From e874942e05a0b1a15729b4817eb4616b8b18afc8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9Cmariama=E2=80=9D?= <“maria_ma@brown.edu”> Date: Thu, 18 Jun 2026 13:57:08 -0400 Subject: [PATCH 1/4] Add reparameterization tutorial --- reparameterization_tutorial.ipynb | 558 ++++++++++++++++++++++++++++++ 1 file changed, 558 insertions(+) create mode 100644 reparameterization_tutorial.ipynb diff --git a/reparameterization_tutorial.ipynb b/reparameterization_tutorial.ipynb new file mode 100644 index 000000000..d1348e660 --- /dev/null +++ b/reparameterization_tutorial.ipynb @@ -0,0 +1,558 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "cell-00", + "metadata": {}, + "source": [ + "# Reparameterization of Hierarchical Models in HSSM\n", + "\n", + "*Authors: Maria Ma, Andrew Zhang*\n", + "\n", + "## 1. Introduction\n", + "\n", + "This tutorial walks you through the **centered** and **non-centered** parameterizations of a hierarchical model in HSSM — two mathematically equivalent forms that the sampler can treat very differently (one mixes cleanly, the other fills the trace with divergences and poor mixing).\n", + "\n", + "We use one hierarchical HSSM model — drift rate `v` varying across subjects — and:\n", + "\n", + "- fit it under both parameterizations,\n", + "- vary the data per subject (10 / 30 / 100 / 300 trials) to see which form wins,\n", + "- read simple diagnostics (R-hat, ESS, divergences, and a few plots).\n", + "\n", + "**Key result:** few trials per subject favor the non-centered form; many trials favor the centered form. In HSSM you switch between them with one argument, `noncentered=True/False`." + ] + }, + { + "cell_type": "markdown", + "id": "cell-01", + "metadata": {}, + "source": [ + "## 2. Background\n", + "\n", + "### 2.1 Centered parameterization\n", + "\n", + "The standard formulation of a hierarchical model: each subject's drift `v_k` is drawn around a group mean.\n", + "\n", + "- group mean `mu_v`, group spread `sigma_v`\n", + "- each subject: `v_k ~ Normal(mu_v, sigma_v)`\n", + "\n", + "Here `sigma_v` acts as a *freedom parameter*: a large value lets subjects differ; a small value pulls every subject toward the group mean. Because the spread of the `v_k` is governed directly by `sigma_v`, the two are tightly coupled, which causes funnel degeneracy." + ] + }, + { + "cell_type": "markdown", + "id": "cell-02", + "metadata": {}, + "source": [ + "### 2.2 Non-centered parameterization\n", + "\n", + "The same model, rewritten so that the group spread and the subject values are no longer directly coupled. Each subject is assigned a standardized offset, and `v_k` is reconstructed from it:\n", + "\n", + "- offset: `z_k ~ Normal(0, 1)`\n", + "- each subject: `v_k = mu_v + sigma_v * z_k`\n", + "\n", + "Because the offsets no longer depend on `sigma_v`, the geometry the sampler explores is well-behaved. \n" + ] + }, + { + "cell_type": "markdown", + "id": "cell-03", + "metadata": {}, + "source": [ + "### 2.3 The funnel degeneracy\n", + "\n", + "The **funnel degeneracy** appears when two things coincide: **`sigma_v` is small** and **per-subject data is weak**.\n", + "\n", + "With little data, the likelihood barely constrains a subject's `v_k`, so the prior takes over and `sigma_v` controls how freely the subjects move. If `sigma_v` is also small, the subjects are all pulled tight to the group mean. Geometrically, the joint density is wide at large `sigma_v` and pinches into a thin **neck** at small `sigma_v` — Neal's funnel. A step size that works well in the wide region is too aggressive in the narrow neck, so the sampler either moves inefficiently (low ESS) or loses track of the geometry altogether (divergences).\n", + "\n", + "With abundant per-subject data the likelihood pins each `v_k` on its own, `sigma_v` no longer forces the subjects together, and the degeneracy fades." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "cell-04", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "rng = np.random.default_rng(1)\n", + "\n", + "n = 6000\n", + "log_sigma = rng.normal(0.0, 1.3, n)\n", + "theta = rng.normal(0.0, np.exp(log_sigma))\n", + "\n", + "fig, ax = plt.subplots(figsize=(6, 5))\n", + "ax.scatter(theta, log_sigma, s=4, alpha=0.25, color=\"#8F2727\")\n", + "ax.set_xlim(-25, 25)\n", + "ax.set_xlabel(r\"subject effect $v_k$\")\n", + "ax.set_ylabel(r\"$\\log \\sigma_v$\")\n", + "ax.set_title(\"Centered geometry: the funnel\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cell-05", + "metadata": {}, + "source": [ + "### 2.4 Non-centering: undoing a funnel degeneracy, or creating one\n", + "\n", + "Non-centering is not always a fix — its effect depends on whether a funnel degeneracy is already present.\n", + "\n", + "When the centered form has a funnel (little data), non-centering resolves it: the offsets `z_k ~ Normal(0, 1)` no longer depend on `sigma_v`, so the neck disappears.\n", + "\n", + "When there is no funnel to begin with (abundant data), non-centering can instead *create* one. The data pin `v_k` in place, so the offset `z_k = (v_k - mu_v) / sigma_v` scales like `1 / sigma_v` and grows without bound as `sigma_v` shrinks — the **inverse funnel degeneracy**.\n", + "\n", + "The two forms therefore fail in opposite regimes: centered with *little* data, non-centered with *abundant* data." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cell-06", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mu_v = 0.0\n", + "v_hat = 1.0 \n", + "log_sigma = rng.normal(0.0, 1.3, n)\n", + "sigma = np.exp(log_sigma)\n", + "offset = (v_hat - mu_v) / sigma + rng.normal(0, 0.05, n)\n", + "\n", + "fig, ax = plt.subplots(figsize=(6, 5))\n", + "ax.scatter(offset, log_sigma, s=4, alpha=0.25, color=\"#7C0000\")\n", + "ax.set_xlim(-25, 25)\n", + "ax.set_xlabel(r\"subject offset $\\tilde v_k = (v_k-\\mu_v)/\\sigma_v$\")\n", + "ax.set_ylabel(r\"$\\log \\sigma_v$\")\n", + "ax.set_title(\"Non-centered geometry with informative data:\\nthe inverse funnel\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cell-08", + "metadata": {}, + "source": [ + "## 3. Simulation Setup\n", + "\n", + "We build a hierarchical HSSM model where only the drift rate `v` varies across subjects (`a`, `z`, `t` are shared) and simulate four datasets — **10, 30, 100, 300** trials/subject. The extremes carry the contrast: sparse (10) favors non-centered (small `sigma_v` + weak likelihood = funnel); rich (300) favors centered (each `v_k` is pinned, so non-centering inverts the funnel). Intermediate conditions trace the crossover. We keep `sigma_v` small so the funnel can appear.\n", + "\n", + "Each dataset is generated with the **do-operator** (`model.sample_do`), which fixes every parameter to a known value before drawing fresh `rt`/`response` — so we know exactly what produced each fit and can check recovery later." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cell-09", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import arviz as az\n", + "import matplotlib.pyplot as plt\n", + "import hssm\n", + "\n", + "seed = np.random.default_rng(2026)\n", + "\n", + "sample_kwargs = dict(\n", + " sampler=\"pymc\",\n", + " draws=1000,\n", + " tune=1000,\n", + " chains=2,\n", + " target_accept=0.9,\n", + " idata_kwargs={\"log_likelihood\": False},\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cell-11", + "metadata": {}, + "outputs": [], + "source": [ + "mu_v = 1.0\n", + "sigma_v = 0.1\n", + "a_true = 1.5\n", + "z_true = 0.5\n", + "t_true = 0.3\n", + "\n", + "n_subjects = 20\n", + "trial_conditions = [10, 30, 100, 300]\n", + "\n", + "v_subjects = seed.normal(mu_v, sigma_v, n_subjects)\n", + "v_offsets = (v_subjects - mu_v) / sigma_v" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "cell-15", + "metadata": {}, + "outputs": [], + "source": [ + "v_formula = \"v ~ 1 + (1|participant_id)\"\n", + "\n", + "do_params = {\n", + " \"v_Intercept\": mu_v,\n", + " \"v_1|participant_id_sigma\": sigma_v,\n", + " \"v_1|participant_id_offset\": v_offsets,\n", + " \"a\": a_true,\n", + " \"z\": z_true,\n", + " \"t\": t_true,\n", + "}\n", + "\n", + "\n", + "def simulate_condition(n_trials):\n", + " pid = np.repeat(np.arange(n_subjects), n_trials)\n", + " covariates = pd.DataFrame({\"participant_id\": pid})\n", + "\n", + " gen_model = hssm.HSSM(\n", + " data=covariates.assign(rt=1.0, response=1.0),\n", + " model=\"ddm\",\n", + " include=[{\"name\": \"v\", \"formula\": v_formula}],\n", + " noncentered=True,\n", + " prior_settings=None,\n", + " )\n", + " synth_idata, _ = gen_model.sample_do(\n", + " params=do_params,\n", + " draws=1,\n", + " var_names=[\"rt,response\"],\n", + " return_model=True,\n", + " )\n", + "\n", + " synth_df = hssm.utils.predictive_idata_to_dataframe(\n", + " synth_idata, predictive_group=\"prior_predictive\"\n", + " )\n", + " out = covariates.copy()\n", + " out[\"rt\"] = synth_df[\"rt\"].values\n", + " out[\"response\"] = synth_df[\"response\"].values\n", + " return out" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "cell-17", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n", + "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [rt,response]\n" + ] + } + ], + "source": [ + "for n_trials in trial_conditions:\n", + " df = simulate_condition(n_trials)\n", + " path = f\"sim_repar_{n_trials}.csv\"\n", + " df.to_csv(path, index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "cell-19", + "metadata": {}, + "source": [ + "## 4. Fit Both Models Across All Conditions\n", + "\n", + "For each dataset from §3, we fit the model twice — once centered, once non-centered — for eight fits total. The data and model are identical in both runs, so any difference in the diagnostics comes from the sampling geometry alone.\n", + "\n", + "We record R-hat, bulk-ESS, and divergence count for `sigma_v` (the parameter most affected by the funnel). ESS is the loudest signal here; divergences are sporadic." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cell-20", + "metadata": {}, + "outputs": [], + "source": [ + "parameterizations = [(\"centered\", False), (\"non-centered\", True)]\n", + "sigma_v_var = \"v_1|participant_id_sigma\"\n", + "\n", + "idata_store = {}\n", + "records = []\n", + "\n", + "for n_trials in trial_conditions:\n", + " data = pd.read_csv(f\"sim_repar_{n_trials}.csv\")\n", + " for label, nc in parameterizations:\n", + " model = hssm.HSSM(\n", + " data=data,\n", + " model=\"ddm\",\n", + " include=[{\"name\": \"v\", \"formula\": v_formula}],\n", + " noncentered=nc,\n", + " prior_settings=None,\n", + " )\n", + " idata = model.sample(**sample_kwargs)\n", + " idata_store[(n_trials, label)] = idata\n", + "\n", + " n_div = int(idata.sample_stats[\"diverging\"].sum())\n", + " summ = az.summary(idata, var_names=[sigma_v_var])\n", + " rhat = float(summ[\"r_hat\"].iloc[0])\n", + " ess = float(summ[\"ess_bulk\"].iloc[0])\n", + "\n", + " records.append({\n", + " \"n_trials\": n_trials,\n", + " \"parameterization\": label,\n", + " \"divergences\": n_div,\n", + " \"rhat_sigma_v\": rhat,\n", + " \"ess_sigma_v\": ess,\n", + " })\n", + " print(f\"{n_trials:>3} trials | {label:>12}: div={n_div}, rhat={rhat:.3f}, ess={ess:.0f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "cell-21", + "metadata": {}, + "source": [ + "## 5. Results Summary Table\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "cell-22", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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divergencesrhat_sigma_vess_sigma_v
centerednon-centeredcenterednon-centeredcenterednon-centered
n_trials
100.00.01.031.046.01125.0
301.00.01.101.017.0916.0
1000.00.01.021.0159.0493.0
3000.00.01.011.0224.0469.0
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" + ], + "text/plain": [ + " divergences rhat_sigma_v ess_sigma_v \\\n", + " centered non-centered centered non-centered centered \n", + "n_trials \n", + "10 0.0 0.0 1.03 1.0 46.0 \n", + "30 1.0 0.0 1.10 1.0 17.0 \n", + "100 0.0 0.0 1.02 1.0 159.0 \n", + "300 0.0 0.0 1.01 1.0 224.0 \n", + "\n", + " \n", + " non-centered \n", + "n_trials \n", + "10 1125.0 \n", + "30 916.0 \n", + "100 493.0 \n", + "300 469.0 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results = pd.DataFrame.from_records(records)\n", + "\n", + "summary_table = results.pivot(\n", + " index=\"n_trials\",\n", + " columns=\"parameterization\",\n", + " values=[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"],\n", + ")\n", + "# order columns: divergences | rhat | ess, each centered then non-centered\n", + "summary_table = summary_table.reindex(\n", + " columns=pd.MultiIndex.from_product(\n", + " [[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"],\n", + " [\"centered\", \"non-centered\"]]\n", + " )\n", + ")\n", + "summary_table.round(3)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hssm (3.12.12.final.0)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From ebdd3ba1d213e55654d87a218440b289c52fae65 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9Cmariama=E2=80=9D?= <“maria_ma@brown.edu”> Date: Tue, 23 Jun 2026 22:44:40 -0400 Subject: [PATCH 2/4] Add sigma_v=0.3 --- reparameterization_tutorial.ipynb | 963 +++++++++++++++++++++++++++--- 1 file changed, 892 insertions(+), 71 deletions(-) diff --git a/reparameterization_tutorial.ipynb b/reparameterization_tutorial.ipynb index d1348e660..bbc9c9f1e 100644 --- a/reparameterization_tutorial.ipynb +++ b/reparameterization_tutorial.ipynb @@ -169,10 +169,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "cell-09", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "You supplied a model 'racing_diffusion_3', which is currently not supported in the ssm_simulators package. An error will be thrown when sampling from the random variable or when using any posterior or prior predictive sampling methods.\n", + "You supplied a model 'poisson_race', which is currently not supported in the ssm_simulators package. An error will be thrown when sampling from the random variable or when using any posterior or prior predictive sampling methods.\n" + ] + } + ], "source": [ "import numpy as np\n", "import pandas as pd\n", @@ -194,13 +203,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "cell-11", "metadata": {}, "outputs": [], "source": [ "mu_v = 1.0\n", - "sigma_v = 0.1\n", + "sigma_v = 0.3\n", "a_true = 1.5\n", "z_true = 0.5\n", "t_true = 0.3\n", @@ -214,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "cell-15", "metadata": {}, "outputs": [], @@ -268,92 +277,598 @@ "name": "stdout", "output_type": "stream", "text": [ - "Model initialized successfully.\n" + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n", + "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [rt,response]\n" + ] + } + ], + "source": [ + "for n_trials in trial_conditions:\n", + " df = simulate_condition(n_trials)\n", + " path = f\"sim_repar_{n_trials}.csv\"\n", + " df.to_csv(path, index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "cell-19", + "metadata": {}, + "source": [ + "## 4. Fit Both Models Across All Conditions\n", + "\n", + "For each dataset from §3, we fit the model twice — once centered, once non-centered — for eight fits total. The data and model are identical in both runs, so any difference in the diagnostics comes from the sampling geometry alone.\n", + "\n", + "We record R-hat, bulk-ESS, and divergence count for `sigma_v` (the parameter most affected by the funnel). ESS is the loudest signal here; divergences are sporadic." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "cell-20", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n", + "Using default initvals. \n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n", + "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n", + " self.pid = os.fork()\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e770f86bb4184853ab5c453da0fbbae2", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n", + " self.pid = os.fork()\n" + ] + }, + { + "data": { + "text/html": [ + "
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+      ],
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 14 seconds.\n",
+      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " 10 trials |     centered: div=0, rhat=1.000, ess=392\n",
+      "Model initialized successfully.\n",
+      "Using default initvals. \n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Initializing NUTS using adapt_diag...\n",
+      "Multiprocess sampling (2 chains in 2 jobs)\n",
+      "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id_offset]\n",
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "19eb7d91a00d41d297e71fca7fff818a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 14 seconds.\n",
+      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n",
+      "100%|██████████| 2000/2000 [00:00<00:00, 14802.19it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " 10 trials | non-centered: div=0, rhat=1.000, ess=531\n",
+      "Model initialized successfully.\n",
+      "Using default initvals. \n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Initializing NUTS using adapt_diag...\n",
+      "Multiprocess sampling (2 chains in 2 jobs)\n",
+      "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n",
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "75befee9b498460f8f1a3e9a2c46426c",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 19 seconds.\n",
+      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n",
+      "100%|██████████| 2000/2000 [00:00<00:00, 5566.94it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " 30 trials |     centered: div=0, rhat=1.000, ess=965\n",
+      "Model initialized successfully.\n",
+      "Using default initvals. \n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Initializing NUTS using adapt_diag...\n",
+      "Multiprocess sampling (2 chains in 2 jobs)\n",
+      "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id_offset]\n",
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "aeaa08dcc2cc46f48dc0ee41638ba598",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 25 seconds.\n",
+      "We recommend running at least 4 chains for robust computation of convergence diagnostics\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",
+      "100%|██████████| 2000/2000 [00:00<00:00, 5428.91it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " 30 trials | non-centered: div=0, rhat=1.000, ess=946\n",
+      "Model initialized successfully.\n",
+      "Using default initvals. \n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Initializing NUTS using adapt_diag...\n",
+      "Multiprocess sampling (2 chains in 2 jobs)\n",
+      "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n",
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "be034cb2955f46878fb8c9962d17fe16",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 63 seconds.\n",
+      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n",
+      "100%|██████████| 2000/2000 [00:01<00:00, 1811.60it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "100 trials |     centered: div=0, rhat=1.000, ess=2077\n",
+      "Model initialized successfully.\n",
+      "Using default initvals. \n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Initializing NUTS using adapt_diag...\n",
+      "Multiprocess sampling (2 chains in 2 jobs)\n",
+      "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id_offset]\n",
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "3c7a816219f7445ab503a11d56522ffb",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 82 seconds.\n",
+      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n",
+      "100%|██████████| 2000/2000 [00:01<00:00, 1750.88it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "100 trials | non-centered: div=0, rhat=1.000, ess=772\n",
+      "Model initialized successfully.\n",
+      "Using default initvals. \n",
+      "\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n",
-      "  self._post_check_data_sanity()\n",
-      "Sampling: [rt,response]\n"
+      "Initializing NUTS using adapt_diag...\n",
+      "Multiprocess sampling (2 chains in 2 jobs)\n",
+      "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n",
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
      ]
     },
     {
-     "name": "stdout",
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "0c8bb10a99b44740a2de33d0b3a76b36",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Model initialized successfully.\n"
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
      ]
     },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n",
-      "  self._post_check_data_sanity()\n",
-      "Sampling: [rt,response]\n"
+      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 210 seconds.\n",
+      "We recommend running at least 4 chains for robust computation of convergence diagnostics\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",
+      "100%|██████████| 2000/2000 [00:03<00:00, 509.39it/s]\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Model initialized successfully.\n"
+      "300 trials |     centered: div=0, rhat=1.000, ess=1618\n",
+      "Model initialized successfully.\n",
+      "Using default initvals. \n",
+      "\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n",
-      "  self._post_check_data_sanity()\n",
-      "Sampling: [rt,response]\n",
-      "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n",
-      "  self._post_check_data_sanity()\n"
+      "Initializing NUTS using adapt_diag...\n",
+      "Multiprocess sampling (2 chains in 2 jobs)\n",
+      "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id_offset]\n",
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
      ]
     },
     {
-     "name": "stdout",
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f2c735aadf2744c0bd703cd751031a86",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Model initialized successfully.\n"
+      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  self.pid = os.fork()\n"
      ]
     },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Sampling: [rt,response]\n"
+      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 270 seconds.\n",
+      "We recommend running at least 4 chains for robust computation of convergence diagnostics\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",
+      "100%|██████████| 2000/2000 [00:03<00:00, 502.37it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "300 trials | non-centered: div=0, rhat=1.010, ess=253\n"
      ]
     }
    ],
-   "source": [
-    "for n_trials in trial_conditions:\n",
-    "    df = simulate_condition(n_trials)\n",
-    "    path = f\"sim_repar_{n_trials}.csv\"\n",
-    "    df.to_csv(path, index=False)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cell-19",
-   "metadata": {},
-   "source": [
-    "## 4. Fit Both Models Across All Conditions\n",
-    "\n",
-    "For each dataset from §3, we fit the model twice — once centered, once non-centered — for eight fits total. The data and model are identical in both runs, so any difference in the diagnostics comes from the sampling geometry alone.\n",
-    "\n",
-    "We record R-hat, bulk-ESS, and divergence count for `sigma_v` (the parameter most affected by the funnel). ESS is the loudest signal here; divergences are sporadic."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "cell-20",
-   "metadata": {},
-   "outputs": [],
    "source": [
     "parameterizations = [(\"centered\", False), (\"non-centered\", True)]\n",
     "sigma_v_var = \"v_1|participant_id_sigma\"\n",
@@ -399,7 +914,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "id": "cell-22",
    "metadata": {},
    "outputs": [
@@ -456,37 +971,37 @@
        "      10\n",
        "      0.0\n",
        "      0.0\n",
-       "      1.03\n",
        "      1.0\n",
-       "      46.0\n",
-       "      1125.0\n",
+       "      1.00\n",
+       "      392.0\n",
+       "      531.0\n",
        "    \n",
        "    \n",
        "      30\n",
-       "      1.0\n",
        "      0.0\n",
-       "      1.10\n",
+       "      0.0\n",
        "      1.0\n",
-       "      17.0\n",
-       "      916.0\n",
+       "      1.00\n",
+       "      965.0\n",
+       "      946.0\n",
        "    \n",
        "    \n",
        "      100\n",
        "      0.0\n",
        "      0.0\n",
-       "      1.02\n",
        "      1.0\n",
-       "      159.0\n",
-       "      493.0\n",
+       "      1.00\n",
+       "      2077.0\n",
+       "      772.0\n",
        "    \n",
        "    \n",
        "      300\n",
        "      0.0\n",
        "      0.0\n",
-       "      1.01\n",
        "      1.0\n",
-       "      224.0\n",
-       "      469.0\n",
+       "      1.01\n",
+       "      1618.0\n",
+       "      253.0\n",
        "    \n",
        "  \n",
        "\n",
@@ -496,21 +1011,21 @@
        "         divergences              rhat_sigma_v              ess_sigma_v  \\\n",
        "            centered non-centered     centered non-centered    centered   \n",
        "n_trials                                                                  \n",
-       "10               0.0          0.0         1.03          1.0        46.0   \n",
-       "30               1.0          0.0         1.10          1.0        17.0   \n",
-       "100              0.0          0.0         1.02          1.0       159.0   \n",
-       "300              0.0          0.0         1.01          1.0       224.0   \n",
+       "10               0.0          0.0          1.0         1.00       392.0   \n",
+       "30               0.0          0.0          1.0         1.00       965.0   \n",
+       "100              0.0          0.0          1.0         1.00      2077.0   \n",
+       "300              0.0          0.0          1.0         1.01      1618.0   \n",
        "\n",
        "                       \n",
        "         non-centered  \n",
        "n_trials               \n",
-       "10             1125.0  \n",
-       "30              916.0  \n",
-       "100             493.0  \n",
-       "300             469.0  "
+       "10              531.0  \n",
+       "30              946.0  \n",
+       "100             772.0  \n",
+       "300             253.0  "
       ]
      },
-     "execution_count": 11,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -532,6 +1047,312 @@
     ")\n",
     "summary_table.round(3)"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cell-22b",
+   "metadata": {},
+   "source": [
+    "For 10 trials per subject, non-centered has higher ESS for `σ_v`; from 30 trials onward, centered overtakes — by 300 trials it has ~5× the ESS of non-centered. This regime change is exactly the prediction of §2.4: centered struggles when data are scarce; non-centered struggles when data are abundant."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cell-23",
+   "metadata": {},
+   "source": [
+    "## 6. Diagnostics Deep Dive\n",
+    "\n",
+    "We zoom in on two extreme conditions — **10 trials** (non-centered wins) and **300 trials** (centered wins) — and ask three questions about the same fits: what does the geometry look like (§6.1), how do the chains mix (§6.2), and do we recover the truth (§6.3)?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cell-61h",
+   "metadata": {},
+   "source": [
+    "### 6.1 Pair plots: the funnel geometry\n",
+    "\n",
+    "For each (n_trials, parameterization) we plot `log σ_v` against subject 0's random effect (or offset, for non-centered). The dashed line marks the true `log σ_v ≈ -1.20`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "cell-61c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "contrasts = [(10, \"centered\"), (10, \"non-centered\"), (300, \"centered\"), (300, \"non-centered\")]\n", + "\n", + "fig, axes = plt.subplots(2, 2, figsize=(12, 9))\n", + "for ax, (n_trials, label) in zip(axes.flat, contrasts):\n", + " idata = idata_store[(n_trials, label)]\n", + "\n", + " sigma = idata.posterior[sigma_v_var].values.flatten()\n", + " log_sigma = np.log(sigma)\n", + "\n", + " re_name = \"v_1|participant_id_offset\" if label == \"non-centered\" else \"v_1|participant_id\"\n", + " subj_effect = idata.posterior[re_name].values[..., 0].flatten()\n", + "\n", + " ax.scatter(subj_effect, log_sigma, s=4, alpha=0.25, color=\"#404040\")\n", + " ax.axhline(np.log(sigma_v), color=\"k\", ls=\"--\", lw=1, alpha=0.6)\n", + "\n", + " xlabel = r\"subject 0 offset $\\tilde v_0$\" if label == \"non-centered\" else r\"subject 0 effect $v_0$\"\n", + " ax.set_xlabel(xlabel)\n", + " ax.set_ylabel(r\"$\\log \\sigma_v$\")\n", + " ax.set_title(f\"{n_trials} trials, {label}\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cell-61p", + "metadata": {}, + "source": [ + "**Top-left** narrows toward small `σ_v` — the funnel. **Bottom-right** widens at small `σ_v` — the inverse funnel. " + ] + }, + { + "cell_type": "markdown", + "id": "cell-62h", + "metadata": {}, + "source": [ + "### 6.2 Trace plots of `σ_v`\n", + "\n", + "Each chain's `σ_v` values across 1000 samples. The dashed line is the true `σ_v = 0.3`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cell-26", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ess_map = {(r.n_trials, r.parameterization): r.ess_sigma_v for r in results.itertuples()}\n", + "\n", + "contrasts = [(10, \"centered\"), (10, \"non-centered\"), (300, \"centered\"), (300, \"non-centered\")]\n", + "fig, axes = plt.subplots(2, 2, figsize=(12, 6))\n", + "for ax, (n_trials, label) in zip(axes.flat, contrasts):\n", + " idata = idata_store[(n_trials, label)]\n", + " samples = idata.posterior[sigma_v_var].values \n", + " for c in range(samples.shape[0]):\n", + " ax.plot(samples[c], alpha=0.7, lw=0.6)\n", + " ax.axhline(sigma_v, color=\"k\", ls=\"--\", lw=1, alpha=0.5)\n", + " ax.set_title(f\"{n_trials} trials, {label} (ESS ≈ {ess_map[(n_trials, label)]:.0f})\")\n", + " ax.set_xlabel(\"draw\")\n", + " ax.set_ylabel(r\"$\\sigma_v$\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cell-62p", + "metadata": {}, + "source": [ + "At 300 trials, centered (bottom-left) stays in a narrow band, while non-centered (bottom-right) swings wider and has a larger jump—matching its much lower ESS. At 10 trials the two look almost the same; the funnel is too mild at `σ_v = 0.3` to show up in the traces, so the difference only appears in the ESS numbers." + ] + }, + { + "cell_type": "markdown", + "id": "cell-63h", + "metadata": {}, + "source": [ + "### 6.3 Recovery of `σ_v`\n", + "\n", + "Estimated `σ_v` (mean ± sd) for both forms. Dashed line is the true `σ_v = 0.3`; dotted line is the actual spread of the 20 simulated subjects (≈ 0.222)." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "cell-63c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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n_trialsparameterizationpost_meanpost_sd
010centered0.3840.119
110non-centered0.3640.123
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" + ], + "text/plain": [ + " n_trials parameterization post_mean post_sd\n", + "0 10 centered 0.384 0.119\n", + "1 10 non-centered 0.364 0.123\n", + "2 30 centered 0.229 0.064\n", + "3 30 non-centered 0.224 0.061\n", + "4 100 centered 0.212 0.044\n", + "5 100 non-centered 0.211 0.044\n", + "6 300 centered 0.237 0.045\n", + "7 300 non-centered 0.233 0.043" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rec_sigma = []\n", + "for n_trials in trial_conditions:\n", + " for label in [\"centered\", \"non-centered\"]:\n", + " idata = idata_store[(n_trials, label)]\n", + " post = idata.posterior[sigma_v_var].values.flatten()\n", + " rec_sigma.append({\n", + " \"n_trials\": n_trials,\n", + " \"parameterization\": label,\n", + " \"post_mean\": float(np.mean(post)),\n", + " \"post_sd\": float(np.std(post)),\n", + " })\n", + "sigma_recovery = pd.DataFrame(rec_sigma)\n", + "\n", + "empirical_sd = float(np.std(v_subjects, ddof=1))\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, 4.5))\n", + "for label, color, marker, off in [(\"centered\", \"#8F2727\", \"o\", -0.04), (\"non-centered\", \"#1E5288\", \"s\", 0.04)]:\n", + " sub = sigma_recovery[sigma_recovery.parameterization == label]\n", + " x = sub.n_trials * (1 + off)\n", + " ax.errorbar(x, sub.post_mean, yerr=sub.post_sd, fmt=marker,\n", + " color=color, label=label, capsize=4, ms=8)\n", + "ax.axhline(sigma_v, color=\"k\", ls=\"--\", lw=1, label=f\"generative σ_v = {sigma_v}\")\n", + "ax.axhline(empirical_sd, color=\"#404040\", ls=\":\", lw=1.2,\n", + " label=f\"empirical SD of v_subjects = {empirical_sd:.3f}\")\n", + "ax.set_xscale(\"log\")\n", + "ax.set_xticks(trial_conditions)\n", + "ax.set_xticklabels(trial_conditions)\n", + "ax.set_xlabel(\"trials per subject\")\n", + "ax.set_ylabel(r\"$\\sigma_v$ posterior mean ± sd\")\n", + "ax.set_title(r\"$\\sigma_v$ recovery: centered vs non-centered\")\n", + "ax.legend(frameon=False, fontsize=9)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "sigma_recovery.round(3)" + ] + }, + { + "cell_type": "markdown", + "id": "cell-63p", + "metadata": {}, + "source": [ + "From 30 trials onward the two forms give the same answer—choosing centered vs non-centered changes how fast the sampler mixes (the ESS gap in §5), not the estimate itself. Both settle near the dotted line (0.222) rather than the dashed line (0.3), because we only drew 20 subjects and their actual spread differs from the value they were sampled from. At 10 trials the data is too thin to pin down `σ_v`, so the prior pulls both estimates up; centered is pulled slightly more, because the funnel makes the small-`σ_v` region harder to visit." + ] } ], "metadata": { From 1ea27971a918d98e10bd18f1bb65ca836268e070 Mon Sep 17 00:00:00 2001 From: mariama-design Date: Tue, 7 Jul 2026 21:44:27 -0400 Subject: [PATCH 3/4] Reparameterization tutorial updates --- reparameterization_tutorial.ipynb | 12442 ++++++++++++++++++++++++++-- 1 file changed, 11641 insertions(+), 801 deletions(-) diff --git a/reparameterization_tutorial.ipynb b/reparameterization_tutorial.ipynb index bbc9c9f1e..f009d61fb 100644 --- a/reparameterization_tutorial.ipynb +++ b/reparameterization_tutorial.ipynb @@ -16,8 +16,9 @@ "We use one hierarchical HSSM model — drift rate `v` varying across subjects — and:\n", "\n", "- fit it under both parameterizations,\n", - "- vary the data per subject (10 / 30 / 100 / 300 trials) to see which form wins,\n", - "- read simple diagnostics (R-hat, ESS, divergences, and a few plots).\n", + "- vary the data per subject (5 / 30 / 100 / 500 / 1000 trials) to see which form wins,\n", + "- read simple diagnostics (R-hat, ESS, divergences, and a few plots),\n", + "- push the ground-truth `sigma_v` and the number of subjects until the sampler visibly breaks (§7).\n", "\n", "**Key result:** few trials per subject favor the non-centered form; many trials favor the centered form. In HSSM you switch between them with one argument, `noncentered=True/False`." ] @@ -63,22 +64,22 @@ "\n", "The **funnel degeneracy** appears when two things coincide: **`sigma_v` is small** and **per-subject data is weak**.\n", "\n", - "With little data, the likelihood barely constrains a subject's `v_k`, so the prior takes over and `sigma_v` controls how freely the subjects move. If `sigma_v` is also small, the subjects are all pulled tight to the group mean. Geometrically, the joint density is wide at large `sigma_v` and pinches into a thin **neck** at small `sigma_v` — Neal's funnel. A step size that works well in the wide region is too aggressive in the narrow neck, so the sampler either moves inefficiently (low ESS) or loses track of the geometry altogether (divergences).\n", + "With little data, the likelihood barely constrains a subject's `v_k`, so the prior takes over and `sigma_v` controls how freely the subjects move. If `sigma_v` is also small, the subjects are all pulled tight to the group mean. Geometrically, the joint density is wide at large `sigma_v` and pinches into a thin **neck** at small `sigma_v` — Neal's funnel (**left panel**). A step size that works well in the wide region is too aggressive in the narrow neck, so the sampler either moves inefficiently (low ESS) or loses track of the geometry altogether (divergences).\n", "\n", - "With abundant per-subject data the likelihood pins each `v_k` on its own, `sigma_v` no longer forces the subjects together, and the degeneracy fades." + "With abundant per-subject data the likelihood pins each `v_k` on its own, so `v_k` no longer moves with `sigma_v` and the joint geometry is a round, well-behaved blob (**right panel**; note the much narrower x-axis). " ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "cell-04", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -92,15 +93,21 @@ "rng = np.random.default_rng(1)\n", "\n", "n = 6000\n", + "\n", "log_sigma = rng.normal(0.0, 1.3, n)\n", - "theta = rng.normal(0.0, np.exp(log_sigma))\n", - "\n", - "fig, ax = plt.subplots(figsize=(6, 5))\n", - "ax.scatter(theta, log_sigma, s=4, alpha=0.25, color=\"#8F2727\")\n", - "ax.set_xlim(-25, 25)\n", - "ax.set_xlabel(r\"subject effect $v_k$\")\n", - "ax.set_ylabel(r\"$\\log \\sigma_v$\")\n", - "ax.set_title(\"Centered geometry: the funnel\")\n", + "v_weak = rng.normal(0.0, np.exp(log_sigma)) \n", + "v_strong = rng.normal(0.0, 0.25, n) \n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(12, 5), sharey=True)\n", + "axes[0].scatter(v_weak, log_sigma, s=4, alpha=0.25, color=\"#8F2727\")\n", + "axes[0].set_xlim(-25, 25)\n", + "axes[0].set_title(\"Centered geometry with weak data:\\nthe funnel\")\n", + "axes[1].scatter(v_strong, log_sigma, s=4, alpha=0.25, color=\"#1E5288\")\n", + "axes[1].set_xlim(-1.5, 1.5)\n", + "axes[1].set_title(\"Centered geometry with informative data:\\na healthy blob\")\n", + "for ax in axes:\n", + " ax.set_xlabel(r\"subject effect $v_k$\")\n", + "axes[0].set_ylabel(r\"$\\log \\sigma_v$\")\n", "plt.tight_layout()\n", "plt.show()" ] @@ -114,24 +121,24 @@ "\n", "Non-centering is not always a fix — its effect depends on whether a funnel degeneracy is already present.\n", "\n", - "When the centered form has a funnel (little data), non-centering resolves it: the offsets `z_k ~ Normal(0, 1)` no longer depend on `sigma_v`, so the neck disappears.\n", + "When the centered form has a funnel (little data), non-centering resolves it: the offsets `z_k ~ Normal(0, 1)` no longer depend on `sigma_v`, so the joint geometry is a round, well-behaved blob (**left panel**).\n", "\n", - "When there is no funnel to begin with (abundant data), non-centering can instead *create* one. The data pin `v_k` in place, so the offset `z_k = (v_k - mu_v) / sigma_v` scales like `1 / sigma_v` and grows without bound as `sigma_v` shrinks — the **inverse funnel degeneracy**.\n", + "When there is no funnel to begin with (abundant data), non-centering can instead *create* one. The data pin each `v_k` near a fixed value — up to a small residual spread — so the offset `z_k = (v_k - mu_v) / sigma_v` must scale like `1 / sigma_v`: the offsets blow up as `sigma_v` shrinks, fanning out into the **inverse funnel degeneracy** (**right panel**; note the wider x-axis).\n", "\n", "The two forms therefore fail in opposite regimes: centered with *little* data, non-centered with *abundant* data." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 28, "id": "cell-06", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -140,17 +147,24 @@ ], "source": [ "mu_v = 0.0\n", - "v_hat = 1.0 \n", + "\n", "log_sigma = rng.normal(0.0, 1.3, n)\n", "sigma = np.exp(log_sigma)\n", - "offset = (v_hat - mu_v) / sigma + rng.normal(0, 0.05, n)\n", - "\n", - "fig, ax = plt.subplots(figsize=(6, 5))\n", - "ax.scatter(offset, log_sigma, s=4, alpha=0.25, color=\"#7C0000\")\n", - "ax.set_xlim(-25, 25)\n", - "ax.set_xlabel(r\"subject offset $\\tilde v_k = (v_k-\\mu_v)/\\sigma_v$\")\n", - "ax.set_ylabel(r\"$\\log \\sigma_v$\")\n", - "ax.set_title(\"Non-centered geometry with informative data:\\nthe inverse funnel\")\n", + "\n", + "offset_weak = rng.normal(0.0, 1.0, n)\n", + "z_k = rng.normal(mu_v, 0.25, n)\n", + "offset_strong = (z_k - mu_v) / sigma\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(12, 5), sharey=True)\n", + "axes[0].scatter(offset_weak, log_sigma, s=4, alpha=0.25, color=\"#1E5288\")\n", + "axes[0].set_xlim(-4, 4)\n", + "axes[0].set_title(\"Non-centered geometry with weak data:\\na healthy blob\")\n", + "axes[1].scatter(offset_strong, log_sigma, s=4, alpha=0.25, color=\"#7C0000\")\n", + "axes[1].set_xlim(-25, 25)\n", + "axes[1].set_title(\"Non-centered geometry with informative data:\\nthe inverse funnel\")\n", + "for ax in axes:\n", + " ax.set_xlabel(r\"subject offset $z_k = (v_k-\\mu_v)/\\sigma_v$\")\n", + "axes[0].set_ylabel(r\"$\\log \\sigma_v$\")\n", "plt.tight_layout()\n", "plt.show()" ] @@ -162,26 +176,17 @@ "source": [ "## 3. Simulation Setup\n", "\n", - "We build a hierarchical HSSM model where only the drift rate `v` varies across subjects (`a`, `z`, `t` are shared) and simulate four datasets — **10, 30, 100, 300** trials/subject. The extremes carry the contrast: sparse (10) favors non-centered (small `sigma_v` + weak likelihood = funnel); rich (300) favors centered (each `v_k` is pinned, so non-centering inverts the funnel). Intermediate conditions trace the crossover. We keep `sigma_v` small so the funnel can appear.\n", + "We build a hierarchical HSSM model where only the drift rate `v` varies across subjects (`a`, `z`, `t` are shared) and simulate every dataset up front, each defined by a `(n_trials, sigma_v, n_subjects)` setting: the main sweep — **5 / 30 / 100 / 500 / 1000** trials/subject at `sigma_v = 0.1` (§4–6) — plus the `sigma_v` and subjects sweeps for §7. Sparse data favors non-centered; rich data favors centered; intermediate settings trace the crossover.\n", "\n", - "Each dataset is generated with the **do-operator** (`model.sample_do`), which fixes every parameter to a known value before drawing fresh `rt`/`response` — so we know exactly what produced each fit and can check recovery later." + "Each dataset is generated with the **do-operator** (`model.sample_do`), which fixes every parameter to a known value before drawing fresh `rt`/`response` — so we know exactly what produced each fit and can check recovery later. The standardized offsets `z_k ~ Normal(0, 1)` are drawn once and shared, so every setting sees \"the same\" subjects." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "cell-09", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "You supplied a model 'racing_diffusion_3', which is currently not supported in the ssm_simulators package. An error will be thrown when sampling from the random variable or when using any posterior or prior predictive sampling methods.\n", - "You supplied a model 'poisson_race', which is currently not supported in the ssm_simulators package. An error will be thrown when sampling from the random variable or when using any posterior or prior predictive sampling methods.\n" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", @@ -195,84 +200,69 @@ " sampler=\"pymc\",\n", " draws=1000,\n", " tune=1000,\n", - " chains=2,\n", + " chains=4,\n", + " cores=1,\n", " target_accept=0.9,\n", + " progressbar=False,\n", " idata_kwargs={\"log_likelihood\": False},\n", ")" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "id": "cell-11", "metadata": {}, "outputs": [], "source": [ "mu_v = 1.0\n", - "sigma_v = 0.3\n", + "sigma_v = 0.1\n", "a_true = 1.5\n", "z_true = 0.5\n", "t_true = 0.3\n", "\n", "n_subjects = 20\n", - "trial_conditions = [10, 30, 100, 300]\n", "\n", - "v_subjects = seed.normal(mu_v, sigma_v, n_subjects)\n", - "v_offsets = (v_subjects - mu_v) / sigma_v" + "trials_settings = [5, 30, 100, 500, 1000]\n", + "sigma_v_settings = [0.3, 0.1, 0.05, 0.02]\n", + "n_subjects_settings = [10, 20, 40]\n", + "\n", + "v_offsets_all = seed.normal(0.0, 1.0, max(n_subjects_settings))\n", + "\n", + "v_offsets = v_offsets_all[:n_subjects]\n", + "v_subjects = mu_v + sigma_v * v_offsets" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "id": "cell-15", "metadata": {}, "outputs": [], "source": [ "v_formula = \"v ~ 1 + (1|participant_id)\"\n", "\n", - "do_params = {\n", - " \"v_Intercept\": mu_v,\n", - " \"v_1|participant_id_sigma\": sigma_v,\n", - " \"v_1|participant_id_offset\": v_offsets,\n", - " \"a\": a_true,\n", - " \"z\": z_true,\n", - " \"t\": t_true,\n", - "}\n", - "\n", - "\n", - "def simulate_condition(n_trials):\n", - " pid = np.repeat(np.arange(n_subjects), n_trials)\n", - " covariates = pd.DataFrame({\"participant_id\": pid})\n", - "\n", - " gen_model = hssm.HSSM(\n", - " data=covariates.assign(rt=1.0, response=1.0),\n", - " model=\"ddm\",\n", - " include=[{\"name\": \"v\", \"formula\": v_formula}],\n", - " noncentered=True,\n", - " prior_settings=None,\n", - " )\n", - " synth_idata, _ = gen_model.sample_do(\n", - " params=do_params,\n", - " draws=1,\n", - " var_names=[\"rt,response\"],\n", - " return_model=True,\n", - " )\n", "\n", - " synth_df = hssm.utils.predictive_idata_to_dataframe(\n", - " synth_idata, predictive_group=\"prior_predictive\"\n", - " )\n", - " out = covariates.copy()\n", - " out[\"rt\"] = synth_df[\"rt\"].values\n", - " out[\"response\"] = synth_df[\"response\"].values\n", - " return out" + "def make_covariates(n_trials, n_subj):\n", + " \"\"\"Long-format covariate table: n_subj subjects with n_trials rows each.\"\"\"\n", + " pid = np.repeat(np.arange(n_subj), n_trials)\n", + " return pd.DataFrame({\"participant_id\": pid})" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "id": "cell-17", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -284,8 +274,6 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", - " self._post_check_data_sanity()\n", "Sampling: [rt,response]\n" ] }, @@ -300,8 +288,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", - " self._post_check_data_sanity()\n", + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ "Sampling: [rt,response]\n" ] }, @@ -316,10 +310,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", " self._post_check_data_sanity()\n", - "Sampling: [rt,response]\n", - "/Users/mayan/HSSM/src/hssm/hssm.py:504: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", " self._post_check_data_sanity()\n" ] }, @@ -336,286 +336,204 @@ "text": [ "Sampling: [rt,response]\n" ] - } - ], - "source": [ - "for n_trials in trial_conditions:\n", - " df = simulate_condition(n_trials)\n", - " path = f\"sim_repar_{n_trials}.csv\"\n", - " df.to_csv(path, index=False)" - ] - }, - { - "cell_type": "markdown", - "id": "cell-19", - "metadata": {}, - "source": [ - "## 4. Fit Both Models Across All Conditions\n", - "\n", - "For each dataset from §3, we fit the model twice — once centered, once non-centered — for eight fits total. The data and model are identical in both runs, so any difference in the diagnostics comes from the sampling geometry alone.\n", - "\n", - "We record R-hat, bulk-ESS, and divergence count for `sigma_v` (the parameter most affected by the funnel). ESS is the loudest signal here; divergences are sporadic." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "cell-20", - "metadata": {}, - "outputs": [ + }, { "name": "stdout", "output_type": "stream", "text": [ - "Model initialized successfully.\n", - "Using default initvals. \n", - "\n" + "Model initialized successfully.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Initializing NUTS using adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n", - "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n", - " self.pid = os.fork()\n" + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n" ] }, { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e770f86bb4184853ab5c453da0fbbae2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Output()" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n", - " self.pid = os.fork()\n" + "Model initialized successfully.\n" ] }, - { - "data": { - "text/html": [ - "
\n"
-      ],
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-     },
-     "metadata": {},
-     "output_type": "display_data"
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     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 14 seconds.\n",
-      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n"
+      "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n",
+      "  self._post_check_data_sanity()\n",
+      "Sampling: [rt,response]\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " 10 trials |     centered: div=0, rhat=1.000, ess=392\n",
-      "Model initialized successfully.\n",
-      "Using default initvals. \n",
-      "\n"
+      "Model initialized successfully.\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Initializing NUTS using adapt_diag...\n",
-      "Multiprocess sampling (2 chains in 2 jobs)\n",
-      "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id_offset]\n",
-      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
-      "  self.pid = os.fork()\n"
+      "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n",
+      "  self._post_check_data_sanity()\n",
+      "Sampling: [rt,response]\n"
      ]
     },
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-      "text/plain": [
-       "Output()"
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-     "output_type": "display_data"
-    },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
-      "  self.pid = os.fork()\n"
+      "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n",
+      "  self._post_check_data_sanity()\n"
      ]
     },
     {
-     "data": {
-      "text/html": [
-       "
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-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 14 seconds.\n",
-      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n",
-      "100%|██████████| 2000/2000 [00:00<00:00, 14802.19it/s]\n"
+      "Model initialized successfully.\n"
      ]
     },
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      " 10 trials | non-centered: div=0, rhat=1.000, ess=531\n",
-      "Model initialized successfully.\n",
-      "Using default initvals. \n",
-      "\n"
+      "Sampling: [rt,response]\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Initializing NUTS using adapt_diag...\n",
-      "Multiprocess sampling (2 chains in 2 jobs)\n",
-      "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n",
-      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
-      "  self.pid = os.fork()\n"
+      "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n",
+      "  self._post_check_data_sanity()\n"
      ]
     },
     {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
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-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
-      "  self.pid = os.fork()\n"
+      "Model initialized successfully.\n"
      ]
     },
-    {
-     "data": {
-      "text/html": [
-       "
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-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 19 seconds.\n",
-      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n",
-      "100%|██████████| 2000/2000 [00:00<00:00, 5566.94it/s]\n"
+      "Sampling: [rt,response]\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " 30 trials |     centered: div=0, rhat=1.000, ess=965\n",
-      "Model initialized successfully.\n",
-      "Using default initvals. \n",
-      "\n"
+      "Model initialized successfully.\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Initializing NUTS using adapt_diag...\n",
-      "Multiprocess sampling (2 chains in 2 jobs)\n",
-      "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id_offset]\n",
-      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
-      "  self.pid = os.fork()\n"
+      "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n",
+      "  self._post_check_data_sanity()\n",
+      "Sampling: [rt,response]\n"
      ]
     },
     {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "aeaa08dcc2cc46f48dc0ee41638ba598",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model initialized successfully.\n"
+     ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
-      "  self.pid = os.fork()\n"
+      "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n",
+      "  self._post_check_data_sanity()\n",
+      "Sampling: [rt,response]\n"
      ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
+    }
+   ],
+   "source": [
+    "gen_settings = [(n, sigma_v, n_subjects) for n in trials_settings]\n",
+    "gen_settings += [(trials_settings[0], s, n_subjects) for s in sigma_v_settings if s != sigma_v]\n",
+    "gen_settings += [(500, 0.05, n_subjects)]\n",
+    "gen_settings += [(trials_settings[0], sigma_v, ns) for ns in n_subjects_settings if ns != n_subjects]\n",
+    "\n",
+    "datasets = {}\n",
+    "for n_trials, sigma_v_true, n_subj in gen_settings:\n",
+    "    covariates = make_covariates(n_trials, n_subj)\n",
+    "\n",
+    "    do_params = {\n",
+    "        \"v_Intercept\": mu_v,\n",
+    "        \"v_1|participant_id_sigma\": sigma_v_true,\n",
+    "        \"v_1|participant_id_offset\": v_offsets_all[:n_subj],\n",
+    "        \"a\": a_true,\n",
+    "        \"z\": z_true,\n",
+    "        \"t\": t_true,\n",
+    "    }\n",
+    "\n",
+    "    gen_model = hssm.HSSM(\n",
+    "        data=covariates.assign(rt=1.0, response=1.0),\n",
+    "        model=\"ddm\",\n",
+    "        include=[{\"name\": \"v\", \"formula\": v_formula}],\n",
+    "        noncentered=True,\n",
+    "        prior_settings=None,\n",
+    "    )\n",
+    "    synth_idata, _ = gen_model.sample_do(\n",
+    "        params=do_params,\n",
+    "        draws=1,\n",
+    "        var_names=[\"rt,response\"],\n",
+    "        return_model=True,\n",
+    "    )\n",
+    "    synth_df = hssm.utils.predictive_idata_to_dataframe(\n",
+    "        synth_idata, predictive_group=\"prior_predictive\"\n",
+    "    )\n",
+    "\n",
+    "    df = covariates.copy()\n",
+    "    df[\"rt\"] = synth_df[\"rt\"].values\n",
+    "    df[\"response\"] = synth_df[\"response\"].values\n",
+    "    datasets[(n_trials, sigma_v_true, n_subj)] = df\n",
+    "    df.to_csv(f\"sim_repar_t{n_trials}_s{sigma_v_true}_n{n_subj}.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cell-19",
+   "metadata": {},
+   "source": [
+    "## 4. Fit Both Models Across the Main Sweep\n",
+    "\n",
+    "For each main-sweep dataset from §3, we fit the model twice — once centered, once non-centered — for ten fits total. The data and model are identical in both runs, so any difference in the diagnostics comes from the sampling geometry alone.\n",
+    "\n",
+    "We record R-hat, bulk-ESS, and divergence count for `sigma_v` (the parameter most affected by the funnel)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "cell-20",
+   "metadata": {},
+   "outputs": [
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 25 seconds.\n",
-      "We recommend running at least 4 chains for robust computation of convergence diagnostics\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",
-      "100%|██████████| 2000/2000 [00:00<00:00, 5428.91it/s]\n"
+      "Model initialized successfully.\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " 30 trials | non-centered: div=0, rhat=1.000, ess=946\n",
-      "Model initialized successfully.\n",
       "Using default initvals. \n",
       "\n"
      ]
@@ -624,122 +542,138 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Initializing NUTS using adapt_diag...\n",
-      "Multiprocess sampling (2 chains in 2 jobs)\n",
-      "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n",
-      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
-      "  self.pid = os.fork()\n"
+      "Initializing NUTS using adapt_diag...\n"
      ]
     },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "be034cb2955f46878fb8c9962d17fe16",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
-      "  self.pid = os.fork()\n"
+      "Sequential sampling (4 chains in 1 job)\n"
      ]
     },
-    {
-     "data": {
-      "text/html": [
-       "
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-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 63 seconds.\n",
-      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n",
-      "100%|██████████| 2000/2000 [00:01<00:00, 1811.60it/s]\n"
+      "NUTS: [a, z, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n"
      ]
     },
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100 trials |     centered: div=0, rhat=1.000, ess=2077\n",
-      "Model initialized successfully.\n",
-      "Using default initvals. \n",
-      "\n"
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 29 seconds.\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Initializing NUTS using adapt_diag...\n",
-      "Multiprocess sampling (2 chains in 2 jobs)\n",
-      "NUTS: [z, a, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id_offset]\n",
-      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
-      "  self.pid = os.fork()\n"
+      "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n"
      ]
     },
     {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "3c7a816219f7445ab503a11d56522ffb",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "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"
+     ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/mayan/.local/share/uv/python/cpython-3.12.12-macos-aarch64-none/lib/python3.12/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
-      "  self.pid = os.fork()\n"
+      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n"
      ]
     },
     {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "n_trials=5 |     centered: div=1, rhat=1.050, ess=111\n",
+      "Model initialized successfully.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using default initvals. \n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Initializing NUTS using adapt_diag...\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sequential sampling (4 chains in 1 job)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "NUTS: [a, z, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id_offset]\n"
+     ]
+    },
+    {
+     "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 37 seconds.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r\n",
+      "  0%|          | 0/4000 [00:00\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 92 seconds.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "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"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "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"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r\n",
+      "  0%|          | 0/4000 [00:00\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "NUTS: [a, z, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id_offset]\n"
+     ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 270 seconds.\n",
-      "We recommend running at least 4 chains for robust computation of convergence diagnostics\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",
-      "100%|██████████| 2000/2000 [00:03<00:00, 502.37it/s]\n"
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 104 seconds.\n"
      ]
     },
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "300 trials | non-centered: div=0, rhat=1.010, ess=253\n"
+      "\r\n",
+      "  0%|          | 0/4000 [00:003} trials | {label:>12}: div={n_div}, rhat={rhat:.3f}, ess={ess:.0f}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cell-21",
-   "metadata": {},
-   "source": [
-    "## 5. Results Summary Table\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "cell-22",
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "data": {
-      "text/html": [
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divergencesrhat_sigma_vess_sigma_v
centerednon-centeredcenterednon-centeredcenterednon-centered
n_trials
51.00.01.051.00111.01208.0
301.00.01.041.0092.01775.0
1000.00.01.011.00296.0973.0
5000.00.01.001.002575.01593.0
10000.00.01.001.013920.01101.0
\n", + "
" + ], + "text/plain": [ + " divergences rhat_sigma_v ess_sigma_v \\\n", + " centered non-centered centered non-centered centered \n", + "n_trials \n", + "5 1.0 0.0 1.05 1.00 111.0 \n", + "30 1.0 0.0 1.04 1.00 92.0 \n", + "100 0.0 0.0 1.01 1.00 296.0 \n", + "500 0.0 0.0 1.00 1.00 2575.0 \n", + "1000 0.0 0.0 1.00 1.01 3920.0 \n", + "\n", + " \n", + " non-centered \n", + "n_trials \n", + "5 1208.0 \n", + "30 1775.0 \n", + "100 973.0 \n", + "500 1593.0 \n", + "1000 1101.0 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results = pd.DataFrame.from_records(records)\n", + "\n", + "summary_table = results.pivot(\n", + " index=\"n_trials\",\n", + " columns=\"parameterization\",\n", + " values=[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"],\n", + ")\n", + "summary_table = summary_table.reindex(\n", + " columns=pd.MultiIndex.from_product(\n", + " [[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"],\n", + " [\"centered\", \"non-centered\"]]\n", + " )\n", + ")\n", + "summary_table.round(3)" + ] + }, + { + "cell_type": "markdown", + "id": "cell-22b", + "metadata": {}, + "source": [ + "At 5 and 30 trials per subject the centered form is visibly broken: divergences appear, R-hat fails (1.04–1.05), and its ESS for `σ_v` collapses to ~100 while non-centered delivers 1200–1800. Between 100 and 500 trials the ranking flips; by 1000 trials centered has ~3.5× the ESS of non-centered, and the R-hat flag has moved to the non-centered side. This regime change is exactly the prediction of §2: centered struggles when data are scarce; non-centered struggles when data are abundant." + ] + }, + { + "cell_type": "markdown", + "id": "cell-23", + "metadata": {}, + "source": [ + "## 6. Diagnostics Deep Dive\n", + "\n", + "We examine the two extreme settings — **5 trials** (non-centered wins) and **1000 trials** (centered wins) — along three axes: the posterior geometry (§6.1), chain mixing (§6.2), and parameter recovery (§6.3)." + ] + }, + { + "cell_type": "markdown", + "id": "cell-61h", + "metadata": {}, + "source": [ + "### 6.1 Pair plots: the funnel geometry\n", + "\n", + "For each (n_trials, parameterization) we plot `log σ_v` against subject 0's random effect (offset, for non-centered). The dashed line marks the true `log σ_v ≈ -2.30`. One healthy and one defective geometry appears per parameterization." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "cell-61c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sparse, rich = trials_settings[0], trials_settings[-1]\n", + "contrasts = [(sparse, \"centered\"), (sparse, \"non-centered\"), (rich, \"centered\"), (rich, \"non-centered\")]\n", + "verdicts = {\n", + " (sparse, \"centered\"): \"funnel — pathological\",\n", + " (sparse, \"non-centered\"): \"blob — healthy\",\n", + " (rich, \"centered\"): \"blob — healthy\",\n", + " (rich, \"non-centered\"): \"inverse funnel — pathological\",\n", + "}\n", + "\n", + "fig, axes = plt.subplots(2, 2, figsize=(12, 9))\n", + "for ax, (n_trials, label) in zip(axes.flat, contrasts):\n", + " idata = idata_store[(n_trials, label)]\n", + "\n", + " sigma = idata.posterior[sigma_v_var].values.flatten()\n", + " log_sigma = np.log(sigma)\n", + "\n", + " re_name = \"v_1|participant_id_offset\" if label == \"non-centered\" else \"v_1|participant_id\"\n", + " subj_effect = idata.posterior[re_name].values[..., 0].flatten()\n", + "\n", + " ax.scatter(subj_effect, log_sigma, s=4, alpha=0.25, color=\"#404040\")\n", + " ax.axhline(np.log(sigma_v), color=\"k\", ls=\"--\", lw=1, alpha=0.6)\n", + "\n", + " xlabel = r\"subject 0 offset $\\tilde v_0$\" if label == \"non-centered\" else r\"subject 0 effect $v_0$\"\n", + " ax.set_xlabel(xlabel)\n", + " ax.set_ylabel(r\"$\\log \\sigma_v$\")\n", + " ax.set_title(f\"{n_trials} trials, {label}\\n({verdicts[(n_trials, label)]})\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cell-61p", + "metadata": {}, + "source": [ + "The funnel (top-left) and the milder inverse funnel (bottom-right) sit opposite two healthy blobs." + ] + }, + { + "cell_type": "markdown", + "id": "cell-62h", + "metadata": {}, + "source": [ + "### 6.2 Trace plots of `σ_v`\n", + "\n", + "Each chain's `σ_v` across 1000 draws; the dashed line marks the true `σ_v = 0.1`." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "cell-26", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ess_map = {(r.n_trials, r.parameterization): r.ess_sigma_v for r in results.itertuples()}\n", + "\n", + "contrasts = [(sparse, \"centered\"), (sparse, \"non-centered\"), (rich, \"centered\"), (rich, \"non-centered\")]\n", + "fig, axes = plt.subplots(2, 2, figsize=(12, 6))\n", + "for ax, (n_trials, label) in zip(axes.flat, contrasts):\n", + " idata = idata_store[(n_trials, label)]\n", + " samples = idata.posterior[sigma_v_var].values\n", + " for c in range(samples.shape[0]):\n", + " ax.plot(samples[c], alpha=0.7, lw=0.6)\n", + " ax.axhline(sigma_v, color=\"k\", ls=\"--\", lw=1, alpha=0.5)\n", + " ax.set_title(f\"{n_trials} trials, {label} (ESS ≈ {ess_map[(n_trials, label)]:.0f})\")\n", + " ax.set_xlabel(\"draw\")\n", + " ax.set_ylabel(r\"$\\sigma_v$\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cell-62p", + "metadata": {}, + "source": [ + "At 5 trials the centered chains are sticky, pinned near small `σ_v` for hundreds of draws (the funnel's neck), while the non-centered chains mix freely. At 1000 trials the roles reverse more mildly: centered forms a tight band, non-centered mixes ~3.5× less efficiently." + ] + }, + { + "cell_type": "markdown", + "id": "cell-63h", + "metadata": {}, + "source": [ + "### 6.3 Recovery of `σ_v`\n", + "\n", + "Posterior mean ± sd for both forms. Dashed line: true `σ_v = 0.1`; dotted line: the empirical spread of the 20 simulated subjects (≈ 0.074)." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "cell-63c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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n_trialsparameterizationpost_meanpost_sd
05centered0.2410.140
15non-centered0.2130.144
230centered0.0720.048
330non-centered0.0630.047
4100centered0.0830.035
5100non-centered0.0810.036
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7500non-centered0.0680.017
81000centered0.0740.015
91000non-centered0.0740.015
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" + ], + "text/plain": [ + " n_trials parameterization post_mean post_sd\n", + "0 5 centered 0.241 0.140\n", + "1 5 non-centered 0.213 0.144\n", + "2 30 centered 0.072 0.048\n", + "3 30 non-centered 0.063 0.047\n", + "4 100 centered 0.083 0.035\n", + "5 100 non-centered 0.081 0.036\n", + "6 500 centered 0.069 0.017\n", + "7 500 non-centered 0.068 0.017\n", + "8 1000 centered 0.074 0.015\n", + "9 1000 non-centered 0.074 0.015" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rec_sigma = []\n", + "for n_trials in trials_settings:\n", + " for label in [\"centered\", \"non-centered\"]:\n", + " idata = idata_store[(n_trials, label)]\n", + " post = idata.posterior[sigma_v_var].values.flatten()\n", + " rec_sigma.append({\n", + " \"n_trials\": n_trials,\n", + " \"parameterization\": label,\n", + " \"post_mean\": float(np.mean(post)),\n", + " \"post_sd\": float(np.std(post)),\n", + " })\n", + "sigma_recovery = pd.DataFrame(rec_sigma)\n", + "\n", + "empirical_sd = float(np.std(v_subjects, ddof=1))\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, 4.5))\n", + "for label, color, marker, off in [(\"centered\", \"#8F2727\", \"o\", -0.04), (\"non-centered\", \"#1E5288\", \"s\", 0.04)]:\n", + " sub = sigma_recovery[sigma_recovery.parameterization == label]\n", + " x = sub.n_trials * (1 + off)\n", + " ax.errorbar(x, sub.post_mean, yerr=sub.post_sd, fmt=marker,\n", + " color=color, label=label, capsize=4, ms=8)\n", + "ax.axhline(sigma_v, color=\"k\", ls=\"--\", lw=1, label=f\"generative σ_v = {sigma_v}\")\n", + "ax.axhline(empirical_sd, color=\"#404040\", ls=\":\", lw=1.2,\n", + " label=f\"empirical SD of v_subjects = {empirical_sd:.3f}\")\n", + "ax.set_xscale(\"log\")\n", + "ax.set_xticks(trials_settings)\n", + "ax.set_xticklabels(trials_settings)\n", + "ax.set_xlabel(\"trials per subject\")\n", + "ax.set_ylabel(r\"$\\sigma_v$ posterior mean ± sd\")\n", + "ax.set_title(r\"$\\sigma_v$ recovery: centered vs non-centered\")\n", + "ax.legend(frameon=False, fontsize=9)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "sigma_recovery.round(3)" + ] + }, + { + "cell_type": "markdown", + "id": "cell-63p", + "metadata": {}, + "source": [ + "From 30 trials onward the two forms give the same answer—choosing centered vs non-centered changes how fast the sampler mixes (the ESS gap in §5), not the estimate itself. Both converge on the empirical SD 0.074 rather than the generative 0.1, because we only drew 20 subjects and their actual spread differs from the value they were sampled from. At 5 trials the data is too thin to pin down σ_v, so the prior pulls both estimates up; centered is pulled slightly more, because the funnel makes the small-σ_v region harder to visit." + ] + }, + { + "cell_type": "markdown", + "id": "b3329bbc", + "metadata": {}, + "source": [ + "## 7. More exploration\n", + "\n", + "### 7.1 Changing the true `σ_v`\n", + "\n", + "Holding the sparse setting (5 trials, 20 subjects), we shrink `σ_v` from 0.3 to 0.02 to test how small the true spread must be before the centered form fails." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "47388ae1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using default initvals. \n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using adapt_diag...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sequential sampling (4 chains in 1 job)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [a, z, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n" + ] + }, + { + "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 34 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "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" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "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" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/4000 [00:00\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", + " \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", + " \n", + " \n", + " \n", + "
divergencesrhat_sigma_vess_sigma_v
parameterizationcenterednon-centeredcenterednon-centeredcenterednon-centered
sigma_v_true
0.020.00.01.061.0066.0807.0
0.050.00.01.081.0036.01595.0
0.1075.00.01.541.007.01223.0
0.301.00.01.041.0195.0832.0
\n", + "" + ], + "text/plain": [ + " divergences rhat_sigma_v \\\n", + "parameterization centered non-centered centered non-centered \n", + "sigma_v_true \n", + "0.02 0.0 0.0 1.06 1.00 \n", + "0.05 0.0 0.0 1.08 1.00 \n", + "0.10 75.0 0.0 1.54 1.00 \n", + "0.30 1.0 0.0 1.04 1.01 \n", + "\n", + " ess_sigma_v \n", + "parameterization centered non-centered \n", + "sigma_v_true \n", + "0.02 66.0 807.0 \n", + "0.05 36.0 1595.0 \n", + "0.10 7.0 1223.0 \n", + "0.30 95.0 832.0 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sigma_records = []\n", + "for s in sigma_v_settings:\n", + " recs, _ = fit_both(datasets[(sparse, s, n_subjects)], sigma_v_true=s)\n", + " sigma_records.extend(recs)\n", + "\n", + "sigma_sweep_table = pd.DataFrame(sigma_records).pivot(\n", + " index=\"sigma_v_true\",\n", + " columns=\"parameterization\",\n", + " values=[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"],\n", + ")\n", + "sigma_sweep_table.round(3)" + ] + }, + { + "cell_type": "markdown", + "id": "395cc032", + "metadata": {}, + "source": [ + "The centered form fails across the sweep — ESS never exceeds ~100 and R-hat fails throughout, collapsing entirely at `σ_v = 0.1` (75 divergences, R-hat 1.54, ESS 7). The non-centered form is unaffected.\n", + "\n", + "The mirror case — small `σ_v` with rich data — should instead affect the non-centered form (§2.4). One probe at 500 trials, `σ_v = 0.05`:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "93a9dc47", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using default initvals. \n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using adapt_diag...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sequential sampling (4 chains in 1 job)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [a, z, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n" + ] + }, + { + "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 1912 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "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" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/4000 [00:00\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", + " \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", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", " \n", " \n", "
divergencesrhat_sigma_vess_sigma_v
centerednon-centeredcenterednon-centeredcenterednon-centered
n_trialssigma_v_trueparameterizationdivergencesrhat_sigma_vess_sigma_v
100.00.01.01.00392.0531.0
300.00.01.01.00965.0946.005000.05centered01.01366.0
1000.00.01.015000.05non-centered01.002077.0772.0
3000.00.01.01.011618.0253.0788.0
\n", "" ], "text/plain": [ - " divergences rhat_sigma_v ess_sigma_v \\\n", - " centered non-centered centered non-centered centered \n", - "n_trials \n", - "10 0.0 0.0 1.0 1.00 392.0 \n", - "30 0.0 0.0 1.0 1.00 965.0 \n", - "100 0.0 0.0 1.0 1.00 2077.0 \n", - "300 0.0 0.0 1.0 1.01 1618.0 \n", + " n_trials sigma_v_true parameterization divergences rhat_sigma_v \\\n", + "0 500 0.05 centered 0 1.01 \n", + "1 500 0.05 non-centered 0 1.00 \n", "\n", - " \n", - " non-centered \n", - "n_trials \n", - "10 531.0 \n", - "30 946.0 \n", - "100 772.0 \n", - "300 253.0 " + " ess_sigma_v \n", + "0 366.0 \n", + "1 788.0 " ] }, - "execution_count": 10, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "results = pd.DataFrame.from_records(records)\n", - "\n", - "summary_table = results.pivot(\n", - " index=\"n_trials\",\n", - " columns=\"parameterization\",\n", - " values=[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"],\n", - ")\n", - "# order columns: divergences | rhat | ess, each centered then non-centered\n", - "summary_table = summary_table.reindex(\n", - " columns=pd.MultiIndex.from_product(\n", - " [[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"],\n", - " [\"centered\", \"non-centered\"]]\n", - " )\n", - ")\n", - "summary_table.round(3)" - ] - }, - { - "cell_type": "markdown", - "id": "cell-22b", - "metadata": {}, - "source": [ - "For 10 trials per subject, non-centered has higher ESS for `σ_v`; from 30 trials onward, centered overtakes — by 300 trials it has ~5× the ESS of non-centered. This regime change is exactly the prediction of §2.4: centered struggles when data are scarce; non-centered struggles when data are abundant." + "rich_records, _ = fit_both(datasets[(500, 0.05, n_subjects)], n_trials=500, sigma_v_true=0.05)\n", + "pd.DataFrame(rich_records).round(3)" ] }, { "cell_type": "markdown", - "id": "cell-23", + "id": "9c2140b4", "metadata": {}, "source": [ - "## 6. Diagnostics Deep Dive\n", - "\n", - "We zoom in on two extreme conditions — **10 trials** (non-centered wins) and **300 trials** (centered wins) — and ask three questions about the same fits: what does the geometry look like (§6.1), how do the chains mix (§6.2), and do we recover the truth (§6.3)?" + "The non-centered form again holds (ESS 788 vs 366, both clean). In this model rich data degrades non-centered sampling gradually rather than breaking it." ] }, { "cell_type": "markdown", - "id": "cell-61h", + "id": "e80f8568", "metadata": {}, "source": [ - "### 6.1 Pair plots: the funnel geometry\n", + "### 7.2 Varying the number of subjects\n", "\n", - "For each (n_trials, parameterization) we plot `log σ_v` against subject 0's random effect (or offset, for non-centered). The dashed line marks the true `log σ_v ≈ -1.20`." + "We vary the group size at the setting 5 trials, `σ_v = 0.1` to determine which effect dominates." ] }, { "cell_type": "code", - "execution_count": 19, - "id": "cell-61c", + "execution_count": 14, + "id": "9b83f5f1", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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nTp1afOpTn1p8+Zd/+eKKV6z5vE1RHKpQKBQKhZODUzP5U4lSa4Ig9ZVf+ZV77Z9CoVAoFApHDB/5yEcWX/EVX3HYxTiyKA5VKBQKhcLJw0dW8KcSpdYED6k07Bd+4RfurXcKhUKhUCjsPD75yU8OE1LhAIXNUByqUCgUCoWTg0/O5E8lSq2JLNkjSJUoVSgUCoXCyUEt299O+xWHKhQKhULh5OAKK8IeVWCEQqFQKBQKhUKhUCgUCoXCgaNEqUKhUCgUCoVCoVAoFAqFwoGjRKlCoVAoFAqFQqFQKBQKhcKB48iLUj/0Qz+0+Oqv/urF53zO5yxudrObLX75l3956fE/8zM/s7jOda4zHH+DG9xg8Qu/8AsHVtZCoVAoFAqFQqFQKBQKhcIxEKV+6qd+avGYxzxm8ZSnPGVx6aWXLm50oxstzjvvvMUf/dEfjR7/rne9a3G/+91v8a/+1b9aXHbZZYt73vOew+tXf/VXD7zshUKhUCgUCoVCoVAoFAonGVc4derUqcURBc+om9zkJosf/MEfHD5/5jOfGbYcfOQjH7l4/OMff7nj/+W//JeLv/iLv1i8/vWvP/3dOeecs/i6r/u6xYtf/OLZ2xpe7WpXW/zZn/1Z7b5XKBQKhcIJQNn+asdCoVAoFAr7w5+OrKfU3/7t3y7e9773Lc4999zT313xilccPl9yySWj5/i+PR54Vk0dD3/zN38zNGb7KhQKhUKhUCgUCoVCoVAo7A1HVpT64z/+48WnP/3pxZd+6Zee8b3PH//4x0fP8f06x8Ozn/3sQd3LiydWoVAoFAqFQqFQKBQKhULhhIpSB4UnPOEJg7tZXh/5yEcOu0iFQqFQKBQKe0ZtFlMoFAqFQuGwcWRFqS/5ki9ZfNZnfdbiD//wD8/43uerX/3qo+f4fp3j4SpXucqw/rF9FQqFQqFQKBxl1GYxhUKhUCgUdgFHVpS68pWvvDj77LMXb37zm09/J9C5zze/+c1Hz/F9ezxccMEFk8cXCoVCoVAoHEd8//d//+KhD33o4iEPecjiete73rDhy1WvetXFj//4j48e/4IXvGBxl7vcZfFd3/Vdi+te97qLZzzjGYsb3/jGpzebKRQKhUKhUDhRohQ85jGPWbzkJS9ZvOIVr1j8xm/8xuLhD3/4sLseggUPfOADh+V3waMe9ajFG9/4xsXznve8xW/+5m8unvrUpy5+5Vd+ZfGIRzziEGtRKBQKhUKhcHCozWIKhUKhUCjsCq60OML4l//yXy4+8YlPLJ785CcPwcq/7uu+bhCdEsz893//94cd+YJb3OIWi1e/+tWLJz7xiYvv+Z7vWVz72tdevPa1r11c//rXP8RaFJZBHK8///M/X3z+53/+EGi+UCgUCoXC/m0WY9Jum5vFPO1pT6vuKhQKB4p6figUjhaOtCgFvJymPJ0uvvjiy313n/vcZ3gVjoZB+e///b8vPvWpTy2+4Au+YBAdS5gqFAqFQuFogLc6r/bgk5/8ZO1iXCgU9hX1/FAoHD0c6eV7heMNHlIEqa/4iq8Y/vtcKBQKhUJhb6jNYgqFwnFFPT8UCkcPJUoVdhaW7PGQ+oM/+IPhv8+FQqFQKBT2htosplAoHFfU80OhcPRw5JfvFY4vLNWzZK9iShUKhVWo+BGFwnqwrO5BD3rQ4uu//usXN73pTRfPf/7zL7dZzDWucY0hLlQ2i7ntbW87bBZzt7vdbfFf/st/GTaL+bEf+7Fq+kKhsDOo54dC4eihRKnCzhuWiiNVKBSWoeJHFArrozaLKRQKxxX1/FAoHC1c4dSpU6cOuxBHCYJ0utF5CPrCL/zCwy5OoVAonHh89KMfXVx22WVD/DnLfc8666zBw6NQ2BbK9lc7FgqFQqFQ2B/+VDGlCoVCoXCkUfEjCoVCoVAoFAqFo4lavlcoFAqFI42KH1EoFAqFwm6gYjwWCoV1UaJUoVAoFI48Kn5EoVAoFAqHi4rxWCgUNkEt3ysUCkeC5Igb5H+hcBJR10ChUCgUdh12zP7Upz41xHj03+dCoVBYhfKUKhQKO42adSucdNQ1UCgUCoWjgIrxWCgUNkGJUoVC4cjMutlZzWdLtQqFk4K6BgqFQqFwFFAxHguFwiYoUapQKOw0atatcNJR10ChUCgUjgoqxmOhUFgXJUoVCoWd3nmlZt0KJx11DRQKhUKhUCgUjitKlCoUCjsf/6Zm3QonHXUNFAqFQqFQKBSOI2r3vUKhsFXUziuFQqFQKBQKhUKhUJiD8pQqHMgSrMLJQcW/KRQKhUKhUDieqOeDQqGwbZQoVRhFbUFe2BQV/6ZQKBQKhULh+KGeD85si5q8LxS2g1q+VxhFLcEq7FWYusY1rlEedoVCoVAoFArHBPV8cKY4d9lllw3/fS4UCpujRKnCKGoJVqFQKBQKhUKhsF0QMD760Y8eSSGjng/+L0qcKxS2i1q+VxhFLcEqFAqFQqFQKBS2h6O+/O24Ph+suxSvxLlCYbsoUaowidqCfHdQ69Z3C9Ufu4/qo0KhUCjssofNH/zBHwyfj5qwc9yeDzYRCo+rOFcoHBZKlCoUdhxHfVbtuKH6Y/dRfVQoFAqFXcRBedjUxMz+C4XHTZwrFA4TJUoVCjuO4zCrdpxQ/bH7qD4qFAqFwi7iIDxsamJmPZRQWCgcPkqUKhR2HLVufbdQ/bH7qD4qFAqFwq5i2x42vVdUTcys3x8lFBYKh4sSpQqFHUetW98tVH/sPqqPCoVCoXASMOYVVRMz62O/l+KVUFgoLEeJUoXCEUCtW98tVH/sPo5bH1V8kEKhUCjMETuucY1rVBDuHcO2hcLiBIXjhhKlCoVCYYdQRKMwNiZqs4NCoVAozBU7jtvEzFHnV9v04C5OUDiOKFGqUCgUdgRFNApjKLf/QqFQKIyhlqsfHX61LaGwOEHhOOKKh12AQqFQ2FUC89GPfnT4f1BoiYb/PhcKFR+kUCgUClMgdFiyd9w8o7bJw3aFX22jTsUJCscR5SlVKBQKOzKjVkSjMIaaCS8UCoWjgYNcInacl/tvm4eN8auPfOQjiz/6oz9a/ON//I8XX/mVX7k4KnUqTlA4jihRqlAoFHbENbqIxtHGfj4gVHyQQqFQ2G0c5ITWtvM6bIGrz3/bPKznV5/85CcXr3vd6xZ/+qd/uviiL/qixT3ucY99F6baOv32b//24nd/93cX/+yf/bONhanjJkQWTjZKlCoUCoUd8lgqonE0sQvxKgqFQqFwMia0tpnXYduvsfz3g4e1/IogRJD65//8nw8CEY+p/RClWrEtdZLfH//xHy+ueMUrDr8VXygUSpQqFAqFI+GxdNizmMcR22zTCjxaKBQKJxsHOaG1zbwO036xwwSiP/zDPxwEouQvRta2eVhr8y3Z4yFFIPLf5/0S29TtSle60uImN7nJUCf1JUhd/epXX/zP//k/F1/6pV9avK5w4lGeUoVCobDjHkuHPYt5HMW0g4hXUSgUCoWTg4Oc0NpmXodlv2KHP/GJTwyeQ0CgSf7b5GFjNt+Svf2MKaVvCFJ/+Zd/ufjYxz62uMIVrrC4wx3uMCzZk+8v//IvL/7mb/5m+P7zPu/zFl/4hV+4sj93lVMVCntFiVKFwh5RBqKw3ziqXji7LKbtd7yKXalnoVAoFI7nhNa28jos+xU7TKSBf/JP/slojKUxnr0u9x6z+UQgHkvbFuFSts985jODhxRB6su//MsXn/70p097gamrclz1qlddfPjDH168/e1vX3zxF3/xcMwUX9plTlUo7BUlShUKe0AZiMJB4Kh64eyymLbf8SoKhUKhUDjOk6t7nZRt7fA/+kf/aFKQ6oUYmCvOtAJRa/N93g+Bpy/vda5zncETitikjuEaX/ZlX7b4h//wHy5+8zd/cxCseFMp0/Wvf/1JvhROZbnh7/3e79Wyv8KxQolShcIBPXSXR1XhpHnh7LKYdlTbtFAoFAqFddDyT2jt3tTk6irOumpSdg7nnWOHWyEm8ZfkN4d792X8p//0n572jNrrpNmU95Z4UZYjEtik678le/2x/osxFcGKx5T3y/iS75Tfsj8gTBG39spf6vmksAsoUapQOICH7uPkUbVX41XGb7M2OopeOLsu/BzFNi0UCoVCYS5a/knQiAgSLjomzsAqzrpM1FmH866yw7jDZ33WZ50WYv7H//gfixvc4AazuHdfRvW3dC7YdNJsmfeWGFKJjxXPqKk6imPVxpGC//W//tdkvtIgrP2f//N/Fl/91V897B64Vw/04/R8UjjaKFGqUDiAh+5dXsZ0kMZrv43fcRC8jhtBOG7Cz3EYY4VCoVA4nuhtVMs/P/jBDw6iVLtEbGxydYqztmkvm5TdJud1nvhLhB4ByQUI/4u/+ItBnEmQ8qm0l5VxL5NmU0Ke7+wgKHi5/IhS+W2OKKd9iVrS8X+M//GMImYRpLbhgX5cnk8KRx8lShUKG6I1zu3My1FbxnSQxms/jd9xEXNOGkE4SiLPcRljhUKhUDh+GLNRLf8Uw6hfIjYlzvSctfe4Igq1y+FaW7htzpv4S7/2a782fPb/cz/3c4cYTAlYPmaLVwlPm06axXvrV3/1V4dypX7qavmeNlK2D33oQ4NoRpyawxfm8L9te6Afl+eTwtFHiVKFwgE8nO76MqaDMl77afyOi5hzkgjCURN5jssYKxQs/3jkIx+5eN3rXjc8VN7rXvdavOAFL1h6v7nd7W63eOtb33rGd9/xHd+xePGLX1wNWijswKTMmI0yadryz09+8pOX8zDqxZkxzvrRj370dGwnS+ncQ3jsjNntZZx3k530+mVrYksJDG4Z3ypbPCY8zYmXtapfTp06dfrV1pkoRZCyk9573/vexbWvfe2h3ZbFvZrjfbaqTpviuDyfFI4+SpQqFA7o4fQ4LGPaq/HaT+N3XMSck0QQjprIc1zGWKHwgAc8YIhdcsEFFyz+7u/+bvGQhzxk8bCHPWzx6le/emnjPPShD108/elPP/1ZcN5CobAbkzJTNir8U55iMkUkmfIwWpa24NqwKqbRGOf9yEc+Mgg1f//3fz8ELF9nJ7122RrvJGLQXFvcB3pfFaB9TjwtotjVr37102mnvgKb+0w440318Y9/fPFVX/VVp/OeKotjLVOc8j7bTxyH55PC0UeJUoXCBjjJD6d7NV77Zfy2LeasM4O57dnOk0IQxq6jXV7Od5IEw8LxxW/8xm8s3vjGNw4Ph1//9V8/fPeiF71ocde73nXx3Oc+d9iefApEKA9ihcJhYpftxGFOyqzyUOLFI1aRuEfr7FoXYcZ/YhJhat2YRgSpCy+8cPHhD394ELSUI23w+7//+4MgMyVypb9bwSZtuGoM9HVR/rF4UElrTr/whOJt9tu//duD55jPY15dyvp5n/d5w+eIgmNlifeZuFkErE3itR7166FQKFGqUNgA9XC6m9iWmLPODOZRW4K2y9cRbNqWB0XKTopgWDi+uOSSS4aHoAhScO655w4PUO95z3sW559//uS5P/mTP7l41ateNQhT97jHPRZPetKTyluqcKA4LjZ3r5ObRB7CiNhK6t/u8jYm6mizT3ziE6d3hiOIzN21rvUE8uK1tI69lf+v/MqvDOIT8CK64Q1vOIg5BC7l8rrOda5zuTKt6u+ISnnfl6mvi3q37a4Mbawsyxr9X9Yvfv+SL/mSYWnen/zJnwyf+98/+7M/+/Tywvw+VRbtAcuEueN+PRQKJUoVChvipD+cHueZmXVmMI/aErRdQ7uswCwuYsr9fZ22LFJWKMyH5SQevFpc6UpXWvyDf/APht+mcP/7339xzWtec/Ck+sAHPrD47u/+7sVv/dZvLX7u535u8hy7UHkF4tkUCnvBcbG5e5ncJEiJB0eUcn1d73rXW+phkzZjWyN+eD+V5yrBbIr/TvFC3336058e7h88pZT1Jje5ySDW+P6mN73pIMzEo2is7GM7AbZikgDu0uqFmb4uBLVWVLOMmVjmniiAOg8nywO1j+PG6um8eDmNiXtTXuBZpteXRRqWVY55n63i2sfleigUSpQqFApr47iIAFPGfoqQjR1/1JZy7qKYmPHEnT+zuHarmduWRcoKhcXi8Y9//OI5z3nOyqV7m0LMqYAHgIepO97xjsMOU9e61rVGz3n2s5+9eNrTnlbdU9gajprN3Y/JTWIUAYMQcemlly6ufOUrLw2m3bYZ27pMkNpUMGvtOJGb6CQGVPKXL/CQ4qUpnhVBiEijLo611O03f/M3h+MiCE0JPO0k1gc/+MFBlLIskOcVkSdlnqpLhK14ahHFlDuxsuS1LED6ql39przACWi94DXlfTaHax+n66FwslGiVKFQWBvHQQRYZuxDKBCmseOzHXJIxVGJM7SrYmLGkzgXc2ZxexQpKxQWi8c+9rGLBz/4wUubwn3L0jsPtS0EHuYhsE68qJvd7GbDfw+HU6LUE57whMVjHvOYMzyl8qBaKGyCo2Rz92tCiFePJbj4l7T+9m//drh2p+IybtJm6wpm0iZICQD+sY99bBCJEkh9jFP1Ig1B6ld/9VdPC+eW8t3ylre8XNndQ8TDc+5f/MVfDMfybPqrv/qrIS4TEJrCz9IelullqV/qFQ8unlrEMDHzpmJljfEnOxvOab/sXBjO3ApebX/16c3h2kf1eigUepQoVSgcA0+Tg8ZxEAHmGHsEyzH+9wEp++2Q93MsbGvM7aqY2I4n7byOIAVFygqF/+tdGG+EZbj5zW8+PHi9733vW5x99tnDd295y1uGh7YITXPgAQ08/E3hKle5yvAqFE5y+IRtTwjhHmK69TGlYNlk217ynOIhrejD04ggZYkvsafnGOFUdvz0SsB1ZYX//b//91CfvO9jWSU2FQFJHoSsTGIRvAhT7a6AaY94YRPz3CPTLuEejhcfym/ScNzcZYTL2maO9/2ycTF1XuKJKaex0LYPAewkP58Uji5KlCoUjoGnyUHjOIgAq4S1qYCUc7dD3haWeWitOu+oLDXcxng6ag8phcJh4brXve7iLne5y+KhD33o4sUvfvHwcPiIRzxicd/73vf0znsebCzNe+UrXzl4EVii9+pXv3rYoY9XgphSj370oxe3uc1thuU4hULhYCeEiBG912HvkbMtftJz3+yCR4gSCylL9uSb2E79Evx4Un3xF3/x6eDglt25n+Q47+PFKf5U7/kVzyb3KeIXb6p2Ekt7tJ5OaXd58ugkPIkf9dd//ddDHC6eXLidF4FLXbIMMl5egbrySLPjXhtHas5zwRTHWTUuxs5LPDH1NElKnFTvej4pHHWUKFUo7ICnyVH0vpojAqyq12HWe5UQMhUcc9PtkPc65qY8tMYwRU52WUwsUalQODjYRY8QRXjycHive91r8cIXvvD074QqQcwtxQExa2zn/vznP39YMuMe5JwnPvGJ1W2FE405POagJoT2K5+W+xJl8BC7y7lPWE536tSp00v2xItyT+nbg6jDW+nXf/3XBwELn+JF6Rxw7C1ucYtBzHLf4QEFvRgWb1DiurxaTzC/x4Mo3zuPGIZDiRtFeCKyK4f72Od8zucMx8QbfsoTynnqoN5tQPa5zwVjHGdOf/XnJZ4YLzN94bN67KonfKEwFyVKFY4EdkW02Q+Df1xnN1bVaxfqvUwIWRYcc93tkPcyvjPm1vHQWkZODkP82ZXr9yBxEutcODqw0x7Ppym4z3jQDDz0vPWtbz2g0hUKR+P+OpfH7GVCaJ267tfEU8t9CUq8lYhGPJ14PeEk7hm+J0iNxVryvTTEr+PR5f5y+9vf/nJ8huitPYlAvVAkjan6RTjqPZ0Sy8p3vIzkff3rX3/oN2K7uFXxhreT4bve9a7L7ajX7l6YcgSEKuIcT6x1Nmjp+2ss5tWyeGIEKf+zk+quesLv2jVb2F2UKFXYeeyCeLGfBj/b0TLwB7Ec7KCwatbmKMzqTAk4q4SddYzvqvGdMbfMQ6vPb7/IybqkwvHGt3KPbdV8XLFL96xCoVA4Ttil++s6PGaTCaFN6rofE0+9eEL8IYool2VvlrXZRW+ZKON7xxKGLL/jNSU2lCV1Oaf1DOfV5Piey7T1azkJriHtsYm7xLJSdt8pu6WCeFXS9hsuLpYVcYp4lbR7TuVYv6ctiFLEunhQbbJKYG4/t/HECFLEt8SR6p9PdkUI2qVrtrC7KFGqsPPYNfFiyiBuUqZ2O1ov6+N3bXZjU6wSRnZ9VmcTTIkwMDVO5gbPNDbW2TJ4m+LpJuJSyoXkGdvi0hwn0fUo3bMKhULhuGCX7q/7zWN2qa4t9yWE8AzKznner9o11/c3uclNhnhOeIGd7rzapXDaj7iVXfR4dN7gBjcYXQ7Ych/nELkIWYQp/KQVuhLLyrLAW9/61sOSwQg6Edos55Omc+0C+J73vGfoU2lbJtiLcmMB25VzipO1AeGdrw2ce8455wy/r9PPiSeWvBLTS/smzpjfeH0R2QhwlkZuazL1KI/jwu6iRKnCzmNXxYttKP/tdrSMaWucjzpWCSO7FN9oG8Z4SoQh5mSWbp3dVZbFhZpj7Lc1W7qpuJRyIarOM76RpcO6fg9yxnBX71mFQqFw1LFL99dt8Zgp+zS3rgftESMPApQ8lY2H1Jxdc3GAG9/4xoMwE4+mdimc83EGAlNWD0wtB2y5jx35cC1t5NwWiWVFOOOBZffRPkA8jsPziIcUQcoOgJYZykOsLEsNxd9TjjaYvDSJQW3/jHGy5BEhS3mkI0/v7373uw/n8+CSnjLPgTo7x3OEOF+Jz6XN/CZPohqhTntO9c9+ezLt0jVb2F2UKFXYeeyH18c20tqG8t9uR8tILtta+yhilTCyDeFkG95q2zDGUyIMrLu7yjrj66BmatcVl9qxzctr7q6B+4G99HE/vvqtmMewS4JroVAoHCfs2v11rzxmlX3K7nBT9nNT+7ZX7rRuPyQ/S/L6XfJaqOdXfdVXrdxMJl5VRCRiDDGHeMQTi+CjTZSPQMNeWyaoDK0I1nMctp131td+7dcOafzGb/zGsNSQQJW4VASjcC5iHG4jDtYyTtbyOUKW4+Wlnry3/uqv/mpIh7BEYOJJ1e/+N9aevNc//vGPD8KWwO/yedvb3jaUUQB6E6ICs8vj0ksvPd32fd/vtyfTrl2zhd1EiVKFI4E5Rn+Ogd3mbMA2xIC6Ue8Nc/pz1bjYljGeEmEAMVhnd5V1xtd+j6FNxaWDHNv71cf9+EJAL7744sttxXxQcT0KhUKhcLzur1P2qbc//aRl7J7f17Vv2+LCy/qhtcvwzne+8/RSsnZJHiQmUtKbGxuJCOUlYDnhiRDzJV/yJQNXiac6EGN4QY3FvIqAQ7TxX3ysq1/96ouv+ZqvGdImSGmj7L4XLiCdLAHMcj5cT9n78ku3DYauDQSIdw7vK+loDwIScWxOP7YrLSw1JMoR6T784Q8P/IRYZWdBbWNC8QMf+MDQJre73e2Gz23fH4Qn03G6Zgv7gyMrSlGTH/nIRy5e97rXnd7O+AUveMHSC8mF2O8e8x3f8R2LF7/4xQdQ4sJ+Yq6B3eZswLYeuutGvTlW9eeccbHKGM+dTVw2HjYZJ+uMr/0cQ3sZ5wcxtrfRx3PHlxnYsa2YC4VCoVDYBFP2aVW8ydg9z0DEiHXs27pcuBeYpvhAHzcpdpkoJKi5ZXEEESIMkY1Y4zjfJXYTm9pyB97J733vewdxiMeYiTF1ljYPIKIQjyZilN+JMFn2lziYbLc8+yVs2bGP5xJvJccoL/Hshje84bBkj7DF1nslfpbf5aOu/Q6BbTu1eSQYOlFKfaWVmFLxXlqHp2TXP3XTbtpF3sQo0Oby4kXlPe8vbenlvASTV34iXnkyFQ4bR1aUesADHjDcKC644ILh4nrIQx6yeNjDHrZ0i2N46EMfunj6059++rMge4Wjj8Na6nSUBaW9uG7vyo4eq/pzzrhYJrqsO5s4NR42HSfteYfZ5rs8zvfax+uMLwRPMFRjwkxntmI+itdOoVAoFA4fU/Zpase3sbhFPHsSvHuOXWnT5kH0oQ99aEi/nWQZE5gIPcQbrz54dsuX+gDgiXUE8jOpQxBxLLGJh1BiN7XL1qQpXhRByzK67I5HECLGEFh89l6sKl5OxB51k3biSL3jHe8YvJiIT236aUdL34g30iEcacfs1uc8r8SqIp4RqKQrb6JO308tb/Q7EUqgdfXRdlkuqF7S9b0yEZYSHmCVSNgKXTzPImzJS7nE7Lr+9a8/lP3CCy9c/NZv/dbQZ9rOue9+97uH94TCeL8XJykcJo6kKEURf+Mb3zgo59RheNGLXrS4613vunjuc5873LimQIRy8y4cL+zKUqddwH4vY1x1bktkxnZM2SZW9ec642K/Pev2gv0IQjl35nPXsdc+Xmd8AeKHyCGayO06qG2RC4VCobDMPrW2eWzHN6KIZxnH8RRyHCGCR5BjV8Uiam3b7/zO7yze/va3D4KF2ExZkj4lMHnuIgTJsw+e3cdNIjZJkxDCi8mzl/Je85rXPF1WS80IUbii7yMkJWh6lqhJw/eWul3lKlcZxJsPfvCDp5c1yodgJW5UBBZ1IMhE+JEHgcvkUp4d2/AEN7rRjU5PNBGGpMmTS3v7DdRXeewOGCHJjndtPzlXf+gHacib6BdPrOtd73pDWQhlvJqIc8652c1uNhxPUPJ5WT+mrT3v8gZLTCvHEwpbPicd7awtcBf9qu+U0RJFv3HyOGrcr3D8cCRFqUsuuWRQqHNTgXPPPXe4yK2rPf/88yfP/cmf/MnFq171quHm6Ob7pCc9aam3FEXfK3CDKuwepsSJMYHmOM8GHMQyRsaLQcvOKWMu5ZlVikgQl+z9wLL+zLhIXIF1xbtd2TFk2+JYv5UyUphYCdvedWW/MSYctfEptpF+0pGuGA23vOUtN+qHXRE5C4VCoXA0OFy745tnHyISkYjAIFA2oYO4sa5dcQwPJmJJvyRdGngc754sgXOc5yzPQd7jDY5T5gQBzzJCy8XAcQQTwofyQuoTHukZy2/K4lj5SSuxjqRFPHNMeJg8CFXSl7ZjPMv1O1jne3Y7fJUAZ1IpQk4bH0rdlY1Q5FhCYAKjK2uW70nvWte61nCsMiTP8F/n6ROeWxwplEH/KI9j5aUPQf0d4zf/eS7pB+UisE1NuCqXsUD8k77zMxHc7laoHoQ8YtW73vWuQfSKR1bKUCjsAo6kKOVC75dNcF+0Y0LW0o7h/ve//6DEU5YFfPvu7/7u4eb0cz/3c5PnPPvZz1487WlPWxwEalnHdsWJbXolHJW+2e9ljHEZzvp6Ls/tuckfkbHMCZFBPHqX7IMGktAGoYQ5Y2NXPOu2LY6148TMnP7h/j0Wt2Lduh/GtZJrf9e3Nd7LdXfYY7BQKBQKh8PhYjuIJUQIfIrQYDJpXbvS2hPPUoSuX/u1XxvEEC+QronF97///aeXnhFYLAfD/YhP+B0QOogpCSQeMSkeTzyaLIsj6vAwch4BSr45R0wj4g5ByjmpO3GFd5KyKGuWtkWsIYY5Txp+i9CEdxJseE8BsYYAw0tJ+/nN86L8CUwR4rRrdvUjdnm2dJ72iOCVdlJGZcnzaPqOwEeskob81F/7+V2/xptKexLKlF0+Y0sclXGMy7TCljIT7bSx7/vj2/FBjJO29tSG2T3wuO38XTia2ClR6vGPf/ziOc95ztJj3Pg2hZhTgQcwF6EgdtwqKd5jeMITnrB4zGMec/qzGYL98PioZR0HY9zz/boP2fv5oLsJph5S93sZY9yT7faBPPRBI5M/8YfRtiEBIRgJOCyvkKlxMNdjZa+eddsSFFZtCz2VJyyLVWG2kSjVj5lNxv065+yH0HIQnkjr9MM2rrtdvP8UCoXCccMuiP9THC62g+0hohBbsnyMh8xcuzJmT7IJFLGIEEMIIu7wTLKqhIBhWRwhJUsKs4uez5bHJfC483zPO953BBnw3nFATCGCEdWUh5cP4SuBuvu6s7XSdA5YCqg8qSeHBL8RWwhBOKq8TIx6n5hPOKk0CUC4qc+4qboQ25Q/QpjyE4y0h7yUUR0Ss0mZ2iDlfd/xYANtl3yka6mfNpK/GFhAsMKT1ct5RDZCk/ZfxmXk56UdE/RdMPP++J53eI7Vl8oVwbM4RWEXsFOi1GMf+9jFgx/84KXHuGm5SbqgWrjgXeTrxIuyfheo+VOilIvda79Ryzq2j7EgkZs83B1G3ywjR8seUtd56N1EbGnX3zOeDHNf1uTPyCMG2TFlHa+SbZLDKZJ3EMvy1hUUxuq9alvodZfmgTyyg82UcLWJqDv3WtkvoWU/l1uu2w/buu7KNhQKhcL+Cke7Iv4vCzkQ28H28Iyx0oPAwns9y/xWtZv69TY6wcuJFCb+szsc8cKxvvechMeZiCSYtJNeBKPENeI9T9zynucPoUgaBBfpEGCkDcpATPLcFkFLHkS21narM77iGa8PG5HfBEnHNXmS8RjCfaRvVQzxiCcWAYlwQyiSV5YhesbjkYTTtrEjhYURQ8uxArFrQ8cpfzzL46HdxwCL+ON83mFZ5qieiSEFjidI+SxtbRaBiiCWmFxjXMY40N5ENUJfvLd67sNrrA2e7jXlXLHu9bULQm7h+GCnRCk3Qq9VuPnNbz7clN73vvctzj777OG7t7zlLcODV4SmOWCAYBfcFg8qds1JuoH0As2mD3cHHVdoFTmaqkcfYPyg4veMldULQfKaO3u3Ks1Nx/WUUHcQy/LWGXN9v7fbHs8VenrS2S/NQ3SzlHFM0GwRF/aQojmi7txrZb+Elv1cbtmXOTE09nP8hMQaBwd5/zkpNqJQKBwd7KdwtGvifx9yoBc/vNhk4Ugi0qQe/b2bKEEcIdrErrf2RD4tCDeEJR7xlu+FT3o+SxiGtjwmIP1muRnvnjzHSYPAIm/CE4HK0jwgpDnXEj5ijDIRqJyTpXpt3T2nEVLUtbeDfuPJxDPKMQSkxLTCXYhSRJlLL710EJQiwBGqpEd0coxyt+0W4Ub5lfXiiy8e0m1jUfW8CG/zu8+Ozc59yqEfCInKx6OJ0Kd9lF8baAsCVuJweeFvXj3ats/kYjygIj45JoHspSn9BLJf5/qa4gS7IuQWjg92SpSaC8rwXe5yl8VDH/rQxYtf/OLhZvKIRzxicd/73vf0znvW81qa98pXvnK4sVqi9+pXv3rYoc/NgXr+6Ec/enGb29xmccMb3vCwq3QgsWtO4g2k90rYRFw66LhCq8jR2IN/+pbBZZTMsphx2o8+bts0wTenyjrmFdIbuH5cKvc65HDOuB4rx16X5c3BOoJm2+9c3t2zQj57ErmsDRCUHN8vzYN12jaEyCtEa5koM3atjBGa/RR696tf2zJr4wR/3a97ae/xhsxvsmRw0zxPio0oFApHA/spHO3KpibLvJRbG09kwPe8iCtTk0bu6Xac47VumZvPZ5111mBLnCNt4ok0eNwQSXhDJVD3n/zJnwz/pUVUyS5tPecgxtz61rc+LdhIM6EciCGOT+DuiEzxHlI2ecvHqhVCkSVzWU7XekS1oksQjyfPgtpL3S2TSyDvBPMOX/U7AY1dJaKJ7cTTSjlMpLZpq1sCrKu/cmkTbcQmt30lTXkktrFllkQobaIs2kE9fa99pcsbKvnwUnNsYmcti/XZ9zVkd8aMF59NKuIq2iMeU1Oi1Kpx13OCXRNyC0cfR1KUyi56hCjCk4v5Xve61+KFL3zh6d/dhNwMKP7g4r/wwgsXz3/+84eL3kXpnCc+8YmLXcF+PySf9BvIXsSlgxAw5pKjsXrE2HrPMPYG/bDK2mPMmPbjMuv/56a5H+N6r94iU+7cy9JCEJEjM5OInHsXV3UgnKct5iybQ5batmu90KQ9VyRTppAimCPKtNfKlMhx0ELvNvq8XVaRQP9tQNZt16HvU+23Th6bjOFdsRHlrVUoFHrs92TGMpu0rXvSprv+9pNWlnmZcLcULF7VBCpp+p9JI+ew0wQpoocJS7/zLGrDK7Dz8biRBo8onjzZNQ8fIaYE0hfXKvGhLK3LJFi89f2mbF7SbSdVWp7geMcSbAgnxCLCjrLKJ15HreiifMATiHeR/zyxLGf03+9e7HRiEROc1B1HJhBZSphdAKdin6YvnOcc4pX29FmZ5aGuvKk8d6q/z54ztQ/BTH2kIQ/wHa4Xvq7tHOM7XlSEJMdm2WTiZK0Sj1pxzBJGnz0L4GrSNAYSyH6TcddzgvZ4ZXRc4pwVCidKlHJx8Xyagoe51uWRCCWQ30nGLs0EHRYOUlzaFHMe2Pt69IbTTM66cZz2q6wtxgxcPy4Rl8yizUlz2+N6r94irat8vNWWxXpInggX4uGFLCE8CJAZzFUeMmNt2HusBXP7a1m/aBtkaZV4sYzQ7NK1uE6fxx3fEoN2O+m5+RzEuN50DO+CjShvrUKhMIb9nsyYsknbuifNTaedAAnUN4HDCQtEGvyAuOR9dnQjSPidaCVWknP8zvuIaETIkr/nIYIM2wwmWFqeogw4iPMJUtK3VExaxCxCFL5JFCMEeeby3nMXLyJCkfLJS9mlPRaDNOVWPnkl+DaRg0gVQQmXcqxlgBHdlAHXYo+lSYxSZoKQz/K8xS1uMZQH5N8G+ZaOfOTr+J4zp6xENe3j80UXXTT0QTybzjvvvMFLi4iWZ04iUzzGPHsqqzYiYOkvwpP0nI8nJtC7/tI/ymd5n7aO2IUfZulk77Ud0c53+h83SSwvMJbSD/KZEo6mrq8pTtCOU+XDCdsdrpddpzXxVDhWolRhfeyid8Ku4rBvmOs+sLd9m1mqgyr7OmUde+idGpdz01x3XK/q2714i4y5yiM6c8U6RAWpQFrMxlmqbBeYVeev0wZz+qslY/1Yiuv+HI+rMfK0CzNp/RiYGy+q3fIZ4sI/pz7rPtjsZVxvOoZ3wUbsirdWoVDYPeznZMYUN9jWPWnddNq4UmwxocmLAMGTxmoQPIEggGdkVzriEKHEUrh4TmdJHoGDRw5xAlckjBBCehuuLbLbngDg3hM6eNwQPZxPpMoyOKJMPKWyDA0H4qWjvgQqwlM2j4oNxAuUm4AkZEFELSFW5BfPHkKPOpn0M/GqTcSQ4hGkPuqV+FGEHnUjusVDK95ERCIvv2kPbaRsEd9aIbC3195rT3nqA2V5z3veM5RFvjzKtEUCk2sjZbve9a63+Jqv+ZqhD52X8AzaQX9mB/gsycwmQsosTef14yUB4R1PDEo8q4iX4ZLaMn3ifRskfmrs9+LkMk4Q/qS9W/40Fbs0eVWYgMIYSpQ6Ydgl74RdxVG9YR5m384V8ZYJUHsp+9zz5/TtOt4iY+JGXOURJl402cZ4mbdTmyeyMSYGzWkDCPlatz0TbyAziGNttO6yxHYmDTmdO5O2n6KwtN/5znee3tL6lre85ex4UX0/zRWkNn2w2XRcGz+bejwdto3YBW+tQqFwsrCMG2zrnrRpjEnHs81sEiHIZwKGyStCA5EjS8AIOUQFYkfvOR2hgz0mIvG84TlEMGnv+fH2jiBGtElAckIK720cwfI09pKnD/GFt5T3hA9lI7b4nYhjGSAPfh5Dd7rTnU4vw0vcTBN5yk7wesc73jGUQ5rqJU1cSp0ISo7zXh5+w1mUizDiP1GKeJYd9ogy6ieNcA9cRD0T0wlnI+IQpohCY7FNIXkpl7ZNLNfs4kcsJCT5XZ5Z0qe88dTSPvGQuvGNbzz0H4GJoMh2t1xxKn6ssmkfdU4YgYhRyhqOYszYFMz4SfyxMQFyGS9exQn6cQ3LuE5NPBWmUKJU4chivx5c59wwD8OT6rC9t6bKAut6gMxpz3Yb2zYw4162rJ3Tt3O9RcYMueMRH6TDf3EazMaF6Kxy159Tr/3YCUVbv+Y1rzkdhFN73+hGN7rc7o59+quWJaZuEevmzKTttygsbwQ44hsSiKi18c2mlibuxZNoP8WWflwjp4ft8bQpdsFbq1AonCysWmq+jXvSqnT63fVae4EHRWxoPxM0TIARRKQn2DhxA1qvn+Sf5V+4FXvP6zfH997eNo4inBCv8Bniks/EJjyBDSW4WFKXnfOIK0SZW93qVoN3DlskH8dakkYsUl7iDUGFSENkcg6Prcsuu2wQeHAQ5xOe4i1FhJG3c+WrDbQFoc75yq1uhCYcTF3lBRGjsuzvkksuGXiZujn33e9+91A/aRPbshyutddePNcJWNL3UnZlIbZpE0KYfHEKHmvx3FI29SBW+V4aEeF4SaUf+gnA7OYXMdF/fI0ASCzUPv3KgwSE1x92DJSfkBDxuurH3VSMqrnjvR/XsMyTviaeClMoUapwJLGfD66rbpiH4Um1S95b29gtrzV2Y3VDVF73utcNRr/dxnbddtjUg2SOt8iYISfSKJM24W2DjMEmbtPL6oNkIBznnHPO4Bo+VZ6xOoyJWsoaooTo8CDq22hZ+quEQt+bxUVIpQ1TaR3WLFr6fNXSxE09icaIG+IPe91Vb2pZ7FEVdI5y2QuFwtGZYJvL++bck+bUa2pSLt7ErYduL2ARUNoQDfgMIYVQk6V0PHIcS7ggyBBE4p3cimw8hKeWKioDQQoXINJ4EYrYbi9CB46mvM5X9nhtRSjBdwgtyij/t7/97cOSOXUgoBFaLrjggkE8UQcCTbycfH7b2942/CeGOZZIdLOb3WwQjLQX4ck5ypZd/0wm4VzKwysr8bQi3OBlkN3xfCYSyUedpStfaVpSqE17j3XtZsJOXsrvvHhC4ThEKOnpQ5xVecL9cDfH4FnyxW1xHW2rHYhS/VhwvLoJ5E5EUxcvxwvv0Jcx8UlNuGlv+ZsQlZ621B6rxv7UTo7Lxng/rlct+auJp8IYSpQqHEns54PrqhvmYTw07zXO0TYJ4F52y5uz+57PCXyJ1CBa2cZ23XbYTw+SKRIb40xoSABIddmGwKncxCMEQ5uYZQv5mTP7NJVfgm9K33tCFzfwto2m0h9bDjdWB8Qtr7FZyKl2bWNDhHTtpf/0CzKnvGYbfd4PwjRWzlb4ete73nU6iKtZ1al2m4MieYVC4ShglybYVt1D17E1qVeCZ/OoaT28V51HbHEub6GIGCap+gd/aNuP9wub6jtCEu+h3tspgcDnLMmKtzehhG0866yzhnKkHYgxhCO289JLLx28wXkw8QJS7oQfSKBvIpR2wCsEVydm4S24GKHFcWwfYU19ePRIn6iGkxC58BHfxUNL/ZxP1IlAp6zEF22ozspDmCJ0Oc5v+kR5eHZl0lAbSNtL3tpS+QlCEXviOdQGSScQ4THEKCKV9nKctAlO3usL+asDDqofeFTF+0x66hlv8gRpb8cCvidPafqvnLzQpCP/BD/PWNI/zlf+xAHTDgmIn2WN/U6I7dif4tnrXLurRNyaeCqMoUSpwpGcFdtv989lN8zDcD3dNM+xneCWLUebs2SNQUK6Ntktb8zYjdWNcUYksnWvz5u0wzIPEm3DgPfLA+cihrx3kW9/b8Wpue2xjAz7HLKBZGWGTflbt211GuuHqfzM0PG6QpqmxsmU8DG2HG5MyEUeEdhV4mCbj3OyDXQ83drPmz7QmNH1mvJQasWjVhCbi1XXnbplSQN4v0xg3XQGvlAoFHYJh+UJu+49dJMJI/bPfyIEcaMVDMbKw3ay1+wue6Q9BPgm+Exxm7b9LN2TFzvTCmFsVuvtNBZHaFkbEaWIINJQJ6JUvLjZLHkRddSNKJNYSBGiIMvz2Wu/EXHwFaKSejoWh/G7gO0mtAg6jlN+aSeguXPkE+5DBCPoOCdt5XgeU7yU8Ea/83ZSF/lbOhied+655w7nEmvUi4jz/ve/fyiffiPc6O/WY4i4Ey8t30tLfvF2lp+yK690Et/LcfqWuOT3CF7eR2RyfPgTwQ5/817auFKEKsfxxDIJaMKWiKZ8WZoYUdS4kr5+UQZt47zsiiiPPpxEy3nUV77reMsXCttAiVKFIzkrdpieAfuR9yrCtEmec2bL1umn9kFbGXjS9LMtqzAlEvV187Jkr48pNbYEaploMNVu6jK2PHATtDvkTAXw7o/J98gNgoVEZTviZX3hP/EIqUBQEK4IdnHbTgDRMUK8zLtL8NG9Ch8IkD7rxZ51l5flN33bB3vdCynq27b3ktrGvWvOdaf+SLH6gOUCUw8Nu+pZUCgUCuviMCb1NrmHrvsAniXqWQYfOzzFtwgLhJB43ESw4flEgJnTfhE0eDNlF7wcgxvA3B18lwXQTj0sB7TbHK8bvIPQQ9RJH4Z/EEC82D8iCIFLnaQrHWUjGGXXPfXXDvJRB/VxvPMEYY+nFtFKuxF2iEA3vOENBy+l1C1eUOriXL+zw8qlPi0nSqB07WdZoProD8cR8iIWZgzI17I/QpD04hmlv/Ax3CcxOXE552fnO+V3vPx9z8tJ3xGiCE7Ocaw2ICp5aSNt6HjfO0de2t73yqWu8arzObGmIl45VrqZzDM223ASxKtMmIYLZQzoh3B8wMW0zXHYhGQXlw8X/i9KlCoc6WV2e01r7Oa0Da+EZWnMiam0zHujTyfuy6tiAyybLVvVT/2DNijruu0/JRKNtWe27p1qh03bDaaWB66Lvt3GAngv84YKWUKO4mHUCzF9X3Bll3Yv2M251paJm5teT1kOp9yInvZEtG5xi1uc0b+t91Pc4VPuZbGolgV7XZcUrXM/Guvbud6Aq64752sf5DBtOLccu+RZUCgUCoc5qTfnPrXJPXTucvg2bwKKJWkEESICWzdVnth5Qg27SbAgzvRC0LL2kz8Bovcoj9d0vM5xhKmNY8baSHo+E2IyWZaJPLGc4sneelCpDzFF3jyQ1MXydO/ZQmX1m3bBYeLhFC97Ac6Tt/Yg9OBobCjvJyJJYk8lPhJRK1xC2uEXN7nJTYYYVpYXEpIcKx3lJtD14wFnI/wQiiLSqA8RiHDEIy3eWX43oeS9vNRBmVLGxMRStnhMEZ2IRNrAefieMaUcuJPleNLhoaX/9ZOJKm2tXsogf6KXvHg5OZ7IpC/jUe489fH72WefPZzbxiPTlwkn4ZlBwPfsPoinGDNpF6sIsnth762+zs7QY887h8krapJvt1GiVOHYzYrt5eYEe/VKWHbTmxtTaUx86oUz6TCmcffNdrc5Zp3ZslX9tI7AtQrbWma0l4f1qeWB60IbMNBIy1QA76m2Tfnb7XznxFSaEuzmXmvbav9eYDHLaCwiX8gowaUXvSDjX33jkj91rfViVoK7rkOKegF37v2obU/EMgLiqvvCquuuvZ5dR8fFs6BQKBTmYFuTejB2n+rP3+Qeuko8m7pHZnIpcY/GID1eLEnb+wS/JgawH8vKmPYjCI1NULVe0wQcHu64Dvs15RnethEBhODhvzQISFl+l6DZiecUeE+40ia4EA5kyRlRikCkjtk1j2hDLJIf8Yr4QWwx8Sk/fCdB1olV6poYUtpXeZxv2R++QegiRBFepOlc3IL4EnGLMCSIuXoQjFJXZbnwwgsHscl7ohLwQvK7Y9UrHs/KoYxAhJSXY7NsT/sopx315K2s2jJeTkRLdVU+7WTcWGaXeFXx3o/gRugDHIs4RUSKp7W2iKin/Xmu8UzTnll22U/8JpyEvJS9DSEgPVwn/SBN+bVec+o/Z9flsWtkKvzCQQpVtQRxt1GiVOFIzYrt980J9uqVsOymNzemUsAYMhAe3FvRKelwJUZiGLXeXXydtl917Cbu4LCfxmYvD+sI2djywE2AXOQ1FsA7bdvHlVq2lK4VYsyeJYh46300tw8PwuBLVzsiXsvQx8PQZnaPWTUzDJuKJP01NFfUattTvq6zZfeFtp2nrqVNxJ7DuIcWcSsUCoeBZRtnzNn5F8busZvcQ5eJZ1Ncjo3x/TJhSZq3uc1tBnFCnQgQxJIILGNxGadAiIk968vGI8dOeclHDCRiResZ3npQhae85S1vOb2JCm8aYguOqUy+T9BsAkOWxBFCiDoJ4G2SKsHKI8ApE9FFWW9/+9sP4pbg5YQQghwRjIhFyFEn5+MIyk4s0k75LP9MlhJOiEKEKW3nGMJWhD7nEqWIWD6bXL3d7W43CC3yN14ca8xpf6KLOkQ4wh+yhI6Io07ENW2TYPDq/+53v3s4T32JUwn+Lg31UV9pSFeZMhkasSvLGfWHz2JwRrRM+0/xOX2lvbQLjj612zNoK+NAf+gzwdgJgPim9s/3mYTO7oXr8uz+GhkLvwAHOQG2y44ShRKlCgeAbXtm7PfNaa83rGU3vbkxlYDxMcPVLpmLkUk6jItZFceOkaB12n7ZsZuQuk13o1kHSCkjvEk/jZG5dUWckKIIK8sCeI/FlVq1lE7f8zpCbkI42hgKq/pwldfeuiR92TnIGc8fxA7BGYvX1I5/RA05m3OtbSqSjF1DiOjYTN+q3fL021RZx9q5zSNp+32Tehz0PbSIW6FQ6HEQExzLNs6Qt/uwyTjeJ+xHu+mKck3ZijYN2Gv5x+JBrsOT8A820kQO3kDsSTykKQ+rVZ5imXCJR68JLUIXj56EX+DBEzFkLLZmvJekj3vgN4QU6RJ9lFm/EI6m4pQSNIg4qVfKpM8iYCm3Y7wIQo6TLxFEedhrNpT9lp80fJeA3ergtyytS9B3bWhctAKYvI0TQpK2UG9Cm2WEWYKnbOqJo6qj+ukbaSgXEYng5Bh542G8tQg2We4orSztU592Asx30nIOkTDilOPze7zMnaO//Kb9lXsZF8i4a5fnTXGq1kMf1MVLHbVnYqJlmSRxbRPv9LnhFw56AmyXHSUKJUoVTjCmbk57vWGtEhvmxlRyDEOY2QqzH1PeNKsMxhSZXIdkrvNg3G9NO2c3mnUwtnyxDyI+5/wxN+J1Zm2mRMa+jbUFYtXHi2hFj2UB2xNEM/Ga2p3jlsUWmzL4y+rfBr5cJXAlj+RpVnvZeOq9xhChOWRnHZGkHdPLrqE546Ev91TdlhGrNm3EeGxXm117gCziVigUdm1JLxvH3gu4zSa6l3pw7zddGbMV2yz/VDzIdXhSO6EVQYVY0i+L6/Od8hTDDXgBKY92wYmknVhIJowIKb7L5OBYbE1tSZDhfUQY5EWDu0XkCZ8jrvhdGRInksiSmElsnXbgoSQ9Hjj6DM/hEeR34qJyEkJ8Vj+CSJYzesWDSNmU0UYvyijtBPfGM3GJLP2TP8HJ+fL3u/IRonhL4QMR5nBSXkjqKU3pZ+IXLLfThjyq9A2hSllxOsfIPx5G8vU7fnPJJZcMnM+SOsdp8zvc4Q7DsY5RHhO1+gSMJ22q/IQg5VR+QuAyr6cg427VTtgtl9Jm2iHntFxJn934xjeejHc5N/Zuz5u0d3/eQXsu7aqjRKFEqcIJx9Ssw15vWGPCRHsjnpO+Yxl8YgtC0S+Zm5vOtgSYuWg9pLI1LQPH4G1rFmTO8sU55/ciwrqzNn5DSOP+3h/bi2fQe7QtE3uQBn1vxgr5RlbMfmZL36zRj0s+8mbMpC+n4lONeezAu971rmGmDuTbLp2YE9R92ZhsxbOx87YhkozFMFh2Da0aD30ZpvJdJpr1aSPUrYC5H9jGtV3ErVAoBAfl0ZCNM0zC4A2tx23EFraQ1w+vGEJHu+nKlK3YZvmTlvzZZhNF66K1Gd5LiyBA3JjylOrrwLYlDZ43WaKeHe8IIeedd94gxoyFKRiLrRlOg1exm0Qm4pOJMGKK3wkmBBjihXhMeApRR1/c9KY3Hc7j9eMYZc2SOx5U+k5gb+mqp7bDZaSPy3zgAx8YRBjClLwIYvEek38bswvvUW5p4Zn+Ez3kR4jiFea/ukiHQOV3S/f8DxdSdssJtaO0eWhlgk4eER8tpyOgqS8OJj/9JW39QKxyvH4iMDlfPxD9jEljWRqxy/F6T5B46aiH9pOnz/pyajJtHbvdhxdQNu2dfjZu4r2FKxHDplY2tLw28bymju3LM/a5PJcKQcWUKhx7HPbuD5s+IG7rZr1KgGHUGVoEZx1PqFVeIx6+261p4+K+TlrtMa0Hz9zli1OYEhHW9chRJqQUGYyw03r+pC2QktZVeqy9psQeJAYRkw/hqd3SN2v05YVY9uJc71GXIJPKOLbswYNAG/iyJe6OcQ5RbCqo+xyxaGq76VVoHy5CaPsx07flsuWUc8bDXPTXKsTzrU972U57h7nbVKFQKBz2kl73KbETx+5xidmUh+h1whZss/zOZVsIBsA2L7uvT92zE34AiBJEnZYnrQrYLs820DX7Tqwj9OAZ4WG8hnj0vO997ztDnPKfQBOvHEINqJtyfOM3fuOwg51zpCNdIkyCqxNzcB/1l5b8iEDOTxv7nkBDrFI2XBAH0G8Jju475xBpcEbilfQJVNpEusogL2WI97lx4BycRdnjbUYIkrd8HEvM8t8kppe8Iqrgp8Qq6eE3yhS+oi7suAlV5XFsBCnl1xa4WbzKtJlzpaecBKZMwukjYlcfX1R5cSp9Kj2hDxyL1xLv5NtvGjMHLWdO/K/2GSSTlNlpD9/zWTuuCrWRZbTql6Dye1kFsc4E2GHv3lfYX5QoVTjWmLv7w35iLw+I2/BWmPKWyTr7ECvtMueBeZXI1ua3bD16jOaqXc0cFw8eJEOaAnaus3xxruA39r38uXAzwMgBY92SlrhoE4W0a3aAkU4/G4qohExNeTNBL6yYucquKW3MgKzRz4whUtOLfxlDmRVc5rFDbIrwhRz1xN3MXV5jMTXSX60408dScvwmgTPn7ji5ajnlqvGQpQj5flWZeg/IsetjL+LynN2melRMqEKhsE0cpEfD1D27v08nVtGc+/U2yx9vIuIHb65ly6umPKFxmthkYoUytcsQ2/Oy66zfpnhLEK8pQkc8bMZiR4XHmJC0fNBEj8DdfguHYWsJLPiFF5t7wxvecKjzm970piFdaWTZGmEGh8ArsyQwsaXkbdKMzSY8EZguuuiiQdCRrnx43GgLQdIJQdInSklDO8hL+XmU+S7e5/EOB+fKF2ciqMkL71ImdUqsR/WWnj7EKQls6qHdiDjqi+/5rBwRtuJRJE2e6fFOB8fgRsQrZSOuEQL1Q7skM5OO0k6YC+dISz/LX1q+U7ax+Jyrdqhsvd6VT/2ML/l5afNwJW0jL33W7gQ9BXlqg8SfUo6DmPjahSXEhf1FiVKFY41WEHIjZiTc2HLz3eRGuq5Sf9gPiFPeMsrCwDKe8byZ0x6rRLY55C/GJTu/mEWbyj8ePAwn4iSeBAJzxzvecfbWtFPtAoQer5DBlhAr5wUXXDDsqsJoI2P3vve9T28LrN20wXve855htgipMbuVumRmbGwHN3m27tSt8DAWVHsqZkDW6OvbZcsIVnnseC/eBELU7vbS9oM8eG4hfQlU6tjWpb6NnxTxqo2lhCCNCZWrrqs5Szb38uCRY+fG2poiSI4zrtuHlXZr5nUwZ7epVQ9vNaNYKBS2gV1Y0tvb53UeUpeVf11exw4Qdvqg0n06Y3zJ5wQR9x176PvWfree7G9/+9sHbyRL/EyAjcV7zPm+N2nn+HjYEGp4tAjyjf/hUOENflMW3NgxxIs73/nOg61JjCi2Ot4+ysPziliCh7F3zvEb/oMTxHM7Qc5xCoJI67GD90lbOkSZbI7iGJNrBBvpRtTywsHEdsIrCFiQoOfhJ3mvLgQpfIGIReTBzQg/2iaTg373X3s4jpiD06hb+plwJV08VJmkIw1ik9/D7bKUUB7GhfYD5VX+eHgRc+SljXiROc4EHyFOHyXO1Jjndcs94unlHHyoHTet13t4mry1u3Gir/CStl/6ietl/IzoJz19RaCaioO2TWzTA7w8rnYTJUoVjjXyIJ6bMSPlpgZTy8mW4SC2dN+Pm+WUt4w2QAqW7dbRg/FhCLVp6zq/TtysGBcP7volu3yM5e87s2+OcR5CtI34VP1sElLUE764KSMN2TI4wUC1l3ZTbuMKETHjyEUdQejrwvC3M1O9h1grsC0bL33bth46IXx90PeIf/ors3o9HGPHl8Sl6NsqM7bKr/3NcCJhSFXIdEsakEpkjIi1KpbSnOtqasmm/8qQZQlzg8ePXWdjpGcq1taY+AT6QFt7rRMLYt0YIquu1114gCwUCoVdf0id8kpaJWD1kytjdqxf9s7msw08gIgGxAGiTCZupOu8eCJfdtllpyflBM9uYxTJk8BkUowwgIPEKykeNsokP6KT8/EQ9lI55U8gkabzs+NheECCpON63lvWFUHJ8XggzynnEz5in6WjT+QtHeKU47K8j5BEzFB+5+FeN7vZzU7brDvd6U5DOxPM4lWV/JRDG8VDm91nc1sPanVMvDHHEKjYbe1z8cUXD9xFHZRT2yonscnuc85RdiIW224pKR6TGGcRIrVvJu6cj5++4x3vGMqQwOfKquyOd4zliMqqzR1P+Eqbh9+0sUn973lZuKH6anf9L80sIYwHoffxeldW5dbWyiU/52gjfYrP9BPXjlF+Yy27+vX8THsQ9ZbFQdsmtjXBXx5Xu4sSpQrHGhGEGFU3WzdY7xnF7OCxDtrZK0ZlbhymbQQl34ZQtSwmwVzBjHFCDpCEKQ+Zdne4ZcIWcoSQMLZT6+Z9hxg4JgE2NxEUe2QpXDx6MvOkHPLL0jp56eu46oc0tEYc4SRahNiNtUu7ZXPvNRVBY5WotyqWl/IjVyFsITVx3Vc27ai+CHICmUsXISOomcFLemN967pJIM9l40v68pkTS2nOw8XY0g1lQzLHliUsE7mmfh8jPWOxtjJ2evEpZeP5185Ub4q2PCF9627PvI17R80qFgqFXcO2HlJbXtcGCR+b2ImIMMbR4n3DhoYfsntZ8s528HoiMBAkiCfO918ZEmdRuAA23MO+CaDEeiISJFaU4026/NRP/dRgi7PEiwdRO/njGHkRetg8efHEkQ+hKsvh1CmBwIk4bD2+FTuPd8W+aQfHEjVMSEUokqbg4sQPn9lI7SJPfIDA5BhtY3Lx7ne/+2kRJ/Y83t/q4/vEWJIm2MGOUBYOP+ZBTVjSTtpcvdhn4kvstfJIz+8mA9XR+wR19x8/1Qfq2QaLh2xsA5n4Up4ITfoNR/A+XlfaEr/SrvI2Wec3QhnuqK7hzcEULwvXMAlKPNNe6hAhTf5EQJOsCe/gd98ro/f6U7kSOzTe3Am6nl0ueabpU9y2XWESbqztl8VB2ya25QFeMTd3FyVKFY493LhivNxQPZRvIkhtEuByXUx5amxrHfXUTX1ueilfv/a8J3XZHW4qRlSErQSZRAJ8NxYsMUYO2fCacmleBymDfBllBhrpQJwQhIgJmbVj6NuYUi2U2fftMsi2XRh46fhv3GVnF+QV6WHsQ2iX9fEqoSUu18YkcsKzy9hst31GcHzWN8pD4AB5I5fZDrj18EGuMrspHfAbsphZzhCpfnylDVb10bKHi2UeeMhVv6W1/llFOtrfnaf+uSeMXR99rK20N9KHtLmn5NjWg27dWBA9Up4E1FfOde4B25gR3PVZxXZXx3VjyxUKhaOLbT2kxv64x0IfJ6qd2CEqsJPxAG45GpvKBrMJJoeSXgQHMZQIJmwNMSKCS7u8n2AiLYKD9/gRzkA0wVPi/ZPQArGZbERscdsOqZv0lZnXd86Rb3aOc96Nb3zj4RxiBH4iL7wg/MdxbGFiE6kjYYsohW/gQHiVcuB2xDfviWy8uXwm+kjLOaAs+AXOEi9k5XIsISle1qA9EyQ936mXcqq/tONBnaWA6kv8AXXNkkl9qC99zvfaSl8pHzFQfXhrJT2/6RecUVmkHd4o9IE+1ncR4uLlReQkLOFWxCzlVA9tY/yeddZZp21YG07Cf3lp25aXGWO8rdRd+tml2fjD8fBw3+FCjsWTfCcMhbJJQ5vhv8ZWu/Qunn2Jg+ql/NqwjR86du0dBFfYhgf4YYdUKUyjRKnCicBeyEv/EDk3wOXc9FpMeWpscyetvdzUp5buRazLbinLYlS1whYDz3CbiRmr25iRi6izF+MXAiD2AhGKAef+jGRlV7s2xlQvho15QI0tg8ysYrZcjvFvxxFSYRatDTS5rN2mvKuy443f1UO7+g0BSuBTxyFgbZrxEEtdkBtksHVLT6BTJEo60pauWdmx2FT95znXwdj1uaqfx7a0bsej8YUw9qQj11kb9yLLJsbKz3POmE75jBfETWBY0MeZ5R0jau3YWeXBNSYYh6Svew/Yxr1jl2cV5wS/L4zjWc961uINb3jD0H4eCCM4L4N7x1Oe8pTFS17ykuF4D5A/8iM/cjqeSeHk4DC9J9cJFTAHsccRMHo73k7ssH8EizGORihxnOuJN1KuKccREVw/8sI1eLK4XxEGsjsvG8O2SNv/TNpJK6JIPIoIDNJRZvlkCVw/WTc1UcT2XXjhhcO58aRSDssFiVfqHKEm3l/Ek3g7EVWIN7gb4UQ9xDYipPCgyk672Q3QfTlB2JXVd+pAxMIZ46UTbiY9y9bkG47RevVD7v3O08Y4WEIwQDzYlQMnIgQCcU9f4DDaWJuG0xCA/B7RTDkTd8uxCR+g/UD5EhpB/+kP/FgajvGc4JzEXZKe/hzjTm2YAHWRVkQ3bYaXAYEvcbC0k/94m34M58jEaLiOdHlK4S2ERP2mPbRLOyHsJR99qx44qrHoe3XKKoBcN1OTfdvgCvt1j9mWmF3YPkqUKpwYbEJexh6KpwJcbppe/wA8drPctqq/yc2+9XBCyrKVccCAImMMo1mdqSV2rSDAcDp+qm69l06M3Crjt6p+KUOIJkOLaCA36qFszvfQBb0AhYTE8ykeY2P95nuG30MbQoCQZOfDbDGcJaXeI2FI8VjQyF6wdExfLgQJSUEmE79COY1Z6ZvNQyATHwESFwkQldaLMGJItnNGjvRHPL+kt4lBNxOLkCJIyFxiePSB61f1s+vQkr2407debPoxrx65zrS7Pko/tun3HjjGOyJo1nHZJgHtfWadQOXL7g2bzuxtY0Zwl2cV5wS/L4zDQ9d97nOfxc1vfvPFS1/60lnN9H3f932LF77whYtXvOIVw7h/0pOeNCxtyeYThZOBTSeFtrWUeNveGG08xiy/bwWDTH4QOfxO+MiOeT1HY4MJHEQoNpjdSBxHNlNebDwBRx7Z1MQx8f6RNtuCZ1nm1m46wl4TJUxkERccwxbd7W53G84b2+lvrM1NILJlbCbhQTnkz9ZJG/A56bi/3u52txt4QDb9MCHjfP8jxshHWolvJD2cwTHSJYBoExyl3bHPxJfvtFV2BJSGurmv8LRS/pYjJD6qNPEZ3CUTcxG4suxeOt7LO/Gz5EOYUnZpxxMpS+7wHOcRqfAL/e8Y8F59M8GnjjgjYUefZPe98GFlwv0IkdIc82jrwwToD79rc+1x9tlnn/Z8Uv548PlOWuqg3PqknYgL1zEmM4mmzYwp5RvjItK8zW1uM9RROyi7ayAC3kFwhf32utqGmF3YPkqUKhSWYOyhuN1RbV1yNTd2zhyh6qBv9ik70mWJnpkURhG5SgB5MyyrYna1XkIMHEM6FoOq99IxE9R6ZvUCTWYHYVX9xtoUoTAjZraK8SXCKGdc37ODozwTMwGU3+/S6UWVdt299+rjPcIiXf/VE/FBcJA9hAPpGVvKKK3EqejHkrYkomVJXntMlhoon/6K2MKTqI2L1PZZgpsTjhAdD7H6WZlDnHLcOmPTmHn9618/EC1kN4FW+xgec0mO81oxql0KSTRbdp21y3qTfki3hxS/xQOn3zZ5ziYBfR85pw16256z7N6w6T1gG/eOXZ5VzPhAnF03xunUhgmFM/G0pz1t+P/yl798VtO4Pz3/+c9fPPGJT1x80zd90/DdK1/5ymFMv/a1r13c9773rSY+IdjEI2JbD5n74bnZpxlhI2BfiDIJKM4O9t6sbbxDdhVH8PI+nj/O5W0Uz6Cpe2tvx1ubbHkWwQakwx6x6159Pdgx4kYbtDpe33gL+4uTECkS/JqtU38ij3PYN/VvYz453zlZvo6bSZfdlS5PKXadAEPQiFijjtJMrCzfJdi3tJRH2xJncCD1I5ApY5aoZaIwHkTEIOkYW+y5to4N97v38pSPOhJa2GCThf5LxznSx0OUVTvhSfGCe9vb3jbkqW7aR93917+JxRVP5sR5MtGnDPLhGYWf4hLSy6Y90ojY5n8EOuNEm8fTLN5i4LjwjoxNn9XBd+rcT8TpM+XBM5VTvfEPZTIRGoG1hf4OF1UPQdxxxGW77GU8Z6fibV6TNdF0MlCiVOFEYu6D9NRD8aYqe+sltM42qttU9cd2DZuTdsqObGT7WiKOujCa7a6GU4JUu3WxmTJi1BgJ7L105Nm6DScfr3ab4dYbZVUw+rFd2rL8K3m39Y7LugdgaSNC8RZLgNNlnm/KlB3pEBnGVr4IDiIhvbiXJ/jklBdNSEx2lkQyMpb6He768Zt6x2NrLCh3vxuRdnGsfg7xRjzjrRX3dC7pCTQ+dX1lF0xEStnVeWosTpH2qfSzo2JmUTNOpkSKsaUN6pOgtoi5ciHc0lbH7J44J+h4f/8wXhL0tl1GOXZsX+ZN7wHbWt7SXyu7IE5F4Ha95F7Q3ycK20EC5J577rlntL8lQ3b1KlHq6GCvHkubeERs6yFzPzw356SprDySVpUft2EXTQSx94lF6X3iaBJX2om0fjJr6p4tT7yLveQ9FDHK55S5rQfgGu6PCVrNrjme3WXfANeJFzQb7h5quZfvsjSs3WG2FYSSBxuZSR6f/XeM+t72trcdOFw4E4FOW+Jt/uMDhDa/E4MIJtLQlgQWdUtQ7ght0svGLoSqtHVCQmgfZZAW/qKO2i7xP9nwbPRDDPKdumon5zrPJKvfEyssMaD0jf4zOauMseX4cLyyeCXFa0oZ1UsbqjvOoO18jwfHcypB2PFLaaqf9Ih1fbB9/a68+tlngqk21Ldj3sLZ/TneWPraPV1bjXm5ZqmhMsgr42gq9muLhIMY48THwUO7sH8oUapw4rDOjN22vQRaLyFGcs4NfpuIm/omW9anLTz8MapIgZkXdSFQMHTLPKR6oSPBFKcMTrvELi7Kc5ZEpXxtMHoGeUw86NNCkOIOHtf7dgwgRNmNxnEhWPGiQkoQoN7rS/rOQyrkiax5b0aNS3fSzH8kZZUXDaKQB3JlsKtP6y6ecT01ftv27YNy9/llJ5sINMQ5Ak3iRRjLXNszQze2fXCQuD9IDgIVQWrZw0DfZ+985ztPkyveUGlv/YNM+x4hNC7NUi67vtr0I2YpU64RBDHBU7W3+qpfH3R8Kh5U2/4R9NoguXv1hjoo7GrAc9d1Yri0my8Utovcm7IUKfB5bCfOwL3OK3CvKhzt63iTe9W2HjL36z7ZeiHPmWBoy9+2acY7+5AdaLP5iEDiWWq+zEZOIZ7XHvYt5yIWOa9th36ShT3ENSJKsHERi3CwxE9SfsIJjzAxFHkFOZbQo/zqop5vfetbh+/Y+l6wyioCPIiwE7FHOoGyaxMCWeJTsdW+I8A4z9IxbRQhJBNZCQyfpYdeeJhz8RF15lnlGN5YCWDO5qqncqizdohHVuI1ZWmfeimHdnP+He94x+F33EKbKVO80qSRicQESFcXHIGQ5H/ENP0mXS/Cl/Jk6aQ2kDZklz3Hab/EB9UuOK22VlfpsXna2qSAcimvcuOUY55Pyo0vEa/0S0Qz/at+7aSf8ekcL2XUTsqs/5YJymNcNd/vh5f3QcW2qx2IDwYlShVOHNadsVvlabDuzcpNvvUSOgi31JQxrspcpROsfJ280xbZFUZ6WZ8vLUQiRmjM86ltd+JV79Uzxyj16SQgaOoTcSXB6IklXJS1eU8A+7Qya8lwIzV5wE29/R6iJG19GIEC8UMckAhiH2IHBJSIN9qe+z5ikcDZ3kfwYPAzszpnGZvyIS/ICKIDZjpb4jA1fiOQhiQvyy9xMfJAqr5xVdcW+h9xQwClt8xTrY8DhdhOXT9j1xbypD3VXfkilCV+xl7QCnX6MIFnW0EzHmZzd8js238/vKEOArvqTl8zqv9/PP7xj1885znPWdpeHlo8SB4Unv3sZ59eKlg4PtfxuveqbYpJc/LuN5hYZmN6L+Q5EwxtOv3uw9LBj/AI9i27pxJ/2D/nE1TW7YM5bdi3DW8fXMgkInED12CniR/sdzghEcWLrSMc8/RJgHeTO8QadXCO+iVwOFvcLv+SN0ELLwFij9/lKR3LD7WNtsKXiESZ7FM23II4lskuE5/t/YqggtMlZpfjcBDlJs7E60sbaXtiIAEmE8HKpd3xrEymahecOJ7P0tY+jlU2Qpfy+S7cSn3bXXnVx2/SUya8GLSt43yvDNpTnfyu3Pik3/QDvpFlh9pI2vEkV97EQNU36sLbSp76CwdUT2n3nk8JxaDM0tYfGZO+S1nb8Zzg9tLWhuqgDbLkcI49Tt+qo/KuK4LPefbaVGBf57ltVyfkjiNKlCqcOMx5iJl7w9rkZrXtYIBzZhJSxuy80bpdJ07AOkCsIiYkELT/7exfv7Spr/fUjOQqo9QbvQQMZ1jbpTsJRu97BnFMBOzLFFFNHYgprYt9ykJs6mNRIVJErJCBLL/Le6RDWRl4LyTDLBe0xDnt13vQTZHREAokDaFDMpA+ZKJdGjo2TtrgrtoQkWp3HGxjZPT9mmWDCQyL6CRouTZEaFpPtT4uRoKLt/Vb99rK7j/ExiwXkA8Cq89C6qQxl0TMIf2+7+NCrXrQa9t/Kv1dn4nbVfFn1z3MDhKPfexjFw9+8IOXHpNYNevCAxy4tluvyizRmMITnvCExWMe85jTn93/2hhwheNxHc+5f009ZG773tdzHg/s7NiYHZmKw5Rz23iXU+VvQxuACQ3cg53LOf3OcYQFS82XLS+faqN+ud+y40He2oBYpP7sZRunKeIQW66d/IZTZAMJ5SfMaJN4C7G7xBz/IXGEXN+8d/AJ+ZswIjI5Jx6VOIvfCC7OS0BzL+9N8LWbwLDzbHkEGN9LC7dSB3nhA4lR6j9xRhq4lvz0j3p6L0/H4cI+OyZ9nAlX5cgkXEQ8/Zv4TY4lOjpeWpDYU9rS/RIfwvMSx0sajiVOGW/hLQnGrg7OcxyRzE6I2kg6zmuD7ctbPvpZeYl16mw5dbz648HdXgt4l7pqR8KitjWe2nu6+hG4THR6r40yfuKdt8oea2vPGbiYvISJ2GS38v0Q2Nd9btvVCbnjiBKlCscWU0Rn1UPMOjesTW5Wff6wSZyWueUcW4rFGK8bU2qsHu15WfqUpWwIQ3ZvWbWUbN182zhN8krw6dazqRdVxkj4WJlasW3Mxb6vt/cMPcKUHep853xpZQeTBPNstyxu823bb2wsjRFin3lGyUN7IzQIcbtLytQ46Wd35UlkSVyo5NeXKzsNand11PbIR7tzH5IYT7V2jO3l2kKyfIcEqiP3f+8R6MS8kpb4Esrm+7Fd9dImU+Nwzix8Hxdq7tKO1Ll/qFinXRLEFeYIuydB/NllD7ODhIcXr/2Ah3P3lze/+c2nRSgPG2KZPPzhD588z4OPV2E3sB/X8dj9C/ZrYq89d5nnEtuROI5jS6bH7t3Q2kUP54SIvlx93gltgDOMLUdv71FEF5wgy8dcR5u00ZQ3GOR4QgfbyGNKHZ3H/igrwUP92GvlIJKoM7EJR+RVSchImAIchgil3K7pTHLKSxvHA+fSSy8dPuMhSZcYrmyJTUngkT9bLW2iit+lTxBTbucm9IHj9YnjcC2CWdoPJ5GvtHFOddNORBrLHB0nPfYysTuVX5lwHaIR4Do4myV7bVvKT5sQZ/StUAnhFhGvpIWXZBLuVre61XBsa6ONI22IZyl/AolLx7mEJmXTXtpA2uqtbsQgfUjMTLB993ptrHzqrf2NP/B/bEOcxG/1uvvd7z56/WQXQ2KcNtGX8g63nXMdGt8J8aHtvY+X4DrX8n4I7Os+t+3qhNxxRIlShWOJVURn2UPMOjesMa+JOUj+eyFkc8vZl5HRY6TjLt2XedNZy96DibFkqNuybfLwOOVK75UZtSzdmyKBy5aIjYlMrRiDNDCoUwHTc052hdHOiTuU2EnIknJq+whSbb8nVtGqOFtjUDfGHtlBdKShzC1RHRsn7ewusmEWjKiWWBGtN9ZYsPR25zrfJeg7qGM81dpd7RIQPiLiqmurHU/aM7PdyBshCoFVV/mYSU25x3bV25YrdgTL9iFn2Y6cc67TuddyArl7WIDsRnSQwlSJP8cDHhoIx/57+HBNgGsn14vxZfnd+eefP9wX/u2//beLZz7zmcNDHJHqSU960vCAec973vOQa1M4zOt4mbfRfkzsrbqPuz97EDZZkrhOy5ZM95OECaQNxnk/eTeVd+8RNTbh6bcEmHaeMvq8bMOMsc1poI3R6frMEqk2zqb02cnefgfsNqEmy+3wQnb0Tne60+ApQ+zwGUeRR8IaOIf3VDzRpK0euKW0UkacJ2WMXU78SZzFZFbiOBKKlDfpK2tE7QRej9CGQyRmlDLLU19nmZrYWNpb2d3jErQ93kWJiyXtcJ8ITPolHtD+Jw6sz/4Thnikazt1MlYch5cYL/E0S2iLjMlsxhHPdC+fxRpr44NpS/XPzn6QuFRtsP3wLt9nN2vnErjkj29lN8WpSdmpZwavjDl9rl3HRKWxa0E7qZtjXUvshTpOTaJtysk2FdjXFZl2YULuz3bck35bKFGqcCyxF3fLdW9YU7tp7VI5Uz6GmAEdW+4WD4z24X/dB/Z+R7yUTXqM/rreHcuMVZafpS6MdYjQJt4vU2JelqEhIsvKb7aPIKV9tTMygVggn8iKuFZ+TztF8NIumcEMcUseMURZIjm25KsVKczEOV/7c59WDqTQuWJBtMJpO7uLnJmB9ICJ5LXjcMog5/vEJuh3IGzP0Tbqn/GeNlg2Zsc84lpvreyoE7KKWDp2LP/WG7H1EFu2O+O6190ygrfqOp17LSt7loOO7dJYKMzFk5/85MUrXvGK05/FuoOLLrpoeKADD515qILHPe5xw8PGwx72sOHhmDfAG9/4xtHdmwonB1PeRnMn9rbp7RBekODWieu07IGuv3ev8npaxtvatHpPpgsvvHAQUFwv7uEEGP+JD2zkWNiD1Ec+7NX1rne9yy0ZZ9vZcHWVpvfZ4Q0/Yit5Oba8ohW0eLOw/yA2pDI5j5DQlid1j01nQyPWKBskxqU09YE8tH/EIumxxQQPfEF+8aKSjnKw59KRBjhO+dk7dcD35C9dx+lnPEpfqTvepZ1xH+UirsmfV5j640feS0f5s3MfAUZe/RJO97zEDY0HmDy0PZ6VNMM/vA/fufjii4d+lZbyZNdtPA2IWAl8nx0ajQ/lIQZFaMRv5d1OXEZw0p7KHq82gpT66TdlyKTnOqIHz6gEn8crpTHGfceuhfS7ts2S0WVxDPfyHDSH2/d120RkOswJuT87QTGtSpQ65jgp6uo23S3XuWGNeU1s4wF3m+Vsyxjjm/IyWhGjMstlFqdd/500luWRmyZyxTAyaO3yOUs8iAcMsu/FZerdz8fSXmas8luWj3mAGgtmvi7aMmX7YMafKKXt4srft4t2y+9m5vw3s2SZWcqGiESUcQw3dyRKG0kTCUkcg+wyh2A4Jy73LUlMv/mcXVqAkCboJ4KDSGg/+Xghc72BDolCgMa856YMsu+k5by+j1pvQLOKSCPRS/+0S/2WoU0DSWyvE/noF0KbtJHWdivk3hvR+cYfctTvzriOUNped/ptTAgdW9qx6qFozrXcB1ftd2ksFObi5S9/+fBahn6ixf3j6U9/+vAqHH/MjVmZB99WvOjv1wfl7RBekOVVbVyndeq6zOtpDm/rHyRdS2xycIc73GGw575P0POxsAfyxyuyzIsY0peBTXBt4kERI3x2bmIx8Z5pwwa0vCphBSDHZIl4vzt0K77d7W53G9LK5iOEEfaUmKReuAR7qwy4Jw6IE+ELSUfdI8jhIYmNiS+pN6FNX0rbBJzjCR2ZvJMvIYuQpiwJNB6RTXvhULiRNklcLPXyPzv7xWvcznWQ9sGLnJ+4qQQj5dd3yph4T+qTGFHZzAgnIWTpn2zIguPFc8258R7LJjfGQHbKi+cWIdJv6t5PXEK85LJhjjrlOPloj4hs7cThMv7exo2dui4TQD2bzrTcjACX+q669vZzedwyr8aj8kz85ycoplWJUscYJ0ld3ba75dwb1l5vpvtRzp5ctWVMUOosd2NkjRECCYOEADBoSEECOs6NWxWDzIBnK12GFWnITFW25e3dz6fiJCxr3/yGiEUYyUzXXDFt1TXDwCfugXaLK//Y8gQCiZf2U45zzjlnIBN+J4BoY6QiXkzeyy9xCBCuEB/ldlxcytU/u/OZfdKOjkWmEDpEVD4hEXFXD1HyPSFQPQhEfayvOQRkbGzNuQYcrw4EKWNDfZcJUlNxMsaukyyP9D+C3lj+IXxZNpCtmDeNq5Zjp8bvFAlaleacY/SjcXgQMaXWeSg9aRMfhcJJ54/LjlmH12zygDjFnTbhZOs+uM7hbf2SOwKIZWfsLJvFDol3JG+iwVTYg3hss1fsJts/tmQcImg4jphC4CKimLBqvWr7NhrzzA6/4cEz5SWT9pGeOqgnvpQd7YhTfiP2hBuyw0QcbaA9EjhdO7XL/YQikLe0Iu4ksHrqjlfiPoSnbGSDB4Lv1UPg7+x+HE9x/7VHls85V33xN7wXp8LjcAr9pMw4k/pkJ0JcQzoRrvAqwmFiiWrX7KyX/+Eo+Iq6tLseZ8Ma6cWTTD9qK2UeiwsFY9wtn+d4LiasQpZxh79HjFw1Ed0HUM/xWQ0wJ5D/Xp+Djrug8/knKKZViVLHGMfhYtwLDkIJ38bNdJvlnCJXWWbFyDM8iEtmNrMVLcPJEBMNsuPM3DEU4sSgER+y3CouyoiEFxLAyDLcfpdnG4wa+vJPta/3WeuvTurGmDP0MbRzA0cn/b6+ystAI3XInfrFk6lvF+TgHve4x9CGypAdptIWmaHjJYSQqLeAmdkRRl30UbYd1l5IG0EH6eJxJW+EyewjIQs5soTGbjfxljJDKC/HIUEhLctifc0Zh1kqiMwhY/F2W3UN+E651SnBOucSnX7XpDZAuPqpPzKLeLaCXuqT/EP4sjzRd33Mq6kxscwDceza2O/77kHN8K37UNrvVFUoFI4u5tzH5i5j2y8BeyyP3h7N2Uhmk3v2qgd2fAQX8OLRSmzxUhYCBaEjOx8v25SlX0qVh/yxtozXjeV8Jr0Sl4i9Zif7pfvxhgIiSLylwxPYSxNqbCfexiud98tUm0sv8ZLijQ8tN8Rr4plFrMJ/Etyc4KNe3isLu43nsCtZ9qguBCI8B3/CkdRZuxCNIlw5RxubtEy9tbudAOPB7ndtSphSL+nyiCdi4RPKnbAAWQapL/RnxDjl187h0/HMS3v4TZ3ixQQR6eLNpTw2mHGsMimjdNRfvbIr9LK4aD03HouT1p/fepFrc/mrW8vfW/GqHW/9NdMKZZs8F+0XrzkOgs7VdiCm1UGhRKljjKN8MR6l2fddcANNezESY+QqRiS7pcWtPWPEwznBYGxGbGoMTa1Blz9SgkzErT+zWmaSpI94MYRmsyBLxsYCehIipto3btKOZ+iRnszSrSKZYzG0lCMBUiM+ZecaRhrRYagJIu1xaRfkot3uXB6WLiIfZuAQDgQou8ggUSEvyJGyRzhUHnnEu0d7EJfkjShKT1q+V2+kSdm4yfvsd2KVeiNziTU1thPhnOtNGbnfKyPiqS36BxDptA8A7dKOBFBedq1kDGsfZSeyZdeg7L6XeBave93rhro7lhjo+97LLWM8OxTGxd0YnFqaMdfDdOr+usv33SkvtCnvx7kPpat2qioUCkcLc+5j69zrDtJzv7VHe7mXb4pwLWEQCBwe9pUhy9cJMhFTeo+sdvdfNs+LrWLDMuEFbb1azxt2j+CCT7h3+29J2o1udKPL1T3eULiayb3ElUxsosRpkgahS7pErrHwC0mv53XKLq2Iajk23+EtEZXUIUKZ39SFB4/ysPnyjqdTBDDcRromU9XRd+pB0ImHER6A9zpOfpdddtnpZWw8ynm0Kw+Oh7vKx3fCLhCqsmOePlE3QhVeqkyEMfnhabzjIxgqH06Kz7KP2i6rBaTPE0ybZ0mhdE344Yj64Na3vvXpOFDGxFyhte2TdhKvFzX6jWe0vfopT8vfE6qiv45WXTO78Fx0nASdq+1Ie+43SpQ6xjiqF+NJXna4CmPiQe+t0K/vDrzvA173s3R+bxFvpJChsTzTR/HIYegYtDamg9kX+TJ83JwREAQCIvRAO7uIZEzFakh5s2OdWTSfEQPlRCJag+m3GHFAGMyIOU8deBt5jxQkQKp6qw+jTXxKAE9EpA2k2gaL78sobeRImZAr7ZBZQm2EnBBelCuu/UgT0mOmEVHxu/PiAYXoIjuWWkZYaWdYs9uQtsh40FfykC/yhXhEVBpbsrhsJ6BlY7NPR5naMQL6YSpwezzuCBzIIsJpPGkP7RWxLiJd4oklhkJElLHYHGJ49NfO2Czg3Fnzqfvruvfd/RDgV90n+t2a1l062/ZXYnFM7VRVKBSOHubcx9a517G5bOBB3iPGJrn2Wo85aCf72GM2nT0hOPjM1ve8pLdJ4klmc5gEH48ncLu7Hl5l4iuTWngTG6rOWS4/Jki1ds5EFm7WLrHnrUO8UVblyJI0dlW78hBKrMxsbpP+bXldHqad326Kok28wme0C/vE7mfZofKx/eySCTwTpziR+uFO8SLHsYg8ypFd39RDmdSLKGQc8FRzPg9y7e49ToSfKZ+yKYt21q7S5b2FX3jvGGnjjuFR0jdxpi0iGKbvsmsde6u8jk2cUiKVtP3Xlngmjqce2kl7ZFfECGhEplWb/6wKidFyPmXSDj5LG+fUBjiVsrVxZfvdNffCFTfFplzppAg6xwElSh1z7OLFuJfg1icZUwanby9EIISnX8qUYNdeQX6bMmYRFuKWvWxZn1dcyNuH2WzZiwAw6B6G2y1t+9nFuGxPLRfKbBwSgLQgbRD3b4ay3wnQOdnZxAxVSIR0EIiQx9aTLKIcw40wqIc0lbPNa6qf/KZ8yJDzbnvb2572pPK/Fa+yu1ziQiQQpnwFREeKHKcMzo1HWz/DGvGApxFilmWZdoFRrixHdGyIYoi74xOzqic88kMKEUbtnYCoQT8m5NkTGX2Q8qRNemIT0ua/8vifWcykpe0RTeTJf/3YiihjyxSnPO7GxLRejJm6Z+V9f53Nve/uhwA/lWbbz1n6SdjcZOlsW/9VO1UVCoWjiTn3sfaYqfuk7zMJ48WO7Pc9ol9CNzXJNVaPqfSW3QunNrdoJ4z8FlsVXjI2GdTvssrms9VZEudc9i3iDrFLWAATfsC+s+FsNHFplXdYJrLkmyX2uB5RRVr5TZmcYxm//jRBp12zZC79q47O9zukXZybTVGUHadhM8KJ1EN9TCZZTidtecbTjM1qvcJxOPzKZ7zFkj/vE4NKury78YnsyqesyoAHalN5heuFe8j7fe973+nYnTzN5CdNgpM81M338W6XFk7T9l3LtXE5dlIafvfSVlnWKX9ly857OJ+8E86hDQ/gs36Jp37LQ3pePmbXc5x2SrxU/Dzljzd+e81krDg2bSPvg3IaKGeFk4ESpQoHijk3lhgvN0sPl4x6YVqs6z0aIhaMGSLGuH8QXbbsb2p5ztiD+7JZRyQlIgLjzM2ZwSVQIVJIEcKV2UV59KJHW1azScYH8sBIIiaIGhIlz9arJvGMsrMJEkJ4MgMI8vYZIRlb2pZYRcoPyA/yELfsfnz2S9AyK4pctO7UaauIf1nzn9gD8fzJErW41GvLsZnPnlQ7RnoIRIgwYUJaCFNmPFvinvogpv3Msv+3vOUtl8aOyphQdkS29doD9XGecaDv2sDtGaf6Xf/LX9/Fi66NieBcv/Xxu5bF5ph7XSlzm45ZTOU1bvTNnJnJudgPAX6KmPYxTlwz/Y45/XnLls72425qOWShUDj+WHYvDPeIV8yYd/G2MWeSay5W3edXbW6RyR98h0iCc2iDMc9e9ieTbUQLyKQbj6bkR0SQFz5HbMlSMxN/mYDDF6Th+LZNIn71S8La97yvsnyP3cM/pM+zR34+E0ayCYu8tDWemHriGcqOr7UTPryQMknJxiiTusXzyPf4kjS1Cz5CmNOH2oYti7iZmE2JGykvn3EZ3BCXkAaOIQ110DbK73f8LBwu3IPHl3IpB56Hb+BTyqdN8EX9rR15cGmHtLX66d/0nfO0gc+J9RlRLMsXlUU763OvxLKStjolzpN6eeEjxpP2dUwmKMe8m3u7nuWR8nAtpg2yEY8+GrtmEmaCWJZlnq1Yti1Mib/rcKWjFP6lcCZKlCocKObcWOKdwpC4YWcW4qTfXKaW04yJQAwnY8qA++8BnuHql7S1y/4Y93Zp37LlOe2D+9iNvxdIxoKAt1v5MtiJPbXMmKQ8jCHSwfiEvGU5nfSzxbK6qnu7s4nyJ7h7xKKIPGM70CWGgbKnbpmNQ1LiKaUsBIy4hyNZPKwQEDNqRLF1lw/oO6TDtSB9fYTwZWZtGZKmcifoqfIqn1lMbQEh7khklicilmOz2ctmk5NfRJzEz8quLBBPKX2njfRL4jwhQfpKvmNt0X/n1cbv6suXB4Eey3anbIPLwoUXXjjMvjonW0W3fbgXUSnbKbv2thl/aoqYtg9oyPaYiLSXuCq76JVbKBQOBsvuhe1ytnj57ifareqXTXLNxar7/KqlifFUxXeUyT2Ybew9e3EXttdEDbt/m9vc5rRXFW7mezaUcJOYl8QTdYsnGvsdEZB40u4W3Hopy7vfmCL/cTPH4zg4FV6Ap3nFUwuHkE7stbo5D7+Qh2N9x86ff/75p3kjW//ud797qIOX/H2vvMIoEMMyyZhJFDwoSxizSQ9eoV95LuGnPMGVn5cXoS5l1Bb4iGN4CWtrbYqbGYtEGcdlqaS0ta32zGQtwU85lB0XjDCXMAnqkElAaUmj9YhLbCjt7Tvl8Z28iWiO148JNq4eRCttpg8SxkCZ4v2uHvJoeeUUj2wnCzNh672+M15wVW2pr7zk0V8zmaQm6mkD5RF3a5sej8vE37lx38qj6mijRKnCgWLujcUN28120y3bjwP6h+cpg9N73DCujAxD7gbv4ZwBEjixPb8lWomZNLa0b2p5zroPoQkCnmDY8eAIfF41u5HytEGvITuFxEW+9xzL+n/GGLnJkrB+PfzUUoSQHJ+RGwQU4TI+Pew79ud//ucHQuUzo+34BMOMONaP97E+bn/T5kgA8uG/Y5HTGO1elOnTFlyeoAUIpLrHwygxqZDPxL5Qdu7+U7PZbTyvqVgC2iZB56HdlaWPXxYC8Y53vGOoX8j6WNrtGF+1m1IfyDUxGWBqd8p+7GVmO+7+Ec36OG2bCDn9Es8Eoe+XAW6CZcS0fUDrx9uy+0uhUCgsw6p7YZbT7/funKu2qt923dZZmsgjBR/Ab6VFdIonNlsvHQjvVW4cInEYfY93ELDwvPCPcCucT+DtLJ33it1TNnbMf2lmWVu/MUXqo5x+JwRFAHOuMslffviE87UJgYbIEtuNB+CeRBZ5Ech8T9AhfOCdEcnwG2k6lqhE/MH/ld8ESoQ6wlPaH0/Rhibc5E08cx7kmCyPxC20VbydcRuiX3gAvqy8YMmaQO7qaZmifPUbYUrfqi+hyOSb+mVidGxpmxe+1sYGA21nQs74vNOd7jS8x0m9wgH0MzEqgp32MkGGW6mHdpM/HtevVJiy622YCOVVx9vd7nanl+zJCw+ZipUakU3dlcFrm1gm/s7lJxX+5WijRKnCgWLOjWXdWAAHiU3cQjc9Z8odfJnLqnMQk+yOhtggFQwZA3fHO97xjCVkIVqMYh6OW2OQsi/brWwd9A/jjHR2jUFQEIw5ARQjNmTnmcRXaHd7QayQBUgQ9njOrCKpbSBIhIR7NmKgHeXtvRku5ctOJZbqaR95ZwcVdVNGRAbZWuXyD71omOVrCI++lZZ09fEyUUpdiVKIHpKhjwlT2pU7etqgX/I2NZvdtkkbE6pfpkHcbAOm9jGZMv6y+4v20383vvGNB2JkOWcboLwlywmU2gbobttsmbs3IkWgU/bE5lgldiuHMWQMGKt9H24q5PRlgz4o/F6FqU3KWd5OhUJhE04zdY/p7dx+e0n199Z2UmTdOs25f44tTRzb0CNLw9hkdjHxilo+ZuKMvcnkXwKhZ3dg3MN/9SOQ4CBtTMsIXNmURh6ZgGP32GT2ljCET/jdhKTflS9L/IlRyqhNpMdusvU4ZHYPZhsJNSZu1MG5vIWkqx7ylybeoS9iq4k/yhJRRNuxfTiAY7PUzXHKG68pnETgdcfjQYQt752DNyRmFL6rfXrvNeJNKyhGNAKcI/G71DV8SH+GM8pLe/lNmuqPhxG7pK1dLW3DMwhefpOX9PSL8/Q9QQsPd00QpfAl/FIbOEbbS1udjCmcOGEQ0hYmEPWFcAo3v/nNR8dbxmY74ZkwEW1oFN5O2kXZ5BWPr3ZctddGG/Nz2w4Dq4TtOfxk04nCwm6gRKnCgWPVjWXTWAD7vY54E7fQTV1JN1H7cw4jmZkyxoux9B3j16cTw6y9EYwIOxES+rL3MZHmYNnOZmbBQrIyg2NmiYHOlr4J1Jl+bdNILAZ1czxC2G7Ty9hrC8a73bKYAbbF8pSoIw+EhtFl7BEBy7ekbVaOUUaAnG+Mqkt2gVFf7c7YJ65SxCC/TS39QmbkqS76JGKb9lB3QhIi5jyiT3Z6WTYenA/GAKKUAKYQN/8IRcrWz2aP9V0bEyrkL8d4JYZXAqbCVID+BEXVh+qujZClEKOkHcHMMc5xb2iXJaxy90aUjQn18R48IGScmxFVBv2W7a7jkq//kUGehmPjZRMhpydOsM71vsm9br8Fp4rjUCgcfyzjNGP3mIP2XNgkJukcnjbmyRzb5BwP9HhCwiKMTd6wIcSE2Pg8MLcbyrA1EZL6QOjOYS/ZJGkkv7buxBWcBBfhnRRBKqEN2EuTLPJ829veNgggbJ/0tZff2dkEBU/cKOlmkxRIXKcs+U8cSqKSY/CMeHsF8QJSrkzY4TTKkp108VBilPLzUjLBhwupg/L5Th6tRz8+lEDdvv/ABz4wtJE6KDtbn3bKcrXYe69wEe0X77N4JcnfS3l4QeEo0nCeOuNBxkVCNQDPKPVWbsfyFIu91g9EwYhHWdKoPbUJ3poJOv2YGK4RHAmRibNFkMpEnvY2VrSBdMd2150KjZJJWzxI27QhPMY2gknMz22LPnOdFpb9Xh7fRxslShV2Dm38gbmxAA5iHfEUuVp2k9yUkK2j9vfkSLuZ5UJsfMdAtiQoHicMUmZWGLDMVMVtl5GdU/Zl9e/7hfFFiLJrSHbeS3wFRBIhYWgZb+VmJOPGTjBoSafjWhGDYSY4eREfUo+QoQQ8l4c6t7HK2npoF8dki17Ey+ycvCBL05RPntqbUAUJSI7Q+C3u4b1nUdvHzkGkEDLHKQvikKVnyqB/ssSO2LNq6V7igEmbsIf0pQ3a3Qv1CcKpjNo819zUrnSJCYWEK5O01CdBwHtSMTWO1APRTKwJ/ZXAn8aH85Gy7OKTOF7SULfUf467NxKobc1oqmfEM3AtJChrPAxD4ByvjbJl9Nxlg6vQE6f0y9zrfb/vdetiF8tUKBS2j3U5zUF7Lkw9eI/Z+akJojmTAj2vSX74FtvWT95IMw//y/KP9zC0ZfJdAksTttjLTNb0MVfZccfgEhGPiD+4jzJkEo14lPJIK8vk2OFMsklLWeUtPZ7bYkIRrhxL1MomMNl5Wb3ZU3Y7gcbZWbwi8TnlgZtkApUgI73s9CydCE++x2HYZvwR78IHsxxOWYhJaSO/Sc+OhMqCY1j6p/z6CJfTXtom4o2yEIPOOuus095vjsE19IE+1xbS0n7KpI76t13apmz4gjQIW9pcX/nN8fIPV4/HNuAWeIg6yJsN7ZeCZrleljyCPIw5xymT8uBm/e66GR+4lj5rdybOb/okr6C/NlbFk90r5qwGWcUzyuP76KJEqcLOYROl+yBm48bI1aqbZGZC+gDiU2gJ05w2GBMO+mVvDHT78Nsu8eOp5IGdkSJ0tG67fX3jSr7MNb+vf/oFaWFwnS+vrP9vZ6wYUIYUeUlARsIBA4tgIThICUMdg5othCNiqBOjLm2u3s7JbCKDnoDnRCWGvxUW1QOhcQwipcyOSUBPUE5APBh/5c3OKYQxRCFBNZ2LJDjH7y05jdFMH6uz2a4QHmRLOymnNlN27cfbSZ1913pdteNBWvLneSVv7Yt8akf9rr3a3QsROu/jtQRZMjhFRuSjfRN7gldY+jvedBECpx5K4kGmDAQj5dRvziM+KYvx4TPyqB/ULWTbGNAuY2JOH/vK8dn9MYKYtNOmU9dWZqpDokMmtyG69MRp7j1vF2Mm7GKZCoXC9rGuyNQvEd9G3LxlcN92v2ajTcT0E4hjfGXdOvUiEgEny9YJBLyd5JXQCextdk8be2BuJ9qyNI1dSmBxNkyd2Gi2me1ij9hJ6eNJ0mQf2Th5sesEHL/hJkQath8vwYnYTtwPN2Ab23AF6oN/4Dfsrd/TLsqnPLgYrsQuK1Pea5t4r3tpj+yYR5Qysehc9THppw6QuFKJo5SJxcSXyg6AymQcqT+uISYTYUa+KXvaXjuoq36yzBDX0F7ZeVmbSIvXvHZrl3rKTz/oU3w1IRBwqsTEajmkF26Kd+F92sKxyhwOpn0jJmr/dmVChERlysY2jtdu+J6yGUfGVvLVt94ro7aUV8afPhsbz1NjPddnG9oAEmqj3wjmMOz7JjyjPLiPFkqUKuwk1r3pbWM2bhO30DneRAke3robT+W/7nK5VvRpdy/ry50ypbxmlZTXzBhDm909YiD7+mZGbmwJ1rL6R5STDxLCgCIlDDBPndZDRd6MMGEGsUBgGFfpO751U8+MmHPlmSVQhJcEODUjSHRLvCzlQj4yM9bWVRqtF1VmFZEXeSASiIJ6emXLXu3dCoHSSZBv/+WdYKHSzFLJVtzzUmYELuXUH+rsHH2bciA7+q4lQ+34sRMNUqI9fU5wT3mGQCtT0s2Ylz9yqP2yrA2mdqVznPZJnY2N7DbTC3zaXBtldq9dXqc95J2go5BZOmRSO+uPLFkIIdSm8hzzzEr+iUmhnvqa6Co96esb52S7ZS/18T+emQg+gulc9UUq58ai2s973i7GTNjFMhV2Gx5uc98G99N4Moztmum+BO4rWYIbZGMJ9xD3hxbupe4f7oHxSmjBxrovsD0eCFu4d3h4dG+IJ2zg/px7hbq03gXgN8ewG/F8CaQpbXYuu7oGyhK73y4JCtQlO3OZEGiReDNjbcjuxbvUb1naHWh7fSBNabdge9wHlSXL030X8UU/RjhRpxYepN3XtMEll1xy+l5tIkOa8VhNoOmxNtT2+mDsftm2obITM5SfPU29E3/IfZwQE28T40H5IXWKjWJzHT/Whsrvd/XRv9pdHviMtmBz9XFstvGRianEH+pBOOItLS6RumqPm93sZsNvyqEdEkxduxurb3rTmwYby36y39mZTV6uEfZLOyiH8mhraWfjDt8RlJz/1re+dRh72kPdtEEmfxybgN7aSR0dE48keahjJgmzVDCeVuyqOph8wo1wVG1mgxP1NZ7ll+sly9Rczz7HSzl9RNQy0Ss99dauCdcgffYf9wFlwhXCwaSr/tnBUP8oA36kvhmH8tIn2b05AqN6JBaUftTGCWsQLupcIpi+8J7Hlrwdr4zqp3+MJW2hDIndpf0SVyxilrqqp3O0K28ueebaURf18l8Z3VuUx7G5RjPOtTvOlFAQ+c214/zY8KymcEz4NJFXuqvuEfqqh/Zddo+Qp/bJxjyB+qee4X7a3Dk+q+PUPQKM3Yik7jnGEujTrHhQ536ZrzzlLY9w08D175pZdo/Y5D571f9nA5XVtdxDutIfs4HKEz5uPI21YVZ89NAOeVbp23AvNtCYdS9UnjGbPoYSpQrHAntdR7ypW+iqh7G4AY+50fZw0bqw19lxsBV9cgNeFsS7XxrJCPhvlojh6XfcSH2nxLc5gQlDatz01fHNb37zsONHZsgCBlw53HTVyc40bqSMuxsi4z62lNNNj6F1k88SNWm3SxojlkiXONEGg0yAyNaLilFwnn5DfBJbQBmVK7vmjI217ACjLHmgYGwIZH2ciIwz38s/BE+91Su7/rU71SmH9MbGWoJqJh4EI4JYMVjaloFEJLVPtirmoeUchk77nnPOOafr1IqSEWmQCmWIS36WFSb2l/ZsBT5lCRHM7Fvark2f4UQs9X88k6Tpv3bPbJ10MmMbEbb3zkMsHavvGFRtLd073OEOwzHOTV8zrPqmhbY2+yp4fWabEd8pj6z9imO3Fy/Kg0TFcSisi+c+97ln7N7kAfzbvu3bhoeAZz3rWZc7/kd/9EeH/y9/+cuHe2gL5zlfzJf//J//8xm/eRB51KMeNVzHY+kqh2v6p3/6pwdRoMV97nOfxbnnnjuIDT/2Yz92uQeEJz7xicP7//Af/sNpESR4ylOeMtxf3vCGNwyTBS3ucpe7LM4///zhPvW85z3vcg8Bz3nOc4b3L3zhCy/34PLYxz52sC0XXXTR4o1vfOMZv4md+MAHPnC4X/Z1ZV9+6Id+aHj/0pe+9HIPJw972MMWZ5999sAlfuZnfuaM38RT/Df/5t8M9/SxNnzBC14wCAvanijU4n73u99g7/XNj//4j59+cPLwReT/7u/+7uG4sXSf8YxnDA+d2dm2xd3vfvfFPe5xj0Fk0k7AnrF5+ua8884bxIuXvexliwsvvHD43RiI6OF+LqaSvmEDMhaVFQfzsKlMzonQwpaoK7zlLW8Z+k+b6DNtbsJNEGv5vfa1rx1+i+Ap/k8mflLeFvom3sGuAeMJ99FWyiNtD3fa1/02fMT4zg7AP/ETPzHYKG2g3OyyPiWKiKmYMuEf+BJ7qE7GmH5nI/0mPS9hCaT3C7/wC6e9e/AGHOc7vuM7hvGtrtoiwoxyOE+5jLn/9t/+2yB4OU8ZcBFjnj3Xp4nPaXxI9773ve+Qj7oQYxwnHw/h7J5JLnb9Na95zSDKZTMb9XrQgx401MV5BENl8r003CNcH/rbtQPZxATvMZbk714RZLx8y7d8y1B+3MakH07iHqQ/tK3rUV3VR57O05b67V/9q381tN3jHve4oe+zQ2HiV4J2ca62dr60tIHlhNrFK0sDiT+Odz36zj0goonxYKwag8YQ3moMtffZ3CNcKy960YvOGIPK+dSnPnW4Ro1998P2en30ox89tNW69wjt4V4pjWX3CGPfPaKF54fcI4wb3NJ4cb8xrtwrp+4Rrjl56i/pep+QIfr6mc985vD+B37gB05z00Ce8ja+c/8IlFWZc49ooVy5R7BZ2S0z95jv/M7vHDi5ceh6bHHjG994uK7059j90D3C2HjVq1418PkW3/qt37q41a1uNTwjuHZaGJ/sBu48li77haP/7M/+7CDQtrjnPe+5+IZv+IaB+//wD//wGb8ZC8ZL7GgvNn7v937v8HzpOv2lX/qlxRxc4VQvbRWWwo08N94oroWjD8bGcqSILmYi5gb1Xiem0pTY1Xq5tNvSwqqHT+d4gI6Ytars7dImxtuDN8Prhu1mmUDPy+rhhp5d88ZiJPTnutkpI1LGGN7tbnc7fWPO8j0E4fWvf/0ZpBNxVM7MLLYBuNvg1GbitEPKh7i05YKxne7anQDlT6hIfAEGhIFhVAg3vne7vP/977+4613vOtm27YxAu/2ufgF1ziwPQ55ZqQsuuOC0x5YHIeVOXyZdBEO7twG527wZT4Ql8R/k843f+I2DqOJ7JFq9Mr6kqV8YanX3YJfg5GNjUz8wiownYtHuyqNNlFmaSJR2i8DndwKb9khMgyw3jct/djZ0jxUQNmNZms6Tnz7VZ9m6mMGTbivEethCfBDXxGfwcOIBCAnXno7xQIJA+ey3ViyU9i/+4i8O5ZGGdtQu6t2OwbGls2Pj9STGbDpubvNl+7fbjh5AylPq6HlKbeoFwb7wjNnUUyreucqYGEpTnlLZFc19MiJLO/6kIV3cx7kpj3RbLwgPftJLmU1eqKt7MfuW+DvSzy696ip9aahTJm8IV+xVPNn75wd9o2xETGXSbr5jd7VtvKRxBuemrkQO6eJTvvNiS9kzdfRAynYpBw7AlsZDRvs51yQbLoiTGFuJMWosJmB4lt/ZZER6CVbOlmYiKO2U3QW1k5e01EXZcUBtLX/CEjttDBhj0sXl4sWfvpcnj670m7xwjCzPV75sPON87/WHdlBm7Y9TuHbwRp/bPo83pfp7+M4Y01bGCLsfj278x+/GIl6U8aUtCT75LV5l/msDzxfyVUZ96Xhl1c/6QFvru4zleJrpN30TL85ct/iG611b6C+f9ZUxEY97ddeuqWfuF8qgXMvuEfolO0qnreSxzj0i9VHG9J0xnDAY/T0Cb1LX8Hr8sfWUMiYSY1bZcT8ccVc9pdZtw6sec08p/bVKOylPqUJhj8tPli27metBMLbjIMx5EHVTcLOauxtGW15GgOFmUNy4sh1uHrrbcrfxhASNlJ/zGPvsQNKiPZ/3TW54DHGCSTPiOcZNK7vUIRUJUJ4lV841Y50g30SVdmmhurgxuokyXghkRIExTy/I0kfHu1FmiWWECeWUPzEoRn2qfacCg7djyvnaAdnRdtLW7iELjDpjI41s0dwuR2t3nhvzpGsDVYY8xZsugTsZUu3lN2XTZsqASCZoZ0QweSSGVcqr/NorsbAYZeV2DOKk7Ehelg7KR7smoDtSpW0Q/gS2VybHIX/aOoHMM/YSQFXa3svH744NGc31YRxkC+nUU/7SSt/pS0ZcO/ktO9dkfPguSw8yk+pzG3OiXbqqLgxvtqtOEFkPIMb4XFFmSsg5ajGblolox02sKmyGBH3ukc0WppAHlDEYa63Q1cI9cFm68XAdg3vIsnOXbTqRHb7G4D65LN1lk0vsVgJMr9uGyzaP0SdTDw3u38vSHdsR1vWe5eq8l6au/al0nc/muK9mNzHtnfP7NvRbm0fPZXJsHpzZHPdU93f1y2YmbFdi+CQ2lfbOvZjA4rvEX8xSJ+PMJIdy6D98TpnZBHXAV4zhjJmUi81RVhN27WRadsTTtv2OwX1dE+PS93hZ+1u4lAfQlucpF3vJu6YNoJ1wC3mvnYhXuZf393heKa33uPZl6/E9NhTH8V08hYzBO9/5zkMbxzvcd0Q4PEe58Bx2NJvWpL18VhdtjxM6HnckKDnPsclDHXgzJfi4z+rCZifd1IdnUOrjuyxxI2ThRo7JGMRh3DOIKOEIER5ahHvirXiTMWRcaJuE0TDW2mu9b1tjAkfhxZLwEMqW9sGh1N/4cO1HtFBvx2jjbByTJZFtCI6x65GXelYc9L/PuUeog/yUDUdU7wTR71dkBFlKqcxpp/Z+r0zhmOrms/pC4r72WFbHAK+agrbzGoN+W3Y/lGd7/8j9ZFUbXun/xbXdxAa2PLeH+8OydKfacK82MGLuHJQoVSjs8/KTObFi+mV1DNzcB9G9lF0+DCMikNnFCCGtFxOSFcLBwCgng8zLBhjM/sGzfyjl7hrSkxtY3zaIXtbVM1DJD7K8jlFrb+YRFKSDnADDzWgjEvKeEh29ZzgZcOlkRgd5jshH3dc+yiW9CIYt1DfBwhGl7JbDeIRsxTiqf2IgZIcY52bb4sTC6gU1+Uo/gk0fm0ra0nNc4ki1u1fqR3WVhvZLHAPlQyQSZDxbJuu/xHOQXraDNkbkg5wlxoHzM6MUoov4jQXSRN61DyKqDeSXmWbjI4HsWy+jsfhmmVlvl7uC36SZIKcRoLK8cGxZbcZCthGP16ClIdoNOWu38G6v2TzQRPTTbokn0pL/vQg5Ry1m09S96yh6fBUKhc2wSZzMsfPnTMgEPadYFtzcvZ6tc6/ObsRzAqC334WrOTcPn1luHzsVXhAPKGUxoUM88JtyEC3GvM6Xcbu2rqva2vnZ+Y59TjDsBJ9XlrFNPSxVild8++DZB3uXvjq2Nkt+iXHFvrORykhkxE3Y+Yg4bHW8athb5cE72GHnt+2ViR/vE4sK5GESDX+KYNjHw/SZIKUM+kk90satzcKV8JN2MhJnaTd+UQe8yf8+Jl2E0MTowl3DbRLGYWoTob4s8kqsMoJUYmESGSJSKZv8lVd5eCXy0pFfPGjaNNOey2zxnGeXKSQ//Exbpj+Uc+r6zW7MriN95HM75jZ51tlLHfaKo8bbdgElShUKB3zzGvMUmLrZzr2hbVr2eCsxXBAhgAjjld1fGIrE5mGEfU+QyqwXg9wamrGHUsalV9P7tiB+MWBmvBAC/xlchKiN99QaVIROGRIMFIhazslud8jZWPv6LsG2zZJlxxazbwxjjr33ve89GEi/h3DmIbsNCBn3VoRPPSLcODdeYH7znbrEgwhJiSDYL/lqBcue1LSEoiWBRBikxWxp0tK2CAyxDBmVHvJHnHKs87QhAhXBKjOS8lBe/ae99D3Bxiy1OiOWyLbvkImQXUDo2uVs7Y6DyCwi5XMIHkLZjpN2jIRkJ2irNk7g0ZBrL22cGeC43mdXybZN2wcL5yt/YoBoL4Q4SwR6EjQmlCWwaWJ6ade5RGSZCL2fovlBkrGj5vFVKBQ2xzrX+xgvyvn9hMw6D3fsDKFDGr2gFa9i92v/M6GUY6buu3O4Wl92HIBdzIYnEN6E2xBT2O144kQkmMvtVrW199n5zm/4VWJ1ZvLPudnZL5t6aJMst2uFk9zj2XB1i/1ty41bssEJCG/JvLTDN3xHaGFfE0sS72RLI65kcjDthUsoq2VbuCBO5DxpJXZkdmOGMZ6dMAJtf6c+zjXJlKVIiVmKv8m77WNtqS7KiG/GyyzhJbQXfpTlXvGggwiQY5sITdnPeHPyak+YBRwsnmbxBsvGLJlMHNsJHLZpi/vrt+Wtxo9rDD/vJ/daKH92SfZ/zPOyvTe0n6fKseq3/fTcPmq8bRdQolShcIBY5inQk4+DuqGtIj0MHvLCsDDmjD5DTLAg0jDUHuTHvEhi4Pv12lNxqqzBTgyGGCTGnAcVIxXjC+0snWO1VUgfEkFcaXfYm6o7MOBZ8qYsvGoIEhGeGHN5tOvdE4fIrB1SZBYXEBX5KxdSYKljhDNtSDBRLschJhG1EIkIJJvs+ug3glV2wUs6jlWHLH8g7BD0sgOUNLLUTTsQeiL8xYspy+70tfOkkaVvxkBieCVouLoIOpl16lnOllhWzldGXmLSNJ7kmV31EjNk6nrJSzuL96VszlN/74lL2aEIySaYJSbG2MMGyMcx2kP7IKyrZvXbayckU1yuTWJKrZpVO8wZv3Uxde+qmcNC4eRg7vW+zJupn5BZ556aJUTZtU4avecuO56NXsbKOXbfncvVxiaT2k1WTH5lsg3HYlPnbIqzqq3loS0zeTZWbt7arf3TTvEay2Rku0lMv6NulszjOa2XWF9uE1xZ1ogzss8EG5NF4Syx4extlr3rD1yiDX2Aw2QiC1dUDvXwwlfUge2Np7Q2VeZ2h+Q2HEC/s3DiMjlfXxDFMrmU0Ab90lAB0vsVAMqib+WvvM7FR5Wtn2Sb4nK9lz3E66nNq4+d6hy8rO+TLBHNy1jsr81NBZqp67fnWKvSVqex9lyWV9u3sCxswLK4snvx3F7WbkeJt+0CSpQqFGZgW2r6XmcOV5UxgQtbQ7ZJ2Z1PQMjsU2ZYsh1rZmgIRgyHWZue/DAWibPTCg1jbcFwExKIGYn1g8AwnFkPj4C0gaSRlnaWjjEmCOSYloQsEwOVw3dm3jIzGEEKCUKYCCZZbpaddqSdpXCOQ4iQmMSYQIaQPGSEyCX+kXJlhlIdlSPu2/2YiNgV4zzmPdW6f7f1C4HK0gfBL/VD4gs4BhmPgBX38cRk8DvyKU5EXMIRZ3XM9tfOQ6Cdpy8Sr8AY0VbSTNyqeNe1y9m8xKhwjO8RwX7nyTGX83YsJ2i6sRYyrq0RVuRWudR3bNlHSxbMzhpLxhWPOTO87YPJnGtor+TjuM2qTT3MHac6FgrHFdvgPHOv9yletJf7RZbUu6e7//OyamPZtDYUd+iFi03quu6kIt6EB7CXEQ02FQmSX8QZdU980jEhry2vfNp4lO3E1tiOusoZPtcLPO1StHguh8/gIIQSAhQ+gRNYYob3yTciGrudXdLaJW3SJxA5NoJE+J1+9uL9TRDCHxN/Eg81YbZMMEkdlUW58DT8JF7Uvbd2HxsvS/UAb0sgaufGW8kxPQ/tPZh6LpfJxSwHjfd/G+y/57iZJG7HknGBZ4VjyXNsYm4TgSbLP3Et/9vrt78mVmFsRUWfV/vcEG87Zc6qh7Hnq7F7zDa8xSokwXZRolShcIA3nb3OHC4rY3ZIYwyzdCu7la1bdsdkd7YsTSNWZEc6YOTlkx34ejB6jkGKxm74bVskwGjWyyMTyEsMPOMTEhLDnB3Y5OG8GNox75ZlYmBmpSDBRGPkLVPTptJHeNptvxGNrIGXL/fulvRq63hsJfZBDGG7lGBMYJKvnXIQKiKY2SOGuiWpLaEYE2+UjcikfZyXQJ2OcTwShqirszIaN/KKdxTiSGAiTiKhgnQ6xneEpOyyQnDKbiLIP5IJ+hPRklbiZmSJYsasdkPMtS0C3Qfr78dIH/cjsajMdMct3H/kCFmJC7i0s0xhDNojs6PZ/Wpqhm2vDy/LsF+zarsUXLxmDguFk8N55lzvy3jRJveL1rMnS+rZz9YL+SAE8lVlbwWN3psE1u2DcAy2ORu4qD/bFy+zNo/2gZ0tZSt5OLPD+EKOd2xieuJC0h8TDrMULR5VuEY8lrIzW5bv8YICk5GZVHROhBoTeiYECUQmvzLJhUsktqXy9X2t7NKRn/Im2HnPQ1P3cFzp4wBZAZB6e431Q7+LNb6hfM5VXzxZOXjH44barV0m2XswyVfZE5ai56qrJrT739t4WqCOOKEXTtd6ewEuF57ah+OYQhs3y/km9OL9tl/XVM8Js3FOxOWp+8jUPWavMZ8qJMF2UaJUoXBAN53cwOc81M7NM2lmR424bfOMYRQZxE3LHkMYN2AP/tJM4PGsX2fIGdK4w8bQLiOafVu0ZIbrdtzDGbrWiDOo7Y5nRCKfka/WNX9d0jtGTkPu2sCSfotHTrzICBjau1965kVwYSjbeFSOacWXntQhOF5m6ngqxWNKuolTgPwQHdsZpcR3INIgc8qpjPqMmEiY8Z8RR+r0H+8tbUm8QqS8/I5MIS5ENYQQ4jGFLPpOutne2feJ+eE7ddVmxKHMpFqC2S6J7IleAsa2fdC2jWPVrw/Uqc0IbxEEHatPlFEZMr6ys+LU+EDckRx9rg7LZuaypDE7Qe4yaiavUCjs8oPWtgWilD8TWwSJNgh3m++uifStSLBOH7QiCZvKFkPsPG8hXujsYB+3Kt46eBT7hrO0woQXTubcLMVrQzKkXOwjz2zps73KJB91UAb5ZFlexDi2W7nU0XJ+eWfTGfn4np2Xdzyl9Gt2fI6HE67Bg5sdT0zL8DO8pud+sYv4lRceo9zZcEY+UxsOQTYCaicdcSznaKuMO+3fLi9T1j72mPriXPqMaJf2mJqgGxNQ+t9b7zht1O/u3Y8lv+OZfUzQZeMtHC7LJfN84Pt+86NtYUwEbes8xiODsSWRe73vVEiC7aJEqcKJw7peA9u46az7YDgnz95dlxCQoNIEhXj1tLMKY3EGVtW9dS225CvxcsDMSFx2x3bzGLvhp9ztrjP9jOGYi73/EcKy45myjbnmr0t6e2KojOqBCGlHs3LOz5a80iEaKbcZLiJPvJ/6JWatO3Lcu/O7/mrdwhNgHnimIXKMKKJCOEIapeE3sFVwyq7+SFJc7LUnIuXc7LqjvXJ8PKN8r/xiPCBnCJH0tW8MOKiDPst4QNrOOeec0yJTXP+NwywN1IbKIp+WCI0RvdY7aaxv5GF8JU5Z0vCwkWWc6hxvqYxDxKUPYNtDHQlmiRfWzqj3M3MRK9udIA/7wWbZfa1m8gqFwq4/aG1TIOqX5o0JUofphdoKSK1g0aazTh+MefOqd7xjILug4TTeW+LmfSaKnMOm8TBiB7OEL2Vl53A1Xtw+Z+fleHAnVABbzD5q8ywjw3NwDGISToNngLyUmV3HKwk8ypylez6bJJMGYYUQhbf08TJNCJoY9JsJO55J0s5OfcpLdOrDNshbPZXdRJ4JSLsNpv1zbN8POF42AspyRsea9GtDFmTcTXm4J33tFC+0rC5oJy2XiSpzOO7Y7t494u2vjYl77cYwY+O85RV2+jNpqd9wovTrXsTsuXGaxp4b+uP766P3mNzLveEgPC5PEkqUKhwJbGv5yVSwu7G0VxmSdbDug2FudIkRNSdNniHIRh7aY7y84qKMMMSrqRWJltWtDY7IACQ4txkRpECaRIe5QoPvkRcG0uxd+2A/x9D2u5ZIp3fNn2rTqTZv2wDiDq5+IRrEHuQKaUjA0hAt52YZX3bd68dXu0Nb4isw5PoMUcixoI4JrikPbR3hL0HDE0A0dUp8JR5j8tAXysnrJ+7k4FxjRflC6HI8QWbZ1tSXXXbZsDwPaUEYU8bULzv2IJjGC5Ij/yzV62dz13no6eOUIduJK6Y9tb/vLDudmkkbi9ORz73gOjYGpWdZpZhVxvmy7Y0PEstE75rJK5wU7NIy1aOMMbt7VNp2HY/0beS17hK7dlIuu/I6Fw+KXUzZ59ah517OwQPYf3wEf2Ef2Xecgw0jPHmxeWwm/sSW4xmEmuzu1tYPp2R7vYha4W7hdHhK4k2yzXiNOsijF8iUx3Hqr1zSc6y85GNiFf/Ct9Sn3bkwcZcSv8gxjicU4RvEKfwDt7E8UL6421hMMdxBGZxPAPN7GwKit//+x1sKtK32ypJCnEgb+27KK7xPv40tNiY6LRNV5nDccKfEKB07pp3M63fIG6tD2s/zhnbLpkfS1tb6flMxe53rao6o1F4fyoszblOo3gWPy+OCEqUKO49tLj8Zi73Te/fMMSTrYtMHw5StF5L6NDOrkZ1IpmIG9C7ICYrZu3O37eW37AgTcYvxZ4AYUjNtjBDhQznc8BGSKfffBCBFYJABM0QR38ZIb1uHObMk66Lv6xhmHmA8wZCOxKWQn3rFLd2MUOrP4GuPdrlhO76IOM7Vnmb1kCZtxpgjNOrRBphHHqSf9PxXR8dLS7ni+QbxmMtSQ+NVXRBTnk3xwEosBmX2HSKk36RJzNS/U+PdWFE2xA8JRW79R4DbsZig517Kqx59AM9+15R2u+n0S9+3fZwyxCKxs4huiK3flKcfI/Jv40ekDJYjqlN2HfJbf7213lr6ygtBXod47edD3TLRe4xU5/tC4biglqluF62dPay23WSzl22Vc07em3ih5hzHeUCOEIQ7ZCfAscDcy8qWGJB4VXYcbgNj4woJeB5OEt6RzUfY+1W7/OITrVdPJmWygQv769xMqsULC5J3Gzsynu8EOu8jOrXLsOJN1nqV+T6B1/EP9TMhp+7q7b/0eJYrd3bRwxXa5fbhR7zDpU/4GrPnqUPGlnK04pP3zpNWH4x8zhiZWimwl3HWj5exIOl9Hacm36cmnLP7ovaQJj6YMBXLVi6swra9u1sBDZcnWhqvCRNS2B2UKFXYeWzzBtWLQ7BJUMGDmHlcVYax3VbyMN0LCn29IxAw6IgH1+ax4IZj7ZXYVdnil6FHiPxPwEaEamzHPXXmZYLMMOAJWkkYmBLHlhHNbcxQ9O2cYInahvCmjAhSlnYxYgiQchNCiDtt8HWkrV9i1sbAIgRFwHM+I9kGhkyAee2hTSOIEcnsLOdcJMyx+lzeiRPBi0p+CK7j4tGVAOPOy858bRD3zHRNbeucdlInJEzbZAZTGvI32+dztkNGgtu4CuqiLQlJRDJlNe5g7la9Y3ETQF9MoSWUic+V3fi0sbKqu/fENkRlWRvI6/a3v/3lloz2uyW22O+Hun6ZbU+se1J9kA+WhcJBoJap7k7bbkOA3+Seua0xMDfvTSYbcw5bGO8f9oc9DG8YC8w9VbZs/pJYkLFJEZTkwVZl+Ty+4js2HA9sNx/p+dSYvc0SrXj1RCTCT9ieTHK1nkIZCyaL+pg/7aRR7xW2rO/CpUxsOs7EaR+/yX9ta0IP7/H7WBsSA8c80tqy92MrgdrxBulLR9vgAfEEy2RrYmONxVZNPE/9MyaQJJTEVBpjZe3bTTn0d7vBzpRH1Trj3LGJGaoeRDpjQF7aZdPQBtv27s6zEr7s+cT1Fd66K+EXCkdclHrWs561eMMb3jDcWDwgutBWwY30KU95yuIlL3nJcLxtv3/kR37k9ENaYTexzRtULw6NBR7cdp5t3r3Qkl1KxhT7OWWIgOYmu4yI9fVu19NbjmVGiTjRezeNtRdhwzlIEIKh3H5nnIhLrrMpcSNldc0RAxiwm93sZsPDPFKGWDAcXiEY8bjZhGjOIcd9zCCISIQsMGJ+k1aWppl5c05m39ryETbURT0TgyliF9IizQQlR+QEAM+Of22fxlsrAcYTPwHJEhA0eRIiGFdtR2hCQBA14wvhNb6cm6Cf8aTrg7j3wTXlFVKln32n3qAu6qh++l9aIXW+ywsJ1Y8JYk9gUyafudV7EYh612rttGyL8HZZq7LJh2iY4KQ90p7Iov5CmNTFWAZ9zFNM/y+73trYDO2SUUT0da973fB9u1tin/+2RO6xcd0usx1DPbQXjjNqmeputO2mS9rGvLvXvWduawzMzXuZd8kUes/V7DybnV9NPLGdU3Xoyxb+Ec4Vr/ksocPtILGa/McJ2Cd5JWD4nLLGyzaTSdLLb3gP+40LsKt+mxoLY/mtIw4Q1vAIL+8jOLU2F+fBn+5+97sPnALPzO+tSIP/aKt+ORebLs6UvjABl5AH7UoA3Ez/ZaItnuv6BBeJV7bjHdMuy3PcBRdcsHj3u989cGnc5N73vvcZdejjxvZp9Mf1cVrzm/HVcrJ1r4tV4xwf1BbSB1zMWDCmN5n82uS6mpOm9uMhlcnYdhfJwm7gyIpSHiDuc5/7DLtTvfSlL511zvd93/ctXvjCFy5e8YpXDDejJz3pSYvzzjvv9E5lhd3Etm9QvVEcS3s/bootWvfjBEqMUV43ltVcItbXO+vpCUNIRpagjZWj9bwyQ8S9HAnwMM+YRtiTFkMUctQHVpcW12rg2s3rhEF2njZIwGqG3kseyA0BJF4gjHy/1GsMYzOKY7Nh6WszPQypfBMnIIKbPGPQL7nkktNiD+LhOPUnCDkPOeuXmLX9Eu8rbdruItNCfgQc7UGEUgeCX7ZU1u4hpWk77+WvXKBdsxWzmVJ5EIEco76+RySQnLPOOmsoTys+2umPcAjqTcR3nvoo38UXXzz0lVnC7FijvMqa4PPxkNI+2QnJcfqdsMZrTlu0rtX6KB5eU2M6ywjVnWeZsi27TloxyfLILGUAJIUN0C7GvvqFbGd89GOlz0sdpZ1dKvtlAtt8YB4j+v0y2zGiVQ/theOM/bbZJxnL2nZZAOS5XlVzvGLnxh3cxhhYJ+9NvLVzTgSMVlTyfWuLV93H281fei8Wdo5NjYdMn9eYwDFWVsgkqvTCy9o4WLhQhBt54DnhgFNjYarvl00m+i2Tb4lx6tw+MHdEOfwC94vzgfMFW8dP4s3vXPm1+cuDYJS4p+otCLpjcWX8J3XFo5QH38L/5ItP4Cj4MY7Ux6vMMwDuZkLQsT1v6K8l+U2tqshKh34DlnCDORsCtW089kw0JYbFk8u4UieTojjjMq+sVdh0FcSqAOnZRVKbZKlrYXdwZEWppz3tacP/l7/85bOOd5E+//nPXzzxiU9cfNM3fdPw3Stf+cpB4X3ta1+7uO9977uv5S3szaNl0xvUHEylvZ95qifxIGvzo9jDurGs9jJbZ/wziIypPIkW0mlj7eTBP+kiMoxPAiL227DC2JLC1tOlPbZ973gkxwyXLXfljQww8okdRMhIvKRlszCtQZeuunD5bj3T2sDbZs4Ybe3BmDpP/jyZkC0khIhHgFF//0N0QkqkzXMTYQuJyE4y6/RV3N+lT+RQdlBe6SM5flcuba9NECzveeo4nsFlfAkuSJRz1d+6f/3bBg2PSJaxRvRLnCVo404oM8KmrRIA3v1V/tpQOxDNEBOCDwFPP4A+Uy7HmIVUF+cjtIRH52WnvFbMa9spywOVzZjoY0hNEaqpdieyxn0+HrdZjjm2lHQsDX2h3bOdcpYJrNvvm8YxmetVWQ/theOM/bTZJwmbPJT2AZDnikm5n7lv4gxsxBhXmNuv2xgDB3GvbL1bskQ/y+HaOvR9MVa2bD4D2XyGDcIH8JQ+hlOWCY7F/VzmtYaXSbuNg8Vu6jeTPWwyL/osh49IZSyw7filPCO8jNkyWOZp164MwG0ALxkbZ9kR2CvQTnhJ2iybseAzGXvy8CIk4VqJwYnL4Cw4O/6SjWicg79wbshSQZwCP1Evx8TTrBVd5aed8DDiVc8b5l5LEeD6WF+tuJtA9+njsWs5XLjnP2n3/loYW9Lo1cYNO0jRZ46X5qr4XYXDxZEVpdZF1v2ee+65p78zGLl08nyYEqXcSL0CN6bCdnFUgmhuE1OK/dxZxjGisulsHYMbMYjY4j0jycUVUcyD/6oH/Cni0JKNnJO69l5YWZ+OICAEdnsj6iA5iBQSwQvpxje+8dAGIRFjbdIvy3PtIicMNwKhrgihcvIq0u4MuvpnJ5XWsJppcjyygZhk5kueRCnkBhAX5CKziWMCxyqRIx5l8uMV6nx9opyZBYs3GUHqv/7X/3qaaJx//vmDF5r+fM973jN8n+VpvJPk537ofevR1Y41+SMw2S0ngTxTZn3hfor8aFskz+/aUvtIS92JiNKUvzJHxLz1rW89tCHypo3VwbnqKe12Ge0643rV7ppjAm9P3GHsGlx2n0J0LNmbiinVXm/rlH2Z11dLVOc+RNVDe6FQWPceuo5APhYwexkcYxImy8zYpnjwbHK/2hav2+u9clU52iVk4H+/hGzV8rfwKiASSY9Qg7+wQ2zSWF9kMqqP+yk/k4GZjOSB3HIpeeCEjvM7/pF+w2Xj+czOx+s5XujZtdZkZ5a3j9myVRy49bY/55xzBh4nv96zud8RuE8H/1AX3LJd4phQBYmZ6nfcEQdSZvVLO+BAeA6xjuCG+5moU/Z4jNssB8/qQ1p43elOdxp4Zh9Tau5qifY4SzHlrx/a3fPCDVbtwJ1xhmN6pbxTm0FNxRzLM8Wca3Dbz2DrLLstMWo3cWJEKTcPcLG28Dm/jeHZz372aa+swv7gMGKdbCvuwV4wpdivmhnZtojn3ASvzrp4xrz1lBk7Z1mevbFqd14jYrRu333gcp8ZVkKHmSeCj/OUR7oMOMFMGiGwWW5mlhApIHpo3zYegpkt5yFT8eBBOhCHBKokspjxkyeion+yWyDDHJd0gk7rpSJNXlSORUCU27HSkZfZo+x80hOBPg5Au6W1tKWjXI4jmqUt/JeP90imJZhIn3qpk7bwHvlEwAhx6onQRWicGmvKyDsuhDltnOCp0vOb9iQsOVcZERizjvJV9xBTdSAGOkY7qptZVGklsCtCDsai49Pm/bLLZTGk+nsJMmxcJyjr2LUyN87cqvuUvtvLTi7rEKopUbiIVqFQOCg+NuXJsc69yHHx2s1E0KYccBvc6CCCtI/F+Rnbon6qL6Z2DGaX/WbSjo3PcrCWc/gu9rbvX/abTcf7suyt985qA5Kzr9LDh4gyJr6ky+YSNtKG+Bw+0C9vn7JlyzjwmL1ueRRxxjHhl306PX/AN7IxS8YeYVU62UQGH8EpcayMj2zaoy3xIuIULpQdBEF60k1IizZeZ8qP97Vpzl0t0cebymSl9zheK1jmfb8Dd+8Jl1UFONmqzaD2ykX2wxmhQhQcXUeNnRSlHv/4xy+e85znLD3GzcMN5aDwhCc8YfGYxzzm9GeKeW0huV0cxo1kXSGsNwCJSbMNN/E2jVUeD61AsmyntHWQ7WIzQ6IP1E9d40nTPvj3AbDnPDi37W3pF/JiWRyRRH3GCFm2RGYgGVlldP1pfyIQ4UV5kza3cb8jEAy0AJcBY5017siRmUR5ii0QoYrhlzaS8Za3vGUgjfKWtjooD7JFCELaWld7Aos2QayRkoh62emDMIXUJB6W/9J/3/vedzrYaVzMW88qpNB/x2YL4pRV2xGA1Em51SW7A0Jm+4hB2juBVJUVMou5bP19CHCWTWoDxyJq2sFDhHbgaaSPtKU20L6EOGlrD/lmzCpvm3fcxY1laRAVtXNiMWhHZLuNC9buJtiOS+2mzYmr8a7jdUfMk3/vsTdFosbaZb/vU/sdx6RQKBS2fR/axjK3bJiyasnP3B2Ls+Nc60m9DU/buWmt4pdz4/xM9UWfvnqysSaBEjog3tp93RIXCtaJqdPbHOkRgkx24R7ywkd8zz7zYsrxy5a3r+LA0McQbc/xW5ZA4knKguup21gcUf/bGJSAf/Vjj8Ak3XiNZSy0eeND4T34Bu7Rh7QIv4Pw6LHdE3uBcWzsTO0GmA2GcHVpZ/IRP8pqDOMjcTr7eK/tOOvbbWqSbqr/9vMZbI4neIUoOForlnZalHrsYx+7ePCDH7z0GBfLJnCzzMXVPmDHjXEKHq6WbTde2DsO40ayl7gHPGgYQA/i+3HhTt3kl8Ug2AtSt8xiMbQMtLr14lvcuxlh4FXUxptaVo/sXCIvRIY7N2GjXWsPqaPfiEIIhuveOfL3Uq4IaOovTcIL0YYxJYTEXTkeX8iaY6VL5HC+PnSe/IllluBFSEnsI6RRv0uXMMS4mxlshTS/haDoG6IIIiAvApK8QHnUjVeVciFR8lcfxKXfyU+6lnmquzJBPKW0m37IMkZ1FIgzO+Mom2V8lkDK030MaSLsq0dm5Za5hcsD4dE20pC2NJTLOe6rEYiME3VNu6uzNspuhQkuGrf9dny020Jru8zySj/bXCcumGO0nzZRJ8dx0c8Of/77XpqJ/0CYM47isbds18uxsXsQ96kiVIVC4bCx7n1oGwL5nDznPDQltk6/HGtTMWnZ0qW98MupXVzntkuffoKOs3vSYjedNxY0G89jwyOItPVxLk6XAN1T5Up6OI7JJ15S7Ottb3vb0SXsc5a39/X2yg54yzydtQUOZdli4irhAwm+jZMYO5kMjNjSeh9NefvgtmNjsp0Ay1izhG9sd7x2zEaoGts9sRUYx8bO2MY9OS5LKd/xjncMn9XTpC+Og4NmA5R4o4/Fe112/e0H71nnGWwdwaQm7I7OiqWdF6U80GWt8Lbhoc+N+s1vfvPph19eFWKuPPzhD9+XPAvzcdA3knWJV26gHqqhdfXdr3JP7WoTwzIWg2DsvHWMA4M4tUsdSHcsAPbYTM7Y7FdiVxEKeDYhUa3HF4zVEZCIBNuUXnaByw51ym23FN8RRBjczGAxwvLkKi0v9wIzSIicWSXlQIDMjhG2sjMh0iVdhj1eQu5Rfbtn21/lk6YZKoIIISm73BgviUfluwTgRBwcl3hR/a5zyFQEJHUntiQwp/OUMx5DfmuhP51DKJOvF2GJoOPeF6FOHUOmWiKozvpYutpFuQhyzouI6XjHheAgp+0sYWYBIy6OPSTk+ldXbSQPIljifhHGtIu2Uh8ERZn0bXatkYd+9CDBsGZbZscg2vpeGlO7Xu7CfaoIVaFQOGwcxn1oVZ5zHprGdpyby9EiNLDjc5Yu7XW3wmU8a1W7jHmis2lsduJxspPZmKTlefiS9sEBskteG8NrSojpEU9sk03ATuNPU4LTusvbswMeDtd6Oo+1BZ5AGMND1C1lyVK5fudAHK4PG7FsYjWiVrtcMJOrOIfxkUnS3iNu1aYk/e6J/cZBSa9Pq/d0j4Dqd8+2jsH1jIM27YiJ/Zhedv3NvR+s8+yx6hlsyivsMAWT44zPP4QVSzsvSq0DyzssE/HfBeYmAR4W05gegsSEEvjXw8e//bf/dvHMZz5zuFkxWE960pOGm90973nPQ65NYdeJV26gHvI9ZO/3zhKrdrUZE0aWBapcls86BCnxkxh9MJvWLkmb2rUMIiTJL2vtXZf9TXCqjmNxJ8xSec+TyfeOcU2ri7QDZIVwk6DnBIsISY7VDtIg8kiHB40ld+qFdCSQZL/tcNpQvQkmxCLCD3KApGSZG9IkP8TB8cqMQJrh453lXG2KUBJ8MuOGXLz+9a8fvkdepO347G6XjReUOzuutFBeaWWnGTsLylPdpMGDCZnVrgijNidW+V07ZGtj+Ugj3oHKqi0TD6oNlg4t0VhnpxNtpG/Sp/KOeKcfCEwJsooQEsoSF0Ie8fTzUnbtnsClIZf9rpfapY+VkWMPwntzP/PZhRgBhUKhcFAPTf3GFXM4Wr+1fezvqqVL7flz4upsc4lMn37EtKzswF3G4v+YDLQcP4HJtZNnopYDTu343NdzW7HAxhDxpPV0br2G2nK0S+28570VoS1xMNudA8fiey4TR8bidxFI5EfUI8zhK/1uhmNjdkyMGeNIYx5hY2m1x+kPnvB+dw0IGbFJ3NpNsMnYnnoGW+YVdpiCyXHG1XZk6eORFaWe/OQnL17xilec/nzWWWcN/y+66KJhCQu44cbDAB73uMcNN5CHPexhww30Vre61eKNb3zj8NBYKKxCbqBEg7gh79eFu+muNlOBKscwduOPqLBsxoTQlWW02V1OXon3ZMnYsrXw2Qkk5/di2FQd+7gTxJS4v/OkIbZACEyWxMUVnQtzlsjFc4qYw805wdjbsphlitcQgYkwlPX5rdtz+kp68YoimjiWUCRtZQqhIaKA/wmUSSAisCM26X8ESlnVE8Hwe+/6rvxEFuKNc8eWCai78cD7yHgiWmp/dUUolfXss88e+lBfygcQV+f4TRnaHWL67YPHAtqP7RY0haSnf4wJZTKetL98s4NOyIldU9s4DSF22pfw5hxpIKC9MNruepnxm+2bCX3xFuxje80RbZfVrY0H0gpf+7WOf1diBBQKhcJBPTRt8nDV863W42Ubywqn8lkm4qzrdcITmD232xuPIOf1IonjcAjCFb6E1/iMzzg3cTzH6jBWz7mxwDZBvNIhns7LbCYPr7FYp2M7B7axtFb131j8rggk4V7aIGEN+vaeEwh8DkdKWqnj2DjpN6cZE7jWuT7WGYPb9GZa5RVWPObwHTX2C0dWlHr5y18+vJYhgYMDDyJPf/rTh1ehsAniFZOZlnWW/mxjVnDVTSMP9sShdW78ideTgNJz12wnyKS0CAgJLt3GuuqNPkIQMaZ3o15Wx96YEi0ECicaudZ9JlZEjOt3N4SILoQ7whRCRpiYmhlkDLWJ9MQ6cg/J+vwY3fSV9EC+Zs7krVzOIZJ5ZTth+RFPCD4+I4jaSRsiOuJtJT4W0ZxXENFLmsSxCCjylwbyKc0+BkTfZgnGLl15GieIKFEv8ZuIZQQp7/3Gayq7JWYL6cD7qYD2xtRUEPsW7fhA7JRPX6qzPI0TMFZSP/n0ywAzbqa2Iw7BUuY73OEOp8uqjI4zbjOL2sZ5mLo25hC2fgY+YljS2U+39HJ5LyzDs571rMUb3vCGYXwa2x4sV0HMz3YyEM4777xhcq9Q2JWHpnUfrpZ5Yc3hXHvdrXAbEwp4hwlDthqvYd/HPLsTNwp3Y98dN+bx3Oe36UTppognlnQzGZeNfvCosd0DE/+rnTRsOVA/8ThWr3hO55i+z7K8znF4nvZLTK2x/tz2g35bx37yLOETptBylinOu+kY3ObyrzleYYXjiSMrShUKh4GDetBbd7YvO+IRLBAMD/U8fZYFqmxv/MQJs2aMnIfzOWJC0khwSUIUz6B4rAS9UMGAi+NEZMnvcz1pQioASeGe7IGKgWWciQm8ilLvXkBTDuKLY3kQqXM8btp8xghJvJ/UQZ0zC5m+UmfClDIAcqCebewvopM0CVs+J7A3kUw+BCFu5tmpTl/Y3tlsHG+etFUEFCKO2bG5iCecvIwRZI9nqTLLT1uE8BlHPJSys0u8lcaCv4bgaGNpOUbbtkHsp4Qcx2oX/WH8StPY4IZuPPIGa2OLtSLPWIyqts97j66+zH5XF3XO8k392MZ5aK+NdoniHMLWjv0xUXM/1/HvSoyAwm7Cw9R97nOfxc1vfvPFS1/60tnn3eUud1m87GUvO/25NoIpHBT2aznyXpaurHOfHctnrE6rhBLoz8uqEHYtE35TIkniRoVP9R7PY+e1Mala/rNN9F7F7QRwPk/tHriMmy8TNNr+0xY4XDtxNDU2srww8S+XrUrYFlYFSV/leTdXZFol/m37Gkqe7bnlGXUyUaJUobCjD3pzZwZibDzYM1JEDP+tq59rREJKiB0MPuPcignL0uBWzauHRw0QE5yb2ape/PJKnAAzdm0bjhG0ZYEqCTOEFIZWWv1ugS1SDoaWcCZ/D1RICG+pxAbI0q/E40I2slwTspwvXkPpp3jpIJDS5HnQxsVqveyUA3kkDClXZtl4P8k/HmeEEiKbMntJm2jVCihZgiZd/1uhpvfU0U+OBwKYY/wmD20J/bI8bUGUWhX81fi7+OKLh7ZyvPMisDlGXQUubT3kIGJiApNn+Z32Th3ThhEWswtmYmGtWm7gAVydeoK1bBa13RGwJ+y+1x+Oi6fgsjHXipqr4ktsC0XsCsvwtKc9bfi/yuO8h3tmdjMuFA4K216O3HONTT0xlt1nV8WamqrTKqEE+tAL4QBtTKw53u7BqtiP4UK8hsN/5GdCbdnueHOxLHZTK8CYPBvb6Gcdbj4WGyu8xUTiVBDwNuA5XoCPJv5leFWfPmzLvvd1zOTZKqFwmcg0Jm62fBumBM4ey66hdeJ2zQ37UDh+KFGqsDM47KC8c/LfxQe9zJ7wNMnDfestNLe+SAnDFVIzFbi6B1GAEIY0SYOwE7Ej5yEYrYDC4BFiEicg5Rnzgkn9xgJV9u7jKSsBJDOArdCQY7UVMuU/EkJoQrYsK0RIMvPVz9apQ5bzjc0eteLU2MxaK2Soq6Di6s3jiVBHtNCe+g8RQLyU33bHiY8lTd5NIa9pnzGhZsxTRyw9ded9xRsqbd2SZuiXPrbLJpFSfdGSlQQo5wmkbsoqfpV8tLP2yk46SQ/00U1vetOBeCdA6ZSrfb9UclmA1bbuCYC+zvKM9vuesGsD9Y1wOEUGe1FzKqDpft1HitgVtg3Cs7HsfmwZrM1jCK5TcG/zCrI5Q+Fk8qxd8FLftsA1dp9dlkf6wG9jdWq5SpaYt8fAMo+Zfhe4dYS5ZWjDGbB9rdf71O54c/NeFrupFWDki7f0MV1XcfMpr+le0Gt3X+wnTHvRTBnwUb/Fg789TlqELvkqs3iW6+xAONZWY3VUXhN5OF4fUmSZyOS3d73rXac3RooHHX7q/u6+PbXL97rlXydu136tQCnsPkqUKuwEDjso7zr5TxGQwyJ6eVD3cL7KW2hVfbM7XmboeOYwUL0789SON30wSQSgN3pTxGFKXElw66lAle0sljopL5JGhJAGUYQYRiwhYjkvHlbaLMuzEAxL1bz3XWagspRujChNzR6NjZHsLIdUaVsCDe+ibNnrO3GU1BcZUObEb+LpwwPNdyFAbUyACDXOc464WYnF0HvqqLM2UX/jBalUrp7M9HVIG2sj/SmNVsySl/4hSmo/+SKwvJ18h5SNechl7EZIXUaOQzy1gzyUfWoWr51VTPDysWDl8TDsg8gv60/p8GozjtRvLHbHWAy6dqnjSXywLBxtWLr3zd/8zYON8UD6Pd/zPYtv+IZvWFxyySWTcQztgByvrMLJ5lm74qV+EA/BU3n0k29TIkjLa8Z2AHQuEYJdb5ebz2mbhHtgm/CSuWOh7YPEnBzbHW+vu0u3sZt6O4fT4aOtp/o6njj4nVc4XSvo4Wa8QLVnz6HHRDPcA99svZTa43Al3unaSRvhX2Oi0TJbPtZWLYfA44wP3vU4Zb+MMOUZ8zBzPF7pXO3gt2zklAm3vW7oNGcpYIUaKAQlShV2AoetlO8l/8Mmept4b03VN2llCZp6eS+AeL+N7lQZWg8X5/ZGb8qDa8oLpt15Y8x7pq+T74kgBBEPToDEWDpmZ0DkieEe896SpzIQihhRBj+zS46dIkpj6MlGhAyEQlnMbCUeF9KCrKgfkcSx7RJKhEJdssPdWNuDJZS8k4hT0k9d02aQAJ0EnXe84x3Dcpw+9tMU0p/IlfcIadIm6PDgeve73z2QPvUn2FiSp56O8X3rIeeYth8yC7xqDOuXeHkhhmPnzbkutPXrXve60y7497jHPWbNZMb7z3hrg/r3fZ+ZcGmLl+XYvd4bDvt+U9hdPP7xj1885znPWXqM63dZMNxluO9973v6vRhzdi4VU4X31B3veMfRc57whCcsHvOYx5zhKbWJt0Dh6POsvWCbXuqbPASvOxEwlQe7adIIF2J3PKi3y7nn1FtZ2OC8+g1H5kxIZjKGl/KUt/GyssTjCE/Cm0wqLWun9vuxcRiv93Z3ubHJIFypD8i+jicOgQR3yJI33NQ5begK3k09Tx0TzXCWdjmjfuiX7BPR8DJcCQ9t23mOLd/rNdtPzq3yepo74TYHY15aJjPVx2+tt/h+7AhYOHooUaqwEzhspXwv+W+L6O3lZrvuMp1l9Y0rtQd/sQKQDsvMCAmrgnj2ZWgJBm8fgtPU7FwfMLzdZnhO/dqYUYiG9mQAlcH3yIMXcaDf/rgXveIyn+DavQvzqrKMLUVEYNQNIVUuJEz7I3TiKNllT7kd53szdiGLCIJ6xeNsTNjzm1k5L4IUYQoZUO4QwbQRIQoZff/73z+IdwjTXNFEuiEVdglEbNt4EmbWXAvSRsLkSTjqPZV6N3dlVvZ41E2Vo53500dm+8Z2jZxDjrPkMEHlfZ7zwLyMRPX1kv5ll102EGH9vMqL8Tg/WBb2F4997GOHHfKWIcuStwFpeYBxHU6JUu41FQx9N3DYPGuvWJfnbHMjmXUnAqbEJNwmMSKJw3PsQV9vabKt2TQjHGdOXfpwD8pDUJo7FtqyEGHicWWSS52yU2+/U2282PFA3AcXGBuHYzvorRq/y7zSwutyHi7ihTcQkxKqQVp96IpVk1ze9+Ec+pASiaXpc0JK9H0RL62xDYZWXbPZTRH/06dj3DATf/1Y89kYdK7Jw5y7bMJtHfReWrih54qsQOg54X5ch4WjhRKlCsduFuyg898G0Tvom+0UYcpnLw/UxBu7+HlPmFm3TDF6CSouSCQjPTU7F8M01xtpqk7KjHTIj7CW4OUMIjLXb3+MSPTCQlzm22Dlc7FsKSJD70HO74y0OAMhd84zq6aNnJdlbvJGQJFIwlXvGeRzgo2akcoMHbKjLtJKgPEsh9QnPMKQJL8DcrmMJGeZ5gc+8IGh7JYbSqONH5ZrAUEK6ZCH9tQPGUctIUPa1F+7xKNuqgwZm1zjpU3s6WN8qTOPsYh4CVrfX2faQx+1rupzMUWieqLpPSEvHl17FZGO+oNlYf+QB66DgjHoGlsVv7CwGzhsnnWQWDXJt47AtUr0GONQSX9MTMJ/TAJtumNbawPYwnWW4W0S7mEKsePyznK1dqfetFPiFOFjPDWz0UliSLY8ZtmEy9T4HbOJva1vBZBeTIoYtWoJZN+ffb7aIYHQs8Qux2eTl3hUQSYtl20wtOqa9TmxoJZNkMW7qz8XN+rP3Q+PxMTgSnw0/9mOsQnFKdSE3PFHiVKFYzcLdtD574XorQp4uZ/eVm19x0QxnlEIRsSOdR482nIwegyQ5Wc8cggg/ezcNnfC8UIIvKSJJCBLCAHR42u+5msGgrSKfLTeU70ItIqMtksRCRKJiYX4ZHa0Px9ZcTxBKjsoRpzJ74mXpR6td1KWk/E0spyGUJS6EueISDywzGYmvhLRCgkyc6l8COoqN37fn3XWWafFRW1D3CJApZ3GPKIuvPDCIe6MvNTp3ve+90DMIi5ZgkBcmgvj0guhiWdZv0RCvQl47XbNPanRH5bstTGl2tnVqaWi68Td8Fk+2kkeUyLS3Gv3IB8sy1X++ILHpnuA/+6N7v8Qz0pwrxIT6vzzzx/Gm9hQ97rXvQYvTvfzxz3uccPx55133iHXpnBUeNZBYNuTfO1EiEmOKdGjDaA9lme8cdj5KY/nOVgVCP0g7Qc7mY1P+p16cx/xn+23YQs+aTLLvacPyD5nwmVs/I7VKTv1pl3G4nCO7YQb7378ZlUb9Twx8TZ7b+9+2aE84hGGH8Zrf5mX1lgZVsXDnCPiTLXnNu4Rfb9AJnsTy3Vq06Ax1ITc8UeJUoXCFrDJTbxf5jPlznwQRGzMeDFyq7YJnluOzEKNzc7tl5dYK1ARZ0I25BvBahXhgLaPEghSgNGQD7OCIaM5Rh4JyG0GTAyndpe2XhC01M2LiCJdZMOSvZDW9I9zzKq1OxAmrbSz9IhTiEqWIjL+0lcGD5S8rkKSkElLB9vlkqvalQhF+CJy8UqT1xghT5BLD76gvdQvgdUjLimX45W7dSMfQwhgZmPVYdnSBaRPftIcIzXOCaHLWFRe4yWeYeuMyZ6oRkw07tvdJlusew0cxINlucofbzz5yU9evOIVrzj9mdgMF1100RAbDuxGahyAextx2znuFSYY7nznOy+e8Yxn1PK8wk5hPzwqYqu8xvLod8CbyrONBbUXxAa0Xt2x9228nmXn7hWZLCPgELZxgZ5bZWLD9/GuJlAJYdBzjb0IZm17EKTaJXtjISqm8tGWU5N/y/IdCxo+5ckFrSe978Z2NF6GNh6mPHFc58k3fGYXRJx+rPXcaJ2yHeSEXOFwUKJUoXBIGPPamBsXYFtEbGzNfWsgNiEvfTkS72Bs97OIFtnhzvuxdfXb8OzoYxW0s2ZT5/XL8AhMCBXXewIL8uKc/pgIGSEFvJec1weNRCze+973Dl40xBplkq62EJS9JzXyk48AlP16/xyr/SJYZame2UmEkCBF+IE2xsLUznRjiFeWPNQzgmPawCyw3yFBLv1m6aS8HZ/dglpxae7474nW2NKDxFlATgluSKKytPHDxvLJMgNiG/HPg0OWS/Zu8XOXhswRdnfRLX0Xy1TYHl7+8pcPr2XIAzi4Dt70pjdVFxR2Htt+GO9tVb9U3f85O+D1saC2cU9tPXzY3vCpdSZSNvWIdY683CfYTCJ2vNTHYmsqE+5CkLr1rW+91HZGXGrjRk15prf1mFqyN8cbaNXk36btNOUxhEcCroIDtrFLV+WVeJgEKBvWEMRwndYTfcxz/bCxLjdadn7h+GFrotSDHvSgxVOe8pStBtEsFA4Ch7VEZc7D9V7SW7VMKDMVcwz4puWIqzoiNhaIOsEvCTkJoD13J7g53iYgLYSNAJQd/VoyuMwjJHUJeUA8EQCEQJ0YVQQLKcsx2VXnd37nd07HCjCTyAOoncX0X5wBM2w8qrJ8Tf6tIDXmfdMvj8v47YUEx4lZZXaS9488smygXUKYdpqD3s0dlEk5eJCJHZYdFJWFR4WlPgQs5/LCyDK5Tcb/nNky33GfR9CVpXWL7+OHtcgyA+fwDNGnjm+vpf3watqFGc2jUKbjjOJQhcJ2sG2PiikP2z6PVQ/Z+3VPlVcEr3UnEfbiEav8OAVBJbvLJTam3/qdBsWQmjPx1K8iaIOnL1smOcZ/2snHOfWZmvxb1U5jQcPHwlIE2dRHXbRNuzNey43Vn4d1vzwPF1VGQqC2IUjFEx1/0WbL+nQXluaXwFTYN1Hqfve73+KBD3zgMMP/pCc9abgJFQq7jsNcorJt4jQnvba+3IW9XLObGPC9xjvI79nhjvElniA3Y8LRut4mWbfPsBOkpE1MSvDwqfMizkQAQhaIRnZOcz4RiueTtBEDv/MCcgxvAkKG/8gCYcoyOb/HKwxhyP0RiUMkxFpAaKVnFnXZWHDclKAWz6is2fc9cnS3u93tjOWLqV/aYZNrIB5QIUC8oHhknX322YOwAxH0stuffk3a64z/TWKO+X1Z8NKxMeW/64GIJl6Vevg85T3XeoXt5TreRbf0XSzTcUZxqEJhe5iyEZs8jE/dC/s8Vtml/bynbip47cUj1nEmvXgU4zI4UIKu45M4wbo7DfZl6oOn98skWxFsG6JfdqpTl3byz+RhK7CNxX1qg4av4lXLNvWJx7b/BD/1b3kfEKnEw8RB8EyeUgQp5cNRea5N9WktzS8ce1HqLne5y/D6hV/4hcW3fMu3DGuLiVNmxwuFXcVhL1HZ9kzBqvTa+hJIzHLtNY5VxBvCC7TxgBj2KZLQEgjH2ZlN2SyBQ2By7FwDOrVu37GIDWOdQNvt+f156pJlZ7ycUm5r9ok+DD4PKP8JXe95z3uGWSrvlTWETLskTgCRqt2hJjvkqTeC4/3Nbnaz4fzEW5pDIsZmBv0WLy19Eld+bTqWVpbirXMNtPny9uLlRgDiEab8CFO8sdrZwLHYDlMzeGnH3qNv0/hO/bLRqTHFZR8hTMwwn/udKZUrOxaKFzblDbif94KDmOmsmcyDQ3GoQmF/sZeH8W3dCzdJZ869fsyDeQ7GhJx1bEsbe7SdhOQ1TazaZKfBtkx98PR2meSYJ/6cidmppX/vete7RgOV+00+rcA2NcGVid0+0PoUrxobD9IxqRgPNJN9Y+drey+e9ThfdjfWH7jfFLdfNhG7brsVCjsdU8ouLG4+z3ve84YZZg9qhcJesV83xF1donIQ9V0nltBYeVoX43gi8YghRBNbQhSm8vDeb0SMxCQYIzBTBrT1/IlhH1u3b3aLaIJUIDTK1qI/L/mpy4c//OGhndTPrJ9d8bhmc+tGFJSHwERQuvTSSwfRizij7jykHON8XlbqiDhAZtsc6z3RJTEUCDvKymMqdZsST6fGrzprR4QmbRi3cKRRn2VJG9FI/yCR2VloFSKeZZZS3xNn9H1b7rRvZgPHdjLs020FQf2VXVri0TdGzpZdL2Okb5kY3W+xDP2DTHYvtBxUXxkb24wTsgo103l8URyqUDiek5AHca9vPZjbDWWm0m7jDrHPbHq8neYKd2NB13EJolTiHq2z0+AYlxtbJjnmib+MvyxrS/WeClSepZH4KY+pOcv5xyY7E4B9Fef2fb/79Spelo1ckuYycW5qInZqjG2Db5SoVThQUeobv/Ebh5l5D2VmlinJz3/+87eVfOEEYz8fwHZxicqu1bcVCnhWcddGMkIKiC+Mm93YGHTHSTcP6VPLArNzC4HEfYMINEZgxgyoGS0EAtxruE2PLetKsHEQ5FuefbDxtEt7XkQaM0+EJEKU/1lux0uK6KOsxAnESDsgD2a3lMmLBxWByFIwgg0RIwEq1SUu4lzTkUjtgcghPo5xL20Dpo8RnNbdPH3i5RxlNIvWxkSI4AMEM+etsyMQge7iiy8e+k3+hC9jQl76PB5ZffvCqnGd8htL2jReSss8+hIsPuRtzvWySoxux8PYjKfxqe/j5abdDlLYPooPV4XlKA5VKOwvdnUSclv3+nZpeb/pythETr/0H/9gT3GULLdf17aEj/RhAta1T2NLI5eJYHPElU3tZsYNboerthunjC3n7ydJ4+3dTrbhXsu4ytzdr6eeF5Z55E1NxE61y175Rk2iFfZdlOoV6Sc+8YlDrJYsmykUjsoD2K4tUVmnviEQjFwfCHFb9ZU/wYFhIcB4AGcss4zJcjRiTYIyEhIIHauIn5mpCD0JDikQZjuz18/kxYA6ngAG3i9zjW53h5uz3W48uOIJ8853vnNoY8KIdua1Q2TjHUSIQvqkq/5cph2TwJSOi0cXYsKjRppZ3pe2i0CVOEbykE52fpHOMoLj3AQD5RWm7NqOeGbZoToRV5SR4OOY7PSifNKZipXQA/FCzqSrHNpgajZ0WRD2sXxC/tQNyUsd1NFv/axvGyyeOOY89em96FaR52X1nRPkFuaQx22J30fx4apwJopDFQoHi12chFznXp84kdksZerYftOVMVvb2+PEasrEGTuP28y1Lb3w0Hqw7xfWFVeW2c2xQOV9PibKcLd245R+Ob92a+se7tVPtrW7+i2r36r22/T5qE97GZ/YK9+oSbTCvotSBvNP//RPL+51r3sNn6nqhcJ+4KQ9gM2tL0Hqda973UA6PMALejhXmFoHhA5L6yxly3r+CCURbyxr4xFkiRXPnDnr0wkaxA0kgKBN3FDffnng2KwX7xTtQ8CJYLEJEW2FgrbM8YTRxuqJ3CEbyBoxzBI7BJEYxDsou8lNBUJt+8r5yB4vLCJRZiQJJNoBgdEW6iZ9AksClivLGMHJtsw8rghd2ku52p3+HMu7jAimzbxgWayEsX7TBgQ5YhACe84555x2V1/m8t0GYW+9vfr2asU3Ip/yGX8R7to2jls9QcpYUh71NxZBe2qHfrdC5XIM7ypLL1cRw7lBbg/K+/EoPlwVzkRxqELh4LFrk5Bz7/VZVseOJ04ktDYgx/ZxHMdsbc8zw+2cw26uWvq3n8LDphM4czygp+xmH6i8z7ed4OwnqNpJzLFNerKLoLAPmWybM0G6jTpvg0/slW+ctGe4wiGIUh6AfvRHf3Tx/d///YPnBM+ABzzgAcMyjkJhm9jLDfEorGMe21lsTn2zDIwQZOlsAkxvGx7oPfTzWGF4CQMxKhFvGF3iyBxBChAsYlREFF5I/br5ZcEYzWQpC2EnHlPrEtFWKMhOMdIjeCEn+iBL2xJAHJHQ1onXRNTIcsBlZLftK3nyiNJWhKAsA0xg8FaQEafpbW972xnLFMe8idpgoHnPG0p5s9yRiEQcU24EKd5aiZUwJxip4y1JvNOd7jSQY4KOTS3Sni3x7fsvbdh6e42JNP3SuWxzLT9jRtvlHHmpIyDS2jFxIXJ+PNpyjvwJUnbY0y9eyXdqzO71QWY/ZgqP2sNV4UwUhyoUjh4Og1PGnmazlHZ34allWy2XGLO1YzxzznKx/RYe1pnAGQstsYo7r1rWtskEVbucv617zzFveMMbXm5Xv21grtf3Msyp+17Srkm0wr7HlLrssssW973vfYeL7H3ve9/i1re+9eIRj3jE4rnPfe5eki0UtnJDPArrmDdZDx6Y2SJKEEn89yDez4ZtA9Lj2SN9hIgAPebZMhUUekwM4v2CvFimZkYOmYi7dOqwLBij8whCZqYQrne/+92DOLIOqXIcMsPjyPIvs1hZhkecUR7CkFhXRJx43ESQSuyoOeSr7SuikfhWCIzzk1fbpmkHQpm8CUzyG1vKF4KTOvXvM8NKXHO8tkfgvNde2nZuMNL0iT7QHoTIKXKYtMdIqnZdJdK0M4zZSVBdiXk5p22LpE9k0nbGiH4iaulX/RbiZuw4zrjm9WYHRcfs132iZgoLYygOVSjsHpbt0LYfnHKO0NXbEFhmQ/ulY1Obeoydc5jCw7oxtHAOk4n4URwkxuKGbktcHGujqbr3ddFvY/FVN8XYksldRU2iFfZdlHr1q189zJgHH/jABxbf9E3fNFx0j370o/eSdKGwZxyFdcyryrjMcBIRLNnLkjJiCvFhW2SpzXuVa28rpKxqc98RGOxIx3OH6MCYEgd480REyC5niZnlHB4uWUqHjBArLO3y3wMekYSItEwQSz2IMmIp/fqv//og+ijHWN8kfkDEn3jmEMSIGlPpt3nrq9vd7nZDfRNrag4J1a/Z3U15vfo2H9uOOMdkmaR66Bvk7Uu+5EtOe2Ipy1jfTtVjinwRvvSBvkvcsTvc4Q6TgqW21N5Ts6ot2eLpREQidvksn9arric7vO8IjOrqe2VJvAdtYazx8DKutCvxTNqb3CfmEtuaKSyMoThUobBbWCY87QennCt0jU0AtkG+pybHDnJCZIqXLPN06o9Zp7x+Y7sJUiagpIVDtp7RY3nvh7g4Jrps2vZzecVReMYpFA5ElPJA2S8V4pr4gz/4g4MgddxFKQ+XbVB3S5s87JmdT5DdFnl4ZUQ8ALfgOcHbzM3Fw1QLS2U8kHuIdNPp4SHUwx1BwgNWC54ZHrg8nGW3rcBNO6q6ulhK0MJvjrFcxsNrC2lK28Nilr4EypIH4yy9aaEu6sQzgwjRQhtoi7E29GCZ8eY3x7TQ9vpAmtIG79XdEig3bQ/4iTXTwm8ekhMrpwUvGv2sDbRFC+KHh2MYSzdtqO2VY8yAMah+u/TSSwcDpP/VlYFlmH7pl37p9E5qWSalntpJPY0nnxkjy5Guda1rDccn0PWmbag+xJoYRkGt/U4cGKurdKWvLn19siwqAdO1MxJhPBsrIRWWqamDNvdfPfSZcU2IyPIw7wlD8Q7z2ZKu7JZ385vffIh/RUySt/7Xf64hZVcO16N+z45zvpOGuhO9HMv7kweVc9RdXVwnie9gxzdCPKEjfZPdWaRpiaFrJWNRnVwfzo2Xkjqln8buEcaYa8g4k7e2a69V6VrWpg3lqT1cY8mXYKefb3WrWw1tIC3t5rsQOW2Ucaos0tT3rgV1UF/f9fcIYwWIZjyN4m2m3R2vTY3T1FFZtIF210aJz+B+0LaD8guAr33VW7nUzRg0/oxx5WrPace3ehr/uYZcv34jVqmT9jcezz777OG9+mfpozqpQ3/fGrtHpJ1AOQmiyjd1j0hZ23LPuUeM3Wf1t/qBckesDOQpb3VxHbVQd/ZbH+iTvd5n2/GQe4SxNXWPGLOBypN7hL4ba0N9xFb10A7aY6wN92IDeTO6JyhPyP82cdI5VKGwi0volj3o74fAs46w0AsfczyTNp0Q2UsbzxF9lq0SmFtev/HKZlfYbDbafxxumQc2zuSZqQ1Yvh9iziZtv45gVh7YheOGjUUpF8rLXvayxXOe85wzvneRjz20HjdYooiwBmbev+3bvm14CHjWs551uePF34KXv/zlw0NsC+c530Pwf/7P//mM3zzsPupRjxoeIMbSVQ43LkHnPSC3uM997rM499xzhxgrP/ZjP3bGb8iwHRPhP/yH/3C5h6mnPOUpA9l/wxveMOw+1uIud7nL4vzzzx/6+XnPe97lHgIyJl74whde7sHlsY997BBX56KLLlq88Y1vPOM38XIe+MAHDsair6uHjh/6oR8a3r/0pS+93MPJwx72sOEhk0fEz/zMz5z+Pg+/d7/73QeDNdaGL3jBC4YHY22fh8zgfve73+DhIu7Rj//4j5/xGy+e7/7u7x7ej6X7jGc8Y3jA/vmf//nhob2F8vBy8qD0i7/4i8PDn4ekN7/5zYPg8sxnPnMwZGbSCRkxmgQaW4frm3e84x2D+JMYO4yYB3dpezB/0YtedEae6qiuqTNjLM+M4+/8zu8clkbp75/8yZ8cysboMZKEAOnCz/7sz54x9kHf6CN11VZtfb71W791EEWU94d/+IeHPkEcPEh78P32b//24bN+87BqzHgQfdOb3jSMB/ca5SU0pZ7GmQDbhEx5SRsc472HTV6bym4sZ6mbl3Pvete7DiSQ+OF4D9SIDUFM3YhfiIH29fDoWHXRHsa89F7/+tcP5fbewzgQxIzjn/u5nxvGk/KB/iDQPOQhDxnax70zv2Wc6nPpt/cIbeE6szRauQls+ic79HkZF9rJ99pMGvLKTn7/4l/8iyEdoipRECEzFiJmuEcQgF7ykpcMD+bZ3Qex8xtBwFiaukfoc2M4og3hiQetcrT3CGVJTKhHPvKRQx/9+3//7y93j7j//e+/uOSSSxZvectbhvHhelBe9wsB9b/5m795aM+xe4T0iGS/8Au/cHoDgCxPJKQQpvTpBRdcMJSFWKHcYmo9/OEPH+rvup1zj1AG18i9733vYfy4fxsT275HaE/30ha5R8AP/MAPnI63FshT3hdeeOHwauF+5r5GkOrL1N4j2Kx+cqC9R7z2ta894zd98x3f8R3D+Bmra+4Rr3rVqwYhuUXuEa65n/iJnzjjN/aC3XCtjaXLfrlu3Zf0bYt73vOei2/4hm8YrnP3nhbG31Of+tTTdrSfkPje7/3eQSh2TV188cXD+N0mTjqHKhQ2wX6HZVj2oL8fHq97ERbmLolad+nUXtt4jtC27Jg55Y1oZtKBV3YbP2uVB3Z2LoZtBRzfVtuvK1LOHY9HIb5uoXCFU/304EyI4XL7299+IOSIqhk+JP27vuu7BmGAEHIc4cHGBZ0droLylNo9T6mA9wjDoyzKtEueUsu8IHpPKXUkKojl81u/9VtDmh6atIfv4rmindR5zAuCAXc8F2cPWfHA8v2Up1SCeVurT/RRL14E63pBeBAlAKm39HmWaHvih9uQumaHO4ZWvTNeIpRoL31CgJSOfpFmvF/U2zHee8gFAofyajv10CfazQybcggCbmyov7YgihKg1FsbOtaDfOJcOUZZPOz733qx8RDRfsrg4TLeLK2nlDIaN60XlbbW9saal7wRLH2s3YwJ1xVRxfhO36hPvKmUVVsqk6WFWaIoPfmqN1Ez403bqlvqggBpT/3nO+cQI93beSa19ztllr6+4ElC1HJ9uC6JIcrpnH58p23UX9l9bsU5MLaJO8qrX88777xB8NAWrmN1nLpHSNMyTu2nv/WB81z36qZM7jHGFM8u7WHM6j9CuzrNvUes6ym1H/cIKE+pg/OUyo6WuXb3gpPOobbVjoWTBfdn9/g8tJ911llbjdOzzgP8th703X8SpiA8d5siwrpp7bWN9+Iptdf0l9W1rRdehd/Eo/44i65HIb5u4Xhjrt3fWJSC97///YMXj4fCJIPs83jgiXAcUYSqcJBoDWwfkycuy3N2KGlnkUKAeIcQOKYIR3/e3N1QpgiB33hYEAMIHwQCHkAtCcuyONeZh3kehOqqDJbnET6yOx60wb6Vj1jsQZJYoE6ObduJYNLvfNKXWfvwFPNQ6FznEC3c29r6j9XVucpPnFD+OWSpJ0oelokuHqKRVGWIGKOtesKYZXDEHOdK3znaI2k4Xz089OrLiFW+s2ySl0488vQL8Pq8zW1uM3xvjGR51dh40F+pt+OkO7XLzCqCRDD9L//lvwx1YFdspkEQnXOd9GXTBzzDiEPKR4g09rSZMWIsEneUkZfbug8365L9mq08utgP218cqkSpwnpYZT8O6p7cl2OMW2xaH9iGiBBOZbJviiuO1X8bIsamMaXmHDcmmoWfrMpvrK13zYZvO48pkfEk85GTXPdd5k97CnTOjZ9buwdcSxc8EHiIzFKWQqGwNyyLIQDrGGGeUa5RXjSuWUSFp8yU63Kb95xd7VYRGe8RN95E8WQBXjDZfc6Ni5BCfFJe9xPGk3jAY4EwQ0izHIeAwwPC77e4xS2GuiVeFe8Shpe4Q4CIK/dUANG0JRB+LFsjbiV4Jo+aPv5Af57PSKnz1DPHqpO25gmV3eraXRJb930eH8gjDyRiChLhv3oSaPRDjvc9wShBy7NLIBGK11TSkCdvIO3nuFaQ9F7a0vRf/kQbZZW39uNt0u58mHHUtkfqLW9eHupL1FIGfUZEnBssVnktzVTmeCAtg3HH2y2CZXZJbIPBeqmHYwl0xhvRLIKl+sYbb4642z58bGN2t3AyURyqUFgPy5YsrXuPXef4/iG2tWPsbJamr3tvH7OHsNcA1qkbD13e37H5bVrbiOs0hTm2ce4yvb6M/ZLHlp+sGyzeRGk72bmt8XKQS/42WSK663xkP0WjXa/7ScaeRKnAg4i4DYVCYX/RG6tVN9KW8MQLBzG57nWvO4gFEYNWGYA5RnLOWnj5Wc5HZEICLAckChDHGAZiBoIgNlY8uggxvF+89+LJw8NADDXCAsKlLowLQZxIxQvG9wSmLNFpxaNVBooQQsDxXdqMp420Y9DHZiD9RrDg1ZUg32LSOA5hdYzv+1nLEKV4+kREybKtiHGOUQaiV5bLactWJAoBaYWYiF29IOneLT1CoGWF8rnOda4zpNF6Oo2Noz5ug/fSJWoRBfWB/JVTedPufRv1oqjjxKSaS0j0A6825Ve31CFo27YXk7KcVbk9WGizZUsNjCl5GGe9J9wq1E45hSkUhyoU5qPnI+EvbNQ6Ys7ce/IqYcRkUJaurysiTcWU2mtA9dSNPWS3TALiQ21am8R1OmgPk7Ey4iytuLRpsHjcySu7V7c8ZW5ZDkrM2Eu7h2O2IQ92mY/st2i0y3U/6diKKFUoFHbTTbQlPB6ip5avbcMATM3G9J5dBAMeKsQK3j0RXBjMxOyxhIuA4mEtgsLXfu3XDnGZiCW8cBLkPHF85KGO6sEDQV0jSC2rn3x5XvGgQUxa0uM3wcV9Ly+CGs8nwtHYDGSWzuUVry/ii/wTr4g3T+911XulxQNKXtJvyWnrkdWLROrs1QoxEbsiSLbBPaWhnX2OSDmGqXGUfvWd3xB0/cezS1tlWWALbZOg9nHr3a+ZwmVpZcabYDcnKKvvtTfR0ue9PHzok9ZjrlAoFArroeUvbA27NFfMmRtkfJUwsirA9jJMeSUt81RaFSYhZcomHzhX+FB7/LpB1g/Dw2SqjL1dHztmG9y7TWNbu91tssR0r8sOwaSbNPw3Hra9k+SqOswt736LRtvqx8L2UaJUobCPOGw30Tlu2NsyAGOu0VMxsMQI6gUXELeJlwyvFUv3zOwl6DZxKOVNAHpCEZElZKvPP0IXI2wXr75+0pau2TKeVwQy+aY+jrWsLccnUPjUDGQEjohOloURpOIphcialSPa+A1xnFoeBuooaHiEpYg7c8TGvg9bsUu7K3fr9UNoWSbejI2jsfHtpVzEJt/pq7HZWd5byqA9lK1Ns81nFZnR90g38Y8XXYTIbRKUHKO/eX8RRbXZpg8f68RpKxQKhcI4ev6yarn+1D152fFzhJE5IQ6WlWPuxMyqIN/rxLlad5neYXiYzCnj2DFzuDeugD/iDiZBe+4wxW/GeNDcNtzkmaBvd7w2AtOmaRgX295Jclt13m/RaBvLUws7Jko95jGPGf3eg6cHS4bBluw8CwqFk4pdcBNd5XWyTQPQ5sULJHW3VMu9IWINg0hIiEdPG/8nu1wRSWLsefbwOopXlfsLzyloZ/+SfxtUXQwkHlnQCwmJF0UsIpJB/qdtiErECGi9t5SDCJIg5ClD25bqIE8B2NXfkjlLzZCKbA4h2DtC225V7FztEMEIuexFjE2NapYlzvH66cnWlAcRoYbAxHtN+srME8r9P8tE2zYlSIn9JWYXES95j5HqVeKNz2JBjBHFuKsv8wDLuPCaOq4XlDYJaJt0vNprIySzCNLJQnGoQmHv6PnLqnt9jzleuXOFkYNczsbmmuxit5LvmPCQybKUcS/lPiwPk7l91B4zh3v7LB7pVL9Oeci1x60ruGzyTNC3O+w1jXVjYu4F69b5IESjg6p74YBEKZH8L7300uGBQvwX8IDDo8HD5g//8A8vHvvYxw4782W79ELhpOEouImuMgCbukC3dc8ueKtcsKc8rdxXpBGvqlXEUxpmv3jheFneNrb9r3z8zvMlHllEkKQfwYM4Avk+sYgcm+V8gARmdrL1bEogbTvkycv5BChxl4j47pF+T3ByxxNtECDfxztrGTlad4mD71qvn3452RTZ6t3ZpSe4eepPcLJ8Uru2bd6eZxc8yzR5oRGy2mWAbT3H6j2HWCf4OQEQ2KSxIKZ9HZd5WW2TxPTxSNodEctr6mSgOFShcHS8Hta5/+9HyIbek5rNNfHDfrCh8dbeJAD4ttt6F3Y2m8u9l/XrnDTWFVx6279qg5WUsefG+OM6zxWH6R20yXNQiUYnExuLUvGCetnLXnZ6ez8X1rd/+7cvbnWrWy0e+tCHLu5///svHv3oRw+BfguF444xQ7xrbqLbWMs+tw5jhnRV3lOeVqvc8vt6LfNwCkLwiCfEIJ5LdgK0JLAlFlOu9e3SPvGl7G5H/Oo9fIhWjiOMmNmUPsHM+USbvE9wcuWRnu8EV9eGKfum4ubUEoc+5lTbz2NkC/rxwBMqXmzqR2wyQUHoagWp3gOKIGZSIx5jY+Rl03o7x/iRvj5JG8+ZCT2Ia7S9NuSfnRYr6ObJQXGoQmE72KUH2P0I2dCnyS62uxi3S+A3DQC+DqddlsZhh6wItsG956SxruCSNDOpuWyDlf68qQncdTj5UemLXRA2C0dIlPqP//E/Li644ILTghQYOE996lMXd77znRePetSjFk9+8pOH94XCcccyQ7wrhGmZ58tU2dclNWPLvdrjN/W0GvOOamcOx5Z4tR5OZhJzTBvfikDkxXPHzCPPHEvspohFuyRMvo4nwPAOUj7xn5AMwszHP/7xQXgRRF1+BDJeUbygCPr++y47CFqySMSRvv5QB99bfug+qy7yQ0jXJZbxkJpqy14ATB/2s67qpkzK6b2X8mgzJDl9QAhqd7KRnvNSJ2lLT3v1Ad978rJJrA5pK4u0laXfdWgXPBlTX/2z7qxn4eijOFShsH84rIfa/Zjo6NM04ZNdjPsl8D3n2tS+bSou7ULIimAb3HtVGpsILpnUxFM2baddea7YL0/DXRA2C0dIlDJoPCD1S/M8cPAMAA9kHqgKheOOXTLE65ZxyiMmRnMuqdm2IRkz9mNClHuMz4SSqR3tpuJbeU+UIqgIeJn4R2Pl7peEIYbqaRmdYOnEJGKU9CyJUz5eQGYzCWTy8NnLscpMKEIuxWEilklLXT/ykY8M91d1Ini1gS39d/yc2Bltn0hfemPnTcUbaOMoaSvtmDhc0swSRQKUc5IHsUr5M3vbCnjsArsxNa7GhMx1lwmkLSPkiT82tezvsD0Zd6EMhYNHcahCYf+urcN6qN2PiY6xCTqTWZlca3fT3ZZt2YTTjk2AnYRJlk0EooOeEDtKnkdH4XmqsIPL977t275t8bznPW/wMgBLTf7dv/t3i3ve857DZ54HdrwqFI47jkLsqKkyropDsGoHl/00JK2xjyhkKVZiF7m/EDp4wyxre3UiXjk28a0IJ8rrXCKPJX4JItlD3o4nynCVF8uBOERg0VYf/vCHh3SIMAgjQYQIJU3/tQXBi/eU45E2S/oIOOrD26iNs2V3wghaxC9IcFP3VWmqh+N4AY2VN/3R9on6TfXJWLDvtL8ZWS91J7wpq+DxZmkTbFVdtImdBVvBCinWX4K2C6pOsJOmsmzi+TVnm2R5K5PfjJGDihW1KXahDIWDRXGoQuH4PdTuxyTDWJpzvYg3tS3rctq5E2CF6T7dL2HpqHkeHYXnqcKOiVI/+qM/OsSLuu997zs8OA2JXelKiwc96EGLH/iBHxg+i6Hyn/7Tf9peaQuFHcWuezvEmI0JTKviEMTrZBXGxK02cPZewVuIlxJhRH2IMXFlXyacOTaBpAlHloyBIOMEEt8RlQgkhCPpjW2zzAs0MaL8JwoRjuSLHMqb6ERwIlr5zmxm4i4haJbyaROCjvws5yPs9MKSzy3hBIIPAch3ZkfVnaBFdJF+0hgLar7MuK8T7BuUXV7KnwDnypWZW3UnXKmXwPSpQ0SiBFWPp5vf41E1Vra5O+P02yTPFVMLhcNAcahC4Wg+1K4SB/ZjkmEszf2czFiX0/b2eNkE2C7hMD2IDmpJ21HzPNr156nCDopSBspLXvKSQYDKzlNZwhFk5rpQOAnYVW+HOcZs0zgEvUFvl3uNxXmam84qXPnKVx52/SSgzPXgyvI+XlHEC3kSpSxFs4SOwCPgeYSSNh5SzgdCj2OJ7h/60IeG+vmcWEnnnHPOcI7f+/LxFHKc4wU5v+Y1rzl8FqzUkj2eT/LyXlkiBqZtCT8ENF5bxCEimHMJQPe4xz0GsWgsqDk49s1vfvMg6lm6GBFrDmFRD2WVhv/qoV48tng6aVMiFbHMznvEKkJV4nOtEj7H8lw1bvsHDxgTU6XT7ypYZKdw2CgOVSgcvYfao+Z1clCc9ih6txylvtyLsHQU+2ZXn6cKOypKBQb3DW94w+2UplAoHLoxm0vopgy611jg7GXpZFke76Nb3OIWo8cSRgg9joswMsdoTYkXPIwIUtmhjdhEpOLJ0xrt9nyxG7Kz3v+PvfeAm6Mq2/9PQklCCTWUQAiEYujVAAEhSCSI9KKgUpSqiJS8QKIUETCCICAIgiJFQYUfojTpIAihB6kBQWpCCSCEIjXP//M97/9+3vNMZmZndmd3Z3av7+ez2Ty7U86cmZ1zzXXucx8MGcwYysz3DK2ziFEMHysfx8fQNzsGji80ZzCVmL2O7WPkEPFDNBZRWAyNppxWt6xvEUfUMeYf+ZIoC+uG00JbAnaWIcLs1ltv9caRGXpbbbVVr7mUJljC5O5ENGFqAQYZQyIfe+yxPnmiiI7i/FBXRHBFhwJmzTtR67qNXqcQTRgeN+tfHrNUiGYjDSVEdR5qqxZ1UgRpHTnhd1WLbkk7l+Fx2bLtPK5GjCVFHqWjjsoOMaV4+Dj//PN7E//yULL33ntX4mYkRLdQT2OWRdClNeh59hkOy7MhdEkh8SQMr2ca3CTzgpxPNswL8yZuuFdcg445Q7SS5U5gW2uvvXav0RRG5VhydIa1ETnEcmE9YezwPSaPDc9jm4888og3p4iksrpleXIzYUJxvyVqiiTrfE7dsT+W45jeeustb7hhiL344os+ATvlxQxiP/fee6831Ti2WgnlWZ9yjBo1qndIXlyeKCKTbKpjys57ODQvNIkY4keUVdL5znINRa/T6HFEzVHqqNseKER5kYYS3UbVHwCrGHXSrGiiuO+ypHooyzWSdC6jKRDoILRJf9rZkRWX9zMrijyqfrRcN1C3KUUy23HjxvkHSR5UgKF8P/nJT9yNN97o1llnnSLLKYSos/FuVi9Jmjhr1j7rbVjTzAtIy2sUtz7/xzhiveiMdWbqmCFCZBd59zBELCIqzF1FJJQNAyQnE2DmYPpgnnGPRRAlJUFnX0RLYTqZycK6RH+xHyKmODb+toTvZibZUEWEZJzQtJkN2Y4NM7RoLAjzRNnxp011bEamJWzHmOJY4uq+nmsoep6i1ygmWPSctZKqP5CJ4pCGEt1GJzwAJrVLnXRvD48lrfOxGVFjrbxGks5leFxEgqNRyEXaro6svHk/RXa6MfKxI00pkpxvu+22Pq8UQ0SAh6R99tnHHXLIIe6OO+4ospxCiAYa72b0kqSZBnkEWjgsjyFftn6eBJBmhBD5Y9tME4uheVSvAEoTp2EvGxBpRFQEpgifh7mrwjxTDKtjOCCmFCbWyiuv7KOQMJnikqBHc3eZyRLONohhtOGGG/pcT5QDgQV8H2fMhI20zWxI2TlHRGCFdRt3/GlmpZXLomuJVLPIq6TouEau26Qot3Y8PHTCA5koDmko0W10ygNgtF0q+t7eToMrbsh7UnvejMltWn2NxGmM8LhsQpt2RsZ1yu+mjHRb5GNHR0qFhpTf2JxzuiOOOML35AshqtlQ5RFEcQ16XoFmw/IY9sWwMobFESGURdiFM+ORHJzIGxKAY6CwTUgrS9wMbvVG5li9sb1wmwzZw1iibBgwmCJh7irWD/NM8TfmlJU7muMqut+oyRKdbRBRiZHFy+7Naec4bKRrzWwYd/7TzDorF0MVSS5PfTRbCMRFubVD0ElYihBpKNFtdOoDYJH39nZ3XsTNvpzU+djI5DZlvkbiUj60MwquDHXSqTRrVIdosSnFgxC97jz8hfBgaMmEhRDVaqiSBFEeoyqvQLNtAzmQ8gg72xfLUW5LxE3UkW0zrSxhHRLVZKZJnKiqlezT6s3yNmGu8c5QOSaDwGhjxj3umawfF7ll28Icw7jBFOLdjiVLNFF0tsEwyippnaymUtZe0LjtR8u1xBJL+OGKRI91gxCQsBQh0lCi2+jUB8Ai7+3t7ryIO5ZaeiHv5DZVuEbiOrPaRVnqpFNpV0elKNCU+trXvuaTmp9yyim+lx/uuusud/jhh7vddtut3s0KIVKIGiNFN1Rxggjy9NzlEWhxZk4eYWf7IlKKMGuikZhRj9nfbP3QdGI/4dDAsA75DiMpaSaWaB2QyJshdpgqlD2sNwwXykGeJ/IwsQzGVK0EleyH+6jN1sdxWE6prL2PjQjk8PoKE5bW23sbbo8X9fToo4/6Y+KcYULWyufVKUhYihBpKNGNdOIDYJH39nZ3XtR7LEWWO+s10kl5vGqRNCqhW45fdAd1m1KYUfRy77HHHj6XFGNumWr8O9/5jvvpT39abCmFEInGQJGNUZywCJNTM7yO6J1aw/GyipqoCUYUTdg7V4twX+uvv35sTim+/9e//uWeeuopv6/o0ECrQ6I8MZEwTYhOsuTiceVkeyTqZvgZ9TJmzJjZ6o37IWYUyzETHsPnaiWoZD9EeWHawKuvvuoNmzxJNusVlWnGU63e2zhxFJebgjaDF3mlwKKm6u1VrZoo68QHMlEf0lBCdA5F3dvjho41mqepnjLk3VerO13aPcyx3XT78YvOpG5TigeuM844w02aNMnPHAUMTZlnnnmKLJ8QpaAMD7+tCOtOEhZEuGCuAMZUrYifrKImaoI1a6pbDKcXXnjBDR061JtScaYKQ/eIfsIIYjn+tgieaDk/+OADb0gxcx7JwImKigpJ9kNdZUnoHdYHEV/sB7OfWe/IvZS39zFLnUSv6bTrK60XNEkcMQSRId4cA8dOVBmRUauttpqvs7xRcc0SZWX4bYvuQxpKCJHWflfNeGhlp0u7hzm2m24/ftGZ5DKlDjvssMzL/vznP6+nPEKUjrIIg1aFdceNpSfKhWifNHOlnof7VvSusW3MEIym6dOn+5xOSTPOsQy9kgy/s9nx7Psw4TfLMLHD448/7mcMtLxIYfk5LqLKMKayJvRmfayqlBsAAQAASURBVKKiWB7jC0OKv5MSjeclnKkQ040hdJhDJEDHgEu6vtLOU9KQT46bvxm+yCyC1BHfZUmgHi1v3DJFiLJGf9sytEQVNRS/yeOPP97deuutvSb8N7/5TffDH/7Qm2VJMDx6/Pjx7o9//KP76KOP3Lhx49zZZ5/tf89CiGLpRuMha5va7mGORZNXS3Ta8QuR25SaMmVKpuUYniFEp1AWYdDOnDREMDH8LMlcyfJwn9ToNrt3jf1hHAHmCAaM9UKG+Y4oN9FNDMfjO9bBvIkelz3UMcSO9Ri6R91Ej89e1F2ec4ZRg0G0yiqr9CYqD/M71Ut4jhimaGYdRh3DrzfffPPU6ysc5kjuLUwmjjttyOdCCy3kP2e4HseU5/qtdU0VIcoa+W2XxawW1aEsGoqcddzbzj33XD+E9rHHHnP77ruvH/7MsMIkDj30UHfttde6yy+/3F/r3/ve99yOO+7o8+AJIYql24yHPG1qJ+VorEc/d9LxC1GXKXXbbbflWVyIjqBMwqBdOWlqNYBZcg61+gE+bMSjZY8rTzi1MUYQ7ww5w6himJ4dF+vwUIcpxbA9lo3LnxRGAeU51mZdb+E5wlRieCBD7IjGIo8V/7eZAZPAkLr66qu9Ocnxf+ELX3Arrrhi7LVBJBnRdTz0En3B95hradsPz1nSNVXrvLaqt7EsZrWoDmXRUFtuuaV/GdyvyLl3zjnnJJpS/LbOP/98d+mll7ovfvGL/rMLLrjAG/333HOP22CDDVpWfiG6gW4zHvK2qZ2So7Fe/dwpxy9EwzmlhOgWuk0YJJHWANZ6uG/1A3xcIx5GG8WVJzRMbH2Gt73xxhv+M4aocFysFyXcHvmSMGPmmmuuugy4Zl1v4TkiCoxILCI3yPs0YMCATLnCMOkwpIiQuv/++73ZRHRFtH7Zxuc//3kf8UE0FvurZfjEGXvRayrtvNZjfDZS12Uyq4VoFH4/GNRJPPjggz7CcuzYsb2fYWIvs8wybvLkyYmmFMP8eBnk7RNCZKObjIdubVPLpp+FaBcypYTIQDcJg3pIe7jnYYcGlcihNLGRN8olT74hooDCZbOKAKJ8gGTd/N/2Q3QA0UXk2LIZ9Wx7RAhhxLBOvQLClrf8TEVce3HniHPC0D2G4mE4UU9p+yI6iuNjuA+GFFFSlnsruh7GFUP2sp5TlsMEZDneqe9oecnllSTO6hVu9f62ZVaLToHIyTPPPDN16B65p/jNM7w5BLOe75JgMpzjjjuu0PIKIapHLY3XrW1qrePuVrNOdB8ypYQQhRD3cB9Gr5BQG6PBTJxwmuO8US5xy0M0RxSNOPslqTfD8cJtZxUBRPmEhhTvo0ePnm3dcPgf+2tEQDBMjkgkhtjx0FfUcMfoOeJcMNsfJhN5nzCp5p13Xm8oxdU5ZhHrcEwYTqyTdoxZDR+2jSHGcRNpxoMv9RhdP02ctUO4yawWZWLChAnupJNOSl3mySef9BFOBvdhhvLtsssuPq9U0UycOLFPgncipeLuL0KIziWrxou2qd0ymUialuhWs050HzKlhBBNIxq9ghiBqDjJG+USFwlF7qe4HFF8RiRAdNuNiIC4dcPP8kQIRUUXfz/wwAM+bxWzYnFczQrXZptEdPFgigFGAveBAwf68idFnzEbIPWIUWfmTyNlM7HKMEJm91p11VX9cB8MsjznRcJNdDvMjLfXXnulLsOwWINJDjbbbDNvsp933nmp6zEjKSY0w3fDaCnuT3yXBEODeQkhqk0jBhEajTYevZE0g3Pc/jSZSOs6wLrFABTlRaaUEKJppM3MFppEeaNcostDUo4oGloenPJG0DQiAvJECMUZdAz/w5DioZGohmZG/Vi0FBEU7BNzKk4wRuu8Vv6prNj1gFglEov/26x+cdQyEyWmRLdCVKfNNFoLjGgMqXXXXdcnLI8zgUNYjjx5t9xyi9tpp538ZyRH50Fzww03LKT8Qohy0ohBxLrkrKR955VV0yiXUuuQASjKgEwpISpOmXs3kqJXogZUuBzDtmrlUopuF5KMp7zbzlvPafXPcDRyNZGzKW7ISpJBZw+W5K5ab731mnpe2Tb7ILeUDReME4xZI5HyXo+cEyIwzIAjkqMow0sIEW9IjRkzxg0fPtznkeJB0bCoJ5bZfPPN3cUXX+xGjRrlf4977723H4pHQnSiKQ866CBvSGnmvWq092XWCqL5NHL+GzGIrKON+wjR2LTxWdZVLqXWIQNQlAGZUkJUmCr0bkSjV5LMDXvPejzR7UZNqjBnVZZtpwm2pHpOq38Mqauvvrp3uMs222wzmzEVJ7paNQwtPN6sSclrRSLlvR4tdxYz+LFfhgbmyTejhywh8nPTTTf5Ic02rDkEcxqYaY9IqA8++KD3u9NOO81HVBEpxRDbcePGubPPPlunoCLRKmXXCqJ5NHr+GzGIbF2budfyitZCQ/JbhwxAUQZkSglRYarUuxE1EOLKaceDiUOPGlE7WY0j22aS+Eqrq1qCLWndtG0SIYUIW2mllXzybv6OGi5xUVwkAubBr9mGVNzxNrq/PNdjNHcWD8G1hhBlOQYhRDrknaqVe4qZRc2gMsg398tf/tK/ROtpNFqlKlpBFE+j578Rg6jRdXWdNh8ZgKIMZH8CKBknnniiT845zzzzzDZFcRKIsH79+vV5MeuMEFWlKr0bZiBMmTLFv/N3HJSf2fLuu+8+b+Iwi50ty/vdd9/tbrvtNv+etI1QfPFuw/XYNqbHo48+2mv61FqnVj1HP8dYIkKLsjFkj3uTzSbH30ligO1wrJMnT/bRVXfddVdqPTVKreNtxfUYzZ0155xz5rp+m3UMQghRRoqIVimDVqBds3ZStIYizj9axXJ1tnJd0Rp0jkS7qWykFDlImMKYfAbnn39+5vUwoUjqaWhWGFFlqtK7kbWXzmaDe+ONN2abpYXZW0jGPWjQIG9Y8X1cFBXGEKILMwijg7+N0JDOItjCyKykIYdhpBPGUhi5w5C9tJxStn3W4cX2KPeKK67Ya7Q045zWK1CzDJcjuo1XrbxQjebOKtNDlhBCNJt2RasUiSJc20MR57/sw+XLXj4hRIeaUscdd5x/v/DCC3OthwmVNn2xEFWjCuHNeQwEmw2O2Vp4z2I2RIUuZsdbb73lI3EwiixfEn+vttpqvcYYJJlOceKZnr6k+qfnN2q8YUQl5UgKt0/kFjlaXn31VW+6/ec//0lMON4KgRon7mo9TES/r5U3olGRXJaHLCGEaBWtmBW2mWgYYfto5PzXYya20iSS2SlE9amsKVUvt99+u49aWGihhdwXv/hFd8IJJ/gH3yR4UORlkO9FCOGaaiDERTRhcjA725tvvulnjQpNj6jQZR9MX040VTirXXSoXZrpFN0mkVpp5c8buRNun+goZr7DNOfetOqqqzZ9BrokgVpPTq56c1Y0+pCUdX31oAohRPtRhGs1ydu+t9okojzMIso+eFfOtPIiPSaS6CpTiqF7O+64o39QffbZZ90PfvAD9+Uvf9nncSGPTRyTJk3qjcoSQrimGwhxEU227kYbbRRrDEWFLsYzy6XNaldLZIXb5P5AxJUNDYwTWHmNt3D7DDMkWmqFFVboLXO7erST6qXWw0QZHzYQP5iJtc6dEEKI5qMI12rSSKdbKxLr076TKsFyeIZpGzqJWrNElz1yXBFtojKm1IQJE9xJJ52Uugw5ZYiWqIddd9219/9MPb7GGmu45Zdf3kdPbb755rHrTJw40R122GF9IqXyTFkuhEgn2pCmiZ8kYytO6NqQvWgOqHB9zKbHHnssdphguE3ElU2fXisnVlYxEJePqlmGTh6xklT/tR4myvawYeLnpZde8mJ11KhRfXKUtbosZakXIYRoJ2UYRijy0UinWys6qejUW3TRRX0+TtIf5JnJtyqkGTroHGYzpkOX9BVl7XzT8F1RGVNq/PjxNacpHjFiRGH7Y1vcxHjYTDKlGE6jZOhCtLaRrcfciArdLMKXKc/tlbZNyvnaa68VLrDCMsaZaO3omYqaZbxjxtuMhXF5teKOpyzih6ntMaXIUbbMMsu0PIJLPYNCCCGqTr2dbq3ojGEfvMjLmTUXadVIMnTQGPfff7+bOnWqn83Yli2LFit7RL0oD6UypXB3bTamVsCPgvw0tRLyCiE6r9fETBeiJmvtuxUCKyr4ioquSavjpH3Y/zGzMOOYDZEhkbV64MoUEWTih+goZvdj2Haz83TFoZ5BIYRoDmVqc0R7O6mSZlfuFJIMHa5/cpJiSE2fPt3rnbKaPWWLqBflolSmVB5efPFFP7sW74Qr8vAE5GSxHyPD/MgJtcMOO/gfALmhdtppJz/7HjmljjjiCL/8uHHj2nw0QnQncY1sqyJL8vbYFGka1Vq3yDpIOs7oPogctWioMLE5ideJJiUsnr+TzLtWRwTVqsOyiB/1DAohRPEoClXUykXaSSRpGv7PbM10IPLcu95665Xu2KN6rWzlE+WgsqbUMccc4y666KLev9dee23/ftttt7kxY8b4/z/11FP+h2C5Yx555BG/Dj3nOMpbbLGFO/744zU8T4g2QcOEGcLwKiJx+HvatGktiZ6K23eehJJxBkwWoyqLkC4yuiZJyIT7wHQianTuuefuLZOZKQgdEodSbiKlksy7VkYEZX0YKYP4KYs5JoQQnYSiUEW3df7EaZqyawyZx6LjTakLL7zQv9II88QMGjTI3XDDDS0omRCdzxNPPOETK5L0f5VVVmmosSLBt0XgkFepVeIibt9h0kjG6BMSTQ9U1PSIE8OQxSjJIqSLroM4IROdXfCTTz7xJp2VidxRYW6pMIoqjnB7LMsxUsfNEEhVexgpgzkmhBCdRLcYEaI2ZTdmulljVE2vifZRWVNKCNE+Q+p3v/tdr+Gw++675zKmwmiiuMbKQpF5NTMHUFrSSGYxsaSRRApFG9E4MZy14c0ipFuVwyo0nZiFMDoTYT2JTV955RWfVJzoK+quGcP49DAihBDdTbcbEY3Qibm4ymzMdGJ9Z0V6TWRFppQQBdINDQ9RRBzn5z73OT9Elr+zmlJxeYxCgwZzJPy+WZMQUA72QYRQXNJIchNY0kjG6EeNoyQxnLXXNovp1gqBFc4umDYTYdJ1HZcnwOqv0V6xtN9S0Q8j3fC7FUKITqPMRkQRNKNt0nCq1tLt9S3zWGRFppQQBdEtDQ9D9jguDCne+Tsr0WgihnmF5kIrwnzD88T+mewgNIcoh80CyiwmSUkjo2I4S8MbvUbKMvNn2kyEafmz4j4volcsy2+pqIeRbvndCiGEqA7NapuqPJyqih1IVa7vouh081gUg0wpIQqiWxoeoqIYsldPTqmoYYERUm+0Ub3iJHqe2E9ec6nehjfPNdJK8ZVmJCWVOenzInrFWvlb6pbfrRBCiOrQrLapqsOpqtqBVNX6FqLVyJQSouQNTxl7hjCi6klwHs1jZInGQ4GRNiNeEeIka04nsATmRdV71mukkdn96iHNSEoqc9qxNNor1koRJ8EohBCibDSrbarqcKqqdiBVtb6FaDUypYQoccNT1Z6hNMywmDZtWuwMdkkz4hUlTuoZZldUvUdNuSTTq9bsfuTCWm655Womgs9qYtWTv6mZQquVIk6CUQghRNlodhtblEYtQ0R32dHwNSFqI1NKiBI3PFXtGcpCM2awyyqQihxmlxfbTprplVY3Cy64oLvvvvu8qcdMeeS8isvrRV3cdddd7s033/TLbbTRRnUbcEn11Uyh1UoRJ8EohBCibJS5bWp1p6k6kITobGRKCVFiqtwzVK/AyHK8ceumCaS8vXn11nvW/URNr1deeWW2WeyS6ub55593H3/8sfv000/dk08+6WfLi4soY5tTp051gwYNcjNmzPDDIouOOmsVZRzCKoQQQnQr7dAOZTbphBCNIVNKiBLT6T1D9cxgl7RukkCqpzcvrRxJBkme/YSmF0PxGLLIcL5wvaS6WXzxxf2sgZhTQ4cO9eZUI2Kw7MZnJw5hFUIIIapMq7VDp3ROdcpxtAvVX+ciU0qIktNtPUP1Hm+SQKq3Ny+uHGkGSZ79hKYX6zzzzDOZ1+M177zzuoEDB3pDCpMqTgySb2rllVf2w/eWXXZZ/3etsrRKJOURFVWI5BJCCCG6iVZqh07pnOqU42gXqr/ORqaUEKKjBVKRvXlpBkne/ZjBRCP72muv5SofOaQYspcmBvls9OjRheTYgpdeeql3VsS4HFZ5RQXHPOecc7rPf/7zqdsreySXEEII0WmRJVnWa1Wnaad0TnXKcbQL1V9nI1NKCNExxAmkInvz0gySevdj65EDKg9ZxGBRghFD6uqrr3Zvv/22T7S+zTbb9DGS8kY+YUh98MEHbvr06a5fv36Jsyx2wxBWIYQQnUcZhhnVG1lStoiUTumcauZxlOF6azadch2IeGRKCSE6irBhBvv/UkstlWvdpOijNIOkERMIowYByHsWAZhFgBQlUoiQwpBaaaWV3NNPP+3/NlMqSbzG7ZvPWI5hhxhS5MT67LPPavYWdtsQViGEENWlLKZOvZElZYtI6ZTOqaRJeho9rrJcb82mU64DEY9MKSFExxA2zCQQZ2a6aALxLOumLd8MgySvAMxS1jxmUS0YskeEFIYU7/ydVnaI7jv8bO655/Z5rngfMmSIeruEEEJ0DGUxdeqNLCljREqndE6Fx1GUmVSW660VdMp1IGZHppQQolDaGUIcNsyPPfaYN6VWX331TI10qxp16seG6lnycfbLjHpZBWCWsqaZRVnzORksw5C9uJxSceI1ad/hZ6uttlrv8nH13A2h6EIIITqPspg6jaYVUBvcXIrSnWW53oRoBJlSQojCaHcIcdgwL7LIIt6UytpIh+tiEHEMHE+R5Wd7d911l5s6dar/e/jw4W7QoEE+muujjz7yUUPLLbdczX1mESBJZtGLL77o/vOf//hXrXxOIRhRcQZWkniNK1/4GYZc2rDDbghFF0II0XmUydSpN7JEESnNpygzqUzXmxD1IlNKCFEY7Q4hjjbMVqYsjXSYcPzxxx93DzzwgDe2mMGukXH+4f75/5tvvumNKHj11Ve9KYQRdd9997n//ve/3kirZRTVEiC23xEjRniDzZaZOXOmP77nn3/eRzyxTBHnKCpek8qXVTS1+zoSQgghGqHZpo6iiatPkWaSTERRdWRKCSEKowwhxHEGSZ51MW1eeOEFbxwxXC1L5FLWaB/qA6NrxowZfSKlnnvuOf83eZZIKB6aMEnCM0mApEUZYVAtvvjibuDAge6tt97y22zWOUqaCTFLXZbhOhJCCCHKiKKJOweZSenIfO0eZEoJIVra69MtDUxctA8zAG600UY+ginMKYURhjGFIRWaMFmFZ1inaVFGfI/xRU4pvl9vvfVyn4NWnD+FogshhBDxKJpYdAMyX7sLmVJCiJb1+rSrgcljpGAUjRw50g+zI5LJjKO8JEX7JEUQsZ9oGbMIz2idYnglRRk1ava08vyp91AIIYSYHUUTi25A5mt3IVNKCNHRDUxeI4XviGYKjZt6ooPyGkBxJkwW4RmtU4bope23EbNHAkEIIYRoL4omFt2AzNfuQqaUEKKjG5is0UahiRMaN3Gmlm23ltnUaLRPFuEZV6f17DeL8SaBIIQQQrQfRROLTkfma3chU0oI0dENTC0jpVYkVdTUIv8TOZlaNQSxlvAsok6zRpNJIAghhBBCiFYg87V7kCklhOjoBqaWkVIrkipqakGzhyDmHS7YaJ3mGZYngSCEEEIIIYQoiv6FbUkIIUoAhs60adP8e2ikMPNd1uFvcabW2muv7d9JSN7MIYgWtTRlyhT/Hh5Hs2jGsLy48yCEaD/PP/+823vvvd1yyy3nBg0a5JZffnl37LHHuo8//jh1vTFjxrh+/fr1eR1wwAEtK7cQQojsSIeJKqFIKSFE6agnsXi9s8NlGZIWjQ5ieYbxNYN2JBO3OijqmDSNrxDlZerUqW7WrFnu3HPPdSussIJ77LHH3L777uvef/99d8opp6Suy3I//vGPe/+eZ555WlBiIYQQeZAOE1VDppQQomMa0noNnXqGpFleKd6LzCuVFrVUr1lX9DHVKodm6ROivGy55Zb+ZYwYMcI99dRT7pxzzqlpSmFCLbHEEi0opRDtpdntrRDNRDpMVA0N3xNClLYh5Z2/mz0MLSnEOenzRspYi+hwwegsgM0a1pd2TGE9ZCmHZukTolrwO1544YVrLnfJJZe4RRdd1K222mpu4sSJ7oMPPkhd/qOPPnIzZ87s8xKi7LRjGL0QRSIdJqqGIqWEEB3TkNYzO1xSZFZaxFazG/u4yK1m93olHVO0HhZffPHZymHlY0hQ//79/bqtnmVRCFEfzzzzjDvzzDNrRkl9/etfd8OHD3dDhw51jzzyiDvyyCN9hNWf//znxHUmTZrkjjvuOJ0aUSmKaG8VaSXaiWZLFlVDppQQoqMa0rxD8ZLEZ5ooLbKxzypcW2GExR1TtB4wpcJyYERhWjHk74033nCLLbaYGzJkiN8WyeWFEK1hwoQJ7qSTTkpd5sknn3QjR47s/ZsISIby7bLLLj5fVBr77bdf7/9XX311P+nD5ptv7p599lmfLD0OoqkOO+yw3r+JlBo2bFiOoxKi9TTa3iqfjygDmi1ZVAmZUkKIrm5Ik8Rnlln5Gi1jHuGaZBolmVr19NLGHVO0HngQ5WXbNtNqoYUW8hEXK664Yu/wP0VICdE6xo8f7/baa6/UZcgfZUyfPt1tttlmbvTo0e68887Lvb/111/fv/O7TzKlBgwY4F9CVIlGO56Uz6czUfSbEM1DppQQoqtJEp+tCH3OK1yjplE9Qw+LrB+DfRApteCCC/p9EylVdCSXECIdfne8skCEFIbUuuuu6y644AI/7DYv3GMAk1qITqORjqdOzufTrcaMot+EaC4ypYQQXU+S+Cw6Yisq5hoVrvUMPayHtHoITaswp1Q3iVUhqgSG1JgxY3x+KPJIzZgxo/c7m1mPZRiad/HFF7tRo0b5IXqXXnqp22qrrdwiiyzic0odeuihbpNNNnFrrLFGG49GiPLRqfl8utmYUfSbEM1FppQQQrRRzDUiXOsdelg0ylsgRHW46aab/JA7XhjXIT09Pf79k08+8UnMbXa9ueee2918883u9NNPd++//77PC7XTTju5o446qi3HIETZ6cR2sZuNmU6OfhOiDPTrMQUiMkGSThseM3jwYNWaEBWl1SHoRB4wvTRi7umnn/Y5WFZYYYVC8lIVlVNKCBGP2v5iUD0KUV26OVIKpKuEaF67r0gpIUTXESesoJkmjvWyYUgxSx3D3Nhfo6KuVUMPhRBCCNG9dOqwxKxIVwnRPGRKCSG6jmgI+iuvvOITdTez98/EHENmMKSIkrLwdytTN4o8IYQQQlQDGTNCiGYgU0oI0XVEcwNAK/IksE3MKLZv+yY5eD3h8GUPIy97+YQQQgghhBDtR6aUEMJ1ewg6ECnVigSW0X3Xkzi0Vl6HdhtC3Z53QgghhBBCCJENmVJCiI4grxETDUFvZZ6E6L7zzuiSZmSVwRBqxgw97TbahBBCCCGEEMUjU0oIUXmKMGLalSehnsShaVMTl2HK5qKnTi6D0SaEEEIIIYQoHplSQojKUwYjphHyGmJpRlYtQ6gVEUdFz9BT9fMrhBBCCCGEiEemlBCi8hQdmVNlIyvNEGplxFGRkWfdeH6FEEIIIYToBmRKCSEqT9GROc2glTmRkgyhqkYcNXp+lY9KCCGEEEKIciJTSgjREbQrJ1QWmh2hlNV0qXLEUb3nV/mohBBCiNaiziAhRB5kSgkhRJPJGqFUj4jLY7q0OqKsDKK0qtFhQgghRBVRZ5AQIi8ypYQQoslkiVCqV8TlNV3sO5YL/y6al156yT3wwAPus88+c0OGDGnbjHlVjg4TQgghqoY6g4QQeZEpJYToasoyG129Ii6v6dKKHkz2cf/997upU6e6oUOH+s/aFaFUhXxjQgghRKegziAhRF5kSgkhupYyzUZXr4jLa7o0swfTDD62/+mnn3pDavr06W7llVdua4RSmfONCSGEEJ2EOoOEEHmRKSWE6FriDBr7vNVRNY2IuDymS7N6MEODb4455ujd7siRI916660nU0gIIYToEtQZJITIg0wpIUTXEjVoZs2a1bLIqXaJuGb1YEYNvhVWWKHX9FKUkhBCCCE6iTJM5iJEpyBTSgjRtUQNmqKGtpVdqDTD/IoafEsuuWQpj10IIYQQohE0w6AQxSJTSgjR1UQNmkaHtnWrUFEOCSGEEEJ0A5phUIhikSklhBAFGivdLFSUQ0IIIYQQnY5mGBSiWGRKCSFEgcZKI0LlpZdecq+//rpbbLHF3LBhw3RehBBCCCFKhqLDhSgWmVJCCFFgLqh6hQqG1NVXX+3efvttt+CCC7ptttlGxpQQQgghRAlRdLgQxdHfVZDnn3/e7b333m655ZZzgwYNcssvv7w79thj3ccff5y63ocffugOPPBAt8gii/iHxZ122sm99tprLSu3EKK8WC6oKVOm+Hf+bkSoLLXUUrmMLSKkMKRWWmkl/87fQgghhBBCCNHJVNKUmjp1qp+6/dxzz3WPP/64O+2009yvfvUr94Mf/CB1vUMPPdRHIlx++eXu73//u5s+fbrbcccdW1ZuIUR5CXNB8c7fBgbVtGnTGjKqasGQPSKknn76af/O30IIIYQQQgjRyfTr6enpcR3Az372M3fOOee4f//737Hf8zA5ZMgQd+mll7qdd96519xaeeWV3eTJk90GG2yQaT8zZ8700Q9sb/DgwYUegxCifSTNmtfK2fSUU0qIcqK2X/UohBBCiObop47JKcWBLrzwwonfP/jgg+6TTz5xY8eO7f1s5MiRbplllkk1pT766CP/CitWCNF5JOWCauVseiQ3V4JzIYQQQgghRLdQyeF7UZ555hl35plnuv333z9xmVdffdXNPffcflhMyOKLL+6/S2LSpEm9iex46YFRiM4lLheUpv0VQgghRJlpRZoBIYToClNqwoQJrl+/fqkvhtyFcAPecsst3S677OL23Xffwss0ceJEf4O3F8NrhBDdF0G19tprN2XonoSkEEIIIcowUYsQQrSDUg3fGz9+vNtrr71SlxkxYkTv/0lUvtlmm7nRo0e78847L3W9JZZYws/OZ9OtG8y+x3dJDBgwwL+EEN1Ls6b9bWW+KiGEEEJ0Hq1MMyCEEB1vSpGInFcWiJDCkFp33XXdBRdc4Pr3Tw/6Yrm55prL3XLLLW6nnXbynz311FPuxRdfdBtuuGEh5RdCiDxISAohhBCiEZRmQAhRdUplSmUFQ2rMmDFu+PDh7pRTTnEzZszo/c6inlhm8803dxdffLEbNWqU7zHYe++93WGHHeYTopP9/aCDDvKGVNaZ94QQ3QfRTNHk50WtJyEphBBCiGZM1CKEEFWhkqbUTTfd5JOb8yJUNaSnp8e/M9MekVAffPBB73ennXaaj6giUooZ9caNG+fOPvvslpdfCFEN6h1el3U9CUkhhBBClDXNgBBCtIJ+PebiiEzMnDnT3/R56CTaSgjRuRBxSeJQy9NAsnNm52vWekKIcqK2X/UohBBCiObop1LNvieEEGWi3uF1GpYnhBBCCCGEEB06fE8IIVpBvcPrqj4sr948WkIIIYRQuyqEEHmQKSWEEE3I01DV/A715tESQgghhNpVIYTIi4bvCSGE6IUIKQwp8mHxzt9CiM5i2223dcsss4wbOHCgW3LJJd3uu+/upk+fnrrOhx9+6A488EC3yCKL+ChKJo157bXXWlZmIaqK2lUhhEhHppQQQohelA9LiM5ns802c5dddpmfpfiKK65wzz77rNt5551T1zn00EPd1Vdf7S6//HL397//3ZtYO+64Y8vKLERVUbsqhBDpaPa9nGgGHiFEp6OcUkJ0V9t/1VVXue2339599NFHbq655prte457yJAh7tJLL+01r6ZOnepWXnllN3nyZLfBBhtk2k+n16MQSahdFUJ0IzMztvvKKSWEEE2gygK0qvmwhBD5eeutt9wll1ziRo8eHWtIwYMPPug++eQTN3bs2N7PRo4c6YcA5jGlhOhW1K4KIUQyGr4nhBBNShY+ZcoU/87fQghRJo488kg377zz+hxRL774ovvrX/+auOyrr77q5p57brfgggv2+XzxxRf33yVB5BW9pOFLCCGEECJEppQQQpQkqSnm1bRp02RiCSFyM2HCBNevX7/UF0PujMMPP9wb5zfeeKObY4453B577OF6enoKrflJkyb1RojwGjZsmM6sEEIIIfqg4XtCCFGCpKYWXYWJxTprrbVWQ0Poqjx8UAiRn/Hjx7u99tordZkRI0b0/n/RRRf1r5VWWsnnhsIwuueee9yGG24423pLLLGE+/jjj93bb7/dJ1qK2ff4LomJEye6ww47rPdvIqVkTAkhhBAiRKaUEEIUDCYQplIeUyiMrsLM4u96zaSiDS4hRPkhETmvepg1a1bvcLs41l13XZ9v6pZbbnE77bST/4yZ+xj2F2diGQMGDPAvIYRoJeqYE6JayJQSQogSJDUtcsrovAaXxJsQ3cO9997r7r//frfxxhu7hRZayD377LPu6KOPdssvv3yvwcQw4s0339xdfPHFbtSoUf7+sffee/uop4UXXtjPoHPQQQf55ZXkXAhRJtQxJ0T1kCklhBAVja4qwuCSeBOiu5hnnnncn//8Z3fssce6999/3y255JJuyy23dEcddVRvVBMz7REJ9cEHH/Sud9ppp7n+/fv7SCkiqsaNG+fOPvvsNh6JEEI0N/JcCNEa+vUUndWywyEfAjc2HuToKRRCiDKSNfqJiAiSHZt4W3vttd1SSy3V0rIKUXbU9qseRflR1K+w60ApDISoln5SpJQQQnSgoM46fLDIYYNCCCFEO5ARIZoReS6EaA0ypYQQoosFtcSbEEKIqqMhW6KRvJ5CiPbSv837F0IIERHUvPN3q0C4MWRPAk4IIUQVUdSvEEJUF0VKCSFECZCgFkIIIepDUb9CCFFdZEoJIUQJkKAWQgghGmtHFfErhBDVQ6aUEEKUZGYfCWohhBBCCCFENyFTSggh2pCInO298sor/v9LLrmkeneFEEIIIYQQXYdMKSGEaPHMPhhSd999t3vyySf93yNHjnQbbbSRjCkhhBBCCCFEV6HZ94QQosWJyDG03nzzTTdo0CD/4v+tnG1PCCGEEEIIIcqAIqWEEKLFichZf5FFFnGvv/66/3v48OENmVxCCCGEEEIIUUVkSgkhRIsTkbON0aNHu+WWWy42p1SzE6oLIYQQQgghRBmQKSWEECUyuIpOqC6EEEIIIYQQZUU5pYQQIsYYmjZtmn9vZ0J13pVrSgghhBBCCNGpKFJKCCFKFKlUZEJ1IYQQQgghhCgzMqWEECIhUgljiL9baUoVlVBdeamEEEIIIYQQZUemlBBClCxSqdGE6u2O9hJCCCGEEEKILMiUEkKIJkQqdXO0lxBCCCGEEEJkQaaUEEIUHKnUbsoQ7SWEEEIIIYQQtZApJYQQHUYnRHsJIYQQQgghOh+ZUkII0YFUPdpLCCGEEEII0fn0b3cBhBBCCCGEEEIIIUT3IVNKCCGEEEIIIYQQQrQcmVJCCCGEEEIIIYQQouXIlBJCCCGEEEIIIYQQLUeJzoUQQgghhBBCNJ133nlHswMLIfogU0oI0TVICAkhhBBCtE+HPfzww+7dd991888/v1trrbU0U7AQQsP3hBDdJYSmTJni3/lbCCGEEEK0hvfee88bUksvvbR/528hhFBOKSFEVyAhJIQQQgjRPuabbz4fIfXyyy/7d/4WQggN3xNCdAUSQkIIIYQQ7WOBBRbwQ/boKESX8bcQQsiUEkJ0BRJCQgghhBDt12Myo4QQITKlhBBdg4SQEEIIIYQQQpQHmVJCCCGEEEIIURCa7VcIIbIjU0oIIYQQQgghCpztl9nlSOZNDiUNVxNCiGQ0+54QQvz/InLatGn+XQghhBCiHjTbrxBC5EORUkKIrke9mkIIIYQoAs32K4QQ+VCklBCi61GvphCim9h2223dMsss4wYOHOiWXHJJt/vuu7vp06enrjNmzBjXr1+/Pq8DDjigZWUWomqz/a699toauieEEBmQKSWE6HrUqymE6CY222wzd9lll7mnnnrKXXHFFe7ZZ591O++8c8319t13X/fKK6/0vk4++eSWlFeIKhpTSy21lHJJCSFEBjR8TwjR9VivJhFTGFRKSCqE6GQOPfTQ3v8PHz7cTZgwwW2//fbuk08+cXPNNVfievPMM49bYoklWlRKIYQQQnQDipQSQgj1agohupS33nrLXXLJJW706NGphhSw3KKLLupWW201N3HiRPfBBx+0rJxCCCGE6EwUKSWEEEII0WUceeSR7qyzzvLG0gYbbOCuueaa1OW//vWv+6iqoUOHukceecSvz/C/P//5z4nrfPTRR/5lzJw5s9BjEEIIIUT1UaSUEEJ00SyD06ZN8+9CiM6CIXjRROTR19SpU3uXP/zww92UKVPcjTfe6OaYYw63xx57uJ6ensTt77fffm7cuHFu9dVXd9/4xjfcxRdf7K688kqfjyqJSZMm+eHQ9ho2bFjhxy2EEHmQFhKifPTrSVMgYjbo5UNYcUMbPHiwakgIUQm4Zz388MPu3XffdfPPP79mBBKiw9r+GTNmuDfffDN1mREjRri55557ts9ffvllbxjdfffdbsMNN8y0v/fff9/n4Lv++uu9WZU1Uor9lLkehRCdi7SQEOXUT5WMlHr++efd3nvv7ZZbbjk3aNAgt/zyy7tjjz3Wffzxx6nraTpjIUS3QhJ3DKmll17av/O3EKJzGDJkiBs5cmTqK86QglmzZvn30ECqBSY3LLnkkonLDBgwwIvQ8CWEEO1CWkiIclLJnFKEnyOgzj33XLfCCiu4xx57zE9TTK/dKaeckrouy/34xz/uM5OMEEJ0OkQ0ECFFRATv/C2E6D7uvfded//997uNN97YLbTQQn743dFHH+07+CxKimG+m2++uR+iN2rUKL/MpZde6rbaaiu3yCKL+JxSzOC3ySabuDXWWKPdhySEEJmQFhKinFTSlNpyyy39KwxHJ9nmOeecU9OU0nTGQohuhNDZtdZay/cSIsr4WwjRfaCDSE5OhDmdeUQ6oamOOuooH9kEn3zyiddVNrseEVY333yzO/300/06DMHbaaed/DpCCFEVpIWEKCeVNKXiYJziwgsvXHM5pjP+/e9/75ZYYgm3zTbb+N7BtGgpzRwjhOgULNmwEKJ7IVH5rbfemrrMsssu2yfpOSbU3//+9xaUTgghmou0kBDloyNMqWeeecadeeaZNaOk6pnOmJljjjvuuCaUWgghhBBCCCGEEKJ7KdXse0xnfNJJJ6Uu8+STT/pknQZ5DzbddFOfxPw3v/lNrv3RU0jOBEwtcinEoZljhBBCiO6mCrPvVQHVoxBCCNE9zMyon0oVKTV+/Hi31157pS5D/ihj+vTpbrPNNnOjR4925513Xu79rb/++v49zZQiv4LlWBBCCCGEEEIIIYQQxTBn2aYz5pUFIqQwpNZdd113wQUXuP79++feX5bpjIUQQgghhBBCCCFE8eR3ckoAhhTD9ZZZZhmfR2rGjBnu1Vdf9a9wGYb53Xffff5vpjM+/vjj3YMPPuief/55d9VVV7k99thD0xkLIYQQQgghhBBCdHukVFZuuukmP+SO19JLL93nO0uRpemMhRBCCCGEEEIIIcpLqRKdVwEl6RRCCCG6C7X9qkchhBBCNEc/VXL4nhBCCCGEEEIIIYSoNjKlhBBCCCGEEEIIIUTLkSklhBBCCCGEEEIIIVqOTCkhhBBCCCGEEEII0XJkSgkhhBBCCCGEEEKIljNn63dZbWyyQjLJCyGEEKLzsTZfExY3hjSUEEII0T3MzKifZErl5N133/Xvw4YNq/fcCCGEEKKiGoCpjUX99QfSUEIIIUT38G4N/dSvR91+uZg1a5abPn26m3/++V2/fv1cFd1KxOBLL73kBg8e3O7iiBzo3FUXnbvqonNXTYo+b0glBNXQoUNd//7KfNCtGioJ3SdUN7pm9HvSfUb34LIxswTP/Vn1kyKlckJlLr300q7qcGHKlKomOnfVReeuuujcVZMiz5sipBqnUzRUErpPqG50zej3pPuM7sFlY3Cbn/uz6Cd19wkhhBBCCCGEEEKIliNTSgghhBBCCCGEEEK0HJlSXcaAAQPcscce699FtdC5qy46d9VF566a6LwJXW/lQL9F1YuuGf2WdJ/R/bcWSnQuhBBCCCGEEEIIIVqOIqWEEEIIIYQQQgghRMuRKSWEEEIIIYQQQgghWo5MKSGEEEIIIYQQQgjRcmRKdTgnnniiGz16tJtnnnncggsumGmdnp4ed8wxx7gll1zSDRo0yI0dO9b961//anpZRV/eeust941vfMMNHjzYn7u9997bvffee6nVNGbMGNevX78+rwMOOEBV2wJ++ctfumWXXdYNHDjQrb/++u6+++5LXf7yyy93I0eO9Muvvvrq7rrrrtN5Kvl5u/DCC2f7fbGeaD133HGH22abbdzQoUP9efjLX/5Sc53bb7/drbPOOj7x8gorrODPpxDNYNttt3XLLLOMvz+gpXbffXc3ffr0rq7s559/3uuY5ZZbzmvL5Zdf3k+88/HHH7tupx6t3qnk1VLdQD3tXTcwadIk9/nPf97NP//8brHFFnPbb7+9e+qpp9pdrFJwzjnnuDXWWMM/Q/LacMMN3d/+9jdXZmRKdTg09rvssov7zne+k3mdk08+2f3iF79wv/rVr9y9997r5p13Xjdu3Dj34YcfNrWsoi8YUo8//ri76aab3DXXXOMbpf32269mNe27777ulVde6X1xPkVz+dOf/uQOO+wwL7Afeught+aaa/rfzOuvvx67/N133+122203L9CnTJniG1Jejz32mE5Vic8b0LiHv68XXnhB56wNvP/++/588QCTheeee8595StfcZtttpl7+OGH3SGHHOL22Wcfd8MNNzS9rKL74Dq77LLL/APSFVdc4Z599lm38847u25m6tSpbtasWe7cc8/12ua0007zOvMHP/iB63bq0eqdSD1tcjeQt73rFv7+97+7Aw880N1zzz3+WemTTz5xW2yxha+vbmfppZd2P/3pT92DDz7oHnjgAffFL37Rbbfddv7eW1p6RFdwwQUX9CywwAI1l5s1a1bPEkss0fOzn/2s97O33367Z8CAAT1/+MMfmlxKYTzxxBM9/Dzvv//+3s/+9re/9fTr169n2rRpiRW16aab9hx88MGqyBYzatSongMPPLD3788++6xn6NChPZMmTYpd/qtf/WrPV77ylT6frb/++j37779/08sq6j9vWe+jorVwr7zyyitTlzniiCN6Vl111T6ffe1rX+sZN25ck0snRE/PX//6V99+f/zxx6qOgJNPPrlnueWWU538/3R7G5O3Te5GsrR33crrr7/u6+fvf/97u4tSShZaaKGe3/zmNz1lRZFSYrbe5FdffdUP2TMWWGABH0I7efJk1VaLoK4J4V5vvfV6P+Oc9O/f30evpXHJJZe4RRdd1K222mpu4sSJ7oMPPmhBibu7h5OeiPA3w3ni76TfDJ+HywO9gfqNlfu8AUNohw8f7oYNG1b+XifRi35zop1D8WmXGZ4111xz6UQEvPPOO27hhRdWnYi622QhwvsJ6J7Sl88++8z98Y9/9BFkDOMrKzKlRB8wpGDxxRfv8zl/23ei+VDXjI8OmXPOOf2NNu08fP3rX3e///3v3W233eYNqd/97nfum9/8ZgtK3L288cYb/oaf5zfD5/qNVe+8fe5zn3O//e1v3V//+lf/O2MoCg+aL7/8cotKLeol6Tc3c+ZM99///lcVKwrnyCOP9OkPFllkEffiiy/6+4b4P5555hl35plnuv3331/VIupqk4Uw0GMMy99oo418p7xw7tFHH3XzzTefz6NJfuErr7zSrbLKKqWtGplSFWTChAmzJduNvhi7L7rv3JFziogbEmeTk+riiy/2NyHyWQghGoMepj322MOttdZabtNNN3V//vOf3ZAhQ3yOFCFEZ5O3/T788MN9zsAbb7zRzTHHHP7e8b+jbzqLenTNtGnT3JZbbunzKJEHsxORVheidZBbirysRASJ/+tIJYcmI2zIV7fnnnu6J554wpWVOdtdAJGf8ePHu7322it1mREjRtRVtUsssYR/f+211/yMMQZ/8yAmWnPuOA/RxI6ffvqpHwZg5ygLDLu0HklmuhHFw1BJHjj4jYTwd9K54vM8y4viqee8RWEoztprr+1/X6LcJP3mSFzPTGBCFK29uMfwWmmlldzKK6/sh/ySkLfMwydaUS/MQkgieKJMzzvvPNepNFOrdyJFtMmiO/ne977XOyEUCb7F/zL33HP7mYZh3XXXdffff78744wzStuRKlOqgtAzz6sZMFUvN/9bbrml14RieIO5rKI15w7R+vbbb/vx9dxI4NZbb/XhqWY0ZQGHHEKDURR/0+cc8ZthBj3gPPE3DWXS+eV7Qo0NZg7ptIeVTjtvURhqQHj0Vltt1eTSikbht3Xdddf1+Uy/OdEq7cW9BT766KOurhcipDCkuPdecMEFPmdQp9JMrd6JFNEmi+6CyNODDjrIjwi5/fbb/TOsSIbfU5nbIJlSHQ55DIiu4Z0HKDMpcE4ZZwojR450kyZNcjvssIMPs+ZB+YQTTnArrrii/4EfffTRbujQob2NhGg+9KoS2k5YO1MmM80pjfKuu+7qz4WJu80339wP0Rs1apQfonfppZf6B2RyWDzyyCPu0EMPdZtssolbY401dNqaCFMYExZLYnrOxemnn+4TCn7rW9/y3zNsY6mllvK/Mzj44IP98K9TTz3VT1NPuDFTtnZyr3EnnLcf//jHboMNNvD3T0zjn/3sZ+6FF15w++yzT5uPpPsg4XwYocYkHbRv5N1bZpllfE497pHcH4F8CmeddZY74ogj3Le//W1v8l922WXu2muvbeNRiE6ETjx6pDfeeGO30EIL+bYZHUW0cjd3PPB7HDNmjJ8o4pRTTnEzZszo/a7bI2GyaPVuoFab3K3Uau+6ecgezz3k65t//vl7c48xQVe3R0BPnDjRffnLX/bXx7vvvuvrCePuhhtucKWl3dP/ieay5557+ukxo6/bbrutdxn+ZhpaY9asWT1HH310z+KLL94zYMCAns0337znqaee0qlqMW+++WbPbrvt1jPffPP1DB48uOdb3/pWz7vvvtv7/XPPPdfnXL744os9m2yySc/CCy/sz9sKK6zQc/jhh/e88847Onct4Mwzz+xZZplleuaee24/rfE999zT+92mm27qf4shl112Wc9KK63kl2eq+muvvVbnqeTn7ZBDDuldlvvjVltt1fPQQw/pvLUB7ntxbZudL945f9F11lprLX/+RowY0afdE6IoHnnkkZ7NNtusty1edtllew444ICel19+uasrmd9b3G9WjyLZtHq3kNYmdyu12rtuJel+ora9p+fb3/52z/Dhw/3vaMiQIf5Z/sYbb+wpM/34p93GmBBCCCGEEEIIIYToLjp3MLcQQgghhBBCCCGEKC0ypYQQQgghhBBCCCFEy5EpJYQQQgghhBBCCCFajkwpIYQQQgghhBBCCNFyZEoJIYQQQgghhBBCiJYjU0oIIYQQQgghhBBCtByZUkIIIYQQQgghhBCi5ciUEkIIIYQQQgghhBAtR6aUEEIIIYQQQgghhGg5MqWEEEIIIYQQQogcXH311W6VVVZx++yzj/v1r3/t9ttvP9WfEHUgU0oI0TLGjBnjDjnkkMTv99prL7f99tt3zBnp6enxAmXhhRd2/fr1cw8//HDsZ0IIIYQQaUhDlU9DXXrppe6aa65xiy++uDvhhBPc17/+9baWR4iqIlNKCFEazjjjDHfhhRe2TMCF/PKXv3TLLrusGzhwoFt//fXdfffd1/D+r7/+en88CJZXXnnFrbbaarGftfI4hRBCCNF5SEO1Xj/94Q9/cCNGjHAnnniie+GFF/z2hBD5kSklhCgNCyywgFtwwQVbvt8//elP7rDDDnPHHnuse+ihh9yaa67pxo0b515//fWGtvvss8+6JZdc0o0ePdotscQSbs4554z9TAghhBCiEaShhBCVpUcIITJy+eWX96y22mo9AwcO7Fl44YV7Nt9885733nvPfzd8+PCe0047rc/ya665Zs+xxx7b+/emm27ac+CBB/rX4MGDexZZZJGeo446qmfWrFn++z333LNnu+22613+s88+6/nJT37Ss+yyy/p9rrHGGr4MISxz0kkn9Sy//PI9c889d8+wYcN6TjjhBL8tbnHh67nnnos9rlGjRvkyhdscOnRoz6RJkxLrolbZovunfuI+y7KtpGOM20/acUYZMmRIz69//es+n9133309AwYM6Pn3v/+daRtCCCGEqI001P/x4Ycf9hx00EFeh6A5NtpoI68/6tFQafWapq8a0U8gDSVEcaiLXgiRCYaa7bbbbu7kk092O+ywg3v33XfdnXfe6cf35+Giiy5ye++9tx8e98ADD/jcAMsss4zbd999Z1t20qRJ7ve//7371a9+5VZccUV3xx13uG9+85tuyJAhbtNNN/XLTJw40SeXPO2009zGG2/syzl16lT3ve99zz399NN+eNyPf/xjvyzrRfn444/dgw8+6Ldj9O/f340dO9ZNnjw58ThqlY0w+uWXX96dd9557v7773dzzDGHm3vuuWf7LMu2ko4R2E+W44xj9dVXd0888USfz4488ki3//77u+WWWy7TNoQQQgiRjjRUX4444gh3xRVXeE04fPhwry2JUH/mmWd8vqisGqpWvabpq0b0E0hDCVEcMqWEEJmg4f/000/djjvu6AWENch5GTZsmDdXSFD5uc99zj366KP+76gp9dFHH7mf/OQn7uabb3Ybbrih/4xx+//4xz/cueee680axAei4qyzznJ77rmnXwbBgnEDCJh55pnHD5NL4o033nCfffaZT1IZwt9m/ETJUjbC6Oeff34vmsL9Rz+rta111lkn9RjZT5bjjAMhFppSN9xwgzcKL7vsMv83ea/Gjx/vZs2a5c0qZpcRQgghRD6kof6P999/351zzjk+v+aXv/xl/xkdbzfddJM7//zz3eGHH55ZQ5FyIUmb1tJXJCmvVz9l0VBCiOzIlBJCZII8S5tvvrlv7OnN2mKLLdzOO+/sFlpooVw1uMEGG3hDykAonHrqqd4YCqG37IMPPnBf+tKXZotsWnvttf3/n3zySS86KFcryVK2orbVzGPkXF555ZX+//QqEpGFGFx00UW9yCPP1m233ebF4brrrut7IRdZZJHCyyGEEEJ0MtJQ/we5NT/55BO30UYb9X4211xzuVGjRnnNU1S9FqnV8mooUMeeENmRKSWEyAQ9U/Ri3X333e7GG290Z555pvvhD3/o7r33Xj/UiyFv0aF8iI56ee+99/z7tdde65Zaaqk+3w0YMMC/Dxo0qOGzh3jg2F577bU+n/N3Us9ZlrJlpda23n77bdcs6OV7+eWXfRmuvvpq35OLEQUMr1x11VV7y0RvJuedMHkhhBBCZEcaqvX1WqRWy6uh1LEnRD40+54QIjNEONGzddxxx7kpU6b4sGfrJWIcPg2yMXPmTPfcc8/Ntg2EQsg999zjx/lbfiVjlVVW8aLhxRdfdCussEKfF0MAgfUwpm655ZbY8lK+aARW3DJEAYXbYLgaf1u4d5QsZctKrW3VOsasx5kkqOCRRx5xRx99tDvmmGPcvPPO6z+bPn16HxHH/6dNm5Z7H0IIIYSQhjJIQYBuueuuu/p0YpInCk1UlDbNotXq1U+1NFTYsTfffPP1duwJIeJRpJQQIhOYSRgjhEYvtthi/u8ZM2a4lVde2X//xS9+0ecH2GabbdyCCy7oG+eo0QSIA3qSSKZNLgB6tRi+F4W8Af/zP//jDj30UG8SkUPpnXfe8SJm8ODBPr/SwIEDfa4jEmYiLBAllOnxxx/3ydSXXXZZX87nn3/eiwKSZxLRFYXysL311lvPh4+ffvrpPufBt771rdi6yFK2rGTZVtoxQtbjjMKy5GAgbxTLxyWbF0IIIURjSEP9Hxg33/nOd/xQN/QKk92QqJyhdqZriqjXLPqqXv1US0OpY0+IfMiUEkJkggacWUswbIiCoiHGTLIklYylJzJq66239jmIjj/++NhIqT322MP997//9eYPptXBBx/sZ+CLg20QgcXsKf/+97+92UXi7x/84Ae9y9A7Neecc3oTDBGw5JJLugMOOMB/hxhBdNBbxj4pDwIkyte+9jUvYtjGq6++6tZaay13/fXXz5b8PG/ZslJrW2nHmOc4k3IiEHZOYk72YQwdOrRPZBT/55wJIYQQIh/SUH356U9/6o2i3Xff3U9aQ6cgicLz5imtVa+19FUj+ilNQwkh8tGvJ+987kII0STIV4RRxfS9or2QD4Gexttvv7030Tk5G5ToXAghhCgf0lDlAb30s5/9rDfFxSGHHOI79r7+9a+3u2hClBLllBJClMIAYVrdyZMn+zH4ov3Q40dv42abbeYjxwhPlyElhBBClAtpqPKBAfXYY4/5KHMSof/tb3/zswMKIeJRpJQQou08/PDDbvTo0d4AIUoqb/i2EEIIIUQ3Ig1VTq666io/PJBhiuQFTUpVIYSQKSWEEEIIIYQQQggh2oCG7wkhhBBCCCGEEEKIliNTSgghhBBCCCGEEEK0HJlSQgghhBBCCCGEEKLlyJQSQgghhBBCCCGEEC1HppQQQgghhBBCCCGEaDkypYQQQgghhBBCCCFEy5EpJYQQQgghhBBCCCFajkwpIYQQQgghhBBCCNFyZEoJIYQQQgghhBBCiJYjU0oIIYQQQgghhBBCtByZUkIIIYQQQgghhBCi5ciUEkIIIYQQQgghhBAtR6aUEEIIIYQQQgghhGg5MqWEEEIIIYQQQgghRMuRKSWEEEIIIYQQQgghWo5MKSGEEEIIIYQQQgjRcmRKCSGEEEIIIYQQQoiWI1NKCFE5nn/+edevXz934YUX5l6XdViXbYjyny8hhBCi25HuEe28hoRoNjKlhOgiHn/8cbfLLru4ESNGuHnmmcctuuiibpNNNnFXX3117PJPPvmk23LLLd18883nFl54Ybf77ru7GTNmzLbcrFmz3Mknn+yWW245N3DgQLfGGmu4P/zhD5nKdN1117kf/ehHDR9bt6N6FEIIIfoi3SNaibSYEPUhU0qILuKFF15w7777rttzzz3dGWec4Y4++mj/+bbbbuvOO++8Psu+/PLL3rB65pln3E9+8hP3P//zP+7aa691X/rSl9zHH3/cZ9kf/vCH7sgjj/TfnXnmmW6ZZZZxX//6190f//jHTA34cccdl+s4hg8f7v773/96k0zUX49CCCFEJyPdI1qJtJgQ9TFnnesJISrIVltt5V8h3/ve99y6667rfv7zn7v99tuv93OMqPfff989+OCD3mSCUaNGeeOJ0F9bdtq0ae7UU091Bx54oDvrrLP8Z/vss4/bdNNN3eGHH+4js+aYY45Cyv/pp5/6qKy5557bR2SJ5tLT0+M+/PBDN2jQIFW1EEKIyiHdI6qOtJjoBhQpJUSXg2E0bNgw9/bbb/f5/IorrnBbb711ryEFY8eOdSuttJK77LLLej/761//6j755BP33e9+t/czxqx/5zvf8dFWkydPTtz3Xnvt5X75y1/2rmOvcOz7Kaec4k4//XS3/PLLuwEDBrgnnngidlz8I4884rfH0EQMqyWWWMJ9+9vfdm+++WbNOnjggQfcuHHj/HBGDBiGIbJuvWDU7b333m7o0KG+zGyP+ggjzKjvQw45xNc9y6ywwgrupJNO8qabEdYBkWxWB5///Ofd/fffn6kegW1Sh6uuuqqvm8UXX9ztv//+7j//+U+fci+77LL+nN9www1uvfXW83Vx7rnnZi6vLUd5FlhgAbfgggv6qLzotSWEEEK0C+meYnUPKRjQHETW0/7T9qMBvvWtb7kPPvhgts7F448/vlfPoDt+8IMfuI8++ihWj/zjH//wHaJoF/TdxRdfnLlc0mLSYqI6KFJKiC6ECCiGv73zzjvuqquucn/729/c1772tT4N+euvv+6NiSiIA8KTjSlTprh5553XrbzyyrMtZ99vvPHGseXAGJk+fbq76aab3O9+97vYZS644AIfrUNkFgKG3FZRIwTYxr///W8vgjCkyCOBkcP7Pffc08ekCeE4t9hiCzdkyBA3YcIEL6Ywg/785z+7euB4OHaMGMo8cuRIX5//7//9Py/OiPLinUgyPqcOMP7uvvtuN3HiRPfKK694Aynk0ksv9cMuWZbjIH/Xjjvu6I93rrnmqlmPfI+BR918//vfd88995yPauPc3HXXXX4bxlNPPeV22203v86+++7rPve5z2UuL7152223nReRBxxwgL8mrrzySm9MCSGEEO1Cuqd5usf46le/6s2tSZMmuYceesj95je/cYsttpjvwDKIpL/ooovczjvv7MaPH+/uvfdevzw5TNELIZhcLEcnHzrit7/9rTe9iO6nky0NaTFpMVExeoQQXcf+++/fw8+fV//+/Xt23nnnnrfeeqv3+/vvv99/d/HFF8+27uGHH+6/+/DDD/3fX/nKV3pGjBgx23Lvv/++X27ChAmpZTnwwAP9clGee+45//ngwYN7Xn/99djvLrjggt7PPvjgg9m28Yc//MEvd8cdd/R+xjp8xjbgyiuv9H9zzEWwxx57+DqN296sWbP8+/HHH98z77zz9jz99NN9vqeu5phjjp4XX3yxz3Eussgifc7PX//6V//51VdfXbMe77zzTv/5JZdc0ufz66+/frbPhw8f7j/ju5Cs5f3LX/7i1z/55JN7l/n00097vvCFL8x2voQQQohWId3TPN1z7LHH+u19+9vf7vP5Djvs4PWL8fDDD/vl9tlnnz7L/c///I///NZbb51Nj4T6DS04YMCAnvHjx9csk7SYtJioFhq+J0QXwjAsomrorfryl7/sPvvssz5Dy4iiAiKTolguJ1uG9yzL1ctOO+3ke/NqEeY9IrLqjTfecBtssIH/mx67JOghhGuuucYPQ2wEIrj+8pe/uG222SY2ysyitS6//HL3hS98wS200EK+nPZieCTn4o477uizHlFsLGuwLhApVQv2RRg9ucDCfdHTyKyKt912W5/l6eUkpD+6jSzlJYJuzjnn9EMVw2ESBx10UMYaFEIIIYpHuqc5uieECOkQdAMpFGbOnOn/tij7ww47rM9yREwBk+mErLLKKr16B9CCRG/X0j7SYtJionpo+J4QXQhDynjBHnvs4cO4MVIIo8Y4MYMnOsbfDB+wZXjPsly9YJJk4a233vKzzzHjH6HpIQxTTIJhaRhfrHvaaae5MWPGuO23397PHhhntqUxY8YML75WW2211OX+9a9/+RxYSWZbtPxhXi8wgyqaEyppXxw/IfRZ9hVX31nLyyxHSy65pDe7QhCRQgghRLuQ7mmO7smqVQYPHuw1Qv/+/X1OyhBSLmCU8X3a9mybpn3oFEN3hZDige+lxaTFRLWQKSWE8GP2yRX09NNPewMBYwHIFxSFz2j0TbiwLNE25BMK8zbZuiT7boSspha5DMhzxIx/a621ljdG6C3bcsstY3NQGZSZfE/knbr66qt9km+SfTKjIJ9FDZYioDxELh1xxBGx35NMPiRp9kLqPMu+MKQuueSS2O+jRlNcfectrxBCCFFmpHuK1z1ZtUpSjs+823vppZdm60hDj0ZznCYhLSZEeZApJYToHWJnEUVLLbWUNyuYnSXKfffd500fg/+TzJIklYRaG0Rd2fdpZBUnadArdsstt/hev2OOOaZPhE9WGOrH68QTT/SJxb/xjW/4qCuScmaFOqM38LHHHktdjlln3nvvPT/8rSiS6pF93XzzzW6jjTaqO2ota3mHDx/uzwPLhqKW5OlCCCFEWZDuKUb35AGNgBGENguNo9dee81PDsP3eSDCilQUIWuuuaZPWSAtJi0mqoVySgnRRUSHagH5BJhiF8MiNJUI7SbfAD1RBoYD0VS77LJL72fMtsbsbWeffXafXqxf/epX3twaPXp0apmYuQ8QJPVivWnR3rjoLHZJhlZ0PTPS4oYlpkFYOiHw9DzGGXq2H6K6Jk+e7Hsno1APTJmcl6R6ZF+EuDMFcxT2k6Xes5Z3q6228v8/55xzer9n32eeeWbu4xFCCCEaRbqnubonD2iEOG3285//3L9/5StfybU9cpfSWRa+GN4nLSYtJqqHIqWE6CIYosc4+0022cQbRq+++qof1jV16lQfth1Gt/zgBz/wCa4322wzd/DBB/vol5/97Gdu9dVXd9/61rd6l1t66aV9AlG+w+D6/Oc/75N933nnnX7bSeHXBgm34fvf/75PsM3yu+66a67jokeMYzr55JN9GTi2G2+80T333HM11yXZO4baDjvs4COC3n33XffrX//ab9MEFDANMcuyzWWXXTZxez/5yU/8vsnZsN9++/neQIYyUpf/+Mc/fN4EhhheddVVbuutt+6d3pjpqh999FE/lJCpmRdddNFcdZBUj5SD886Uyw8//LDPH4aJSE8lZTrjjDP8MIY0spaXvGREZDHFNJ9hcjLFdFpOLyGEEKJZSPc0X/dkhSimPffc05133nm+Qwt9QvQ9+6BDD71ZFNJi0mKiYrR7+j8hROv4wx/+0DN27NiexRdfvGfOOefsWWihhfzff/3rX2OXf+yxx3q22GKLnnnmmadnwQUX7PnGN77R8+qrr8623Geffdbzk5/8xE/hO/fcc/esuuqqPb///e8zlenTTz/tOeigg3qGDBnS069fPz8FMDB1Mf//2c9+Nts69t0FF1zQ+9nLL7/spx+mnAsssEDPLrvs0jN9+nS/HNMVG6wTTo380EMP9ey22249yyyzjJ9qeLHFFuvZeuutex544IE++9xpp516Bg0a1POf//yn5jG98MILfjpijoltjhgxoufAAw/s+eijj3qXeffdd3smTpzYs8IKK/g6W3TRRXtGjx7dc8opp/R8/PHHNesgelxJ9Wicd955Peuuu64/hvnnn79n9dVX7zniiCN8HRmcv6985Suxx5SlvPDmm2/27L777j2DBw/254H/T5kyZbbzJYQQQjQb6Z7m6x60CNufMWNGn8+j+4VPPvmk57jjjutZbrnleuaaa66eYcOGeW3x4Ycf9lk3SY9suumm/pUFaTFpMVEd+vFPu40xIYQoO4svvrifqZCIMCGEEEKITka6RwjRKmRKCSFEDR5//HG34YYbun//+9+5h9UJIYQQQlQJ6R4hRCuRKSWEEEIIIYQQQgghWo5m3xNCCCGEEEIIIYQQLUemlBBCCCGEEEIIIYRoOTKlhBBCCCGEEEIIIUTLkSklhBBCCCGEEEIIIVrOnK3fZbWZNWuWmz59upt//vldv3792l0cIYQQQjSZnp4e9+6777qhQ4e6/v3Vn1cv0lBCCCFE99CTUT/JlMoJhtSwYcMaPT9CCCGEqBgvvfSSW3rppdtdjMoiDSWEEEJ0Hy/V0E8ypXJChJRV7ODBgxs7O0IIIYQoPTNnzvQdUqYBRH1IQwkhhBDdw8yM+kmmVE5syB6GlEwpIYQQonvQsP1i6k8aSgghhOge+tVIe6TECEIIIYQQQgghhBCi5ciUEkIIIYQQQgghhBAtR6aUEEIIIYQQQgghhGg5MqWEEEIIIYQQQgghRMuRKSWEEEIIIYQQQgghWo5MKSGEEEIIIYQQQgjRcmRKCSGEEEIIIYQQQoiWI1NKCCGEEEIIIYQQQrQcmVJCCCGEEEIIIYQQouXIlBJCCCGEEEIIIYQQLUemlBBCCCGEEEIIIYRoOXO2fpdCCFEf77zzjnvvvffcfPPN5xZYYAFVoxBCCCGEEF2q0fVs0BnIlBJCVAIanYcffti9++67bv7553drrbWWjCkhhBBCCCG6UKPr2aBz0PA9IUQloPeFxm7ppZf27/wthBBCCCGE6D6NrmeDzkGmlBCiEhAOTO/Lyy+/7N/5WwghhBBCCNF9Gl3PBp2Dhu8JISoBYcCEAyunlBBCCCGEEN2t0cvwbKCcVsUgU0oIURlobJTgXAghhBBCiPLQLo3ezmcD5bQqDg3fE0IIIYQQQgghhMiIcloVh0wpIYQQQgghhBBCiIwop1VxaPieEEIIIYQQQgghRIVyWnUKMqWEEEIIIYQQQgghcqB8t8Wg4XtCCCGEEEIIIYQQouXIlBJCCCGEEEIIIYQQLUemlBBCCCGEEEIIIYRoOTKlhBBCCCGEEEIIIUTLkSklhBBCCNFFvPXWW+4b3/iGGzx4sFtwwQXd3nvv7WcPSuPVV191u+++u1tiiSXcvPPO69ZZZx13xRVXtKzMQgghhOhMZEoJIYQQQnQRGFKPP/64u+mmm9w111zj7rjjDrfffvulrrPHHnu4p556yl111VXu0UcfdTvuuKP76le/6qZMmdKycgshhBCi85ApJYQQQgjRJTz55JPu+uuvd7/5zW/c+uuv7zbeeGN35plnuj/+8Y9u+vTpievdfffd7qCDDnKjRo1yI0aMcEcddZSPsnrwwQdbWn4hhBBCdBYypYQQQgghuoTJkyd7M2m99dbr/Wzs2LGuf//+7t57701cb/To0e5Pf/qTH/o3a9Ysb2J9+OGHbsyYMYnrfPTRR27mzJl9XkIIIYQQITKlhCiYd955x02bNs2/CyGEEGWC3FCLLbZYn8/mnHNOt/DCC/vvkrjsssvcJ5984hZZZBE3YMAAt//++7srr7zSrbDCConrTJo0yS2wwAK9r2HDhhV6LEIIIYSoPjKlhCgQjKiHH37Y59jgXcaUEEKIVjBhwgTXr1+/1NfUqVPr3v7RRx/t3n77bXfzzTe7Bx54wB122GE+pxT5pZKYOHGibwft9dJLL9W9fyGEEEJ0JnO2uwBCdBLMXvTuu++6pZde2r388sv+b3qHhRBCiGYyfvx4t9dee6UuQy4oZs97/fXX+3z+6aef+mF5fBfHs88+68466yz32GOPuVVXXdV/tuaaa7o777zT/fKXv3S/+tWvYtcjooqXEEIIIUQSMqWEKJD55pvPzT///N6Q4p2/hRBCiGYzZMgQ/6rFhhtu6COeSFC+7rrr+s9uvfVWnyeKxOdxfPDBB/6dvFMhc8wxh19PCCGEEKJeNHxPiAIhKmqttdZya6+9tn9XlJQQQogysfLKK7stt9zS7bvvvu6+++5zd911l/ve977ndt11Vzd06FC/DHkRR44c6b8H/k/uKPJI8RmRU6eeeqq76aab3Pbbb9/mIxJCCCFElZEpJUTBYEQttdRSMqSEEEKUkksuucQbTZtvvrnbaqut3MYbb+zOO++83u9JaP7UU0/1RkjNNddc7rrrrvORWNtss41bY4013MUXX+wuuugiv74QQgghRL306+np6XEVhNwHBx10kLv66qt9OPlOO+3kzjjjjNThUswqc/jhh/uePfL+fO5zn3M//OEP/bpZYTpjTAcSdg4ePLigoxFCCCFEWVHbr3oUQgghRHP0U2Ujpb7xjW+4xx9/3BtM11xzjbvjjjvcfvvtl7rOHnvs4Xv+rrrqKj9bzI477uhnjmGmNCGEEEIIIYQQQgjROippSj355JPu+uuvd7/5zW98Uk7Czs8880z3xz/+0U2fPj1xvbvvvttHV40aNcrPQHPUUUe5BRdc0Cf7FEIIIYQQQgghhBCto5Km1OTJk72ZtN566/V+NnbsWD+M7957701cb/To0e5Pf/qTH/rHbDGYWB9++KEbM2ZMi0ouhBBCCCGEEEIIIWDOKlYDuaEWW2yxPp/NOeecbuGFF/bfJXHZZZe5r33ta26RRRbxy88zzzzuyiuv9DPKJPHRRx/5VzguUgghhBBCCCGEEEJ0UKTUhAkTXL9+/VJfU6dOrXv7Rx99tHv77bfdzTff7B544AF32GGH+ZxS5JdKYtKkST45l72GDRtW9/6FEEIIIYQQQgghRAln35sxY4Z78803U5chF9Tvf/97N378ePef//yn9/NPP/3UDRw40F1++eVuhx12mG29Z5991kdEPfbYY27VVVftM+yPz3/1q19ljpTCmNLse0IIIUR3oNn3VI9CCCGEaI5+KtXwvSFDhvhXLTbccEMf8USC8nXXXdd/duutt/o8USQ+j+ODDz7w7+SdCpljjjn8ekkMGDDAv4QQQgghhBBCCCFEhw7fy8rKK6/sttxyS7fvvvu6++67z911113ue9/7ntt1113d0KFD/TLTpk1zI0eO9N8D/yciav/99/efETl16qmnuptuusltv/32bT4iIYQQQgghhBBCiO6ikqYUXHLJJd5o2nzzzd1WW23lNt54Y3feeef1fv/JJ5+4p556qjdCaq655nLXXXedj8TaZptt3BprrOEuvvhid9FFF/n1hRBCCCGEEEIIIUSX5pSqAsorIYQQQnQXavtVj0IIIYRojn6qbKSUEEIIIYQQQgghhKguMqWEEEIIIYQQQgghRMsp1ex7QgghhBBCCCFEmWD40Xvvvefmm28+PxypinTCMYjORKaUEEIIIYQQQgiRYOY8/PDD7t1333Xzzz+/W2uttSpn6nTCMYjORcP3hBBCCCGEEEKIGIguwsxZeuml/Tt/V41OOAbRuShSSgjRsShMWQghhBBCNALD3Yguevnll/07f1eNTjgG0bnIlBJCdCRVC1OWgSaEEEIIUT7Qj+jIKudj6oRjEJ2LTCkhREcShinTK8TfZW2Aq2agCSGEEEJ0E+iyqmuzTjgG0Zkop5QQoiOpUpiyxvkLIYQQQgghuhFFSgkhOpIqhSlXyUATQgghhBBCiKKQKSWE6FiqEqZcJQNNCCGEEEIIIYpCppQQQpSAqhhoQgghhBBCCFEUyiklhBBCCCGEEEIIIVqOTCkhhBBCCCGEEEII0XJkSgkhhBBCCCGEEEKIliNTSgghhBBCCCGEEEK0HJlSQgghhBBCCCGEEKLlaPY9IYToQN555x333nvvufnmm0+z+gkhhBCi45H2EaKayJQSQogOFGUPP/ywe/fdd13//v3diBEj3JJLLilzSgghhBAdr33mn39+t9Zaa0n3FFCn6uAUrUDD94QQosNAQCDKFlxwQTd16lT3wAMPeKGGuBBCCCGE6FTts/TSS/t3/u5E0HLTpk1ruqYzk2/KlCnSkKLpyJQSQogOgyF79BI+99xz/u9ll122owWaEEIIIbob0z4vv/yyf+fvVhs5zaaVRlG3mHyiHGj4nhBCdBgLLLCAD1tffPHFvTH19ttvzybQhBBCCCE6TftEh5t10rC+0CjCfOPvZh1LmsknRNHIlBJCiA4EkcKLXFLKByCEEEKIbtE+7TJymk0rjaIkk0+IZiBTSrQcJc0Tor0CTQghhBCiG+ikiJ9WG0XSkKJVyJQSLaWTQmiFKBKZtUIIIYQQnRPx0wxtJ6NIdCIypURL6aQQWiGKQmatEEIIIURzaIeRI20nRHY0+55oKZ0UQitEUWiGEyGEEEKIzkHaTjTKOx0ya2QWZEqJtoTQrr322hq6J8T/j8xaIUQrOfHEE93o0aPdPPPM4xZccMFM6/T09LhjjjnGT54waNAgN3bsWPevf/2r6WUVQogqGgjSdqKIlDdTpkzx751uTGn4nmg5GgstxOy/Cc1wIoRoFR9//LHbZZdd3IYbbujOP//8TOucfPLJ7he/+IW76KKL3HLLLeeOPvpoN27cOPfEE0+4gQMHNr3MQohq0I05MpOG6knbiXp5r8tS3siUEkKIEiCzVgjRKo477jj/fuGFF2aOkjr99NPdUUcd5bbbbjv/2cUXX+wWX3xx95e//MXtuuuuTS2vEKIadGseJQyDGTNm+GPl3QwEaTtRL/N1WcobDd8TQgjRMXTT+HshWsVzzz3nXn31VT9kz+Bha/3113eTJ0/WiRBCdHUepVmzZrnXX3/d3X///f6dv4VohAW6LOWNIqWEEEJ0BN3aQytEs8GQAiKjQvjbvovjo48+8i9j5syZTSylEKLddFt0h9G/f3+36KKLuhVXXNH95z//8X/XohuHOYp8LNCGWSPbhSKlOhxFDQghuoVu7aEVAiZMmOD69euX+po6dWpLK2vSpEl9hrAMGzZMJ0uIDqbbojsMjCVMekx43muZcd2WxFqIWihSqoNR1IAQopvo1h5aIWD8+PFur732Sq2MESNG1FVZSyyxhH9/7bXX/Ox7Bn/z4JnExIkT3WGHHdYnUkrGlBCdTTdFdxh5k5p3WxJrIWohU6qD0Q2vfhRSK0T1fo9lmulG9xDRaoYMGeJfzYDZ9jCmbrnlll4TCoPp3nvvdd/5zncS1xswYIB/CSFEp5PHjFMnmhB9kSnVweiGVx+KMBOiur/HMvTQ6h4iys6LL77o3nrrLf/+2Wef+d8YrLDCCr0RhiNHjvTD73bYYQc/9O+QQw5xJ5xwgs+Zgkl19NFHu6FDh7rtt9++zUcjhCgadaw0lzJ1oglRBmRKdTC64dWHIszKiQRSd1LF32MVyyy6i2OOOcZddNFFvX+T/wVuu+02N2bMGP//p556qk+ekyOOOMK9//77br/99nNvv/2223jjjd3111/vBg4c2IYjEKK7aaYmUsdKa85XGTrRhCgLMqU6HN3w8qMIs/LRSoEk86tcVPH3WMUyi+7iwgsv9K80enp6+vxNtNSPf/xj/xJCdK4mUsdKc87XjBkz3BxzzOHWW2+9yuXWkzYWzUamlEilG29CijArH60SSOodLB9V/D1WscxCCCGqQbM1Ubd2rDTrmYdtYkjxPn36dG/4Dx48uBTaIMsxd4M27sbn3bLR31WUE0880Y0ePdrNM888bsEFF8y0DjcBQtaZOWbQoEFu7Nix7l//+lfTy1pVunm6Um5ISy21lG5MJaFVAikUerzzt2g/Vfw9VrHMQgghyk+zNZF1rDCstxMNiFY/83B+iJDCkCIP36effloKfZn1mDtdG3fz826ZqKwp9fHHH7tddtklddaXKCeffLL7xS9+4X71q1/5GWPmnXdeN27cOPfhhx82taxVpdNvQqI6tEogdWvvoKgNImXatGkSK0IIITpeE3Vbx0ozn3moQ4bsMXkEwRSLL754rL5stc7Iesydro31vFsOKjt877jjjvPvtXIihFFSp59+ujvqqKPcdttt5z+7+OKL/Y3hL3/5i9t1112bWt4q0ok3IYVnVpdW5EfTsCvRraHrQgghqoNyxlbrmYccUgzZSxoi1g6dkfWYO10bd+LzbhWprCmVl+eee869+uqrfsiewY9q/fXXd5MnT5Yp1YE3oagB1cwbfpnMrmaUpUzH12wk9EQUJX0VQgghOpdWPPOk6ct26Iw8x9zJ2rjqz7udQteYUhhSQGRUCH/bd3F89NFH/mXMnDnTdRNVvQnFGVDNuuGXKYqiGWUp0/EVTTeZbZ1Au86XetGEEEKIzqadzzzt0hlVfc4rGtVD+ylVTqkJEyb4KYfTXlOnTm1pmSZNmtR7ofKq2hSe3Urc+OBm3fDLNBa5GWUp0/EViRIbVot2nq9uTPoqhBBCiNZQRZ3R6hxYyu3Z2ZQqUmr8+PFur732Sl1mxIgRdW17iSWW8O+vvfaan33P4G9+/ElMnDjRHXbYYX0ipWRMlZ84A6oZ4ZncIDFq+vfv7/fF7Br8zeftaFCaYbx1apSIhmRVi3afL/WiCSGEEKJdOqNM0f2tHkVRlVEbZTpHVaNUptSQIUP8qxkst9xy3pi65ZZbek0oDCZm4UubwW/AgAH+JapFkgFV5INleIPEjOL6ev31190zzzzTa3a2+obUDOOtVWOtW30j71SzrVPR+RJCCCFEN5oHZTNlWt1R2O6OySqeo6pRKlMqDy+++KJ76623/Ptnn33mLwJYYYUVeh8umXqT4Xc77LCDH/p3yCGHuBNOOMGtuOKK3qQ6+uij3dChQ93222/f5qMRVYxsiN4gucZmzZrV9htmM4672XXZjht5Jyc2rJrY6vbzJYQQQojWUK/mjJtAqVWapGymTN6Owkbrqgodk2U7R1WjsqbUMccc4y666KLevxmDC7fddpsbM2aM//9TTz3VZ5zrEUcc4d5//3233377ubffftttvPHG7vrrr3cDBw5swxGIqhO9QS622GL+BtTMG2Ynmg3tvJFXbUhWlvPfyT01VTtfQgghhKi+5oxqK9LJ/Pvf/26Z1iqbKZOno7AIXVqFjsmynaOqUVlT6sILL/SvNHp6evr8TSTLj3/8Y/8SolHibpCDBw/OfcPMajR1stmgG3ltsp5/9dQIIYQQoky0olM16z7iNGetdaPainQdrexMLaMpE9dRGFePWXRplnNX9o7JMp6jKlFZU0qIMhC9Qea9YeYxmjrZbNCNvDZZz78MPiGEEEKUhVZ0qubZR1RzAuvOmDHD54hdb731ZpvUqh2jI+LKXWbdn3QOaunSTup0L/s5KjMypYRoI3mMpk43G3QjTyfr+ZfBl59OHRYrhBBCtLuNDLXu008/7ScEIgdwke1t3o7bUHNOmzbNG1KsM336dD/ShpEP0U7nIkZHdPK5TzoHtXRpJ3e6i+zIlBKijTf4PEaTzIbuJs/5l8GXnU7qoRNCCCHK1kaa1sWQeuONN1z//v29limyvW2k45ZliZDCkGICrE8//TTWGGl0dESnn/u0c5BWV53e6S6yIVNKiDbf4POMP+70BlCko/NfPOqhE0IIIZrXRlqnGhFSGFJESRUdEdNIxy3LMmSPCCkMqcUXX7ypxkhVorPriT6r5xyo012ATCkh2nyDX2qppUrdKHVqYysEqIeuM9B9RwghyttGogcxo5qZh6mRjjtySLViOF6VorOTzn1ae1vvOVCnq5ApJUQL6fQH4Co1tkKAeuiqj+47QghR/jay7O1tK4yRRiLPWt35Ene+1N6KZiFTSogW0uoGudUNWKNh3lnLq6gI1UmRqIeu2mgIphBCVKON7Pb2tt7O6TgzCIrS+Em6Onq+8rS30uoiDzKlhGgxrWqQ29Gb0UgkWNbydnMvTVIDH9YJ+RpGjBjhllxyya6pF9HddHoEqhBCiOJJM02aZajU2zkdNYNeeeUV99prrxWihfPo6qztbTdrdVEfMqWE6FDaET3QSCRY1vJ2a1REWgNvdbLgggu6++67z7311ls+P4JEgOgGyj4kRAghRHU0VZ5O0noTq9c7g6GZQVCUFs6jq7O0t9QLSe1nzJjRlKT2ojORKSVEh1JP9EARPUP1RoJlLW+3RkWkiQark+eee87/veyyy7q3337b96TVez4Vdi2qRLcPCRFCCFGMpuL/RCEttNBC/j3OUGl1JFDUDALKVoQWzqur49pb04yzZs1y//73v33Z3njjDf/dkCFDukari/qRKSVEySjKDMgbPdDuUNus5e30qIik858mGqxOmMYYYwpDao455vDCAIGQ93y2+1oQQgghhGjHzHJ06E2bNs1H+xCBjo4qy2iEcB9lSUAfasZPPvnEv1ZaaSX/3XLLLeejpaQhRS1kSommmSSKtMhfT1CkGZAneqAMw+KylrdToyLSzKBaosHqhFxSdi4RVPWczzJcC0IIIYToXpr5HJE2s9yLL77oPvzwQ7faaqu5jz/+2OfqLGPUflkS0IeaEd0555xz+ve55prLLbbYYk3Vj3rW7BxkSommREx0UqRFM2940Xoi0qVdZkAZGth2UKYGrZYZlEU02DIcV72h3d16LQghhBCi/bTiOSJpZjmie8iHNHPmTJ+fM04DdXrUfh5CzchQPV5Tp071EVNE7A8ePLgp9dNJz5pCppRoUsREp0Ra2A2PxonhUOutt55voIoiWk+YUu0yAzqxga1lODWjQWvE5CrSDGrkfHbitSCEEEKIatCO5wjTYKRAGDlyZM2ZjDs1aj8vUc3I+9xzz+3rz84dFK0pO+VZU/wvipQSTXlI7pRIC25wGFK8T58+3fX09BTi+IcJAcN6ovGz4VftMANa1cC2Ijopi+FUdIPWqMlVtBnUyPmU2BJCCCFEO2jHc0QZOuSaoY9bobmjmjE8dzzrNCOiqVOeNcX/IlNKNOUGXYYbexFQdiKkMKSGDh3qPv3008KNC3oSGK8e1lNV66sWlkCy3gTcechiOBXdoBVhcskMEkIIIUQ3k5TzqdXmSivJ27GZpT7CbfKsUSv6q1mRU82IaOqUZ03xv8iUEk27QXfCwzXlZ8geEVIYUgyvK9q4oJFYaqmlXKdjDeNLL73kXn/9dTdq1CgfIt2scNsshlPRDZp6bYQQQghRVYo2fhrZXvgcEWfYQCcZEnnMm1oGltU73/NiFsH77rvPvfXWWz4NSb0dwlnPZ1rkVJERTbYPGyLYCddBtyJTSogacPNmyF4nGBftSurNfpmJg8Tbyy67rDelnnvuObfMMsvkOv485c9qOBU9e4l6baqVXF4IIYQQxefZLHJ7UcOGqHs0ZRmSXBelafI8H6QZWGG9M9qDzm80N6DB6+0Qrvd8NlMbK9l55yBTSlSCdj/ERo0LG4YGhMFC0WZJ0bTrxh0mi3/jjTf8ZyuvvLKf3SRPCHE95c9qOBV5fXVChGAzkYAQQgghykfRw6yK3F7UsIEyJLkuUtPkeT5IM7Ci9b7CCiv4YXsYUxhSmFR8T9nzlLWR89ksbaxk552DTClResr2EEt57r77bvfkk0/6v4cPH+4GDRqUK0dSO4yLIm7c9Zg3tl8aRcCM4v95992shqds11enIwEhhBCi0ymis6vVHbJFR/I3c0ZhIFIqadtZ8y01Ur/hKICVVlqppeZYmoEVrXfrAOadDnXMKcrNe60O4rCOypiiot1lyjLLt0YGZEOmlCj9j8ZmwKNcNhNeO8vI/t98801vRAGNETfC1VdfvdRTkibduLOe+3rNm3C/Q4YM6TWnpk2blut6a1bDUxWTpMy/0SoJCCGEEKKZFNHZ1Y4Os6Ij+WttL6+uiXboJm07S91lyVGVVr64UQCN5p3Ne87TOrgpC6/QcOKd4/nss896c0xRdlJpZK2jsqWoaGfajCx5vdTpnR2ZUqL0PxoikMhB9PTTT/ubKH+3E256iyyyiC9TGClV9ofspJlMsp77uPH80UYgrgGP693Kus/o9opoeKLbrIJJUvbfaB6Ud0sIIURVyWKkFNHZ1coOs+gxtTK1Qz26Jixv3ERBWequVo4qhrsxU3S0fNEE4o2OAogrE886zz//vDeVGjUzLcWIYZqX7Vu5k3JMxdUj9V02/dmutBm1rrOqdHqXBZlSovQ/GsY+L7room7FFVd0//nPf/zf7YS6GT16tL+R15NTqp1RMdEbd55zH5o3JE6ksQ6HLEKSwAj3S4RUln0mCZZmJN0sW89PlFrnqWpRVEWcxyodrxBCiOqT1UgporOrVR1mRXZ6RdvmtG3X++yRpbxZ6q5Wjio6nqPlA9s3zyJo4XAUQL1DAMPhcWyTCCZAZ1ukU9bhiLWGE5rmxfBi+xhSScMf7TjL3GnbTh1Z6zqrQqd3mZApJUr/o6E83Dy5OTYaGtvMh+qiHo5bGRWT59yH5g1lo+ELe5jef//91IbQGgAzsmrtsxlmadI2i+xlaYZhYkLlscce81F6YZ11UhRVFrrteIUQQpSDrLqkiM6uVnWYFaW14trmMPKH/EVh5E+9zx5Zypul7mrlqFpsscW8MRXqrrgE4lb2ouqMDm+G1IURTJB1OKINJ/zvf//rl40bXWKaF8Or1vBHtCfHmWdiom7RkbWusyp0epcJmVKi9D+aZpevbFEXrYxcy1O30d4ca7xtqllMqaRx9dEGgLBo1kvbZzPM0mYbsM00THp6enpfRV0vZbv2OyGyUwghRGeStyOv0bapFcOSitJFccPh4MMPP+yN/EErmrlRr7bPWt4sdRddJmpSRXVXUgLxIvUM2yTHUxjBlGc4IgYShtQnn3ziDSmioQYPHpxozMV9Ht0f5egknVWkjqx1nbVraGEVkSklKvGjKaJ8cQ/grY66yGIC1CMQGjEXstRtWrJDi5pKG1cfbQAwpOLyAETLVUuw1JMks5kGZ7MME4swi0umnxZF1YkRR2WP7BRCCFF9suTILHOEdVaKOqawbbbOShJqf/zxx94UGTly5Gy5i+rR9kWfg6R8WqSaiOoudGuR+47TM0nHl2c44rzzzuvLjhaPasZmPYdUiSzHV8VO26ojU0p0BUkP4KGJgLFi5kozbkBZTYC8DW4rzIW0ZIfsH/Fhpkhc/dXbwEUFS9hIQN7oq7htFkmjDXlSI1hru0lRVJ0YcVT2yE4hqsCJJ57orr32Wn8PnXvuuf3DYhr0uh911FHuuuuu8z3v/O7Gjh3rfvrTn7qhQ4e2rNxCtII0XVW0hihDB1FRUV1xKR6YpAhtmJS7qF3lrVX3SbqryPOfpGei+6ile0w7mg62CKm42bab8RzSbIo2iLLUZ7t/k92ITKmKIyc3W50kPYBbo0PjydhxbuR81ypjJ2kfeRq9ZpsLWZId1jJFimjgoo2E5RkzQ/HNN9/0D1dZG5A8v52syzZynLVEcNJ206Ko0spd5Z6wskd2ClF2iF7YZZdd3IYbbujOP//8mst/8MEH7qGHHnJHH320W3PNNf2kIwcffLDbdttt3QMPPNCSMgvRKhrVVXn0RVU7iNLa5pdeesnfYzCk0GpZOw2L1mi1tpFW93mi9dFgeY8v72iFvAYK0WlZn4XqLVcraJZBFHd80ZkVO+E3WSVkSlUYObnZ6yStx4NlMDVoVJKSdBdBs0yAZpoL0WSHSyyxxGzbTzNF6mngkhrfaGOK0AlnA6QnH+GT5fzl+e3k/Z3V25DXEgtJ2006/7XK3cyeMJnlQpSb4447zr9feOGFmZbn/nDTTTf1+eyss85yo0aNci+++KLPgSJEp9CIrsqbQ5PP+f7RRx/NNQS/rHD8NjvzXHPN5Y9/2LBhsy1Ty+y56667fGcjdbLRRhularS77767d1lmxwZyWtkQwnpn6TPdxT4YzheX/oP8quRTJTE6s/AlacR6dVEtLZdnAp8qdkZyPNTxQgst5N8bScRf65qLm1mxKvXUCciUqjCd1LtSFGk356QHcP7PkDO+a+YNqFkmQDPNhbA+6fEiYSUig4ahluGXh7C3CTGTJZSaZJA2c0hSqHKt42JGmOeff77PjDDt+p01MsQx7vxnKXczesJklgvRHfBb79evn7+PJvHRRx/5lzFz5swWlU6I9uiqaFqILFHc/I7sVQWiD/jh32HCbcsvlbejD0Np6tSpvbmpMHzWW2+92HL885//9NvjPsSIB4whJt7BLGcmOozzaC4rI2s0VFr6D8wSzvOKK67o/47bTyO6KMmUyTujddbjDcuc9fonMo665zxFDchGtgscH6Yfdcw5jptNsNZ2s9R/0TMrivzIlKowVXS821kn0Qfw6A2sFeOnmxUOmxSGarOf1DtDSFifc845p+9xIpF5VsMvC2FjQbh3UnLGpP3Ye1yoctpx0QtiM8JgaIV1FJ1psBW/s0bqsUw9YjLLheh86KA48sgj3W677ebvvUlMmjSpNyor+hDDfcmYZ5553KKLLuojXq3dCrFILB7KQpMLiI4gsS9tCMMKQwYOHOgflGhXuBdGITcibQEPr8xYFcIDEMfG0EWbWdagc4Y2w44lOnSd71gGQ4IH5BC2ybapQx7kQiiLTQJCZAZtbgjHwjHxkB01+KgD6iKuDjE77GGR71gmhLrnHLDNaH6xQYMG+Qd9ykKZovAQh3nAsXBMITxIc56pA+oiZMCAAb5DCDAQolgdUvecg7g2L64O0SqW54xzHn2IZZ/sm2uFayaEdnLhhRf2WgQdALybAZulDtmfDXf99NNP/WvllVf2+6JubbvGq6++6pdZbbXVfLTUU0895aPSDcpjZs9bb70VW4dcf1yHUagH6iOuDuu9vrlGKDN1z+dcG5w/0y4cK+ccM4k6op7tOuY6oR6pC4y6Z5991l9fdrx2ffO9GTD8LomEoh6IurLrm3IwdNg6JNdYY43ec049cX2wb5YhyTplS7pH8JvjvMVdh8B6nNuwvOyf45k+fbo/PvKqsh3qi3NIvTPUmXLQqcu61KltY+211850j2B7rM/++BwNzrGgm+lUZVvcH3mnjFwTkHaPYDnqMLwWw+ub8mP2Uf8cI9vnvFL+6D2C4//73//u64DyYR5G8wzaPQJjid+FXSurrLKKGz58eOo9gvW4LqhH9k257Xq0ewTXAOc53C7HYvcIjiesf5ZZd911e68Xzj3btt8t67Isn9vvP+4ewe+gqPvsPP9/G8i9gDqNwnbZflwbWLZ7BPAb4TdOeeLa9DhkSlWYVhkpnVgnSa55I+O6y4SFMz/55JP+bxrkaPhzNGl4Uq+X1WdaNFIjZls0GosbXa1Q6jjylIHlaNi5yfIe9qKlzTRYZM9So8dQ5G+hyGtaZrkQ7WHChAnupJNOSl2GNoH2oBEQ2l/96le9CD3nnHNSl504caI77LDDev9GjCOuTznlFC9YjfXXX999+9vf9g+MJGGPcu655/YON6QdCmE91n/wwQfdH/7whz7f8XBC7iseIOK2Szm4z1922WXukUce6fMdObdI5k6dnXfeeX2+4xhI/A4ke+dBIuTYY4/1Yp9k8gxDCtlyyy3dDjvs4B+ATz311NkeAuwc/uIXv5jtwWX8+PE+zcBtt93mrr/++j7f0cbvscce3mCLHisPHb/85S/9/8khFn042W+//fxDGh01l19+eZ/veNg/8MAD/YNJXB2eccYZ/sGeun/iiSf6fIdpOWbMGP/A/tvf/rbPdxgMGJsQt93jjz/eP4xeddVV7t577+3z3dZbb+222WYb/4BJPYVgkpxwwgn+/6eddppv30LYJ/u++eab/SuEslJmHjajZeIYOVa7HqMPWt/97ne9CcGx/u1vf/O/E34jaInHH3/c/2bijpVr85vf/KbXPZMnT3a33nprn9/G7rvv7jbeeGOvS373u9/1WZdrgWsCQyCuDrk2MQavuOIK/7Adsv3227svf/nL7l//+pc7++yz+3zHw+aPfvSj3t9IaDZiHnzxi19066yzjrvkkkv8OTCTiWPZeeed3a677uqP+de//rW75ZZb+uiDY445xv/m2CeG05133tl7vN///vfdqquu6reJycD9ACOF3wr1ybHaPYLfBp/zoI6OQcthnHCtsG/KwneYNfbwnHSP2Guvvbwe5LoJ6x4OOeQQv60rr7zS/7bC8m666ab+oZ3zzDnn98v1Rhn5/0EHHeR/l9w/MBPYDuuyDY4hyz2CYdKsa/WLYfHDH/7Q1/ntt9/ur0PMDOqpyHsE90MMDUxf6pBz+rWvfc3df//9fe4RbIv7H9vFVD355JP9bzDuHsH1wjVuBgrl3meffVLvEQcccIDfHh0c1AH3KKt/u0dwbhheHm6Xsto9gnYKw8vqn3u6mVLhPYLvuc4OP/xwr4c5zmbcIzjff/nLX/p8t84667j999/fn9e43zLnhnP0+9//3j8rhZTtHgFco5iZN9xwg7vxxhtdFvr15JmuSXhBZQ+uab2DotwQFsyN1QwJeiysd7IThiXRm0mDZL2A3KgREXaM0VxR3AYsBJhGIGkIXVEGRhGz6DVK0vmk7qZMmdIbwpvl2kjbXpb12mV0Nuuarop5K0Qntf08HER7mqNwfw0fujB5eOiqNfte1JCijeDhmV73euqRBxBFSilSqsyRUkVFQfA3GosHNIyDuCgI7imYPRynRbq0IgqC9bhvUI/hfY1651jYp82alxQphWFxzz339EbybLfddj7HKNEcmCkhaDu0FWXFOKIMYVSNRUpxn8U4IFqHh2nqlgicMFKKqBt0Lttke+wTw51Ie/bN8VIm7lUcC/Vo5z48Vs41uo99ckyYVPY963N9Ue/UBdsPy8s+KAf3QcrL9nmA51xa1CPa2yJuWJ6ysP1oNKVF6vA9dWSRUmwfs9c0FcdJGcJIqbDMadGU1CX3f+ogej3ERUpRLxw72pBzzcQYXAtZIqXC46F8aZFS1A/1zHkLz41d39QdZbK6M7JGSrHtsDxcC0n3CJZjGc4pn7fiHtENkVKrrbZaTf0kU6oDhaloPIoojnrNijIeY3gsPBxwM7FE5dxkuIEUeZxpJhSNHbTSxIjOmBLOnBJXvixlynt92PDKWok4o2WOJtpspN6qdE0L0U46te3PY0qZIcVDFw+D0d7wbq5HIapGUqcUD5joEswqHmjjtEk0hxSRH0RbYPShNWtpnzwTzaTlCULnUlbuK0SKhJ3MfE+UFp3QPLRjTGA0YGyRDD1OD0d1UPgdhgod2ZheoQaLdqqiqfM+X9SqkyL0H+eVznhMD0yKWto2j0aN5pRKO564fGR5NHe9My1modnBB93aYTszY7uv4Xui6+CGwA2W5If0MtCIZLk5VGlYEsdDo0sDGpdTKjwWGmlMKTsuGpUik76HM5TgxtNbGE3AjQBo1fCyOBERjQyLG/ZWqxxp10dSI5wlEWdcmc3Ia7TxrNI1LYQoDu499GDyTnvIvQR44LL7AA9UDJlgGAmGFMNy6OW+5ppr/DrWS8wDX3TIixCi3MTlf+Th8eqrr/aRGkSYfOlLX+pN3m3rmI4J9QYmB8vxnnWimbRJWLIkzg51LsaJRXSFKSkwYIgEwSQiGonv+T+Gui1HpyT3N0yn8PNQI/Ed5WFZthum/IjqRcv7FHbE1nMuwjqJS+1gf9u5qWXkEEmEQUd9ZJnFzvZpEwqlaXDOUXie0o4neix58pCmmUZp6S+ymnrNzIlapdE27UKmlOg6rJGhAbNkdu3O4dUM97xW/qXwWCDaqOYpT1r5beYQwj9N6BASmsUIacZNPNroIDRqmWRZypF0fcSta2VAuGBKYY5yLSbVRdzsK9Bo46m8dEJ0J+R1ueiii3r/JjoAiIAiZwYwXMISvBIxQG4fMFPcCNcRQlSDuE4pzBe08ec+9zlvYpCPhxxPmDFpEe55tHGtzjAMKYwxyoFWJC9QmjGVZJzwf0wyNNOyyy7r72EYUyxHXiK0KEOwiAbDWLdOyri8qtQLdUB+nlomi/2f6DEMMDp+a0VL5e0gzBtpb53xGFLocDocOB7qpNY5qyfXKdtk9AE5pjj+tOPJc+z1mEZ5OnWb2VGrSYBqI1NKdB2NPIgXmYjaKCp0NS9xxxLtccnaA5NWfspJhBQNIQ0iPeo0/FmmWm3GTTza6NATh2hJazyzliOpTqPrhsYo4oD6SJshMW5KXIzDIhrPWtd0t4YbVwGdG9HIsD1eaYQ5InioUwpSITpbC6OH0BgYQ/zmieJeccUVZ9MxGCLoplD3ZR36X0uD01GINsIAIqEzfyeZUuE2zUwKjRbbD59jqtMBSF4eIkTRXBgn5HQi3w15ejCtiCYiet7yrLIN6oV14qKp4qB+2A75nuh4ZH32l6Sj8jyX5I20B44FA47oWHIXkXMKzRseY9H6jnq2Vxp5jr0e0yhOg0Ocpm9mR61GJtRGppToyoe3vOZSMx/+0gyPesZeZylrre2mJTvPU34LweY7GiZ6amjQLTqtlunVjJt4XJRYWuNJ3XB8iJd6yhF3DHkbPpsSF3FIefi7FVFOnRBu3KnGTSecGyGEEO0jqoUxf4hMihs6F+oYaKTDME2DmzGGIcU7f2fNKZQ2q7YlkcacwYBiqCLJmumMJBcW2yPyCJOK4zezxww4hvjRwRqX8iOpTOyHbTOTHcOd09rqrM8leSPtKRt5rsgFyLGQgB1zCsPsC1/4Qu8xNqKTosdvkVmYfVmuj6zHnqZ7k85B0nNE0rNFM4IPapVd/C8ypUTH0+jDW7Mf/pJumEnDvqLDuPIOM0sbTpY2pC2vccRsIeQeYdgeooLhHRYeC1nqtJ6beBYTImx06FVLajyjsxSSbyUtoilpX3HHkKfhYz3MPMqRpZeuKKoebtzJxk3Vz40QQojyEc0PZDAUjtkD0R+8N2uYU5IxZkPWolFMYWR/UptI+dDNRC9hShG1v8EGG/gZwtjWf//7Xx8JinFEhBj7xqAiByqwXRu6R6dgdMIcyoRBhE5k9jl0IrPKMcMgZhbbIpLM8nM10ikeF2nP+Ujq5OVzjDZMKEw4YMgiBh3lwqxLqtMseprOZ4Z6Wqcz6zczKihOO9fKNRWnwdthEDXL8OoUZEqJjqfRh7dmP/zFRe5glLDP6H7jhnHlLWvacLJ6kp3H3fBpIJgimB4cGnWOh4bLcjXZ8WWp0zw38XpMiLTGM1pXfJ+nLElJQfOSVMdZDEhEHOQ10zoh3LiTjZuqnxshhKg69UbiVimC17QGpgtmDSYGBhVmiM1aXPQxRI0xK4NF38cNWUtrE1mG3FhELWGcYBQReY6GthnpWB5Tie2uvPLKPhLJovrpBA63G+ovTC6G/WHKoHnZBwnibX98R36+22+/3RtWedrqaMeolSnUg0R8RU2haKQQ0WDUHdvAfOMdQ4syAs8UUZ2UVWNSf5ZAHSwvaz0TBjVL68VpcBlE5aOyptSJJ57orr32Wv+DIUdNremMuQEdddRR7rrrrvOOMBfj2LFj3U9/+tPeH5LoTBp9eGvFw184Ht4aARp7Go5wv9xoo8O48iYXtIaXcF5bJs70yJLsPGxgwnwCfEaPDGWlJ4Yx7AgJjq2ZvShZTYhow5jUY2LlJIycsO2oCVh0hE7Y8xYVe9EGtNaxsi0SbSIWAJEVToPcDeHGnWzcVP3cCCFElWmknS9rBG/ajGT8jRZCf5pGzZpHqlGsDNEopqjxZG2izZJnnwNmjpXdOnXDGelgjTXW6N1e2JEXbWvDjlXqhGdMcjwB72wXAwqNTVnJ4cRQPl55oFOR7aGlibqiU5rjthxeSaZQ1JCxWQqtTjgOOz62wXNx9Lkhaye3zXBI3lh0pq0f1axxEVVFXfedrPW6icqaUjjTu+yyi9twww3d+eefX3N5hhAxlfHRRx/t1lxzTe9eH3zwwW7bbbf1PxLRuTT68Naqhz8aBnor6I1imBg3V96jCcFrDePKklyQnhJ7hccZ17MQTRyZRVixrIU9EzKNKbX66qv3md2uGXWapWGqlXcghM/oDWT8PQ0pDTdmXa3y1hOhk9QbmdRw1zrWMGQb+H9cOWr1XFW5N6nTjZsqnxshhKgy9UbiljWCNy63KMaTDetCm2Dm8PyENmnlg384ZC2MYoqLfoEkbUq5edlsfdEZ6RgGR4ctegmDxjryom1tqL/YHukfAAMJ44xto+PQulOmTOntUEZLYjRlNS8xtKh33uno5bjDCDEzhZg9kOeHVVZZJfa8JGkFi6Zn+GL0uSGLng5nOKT+MOKS9lPLPGuETtd63UJlTanjjjvOv9eaPcbgAr3pppv6fHbWWWf5EFBuIvYALTqTIoZPZYkWqncfJga4sdMTApYQPGoUpfUEZUkuaOuGJlGeseLR3rM4YWXlxFSz8fbRhq0ZD9RZGqakciedR0SZiYGsAjLamGeZejepNzJpf7WO1UK2ETSAUIqKijL32BaFjBshhBBFU290RlmjOkJthAbBQEH7mEFleq7IIXtxk+7EaZo8pkOcxoNQ69hMeOhawOjCUGGo3ZNPPuk78zCV0H1Z9RfbvfPOO31eKrYDmFwMQ6QzEx1MLife4wy1pGThPKfaTH4YUuE1wzuvZ5991m+bV566T5vFL0udZz0vGF8YfZhn0YiqougmrfdOhYb/doUpVdRJxRXG+U8iGm7J2F3RPsr2Qyzqod4aURIpAg0hAiCpEYC4/Wbt2cgiiGr1bNTaTthAZBkK2KqGKa7ctaK+8grIqHkYzmSYlIfB9pOnNzItmo33jTbayO8P4kRQWXtshRBCiDLrxnqjM1oR1VHPMYdah3QFGCLWGdeMoXpJsz6HCcPDvFJZTYc4zRandeIi9i3dQRbC8nAsGFHoPQwYzB10LxD1zrMmSdUxfhjqF5duIZo7ypLJsy06KeO0YxjNT8djNM9WLdOr1ix+Weq81jIW8cW+eJ4mAXxSRFWVngnbte93OrgzuWtNqQ8//NAdeeSRbrfdduu9ccQxadKk3qisaASJTYsKDE/ixsPNxhILh1gkFpEw0THFRDNw8+EC40E0hHHIhHxyo+NGGoWbKjcwbiiEX4bwYMuxMXTRom8Mej8sgR/HEg7jAr5jGZxtc/wNtsm2qUN6EkIoizVcNqtZCMfCMXHjjBp81AF1EVeH3NDZLz/EF154wW+DMNXwps85YJvR/GL0LtAbQlkoUxQaKW70HAvHFMLQM84zdUBdhNjsFdaI0FPBvmh4wjqk7jkHcTdxq0PKbUNM+dwMKc55NI8RRgU3QgsBDvfLzZEbFA0UZebmxcvqkAaHdViWdagzW4aysi9eNgsJL46TqWRpRKh3GzcPnC+2g5nGduOub3pG+M6mobXyWB1yPOyP6xCoC7uuGGrLPuLqsJHrm2uHIcBca5SH46QeWYd6pf45Vo4nPM6w8aG3h/Mfd32H9W7b5jvqkYafa5Fthdew5Qmg8ebYqEfqh+0gEJPuERwH1zXLcT2F2wTEjN0jwnNn1wTXN2HfnHe2bb/ZKt4jTMDyHcuEtOsewfUN0brPe48I4XowozjpHsG+OZ9cMyFcd/wmuW64NouqQ2sD+U3w24jCdtl+0j3CHhy4R8TVYXiPCKEeqI+i7xHcI8lXSXlMvAshqkWzH+Dqjc5oZlRHvcccmmVsg+TcaINmzfgbjcyyto52mDaEe3KWdAlpxxFqtrjOxTDy3zQG7Q1tBsdNeSzaKQnq6u677/bajXaedpM2mYirTTbZpDcCC8ON75LSLViuq/vuu683d1SWZPK0Y5QvGkVV65qIm8WvnglxahFGfKF/11133dT6rII50859v9fBncmlMqUmTJjgTjrppNRl+JHz42kEbgpf/epX/Q3vnHPOSV124sSJ7rDDDuv9GzHOj+mUU07xgtVYf/313be//W3/EEAS9ijnnntu73BDbkwhrMf6Dz74oPvDH/7Q5zseMMl9xQNE3HYpBz+Iyy67zD3yyCN9viPnFsncqbPzzjuvz3ccA4nfgWTv0YfrY4891ot9ksmTLDlkyy23dDvssIO/+Z566ql9vuOGaufwF7/4xWwPLuPHj/cGxm233eauv/76Pt8R1bHHHnv4h+fosfLQ8YMf/MD/EO+9917/kM8DEI0F7Lfffv5Gx8388ssv77MuiQsPPPBA38jE1eEZZ5zhH4Kp+yeeeKLPd5iWY8aM8WPMf/vb3/b5jhv4AQcc4Osf85LrgdBduy6OP/54/4B91VVX+TKHbL311n7KW46DegIzSXhAY6paOO2003obSwMzlQdzBMPkyZP77JeyUmZumGeeeWaf9TjGH//4x357F1xwQR9zg31vvPHGvjGmDrhmgIds6g2ThoaVxtHq0MrLw92vf/1r/9nvf/97Ly5Cdt99d79tbuC/+93v+nzHtcA1QYPFdtmmDWHk98l541q74oorvGEXsv3227svf/nL3ug5/fTTe8tCPdCw/uhHP+r9jUSNhB/+8Ie+weecMyMKdcJ1xz4pK9vFnIjej2jE7Zo/++yze4fGGd///vf9bCZ33HGHu+aaa3rriYd/xBXDKikL1xMP5uE1zD2ChuWvf/2rvxewHsfCueY6S7pH8Dvl2ufc8bsNt5nlHvH5z3/eCyq+v+WWWyp9j/jlL3/p/0+ewaiB0a57BL9XiNtu3nuEgVg+4YQTUu8R7Pvmm2/2rxC7R3BNRsvEMXKsdj1Gjb/vfve73ijmfP/lL3/p890666zj9t9/f3+PjjtWzg3nqNF7RBSuTYzBWvcIfq8hWe8RN9xwg79H8HsUQlSLMj3AtSqyIjxmTCVeSZH3UWwZ1kFTcc+mLWlGecOJZNB8aCLaHNphon44hjxlT5t8J8moCs0F2gDu8xhKdJ7ZrNG07bTFUSPF9kWZ0czoY/QM20CD8aL9QvvxHSkzkgwmqwtMG7DcUVki1OpNW2H5oCzHVq1opzzXbrh8aH5Rh9YZ1Cjt/G23c9/zlXT4bxH064l2D7YRHjSiPc1RuDmGZhAmzyGHHFJz9r2oIYUxdOutt/oHvjxgSnHhcZNSpFT9URBEO2E+0LtuUR0sy7mlZzza412GSCl6QSiXldl68K1HKTyWeqMgKD/bYtvsl3LTQNp+gXeuW44zWodpURDcQCmLTWFrjSWwLAYCjT8CAUFApIBFLVGH1DeNLD1YfM7DuTU6W2yxhd8uDTPbDGe0zBMFQTkwIygLJghl4AGa85sUBYEgwJSzslBO6idrFATHw7FQN1y/JLZEPCCQLFLK4DrheskTKQUIK87r8ssv7/75z396ocfvJBopBVzjPFxb1BZGFkZXNFLKouu4xvh/UqRU1mhK7onh9Z0WScL+qGt+H9SBIqUUKdUNkVL8FvmdpUVXi2waSvUoummoS1HlyGIO5J00JQo6meTc9sC99tpr1z10r1Z5bYIf9DX6kxngeE5Dr6N1uEdbFHloJMXNUlxPHTNcjzQVaDc6rGibKAf75nmUbaCJx40b5zu1onXMvrin8VyCTkZH0QaiA2nzWI/zkKVMlnScbVhy+bjl4+o0Sz3HDZXMWq489Rq3PBRtyHZrpFQZU9kU1e6XypSqhzymlBlS9Jry4GsJ7vLQyYKqVRd50g0ryw+808fwRsUAjSMPcTZEkJ9rWmNVr9BIOr6kz6Pb4gGOBp3fIQ+Ccb1KWWB/RN4QNWLj6Ym4iYuOtAYc0cXLZizMK6DyCrB6rsGkfAFxvWZZrrWkWXLq/V3kub7b3RiX7V5WJWEg6qeT2/5WonoUraYM9+kijJ687TRmD5G2dEDm2Wc9JkRc/WbdTnQ5ns3uuece3zmJtqTTgUhadGCa4UYZ8mo5osTpTGVd9DXboiOC/fI9HXmhprVjtSgui0ZD+2JMWcQ9epR2ArOLDhESe7NMlnOQdr3Wen5CX9pwy2j0U7jdrHVVz3VUpKlZi27MKdXJ7X6phu/lgZsVNw7ecdT5QQI3Agtl4wbGsCoeajGkdt55Zx+BwLAa1rFIEnppw+irbqSVD5o2VIrt825DT7KEQjZzHH4ZQjWjYZlg48yJsCFqgGF09ZQhLeQzKfw3HOdOWDENNt9Ft0UkAg0ujRa9SoiFrKZU9Mb+hS98wX/ONmnI4kJ9QzFBzxa9UhDNfZCl0cgTCltErgbbftJ2LHEldYiggWgS8+j12GgS0jzXd5mGQ7TzXlYFc04IIbqddunGoofc5Gl7+Rz9gFGCJkO7ZZkFOG8i9rR2MGt5o/uzd4whNB6R7zZjXdosxRwfD7/MGE0UN59TvjQtE85uR7QvBhj1RloDMB1mhlRo/qC7OC50J6MLGIFgw9QwoigLZSSSnOhhtpnlHKRdr0kzC5pOZ9QAz7tsHyOMyP9QW4bbrXU9hgagRRqnTb4TRrC1anhZO3/bZbivdBqVNaWOOeYYd9FFF/X+jRMLRECRMwMYLmNDaLgJkLcDzFk2wnWqRJEubSsfNLlhcaPnZs1NlL9xTss8RrbZY3jDcxk1LwhrtrBizBd6LWwoV1qDm1doxN1gWY7Gl/1DOJVtuC0aX4a02jk1MyXLcUcFDdcC+WnA9hU3awih1YRL80JIRGcszBNCnHVcfSO/k7B+uR/FmX1Wbgur5ncSFx1X9PVYa3tx+QHK+ltt1b2s7OacEEKIcpDH6EkibweaDQNjqDLGSdbhWlbeLGVMawej5U0zZKL7s9QYREJhGlnEDtoyOksx2yNqHi2FCWfDtdFOjDRIOtYw11HS7HZh52r0WNGb4XlAr2Fu8Rm6lGHhbBvji3UxvdLOQSOdqPyffaPFMeTYPxo5qxEYVw7KyYvjrDUreNHR+6I7mbPKw/Z4pRGOTMTFrvhIxab20rfyQZMbFQ0NkR3cxOlF4MZfb4PdihDKIgRFnnMZRr3QENDA8k5vC40y5SBpNbmQ6H2xhpNGMOzZaRSOM9w/DSyNfzSRJMsR3px339FGnm3bcEXqApMorn74jDIR7ci+Sb4cbSxrbTtu2KjtL+k81/M7idtemtkXlhujj/sWOa5CwVfP9Zh2XLUESrT+mz2ddSO06l5WdnNOCCFEeWg0siIaRZ2lA41oI8wayyeapxOl0UjzUFdgSIWGTJppYethTNEpy/Gi3+iYZVusi95jm5bvFUOG7dOpibay4UIWRZXXmIk7/uixRjsxmYiFsln9MxkImpnyMMqB46VcNttgmMQd7U6EFwYWBmLSM11cmSmnpYOg45rnhHCGvTzXY1o0WFrC+aKj90V3UllTqtspupe+maZLFIu2oBEBGhS7uefdbyuH0ETLV5QZVutcWqJHGjcaacQIdcb+GcJqSeBp7P7f//t/vneEcGeGq4bmUL11Fe6fRiopCSP7ymuEJQ1XjAtNts/ICUeIMg065aBsmDa1DCTAlKIXife4bccZV+F28/5Okuo8NPs4nya6osKH84gplST4aoXVZxkuWGt7cdcnYqNsZlSr72WtvGcKIYSoJkVpxTCKmu2h+9LMorDjy6LKs3aiZNWLWSPwLTrcDBm0KxFctfQIZstNN93ko58wbIiQwhyJTqhE4AHGDvsgch7txDFEUzpEj9EMM9ODYcQ6s8yansZwqhVVH2oo1mcED/oc6DhF83H+OH7eKTuGIZFgJFvnmcgmCao1NDM6IsCisphJmDQ1pKWxyZHyXIdp0WBp16466UQRyJSqKM24ATTai5NnP/Qm0CjRkHAjrddUa9cQmiLNsFrnMm6oHMYJjZlFTfHCqOJlYbxE2aSFHmetK9u/JRUnOskSHhZthgLHFheaHOavQijYsQO9MrW2Tb1hAmFmJQ0bhVp1lOd3kpSTCxA1iJ3HH398NnM2WidpIdZZkmGy33p/J1UUG628l8mMEkIIUY9WzGNY1dJw0W1Fo9zR3VkMhiz7ytoOxuUZwjTiM6K4LK9s0voWTcWzAhFA5Eni7+h2OT7q1kyopIlk4vIlYeiwDYwuy8GE3kVHY+SxDNvjmcUimWpF1fP32LFj/czJEJpYmFHUA9u2GcHZNkZSeIy1sCGNlI/6QZ+jM8mRzH7JcWV1m/WZpVY0WKs66ZREvDuRKVVRqt5Lz40Ow4SGJPqgm+dm1MpcT2lDwxoxZ7Kcy7DRZznqjzBdG0/Pi14RGmEaUxpqGrcw51RcXeWpa8yirAkP0+ou7dggri6i5hJmDo0vPW1p5YjWG0YWuQMoG3WV1RSrl7RhembO2pBMwtA5d7wgFAO1TKeowIhen9RRvb+Tqt9rmoEEkxBCiFqkacW8nZtpejduW2GUex6DIW5fWZOkZ8kzxOe33367N4OsgzCtHOgX9B4m1uc+9zn/eZb8RdZOQ7TMdl4wcNg2hhTaEgMPMHgYLohxxDupMtDbFslUK6re9hktDxrQIvU5dswo6oE6YD8cY5YRB1a3bMs0+fDhw/25/vDDD32ndGhuhR2kdICGHaRRsuZYbdZoknryU0mTdQYypSpMlXvpkx508zbSzXxgTitL0WZYnnNJ40WvDe8IHWbjY13MFoaxkWsKk4PG1hrkpCTqWevaGrQsCQ+jvVCYMpQx69C+uLqwz8xMGjdunG+IMeI47ix1xzHTw8VxhCHdWUyxeonrrQxFKeeR3iwEBOKH6YepMxMY9HbFCYNapmhcb5fNXBP9vdVjHNaiETFSdvNLs+4JIYTIQlpnoCWSztq5maZ3k4bZRzWfpc2oZTik5YPKOjIA44YZ0k37hHmGyCuLdsPoiYt0jxtZYcP3WD4tfxH1y76jqSasnqwjl89JB0HnJnrZhvGZ2UPHL9+hxYjOByKT1l13Xf//rCaPlYl1bZY/ckyh9yxinjriOz5nNAKdlGn1HNYt8I6eZB8Yd5SJz8JnFurJOkjDyPywjOGQxbiZr1uhk8JrmeOhPJyfpO1Ik3UOMqVE24h70M3j5qdtp9nRUFnNsDDEuIiZKMIZVRh6htnDu/Vgbbjhhv4GTmNH2fncxtxb8kSWyyqI4kKvayU8tLqzsGwigciLlJb/INxXrXDreodMpp2z6L6L6O0xEAq8qIdoVJcl/UecMWsMPXXWM8ewPs6jTQKQZjrVGvJphl6R9ZlEvdutirBo15BhIYQQ1SIuGtvaOdp/Ou3ydG4m6d0kTRB26N19993uySef9J+PHDnS50nK0hkV5oPKkyQdDY8O5MX+rEwW/cQ2a0XcA/WEOYTJUivyO8yxRLQT+Zpsgp4wsgmji+2gzXjeQGthxLAtIqfIPYoOW2WVVbwuI+eTrYsBhmGDFk8zeaJlIpfUgw8+6PNMofOof+qF/bE+ZhVDGy3v1j//+U/fwRxnHkXr1jqMOUaOlwi50FTKkjYlOmSR5e3ayauBG9FJ4bXM7+OTTz7xZUnaDuXmfDeaDka0H5lSojRw4+MmRuhplht9u6OhaplhYbQQjSPmA41g9GE7z4x5YcQS5aI3xXqwzPSivggBpreFCBze40KOQ0HEO5+Fw/0ameLVhq1hxLBvthHONJLnPBTRyIWNanRGkLSorkaNEtbnHCAEEBzWyIf1ZOKMcnE+6f3inZ6haCMbHkeeIZ9xx9Esc6Xe7VbF7Kliji0hhBDtIWyLowZP1kTSWfaRpgn4nA5LDAfg/2ltbKg16mnzWJfOUEwhTJdQ++TpILTnAgyiRx99tDeCJy7y2/bL8pb4HGPHoomSEq2vv/76vdoWAwo9zjKYVdQX2yCXKfukgxWdmMXkiZaJjlkMKSKZ+JsILMuHxfFhhLE/9s11grZHBzIMz3JdmY4n+p5IejOPbD82CiBudsaktClW5zayInod1KOBG9FJcVF6SduxjnrOGa+s+bhEOZEpJUpBeONjOBM3b9x/TI00M6NRskRDWY6ferfNdmhkiIaJTk9Lo3n11Vf7RoIGcJtttkk1pqI3erDIMow86o36o2GzBhZTyJIn2vKhIAJu6tQzhpU1Oo1M8cr6mDs04GzDpu1lm9Ew6rh9xTXutfIpZE36HZd/KSmqq1GjhGuHnknOB+Yg9Rsae3G9qKxjZQrFQ9xxZD0f4XHYVMSIlkZyjBUtRqpi9mSNkhRCCCGKSCQNtdrntI5S1sHQ4cEdMESS2tg4rZG3zbPjRMOgaaNDweLKGtcRajmYMGn4zGazS4pot6h+9BbD7zB7iEKnUzhMtI5hhlmFFqKs9ozBNsKhhURQEanDd9Qdx4JGZH8WBc++0mb5o0xsAz1OMnMzqNjXU0895U07dDrb5ZjRyyxL+aMGYlyUFGUI80txnBwzhM8TSRH0VueYbVwXHDNGmxl/Ue2Y5XmsUZ0Unl+rqySzlfrF/IwOWWwmVUg1UUVkSolS/BCjY4i5GWMQcIPlId7MjKJ//FkehC2yKDRs8mybhgPTiAYuGqpMI0ejzWx23PCt0UsizsSgXNyMwYw8bsyYDtag87kN9eNv9vXpp5/2bsfyU5nxAtZI1WsScBzsj/NJ+Sy6Ky5BZK3zYNddXLRW3qTfcfmXwqguqxeWScsHESaQzDI8E7MQAYKACcsZFVfhcYW/NUQZ9UZvmiXKzHstct7D31RYn1BvHrCQPL2gWdcr232sVpSkEEIIEZfCoZ52rpFh8bYvom0saijNDEvKT2UmRpaE5xZJZKMA6omWZl3+RvOgI1dbbTVvMkUjx6M5r9gv5UNzU1bW5butt97a61Bbns/Zh+WSMi0aDi2kQxEDi6gqDCXqDQ2H6cOoDvSi7TNuqJtF8mBKYQquueaafj10FlHxHGc4656Zd2g8y/+FQWSJ5ilXNALNcmxRTyRkp0x0eJuBF+0IjdPHNkM0zwqUITy/cdoxKbdTNA1GETqpltlq5md0yGKzqEqqiSoiU0qU4ocYPvzT42CNGTdAMzOaMZwnS8hzvZEy0RDUONOCxprGwEKF+TvLdsNtsA8aT4wfbsz833oy4noYqFsaNxpVGldu5PS0hLOshDkP2Fa9QyhZh2Oi8UUAcG6hVkLOqJER7T2zWeqiPTlmeoUz2KXNIgO2f+oOMyY0DuNMwLBXiZ4twrqThmeyfxp5err4zPIFhOZfmkkTGlQckwmsWjPWxJ0HysW64W8qjH5j22HEGL1l66yzTm8jn0dEZ+kFzTJbTTOQoBBCCNFsojOkoYUst2fWKOdGtGhcW4ceyZvTx1I7QFwbHtfJY2aMjQ5IyikaN0yQYXoYKxbNTf2heVjWIpKioyvQQ+gai3xiXcqONkPjotPQNOSIAuswZT06ha1OzZSy2efCWZvRzCQipyy33nqr3y/7pKw2q2C0fqL5juy8EwnFPtBc6ELOC8P6rAzkm7Jheehzq0uOCVPLEqbzndUb9cRnmHFEPHHN3XTTTf5Y7bqLG4EQzhCNQRZOHhRqRwxB/jadmKbTW2XUtCNyvSqpJqqITClRih9i3I3FDJVo9EzR0VpZXPh6o4VqPWQTicKQvaw5pdL2ETfGPm7/NJ400DRE/J+Gmh4oO75ouC6hxPUmcA97iWh4aWQtWitrnYY9OTTEzz77rG/cgZ4lK7sJKHI4MaMKQgEBMnbs2D7mIILHcivQoHN8iAbKR4MczfuUlA+C/WBKkb8raXgm74iLuLHxofmX1ohbY4+xhyjgeBFDaTPWxJ0rC1GP+01FI8aoBwQYPXL07tHjxv8bERtlacjLUg4hhBCdi7U1FukTpxGyklWLhu191rYuLsLFDJUwtYNFEEU71uJ0TNy+IewwxJh54IEHvLZAixHFhS6zTjFeY8aM6Y1uCrVmqMXQX0QyRSOf0EoYM+hd9LV1+trx8neoh6KazDo1MXQ4fsrGKA4bmUA5iC5aY401/LpWT2ZyWf3F5Tuy6B7MKDQnx2/aFM1lSdAheqwcE3rQOkY32WST3vPFObLJjdgndYhBZddjXEdg2gzRtgx1de+993qtHNcp2k5dVXRnZq1nzKqkmqgiMqVEZpr9Q4wbxpQ2/rkVbnwrXHiMqKxmVK3hT1nKR2NiM/PRkNOIWCSUJZWk8bfGDyOEBtCGcyX1/sUNrbOGyhppvs97XsOeHNaxMGh6rGjA2WaYuPvOO+/07yzHDHYkg6RxZ3uYWja7CMKC4XqUnf9TDxxTnAlnWFkwpCxhKOYN/48bnhk9L2HkWtZG3JZDMNBDFeYlCBPTN5obIswDRvJO6pd9UjeYUgi8aDnzGMRlacjLUg4hhCgjypdSDGEESzTSJy+hUZREXFR5rbYuSXuZsRSmdoib9S5Jx4TtLBqNjkI6FNGd6Am0Be/oJ/QMhg560nIv2Ux7YXRTCOWicw6dapFRmE9h5BNm1m677dan0zdtAh+LamJZ3jleM43QRCxHJBJR8ZSVcvI3x475hD7jc8ps5x2NigalDGG+o3BoI+VCl5JQ3VJmhJ2jYV1SP4xwIFqK/TzyyCO+DGg3S4vBtWaRW2hOGxqYdN2h/4kmw5Biu5wn6jF8LglnikbrRjtFm6mrWnk/yhrRn/ZcqPtnCUypPffc0x177LG94Yai82hHmGTS+OdWuvGNuPBx48vrrb+iDDkaExqb5Zdf3jeKmA2hMUTDSmOPUMCQoseFZN2WADyu9491aHyZKSQsW1JDFR2axnYs2WM0X1LYk0Pj/tBDD3kxwLYIiQ5799gWDTTGEj1PlCcJDDmWpewsRyPMetajlwT1YC9EFeYNdUHZag1zjF5LWRrxcMw8AgkRQ5mjiemz9pRaboi0PGDWw8c+LVIqLmIxz/XYjvtHmcshhCH9JMqChjc3p63JkncyC2k5TqPtfdhhl7RfvkvKVRnmoiSSHE0Vtz2WwVBBK3L9mMYwE43OwQcffLA3+TbrorXQG2g+tAwaDJ2H1sRcuv/++3vzOSVF4FOnRMRjzmDUYOiw7VCrUI7QXAkj7+lwM+PJtsm66Bp0j+WQoh7Ri5YY3QwatDPr2RBHTDDKQpk4Po4XDW0JydmWpWJgX5TF6oT/o6HDcsZdR2ac2QRC7NOiosK8vOwXHW8zEWJapZknbB/jkE5dzjcdr+HES9FcW3Gdr83QVa2+H2V9xkx6LtT9sySmFG70Hnvs4R3qo48+ujeZnugsig6TzEMYxZPVjW+nY500k0i9N9eiDDkLR2ZbCAIra9wsdDS2NIA0zvQUWR6naO8fy9GDwzGGZYs2VBAmyWTbiA8aY+oGkYDpEg0Ntp4c9sk7dWBj/qPRPoQyY6IgbBBHYeJD/k+PEfujoUZU0LBbSDbCg8Y9KQLJxOXqq6/uQ63ZD/+36zHP+cjaiEeX4x0BFncd1NNTmjYc1HplEaNJUXB5rsd23j/KWA4hQPpJlIVOHt7cDj0YtpeN7rfWuYnrBKzV1qFn6PCzXJWWO8rWRSuizTCleI/mw7JlGNqFIUOkDfvGzLBoKz6n8w6diI7kewwnjDC2iyZDg1knGB2mZrpwLORaijPfMGQwT9B6rGPRUeGxG2YGsS6GjeVQQvdZ6gvqgrLcfffdvZ/ZeWObNjyQcnEcbIe6CIcBsixamGND36Ix6US1gA30GZ/zYhm2g46kvjC60FmUI870sfPC+Qc6EEkfQf2HZaCe0bI2Ix25QaOjMeLME8rBuYqbeCmLXm2Grmr1/ajRiK9Ovn9WypTacsst/eu6665z3/zmN324JeYUD5BCNEp02tIsybfb7VhHb05hT0bczapV45jDHiwaLIu4odEMZ6GjUbOG1BI8Ikqod5vdxKKsovmSwrKFUUw09jZmnnHuCBkL32bfCALLdRUtcxhCDUnnn0b0K1/5SuIQNWagifsOEy4cU2/nMFwuDBlPiiDKey6yXJNZI6xq9ZRC2sw50ZkFo7Mk1hLAQoj8SD+JstCp9/V26cEi91vr3NQTrYJGsETedHYxjMwi3tFczBiMVoyLYjcsOoho8aiZQTkwoPgM0E0YOTwj0jHIuuzfovDRWOSZImLKkoinmW9sD+1mdRKnC017sk1gX7yIXjK9Z9skVQV1QuQ+5TKTzjQv5aMu0MloYhtBYMPxOFY6d63TFr1IXYST8nDcaG8z0fgcY41zwDvHFHammqHGOhhibJ9lMLXQ4HbMYR1apHvSjHRx5kmtiZfa0ZnX6vtRoxFfnXr/rGxOqXHjxvkf56mnnurdVlxzUW6qMP41egPNEpXSbMc6r4kUTaoY3qyKGMecB+vBIuw3NDAspxBCgEgkGkn2xXJm2FjocZiQMWwQk8rGeogCGm16iWj0TajQgLM+hhS9PuEMebatMIS61vkMeyfDv+3/0fXCMfVJScjBQsYpB8IiapBlTQDfCGnXQVpPaa1rLPp9XFLTaD02ej1W4d4jRKuQfhLtplOHN7crgqHI/TYjWiWMnLcoH4t4R5+h/cyEwcSJe8hOMzMoC2YVeYjYD1FDGFIsE87OF43Awpzhxf5qmW9Qa4iiTW4DaFyikkzv2Xps07ZHBBIa9Z577ukduka9sC3MIQwpEpybJg478FguLjk7WCoG6sDSY7AehiDLhWkgwqF+lB8zyoYIYkaxfvgsFJ77Wno8SSs2OvFS0Tov7/2oCE3ZiPkWltcS7tvnooWm1LbbbutvSLjCPMhy8zr99NOL2nxX0I4HtLSkf2X6EdXjPjc78V49JlLYkxHerGh46KFJmv0i3GZR5yWpUYprzELDhu8sWTiNpCVkTCsb9UVDRyPKeggfGmOipYiUoqFdf/31+0RdRes2aZriuF4x61XKOmNc9FxFhSTbo4fKZlYhuizsUbRcAWECeD5n2NvnP//5whr3sLxJx4N4smmCwzqhzCZq4sRx9JjjkprmKUcZe65lgokyIv0kykQ7IiKaTaN6sN62o2gd2owcp5Z83TRdtCMViGJnGF2Y6yicSS/OzLDto0ds5kG0JMuwrOkRtAkv/m/HRhS6DScLk7sndfqljTrgnQ5U6wTl+ZS0C3HboAxoOHQp73TQ0gHJ//kOnYI2Ql+aJoZohHposCXpM94pE4nFLTm7mUymj+jAZRnMKjpqWTZtYp2sxBl7bB/9X6ReLULnZb3mo6MxGBXRjvuY7bOdI3W6zpQKL2Q46qij/E3LfqCiGqHF4YMojUJcsuqywA04Lo9QHNYoNctkqzcZXtzNijLSwNFAW0LEqKEQNv5FHUdSD0RcmcPlSIaIQYOxhAkdipQooUGEUUMDz4teIhpktoNYoQG3sfQ0wOG0utH8VNFpisNzbHWLwUddMqbeerKy5G4KvwtnjrGwaY4BiJSK5tACSwD/xBNP+F4+m82E4YR5z1teERwmqqcO6Qm0+qG+zCyDuBmAouKZa81Czhv5/SQdR6t7rltxj5XpJbIg/SREdSLAGmk7iow8yzpxTtznSTlOa82iHB0SxotOQfQQOgt49sMACM2M6P5C4yvcL6YTy1hHLftn+B5RSmhEzCEMGDQiEU4sY+XlezpyQ12cdK4on+U6tuFsbIvILTs+m+iGMtGBymcWMYWZZrlO2S6RSqHu5HjQpNRNNCdqaJhg/FA26srq20ZQsD3rbDV9xHFamg2is9hfdNhe3L6sDtgm+4hbNmsUfSO0UueFozFstkMrQ6sDLZRbqsWmFCf3sssuczvttJP/m4c/Ub0LOBp9Epesut1Eb5hx46PTlq/3Bpv2gNlI71dcrikievgN0fhZ5JEZOsxcYjN0YFjZcLm8ZW6kB8KWo9eGiEgabBphmwkuKWLJDCKOk7xRlsCRqCib5c1mZmGbJLvETKF+IOwJsmMDm6Y4aqSyvA0FZJ/UJz0mNuwuvB7S6ioUkpSRqCjLf8B3CIqwR9HKaAng+S0hJFiWc8c2mi2C7bpiOc6R9UxaLjNMPqChDnsk4445qQcyL2nH0eqx960YzmumIOefobBFR8iJzkD6SYj2/O7quec32nYUEXmG9sKsQSuamREXUZ40+oG/43KchrMom4kRTWTOy8wU1ie5OPux4XBosLTI61Cn0ZGJFkOPoKfo4MNcsk5I08PoxSlTpvhoKcrD/jFlMInYHtvFgMCgwjCy4086V+E5iItq550ORDpNKRPJwTGs6FgkGTufcdwYY6GWtGOlLtivJYRHg4b7u+WWW7wpxbGyTUvmTn1zPsmXai80K6YTOoJ9sk3qAW2cZWIdqwOGUpLQnW2iRZJ0ZJ7rO+8zRjtzLFHOdkUrKbdUi00pfpjnnnuu+/nPf+5/LAjwb3zjG36oiqjOBRw+iKYlq24neQVBEQ+ftcJAG+n9CpNlY6JYiDQNlSVEDEN3rYGjQY5r/MMyN/MGzPaZKQ+jh+3SeK+55pq+dykaeh2eB0wQDBqOhWXmmWce3xCbgECY0KCzPY6Pxpi/qRfLTRAeG8LB6s+m3qWnjvqjwUdcIGxoyLkGuD9hfJkIMGMry/BL4Hith5BlOQ+YZ3FReJYMkxcCkvMW7TXL0qjXcw3bPQRTBDFi4d1hLjP+jjOkwmNuVURhkT3IZbjHxs1eGQpTIQzpJyGqQ7PbjlqawLQXnWM2YzLLxrWtSWYQWgWTIzo0L5xF2aKZ4soTTS6OBrJIKTrs0iKv2S/b4290Cd+h39BulIv3OD0cphBAR7Jf1qe8NhQvmvLC9sv20ICh/rLjsnQZtM+mGzG92C7rYkbxPcdosB/qn85TdG+YS4p2H31IdDx1wb7NCOIYMIZuvvnm3g5Tykj5MQIp0+233+47L9kO5pxF+fBCz/LOsD30rtVT2jVodYBpR91azrAkHZl2fUcnv8n7jJFV5xURZc6zEx33XPOkBmFbSTNVN5tW69tOoaGcUrjYu+66q/9BE+nwhS98wX3ve99zp5xySnEl7BLaeQHnSY7X6uEp7M9m3MsqCIoQEDQ23HzZL2YKjUJS6Gve4wmTZWNi0HBF653Gj/3SQHMcFt5sN9pmR4LEnWf+plFEFGHU0JNF4x2GXsdFwlhSR4wkesA4bhMK4Vh/vuP/7Jt7ioVW05DzNyKB+qBRpr4wt9gO+6fRt2GP7JNyIl7MZEVwMIvMJptsEpszKqmuQvFC40avovXoRXsU7dza9coxY7iFM6lkNQ7ruYajBnNcCH6r7y21jqNoE6yd91i2Gc5eGTdrkBCG9JMQ1aCZbUeSJgg1WKi9aF/ohEuaOCdu9APLoinRK+HM1eHQvGgKhGh5onUAaWklwuXNeEHTYvysu+66XhuxT8spFUZwUy6MFzoT0XuYanxueaBsqJ3NMBcefzhTM5rSOnXtuNCT6EHMJdNx6FnqCQPIovApJxCFRbQS9WedoqY3waLTMaTQxKS3QLeidyk3y/F/OjMxh1ifDlJLqo72tQ5pykO9sJ7VK/vnnHO8pm3Rw3HXUXh9UgccJ3qbekxKUp+WXyqa37XW5DdJ1NJ5cb8ByPt7YzlGkoTHwfnOoqOb8WzbSn3bKTRkSl166aXuS1/6Uu/fjzzyiNtuu+38je/QQw8tonxdRRku4LQyNBKJU88PPjouOmxMmy0gWBe3nSgbG8eepbxZI2As2bTN3hYNLaYhoLGy3hQzo9KOPxqBVW9vXtJ4dLZnw+OYdYRGjgbUkjSGySrtWMNoIhpqevto/MPwZqLQaKxp1AlP5jMbMsfnHA/boFyIB3q/2Df/59yEwx4pJw024oc6w0iicWU7CA6+s/pjm48++qg3jWrVFYICkYLoSOpN+uc//+kFCWVjvxbpZYaUhb9nzUWWdg0nXWtJv9923Vsa+S1WTSSw3ejslUm9zkJIPwlRHZrVdsR1kEF0CJ5pL/SFDQ2P62yKdk6hcf7xj394/UMkDu2TaZK4YwqH6cVFN0f1RtY6Q9uhZTFY0I2hqYY+i0Zwc9xoOHShJUbHmDEzCJJyXtpMzWyXKH2LuAqHKxKRjyalXNTLBhts0BtdxbpELvE9WhTDDHMIXWedsqY3LVLKclxZRynb4R2ty7L8jUlIHWCccCxsD5OKkQE8b5i+Z4himGOL5xDKwnFgkGG2sb6ZN5Zn1YYVso519NI5yv8tLUitc4V2RqejYSzSzJ5XrB7TotDq0TnR30B0NsO8OdzCZbNGaSkpecVNKR7OovkyeFA966yzvCElU6rzqDcSp94ffDgumoal1k017cZUzzhozAoaEW7stUyLoiJgbJY0yorZwnEz60bYECft3xqlpJ6UrKSNR7dE49FkkZSZho/905jQiNJoUn/M2AL8TQ9QXM4yvmOfCCbqhW3ROFKnNNgcD2P8iVoiQoqeJc4Py4fDHtkeQ4jZP+cNoWBJzhEalgMhnN2FVxJsk15JBANh2dHkltabhPCjIUf4WR4rPqd8lD2MoGL9LD03SSK4ag1ovRGFVTpGI/qgAFU8DtFcpJ+EEEmaMKq10QxZJqUxws/RVnTw8beZH3Ha3WZ5Y5laUdppetq+C6Ovwg5NyoOuZRlMI/QXmi5c39pM9BLlIdIHWC/smI125lqZeLFv9Kuth3aznJ9oWzpwLdk4xhfrE1BBudkmkfUYL0TcY1zxitObYTQYZhu6k7+pc7QfeoAcqrzYDwYXZSNS1s4vo4xMs9rIiBtuuMGXFxON/WJK3Xvvvb5MNmTRzBs7dzwzYPqh2SkDE+7QoYoO5rjQq2lJ8YG0EwSY0EbZuuHkNxxTUhRavTon+huAqElVr+GVRX82O9+oaIEpxUV3wQUXuJNOOqnP5ziqNs5YdBb1Dour9wcf17DUM/tcPQ+47IflLKdUreTqWY8xLXIkTJRss6TRO1Nr3+H+6WGhviy8uZ6HYDvP1DdgxtiYfb6zHgzezajClLLklRg0hEbTeGLQ0KtCuDKNWZwhE6079ku90/ByDIgJGlOLGkNEWE9bXE9haAxQJowwepcQPogCa8Bt27XOF5Fc0X2E1xTihkaTY7ZZaRBgYeLO8Pgskqxe4nqVOi0Sp8rHGIqgtF5n0b1IPwkh0jRhVGvHPVxn6WxFd2F4oClZnrYoqt3RRFdffbXXeRg2Y8aM8TolbrvRhOuhxowmELcZ/UKdGA7Z4/hYFtC9aC3aevaB7iSSCE2FnqNjNswdVUvj2xA+06+hsWeGmQ1Ps3QadKBSDp5h2aYlc7f0D0SoRfOI2jvHY/vfYost/HMDdYT2RbeGdcQxmhbm+GwUBGVDL3IOHnroIX+uWBZdj+GE0UV5OB7WY1nKyzHyf7Qz55v9sg6jGOhUJRqL8nOMaUnx0a0WqWeT+2CYsawds3Xwos+jM083MhFAdPigDbuz2a85pkaG9rUzZ5xogSl1wgknuM0228y7st/97nd9lBQPYz/5yU96p2EUnUW9Q3Hq/cGz/WjDkvdmZ5FH3LgtBDXLNpLMiCTyDJ2zbdnNPPzbhvalzZKWVsc0JPwOEQNpiQ2jRMUN55njoDEIx+zHmW+Wp8BCsWk07f/0tnD+2CamDcuFIissuzVAnCteLG/RaggSroUw6shyWIV5ncI6tu2zLseHMLAhhESTmfFnyT3Tzle0N85yTXGOuAcyJBEjzRpvG+bH8dDLFeZEC4/BjL16e5XiGuyymB5Zp6+OI5oXI272xFr7KwMSO6Ks+unEE0901157rX8owbjnPp+HAw44wE92c9ppp7lDDjmkaeUUzaeM985uIm5YXFRrx7WnSZ2t4bJoBDrqMEcwLuiIi55jy2tERxoaFm1kM/ZZeZISrocdRpSHaB40FduzGf3idCLtOp2E7AftjPFjszGHE8ugpfgegyopEXucLsXk4bijOafAUkdYp5E9G/AZ5cTEs6Tm6Fc6h9FY0TyiSc8YvGNwmQFmWh/9aYYeOhDjiLpnfbQgGpeyEqnEMmaW2egA6pNlLJ+WpafgO4Y6MqrC9KUNKeRY2CbbC42kuHqzZxfWQTcTpWV1UkvTZH3Gy5p6wq5/ymezLTY6tK/oZ1tRIlOK8bf33HOPO/jgg72TyoMXMFvB5ZdfXmQZRYmwGwc3lrhQ0KJ/8GkNSy2ivTZZDIhoubMaOtHk5WnrJYmJ8GYfN8a+VlltWBwRSkQG0UOS5ViTysMrbsx+XONj55gGA5OESCYaYAv/tZldkhJiUnbWQ6Tw4thprNmm5bMKRUTWHhn2y3YQF9QJIoD6QVDxHWVjJhW7puMSd4bh6NbY00giDCgDQoHQbgtFRxjQq2Vh6ggH6x1EMFAerkmLpDLBkvX3Ef6eog12WSJx4qaljpu+uqhjLOtwv1aIHT1QVo8y6Cce9HbZZRe34YYbuvPPPz/XuldeeaUvvz2YiupS1ntntxPtDIvOBp0UnR/qXsu/abOvoVXiIu/RQUTnYEjRqUiHG+YJsD45kMzECBOu01ls2heNzjpobfZLmx/O6Ef0E3oIXYQpxL2OoXGWGxTtTJnJ5YRJjm5iPfQZ5bJOWqAu0IKYNdw/2V5cZFk0+iZ6nccZLKxHffB/ymqpJdBucek2kp4x7NyF+VnRlxwLehEtasPqwmGarE8do50pO8fP0L8wQsvSRnAeiIZiWc5bUgJ7067oKMzAcKKh8PhteF40L2YWTVNP7qa4Gayj1z/rhMnKIZxdMm7m73rI+rwnSpzonB8LMyrwkMXse1zo/Hj4wYnOpR4RU+8PvpGHOmu0efjPG3mUh6Tk5bWWj4qJPMca9yDKfvk/jTSNf9yMgXnKk2RCJpXRRAs9MsySQiNJGWh4rWGMRofZsTDkz2Y3YRkaRtazRtHWyxt5wnq8rJfQptu1IaEIDivDXXfd5csAGHoIPwiH6dlwQMQF5aPhpgwILOqdBpL7n10D1IXVK5ipZQKG42Ob9f6eog12Un202riIXlPRIYxZoxWzHmMrcgLUW4fNFDt6oKwu7dZPxx13nH+/8MILc61HO3DQQQf5nCdf+cpXmlQ60SqUT6X15G1L0BtPPvmk11TcL9BVGAhxWojt0l7SuYdxREdZ3LCzEDp+t9lmG79tDAkbJgZhDqowNxRmlSX/pt1Fw2Ay2SQ06GEMb9ahg/KSSy7x+gjNxPKYa5hXlJ3oLcwSyko7bqMi0EloQ/Zj2p2ymV5iOepy6623rqmdk6L849ajbok8Qh9S15hfcXo6fMagI5ZjCPO5hvskwozjp8w2+x+zEIbn0GYpZDn2SX1g/JnJFB2ZwTWBIUWkbTiSJElzcC6jEw1Fj99MLeugjSNu+1l0TlgfHCPlQU+n6d44c5HrL8xja6MmZCp1uSll8HD25S9/uYhNiQrQahGTdrNLa9xDA4OGtFFDKmlfeY2StOWz3NhrRVrROEVzUWWtp6Tk62HPG4nEo5McxG0rjPYi4SI96zTafG4zl/CdRVchVmhgeGEKWbL0aIRNHpPSkjtaD6OZXNEhocAyUSEGdq3Tw0VvHg0h7zbTCg+RfEbYOUKDXADUFfsJh+3ZtughY7+8I3TiIqfyRMjVqg/rZQ17FpPOX1FEr6m46auzCvMsxxh3DRdpxJXV/NEDZfWpkn7ifrf77ru7ww8/3EeEiuqjIcbNJc+wuzyE7SK/S3QUL3QJOg1DikiapGFn0fJhRKAL+JuOM+tIwqSyJOBxBgEaDW1EGdBsGCVoO7Qf61t0EDmN0Hgsj2GGOYLOY1v8Hz2ElkIzoY/QWCzPd9HRB3zGNjg2DDAitL74xS/2OcZownR0J/UQzhyXNpTMIljZD8PYbJtg69hvh22iKalztCx1R3RZ+NtCe2HA2MQ94dA4O4ccB5Fi6Ej+xnCivm655ZbeyCWOg7pEo/IZ7YeNJElKZg4ce9JEQ4BxaMfF/9HsbD9MMWH5WNlnqCGzaC2WsYgxG75p57aW7o0+F0Xz2JZplIAogSkluouyiJhajXu00Y6L0iliX3mjuZKWT7rh54m0sqlg2UYY+m0J1GkIbDrhsDxx6xkmKhAANLwID+tlqXVsQEN7/fXX++OjMaZRthn92C9mDuHi9LgRccS26QXCWGM7lrvJDCQTHtHzGSf+EAg0sGyTZI808AgmDCqbJc/Kyf+pI8CwCsfK0wBaIkzLg2Dh04TEm9HFfhgmiOCI5tCiHLyIiqAOTXDwCiOn8v6eahmZnD+7di0yjAiHZhvJ0Wu8kVnpah1jllD9Ro63rOZPWe7FojtgYhse6L7//e9nXof7IC+De6AoD41Eo4v8urGetgTNQgQSRgQRPNbhaOtFo7xZ1mZzi6asiM62Fho3FoFFlDgmyp133uk1EdE7lB/NFm2L0XBoK9YlYofIJrZBmRhaxm8fM4T92rAw9B0aCg3GtigvOopycXwsgzljZQ9HH7DtVVZZxesoMzVsxruwXNFZpNFYHBPbZnuU0+ooLicXWgk9SgQU2hXQkxxDmN+S1z//+U9vBrE8L+vUDCOxWIfvbCZBNCKfcT+0CDXKgqbkurCofOoQbcznaGHWp264D6NJeaGtMPSSUiSYIRR2klrHnT0bUAa2wedobc4N+8SUovyUM0yGT2SdmZi1tFbUILRUFpTXRpfwHctluf+wTJifrBkdkaI9yJQSLRUxRd40sszQZe9pN80sZaolJLJGOEXDZNNmP7Hop6yRTZbbyobAmXHE/2l0eKcnh8YvNJWS1rPvaARpGGmUMGVocKnrtF4NYBm2S0PO8dHA8k5jvMkmm/jGDiMHw4t9st111lnHN9yIDgwyDB5LfI5wCRtS63WxBOgsaxFRhIOz73/9619+Ocpk4+gBwcF22JeVmZ4tthXNKcVnFvZMQ42QoRyIAoYpshx1QxnYJuePMHYMJtuO1THigvOG4ca2EGyYhM0cXhr2LFJfNl1wveZsHvM16TfSjFnpmrn9Rs2fZoklPVCKkAkTJsw2I3IUIhm4l+aFh8AzzjjDR4JyD8zKpEmTeocKinKSRb+I/MTpxnraEtMncW0In0WjvDGHiByKLh81B9AsaCubtRnjBm1i+ZbQC9wr0GiYFtHoGItyZ3uWFJ31uMegGdEd3CtIVk4nHCYTOhCdZzPEsZ1Qb6Hf2KaZIxgjoXZjOYY58z16Fu3IcVAWymDbsnpGZwF6Ei1LeYj2Zx/8PzoDMxqVoXboJHSdpX7gOzQr+hndF55P3tFy1J/pZytz+NviO0w3zgEaFLOPdTC+OH/UPcfCPolE5Xis85NjRTtzvjD1LKG6zfrH8VHHlkbEnocsn5TpZb63OjKdxP85x5holuPL9mm624YeWjJ8ux6ymKzRZTgv7MuGCXIuLNl71uezZndEioqZUocddljs5/zIedDjwt9uu+38zUh0HvWImKKHwGSdoSvtppm1TGlGUNYcUGn7CWc/oeFkqBuNTK0IsHC/Scdpw8gsnJueorAO0sw9i5KisWM9y6VEXdN4xuUpsCmDEUc06pgtNisgja4l0kSw0Phh1GDkmAgiSsl6QVjHkp5bCDfbYh8IHOoK8cB69B6xHZalbBwTDSqNuE1hS2NsM+dZOcxgS7qmw7Bn610zIcN3ZjhxPOyXPAEmSqyHiTKxLz5DgFBmykrPXT2J7fPAMXPs1ANCkHKGIq8dv99mR/gUvf16zJ9ogvxmiSU9UFaPZumn8ePHu7322it1GTPe80LUBPcx7uEG9xP2efrpp/c+/EWZOHFin+Plftjs4cNClIG4dqjejoSk+zzbiIvyjlserUNHHWXBCGA99IDNvBlGpIfJz3nn76gWQNOwXwwUPmO/RE2hF+1+ZjqIfbEdcukxEYy1iWEkl0Xto48w1piFjg4+7j1oYzr6bAIZ7j1oG9ZH+91xxx2zJWa3WaTpsLS0CoCBRGSW6a8w0gbtisZEy7Fvm1GafWAK8f9wHY6NDj8i1DDiuH/TYWl5myA81xY1z3YYIkf9YJJRzxwLdYmuRSeyLTQmx8r2aQ84PxZ1jqHFO9+zTY4JcwfTim1wHji/vGyYm10HNtST4+AcUh7OKTqfz9kH+6TTlHJHk+HbsM4sWitpGes0D3Ov5nk+a3ZHZxRFYpXYlJoyZYr/kXMxET0BXKw2ffvZZ5/txco//vEPH/UgRNFDYLLO0JV208xapjghkechvdZ+whu+TZWLEYKAoGG3GeLC8mSNoGI5GpakGTXSzD3AXKIMvGjE6cWhAaCBp/Fie3bs4ZTBiBAaf44VEcI7jTXr0LhaVBbHyP/pNVt77bV9w2rRR2bWUTcWiUT5+BxhgtlE3XEvCnsLKSfHy7qULW7WRcqGwLFhgEmNTlg/HBP1EBUlluyS84eYAEvczj5YFhFAGakv4DjJW5CWgLSIRpLPET0cL3VlofN5t1/k77fZET7N2H4e8ye8N0RFYVmG/on20Sz9xH2OVzMgl9TYsWP7fDZu3Dj/+be+9a3E9XgwsodUIbqJpHaoyI6EtCjvEIt6N12C4YHe4nO0l2kqS2nANhiixWfoKTNYAC1DxyB6gjbt3nvv9eugv2xIHNun3eO3z7rUA/oP0wVTOpwhLtRgQBkwXNB3bIvtE32FbmQ/lB9Nib5jfxZpFE3MHtYzx2fLoK0ZqmammWkyM0jYP4aRzRJo26Ae6JAMNRs6lbpgvyzLunT+Um9oVpu9z54RQsx0MuMPU5B9onEtop1ysh2LqKfdYJt8jsblWHi3vGGUg+/p7KWOeKferRPVhv8BbQ1RX3SC0G78/e9/9+WnPonoCp87LBm+5cxiu+zHhjDWSowe9zuI5pmKez7jOQMz0IYRJv1umt3RWda8op1G3aaU9eJdcMEFvTcrTto+++zjNt54Y7fvvvu6r3/96+7QQw/1s7QI0YybRpYZutIeUKNlSksUGBUSeR7Sax17eMOnwaAM1113nW9sbOid9f6kmQdJU6yGIiAtDDZq7rEOjRQPS4gLGnEeqNgfDSWNWdhYRKcMprGncaOxBXqhaPSpZ9ancWMZHrwwTUJBRYOHKEHE8B3HZSKGxhaRwmc00jSIbJcGmWPB8LFzZJEqNKKUlTqyUG5ECvVrCSzj8ivEhQmHDXCY7JLzZkYa9cA9EnFBeSynFZ/bNhuJGMjTSHIclCHaM5knwod6Kzr6qJmNejsjiMJ7A78nE4XK+yTKop+IcuDexDv3Tu4lwD3dfts8tDD8bocddvDtAK8Q7s880JqxJkQ30Mgw9mYQ6uCk3Kl8jtlAm0QEEH9jpqAL0DpoE3QLL4wW1ufeZNHsZkCAdQxaHlK0DSYJ+tXaOKJsuK+gpbjPoNeI4rLZ6ax8N910k9dllheJ/VhOUdbFHGId9Cf6Dh1C20pkJvqJ/VtZAL0Z1SboH/Ztebcwcoisotzsi+/YLoYT+6JeOA7uxbbdMDo+TKhOedkOBhP1im6y2fMoP/uyIXXUOWWhbjgW9kt5OS+WSxYNyTb4jg5e7q+mf4F9U1aLamJdyoqGRktTN2yf4ZhWR/ZcwHdo8NDAs+PhO+qNemb/cfll2RbLc31Eh6RyDtmGaezoc0j0dxCXZypqqFIOzEnqE9MuLsI//C02s6OzrHlFO426Tamf/exn/mYSuuecoB/96Eduiy22cAcffLA75phj/P+FsOujWTcN23aSW58kDMIy5R1mY9OyYkbUSlCd5djtt0QDR0PEjY8HF27GYe9PveZEXB2EN3Qapqi5Z2KF/XMzpueLxpf8IjTeNHqEWduxh1MG06jSINOAUa98zkMMpgjr8cDD9tkey4RJxy1JueUqsHHtYDMMEnlCGWh8LTeUmVhhQxgN6+V4MNdoCGl4w2gplmMbbJNl2YfVZ9i7EzbAYbJLy6OAIWdh6AgA1kFwUR8YdoiXRq5/tkdDjaEWCp60aKksv73wWuLa5hq37SMylBA3G6EJbbNNNhIRJzqLMugntn/RRRf1/k3UBNx2220+pyEwy5MZ9kKI1kdMFJUiwob5mQbi3oM2CQ0LOk/QZnxunZjRB3GwjkE0GuYRHXykNjDtit6jDGam0Aaii9BWYZQ2UfKkqkCPWbJ0NC/6CU1nJhgdtSxj0ffoQcslyvYwjFjXUj5MnjzZ6y0MN4u4N+OJZTB7bOId9oWBxHFi8KAt0Wnsizq1yCGOL9Sohg3fY30MFLQyx0mZOOZwuJ9FhUWjreK0A9qSdXm+sKTonBN0tJlmaF06FegUIKoJWA8TkfOA1mR5y3PF8bBNzhvnOjTwMIT4m3XDZPpRLM1GWB/hdWIzEVIHab+PuDxT0eXYDxqd80jZLV1GWh6ppFkmG6XZkViiQVOKC4MfejS0nIckm12Fh2kebISot9co7xjeqFmQZR0rU9yYZIjbvw0jo6Hg5mv5jtLKm3bsrHf33Xd7Y4NGgR4QsLHncb0/jTr4SSImadY0M+0QLRg6JmwQCOH+aAR5sQ69YzSONPR8xnoYPoD44DOEAYIkTJ5rYdQIH/YXTgkcjVrinsN+wKKb7PhYjvfQPATOWRgNZttC8DBrDOsgpLiOogn04+qbhtASTdJwInI4bwx1RDCwXmh61jPLXvS8WT4sBBPCMC3KL+tvLyouqKdoPox2mSpVGs/f7OGJotqUQT9deOGF/pUGURJpJOWREqKKFDHpTdHlyTpJT1puUGu3mVUPvYXZTDQNuszMEUwKyztqs9klPYjzf5a1VBNsE6OFKHqbnAYtgi5hW2halrVoFys3Jg7GDVrQosjD3KeUmZmCrbM5zGMKYd3YTM7kn+K4WJcyWYSYTSBEeW3YH+aOzabHPig3y5reRL9ZriW0Ietwf47qTzsXaEmOk7rkcyKLGHZnszVn6fTmM/Zv+6JcvKMtMaH4Dv3Itsw0Q/fa8wd1xPmi/ogyo44teslmX6a+LX9rWAYzIy2SKglL52GaPbxOOHbOOWVKe47KmosKHW4R/tRheM4tMqwVv0VpugoM3/v2t7/tTj31VJ+vBHCf/+d//sdtv/32/m8ePok0EJ1Bqx8K8/ZIJYmFrOWOG8qXtH/bVxhFUk8PmpWNdehhYXlu6PQ08LviO35D0ZxSaeXOYnbkibQJjQgaLBoilrXpYGnE44a/0fiHM+eZWUQjSYOFUKHRZPlwBhSwbSAebMiITRcbNUYQWjRY7C9snCkLjTH7s3qxvAs02HxHQ0+vmIE5hkihZwrBwjVgCSPtnCbVdzhtM9cgx2THbPmzokYF+7AQ+KThlVFYxpKWc8yIOo6/iGTa4bHR4Lcywiftd5r22yqrWdVOA0+UG+knIfpis7ml5UVqJjZBC+0q7WneSW+aQZoBRn3Z0Dfaamaks3LRZlsy8LC95IWWtHybYWcT2oXP0BNoL7RPXOoC/k/9EBVueT0trxHvfE95rKMR44NyoBctj6dpFZbhXLMO0TCkqDBDxTruokMT7TPrRMZsslmRqQvKbUPQOKcY+2hcyspsd2yHDj3KYuYP5eY46ExkHwzzozyYM/yf7WOUmdlnIwJ4cWzkBiXCFC1sownYNhreUjSEnd5ob15xk9vY7H/oSDQyupB64trkucCi9zGf7HqlPoF305QYapYjjPJbjirKYWkriCjjWrFzQJ2FMwsmRTixT/RteBw2UoXv2X+t56gsJk90mejvgfpvZfSSNF2JTalzzz3X5zvYdddde6M6cEj33HNPd9ppp/m/ucn95je/Ka60om20I8lbrQY5i/Oep9xJN0Br9LgBpu0rbw9aWDYaBhoKbuYIArbBZzSMaYZUXLmzGGFm2NBAIUSI9KlVXyYaKSMNOmYNjS/ixIQIDR3LE26NMCDSiUY9NG7oPaOxZTs04jaVMOuHDRjHbwk4w+li7doIj9WSSdqMJ3YuMJdYl3pkyByNtIVbI0YoHyLCzDCECfct1jFhxrFYmDRl5Puk5KXRaZuj4+bDPFWIh6uvvrq3txKhx+dpgtiuPZtNEcGHkLJ6jF57oemVJX9VK3qD4n67tX6nScMIbDrhqPgWosxIP4luJen+T6S4RTyHM6gVtY9ay9sELZgPkNZJV+9MrHnb1DQDLBz6RhuIFsgy8Y+V3wxAi8ZB56B/6MTDpDGjIy4yCU3BzHjoQBsWiO4iop9cTbTHmCZEiW+wwQZeF1qEOIRtOZMncAymUVgnmoYjTh+gzSg7w8jQmmhRykB5KRd/o6XQbeQdZRm2Y3mu2CefsT9LVcB+MYAoB9FE6CrLDcq1aetxHHxnpojpXjQ82hI9jXYNh2ezfbQm5eU4bChfVGPb7H/s03IqWa4qys6zCHVO/dqs0pxrys36XAfoPjp80cWcJ8rNMREdR5Qc1wtl4zvMRPRx1pyhdk2yT64DOw7Wt5EqYY6oRiMLo0ZQWEa2b/toRK+WtWOzG6nblOLk/frXv/YGlN28uCjDCzk604CoLu1I8pbUICc9wMaJhbzThEZvgOFwM65zMxSShEke197qlIYFYwfjg1c0TDlLPedx8G2/iC/2a71ctaLNqHMzOSgnjRKNus0qxjaoIxprGjwMIbZPDw2Ch+8t/xLr0pixLo20hSzTiLIPGlYLsaaR53safkQDDR//59xYaHS0zOG4fExFTDCWQcRYpBb1blOc27myfFiUxRp8wsFtdhmbUSXp3ETPQ2hsch2xb/ZHHVhCdMQCQwb5jt4nWy/NPI3OpoigY53w2gtNL/ZPIv2sxlRcpFIRjXbSb7fW/SUpitGmpLaZeFpxXxKiUaSfRDeSdv8PZ89Ny6FZ7z7SiE7QwsN7rRyhtl74d1xZ0jpOarWraQaYRUnbZCqmk2pN/GOYjkKHoHUs8h/dQD3wfZgbyIZKoSWYFZR6os44V+hiTBiMELQROoPlyDdKeVg/NLesbGg4Pgsj49BoGEB2zJhGaMowqt90IMdMGdZZZx1/zGgr9s3y5JQCNCT753ubKQ+dybJ06GGocW6oR0tqjgnE51yPlAEdS/lZjuALTCMMOLSg5RPFJMQIoz4snUKon9HGnC/Ky3pxs/FaFJJdhxwv5WD/1BU6ljKzviVSN3PIOiZ5txyr6PP/r713AduuHNf9R7SzS0pUpBKyLRXaaPOlCAmVpomJaCKiqZpR5pq1mlMqWjJXayIdrb4sC9NmNqdmi0hb2qrIploiomQ3kV2J3v/xG//jfNf13e57bJ79877neRzP937P84xxj/u+x3jGdY7zuu7rWnfddeu541h8DqeVIMfnWh7XNWeorsnI4WmbPsTUD1oq2OU5LnXYNv3uSg7hQeGqektElBK4MLjxGEsb00jyVroBNT3Apg/Uw/SbdrhRSsRIH3rTY/X1oLENHh1CijFW/P8lL3nJUBXZukBzopBn5hHj3pRDgO8gAXwmYUrGTeQCAZB2MO4IUhhtPDEYSQwtAgLtYWh50QZeIc4lBpJcBBgyVVKBGCp6TCVztXSNvxhthBlCpNM+R2+gIqNoB7EMQqGxQlwwynqfJr3nnDMO9sd7CynAo4qQ14XwxrkG8TpCSGJMeK4gC5z3LoQY6BqJUVDp8j9IgxLCM39s2+faylXhg7gg2A26vCKKdBB1RR+2/U5LUYzMJ9eDqsw4+aQxTzB/MpYTStxN0TZNFdSGPUYTtBwLjoOdx+nTFuVOZBcCBP0mhUDOkVNynPSJ8i05HLF9OO9UxU0VjrUPdlr8IN1fc8TncAOcjIqAwjYjyiC+sB1iE/1XVBC2lsgiOB+clb/wF84Z+8FDGDOAaymfFP2Lzj/A+YFf8z08BaGF6C9EGMQwBBzEHviGIurha0AFcBCaGAMcjf4gCO2444715zgUGQP9ZRzwUjgfy9aYfz6XGIqgxvHYhnPK8WNVPI6LYxGOCkdjnuBDzGHMJwrofyzOw7EYB9vRR+V9SrmOcigBjsF1qBxPnAMtM5Q4x1/6I3EIzkebtM94WVLIsTmXRFIxZ5xrnWO2oz/pUsk2sA3Hjo5QOUY5F5xTVctWDixekTemDlueH5h3xtzEU0e9hG4aARfGmEQpbrBnnHHGYsgtSTsPOuggn9AliJLgMu6wx9wNqI/Q1EcoSseiPEkYMa51DCc3L+U26trfpr5hgDDoLNGT2KMb8jBz25ZwXWvSMXQsw1MCytJ8KYyYecBAYjAJ+Y03dfour50EAoV0EynFfhhuGSoEJUgBxhLPEGSHz1TVBRLD+VUVFYxoXLqmZJgY5ZzRA5BMXlrnTx+VGJJjYAj5yzHYP1bvSBO8M3b6K1LSFJmTlqlVYkot1WO+6CvRSxxfOaIgDyVCnFYdkVDEZ6quEveT6CVBj/ddrhsJeeoTc8eL+YY86PwOslSOvjN+2hGh5TpUe21e4zSMm/lUJZ5p5CExjEFh/mQsN5S4G/dthB0JK8PcywdxRPZ1KGIjee6R00y5LCOi44S+EE2DnVKUL3YZwQa+IzveZ8zYTJyYueX5isxJ+UE6R9h4uEGuoh1t4DBFYGGcPN+JN+JIg3shkCB+8Jc24U5EfdMn+Bp/d99990WhAp4Fx6NP8D0EIbgFnIr5hB8iBPGC48khyDH4jrlEDAHwOjkNOQ48Er6i6m+8VGEPMQfRRg4siTsqsoOQxTXHPDFeeB79UmQ8vJb38D6+Y3+4e5pPFD7J/5lbrT6gDwiYOF35DAFxu+22WxRjuzi2U2dpXL4GGD/tw205T/yfcfI988dcMPecA/rDeBCn+q7IiMj1lflDGKNNzhP/5xzLiRsr+kWHLXPK9cQ1wByl1+tSC7gwxiBKEeGw11571TcrbqqApXzvete7qs9//vN1OOU4cfzxx1fnnntufXPngufm1AcHH3xwndeBPr/1rW8dWz+XEtKHwmmFPfYlEF2EonQsGOcYHZLLbTSKsWJkedjHUPBb4oasMGMicrQ8q0/C6ZgzCpEjJluMc4KBwDgh1mCY5eXJzVdamjWSRv7SfwwfJEsh12xDHwDHR4BgrBh6IqwwsERZIlBIGFICTpEEoLBxiU4YUi1d41ypCmJq9BTdhVFW/iWIg4QzJS9n+SBkKiWGcR4wkhBRBDwEtgsuuKA2/srDVcojpd+FEr3LOxqvo1133bU1yXfqVe1SdYQ5R/Qq5ZTK9RtCiXcTkghp23nnnetzynXE8QFtcb5jjrWukAeX86H8CMoF0VXQVb8nmYTdMEaJafMnw5gGmrjbqCIg+vLDUR8/fdjF1mHj4BvwFmwrth/7h0hAagAcUW3Vc3OIEdLRWdpUiU/fYz8RDjhuyY5KkIEvwWm0HQIP9y44AaIW/EncCz6FOMJ2iEAIWEqFALdAgGB7+gvvZH44jgrosC/zw1whTsG92VZ5lHSuYv4s5pL+wKuYXyVcZ3vap29EYdEH5phzAZdj7PRf3FPL2Riz8kTBfxC+2F99iPMlPkKCcDgRc0Kf+Ut0FFFjcFTmgGNxTbCfnJ9p3s94HUaOljpL4/Hpu15A/6fP8F7Gz7i5DpUag36ozUGRWy3COODIqt6MmMe1VsptxnzyvMM80zd4/SSjlQa9XxgzJkqR5PyFL3xhnVeKBxbAxfTXf/3XtchDsrtxghvbAQccUIdpEq3VB2effXYdIqqEhsbshD12jQ4adwhnXB/Ne4koow7xlHCgaBluzPzFy6SKHxi16G3oUoWQfRkDpAfDT1nddB/GgwHHWClSqgS+Q1Ti/Kg0K/uJ0OBdUug22ymsOXp4ICvKz4WxhERgHPE+aT25+s/5x1BJCMHIi1BFItaU0DMtc8z8cQwRBwBZYH4I3VbyzJQYxgTvWp6oqi70kTY4Z7yHrLFv7nfBi/9L8IGwSNgpXc+lJQAYco7HnHK80rljrnKh0DnhLOb14PwxNi2LU74viBxeOMD/da7Sc9d0fbItxBOvmKLduv6ecv0Gfcn8UoUTds4Hps2fDGNaGDV3m8YxYqVdBIvoDMvl3lHkCHwA8JtH6IH78H8e5AepnltyDMfoD/iYHHf0Ay6LLVdOztJSKbWBbYV/wUFoA/6DiANPQESA8+CsVH+p+ib+DK8j0TnHg9vCR/k/XAaBhHue0kcgosCH+Evb+v8222yzKPKkTmGJMoqIl7jEubn44ovrCDBVr+OZj77QV7gX4yaHp7gqAo0SrCsiCRENHqR8TGwjJzGcRfwvOrPph3guc4wowxjhmLSrokIg5v1kzFTx01zKScg1Bl8msinmtBXSqnnMvaLj1G/GyHmC58OHueaa+P4wBQt0rcFxcU4rn1UpConrge9oS0nkJx2tNIl7kjGBSKlIqOrGVl+9etvb3lbf6MaN4447rv67cuXKXvtxg33LW95SnXfeefWDujE7YY+TiLwqPbSlY0kTR+cSSY/qARDjyI0Z7wI3ZIQALWmTlwfjnfM25IBBwHhjeBEv+D/GNt1HHiUMMwKHIqVyc6YkjfzGEaV4j/GFZGB8IAzKr8D85G72HA8iJk+Nqn3kPKYY60996lOLuZiYA0hdGqWmSLbcNcg2RIlh6FTmOeZH4nM+IyoBQ65xpYKHqgJBcPDc8ReyxVywH0aXeYB0IM4RQQXByPVJZYqZL+ae/AWlpQrMu0hYzJ0kLx7zyfUBYVPVwa7XYU5QVl4P2gZKvJ/mAaA/XJsQNsbMNUZkG3+7VsFTMlLmsA8JyXmAVfFluVffc8LO+cG0+ZNhzBNmTWzPVdrtmntH0d6Rl9AGog12DZvPi/3axtoUEZWrxIcTC/4iZ13bUinsOlwU0Qi+Iu5G30rcjWp6WnYHb8HWKweXxBLaZAkbfeEz5ZSSw5DPEVCU7gAwV03VBPmM5zuWHMaKz/AkxCq4GUCY4jhwGEXYxwTszBdclz6pGiHHBhKdlABe6RzgYHzOvCgSnHbZl3HA2egjx1QxI6WOYIxcA9dcc81if5UPlXEwfpZ+ckzmKOU46bML3FNtMz6+Z94QCzkvRK4xnibO2PZ7aytYIwFWYl+pLW2PoEa/tTxzkN/4rN0jjAmLUkpmhyIdwQNXfCidJfADfeUrX1kdeeSRizeGNnBz5CWgjE8Ss/xDG3XY47gTzuWW6MUw3Nz66NJ70LdyRFO/FCnFCwGMGzTXK560Lt6GCIwaRhUSoZxAuWNilLieeTUl19Z5UcJsfuPsTwg0ZEeGm7FzvLj0Lh4PIHooPxcoXTeIPYhcGHPaZvyQGC2xS+df5WfTsGfO2bOe9azF84ah577FHEOaIIfMjyrwiRjq+gMxeoh2IZNEhbEPnzN/CIAqF0wb22+/fd2fdHy63jiGEmnmrnNdqxK8gHI+sD3faX+ITt+cFDlBWUSbY4D0eqZPyt0AuYWQcT65DiBkbIvAWfrtpssQIWtpLqiYXD23pCDtN3CSylV/p07YOfuYR/5kGNNAibc1LTubpeiKHLfM8UlsqCqpqXKbHGMljh3tIXORJk5HEOCeAsehbfEvReGXopTjnGOnlY9Jy75iZLTGGMebE9bhTLTH8xTRO3AwxKE0vYDmRcvN+B5OW3I+xuPDh+gbnAQuRruIPaoIzT0XRyCckO1KlbrFa9mPtuCKqtasan1wfsQizhtzrNUGcEraociPIpR43uQ4zLdyS7EtXIrPSLwux7AK+QjK6clYcjxP15eivIAc6VotIY6ookPso+M0nfuSo6/ENRiTrjWJrU2/k3j9sn2bIFV6HrZDbulgYFHqpS99aZ3U/OSTT64TFAJCDRF8Xvayl1WziJNOOqn2EBx66KGd9znhhBMWo7ImjXn4oY0y7HEcCefiTSzeSNMEfLn8NLn10novA6byuErMnavC0gb6haFgaZY8I/Qrhlf3FSclECGYaE15ekwMSEwqnjNO2o45UrJKSAV/9ZJXi98WAho5kjRHqYDXNT8XBhXjD3liHwyWlg5KXIIIyHOnMTFe2qSvSkYpcibxT0lHGRPfQ1I4/5CWXBll5U5QiVseJCES9FHJwCEUGHyOocSbMQxb5065AZgLiIlyL+SuCeU0oF28XErw+YUvfKG+TiSqKV9Wn99LSVBu+j3Ha4bIMa5P5p7+KVKq9NstLUNUfoW4jSLwmF+dv5xXNJJ5J6l0ws55wjzyJ8OYBnK8DTuEjY0FSmaNG0fEpWZxqXnss5b6MTbl3sSmwjtKzwDRHqapDOBIvGKUOxEpQEvnSlHKqegA6AvLyFTgpilvqRxQQOIP28F94A44G+Fg8EYVv4l5JXGOMRbmIFaay0VnpX1mjDjNNHY4FuOFb8CT4GtsS1/iORHP5ViMVZyT75g/5dJSvlk4Jm3BH2mXbRXVxbbwF3gMEVoIZPSD/SVK0U/aYNwcl3lQPlVxRbgknIk5jFXyNMcpD5KTlnll/DrHCIKcy7SatZzFaoN94NzMATy3VMwn96wmRzfbc1xWDLT9JtuqRHZ9Ho58uSS2GUtclIJM8UN71ateVV+A/Mh4CHzjG99YnXjiiQO1edRRR9XCURO4oaXexS5ALf+nf/qn6tprr6373RVHH310dfjhhy++56G3T1n1YbDcPN+jjrzKedjiOnsl4MM4YjgwDulDcAm6KSMOYHgwelybOXGnDWoLA4Dhol8yxMr5JK9gF2DAqObHfpAI1uSLoCgqJR4zjWzKJdZmnthHuRFYfkI/MXKQRH5T/C6f/exn1/N4/vnn1xFDCFAqN9wnP5cqy9AHxoBhlWgIMH4YMhkzft/ch1R1RdFfQGOXxw1jiWcKkkQoM/3n/gURSq8/5oIxQqLYF+NObgJICGBcHJ97HwSZY0MkaCON6JIhbYpGEkS6Y+U8efMQgZg7hDDmhuikQUKe+wrK8ZoROZNQ15ZTSveyuAxRFRrTbSB5EFLIb8kzmJL5WY0mnef7pzE+jIM/GcZShHgHQgO8DbuNjcA2lmzELKLNyaylfspJpKVtjF/5gnLjjIKXHDTKIwUfgUfICcQ8IsaocEvav+g8ow3ljyQSHN4BF4Fz8H/EEuw/x4t5S2PBFAAPg6Mo1ybt8qJN2iJqKRU/4rJHzru4elNi7iiUKM8l7TB+2oK7xeWS8ZxIXIPDqlIyfVVEF05BeAv76fkPLoZjkL5Fhymgn6Tj4JhyXnJ/ZyzKp0o/OSacn3mFE8HFVX2ZNhVJT7v0C7GM85bmskoL3zDfcFQJZ+yPw5j22J7fDc5MJaHnfHAuOScqTkSfuUZzomWOazAfctJq6aGEv6bfRFOVyK7PwylfHjZfljGHohQ/MEQeIom0VpcfLj+4QXHEEUdUBx54YOM2epjri0svvbS+aPnRC/x4OOb73ve+xdw1KVCveU0D44gcmnUMGnmViyRKb2IY5LS0KjcxbsLcrBETtF8XhZ+2eLDgRqxStm19amor9ouHckQHxB8MPuNQksU20UyeJrUHwSEpNb9ZxCpFc+U8FGlEC8ZNldZibgT6ws1fyS8xyEoaed1119WiD0BUUp6puOY9DfHNzVcpSTfGDiEJsYvjMzcYfy2/w7Dx2+Z4/F8V8xQ2jnikijIYefpEe9HrJGgOlaiSB0h59gDjRejm+KqCgmFnfhSCz/UFieZv9NDloDlQHgSRB84TY4l5nyA0iqBKl7815QIYVLToInqUjqkoOcinliGmgpzud8yTvHjx+mjq16w+kEx6+fUsz4UxXv5kGEsV8Cxe2F74A/dVbAR2d9DEyJO+N3dxMouXYfPhGvAZ9mHMbbYwFzWFMAF3EA/jc0XHKLKGv7HatJyQquDGZ4gg8C24FE45+gGnUq5SeJj+z/GV8gDwf2y/xgWPoT+8Z4z8X9FB6TlhzFQn5HOlMcCpWBq/OC38D+6MwxnOx301JoGPzwixQjPXGCKaOB/XF45V+Bbj0ZiUuJ33ckzCrdUu/Jsxk0eL48E1lY4CXieuLL5PH6hEHSPO4JGMgbnnWUApEvgN0Cf4H85BriV+A5Fji1vBH+Nzhc45/WY7LUNEfGSOJfry2+I88V2pkEzKNSRkqrBQlwI2fQIvStFZKV/mnHV14BtzLkrFiKE2vPe97+3dGW5AvMYBckmRgC+Cksx8/prXvKaaRdjz3Q1dKpCkoh43XIVLI1Zwc+Zm2pRbKXd+MEQywrEKS9+ll+kNnvYwZIilCBoYWgxuV6+gvsco0w+ELTwiGBctc8PgKZRZHooY0cK8QQjYj5s8lUHSpVMYTnljaI/+0neMPIZShETzJOOocHLGJK+QPFZ8h1cnVnSJ5xpipBBjyAxtYrR5uMPYYhiZc77DaCNiiVBwTEgN+ak4Hv2XUaSd9JzJSwsRg5gwj4qMkkdRScsRJTGInC+RPeYAMsV11uTBUXQac8PcMR7IB+1hcDmGckyUIq3arrlRLAfuK3rEY+ZyfzWJs9PMF7Jcll8bk8O4+ZNhLEUovYHyFSrifRgbMY17c8pH6QPCRsynBLCPiBfwFkQl5SwtRUNHIQdeB1eU6KDqxjxXISLB0RCnaK+p2rTyWhGhBYekfXgXn3Eu4FVyssFrFNWlccaCKUotwAtOB3ejHbgRQoLEtlwlO+Uv5T37wcP4f3reU/6kZPG0ieNR1f1e8IIXrDKHchwiqmlpH9B5gkPCRRk73JExSdRjzAgvIF16xv+pDA934zqDAypiC16niLWYQ0vXM+2zP32GU8K/4cScS+Wl4tkA4SeKUMpRxXzGiDNFMck5Spucf1V8pA0tcYQPA8bKNsxd198JnxPlxTw3LQ1t+k10FV0Za1zNwW+EfdMljsYSF6WIgOiCPsvjBgU3EX6Y/OWi5IcD+NHrgsQjjydy3333rX90vCL4saM4c9OZVdjz3Y6S2p6KeiC9wXK9YCy4aWOUFDo7bBWW2CdEGwwkRqALiVJOKYgK+3KTV5JFyEDbDTcaaIQ2+sH+GEg8RtzQr7766pr0YNjU39yyPv5iYIgSklGXMVXSb/rKvhAISAeGQWvgaV/ef9pWHil5eOTRkMeK3zTLIBGYOBfMbZwrxgW5wpBDOOgLwhfL9zDI/MYhAxgmCYQQCeZO9wSROyUUVm4m5W6I1xHtc96UO0CJLyWuAMiTqvNJ2MKoM18I4ezPvMScA+n5Yh/mj+NC8rQMkGsglpNuirRq8zpNYzlwesyYQyqHuBQhJvucRyy35dfG/PAnw5gXpA+ubQVlsKNp8uxSVVvxkEncmyMfpQ9UiYNfYe/32Wefxb7mqgY3CVLitLSlh3TGvmLFisXnIfEm5RSiza7VpuHFCFtE0/AZjjKWoRHZCSfimKpELEGl5DgT55YAIycl4hyOON7zvXKHMS74GaIO7TA2uKtywdKeHKxsL04obgmvU9RWjObS3HFsuDEcFWGDeeE4yoOlZWEcK3Iw2kXEUcVptkujifhLdBnzzrmhHQQ+xhCdk9qeqCq1x2oGRCHGohQWCHjMA7yScwKXFWdn3Lqe4M70N177HC86R/XbSJPtI/zqveagD4dJ2+y64qTP9iCXn7Qt55ixBEWpCy+8sJoVHHPMMdVZZ521+J68OeojN2PAelmp2sbSRZPaHkW9WF1DN1i25SaP0KCQ1VEIh+pTTA5O1FGXxJzal5uuvB6QAgxcGyGLAgdGkH20vJDjEu2EsUZoQjBKo8NSbwTLXhWuHY16mpQasQbDjwHGkBKJJO8QhIO/kCyEH4VhK8cAfVXFQCWZxODjGROxSZfWQUrYDlFZQh/HpC2OI8GJvmJolaSTVxQIOd9ETimZZ+464i9jow3AnDKPOg8iEIwRYsHxOY6qKbIf81RKaq6k7fRJidgxsJAlPuP65DqC+DWtlW/zOk1jOfAgx1wqEUaTmO9Zrs5qzC5/Mox5QZ8HV+zoOeeckxV7SlVt+0ZWDLsEnheciD7AleClcIfYz64P9xINGCt5nGhTjlY4mZa6wTEU2aMcQ1ra1aXaNH9VdAaHGVyNKCp4G/wE/hPzQkVOzDkR52JcURSK4iAcB84Tc74SYY+zkRfRY/RF+aWUzB2HKQ5Wvuf4SiSuqulwsSYnHuOAHyOySYxTZFfkuEBRXWzDWOCWzAvcXoVzIl+Br3N9KXcTvJa+KRenwDhwbEo0VJQSzwvMk/KKMcf0EQGPY8hBzDw2XU+ct5xzNH12yc1TXw7TN5Ci7/al/KSDVj83lkhOqWlj5cqV9asJ/PibUMojZSxN0pJ7SJT40pRIsi9EWmJy8BhJlFuClxId9sX4K/RZVfi63rCVS4AXc8MNXDdtjoWhxNjibUmjw6KRgCzgeZF4lx6H7wHiEAYVIqTyvUqIyXeILYg1GHGg5I+IXjLwGGyRDeUFgGCkCdfpc1wuifFGYGN+6QPt4jnS9nj12B5IQIPEIV6nHti0TDCgfUQwrhPGwn5pRUT6xL4cG8LJCy8ixxURyd2P5K3TueI8MU8QGEV7cXyuBeaAbUvJINt+B9NYDjzIMZdKhNG453upiHeGYRijeHDFhqoQByJH+nAu26JKtk3L4sZ5z4WnILSQj5L9lauo75jFaeFItAFn0FI0OJaQi+xJ7VJOoIjvcYrFSr9wPPiJIuq1pDJGDEWRkP4RPACHoj9wGfgS2zOvCCrw8BhBpSpwiD1yfLKPOBvgXHA8jsUx4V0777zzYiJ12mFfeJUci3HulJNJy9loH1GM6yZyXC15Q0BStBT9hpvRvorfiK+IH8L5OQbCFOec7eG1ORFFyyDh5swLkVVwWeYDXs31pmrUUSDS9UQUGWPWMsRYQZt9GE+XPJ3xGkhXm8Sq2tNwiMXVHKX8pMb8Ym5FKcPoa8BLD4nDRjOkpVnTin98h6ErJebMER0MD8KExLK2xH1assexlFCaCCiJUUDLoSR60YdSiLuAQaXvIjNqK2fQMZ4QDhKrc3zGg6Fkf4gLRpztMYoYTqKq8Nxh5PBS0W+ijiCSGHD6j/cIskF/MdQQyJjEXfmwEIrYTknIJWiQC4DoJZUEhlghwkEK2B5PYm5JZZwreQMRvjD2hJPjmYPAqIww50xRVJAfxsb/5bHkPCrPQSTBGgchyBBL+pYKY8qp0aXcbdvvYJDlwJOOxplGRNe4xjzIfHfFUhHvDMMwRgF4CDwrVq0t2ZamZXEle8D9dhT3XPbhgRpeAkca9L4tTqv8TDjdiCRSIm0tp+P/iuzBYQZ/iUvg0uOn9i+3pFB2mWOrMlzMCUW7Egk5NsVv4HCcEyXqhlPBiZSTE64lgSHmWkpzTYmzKVeSxk27cEqEObajT/AqhCoQI5Q0d6pCyHfiV4hvcl5Gjgu3JTKLvsON+Uz8MK46iBF5zAH9gD+zH//nOSBeOxL34LvK/Yp4hTjG9QGv1fJEccRUQEQUY35UsRt+W5q3Jod47hqLqyMYk3Keci0wppigfRKcylWGly4sShnLCjlv0DA3uFRQSkuzphX/SgJIbllh1wdz+oDwgkEDRBDFpX5pH2OllZjkvDRfCEU5T0nqQYEcQAAApAVjDAlSfgcEMo1fRAAyonxZGHlFK8nIY4jlZcLoki8qritXVTeRJSU9VPVClUhWni76gSCFR4pjQgojKcsJhBG0CeFVrgGtZ2c8sbIJeerYFiLCWOiPkocqYTnH1HmGKPJ/CEt6jY6q3O0gpGAQz3CTSNtl/2mTjnmJQJoF8c4wDGNWwIMxS/ZKOaUGsS3RHsAj4BfD3nPZDz4jG6OqeIMKXLxiHiSiw+FM8A+ceBxPkTK5JXBxPhAzyNGkzxSln8tBlHLftNKwREL6wryxxA5+hGOP/6tIDNwPXsbniDP0LQpICCFyynEcQL+JJEK8wcnJmOC+iEaqhs02EnfgVjFPJePk+EpvwTZwNlWPUyEenWfawsmpHK0IS/Bb+B3jVQ7QyOnpM7wNPk4/uC6Vw1SpZTTvtIUAxXUBH2R+eHEczil9oi+5vJw6v/Bl5hIenCavp4/w5Fy17TbhSmOSaAefpS2i2xgX/9dzRI5njppTlZx985jOYB77PE5YlDKWPYaJZkgFpbQ0a/Q0lYDBwaByo5cHqg95YhuEIjxEGHiMXjRcaR9TY1Xy9sXQXwgCRlnCiirCRI8NBk35lBB9ICO0gaFnP9pgHyVRxKuEEcWQRxEt5oXipdBkxiWiojxMGPC4NJDx4C2T1w2DCUlibujPHnvsUbdFf3JLNhU6zT4s71U+KYW+yzukHFIqZwxiYnv6gPFXZBnnlnkjFDyNmGLeaJtrQMvz1BeFyQ9T7lZRdHEZZFdS0Dcap02k7epZHmeE0VKJQJq2eGcYhjFrkIAyKtuS2oNRJFSW3ZcootxKfR/WcxFNREGp4jBtK+VBdI4iAPFimzQ9AkvAWFaoCsmILhIcmnK0IrQomTbtwjngLIiEHIPoJUWOI+DA3dgevqhCNPAqRCHaRpiJqR7gVUoRwXu4kAQp9odrqR3EEqVxYAy0xxhw3NInPv/Upz61yJuf97zn1eOFn8H1VD0u8lvGIycqjki2Z8yKtmKMyp9Kn+HInB9VJ+S6QWSCL3Ku0zxUHIvrlrYZE/NDf2iPyHvOMfsqEqsUycbnHFsVGDk3HJ9UGVoCue222y6Ke5G3Mp+ML8cRORbtcn7YnrnT70FVvEFOfJoEp5qkM3FUQtK8OEAnCYtShjHEjSaNVijlJSpBOYVEACAF2qcreYJkcFNTIso0obb6CFlIjZXIVTr2GKqL+IOQg0GDoJBQXLmeIBFEUgFFX2FQlahRwo2W9UFCMKzcfNlPEVNRkIo5CBCBMKj0U1X80jxMEBy+i+OBPCB6KUGl3ivyibHlxs9f9sHbxnHlNUIUUug77+kfx4VQMFYID0QjJrZHaGIOIBoYbnmY0ogpRXFFz6WirkQUJe4MkpQ1V6mkKynoG7GXVjVKRdpclZouY8h53sYlxsxTBNI0xTvDMIyljtQexLxEbZX+muwXHKarXR5F9ElchqUcl/A6/qqynByWcD36prxKuX7l7CTzgPAAf0IAUh6kXXfdddE5BuJSP7gbXAoxCK4IH5J4Ao9CBOEzUjxwLN7DC3nh8KQtXvBSjo/4QkST2kG8UpVo2pdzFb5MG3C6L33pS3UUPoKVEsCLo2nu4Kh8B8eRcMMYGB//R5hBgKIt3sN5VWRHSykRC0t5qBDSosBF/+DrqkKdRqjBs+LSOV1/iIo8T0iQ5NjkhSVajW0oXKQKjCr4w5hoSw7XVDjS9UcfmU/6RRJ65p95jQngc+ITc6lVBsNGBpZQOvaoueIohaR5cYBOEhaljJlBl5vHuB5Gu95och6KXLRC1/7HhOExd1SfcWL4MQwYDNrCYESk0TjRWJWWWMXwY4wcRpjPMKQYXTxJkAiIB0ZMhobtMIAYKbxzCvdWUQGMIGRHXiiJL/ISSmjSTXqHHXaoDT1RUoQvxxB15WFSlJXmCy+YwrAxnBxT0VmA7UrjZz/GgrAHgZBQxrxBkOiDqs5ASDiWiAkvwsmZX75nv+hl5PsYMVVaqglKS0D75gMoVSoZRaLLtB+5qkZpeeU050QX0Ta3nHKc3iVHIBmGYRipPYg2DD4Al1HuobTSX8l+Rd7XxS6Xlljl8lsJiDwSPcR7BI0DHoNIEJcjwpXgcFrmx7a8z/Urxw3gcfAe+GisyKfjyvmYRlkpdYFEMkQkRTrBM5lrxBB4Ff2Ff7IPohICD/9nvPyFByvSXY5FuBziF2MBcnDCNeF8EuI0LkA1Q+VSRRQCCGUcg/mL4xOH4zjwH/pFdBPnQc44xqNVEVwv8KNc9WvaY5zKbcV8EOGvSnvKowUn5vu4dC51cPKe/TjuNddcUy/LVPEh5hGhirmiLyShj0nk1ae00ra+QyxLKzaKe7N8VPMkAZb/c94Y26CRgU3IiaTjiEQapZA0Tw7QScGilDET6HLzGGeoY3qjSdfZA4wtAo1Ce3X8ruubc+RCRrbtRqo+5sQAbvgYT160ibGi/3G7mFMJY03/EY1y0S3RyEK68J7QNuMmMTjv6bfW7QO2hwBcdNFFiwIOx4BoKREn0VV4sIByT6U3d3nHVJWGqCo8WOnYVX2D70V0NMcygBAQSBmfN+U3igQJkqacCxhcttfYCb3GgPO5KsSkecD4q3MB2WC/aLQgXmyXLu+M5E6Gnb4oMip3jXX5PcScVRARzjHevj6ib5zb0vH0+8HjyjUhITQeR2WL5ZXtYsxzBCB33YzKA5YKzoZhGMZ8YdTOS9mDyBUkWmAHc5X+mh5g+1QQg8vBw7S0TUus4I3wkBiFLPsM4Ebs0xThBL9I8wgpxYCSsPO+S8SJeAxtwsFiRb6UN+QccfBK+BqRTnBLeBaCEHNKlL2WBzIuOKIi4eEbzIe4qKLKEWMQbOgXcwV3U/JzCWS0w+ccF9ELpyIcme/TJZAaC45O+hOFRI1dYpoK63BdwL3gk1oeyNwy33DDXPXruEwOJ6g4pK4n+qBKiCq+k15XqcjBXOIoZh+eA5g3nhN4Mcfw/5LzU9cw80Tf4Y8S+yJPUi4yfhNco/BNrgOdD3gfzwCcpz4csOtvOedM5BwqzUefFQKTEpLsAP1zWJQyZgJd1OdRKNSlG1y80XCzTfPvAG643OQwBErk2PRwX4o+ov/c3Ll5YyA4HjfpkhcpXc6VigEYqe23376OYMLYcOwLL7ywFjcwzIxNhg5jCjAWsSxvjG6JRlbeDkgC48EY0k9EEz7HqMoTJ6EGo0V7ImnqK+8x0JAK5YbK3dwRvrQksZQ/SRVfUiLHfCgpZlplppTfKDUyCkWGiDBfCr3mOwxqLrpJgpTOBfsx33zOMWMlFD6P5zsVfjDcypWQCjvx+uoi8sQoOc5dTB7a5ZpN57b0+4tLRNmG6yXmx4qeNtClLDH90TWQXiOj9i55bb9hGMb8Y5z38mj3eeiW8yhX6S/dPtqqrg+jjEV5p3jJnsK7eMhWfisVQ2EbpUpAcIiR2movjRRPjw1/QyhRlBDvYyS0lpTJaZfOs5a6RUddyhvgpfRBSx+V/kCpBrSsTMeGi3NshB0EKL5jzvk/nIM25aBMo+Y5BoVnlLoCfkWEP+eO48CLmCuOQ5Q/75lDhBe2T88lwg5ckjajg4+/CFZyTDImuKf4Pu0qhQb7invmOBvzy7mTAzwV9jj/yh8l3h3PrXge49f8A77jM77Hyco+0bmcc8Zp3Jwf5Ynl2SEuweMvDnv4NtsjZvKcpJQT+g2o8E9X7jboEtVcmo8YkTYMRi0k2QG6KixKGTOBLurzsAp10w0u3mj4HuORRmdgGLnRYpQwCvH4pWV5pYp6GKZYASUmJm9azgUBikmytS3fc9MlZBjjjWFnXb+8cORvwmuGKKCwY+UPwADznr8Y1TgnyoWEQcK4QAJogxxLGHUMIyKahC22JXRXVVbivNMntmU7yICSRMbwb1WvY1tAZFWaiDMuAZPXS/srATrzxD70gzExvlwS+njuv/3tb9fhzDKkHIu5ov+cK/UtF92kvkMQ2BZSgfCiJKYS8SQgxfMdQf8hTBwHUS0nIqXh1G0iTy5nVc6g6pqFeDDnzEFJuE1/f03LEwF9hfzwHec+Xmdtv9WciBeXU8S8D4PCa/sNwzDmH33u5THPUSlSKSIX1QyPwl7LeRXbGOQBNnJJ/sJjSFXAAz/HgMvggESEUeR15AN8D8TzGJ9svvJZNq1GYDuW9kXRShwvLinDeZhW20udbEKaV5KxiNexH32Bn5DviIglLcUjJxPchn3gJXKMwkPhRvBPfR8FJM6/ckfRvjgnY1K1OKKZ2AcugihFlD+ci7Z4z/jgLFoCKQcf+zNP119/fb2tHL8aL9vw4jv4JJyI86S8p/SduWS/0vWgSoc6bxImxR/5C8fEUc4cwrlVgRq+RP+ZR+aBtjg+Y4Ubc644f8wj49OKgnSZZ+4aVtEjOHhcgsd3CGg8HxFBxlg5fprCQZyx9Hvo8hzVleelaT5yUYODwkLS+GBRypgJdDHewyrUbTe4GK3CzTZ9+Mb4AcSfGHKbE7vaKuopN0HpAT/nRVISbQyrDHlsk35gBDFkqn7CvhAnjBI3ZYiMwqppm5s1UVUYKSUoz5EqhRzzHo8IIgehzuyPQcT4YNgwSKyj5/hp+C/vtRZfJC63NAwBh34jqCHQQBQkLMXKgWm0GUaZ+cFLw/wxF8zbBRdcsJh3qikJPQYbUU+RcIyJvjIvHEtzlLtecgIKx+EcQ9ogdRAGxkD7uYTftMP4Ug9d6TpG+AH0USJlDm1RgFEM5XtF07FdGs3VJAZFETNe11x/jJVrAwKE+Nn3t5qKePr/qDziXttvGIYx/+h6L8feXnbZZTXHAPANcgd1EaaizVPEELY+Z4dyD7ClFA1plVwtG1NFNsQGPoNzSRxQBLj4APYV+8k+2HMce/AatkeI2GWXXRbFqqb0EhqHIpaVpzMuKVO1PQQjOEFujjkO/JN+Kjo/JniH34lf0SZikVJAIAAB+s17tlcBHS0Hg/+pkjLHipFQzBniEuNV9WI5Uvke7sRLzj/EMIlStM8rcjRxb/bnWJwHKtnBq6PDFB7IeBgHcwXgqvS7T7EZrgXGIocn/cMhrMgn+BT9lyiFiIdQRd8QnOBcOGYB/Jw2eClRPPuTSyrHH0vpDBh7LnUF5xfevNVWW9W/pTQSLMff2n4Tw/CyuERWUXTjwjgL7yw3WJQyZgZd1OdhFOquN7iS+FUSxHL5qLg5t1XUS5MECgo7VdUTJdGWMBSXa+n4Ggt9QATA6GMUFb6LoMX7NME3hll5rdgGQhDDvXMRUxAQtsXIIvbI06ikikriqGNo6SBkAbKlBORx/tOljfSD7fgcMoJQghio9f4x2ozP8FpBTjCGkB3IDEYXcYd2EJyIhIKkYNjZJ46RMTAeDDjbI6yJHDJHmoNcVRJ5jOQlkrDH3KuSH4aR/nJ8xqa5kPFlW8gEbUMu6GPJkKYdJoZJAACX/klEQVQ5IZoEqS5RgPHalCewtAa/ixiULq2kDbbj2uAcaQlkU5+7/FZHGd006pBswzAMY/Loei/XMis5gPj/IDZkEDtU4oxpNT64mcQcnG0IOGyLmAAfUgQ43AthguVRcKt4DJyIjBH+Ac+A17Bd6pzKjSPaevgUvIhji9/Bo7TEjr5GR5tEP/ZHmKG/iCYxwTsRU4oiZxv4Mk5cxBvGjACj/KP0H17C0jdVT06Xg9Fn+BbHgEcB2tKyM0XAsw/HgT8yd3AVRD34GnPFcdkWzsJ+GpfyjcphzDmD03A8+qncX/BAjoFYpjxKfK5q1PRby990rnLPFVyT9A8OrKgy+qdnAeWjpT3Gy//hmMyjqisiajEWwDzTXz7n/8xnSZDSeec4MedZm8M99zzT9FvU97nE/apIOAgvmxSnc+qH0cKilLFs0OUmFW+gqnaR+ywit9xOYc14Zkp5kXIo5QriuDEKBWMEOWG76FXDsGLkMUoYYuUmUg4CCUcAQ6uqfRgutkkTc+fmjv3OOeec2lBCOiArGEAM+YoVKxY9JDoG/9fSQVX4SHMlKUpHxApjjgHnMzx/Cr9VWLOidTD4CFb0BbEH0sY4IAwIZ7yYCwQpCYUiU6qWIxFQCcYx1MwjbWEg6VNqhKPh5hj0j8gx+k5bGHD6znGYf8LtIRPMFeMHEDQRUogUBI39FSkWS0/3vY5z+zRFAQr0mzlRNF0fMSg1zhLU9LthfjlnjLHN49VljKOObnJItmEYxvyjFJ0U7Ql/sUXwDIDgMogNabJDbTlMxU9y1fjEJbCZcAKAWAVXgxvIRvN/BAm94vg5Pu2IcxA1hCMRKMJJS/Wx17k8mdHWs6+W4CFCcWy4lyKg4tJA9iVHE/MLP4TjwK0UvcJ8K/IIvgXPgl/RFlwO8Qt+R/vsD5fm//QzTZ2g/0uwYx7gG3BBRCy4aeSl9F2pCnRunv3sZ9f8jCgp+ArHyQkOVIRW7tbI15T3ixdjo8+MCf4H92PMCHMxrQNzz3bpkkpFp7Eff+kv+3KtxEThyikW50FLHWmbftAmx2M/eDWAU8NNxdHSqP2YygF+zXMEvFDRYG0O93j9NzkwlRydZxjOey5/aLyWc5Wfp83pnPphtLAoZSwrNN2kSiHVaWnY3P4xOkQRMm1hzaVjceOVlyqKIHpQx/BiGCAnJa+akh1iMDG0UWQQUaJftI+xwnjRvpIq6uYP0hBexBqMJUsYMVgYXXlsJHrlKg2KAPI3FwEUiRVGXuJTGn4bzyFjVJ4sIpziUjbGgkeIZXzaXtVulPwQQ5uuPSccm2PRNqSCdjmP8hhFw608WcwJRhrSxnsEKuXdUj4liBZtbrHFFvUcKOllXI/PZwiFhECnIfa5cxGvpy4iVZvYM4wYVDLOvJTTrGvujvQ8DzIWwzAMYz4wziUwpYfjQexSVzvUlsNUUclK4q18UcoDChTVjHiF2ML3CDgx4l15p+TkSqOf4axqT2OUI05L9VUVOU2AnlYCFgeLUTTwLYCAxD7KPQWnQkjiPZwU8YV2iawSh9USQJx2CB1wJrilUifgqGOOEOnggAhGaQEdjVNgfugfn8H/lFeKsTVF9dDmC17wglU+V9Eh+J+qViPscT6VS4zt2IZofbidRCn+cnz4Mecmni85PJkzRVTlotPYd9ddd110IMONaTOej9w8wJ0Zr6Lh4OSKKGM/5fRMU08w57QpjqcoNUXOK32GcoamDvf4G9b1WyrGE5Ojw30B8xSrUrf9fmcBTv0wWliUMmaKTEx6bW6aVDJ9qOa9SsPyGdvFJM256BBFyCisORcppaVwMUlkPBaGJ5cQWsuhlJsp51WjH9EI6nj6fyoWYTDYT1U80nXxalOEhf5hpDk2ohbeKwgTRrOUNDvnzUvnQ8QKQ8aL8Zeq7GnuAf1BoFM1EqKiGCv74NWif/IU0h/OI23zihXeovgl0shcINrRB4SjeC45Bp9hqDHaEIdrrrmm7oeWNCoZJ/tzjjjf5HQAGGSFgivCDsLDPGq5n86pcmYpkaXIQyQWXEcIY09/+tP/rDR1X7FnEDGoLRG6zvMo4egmwzCM+ca4HzqbHCZtEfODOlDaIiiw6coJlEa9pFHN8Ac5EOEtivCW0yoXYZLrW4w2kShGe4gjCD7wHzlI4aLwDzgMx9ASsFy+R1X/UyVCcRZ4EfwM4Qk+HJf0sw1iBNFUHAOeBv+hjxLg2If9SUJO/8Tbms4DjkG2RZhBbKMtiVvMW6wSWDqPmif6mFatVjR55FhE/LC9nNcgCoVxhQJoqkaXzi/XRXRGsz194npI83qm40gTjIuXpteoIqI4T7oGeHHO4e8xD61Wa+Sc3Omzg0THXDEeOWNJmQHf59xHThujomY5GikGCxjDw6KUMTNkYtJqeC6aJ32oVkJBDCYGh8gZ/hIlpCibXJU9bsB8XqqKxg28KZqKyJo071G8+SsEOudVyxlBtSPPT7qd2oYcIOCwPckxMSxKYI5Rx8BzbJbpQZDw+GD4MUIyKhofbTJfjIXvEVty3rwoaDAGyA394MXx2BdxKec5gbRhCJkLxsVnAPGHsG2ikxBqID9cTzGnVCxpnKvwxtzQJ8afq7goAsTc0FcIBu1wTLyLEBVFSHE8xqAKMBwzVsTLhWHH/E8IWLQJSYNARvLAtvSBOVFlmTQvWLx+clFXfZEjdalYpestJ4bOkqfLMAzDmB7G/dCZOkxyhUaaeGGMHhr0mCkPTL/PRb2khXGUZ1RcB46mXE8q5lIS2XJJ1OGw8JS0Wh+8is85JpwG/gPnQOyRw1OpFiSkEOWkZOKaLzgK/YN/KRF7HLsicfg/vPPKK6+suXVa/Y9xKY9Tk8MNsC194fwiaMkhKR4Xq1fnkJ5/OHysWp1LEM842B7exbOCxtRUqbiJi6X7RiGPvjMGhDY4ZBOfSgVJziv9VNU8nQf4Y7wGlDIkFbZ4H3PhEkkHN1U+MPrH0kBWCtA3HKRqV4KW+qUcXYiSSryezr9WJ+DUHmWqhnEgnVvz28FgUcoYGZnAS9J2w+/a1iTU8PR43ABzESCs5cbocDPGQBOVg1jD+xzxaArn1me5aCpuvNzQMfxpidYmogSIDmIb9uV7JVFMjy1BS3mp2E7kg/9jUHnPuVRUEEYdg8N7hRkrvxXeFaK6ICdaAqjQcMQfXvQVQUVL/ErePCVzZx8MGjkIiCTC8EEm2E+EROcO8Yn/Y9AQhhg//eF4misIkUoMIywJqUBHO4rQ4jgSF9OKi8yPQrdpl/ZFDiFkiJbyFNJ/joE3iO3jPNNP+lsKwxaJ4FxovPSTdmIFF47FdhALGf70t5OGaefyGDShz/LANCycY6hC0DjKdA/aV8MwDGNwjOpeO+4lMCWBJ2f/Uk4bnXF9Hjbblpc3OXHi8ru4jEx9ov88zDMW+IB4X64N2WI4InZ1++23X3zgVzSMHHt8BreB88ElEIngXzjW4GRwG0V/x6h3jicbryToMYJEFfFoWykwdGz4CNxFOZMklkWkkUltgN/Ax3D4wqUZj4S1tHp123OBotx5BmCuU2GPueOcME+0x3dapth07nPL7vR7ygmhMe8qc8ZccY6uu+66+hqVo7zEo3LPV0okHq+BnIiW9lUcj3xQ9AceztzwDMMzgdKGaJkh/cz95nKFdUApn9Ug4vAkMMuRXPMGi1LGUIgJG7vc8Lu0NSk1vCQopTdg5R249tpra+MZS+J2rQ6RE5UUTUX0DsYDg43h5+aON6pElNIIJ/JQqYoJbfKdKsIpFDs9tsoJs52qn6jELuPg+IwV8UTVUGKyb4577rnnLhodDDICTewrhoR+YbSYs+22227RQ1KK4lGoN8IPfxXVBKGADMjo6twxRlUyYQwIPbTF/yEH8r60nX/Geemll9bHwxgqCXp6bunXpz71qZqcQdSU2wDDifDE/pARAGngvOK1Ywx8F40toibnPk36HsHcQvzonwgR5xdCKo+vqsfQH0QxeaAi4vWTy2OQi8iLnsC+UU45Ytfltx2vZwBR5ffX9V4yy7kHDMMwlgpGea9tE3BGCSW5Lj1ARl6ADYdHaIld34fNtuXlqRMH8QTBIRUYlOxcidF50X+EHrgXUUhsk7YBx4CzkfsSzhqjkSLfhT+wL45A2obrIRLA9XCU4nTjvfJHxaVpcJxSRBl/+Z7jK2op8h1dN3xHmxwvl2+0DyQ8it/QHpwsVq9WioicAz0XVcfY4WDMK++VU0k5luAp8FXmju/kTOtzrXT5PUkIVHGhL37xi/W5gS/B11/ykpcsLu2kCBHXB8AZy3zkOFhuqV9TlL2+k/OTfnB8FQjiPMJ34cpcO6QgKYk2pcI6uXxW6eqPSQnoXfZzXqnRwaKUMRRihItu+IMqxZMkJn2Op5u2qoJg3OUNit83GZdSVJZCqrmpY+AUAaMopVyEU7rMS2WNlYtKpV6Vqwqkx5axjUk04xp3DDDeDwwLfaNd2lQ4LX3VPHAcxq+1/rpBsy/tsayPMSHKKCQ4Is6XksQrkke5lBgbAk6E8k3tuOOOdR8uueSSWgCT9w6CQPSWluClZCeef0QeEqJjVBFt8ABBXtknGkLOFcYfAYpzxzWBIMX80H/+amkdxI851TwxBohlJArxXJfmRKV/OQ7kB8KI4ZfHl/OhMHnmO+dRjEYzl8dA4JwhzqkCDYLQIF6g1EgzT035wYR4PQ9SptseK8MwjPFj1Pfavg/xfZCzp21R2zGqatyOUo6lBOE44BSJL8EKXqNKyohBbAvnoSAKDj8tqVMbCBWkVkDkYQxwFdqBG8BhEdniXMO74E/sh42WwEDb2GD6Ax/k+HEpFTyRPJrwR/brKkymHBmu1BYFE7lw07YxokjV6/hM0f18znzAR+GxMT+nIK7CWFmeRpQZnI95iEVqaF+pNBBf4GKDJsyPvyeWv8El4c5xdUAUA7k+uDZVqZnP5LjN8ajSShAh9xzTFFkYnZ9wWT5jzuDNSpzP/3VOSoJYrk+5fFbD/PbaBL+S8NS0X7qPi+6MBhaljKHBD1I3/GGN9ziJybDH42Yf11M3PVjn8kyV1onLsyBxCq+OEgi25Tbg/7HkL+3wfwypclXRZ0Wzad23PlMUS7ocUGPAcGPw8HSxDSRESw8RLQgVh7zsvffei8ZTYblaSqfKgHjhaCf1AkIQEEMgQhAp+kc/Me6QANqDHCnRZm5eOBZRQgozVxJRPDUx11UpPJ42IRmEQiMcQVw4HxjbWHERUobohfBE+xK9iIZibBwPIYc2mB/yWkXDzl/mE4JTMrb0Ja1awhzLm6iE9PouFTiZQ+Y7rfbTlseA4yJI4UmljxxfhK1vBGNpuQRzHLdJkV7PXBN97iX2WBmGYYwf07zX9o16SDlZmlS8iRfCldIkxqNeIk47yt0UI/EVaaQCONj21N7DCeScog2EJRxX7EN7e+211yo5Q7HtvOI4EBFoD8cW+zNPiCyIVfA2oMijeHxWD7A9fY5O0Dg38AecaXAvOXdLkf8p1D/+4jTUfvBPBLfSki5Fl8PTlN6APrM9Dkj4InNBn2J+TkCEkRKWcwzmUM5E+B7zgkhFG8xXmv+q6RrJRaHrvcQ0OBhcEucnfVXUfvp7g5shqtE/PkM0hDfRpngU3wP6nVsJUkLk2HElRVokAC4PR5fjVTw7XZLXtKIk16cu0VujEtCbhKfSfqV9HJU/PCxKGSPBUlCKuxCNkjchFYq65pkSGSE6ByEG4qHw5lJS8rQ/seRvLM2rXFVp+WEIjKprNHlNEIo4PoaN/TCSEArICMIZxjKWxVUOK/4ibCj3FoYdAYc2Yj4ubUt/IVccD/GFhJ30EXGJsTMG5kZeIRkKRDeIF/MEQYBAKbwaMYzx0g/e82JbGc/U44Exh1ghatHPNFIHKMElghLHQohCtGJfVSKEpNBfJbjX9aJzKcMuUky/YvLHmMA9Vi1hvpWjIHpvlRdM1xx9Lxne9Fyn55zvmUfOMX9VPWXQ33Y69lyFl1xbXKuQTo7VxeuYjk2RfGmhAMMwDGO+Od8gywZTTtY3miUmMVYeoT7Hb+OWuQf8JpEvOjSxq3Az9qENhCs4FQ40+kjUDf9H2JDTEkEmziP2Eo6GmKMckHAcxkl7vAB2OzpU4WjwJhWC0RLCdG6I7sHBydgkoOl8qPBLzIGqORMXYnzsj/CC8xEuxDjgZ2myb80LQgzOWYk1OPrgNvQfwQQuyrG32WabVRLI8zn8Dz7KfMEjEVeUrJtjIhbBFeGEfMa8t0UXpYIX/UNo07JFXhyHF/wLLozgp+in3O9NeW3pM7wZAUkikNKOgL7Xe5pXTSspUvGZ4+P0BRIb+ZtbkjeIaDMqoadJQG8SrEr7OSJ/fLAoZYwM4w6/Hif5wQCpikRTGHJawayklufIWskjgOGI1T20nKurJzK2q+TYvBQVBSAhGEOREhmuplBpiAoGBtELUoD3TWHhtIHRA+lyLww13jXmRWIUYk3JC4hXiPFBgjDUEA55JtkOMYn95HWRkIfAAUEB5KvC8NJHxg25gkzQL0gZY2H/6NFLvSF4vDDA9E8kjP4wh8pzpHDkXXbZpT4WbTDupgik9FwqWihHXNQXVarhmlAeh5SMqETw9ddfX883pDB3vZRIfPqb4q+i35TcVJ63YX7bTRVemkKluQ66kP00ai5WKcpVITQMwzCGxzSiAwZ5IBxGQEuPpzxCXY/fVUQrReIr0gj+FtMQsA3RQBdeeGHNeXCWwdWoeAaf5FhyTCrXq0Qc5euRswi+A+dA1KBNeM75559fcyE4nASlmA8qVwhGApPmBo6ifKnsr1xMabRXzIGa8jJEJfgN4xOvpb8cHw6mCsY6D+IbcBeNTTlHxYtU+AYRkCgxVVZWtW1A23xPYvgvfelLNW9jG/gRbcJr6QvCkvKI6jyzLy+NNxW84ChE46uoEf1B6KJdrgHGybJIjsfcpYJdvK4Ro9gfzharfcd57IvIV9OVFLkIo7R4zqwlJW/6/Tc9ZzUFE8x6NcB5hUUpY+YxzuTFqlARk5inokWpH00VxfqQNUgGHqicZ6EvkcpFRQEMr5KOYwQxtG3rqDHqzA1t6XuMPIDc8B1iDWKeSABGEUMLIDOQG8gE44iRSulNPFZy0dwp6TVGmRfER5FFHEcCD8ac84eAhIADIaNPECyOBzkgcopjco7JwxCPnzPAEp8Q5RQiDZngeBh/XtFrmBN50vMiEqYE8znikvZFglTu+md7RTfRP+Yv5mYAilJKr9NYyjeKsMwhxIjjxAp/TdGBXbzAbRVeuoRY544x7AODYRiGMT8Y9IEwdd61La3SZ3ro1vFU4bbr8fuIaCXHpXI7pvYPAUnFaMQHEEiwg3A0RW/DI7D3CFIsP8MGAzn3gPiMlrfBVeBbbKNl9DH/ZY6fMl8xAgreiSNT1dh0/krR3YpG13I2FbNhzuGTHAORCl5GagQ4Z0xIDt/hr/JB0W/GItFNUer6nnQLcMIotiFQae7YhjHBYTkGc00/cKwhRtEW73WOFV3F8eCLMWVGPGexqJGWBXIsRZ1tscUWtcjDcWhbTtqUB8LjyH+qCKU4jtxzk67HtueJLs8eTcVzhk1KPg6Unsnaxlr6Tc77yqBZhUUpY+bLqY8rVFI3bQwJ7WJ4FIacIxqDVhRrQ9MNLno7MEBdvA/Kp4RBQ/xAkMFISlBif1Xfa1pHrWTlgLHSXsz1w3Z4uRBW+Jy/RCWxHy9ClCEQRBXhBYwRRdELiEFW1ZfoFVIYNOIIx4EkxNxEhKQr7xLnjf0YF+IV44VYKHIKUqRKh0rKGEvmpjm1lLeJ4yl0HzJBO4wtXX7GPIkc0EaaNwtw/iBo9Iu5VJ6IdBleei2kyzijR5CxKQJN+aZUlbGU2JVx0VdFoEmEpX/nnXfeoheQORdR7RKZ1CQYd8kRUHrYaBKl0336PjAYhmEY84NhHwhLD+tNn6mIj5ZBdcktKshGKTl2FCj6jFmcRXkxtXxO/EdL3tmOiKl0qT+8AMcVgpSiteFUitKnDRyQ8BNe8Ci2h0uyfex7fE6I4kM8N8wbQpiK8CjHJxxNkVHpMj7lyNI5iHkp4YZ8rxQIMUpd44QPsh37c3xSLOSWbgL2Yy7gafpMc6ecUexPFFKs2kcEOUCEYTxw4zjPXDMqOIPTj321ZBHuyRiUWgBhi2uJF88f9IlteCGWqQpxjGyLAh68WTyOeWXsig6Pzyv0+/LLL6/PL9cM571NpGpzrHctnrNUIz6nESW6HGBRypj5curjCpXUTRuBhZs5D/gKQ86NO2fcRpWIL/XiSSzB+xGNLUayrcpJJEHymGFkleQSgxdDtzF4SiIuA8/+RB/xHuMKcSEsnJf6JUOJBwxjBzgeHiyAtyeW3C15HAg/hgCky7o0Dj6TOIJgIqPMcRCZIGkYf16ILRAp9metu0QpDDXiV8x7pSV5iE18h3hWCsEGtIPnj32ZG+ZAYduQL5bRAY4f82ZJtDrnnHPq+ZGYx3gQ7SA2fB5D2CPRS5f+xfwLnA+OR5sS0nQeaUs5GIgO029HORdiLgg+R1CkXxAM9pVANkxkUipyNxny0sNGmyidVvXr88BgGMsVxx9/fHXuuefW9zseVBQ90QY8+29/+9uriy++uL7ncp/99Kc/Xd+jjeWHNkdm38jacT8Q5uwJaPsM+9l0zNK4FL0uJxnR6qrs22UMpTxFtJkun8txrWgPQYzWVuEaeAD8hv9ruZp4l0Qg+q7I+yZHVBTQ0qIliDEcV7mK6JMcgrSn73QOYooJjSPN1Rodd9zHGAucjf7DzxhjmtievuWqAfM5XJmUFIhR8OMVK1YsRubH5OqxCqDOD+cBLsg9ESdfWpBG+V/hWfSZYxNdBL/me3ia+sP7mDAcxOcPwP0XHoeABRdG/KMvnBNFtsGJaZ9rjj4pBxTXgRyugzzvpXwNaB70+5km/5rFAAujHRaljEXMavK2UXjGmtYSc8PHmORKw3bpx6j6o+8klgAEC8gC4gJGHCOrfDlt/URkQJBgjBAKDKpCsRknxEKh24gt0UvFtpAAjLw8cip/K3JELii+o20+h8woR4DITK7iXTpegNjWtnwRYERllJX8m3FC+FTlD1ICmUAYYu7oCwIS5IS/Ws6mMrn8H48THjAMdvQusb+i4hB/mD/OCYYecDy+gxzg6eK8cR1peaPGrJxWCHUSzrQ8jv8zp6XfneYhkkl53pRUkmtD54Xzxv8hImzLXLBdFLpyZBZSw3ywH+dbyTUj+kQmDSJy5x42ukZQRW/nLNy3DGOWQdTnAQccUO24447VGWec0WkflvbsvPPO1UEHHVQdd9xx9b0G26HoAWN5oUup9UEia4ftUxNXLNmTrp91jbSKx8auYlOxl3AuxAbsa1vunXisdLm/uEcqrKRI7aGEAxUe4TeM7cfJRyQ3ogzHgTvCoQB913G7LpFPi/DIPsPh4CsSYqKIolxLiFmp8znyoNw5hZuxLysDEGnoM3/hPanwlOMNfE4ictpgHnbYYYe6PzgU4YW5nEoSX2IeK0QiuCZjgNvlRDSOyTjggjg4EYsUqYZzVNvEhOGpE1xzyQuOSyRarJDHNqpCyHstlYSfxyWHXZ73mgTXdJ9ZCGwYJsDCYtZ0YVHKWMQsJ28b9EGz6eY0iNg17ANv281SyShV/Y0IIsQO9oNEYLgkDLUB0sJxMLCIKxAi9tNYIQtqT8nGiZpBWFGUFVFQGDA+py/XXXfdIjmiDR5sEDg4lpbOSdwDXQlrGh6v76PnJbe0jW0YF4YVY8vxORbRV0Q/KQIrJgZXGD1zDBlQv5WAnbGxDURNIfGIOhh/+kkCStrlxbyJGOJZg5Dwl/bpj8ZDOxwPL5qWVxL1xdxFYSeNhIrXXUomVaqYttgn5oDiGLSLaKdkp7EtzaMS2gPGgOAGWVREXorcb6YUmTQqkXvQCCrDMMpAVAIrV67sPE1/93d/Vz3/+c+v3v3udy9+htBuLE+03YMnnfOvi0jGMXNiUM7GpE6xUo5G0DQucWtFl+MYlAiB/S4VIEmXYMlJli51E9/q44xVXxA0OC/wGbgQY1SkNNyTz+EukTfF5wRVNgapOJbjy4yTtsT5oojCfMDTlF+0SyVE5f+ESzFP2267bc3L6CvCVNpW6ZrluESBMh44nCJI4WmI7mnF5vQ6i0sN1Se1xXlizHCy6Oyjb9qWfeUchVOBnOgY5zMeM3JbcWaNE06nvF5K54Bgx2eKWMvxzi6/qS5zO2kM2o9ZXS20nGBRyhhZRNIsou3m1EdkGoWC3tYf2k5DnhFXMGyQBwiDEpg3VRbTEi2ECggDxg8DS9siMIoawjOkCnkiPmzPtpAG9kPcQMCJ5AgiI+FGodr0VaHFTWNley1XkwcuhsfHZOtx2aLIZNyGY7Af3iz6RTsci301V1zXIlDqD2WKmV8lo2TulRtLydEhjhyP9pkfxqqyu5wLCCXzSPvMFcSG+VbItRJ3cq7wgGkuY4lh2he5ErHQMj7NY0z8KTLJviSYRIBjDiAZEB4RaEgan8eKLBH0LYapc63QDyoZ4iWNQlZE+psp/YZSkVuJSAdZxtEngsowjNGD3y/L/d72trdVe+21V+2g4B529NFHVy9+8YuL+ykZs4AdMZYG2u7Bk875J84R0xI0CQltdiwuRSvlaMxFVaW2Ttya/tAv7D+cA37CbyiKW2lkGX/FUZQPM7fUrSlCLeeMpS9EOcIhAJxPXADOJQ4KryGKCl6j/KFxCRv7I+YA+kd0VJM95zvaTK8DIrToM+D4tEUUd8pZiFyCXyEWqRIegB/DE+kjXDQunYvz03bNsh08lmsVRyWie0wrIe6qfKbpUkO+Vy5SxCA4Iu8Rm+Bi++yzT83T2Ifv4IPcS5n7bbbZpj5murQuJzrmrlnmAxGRc8IYOD59h38i1nGOmS+cpzFKjmPnKiD2FXgG4WTjWN47KDecFVFtOcOilLEKJrH0ZdzhkbH9LjenLv0ZlYLexSDGkGfllOK4iCEytJAUjEjM2ZQ7jtbV5zyDvGcbkRBeGEmihjBsPDywPeQFwyUSoXX1iCjKWUSYN99fdNFFiwIS28kTEyvuRcEJownSinwyDvRVyxYxmNGzmFY/RGQCzBckifZj9FAuJxjt07aOx5wikhHRxFIVHqb4nG15EGNeIBREn3Fcxi/RSvMOIVIyUfqiHF3MB+3IC6nSwPSTeVKiS4l0uTX/kdgy/5w7+giB45xEj1pJYNb8Q1wQsiB+ED3GpjnNVUjs+5uJIncuH8awyzgU7cd1q8ShhmGMB8qHd+KJJ1bvfOc7q5NOOqn63Oc+V+233351Wfrddtstu98JJ5ywGJVlLC9HZp/I2lEAOwNvwbbhAIrRyn0fOEsRS6rgFpdkgZKtk22LS7fidpELxlyQ/OU4sZoyXAHxg21jKoPUVrc5BHkvoUPR5KrgC+9AQOG48AucXhyD+eSzWF0NESRG9vP/nECWEx2isCUnIjwI/kQ7quKc5tQSVyWqW1FcAGEFDhhTTOTmp3TNMh/wKOYBjsd4OQ7ijfJuijtJcAKp009zzzmET8KH2Q9xS32X81DR6PBUIF4L+ooj8EFV/YP/8uwQo+W5ljgmXF2OTSVUF/fj/1HI7Svw9A1sGNXy3lzu0kECLOzonD4sShkTxbjDI5vCaks5nLr0Z9xLkdJt9HmsvIY4gyBDDiWMj9aK5/rc5Th8juFk/JAARf0wJ0QdKcE3ZEHHwwBDYFRZDkOO4UXAoS3EDQlI9B0yhTgjwQhvG0ZZEVIAw8krAlIBQUHwghjxV146jk14ttbLQ0AVASbyokqBafRQKRxaZElEj7Z5j7FW9T61xRzQJ0iiCEluKSJQTidIgiohMid49ai8Qn8hE4Rt0weEKfUTpNecvHGcJ+aR88T70gNB07VMHyEn9APPmZY5jlKgVR/SCoKjWMYhj6RyrDVFDhrGcsBRRx1Vi0VN4F6kYhd9oCXjL3rRi6rDDjus/j+/ffKwfPCDHyyKUkRSHX744YvvEQ3SyqTGZDAOh2CbI7NrZO2wkD3AnsIViAzhWpPzrs8DZ+5hOefQ6mLrFC0dH5i1b2pv6W/MBalk2qqmHHlAE79TjiVxo1I+LMbF9ypwQtJteBlcU1XaJF7lIsH4y35KAUB0Ti6vJFyM/hBxxf9zIgRcDh7CmBgrL+V5Uv5PuJiqMdNP2lKUFseO56WJy5QKCxGBBUfjeIwJ3spf+hnPrbgrfZRjGO7LtlreCJfkHKrwDvsqXUNbonCuYcbblNKhDTiS02j5XMQe5w+eq/yynI+UH/cRePr8vkexvJd5x4lMhFksAjXIfWZQMcsYHSxKGRPFuMMjc+3HCh4pKevan1Eq6OnNsokoSpxRtBHG5corr6wNpzxnOS9YJEBN/cALhnHCANIWN3YMMEvNeHBQeDTGlYosGFqtgVfklUKx2V95r5RwXAYWgsPxEJMgH0qMy/6xRLCWrCnCiO9ZTqYqIvQVAQeDK/KA54c2IXQQEUWIxeghIHKDEUbUSec8GiRICiIUhIL5xytHewhusRSx9kdsY2yqIKhrRMnkEdVEDmgbUYr9mW+uKbZleaDEFc1DzhsaxRg+b7q+c9C1zP4k84QkRaGx7fc4yG94HMs4HGptGKviiCOOqA488MDGaVEUbl/g8eehUNWbBCJrsQ0lcF/jZUwXk8yXMo1kwbIHXI/8xR4rulzOuzYHZSkyCv7R9WE12ro091PbksFcLsgS92zjd/AivUrLG+FBcBy94B7wAEWPd4kEQ7iBP4BUrBMv5C98EC6pHKXwpFSE2HPPPet+KPcSvArRCaGH+VDib/iTCt2Ujt1FlCgVFqJ9eDZLChHKmKccH4+CFNWV6Zsq9vGdREWOQySXxpX2MVdhEU4Lz4UfU9kZ3ku15ZKgr0gvOC4CnSpD53hujNjjOzhprgJ2l7ks/db7cNFBeSHH4LmA88d5gi8P+0w5LtHc6AaLUsZE0VXcGfRG19R+jpR17c+4FPTYJzwisQKgxAcMFYYcQQPDhtHE6LCEDAMlD3bOC1aqGKLPOBbb8RltYQR32mmnRcOn+eGmjwcPMYljILJIAIpkT31AIMI40lf6zr6ISJALJZ6EAGCE8HIgWtGmIowUyYNYxZghBZAryAtGk89oF2Kl/A60vffee2fPUyQ3bEu0Et/l8i1o7vUgJU+lxLjcOSQ3AyIWbW+99daLx1boPQYTUQxCwzxAMDiHLJ1j7PRNeQf4P2Ih56BPgu+uDx19ruXc7y33m2n7Xea8gl0qBzXBodaGsSqwEaqsOWpwn+KhiMjKCB7QuJcZs41JifjTShYcUxZouRUiiJbDpw7Kpj7nUg90fViV3ZfgwrGVY7JpzukD26tScBrdItGCvzpOCdqWyKd4rmkPPqOoGCUDR1iK20WuoWOVIsForxR5yfGYR3gc42FO2B5+iHgIH4vzLKdfDvSTSCv4QiqylOYzjUJK+UmusBD/h8/BN+Fuci6CyMcVPRWrKyvKDH4axftY+TjtI4IQx2MfVWmEG3OO4INswyoE+iLhsMTnSf2RE6FySK9nhLi0Avagv/VhuGgpwi3HMXmP4Au/RvTU796YX1iUMiaKLg/Ew9zomtovRVF1fUAfh4KuPmGI8Mxg8DHM6pPEGQwdDwOEpfMZRhHjqbxFupHHSi0YW9rVXIHc/PGggbHTcrSYVFHzyff0DQKBOIPxxuimZA8Dy1I+jovx1vI3VRFEnKJfeN3ZD6OLQKPQZKKiaIv+qQKgIqYQzPC6sQ/bYqSVd4DvIKAxVL9E3hgD+yH8xNxcOh8cj7lGPGKeIYgQFHn80nmERCIQcg4gWzG/kcr64sGRR49zhnDFuWSsEC36T58gOsyR8g7krrmSKJRLvtmVkORQ+r3lBKauBCT3Oy4l8WzDuIRiw1gOIJKEeyh/ufcrybDunwCST06offfdt35/5JFHVi996UurXXfdtdp9993rnFJECJBL0JhtTErEn3QEa3xYTe0SdrvLeFPuxD6IBNjlKD506QNQoms4E/wBe44I0+SEbapErL9dKgtyjKboKjnKVAEwl7S9iWv3vY7ggjj44DVwJfgOxxWfiyIPiAnic9E/XUWo6OzlOlBuz1hARssPlc8KYQZOxvacA5Y/InjQjkRG8atYCAbOR4QUfJK/aTqKpnNONBZOU44L52ScODgBeaiIQmXuGDv36TYnpL6L8zgOLtXEOfvcA1IumuOmpbHSVzlh+H3h5DUPnG9YlDImjrYH4tINreuNrtT+oGHQ4wxT19p/BCkEHf6PYcJrhAGXF0mVWrSWHSMOYmWQOD7aQfRQYkqJKbn5Q/xoW3+PoHLNNdcsCl2IVPJ+SRSh/3h3MIb0A+8OY0BEQsji/xyb7xW+TXQUhIX8D/QJ4yviRLuQBnk6EZF4AdoiSgpyJZGMF4IY5CElIZHcQBj4nspz9IG+QwroJ31BWKJd+o/BhbTwnr7H0H6FwCOwAeaFfkWSlno5VWGP/7O/5huixtwpt5Q8d7nrqyQKNSXf7Is2kSv+ZlLPadtDyCgfWsYhFM/KchTDGCeOOeaY6qyzzlp8T+UnQNJylp8AxHmufQFxivxRCFWHHnpofd/69Kc/Xe28884+WTOOSYn4k4xgzT2sxqiUQZbcwbkQarHPOLpKEdKlPqhYiBJdw1ngFHCoUh9Sm0g76bZpEvQ0bUPXXKpylMF96CtcAx4GZ8hFYzOGWFQnRoJFB1wpkgVehYBNBDi8VEm24Q3wWvE7caNUeCDaq62YSekc0H+EJfieosbSAjJ8Ttvc6+gP/YDzqZAMc6N5glNH3iswn1TVUz/jErsSd9Ac09a1115bnw/mivlQdJYi5wDfx5xdTRHzMVUFKx9Kzv801UfXe0Jbwvcu94A+nKo01ll0TJorDgeLUsbMoXRDG4bspBU/BrmB5aqIDBumLsEHQ0c7iBIYQj5H7JAXSQkiNXYEGLaPlUFSASRXfaQ0f20GiTnD0CKCEWqstfLybsnjg4CGYYWEbbXVVjWBwuuDVw6Dr2ghPsNg8j0eM/rE8SGDvPiOkHKtL4fMgLi0kf1oj7nge+aJ9ohaQlyKoesQVYU203fmDW8dYhMiILmdMP7bb799vT/v2Q7PGYSE/nBerrjiisWKewqBpx9sh2dVyTbTcww4Nt/FtfxR5CHyDGELUtx2feVEoVzyzbbrtxQm3Ufk6vu7nLdld9NajmIY48TKlSvrVxNiPhrhta99bf0y5g+TEPEn+aDY5uDoGjkS+4xogRg1aB/gC/AReISEDPhBLiI45hJqs4lskyZBb5oH2uAzXhpjyoN5T5QjggcOPY6twjCKVidfkvI/IXDA7cjjo6gdHJqgFMmiJZXwEzgWDkD4IHOsZN5sA9IxgFjMBOT4e+4cqP9sDx8Uj2Qc0dnG95wb+pNWVxTPFZ/mXMJjc9FzzFua76lLxBl8l3mBh3Je6TvtqIgQxyZaCzEvCpvaX05rXQ9cvxyTsXLucmLosJxG813inCXhsi05+SCccVKOyS4YZl7HIWb9ag6dqRaljImgz4+jRGoGJTujeKjMtdHkueoydn2OQVJ5XW7grCfH8BONpLX+Mbk2fcBYUYUEcUfJATVHOkaMfgLDiHIKk8WYYOAJlYVo0Fb0+GAY6Q9/EXgwOIhUMj7KDcVLHkiML8aecUNYIHIYMwwd/cUYQyKUDJ3P8H7heVPINQYRooShY3+MeykijnlGyOK8Mc+IUwhCkCyImSK3FHJP/9jn7LPPrs8ZwhHGmL9cB8xDrkS0zjEkQdFROW+u5pdxMI/MA9tSZRHCobkuXV/RYMfkm4OW3m0jHClSMTRei10ivfpch9NMoDup5SiGYRjzjEk9KEbxhIfwKNQIffLbSEiBbxBpgnjStrw8fWAWx4FHwEPgcLm8iV1ygEbkkqCX+sA8xATecAj6kdp8+A7iGdwDvhPTBvA9HARno3JdwvEQUZRYGjRF4eeiuuF98BnaimPOFXaJthcuhBMR52PbkkLmm/OgvKZwQuaO8SE+RWdbWu1O+8cIMHFPiUNN+UXFg2hPomAp4kx5bQG8L55XvqfPnB84aipsSvhhTuCuMY0H4+b5getQ52eUnKaNczZVRh4kOfksRkTlMOi8jsPx+as5daZalDLGjkF+HCVSMwjZSQ1bNAx924BkIARJYCl5rtqIR1rBhGgnPCUYIIyo2o8GOnr9uJGrnKsMbW69vJJKlgSI2M+mG76MAv2iLSVE5Bj0hWNgGBEwaAPRRev/ZSg5BpFgED5yKn3961+vx8w+qnSXzjltQ4LYh+0QoxCUEIkQuiBLHBdCGgkbBCwnEgE+k/BFG7zn/HF9KBmnvJsaA8elXYwoodb0G1GL70QWSqRTpYIREUviUirscDwIIdcXLyVPH9Rg8x1zqGg0+h/zI8Q+5QgHaPM0g67C1yC/42kn0J2XyC7DMIzlAD2Y8xCOzdaDeVMUTZcHYCKCBnWiyoYrUlt90LalfsHVSgmxo2NQDsBSmgD1ISbw5v9ppTucZfBh/sIJ+Fzbq004VaycCfeCMymxdMyT1TWSpYmrpAKWcmzRrlJYwANz6QTYl7EA+Kj4nZYHwi+VDgLQDuMTR4FDprm8xDngTvAfOS0RplLOl0aY0zYcnv7H/Kj0O+Z/UvXq6NjlWHpGyCVWF1SEJ84Jc8dzAeNhvpReI875sJymjXPmnpeGTU4+SxFRJQw6r+NwfP5mTp2pFqWMsWPaP44Y5oqxUHRPn4da5X7Ski2MBUai5LkS0rX5ysmkUsUSBfhL5TgZVXlESjd9VS4DtBuJBkYxGkaJYHhiooHIlaFNha00woWXlp9JPMGDRjJPxJm99tpr0ejF/SAJhIlj3BFEAAYYLw85TOTN0jI4voMA0V+FXnP++D9zCPiLQRaZYpxa/691+Bw3Nw5EK3nr+Mt7iS8yJHGpIOIXbeI15DjkiVB+qtJ1pHOPtxVCApFhfDmSEOcXQkLb/J/jcr3kkoD2MdicK/rA+eJccQ4g8ToPTQQXdBGD0t95SoKH/d2P4j7SdQnjPHrpDMMwlhtUsSzmz4z36EEeFLs+AEf7IUEJzqFcoHyO3echfNiE4W12KO2zEngDOIgiheAAfAdHRGSB1yDYwA/TNtNE44gfRN+wL5/HxNK5vqWRQ9G52jSPaVVq+gZiCgvNVzxG5L5wQ/iguKlWFERnW8optIxQEWZAzjt4ImMnhYUigHIio3KJ8VzAsdmXyKqYHzUnqGkMOGuZby07TBOrtyW050V7EiXZlqi5GKk/Ck7T9BvJPS+JT0tcXYrJyQed13E4Ph84p85Ui1LG2DHtH4duFFpf3qU6Wa4NDDLGjr8YKFDyXOXGHpOPQ1gwmjHcWjmHYp9STwyiUyQ5tBXnFtAfjBleCAw8hhGPUTQQEBEJUalAliaCLIkQGFoZPl60wXY5b59K5iLmkJMKbyYkgQgvlT9mTOShAoyRqDFFRslgsz99g1TRLzx8zDHilTxKtMXY+I45gNBAyuI4mGc8NfSf7SVIpVXhIjmCUEBeIEa8p/8s+2syzLSjPrA/REXHoR2uCYxyzEUgTxdzBug752uYKCGue3KU0S4iIm1C2EpL8wZJZJ7+ziMJHMXvftj7SJ8ljPPopTMMw1huaLML43Iq5OwJnAjuIi4ijpOznYP0q8kOpQ4WcmjKmSUnZ0ydAC9BQKOv8BC2yc2dcnGq3VJRnLRvucghuFauamAuNUZ05uKoRHiMlQklHokPw615IQrBcfgLdxTnLhX0aVr2iBAHt+V7on7oE/w1tzJC1yHj5XvGFatZN3EhzR3HjSksVMUvFhTKJbSXMztG+iltBO2lkfrqz7icbLnnpdKSzmnzqlGnhBiEK45jTh48Y/PcFRaljLFjFn4cMUx20IdajAseFy1dKyWtTo+bSz6OpwZDg7HFAHVZXocx0lI2GRiMdBrVQltaGodxRujBuCn0WUkr45LGKJCVEk6mUVVKPo7hIdIpVgaJ/WY/5XniWBAD+kLfMOCQBUUdaT75HiGHMUNGSCZOVBVL5xgD+yjah3b4P3mgmBv6w1/GqWSjuXXrzD2kjLbTJW78jbkS1Hf6qGV+6kfTNac1/5wn5SHQcfgLMYQkasmB5ovILSWF15wMmwOAa455YAwcp5R/alAxKPc7b6rqOKr7SFdSMe5ILsMwDGP2+GV8UBzVQ2gu35Fsu/hZW86rUTk7SkvbY9taEsayQvihKtIh6sDddtlll9a5K/W5VHkvjRxSbtDIO1IBihccJefMjRw15cOIf2yHg5J9OB843+B3MU9TOpamZY9wRByhHDNNGJ+ujEi5fpofrO0apU04CU5i5aNiWziqnJ85ByHbyInMX517RCnx6hipT98mkQYhfV5qWtI5CeSu0VnKuzSOOXnwHDpTLUoZE8Es/Dj6iGN9EjS3jSuOXQ/pUdzBCCFYIMJIrEjblOFGqGAbDK+qpKh9RVJh0BBNtttuu0Vvi6JvZCDSUGZ5+QBROan3SCVmaVtlfCFiqlyC4YfgNHnAKDOOkYcMQSA0XghEGsarqiTKiaU5QaAiwokk6hhZ5lCi05e+9KWaALHkjTmFlDBO/jJ2+kGfZLAlWPGX94yb/E/0me05BueLvqiMMSSHOSSEOxcRll439F/eOwljCm1GkGIsRLFx/FxC9HhemQeVI1begfQ6LhHuNsI0it/NIEvjSmgaR5uXtS1ybVyRXIZhGMbs8stRPoRGexLzHUV+Bqfgha1mm1zOq65osqclp1VpqRf8Bi5GtDT5KhGkmhxsbf1qqrwH74FnwRcVlR/TZ0ThLuZdSvOv5hKgx/leb731FpN7wy21jfhv12snXfYY0zhI/FHkkvKFcgwliC8JTm2ClKLKWOUgRyXXDlz5pptuqvlmzkGYO/dABYJ4IToiro3CwTlPwQht1+i0U8sYS0iUOv7446tzzz13MZJCy6naQFTF29/+9uriiy+uHwZRoD/96U/Xiq6x9NHFY1a6gTUZlq4P4Dp+9HiQ0BpjhIFTWHApMSHXOWv5MdhpQkaFHbMcDmEGESMmQk8TOabV+WK0VqyKgiDC7wZiwfExcCJibMNvB1KQViRJb/gcm98bfVX4OILYlltuuZhQXHPEnEMwOB59UflYRByMtirR8NvnRZ8RfuShhEwwB0qAipGH9Kisrgx3BOcAAYv9iLyijxANJXhn35zXp+m6yZVxZnwIcPRJidZpW8lI0zBrBMGYt0vLE3PXZxPhHkYYjl7N+H4US+O6zGNp3z6kYtyRXIZhGMbsLq3pai/aKibr8zQKPvIzBAUikrDtcDGEn1Khk7Zxwg2pWIbwlVsCl4oV9AcumDq50txFLG+Dl7QVMmman9Kcan7kKIVfwavgcLnlXPBgRDJ9HxO/l5bdxfkG8Cy2wUEJ71OEvZa3dXEgp8seS05pzuk555xT94E53GeffbLCXpfnCc0hY+dz5pK5gFfzGeedbZiPtNKxzm8qVLGPKnQjSDFPwqTSqYwjQnEQlK7RaaeWMZaQKIXifsABB1Q77rhjdcYZZ3Tah6R+O++8c3XQQQdVxx13XH2jY30wD6HG8kLTgy83LAxojG4Bpe1zbamd0g04vRligPHuYIgQQ3IP9E1Ll9g2VqRjP8QXiFFMhM7n0cjKOKrkrRIxSpCi7SjgIAixDcZaic5zyQxzY9QNn+8lrCBsScyKRgvwOcSCOaFdDD+fIa4xXsamJJzMjUQzjoXIhZCEmCWxBxGL/iISQVboB2OgDdpC1MOrxH2Bcy9ontqWauaum1IZ55jfgLEw/7mE6DGcXHm78HDmDOw4vT5tQtEol8b1GUdXUpFLSDsrEZyGYRjG8FFNbQ++XexFk4jQtEQuFU6UHwibjw3n//CAXIqDJm6JoELaAgkUILWJOYEsV/UX2yenqJbywT3gSXLutc1zzgFVmlPxEjgpEVlwxRjlHwG3o022SSuypXY6x4fpF+O+8sor63FzPlQpDwcgnKrL2GizVE05Ho95Y161aoBj5kSpUiRTriq3uDQQp5UQGflzbv/oFI5ObPqkvFYaQ3Q6T4L/THuZXNOzyCDRXNMU2JY65laUQlQCK1eu7LzP3/3d31XPf/7zq3e/+92Ln7EMx5hvDHKDSA0Fhl9t5KJb+B4jr+VbkRTk2mpLFJ4jEQgi5HZq8jyVIrrwQHFcyAaGDK+cknfTlxxhiInTMWiMGSDmxHXniECqikeUVIxq0n5pMsMm48c8QhxYNsd80j8tXSN6CsEIQy9PjxI/IripignnhvFAqtS+zoWOxf8hWiwNxNhTOQ8gEinZOsm/aYN2IRW0iQeM6C0Z8njOUrIIRGBy1w3HSJPh5yrNMAfMH31lLiMpiknPmf/SsrNxen3ahKK2pXGl5YY59BlHF1IxbUJkGIZhVCOJwGnat+0+38VelI5b4oxxOXxuST/CCDYcToMw02fpnfIm8TnL0+BHcIScTUyj8Juq/sbomjRnU9s8p/2FO6kadE7MaYvyV5sxsodtSn1ocjCxH3PE/+GTODT5f8pPS+32cTzDcZRrlL9KSp6iy5I7rh/lH9UzBsd+1rOelU2JwL7pOUjzSuVEu2nxoGkvk2v63fd1TJpPjhdzK0r1BTdhlvu97W1vq8vWX3fddfWN6uijj65e/OIXT7t7xoAi06A3iGgoEHTwRCFgIBxgXGN0iyKXMPC8UlKQGh0QE2CmiR2FKGpxXC014xgQhdJDec4w4eliX7wiLPNCvFD7pQirSHiUzBGRVokRY+QUibfVlzgOyAXCDkQC4iXik3pxYrTVpZdeWkcsAYQicl9xrMsvv7w+F/QfAUxh3JwH5od19ZofGe4Y4i3oWCkZ0riUL4DP1IbII20hSkXymMuVpCV1aoeQb0VF0QbHiMv/YgRY7nptioJT0nN9j9BVym2WIyKj8Oi0CUW5Y+fyp3X5jfb1XrWRimkTIsMwDKMZfSJw+joa9b3sSdP9v2Tr4ufwM2wabZYqy8GN4IrwOvhKTpBSu7QHJxKHiuPB9nNMOQVj7s3cHLIPXEROLjnD4DW5FA25nE1NyM2DRK7UkSc0iVZNkT19+T77KaE640Ysok3SV+DsZL9vfetb9VwqD5TaTVcLNDmeec++LNmLOaWa+EyskJe7xnjRRkwRkTpCNXbOW3xGAGn/FBU3CA8adSTQLCyTG1VU/KzwyV8t0WitZSNKcePgBJ544onVO9/5zuqkk06qPve5z1X77bdfdeGFF1a77bZbdj8ekHkJ3NiN8aGvyDToDSIaijQ0WpXxFN0CMLp4cZSTqCmUGGDcEKQgLBgQvmsqhYvYQiSQDCIiVk4EivtglGib7TG4LEFjWwyu+lG6cfGZIrPoKwIK41clQFWx03yUyARgX46jZbDxnEiUQ2xieSKkCiGKbfgtMZdsx2f8RpkDPILMN99FzxJ9RQAi6il6/5qunZxIo6isaPx5aSkg5wBiU2ozLqkD/F/H4DyonDB95JzESLFc9ZS2KDgRSM4T5EqesJxXtkRihvWMdRGKciH2TWNuO96oDO0sECLDMIxZxKw83OSiR/o4J+J9nn2xv0TfwJNYvpUWEOlr6+LnWnIfK8vxWbRt/N1pp5069Z/+wduIlIEXsa3GQ+SPUjLAjXD2RMTop1gZGQ4J/+AzeIOSjPO55qgpZ1NsOxX20nko2faUg0SxqZSfq2mu2vh+bgUC/+cZjhylOG8RpXBAIiQhKjF2+phy3ibHs75DROqaIL4tkgk0zUE69viMoPabOE6fVAejjqjq62icZcwCn/zVEo7+nylR6qijjqrFoiYQnRATtnWFSrG+6EUvqg477LD6/5xIIh4++MEPFkWpE044YXGpoDF+9BWZhrlBKCSbvEYIMgqNxnDG/EFAy6sQQnJenPQhmmsLY43hFwlIxxLHStJJhClEnCYRqGSYlN9JXjn2jxU9GCO/G5EdtkcEYsyAaBz6qnxFWvqHMKT/55ZfIfAQbYVAw1/ec2x5/iBYjEm/XXLAQQ4QmCB0eAbZlvckQWcbRSylcyBPWm6JW5wbIt44NoQMr6K+a8sPRbRT+lnueuT7dEmd9okh2MwtyUkZG2Okz8w75FDnuXS9jiJH06g9OoMKRdM24kuJEBmGYSzFh5ucnehjc3KiEbYPLoDowzL9YZwiaSU7eBUvonH4Lub9aWonBW3K6UZKAziDKvS18ch4/lLRKRe1zzHi/JaWwqVt54S9mHqgZNvbliaWcrpq7tL+wC/5S4L2En9KnWE4GeHXcFu4Iftvu+22iysfmNsc521yPPf9jaTpP3ifczo3XS/p7wN+26d/oxL+BsUoHY3TxCzwyd+M6RzNgoNipkSpI444ojrwwAMbt1FVhL5giREP5jz4RvCAS6WGEljed/jhhy++5yF70NKpxugfYIe9QbAPxg3DimgTQ6NTkUnel5LRTPuFYWPb0lg0VsiCjDOkoWk9fTo/UZhJvV0YZcaFAScSDA8R0UqQCQwvvwn+z+dEKHFd41nEY8RafAQ4vEmKLOrqaQQQGF4QJcgAvz2MMW3TZy2hgxAgaHEOAMROkUoiL6l3rnSe+RyP2Pnnn78orhG5xLFyVQVTEpYzmiWijAc0LqkTGJtCsFUmmjER3UUbCI9qp895Zo66iFlxvjhfHA9SmyPMy8mILxVCZBiGMSrMylKUUdkJ3eejWIIDCS7ShVP2qcgcOeEwSaPZD66AEytWWtNYmnhkGpWeik5APALeEPkP6Fq8JBX24tLIpnNW4vO56079ga8hgsHF4/I6CtFQoY//w2NxpHZ1WHMN4AwlEop9+AxuyytuB0/KpdoYhkMoAbtEMJyYffl0KQqslHS/qY0+EYe5PLTTFi1mAdPmkw8cg6N3VhwUMyVKcUPQcqlRA4X86U9/ep2XJoIbOTeJEoja4GXMLjEZ5gbR9Xj6vO+PtmktfckTphxHOSOQ9jeNYIrHiGQHrwrCFL8DhFXlzmIs5DqArGDoLrrootpwIoKQ7LtUxaWUN0ERSKrsgodKUUV8z//5vUEQIAQILYw3N0+5m2RuyVoEohTHh7Qwbn7vEDXID/NMP7tWmWm6PuL1EJfU5YgD8x4TrCO40c94niPSJPFqh79NomXOs4koxTXQJIANgr7kZBpG3ATKMAyjjD5LeibxMDoqO5HjSW39b4veacvZMwxwAJLiQHlN43lo4qjx/KWik7Yr5ZlMk2WngiTbK+Jd1X/TpZFtvKzU9+gwg5uqLwhSbAt3g78oYozP4LlEocPh4KHK39nE2XPXADlMVYE5RqSN6/oWF1T6D84vHHwQITiNAhuVmNy2lDIWRYrnfTkLU9PEg8dwzc6Kg2KmRKk+YKkQNyj+8iPBmAAe7HUDIvKF5Xf77rtv/f7II4+sXvrSl1a77rprtfvuu9c5pc4555z6QdyYHUz6AbbteDkjjjEtJTBvW0ufHrvkCZN3CCOMmMPyMvWVF2IRod6KxkmNBP9HiEUAwshDKiA9GEiOgTgSb2rXXHNNbezxQCHWEi0FcchVcYnHyOVNgLhIkKKQAGIM4gj7E2EE4WBulPMglyizz01S802fFc3GWFkiyPg5VxABSBYiXFMC+q7XR9q/6D2MuRogi8pt0BTqn7tu4nKEnGhZ6k/q2SztM88elXnvo2EYxqw/3MzrvTRnt5ui3Jv4xriWoMe5hRvkKtONMtdjKSdpaUyKeIc7qtJxXBqZ48E5R2oadQYfglvyEj+jbZyUihgjel/ngLYQkeBwbA+vYgWAzmcX8VH94DvEL5yJ5EPtGmXUhpJwq2tH6T/gv0osr/lk3z7HV5vMG+dR6WkG7Xfu951eM3Bm5gxxLc2fZgfg/D8nP3AGcmXNtSh1zDHHVGedddbi+2222ab+S9LyFStW1P8nSoIfi4A4Rf4ohKpDDz20jgT59Kc/Xe28885TGIExD8hVvMAQINJI/MiRtD6CSolYIHKQNBtCgBGN0S70i6SNfK8E7bljEP6MAacthAqWtSEUifjE7dMStwg6eGQwRLk8Tk35CCAOevE74xXHp6WGuUSZGgvzm6tKkztHqpyC4ISIR2JQ5oWIKdrhM6KMOB4h4JCRUgL6LteE+pdWcER4Q4SiTY0j5ihrC/XPXTddluHFqju5JQu0keYEG5RIzIJHpa3vs9BHwzCMeX+4Gee9dFIPs12EtaaHskEjE/raKY6bbtfW9z4Pp005SaNgh8OTtA7wpujYinmkcjwYlPqaOndJ04DTVcIQghSfwd0QpGKaAtogmIAIc5yjCFTwU3it+pDmvYIv55a4jep6TpPAl8adu3bEyRmLuGsfHsp2jE8Vuxmnor76om0+eK80IHBI0t2QGzY6z+dRtDZWxbgjBpe8KLVy5cr61QRuUCle+9rX1i/DGNSIY0QxfLnSscPkxsoJWxwLYSfXLwx3TNBeOobajsJIzmMYS9xKCNPyL6KnYi61tlB3orfYJ3rSonCVy/0AqcBQc1z2V+J1eet03DSsOK2cQi4CBDbGwbGVABRyxXv6GyOP+pCSXFU8zlGs4Mh4GIeqrcRcVm3EIb1utHSvaRle6v1kXIo4U/QWwl4MuwaDEolpe1SGfcBoa3vaRtkwDGNWMIkooXE/zDY9eHfNW9k3MmFUdkp9x1GIiIFYk0YedbVZuZykIPYTx5fSOKjyuCLkY2oB5a2MPBi0JTZXhBaR9IyHzxDBtt9++2qXXXb5swh+Af65//77L3Ia+odTVqkl4F8xOrxUHKYtyqjLfKbnVqkwmqoCpu91XhHX4Ip9xTHmkNUAnItS5cMu10XbNch7CV98r9Qbke/bAbg08OAZyL06t6KUYUwCJSOeW27XRXXuaijYDqNKdA/bE6Wkz2VYSwnam4DxiBFTWhIoqMQtxv7b3/72Knmf+oa6d4ko0zwpmTrV9xCYtP4eAxiTa0roUTU7jSmtnMLxiPCif0RG0QclCZcHLSUlMQKqFM2kaoMch3BstmOskAMEKYgRBC7OD8dlqbHKU8cEnrnjxrwQ8lKR1465RADr6m2V4Ed/8XBR5EE5GzRvg+Y1mKZHpQsJGqSP9vgZhmFUxXtp10Ivo7qPjwqlB+9B8lbmHGM5OzMqO8Xn8AGKpQB4kSLW+9qs3PHS/EREfSuNA1xRXJOlczHyCJ4iHqxlaKRj6JLYHI4GF4LX4KiDo9C++tg0BlUVhN/F1BIU7onR4XDXHE9vijJqms94nlOhsDTupuuG3xKOVHgo7fRdgteWkLzrddF2DfKelQ7f+c536nlS+o8u/VgqsLNycrAoZRgNKN2wuyZHTz0XXQ2FCCBLSxFqMPoQBP4vUaPPQ7eOjdCE4AQ5SJcExm3JAcV2eLMw/HixIqIhiuviIRaQBC0zy0WU5XIOaLyIPZAkhCSW3hGmnZY3xoBD0DDoEBEtWUsrp/A5Sxxpm+2UJFyCEKSE/rKNkmwi4tAuhCbN00W/ISBsxwsxUAaYbVVlkDBnSjsrMSifKXosTeCp8xKPixBHexLdmA/ELvq/3nrr/VnOiRIpEHGiTeaTOUM4E/mJSwJzy/tm1aPSlQT17aM9foZhGPl7KRhlZNMkH2ZLPK7vPT8XKZ0KNXIojcpOSUTBsQUXi8VmBrFZ6fHSfsIHECBwpkk8iRHn8DJFbMmhyPvrr7++5jrwIlVTLh0DDoOQAy+B29B/Pm/qfy7aCj5Ff1SxWec05+CL7ZaijErzmTvvUSiEXyLilZyZOe7PtnAz+s33ffN+NolJfa+LtmuQPvLcofy2MffrtJ2U4xaX7KycLCxKGUYGOeFk2IfyPoYiJkfECBAhw/apqNG1D1GgQGiCYEAgcmNmOwQW+sl28tSl44+EBNKCkIXHi30RjsjtBjmJpCwut4tRQxov3i+8ZxAGRB0MPQQJQqbcSohlQNFKyouQGhrEHfpPCHqMbAL8Zfkjc0l79Is2CKVmLBjhNJmjhCWFikdBj7ngeFqGiChFDgSMN/0mIT2CYprAM4Zwc1zONSIZeRX4P8syVT2Qv0rumYaC50iB5pTQeNoiUoq54FpCBNOSQEhomntB4x1FDqpRY1wkaDl4/AzDGByzcg+cBiJ/aSv00gWTfpjN8aW+9/yUw8UlYoqIxk7LjpYq3/UdLzwCngSHif0chc0qnQd4Azwkjg/ukkZsKR0C3AR+SqQVfAaulKtKHDn1C17wguqKK66o5ywtopPLGwpvVNoFxChVMVYEeVfxtDRv8XN4nJyt6XmX4BWFQvog52kX7s+x4F58PohjUOMtRdeNkstwDFZVjGpp6zQwqLg0qLNyOduKYWBRyjAmpIyXDF6u7TRkviRq9E3KjVHHiPJ/wtTl8Ui9UID/I1qwXcwnECNxAOSDG/Zll11We1II9aXIAJE/uVBxLSFDuMGY77nnnouRXxAPjDvjpJIeYsl5551XG3/lCyBaCNKDgEVf8bilIfeIZRwLDxbRUAhPCDOKEqI/jE2VXhBo2A5BDTGMvvF5LkyZPtPf1FuE4IegFreP/aL/MYGnkpMzBsaKkEd/6AtziHgosB/bpQnfm5LN6xrieMwZY5cHU4lGuRYZc1pFMObDGjYH1TgM9ThI0Dx5/AzDmCyWu8e8z7L8Sd3Hh7Unfe/56cN+XCIGn4AL4QDTwys2OTp1Br1+Sv0clc2K54F+Kp+oIo4YD9wBrsVnMWIr5VKIU2yDQzE+xOfONY4y5qip/2k0OVAkPmJWnO+u0WNt86l0EnK2ErGPABZFHl4SCpkjRLqYt7Mtmj0eK5f3s++5TH8Lo+Yy8yA8jUNcGkTgW+62YhhYlDKMCS3jSQ0e4c5UOHn605++So6huH08bipqtCEXcoyXiaV4aZhx6gUl6gfRBWOMEARiFUK+V46kSFoQdhDQIAsQGxDFEo6pSCLGw18igxT5hSCE2ISBh/BxDMaBV4y50rzwnqisXOWRuPyQSCmEKfrLtgg9iF6MjXnnc8YOkSI6i7FAeJRXgfF0IYCq8rnpppvWbfE3Cn60y/Hk0UMwYz7ZFjFqq622qgkfxAswL/TnSU96Ut0H5oJXWv2wzfClSe513Si5fC73AkhFKvodvZSD/CbmwVDPO/EyDGM8WO7Le2X/4AdthV6GxSDJpge1J6V7fq4POQ6gSsIqSlJ6eB32+in1cxQ2K5cvSf2Eaym5NWOFCyhiS8IkS/bECeGMihpve4gvnedcf7jeYt7QlMf0jR5rmk+dT3gsSd8Vua5E7IBttIwvV0W6SzQ7gOvygueRriMuz+w6Z6XfQp82ljoGjR4bROBb7rZiGFiUMpYsuhKb0rKncSzjkcGTEIJ3CQPeVpUN0Urkp8+NESGBbSUolJJ4plFcGGMEEYUqx5sswg59lidMBAEgACEIbbHFFrUIlDPOLNnD8CK84HFT5BfAsBI1RDv0B88bYg2h4xwTEkLb9LdUeYT/E/3DWDkOAhNzTfQRoedEXSky61nPelZNJlgiCOlhbHjE6BMiGMIZIeYKvUeg0XwJkRAgqjFvMREpZY+JIIOs8T39Yzy0JVKr6oa82I5IM8gfohoi2dZbb/1n5zxn+PR5eo2kBKVErFPRSh5AjpN6KfvChtowjHmFl/f+/3ZEhUS68qO+D8BdxaZx2pOmPqS2NL5v4mizev3knJeRC6ZRcTGCPy77h9fJ2QkGFRWb+oPjMy4ZHVf0mM4VXBYeC/9iOaMqYaf9ZvucQBaRE4nggMoZC7/CkQpvLa2iKM1Zn99C07x3mbN5FbSGuS76Cr+z+lufB1iUMpYkuhCbJu/COJfxpOHOeJe6EKq+ng9IA4QCAaStukccc8njp5ssHqPoCUM0EjnBuOLJwpCXbsYILyzZu/TSS2uxSNthoBGqmA+EIpacaenYlVdeWe/Hd5AURB9IAGNjLuPYaIs+IjRBJBDY6A9iE2KV1vFrvug/f2mL/rMdohCfEY0lIQpxSfmsyPW00047ZQmBqt8B9mUfxCjaZ9khohrbI6ohOtG3eB4REJXUnLHSPwlOkTxoSaaOyftBPMexPc2JrgV5AFMv5TBEr8vyVcMwjFnCuHnBvDzwdZ0HOXHgBrJVbTYplzuoxI3G+eA3qODVxNEmcf0Mcl1xjuBJWpIHB0rtf5wHLUlMq/axX3R6to2vNMe5/E2leRsmeqxpTnSu4F7wQeYHDq2o8rTfjHvQc6vq1giatKnE8jEfV9uc9fktlJyZXbjjPES7z0Ik/DR/6/MOi1LGXKKNvHUhFU3bjPPmRbtaOobIMmjkSZuhwNARcUS4MdFHvG8zxE0ev3iTBVTyQ1RS/qFY7jeXeDyC9jHyjJ9opBz0uYQpjU9RSEo0SRtxCR8vBCMIFt8ThURicoVj4/0i3DyKOIqOIicUodq0gSikPjBuop0QlwD/Vy6AVBzKnUuIB31R/ibEKT7jGiCvgpb6pdckSKv7lKr9dCXSaf4wxsh5RMDkelFVHYgW28oDmHopBzXUMV9DjngthQc3wzCWHsbJC+bpga9tHjQWHuaxKxQH6bIsKZc7qJQAepwPfuMSvCb1UNz1uuI7bDHniBfONs2lHGClCKBBc+3ofJX2L+VfGuW8dU19QPQXvIe5QZDCMaqiOGkBn0GuQ0QvOKeq2sG/SF9R4nClOevzW8i10ZU7Otp9tn/rSwEWpYy5QxeD0sVgTjPEUsvxFIUzDJq8JxhUvuNvn0ia3A01fsbStgsuuKAWMxBxMKb8n+PEvEclMG4Msari0Wf2owILy9aIJpLXTF4oiWDK84QYk0t0KfAdLxJI0j/aZ1tVzmN/LW+ECDAORBcimiBnzFcsf8v/OQ7ilUK7EZn4vFQOmH1pi2gpIrrkaSPySNVm4nyl1yQoVfvJeSe7XM/xemFuEKXIG8G406qDoyb+OqfM7SDLLubpwc0wDKMrltIDn8ZC9A02iyXgTdXV4j4xKhd7mVaG7RIps1wiHbqIIU3XlWwxoiHniDnvKvz1iZjLLffLVSfs0+4wSFNbNP3WlFahNG4wKCcRf4M/4jhO+V8qyLadj67RfLk2unBHL0szxg2LUsaSJG9dDNssEA9FGQ0SMdLXe1Kat1xVvTaSQfJHRAwlHMfbgziD2BP3KyVlRNBBHMLgkuRb3++66651TqU0ggwhinxQCFgIKfvss08t6pUMKcdEZHr2s59dR+Rg9EGsnEebWt5IBBTRS4oIihFImiMIMt8hROHJ1We0AZkj+iqForbwiJHbiiV7CGtETTFfiEBNRK8tKXkcc9frOV4v9AFRirEQuQYxShPpj5r4D+Nh5fpdKg9uhmEYS/GBT2PB3uKUwT62Oavi+BWVO02hbtYjHbo6aJquK32HU06pDPrMQ9eIOfpImgJeMUF+rE7Yp93Y/iD8vU9qixxi/9JljH2u0dRxzG9ERWlyIp6OOwrn4KBRh/Szq/O5DxwBbwCLUsaSJW9dbt6D3uBHcQMdFeHq4z3JhR3nquo1kRyinBBlWPqF4IOYQ3JvrY2Pc6Qk34gfz3zmM+v2lDtKQhlCi45TSuiOF48cXCQr15IAJSuP+ZA0Zl0jjAtBSksAY2SaljdCjGgTMQzyDDFLBam4FAESgxCHqMUc8Go7PyTKpH+Mg7lAwCotZ+iTlDy3L4hz0Xa9aHuVf07bHTVZ6CsGp8sNVe1x3h/cDMMwZslJNs2xDBPBMQm0VYrDfqq67qgf2Ifhj3FeU57ECwccHC1XyXiUfYQrEi0+qnM5TNR0LrVFn+NG7iReMsi4Stc8f4cRuwZBH4FRaTRGBUfAG4JFKWMiGOWD7TTJm5J3Ii60iTdtKIXqlsSBPgalaznjaPjSqnpNRpD9WWKHSAOpQZCKBpnjf+1rX6tfiDiESKdRVEQyEaXTZsSV/JtIo6985Sv1kgCErKaw8JxHR/kRFJmmqi4YWkgZnxPFpEgttRWXIuBZoy+0y+cQGuZOHsbSdc7/EeU4pgS2NEF7075dw7S7Gvdcm8O01xd9xOCUfHfJWWYYhjFvmPXonHGPZZgIjnGirVIcfAIuBUchahynk5xwsxBZp36Uco+WKhkPy9tjH4l8TyPQB8EooqbTCKWuQlLqIIMvEjkfqy6DXA60vr+TWYucbBNBh7lWltLSZWM4WJQyxo5xPNgOS94GuYFqHETJIEy0Je+UgFXynKUeLIQV2k0TTvcdZ59yxowfkoAghWFFXGkzgsqThJDzlKc85c/yKen45ICCrDG2GE2k3FF8x9/occn1nfmB6EHyaHPbbbetvXnajoglPJT0ifPBnEt8ih6d1PCpUiDzztg5BvvRdhTmYog7ghVCmsgM/VOEWNt1rrlnjhHXYoJ2MIrfyKiNe1N7kwq3TsnZuL3QDiM3DMOYPErONPGKPg/7o0TJDupzosWvv/762pbDJeBGk4hs6SPYNeUezYkfKZ8ZRFBSJFZMFD4M0sj+YSOUxM/hkF3mMc4hHI794eqMD1EKjOpZZ1YE2S4i2bDPeLMmwAnmgpOHRSlj7Jg1FbztBlq6EWkcCBmIR+REwsjmbqBaukaCa4BgQm6h0lItRSzx/zThtI7dZpgG9SARHcULsWTTTTetPT9xSV3uGKXE3nGeEJzI/0T+pBhNBAFAyEEESnMY5K4VjoEH8oYbbliMJmM/tiMKi2MQes575XXqSr54cT45T4yb8SM8pZVfuEYIP+f4G2+8cb092zEHqhDE9wiW5NlqSp4ZE7SzDy+NZ9jfCP1gbrmG+ngAS+hKWMeZcHyS5Mxh5IZhGJNHW5W4aRa4KNlBOfXggvwfR5N4xCQerLss128bQ8m+Ri4Gn4DHwVu6zn+6qoD2hl0aOGjUdInT44RUtUc4L1yuaWxxDuF/RLuP61ln1gSRJh427LhnTYAb9p4za+dunmBRyhg7xqWCD/rDb4v+KN2IYvJOxA88QKWoDdrEW4bXDLR5ztQ2YkZMON21Yt6geXfoE4QBkQlxBLGFUO4cgeibWJMcTIzhiU98YnX33XcvRhNdffXVNYlbb731aoEJ4pLOcdp3hBb6BAkgSbrK8pKbChC1piWCnJNcGeOS4dOyOhCjqlJvrRKvcv4RDeU5VJQbY2L++L+EqqZzzXzjYWM7PhvU6xfPD8emPchjulxykN9PF8I6C/kOlqqAbhiGsRxQuvdip7CV2PSYJHuS9+Wmh2YcevA8OIHEqEnklOr74Nw0hpx9jVwM3gVPLFU6HnZVQVc+0hY1XSqsk5ujGOXG9ZVWHm6bQ3gWXB1uz3kXdxzkWSftd9Ny0WmKHeNcajgpjjduLjhtAX3eYVHKGDvGoYIP88NvuoE23YjaxhENBi8SWmOQAfmISjdq7YeIgPARc0p1vTG2eZBKxizOBaIIEUcxt4DabupLzO2kfjNPCFIITxJdFMH1xz/+sY4Muu6662rvFJFHIhe5OUa4QigjITlRURJ0aAPxh4gr2uVYQprIO83Vpc90jFwEW4rS+VeUG+PAK4hgCVEtJc9MI69EtIfNlaTzQztanjioVzqOsY2wzlK49bBYquMyDMOYt3uv7BQ8imgWMIoI4K7I2cKSU49+w2PElcC4H0b7Pjj3efBPBRgcXiW7mM4TjkYEKfhd26qCvrkwSxy8TXxK50hR5YhKiEvsHys+d5nDXNGZvs86pZQVaZ/BrIodsxjpNC0uaMfmcLAoZUwEo1bBh/nhN91A225EpXHkDEsagZMTsTDeim4pGRo+J3w6TYwdkYpL+kyi0WWXXbZYBS8uI2wiHorSglTQJpXvmkhjmgsLcYZxK4QbEUbV6iCYCDdsT7LIVPxLzwlkgbB4tmcchE7jOSXZOoD8kFdKHlWOj4iV6x99Jy9U05zn0CbscVz6wfjayE2MvIpePzAooe1jRJsExmHJ4TxjqY7LMAxjllFySMnRArCvvCaBLrYwtbldI9u7Hr9v5NCoxbpUgInVi2M/09xT8D04Fy/SOCDaNUWP9eHzJQ7eJ2dWjCpnXE9/+tMXt+1zvkoOzT5tlFJWpH0eJnJnEnxm1iKdJs0Fo3Pejs3BYVHKmEsMa4xLN9BBH0pzBgNRpClUGUPOEjfEklJ4M//HyLOePybGzkW1KHEj20Rxhs/Ix0SIOcciBDuNnqKvKfFgfxKLE9nE8RFyMN4xl1RTLizNsbyJKguMd4ooJwQihCREnDYBh3FATCE4F198cS1oscTx2muvraPQSDJJInJCsem3jq/zEvvH94yFJO1djXtb8vgo7HVNBppea2AYQtvn2i39fkZBDucdS3VchmEYs4ycQyrm8EkdT+O8T3exhanNHVWUxCidQ02iRF/BIq1eDNdRBDzRRohRcDP4HpyWCCkEKeX6LGEU4lqfnFlR7GR7PhMHniSYf6XcyOUxTc9N3znyUrLJcMFRFAUw/n9YlDLmEqkQMMpw6aYbUZdlcF0MhsgLggpCEcYcwUWJvGP7MTF2W1SLvHVp2G9X0kMScgQs9iOaCTGKz0jUjjhFX6LxLuXCiuOPOZQQ4WiP46699tr1kjfaazt/Oie0BTEldxPCFl5T8lXxGf3lGArFBvJaxP4RLYYo1ce4t5FN/b+vmBmvNRGlJkLbRiJz126polGO9Hj5mmEYhjELiHYK24h9n1S+v662MLW5o4iSGNQ51DU3kbbt4wSLfeI8ELFOWgUEFQrRXHXVVfV2iIc4QHGysmQvVlceZ4TyKJxybcilqhgmEi5WEkQgi9Fk6XU1yBx5KdlkkM5z+pxkdIdFKWNuoZvypNZZd42W6WIw2IYbF2IUSRKJ9EFkIcopbb9PVEtuW154qmJCxtKadZKQI/iwD+IRXi4ijCAeuVwOqTiIOJRC23zta1+r8wzwnjxQkBbEIUrr3nTTTXXbT3va0xrLBrMvyyLZlogr3rOsD+8cAhWRUERMKWE7c6CldCRc13wyNpUp7nK9xHmVd5DroQvB6+qNbCNKg3i92q7ZNs9v/H7aSTYNwzCM5QXZKexProDJOI/bVwQYhbgSuUBb2oY2W6/cTjg000j8NsEitfdN+UfhUQhTOFk5Dp/3zY/ZFpVS4h9teb9whMJrcaoqtcQg50nz26daXxPS+We+ukTX9zmWnYyTged5dLAoZcw1JukJ6BIt0+fYCCm88CyVhCK12TWqpbQtQk5bKDDfY7iJXiLsmn5BPhCKIDWlnACRNEpUy4XXI1gR1aSqhEQuMVYMPceFPCBStZUN5rutt966bo+2IELKNUUfGAuECdKAEMb/EfzwXDAPQP1EmKKdtmo5mteYH4s2VO1v2BxN8RglotTlWk8J2iC/j1K01SjFXwtchjFdHH/88dW5555b/64R8HmYbAP3j6OOOqr6t3/7t/p+i1049NBDq4MPPngifTaWL/oICaOyL3053aD75NpoStuQQ2rrxVWU2wnHZC6CPSfylex9Kf8o9wG4G/eQXFW82O4gDq+manRNvITvcXripITXxtQOTRFmTfPbp1rfJISMpr6PSiQ1muF5Hh0sShlzjUkq1KM8Vlq1pRTlJPSJailt2yUUGE8ShhuDC7nhfdfyxk0CiMa7yy671ASBbbTsEoEK8oW4hDjVVTghYXskSIhPeBVJyP7973+/uvTSS+u/bMMY5N1CCISkbbjhhnXIOZ+zdJL5UF9LBl7jQFBjX/pNZJc8g31zNJUq3fF5uoxzkEiqrtdsGykbRvzts6TAMIzJgEjTAw44oNpxxx2rM844o9M+hx9+eHXBBRdUH/nIR+r79ec///nqTW96U/3A98IXvnDsfTaWN7oIPqOwL7PgNCmlbSghtfUg5nZS0Z3IK0qCRZODtFR5LleJbhTCUlN/2niJ+Br3p9tvv/3PhLmmfpXmF37cp1rfOIWMLn0vORljLlPlke3K9Y38+fTcDQ+LUsZcY5IK9SiPhZCCiILHRYatS/upMRkmp1ZJqJKHDUMHuuQEaAs513d40hC8ogDEw803vvGNWizqU+5Z/Vcupsc97nGLSSshcghViFDMM6HlVPlT3xCiFBmg0HbGDeFQtcHcUkKNg/kBCleHQLZFs9FmXPaX5hRQ1BXIEY1BIqmIDutyTfWtMtQnB0OXcsc25oYxWRx33HH135UrV3behyqur371q6sVK1bU71//+tdXp512Wi3QW5SaDTFjOfU7h2HtyyiW4o8CfW1uyg8AfEa5nYgWL/GKQY6d4499Irm6Cku5/ij3alulM97DrwF5UeF0Jd6kRO1w0NKKgEEK2oxTyBjkWo/XN5wUXozzFiDasZpg3u8Bk8JSum/OCixKGXOPSSrUoziWlrkpsgcxoinKSWB5G6HIeH4gGIRLc0NUBBCfNS2z6zo+eZf6krqmkPMmQYWcUGyHgYxz0RWlPFrMBbmjdDzyaTHfiFeASCn6o5Bz/p9WG0xD5jUOiMs3v/nN2gNJ4vRSPgNtT7vkzYpLGyMZilFXtF0iGk3XR4lIDkoWc+Poa4C75j0zDGP2QXTqZz7zmeq1r31tHX1w0UUX1UL/KaecUi13zGsE6Lz2u081sz4YxVL8UWAQm5va+kErA47SARuTg+fsflcBLF062KXSWdM40qTlStSOMNWWqmJWMEjusXgd4AyGI7NaAbAk207C5XffnCVYlDKMCUNGQZE9GMQuN0AlIedhACGFZOEIK6pIQ9W8uBRt0BtkW66BJqLSFHKeM+iaCyqPYFjJ8dSWOyFFiXjg8YGwIAIRhUXeKaKg6BfbIeTRT/qMMcdAEy3FNiRFb1tKiGilVxsQFPFGxbwGpagrRKlBRJtBiWRXkWgQQtYn79mwsNfKMMaLU089tY6Owt7wEMS98/TTT6923XXX4j7kEeQl8BC0FDGvEaDz2u++1cy6omQPpzFPXWxuW06h+FnfyKtROGDjg3tOQOrKB9LI+K6VzkrL12K/4IJKIZEmhJ9lNDmCu1zfOFQRpBQphePWTsLldd+cNViUMowJY5BIkZiEnLXxGE8ibH7xi1/UfxFzQK7KSl9Ck3qltDQQDLvMq1TRBUEKQQ2Cwfe5hJXpssUuebQAIhAPQohHGHASmytZeVxShlHffvvtqyuvvLJYbVBkBpGJOSdfQ9t8l/IaxKgr+hOThCp5el/RZhAiOS6RqKntUXsc7bUyjKpOQn7SSSc1TgXOC+5Bg4pSV1xxRR0txQPMJZdcUh1yyCH1vW3PPffM7nPCCScsLhVcypjXCNB57fcoqpn1sVmzOE+jLKQyiXMiAYl+42AFEg5H5UTrk7Rc/YKDEaUuDjYL53ZcucfS6wA4p1R/zOL9YCnAopQxV1gK0RCDkAO2UxJyHiie/vSnLyaWRDhCaMFL0tWoMo8YIvZRWHUkNPobCU/TsrIuYyvlUGJ7BCJ5N9O20/2IekLk6RIym5ZEZn/2S5cnysBwjKZqgyIziIKIUohJRKY1zTfzi8jFK81rIDKWE6FGcX13/b2MMyx9EiHv9loZRlUdccQR1YEHHtg4FUp43Bcss37HO95RnX322dXee+9df7bVVlvV9+aTTz65KEodffTRdYJ0AQdBmqtvKWAaD/3Lod9dbdgoHxKbluLP0jz1tXuTXn6WOyecT3LTIY4PkseoK8ds4odwMgo94AxVMZ9BHYHTRpfrvlRQRxjF8sx5m7dhMYv3g6UAi1LG3CBncMA83hT6koOmiBOhq1HtGu2T8yb1WeaVVpBLcygRNUT4MCINYhTf59qO/fj6179ei1KxamFprBy/VBJ50CVlMWE7AlNbDq+YP4ycX7nk6fE8DpKwvoTlFD1kr5VhVHVSXyX2HTW4h/FKl5sjtjflMmGZOa/lgEk/9C/1fs9aJNAg8zTqh/bY3qzbvdw5gROSu6hPHqM2UaWPSCdOxj2LCKM0p+u8oe26HycPnAWOOU1RbFbvm/MMi1LG3CA1OKqWthweunM3wK6GOkXXaJ+U8PTxJuWMVcyhRI4RopXwlrGsbo899iga1nQNPKJUFxKmZXOxJLLaHXRJWV/i2zV/2DiM+3KKHrLXyjD6gQhScpHwl/sk9x+Ag0D3VYR8lt/tu+++dWTubrvtVh155JH1AyXL9y6++OLqwx/+cPXe977X028su0igNozarufaaxMkpu20Tc8JfYHHKeVEWx6jPnPYRaSLeUy75nSddTRd9+PkgdPmmLMgihmjhUUpY26QGhywXB66R3UzjtVp2qJ9ukRnlYBgSCRWTBxJLgHlUOL4CEXkIlFCcb7PtZ1bA99GtDROxC9VyGOMsc2mfdP2cwJgF7A9ffjyl79cJ6Uvka9xGPdZ96KOGrP2QGIYs4xjjjmmOuussxbfb7PNNvXfCy+8sFqxYkX9fyqGcu8TPv7xj9fL8V7xilfUghYPlMcff3x18MEHT2EExlLHvNuwUdv1XHsl3jSrD+z0gSqe8E7Qloy+zxx2cU7N+zXVF+Mc77TnctqimDF6WJQy5gY5cYJIqeViXIa9GUeSctdddy1Wnyvl9+jjZUsTkRMejShFVBSV7PS5hAOWsq299tq1IJVLKJ6izxp4jZMle/SBtrtUyGtaIpojd13mh/wpRCIQos7+PMQ99rGP/bPtx2HcHT1kGEYJK1eurF9NSO+bCOtnnnmmJ9WYCObdho3arvdpb5Yf2Ps69kZZNXDer6m+GOd4pz2X4xbFZiHScLnBopQxV0gNznIyLhGMl7BjciwRBdTlZpzmdEKY4qEjV0K2j5ct3RaRiWM95CEPqUUpwrQRZ+L+CGFK1D7qc6dx0iaJLMk/RbRSF1KWI3Ig91mX+WHsJAjecsstq6uvvrqu7EdS+nT7cRl3Rw8ZhmEYs46mCrvT5naDPpyyLWkD4AE4AYcdRx+eMO0ollFhHNxoFq6pSWKc453mXI5TFJvVSMOlDotSxlxjno3LsCo8uZX06oKY0wnEpXXp8ft42XIJ0VdfffXqjjvuqHOPQMgQZABCWt8cWH2hcRIphQD3i1/8olM0VhORSz/rOj8QUfrAMpg111yzjpJiv1LlQl5Ed1GNkH1jFJu9NoZhGMZSwzAVdifZt779UVJt2fycA7AvuvKmaUexjBLzzPO7wvxutq6NWY40XMqwKGUYYzQWpX27EJ2m4yqJd5cqdClJQaBBmEKQKnnQ+njZcgnRWZ5H+wgsLFkjOghhCmFm3EQzkjEqrEQhrM++cZ/cZ13mB1Fpn332WawCSBnipu2Zr3POOaeeO8Qs9qUNe20MwzCMpYhBK+xOum99+zPtB9vlIOYsBZjfzR6WSqThvMGilGGM0UtW2reNrLQdd9AbpkhKWxW9VNjRkrWScEaIehoF9exnP7sWosgbReldyomzXRdyNqzXaBgylts3l9OK+SGhexsQlSQstY2JqDIEKar1sfSQ9+w7bXJrGIZhGOPAoBV2Z/3htLSvo2KWJgY9r+Z3s4elFGk4T7AoZSx7tEUkjcNL1kZ02o477A2zi2ij70viWJtwFvNGIWwRxt6F2A0iBE6D5JEn64Ybbqgj1ki439bPLnOu5X4IUvzlPbDXxjAMw1iKSPkMmJWHwWG4Vm5fR8UsTQxzXs3vZhOONJw8LEoZyxrjikhq27eN6HQ57jhvmBJ5mJeSONZFsIt97JrYnG1Y6sY2/O0SVTXphIQckyiwG2+8sdp4440X+z3scbXcT4lRlVOqDzFOBTp7ZQ3DMIxZRi4aeVYwysjrWYqKGUdqiuWKYc7rtKNyfC6NWYFFKWNZY5wRSW37NhGdURipQQ1NmnT0vve9b1YcaxLOdOw0p1OpH7Gv7IMoo2gh3jdtPw2SxzFYloggdfvtt1dPeMITRrbMQMv9BiHGqUDHckklWp2FpLGGYRiGsVwxK1Ex40pNMSuYtNAy7HkdlZO577jn4VwaywcWpYxljXFHJE1r32EMTSryPOYxj1mcmy6CnY7Nkraf/exndcTPBhtsUOxD2lcSsT/0oQ+tK9VROQ9Rq014mTTJ4xj0kzE+/vGPr572tKeN1JCPKjcB4t6seGUNwzAMYzlj2lExs5DAfdyCUYn/juu4pdyqk8YgvH+WIvcMw6KUsawxKwRh1BjG0OSq6TVFdJXycD3kIQ+pbr755uoRj3hEdeutt9YiTq6dtK9sx4vP+NuWbwsSMOlzWMoV0daHrtuMKjcBgiDHm7ZX1jAMwzCmgUGiR8bJJ2YhV824UlPMQmROjv+CYY47TCXtWeb9sxK5ZxhzLUodf/zx1bnnnlvfDCgzT8WqNvADPeqoo6p/+7d/q37+859Xm2++eXXooYdWBx988ET6bMwmZoEgjBrDGBrmAo+P8hqlBriNrOnYRBEhGH3lK1+pHvCAB9TRTzmBKyeCNVUHZDkflfwQvIjAalsaOC7EY3YhJl3Jy6hzE3TN5WUYhmEYs4pBxKI+ogHbUlH3lltuqQuYTFtkGCfGmZpi2pE5Of47zHGHqaQ967x/qTrmjfnE3IpSf/jDH6oDDjig2nHHHaszzjij0z6HH354dcEFF1Qf+chHqs0226z6/Oc/X73pTW+q88K88IUvHHufDWNS3rm+hiYeGygPEZ8haigSqAu507Ehd2qD3FC//e1vi8nQc30tLfWjb4hSq6++ei2ezeKyudw4u5KXUecmWIqiq2EYhrF8MGhESle7q/aJ6qbAyjOe8Yza2b2UlzONMr1EV+40qcgcRdxHR+igxx2mkvYkMajAZI5ozArmVpQ67rjj6r8rV67svM9ll11WvfrVr65WrFhRv3/9619fnXbaadVVV11lUcqYKsYRAtzV0ORyOuUMcB+PkLanPXJSkQw8txSvb1/Vh8c97nGLS/dGhVyuqq75AboQk67kxZ4rwzAMw/h/GDQipavdVfusoECU+t73vlcXHPFyptHy13Hzm7QviFLDHpftKfjzjW98o1p//fV7VdKeNCwwGfOMuRWlBsFOO+1UfeYzn6le+9rX1tFRF110UV3h65RTTinuc/fdd9cv4c4775xQb43lhEkljsxtl8vplCNxfT1C40gGztI9oiT53TaJXIMgzgPt/+d//me1xhprdBIJuxCTPuRluRALlyI2DMMw2jBoREpXu6v2iY6Cr+CUasqnaQzOX8fJb5r6MsxxFxYWFl/Lla8ZxrixrESpU089tY6O4mbF0h+iIE4//fRq1113Le5zwgknLEZlGca4MInEkaXtuuZ06usRGrUHSUv3EKYQi0pL9wYVOuI8cH8gpwRe064iYRdiYvJSzWSCUMMwDGPp5kCaNF9ZTs6dWVrCNo6+MLfwzqc85SlTzxtlGEsZMyVKkYT8pJNOatzmhhtuqL0Yg4pSV1xxRR0ttemmm1aXXHJJdcghh9RRU3vuuWd2n6OPPrrORRUjpQjpNYxRYhKJI0vbteV0SgnPqMlgV4Kl/rMcsLR0bxihI84DBAQBbJIka9rEctKYpQShhmEYxmxj3E6deXQazYJzZ5YEvXH0ZZZEN8NYypgpUeqII46oDjzwwMZtiI4YBL///e+rd7zjHdXZZ59d7b333vVnW221VX0zP/nkk4ui1FprrVW/DGPcGJQQdTWYTduVjj1pwtN0vC7jHFboiPOgqnUIVCopPK6xzwKxnDRM9AzDMAxj/p07syTojbovsyS6GcZSxkyJUpR35zUOUK2LVxpdQfI6HjoNY17R1WAOYlgnTXja8gG09X+UQofan4RYNKp5nqdoKxM9wzAMw5hN58488YnlJLoZxlLFTIlSfUDZVhIR85fcLzw4Apb26KbMMj9yQu2777511MNuu+1WHXnkkdX97ne/evnexRdfXH34wx+u3vve9055NIYxGYPZ17COgvD0ITZtx2vrv4SOH/3oRyPpz6REuVHN87xFW5noGYZhGMZsRfHMI58wDGO+Mbei1DHHHFOdddZZi++32Wab+u+FF15YrVixov7/TTfdVN9YhY9//ON1jqhXvOIVtaCFMHX88cdXBx988BRGYBhLn/D0JTajIlhU/OOY/I3H7NufSS0xG8W4ZyWM3zAMwzCM2XLuzKJDzjAMY+5FqZUrV9avJqSlOzfccMPqzDPPHHPPDGO+0EZUholmGYTYDBs9kx6TqCmNr+m70tgnlUtg2HE7R5NhGIYxKnj51tLBrDrkDMMw5l6UMgxj9kO0J0lsRKDJEadjkkPulltuqZf48hmFEkrflcY+L0vMnKPJMAzDGAW8fGtpoa+D0HzCMIxJw6KUYSxjjDtEe1LEJiXQiE+ITry/+eab6/Hxlz7kvlsq4enzIqAZhmEYswsv31paGMRBaD5hGMYkYVHKMJZxaLyICuLMuCpRToLYpAQa0Ymx8RnjYnw/+clP6vGxLUIZ35NzapLh6bNwzg3DMAyjCV6+tbTsuyOfDMOYdViUMoxlHBrPMYkc+vnPf17dc8891Xe/+926UmWfvswCEUsJNOKT5heB6mEPe1j92eMe97jFqKhHPOIRE8sXNUvn3DAMwzCaYBFj6dl3Rz4Zg2AWOL6xPGBRyjCWeWg8os2aa65Zi1N9+zIrRCwl0On8IkpR+CCNipokSZulc24YhmEYTbCI0R2278ZSxKxwfGN5wKKUYSzz0Phh+jIsEevjgelbJTCOaaONNqpf0/T2lObZXijDMAzDmF/MEqczjFHBYqsxSViUMoxlHhrf1Jc2wWQYItbHA9PXW5OOCQw718OKR7l5thfKMAzDMOYbs8TpDGNUsNhqTBIWpQxjxkPjJxFJk+tLF8FkGCLWxwMziLdGYxqF8DNIG7nzls5zaVyOnjIMwzCM+cE8LXc0xzC6wGKrMUlYlDKMGcY0I2m6CkGDErE+HphpLjEcpI2u5y03LkdPGYZhGIYxDphjGEtVbDXmGxalDGOGMc313OMO2+3jgRnGWzOKcfRto4+gl47rtttuc0J0wzAMwzBGDucJMgxjFmFRyjBmGNNczz2JsN0+HphBvTWjGEffNvqct3Rc4zznDtk3DMMwjOUL5wkyDGMWsdoCddKNzrjzzjsXc76ss846nrkEfugdPZb7nM7r+Lv2O7fdOMbskH3DGBy2/aOB59Ewpo955VWGYSxdu+9IKWNk8EPveLCc13NzTX35y1+ufv7zn1frr79+9cxnPnNu5qLLeSv9ZuK+oyKPDtk3DMMwDGM580rDMGYT95l2B4ylg/jQy1/eG8Yw+NGPflTdeOON9bXEX94vp9+MRKvrrruu/sv7QeGQfcMwDMMYPbDN5IMcxkYbhmEsZzhSyhgZ/NBrGKP9zYwyusmlfQ3DMAxjtPAqAcMwjOFhUcoYGfzQa4waG220UfWEJzyhXr632Wab1e+X029m1EKvQ/YNwzAMY3To4zxyLifDMIw8LEoZI4UfeleFCcjw19NOO+20pBNyNv1mJiH0+ho1DMMwjMHQ1XnkiCrDMIwyLEoZxphgAjLYnKUCzHIXOsc5fl+jhmEYhjE4ujqPXGzEMAyjDCc6N4wxwYnf+2GUSb2NbvA1ahjLD9/73veqgw46qNp8882r+93vftUWW2xRHXvssdUf/vCHxv3uuuuu6pBDDqkrofLwvf/++1c//vGPJ9Zvw5hVIEQ94hGPaHQgOe+qYRhGGY6UMowxwQSkH+xFnDx8jRrG8gOVTO+9997qtNNOqx7zmMdU3/jGN6rXve511W9/+9vq5JNPLu532GGHVeeee271yU9+sn74fvOb31ztt99+1Ze//OWJ9t8w5hHOu2oYhlHGagsLCwsN3xsJ7rzzztqwEMWxzjrreH6MRjhfT7+5uuyyy+qk5njvn/SkJ9WJzZfz0r1ZuEZ9DRvG0rf973nPe6oPfOAD1Xe/+93s94x7gw02qD760Y9WL3nJSxbFLQpRXH755dUOO+zQ6ThLfR4NwzAMw+hv9x0pZRhjxHLKhzQK8QKN/Pe//33105/+tP4/S0PI1bBc5nDWrlHnnDKM5QF+6+utt17x+2uuuaa65557qj333HPxs8c//vHVox71qEZR6u67765fkZwahmEYhmFEOKeUYRgzkQ8KQYslJZtttlktTCGUUGaZz43pwDmnDGPp4+abb65OPfXU6g1veENxmzvuuKNac801q3XXXXeVzx/+8IfX35VwwgknLArfvDbZZJOR9t0wDMMwjPmHRSnDMGZCvFB+o1/84hf1gw/CVlN5ZWP8cM4pw5gfHHXUUdVqq63W+GLJXcRtt91WPfe5z60OOOCAOq/UqHH00UfX93K9fvCDH4z8GIZhGIZhzDe8fM8wjJkQL2ISUCKm7nOf+wy1FNAYHk7MahjzgyOOOKI68MADG7d59KMfvfj/22+/vdp9992rnXbaqfrQhz7UuN+GG25YV+f75S9/uUq0FEus+a6EtdZaq34ZhmEYhmGUYFHKMIyZES+WUw6ueYHPiWHMB0hEzqsLiJBCkNpuu+2qM888s3YCNIHt1lhjjeqLX/xitf/++9ef3XTTTdWtt95a7bjjjiPpv2EYhmEYyxMWpQzDGAksXhiGYcw+EKRWrFhRbbrpptXJJ59cF5YQFPXENnvssUf14Q9/uHrGM55R398POuig6vDDD68TolNB5y1veUstSHWtvGcYhmEYhpGDRSnDMAzDMIxlgi984Qt1cnNe5AGMoOopoNIekVC/+93vFr875ZRT6ogqIqWoqLfXXntV73//+yfef8MwDMMwlhZWWxADMTqBcsZ4DEnYiafQMAzDMIylDdt+z6NhGIZhGOPhT66+ZxiGYRiGYRiGYRiGYUwcFqUMwzAMwzAMwzAMwzCMicOilGEYhmEYhmEYhmEYhjFxWJQyDMMwDMMwDMMwDMMwJg5X3zMMwzAMwzDmGiRR/c1vflM98IEPrJOqGoZhGIYxH7AoZRiGYRiGYcy1IPXVr361+vWvf1096EEPqp761KdamDIMwzCMOYGX7xmGYRiGYRhzCyKkEKQe+chH1n95bxiGYRjGfMCilGEYhmEYhjG3YMkeEVI//OEP67+8NwzDMAxjPuDle4ZhGIZhGMbcghxSLNlzTinDMAzDmD9YlDKMGYYTtxqGYRhGN2HKCc4NwzBmH36+MZbE8r3vfe971UEHHVRtvvnm1f3ud79qiy22qI499tjqD3/4Q+N+d911V3XIIYdU66+/fh3avf/++1c//vGPJ9Zvwxgkcet1111X/+W9YRiGYRiGYRjGPMLPN8aSEaVuvPHG6t57761OO+206pvf/GZ1yimnVB/84Aerd7zjHY37HXbYYdU555xTffKTn6wuvvji6vbbb6/222+/ifXbMPrAiVsNwzAMwzAMw1gq8PONsWSW7z33uc+tX8KjH/3o6qabbqo+8IEPVCeffHJRlT3jjDOqj370o9WznvWs+rMzzzyzesITnlBdccUV1Q477DCx/htGFzhxq2EYhmEYhmEYSwV+vjGWjChVEp3WW2+94vfXXHNNdc8991R77rnn4mePf/zjq0c96lHV5ZdfXhSl7r777vol3HnnnSPuuWHk4cSthmEYhmEYhmEsFfj5xlgyy/dS3HzzzdWpp55aveENbyhuc8cdd1Rrrrlmte66667y+cMf/vD6uxJOOOGExeSZvDbZZJOR9t0wmsA194hHPMLJWw3DMAzDMAzDmHv4+caYaVHqqKOOqlZbbbXGF/mkIm677bZ6Kd8BBxxQve51rxt5n44++ug6CkuvH/zgByM/hmEYhmEYhmEYhmEYxnLDTC3fO+KII6oDDzywcRvyRwkkKt99992rnXbaqfrQhz7UuN+GG25YV+f75S9/uUq0FNX3+K6EtdZaq34ZhmEYhmEYhmEYhmEYS1SU2mCDDepXFxAhhSC13Xbb1QnL73Of5qAvtltjjTWqL37xi9X+++9ff0Zy9FtvvbXacccdR9J/wzAMwzAMwzAMwzAMYw6X73UFgtSKFSvqJOVU2/vpT39a54WKuaHYhkTmV1111eLa1YMOOqg6/PDDqwsvvLBOfP6a17ymFqRcec8wDMMwDMMwDMMwDGMZR0p1xRe+8IU6uTmvRz7ykat8t7CwUP+l0h6RUL/73e8WvzvllFPqiCoipaiot9dee1Xvf//7J95/wzAMwzAMwzAMwzCM5Y7VFqTiGJ1w55131lFXJD1fZ511PGuGYRiGscRh2+95NAzDMAxjPPxpLpfvGYZhGIZhGIZhGIZhGPMNi1KGYRiGYRiGYRiGYRjGxGFRyjAMwzAMwzAMwzAMw5g4LEoZhmEYhmEYhmEYhmEYE4dFKcMwDMMwDMMwDMMwDGPiWH3yh5xvqFghmeQNwzAMw1j6kM13weLhYA5lGIZhGMsHd3bkTxaleuLXv/51/XeTTTYZ9NwYhmEYhjGnHIDSxsbg8wfMoQzDMAxj+eDXLfxptQW7/Xrh3nvvrW6//fbqQQ96ULXaaqtVy1HthEz+4Ac/qNZZZ51pd2dJwHPq+Zx1+Br1nC736xSqBKHaeOONq/vcx5kPRsWhfG+ZHjz3nvvlCF/3nvvliDun+PzelT85UqonmMxHPvKR1XIHF7RFKc/pLMPXqOd0HuDrdH7m1BFS4+NQ/h1MD557z/1yhK97z/1yxDpTen7vwp/s7jMMwzAMwzAMwzAMwzAmDotShmEYhmEYhmEYhmEYxsRhUcrohbXWWqs69thj67/GaOA5HS08n6OH59RzOg/wdTp/8Dnz3C9H+Lr33C9H+Lr33DfBic4NwzAMwzAMwzAMwzCMicORUoZhGIZhGIZhGIZhGMbEYVHKMAzDMAzDMAzDMAzDmDgsShmGYRiGYRiGYRiGYRgTh0UpwzAMwzAMwzAMwzAMY+KwKGU04j//8z+rV7ziFdU666xTrbvuutVBBx1U/eY3v2nc5w1veEO1xRZbVPe73/2qDTbYoHrRi15U3XjjjZ7pAeeU7d/ylrdUW265ZT2nj3rUo6pDDz20+tWvfuU5HeI6/dCHPlStWLGi3me11VarfvnLXy7r+fznf/7narPNNqvWXnvtavvtt6+uuuqqxu0/+clPVo9//OPr7Z/ylKdU/+f//J+J9XUpzuk3v/nNav/996+353p83/veN9G+LsU5Pf3006tddtmleshDHlK/9txzz9br2hgvvve979X3580337y2Z3AFKvr+4Q9/aNzvrrvuqg455JBq/fXXrx74wAfWv5Uf//jHPl09cfzxx1c77bRTdf/737+2lV1w4IEH1vek+Hruc5/ruZ/A3C8sLFTHHHNMtdFGG9W/F+5h3/72tz33E+CI8MP0uj/44IM99y0wl5yPuV+5cuWfXd/sN01YlDIawU2ch6UvfOEL1X/8x39Ul1xySfX617++cZ/tttuuOvPMM6sbbrihOu+882qj+pznPKf605/+5NkeYE5vv/32+nXyySdX3/jGN+obyec+97naqBqDX6e/+93vamL9jne8Y9lP47/8y79Uhx9+eP1weO2111Zbb711tddee1U/+clPsnNz2WWXVS972cvqa/C6666rXvziF9cvrk9jsDnlenz0ox9dnXjiidWGG27oaRzBnF500UX1dXrhhRdWl19+ebXJJpvUtui2227z/E4JOKjuvffe6rTTTqvv2aecckr1wQ9+sPU+fNhhh1XnnHNOLYZffPHFtU3cb7/9JtbvpQLEvwMOOKB64xvf2Gs/bOWPfvSjxdfHPvaxsfVxqWKQuX/3u99d/ff//t/r38iVV15ZPeABD6jveYi0xng5Injd6163ynXP+TDKMJecn7kHiLTx+v7+979fTRULhlHAt771rQUukauvvnrxs89+9rMLq6222sJtt93Wed6+9rWv1e3cfPPNy36uRzWnn/jEJxbWXHPNhXvuucdzOuScXnjhhfX+v/jFL5btXD7jGc9YOOSQQxbf/+lPf1rYeOONF0444YTs9n/xF3+xsPfee6/y2fbbb7/whje8Yex9XapzGrHpppsunHLKKWPu4fKaU/DHP/5x4UEPetDCWWedNcZeGn3x7ne/e2HzzTcvfv/LX/5yYY011lj45Cc/ufjZDTfcUN+3L7/8ck/4ADjzzDMXHvzgB3fa9tWvfvXCi170Is/zhOf+3nvvXdhwww0X3vOe96zyW1hrrbUWPvaxj/l8jJkj7rbbbgt/8zd/43nuAXPJ+Zn7M3vYgEnBkVJGEXiWCXN92tOetvgZocP3uc99ao9NF/z2t7+to6YI1cdLvdwxijkFLN1D4V599dWr5Y5Rzely9t5ec8019ZwJzB3vmdsc+DxuD/DIlLZfbhhkTo3xzynRaPfcc0+13nrrebpnCNizpnPCeee8xXPP0mGWsvv3NBkQdfiwhz2sTiNApM/Pf/7zCR15+eKWW26p7rjjjlWu+wc/+MH1shxf95PhiP/7f//v6qEPfWj15Cc/uTr66KNrG2LkYS45f/zoN7/5TbXpppvWz+ek2iGacJqwKGUUgTGEhEQggkAe+a4J73//++u8D7w++9nP1iGza6655rKf7WHmVPjZz35W/eM//mOn0OPlgFHM6XIG1xNLax/+8Iev8jnvS/PH5322X24YZE6N8c/p29/+9mrjjTf+M0HVmB5uvvnm6tRTT61zUZbA+YU/pHl4/HuaDFi69+EPf7j64he/WJ100kn18snnPe95TskwZui+ZjsyHY748pe/vPrIRz5SL/9GkPpf/+t/VX/1V381ZG+WLswl52vut9xyy+p//s//Wf37v/97fZ2zrJ6cdz/84Q+racGi1DLEUUcd9WfJzdLXsInJWb9NrhnIy+Me97jqL/7iL5b0GvhJzCm48847q7333rt64hOfWP3X//pfq6WMSc2pYRhLH+Tq+vjHP16dffbZU0/muRQxyP2a3F4IHuTZIXeLMbm574O//Mu/rF74whfWBS3IHUhOnquvvrqOnlruME9ZunOP45cIcK57nmkQZrEf3/nOd0Y6DsOYBnbcccfqVa96VfXUpz612m233ap//dd/rYuTke9xWvDan2WII444oq6m0gQS7pJsN02Q9sc//rGuYtGWiJcQY16Pfexjqx122KGufMTNnKSzSxGTmNNf//rXNYF/0IMeVM/lGmusUS1lTGJOjaoOTb/vfe/7Z5WseF+aPz7vs/1ywyBzaoxvTikSgSh1/vnnV1tttZWneor3a4FE5bvvvnvtmaUSahM4vyxPoEJqjJby72mwuR8WtMXvkSi3PfbYo1rOGOfc677GdU71PYH3PEgud0yaI7JsEnDdUzXUWBXmkvPNOddYY41qm222qa/vacGi1DIESiivLioqJJB1qlTUAxdccEEd4qebcxdQfY/X3XffXS1VjHtOiZDCY7PWWmtVn/nMZ5aFp3/S1+lyBctimDeWZuAFB8wd79/85jcX55zv3/rWty5+xhJdPjcGm1Nj9NcpoFoSpdipBBtzihjTuV8rQgpBSpV6yX3RBLaDMHOu999///qzm266qbr11lt9z+k596MAyzvIKRWFkuWKcc49uVh5oOS6lwgFFyQPUt/qiUsRk+aIX/3qV+u/vu7zMJecb875pz/9qfr6179ePf/5z6+mhmlnWjdmG8997nMXttlmm4Urr7xy4Utf+tLCYx/72IWXvexli9//8Ic/XNhyyy3r78F3vvOdhXe9610LX/nKVxa+//3vL3z5y19e2GeffRbWW2+9hR//+MdTHMn8zumvfvWrurLZU57ylLqC4Y9+9KPFF9WkjP5zCpi/6667buH000+vK7Nccskl9fuf//zny25KP/7xj9cVfVauXFlXqnn961+/sO666y7ccccd9fevfOUrF4466qjF7fldr7766gsnn3xyXQXr2GOPratjff3rX5/iKOZ7Tu++++76+uO10UYbLfzt3/5t/f9vf/vbUxzFfM/piSeeWFcp/dSnPrXKffPXv/71FEexvMG9+DGPeczCHnvsUf8/npem+/XBBx+88KhHPWrhggsuqPnFjjvuWL+MfoCXcV857rjjFh74wAcu3nPib4K5/9d//df6/3zOvYgqh7fccsvC+eefv7DtttvWNvauu+7y9I9x7nUP4x737//+7wvXX399XQWRSpW///3vPfdj5Ihw7X/4h3+o7zVc98z/ox/96IVdd93V894Ac8n5mfvjjjtu4bzzzquf26+55pqFv/zLv1xYe+21F775zW9ObQwWpYxG8IDOjRsDus466yy85jWvWcWAcrPmgf7CCy+s31Ne9XnPe97Cwx72sPoh9ZGPfOTCy1/+8oUbb7zRMz3gnPKX97kX2xr95xQgpOTmlDKpyxGnnnpq/dDHQzylZa+44opVSiNTFjziE5/4xMLjHve4evsnPelJC+eee+4Uer105lTXaPpiO2OwOd10002zc8pv35gOuL+W7FnT/ZqH8De96U0LD3nIQxbuf//7L+y7776rCFlGN/D7yM19nOtoB3/3u98tPOc5z1nYYIMNak7Hb+p1r3vd4oOOMb65B/fee+/C3//93y88/OEPrx84EXNvuukmT/uYOeKtt95aC1A41Jl3hPQjjzyydhIbzTCXnI+5f+tb37q4LfeX5z//+QvXXnvtwjSxGv9ML07LMAzDMAzDMAzDMAzDWI5w9T3DMAzDMAzDMAzDMAxj4rAoZRiGYRiGYRiGYRiGYUwcFqUMwzAMwzAMwzAMwzCMicOilGEYhmEYhmEYhmEYhjFxWJQyDMMwDMMwDMMwDMMwJg6LUoZhGIZhGIZhGIZhGMbEYVHKMAzDMAzDMAzDMAzDmDgsShmGYRiGYRiGYRiGYRgTh0UpwzAMwzAMwzAMw+iBc845p3riE59Y/fVf/3V1+umnV69//es9f4YxACxKGYYxMaxYsaJ661vfWvz+wAMPrF784hcvmTOysLBQE5T11luvWm211aqvfvWr2c8MwzAMwzCaYA41exzqox/9aPUf//Ef1cMf/vDqne98Z/Xyl798qv0xjHmFRSnDMGYG//RP/1StXLlyYgQu4p//+Z+rzTbbrFp77bWr7bffvrrqqquGPv7nPve5ejwQlh/96EfVk5/85OxnkxynYRiGYRhLD+ZQk+dPH/vYx6pHP/rR1fHHH199//vfr9szDKM/LEoZhjEzePCDH1ytu+66Ez/uv/zLv1SHH354deyxx1bXXntttfXWW1d77bVX9ZOf/GSodr/zne9UG220UbXTTjtVG264YbX66qtnPzMMwzAMwxgG5lCGYcwtFgzDMDrik5/85MKTn/zkhbXXXnthvfXWW9hjjz0WfvOb39TfbbrppgunnHLKKttvvfXWC8cee+zi+912223hkEMOqV/rrLPOwvrrr7/wX/7Lf1m499576+9f/epXL7zoRS9a3P5Pf/rTwrve9a6FzTbbrD7mVlttVfchgm1OOumkhS222GJhzTXXXNhkk00W3vnOd9ZtcYuLr1tuuSU7rmc84xl1n2KbG2+88cIJJ5xQnIu2vqXHZ35yn3VpqzTG3HGaxpligw02WDj99NNX+eyqq65aWGuttRa++93vdmrDMAzDMIx2mEP9P9x1110Lb3nLW2oeAud45jOfWfOPQThU07w28ath+BMwhzKM0cEuesMwOoGlZi972cuqd7/73dW+++5b/frXv64uvfTSen1/H5x11lnVQQcdVC+P+8pXvlLnBnjUox5Vve51r/uzbU844YTqIx/5SPXBD36weuxjH1tdcskl1V/91V9VG2ywQbXbbrvV2xx99NF1cslTTjml2nnnnet+3njjjdWb3/zm6v/+3/9bL4/7h3/4h3pb9kvxhz/8obrmmmvqdoT73Oc+1Z577lldfvnlxXG09Y0w+i222KL60Ic+VF199dXVfe9732rNNdf8s8+6tFUaI+A4XcaZw1Oe8pTqW9/61iqfvf3tb6/e8IY3VJtvvnmnNgzDMAzDaIY51Kp429veVn3605+uOeGmm25ac0si1G+++eY6X1RXDtU2r038ahj+BMyhDGN0sChlGEYnYPj/+Mc/Vvvtt19NIGSQ+2KTTTapxRUSVG655ZbV17/+9fp9Kkrdfffd1bve9a7q/PPPr3bcccf6M9btf+lLX6pOO+20WqyBfEAq/sf/+B/Vq1/96nobCAvCDYDA3P/+96+XyZXws5/9rPrTn/5UJ6mM4L2EnxRd+kYY/YMe9KCaNMXjp5+1tbXttts2jpHjdBlnDhCxKEqdd955tVD4iU98on5P3qsjjjiiuvfee2uxiuoyhmEYhmH0gznU/8Nvf/vb6gMf+ECdX/N5z3te/RmOty984QvVGWecUR155JGdORQpF0rctI1fkaR8UP7UhUMZhtEdFqUMw+gE8iztsccetbHHm/Wc5zyneslLXlI95CEP6TWDO+ywQy1ICRCF//bf/lstDEXgLfvd735XPfvZz/6zyKZtttmm/v8NN9xQkw76NUl06duo2hrnGDmXZ599dv1/vIpEZEEGH/rQh9YkjzxbF154YU0Ot9tuu9oLuf7664+8H4ZhGIaxlGEO9f9Abs177rmneuYzn7n42RprrFE94xnPqDnPqOZ1lFytL4cCduwZRndYlDIMoxPwTOHFuuyyy6rPf/7z1amnnlr93d/9XXXllVfWS71Y8pYu5YN0DIrf/OY39d9zzz23esQjHrHKd2uttVb99373u9/QZw/ywNh+/OMfr/I570uesy5964q2tn75y19W4wJevh/+8Id1H84555zak4sQBVhe+aQnPWmxT3gzOe+EyRuGYRiG0R3mUJOf11Fytb4cyo49w+gHV98zDKMziHDCs3XcccdV1113XR32LC8R6/AxyMKdd95Z3XLLLX/WBkQh4oorrqjX+Su/kvDEJz6xJg233npr9ZjHPGaVF0sAAfshTH3xi1/M9pf+pRFYuW2IAoptsFyN9wr3TtGlb13R1lbbGLuOs0SowPXXX1/9/d//fXXMMcdUD3jAA+rPbr/99lVIHP+/7bbbeh/DMAzDMAxzKIEUBPCWL3/5y6s4MckTBScaFTftwtUG5U9tHCo69h74wAcuOvYMw8jDkVKGYXQCYhLCCKHRD3vYw+r3P/3pT6snPOEJ9ffPetaz6vwA++yzT7XuuuvWxjkVmgDkAE8SybTJBYBXi+V7Kcgb8Ld/+7fVYYcdVotE5FD61a9+VZOYddZZp86vtPbaa9e5jkiYCbGAlNCnb37zm3Uy9c0226zu5/e+972aFJA8k4iuFPSH9p72tKfV4ePve9/76pwHr3nNa7Jz0aVvXdGlraYxgq7jTMG25GAgbxTb55LNG4ZhGIYxHMyh/h8Qbt74xjfWS93gKxS7IVE5S+3Ea0Yxr1341aD8qY1D2bFnGP1gUcowjE7AgFO1BMGGKCgMMWKSklSylp7IqBe84AV1DqJ//Md/zEZKvepVr6p+//vf1+IPotXf/M3f1BX4cqANIrConvLd7363FrtI/P2Od7xjcRu8U6uvvnotgkECNtpoo+rggw+uv4OMQDrwlnFM+gMBSfHSl760JjG0cccdd1RPfepTq8997nN/lvy8b9+6oq2tpjH2GWcpJwJh5yTm5BjCxhtvvEpkFP/nnBmGYRiG0Q/mUKvixBNPrIWiV77ylXXRGpyCJArvm6e0bV7b+NUw/KmJQxmG0Q+rLfSt524YhjEmkK8IoYryvcZ0QT4EPI0XXXTRYqJzcjY40blhGIZhzB7MoWYH8KX3vOc9iyku3vrWt9aOvZe//OXT7pphzCScU8owjJkQQCire/nll9dr8I3pA48f3sbdd9+9jhwjPN2ClGEYhmHMFsyhZg8IUN/4xjfqKHMSoX/2s5+tqwMahpGHI6UMw5g6vvrVr1Y77bRTLYAQJdU3fNswDMMwDGM5whxqNvGZz3ymXh7IMkXygpZSVRiGYVHKMAzDMAzDMAzDMAzDmAK8fM8wDMMwDMMwDMMwDMOYOCxKGYZhGIZhGIZhGIZhGBOHRSnDMAzDMAzDMAzDMAxj4rAoZRiGYRiGYRiGYRiGYUwcFqUMwzAMwzAMwzAMwzCMicOilGEYhmEYhmEYhmEYhjFxWJQyDMMwDMMwDMMwDMMwJg6LUoZhGIZhGIZhGIZhGMbEYVHKMAzDMAzDMAzDMAzDmDgsShmGYRiGYRiGYRiGYRgTh0UpwzAMwzAMwzAMwzAMY+KwKGUYhmEYhmEYhmEYhmFUk8b/B9xWwKAdI/77AAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "contrasts = [(10, \"centered\"), (10, \"non-centered\"), (300, \"centered\"), (300, \"non-centered\")]\n", - "\n", - "fig, axes = plt.subplots(2, 2, figsize=(12, 9))\n", - "for ax, (n_trials, label) in zip(axes.flat, contrasts):\n", - " idata = idata_store[(n_trials, label)]\n", - "\n", - " sigma = idata.posterior[sigma_v_var].values.flatten()\n", - " log_sigma = np.log(sigma)\n", - "\n", - " re_name = \"v_1|participant_id_offset\" if label == \"non-centered\" else \"v_1|participant_id\"\n", - " subj_effect = idata.posterior[re_name].values[..., 0].flatten()\n", - "\n", - " ax.scatter(subj_effect, log_sigma, s=4, alpha=0.25, color=\"#404040\")\n", - " ax.axhline(np.log(sigma_v), color=\"k\", ls=\"--\", lw=1, alpha=0.6)\n", - "\n", - " xlabel = r\"subject 0 offset $\\tilde v_0$\" if label == \"non-centered\" else r\"subject 0 effect $v_0$\"\n", - " ax.set_xlabel(xlabel)\n", - " ax.set_ylabel(r\"$\\log \\sigma_v$\")\n", - " ax.set_title(f\"{n_trials} trials, {label}\")\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "cell-61p", - "metadata": {}, - "source": [ - "**Top-left** narrows toward small `σ_v` — the funnel. **Bottom-right** widens at small `σ_v` — the inverse funnel. " - ] - }, - { - "cell_type": "markdown", - "id": "cell-62h", - "metadata": {}, - "source": [ - "### 6.2 Trace plots of `σ_v`\n", - "\n", - "Each chain's `σ_v` values across 1000 samples. The dashed line is the true `σ_v = 0.3`." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cell-26", - "metadata": {}, - "outputs": [ + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using default initvals. \n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using adapt_diag...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sequential sampling (4 chains in 1 job)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [a, z, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n" + ] + }, + { + "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 21 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "There were 7 divergences after tuning. Increase `target_accept` or reparameterize.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "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" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "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" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/4000 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ess_map = {(r.n_trials, r.parameterization): r.ess_sigma_v for r in results.itertuples()}\n", - "\n", - "contrasts = [(10, \"centered\"), (10, \"non-centered\"), (300, \"centered\"), (300, \"non-centered\")]\n", - "fig, axes = plt.subplots(2, 2, figsize=(12, 6))\n", - "for ax, (n_trials, label) in zip(axes.flat, contrasts):\n", - " idata = idata_store[(n_trials, label)]\n", - " samples = idata.posterior[sigma_v_var].values \n", - " for c in range(samples.shape[0]):\n", - " ax.plot(samples[c], alpha=0.7, lw=0.6)\n", - " ax.axhline(sigma_v, color=\"k\", ls=\"--\", lw=1, alpha=0.5)\n", - " ax.set_title(f\"{n_trials} trials, {label} (ESS ≈ {ess_map[(n_trials, label)]:.0f})\")\n", - " ax.set_xlabel(\"draw\")\n", - " ax.set_ylabel(r\"$\\sigma_v$\")\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "cell-62p", - "metadata": {}, - "source": [ - "At 300 trials, centered (bottom-left) stays in a narrow band, while non-centered (bottom-right) swings wider and has a larger jump—matching its much lower ESS. At 10 trials the two look almost the same; the funnel is too mild at `σ_v = 0.3` to show up in the traces, so the difference only appears in the ESS numbers." - ] - }, - { - "cell_type": "markdown", - "id": "cell-63h", - "metadata": {}, - "source": [ - "### 6.3 Recovery of `σ_v`\n", - "\n", - "Estimated `σ_v` (mean ± sd) for both forms. Dashed line is the true `σ_v = 0.3`; dotted line is the actual spread of the 20 simulated subjects (≈ 0.222)." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "cell-63c", - "metadata": {}, - "outputs": [ + "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 45 seconds.\n" + ] + }, { - "data": { - "image/png": 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n_trialsparameterizationpost_meanpost_sd
010centered0.3840.119
110non-centered0.3640.123
230centered0.2290.064divergencesrhat_sigma_vess_sigma_v
330non-centered0.2240.061parameterizationcenterednon-centeredcenterednon-centeredcenterednon-centered
4100centered0.2120.044n_subjects
5100non-centered0.2110.044107.00.01.031.0117.01052.0
6300centered0.2370.045200.00.01.041.0112.01469.0
7300non-centered0.2330.04340561.00.01.581.07.0652.0
\n", "" ], "text/plain": [ - " n_trials parameterization post_mean post_sd\n", - "0 10 centered 0.384 0.119\n", - "1 10 non-centered 0.364 0.123\n", - "2 30 centered 0.229 0.064\n", - "3 30 non-centered 0.224 0.061\n", - "4 100 centered 0.212 0.044\n", - "5 100 non-centered 0.211 0.044\n", - "6 300 centered 0.237 0.045\n", - "7 300 non-centered 0.233 0.043" + " divergences rhat_sigma_v \\\n", + "parameterization centered non-centered centered non-centered \n", + "n_subjects \n", + "10 7.0 0.0 1.03 1.0 \n", + "20 0.0 0.0 1.04 1.0 \n", + "40 561.0 0.0 1.58 1.0 \n", + "\n", + " ess_sigma_v \n", + "parameterization centered non-centered \n", + "n_subjects \n", + "10 117.0 1052.0 \n", + "20 112.0 1469.0 \n", + "40 7.0 652.0 " ] }, - "execution_count": 18, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "rec_sigma = []\n", - "for n_trials in trial_conditions:\n", - " for label in [\"centered\", \"non-centered\"]:\n", - " idata = idata_store[(n_trials, label)]\n", - " post = idata.posterior[sigma_v_var].values.flatten()\n", - " rec_sigma.append({\n", - " \"n_trials\": n_trials,\n", - " \"parameterization\": label,\n", - " \"post_mean\": float(np.mean(post)),\n", - " \"post_sd\": float(np.std(post)),\n", - " })\n", - "sigma_recovery = pd.DataFrame(rec_sigma)\n", + "subj_records = []\n", + "for ns in n_subjects_settings:\n", + " recs, _ = fit_both(datasets[(sparse, sigma_v, ns)], n_subjects=ns)\n", + " subj_records.extend(recs)\n", "\n", - "empirical_sd = float(np.std(v_subjects, ddof=1))\n", - "\n", - "fig, ax = plt.subplots(figsize=(8, 4.5))\n", - "for label, color, marker, off in [(\"centered\", \"#8F2727\", \"o\", -0.04), (\"non-centered\", \"#1E5288\", \"s\", 0.04)]:\n", - " sub = sigma_recovery[sigma_recovery.parameterization == label]\n", - " x = sub.n_trials * (1 + off)\n", - " ax.errorbar(x, sub.post_mean, yerr=sub.post_sd, fmt=marker,\n", - " color=color, label=label, capsize=4, ms=8)\n", - "ax.axhline(sigma_v, color=\"k\", ls=\"--\", lw=1, label=f\"generative σ_v = {sigma_v}\")\n", - "ax.axhline(empirical_sd, color=\"#404040\", ls=\":\", lw=1.2,\n", - " label=f\"empirical SD of v_subjects = {empirical_sd:.3f}\")\n", - "ax.set_xscale(\"log\")\n", - "ax.set_xticks(trial_conditions)\n", - "ax.set_xticklabels(trial_conditions)\n", - "ax.set_xlabel(\"trials per subject\")\n", - "ax.set_ylabel(r\"$\\sigma_v$ posterior mean ± sd\")\n", - "ax.set_title(r\"$\\sigma_v$ recovery: centered vs non-centered\")\n", - "ax.legend(frameon=False, fontsize=9)\n", - "plt.tight_layout()\n", - "plt.show()\n", - "sigma_recovery.round(3)" + "subj_table = pd.DataFrame(subj_records).pivot(\n", + " index=\"n_subjects\",\n", + " columns=\"parameterization\",\n", + " values=[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"],\n", + ")\n", + "subj_table.round(3)" ] }, { "cell_type": "markdown", - "id": "cell-63p", + "id": "ae9e52d2", "metadata": {}, "source": [ - "From 30 trials onward the two forms give the same answer—choosing centered vs non-centered changes how fast the sampler mixes (the ESS gap in §5), not the estimate itself. Both settle near the dotted line (0.222) rather than the dashed line (0.3), because we only drew 20 subjects and their actual spread differs from the value they were sampled from. At 10 trials the data is too thin to pin down `σ_v`, so the prior pulls both estimates up; centered is pulled slightly more, because the funnel makes the small-`σ_v` region harder to visit." + "Additional subjects worsen the centered form: at 40 subjects it collapses (561 divergences, R-hat 1.58, ESS 7). With only 5 trials each, extra subjects add no information about the individual `v_k` — the posterior geometry becomes increasingly concentrated in the narrow-neck region associated with small `σ_v`, making HMC exploration harder. \n", + "\n", + "The non-centered form remains clean at every group size.\n" ] } ], From 6cab3029a473384d0c4e325b90ad5875697cb5f2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9Cmariama=E2=80=9D?= <“maria_ma@brown.edu”> Date: Thu, 16 Jul 2026 10:24:00 -0400 Subject: [PATCH 4/4] Format reparameterization tutorial notebook --- reparameterization_tutorial.ipynb | 97 ++++++++++++++++++++++--------- 1 file changed, 71 insertions(+), 26 deletions(-) diff --git a/reparameterization_tutorial.ipynb b/reparameterization_tutorial.ipynb index f009d61fb..e4926768a 100644 --- a/reparameterization_tutorial.ipynb +++ b/reparameterization_tutorial.ipynb @@ -95,8 +95,8 @@ "n = 6000\n", "\n", "log_sigma = rng.normal(0.0, 1.3, n)\n", - "v_weak = rng.normal(0.0, np.exp(log_sigma)) \n", - "v_strong = rng.normal(0.0, 0.25, n) \n", + "v_weak = rng.normal(0.0, np.exp(log_sigma))\n", + "v_strong = rng.normal(0.0, 0.25, n)\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 5), sharey=True)\n", "axes[0].scatter(v_weak, log_sigma, s=4, alpha=0.25, color=\"#8F2727\")\n", @@ -464,9 +464,13 @@ ], "source": [ "gen_settings = [(n, sigma_v, n_subjects) for n in trials_settings]\n", - "gen_settings += [(trials_settings[0], s, n_subjects) for s in sigma_v_settings if s != sigma_v]\n", + "gen_settings += [\n", + " (trials_settings[0], s, n_subjects) for s in sigma_v_settings if s != sigma_v\n", + "]\n", "gen_settings += [(500, 0.05, n_subjects)]\n", - "gen_settings += [(trials_settings[0], sigma_v, ns) for ns in n_subjects_settings if ns != n_subjects]\n", + "gen_settings += [\n", + " (trials_settings[0], sigma_v, ns) for ns in n_subjects_settings if ns != n_subjects\n", + "]\n", "\n", "datasets = {}\n", "for n_trials, sigma_v_true, n_subj in gen_settings:\n", @@ -7718,8 +7722,10 @@ " }\n", " recs.append(rec)\n", " desc = \", \".join(f\"{k}={v}\" for k, v in setting.items())\n", - " print(f\"{desc} | {label:>12}: div={rec['divergences']}, \"\n", - " f\"rhat={rec['rhat_sigma_v']:.3f}, ess={rec['ess_sigma_v']:.0f}\")\n", + " print(\n", + " f\"{desc} | {label:>12}: div={rec['divergences']}, \"\n", + " f\"rhat={rec['rhat_sigma_v']:.3f}, ess={rec['ess_sigma_v']:.0f}\"\n", + " )\n", " return recs, idatas\n", "\n", "\n", @@ -7880,8 +7886,7 @@ ")\n", "summary_table = summary_table.reindex(\n", " columns=pd.MultiIndex.from_product(\n", - " [[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"],\n", - " [\"centered\", \"non-centered\"]]\n", + " [[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"], [\"centered\", \"non-centered\"]]\n", " )\n", ")\n", "summary_table.round(3)" @@ -7934,7 +7939,12 @@ ], "source": [ "sparse, rich = trials_settings[0], trials_settings[-1]\n", - "contrasts = [(sparse, \"centered\"), (sparse, \"non-centered\"), (rich, \"centered\"), (rich, \"non-centered\")]\n", + "contrasts = [\n", + " (sparse, \"centered\"),\n", + " (sparse, \"non-centered\"),\n", + " (rich, \"centered\"),\n", + " (rich, \"non-centered\"),\n", + "]\n", "verdicts = {\n", " (sparse, \"centered\"): \"funnel — pathological\",\n", " (sparse, \"non-centered\"): \"blob — healthy\",\n", @@ -7949,13 +7959,19 @@ " sigma = idata.posterior[sigma_v_var].values.flatten()\n", " log_sigma = np.log(sigma)\n", "\n", - " re_name = \"v_1|participant_id_offset\" if label == \"non-centered\" else \"v_1|participant_id\"\n", + " re_name = (\n", + " \"v_1|participant_id_offset\" if label == \"non-centered\" else \"v_1|participant_id\"\n", + " )\n", " subj_effect = idata.posterior[re_name].values[..., 0].flatten()\n", "\n", " ax.scatter(subj_effect, log_sigma, s=4, alpha=0.25, color=\"#404040\")\n", " ax.axhline(np.log(sigma_v), color=\"k\", ls=\"--\", lw=1, alpha=0.6)\n", "\n", - " xlabel = r\"subject 0 offset $\\tilde v_0$\" if label == \"non-centered\" else r\"subject 0 effect $v_0$\"\n", + " xlabel = (\n", + " r\"subject 0 offset $\\tilde v_0$\"\n", + " if label == \"non-centered\"\n", + " else r\"subject 0 effect $v_0$\"\n", + " )\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(r\"$\\log \\sigma_v$\")\n", " ax.set_title(f\"{n_trials} trials, {label}\\n({verdicts[(n_trials, label)]})\")\n", @@ -7999,9 +8015,16 @@ } ], "source": [ - "ess_map = {(r.n_trials, r.parameterization): r.ess_sigma_v for r in results.itertuples()}\n", + "ess_map = {\n", + " (r.n_trials, r.parameterization): r.ess_sigma_v for r in results.itertuples()\n", + "}\n", "\n", - "contrasts = [(sparse, \"centered\"), (sparse, \"non-centered\"), (rich, \"centered\"), (rich, \"non-centered\")]\n", + "contrasts = [\n", + " (sparse, \"centered\"),\n", + " (sparse, \"non-centered\"),\n", + " (rich, \"centered\"),\n", + " (rich, \"non-centered\"),\n", + "]\n", "fig, axes = plt.subplots(2, 2, figsize=(12, 6))\n", "for ax, (n_trials, label) in zip(axes.flat, contrasts):\n", " idata = idata_store[(n_trials, label)]\n", @@ -8009,7 +8032,9 @@ " for c in range(samples.shape[0]):\n", " ax.plot(samples[c], alpha=0.7, lw=0.6)\n", " ax.axhline(sigma_v, color=\"k\", ls=\"--\", lw=1, alpha=0.5)\n", - " ax.set_title(f\"{n_trials} trials, {label} (ESS ≈ {ess_map[(n_trials, label)]:.0f})\")\n", + " ax.set_title(\n", + " f\"{n_trials} trials, {label} (ESS ≈ {ess_map[(n_trials, label)]:.0f})\"\n", + " )\n", " ax.set_xlabel(\"draw\")\n", " ax.set_ylabel(r\"$\\sigma_v$\")\n", "plt.tight_layout()\n", @@ -8177,25 +8202,43 @@ " for label in [\"centered\", \"non-centered\"]:\n", " idata = idata_store[(n_trials, label)]\n", " post = idata.posterior[sigma_v_var].values.flatten()\n", - " rec_sigma.append({\n", - " \"n_trials\": n_trials,\n", - " \"parameterization\": label,\n", - " \"post_mean\": float(np.mean(post)),\n", - " \"post_sd\": float(np.std(post)),\n", - " })\n", + " rec_sigma.append(\n", + " {\n", + " \"n_trials\": n_trials,\n", + " \"parameterization\": label,\n", + " \"post_mean\": float(np.mean(post)),\n", + " \"post_sd\": float(np.std(post)),\n", + " }\n", + " )\n", "sigma_recovery = pd.DataFrame(rec_sigma)\n", "\n", "empirical_sd = float(np.std(v_subjects, ddof=1))\n", "\n", "fig, ax = plt.subplots(figsize=(8, 4.5))\n", - "for label, color, marker, off in [(\"centered\", \"#8F2727\", \"o\", -0.04), (\"non-centered\", \"#1E5288\", \"s\", 0.04)]:\n", + "for label, color, marker, off in [\n", + " (\"centered\", \"#8F2727\", \"o\", -0.04),\n", + " (\"non-centered\", \"#1E5288\", \"s\", 0.04),\n", + "]:\n", " sub = sigma_recovery[sigma_recovery.parameterization == label]\n", " x = sub.n_trials * (1 + off)\n", - " ax.errorbar(x, sub.post_mean, yerr=sub.post_sd, fmt=marker,\n", - " color=color, label=label, capsize=4, ms=8)\n", + " ax.errorbar(\n", + " x,\n", + " sub.post_mean,\n", + " yerr=sub.post_sd,\n", + " fmt=marker,\n", + " color=color,\n", + " label=label,\n", + " capsize=4,\n", + " ms=8,\n", + " )\n", "ax.axhline(sigma_v, color=\"k\", ls=\"--\", lw=1, label=f\"generative σ_v = {sigma_v}\")\n", - "ax.axhline(empirical_sd, color=\"#404040\", ls=\":\", lw=1.2,\n", - " label=f\"empirical SD of v_subjects = {empirical_sd:.3f}\")\n", + "ax.axhline(\n", + " empirical_sd,\n", + " color=\"#404040\",\n", + " ls=\":\",\n", + " lw=1.2,\n", + " label=f\"empirical SD of v_subjects = {empirical_sd:.3f}\",\n", + ")\n", "ax.set_xscale(\"log\")\n", "ax.set_xticks(trials_settings)\n", "ax.set_xticklabels(trials_settings)\n", @@ -11513,7 +11556,9 @@ } ], "source": [ - "rich_records, _ = fit_both(datasets[(500, 0.05, n_subjects)], n_trials=500, sigma_v_true=0.05)\n", + "rich_records, _ = fit_both(\n", + " datasets[(500, 0.05, n_subjects)], n_trials=500, sigma_v_true=0.05\n", + ")\n", "pd.DataFrame(rich_records).round(3)" ] },