8FSF3QLX5b926FS9fvsSECRPQqFEj/PfffwgLC8PgwYOxe/du1KtXT9pnRchf1Z/9N998g6NHj2LmzJlo3Lgxdu/eDV9fX/zyyy9wdnaWtqsIuQPy5R8SEgJnZ2fMmjULtWrVwvXr1xEaGorz589jy5Yt0NTUBFBBv/ckRFRpzJo1S9KhQweljr19+7bEyspKEh4eLt127NgxiZWVleT333+XaTtz5kxJ+/btpa9zc3Mlzs7OkoCAAJl2y5Ytk1hbW0ueP3+uVEyKUnX+mZmZEmdnZ8mCBQtKPbYi5K/q3AsVFBRIRo4cKZk3b55k5MiRkmHDhsnsrwi5SySqz7+4uJOSkiRisViyfPly6baKkL+qc79x44bEyspKEh0dLd1WUFAgGTZsmMTd3V26rSLkLpHIn39x8ezevVtiZWUlOXv2rHRbRfze45oxoirCxMQEAGSG4HNzcwEABgYGMm0NDAyQn58vfZ2QkIDnz59jwIABMu0GDRqEnJwcnDlz5kOFrTLF5X/48GE8f/4cXl5epR5b2fMvLvdCO3fuRGJiIgIDA4s9trLnDhSff+G2d9WvXx/GxsZ48uSJdFtlz7+43E+cOAFNTU306dNHuk0kEmHgwIG4du2aNP/Klntxn6m1tTUAyHymFfF7j8UYUSWTnp4OJycnfPLJJ+jevTtCQkKQk5NTbNv8/Hzk5OTg3r17mD9/PkxNTdG/f3/pfldXV1hYWODHH39EYmIiMjMzcerUKezZswfjxo2Ttrt16xYAwMrKSqb/Jk2aQEtLC7dv3/4AmRZPlflfvHgRRkZGuH37NgYMGICWLVvCxcUFS5culemzouSvytwB4NmzZ/jhhx8wa9Ys1KxZs9h+KkrugOrzf9/t27eRmpoqs76qouSvytxv3bqFevXqoUaNGjLHNW/eXLr/3f8KnTugWP7viouLA/B/uQEV83uPa8aIKpEWLVrgk08+gZWVFXJzc3H69GmsXr0a165dw5o1a4q079u3L+7evQsAaNSoETZu3IjatWtL9+vr62Pr1q2YNm0aevfuLd0+adIkTJ06Vfo6IyMDAIr8wNbU1ESNGjWk+z80Vef/9OlTvH79Gv7+/vD29kbr1q1x6dIlhIWF4cmTJ1ixYgWAipG/qnMHgEWLFqFly5ZFfvN/V0XIHfgw+b8rNzcXc+fOhYmJCYYNGybdXhHyV3XuGRkZxRbfhoaG0v3v/reyffaFHj9+jODgYDg5OaF169bS7RXxe4/FGJFAfv/9d5nfwkpSv359nDhxAgAwduxYmX2urq4wNTXF8uXLcfHiRbRr105mf0hICLKysvDo0SNs2rQJY8aMwcaNG9G0aVMAwIsXLzBt2jTk5eXhp59+gomJCS5cuIDw8HDo6upKv5gk//8Rtqq8eqgi5C+RSJCdnY3p06dLpyodHR2Rn5+P0NBQTJ8+HY0aNVJ5/hUh91OnTuH48ePYu3dvqTGo62f/LolEgrlz5+Lvv/9GeHi4zMJwdfzsJRKJXPlU1s8eeFtITZ48Gbq6uli6dKnMPiG/90rCYoxIIFZWVli+fHmZ7apVq1bq/v79+2P58uVISEgo8qVUODRva2uLrl27olevXggKCkJYWBgAICIiAv/88w9Onjwp/QHk4OAAAAgLC8OwYcNgbm4u3ZeRkQF9fX1p//n5+cjMzJT+Rq2IipB/YV6dOnWSOc7FxQWhoaG4fv06GjVqpPL8hc49NzcX3333HUaMGIFatWrhxYsXAIC8vDzk5+fjxYsX0NPTg46Ojtp+9u9asGAB9u7di6CgIHTs2FFmn7p99sDbnB4+fFikz8KRnsKcKutnn5mZiYkTJyIlJQWbN29GnTp1ZPYL+b1XEhZjRAKpXbs2+vbtW+5+5P3tTU9PD1ZWVtLpCwC4fv06LCwsilwibm1tjfz8fNy7dw/m5uYya0nq1q0rbVd4C4jS7l9VkoqQv5WVFQ4cOCDt4/0+NTTeLqtVdf5C5/769Ws8evQI69evx/r164u0b9++PQIDAzFp0iS1/ewLLVmyBFu3bsWiRYtkFrQXUrfPHgCaNWuGI0eO4NWrVzL33ypcI1WYc2X87F+/fo3JkycjMTERmzZtKnYkVMjvvZJwAT9RJffrr78CePtbcGkyMzNx/fp1NGzYULrN1NQUSUlJSEtLk2l75coVAIC5uTkAwM7ODiYmJkWmtPbs2QMdHZ0iI0sfU3ny79atG0QiEU6dOiXT9vTp0xCJRNIrsSpq/srmrq+vj02bNhX506JFCzRt2hSbNm1Cv379AFTc3IHyffYAsGLFCqxfvx5ff/01hg4dWuyxFTX/8v69z8/Px8GDB6XbJBIJ9u3bh1atWklHkipq7kDx+WdnZ8PHxwfXr19HREQEWrZsWeyxFfF7jyNjRJXEo0ePMGvWLPTt2xeWlpbIy8tDbGwstm/fjk8//VRmqH7cuHFwcHBA8+bNYWBggAcPHiAqKgovXryAj4+PtJ2npyf27dsHLy8vTJgwAcbGxrhw4QIiIiLQuXNnNGrUCACgpaWFgIAAzJ07F+bm5ujcuTMSEhKwfv16TJw4sdhLyitD/s2bN8fQoUMRGhoKiUQCGxsb/Pnnn1i7di08PDykN8kUOn9V566lpQVHR8ci56lZsyays7Nl9gmd+4fIHwDWrl2LNWvWoE+fPrCxsUFCQoJ0X40aNaSjHkLn/yFyb9GiBfr374/FixcjLy8PjRs3xp49e3DlyhVERERI2wmdu6L5+/n54fz58wgMDIRIJJL5TOvUqSMtMivi955I8v74PBFVSBkZGfjqq69w48YNPHv2DBKJBI0aNcLAgQMxduxYaGn93+9WwcHBOHHiBJKSkvD69WsYGxujXbt28Pb2RosWLWT6TUhIQFhYGK5fv46XL1+ifv366NOnD7y8vIqs29ixYwd++eUX6WNBPD09MWHCBOl0XmXMPzc3F2vWrMHu3bvx9OlTmJubY8iQIZg8ebL0jt1C5/+hcn/fqFGjkJ2dXezjkNTtsx81ahQuXLhQ7PkcHBwQGRkps03dPvvs7GwEBwfj119/RUZGBpo2bQo/Pz9069atSAyV5bMXi8Ul9jN16lT4+flJX1e07z0WY0REREQC4poxIiIiIgGxGCMiIiISEIsxIiIiIgGxGCMiIiISEIsxIiIiIgGxGCMiIiISEIsxIiIiIgGxGCMiIiISEIsxIiKBhISElHrXcGXFxcVBLBYjLi5OoeNGjRqFUaNGqTweReTl5aFnz55YuXKldJuy+Shjzpw5+Oyzzz74eYjexWKMiIgqjOjoaKSkpGDs2LGCnN/HxwdXrlzBsWPHBDk/VU0sxoiIqEIoKCjA2rVr0b9/fxgZGQkSQ4MGDdCpUyf8/PPPgpyfqiYWY0REVCGcOXMGjx8/xoABAwSNo2/fvrhy5Qr++ecfQeOgqoPFGBGRir1+/RrBwcHo2bMnrK2t4ezsjC+//BJPnjwp89hRo0bB1dUV9+7dg5eXF+zt7eHo6IjvvvsOWVlZRdrHxcVh2LBhaN26NVxdXbFixQrk5eWpLBeJRILIyEj0798fNjY2cHR0xIwZM3D//v0ibTMzM7F48WK4ubnB2toabm5uWLJkCTIzM+U612+//Ybq1avD3t5ervb37t3D9OnT4ejoCBsbG/Tv3x+bN28utu3+/fvRt29f2NjYoFu3bvjll1+wa9cuiMViJCUlybR1cXGRxkP0MWgJHQARkTrJycnBuHHjcOPGDQwdOhRWVlZ4/PgxtmzZggsXLiAmJgYmJial9pGdnY1x48ahXbt2+OKLL5CQkIAtW7YgKSkJERER0nZ//vknvLy8UKtWLXh7e0NXVxcxMTE4ffq0yvL5/vvvERkZCScnJ3h4eCAlJQWRkZE4f/48du3aBQsLC2neY8eOxdWrVzF48GBYW1vj77//xvr163H58mVERUVBW1u71HNdvHgRrVq1goZG2eMEDx48wPDhw5Gbm4uRI0fC1NQUv/32GxYsWICHDx9i9uzZ0rZ79+7FzJkzYWVlhRkzZiAnJwdRUVEwNDQstm8TExNYWlri0qVLCrxTRMpjMUZEpEKbNm3C1atXERUVJTPC06tXLwwZMgTr169HYGBgqX2kp6dj6NChmDlzJgBgxIgRqFWrFtavX49Tp06hc+fOAIAlS5ZAW1sb0dHRqFOnDgBg+PDhKpvmu337NiIjI9GlSxesXr1aWiR17doVnp6eWL58OZYvXw4A2LlzJ65evYrAwEBMmjRJ2kfjxo0RFBSEXbt2wdPTs8Rz5efn4969e2jTpo1csS1fvhwZGRnYtm0b7OzsALx9n7y9vbFhwwYMGzYMTZs2RV5eHpYtWwYLCwts27YN1atXBwB4eHigZ8+eJfZvaWmJ27dvyxULUXlxmpKISIUOHDiAVq1aoWHDhkhNTZX+MTc3R8OGDfH777/L1c+YMWNkXo8bNw4AcPLkSQDA8+fPceXKFfTt21daiAFAjRo1Si16FHHixAkAwMSJE2VGq+zs7ODg4ICTJ0+ioKBA2lZfXx+jR4+W6WP06NGoVq0ajh8/Xuq50tPTIZFIShyteld+fj5OnToFR0dHaSEGABoaGpg4cSIkEok09r///hspKSnw8PCQFmIAUKtWLfTv37/EcxgZGSEtLa3MWIhUgSNjREQqlJiYiDdv3sDZ2bnY/fXq1Suzj+rVq8PMzExmm7m5OapXry5d3/Tw4UMAQJMmTYocX9w2ZRSeq2nTpkX2NWvWDHFxcUhNTUXt2rWRlJQECwsL6OnpybTT09ODhYVFkXVZ5ZGamoqsrCw0a9asyL7CWAvP9+jRIwBvR+je16hRoxLPUVhkEn0MLMaIiFSooKAA9vb2mDZtWrH7dXR0yuxDJBIVu10ikRT5/5Lafizynr+sdkZGRhCJRMjIyFBFWNLzvfueKeLFixcwNjZWSSxEZWExRkSkQo0aNUJ6ejo6dOigdB+ZmZl4+vSpzOhYcnIysrKypAvmLS0tAQB37twpcnxiYqLS535X4bnu3LmDdu3ayey7c+cO9PX1pQWLhYUFLl26hOzsbOjq6krbZWdn49GjR2jfvn2p59LU1ESjRo2kI36lMTExgb6+frFrugpzL4y98L93794t0vbevXslnuPBgwfFjrwRfQhcM0ZEpEL9+vXD3bt3ERMTU2SfRCJBamqqXP1s3LhR5vX69esBAG5ubgCA2rVro3Xr1jhw4IDMLTMyMzOxbds2ZcOX0a1bNwDA2rVrZabt/vrrL8TFxaFr167StWTdunVDVlYWoqKiZPqIjIxEVlaWtK/StGvXDn///XeZU4Sampro0qUL4uLi8Ndff0m3F940ViQSSd8na2trmJqaYvv27Xj16pW07fPnz7Fv375i+09NTUVSUhLatm1bZsxEqsCRMSIiFRo3bhxOnz6NOXPmIDY2Fm3btoWWlhaSkpJw4sQJ9OrVC/7+/qX2YWhoiAMHDiAlJQW2trZISEjA3r174eLiIr2SEgBmzZqFsWPHYvjw4fD09ISOjg5iYmJgaGgoXStVHk2bNsWoUaMQGRmJ8ePHo1u3bnj27BkiIyNhaGgok8eQIUOwa9cu/PDDD7hz54701hYxMTGws7PD4MGDyzxfjx49sGPHDvz5559FRuLe5+/vj3PnzmHs2LEYNWoUateujePHj+P8+fMYN26cdO2YlpYWvvjiC8yaNQuenp5wd3dHTk4Otm/fjgYNGuDatWtFplALbw3So0cPRd8yIqWwGCMiUiEdHR2sX78eGzZswP79+xEbGwstLS3UqVMHHTt2RN++fcvsQ09PDxs2bMDChQvx448/QkdHB56envjyyy9l2rVr1w4REREICgpCWFgYjIyMMHjwYDg4OGD8+PEqyefrr79Gw4YNER0djaVLl6J69ero1KkTAgICpFOAhXlv2LABwcHBOHLkCH799VfUrl0bY8aMgZ+fX5n3GAOATp06oX79+ti3b1+ZxViDBg0QHR2NFStWYNu2bXj16hUaNWqEb775BiNGjJBpO2jQIIhEIoSHh2P58uWoU6cORo8eDU1NTVy7dq3IRQcHDx6Era3tB3mIO1FxRBJlVzcSEZHKjRo1Cvfv31fpjVsrky1btuDHH3/EiRMnPvjzKRcuXIidO3fizz//hKamJoC3a8V69eqF4OBgdO/e/YOen6gQ14wREVGF4eHhAVNTU+kaOVXIyckpsg7t6dOn2LNnDxwcHKSFGACsWbMGrVu3ZiFGHxWnKYmI1FhOTk6Zt4vQ1tb+4KNQ8tLS0sKRI0dU2uc///yDL774Ar1790a9evXw6NEj7NixAzk5OfDz85Np+7///U+l5yaSB4sxIiI1dvny5SJ3xX+fg4MDIiMjP1JEH5+ZmRnEYjF27dqFtLQ06Orqws7ODn5+fmjdurXQ4RFxzRgRkTrLyMjAtWvXSm1Ts2ZNWFtbf6SIiOh9LMaIiIiIBMQF/EREREQCYjFGREREJCAWY0REREQCYjFGREREJCAWY0REREQCYjFGREREJCAWY0REREQC+n+xk2mQZEH8eAAAAABJRU5ErkJggg==",
    +      "text/plain": [
    +       "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "compare_df = az.compare(\n", + " {\n", + " \"nhefs_binary_linear\": idata_nhefs,\n", + " \"nhefs_bart_cate\": idata_nhefs_cate,\n", + " \"nhefs_rho_0\": idata_nhefs_0_rho,\n", + " \"nhefs_s_s\": idata_nhefs_s_s,\n", + " },\n", + " var_name=\"likelihood_outcome\",\n", + ")\n", + "\n", + "az.plot_compare(compare_df);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The parameters are well identified across all model specifications. " ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -5436,105 +5336,185 @@ " \n", " \n", " \n", - " rank\n", - " elpd_loo\n", - " p_loo\n", - " elpd_diff\n", - " weight\n", - " se\n", - " dse\n", - " warning\n", - " scale\n", + " \n", + " mean\n", + " sd\n", + " hdi_3%\n", + " hdi_97%\n", + " mcse_mean\n", + " mcse_sd\n", + " ess_bulk\n", + " ess_tail\n", + " r_hat\n", " \n", " \n", " \n", " \n", - " nhefs_binary_linear\n", - " 0\n", - " -5320.434748\n", - " 696.912206\n", - " 0.00000\n", - " 8.547640e-01\n", - " 45.831870\n", - " 0.000000\n", - " True\n", - " log\n", + " nhefs_binary_linear\n", + " alpha\n", + " 6.819\n", + " 0.421\n", + " 6.022\n", + " 7.577\n", + " 0.012\n", + " 0.006\n", + " 1324.0\n", + " 2339.0\n", + " 1.01\n", + " \n", + " \n", + " rho\n", + " -0.175\n", + " 0.025\n", + " -0.220\n", + " -0.127\n", + " 0.001\n", + " 0.000\n", + " 931.0\n", + " 2193.0\n", + " 1.01\n", + " \n", + " \n", + " nhefs_bart_cate\n", + " alpha\n", + " 8.468\n", + " 0.574\n", + " 7.395\n", + " 9.554\n", + " 0.024\n", + " 0.014\n", + " 593.0\n", + " 970.0\n", + " 1.00\n", + " \n", + " \n", + " rho\n", + " -0.235\n", + " 0.040\n", + " -0.311\n", + " -0.162\n", + " 0.002\n", + " 0.001\n", + " 463.0\n", + " 812.0\n", + " 1.00\n", + " \n", + " \n", + " nhefs_rho_0\n", + " alpha\n", + " 5.170\n", + " 0.372\n", + " 4.479\n", + " 5.881\n", + " 0.007\n", + " 0.005\n", + " 2808.0\n", + " 2768.0\n", + " 1.00\n", + " \n", + " \n", + " rho\n", + " -0.000\n", + " 0.001\n", + " -0.002\n", + " 0.002\n", + " 0.000\n", + " 0.000\n", + " 7234.0\n", + " 2770.0\n", + " 1.00\n", " \n", " \n", - " nhefs_bart_cate\n", - " 1\n", - " -5330.672359\n", - " 685.948911\n", - " 10.23761\n", - " 2.359511e-14\n", - " 45.969197\n", - " 4.569969\n", - " True\n", - " log\n", + " nhefs_slate_slab\n", + " alpha\n", + " 6.683\n", + " 0.426\n", + " 5.832\n", + " 7.440\n", + " 0.014\n", + " 0.007\n", + " 994.0\n", + " 1915.0\n", + " 1.00\n", " \n", " \n", - " nhefs_rho_0\n", - " 2\n", - " -5345.348468\n", - " 737.176657\n", - " 24.91372\n", - " 1.452360e-01\n", - " 45.236112\n", - " 8.490733\n", - " True\n", - " log\n", + " rho\n", + " -0.170\n", + " 0.025\n", + " -0.216\n", + " -0.123\n", + " 0.001\n", + " 0.000\n", + " 772.0\n", + " 1334.0\n", + " 1.00\n", " \n", " \n", "\n", "" ], "text/plain": [ - " rank elpd_loo p_loo elpd_diff weight \\\n", - "nhefs_binary_linear 0 -5320.434748 696.912206 0.00000 8.547640e-01 \n", - "nhefs_bart_cate 1 -5330.672359 685.948911 10.23761 2.359511e-14 \n", - "nhefs_rho_0 2 -5345.348468 737.176657 24.91372 1.452360e-01 \n", + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", + "nhefs_binary_linear alpha 6.819 0.421 6.022 7.577 0.012 0.006 \n", + " rho -0.175 0.025 -0.220 -0.127 0.001 0.000 \n", + "nhefs_bart_cate alpha 8.468 0.574 7.395 9.554 0.024 0.014 \n", + " rho -0.235 0.040 -0.311 -0.162 0.002 0.001 \n", + "nhefs_rho_0 alpha 5.170 0.372 4.479 5.881 0.007 0.005 \n", + " rho -0.000 0.001 -0.002 0.002 0.000 0.000 \n", + "nhefs_slate_slab alpha 6.683 0.426 5.832 7.440 0.014 0.007 \n", + " rho -0.170 0.025 -0.216 -0.123 0.001 0.000 \n", "\n", - " se dse warning scale \n", - "nhefs_binary_linear 45.831870 0.000000 True log \n", - "nhefs_bart_cate 45.969197 4.569969 True log \n", - "nhefs_rho_0 45.236112 8.490733 True log " + " ess_bulk ess_tail r_hat \n", + "nhefs_binary_linear alpha 1324.0 2339.0 1.01 \n", + " rho 931.0 2193.0 1.01 \n", + "nhefs_bart_cate alpha 593.0 970.0 1.00 \n", + " rho 463.0 812.0 1.00 \n", + "nhefs_rho_0 alpha 2808.0 2768.0 1.00 \n", + " rho 7234.0 2770.0 1.00 \n", + "nhefs_slate_slab alpha 994.0 1915.0 1.00 \n", + " rho 772.0 1334.0 1.00 " ] }, - "execution_count": 47, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "compare_df = az.compare(\n", + "pd.concat(\n", " {\n", - " \"nhefs_binary_linear\": idata_nhefs,\n", - " \"nhefs_bart_cate\": idata_nhefs_cate,\n", - " \"nhefs_rho_0\": idata_nhefs_0_rho,\n", - " },\n", - " var_name=\"likelihood_outcome\",\n", - ")\n", - "\n", - "compare_df" + " \"nhefs_binary_linear\": az.summary(idata_nhefs, var_names=[\"alpha\", \"rho\"]),\n", + " \"nhefs_bart_cate\": az.summary(idata_nhefs_cate, var_names=[\"alpha\", \"rho\"]),\n", + " \"nhefs_rho_0\": az.summary(idata_nhefs_0_rho, var_names=[\"alpha\", \"rho\"]),\n", + " \"nhefs_slate_slab\": az.summary(idata_nhefs_s_s, var_names=[\"alpha\", \"rho\"]),\n", + " }\n", + ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We can also assess the Bayes factor i.e. the comparison of each model under a particular null hypothesis. Here we compare each model to the null of the OLS estimate. " + "resulting in a treatment effect estimate greater than the baseline OLS assumption. We can also assess the Bayes factor i.e. the comparison of each model under a particular null hypothesis. Here we compare each model to the null of the OLS estimate. " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "arviz - WARNING - The reference value is outside of the posterior. This translate into infinite support for H1, which is most likely an overstatement.\n" + ] + }, { "data": { - "image/png": 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", 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", 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    " + "
    " ] }, "metadata": {}, @@ -5542,7 +5522,7 @@ } ], "source": [ - "fig, axs = plt.subplots(1, 3, figsize=(20, 6))\n", + "fig, axs = plt.subplots(2, 2, figsize=(20, 6))\n", "axs = axs.flatten()\n", "\n", "feature_str = \" + \".join(features)\n", @@ -5556,16 +5536,18 @@ "az.plot_bf(idata_nhefs, var_name=\"alpha\", ref_val=ols_est, ax=axs[0])\n", "az.plot_bf(idata_nhefs_cate, var_name=\"alpha\", ref_val=ols_est, ax=axs[1])\n", "az.plot_bf(idata_nhefs_0_rho, var_name=\"alpha\", ref_val=ols_est, ax=axs[2])\n", + "az.plot_bf(idata_nhefs_s_s, var_name=\"alpha\", ref_val=ols_est, ax=axs[3])\n", "axs[0].set_xlabel(\"\"\" alpha \\n Linear Model \"\"\")\n", "axs[1].set_xlabel(\"\"\" alpha \\n BART CATE Model \"\"\")\n", - "axs[2].set_xlabel(\"\"\" alpha \\n Rho at 0 Model \"\"\");" + "axs[2].set_xlabel(\"\"\" alpha \\n Rho at 0 Model \"\"\")\n", + "axs[3].set_xlabel(\"\"\" alpha \\n Linear Spike and Slab \"\"\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The results all indicate a positive effect on weight due to the quitting smoking. They vary slightly in the attributed effect but, interestingly even if we try to zero out the correlation between treatment and outcome the model still implies a higher effect than observed in the simpler regression model. The Bayes factor plots repor that the alternative hypothesis $\\alpha \\neq 3$ is between 5 and 12 times more likely than the null hypothesis of $\\alpha = 3$. They also indicate the effect of Bayesian updating by the extent in which the posterior has transformed from the prior in each plot. \n", + "The results all indicate a positive effect on weight due to the quitting smoking. They vary slightly in the attributed effect but, interestingly even if we try to zero out the correlation between treatment and outcome the model still implies a higher effect than observed in the simpler regression model. The Bayes factor plots report that the alternative hypothesis $\\alpha \\neq 3.3$ is between 5 and 40 times more likely than the null hypothesis of $\\alpha = 3.3$. They also indicate the effect of Bayesian updating by the extent in which the posterior has transformed from the prior in each plot. Interestingly, these array of results suggests the treatment estimate is sensitive to the endogeneity correction. Allowing $\\rho \\neq 0$ increases the estimated effect (from ~5 to ~6). That means the joint model is using the estimated correlation between unobservables to further adjust the treatment coefficient beyond what the model with $\\rho = 0$ does. To top this off, the sign of the $\\rho$ estimate matters. When $\\rho$ is allowed to vary, the posterior estimate forces the correlation between treatment propensity and outcome measure negative. In other words, the propensity to quit is associated with _less weight gain_. By modelling this relationship as a correlation, the $\\alpha$ parameter is not forced to reflect this pattern, and the model can attribute a higher effect to the treatment intervention than we found with the OLS estimate. \n", "\n", "### Applying These Methods\n", "\n", @@ -5573,7 +5555,7 @@ "\n", "**First: Can I defend my causal structure theoretically?** Which variables do you believe are confounders, which are instruments, which are irrelevant? Write down your causal graph before writing down your priors. If you cannot justify exclusion restrictions through domain knowledge or institutional understanding, data-driven variable selection will not rescue you—it will merely dress speculation in statistical clothing.\n", "\n", - "**Second: How sensitive are my conclusions to structural assumptions?** The confounding parameter ρ is rarely identified from observables alone. Vary your priors on ρ across plausible ranges and observe how your treatment effect estimate shifts. Fit models with normal priors, sparse priors, and theory-driven exclusions. If your causal conclusions are stable across specifications, they're robust. If they vary dramatically, that variation is real epistemic uncertainty and should be reported as such.\n", + "**Second: How sensitive are my conclusions to structural assumptions?** The confounding parameter $\\rho$ is rarely identified from observables alone. Vary your priors on ρ across plausible ranges and observe how your treatment effect estimate shifts. Fit models with normal priors, sparse priors, and theory-driven exclusions. If your causal conclusions are stable across specifications, they're robust. If they vary dramatically, that variation is real epistemic uncertainty and should be reported as such.\n", "\n", "**Third: Where have I placed flexibility, and why?** Automated variable selection and nonparametric methods are powerful tools, but flexibility in the outcome equation can absorb the causal effects you're trying to estimate. As we demonstrated with BART, sufficiently flexible outcome models learn total associations rather than structural parameters. Use flexibility in the treatment equation if needed, but keep the outcome equation constrained to interpretable causal parameters.\n", "\n", @@ -5587,7 +5569,7 @@ "\n", "Every causal model, like every fish tank, is a \"small world\" whose regularities we can nurture but never universalize. Our task is not to master the ocean, but to build clear tanks and learn when to change the water.\n", "\n", - "## References\n", + "### References\n", ":::{bibliography}\n", ":filter: docname in docnames\n", ":::"