{ "cells": [ { "cell_type": "markdown", "id": "4744c51d-c38b-43ed-ba35-c14d11f4e685", "metadata": {}, "source": [ "(lecture_05)=\n", "# Elemental Confounds\n", "\n", ":::{post} Jan 7, 2024\n", ":tags: statistical rethinking, bayesian inference, confounding\n", ":category: intermediate\n", ":author: Dustin Stansbury\n", ":::\n", "\n", "This notebook is part of the PyMC port of the [Statistical Rethinking 2023](https://github.com/rmcelreath/stat_rethinking_2023) lecture series by Richard McElreath.\n", "\n", "[Video - Lecture 05 - Elemental Confounds](https://youtu.be/mBEA7PKDmiY)# [Lecture 05 - Elemental Confounds](https://youtu.be/mBEA7PKDmiY?si=b4vr1l9rogryaiEB)" ] }, { "cell_type": "code", "execution_count": 1, "id": "71c1a0bc", "metadata": {}, "outputs": [], "source": [ "# Ignore warnings\n", "import warnings\n", "\n", "import arviz as az\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import statsmodels.formula.api as smf\n", "import utils as utils\n", "import xarray as xr\n", "\n", "from matplotlib import pyplot as plt\n", "from matplotlib import style\n", "from scipy import stats as stats\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "# Set matplotlib style\n", "STYLE = \"statistical-rethinking-2023.mplstyle\"\n", "style.use(STYLE)" ] }, { "cell_type": "markdown", "id": "21b986b7-4bf8-41a7-8ed4-566958896fdb", "metadata": {}, "source": [ "# Causation & Association\n", "## Does Wafflehouse cause divorce?" ] }, { "cell_type": "code", "execution_count": 2, "id": "43372160-35b2-46d6-9ecc-1b7a7f674542", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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LocationLocPopulationMedianAgeMarriageMarriageMarriage SEDivorceDivorce SEWaffleHousesSouthSlaves1860Population1860PropSlaves1860
0AlabamaAL4.7825.320.21.2712.70.7912814350809642010.45
1AlaskaAK0.7125.226.02.9312.52.0500000.00
2ArizonaAZ6.3325.820.30.9810.80.74180000.00
3ArkansasAR2.9224.326.41.7013.51.224111111154354500.26
4CaliforniaCA37.2526.819.10.398.00.240003799940.00
\n", "
" ], "text/plain": [ " Location Loc Population MedianAgeMarriage Marriage Marriage SE \\\n", "0 Alabama AL 4.78 25.3 20.2 1.27 \n", "1 Alaska AK 0.71 25.2 26.0 2.93 \n", "2 Arizona AZ 6.33 25.8 20.3 0.98 \n", "3 Arkansas AR 2.92 24.3 26.4 1.70 \n", "4 California CA 37.25 26.8 19.1 0.39 \n", "\n", " Divorce Divorce SE WaffleHouses South Slaves1860 Population1860 \\\n", "0 12.7 0.79 128 1 435080 964201 \n", "1 12.5 2.05 0 0 0 0 \n", "2 10.8 0.74 18 0 0 0 \n", "3 13.5 1.22 41 1 111115 435450 \n", "4 8.0 0.24 0 0 0 379994 \n", "\n", " PropSlaves1860 \n", "0 0.45 \n", "1 0.00 \n", "2 0.00 \n", "3 0.26 \n", "4 0.00 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "WAFFLEHOUSE_DIVORCE = utils.load_data(\"WaffleDivorce\")\n", "WAFFLEHOUSE_DIVORCE.head()" ] }, { "cell_type": "code", "execution_count": 3, "id": "55a4531a-c1ad-4274-ab32-6e51bdef8aff", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "utils.plot_scatter(\n", " WAFFLEHOUSE_DIVORCE.WaffleHouses, WAFFLEHOUSE_DIVORCE.Divorce, zorder=60, alpha=1\n", ")\n", "for ii, row in WAFFLEHOUSE_DIVORCE.sort_values(\"Divorce\", ascending=False).iloc[:25].iterrows():\n", " plt.annotate(row.Loc, (row.WaffleHouses + 5, row.Divorce), zorder=60)\n", "\n", "ols_formula = \"Divorce ~ WaffleHouses\"\n", "linear_divorce_ols = smf.ols(\"Divorce ~ WaffleHouses\", data=WAFFLEHOUSE_DIVORCE).fit()\n", "utils.plot_line(\n", " WAFFLEHOUSE_DIVORCE.WaffleHouses,\n", " linear_divorce_ols.predict(),\n", " color=\"C1\",\n", " label=f\"Linear Model\\n{ols_formula}\",\n", ")\n", "\n", "plt.xlabel(\"Waffle Houses per million\")\n", "plt.ylabel(\"divorce rate\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "47c099c6-92c4-4f0c-94bb-86b52a0269f5", "metadata": {}, "source": [ "- Waffle houses tend to be in the Southern US\n", "- There are also higher divorce rates in the Southern US\n", "- Southernness creats a strong statistical association between Waffle Houses and divorce rate.\n", "- It's not plausible that Waffle House causes divorce rate\n", "\n", "**Correlation is Common in Nature -- Causation is Rare**" ] }, { "cell_type": "markdown", "id": "fd165afd-3127-4fd8-aca3-1b3f380d4c71", "metadata": {}, "source": [ "- Goal is to address some **Estimand** -- a scientific question\n", " - i.e. metaphorical Cake we'd like to create\n", "- We use an **Estimator**, which is a set of instructions to organnize code and data to create an estimate of the estimand\n", " - metaphorical recipe\n", "- The resulting **Estimate** may or may not be the original Estimand you were aiming for. Many things can cause this\n", " - **bad recipe (e.g. estimator design or confounds -- the focus of this lecture)**\n", " - the right recipe will defend against confounds\n", " - bad execution of recipe (e.g. buggy code or interpretation)\n", " - bad data\n", "\n", "### **Confounds**\n", "- features of the sample, and how we use it that can mislead us\n", "- confounds are diverse\n", "\n", "# The Periodic Table of Confounds\n", "- The Fork: $X \\leftarrow Z \\rightarrow Y$\n", "- The Pipe: $X \\rightarrow Z \\rightarrow Y$\n", "- The Collider: $X \\rightarrow Z \\leftarrow Y$\n", "- The Descendant: $X \\rightarrow Z \\rightarrow Y$, $Z \\rightarrow A$" ] }, { "cell_type": "code", "execution_count": 4, "id": "b8003401", "metadata": {}, "outputs": [], "source": [ "\"\"\"Helper functions for displaying elemental confounds\"\"\"\n", "\n", "\n", "def summarize_discrete_counfound_simulation(X, Y, Z):\n", " print(f\"Correlation between X and Y: {np.corrcoef(X, Y)[0, 1]:1.2}\")\n", " print(\"Cross tabulation:\")\n", " print(utils.crosstab(X, Y, labels=[\"X\", \"Y\"]))\n", "\n", " for z in [0, 1]:\n", " X_z = X[Z == z]\n", " Y_z = Y[Z == z]\n", "\n", " print(\n", " f\"\\nCorrelation between X and Y conditioned on Z={z}: {np.corrcoef(X_z, Y_z)[0, 1]:1.2f}\"\n", " )\n", " print(\"Cross tabulation:\")\n", " print(utils.crosstab(X_z, Y_z, labels=[\"X\", \"Y\"]))\n", "\n", "\n", "def fit_linear_models_to_simulated_data(data):\n", " models = {}\n", " models[\"unstratified\"] = smf.ols(\"Y ~ X\", data=data).fit()\n", "\n", " # Stratified Models\n", " for z in [0, 1]:\n", " models[f\"Z={z}\"] = smf.ols(\"Y ~ X\", data=data[data.Z == z]).fit()\n", " return models\n", "\n", "\n", "def plot_sms_linear_model_fit(model, xs, label, color):\n", " \"\"\"Helper function to plot linear models\"\"\"\n", " params = model.params\n", " ys = params.Intercept + params.X * xs\n", " return utils.plot_line(xs, ys, label=label, color=color)\n", "\n", "\n", "def plot_continuous_confound_simulation(data, title):\n", " \"\"\"Helper function to plot simulations\"\"\"\n", " models = fit_linear_models_to_simulated_data(data)\n", " plt.subplots(figsize=(6, 6))\n", "\n", " xs = np.linspace(-4, 4, 20)\n", " for z in [0, 1]:\n", " color = f\"C{np.abs(z - 1)}\" # Note: flip colormap\n", " utils.plot_scatter(data[data.Z == z].X, data[data.Z == z].Y, color=color)\n", " plot_sms_linear_model_fit(models[f\"Z={z}\"], xs, label=f\"Z={z}\", color=color)\n", "\n", " plot_sms_linear_model_fit(models[\"unstratified\"], xs, label=\"total sample\", color=\"black\")\n", "\n", " plt.xlabel(\"X\")\n", " plt.ylabel(\"Y\")\n", "\n", " plt.xlim([-4, 4])\n", " plt.ylim([-4, 4])\n", " plt.legend()\n", " plt.title(title)" ] }, { "cell_type": "markdown", "id": "e9a21cf7", "metadata": {}, "source": [ "## The Fork $X \\leftarrow Z \\rightarrow Y$\n", "- $Χ$ and $Y$ share \"common cause\" $Z$\n", "- common cause $Z$ induces an association between $Χ$ and $Y$\n", " - $X \\not \\perp Y$\n", "- once stratified by $Z$, no association between $Χ$ and $Y$ **for each level of $Z$**\n", " - $X \\perp Y | Z$" ] }, { "cell_type": "code", "execution_count": 5, "id": "f0b9822f", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Z\n", "\n", "Z\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "\n", "\n", "\n", "Z->X\n", "\n", "\n", "\n", "\n", "\n", "Y\n", "\n", "Y\n", "\n", "\n", "\n", "Z->Y\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"Z\", \"X\"), (\"Z\", \"Y\")],\n", ")" ] }, { "cell_type": "markdown", "id": "b500cb5e", "metadata": {}, "source": [ "Note. If $Z$ was the _only_ common cause, $X$ and $Y$ would be clones of one another. There are other non-modeled/unobserved influences of $X$ and $Y$--often referred to as error terms $e_{X,Y}$ that are not included in the graph above, but nonetheless are causing the difference between $X$ and $Y$, and should be modeled, often as noise in any generative model." ] }, { "cell_type": "code", "execution_count": 6, "id": "07be5114", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Z\n", "\n", "Z\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "\n", "\n", "\n", "Z->X\n", "\n", "\n", "\n", "\n", "\n", "Y\n", "\n", "Y\n", "\n", "\n", "\n", "Z->Y\n", "\n", "\n", "\n", "\n", "\n", "e_X\n", "\n", "e_X\n", "\n", "\n", "\n", "e_X->X\n", "\n", "\n", "\n", "\n", "\n", "e_Y\n", "\n", "e_Y\n", "\n", "\n", "\n", "e_Y->Y\n", "\n", "\n", "\n", "\n", "\n", "unobserved\n", "\n", "unobserved\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"Z\", \"X\"), (\"Z\", \"Y\"), (\"e_X\", \"X\"), (\"e_Y\", \"Y\")],\n", " node_props={\n", " \"e_X\": {\"style\": \"dashed\"},\n", " \"e_Y\": {\"style\": \"dashed\"},\n", " \"unobserved\": {\"style\": \"dashed\"},\n", " },\n", ")" ] }, { "cell_type": "markdown", "id": "e437a476", "metadata": {}, "source": [ "## Fork Generative Process: Discrete Example\n", "Below we simulate a Fork generative process:\n", "\n", "$$\n", "\\begin{align*}\n", "Z &\\sim \\text{Bernoulli}(0.5) \\\\\n", "X &\\sim \\text{Bernoulli}(p*) \\\\\n", "Y &\\sim \\text{Bernoulli}(p*) \\\\\n", "p^* &= 0.9 \\times Z + 0.1 \\times (1 - Z) \\\\\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 7, "id": "c322ccb7", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Z\n", "\n", "Z\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "\n", "\n", "\n", "Z->X\n", "\n", "\n", "p*\n", "\n", "\n", "\n", "Y\n", "\n", "Y\n", "\n", "\n", "\n", "Z->Y\n", "\n", "\n", "p*\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"Z\", \"X\"), (\"Z\", \"Y\")],\n", " edge_props={(\"Z\", \"X\"): {\"label\": \"p*\"}, (\"Z\", \"Y\"): {\"label\": \"p*\"}},\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "id": "b3fc0184", "metadata": {}, "outputs": [], "source": [ "# Discrete Fork\n", "np.random.seed(321)\n", "n_samples = 1000\n", "Z = stats.bernoulli.rvs(p=0.5, size=n_samples)\n", "p_star = Z * 0.9 + (1 - Z) * 0.1\n", "X = stats.bernoulli.rvs(p=p_star)\n", "Y = stats.bernoulli.rvs(p=p_star)" ] }, { "cell_type": "markdown", "id": "f5abfe62", "metadata": {}, "source": [ "Show that:\n", "- $X \\not\\!\\perp Y$\n", "- $X \\perp Y | Z$" ] }, { "cell_type": "code", "execution_count": 9, "id": "d89c57ce", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation between X and Y: 0.63\n", "Cross tabulation:\n", " X Y\n", "X 412 101\n", "Y 86 401\n", "\n", "Correlation between X and Y conditioned on Z=0: -0.02\n", "Cross tabulation:\n", " X Y\n", "X 407 49\n", "Y 41 4\n", "\n", "Correlation between X and Y conditioned on Z=1: -0.01\n", "Cross tabulation:\n", " X Y\n", "X 5 52\n", "Y 45 397\n" ] } ], "source": [ "summarize_discrete_counfound_simulation(X, Y, Z)" ] }, { "cell_type": "markdown", "id": "d8c1df68", "metadata": {}, "source": [ "## Fork Generative Process: Continuous Example\n", "\n", "$$\n", "\\begin{align*}\n", "Z &\\sim \\text{Bernoulli}(0.5) \\\\\n", "X &\\sim \\text{Normal}(Z, 1) \\\\\n", "Y &\\sim \\text{Normal}(Z, 1) \\\\\n", "\\mu^* &= 2Z -1 \\\\\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 10, "id": "f2c12cc2", "metadata": {}, "outputs": [], "source": [ "# Continous Fork\n", "np.random.seed(1234)\n", "n_samples = 400\n", "\n", "Z = stats.bernoulli.rvs(p=0.5, size=n_samples)\n", "\n", "mu_star = 2 * Z - 1\n", "X = stats.norm.rvs(loc=mu_star, size=n_samples)\n", "Y = stats.norm.rvs(loc=mu_star, size=n_samples)\n", "\n", "# Put simulated data into dataframe for statsmodels API\n", "fork_data = pd.DataFrame(np.vstack([Z, X, Y]).T, columns=[\"Z\", \"X\", \"Y\"])" ] }, { "cell_type": "code", "execution_count": 11, "id": "b62721c0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_continuous_confound_simulation(fork_data, \"The Fork\\n$X \\\\leftarrow Z \\\\rightarrow Y$\")" ] }, { "cell_type": "markdown", "id": "1c4a7511", "metadata": {}, "source": [ "## Fork Example: Marriage Rates & Divorce Rates (& Waffle House!)\n", "🧇 As someone who grew up in the South, I love Wafflehouse, and by association, love this example." ] }, { "cell_type": "code", "execution_count": 12, "id": "d104f65b", "metadata": {}, "outputs": [], "source": [ "import re\n", "\n", "\n", "def plot_wafflehouse_pairwise(x_var, y_var, n_label=10, wafflehouse_divorce=WAFFLEHOUSE_DIVORCE):\n", " \"\"\"Helper function for visualizing Wafflehouse data\"\"\"\n", " # Scatter by South\n", " for south, label in enumerate([None, \"Southern\\nStates\"]):\n", " xs = wafflehouse_divorce[wafflehouse_divorce[\"South\"] == south][x_var].values\n", " ys = wafflehouse_divorce[wafflehouse_divorce[\"South\"] == south][y_var].values\n", "\n", " utils.plot_scatter(\n", " xs, ys, label=label, color=f\"C{np.abs(south-1)}\" # Note: flip binary colorscale\n", " )\n", "\n", " # Annotate extreme values\n", " loc = wafflehouse_divorce[\"Loc\"].tolist()\n", "\n", " xs = wafflehouse_divorce[x_var].values\n", " ys = wafflehouse_divorce[y_var].values\n", " xs_mean = np.mean(xs)\n", " ys_mean = np.mean(ys)\n", "\n", " def distance_from_center_of_mass(x, y):\n", " return (x - xs_mean) ** 2 + (y - ys_mean) ** 2\n", "\n", " sorted_xyl = sorted(zip(xs, ys, loc), key=lambda z: distance_from_center_of_mass(z[0], z[1]))[\n", " ::-1\n", " ]\n", "\n", " for li in range(n_label):\n", " x, y, label = sorted_xyl[li]\n", " plt.annotate(label, (x + 0.1, y + 0.1))\n", "\n", " def camelcase_to_label(string):\n", " return re.sub(r\"(?\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "M\n", "\n", "Marriage Rate, M\n", "\n", "\n", "\n", "D\n", "\n", "Divorce Rate, D\n", "\n", "\n", "\n", "M->D\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"M\", \"D\")],\n", " node_props={\"M\": {\"label\": \"Marriage Rate, M\"}, \"D\": {\"label\": \"Divorce Rate, D\"}},\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "id": "0f6e51dc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_wafflehouse_pairwise(\"Marriage\", \"Divorce\", n_label=15)" ] }, { "cell_type": "markdown", "id": "217327f6", "metadata": {}, "source": [ "...another potential cause is **Age at Marriage**" ] }, { "cell_type": "code", "execution_count": 15, "id": "466c311d", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "A\n", "\n", "Median Marriage Age, A\n", "\n", "\n", "\n", "D\n", "\n", "Divorce Rate, D\n", "\n", "\n", "\n", "A->D\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"A\", \"D\")],\n", " node_props={\"A\": {\"label\": \"Median Marriage Age, A\"}, \"D\": {\"label\": \"Divorce Rate, D\"}},\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "id": "4c9a11cc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_wafflehouse_pairwise(\"MedianAgeMarriage\", \"Divorce\", n_label=15)" ] }, { "cell_type": "markdown", "id": "4a7ebdee", "metadata": {}, "source": [ "### (2) Scientific Model" ] }, { "cell_type": "code", "execution_count": 17, "id": "94162211", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "M\n", "\n", "M\n", "\n", "\n", "\n", "D\n", "\n", "D\n", "\n", "\n", "\n", "M->D\n", "\n", "\n", " ?\n", "\n", "\n", "\n", "A\n", "\n", "A\n", "\n", "\n", "\n", "A->M\n", "\n", "\n", "\n", "\n", "\n", "A->D\n", "\n", "\n", " ?\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"M\", \"D\"), (\"A\", \"M\"), (\"A\", \"D\")],\n", " edge_props={(\"A\", \"D\"): {\"label\": \" ?\"}, (\"M\", \"D\"): {\"label\": \" ?\"}},\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "code", "execution_count": 18, "id": "622cd042", "metadata": {}, "outputs": [ { "data": { "image/png": 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cOJGbb76ZsLAwMjMz+fjjj7npppv43e9+F1y2X79+XHfddbzzzjv88pe/bPQ27XY7vXv3BqBLly4MGTIkpI7X6+Whhx7i8ssvB2DMmDHs3LmTr776KhjsWrJkCatWrWLu3LlMmTIluGxqaio/+9nPWLhwITfddFOwvKioiK+//pru3bsHyzIyMgDo1asXf/3rX4PlOp2ORx99lB07dtTZvtYmZxIhRKtTdDpi77wC28jU01fWKURMG03E9LHN3zAh2jlFUYj62QTCJw0PnRm1DmHjBhJz6xTpUSmEEOK0oiw67hsRTlL46Xt82IwKdw21kxoX2ltGiNYWHR3Nhx9+yPz58/nVr37FxIkTycrK4m9/+xvTp0+nqKgoGBC6+uqrNcsOGjSInj17sm7duiZvl6IoTJw4UVOWkpLC8ePHg5+XL19OREQEl1xyCT6fL/hP3759iY+PZ/369SHL1wx01VTXtgDN9toS6dnVRObMmcNnn33GDTfcwP/+7/9qvnvmmWf46KOPuPrqq3n++eeDdWsbN24cb775Zks1WYg2RTHoibnpUuzjBlGxejvOLftRfdVvAnVWM7ZR/bCnD8AQH9V6DRWinVEUhcgr07GNSKVyzQ4qN+xBdVfnT1FMBmzDUwhLH4ipU3wrtlTIvYYQp1dWVsZLL73Ejh07yM7ODuba6d69OzfffDNTpoQG7CsqKpg7dy5Lly4lPz+f+Ph4pkyZwkMPPYTdbq9nS3Xbvn07c+fOZevWrXi9Xnr16sXtt9/O9OnTm3I3zxvRFh0Pp4WzO9/L2mw3B4t8mu/jw3SMTjYzoqMJq1H6YYi2beDAgQwcOBCo6lX117/+lbfffpt58+YFzxUJCQkhyyUkJDRLQMhqtWI2a/PjmUwm3G538HNhYSFlZWUMGDCgznUUFxdrPsfH13+vFxUVFbItqEpi3xZJsKsJdezYkcWLF/Pb3/42OO7V7Xbz9ddfk5SkTaI9fvx4nnvuOU3ZqT8WIS5kpi6JxNx0KYGfTcBfUErA40VnMWOIj0Rpg2PBhWgvjB1iiLr2YiKvGoevoJSAy43ObMIQFyn5udoQudcQomHFxcUsWLCAwYMHM2nSJKKioigsLGT58uU8/PDDXH/99fz+978P1nc4HNxyyy3s2bOHsWPHcsUVV7B3717efvttMjIy+PDDD7HZbI3adkZGBnfddRdGo5ErrriC8PBwli5dyuOPP05OTg733ntvc+12m6ZTFAYkmBiQYKLCE6DUFSCgQphJIdqik97CokEBh4uAy4NiMKALt7aZvxej0ciDDz7I22+/zYEDB7jkkksAyMvL0+TVOlUWHR0d/GwymUKSyEPV+atmvaYQHR1NVFQU8+bNq/P7sLAwzee2cnybgty9NqF+/fpx7Ngxli5dyowZMwBYunQpHTp0oHPnzpq6JpOpwaipEBc6ncmILimutZshxAVHMegxdmh8AlXRsuReQ4iGderUiQ0bNoTMmlZRUcENN9zAJ598wm233RbMhTNv3jz27NnD7NmzeeKJJ4L1X3rpJf75z38yb948Hn744dNu1+fz8fTTT6MoCh988AH9+vUD4IEHHuDGG29k7ty5TJ06lW7dujXdzp6FW2+9ldTUVJ566ilN+bJly3jggQdIS0sLGdZUU3JyMt9///1Zb99u0mE3SQ8u0bCA041j414q1+7Ee7J6xkCdzYxtRCphYwdiTGjaoFBD8vLySExMDCnPzMwEqnpujR49GoAvv/ySQYMGBets376dzMxMTbA7OTmZffv2adZ1+PBhDh8+HBIUg3PrOTVhwgS+/vprAoEAgwcPPuv1nI8k2NXErr32WhYuXBi8AV2wYAHXXnttgxcNIYQQQojGknsNIepX34xgdrudcePGcfDgQY4cOULv3r1RVZVPP/0Um83GAw88oKl/zz338P777zN//nweeuih0/Z2+PHHHzl69CjXXHNNMNB1arv3338/v/zlL1m4cCGPPfbYue9kM5o7dy5eb9VQ9hMnTnDdddfx9ttv06tXL6D+4ytEU3FsPUDJx98TcIX2fAo43FSs3EbFym2EjRtI1MzxLTLyY/bs2XTo0IFLLrmEHj16oKoqe/bs4a233sJms3HbbbfRo0cPbrjhBt5//310Oh0XXXRRcDbGjh07MmvWrOD6rrrqKp544gmeeeYZLrvsMnJycpg3b15Ir64uXbpgsVhYtGgRPXv2xGazkZCQUGfgrT5XXHEFixYt4u677+bWW29l0KBBGI1GTp48SUZGBpMmTeLSSy9tqkPVpkiwq4nNmDGDv/3tb2RnZ6MoCps3b+aFF14IuQFdsWIFQ4cO1ZTNnj075EIrhBBCCFGT3GsIcebcbjc//vgjiqIEAzdZWVnk5eUxbty4kKGKZrOZESNG8N1333HkyJHT9sg69fsbN25cyHdjx47V1GkuFZ4AWSU+nD4VnQKxVj1dI/VnNCypZk6eU3l/oqKipJeoaBGVP+6i+OPG9RysXL0Df0kFsXdMQ9E1b2/B++67j++++4533nmHvLw8vF4v8fHxpKenc88999CzZ0+gKn9m586dmT9/Ph9++CF2u53x48fzq1/9ShPImj59Onl5efznP/9h4cKF9O7dm2eeeYZ//vOfmu1arVb+9Kc/8fLLL3PXXXfh9Xp58MEHeeihhxrddr1ez6uvvsq7777LF198wb/+9S/0ej0dOnRg5MiR9OnTfme3l2DXGfIFVHIr/Ti9KgadQoxVR4S5+scVExPDhAkT+Pzzz1FVlQkTJhATEzocZNSoUTzzzDOassjIyOZuvhBCCCHaoNr3F7FWHeHmum/e5V5DiNMrKyvjnXfeIRAIUFhYyMqVKzlx4gQPPvhgMHB15MgRgHoDWV27dg3WO12wKysrS7NMTZGRkURHRwe3Vx9VVRv8vj5HS32sPuZmZ54Xf611xFirEsCPSjZjMSjBbdTeVl3lNcsa27b61i+aVls7zmfzt1KbJ+sExZ8sBxq/vGvnIUq/WktkM8/Sfvnll3P55ZfX+/2pfVYUhdmzZzN79ux665xy1113cdddd2nKRo0aFVJ32rRpTJs2LWRdzz33HM8991zIeh988EEefPBBTbler+eOO+7gjjvuaLD93333XZ1tTUtLY+/evSHfJScn11le3/rr+vtozr9hCXY1UpHTz485HjYcd1Pp0f4P6RVjoNjp51QHymuvvTY4S9L//M//1Lk+q9Va58VQCCGEEBeOIqefddluNhz34PBq7y96xxgY08lMv3gjulo9M+ReQ4iGlZWV8fLLLwc/G41GnnzySe68885gWXl5OUC9My6eKj9VryEVFRUAhIeH17uukydPNriO0tLSM3rwU1WVH7L9/JDtr7fOSQ98XupieabCzakGfD4fbrebkpISTb3KykoATXlZWRlQtf+1659OaWnpGdUXZ6etHGePx0MgEMDv9+P31//32JCSbzII1FrWnNoF+0WDMXZJxF9agXPDPipXb0f1Vdcr/2ErtouHoAuznNM+NORs90lU8fv9BAIBysrKWnTmRgl2NUJGjpsv9jnwBer+/mCRj8xiH0afjwpPgPHjxwfHutfVlVkIIYQQYl22my/3O/DXc39xoMjHgSIf3aMM3DpIO1uS3GsI0bBOnTqxb98+/H4/J06cYPHixbz44ots2bKFv//97yEJ7NuCM+15+U2mk3V5Lkym0+cscqrwn0wd6AyYzWbNcEWonpGtZnnNAF7t+vVRVZXS0lIiIyPb1axubU1bO84ul4uioiL0ev1Z5XXz5Zfg3X8Mna56X+wXDyFixrjg/hntNizJCdgG9qDgnwurFw4EcG3aR/glw855P+ri9/slV9050uv16HQ6IiIigjNJn3Lqb7k5tL2zfBuz5piLL/Y5G1XX4VV5dVM5D4wIZ8mSJUD9SRw9Hg/5+fmaMr1eX+cwBCGEEEK0LyuPuvhqf+PuLw6X+Hh9Uzm+gHZIgtxrCHF6er2eTp06cffdd6PT6fjLX/7CJ598wk033RTshXUqqFPb6Xpr1XS6XmAVFRWnXc+ZBC0OFHlZnuUGtMsYdJBo1+PwqBS7tJH0Co9KccBCeXl5yLbKy8ux2+2a8lP/rSjKGQdUzmYZcebaynE+l78VAOe2g9T8W9ZZzURMG4Oujlxcll6dsA1LwbF5f7DMtfUgEROHn3nDT6NmT8u2cJzPV+f693G2ZN7XBmSV+PiynhtRq1FBV8f/p/zKAB/vcmC32+vtEg2watUqxo0bp/nnpptuaqqmC3FGTpw4wW9/+1vGjRvHgAEDuOSSS/jDH/5AcXFxsM6tt97KH//4R81y77zzDgMHDuTbb79t6SYLIdqYczmPDBgwgEWLFrV0k1vNoWJvvYGu+u4vciurEk/XJPcaQpyZU70gTyWKPzXM91S+rdpO5dhqzHDg2nnAaiotLaW4uLhJhxX/cEQ7FEhRYHJ3C0+Pj+SRtAjmjI3g/hHhJEdog+GG2C5s3rYzZH07duyge/fuTdY+Ic6Ev1gbJLb074bOZKy3vnVob81nX1FZs7RLnN+kZ1cDVhxxUXvY/IgkExd3tZAYpsfrV9me5+Gbg06G3fb/gnX2FHg5Xu4jKbz68L7yyivB/37++ed5/vnnm739QjTGsWPHuOGGG+jWrRsvvPACnTp14sCBA/zlL39h1apVfPzxx3V2XX/ppZd48803efnllxk8eHDLN1wI0Wac63nkn//8JxdffHHLN7yVrDjiDikbmWRiQlcL8T/dX2zN9fBtppMyd/WNSI/rn+ZXYyLqXa/cawjRsNzcXKC6N2S3bt1ISEhg8+bNOBwOzYyMbrebjRs3kpCQ0Kgg1ciRI3n99ddZvXo1V1xxhea7NWvWAFVJnptCgcPP/kJt8PvynlYmdKseHqQoCt2iDNwzLJwXfywL9vLqftG1LF85n2effZYbbrgBs9nM2rVrmT9/Pn/+85+bpH1CnLGA9qFbsZgarK7UDoTVlw+gCW3bto1//etf7Nq1i4KCAiIiIujcuTNDhw5lzpw5AHzwwQdYrVauueaas97Oa6+9Rq9evZg8eXJTNf2CJT276lHsCrCnwKspm9DNwvX9wkgMq7pAGvUKwzuaeWBkBFaj9jXsjzmeFmurEOfi2WefxWg08tZbb5GWlkZSUhIXX3wx//73v8nNzeXFF1/U1FdVld///ve8++67vPnmmxfUA6oQom5yHmm8IqeffYXa+4tJ3S1c1y+M+Br3FyOTqu4vLAbt/cW6Y6GBMiFEtT179tQ5lLCkpCR4LrrooouAqoDQddddh8Ph4J///Kem/uuvv05paSnXXXedZtiN1+slMzOTo0ePauqPGTOGzp0789VXX7Fnz55geUVFBa+88goGg4Grr766SfZxf61ziNWoMLazuc66FoPCuC7V39lik5jw+OscPXqUO++8k5/97GcsXLiQ559/vsHZ5oRoTrWTy7sPZDc4WYP7wDHt8nZrs7TrlBUrVnDjjTdSUVHBE088wVtvvcVTTz3FsGHDWLx4cbDeRx99xGeffXZO23r99ddZtmzZuTZZID276rU736Pp1WUxKEzsVvcMD1EWHWM7mVl2uLo78a58D9ek2uqsL0RbUVJSwurVq/nlL38ZkiwwPj6e6dOns2TJkuDU9X6/nyeeeIJ169bx/vvvk5qa2mamPBZCtI6mOI9cSHble0PuLyZ0rfv+ItqiI72Tme+ztPcXM+X+Qoh6LVy4kPnz5zNq1CiSkpKwWq0cP36cFStW4HA4uOyyy5g+fXqw/uzZs/n++++ZN28ee/bsoX///uzdu5eVK1fSt29fZs+erVl/bm4u06ZNIzk5me+//z5YbjAY+MMf/sDs2bO56aabuPLKK7Hb7SxdupTs7GweffTRJhsmWFFrZvjuUQaM+vrz4KTEGllE9dDpsORUXnh9HmZDw7lzTiX5F6K5mVO6UP795uBnX24xzu2Z2Ab3Cqnrr3BSuVY7FNec2qVZ2zdv3jw6derEm2++qZnc4oorruCJJ55o1m2LsyfBrnqUu7UXkR7RhpC3qzX1izdqgl3lbpWAqoZMFS5EW3LkyBFUVaVnz551ft+zZ09KS0spKioC4JNPPgHgiy++qHcZIcSF5Xw6j2zevJmbb76Z9PR03nzzzWB5dnY2kyZN4vPPP6dv377N2oYyt3aoRe8YQ4MPnP3ijZpgV5lHRVVVSZQrRD0uu+wyKioq2Lp1Kxs2bMDlchEZGcnw4cOZOXMmV1xxheb3Y7PZeO+993j55Zf59ttvWb9+PXFxccyaNYsHH3xQM7TxdEaPHs2HH37ISy+9xJIlS/B6vfTq1YtHHnmEGTNmNNk+1v75e/0Nv3j0BkK/18v4HtGGmHt3whAfhS+/JFhW/NEyVIcL28i+KAY9qqriyTpJyafLCTi0vZzt6QObtX2lpaVER0fXOYvrqST6EydOJCcnB4CUlBSAYFDc7Xbz4osvsm7dOrKzs9Hr9XTv3p1f/OIXmuGKp5b77LPPgj3E0tLSeO+99wDIz89n7ty5rFixgqKiIhISErjmmmu49957NW378MMP+c9//sOxY1U94BITE5kyZQqPPfZYUx+aNk2CXfWofUk43S2l3HKKtkpVVQ4W+9h0wkNepR9foKonQbcoA3aX/7TLQvUMGsOHD2fv3r384x//4IUXXmiT03YLIZqO21eVO2pXvpfSn4I0ESaFvnFGhnU0N/gS6JS2dB5ZsGABt9xyC/Pnz+f48eMkJSW12LbPltxfCHFmRowYwYgRI85omfDwcH7zm9/wm9/85rR1T9fbadCgQcybN++Mtn+moizaSNXhEh8VngB2U90RrB252mGPdpOCoa6ZMIRoJYqiEH7JUIo/WR4sU91eij9ZTumitRiT4/CXVOArKA1Z1pLSGWPH2GZt35AhQ/j000/5wx/+wPTp0+nXrx9GozZv2Msvv8zDDz9MeHg4//M//wOAyVSVe8zj8VBaWsqdd95JYmIiXq+XtWvX8tBDD/Hcc88xc+ZMAD7++GNuv/12Ro0axf333w9Uz/San5/Pddddh06n44EHHqBLly5s2bKFV199lZycHJ577jkAvv76a5599lluvfVWfv3rX6PT6Thy5AgHDx5s1mPUFsmTaj3CzdoLQGaxD7dPrfft6+6C0IuI9OoSrW13voevDzrJrwxN2phV4sNTEQOKwvY9++tMgnjo0CEiIyOJjo4GoE+fPsyZM4dZs2bx6KOP8uKLL0rAS4h2KKCqLDvsYvVRNy6f9vXPCWBfoY8lmS7GdDKT1qkziqJw8ODBsz6P1L5hbA4Oh4MlS5Ywf/58CgoKWLhwIQ8++GCzb7e2cLP2YfRgsQ+vX613CFLt/KHhprYxzbwQovX0izNi0IHvp9s7XwAWH3RyXV9byPmhwOFnTba2F8yghIaTfwvRGmyj++Pan41z6wFNecDpxn0wp85l9FF2on/e/IncH3vsMQ4dOsR7773He++9h9FoZMCAAUycOJGbb76ZsLAw+vXrh8ViwW63M2TIEM3y4eHhwWAUVKV0GDNmDGVlZbzzzjvBYNeQIUPQ6XTExMSErGPu3LmUlpby9ddfB1/WjRkzBovFwv/93/9x11130atXLzZv3kxERARPP/10cNkxY8Y0y3Fp66QDaz36xRk1XYRdPpUfjrrqrFvuDrCmVsLYvnHNf+MuREPWHHPxzvbKOgNdp5jskcSnpvHu+x9yOL9C811+fj6LFi3i8ssv19w49e3bl3feeYdNmzbxyCOP4PV6a69WCHEe8wVU3tlWybJDrpBAV01un8qKLBcLjxgZk57Ohx9+iMulvU62pfPI4sWL6d69Oz169GDGjBksXLiwVXIO9qt1f+D0qqys5/6izB0IeUjtFy8PqUJc6MJMOgYnas8FG497eHNrBQeLvARUlQpPgJVHXMzdUI671rl8dKe6k9kL0ZoURSHm5kuxDU9pVH1DXCTxD1yDPtLezC2D6OhoPvzwQ+bPn8+vfvUrJk6cSFZWFn/729+YPn16MFVDQ5YsWcKNN97I0KFD6devH/3792f+/PlkZmY2qg0rVqxg1KhRJCQk4PP5gv+cmnBj/fr1AAwcOJCysjIee+wxli1b1qi2tVcS7KpHjFVPSqz2hnTZIRef73VQ5Kwa+uUPqGzP9fDyxnIcXu1FJF0uIqIV7czz8MU+J415jht0/a/w+7zcdsdd/LAmgxMnTrBy5cpgN9tf/vKXIcukpqby7rvvsnXrVgl4CdHOLNjjCOlN1JCDRT6G3PA4Ho+Hu+66iw0bNpzxeeThhx/G4/EwZ86cYLf9U7755htSU1MZPHgwixYt0nwXCAS48cYbeeCBB07bzvnz5wdz5owfPx6Hw8G6desavZ9NJc6mp3eMtkfst5kuvtinvb/YluvhnxvLcda6vxidLMEuIQRc3NWCodaT3P5CH//aXMGc70r435WlfHXAGXIOGZhgpINd34ItFaLxFIOe6JsvJfbOaZh7JddZRx8TTuSV6SQ8/nMMcZEt2r6BAwdy991389JLL7Fq1SpmzZpFTk7OaYcuL126lEcffZTExET+8pe/8PHHHzN//nyuvfZa3O7GzbJcWFjI8uXL6d+/v+afK664AoDi4mIAZs6cyZ/+9CeOHz/Oww8/THp6Otdddx1r1qw5t50/D8n4owZc3NXM3lo3/Guz3azNdhNpVnD6VDx1pDzqHWMgOUIObVsVqHBSseNIVQJErx/FasbcMwlLv24ouvM//usPqHy+zxFSnhimY3hHMxFmhWNlfjad8ODyqdgTunDxk/9m7+J5/OpXj+GqKCUuLo7JkyfzwAMPEBUVVed2evfuzbvvvsusWbOYM2cOr776KmazBHmFOJ9llVTl96utb5yRfvFVL4D2FnjZla+9NuboO/LXeR/z9Qev8ctf/pKSkpIzPo+cynNR06effsqzzz7L73//e5xOJ3/4wx+CbzUB3nrrLY5kZfHnWQ9SsuAHVK8PxWLC1DUR68CeKIaqB7pDhw6xY8cOXn75ZaBq1rRp06axYMEC0tPTz+mYnY1Lulk4UKTtTbvmmJs1x9xEWXQ4vIE67y9SYg0khcv9hRACOtj13NA/jA93Vjbq5SZAUrie6/qFNW/DhDhHiqJgHdgT68CeePOK8Rw+QcDpRjEZMCZEY+qR1Cae2YxGIw8++CBvv/02Bw4caLDul19+SadOnfj73/+u6en+zjvvNHp70dHRpKSk8Oijj9b5/al7I4Brr72Wa6+9FofDwYYNG5g7dy733HMP3377LcnJdQcR2yO5Y2pAz2gj03pZWXzQGfJdqbvuq0qMVceN/eUi0hb58kso/eZHStbvxmwwUDPtb8WKLegjwwgbO5DwCUNRjOfvT2NnvpeyWn+fk3tYuLS7JXhyHdYRLu1h4e1tlWSV+LDFdmTYrb/DbFB4alxknUmnT80CUlOvXr1YtWoVJSUlwQSMQojz19paQ+ZMerhziJ0e0dU9nUclmzlS6uPNLRWaYY4H/bGafBR1qe88snr1agDmzJkTLH/jjTd46aWX+Nvf/sZll12Gqqp89913/O53v+P1119n/9YdvPTi33lq2GXovt1CRa316uxWwtIHED5xOPPnz9d09YeqxPkGg4HS0tBkt82tV4yRy3pa+DYzdPhiiavuoedxNh03yP2FEKKGwYkmjDr4eLcjpAdXbalxRn4+IKxRE4sI0VYYE6IxJkS3djPIy8sjMTExpPzUEMRTgSaTyRSS0gGqAnhGo1ET6MrPz+e7774LqVvfOiZMmMAPP/xAly5diIxsXI82m83GxRdfjNfr5YEHHuDgwYMS7BLVJnSzoNfB1wec1DFrr0ZyhJ5Zg+whyWdF63PtP0bhW1+juj3gD9T5l+8vraRs8Y+49mQRN3s6Opul5RvaBDYc1z6sdonUawJdp9iMOm7sb+PPa8uCf9tuX9XQ3LRk6aElxIXG6Q2wI0/bq2tyd6sm0HVK10gDl/W08MW+6pdBewq8Dc4Gdib++te/8sEHH/D6668He14pisJzzz3H9OnT+fDVN/jk3Q+4OLEnY+O61bmOQIWT8qUbqNhxkM8/+5w5c+YwduxYTZ2HHnqIRYsWMWHChHNu85ma2M2CUaew+ODp7y86ReiZNdjeJMdWCNG+9Is3MSfdwKaTHn7MdpNXI1erXgcDE0yMTjbRPcogk1sIcZZmz55Nhw4duOSSS+jRoweqqrJnzx7eeustbDYbt912G1A1Cc/XX3/N4sWL6dSpE2azmZSUFCZMmMDSpUt55plnuOyyyzh58iSvvPIKCQkJZGVlabbVp08f1q9fz/fff098fDxhYWH06NGDhx9+mLVr13LjjTdy66230r17dzweD9nZ2axcuZJnn32WDh068PTTT2OxWBg2bBjx8fHk5+fzr3/9i/DwcAYOHNgKR6/1SLCrEcZ3sZAaa2Rttjs49KumblEGRiebGJxoQi/T+LY5nqO5FM5bhOqtY0xIXfUPn6Rg3lfE3391cAjM+eREhXY/RyWb6725ibHq6RNr1AzXrb28EOLCkOcI4K/VqSitgfxQwzuaWbS/OlCjqnCywk+vmHMLyKxcuZLvvvuOt99+O2T2oKSkJH794CP8z/N/Is4SxvPDrzzt+lZt2URZSQnXXDmDyHjt1ORTp05l/vz5wWDX4cOHQ5bv2bNns/RcVRSFi7paSI0zsq6e+4vuUQZGdzIzKMEo9xdCiHpZjTrGdbYwtpOZCo9KpVfFoIMIsw5TPTO9CiEa77777uO7777jnXfeIS8vD6/XS3x8POnp6dxzzz307NkTqHqJlp+fz9NPP01lZSXJycl8//33XHvttRQWFvKf//yHBQsW0LlzZ+6++25OnjwZTLFwylNPPcWzzz7LY489htPpJC0tjffee4+EhATmz5/PK6+8wptvvklubi5hYWEkJyczfvx4IiIiABgxYgQLFy5kyZIllJaWEh0dzfDhw/m///s/YmJiWvzYtSYJdjVSfJieq1JsXN7LyvFyPw5vAKNeIdaqI8Z6/gVELhSqqlL04X9DA116Pdb+3dBH2PEcOYnnWJ7ma8/hE1T8sJXwScObr22BAJ6sk/gKy8DvRxdmwdStI/pw2zmtt/auxtka/vuMs2kfTN3+lp+drC6bN2/m5ptvJj09nTfffDNYnp2dzaRJk/j888/p27cvABUVFdx3333k5+fz73//m44dO7ZWs4U4b3lr/fbDTAo2Y/2BK4tBIdKio9hZHSHzNHD+CLi9eDJz8JdVgqKgj7Rj7pkUMmw8JSWF4uJiXnrpJQYOHIjdrp1laUK5jRiLjau7DcJu/KkXqk7B0rcrhugIPDl5eA6fZFfxCR5dt5Bwk5lhsZ1g3R6YMU5zDpkyZQqvvfYaJ0+eBKgzkf53331Hp06d6t2vc5Ug9xdCiCaiKArhZoVw6aAvRJO6/PLLmTZt2mnrJScna55barr77ru5++67Q8ofeughzefU1FQ++uijOtcRExPD008/zdNPP11vG2bOnMnMmTNP29YLgQS7zpBJr9AtSg7b+cK9/xi+3GJNmal/VzrcOg1DRHXuE3dmDkXvfYu/tDJYVrF6O/ZLhjZ5AsSA003lmh1UrNuJv6hc852i12Ed3Av7xUMwdQkdF94YZj24fNWfT5T76N7A32ztnlzmNvIGcMGCBdxyyy3Mnz+f48ePk5SUVGe9oqIiZs+eDcCHH354wb2xEKKp1P7tV3pUyt2BeofmO7yBkPxS5jpywfjyS6hYuY3KDXtQ3drE9jqbmbBR/Qi7aDCGqKrk9ImJicydO5fbbruN2bNnM2/evGDAy5Odh+fwCfSKDr1S1S5zn87E3DRZM/W451guL9z7EDO7DWLxsd08MmAClT/uJnzqKM32+/fvz7p165g9ezb9+/dn3rx5rXYOkfsLIYQQQoimI8kfRLtWuW6n5rM+LoqwGyaG9J4y90wm5pYpmjJ/SQWuPUeatD3e4wXk/vlDSr9eFxLoAlD9ARyb95P34ieUfZuB2tjpdWqoPRPojzmeeteTW+kns8inKesU0fo9CRwOB0uWLOHnP/85EyZMYOHChXXWO3HiBDfddBNhYWG8++67EugS4hwkhOkx1vr5105YX9OP2W7NDGB6HXSsNZ29Y/N+cv/8ARWrt4cEugACDjfly7eQ+/wHuHZnBcuTkpJ4//33KSoq4q677qKioir9fOW6XZrldeE2Yu+8QhPoAvDFhrPi+AFmdBnA6IRufJu9h4DTjXPrQU09OYcIIYQQQrRPEuwS7Zr70AnNZ/u4QSj6uv/szb06YUyO05R5Dp+os+7Z8OYVk//PhfhLas8ZVreyb9ZT/u36M95OWpI2t8zJCj+f7XPiq5UBucjp58MdlZoyq1FhYELrz6q4ePFiunfvTo8ePZgxYwYLFy4MCdgdPnyYn//85/To0YM333wzZKiTEOLMmA0KQxK1v/8VR1whSesBdud7+C5LO1PQwASTZtijY8t+it7/FtVX9+yCNaluLwVvfoW/tPr82KFDB9577z1KSkq48847KS8vx3PouGY5e/oAdObQBPqLFy+me48e9Bo2iMlJffg2ew+qquLJqj6nyzlECCGEEKL9kmCXaNdUp/ZhzNS14aGBpq4dNJ8Dzvp7NZxRO1SVoneWEHCErk8fE46pcwKKIfTnWPbtelwHss9oW6lxRmKs2nX9mO3muTWlfLnfwcojLt7fUcFf1pWFDGEcmWRq0USmqqpS7ApwvNxHgcMfDMjNnz+fGTNmADB+/HgcDgfr1q3TLPvkk0/SuXNn5s6d2yzJo4W4EKV30iZ68Qfgve2VvLS+jP8ecvLdYScvbyjj7W2VIfkBay7rKymn+KNlULtTqQLGjrEYEuuYRjyg4s48Ts0s+YmJibz33nuUlZVxxx13UFpaClQlw/f4Vcrj40OSukP1OcTUNZG0+K44/V42F2YTcFRfE+QcIoQQQgjRfklyCNGuKUYjqq86wOQvqYBIS731a/YqAJpsNkb33qN4jxdqykxdEoi8+iJMXTugKAqBShflP2yhfNlGzQNixYotWHo3PjmyTlH4WV8b87ZUaKazL3errD5af/AuzqZjUrf6j01TKnUFWH/czfocN6Xu6kaaDQrJvhy2b98RnJnEYDAwbdo0FixYQHp6erDupEmTWLZsGd9++22jEkYKIU4vOcLAuC7mkHNFdpmf7LL6Z2odlWzS5JuqXLU9ZGIQ24gUIi4fjSGmarYgb14xZV+vxbn9ULDOk/0vIXLGWM1yCQkJfPPNN3j8Kjuf+jeH8op5NOVGAD5cm0tBSTR9YgyM6WQmNc5I1uHD7NhRdQ7xL92CXqdjQsfefHNsN+ONk4PrlXOIEEIIIUT7JcEu0a4ZEqPxZJ0MfnZs2Iu+67g66/rLKnHvPRqyfFOoWLtDu97YCOLuv0Yz/EYXZiFy2hgUo4GyxT8Gy117svAVlmKIjWz09nrFGPn5gDD+s6uyZieJesXadMweasfawMxrTWVdtptF+x3UNbLJ7VNZ9NkC/H4f48dfhPJTJzNVVTEYDMFeHQD33nsvKSkpPPHEEwDysCpEE7mytxWXT2Xj8dDhi3UZnGhkZkp1HkTV56cyY7emjnVob6JvuhRFqe45akyIJmbWNApe+wL3/mPB8sq1O7BPGKqpe7TUx/s7KknwhRHtLQqWx+8/QH7fVPYV+thX6KNThJ7S7z7F5/Nx0UUXoQZ+OtGooNfpcNire3DJOUQIIYRoWmeTb1i0f631dyHBLtGu2UamaoJdrt2HMWztABNGaOqpPj/F//kOtUZkSDHqsQ3ufc5tUFUV9z5tEM1+ybA688wA2C8aQvl3m6qTOavg2ncUe/rAM9ru4EQTURYdSw46OVTsq7OOUQ9DEk1M62UlzNT8ga4VWS4WH3TW+33A7+NYxhL6X/MwCX1H0T3KwFV9rOh0Cg899BCLFi1iwoQJwfr3338/BoOBxx9/nEAgwJVXXtns+yBEe6dTFK7ra6NzhIEVWS6KXXVHzCPNChd1tTCus1kTmPIcyyNQqR1CHnFZmqbOKYqiEDF1FPk1gl2+gjJ8+SUYE6peNmSV+HhjSzleP+j69Cb6aHXd8Nw8EnfuIndAfwCOFrv578LPefixJ0ir0GsmGXlm8xK+O3mQSfQKlsk5RAghhDh3RqMRRVGorKzEarW2dnNEG+NwOICqv5OWJMEu0a7ZhqVQ+uUazSxglZ/+QMH+44Sl9UUfaceTdZKKNdtDZke0Du2DLuzch/WpLk/IcB5Ln8711teZjZh7JGke0gIV9QeIGtI10sC9w8M5UeFn8wk3+Y4AHr+K1VA1xf3wjtqE0s1pX6G3wUAXQO7ONXid5XRNn4HRaqcQOGSwMK2XlalTpzJ//nxNsAvg7rvvRqfT8eSTTxIIBIK5voQQZ09RFMZ0MjMq2cSeAi+78r2UuwOoQLhJR/94I/3ijejqCGAFKhyaz/ooO8bE+mc5NHXrgGLUa86TgQonJERT4Qnw9raKYH6w4m5d8VqtGJ3V55Jua38kJusIeSl9OJizC09FGXGb3XSw+VHCY4P1Jg4czmdLvmLSFVM125dziBBCCHFu9Ho9kZGR5Ofn43a7iYiIwGAw1Pmi63yiqip+vx+9Xn/e70trUFUVh8NBXl4eUVFR6PVNkyKosSTYJdo1ncVExOWjKf18labcvfdIyJBFzXJWMxFTRjZRI0KDSaq37p5Wwe89tb4/x5NrR7ueK3rbTl+xGS07FBroGtbRxLjOZpLD9ZS4VWa/8zUJqSMxWqtnRVtzzMUlXc1MmTKF1157TTOU8ZTZs2ej1+uZM2cOgUCAmTNnNueuCHHB0CkK/eNN9I8/gwTutc55qseLqqr13yQGAppetT9tGIC12W4c3uqu76pOh2vSaPqvW0WkWYeqQpErQHbuSSKOn2Dt4W/pHdYRQ7GTEp2BaEvVTZVi1HPlHTfz7j13yjlECCGEaAYdOnTAarWSl5dHWVlZazenyQQCAXR1PM+JxouKiqJDhw6nr9jEJNgl2j37RYPxF5VRsXJbo+orZiOxd11xRjmyGlyfyYDOatbM7OjcnokxKa7O+v4yB+7DxzVl+qjwJmlLa8kp93GkVNu7bWpPCxO7V3dzjrYoLHjvDbJKfLyysbqXndcPG054uKh/f/bt2wcQ/HdNd9xxB3fccUcz7YEQorFqn68CDjeezBzMveqeaMO58zCa2TSo6g3mD6isz9Emyu8VY+DWicOo7Bioym2oQLxNT7RFx448L7d1vyxYN7fCT7RFj2LQETPrcpL7dZdziBBCCNFMFEUhKiqKyMhI/H4/Pl/DL/fPB6qqUlZWRkREhPTsOktGo7HFe3SdIsEu0e4pikLkzPEY4iIp/XoduOtPumxMiiX655di6hTfpNu3DulF5bpdwbLyFVuwjUwNCaipqkrpl6s1D36KUY+1f7cma09r2JHr1XyONCtMqGfmx25RBgYnGtlWY5kduR4u6tIyM0UKIc6NMSkWQ3wUvvySYFnpojXEP3gtilF72xFweTQTcgCYunfAEBVOZrGXMrc2CHZFbyt6nULEpSPRR4RR+uVqAg43Bp1Cpwi9Jj9hqVuF2Ejibr4Uc/eOTb+jQgghhAihKAoGgwGD4fwPNaiqisvlwmKxSLDrPHT+/wUK0QiKomAfPxjryL7kr9yEbk82voJSVK8PndWMqXtH7GMHYuqR1CwnsrD0gZpgl+r2kvfCx4RfOhLbsBR0YWbcB3Io/34T7gPZmmVtw1LQ2c7vQE+pWztEqV+8qc5cP6cMTDBpgl2lbpnZRYjzhaIohI0dqBk+7jmaV3XOmzISS//uEFBxbs+k/L/r8RVohzqcmoyjtFZi/BirjuTw6tuWsFH9sA3rg2PrQRwZu4k7UciB8kr8JhMVCfHk9Utl7M/6YrbLrY4QQgghxIVG7gDFBUVnNmIemUrUpaNbNDpv6hSPdWAPnDsOBcsCDjelX6ym9IvV9S6nGPXYJw5riSY2q1ojlDCcZth77e/9Mo2xEOeVsFH9qFixBX9JRbDMe7KIone/bXA5Q2I01iFVs+DWPm+Y9HXM5mg0EDYylbCRqfgDKhu/L9F8X3sdQgghhBDiwiCZ1oRoIdE/n4wxKfb0FU/RKcTcchnGhOjma1QLsZu0D6kHinyoDQSwDhRpx/jbTXKqEuJ8orOYiL3rSnSWxie219mtxM2ejmKoyusQbtb+7nMr/ZTU6u1V075Cb0hZuJw7hBBCCCEuSHIXKEQL0VnNxD9wDZbULqevazMTd9eVWAf1bIGWNb+UWKPm88kKPzvzQx9MAYpdATYc1yalTq21vBCi7TN1iif+oWsxxEWctq6xYywJj16HIa46j2HXSANmQ3WgXFXhu8Ohs7oCBFSV77NcmrLkCH1IwEwIIYQQQlwYZBijEC1IZ7MQe/cMPIeOU7FmB67tmaj+6p4Kxg4xhI0diG1E6hn1iGjrescYiLPpKHBU7+t/dlVS4gqQlmTGbFAIqCp7C7x8sd+Jp8bEjYoCo5Lbz7EQ4kJiTIoj8de34NyeScXq7XgOn6j+UgFz787Yxw3E0r87Sq1pvS0GhWEdTKzLrg5+Z+RUTTAyqbuVKEtV/ePlPr4+4ORorRlf0zuZm2mvhBBCCCFEWyfBLiFamKIomHsmY+6ZTMDjJVDmQPX50dks6CNsrd28ZqEoChd1sbBwryNY5vXDov1Ovsl0khimp8QVoMITOrRxUIKRGGvrTFcrhDh3ikGPbVgfbMP6EHC48Jc7QFHQh9vQWRsOSI3rbGb9cTc13gmQkeNh/XEPiWF6fAFVE0Q/JdKsMChBguRCCCGEEBcqCXYJ0Yp0JiO6GsN22rNRySYOlfjYetKjKff6IbvMX+cyCWE6rk5tnwFAIS5EOpvljGaXjQ/Tc02qjU93OzTlqlo1HLouRj3cMsiuGQIphBBCCCEuLBLsEkK0CEVRuKGfDYMONh73nLZ+pwg9dwy2YzNKzh0hLmQjk6p6fy3Y4zjt7IpWo8Ltg8LoGim3N0IIIYQQFzK5GxRCtBi9TuG6vjaGJJpYm+1mT4GX2pMyJoXrSe9kZlhHEwad9MwQQlQFvLpGGlhzzM3mkx7cPu2JI9ysMCrJzJhOZklKL4QQQgghJNglhGhZiqLQJ9ZIn1gjJa4Ax8p8uHwqRp1CQpiOjnY9iiJBLiGEVkKYnqtTbVzey0pWiY9yTwCdApFmHd2iDBIcF0IIIYQQQRLsEkK0miiLjqh2NOukEKL5WQwKqXHG1m6GEEIIIYRowyTYJYQQQgghhGgXcnNzWbJkCStXruTQoUMUFBQQGRnJsGHDmD17NoMHD9bUT0lJOe06V6xYQceOHU9bb+LEieTk5NT53Q033MD//u//Nm4nhBBCnDMJdgkhhBBCCCHahffee4833niDLl26kJ6eTmxsLEeOHGHZsmUsW7aMv/3tb0ybNi1Y/8EHH6xzPUeOHGHRokX07NmzUYGuU8LDw7n99ttDygcMGHDmOyOEEOKsSbBLCCGEEEII0S4MGjSIDz74gBEjRmjKN27cyKxZs3j22WeZPHkyJlNVGoWHHnqozvX8/ve/B+C66647o+1HRETUu04hhBAtR6YsEkIIIYQQQrQLU6ZMCQl0AYwYMYJRo0ZRUlLCvn37GlyH2+1m0aJFGI1GrrrqquZqqhBCiGYkPbuEEEIIIYQQ7Z7BYND8uz5Lly6ltLSUyy67jJiYmDPahsfj4bPPPiM3N5eIiAiGDRtGamrqWbdZCCHE2WmTwa4vvviCTZs2sXPnTvbv34/X6+W5557jmmuu0dTzer18//33LF++nG3btnHixAkURaFXr17MnDmTG2+8Eb1e30p7IYQQoqnJ9UEIIcTZOH78OGvXriU+Pp4+ffo0WHf+/PnAmQ9hBMjPz2fOnDmasvHjx/PnP//5tIEzVVXPeHttzal9aA/70pbJcW4ZcpybX3Me2zYZ7PrHP/5BTk4O0dHRJCQk1DurydGjR3n44YcJCwtj9OjRTJw4kfLycpYvX87//u//smrVKl599VUURWnhPRBCCNEc5PoghBDiTHm9Xp588kk8Hg+PP/54gy87jh07RkZGBklJSYwdO/aMtnPNNdeQlpZGr169MJlMZGZm8vLLL7Ny5Uruv/9+PvroowavO6Wlpe3mobq0tLS1m3BBkOPcMuQ4n5/aZLDrD3/4A127diU5OZl//etf/O1vf6uznt1u53/+53+4+uqrsVqtwXKHw8Gtt97K8uXL+eabb7j88stbqulCCCGakVwfhBBCnIlAIMBvf/tbNmzYwPXXX8/MmTMbrL9gwQJUVeWaa65Bpzuz9Ma1Z3YcPHgwr7/+OrfccgubNm3ihx9+YMKECfUuHxkZeUbba4tUVaW0tJTIyEh5odSM5Di3DDnOze/UMW4ObTJBfXp6OsnJyaetl5iYyE033aR5kAGw2WzccccdAGzYsKFZ2iiEEKLlyfVBCCFEY6mqytNPP82XX37JjBkzePbZZxusHwgE+Oyzz9DpdFx77bVN0gadThccar958+YG6yqK0i7+aU/70pb/keMsx7m9/NNc2mSwqymcSjwpOVmEEELUJNcHIYRo/0716FqwYAFXXnklzz///Gl7aq1atYqTJ0+Snp5OUlJSk7UlOjoaAKfT2WTrFG3XnDlzSElJ4V//+pemfNmyZaSkpACQkZFBSkoKKSkppKamMnz4cGbOnMmf//xn8vLyWqPZQrQ7bXIYY1NYsGABAOPGjWuwXlseFy8J8ZqeHNOmJ8e0abX08WzOtyltVWOvD9A+/q7lN9oy5Dg3PznGLaM9HN9AIMBTTz3FwoULmTZtGn/+858b9YLjXBLTN2T79u0AjeqZLNoHs9nMG2+8wQ033NDg8NRvvvkGu91ORUUFu3fvZt68eSxYsIB33303GBgTQpyddhns+vjjj1m5ciWjR4/m4osvbrDu+ZAIUhLiNT05pk1PjmnTaqnjeept84XiTK4PcH5cIxpLfqMtQ45z85NjLBpSM9A1depU/vKXvzQq0FVUVMTy5cuJjo5m4sSJ9dbzer0cPXoUo9FIly5dguUHDx4kISGBiIgITf2NGzfy73//G5PJxJQpU85+x8R5JT09nSNHjvD666/z5JNP1lsvNjaWiIgI4uPj6d69O5MmTWLmzJk888wzfPTRRy3YYiHan3YX7FqxYgW///3vSU5O5i9/+ctp67flRJCSEK/pyTFtenJMm5Ycz+ZzptcHaNvXiMaSv6mWIce5+ckxbhnNmSy4Jfzzn/9k4cKF2Gw2unXrxquvvhpSZ/LkyfTt21dT9vnnn+P1epk5cyYmk6ne9efm5jJt2jSSk5P5/vvvg+VLlixh3rx5jBkzhuTkZEwmE/v372fNmjXodDqeffbZJh0aKVpHbqWfDcfdnCj34/GrmPQKyREG0pJMxNmqg6o6nY7HHnuMX/3qV9x222106NChUeu3WCzceOONPPfccxQWFhIbG9tcuyJEu9eugl2rVq3ioYceIjY2lnfeeYeEhITTLnM+3Cw1d+K2C5Ec06Ynx7RpyfFsWmdzfYDz4xrRWPI31TLkODc/OcaiITk5OUDV7LuvvfZanXWSk5NDgl3nOoRx1KhRZGZmsnv3btavX4/H4yE2NpZp06Yxa9YsBg0adFbrFW3D8XIfiw44ySzyhXx3oMjHiiwXKbEGpvexBcsvvfRS+vbty0svvcSf/vSnRm+rR48eQNXfsgS7hDh77SbYtXLlSh588EGio6N599136dy5c2s3SQghRBsg1wchhLhwPP/88zz//PNnvNzixYsbVa9Tp07s27cvpDwtLY20tLQz3q5o+w4UeXl3eyVuX8NpDfYV+jiyoZxyTyBY9vjjj3P77bdz5513Nnp77SV9ghCtrV3Mxrhy5UoeeOABIiIiePfdd+natWtrN0kIIUQbINcHIYQQ4vy3efNm+vbty1133aUpz87ODs5qmJKSwvDhw7n++us1Q0zPxfFyX6MCXae4fCoHi3x4/FX1R44cybhx43jhhRcavc1Dhw4BVYFVIcTZO++DXaceZCIjI3n33Xfp1q1bazdJCCFEGyDXByGEEKJ9WLBgAbfccgubN2/m+PHjId+//fbbrF69mk8++YRBgwbx8MMPs3///nPe7pf7nSGBrjCTwvguZq7ta2NsZzNWo3ZYtT+gcrLCH/z8q1/9iuXLl7N58+bTbs/lcvHxxx8zcuRIYmJizrn9QlzI2uQwxk8//ZRNmzYBBE9Sn376KevXrweqkkpOnjyZzMxMHnjgATweD2lpaXz99dch60pOTuaaa65pucYLIYRoNnJ9EEIIIdoPf4UTb3Y+AacLxWTE2CEGQ6x2chiHw8GSJUuYP38+BQUFLFy4kAcffFBTJyoqivj4eOLj43n00Ud57733yMjIoE+fPmfdtuPlPg4Va3N0DUwwcn2/MMyG6gDXZT2tfLizkr0F3mBZuUelyOknxqonJSWF6dOn8/7774dso7CwELfbTWVlJbt27WLevHkUFxfz8ssvn3W7hRBV2mSwa9OmTXz22Weass2bNwej4cnJyUyePJmCggI8Hg9AnQ8yUDV+Xh5mhBCifZDrgxBCCHH+cx8+QcWqbbi2Z6L6A5rvzD2SCBs3EOvgXig6HYsXL6Z79+706NGDGTNm8Pvf/54HHnigzokqvF4vn376KQAGw7k96m447tF8tpsUbuwfhlGv3a7FoPDzAWE8t7oUV41eYBuOe7ispxWARx55hCVLloRsY+rUqSiKgs1mo3PnzowdO5Y77riD+Pj4c2q7EAIUVTLgtVmqqlJSUkJUVJTMOtRELpRj6vAGKHYG8KlgMyjE2nTomml/L5Rj2lLkeIqmJn9Tjef0Vb2J9/rBalSIP4Nzpxzn5ifHuGWcOs7R0dGt3RRxHjrd71QNBCj9bBUVq7efdl3mHknE3nkFN901i8svv5zbb78dn88XzIGVnp5OdnY2kyZNwmKxoNPpcLlcBAIBkpOTWbhwIVFRUWe9L69tKtf07JrQzcK0XtZ66y/c6+DHbHfwc2qckTuH2M96+w2R82HLkOPc/JrzmtMme3YJIc6cqqrsK/TxY46bPQVeaoaxI80KaclmRiWbiTCf96n6hBCiyaiqSmaxj3XZbnblewnUOHeGmRTSksyMSjYRY9W3XiOFEKIdUFWVkk+WU5mxu1H13YeOs+m5N9ixY0dwWJ/BYGDatGksWLCA9PT0YN0XX3yRHj16kJWVxZ/+9CeeffbZcwp0AZpeWgAJtobvoRPDtN+fSlIvhGgdEuwSoh1weAO8u70yJK/AKaVulf8ecrHiiItrU20M62hu4RYKIUTb4/apfLSrkt353jq/r/SoLM9ysfKoiyt7Wxnb2dLCLRRCiPbDsX5P3YEunYIhNhJ/WSWqW3s+/nLTGnw+HxdddFGwTFVVDAYDpaWlwbKOHTvSrVs3unXrhs1m46GHHmLx4sXExsaedXstBm1PnjxHoJ6aVXIrtd+b9NITSIjWJF08hDjPOb0BXttUUW+gqyavH/6zy8H6HPdp6wohRHvm8au8ubWi3kBXTf4AfLHPyYosVwu0TAgh2h9VVSn/bpOmTDHoiJg2mqT/nU2H395K0h9+QcwtU9BH2ADwBwL8N3sf9/Ybx8L3P+Tzzz/n888/54svviApKYlFixbVua20tDT69OnDq6++ek5t7mjX9ujddMKNt57eWk6fyrI1G/niwXTWvfwoAEk/LZ+dnU1KSgp79uwJ1q+oqODWW29l6tSpnDhx4pzaKYSomwS7hGhFaqDhN0SN8cluh2Z645qM9Yy6WbjXQXbZ6YNjQgjRXn2530FWSd3nQVM9587FB53sL/SiqmqTnL+FEOJC4T6QjS+/RFMWfeNkIi4diS6sqtesYtBjG55C/IPXohh0rMvLosLn4vLkviTluenTp0/wn6lTpzJ//vx6t3fHHXfw8ccfk5ube9ZtHplk0nwud6t8srsyZHiiy6fy8a5KDqz+kh4TrqMwcxvO4pMhy59SVFTEbbfdRmVlJR9++CEdO3Y86zYKIeonwxiFaEGq14djywEqf9yFNycf1eNDMeoxJscTNqof1mF90JmMjV7fyQo/u2r1SrCbFC7raWVIogmzQSGn3MeKLBfbcqvrBVRYnuXi1kHNkzRTCCHashJXgI21ZtmyGhUmd7cwoqMJq1FHbqWflUdcwdm4DC4X8Xv3s/+rTMIMTlR/AJ3FhKlHEmHpAzCndmmNXRFCiPOCa3eW5rMhMRrrsD511jXER2Eb2ZclP37JsNjO2I1mXLuziJg6KlhnypQpvPbaa5qhjDVdcsklJCcn8+qrr/LMM8+cVZuTwg10jzJwuMTLqQkjt+V6yCz2MbSDicQwPScq/Gw+6aG8wsHxzd9x0ZP/xl1WiGPbEmKv6xuyzhMnTgRnW3z11Vex2+VeXIjmIsEuIVqIY+sBSuavIFCpHQajev14sk7iyTpJ6ZdriLz6IsJGpjZqnTVnfIGq3AIPjgzXJFJODjdw80A74WYHq49W19+V76XUFSDSIh08hRAXlvXH3ZpE9AYd3Dc8nA41hqwkhum5rl8YMRaFnZ+uI2nLNnSBAG6gMsGIzagj4PLg2p2Fa3cW+rhIDFeOgnNMiCyEEO2Rv6xS89mS2rXB2e0sfbvyxxFX1rt8//792bdvH0Dw3zUpisI333xz1u1VVZVDJT4CqsqmEx58PwW7dApEW3WcqPATblKAqn3I2bQMe0JXwhO70mP05Rz87AVU9ZeafTx8+DB//vOf6devH3//+98xmeru+SWEaBrylCtEC6hYvZ2id74JCXTVFnC6Kf7wv5R/v7lR692Rr+2ZMLazud4Zwy7tYdUMzQmosLvg9LlqhBCivdmZpz33jUgyawJdp6iqyuC1q+m2ZQu6GsMWi12hQxj9BSWUv7UY176jTd9gIYQ4C3PmzOH+++8P/ndKSgopKSn079+f9PR07rjjDubPn0+gBYZlhwS2/A1vU639fQOBsaZW4grwysZyXt9UwZFSPz2jjeh+2nxAhUJHgN35XnYX+IJDGo+u+5JOaVOxGBR+/fNJuJwO1q1bp1nvk08+SefOnZk7d64EuoRoARLsEqKZufYcoWThD2e0TOmiNTh3ZDZYJ6CqlLu1OQP6x9c/BNJqUOgVo/2+zC05Z4QQF56SWsGq+s6d5f/dgGvTPqIstaeTr3u9qtdP0b8Xh+SlEUKItmD8+PGsXr2a77//njfeeINRo0bxxz/+kXvuuQefr3lzueqjtMP1nLsPN5j70LXjkHb5yLBmaVdtRU4/r2ws50hp9Yk+yqKjX5yRCLP2WlDuDrC7wEvR8SyKs3Zz0eSpPDAynN7xVqZNm8aCBQs09SdNmsTmzZv59ttvW2RfhLjQyTBGcd7ylztwZOzGnZlDwOECvQ5DbCS2EamY+3RusGt0S1FVldKv1kCtiVvMPZMJGzsAY4dYvHnFVK7diXv/MU2d0kVrsQzoUe9+BOqYDEZ3ml2u/b1a94QyQgjRJgVcHhyb9uHak0Wg3AE6HfqocKyDe2Id2ANFX09m+dOoa3b4QKWL8mUbAe25s6BXT0zj+pI4JA7PkZOU/7AVX25x8HvV46Vs6Xpibp5yVm0RQojG8AdUMot9FDj8+AJVeQe7RxmIs9V/HjSZTMTHxwOQmJhI//79GTx4MLNmzeKzzz7juuuua7b2Wgb20Ixc8BeVU7l6O/aLhoTU9RzLxbFlv6bMOqhXs7XtFF9A5Z1tlSEvRADCTDr6xulweAPkOwI4vCp+VUWvKBxZtQg14Of1B6bx+k/1VVXFYDBocorde++9pKSk8MQTTwAwbdq0Zt8nIS5kEuwS551ApYuSL1fj3LQvpIuz5/BJHBv3YYiPIvLKdKyDerZSK39qT9ZJvMcLNWXhl44g4vLRwSCWsWMstsG9KPvvBsoW/xis58svwX0gG0ufznWu26BTsBkVHN7qiNW+Qh9J4XX/rD3+qpuimuzm1g8ICiHE6aheH2VLfqRi7U5Ud+3h1ydxbj2APsJG+OQRhI0bdNqXHeFmBZev+ty5t9Ab0vO1csMeVK8fFZUSV1XdfZddSknXLnTvbsGYZMWYFIctrS9F736Dc3t1b1zn1gP4rxqP3m49tx0XQohanN4Aq4+5WZ/jptQd+tayd4yBcV0spMY27jFvzJgxpKamsnTp0mYNdpm6dsDYKR5vdn6wrOTzVXhziwmfMBRDfBSBSheVP+6i7L8bNC+KFYMOW1posvemtvWkhxO1ZjiPNCuM72qhX1zVNWJ3vpcfjrqCoysCfh9LNy7h1vsf5/rLL9Ys+9BDD7Fo0SImTJgQLLv//vsxGAw8/vjjBAIBrrzySoQQzUOCXeK84ispp+CVz087RMSXX0LhvxcTecUYwiePaJnG1cGxca/msyE2QhPoqil88ggcm/Zpegg4NuypN9gF0DfOyKYT1Xm7Vh9zkZZkIswUOkJ51VEXTq/2pig1tvEzPwohRGsIuDwUvrEI96HjDdbzlzkoWbgSb04BUTdMbDDglRprJL+yesKOjBwP4zpbNMMVT52/8ysDePwqhT26U9K1asbF1Ljqc6ei1xP1s0tw7soKlqm+AM5tB7GPHXhG+yqEEA05WeHnra0VdfY8OuVAkY8DRRWkJZtQG9mFv0ePHnUmeW9KiqIQcelICv+9uLpQhcq1O6lcuxPFbKzjZUaVsPSBLfLyYF2tiZ/ibDoeHBmOzVh9bbioq55hHU28vKGcImeA3J1r8DrLsQ+9kj59OmqWnzp1KvPnz9cEuwDuvvtudDodTz75JIFAgBkzZjTbPglxIZOcXeK8EXB7KXz9yzPKhVL69ToqM3Y3X6NOw1egnQ7ZOqxPvQ9giqJgG56iXb6w7umUTxnTyaz5XO5WeWVTOXsKvMEbnFJXgEX7HSw9pE2OnxLbcFd3IYRobaqqUvTOktMGumqqzNhN2eJ1Ddapfe50+1Re3VjOjjwPgZ/Ona7cErLLfBwuqeoRW9C7aghNpwg9nSO05059uA1LShdNWe3zvxBCnIsCh5/XN5c3GOiqaX2OR5N3qiGqqrZI+g/roJ6ETx5edxvqCXSZe3cicvrY5mwWAIUOP8fKtMdrWi+rJtB1it2k4/JeVcG3I2u/JD5lJMc9lpDJS6ZMmcKePXs0QxlPmT17Nk888QRz5szh888/b7odEUIESc8ucd6oWLkV78kiTZli0GEd3BtzzyT8Fc6QnlEAJZ+txDq4FzpLK8x64tNeNPXhtgar1/5e9TZ8k9I5Qk+PaAOHagxPzK8M8O+tFViNCmFGhUJnoM7cXBd3tZym8UII0bqcWw/g2ltrdkMFLP27Y0npgurz49x+EM/hk5oq5d9twjayL8aE6DrXG2fTMyDBqJmVsdgV4L3tlVgMCuFmhe7HnCg1kid7rVUPNhd3tdT5UKirff5u5mTPQogLh6qqfLSzkkpP6A1dYpiOcLOOnHJ/SA/+AocfvfH0wbHMzEw6derUZO1tSMS0MegsZkoXr6s7AW0N1iG9iblpMoqh+V/OFtUKVJn00K+BiZ8GxBsx6GD0fX8LlhU7/UTX6CHcv3//YI+5unrO3XHHHdxxxx3n2nQhRD0k2CXOC2ogQOWaHZoyQ3wUcfdehSEmIlgWPnkEFd9vpvSrtdXLur04Nu/Dnt7yw0kUW63eA4dOYB8/uN767sMnNJ91toYDUoqi8PP+YfxzY+ibPqdXDbnpOWVKT0tIfhohhGhrKldrz/s6m5m4e6/C1DkxWBY+YSiObQcpeveb6genn4bGRM0cX++6f9bXRl5lOXmV2nOny6fi8ql0NpsxOp3V28nNZcjwTgxKCD13qqqKJ6vW+dtqDqknhBBnI6s0tNdR5wg916TaSI6oepzz+lU2HHfz9UEnNd+VFjoaDnatW7eO/fv3M2vWrKZudp0URSF80nCsg3tRuXYHlRm7CTiqhw8qeh3Wwb0IGzsQc4+kFmkTQK00wJgNCroGervpdQomvYKvRsDOLxM/CdGmSLBLnBdce4/gL63UlMXcfKkm0AXVF1B3Zg6uPUeC5Y4fd7dKsMvcMxnXzsPBz64dmfgKSjHERYbU9ZWU46w184y5V/JptxFp0XHvcDtvb6vkZEXDPcEUBS7vaeXirvIQJoRo23z5JSHDFyNnXqQJdJ1iG9wLz7hBVKzcFixzrN9D5IyxKLq6MzbYjDruGRbO29sqQh4iAco6diD2UPX5O+3YPtK7151z0bUnC1+utuexuefpz99CCNEYP9bKJRVl0fGLYeFYDNXnI6NeIb2zBaNe4dPdjmC506dyrLSqp6nH4yE/P59AIEBBQQGrVq3i9ddf55JLLmHmzJktsi+nGOIiiZwxjogrxuDLKyHg8qAYDRjiIltlNEaYUXtuL3er5Ff6iQ+ru1fZyQq/ZpIoAJtRJn4Soi2RnF3ivODNKdB8NibFYuraod76YekDNJ89OfmNTtLZlMJG9kUxVl8kVX+Agn99iedorqaeJzufwte/1A5b1CmEjerXqO3EWPU8NDKca/vaSAoPvSib9DAq2cQjaeFM6Fb3EBwhhGhLPDn5ms86iwnb0N711g+rlQw+4HTjLypvcBvhZh33jwjnhv42ukZqz515fVNRlKoExf3jjXRTnRS99TW+4up1qqqKc+chij/4r2ZZQ1wk5gYmFxFCiDNxoEibz2psZ7Mm0FXT8I4mzWQbNZdftWoV48aNY+LEicyePZuMjAyefvppXnnlFfT61snjquj1GDvGYu7eEVOn+NZJOwJ0DNeHBKuWH3HVUxuWZ2m/s5sUOtQTGBNCtA7p2SXOC7WTVhoSYxqsb6z9fUCtyp/VAmP+a9KFWbCNSKVy3a5gmS+/hLwXP8HUOQFDhxh8uUV4juaFLGsb2gd9RFijt2XUK4xKNpOWZCK3MkCh048vUPWmqlOEod6bIiGEaItqn/f1cZEN5m0xxEeBgma6+oDLU1/16vXqFIZ3NDO8o5n8Sj/5Dj/eAFiH9sZ2civUyBXp2neMk394B3PPZPSRYXiyTtaZiN5+0WB5qSCEaBKqqlJZqwdRz+j6H+F0ikKPaAObT3gYdtv/A6DSq/L888/z/PPPN2tbz2cGncLIJBM/HKnuRbfxuAeLQWFyd0swUb3DG+C/h1xsOam9voxKNqPXyXlfiLZEgl3ivKCYtTlSag8Xqc17olBboFNaPNB1SuSV6bgzj+PL0ybO9xzLw3MsNMgFYIiNIPKqcWe1PUVR6GDX08Eub5eEEOcvpdbbfV9+CarPX2/Ay5dfogl0AWfcQyA+TK8ZsuK55TLy587XBt4CKu4D2fWuw5zSNaSXmRBCnAudos0H5fI1PFqh9vcShGmcMZ3MrDnmxlcjf9fqo24yctx0jTSgAkdKfJrvAYz6qmCXEKJtkWGM4rxgSo7XfPYeLwxJ5l5T5VptUmNTcnyrvWXX2SzE3XcVxg4N90Y7xRAfRdx9M087c6MQQrRnpqQ4zWfV7cWxKXQ2q1MqV23XfNZZzehjws+tDclxxN1zFTpb4x5ijL2TiZl1eb15woQQ4kwpiqKZ4Q9ge563ntpVPY9qD3uMMkuwqzFirHquTg29//b64WCRj8yi0EAXwDWptpCho0KI1ie/SnFeMKd2QR9l15QVf/jfqjf5NaiqStl/N+Dad0xTHjamf3M3sUGGqHDiH72eiKlp6CPqDmLp7FbCLx1Bwi+vxxAbmsBeCCEuJIb4qJAk76VfrsadFfqiw7FpHxVrtMEu26h+TRJ0MnfvSMITPycsfUBIL+NgWxOiibx2AvbbpqCrp44QQpytIYnaXqrrc9zBpPM1qarKVwe0szHqFBiY0Dp5sM5HI5PMXJNqozHvyHUKXNfPxvCO0qtLiLZIhjGK84Ki0xGWPoCyxT8Gy3x5xZx49i0s/bphTu0KHh+OTftC8qfoLCasw1JauskhdGYjEZeNInzyCFx7juDNzq+aecZsxJQcj6Vftwbz0QghxIUmbPwg3Jk5wc8Bh5v8f8zHktql6rzv9eHcnhk6JFwBe62JSs5WwOkGX4DwySOIuHw0rl2H8RWUoHr96MIsVUmVfwrKlZSUNMk2hRCiprRkM99nuQj8NDoxoMJrm8sZ29nC8I4mwk0KWSU+Vh51c6hYGwQbmGAk3Cz9G87E6E5mOkfo+eGomx15Hvy1enMZdDAo0cT4LmaSw+VxWoi2Sn6d4rxhv3gIjq0HcO/OwnuyCP9PM2I5NlYNa9FHhGHoEIMhJhyU6ot65DUXt6k37Ypej3VAD6wDerR2U4QQok2zDuqJpV83XLuzNOWuvUdx7T1a73Lhl46sSlh/lgIeL87N+6lcu1MTSFMMOqyDehE2bhCmbh00w+NbY8ZfIcSFIcqiY3SymbXZ1cnTvX5YkeViRVb9MwYadDCxu7UlmtjuJEcYuGmAgXK3lb2FXsrdVRGvCLOO1DgjdpMEEIVo6+RXKs4bAYcLfH7cWSeDga6a/GWVuPcfw7H1YFVdIPKqcYSNTG3ppgohhGgCiqIQc9tUzL2ST1/5J2HpA4iYOuqst+nOzOHkH96l+OPvQ3qMqb4Ajs37yX9pPoVvLApea4QQorld2cdK75jG91PQKXBj/zA6yoRF5yTcrGNkkpmJ3a1M7G5lRJJZAl3naM6cOdx///0h5RkZGaSkpFBWVqb5byHOlvxSxXnBV1xO/j/m48srwTqgB4aEaOobTK+6PHgOHSdi+ljCJwxt4ZYKIYRoSjqzkbh7riL80hENzq6oj7ITff0lRP1swllPSOLae5SC1z4nUO44fd09R8j/50IJeAkhWoRBp3DHEDsjk06ffyvMpDBrsJ1BiZKrSwhx4ZJhjKLNUwMBCt/8Cn9JBQCKQY+5ZzKmLon48kvwl1Wi+vygKOgsJgzxUejCbVSu2oY9fcAZTz0vhBCibVEMeiKnjSF80gicW/bj2nsEf5kDRadDH2XHOqRXVd7Dc0hI7ysqo/Dtxah1TbVVD+/xQoo+/C9xs6ef9XaFEKKxDDqF6/qFcVFXCz9mu9l80oPTWz2EOjlCz5hkM4MTTZgNMgOjaB0BVaXSo+JTwWZQ5G9RtBoJdok2z7njEN6cAk2ZPspO+KUjsA7siaLX4dqdRdmyjfhyiwGVEpdK3qFiFr25nuMDBmDWK3QM1zOyo4kOhrrzqvjLHTjW78G57SC+kgoIBNCH27D07UpY+kAMcTJDohBCtCad2UjY6P6EjW7aGXa9fpUdn62nMKcSl08loIJep2Dp1oHu09PoNqQLaoWT4k+XU/b1OvzllVUZog163AezsfbvjnVUvyZtkxBC1CcxTM9VKTZm9LHi8Kp4A2CVoIJoZcfLfazLdrMt14vLV/281SlCz5hOVUFYk17+RkXLkWCXaPMqV2unkzfERpDwyxvQhVmCZbYRqVgG9WTfX+ZzaNfx4Ak2bMtuHH364VAUil0Bdud7sODlhkFe+v80DbPq81P61Voq12wPeaMfqHThPVlE+YotWAf1JPq6iZrtCiGEOL+tz3HzzZ4yUr/fhb5GD4n8zp3ZP2ESVCj0/2AL6fu2YvV5MXZJxLc9E/x+8PnxuTycfO597JcMRT9tJERFtd7OCCHIzc1lyZIlrFy5kkOHDlFQUEBkZCTDhg1j9uzZDB48WFN/7ty5vPzyy3Wuy2QysWPHjjPa/vbt25k7dy5bt27F6/XSq1cvbr/9dqZPb/oeoIqiEGaS4IFoXR6/yvw9Drae9NT5fXaZn093O/gm08mN/cMAWLFiBUOHatPN+P3+Zm+ruLBIsEu0af5yB+6DOZqyiKmj6gw47ShW+arrEFK3Vde3lJURVlBAZXx8sKzMo/Lu9gqu7RvGyAQ9hW9+hWvfsYYbooJzWybe44XEP3gN+oiwc9sxIYQQre7bTCffHXYRc+gYeq83WK4CWemjQVHokrEe+/ad7FIgJc5IuMWEMSkWb43k9b6CUjxHTuJ9/SvCH74Oc7eOrbA3QgiA9957jzfeeIMuXbqQnp5ObGwsR44cYdmyZSxbtoy//e1vTJs2LWS5q6++muRk7WQYev2ZJXfPyMjgrrvuwmg0csUVVxAeHs7SpUt5/PHHycnJ4d577z2nfROirfH4Vd7cUsHhEt9p65a7q+qWuPyMGjWKZ555RvP9tm3beOKJJ5qppeJCJMEu0ab5S0JnXbQO6R1SdqTUx8e7KvElJuK1WDC6qhMGmyorNcEuqHqQWbDXgf2rH4k4XaCrBl9+CYXzviL+4Z+hGGR2GyGEOF9l5Lj57nDVtcJUUan5rjIhHk94OIk7d9Fx+04A/CrsK/QyMN6IMTZSE+wiEACfvyrH5LyvSHj8RgxR4S22L0KIaoMGDeKDDz5gxIgRmvKNGzcya9Ysnn32WSZPnozJpM3pevXVVzNq1NnP5Orz+Xj66adRFIUPPviAfv2qhjY/8MAD3HjjjcydO5epU6fSrVu3s96GEG3NZ3sdjQp0nRJQ4VCxjy4WC127dtV8d/LkyaZunrjASbBLtG0BbX4tRa8DfWgC4sUHnPgCgKLgNxoxulxYDQoJYToG9rFQ1MPGyqMuduZ5KHUGQOcluqiQ7d/tZERHExbDT+tUwDY8BeugnigGA669R6jM2I3qrn7j7zmWh2Pj3nPOGeM5lotj8wH8RaWovgC6MAvmXp2wDe2NYpSfphDiwqIGArh2Hca1Owt/uQMUpSr5/MCemHt3OusZFuvi8AZ4Z1sFeZV+vAHwl3qJ8QSIs+pJjtBh6RZG5046yt/bTM1beH8AMmM7MmZCb1SPF3+5A19uEarHV/UWBQhUOilfuoHo6yc2WXuFEI03ZcqUOstHjBjBqFGjWL16Nfv27WPgwIFNut0ff/yRo0ePcs011wQDXQB2u53777+fX/7ylyxcuJDHHnusSbcrRGspcPjZdEI7dNFsUBjfxczQRBNhJoXDJT5+OOImq0ZALKBCvqPxk8EIcbbkiVq0aTq7VfNZ9QfwHDqOuWd1N/Pj5b7gGwVzWRmW8nISwnR0jzIACrZ4O9vLfZS4Anj8UORS0elU+uzcQ5EzwIbjHuJtOrrEWej26M8wdUkMrtvStyv2S4aSP3cB/qLqXmYVq7djG9XvrB6+XPuOUrZ4HZ6jeSHfOTbspfTzVYSNHUDElDQJegkh2j1VValYuY2KFVuCs+7WVLl6B4aEaCIuHYFtROo5bcsXUFlxxMXCPQ525Ve/xChUTBh0Cm6/ysmKAJ2O5TLiRCYl0XBA1VHiqropz5xwESWpvRluOo4+0o4+0o4xKQ73vqNg0IG3qp5j834ip49FZzWfU3uFEE3LYDBo/l3Txo0b2b59O3q9nh49epCenh7S+6sh69evB2DcuHEh340dO1ZTpz6qWvckSueTU/vQHvalLWsLx3ldtpvgmx6qZgu9b7idjvbq0S/94oz0jTXw0S4H23KrA2Ol7gCVHj82Y3Unhpr7VNd/t4a2cJzbu+Y8tvIkLdo0fUwEhrhIfAWlwbKypRuIuzcpGGiq+UYhefNWjHroGlkV6HIbjHyQa6PQV1WnS6SegkoFv89H12OHAXD5VErdKv9N7sskWwy1H6UMUeFEXX0RhW9+HSzz5hTgPV6IKTnujPanYvV2Shb+UPO6ECLgdFO+bBPugznE/WI6OpskxBdCtE+qz0/R+9/i3JbZYD1fXjFFH/wXT3Y+kVeNO6sXDW6fyjvbKzhY5ONYmTYJrqNLMpbdVet0eFX2n3DifOu/JMXZ6BFlYEuuh6LOnSno0xvF4+Pwsg10+GlZRacjfMpIvNkF4K168aK6vTi3HWzyWSOFEGfv+PHjrF27lvj4ePr06RPy/UsvvaT5HB8fz//93/8FA1Wnk5WVBRAyNAsgMjKS6Ohojhw50uA6SktL281DdWlp6ekriXPWmsd5/VEPHk/13+uwjnqsvnJKSkLrXpSgsinbQ0CFQCCA3x8g43AxQxOqA2MVFVUvvEpLSzX/HQi0fi8w+Xs+P0mwS7RpiqIQNnYgpV+sDpa59x+j6J0lRE4fiyE2krxKP0aHg+RNW4jff4BYux6douALqKyK7UahTzvsMcYCjrxKdD/N+OH7aajk8d59eG9HBfcMC6dLpPanYenXDV2YhUBldS4wX17RGQW7HJv3U7Lgh0bX92SdpPDNr4m7fybKGSZIFUKItk5VVYo/+f60ga6aKn7Yis5mJmJK2hlv64OdlRwsqgpGOWrNvBseH05J1y5EHzkaLHNuzySvcxzx3ROINOvYl9IHW2EhXdf+iKusGKKqrxMRk0dSsXYn7u0HgmW+vOIzaqMQovl4vV6efPJJPB4Pjz/+uCbxfN++ffm///s/Ro4cSVxcHCdPnuTrr7/m9ddf57777uOTTz4hNfX0vUpPPZyHh9edr89ut582J1FkZOQZ7FXbpKoqpaWlREZGNunwc6HV2sfZH1BxU0LNzo9juocTFVl3eCEK6JtYwYEiLyNm/U/VOgwWoqKqR/FMmjSJvXv3AtC5c+fgf7em1j7OF4JTx7g5SLBLtHlhaX0p/+8GAg53sMy5LRPn9kyMHWNJOOkjMjsf5ac3Yaaf7l+OVapk9umrWZdeUUiJ0VFQrmIxKDi8Kh4/VHpVjmMmyquyYK+DR9PCNSc0RadDH2XXBLtUzxkkY3R5KPl0eUi5PsqOdXAvdGEW3AdzcO/XJst3HzpO5bpd2McNavS2hBDifODefwzHhtAbWVOXBCx9u6H6/Th3HMKXqw0alX2TgW1oHwzxUY3e1paTHvYW1Jht8acX0RFmHRFmhXGdLZSlDdIEu5RAgIqsPDhZgF5vJtGlw+zzYtJDIKz6QdkQF4llQHece7I02wx4G3+NEEI0n0AgwG9/+1s2bNjA9ddfz8yZMzXfT548WfO5a9eu3H///cTFxfG73/2OV155JaTXV3NpTw/TiqK0q/1pq1rrOFddRrXbtRh1DbbFbFA0ywQ4f/5G5O/5/BSa6VuINkZnsxBz61TQ1TrBqOA9XogtvyAY6IKqISj+gMqmEWNwR0QEyzuG63liTDiJNoUyxYTbp6KrWg0VngDFh/PYctLDqiOun8agVwu4PCFv6XVhjR9e6Ni8j4BLm8Ax/NIRdPjd7UTNHE/EpSOJv28mCb+8Hn2ETVOvYvX2dtOlXQghTqlYvV3zWTEZiP3FlST88gYipo4i8op0En99M9HXX6K9n1ahYs2OM9pW7XO6Ra/QN85I3zgjyeEGesUYeOhnKXS4cjQAbr+KU9Xh9KmUOP14yxyYj+dS6g5Q6AxQ5Azg9gVQzEZiZk1D0enw1srDqLM0PtePEKJ5qKrK008/zZdffsmMGTN49tlnG73szJkzMRgMbN68uVH17XY7AOXloTOJQ1XPr/p6fQlxvjHoTgWvqh0s8tZTu2okTVatWRttRgkeieYlwS5xXrCkdiH2zitQzMaQ78JN2hNlgUsla8J4jvfqHSxTFLh1YBjb87zM3+8jW2fFYbWBUrW8XoGU/btRVSh0BnjhxzLNw1Hl2p2o3ho5XhQwdU5odPsr1+7U7k9KZyKnjUHRaX+Cpi6JRN2gncHLl1uMJ0um4hVCtB/+skpcuw5ryiKmjcHar7umTFEUwsYMIGysdtY0x/o9qH5t3q36nKzwc6RUW3d8FzMR5urz77psN6oKY25J59jwoZS4AjjMVS80fP6qmaMiy0pQVJWAWtUbeEu5gcqbrsSUHIf7YDbe4/mabZi6dWxU+4QQzeNUj64FCxZw5ZVX8vzzz6PTNf7Rx2QyERYWhsvlOn1loFu3bgB15uUqLS2luLi4znxeQpyPFEWhd4x2kNiqo248/rpf0K/PcVPh0X7XJzb0uU6IpiTBLnHesPbvTuKTN2G/aLDmjXl8mB5FgYBeT15qH7ZfczXvGzvj8lWfUFNjjezI9fDXdWX4VUBRONS9KhhmMShYjQpdjxyi/65t6Px+yj0qn+11sCHHhWPzfsq++VHblgE90EfaG9Vu1e/Hm1OgKQsbP7je+pa+3TDERmjKPEck2CWEaD882XmaiToUg46wUf3qrR9+0RDN54DTrZm4pCHHyrRvku0mhWv7anvQFjgCfLizkgV7newdMIRlEy9nX+9+qID/p561Ro+HhLyT+E0m8tOGsvnaq3m7IIxD27Mpen+pZn36aDuWvvJQK0RrCQQCPPXUUyxcuJBp06bx5z//WZOnqzGysrIoLS0lOTn59JWBkSNHArB69eqQ79asWQNAWtqZ5RsUoi0b00k743CRM8C8LRUcL6++7rp9Kj8ccbHogFNTt0e0gcQwyUksmpfk7BLnFUNMBFFXX0TEtDG4D2bjL60AFXR5ChtMcfjNVSfdgiIvRS4fUWYdVmPVdPLvbq+aAeSUzJ59GHpwJzFWBZdPpdLjZ8CurfTK3Edup850iTFz4JMcYswOzAZtXDjsDHJoqe7QLr3GBhLbK4qCMSkOX2FZjXV46q0vhBDnG9WlPS8a4qIaHPZniI9CMehQaySWV12NOy/WfPEBkGjX0zvGSGKYjtzK6vWtPuZmf6GXSLPCsYg4Mi++Eq/DRYeifMJ1AVAUnDoDYToVX2kZSVu3Y8/NY1dhPoMTjZqR9vaxg0J67gohWkbNQNfUqVP5y1/+Um+gq6Kiguzs7JAE9KWlpTz11FMAXHHFFZrvvF4vR48exWg00qVLl2D5mDFj6Ny5M1999RW33XYbffv2DW7jlVdewWAwcPXVVzflrgrRqnpFG+gYrudEeXXv6awSH3/PKCcxTEeYSUdOuR+3L7S31/gu5pAyIZqaBLvEeUlnNmLtXz3cZZI7wJ4N5RS7qh5c9AqgQokrQIkLciv8mkAXQELHCCbfPxnD4lWcrPDh8qk4vCq4nPQ4tJ+4E1U3Rrl2PV0iqx9awtIHYOnTudFtVUyhXXR9+aUYourP2+DLL9GuwyjdfIUQ7Ydi0t5++IrLUX1+FEPdD6T+skpNoKtqHY07L5r02qHuRY6q9VzfL4zXNpdzaoT6yZ+uE3mOQNW1QFFYN/YSpq1eSpQFdIqCXa9gMaiUZh4Krs8DFDsDxNqqrhOmrh2wX1R/710hRPP65z//ycKFC7HZbHTr1o1XX301pM7kyZPp27cvJSUlXHXVVQwYMIA+ffoQGxtLbm4uK1eupKSkhLFjxzJr1izNsrm5uUybNo3k5GS+//77YLnBYOAPf/gDs2fP5qabbuLKK6/EbrezdOlSsrOzefTRR+nevTtCtBeKonDTgDBe2ViO06t90MqtDEBloM7lxnY20y9Onm1E85Ngl2gXws06Zg+18+bWCoqcAaxGHVB9gs13+Im26ND9NItGpwg9z0+MIik8jjK9nx1vrqh6kDEpBNSAJjCW7/DTKUKPTlGwjUgh6tqLz6htikGPIS5SM+TG8eMuLL071VnfnXUC78kiTZmxY+wZbVMIIdoyYwftOU11e3FuPYBtRGqd9WvnPVSMVefVxuhg1wbQil0BDhT56BNrZNZgO+9ur6TMHaDkp5clp3qC2Y06Kjsk8uP4iczYspIwXYCUOCMGHezM81YFxH6S6/ATa9Nh6JJA7OzpKEa5vRKiteTk5ADgcDh47bXX6qyTnJxM3759iYqK4uabb2br1q0sX76c8vJyrFYrffr0YcaMGVx33XVnNPxx9OjRfPjhh7z00kssWbIEr9dLr169eOSRR5gxY0aT7J8QbUlimJ67h9n599YKytynn1BrXBczV/a2ysyGokUoqkzz1mapqkpJSQlRUVFyQmikSk+AZYerZlP8Macq4bAvoFLkDGDSK0RZFGLMKn++NI7esSZUVeXbTBebVh8kafM2Ik6exBdQ8atgrtEbYGD/BJIvG45tVL+z+n9RvmwjpV+v05RF33QpYSO1D3b+0gryX/0cX271zI/6KDsdfnd7mx0SI3+nTUuOp2hqbfVvKv/lhbgzc4KfdXYr8fdfHRLcdx/MpuBfX2omCQkb1Y/oGyc1ajuqqvLCj2WaIYsxVh13D7MTY9WTV+nnX5vLWXbYhcurUuoOoCgQZ9OjUJVX5OZENwN3bsW7+zAEVAodfg4WV+ck8VqtTLlxOAzvSXR8XJs6zu1JW/1bbm9OHefo6OjWboo4D8nvtGW0tePs8AZYfczN+hx3SNBLUaryJ4/rYqZ3zPnVo6utHef2qDmvOfLqUbQrYSYdV6XYuKynlRd+LGXrSS8VngBOn4pBp6BXFGwGFedPyRI3HndXPQB16kRpp05Yi4rokp2FrqyCMq+K12qlpEtn+l3ei7D4s59G3jaqH2XfZmiG4RR9uJTStTsJH94HfZgFd2YOjg17UT3aZMph6QPabKBLCCHOVtjYAZpgV6DCSe5fP8I6pBf6Pl1RfQH8uw/h2p1V57KNpSgKozuZ+WJfdXLcImeAv64rY2gHE71jjMRZ9dgMCpUeFatRwWJQ6GjXE25WeO6SKOLDDDAqGX9pBY5N+9EdL+LH3eX4zGbKO3aguGsXpl0cjd9Z1kBLhBBCiPbJZtQxpYeVSd0sHCz2UeQM4Auo2IwK3aMMxFglGb1oeRLsEu2SxaBw7/BwXlpfzslKP5U/DTfxq3CsXOW97ZV1RuddsTGMntCZD3dVUqMTAUb9uUXy9eE2Ii4fQ9EXq8l3+Mk/lRMmJwvWZGE1KsTbdMTb9BhqZDk2JERjrzULmRBCtAfWIb0xr9uF+0A2oFLmVsmt9FPy1U4CatWwRb0OYiw6Eu16woxVQf+w0f0wdU48o22NSjaz8YSHnLLqE7svABuOe9hw3MPJiqrrhM2oAAphJoWukQYmdbdUBbp+oo+0Ez5xGJUVfjI7aANbBh34EUIIIS5cep1CSuz51XtLtF/SXUS0WzFWPXcMsRNp1v6Zq0CRKzRhoqLA1Sk2VNAEuqrWde4/lb0p/fg2oQ9HSv2aXC8ATq/K0VI/W056yK2s2rghNoK4e2agM8sFQwjR/iiKQuysy/F1jGdnnpc9BV6KnNqcif4A5DsC7Mzzsq/Qi75vN6KunXDG2zLoFO4YbCcxrO5zubnWq79Kj0pKrIEpPSx11t+Wq50J8lRvMCGEEEII0TZIsEu0a10jDTw2OoKukdonmWNlPnw1nqjibDruGGxnUKKRxQedtdahP+eutz8ccfHpHicH09I4PC4dr9VaZ72ACodLfGQldyH+4eswxESc03aFEKItK8LIByMmcah3CoEGhmv7jUZ29hvMh/3H4QicXVApwqzj/hHhDO9oQldrFZFmHYafNm/QQZdIA/6f8jfWdrLCz6qjLk3ZkEST5PIQ4hwdPHiQpUuX8vnnn7d2U0Qrc/tUChx+8ir9OLx1z+gnhBCnI8MYRbuXGKbnl6MjeHNLOXmVfkqdVRfNQyU+hiSauKynhZ5RBvYW+pi/pzIkqeLoTuZz2v6ufA9fH/gpgKYo5PXrS35KH6KzjhB34CDm8nJ0/gBei4Wy5I7kpabgCQ/H7jAwRGJdQoh2yuNXeWtrBaUBA6XjxpI9Yjjxe/cTdewYRocTFAVPmI2i7t0o6N2LgNEITnhvRyX3DLOfVXDJatRxQ/8wpva0sv64mwNFPiq9AfSKgqpWzdQYY62aufdgsZ9/ZJRxUVcLPaMNOH0q23K9rD3mwlOr9++Yc7xOCHEh2759O7/73e/Yv39/sGzmzJkAbNiwgdmzZ/PCCy8waVLjJqUQ5ydVVdlf5GNdtps9BV5qTqHWOULPmE5mBieazjm1iBDiwiHBLnFBGJRgpFeMEZtRwWMLYDKZAAWHV+Wzvc56l+to1zM48ewT06uqyjcHQ9fft4OF0cMHkWgfSl6ln4wcN7vzvJo632Q6GZxolN4CQoh2acNxNwWO6jf2PosF5+ghjLh+FCmxRvwq7MzzcOSYm0CNod+Hin3sL/KdU06QSIuOS3tYubRHdVmZO8ALP5ZphpnnVgb4dLejwXUN6WCig12PTG4txJk7cOAAt99+OzqdjlmzZnHo0CFWrlwZ/H7EiBFER0fzzTffSLCrHSt1BXhvRwVHS+vOfHiszM+x3Q6WHnJx68AwOkfKI6wQ4vRkGKO4IOh1CrMG24m2NP5PPsqiY9YQuyZh/Jk6VOLTTHcPcHkvK7MG20mNMxJt0ZESa+S2QXauStEObSxyBthXqJ2ZUQgh2gNVVfkx260p62jX88tR4YzvYiEhTE9Hu55Le1h5dFQE4WbteXhdrWWbQoRZx6zBdsxnkHurW5SBn/W1NXlbhLhQzJ07F4CFCxfy61//moEDB2q+VxSFIUOGsGPHjtZonmgBpa4Ar2wqrzfQVVOJK8Brm8vJKpH7YyHE6UmwS1wwoixV+Vq6hJ/+z75blIEHRoSfUXCsLltPapMYx4fpmNC17uEu6Z3MdAzX5gbbWisJshBCtAfHK/whLwKu7GPFagw950ZbdFzaXfsyYE+BF2cz5HHpFmXg3mF24mynP/cP62hi9lA7JhlSI8RZW79+PZdddhldu3att07Hjh3Jz89vwVaJlhJQVd7dXkGxs/Hnc68f3t5WQYVHcnkJIRomwS5xQYkw65jV38B9w8MZ2sGkeYNv0lcNR7lvRDj3DbcTeY6BLoDCWhfvwQ0kMVYUhaG1hkwWOmQie9F4H330EUOHDsXnq37jWVlZSf/+/bnppps0dTdu3EhKSgppaWm89tprIet65JFHuPbaazXrEqKp1H6wsZsUekXXPyxlaAftufFUfq3mkBxh4PExEdw+OIyUWAP6GpcCm1FhbGczvxoTwY39wyTQJcQ5qqysJCYmpsE6Ho+HQEACG+3R/kIfx8q097pRFh3XpNp45uJI/nhJFLcNCqNThPZlsMOrsrYZevgKIdoXGfAs2qxSV4CtuR4KnQG8fhWbUaFHtIG+cUZ055DHSlEUukUZ6B5tRFVVXD9dYy16mjw/VqBWChebseH11/7eJylgxBkYNWoUDoeDnTt3MmTIEKAqqBUXF8eOHTtwOp1Yf5oJNCMjg4SEBJ555hkeeeQRLrnkElJSUgD45ptvWL58OZ999hkGg1wmRNPz1XputRmVBs+/Jj3oFO051d+Mz746RaF/vIn+8SYCqorbp6JTFEy1rhMBVWV/oY/MYi+VngAup49OsS6GdDCd8yy+QlwIOnbsyIEDBxqss2vXLjp37txCLRItqfaQ9CiLjofTwrGbqt8yDEgw0TfOyJtbKzhYVP0Cbn2Om0ndLOjPId1Iayp0+Nl0wsPJSj8ev4pZr9Al0sDwjibN/gshzp48xYg252SFn/8ecrIr3xsSLFp11E2kWSG9s4XxXcznlE8Lqh5arM34K7DWyv1yqNjHuAbu1w7VykEQdprgmBA19ejRg4SEBNavXx8Mdq1fv55JkyaRkZHBli1bSE9PD5aPGjWKSZMmMX36dH7961/z6aefUl5ezrPPPstjjz1Gz549W3FvRHtWO7Cf7whQ5g4QYa77Bv9omT/kehBmapnzo05RsNZqb0BVWXPMzZpjboqCvdRUPB4/O0ucfHvIRd84I5O7W+gUIbdaQtRnwoQJvP/++6xbt44xY8aEfL948WK2bt3K/fff3wqtE83J5VPZW6idnGlSd0udgR69TuGK3lb+kVEeLCtzqxwu8dEr5uwnK2kNJyv8LD7oZG+BN+S7HXlevsl0MiTRxNSe1iYZZSLEhUx+QaJN2Z3vYe6GMnbkhQa6Til1qyw56GTelgqcbbzrU88Y7UPO7nwveZV1D00scvrZVitHV6/o8+sCLlpfWloaGRkZwc8ZGRmkpaUxcuTIYLnH42Hr1q2MGjUKgKeeeorS0lJeeeUVnnnmGXr37s3tt9/eKu0XF4bOkQaMNTo+qSr8cMRVZ11VVVmepf0u2qo755yKZ8vjV3l7WyWL9jtrBLq0VLXqfP/PjeUhuRuFENXuvfde4uPj+cUvfsHvfvc7du7cCcAHH3zAE088weOPP05ycjJ33HFHK7dUNLUyd4Dak9gOamAG9ORwA7G18imWus+v4a0HiqquC3UFuk7xB2DTCQ8vbyjjZIWkMxHiXJzzneJ///tfHnnkEaZPn86ll14aLM/MzOSNN94gNzf3XDchLhCHir28v6MSbyPP64eKfbyzrQJ/fVGxNmB4BxOmGg90AZWfumF7g9PUq2rVm6l5Wyo0w3IMOhiRVP9FX4i6jBo1is2bN+Pz+aioqGDPnj2MHDlSEwTbtm0bLpeL0aNHA2C32/nTn/7E66+/zpo1a3juueeabEivXCNEXawGJSQP16qjbpYecuKu8RKj0hNg4V4Hu/O1Dwajk81NPuy8MVRV5cOdlQ0+qNTkD8BHuxpfX4gLTUxMDO+//z4DBgzg008/ZcWKFaiqyu9//3sWLVrEwIEDeeeddwgPD2/tpoomVtftex1zlGjUzpPYhh8BQuSUVT23uBv5or7UrfLmlnLKzrOAnhBtyVn3rQ8EAjz22GN8++23AFgsFlyu6jevkZGR/P3vfycQCHDPPfece0tFuxZQVT7Z7QjJ42I2KPSNM2I3KRwpCU1ieajYx9psN+O7WFqwtY1nNeoYmWRmzbHqnATFzgD/2lxBfJiODmF68ipDZyWDqmT5Mmb/wnHrrbeSmprKb3/7W035smXLeOCBB0hLS2P9+vX1Lh/fIYmvvv0umLdrx44dlJWV0a1bN2JjYxk5ciRPPvkkDoeDjIwMkpKSNDlQxowZw+DBg+nbty/JycnnvD9yjWicU//fn3rqKU15Y/+/Jycn8/3335/19j1+lUPFvqo37EC4SaFHtBGLofkDSWM7W9hw3KN5s7/skOv/s/ffcXJcVd4//q7qnCbnoAka5ZyT5ShnWzYG2wQnQIbFCR4W+C0sz29hl2dhYWEXbOOAAWNjg7GwscFZlmXZysHSKIyyJufU0zlVff9oTajuntFoNFG679dLL7urblXdrq6pc++553wOH1cHKE7RE1GiCwGxdsGsl1gyRgsBexqCcY43gFyHjpJkHW1dYSq9EoE+GemqCn857OG7q5IxCEF7gSCOwsJC/vznP1NRUcG+fftwOp3Y7Xbmzp3L3Llzx7p7ghHCniAV/VhbiJmZid/vTr8SF+k0kcbJrxzxEoxZ0LcYJOZlG0m3yNS5IhxsDmpsnjOg8vZJH3fMtI1uZwWCC4QhO7ueffZZ3n77bT772c/yrW99i9///vf8+te/7tmfkZHBokWL2LRp00U9kREMjorWUFw6yIIcI7dO05aiP9kR4sWDHlyB3tnR1toAlxSOzSr/YLh2soVTnWEaXFoL1+JRaEng5ALIssncNMUyGt0TTBAeffRRQqEQwbDKhgPV/OfDX2Dlw4/iyC0FQJJlfrzFyYyMdDKystmxYwdOp5MlS5YAkJmZSX5+Pnv37mXHjh09UV190ev16HTDI6otbMTw0P27AzQ0NHD77bfz7LPPUlZWBjDk36vDr/BxtZ/dDUF8Ie0qs+lM1NXqQhOZtpETWc+167ihzMIbx32a7f6wOmAk1O0zrWMywVFVlS0xYsoWg8TnZkWrNgJ0dgax2JN544SPHXW96YvuoMr+piCL80yj2meBYCIxY8YMZsyYMdbdEIwSdqNMQZKO2j4L2Rsr/UzvpxDVxkq/ZnHEqIPilImhiVjjjF+wn5Nl4PaZNs3iktNv4fkDbqqdvW33NQa5scyCbQI59gSC8cKQ/2peffVVZs+ezQ9+8APsdntCR0NRURG1tbXn1UHBxUHfSQFEV8nvnGXVOLoAJqca4lY32rwKJzq0wu7jCbNeYt18e1zZ5P7Idei4f4ED69liuQUXFSkpKUi2NF44bWJXR9QRarQlY05Ox5ycjsmR2qMTZC5eyD8+2MbOnTtZunRpzzmWLl3Kxx9/zP79+3v0ukYKYSOGh5SUFDIzM8nMzCQtLa3fbefCkdYQv9jexUfVgThHF0AgrLK9NsAvdnSxp2FkS7tfOsnEdZMHF5mrk+Gzs6zMyRqbqK46V4S6mMnKbdOtTM8waJ5vk17itunWuEnYjrqRvZcCgUAw0VhRoF0AqHZG+N0+tyaCy+lX+NsRb1zlxgU5xrhCUOOVHfXaviebJD47yxYXRZ1slrlrjh19nylAWIE9QvtRIBgSQ3aHV1VV8YUvfGHANikpKXR2dg71EoKLiMqYKoSXFJoSruoATE3Tk22TNal/lZ1hpozjaiwOk8zXFjnYVhdgW22ANm98RFeqRWZFvomVhaY4TQKBoNOv8NQeF87A2bUeMqYu4sBLP0NVIj2RXQBLlizhBz/4AYFAYMSdXcJGjE+OtYV4dr97UDonEQVeOuRFAhbmjkxEkiRJXFlioThFz+bqABWtoTjBYr0cFS2+rMhMrn3kIs3OxukYO5VskpiTldjuSJLEJYUmjW2LVpRU+7VtAsHFyHe/+92ztpFlGbvdTklJCVdccQXZ2dmj0DPBaDAv28i7J32asc2xtjC/aOsi0yZjkCUa3fHVeGUJLhmnEiaJqI1ZKFmab+o3rT3FLDMz00B5U2+Ec+xCy2jR7otwsiOMJ6iikyHNIjM1zSBS8gUThiE7u8xmM263e8A29fX1JCUlDfUSgosEVVXxx4g15jv6n9BIkkRBkp4mT+8qx/lUZVRVlQ6/gi+sopclUs3ykJ1NoUj0XCFFxaKPnqt7xd+gk7h0kpnVhSZOdoSpc0UIhFWMOon8JB2TU/ViEnQR0Pd5M5x53gYzaPjzIU9CR1eqRSbJKNHgjvRoQWROXUgkFMCeXUS9kkzmmbZLly7F4/EwadIkcnNzh/FbxSNsRJSh/t4jgTek8MJBT0JHV65dhyRBgzsS52xaX+GlOEVPmmXkHE2lqQZKUw20+yIcawvjCipIEiSb5DO6jece6doVUHAHFWRJItkkxUUKDwZVVekKqLhDCg3uCBFVRXfmPZ2fNPA7uzBZO8RS1WiKptUg3vMCQTevvvpqzzhJjX35EB3z9d3+ox/9iAceeIAHHnhg1PooGDmMOokvzLHzm09ccQWq+pP6ALh1mpXsEUyzH25i5zlnW7jJs+s0zq5AZHSV+I+1hfio2s/RtvjMGashqpt56SQzDpPIQhGMb4bs7JoxYwYff/wxwWAQozE+paCzs5OPPvqIxYsXn1cHBRc+kiShl4kTZMwboPBObKlho3zukwdXQGFXfYAddUE6/L3n08swJ8vIigITRcm6QWmB1TjDbKsLsL8pqDHWySaJpfkmluaZSDZHDYIkSZSlGSgbx5FoguHH6VfYWR9gZ11A47Qy6KIrm7EDoVhOJUjV/cxMK2uWJiFJUjT1rC7AOyd9WNPzuOXx7QBsrvIz70wp75ycHI4ePdrvNZ5//vmhfLWEXOw2whWI/t476oJ0xrxf5mUbWV5goih5dLVGdtfH63PNzjJwQ5mFDGt04N3pV3jvlI9d9b2LCWEFttUGuHGKdcT7mGbRsbxg6BOYQFjlk8Yg2+oCGp1ESYpGBa8oMPWrB9MXX0hhT2OQ7bUBms9MuOpdYWpcEVLNMtk2HU7/wBWyEu03DMFWCQQXMu+99x7/+Z//yYEDB7jnnntYuHAh6enptLW1sXfvXp577jnmzp3LP/3TP3H06FGeeOIJHn30UYqLi7nhhhvGuvuCYaA4Rc+X59v5Q7knYWp9X2Qp6uhaXjCx9A9NMYtcrQkyPPrSErN/tDI+VFXl78d9fFzdf9q9N6TyYVWAXfVB7ptnnzC6aYKLkyG7Y++++24aGhp45JFH4krHV1dX89BDD+Fyubj77rvPu5OCC59YEeSBdGK6Q2q1x5/bo7ynIch/bXXy9km/xtEF0YndJ41Bfr3bxfMHPAOWCA5FVP58yMOju1zsrg/GrUo5AyrvnfLzX1udbK8Vei0XK9trA/zXVifvnfLHRWeFIlEnRHPIRHlNB6GY1buuri5MVrtmW3dkSEGSvscZa9JLXFZk5tZpWodETVeE2q7R17S7mG3ErvoAP9nq5J2Tfo2jC85obzQEeXyXiz8ecGO12RJGwHV1dWG32+O2DxVVVdlRr9X8mJKm5+45th5HF0TTJ26faWNhrtZBuas+GPdsjjdOdYT46TYnrxzxxhUEUVU42hbm2f0eHt/lGtBRdbQtxH9t7eL1o74eRxdEq+uiRivqHmkNseG0nxPt/Qvp746xY6mWsYvqEwjGK2+99RYHDhzgtdde4ytf+QqLFy+mpKSExYsX85WvfIVXX32V/fv3s2PHDm6//Xb+9Kc/YbVaefHFF8e664JhpDTVwLeWJ3FViRmHKf49adTBsnwj31iWNOEcXRDV4+3LroZAwkhGiEZhH4yp+ptzjvOcofL6sYEdXX3xhlR+u89NnWv86iYLBEN2xa5Zs4avfOUrPP3001x++eVYLFHB5BUrVtDZ2YmqqjzwwAOsWLFi2DoruHBZlGvkH67eilzlTSH2ZwV7IlK6CYRVXq7watJszHqJWf2UKU7E7sYI79V5gLNPOg42h3AFXNy/0BG3qhJWVH6/382J9rO/5MNKtORwIKJyWdHE0RgQnD8fVvnjqs0lwp5dxMnD2/lDuYdbi3of8AMHDmDPmqRpuyjXyGv9nGdxnpENp7VOlqNtIQqSRnfl7WK1EVtq/Lx29Oy/N0Tfcy5bAXUHtsftO3DgACUlJcPWr3Y/tHoj9H3vrSm19Bu5elWxmb0Nvc4xb0ilpitMaer4jEg90R7id/vcmgjh/qjpivDrPS4eWOToibjt5lBLkOfLE6d6JpskDDKEzlyjK6Dw3Y0dPHlDOulW7UTmSGtIEx0H0b9bgUCgZf369Vx33XWkp6cn3J+Zmcl1113Hyy+/zP333092djaXX345H3744Sj3VDDSOEwy1062cFWJmdOdYTr9CqoKdqNESYp+SKno44XFuUaNTW3xKLx+zMfNUy2aSONAWOWlQ17NQrssjZxuZl+OtIbYUhPv6DLrJQqTdPjCapz2WCCs8sIBD99akSSkWATjkvOa/Xzzm99k2bJl/PGPf6S8vJxgMIiiKKxevZq7776b1atXD1c/BRc4S3KNvHPSp4mMeuGAh70NQRbmGrEbJSo7w2yvDcRFxizMMcZVM+mPKmeYN06HE6ZVSRJxWjXRYyL87ag3rgrkmyd8/Tq6+jvXG8d95Dl041pMXzB8HG8P9evoin1GSi79NKc/XM/6J/4T9403c8vcHLZt28b69euZf8+/aY4tTun/+ZElicmpevb0GVS5g2MTkXOx2YhTHSFePza437ubtKWfovzdl/nhD3/InXfeiclkYuvWraxfv56f/vSnw9Y3T0ilr6NLL0Nxcv/pgpk2HakWmQ5fr/fIc5b0krHC6Vd4rtwzKEdXNx0+hecPuHlwsaPH4dfmjfBiP5pmEP3byrTpqO8TNdbsUfjqm218ZYGd0lQ9Te0RTlZ74lblZQmW5U28aASBYKRpbGzEYBh4TGQ0GmlsbOz5nJeXRyAgouUvVPSydMGNkyen6smyyZpo4S01AY60hVicayTDqqPOFWF3fSBuzDYz00CKeeQdfZur/ZrPOhmuL7OwPL+3cFaLJ8KrR72a+U+rV6GiNXROgQcCwWhx3kv9q1atYtWqVcPRF8EY0eKJsK0uwOGWUFQUGEgyRSuBLM83aVJcRgqLQebqEgtvntBOFCtaQ1S09p8mYjdKXFE8+EipjZX+uG1zsgxcXmSmIEmHJ6SypyHI+6f9Gg2lPQ1B1pSYewSa3UElrgSySS9xeZGJJXkmHEaJeleEj2oCmpUcgPdP+y84Iy5IzPun45+3hblGVheayHPocAVVdtUH2FQVgPQ8LvnmU1S8/gS/+49v8jwhSoqL+clPfsJW60qNIzh8llJ6wZh0s7GUCbqYbMT7p/1xDq152QYuKzKT79DhDqrsbgjyQWXv+8Wanseqbz7Jqc3P8KUvfYlAIEDxmd/9+uuvH7a+xT4DETX6r791AlVV49IWx6vc1JbaQJzmXUmKnitLzExJ0xOKQHlzkPdOaSMeq50RjrWHmZYefR9/WB2IS0WfkqbnimIzk1P1+COwozbAz7Y5NZORFo/C3476sBslgsEwRmOQ2Mjhy4vMcVFkw42qqhxvD7O9LkCVM4wvFC26kmmVWZRrZGGuadALQwLBaJGdnc3GjRv5P//n/yRciAwGg2zcuFFTgbGtrY3k5OTR7KZAcF5IksSt06w884m2GnKbV+Gdk/FjxW7Meokbyiwj3r8WTyRuAf+GMgurYypeZtp0fGm+nV/u6KKpj+Nue21AOLsE4xKhKHcR4wsprK/wcqA53pnU6lXYXBVgc1WAedkGPj3DNuKD5MuKTHT6FbYOUtvKYpD44jz7oCcQ7b4IR2McZ5cVmTSiy3ZjVPdoWrqBX+3s6okUUFXYWRfkujMGZ2ddgEifKAJJgq8utGtSxfKT9Hx2lp50i8x7p3oN2amOMI3uCDlnqcQimNg0uCNxovJXl5q5urR30JJkkriqxMK0dAOP7nKRMmk6Kx76X4LBIGtnJHNlSbTt4W1OTVWiJl1Wv0Lz/rDKsZgBy0hPsgXRgeLxmPt+ZbG5550B4DBFnfPT0vU8usvV8w5JLpzOp//vY1xTOvCAtqCgYMACAwORHKOBoqpwqCUUlyrezanOcNzqcso4rLoUiqjsrNPajBkZBu6dZ+tJqTDpYUmeiRkZBn6106VxeG2rDTAt3YD/jLB9X+bnGPncLGtP5JdFD5cXm8lz6Pj6O+14+0S6NXki2I2Jh1QLc41cO3lk09drnGFeOuzRRA1A1DFe0xWhpsvHWyf9XFNq5pJC06AKrwgEo8FnPvMZ/ud//oe77rqLBx54gPnz55OSkkJnZyeffPIJv/71r6murubrX/96zzF79uxh2rRpY9hrgeDcKUszcPtMKy8f9vYbQdwXs17ivnm2UQk6OBEzXrUaJJbnJ45G1ssSlxaZefmwV3O8qqrCtgjGHUMeuX7wwQc89NBDccLD3TQ1NfHQQw+JnPpxijuo8OvdroSOrlj2N4V4Yo8Lb+gcckSGgCRJ3DLNwk1TLWd1rE1K1vHAYkdcafeBONgSoq9tMesl1pQknlzm2HUsi3nJlzf3ToQOxKSoLMwx9quJdEVxvNhm33MJLkwOxPzG3Y6ORBQk6VmYo3U69P3bnJsVKxYeSCgIqqoq75z0abQeJClaXXS0udhsRGzamtUgcVVJ4t87z6FncYx+04GmkX0nOM5onvTlnZM+fAne66GIypsx6bcZVpk8x/hz0J/uDGucTgA3TbEk1A6xG2WujPkbPNIaIhBWOdYWitNIuaEssabZ1HQDDyxykNTH+dfuU4iduxh1cM1kM3fOtI7oBOB4e4gn97riHF2xBMIqfz/m4/Vjvn6FkQWC0WbdunWsXbuW8vJyvva1r7FixQpmzZrFihUreOCBBzhw4AA33XQTX/nKVwBobW3lsssu47777hvbjgsEQ2BRrol1C+xnXfAuTdXzwGLHqOlkuoNa+1GUrB+woMrkVO14IqJw1qriAsFYMOTIrhdeeIHm5mZNWHFfsrOzqa2t5cUXX+Syyy4bcgcFw4+iqjxX7tGEn56NBleE5w94+MoC+4gO2iVJ4tJJZpblmdjXFGRPQ5A2X4RQJDp5LE3VszzfRGGS7pz7EVsVbVq6HtMATrVZmQaNUKMz0Ht8bCWv2Vn9GyO9LDE93aARKz5byXrBxCf2N56RYUA/QB7Y7CyDRmer7/O2LN/EB5X+npXAiAJP7nFz6SQTi3KNJJlkKjvDbK4OcCQmenFmhoHUMYjsuthsROzvPT3DMOBAcXaWkR11fX/vkR8kLs83cbqzdyW21avwvztdXFVsZnaWAVmSONIaYmOln0a3Np9vRcH4jAbq+3cC0YWK2Oq+fZmTZeCVI72fFRU8IYXOmPNMStYPqJGyotDERzUBPEGFZq+CM6BgkMGgh9wkPQvPpA1aRjgiusUT4flyT1z65UBsqQmQZpHj0lMEgrFAp9Px05/+lE996lO8/vrrHD16FLfbjd1uZ9q0aaxdu1ZTyCQjI4Pvfe97Y9hjgeD8KEsz8H+W6TndGWZXfZBGT4RgRMWsk5iUrGdpvoncUc7+iB2unM1x5UuwXwjUC8YjQ3Z2HTlyhCuuuGLANnPnzmXTpk1DvYRghDjYHKKyUxsVYtJLLM83Mj0j6rQ53BJiR12AYJ8B9Mn2MIdHSYDQpJdYlm+Ki646H2IXsgdyPABxE9W+Icd9/z8Uiaa/7NtXj/HAMcztHTh0CoWZVrJmFGBdMgNDzLXE2seFT+xvrD/LICD2eVT6PLApZpml+Sa290nxDYRV3jvl16TIxiJLxEWyjBYXm42IdV8P4OcCogLxfRmNd8LsLAM5VTqNI6vDF01nX1/R/3EpZpkl40RcXQ2F8e49hv9INYrLi+SKUOox0F5aQmdBATp54AmCLsF7X1Hj7YOuHz9XjTPM3sYgVc6oPdRL0QpiBQ4D312VTNjbRUqKY9Qcg+/F6EsCZNpkVhaYmJSkxxlQ2N0Q5HBM5OF7p/wszTMNuOAjEIwmK1asuOCq8woE/SFJEqWphnFT4bhbk7ibSmeYDr/S72Lp/iatTbEZJYzjL/hbIBi6s8vpdJKWljZgm9TUVDo6OoZ6CcEIEauJlWyS+Npih+ZFNznVwKpCE4/vduHqE3EwkQUI7UbtoP5EewhFVftdiTjapn2RO4xyn/+XcPoVqrvCSDWNFL28l8KuVgCCQBvQVgH27SeY9LeteNILMSxcQshqPdOX8ad9IxheYn/jY+2hAfUMjsU8b7HH3zzFQrMnXgdsID49w3pOqb7DycVmI+LeLx3hAd8vx9q0v6PNMPJOB70c1f/49W4XXYOMJOvWDBlrYXM1HMG1YTfuzftRfL02zOSPkNkWJvPYCQJ2O/WL5uOcu4Rkc+JRd+zfGYDNKMf9ftXOML6Q0lPq/kR7iDdP+HrKrrd4I7jORIN1+BXqXPDmcR+XZKmkDMcXHgSugBKXLj07y8AXZtt6nHqFRKMIP2kM8qeDnp52/rDKvqbgsC4oCQQCgWBiMj3DgEkv9aTzqyq8dtTLPXNtceOYBneELTXahdb52cZxGf0tEAx5xp2Wlsbp06cHbHP69GlRLWWc0eFX4ibL15dZ4jz6EPXyXzdZq2l1rD3cM8CfaExP166eOAOqJo2oL+6gwtYarVNwWnqv0yDXoeNQSwjrkZNcsfFtzI1NRBJooLiDKnvr/FB+nFl/ex1zpzPuXIILk9jfuNWrxAlgd9PpV9hZr903LeZ5NegkvjzfzoKcszubzXqJu+bYxjQa52KzEbG/V4dP0aSl9sUViK/mOiNjdFZ30yxRvcPB6G9lWOUzbcf2faUEQrT+5u90vbNT4+iC6CJEd7CWye2m5MOP2fmb9xNqUoUVlfdjKvIWp+ix6CXKUg2aapOhCHxYFb3WrvoAv/nE3ePoUlSVepc2b9BhlNnTGOS3B0N0+M4hp/A82N8c1BRKMejg09OtCaPXFuQY456x/p5PgWCsaGhoYP/+/ezatSvhP4FAMDKY9RKLYsaXh1tCPLrLxb7GIK6AQqM7wjsnfTy+qysudX5FgVg4EYxPhjyCXbJkCe+88w5Hjhxh+vTpcfuPHDnCxo0bueaaa8753K+99hp79uzh4MGDHDt2jFAoxI9//GNuu+22hO3dbjePPvoo7777Li0tLWRmZnLNNdfw8MMPY7fbz/n6FzKtXu3byaCDuf1U4wKYl23krxW9VUNUFVp9Co5xWJXrbOQn6SlM0nOytXeA/9pRL56QwqoCExaDjKpGK9m9fswbJ3q8/MyL3BtSONoaIqW+juU7PkJSVRSijkSHUcakA5BQVBV/uFf0McXpZvqbb9Ny922Upghn14VOaYqebJus0cZbX+HFFVRZlm/CrI8+IxWtIf5+TCsqD7A8P/7v0qCT+NxsG5dOMrGtLsC+xqAm1TjTJrM838TiXGNPRMpYMVI2Yrzah0lJOvIcOo0T5JUjXlwBhRV93i9H26Lvl9jUs+WjOFBMs+h4ZKmDI60httcFOdoW0qTxlabqWVFgYlbmwDpzo4GqqrT/8R0Cx2oS7tfLEukWmRZv799Z10flvGM1s/wLl/TobtV2hfnHcR8NMU6q7r+zZLPMrEyDpjDExko/pzpDnGgPn7kPKu6gSpUzHPf7Zdui12n3q/x2n4eHliaNuF5XqydWh9KAbYCo4YW5Rir6aPq1eEfHKScQnI2NGzfy05/+lKqqqgHbVVQMkG8tEAjOi0uLTOxtDGrsW11XhBf7RAUnYmGukawBtDIFgrFkyDPu+++/n3fffZfPf/7zfOlLX2LVqlVkZ2fT1NTEli1b+N3vfocsyz3VU86FX/7yl9TV1ZGamkpWVhZ1dXX9tvV6vdx1111UVFSwatUqbrzxRo4cOcKzzz7Ljh07ePHFF7GeSR0TRPWl+mLVSwNOZow6CYtBwtOnBH14MPVyxymXF5k42dor0KwoKlu3VHG4qZE0QnhVmQ5bEh1Fk8DY62yYkqYn/0x0w3un/PiCCpfu2450ZoYoAUZZwmu2cqq0lDajFVNjMwXVlT3hk11BhXSXi0tOliNdsWa0vrJgjJCk+NLMYQXeOO7jnZM+Mm06ugKK5m+rm+lp8oClpvOT9HwmSc+t06x0BRQiClgM0rhKjx0pGzFe7YMkSVxeZNYMCiMKvH3Sz4bTfjJtOlwBBXei3zvDQPYoDxRlSWJmppGZmUYCYRV3MFpN0G6UxzxlsS/+A6fwH4yPEDRNLcQ8fRJqOEL+ruO07KvX7He/s5NfpBaRnJtCUIlG2sWSapE1iz2X5uio33oEc6cTORwmZDSyWZ9GQ3oWVoNMWIFgRMWok8hz6DDIEu6ggj+sasTsW7wRPqz0c11Z4mq/w0UoxhYnn2URKilmf3hiBmkLLjB27NjBQw89REZGBl/4whf44x//yJIlSygtLWXv3r0cP36cyy+/nNmzZw/6nE1NTbz11lts3ryZU6dO0draSnJyMgsXLmTdunXMmzevp20oFGLjxo188MEH7N+/n4aGBiRJoqysjFtvvZXPfvaz6HSDfz9feeWV/dqlO++8k3//938f9LkEgtEkzaLj7rk2fr/PPWj7UJyi57bpYp4tGL8M2dk1bdo0fv7zn/Od73yHxx9/nMcff7xnn6qqWK1WfvGLXyRc0T8bP/rRjygqKiI/P5+nn36an//85/22feaZZ6ioqGDdunV8+9vf7tn+q1/9iscff5xnnnmGRx555Jz7cKFijYn2cAZUOv1Kv1Wn2ryRuMn4SK9WjySzMg0szdGxr1Uh89gJcg4cxNrR2bPfAqQDEYOB1ill1M+fhy3DwZ2zbEBUFHxPQ5CU2lqyQx465KijK9ks0zprBlUrlqPqdOhUlVPOCPtaXaz++H1SO9qJKFFtmJwTJ1AClyGbxocopWDkWJxr5HRnmN0xKYphhbgIk24yrDpuLh3c+fWylDAFeTwwUjZiPNuHedkGTnVqCwnAwL93mkXmjpljO1A06SVM+vH5HLk/Ltd8li0m0u+/GVNJbs82x5rFtL11gOpn36XbOklA5uEj1CQtTXhek17injk29LJEpMuDa8Nu9DsruLLNR7Uz+lv5wyqXBhS6kpI5NmUGp0qmkJtk0FQDthj0fH62jX8c89Lk6f2Nd9QHWFNqHtHIOGuMzluVc2A9v+qY/RPZlgsuHJ5++mmsViuvvPIKGRkZ/PGPf2TZsmU89NBDqKrK008/zRNPPMHXv/71QZ/z+eef5ze/+Q2TJk1i5cqVpKenU1VVxYYNG9iwYQM///nPueGGGwCorq7mkUcewWazsXz5cq688kpcLhcffPAB//7v/85HH33EE088cU56RA6Hg3vvvTdu+7k47ASCsWBKmoGvLHTw4kFPXBX7WBbkGPn0DCvGs1XkEQjGkPPKpbr66qt5//33eeWVVzhw4AAulwuHw8HcuXP51Kc+dVZx4v5YuXLloNqpqsrLL7+M1WrlwQcf1Oz76le/yh//+EfWr1/Pww8/LETzzpBr12kECAE2V/tZOzXxZGtztXbSZjFIox6BMJxIksS1eSp5b2+mbV//ekK6UIjswxUUVp9m2Xc+RZIpqitU3hwN7y08cgxZkkg1R6MgOpNSqFy1Es48Z7IkUZSs42DQxtbll3HjW3/DqgejDtRACN8nx7AtnzUq31kwdkiSxGdmWDHKUlxhiETkJ+m4b64Nxdc1Cr0beUbCRoxn+yBJErdOs6CX4ePqs//euQ4dX5xnH1cReeOJcKuTwPFazbbktas0ji6I3velN8xFrmum6r19Pduzjh6jZulikLX3126U+OI8O/lJeoI1TbQ+/XcUtw+AXHt0WFTtjPSUVk/qcrJ4z3YmN1bTdcvVqFK0TYpZ5r55NvIcehyzbfzvjt6/W09Q5VBLiHkDyAScL8Up+h5dMYDarginOkIJq3uFImrcO6hYpNMLxgEHDx5kzZo1ZGRk9Gzr1tyTJImvfvWrbNq0iV/+8pc8+eSTgzrn3LlzeeGFF1i8eLFm++7du7nvvvv44Q9/yJo1azAajdjtdv7t3/6NT33qU1gsvdGYXq+Xu+++mw8++IC3336b66+/ftDfKSkpiYcffnjQ7QUjhxoKE3FFI+xlmyXhQrOmjd2CbLy4F6OLU/R8Z2USB5tDbK8LcLoz3CN1YDFIzM82sqLARI594s4HBRcPQx7p/O1vfyM9PZ3Vq1ezbt264ezToKmsrKS5uZlLLrkkLhXFZDKxePFi3n//faqqqiguLh6TPo43THqJhTlGjTjylpoAySaZVYWmnlXosKKyucofJ6K8ONeIYQJ78FVFwfPSB5S1NJGdaaDRHaE9QXqLxSCRbZXJtCmEnv07wYc/gzE/g7ozAsW2lmjlxVSzzNR0A82XL6AtSa/R65GkqGPQqU9BLSvA0VCP94xcSrCuBdvIf13BOECWJG6dbmV2loGttQEOtWj1kQDyHDpWFphYmGtEJ0Gnb2z6OpyMtY0YK/sgSxJrp1qZnRn9vQ82h4jN/M516FiRb2JxnnHMNbHGM8G6Fs1nyWTAurj/SMB5axeSXH6IRrdCqzeCPhDA5HYTSEoCos6pZfnRQbrVIBNqaqf1idfiRO9z7XqSTTLbagOEItD98xW3NhLYsJHmT13PiiILS/NNPdFReQ49Rcl6jrf0RnHWuSLMyx6GG9EPMzIMJJsknH0qa7540MPnZtuY3Mfh5fQr/PWINy6VM5EuoEAw2vh8PrKze/9QjEYjbrdb02b+/Pm88sorgz5nf1qQixcvZtmyZXz88cccPXqUOXPmkJ2dzec///m4tlarlS9+8Yv88z//M7t27TonZ5dgbFFVlcCRatxbyvFXVNFjhCUwlRVgv2QupplFBI7V4Pn4AP6j1Zo25qmF2C6Zi3lmMZJ8cS5G6WWJ+TlG5ucYCSsqvpCKXo4K2YsAEsFEYsjOrn/913/lrrvuYvXq1cPZn3OiW8iyv4lKUVFRT7v+2iSq2DRe6O7bcPdxeb6R7bX+ngG8qsIbx718WOVnapoeFTjeHu4RVu9GliSW5xvH9T07G56tBwkdrcFoNOIwSjjS9IQiKm6bg1BeFrLHi6W2Aate6g7SQg0EaX/xXbL++bP4wwqgoguFABWLQYcswexZ2SycbKfBrdDijRCKqGc0XlReOOhBzUyDhrozlbNUFF9wQt/HvozUc3qhMTlVz+RUPV0BhdquCN6QgkEnkWnVkWuXewYPo30/R2rQMtY2YjjsAwz9dyhJ0VOSoscVUKjpiuALK+hliUyrTK5dF/d7jyQT9W9U8QfodTWBPjMFdHK/30OXmYLFIFOSIlGYpMMdVCgq0iPnWUkxyxQl63pKqCuKQvsL76H4tNUZkSSMpXlYUuwYPqwio9NJSInaydJUPSnBFvIjp3FMWgBo72mOTeZ4j39OJRBWRvSeS0QrYL19stc73hVQeWqPi1y7jsJkPU6/wvH2MEpMP/IcOoqTdRPumZioz/JEYzTvb0ZGBu3t7T2fs7OzOXHihKZNZ2cnkcjwFFTQ6/Wa/w6m7blodgEEg0FeffVVmpqaSEpKYuHChUOSdRGcO+FOF+2/f5NgdXP8ThUCx2vxHThFqK4FQ246ktWEJ6gSUlRUNapVrB6txn+0BkNOGmlfvAFDVurof5E+hNu7CDe2o4TCyGYjxoIsZJt51K6vlyUcJuHgEkxMhuzsyszMJBQKnb3hCOJyuQD6rajVvb27XSKcTue4HzQ5nc5hPZ8ZWJUdYWONduDQHoTt7sTHAFxTpEcfdNE5QauVq6pK13s7gehABECyGLF9+lKSZxb1TD4jHS68f/uY4IlewePA6XpaP6kgQhbBYISQLCFFFNz+EAFzhI5T1ZgzbFiBoj5F1fY0RQgGwxha24hEFGQdBAJBiATp7Owcra8+Kgz3c3ohk2cAugMvIpDo1o3W/UxNHZlB3FjbiOGwDzA8NmIwv/doMNH+RoOBQPR92f25vpmO1jakfvTFIq1OAv7eKC2LBDlJIXTmaHpKV5+vH65uxn1CW+FRX5KD7bZL0aU5ACjPmIulspYpm7dgCATQq2GMqkTbhp2E5xbFrfhXtUWf9277EvJH6BxhgzknSeUTU4gal/YZrWqP/kuEUQfX5hsm3PPQl4ncd4GW6dOnc/z48Z7Py5Yt429/+xtvvPEGV1xxBXv27OHNN98cFr2r+vp6tm7dSmZmJlOnTj1r+7/+9a8AXHLJJed0nZaWFv7lX/5Fs2316tX89Kc/PWv6/nifkwyGsXJKh9u7aPnVepSu/qsHKv4g/oOniATCdDZ20pRfiM+gjXI16CSyrDqyIq2Ef/kymQ99GkPO0KR5hoqqqvjLT+LZeiAunR9ZxjKvDNslcyHVckE8M+MZscgy8ozkvR2ys2vNmjV89NFHBINBjMaJGwqfnJw81l3oF1VVcTqdJCcnD3v0xU3JKiarn/dP+8/eGLim1MKVxaYJHbrqP1aDp8tHhGiYvCRB2n03YpkdowaekkLaQ7fT9JMXiHT0arDoDlQxec1k9nd48WdlYamuxh2WQGdALq8i+erlmvujqiqHjrmxBzykNzQi6WQcJhmTyUBKWRG2lJTR+eIjzEg+pxcjF8r9FDZi/DBRn6nQtGJCpj7PjgKmypZ+UxmdHx7A1Ke9ZDaRVlKAlCAqo/2NXZq2cpKN7Ifv0Oi5FGe6OKWfzGmzmelvvk1HUCY32QDeIJamLswzinvaNnkiNAa6gN7nvSzbRkrKyD/7X1um8Gy5h8rOgQXqISpKf+88OyUTVK9roj7LE43u+zwaXHnllfzHf/wHdXV15Ofn89WvfpV3332Xb33rWz1tdDod3/jGN87rOqFQiO985zsEg0G+9a1vnTVa66WXXmLz5s0sX76cyy67bNDXue2221i6dCllZWUYjUZOnjzJY489xubNm3nggQf405/+NOCzOxEW4QfLaDql1YhC169fI9LS0X8bRSF0qJKgJ0hXUEUhguV0NZ6SYtQ+ixeRCFQHI9R1Qak3SOjx9SQ9fBuScXTem4ovgOdPGwmdrO+3TWD7QTq3H8S8fCbqjcsu2nTL0UQsskxMhvxX+/Wvf529e/fy4IMP8p3vfIcpU6YMZ78GhcMRXX2Nze3vpnt7d7tETITBkiQNf360JElcO9lKUbKBTVV+TnUkHiRPTtNzRZGZqekTX6wxdLqhJzVRkkCfmYpldmnCeysZDdgvnYfztY97tgVO1jPvLhNvnPDTMn0qqdXRqIATHWGmyi24/rGVpJtXIUkSqqry9qkATS0epr7/IZKqAhJZNh2SyYh14dQJ8eydCyPxnF7MTPT7OdY2YjjsA0wMGzFYJtozZcxOw1iSR/B0Q8825+tbMORmYCzI1LT1lZ/E/VE50Pv9bEtnIPeTqhQ8Vadpa79kLjqz1jG1JM/EqY4Izvx8vGnp0N5ObVeEgiQdwZP1WGaWANAVUPjzIa/mWItBZk6WcVTut9Wo4ysLHWypCbC1JkBHggpaBh3MzzZyVYl53FZwPRcm2rMs6J/PfOYzfOYzn+n5XFhYyPr16/n9739PTU0NeXl5fO5zn2PGjBlDvoaiKHzve99j165d3HHHHdx6660Dtt+0aRP/8R//QX5+Pj/72c/O6VoPPfSQ5vO8efN46qmnuOuuu9izZw8ffvghl19+eb/HiwWWoeH95Dj6Djf6PosYumQ7jquXYJ5diqST6fzrhzQcqqYrBEgSMqDKEl3FRZy88jKQJFKqqsn/ZD/mruhi96kuiekGHxknGrGtHPlqmkogROvv3kGubdUsyCRCVcG//TBmg4GUO68S78QRQiyyjDwjucAyZGfXrbfeSjAYpKKigo8//hiTyURaWlrcQyBJEhs2bDjvjiaiW3OlsrIy4f5uzZbudoJ4pmcYmJ5hoMEdoaIliCsYXU1yGCVmZRkndOXFWBSPNorNVJo34EvLNDlPe7zXj0UvsSDHyPbgJAI2GyaPB3dQZV9jkIxXd2HbchTXzKkcCZuJVDcx//gJdOGoI9Gok0i1yFgXTUO2mBJdUiC4YBhrGyHsw4WBffVc2vs4uxS3j+Zf/BnLnFJM0yahhiL4y08SOBWzAi4x4MRE8WpF6U2leXFt5mYZeeO4D3cQXDnZWNvbqXNFaPMpJFd2YaoPUOUMs68xSDBGTmhJ3ugWc9HLEpcVmVk9ycTRtjBVnWF84aigcKZVx7xsAxaDWPkXTAwmTZrEv/3bvw3LuVRV5fvf/z6vv/46a9eu5Yc//OGA7T/66CMefvhh0tPT+cMf/kBWVtZ590GWZW677Tb27NnD3r17B3R2XUiT6dF0Snu3HqTvAoY+PYms/3OnRtvK3+rkVO4k7P5qDH4/YaORjuIiTG4PlmQrkiTROm0a7SUlzHr9H1jbo1FixzvCJH1Ujm3l7BH/Pl1/+4hQbYvmuwBIRj26JCvhdlePmL4kRf/r21mBuSRPVHkfYcQiy8RkyM4uVVUxGAzk5ubGbR/o83BSXFxMVlYWe/fuxev1aipuBQIBdu/eTVZWlpjMDIJcu45cu+XsDScyMTovEbe3n4Zn9ru0+yVD9M/l6hIzFS1BKi9ZydR33kMianeaPRE43QGnd5CR4HzFKTr0yXaSrl12Pt9CIJgQjLWNEPbhwsAyfwqm7YcJHOujr6WCr/wUvvJT/R7nuHwBhuz+NVYknUzfJy/iji+BatBJ3DLNygsHPOj9vYsl/rBKVZtC5eHENiTNInNl8eiJB/dFliRmZBiYkTHxo7EFgvNFURT+9V//lVdeeYWbbrqJn/zkJ8gDpHtt3ryZhx56iNTUVJ577jkKCwuHrS/d+pg+3wVQbnmcEenyEjhZp9mWdP1yjaMr3N5F/ZF6Qsi4szJJra7Bk5mJw6pnptHLHaVhjAWZ1LnCvHPST/XSJUx/+93o+RWoP9FMTlPHiGp3Rbo8eHZVaLbJdgvJay/BumAKkl6H4vHj3noA17s7UcO9qyyujXuxLpspnDECQQxDdnZt3LhxOPsxJCRJ4vbbb+fxxx/n8ccf59vf/nbPvqeeegqn08mDDz4o/vAFAOgztKHhgaPVRFxedA5rwvbe3Ue1x6dHy9c7TDJfXuDgNxRx2ncJJZs/5mxPWEmKnvRMBxlfWYsuKfH1BIILibG2EcI+XBhIkkT6F2+g9enXCJ5uHNQx1qUzSLp51YBt9JkpBKuaej779h7FOq8srt28bCNdnT4aqrVi9v6kpITnTTJKfGmeHauIohIIErJr1y4A5s6di8lk6vk8GJYsWTLotn0dXTfccAM//elPB9Tp2rx5Mw8++CDJyck899xzw74QUl5eDkB+fv6wnlcAkc6YQjMSWGLe5+H2Lpo90RTvkNVKRK/HmOFgeoYBCSl6joJM8h16vjjPxu+UYiLvG85UX4dmj0KowzWizi7P9kM9UVsQXZTJfOg2zcKNbDOTdPUS9GlJtP/xnd7v19JJ4Hgt5qnD56AVCC4ExqVC6csvv8yePXsAOHbsWM+2nTujlfTWrFnDmjVrAFi3bh0bN27kmWeeoaKiglmzZnHkyBE2b97MjBkzWLdu3dh8CcG4wzJ3Mp2vbu75rIYVOv+6ibR7rosTdvRXVOH75Lhmm3VRryhyjl3HQ0uSeD1pNkcddiZt3Y61ozP+mgaJohQ9OYvKSP7UpehTB9YHEggEAyPsw8WHbDaS+bVP4XxjG57th1ADiat8yg4rjqsWYb903lmdmNZF07TOrvJT+A6eiitYoioKs3ZuJyUZqp0S/rCKKkm0TS7RXluC2VlGLs2CzAso/V8gGG7uvvtuJEnizTffpKSkpOfzYKioqDh7I7SOruuuu46f/exn5+ToKi4uHvD8oVCI6upqDAYDkyZN6tl+4sQJsrKySIpxhu/evZvf//73GI1GrrnmmkF9B8HgUSNanUJJJ4NOO65v90bwh884kiQJRaejICnq6Io9hyRJXFtm5SODvsfZFYyotLhDjGQsuP/Qac1n6+Lp/UYoWxZORf/eLgLVvYtA/kOnhbNLIIhhWJxd4XCYyspKXC4XdrudkpIS9P2Iwg6GPXv28Oqrr2q27d27l7179wLRVZHuyYzVauX555/nscce45133mHnzp1kZGRw33338dBDD2lSVwQXNzqHFcv8KQS2lvds8+0/SfPP/oT9svkYi3OJdHnw7qrAu0cb1SXpZWzLZmq2pZpl7p1np33qDHatKqWxog5T+VEszk7sKORnWcmdkYdtxWz0aYmjAASCi4HhtBHCPlycSAY9KbeuJunapXh3H8FfUYXi9oEEuhQ7lvlTsMyZjKQfnKPJung6zje2aRxnbb99A+vCqViXzECXYidY1Yh78z5C9W2kmnWkmmW6Aio1hUXk5SURUsBqkChJ0bMkz0SySaKzM7EjTiAQROmOqO1O6xuJCNvHH3+cV155BavVSnFxMU888URcmzVr1jBjxgxOnjzJgw8+SDAYZOnSpbzxxhtxbfPz87ntttt6Pjc1NXHDDTeQn5+viWJ+6623eOaZZ1ixYgX5+fkYjUaOHTvGli1bkGWZH/7wh+TlxesDCs4PXYwMixpWCFY2YirplVHwGHu1cuVgEEMggC3kB5M14TmyPU6sfh99y3d5DSObnh7p0qbGm2cW99tWkiTMM4rw9HF2xR4vEAjO09nldDr57//+b/7xj3/g76NnYTabuemmm/jmN7/ZY8zOhZ/85Cf85Cc/GXR7h8PBd7/7Xb773e+e87UuNjr9CjvrAhxpC+EOqkhS1GkzJ8vAwlwTFv2FndLjuHoxzt2HNdtCje10vDRwypXjqsWa3P++pFl0XFtmhbIpcPPoVyUVCMYrI2EjhH24uJEtJuyr52FfPe+8z5O0ZjHON7Zptnv3HsO791g/R0kk2/VMuW811+bGL2CMpEbpUAmEVT5pDLKvKUinX0FRwWaUmJpmYFm+8YKozCiYWDz88MMDfh4O6uqi+k1er5cnn3wyYZv8/HxmzJhBa2srwWAQIKGjC2Dp0qUaZ1d/LFu2jJMnT3L48GF27txJMBgkPT2dG264gfvuu4+5c+cO8RsJBkKXkYw+PYlwW1fPNte7OzF+ZW2PI1XKTO0pLGVrbQUgVNuCPG0SOqsZ46TsnmNVVaXr3Z0aXceQ2YyUm0iRdxiJmYKpkUjidt37lRibc2FP4QSCISGpQxydOZ1O7rzzTiorK0lJSWH27NlkZmbS2trKwYMH6ejooKioiJdeeomUlJRh7vbFgaqqdHZ2kpKSct6rXr6QwmvHfOxrDBL7buzGpJe4pNDE1aVm5AtUx0ZVVVp2HST4l81RxclBYF00jdQvXC20ffphOJ9TwYVzP4WNGD9cKM/UcKOqKp0vbcSz4/DZGxON8E277wYss0oS7h9P91lVVTZW+vmwKtCbuhODJMHsTAOfmm7FbpwYGmPj6R5fyHTf56EsWJ8rjz32GIWFhdxyyy0jfi3B6DAWf6eujXtx/n2LZptl/hSSb1qBPj2ZVm+EP//8Paa8uwFrZycAKSYZa04KKZ9dQ/pd0fTScKcL19s7adh8kIrW3kjduvnz+MzDV5DnGDkFoOZfvkywsjdSy7JgCun3XJewraqqNP7oD3gbWjGZjICE/fIFpNxyyYj172JF2J2RZyRtzpD/Yn/9619TWVnJV7/6Vf7pn/4Ji6U3/NPv9/Pkk0/y5JNP8sQTT4gV9THGHVR4eq+bRvfAKwSBsMr7p/00uCPcNceGXr4w/6ANUwpIeuBTdL74nmYVKBZJJ2O/ciFJ1y8XLzeB4BwRNkIw3pEkiZQ7r0SXnnSmslX/CyC6NAdpn1uDqaxgFHs4NBRV5c+HvOxrDA7YTlXhQHOIBreLryx0kGKeGA4vwYXFk08+yb333jvW3RBMcGzLZuLasBvFF+jZ5tt3HN/+4xjyMkCWmXywCnNX77jfHVIwtHbh3XqAcFM7kiQRrGtBiSjUdPUmMKqAJc2O45ODuCUJXbId05QCZEtvaqQ3pHCyI0xXIGpHkk0yZWkGzOeQMWOZM1nj7PLtO07wigUYC7Pj2nq2HCDSrp3DWOZOHvS1BIKLhSFHdl111VUUFBTwhz/8od829913HzU1Nbz//vtD7uDFTKwn+V/+5V96tGp0Oh1ZWVlcdtllfPOb3yQ5OVpp8Morr+See+7hvvvuAyCiqDyxx0W1c2BHVyzL8o18eoZtWL/PeKDvPUVV8R+uxLPlAIHTDVHtFllCn56Mdcl0bMtmicqJg0CseAwvF8r9FDZi/HChPFMjScTlxbuzAs+uCsItnaCoSEY9xuJc7KvmYJ5dElfIJJbxcp/fOO7lw6rA2Rv2Ideu46ElDgy68f18jJd7fKEzmpFd11xzDUuXLuVHP/rRiF9LMDqM1d+p/3Alrb/9B/2lsDR5ItTXdJBSW9ezLViYR3ZROsnmqFS9069S6wrjDqroAgGs7e0EHA5y8pPJtffGiEhGPdZF0/AtmcvHPgv7m4KEYqZaJr3EwhwjqyeZyLCePWVc8fhp+MFvNQsvkslA0jVLsS2fiWw1E25z4t60D/eWclBVAoEgJpMRQ14GWd/6nHgvjgDC7ow84zKyq7m5mZtuumnANvPmzeupmiUYHlavXs2Pf/xjIpEIJ06c4Hvf+x4ul4tf/OIXCdvvbQzGOboMOliUa2Jqmp6wAgeagxxo7g3VDUZUXj3ipdWrYDVImPUSk5L1zMs2ntMKxbkQamjDu/cokXYXaiSCbLNgmlqIZXYJ0gAVdM4HSZaxzC7tqb6lhiOgk8WLTCAYBoSNEIxnVEXBf+g0/mM1KC5fdKEjLYm0u67FkJ8BEWXQYvdDocUT4ZPGIG0+hbCiYjPKlKbomZ1lOK+o6jZvhM3V8Y6umZkG5mYZMOklTrSH2d0QJNAnvbHBHWF7XYDVk0ZWgFkgiOXGG2/k1VdfxeVy4XCIitWCoWOeWUz6F2+g/fl3UIPhuP0ZFpn6lCScKiQ1NODKzsJvT6KzLToHkqRoxCuAyenE0dCEKzcbNdlOZoyzSg2GqXy/nJOv7uP0ZZcSKouPqgqEVbbVBtjdEOCzs2zMyTIO2H/ZZsa2cg7uzft7toV8QY796UO8z39IxKBHHwrjMEqkWmT6mgrHmsVi/iIQJGDIzi6Hw9EjANkfdXV1wnANM0ajkczMTABycnK44YYb4iqTdaOqKltrtYPeFLPMPy2ya0Rp5+cYOdUR4rFdLk53hunwK6gqbDjtpyQl+ojsqg/yxnEfi3KNXFNqxmIYnnSHwIlaut7aQeBUfdw+z9aD6JKsUTHiyxeM6MQDGPHzCwQXE8JGCMYjqqLg/nAf7s37iXS64/a73t+DsSSHpGuXYZ42adivX+UM885JHyfa4ydi22sD2I0SKwpMXF5kHlKU1fa6AH3j9WUJvjjfzrR0Q8+2WZlGLi8y89ReF61eRXPsJYUmMWESjCpf+9rXOHz4MPfeey+PPPIIc+bMIT09fay7JZigWGaXkv2dz+P+cB+enRWairs6WWJqtomPpi1m/6RJpFbXknH8BLpQtE33u9Pg8WD0+ugoKUY1G5mRFr8I0eKNcKojjARM3rgJVZZpL02s5xiKwB8PeLhnbvT9OxDJN68i1NBGV0U1ta4IbT6lzzs9GrzQ5AG9E7JsOtKNKvbLF2JdMPWc75VAcDEwZGfX0qVLefvtt7nttttYuXJl3P5t27bx9ttv95SAFww/NTU1fPTRR+j1iX/GRo9CXZc2qmvtVEvC6ksRFdp8Cu2+3oFvmzdCUbKuR6zeH1bZUhPgWHuIL8+3n3cVJ/fWA3Su3wQDJNJGurw439iG/3gt6V+6Edlk6L+xQCAYNwgbIRhvqKEwbc++hf9w5YDtgqcbaX3qNZJvWY3jsvnDdv09DQFePuztt0gMgDuo8t4pP8fbw3xxnu2cFpZUVWVPg1ana0WBSePo6ibZLHPbdCtP7+11+LV4FKqcEYpTRk6AWSCIZd68aGVVVVX52te+1m87SZI4fHhwxSQEFzf69GRSbruMpBtXEjhRS8TpBkVFl2Qjrywfe0TPc/s9VE6aRPXSxSTVN2D0es8cLVH88RZCNhtGHUxJM0QLeMgSxsIsUFVclc2c7uxdsJCA0k2b8eRkk5PrQFGh1hXRLDyoKrx0yMt3VuoHLAgi6XV47riej/7nTRxNp/ptF1agzhXh0LJ5fPqa5ed5xwSCC5chj2geeughPvzwQ7785S9z2WWXsWTJEtLT02lra2Pnzp1s3rwZs9nMgw8+OJz9vejZtGkTCxYsIBKJEAhEo7b6E3du9mgdXTajxMzM+EFvbVeYP+x3k2LSvnwjKgQjYI55Slo8Cr/d5+ahxY4hR3h59x6j8+VNg24fOFZD+x/eIn3dTWfVTREIBGOPsBGC8YSqqrQ//85ZHV29B4Dzbx8hm43Yls087+sfbgnyl8NeBquSWtkZ5g/lHu5fYEc3yLRGT0jFHdReYEle/1EEk1P1pFpkOvoscjV5hLNLMLosXrx4rLsguECRTYaE1XPzgX9ekcS+xiBba3XUG4t69hXs3I3NIJFl05FhkdHJErZlM0m6fhm6ZDsAu/a20PzKVjKPHe85LtekcplcQ/aSqOOp06/w9kkfe/ssQPjDKrvqg1xR3H+6eJMnwu8O+vFffjmO6TPIPlxB2qnTSH2MR9hopGXqFJpnTqfLasG5z8ODS5JGTGpGIJjIDHlEU1ZWxm9/+1u++93vsmnTJjZt2oQkSXTr3U+aNIkf//jHTJkyZdg6e7EQiqgcaw/R7o3gdIXJ8QUoS4sOWJctW8YPfvADfD4f69ev5/Tp09x1110JzxOMaAe9KWa5J0qrG1VVWV/hJRgBY59ALZ0MqWaZlQVGvGE42hbSDNJbPArvnfazduq5C7gr/iCdL38Qt112WLHMLUW2mAicqNNUJAHwV1Th3XVkWCYeAoFgZBE2QjCe8O07ju9A/Cq5cVIWpqmFKP4g/vKTRLq8mv2dr27GMrsU2TZ0LatQJGpnYx1dVoPEnKxo1MDpzjCnOrSpjac6wmyvC7CqcHDXjrX5wIAR2JIkkWrWOrsSnWOioKoqVc4IDe4IwYiKSSdRkKQj36ETqZnjmOeff36suyC4CDHqJJbmm1iSZ6TDr+AKqiihCOr7pzFmGYjGa4FlwRRS7ryy5x0SiqjsdBnwXbYaXTBIWmUVGVaZkhQ9yu7DqDcsRZJlUswyd8604gupVLT2plJurwtweVH/6eJ/rfDiD6sgSbhyc3Dl5mC6dBUzZC8pOoXGsI6jkh1VpwNUCAZp8kR4/7SPG6eIoloCQSzntXy3cOFC3n77bfbs2UNFRQVutxu73c6MGTNYtGiRGFycI06/wuZqP7sbgvhCKqASDEYwNnqRJB8n20PY9GaKiqIrEN///ve5++67eeyxx/jGN74Rd75YD3+LJ0IgrGLqs73KGaHeFY0A84aig9w0S1QoVydLXDM5mvbY7InwfLmbJk/voHh3fZBrSy2a8w0G7+4jKH5tqoXjyoUkXb9co5sVOFFL2+/fRPH26o65Py7HunSGeLYEggmAsBGC8YL7o3LNZ9lsJO3e6zFP79XlUm9djeu93XS9s7N3WyCEZ+dhHFcsHPK1y5uDcRFXKwtM3DjFotHlqnKGea7cjSvQ23ZrbYCVBYPT0bIksMV1rjCTUxOn/4cVlUa3NgJ8IkYGhBWVHXUBttUGaO4zRukm16FjVYGJxXnGuAU/wdhzzz33sHjxYh555JGx7orgIkSSJNIsOtIsEKxpo9kfoNvRBZB09RLN+7fOFYnO0SSJuoULSKusIt8RnbtEnB5CDe0Y8zN6zn1ViVnj7OrwKbR6FTJt8QsRtV1hKju1ix5T0/XcMTOZpD7ZN3WuMC8c8NDq7X1/76wPcnWpBeM4r6grEIw25x2rLkkSixcvFmHI58nJjhDPlXvOOLniUdVoSGyLLypue02pGUmSeOihh7j//vv53Oc+R3Z2tuaYwiS9prJIMAK7G7SrxDvqeh1JjZ4IJp1EWZoeCQmHKbrqC1ERxLvm2vnF9q6e8/nDKuXNQZbkmc7pu3q2HdR8Nk+fRNJNK+MG86ayAlI+czntz73Tsy1U20Kothljofa7CgSC8YmwEYKxJtTYTvB0g2Zb8m2XaRxdAJJOR9J1ywjVt2qiwDxbD56Xs2tHnXZxpzhFzy3TLHE2ryhZz+0zbPxun1ZH61Rn/w6rvlgMMhlWWSM6v6Um0O+x+xqDPYtc3UxKnlgpjK6Awu/3u6mN0SftS4MrwvoKL3sbg9w799x00AQjT3l5OfPnzx/rbggE0cq8fZAdVgy52mIJ7mDv+9WbkY7OatLIvShubXRwYZIOoy46B+s5R0glM8H1+87JABwmibvn2OOCCvIdeu6ea+d/tzt7tvlCKvubzn1OJhBc6AzZ4n//+99n9+7dw9mXi5ZqZ5jf7XP36+iK5f3Tft495QeiaY1lZWU89dRTce1SzHKcMO1bJ3wcagn2pBJVd4VRVZUGV5hWr0KWTUY6s6KxLE+7mpxt01GWqh0IVzvjK0oNhBoKE6pv02yzr57X76q1ZV4ZuiRtWG6wqumcrikQCEYfYSME44VglTYlXraasC7sP33WdslczedwqxPF6x/StVVVpaZLaydXDVDxcFq6ngyrdmhW4+zfkRPLsnztROdgc4h3T/mIxKjiH2sL8fox7cSuJEVPdoJog/GKL6zyzCcDO7r6cqojOtYKTeBUzQuR0tLSs1buFQhGBZ323asGQ6iKNlpUI6GoKKjBMH0rbUm6eP3jUEzAaX/BV7FRXcvyTf1mz+TadZSlaed4Vec4JxMILgaG7Oxav349d999N1deeSX/8z//w8mTJ4ezXxcNYUXlhYMeQgnGagUOPcVJcsKQ1PdP+znVEQ2L/eIXv8hf/vIXGhoa4tqtKtQOfIMR+MN+D/+708WbJ3wcbA6yrylE9ZnBou1MhRC9DEvz41cHCpO0zi5/+NwGjYovGLfNUJDVb3tJljHka9c/FF+gn9YCgWC8IGyEYLwQmzZvyM1A0vXv1DFOio8cHqrdCSkQiZnodKe8JEKSpLj9vnOws0vyjHGTow2n/Px4i5O/HfHy1gkfv9rZxTOfuOPs98rCiRUR8MZxLw3u+MFTqkVmarqeZFP82KnKGeG900NzXApGhrvvvpuNGzdy4sSJse6K4CJHl+rQfFYDIfwVVZptqX10EFOrqlHCEZx9Us91aUma9gebQ3F6jSnmxNPv2HfypKSBI20Lk2JsxSCDJgSCi4khx6u/+OKLvPbaa7zzzjs89dRTPP3008yaNYtbbrmFG2+8kbS0tOHs5wXLweaQRhwWYHqGgbVTLaRbZDo7I5jtyWytDSDd+//XvDA/qg5Qmmrg5ptv5uabbwZg48aNmnNNTdOzKNcYV468wRWJ/nMrGkHaQFgFE9wwxZLwZdzm0w4sDeeYGy4Z4x+5cLszLnqrG1VVCbd1xZzj7OkcAoFgbBE2QjBekGPsTrijC1VV+42uirU5MHS7Y5DRyAkAdPgVMqz9O7zaY8YExnMItrIaZNZOtfDyYW0qTVdAZWtt/w672VkG5mZNHNvqDiqaKmcQdXJ9erqVKWn6nmIYh1pCvHrUq9FB214b4Kpi8znrjQpGhoKCApYuXcodd9zBnXfeyZw5c8jIyEj497lkyZIx6KHgYkGfmYIhP4NQXWvPNufft2CanI9sjhYKy7HJZNtkWtt9FO6MRq9XO8PMzDBgKclB38fZ5Q1FKzL2pTRVr9Hf0lxfJ9E3SqzTH69B2JfY/UKvSyCIZ8jOroULF7Jw4UL+7//9v2zatInXX3+dDz/8kP/3//4f//Vf/8WqVau45ZZbuOqqqzCZJtZq4WiyPSY/O8+h4965NnRyb9Uys17iqhILAO+c7F2RPNwaotOv9LtCANFV4k/PsBJSVMqbQnH7rQYp6uA6Q4s3wl1zbVySoPqTJ6hwuFV7jpxzTHmQTAZ0KXYinb2aJN6dFZiKcxO2D1Y1Em7u0Gwz5IhJskAw3hE2QjBe0OdoNVci7S4CJ+owTylI2N67/ZDms2y3INstQ7q2JElkWWVNcZdd9UGmpCV2LDW4I9TEpOWda2rhkjwT/rDK32PSFPtjRoaBz86yTaiCEbsbgoT7zPN0Mty/wK5xIkqSxOwsI6lmmV/udPVs94dV9jUF41I+BWPD3Xff3eOc/P3vfz/gc1hRUTGKPRNcbEiShP2SuXS81Bs4EG7qoPm//4TjqkWYZ5UCKquaTnDq9V2Y3NG5jDekcrAlRPZ107EEFBQVDrUE2VQViHNIrSjo/72TbdPR1kdzcU9DgOX9tPeFVQ7FzMkyrUKPUCCI5byVSPV6PWvWrGHNmjW43W7eeustXn/9dTZv3szmzZux2WxCt6UfQhGV0zH52VcUm9HJiQ39qkIzm6oCPc4pVY0K2y/KHXjAppclvjDbRklKgM3VAU0kWaa1t+y4zSCR59AjQdyqdyii8nKFV5NuKUuwIMd4Ll8ZSZKwLZupqXbl2X4I84wiLHMma9pGurx0vqSNVNOl2jH1M0ERCATjD2EjBGONsTgHfWYK4ZbOnm2df9lI5kO3oUu2a9r6D1fi3npAs822ZPp5OYIW55l443iv42lfY5Dp6XoWxthub0jh5cMezTa7UWJ6xrlHXK2eZCbHruO9U/44HZhuUswyqwpNrJ5kmnBVCk+0a7/TvGxjv9Fy+Ul6pmcYONJnYniiPSScXeOEBx98cEI5WgUXNtZF03Bt3KuxF+G2Ljr+8gHwAQC5ikqrL0TfcIUOezKb5TzUj5z0R65Dx+zM/t/ni3KNHG7pfU9VOSNsrvZz6SRtAEJEUXmlwqMJVpAkWHCW+aBAcDEyrGV37HY7t99+OzfddBPPPfccjz76KB6P5+wHXqR4QmpcHvfk1P5/ErM+quVxqqN3kOcZZH62JEmsKjSzosDEsbYwR9tCuIIKqHrCClj0YD+TK/HOST8HW0IsyTWSZtFR0xVmZ11Ak5MOMCfLgKOfUNyBsC6fSdd7u6BbMFeFtt+9iXn6JCwLpiJbTQSO1+LZcRg1oF21sK2YjSSLlQuBYCIibIRgLJAkCduqOTj/9lHPtnCrk8Yf/xHbkhmYphWi+IL49h/Hf6gy5mCwrZxzXtdfkmfk3VM+zWLRnw952d0QZEGOEZtB4nRnmJ31QXwhFRX1TJkYiaV5JvT9LICdjSlpBqakGahzhSlvCtHhV4goKg6jzJR0PTMyDBPOydVN34poMPDYCaAsVa9xdrmFts244eGHHx7rLggEPUgGPRn330zzr9ajuBNHx+pkiWkZeg63hAgrELJYOHrdNagDaEGmmOWezJ3+mJlhIMkk0dVnvvWPYz4Ot4RYnGskzSJT64qwvTagqboL0Qjd1AEyfQSCi5Vhc3apqsqWLVt4/fXX2bBhAz5f9AWxbNmy4brEBUei1Gp/WMU+QLBUrHjhuaZny5JEWZoeX1hlR12Amq4wsgSHW8NY9BEybToyLTJ1XRHquvpPgTDrJa6dPLS0Dn2KA8dVi3C9p43m8B+pxn+kuv/jMlOwXzp/SNcUCARji7ARgrHEvnI23u2HCDW292xTAyHcH5fj/ri83+Mcly9An5F8Xte2GmSuLrHw5gmtTT3RHj4ToaTS6Vdo8ii4gkpU0F6CVLPM5UUmXAFlSAtL3eQ79OQ7hnVtc8zRxTjpzlYsJ1bkX0jbCASC/tBnppD1jdtp+90bcRXku7HoZWZlGijXpXDwsisIOhwJ20FUSP7uufYBZWcg6kS7cYqVPx3ULgKe6ghrAh1iMegkrhvinEwguNA579HPwYMHef3113nzzTdpa2tDVVXKyspYu3Yta9euJScnZzj6eUFiM0qY9FrNrP1NwR59rlhaPBHqXVotj7O9OGOpaA2xvsKjEWtNt+gIRqICi1WdYWqcUJisJ8cmA/EjQpNe4t55tgEFds9G0vXLiTg9eHcOTn9Bl+Yg46trkU0TR0BXIBAIGyEYH0gGPelfXUvr468Qbo0XoE+EZcEUkm5aOSzXv6zIhDOgsKVGq9PpCSqc6AjHOWsMskShQ8emqqj8wKVFZq6bbJ6wkVjDTeqZCIduypuCrJ4UrzUKUUd7eXOMmL2IgBAIBAOgT08m658/S+BINe6Py/Efre7NSJElzDOKyFg1l5JphUxvC7OtNsDx9nBPE50M09MNrCw0UZaqH3Sq7oIcIx2+CG/30WhGVdEFAujCEcJGA4qxNypCL8Fds23k2Ic+JxMILmSG7Ox64okn+Pvf/87p06dRVZWMjAzuvfdebrnlFmbMmDGcfbxgkSWJOVkGdtf3DsI+rAok1J6IKCqvH9NWV7IaJKb2I3KbiL0NAV467I1LnQTItesw6aL54cGISlVnmGBEF1f2dlKyjtumW8k7z1ViSZJI/exVGLLTcG3YPWBZd/PsElJvvwJdku28rikQCEYPYSME4w19ioPMR26n86+b8JWf7Fv0SoNkMuC4ahGONYuHTUtIkiTWTrWQaZV595Qfb0ilK6BwtC3UMznqJtksU5Ks76kWqKiwqdJPhy/C52bbhMMLmJdt4ECzVttmT0MgoYbpRzUBWjzalJ/556g3KhhZGhoaeOKJJ9i6dSvNzc2EQvEFlSRJ4vDhw2PQO8HFiiTLmGcWY55ZjBoKE/FEo3N1NguSoXceNDPTyMxMI6GIiicUTUO3GaUhp6BfWWIh2Szz7p5m7OUVZB49jsHXGxnsS0mhecY0mD+NNVMNQ9J1FAguFobssfjlL3+JxWLhpptuYu3ataxatQpZaCmdMysLTBpnlz+s8qudLi4tMjE300AgqHK6MciH1QEaYqK6luQZMQwyFr/KGeYv/Ti6ukmz6Eg1y3T6FVq8Ch0+hXSLwuRUA4VJOpbnmyhMHr5UCEmScFy5ENslc/DtPYZ37zEiHV2oYQXZZsY8tRDbitnoM1OG7ZoCgWB0EDZCMB7ROayk33cD4TYnnm2H8B+tRnH7kHQyuhQHloVTsC6aPiJRxJIksbLQzJI8Ex/X+Hl0pwuDTkJVQS9DkkkmyypjMST+O9nfFCLN4uf6MpGuMivTQLJJ0miJvnTIy4n2MMvyTWTZZBrcEbbVBuIqUWfbZEpTLqy0zolMTU0Nt99+O11dXZSVlREMBsnLy8NkMlFTU0M4HGb69Ok4BkgTEwhGGsmgR58y8DNo0EmkDEOOtKoolO3eTdbGvbR5I7QoEXw6UJRoqmNaoIuFx/eS3HQQ3bWLoXBoVerVcIRQfSsRtxdJ1qFPTxJzLsEFx5Ct/U9+8hOuueYarFbrcPbnoqMgSc/MTIOm+oY/rPLuST/vnvQRDAaJRqtqX54Wg8QlhYlD9hPx9klf3OpxUbKOlYVm8h062n0KO+sDHGwOkWrRkWqJRpbZjRKPLHUMeXXibNS7wuyqD9FgmIR/USFmvUSuXcfSfBPJIiRXIJiwCBshGM/o05NJvmklyWfSFFVV5VRnmA8agrQe8BOM+LAaJIqT9SzJNw1r2ptBJ9HqVSiLiczOtslcMslMUbIed1Dhk8YguxuCmkWqzdV+Lik0nZeG14WALEmsKbXw1wptxPuehiB7GoL9HBXlmskWUf1vHPHYY4/hdrt59tlnWbp0KdOnT+e2227joYceoqmpiR/84AecOnWK3/3ud2PdVYFgxFFVlY4XN+DdcxQJyLDq+pWNUQMhPC9/iFtnwHEOmsbh9i48Ww7g2X4IxavNrDEWZmFbORvromma6DWBYKIy5Kf41ltvHcZuXNx8dpaNJ/e44vS4+sOgg3vn2kge5OC7yRPhZEyZ7lWFJtZO7R3wZdl0TM8wsKs+wMuHeweP7qDKwebQsIf817nC/P2YL6Hg4qmOMFtqApSm6lk71XLeKZMCgWD0ETZCMFE42hbijeM+Gt3xNvhEe5j3K/3MzjRw81TrOetkJsIXUtjXpHXIzMw0cPecvpW6dJSlGZifY+SZT9w9Dq+IArvqA1zZj7bnxcTSPCNNnggfV/cvgxDL1aVm5mSJFMbxxNatW7n00ktZunRp3L7s7Gx++ctfcvPNN/O///u//Pu///sY9FAgGBlURSFwvJZQYztqMIRsNtJ5spGWrYcJKtEwB5NOItksDxh04PzbRxhy0jFPLTzrNT07DtO5/gPUsJJwf7CmmeBLG3Ft+oSM+29Gn35+BVoEgrFGeBHGAWa9xD8tcvDnQx5NhFciUi0yd822nVM64b5G7aDaZpS4oSzxyuaSPBN7GoIaJ9TexuCwOruOtYV4rtxN8Cy+vVMdYZ7Y4+aeuTamnIM2mUAgEAgEg2F7bYBXjw6c4q+qcKA5RLWzi3ULHWTbzi/q+GBLiFAf+ydL8Klp1oQl6aekGViYY9REK+1tDApnF9G00JunWEgyyrxzyhetYtkPBh3cWGZh5TlExAtGh46ODkpLS3s+6/X6nmq9AEajkZUrV7Jhw4ax6J5AMOwogRDuzfvwbDtIpMMNgCuo0OAMoTtwDMVgwJuaij8lGVWWaZs1hezVs1g5J5OktjbcH+3Hf6iy94SqiuudnWd1dnm2H6LjpY2D6mO4qYOWX60n8+u3o09LGupXFQjGnEF7TKZPn44sy7zxxhuUlJQwffr0QYWBC0HJwWHWS9w3z05tV7SiR3lzqKdKowSUpOpZUWBiVqbhnFMKW71ar9KcrIG1vhbkGDXOrjbf4CLOBkO9KzwoR1c3gbDKc+UevrbILiK8BIJxjLARgonGweYgrxzxnr3hGZwBld9+4uaRpQ7sxqFHeLV5tV6ZsjT9gJHaC3O1zq42n4KqqiIVj+j74/JiMwtzjeysD7CrLkiHv/f+ZlhlluaZWJJnxHYev5lg5EhNTdU4t1JSUqirq9O00el0uFyu0e6aQDDshNu7aH36dcJNHWe2qNS5ItR2RTB3dGCLKCghP2ZvA3Q42fC5uwjOKMMWkdl1IMjnZuUwe90knG9sxbVhd895A6fqCdW3YsjLSHjdYF0rHS9/kHCf7LCiBkOoAW3ARaTLS/sf3iLzG3cIeyOYsAzae7BkyRIALBaL5rNgeClI0nP7TD2fnqHiCSq0dzrJTU/BqB/6IC02UtVuHPiFZTNo9/cT6TokXj/mi3N0OUwSi3JNZFllmjwR9jQEcQd7l9kDYZW/H/fx1YVCnFQgGK8IGyGYSEQUldeOxju6MqwyC3ONJJtkaroifNIY7Fl4Auj0K7x/2s8t04auRReKEdA8m+Ms1iZHlGghSTH16CXJJLOmxMJVxWb8YZVAJLqIaNaLuzTeKS4uprq6uufz3Llz+fjjj6mpqaGwsJD29nbeeecdCgvPnqIlEIxnIi4vrb9+lXBbV8+2eleE2q4w3hAY25waexNUJVIOVLApNR+rxUC+Q8cfD3i4b57EtGuX4dlxGAK9CyHeT46R3I+zy/3BXmLFm62Lp+G4egmGrFRURcF/uBLn37cSbu7oaROsbiZwvHZQKZICwXhk0M6u559/fsDPguFFliTsRpmwURp0xcX+sMYMlCs743Wy+nI6Zn/s8UOl0R2J0+iam23gzpk2zXe8utTCS4c8mrLiJ9vDNHki550+IhAIRgZhIwQTiUMtIU0lP4Ari81cO9ncs4K9JA+uKTXz+31uarp6V2n2NAS5brIF0xAdKYls8kCRWrE222KQkMUqe0IkScJikLAI5YMJw+rVq3nsscfo6uoiKSmJe++9lw8++IC1a9dSWlpKdXU1brebhx9+eKy7KhCgqirB0w14dhwmVNeCGgghmQxRYfcVszEUZvX7Lu/86yaNo8sTUqjpClNnSqI52c6SyqjTVwJkGfyOJLJamphZcZCDs+dztC1MYZLKnw55+JeVSVjmTMb3wZ6e80XaE0c/RlxefPuPa7bZL5lLyqcv6/ksyTKW2aWYSvNo+tmfiHS6e/u5pVw4uwQTFhHTfRFQmqr1aZ5oD1Pbldjh5Q0p7I6pZDRcJbp31WtFZO1GiTtiHF0ARl10e+yEIPZ4gUAgEAiGQqw9KUzSaRxd3diNMp+fbaPvZn9Ypbx54Ip/AzE5VeuJafcpHOxHrzOsqHxco+1ryTDZZIFgPPD5z3+e559/HlmOTkmWLVvGL37xC/Ly8jh+/Djp6el8//vf54477hjjngoudgKn6mn+7z/R8uhf8e6sIFTXSrjVSaiuFc/2wzT/z19o+Z+/EKxuijs23N6Fr/wkAIqqoqgqtSYHb11xPX9dcwsfXXIVJ0qn4CzIx2jWY9JJ2C060q0yc6uOIkeiCy41XREqO8PsaQwimbS2RO1HuDBwtFojSC/pZRzXxheEAJCtZhxXLtRs8x+uRFWGMc1HIBhFBj1i+u53vzukC0iSxH/+538O6VjB8DA3y8jfj/nwhnpXsZ8r93DHTCuTU/U9g/tGd4S/HPbgC2lXu5fnm4alHw0xla4W5Bgx9hO1ZtJLLMw1aqosDbZapUAgGH2EjRBMJOpj7NHyAlO/q/HpVh1T0vQca+tdJDofe1SUrCPHrtNUf3z5sBdFhblZhp5+dPoVXjnipTVG42tFwfDYZIFgPGC325k3b55m2/XXX8/1118/Rj0SCOLx7j9Bx/Pv9OtQ6iZY00zLY38l/b4bMM8sBqLRYKc3lFPXFqLTrxBRIaTX8/tLL6dFNmNRVPSyhDHJik6XRNBhJL2qCmPET7M+CTkcZEZTNYfySgCodobZVOlnyolazbVlR+LCJZEubcq+cVIOOnv/RU7Ms0rglc09n9WwguLxo3MMPX1fIBgrBu3sevXVVxNulyQJNUEZo+7tYiIz9hh0EsvzTWys9Pds6/QrPL3XTbZNJj9JT5s3QpUzfvA+PcNA5jClDvbNQwfOmpIYuz8YGaBc1jAQamwn1NiGGgwjW4wYCrPQp4xfnbBWb4QGd4RAWMWsl8hz6EiziDRPwdggbIRgIhGrHZlpHfjdmWnVaZxd52OPJEli9SQTLx/unYD4wyov7WzlI2cr+YYIXkXipGTFnZ5B37CyVLNEOKKwuz6AQSeRYZXJs+uEeLBgwqMoCo2NjTQ1NREOJ84+EFqQgrEgcLqBjj+e3dHVjRqK0Pbsm2Q+cjuejHT+dNCDbfNJ7L7e42tKJtMomwmGVXxhFZNeQplcwJRaN2mWJHweB4q7i9wp2TQG9JR1Nfc4uxQVmsqr8FRqI8j6TTU8V/MwUHligWCCMWhn1/vvv6/5rCgK/+///T/279/PPffcw+LFi0lPT6etrY1du3bx/PPPM3/+fL73ve8Ne6cF586VJWaOt4c0uiMATR6FJk/idIwkk8Snpg+fFz9W3yQ20iuWxpj9pvPULkuEqih49xzD8/F+gtXN2p0SmGcWY79kHqZpheNiMqGqKuXNIbbVBuL0zwCmpOlZWWhiZoZhXPRXcPEgbIRgImHUQaDPK7TJE6F4gPTAJk+MPTpP4fNFuUYOt4Q41BLC1txM7oFDpJ6uRFYUFMAMzAJ8KSk0zZzO6dIpNAclfDYdfyjXrtLn2HWsKDCxOHfgSssCwXhEVVWefvppnn32WTo7OwdsW1FRMTqdEgj64Hx1syYNEECX5sC2fBb6rFTCjW14th/W6FypoQgNf93MHxdehTOgMs/v1xzfmJWrWTSJKFA/bTpJLccACV2SDaXLg/9QJdmT85hpCfEaICkKk2pOM3XfTkK5cs9EXpdij0ZkJUCXbNd8DlY1EnF5+43U8h08rfksGXTINvMAd0ggGL8M2tmVn5+v+fz0009TXl7Oa6+9RlZWVs/20tJSlixZwqc//WluvfVW3n77be6///7h67FgSBh1El9eYOf3+9wJI7hiSTXLfGmBndQByqGfKwVJek60984u9jYGuXayJWG1JH9YZW+j1gmXnzS8OiURt4+23/2D4OnGxA1U8B+qxH+oEuuS6aTecSWSfuwip/xhlT8ecGuiC2I53h7meHuY2VkGPjvL1m+aqEAw3AgbIZhIFDj0VPQps76tNsDSPGPCRYImT4STMYsL+Y7zswWyJPG5WVbeemoT4Q/39tvO0tlBxqatKDsOoF97HUZDSlybRneEV4942VYb4L55NhHhK5hQ/PznP+eZZ54hPT2d2267jczMTPR6oUsnGB8Eq5sI1mgXw23LZ5Jy+xVIZ3TmmFeG46rFtL/4Hr5PokLwiqpycEclwbx2SE1FlbXvZdXrg5hCGuHkJPan5rPIWYd6RqNL9QfwHzpNQbuHyyu9pHR2YApEHWdhxUT3FMq+el5vf2IwT5uEpJd7HHZqRKHr7R2kfObyOJunePzRyo19j59Z3O+5BYLxzpCtyfr167n++us1k5i+ZGdnc/311/Pyyy+Licw4wWqQ+eoiB1trA2ytCdDuiw/HtRokluabuLzIhNUwvC+2JblGNvVJpfSFVP58yMOds2xY+ji8fGGVPx+M1w5bmmcctr4ovgCtT7xKqL5tUO29u46gBsOk3XvdmERMhSIqv9vnPmslzW4ONod4LuLmi/Ps6GTh8BKMPsJGCMYzS/KMVLT2OrvqXRFeP+bjpikWzTuzw6/w4kGPJqvDYpCYk3X+9sj35lYWnThIS6qeRndEo6sZRcUTUlFUKAq5KXjnLQ7dupag3ZbwfI3uCE/tdfPgYgdJJjExEUwMXn31VUpKSli/fj02W+Jn+1xpamrirbfeYvPmzZw6dYrW1laSk5NZuHAh69ati9MIA3C73Tz66KO8++67tLS0kJmZyTXXXMPDDz+M3W5PcJX+KS8v59FHH2Xfvn2EQiHKysq49957ufnmm4fl+wlGD8+Ow5rPuhQ7KZ++PM75I+l1pH72KgLHalA8flo8EfxhlYyjx6lZvpSAw06Sq5Ncu45kk4zFXcuHGZPxhdUe++ILq+xcuJzJ297G2ObUnD8QCJHd1NB7PeipymuaVoT9svhnuhvZZsayYCreXUd6v9fWgyjeAI41izHmZ6BGIvjKT9L15jYiTo/mePslcwd9vwSC8caQnV2NjY0YjQMP9kwmE42N/UTNCMYEvSxx6SQzqwtNnOgIU+0M4w+rGHQSuXYd09MNI5YGkWmLivwebw+jqCqhCOxtCHK8LcTiPBPZNplGj8K+xiD+GH2vael6Ms6iqQJRp5ArqBBRotUeLf047Jyvbk7o6JKtJnSpDsLNHaghbQScb/8JPB+XY1/dv0EZKd4+6Uvo6DLrJdIsMm0+JU4T7VhbmI2Vfq4u7V+EUiAYKYSNEIw1vpCCO6giS+AwyZpI15mZBlLNMh3+3kWfLTUBDjYHmZ9jJMUsU+2McKA5SEz2Cotz+y+uMui+HTqN64NPAIlMq45Mq4w7qNIVhkBqCnqvj2CXF8UT6ZnQ6LxeJm/cxPFbbyTTpsMViH6/vnT4FP5y2MO6BSOjNxmMqLgCCoo6sI0VCAaL1+tl7dq1w+boAnj++ef5zW9+w6RJk1i5ciXp6elUVVWxYcMGNmzYwM9//nNuuOEGTR/uuusuKioqWLVqFTfeeCNHjhzh2WefZceOHbz44otYrYOT9dixYwdf/vKXMRgM3HjjjTgcDt59912+9a1vUVdXxz/90z8N2/cUjDyhBu1cwbpker9ZHrLRgHXhVNwf7afpTGERa3s7AMrsKcwNN6M/s5iS19rEPGsV+7OL6PIrhBWVfU1BpqebOJGaw0ydDoiO+yOKSp3B3v0RAKNewqADw9RJpN13PZJu4DmS44qF+PYe0+iO+fYdx7fvOLLFhBoKxaVqAhiLczBOzo/bLhBMFIbs7MrJyWHDhg184xvfwGSKrwzk8/l47733yMnJOa8OCkYGSZKYkmZgSprh7I2HCVVVmZ1p4J1TPlq9imalfF9TkGybjjSL3DOw78asl7hpav+DDFVVOdkRZlttgEMtIZQ+5y1M0rG8wMT87F4tE6XLg2/PMc05dMk2kj91KZY5pUiyjBII4dl+iK43t6EGe62La9Mn2FbNGdVwXl9YZUedtvS8zShx0xQL87KN6GWJUCSa9vnGcZ/GUbilJsDlRWah4yIYdYSNEIwFoYjK/qYg2+sCVPdJ2ZelqINrRYGJslQ9siRx2wwrv9vn1tgiZ0Dlw6pAgjNHSbfKXFVy/tol7o0xqYuyTN7NS5i6eh6yzYyqqvzulSOY3tmCpY+O0UxvC58u8pM0ORdVVTnWHub1Y15aPL2TlGNtYepdYfIcw5MK1n2dbbUBjrRqbWxxip7l+UbmZAm9MMHQmD59Os3NzWdveA7MnTuXF154gcWLF2u27969m/vuu48f/vCHrFmzpmdB5plnnqGiooJ169bx7W9/u6f9r371Kx5//HGeeeYZHnnkkbNeNxwO8/3vfx9JknjhhReYOXMmAA8++CCf/exnefTRR7nuuusoLi4evi8rGFHUYEjzWZ+RMmB7fWYK3pDak50ih6N26NIbZmE8uRfF4ycYUWnzKSz4+ENMeaUcmjSZVosDa1MHqR8cpba1gdSCSWR6nPga2uiSdHRIRqD35avkZ5N17zLCpVnIprPP5Qy56aTceRUdL74Xt0/xJbZ5uhT7mGW0CATDxZBn7J/5zGeoqanhc5/7HBs2bKCjowOAjo4ONmzYwOc//3nq6uq4/fbbh62zgolLV0Dh17tdvHrUR4ZFR2xmnTsYdViVN4XwhHoH7Wa9xH3zbP1WbnQHFZ7a6+bpvW4ONGsH4QA1XRFePuzlp1udPZFRgd1HQe29hqSXyXzwNqzzynqcWLLJgOOy+aTdfa3mfJF2F/4jVUO9DUNib0NAUzlMkmDdAjuLck09K0QGncSyfBP3zdOujHpDKuXNiQsQCAQjibARgtGmyhnmZ9u6+Mthr8bRBdHqVQebQ/xmr5sn97hxBRSmpRu4Y6Y1zh71R5pFZt18+3mn+Ica2gicqtdsS157CUnXLesRAa53RTianMOhtTcSMke3FafoyXfoCe88BEQXraalG/jaIgdWg/ZLbK8bnve+06/w+G4Xv/3EzeGWeBtb2Rnmz4e8/Pf2Lmq7BpdmLxD05Wtf+xrvv/8+hw4dGrZzXnPNNXGOLoDFixezbNkyOjs7OXr0KBB15r788stYrVYefPBBTfuvfvWrJCcns379+oRVhWPZvn071dXV3HTTTT2OLgC73c4DDzxAOBzmlVdeOc9vJxhNZLN2sS5U1zJg+1Bdq2bROWI0YDdKTM0ykXTtUjwhhYMtQTr9EUx6iSm1p7hly7vc995fuWb7RvIa6wmGVQ62RdgSsnOyoJRtt9zKR3OXsX/uInYtXsGWm28l9aFP41g07ZwcUbYl00m7+1ok49kXQgx56WQ+8plxXZVeIBgMQ172W7duHZWVlbzyyis8/PDDAMiyjKKcEb9TVW677TbWrVs3PD0VTFi6HV3dGmFJJplZGQaquyJ0+rUhs4GIyuGWEDMzDSzONXHTFAuZAzi6ntjj0qxo94czoPKbT1x8aZ4N/dEa+p7RumQG+syUhMeZZ5VgyM8gVNfas81fUYVlZuKKJyPB0RhB+lmZBvL7WbEvTTVQlqYtBHC0Lcyi3PjIGoFgJBE2QjCanOoI8dt9bkJnr7/C6c4wv97j4oFFDhblmkg1y7x5whfnIOtGL8O8bCM3TrFgN55/VK+/QrtgItst2FfN0Ww70haNJoiYzTTOnsXkT/aQZYte23+4UtPWbpRZWWBiw+leTcyjrdpohKHg9Cv8eo+LjgT6nrF0+KILT+sW2ClKFuLigsFz6aWX8pOf/IT777+fK6+8kunTp/erkXXrrbee9/W6xe+7/1tZWUlzczOXXHJJXKqiyWRi8eLFvP/++1RVVZ01Imvnzp0AXHLJJXH7Vq1apWkjmBgYJ2UROFnX89m7+whJ1y9HNsfLNETcPrz7jmuihT2ZGVgNEpIkEVg0i4831ZLSXAFIWA0yoYhCIALdB0XUaOp9RAV/RGJz2SIq82b0LMpY9FI0SrlwaBHG1oVTMU3Ow7PtEO6tB1Fc2uq+xpIc7KvmYplXNqZFuQSC4WLIIxJZlvnP//xPbr31Vl599VWOHj2K2+3Gbrczffp0br31VpYuXTqcfRVMQFRV5flyd5wYvsUgMy1dxh9WafFGhXkjKuikqEi+wyhz+0xrvxMLVVX54wHPoBxd3YQi8Fy5h893+egb/2SaNqnfYyRJwjy9SOPsijUMI40rqP2O09IHDleelm7QOLtijxcIRgNhIwSjhSug8Fy5Z1COrm7avAp/PODhnxbZKU018NASA7VdYfY0BGn1Rggp0cji4mQ9i/OMw+Lk6kZxa22IqawgblLRV4vLWZhP0uFPkDiTiu/xoaqqZkV/arpB4+w63/e+oqo8V+4elKOrm0BY5Q/73fzz8iRsw3i/BBc2wWCQ999/n46ODtavXw8QF63S/byfr7Orvr6erVu3kpmZydSpUwGoqoo6n/tzZBUVFfW0O5uzq7KyUnNMX5KTk0lNTe25Xn8MJoJsvNP9HS6E72JZNhNXn+qEitdP27NvkXbXNT2RuC2eCDuOdeB74V0MtW6CERVnQMGol6mdPAXZE6HLH+GVIz6OL19OnslC/t5PMOtUfDrQSRLuUPR+qUQjkb2Sni3zlnGisBRrSMFulEkxS0xO1bOiwESeXTfk+ywn2XBcuxT71YsJN7QT8fiQdDK6tCT0qb2RXBfC7zccXEjP83hlJO/teS+/LV26VExYBP1ytC1MVcxqebJJ4soSC3OzDOhliWPtITZW+qnr6m2nqNFS8P2Jq5/qDHMqphS8wyRxZbGZedlR8eBjbSE+qPRT0+e8vrBKnQem9n3yQwOnXqix+6XRHcTHBiiHY/NIYgjF7BdTDsFYImyEYKTZUhOIq2RYkKTjymIzU9IMhBSV8qYg71f6cQV6253uDHOyI0zZGe3KgiQ9BUmjEJUUm3YSiffS9W0iRRRt+mCCtJVYu3C+RXiPtoU1thOitvuqEgtz+tju90/7qXf1tnMHVbbXBbiqRBRGEQyOH//4x/z9739n2rRpXHvttWRmZvZEXQ0noVCI73znOwSDQb71rW+hOyPo7XK5APqNJuve3t1uINxuNwAOR+LUL7vdftaiLE6n84KZVDudzrM3Gu8YJZTCDEInelPPA+XHcX3/NOr0YnaF7bRVt5NeVY0cjtAdUxuOqJzOzWe7S0dayM8Ln4Q42hH9XStnz6SutITZNcdZVn+ST445iaigqBJN9hTKC6dwalIpYaMBCRVFVSlLihZaKXNEuDw7QGdnb6r6ed1nmx5s3c9rBPpoRAq0XBDP80WIiDUXjCjbY4TVk00SjyxNwtGnLPqcLCMzMgz8dp+bk30iknbWBbiy2KwpA9/Ntlrtee1GiUeWJJFs7j3v7CwjMzMN/H6fW5MKWIOFMiVEt8a87+AprIunJ+y/qij4Dp7SbNMlD1/FoMGQYpap7TPpONAcYlU/4cuqqnKwWZu+0veeCAQCwYVEWFHZWa+1B1PS9Hxpvr3HdpiQWFloZnaWkV/u7NI4vLbWBnqcXaOFLkU7qfYfq0HxBzVpMcl9bGTa6UqcfoWIoqKTJXTJtrjIl+F+78fa2BSzzCNLHZoIt27b/cwnbs3i0466IFcUm+OKzQgEiXj77beZNWsWL7300og4uQAUReF73/seu3bt4o477hiWdMiRIjk5eay7cN6oqorT6SQ5OfmCEDe3feE6Wn75MmofIfdgROXI5pMYwgo9ZXZ0ve9HncPEvvlLkWUdnUF4/ojCpCQd+Q4dOlnCajNx0/VXsrlmFQdOeahr89EY0qPodGRaJVLPZK5IRCMdJb2ea6dauaa09916od3n8Yq4zyNP9z0eCcQsWDBi+MMqFTG6IWtKLRpHVzd6OVpdsC/OgEqlMz7qKqxEdb36ckWxOeHgXpYk1sZUcmwoKqKrT4qHb/9JAidqE34H9+b9RNq1q3mW+WUJ244Uc7K0ugCnOsIcakksPry3MahZZQeYmxWvKyAQCAQXAqc7w5qUP4Cbp1oTLpIkmWSuLNYuFBxuCRGMjG4UhXlOqSb0Sg2E6HpjmyaaY06WAUkCc2cn2YcriKhQd+bdbpk3RXO+RnckzuF3Pu99f1jlaFuM7S4xJ0zl1MsSN8fY7k6/0lMQRiA4G4FAgGXLlo2Yo0tVVb7//e/z+uuvs3btWn74wx9q9ndHYXVHZcVytmitvpwtCsztdp/1PJIkXRD/LqTvYkhPJun65ShuP+G2LsIuL8fbQmeE6KW4fyGzhVM3X4fX1ruw4QqqVLSF+aQxxLG2MK6Ayi92uthWG0Q2GijMTWJevoWiFD3LCszkO/RYDDJJZh1FKXouKzJzfZkVnSxfsPd5PP8T93l07vFIICK7BCNGV0AhNhJ7blb/K+j5Dj3pVpk2b68jKlbAHqIGIxyzeaCBfaZNR45dR6M7OlFoKZtMoPIQfUv4tj79OvbLF2BbORtdsp1wQxvuzfvx7DisOZchPwNjUQ6jyZwsA383SpoJ3fPlHlZPCrOiICqu3OpV2FITYFtMJF2aRWZquvgzFwgEFyaxNiLbJpNj719Ud162kdeO+no+K2q02EmaZfSEePUpDiyzS/CV90YNuz8uJ+J0Y79iIcbiHJIjQZacriCyaTfymTTHBneEQESlZPZ0klUVT0hld32QjZV+jU2UJFiaP/SiJM5Etju7fxubn6QnzSJrtDkT2W6BIBGzZs2iurp6RM6tKAr/+q//yiuvvMJNN93ET37yE2RZ67Tt1tfq1tuKpVtjK5EOVyzdml5VVVXMnj1bs8/pdNLR0cGCBQvO8VsIxopIlxf3lnI82w5F9Xr1OsJ1TjzNTkwRGTUlBV9qCopej06CrCQDaYvK0F2zAkvITOMRD5Wd0fe3qkajwXxhlYiq0BVU0Mlau2PUSXxzWRLzc4y8f9rHOyd7dRhHeU1GILhgELNgwYiRSFrKoBvYc2uM2Z/oHIm0DIxnmaf03R8xGgkvnQuf7O89ZyiC673duN7bHV2Y6ceoJF2zdES9z4nQyxKXF5v5xzHtBO3DqgAfVgWQpcT3CeCqEpFKIhAILlxi331nszGGBBFfkTHwyziuWozv4GnNF/AdOIXvwKkeGzQrqHA4qI2wOpZfwlundUiVnXEOqW4W5xpJPY80xkT25Ow29uy2WyBIxDe/+U3uu+8+PvjgA6644ophO29fR9cNN9zAT3/60x6drr4UFxeTlZXF3r178Xq9moqMgUCA3bt3k5WVNShn15IlS3jqqaf4+OOPufHGGzX7tmzZAiA0LCcI/ooq2v7wFmqg9x0sm42Yp03itMNLuKUDvT+ArbkF57yZrLx5LlkrZ6FLij4/U4AV+Ub+fxs7OdUR7tHf9YVVjDqJYIxUoyzBp2dYma3z4t58mHBFJwUdYQI2G51FkzDIEz+9VSAYC4SzSzBi2I3xk4pjbSFmZiZeIXb6FZrc2re/zRB/DqshfhB/vD3c78qzJ6jEpfaZ1yzBHHTiP1QZf0A/g3THNUuwzJ2ceOcIs7rQRIMrwp6G+PTF/iYVqwpNLM4VKYwCgeDCJdZGNLgjuINKv9UTj7eH4rYlslUjjXFSNqm3X0HHSxvjd555pzuMMsXJOirPFHlxZ2ZwevWqaJN+3vtFyTpumWZNvHOQ2BPY3WNtYaZnJI7M7vQrNHm0NnY4q1cKLmy2bNnC0qVLeeCBB1i2bBkzZszAZovXRpUkiQcffHBQ5+zr6Lruuuv42c9+ltDR1X3e22+/nccff5zHH3+cb3/72z37nnrqKZxOJw8++KBmoTMUClFdXY3BYGDSpN6K3itWrKCwsJB//OMf3HPPPcyYMQOIpi/++te/Rq/X86lPfWpQ30EwdviPVNP6zN8TDrD9YYUuVQcZGT3bpqoeUktzehxd3WTZ9dy/wM4fyj2UNwXp9KsEwiqKEVq8EbJtOmQpmsFxSbAZ62sf0nisBkVV8TcGyT+zEKNs2Ub2kikE01ZgzM9AIBAMHuHsEowYdqNMnkOncTR9UOlneoYhYbTRpiq/xq4YdVCSGj+4NuslilP0Gk2QjZV+ZmZGK0QlOm/fFA+dBKXpRuz33UDnKx/i2XZowO8h6WSSblqJ/bL5A7YbSSRJ4vaZVqwGiY+qA2dpG43ourrEPOpRaAKBQDCalKbq0cv0vOMjStTO3Dw13uETUVQ2Vvo12wqTdFgSLKCMBrbls5CMBjr+slETPdCXbLseWZbYn5zLkcsvRzH0LwUwO8vAnTNtcVFW54rDJJPr0NHQx3ZvrPQzNV2f0HZ/UOnXON9MZ2y0QDAYHnvssZ7/3759O9u3b0/Y7lycXY8//jivvPIKVquV4uJinnjiibg2a9as6XFGrVu3jo0bN/LMM89QUVHBrFmzOHLkCJs3Xg2pMgAAxupJREFUb2bGjBmsW7dOc2xTUxM33HAD+fn5bNzY67DW6/X86Ec/Yt26dXz+85/npptuwm638+6771JbW8s3vvENSkpKBvUdBGNDxOWl/bm3Ezq6dCl2/N4I0NmzTZYgzQjtf3iLnO/dg2zT6kIuzDXxt6M+ZmcZqGgJEYioZFhlLHqJslQ9n51lRX1/B64Ne4iO7lUqO8OaeYusKORVnqLlf6pJ/exV/RbVEggE8YjRiGBEWVlgYn2Ft+dzlTPC7/e5uWmqlWzbmbLPAYWNlX621GidOAtyjFj0iQfty/ONGmdXvSvC7/a5uXmqldwzei3uoMKmKj+bq7TnnZkuYzdGBR5T77gS28o5eLYewLvnKGqw95yy3YJtxSxsK2ajTz27MOlII0sSN0+1sjTfxPbaAHsagmfEMaNYDBJL8owszzeRYR09/RmBQCAYK6wGmXnZRk3U60fVAVTgiiJzT0GURneEvx/zairbAqwsHLq21XBgXTgV05QCvDsrcG89oCmIIulkzHMnM3PVHMoKcthVH2RHXZCOPnpYejmqp7U830RRsm7YFjhWFpj4ax/bXdkZ5tn9Hm6cYumx3V0BhY2n/XGVGxfkGDH3Y7sFgliee+65YT9nXV0dAF6vlyeffDJhm/z8/B5nl9Vq5fnnn+exxx7jnXfeYefOnWRkZHDffffx0EMPaVIbz8by5ct58cUX+dWvfsVbb71FKBSirKyMr3/966xdu/b8v5xgRPFsP4Ti077TzLOKSbo+GlXV1hzkwMZqCnftJqWmFoMcFddWvAE8Ow7juHKh9li9hFkvkWqWsRhkdLJKtk1HkknmREeYt575iGkH9mHWS3hCKs2eCN6Q1tGWZJIw62XUiEL7i+8hGQ1jlmkiEEw0JDWRAJJgXKCqKp2dnaSkpIxJhE7E5cV/uJJIlwcUBdlhxTy9CH1a0qDPEQir/Gybk65A/GOWbZPR6yQaXJG4BRRZgm8sS+pXaDisqPxsWxcdvnixlUybjEkn0eCOxGmxSKjcO01lRkFa3D1VwxHC7V2owTCyxYgu1YEkj99UjIii0uFXCERUTDqJNIs8JvpcY/2cXmiI+ykYbi70Z6reFeaXO11xqX2yBHkOHcGISrMn3lakmGW+vSLprDpfg+V873Ogphl/+QkinW4w6jEV5WKZX4Zs7I3mUtXoe98XVjHIEilm+bwjuRL2Jazy021OXEOw3f9neVKPQ2y4udCf5fFC931OTU0d664IJiAT9e9UVRQaf/QHIh29lTnN0yeR/pW1Pd/jRHuIp/e6QVGY/tY7JNfVszDHiEEnoU9PIvtf79F852ZPhP/e1gVAuy/C8fYwc7IMWA0ytuYWZv/t9bh+hE0munJzkCMRkhsamJMqY+uTGi6ZDOT+3/uQrKYxv89NngjbawOc6gjjDSnIskSGRWZBjpF52cZhs69jyUR9nicSI2lzRGSXII5QfSuujXvx7T+OGlv2UALzzGIcVyzENDn/rOcy6SXummPn6b2uuAqKTQkmH93cMs06YEUtvSxx9xwbT+5xxYk8tgxw3hvKLOTa/Qn3SXodhqyJM7DTyZKI4BIIBBc9eQ49N0+18HqfKosQzUKJjeTqxqCDu+bYxnwgrqoqvk+O4968j2BVk2afd+shnH/7COvSGTiuXIguyYYkSaNSOdKkl/jCbBvPfOI+J9t96zTriDm6BAKBYCQJ1bdpHF0ASTcs1zg48pP0GHQQQqZ20UKS6+pp9EQoTNITbusi3NiOITe9p/2HVb1zjjSLjrI0eiJfcw5qZVRUoGbZEhpnzUTV65El+PxkHVk7d2skV9RACM+uijGVV2n3RXjliJdjbeGYPSodPoXj7WH+cdzH1aVmVhaYhJNIMGaM37AVwZjg3X2E5l+8FE3pix3hAqjgP1RJy2Ov0PXeroSVEWMpTtHz5QV2LAlEb2ORJLh1moUVBWdPLSlI0rNugQPrIM9701QLlxaZz9pWIBAIBBOLSwrNrJ1mYTDjaatB4svz7UxKHtv1PjUcof35d2h//p04R1c3ii+A+8N9NP30RYJVjaPav9JUA1+abx9USqIswW3TrSwfhO0WCASC8Yji8mo+y1YTxsJszTaLXmL+mYJY7uwsIgYD9a4Ije4wqqoSOXOOUETl/dM+dtVrC0t9eoaNz8224QgHSDt1WrOvfsE8GubNRdXrSbPIrFtgZ25xEim3X4F5hrYaqGfLgUHNwUaCJk+Ex3e7Eji6tHhDKq8d9fH6Md+Y9VUgEJFdgh68+0/Q/uJ7/VYjjKXrze1IsozjqkVnbTs51cA/L09ia02AnfUB3EHtRQw6mJ9t5JJJ5h7NrcFQnKLnWyui591RH4hLudDLMC/byCWTTOQ79OJlKxAIBBcolxSaKU3R83FNgP1NQUIxQV12o8SyfBMrC0w9Wl5jhaqqtL/wHr59xwfVXvH4aXnib2Q98hkMeaNXjass7Yztro3abk8/tnv1JPOA0dgCgUAw4VBUVFWNi0paWWjqdWKdmVdUOSNR+ZRTPvwhD0fbQnHvS50c1RxOs+iY2uLlRLJMi1fFF1IJSzKuRXOYmWlgaZ5RU8xLkiQcVy3CX1EVvSQqXQ0ddFV24pFVJpkipFtHZ0rvDSn87hN3whT3/thSEyDZJHN5sQg4EIw+wtklAKL6XB1/2hDn6JL0MsbSfCSdTOBUfVzFKOcbWzFNLxpUKdwkk8x1ZRbWlJo51RHGGVCIKNEJyORU/ZArYtmNMtdMtnBliZnTnWE6/b3nLU3VYx2jSlsXG//yL/+Cy+Xi17/+tWb7jh07uOeee9i1axcVFRU9/5+UNHjtN4FAIBgMeQ49d8zUc9MUC6c6wriDKjo5qs9VkqJPWLF3LPDuPprQ0SU7rJiKc4i4vAQrtZFcaiBE+x/fJevbnxvVlJBks8z1ZRauLjVzsiNMV0BBUc/Y2JSh226BQCAYT+hS7JrPij9I8GQdprICzfZ8h541pWZ2bT6BLtwb3RSMwH63EX+DNpqrm5umWHrS0GWfn0yrjswzciSGvHQ+fU1Ov30zluYRiqg0eyM0exSCEZUDu9rodDgwnuiiIEnPigIT80dYJ2tTVUBTJAWiBbKW5ZsoSdHjDirsawxyvF0b9fXeaR9L841iTiYYdYSzSwCAd2dFnCPLtmIWSTesQGe3AKAEQrg37aXr7Z29jVTwfLwf451XDfpaellianr/5dOHil6WmJI2/OcVCAQCwcTCapCZnWUc624kRFVV3B9+otkmmQyk3HYZ1sXTegqjhFs66Xj5AwLHa3vahRraCByvxTy1cFT7DFEbO20EbLdAIBCMB/Q5aegzUwi3dPZsc76xjcwHb0PSayNX1xTosRzfT3Ofbd60VPzJiRdyry+zsKqwN7Ip9nyKx58wiqybQ1VdnGgKEukTlKDoeqfxtV0RXj7sZVOVn/vm2skcAe3EsKKyq15bqbIgSce6BXaNE2tJnol9jUFePOjp2RaKwK76IJcJORnBKCPcq4LowHvrAc028+wSUm6/osfRBSCbDCRduyxOENG752hcmV6BQCAQCATxBKsaCdW1aral3n4FtqUzNBWA9ZkpZNx/M/p07eTJE2OvBQKBQHD+SJKE/ZI5mm3BykZafrUe36HTqIqCqij4Dp6i5VfrKfF2MDVdj90YdVA1zZxBrHBkWZqe+xfauSImhU+fkaz5HHF6CJ6sS9ivg81B3nu1XOvokmWCNmtc2xaPwhN7XLR6ExdnOR+OtManZt4x05YwWmt+jpF52drFkd31Yq4oGH1EZJeASHsXkXaXZpvjqkX9ri44rlyIe/O+npRHNRQhWNWEefqkEe6pQCAQCAQTm76RWgC6NAeWBVMStpUMeuyXzqPz1Y96jz9Wm7CtQCAQCM4P69KZuDbuJeLsjUoK1jTT9sw/oHta1Mffk2rWkWrW4bVaSb52Nm41OrVOMknMyjL2W53WMCkbfUYy4VZnz7bOVzeT+dCnkS29hT7afRFe2VrPtL37NMd3FBdhshgJJwg2cAdVniv38I1ljh7dr+GgyaN1oE1K1g2o1bgkz8T+pt6soWavMmD0mkAwEghnlwDF49dukCWMRYnzxsOKStBiQc5IQekT5qt4fAnbCy5MVFXFH4nafaPca/U3bdrEggULNG0jkeFfXRIIBIKJSq/NVYkooJ+UgypJ9Df8N07W6sUovgCqomiiwM6GqqoEI6CoKma9JCYbAoFAkADZbCT9yzfS8vircfIu/RXwkkwGir+2lqkFg9eilSQJ26o5OF/7uGdbqL6Npp++iP3SeZinF6GGw+x5q4Lpm/ZptMFSzDKLP7uYSfNSaP//2DvvMCvKs/9/Zk4v23ujw1KlKG0pAmIXRNGYGEUjJrFGI5qQmBDia0Tzqr9YXmPBqIlRE2kWwBALFqRIr9JZ2F2219PLzO+Pw57d2XO2ALvLAs/nurguzswzM8/Mzjzlfu77e1dVURyw88lBNyXOBi2tYkeQPeV+BqW0Xzh/06Qv9fpjzZFo0fZRqgp+BYwil4mgExHGLgHomrQ6iorqCyCZQu6nTp/CxuM+NhR5KXMqoKqM+L6GuKCPFKtMslUHetFyneuoqsrh6gBrC7zsKffjO9HpGXXQ0+bH4VMZPXo08+fP1xy3bds2Hnnkkc6vsEAgEHRB6oISR2sCVLiD+INQvb2a/Z9X0zNBz9gsE4NSDOgaCelHLCbJUkSoTHMUO4KsK/CytcSHyx+aqenlUJbFMVnajF8CgUAgAGNOGin3XU/F68sJVjtaLKtLjCHpjmtaTdSluDw4v/sez+4jKA4XSBKy3YLq9YFBH168CFY7qPlwDTUfriGoqDiLfegaGdmSLDKD8nqTPDQUTSNLEgNTDPRONPD8hlrKXQ0Gr2+PedvV2GXWa/uKgtpAi55aBbVa65hOBqFPL+hshLFLgD7BHnLRadSYujZ9j23sYL455uWTg26NNT+2sAiDx4OLUKrdgtogWQELIzu74oJOo9qj8M5OJ0eqAxH7fEGVHeUKeyv8GAMGEtNziDE19GbFxcURxwgEAsH5RkBR+WCvi0NFOno5GjrV2MIidE4XB1UrBysDJFhkfjTIRo/40BDNvXmf5jz6pLhWPbO8AZVFe5yaEJKGeoS0V74v95Nqk7l5sI3MGDEcFAgEgnqM2amk/eYW3Jv34fhme4TOojEnFdu4IVhH9EMyNN9+qv4ANcvX4ly7E9UXOYZWFRXP9oPok+MwZKVo2vY6n6rR6QLo0T+dpFlXIEkSqtqw06yXmNzDzPu7XeFtB6oCeAJqhJHqVMmJ0zo2lLsU9lYE6J8cmbhEVVXWHNNGDnWL1QuvYkGnI0Y3AmSrGfPAHnh2HQlvq/1kA1+b0viiStuA6Xw+uq9br9nmiIvn/UoLrnyPyLJxDlLpDvLyJgfVTVINR8PpV3lxYx33XBhDnFks3wgEAgGEDF1vbHWwvzKArmcPeqxZi6yE2lRZUeixZi37L5kMskyVW+HVzXX8ZJidblWlODfs1pzLemG/Fq/lCai8trmOY7Wth5CXOhVe3uTgp8Pt5MSJIaFAIBDUIxsN2MYMwjp6IMEaB0ptyJAkx1rRx8e0erzi8VH+6gf4Dkcu+gYVlXJXkDKXhDc+g5j8QpQiB0rPLNJsehIsMr4mlq7ggF50++U1yObo3lqDUwy83+i3qoLDp2Bup+ibXvF6UmxyKMrnBO/vcXLrEHt4cQbAH1RZvt9Nfo22Dxqd1TUzJAvObcTIRgCAfdwFGmNXSUkdtf/vPbKGDKKyZw9UWUf8sWOkb9+JyenUHFsysD9IEsv3u0mxygxsR5dZwZkloKi8uc3ZJkNXPVVuhTe3O7jvohhNKI5AIBCcr3y4z83+ytCqftBspqJPL1L2HQjvTzx8hMFLP6B4yGDq0tMxuN2sXrOWKeUHMTVeN5AlbGMGtXitf+92tsnQVY8noPLGNgcPjYnFbhSLFAKBQNAYSZJCxq02GLjqUVWVyrdWRjV0lTiDHK0JoNTbsgwGqrp3x+B24/coVCFjqfURZ5LxWyxU9OpJ6cD+xHdLbtbQ1RlIkkRetokP9jaE1td5VV7aWEePeD294vU4/Ao7S/3hsPl6YkwSF6SJ+aGg8xHGLgEApv7dMPXOwnuwEBWVgtog+mCA7E1byN60BQgJDabZdJhjjLj8KiXOIMVGO2W5DavM/znkYUCyQbipniNsKfZR7NBOmuJMEhO6mxmQFPL621XmY9U+n6ZMYW2QnWV+hoqOTSAQnOdUuoOsL9RmzCoZMYzBZcdI0SvodRJ1XoXjtVXYVn+lKVdkk+kZ3+BhbZ8wFF2cvdlrHasJsLNUG7po0kuMzzExJNWAWS9xoDLAl0c9mtV5h0/l22NeLuttOZ1bFQgEAgHg2XEIz/dHtRslOJTejfXWNCRFIeFIPvEFhSf2SfitVgD2XHMV7vg4qn3gRwppIwMeR5BKd7BZYfjd5dq2X5Jo9wWMMVkmdpT6OVSlDck8Uh2IKnVSX48bBtjQiwVwwRlAGLsEQMhan3j7lZS9uJjSI+URrrM94/WkNkqfa9RJJKbYkaZfxbbqhoH48bog+TVBjTur4OxlXYF2gpZslblvZAzWRgqTF1vN9La4ibH+gSpPw3uztsDL0DQjo0ePZu/evQCa/wsEAsH5wLpCH42kVdDJcMcl2aQMmE7F3z5GDSiYrDqSrDL7KwJUNfKkLXcp5MSq6GUJ86AexE0f1+K11jYxqpn1EveNjNH036OydAxPN/L6VodmwrK+yMuUnmYxIREIBILTxPHNds1v2Wqi6Pqr+bjKGt5WOnAAcccK6Pef/4bD2gHSdu/h8MTx2GWVrSU+zHoJu1FGVeG/hzz8YKA1wqnAG1D5/IhWI6t3gr7d9Lrq0ckSt11g481tTg43Y9xqjCzBDwZaGRBF16s1FFXlaE3IwBdUwWaQ6BGv18xBBILWEG+LIIzObiH1/hsozNCmObcZJM1AGcDYLZXUB29k8oXpEalltxRrvXwEZyflrmBEKMxVfSxROxm7UeLyJh4Bh6oCJxX+KBAIBOciW5v0iWOyTOTE6TEP6E7yXTPQJYQ8tSSkiIUiRYUqr4J94lCSfnJVOGNXNBRVZUcTr66Lu5si+m8Ag07i2lyrZludV+VgVeuTF4FAIBA0T6CiBu/+As22mGnj+MRliyibNaInA64dyZBUA70T9NiNEkkHDiIFAuhkiSSLTjMW33Tcx9s7nBw/EXWhqirfl/t5aVOdxlsXIC/b1AF3BxaDzJ3D7Vzay0yMqXljWt9EPXdfFMOIjJOrh9uv8MURD099W8tLG+t4b5eL93e7eHObkz99U8O/dzsprBN9laBtCPcbgQbZZmb/lZdRmVtK2u7dJB46QpIl1KBKJgPm/t2xjx+CsXdWeFVhWJpRs5pQ6W67Voig61Lp1naaJn0ovXFzDEk18P4eCDY6rMqjEN8JQvVz585l6dKlzJkzh5/97Gfh7Z9++in33nsve/fuZf369cyaNQsIeTLabDZycnLIy8vj9ttvJzU1tcPrKRAIzi8UVY0w+g9LbwjvNvXOIv3RWbh3HMK5ZgccKiLWJFHrVfHabJT37UPcFUMZPqL19snhU/EGtF7Zw9ObDyXPsOtIt+s0oepVbrFAIRAIBKeD/3iF5rdkMnA4pye1e7Set9f3tzIm20Swx3COb9iK1RCKoDhSHWRXbR3uxATS7Tq2l/pwB1QsJ7y0dpT62VHqx26UcLh9oHMAWqNTmk0+JW+qtmLQSVzay8LkHmZ2lfk5WBXA5VfQyxKJFpkR6cZw+OXJUFgX4M2tDmq8atT9/iBsLPKx6biPq/pYmNjNJKRzBC0ijF2CCIIquJKTODxxAocnjKdXPyOZ6SYkY/SUsVaDdluTsTZqMIh752F8BwtRXF4kgw59cjyWC/u1KZuJ4MwQULR/SLMO5BY6FL0sYdRJuBsdF1Sid1Ydgclk4rXXXuOmm24iLi6u2XKffPIJdrsdh8PB7t27WbhwIYsXL+bvf/87ubm5nVZfgUBw7hOMYjuyNAkrkXQ6LEN6Icky+sxkfLsqKPPIuOPjqejTi36xbesnm7bZ0a7VlKb9t78T22yBQCA4F1G9Wg9bfUIMm8u1nUH3OB1jTnhe6eLsSAYdqj8ISHSL0xEjBXATCkXvnaCnwhUkO1Y7bXf4FHxBMDaxKVkNErMusHdKkii9LDE0zdguGr0lziCvbnbg9rfeD6kqLN/vRlVhUg/zaV9bcO4ijF2CCGyNB7+SxGGnxEhT86sDh5rEbNcfr/oD1K3egvOb7QRPpOttTM3yb7EM6UXs5aMxZCa3T+UF7YatiahljTeUJrm5lZrjjmBEB9V0ItWR5OXlkZ+fzyuvvMKvfvWrZsslJSURGxtLSkoKPXv25JJLLmHGjBnMnz+fd999t9PqKxAIzn30cmgi4mvk8HyoKhAOLVQDQeq+2IxzzQ6CNU5UVSVY4iPlRPmcDd8RP7I3vpsnYMxquZ+0RQkxP1gVYHBq9EmIJ6BSUBu9/xYIBALBqSE1yZgYqKihssYDNIyfG4f2BSpqThi6QsiSRG6GjdITQTNJFh1JiRJ1PlXTl0Qj0SLzk2F2UqKErzdG8fhwbd6Ld98xFIcHdDL6pFgsw/th6pPV6d5Siqry9vbohq4Ei4xZL1HiCNJ0PWbFATc9E/R0jxMmDUF0hGaXIILeCdoGY2uxr9nQxKK6AHuaZP/ok2BAcXko++tSalesi2roAkAF9/ZDlP7l37h3HmqXugvaj0y7DkuTic8XTcQvW9oXY5JIa6WzbU9kWeahhx7i7bffprg4MtVzc5jNZn74wx+yefNmKioqWj9AIBAI2ogkSfRJ1C4WfX3MQ0BRUVweyv+6LNRP1jgBKHcrNJrzIAGJ+Ucpe+7fuHccbPFaJr1ETqy2zf0y34OiRl8l//aYRzNxkiToldBxYS8CgUBwPmDMTtFEFar+IDG792nK2I0NBRxfbdPsk81GLGnaCIU0u55HxsYxtWd0nayMGB3X97fy0JjYFsfeitdP9QffcHz+36h+fzXubQfxHizEu+8YzrW7KH9pKSVP/hPXtgMnc8unzfflfkqaaI51i9Nx38gY5ubF8svRsTw6Po6Lu0fqf32V3/zcRCAQxi5BBKMyTTT2fA0osHCLg0NVftQTg2ZVVdlb4efNbU5NlimzXmJoso7yhR/jO9w2g4PqD1L55kq8BwpaLyzoNAw6iYsytKtT3xX5+GifC7e/oUNy+RVWHA6wrUQrwjwq09QpLtSNufTSSxkwYADPP//8SR3Xq1cvAAoLCzuiWgKB4DxmTJZ2cF7mVHhjUw1HX/4I76EiILSqXeIMRqRutxslrAY51E++9Qme/S33k2OaCBLn1wR5e4dToxvmC6p8me9h1SHtBGFgsqFTNBYFAoHgXEYXZ8c8oIdmW9a6jcQWNIwxj1QHUFUV53ff4/haa+yyjhrAEYd2kcKil4gzy1zW28Jvx8Xxi1Ex/GSonVsGGJgzJpYHR8UwJtuEUdf8uFtxeih/aQmO1VsiQi0bEyitovLNldSu2nASd316rG2S/T3FJvOzETF0i2uQ0IkxyVzd18qUJmGLu8r81IiEWIJmED5/gghiTDLD041sOt5gvCh3Kby8yUGqTSbZGhK0bSpgDjAy00hg7XZ8h4uo86l4AipBJZQ2Pb5vBvF9s1DqXLh3HtI0tGpQoeq9z0j77a3NZpuqdIcmAu6AilEnkWLV0T1OJ4QJO5C8bBPfFng1ujNfH/WyrtBLjzg9KqEO2+UJYmwkGmDQweis9s8CU1QXoLAuiC+oYtJJZMboyIzRNmMPP/wwt912G3fccUebz6s24/kgEAi6Pqqqcqw2SIkz1DaY9RLd4/SnJI7bEfRL0pNqkylttGpd980ONq3Lx26U0MsSDp9CQAFHagp1aWkY3G4SjuSTYW84T6if/JT0R2c1208OTTOy7HsXxx2hVO2yBOsKFHaX+ekep8eklzhSHcqUW39NWQKLQWJczulrrggEAoEA7OMvwLP7SPh3nBxkwIpPqEtPozonm4ItCoVKMRRXag+UoG7oAPYd0i589GoUdaOTJbJj9aiqSrVeJt7W+lxIDQYpf/1jfEdL23wPtSvXI9ss2McNafMxLeEJqLj8CgZZwmaUwjrAAUVlf6X2fid1NzdruLu4u4mvj3nCXtCKCgeq/Fx4klkfBecHwtgliMq0fhaO1gYi0tiWOhXNgL0x2bE6JuYY2fPaFkpL/OGsUD6rhf1TL8GRnkZukp5xOWb6Xj+RmiVf4dq0N3x8oKIWz+4jWAb3Cm8LeZAFWHPMw96KyDSzyVaZMdkmRmeaMLUixCs4eZKsOmbkWlm8RxuK6g/SqGOKNBRd39/abh4Ciqqy6biPtQVeCmojw2lzYnWUu4LUT9NGjhzJ+PHjefbZZ7n++uvbdI1Dh0JhtNnZ2e1SZ4FA0PH4gyobirysK/BGhD9AaHIwPsfEoBTDGV0UkSWJHw228fImR6hfVFXSdu0GQhkUQcVvsbB/6hTqMtLDx41Mgqxd3+Fu1E8GK+vw7DyM5YLemms07isr3AqHqgMRXteFtQGMeokyp0KNV/u8MmN0LN3rZkyWwpgsE4YWvAMEAoFA0DKm/t2wjuiHa3MofDHNJlPsCBJTXEJMcQkAOw0SvRP1WPT142UV15gRLC4yAg1ttMUgnbYAvHP9bnyHj2s3SmAe2ANTn2xUjw/Xlv0ESqs0RWo++BrrsL7ItlMTgfcGVLYU+1hX6KWormEMb9ZLDEs3MibLSIxRjtDi6pvYfEi9xSDTLU7PwUYGslBfKhBEIoxdgqhYDTI/HR7DG1sdHHe0ooZIKKvItbkW/vnB96TlaxvKg5Mn4UhPA2BvRYC9FQ5GZhq57oeX4C8q16TodX67M2zsCioqi793sbFIGx7XmHKXwsf73Kwv9DJ7mJ1ES9dYyT+XGJ1lIqiofLDPTWsOULIEMwdY2211xe1XeGu7k0NVkYbOeo7Vhjz+jMEAbr+CxSAzZ84cZsyYQY8ePVq9hsfj4V//+hcjR44kMTGxXeotEAg6lhqPwt+2OThe13z/dKgqwKGqABekGbhpoO2MGnCyYvTcOdzOG1sd6A8XYq6t0+w/OHmi1tCVaeT6/lbkoVMpPV6Ov6hRP7l2p8bY1bSvjDXJ9Es0cKDST/BEm+32K+wsC+JXIN4s0/hRZMToyInVUeZU+Gifmw2FXn4i+lOBQCA4ZSRJIuFHU1G8Pjy7jmDWy8SbZU1IudOvsr3Ej90ohRYk+g9ga8JAaBKSNzqr5fDE1lBVFefX2zXbdHE2kn46XZP4JObyUTi+3ErNB980HOsP4ly/m5gpI076ut+X+3lvlxNXFNF5T0BlXUFosWpwigFFVTUZ36NlF25MIKjdL4J8zg7mzp3L0qVLAdDr9cTFxZGbm8vVV1/N5MmTNWV3797Nyy+/zMaNG6mrqyMzM5ORI0cye/Zsevbs2eZrnhPiDKqqsmrVKm699VbGjx/P0KFDufzyy5k3bx7Hjh0709U7a4k3y9w7Moar+1pIsER/VVJsMtfmWvjhIBt/3+7Cf6REs9+VEE9tZkbEcd8V+Vi014NtvNY11nckpPOlqir/3t2yoasxZc5QmKWI2e4Y8nLM3D8yhqFpBqLJcMkSDEszcv+oGEZmto+hyxdUeX2ro0VDV2OcPpW/bXXgD6rk5uYybdo03n777YhyFRUVlJWVceTIEZYvX86PfvQjqqqqmD9/frvUW9D1EH3EuYXTp/DK5roWDV2N2V7i5587nc0KtXcW3eP0/HJ0LGOUSnSNulR3fDw1WVlAyBtt1gU2bhhgRSdLSLKMfcJQzXm8jVbnVVXl/T2RfWW8WWZwqpFUmw4ZldpGsgJVHgVFDZUZkGygW6yexmrKJU6FVzc7qPOK/lQgEAhOFUmvI+mOq4m7eixyjJWe8XoMUdYQyk12NlyUx9YLR0dYbbJidVzS49S8qurx5RfjbxIuGX/j5IgMv5IkETNpOJahWs9h57pdJ33N7SU+3tjmiGroasqOUh8HqgKaPnpnafOaYtUehaNNIj3iTeeESeO8YMKECXzzzTd8/vnnvPbaa4wePZo//elPzJkzh0AgNOf74osv+MEPfoDP5+Ppp59mxYoV/PnPfyYmJobnnnvupK53Tnh2PfXUU7zxxhukpKRwySWXYLfb+f777/n3v//Nxx9/zHvvvUe/fv3OdDXPGPVW1JtuuonHHntMs2/+/Pm8++67XHfddTz55JPh7Zs3b+bHP/4xeXl5vP7660zoZuJQVYAiRxBvIKSJkhWjo2d8SDjwtc11VHsU4nxagUE1K5WeCQaOO4J4AtoGb/NxH70TE2lsClPcXlRVZeNxH1uKIw1dZr1Ehl1HtVehqolmWLVHYdEeJ7OHx5zikxK0RHasnh8PsVPrVdhb4Q9PhGKMEul6yE61tWuo0CcH3RytiZzM2o0SqTYdpc5ghNtyfk2QVYfcXN3XygMPPMDKlSsjjr/iiiuQJAmr1UpOTg7jxo3jJz/5CSkpKe1Wd0HXQvQR5xZL97ood0UaYuLNMglmmWJnMCJ9+e4yP98c8zKx2+lNGk6XOLPMRYkStelGqj0KnoCKb1AGvfpb6Z1oiJpFy9g9XfNb9fpRFQVJltl43Mfm49H7yp7xejJidOwuBVdlAIMcCjqXJYkYYygsJsOuo9qjUNVkoajSrbD4exe3D7VHnPt8pD3GUQKB4PxDkmVipl6EfdJw3NsPIm89zNo9lbiC4LPZqOzZg5qc7KiuSTmxOn4yzH7aMi3+gjLNb12CHfPAHs2Wt+UNwb2tIftvoKwaxetHNrUtW+9xR5D3djlbjQapR5IkdBLk1wToGR+6xup8D8PSjRGSKKqqsny/S3Nuk16iX5LIJHymKXcF2Vfhx+lX0UmQYNExINmAucn7azQaw3OutLQ0Bg0axNChQ7n99ttZunQp11xzDb/5zW+4+OKL+b//+7/wcTk5OQwdOpTa2tqTqtdZb+wqKyvjrbfeIisriw8//BC7vWFg9uabb7JgwQLeeOMNFixYcAZreebJyMhgxYoV/Pa3v8VsDg32vV4vy5cvJzMzM6L84sWLueWWW1i0aBFFRUVkZmbSJ9EQkUIdQqLh9fpNii70SlkMEj3i9KQkB0i5KAZfUOW7Ii8rDrg1adW3fF9JBir1q8rSiSWPpmlkDTq4uo+FkZkhLRFVVTlUHWDZ9y6NVsveigDFjiDpdhF+0VHEmmSN95aqqlRXu9v1Gu6AyndNPBViTBIzcq0MSjEgSxKKqrKz1M8H+1yMmDUvXG59oY9LelrIyspix44d4e2jR49m7969CM4vRB9xblHpDrKjyYpvklXmulwrfRNDiy8BJaQR8tE+t2aRZc1RL+NzTJpQiTOBZNAhS1I4TNCk85KS07wRLlClHdhJehmkUD/YWl+pKAqPflFDuVsJr7DrJEix6fjpCDs5J0SOD1YFWLrXpdHp3F3mp8wZJKWFNPbnE+0xjhIIBOcnkl6HdUQ/eozoR6pf4YsjHr4r8kX1fEqwyIzNMjEup330E5tmXjSkJ7W4OG3ISIpyDh+00dj1xREPgSbrUb0T9VzczUz3eD0Or8LmYh9fH/XgOzEnTLXp2F3uJzMmlIDK5Vd5fkMtU3uaGZ5uxKSXOFAZ4PMjnoiIjxHpxgiDiqDz2Fvh56t8T0SSAQgZIoenG5nU3dSiNMKYMWPo27cvq1atIj4+nqqqKu68886oZWNjY0+qfme9z19hYSGKojBixAjNJAZg0qRJAFRWVkY58vxi4MCBZGRksGrVqvC2VatWkZ6ezoABAzRlXS4XK1eu5Ec/+hGTJk1iyZIlLZ57XWGDUcKdEI9eDqUwjzXJeA8UEqisxaiTGJdj5sYBNs2x0tbvqfU2NPT61AQOVQcixIZvHGAjL8ccbvQlSaJ3goG7LozBYtA2cOuapK8VnH1sPu4NJziA0ILX7GF2hqQawxNVWZK4IM3IHcPsmgUxT0BlaxSvQMH5iegjzi3WF/o0K7pGHfx8RAz9khpE6PWyxMhMEzcP1vY3VR6F78ubD43oLAxpWm1A76FCAuU1zZZ3bdij+a1PTUCSpDb1lfurQlkZByQbqNdA7pWgJ82mC4c+SpJEn0QDd42IiZgwrCsU/Wk9HTmOEggE5w9Wg8zVfa08Oj6OHw+xcUlPMxO6mbi0l5nZw+38Oi+WST3M7aYzKTUxUgVKq1rMQt5UpB5AMrbN0FXnVdhRqh2DX5Rp5GfD7fRPNmDRS6TYdFze28LdF8WE+yW7QSLOKFPmbPCIcPhUlu1184cva5j7WTULt0RKmxh1MLGbyMJ4JlBVlY/2uXh9iyOqoQtCCQrWFXj5f+vr2FvR8vire/fuFBYWcuTIEQB69erVYvm2ctYbu7p3747BYGDz5s04HA7Nvi+//BIIWQsFMHPmTM2Aa/HixcycOTOi3IoVK+jZsye9evVi+vTpLFmypMVGcV+jl7eyR3dSE8zo64WdVKh651OUE6sKQ9MMJFtDr13S/gMkHsnXZIWyjR7I/iZZF5OtMkPTojeyNmNo9UNTn8ozP5kRnB5NG82ByQYyY6I7ombF6BmQrH0/WmtQBecPoo84t2javl+UYWo282v/ZANZsdqVxH1Rsvp2NuYhvbWTDxWq3m3oJxvj2rxPE04CYB01EKBNfWV9/6yXJdJsOiwGiYQTz6vps4wxyYzM1Gb8am4Ae77SUeMogUBw/mHQhcLJL+9tYVo/K5f2spCbZGh372NDplabK1BRi3df83qlzrVajS59UiyyuW3ZIHeW+Qk2WoMx6OCavpaonmRZMXpGnYgUCS266HEF2t5OyhLcPNhGklV4H58Jlh9w8/XRti2IeQMqb21rWQtUVVWkE17r7clZH8aYkJDAL3/5S/785z9z1VVXMWXKFGw2G/v27WPt2rXcdNNN3HLLLc0e35UHH/V1O5k6zp07l2XLlgGhLAfp6emYzWays7OZPn06zzzzDL/85S9ZuXIlOp2OZ599lg0bNqCqavg6ixYtYvr06aiqyvjx43G5XHz77bfk5eVFvabTrxBSAgHFaCBxTH/Yuju833uwgOIn/o5t7GCMPTMYWFRJybe7iS8oBMCvhFKvSwY9lgtzqTsSDJ8PoHeCvsXn0CdRx+dHGvbV+ZRmy57KMxW0THs807lz51JXV8f//d//ad5hSdZhtMWyv28utpnTuO6665DlyIltnwQ9u8saVpIcLbwDXZ3OfkfbU2etK9LV+ojm3vWmWWmae9dPhXOp3XN4G/obgL6J+hbvq0+CnsLaBoNNS/3D6dLW5ywZ9VhH9sf5TUN2LO+hQor/9Ba2vCEYe2ag1DpxbdqHd2++9mC9HutFuaiqSp1P+yyi9ZXORmViTRJBVTrhCatGbSf7Jur5+mhDaGTjMtHGF5deein3338/VqsVgN///vcsXryY//3f/+Xqq69u8TmcCmfqXa6/Xv046tixY0iSxObNm9tlHNXVOBfaCoFAEMLYMwN9SjyBsurwtqp/f07KXTPQp8RryjrX7cK1SSv5YR09sM3Xaqr/2DfRgNXQ/FhmSJqBb09E5Ohlid7xenol6DhU1XICGqtB4ubBNqHVdYY4UOnnq/xIQ5fFENIL9QRUjlQHaJxUM6DA4eoA3ZtRbThy5Ag5OTnhTIuHDh1i+PDhp13Xs97YBTB79mxSU1OZN28e7777bnj78OHDmT59OgZD8x9CTU1Nl+/Ua2qaD2+A0KDkcK3KxuIgW4o8pPQfxfAfzyVOH8RYsoN3n38cp9OJJEmMGTOG//73vwwZMiQ8WPP7/fh8Pqqrq8nPz2f79u08/vjjVFdXA3DJJZfw3nvvMXBg9MbO7/WGY64Bqof1w7jzexRnIy2RMh/uD78GwFyjEONRqT8kGFDxehWslwyn1uvG4w7ga3TCmroA1dXNh6WVVyn4fA0r1DqFcN2bo7VnKjh5TueZ+nw+/H4/1dXV+Hw+cgaPpu+Nv0ZVFLx1VcQVf8ef/vQnPv74Y/73f/8XvV7bdFXWaN8ZnzdAdXXbMrV1VTrrHU1ISOiU65xJulIf0fRdHzNmDL///e8JBoNUVlaybt26Ft/10+FcaPd8Ph++RokpyqtrqY6W3uoE1bXatsHrCVBd3bGen215zsrIvvjX70JxNNI79Db0k81hnTyUWp8HfJ6IvrI6Sl/pcfvx+UKTD49XxedXw7+j9ZUV1UF8vgbjoB8pXKbx+xoIBNi6dStPPPEE1dXV/PrXv8bj8bBixQp+/OMf89577zFu3LhWn8Op0l7vcrFT4btihQPVCg6/igTEGiUGJMlclKYjwRxaDKj/biVJIi8vj/feew9VVcnLy2uXcZRAIBB0FJIkYR8/hOqlDf1LsLKOkqf+iWVoH0x9s1HcXtxb9uM7Vqo9Vi9jGz2ozddqmvXY1EooZtPQeZ0s8dPhdg5VB1lb4GV3mV9jMEm36xiTZWREhknodJ1BvjmmNXTJElzV18LYrAaduWqPwof7XJrMmr6gqonoqmfdunUcPHiQ2bNnM27cOBISEli4cKFGoL6e2trak9LtOieMXS+99BIvvfQS9913HzNmzCA2NpY9e/bw5JNPMmvWLP7yl79w2WWXRT02Li6uk2vbdlRVpaamhri4uGa9L4rqAry3y0WJMwjoUSQZndGMJTEDH+CLzcaS/AZl5SXExcXRs2dP1q1bR3l5OQ6HA4fDgcFgwGg0Eh8fz2uvvUYwGGT69Omaeuj1IeHfaM8rLa6W446GAfcRvZ1h999I+cvLUN3ajyGogCPgQ6draLmsJj2JU0cQd9U4JEkiM9HDjqqGCUC+S8IWE9ds7PqRQidGY8O+tBgd8fHRP4K2PFPBydEez9RoNGIwGIiPj8doNGK1mIlJPpGnMzWL7GHDuOmyPG6//Xa++OILbrzxRs31D+2rw2hseAcz4o3Ex9uaXuasQLyj7U9X6iOavus2m43evRvSfI8ZM4YxY8ZEfddPlXPpnUqPq8Nd3WCMOewyMDE+esbAoKJy2FWL0dhgDMtMMBMfb+mQup3Uc46Px37fDZS/8gGqy9Ny2RPYxl9A3DUTwudu2lcedUlYY+IwNuorMxPd7K4Jnb/OGaDOr6A3hMJkUu2RfeXhAidGY4PBLDVWT3x8KMNx0/c1NzeXnTt3snr1ahYsWMDSpUvp06cPv/jFL5gwYQIOh4Ps7Ow23Vtbaa93uc6r8K/dLvZX+gEdoEN/wubtVGFjOWwqh+HpBmbkWjXf7Q9/+EP+53/+B4B58+YRHx9/2uOorkb9cxYIBOcGtrwhuDbu1Riz1KCCa/M+XJv3NXtc7JVj0cVa23wdexMvrkNVfhRVbTY080CTUHmbUUIny/RNlOmbaMAbUKn1KgRVsBkkYkxnvQLTWU+lO8ieJvqnV/axRGS7jjfL3DLExksb6zha0zBHK6/zUFZWhqIolJeX8/XXX/PKK68wbtw4ZsyYgU6n4/HHH+fBBx/krrvuYtasWXTr1o2qqipWrlzJ8ePH+X//7/+1ub5nvbFr7dq1PPfcc9x+++3cdddd4e0XXnghr7zyCpdccgkLFixodiJzNgz8JUmKWs8j1QFe3+o8IeTddH/Db0mSCSoK7+9xs3PnTkwmE4FAgMmTJ7N06dLwNYLBIB988AFz586NWJG9//77+fjjj6OG+wxNM3Lc0TBY31zsZ0x2EpkP3EjVvz7Dd7j4xB6VgrqQWG59/QImIzk3TSB+6rDwPQ5NM/Kfgw3ncwdg1WEPV/eJjPnOrwmwpcSvud+haaZW/67NPVPBqXM6z7T+uPpzxJllGv9NC+qCjBs0gv79+/Pf//6XH/zgB+F9G4/7KKpTNOWHprf+DnR1xDvaPnS1PqLpux7tGmPHjo36rrfHtc/2d2pompHDjbw2d5cHOFAVoG+UTMFf5HtOJEBp3DYYO/wZtPU5m7qlkfrAjVS99xm+w8ebLSebjcReORrbhKGa80brK//bpK8cmm7i08NeHD6FcrcCKhTWKeTE6hnWpJ08VOVne9P+tNHziva+ms3msMfT4sWLufbaa4mNjeXiiy9m6dKl/OIXv2j1OZwKp/MuV3kUXt7koMqt7TeaohIaz5S7HWHPAkmSmDhxIn5/aKA/YcIEzXM51XGUoP354IMP2LRpEzt37mTfvn34/X4WLFjA9ddfH1E2Nze31fOtXr2ajIyMVstNmTKFwsLCqPtuuukmHnvssdYrLxC0M5JeR9Kd0yj/61L8xW1LyhMzeTj2yScXRtY3SQ8HGn7XeEPZ1UdnRYrIewIq3xzVLvY07ctNeokUvdDk6kocrg5oEgWZ9BJjovx9IZRM7OLuZv6x3Rnelr99LePHj0ev1xMbG0v//v159NFHmTx5Mjpd6G89depU3n33XV599VXmzJmDw+EgIyODMWPG8OCDD55Ufc96Y1e9wPDo0aMj9iUmJpKbm8uWLVuorKwkMTExoszZSpVH4Y1tDk3GuqjljuzCVVGEyR7Pl9sOsHXbNv7zySckJCSwbt06Hn/88bBb/erVq6mpqeGGG24gJiZGc54rrriCRYsWRR2kjcw08d/DnrAgoarCq5vrmJBj4cLZ1xNfWkbB59vI33aMar8bxWrCExdLed8+JI/uT+bIeM35kq06cpP07G0kvvtVvpdyl8L4HBPd4vTUeBQ2Hg+lrW38wellIgR2BWcfMUaZeLNMdaPY/3/vdmFI7kb+sQP4gyolzpCL83dF2rCdBItMbtJZ37QJ2omztY/o1asXe/fubb3gecaIDBMrD3o0fd/ftjrIyzYxKstEolnmWG2ANce87CjVrjx2j9OR1UyiizOFITWB1F/cgO9YCc41O/EeLERxeZAMevRJcVhH9scyoh9ylExYbekrZcAfVEOrsCceWVFdEG9AJdlqwx9UqfIofFfkZU2TsASDDkZmNN+fbt++nY8++oixY8dy5MgRtm3bxgsvvACEtK0ef/xx7rvvvnbTnmsP/EGVN7bWG7raxtGaIIerA6SeeHV0Oh0rV64M/78xpzqOErQ/zz33HIWFhSQkJJCamtqsAQrgvvvui7o9Pz+fjz76iN69e7fJ0FVPTEwMt912W8T2wYMHt/kcAkF7o4u1kvKLG6j5aA2u7/agBqK3g7p4O7FXjMZ2Elpd9WTF6OkWp9N48nyw14UvqDI6yxT2PC6oDbD0exc1Xu08dmy2yKzY1XH6tX+zrBgdphZCSnvFN4y7Rsyax4hZ8/jt+DhNciFVVSNkFYYMGRIeU5wOXWvUdwrUr641lzq+frvReO4YQGo8Ci9+V8vWYh8BJeQaatGHsljkxOpZt3EN/3l4Mv5AkGAggCU+hZiMnuR/+xEpA0aTkJaF3SgzceJE3G43FRUVxMbGsmjRIvLy8iIGaACXXXYZL7/8Mrt27WLQIG3sdoxJJi/bpMnI4A/C50c8fH7EA5ig+6jQv0bIEtzYN3r4ySU9LeyrrNMYsnaX+dld1rLWythsE3Zj1xlYCxpQVZVD1QG2FPuocCsElZDAZK8EPQEl0mg7taeZRXtcjY6HCleQOrfKo19UN3udqT3N7Z7JRnD20ll9hKqqHKgKvd9Vnob3u2+inhEZJiwnqS1Rn5VGoMWsl5jYzcR/DzWsBgcV+Pqot9WsQFN7dUz4YntgzEnD+MO0kz7ukp4W9lfWaTRNmvaV7oBK0ybWqJPCK62qqlLtVal0B/EFT4Tc6SSmdI9sS1evXs3w4cMJBAIEAgEuueQSfv/73/PGG28wfvz4sMG4fnzx7bffMn78+JO+r45i03EfxQ6tnqPVIJGXYyI3yUBAUdlZ6md9oZfG88Bqj4LN1PAQ7fboY5dTHUcJ2p/HH3+c7t27k5WVxauvvsozzzzTbNn7778/6vb6cNWTDSePjY1t9pwCwZlAVVUOVwcod4F/bB6WESNI278fU34hQacHSSejS4jFemE/zAN7IJ3GIsXEbmbe3tHgyRNQ4KN9bv57yENmjI46n0KZM9LQlhOro0ec8OLq6jRVFXK34njj8kfu13fiVP2sN3aNGDGCt99+mzfffJPLL79cM8BYunQp+fn5DBo0qNmBydlEjUdh+QE3W4p9bDrubZTaVUWWZPxKaLA6dMRInvrTY+j1eqp0Cfx9pxdVCfKf312Lt7aCkUMHUz9+DQaDZGRk8OSTT7Z47UGDBrXoZXBVHwulzqBmhbk1rutvpUd89FewR7ye6/tbWdzI2NEa/ZMNXNWn605mzmd2lfn45ICbkiid2+4yP9tLfNjUIG5/w/6RmUaOO4IabwNH8RGsyZnNXmdCNxMjM8WqkKCBzugjtpX4WHXIHXXwtrvMz8oDbkZmmri8d9vbp4MHD7a73tG5wtSeZkqcwRMhd23jmr6hlO7nGj3i9VzXSl8Za5LpHqcnvybUP8ebZXLidKiqSrlbobA2iDeoHYwmWCQK6gL86ZsaxmSbuLRnSItj9OjRzJ8/H71eT2pqKgaDgWAwyLJlyygvL9cIsAeDQRYtWtRljF2qqrK2UGsQTbbK3HNRjGaRrHeCgTHZJl7aWIf7xCB9xKx5DE1r/v156aWXWr1+a+MoQftyupkvvV4vH330EQaDgWuvvbadaiUQdC7egMq6Qi9rC7xUNvVoNfSh76j+jO9mpn+Svt0W2IakGhidZWR9YZOEKQGVQ1XR54k2Yyi7oljk6/okWbQGyeN1QYodQdLt0Q2VW0q074FZL2E1dN7f+aw3dl1xxRW89957bNiwgcsuu4wpU6YQGxvL3r17WbNmDUajkd/+9rdnupqnTakzyMItDqo9ChWuYCNDF0gS9IzXIyHh9KvUeI1UGNMZkWEiCxhRobJi1WcEPC4mzf07yTY9tw0NTewOHTrEww8/TFVV1WllZdPJErcNtbP0e1dEWFlTzHqJmQOsDE1r2ZNidJYJk05iyfcuPK1YjUdlGZmRa0Uni0ayq/Flvofl+90tllFUqHQr/HWTA9+JSZckSUzvZ8FulPjvIQ8l32+ktuggvab8KOJ4WYLLepmZ3KOZfLaC85aO7iP+e8it8TKKhi8Ia455OVwdwB9suS2DkM7Yvn37uP3220+5XucykhQaFMea3HzTijeXQQczcq3ntBG8LX1lul2HXg6twGbH6kCFo7XBCC8ngDSbju7xOkDCE1BZfcRDfnWAoKJisVjo3r27pvyXX36J0+lk2bJlmpDF9hpftBfHHUGO12nvd3o/a1Rv8DSbjkt6mPm4Ud+1o9SPN6C2GK4hOHdYtWoVNTU1XH755Scd4u7z+Vi6dCklJSXExsYyYkRIc7QtdPUM8W2h/h7OhXvpyrT2nCtcQf62zUm5q/ns5Psr/eyv9HNRhpHr+7ffPGpGrgVZgrUFLffRAHEmmTuG2Um0yKf9zgSUUNh+fk0QT0BFL0OqTcewNANWw6m5E4n3WUvvBB12o4TD12CMWLbXyR1D7RHJ5EqcQb7K9xDWUQAuSDMioX2eHflsz3pjl06n4/XXX+ett95i5cqVLF++HL/fT1JSEtdccw0///nP6dev35mu5mnh8Cm8fsLQBUQMZmONsib7kkpI3yjGFMpkMSLdyF+//Yj0wXnEZfdFkaFv33gkSaJv37488cQTfPjhh1H1BU4GvSxx40AbE7qZWVfgZXOxT1PXFJvMmCwTF2UYsbSxwRmWbiQ3Sc/G4z7WFXo1nhNmvcSIdCNjsk3NWpMFZ5aNRd5WDV2NKXYEOVDpJxlfOFNHuquc9D1fsWLhq2RdMJ5uo68Ml481SYzKDGn1NI79Fgjq6cg+4ttjnlYNXY0pqgtysMpPYxkkn88XNSvN5MmTmTFjxinV63xAliSm97MyNsvEukIvm477NK7yiZYT/U2m8bwIbW9rXxlrkthY5OPdXU6NoUsvhzTAUm26qCG3h6sDHKwKkB7FuWnRokVMmjQpYjLfnuOL9qCiiVeDzSi1qO94UaZRY+xS1JBeqhhvnB8sWrQIOPkQRoCysjLmzp2r2TZhwgT+/Oc/t2o4q6mpOWcm1SKjZ+cQ7TnX+lRe3+Gn1te2d+nbfB81Dhcz+7afh9ekNMg2qqwvDnKgOtLzPdYoMSJNZlQ6mAN1NJFsOin8QZU1RUE2ligRmlIAS3bC4GSZi7P1JJhP7f7E+9zAwLgA3xQ2jCG+L/Hx1Fduxmbq6BUn4wmq7CpX2FAcxN/kTz8wRqW6umXHmPbkrDd2QUhr5ac//Sk//elPz3RVOoRPD3uoaiTUraghT5Yki4zNKJMVo8NmkDQif4oKi/e4+FVeLH5HJSU713DhT0IZYIKhhExIhFbIL7vsMhYtWtRug9F0u44Z/a1Mz7VQ51XxKypWg3TKFnWLQWZCNzMTuplx+hTcARWDLBFjkoQ2UxfGE1D5cF+koSvFJjM0zYjNIHG4OsDOJiLSLr/KmvVfR2Tq+MPvf8eMGTNwBSS8QRWTTsJuPPuzywk6no7oI1z+UFh5U9JsMkPTjVj0EgerAuwq82u0Bx0+lapGrrlffx35rv/ud7/juuuu61LC3l2VFJuOaf2sXN23ob8x6yVshvOvbWhrXzkkzciKA24uzDASUELjCaMOMmP0XJBqwKCTOFAZiEgtXutVsCjaUWt5eTlffvklTz/9dER9OmJ8cTo09aqMMcotviMWvYQsodE7i6YvKTj3OHbsGOvXryczMzMiq2ZrXH/99YwaNYo+ffpgNBo5ePAgL774Il999RX33HMP7777bovvXVxc3OlW/4yjqio1NTXExcWdd+1wZ9LSc160xYEHaCpHmmiRiTPJlJQ7id29j7iCIvQeD6os44uxc/DSQVx4cd/T0uxqzEXxcFFPqHQHOVwdkivR6ySSLDK9E/TtMo9z+BT+sdVJQR0g6SLuuZ49NXDEGYpE6tmMjE40xPscyeVWhd01dRrvrjoFVhUABRCyMuiQ9Doa/zmGpBoZkGWLOF/9M+4Izglj17mMN6iy6bjW+plml0m368LeXPFmmYdGx/Dxfg/MmhcuV+lW2FcRoE4Xz/QX1oS3m/Xage/vfve7Dqm7LEnEnaL1vDlsRhnbuZNr4JxmSxPPPoAreodCDes7i3E5UOYM8rp5flhLYMSseVzy8/n8Oi82aicYo4NI6V+BoHP5rsiHv0lkwLR+FsbnmDTvd7EjyN+2Nnjmjpg1jzRbyFX/ySefbFUvUdA2OqK/OZtpqa9cX+BFUUPe2Ho5JIVwwwArF2UYw+/uhG6hbFl/2+rA4WvQrWqqs5mcnMyuXbuarUdHjS9OhaYLbmWuIC6/0uxCXGFdMELYvzN1RgRnjsWLF6OqKtdff/1JLzo0zew4dOhQXnnlFW655RY2bdrEl19+yaRJk5o9/lyaTEvS+bfocCZo+pyL6gLsrwwQMjiESLfrmJFrobtZofbjb3Gs201prY+jtY3audIyyvKPUPJNErFXjsE2sm2ht20hyaonydr+ZgdvQOWNbU4K6oI0vt/mcAfgzW1O7r4ohoyT9NLtqPd57ty5LF26lDlz5vCzn/0svP3TTz/l3nvv5amnnmL+/Pl88MEHGhmBkpISrrnmGu67775OX1CKMen4yVA7r21xtCo1VE/3OB0/GNj5umxi2biLs7NcCWsYQWgF9rYL7JqwxXKXwt7KANfmWiLc69cVeFhzTBtmczLWbIHgVNlQpI3T759sYEpPS0Qjl2LT8YOBVs22KrfCgcq2JzsQCDqbpu/3kFQDE7qZI97vdLuOmQO073eJUyG/pnkNDYGgo1BVle+Oa9/dUZlGRmaaIt7d7Fg90/pp390j1QFKnGfnu5sTq0PXaNQbVOCbY83ryXyZrx07xZkkEkS4/DmPoigsXboUWZaZOXNmu5xTlmWuv/56ADZv3twu5xQImqOpMLxRB0PTDKzcVsm/5vyTz9/fxOZCN9VelRSrjsZ6Su6ASlVxDVXv/Jeaj9Z0+ZDaL/M9FNRG9knd43SMyzExMMUQkfnPE1BZtNvZpe7NZDLx2muvRfVumjFjBuPHj+fXv/41SiPv6nnz5jFgwABmzZrVmVUNkxOn564L7aTaWu8Xh6UbuXN4zBnRvBS9dhen2Kn9EPslGRiebiStyYv1790u9pT7GZXZsJTrV1RWHfZEZMAbnSVcowQdi6qqFDURAh7TwnvXM14fYagtrDs7J1SCcx9fUI3IvDg2u3kB9H6JehIs2ja7sE4YcwWdT61Xpc6rHVe09O5ekGqI8GYqrD07312bUeaCVG0/9Pnh0IJgsJELlzegsuKAm21Nsn2Ozo40CArOPb7++muKi4vJy8sjM7P57M8nS32SBre77TqmAsGpsLeivu1SKXYEOVobZNU+J/b3V2IqrwQgoEC1R6HYEaDGq2rCvGu8ofFN3eebcXy5tZNr33YCSmSG3QSLzH0jY7h3ZCzX5lq5faid34yLi9BnPFYbei6dgaKqVLpDCWEq3UGUKEa2vLw8kpOTeeWVV6Ke47HHHuPo0aO88cYbACxZsoSNGzeyYMGCM9ovZcboeWhMLLcPtdE/WWtYtBklxuWYmDM2lpsH285Ychdh7OriNE0HnmYLaUyMywllndv898f44N4xrPv7k7y5zcmKA24OVfvZW+Fn9RtPsmnueDb//TFN2a+XvKE556effkpubm7n3JDgvMAXhKZteUuivpIkRRhwvW10ixUIOpto72aareX3u6m7vHi/Ba0xd+5ccnNzmTdvXsS++fPnk5ubGxbBri/76quvaso17d89UbKBtvTu6mSJ1Cb7vWfxOsS4HK1hT1Hhg71uFqyp4b1dTv65w8Gfvqlh9RGtV5dBB6PO4YyeggZOR5i+JbZv3w5AVlZWu55XIGhKKFmLSn5NkPyaAFa9ROqe77GXlWvKqZJEZZ/e7ByTx+rc4VTEh5In+BsZ/2uXf0uwztWZ1W8zO0v9OJsI8N86xEa3OK1hK8YkM+sCO3EmrbFlXRsyRZ4Ole4gKw64efzrGp5cU8uz62p5ck0tj31Vw0f7XJosmbIs89BDD/H2229TXFwcca7ExEQee+wxnnvuOdasWcOCBQt49NFHu0R7IksSA1OM3DHMzp8mx/PHSfE8PjmeeRPiuDbX2uIYo1Pqd0avLmgVY5MUnqUnvAlGZRnpnxxKi2RJSKNg038J+jwU1gYpcypUOdy4d3+GLi4tfKwsgdFkYuHChSKjhKBDMepCOjCNiZbivjFNPRCNIuGVoIsSbXWqpdAuVVUj3n/jGVrhEpxdZGRksGLFCjyeBuOL1+tl+fLlEV4nLYVBhMvoTu7dVVSV0ib7z+a2uVucnsk9zBHba70qm4/72Fbij6o/cl2ulViTGDKf61RWVvLFF1+QkJDAlClTmi3n9/s5ePAgR48e1Ww/cOAAtbW1EeU3btzIG2+8gdFo5LLLLmv3egsEjZEkKHYo4XFHUFFJ27VHU8Zrt7P9xpkcuGQy+X36sSd3MO+Nv5Lv8/KQGmlfqQEF57rmdRkB3H6FvRV+thT72FHqo7Au0Ckhgvk1Wi/jXgl6smOjS/UYdBJjmngxNz2+vVBVlc8Ou/nzt7WsPuIJ617W4/KrfH3Uy/+ureWTA+7ws7r00ksZMGAAzz//fNTzTp06lSuvvJI777yTiy66KBwa3ZWQJAmLXsKo6zp6fUK8qYuTbpXYUdXwe2+Fn0p3kESLjh8PtrHcLOPPycVVXkjR1tVU9wh1zp69X6GLScWcFBoMm/USfRIN9MrLIz8/n1deeYVf/epXZ+KWBOcB9Z4sjUMZNxT5GJgSPZTxSHUgwhiQ1UyHJRCcaYw6iWSrTLmrwUC7vtBLn0RD1PIHqgLhBAz1ZJ6kMKrg/GTgwIEcO3aMVatWMX36dABWrVpFeno6OTk5mrJ5bejf40yhLLaNB9/rC31c1z96e7uj1H/CS6CBrJizu22+oreZgBKabLSGJMG1/SxcJLy6zjref/99Nm3aBMC+ffvC2zZs2ACEJo5Tp07VHLNs2TL8fj8zZszA2FxKN0LC0FdddRVZWVl8/vnn4e0rV65k4cKFjB07lqysLIxGI/v27WPNmjXIsswf//jHdg2NFAiiEWOUKGgklaAeK8ZSU0OCRSbFKmOUJSpvvIQiUwLOumA4gU5QldiU1YfJagUcPRI+3rV+N7GXjoy4TmFdgDXHvGwriUzYk2aTGZtt4qJMU4TjRnvhbrIwkRPb8riqexOPr6bHtweqqvLRfjfftKF/UVX4/IiHozVBEk+spTz88MPcdttt3HHHHVGPueeee1i2bBn33HNPe1b7nEYsU3VxBifLGBo1EooK7+504vApmPQSfRL0ZNh1DJg4jX3ffBQelLq3rcQy9CrMeokkq45fjIoh1iS36iYpELQXjfXjAHaX+fky3xOx2lPpDvLv3U7NtgSzTN/Es3tCJTi3aRrStK3Ez7fHIt/vMmeQRXu0IQApNlkkChG0mZkzZ7JkyZLw78WLF0cVzm5L/y5JUoThZl2hl83HIwfmRXUBPtynfXe7xelaDEk/G5AkiWn9rMy6wBaRXbKhDAxINnD3hTHk5UR6ggm6Pps2bWLp0qUsXbo0nDF08+bN4W179uyJOOZ0QxhHjx7N5MmTOXToEEuXLuUf//gHBw4c4KqrruK9995r99BIgSAaNoNMsNH6mnq8nEy7jn6JBhLMOuIy4hlzcR8eHBWDLIf0u+qpciukT7pAc75ARS2Kp0H0vt5z6fkNdWyMkpkaQtEay/a6eW5DrSZcrz1pKjxf423ZeFXl0S46GuT2N8JtPO5rk6GrMeWuYHhBdOTIkYwfP55nn302almdLtT/6vViDNlWxJPq4pj1EiPSjScya6j4FdhfGeBP39RwUYaRcrdCQFHJHXMl3y16iR6BUhRVoqRgB3l3/g/qZ7tJjNeTbG0YnDZ2k3ziiSfO3M0JzmlGZJj45KBHExKyfL+bTcd9DE0zYDfKHKoKsL3Up+mUIZREQe4i7q8CQTRGZhr572G3ZpC3bK+b9UU+hqUZseglDlb52VHqR2ky/horhK4FhEIEnT6VgApWvdSseOv06dN55plnKCgoQJIkNm/ezLPPPhv2UGlMW/r3MVnGEwsPod+qCu/tcrHmmJcL0owYdRL7KvzsLvdHaC+2JGZ/tjE41cjgVCNFdQG+L/dT51ORJIg3yQxONZBoObuNeuc7Tz75JE8++eRJHbNixYo2lcvOzmbv3r0R20eNGsWoUaNO6poCQXvj9itIUoN2boIc4LgziCpBilUmJjmeA1UBvj7qJaiEZG7qxymxJpkiSyw9mpxT9fnBHFrE/u9hD58e8tAWypwKL2+q496Rse2ezTbFqm2jd5f5cPktWA3Rr7PpuDZLZbK1feujqCqfHdY+F0mC0Vkm8rJNpNlkSl0K6wq8rC3wasaGZa4gAUVFL0vMmTOHGTNm0KNHj3at3/mKMHadBQxOMfDhPjfHagMao8C2Eh+15X5kv0IvQxxpg/Pw7/wPoJIxZBy/nNyN57+IPnhuzU1SIDhdzHqJa/paIrxaih3BFvW70u26cAIGgaCrYjPKXNHbwkf7tJm1jtcFOV7XfLat7FgdY7LOHYOB4OQpqguwtsAboQ+VE6tjTLaJoScMTvUkJiYyadIkli1bhqqqTJo0icTExGbP31r/nmjRcUlPc8Rk5VhtkGO1zb+7vRP1DE8/97I5Z8boyTzLQzMFAoGgnlqfSrpNx/ETY22bzYSq1o9PgnidRWzuVUuFR6XWq+AJqLgCKnoJesTpqM4vizinZAq1/Qcq/VENXfIJQ5rTr0ZoVNV6Vd7d6eTuC+3tutA3LM3IygPusNHIF4TFe1zcPNiGTo4Uoz9UpdXouiijffuzfRWRkhU3DLAyspE3dZpNx7W5Vnol6PnH9oaoloACu8r8DE0zkpuby7Rp03j77bfbtX7nKyKMsQvjD6os2e/n9a0OYoxShKeL06dS51Op9SjUehW6jZ3GsfXLObZ+BTf/4IawgH00WnOTFAjag1FZJi7v3XbDVYpN5o5h9jOWnlYgOBnG55iYEkXsujky7Dp+MtSOvgNc5wVdH18wNOD/y/o61hf6IoTQj9UGeX+3i6e+reFApV+zrz6UcenSpVFDGBvTlv790p5m8k7CS6t7nI5ZQ2zC41YgEAi6OEE1tLAWf8KTyp2aHN6nqir+yjqObznMoaoA5S4Fb1DFF1DRyRJHaoLsX7WNKk/DorQ+OQ7ZFJpTfpkf6bk0qYeZR8fHMWdsHL+fEMdPR9gjMqwfqQ6QX9O+4YxxZplBKdq57o5SP8+sq+Wrox4OVwfYUuzjtc11LPleu/BuM0oMSW1fY9e2Eq3nWGaMrlmD2pBUY0QY/fZGxz/wwAOdIvJ/PiCWsroo/qDK37Y5+L5cwWgEqyH0QR+tibQaK8D3FX769BqJpAQw6yTuuHZyq9cQbpKCzuCSnhZSbTpWHnBrBL0bo5dheLqRq/s2734sEHQ1JEniij4WUm0yqw55Itrmegw6uDDDxJV9LFiEIfe8xB9UeX2Lg8PVrWd/qvOqLNzioNoTDK9ITpgwAb8/ZAAbP358q+dorX+XJIlrcy2k23V8fsQTFihuikkvMSrTyOW9LR0mMiwQCASC9sOil/AGJPom6smvCXJcl4wrIR5zZRU1XhVfUGXEd2upmzCVmvgEgkoofNGsg377dpN48DD7jDI5sSqZMXpsYwcDIW2pvRXaPuzyXmam9LSEf/uCId0vo05id1loUUcvS8SaZD454Oaui2La9V4v721hX2UAb6PFo3KXwsf7mvdSBriqj0Wjid0e1Hi1/eiQVEOLnmxDUg0cqQ4wYtY8AE0/nJWVxY4dOyKOaS6EWtA8wtjVRVm21xXhbmnSSfRNNOANqJS5gjh8Kk4ZFDkUt2w1yry/7GPS7PqwgF1LCDdJQWcxJNXI4BQDB6oCbD7uo/KE1pzVINE7wcBFmUbsRmHkEpydjMgwMTzdyN6KAFtLfFSdeL9tRpk+iXouyjAKI+55zpLvXW0ydNWjqHCoKkA3c2gAr9PpWLlyZfj/rdGW/l2SQqnYR2UZ2V3mZ1uJjxqvSlBRiTGFkoRcmGHCLAy0AoFAcNbQM17PlmIfsiTRM16PUYbEiRdQ8u/V+IKhPsXidnHNpx9R0S2Hg3GpGAN+uh07QmxtDYYTHmHHaoPojXoyRg0AYG+F1uPYYpAY3y3k3a6qKl8f8/LpoQat3gSLjqM1AfyKijsQ5P09TmQ5FNrXXpqIqTYdtw6x8dZ2R1Sh/Ghc0tOsCS1sL5rqs7YmgN90v/Dj6hiEsasLUukOsrGJiJ5RBxO7mRmebsRmlDhcHRIWXGSW8asNmb02Vhi4Kd3W5ms98MAD4QG0QNCRSFLIWNs3sfnwWoHgbEWSJPonG1oMHxecn5S7ghHCuCa9xIRuJoanhfr0Q1UBvjrq5Ugjg5iiQlkjb1i73X5S121r/y5LUlisXSAQCARnN6OzjGwpbuhzfAqsT+9Nt+w9JJeWoqohja2AAoaCY2QVFaCqKp6gChI0Xnv+ZuCF9DeZsEKEFleveD1GnYSqqizd62ZdgTYLYZxZhpqG3wEF9lf6efG7On42IqbdMvv2SzJw14gY/r3bSYkzupcyhIxzV/WxMLqDdFPtRq3xan+ln4ndm5e62N9ErkAs+ncMkioCQrscKw64WX3EA6j4fD6sZhP3jYyJEFBVVZV/7XaxudEgWi/Do+PjsIkPJiqqqlJdXU18fLzIhtZOiGfavojnKWhvxDvVOTT3nD/a5+LrRqnIDTq4b2QsGU0G+qqq8u4uF1sbTVIMulCfLjwDQ4h3uXOof84JCQlnuiqCsxDxnXYOzT1nVVV5bkMdRXX1rk4qO0r9BJ0eLl/zKYlVFSgq2AxSk1A+FatBxuUPmQYKRgyn8KIRXNPPwsRuZlYdcmvE6fsnG7hjmJ3PD7v55GCkaL3Tr7CzVGvQGZVlREIi3izzwKiYdp2vqqrKwaoA6wq95FcH8ATBIIe8vy7MMDIszXhKoYttfZ+/K/Ly/m6tNti9I2PoHhfpW1RUF+C5DXWajMfX5lrO2wRdHdnnCM+uLsi2Yu0K8JgsY9RMQZIUyna3vcRH4IQhuz6bwyiR7UsgEAgEgjPO9pKmfbopwtAFoT59Wl8LO0p94czL/mCoT++IkAuBQCAQnHtIksRNg2z8dWMdnoCK06eGDFhGEysmXMaQHVu48PhBDKo27i/GJNM/ycAe1caWgcOo7N0LgA2FXiZ2MxNn0hqmDlb5KXMG+PRwpKGrf7IBT0DBH4Q6n0KpM4gkgUTIWFTtUfjyqJer+lgijj2d++6TaKDPGYogGZpm5OP9btz+BgvWG1sdXNPXwrB0I3pZIqiEDI8f7nNpDF1GXUgSQ9D+CGNXF0NRVao8TQXumg8tsBtleifoNYKBTY8XCAQCgUDQ+QQVlRqv1oF+aFrzfXqMSaZXvJ79laJPFwgEAsGpkWHXcccwO29uc1DqbOiDAnoDuy4ajTlxFCn7DxJbWITe4yXRrmfooCTiRvbHk5TGZ1uc4WNKnQregMrAZANLpQZtKn8QXtvsIKCoQIPH0y1DbGTH6vjL+jrizTLxZpkMuy4iA/F3RV4u7Wlud6H4M4VRJ5GXbeKzRsY/l1/l37tdfLTfTbJFpsKthD3nGjMqyyQSGHUQwtjVxWgqbge0Kg5rarI/KAJTBQKBQCA440Tr05v22a3tV4StSyAQCAQnSY94PQ+MjuXFDbXk1wTC/ZHVIKEYjZQMGojvosGMyzGRl21Cf0IwPdMX2el4gyqxJpkhqQa2lTSEJn511IvZIJFp12E3hvQfHT6FF79zaYxbelni7ovs/GN7gxHN6VP5vsLfolPH2cYlPc0cqQlwsFKbkMbtVznWjIJ+9zgdV/ZuPw83gRZh7Opi6GUJs17SNBAHqwJkRAljhNCqcdMMT3aDsAwLBAKBQHCm0csh41XjtOgHK/2k2aIL8wYUVSNSD2Azij5dIBAIBCdPgllmSk8zVR6FSreCJ6BiM0pM6WGiZ4KBvol65CY6VOWuSGOX8YT31aQeZnaU+lHUkM6SOxD6V+VWkCSo8agROl0Ag1IMDEk10i3Ow9GaBqNPqbONKRTPEvSyxO0X2Hlnp5M95ZHPoSl9EvXcOsR2zni3dUWE4mkXpG+i1rD19VGPZqDcmO+KfNQ1CZHomySygQkEAoFAcKaRJIk+Cdo+/auj3nD696ZsKPRGZLwSGWwFAoFAcKpk2HXoZYlUm45ucXqSLDr6JBrITTJEGLoA1hdqsyomWGRMJ9ZnsmL03DDACkR6LqtqdM/lDLuOHwwMHZNg1poemnF2Oqsx6SVuH2rjliE2eiVEd1bpEa/nh4Os3DncjiVKApq5c+eSm5vLvHnzIvbNnz+f3Nxc5s6dq9m+efNmBgwYwOzZs9vnRs4RhLGrCzI2WytQV+VRWLiljsK6htVeX1Dlq6MePtynzfrQI14fVfhWIBAIBAJB55OXo+3TK90KC7c4KGrUp3sDKl/le/hov1tTtleCvt3SswsEAoHg/KNnvJ5kq3bKv/h7F5XuSEvT5uNeNh3XJlUZmWnUZCG8KNPEj4fYsBgkmtrKnE1CIPsk6rnrwpBBR1VVCuq012xNqudsRZIkLkgzcteFMTwyNpabB9uYOcDKzYNtzBkbyz0XxTAiwxTV2FhPRkYGK1aswONp0ADzer0sX76czMzMiPKLFy/mlltuYfPmzRQVFXXIfZ2NiDDGLkjvBD2ZMTrNQDi/Jshz6+tIs8nYjDJFdcEIoT+Aid1EJgeBQCAQCLoKfRL0ZMToON5okH+kOsBf1teRbtdhNUjN9ukTRJ8uEAgEgtNAkiTGZJv4eF/DYkqFS+HptbUMSzfSJ0GPO6CyrcQfEUavk2FUlGzAQ9OM9E7QM//LaraX+sMRSMXOIElWmcGpRsZmm+iToA8byvaU+6loEiLZLe7cX8xJselIiSJdoJxIx9icwWvgwIEcO3aMVatWMX36dABWrVpFeno6OTk5mrIul4uVK1eyaNEiysvLWbJkCffdd18738nZiTB2dUEkSeLHg23838ZafFrjOiVOBZzR1WrHZpsYlCLCHQQCgUAg6CpIksTNg228tLFOk5IcoNjRfAzHuBwTA5NFny4QCASC02NslolNx32aRZeAAhuLfGws8jV73KU9zcSaogeC2Y0yNw+2Ie9y4g2GNCclSWJEhonrcq2akMZDVX4W7dFGI6XZZHrGn1+miMK6AOsKvOwq84clC2xGiYHJBvKyTWTFap/HzJkzWbJkSdjYtXjxYmbOnMmGDRs05VasWEHPnj3p1asX06dP53/+53+49957NR555ysijLGLkmLT8dPhMcS0UZg2L9vEtbkW8VILBAKBQNDFSLPp+NkIO7GmtvXR43JMTOsn+nSBQCAQnD4GncQdQ+2k2No+9R+XY2JyD3OLZS5IMxJjkjHpJGwGGateYvNxH0+sqeFfu5ws3+/ixe9qeXmTI0KPcmy26bzp45w+hb9tdfDc+jrWF/o0z8LpU/muyMdzG+pYuKUOR6NQ0OnTp7Np0yYKCgooLCxk8+bNYcNXYxYtWhTePmHCBFwuF2vXru34GzsLOL/MqWcZmTE67rrAwO46MxuKfNQ0EaKXJMhNMjA+x0Q/IUovEAgEAkGXJStGz0NjYvnmmJcNhV5qo/Tp/ZMMjO9mEqL0AoFAIGhX4swy914Uw0f73Gwp9kUIzNcTY5K4tKeF0VnGVo1RelniBwNtvLHVoTmf269GaH81pk+intFZ50eYfp1X4a+b6qJmuWzKvooA/7exLpzEJjExkUmTJrFs2TJUVWXSpEkkJiZqjjl06BA7duzgxRdfBECv13PVVVexePFi8vLy2v+GzjKEsauLYzVITO1lYUpPCwerAlS4FfyKis0g0TNeT6Ll3I91FggEAoHgXMBqkLmsl4VLepg5UBWgwhUkoCL6dIFAIBB0OFaDzE2DbFzZx8J3RV72VwZw+VVkKZQpcXi6kUEpBnRy2z2ucpMM/HCQjX/tdhJs3Z5DrwQ9t15gb/Uac+fOZenSpUDIgJOens5ll13G/fffj9Uayu74+9//nkWLFvH0009z9dVXt7nOnYWiqry13dEmQ1c9FS6Fg5V+6qXSZs6cyWOPPQbAH/7wh4jyixYtIhAIMHHixPA2VVXR6/XU1NQQFxd3ejdxliOMXWcJOlkS3lsCgUAgEJwD6GSJ3CQDiH5dIBAIBJ1MrEnmkp4WLunZPucblm4k2Sqz6pCHvRV+1CheY3EmibHZJiZ2N6NvozFtwoQJLFiwgEAgwMaNG/nd736Hy+Xij3/8I263mxUrVjB79mwWLVrUJY1du8r8HK3RanNaDBLjckwMSjaABLvL/Kw55sXVSNPT6VepJWQgmzBhAn6/H4Dx48drzhUIBPjggw+YO3cu48aN0+y7//77+eijj7jllls64tbOGoSxSyAQCAQCgUAgEAgEAsEpkR2r545hdirdQbYU+6hwKwSUkOdy7wQ9A5IbPMZqvQrbS31UuhUUBazGUJle8XpN6KTRaCQlJQWAadOmsX79ej777DP++Mc/8sknn9CnTx9+/vOfM378eAoKCsjOzj4j994c3xZ4Nb/jT4SSxpkbtNOyYkIhnf+3sY4qd4MHWP3/dTodK1euDP+/MatXr6ampoYbbriBmJgYzb4rrriCRYsWnffGLiFQLxAIBAKBQCAQCAQCwXnK3Llzyc3NZd68eRH75s+fT25uLnPnztWUffXVVzXlPv30U8YOG8glPS38YKCNmwfbuDbXyuBUIzpZotgR5J87HDzxTQ0f7nXzzVEv3xZ4+fSQh1c2OXh2XS3rC72o0VzDALPZHPZyqhdlj4mJ4eKLL2bJkiXt/EROjxqPwsHKgGbbFb3NGkNXPbEmmav6WDTbnH6VSnfIK8xut2O32yOOW7RoEXl5eRGGLoDLLruMPXv2sGvXrtO5jbMe4dklEAgEAoFAIBAIBALBeUxGRgYrVqzgt7/9LWZzKBOj1+tl+fLlZGZmasqaTCZee+01brrppjbpQu0s9fHuLif+YPNlSpwKi/e42FfhR2li8Nq+fTsfffQRY8eO5ciRI2zbto0XXngBCGUtfPzxx7nvvvuQ5a7hy1Ph1t6oTg5lr2yOQSkGDDrwB2HErJDBsdKtRNXyfOmll1q9/qBBg9i7d+9J1vrco2u8DQKBQCAQCAQCgUAgEAjOCAMHDiQjI4NVq1aFt61atYr09HQGDBigKZuXl0dycjKvvPJKq+c9UOnn7R0tG7oas6PUz+HqAKtXr2b48OEMGTKEm266iZEjR4ZF6cePHx/OTDhx4kTcbjfffvtt22+2gwk2cU4z66UWtcr0soRZr90faLuuvaAZhGeXQCAQCAQCgUAgEAgE5xjegMrWEh+bjvsodQYJKCoWvUSP+JBWVO8ErU7WzJkzWbJkCdOnTwdg8eLFzJw5kw0bNmjOK8syDz30EHPmzGHWrFmkp6dHvX5AUXlvlxOlifHHoAtlcrToJQ5XByIyFla5FQYOG8kzCx5Dr9eTmpqKwWAgGAyybNkyysvLGThwYLh8MBgMG8G6ApYmhiunT6XMGSTFFj3rcoUrSJ1X+5CshrZnxRRERxi7BAKBQCAQCAQCgUAgOEdQVZVvC7z856AHT0BrRPEFVbaV+NlW4ifdruMHA63hfdOnT+eZZ56hoKAASZLYvHkzzz77bISxC+DSSy9lwIABPP/88zzxxBNR67G9xEdtEyPOhRlGpvezYDHI4bruLPPz/m6Xpq4OTHTv3l1z7JdffonT6WTZsmWakMVDhw7x8MMPU1VVRUJCQhufUseRbtdhNUiaLIur8z3cONAWtfzqfI/mt8UgkWGPbhgTtB1h7BIIzhGCwWBYtLEzUVUVn8+Hx+PRrAwJTo32eJ56vR6dTif+Hp3Imfr+2oL4RjuH+uccCATQ6/XiWZ8kZWVlvPzyy6xevZqSkhKSkpIYMGAAt912G7fffnuLxy5YsIDrr7++cyoqEAgEXRxVVVl+wM1X+d5WyxY7gry8qY5ab8izKjExkUmTJrFs2TJUVWXSpEnhcMFoPPzww9x2223ccccdUfevL/RpfneLCxnXGveRkiQxJNWIL6jyr12u8Ha3X6WwLkBWTIPJYtGiRUyaNIn+/ftrztu3b1+eeOIJPvzwQ2677bZW77uj0csSIzONfNnob/BdkQ+7UWZyD3M4ZNEbUFmd74l4ThdlGDHoxDjidBHGLoHgLEdVVYqLi6murj5jdVAUhcrKyjN2/XON9nieOp2O1NRU4uLixKS7A+kK319bEN9o51D/nMX3d3IUFBTwox/9iNjYWB555BFyc3MJBAJ88803/O53v+Obb74BQt/b/Pnz8fl8LFiwIHx8tExUAoFAcL6ytsDbJkNXPb4gHKwKkGMKeSHNnDmTxx57DIA//OEPLR47cuRIxo8fz7PPPhux6KCoKkdqtBkJJ3QzN9svDk83suKAWxPOd6S6wdhVXl7Ol19+ydNPPx1xrCRJXHbZZSxatKhLGLsAPn3lj6z4aBkAkqzDHJfMtkF5fHn9PfTPDhkQn7v7GnpNuoneU34YPk6WYGy26UxU+ZxDGLsEgrOc+ol2amoqVqu10ydWqqoSDAaFJ1E7cbrPU1VVAoEAtbW1HD9+HLfbTUZGRgfUVABn/vtrC+Ib7Rzqn7OiKNTV1Ynv7yT44x//iCRJvP/++1itDeE0ffv2ZebMmcTGxgKhZ2wyhSYAKSkpZ6SuAoFA0JXxBlQ+OeiJ2N4/2cCFGUbiTDJHawN8e8xLpbtBJyuoqJSd0M2aMGFC2Fu9LRpYc+bMYcaMGfTo0UOz3RNQaZJUkW5xzZsfZEkiJ1bP7jJ/OCNh4zDA5ORkdu3a1ezxv/vd71qta2di0ksMGTmOzOt+i6oEqSs+zJa3H2eD24Fyx/8AoX6tKdP6WUi2ihDG9kAYuwSCs5hgMBieaCclJZ2ROoiJdPvSXs8zJiYGk8lEeXk5qamp6HSi02xvusL31xbEN9o5NH7OsbGx4vtrI9XV1Xz99df88pe/1Bi66qk3dAkEAoGgdbaW+CI0um4aZOXCjAZPoR7xevKyTby9w8nusgYJhhqvgsOnYDfqWLlyJUCb+q/c3FymTZvG22+/rdkeLftgnVchwSxHbK+nPpyyHkMLGQzPJKqqcrAqQEFtEG9QxSBDRoye3CQ9cqOxVmqsmRtHZvPxfjeWhFSyRkzl6PrlzZ73mr4WxuWYO+MWzguaf9MEgkbMnTuX3NxcXn31Vc32Tz/9lNzcXJYtW8awYcPIz8/X7C8pKWHkyJG89dZbnVnd84b6VZdoEwSBwGazoapql9WSOtsR35+gJcT31zaOHj2Kqqr06tXrTFcFEOMdgUBwdrPpuFb7KeTRFRkSp5clbhhgRd/IGqCqsK0kdLzdbsdut7f5ug888ECEl5JBhvgmhq3NTerXmBJnkILaoGZbsrXjzRUttfv12mDr168nNzeXyuoavjrq4c9ra3l1s4MVB9x8dtjDJwc9vLHVwYJvavj0sFtjcJzQzczdF8aQoZRQumcdstzE30iCgSkG7rrQzsTuwtDVngjPLkGLqKrK/soAhbUB9EYTL738Kt3GzWBs72TiGjVeM2bM4NNPP+XXv/4177zzTjg7xrx58xgwYACzZs06U7dwXiC8NQTREO9F5yCesyAa4r0Af1BlV5mfgroA3oCKQRfKLjUk1RgW562fHHWl52UymXjttde46aabiIuL0+wT4x2BQNCVKXNpjUUXZhibLWs3yvRPNrCztCFssNylRC370ksvhf//5JNPRuzPyspix44dmm2SJDEi3cjnRxrCKtcVehmcaqBPokFT1htQWbzHpdlmM0rkJmnLdRQttfuNeWOrg5JA9GcEUONVWXXQw9ZiX0h8fvVqhg8fTjAYxOsN6aj98K6HGdsjZNT6xiBzSQ8ztw9tu2FR0HaEsUsQFUVVWVvgZc0xL+UuheOOIEn9LsJZVsALL73M6uvvZ1CKAZO7oUF97LHHuOaaa3jjjTeYPXs2S5YsYePGjXz44YddahArEAgEAoGg43AHVFYf8bC+0KvRW6nno31uLswwMqWHme7duyNJEgcPHmTq1KlnoLaR5OXlkZ+fzyuvvMKvfvWriP1ivNP1+eCDD9i0aRM7d+5k3759+P3+ZrN2vvDCC7z44otRz2M0GiMm8K2xfft2XnjhBbZu3Yrf76dPnz7cdtttTJs27ZTuRSA4GZraYWJNLXtGxTXZ7wtGttmnw+hsE1/ke8LaXYoKr21xMDzdyLA0I1aDxKGqAGuOeajxaq89MtPUaRkJW2v3/SemvAW1QQxtcOgvdSrsq/Rz0chR/M9jf8TtdrNo0SIOHz7M7+//CXp9yAzzZ72E1SD6jY5CGLsEEfiCKv/c4WRPuTb0QpJ1DJh+N5ve/AO9Jt3EDjWV0gPu8P7ExEQee+wxHnroIfr378+CBQt49NFHycrK6uxbEAgEAoFAcAaodAf521YHpc7mV749AZU1x7zsLPVxx/AYxo8fzz//+U9uvfXWiLDg2traTtftkmWZhx56iDlz5jBr1izS09M1+8V4p+vz3HPPUVhYSEJCAqmpqRQWFrZ6zHXXXRfxNzxZvb3169cze/ZsDAYDV199NTExMaxatYqHH36YwsJC7rrrrpM6n0Bwslj0Et5GIXTHagL0jG9+yp/fJFtiexteEswy43NMfH20ITukqobCGVsKaYw1SUzsdnoZCT0BlS3FPraV+Kj2KKhqg7fYqCyTRjustXZ/Y3H0uqbYZDLsOspcCsfrtF513oBKtWKie/fuQEhA/9Zbb+XFF1/kwQcfPK17E7QNYewSaFBUlXd2Rhq66skcNokD2X35fvlrDL/lUYInxrIHKv30STQwdepUrrzySu68804mTZoUdQVNIGgr27Zt49VXX2XXrl2Ul5cTGxtLTk4Ow4cPZ+7cuR1yzZKSEv79738zdepUBgwYoNk3d+5c/vOf/7Bly5YOubZA0JUQ35/gZHH5FV7f6qCsBUNXY2q8Kgu31PHg3N9z1+0/5sYbb+QXv/gFubm5BINB1qxZw7vvvhsWSu5MLr30UgYMGMDzzz/PE088EbFfjHe6No8//jjdu3cnKyuLV199lWeeeabVY6677jpGjx59ytcMBAL87ne/Q5Ik/vnPfzJw4EAA7r33Xn74wx/ywgsvcMUVV0RkrBMI2pMe8Xq2NjLMfFvgJS/HFFUs/nB1IEIjq3sL2RJPlav7WqjyKOwsbZuGpdUg8ZNhduzGU9PrUlSVzw57+OqoV2P4A6jyhLyzPj/iYWiakRm5lvC+5tp9X1Dl+3KtsSveLPODgVZ6J+jDHr3HagL8e7eTkkZ9YK1XodqjhLXL7rvvPn7605/yox/9iLS0tFO6P0HbEQL1Ag1f5Xv45qiHUmeQclcQh09BVVUseolEi8yQVANDr7+XY+tXUHv8cPi4f+1yElBCjck999yDoijcc889Z+o2BOcAq1ev5oc//CEOh4NHHnmEv/3tbzz66KOMGDGCFStWdNh1S0tLefHFF9mzZ0+HXUMg6OqI709wKnxy0BPV0NUrIZT5q1+SnqZRfnVelY3OJJYsWcLo0aN56qmnuOaaa/jJT37C2rVrmT9/frvWscQZZGuxj++KvGwv8VHpDjZb9uGHH2bZsmUcOHAg6n4x3um65OXldbqn3bp16zh69CjXXHNN2NAFIaHve+65h0AgwJIlSzq1ToLzj9FZWo2uSrfC2zuc1DXJcni4OsA7OxyabXEmiYEp7a+RJUsStwyxMbmHWSOIH42cWB33XhRDVsypGd0UNRSh9N9DnghDV2NUFbYW+3hpY50mdDNau7+jXAmHMQJIEvxkmJ0+iQZN6HpOnJ47h8dgaOQQqgIbihq82kaPHk2fPn145ZVXTun+BCeH8OwSAHCwys+ao17e2+3E6Wv44PUyjMo0kWLTYQrouPUCOzcMmMSNX4xlz4d/pduYq4HQ6uyuMj9D04xhl+/6WGSB4FRYuHAh2dnZvP7665p36eqrr+aRRx45gzXreDweDzab7UxXQ3Aec75/f2azyIZ0srj9CpuOezXb0mwyPxpsI7PRpKXSHeTdnU7yaxpmDnvK/Uzrm8S8efOYN29ei9eZN28e8fHxJ1U3RQ2Fsqwt8HK0JtK41TdRT16OiYHJ2kneyJEjGT9+PM8++2xUzy0x3jm32LhxI9u3b0en09GrVy/y8vIwGpsX927Khg0bABg/fnzEvnHjxmnKCAQdRa94PRkxOk1I3e4yP/sqauiXZCDeJHO0NtKjC2Bstgm5g3QHZUniyj4WJnQzsbHIx5ZiH5UehYCiYjNI9Ek0MCbLRPc43WlpH360z82ONnqQQUhb62Cln8wTEZPR2v3DNVpDYW6SgQx79BDnOLPMiHQj6wsbPMEOVWlDRX/yk5/wm9/8hp/+9Kdtrqfg1BC983mOoqp8tM/NmmNeHD5FY+gC6BmvJ6jC0ZoAOn+AKo9Cglnm6T88wowZ12FPzQmXXVvgZWha2wcFAkFLVFdXk5CQEHUSUZ/9CkBRFF5//XUWL15MQUEBMTExTJgwgYceekgTbz9lyhRGjRoVkUHm1ltvBeAf//gH69evD2fS+s1vfsNvfvMbIORyfP/994ePyc/P5/HHH2fjxo3ExsZy5ZVX8tBDD2kGxT6fj4ULF/Lhhx9SUFCA3W5n8uTJPPLIIyQmJmrq1bdvX2bOnMlLL73EwYMHufXWW5k4cSK33XYbzzzzDPv372fx4sW4XC4uuOAC5s2bR69evU7n8QoELXI+f3+33XYbEyZMYNasWeL7Owk2F/s0K9+yBLcPtZNk1U4IEi06fjLMzpNrasOp2VUV1hf5uKqPhfbG5Vf4+3ZnxGSjMfsrA+yvDDAk1YCiasdBc+bMYcaMGSL07Dzg+eef1/xOSUnhqaeeChuqWuPIkSMAYX2exsTFxZGQkEB+fn6L51DV9hUHPxPU38O5cC9dmZae8w8GWPjrJofGYymgwO6y5jWyusXpGZ9j6vC/m80gcXF3Exd3b16P61TrUOIMsuaYJ2L7wGQDQ9KMGOVQe7/xuC8ckQTg9KtUKUr4ug899BDXXXdduN13a7oPlZ7xuhbr2CNez/pCLyNm/R4gHClVzzXXXMM111wDwGeffRY663n8vXTkvQtj13mMqqos/d4Vtjw7mhi6TLpQ6GI9noDKy5vquO+iGPr378/4S69izReLwvvzawLn9YcqaF+GDRvG+++/z+OPP860adMYOHAgBkOka/X8+fP517/+xS233MKkSZMoLCzkueeeY8OGDSxZskQzsW2NQYMGsWDBAn7zm99w9913M2nSJADNpN3v93P33Xdzww03cMcdd/Ddd9/x0ksvYbfbue+++wDCYS2bNm1i9uzZjBgxgsLCQl544QW2b9/O4sWLNZ4ju3bt4uDBg9x9991kZWVhMpnC6YmfffZZRowYwZ/+9CccDgdPP/00d999NytWrDhp4VyBoK2cr99fdnY2FosFtzuUfEV8f23ncLXWmDQoxRBh6KrHapC5MMPImmMNnmBHqps3Rp0q3oDKa1scFEbxYIjGjlI/B6sCpDUaHefm5jJt2jTefvvtdq+foGswYMAAnnrqKUaOHElycjLFxcUsX76cV155hbvvvpt///vf9O/fv9XzOByhkLCYmJio++12O8XFxS2eo6am5pwZS9fU1JzpKpwXRHvOVmBmT4X39vrxtqH5y4mRuK47OOvO7r/ZZ4cD+HwNNyxLcHN/A73jA0Coj8lOh+HxKm/t9lN9IvujoiiUe/xUVVUhSRJpaWlcfvnl4XZfJ4E/EPIW8/l9lFU7qI6LNKrVU1oVxOdr6NMCeonq6rZpWQraF2HsOo/ZWuLXuFjWW7hlKZTJI84sA1o30iq3wr93O5k9PIYHH3iANZ+vCu8LKuBr23hSIGiVOXPmcOjQIf7xj3/wj3/8A4PBwODBg5kyZQo//vGPsdlsHDx4kH/961/cfPPN/P73vw8fO3DgQG688UbeeustfvnLX7b5mna7nb59+wLQrVs3hg0bFlHG7/dz//33c+WVVwIwduxYdu7cyccffxyebK9cuZKvv/6aF154gcsuuyx8bP/+/bnhhhtYsmQJN998c3h7ZWUly5cvp2fPnqiqSjAYZOPGjQD06dOHp59+OlxWlmUefPBBduzYEbV+AkF7cL5+f/WsX78eEN/fyeD2ayfo3VoROe4Wp9cYu9z+9p8ILD/gjmroshpCi3nlLiXsXVZPjUdBJ2vr8sADD5wRkXxB5zB16lTN7+7du3PPPfeQnJzM73//e1566aUIr6+OIi4urlOu05GoqkpNTQ1xcXGnFY4maJnWnvOweMhJCfLpYQ/bS/0aT6Z6Yk0yY7NNTMgxYdCd3X8rRVXZW1uD0diwyDKxm5kLe0R6DMcDN+n9vLEtZKCWZRm/KuPUxZAdG+q7Hn744bDXVYJZQn9igctksnDAYWBmXGyzIZ8H9tdhbCSun5VoJD5eyJM0R/273BEIY9d5iqqqfJmvtUjr5ZAoYJpNh06W6BYrc1lvKx/sczFiVoOGxt6KAMWOINakDKY995XmHAYdZGdns3fv3k65D8G5S0JCAu+88w47duxg7dq17Ny5kw0bNvDMM8/w3nvvsWjRovCE9LrrrtMce8EFF9C7d2/Wrl17UpPttiBJElOmTNFsy83NZd26deHfX3zxBbGxsUyePJlAoGFlZ8CAAaSkpLBhwwbNZDs3N1cz0W5MtGsBFBUVicm2oMMQ318I8f21naYTpRpvy8ar2ib723ui5fApbCzSaojFmiSm97MyONWALEn4gyqbi30s3+8OG71GzJpHjEkioKjh7GVZWVns2LEj4hpivHNuM2PGDP74xz+yefPmNpW32+0A1NXVRd3vcDia9fqq51wyDkmSdE7dT1elpeecbNPzw8F2pvkUtpX4KHMp+JVQ4rEe8XoGJBs6TKOrs6n1qngC0NhRY3SWqdln0z/ZQKxJptarhue5pS6FnLhQ+ezsbHbs2IGqquwqqOTjuip0Rgt6s41qj8qnh71c3jvSkLauwMux2qCmHsPTjeJbOEMIY9d5ytHaIEV12tXOq/pY2dwoVe3R2pA+190XxvC/a2s1q7brCrz4mqwQJFrkc6bBFHQdhgwZwpAhQ4CQV8fTTz/Nm2++ycKFC8MDy9TU1IjjUlNTKSoqavf6WCwWTCatzoDRaAyHHQJUVFRQW1vL4MGDo56jqqpK8zslJaXZ6zUVYq7XJfJ4mnefFgjaC/H9xUdcC8T3F40UqzbF1raSkAZXtHT3qqqy6bhWOya5mZDHU2VjkY9AI3uaToafjYgh1dZwHYNOYnSWiSSLzKubG7KS1TVKuiM4fzEajdhstjZ/7/X6Pvn5+RHtT01NDVVVVQwfPry9qykQtIrNKJOXc24nXvEHIz3XEizNp36UJIkEs0xtozjPaBFKPp8Pb+kRir5ZTEr/keHtnx32cLQmwNhsE5kxOspcCusLvexsIo4fb5Y7JMOloG0IY9d5yt4K7YeYYJG5rr+FPRV+jVFr0R4XdwyzMzbLxOdHGjr7bwu8EenDL8oUg8JzAVVVCVbUEqiqA0VBtlsxZCQiya3kCu4EDAYD9913H2+++Sb79+9n8uTJAJSWlmp0feq3JSQkhH8bjUZ8vkhhzqqqKk259iAhIYH4+HgWLlwYdX/TTItitUfQmGCNg0B5Dao/iGwzYUhPQjKc+e5afH+ClhiRYeLL/AajY503lABnRq4l4hl/fsRDsUM7q7gwo33HEN83GecMSzNqDF2N6ZNooEe8XqMbtrdCGLvOd44cOUJNTU2b9LoglMXtlVde4ZtvvuHqq6/W7FuzZg0Ao0aNavd6CgQCMOsj+/LCuiDdmwmp9wdVSpxaD+No5/jqq6/41a9+Re7gYaRMf0izrz65SUtc1sssnEHOIGd+9Cw4IzQVo++bqMeklxmZaeSrRoPVw9UBnl5bQ894PQ5fyPW1wqVQ5VEYmdmwui5LMCqz+awagq6P6g/g2rQXx5od+AvKNPt0cTZseYOxjRmMLtbaKfUpLS2N6jFy8OBBIOQ5MmbMGAA+/PBDLrjggnCZ7du3c/DgQe66667wtqysrIhwk8OHD3P48OGISTmcnufGpEmTWL58OYqiMHTo0FM+j+D8QVUUPDsP4/hmO979BZp9ssWEddQA7OOGoE+J75T6iO9PcLJk2HX0jNdrhOrXFng5UhNgbFb9yneQ9YW+CDH6JKtMv8T2HZI6fdpJTN9Wzt8vSWvsajpOOheZO3cuS5cuBUCv1xMXF0dubi5XX3112Jhdz+7du3n55ZfZuHEjdXV1ZGZmMnLkSGbPnt1sGPDZgMPhoKCgIMKgVVNTw6OPPgoQYbjy+/0cPXoUg8FAt27dwtvHjh1LTk4OH3/8MbNmzWLAgAHha7z00kvo9fqIsG+BQNA+xBgl4s0y1Z6Gtv/bY95mjV2bi30Rmo3dYiMXRKZOncrnn39OfHw83xZ4+WCvu811mtLDzEVifnxGEcau85SmPjr1rv4XdzOzpdhHnbfh46/xqqzO92q8wXRNTjCpu5lY05n3/BGcGv7SKipe+4hAeXRxwGCNk9qV66n7fDOJt1yGZXCvDq/T7NmzSU9PZ/LkyfTq1QtVVdmzZw9/+9vfsFqtzJo1i169enHTTTfx9ttvI8syEydODGeDy8jI4Pbbbw+f79prr+WRRx5h/vz5XH755RQWFrJw4cIIr5Ju3bphNpv56KOP6N27N1arldTUVNLS0tpc96uvvpqPPvqIn/3sZ9x6661ccMEFGAwGiouLWb9+PZdccgmXXnppez0qwVlOsM5FxRvL8R2OnqVLcXtxfLkVx9fbiL92PPaJwzq8TuL7E5wKV/ax8MrmOoKN7EzH64Is+d7V4nFX94n0/jpdmp6vNf37QJPwlSjRl+ckEyZMYMGCBaFsZOXlfP311/zpT3/i448/ZuHChej1er744gvuv/9+xo8fz9NPP01OTg6VlZV88sknPPfcc/zlL38507cRwfvvv8+mTZsA2LdvX3jbhg0bgNAEdurUqVRXV3PttdcyePBg+vXrR1JSEiUlJXz11VdUV1czbtw4TVsGUFJSwlVXXUVWVhaff/55eLter+fxxx/nzjvv5Oabb+aaa67BbrezatUqCgoKePDBB89qw6BA0JWRJInRWUb+c7BhsWxLsY80m8ykHlrvqu/L/SzfrzVa9U3UN5tBuJ5xOWZsBpmle10RSVkaY9SF+sNx53jo6NmAMHadp4QyLTawp9yPP6gSY5K5Y5id1zY7cDX6iKs82lGisZGQ7PB0I5f3Fh/z2UqgrJqy5xehOFv3pFC9fir+tpyk26/CckHvDq3X3XffzWeffcZbb71FaWkpfr+flJQU8vLy+PnPf07v3qHrz58/n5ycHBYtWsQ777yD3W5nwoQJzJkzRzORnjZtGqWlpbz33nssWbKEvn37Mn/+fP7v//5Pc12LxcITTzzBiy++yOzZs/H7/dx3333cf//9ba67Tqfjr3/9K3//+9/54IMPePXVV9HpdKSnpzNy5Ej69evXPg9JcNajuDyU/d8SAiVVbSisUr30a1R/kJhLLuzQeonvT3Aq9IjXc9NAG+/tchIl8VdUrulnYXBq+4cLxptlTajkzlIfo7Oir7CrqsqOMm2Ybdx5soBnNBrDunVpaWkMGjSIoUOHcvvtt7N06VKuueYafvOb33DxxRdrvtecnByGDh1KbW3tmap6i2zatCnstVbP5s2bw2LzWVlZTJ06lfj4eH784x+zdetWvvjiC+rq6rBYLPTr14/p06dz4403otO1XU9uzJgxvPPOOzz//POsXLkSv99Pnz59eOCBB5g+fXq73qNAINAyKjMku+NvtHjxyUEP6wp9DEoxYNRJ7Kv0R83Sm5fTNg+sYelGBiQb2FriY0Ohl4K6IOqJ/i7drmNkppGLMoxYDOdHH9LVkVRVPff9tM9SVFWlurqa+Pj4dl/xLHcF+fO32gHKpB5mruoTyipR5gzyr91OjtYEcfoUdpX7afymZMXo6JmgZ1J3M1N7ms8azZOOfKZnAo/Hw+HDh+nZsydm88kbHFVFofR/38VfXBmxTzLokPR6FLc36r60X/8YfVJcSOMrGESn050Tz/RM057P83TfD0HLtMfzrfjbctw7DkVsl3QyksWE4ojuLp98z3WY+2a36RriG+0cmj7n8/n721/pZ9EeF1Xu5t2p7EaJa3OtJ6WLdTJ9+HdFXt7frfUou2OYnf7JkULB3x7zsKxJaMrPL7TTO+HcFhWeO3cutbW1vPTSS5rtqqoybdo0MjIy+MEPfsB9993He++9J8TVBW3iXBtrd1XEc47OugJvq97ETRmaZuDmwbaoz7G156yqKt5gyJtLaHOdGvXPuL01XEF4dp23JFt15Cbp2VvRoE+x+oiHCleQid3NdIvVccsQGysPeFi214VBDqXhlqWQeN+tF9iY1N0srNZnOZ6dhyMMXYb0RGKvycM8oDuSLOM7VkLtqu/w7DwcLqP6gzi+2kb8dRM7u8oCwTmDv7gywtCli7MRe9VYrMP7Ihn0BMqqqVu9Bee3OzXlHJ9tbLOxSyDobPomGvh1Xix7yv1sKPRRUBfAE1Ax6aQTK98mhqQaomZqbC+Gphn5eL9bE2ry1nYH43NMjMkykWiROe4I8m2Blw2FWq+uNJtMr/jze4jcvXt3Dh8+zJEjRwDo1avj5QsEAoHgdBmTbcIdUFl5oG3aWgNTDPxgYHRDV1uQJAnz+d1ddGnEn+Y8ZnIPM/sqHRqPrR2lfnY0SZnaPU5P97iG32OyTVzZRytSHlBCabq/L/dT51OQgFiTzJBUI7lJerHi0EVxrNmh+a1PjiPlgRuRzQ0r7cacNJLuuJrKf/wH95b94e2uDXuIvWosklE0IwLBqeBs8v1JJgMpD9yIPiEmvE2fEk/CjZPRxVqp/WRDeLtn7zECZdWdJlgvEJwssiQxKMXIoJQzk9HQqJOY1N2smfAEFfgy36vJGhmNS3q2v4ZYZ+IJqGwp9nGoyo/Lr6KXJRItMiPSjeQ0I9bcFFVVkSQJEQAiEAjONib3MJNu1/HpITfHooQsQijUfXw3E+NzTMIj6xxGzFLPY3olGLi2nyXCdb/lY/RM72cJ/1ZUla/yvXx9zKMRta/nuyIfiRaZS3qauSjDeFYPHs81FI8P7/5jmm0xl43SGLrqkSSJuKvH4t66H9SG430HCzEN6N4Z1RUIzjncO7VeXfbxF2gMXY2JmXIhji+3acKK3TsPETN5RIfWUSA4m5nU3cRxR5Ctxb7WC9cf08PMsPQzY6A7XTwBlVWH3HxX5MMbiByTrTnmJTtWx5V9LPRNbDlE88iRI+Tk5IQF1Q8dOiTCGAUCwVnDgGQDA5INFNQG2Fbio9qjoKhgN8r0S9IzINkgjFznAcLYdZ6Tl2PGpJdY+r0LX3TDd5hh6UZuHGANhx0EFJW3dzjZXeZv8bhKt8L7u10U1AaZkXt2r5aeSyh1rrDhqh7L4OazBOmT4jCkJ+E/XhHeFqx1dlT1BIJzGlVVI74f86Dmvz/JoMeU2y1kcD5BsEZ8fwJBS0iSxA8HWbEbJb452rI3lyzBFb0tXNz97EwTX+dVWLjVwfG6lgdzBbVBFm5xMCPX2myZdevWcfDgQWbPns24ceNISEhg4cKFEQklAGpra4mNjT3t+gsEAkFHkB2rJztWmDzOV4TgUhfnscceo3///rz66qua7Z9++im5ubkArF+/ntzc3FPOiHNhhom54+K4oreZBIv2lTDo4KJMI/ePjOHmwTYMJ7IwqqrKoj2uVg1djVlb4GXVodYz/gnOIK0ZIjvZTrlt2zbuvfdeJk2axODBg8nLy+Omm27iySefDJf55z//yZIlS07rOi+//DKffvrp6VZXIDg9utg6gPj+BGeKuXPnkpubG3XsM2bMGKDtYx9Zkpjez8qcsbGMyzFh1ms/NLtRYkoPM7/Ki2VSj7Mn4U5j/EGVN7a1buiqR1Vh6fcuqtxBfD4fZWVllJSUsGvXLl5++WXuuecexo0bx4wZM7BarTz++ON8+eWX3HXXXXz77bcUFBSwY8cO/vznP/OHP/yhg+9OIBAIBIJTQ5g5zwJMJhOvvfYaN910E3Fxca0fcArYjTJTelqY3MNMjVfFHVAxyKHU2/UGrsbsrwyw+XhkWEDPeD25SXoCKuwq80cMvD4/4mF4upFUW9vTOAs6BjnGGppcN/Lu8uw8hPWi/lHLByprNV5dAHJs8yvDp8vq1au5++67GTVqFI888ggpKSmUlZWxc+dOli9fzty5cwF49913SUhI4Prrrz/la73yyitcfvnlTJ06tb2qLxC0iCRJ6GJtBKsd4W2eXYcx9ciIWl71B/DuO6rZpou1dVj9xPcnONO099gnzabj2lwr1/S1UONV8ARUzHqJBLN8Vhq4GrPmmJeCJro0khQK4+kZr8fhU9hW4qfao82OmV8T5PDarxk/fjx6vZ7Y2Fj69+/Po48+yuTJk9HpQmO1qVOn8u677/Lqq68yZ84cHA4HGRkZjBkzhgcffLCzblMgEAgEgpNCGLvOAsaOHcvRo0d55ZVX+NWvftWh15IkiXizRHwr5b4t0IYDmPQStw6x0S+pQQPi0p5mNhf7+PduV1gEX1VDHl7XtuA+L+gcZLMRU59svPsLwttqV32HeUhvZJNWy0NVVWpXrNMYxiSTAVPvjssGt3DhQrKzs3n99dfR6xuaqquvvppHHnmkw64rEHQW5sE9cX7TIFLv+Ho7tnFD0MdH6nbVrd6C4tK2u+YWwo5PF/H9Cc40eXl55Ofnt/vYRydLJFrOnQU3RVVZW6htGxIsMncMs5PWaGHxyj4qqw56+PxIg4f9Bbf8nv95YgEjM7Whm/Vp4BszZMgQXnjhhfa/AYFAIBAIOggRxngWoNPpeOihh3j77bcpLi4+09WhxqOwp1wbvnh5b7PG0AUhw9mFGSbG5WgHUZuO+wgoIrtPV8A2bojmd6CsmrLn38ez+0g4A5OvsJzKN1fg2rRXe+zIARFGsfakurqahIQEzUS7HlkONV1Tpkxh//79bNiwgdzcXHJzc5kyZQoAXq+XJ598kmuvvZYLL7yQUaNGcdNNN0WES+Xm5uJyuVi6dGn4HLfeemt4f1lZGfPmzWPixIkMHjyYKVOm8OKLLxIIBDTneeedd5g+fTrDhw9n+PDhXHHFFTz77LPt/VgE5xD2PO33p3r9lD23CNfG71EDIS+NQGUtVYtXh4zNjTD1y8GQmtBhdRPfn+BMI8tylxr7dFX2Vwaocms9tm4aaNUYuiAUznl5bzO9ErTf9IbClrXMBALB+Ut9SPm8efMi9s2fP5/c3Nywp3d92ab/Zs+e3dnVFgjCCM+us4RLL72UAQMG8Pzzz/PEE0+c0bocdwRpnIlaL8PIjOYFXcfnmDTCsJ6ASoVbiRiICTofy+Ce6NMSCJRUhbf5iyoof+0jJJMByaBHcURm65QMOuwXD+vQug0bNoz333+fxx9/nGnTpjFw4EAMBq1x7cUXX+QXv/gFMTExYd0QozGURcvn81FTU8Mdd9xBWloafr+fb7/9lvvvv58FCxYwY8YMAP71r39x2223MXr0aO655x4A7HY7EJpo33jjjciyzL333ku3bt3YsmULf/3rXyksLGTBggUALF++nD/+8Y/ceuut/PrXv0aWZfLz8zlw4ECHPiPB2Y0hIwnz4J54dh4ObwtWO6j853+R/vUZstVMsNYV9diYKR2bhVF8f4KuQFca+3RVCmq1ht90u46e8dGH95IkkZdt4lBVwzEFdUFUVT3rQzkFAkHHkJGRwYoVK/jtb3+L2WwGQgtay5cvJzMzU1N2woQJ4b65nvpxgUBwJhDGri6CP6hS5Aji9CnoZYlEi0xSE7H4hx9+mNtuu4077rjjDNUyhKdJOuski4xJ3/wgKdGiw6hDk+2x6TkEZwZJpyPpjqspe+79iBAp1etH9UZJQCBBws2Xok/uGP24eubMmcOhQ4f4xz/+wT/+8Q8MBkPYs+PHP/4xNpuNgQMHYjabsdvtDBs2THN8TEyMpsMNBoOMHTuW2tpa3nrrrfBke9iwYciyTGJiYsQ5XnjhBWpqajQd+tixYzGbzTz11FPMnj2bPn36sHnzZmJjY/nd734XPnbs2LEd8lwE5xaJP5xK6XPvEyir1mxXA0qzhq7Yq8Zgzu3WofUS35+go1BVleOOILXe0DggxiiREaNrNgV8Vxn7dFW8TTTpM+y6Fg1XGXbtQmNQgYASSkgkEAjOHwKKSlFdEIdPCYV3m2WSrZEahgMHDuTYsWOsWrWK6dOnA7Bq1SrS09PJycnRlDUajaSkpHTaPQgErSGMXWeYCleQbwu8bDzuw+3XGoByYnVUelTq1a1GjhzJ+PHjefbZZ09LDPh0MTYZEFV7VfxBNaqQPYTCHn1NBmOmZsoKOh9DagIp999AxcKPCFS0nNVKMhlIvPlSLBf07vB6JSQk8M4777Bjxw7Wrl3Lzp072bBhA8888wzvvfceixYtIjExscVzrFy5krfeeou9e/ficjUYDkymtqWWX716NaNHjyY1NVUTNjVx4kSeeuopNmzYQJ8+fRgyZAhvv/02Dz30EFdddRUjRoxotW4CAYBsM5Ny30wq3liO70groVqyRNy0cR3uVQni+xO0P26/wndFPtYWeqlwacPu4s0yo7OMjM4yYTdqF/oaj32uu+66zqzyWYGhiSBJmavljIxN98tSyENfIBCcH1S6g6wt8PJdkQ9Xk7lnVqyOvGwTw9KMmnndzJkzWbJkSdjYtXjxYmbOnMmGDRs6te4CwckijF1nkHUFXj7Y5yKoRN9/rDbAsToVQ9BPpTtIokXHnDlzmDFjBj169OjUujYmvcmqoDegsrXEFyFwWs+6JnoQBh0RXmuCM4shPZHUX92Me9NeHN9sx1+kzbqoi7ViGzsY29hB6OLsnVq3IUOGMGRISNvI7/fz9NNP8+abb7Jw4cIWRYtXrVrFgw8+yBVXXMGdd95JcnIyOp2Od999l8WLF7fp2hUVFXzxxRcMGjQo6v6qqlD454wZMwgGg7z//vv84he/QFEUhgwZwoMPPsi4ceNO8o4F5xu6WCsp98/Eve0AzjU78R4s1OyXTAZsowZgG39Bh+p0RUN8f4L2IL8mwN+3O6jzRvfqrvYo/Oegh6+OerllSGSW0a4w9umqZMZox2QFtUEK6wJkxUQf4m8o0mbSzohp2RNMIBCcO3xX5GXp9y4Czcw9C2uDvL/bxZf5Hn4ytGG8P336dJ555hkKCgqQJInNmzfz7LPPRhi7Vq9ezfDhwzXb7rzzTu699952vxeBoC0IY9cZYs0xDx/sjdRCioYnAC9vcnDvRTHk5uYybdo03n777Q6uYfMkWnT0SdRzoLJhpX35fjeZMbqIwdW+Cj9f5ns024anG5v1AhOcOWSjAdvYwVjHDCJQVk2wqg4UFTnGgiEjCUl35mMcDAYD9913H2+++Sb79+9vseyHH35IdnY2f/nLXzQD+bfeeqvN10tISCA3N7fZ1Oqpqanh/8+cOZOZM2ficrn47rvveOGFF/j5z3/Of/7zH7Kystp8TcH5iSTLWIf3wzq8H4GqOgLlNeAPINvMGDKTkQxnvrsW35/gVDhWE+C1zXURHt7RcPtV/rbVQa1XOxPrCmOfrkpukoEYk6QxJP5rl4vZw+zEmRsWFlVV5dsCL7vLtPIEIzOEno5AcD6wvtDL4j3R5RGaUupUeGlTHd4TsjOJiYlMmjSJZcuWoaoqkyZNiupBPXr0aObPn6/ZFhfXsbInAkFLnPnR83nI0ZoAH+6LbuiKM0l4goQbl3qqPQrv7HRy14V2HnjgAVauXBnepyihQaGuE40RedkmjbHL5Vd5fkMdg1MM9E82EFRgZ5mPfRWBiGPHZrcthEVwZpAkCUNqQqd7kDSltLRUM5mt5+DBg0DDRNdoNOLxeCLKSZKEwWDQTLTLysr47LPPIso2d45Jkybx5Zdf0q1btzZ31lbr/2/vvsOiuPb/gb+XhaVIs0AQRLENWFFAsWAURb0xtphvEh+wxKu5fvVaYn5J9FqiKd9YclMsMUJii14jFryaqLHEQtQoir2gURQRFRGlSdmFPb8/yK4suzSFXXZ9v54nT+TMzO6Zs2fmM3PmzDkO6NmzJ1QqFf75z3/i+vXrvNmmKrGu6wTruk4mzQOPP6oOBYUCP57PMdjQ5WAjg5UMyFHqXu8UqYEbjwvRxE53/dpw7VMbWVvJEOxpi/03nx5D93OK8MUfmejooYCPqzWeqATO3FciJUv3h7C1liGgnAmGiMgy3M0uxLaEMsYBtZWhwMC9Z3aBQOJjFbz+OkW8/vrr+OSTTwBAOylNafb29mjSpEn1ZZzoObGxywQOJ+XrzGYIAJ29FAhtYof6DnKohcDlNBV2Xc9D+/B/aWexuJlRiKTMIvh4eeHChQvabR89egQHBwfUqaPf9b+mtPmrUSvh4dMnhEIAFx6ocOGBgUHN/9KlkW2ZXeuJSho7diw8PDwQGhqKZs2aQQiBK1euYNWqVXBwcMCoUaMAAJIkYefOndi1axcaNWoEW1tb+Pr6olevXti7dy/mzZuH/v374/79+1i+fDnc3d1x69Ytne+SJAlxcXE4cOAA3NzcUKdOHTRr1gxTpkzBsWPHMHz4cIwcORJNmzaFUqnEnTt3EBsbi48//hgeHh6YPXs27OzsEBAQADc3N6SlpSEqKgpOTk7aV8CIzAmPP6oO8fcKkFnq1cWmrtb4Wwt7+LgUvz6XnFmIvYl5uFri4Zj/iDno11y3tcvLywvnz59HRkYGANNc+9RWPZrY4WyqEg9LjIWmLAJOpChxIkVZ5nYDW9rDrpwJhojIMsTeLoC61L1nYEMFevvYwa1O8b1nwsPie88HT56eR56oBJ5YFW/Yo0cPqFTF93ghISFGyzvR82Crg5Fl5qtxqVQX8l4+dhjQwl77t5VMhrbuCvi4yDE/Nh8l1z52pwA+f00prVQqcfv2baxfv97oM0/JZDKEt62DVWdzcCtDv/eWIe3cbTBEsq94RSIAEyZMwG+//Ya1a9fiwYMHUKlUcHNzQ7du3TB+/Hg0b148SP7kyZORlpaG2bNn48mTJ/Dy8sKBAwfw+uuvIz09HRs3bsTWrVvh7e2Nf/zjH7h//z6WLVum812zZs3Cxx9/jPfeew95eXno3Lkz1q1bB3d3d2zZsgXLly/HypUrkZqaijp16sDLyws9evSAs7MzACAoKAgxMTHYvXs3MjMzUbduXQQGBmLhwoUcKJvMEo8/el5CCBwv1dDSxEWOdwIcYW31tIHF28Uaf+/giFVnc3QavE7cKUBvHzu9WRqVSiWuX79ukmuf2sreWoZxHR0ReToHj/PKGIynlL7N7BDsxV5dRJYuR6nG+VTdc3F3b1sM8XXQ/m0lk6G1mwJNXa3x9YlsZOQ/PY88+mtSC7lcru1dW1aPWqVSibS0NJ00uVzOWEwmIxOidB8j87Vv3z5s2LABly9fRl5eHho0aIAOHTrggw8+QMOGDU2dPQBAXEoBtpR4X9rWWoaZIS6wN/BkTQiBnZceIva+HIBMu/4nPV0gk8mwf/9+fPDBBwgICMCnn36qnZrdmFRFArtv5CEupaDM8TjsbWR4ubEtQg1ctBqbEAIZGRlwdXW1iAFZ8/PzcfPmTTRt2hR2dnYVb1ADhBAoKiqCXM5BbqtDdZZnbagftUl1xwhzKV8eo8ZRupzNpX7UlEd5RVhwVHeG33cCHNGyno3B9VOyCrE4LlsnbXInJ3i7PH0uK4TA9u3b8fHHH5v02qe2yi5QY8e1XJx/oNJ7g0Cjrp0V/tbCHh09yh6rS3OtVLeuaYczIPNkadfatVVly/n0vQJsvPT03tPaCpgV4oI6CsOThZUcV/r0j5+gMD8HB6KjDN7DTZw4Ec7OzliwYAFmzJiBbdu26a3TtGlT/Prrr1XdvVqD9bnm1WTMsYieXUIIzJ07F9HR0WjcuDEGDBiAOnXq4MGDBzh58iRSUlJqTWNXZqlBV31c5AYbujSkulaILTEbfUGhgLIIsLUGwsLCcObMmZrKaqXYyGUYLDmgb1M7xN9XIuGhCtlKARkAF1srtHW30Zu+lojImMwpRhBZiqxSry9aWwEt6pZ92enlbA1nW5nOdllK/V5KPXv2xOnTp3nTYYCTrRUi2jni1Xw14u4WIPFxIXJVAtZWxbNgd/RQwK+BjckfPBKR8WSXGhexsYt1mQ1dANCqgY22sStg1EcAisdmdlTonzeWL1+u/feCBQuwYMGC6sgyUbWxiMaudevWITo6GhEREZg1a5Ze18rCwsq9ZmcMpa8vKupWZy7d7uxtrBDibYcQ7xfv6TUR1W7mFCOIXlRCCL1rHjbJPBtXOyv0a8ZhI4ioes6jPBeTuSq7WddM5Ofn49tvv4W3tzdmzpxp8B1ia+va06bnYqtb5DczCpGnKnt8hauPdJfZWcugeLEnHiIiqjRzixFElsLZVvf2qFANnTG5SruTVYTsUr3BnG3N/jKViMikSp9HkzILkWOg16xG6bGlbeTFQ9IQmSOzv8I/evQoMjIy8Nprr0GtVmPv3r24desWnJyc0K1bt1o3/alffRtYyaCdEUNVBOy7mY/BkoPeutkFahy/VwRYPb05a+Nmw677RESVZG4xgshS1LWzQkMnOe5lPx3Qc29iHprXtdYb2kAtisf/LL29pxOf7hERPQ+pvjVs5MX3nABQpAb23MjDMD8HvXvKJ0o1YpPyddKK711570nmyewbuy5evAigeKaHwYMH4+bNm9plVlZWePvttzF9+vQytzf2+PyOChnautvozIpx5HY+cgrUCPWxg4ejHIVqgfMPVNhzPQ+5hYBCAWheaOzipTB6ni2JpuwspQxL7k9t2KfakAdL8rzlWZn6YemN5zUZI2rb8VcZ5pJPc1eyTphT/ahuXb0UiEl4OjDynaxCfHcqG/2a20GqV3wJejOjCPtu5iHxsW6vr85eCsigW2ctLYbXVixfIsvhYGOF9u4KxN97eu95IkWJvEKB3j528HSyRqFa4FKaCruv5yGzVA/bbt6ctZXMl9k3dqWnpwMAVq9ejdatW2Pz5s1o3rw5rly5gjlz5mDVqlXw9vZGeHi4we0zMzONHtQDXNWIT1bpjE0Rl6xEXHIO7ORAQZHuWF1KZfHJqamzFZzU2cjIsOybU2PIzMw0dRaqhVKphFqtRmFhIYqKypgO00hM/f2WpjrKs6ioCGq1GllZWcjPzze4jqXPtlWTMaI2HX+VYQ55tASacq7M8WfpmtoJ2EGFrBIDJCemK7EiPRfWsuJxTA2N5GBvDfjVATIyDJebpcRwIiJj6NnEDmdTlSgqcb49n6rC+VQV7G1kUBYJnWUaTVzkaOZq9s0F9AIz+9qruQmxsbHBt99+i5deegkAEBQUhCVLlmDw4MFYvXp1mTcyLi4uRsurhqsr8JasQOdpp4Yaxe9GayiVSigUCtSzt8KYQCc4cfyK5yKEQGZmJlxcXCyiR0tRUREePXqEgoICODo6mjQfhsZComdTXeWZn58PuVyO+vXrv7C/T03GiNpy/FUGj1HjKFnOPP6Kje9ciBWnc1BQaLjRWFHqb2srGcZ2cISngZkbLS2G11aaciYiy+DhKMf/tHJA9CX9e888leFzs6udFUa0c+S5lsya2Td2aW4w2rZtq72J0WjZsiW8vb2RlJSErKwsODs7621vqgO4SyM7WFvJsO1qrvYdan3FJ59GTtYY7e8IZzs2dFUXmUxmESdva2truLq6Ii0tDTKZDA4O+u/f1zQhhPYGzxLK1NSetzyFECgsLERWVhaysrLg6ur6Qg/AXpMxojYcf5XBY9Q4NMeeEALZ2dk8/v7i5WyD/w10wtpzT5CRX/agyEDxUA8j2tVBs7o25a5nKTGciMhYAhvaQi6TYcuVJ1BW0NG7oZMcY/wd4cJ7TzJzZn8F1qxZMwCAk5OTweWa9Pz8fIM3MqYU5GmLFvVscCKlAHF3C/RmIWpW1xptXdTo2swRciuebMgwDw8PAMCDBw9Mlge1Wg0r1tFqUx3lKZfL0bBhQ5P0Xq1NajpG1IbjrzJ4jBqHppx5/OnycrLG/+vijDP3lfjjTgHu5ejeaTVwsEKXRrbo1FABexvWUyKimtDBQ4GmrtY4cbcAcSkFyCp179nU1RpdG9minbsN5FZ8oEDmz+wbu4KDgwEAiYmJestUKhVu374NBwcH1KtXz9hZqxRXOyv0b26PsKZ2SH1ShFyVgLWVDHXtrOBsK0NGRgZnwKByyWQyNGzYEO7u7lCpVBVvUM2EENpeMXzS/vyqozytra3Zi+cvNR0jTH38VQaPUePQlHO9evVgbW3Nsi7F1lqGLo1sEeylQHqeGlkFaggAzgorNHCwYnkRERmBi50V+jXT3Huq8USphvyve09X9uQiC2P2jV2NGzdGSEgIjhw5gs2bN+ONN97QLouKikJWVhYGDx5c618jkFvJ4Omkm0fOhkNVIZfLTTIujBAC+fn5sLOz481KNWB5Vi9jxQhTHX+VwTplHJpyZkNX+WQyGRo4yNHAoXYeL0RELwIrmQwNHeUAeC4myyUTFtCicvv2bQwfPhzp6eno1asXmjVrhsuXL+P48ePw8vJCdHQ03NzcTJ3NKhNCICMjA66urrxwriYs0+rHMq1eLM/qZ6kxorJYp4yD5VzzWMbGoSlnS5+tl2oGj1PjYDkbB8u55tVkzLGIvoqNGzfG1q1bMWzYMFy6dAnr1q1DUlISIiIisHnzZou+iSEiovIxRhARERERvVhq97t9VdCwYUPMnz/f1NkgIqJaiDGCiIiIiOjFYRE9u4iIiIiIiIiIiAA2dhERERERERERkQVhYxcREREREREREVkMi5iNkYiIiIiIiIiICGDPLiIiIiIiIiIisiBs7CIiIiIiIiIiIovBxi4iIiIiIiIiIrIYbOwiIiIiIiIiIiKLwcYuIiIiIiIiIiKyGNamzsCLavv27YiPj8fFixdx7do1qFQqzJ8/H8OGDdNbd+nSpVi2bJnBz1EoFLhw4UJNZ7fWS01Nxe7duxEbG4vExEQ8fPgQLi4uCAgIwLhx4+Dv76+3TU5ODpYuXYq9e/ciLS0Nbm5u6NevHyZPngxHR0cT7EXtUtUyZT0tX1ZWFpYsWYILFy7gzp07yMzMRN26ddG0aVNERESgX79+kMlkOtuwjlJ5nuW8V1JycjIGDx6M3NxcvPXWW/jkk0+MlHPz8qzlnJycjMjISBw9ehRpaWlwdnZG8+bNER4ejldeecXIe1G7PUsZ37p1C5GRkYiPj8f9+/fh4uKCFi1aYMSIEejTp48J9qL2Yxyi58GYYxyMOcbBuFPzakPMkQkhRHXtEFVe7969kZKSgrp168LBwQEpKSkVNna99tpr8PLy0lkml8sxceJEY2W71vr3v/+N77//Ho0bN0anTp1Qv359JCUlYf/+/RBC4Msvv8SAAQO06+fm5iI8PBxXrlxB9+7d0bp1ayQkJOD3339Hq1atsGHDBjg4OJhwj0yvqmXKelq+pKQkDB06FP7+/mjcuDFcXV2Rnp6OgwcPIj09HW+++SY+/fRT7fqso1SRqh6jJQkhMGrUKFy8eJE3HhV4lnI+evQo/vnPfwIAQkND4e3tjczMTFy9ehWSJLGsS6lqGZ87dw6jRo1CYWEhevfujSZNmiA9PR379u1DdnY2Jk+ejEmTJplwj2onxiF6How5xsGYYxyMOzWvVsQcQSZx9OhRcefOHSGEEJGRkUKSJLF161aD6y5ZskRIkiSOHz9uzCyalT179oiTJ0/qpZ88eVK0adNGdO7cWRQUFGjTFy9eLCRJEosWLdJZX5O+ePHiGs9zbVfVMmU9LV9hYaFQqVR66dnZ2WLAgAFCkiRx7do1bTrrKFWkqsdoSWvXrhWtW7cWq1evFpIkiTlz5tR0ds1WVcv57t27IiAgQPTr10+kpKTobWfoPPCiq2oZjxs3TkiSJPbv36+zfkpKiggICBDt27cvs+6/yBiH6Hkw5hgHY45xMO7UvNoQczhml4l069ZNr/cLPbt+/fohKChILz0oKAjBwcHIyMjA1atXARQ/Xdq8eTMcHBy0T0E0xo8fDxcXF2zZsgXiBe/0WJUypYrJ5XJYW+u/Oe7o6IiQkBAAxU9AANZRqpxnPUaTkpLw1VdfYdy4cWjVqpUxsmrWqlrOK1asQE5ODubNmwdPT0+97QydB150VS3j5ORkyGQy9OjRQ2d9T09PtGzZEvn5+cjJyanxfJsbxiF6How5xsGYYxyMOzWvNsQcNnaZkVOnTuH777/HqlWrcOjQISiVSlNnySxoDjLN/2/duoUHDx4gICBAryukra0tgoKCkJqaqj34SF/pMi2J9bRqCgoKcPz4cchkMrRo0QIA6yg9v7KOUbVajX/961/w9PTUu5igqitdzkII/Prrr3B1dUXXrl1x8eJFrF69GitXrsSxY8egVqtNmV2zZKgut2zZEkIIHD16VGfde/fu4c8//4QkSahXr55R82nOGIfoeTHmGAdjjnEw7tQsY8YcNvWakSVLluj87ebmhoULF6J79+4mylHtd/fuXRw7dgxubm6QJAnA0xZkHx8fg9s0adJEu15Z67zIDJVpSayn5cvKysLatWuhVquRnp6O2NhY3Lt3D5MmTdLWN9ZReh7lHaNr167FmTNnsGHDBigUChPl0DIYKuc7d+4gIyMD7dq1w9y5c7Fx40adbVq3bo3vvvsOHh4epsiy2SmrLk+dOhXx8fGYPHmyduyUR48eYd++ffD09MQ333xjukybAcYhqk6MOcbBmGMcjDvVz5Qxh41dZqBVq1ZYuHAhOnXqhAYNGuD+/fvYuXMnIiMjMWHCBGzatAl+fn6mzmato1Kp8OGHH0KpVOL999+HXC4HAGRnZwNAmTM6aNI169FTZZUpwHpaWVlZWTqzVtrY2ODDDz/E3//+d20a6yg9q/KO0Zs3b+Kbb77BqFGj0LFjRxPm0vyVVc7p6ekAgMuXL+PGjRuYP38++vTpg+zsbERGRmLTpk2YMmUKNm3aZMrsm4Xy6nKLFi0QHR2NqVOnYs+ePdp0FxcXvP7662x8qQDjEFUXxhzjYMwxDsadmmHKmMPGLjMQFham83eTJk0wceJENGjQAHPmzMHy5cv1etO86NRqNWbOnImTJ0/izTffxNChQ02dJbNXUZmynlZOo0aNcPXqVRQVFeHevXvYtWsXvv76a5w5cwbffPMNx1agZ1beMap5lcTd3R3vvvuuyfJoCSoqZwAoKirC1KlTtTMsu7i44NNPP8XVq1dx7tw5nDp1yuBYIVSsonhz4cIFTJw4ES1btkRMTAyaNWuGhw8fYsOGDZg/fz5OnTqlc2FNuhiHqDow5hgHY45xMO7UHFPGHI7ZZcaGDh0Ka2trnD592tRZqVWEEJg9ezZ27NiBwYMH4+OPP9ZZ7uTkBABlDiKoSdesRxWXaXlYTw2Ty+Vo1KgR/vGPf+Ddd9/Fvn37tE/eWEepqio6Rn/88UecPXsWn332Gezt7U2US/NX2fgCAH369NHbPjQ0FABw8eLFms2oGauojFUqFaZNmwaZTIZvv/0Wbdq0gb29Pby9vTF9+nQMGDAA+/btw/Hjx020B+aDcYieFWOOcTDmGAfjjnGYIuawscuMKRQK1KlTB/n5+abOSq2haZXfunUrBg4ciAULFsDKSreaa975vXXrlsHP0LwzrFnvRVeZMi0P62nFNDOSxMXFAWAdpaqpzDGakJAAIQRGjRoFX19f7X+jRo0CAERHR8PX1xcTJ040xS6YhcrGF81rD4YuyJydnQEUD85K+ipTxomJiUhOToa/v7/Bm+guXboAAC5dumSUPFsKxiGqLMYc42DMMQ7GHdMwVsxhP2UzduvWLWRmZnIcpL+o1WrMmjULMTExGDBgABYtWqTzrrWGj48P3N3dcfr0aeTm5urM+FBQUIBTp07B3d2dF3CofJmWh/W0YqmpqQCgLVvWUaqsyh6jnTp1MpielpaGw4cPo1mzZggICEDr1q2NkW2zU9lyVigU6NixI06dOoXr16/rvTZy/fp1AICXl5dR8m1OKlvGKpUKAPDo0SODn6NJ52DYVcM4RJXBmGMcjDnGwbhjOkaLOYJMLjIyUkiSJLZu3aq3LDs7W1y5ckUvPSMjQ4SHhwtJkkRkZKQxslmrFRUViRkzZghJksSUKVOESqUqd/3FixcLSZLEokWLDKYvXry4JrNrFqpSpqynFbt8+bLIysrSS3/8+LEYMmSIkCRJ/Pe//9Wms45SRap63jPk+PHjQpIkMWfOnBrIoWWoajn//PPPQpIkMXr0aFFQUKBNv379uvD39xcdO3YUGRkZNZ1ts1KVMi4oKBCBgYHCz89P/P777zrL7t+/L0JCQoQkSSIhIaGms212GIfoeTDmGAdjjnEw7tS82hBz2LPLRDZv3oz4+HgAwLVr17Rpmq58YWFhCAsLQ0ZGBoYMGYK2bdtCkiTUr18fqampiI2NRUZGBrp37463337bVLtRa3z77beIiYmBg4MDfHx88N133+mtExYWhlatWgEAxo0bhwMHDuCHH37AlStX0KZNGyQkJCA2NhatWrXCuHHjjL0LtU5VypT1tGIxMTHYsmULgoOD4enpCXt7e9y9exeHDh1Cbm4u+vfvj0GDBmnXZx2lilT1vEfPpqrl/Oqrr2Lv3r3Ys2cPBg8ejJCQEOTk5GDPnj0oKCjAwoUL4eLiYuzdqNWqUsYKhQLTp0/H7Nmz8c4776Bnz55o3rw50tPTsW/fPuTk5CAiIgK+vr4m2JPajXGIngdjjnEw5hgH407Nqw0xh41dJhIfH49t27bppJ0+fVo7iLeXlxfCwsLg6uqKiIgInD17FgcPHkR2djbs7e0hSRIGDx6MN954o8qvlVmilJQUAEBubi5WrFhhcB0vLy9tYHBwcMC6deuwbNky7NmzB3FxcWjQoAHefvttTJo0Safr5IuqKmXKelqx/v37IycnB2fPnsXJkyeRn58PFxcXBAYGYujQoXj11Vchk8m067OOUkWqet6jZ1PVcpbJZPjqq6+wfv16bNmyBdHR0VAoFAgICMD48ePRuXNno+XdXFS1jN944w00atQIa9euxblz5xAbGwt7e3v4+fnhjTfe4AzMZWAcoufBmGMcjDnGwbhT82pDzJEJIUR17hQREREREREREZGpcDZGIiIiIiIiIiKyGGzsIiIiIiIiIiIii8HGLiIiIiIiIiIishhs7CIiIiIiIiIiIovBxi4iIiIiIiIiIrIYbOwiIiIiIiIiIiKLwcYuIiIiIiIiIiKyGGzsIiIiIiIiIiIii8HGLiIiIiIiIiIishhs7CKqRZYuXQpfX1+cOHHC1FkhIjKZEydOwNfXF0uXLtVJ7927N3r37m2iXJGx3blzB76+vpgxY4aps0JEFowxhwDGHEvExi4iIiIiIiIiIrIY1qbOABE9FRERgQEDBsDT09PUWSEiqnXWrFlj6iyQEb300kvYtWsXnJycTJ0VInoBMea8WBhzLA8bu4hqkXr16qFevXqmzgYRUa3UuHFjU2eBjMjGxgbNmzc3dTaI6AXFmPNiYcyxPHyNkSxSyXfvT58+jZEjR6Jjx47o0qUL5s2bh/z8fABAbGwshg8fjg4dOqBbt2744osvUFRUpP2c7OxsREVFYcSIEQgJCUHbtm0REhKCDz/8ELdv39b73pJjbm3btg3Dhg2Dv78/Ro4cCQAYOXIkfH19oVQqsXjxYvTt2xdt2rTRjhFQ1phdW7ZswYQJE9C7d2+0a9cOnTt3xtixY3H8+HGD+19YWIjIyEiEhYWhXbt26Nu3LyIjI5GcnFzmu+jp6en4/PPP0bdvX7Rt2xbBwcGYPHkyrl279mw/AhHVetV1rixp//79GD16NDp16oR27dph4MCBWLlypcH18/Pz8e9//xs9e/bUrrtp06Yy82to/JTU1FQsWbIEb775Jrp27Yq2bduid+/emDdvHtLT0/U+Y8aMGfD19cWdO3fwn//8B6+88gratWuH0NBQLFu2DGq1ulJlp1QqsW7dOowdOxY9e/ZE27Zt0bVrV0yaNAmXL182uE1eXh4WLVqkt79ljRcDAMnJyZg1axZ69eqljUEzZsxASkpKpfIJPC237OxszJ07FyEhIejQoQMiIiJw6dIlAEBaWhqmT5+Orl27wt/fH2PHjkVSUpLeZ+3btw/vvfce+vbtC39/fwQGBiI8PBx79uzRW7fk+Cc3btzApEmTEBwcrC3/mJgY+Pr6IiYmBocOHUJ4eDg6duyo/Y3LGj/l4sWL+OSTTzBw4EAEBgaiffv2GDRoEKKioqBSqQyWQVxcHCIiItChQwcEBwfj3Xffxb1797RxuTQhBLZs2YLhw4cjICAA/v7+GDZsGLZs2VLpciciXYw5jDmMOYw5xsSeXWTRzp07h++//x4hISEYPnw4Tpw4gZ9++gk5OTno06cPZsyYgd69e8Pf3x+HDh3CDz/8AEdHR0yYMAEAcOPGDSxZsgTBwcHo27cv7O3tkZiYiF9++QWHDx9GTEwMvLy89L535cqVOHHiBHr37o1u3bpBLpfrLJ80aRISEhIQEhICFxcXeHt7l7sfn3zyCfz8/NC1a1fUq1cPqamp2L9/P8aMGYOlS5ciLCxMZ/2ZM2di+/btaNy4MSIiIqBUKrF27VqcOXPG4Offvn0bI0eORGpqKrp3746wsDCkp6dj7969OHLkCNasWQN/f/+qFD0RmZHnPVdqfPXVV4iMjISHhwf69esHR0dHnDx5EosWLcK5c+ewZMkS7bpqtRoTJkzAsWPHIEkSBg4ciIyMDMyfPx/BwcGVzvupU6ewevVqdOnSBe3bt4eNjQ0uX76Mn376CUeOHMG2bdsMvpKwaNEixMXFITQ0FN27d8dvv/2GpUuXQqVSYdq0aRV+b2ZmJj7//HMEBQWhZ8+ecHZ2RnJyMg4cOIDY2FisX78e7du3165fVFSE8ePH48SJE/Dz88PAgQORmZmJBQsWoHPnzga/49y5cxg7dizy8vIQGhqKxo0bIyUlBT///DNiY2MRHR1dYfzQUCqVGDNmDAoKCvDKK68gPT0du3fvxpgxY/DTTz/hnXfeQYMGDTB48GAkJSXh4MGDGD9+PHbu3KkTw7788kvY2NggMDAQbm5uePToEQ4cOIApU6Zg9uzZ2oc7JSUlJeGtt95CixYt8NprryEzMxM2Njba5b/++iuOHj2KXr16ITw8HE+ePCl3XzZt2oSDBw+iU6dOePnll5Gfn4+4uDh8+eWXuHDhgt4N3JEjRzB+/HjI5XIMGDAAbm5uiIuLQ3h4OJydnfU+XwiB999/H7/88gt8fHwwcOBAKBQKHD16FLNmzcKNGzcwffr0SpU7EeljzGHMYcx5ijGnBgkiC3T8+HEhSZKQJEns27dPm65UKsWgQYOEr6+vCA4OFufOndMuy87OFl27dhWdO3cWKpVKCCFEVlaWePz4sd7n//HHH8LPz0/MmjVLJ33JkiVCkiTRoUMHkZCQoLfdiBEjhCRJYsiQIQY/V7P98ePHddJv376tt25qaqoICQkR/fr100k/duyYkCRJDBs2TOTl5WnTHzx4ILp37y4kSRLTp0/X2eatt94SrVu3FkeOHNFJT0xMFB07dhQDBw7U+34iMn/Vda4UQogjR44ISZLEuHHjRG5urjZdrVaLjz76SEiSJH799Vdt+tatW4UkSWLs2LGisLBQm56QkCDatGkjJEkSS5Ys0clvaGioCA0N1Ul7+PChyMnJ0du3bdu2CUmSxPLly3XSp0+fLiRJEr179xapqana9PT0dBEUFCQ6duwoCgoKKiy7goICcf/+fb30a9euiQ4dOoi3335bJ33Tpk1CkiTxv//7v6KoqEibfv36ddGuXTu9/VUqlSI0NFR07NhRXLlyReezTp48KVq1aiXGjx9fYT6FKC43SZLElClTdH6zyMhIIUmSCAoKEp9//rlQq9XaZXPnzhWSJIm9e/fqfJaheJSTkyMGDhwoAgMDdX775ORkbf365ptv9LbT1AFfX19x9OhRveWa7UvHrDt37ujUGSGK69m//vUvIUmSOHXqlDa9sLBQhIaGCj8/P3H27FmdbWbMmKHNX0nR0dFCkiQxc+ZMnfIqKCgQ48ePF5IkiQsXLujll4jKx5jDmMOYw5hjTHyNkSxa586ddXo92djYoH///hBCIDQ0VOcJiKOjI3r16oWMjAzcv38fAODk5ARXV1e9z+3SpQtatGiBY8eOGfzeN99802AXVY3Jkycb/NyyGHqK4u7ujv79++PWrVs6XYt37NgBAJg4cSLs7Oy06W5ubhg1apTe51y+fBlnzpzB0KFD0b17d51lTZs2xZtvvolr167xdUYiC/a850oAWL9+PYDinqj29vbadJlMhvfffx8ymQw7d+7Upv/3v/8FAEybNk3nKa6vry+GDBlS6bzXr18fderU0UsfMmQIHB0dyzxPT5w4Ee7u7tq/69Wrhz59+uDJkye4efNmhd+rUCjw0ksv6aW3bNkSwcHBOHnypM7rDZpz89SpU2Fl9fTyq3nz5hg6dKje5xw6dAgpKSkYN24c/Pz8dJYFBQWhT58+OHz4MHJycirMq8aHH34Ia+unnfoHDRoEoPjV96lTp0Imk2mXDRw4EACQkJCg8xmG4lGdOnUwbNgwZGdn48KFC3rL3dzc9HpklBQWFoZu3bpVej+8vLz0ekzLZDJEREQAAP744w9tenx8PFJSUtCnTx+9HspTp07V+xyguC47ODjgo48+0ikvhUKh7YFRsi4TUdUw5jDmMOY8xZhTc/gaI1m01q1b66VpAk2rVq30lrm5uQEofh+/UaNGAIrHF1i7di3Onz+Px48fo7CwULt+yS6xJZUM0s+yvLTk5GRERkbi+PHjSE1NhVKp1Fn+4MED7euUmiDRsWNHvc8xlHb27FkAwMOHDw2+u5+YmKj9vyRJVco3EZmH6jhXnjt3Dg4ODmWOL2FnZ6c9nwDA1atXYW9vjzZt2uitGxQUVKVxKvbu3Yvo6GhcunQJWVlZOmO1PHjwwOA2hr5XcyORnZ1dqe+9cuUKfvjhB8THx+Phw4d6Y3c8fvxYW45Xr16Fg4OD3k0EAAQEBCA6OlonTXNuTkxMNHhuTktLg1qtxs2bN9GuXbsK8+rs7Kz32r3md/Tx8YGDg4PBZampqTrp6enpiIqKQmxsLO7evasdY0fDUHn7+vpCoVCUmbeqxkSlUon//Oc/2LlzJxITE5GbmwshhME8lBcTPTw80LBhQ9y5c0eblpeXh2vXrsHd3R1RUVF622iuAUrWZSKqGsacYow5+ssYc3Qx5jwfNnaRRXN0dNRL07SoG1qmaU3XnFh2796NadOmwcHBASEhIfDy8oK9vT1kMhm2bdtW5mCN9evXLzdfDRo0qPQ+JCUl4Y033kBOTg6Cg4MRGhoKR0dHWFlZIS4uDnFxcTqNXzk5ObCyskLdunUrla/MzEwAxU90Dh06VGY+8vLyKp1nIjIvz3uuBIrPJYWFhVi2bFmZ35Obm6v9d3Z2Njw8PAyuV9E5tKRVq1Zh4cKFqFevHrp37w4PDw9tr9a1a9eWOXhseftV1kDIJZ0+fRqjR48GAHTv3l178S6TybB//34kJCTonZursr+ac/PPP/9cbj4qe242NIaMZn/L+/1L/sYZGRn4n//5H9y9excBAQHo1q0bnJycIJfLceXKFfz22296D2OAimNeVX5vAJgyZQoOHjwIHx8fDBgwAPXr14e1tTWysrLw448/6pU7gDJnOm7QoIHOjUdWVhaEEEhNTa10XSaiqmHMKcaY8xRjDmNOTWBjF1E5li1bBltbW8TExMDHx0dnWXndSUt2y32W5SWtWbMGmZmZ+OKLLzB48GCdZR999BHi4uJ00hwdHaFWq/H48WO9E62hWWI0AWfOnDkYMWJEpfNFRFSS5lxSejbZsjg5OeHRo0cGlxk6VxlSWFiI5cuXw93dHdu3b9c55wkh8MMPP1Tqc57FihUroFQqsWHDBgQGBuos0zwhL8nR0RGPHz82+FnlnZtXrFiB0NDQ589wNdiyZQvu3r2Ld999V+8VkaioKPz2228Gt6vOmHj+/HkcPHgQISEhiIqK0nkl5OzZs/jxxx911teUY1l17eHDhzp/a15PatOmDWJiYiqdLyIyLsacpxhzdDHmkAbH7CIqx+3bt9G8eXO9hq7U1FQkJycbLQ8A9KY+VqvVBmdX1HRXNrTMUJrmffKyZmokIqqM9u3bIyMjA7du3arU+r6+vsjLy9NOQ17SqVOnKvUZjx8/RnZ2Njp06KDXuH/hwgW91x2q0+3bt+Hq6qp305GXl2dwGnhfX1/k5ubqjUcCFD+xL03zmoWhmxhTKSseAZX/zZ6XJvb26tVLb+wTQ3koLybev39fZwwgoPhGpXnz5khMTERWVlZ1ZZuIqhljTjHGnJrFmGPe2NhFVA5PT08kJSXptMIXFBRg3rx5Ot1sa5Lmfff4+Hid9O+//97goPGawR+XL1+OgoICbXpaWpre0wegOLj5+/tj586d2LVrl95ytVqt13uMiKg0zfTfM2fONPg0OS0tDTdu3ND+rRkQ+Ouvv9Z5hePq1avYvn17pb6zfv36sLOzw6VLl3RercjMzMRnn332TPtRWV5eXsjMzMSff/6pTSsqKsLChQsNPtHV9MxdvHgx1Gq1Nv3GjRvagZNLCgsLg6enJ1avXo2TJ0/qLVepVEa72NcoKx79/PPPOHz4sFHy4OnpaTAPf/75p8HxTgIDA+Hp6YnffvsN58+f11m2ePFig7F85MiRyMvLw+zZsw2+OpKcnKzzGgoRGR9jDmOOMTDmmDe+xkhUjpEjR+LTTz/F0KFD8be//Q2FhYU4duwYhBDw8/Mz+LSkug0fPhwxMTGYPHkyBgwYAFdXV5w9exaXL19Gr1699MbZ6tatGwYNGoSff/4ZgwYNQp8+faBUKrF79260b98eBw8e1Ou+++WXX2L06NGYNm0a1q5dizZt2sDW1hZ3797F2bNn8ejRI4OznRARabz88suYOHEili9fjn79+qFHjx7w9PRERkYGkpKSEB8fj3fffRfNmzcHALz22mv45Zdf8Pvvv2Po0KF4+eWXkZmZiZ07dyIkJAQHDx6s8DutrKwQHh6OVatWYciQIQgNDUVOTg5iY2Ph5eWlM/NVdRsxYgSOHDmC8PBwvPLKK1AoFIiLi0Nqaio6d+6s95Bg2LBh2L59Ow4cOIBhw4YhJCREu7/dunXTOzcrFAosXrwY77zzDkaMGIGuXbuiZcuWAIB79+7h1KlTcHV1xa+//lpj+1jakCFD8P333+Ozzz7DiRMn4OnpiWvXruHYsWPo168f9u7dW+N5aN++Pdq3b4/du3cjLS0N/v7+uHfvHg4cOICePXtiz549OuvL5XLMmzcPEydOxIgRI/Dqq6+iQYMGOHnyJFJTU+Hn54erV6/qbDN8+HCcO3cO27Ztw+nTp9GtWze4u7sjPT0diYmJOHfuHL788kvtQNlEZHyMOYw5jDlUEfbsIipHREQEPv74Y7i6umLTpk3Yv38/OnXqhI0bN8LZ2dkoeWjdujVWrlyJNm3aYO/evdi6dSucnZ3x008/oW3btga3WbBgAaZOnYqioiKsW7cOhw8fxujRozFx4kQA+gNDent7Y9u2bZgwYQJyc3OxdetWbNy4EQkJCQgKCsJXX31V4/tJROZv6tSpWL16NQIDA/HHH39gzZo1OHToEFQqFSZNmqTteQoU3zQsX74c48aNQ2ZmJn788UecOXMGM2bMwJgxYyr9ne+99x6mTZsGmUyGDRs24NixY3j11VexcuXKMmfMrQ6hoaFYsmQJvL29sWPHDvzyyy9o1qwZtmzZojcDFVB8ARwVFYW///3vSE9Px9q1a3H69GnMmDEDr732GgD9c3P79u2xY8cOjBo1Cvfu3cPGjRsRExODxMREhIWFYe7cuTW2f4Z4eHhg/fr16Nq1K/744w9ER0dDqVRi1apVRhvjRS6XIzIyEq+//jpu376N9evX4/r16/jwww/xwQcfGNymZ8+eWLlyJdq2bYtdu3Zh06ZNeOmll7Bhwwao1Wq9cpfJZFiwYAG+/vprtGzZEocOHcKaNWtw9OhRKBQKTJ8+HV27djXG7hJRORhzGHNqGmOOeZOJkvNmEpFF27x5M2bPno25c+ciPDzc1NkhIiIUv1azYsUKREVFoWfPnqbOzgsjJycH3bt3hyRJ2Lx5s6mzQ0RkFIw5psGYY3zs2UVkgdLS0lC6HTs1NRXfffcd5HJ5rZllhYjoRfLgwQO9tOvXr2PdunVwdnZG586dTZAry5ebm6udDl6jqKgIixYtQn5+PsLCwkyUMyKimsOYYxqMObUHx+wiskBRUVE4fPgwAgMDUb9+fdy7dw8HDx7EkydPMHnyZDRs2NDUWSQieuHMmzcPKSkpaN++PZydnZGcnIwDBw6gsLAQ//d//wd7e3tTZ9EiJSUlITw8HCEhIWjUqBGePHmC+Ph4XL9+HS1bttQOdE1EZEkYc0yDMaf24GuMRBYoNjYWa9asQUJCArKysqBQKODr64vw8HCd8QuIiMh4duzYgY0bN+LGjRvIycmBg4MD2rVrhzFjxqBHjx6mzp7FevToEb744gvExcUhPT0dhYWF8PT0RJ8+fTBhwgSjjcFJRGRMjDmmwZhTe7Cxi4iIiIiIiIiILAbH7CIiIiIiIiIiIovBxi4iIiIiIiIiIrIYbOwiIiIiIiIiIiKLwcYuIiIiIiIiIiKyGGzsIiIiIiIiIiIii8HGLiIiIiIiIiIishhs7CIiIiIiIiIiIovBxi4iIiIiIiIiIrIY/x+O/LtgqzkBWAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axs = plt.subplots(1, 3, figsize=(12, 4))\n", "\n", "plt.sca(axs[0])\n", "plot_wafflehouse_pairwise(\"Marriage\", \"Divorce\", n_label=15)\n", "\n", "plt.sca(axs[1])\n", "plot_wafflehouse_pairwise(\"MedianAgeMarriage\", \"Divorce\", n_label=15)\n", "\n", "plt.sca(axs[2])\n", "plot_wafflehouse_pairwise(\"MedianAgeMarriage\", \"Marriage\", n_label=15)" ] }, { "cell_type": "markdown", "id": "2ced8d0b", "metadata": {}, "source": [ "- **Is the effect of Marriage rate on Divorce rate solely the result of their common cause Age--i.e. the Fork?**\n", " - Can't tell from just looking at the scatter plots above.\n", "- We need to **break the Fork by stratifying by Age**\n", "\n", "#### Testing Scientific Model with Generative Process Model\n", "> Notes: \n", "> - McElreath mentions that we should always do this testing step in the standard analysis pipeline, but skips for sake of time, so we do go ahead and take a stab at it here.\n", "> - this simulation models the Marriage Process as a function of Age, and Divorce as a function of Age _and_ Marriage\n", "> - this simulation is in the space of standardized predictor variables" ] }, { "cell_type": "markdown", "id": "186571b2", "metadata": {}, "source": [ "### Stratifying by a continuous variable\n", "\n", "$$\n", "\\begin{align*}\n", "D &= f(A, M) \\\\\n", "D_i &\\sim \\text{Normal}(\\mu_i, \\sigma) \\\\\n", "\\mu_i &= \\alpha + \\beta_M M_i + \\beta_A A_i \\\\\n", "\\mu_i &= (\\alpha + \\beta_A A_i) + \\beta_M M_i \n", "\\end{align*}\n", "$$\n", "\n", "where $(\\alpha + \\beta_A A_i)$ can be thought of as an effective intercept for each continuous value of $A$\n" ] }, { "cell_type": "markdown", "id": "04174db0-e2d6-47b7-8057-c42a0a4774d4", "metadata": {}, "source": [ "### Generating data according to the statistical model" ] }, { "cell_type": "markdown", "id": "aa58fce8-cdef-418f-b2f5-680412279a83", "metadata": {}, "source": [ "### Statistical Fork\n", "\n", "$$\n", "\\begin{align*}\n", "D &= f(A, M) \\\\\n", "D_i &\\sim \\text{Normal}(\\mu_i, \\sigma) \\\\\n", "\\mu_i &= \\alpha + \\beta_M M_i + \\beta_A A_i \\\\\n", "\\alpha &\\sim \\text{Normal}(\\mu_?, \\sigma_?) \\\\\n", "\\beta_{A, M} &\\sim \\text{Normal}(\\mu_?, \\sigma_?) \\\\\n", "\\sigma &\\sim \\text{Exponential}(\\lambda_?)\n", "\\end{align*}\n", "$$\n", "\n", "What parameters $\\theta_?$ do we use for the priors? **Enter Prior Predictive Simulation**\n", "\n", "#### 💡 When working with Linear Regression, it's always always a good idea to **standardize**\n", "- $X_{standardized} = \\frac{(X - \\bar X)}{\\bar \\sigma}$\n", "- $\\bar X$ and $\\bar \\sigma$ are the sample mean and standard deviation\n", "- results in a mean of 0 and standard deviation of 1\n", "- simplifies prior definition\n", "- makes inference run smoother\n", "- can always reverse the standarization transformation (using $\\bar X$ and $\\bar \\sigma$) to get back to the original space" ] }, { "cell_type": "markdown", "id": "105356e0", "metadata": {}, "source": [ "### Prior Predictive Simulation\n", "Gives us better intuition of the types of lines the model can produce given a set of prior parameters" ] }, { "cell_type": "code", "execution_count": 19, "id": "19036d98", "metadata": {}, "outputs": [], "source": [ "def simulate_linear_model_priors(std=10, n_simulations=200):\n", "\n", " xs = np.linspace(-3, 3, 10)\n", " for ii in range(n_simulations):\n", " alpha = stats.norm.rvs(0, std)\n", " beta = stats.norm.rvs(0, std)\n", " ys = alpha + beta * xs\n", " plt.plot(xs, ys, color=\"C0\", alpha=0.25)\n", "\n", " plt.xlim([-3, 3])\n", " plt.ylim([-3, 3])\n", " plt.xlabel(\"median age at marriage (standardized)\")\n", " plt.ylabel(\"Divorce rate (standardized)\")" ] }, { "cell_type": "markdown", "id": "b698da5a-bb50-48c3-a6e4-ba22a37f7ea6", "metadata": {}, "source": [ "#### Too large of a prior variance results in unrealistic linear models" ] }, { "cell_type": "code", "execution_count": 20, "id": "94d1da4b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simulate_linear_model_priors(std=10)" ] }, { "cell_type": "markdown", "id": "3b5e9319-c40e-4916-9524-73edf33ce285", "metadata": {}, "source": [ "#### More reasonable priors for standardized variables" ] }, { "cell_type": "code", "execution_count": 21, "id": "7727dfbe", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simulate_linear_model_priors(std=0.5)" ] }, { "cell_type": "markdown", "id": "fe967ea1", "metadata": {}, "source": [ " ### (3) Statistical Model for Causal Effect of Marriage on Divorce\n", "\n", "Here's the full statistical model with more reasonable priors.\n", "\n", "$$\n", "\\begin{align*}\n", "D &= f(A, M) \\\\\n", "D_i &\\sim \\text{Normal}(\\mu_i, \\sigma) \\\\\n", "\\mu_i &= \\alpha + \\beta_M M_i + \\beta_A A_i \\\\\n", "\\alpha &\\sim \\text{Normal}(0, 0.2) \\\\\n", "\\beta_{A, M} &\\sim \\text{Normal}(0, 0.5) \\\\\n", "\\sigma &\\sim \\text{Exponential}(1)\n", "\\end{align*}\n", "$$\n", "where we've standardized all the input variable such that we can use standard normal for all intercept/slope parmaeter priors\n", "\n", "#### Run the statistical model on the simulated data\n", "Verify that we can recover the parameters from a generative process that matches the statistical model" ] }, { "cell_type": "code", "execution_count": 22, "id": "6d4450d2-e32b-42a8-a0c1-5775eca72afa", "metadata": {}, "outputs": [], "source": [ "def simulate_divorce(\n", " beta_marriage_divorce=1,\n", " beta_age_divorce=-1,\n", " beta_age_marriage=0,\n", " alpha=0.0,\n", " sigma=0.5,\n", " random_seed=123,\n", "):\n", " N_STATES = 50\n", " np.random.seed(random_seed)\n", "\n", " # Age (standardized)\n", " age = stats.norm.rvs(size=N_STATES)\n", "\n", " # Marriage rate\n", " marriage_rate = 0\n", " if beta_marriage_divorce != 0:\n", " marriage_rate = age * beta_age_marriage + stats.norm(0, sigma).rvs(size=N_STATES)\n", "\n", " # Divorce Rate\n", " mu = alpha + marriage_rate * beta_marriage_divorce + age * beta_age_divorce\n", " divorce_rate = stats.norm.rvs(mu, sigma)\n", "\n", " simulated_divorce = pd.DataFrame(\n", " {\"MedianAgeMarriage\": age, \"Marriage\": marriage_rate, \"Divorce\": divorce_rate}\n", " )\n", "\n", " # Shuffle actual labels to retain same proportion of Southern/Other states\n", " # i.e. Southern state has no effect on parameters in this simulation\n", " simulated_location = WAFFLEHOUSE_DIVORCE[[\"Loc\", \"South\"]].sample(frac=1.0)\n", " simulated_divorce.loc[:, [\"Loc\", \"South\"]] = simulated_location\n", " return simulated_divorce" ] }, { "cell_type": "code", "execution_count": 23, "id": "6e42364d-726f-4eef-bdc3-31500e715965", "metadata": {}, "outputs": [], "source": [ "MARRIAGE_DIVORCE_SIMULATION_PARAMS = dict(\n", " beta_marriage_divorce=1, beta_age_divorce=-1, beta_age_marriage=0, alpha=0, sigma=0.5\n", ")\n", "SIMULATED_MARRIAGE_DIVORCE = simulate_divorce(**MARRIAGE_DIVORCE_SIMULATION_PARAMS, random_seed=1)" ] }, { "cell_type": "code", "execution_count": 24, "id": "b1911731-cae7-4616-b262-31602236536e", "metadata": {}, "outputs": [ { "data": { "image/png": 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zyc3N5amnntJtc+DAAf7rv/6LyZMnc+qpp/LEE0/g9+sDHH6/n2eeeSZSrlmzZvHLX/6Sqqoq3Xrz5s3jlltu4dNPP+WSSy5h/PjxPP3006xevZrc3Fw++OAD/vSnPzF37lymTJnC9ddfz759+45hT/ZMnqDGi9/Xs3Svp9VAF4CqwdayAE+vdbGt3N/qOi39+te/RlVVrrjiCj755BPy8/PJy8vj1Vdf5aqrrsLhcPDoo4/yxRdf8Ktf/Ypdu3ZRVFTEokWL+OUvf8nZZ5/Nueeeq/vMCemWqN5Zr2xuYF2Rj+Dh7tWqprG1zM8LG+po3uPaZIDpmdG5joToKqqm8e5ON29vc7ca6Gq0rzrIi9/Xsyw/nOtieqaFKT98AE1V+eb/bqRgw5c8uXQbH6/ZySuvvMJVV12FxWbnurseYuU3X7H17d9TW7gXd2URJauX8ML/Pdzq+SREX9HR7ZR58+b16nbKySefzIwZM7jhhhv6RDtFCNH9bKNyMCbF6pZVv/YJ3jU70ALhHueapuHbW4ha547KHdKyZ1hvJfVN36hvpGeXiJg0aRILFy7kscce48ILL2TMmDGYzdE9ZB555BHefvttfvzjH3PaaadRWFjIX/7yF9asWcPixYtJSkpq93eOHTuWxx9/nF/+8pfcdtttnHbaaQBkZGRE1gkEAtx222384Ac/4MYbb2Tt2rU888wzOJ1O7rjjDiB8ofnpT3/K+vXruemmm5gyZQqFhYU89dRTbN68mXfffVcXod62bRt5eXncdtttZGdnY7fb8Xg8APzxj39kypQp/O///i/19fX84Q9/4LbbbuOjjz7CaDx6b6eeKKhqvLKpnn1HGQ7YKBCC17c08JPJCsNa6U3V3MCBA1m8eDHPPvssv/vd7ygrKyMpKYmxY8fyyCOPAHDOOeeQkpLCs88+y49//GO8Xi85OTnceuutLFiwICrHkMmgcNJAK5/mNSW89AQ03tnuZskeD2kOA5UelXp/dNBu6gBL1DBIIbrSkt0e1hS2L1gM8NFeDxYjzBlo49QJQ9AefIXdH7/M1sV/Zb2rko+dCaTkjGLG1Q/wm+W1eFLnctLPn2bn0n+y4k+3oQZ8pGUO5LY2zich+orm7ZQLLriA3NzcVuvl/tJOeeyxx3C5XPzpT3/q9e0UIUTPoBgMxJ42mZrF30SWaf4A7n9/R/FXmzEPSCZU5cKHhnbWeN22BrsNxdQ3rkFS3/SN+kaCXSLi3nvvZd++fbz22mu89tprmM1mxo0bx7x58/jRj35ETEwMeXl5vP3221xzzTX86le/imw7ZswYrrjiCl555RXuvvvudn+n0+lkxIgRAAwaNIhJkyZFrRMIBLjzzjsjvRVmz57N1q1b+eCDDyIn9dKlS1m+fDlPPfUUZ511VmTbUaNG8YMf/IDFixdzzTXXRJZXVVXx4YcfRvLfQDiaDuFZzv7whz9ElhsMBu666y62bNnSavl6g1WFvlYDXQPjjOQkmKj3a+yoCOBrNnVwSIV3trv5xZw4DEe5eU5LS+Phhx/m4YcfbnOdadOm8eKLL6JpGjU1NSQkJBzxpvz0HBv7q4PsqdKX2xPQOFDbem+ZzFgj54+Q6Y5F99lXHeDbQ76o5ckOAyOTzARVjZ2VAepa9K78YI+HMakWzhtu52BtOrar7mPCVffp1gkRPv4BkodPYvotv8disTAiycyNk5wY+0ieDCHa0rKdYjKZGD9+fL9tp2iaRigUwmw29/p2ihCi54g5aTy+vQV4Nut78Gg+P/78wz2W4vQ9uBSTCWOivkdYbyb1Td+ob6T7g4hITEzkzTffZNGiRdx7773MmzeP/Px8nnzySS688EKqqqoiB/6ll16q23bChAkMGzaMlStXdni5FEVh3rx5umW5ubkUFRVFXn/11VfExcVx+umnEwwGI/+NHj2a1NRU1qxZE7V98xO6uda+C9B9X2+iaVrUzXesVeGWqU7unBHHRSMdXDMuhv8+KY4pA/TD/6o9KtvL9Yknu4rRoHDdBCdjUtuXf2twgombpzixmeSGX3SflueayQBXjnHwwOw4Lh3l4IoxMfzypHjOHqbPhRBUYU2hD5tJ4eYpTgYntO9Z1JgUM9dNkECX6B+knRLW8rtGjhwJ9N52ihCiZ1EMBpKuPQfHlJHtW99swpSWgGLsO6EFqW/Cent9Iz27RJTx48czfny4W2ogEOAPf/gDL7/8Mi+++CJOpxMI9+RpKS0trVMOfLvdjtWqT3ZosVjw+ZpuKisrK3G5XIwbN67Vz6iurta9Tk1NbfP7EhISor4Lwsn6eqO91UEq3fpZFq8cExM1PNFuNnDlGAfF9SGK65p6Tq0u9DEurXtyYFlNCgsmxLClLMB3Ba33TsuOMzI728rUAZaj9kATojPV+VS2tQgOzx9iY1qm/vplMiicMcROhVtlfbOJGFYX+ThzqA2H2cCtU52sL/azssBHgSu6J+PQRBPj4lXmDI3BIIEu0c+MHz+ecePGEQqFUFWVJ598Utop9N52ihCi51FMRhJ/fBb2KSOpX74J3+a90esYjRjjYjAlHXm0Rm8m9U1C1HdB76lvJNgljshsNnPHHXfw8ssvs2fPHk4//XQgPC1q8/HDjcsSE5tm6rBarVHJ8iB8gjVfryMkJiaSkJDAiy++2Or7MTExutd99YLcmvwafYAoPcbAyKTWT32DonBStpVFO9yRZW0NGewqiqIwId3ChHQL5Q0hCupC+IIaFiNkOI1kxsplTPQMh1zBqMkSZme3PSvRyYOsumBXnU+jyqOS7DBiUBSmZ1qZnmmlqC5ISX0IfygcAM6ONZLiMFBTU9OvrmVCtOZE2ikWi0XaKaJN//73v1m/fj1bt25l9+7dBAIBHn/8cS677LJj+hxVVXnzzTd5++23OXDgAA6Hg5kzZ3L33XczePDgzim8EB1AURTsY4dgGzMYZd8h7DUeNJ8fxWwmlOLE463DGGPvN9crqW96H7lL7GaB4koavtuKb38RqtuLYjJhSk3AMS0X+/hhXZrkr6ysrNXIdF5eHhCOUM+aNQuA//znP0yYMCGyzubNm8nLy+PWW2+NLMvMzGT37t26z9q/fz/79++POvnhxCLEp512Gh9++CGqqjJx4sTj/py+yBvU5wbKjjMd8aI2MF5/WfAGNTRN6xEXwtQYI6kxPT8ZouifWp5rKQ4jdnPbXfozY00YFHQBMk8wetKFzFhTVFBX01qfUVWIjqRpGr6dB2lYs4NAcQWaP4DBasE8KJ2YWWOxDM7o0rqho9spWVlZ7Nq1S/dZ0k4Rjf7yl79QWFhIYmIiaWlpFBYWHtfn/PrXv+add95h+PDh/PjHP6ayspKPPvqIb7/9lrfeeovhw4d3cMmF6HjGpFgcQwdGrvlerxf213XY52uqinfHAdxrthMoqUYLBDDYrFhy0omZMw7LwPQO+672kPqmb5BgVzcJVtZS/c5X+HYfin6vvAbv9nwMsQ7iL5hDzIzRXVKmm266iYyMDE4//XSGDh2Kpmns2LGDl156CYfDwXXXXcfQoUO56qqreP311zEYDJxyyimRWScGDBjA9ddfH/m8iy66iF/84hc88sgjnH322RQWFvLiiy9GRa8HDRqEzWZjyZIlDBs2DIfDQVpaGunp7b+onX/++SxZsoSbb76Za6+9lgkTJmA2mykpKWH16tWcccYZnHnmmR21q3oVc4shTjU+tY01w2q9+vdNhr4d8Reio5iN+vPE5VNRNa3N4bX1flUX6GrtM4ToLt4dB6hZ/DXBilrd8hAQKKnCvWYH5uxUEq88vctuQpq3U4YMGUIoFGLXrl3885//PK52ysUXX8z9998v7RTRqscee4ycnByysrJ4/vnnefLJJ4/5M1atWsU777zDtGnT+Oc//xm5kb3kkku44YYbeOSRR3j99dc7uuhC9Cqerfuoee8bQlX64FmI+nDHkFXbsQzOIOEHp2PJSumSMkl90zdIsKsb+AsrqHj2fdR6zxHXU+vcVP/rc4KVtcSfO6vTy3XbbbfxxRdf8Morr1BWVkYgECA1NZU5c+Zwyy23MGzYMCA8xerAgQNZtGgRb775Jk6nk5NPPpl7771Xd8Kef/75VFRU8NZbb7F48WJGjBjBI488wt/+9jfd99rtdn7729/y9NNPc9NNNxEIBLjjjju488472112o9HI3//+d1599VX+/e9/8/zzz2M0GsnIyGD69OmRZHr9UWqMvmfJvuogVZ4QSfbWe0itLdIn2JaeVEK0T6pDf664AxrbywNt5rxbUxidzD7R1neSu4req2H1dqrf/gKO0oEwUFBO+VPvknzD+dhG53R6uVq2U/x+P2lpacfdTrnwwgspKyuTdopo1Zw5c074MxYuXAjAXXfdFQl0QXgGtblz57J8+XL279/fZnJoIfq6+uWbqFn8zVHX8+eXUP7UIlJ+cgHW4dmdXi6pb/oGRZOxEO3m9XojFZLNZot6v3FKTqPR2GZPmJDLTdkf3yJU23BM35145enEzG49yVxP1J590de0dXxomkZNTQ0JCd2TvNEX1PjfFbW6IVZDE03cMNGJtcXMhZtK/byxRX9sXjDSzimDoo/349Xd+6MnkX3R9/x1jUuXUD7RbuC2qbEktAhiFbqCPLuhHl+z83LqAAtXjdXnUWiLHDuyD1r7/Udrp7SHd9dBKp7791EDXc0pFhNpP78Cc2bXPHGH/tnOaOlY90FHHB/9VWPPrmPN2TV37lwaGhpYt24dRqP+gcjLL7/M448/zm9+8xuuvPLKji5yh+nv11qQfdBZ9Y1n6z4q//HhMW1jsFlIu+cqTKkJx/Wdx0Pqm95b30jPri5W9/naqECXwWEN574YMoCQqwH3up3495fo1qn59wrsU3IxWPUz6AlxNFaTwtQBFr491NSLZF91kN+vrGV2tpWceBP1fo0NJX52VuhnkjMbYfqA7pmJUYjeaHa2lYXbmyZ4qPaoPLnKxfRMC7nJZkKqxtbyABuK/VFDGGcdIZm9EF1B0zRq3vsmKtBlSk8kZtZYTKkJBIoqaFi5lVB1fdN2/iC1S74l5ZaLu7jEQvRcbreb8vJyRo4cGRXoAiLJ6fPz84/4Od3dL6Hx+7u7HN2pv++D1n5/82XHs180VT3co0u/rSkzhZgZYzAmxRIoKKdh1TZUV9O9s+r1UfvhdyQtOPc4fsmJ66/HQHPt2QftOT66InAowa4upPoCNKzZoVtmGZJByk8uxOBoing654yn/tst1CxaFlmm+QJ4NuzqVb27RM9x+mAbm0r91PubLjYun8YneUdOfnjmEPsRE2wLIfSmZFhYWeDT9e7yBTVWHPSx4qCvze0mppvJiZcqWXQvf14hwVL9lOTOUycRf/HcSKPUPnYIsadPoeqNz/Bs3BNZz7vrIMGKWkwp8V1aZiF6qrq6cP4hp9PZ6vuNy+vr61t9v1FtbW2PuMGura09+kp9XH/fB81/v9/vR1VVQqEQodCxz9zu3bafQKV+f8aeNR3nWdMj9Y1ldA6O0yZR/eoneLfnR9Zzb9qLs6oWY3zr51ZnOZ7f2de0dx+EQiFUVcXlcrWZbL+jZ6FsjbSsu5Bncx6ar1nPGQWSrjlLF+hq5DxpPN6t+/DuPBhZ1rBmhwS7xHGJsxq4cZKTF76vxxNoX4NpTraVU3Okp4kQx8JoULhhopNnN9RR3nDkySAaDU00ceWY9g1fFKIzNazernttSonXBboaKSYjiVefgW/XQVTP4SCuBg1rd3RJjlEh+pP4+O4NIGuaRm1tLfHx8f16CFd/3get/X6v10tVVRVGo7HVnotH412/G0OzSbTMmanEnzsrev8ajST/6CxK/t8/0QLByGLfxr3Ezpt6fD/oODQO4evPjmUfGI1GDAYDcXFxMoyxvwiWVOpeW4dnH/EJqGPWWF2wK1Bc2ea6QhxNdpyJ26fFsnB7Awdq247K20wK84faOHmgtV9W6EKcqFirgdunxfLuDjdbygJtrmc0wMxMKxeMtGMyyLkmul/LdoZjxug26wGD1Yx98ggavtsaWdaynSNEfxYbGwu03XOrcXlbPb8a9ZS2mKIoPaYs3aW/74Pmv7/5/49nnwSLK4Gm7WJmjcFgaH00idFpxz5+GO4Nu5u2L6nqsr9F856V/fXvf6z74ESPj44iwa4upPmDutem5Lgjrm9K1gfCNH/bN01CtEdajJHbp8dxqDbIykIf+6qDeIIaJgOk2I1MGWBhUrolKnG9EOLYOMwGrp3gpNIdYlWhj50VAer8GooC8VYDE9LMTM+0EmuVYcKi54hqpxxlSKIpSd+O0fVeF6KfczgcpKamUlBQ0GqPiMZcXY25u4ToT5r30oLo+96WjC3um1tuL0RrJNjVhRS7PtG3v6D8iOsHCsp0rw22zh9StmnTJp5//nm2bdtGRUUFcXFxDBw4kMmTJ/Pggw8C8MYbb2C3249pNpqWnn32WYYPH878+fM7qujiGAyMNzFQ8gMJ0emSHUbOH+Hg/BHdXRIhjs7Qop0SKCiHyW1PUd6yHaNIO0UInRkzZvDhhx+yYcMGpk+frntvxYoVAFHLhegPFJsFmk3a5i8sxzZmcJvrB1rUN3JfLNpDHil3IcugdN3rQEE5vv3Fra6raRr1Kzbrt89Jb3XdjrJs2TKuvvpq6uvruf/++3nppZf4n//5H6ZMmcJHH30UWe9f//oX77333gl913PPPcfnn39+okUWQgghRAexDMrQvW5YswO1jd5awZo6vFvz9NsPzmh13Y7SvJ1y33338cILL/Df//3f0k4R3a6qqoq8vDyqqqp0y6+88koA/vznP+P3+yPLV65cyYoVK5g+fTpDhgzp0rIK0RNYclrUN99tRQu2nmYlUFaNd+eBFtt33X2x1De9l3Tt6EK2MYMxxscQahbFrnr9E5JvvABLVkpkmeoPUPv+cgKFFbrtOzs5/Ysvvkh2djb/+Mc/MJmaDo3zzz+f+++/v1O/WwghhBDdK2b2WN2DNrXeQ9UrS0m85kyMTntkebDKRdUrS9GCTZMwKCYDjmmjOrV8zdspRqMxMjTsggsukHaK6HALFy5k/fr1AOzevTuybM2aNQDMnz8/0hPjjTfe4Omnn+aOO+7gzjvvjHzGrFmzuOKKK1i4cCGXXnopp556KpWVlXz00Uc4nU4eeeSRrv1RQvQQMbPH4l6zI/I6VFNP1Wsfk3jVGbrJ24LlNVS9vBSaza+lWM3Yj9DruCNIfdM3SLCrCykGAzEnjcf10arIslBVHWV/+BfWkQOxDhlAyNWAZ9NeVLd+inpjohPbuM598lNTU0NiYqIu0NWoMWHgvHnzKCwsBCA3NxeArKwsvvzyS3w+H3/6059YuXIlBQUFGAwGhgwZws0336zrltm43XvvvReJhM+YMYPXXnsNgPLycp566imWLVtGVVUVaWlpXHbZZdx66626sr355pu89dZbHDp0CID09HTOOuss7rnnno7eNUIIIUSfZ85MwTosC19eYWSZd8cBSv7fP7GPH4YpLYFAUQWerftB1c/sa588UhcQ6wzN2ynNk+XC8bVTjEYjQ4YM4b/+67+knSKirF+/PqrHxoYNG9iwYQMQPq7aM+zo//2//0dubi5vv/02r732Gg6Hg9NPP527775benWJfsuSk4FlYBr+Q01pezyb9+HddQj7hGGYkuPwHyrDu+NAVH0TM300Bpul5Ud2KKlv+gYJdnUx56mT8G7ZpzuxAXy7D+Hbfaj1jQwKiVedgdLGDBUdZdKkSSxcuJDHHnuMCy+8kDFjxmA2m3XrPP300/zsZz8jNjaWX//61wBYLOGLjd/vp7a2lhtvvJG0tDR8Ph+rV6/mzjvv5PHHH+eSSy4B4O2332bBggXMnDmTn/70p0DTTDTl5eVcccUVGAwGbr/9dgYNGsT333/P3//+dwoLC3n88ccB+PDDD3n00Ue59tpr+cUvfoHBYODAgQPs3bu3U/eREEII0Zcl/OA0yv+yENXbNORKC4R0s2C1ZExwEn/BnE4vW/N2ygUXXEBubm5U0u/2tlPS09MJBAJ899130k4RrXriiSd44okn2rXunXfeqevR1ZzBYODaa6/l2muv7cjiCdGrKYpCwpWnU/7Uu7rJUTRfAPfanW1uZ0qJJ+6cmZ1ePqlv+gYJdnUxg8VM8n9dSMVz/44aptgaxWQg8ZozseUO6vSy3Xvvvezbt4/XXnuN1157DbPZzLhx45g3bx4/+tGPiImJYcyYMdhsNpxOJ5MmTdJtHxsbGznpNE3D7/dz0kkn4XK5eOWVVyIn9aRJkzAYDCQlJUV9xlNPPUVtbS0ffvghmZmZAMyePRubzcbvfvc7brrpJoYPH86GDRuIi4vjoYceimw7e/bsTts3QgghRH9gzkgi+eaLqHxhCarHd9T1jYlOUm65GGNcTKeXrWU7xWQyMX78+ONqpwCEQiFmz54t7RQhhOgGluw0km88n8p/ftSu2XxNKfGk3HoxhhjbUdc9UVLf9A2SoL4bGGMdpN75A2LnTcFgb3smCevIgaTe+QMcnTwmuVFiYiJvvvkmixYt4t5772XevHnk5+fz5JNPcuGFF0Yl3WzN0qVLufrqq5kyZQoTJkxg3LhxLFq0iLy8vKNuC+FkgDNnziQtLY1gMBj575RTTgGI5EkYP348LpeLe+65h88//7xdZRNCCCHE0VmHDCDtnquwTxwOBqXVdRSzkZhZY0i76yrM6UldUq6ObKdMnjyZMWPGMHbsWGmnCCFEN7HlDiLtriuxjx8KrVc3KFYzMXPHk3bXlZiS47ukXFLf9A3Ss6ubGKxm4i88idizZ+D5fg/+/cWoHi8YjZhSE4iZNgpTakK3lG38+PGMHz8egEAgwB/+8AdefvllXnzxRR544IE2t/v000+56667OOecc7jppptISkrCbDbz1ltv8e6777bruysrK/nqq68YO3Zsq+9XV1cDcMkllxAKhVi4cCE/+9nPUFWV8ePHc9ddd3HSSScd4y8WQgghRHOmlHiSrz+XUG097nW7CBRXovkDKFYzlkHpOKbm6pIId6Xx48czbtw4QqEQqqry5JNPHnM75Sc/+QkpKSkYjUb+9a9/STtFCNFpHnzwQVwuF88880xk2ccff8xdd92F1WqNpJBppKoq11xzDcnJyfztb3/rjiJ3KXNGEsk3nk+wpg732p0ES6rQAkEUmwXL4AwcU3I7PUdXW6S+6d0k2NXNDBYzMTPHEDNzTHcXpVVms5k77riDl19+mT179hxx3f/85z9kZ2fz5z//GSAya8Wrr77a7u9LTEwkNzeXu+66q9X309LSIv++/PLLufzyy3G73axdu5annnqKW265hU8++YSsrKx2f6cQQgghWmeMdxJ7xtTuLkabjredoihNXQheeeWVdn+ftFOEECdq4cKFPProo/zmN7/B4/Hw2GOPRXrwALz00kscOHCgXwS6mjMlxBJ35vTuLkabpL7pfSTYJSLKysp0J02jxq6Wje9ZLBa8Xm/UeoqiYDabURQlMmtFeXk5X3zxRdS6bX3Gaaedxtdff82gQYOIj29fN1WHw8Gpp55KIBDg9ttvZ+/evf36pBZCCCH6oo5spzSSdooQoiu98MIL/PWvf+XJJ5/k7LPPRtM0vvjiC371q1/x3HPPkZeXx1//+lf++Mc/kpyc3N3F7bekvukbJNglIm666SYyMjI4/fTTGTp0KJqmsWPHDl566SUcDgfXXXcdACNHjuTDDz/ko48+Ijs7G6vVSm5uLqeddhqffvopjzzyCGeffTaFhYU899xzpKWlkZ+fr/uukSNHsmbNGr788ktSU1OJiYlh6NCh/OxnP+O7777j6quv5tprr2XIkCH4/X4KCgr45ptvePTRR8nIyOChhx7CZrMxZcoUUlNTKS8v5/nnnyc2NjYyBFMIIYQQfUfzdsqQIUMIhULs2rWLf/7zn8fVTikpKeGZZ56RdooQokv84Q9/4I033uC5555jzpzwDLaKovD4449z4YUX8s4777Bo0SLOO+885s+f382l7d+kvukbFK2xC444Kq/Xy/79+xkyZAg2W3SeCk3TIkP3mkdxe4uPPvqIL774gq1bt1JWVkYgECA1NZXp06dzyy23MGzYMAAKCwt5+OGH+f7772loaCArK4svv/wSgOeff5633nqL8vJysrOzueGGGygtLeXpp59m165dke/auXMnjz76KDt27MDj8TBjxgxee+01AKqqqnjmmWf46quvKC0tJSYmhqysLE4++WRuueUWHA4H77//PosXLyYvL4/a2loSExOZOnUqt912G7m5uV2/82j7+NA0jZqaGhISEnrlcdHRZH80kX0hjpccO7IPWvv9R2un9HYt2yl+v5+0tLTjbqcMHDiQG264gZKSkl7ZTjnWdmdfPz5E5+jv11o48X3w4IMP8sEHHxAIBHj55ZdbnSnv3Xff5aGHHiI9PZ0lS5YQGxvbEUXvEFLfSH3TW+sbCXYdg74e7OpI/XFfSLCrfWR/NJF9IY6XHDuyD/rjzUdz/bGd0VJvvfkQvUt/v9ZCxwS79uzZQ3V1Nenp6bzwwgs4nc6o9U455RQWLFjATTfd1BHF7jBS30h901vrG0O3fbMQQgghhBBCCNHHpaen8/rrr1NeXs5PfvIT6uvro9YxmUwYjcZuKJ0QfZMEu4QQQgghhBBCiE6UmZnJ66+/TlVVFTfddFOrAS8hRMeRYJcQQgghhBBCCNHJMjIyeO2116ipqeHGG2+krq6uu4skRJ8lwS4hhBBCCCGEEKILpKen89prr+FyubjhhhtwuVzdXSQh+iRTdxegN5Kc/qI1clwIIYToCaQ+Eq2R40KI7vHEE09ELUtLS+Pjjz/WLWucxa83keuKaE1POS6kZ9cxaEwYGAgEurkkoicKBoNAOLmkEEII0dUa65/G+kiI5qSdIoToKFLfiCNpjJd094QLEuw6BmazGavVSm1tbY+JVoqew+VyYTQau/2kFkII0T811kEyJEa0RtopQoiOIvWNaIumadTW1mK1WjGbzd1aFnm0c4xSUlIoLCykoKCA+Ph4zGYziqIA4T9sKBTCaDRGlvVX/WlfaJpGQ0MDLpeLAQMG9PnfK4QQomdSFIW0tDSKi4uxWq3ExMT02TqpP7Uz2tLefSDtFCFER5P6pn9pzz7QNI1AIEBtbS319fVkZWV1cSmjSbDrGMXFxQFQUVFBYWFh1PuqqmIwSIc56F/7QlEUEhISiI+P7+6iCCGE6Mfi4+PxeDxUVFRQXl7e3cXpVP2pndGW9u4DaacIITqa1Df9S3v3gdVqJSsrKxI36U4S7DoOcXFxxMXFEQgECIVCkeWapuFyuYiLi+u3Ud9G/W1fmM1mGRYghBCi2ymKwoABA0hLS+vTOUb7WzujNceyD6SdIoToaFLf9B/t3QdGo7Hbhy42J8GuE2A2m3V/TE3T8Hq92Gy2fnsiNJJ9IYQQQnSfvp6bSdoZsg+E6C5aIIh7417cq7cTKK5ACwRRrBYsA9OImT0W29ghKP2oF5DUN31fb90HEuwSQgghhBBCCCGOwr1+FzXvL0et9+iWawEP3h0H8O44gDEplsQr52HLHdRNpRRCQB8MdpWWlrJ06VK++eYb9u3bR0VFBfHx8UyZMoWf/OQnTJw4sbuLKIQQoptJXSGEEEKIY1H31fe4lnx71PVCVXVUPP8fkn50Fo4pI7ugZEKI1vS5YNdrr73GCy+8wKBBg5gzZw7JyckcOHCAzz//nM8//5wnn3yS8847r7uLKYQQohtJXSGEEEKI9vJvyyewZAXQziFcqkb1m59hTIrFOnhAp5ZNCNG6PhfsmjBhAm+88QbTpk3TLV+3bh3XX389jz76KPPnz8disXRTCYUQQnQ3qSuEEEKI4/Pggw/icrl45plndMtXr17Nddddx9q1a9mxY0fk3z1hVrYToakq7qVraJl22zosi5hZYzClJhAoqqD+2y0ECiuatgupuJZ8R+qdl3dtgYUQAPS5zHlnnXVW1M0LwLRp05g5cyY1NTXs2rWrG0omhBCip5C6QgghhBDt4dt1ELW6Trcs/vzZpN5xGY5po7DkZBAzexxp915NzJxx+m33FREoruzK4gohDutzwa4jMZlMuv8LIYQQLUldIYQQQohG7rU7da/Nmck4z5gatZ6iKCRccjIGp12//bqdUesKITpfv2nJFxUV8d1335GamsrIkW0nCtQ07bi/o3HbE/mMvkL2RRPZF3qyP5p05b7oTdMEd6euqCs6gpxHsg/k9/fv3w+dsw+krhAiWrCsRvfaMX10m+eKYjbhmDSC+hWbm7Yvr2l1XSFE5+oXwa5AIMADDzyA3+/nvvvuw2g0trlubW3tCTcaamtrT2j7vkT2RRPZF3qyP5p0xb5ITEzs9O/o7bq6rugIch7JPpDf379/P3TsPpC6QrTXsmXLmDx5sm5ZKBTqptJ0Li0Q0L02xscccX1jgrPF9sEOL5MQ4uj6fLBLVVX++7//m7Vr13LllVdyySWXHHH9+Pj44/4uTdOora0lPj6+3z8Zk33RRPaFnuyPJrIveo6urCs6ghw7sg/k9/fv3w+yD0T3mjlzJo888ohu2aZNm7j//vu7p0CdyOCw6V7780twTG6797cvv1j3WrFbO6VcQogj69PBLk3TeOihh/jPf/7DRRddxKOPPnrUbTqisaAoijQ6DpN90UT2hZ7sjyayL7pXd9UVHUGOHdkH8vv79+8H2Qeie9jtdnJycnTLSkpKuqk0ncsyJBN2H4y8dq/ZQdxZMzDE2KLWDZRV492er1tmHZrZ2UUUQrSizyaob3xK/+6773LBBRfwxBNPYDD02Z8rhBDiOEhdIYQQQogjiZk9Vvda9fqpeHEJwUr9EGJ/QTmV//gQ1KY0B4rFhGNqbpeUUwih1yd7dqmqyv/8z/+wePFizjvvPP7v//7viLlXhBBC9D9SVwghhBDiaEypCZhHZsOBssgyf34JJf/7KtYRAzGlJRAoLMe/P7pnm2PGaAwyjFGIbtHnHl83v3k555xz+P3vfy83L0IIIXSkrhBCCCFEezkumoMh1qFfqIFv9yEaVmxpNdBlSksk/txZXVRCIURLfa5n19/+9jcWL16Mw+Fg8ODB/P3vf49aZ/78+YwePbobSieEEKInkLpCCCGEOD5PPPFEq8tnzpzJrl27ov7dFxgTY0m55WIqX1hCqLbhqOub0hNJufXiqOT2Qoiu0+eCXYWFhQC43W6effbZVtfJysqSGxghRL/z4IMP4nK5eOaZZ9pcp6SkhPnz55Odnc3HH3/chaXrWlJXiP5Ezn0hhDhx5swU0u65Gtdna3Cv3YnmC0StY4ixETN7LLFnTMNgs3RDKYUQjfpcsOuJJ55o82mDEEKII2sc1rdu3TrWr1/P1KlTu7tInULqCiH0+su5L4QQJ8IY5yDx8tOIP38Onk17CRRXovkDGGwWzAPTsI8fhmKStAhC9AR9LtglhBDi+GiaxuLFi/n1r39NRkYGixYtkhteIfoBOfeFEOLYGGwWYmaO6e5iCCGOoM8lqBdCCHF8Vq1ahdfrZc6cOVx88cV8/PHH1NfXd3exhBCdTM59IYQQQvQ1EuwSQggBwKJFizjvvPMwGo2MGDGCQYMGsXTp0u4ulhCik8m5L4QA8AQ1ClxB9lUHKKoLElS17i6SEEIcNxnGKIQQApfLxWeffcabb74ZWXbRRRfx7rvvcsUVV3RjyYQQnUnOfSH6N03T2F8TZFWhny1lfkJq03s2k8KUDDNj41QSErqtiEIIcVwk2CWE6FYPPvgg7733Hvfeey8333xzZPnnn3/O7bffzq5du1i9ejXXXXddq9uvWLGC1NTUripun7VkyRJ8Ph9XXnllZJmmaaiqyt69exk+fHg3lk6IjiHXm2hy7gvRfwVCGu9sb2BTafSsggDeoMZ3BT6W+QOc7/Ewf6gdRVG6uJRCCHF8JNglhOh2VquVF154gauuuor4+Pg21/v4449xOp26ZcnJyZ1dvG6laRr+/BLc63YSLKtGC4Yw2K1YhgwgZuZYjHGODvmed999lxtvvJFLL71Ut/yxxx7j3Xff5Re/+EWHfI8Q3a2vXG9CtfV4vtpIsNyF5vWjmIyY0hJxTB+FJSej3Tekcu4L0T8FVY1/bqpnb1WwXet/tt+LNwQXjuyYdocQQnQ2CXYJIbrdnDlzOHDgAM899xwPPPBAm+slJycTFxfXhSXrXt5dB6n9zwoCRZXR7+04QN0na7BPGkH8RXPbHfSqq6tjx44dumX19fVs27aN3//+9wwbNkz33gUXXMCf/vQn7rnnHsxm8/H/GCF6iN5+vQm5Gqh5fzmejXvxeb2oVgsQDmz59hbS8N1WzNmpxF80F9uI7Mh2cu4LIZr7OM/TZqDLZlLwBqPzdS0/6GNgnIlJGZbOLp7oBP6QRllDCG9Qw2pUSIkxYjdJTz3Rd0mwSwjR7QwGA/fccw/33nsv1113HRkZGd1dpG7XsHIr1Qu/giPkhtVCKu71u/DtLyL1tksxpbTdS6XRmjVruOSSS3TLTj/9dIYPHx51swswf/58HnnkEb766ivOOuusY/0ZQvQ4vfl6EyirpuLv7xOqqedIF4dAQTkVz75P4pXziJk5BpBzXwjRxB1QWVng0y2zmhTmD7ExPdOCw2ygyhNixSEf3x706tb7Mt/LxHSzDGfsRYrqgqws8PF9iR9/qGm50QDj0yzMzrYyJEHCAqLvkaNaCNEjnHnmmYwePZq//vWv/Pa3v211nVNPPVX3Oi0tjU8++aQritelPFvyjhroai5UVUfFc/8m7e4rMThsba73xBNP8MQTTxxTWZKSkti+ffsxbSNET9cbrzeheg8Vz/37cKCrHVSN6re/wBjrkHNfCKGzrthPoFnQQ1Hg5slOBsY33Rom2Y1cNNJBqsPA25v9keUl9SH21wQZmig9Pns6TdP4aK+Hrw/4Wn0/pMLGEj8bS/xMGWDh8lEOzEYJYoq+Q4JdQoge47777mPBggXceOONrb7/xhtvEBMTE3ltNBq7qmhdRguGqFm0LCrQZUyKxTE1F2O8E39+MZ6Ne9CCTVMmBStqqft8HfEXze3aAgvRS/W2603dp2sIVdXplilmI47po7EMziBUU4973U5C1c2CYRpUL/yKjF8tQDEYurjEQoiealuZPiH9hDSzLtDV3MxMC5/tVqhvNkvj1vKABLt6OE3TWLzTzepC/9FXBjYU+3EHNBZMiMFokICX6Bsk2CWEOC6eoEZeVYA6v4YCxFkVhiWasZ7A2P/p06czd+5c/vjHP3LZZZdFvZ+dnd0jc+h0JM+WPEIut25Z7LwpxJ0/u+lm9aTxBM+fTeULS3T5vBpWbyfu3FkoZrm0i/6j1qeSXxPCHVAxGhSS7QaGJpowHGWITW+63qi+AA1r9Pm2zFmp2K84mcRBWZHhRHHnzKT2P99S//XGyHqhmnq82/ZjHx89VFEI0T/V+lTd67GpbefgUhSFkYkGNjRLH1rXYnvR86wt8rcZ6HKYFdyB6OEDOysCfL7fy9nD7J1dPCG6hNwRCSGOSVlDiOUHvVHj/iGc0HTqAAsnD7KSZD++XhD33nsvl1xyCYMHDz7xwvZCDav0w4YsgzOIu2BOVG4MU0IsST8+m9L/ezOyTHX78GzZh2PKyC4pqxDdaV91kM92B8hvcKG2aLMn2AzMzLIwJ9uK3dx2j6becr3xbNyD5mvWE0OBxGvPpsGivy4oBgPxF8/Ft7eAQGFFZHnDqu0S7BJCRLQMcxiP0vGzZUefdmZZEN1E0zS+zNfnWjMocGqOjRlZFrwBjXK3yvZyP9+X+lFo+gN/e8jHqTk2bH0kcb3q9qJ6/ShmEwanXXLN9TMS7BJCtNv6Yh+LdrgJtfFAzxvU+PaQjzVFPn44NoZxacc+W09ubi4XXnghr7/+etR7lZWV+Hz6vAMJCQl9aqawQEGZ7nXM7HFtVszmAclYh2bi21ek316CXaIPa8pB4sXvV7FYNEB/jtR4VT7J87KqwMcNk5xkxrbe3Okt15tAYbnutXXEQMxpiVBTE7Wuoig4TxpP9TtfNW3f4roihOjf4iwK1Z6m1zsqAoxvo82maRp7qlWg6SFmrEWGRfdkuyqDVHn0jfXzhttxBzT+traOen9TuLLep3HQFSA9xkiyw4A3GM7jNSvb2tXF7jCq20vDmh00fLeVYHlNZLkhxoZj+micc8ZhSk3otvKJriPBLiFEu2wo9vH2NvfRVwQCIXhtSwPXT1QYnXLsN4Y///nPWbp0adTyc845J2rZ22+/zaRJk475O3oqza/Po2HOSDri+qYBSbpgl+oLHGFtIXq/D/d6+KaNZLst1fo0nt9Qz+3TYkmNab23aW+43rQ8r496XchIPuL2Qoj+bXSKmQO1Td3zvy/xc2qOjfRWrpObSgOUezQsFv32oufaVq4fvqih8XGem6Aa/fA01mrAbFDIqw5SXK8wMtnM1vLeG+xyr9tJ9aJl+t7Qh6kNXuqXfU/919/jPGUS8RedJPks+zgJdgkhjqrKE+LdndGBLoMCmbFGVA2K60Nozfq1axr8a2sDv5gTR8wRngC2NkNYVlYWW7ZsibyeOXMmu3btOrEf0UsoFjNasOlGPlBShWVQepvrB4urdK8NVmmAir5rZ0Wg1UCX2QhZsSYaAirlDfqn2e6AxutbG7hrRmyvvd4YLPrzOlBS1caaYcGSSt1ruS4IIZqbnmnls/3eSE/9kArPra/j3OF2JqVbMBsV3AGVlQU+vtivHw6X4jAwIkluIXsyl6+pQV7uDuELamTHtf03S7AZqPaquAMa28v9rQY9e4P6FZupeffro6+oQf3XGwnVNpB07VkS8OrD5EolhNB58MEHee+997j33nu5+eabAVhZ4OPghq9Z8/wvuPhvq6jYvZ5v/3I7EB4yExMTw4CsbFJGzSBu5pXY4lOA8LDGtUV+Thts67bf09uYs1Lx7SmIvG5YuRXH9FGtDmUMlFTpenU1bi9EX/XNQf1NlwKcPczOSQOb8osUuIK8v8vNwWa9ForrQuytDjIiqXcGfczZ+vPat+dQeGhGKz9H0zQaVm7Tby/XBSFEM7FWA9MGWHQJzOv9Ggu3u3l/l5s4q4Fqj3o4H6I+Q9epOTbJe9TDNf7F3AGV/TVBMp3RwSunRcEX0giEoPmf0x+CTaV+NE3rVX9n754Caha3I9DVjGfjHuoyEok7e2YnlUp0NwljCiGiWK1WXnjhBWprawmEwgGr5kYkh++wPv74Y5YvX86iRYu47Zabqd2zjq9/+yNchXsj664s9KFpksq0vWJmjdW99ueX4PpoZdQ+DNXWU/Xax7plBrsV+wRJQi36pvKGEHurgrplZw02MW+wPpFudpyJ/5ocS5Jd38RZWdC+oY89kX3SCJTmvbM0qHrtE9Q6fY9bTVVxLfkW/6EWuf9aXFeEEOKCEQ4GxkUHQQIhqHSrURN/AEzLtDAj89jzsYquFXt48pLGURc13qYez5MzLNw7O46HT0ngN6clcN2EGIIt/tjugEZetb6+7enqPl4dNXOCbdwQUm67hMzHbyHtvh/iPGVi1GwLdV99j+ptfdZK0ftJsEsIEWXOnDmkpKTw3HPPUVgXipqeeEpGuKGTnJxMamoqQ4YM4fzzz+df//oXKclJbHrr/yLrVntUyt0yRXV72ScMwxDr0C2r+3w9pf/7Kq6PV9OwcitVb35Gyf++SqBIP1QpZtYYFLN02BV90+4qff4Nh1lhanrrzRirSeHkQfp8I3uqgr028G6wmomZPlq3LFBQRu2T71D91hc0rNxK7dJVlPzvq9R99b1uPWOCE9u4IV1ZXCFEL2A1KfxksrPdQxLnZFv5wWhHr+rt01+NSTUTVLVIkvqGgEaVJ8ScbCs/HBcTGaZoUBQSbAbSYoxYmsU9E22GXvWAKFBcGTXSIXb+VFJuugDbyIEYbBYsWSkkXHoKKTdfpFtP8wVwr9vZlcUVXUjuioQQUQwGA/fccw/33nsvM8+/GoiNvJdgM5Bgbv0G02azce01V/P444/jq6vCGhtOolzvV0nrpeP/u5piMpL4g9Oo/OdHuuXBSheuT9a0uZ0pJY7YM6Z1dvGE6DYNfn2gakiCCbOh7SfPw5PMQNN0Y76gRkBF16DvTWLPmo5n+35CVXWRZVoghHvNdtxrdrS+kQIJPzhN8pEIIVplNxv4yWQn28oDfFfgi+o9azTAuFQL4+I0JgySQFdvMTolHOxq3mFrX00QizE8tNFhNuALamwo8fNxngejojDAaeJAbRCDEs7LtrMygKppGHrB39y9cY/utcFpb3Nooi13EPYJQ/Fs3te0/YZdOOdO6NQy9gbl5eU8++yzLFu2jNLSUpKTkxk9ejQLFizg+uuvP+K2jz/+OJdddlnXFPQYSLBLCNGqM888k9GjR/P2S8/gPPcXkeW+kIZmart3xOAhQwFwVxZHgl1GQ8+vKHsS+4RhJFxxGjWLlkV1yW6NMSmWlJsvxhAjudFE39Wyve0Ptb5eo0Ao+uTpzZciY6yDlJsvouLZfxOqqT/6BgokXjkP+1jp1SWEaJuiKIxLszAuzUKVJ0S5W8Uf0rCZFLJijdhNCjU1MqNrb2JQFEalmNlU2vR3izEbWHbAx9cHfSTaDLh8KsFmAy8S7QYO1EJajBGTQSEQAk9AI8bS8yvOUJVL99o+fiiKqe0nW/aJI3TBrlB1O+rUPq6goIAf/vCHxMXFcf/995Obm0swGGTFihU89NBDLF++HJfLRVxcHL/97W+pr6/n8ccfj2wfGxt7hE/vPhLsEkK06b777uO6BQs4ddKVkWWegEZRoO27zPzGBlGzO9N4q/QqOFbOOeMxJcZRu+RbAsWVra9kUHBMGkH8xSdjjHO0vo4QfUSCTX8d2VcdpCFbI6GN9TeX6W/OYq0Kpt4c7QLM6Umk3XUFNe+vwLNpb9vrZSYTf/HJ2EYO7MLSCSF6uyS7kSS7PkjQW4d/93djUswk2w1UevSpRDSNyPDGluKshlbzuPV0Wkj/ewy2I+eVU2z62V1abt8fPfrooyiKwsKFC3E4mu4pRowYweWXX05sbCxms5mEhARsNht+v5/U1J4/+Y0Eu4ToIzRNo9Kj0hDQMBC+MYw9wSDT9OnTOXnuXPZ9+HfSp58fWb6yoPVEjp6AyhcbdgHgSBoAwOAEU9RNqmgf2+gcrKMG4d9fjHvdToJlNWiBAAaHDcvQTGJmjsEYF9PdxRSiS4xNNfOegciT6JCm8Ul+kBtSomeMKm0IseKgB3dAI6SGe3TNzOobPR+N8U6SF5xDsKaOsi/XYi6rQ/N4UcxmTGkJOGaMxpKTIcONhBCiH4uzGhiWaMJoCFHWEKLerxJUtTYf+sRZFEYmmSLDFs1GsJt7Rz1idNp1r727DxF3hNkkfbsLdK9bbt/f1NTUsHz5cu6++25doKtRXFxcrw16S7BLiF7OHVBZW+RnZYEv6knN0EQTJw20MjbVfNxj7u+9914uvuQSzMlNPQQq3eGeXRtLfEyzh2fs2VYe4NPdNWz/6n2Sh0/GGpsIwOxsa6ufK9pHURSsQzOxDs3s7qII0a0cZgMT0y2sL24Ktm+pUHn++3pOzbEzNMHEyrXrufXGa4kdPo3YK39P48PaYE0xn999Nf99eDun08mwYcO49dZbmTdvXtf/mA5gjHdiP30yCQkJEtgSQgihk5tsxmxUGJJgIsVuoLQhRFFdiEHxTbf/igKjks1MzjDzwW43vlBTXTIq+fjvHbqaddQg6pdvjrwOFFbg23EA25jBUeuGXG4aVm3Tb9/Pe0EfPHgQTdMYOnRodxelw0mwS4hebEdFgH9tbcAbbD3avq86yL7qIJmxRq6f6DyuHla5ubmcf8GFLF26KOq9t9YWsWhLLUFfAzUHd7H389fw19cw/b+eACDDaWR8mjlqOyGEOB6nD7axucxP85HU4etcPZqm8e3L/8I+9TLqNn6ItboUY3w6EM5FUgHMufMpYgcMZYTTS9Xq9/jZz37G4sWLGTlyZPf8ICGEEKITxFgMTEi3sKHYT6w1PNojqGpkxRqZnGFhQKyRVIeBQ64QS/d6cLUYtNGbHlbbRuVgTIrVTeBS+erHJFx6Co6puSgmI5qm4c8rpHrhMjSfPs2B86TxXV3kHqWx11ZffHAmwS4heqmtZX5e29JAe3qVFtWFeGZdHT+dFntcAa977vo5n368lJaZur74f1eComCy2nEkZ5E2egbD5l2DLT6ZOKvC9RNjen2OHCFEz5EWY+SHY2N4fUuDbpYpgP0V9VRt/pLkG55Dra/Cs3kpzpOvx2lRGGQ1sQewxMRji0/mEDB4/n8ReON1Vq9eLcEuIUSrNm/ezFNPPcXGjRsJBAIMHz6cBQsWcOGFF7Zr+9WrV3Pddde1+f7bb7/NpEmTOqi0QuidMsjKxhJ/pL40GRQK60IU1nlwWhR8IY3W0vAOijcyLLH3hAkUgwHnKZOofX95ZJnmC1D91hfU/mcF5swUQtV1BCtdUdvaxg3BlJrQhaXteXJyclAUhby8PObPn9/dxelQvecoFkJEVHlC/Gtb64EukwFCGlHv1XhVXt9Sz+3TYo8YuX/iiSeilmVlZbFlyxbKGkK8urkeRk7l4r+tavMzMmONXDchJirJqRBCnKhxaRZumKTw1tYG/IefRFe6QxxY+xnG5IGYkgdhG3cmdZ/+hYFn3sDYVAu15frPUENBPl/yLgAmkzSFhBDRVq9ezU033YTZbOb8888nNjaWTz/9lPvuu4/CwkJuvfXWdn/WjBkzmDFjRtTyjIyMjiyyEDqZsSYuH+1g4XZ31Hv1/taflsdbFX483tnrevk4T56Ab28B3q37dctVtw/f3sJWtzElx5F4Re9MZdCREhISmDt3Lm+88QbXXnttVN4ul8vVY2dbPBpp4QnRC31zwBf1JCY32cT8oXYGxRkJabC51M+n+7y6PF4Ha0PsrQ4yIun4hhamxRi5Z1Yc28sDfFfgI686GAmqGRQYlWJmVpaVkcmmXjPOXwjR++Qmm/nFnDhW5AXZUmNgc2kAz6aPsI89C4MC2eNnkffx77g1bTfnnH4ye/bX8xmw/Mn/AsVAKOADTSUmeQCnn3lOd/8cIUQPEwwGeeihh1AUhTfeeIMxY8YAcPvtt3P11Vfz1FNPcc455zB48OB2fd6MGTO48847O7HEoqep86nsqQpQ59dQgHibgZFJJuzmrp20aXqmFYMCi3e6W+3F1VyG08j1E2N65cRSisFA8nXnUPXGp3g25R11fVN6Iik3XySzmR/261//mh/+8IdcccUV/OxnPyM3N5dQKMS3337Lv/71Lz766KPuLuJxkWCXEL2MN6ixoUQ/sH5ShoUfjnVEnsKYFJgywEpuspm/rKmjxtsU8PrukO+4g10ABkVhXJqFcWkWfEGNhkD4s50WAxajBLiEEF3DalKYmm5kSJqDnXv2k1+0g+m3/g5nooUfjI7hk13n89kH73PO6SdHZpR6+PEn+aYujfqyQ2xd9CcmXv0L8jx2pG+FEKK5VatWcfDgQS677LJIoAvCk1v89Kc/5e6772bx4sXcc8893VhK0RMVuIJ8c9DHljJ/ZJKURhZjuM1+6iAbqTFdN/ph6gArwxLNrCrwsabIF9WrKyfeyKxsKxPTLb06/YhiNpG04Fw8m/No+GYTvn1FUeuYUuKJOWk8MXPGYbBIXuFGAwcOZPHixTz77LP87ne/o6ysjKSkJMaOHcsjjzzS3cU7bhLsEqKX2VsV0CWkVxQ4Z5it1e7GMRYDp+VYeX+XJ7JsR0XgiFMPHwurScFqkqGKQojus6UsQMGqJWhqiK8evgiAD5VwwlWTyURtbW1k3YnDs/EHBrK1bBAmq521L/yS8WMWctLAnO4qvhCiB1qzZg0Ac+fOjXrvpJNO0q3THvn5+bz66qt4vV4yMzOZM2cOSUlJHVNY0WN8e8jLf3Z72syn6w/BmkI/G4r9XD02hgnpli4rW4LNwDnD7cwfaqO0PkRDQMOgQJLd0KfSjiiKgmPicBwThxMoqcJ/oATV48NgNWNKS8QyNLPXDdHsKmlpaTz88MM8/PDDUe9pzQ7q1lLe9FQS7BL9lhYI4tm0F19eIarbC0YjppR4HFNyMWf03AZIrU//mCgr1njESmpsqkUX7FK18Dj9BJtc6IUQPZemafh2HsS7PZ9QXQOgYExwYp8wDMuQAZH1atwBDq1eytjLfkba6JlMG2DhlBwbAHfeeSdLlizhtNNOi6w/NtXM1rIAKSOmEJs5lOXv/oN75v2/Lv51QoieLD8/Hwgnbm4pPj6exMREDhw40O7P++CDD/jggw8ir202G3feeSc/+clPjrqt1p6ZiDpR4/d3dzm6U3v2wcoCH//eFZ0bqzVBFd7YUo9RcTImtXN7F2mahubxgdGIYjFhVBQyY41R6xztM9qzXk9jSk/ElJ4YtfxYf0dv/f0dqTP2QVcEHSXYJfodLRDE9fk6Gr7dgtrgjXq/7rN1WEdkE3fuLKzNbqi6kqZp+ENgNnLU3FdHGzlobGXYff+9VAshejpN02hYuZX6Lze0OnNS/dcbMWcmEzt/GgxOZc/65QQ8deTMuQiz3Un2YBsjh9sBOOecc1i0aJEu2GVsdk0dfsY1rHvxfygtvZ20tDQCaviaauzFwziEECeuvr4eoM2kzE6nk5KSkqN+TlJSEg888ACnnXYamZmZuFwuVq9ezR/+8Ad+//vf43Q6ufrqq4/4GbW1tT3iJrt5L9n+qq19UOHRWLjFH9W+NimQFWtA1TQK6rSo91/5voqfT7bgMHdsnaOpKoE9hfjW7CC4txAtGH5QrjisWMYPwTpjNKbjeLDf1ceAqmkcdGlU+zRCKjjMMCjWgNPSPXW0nAMduw8SE6MDkR1Ngl2iX1EbvFS8uAR//pEbKL49BZTnvUvi1fOJmT6qS8oWCGlsLPWzptDHIVcIVQsPUUxzGJiWaWV6pgWH2UCsRR+9KqgLUedTibW2nkxyR0VA91pRwNnBlaoQQnQETVWpfvNz3Ot3HXG9QFElVa9+jDJzFFuX/ZvU3OmY7U4AdlQGOPvw0O6zzjqLZ599Vtc421XZdE1MG3sSjuQB/Pw3f2XY5fdFkvcm2AxMzrAwM8vSp4Z3CCG61ogRIxgxYkTktd1u56KLLmLUqFFcdtllPPXUU1x55ZUYDG0nBI+Pj++KorZJ0zRqa2uJj4/vt8O/jrYPlpW6MbcYkXjyIBvzBltxHE5IX+tT+XivJyrv7m63ndMO90buCIHiSqpe+4RgSSUGwGI0QWM1FtJg4z58G/ehTBhO4tVnYLAdfShlVx8DnoDKykI/qwp8h0e0NH1nOHewmbkDreTEd00oQ86B3rsPJNgl+g0tGKLiHx8cNdAVoWpU/+szDA4r9rFDOrVs28r9vLvDHZUwUtOgtEHlwz0ePt3n4ayhdqYNMGM2ErkpC6nwxX4vl4yKnk3EF9RYdkDfe214ogmzJJIXQvRANe9+fdRAV3Pebzbz20tv4pWEpocSxXUhtpYHGJ9mYezYsezaFf68Xbt2UVIf4vvV4d5iDX6VvdVBRt3zJplOo26Wqhqvylf5XpYd8DIry8qFI+29OmmvEOLYOJ3h4HldXV2r79fX17fZ66s9Ro4cycSJE1m3bh0HDhxgyJC225k95cZSUZQeU5bu0to+8AU1vi8J0DwgMyvbyoUj9e3yBJuRq8bG4AnqH0SvLvRzWk7ruXePlb+gjIq/vYfq9evK0xrv5jwqq+tI+eml7Qp4QdccA0V1QV7e1NBsci3996kabC4NsLk0wPwhNs4c2jH7rj3kHOh9+6D3zSsqxHGq/3YL/v3FUcutw7KIPWt6eFaOmBZPVjSofvtLtECw08q1tsjHq5sbogJdLQVC8OEeD1/k+5iQph/f/12Bj3e2N1DpDt+taZrG3qoAf19fR3mDPsfXnIHWjv0BQgjRAXx7C2j4bmvUcvOAZGLnTcF56iRMKXFR78d9t44Mn/6G9F9bG/gq34vn8GyxgZDG2iIfz2+oQ9XCU8LvqAjgD2mkOdpuCmlaOA/LK5vqCardP4xICNE1Bg8eDNBqXq7a2lqqq6tbzed1LBqH8Hi90Sk1RO9xyBXUTRwFcPrg1ntqKYoS9V6VR6XKo7a6/rFQG7xUvrDkcKCrffyHyqh6/ZMeMUwWoKwhxPMb6nWzyB/J5/u9fJIn509bCuuCfLzXw1vbGnhzawP/3uVmZ0Wgx/y9u4L07BL9gqZpNKzYrFtmjI8h+cbzsQxKjyxLuORkav/zLfXN1lXr3Hg27cUxreOHM+bXBHl3h7vNWVtas+Kgj1NyrBiU8NONRuuK/Kwr8pNkN+ALaTS0EjxLjzEwOkWm2RVC9Dz1La7RitlI4o/Owj5hWOQponbxXBq+3ULN4q8jyQcVTWNuaR6LBk2KbBtUYeleD5/keUh2GKj1qvgP99zyhTR2VwUIaZAeY2xXj61dlUH+s9vDZa30oBVC9D3Tp0/nueeeY8WKFZx//vm697799lsAZsyYcdyfHwwG2b59O4qiMGBA9+SHFcemyqvx3V4P+TVB3MHwrOYp9nD+KE3TIvVUssNAoq3thyg58UZMhnA91aghoJF8guWrX7GJkEufIN+UEo/z9MnYcgehegN4Nu2h/ptNaL6mnmXebfkEDpZiyck4wRKcGE3TeGNrA+5A9P1LssOAw6RQXB/S7TeAL/O9DEsyMSJJ7m8a7a4M8Pl+L/k10Z01vj3kI8lu4JRBVmZnW3tVL63jIcEu0S/49hYSrNAn1Eu8er4u0AWgmE3EX3YK/sIy/Pubhjs2rNzWKcGuj/M8tOwsMDTRxJxsK1mxRqq8KmsKfWwq1efdWl/s56KRdt0si43aejrkMCtcO8F51IT3QgjR1UJ1bjxb9umWxZ09E8fE4bpliqLgnDuBQGmV7gFG1t7dTJ46le/LQ7r1VY2o3q2NjWWnRWFQfDiRSXqMgbmDbAxNMOEOamws8bOq0Eeo2aarC32clmOVHF5C9AOzZ89m4MCBfPDBB1x33XWMHj0aCA9ffOaZZzCZTFx66aWR9auqqqiuriYxMZGkpKbE399//z2TJk3S3VAGg0H+7//+j8LCQk4++WQSEhK67HeJY1fjVXl/ZwMbi/xYLNB8WF1xXYhqb4j8mhCD4owkO4z4gpou+NVSUCUqYHOi2UW0UIiGldt0yyxDMki97VIUc9PtviUrBce0UZT/6R1dD7D6FZtJ6uZg156qIMV1+jp8YJyRS3IdDDycm8sTUFlxyMfn+726jgLLD/ok2HXY1we8fLgn+v6wuSqPyvu7PORVB/nhuJg+naZBgl2iX/Dn64cvmlITsOYObHXd8M3URKqaBbv8B0uOWHEdj9KGEPuq9RH3uYOsXDjC3uzpkJERSWZGp/h4a1vT05oGv4bNpHDFGAfv7XRHVZotJdoN3DDRSVqM3KQJIXqeQEG5rquqYjQQM2dcm+vHnjJJF+zSPH4uSwtgtdpZVeBrc7uQqlHhDhFvNTAiyYRBUchNNrFgolPX2MuJNzE5w8Kz6+si11dNg1WFfs47PNOjEKLvMplMPPbYY/zkJz/hmmuu4YILLsDpdPLpp59SUFDAXXfdpcuz9cYbb/D0009zxx13cOedd0aW33vvvQBMnjyZ9PR06urqWLt2Lfv37yczM5NHH320y39bc+Xl5Tz77LMsW7aM0tJSkpOTGT16NAsWLGD27NkAbNiwgaeeeopt27bh9XoZPHgwl156KQsWLMBo7NvtytKGEC9uqDucJL11VqOCP6SxtzqIN6SRFWsirzrI8DaCLxtLo4cZJhyhJ1h7+PKKCNU26D/zstN0ga5G5rREYs+YSu2HKyPLPJv2ol11Boqp+/6e37Wou5PsBm6eEovV1FQ3280Gzhxqx2xQ+GhvU0BnV2WAKk+o3z+MWl3oO2qgq7ktZQHMO9xcNcbRZ3t4Sc4u0S9oLcavm7NTUZRwt+Nar0pZQ4gar4p6+DGBOTtVv31QhaD+acOJ+r5YXyanReG84fZWLzZTBlgZmqivsL4v8TM908q9s+I4eZAVeyszLKbFGLg41849M+PIcPbvCkAI0XOpXn0j15gSj8Hedn5BU2oCmFo04n1+Lhvl4NapTiakm2ntQWWsVWFYoolRKSaMBgVFgUtHOaKeamqaRoItPOzbH9JoHDP5fXHbgTQhRN8ya9Ys3nzzTaZOncrSpUt58803SUhI4Pe//z233XZbuz7j6quvJisrizVr1vDqq6+yZMkSLBYLt956K++//z5ZWVmd/CvaVlBQwGWXXcaqVau4//77WbJkCS+++CIzZ86MBOE+++wzrrvuOtLS0njllVdYunQp1113Hc8++yx33313n8794w6ovPR9PbW+I/9Gh1mJtMELXCHK3SGW7PFE5fGCcL7Iz/bpc0yNTDYRYzmxW/JQlUv32pSagKXFvUxz9qm5utdaIESo3t3G2p1P0zT2VOlHsZyaY9MFupqbM9CKrdl7mga7Kzsvv3JvUOdT+c/u6L9hvFVhdraVU3KsDIiNvhfcUOzXTZjQ10jPLtHjBVWNzaV+NpcFDgekwoGhkUlmpmVacLajglAs+kO9vrSW9fs8rC306Soxh1lh6gAL0xqqW3wA0MFPOyo9+uDZ+DTLEbuRTsmw6HqCVR4erpjsMHLhSAdnD7NT4ArSENAwKOGnRJlOY5+N1Ash+g7FEn4CrmoalR6Vyj1VvPVdNZrBSIxFYVSKmWkDLJEp3EN1bgjqG7aKOfwZQxPNDE00U+9XKaoL4Q1qWIwKaTEGNpb4+bhZMtuceJPuSXCdT2VNkY/VhX5qvCr1fpVt5QGMBkh1GEmLMRIIaTKjrRD9xIQJE3jxxRePut6dd96p69HV6Oabb+bmm2/ujKKdsEcffRRFUVi4cCEOR1M+whEjRnD55Zfjdrt56KGHOP300/nlL39JQkICiqJwxRVXkJyczG233cbSpUs577zzuvFXdJ4v871Ut0iUbjUpTBtgZXCCCZdPZUOJn0JXiPQYYyQ/0sHaIEk2A39e7eK0HBujUsyEVI1t5QG+PuilrkXwbHb2iU8cpbV4IB814VYLBkcr7wc69qH+sfCFor9+RFLbYQqLUWFIgkkXpKnzn3iS/95sbZEvah+eNczG6Tk2jIfvLzVNY3tFgLe2ufE1C8auLPAxJrV9M3L2NhLsEj2WpmmsOOTjq3xvqzMV7q0K8uk+D1MHWDh/hEMX4W/JPCCl8VMprg9xaN0hNuUU40lK1K3nDmgsP+ij5PMNjHUFGRRnBBTM6UkdHjQKtfhJMa30zGrO0eL9UItrusWoMDRRxqsLIXofU1oiRXVBXfJZ36a9VI4I5+zaWxXkkzwPMzKtnDvcjneVPjeJYjJgSonXLXNaDIxM1j8Mafmgvfl1dWWBjyW79cPCGx9AhFQoqQ9RUh/i/V1uLh/tkPyHQoheq6amhuXLl3P33XfrAl2N4uLi+Oyzz6ipqeHGG2+Men/evHkMHjyYDz74oE8Gu/whjbVF+hEYA2IUfjorjlhr0wOSkwfZ+Oagl//sclNcr+ALagTV8ANpo0Fh8c4j95YaGGfskImjWga3AoXlqB5fmz2kfXsLjvoZXam12tR/+Eap0h1iVaGPbeUBXD4VDYizGih0hSM7jfd/fTjt1FFpmsbqFsfrxHQz84fo0y4oisLYVAvnDlN1eZ93VQb77DBQCXaJHknTNBbucLOu6MjT5wZVWF3o55ArxH9NdrbZDdg2ZjCGGBsHiuspOpz8cOiyb9h19nxCNhtas5wDKbv3kLQvn2LC09UPSzThmDmmw35bo5bBq32tzJjR3P4W77c2bLEtJfUh8qoDuAMaRiXcG2xUsrnN7sFCCNFVVE1jYakZnyOVOFdTrsScVWtoSE3FmxAOYgVC4VmEyncVcubytTRvktknjcBgPfoNQ/OHCkooxMFqjZCq8fUBr67HV6OWT4oVBdYU+vAGNX40PuaoAS9fUGNnZYBKd4iQFv7+YUlm0iV/ohCiGx08eBBN0xg6dGib6+zfvx+AYcOGoarRvWaGDh1Kfn5+ZxWxW20vD+BpMSvgZSNMrY4mOWWQjd2VAXwh2F7hJxiCcnfoqHlyk+wGFkzsmImjrMOyaD5NuxYIUb98E3FnRc8YqmkadV+s1y0zZ6W03turi1iM4fui5jMxbij2s+yAj40l0feCJfUhNpf50bTwfhySYDrhvGe9WZ1fo7rFBGVzB7X995yeaeXjPK9uqO3BWgl2CdFlPsnzHjXQ1VxRXYiXN9Vz69TYSFfN5hSTkfJRuRTtXoPJ68VeVU3K7j0M/vY7vAkJeBLiaUgJ9/6y1dVFtqtwqzjsCpnTR5/4j2phWKKZNYVNv3FfdZBDtcHIjCPNNfjVqCdMwxKPfPpqWrjL9IpDvqhE+BB+EjJ1gIVTc2z9uoIQQnSvJbs9bCzxkzR2NHElTcEus8fD+EWLqRw+jJpBA1FUlaT9+STuz2e3VWFUclNwK+ak8Uf9Hk3TGFRTzvDP1xBfUIjJH76mLl8Yw460HOxjRuFJbOrtq2oaJfX6MQFxFgOKorClLMAX+72cObT1ZPXVXpVvDnhZX+xvJW+Lh6GJJk4eZGVMilmGmgshulxjrq32XH/aysvV0RM39SQtr/1DEkyk2Nse5jczy8ruyiBjUyzsqYoOlLU0NNHEj8bFEGvtmPa3MS4G+/iheDblRZa5PlmDYjQSc/IEDIdTBYRq66l5fwX+/fqJu5ztqEM7k6IoTEy3sPJwkvqgqvHchnqGJJhaGbmjcbA2GJmNscqj4g8FyInre4Ga9vK0kh8uu5X8XI3MRoX0GAMHapuO6dZyzPUFEuwSPU6VJ8RXB6KfsA9NNDEhzYzFqLC3OsjGEn/zybs4UBtiw+Gk7S1pmsbXSYPILf0AR1VVZLnNpJDsrsHkrSFUfABPUKPW4qA2cwDa4eTHa0dPYpLN2uGzOYxLNRNjUWhoNkTzlc31XDEmhpFJpkgDoqguyDvb3VEXoVlZbY/xVzWNd3e4owJkzXmDGt8e8rGhxM/1E50MSZDLgRCia5XUh/j2ULhxWzVkMK4BGcQVlxBvVUi0GzEokHooj8rde3TbuXzh3F6xxnCiXevgAUf8nmBlLVWvfoxysIyccr9uaPzeQy7ii7aRvnUbVcOGsu+UuYwY4MDl01AU8AWhzB0ewpgW01QTLD/o4+RBtqiGeF51gFc2NRyx4bivOsi+6iCzsq1ckmuXIZFCiC6Vk5ODoijk5eUxf/78VtdpnG0yLy+v1R5g+/fvZ9iwYZ1azu7ia5FrJMVhBNoOdiXbw3WDzaQwPs1MjVdjdIqJ3VXBSNoRsxHGplqYnW1lcHzH59R1njJJF+xC1aj94DvqPl+HZcgANF8AX36xbuZjAIPTjn1KLt1tVraVlQW+w8nqg7h8KtvK/WTGmki2GzAZwnV/cX0IV4vZMe1mhYU7PNwytWN6yvU25lZuUqu96uHjNpqmaVH56Mx9NFbYJ7tz/Pvf/+bhhx/msssuY9y4ceTm5rJ48eLuLpZop/CFrum1QYHrJsRw69RY5gy0MS3TytVjY7h3VhzxVv0F7dtDvlafQOUdqiV58ad4EuIJHQ5iOS0KcVYDZqOCoiiYDAqxFgOpQQ9J+QcwBAIUjx9H/uixbClrfy+z9jIbFWa3CFi5fBr/+L6e36908caWev66xsWfV9dFhl42Gp1iJrWN7tFaOwJdzXkCGi9trKfA1b9nMRH9j9QV3W9l86nGDQb2nX0Go8YPYFSKhfQYI6kOI8OTzIxPM2Nq0WIpawhhHpFF4pXzjvgdgbJqyv68EP/BMgAGNJuZNhDS8IfA5Vep9KiYduQx+oOPyCtxU1wfQkHBZlIYFGdiZpaVxGa9YL1Bje9bDK84VBvkpY317X5CuqrAx3s73X16RjMhRM+TkJDA3LlzeeONN3C7o/NKuVwuTjrpJBISEvjnP/8Z9f4XX3xBfn4+F1xwQVcUt8u1fIhRXHfk5O36drpChtPIDZNieey0BB4+JZ6HT4nnN6clcM24GIYkmDqlR5x1aCaxZ06LWq56/Xh3HMC3rygq0IVBIenas9uVBqCzDXAaDwcK1UgwK6iGE/5vKg2nrDEokBVrZIDTiFEJ3/OENI1Yi4EtZX42FHf8/VpHevDBB/npT38a+Xdubi7PP/+8bp3PP/+c3NxjCz4m2AxRx+yR7gN3VQZxtZgooa+mV+iTwa6//OUvvP322xQVFZGWltbdxRHHQNM01rW4UM3OtjIuLXqGiNQYIxfn6pNqFtWFKGrR9VhTVQ49+wE2l4uQ1Ur14BzUOGdUzqxGVpOC1aChGo0cmjENFIXNZZ0zJevpg20MbtajyhAM4iwtI7gzn/0bDlBWVBu1TbxV4dJR0clEG20tD7R6gXNaFMakmhmcYKJlHesLavxrWwOq3HCJfkTqiu4VVKODRbNHJjD6gSuJmTVGl23WYTaQ02yId8hkYtfocXh/cCaKuWm5FgrhP1SKd3s+3l0H8RWUUfHcv1HrmxKxJtkNpDjCzZ/mT+9DWjj45ayoYOgXy2j+1MVshNunxTK2RV20qbSp/Kqm8cbWhqjZkBQFBieYGHO4N29Lqwv9bO/D034LIXqmX//616iqyhVXXMEnn3xCfn4+eXl5vPrqq1x11VU4HA4effRRvvzySx5//HF27dpFQUEBCxcu5Je//CVnn3025557bnf/jE6R3WJIXEFdkIK61mf70zRN/+Cm2fZGg4LTYsBpMXRJj6O4c2cRO39qu9ZVLCaSbzwf28iBnVyq9rtiTAy+FgE5s1FhfJqFnHgTcVYDcVYDqQ4DCTYD1d7whAD7qoNsKw/wm+W1vLm1gX3VvaNOtVqtvPDCC9TWRt/vHQuDojAlQ98+WX7QS14r+6HGq/L+Ln2Ae4DTSNYRhj32Zn1y3NJjjz1GTk4OWVlZPP/88zz55JPdXSTRTi6fphvWB+Fx8G0Zk2om1qropvEtqQ+RFdt0aHs27UUtKIu8Vs1mzJNGknrqKNR6D/78YvyHyggUlKMYwzN6WWyx4AqRtD+fyuHDorp6dhSzUeGGiTG8uawQ73dbSN29B2NAf2FyZWRQOnY0VUMGkxRj4qZJziPm2Fp+UF/hmo1w0UgHUwdYIjOLVXlCvLfTza7Kpt5c5Q0qOysCxzX1bKEryPelfqo8KqoWTjI5LNHEhDQLZmP/604segepK7pXtUdtZXi2BYPVSOJVZxB37mwaVm/Duz2fkKuBtCTYajdRlpND+cgRhKwWyn0qIwjnIan/dgsNK7fpAluBogqC5dWYM5IxpiagGAwYE2KZdNFEPjek8vU2FzF5+YzYuxNTMHh40g6FxIOHcJaWUp+Rgc2kcN2EGAbFmxifZmZ7edM1uqZZ3bC9PEBViwSxo1LMXJJrjyR9DarhGb5azvq4/KCPsb1k2u+S+nDKgMak+3aTcjjNgEUmPRGiFxk4cCCLFy/m2Wef5Xe/+x1lZWUkJSUxduxYHnnkEQDOOecckpOTefrpp/nxj3+M1+slJyeHW2+9lQULFvTZnF2jks3EWxVqm91fvLsnSGpSiAxn0z1GUNX4cI+HQy79U44j3bt0JkVRiD9/Dtbh2dR/vRHvzgPQ4jm2YjHhmJpL7OlTMKUmdEs52xIIaaQ6jLh8TQnXs2ONkV5LmqZRWBeisC6EyQCjU0yUNjRVpjVelTWF4aT2kzIsXDHa0aPvQ+bMmcOBAwd47rnneOCBB07os2ZlW/muWdA1qMJz6+sZn2ZmfJoFixH2VAVZV+zH17LtlW3ts+dynwx2zZkzp7uLII6TPxTds6jxCXxrDIpCit1Ina8paNPyBG74dqtuiIjPGYP3litImpCiWy/kclP2l3cIVdVhcIcrrfTtO6gcPgy1ZbffDqJpGsHlGzlr6XeU1gUo1VRaZiuLKykhqayE5MJMJt11Ec4jdDMtrg+R32LWxotHOpjRotJNshtZMNHJX1a7dJXEygLfMQW79lQF+CTPw8Ha6O7d64r8LNntYXa2lXmDbT26shH9k9QV3avl9d6goJsJyBjnIO7M6cSdOT2yrGK1i5LIcJHwEETPxj1Uv/UFml9/7dM0jUBJFZrPj29fEUpROc5TJ5P+wDUY7FYu0zR2G2tZkZjC/iHDOfPzj1BoCmRl79hJwrQcTsuxRsplbXEda94ZtuWT/QFOIwsmxOgmTTEZFGZnW9E0TTft977qIKUNoR49jCC/JsjHeZ5WJzxZXxy+3s/MsjB/iF2CXkL0EmlpaTz88MM8/PDDba4zbdo0/vznP5OQkNBnb4hbMhoUZmZb+bTZLL01Po0/rXIxOjXcy6jOr7Kp1K974A7hERhjU7t3WKAtdxC23EEEK2vx7jqIWu8JP+xJjA3PUG/vnmDc0VR4VIyKwsgkE/V+jTJ3iPQYQyRed9AVztc1JMFEssOAQYFytz6HszeoYTEqbCzx0+BXuWGSM/Kwv6cxGAzcc8893HvvvVx33XVkZGQc92dlOI3MyrayqkVbZEtZgC1HGKGUGWtkembveNh2PPrkMEbRe0XPuHHkcfJBVaO0Qf9+888I1tThyyvUBVoOzZjO7kD0Rd4Y5yD+gvDNb+NY8diSUix1dTg7aLaUluo+W0vtkm9RNI0Mp4mJ6WZGp5gZGGckM9ZIdpyREUkmJmdYGFxXSf2z76E2RCfvb7S3Sn8xi7WGZ1xsjcmgcHKLaWnzqoPtzh3z7SEvL35f32qgq5E7oPHFfi8vfF+PJ9A5veOEEL1Ty4CIqkF5Q9vXE39Io8Ktf9++ax9Vr30SFegCUOs9aL6mYYaaN0Co0hXp+aUoCqNSLIxNtTB4WAoV0yZhMylkxRoZlmjiDE8hlww16wJwu6v039M4LFHTNPJaBIFOybG2OjswwIwsa9RQ+ryqnjvsYn2xj2fX17Ua6GrkDWp8fcDH39fXUe+X670Qonc7eaCNAS2GdmmEe/Eu3ethxUFfVKBLUeCy0TE9JrhiSo7HOWc8cWfNIHb+NBxTc3tsoAvC93Vh4eGf49MsPHZ6Ig+eFMc5w2xkxRoZn2YhLcaIUVFQUDAZwNjsNq154GtPVfghTU925plnMnr0aP7617+e8GddPNLOmGMItKbGGLhhYs8NBnYECXa1oGnaCf3XEZ/RV/47nn0RY4Y4q0K4Ogn/912Bt831N5b4cQdU3fqZscbI+8HyWkAj3moANFSDgaohOeyrDpBXFYj6PNu4oXhRqHA3fabN5WJkkqnD94Vn5wFcS1fpyg7h35+dFcfAJCtZsUaS7IbDqWs0guXVVP3rsza/p+W+yIkzYVDa/jsMSTDq1g+qGr7g0X/PhmIf/97VmFT56P/l1wR4ZXM9IVU97mOjr/7XVftCdKzuPm76wnmUaFNwmKH5tWLFobav9+uLfYd7gx2+NtfUEv/xCjQ1+ppjiLWjqfrroWIxgclAxUsfooZCaJrGyCQToOEwK4QmjsRkCOc3THEYMGoqweq6yPdXuYOsK/LpPrOxbvAE1MM5D5v+GxJvbPO3GBXIiddffxv8ao88BraV+XknktPx6P8V1QV56ft6/MFj/z098ff39P86eh8IIcKsJoUbJzrJcLavx61BgStGOxid0v3J3nsre4uHYA1+jTq/SqLNwPclfl1QRlFgSoaFMSkWpg2wMnWAhUFxRuwtHiStLPD1+Afu9913H++//z579+49oc8xGsJpF84YYsNyhMNWUWBCupnbp8USf4TUOH1BnxzGeCJqa2tPuLI/0SRzfcnx7Iux8UG+Lmh6er/ygJ8Excv0DIOu+/RBl8q7uwI0f6A/MFbBGqijpib8OlBdjc/nx2nQUDQVv8mCLxSCUIgX1lZy9mAT41IMmAwKqqaxq0qlsEpFCzV9v+bzMtLhoaam7R5V7dFyX9R9+C0Bnz45s23WGKxzx2FMjEULhvBvy8fzyVrU2obIOr4Nu+DksRjTEqO+w+sO4vc3lb2yLkhNTdu9BYrrVPx+/fv1rho8R4jw+0Iab2/242/RASPWojAm2YDdBAdqNfa79BXLzlI/X+7yMy0jfPWV86RJV+yLxMTo40Ucv46oKzqqHL3ZmPgg3xU1XUy+3ucnTvEwOVV/vd9Xq/LeroDuujN11yYsqPj9TddRy7gh2OdNxpieiLJuF4GXfQQPlaN5fCgK+P0B/AeKKV+9BcvoHDJMGjYCuPwafkUhFFLZWe4jO9ZAsg1qq6oxmmF3tcbS/CDuFk/xRzmhpsYXntXRr7+el1TWojjbbkRWuvz4m+Wo9HlC1NT42ly/LZ15DARVjTc3BfAF9L/bYYKxKUacZjhYp5FXo7/e76v08+lOHydldX4zs7efAx2hI/eB1BVCNIm3GbhtWiyf5blZvr/t2e2GJJg4Z7idIQlya30i0mPC+bma5/P85oCP8elmXdoVgMtGOShtCEV6iZsMCoMTzVw/IYbnv6+nsYkWCMG6Yn/UaJaeZPr06cydO5c//vGPXHbZZSf0WQZF4exhdk4ZZGV9iZ/NpQFqvOEHcjEWA7nJZmZlWXS91vsyOSNbiI+PP+5tNU2jtraW+Pj4fjOmvS0nsi9Ot6usrXA168oKXxTBphojE9LMmI0Ke6sC5FVrYLBgaTZK74wRMSQkNC3wZ/jxW8Ovs+JCFNT5iXN78CbEowJLD8GyYoXUGCNVHpVAeS2TPD5df9jxw5PJTD3+xl9r+yJQVk1DQQVWa1NZY8+dpctNA8CpyYQmjqT0d2/qhuMYtxwg4fIhUd+V7fVjKW0KjJV4AVtcmwntvylzY2k2O1ic1UBy0pHPge8KfGhGdE8M5g22ceZQm26mmYO1QV7Z3KAbzrK5xsi8kU5cLle3nSeaquLbeRB/YTmax49iM2POSsU2ahCKsWsv/HLN6L1OpK7oCH3l2JlnCbG+wqXLn/vJIdhYZWRcmhmTQWF3ZYD9NRoYLZHrjsHvZ0xpIQAWiwVFAce0UcRfeTq+XYcIrNmNcXchRn8Ic04G/oOlaP4gFoMBxWzCsDmfhNkTAThzhJclezzEFRVhPHztL2yAYrdCSYmD8nLD4euYWVffTEy3kJMeA4T/HklOl+56t89jY3S2vdXfXeUJUe536T4vO0Vffx1NVxwD35f4CSgNunLOybZy/gi77gl7UV2IVzfX6yZz2Vxj4NwxcZ02A1lfOQdOhOwDITqf3aRw4UgHM5J97Pc6yK8J4Q6omAzhXsCTMyxkxsotdUcwGxWmZVpY0Wyyre8KfOyoDKChoRC+ziU7DHgDKt8e0j8gmpphYViSmQlpZjaVNj3M31Ye6NHBLoB7772XSy65hMGDB3fI59nNBuYOtDF3YM/+3Z1NzswWOqKxoCiKNDoOO559kWAzcs5wOx/s1o+xrnCrfJnf/KKm/9zRKWYmplt032fJTMHgsKG6fWTGGnH5VQZs2sL+U0+OrOMJEsk7NWTTFt3nWp1Wzpid3eHHhW9bvu57DA4rcadPafV7TIlxOOdOoO6L9ZFl3m35KD+IXndsqgWryRNJ0q8B/97t4drxMVG5Yw7VBlld6NeVY8qAo8/GsbZIv01usolzhjui1stJMHP5aAevbGoKvpU2qByqU4mn688T1Reg/puNNHy3lVBNfdT7xvgYYmaPxXnqZAy2rk3UKNeM3qen/L16+7GTEmPizGF2XRJgCF8rSve3fb2f5qsgwRDCT7g7vqZqKDYLZf/7GqHDPWG1QJBAQTloGlowiOoN4C+qxJqTgW/3ITR/EIPVzEmDbOyrDhJculX3PQ1x8ewPWiGkRX1/WoyBy0Y5IvteURQmZ1h0s+GuLPQxOcNCVpy+qRVUw8nptWafaTMpjE6xHNffsjOPgTUtrvc58UYuznVEfV9WnImrxsbw7Pqma2uNV2NPVYhRnTykp7efAx1B9oFoSdXCVxg5LjqO1agwK8vK7GzZp51pdpaV7w75dLm31hT6qPOrh9PSQJnbQKVb39NLUWD2wHA+sjGpFl2wq9bXs4cxAuTm5nLhhRfy+uuvd3dR+hQJdoke6eSBVtx+jS/z2zd0cHiSiWvGxURV6orJSMzMMdR99T2KojAyyYzhwF6Ca2wUTpqIevhxtcHvJ3PjZtJ27o5s67QoTDpvInZ7xzfUQ64G3Wtr7iAUc9uno23sEF2wK+RqQNO0qN9rMylMybDoZgXbXh7gr2vqmDvIyrBEEw1+je9L/awq8BFsdu1XFJiVdeQgT1DVKGoxYcCcIzwxGJNiJtFuiEwfDOEgW3zcEb+mw4Vq66l4/j8EiiqPsE4Dro/X4P5+Dym3XIwpMbYLSyhE/3XGYBvugKZ7knsko1PMzLeo1B++/Km+AIHCchoM+h6sitmEMSmOUGUtGAyoDR68W/JQAPPANNR6NwZrPLh9nL9zDVsqiqhqtn3Z6FHhC2ML2XFGrp/oxG7Wf9+sLKsu2BUIwd/W1TE728rkDAsOs0JedZDlB32U1Ouvo1MHWHrkDIYFLn1C+tlHmJ58SIKJAU4jxc1+2yFXsNODXUKIcC+/A7UhVhX62FUZoMGvoSiQYDMwIc3M7Gxrvxm2JHq31Bgj5w2388EefaeHQIjDOZXB3Eq6lbOH2iIzGrd8uwdknWiXn//85yxdurS7i9GnSLBL9EiKonDOcDsDYo18ts9DWUPrEXmHWWHOQCvzBtvanEki5qTx1H+zCS2kYjQo5CabSD24neK9OzmUlA6Kgr2giIDHT1VIw2RQiLUomM0mKieMIVXTOm0YRkQHXoRPzbHyfYlfN969uD7Ewu3uI243I/Po47fDyaH1Mo+QuFNRFAY4jbpgV/NydQXV7aX87+8TLK1u1/rB0moqnnmP1J9fgdHZ+hAkIUTHURSFi0Y6yIo18sV+b6Qx25LTojB3oJXTBttwrzw8C2IwhHd3AYqx9aHa5gHJ4WDXYVowhGdzHoGSSqre/AyDxYwvrxAtEGJEkolqr0pJfYgqzUx57gjdZw2INTI7y8q0TEur9U1qTHj67nDv17CgCssP+nRBsJbsZoVTc8IPDbzB8AQgW8sDuHwqGhBrMTA6xcz0TAsOc9clklU1LSo345GG6iiKQmasPtjV1dd7IfqjKk+If21t4ECL2bE1Dao9Kl8f8PHNQR9TB1i4NNehm6FciJ7o5EFW/KoW6fXdMrhV41MZ2Oyh//whNk4f3PTwfWeFPh9xnLVnJGF/4oknWv13o6ysLLZs2dKVRerzJNglerSJ6RYmpJnZVxNkU7MEe06LgZFJJsanWY5aaZuS44m/7BRqFi47vEQhyW4kyQ5ZDcXsrQ5S79MwGxTspvAUtqDw/aTplB40klTu4oIRdsalddzQNmN8jO61b/dBtECwzd5d3q37orZv6+l6kt3IdRNi+OemegKhVleJMiLJxMW50UMRW2rtSUqFJ3TEmTwq3fpCWLq4kVX7wXetBrrMmcmYM5IJlFYRKKzQvResqKX2PytIuubMriqmEP3e1AFWpmRY2FsdZHOpn1pfeHY45+GEqo05vACMceFraOhQGXh9aCioPj+Gw3kQzVkpmNOTCJRUEqquw7e3IPI9WihEqKYe357CFkEyhUSbkUS7EeMPzyF3YBLeoIbZGE6amxVrPOqQoEtyHVR5VfKqgkdcr5HFCAsmxBBnVfh4r4dvC3yRYeiNyhtU9lUH+STPw8wsK+cNt3fJzaoCmAzoegBXekJHnJms0qMPVFrlplqITlXWEOK5DXXU+Y4cWNY0WFfkp8KtctMkZ4/sSSpEI0VRmD/EzsA4E1/le6nxqpQ2NN1PeAIaVR6V6VlWTs2x6WbALKkP8X2JfjKBUckS8uiv+uRffuHChaxfHx7ytXv37siyNWvWADB//nzmz5/fbeUTx0ZRFIYlmhmWePxDIZxzxkMwRM37yyO9qBr8KnnVQUIqumlqNeDgrJmUjh0DQJVH5dXNDVw4Uj3h5IaqLxDuVXCoDN++QhSjEUOMDWNSHHVfrifu7JlR2wSrXNR/q4/y28cOPeL3DE8yc/OUWP61tYEqz5HHqc/MsnBxrqPNnnHNmY0KyQ79OPl1RX7d36bKE2JNoZ+dlQGK6oJ8XxLAYoRku5FUh6HdUzh3BLXBi3vdTt0yU0o8iT86E+vgAZFl/oOlVL3xGcGypqCYZ8NuQhechDHu6EFA0TtJXdHzKIrCiCQzI5KOfL23jhgIikKo0hXJRxg4WIpjzniSf3wWlkHpkXXdO/I5eP1vobaBoKoR0iDkDbGv2IvJYiLRbiDNYcRsVFB9Puzjh2M6WEjOwUKMcTHYxw/DHJfUrvKbjeGp6t/f5db18GpNssPANWNjGBBr5OVNDVFPolsKqvDtIR8FriA3TY7F2smXUkVRyHAaKXA13WCsLfIzNrX1Bz+lDSHya/RBvvQuvN4L0d94gxovbaw/aqCrufyaIIt2NPCj8c5OLJkQHSM32UxuspniuiC/WV4b6fltMUKs1cCIJBM58eF6JhDS2Fjq56O9Hl2+L5MBZmRZu6P4ogfok8Gu9evX89577+mWbdiwgQ0bNgDhLoJyA9P/OE+ZhHlQOnVfrMe1eR87KwO6J9YaUJMziKKJE6jPSI/afsluD/FWAxPSj72Hl1rvoWbZFtyrt6P5wjc0mtdP8HAiZcVkJHCojEB5DfFnz8SUmoAWCOLesJvaD1dGtmkUM3f8Ub8zJ97E/bPj2FERYGWBj7zqYOTiH2sN5/aalWUl2XFsNyPTB1j4uFky6fXFfkYkmRidYua9XR42lfrRtPCQx50VAfyh8FCYen+QMrfC7qoAycmtN8w0TcMTDK9vMynYTvDJY8PaHWjNu7cZFFJuvghTaoJuPcugdFJuuYjSx19DO3xQaCGVhtXbomfIFH2G1BW9l8FqxhAXczgRR/g6Eax0hYceHw5+aaqKd9t+qpespGLYUJTaHZh8PgyBIAGLBUNVLQ3JSTQEQpSV1JFkhawkG77dh/DtPhT5LtdHq7AOyyL2jKnYRucctWxmo8IVY2I4fbCNlQU+Npb6IzejRgMMSzQxK8vKmFQzBkXh7W3hQJeqaQTVcPEbexi35kBtiDe21HPDxJhW3+9I0wZYKHA15U3ZXh6uT2Zn628cGvwqb2/T56J0mBXGSL4uITrNqgJf1APNeKvC3EE2hieZ8IdgS1l0jtZNpQFOGRRkYHyfvA0UfdCAWBMLJjp5d4c+JcsneV4+2+cl0W7A5VNbHdEyLdOK09IzhjGKrqdoWm9J2dbzaZpGTU0NCQkJ/X72k56+L95dVcL+NfuwNIQb5wGHA9/QQUwclcyg+HDelvXFfopbJGOPtSr88qT4dvWCauQvrqTwqXcwewI0v3kJ1dbj3Z6vW1exW7GNysGUHIfq8aF7NHGYfcJQkm84v/0/9jBN0/AGwznJTmQITJ1P5fFva3UNp4Cq4SqsIr28BLvPS0NIocjkoDAjm6C56WYnOy48FGiQI8gtM1MwHx5C1NgbbG2xT/eEMj3GwIwsK9MGWKKSQbdHxT8+wLt1f+S1fdIIkhec0+b6VW98invdrshr26hBpNxy8TF/b3v19PNE9Fxy7EDJH96i6p0vDvfsUjClxmMdPhAAg92KFggQ9IfYWRmg3q8RV1CIra6OkNGEOzkJd1IihVMmE19QQHxxCarJhNOiMCrZHDV7baO482YRO3/aMe/zQEgjqGrYTEp4WOWug4TqPZTUh3g1H7YnZVGpmCM9j1MdBqZnWpmQbqbao7K5LBBVHVw3wUGW2d2px4A3qPHbFbVRubcGxRuZkmEh1mpgf02QdUX+qHVOzbFy/ojO6xkr50Df3Ad79+5l3759uN1uLrnkku4uTo+lahr/951LF+zKjDVyy9RY7C0eFBbXh/j7ujrdOTot08KVY9oXMO+Lx9mx6g37wOVT2VLmp8arEtIgxhyemCs77uhD8I+mJ/x+TdN4Z7ub9cVH7jXd3MC48DlxoilUesLv7ygbNmzgRz/6EXPmzOEf//hHZHlBQQFnnHEG77//PqNHj47arrfuAwnpi37HE1DZ4LESGNN0Ig9LMnH7BKeuJ9HJA618me/lk2a9mOp8GtvKA0xsZ++uYE0dFc++j1rTAFb9NsZ4J5ZB6fgPlkaWaR4f3h352McNbTV/lyk9kcSrzmj3b21OURTdcM3jFWs1MH+ILdK7K/7gQZSVmxhRVBxZJxkYBARNZvIHD2VH7ji0+FgyDs+SsrdG5f1dHn4w2sEneV6+OuCNminFF9JYX+zni/1eVGBkkoncZDPj0y1MG9C+RM1qg342T+vQAW2s2fh+pi7Y1XJ7IUTPoRgUTEMHoOWHr6HG2KYbN9XjAzT2VIUDXQABhx2L20314EGoFgv16WloRiOx5RWopvD1tt6vsbc6SG6yidZ6Vrk+WoViNhF72uRjKqvZqKDmF1H51YbwQw4t3BvquwIfqT6VOQYjeVmD2TpiDDFZKSTYDFS4Q3yVrzIqxczNU5y8urkBd6DpQrmywM8PhhzbPjtWNpPCucPtvLdT/zT9YG2Ig7WeNraCRLtBlyxYiKPZvHkzv/rVryJDyoFIsGvt2rX85Cc/4Y9//CNnnHF8baC+Jr8mGNWr65JcR1SgC2CA08ipOVZde3ZTqZ/LRrUvhYXo2YrqgnyV72VLKw9FPsnzkh1n5ORBNialm3tVkKIlRVG4YowDm0nh20NHn715RJKJH09wdnmu4J7u3Xff5cc//jGLFi2iqKiIzMzM7i5Sp5Jgl+h3NpYGdN1cjQa4ekxM1JA5RVGYN9jGzoqAboabdUW+dge7at/7BtWlH9qBAtbh2ZjSEggUVcJ3W/Dnl0Te1rx+/AdLsQ7L0m1mHZpJ0g3nYXB0/w3E6YNt1PlUCt7+mvhN23D59A0uBbCbFCymEMmH9jC+OJ/8c+bjMWTR2HVhTaGXSk+IfdX63nNBVeNAbTBqRrZNpQFqfeGptT/J8zAn28o5w+xt9sCA8PDQ5o4WvArVt7h5M0m+GSF6KsVkxJgUh9FqwbenEDWgzxdV7VWpbdZTNGCzUTMkh+R4Gwk2AyRA9Y6NVLT43HLFyoBRQ8lwGvHuPIja4rpQu+Rb7GOHRA2HboumadR9vg7XR6siy8oaQmwo8eHyaaCBQQ0x4kAeuUX5rJt9MnsGDsZiVMiJN7KzAmq8KvOHWPnP7qZr2J6qALWZ0L5SHL/Z2VZcPpUv9rcv+B9vVbhxkrNLZ44UvduePXtYsGABBoOB66+/nn379vHNN99E3p82bRqJiYl8/PHHEuw6rOVkEEl2QyR3UWsmZ1h0wa5AKNwT6GizcIuebVOpn7e3NehGW7RU4ArP1rmnysIPRjs6f4b5TmRQFC7OdTApw8K3h3xsKfMTavHbRySZmJ1tZWxq5wf3vEGN70v87KkK4A5oGBRItBmYlGFheKKpxwUX3W43S5cuZdGiRVRUVLB48WLuuOOO7i5Wp5Jgl+h3Sur1wZXcZHObswkqisKMLCsHapuearfcvi3BKheeLfpZFC2D0kj68dm6myT/5adR8dy/8W7JI1hWgxYKESyvwTIoHcVswjpyIM6547GNHYJi6Bk3D4qicMr2dewr2MXGkP4xktEQvtAbD1/gk+wGBicY8G5cxnv2+dSkpgFQXK+SX+tlSELTMMdASGNnZUDXe6G5/Nog/5+9/46T46ryPuBvVXXunpyjNKNRzjnLcjYOso0DwRjMgjHBsMDLswv7sO+y7D67wPMsL6xNXjBgbMCW5SxHbNnKOYxy1uScOldXeP/omZ6u7p7RSJrRjKT6fj762F11q/p2Tfc99557zu84LQLpdpEPzoVp8ql8ZrZnwJ1JS24G4RP9VdgCu4+RduuilMZH13UCu48Zjlly0ofwNExMTEaDvt+nJTsdaa4LTY4gprvQeqLjdYs/OgP25eXSPG0q4/ftZa4jjNPSO44GesjOtFDkFjncFtVwrFmymOYZ0wgV2HlktgddUfG+v8fgqELT8W2uJvOelUPqp+894/XtQZWdjWEUlVjaYh82XWPZ1g/ZJIrUl5RzokOhPCN67nBrcnXEloDO+VXELp1bJzjJdYm8eTJocCAmMi3Pyj2TXVFnoonJEHniiScAWLduHePGjePJJ580OLsEQWDOnDlUV1cPdItrjsQFvscmDLqwTkuhWZR4D5Mri6NtEZ496E/KjBiIXQ0ykgAfneIac06YC2VchoVxGRYCEScNXrW3crJAgVu6LPYnrOi8fTrIjgY5qYIyRIu55LlFbql0DjlA4nKwfv16KioqqKysZM2aNfzbv/0bX/nKV67478NgmM4uk2sOOcE5k+McfFDMTjgfHpqvC//Wg4aFjGCzkvP5u5DSjBomtpJc8v/+fpr+42ls5QVowTB6RMW9YhYZty9BSh95EeILJXTkHP6NB0izi2TYBMKSQEjRCVpt2CoKsYkqBe2t5LsE7L0LSys6q3du5OVb70HVdBp8KroO4zN1BARAJ6TqVGZZsEsCgYhOk1+lM2isIlDnVZlmj97zWLvCC0cCfGx66mfkmj8Z/9ZDsddKWzfet3ekrHrpe28PSnOn4ZhrwZRLfFImJiYjhXP+ZDo3HwCi46tks+JZMQvn9Aq6O/xs3Rcg7HITTk+jZM9eqoQQzt5oTV1V0UMKosOOyypSliaxtXwqTbNmAHCkLYJP1vDYJNJvXoja5cO/5WDsvQM7jpBx57Kk6NFE5LpWul/fEnsdUjQONEcIi1aac/MIywqF7a1IuoZVEshzi+g63LRvC8/nFxCw2qnpVrBLcJI+4fp+Iil0HUeK+UV25hTYONIWYVejTEdQQ9F0nBaByiwLi0vs5F5gwRMTE4AdO3Zw6623Mm7cwK7boqIiNm7ceBl7NbZJlKVo9EUX/AMV9jnbrSQdcw2DtIXJ6BBWdP56ONnRZZVgYrYVp0XgVKdCV8jo0dxeH62oO+UqKR7isopUZV/ezZVAROO3e33U9gy+IGz1azxT7afZr3JLpfMy9W5w1q5dy5o1awBYuXIlgUCArVu3smzZslHu2chhOrtMrjkSJwKN54nUakgQqU+lh5AK+UyT4bVrwZQkR1cflpwMnDMrCe4/heiODoh6KDwmHV0Avg/2AhBUdARBwGYTaVq1CP+sKXz3+hxEQUDp6KFr3QeEDp2NXVeoBMk6e4763JLYjmJYAYclWhZ4R32/6GS6XSDHJWIVBep7FDSgM6jRHtQIRLRYiszuRpllpfaUVYVslcVYC7OJNHXEjvW8uYPw6Ubcy2ZgLcpBae7Av+UgoaM1hmsteZnYJ5UN0xMzMTEZbuyTypByM8Dbn2bYs34b8ukGOqZPQXY4cbW3U7FxE5kNDeQW9e+uii4Herh/vMl1STT3OrogWuSxLaDFKjilXT/P4OzSgmEiTe3YSvMH7aNv437Dpse5HpWdk2dyaOJ0QqKFjqBGlhrirrP7KTh7irJ0C10hDSmisLrrHG8XTELRohUY02wCpztVKrP6Fyn2y6xFIokCM/JtzMgfOzvVJlc+fr+f7OzsQdvIsoymmaFIfYzLsCAIxJwdETVanXF1Cq08Xdf54JwxDbnALeI2K9RdsexrlvHLRk/XwmIbd050xgo6aXpU+/alYwGDfMum2tBV4+y63Kiazh/2+8/r6Irn3dMh3FaB5WWjK0Nz+vRpqqurefLJJwGwWCzcfvvtvPDCC6azy8TkaqI03bjzfLJDocmnUuhJ3pHWdJ1t9UYRxMTrB0ILGCcWtnGFg7a3jS8iuP9U3PXnF18cDZS2bkLHaoH+YpG1ixbSPGM6xW4ppgVgyU4n5+/uoOXHfyVSH1XFsUlQcOgIHy4upk/8WdN1puTaaE5wOmY6RL4430OGXeQ/N3fTE9bJcUoUyBpdYR1XnJ3eWh9O6ewSBIH0u5bR/pvXDMfDx2sJH68d9HNm3Lnsqg7rNTG50hEEAectC4i8YIz2CB2tQd53ltntkdgxq4RBp8S9dAa+DXtjr23ZadiyPYTjUvTio4AtuRmILrthXD7fGK0FQgT39otty6rOnopp7K+YA4BENDpjbkUmnVNWk/9GGLWriRn5Nuq9CqGjRymeMJWaHhVZ1TndpdAT1qnIikbDioJA4djcDzExuSCKioo4ceLEoG0OHTpEWZm5AdVHpkNkaq6Vw63949xbp4PYJFhcYo/pmQYjGutPBjnebozsWlJqv6z9NRlettYZ7U9lloX7pxrTE0VBYGGxHVnVeflY/6bQ8XaF9oBKjhmJe8HsbJQ502X8LQkCTM21MiHLQkjROdAs0+w3OubXnwwyu8AW20AbDdauXYuiKKxatSp2TNd1LBYL3d3do9avkcZ06Ztcc8zMtyWFfz9T7aMtYHS2hBWd5w8HaE0YsBaXDG2CIFiNRkTt8Q3aXu02CtmnqsY4Fgif7NfAkgRQbDaap0XT/VoDqiF3XRBF0q6fF3vtj+ikNTUTkfsNhSQKlKdLhiIAAHdOdJLtlKKRBHn9UQRpNpGKTOOz2d8sJ6Wn9uGcVkHG3Ssu6DNm3LkM56wJF3SNiYnJ5cc2fTzpdybvSEoJsxtZ7XdeZdy9AseUcsP5YHcAX8A4gY2P4tXkSG+Fx37ON0bLZ5vQ47bT20I6J6ZOj722CDCnwIrbKoIg0DBnNk0+ldaASrFHIifopUiLbpqEVZ2abhVNJ7ZDPz3PittMQzK5Cli9ejWbN29m69atKc+vX7+effv2cdNNN13mno1tVpYb56OqBi8dC/Ifm7t59qCf3+/38e+butkeFzUPUSf7vCLT2XWlElL0pKyTVeX2ATdoFxXbk7JaEh0258Mna2yuV/jpjh7+5YMu/nlDF/+5uZsXjvip917Yva5UdF1PcjJm2AX+flEaj8z2sLLcwc2VTr65JJ01k41pixE1qpk2WiiKwssvv8y3v/1tXnrppdi/l19+meLiYl599dVR69tIMzZX0yYmI4hNElhUbOODc/0DVrNf4/9t7WFKrpXydImucNQznyiUnucWmZg9tJ+NJS8LuaYl9jqw6xhpNy5ILY6uqAT3JIij52ZcyMe6bMRXNPTYRPz5eeiW6DOJqLCjIczK8v5QXXtVf1XJJp+KgI5FlpEdNmwS2KWoEY3HaRWYkd8fupVopMvTJU509BvXiBqtvFbgTr1LlbZ6LpLHSde6D5MWrPGIDhsZ96zEvXjaYI/AxMRkDJF2w3ykNHe0+m0oOpl0WQREAUMZ9ibFwpxP34BrwRSUjh7DPRq7ZLJPn6F9YhUAdotAftx4Etx9zCgmL0TTzwdDTaj+6k3PIOxwQig6dmU5RSbnWOkI6eg6eIui0b+nOxUavQKCAJ0dfjrUdBRNjznw+tKWlpXagQgmJlc6X/ziF3nrrbd49NFHuffee2ltbQXgmWeeYd++fbz++uuUlJTw2c9+dpR7OraYkGVlZbmdjTXGeY03rLOvKfXCWhDgwWmuIUtymAyOpuscbo2wvT5MvVclrOpYRYHiNImFxXZm5lsHLKJ0sQRTCKInbgLHY5UEStIlTsXNmwMp7pEKTdd542SQzbVhAiEVm02lLzMjrOhsr5fZXi8zIdvCg9PcZF3FxUka/HpvkbL+v+e9U1wUpxmfvSAIrChzcK5LYX9zv43e0ZA6zfhysGHDBrq7u7n//vtJS0sznLvttttYu3Ytq1evBuDMmTNJ10+YMAGr9cpMfb1kZ9c777zDa6+9xunTpwmFQrzzzjsAnDp1ivfee481a9ZQUFBwyR01MRlObqhwcqQtEqvWBdFF0eHWiCEkPB6LCPddQAUT18Iphup+SnMH3nd2kn7LIkM7XdfpfmUTak8g4fqpQ/04l5e4kAmbJFAkRTgad/rNU0EyHSIzekv+aoEwOjqNXpW2QPR5S72iznluCRA4mxDVlWkXDSlHJzuNf5Mcl8TpLsVQSUg+j+F2LZiCY+YEgnuP4992iEhdK7qqIUgi1pJc3Eum45w3GdF+ZQ7mYx3TVpiMJO5FU3HOriK451j0913fRo5TpDkEgZxsWqZOYXdVJZaiDBbqOpbsdOwTSgifqqPZr9HkUynfvhNvYQFyWhpzC23YexeDSls33fHVGAHHlHFI6ak1GPsQEsLL9GAIq9A/Ttklge6wzoqy6GJVkvsXp0FFj0Zz+XUUW/SaPieXRYLFJTYqsyx0dV3sEzMxGTtkZ2fzpz/9if/1v/4Xzz//fOz4v/3bvwEwe/Zs/uu//itpkWYSjYLXdNhce37pC0mEB6e5mZ5nau4NB8faI7xwJJAkAh9RdU52KJzsUHjVJnD3ZNewVuSzpvAn9cg6zkGmr76wsY/WITjgVE3n6Wp/77po8Dn2qQ6Fn+3s4bF5ab1z+6uPBp9OvKOrL5V4IJaU2g3OrraANmgRiZFk7dq1LFu2LOUYesstt/DLX/4ylsr4jW98I6nN3/72N0pKSpKOXwlctLNL0zS++c1v8tZbbwHgcDgIhfp3MTMyMvjJT36Cpmk89thjl95TE5NhxGkR+Ls5Hn67z5eUppgKqwSfmO42CAOfD/ukMiy5GShtXbFjPW9sJ3S0BvfSGVgLsog0tOHbXE2krtVwrW18IbbSvCG/1+XEkpNueF3u78TR1U0oMxrlEFHh6QN+Cj0SE7Mt2N+vJtwkI/f6sxSbHafbhl+G/F69gBMdEayigK1XbLk10F9V6GRHhJoEZ1iOQ0gqmZ2YmpoK0W7FvWQ67iXT0XU9GvMviaY21whi2gqTy4Vot+JeOgP30hnouo7eJfPaLn80lKGXtUcCbDgXFee1llahbj5DuDe90RYIMOv5dbRMm8KiNdMIHRcIHTqDf+tBQzoigHv5zPP2JzE61xYIUNLZykkhG12PpnUrWnThsrzMzsk3DxvaR3Ros/Q71AQBPDaB+UV27pk8uKPNxORKo6ysjL/85S8cOXKEffv20d3djcfjYdasWcyaNWu0uzdmEQSBNZOcTMiy8GFNmLMp0tNEAWbmW1k93kFJmpnUMxzsbgzz3OFAUjXERHyyzjPVfryyxophEih3WwWcVoFgXPbJnkaZj1SlrvhX16MkaUjlus4fgfXq8eCAAQCp6Anr/Hafj68vTsdhEWjxqxxpi9AT1hAESLeLTMu1XrFVexPlUgrcg68filJoQYdHydn1y1/+csBz06dP59ixaHBG339ToZ/vyz5GuegR7/e//z1vvvkmH//4x/nWt77FU089xc9//vPY+dzcXObPn8+GDRvMBYzJmCTbKfGVBWm8fSrErsZwzBmTyKQcCx+Z4KQk/cJ+LoIgkHH3Ctp/axRHl880Ip9pHPhCUSAjhQbNWMExZRyi0x5LB8ywi6w6uIN3lt6ALvUP7E0+le6aVqZ/sA8p7tm2V1WS6xZxOS0x55ZNFDjSHmF8poV0m4CiCWytC5HpkHjpmDHiLcMu0BwwGm2PTSDbeWGh04IgREMkTEYU01aYjAaCIFCaZef6Co33zxrTCdsCGptqwuAqYVpuHmnN/enmkqKw4MwReOoEbQPc2z6xFMe08eftg7Usv3fDI7pb6rGKTNi2jSMrbqFZiVZdDEY03j8X5sZMmevOHKTZIhBSdBRN50BWCQGx3+44LSL3TXXxienRCOMrdeJpYjIYU6dOZerUMRrZPkYRhP4qqQ1ehePtCr6IhigIZNqj59LtV2962eXmdGeE54fg6IrnlWNBsh0i04Yhqk4QBOYW2NgSpx+1qTbEjDxrUrGmkKKz7mjyPHpC1uBrmla/arh/H3MLbcwptGOX4GSnwra6ML64qpAdQY3nD/sJKtHotkReOx5kco6F1eMdTLiAAIKxgDWh+nFLQEPX9QEdXokORgCbmT582bloZ9eLL77IjBkz+N73vgeQ8g89btw4NmzYcLFvYWIy4risIvdMcXFrlZO9jWFqelQCER2rCPluiflFtkvagXDOqCTj7pW0PPe3oV0gQNbHb8I+YeyGigpWC67F0wyVzCZ3NcFbr7K3cio9xcVIskzOqdMUHjyEqBq9iM3TpvKR8Ra6NAcHe3eMrJKAwyJwpDWCwyJglwT2NcuUpUtkO/p3TnRdJ90uJYk8Liq2G9IeTcYOpq0wGU1um+BAVvXUKT6iyPFbbmLaq+tx9uYDFnqkQSvuWktyyXnkI0OKBhUEAffymXS/vAmAHKdIelMHt7/9KpvKptBYWEKzX2NBVz2dhw/hj8i4rQJhdNoDGkfmTMJmEZCEaMr4qjIbD8/0mJGoJiYmA1KcZknSEDIZXt44GTToQQKUpEssLbFT6JFoDahsr5eTouxeOxFkaq51WMbwJaV2gzMqosLPdnlZVGJnVr61NzNCYXNtiO6wsbOLS88/Z96aUIneIgp8crqV2eXuWP8rs6ysLLPzqz2+XsF8nXqvyt4mmTkFA3/OY+0Kx9p93DHRyXXjRkfD6mIodBk/T2dQ43iHwuSc1E677QnPMNsp4jD32C87Fz0anjt3joceemjQNpmZmXSZghImVwBOi8CyMgfx8VR9opPrTwZpC2hENB2XRWB8poUlJfYh56R7rptDQNBQ392D5gsN2E7K9JD1wPVDihgYbdKun0tgx2G0QHQgFwSBKbqXrAPbaNoSTUFMhT6zio9fX0ahxY/F5aTBp9IRjO58FLolOoPRfPa+6092KDitAhl2EV3vzUYSQIjLmZdEWFRi6k+MVUxbYTKa9KX4lGdY2HA2RKOv3/mu6zodop1Xr7uVudu3MqHxHD1hjdOdOvluCY+td8Ah+h/nnIlkPXgDomPo4417yXR8G/ejdniRRIFcl4Tq97Pq0E58e3fE2vkkAYsInaFomkNLQSH+0hIyexcL6XaBLy5IT9pZNjG5GvjOd75z3jaiKOLxeKioqOD66683NR5NRoUGr5JUPXx5mZ01k5wx5055hoV5hTbePRPindP98/62gMbJToWJ2Zce0VTokVhQbDNs/mo6bKsLsy1FRFYfmQ6R5aWDV+LUdZ09jcZN5aWldsalJ9/XaRX56BQXT+700ujTqOuJPpuesE6GY3B79fqJIFYRlg1TeudIU5YWLVwTr/e87kiAz8/1JK0Jd9SHk57homKbuVk1Cly0s8vhcODz+QZt09DQQHp6+qBtTEzGIvuaZNafDCaJTrYDtT0qG2vCTMm1cs9kJ9nO8zu9bLMqyVg2m9D+k/i3HybS0IYuRxDsNmxl+biXzsAxfTyCdGW4/KV0Nzmfv4u2X72MHu7L5xcocEsUuEW6QzpdYY2IqiP0RiXkTS6m8ut3IFijosoem8hj89P43V4vzX6NdLvYa0SMk4hgRCcYUclyilRlWQyOLoCPVA3tb2AyOpi2wmS0EQQhmnpRYOVMl8KRtginOhT2NssEFZ2cLBcda27C391DweGjZJ07R1NnEI9NoKo8jYIFVbiXzzxv9cVUiA4buY+uofXJF9D8IUrTJbrDGn1OtL70j7CqE+4d+nrSM9m8dHVMa8wmCXxnecYFaUaamFxJvPjii4YI7kQS03b//d//nS9/+ct8+ctfvmx9NDEB2J3gwMiwC9wx0ZnkxBAEgZsqHBxolg3pbLsb5WFxdgF8dIqL7pBmqE4+GB5bVK/YmUrhPo5ARE+qRj+/yAZKaidaeYYFl1Wgpqe/HyFFJwNwWYVYFfvjHYpBZwzg1RNBpuRar4h5vCAILC218/KxYOxYZ0jjv7b1MKvAxoQsCyFFZ3+zHHP69WERYWHx4E7Gy8W3v/1tXnzxRQAkSSI/P5/rrruOb37zm2RkROc5N9xwA5/+9Kd55JFHRrGnw8NFO7umTp3Kpk2bkGUZmy15l7Orq4uNGzeyYMGCS+qgicnl5m9ngrx1auAIrD6OtkX4mVfh0blpFKYQIUxEsEi4FkzBtWDKcHRz1LFXFJH3+Efp+MObMU2aKAIZDoGMuPLDrvmTyXzwekSb1TBhzXKIfHVROtvqwmytD6PrEpqux6o2QtQ4F7ilXjFN42TipkoHK8vGhvEwSY1pK0zGCoIgUJllxSvrbKwJk5eQoh7OyKBm6WJqli6OHdsswcMzPUwZIE1hKFgLs8n/+wdo/8MbUN/GlBwLR9sVQMcm6gQUnbCiowONRaVsXbyCiM2OJEJxmsS3lmQwp9CMXjW5ennnnXf4j//4D6qrq/n0pz/NvHnzyMnJob29nT179vDHP/6RWbNm8cUvfpFjx47xi1/8gieeeILx48dz++23j3b3Ta4hWhM0Y2cX2rAMUNlQEATmFdl542S/c6QtMIBA8EVgEQU+O8fDa8eDbKsPJ6VWxlOeIfGJ6W5yhiDNEklRtyvDLiAP4lPrCGqGgo0aURmBleWOWESyrOpsOBfi3bhoN1WDbfUytw8grj/S6LqOfK4J/+ZqwsdrUX1BBElEykzDNW8S7qXTkTI8sfaLim3saZSpjXNmaXo0SGJfk5zqLQC4dYKTtDGkm7dy5Ur+8z//E1VVOXnyJP/0T/+E1+vlxz/+8Wh3bdi5aGfXww8/zOOPP87XvvY1/vVf/9VwrqamJvbQHn744UvupInJ5WJnQ3hIjq4+vGGd3+3z8bVFaXhsY2MQCyo6wYiGJAik2YUR1bKyleZT8J1PETp8Fv+mA4RP1qP3lkkU3Y6ooVg+E2tB9sD3kARWjXOwstzO6S6FZp9KdUuEw20RVE3HlWIHqjRd4sYKh1k++wrAtBUmY4kzXQp/OeQfdFEQT0SFP1X7+PKCtEvSwbHkZZL///k44eO1+DdXM+PwWeo6ZFr9KoLTTmDcOE5UTaYzK5cSAeySwPIyO7dXOc+bMq9qOv6IjqpHx8vRqPRkYnIpvPHGG1RXV/Pyyy+Tk5MTO15RUcGCBQu49957ueeee9i+fTuPPvooq1at4vbbb+fZZ581nV0mlxUlwXicT/g/3W4cj1M5ki4FiyhwzxQXq8c72NEQZl+TTFdIQ9WjVRsn5VhZUmJnXIY05BQ6ZwobUtOtUjiACfTLGkfbjVUb5xVauaHC6MCySQK3VDrpDmnsjEu/3FEf5pZKx4BOw5FCae+m45m3kc80GY7rmorS2kXPWzvoeWcnnmUzSV+zHOh3MP5mr49G79Acl9eNs7OqfPg35nVdJ3y8lsCOI0SaO9BlBdFlxzauEPeS6ViLcga81mazkZeXB0BhYSG33357LNrrauOiZ2433XQTX/jCF/j1r3/N6tWrcTqjX+ilS5fS1dWFrut8+ctfZunSpcPWWROTkURWdV47EUw6XpYuMa8oWsnmbJfCrkbZEIbbFdJ472yINZNGrxR8WNHZ1yyztS7cKxIZxW4RmJVvZVmZfcTKTQuiiHNGJc4Zlei6jh4MgyQh2CwXlJsuCAITsqxMyLKyrMyBruuc6FA42h7BJ+sIQIZDZGaKajMmYxfTVpiMFXRd55XjAdSExUaOS2RhkY18t0SjT2Vng2xIYZfVqLbIo/PSLun9BUHAMbkcx+RysnWdspBMWBM42KVh6VHJVHRsUjSSdU6BzRAdm4raHoX3TkY44esmEjfnLk2XWFpqZ3aBLVbx1sRkLLN27Vpuu+02g6Mrnry8PG677Taef/55Hn30UQoKCli9ejUffPDBZe6pybWO0yIC/QNubffgKYS1CfpeqRxJw0GmQ+SWSie3VDpjGRQXqw9ltwgUpUkGZ86m2jD3jU+9S/TOmRDhBK3euwZYEzX5VGRV52hbBA2QBHDbBI53KEzLvXyp+pGmDlp/tg7Nl7zuM6Dp+DYdINLaiXTfCiAqw/Kl+WmsPxlkd2PYYH/jyXKI3FTpGJH0xdDhs3S9tBGltSvpnHyuGd+H+7FPLCXz/tVY87MGvVdtbS0bN27EYrk611aX9Km++c1vsnjxYv70pz9x4MABZFlG0zRWrlzJww8/zMqVK4ernyYmI87+Zjkpl/yuSU5WlvcLJ87Mt3FjhYOn9vliApWyGi3re6hVxhvWUfVo6t3E7OhuSnn6yEZ8HWuP8JdDfvxyshEKKzo7G2R2NsjMLrBy/1Q39hHc9RcEAcE1PEKTghDdkZp0CelDJmMD01aYXAjesBbboe4IaShadIe6KtvKkhIbFZkX5kjvo6ZHpT5BR2NJqZ17JjtjEbAz8uH68Q6eOxwwpCSc6FBo9atDLkxyPgRBQHDacQIL3bDwAgrwhhSd5w77OdgiI8saNptOfIp3XY/K84cDvHkqyCemu6kaJn0YE5ORoqmpCat18O+pzWajqak/AqO4uJhweGAhbhOTkWB8phSrJA5wsDVCR1BNqTnlkzV2J6S2jb8Mm7XDUu2xxM6LRwOx1yc6Iryhq9yXpuOw9uvrVbdEePu00WGU75aS7E5dj8JrJ4Kc7ow6B/2RqG0H6ArBf2/vYWmpnbsmjbwOrxYM0/abV87v6IojfKwGXtlC1t/dBYDDIvDRKS5um+BgV4PMiY4I/oiOJECWU2JOgZUpudYRya7xbamma+0GQ9poyj6fqKP1J8+T+9gabOMKDec2bNjA3LlzUVU1No4OpVDIlcgl/+KWL1/O8uXLh6MvJiajSnxILcCkHIvB0dWHyyryselufrSlm3PdKs1+FV0HEcjtzYX3hqOVTPY0ypRnSNxWopOZOfx9Ptgi86fqoaXk7G+O0B328ehcj1nRy+SyY9oKk/Oh6TrrTwbZXBtOir7yyXpME6M0XeLj093kuS5sI2FXg3FhnOUQDY6uPiyiwH1TXBxvjxhEenc1ynxklHRF+ggrOr/Z4zXohQyEN6zzP3t9fGa2h6mXccfcxORCKSgo4L333uMb3/hGSm1HWZZ57733DBUY29vbY2LKJiaXi/lFNt46HYpF86ga/H6/n0/McFMUp9/bFlD580G/IeJJEK6c6uFzC228eSpoCALY2axydHM3U3NtOCwCJzsitAW0JHud6xRQNR2pNy3xcKvMMwf9cc9Mjzm6+hCAQ60RznUrfG6Oh5L0kXMK+jYdQO3wGo5J6S7cK2bhmFyOFpIJ7juBf/th4hdY4d3HiXykHVtxbuyYyyqyapyDVeMuT0XJ4KEzQ3J09aEFw7T9+hXy/z8fx5LdXwhq8eLFfO973yMYDLJ27VrOnDnDpz71qRHp85///Gd+9KMfsXPnzlj0mN/vZ9GiRcyePZtnn3021nbXrl089NBDZGRk8Mgjj6QsQvKrX/2K3/3ud2zcuDGlvUhkbIgMmQwruq5ztkvhleMBnj7g448HfLHIIy1FlRuTKE0+4+JhsLDTTIdIW0CjyRd1dAFJlUv6qOlW+N1BOen+l0qzX+XPF6A9A3C2S2Fd3E6NiYmJyVhA1XT+eMDPh+eiji6frFHTrXCiI8Lx9ginOyO0B1U0XaeuR+Vnu7w0eIdWgaqPxDF4frFtwF1XuyVawXGw60eDtUf8Q3J09aHp8Ey1b1hFkU1Mhpv777+fc+fO8alPfYoNGzbQ1dUFRAuYvP/++zz00EPU1NRw3333xa7ZvXs3kydPHqUem1yruKxiStvw/9vWwy93e3npaIBf7/Hyf7f2JI3V066QqoMQjVx6YKqLRBMZVqIbT9vqwrFiUvE6kbkuEY9NjEW/netW+FO135Dq1x5MFi7ru4dP1vntPh+doWEWN+tF1zT8Ww4ajllL8yj49qdIv3khtvICHJPKyHrwBvL//gEEq/Hv5d9qvPZyomsaXes+SHJ0WfKzyLhzGdmfvpW06+ciuozrVy0QpueNbYZjTqeTcePGMWXKFL773e8iyzJPPvnkiPR78eLFBAIBDh7sf3a7du0iNzeX6upqgsH+CLvt27eTn5/P3XffzYsvvpiyOu+6deu4++67h+Togktwdr3//vs8/vjjNDc3pzzf3NzM448/bubTX2aqW2R+ssPLz3d52VQTprolwsGWCNvqwvxhv58fbu5hY03IdHqlQFaNzyTXOfDP4+VjAbwJaYODOZ0CCvxun4/gMCpTbjgbSsoTr8yy8Nk5Hr6/OpN/XJbOzZWOpLTF3Y0y7ebCx+QyYdoKk6Hw2okgh1sjdIU0DrbKHGqN0OhT6QhqdIY0WgMaJzsU9jVHqPcq+GWN3+7z4x9gkyEVcqJW1yBjPEB2wvmwOrp2s8mnsr/ZKAJsk+CWSiffXp7Ov67O5DOz3YzPNO6Iyyp8cG7ohVdMTC43n//851mzZg0HDhzgS1/6EkuXLmX69OksXbqUL3/5y1RXV3PnnXfyhS98AYC2tjauu+46HnnkkdHtuMk1ye1Vzt4K4UZOdypsqQtzskMhcZmVYRe4e/Ll0/aVVZ3djWFeOOLn6QM+/nrIz3tnghfkRJqRb+PBaS7OpxtvlwTS7CI5TjEmM7D+RJCukMqLRwOGKK6wotPsVynySFRkWsh3i+S4REPGiU/WefPk0FMML4TwyXrULp/hWNYD1yM6kwMcbOUFeFbNMRwL7D6Gro2MI+58hA6fTYpIS7txPgXffoi0G+fjmjuJjDUrKPznR7BPKjO0C+47geodONjh8ccf53e/+92Ac/VLobKykvz8fHbs2BE7tmPHDm688UbKy8vZu3ev4fjixYu5//77qampYefOnYZ77dq1i7Nnz3L//fcP+f0v2tn1zDPPUFNTYwgpjqegoIC6ujpDaJrJyKHrOm+dCvL0Af+g1SE6QxqvHg/yTLU/qaLItU6iU6hhgF38Fr/K9noZf5zjShBgaq6FL8zz8NWFadxe5SQjoQJLd1hjU+3w6Ev4ZY39zca0y/lFNh6bF01XcVgEclwSN1c6+fKCNBI2JthWb+pcmFweTFthcj46gipb6sI0+lSOtUei+oMC5LlFpuZamZFvZVyGBZskEFGjkV3H2xW6QypbGobuuHckpG83nKeSUmOCDRjtKofb6ozjtk0SeHSmlRsrHGQ7JZwWgel5Nr4438OsAmPa4t4mmaBi2nyTsYkkSfzoRz/iqaee4p577mHq1KmUlJQwdepU7rnnHp566in+7//9v4hidNmSm5vLP/3TP5l6jyajgssq8vm5HvLcQ1tGZzpEPj8vjczzFB0ZDkJKVA7g/2zq5q+HAmyvl6luibC7UebNUyF+sLmb3+/3Jdm3gZhfZOcrC9IGTYUvcIt8YrqLCVmWWLR0Z0jjXz/sZnt9GK+s4Q1Ho7Wb/CrT86yUZ1jId0tUZFr53ysyqMwybtIcaJHxhoffqZQo6G7Jy8RWnnp+CuBaMMXwWg+G0Xyjs3nk337Y8Npakkv6HUuTNNpEh43sh25BsPR/33RFI7Dn+ID3Xrx4MVVVVfzqV78a3k73smjRIrZv3x57vX37dhYtWsTChQtjx2VZZt++fSxevJjJkyczc+ZM1q1bZ7jPCy+8wKxZs5g0adKQ3/uiE2KPHj3K9ddfP2ibWbNmsWHDhot9C5ML4MOaMH87M/QfX3VLBOuRAB+b5hoWIcOrgfJ0iWPt/WkxW+rCLCiyJT2frXVhfLIWE4QXBZiaa+WBaf1CwGUZFpaU2nu1VfrvuaM+zA3jHbE89ovlcFvEsFNiEeGOic6Uf8sij8SSEjsba/oXSvuaZO6YOHrVI02uHUxbYXI+ttfLNPtUanqrWgm9Y2qarX+i5rZCvlvkaLuCN6zRHdY42alj0zXu1fQh6RCWpkuc6eofj3c3ytxc6UzpxPKGNQ4kbCiUpY9e+omu6+xvMfZneZmdXGfyxoUoCNw10cXBlu5YxLGswpFWmXlFw18VysRkuFi6dKlZmdfkiiDbKfH4wnTePxtiR304pZSJwyIwvyha2MoTZ89Cik6DVyEQ0bGIArkuMab5eyn0hDV+u883aNCDrsPh1ggnOiJ8aubQ9BzLMiw8MtvD2YII58JOukI6qq7jsYlUZVuozLSgAx1BzZC6Wduj0OrXYhtLdovA7AIrQlxBlcosC/MKbUzKtvKDLd0GLbQ9TTLXDbMWlh4xyh9I6e5B20vpyWslXbkwCYXhQmlsN7x2L5k+4BpeSnfhmF5BcP+pAa9P5LOf/Szf+c53ePTRRy+9swksXryY//zP/0RRFEKhEEeOHGHhwoVomsYf//hHAPbv308oFGLJkiUA3HffffzoRz/in//5n3G73fj9ft58802+/e1vX9B7X7Szq7u7m+zs7EHbZGVl0dnZebFvMebRdR2luROloxsUDcFlR0+7/BPJjqDKGynCPXNcIjPyrFhEgWPtEeoScsf3NMrMLbQx2ax2B8CiErvB2VXfo/LisSB3TXTGFlK6rrO5NsTJzv52hR6J4jQpyWD0Ver46Y6e2LHusM6pTuWSKwx2JuS7T8iyGAxpIrMKbAZnV3dYR9P1EakSYmISj2krTAZD13W214U4F1e+vcAtkWYTyXSIzMi39grhKpztUqjItMScUF0hnXpftCLtjPzz295FCU7/QETnmWofH5/mxNrcjtrjByDocPHXDidynMkUBVgwio6iiEZSxd1Z+VZQU0fpZjhExmdaYpWvALpGSAPFxMTE5FrErkS4QWtjhTvA6R6NRquLQE4ONotIkUdiZr7NkDXS5FPZfqCFMwdq0QIhdEkimJFBT3ER5VnRCu5zCm1YLmJDPKzo/O48jq54Iio8fcDHF+alJaW+D0SmQ2B8oSOlg0UAHpnt4Re7vTEtr0Sble8SDY6uQo/Ep2e5EQSBNHs0Mjm+CnL9ED/LhSAmVIyX61rQIwqCNfUzCJ9tPO89LheabHSyWfIyB22feF4LR2UQfvCDH6Rsf9ddd3HXXdFqk++9997FdXIA+nS7qqur6enpYfz48eTk5LBw4UL+4R/+gUAgwPbt2ykuLqasLJqCeeedd/KDH/yA9evX88ADD7B+/Xp0XeeOO+64oPe+aGdXdnY2Z86cGbTNmTNnrspKKXpEwb/zCP7N1UQa4r2kOrIAwso5pK2Ydd4v4XCxo15O0otaM9nJ8lJ7bEC6dYKTw60yfz4UMFQG2VIbNp1dvUzPs5LpEA0Lgm11YapbZGbn20izCxxvj7C93ri7nuuSWFxiTxmtVZIeDdOti7ukLaBesrMr8e9tO09Ugz3FeU3nvHn4fdR7FXbUy9R7FcKKjk0SKE6TWFhspyxdMqMDTQbkWrYVJudHVuFUp2IY03KdIrdMcHDDeEfMIX9LJZzqjPDHA37cNiE2iW4J6rGJ9fkocEtMzLZwoiM6YbQGAvh2H+X1J45ToAVxWASCEZ2OkEaG20Px1Mk0T52C6nAwM99KxmVIQRmIVKoDdkmAQdYCiRFrwyk5Jqs6+5uj6THdYQ108NgEpuRaWVBkw2k16x+ZXByNjY20tLQgy3LK8wsXLrzMPTIxMRJp6sC3cX9Uv6nXgZDb+8+Sn4Vn+Qxci6cj9o7Bmqax+d1jnHxjL+n1DZQl3E92uWiZOpkXZkxnU66Lz872XLC9+eBcKGVq/sRsC+UZFrpCGodaI4Ti1oCKBs8f8fOtJenDMo9Ps4t8ZUEazx0OcKQtkmRznNb+95iRb+WBqS6DrShMSAsNj0Dqvb2y2PBaD0fwbzuEZ+XspLa6ruPbsM9wzFKci+gYnYqaot2KFifZFalvwzG5fMD2kfo24/XO0asEOm7cOAoLC9m+fTvd3d2xcTwvL4+SkhL27NnD9u3bY1FdAGlpadx6662sW7eOBx54gHXr1nHrrbfi8Xgu6L0v2tm1cOFC3nrrLY4ePcqUKVOSzh89epT33nuPW2655WLfYkyitHbR9ptXk3J++9BDMv4P9xHYXE3mfdfhXjpjRPuj6To7EsqpLyqxsaIs2es8Lc/GbRM0Xj7WHwV2tD0qCHw58sjHOqIgcP9UF7/b5zMsLPyyzpZerZREEXuIpj+uKh/Yy5+eEHGVWG73YnDZjEbpTJeCoukD7gad6DCKGjsswpB2juq9Ci8fC3K2Kzlkt7Ynql1Wmi5x92QX4zJGrkywyZXLtWorTIaGquu0JDirZhXYuKnCmdR2QpaVuyc52d8s4+8tR+SP6LQO0dkFcPdkF0/u9GI/W0vVu+9j6V1QtyW0s/t8lO3cTWH1QRruvJnbVwxdH2IksEvRdPV4+3GiU2HKABkYEVU3pGwCg0b/DhVN13n/bIgPa8KGkvSxPnUovHkqyOISOx+Z4BxSeqmJCUQjCX70ox9x7ty5QdsdOXLkMvXIxCQZ38b9dL+8acCqVEpLJ10vbsT34X5yPn8XlrwMNv/sLVo2HSZ9gHvaAgFKd+8l79hxjt12K79QdL6yII00+9DGbEXTk7R4s50in57lpjitf24eUnTWHQ0Yoqda/RonOi4946QPt03ks3M8NPlU/r8bujjTpRDpfVYi0fT7paV28t3JaZuJcwHbCCgHWHIzsE8qI3y8Nnas+9XNeLFQM74SnxKNUsskQsm2nURO1Bmu9yybOfydGiLWsnyUtu7Ya//WajzXzUaQkh+U0tpF6KhxLLWV5Y94Hwdj8eLF7Nixg+7ubj73uc/Fji9atIhNmzaxf/9+Q8VdiFbqffjhh3n//ffZs2cP3/zmNy/4fS965vPoo48iCAKf/OQnefLJJ9m7dy8NDQ3s3buXJ598kk9+8pOIohirnHI1oHT00PLECwM6uuLRVY3O597Ht+nAiPapK6ThSwgTTeXo6mNBkd0weOg61PWMTu7xWGRSjpWPT3cjDfDLsCQcd1kFrhtnTxK37yOi6tR7jc83fmfjovuZbTRKPllnxwCi82FFTxLGn5h9fsfU8fYIv9jlTenoiqeuR+VXu70cbEm9C2tybXMt2gqToaPrOqGETYTSQbSxZuRZkzYdei5AxDbfLfEZdwfT33o75ugaDFckzJ1b3sXVOPwVii4EQRCSFiMba8KxRUQiW+qSnVFDGfcHQ9V0/lTt561ToZSOrj4iKmyqCfObvT5DFIGJyUBs376dxx9/nEAgwEMPPYSu6yxYsIAHH3yQqqoqdF3nuuuu4ytf+cpod9XkGia0+SDdL344ePn1XpT2HlqffIEjP32Jlk2HU7axSwLx+wF2n5+pr63H39zNXw/7h9yvw62RpLXgp2YaHV0Q3ej++HRXkrD+SBStKvRI3FjhYG6hjYVF0X8VWVbumuRM6ejyyRrVCeuIkrSR2UT3XNcfxdUT1jjaFGLLE29w6l/+wInfvsWpX7zGyf/9O7a8tJfTnRFCvbtMgsuOc97obXx5lhkDaJS2Hjr//LdYemLseEcP7b9fD3FfCcFuxTl3dDftFi9ezO7duzl69CiLFi2KHV+4cCHPPfcc4XCYxYsXG65ZtGgR48aN4x//8R8ZN27cRUX2XrSza/LkyfzXf/0Xuq7zs5/9jE9+8pPceOONsQUNwI9//OOUO/lXIrqu0/H7N9BSlO0UnXakrNQhdV3rPkCuHblJcmJ1JUGIVsUYCLtFSBJBNCs0GZlTaOOL89OSKoNANPrLbROQxOhAPi3Xyp6mCHpijeFedjUmV8CqGGJu/GAUeqSk/r16IsiGsyFD2G9dj8Jv9nqTNL6Wlg6uPdPgVXi62m/QrBkMRYNnD/pjAtMmJn1ca7bC5MIIqxiE6AGOtQ08pu5viSAlpFtkX0BksuoN4HzxXWbkWsh2Gq+TXU4izmhEmSBArktkRp4Nl6DT/rvX0YKjW8V2SYlx3G4LqDx9OGJIXQkpOu+dCSbpeE7KsVyyAPLLx4McbImcv2EvZ7sUnqn2Dfi3NDHp49e//jUul4t169bx3e9+F4gujP71X/+VV155hW984xts27aNG2+8cZR7anKtItc0E3hjOz/c/zf+effr/ScEOKp5ufmNn/HtHa8YrznbSNdz70cjC+IoyHWyaEUlC2YXML/YxsRsS0xuxBoKMeH9DRxviyRtlg/EuYS59/hMC6XpqdcaoiAkrQFqR2juvrA4mjYnCAKCINAR1HjhSAAlwVkYjGj8+aA/Jk4f7SfMKxqZtDvH1PG4Fk2lrkfhSFskJl9j9/nIO36S7LPnkJSovEJrQKO6JUJHSMN936pRS2EEsE0owVpo1MAN7D5G0/efovP59/H+bTftv19P8388nSCzBO6FU0e17xAd00OhEOXl5eTm5saOL1q0CL/fT3l5OUVFRUnX3XfffXR3dydFfQ2VS1p133zzzfztb39j3bp1VFdX4/V6SUtLY9asWdx7773nFSW+kgifqEOubTEcsxZmk3HXcuxTxyEIApG2Lppf3QgH4vRpdPC+v5ecT982Iv2yJaSi6Tp0hXWyHKmjhzRdpzNBpDaVntO1zrgMC1+cn0azX2Vvo0xrQEXVwWkRmJpr4WBLJKbRdbpTYe2RAHdOdMZyzzVdZ2+TzGsnjM7RquxLX3D0sbLcbhAfVjVYfzLI386GKPZI+CIarf7kiIfiNIkJKRx58bx+IpiUK59mF1hYZKfQI9ESUNnVIBv0zRQNXjke4PGFAwVqm1yrXEu2wuTCsEkC+S7RUGL8VKfCXw8HWDPJiat3TNV1nQMtEV4+ZtSddFsFCtOGPqb6tx1CC4ZxWEQmZovIqk5TUQl1C+cTys3FLkG+r4OKXbvgdH3sOs0XxL/jCGnXzbn0D32RTM6xUOAWaY4b12u9Oj/d0UOBW8JlFan3Kik3KQZLtR8K9T0K2+qSnX2TcyzMyLchCtFCAdUtEcO67li7wqHWCDPyR3eSbTK2OXjwIDfddJNhAdTnJBUEgccee4wNGzbw05/+lF/+8pej1U2Taxjfhr2GSBkAz4pZeG6cxy/+7w/41MMP8/xzz9GRYSG7WwF0AnVtqP4QNr8f2eNBkyQK7lvJ8rvnxATR5dpm7M9vIO1sMwdaZBQN0ppbcLe2sq3Ozn1Tz79UT4ygLTmPTSxNiJgKDbCxHVJ0TnRE6Axp6JoOsspcp0a6Y2g2tyLTQpFHotHX/wY7G2SOt0eYX2QnxyXS4FXZ3SgnfYaZ+VbSh5jGeaEIgsDeRUs5cchPnvfEedsrgsibc1ZwfUEpo5kIKAgCmR+7gbafrUOP0zTQAmG8m6tpD2p4ZQ1VizoLHRaBPJeEKz+DtFsXDXLny0NpaSnHjh1LOl5YWJjyeB+PPfYYjz322EW/70U7u1566SVycnJYuXIln//85y+6A1cK/s3GdEQpy0PeV+8zVGSw5GTgvmcFQnamQdAudOAUak8gZfnSSyXLKWK3CIbJ/476MLdOSNY7ATjYEklKPyjwjF459bFOgVvitirjswwrOj/Y0m2oMrKzQWZfs8yk7GjlsNOdSpJTEaK56sPFtFwry8vsbE5IUQwryVotfbisAg/NcA8qRNnqV2MCzn3MzI+md8brr9ww3sELRwLsbuwPO67pVqnrUQbcUTK59rjWbIXJheG2CozLtFDb0++kaQlo7GmUqW6RmZhtxWWNjqkdQY3ukEY4Lo0x3yVQmCIlIhW6puHfctBwLH3GeCoevSthTPSgLy6l7WcvEj7dEDvq31yNZ9XsUSvIIQgCD8308PNd3qSFQdQBljqd87px9kvWY9mS4OiyiPDZOR4mxqXULyy2U+9V+M0eH4G4ecbWurDp7DIZlGAwSEFBQey1zWbD5/MZ2syZM4d169Zd7q6ZmKD2+AnuP2U4lnbDPDLuWk4gEOCNN95g7dq1tLW18UGmzAOWTMJnmwh7oxG2zs4uZI+HhhtWcs+98xHi5tK2sgJyv3wvyn88TYFfjVUgLDh0hMNlBQwlliWxSFWq9Uc8HUGjdyuxnkh7QOXDmjB7muS49aWOLCu8UdvDzHwrq8odlJ1Hq1cQBO6Z4uLXe7yocV3qDuu8dzY04HUuq8BHqlKvY4eD2m6Ft87IcN1KukuKKTpQjbu9A0mIFlrRAG9YRxcEOsePo37uHAK52aw7KTOjTB8WOZqLxT6+iOxHbqfjD2+gR1RUTafeq9ISUA3PuI9TuhN9xU3ciI3Cy9/dMcFFu0z/9//+32zatGk4+zJm0TWN0BGjyFva9fMGLD2adtMCBGv/5FtXtSSRuOHCIgrMKTBOYj84F+JkR3KqQatf5dXjxkijcRkSBUNcKJhEsVsEPjbNTeJ6J6LCodYIuxvllIZmQZGNabnnX3Douo4WCKGFB07lgagRWTPJycryoTnQMuwCX5jnIe88f++djcaceZdV4MFp7iShYYsocN9UFxl24/FdDaZ2l0k/15KtMLlwBEFgUbGdCVnW2Jja4lfpDKpE1KgWya4GmY5g1Ml1Ni7dIscpUpUpMC5jaDYsUt+K2mVcQKffvgRBENA1LTruytFxVxBF0j9i1I5QWruGpNk5khR6JB6b5yHNPrTJ9urxDm6/xEVDRNXZ12wc11ePdxgcXX2UpFm4Y6Lx/U50KEmLKxOTeHJzc+no6Ii9Ligo4OTJk4Y2XV1dqKr5PTK5/ISO1oDeP68XBIG0G+cDsH79eioqKqisrGTNmjW8+MrLuK+fi9rtjUl72fx+wm43uYsnpyzaITpseFbOMhQLy6ivxyfrQ0oDT1zHHWuP0D2Iwytxnh+voXWoVebH23vYWhdOWQ1R03X2N0d4cpeXD2sGdlj1UZFp4ZMz3EmaxwPhsgp8bo6HbOfIrU1jOsaCQPvEKg7ddw/ZX7uflY+sZME9C1h03yJWPHYj6tcf5sTNNxLIzQEgqMCeptFf4zinV5D3tQfQJ5RyqC1Coy/Z0aVJEi2TJ3HwnjXsV1z8bJeXY+1DlyG4mrjo8Iu8vDwikWvjoelBGT1iNLCOaeMHbC+6HNjGFxGOq+CQSutruFhaamd7ff+PT9Hg13t8TMuzMiPPilUSONYeYV+TnFQJcMl5tJv66App7G2SafGryKqOwyJQnmFhdoEtqbz5tcCUXCsPzXDzl0P+IVVXnJUr8tEprgEjAnRNI3T4LP7N1YRP1KH3jlqix4lr3iTcy2dizc9Kuk4QBO6a5GJqrpVNtWGOtEUSpQHIsAssLrWzvNQ+pHLwTT7jd31uoW1AAX6LKDC/yG7YoWn0mZNRk36uJVthcnEsLrGx4VyIidkWTnZEdTKOdyhk2DWynSIWMboT3BZQY4uHHKdIZZaFhYXakCOt1AQ7LLgcKG3ddL+ymfCp+pjosJTuwjV/Mq6lMxBsFnQ5mpLSE9Y5cKCDzt4NpnS7yPQ8KxWZlssa7VWSbuGbi9PZXBviw9MREqfeghCN/F1RHnUiXiptQY2EKVCSflg8cwpsvHwsYEinbPKpI7p4MbmymTJlCidO9KcTLV68mJdeeonXX3+d66+/nt27d7N+/XpmzBjZCucmJqlIXMOJLkcs4GHt2rWsWbMGgJUrVxIIBNjnbaYkbtAUdB1fXi4OjHZCC0eQTzeg+oLoIRm9xw+aBUQRS2joGpGzCqy8eoLYOK1q8NxhP5+e5Umav2+uDXEqIXujT1vrWHuEpw/4h6K/j67Da8eDCMDK86TJz8y3kT5f5NXjAWq6B14jTMm1smaSc9jkXlLhTyGEf/14J9dXZQPjDccf1HW69/o4Gfe8ttaFWT5IIbjLhVaYy9oFN9JRNJe84ydwdnYhKgqqzYavIJ/WiVWojv5+hhWdPx7w8di8NMrPE5F3tXHRn/amm25i48aNyLKMzXYNhqefbyRIFUs4QhSnWVhSak/S0zjcGuFw68CLzPGZFuYWDv63a/WrvHEqyOHWSNJH3tkg89qJIAuKbNxS6RiSI+VqYlaBjVyXyPtnQ1S3JD8fiOpjrSy3U2H3xzS+EpHrWun4wxuGcrJ9aL4gvg/34/twP64Fk8l68IZYnn88VdlWqrKtdIY0znRGCCo6FlEg2ykyIcuCeAELscRKZ7muwf+uiVVdwuoQrKTJNcM1bytMzku2U2L1OAfvnw0xI1+kwavQHtToDkf/xeOyChR6JPJcIkUeifkFA9w0BULcQkPt8SMfOIUeCELCAkTtCeB9fy/e9/cQPttET24uDX6dkKJzuFHGS79d3VgTptAjcf14x3nt6XDitoncXOlkXmaIdt1DV1hH0XRcVpHKTAsZFyDafz4SbYJNYlAtFaskkOUwaosNtdiJybXJDTfcwL/9279RX19PSUkJjz32GG+//Tbf+ta3Ym0kSeLrX//66HXS5NolYQ7dF211+vRpqqurY8V2LBYLt99+O+tefYWvCmnET/ulSISTHQphRUfq7Mb34X78O4+g91bSU7t8BA6dIVcTCWZm4svPI90mDGkjxWUVmV1gM2RWnOhQ+NHWbhaX2ClPt9Ad1tjVEOZcgrPJZRWYlW+LicQnrmUEAcrTJSQRTqaouv7aiSATs60UnkcSZ1yGhccXplPXo7CrQaYpLniiNN3ComLbiDq5+jjTpRiCFCQRVo1LvXkjCAKrxzk42dEfEd7iV/GGNdJGSE9sqGw4G4oGF2RkULdwARD9W03MtjA93UJXSONga8QQnRdRYe2RAN9YnDZqcgyjwUU7u/7+7/+ePXv28JWvfIV/+Id/YOLEicPZrzGF4LTF7e5GCVafJu2GeSnbq94A8rkmwzEpwz2ifbx7khNvWOPQIM6teIrTJB6Z7R7UCXKyI8IfD/gHLR0eVnQ214Y53hEZ8bDTsUhxmoWHZnroCUd3CjpDUWFAj01gYraVsvTo8+jqSh3ZFz7TSNuvXo4Zu8EI7DqG2uEl94t3p3R4AWQ5RLKKLk0XLDFSLzHSK5H4SmCprje5trmWbIXJxXPbBAc9YY3djTITsqyUZ+ix1EVdj2pEZdhFPDYBEMh1iXx2jgc92DPk9xDTo3ZY7fJFpQV0HdUbREpLraepdPnoONtKd6OfUGkJiCKyO7ltk0/lzwf91PYo3DXReVknkZIoMCnTOqLvmTimy2pU82Ugex9SdNoTKgCbdsFkMO6//37uv//+2OuysjLWrl3LU089RW1tLcXFxXziE59g6tSpo9hLk2sVKdNjeK0FQqg9ftauXYuiKKxatSp2Ttd1LKLEZ6fehV0S8KGjCyJpTc1E/CE2vnaOqZs3GQTGAYItXQQjOiIq7vZ2rIEAcwOtQOaQ+nhzpZMjbRGDnrA3rPPu6cFTDe+Y6MQqCWyrDxu0FgFmF1i5Y6KLTIeIrus0tins7XLwwbn+4Apdj0aL3Td1aOvc0vSBK0VeDhI/Y6FHihXCSUWqgl7+iE7a8EkwXzARVWdbvTHAJdcl8vAsD0VxTsc1is66I372N/evMZt8Kqc6FapSyBBcrVz0t+2ee+5BlmWOHDnCpk2bsNvtZGdnJ024BEHg3XffveSOjiaCKOKcUUlgz/HYMe+GvbgWTEkSndd1nZ43tsXS0AAEq4Rj6vgR7aMkCjw8y827Z0JsqgkP6KASBZhfZOOuSa5BJ5/1XoU/HPCnzNdORatf47f7fDy+IO2ai/CC6C73QGGtA+Xbqz1+2v/n1SE5uvoIn26g86/vkf2pWy6qn0OhOE0yRATua47wkSotpTEIKbpBoB7OXwXG5NriWrIVJhePIAg8OM1FoUeKpkVHknVIou1gdoGNeyY7cVoEuoJDfw9rSS6iy45/x+FYKfjIuSak6eNBSBjfNI3W442EFB274sfT0kLLtGmE09IGvP+mmjAOSeCWAQrEXKnkOEUcFsEwr9hcG+auSamdhDsbwoadc0GI2hUTkwuhvLycf/mXfxntbpiY4JhSDhYLhPvnu+0vf8jLL7/Mt7/9bZYvXx47rvmCPP6Fx/hAbuYW0YpNEuhxe5BUlWmvvEp3Rxcn3RJFvU4WVdNpb/MRqG03FHuUPW4mvfEW4SoX9gkl5+1jlkPks7M9/HafL6kQ2UDcMsHBwmI7up7sPJmYHdXaip+rOS0Ct1c5UTQMxbH2NsncPtGF8wrY1JASTH0wEtVFG2jDKJhiHTxU/bGR4lBrJMlp99BMt8HRBdG/18enu6nz9tAe6DfK2+vDl+zsUr0B/NsOETp8FrXHD0QDe5wzJuBaNBXJM3bmQRft7NJ1HavVSlFRUdLxwV5fqbhXzDI4uzRvgJafPkfGR5bgnF2FYLUg17Xgf+VDhJONxKdFOOdOQnSPfH6vKAjcUulkVbmDfU0yB1pkusMamg5pNpHJORYWFdvPG3qp6zovHAkkObrsFoEZeVaynCL1PSpH2436UK1+jbdPh7h78vBXnbwa8b6/Fy2QUOGqIIu01XOxTyxFC4YJ7j2Bb+N+g2ZcYPcx0m5agLUwe0T6tbDYzt/OhGJ/27Ci83S1n4dmuPHY+r87wYjGXw4FkgbcxYNouZhce1xrtsLk4hEEgevGOVhaamd/s8y+JpmusDFadnGJPSbie6HfGUEQolGxcZtRqjeAXNtC1idvxrN6Lpo3QM+rW2h5cSOhnn5Pmquzi/bx4yjwSEzOtaLrcKQtQlvAuDv/t7MhZhXYzpvScSUR1Wa0GRY3m2rD0TTSIpthkXCsPcLbCZEEU3NHroS8iYmJyUgjuhy45k0ivHFf7Nh769+mu7OTuxauIGdiFXpEIbjnOD1v7mZlfiVvNh7jI3nLcLd205yViSjLjNu6g4jTSU92Nu1eJ1ZVwdrVjc3nR7DasMhRZ5oOOAqzcQg67b9/g8L//WlEx/nT5MszLHx5QRovHAlwdoCq7ABp9qjTan5vJkh3WKfVb7Rl1493DOgAWj3OwZa6cGydIKtQ060w+RKr/l4OEiOSO4IatT3qgDpWiYL0kiCMuj07123821ZmWShJS91/SRRYWmrnteP985manovXFdBlha61GwjsOJwUnah2eJHPNNHzxlbcS2eQcdfyATORLicX3YP33ntvOPsx5rGNL8Q+oSQqYtuL2uGl45l34Nl3EGxW9LCMHJax2/sHJEESSVs997L21WERWFJqH7L4fCI1PSp1CT+E6XlWHpzmMkRttfpVnq72G9LcdjfK3DbBie3qmeePCHpEIbD9sOGYfVIZuY/ehWDpf3i20nyc8ybT+t/PG9Jo/ZurybzvuhHpW5ZDpNgjsaW3EosGnOqMsKshzOpxDsrSLTT7VapbIkkRhFXZFkNVFxOTa81WmFw6NklgYbGdhcXD6zjvSz0RLBK6ErVbUlYa1rIC/JuqCWw7BHq0gnJHTh56qx+hd69ds1pYVSgwd0l6bAFw50SdHQ0y644GYpN+XYdtdWHumXJ1bfosLbUbFje6Ds8dDrCxNsz0PCuSAMfaFU52RB2APllD0aMlv6fkWmjxq6ZtMImxc+dOAGbNmoXdbo+9HgoLFy4cqW6ZmAyI54Z5dG09EHv9Rt1h5mWXEvrtm9SLgkHLeWXhBJ49tZtzVQLjtDSKCz20n2hC0HVsgQC2QFTaJJiRgT83F39+PgBSOIynuQXJaaciLxokofmCBHYdxbNi1pD6WeCW+PKCNOp7FLbVRzW6ghENiySQ55JYUGSLjtlxgmL+SLLOdKr0vT4yHCL5LqMuo1++fFrVl8K4DIksp0hnXKr9y8cCfGFeWpKYf0dQ5b0zxs2b6fnRaL3RJHHtdb6MmsTzQ438S0QLyXifegOpuYtErdN4dEXDt/EAkfo2cr6wBtE+uk7Q0Xe3XSEIgkD2p2+j9b+fR2lP0AjRGTAVLevjN2ItyrkMPRw+tieEsmY6RB6a6caSILCe55Z4eKab/7etJzYBDik6+5vlWGUPk9SEjp5DCxqfc9b9qw2Orj5sJbl4Vs3G++7u2LHA7mNkfHTVsOu0nOiI8ObJIKe7FNqCKkqcz7MtoHG600eeS6IkTUoS3HdYBDOqz8TEZMwSPHQWdLBPGUfo8BnQdGyVxbFxtG+XUtF0WkU77qwMXJ1daKKIY8o4imprDGOuIAgsLrHTGlD5ME7DZHeTzO0TnaM+IR5O8t0SN4x38LeEiX+jV6XRqxJRdeq8qqFiJkR1RI62RTja1kNVtoXbq5yjqtdiMjZ4+OGHEQSB9evXU1FREXs9FI4cOTLCvTMxScaan4X7/tX8o8UKib6CBFX3SRn5/O32x7HkZuBZPQf78+9jCfbgjWsTykjHW2yMeFftdnw3LmNBDlDbEjvu31yNe/nMC5rzl6RbuG+IY62U4r5hFRwDXK7repLDZaAiXGMNURBYUmLnjZP9kU61PSo/2dHDdeUOJuVYkFWobpHZmEIWaGnJ6K9vE+cWnaHBHY2dCRqa9ovYd9J1nY4/volS04JkH9ozCJ9uoPPZt8l+5PZRFcQflhmHoiicPXsWr9eLx+OhoqICi+Xqm8xI6S7yvnof7b99HTluEEqFYLeS9bEbcM2ddJl6N3zUJIRHLi6xJTm6+shzS0zKtnCsvf+amh7FdHadh0SHqa0sH0te5oDtXXMnGZxdWjCMHpIRnMMX+bC5NsQrx4PoOtglgSk5Vo62RwwOL0WDRp9Kj6wxJcca+144LAKPzHan1NgxMenjWrEVJmMTtT1a8VZKc+GYVoHS0oloS95xDESiovjh9HTsPh/dpaXMynOjdnjRNQ1BNKYwrChzGJxdYUWnxa9edU6dWyodBCM6WxIqP4cUnaPtkSTpgyynSGWWhb4d4JMdCj/f5eWTM9zMyDfnCNcyX/nKVxAEgaysLMNrE5OxjG1mBWlZGXQ+88559XZt4wvJ+ewdSOku1J4AwV3HsCESVHSCio4/N9fQPtMhUrBqBtM+cwPyqQbafvVy7FykqQO124clc2DNyEshwyEiCBikafY3ywPKkpzrVukOG8f7zGGsADzSLCmxsbUuTFeck6g9oLHuaOpiYn1UZohUZI6+Xc93G5/10bbIoBUidyVoK19MlHXoyFnCR88ZD4oCrnmTcEwbH21z8AyBvccNzuDggdOET9ThmFR2we85XFzSX6y7u5v/9//+H6+99hqhUP9un8Ph4M477+Sb3/xmzJBdLUgZHvK+/gDB6tP4Nx0gfLLecF5Md5F2/Xw8S2cmiddfKSSHRw7+NSlNNzq7LjY88ppCMaaJiq7BnVapNN90Zfhque9rknn5mFHp2W0VmZFno6ZboTOkGYygX9Y51h5hWp6V6Xk27qhykmc6ukwG4Fq0FSZjD13tHzOlNBfuJdNwTBmHb9MBlObO2DlV1wlkZ9MxZzale/Zis0pY+zZ8VA0SnF2ZDhG3TTBUwRqsivGViiAI3D3ZSUl6tIhAe0BD0aK2IN7RZZOg0GOhyCOSmOqgaPDMQT+PzhWozBr7+i4mI8NXv/rVQV+bmIxVnDMqcfzzI/i3H8a/pdq4eS2AY8o43Mtn4pg6LrYxYi3IxjlvMmpbF9amDtJUjfxSN4oGkttBxqIp5KyaibUgqsVrn1wWHTrjzIjmDcAIObucFoGpuVZDcap3TgeZkmMlI8GJJas6rx43OoWynSLl6VfOGsBpFXlktptf7/El6Q4PRJFH4v4JjAmn/JwCG6+fCMYKwSgaPHfYz8OzPElRXx/WhDjdaQxiWXAREhH+TdWG16LLTt5XPoq1uN9p65o7Cc/1c2n72YtooX4Hm3/zgSvT2dXd3c3HPvYxzp49S2ZmJvPnzycvL4+2tjYOHjzI888/z44dO/jrX/9KZmbmMHZ59BFEEdfsKlyzq1B7AqidPeiKiuBy4LNBeopKY1cSVsk4wnYEVWDgSWlHQnjk1ZS60Yeu6/hknYCiYxWjgv/WS/icYkKVCrmmBT2iDCjkFz7VYDwggDhMUV1hRefFY8m7GZkOkVkFVlwWgcNtEbbVhfFH9Nhaz2UVuHG8g9uqrkynrsnl4Vq2FSZjC9FtHHcjtS3k/N0duJfPRO3oQe3p1VHRbFSfFsg/chREkYimo+k6ksOWcowOKnpswqzrOrIK3WGNrpBGhl24oucDiQhCVE9tQZGN4x0Kfzzgw2ERcFgELGJU8zHHJTEjz0pZuoWukMa+ZtmwoFA1eOFogG/F6Z+ZXNs8+eSTlJWVcffdd492V5I4cOAATzzxBPv27SMSiVBVVcVnPvMZ7rrrriHfQ9M0nn32Wf76179y7tw5XC4Xixcv5hvf+Abjx48fuc6bjAii20HaDfPwXD8XtaMHzR8CUcSSlZa6IJkoIEgiloJsLAXZiGlO8r/5MQSLBdGdQghe1ZJTJRMrBg8zS0rsBmdXT1jnpzt6uG6cgxl5ViQR9rSo7D7iTSrMsrTUfsWN5cVpUTH/Z6r9NPoGDx6YlmflwalOwv6eQdtdLtw2kdkFNnbHRWwda1f40ZZuFpXYKe+1vbsbo5pt8XhsAjPzL2yjSe3xE0qI6kq/Y6nB0dWHrTSftNsW0/3Sxtix4MEzaP7QZSnWl4qLdnb9/Oc/5+zZszz22GN88YtfxOnsn0SGQiF++ctf8stf/pJf/OIXfOc73xmWzo5FpHRXLIJL13WErq7R7dAwUOCWDCVKdzXKAw5kgYjGoVZjeOTVVIUqGNHY3SSzrS5MS5wQo0WEWQU2lpbaKU+XLniQTywjrAXD+LYcJO26OUltdU3D+95uwzF7RXFKfa+LYW+TnBSNd2OFg5srHYi9n+uGCif3Tlb4/X6fIXS5ujXCrRMGLtlrYmLaCpOxgr2q1PBa7QkQ2HkU9+JpWHIysORkAJAf0hBOdlBYfQiIpna0BTTKZ6Qu/76rIUwgEk1dbAuoqDo8Ux2tYphuF1hUbGdRXBXJqwFBEBifYUESBEMFrkKPxCOz3YaKV7dPdPLi0YBhYt7q1zjZqTDxEsufm1wd/PKXv+Qzn/nMaHcjie3bt/O5z30Oq9XKHXfcQVpaGm+//Tbf+ta3qK+v54tf/OKQ7vMv//IvPPfcc1RVVfGpT32K9vZ21q9fz+bNm/nLX/5CVVXVCH8Sk5FAEISo3ei1HQMhZXoMrzVvEK0ngK28IGX74P6TyffIcF98R4fA5BwL4zMthiqOPlnn9RNBXj8RBHRkWcFmM0bsZjpEFl2hVdjz3RJfX5zG8Q6FrXVhjrdHYtFSTqvArHwrS0rtlKRZ0HWd8OC3u6zcXOngSFvEsJHUE9Z5N6EaciJ3TnQOKE00EJGmDqPzVZJwLZgyYHv3oql0v7yx/xpNJ9Laid1dNOA1I8lFz7zefffd2K5E/OIFoqkpX//611myZAnvvvvuJXfS5PKyoMiopVHXo/K3s6GkMu8RVee5wwHkOKexKETDK68GDrXK/GBLD68cCxocXRANGd3TKPOznV7+cMB/wSkrlrxM7AkhnT2vbsa3cb8hPVHp9NL+1Hoi9W2Gtu4VMy/w0wzM9gbj8D0px8KtE5wxR1cfJekW7p9mNLatfo0zg5Q3NjExbYXJWMFWmodtnHFx0fXCBvzbDhlSHN0+Lys3vouzuzt2rLZHITR3etI9a7sj/HqPjwPNMk0+FUWLRjf1TSZ7wjrvngnxwy3dfFiTbEevZA60yAbbJwjwqZnupNLuNknggWku8hJ0RrbVjaWlg8loUlxcTHfc720soCgK3/3udxEEgWeeeYZ///d/5x//8R95+eWXmThxIk888QRnz5497322bdvGc889x4IFC3jxxRf5h3/4B374wx/y61//Gp/Px/e+970R/ywm50fX9d4oXQ1tmMdpW3kBUpbR4dX98qaUciRaIETPm9sNx+wTSpDSRjaLQhAEHp7pJtc1dNeA0xrV63VartwNb6F3w+aR2R7+z/WZ/Ot1GXx/dSbfW5XBfVPd55XyGS2ynRKPzPbguIBnf9sEB/OKLtwxqUeM6zwpzZVS77QP0WlPiqQ/n8bdSHLRf8GWlhbuvPPOQdvMnj2b3bt3D9pmpBiOsONrlWl5VjIdokG47+1TIQ62RFhYbCPbKVHXo7CjPpwkUDgjP5rffaVP6Pc1yfz5kJ+hfIzDrRF+s8ebsmztYKRdN4fw8drYa13V6Fr3IT1vbsdWUYQWCCOfbUwKZZayPDhnThjy+wyGpus0eI3GdmnpwAPhpGwLOS7REPlX16Oa2ismA2LaCpOxhOe6OXT88a3Yaz2i0vnX9+h+fSu28YVoviDyuSbGBVWOx13nTc/kyc5M5h7yMzXXig4capF54WggKaUjVaEOVYPXjgcJRnRuneBMOn8lUt9jtB1VWZYBhW/7KmC9erxfG7LOO3y6kyZXNnfccQcvvvgiXq+XtLSR0SW6ULZt20ZNTQ0f/ehHmTZtWuy4x+Phy1/+Mt/4xjdYt24d3/zmNwe9z/PPPw/A17/+dWy2/s3gpUuXsmLFCjZu3MiZM2eoqKgYmQ9iMigNXoVt9TL7m/uzHEQBqrItLCmxMy3PmrT5e6EIooh76Qx61m+LHQufbqD1v9eSdvMCHFPHo6sawf0n8b69I6mI1XBucA9Gml3kywvSePagn5Mdg29kF7hFPjXLc1UVphIEAaf1ynHcjc+MpmK+cMSflK4YT7pd4I6JLuYWXlwwiugwXqd2eVG9gQEdsEqXF81n1IEeLumdi+GinV1paWnU19cP2qa+vn5UjNZwhR1fq4iCwJpJTv54wG843uBVk0TM43FYBG6tvPIn8Y0+lecOD83R1Udtj8q6owE+MWPoYcaOaePxrJiFb9MBw3EtECZ06GzKawSrRPbDtw1bCmNYJelzFg+yiyEIAkUeY5prSL2yHZsmI4tpK0zGEs45E3EdOUdg51HDcc0XJHTwTOx1lkMkwy7QHdZRLRZO3rAaDYHdjXIsHa/BqyQ5urKdIun2gSfLfzsTojhNYuZVUI0wnDD2F6cNbpeKEiQOrkYRf5OL40tf+hKHDx/mM5/5DF/72teYOXMmOTk5o9qnHTt2ALBixYqkc8uXLze0GYzt27fjcrmYN29e0rk+Z9fOnTtNZ9dlJqToPH/YT3VLcsSJpsPxdoXj7Qp5bpFPznBTfIkSLZ5lM/F9uN/gBJBrW2j/3fpBr7MWZuOcWXlJ730heGwij871cK5bZWtdmIOtMpFeP4oATMqxsqzUzpTcS3cCmlw6hR6JryxMp65HYXt9mLNdCkFFxyoJ5LskFhTbmJZrRbrA1MV4rMW5CBbREIno23SAjI8sSdne/+F+w2vBbsVSmH3R73+pXLSza9GiRbz55pt89KMfZdmyZUnnt27dyptvvslNN910SR28UBLDjvt2Y77yla/w8Y9/nCeeeILbbrvNFIQ8DzPybdw1STPswg6G3SLwmdnuq6Ii3/tnQ7Gc7T4m51i4bpyDikwLPllnb5PMe2dDhsn63iaZmyocF/QMMu5dCZDk8EqFYLeS83d3YK8YvpxnW4po5faAStYg2jLtCYs7+1VYkMBk+DBthclYQhAEsj52A0CSwyuhJROzrRzyi+xafROBXOPCW9X0JFHbDLvIp2d5WFFmJ8cl0uhV2VwXZleDUdfyndMhZuRZr3itw8QiLa0JtiGR9qBpO0xSM3v2bCCaSvalL31pwHaCIHD48OHL0qe+FMVx48YlncvIyCArK4tz584lnYsnEAjQ2trKpEmTkKTkuWGffTlfOuRoZ0v0vf9o92O4CCk6v9njo857fhmOVr/KL3d7+dxsNxlc/DMQXHZyPncHbb94CV0eWkqXmOYi+3N3gHj5M2bGZUiMy3Ch6U4CER1N05EDPeRkuWO262r5PgyFsf4bKEmT+OiUgVNdL6XfgsOGc85E/L1zJl0H7zu7sORk4Fww2fB9COw4gnfDPuLTkpzzJiFYLSn7cDnmQRft7Hr88cf54IMP+NznPsd1113HwoULycnJob29nR07dvDhhx/icDj4yle+Mpz9PS/DFXZsAivLHWQ5RF49HqQzNPAktixd4r6prkEjgq4UvGGN6hbjwmRhsY37p7piP8gMh8Dq8Q6m5ll5YkePQbNsa32YNZOGnlcviCIZH12FfUo5vg/2ET5Rl9zGbsW1cApp18/Dkp1+cR9sACRRIN8tGjTJtteHqRpANLimW0la4F1NBQlMhh/TVpiMNQRJIusTN+GYXoHvg33IZxqT2ohOO56FU7j+urmEWiR2NoRR48xgR0iLbYqIQlTo9rsrMpgZp1lZkm7hwWkWitMkXomLim7yqZzpUq749O/CBA2uY+0RukJaSiF+XdfZUW/U6DJth0kfCxYsGO0uJOHz+QAGjDr2eDw0NTUNeg+v1xtrO9A94t9rILq7u8fEInus6apdLH89FuF0x+DO+XhkGX69M8yX59jgUp5BhgPbwzfie/ZvaF3+QZtKhdl4HroJn6TDGCl+ZhGFq+Y7cLFcq59fnT0eeXM0MEOWo+vkpt+/jrR+M9bJZVER+qM1qAkpuAhgnzmOrgG+w1lZWSPZbeASnF1VVVX89re/5Tvf+Q4bNmxgw4YNCIIQG4zLy8v5z//8TyZOnDhsnR0KwxV2bBJlRr6NaXlWjrRF2NUg0xJQkRUdp1WkLF1iSYmdsowr38nVx+G2iGFBY5XgjonOlJ7nArfE0lI7H5zrn8BXN8sX5OyC3hzx6RU4p1cQaekkfLwWzR+MljHOycAxbXxSvvRwsrDY3ltpJcr+5giTcsIsLDbmV3eHNJ4/bDTOmQ6RidlXz9/fZPgxbYXJWEQQBFyzq3DNriLS2E74ZB1aIIQgSUi5veNurwDrR7PhlkoHO+rDHGmL0CPr1PQoeGwC2U6JPJfItDyrwdEVz/JSO1tqw4aUxwPNkSve2TWn0MbrJ4OxFBdVg78c8vOZ2R6DYLGu67xzJkRtgsbXwuIrP5XTZHh4+umnR7sLY5qMjMGr/Y00uq7T3d1NRkbGFR+RWtujcNrnJU4+DbtFYGWZnZn5NuwWgVMdET6oCdPijysYBWxvVLl3Zs6lPYPMTHK+V0Fg3wn8m6qJ1DYbTtsnleFeNhPHjAoEcexU8L2avgMXw7X++cnMxHLLIjre3oHNZiP2CLoD6DuOAVGnksVutOtpNy0gfcrlS8NNxSWtUufNm8ebb77J7t27OXLkCD6fD4/Hw9SpU5k/f/6ofBkuNez4UnZOxnqI48UiANNyrUzLTT0xT/V5r9Rn0RlUiQ+9rMy04rQIA36OGXlWPjjXX+a1O6yjapohj/1CnoUlLxNLXmbS8ZF8jguKrLx1Koii9b/H84f9bK8PM6fAhtsqcLpLYU+TTCRBo2VRsQ3hAvt3pX43RoLL+SxG0zibtmL4MX9Hw/cMLIXZKfUk4u/rtgpcP97B9eMdAPx4Ww/NcQuhGXnWQfsxPcFWdIXUS+73aH8HnBaBOQU2dsZV9D3dGeGHm7uYX2SnLF2iK6Sxq1E2LBoB0u0i03JTpzUMldH+/GOBkXgGozEef/rTn2bBggV87Wtfu+zvPRB9UVd90VmJ+Hy+82pN9p0fKHKr7/hAkV99jJXFtSAIY6YvF8u2epnoyiaKwyLw1YVpBgmS7BKJOYV2frvPx+nOvlRHnd3NKmtmgPUS9I8ABJsVz6JpeBZNQ/UGojpegoCU7kJ0OS7p3iPN1fAduBSu5c+fsWYF/s5uOHCG+N/QQHhWzCL99qWj/rwuOSRDEAQWLFgwZkKQLzXseDhCha/VEMdUXGnPwudXkOPyEpWwQlfXwDn9Qb+GnJB739HZFSs7H89YfhYrClTePmf8nCdbZU62Bga8JscpMDMdurpCA7YZjMTnoflDyIfOoHV4QVERXHYsFUVYxheO+kA50lyO78blCBUeDNNWjAxjeVy5XIzGMwiEZGS5/+8fDmh0dQ2scSkHjbbFFxjctlwIo/kdWJits7dOJhD3UWQZ/nYynPoCXSezoYGbLR00nYmAzYKUk451+viLrtZk/gaG9xmMhq04cOAAc+bMuezvOxh9elrnzp1jxowZhnPd3d10dnYyd+7cQe/hcrnIy8ujrq4OVVWTdLv6Nl1MbcjLg6brSYL0142zp9TatUoC90x28eNt/WlZAQVOdihMzRu+qFQpzTVgVTsTk7GEIAi47l6ObVolvr/tQWntStnOUpBF+k0LcM6fPCbWbxft7Prud7/LPffcM2YWLsPFpYQKX/MhjnFcqc+ioCeErTVOWyUs4klPT+m8AqjuCWGz9bd3WgRyszMNba6EZ3Fbho5qDbGxZmiOq2ynyBfmeshyXrjmSuLzUFq76Hl7J8F9J0DtXwzqgLzpEFpBNp5Vs3EtnjamQrqHgyvhu3GpmLZiZLgWvjvnYzSfQW6aF6/a7+FpithYlTlwNd7GU15stv72+Rk2MgdpPxTGwncgE/jSYoXf7vMRiAzs/BVUlYLDRyg8eJhJYpBCjxSLoVYA9Z09OOdPJu3mhViyhlaZdSx8/tHmankGlZWV563ae7lZuHAhv/rVr9i0aRN33HGH4dzmzZuBaAGW87Fo0SJef/119uzZw8KFCw3nNm3aFHsvk5HHJ+uEE6rAzi0c2HFV6JEo9Eg0xWnVDqZhbGJytSMIAu5F03Avmkb4RB2hQ2dQe6KBEVK6C+fMSmwTSsaUPbpoZ9fatWt54YUXKCoq4q677mLNmjVMmDBhOPt2UVxq2PFw/HGu5RDHRK60Z1GeYSEQ0dF1sEgCoLGtXmZleXJYcUjR2VRrDIeelDNwha2BnkVE1alukTnYGsEb1tCBNFtUA2Z2gQ3bZahYJQgCd01yUeiReOtUkJ5w6kWLIMCsfCt3T3bhSVXK8QLfM3yslvbfr0cP9+20JX9WpbmTruc3EDpyjpxP34Zgvfo0wq6038mFYNqKkeVq/u4MldF4BpNzrJzp6l8A7WuOcMN4jTy3RFDR6QyqqBq4rAIdQZWzXSrx49vkXNuw9Xm0vwNlGVYeX5jOi0cDnOhIjlYTZZnJb79LfksT5RkSWY7kMVyPqAS2HSZ04BQ5n78LygrZ1yxzpC2CT9YQiKY+zsy3MSPfatiAGu3PPxa40p/Bww8/zPe//31OnjxJVVXVaHcHgKVLl1JWVsZrr73Gpz/9aaZOnQpEbcPPf/5zLBYL9957b6x9R0cHnZ2dZGVlkZ3dnxb94IMP8vrrr/OTn/yEp556CluvWNTWrVvZtGkTCxcupKKi4vJ+uGuUeLmOPhyWwX83LqvxvJriHiYm1xqCIOCYVIZjUtlod+W8XPSq8dlnn+Xll1/mrbfe4le/+hW//vWvmT59OnfffTd33HGHYaC/nAxH2LHJtYWu6xxrV9hSF+ZYe4Rz3So94ejOjd0i0OT30RPWuGG8A6c1Wv73XLfKS8cCdCXs8CwtHXoahqbrfHAuzIc1IfxyovFUOdQa4bUTQVaU2bmxwmHQARspFhbbmVdo43BbhD2NMh0hDVXTcVtFJmRZWFRiT1lp62KQzzbS/ttX0ZWh7ZKFDp6h/Y9vkvPZ26+6CK+rGdNWmFyNLCy2886ZUKygiarp/HBLNzlOsXfnX0DTddoCGi1+lWynSL5bwiIKpNkFpudd2eL0ieS6JB6dl0aLX2V7fZiaboWAomPTNaZseJ/ScBsZBVbOp/Oh+EPs/tELbLjpdroyEtPpVKpbInhs0YrIK0pNgfurhdLSUhYtWsSDDz7Ixz72MWbOnElubm5KB97lioKyWCz8+7//O5///Of55Cc/yZ133onH4+Htt9+mrq6Or3/96wYn1TPPPMOTTz7J448/zle/+tXY8SVLlvDAAw/w/PPPc++993LdddfR3t7O+vXr8Xg8fO9737ssn8cE3NbkuePpToUZ+anHkpCiU9djdOC7LnGjdzjQdZ3TXQq7GmSa/SoRVcdhESjPsLC4xE5+irRMk9Qomk5rQCOs6FglyHVK2M/jADW5srhoZ9e8efOYN28e//zP/8yGDRt45ZVX+OCDD/g//+f/8MMf/pDly5dz9913c+ONN2K3X5wOw8UwXGHHJtcGPlnj6QN+zsRppxR6pJizK6zonOtS+K9tPbx6PMi0PCv+iE5nMNlBU5YuUZE5tJ+Uquk8e9CfpB0AUSPmj+i0+FV6ZJ2NNSF+s8fHinI7C4vtzC20nXcn6lKQRIGZ+TZmDmD8hwNd0+j409tJji7BImKfVI7ocSKfbkBpM+qQhA6eIbDzKO7F00asbybDi2krTK5G0uwi8wpt7GyQUTSdEx1KzG5YxehGSVDRY84wf0TlbLeK2ypQkWnh+x92YxGjTqJ5hTbmFtquigl2vlvirriKxN739tDtb4WETRJLQRa2cYVo3T5CJ+pA01E1neMdEXrCOqXvbqDro/dACmeHT9Z57XiQ+h6FW4rNKIurgYcffjhWpfepp54aNErtyJEjl61fS5Ys4dlnn+W///u/eeONN4hEIlRVVfH3f//3rFmzZsj3+f73v8/kyZP561//ytNPP43L5eL666/nG9/4hhnVdRmxWwTKMyRquvujcjecCzEtz5pyQ3lLbQjZWFuDyiHO8wcipOi0B1TCvQ6qvk2QoXKiI8IrxwI0+5PXIee6VTbWhJmYbeGeya6UWmQmUZr9KtvqwuxulAnFpbZaRJhdYGNZqZ2yjKsvk+RaRNCHUWHX5/Pxxhtv8Morr7Br1y4A3G537P8vB4qicNttt9Hc3Mxzzz1nCDv++Mc/zpkzZ3jttddGxLjouk5XVxeZmZlXdDj5cHAlPAufrPGL3V5aUxiMmm6FRl+ChRNgYpaF7BQ6VR6bwOML01KeS/UsXjjiZ2NNmPZgdDdB03UsooBNEmgLKPiTfWDkuESqsizYLSI3VThYVW4fs892MHRdp2XLPiJrNxK/y++cPYHM+1bHhDp1XSdUfZrOP7+LFpJj7azFOeR/6xNX5GdP5Er4nYwE17qtGA6u1e9OPKP9DEKKzhM7enjvbGhQvSpF0+mRdRRVxyYJzC20ku82TqIdFoGbKh2sLBt8XG8LqBxolukKR51DQiTA3LIMKrMGTqEfLXRNo+nf/4Da2V+JTvQ4yX7oFuyTy2L9Vbq8dP7lbxzYctoQLX34rjvwFhUO9g7MzVH5+JzUEUDXAqP9GxgunnjiiSH3//HHHx/h3pgkcrV8zwB2NYR57rCx+NL0PCt3TXLG5vBhRWdrXZg3TwXpz1rUqXArfHFJ3kU9g7NdCtvqwxxolonf53VYBOYX2VhSaqfgPM6pnQ1h1h4JMJSVu8sq8Lk5nmFz2Fwt3wFd13n7dIj3zobO+xwXFtu4d4oLiyhcNZ//UrhSn8GwOrv6CAaD/PGPf+SJJ55AVdXLugsDsG3bNj7/+c9jtVpThh1/6UtfGpH3vVK/BCPBWH8Wuq7zP3t9KfVFAAR0anpUGrxGh5cowIx8G864Hfgsp8jfzfEMaKQSn8XuxjD/vrGbzpBmGGgdFoHusIYkRKvAaJqe9Oym5lpJt0d3yBeX2PjoFNeYfL6Does6tT/5C2JNK33OLmtRDvnf+njK9MTAvhN0/OFNw7G8v78f+/iiy9HdEWWs/05GmmvVVgwH1/p3B8bGM/jNHi8vHQvgS0pFjwYlyapOd0hD06NRBek2AVEUmJFnxZUipWZZqZ27JzuTPs/ZLoV3zwQ53h5vs3RkWcZms1Hgllg1zsGCouHTArtUgofP0P6b1wzHcr90T0qNj0MNAfZ/9w/Yff7YsbaqCdgevJnJORZUHQ61Rjjdmfz5/9eKXErSr80d+LHwGzC5+rmavmcRVedHW7rpTtCmFQQoT5dwWATOdauGaJ8oOp+o0pkzLvuCnkFE1XnhaIA9jfKg7QQBbqxwcHOFI+X9j7ZFeGq/b0iOrj7cNoGvDrARf6FcDd8BXdd5+ViQLXUDVAtOwbQ8K5+e5UaAK/7zXypX6ndg2GYHuq6zefNmXnnlFd59912CwWiFusWLFw/XWwyZ4Qo7Nrl6qe1Rkxxd6XaBmyudzCmwYZOi4cBrj/jZXBuOOaY0HRp9CpWZVrKdIktL7SwusQ85rfBwq8wPt/TQEZcGKQpQkWmhpkfB3itGr+vgsIrIqoau99+72a/GnF3b62WyHCI3VDgv9XFcVnRdRznbhE3sN76eVbMH1OFyzq5Cyk5D7egXEpdPNVwVzq5rEdNWmFwtNPmidmRqrjWmzSVrOiVpFnJdIqoGe5tk0u0iug42id5ULWjwqlRlJ495W+rCZDlFrhvXXxRlW12YF48Nvpvf7Nd4/nCAU50KD0x1IV1AWsxIIZ9qMLy2luRin1iasu22ZpWe6dMo374TAEmE1XQweY4n1mZluYNDrTJ/qvbH0kMBttWHue8adXaZmJhcGFZJ4BMz3PzPXp8hwkrXo/P+gVg9zsH4jKE7SSAqWfLHAz6OtafeWI9H1+Hd0yFCis6auFRwiGr8vpTCBuS6RBYU2ch2StR5oxpe8VHGfjkaxfTx6ZdW+fdqYVejPKCjy24Rkip1AhxujfDumRA3VyQXKjO5Mrjk2cHBgwd55ZVXWL9+Pe3t7ei6TlVVFWvWrGHNmjUUFg4Wgj5yzJo1i//5n/8Zlfc2GftsTRjsorsf6WTE6YqMz7Tw/1mSTll6gG11YbyyhqKBVYK/m+Nm8iCVF1NxulPhDwf8tPqNxrQkTcIf0Ykk2Fhd1ylLt+CyCCg6tAc0OkMaiqbH8vvfPRNiSak9ZYTAmEVR0SMq2PudXbaKgR1XgiBgG1dIMM7ZpQVCI9pFk+HHtBUmVxvbeu2IKER1V8ozLHx8uouQoiOrsL0+jKaDwwJnu1Sa/So2SSDfLZJhF7lnspPjHQqHW41562+fDrKo2IbTKrK3SWbd0UCqt0/JnkYZUYAHpo5+1G/iOG2rKErZp66QxrF2BU9BQexYeboFj5ocCTE9z8Z15Srvne2/994mmTWTXFgvQ+ViExOTK5/KLCufnePh6QP+FBFcyawe7+C2Sjvd3Rfm7Hr7dGhAR5fDIqR87001YUrTJOYV9WuYHm9XDJvkAKvG2bmjqj8KeE6hjZsqnPzxgI+TcZv5B5pl7pzovOQK6lc6uq4b7AZEgw2Wl9lZXmYn2ynhkzW214d572zIsCbbVBNmVdnl05Q1GV4u2tn1i1/8gldffZUzZ86g6zq5ubl85jOf4e67745pn5iYjBR+WaPRFw0ztlsECtxSLOLpfOi6zsGExcWqcofB0dWHIAjcXuVkb5OMVep3zgQiySmGg6HpOs8d9uMLa8RXLRYFWDXOwQfnQrisQmxHJt0uMjnHgk7UyZXrivZN0aNCyB6bgNsmkOUQ2dkgG6IAxjwWKakgl9oTwFowcFU+rce42BOs5i7+lYJpK0yuVqpbjc6YZaV2puVFC3uEFJ3XTwZjUb9l6RKypjMh0xKLuhIFgUdme9jfLPNMdX/6XkSN7kDPL7KldHQ5rQLTcq1YRTjYGMGXIDu5vS5MlkOkyCNhlQTyXOKgaSwRVedQa4QGn4rca1NL0yWm5lovSDg5EcFiHKe1Hn/Kdg3e6MLMFoh+VlGIRiwIltR9XlJqNyxaZFWnLahR5DHFmK9kGhsb+cUvfsGWLVtoaWkhEkkWLxUEgcOHD49C70yuNiZmW/n64jQ+PBdmT5Oc5HgSBJicY2VVuZ2qbCsXqvoTVHQ21xqdK3aLwI3jHSwqseGyinQEVTbXhtlUGzZEbb13NsTcwv6U9B0NRidbkUcyOLr6cFgEPjHdzX9u7o5FrSm9EcYry6+gdcIIcLxDoT1gNJb3T3WxoLjfieWxidxY4WR8poVf7e7XmgwpOvuaZSabAXJXJBe9YvzpT3+K0+nkzjvvZM2aNSxfvhxxgDQkE5Ph4nRnhM21YQ61RgxOI0GI6lktLbUzKdsyqCMqpOiEFR1dj4oGdwQ1qptlTnVG8NhEJmVbmJlvi+0Sp9lFxmdaDFohPeELM3rHOjQ6Q6DGXZbrEpmaa2VhsZ2THQoladAd1jjVGaEy04IoCCiazumuCDXdoPamMzosOg29QU5WKRqmfCGplKONIAhI2eng658EBHYdxTFAeovS0UP4dL3hmCU3Y0T7aDJ8mLbC5GpE03W8CXZgRr419v+HWmVDSoRFEripwmGoAtbdW71xdoGNA82yoTrvrkYZHZLSKq4bZ+eWSidWKSqYu7ogzLmwm7VHA3SHNJp8Ku1BjZOdCpNzrICOT9YRBSh0S+S5RTw2kapsK5OyLWypC7OjQSaYQmDfYxNYXGLnunGOi7IvlvxMw+vQkXOoviCSx5h631ftLPfESQDskoAoCFjyjNf3kekQsUkYqqTJ6oXZZJOxRW1tLQ888AA9PT1UVVUhyzLFxcXY7XZqa2tRFIUpU6aQlpY22l01uYrIdkrcM8XFbVVOjrVH6AppqJqO2yYyMTt1QaqhsqcxnFTJ8XNzPIyPq+aY7YxWry30SDwfJ5rf4tc41alQlR21KU0JBbMWlUQdYW0Blf3NMh1BDVWPitJPzLYyNddqsCdJBbdSoPQuqi5lg2MscyghyKHIIzG/KHXV+QlZ0Wd4pK3/moOtkWFxdn3729/mxRdf5GMf+xjf//73Dee+973v8ec//5l7772XH/zgB7Hje/bs4aGHHmLZsmX89re/vfROXGNctLPrBz/4Abfccgsul+v8jU1MLhFF03nxaICdDakFHnU9mld9uDXCjHwrH5/uxjZASkM0WkqlztsvQHmqq18va0+jzKsngiwrtXP9eAcWUSDxVtoF7vDsbtEAMXYfl1WgMtOCrEYrP/aRYRdZWe7AL+uEFJ3DbTKtAY1Me3RyD5DjlKjvFc6PqHC4LcKTO7r53Lx0slJEp41FbHOr0DYejL0O7DyCa94kHJPLDe30iELnX9+L/tF6EexWHDMnXK6umlwipq0wuRrRUpiA+DVCS0KV3wlZll6HUf+iI96MLCi2GxYnrX6FbXXGN5mWZ+X2hN18QRCYXWDlwxqRTTX9u/9dIY3WQDR10t8rnl9NBI9NYFK2le31Mic7IqTZRUrTpJQaXz5Z529nQhxskfm7uWkXbF+csyfS/fIm9F6BLT2i0rX2fbI/fZtBo9FuEcg+fYasczUAhNVopUnXgikp79sZ0pIWkXYzhfGK5sknn8Tn8/H73/+eRYsWMWXKFD760Y/y+OOP09zczPe+9z1Onz7N7373u9HuqslViMMiMLsgtePjYokfzwFm5lsNjq54FhTZ2HAuZKgOf6g1EnN2JTrzZVXnt3u9KVMkN9WE6QyphBUo9IiAMOBmQF2Pwpa6MIdbI7HMEpdVYFqelWWldkqvIi3E7pDRJk/LG1yKZnqe0dmVNcCwcQAAs29JREFUeP2lUFRUxPr16/mnf/onHI5oxF04HOb111+nuLg4qf0LL7zApz71KdauXUtDQ0PKNiYDc9Er43vuucdcvJhcFnRd588H/QM6uhI52BLh9/t9sV2KxHu9fzbE6S7FELKcOIj5ZZ13Tod4ap+PrrDGuW6jQUkbYspkHzU90fs7rEJ0h90jxQbZQwmpMJOyLaTZBY60RaL90iHS+1kEAdIT8u51HZr8Gr/Z4yUQGb7BeCSxL5gMQtzn0KHtly/T8ae3CR05h1zbjPeDfTT/8BnCx2sN17oWTkG0WzG5MjBthcnViEUUcFqNE+X4SomRBPuTZhM41ZloR/qvz7Ab7xWMQFvA6NFZUWZPOTlffzJEbY+KFDekBiI6h9siMUdXHz5Z52CrzKFWGX9Ep8mncqQtQmSQyKhmv8b/7L1w+yKlu3DMMm5MBPefovlHz+LbXI1c10rw0Bk8L77NxHffi7XRdGhTpQGdXVsSUoNskhBL9Te5MtmyZQurVq1i0aJFSecKCgr46U9/CsBPfvKTy9wzE5OLoyec7FwZCEEQmJ5ndLZ1x11vj4usbQuoPLVvcNH7Fn903XKsXUHT9aTNAG84umb47x3eJFH7QERnV4PMf+/w8ps9XnzylbGuOB+JFu58AWyJ54czdnjatGkUFRXx9ttvx469/fbbFBYWJsl7BAIB3njjDT7xiU+wevVq1q1bN4w9uTYwZwcmY56NNeGkHRKIDkTZThFLim/xyQ6Ft08ni5h/WBPmg3PhJH2uBp+KmiJa60SHwn9s7DakkogCTMoeurNF1XT61giSIJDtFPHELZKOtkXoCvUvamp7VNr8Kj5Zw99rgPq6NjHbwoRsCx5b//WSENV+aQtorD8ZHHK/RhMxzYXn+rlJxwO7j9H261do+fFzdL+0EaW9x3idy07ajfMvVzdNTExMBmRqrtEObKwNxRxCiWl/m2vDBBIWDdE0wyi1PUbHVtSuGe8xLiN5l/1oh8qHNSFEQYgVKgkpOj5ZwyKkntC3BjTa48SO/RGd4x0RxmdKLC6xMS4jOXWn1X9x9iX9tsUICZsTSnMnXWs30PJff6H9f15DOHyazASbvK1qJmeDyZ2vbpHZWGPUr5lfZLtqU2+uFTo7O6msrIy9tlgssUq9ADabjWXLlvH++++PRvdMTC4Z6Tw6v4lLmfj9ktK06NjfGVI51aXQ5NcG1BALKXrMUdYViqa0l6T1j+ndIY2f7fImVaRPxYkOhZ/t8l5wVFNXSONMl8LJjghNPvWCs2FGgjSb8fkfa09eVw52PjHQ4FK57777DI6rF154gfvuuy+p3fr166moqKCyspI1a9awbt26C9aPu9YZcnzilClTEEWR119/nYqKCqZMmTIkgW5TTNLkUlA1nQ9rjE4rqwS3VDpj1arCis7uxjBvngoZorW21oW5YXy/1khXSOPNU9HJU4FborN3su+0CGQ5RWRVp9Aj9g7q0bDfRp9Kk0+lKttCTm/u/vQ8a0ox+4EQBeOSpdAtIavg7J3/u6wiR9oipNk1shwitT0KR9sihs9itwjMKrDxtUUeXj8RYnqejUAkasRscZP8vU0yt1c5r4jqjOm3L0Ht8BLcd2JI7QW7lZxH78KSaWp2jGVMW2FyrbC01M6exv7IXG9Y5xe7vNw5ycX4XodRRIvakUafypRsKxmO6G9hco6FXFe0jabrbK41OnDGZ1o41210gHWHtdg1fWyuV4kuk3RkVUcnGsGc4xKZmG0lxynSGdRoCWh4bAJ6733Cio5ijVb2dVkFKrOszMy3xUSM670KfznopzkureZi7Is1P4ucz3yE9qdej1bhHYACt0RX74KqeeoUzk2fwS93+5iYbWFyrhVNg4OtskHzrI8lJWaVrCudrKwsg3MrMzOT+nqjVqckSXi93sRLTUyGBdUbwL/tEOGjNajeAIgClqw0nLOrcM6bdMGFkdJsIm1xguhH2yPMKUxOlQwrOvubw7x4LEBbQEUSolHDcwv7NwkWldjY3RiOagfr0WtOdymMz7DgsYtMz7PitAgcao3w4bmQIUU+3lGlajq/P+BLquw4GO0BjT8c8PHl+Z5B26maTnVLhK11Yc50GR1pGXaBRSV2FpfYh1xMbLiZmms1ZAjVdEejmhM3rSBq/w4kBFlMybUA53cQDpU1a9bwX//1X9TV1SEIAnv27OHHP/4xO3bsMLRbu3Yta9asAWDlypUEAgG2bt3KsmXLhq0vVztD/uUuXLgQAKfTaXhtYjKSHG6LJInBPzzTw5S4wcluEVhW5qA03cKTO/snQmFFZ09jmGVl0cn79vowvdIhZNijE/x8t0S+S4wtxrtDOqoOx9plvLIei1tt8WsxZ9eqC6x8KAgCuU6Bvjm62yYavPJpNgGHRcAb1qL/ZJWukI5NiqY8CgJUZVlYVGxjd2OEhl69LpdVZHKOlWBcaklfFa9VV0DVFUEUyX74FnryMvC9vwddGdj4WotyyHroFmwluZexhyYXg2krTK4VytMlKjIthol9s1/jt3t9uKxwoiNCR28qOkS1IauyLKTbxZgdCUY0XjwWTBIgXjXOzvOHg4ZNj10NMrdV9Yu71/co1Pl0bDbokaOFVzLsAkJvjIDTEhV6/9gMN/MLrfxkh49TnREy7CKKVUfRwCbBlFwrVlFga104lipZkmbhs3M8/GhLTyzC4GLti2PqOHK/fC+dz7yD0tadsk2mQyDLY2X/tDk0zp4ZNXxEIwsGi0BYVixRaFZhvOIZP348NTU1sdezZs1i06ZN1NbWUlZWRkdHB2+99RZlZWWj2EuTqxEtJNP98kYCO4/G9AX7UJo7CR2tofuVzXiun4s+f+h6sVNzrQbbsK9JZvU4R2y8CkQ03j0TYleDTIM3eZzbWBPGIgrcXOmkMtOCpkP8NLktoOGyqiwts5PvkqjzqvSENcoyLJzsiMTa5rokdjfKLCtzUN0SoT4hithtE1hRZo85fY60RdhYEzakNtb1qBxsjTBugH2FzpDG7/f7aPSm3tDoDkelYT44F+KBae5h10cbCtPyrGTYBbrj1pTPVPu4pdLJwhI7TotARI1WXXz9RNDgMLRKUV21sD85Y+hiyc7OZvXq1bz00kvRYjOrV5OdbaxKf/r0aaqrq3nyySeBaMTr7bffzgsvvGA6uy6AITu7nn766UFfm5iMBIcTqmeMz7QYHF3xlGdYmJZnNVxzpC3CsjIHuq4nlO4VeGCai7oeFV+CpokkCOS5JLzh+OqLGkFF5/6prpSpJOdjdp7Ih01x7y5AnkukNaAhCAKFbomz3Qq6ruMNR9dGYTVaQctpiTrmjrZHSNwYL/RIlKRZOdjS39cznQqrjDrvYxZBFMm4fSmelbMJ7DhCYNdRlPZudEVFdDmwV5XgXjYT+8TSIUUHmYw+pq0wuVYQBIFPzHDzs509hgk0QCAS3dmP30GPqDpH2iLMLojaqR31YY60RZLE1rOdItPzbJwsVNla12+3NtaGmJpnjdmgPvHciAZnuxRskoDSq73lsAh4bAITsy3cUhl1kC0qtrGvKbqzbREFrGK0KrC1Nzq4LWCsAJbtlJiRb+VAc79NvVj7Yh9fRMF3PkX4aA2+rQeRTzegBcMIVguWvExcC6eyfN5kzpxUaBxEiyaeBUU2bioampanydhm5cqVPPnkk/T09JCens5nPvMZ3n//fdasWUNlZSU1NTX4fD6++tWvjnZXTa4iVF+Qtl++RKS+bdB2WjBMz/qt6KdqyXz0bgTp/A72BcU2PtzVQM6ho2TU1WMNBtn8J4mKcZnkLprEc45yGhQrLf5owax47BYBt1VgZ4PMkbYIfzfHQ4ZDRBD6ZU3S7SJFHokd9cYxMKO3gvzJjmjhrdI0idoelXqvYrAnAFlOkccXpBl0iIvTLCwstvOznV4646LCttaFGZfC19cV0vjFLm8sMncwZBWeqfajajrzii5vRK4oCKwc5+C14/0RpLIKr50I8sapINlOka6QlrTOAlhcYo9mEg1zn+67775YRcZ/+Zd/STq/du1aFEVh1apVsWO6rmOxWOju7iYjw6xMPxSunjILJlcliQKPU3IG/8pOzTU6u7y9jqyecHKZ+FsnOLGKAr/blxzSm+MUqemO20URYH6hlesuMKqrj7n5EltahLhdGYHWgIpNEugJazgsvVUig5pBO0zXo2XW0+1i0gAsifDgNBcNXtXg7AoqV14ut5TmIu3G+TE9Ll3XTeeWiYnJmCfTIfKlBWn8dp/PUEkLIN8t0hkS++2YAGVpEg6LkJS22Ield1wXBYGlpXbD4iSiws93eZlXaGNmvpUTHQr1Po2OsIyiRR1XbYHo+F/glgCBZWX9C4qpuVZD4RZBIKnaVr1XjTm7IKoTFu/suhT7IogijmnjcUwbD6Qe5x+ZrfPe2VBU4yyS+r0y7AKrxztYWmKju3tw3RWTK4NPfvKTLF68GLG3SufixYv58Y9/zJNPPsmJEycoLi7m61//Og8++OAo99TkakHXNNp/99p5HV3xyAdO0/3KZrLuXTVoO7XbR+gvf+OGbadp9sdN3mU4dSjArt11uEWJyMRp1E2fgy4aU/uK3P1FrHyyzm/2eukK6kzMsnCyU0HT+ystpiLHKdJsF6jItGLtFac/2CwnpRfeXuVMWXAr3S7ykSonzx70x46d6VLoDkNmXDtd13mm2pfS0SWJYBUFQ3RyH88fCVCSbum1U5ePlWV2znUpSTrQqkaS/e5jfKaFj0xwpjx3yf1ZuZJIJNqXFStWGM4pisLLL7/Mt7/9bZYvX24499WvfpVXX32VT33qUyPSr6uNITu7vvOd71zUGwiCwH/8x39c1LUmJomcb5o9kGZfKEWlqUJ3tNz6Nxans7MxzNa6cGywE4VoamFQ0cl1ShR4JKbkXnzYrcsqcMN4R4JovoCsRndwAhGdbKdISNGRVRVBiEaYWUQoS48uWuKxSvDJGW4mZFmTKrJcAXJd58V0dF25mLbC5Foj2ynx9UXp7G6U2VIXjqUkikI0supUp4JVitqcwfSubBI8NNNDZVbU2VTokVhUYjPs3Os67G6U2d0oc6YrQpNfp2+d1Gf/nFaBfHf0YFFcip+OUbBeEMBtFQyRZYkLE29C5PNw2pdU47zUm7azepyD/c0yR9sjsejrDLvIzHwr0/KsiIJgivReRXg8HmbPnm049pGPfISPfOQjo9Qjk6udwM6jyGeaDMcEScQ5bxKOyeXoEYXg/pOEjtYY2vg/3Idn6QyshcaUsz6U9m5an1yH2uWjPEPCH9EMGSQ+OZpCjqYy9Ug1Gd1dbFq+mnSnBZc1WlnWbREM652ekM7ZboXJOVamSQI1PSruAQZjiwizC+xUZBrTKFsCRmeOVYpqEA/EjHwrFtGYOtkZ0hkX1+ZUp5KkLZntjDrKpudZsYgC9V6F986EDA4mVYMPe1MaLyd90dj2owF2NZw/KnhKrpVPzvj/s3ff4XFUZ8OHf7O9qRerWq6Se8OWXMGEDrbBNiXU0FMIyUtIcRII5XsTnJCQwhsCJCFgSIAgF0wxGDDFvffebcmyJVlWWWn7zveH0EqjXcmyra7nvi4Sa3Zm9sxotefMc855jh2jvm3qG71ez5IlS0L/buiLL76goqKCG2+8kagoba7iq6++mvz8fAl2tVCLg10LFy6MuF1posFRt10eYMSFaJwIfmeJj8v6Nh1h31kSPpwXapcmb6zUFaSXXY/ZoDA508KkDDMnqgKccQfxBlRe3147jbBuBRXTBXZAfKOPmXJPMGzIsYJCvFVPvFXPwHgDm096KXLWrrQSa9ZR7lHpjQrU5vAakmTkin5WUh16gqoampZSp3ECYyHak9QVoicy6hXGZ5jJSzdR5AxQ5griD9Z2dKQ6dGws8rGqwBOxB1yn1D50XNHPGpZ/6oYcGxXuYMRl5hvXaxWeIEZd7SqPOqV+amL81/kmdxb7sBiU0IOXSaew97SPvrEG6jpUGi5R35H1i1GvMDbNzNg0ST7fkwSDQU6ePMmpU6fw+yNPZ5U8kKI1VK/arvlZH2Mn8XszMSbHhbbZxw/FvesIp1/5ADUQ0BwbO+uSsHMGPT5KX1pMoNwJ1HZ4DEowsr/MR4VHJaiqYR0KWSePk3hoEycunsT4DDM35Fip9Ki8tbO6NiE9tXVEuTuI269iN+kYnKjj1mE2TjqDnKoO4A2oWA0KvWMMXJRqwmHS8cc1jVYzbxQbsxiUZlexNegUTX0B2sAXEDYtMsas8PC4KOwNVi5MjzJwx3A7+btrNAnit5zyMm2gFWs799AbdAo3D7EzJsXEqgIPu0p8mpUvoXbl+wkZZoYmGdu8893hiJz4Pz8/n4kTJ4YFugCuvPJKXnzxRXbu3MnQoUPbtHzdQYuDXZ999pnm52AwyK9//Wu2bt3KXXfdxdixY0lISOD06dOsX7+e119/nVGjRvGLX/yi1Qsteo6hSUZN9L2gMsC2U15GREhueKDMF/ZAMCy5tteiLiF9w2kRaws9zMi2hX5WFIX0aAPp0bXLmxsbVQKpURc261dRFGYPspFo1fPZETeeCEN7FRQGxBkx6fwk2PT4Air+oEqUqTah8aheplAAUFVVlhxwhT08jYmw2osQ7UXqCtGTKYpCWpSBtEbt06l99FycZWZ3qY9DZ/y4/LUrISZadYxs8L3emEGncPdIBx8ecLG6wKN52IizKDQcc+Aw6Uhx6DUBq7WFHrITjJRUB1hf5CHJpg+tEGY1KhRXBzHrA6R9Xb/VBduaql8uSpX6RbQ+VVV5+eWXefXVVykvL2923927d7dPoUS35Ss6jfdYsWZb7KxLNIGuOpYhfXBcPJKqzzeFttWs30PMDVNQGkWQqldux19SrtlmtFsYe/lFHE9M4YNdlZRv2E/vY4eB2i6GWIuOAUf3MS0rjwEDa98/1qLwrRF25q6qxOWr7Xg36RWKawL0/nrq+eHyALMG2YikoNJPUaNFT9IdBrbSIM2LR6W0JtBkB0ZJdXhOY1uDgWBBVQ3ljaxzSR+LJtBVR1EUru5vZWORV7Pgyb4yf4ckqwcYEG9kQLyRKk+QE84Abr+KWa/Qy6Enron6uDXMnTu32ddfeOGFs55j6NCh7N2794LLcueddzJo0CB++ctfarZ/+umnPPTQQ+Tm5oatDtlQeno6y5Ytu+BytLUWP72np6drfn755ZfZtm0b7777LsnJyaHt/fr1Y9y4ccyePZsbbriBjz76iAceeKD1Six6lMGJRuIsOk2SxDd3VnOiKsCEDDMxFh3V3iBrCj0sO6JdJcNqVEJfojpF4aJUE8uP1fdCrDruoV+sgWHJ2i/aU9UBFu+t0WzLiNZrpoOcL0WpzTUyPsPMpiIPm096Of31CACrUaFfrIG8dBP/3VUdyr0CtVNJdpf6iDbrSLbrOOkMsKbAEzZ8OCNaT+Z5JNAXorVIXSFEZDpFYWiSiaFJ59a41+sUpmfbuLSPhfUnvGw95aXcHcRs0JNsU9DrdfRyGLAaFE46A5S5/KQ6anODbTnpxeOvoqAqgC8A0WYFi1GhxqtS9XUuseOVASo8Kv3iDNhNsLHI02T90jjHlxCt4Q9/+AP/+Mc/SEhIYNasWSQlJWEwyGdNtA1f0WnNzzq7Bcuwvk3ub58wTBPsCrq9BM5UYUioTxCuqmrYaDFjSjyJ35uJPspGLLDV4aQoPYsjx08wYunHxJtgSGLtdD/Hjt0wMCl0rNWo46JUEyuOeWpXdbfpNNPK1xZ6GJJoDFu0q8YXJH+39hkmxqwwIcPE50fduBp0+n9x1M2NgyNPJfz8qPaZymZUSG4QW6vxqWEjvYY0sYAYQJRZR+8YA0caTK2s8ETOk9Weosw6ciLkLRPw/PPPh3KKFRUVcdNNN/H8888zatQoFEUJm3rZWZ13TZKfn88111yjeXhpqFevXlxzzTW888478gAjzpvu6+DQwj31X9yBICw74mbZEXfYaK2GJmeaNdM8JmSYWXHcE8prElRh3rZq+sd7GJ5Um8TxQJmfrae8YUNaJ2S07lQKi0FhYqaFiZmRE95fN9DGa1urNdsOnfGHhjRHoii1ySaF6EykrhCidThMOi7tY+HSPrX1hqqqbDgc5J1DCnXTEJNsOjad9FJcHQjlW9lQ5MVhUkiw6jHoQAdU+4LolPoGfqUnSGlNgOfXOSO+t9Qvoi0tXLiQvn37kp+fj93evnl8RM+jerUjkgwJ0WGjtBrSJ9YHtYpdVby2fz0bp79FeWUFSUlJXHbZZTxw3Sz8p2unDv5ozQK2lp0AwPj6M6SkpHDNNddgm3w3ZoMO+qZTPnIoOUd3h6YS1mz4erRYg2lztaO4ajvpk+16yt315VZVeGWLk6FJRkalmLAaFA6d8bOmMHxxj9x0M2aDjrGNOv3XFXqxG2vrFYuh9n3d/tpFQhrntBqbasagqz82Ugqrs035a2bWpOiEYmNjQ//2eGp/9zExMSQlJXWp3MrnHew6efIkJlPzvZNms5mTJ082u48QZzM+3cTxSn/EZIJNBbqGJBm5rK82kJRo03NJloUvGo0AO1jm52BZ00GkfnGGdp+6MTTJxLTsoGaJ3OYoCsweZNOsoiVEZyB1hRBtZ0Ccjiv71S9+otcpod7zhr3uTq+K01tbz9mNCkMSjRyvrB+5ZTUopDSxMpaiwI2DpX4RbaempoYZM2ZIoEu0C8Ws/S7znTqD6vOjGCM/Ftet2FjkquTRDYvJsMfy7G9+TdagbPbv38+zzz7Ll0s/5c/DryPaVPvsMW3AKH72r+fx+/1s376dn//854wo9pJ8xXcAKMnOxnOwfkpusMZDsMqFPrp++FTDWS1mvUL/uPDy7SzxsbOk6VVp4606JveuLdOkTDOrCjwEGtQNnx9xs6rAQ/84A6oKh8r9YWlW9DqYkGECT32wy2ZUwhLY7yn1NTk4wOkNcqxC+6wVHWHKoxCt7bw/ZSkpKXz66aehSF9jLpeLTz75hJSUlPMunBBQ21Nw42AbU3q3bHTVuDQTdwy3hxL0NnRNf8s5Ba7So/XcNSLyudraxb0t3DbMjs3Y/HtHmRXuGmEnN10S+YrOR+oKIdrWN/qYmZZtDfWa97LrSI+KHLiKsegYlGgkLcrAgHgDBl3tisA5CUb0Ebrd6+qXcZIoXrShQYMGUVxcfPYdhWgFpt69ND+rHh81G/Y0ub9z+VYAXti7EqNOz++/8U3GX3oJaWlpXHLJJfzrX/+i+EwZr+xbEzrGareRnJxMWloaV111FZMmTeL49rWh1z0OO6ddAYINhkipvoYjt1Q2FGnbTZMyzYw5h2eYGLPCfaMcWL8etRVv1XN9dnieL49fZVeJj92lvoj5hG/IsYUWOqmj1ylkJ2iDhl8cdeOKcDzAZ4fdmsCYQVebCF6Itnbewa4bb7yR48ePc+utt/Lpp59y5swZAM6cOcOnn37KbbfdRmFhITfddFOrFVb0XDqlNmfJD/OiyEs3ha2MaNDBmFQTD42L4qYh9iZXGFEUhZuH2JiWbcVuam4VEhifYeY7Y6KaXSq+rY1KMfHLyTHcMtRGvzgDFoOCotROgxwQb+C2YXZ+PinmnHPACNFepK4Qom0pisLFvS38ZEI0l2SZsRl1ZEQb6B9nCE3lj7PoyEkwkhNvCNWPSTY9d4908PiUaAYnGaV+ER3mu9/9Lp999hk7d+7s6KKIHsCQEIM5O1OzrfzdFbj3HtNsU1UV51dbqFm3m0qvm02nC5jRexjxU0ZppnElJSVxzcSL+aJof2jV6WC1G9VfO3p2z549bNq0iWhrfXDIUVyCPwiHy/2o1B6js5pD7/vxQTcl1dqcVuPSzNwyxMZV/S2YDc13hA+MN/C9cdEkNRqxOz7DzPRsKy3pw1cUmJFjJa+JzvSJjUZxnXEFeWF9JbtLfaEgXkl1gLd3VrPyuDZwN7KXKWIy+66qtCbA1lNe1hV62HLSy6nqwNkPEu3ivEOq999/P0eOHGHBggU8/PDDAOh0OoLB2j9MVVWZNWsW999/f+uUVAhql7CdPdjAtIE2SmrqV89IsutD883Ppu7BYGKGmW2nvGwr9lHuDhJUwWGq7eEel2bq0CBXQ0a9wkWpZi5KlZ510fVIXSFE+0iw6bluoI2r+lsprg7g8qvoldqHjT2n/ZS5gwSCtdNP+sUZyEszh1aBnNK7gwvfgebMmUNlZSUvvPACc+bMYeHChTz66KM8+OCDoX3qVqdqjRWwRLiLL76YuXPn8sADD/CNb3yDQYMG4XA4Iu57ww03tG/hRLfkmDICz77joZ9Vj4/SF9/F1DcFS05vVK8f17aD+EsrACisKUcFekfHY58wNOx8A4cNYeEXn1DurU0/8u7BLXw4Zgz+YACfz4dOp+NXv/oVR+INHDztI3X7DgBKa4I4vT6SshLwePSUlHlYd8JDQaU2WJJk19E/zoCiKFzW18qkTAubijxsOeXjjCuAX62doj4gzsj4DHNoZd1IpvS20DvGwBdH3Owq9YXl31IUGJpk5JIsC1nNLHo1MN5AerSewgZlPVUd5F9bnFgMCmY9VHjCR3rpFFo8W6czU1WVHSU+Vh73RMypnBWjZ2KmhZG9jB0yQ+hs7HY7Tmd4ns7Kysomv3+7ovMOdul0On7zm99www03sHDhQvbu3YvT6cThcDBo0CBuuOEGcnNzW7OsQoSYDcoFrwpl0CmMSTUzpgsHkVy+IJtOejlS7sf99VL2yXY9F6WaSG4i/4oQ7UnqCiHal0GnkBZVXz/2iTUyLr22Yb6vzM+OYi+FlQHmV9YQZVIYkmRkcGLnbIx3BLPZzN///nduueUWYmJizn6AuGBer5fPPvuMM2fOkJ+fD4Qnu1ZVFUVRJNglWoVlaF+sI/vj2npQs917+CTew03nELVdNAhDbFTYdp2jdgEP5evFQi5Ly+aOIRMwXD6aeV8sweFwcNVVV3Gs1M37S1YSe7wgdKzbr7K81wBObWx6gZDpA22av4mzLXR1NlkxBr410sEZd5A9pb7Q6rzR5tqp7rGWs3f4K4rCncPt/HVDFVWNglpuv4q7iXTIMwfZNHVUV+Txq7y5s5pdzeRLO1oR4GhFNetPGLhzuB1rJxlEUadfv34sX748bPv27dvp27fp1Um7mgv+pOXm5sqDihDtrMYX5KODbjYWefA1Gim7s8TH50fcDIg3cE1/K5nN9MoI0V6krhCiY6iqyvoTXpYdcVPmCl/qff0JL3EWHRdnmZmYYe5Sqyy1hYkTJ3L06FFeeuklfvrTn3Z0cXqEZ555hvfee4+cnByuuuoqkpKSMBik7SLajqIoxN9+Jae9H+LeffSs+6fZYlEUhUJr+HcowKFDh4h2OIj5OkG93WgmzWiHL/fx4+TR3P3+P3j1x09xpTmVyadrOKDUr2gYMBopHTigyfe+PtvKoMS2WSAkzqK7oBXn4616vntRFP/a6gybdtmYQVcb6OrqOSD9QZXXtjk50MziZg0dKPPzyhYnD46Jwqhvm/q1pKSEl156iS+//JKTJ08SFRVFVlYWM2bM4IYbbsBqrV9N+cUXX+TPf/4z9957L8eOHeOpp57illtuwWw2s2rVKvLz8/nd737XJuXsCFKTCNHFlLkC/GOzk9Ka5iuVA2V+/lZexa3D7AxPlpwrQgjR06iqyoI9NawtDF/NuKEz7iDv7nVxrCLALUNtPXqUl06n40c/+hGPPvood911lyye0Q4++ugjhg4dyttvvy1BLtFuFKOBhPun4fx8M86vthCorIm4nzElnr5XjiO3agdvvvkm99xzDxZL/YiqkpIS3nvvPa6//nrsA3JgbaMTlFTyzfThvLR0EZOn3km81cggncLhr2dlHLp4MgFzeAAo1qJjRraVYZ28DZ9o0/M/udFsPullVYGHE1XaXnibUWFcmokJGeawRPdd0bLD7oiBLotBIcmmo9QVxOXTjnQ7WhFgyUEXMyIsEHCh6vLiRkVF8cgjj5CTk4Pf7+fIkSPMnz+f5ORkLrvsstD+CxYs4P7772fp0qX8+9//5o9//CP33nsvHo+HPn36MHfuXK655ppWL2dHkRpFiC7E5Qvyzy1nD3TV8QfhPzuquX+0Qv84WTZeCCF6kg8PuM4a6Gpo80kvZoPCrEGt3yDvSq644goGDx7MX/7yF37zm990dHG6PY/HQ15engS6RLtTdDqiLrsIx9RRuLYfwrPnGIGqGtApGGKjsI4agKlfGgCPPvoo3/72t7nvvvv4n//5HzIyMti/fz/PPvssvXr14pFHHiHGEYVu3p/D3ueytGxe2buaxUe3c3O/MUSbdYxMMeG8ago1qQNQqwJ4vs5DnOLQMy7NxJCkrjO93KhXyE03My7NRGlN8OsckSp2k440h77NRjS1N29AZWWBNtm+zahw3UAro1NMGHQKgaDK9mIfi/fV4PTWB73WFXq4op81tDpma3nyySfR6/XMnz8fm62+7q4bKas2SMq2bt063G43P/jBD1i0aBEul4t//vOfZ32PjIwM9uzZQ3l5eauWvT1IrSJEF7LsSPjqLDoFhiQZ6R1toNwdZGuxl+oGX66BIMzfXcNPJkT3+OkpQgjRU5yo8vPlUU/Y9tQoPUMTjaDAnlJfWCLkNQUexqSY6BPbs5uIP/7xj/nWt77Fvffe29FF6faGDh3KsWPHzr6jEG1E0euxjRqIbdTAiK+rqkrv3r3Jz8/nr3/9K4888gjl5eUkJiZy+eWX89BDDxEbGwuAoVc85thkDIkxoQT3Rp2e67NG8PahzUzvPYy4of2JujKXjH5pDGqvi2wHilK7aFjjVSC7i22nvGGjtu4Z5dAk8tfrFEalmEi26/jzuqrQdFVvADYWeZh8nnnWIjlz5gwrV67kRz/6kSbQ1VDDZ7/8/Hyuu+46jEYj06ZNIz8/n3HjxrVaeTqjnt2SEaIL8QZU1p3Q9tD3suu4e6SDBFt9pXLdQCuL9taw/ut9VVROVAVYd8LDqF7msy5XLIQQoutb3aj3WafAzUNsjE4xhRq/V/azsqPYy392VONv0I+yqsDT5YNdHr9KtS+ITlFwmBQMunOr+8aNG8fkyZN57rnnmDVrVhuVUgD86Ec/4u677+bzzz/n0ksv7ejiCNGk9PR0nnnmmWb3eeONN4DaAJln33E8e48RqHbz4IShfDcuCuvIARiT49qjuKKV7W00fTE7wdDkipVpUQaGJRnZXlyfxH7faT+TM1uvPMeOHUNV1bCE8nl5eXi9tc+Bt912Gz/5yU9wOp0sXbqUt956C4AZM2Zw66238vjjj3er1Rcb69otGSF6kO3F4b0Jtw/XBrqgdijxrEFWtpzysrvExxl3kKAKRyr8ZMcb6RtrYHyGmeHJxnNu/AshhOj8vAGVzSe1nSOXZFkirj48LNnE5X0DfHTQHdq2vdhLjc+KrZOtHnU2/q+nj6wp8HC4vP6hxKCDoUlGxmeY6RdraPEo50cffZQbbriBPn36tFGJBcDKlSvJzc3le9/7Hnl5eQwePBi73R62n6IoPPTQQx1QQiHOnaIoWHJ6Y8np3dFFEa3E6dXOrsmObz5FTHaCNthV5W1ZGppz1bhOy8/PJxgM8uMf/zgU9HrvvffIzMxk0KDasYSDBw8mMzOTDz74gFtuuaVNytUZSLBLiC6i8VST/vEGUhzhw4Sd3iD/3lHN8YoApxusvFU3tfFwuZ/D5X4+suq4c7idjGj5GhBCiO6kuDqAt9FKvRObWXFrfIaZjw+561cHC8KJqgAD4rtOsKug0s/r26s5E2HFSX8Qtp7ysfWUj/7xBm4fZsdhOvu15eTkMH369NBIDdE2/u///i/07zVr1rBmzZqI+0mwS4jO46QzwNpCD0crahPtG/UKvex6Lko1kR3f8k6FrkSH9pp8QbWJPWt5A9rXW7tG7d27N4qicOjQIc32zMza4WMNF1KYP38++/fvZ8iQIaFtwWCQ/Px8CXYJITqep9EXZmoTga6/bayipDqI3aj9Qg6o2uPPuIK8uLGK+0dHdfnpKkIIIeq5/drve5tRIcbSdDPbZtQRZ9FR1iBQ1LjO6cyOlPv5x+aqsABfJAfL/PxtYxXfvSiqRQGvH/7whyxZsqQVSimaMm/evI4ughCihUqqAyzYW8PBCCsSFlUF2HLSS6JNx7SBVoYkde6VJM9VrEX7bLW92Mc3+liaDOztaDCqC2i2Hj4fcXFxTJo0iTfeeIM77rgDm81GSXWAw+V+anwq5e4gp11Bdu7ew44dO3j99deJiYkJHV9ZWckdd9zBvn37yM7ObtWydRbyhCtEF2FqNOXwdKMVGVVV5Y3t1aEE9q5GDzv6CF/E3gC8ts3Jo+OjW9ToF0II0fmZG618VeNTqfEFm5yW6PGrVHq0dYqpi6ye5fQGeXWrs0WBrjol1UHe2F7Nt8c4mDt3bmh7w3/XSU9PZ/v27a1RVNGE3Nzcji6CEKIFjlX4eWVrdVhalcZKa4K8tq2a67ODTGzFhOwdbXiyiQ1F9QGsE1UBNhR5GZcWPnJ6e7FXM50eYGSv1g/+PfHEE9x6661Mu2EWo65/AFdMX1B0lB/dxdHDhwgkDuTnz/+H3tnDGDzyorDnvVGjRpGfn88vfvGLVi9bZyBPt0J0EY2nLO49XZuPq87BM34Onan9UlVVlZKaAEY9ZMUYGJ1iYtYgK7cPt5MWpT1PtVdl1fHwFbuEEEJ0TYl2PfpGLbx1hd7IOwObTno1CeoVBXp1kdW0Vh73UNPowSstSs/tw+08dUkMv5gcw7RsKw6TNnh36Iyfg2fCRyYIIXqWQFClyhOk0hPEf5ZpaT1ZuVvlX1udZw101VFVWLTXxc6SpuueriY7wUC8VVu55u+uYcGeGk46A6iqSnF1gHf31vDv7dWa/aLMCkOTms/xdT4yMjN54Nn/YOpzEZ//+//4/Dd38uVv7+HQF+8w4PLbybn2fg6v+Qj74Et4bk0lxyu09d5VV13F4sWLQ7m9uhsZ2SVEFzGyl5H39oPv697roApv76zmWyPsWI260MpbqqpSWBXAE1AZlmQK9c5PzLQwspeJoUlGXtni5ECD4cdrT3i4rK8FvSSsF0KILs9qUBiebGJLgyT1nx1x0yfWEDZtvaDSz0cHXZptgxKMRJs7f3+oPxi+SvGAeAP3jnKEFmCxGuHi3hZGJpv487pKnN76B7XVBR4GnCXBsBCi+1FVlYNn/Kwu8LC71BcK9usUyEkwMiHDTE5C98w7db6WHfdT4zNAg7xVdpPCuDQzmdF6zriCrD/h4VS1dpTwu3tdDE40ousG91KnKFzW18I7u2pC21QV1hR4WFPQ/MCBS/tYWn1hMFVVWbinhl010Yy4+cdwc+T9rvndxwA4vSp/3+zku2OjQulw7rnnHu65555WLVdnIsEuIboIq1HHmBQTaxv0zh8642fuqkpG9zLx1VE3br9KiSuIy6fSJ9YQCnQ17E0w6BSmDbTyp7VVofNUeVQOlfsZKI1+IYToFiZkmDXBLo9f5YUNVQxJMobqgz2lPnaU+GiU0pEJzSSz70yOVqpfr45V/wAxI9sW8YEixqLj0j4W3ttXH9jbVerDF6hNrCyE6Bkq3EHe2O7kaEX43OegCrtLfewu9ZEapefO4XYSbV1jlGtbcnqD7DodRN/gMWFgvIE7RziwGOq/P6f0NrP0kJvPDtev7lvuDrK71MfQbpK/a2yqiSJngBXHWj4rZlyaiUltUK/uKPFpngvrWI0KvaP1OH0qhY0WOHP7Vd7cUc0jeVE9IpgrwS4hupDL+1rZVeqjylP/ZOLyqXx+1M2+RokiGw6zvSFH2/hPizKQZNeF8ntBbWXUkUpKSnjxxRf54osvOHXqFAkJCQwePJhvfetb3H333c0e+8wzzzBr1qz2KagQQnQBfWMNjEk1salI2xDeVeJjV4mviaNgSJKRnISu0Tys8Ko0DHQl23URVymuM6qXSRPsCgRrl4KPt3beh1mpG4VoPeXuIC9sqGpRm7eoKsALG6r4zkVRJNk6/0jXtrTlpJeACnXflAYdfHOoXRPogtoVU6/sZ2F3qY8TVfVBlvUnvN0m2KUoCtMHWrEbFT455Ka5ma+KAlOzLFzdv+kk9hdieaOAm0EH1w20kptmDnXinKoOsHBPTSjVDdSupLm/zE92Qvcf5NA1WjNCCKC2Z/reUQ7+udmpmYrRuFceoK6jenq2leHJ4RVM4wTGgQ6MdRUUFHDrrbcSHR3NT37yE3JycvD7/axYsYLHHnuMFStWhPb99a9/jdPp5Jlnnglti4qK6ohiCyFEpzZ7kI0an8qe0qaDWw31izNw61B7l+ntDTaqt86WVD/S6x1Z953N2erG5cuXU1lZSXR0NL/5zW+kbhSiGUFV5dWtznPq3HV6a/NU/U9uz/5bOtloauLgRCNRTUx1VxSF3DQTi/bWdyycdJ7DCiJdgKIoXNbXyugUE2sKvWw44dE8l1mNCmNTTUzIMLfZyMAiZ4AjjRLgX59jIy9dO4Ksl13PfaMcPLe2UrO42aoCjwS7hBCdT3qUge+Pi2Lhnhr2nq79kmtigS3uGmFnWIRAl9MbpKhRxdM4eW97euqpp1AUhXfeeQebzRbaPnDgQGbPnk10dHRom8Viwev1kpSU1BFFFUKILsOoV/jWCDufHHKzqsCD2x+5C9qkh7x0M9cMsLZ6TpG2ZG/UTi9yBqj2BrE3sbrw/rLwoF9H1n1nc7a6MSoqCqPRSGxsrNSNQpzFjmLtaCOAGLPCJX0sDE0yoQP2nPbx+RE3Za76oMDpmiCbTnoZZG/nAnci3oC27jhbACep0QInjY/vLuKteq4dYOXq/hbK3UE8ATDrIdaia/McZY3rsyhzbYAtEqNeYUqmWROA7CkLtEiwS4guKN6q577RUZRUB1hT6OFohZ9jlX6cXhWrQSHRpicrRs+QJlb9+OKoW9ObbdDV9uh3hPLycpYvX84jjzyiaczXaRjoEkIIcW70OoWrB1iZ2sfClpNethd7qfKqqKpKlFnH4EQjY1NNWJvqNenEsqJ1GHRKKLl0IFhbv103MLwuCaoqnx9xa7ZlRus77XW3pG5UIw3rFkJEtKpRAvF4q47vj4vC0SA4npduZmQvE3/bUKXpFF513ENOTs/9ezM3mq7YuMO8scZBxcbTHbsbnaK0+3T4Gq/289gnxtDsQmP9441AfbDL41d7RM5KCXYJ0YUl2fVMz65tBOelmzWrgxyvDPLq1mqmD7SGelhqfEG+OOrhq6PaCn9kLxO2DmrwHzt2DFVV6devX4e8vxBC9AQWg8L4DDPju0jy+ZawGRVGJBvZdLK+h/vLox4URWFqljlUr5VUB3hvv4vjjRL1duZ7IXWjEK2n0hPU5CwCuKq/VRPoqmMxKFw70Mo/NztD205VByhxqcTFtXlRO6XMKG0gZ+9pH6U1gYgjvAJBNbRCfJ2MaAk5tJS/rJLq1Ttw7zxCoKoGFAVDrAPL8H7Yxw9FH1X73Kdr9NFtauR2c6/rO2dfT6uST54Q3cTIXiaWHnRR0SB5/Z5SH3tKfaQ69Jj0UFgVCPWA11EUmNy74xr8dT3TXSVHjBBCiM5jcqaZzae0K0p+ccTNimNu0qP0eAORRyHEmBVG9eq8CZOlbhSi9ZxplKdLp8Dw5KbzFWXHG7AaFVy++i+W8pYvvtftjOhlYn6DuJaqwuvbq/nWCLtmRJPHr7JgT41mGihAXnrn/a7tLII1bs7kf4Fry35oFJfyVtXgPV5M1cfrsE8YRsz1k4mzaCNVB8/4qfQEiW4il1rD1ZmhfaZadgY9IJ4nRM9g0ivcPtyBIcJfdZEzwNGK8EAX1K7akR51fnFvVVUpcwUorPJzqjpwXnPys7KyUBSFgwcPnlcZhBBC9Fzp0QauG2AN2+4PwtGKQMRAl1EPtw93dNj0Dbdf5aSztu6scAcjTkeUulGI1hNotGSeUa80m59QURQsjb4fgj142rDFoDAySTuKq6gqwO9WVTJvm5Nlh13M313Nb1ZWsLlRUCXFoadfrIyvaU6gqoaS5+fj2hwe6GpIDQRxrthG6YvvMjSmti6rE1Th3b01ET+nhZV+1hZqo7WjUnpGAFI+eaLF5syZw8KFC7nlllt4+umnNa89+eSTvPnmm8ycOZO5c+cyZ84cFi1aFHaOyZMn889//rOdStzz9Ik1cO8oB/O2VZ91OKuiwLUDrFzc23LO71PlCbL+hIe1hV5Nb5leB8OTa1cf6ROjb1GPdGxsLJMnT+bf//43d955Z1hukrqVpoQQQohILs6yoAIfHnBFXJ24IYtB4a4Rdvq088OXqqrsK/OzusDD7lLtSLRku44JGWbGpJqxfp3bpiV1o6y2KETLNJ6u6PGrHK/wkxkT+XugtCYQNhrM1s3zTp3N1Aw9BS49pxuM2gqqtYn/dxRHXvHXoIPZg20yQrUZajDI6X99gO9kWYuP8RwsRPfOMkaNm8L6ovp7v73Yx1/XV3FxloW+sQac3iBbTvlYedytGfCgKDC+h4y2k2CXOCepqal8+OGH/OIXv8BiqQ2SeDwePvjgA9LS0jT7jh8/nmeffVbzBWcy9Yw/rI40IN7Io+OjWXHczfoTXmp82pa/QVc7HHlypvm85tBvLPKwcE8N3gi5KQPB2mGyW056GZpk5JtD7WFJLSN54oknuPXWW7npppv4wQ9+QE5ODoFAgJUrV/Lmm2+yZMmScy6nEEKInuOSLAv94wwsP+ZhW7FXswgL1Ob3yk03MynDTIylfSc2VHmCvLG9msPlkVe/Kq4O8u5eF58ccnPbMHtoOfiz1Y0ffvhhe16GEF1Wok1HnEWnCWB9dsTNt0bYIwZiljVazMJqUEh1tHkxOzWbUeH+0Xb+saWa0zURpoo0YtTDHcMdZDURUBS1XJv24T18UrNNMeqx5w3FMjgLNRjEte0gNRv31kYX647beoAp44axzRCFp8EAh+OVAf69vbrZ9xyXZmr3hPodRT594pwMGTKE48ePs3TpUmbMmAHA0qVLSUlJITMzU7OvyWQiKSlJovkdIMai47qBNq7sZ+XAmdppEgFVxWHS0T/OEDEhZ0usKfCwYE/N2XcEdpb4+MfmKh4YE4XpLFNFMjMzWbBgAS+++CK//e1vKS4uJj4+nqFDh/Lkk0+eV1mFEEL0LBnRBm4dZmC618rBM36c3iB6RSHGomNAnKFDpi06vUH+trGK0hY8HNb4VF7Z4uSuEXaGJJmkbhSilegUhbx0Ex8drA9i7Srx8d9dNVzd3xoKgDu9QT477GbDCe1UvLFpZoy6Hpy062vxVj3fHxvFRwddbDrpxdfEoow5CQauHnD+aVJ6Eueq7Zqf9TF2kh6ejSEhJrTNOqwfjotHUvJ/C1A99SO5jBt3cvu1lzFvmzNiqppI+scbuCEnfIXf7kpRZd3iVqOqKuXl5cTGxnbLAM+cOXOorKwkNzeXL774gldffRWAu+++m6lTp7Ju3Tqio6OZO3cuP/vZzygrK+Pll1/ulvfiXHSXz8XRCj8vbKiKOEVEUWhy6sjYNBM3D7GHfu4u96M1yL0Q50s+O3IP5Po7//WrqsrLm50cLIs8oqspJj38aHz0WXveu8I9EF1fd/mcOb1BfreqMizNh06BzGg9OkXhWKU/bFSoQQePjo9C56nq8vfgfEX6DLh8QTad9HK0IoDbr2LUQS+7njGppoirNHZlbfU34C8p5+RvXtdsi7/rKmyjsyPuX/XZRireXxX6WdHrSP3fBzjsUnhrR7VmkbJIxqaZmJljO6+On676PSDhVnHOZsyYwR/+8AcKCgpQFIVNmzbx3HPPsW7dOs1+K1euZMyYMZpt999/Pw899FB7Fle0kmWH3WEBreHJRi7JspAZrafap7KxyMtnh92ahsTGIi+X97X0mOGyQgghBMCRikBYoCvarHB5XyujUkyY9bUraC074uZAg/28AfjqqIcbBvWc3nch2prDpOPmITZe316tac8G1drFLJoyc5CNeKu+R6/GGInVqGNSpoVJmWffV0TmO6XN06WYjVhH9G9yf/v4oZpglxoI4j9dSf/0RH42KYZtp7ysKfRytMIf+ozbjAqjU2rzKSfbe96zWLcLdq1fv55ly5axY8cOdu3ahdPpDCVNF60jPj6eqVOnsmjRIlRVZerUqcTHx4ftN2bMGP73f/9XE/2NiYkJ2090fmWuAHtOa5NPXpxlZtrA+oa4w6RwSZaFnAQjf1lXGRpOq6qwrtDL1RFWyxKiI0g9IYRoD6sLtE/HDpPCw+OiNTnDBsQb6R9n4N87qtl2qr6e3XTSyzUDrC3KeymEaJlhySZuGwZv76w+67QvnVIb6BqXZo64YqoQF0r1ajtD9DEOFH3TASmd3YJi1KM2mD+q+mrrDYNOYUxq7UIn/qCKy6di0NUuytKVRmK1tm4X7Jo/fz4LFy7EarWSmpqK0+ns6CJ1CoGgSoUnSCAIVqNy3jmb6syePTu0IuMTTzwRcR+r1RpaOlt0bTtKtCtHWQwKV/SNHLxKcejJSzez8nh9I39bsQS7ROch9YQQrS+oqlR6VHwBFbNBIcrUsxvYQVVlZ4k278/UPpaIyfEVReHaAVa2F9fXtW6/yr4yH8OTZWEfIVrTyF4m0hx6vjrmZvNJb9iCSwZd7T5TeptJk5xTog3prGbNz/7ScoI1bnQ2S8T9fSfLNIEuAJ3FHLafQacQZe659W9D3e4v+Pbbb+e+++6jX79+bN++nVtuuaWji9ShCiv9rC70sPWUT7NSQ5Jdx/h0M2NTTViN5x74mjJlCr6vI8mTJ09utfKKczdnzhwWLlwIgF6vJzk5mUsuuYQf/ehHoZF03/jGN7jrrru4++67z+s9Khotv5yTYGi2t3loklET7KrwtDBrohDtQOoJIVpPaU2A1QUeNhZpV/+NMdeufpib1v6rH3YG1V41LHnzsCRjk/v/7qlfsujrulzR6bHEJFI+6WKe/dVPWq0uF0LUSrLrmT3YzrUDbew/7Qu1U6NMOgbGG7Bf4KAAIVrCmJmMoteh1iWKC6o4V24n+opxEfd3frlZ87POZsaQHNvGpezaul2wa/jw4R1dhE7BF1DJ313D5pPeiK+XVAd5b1/tMtc3DbGdc8+hXq9nyZIloX9H4vV6KSkp0fTs6vX6iFMexYWZMmUKzzzzDIFAgAMHDvCLX/yCqqoqnnvuuVY5f+PB2wZd870FjRMfBmX0t+hEpJ4Q4sIFVZUlB1x8dcwTcYGSCo/KJ4fcfH7EzTUDrEzONPeokV6Rqr2z1Z19Rk4k55ZfogYDVJ08zNa3fs1TT9W0Wl0uhNCyGhRG9JLRk6Jj6B1WLMP749qyP7St6uN16GMc2MYNCtWZajCI84stVK/ZpTnePn4oik4Cs83pdsEuURvo+ucWJ4fOnH31H7df5Y3t1dw4WGVcWvgwyOY4HI5mX1+zZg1TpkzRbOvbty8fffTROb2PODuTyURSUhIAKSkpXHvttaHRXq3BYdQ20A+U+QgEVfRNNNz3NsrvFSU9ZEII0W2oqso7u2rYWBS5Q60hfxDe2+fC5VO5sn/Pmc5uMyroFG1nz97TvibbWv6gigcDlpgEAKxxycR942pWLl3cHsUVQgjRARwXj9QEu9RAkDNvfkrVJ+uxDMpCDQZx7zxMoKJae6BOwT5xWDuXtuuRYFcjF5KAsO7Yjk5iuHhfDYfO+M6+49dUFebvrqGXXUdmdNMfiWeeeebr/SNf31//+tfQ68888wxz5swhJiYmrCe3o+9Pe2vrz0Xj8x8/fpzly5djMBjCXjvfMuQkGPjoYP2xFR6VNYUeJmaEN9qd3iCrjrtp2K+dndB6ZelO2vNe9KQRFe2hoz+/8nck96Ajr//Lo242Fp3b0mSfHnaR4tC1Wg6qzv771yvQP87A/rL69tjnR9yMSDZiirDse1FV4OsRcrXX4z59gn0bVjZbl7fFPZC6Qggh2o+5byqOi0fi/GqrZru/tALnim1NHhczfRKGBFn47Wwk2NVIRUXFBTcaKioqWqk05/HeHpXlh7U9rUYdTEzTMypJj8MEx6pUVp8IcKBcm0fpg10+vjmo6XwS51WeDrwXnU1b3Quv18sXX3zB6NGjCQaDeDy1DyA//OEPKS8vByAYDOJyuUI/nysbkGzyUeCs/9vI3+6l+Iye3BQ9NqOCqqocLFf56Iifcrf2b2hIlEp5ufZzKZ+Neu1xL+Li4tr8PXqS1qgrWqscPV1Pvwftff2+oMrH+7w0XERKAXJT9VyUrCPOonCqRmVdUYBtpdp2xnu7fGQYja0aUOnMv/9hMQF2nqy/USe88OdVbq7KMpAZVZvAv9KrsrIwQFGVj1M7VvL+I99AVQMEfbV1Zkvq8ta8B1JXCCFE+4q5fjKqz0/16p0t2j/66lwcl4xq20J1E50y2JWXl3dOD+Xz5s0jLy+vVd67Lgno+VBVlYqKioijmdrLukMuTA06TfWKwvfHOTSriSTGw+jeKov3uVjVYFnsI9WAJZrYVkgk2xnuRWfR1vfCZDKRl5fHE088gdvt5p133uHIkSM88MADGAy1v3edTofVaiU2Nva83+eqHC+vb9cOoV1dDOtKFJLtOqq8Kk5vEDBqPoMD440MTq+f8iqfjXpyL85fR9YTcGF1RWuQz47cg466/o1FHgI6NN/z3xrhYEiD5OuJ8TA0A1Ycc/Pefldoe0UAzhBFv9gLb352hd9/bozKilNVlNTUZ6ov9cK/90OMWYfFoFBcHUBFj06nIzF7DCNu+QlBn4eYA0soPXGs2bq8K9wDIYQQzVN0OmJvuhRT3zScyzbiO1kWcT9TnxSirhiLdUjfdi5h19Upg13Tpk2jurr67Dt+LTExsdXeuzUaC4rSccttbyv2UdvHWmtcupn06PDRWoqicPUAGxtP1q/SqAI7SnxM6R15udPz0ZH3orOJdC9UVaXap+INqJj1Cjbjud8vRVGwWq306dMHgMcff5w777yTv/71r/zP//xPaJ+G/38+hiWbmJQZ0KyyCBBQochZ13uvPX+cRcfNQ+wR31c+G/XkXpy7jqwnoPNM9ZHPjtyD9r7+bcV+Gn7XD4w3MLSJqYmTe1tYXeiltKZ+hNf2Yh/941tvFHln/v3rFYWbhtj528YqPH4Vo67+u6PCo1LhUWl4L/UmK47k3kzLtnLxt3JbXJd35nsghBDi7BRFwT5uELaxOXgPncC96wiBymrQ6dDH2LGO6I8pI7mji9nldMpg1+OPP97RReiyyt3aKQMjkptuUFoMCtnxBrYX1+eTaHy8aBtn3EHWFXpYf8JDpad+KlScVUdemolxaWaizOc/wu773/8+DzzwALfeeiu9evVqjSKjKAozsq0YdPDl0bPnaull13HPKEePXHJetD2pJ4ToGGHtjGZWMlMUhWHJJr444q4/3tP92xluv8qmIg9rC70UOQPU+ILsPe0joEKiVU+yXYfNGLlunJ5tDXU6tkVdLoQQovNSFAVz/3TM/dM7uijdgjyFdjPBRilkjBGSoDbUOElq4+NF61JVlU8Oufjtygo+O+zWBLoAzriCfHTQzTMrK1h53N3EWc4uLy+PAQMG8NJLL11okTUUReG6gTYeGhfFqBQTkRZjTHHomTnIxg9yo4m36lv1/YUQQnSsYKNcdU3EbEJMjaqB7t7O2Fni5ZmVFSza66LIWTt90WbUMaKXifQoA+WeINuLfRw64wvdS5Mekmx6BsQZNKPr26ouF0IIIXqCTjmyS5w/h1H5elh8rQNlPrJiIv+ag6rKwTN+zTaHSYbBtxVVVVm0z82agrOPivIH4d29Lqp9Klf2O7+l2u+55x5+/vOf88ADD5zX8c3JijGQFWNgRraVYxV+XH4Vg04h0aYjzaGX6RRCCNFNOUw6iqvrR2ftL/MzJjV8Zd46B8q07Qy7sfvWD5tPenlrZzWR1q7QKwqpDj2pDh1Or4onoGIzKnxzqJ2+cUae+thAZWX4vWnLulwIIYTozrpdsGvDhg3k5+cDUFZWm9xt48aNzJkzB4B+/frx4IMPdlj52lp2gpH1J+pXvVt53MOEDHPE4fIbi7xh0xGyWzGPhtBaXehtUaCroU8PuUl16Jtdqn3u3LkRt0+fPp3p06cDsGzZsnN635ZymHQMSWqdZeSFaC89vZ4Q4kJkxxs41KCjbMspL5f1tZBoCx/Je/CMT7MvQE5C92xnFFb5+e+uyIEuLQWHScEBuP2w77SfIUmmDq3LhRBCiO6o2wW7jh07xsKFC8O2HTt2DIDc3Nxu/RAzIcOsCXY5vSovbXRyfY6VvrEGFEXB41dZU+jh44MuzbGZ0XoymxgFJi6MP6jy2WHttERFgdw0E3npZhJtek46A6wq8LDlpFez39KDLoYlte5S7UL0ZD29nhDiQoxLM/PJYTeBr/vKAkF4eVNtO2NwohGdouAPqmw+6eX9/dp2hsOkMKyZXKJd2WcN7kmdgfG10xKzYg04PUE2FnlZftyNr35xRtYUeri0j0XyW3ZCJSUl/OlPf+LLL7+koqKCtLQ0pk+fzoMPPojJ1PKOvpycnCZfe/TRR6W+EUKINtLtIhuzZs1i1qxZHV2MDpMRbaBfnLbXtcgZ4MWNTuKsOqJNCkXOAN5A+LEXZ7XeKoxCa3dZEKcXGq66dNswOyMbJPbtE2ugT6yBzGg97+2rf0A4VR3kULmf/nHd8wFBiPbW0+sJIS5ElFnHmBSTpmOt3B3kta3VRJkVEqx6TlUHcPnChzhNyjRjiJTssYsrdwfZVeLTbBufYWZmjjXUUWU16Ll6gJWhSUb+uqEqlLssqMK6Ex6uOM+UBaJtlJSUcPPNN1NUVMTll19Onz592LhxI88//zxbtmzh5ZdfRqdreYAyPT2dmTNnhm0fM2ZMaxZbCCFEA90u2CXglqF2/rq+MmLy8zOuyMfkpZuaXblRXJidpUEargfRL86gCXQ1NDnTzOoCj2ap9q2nfBLsEkII0SlMz7ZRUBWgqErbc1blUany+CMek51gYGo37VTbXuzVJN43GxSuGWCNOCI7M8bAuDQTawvrg4VbTnkl2NXJ/P73v+fEiRM88cQT3HbbbUBt7tWf//znLFy4kIULFzJ79uwWny89PZ2HH364rYorhBAiAhkz3Q3FWXR856IoEm0t+/VOzDAzc5BNpsm1oYpGgcfhzQQWFUVhRKMcXY1zqwkhhBAdxWJQeGC0g6yYlq24OyTJyF0jHOi74aguCK+jB8YbsBqavtYRvaSO78ycTicffvghmZmZ3HrrraHtiqLwox/9CJ1OxzvvvNOBJRRCCNESMrKrm0q06flhbjRrCz2sLvRwukbbkFIUGJxoZHKmmQGSlL7NNW7GmvXNN/gtjRrJge6+VrsQQoguxWGq7VjbWORlVYGHE1Xh+RH6xRmYlGnu9nknG1fRjevwxhq3ARrn+hIda8uWLXi9XiZOnBj2uU1OTiY7O5utW7fi8Xgwm5teibShyspK3nnnHU6fPk18fDy5ubn06dOnDUovhBCijgS7ujGzQeHiLAtTeps5WhGgpCZAIAhWo0JWjIFYSYbabuwGhfIGMzsOnvEzNq3pBtL+Mm3uD4dJfldCCCE6F71OITfdzLg0EyecAU5+nRPUrIfMaANJ9paN/Orq7CZtQORgmZ+gqqJrIsB3oFEdH2XqvoHArujo0aMATQajsrKy2LNnD8ePH2fAgAEtOueePXt47LHHQj8risL06dN5+umnsVqbn8Kqnn2JzzZV9/4dXY6O1NPvgVx/z75+aJt70B6dYBLs6gEURQklPxcdo1+sQuHJ+p+bW6r9aIWf/WXanCcD4uV3J4QQonNSFIX0KAPpUT2zrsqON7L0YP2Ky2fcQTYVeSN2arl8QVYWeDTbZIR951JVVQVAVFRUxNcdDodmv7O59957ueaaa8jKykJRFHbt2sUf//hHFi9eTCAQ4Lnnnmv2+IqKik7xkF1RUdHRRehwPf0eyPX37OuH1r0HcXFxrXaupvTMVokQ7Wx0sp7VxQr+Bku1/32TkxsG2RiUYEBRFIKqyrZTPt7dV6M51mpUGNVEMnshhBBCdKzMaD1pUXrNVM6Fe2vwBFTGpZkxfT1t8ViFnwV7aqhqlMdzYkbLpsKJc5OXl0d5eXmL9583bx55eXmtXo6f/exnmp/Hjx/Pq6++yvXXX88HH3zAd7/7XQYOHNjk8TExMa1epnOhqioVFRXExMR06+nIzWnve6CqKqddQaq8KgoQY9ER14Ezcnr6Z6CnXz903XsgwS4h2oHdqDA6xcTy3UXs+/hfnNqxCndFCW854kjsnc346bdh7nMRTm9tA3jfR6+y+/2XGTzjO3z32w9iPEuOLyGEEKInKikp4aWXXuKLL77g1KlTJCQkMHjwYL71rW8xYcKE0H4vvvgif/7zn3nkkUd48MEHW7UMiqJwcW8zb+2s76zyBeDdvS4+PugmLUpPlTdISXV4cq4+sQYyonvGdM/2Nm3aNKqrq1u8f2JiIlA/oqupkVtOp1Oz3/mwWq1cd911vPDCC2zatKnZYFdnebBUFKXTlKWjtPU9cPmCbCjysqbQE/Z9kRGtZ0KGmVG9TB32XNDTPwM9/fqh690DCXYJ0U5G28r4ze/uRm9xMPSG7xOdPoBgwE/x7jV89I/fctmv3g7te2zN+wy84g6K1r7PZXN/0IGlFkIIITqnEydO8J3vfIfo6Gh+8pOfkJOTg9/vZ8WKFTz11FN89NFHoX0XLFjA/fffz/z581s92AUwOsXEgTN+Npzwara7/SqHzvgjHhNlVvjmUFkNu608/vjj53VcVlYWAEeOHIn4+tGjR9HpdGRmZp5v0YD6KTwul+uCziO6h4NnfPx7e3Wo47uxgsoA7+yqYdkRN3ePdNCrh+REFOJCSLBLiHby218/jcOkY+b/e42T3vppidFp/ciaMD30c+n+TQR8Hqbd+T3eePQjNm/cwLhx4zqiyEIIIUSn9eyzz6IoCu+88w42my20feDAgcyePTv087p163C73fzgBz9g0aJFrF+/vtXrVUVRuHGwDb0Cawu9Z90/zqrjvlEO4q3ywNrZjBo1CpPJxKpVq1BVVROMLC4uZt++fYwcObLFKzE2ZevWrQBkZGRc0HlE13egzMcrW5yhdCfNOV0T5G8bqvju2CgJeAlxFrLEmxDtoKKiguXLl3PHHbfzg8nJzBpkI8VRX0EZbfVD4Us3vM9lV13Lg+NimT5tGvn5+R1RZCGEEKLTKi8vZ82aNdx2222aQFed6Ojo0L/z8/O57rrrMBqNTGvDelWnKMwaZOPeUQ5yEiL3J8dZdFzd38L/5EWTLA+qnZLD4eDaa6/l+PHjvPnmm6Htqqry3HPPEQwGuemmmzTHuFwuDh48yIkTJzTbd+3aFXHk1pIlS/jggw+Ii4vTTLcVPU+VJ8jr26sjBrqMetBFGPhZ41N5basTf7DjFy4QojOTkV1CtIOCggJUVaVfv34YdArjM8zkpZsoqAxQ5AzgCahYDAqxioubNn7O737yFjpFYcaMGdx66608/vjjodV/hBBCiJ7u2LFjoXq1OU6nk6VLl/LWW28BtHm9qigKgxKNDEo0UuYKcLjcT41PxahTSLTp6BdnQCfTFju9Rx99lLVr1/L000+zevVq+vTpw4YNG9i0aROTJ09m5syZmv23bdvGXXfdRW5uLq+//npo+7x58/j000+ZMGECqampqKrKrl272LBhA2azmd/+9rfY7fb2vjzRiawu9ODyaYNW/eIMXNHPQr9YAyqwu9TH0oNuipz1i2CU1gTZdsrLmFRZ4EKIpkiwS4h2ULdkdMOh8IqikBljIDOm/s/wzTcXkJmZyaBBgwAYPHgwmZmZfPDBB9xyyy3tW2ghhBCik4pUr0by3nvvdVi9Gm/VyzTFLio5OZn//ve//OlPf+LLL7/k888/Jy0tjYcffpgHH3wQna5lk2Muu+wyKisr2blzJ8uXL8fv99OrVy9uvPFG7r33Xvr379/GVyI6s0BQZV2hR7MtJ8HAPaMcoaC4AgxNMjEgzshfN1RxskHAa02hBLuEaI4Eu0SPdOeddzJo0CB++ctfarZ/+umnPPTQQ+Tm5rJu3bomj09KSeOrL5a1uHc2MzMTRVE4ePAgl19+eZP7zZ8/n/379zNkyJDQtmAwSH5+vgS7hBBCdGu+gMq2Yi/HKwK4AypGHSTb9YxOMeEwaYMLWVlZoXr1iiuuaPKcXalevdC2SXp6OsuWLWvrYvYYycnJ/OY3v2nRvnl5eezduzds+xVXXNHs51N0LXPmzGHRokXccsstPP3005rXnnzySd58801mzpzJ3LlzmTNnDgsXLgTAYDAQExNDTk4O1113HbNmzUKn03G8MkClRzuq6+oB1ojPF2aDwhX9LLy+rX6F0SPlfqo8QaLMkplIiEgk2CVEBM8//zxHTrv48pibHYdO8NXv7mXiw88TlVo7XULR6fjtqkomZZqZnGk+a9ArJiaGyZMn8+9//5s777wzLL9IZWUlRUVF7Nixg9dff52YmBjNa3fccQf79u0jOzu79S9WCCGE6EBuv8qyI27WRpjOA7DkgIsRvUxc2c8SGikVGxtLXl4e//nPf7jrrrt6RL36/PPP4/P5ACgqKuKmm27i+eefZ9SoUSiKgl4vo8iEaGupqal8+OGH/OIXv8BisQDg8Xj44IMPSEtL0+w7ZcoUnnnmGYLBIKWlpSxfvpxf//rXfPzxx/ztb3+jwqNN1BVn0ZEe1fTj+ZBEY9i2Sgl2CdEk+csQIoKDLitvHbFQGIjF7IgFwGSPwRKTgCUmAXNUHGdcQd7f5+LVrdV4A2dPEPnEE0+Ekpp+/PHHHDlyhIMHDzJv3jxuueUW8vPzGTFiBOPGjSM7Ozv039ixYxk1alSrJtSdM2cOOTk5/OpXvwp77cknnyQnJ4c5c+YAcPr0aX71q18xdepUhg0bxqRJk7jvvvvYvHlzq5VHCCFEz1TuDvLChiq+OOKOGOgC8AdhU5GXP6+r4ki5P7T9pz/9KcFgkIsvvpicnBweeeSRsHo1Pj6eO+64g1deeYXs7GwSEhJYvHgxBoOB66+/vkvVabGxsSQlJZGUlER8fDxQ25nWeJsQou0MGTKE1NRUli5dGtq2dOlSUlJSGDx4sGZfk8lEUlISvXr1YujQoXznO9/hhRde4KuvvgqN+mrobBNGIr0uKeqFaJoEu4SI4L+7amjpAid7Sn38Z0d1KH9IUzIyMliwYAF5eXn89re/Zdq0adxzzz2sXr2aX/7ylyxevJgrr7wy4rFXXXUVixcvxus9+3LmLVXXM+V2u0PbIvVMPfzww+zZs4e5c+eGeqJyc3OpqKhotbIIIYToeVx+lX9u1uagaXZ/n8orW5yh/dPS0pg/fz5JSUno9Xo+/PBD7r77bk296nQ6I9ZpN954I1FRUfzlL3+ROk0IcU5mz57NggULQj/Pnz+f2bNnt+jYCRMmMGjQIJYuXUqUSRu9KnMFOVXd9PfhnlJf2LYokzzOC9EUmcYoRAO+r0doRYpbDUk20q+3mYNn/Jyo0lZEu0p8bDrp5aKzJIlMTk7mV7/6VcQRVWvXrm3yuHvuuYd77rmnBVfQcunp6WzYsIGbbrqJ9957D6jtmUpISODw4cOUl5dTWVnJxo0bef3118nNzQ0dN2LEiFYtixBCiJ7n00MuTlUHw7b3jzeQEaWnzBVkd6kPf4Nd3H6V+bur+d7YKKC2Xh05ciR9+/bl+PHjPPDAA8yYMQOAxx57jJdffpnMzEyAsDrtySefBOCiiy5q2ws9i02bNnH77bcTFRUVSqQPtSs5X3bZZaGR1kKIzmHGjBn84Q9/oKCgAEVR2LRpE88991yzOfUa6tevH3v37qV3jAG7SaHaW//gsfSgizuG28MW3/AHVT497NZsS4vSE2ORYJcQTZG/DiEaONxgekSdugDWlf2sTM+28cPcKO4b7cBq1FZCK497wo7tzE6cOMHYsWM5cOAAJ06cAGp7pq655prQPjabDZvNxqefftqqo8qEEEL0bB6/yvoT2nolya7jkfHRfHtMFNcNtHHnCAc/nxRDToK2b/ZoRYCCyvD6+myjLTprnTZ//nzuuOMOqqqqcDqdHV0cIcRZxMfHM3XqVBYtWsSCBQuYOnXqOU0jVlUVRVEw6BTGpWk7yrcX+3h9ezVFX49gVVWVI+V+Xt7kpKBS29k+KVNWYhSiORLsEj2S3W6P2KDcfrwMg8Ue+rlfnIHL+2orEkVRyEkwMjNHmwy3oDJAYYTGd2fk9/s5deoUP/7xjwF49dVXKSwsZNOmTZrVIg0GA3PnzmXRokWMHTuWb37zmzz33HPs2bOno4ouhBCiG9hW7MXtrx/NoChw53AHqQ5tkvUos447RziINms7mNYUhgerZsyYwcaNGykoKAjVaXWjvKBz1mk1NTUsWbKEW2+9lcTERHbv3h22T3V1NQ6HowNKJ4RoSl1wfeHChS2ewljn4MGDZGRkADAxw4zZoP1+21Hs449rKvn18nKeXl7BCxu0+QoBYi06RvYyXdhFCNHNyTRG0aUUVvnZVOTltCuIL6BiMyr0jTUwOtWM1XCWrI4N9OvXj+XLl2u2+YMqh/buxNErK7RtSm8ziifyeUf0MvL+fkWzZPDRCj/p0Z3/z6qgoACbzcbo0aMZOXIkCxYswOFwMHXqVM2KVVCbL2zq1Kls2LCBzZs3s2LFCv7xj3/wv//7v8yaNauDrkAIIURX1vjBLTveQIoj8mqCJr1CbrqZTw/VT+E5VuGHVO1+DUdbqKoacbRFe9dpHr/KtmIv+8v8VHuDGHQKcRYdo1JMZMXU5hnr27cv/fr1Y+TIkXz++eehUR91Dhw4QN++fVu9bEKI8zdlypTQ6qiTJ09u8XGrV69m37593H333UBt0OqbQ23M21YdlkalwhM5H7DZoHDXCDsmfcuffYToiWRkl+gSDp7x8df1lfx5bRXLj3nYVeJjf5mfrad8LNrr4jcrKli0pwaXv2VZ5W+77TaOHTvGU089xZ49ezh8+DDzXn+DY6veY8Dlt4f2y2hm+V+dopDRKLDV0vc/H2+++SajR4/G769/QKiurmbo0KHcdtttmn03bNhATk4Oubm5vPDCC2HnOnr0KCaTiby8PO655x6qq6t5++23m+yZMpvNTJo0ie9///u89dZbzJw5k+eff751L1AIIUSP4W5UXzauTxvr3cL6tiWjLdqjTvMFVJYccPHrFRW8s6uGLSdrA167S32sKvDwwoYq/rSuitffeic0+uwnP/kJfr+f733ve+zZs4fjx48D8Mknn3Dfffe1Wtlasz0B8NJLL5GXl9eppoYK0db0ej1LlixhyZIl6PWRA/Ver5eSkhJOnTrFzp07efHFF/ne977HpZdeyg033BDab2iSiW+NsIeN8Iokyqzw4GjHWb8zhRAS7BJdwPoTHl7e5ORoRdOrk3j8KqsKPPxtQxUV7vBkt41lZGTw73//m2PHjnHvvfdy44038v67ixh95+Okj7kMgE3zniZ35GD++Mc/hh3/5JNPkpOTw/y/aBPNH92zlcGDB7dqo7ROXl4eNTU1rJu3gLJ/L+X0vz7gi2dfJiEqhu3bt+NyuUL7rl27luTkZK6//noWLlyoWSny0KFDnDlzhpqaGq6//nouv/xyzGYzVVVVLe6ZGjBgADU1Na1+jUIIIXoGY6MRCeUN6m41GMS14xBn5n/B6Vc/5PRrH1G5eAX24uLQCjJNjWioG23h8/laVKfNmTOH/Px8SktLw16rq+sbJ4jftGlTs3W9yxfk5U1VfH7EHRbUa2jfgUPs3bmd+JG16QOysrK4+uqr2b59O/feey/f+973APjhD3+oyad5oeraEzt27Aht27BhA4mJiefUnqizYMECrr/+ekwmmVIlehaHw9HsFOPly5czefJkvvGNb3D//fezdu1aHnvsMV544YWwANmQJBM/Hh/N5X0tRJnDv98SbDqmDbTy4/HRZMZIoEuIlpC/FNGp7Szxkr+7JuLqiJGcdAZ4ZauT710UddbekWHDhvHPf/4z9LOqqjyzslLT4I5JTOHLL79k69atWCwWADweDx988AHJKam4fNqCbfz0Xe644w7y8/M5ceKEZrnzC+EvryJ29QESzHZWvLOYjMwRoNez9vB6xkenscVfyJe//zuXP3wPhtgo1q1bR15eHjfeeCPz5s1j/fr1odUU8/PzUVUVl8vF66+/zhtvvEEwGMRgMITlMTtz5gw//OEPmT17Njk5Odjtdnbs2ME//vEPLrvssla5NiGEED1Psk3b37qjxMd0j5/g2h1UfbGZwBltfVRW7GWYbyPOxEQKx4wiaWx/ILxzq260Rd2/G4pUpxUWFqLT6VBVFbfbHVbXR6rH6xLKR6rrA0GV1zZXcvJ4OTafn4DJhMdhB114//KxVYtRgwF+cusV/JTavGWqqmIwGFixYgVVVVVcdtllTJkyJezYjIwM9uzZQ3l5ecT725x+/fqRnJzMunXrGDVqFADr1q3jsssuY+3atWzevJmJEyeGtjfVnoDaINmRI0dktLfoEebOnRu2SmJDDUc/zp07l7lz557T+WMsOq7sb+UbfS2cqApQ5Q2ifL09zaFv9r2FEOEk2CU6LX9QZcGe8EBXjFlhRC8T0WYdR8prpwQEG+xTVBVg+XE3l/e1ntP7KYrC2FSTZllfa1o25uoili5dGppmsHTpUnr1SsEXlUrDsWY23Hz6+cehHuIFCxbw/e9//1wvO4y3oITi597Ge6iQYaqDTccOcP2Z2iT6m6oOclPKEILRKaxdvYYRPjsx917Lli1beOyxx8jJyWH48OEsWLCA3Nxc/H4/7777LrGxsfh8Pt56663Q+zz88MO89957TJ06NbTNbrczcuRIXnvtNY4dO4bf7yclJYWbbrqJ73znOxd8bUIIIXqmMalmPj7kDtXxXo+fL55dzPDSgrAHuiKnn+qvO5ccpaXkLP2UgVHVkDUk4rmbGmkRqU7T6/X07t0bg8EQVtenpKSQmZmpOUddQvlIdb3vRClb3ttM/Jc7SWowRdBnsWAcN4TEKcOpdjjYdspLqdPL8bVLGDrrByQPzsOkV3hgtB2zQRexPm5tubm5rF27lgcffBCoHcF1//33EwwGWbt2LRMnTsTr9TbZnqgzf/58RowYQXZ2dpuVVYiexqBT6C2jt4S4YPJXJDqtHcU+qholZpzS28y1A6zodbUN4UuyoLg6wL+2OjldU9/Du7bAw6VZltB+LZWbbmbZEbcmeBY16lr+Ou8dsvKuxmZUePn1d3CMvpaiPZswGuv30+3/IpRkdsaMGfy///f/eOihh879whvwlZyh8Md/xXukCIBhhhj+WXOAgBrEQ5BD/ioGVenw+eED9QjBqmq+mvsSbreb8ePHA7X5S373u9/x+OOPs3r1aioqKjAYDPz85z/XNE6vvvpq8vPzQ43rGTNmcPDgQa699lquvfZaAPr37y/TFIQQQlywWIuOIYlGdpb4QFXp9+VyXAcOsVWv0Muhw27U4QmoFFcHcHq1bQGTHuJWb8QdpcI1k846eqLhaItHH32URx99NPTznDlzqKysJDc3lwULFoSCXfPnz2f27NmsW7dOc66GCeXr6vrvffe7VCxaTvWKbZQU+9A3mLpo1MOwqAD2QzvhyC5irp3A1ZeO5k9vLsHnqiJr4gyM1trgXLnDypTelrD6+PDhw2HX1L9/f4wNGyHnKC8vj2eeeQa/34/b7Wb37t2MGzeOYDDIvHnzANi6dWuT7Qm73U51dTUfffRR2DRPIYRoK0FV5UCZn1PVAXwBFYuhNjCYHiUj30Q4ydklOq21Jzyan7Ni9EwbaA0LYCXb9dw61K7ZVuFR2XPad87vGWvRcUmWRbMtI/caju3ewt+/2M+fP9nPgV1b6HXR1Zp94qw6dnzxbqiRPGXKFGpqali9evU5l6GOqqoU/fLvoUAXwHBDLG6CHLSr7I2BdKODWL2ZYYYY9tWUUXmogM0FB+kVHRfqjZ42bRrBYJAPP/yQ/Pz80IpO1113neb9rrzySnbv3k1FRQUAjzzyCDfccIPmv+Li4vO+HiGEEKKhqwdYMRsUYo8fJ/HAQQA8AZVjFQF2l/rYpo9l35DhFA0bWjsV8Gu9YwwoCrg+WkegwtnU6c/JjBkz2LhxIwUFBRQWFrJp06ZQnd5Qfn5+WF2/9Om/UL1iO06vGpbeoG+sAbvp6+Z2UKXi/VVUfbiGfcvfo+/w3FCgC2D9idoE7+1RH9fl7dq+fTsbN26kT58+JCQkMG7cOHbs2EFNTQ1r164lLS0tYnsCagN/qqqGtSeEEKK1uf0qnx12MXdlJf/Y7OS9fS4+Ouhm0V4Xf1lXxV/WV7H+hIdgS3PfiB5BRnaJTquwUpuQfkKGucmIfe8YAxnRegoaHFNYGWBo0rm/79X9LVR4gmz6+mezI5ZewyZybM2HgEqvoRMxO2JD+0ebFa6MLeGNHdt54a//B4DBYODaa69l/vz5TJgwIbSv6g+gBoIoJsNZex8qFq/Ete2gZltGXBJJHju7HD6cXg+jUrOwZmej23ecXlUWthUcZrNyilExvfCXV2GIjSIqKoqrrrqKBQsW8Oabb3Lrrbdy1VVXhU3zGDp0KHv37gUI/b8QQgjRVnrZ9dwx3M7q93dptgcMBg5cfinlvXuHth0bn0vq9h1M2r2JBKseUFH9QarX7CLm6rwLLkt8fDxTp05l0aJFqKrK1KlTiY+P1+xz6NAhtm/fzv/9X31df/mwi3j3y88YNvoqnF5tDjGTQSHOEt6vXPXZRp779o8o6N2Xf2yuD9addNaOVGhpfRwpWTyA6vOjqiqKsem2RlZWFikpKaxdu5aKigrGjRsHQFJSEunp6WzatIm1a9eGRnUBmvbETTfdxIIFCyK2J4QQojWdrgnwzy1OSmuaXoSssDLAO7tq2F7s4/ZhLVvZUnR/EuwSnZKqqmErGKVGNf9xTXXUB7tUVEpdAU46A1gNCtFmpcVDWxVF4ZYhNpZE6Tn2dfqu3hOms/2/vwdgxM0/Ce0bbdbx0Lho/v6Xl/H7/Vx88cWaazAYDJw+dAzP2t249hYSrKxdwVAx6jFnZ+KYOBzzoN4ojRLXqj4/Z97+TFsug57EB6YxYUWQPZUVVJx2c+uoSeicRiw5vRl6Ko5NvjL2eEq4pu8watbsIvrrB4Abb7yRO++8k88//5xNmzbxox/9qEX3QgghhGhL/RUXqquYw0aFmq9HRR0bn6sJdAFEWfVcevsEen/moWZDfQCoevUOoq/KDavjVVWlwlPbljDpa0du687SDpg9ezZPP/00AE888UTY6/n5+eF1fSCIXqejyucmoBoI6nQUjRhO8eAc+veJo1eKF+dXW6heow3oVS1dT8oP+4e9hyeghq1U2RLe46eoXrkD17aDBF21I+MVsxHrsH7YJw3H1Ccl7B7l5eWxbt06KioqNCtL5ubmsmLFCrZu3crs2bM1x0h7QgjRnircQV7a5NQsINacPaU+5m1zcs8oB4ZzTGcjuh8JdolOSVEUTHrwNhjcVVoTINWhb/KYkpog1b4gp6oDnK4JUlAZYMvJ2qmM8VYd49PNjEsz1U8nOMv7p0YZsAaN3JBjZVP0ZLa9WZsTZOi4CWQnmDkdZyAp3kiUIci7777LnDlzmDRpUugcqj/A9+9/kLd+/P+4JnUQZrMJqP3SVX0B3DuP4N55BENyHPF3XY0pPTF0bM2WAwROV2jKFHPjVOJu+gbjdWd4+umn8fv9XPrKP7AeOMWZt5cxMj6N/yvajJcgw43xeI+eDB2bm5tLVlYWP/vZz8jKygr14AohhBAdyXvsFA6TjuHJRio9Kqd8Og6MyMGmKJj0Cr3sOsammRmaZMSgU/BePFIT7ApWVhMod2KIiwKg3B1k3QkP6wo9VDbI+2kxKFyUamJChplke+S2xJQpU/D5atsNkydP1rxWt8BLw7retfUAlR+v48lNS/iscB95iUPYe/WVVGakA1DiCmJIiSfulsswpidRPv/L0Pl8J8uo2lUARGvex3iOD2dBp4vSt7/Cs/dY2Guqx0fNxr3UbNyLuV8a8XddhT6mfhRWXl5eqD3RMOn8uHHjePLJJ/F4POTlaUfNSXtCdCeVntrvi22nfJS7g6iA3agwKMHI+AwzKc08d4j2sXBvTcRAV4pDT7xVR2Gln4pGOZ73l/lZcczD1D6WsONEzyLBLtFppTr0HK2oj3atLfQwPDlycvSCCj+fHXZphrfajPUNxjJXkA8PuPjsiJtZg2yMTmlZknWdAhMzLUzMtHD3Zx8B9as8Lf16eOwXX3xBRUUFN954I1FRtY1t1een9KXFTI7NZEnBbq5JHdTke/iLz1DyfD5J370BU1YKAK6t+1ED9deij7HjGD8UqG2cut1u+vXrR2JiImpCAs4vtzAiIQNX0QZSdBbiq/0E3V7N+8yePZvnnntO03srhBBCdCQ1VFfVjsJOHJjMpVMTmtzfmJEcfg6XBzXWwYrjHj484CIQYQCA26+y8riHlcc9TO5tZtpAa9hIL71ez5IlS0L/bihSXV/y2S4SohK4OKU/Swp2cdnU60KBLoDSmiCHyv30jzNinzQc55db8JfWd2TtW74XhtYHi+KtunOaehOorKHq7x9gqHJR15nWFM+hExT/6R2SHp6NIb42wNa4PVEnNzeX6upqevfuTWpqati5pD0hujp/UOX9fS7WFHo0i1IBePwqqwo8rCrwkJNg4OYhdhwmGSHUEUqqA+wq0eZgTnHouXGwLbRaZVBV2VHsY8GemtDoYICVx91M6W0+58XKRPciCepFpzUuzaz5ed9pP18ddYflqDjjCvCzZWc0gS6Djoh5Mjx+lTd3VLO20BP22tk4HI6IeSny8/OZOHFiqPELcOadz/EcLGRKSn8OVJZyoLK02XOrHh+lf3+PwNfTHAPlTmgwtVEfH43/65FeGRkZ7N27N9QgVxQF68gBJKoGFsdN5eWY8ageH4pRG8v+9re/zd69e/n2t799ztcuhBBCtIXGdZW/rAo12PR0lUBZZfg5zEY+OezmvX2RA12NrTjm4a2dNRFzXp1LXV+XHL+urnem6Ii3atse83fXUOYK1NbVI+qnLZbUBCgs1I7gzk1r+WrHajBI2b8+IFBacfad68pb7uT0399D9dd2JDZuT9RJSUlh7969fPLJJxHPI+0J0ZX5AiqvbHGyqiA80NXY3tN+/m9DFWdcgeZ3FG1iTaPnNYtB4cExjlCgC0CnKIzoZeKO4eGLle0uPffFykT3IiO7RKc1speJDw64NCsbvb/fxaaTXsakmHCYFI5WBHhnVzWFVdpKKMmmbzY3x4I9NfSy6+kT2/SfwLksZd6Q72QZNev3AJAdk8xn1z6ENxjAcckobGNy0FnNeA4UUPX5Zvwl5aHjgtVunF9uJmb6JAiq6KxmgpXVACg6HTXr9xB9VR6KIXxItYqqOReqijElPmw/IYQQojMxpGhHcQWdLty7jmAd1i/i/tWrdmh+VswmdnlNfHrIfU7vu+WklxS77rzr+trC1rZPauv67xM/IAdXopn397tCu5TWBPn96kpGp5joX6USdPo57Qri9KooUdpOusadfM1x7zisSVcAoLOZcUwdjXVoX9DpcO86QtUXmwlW1YT28Z0so2bjXux5Q1r8XkJ0J/P31HCgzN/i/c+4gryytZq7smWVv/Z24Iz29zQuzYSjiXQ0A+KN9I7Rc6zBrKADZX6GNTErSPQMEuwSnZbZoDBtoJV3dtVotp+oCnCiqrYh6Q2onHBqA102k8Idw+1M7m0h2lwbEPvqqJudDYbBqiosO+Lm3lGtv4JQ9crt2g0GA1F3X0vMkP6h5LCGpFhsYwdR+vJiPAcK649ds5Poq/PQRdkwJMfhP1UGgL/ciaGimvIFXxJ741RNQns1GKQ8/0tUX32FoJgM2HKlISuEEKJzM6YlYExPxFdYPwK6fMGXGFMTMCTEaPZ17y/A+dUWzTbrRTl8djS8935smolJGWZSo/SUuYKsLfSw4rhHM/Lry2MeJve2YDqPhPAAOocVGnQ0ufceY8KobDae9FLUoBPOH4T1J7zUrDqIo8GDmM9mDf37yn5Woswtn3DhbNTW0MfYSX7kZk1OLmNKPLbcwZT8+R3N9Mnqldsl2CV6pIJKP5uKtGk+dApclGpiRC8TBl1tgGRVgUfT2V5cHWDzqSBXSj9yu6pptMJt/7jmQxf944yaYFe1r2VJ7UX3JdMYRac2Ls3M1f2bTi5YUhOg4SwEs0Hht9+IZVq2LbTyUt9YA98a6eDiLG2P6d7TPspaeViyqqrUbNIuE+64eCSGtPD8I4rRQOxNl2q2BWs8uPcewzI4C73DWtuQBgKnKwjWuKlevZNTz7xB1bJNuHYdpuqzjRT+5AXcOw5pzmMZ3AdTRlKrXpsQQgjR2hRFwTF5hGZb4IyTU7/9N2f+uwzXtoPUbNhD6T/fp/SFhah+7cNL2fDBFDXq9JqebeXmIXbSow3oFIVEm57rBtq4e6S2g8vlU9l6Svvgey4sg7O059u0D06Xc+9IB0l2bRM75ngBjuISzbaKjAwAJvc2c0lWy0d1BSpr8Ow7rtkWfe0ETaCrjt5hJeZ6bbJ97/FifMVnWvx+QnQXqwu00+LMBoXvj4vipiF2chKM9I8zclV/Kz+ZEB32N7z+VCDi1GfRdhrn23L5m7//jV+XfF1Cgl2i0/tGXyu3D7cTZw3/uJ521Td646w67hxuY0SvyA3GK/tZsTRI/KqqsO1U687lVl0egjXaitQ2JrvJ/Y3JcZgytcl2/aUV2McNRjHqaxPWfz0azL3zMP7ScvwlZ6h4byWnX1pM6T/fo3r1Ts3xislI4oPXt9IVCSGEEG3LNm4Qpt7aulD1BahevZPT//qQsn9/gnvH4bDjzHmD2EGUZluiTcfkzMjtgJwEIzkJ2pEBFxLsso8fiqJvMNI6EKT0rwsw7j7A98bYuSjVhMHvp9fOXQz85DPNsV6bDX9OH2YPtjF9oDU08rsl/GWN8nQpCrbRA5vc3zKkD4rZqNl2Lrm+hOgO/EGVLY3+3i/ubSYjOny0kMOk44Ycm2ZbqUuloEpyd7Wnxs9+W5t5bvMHVXYUa3+/kfI3i55FpjGKLmFkLxPDk43sO+1nY5GH064g/iDsK1OIs+hItukxGxRy05seBWbSKwxKNLLlZP0XYYWndYe3qhEy4+rsFlCbzg2gszVqlPsD6OwW7HlDca7YhnlABp79x1H9ATz7C/Ae0qNYjARdXmicxFdRiLv9CswD0hFCCCG6AkWvJ+G+6ZT+bSG+k2UtOsYyvD+668ZTXqCtB4cmGZsNHI3oZWLv6fo6uSLCkvYtpY+yYRs3iOo1u0LbApU1lM37GJ3VzNT4KHJPnqG43EOFPohfUVCoHU2SOOMibp4Sd34jDxq1NRSTMSzRv+Z1nQ6dzUzA0yCdQ0Ae2kXPUuEO4mv0sW8uT96AOAMxZoUKT/1ooZKaIL1jmjxEtLLRvUwcbJBfbU+pjx3F3rA8XKqq8vFBF06vdmTXqBTJ19XTSbBLdBk6pTZYNSixvnfytCugqbiMZwngN3490MqjkXVWc+3q3w3O6zl4AvqFL5UOoPr8eI8Va89hrw3YRU+fiPdYbfJZxWjAc/hE7fLqgQBqdXgjVbGaib5iLIkPTG+dixFCCCHaiT7aRtLDsylf8BU1m/fR1DJpitlI1NTROK4YS0VlJY33Mp4l/5axUXDpQtsBMddPqZ0WWKhddTno8hAs9GAE0qMMpDcYgGYZ1peEG8ahnOcUG51N27Gnerx4C0sxpSdG3N9fVkngjLPZcwjR3UVK3xRtbvpvUFEUosw6KjwN8u+19oODaNbIXibe3+/C3WB64uvbqxmb6mNcmpl4q46CSj8rj3vY32jRgX5xBnrZwxf1Ej2LBLtEl+Yw6TjTYCrjgTI//eKMEfcNqmrYqh4OU+vO5VYMekx9UvEeLgptc36xGWOfKyLuX71mJ0FXo/wBA2pzeOhMRhK/fT2nX12CZ38B1pEDCFZW4y8+Q6DaXduzq9eht1swJMdjnzyMhDuv1iSvF0IIIboKnc1C/B1XEj1tAjVrduHefYSA04WiU9DHRGEdNQDb2EHoLKZQ7pzGK3MdKPNzZeSFHAHYV6adBhPVxMpeLS6zxUTSd2dy+pUP8Bw6cdb9raMHEn/bFRdUVxt6xaGLshGsqg5tq/psAwl3XR1x/6rPN2l+VsxGjBmRO+GE6K6shvA2/7GKQJMrs7v9KqcadS5bjZIDqj2ZDQqX9bXwQYMVblW1dsGP9SeanoKuKHBlPwnoCwl2iS4uJ8HImgbJJlcVeJiUacYeofG6scirCYzVHd/aHJOGU9Yg2OUrKMb71jKib78aQ2xt167qD1C9ZicVi1dojjVnZ2JIig39rLNZSPzO9bi2HMC5Yhvew0VhCWgtOZnYJ4/AMrTvOeX8EEIIITojQ2wU0VfnEX113ln3zUkwaB56jpT72V/mY2B8eP1eWhPQpDIAyE648Kawzm4h8aGZuDbtw7lyO94jJ7U7KGAZlIVj8gjMg7MuuK5WdDrsE4ZStXRdaJtr837KHdbaFZ2/HrUVdHupWraR6hXalRvt4wajM7d++0eIzizarBBv1VHW4Fngq2Nu+sRGXpl9baEnbNpj7xh5dG5vF/c2c6o6wIZmgluNzRpka3Lwg+hZ5C9WdGnj002aYFeNT+VvG6u4IcdG/zgDiqLg9qusLfTw8UGX5ti0KD29o1t/eKt15AD0768iUF4/ZcC78ygnn34Nc780dDYznsNFBJ2usGOjLhkVtk3R6bCNycY2Jhtf8Rl8J0pRPT4UiwlTZjKG+OhWvwYhhBCiKxiSaCTKrFDVIK/O69uquW6glTEpJox6haCqsqvEx+J9Lhou5qjXQW4zOXvOhaLTYRs7CNvYQfhOluErKkX1+tFZzRgzkzHERZ39JOfAMXEYVcs2gaf+AdC5fBvVa3Zi7p8OOh2eg4WonkYJnXUK9ikjEKKnURSFvHQzSw7Ut793FPv48ICLK/paQlOgVVVlY5E37LkhJ05HjFlmT7Q3RVG4abCNWLOOZUfcTc1wB2pH3s0aZGNkL8nVJWpJsEt0aWlRBrITDOxrkGy2uDrIy5ucxJgVos06TlYHwnpmAC7JsrTJSCjFoCf+zqso/VujJdLVIJ6DhU0eZ580DHOjZcwbMybHYUyOa62iCiGEEF2aXqcwJdPChw0eYN1+lfm7a/hgv4tke+1IjsaJiwHGpJiIaoOHV2NKPMaU+FY/b0P6GAdxN13KyVc/0GxXfQHce441eVzs9ZOlHSF6rHFpJpYdceNpkAPqiyNu1hZ6GJxoxKiD/WV+zeivOrmpkv+poyiKwpX9reSlm1l7wsPGE17ONFhcJC1Kz/h0M6NTTJgjTFcVPZcEu0SXd9NgOy9sqNJ86QFUeFRNUsmGctNNjOrVdsNbzf3SSLhvOqdf/RDVc/Zht/aJw4iddYlMQxRCCCHO0cVZZg6X+9ldqh3F5ParHKuI3A5IjdIzPdvWHsVrM7Zxg7CXl+P/aGNtIpuziJkxCcfFo9q+YEJ0Ug6TjhtyrLy9s0az3eVT2VTUdHt9QoaZfjEtn0Yn2kaMRceV/axc0deCNwC+oIrFoGA4z8U+RPcnYzFFlxdj0fHtixz0srfs4zwxw8ysQbY2DyxZBvWm109uxTZhGIopclzZ3D+dhPuuI/bGqZJYXgghhDgPOkXhjuF2hie3rBMrK0bPA6MdWLrBCADzuEEk/c9NWEcNhEgPfErt6o9JP7iRqEvHtH8BhehkLko1M3OQjZY+BoxLMzEj29q2hRLnRFEUzAYFh0kngS7RrG41squmpoZPPvmEZcuWsWfPHoqKijCZTAwaNIhvfvObTJs2raOLKNpIvFXPw7nRrDvhYU2Bh+Jq7SgvRYHBiUYmZ5oZECFpbVsxJMQQd9OlqFOGYikoI3CmCjUQRG+3YB6YiTE1od3KIoSQekKI7sqorw147SzxsarAw4FGy9ADpEfrmZhhZkyKCX03ekAyZSaT8K2rCVRW4955mEBlNaigi7ZhGdyn1fOFCdHVTcgwk+LQs+ywi72nw78roHb05yW9a6fGCSG6pm4V7NqwYQM//elPiY2NZcKECVx55ZWcPn2aTz75hEcffZTNmzfz+OOPd3QxRRsx6RUmZ1qYlGHmeGWA0poAviDYjAqZ0QZiLR03ckpnMWEbO0imKQrRwaSeEKL7UhSFYckmhiWbOF0ToKAqgNuvYtRBikNPqkPfrethfbQd+4RhHV0MIbqEvrEG7hsdRWlNgO3FPircQQKqSpRJR06ikd7R9d8XagumCQshOh9F7UZ/vXv27GH//v1cffXVGI31o3dKS0u5+eabKSws5J133mHEiLZZhUZVVcrLy4mNje3WjamWkHtRT+6FltyPenIv2l9H1xOtRT47cg/k+nv29YPcA9E+5HMm90Cuv2dfP3Tde9CtkgQNGjSI6dOnax5gABITE7nlllsAWL9+fUcUTQghRCcg9YQQQgghhBDdX7cKdjXHYKidsanXy7KxQgghwkk9IYQQQgghRPfQrXJ2NSUQCLBo0SIURWHixInN7nshszrrju1GM0PPm9yLenIvtOR+1GvPe9GVhhx3hHOpJ6DjP7/ydyT3QK6/Z18/tM09kLpCCCFEd9Ejgl1//vOf2bdvH7NnzyY7O7vZfSsqKi640VBRUXFBx3cnci/qyb3QkvtRrz3uRVxcXJu/R1d2LvUEtE5d0Rrk70jugVx/z75+aN17IHWFEEKI7qJTBrvy8vIoLy9v8f7z5s0jLy8v4mtvv/02L730EkOGDOGXv/zlWc8VExPT4vdtTFVVKioqiImJ6fE9Y3Iv6sm90JL7UU/uxfnryHoCLqyuaA3y2ZF7INffs68f5B4IIYQQzemUwa5p06ZRXV3d4v0TExMjbp8/fz5PPPEE2dnZvPLKK9jt9rOeqzUaC4qiSKPja3Iv6sm90JL7UU/uxbnryHoCOs9UH/nsyD2Q6+/Z1w9yD4QQQohIOmWw6/HHH7/gc+Tn5/P4448zYMAAXnvtNRmWLYQQ3YjUE0IIIYQQQoimdMvVGPPz83nsscfo168fr732GvHx8R1dJCGEEJ2I1BNCCCGEEEJ0X90u2PXOO+9oHmASEhI6ukhCCCE6EaknhBBCCCGE6N465TTG87V69Woef/xxVFVl7NixvPnmm2H7DB48mMsvv7wDSieEEKKjST0hhBBCiM5uzpw5LFy4kFtuuYWnn35a89qTTz7Jm2++ycyZM5k7dy4ARUVFPP/883z11VeUl5eTlJTEZZddxkMPPSRpGkSP1a2CXUVFRaGl4N9+++2I+8ycOVMeYoQQooeSekIIIYQQXUFqaioffvghv/jFL7BYLAB4PB4++OAD0tLSQvsdP36cW265hT59+vDcc8+RkZHB/v37efbZZ1m+fDlvv/02sbGxHXQVQnScbhXsmjVrFrNmzeroYgghhOikpJ4QQgghRFcwZMgQjh8/ztKlS5kxYwYAS5cuJSUlhczMzNB+Tz31FEajkVdeeSUUFEtLS2PIkCFcccUV/PGPf+Spp57qkGsQoiN1u5xdQgghhBBCCCFEVzd79mwWLFgQ+nn+/PnMnj079HN5eTkrVqzgtttuCwW66iQlJTF9+nSWLFkSGtUuRE8iwS4hhBBCCCGEEKKTmTFjBhs3bqSgoIDCwkI2bdoUGuUFcPToUVRVpX///hGP79+/PxUVFZSVlbVXkYXoNLrVNEYhhBBCCCGEEKI7iI+PZ+rUqSxatAhVVZk6dSrx8fEtPr5uRJeiKG1VRCE6LRnZJYQQQgghhBBCdEJ1UxkXLlyomcII0Lt3bxRF4cCBAxGPPXToEDExMbIio+iRJNglhBBCCCGEEEJ0QlOmTMHn8+Hz+Zg8ebLmtbi4OCZNmsR//vMf3G635rWSkhLee+89rrnmGhnZJXokCXYJIYQQQgghhBCdkF6vZ8mSJSxZsgS9Xh/2+uOPP47X6+W+++5j/fr1FBUV8dVXX3HvvffSq1cvHnnkkQ4otRAdT4JdolsrKSnhf//3f7niiisYPnw4EydO5NZbb+XNN9/E5XJp9n3xxRcZPHgwL7/8cgeVVgghhBDdgbQ/hBCtyeFw4HA4Ir7Wp08f5s+fT+/evXnkkUe44oor+NWvfkVeXh5vvfUWsbGx7VtYIToJSVAvuq3jx49z6623EhUVxSOPPEJOTg5+v58jR44wf/58kpOTueyyy0L7L1iwgPvvv5/58+fz4IMPdmDJhRBCCNFVSftDCHGh5s6d2+zrL7zwgubn9PR0nnnmmbYskhBdjgS7RLf15JNPotfrmT9/PjabLbQ9JyeHq666KrQ6CcC6detwu9384Ac/YNGiRaxfv55x48Z1RLGFEEII0YVJ+0MIIYToeDKNUXRLZ86cYeXKldx+++2ahmZDDRM15ufnc91112E0Gpk2bRr5+fntVVQhhBBCdBPS/hBCCCE6Bwl2iW7p2LFjqKpK3759Ndvz8vIYPXo0o0eP5tlnnwXA6XSydOlSrr/+egBmzJjBxx9/jNPpbPdyCyGEEKLrkvaHEEII0TlIsEt0a42X2c3Pz2fRokUMGDAAr9cLwHvvvUdmZiaDBg0CYPDgwWRmZvLBBx+0e3mFEEII0fVJ+0MIIYToWJKzS3Q6QY8Pf8kZVLcXxWLCkBSHzmw8p3P07t0bRVE4dOiQZntmZiYAFosltG3+/Pns37+fIUOG1JchGCQ/P59bbrnlAq5ECCGEEN2BqqoEyioJVFSDoqCPtqGPjw4Lakn7QwjRFFVVCZRWEKiqqf0eiXVgiIvq6GIJ0W1JsEt0Gt7jp6heuYOaTXtRfYHQdsWoxzYmB/vk4Zgyklt0rri4OCZNmsQbb7zBHXfc0WTejL1797Jjxw5ef/11YmJiQtsrKyu544472LdvH9nZ2Rd2YUIIIYTokoIeHzUb9lC9Yhu+k2Wa14xpCdgnDcd20aBQp5y0P4QQjQVr3FSv30P1yu34S8o1r5l6J2OfOBzbmGwUozyaC9Ga5C9KdDg1GKR84VdUr9ge+XVfgOq1u6heuwvH5BHEzJyCojv7DNwnnniCW2+9ldmzZ/Pwww+Tk5ODoihs376dQ4cOMXToUPLz8xkxYkTElY9GjRpFfn4+v/jFLy74GoUQQgjRtXiPneL0Kx/UjuaKwHfiNOXvfEHVJxtIuO+6UIectD+6vvXr17Ns2TJ27NjBrl27cDqdzJw5k7lz557X+ZYvX87LL7/Mzp07UVWVYcOG8eCDDzJlypRWLrnobDwHCjj96hKC1e6Ir3uPFeM99hlVn24g4b5pGFPi27mEQnRfkrNLdChVVSl7Y2mTga7GnCu2UfbGUs2y3U3p3bs3CxcuZOLEifzhD3/g+uuvZ/bs2bzxxhvce++9fP/732fx4sVceeWVEY+/6qqrWLx4cSi3hhBCCCF6Bu+xU5T8dUGTga6GAuVOSv5vAd7jpwBpf3QH8+fP55VXXmH79u0kJ7dsVkFTFi9ezP3338/+/fuZOXMms2fP5tChQ9x///0sXry4lUosOiP3vuOUvvRuk4GuhvylFZQ8n4/vVNlZ9xVCtIyitiRqIFpEVVXKy8uJjY0Ny+HQ07T0XlR9vomKxSsjvqazmgm6PBFfi7l+MlFTR7dKWduafC605H7Uk3shzpd8duQeyPW33fUHXR5OPvMGwaqasNcUQ20/seoPhr2mj7HTa84d6CymVi1PU3r6Z6Atbd++HYvFQr9+/di+fTu33HLLeY3sqqio4PLLL0ev17Nw4UJSU1MBKC4uZtasWXg8Hj799FPNVNbORj5n53cPApU1nJr7RsRnGcWoh6CKGgj/HjEkxdLrp7ehGPQXXO7W0tM/Az39+qHr3gOZxig6jOoPULVsk2abYtARddlY7BOHo4+2EaisoXrVdqo+26BpWFYt24Rj8ohOVREIIYQQouurXrc7LNBl6pNC9NV5mLNrE8179hyj8qM1eI8Vh/YJVFRTs2EPjskj2rW8ovUNHz68Vc7z0UcfUVlZycMPPxwKdAEkJydz11138Yc//IGPPvpIFiTohqpXbQ8LdJn7pxN9dS6m/umgqrh3HaHyg9WafID+knJcWw9guyinvYssRLcj0xhFh3FtO0jQ6dJsi7/nWqKvzkMfXZvQVR9tI/rqPOLvvlazX7CqBtf2g+1WViGEEEJ0f6qqUr1im2abqW8KSQ/NwpJTu9KioihYBmeR9PCNmHprp7hVr9zeolQLomdYt24dAJMnTw57rS5fV90+TVFVtcP/6yzl6Cr3IOj341y1HVBD/5lzepPw3etrA10AioJlaF8Sf3gThl5xmn2dK7Z1+PXKZ0Cuv63vQXuQkV2iw7i2aYNV5n5pWIf0jbivdWhfTH1T8R4uanD8IWyjZaUiIYQQQrQO/8ky/KUVmm0x102MOJJcMeiJvnYCpS++G9rmO1mGv6QcY3Jcm5dVdH5HjhwBICsrK+y1um1Hjx5t9hwVFRXt9mB4tnL0dC29B74jJ3GVlmu2mS8eSkVlZcT9lQmD8bz9eehnz96j6AuK0Dms513WttDTPwM9/fqhde9BXFzb15MS7BIdJlDp1PxsGd6v2f2tw/ppgl2BCmczewshhBBCnJtAubZtobOaMfVLa3J/c3YmismA6vXXn6OiWoJdAgCns/bzFBUVFfaazWZDr9dTVVXV7Dk6Op+XqqpUVFQQExPTpXL1tKZzvQc1aglec33uPn1cNImD+zd9/okj8S3S5jB2KAZMsbHnXebW1NM/Az39+qHr3gMJdomO07iT6mx/OPrGs247vpdLCCGEEN1YS9r0jdsvnWAUjoC8vDzKy8tbvP+8efPIy8truwKdp87yYFk3hbcna+k9UBr8L4CiP8txeh2Nv2wUOt/97umfgZ5+/dD17oEEu0SHqcvLVcez+whRl4xqcn/3riONjre3QamEEEII0VPpGrUtgjUefMeLMfXuFXF/7+EiVI9Ps03aJ53DtGnTqK6ubvH+iYmJrV4Gh8MBQFVVVdiUnZqaGgKBQMRRX6Jra/yM4y+txHeqDGOv+Ij7N37GiXQOIcS5k2CX6DCWIX1xbTsU+tm99zieg4WY6xI3NuA5UIBn33Ht8YP7tHURhRBCCNGDGFPj0cdHESirn1pW8cFqEr89A0WnHWGuBoNULlmj2WZIjPk62bToaI8//nhHF4E+ffqwY8cOjh49GhbsqsvVFSmfl+jaTFkp6GxmgjX1qzFWLllD/LeuCRsVo/oDVC1dr9lmzEiSoLkQrUBWYxQdxjYmG53VrNlW+vf3cH61haDbC0DQ7aXqyy2U/uN9zX46mxnbGElOL4QQQojWo+h0OCYM02zz7DvO6b+/h/f4qdA277FTlL60GM+BQs2+9knDu9QUD9G2xo0bB8CKFSvCXlu+fDkAubm57Vom0fYUowH7+KGaba6tByl79UN8J0qB2hxInkMnKHlhAd7jxZp9HZOGt1tZhejOZGSX6DCK0YDjkpFUflS/5LLq8VG+cDkVi1eij3MQOONEDQTDjnVcPBLFKB9fIYQQQrQu2/ihVC3bRNBVPyrDvecY7j3H0EXVTi0KVtWEHaezW7DnDm63corOw+VyceLECaxWK2lp9QsaXHPNNfz+97/njTfeYPbs2aSmpgJQXFzMvHnziI6O5uqrr+6oYos2ZJ8yAueKbZrFK1zbDuHadgh9jB3VHyBY7Q47Th/rwCod+kK0CokWiA4VdcU4vEdP4d6tXXZZDQTxl0ZentcypA9RV4xrj+IJIYQQoofRO6zE330Np19eHNbhFinIBaAYdCTccy06m6U9iija2IYNG8jPzwegrKwMgI0bNzJnzhwA+vXrx4MPPhjaf9u2bdx1113k5uby+uuvh7bHxMTw+OOP89Of/pSZM2dy3XXXoSgKS5YsobS0lN/97ncdvtqiaBuG2Cji77iS0//6MGxNrUBF5FxyitlIwr3XojMZ26GEQnR/EuwSHUrR1TYOy978FNfm/Wfd3zp6IPG3Xh6WN0MIIYQQorVYsjNJeHAGZa8u0YzwikRnM5Nwz7URc46KrunYsWMsXLgwbNuxY8eA2qmHDYNdzbn++uuJi4vj5ZdfZsGCBQAMHTqUuXPnMmXKlNYtuOhUrMP7k3DvdZS9sTRsIYvGdFE2Eu+fhikz8mIYQohzp6iqrI/cWlRVpby8nNjY2B6fr+Fc74Wqqnj2Hce5YhvunYe1PSAKWIb2xTF5BObszC53b+VzoSX3o57cC3G+5LMj90Cuv32uP1BVQ/WanVSv2kGg3Kl5TR/rwD5xGPYJw9A7rG1Whqb09M+AaB/yObvwexCocOJcuZ3qNbvCRocaEqOxTxyOPW9Ipx0Z2tM/Az39+qHr3gMZ2SU6BUVRsOT0xpLTm0BlDb6iUlSPD8VsxJiaKMvvCiGEEKLd6aNsRF8xjqjLLsJXUEKgsnb6kT7GjjE9SUaaCyHOSh/jIObaCURfmYu3oJig0wWKgj7GgTE9sUsFD4ToSiTYJTodfbQNfXTvji6GEEIIIQRQm3bB1FumFwkhzp9i0GPuk9rRxRCix5DuKCGEEEIIIYQQQgjRbUiwSwghhBBCCCGEEEJ0GxLsEkIIIYQQQgghhBDdhgS7hBBCCCGEEEIIIUS3IcEuIYQQQgghhBBCCNFtSLBLCCGEEEIIIYQQQnQbiqqqakcXQgghhBBCCCGEEEKI1iAju4QQQgghhBBCCCFEtyHBLiGEEEIIIYQQQgjRbUiwSwghhBBCCCGEEEJ0GxLsEkIIIYQQQgghhBDdhgS7hBBCCCGEEEIIIUS3YejoAnRF69evZ9myZezYsYNdu3bhdDqZOXMmc+fOPa/zLV++nJdffpmdO3eiqirDhg3jwQcfZMqUKa1c8rZRUlLCn/70J7788ksqKipIS0tj+vTpPPjgg5hMphafJycnp8nXHn30UR588MHWKG6r2LZtG88//zxbtmzB5/MxYMAAvvWtbzF9+vQWnyMYDPKf//yHt99+m6NHj2Kz2cjLy+ORRx6hT58+bVf4Vnah92Lt2rXcddddTb7+9ttvM2rUqFYqbdt599132bhxIzt27GDfvn34fD6eeeYZZs2adU7n6S6fC9F+ampq+OSTT1i2bBl79uyhqKgIk8nEoEGD+OY3v8m0adM6uohtrrXr5c6sNeqfrqq1vme7qlOnTrFkyRK++uorDh06RGlpKTExMYwZM4b777+fkSNHdnQRRTcn9Y3UN1LfSH3TleobCXadh/nz57Nw4UKsViupqak4nc7zPtfixYv5yU9+QlxcHDNnzkRRFJYsWcL999/Ps88+y4wZM1qx5K2vpKSEm2++maKiIi6//HL69OnDxo0bQ1+ML7/8MjpdywcQpqenM3PmzLDtY8aMac1iX5C1a9dy3333YTQaue6664iKimLp0qX8+Mc/prCwkO985zstOs8TTzzBf//7XwYMGMAdd9zB6dOn+fDDD1m5ciVvvfUWAwYMaOMruXCtdS8AcnNzyc3NDduekpLSmkVuM3/+858pLCwkLi6O5ORkCgsLz+s83eFzIdrXhg0b+OlPf0psbCwTJkzgyiuv5PTp03zyySc8+uijbN68mccff7yji9mmWrNe7sxa8zu3K2qt79mu6vXXX+fvf/87vXv3ZuLEiSQkJHD06FE+/fRTPv30U/7whz9w7bXXdnQxRTcm9Y3UN1Lf9Azdpr5RxTnbtm2bum/fPtXv96ubN29Ws7Oz1Z/97GfnfJ7y8nJ17Nixal5ennrixInQ9lOnTqmTJk1Sx44dq5aXl7dm0VvdT3/6UzU7O1v997//HdoWDAbVn/3sZ2p2draan5/f4nNlZ2erd9xxR1sUs9X4fD718ssvV4cNG6bu3LkztL2qqkq97rrr1CFDhqiHDx8+63lWr16tZmdnq7fddpvq8XhC21etWqXm5OSot99+e1sUv1W11r1Ys2aNmp2drf7lL39pw9K2vZUrV6oFBQWqqqrqSy+9pGZnZ6vz588/p3N0h8+FaH+7d+9WFy9erHq9Xs32kpIS9dJLL1Wzs7PVrVu3dlDp2kdr1cudWWt953ZlrfE925V9/PHH6vr168O2r1+/Xh06dKiam5urqTuEaG1S30h9I/VNz9Bd6hvJ2XUehg8fzsCBA9Hr9Rd0no8++ojKykruuOMOUlNTQ9uTk5O56667qKys5KOPPrrQ4rYZp9PJhx9+SGZmJrfeemtou6Io/OhHP0Kn0/HOO+90YAlb35o1azh27BjTpk1jyJAhoe0Oh4Pvfe97+P1+FixYcNbz1N2X//mf/9FM9ZwwYQKTJ09m/fr1HD58uPUvoBW11r3oLiZOnEh6evoFnaM7fC5E+xs0aBDTp0/HaDRqticmJnLLLbcAtdMuurPWqpc7M/nObZ3v2a7syiuvZOzYsWHbx44dS15eHuXl5ezdu7cDSiZ6CqlvpL6R+qZn6C71jQS7OtC6desAmDx5cthrdfm66vbpjLZs2YLX62XixIkoiqJ5LTk5mezsbLZu3YrH42nxOSsrK3nnnXd48cUX+e9//8uRI0daudQXprnf2aRJkzT7NGft2rXYbLaI0zPrzt3ZGwutdS/qHDlyhHnz5vHyyy/z/vvvU1ZW1joF7UK6w+dCdC4GQ222gu7cKO8pWvs7V3QvdX/rdf8vRHuT+qb7kPpGNKcr1Tedv4TdWF0gJysrK+y1um1Hjx5tzyKdk7qyNZU0Oysriz179nD8+PEW5xnas2cPjz32WOhnRVGYPn06Tz/9NFar9YLLfKGa+53FxMQQFxd31t9ZTU0NJSUlZGdnR2wQ1N3Pzhboa6w17kVD77//Pu+//37oZ4vFwsMPP8z9999/wWXtCrrL50J0HoFAgEWLFqEoChMnTuzo4ogL1NrfuaL7OHHiBKtWrSIpKYns7OyOLo7ogaS+6V6kvhFN6Wr1jQS7OlBdQsOoqKiw12w2G3q9nqqqqvYuVovVlS1S+aF2qGvD/c7m3nvv5ZprriErKwtFUdi1axd//OMfWbx4MYFAgOeee651Cn4BmvudQe01nzx5stlz1N2PuvsT6RwN36uzao17ARAfH89Pf/pTpk6dSlpaGpWVlaxdu5bf//73PPvsszgcDr75zW+2atk7o+7yuRCdx5///Gf27dvH7Nmzu0SDRDSvtb5zRffi8/n46U9/itfr5cc//rGMqhEdQuqb7kXqGxFJV6xvemywq26uaUvNmzePvLy8titQB+os9+JnP/uZ5ufx48fz6quvcv311/PBBx/w3e9+l4EDB7b6+4qONXDgQM3v1Wq1MmPGDAYNGsSsWbN4/vnnufnmm89pVU8huqLW/C5+++23eemllxgyZAi//OUvW6mEbauz1EVCdBXBYJBf/OIXrF+/nptvvpkbbriho4skugipb6S+EeJcdNX6pscGu6ZNm0Z1dXWL909MTGz1MjQc+RQXF6d5raamhkAg0GREvTWd772oK1tTI7fO1ivQElarleuuu44XXniBTZs2dXiw62yj1ZxO51mvt+71pkbo1G1vaoRPZ9Ea96I52dnZjBw5kg0bNnD06FH69u173ufqCrrL50Kcv9aql+bPn88TTzxBdnY2r7zyCna7vbWK2KY6Q73cmbX1d67oWlRV5bHHHmPx4sXMmDGDp556qqOLJLoQqW+kvmmO1Deioa5c3/TYYNfjjz/e0UWgT58+7Nixg6NHj4YFu+rmQUeaK93azvde1JWtqRxCR48eRafTkZmZeb5FAwjdG5fLdUHnaQ11eZOOHj3KsGHDNK9VVFRw5swZRo8e3ew5bDYbSUlJFBQUEAgEwoaA1t3PpnKhdRatcS/Opu5373a7L+g8XUF3+VyI89ca9VJ+fj6PP/44AwYM4LXXXgurWzqzzlAvd2bt8Z0ruoZgMMgvf/lLFixYwLRp05g7d66MfhbnROobqW+aI/WNqNPV65uuU9JuaNy4cQCsWLEi7LXly5cDkJub265lOhejRo3CZDKxatUqVFXVvFZcXMy+ffsYOXIkZrP5gt5n69atAGRkZFzQeVpDc7+zlStXAi37neXm5lJTU8OmTZvCXqs7d917dVatdS+a4vf72bVrF4qikJqaet7n6Uq6w+dCdJz8/Hwee+wx+vXrx2uvvUZ8fHxHF0m0orb+zhVdQ8MHj2uvvZbf/e53XSJviuhepL7p3qS+EdA96hsJdrUDl8vFwYMHOXHihGb7NddcQ1RUFG+88QZFRUWh7cXFxcybN4/o6Giuvvrq9i5uizkcDq699lqOHz/Om2++GdquqirPPff/27v3sJqz/Q/g71Bo0uSSSw2PM7F3pJso1Sa7ixlEdGboiTguM4ZH0jxz6ODgN2eOY3IMytNR7pdBpI5rxqAi0ZU4SKNMJUkqXZR26fv7o2fvads7MpNie7/+mbHW97LWd3+f9em7vmut7w+or6/H559/rrRPU9fi1q1bakduRUdH4+TJk+jatSvs7e3fTEVeg729Pfr27YsTJ07g9u3bivTKykqEhISgQ4cOmDx5siK9pKQEWVlZKCkpUTrOlClTAAAbN26ETCZTpF++fBnx8fEYPnz4Wz9tr6WuxdWrV1U6S+vq6hAYGIj8/HxIJBIYGBi80bq0Nk2+L6htHD58WOnBo3v37m1dJGphr9vmkuZp/ODx6aefYt26de/cgwe9+xhvNB/jDWlKvNESXnzKpFdKSUlBREQEgIaH1ri4OPTr1w82NjYAgI8//hhffvmlYvvExETMmDEDtra22Lt3r9Kxjh49iiVLlqBr164YP348tLS0EB0djcePHyMwMBAeHh6tV7Hf4dGjR5gyZQoePnwINzc39O/fHykpKUhLS4NEIsHWrVuVhjo2dS0CAgJw9uxZ2Nvbo0+fPhAEAbdu3UJKSgo6duyI4OBgODk5tUUVVVy5cgVz586FtrY23N3doaenhzNnzuD+/ftYvHgx5s+fr9g2ODgYmzdvxsKFC+Hr66t0nBUrVuDw4cMYMGAAnJycUFxcjFOnTqFjx444ePAgBgwY0NpVe20tcS2cnZ0BANbW1ujVqxcqKiqQnJyMe/fuwcjICPv27YOxsXGr1+11HT58GKmpqQCAzMxM3Lx5E0OHDlVM93V1dYWrqysAzb8vqHVdvnwZs2bNgiAImDp1KgwNDVW2GTRokOL+00SvG5ffVa/T5mqi12lnNZE8dujq6mLGjBno0EF1NRJXV1cMGjSoDUpH7wPGG8YbxhvGG7l3Id68t2t2/RG5ubmIiopSScvNzQXQMKyzuY2ch4cHunbtirCwMERGRgIAzMzMsHbtWowcObJlC/4G9OzZE4cOHcLGjRsRFxeHmJgYGBkZwdfXF19++WWz5/S6uLigvLwcN2/exMWLF1FXV4devXrhs88+w+zZs2FiYvKGa9J8I0aMwP79+xEUFITo6GjU1tZiwIAB8PPzw8SJE5t9nG+//RZisRjh4eHYu3cvdHV1IZVK4e/v/86M3mmJa+Hl5YWLFy8iKSkJpaWl6NChA/r164evvvoKs2fPxocffviGa9EyUlNTVdqFtLQ0xZREY2PjZgVFTbgvqHUVFBQoRkeGh4er3Wby5Mka/UdZS8blt1lLxZ93VUu1s++q/Px8AA0fMdqyZYvabYyNjd/6hw96dzHeMN4w3jDeyL0L8YYju4iIiIiIiIiISGNwzS4iIiIiIiIiItIY7OwiIiIiIiIiIiKNwc4uIiIiIiIiIiLSGOzsIiIiIiIiIiIijcHOLiIiIiIiIiIi0hjs7CIiIiIiIiIiIo3Bzi4iIiIiIiIiItIY7OwiIiIiIiIiIiKNwc4uIiIiIiIiIiLSGOzsInpLBAcHQywWIzExsa2LQkT0VkhMTIRYLEZwcLBSurOzM5ydnduoVNTa7t+/D7FYjICAgLYuChFpKMYbAhhvNA07u4iIiIiIiIiISGN0aOsCEFGDadOmYdy4cTAyMmrrohARvdV27drV1kWgVtSrVy+cOnUKXbp0aeuiENF7hvHm/cJ4o1nY2UX0lujWrRu6devW1sUgInrr9evXr62LQK1IW1sbJiYmbV0MInoPMd68XxhvNAunMZLGaTznPi0tDT4+PrC2tsaIESOwevVqPHv2DABw4cIFeHl5wcrKCg4ODli3bh2eP3+uOE5FRQXCwsIwffp0SCQSDBkyBBKJBEuWLEFubq7KeRuvuRUVFQVPT09YWlrCx8cHAODj4wOxWAyZTIZNmzbBzc0NZmZmirUBmlqzKyIiAvPnz4ezszPMzc1ha2uLOXPm4MqVK2rrX1dXh9DQULi6usLc3Bxubm4IDQ1FXl5ek3PQi4uLsWbNGri5uWHIkCGws7ODr68vMjMzf9+PQETvlJZqNxs7e/YsZs6cieHDh8Pc3Bzu7u7Yvn272u2fPXuGf//733ByclJse+jQoSbLq24NlcLCQgQFBWHKlCmwt7fHkCFD4OzsjNWrV6O4uFjlGAEBARCLxbh//z5+/PFHjB07Fubm5pBKpdi8eTPq6+ubde1kMhn27t2LOXPmwMnJCUOGDIG9vT0WLlyIW7duqd2nuroagYGBKvVtas0YAMjLy8Py5csxevRoRTwKCAhAfn5+s8oJ/HbdKioqsGrVKkgkElhZWWHatGm4efMmAKCoqAhLly6Fvb09LC0tMWfOHOTk5Kgc6+eff8bXX38NNzc3WFpawsbGBt7e3vjpp59Utm28BkpWVhYWLlwIOzs7xfWPjIyEWCxGZGQkYmNj4e3tDWtra8Vv3NQaKv/73//w7bffwt3dHTY2NrCwsMCECRMQFhaG2tpatdcgKSkJ06ZNg5WVFezs7LB48WIUFBQoYvSLBEFAREQEvLy8MHToUFhaWsLT0xMRERHNvu5E9BvGG8YbxhvGm9bCkV2ksdLT07F161ZIJBJ4eXkhMTERBw4cQGVlJVxcXBAQEABnZ2dYWloiNjYW27Ztg56eHubPnw8AyMrKQlBQEOzs7ODm5obOnTsjOzsbJ06cQFxcHCIjI2FsbKxy3u3btyMxMRHOzs5wcHBA+/btlfIXLlyIjIwMSCQSfPjhh+jbt+9L6/Htt9/C1NQU9vb26NatGwoLC3H27FnMmjULwcHBcHV1Vdp+2bJlOHr0KPr164dp06ZBJpNh9+7duHr1qtrj5+bmwsfHB4WFhXB0dISrqyuKi4tx5swZxMfHY9euXbC0tHydS09E76g/2m7K/fDDDwgNDUXv3r0xZswY6OnpITk5GYGBgUhPT0dQUJBi2/r6esyfPx8JCQkQiURwd3fHkydP8K9//Qt2dnbNLntKSgp27tyJESNGwMLCAtra2rh16xYOHDiA+Ph4REVFqZ2WEBgYiKSkJEilUjg6OuLcuXMIDg5GbW0t/P39X3nesrIyrFmzBsOGDYOTkxP09fWRl5eH8+fP48KFC9i3bx8sLCwU2z9//hzz5s1DYmIiTE1N4e7ujrKyMqxduxa2trZqz5Geno45c+aguroaUqkU/fr1Q35+Po4fP44LFy4gPDz8lbFETiaTYdasWaipqcHYsWNRXFyM6OhozJo1CwcOHMAXX3yBHj16YOLEicjJyUFMTAzmzZuHkydPKsWz9evXQ1tbGzY2NjA0NERJSQnOnz+PRYsWYcWKFYoXPY3l5ORg6tSpGDBgACZPnoyysjJoa2sr8k+fPo1Lly5h9OjR8Pb2xtOnT19al0OHDiEmJgbDhw/HqFGj8OzZMyQlJWH9+vW4ceOGykNcfHw85s2bh/bt22PcuHEwNDREUlISvL29oa+vr3J8QRDwzTff4MSJE+jfvz/c3d2ho6ODS5cuYfny5cjKysLSpUubdd2JSBnjDeMN481vGG/eEIFIw1y5ckUQiUSCSCQSfv75Z0W6TCYTJkyYIIjFYsHOzk5IT09X5FVUVAj29vaCra2tUFtbKwiCIJSXlwulpaUqx798+bJgamoqLF++XCk9KChIEIlEgpWVlZCRkaGy3/Tp0wWRSCR4eHioPa58/ytXriil5+bmqmxbWFgoSCQSYcyYMUrpCQkJgkgkEjw9PYXq6mpF+qNHjwRHR0dBJBIJS5cuVdpn6tSpwuDBg4X4+Hil9OzsbMHa2lpwd3dXOT8RaZaWajcFQRDi4+MFkUgkzJ07V6iqqlKk19fXCytXrhREIpFw+vRpRfqRI0cEkUgkzJkzR6irq1OkZ2RkCGZmZoJIJBKCgoKUyiuVSgWpVKqU9vjxY6GyslKlblFRUYJIJBJCQkKU0pcuXSqIRCLB2dlZKCwsVKQXFxcLw4YNE6ytrYWamppXXruamhrh4cOHKumZmZmClZWV8Je//EUp/dChQ4JIJBK++uor4fnz54r0u3fvCubm5ir1lclkglQqFaytrYXbt28rHSs5OVkYNGiQMG/evFeWUxAarptIJBIWLVqk9JuFhoYKIpFIGDZsmLBmzRqhvr5ekbdq1SpBJBIJZ86cUTqWuthUWVkpuLu7CzY2Nkq/fV5enuL+2rhxo8p+8ntALBYLly5dUsmX7/9i/Lp//77SPSMIDffZ3/72N0EkEgkpKSmK9Lq6OkEqlQqmpqbCtWvXlPYJCAhQlK+x8PBwQSQSCcuWLVO6XjU1NcK8efMEkUgk3LhxQ6W8RNQ0xhvGG8YbxpvWwmmMpLFsbW2VRj1pa2vjk08+gSAIkEqlSm8+9PT0MHr0aDx58gQPHz4EAHTp0gUGBgYqxx0xYgQGDBiAhIQEteedMmWK2qGpcr6+vmqP2xR1b0969uyJTz75BL/++qvSkOJjx44BABYsWIBOnTop0g0NDTFjxgyV49y6dQtXr17FpEmT4OjoqJT3pz/9CVOmTEFmZianMxK9J/5ouwkA+/btA9AwKrVz586KdC0tLXzzzTfQ0tLCyZMnFen//e9/AQD+/v5Kb3LFYjE8PDyaXfbu3bvjgw8+UEn38PCAnp5ek232ggUL0LNnT8W/u3XrBhcXFzx9+hT37t175Xl1dHTQq1cvlfSBAwfCzs4OycnJSlMc5O20n58f2rX77c8wExMTTJo0SeU4sbGxyM/Px9y5c2FqaqqUN2zYMLi4uCAuLg6VlZWvLKvckiVL0KHDb4P7J0yYAKBhGryfnx+0tLQUee7u7gCAjIwMpWOoi00ffPABPD09UVFRgRs3bqjkGxoaqozKaMzV1RUODg7NroexsbHK6GktLS1MmzYNAHD58mVFempqKvLz8+Hi4qIyWtnPz0/lOEDDvayrq4uVK1cqXS8dHR3FKIzG9zIRNR/jDeMN481vGG/eDE5jJI01ePBglTR5gBk0aJBKnqGhIYCGefgfffQRgIZ1BXbv3o3r16+jtLQUdXV1iu0bD4VtrHFw/j35L8rLy0NoaCiuXLmCwsJCyGQypfxHjx4pplPKg4O1tbXKcdSlXbt2DQDw+PFjtXP2s7OzFf8ViUSvVW4ieve0RLuZnp4OXV3dJteY6NSpk6JtAYA7d+6gc+fOMDMzU9l22LBhr7VWxZkzZxAeHo6bN2+ivLxcab2WR48eqd1H3XnlDxMVFRXNOu/t27exbds2pKam4vHjxyrrd5SWliqu4507d6Crq6vyIAEAQ4cORXh4uFKavJ3Ozs5W204XFRWhvr4e9+7dg7m5+SvLqq+vrzIFX/479u/fH7q6umrzCgsLldKLi4sRFhaGCxcu4MGDB4p1duTUXW+xWAwdHZ0my/a68VEmk+HHH3/EyZMnkZ2djaqqKgiCoLYML4uPvXv3Rp8+fXD//n1FWnV1NTIzM9GzZ0+EhYWp7CP/e6DxvUxEzcd404DxRjWP8UYZ483vx84u0lh6enoqafKedHV58l50eYMSHR0Nf39/6OrqQiKRwNjYGJ07d4aWlhaioqKaXKSxe/fuLy1Xjx49ml2HnJwcfP7556isrISdnR2kUin09PTQrl07JCUlISkpSanzq7KyEu3atUPXrl2bVa6ysjIADW9yYmNjmyxHdXV1s8tMRO+uP9puAg3tSl1dHTZv3tzkeaqqqhT/X1FRgd69e6vd7lXtaWM7duzA999/j27dusHR0RG9e/dWjHDdvXt3kwvIvqxeTS2G3FhaWhpmzpwJAHB0dFT8Aa+lpYWzZ88iIyNDpZ1+nfrK2+njx4+/tBzNbafVrSMjr+/Lfv/Gv/GTJ0/w2Wef4cGDBxg6dCgcHBzQpUsXtG/fHrdv38a5c+dUXswAr45/r/N7A8CiRYsQExOD/v37Y9y4cejevTs6dOiA8vJy7NmzR+W6A2jyq8c9evRQevgoLy+HIAgoLCxs9r1MRM3HeNOA8eY3jDeMNy2NnV1ETdi8eTM6duyIyMhI9O/fXynvZcNIGw/H/T35je3atQtlZWVYt24dJk6cqJS3cuVKJCUlKaXp6emhvr4epaWlKg2suq/DyAPN3//+d0yfPr3Z5SIiaoq8XXnxy7JN6dKlC0pKStTmqWu31Kmrq0NISAh69uyJo0ePKrV/giBg27ZtzTrO77FlyxbIZDLs378fNjY2Snnyt+SN6enpobS0VO2xXtZOb9myBVKp9I8XuAVERETgwYMHWLx4sco0kbCwMJw7d07tfi0ZH69fv46YmBhIJBKEhYUpTQu5du0a9uzZo7S9/Do2da89fvxY6d/yKUpmZmaIjIxsdrmIqPUw3vyG8UYZ4w0BANfsImpCbm4uTExMVDq6CgsLkZeX12plAKDyyeP6+nq1X1eUD1NWl6cuTT6PvKkvNRIRvS4LCws8efIEv/76a7O2F4vFqK6uVnyKvLGUlJRmHaO0tBQVFRWwsrJS6ei/ceOGypSHlpSbmwsDAwOVB4/q6mq1n4IXi8WoqqpSWZMEaHhr/yL5VAt1DzJtpanYBDT/N/uj5HF49OjRKuufqCvDy+Ljw4cPldYBAhoeVkxMTJCdnY3y8vKWKjYRtSDGmwaMN28W4827i51dRE0wMjJCTk6OUu97TU0NVq9erTS89k2Sz3NPTU1VSt+6davaRePliz6GhISgpqZGkV5UVKTy1gFoCGqWlpY4efIkTp06pZJfX1+vMnqMiOhl5J8AX7Zsmdo3ykVFRcjKylL8W74o8IYNG5Smcdy5cwdHjx5t1jm7d++OTp064ebNm0rTK8rKyvDdd9/9rno0l7GxMcrKyvDLL78o0p4/f47vv/9e7Vtd+SjdTZs2ob6+XpGelZWlWDy5MVdXVxgZGWHnzp1ITk5Wya+trW21P/jlmopNx48fR1xcXKuUwcjISG0ZfvnlF7VrntjY2MDIyAjnzp3D9evXlfI2bdqkNq77+PiguroaK1asUDt9JC8vT2kqChG1LsYbxpvWwHjz7uI0RqIm+Pj44B//+AcmTZqETz/9FHV1dUhISIAgCDA1NVX7lqSleXl5ITIyEr6+vhg3bhwMDAxw7do13Lp1C6NHj1ZZZ8vBwQETJkzA8ePHMWHCBLi4uEAmkyE6OhoWFhaIiYlRGba7fv16zJw5E/7+/ti9ezfMzMzQsWNHPHjwANeuXUNJSYnar5wQEakzatQoLFiwACEhIRgzZgxGjhwJIyMjPHnyBDk5OUhNTcXixYthYmICAJg8eTJOnDiBixcvYtKkSRg1ahTKyspw8uRJSCQSxMTEvPKc7dq1g7e3N3bs2AEPDw9IpVJUVlbiwoULMDY2Vvr6VUubPn064uPj4e3tjbFjx0JHRwdJSUkoLCyEra2tygsDT09PHD16FOfPn4enpyckEomivg4ODirttI6ODjZt2oQvvvgC06dPh729PQYOHAgAKCgoQEpKCgwMDHD69Ok3VscXeXh4YOvWrfjuu++QmJgIIyMjZGZmIiEhAWPGjMGZM2feeBksLCxgYWGB6OhoFBUVwdLSEgUFBTh//jycnJzw008/KW3fvn17rF69GgsWLMD06dMxfvx49OjRA8nJySgsLISpqSnu3LmjtI+XlxfS09MRFRWFtLQ0ODg4oGfPniguLkZ2djbS09Oxfv16xWLZRNS6GG8Ybxhv6GU4souoCdOmTcP//d//wcDAAIcOHcLZs2cxfPhwHDx4EPr6+q1ShsGDB2P79u0wMzPDmTNncOTIEejr6+PAgQMYMmSI2n3Wrl0LPz8/PH/+HHv37kVcXBxmzpyJBQsWAFBdELJv376IiorC/PnzUVVVhSNHjuDgwYPIyMjAsGHD8MMPP7zxehKRZvHz88POnTthY2ODy5cvY9euXYiNjUVtbS0WLlyoGIUKNDw4hISEYO7cuSgrK8OePXtw9epVBAQEYNasWc0+59dffw1/f39oaWlh//79SEhIwPjx47F9+/Ymv57bEqRSKYKCgtC3b18cO3YMJ06cwMcff4yIiAiVr1ABDX8Eh4WFYfbs2SguLsbu3buRlpaGgIAATJ48GYBqO21hYYFjx45hxowZKCgowMGDBxEZGYns7Gy4urpi1apVb6x+6vTu3Rv79u2Dvb09Ll++jPDwcMhkMuzYsaPV1nlp3749QkND8ec//xm5ubnYt28f7t69iyVLluCvf/2r2n2cnJywfft2DBkyBKdOncKhQ4fQq1cv7N+/H/X19SrXXUtLC2vXrsWGDRswcOBAxMbGYteuXbh06RJ0dHSwdOlS2Nvbt0Z1iagJjDeMN28a4827S0to/M1MItJYhw8fxooVK7Bq1Sp4e3u3dXGIiOgFGzZswJYtWxAWFgYnJ6e2Ls57o7KyEo6OjhCJRDh8+HBbF4eI6I1jvGkbjDetiyO7iDRMUVERXuzDLiwsxH/+8x+0b9/+rfm6ChHR++rRo0cqaXfv3sXevXuhr68PW1vbNiiV5quqqlJ8El7u+fPnCAwMxLNnz+Dq6tpGJSMiejMYb9oG483bgWt2EWmYsLAwxMXFwcbGBt27d0dBQQFiYmLw9OlT+Pr6ok+fPm1dRCKi99rq1auRn58PCwsL6OvrIy8vD+fPn0ddXR3++c9/onPnzm1dRI2Uk5MDb29vSCQSfPTRR3j69ClSU1Nx9+5dDBw4ULHYNRGRpmC8aRuMN28HTmMk0jAXLlzArl27kJGRgfLycujo6EAsFsPb21tp3QIiImobx44dw8GDB5GVlYXKykro6urC3Nwcs2bNwsiRI9u6eBqrpKQE69atQ1JSEoqLi1FXVwcjIyO4uLhg/vz5rbYeJxFRa2G8aRuMN28HdnYREREREREREZHG4JpdRERERERERESkMdjZRUREREREREREGoOdXUREREREREREpDHY2UVERERERERERBqDnV1ERERERERERKQx2NlFREREREREREQag51dRERERERERESkMdjZRUREREREREREGuP/AS5lRuSFWrB9AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot simulation\n", "_, axs = plt.subplots(1, 3, figsize=(12, 4))\n", "\n", "plt.sca(axs[0])\n", "plot_wafflehouse_pairwise(\n", " \"Marriage\", \"Divorce\", n_label=15, wafflehouse_divorce=SIMULATED_MARRIAGE_DIVORCE\n", ")\n", "\n", "plt.sca(axs[1])\n", "plot_wafflehouse_pairwise(\n", " \"MedianAgeMarriage\", \"Divorce\", n_label=15, wafflehouse_divorce=SIMULATED_MARRIAGE_DIVORCE\n", ")\n", "\n", "plt.sca(axs[2])\n", "plot_wafflehouse_pairwise(\n", " \"MedianAgeMarriage\", \"Marriage\", n_label=15, wafflehouse_divorce=SIMULATED_MARRIAGE_DIVORCE\n", ")" ] }, { "cell_type": "code", "execution_count": 25, "id": "96fc5fd0-a92b-47ea-966b-a95467ca3471", "metadata": {}, "outputs": [], "source": [ "MARRIAGE_DIVORCE_MODEL_PARAMS = [\"alpha\", \"beta_marriage\", \"beta_age\", \"sigma\"]\n", "\n", "\n", "def fit_marriage_divorce_model(data):\n", " with pm.Model() as divorce_model:\n", "\n", " # Observed Data\n", " age = pm.Data(\"age\", data[\"MedianAgeMarriage\"].values, dims=\"obs_ids\")\n", " marriage_rate = pm.Data(\"marriage_rate\", data[\"Marriage\"].values, dims=\"obs_ids\")\n", " divorce_rate = data[\"Divorce\"].values\n", "\n", " sigma = pm.Exponential(\"sigma\", 1)\n", " alpha = pm.Normal(\"alpha\", 0, 0.2)\n", " beta_age = pm.Normal(\"beta_age\", 0, 1)\n", " beta_marriage = pm.Normal(\"beta_marriage\", 0, 1)\n", "\n", " ## Divorce process\n", " mu = alpha + beta_marriage * marriage_rate + beta_age * age\n", " pm.Normal(\"divorce_rate\", mu, sigma, observed=divorce_rate, dims=\"obs_ids\")\n", " divorce_inference = pm.sample(10000, target_accept=0.95)\n", " return divorce_model, divorce_inference\n", "\n", "\n", "def plot_divorce_model_posterior(inference, model_params, actual_params=None, ax=None):\n", " if ax is None:\n", " _, ax = plt.subplots(figsize=(10, 2))\n", "\n", " plt.sca(ax)\n", " pm.plot_forest(inference, var_names=model_params, combined=True, ax=ax)\n", " title = \"Posterior\"\n", " if actual_params is not None:\n", " for param in actual_params:\n", " plt.axvline(param, color=\"k\", linestyle=\"--\")\n", " title += \" and\\nActual Parameter Values\"\n", " plt.title(title)" ] }, { "cell_type": "code", "execution_count": 26, "id": "a3120b06-f731-44d1-a638-2c61cdc098d5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma, alpha, beta_age, beta_marriage]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "feee4ac0b69848e8b392a767a76ad4c2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 10_000 draw iterations (4_000 + 40_000 draws total) took 4 seconds.\n"
     ]
    }
   ],
   "source": [
    "simulated_marriage_divorce_model, simulated_marriage_divorce_inference = fit_marriage_divorce_model(\n",
    "    SIMULATED_MARRIAGE_DIVORCE\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d0d276d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha0.0440.063-0.0730.1640.0000.00047976.029375.01.0
beta_marriage0.9280.1640.6051.2240.0010.00145296.028420.01.0
beta_age-0.9800.067-1.104-0.8520.0000.00047677.027826.01.0
sigma0.4580.0490.3680.5480.0000.00042855.028475.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "alpha 0.044 0.063 -0.073 0.164 0.000 0.000 47976.0 \n", "beta_marriage 0.928 0.164 0.605 1.224 0.001 0.001 45296.0 \n", "beta_age -0.980 0.067 -1.104 -0.852 0.000 0.000 47677.0 \n", "sigma 0.458 0.049 0.368 0.548 0.000 0.000 42855.0 \n", "\n", " ess_tail r_hat \n", "alpha 29375.0 1.0 \n", "beta_marriage 28420.0 1.0 \n", "beta_age 27826.0 1.0 \n", "sigma 28475.0 1.0 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(simulated_marriage_divorce_inference, var_names=MARRIAGE_DIVORCE_MODEL_PARAMS)" ] }, { "cell_type": "code", "execution_count": 28, "id": "a6aa9007-d783-41c2-ad7b-fed861f0646b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_divorce_model_posterior(\n", " simulated_marriage_divorce_inference,\n", " model_params=MARRIAGE_DIVORCE_MODEL_PARAMS,\n", " actual_params=MARRIAGE_DIVORCE_SIMULATION_PARAMS.values(),\n", ")" ] }, { "cell_type": "markdown", "id": "00c257a8", "metadata": {}, "source": [ "cool. We can recover our params with this model. Let's try it on real data." ] }, { "cell_type": "code", "execution_count": 29, "id": "6ce7fdd8", "metadata": {}, "outputs": [], "source": [ "# Generate a standardized version of the real data\n", "WAFFLEHOUSE_DIVORCE_STD = WAFFLEHOUSE_DIVORCE.copy()\n", "\n", "# standardize variables\n", "for var in [\"MedianAgeMarriage\", \"Marriage\", \"Divorce\"]:\n", " WAFFLEHOUSE_DIVORCE_STD.loc[:, var] = utils.standardize(WAFFLEHOUSE_DIVORCE_STD[var])" ] }, { "cell_type": "code", "execution_count": 30, "id": "cdb13b2d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma, alpha, beta_age, beta_marriage]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "59f290e9a06847ec86dbcf629c292e7b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 10_000 draw iterations (4_000 + 40_000 draws total) took 4 seconds.\n"
     ]
    }
   ],
   "source": [
    "marriage_divorce_model, marriage_divorce_inference = fit_marriage_divorce_model(\n",
    "    WAFFLEHOUSE_DIVORCE_STD\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9ea35997-ae3c-4253-81e0-eb5069ce43be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_divorce_model_posterior(marriage_divorce_inference, model_params=MARRIAGE_DIVORCE_MODEL_PARAMS)" ] }, { "cell_type": "markdown", "id": "1c1d017e", "metadata": {}, "source": [ "### Simulating Interventions\n", "\n", "#### Causal Effect of Marriage Rate on Divorce Rate" ] }, { "cell_type": "markdown", "id": "3dac549a-c935-4d45-ade8-7147587eeebe", "metadata": {}, "source": [ "#### No intervention" ] }, { "cell_type": "code", "execution_count": 32, "id": "cf08c073", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "M\n", "\n", "M\n", "\n", "\n", "\n", "D\n", "\n", "D\n", "\n", "\n", "\n", "M->D\n", "\n", "\n", "\n", "\n", "\n", "A\n", "\n", "A\n", "\n", "\n", "\n", "A->M\n", "\n", "\n", "\n", "\n", "\n", "A->D\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Without Interventions\n", "utils.draw_causal_graph(edge_list=[(\"M\", \"D\"), (\"A\", \"M\"), (\"A\", \"D\")], graph_direction=\"LR\")" ] }, { "cell_type": "markdown", "id": "2704791a-f2b0-42f5-ba10-4eee91176b4e", "metadata": {}, "source": [ "#### $do(M)$\n", "- We \"play God\" by setting the value of $M$\n", "- Deletes the arrow entering $M$\n", " - thus breaks the associating $A$ and" ] }, { "cell_type": "code", "execution_count": 33, "id": "445eef86", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "M\n", "\n", "M\n", "\n", "\n", "\n", "D\n", "\n", "D\n", "\n", "\n", "\n", "M->D\n", "\n", "\n", "\n", "\n", "\n", "A\n", "\n", "A\n", "\n", "\n", "\n", "A->D\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# With Interventions do(M)\n", "utils.draw_causal_graph(edge_list=[(\"M\", \"D\"), (\"A\", \"D\")], graph_direction=\"LR\")" ] }, { "cell_type": "markdown", "id": "9efd2199", "metadata": {}, "source": [ "Now we simulate two worlds where $M$ takes on very different values (e.g. 0 and +1 std) to identify the possible range of causal effects of Marriage on Age. In principle, we could do this for any number of values along the continuum of $M$" ] }, { "cell_type": "code", "execution_count": 34, "id": "9e5a55fc-b9e6-44ca-8fca-5538471a6384", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(123)\n", "n_simulations = int(1e3)\n", "posterior = marriage_divorce_inference.posterior.sel(chain=0)\n", "\n", "# Sample Ages\n", "age_samples = stats.norm.rvs(0, 1, size=n_simulations)\n", "\n", "# Sample parameters from posterior\n", "alpha_samples = np.random.choice(posterior.alpha, size=n_simulations, replace=True)\n", "sigma_samples = np.random.choice(posterior.sigma, size=n_simulations, replace=True)\n", "beta_age_samples = np.random.choice(posterior.beta_age, size=n_simulations, replace=True)\n", "beta_marriage_samples = np.random.choice(posterior.beta_marriage, size=n_simulations, replace=True)\n", "\n", "marriage_contrast = {}\n", "n_std_increase = 1\n", "for do_marriage in [0, n_std_increase]: # Playing God, setting the value of Marriage Rate\n", " mu = alpha_samples + beta_age_samples * age_samples + beta_marriage_samples * do_marriage\n", " marriage_contrast[do_marriage] = stats.norm.rvs(mu, sigma_samples)\n", "\n", "marriage_contrast = marriage_contrast[n_std_increase] - marriage_contrast[0]\n", "prob_lt_zero = (marriage_contrast < 0).mean()\n", "az.plot_dist(marriage_contrast)\n", "plt.axvline(0, color=\"k\", linestyle=\"--\")\n", "plt.title(\n", " \"Causal effect of increasing Marriage Rate\\n\"\n", " f\"by {n_std_increase} standard deviations on Divorce Rate\\n\"\n", " f\"$p(\\delta < 0) = {prob_lt_zero:1.2}$\"\n", ");" ] }, { "cell_type": "markdown", "id": "fae63a04", "metadata": {}, "source": [ "But that's just one slice of the Marriage range. We can use pymc to look at the causal effect of shifting Age over a range of values." ] }, { "cell_type": "code", "execution_count": 35, "id": "87879034", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [divorce_rate]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "68901b2860ad4f0ca29dd77a1fe5a1dd", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "marriage_counterfactuals = xr.DataArray(np.linspace(-3, 3, 100))\n",
    "age_counterfactuals = xr.DataArray(\n",
    "    np.zeros_like(marriage_counterfactuals)\n",
    ")  # set all to average age\n",
    "with marriage_divorce_model:\n",
    "    pm.set_data({\"marriage_rate\": marriage_counterfactuals, \"age\": age_counterfactuals})\n",
    "    ppd_marriage_divorce = pm.sample_posterior_predictive(\n",
    "        marriage_divorce_inference, extend_inferencedata=False\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "5807d7fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_hdi(\n", " marriage_counterfactuals,\n", " ppd_marriage_divorce.posterior_predictive[\"divorce_rate\"],\n", " color=\"C0\",\n", " fill_kwargs={\"alpha\": 0.15},\n", ")\n", "plt.plot(\n", " marriage_counterfactuals,\n", " ppd_marriage_divorce.posterior_predictive[\"divorce_rate\"].mean(dim=(\"chain\", \"draw\")),\n", " color=\"C0\",\n", ")\n", "plt.xlabel(\"marriage counterfactual (in standard deviations)\")\n", "plt.ylabel(\"causal effect (in std deviations)\")\n", "plt.title(\"Causal effect of Marriage Rate on\\nDivorce Rate in standard deviations\");" ] }, { "cell_type": "markdown", "id": "b5111715", "metadata": {}, "source": [ "## Causal Effect of Age on Divorce Rate?\n", "- how do we do implement $do(A)$?\n", "- There are no causal arrows that we need to remove for an intervention\n", "- **This requires a new model that ignores $M$**\n", " - we can then simulate any intervention on $A$\n", "- Why can we ignore $M$?\n", " - because $A \\rightarrow M \\rightarrow D$ is **a Pipe**\n" ] }, { "cell_type": "markdown", "id": "f46540dd-0471-4881-81b1-f83cb45ce1af", "metadata": {}, "source": [ "## The Pipe $X \\rightarrow Z \\rightarrow Y$\n", "\n", "\n", "- $Z$ is a \"mediator\" of $Χ$ and $Y$ ($Z$ does not affect $X$)\n", "- The influence of $Χ$ on $Y$ is transmitted through $Z$, thus $X$ and $Y$ are associated\n", " - $X \\not \\perp Y$\n", "- once stratified by $Z$, no association between $Χ$ and $Y$ **for each level of $Z$**\n", " - $X \\perp Y | Z$" ] }, { "cell_type": "markdown", "id": "2a148692-31c6-4139-b40f-4bcaf7df0ba7", "metadata": {}, "source": [ "- **Statistically very similar to the Fork**\n", "- **Causally very different from the Fork**" ] }, { "cell_type": "code", "execution_count": 37, "id": "5829e0db", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "\n", "\n", "\n", "Z\n", "\n", "Z\n", "\n", "\n", "\n", "X->Z\n", "\n", "\n", "\n", "\n", "\n", "Y\n", "\n", "Y\n", "\n", "\n", "\n", "Z->Y\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(edge_list=[(\"X\", \"Z\"), (\"Z\", \"Y\")], graph_direction=\"LR\")" ] }, { "cell_type": "markdown", "id": "f0717f10-10cd-4338-bf31-472d4bb01bf3", "metadata": {}, "source": [ "## Discrete Example\n", "\n", "Below we simulate a \"Pipe\" generative process:\n", "\n", "$$\n", "\\begin{align*}\n", "X &\\sim \\text{Bernoulli}(0.5) \\\\\n", "Z &\\sim \\text{Bernoulli}(p*) \\\\\n", "Y &\\sim \\text{Bernoulli}(q*) \\\\\n", "p^* &= 0.9 X + 0.1 (1 - X) \\\\\n", "q^* &= 0.9 Z + 0.1 (1 - Z) \\\\\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 38, "id": "5b07d315", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "\n", "\n", "\n", "Z\n", "\n", "Z\n", "\n", "\n", "\n", "X->Z\n", "\n", "\n", "p*\n", "\n", "\n", "\n", "Y\n", "\n", "Y\n", "\n", "\n", "\n", "Z->Y\n", "\n", "\n", "q*\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"X\", \"Z\"), (\"Z\", \"Y\")],\n", " edge_props={(\"X\", \"Z\"): {\"label\": \"p*\"}, (\"Z\", \"Y\"): {\"label\": \"q*\"}},\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "code", "execution_count": 39, "id": "21acdef2", "metadata": {}, "outputs": [], "source": [ "np.random.seed(1234)\n", "n_samples = 1000\n", "X = stats.bernoulli.rvs(p=0.5, size=n_samples)\n", "\n", "p_star = X * 0.9 + (1 - X) * 0.1\n", "Z = stats.bernoulli.rvs(p=p_star, size=n_samples)\n", "\n", "q_star = Z * 0.9 + (1 - Z) * 0.1\n", "Y = stats.bernoulli.rvs(p=q_star, size=n_samples)" ] }, { "cell_type": "markdown", "id": "f2d0533e-d1e7-42b0-80a2-cc2aa19f8a63", "metadata": {}, "source": [ "Demonstrate that:\n", "- $X \\not \\perp Y$\n", "- $X \\perp Y | Z$" ] }, { "cell_type": "code", "execution_count": 40, "id": "52c43f03", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation between X and Y: 0.65\n", "Cross tabulation:\n", " X Y\n", "X 396 84\n", "Y 89 431\n", "\n", "Correlation between X and Y conditioned on Z=0: -0.02\n", "Cross tabulation:\n", " X Y\n", "X 392 46\n", "Y 41 4\n", "\n", "Correlation between X and Y conditioned on Z=1: -0.01\n", "Cross tabulation:\n", " X Y\n", "X 4 38\n", "Y 48 427\n" ] } ], "source": [ "summarize_discrete_counfound_simulation(X, Y, Z)" ] }, { "cell_type": "markdown", "id": "3ef553b6-86cc-45a0-ada2-8c7adf05e5d5", "metadata": {}, "source": [ "### Why does this happen?\n", " - everything $X$ knows about $Y$, $Z$ knows\n", " - once you learn about $Z$, there is nothing else to learn about the association between $X$ and $Y$" ] }, { "cell_type": "markdown", "id": "45ea63ca-ac7b-4737-b12c-33801425f1fa", "metadata": {}, "source": [ "## Continuous Example\n", "\n", "$$\n", "\\begin{align*}\n", "X &\\sim \\text{Normal}(0, 1) \\\\\n", "Z &\\sim \\text{Bernoulli}(p^*) \\\\\n", "Y &\\sim \\text{Normal}(\\mu^*, 1) \\\\\n", "p^* &= \\frac{1}{1 + e^{-X}} \\\\\n", "\\mu^* &= 2Z - 1 \\\\\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 41, "id": "39cd31fd", "metadata": {}, "outputs": [], "source": [ "np.random.seed(1234)\n", "n_samples = 1000\n", "\n", "X = stats.norm.rvs(size=n_samples)\n", "p_star = utils.invlogit(X)\n", "Z = stats.bernoulli.rvs(p=p_star, size=n_samples)\n", "\n", "mu_star = 2 * Z - 1\n", "Y = stats.norm.rvs(loc=mu_star, size=n_samples)\n", "\n", "pipe_data = pd.DataFrame(np.vstack([Z, X, Y]).T, columns=[\"Z\", \"X\", \"Y\"])" ] }, { "cell_type": "code", "execution_count": 42, "id": "782dc7cb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_continuous_confound_simulation(pipe_data, \"The Pipe\\n$X \\\\rightarrow Z \\\\rightarrow Y$\")" ] }, { "cell_type": "markdown", "id": "53e3ce2d-bbaf-4d0b-bce8-30183b541eac", "metadata": {}, "source": [ "### Pipe Example: Plant Growth" ] }, { "cell_type": "code", "execution_count": 43, "id": "3593ad13", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "H0\n", "\n", "H0, height at t0\n", "\n", "\n", "\n", "H1\n", "\n", "H1, height at t1\n", "\n", "\n", "\n", "H0->H1\n", "\n", "\n", "\n", "\n", "\n", "T\n", "\n", "T, treatment\n", "\n", "\n", "\n", "T->H1\n", "\n", "\n", "\n", "\n", "\n", "F\n", "\n", "F, fungus\n", "\n", "\n", "\n", "T->F\n", "\n", "\n", "\n", "\n", "\n", "F->H1\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " [(\"H0\", \"H1\"), (\"T\", \"H1\"), (\"T\", \"F\"), (\"F\", \"H1\")],\n", " node_props={\n", " \"T\": {\"color\": \"red\", \"label\": \"T, treatment\"},\n", " \"F\": {\"label\": \"F, fungus\"},\n", " \"H0\": {\"label\": \"H0, height at t0\"},\n", " \"H1\": {\"label\": \"H1, height at t1\"},\n", " },\n", " edge_props={\n", " (\"T\", \"H1\"): {\"color\": \"red\"},\n", " (\"T\", \"F\"): {\"color\": \"red\"},\n", " },\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "markdown", "id": "93e4986d-0247-445a-915e-a6827e6f2c18", "metadata": {}, "source": [ "### To estimate the **Total Causal Effect** of Treatment, should we Stratify by F?\n", "\n", "**NO**\n", "- Stratifying by F would be a bad idea here if we wanted to estimate the total causal effect of T on H1, because of the $T \\rightarrow F \\rightarrow H1$ pipe in the graph.\n", "- Stratifying by F would block infromation about T's affect on H1 that flow through F. \n", "- NOTE: stratifying by $F$ would give the **Direct Causal Effect** of $T$ on $H1$\n", "\n", "This is an example of **post-treatment bias**.\n", "> Rule of Thumb: **consequence of the treatement should not be included in an estimator.**" ] }, { "cell_type": "markdown", "id": "bda79c73-89b4-4461-87a9-11384dcb0a15", "metadata": {}, "source": [ "### Statistical Model for Causal Effect of Age on Divorce Rate\n", "McElreath meantions how we could/should build and test this model, but doesn't do this in the lecture, so we do it here! \n", "\n", "The Age-Divorce model is similar to the Marriage-Divorce model, but we no longer need to stratify by Marriage.\n", "\n", "$$\n", "\\begin{align*}\n", "D &= f(A, M) \\\\\n", "D_i &\\sim \\text{Normal}(\\mu_i, \\sigma) \\\\\n", "\\mu_i &= \\alpha + \\beta_A A_i \\\\\n", "\\alpha &\\sim \\text{Normal}(0, 0.2) \\\\\n", "\\beta_A &\\sim \\text{Normal}(0, 1) \\\\\n", "\\sigma &\\sim \\text{Exponential}(1)\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 44, "id": "4cf38a46-9c06-496b-bbeb-aa7e772fa420", "metadata": {}, "outputs": [], "source": [ "AGE_DIVORCE_MODEL_PARAMS = [\"sigma\", \"alpha\", \"beta_age\"]\n", "\n", "\n", "def fit_age_divorce_model(data):\n", " with pm.Model() as divorce_model:\n", "\n", " # Observed Data\n", " age = pm.Data(\"age\", data[\"MedianAgeMarriage\"].values, dims=\"obs_ids\")\n", "\n", " alpha = pm.Normal(\"alpha\", 0, 0.2)\n", " beta_age = pm.Normal(\"beta_age\", 0, 1)\n", " sigma = pm.Exponential(\"sigma\", 1)\n", "\n", " ## Divorce process\n", " mu = alpha + beta_age * age\n", " pm.Normal(\"divorce_rate\", mu, sigma, observed=data[\"Divorce\"].values, dims=\"obs_ids\")\n", " divorce_inference = pm.sample(10000, target_accept=0.95)\n", " return divorce_model, divorce_inference" ] }, { "cell_type": "markdown", "id": "d253652a-d6b1-49c2-b2b0-d8d78e8e8679", "metadata": {}, "source": [ "### Test Age-Divorce model on simulated data" ] }, { "cell_type": "code", "execution_count": 45, "id": "f1df8e76-b7dd-4389-8ef0-c6a512780e94", "metadata": {}, "outputs": [], "source": [ "AGE_DIVORCE_SIMULATION_PARAMS = dict(\n", " beta_age_divorce=-1.0, sigma=0.5, alpha=0.0, beta_marriage_divorce=0, beta_age_marriage=0\n", ")\n", "SIMULATED_AGE_DIVORCE = simulate_divorce(**AGE_DIVORCE_SIMULATION_PARAMS)" ] }, { "cell_type": "code", "execution_count": 46, "id": "2bba6c4d-c029-466c-bc23-610df3b7cd6c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot simulation\n", "plt.subplots(figsize=(4, 4))\n", "plot_wafflehouse_pairwise(\n", " \"MedianAgeMarriage\", \"Divorce\", n_label=15, wafflehouse_divorce=SIMULATED_AGE_DIVORCE\n", ")" ] }, { "cell_type": "code", "execution_count": 47, "id": "2c75f590-76eb-491b-a646-b4ca6ee93ba1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [alpha, beta_age, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c411ce99e1c042dc895be93dd086d33f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 10_000 draw iterations (4_000 + 40_000 draws total) took 3 seconds.\n"
     ]
    }
   ],
   "source": [
    "simulated_age_divorce_model, simulated_age_divorce_inference = fit_age_divorce_model(\n",
    "    SIMULATED_AGE_DIVORCE\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "11b3b28a-9caf-4de3-b986-89bb3b1fe2ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_divorce_model_posterior(\n", " simulated_age_divorce_inference,\n", " model_params=AGE_DIVORCE_MODEL_PARAMS,\n", " actual_params=AGE_DIVORCE_SIMULATION_PARAMS.values(),\n", ")" ] }, { "cell_type": "markdown", "id": "5b8982e3-50d6-4e27-9063-0ee9a2416a39", "metadata": {}, "source": [ "# 🤘\n", "We can recover the simulation params." ] }, { "cell_type": "markdown", "id": "918e9fe6-c2bc-40ee-ad2a-3582961729d0", "metadata": {}, "source": [ "### Fit Age-Divorce model on real data" ] }, { "cell_type": "code", "execution_count": 49, "id": "acedb03f-4ec2-4879-8c57-d26e70ebdd02", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [alpha, beta_age, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "aecd87fee3e54403807963bb869bf5cd", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 10_000 draw iterations (4_000 + 40_000 draws total) took 3 seconds.\n"
     ]
    }
   ],
   "source": [
    "age_divorce_model, age_divorce_inference = fit_age_divorce_model(WAFFLEHOUSE_DIVORCE_STD)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "70df0322-707b-4935-8dfc-1a099fe32c9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_divorce_model_posterior(age_divorce_inference, model_params=AGE_DIVORCE_MODEL_PARAMS)" ] }, { "cell_type": "markdown", "id": "8d0aefb3-a105-4788-aadf-d661c9fbddbe", "metadata": {}, "source": [ "### Run Age Counterfactuals" ] }, { "cell_type": "code", "execution_count": 51, "id": "0f8960bd", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [divorce_rate]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3ab33d84207345b39b1c954dc4e437ab", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "age_counterfactuals = xr.DataArray(np.linspace(-3, 3, 100))\n",
    "\n",
    "with age_divorce_model:\n",
    "    pm.set_data({\"age\": age_counterfactuals})\n",
    "    ppd_age = pm.sample_posterior_predictive(age_divorce_inference, extend_inferencedata=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "b59dd384",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_hdi(\n", " age_counterfactuals,\n", " ppd_age.posterior_predictive[\"divorce_rate\"],\n", " color=\"C0\",\n", " fill_kwargs={\"alpha\": 0.15},\n", ")\n", "plt.plot(\n", " age_counterfactuals,\n", " ppd_age.posterior_predictive[\"divorce_rate\"].mean(dim=(\"chain\", \"draw\")),\n", " color=\"C0\",\n", ")\n", "plt.xlabel(\"age counterfactual (in standard deviations)\")\n", "plt.ylabel(\"causal effect (in std deviations)\")\n", "plt.title(\"Causal effect of Age on Divorce Rate in standard deviations\");" ] }, { "cell_type": "markdown", "id": "024290ea", "metadata": {}, "source": [ "## The Collider $X \\rightarrow Z \\leftarrow Y$\n", "\n", "\n", "- $Z$ _caused jointly_ by $Χ$ and $Y$\n", "- $X$ and $Y$ have no shared causes, thus are not associated\n", " - $X \\perp Y$\n", "- once stratified by $Z$, $Χ$ and $Y$ are now associated\n", " - $X \\not \\perp Y | Z$\n", " - stratifying by $Z$ provides information about $X$ and $Y$\n" ] }, { "cell_type": "code", "execution_count": 53, "id": "51f91703", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "\n", "\n", "\n", "Z\n", "\n", "Z\n", "\n", "\n", "\n", "X->Z\n", "\n", "\n", "\n", "\n", "\n", "Y\n", "\n", "Y\n", "\n", "\n", "\n", "Y->Z\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(edge_list=[(\"X\", \"Z\"), (\"Y\", \"Z\")])" ] }, { "cell_type": "markdown", "id": "9c4b6993", "metadata": {}, "source": [ "## Discrete Example\n", "\n", "Below we simulate a \"Collider\" generative process:\n", "\n", "$$\n", "\\begin{align*}\n", "X &\\sim \\text{Bernoulli}(0.5) \\\\\n", "Y &\\sim \\text{Bernoulli}(0.5) \\\\\n", "Z &\\sim \\text{Bernoulli}(p*) \\\\\n", "p^* &= \\begin{cases}\n", " 0.9 ,& \\text{if } X + Y \\gt 0\\\\\n", " 0.05, & \\text{otherwise}\n", "\\end{cases}\n", "\\end{align*}\n", "$$\n" ] }, { "cell_type": "code", "execution_count": 54, "id": "a8f1d7c2", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "\n", "\n", "\n", "p_star\n", "\n", "p*\n", "\n", "\n", "\n", "X->p_star\n", "\n", "\n", "\n", "\n", "\n", "Z\n", "\n", "Z\n", "\n", "\n", "\n", "p_star->Z\n", "\n", "\n", "\n", "\n", "\n", "Y\n", "\n", "Y\n", "\n", "\n", "\n", "Y->p_star\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"X\", \"p_star\"), (\"Y\", \"p_star\"), (\"p_star\", \"Z\")],\n", " node_props={\"p_star\": {\"label\": \"p*\", \"color\": \"green\", \"fontcolor\": \"green\"}},\n", " edge_props={(\"p_star\", \"Z\"): {\"color\": \"green\"}},\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "markdown", "id": "14d65e38", "metadata": {}, "source": [ "Note: the structure above should not be confused with the \"Descendant\" discussed later. Here $p^*$ is a determinstic function of $X$ and $Y$ that defines the probability distribution over $Z$, wheras in the Descendant, the downstream variable (e.g. $A$) \"leaks\" information about the collider." ] }, { "cell_type": "code", "execution_count": 55, "id": "081cf559", "metadata": {}, "outputs": [], "source": [ "np.random.seed(123)\n", "n_samples = 1000\n", "\n", "X = stats.bernoulli.rvs(p=0.5, size=n_samples)\n", "Y = stats.bernoulli.rvs(p=0.5, size=n_samples)\n", "\n", "# p(z | x, y)\n", "p_star = np.where(X + Y > 0, 0.9, 0.05)\n", "Z = stats.bernoulli.rvs(p=p_star, size=n_samples)" ] }, { "cell_type": "markdown", "id": "3d579ca1", "metadata": {}, "source": [ "Demonstrate that:\n", "- $X \\perp Y$\n", "- $X \\not \\perp Y | Z$" ] }, { "cell_type": "code", "execution_count": 56, "id": "013430e5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation between X and Y: -0.052\n", "Cross tabulation:\n", " X Y\n", "X 240 268\n", "Y 258 234\n", "\n", "Correlation between X and Y conditioned on Z=0: 0.41\n", "Cross tabulation:\n", " X Y\n", "X 229 21\n", "Y 23 22\n", "\n", "Correlation between X and Y conditioned on Z=1: -0.49\n", "Cross tabulation:\n", " X Y\n", "X 11 247\n", "Y 235 212\n" ] } ], "source": [ "summarize_discrete_counfound_simulation(X, Y, Z)" ] }, { "cell_type": "markdown", "id": "eeadab15", "metadata": {}, "source": [ "## Continuous Example\n", "\n", "$$\n", "\\begin{align*}\n", "X &\\sim \\text{Normal}(0, 1) \\\\\n", "Y &\\sim \\text{Normal}(0, 1) \\\\\n", "Z &\\sim \\text{Bernoulli}(p*) \\\\\n", "p^* &= \\frac{1}{1 + e^{-(\\alpha + \\beta_{XZ}X + \\beta_{YZ}Y)}} \\\\\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 57, "id": "6198a49d", "metadata": {}, "outputs": [], "source": [ "np.random.seed(1234)\n", "\n", "n_samples = 500\n", "X = stats.norm.rvs(size=n_samples)\n", "Y = stats.norm.rvs(size=n_samples)\n", "\n", "beta_XZ = 2\n", "beta_YZ = 2\n", "alpha = -2\n", "\n", "p_star = utils.invlogit(alpha + beta_XZ * X + beta_YZ * Y)\n", "Z = stats.bernoulli.rvs(p=p_star)\n", "\n", "collider_data = pd.DataFrame(np.vstack([Z, X, Y]).T, columns=[\"Z\", \"X\", \"Y\"])" ] }, { "cell_type": "code", "execution_count": 58, "id": "f86f8fc3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_continuous_confound_simulation(\n", " collider_data, \"The Collider\\n$X \\\\rightarrow Z \\\\leftarrow Y$\"\n", ")" ] }, { "cell_type": "markdown", "id": "b4142cc4-7a92-4547-9e6e-54b8e70fd26a", "metadata": {}, "source": [ "- Total sample shows no association\n", "- Stratifying by Z shows negative association\n", "\n", "### Why does this happen?\n", "\n", "**Thresholding effect**\n", "- If either $X$ OR $Y$ are big enough, it will result in a conditional value (the green deterministic function $p*$ above) that is large enough to associate the sample with $Z=1$.\n", "- Similarly if either $X$ OR $Y$ are small enough, it will associate the sample with $Z=0$.\n", "- If one of those is is hi/low enough while the other is average or lower/larger, this will induce a negative correlation on average." ] }, { "cell_type": "markdown", "id": "e0206766-18b3-47f1-a7c4-dbd64406aff4", "metadata": {}, "source": [ "## Collider Example: Grant Awards\n", "$N \\rightarrow A \\leftarrow T$\n", "- To be awarded $A$, Grants must be sufficiently either Newsworthy $N$ or Trustworthy $T$\n", "- Few grants are high on both\n", "- results in negative association for awarded grants\n", "- Post-selection bias" ] }, { "cell_type": "code", "execution_count": 59, "id": "30ec0bc6-7fa2-4c5a-a648-157e8f7b200a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(123)\n", "n_samples = 200\n", "\n", "# N and T are independent\n", "N = stats.norm.rvs(size=n_samples)\n", "T = stats.norm.rvs(size=n_samples)\n", "\n", "# Award criterion; either are large enough to threshold\n", "A = np.where(N + T > 2, 1, 0)\n", "\n", "for awarded in [0, 1]:\n", " color = \"gray\" if not awarded else \"C0\"\n", " N_A = N[A == awarded]\n", " T_A = T[A == awarded]\n", " utils.plot_scatter(N_A, T_A, color=color)\n", "\n", "awarded_model = smf.ols(\"T ~ N\", data=pd.DataFrame({\"N\": N_A, \"T\": T_A})).fit()\n", "utils.plot_line(N_A, awarded_model.predict(), color=\"k\", label=\"Post-selection\\nTrend\")\n", "plt.xlabel(\"Newsworthiness\")\n", "plt.ylabel(\"Trustworthiness\")\n", "plt.axis(\"square\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "0e665a96-8e06-41e7-a45c-096a4ea5f4e3", "metadata": {}, "source": [ "## Example: Age, Happiness, and Marriage\n", "\n", "$A \\rightarrow M \\leftarrow H$\n", "\n", "- The older you are, the more changes of being married\n", "- The happier you are, the more amicable you are, and thus are more likely to have another person marry you\n", "- Here, **age does not influence happiness**, they are independent\n", "\n", "Below is a janky version of the simulation in the lecture. Rather than running the termporal simulation, starting at age 18, \n", "and sampling marital status for each happiness level at each point in time, we just do the whole simulation in one sample, modeling the probability of being married as a combination of both Age $A$ and Happiness $H$: $p_{married} = \\text{invlogit}(\\beta_H (\\bar H - 18) + \\beta_A A)$" ] }, { "cell_type": "code", "execution_count": 60, "id": "9cc40645-2058-4d0d-a8a2-b3a6ca083c54", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "age = np.arange(1, 71)\n", "happiness = np.linspace(-2, 2, 40)\n", "age_grid, happiness_grid = np.meshgrid(age, happiness)\n", "\n", "# Arbitrary\n", "beta_happiness = 20\n", "beta_age = 1\n", "min_marriage_age = 18\n", "\n", "age_grid = age_grid.ravel()\n", "happiness_grid = happiness_grid.ravel()\n", "married_grid = []\n", "for a, h in zip(age_grid, happiness_grid):\n", " p_marriage = utils.invlogit(h * beta_happiness + (a - 40 - 18) * beta_age)\n", " married_grid.append(stats.bernoulli(p=p_marriage).rvs())\n", "\n", "married_grid = np.array(married_grid).astype(int)\n", "\n", "utils.plot_scatter(\n", " age_grid[married_grid == 0],\n", " happiness_grid[married_grid == 0],\n", " s=20,\n", " alpha=1,\n", " color=\"lightgray\",\n", " label=\"Unarried\",\n", ")\n", "utils.plot_scatter(\n", " age_grid[married_grid == 1],\n", " happiness_grid[married_grid == 1],\n", " s=20,\n", " alpha=1,\n", " color=\"C0\",\n", " label=\"Married\",\n", ")\n", "plt.xlabel(\"Age\")\n", "plt.ylabel(\"Happiness (std)\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "be514db8-a01b-467d-b69a-087451fb0ec8", "metadata": {}, "source": [ "If we were to stratify by married folks only ($M=1$), we would conclude that Age and Happiness are negatively associated, despite them actually being independent in this simulation." ] }, { "cell_type": "markdown", "id": "48fa8563", "metadata": {}, "source": [ "## Collider Example: Restaurant Success" ] }, { "cell_type": "code", "execution_count": 61, "id": "b77c436e", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "F\n", "\n", "Food Quality, F\n", "\n", "\n", "\n", "S\n", "\n", "Restaurant Successful, S\n", "\n", "\n", "\n", "F->S\n", "\n", "\n", "\n", "\n", "\n", "L\n", "\n", "Location Quality, L\n", "\n", "\n", "\n", "L->S\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"F\", \"S\"), (\"L\", \"S\")],\n", " node_props={\n", " \"F\": {\"label\": \"Food Quality, F\"},\n", " \"L\": {\"label\": \"Location Quality, L\"},\n", " \"S\": {\"label\": \"Restaurant Successful, S\"},\n", " },\n", ")" ] }, { "cell_type": "markdown", "id": "19ca6e9e-4012-410d-9ef8-96c499032374", "metadata": {}, "source": [ "#### Simulate Restaurant Success\n", "\n", "$$\n", "\\begin{align*}\n", "S &\\sim \\text{Bernoulli}(p_S) \\\\\n", "p_S &= \\text{invlogit}(\\alpha+ \\beta_Q Q + \\beta_L L) \\\\\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 62, "id": "2c0de39a", "metadata": {}, "outputs": [], "source": [ "np.random.seed(123)\n", "n_restaurants = 1000\n", "food_quality = stats.norm.rvs(size=n_restaurants) # standardized food quality\n", "location_quality = stats.norm.rvs(size=n_restaurants) # standardized quality of restaurant location\n", "\n", "beta_food_quality = 20 # good food increases probability of success\n", "beta_location_quality = 20 # good location also increases probability of success\n", "intercept = -40 # the average restaurant will not succeed\n", "\n", "p_success = utils.invlogit(\n", " food_quality * beta_food_quality + location_quality * beta_location_quality + intercept\n", ")\n", "stays_in_business = stats.bernoulli.rvs(p_success)\n", "\n", "data = data = pd.DataFrame(\n", " np.vstack([location_quality, food_quality, stays_in_business]).T,\n", " columns=[\"location_quality\", \"food_quality\", \"stays_in_business\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 63, "id": "05d93c61", "metadata": {}, "outputs": [], "source": [ "models = {}\n", "models[\"unstratified\"] = smf.ols(\"food_quality ~ location_quality\", data=data).fit()\n", "\n", "# Stratified Models (post-hoc selection based on successful business)\n", "models[\"business_failed\"] = smf.ols(\n", " \"food_quality ~ location_quality\", data=data[data.stays_in_business == 0]\n", ").fit()\n", "models[\"business_succeeded\"] = smf.ols(\n", " \"food_quality ~ location_quality\", data=data[data.stays_in_business == 1]\n", ").fit()" ] }, { "cell_type": "code", "execution_count": 64, "id": "631af844", "metadata": {}, "outputs": [], "source": [ "def plot_sms_restaurant_model_fit(model, xs, label, color):\n", " \"\"\"Helper function to plot linear models\"\"\"\n", " params = model.params\n", " ys = params.Intercept + params.location_quality * xs\n", " return utils.plot_line(xs, ys, label=label, color=color)" ] }, { "cell_type": "code", "execution_count": 65, "id": "0f9b289f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xs = np.linspace(-4, 4, 20)\n", "\n", "for sib, label in enumerate([\"business_failed\", \"business_succeeded\"]):\n", " scatter_data = data[data.stays_in_business == sib]\n", " utils.plot_scatter(\n", " scatter_data.location_quality,\n", " scatter_data.food_quality,\n", " color=f\"C{sib}\",\n", " label=\"successful\" if sib else \"failed\",\n", " )\n", "\n", " plot_sms_restaurant_model_fit(models[label], xs, color=f\"C{sib}\", label=None)\n", "\n", "plot_sms_restaurant_model_fit(models[\"unstratified\"], xs, label=\"unstratified\", color=\"black\")\n", "\n", "plt.xlabel(\"location quality (standardized)\")\n", "plt.ylabel(\"food quality (standardized)\")\n", "\n", "plt.xlim([-4, 4])\n", "plt.ylim([-4, 4])\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "19653d43", "metadata": {}, "source": [ "By looking only at successful restaurants, we would mislead ourselves and infer that lower-quality locations have better food, when in fact there is no relationship between location and food quality." ] }, { "cell_type": "markdown", "id": "27b69aa4", "metadata": {}, "source": [ "## The Decendent\n", "Takes on a diluted behavior of the parent. \n", "- If the parent forms a Collider, the descendant acts as a weak collider. Same for Pipe and Fork descendants" ] }, { "cell_type": "markdown", "id": "b23c51cc", "metadata": {}, "source": [ "## Discrete Example: Pipe Descendant\n", "In this example the descendant branches off of a Pipe. Therefore we should observe the following:\n", "- $X \\not \\perp Y$\n", "- $X \\perp Y | Z$\n", "- $X \\not \\perp Y | A$, but correlation between X and Y should be reduced" ] }, { "cell_type": "code", "execution_count": 66, "id": "ea3800d8", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "\n", "\n", "\n", "Z\n", "\n", "Z\n", "\n", "\n", "\n", "X->Z\n", "\n", "\n", "\n", "\n", "\n", "A\n", "\n", "A\n", "\n", "\n", "\n", "Z->A\n", "\n", "\n", "\n", "\n", "\n", "Y\n", "\n", "Y\n", "\n", "\n", "\n", "Z->Y\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(edge_list=[(\"X\", \"Z\"), (\"Z\", \"A\"), (\"Z\", \"Y\")], graph_direction=\"LR\")" ] }, { "cell_type": "markdown", "id": "ab01afb1", "metadata": {}, "source": [ "\n", "$$\n", "\\begin{align*}\n", "X &\\sim \\text{Bernoulli}(0.5) \\\\\n", "Z &\\sim \\text{Bernoulli}(p^*) \\\\\n", "A &\\sim \\text{Bernoulli}(q^*) \\\\\n", "Y &\\sim \\text{Bernoulli}(r^*) \\\\\n", "p^* &= 0.9 X + 0.1 (1 - X) \\\\\n", "q^* &= 0.9 Z + 0.1 (1 - Z) \\\\\n", "r^* &= 0.9 Z + 0.1 (1 - Z) \\\\\n", "\\end{align*}\n", "$$\n" ] }, { "cell_type": "code", "execution_count": 67, "id": "cb914934", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "\n", "\n", "\n", "Z\n", "\n", "Z\n", "\n", "\n", "\n", "X->Z\n", "\n", "\n", "p*\n", "\n", "\n", "\n", "A\n", "\n", "A\n", "\n", "\n", "\n", "Z->A\n", "\n", "\n", "q*\n", "\n", "\n", "\n", "Y\n", "\n", "Y\n", "\n", "\n", "\n", "Z->Y\n", "\n", "\n", "r*\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"X\", \"Z\"), (\"Z\", \"A\"), (\"Z\", \"Y\")],\n", " edge_props={\n", " (\"X\", \"Z\"): {\"label\": \"p*\"},\n", " (\"Z\", \"A\"): {\"label\": \"q*\"},\n", " (\"Z\", \"Y\"): {\"label\": \"r*\"},\n", " },\n", " graph_direction=\"LR\",\n", ")" ] }, { "cell_type": "code", "execution_count": 68, "id": "e436feaa", "metadata": {}, "outputs": [], "source": [ "n_samples = 1000\n", "\n", "X = stats.bernoulli.rvs(p=0.5, size=n_samples)\n", "\n", "p_star = 0.9 * X + 0.1 * (1 - X)\n", "Z = stats.bernoulli.rvs(p=p_star, size=n_samples)\n", "\n", "q_star = 0.9 * Z + 0.1 * (1 - Z)\n", "A = stats.bernoulli.rvs(p=q_star, size=n_samples)\n", "\n", "r_star = 0.9 * Z + 0.1 * (1 - Z)\n", "Y = stats.bernoulli.rvs(p=r_star, size=n_samples)" ] }, { "cell_type": "markdown", "id": "0985215d", "metadata": {}, "source": [ "Demonstrate that\n", "\n", "- $X \\not \\perp Y$\n", "- $X \\perp Y | Z$\n" ] }, { "cell_type": "code", "execution_count": 69, "id": "724348f0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation between X and Y: 0.71\n", "Cross tabulation:\n", " X Y\n", "X 425 66\n", "Y 79 430\n", "\n", "Correlation between X and Y conditioned on Z=0: 0.43\n", "Cross tabulation:\n", " X Y\n", "X 378 40\n", "Y 42 45\n", "\n", "Correlation between X and Y conditioned on Z=1: 0.53\n", "Cross tabulation:\n", " X Y\n", "X 47 26\n", "Y 37 385\n" ] } ], "source": [ "summarize_discrete_counfound_simulation(X, Y, A)" ] }, { "cell_type": "markdown", "id": "1a53fcc1", "metadata": {}, "source": [ "## Discrete Example: Collider Descendant\n", "In this example the descendant branches off of a Collider. Therefore we should observe the following:\n", "- $X \\perp Y$\n", "- $X \\not \\perp Y | Z$\n", "- $X \\not \\perp Y | A$" ] }, { "cell_type": "code", "execution_count": 70, "id": "5759fc49", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "\n", "\n", "\n", "Z\n", "\n", "Z\n", "\n", "\n", "\n", "X->Z\n", "\n", "\n", "\n", "\n", "\n", "A\n", "\n", "A\n", "\n", "\n", "\n", "Z->A\n", "\n", "\n", "\n", "\n", "\n", "Y\n", "\n", "Y\n", "\n", "\n", "\n", "Y->Z\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(edge_list=[(\"X\", \"Z\"), (\"Z\", \"A\"), (\"Y\", \"Z\")], graph_direction=\"LR\")" ] }, { "cell_type": "markdown", "id": "a28dfd97", "metadata": {}, "source": [ "$$\n", "\\begin{align*}\n", "X &\\sim \\text{Normal}(0, 1) \\\\\n", "Y &\\sim \\text{Normal}(0, 1) \\\\\n", "Z &\\sim \\text{Bernoulli}(p^*) \\\\\n", "A &\\sim \\text{Bernoulli}(q^*) \\\\\n", "p^* &= \\begin{cases}\n", " 0.9 ,& \\text{if } X + Y \\gt 2\\\\\n", " 0.1, & \\text{otherwise}\n", "\\end{cases} \\\\\n", "q^* &= 0.05 Z + 0.95 (1 - Z)\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 71, "id": "398dd571", "metadata": {}, "outputs": [], "source": [ "n_samples = 1000\n", "\n", "X = stats.norm.rvs(size=n_samples)\n", "Y = stats.norm.rvs(size=n_samples)\n", "\n", "p_star = np.where(X + Y > 2, 0.9, 0.1)\n", "Z = stats.bernoulli.rvs(p=p_star, size=n_samples)\n", "\n", "q_star = 0.95 * Z + 0.05 * (1 - Z)\n", "A = stats.bernoulli.rvs(p=q_star, size=n_samples)" ] }, { "cell_type": "code", "execution_count": 72, "id": "b18fca64", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation between X and Y: 0.035\n", "Correlation between X and Y conditioned on A=0: -0.081\n", "Correlation between X and Y conditioned on A=1: 0.21\n" ] } ], "source": [ "print(f\"Correlation between X and Y: {np.corrcoef(X, Y)[0, 1]:1.2}\")\n", "for a in [0, 1]:\n", " print(\n", " f\"Correlation between X and Y conditioned on A={a}: {np.corrcoef(X[A==a], Y[A==a])[0, 1]:1.2}\"\n", " )" ] }, { "cell_type": "markdown", "id": "fef06f29-f908-4530-b05b-bd46ee9c5115", "metadata": {}, "source": [ "## Descendants are everywhere\n", "- Many measurements aree **proxies** for what we want to measure\n", "\n", "## Unobserved Confounds\n", "- Confounds are everywhere, and can ruin your day\n", "- Some controls are better than others\n", "- Often, trying to control for some variables can open up paths to unobserved confounds; we must always be aware of this possibility" ] }, { "cell_type": "markdown", "id": "b4d5c92e", "metadata": {}, "source": [ "## Authors\n", "* Ported to PyMC by Dustin Stansbury (2024)\n", "* Based on Statistical Rethinking (2023) lectures by Richard McElreath" ] }, { "cell_type": "code", "execution_count": 73, "id": "f765aa19", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Tue Dec 17 2024\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.5\n", "IPython version : 8.27.0\n", "\n", "pytensor: 2.26.4\n", "aeppl : not installed\n", "xarray : 2024.7.0\n", "\n", "numpy : 1.26.4\n", "arviz : 0.19.0\n", "pandas : 2.2.2\n", "pymc : 5.19.1\n", "scipy : 1.14.1\n", "re : 2.2.1\n", "statsmodels: 0.14.2\n", "matplotlib : 3.9.2\n", "xarray : 2024.7.0\n", "\n", "Watermark: 2.5.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pytensor,aeppl,xarray" ] }, { "cell_type": "markdown", "id": "5c258706", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 5 }