{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ECO-3IO-PCEX (ECO3IOPC)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Model ECO-30IO-PCEX was introduced by Marco Veronese Passarella as a simple pedagogical environmentally extended stock-flow consistent (SFC) input-output (IO) model (see the [source repository](https://github.com/marcoverpas/keynote_speech_Florence/blob/main/README.md#21---model-pc)). This implementation by Karl Naumann-Woleske extends the model to use the expectation version of model PC." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Module Contents\n", "\n", "As with all `MacroStat` models, ECOIOPC is divided into Variables, Parameters (fixed constants), Scenarios, and the Behavior (model initialization and steps). The module-level documentation, such as all variables/parameters/scenarios and their notation or the behavioral equations associated with each function of `BehaviorECOIOPC.py` can be seen in:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{eval-rst}\n", ".. toctree::\n", " :maxdepth: 2\n", "\n", " Variables \n", " Parameters \n", " Equations \n", " Scenarios \n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the full model API please check the [API Reference](../../api_reference)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The remainder of this page gives an introduction to the model, notes on how it is implemented in `MacroStat` and then shows some of the model dynamics using the default parameters. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Transaction Flow Matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{csv-table} Accounting Transaction Matrix for Model 3IO-PCEX\n", ":file: transaction_matrix.csv\n", ":header-rows: 2\n", ":stub-columns: 1\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Balance Sheet Matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{csv-table} Balance Sheet for Model 3IO-PCEX\n", ":file: balance_sheet.csv\n", ":header-rows: 2\n", ":stub-columns: 1\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Dynamics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preparatory Steps" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:16.925912Z", "iopub.status.busy": "2026-06-02T07:23:16.925832Z", "iopub.status.idle": "2026-06-02T07:23:18.522448Z", "shell.execute_reply": "2026-06-02T07:23:18.522041Z" } }, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import importlib\n", "import logging\n", "import sys\n", "\n", "# Import the necessary libraries for plotting\n", "from matplotlib import pyplot as plt\n", "from matplotlib.ticker import PercentFormatter\n", "\n", "# Import the MacroStat get_model function\n", "from macrostat.models import get_model\n", "from macrostat.causality import DocstringCausalityAnalyzer\n", "\n", "# Custom matplotlib style for the documentation\n", "plt.style.use(\"../../macrostat.mplstyle\")\n", "# We show the logging output in the notebook\n", "importlib.reload(logging)\n", "logging.basicConfig(stream=sys.stdout, level=logging.INFO)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Running the Simulation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we can run the model without any shocks to see the convergence to the steady state." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:18.524339Z", "iopub.status.busy": "2026-06-02T07:23:18.524112Z", "iopub.status.idle": "2026-06-02T07:23:18.657968Z", "shell.execute_reply": "2026-06-02T07:23:18.657549Z" } }, "outputs": [], "source": [ "ECO3IOPCClass = get_model(\"ECO3IOPC\")\n", "model = ECO3IOPCClass()\n", "model.simulate()\n", "output = model.variables.to_pandas()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can also check that the variables are healthy, which means that the redundant equations hold and that all the assets and liabilities are positive. For model PC, the redundant equation is that the household money stock equals the central bank money stock. \n", "\n", ":::{Note}\n", "In numerical implementations, due to floating point precision it is unlikely that the redundant equation will hold exactly. Therefore, we check that the absolute percentage error is less than a given tolerance, in this case 1e-5. We use the absolute percentage error to appropriately scale the error for different magnitudes of the variables.\n", ":::" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:18.659439Z", "iopub.status.busy": "2026-06-02T07:23:18.659347Z", "iopub.status.idle": "2026-06-02T07:23:18.684466Z", "shell.execute_reply": "2026-06-02T07:23:18.684131Z" } }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.variables.check_health(tolerance=1e-5)" ] }, { "cell_type": "markdown", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Convergence to the Steady State" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:18.705901Z", "iopub.status.busy": "2026-06-02T07:23:18.705715Z", "iopub.status.idle": "2026-06-02T07:23:19.360589Z", "shell.execute_reply": "2026-06-02T07:23:19.360177Z" }, "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output.loc[:50]\n", "\n", "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8, 8))\n", "\n", "# National Income and Consumption\n", "axs[0,0].plot(dfo.index, dfo['NationalIncome'], color='k', label=r'National Income $Y$')\n", "axs[0,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,0].set_title('National Income')\n", "axs[0,1].plot(dfo.index, dfo['RealConsumptionHousehold'], color='k', label=r'Consumption $C$')\n", "axs[0,1].plot(dfo.index, dfo['DisposableIncome'], color='g', linestyle='-.', label=r'Disposable Income $YD$')\n", "axs[0,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,1].set_title('Consumption')\n", "\n", "# Wealth and Savings\n", "axs[1,0].plot(dfo.index, dfo['Wealth'], color='k', label=r'Wealth $V$')\n", "axs[1,0].plot(dfo.index, dfo['ExpectedWealth'], color='g', linestyle='-.', label=r'Expected Wealth $V^e$')\n", "axs[1,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,0].set_title('Wealth')\n", "axs[1,1].plot(dfo.index, dfo['Wealth'].diff(), color='k', label=r'Savings, $\\Delta V$')\n", "axs[1,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,1].set_title('Savings')\n", "\n", "# Money Share and Bills Share\n", "axs[2,0].plot(dfo.index, dfo['HouseholdMoneyStock'] / dfo['Wealth'], color='k', linestyle='-', label='Money Share $H_h/V$')\n", "axs[2,0].legend(loc='center right', frameon=False)\n", "axs[2,0].set_xlim(0,40)\n", "axs[2,0].set_title('Money Share')\n", "axs[2,0].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Right panel - Bills share\n", "axs[2,1].plot(dfo.index, dfo['HouseholdBillStock'] / dfo['Wealth'], color='k', linestyle='-', label='Bills Share $B_h/V$')\n", "axs[2,1].legend(loc='center right', frameon=False)\n", "axs[2,1].set_xlim(0,40)\n", "axs[2,1].set_title('Bills Share')\n", "axs[2,1].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Household Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:19.361699Z", "iopub.status.busy": "2026-06-02T07:23:19.361614Z", "iopub.status.idle": "2026-06-02T07:23:19.806355Z", "shell.execute_reply": "2026-06-02T07:23:19.805917Z" }, "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output.loc[:50]\n", "\n", "fig, axs = plt.subplots(ncols=1, nrows=3, figsize=(7, 8))\n", "\n", "# National Income and Consumption\n", "for s in dfo[\"RealGrossOutput\"].columns:\n", " axs[0].plot(dfo.index, dfo['RealGrossOutput'][s], label=f\"Sector {s}\")\n", "axs[0].set_title('Real Gross Output')\n", "\n", "for s in dfo[\"RealFinalDemand\"].columns:\n", " axs[1].plot(dfo.index, dfo['RealFinalDemand'][s], label=f\"Sector {s}\")\n", "axs[1].set_title('Real Final Demand')\n", "\n", "for s in dfo[\"Prices\"].columns:\n", " axs[2].plot(dfo.index, dfo['Prices'][s], label=f\"Sector {s}\")\n", "axs[2].plot(dfo.index, dfo[\"ConsumerPriceIndex\"], linestyle=\"--\", label=f\"Consumer price index $p_c(t)$\")\n", "axs[2].plot(dfo.index, dfo[\"GovernmentPriceIndex\"], linestyle=\"--\", label=f\"Government price index $p_g(t)$\")\n", "axs[2].set_title('Prices')\n", "\n", "for ax in axs:\n", " ax.legend(loc='center left', bbox_to_anchor=(1.0, 0.5), frameon=False)\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Production Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:19.807294Z", "iopub.status.busy": "2026-06-02T07:23:19.807211Z", "iopub.status.idle": "2026-06-02T07:23:20.325907Z", "shell.execute_reply": "2026-06-02T07:23:20.325543Z" }, "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_646074/2998917229.py:35: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " ax.legend(frameon=False)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output\n", "\n", "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(7, 8))\n", "\n", "axs[0,0].set_title(\"Durable Goods Stock\")\n", "axs[0,0].set_ylabel(\"Real Sector Units\")\n", "for s in dfo[\"DurableGoodsStock\"].columns:\n", " axs[0,0].plot(dfo.index,dfo[\"DurableGoodsStock\"][s], label=f\"Sector {s}\")\n", "\n", "axs[0,1].set_title(\"Socioeconomic Stock (Material Quantity)\")\n", "axs[0,1].set_ylabel(\"Material Units\")\n", "axs[0,1].plot(dfo.index,dfo[\"SocioeconomicStock\"])\n", "\n", "axs[1,0].set_title(\"Reserve growth rate\")\n", "axs[1,0].plot(100 * dfo[\"ConversionMatterToReserves\"] / dfo[\"MatterReserves\"], label=\"Matter\")\n", "axs[1,0].plot(100 * dfo[\"ConversionEnergyToReserves\"] / dfo[\"EnergyReserves\"], label=\"Energy\")\n", "\n", "axs[1,1].set_title(\"Reserve depletion rate (extraction/reserve)\")\n", "axs[1,1].plot(100 * dfo[\"ExtractedMatter\"] / dfo[\"MatterReserves\"], label=\"Matter\")\n", "axs[1,1].plot(100 * dfo[\"EnergyRequiredForProduction\"] / dfo[\"EnergyReserves\"], label=\"Energy\")\n", "\n", "axs[2,0].set_title(\"Cumulative CO2 and Temperature\")\n", "axs[2,0].set_ylabel(\"Cumulative CO2 (black)\")\n", "axs[2,0].plot(dfo[\"CumulativeCO2\"], color=\"black\")\n", "axs_alt = axs[2,0].twinx()\n", "axs_alt.plot(dfo[\"Temperature\"], color=\"red\")\n", "axs_alt.set_ylabel(\"Temperature (red)\")\n", "axs_alt.set_ylim(-0.25, 1.1 * dfo[\"Temperature\"].max().iloc[0])\n", "\n", "axs[2,1].set_title(\"Emissions per Period\")\n", "axs[2,1].plot(dfo[\"Emissions\"])\n", "axs[2,1].set_ylabel(\"Annual Emissions (blue)\")\n", "\n", "for ax in axs.flatten():\n", " ax.legend(frameon=False)\n", "\n", "fig.suptitle('Model convergence to the steady state - Environmental Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perturbation 1: An increase of 100 points in the rate of interest on bills ($r$)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following the convergence to the steady state, we can study the effects of an increase in the rate on bills by 100bps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`MacroStat` is set up to easily handle these scenarios. Much like in prior models, we simply define a new scenario `IncreaseInterestRate` and set the new rate to be 100 points higher $r=0.025+0.01$" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:20.326962Z", "iopub.status.busy": "2026-06-02T07:23:20.326869Z", "iopub.status.idle": "2026-06-02T07:23:20.432087Z", "shell.execute_reply": "2026-06-02T07:23:20.431768Z" } }, "outputs": [], "source": [ "model.parameters[\"scenario_trigger\"] = 60\n", "model.scenarios.add_scenario(\n", " name=\"IncreaseInterestRate\",\n", " timeseries={\"InterestRate\":0.025 + 0.01}\n", ")\n", "model.simulate(scenario=\"IncreaseInterestRate\")\n", "output_rate_increase = model.variables.to_pandas()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see how the model reacts to the shock." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The shock fires at `scenario_trigger = 60`. The plots below restrict the view to `t >= 55` so the impulse window is visible." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:20.433712Z", "iopub.status.busy": "2026-06-02T07:23:20.433616Z", "iopub.status.idle": "2026-06-02T07:23:21.120157Z", "shell.execute_reply": "2026-06-02T07:23:21.119890Z" }, "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output_rate_increase.loc[55:]\n", "\n", "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8, 8))\n", "\n", "# National Income and Consumption\n", "axs[0,0].plot(dfo.index, dfo['NationalIncome'], color='k', label=r'National Income $Y$')\n", "axs[0,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,0].set_title('National Income')\n", "axs[0,1].plot(dfo.index, dfo['RealConsumptionHousehold'], color='k', label=r'Consumption $C$')\n", "axs[0,1].plot(dfo.index, dfo['DisposableIncome'], color='g', linestyle='-.', label=r'Disposable Income $YD$')\n", "axs[0,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,1].set_title('Consumption')\n", "\n", "# Wealth and Savings\n", "axs[1,0].plot(dfo.index, dfo['Wealth'], color='k', label=r'Wealth $V$')\n", "axs[1,0].plot(dfo.index, dfo['ExpectedWealth'], color='g', linestyle='-.', label=r'Expected Wealth $V^e$')\n", "axs[1,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,0].set_title('Wealth')\n", "axs[1,1].plot(dfo.index, dfo['Wealth'].diff(), color='k', label=r'Savings, $\\Delta V$')\n", "axs[1,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,1].set_title('Savings')\n", "\n", "# Money Share and Bills Share\n", "axs[2,0].plot(dfo.index, dfo['HouseholdMoneyStock'] / dfo['Wealth'], color='k', linestyle='-', label='Money Share $H_h/V$')\n", "axs[2,0].legend(loc='center right', frameon=False)\n", "axs[2,0].set_title('Money Share')\n", "axs[2,0].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Right panel - Bills share\n", "axs[2,1].plot(dfo.index, dfo['HouseholdBillStock'] / dfo['Wealth'], color='k', linestyle='-', label='Bills Share $B_h/V$')\n", "axs[2,1].legend(loc='center right', frameon=False)\n", "axs[2,1].set_title('Bills Share')\n", "axs[2,1].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Household Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:21.121435Z", "iopub.status.busy": "2026-06-02T07:23:21.121341Z", "iopub.status.idle": "2026-06-02T07:23:21.459455Z", "shell.execute_reply": "2026-06-02T07:23:21.459131Z" }, "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output_rate_increase.loc[55:]\n", "\n", "fig, axs = plt.subplots(ncols=1, nrows=3, figsize=(7, 8))\n", "\n", "# National Income and Consumption\n", "for s in dfo[\"RealGrossOutput\"].columns:\n", " axs[0].plot(dfo.index, dfo['RealGrossOutput'][s], label=f\"Sector {s}\")\n", "axs[0].set_title('Real Gross Output')\n", "\n", "for s in dfo[\"RealFinalDemand\"].columns:\n", " axs[1].plot(dfo.index, dfo['RealFinalDemand'][s], label=f\"Sector {s}\")\n", "axs[1].set_title('Real Final Demand')\n", "\n", "for s in dfo[\"Prices\"].columns:\n", " axs[2].plot(dfo.index, dfo['Prices'][s], label=f\"Sector {s}\")\n", "axs[2].plot(dfo.index, dfo[\"ConsumerPriceIndex\"], linestyle=\"--\", label=f\"Consumer price index $p_c(t)$\")\n", "axs[2].plot(dfo.index, dfo[\"GovernmentPriceIndex\"], linestyle=\"--\", label=f\"Government price index $p_g(t)$\")\n", "axs[2].set_title('Prices')\n", "\n", "for ax in axs:\n", " ax.legend(loc='center left', bbox_to_anchor=(1.0, 0.5), frameon=False)\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Production Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:21.460420Z", "iopub.status.busy": "2026-06-02T07:23:21.460337Z", "iopub.status.idle": "2026-06-02T07:23:22.200634Z", "shell.execute_reply": "2026-06-02T07:23:22.200258Z" }, "tags": [ "hide-input" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_646074/4078320462.py:33: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " ax.legend(frameon=False)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(7, 8))\n", "\n", "axs[0,0].set_title(\"Durable Goods Stock\")\n", "axs[0,0].set_ylabel(\"Real Sector Units\")\n", "for s in dfo[\"DurableGoodsStock\"].columns:\n", " axs[0,0].plot(dfo.index,dfo[\"DurableGoodsStock\"][s], label=f\"Sector {s}\")\n", "\n", "axs[0,1].set_title(\"Socioeconomic Stock (Material Quantity)\")\n", "axs[0,1].set_ylabel(\"Material Units\")\n", "axs[0,1].plot(dfo.index,dfo[\"SocioeconomicStock\"])\n", "\n", "axs[1,0].set_title(\"Reserve growth rate\")\n", "axs[1,0].plot(100 * dfo[\"ConversionMatterToReserves\"] / dfo[\"MatterReserves\"], label=\"Matter\")\n", "axs[1,0].plot(100 * dfo[\"ConversionEnergyToReserves\"] / dfo[\"EnergyReserves\"], label=\"Energy\")\n", "\n", "axs[1,1].set_title(\"Reserve depletion rate (extraction/reserve)\")\n", "axs[1,1].plot(100 * dfo[\"ExtractedMatter\"] / dfo[\"MatterReserves\"], label=\"Matter\")\n", "axs[1,1].plot(100 * dfo[\"EnergyRequiredForProduction\"] / dfo[\"EnergyReserves\"], label=\"Energy\")\n", "\n", "axs[2,0].set_title(\"Cumulative CO2 and Temperature\")\n", "axs[2,0].set_ylabel(\"Cumulative CO2 (black)\")\n", "axs[2,0].plot(dfo[\"CumulativeCO2\"], color=\"black\")\n", "axs_alt = axs[2,0].twinx()\n", "axs_alt.plot(dfo[\"Temperature\"], color=\"red\")\n", "axs_alt.set_ylabel(\"Temperature (red)\")\n", "axs_alt.set_ylim(-0.25, 1.1 * dfo[\"Temperature\"].max().iloc[0])\n", "\n", "axs[2,1].set_title(\"Emissions per Period\")\n", "axs[2,1].plot(dfo[\"Emissions\"])\n", "axs[2,1].set_ylabel(\"Annual Emissions (blue)\")\n", "\n", "for ax in axs.flatten():\n", " ax.legend(frameon=False)\n", "\n", "fig.suptitle('Model convergence to the steady state - Environmental Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:22.201761Z", "iopub.status.busy": "2026-06-02T07:23:22.201671Z", "iopub.status.idle": "2026-06-02T07:23:22.720256Z", "shell.execute_reply": "2026-06-02T07:23:22.719919Z" }, "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_646074/2998917229.py:35: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " ax.legend(frameon=False)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs0AAAMVCAYAAACMVcl3AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XVYVNn/wPE3jQgiimKgmKhrd+fq2r12d7dYa3fH2t0i1q6da4MoJraihAWK0g1zfn/w5f4cAQnRIc7reeaBuffOvZ+5M3PmM+ee0BJCCCRJkiRJkiRJipe2pgOQJEmSJEmSpNROJs2SJEmSJEmSlACZNEuSJEmSJElSAmTSLEmSJEmSJEkJkEmzJEmSJEmSJCVAJs2SJEmSJEmSlACZNEuSJEmSJElSAmTSLEmSJEmSJEkJkEmzJEmSJEmSJCVAJs1SnO7evUvbtm2pXbs2Hz58SHD7iIgIHj58yKVLl/j8+fMviFBKjfz8/Lh79y7nzp3TdCg/Rd++fWnYsCGbN2/WdCiSlGgfPnzg5s2b3Lp1S9Oh/JDz58/TqlUratSoEe82QgiePHnC1atXefv27S+MTsoIZNKcRpw4cYKmTZtiYGBA5syZ8fb2jnM7IQRlypRBS0uLmjVr8vfffyfreBUqVGD27Nlcv36dsLCwBLf38fFh7dq1NGjQgIcPHybrmFLa9/z5c6ZOnUrjxo01HcpPsW7dOkJDQ3n37p2mQ0lVXr16Rfv27TEzM0NLS4vWrVvTu3dvevXqRbt27ShUqBBaWlpcuXIlRY8bEhJCkSJFmDZtWoruN725cuUK/fr1Y8KECd/dbsqUKRQrVgwtLS0KFSrEjBkz1NZv3boVc3Nz9PX1adCgQaK+G75n/fr15M2bl/fv3ydq+0aNGjF48GBu3LgR7zYRERFs2bKFP/74gwsXLvxQfJL0LZk0pxEtWrTg9OnTjBw5El1dXfbv3x/ndteuXcPa2hojIyPs7e0ZOXJkso9ZunTpRG+bM2dONmzYgKWlZbKPJ/1c//77L5cvX07RfY4ePVrtfpUqVVi9enWKHiO5sfwMhoaGFClS5KcfB2DlypW4ubkl67G/4lx8rXDhwhw+fJgRI0YAcPToUXbs2MHOnTs5cuQIr169YuTIkXh4eKTocbW0tDA0NERLSytF95uaJee17dy5M2PGjElwu/nz53P16lV0dXXp2LEjs2bNUlvfr18/5syZw5YtW7h48SIGBgZJjuVrurq66OrqJun1++233767Xl9fn+XLl1O5cuUfik2S4iKT5jQmc+bMdOjQgV27dsW5/uHDh5QqVUpjXyI6OjoaOa6UsGvXrqXo/h4+fIivr2+s5Zp4D0RERODo6PjLj/szJff10uS50NaO+ytFS0uLyZMnp3jSbGhoyKNHj5g9e3aK7jc1S+77IrGfSwsLC5o0acLevXtRqVSx1js5OdGlS5dkxfCtAQMG4O7uTu7cuVNkf1+T30XSzyCT5jSoZ8+eODk58fz5c7XlISEhGBkZaSgqKbWKjIzk5MmTbNiwIcX26ebmxuDBg1Nsfz/iy5cvjB07Fk9PT02HkiJCQ0PZsWMHR48eTfJjU+O5WLduHQC5cuXCwsJCw9GkXYGBgSxYsIC7d+/+9GP16tWLt2/fcvHiRbXlnz59wszMDD09vZ8egySlRrqaDkBKutq1a1OwYEF2797N3LlzleUnT56kefPmypfUt/bt24e9vT158+bFzc2Njh070rBhQ2W9q6src+fOJX/+/Ojo6FCiRIlY+/j48SOTJk3C0tKST58+UbZs2WQlT6dPn2bPnj0UKFAAbW1trKys6N+/PwBeXl7MmjULCwsLwsLCCA8PZ/bs2RgZGXHu3DlsbGxwcXHh3r17HDhwgMjISK5fv862bdvInz8/d+7cYciQITg5OVGmTBmOHz9O/vz5qVOnDg4ODvTr14+NGzcSGRnJtGnTCAsLw8DAgJCQEBYtWgRA69atuXnzJqtXr+bJkyecPHmSBQsW0KxZM96/f8/kyZMpXLgwHz58wNLSkqioKE6cOMG1a9cwMDBg9+7dXL58mfz58+Pi4sLChQvJmzcvEydOZPfu3TRu3JgWLVrg4uLCkydPMDc3Z9myZcr5iYiIYMaMGfj4+GBubk5oaCi9e/emZMmSAPHuPy4ODg4cPHiQ4OBgFi5cyI4dO6hfvz69evVK8HzHRaVSMXPmTLy8vPDy8qJ3797o6enF6hz35MkTDh8+TFRUFDdu3GDLli3ky5dPWZ+U5wCwbds2goKC0NPT4/3797i4uLBv3z42bNjAvXv38Pb2pnfv3gBMmzaNwoULJ3icAwcO8OLFC7S0tHBycmLUqFHUr19fOWZUVBTz58/ny5cvZM+eHT09PYKDg5X1V69eZdSoUdy/f59KlSpx+vRpzM3NKV26NC9evGDs2LEsWLAg3tflv//+I3fu3Hz69IkjR47g5OTEqVOnOHHiBFFRUYwfPx5jY2M6dOhA8+bNAdi4cSOfP38mMjKSe/fuMWPGDMqVKwfwQ+fiZ/Dz8+PixYsMHToUQPmMd+/enbNnzzJ06FAKFCiAp6cnd+7coUaNGowdOxYAGxsbNm7cSHh4OLNmzWLixImcOHGCjh07kidPHnbv3s3x48f5999/adSoEatWreLdu3d07dqVe/fusXfvXhwdHTl06BC2trZUqFCBwMBApk+fjrGxMdra2nz8+JFZs2aRI0cO7t+/z+DBg3n8+DEXLlzg/PnzCCG4fPkyy5cvp2zZsoSFhdG6dWtu3brFokWLCA0Nxd/fH3t7e7p27UrNmjXZu3cv4eHhXL58mZ07d1KwYEHlfPxIubBv3z6lTXjMaztkyBCqVq2KSqVi2bJlREZGEhQUxPPnz1myZAkFChRI1uvWsmVLzMzM2LVrl9p3xL59++jatavatqGhoSxevBg9PT18fHzw9PRkxYoVZM+eXXmtz5w5w19//YWvry/nz5+nb9++VK9enSFDhuDm5oa9vb1SNpw/fx4HBwf09fW5ffs2nTp1omPHjrFiPHbsGC9evMDPz49nz54xa9as7zbdCAoKwsbGhqxZsxIaGkrWrFmZNm0aWlpaHDt2jOfPn2NqaoqnpycODg6cOXMmWedOSueElKbMmDFDCCHE9OnThZWVlVCpVMq6NWvWKNtkzpxZ7XH79u0TzZs3F1FRUUIIIcLCwkTlypXFxYsXhRBCvH//XuTKlUvcu3dPeczp06cFIFxdXYUQQoSHh4uyZcuKQ4cOCSGEUKlUokKFCuL8+fPKY6ysrMSlS5e++xzOnTsn8ufPL/z8/IQQQuzcuVNoaWmJgIAAER4eLkqVKiVu3rypbH/w4EHRsGFD5bneu3dPAGLmzJnKNn369BGDBw9W7kdFRYmiRYuKTZs2KcsePHggli5dqtwfOnSoGD58uHJ/zJgx4q+//lLuly1bVjRs2FCEhoaK9u3biy1btgghhKhXr56YPn26EEKIwMBAkSVLFvHw4UNx5MgRERkZKezs7ESFChVERESEEEKIo0ePilq1ain7HTVqlChRooQ4deqUEEKI0NBQYWhoKBwdHZVtevTooRZb/fr1RYcOHYQQIsH9xweI9dok5nzHp1evXqJXr16xlru6ugpALFy4UFnWu3dvtdcnqc/B1dVVtGnTRrkfFBQk2rdvr9zfvn27sLKyivW47x0nMDBQ6OnpiYMHDwohhLhz544wMDBQ3u9CRL8OY8aMUe4HBASIIkWKKJ9DIaLPYe7cucWuXbuUZefOnRMbN26M9/kIIUT58uXVznGTJk3Unu/Xn70YT58+Fbq6usp75fDhw8Lc3Fz4+/v/0LlIKTNmzBCA6NWrl+jcubPInTu3qFu3bpzbtm7dWpQpU0Y8ePBACCGEu7u70NbWFu/evVO22b17t7C0tFQ7T0OHDhUBAQFq979+H0ZERIjs2bOLHj16CCGEqFq1qjhz5owQQojGjRsLOzs7ZVsnJydRsmRJERISIoQQwsfHRwCif//+ynmaNWuW2msjRHTZUL16dfH+/XshhBBXrlwRxsbGYs6cOco2ffv2Ff3791fup0S5cOnSJRHX1/bp06eFkZGR8PDwEEIIsWzZMlG8eHG187Z9+/Z4X4u4DB48WGTOnFntXPfs2TPWduvXrxc5cuRQzuGIESNE48aN1bZp3bq1KFeunPj06ZMYM2aMUn5+/Pgx1vs8V65cSjn99u1bYWRkJOzt7ZX1MZ+No0ePKssePHggcuXKJb58+aIsq1u3rti+fbtyv1mzZmrlf9u2bcXmzZtFcHCwqF69urJcpVKJZs2aJeocSRmPbJ6RRvXs2RN3d3euXr0KgKenZ7ztwiIjIxk3bhz9+/dX2hzq6+vTpUsXbGxsAFiwYAH58+dXaqwAatWqpbafw4cP4+7uTrt27YDodort2rXD1tY2SbFPmDCBjh07kiVLFgDq1q3LsmXLMDY2ZvPmzejo6FClShVl+7Zt23Lnzh1OnjwJQNasWQFo0KCBso2lpSUvX75U7mtra9OjRw/27NmjLPvvv//o168fAO/fv2fDhg307dtXWd++fXu155I1a1bKlCmDgYEBhw4dUh5779498uTJA0S3MTcyMuLs2bO0bdsWHR0dpk+fTvfu3dHVjb6Q06JFC5ycnHjz5o2y37CwMJo2bQqAgYEBOXLkUOJ/8OABu3fvVqvBHzFiBMOGDQNIcP9JkZjznVwtW7ZU/s+XL5/a65PU5+Dr64uDgwPnzp1DCIGRkREDBgxIMIbvHcfIyIgePXootbAVKlQga9as2NvbA9HDLu7evVvtOMbGxpQtW1btGHp6evTp04ctW7Yoy65fv06fPn2+G5ubmxvr168nNDQUSFwHL0tLS6WmFaBZs2Z4e3vj7Oyc4GNT8n2TkB07dmBra8ujR4+Uz+u3smbNirm5OWXKlAGin5tKpeL169fKNu3atcPX11fpwBoaGkq+fPkwNjZWtsmRI4fafnV1dTE2NlY6gjk6OtK4cWNOnTqFk5MTf/75p7JtpUqV0NHRUV67mFjr1KmjnKdvy5aY7UqUKKGUuZaWlgQGBlK3bl1lm7x586o9lx8tF76nZMmStG7dGjMzMyD6ffHs2bNEj0oRl169ehEUFMShQ4cAePz4MaVKlYq1XdWqVWnZsqXSKbBZs2b8999/attkzZqVQoUKYW5uzvLly5UOht++dhD93RbTCT1v3ryULl2aS5cuxdru6/K/TJkyFChQgCVLlsT5XBwdHTl16lSc5X1oaCjOzs7KVUstLa0f6kAvpW+yeUYaVbhwYWrUqMGuXbuoW7cuJ0+epFu3bnFu++jRIz58+KB80cbIkycPd+7cwd/fnytXriQ4WoaDgwMGBgasWrVKWebj46N2yT0hvr6+3L9/X7lcC2BlZaX07D537lysOHV0dLCwsODixYu0aNFCWf71cbW1tYmMjFR7XPfu3Zk5cyZubm4UKFAAHx8f5UvR0dERlUrFyZMnlUuewcHBsRKimITqaz169ODmzZsMGjQINzc3/P39lUuYX7584fnz5zx48ICVK1cqj2nSpIna8EzfnrOv47906RJaWloULVpUWd+2bdsk7T+xknK+kyp//vzK/18/v+Q8h3LlytGmTRsaN26MiYkJTZo0ibfZQ4yEjqOlpaWMAjB9+nRMTEwIDw8nIiICiB6mS1tbO873wLf69evHwoULef78OZaWlhgYGCTY7nPFihUMGDCA0aNHU61atVjDe8XF2NiYnTt3curUKTZu3KgkSTExxyel3zeJlS1bNrVL5ra2trRu3Vpp+vPtZxhQ+xwbGRnRvn17du3aRf369Tl69CitWrVK1LG/fd3OnTuHhYVFrM6KefLk4eLFiwwfPlxZllDZEl/s3y6LiooCUqZc+J58+fKxdetW/v33Xx4/fqwsT+h98T3VqlXD2tqanTt30rt3b/bt26d2jmKUL1+eZcuWsW3bNtzd3ZWmQ99KzOcIYNGiRdy8eZNZs2ZhYGCAt7d3op6HlZVVnMk1RH936enpsXPnTmXZ58+fsba2xszMjMmTJ9OlSxf09fWpV68e8+bNS1SsUsYjk+Y0rGfPnkyYMIG1a9cSGhqKoaFhnNvFFNxBQUFqy0NCQoD//5JKqBOhlpYWenp6PzScVUxv7PhG94iKiooVZ0ysifny+FrBggWpUaMGu3fvpkmTJmpDEMUcv0uXLt8tzOM6J6VLlyY8PJz58+fj4+PD1atXlWQ7Zr+1a9dWaqYhacNEqVQqtLS0EELEWpcS+4fotrh16tRJsfPt7u4ORH9xJSQ5zyEiIoI1a9YwduxYLl26xLZt26hfvz5Pnz4lc+bMsba/evWq8iMwvuMEBgbSokULihQpwpIlSzAzM2Pt2rVq+9HR0UFfXz/B51SoUCEaNGjAli1bKFGiRJxtML/VoUMHmjVrxtmzZzl27BjNmzfH3t6eihUrxvl86tSpw/v372nSpAmtW7dmypQpGBkZMX78+O8eJzHnIi6DBw9Wu1JTu3ZtTp8+neDz+tb8+fOV/x89epTkkRd69OhB27ZtWbt2LY8fP6ZTp06Jety3n93vvdd/dse2lPrcfivmffHo0SNat27NmDFjmDlzJm/fvk2RxK9nz55MmzYNV1dXvLy84ryaeenSJfr06cOiRYuYNWsWV65cibNfTWI6qUdFRdG1a1eCgoLYtGkTefLkSXTb4pCQEKUW/1taWlpERkYyfPjwWNsIIRg7diw9e/bk3Llz2NnZKfMNJKVCSMoYZPOMNKxTp06EhYUxa9YstWYV3ypZsiRZs2aNNSGDq6srJUqUIFu2bNSqVSvBMWHr1KnDhw8f8PHxUVvu4OCQ6JizZctG8eLFefr0qdryjx8/4uHhQa1atWLFGRoaiqenJzVr1kz0cWLENNE4c+aMctkToEaNGujo6KjVyiT2udy6dYvhw4czZcoUlixZopbkmJmZUapUqVj7ff36NV5eXomKuWbNmqhUKl68eKG2/Pbt2z+0/69rvmIud//I+dbR0VH29+rVq0Rf5k/Oc3BwcGDfvn0UK1aMwYMHc/PmTfLkycOTJ09ixaJSqbh69WqCx4kZB3nTpk1KjW3MD4VDhw5Rq1YtIiIiEn2Je8CAAezatYvnz58naiznYcOGkSNHDrp3786BAwcYNWqUMlpBzHBZ375e06dPx9TUlDlz5mBkZKT2wybmMnpyzkVcZs+ezf3795Xb181Pkis5Q87Vr1+fLFmysHHjRnLlypXsY9eqVQsvL69YPwZdXV2TVbYkRUqUCxD/+2L06NHUqFFDSQrjel8kR48ePYD/nwkzLgMGDKBHjx506tRJSU6Te2xbW1uOHTvG/v37lStgX38mv8fFxUWteczX6tSpo8wU+DUHBwc8PDxYvHgx+fLlo1+/fpw7d47GjRunuyEspZQhk+Y05us2clmzZqVly5YcPnxYrdAXQqjVUhoaGjJ//nx2796tLAsJCeHw4cMsXrwYgEmTJuHs7My9e/eUbf755x8AZVrsNm3aUK1aNbVREu7cuaM29N23x47LokWL2Lt3r9qXxbp168iaNStDhgxBS0tLLXm1s7OjQoUKtG/fXjnG13+/d9yOHTvi7u5OYGCgWg2DhYUF48ePZ+PGjcoyHx8ftZo0IUSc45RGRkZy+PBhPD09Y/2AiHl+dnZ2+Pv7A9GJy9q1a8mWLVu8sX69rGrVqrRv356lS5cq6319fTl16lSi9h+fYsWK4eLiAqDUnibmfCdmf25ubhQrVkx5Ll//jes5J/U5CCHYsGGD2pWKrFmzYm1trcTy/v17QkJCePXqldIk4HvH8ff3x8DAQKkFvH37NkFBQYSFhfHkyRMqV65M+/btWbFihRKHl5cXN27ciHOq+DZt2iCEoHz58t89bzGOHDmiNkW9gYGB8uM3d+7cZMmSBRcXF4QQylUkf39/MmXKpDzm2LFjmJiYKDEn91zEJWfOnBQpUkS5JWaUje999pcsWaI2du6374m43jcQ/WOvW7duTJ8+nQ4dOsR5zLg+T99+dtu3b0/FihU5ePCgsuzKlSvo6ekxZMiQeGNI6POa2Mf9aLkAUKRIEXR0dHBxcSEwMFB57Lfvi7Nnz6Kvr6/2vkhM2fyt/PnzU69ePe7du0ebNm3i3ObbY8ck8n5+fsr3VXxl6bfnzd/fHz09PaWs9vDwwNXVVe15AGTKlEltODwHBwcCAgKUkVe+fb4VK1akU6dOasNuuru7c/36dYQQ7NixQ21UnEyZMiVpci8pA0nJXoXSz3Ps2DFRpUoVAYgqVaqIY8eOCSGEOHPmjJg/f74QQggXFxfx559/CjMzMwGIWrVqib///lvZx+7du8WAAQPE+PHjRZ8+fcTp06fVjvHw4UPRuXNnMXv2bDF//nylR3a5cuXEuXPnhBBC+Pn5icGDB4uhQ4eKiRMnKvt/+/ataNasmdDS0hKlSpUSe/bsSfD5NG/eXIwfP15MmTJFrYf4hw8fxKBBg8T48ePF8OHDxdixY5XRAc6dO6d2Hi5cuCD++usvkStXLmFgYCDatm0rQkND1Y7VrVs3cffu3VgxqFQqsWTJEtGjRw8xadIkMXXqVOHv7y9CQ0NFmzZthL6+vsiVK5fo1KmTWg/ymB7sMTc9PT1Ru3Zt8eTJE2WbEydOiA4dOoiJEyeK8ePHi6dPnwohhJg0aZKwsLBQYnV3dxfNmzcXWlpaolChQmL58uVCiOjRTWxsbESnTp3ElClTxPTp00VgYGCC+/+eS5cuifr164sxY8aI27dvJ+p8f4+fn59o0aKFGDZsmFi7dm2s16dWrVri+vXrwsbGRu05x7w+SXkOV69eFSNGjBBTpkwRCxYsEDY2NuL48eNq29jY2IiOHTuKiRMnisjIyATP1efPn0Xv3r1F3759xeLFi8W6devE7t27RdWqVZURFkJDQ8XYsWPF6NGjxcKFC8X69etFhw4dRN68ecWECRNixTl06NBY77/4NGnSRMycOVMsWLBATJ8+Xa1nvxDRoy00bNhQjBo1ShkVwd3dXbRr106MHDlSLFmyROzZs0fMnz9fNGzYUJw9ezbZ5+JHfVv2tG7dWhldpX379qJIkSICEPPmzRNCRI92kyVLFmFqair69+8vnJ2dRf369QUQZ/nx6NEjZfSYr40bN07kypVLZM2aVYwaNUqtHCpYsKDo06eP2vb+/v5i9OjRYsyYMWLkyJFiyJAh4sOHD0KI6FF56tWrp8Rga2srVq1aJQoVKiS0tLRE8+bNhZubm1rZ8Ndff4kLFy4kukz60XJBCCFWrlwpWrRoIUaPHq18Th8+fCiaNGkiJk6cKJYsWSKOHz8uBg8eLNq0aSOcnJzE8uXLRcGCBeMtI79n7969YsiQIfGuv3btmvj999/F9OnTxcKFC4W9vb1o1qyZ6Natm3B1dVVe66xZs4r27dsrI2XcunVLOd/VqlUTN27cECEhIWLMmDGiU6dOYtGiRWLJkiXi7NmzonTp0spoNK6urmL06NHi9OnTYuHChWL69Omib9++ymckpvw2MDBQO3fh4eFi0qRJon///mLixIli3rx5IiIiQnh4eIhu3bqJqVOnigULFogpU6aojbohSV/TEiKJPz0lKQOzt7dn2rRp7Nmzhzx58hAVFcWnT5+ws7Pjn3/+SfFpqqXUTQiBh4cHVlZWhIaGsmTJEqZNm6bpsCRJkqSfQDbPkKQkePnyJdmyZVM6xOjo6JArVy4aNGiQqA5jUvpy8uRJihQpQlhYGNu3b1cmnZAkSZLSH1nTLElJtGfPHq5evUq+fPnQ0dEhODiYyMhIbGxslFmwpIzB29ubUaNGUbJkScqWLavM2idJkiSlPzJpliRJkiRJkqQEyOYZkiRJkiRJkpQAmTRLkiRJkiRJUgJk0ixJkiRJkiRJCZBJsyRJkiRJkiQlQCbNkiRJkiRJkpQAmTRLkiRJkiRJUgJk0ixJkiRJkiRJCZBJsyRJkiRJkiQlQCbNkiRJkiRJkpQAmTRLkiRJkiRJUgJk0ixJkiRJkiRJCZBJsyRJkiRJkiQlQCbNkiRJkiRJkpQAmTRLkiRJkpTmHDlyhGfPnmk6DCkDkUmz9EsMGDCAhg0bsnnz5ni38fb25vbt21y9evUXRvbzTJo0icaNGzNnzhxNh5IsHz584ObNm9y6dUvToUiSlI68fPmS69ev8/Lly2Tvw97entevX1O8ePEUjCz1ioiI4OHDh1y6dInPnz9rOpw04dKlSxw8eDBF9ymT5nToxIkTNG3aFF1dXUxMTOjRowe9e/emc+fOVK9enTFjxuDn5/dLY1q9ejXh4eG8e/cu3m3u3LnDyJEj6dmzZ4ocUwiBra0tTZs2pWPHjvTs2ZPhw4fj4eHBmTNn2L17d4ocJz5z587FzMyMV69e/dB+nJyc6NSpE8OGDaNfv36sXr2as2fP/vT4r1y5Qr9+/ZgwYcJPPY6UtkVERDB16lT69OnDgAEDGDx4MC4uLin2OQbo2rUrderUSbH9pWUhISEUKVKEadOm/fC+du/eTZcuXRgyZAh9+vThv//+Y8qUKXh4eKRApPGztbWlZcuW7N27N1mPV6lULFiwgNGjRwPg5+dHp06dyJ07Nzo6Oqxbty7exy5duhQtLS3y5ctH586dCQsLS1YMP+rEiROYm5tz//79RG3v4+PD2rVradCgAQ8fPkzUYyIjI1m9ejXdunVj4sSJjBw5km7duuHg4PADkf887969I3fu3GzatClF9le/fn3u37/PnTt3UmR/AAgp3apdu7Zo1qyZ2rLIyEgxceJEUaRIEfH+/ftfGk+vXr3EjBkzvrvNhQsXhJWV1Q8fKyQkRLRu3Vo0btxYeHp6Ksu/fPkiunfvLvLlyye2b9/+w8dJyIwZM0SvXr2S/XhXV1dRpkwZtedw+vRpkSVLlljxjxo1KtnHic+WLVtE3bp1U3y/UvoxfPhwsWjRIuV+QECAaNeuXYp8jmP06tVL1KtXL8X2l5aFhISIkiVLimnTpv3Qfg4dOiRatmwpIiIihBBCqFQqMXv2bKGrqytcXV2V7e7du/dTysru3bsn+H0Qn71794qFCxfGWr5161bRqFEjUbFixTgfp1KpxIQJEwQgDhw4kOTjpmQZe+rUKZE7d25x//79JD3O0tJSXLp0KcHtAgICRN26dcWoUaNEVFSUstzNzU2UKFFCLFu2LKkhp6i4zuX79+9F/vz5xaZNm9SW//PPP4l6znEJDg4Wv//+u1CpVMl6/Ld0Uy79llIbbW1ttLS01Jbp6OiwcOFCnJ2d6dWrF+fOndNQdHHT0dFJkf0MHz6cFy9ecO/ePQwMDJTlZmZmLFu2DGtr6xQ5zs+2bds2GjdujIWFhbKsSZMmdO3aVW27hw8f4uvrm+LHT6nXQ0qfQkJC2LRpEz4+PsoyY2Nj/v77b+rWrZtix9mxY0eK7SutMzQ05NGjRz+8n1WrVjFp0iR0daPTAC0tLaZOncr+/fvVtrt27RomJiY/fLxv/UjZsm7dujgvu2tra9OzZ0969OjBkydP+O2339TW29vbU7NmTYBY340JiYiIwNHRMdkxf6tp06a8f/8+yY9L7HkbMmQIQUFBrFixQu25WllZsW/fPipWrEiJEiVo2rRpkmNICdeuXYu1LHfu3Li7u8e5bcuWLZN1nEyZMlG1alWOHz9Oq1atkrWPr8nmGRnUkCFDOH/+fKq9TPMj7t+/z7Zt25gwYYJawhwjZ86c9OjRQwORJZ2vr2+cl+I6deqk/O/m5sbgwYN/ZViSBEQnzeHh4bHeo3nz5qVWrVoaikpKjLjKFi0tLTp06ABEN4FwcHBg7ty5mggvXoGBgXh5eZE7d+4419eqVYtChQrF2XztwYMHlClTJsnH/PLlC2PHjsXT0zPJj9WEBw8esGfPHkaNGhXnj4Ny5cpRp04dJk6c+MtjCwwMZMGCBdy9ezfBbSMjIzl58iQbNmz4oWO2a9cuxX54y5rmDKpChQoA/Pvvv9SoUYPWrVtz4sQJevTowY4dO7h9+zbdu3fn+fPnXLp0iXr16rF8+XL+/vtvqlevTp06dbh48SImJiZs27aN0NBQFi9ejJ6eHj4+Pnh6erJixQqyZ8+udlwfHx8WLlyIjo4Ojx49olixYkyePPm7v/rPnDmDra0thQsX5tmzZ0ybNo0SJUrEu72trS1CCKpUqRLvNvXq1SMwMFBt2blz5zh48CCFChXizZs31KlTh86dOyvrvby8mDVrFhYWFoSFhREeHs7s2bMxMjJStlm3bh2PHz8md+7cCCHw9vZWO8axY8d4/vw5pqameHp64uDgwJkzZ+KNs2HDhqxevZoBAwYwaNAgypcvj46ODhUrViRXrlyoVCpmzpyJl5cXXl5e9O7dGz09PbUOlytXrsTDw4Ps2bPj6urK0KFDldcf4NatW6xcuZICBQqgq6uLqakpY8eOjfWavH//npIlSxIcHEzjxo05duxYvHFLGUO2bNkoX748HTt2ZP78+TRq1IicOXMCMGzYMLVtk/s+PHDgAIsXL0ZXV5ebN28q27u4uLB48WLy58+Pn58fJiYm/PXXX0pNXFBQEDY2NmTNmpXQ0FCyZs3KtGnTlPf16dOn2bNnDwUKFEBbWxsrKyv69+8PfP+zfu7cOWxsbHBxceHevXscOHCAyMhIrl+/zrZt28ifP78S4/fKlIkTJ7J7924aN25MixYtcHFx4eHDh+TMmZO5c+eydu1awsLC+O+//5gwYYJSIzhlyhT+/fdfGjVqxKpVq5Rjfe/5xKVhw4bMmDEDLS0t2rVrR5EiRYDoH+Q5cuTg2bNnbNq0iaCgILZs2cLly5cpXbo048aNA6KTn+nTp2NsbIy2tjYfP35k1qxZ5MiRQznG7t27OXfuHFZWVgghqFixIu3atYsVy+nTp2nWrBnZs2dn5MiRTJ8+Pd64b9y4QdmyZeNdD9CzZ0+2bt3K/Pnzldc7NDSUTJkyxfuYjRs38vnzZyIjI7l37x4zZsygXLlyAGzYsIF79+7h7e1N7969AZg2bRqFCxdWnufly5fJnz8/Li4uLFy4kLx58zJhwgR2795Nz549MTMz49KlS1SvXp2hQ4fSpUsXXr9+zZ49e5Ta77t373L06FEMDQ15+PAhNWrUYPjw4d99rnGJuVpQsWLFeLepWLEiy5Yt4+nTp/j7+9OrVy+17/t58+axePFizMzMcHNzA6J/SC1btozIyEiCgoJ4/vw5S5YsoUCBAkDc7+knT55gbm7OsmXLANi3bx9XrlwBUM7lkCFDqFq1Kn369MHe3p4BAwZgY2ODg4MDBw8eJDg4mIULF7Jjxw7q169Pr169GDp0KDt27EBbW5tFixYxbNgw9u/fT8+ePSlatCgHDhygZMmSAJQtWxYHBweioqJ+/OppijTykFKlunXriubNm8e5LjQ0VACiRYsWyrIOHTqotb8NCgoSgFpbohUrVohChQqJc+fOiUOHDonff/9dCCHE+vXrRY4cOURISIgQQogRI0aIxo0bqx2zV69eolq1aiI0NFTtmHPmzFHuX7p0Sa0tpIODg8ifP7/w9/cXQkS3rytUqJAIDw+P93k3b95cAMLPzy/ebSIiIkRwcLBy/9q1a6Jy5cpKbCqVSrRs2VLs2rVLCCFEeHi4KFWqlLh586bymIMHD4qGDRsqbaWmTZsm2rZtq3aMmjVrKuc0ODhYVK9eXVmvUqlitTmPy7BhwwQgAGFiYiI6dOggnj17prZNr1694mw7vWDBAjFkyBDlvq+vryhatKh4+vSpEEKIhw8fCnNzc+Hu7i6EEOLy5ctCS0tLPH78WAghxPbt25U2zUFBQaJFixbKYyVJCCEePHggcufOrbxHS5QoIf7++2+1NoQ/+j48cOCAWrnw5csXUaBAAeHm5qYsW7Jkiejbt69yv1mzZmLp0qXK/bZt24rNmzcLIYQ4d+6cyJ8/v1JG7Ny5U2hpaYmAgIBEfdbv3bsnADFz5kxlmz59+ojBgwcr9xMqU4SIbtdZokQJcerUKSFEdLlsaGgounfvLgICAoQQQuzatUsUKVJE7ZwPHTpU7fP+vecTH19fX1GjRg3ldcudO7cYM2aM8PX1VdvOysoqzjbNjRs3FnZ2dsp9JycnUbJkSeU7YOvWraJ8+fJKm+lZs2aJHDlyKNt/3cfl2bNnok2bNrGOHZft27ervZe+Xefq6ipevXoltLS0xH///aesO3TokPD09BSurq4CEAcPHlTWPX36VOjq6gpHR0chhBCHDx8W5ubmyvdOzL7jaqdvZ2cnKlSooDzPo0ePilq1ainrR40aJYoUKSKePXsmVqxYIXr37i2EECIsLEyYmZmpfb9WrVpVDB8+XAghhL+/v8iTJ4+wtbVVO56VlVWC7XtbtGiR4HfgihUrBCAOHTokhIj7+37t2rVqz/n06dPCyMhIeHh4CCGEWLZsmShevLjaZz2+93TMuRUi+ns+vvSzWbNmsdq6fxtXjDVr1ojChQurHb9Xr14iMDAw1raVK1eO9b2ZHLJ5RgYV82srKipKWfZ1jWlc9wGyZs2Kn58fjRo1on379ly4cAGAqlWr0rJlS6U5RLNmzfjvv/9iPb5mzZpqTSb69evHwoUL1dpEfm3WrFm0adNGaVNXrlw5tLW1v9u2LKaNXlxNM77e5utah7Fjx9K1a1flMVpaWvTp04cJEyYQGRnJ5s2b0dHRUau9btu2LXfu3OHkyZN4eXmxcOFCBgwYoHaMatWqKfdDQ0NxdnZWaqa0tLQYOXJkvDHGWLNmDc7OzsydO5dq1arxzz//UKtWLd6+ffvdx3369Ik5c+YwcOBAZZmpqSlNmzZl6tSpQHRtSb169ZTasTJlyjB37lyKFi2qtq+goCDGjRvH5s2bM8wQT1LilClThlevXrFv3z769+9PcHAwI0eOZPLkyUDKvA+/rr0EWLBgAWXLlsXKykpZ1rdvX7Zt28ajR49wdHTk1KlT9O3bV1nfvn17bG1tAZgwYQIdO3YkS5YsANStW5dly5ZhbGyc4GcdostBgAYNGijbWFpaqg2hllCZErOfsLAwpRbZwMCAHDlyYG1tjbGxMRDd1OX169dqz//b8/G95xMfU1NTrl+/zvnz5xk/fjy5c+dmxYoVNG3alOg8JX6nTp3CycmJP//8U1lWqVIldHR02LJlCxEREUyaNIl+/fop5XHr1q1ZtGhRrH29ePFCaaNsamr63eNC9Pspoe0KFSpEzZo11ZpoeHp6qvUN+ZqlpSUdO3YkT548QPT3l7e3N87OzgnGM336dLp37648zxYtWuDk5MSbN2+A6Nc4S5YsFCtWjNGjR7N9+3YA9PX1ldcrRocOHahatSoAJiYm1K5dO87v0YTE1K7HxBSXmO+/mNc6ru/7b5eVLFmS1q1bY2ZmBkSfp2fPnqm1zY7vPZ3Y4QW/fW9/T/fu3fnw4QOXL18GokffqFKlCpkzZ461bbZs2X54JCuQbZozrJgkNebyUlIUKlQo1rLy5cuzbNkytm3bxvTp0zl+/LjyxfA9VlZWBAUFxTsWsIODA66urqxcuVK5VapUCW3t+N+6MUndt8PbvXr1ii5dulC9enXKlStHzZo1sbW1xcfHBycnJ6XAjJEnTx48PT158uQJ586di7VeR0cHCwsLLl68iIODAxEREbGSza+ZmZkxefJkunTpgomJCU2bNk2wgHBycgKgdOnS/PXXX5w7d07pBLR69ervPtbe3p7g4OA4n9fFixeB6HEsv+4UaWZmxpQpU9DT01OWBQUF0bVrV86cOROrkJcytqCgIJ48eUKmTJno0qULmzdv5tWrV4wePZoVK1bg6+ubYu/Dr8X1ecyWLRuGhobK51FPT4+dO3cq5cazZ8+wtrbG19eX+/fvqx3PysqKMWPGxLvvrz/rX8uXL5/yv7a2tlLmJaZMiWsfMfv5dr8qlSrO8wAk+Hzi4+TkhJaWFg0bNmTJkiXcuXOHAwcO4Ojo+N0mYxB9jiwsLGKVwzGv6ePHj/n06ZNaTGXLlqVPnz5q2z9//py2bdvi6en53QTva987F1/r2bMnhw8fJjg4GC8vr3gTZojuvLpz507u3bvH1KlTWbt2LRDd+e97vnz5wvPnz3nw4IHyPvv7779p0qSJ2lB2if2eHTduHOXLl2f+/PnMnz+f169fJxhDXIoVKwZEj7Ufn5j22d9r6vitfPnysXXrVo4fP87UqVPZs2cPEPs8xfWeTkw+kFSmpqZ06NBBaY64b98+unTpEue2ZmZmKTLUrkyaM6iYX9DJ6U0a1y/SS5cuUa5cOYyNjZk1a5bSmSQhISEhQPy/iLW0tChbtiyjR49Wbra2tkobsLh0794dINYv9MKFC2Nra8u2bdt48OABffr0oUuXLkohHBQUFGdskZGRREVFxVofs83XhUFc5yaGEIKxY8fi5ubGmjVriIqKokGDBkqNRFw2bdoUq0AqVqwYw4YNi7cHvbu7O+7u7spVhLieV0zMKpUqwV7knz9/ZsOGDeTKlYsZM2Z8d1spY/n06RMHDhxQWxYzQg9ET2KRUu/Dr8X1eVSpVISHhytXcSIjIxk+fLhSbsyZM4f169crn/f4jpfYz/r3JKZMSSkJPZ/4xCSGX+vQoQN16tSJt2yJmXgqoXOU2JiCg4M5c+YMZ8+e5dSpU4mK29zcPFEjBXXs2JGIiAj+/fdfTpw4QYsWLeLd9v3791SoUAEnJyemTJmitNv+nqtXryrPr3bt2mrfUf/++6/SRhy+/73wtbFjx9K/f386duzIlClTYo3+kVgxHcVj2g7HxdHRkZIlSyrtfhPj0aNHlCpVis+fPzNz5szvtplPiqRMaPbttgMGDODIkSN4e3vj7++v1IJ/KyoqCn19/R+KE2TSnGFt2rSJmjVr0qhRI2XZtw3kP336lOj9DRgwgB49etCpUyflCyvGoUOH4n2ci4sLRkZGVK5cOc71derU4fHjx2rLYn7dx6dUqVIMHDiQxYsXx1mwx9RexSTq2bNnp3jx4rFqpl1dXTEzM+O3336jVq1asdaHhobi6elJzZo1qV69Ojo6OkqHibh4eHiwePFi8uXLR79+/Th37hyNGzf+blOTiIgIzp49G2t5lixZ1Doc6ejoKMnJq1evePPmDdWqVUNHRyfO5xXzo6NmzZo8ffpUbX1ISIjaOf/tt9+UAefXrl2b6MH4pYzh9OnTsWr/9PT0MDY2xtLSMsXeh1+L6/Po7u6OSqWiZs2a1KlTByGEWo0uRF+5ypYtG8WLF491vI8fP+Lh4ZHgZz0xElOmpJSEnk987ty5E+doEN8rW2Iug9eqVQsvL69YyX/Ma1qyZEmyZs0aKyYXFxe1hLd27drky5ePhQsXMnTo0DjL62/lzp07UTPimZqa0qpVK3bv3k1oaCiGhobxbjt9+nRMTU2ZM2cORkZGcX5/fX0eVCoVV69exczMjFKlSsV6n75+/RovL68EY/za9evXWbFiBXv27FES7pg4rly5kqTv40qVKtGpUyc2btyISqXCx8eHVatWsWrVKsLDw3nx4gUXLlxg6dKlao/79srBt8ccPXq00jlRV1c30d/z3/q2eWjM+yo+2tra8W5bs2ZNChcuTK9evfjjjz/i3YePj0+Smn7EG8sP70FKteJqlxYVFcWsWbO4efMm+/btU1tXtGhRvnz5otw/fvw4enp6asuEEHFeHvP391drIxzzxvbz81Nrj3f37l3Cw8OVfW3ZsoWZM2cql/2FEGpxz5kzh0uXLqkV/n///XesUTm+tWrVKsqUKUOTJk1iJbL79+8nV65casuWLl3KwYMHlVpdlUrFnj17mDt3LoaGhgwZMgQtLS21Ifrs7OyoUKEC7du3J1euXIwePZqVK1cq6wMDAzl//rxSwAsh2LFjB8HBwco2mTJlonTp0t99LjY2Nty+fVu5//nzZ7Zu3arWq7pYsWK4uLgA0UPQFStWjLx58zJu3Di1dn3e3t5cvHiRefPmAdGzFl64cEHty23btm3KF8zXr0fp0qUZNGgQ/fr1U15DSbp//z6TJk0iNDRUWfb333/TtGlTcufOneLvQ4geQeLp06e4uroqy3bt2qW0Ca1YsSKdOnVSG6rK3d2d69evA7Bo0SL27t2rltisW7eOrFmzJvhZj4nn679xxZhQmRLXY+Jalphjfe/5xCcgIICBAweqXcK/efMmr1+/VrsC+XXZElNT1759eypWrKg2VvKVK1fQ09NjyJAhGBgYKDX7X5d3GzdujLOsHzRoENmyZWPSpEnxxhujevXq8daEf/nyRa1/TM+ePTl79qzaaBtxnc9vv7+OHTuGiYkJYWFhyg+vYsWK8f79e0JCQnj16pXyw2fRokXY2dnh7+8PRL/Oa9euJVu2bMpx4mtS8vU5iHl8TBwxzW7CwsJ49uyZso+43jNx2bBhAwYGBowdO5ZDhw4xfPhwevXqxbx58+jYsSMrV66kSZMmao/5OgeIioriv//+w8/PT0lYvz1PZ8+eRV9fX+08JeY9XaRIEXR0dHBxcSEwMFA5V/E9Pq734NcGDBjA69evqV27drznw9vbO1ZzqeTQEok5+1KacuLECdavX8+5c+fInDkzLVu2REdHh7CwMFxdXalUqRKzZs2KlXgGBQUxcOBArK2tMTQ0pFKlSnTp0oXs2bMzdepUPn78yOrVq/Hw8OCPP/5gxIgRSmP/69evM3PmTGrWrImRkRG1a9dm3rx5mJmZMXfuXAoUKMDgwYOxsbHh0KFDqFQq3NzcqFSpktJ5bu/evSxYsIAnT57QrFkzNm7cSN68eXF0dGT58uUULFgQIQRt27alevXqCZ4HIQT79+9n69atmJqakjVrVvT09GjXrh3a2tp8+fKFjh07KtufOXOGgwcPkj17dr58+UK9evWUph4Q3QZs5syZmJiYEBoair6+vnI/5ngLFizgzZs3WFlZYWBggJubG7a2tjRu3Jj58+czefJkChYsSObMmQkICKBo0aLKsDtxsbGxYeTIkWzcuBEXFxcMDAzw8/Nj9OjR1KtXT9nO39+fbt26YWVlxW+//cbQoUOVmFauXImLiwuGhob4+PgwePBgtU5O9vb2LFy4kKJFi2JkZETNmjVp2rQpK1asYPXq1Xh6etK0aVMOHz5MlSpVcHJyomzZsqxevfq7hZSU/r1584ZNmzbxxx9/sGnTJqXmKWfOnCxatEgtOUzu+3DHjh0sXbqUJ0+e0KJFC3bv3o2pqSkvXrxg8eLFZM+encDAQLJnz860adOUK0kRERFMnz4db29vsmfPTpYsWZgwYYJyhen48eNs3LiREiVKoK+vT6tWrZROWN/7rJ8/f56pU6dy69YtqlSpwvz587l06RJbt27Fx8eHZs2aYWtri4GBwXfLlMmTJ7N9+3Z8fX1p1qwZK1euZOjQoZw6dYqCBQsyatQocubMybx583j06BH169dn+fLl7Nmzh7179xIaGkqvXr2UH+rfez5x6dOnD7NmzWLBggV8+fIFQ0NDQkNDWbJkiVpN86NHjxgxYgQVK1akUaNGNG7cGIhOuqdPn46WlhZRUVHK+f66QmLbtm38+++//Pbbb2hra9O7d2+sra3p27cvhw8fxsTEhAEDBtCzZ0+qVavGx48fadSoEfv27cPc3Dze2KtWrcrJkyeVbfz8/JTJukxNTenSpQvLly8nMjKSpk2bcu7cObS0tJgwYQJnzpzh4cOH5MuXj5o1a7Jjxw68vLwYM2YMlpaW5MuXj9y5c+Ph4cHFixexsbFRajAnTJiAu7s7BQsWZN68eUqN6cmTJ9m5cyeFChUiKiqKfv36Ubx4ceU19vPzo3HjxkydOpVKlSrh6urK8OHDOX36NKVKlWLevHm0aNGC+fPnc+vWLWrUqEFUVBS///47vXr1onfv3vTo0YOBAwdy+vRpSpYsyaRJk+jWrdt3P5/h4eFs2rQJOzs7LCwsMDMz4+LFi2zbto26deuiUql49OiRMna1vb09q1atomLFikRGRpIjRw4mTpxIuXLl2LNnDz4+PtjY2FC2bFnMzc0pXrw4J0+exNPTk7/++ovDhw9/9z09fPhwpa39qlWruHDhAkWKFGH27NmYmJjQo0cPjh07RubMmRkxYoTSmfjy5cvMnj2bcuXK0a1bt1hD6T19+pRTp07F26wmNDQUKysrPD09k9yM6VsyaZYkSZIkKc3YsGED2traaiOySImzcOFCPn36pHTcz507t8ZmBfwRHz9+JHPmzGTOnJkVK1bQo0ePeH9oXbt2jQ0bNrB3794fPq5sniFJkiRJUprRt29fjhw5kqhmCpK6unXrsnz5cjJlysSgQYPUhkVNS5o1a8aiRYsIDAwkJCTku1cm9u7dS79+/VLkuDJpliRJkiQpzdDX12fw4MGsWbNG06GkOdWrV6dXr15oaWkxffr0eEebSO169epFeHg4S5cuZdSoUfFu9/nzZ9zd3dXGVP8RsnmGJEmSJElpzpo1a6hXrx6lSpXSdChSKjVw4EDGjx+vNmb4j5BJsyRJkiRJkpSuXLx4EV1dXerUqZNi+5RJsyRJkiRJkiQlQLZpliRJkiRJkqQEJG6y93RMpVLx/v17TExMfnj8PkmS0i4hBAEBAeTJkyfWzFjSryPLZEmSUmt5nOGT5vfv35MvXz5NhyFJUirx5s0bLC0tNR1GhiXLZEmSYqS28jjDJ80xs7k1bNgQXV1d/vzzTzp06PDdx3Tq1Ak7O7tEH+Nnbp+aYknq9qkplqRun5piSer2MhZ1Bw8e5NChQ0RGRnLhwgWlTJA0I+b8v3nzRplyOSFp7T2XGmNJ6vapKZakbp+aYknq9qkplqRun5Rt/f39yZcvX6orjzN80hxz+e/w4cOJLqD19PQSve3P3j41xZLU7VNTLEndPjXFktTtZSzq+vXrR79+/fD398fU1FQ2CdCwmPOfJUuWn/I+Sg3vudQYS1K3T02xJHX71BRLUrdPTbEkdfuk7htIdeVx6mkoko516dLlp22f1H0nlYw9ZfadVBkl9p/5PCUpLj/7Pfcz36My9pTb/mfuW8aejokMzs/PTwDCz88v0Y9p2bLlT4zo55Kxa4aMXTOSEntyygIp5WWkMjmtxi2EjF1TMkrsqbU8ljXNkiRJkiRJkpQAmTQnQ1q+HCFj1wwZu2ak5dilxEurr3NajRtk7JoiY9esDD8jYEznHz8/vyQ3UJckKXUTQiS6I4ksC1IH+TpIUvoUEaVCTydxdbWptRyQNc2SJKUbkapI7n+8z7r76+h2qhsr7qzQdEiSJEkZWnikihXnX9Di7+uERkRpOpwfkuGHnJMkKW37FPyJ6++uc/3ddW58uEFAeABZ9LNQLXc1yuYoq+nwpGTq1KkTenp6dOnSJV1c1pWkjOjxez/GH3TmpVcAQ+sXQTuBK3+2trbY2toSERHxiyJMGtk843+XAJo0aSILaElKA6JUUTz0fsjVt1e59u4az748QwstSpmXolbeWtTMW5NS2Uuho62TqP19XUifOXMm1V0OzGhS62VZSZISLzxSxZpLLqy75EKRnMYs7VCWUnlNE/341FoOyKQ5lb4wkiT9v6CIIBzeO3D5zWWuvb2GT5gPpgam1MxTk9qWtamZpyZmhmY/dAxZFqQO8nWQpLTt29rl4fWLoK+btNbAqbUckM0zJElKlT4Ff+LSm0tcfHORWx9uEaGKoEjWIrQr2o66+epSxrxMomuTJUmSpJ/r29rlf4fVTFLtclogk+Z06vLly9ja2lKsWDFUKhVWVlZ4eHgwbty4ZO3P29ubwMBAChQokKJxOjs7s3r1aqytrdHR0aFgwYLcunWLBQsWKNu8fv2a4cOHc+rUqRQ9tpT6uPu7c8H9Ahc9LuLs7YyOlg4VLSoypuIY6uWrRz6TfJoOUZIkSfpGStQupwUyaU6HfH19GTx4MM7Ozujr6wMwbtw4zMySf/na0dERY2PjFE2ao6Ki6NChAzdu3CBbtmwArF69mk+fPgEQFhbGkiVLcHFx4cmTJyl2XCl1eeX7inNu5zjvcZ6XPi8x1DGkZt6azK81nzqWdTA1SF81FZIkSelFRJSKtZdcWHMx/dYuf00mzenQy5cvCQsLQ0fn/y9d29jYsHXr1mTt7927d8yePZvFixenVIgAfPnyhbdv36Knp6csGzRoEJMnTwbAwMCAqVOncvnyZS5fvpyix5Y065XvK866neWs21le+73GWM+YOpZ1GFp2KDXz1iSTbiZNhyhJkiR9x5P3/ow/+IDnXgEMq1eY4Q2Kpsva5a/JpDkZQsKjePUp8Jcft3AOYzLpJ9yGs3Tp0qhUKho1akSvXr2oXr061tbWdO7cGYCQkBBmzZqFtbU1nz59wsjIiBEjRgCwZcsW3N3dKVCgAPfu3WPatGn8888/eHt7s2/fPhwdHenfvz/m5uY8ePCAQ4cOUbRoUd6+fUulSpX4448/OHnyJJMmTeL333+nYMGCbNq0iVu3bpE5c2a1OHPkyEGpUqWoW7cugwYNonr16pQuXZqhQ4em/MmTNM7D34Mzbmc47XoaF18XjPWMqZ+vPmMqjqFGnhro6+hrOkRJkiQpARFRKtZffsXqiy8pnMOYo+m8dvlrMmlOhlefAmmx+vovP+6JEbUS9cY0NDTk8uXLzJw5k8mTJ/PhwweqVavGkSNHABg/fjylSpWib9++AFSsWJEGDRrg5ubG+vXruX37NlpaWjRr1kxpT3zo0CG6du1KvXr1APj06RNdu3bl3r17ShOQqlWrYmlpSfPmzXF0dOTatWusXLkSCwsLjIyM4oz15MmTzJgxgwULFuDu7k7x4sWVOKW0zzvEm9Oupzn1+hSPPj8ik24m6uerz4jyI6iZtyYGOgaaDlGSJElKpOeeAYw7eJ+nHwIYUrcwI34vgoFuxumQLZPmZCicw5gTI2pp5LiJ4e3tTc6cOdm5cycAz58/p3///tjY2LBnzx727dvHhAkT+PfffwFo2LAhgYGBbN++nYYNGyrTDn+v493Ro0exsLBQEmaAEiVKsHPnThYtWoSOjg6VK1cGUGq4vxUSEoJKpWLt2rWsXbuWt2/fMnLkSAYMGMD167/+R4mUMoIjgvnP4z+OvzrOTc+b6GjpUCtvLZaUXELdfHVl0wtJkqQ0JjJKxcarr1l54QUFsmfmn6E1KGOZVdNh/XIyaU6GTPo6qfpSxKNHjxBCUL9+fQCKFSvGsmXL6N27NwA6OjqUKVOG5s2bA9CmTRsAVCoViRm228HBgaCgIMLCwtSWR0REEB4ertz/tjnGt7y8vLh06RJ9+vQBwNLSkg0bNqT4CB3Sz6cSKm553uKYyzEueFwgJDKECjkrMK3aNBpZNZKd+dKQLVu24OnpSb58+YiKiqJv3744OTmxd+9eypcvj729PZMnT6ZgwYIAyV4nSVLa8NIrgPEHH/DwnR+D6xZmVMOiGap2+Wsyaf6f9DZl64IFC6hVq5bSye758+fUrVsXgP79+3P69Gklab59+zZCCHr06MHMmTOZP38+urq6BAYGcvnyZVq0aIGJiQl+fn74+Pjg5eVFu3btWLFiBaGhoRgaGiKE4P79++zevTtJcS5fvpwOHTpgbGwcK04p9fPw9+Bfl385/vo4nkGeWGWxol+pfrQo3IK8xnk1HV6ipPZpW3+ljRs38vr1axYtWsTLly+pVKkS3bp1o0OHDty8eRMLCwusra3p06cPly9fJiwsLFnrJElK/aJUgi3XXrPs/AvymWXi8JAalM//Y5NIpXVyRsBUOuvMj7h69Sp37twhMjKS8PBwIiIi8PLyYsmSJRgbGxMZGcnMmTPR09MjT548ZMqUie7duwOwfv16njx5Qvny5YmIiKBPnz7o6+tz+fJltmzZQuXKlenXrx/GxsbcvHmTY8eOYWVlxbt376hatSrNmjXjzJkzTJ06lYiICAYNGhRvxz4PDw/WrVtH7ty5CQoKIioqCldXV+bPn0+uXLkAmD9/PtevX+e///5j2LBhNGzYkGbNmv2ycynFFhoZynn38xx5eYTbXrcx1jOmScEmtC7cmrI5yirNe9Ka9FgWJEVYWBi5c+fm3r17WFlZIYTA3d2dly9fMm7cOJydnYHooSIzZ86Mu7s7zs7OyVpnYWERbxwZ/XWQpNTg9adAxh98wL03vvSvVZBxfxTDUO/X1S6n1nJAJs2p9IWRpNTm+ZfnHHpxiJOvTxIQEUCVXFVoU6QNDa0apot2yhm9LLh06RINGjTg/PnzeHt74+zsTKtWrXj48CF79+5VqyHOkSMHdnZ2vHr1KlnrGjRoEG8cGf11kCRNUqkE2x3cWHzmGblNDVnaoSyVCmT75XGk1nJANs+QJCleIZEhnHE9w6EXh3D2dsY8kzmdineiXZF25MsiZ+dLTz58+ACAvr4+nTt3pkWLFhQrVoyBAwdiaGiotq2hoSG+vr54e3sna11ixDSZ+1p6aT4nSamR++cgbA46c8vtC71rFGBik+KJGub2R8U0kftaam0uJ5NmSZJicfVz5cDzAxx9dZTA8EBq5K3BynorqZOvDnraegnvQEpzTE2jO2vGjHpjbGyMSqUiR44csToIBwYGYm5ujqenZ7LWJYadnV2qqmGSpPRKpRLsvenO/FPPMDfRZ//AalQrlP2XHT+uH8MxNc2pjUyaJUkCIEoVxZW3V7B9ZovjB0fMDMzoYN2BDtYdsDSx1HR40k9Wvnx5tLS0iIqKUpZpaWmRN29ePn78qCwLCwsjICAAKysrIiMj2bx5c5LXSZKUOrzzDWHiIWeuu3jTrWp+JjcrgbGBTA3jI8+MJGVwfmF+/PPyH2yf2fI+6D1lcpRhfq35NC7QWM7Sl4HkyZOHunXrYm9vT+PGjfn06RNaWlrUq1ePjx8/8vbtWywtLbly5QqVK1fGyspKSaiTuk6SJM0SQnDw9lvmnHiCsaEuu/tVoXbRHJoOK9WTSbMkZVCv/V6z7+k+jr06RqQqkqYFm9K1eFdKmpfUdGiShuzcuZMZM2bw5MkTXr9+zfHjxzE1NWXnzp3MmzePatWqceXKFfbu3QuArq5ustZJkqQ5H/1DmXTkIReffaRDRUumtfyNLIay2V1iyNEzUmkPTUn6GYQQ3PK8xa4nu7j69irZDbPTqXgnOlh3wDxT4tqapleyLEgd5OsgST+HEILjzh+Y9u8j9HS0WdiuNA1/i3/4R01KreWArGmWpAwgQhXBObdz7Hy8k6dfnlLUrCiza8ymeaHmsgmGJElSOvclKJxp/z7i5MMPNC+Tm7mtS2GWWZb9SSWT5v9JbzMCShJAcEQw/7j8w67Hu3gf9J4aeWqwsdFGqueunmYnIUlpckZASZLSs/NPvJh85CGRKhWru5SnZdk8mg4pzZLNM1LpJQBJ+hF+YX7se7aPfU/3ERAeQJOCTehTsg/FshXTdGipliwLUgf5OkhSyvAPjWD28SccuvOW34vnZEH70uQ0MUz4galAai0HZE2zJKUj3iHe7HqyC7tndkSJKNoWaUvvUr3Ja5xX06FJkiRJv4i9izc2Bx8QEBrJkj/L8GdFS3l1MQXIpDmdunz5Mra2thQrVgyVSoWVlRUeHh6MGzcuWfvz9vYmMDCQAgUKpGiczs7OrF69Gmtra3R0dChYsCC3bt1iwYIFABw4cID379/j5uaGh4cHK1askENWxcEryIttj7Zx+OVhdLV16VqiK91KdMvwnfskSZIykpDwKBaefsrOG+7UKJydxX+WwdLMSNNhpRsyaU6HfH19GTx4MM7OzujrRzf0HzduHGZmZsnep6OjI8bGximaNEdFRdGhQwdu3LhBtmzRc9uvXr2aT58+AXDr1i0iIiIYPXo0AMOHD6dVq1Y8ePAgxWJI6zyDPNn6cCuHXx4mk24m+pXqR9cSXTE1SH0zKUmSJEk/zx13H8YffMB73xBmtPyNXtULoK0ta5dTkramA4jLzZs38fDwICoqinfv3uHo6KjpkNKUly9fEhYWho7O/88Zb2Njk+xLM+/evWP27NkpFZ7iy5cvvH37Fj29/x8fctCgQcrUmY6OjkyaNElZ17hxY5ydndVmJ8uoPgZ/ZP7N+TQ70ozTbqcZUnYIZ9ufZUi5ITJhliRJykDCI1UsOfuMDhscyJJJj1OjatOnZkGZMP8EGq9pDgwMpHfv3ixfvpz8+fMDsH79enbu3AlApUqV1AbEd3JyYu/evZQvXx57e3smT55MwYIFE1yXosKDwftFyu83IebWoJ/wZZbSpUujUqlo1KgRvXr1onr16lhbW9O5c2cAQkJCmDVrFtbW1nz69AkjIyNGjBgBwJYtW3B3d6dAgQLcu3ePadOm8c8//+Dt7c2+fftwdHSkf//+mJub8+DBAw4dOkTRokV5+/YtlSpV4o8//uDkyZNMmjSJ33//nYIFC7Jp0yZu3bpF5syZ1eLMkSMHpUqVom7dugwaNIjq1atTunRphg4dCkDfvn2pXbu2sr2Hhwfm5uY/VGOe1n0O+cy2R9uwe26HgY4Bg8sOpmvxrhjrG2s6NElKUXJEI0lK2DNPf8bYPeClVwBjG1kzuG5hdHVSZX1ooqT20Yw0mjRv27YNDw8PDh8+zNKlS5XlBQoU4N27d6hUKiwtLZXlYWFhdOjQgZs3b2JhYYG1tTV9+vTh8uXL312X4rxfwKa6Kb/fhAy8AnnKJbiZoaEhly9fZubMmUyePJkPHz5QrVo1jhw5AsD48eMpVaoUffv2BaBixYo0aNAANzc31q9fz+3bt9HS0qJZs2a8fv2a4cOHc+jQIbp27Uq9evUA+PTpE127duXevXtKE5CqVatiaWlJ8+bNcXR05Nq1a6xcuRILCwuMjOJO9k+ePMmMGTNYsGAB7u7uFC9eXInT2NiY8uXLAxAaGsrq1avZuHGjWs10RuEf7s/OxzvZ/WQ3Olo69C3Vlx6/9cBE30TToUnST2FnZ5eqes1LUmoSpRJsvvaa5edeUMDciH+H1aRU3rR/lTHmR3LM6BmpjUaT5pikbdasWbHW5ckTexzBq1evkiVLFiwsomewqVKlCo6Ojnh5eeHs7BzvuphlKcbcOjqB/dXMrRO1mbe3Nzlz5lRq658/f07//v2xsbFhz5497Nu3jwkTJvDvv/8C0LBhQwIDA9m+fTsNGzZUmnGcOnUq3mMcPXoUCwsLJWEGKFGiBDt37mTRokXo6OhQuXJlAKWG+1shISGoVCrWrl3L2rVrefv2LSNHjmTAgAFcv35dbdtRo0YxZ84c2rVrl6hzkF6ERoZi+8yWLQ+3EB4VTtcSXelTsg9ZDbNqOjRJkiRJA9w/BzHuwAPuePgwsHYhxjSyxlBPJ+EHSj9M480z4hIUFMT27dsxMDDgwoUL2NjYUKJECdzc3JQOYwA6OjqYmJjw+PHj765L8aRZ3yhRNb6a8ujRI4QQ1K9fH4BixYqxbNkyevfuDUSfmzJlytC8eXMA2rRpA4BKpSIxw3Y7ODgQFBREWFiY2vKIiAjCw8OV+982x/iWl5cXly5dok+fPgBYWlqyYcOGWJ0NFy9eTK9evahRowZubm7kypULQ8O0MdZkckWpojj26hhr76/lc8hn2hVtx6Cyg8hplFPToUmSJEkaIITA9tYb5p58QnZjfewGVqdKwWwJP1BKMakyaf7zzz+pWrUqADlz5qRt27Y8efIEb2/vWMmSoaEhvr6+312XGDHt576WltvSLViwgFq1ainP6fnz59StG92kpH///pw+fVpJmm/fvo0Qgh49ejBz5kzmz5+Prq4ugYGBXL58mRYtWmBiYoKfnx8+Pj54eXnRrl07VqxYQWhoKIaGhgghuH//Prt3705SnMuXL6dDhw4YGxvHihNg48aNVKpUiUKFCuHp6cmOHTuYPn16SpyiVEkIwfV311l+Zzkuvi40LtCYkeVHkj9Lfk2Hlq7EtJv7WmptQydJkvTRP5SJh5259PwTXark46/mv2FskCpTuHQtVZ7xihUrKv8XKVKE58+f4+zsjKmpaaya0MDAQMzNzfH09Ix3XWKkp/Zz2traNG3alJUrVxIeHk5ERAReXl4sWbIEgLlz5zJz5kxmzZpFnjx5yJQpE927d6dy5cp4enoyZswYypcvT0REhFILPG7cOLZs2YKbmxv9+vXD2NgYOzs75syZg5WVFe/evWPJkiVUqFCBM2fOcOLECSIiIsiZM6fSsS+uOJs3b87WrVsJCgoiKioKV1dXtm/fDsDBgwcZPHiw2mMqVKjAzJkzf97J06DnX56z9PZSHD84UtGiIvua7aN0jtKaDitdiusHcWptQydJUsZ26uEH/vrnITra2mztVYnfS6Tw1XMp0VLFNNpaWlq4urpSoEABHB0dadiwoVJz/PDhQ8qUKcPjx4/x9PRk3Lhx3Lt3D4juGJg5c2ZevXrFq1ev4l33vckwUutUjVLG4R3izZp7azjy8ghWWawYW3Es9fLVk7M3/WKyLEgd5OsgSdH8QiKYeewx/9x7R5OSuZjXthTZjQ00HdYvkVrLgVRX02xpaYmNjY3S1MLe3p4aNWrw22+/YW1tzcePH3n79i2WlpZcuXKFypUrY2VlRd68eeNdJ0mpUXhUOLuf7Gbzw83oausyscpEOhbriJ52xhsdRJIkSfp/Di7ejP/fNNjLOpSlXYW8siIlFdBo0mxra8vVq1cBmDRpEnXq1GHo0KFUqFCBpUuXEhUVxYsXL/jnn3+ig9XVZefOncybN49q1apx5coVZQzn762TpNRECMGVt1dY7LSYD4Ef6FS8E0PKyklJJEmSMrrQiCiWnH3O1uuuVCuUjaUdysppsFORFGme4ezszNu3b2nSpAna2mlrUO3UeglASp/c/d1ZeGsh199dp0aeGkysPJFCWQtpOiwJWRakFvJ1kDKqx+/9GGN3HzfvYCY0KUbfDDyrX2otB5Kd4TZp0oQtW7Zw48YNWrVqxatXr1iwYEFKxiZJ6UZIZAh/3/2btkfb4urnyqr6q9jQcINMmCVJkjK4KJVg/eVXtFlrj462NsdG1KR/7UIZNmFOzZLdPGPgwIG0a9eO3r17M27cOEaMGMGuXbtSMjZJShcuelxk4a2FfA75TL/S/ehXqh+Guul7nGlJkiQpYW++BDP2wH1uu/swsE4hxjayxkBXTlSSWiU7aY4Z09TBwYFx48alWECSlF68D3zPglsLuPzmMrXy1mLrH1vJlyWfpsOSJEmSNEwIweG775h57DGmmfTYP6AaVQtl13RYUgKSnTR7enrSq1cv8uTJg5WVFatWreLJkyf07NkzJeP7ZWImN0nLE5pIqUOkKpK9T/ey9v5aTPRNWFFvBb/n/132fE6lYiY6kZObSJL0K/gEhTPln4ecfuRJuwp5mdmqJFkM5ahJaUGyOwIKIbh79y4lS5YkKCiIR48eoa2tTe3atVM6xp8qtTY2l9KmJ5+fMNNhJs++PKNria6MKD+CzHrfn05cSh1kWZA6xLwOTZo0kRUZUrpz5cUnbA4+IDxKxfy2pWlWOremQ0pVvq7EOHPmTKorj5OdNLu6ulKwYEEAbty4wfPnz2ncuDG5c6etN4D8opRSQkhkCOvvr2fXk10UzlqYmdVnytn80hhZFqQO8nWQ0qPQiCgWnn7GDgc3ahc1Z2mHslhkkX1b4pNay4Fkj55x8OBB5f/q1avTu3dvjhw5kiJBSVJa4uTpxJ/H/mTv070MLz+c/S32y4RZkiRJAqKHkmux+jq2tzyY0fI3dvapIhPmNCpJbZofPHjAgwcPALhz547aaBl+fn5cv36dYcOGpWyEUrJcvnwZW1tbihUrhkqlwsrKCg8Pj2R32vT29iYwMJACBQqkaJzOzs6sXr0aa2trdHR0KFiwILdu3VKGLzx48CAqlQpPT09u3rzJ6tWryZ49dXSWCI4IZvmd5dg9t6NCzgqs/X0tBUwLaDosKYOLiIggLCwMY2NjTYciSRmaSiXYfO01S889p2hOE46PqIW1hYmmw5J+QJKS5lKlSqGrq8uUKVN49+4dly5dUtaZmJgwY8aMFA9QSjpfX18GDx6Ms7Mz+vr6AIwbNw4zM7Nk79PR0RFjY+MUTZqjoqLo0KEDN27cIFu2bACsXr2aT58+AfDw4UM6d+7My5cvKVSoEC1btmTUqFHs2bMnxWJIrlsfbjHdYTpfQr8wqcokuhTvgrZW2prYR0o/+vTpQ82aNWncuDH16tWjQoUKNG3alL59+2o6NEnKkN77hjD2wH1uun5hYO1CjP1DDiWXHiQpadbR0aFkyZJs376dU6dO0b17958Vl/QDXr58SVhYGDo6//8BtbGxYevWrcna37t375g9ezaLFy9OqRAB+PLlC2/fvkVP7/97DQ8aNIjJkycDULJkSRwdHZW28wCRkZEpGkNShUSGsOLOCmyf2VLRoiKbG22Ww8hJGtekSRM6derE2LFj6dixIwsWLGDLli2aDkuSMqTjD97z1z8PyWygy97+ValR2FzTIUkpJFlDzmXLli3OhPn06dM0bdr0h4NK7UIiQ3D1c/3lxy1oWpBMupkS3K506dKoVCoaNWpEr169qF69OtbW1nTu3BmAkJAQZs2ahbW1NZ8+fcLIyIgRI0YAsGXLFtzd3SlQoAD37t1j2rRp/PPPP3h7e7Nv3z4cHR3p378/5ubmPHjwgEOHDlG0aFHevn1LpUqV+OOPPzh58iSTJk3i999/p2DBgmzatIlbt26RObP6KBI5cuSgVKlS1K1bl0GDBlG9enVKly7N0KFDAdDW1qZy5cpAdO35/fv3OX36dEqe0iR58OkBf13/C88gT1m7LKUqurrRRbm9vT3Lli0DwMjISJMhSVKGExAawYxjjzly9x0tyuRmXpvSmBrJoeTSkyQlzXPnzqVjx45YW1szcuRIAgMDlXVCCG7cuJEhkmZXP1c6nej0y49r18KO37L/luB2hoaGXL58mZkzZzJ58mQ+fPhAtWrVlI6a48ePp1SpUsql24oVK9KgQQPc3NxYv349t2/fRktLi2bNmvH69WuGDx/OoUOH6Nq1K/Xq1QPg06dPdO3alXv37ilNQKpWrYqlpSXNmzfH0dGRa9eusXLlSiwsLOL9Aj958iQzZsxgwYIFuLu7U7x48VgdSo8dO8bRo0eZPXs2pUqVSu7pS7YIVQQbHmxgy8MtlMxektUNVlPQtGDCD5SkX8TDw4Nt27bh6elJ9erVcXZ25vXr15oOS5IyjDvuXxhtdx+foAiWdShLuwp55dj86VCSkuZ79+5Ru3ZtrK2tefz4Md26dVNrAvD27dsUDzA1KmhaELsWdho5bmJ4e3uTM2dOdu7cCcDz58/p378/NjY27Nmzh3379jFhwgT+/fdfABo2bEhgYCDbt2+nYcOGygf91KlT8R7j6NGjWFhYKAkzQIkSJdi5cyeLFi1CR0dHqSWOqeH+VkhICCqVirVr17J27Vrevn3LyJEjGTBgANevX1e2a9WqFa1ataJz587cvHmTDRs2JOo8pARXP1cmXZvE8y/PGVJ2CP1L90dXO9lzAknST9GtWzd2797NuXPncHNz499//yVTpoSvSkmS9GMio1SsvujC6osvKZ/fjH39q5Evm7zKk14l6dv/8OHDyv9LliyhQoUKauutra1TJioNSMqMgJl0MyWqxldTHj16hBCC+vXrA1CsWDGWLVtG7969gei26WXKlKF58+YAtGnTBgCVSkVihu12cHAgKCiIsLAwteURERGEh4cr979tjvEtLy8vLl26RJ8+fQCwtLRkw4YNSmfDlStXsnXrVh4+fAhAvXr1GDJkCHPnzsXc/Oe2ERNCcPjlYRY7LcbCyII9zfZQyvzX13JLP196mBEwe/bsysg4L168oFWrVpQtW1bDUUlS+ubxOZhRdvdwfuvHyN+LMrx+EXR1ZJO99CzZr+63CTOgDEeXFtnZ2XHs2LF0M/PUggUL1JKA58+fU7duXQD69++v1jb49u3bODk50aNHD86ePat0tgsMDOTEiRNA9Ogofn5++Pj44OXlRbt27Xj37h2hoaFAdJJ5//59evTokaQ4ly9frtbM5+s4IyMjadWqlbLu9evXFC5cWBlp42fxC/NjzOUxzLoxi+aFmmPXwk4mzOlYly5dOHbsGHZ2v/7qUUqJaccMKD8of+UVGUnKSIQQHLn7lmZ/X8M7MIwDg6ozuqG1TJgzgGRfZ758+TIrVqwgICAAiH4TPX36lMGDB6dYcFLyaGtr07RpU1auXEl4eDgRERF4eXmxZMkSILpt+syZM5k1axZ58uQhU6ZMdO/encqVK+Pp6cmYMWMoX748ERERSi3wuHHj2LJlC25ubvTr1w9jY2Ps7OyYM2cOVlZWvHv3Trn6cObMGU6cOEFERAQ5c+ZUOvbFFWfz5s3ZunUrQUFBREVF4erqyvbt2wEYNWoUK1asYNWqVQQHB/P69WvOnj2LtvbPK5jueN1h4tWJ0aNk1FtBQ6uGP+1YkvQj/P398fX1BcDHxwcPDw9lnY6OjnKFRpKklOMfGsHUfx5x7MF72pXPy6zWJTExlJ39MopkT6Pdt29fWrZsqVbrt2bNGrWZAtOC1DpVo/RrRami2PxwM+sfrKd8zvIsrL2QXJlzaTos6RdKa2XBq1evOHPmDMuXL8fX11ct5ixZsvDXX3/RsWNHDUaYPGntdZAyjttuXxi1/z7+IRHMbVuK1uXyajqkdCu1lgPJrmlu1KgRbdu2VVuWM2fOHw5Ikn417xBvJl2dxC3PWwwuO5hBZQahoy0HoZdSt8KFCzNs2DAaNWrEP//8w8SJEzUdUopKSj8TSfqZvu7sVyG/GfsHys5+P0tq72OS7JrmQ4cOUbVqVfLl+/+JHebMmcO0adNSLLhfIbX+mpF+jZsfbjLx6kS0tLRYWHshVXNX1XRIkoak5bJApVLFarb07NkzihcvrqGIki8tvw5S+vPmSzBj7O5z18OHEQ2KMqKB7Oz3K6TWciDZNc0rVqzA2dmZbNmyoaOjgxCCjx8/prmkWcqYVELFZufNrHuwjsoWlVlYZyHmmeSsTVLacfnyZSpUqECWLFk4cOCA2sg1APv27ePMmTMaik6S0r7jD94z5Z+HZDHU48Cg6lQq8HM7oUupX7KTZktLS3bv3q2M0yyEYN68eSkWmCT9LH5hfky+Npnr764zsMxAhpQdIptjSGlO7969WbRoEZ06dWLevHmUL19ebdx8V9dfP2upJKUHQWGRzDz2mIN33kbP7Ne2NKaZZGc/6QeS5lWrVpErl3pHqblz5/5wQJL0Mz39/JQxl8cQGBHIuobrqJW3lqZDkqRkef78OQYGBgBMnz6dDh06qK3ft2+fJsKSpDTt0Ts/Rtrew9M/lMV/lqFDRUs5s5+kSFLDnEWLFin/f5swA1hYWPx4RJL0kxx7dYwep3tgamDKgRYHZMIspWkxCTMQK2EGfvoEQJKUnqhUgi3XXtN2nT1GBjqcGFGLjpXyyYRZUpOkmuZ169Ypk1nEvJG0tLQoVKgQrVu3xtjYOOUj/EVkT+30K0IVwRKnJdg+s6Vtkbb8Ve0vDHQMEn6glCGk9t7aieHp6cn+/fvx9/dXlp08eZI//vhDg1FJUtrgHRjGuAMPuPLiE/1rFWRCk+Lo68rOflJsSUqaa9SowYwZM2Itf/PmDcuXL6dr164UKVIkxYL7lezs7FJVD00pZXwO+cy4K+N48OkB06pNo4N1B1lzIKmJ+aEc01s7LRo2bBiWlpZq4+arVCoNRiRJacO1l58YY/cAEOzoU5l6xeTQuVL8kpQ0jx49Os7l+fLlY/r06cyaNSvOpFqSNOHp56eMvDSSiKgItjXeRvmc5TUdkiT9FO3ataNbt25qy6pUqaKhaCQp9YuIUrH03HM2XnlN7aLmLOtYlpwmhpoOS0rlkpQ0V636/TFs9fX1fygYSUopZ93OMvX6VAplLcSq+qvk7H5SuhYZGYkQQu0qSswU25IkqfP4HMyI/fd4/M6PSU2LM7B2IbS15RVIKWFJSpqdnJyoXLlyvOvDwsJ+OCBJ+hFCCDY82MC6B+toWrAps2vMxlBX1h5I6dvt27dZuXIlZcqUUcbNd3Bw+KH+GRMnTqRFixbUrl0bJycn9u7dS/ny5bG3t2fy5MkULFgQINnrJEkTTji/Z/Lhh2TNrMehITUoly+rpkOS0pAkJc179uyJM2l++/YtR44cQVc32SPYSdIPC40MZZr9NM64nWFE+REMKD1Atl+WMoS7d+8yYsQItXGa3759m+z9Xbt2jR07dtC0aVPCwsLo0KEDN2/exMLCAmtra/r06cPly5eTvU6SfrWQ8Chmn3iM7a03tCiTm/ntSpPFUI69LCVNkrLc1atXs2bNmjjX/fnnn+zZsydFgpKkpPIO8WbUxVG88HnB8nrLaWTVSNMhSdIvs3TpUqpXr662LLlTaPv7+/PgwQNKlCgBwNWrV8mSJYsypGiVKlVwdHTEy8sLZ2fnZK2Tw5NKv9ILrwCG77uLx5dgFrUvLYeSk5ItSUlzixYtGDdunNoyLS0tLC0tKVSoUIoGJkmJ5eLjwrD/hhGuCmdHkx2UNC+p6ZAk6ac7fPgw7du3B4iVMEPCfVDis3nzZoYPH86hQ4cAcHNzUxuVQ0dHBxMTEx4/fpzsdTJpln4FIQR2Tm+Yefwx+bMZcWx4LawtTDQdlpSGJSlp7t27N3Xr1v1ZsUhSkjl+cGTMpTHkMc7D2t/Xyg5/UoaxYsUKzM3N1WrMYsbNz5s3b7L2efz4cRo3bqw2cYq3tzeGhur9AgwNDfH19U32usSIGTv/a3IcfSmxAkIjmPLPI44/eE+XKvmY3qIkmfR1En6g9MvFjJX/tdQ6bn6SkuZ27dr9rDg0Tk5ukvYcdTnKTIeZVM1dlaV1l2Ksn3Yn15E0J61ObhIVFQVE16bFEEJw8eJFXr16xfjx45M04dT79+/x8fGhZcuWastNTU3VjgEQGBiIubk5np6eyVqXGHLsfCm5Hr3zY/i+u3gHhrO6S3lals2j6ZCk74gr70qt4+bLnnv/IwvotEMIwSbnTay5v4b2RdvzV7W/0NOWHTqk5Emrk5uMGjUq3it/wcHBrF69mokTJyZ6f2fPnsXT05OFCxcC8OLFC/bt20fr1q35+PGjsl1YWBgBAQFYWVkRGRnJ5s2bk7xOkn4GIQS7brgz7+RTiuUyYWffKlhlz6zpsKR0RCbNUpoSqYpk3s15HHpxiOHlhjOwzEDZoUPKkDp37hzvOiMjI6UmOrH69Omjdn/Dhg107dqVWrVqMXDgQN6+fYulpSVXrlyhcuXKWFlZkTdvXj5+/JjkdZKU0vxCIph4yJkzjz3pU7MAk5oWx0BXNseQUpZMmqU0IzQyFJurNlx7e43ZNWbTtmhbTYckSRrz8eNHcuaMf8rf5P6YfPv2LX///Teenp4sW7aM4OBgdu7cybx586hWrRpXrlxh7969AOjq6iZrnSSlpPtvfBm+7y7+IRFs7FGRxiVl3xbp59AS3zY6y2BiLsn6+fnJ5hmpmF+YHyMvjuTpl6csrbuUOpZ1NB2SlM6ktbJg2rRpzJkzJ8519+/fZ9euXSxfvvwXR/Xj0trrIGmOEILt9m4sOP2U3/KYsqZLefJlM9J0WFIKSK3lQLJrmnv27EmPHj1o1EiOhyv9XB+DPzLo/CA+hXxi8x+bKZujrKZDkiSNW79+Pfb29rGWe3h4oK2tzbVr1zQQlST9Gn7BEdgcesC5J170r1WQCU2Ko6+rremwpHQu2UmzhYUFlSpVUlt29uxZGjdunKT9BAYG0rt3b5YvX07+/PmB5E/LKqdsTX88/D0YeH4gkapIdjXZRaGscjxwSQKwtLSM1REwZtz8jh07JmnkDElKSx688WXY/5pjbOpRkT9kcwzpF0l20mxpacnq1aupXLkymTNH905dv359kpLmbdu24eHhweHDh1m6dCmAnLJVUrzwecGg84Mw1jNme+Pt5DbOremQJCnV6NGjR6zJpiQpPRNCsNPBjXmnoptj2A6oJptjSL9Usts058yZk+LFi6Oj8/+9U58+fYqnp2fSg9DSwtXVlQIFCnD+/HnGjRuHs7MzED0WaebMmXF3d8fZ2TlZ6743+1RqbTeT0T389JDBFwaT1zgv6xuuJ3um7JoOSUrnZFmQOsjXQYqLf2j06BinH0WPjjG5aQnZHCMdS63lQLJrmqdMmcLo0aPVlq1fv/5H45FTtko4eTox/L/hFMtWjDW/ryGLfur5wEiSJEm/1uP3fgzbe5fPQeFs6F6BJqXkVUdJM5KdNI8ePZrIyEj+++8/wsPDadSoEUOGDPnhgOSUrRnb9XfXGX1pNOVzlmdV/VUY6clLb1LKS0vTtkpSRiWEYL/TG2Yce0zRnMZyshJJ45KdNLu6utK8eXNCQkKIiIhAT0+P8+fPU6RIkR8KSE7ZmnFd9LjIuCvjqJWnFkvrLcVAx0DTIUnpVFqatlWSMqLg8Eim/vOII/fe0bVqfqa3+A1DPTlZiaRZyW4QtHXrVq5evYqrqytv377l6tWrbN269YcDKl68eLxTtiZ3nZT6nXM7x7jL46ifrz7L6y2XCbMkZXCdOnWiVatWsa4ISOmfy8dA2qy15/QjT1Z2Ksf8tqVlwpxB2Nra0qpVKzp16qTpUOKU7JrmEiVKqNXi5suXjwIFCvxwQHXq1EnWtKxyyta064zrGSZdm0TjAo2ZV2seutpyokpJ+lF2dnap9osnMeTVv4zphPN7Jh5yJnfWTBwbXpOiFiaaDkn6hWKuAqbWK3/Jzk7evXsXa1lAQECS9mFra8vVq1cBmDRpEnXq1GHo0KFyytYM5LTraSZdm0SLQi2YXWM2OtqyNkGSEhIQEMCoUaO+u42Dg0OaTpqljCU8UsX8U0/Z4eBGy7J5WNiuNJkNZAWKlLoke8i5w4cPY2trS7ly5QgLC+PevXt06tSJHj16pHSMP1VqHdYkI5AJs5SapKWyICwsjLp16zJ48GC0tLTi3GbPnj2cP3/+F0f249LS6yCljA9+IQzbe5eH7/yY2vw3ela3ivd9LWUMqbUcSPbPuPbt25MtWza2bdtGUFAQAwYMoHXr1ikZm5SOxTTJkAmzJCWdgYEBK1asoHr16vFuU7x48V8YkSQlj72LNyNs72Goq82BQdUpn99M0yFJUrx+6NpH/fr1qV+/Pl++fFGb5ESSvuec2zkmXZtE84LNZcIsSckUX8KsUqnYu3cv/v7+VK1a9RdHJUmJo1IJ1l95xbJzz6lZxJxVncuTLbO+psOSpO9KdtK8Zs0ahg8fDkSPrfzkyRN8fX3p3bt3SsUmpUMXPS4y8epE/ijwB3NqzpEJsySlgI8fPzJq1Ci8vLyA6PFtw8LCGDZsmIYjk6TY/EIiGHfgPheefmRkgyKMamiNjrZsjiGlfslOmoODg5X/ra2tyZ07N3Pnzk2RoKT06fq764y7Mo76+eszv9Z8mTBLUgpZsGABbdq04eHDhzRq1Ig3b95gZCQnBpJSn6cf/Bm85w4+QeFs612JBsXljL1S2pGkcZrv3LmDjY0N2bNnZ/Lkyejo6Cg3S0tLcudOu1NbyjFBfy4nTydGXxpNrTy1WFRnkRxWTko1Uvu4oIlRoUIFOnXqRN68ealduzbdu3dHX19e6pZSl3/uvaXtOnuM9HU5MaK2TJilNCdZo2fcunWLS5cuMXHixJ8R0y+VWntopicPPj1gwLkBlM9Znr8b/C0nLpFSpbRcFqxduxYzMzMyZcqEi4sLNjY2rF+/niFDhmg6tCRLy6+DFLfwSBXzTj5h5w132lXIy7w2pcmkL680SvFLreVAsmYErFKlCoMGDSI0NFRZ5uHhkWJBSenH8y/PGXJhCCWylWBl/ZUyYZaknyB//vxs2LCBqlWrcvr0aXLmzMmjR480HZYk8dE/lK6bHdl3y4M5bUqxrENZmTBLaVayx2keM2YM169fx8nJCYCbN2/y5s0b/vzzzxQN8GdLrb9m0gM3Pzd6nemFhZEFWxtvxURfzuwkpV7ppSyIiIjg0aNHlC5dGl3dtNcMKr28DhI4uX1h6N67aGvBum4VqWglh5OTEie1lgPJqmkGKFmyJCdPnlTuV61aVa1zoJSxeQZ5MvD8QEwNTNnYaKNMmCXpF9HT06N8+fJs2LBB06FIGZQQgp0ObnTZ5EhB88wcH1FLJsxSupDsaojAwEBy5syptkw20ZAAfEN9GXx+MACbGm3CzFAWlpKU0v744w8mTZpEgwYNqFSpEl++fFHWCSH49OmTMiyoJP0qoRFR/PXPIw7ffUufmgWY0qwEejrJrp+TpFQl2Umzl5cX48aN448//kAIwYkTJ9DT00vJ2KQ0KDgimGH/DcMnzIedTXaSK3MuTYckpSdRkRAeAGEBEBYY/Tf8f/+HB0F44P9uQdG3POWhbGdNR/1TtGjRggIFCgDRs//Nnj1bmWRKCMG8efM0GN2P69SpE3p6enTp0oUuXbpoOhwpEd75hjB49x1eeAWwvGNZ2lWw1HRIUhpja2uLra0tERERmg4lTslu0xwREcGUKVPYsWMHKpWKnj17smjRojQ3zFFqbTeTFkWoIhh5cSR3ve6yrck2SmYvqemQpNQmMhxCfKJvob4Q6gch//sb6vf/y8L8/3ff/38J8v/+RiTQBEzXEPSMwMAY9I2hRCuoPzlRoaXlssDHxwczM/UrOh8+fEiTw4Cm5dchI7vx6jPD993FUE+HjT0qUiqvqaZDktKw1FoOJDtpjhEYGIixsTHh4eFpLmGG1PvCpDUqoWLq9amcdjvNut/XUT1P3FP8SulIZDgEe0PQJwjyhuAvEPz5/28hX6KXhXyB4P8lyhFBce9LRx8Ms4KhKRhmAYMsX/01/f/7+sb//9fA5P//xiTJOsm/2pWWy4J69eoxevRo2rRpo+lQflhafh0yIiEEOxzcmHvyKVULZmNN1wpyOmzph6XWciDZzTOuXLlC9+7dady4MVu2bGHPnj0ULlyYunXrpmR8Uhqx6u4qTrw+weI6i2XCnJZFRULQRwjwhECv//39GL0s8GN0ghz4MTpJDvOL/XgdA8hsDkbZIFO26L/ZC0f/n8nsf8vNohPkTFn//69epl/7PNOZP/74g2bNmqkts7OzS9MTtkipX2hEFFP+eciRu+/oX6sgk5oWR1e2X5bSsWQnzceOHcPZ2ZmrV68C0LdvX7Zs2ZJmk2bZfi759j3dx7ZH25hQeQJNCjbRdDhSfMKDwf8d+L0F//f/u72DgA/RN/8P0UkxX1980opOgo0tIHMOyJof8laM/t84JxiZQ+bs//trHt00QktLU88wWVJ7G7rECAsLY/DgwVSuXJnMmTMDsG3bNpk0Sz/NB78QBu2+w3PPAFZ2Kkeb8nk1HZIk/XTJTporVqwYqw1dYGDgDwekKXZ2dqnqEkBa8Z/7fyy8tZBev/Wix289NB1OxhbiC77u4OMOvh7g9wZ830T/9Xsb3Uzia0bmkCUPmOSO7jBXrDmYWETfN7YAk1zR2+ikvbF+kyLmh3LM5cC0aNeuXdSuXZtbt24pyz58+KDBiKT07LbbFwbvuYu+jhaHh9SQ7ZelDCPZ34Z3796lYsWKaGlpERISwunTp3n+/HlKxialcg8+PWDitYn8UeAPxlYaq+lw0j8homuEv7z+6uYKPm7Rt1Df/99WzwhM80HWfNE1w7+1AtP8YJoXsuSNTpZ15eyM6cWcOXPo3r272rL9+/drKBopPbO95cH0o48on8+Mdd0rYG4syxEp40h20jxixAhatmzJ06dPUalUVKtWjaNHj6ZkbFIq5uHvwYj/RlAye0nm1ZqHtpZsx5ZiwoPA+wV4v/z/v59fRSfJSkc6LTC1hGwFIXcZ+K01mFlB1gLRf42yp7lmElLyde/enbNnzxIVFUWzZs04ceIEnTunz6H2JM2IiFIx58QTdt1wp3u1/ExvURJ9XVnuSxlLspNmKysrnJ2dcXZ2RkdHh5Il5fBiGYVvqC9D/xuKqYEpq+qvwkBH1jQkS3gwfHoKH/93+/QMPr0Av68mCTLOBeZFwbIilO0E2QpD9iLRibGsKZb+56+//uLp06dUqFCBZs2aUaFCBTZv3syAAQM0HZqUDnwJCmfo3jvcdvNhXttSdKtqpemQJEkjkpQ0Ozo6olKpAPjtt9/IkiULt2/f5u7du9SrV48///zzpwQppR7hUeGMvjwa/zB/9jbbS1bDrJoOKfUTIrpNsefD6JvXo+jbF1eUTndZrSBnCSjVDnIUA/NiYF4kerg1SUpAvnz5mDdvnnK1L0+ePGjJKw1SCnjm6c+AXbcJCotib/+qVC2UXdMhSZLGJClptre35+DBg4wbN46SJUsyYMAATp8+zZgxYzhz5gwuLi5MmjTpZ8UqaZgQgpkOM3n46SFbGm8hX5Z8mg4p9RECfFzh/T14fx8+PIi+xbQ3zpQNcpUC6yaQ8zew+A1yFAf9zJqMWkrjtLWjL5N/nSi/fv1aU+FI6cTZx56MsbtP/mxG2A6ohqWZkaZDkiSNSlLSrKWlhb29PTo6Onz8+JFdu3bx33//UadOHQBsbGx+SpBS6rDJeRPHXx9ncZ3FlM9ZXtPhpA5Bn+HdbXh7O/rvu7v/nyBnsYQ85aD6MMhVJrrtsUlu2dZYSnEfP35k8uTJhIeH8+7dO06fPk2DBg00HZaURgkhWHf5FUvOPqdJyVws61iWzAbpexQdSUqMJH0KDAwM0NHRAcDBwYHMmTMrCTNAtmzZUjY6KdU463aWNffXMLTcUJoWbKrpcDRDpYrumOdxA97cgjc34cur6HVG5tGjVFQbCnkrRA/hltlcs/FKGcZff/3FsmXL2LdvH1evXqV///4MGjRI02FJaVBoRBQTDjlz7MF7Rv5elNG/F0VbW/7QlyRIYtLs7u6u/H/ixAlq1aqV4gFpipzcJH6PvR8z9fpUmhZsyuAygzUdzq+jigJPZ3C7Du43wMMheipoLZ3oJhZFfgfLyZCvcnSbZFmDnCalh8lNtLS0GD9+POPHj9d0KFIa9tE/lAG77/Dc0581XcvTokweTYckSalKkpJmKysrOnbsSKZMmdi/fz/nz58HICIiggULFlC6dOmfEuSvICc3idvH4I+MvDiSomZFmV1jdvruXCQEfHwCr6+A61Vwt4cwf9DNBJaVoMogyF8NLCuDgbGmo5VSSHqY3GT37t306BE9udCNGzd4+vQppqamtG/fXsORJZ+syPi1Hr3zo//O2wgEBwfVoLRl2vwsSGlbaq/ESFLSPGzYMEqUKMHdu3cZP348pUuXxsPDg7179yKEkB1P0pnQyFBGXRwFWrCq/ioMdQ01HVLKC/wIry7+73YJgj6CjgHkqwI1RkCB2tHNLeTwblIq9vXsf9WrV6d69eosWLBAgxH9OFmR8eucefSBMXYPsLYwZlPPSlhkSYdlvZQmpPZKjCS37G/QoIFaB5P8+fMzefLkFA1K0jwhBDNvzMTF14UdTXeQwyiHpkNKGaooeHcHXp6Lvn14EL08Vxko1wUK1Y+uTdbLpNk4JSkBd+7cYf/+/Zw4cYKPHz+yYcMGZZ2fnx99+vTRYHRSWvB1h7/mZXKz9M+yZNLX0XRYkpRqye6wUpx2PN7BydcnWVJnCSWzp/GJa8KDwOU/eH4qOlEO/gyZzKBIQ6g2DArXB+Ocmo5SkpKkYsWKVKxYkQYNGnDlyhWGDBmirDMxMZEds6XvCouMYvLhhxy5945RvxdldMOi6bv5nSSlAJk0S7Fcf3edFXdWMKD0AJoUbKLpcJIn+As8Pw1Pj0c3vYgKix4PuUJPsG4a3UZZW9aoSGlfkyZNKFGiBFZW0bO0RUVFYWtrS61atShQoIBmg5NSpc+BYQzafQfnd36s6lyO1uXyajokSUoTZNIsqXH3d2fClQnUtqzN8PLDNR1O0gR/iU6Sn/wb3ZlPqCBfVfh9GhRvDtkKaTpCSUpxWlpaFChQgICAAHx8fACoVasWixYtYv369RqOTkptXD4G0HfHbYLDI9k/sBoV8ptpOiRJSjNk0iwpgiKCGHVxFNkzZWdh7YVoa2lrOqSEhQXCs5Pw6FB0jbJQgVVNaLYYircAk1yajlCSfrqzZ8/So0cPtLS0MDIywtvbm+HD09iPXumnu/7SmyF775Db1JC9/WuSL5uc4U+SkiJFk+YNGzYweHAGGsc3HRFCMPX6VDyDPdnXfB8m+iaaDil+qih4fRke7IdnJyAiGPJVgyYL4bfWsn2ylOFcv36d9+/fs2/fPnr27EloaCj79+/XdFhSKrL/lgdT/31EjSLmrOlaniyGepoOSZLSnEQnzX5+frRt2zbe9UIInj17JpPmNGrro61c8LjAyvorKWSaSpsxeLvA/T3RyXLABzC3htrjoHQHMLPSdHSSpDHFixdHV1eXgIAAPnz4QO7cucmRI52MeCP9EJVKsPjsczZceUX3avmZ2bIkujpp4CqiJKVCiU6ajYyM0NPTY/LkyfH2sF2zZk2KBfarZeSB9B3eO7D63moGlhnI7/l/13Q46iJC4MlRuLMzekY+Q9PoJLlcV8hTQc7CJ/2w1D6YfmK8evWKP/74gylTptCrVy9Gjx7NqVOnaN68eZL2c/PmTa5fv05AQAA3btxgypQp1K1bFycnJ/bu3Uv58uWxt7dn8uTJFCxYECDZ66SfLzQiirEH7nP6kSdTm5egX62CcoQMSfoRIgmePn0a7zoPDw/x5MmTpOwuVfDz8xOA8PPz03QoGvEu4J2oZVtLDDo3SERGRWo6nP/36YUQpycJsSCfEDOyCLGjhRDOB4UID9F0ZFI6lZbLAi8vL7FlyxYRHh4u1q1bJ8qUKSOOHDmSpH0EBQWJSZMmKfcPHjwoMmXKJNzc3ISVlZXw9PQUQgjh4OAg6tatK4QQIjQ0NFnrvictvw6piXdAqGiz9rooNvWUOP3wg6bDkaQkSa3lgJYQQqRA4s3Vq1e5du0aU6dO/dHd/VIxs874+flluNmnwqLC6Hm6J35hfti1sMPUQMOz76iiosdRvrkRXl8Co+xQvjtU6AXZC2s2NindS2tlgbe3N+bm5sle/y1nZ2fKli3Ly5cvKVKkCAEBAWTJkoX9+/czb948nJ2dgegh7TJnzoy7uzvOzs6MGzcuyessLCzijSOtvQ6p0atPgfTZ7kRweBRbe1WibL6smg5JkpIktZYDyW7Y5OLiQvXq1SlUqBCFCxemd+/eXLt2LSVjk36yhbcW4uLjwvJ6yzWbMIcFgON6WF0BbDtDmD+03QhjnkCj2TJhlqQ4rFq16rvr//777yTtr3Tp0tjb21O4cPTnzcPDQ/n79UQpOjo6mJiY8PjxY9zc3JK1Tvp5brl+od06B/R1tflnaA2ZMEtSCkr26Bnr1q1j5cqV3Lhxg7Zt2/LmzRs8PT1TMjbpJzrqcpRDLw4xq8Ysfsv+m2aC8H8PNzfA7R0QEQQl20L7bWBZUTPxSFIasn79euzt7eNd/+jRI2bPnp3o/WlpaVGjRg3l/sKFCxk9ejSRkZEYGhqqbWtoaIivry/e3t7JWpcYMf1MvpYR+5wkxfEH7xl34AEVrczY0KMippnkCBlS6hfTr+RrqbWPSbKT5ooVK1K1alWcnJzIlSsXVlZWnDhxIsUCu3nzJrlz5yZv3rx4enry5s0bqlWrlmL7z8ief3nOXMe5tC3SlnZF2/36ALxfgv1KeGAHepmgUh+oMghM5axUkpRYlSpVonDhwuTPnz/O9QEBAcne97Zt28iVKxeLFy9m/fr1fNuKLzAwEHNzczw9PZO1LjHs7OxS1WXZ1EwIwcarr1l4+hlty+dlUfsy6OvKETKktCGuH8MxzTNSm2QnzZ6ensyfP5+yZcsyadIkpc1bixYtUiSw9evXs3PnTiD6y2Hv3r2A7Kn9owLDAxl3ZRxWWayYUnXKrz34B2e4thSeHANjC/h9OlTsDYbyi1GSkurMmTPcv38fNzc3TE1NqVevntrICJkzZ07Wfk+dOkVUVBRLliwhNDQUQ0NDPn78qKwPCwsjICAAKysrIiMj2bx5c5LXSSknSiWYeewxux3dGdGgCGMbWcsRMiTpJ0l20ly9enXWr1/P4MGD2bt3LyYmJkybNi3FAitQoADv3r1DpVJhaWkJRBe6HTp04ObNm1hYWGBtbU2fPn24fPnyd9dJ0YQQzHCYgXeIN3Yt7DDUNUz4QSnhwwO4vBCen4KsVtBiRfSQcboGv+b4kpROlStXjnLlyhEQEMDx48eJjIykSpUqWFpaJmtGwKtXr/L+/XtatmyJp6cnjo6OFC1alI8fP/L27VssLS25cuUKlStXxsrKirx58yZrnZQyQsKjGLn/HheffWRBu9J0qRL3VQdJklJGspPmGjVqKO3f9u3bx9q1azEzS9k57PPkyaN2/+rVq2TJkkXpeV2lShUcHR3x8vLC2dk53nXf66mdkex7to9z7udYXm85Vll+wReX12O4ND961r5shaDN+ugxlnVkOztJSkkmJia0atUKAEdHR5YvX06jRo1o2rRpovfx+vVrWrRoEatZh5+fHzt37mTevHlUq1aNK1euKFf+dHV1k7VO+nGfA8Pot/M2L7wC2NKzEvWLy5lQJelnS3bS/OjRI/r3789vv/3Gtm3b2L9/P9WrV6dcuXIpElhQUBDbt2/HwMCACxcuYGNjk+ye2jJphsfej1l6eyndS3SnkVWjn3uwL6/h0gJ4eDB6pr4266F0R9BJ0VnbJUn6ire3N1u3bmXjxo1kypSJokWLJunxhQoVwt/fP851DRs2pGHDhgD06tUrRdZJyef+OYhe224RGBbJ/oHVKGOZVdMhSVKG8EOjZ2zatIlXr14BMGTIEDZs2JBiSfOff/5J1apVAciZMydt27alR48esqd2MviH+zPuyjiKmxVnbMWxP+9AgZ/g6mK4vQ0y54AWy6F8D1mzLKU6aam3dkKuXr3K+vXrOXXqFK1bt2bXrl3UqlVL02FJP4nzW1/67nDCxFCPI0Nqkj+7kaZDkqQMI9lJc506dShTpgyurq7KssjIyBQJCqJH54hRpEgRnj9/jpaWluypnURCCGbYz8A/3J+tjbei9zMS2IgQcFwH11aAljY0mApVB0ePjCFJqVBa6q0dn3Xr1rF27VqEEAwcOJC1a9eqXW3btm0bffv21WCEUkq78uITQ/bcwdrChG29K5Mts76mQ5KkDCXZSfODBw9o2rSp0kv37t27PHz4MEWCcnR0pGHDhkrtcUwbu6xZsyarF3dGZvvMlgseF1hZfyV5jVN4SDch4NFhuDATAj5A5QFQdwIYZUvwoZKUXGGRUQSERhIYGklgWGT0/2GRBIZF/G9ZFIFhEQSFRVHG0pR2FSw1HfJPYWNjQ8eOHalXrx6A2pCfUVFRLF++XCbN6ciRu2+ZcMiZutY5WNO1Apn0dTQdkiRlOMlOmjt37ky5cuUIDw9nwIABGBsbc+HChRQJytLSEhsbG6W5hb29PTVq1GDgwIHMmzdP9tROpCefnyjtmH/P/3vK7vzDAzg9ETxuQLHm0POonLlPSpTQiCj8QiLwC4nAP+ZvaAR+wRH4h0bi/7/7AaGRyt/oW/T68EhVvPvW0dYis74OJoZ6GBvoktUo/TYNat++PbNmzYp1hQ1ApVJhZ2engaiklPb1GMydK+djbptS6OrIMZglSROSnTSXLVuWR48e8d9//6Gjo0Pt2rVjtSlOLktLSypUqMDSpUuJiorixYsX/PPPP7KndhIEhgdic8WGomZFGVNxTMrtOMQHLs4Fp62Qozj0+BcK10+5/UtpRmSUCt+QCHyCwvEJjuBLUDg+wdE3v+AIfILD8Q2OwDckOiH2DYm+HxZP0quvo02WTHpkyaRLFkM9TAx1yWqkT/5sRpgY6mFioIuJoW50Qmz4v/8NorczNtTF2EAXA13tDDNGbc+ePeOd2ARg3LhxvzAa6WdQqQRzTj5hu70bIxsUYYwcg1mSNEpLxFVNkQyfPn1i7969jB49OiV298vEtGP08/NLN22ahRBMujaJK2+vcKDFAfJnSYGxO4WAB/vh3FSIDIP6k6HKQNnJLx2JUgm+BIXjHRjG58BwPgeF4R0YzpegmPvh0YlxUPT/fiFxd5wzzaSHmZEepkb60X8z6WFmpE+WTHpkzaRH1v8t+/qWJZMehnqavdycHsuCtEi+DtHCI1WMO/iAE87vmd2qJD2qF9B0SJL0y6TWciDJNc23b9/m2rVrdO3aVW0ot0yZMuHt7Z2iwUnJc/TVUU65nmJR7UUpkzB7v4QTY8DtGpRqD43ng0muH9+v9NMJIQgMi+RjQBgf/cP4GBDKp4Cw/78FRv/1DgzjS1A4qm9+QhvqaZM9swHZjfXJllkfq+xGVMiflWyZDcieWZ+sRnpky6xPVqPo9aaZ9NDRljVhkvQjAsMiGbLnDjdff2Ft1wo0K51b0yFJkkQSk+YbN25Qp04doqKi2Lp1K05OTqxZs4YtW7bw6tUr2rVr97PilBLptd9r5t+cT9sibWlWqNmP7SwqAuxXwpXFkCUvdD8CRVK4bbSUbJFRKj4FhvHBLxRPv1A++IXi5R/9v5d/KB8DwvDyDyU4PErtcZn0dMiZxYAcxgbkzGJAQfPM5DA2wNwkOhFW/hobkNlAjq0tSb/S58Aw+uxwwvVTEDv7VqF64eyaDkmSpP9J0jfipk2buHr1KmXKlOHo0aMMGzZMSZbNzMwYNGjQz4pTSoSwqDBsrtiQK3Ou/2PvvsOjKr4Gjn83vfdeSCD03nsTUUEBQUSwIEVFwV4BK6j8BF/FrgiKgiIgYgMpotJL6CC9BZIQkpCQ3kh25/3jJiuhJSFlS87nefZZ9ubevWd3k+Hs3JkzTOo4qXJPlrAXfnsckg9D1yeh9yQpIVeDlFJk5BUSn5bH2fQ8Eoy3fBIy8jiXnk9yVn6pnmFHOxuCPJ0I9NBuLcM8CXB3ItDTiQB3R+3m4YSbJMLCApTUzreWevnlEXchl1Fzt5OZX8SiRzvTLMRySiAKURVKauiba938Cv3vGRYWRpcuXQC47777WLVqFWvXrsXGxvJn8lpDAz1z50xOZ5zmhzt+wMX+BgveFxVoPcubPoCApjBuLQS3qtpABQCZ+YXEXcgtvuURl5ZLfFoe8Wm5nE3LI+eSHmIHOxtCPJ0I9nSmnp8b3ev7EeTpRIinM4EeToR4OeHpbC+ThG6AuTfStZW11s6/lqOJWTw4NxpHO1uWju9ChK+rqUMSosaV5GDmWje/Qkmzm5tbqcf9+vUrlTCvW7fOWDPU0lh6A702di0/HPmByR0n08in0Y09SeK/8MtjcP4I9JoIPZ6TiX6VoJTifFYBMSk5nEnN5cwF7T72gnZLz/0vSXNxsCXM25lwbxc61/MlzNuZUC8XQr2dCfVyxs/NQRLiamLujbSwfrvOpDH22x2EeDkzb2wHAtyrphKVEKJqVShpTkxM5Pz588a6oDk5OaUWG/nuu+8sNmm2ZEk5Sby+5XV6h/fm3sY30Etu0MOWj+GfaeDXEB5ZC8Etqz5QK5WRW8jJlGxizudwKiWbmJQcYlJyOZOaYxxPrNNBsIcTdXxdaBLkwW3Nggj3caGOjwvh3s74uEpSLERttPZoMuO/30XLMC/mPNgeT2fpqBDCXFWo5JyNTekaqEop4+OSf+v1+msdbpbMtaxJeekNesatGcfpzNMsHbgULyevij1BeqzWu3xmC3R7Gm56GewcqyVWS6aUIjEzn+NJ2RxPzubk+WxOJGdz6nw2KdkXjfsFeThR18+VSD9X6vq5EOnrSl0/V8J9XExeUk1cn6W3BdaiNn0Ov+09y/M/7qN3owA+va+NtBFCFDPXdqBCPc0PPPAAb7311lV/ppTi9ddfr5KgRPnNPTCXHYk7+OrWryqeMB/8BX5/Gpw8YPRyiOxeLTFakpIhFUeTsjiamMWxpCyOJWkJcnZBEaBNuKvr50r9ADe61PMlKsCNen5acizVJoQQ5TF/62ne+P0gd7UJY8bQFrLKnxAWoEL/wz/44IPXXZZ61KhRlQ5IlN++8/v4bO9nPNziYToGdyz/gRdzYdVE2D0fmg2BAR+Cs1d1hWm28gv1HE/K5vC5TA6dy+RoYhZHEjNJKx5r7GRvQ/0ANxoGuNOveRANAtyoH+BGmLeL1CIWQtwQpRSf/HOCmWuOMbZbXV69owk20p4IYREqlDT37dv3uj+/+Wap4VtTsi5mMXHDRJr5NWN86/HlPzD5CCwZDWmnYdAn0GakNuDWymXmF3LwbCYHEzI4mJDJoYRMTpzPRm9Q6HQQ6etKk2B3RnetS6MgdxoHuRPuI8mxEKLqGAyKt/84zNzNMbxwa0Mev6m+zGUQwoLItWQLpJTi7W1vk16Qzle3foW9TTknjuxdCH88B151YNw6CGhcrXGaSlZ+If+ezeDf+Az+PZvBgbMZnE7NBbTe48ZBHnSo682DXSNoEuxB4yB3XBzkT0EIUX2K9AYm/fwvS3fH89adsiy2EJZIMgULtPzUclbErGB6j+mEuYeVfUBhPqx8CXbPg9b3w+3/Bw7WUQO0UG/gyLks9salsTcug71xaZxKyUEprYxb8xBP+jQOpEWYB81CPKnn5ypjB4UQNSq/UM9TC/fwz5FkPhzemjtbh5o6JCHEDZCk2cLEZsby9ra3GVhvIHfUu6PsA9LOwI8j4fxRGPQptB1Z/UFWo/NZBeyOTWP3mTT2xKaz/2w6+YUG7Gx0NAn2oEuUL4/1iqJVuBdR/m4yvEIIYVLZBUWMm7+TXWfSmP1gO/o0DjR1SEKIGyRJczFLWBGwUF/IxA0T8XX25ZXOr5R9wIm/YelD4OgBD/1pcSv7KaU4lZLDztMX2B6Txq4zF4zDLII8nGgb4cULtzaiTR0vmoV4SrkmcUNkRUBRXdJzLzLqmx2cTM5m/tiOdKrna+qQhBCVUKE6zdbIXGsBXs0Huz5g/sH5fHf7dzT3a37tHZWCzR/B31Mhqg/cNQdcfGou0BtkMCiOJWex7WQq209fYHvMBVKyL2KjgybBHrSP8KZdpA/tI7wJ8XI2dbjCylhSW2DNrOVzSMrMZ+TX0aRkX2TemI60CJPVJoUoL3NtB6Sn2UJsTdjKNwe+4em2T18/Yb6YC78/AQeWQo/n4aZXwMY8e2CVUpw8n82Wk6lsOZFKdEwqabmF2NvqaBXmxfAO4XSI9KFdhDfuTrJKlhC1iSVc/buW2NRc7v96G0V6xY+PdqF+gJupQxLCIpj7lT/paTbTbzOXupB/gaG/D6W+V32+vOVLbHTXmMiWEQ8L74XUEzD4C2g2uEbjLI+kzHw2HU9h04kUNp9IITmrAHtbHa3DvehSz5fO9XxpU8cbZwfzTPSF9bKEtqA2sPTP4WhiFiO/jsbV0Y7vHupImLeLqUMSwuKYazsgPc1mTinFq5teRW/Q87/u/7t2why3HRbdD3ZO2vjloBY1G+g15Bfq2R5zgfXHzrPx+HmOJWUD0CzEgyFtQula348Okd5S8k0IYfH2xKYx+psdhHg5M39sR/zdHU0dkhCiCkmmYua+P/w9G89u5LObP8Pfxf/qO+1brA3JCG0P98wHt2vsV0NiU3NZezSZdUeT2XoqlfxCA0EeTvRs6MeTfRrQNcoXXzf5z0QIYT02n0jhkfk7aRrswdejO+DpLEPKhLA2kjSbsYOpB5m5ayYjm46kZ1jPK3cwGGDt27DxfWj9AAz4AOwcajzOIr2BnWfS+OdIMn8fTuLk+RzsbXV0iPThuVsa0qthAA0D3WTlKyGEVVp1IJGnFu6hc5Qvsx5oK1fOhLBS8pdtprIvZvPi+hdp6N2QZ9s+e+UOhXnwy2Nw6De45U3o+lSNLoedXVDEhmPnWXMoiX+OJJORV4ifmyN9Gvvz4m2N6d7ADzdH+fUSQli3n3bFM3Hpfvo1D+KDe1rjYCeLJwlhrSSrMUNKKd7a9hYX8i/wZd8vsbe97DJfdrI24S/5EAz/HpoMqJG4UrML+OtwEqsPJrHpRAoXiww0DnLnwS4R3NwkkJahntjIYiJCiFriq42nePuPw9zbMZy3B7eQxZSEsHKSNJuhpceXsiJmBe/2fJdwj/DSP0w+Aj8Mg6ICGLMCQtpUayzJWfmsPpDIin8TiY5JRQEdInx46bZG3NYsiHAfmRkuhKhdlFK89+dRPlt7kvG9o3jptkYy/EyIWkCS5mLmUhP06IWjTN8+nWENh9G/bv/SP4zZAIseAM8wGL0CvMKv/iSVlJJdwMp/z7F8/zm2n76AjU5H1yhf3h7cglubBeInk/iEFTH3uqDCvOgNild/PcDC7bG8fHtjxvWMMnVIQogaInWazagWYE5hDiOWj8DR1pHvb/8eJzun/364dyH8/iTU7QHD5oFT1caakVfI6gOJ/L4vgS0nU7DR6ehW3487WgRzS9NAvF1rfoKhEDXJnNqC2sycP4f8Qj3PLt7Ln4eSeOeuFtzTvno6LoSo7cy1HZCeZjOhlOL1za9zPu88i+5Y9F/CrBSsnwHr3oE2I7UKGZePcb5B+YV61h5J5te9Z1l75DyFBgOd62o9yv2bB0miLIQQxTLzCxk3fyd7YtP54v623NosyNQhCSFqmCTNZuL7w9/z55k/+aD3B0R6Rmobiy7Csqdh3w/Q5zVtWexKjpszGBQ7z6Tx8+54/vj3HFn5RbQI9eSlfo0Y2CqEQA+nsp9ECCFqkeSsfEbP3UFcWi7fPdSJjnV9TB2SEMIEJGk2A7uTdjNz50webPogfSP6ahvz0uHHkRC7De6aAy3vqdQ5zqTmsHT3WX7ZE0/chTzCvJ0Z3TWSO1uHUj/ArfIvQgghrNDJ89mMmrudQr2BJY91oXGQ+VwqFkLULEmaTSwxJ5Hn1j1HS/+WPNPuGW1jeiwsuAeyEmDkLxDZ/YaeO6egiBX/nmPJrni2x1zAzdGOO1oEc9fdoXSI9JHycEIIcR27zqTx0Lwd+Ls5svjRLoR6OZs6JCGECUnSbEIF+gKeXfssdjZ2zOw9E3sbezi7GxaOADsneGgN+Deq0HMqpdgdm86PO+JYvj+BnIt6utX35YPhrejXLBhnB9tqejVCCFF1TF3R6I/953j2x720DvNizoPt8XSRZbGFqG7mXs1IqmeYaIamUopXNr3Cn2f+ZF7/eTTzbQaHl8HP4yCwGYxYCG7+5X6+CzkX+Xl3PIt3xHE8OZtQL2fubhfG3e3CpJayEOVgrrO1axtTfw5KKWZvOMU7K49wZ+sQ3r27JY520tkgRE0ydTtwLdLTbCKz989m2allTO8xnWY+TWHTh/DXFGh6JwyZBfZlXwY0GBTbTqXyw/ZY/jyYhEJxa7MgXhvQlO71/WT4hRBCVMDFIgOv/vovP+6M54mb6vP8rQ1l0RIhhJEkzSawMmYln+79lAmtJnBHnb7w2+OwdwH0eAFuegVsbK57fEp2AT/timfR9lhOp+YS5e/KS/0aMaRNKL6y8IgQQlTYhZyLPPb9LvbGpjPznlbc1TbM1CEJIcyMJM3Famr83PZz23l106sMqDeAx+oNgW8HwLl9MGQ2tBp+zeMMBsXWU6n8EB3Ln4cS0el03NEimBlDW9Kxro/0hghxg8x9DJ2ofv/GZ/DY97soKNKzcFwn2kVISTkhxJVkTHMNjps5kHKAh1Y/RCv/VnzaaBQOPz2kLV4y4gcIa3fVY85nFfcq74jlTGouDQLcuLdjHe5qG4qXiyw+IkRVMdcxdLVNTX8OS3bG8cqvB2gS5M4XD7QjRCpkCGFy5toeS09zDTmedpzxf42ngXcDPnRvhcO8OyG0HQz7FjyCS+2rNyg2Hj/Pou1x/HU4CVsbHXe0DOa9Ya1oH+EtvcpCCFFJOQVFvPbbAX7efZZ72ofx5p3NcbKXCX9CiGuTpLkGHEw5yKN/PUqwsz+fZRTisv1l6DQebn2r1JLYcRdy+WlXPEt2xpGQkU+jQHdevaMJQ9qESbkjIYSoIvvj03l28V7OZeTL+GUhRLlJ0lzNdibu5Il/niDKyZ/PTx3FsyAHhn8PTQYCWm/HqgOJLN0dz5aTqbg62DKodQjDO9ShVZin9CoLIUQVuVhk4NN/jvPZupM0CXbn9ye6y4qoQohys7qkeceOHSxYsIA2bdqwefNmJk+eTN26dWs8DqUUS44t4Z3t79DWxpVP/t2IS0R3GDKLi64hbDqSxO97E1h9MIm8Qj2d6vrw3rBW3N4iCBcHq/tYhBC1lLm0yRuPn+eN3w8Sm5rLU30aMOGmKOxtr1+pSAghLmVV2VlBQQHDhg0jOjqawMBAGjZsyJgxY1i3bl2NxpF1MYsZ0e/w26lljMi5yEsZKRj6zWS1az9Wr07m78OHyMgrpH6AGxN6RzG4TagsQCKEsDrm0CYfOJvBh38d56/DSXSs68Pn97elcZD5TCwSQlgOq0qaN2zYgIeHB4GBgQB07NiRbdu2kZSUZNxWnfQGPb8d+p6P9nxKnj6Pt1PSaOB+C8/4DGPN7zZc1O+hYaAbD3aJ4I6WwTQKdJfhF0IIq2WqNrmgSM/aI+dZtCOWdUfPE+nrwkcjWjOoVYi0uUKIG2ZVSfPp06fx8fmvvqatrS3u7u4cPHiwyhrotTuWcuDM5lLblDJwKvcYuwzxpNso+mfn0SIlik/ynyQhM4IOkT5Mvt2f3o0CqOvnWiVxCCGEuavuNjkzv5C1R5IBrXpn7IVcDpzNIDrmAhl5hTQP9eDD4a0Z0DIYOxmKIYSoJKtKmlNSUnByciq1zcnJifT09DKPLVnc5FJXW+jkzwPfsdzm5BXHBxXqaZvrTpChDUUhD2BoE8YHdbxpEuwujbUQZqZkQZNLyeImVa+62+TkzHyeXrTX+NjT2Z7moR6M6hLBwFYhNAh0r1T8QojqZ0ntsVUlzZ6enly+Vkt2djZ+fn5lHrt48eJyFdB+7d4FvFSQe8V2D1cfbO2kxqcQluBqX4hLiumLqlPdbXI9PzcOv9nP+NjJ3kaGXwhhYSypPbaqLtDGjRuTnJxsfFxQUEBWVhYRERFVdg4XJ1e8Pf2vuEnCLIQQpVV3m2xjo8PZwdZ4k4RZCFGdrCpp7tmzJ8nJycTHxwOwfv16OnToUKVJM3DFZQRLIrGbhsRuGpYcuzWQNvn6LDVukNhNRWI3LatKmu3s7Jg3bx7Tpk1j3rx5LFq0iAULFlT5eSz5g5fYTUNiNw1Ljt0aSJt8fZYaN0jspiKxm5ZVjWkG6Nu3L3379gVg1KhRJo5GCCFqN2mThRDWwqp6ms1VRb9dVWT/6v7mJrFXzXNXVG2JvTpfpxBXU92/c9X5OyqxV93+1fncErv1kqS5BtSWBKii+0vsVff8lhq7NNCipllyEiGxV93+1fncErv1srrhGRVVUg4pMzOz3McUFhaazf7mFEtF9zenWCq6vznFUtH9JZarK9nv8hJpomZVd5tsTr9z5hRLRfc3p1gqur85xVLR/c0plorubw3tsU6ZW0Q1LD4+nvDwcFOHIYQwE3FxcYSFhZk6jFpL2mQhRAlza49rfdJsMBhISEjA3d1danwKUYsppcjKyiIkJAQbGxm5ZirSJgshzLU9rvVJsxBCCCGEEGUxn/RdCCGEEEIIMyVJsxBCCCGEEGWQpFkIIYQQQogySNIshBBCCCFEGSRpFkIIIYQQogy1fnGTitixYwcLFiygTZs2bN68mcmTJ1O3bl1Th3VV0dHRbNq0iaysLLZu3crLL79Mr169LOo1AEycOJEBAwbQo0cPi4n9q6++IjExkfDwcPR6PWPHjrWI2GNiYli5ciVOTk4kJibSv39/2rRpY9axZ2dnM3r0aGbOnEmdOnWA6/+dmvNrERVjaZ+ltMmmI21yzagV7bES5ZKfn68iIiJUYmKiUkqpLVu2qF69epk2qGvIyclRkyZNMj5esmSJcnZ2VqdPn7aY16CUUhs2bFABAQFq7dq1FvP+z5o1S7300ktKKaWOHTumPDw8LCb2krhL3HfffWYd+9dff63eeOMNBaiYmBil1PX/Ts35tYiKsbTPUtpk05E2uWbUlvZYkuZy+vPPP1WLFi2Mj4uKipSjo6PxAzcn+/btU4A6fvy4UkqpzMxMBahFixZZzGvIyMhQn3zyierVq5dau3atRbz/+fn5ytvbW50+fVoppZTBYFAxMTEWEbtSStWvX1/t3bvX+Hjs2LEWEfuljfT14rWE1yLKx9I+S2mTTUPa5Jpn7e2xjGkup9OnT+Pj42N8bGtri7u7OwcPHjRhVFfXokULNm/eTFRUFACxsbHGe0t5DXPmzOGRRx4xPraE93/Lli2kpaVx/PhxFi1axCuvvEJiYqJFxA7wxBNP0L59e5577jmmTp3KU089ZTGxl7hevJb2WsS1WdpnKW2yaUibbFrW2B7LmOZySklJwcnJqdQ2Jycn0tPTTRPQdeh0Orp27Wp8PH36dJ555hmKioos4jUsW7aM2267DUdHR+M2S3j/z507B4CDgwMjRoxgwIABNGrUiHHjxpl97AAjRoxgx44dLFu2jOzsbHr06GER7/ulrhevpb0WcW2W9llKm2wa0iabljW2x9LTXE6enp6oy1Ycz87Oxs/Pz0QRlc/cuXMJCgpi5syZFvEaEhISSEtLo3nz5qW2W0Lsnp6eAHTo0AEANzc3DAYD/v7+Zh97VlYWjz32GLNnz+bff//l0UcfZciQIXh4eJh97Je63u+JJfwOifKx5M9S2uSaI22yaVljeyxJczk1btyY5ORk4+OCggKysrKIiIgwYVTXt2LFCvR6Pf/3f/9HQUEBTk5OZv8aVq9ezdmzZ5k+fTrTp0/n2LFj/PDDD0RERJh97G3atEGn06HX643bdDodoaGhZh/7mjVr6NWrFy4uLjg5OTFlyhSeeOIJ/P39zT72S13v79QS/4bF1VnqZyltcs2SNtm0rLI9NsVAaktUWFioQkJCVFxcnFJKqdWrV6vOnTubOKprW79+vZozZ446d+6cOnfunPrll1/Uhg0bLOo1KKVURESEWrt2rcW8/71791arVq1SSimVnJysQkJCVHp6utnHvm/fPjVq1KhS2yZOnKhOnz5t9rFzycST6/2eWMrvkCibJX6W0iabhrTJNcva22MZ01xOdnZ2zJs3j2nTptG5c2fWr1/PggULTB3WVZ06dYoBAwaQlZVVantGRobFvIb4+Hg+/vhjEhMTef/998nNzbWI2OfNm8cbb7zBoUOHOHXqFMuWLcPT09PsY2/ZsiX9+/fn+eefJywsjIKCAvr27UtERITZxr5w4UI2bNgAwKRJk+jZsycTJky4ZryW9Dcsrs/SPktpk01H2uSaUVvaY51Slw0qEUIIIYQQQpQiY5qFEEIIIYQogyTNQgghhBBClEGSZiGEEEIIIcogSbMQQgghhBBlkKRZCCGEEEKIMkjSLIQQQgghRBkkaRZCCCGEEKIMkjQLIYQQQghRBkmahRBCCCGEKIMkzUIIIYQQQpRBkmYhhBBCCCHKIEmzEEIIIYQQZZCkWQghhBBCiDJI0iyEEEIIIUQZJGkWQgghhBCiDJI0CyGEEEIIUQZJmoUQQgghhCiDJM1CCCGEEEKUQZJmIUzs+PHjbNq0iePHj5s6FCGEsHgJCQl88803pg7D4uXn5/Poo4+aOgyzIklzLbB8+XL69++PnZ0dHh4ejBw5kgcffJBhw4YxaNAgfvvtN1OHWKstXLiQgQMHsmDBAlOHIoS4jtzcXO655x769OnD8uXLq+x5z507R3R0NNu3b6+y56yt8vPzefnll7nvvvtMHYrFW7lyJR06dDB1GFXu008/5fDhwzd0rCTNtcCAAQNYuXIlXbt2pWfPnnz33XfMnz+fJUuWMH36dEaOHMnLL79s6jBrhQ8//JDTp0+X2vb6668zYMAAs4lHiMvJF2+Ni4sLs2fP5syZM6SkpFTZ865fv56HHnqIl156qdLPtXz5cvz8/Ni7d2/lA7NAH374ISNHjsTR0dHUoVSLyZMn06hRI/Lz86v9XL/88gtDhgyp9vPUtMcee4y33nqLrKysCh8rSXMtYmNz5cfdtGlTevXqxYwZM8jOzjZBVLXLxo0br7rd1ta2hiPRXCseIS4lX7z/4+XlRXh4eJU+54gRI3j22WcrfNwzzzxzxTZbW1scHBzQ6XRVEFn1u9pruFFZWVn88ccf3HzzzVX2nCWqMs7ySE9PZ8qUKVdst7e3x97evtrPn5+fT05ODr6+vtV+rppmZ2fHM888w6uvvlrhYyVpFhQWFuLs7GyyxK02yM/P59tvvzWbHjlzi0dYBvniXX0q2v6mpKRc9RJz//79SUhIoFWrVlUVWrUpLCxk27ZtVfZ8ixcv5vbbb6+y5ytR1XGWx7U6NN58800OHDiAk5NTtZ5/5cqV9O/fv1rPYUodO3bk4MGDJCcnV+g4SZprufXr1xMdHc3s2bNxdnYu9bPvvvuOhx56iKlTpzJy5EjOnj0LQGJiIi+//DJz587lgw8+YMiQIWzYsKHM41566SWCg4OZOHEi06dP57bbbmPKlCmsWrWK5s2bo9Pp6NatG7m5uRQUFNCgQQNcXFx48803AcjJyWHChAm8/PLLPPfcc7z55psopa77+o4cOcLIkSN58803eeSRR3jnnXd4++236dmzJ3v37qVTp064ubmxbt06Jk2aRMOGDYmLiwMgKSmJCRMmMHXqVF5++WVeeOEFcnNzAZg/fz6RkZHodDrGjRtnfOzk5GTsHWjfvj02NjY8/PDDrFixguXLl6PX63nhhRcYPXo0f/zxxxXxzpo1i2nTpjFs2DA++uij6762s2fP0qtXLzw8PFi2bBmvvPIKjRo1Yvfu3QCsWbOGqVOn8s477zB06FB+/PFH47FlxbNjxw4efPBBpk6dygMPPMDmzZuvG4uo3eSLd81KTEzk0UcfpaCgwNSh3LALFy7w3HPPkZiYWGXP+ddff9GlS5cqez6onjjLcvDgQV544YUaO9/VWOvQjEv179+fRYsWVewgJWqNXr16qcaNG6t33nlHvfnmm6pHjx6qQ4cOKj4+/op9Fy9erNq2basKCwuVUkr99ttvqnv37koppcaMGaN2795t3Hf69Olq7dq1ZR6nlFJPP/20ql+/vjpy5Ij64IMP1OjRo5VSSmVnZysPDw/1559/Gvf97bff1E8//WR8fPvtt6v33nvP+HjIkCFqzpw5133NdevWVXPnzlVKKXXixAnl4+OjEhMT1ZIlS5RSSqWlpSlAvfbaayonJ0c1atRI7d+/X128eFE1b95cRUdHG59ryZIlqm/fvspgMCillFq7dq1ycXFReXl5Siml/vnnH1WvXj3j/snJyeqxxx4zPo6JiVGAiomJuSLOUaNGqebNm6sTJ04opZQ6ffq0srGxUQkJCdd9fYWFhcrX11eNHDlSKaVUp06d1KpVq5RSSgUFBRnfr/j4eOXi4qI2b95cZjwnT55U/v7+Ki4uTimlVEJCggoKClKpqanXjUVYv169eqk77rij1LZ169YpLy8vtWDBgiv2nz9/vho7dqyaMmWKeuCBB4xtzblz59TkyZPV119/rWbOnKkGDx6s1q9fX+ZxL774ogoKClIvvfSSeuedd9Stt96q3njjDbVy5UrVrFkzBaiuXbuqnJwclZ+fr+rXr6+cnZ3V1KlTlVJaOzN+/Hg1efJk9eyzz6qpU6ca/56vJScnRz3//PPqpZdeUm+//bb66KOPVLdu3dQ333xj3KewsFBNmjRJPfvss2rSpEnq6aefVvn5+So/P1/169dP+fj4qBdeeEG9+uqr6uWXX1Z33HGH+uyzz0qd55tvvlG9evUq1/v37LPPqlatWqnAwEA1atQoNWrUKJWenq6SkpJUnz59VGRkpNq0aVOp+F577TU1adIk9eabb6qHH37Y2NbEx8ernj17Kk9PT7Vs2TI1Y8YM9fbbb6tbbrlF/fXXX9d9b1avXq1atmypwsLC1OrVq9VTTz2lWrdurbKyspRSSs2aNUtNmzZNTZ06VQ0ePFjt2bPHeOy0adNUt27dlKurq/E1lMR0vdd+PaGhoSozM/OK7ceOHVMjR45Ub7zxhho9erT65ZdflFJKzZ07V7Vo0UIB6tZbb1VKKfXKK68oQLVs2VKtXLnymnGWvG/u7u7q999/Vy+//LJq2LCh2rVrl1JKqT///FNNmTJF/e9//1N33XWXWrx48RVxvf/++2rMmDHq1VdfVRMnTlQbNmxQSUlJatSoUSowMFC1atVKjRo1Sk2aNEkppf0f06lTJxUSElLqeRITE9X48ePVlClT1OTJk9Xzzz+vcnJySn1GLi4u6ujRo+qtt95Sb7zxhrr55pvVmTNnrvo+5uXlqaFDh5badq2/vUtfy/jx49Vrr72mHnroIZWenq6UUurw4cPq1VdfVV999ZV699131U033VTqvNc67v7771e+vr5q5syZ6vXXX1ddunRRc+bMUfPmzVORkZEKUIMHD1ZKKRUXF6eCg4OVl5eXmj17tlJKqaSkJDVmzBj12muvqccee0x98cUXV7zOLVu2qH79+l31PbgWSZprkcv/w8vOzlbdunVTDzzwwBX7NmrUSM2cOdP4WK/XK0dHRxUbG6vuvPNO9fDDD6ukpCSllFLHjx9XJ0+eLPM4pZR64403VNu2ba8a39ixY9WDDz5ofDxlyhSl1+uVUkpt3bpVAerChQvGn3///feqT58+13y9JQlxSRKZn5+vgFKJuFJKAer3338vte2zzz5TrVq1KrWtqKhIeXt7q2XLlhlfW0BAgPr555+VUtoXBldXV7V3716llFI//fST2r9/v/H4spLmYcOGGR/r9XoFqI0bN17z9ZWIiIhQH3/88RXbX3rpJbV69Wrj406dOqm33367zHgeffRRNWjQoFLb+vbtq+bPn19mLMK61bYv3nq9XvXu3Vt99NFHxm1nz55V3t7epZLmCRMmqCeeeML4+Nlnn1WvvPKK8XHHjh1Vr169VEFBgVJKqczMTBUeHq4+//xz4z6XJ81lvQ9vvPHGFUm2UkoVFBQob29v4/uplPY3PWPGDOPj2NhYFRkZqZKTk5VS/335HjBggDHhnTdvnmrcuPE135sSe/bsUe7u7uqDDz5Qp0+fVg0aNFDJycnq8OHDys7OTm3btk0ppdTSpUuVn59fqaT2m2++UREREVc8Z1mv/Wr0er1ydXW9YntaWpoKDQ1VO3fuVEoplZubq8LDw9WRI0eUUkpdvHhRdezY0ZiYrly5stRnd704K9Np8dprr6mBAwcaH48ZM0Z16NDB+LhXr16lktIS27dvV5f2d5ang2fPnj0KUFOmTCl1vks7dS71888/q6+++uqK7df623v33XdLvZaPPvpI3X///UoppW666aZS/28/9thjxv9zrnecUkrdeeedqnXr1ur8+fPq2WefVa+//rpSSqkzZ84oGxsbdezYsVLH7tixw/ietGrVyvi3bzAYVNu2bdWaNWtKvZ6cnBwVFBR01ffgWmR4Ri3m6urKc889x/fff19qvNaFCxc4evQo+/bt48MPP+TDDz/k448/pl+/fhQUFDBlyhR+//13goKCaNKkCX/++Sf16tUr87gSUVFRV41n5MiR/Pzzz+Tk5JCfn4+9vb1xDOWWLVuwt7dn3rx5xuc+cuQIDRs2vObr8/LyYsCAAURHRwOwfft2vL296dq16xX7Xh7Tn3/+SUhISKlttra2BAYG8s8//wDa+M4hQ4bw008/AbB//37GjBnD0qVLjY9btGhxzfguV6dOHeO/S153UVFRuY692ns6Y8YMPD09mTp1KtOnTyclJYXCwsIyn2vLli2kpqYa3+cPP/yQ8PBwXF1dy/lKhDWLiopi0qRJvPbaa6xcuRIHBwcmTZp0xX6vv/46DzzwAHZ2doA2mXDHjh3ExcVx4cIFPv/8c+N4wqFDhxp//693HGh/1x4eHjRq1IhnnnnGWI/X1dWVu+++m++//94Yw549e4yXmLdt28aKFSsYO3as8edDhw5l4cKF13ytv/76K+vXr+fhhx82bgsJCaFevXrGxwkJCcyaNeu6z+vs7Ezv3r1xcHAAwN3dnTFjxjB16lT0ev1Vz13W+3AtDg4OeHh4GB8fOHCAOXPm8Mgjjxi3hYeH07JlS2bMmAFoE6Pc3Nzo2LEjbm5uAISFhZWrdryXlxdZWVncfPPNREREcOzYMfz9/QkLC+Oee+4xtqO33347KSkp7N+/v8znvJHXnpqairu7+xXbZ82aha+vL+3atQO0z+K2224zDlezt7dn/vz5fPrpp6xbt47ly5fz1ltvlRkj/Pe+lZRl27ZtG7fddhsADz74oLH9Dw0NpUWLFqxduxbQxqNPnz69VA3kUaNGMXny5DLP6e/vX+rxnDlzsLW1pWPHjsZtQ4YMYdeuXcYhd15eXgD06dPHuM/1Pt9rDc242t9eQUEB06ZNY8yYMcb9SoYDGgwGLly4wAcffEBmZiYAY8aMwcvLq8zjSs5Xr149/Pz8mDlzJlOnTgW0/yt79+5d6m89JSWF9u3bA7B06VLOnDnDXXfdBYBOp+Ouu+664m/dxcWFtLQ047DL8rAr957CKvn4+ADaGNbOnTsDGGdd9+jRg4ceesi4b8ns4dzcXM6cOcOaNWtYu3YtL7zwAnq9ngceeOC6x5VwcXG5aiy9evXCx8eHn3/+GScnJwYOHGj8mU6no6ioiCeeeMLYkJbHTTfdhE6n45133iEtLY3o6GiCg4Ov2O/ymPR6PTk5OVfsl5eXVyqRvfvuuxk6dCgZGRm4uLjQt29fHn/8cV5++eUyJ2ps2LCBnj17lvu1XM/V4r/vvvvIyclh9uzZhISEsGrVqnLFo9PpqFu3bo3PFheWp+SL99ChQ3n88ceNbcjlX6BLXPrF+7bbbuPrr7+mUaNGPPnkk0yYMKHM40pc74v3wIED+fzzz7G1tb3mF+8Sqamp1/3ivX79ekJCQq7ZZoGWKBkMBv744w/Wr18PaG1kWRPxWrZsSVJSEidPnrwihvK+D+Xx119/4ejoiLe3d6ntISEhxg6AEpdWBbGxsblmQn81l38mbm5uzJs3jxUrVvDll18az1/WF/cbfe0lidbltmzZQmFhYanncnBwwM/Pz/i4UaNGvP3229x6660cOnSowpVHrtVpER0dzdSpU3F0dCzVabFp0yYKCwtLfe69evWq0DlLlNXBc2k508s/36t1yuTn55OXl2fMDS53+Ws9ePAgGRkZbNy4kTNnzgCglOLmm28mOzubd999l6FDh/K///2PVq1aMXHiRDp27Mju3buve1zJF7/r/a2/9dZbTJkyhXPnzhEaGmr82ZYtW3B0dCw1LygtLe2qVW+8vb2N/3+XhyTNtVxJLcujR48at3l7e9O8eXMOHjxYat9Tp07h6urKpEmT+Oabbxg4cCADBw7klltu4dNPP+XJJ5+87nGBgYHXjUWn03H//ffz3Xff0blzZ4YNG2b8Wc+ePVFKcejQIVq2bGncvmXLlqv2HJc4dOgQX331VdlvxGW6d+/OnDlzSm3Lz88nMTGRbt26Gbf17t0be3t7nnvuOSZMmECbNm1ISUnhww8/5NZbby11fMkkqZL/iNatW1dlSfPlFi5cyO+//8758+eNPUclDeRPP/3E3Xfffc14evbsecXEv8LCQvbt22f8Ji9ECWv/4l3Wf6Ylr/Xee++95n/wV1Py93e1iiRlvX+Xy8jI4MyZM6XaxhJ6vZ6CggL0en2piZqXdwBU1uXvU0JCAv369ePOO+/k5ZdfxsXFpczJbRs2bDD2zpb3tZfw9fUlIyPjiu06nQ5fX98yj69fvz516tThyy+/5P/+7//KjPPStruinRYlCX55k/P9+/cTERGBp6fnFT8rbwdPeZVVNePy11ryGu64445Spf5KSih2796dhIQEVq1axZ9//skDDzyAk5OTMYG91nHXOl+JoUOHMmHCBDZt2sTu3buNbUdJTPb29uXq+NHr9cYrQOUhwzNqEaXUFd/GmzdvjpeXl7HiwooVKzhy5AgzZsxg8eLFxksqBoOBzz77DB8fH2JiYlixYoXxORwdHWndujXAdY+7VgyXGjlyJH///TcBAQGltrdr147hw4cza9Ys47YzZ86wadOm677m2NhYNm3aRGJiojGmy9+TkjgvNX78eHQ6HVu2bDFuW7x4MW3btmXo0KHGbXZ2dtx5552sXbuWdu3aYWNjw+DBg5k/f77xcmCJ4OBgPDw8OHHiBEqpUj3RSptfcEVcqozqICX7XB5/ZmYm9vb2xuQgNjaWmJgYCgoKOHTo0HXjmTRpErGxsaVWJ5szZ84V1VWEgIp/8U5KSuLxxx83JrUzZ85k6dKlrFq1qszjynLpF+9///231PCoS794X+rSv/HLde/enXPnznHx4sVr7tO1a1dsbW2viPl6zwval4zQ0NBSQz1KlOd9sLW1NX7hTU1Nveawh+7du2MwGDh37lyp7TExMaU6AKra66+/jqenJ2+99RYuLi6lEriSIW2XvgaDwcCGDRtu+HegZKjE5Zfae/bsydGjR6/oNb/080lJSWHjxo38/ffffPXVV1d0Glwtzusp6bRYtGiRsRf40k6Lzp07Y2tre0XJwD179hjPc+k5d+7cec2FOLp3726sUFXiah085fXrr78yePDgcu/frFkzfHx8rvi8du/eTUFBAY8//jju7u4MGzaMOXPm8NFHH7F69eoyjyuLu7s7gwcP5rvvvuPChQul6kn37NmTc+fOkZaWVuqYq/1NZmVlXbNX/Wokaa4Fli9fzh133MGWLVtYs2YNt99+OytXrgS0X7wVK1Zgb2/PG2+8QXR0NI0aNeL2229n9uzZPPzww0yaNImJEyfyyCOPYG9vT926dTlw4AD/+9//mDZtGitWrDAubHC94yZPnsyXX37JkiVLGDx4MDt37rwi1iZNmtCrV69SvcwlvvvuOzw9PXnkkUeYNGkSCxYs4Lnnnrvua7/vvvvo0aMHwcHBeHp64uzszIABA0hISGDv3r3GMV6DBg0qNS7Tw8ODjRs3Mn/+fF588UWefPJJ9u/fz+rVq6/opbr33nsZMWJEqcd33nnnFbHY2dkxZ84c3nvvPZ599lnuvfdeAMaOHcuvv/7K/Pnzeeqpp9i1a5cxrqeeeuqay2ufPXuWO+64g7i4OB5++OFSYyrHjh3Lww8/zOjRo3n33Xf58ccf+eabb/jjjz8ICgq6bjyhoaFs2rSJDz74gBdeeIFJkyYRERFBs2bNrvteC+tX275433XXXTRr1qzUVafDhw9z9OhRUlNTAQgMDOSFF17gyy+/NO6TlpZmbGNL/PHHH8bkOykpiblz5/Luu+8ae5ov/+Jc1vvQqFEjTp48CcDJkydp2rSp8dhLn6tTp07cc889fPfdd8afnzhxgqNHj5ZakOZGv7hfq+MhMzOz1Bft33//HXd391Jf3Bs1akRCQgJ5eXmlXkNZr/1aunXrxr59+0pte/TRR/H09DTONQH47bffjDXF8/LyeOihh5g8eTIRERG88847jB49ulTN8WvFWfL6K9ppERISwjPPPMMHH3xgPPbixYssXrzYeDWgUaNGnDhxAtCS+pLk+/LPpTwdPFf7LC//vEFLtnNzc6/5Pl/ttTo4ODBt2jS+/vpr4/CT/Px8FixYgKOjIxs3biz1ha7kb72s4651vkuNHDmS+fPnG9uOEoMHD6Zz586l/m537dpV6os9aFdofH19KzQcR6fK05UlhAVasmQJCxcu5Ouvv8bb25vCwkISExP57LPPSExM5NtvvzV1iEJYhOXLl/PFF1/w559/AnDLLbfw5JNPGi/jbt26lUmTJtG7d28ApkyZgk6n448//mDevHnUq1cPvV7PQw89ROPGjRkzZgxNmjShqKgIpRRpaWlMnTrVONn0WsdNnjyZb775hoyMDG677TZeffXVqw4Z6tOnDwsXLrxiSFhhYSGvv/46KSkp+Pr64uHhwUsvvXTd4Rrp6em8+OKL+Pn54eXlRWhoKF988QXnzp3jiSee4LnnnkMpxfvvv8/+/fsJDQ3Fzs6Ol156yTgxrXfv3jRo0ICgoCCcnZ3Zs2cP99xzj7Fz4IMPPuCTTz4hISGB22+/nYULF+Lo6HjN9wG0y8pjxozBzs6OqKgoXnnlFWJiYnjiiSdYuXIlzZs3Z9q0aQwcOJDCwkLeeustMjIysLGxITs7mxdffJGGDRty9uxZxo0bx8qVK6lbty5PP/00AQEBTJs2jQMHDnDTTTcxc+bMKxIT0GrBv/rqq2zfvp2OHTtyzz338PzzzwNaovjss88SFhZGeHg4wcHBxMbG8s8///Diiy8ah6+99NJLnDlzhrp16zJt2jRj0ni9134tn3/+OXl5ecYYSpw7d45Jkybh7e2Nk5MTzZs354EHHmDmzJnMnDmTs2fP8ueff3LLLbcwYcIEvvjiCxo1asTo0aONnSmXx5mYmGh83yIjI+nduzdz584FtOTv5ZdfJiEhgbZt22JjY0PLli154YUXeOKJJxg3bhxKKd59912io6Np3LgxOp2Op556yvg7Gx8fz+jRo2nRogWdOnVixIgRrFixgqlTp7J9+3ZuvvlmvvzyS6KiokhMTGTKlCm4u7uTn5+Pg4OD8fHln9H//vc/1q5dy9dff01aWlqp37dffvmFtLS0Uh0wJcr625s3bx6rVq0iMjISpRRPP/00wcHBDB06lPbt26PT6SgsLKSwsJA33njD+Dlf67ixY8eydOlSbGxsuPnmm3nvvfeIjIwsFZNer6dz585s3rz5iiEWmZmZTJw4ERsbG9zd3QkNDeXJJ58stc/ff//NJ598wq+//nrd36tLSdIsrNaUKVPIysri/fffL7V92bJlLFu2jNmzZ5soMiFEbdK7d2969+591WWRRdVJSUnhvvvuM365ExUzatQoPvzwwysmjVqrt956i6CgoFKVZcoiEwGF1XrllVeYM2cO48ePJyQkBFtbWzIzM3FxcSk1k1oIIaqT9E3VDD8/P9q1a0d0dDSdOnUydTgWpaRqRm1JmJVSLFu2jDVr1lToOEmahdWyt7dnwoQJpg5DCFFLFRQUMGLECLZt28bx48cpKiri7bffNnVYVm3ixIk89thjfPfdd9jb25s6HItRVtUMa7Nq1Sr69+9/1Yok1yPDM4QQQghhNQ4dOsSaNWt4+umnTR2KxXjppZeYPHlyrehpzsrK4qGHHmL+/PllrqdwOUmahRBCCCFErTB79mwGDhx41YXOyiJJsxBCCCGEEGWo9WOaDQYDCQkJuLu7V3jpTCGE9VBKkZWVRUhIyFVXaRM1Q9pkIYS5tse1PmlOSEi46nrkQojaKS4ujrCwMFOHUWtJmyyEKGFu7XGtT5pLis/HxcXh4eFRrmOGDx/O4sWLy32O6tzfnGKp6P7mFEtF9zenWCq6v8RydZmZmYSHhxvbBGEa1d0mm9PvnDnFUtH9zSmWiu5vTrFUdH9ziqWi+1tDe1zrk+aSy38lSz3fe++9xuWEr8Xe3r7cjXl1729OsVR0f3OKpaL7m1MsFd1fYilt4cKFLFy40LiUqwwJMK2S99/Dw6Nafo/M4XfOHGOp6P7mFEtF9zenWCq6vznFUtH9K/rcYH7tca1PmkssXry4wh9meZWVhFdm/4o+d0VJ7FXz3BVVW2KvztdZkee89957yczMrHDNTmF5qvt3rjr/viT2qtu/Op9bYrdiqpbLyMhQgMrIyCj3MQMHDqzGiKqXxG4aErtpVCT2G2kLRNWrTW2ypcatlMRuKrUldnNtj81nSqIQQgghhBBmSpLmG2DJlyMkdtOQ2E3DkmMX5Wepn7Olxg0Su6lI7KZV6xc3KRnHmJGRUW1jmoUQ5k/aAvMgn4MQwlzbAZkIWBUS9oKLL3hJbVEhhKhVlIL0M3AhBtJjAQX2ruDmDwFNwS3A1BEKIaqIJM1VYfkz4OwDI382dSRCCGEVhg8fXu4yoCaRHgd7vocDP0HqieKNOuCyi7dugVC3F9TvCw1vBWfvmo5UCItxeQlQcyPDM4ovAfTr1+/GG+jPu8D5I/DsQfAIqZ5AhRDV4tJGetWqVWZ3ObC2MdfLskb6Qtj2Oax9B2zsoMlAaDoI/BuDZxjobKEoHzITIPkgJOyBk//AuX1g6wANboXW90GD28BW+q2EuBpzbQckaa6KD+bTjpByFG5+HXo8X7UBCiFqhLk20rWNWX8OWUnwwzBI/Bc6PQY3vQyO5VyxLCsRDv4C+xbBub3gGQ7tx0L7MdL7LMRlzLUdkOoZVcFQpN3vWaCNbxNCCGFdMs/Bt3doifPDf0O/d8qfMAO4B0Hn8fDoehi3Hur1gnXT4YPmsPoV7fmFEGZNkuaqoPQQ2h4unIS4aFNHI4QQoiplJWoJc2EujFkBoW0r93whreHOz7QhfZ0egz3fwUetYMVL2rAOIYRZsuqkeeLEiWzcuLH6T2TQa70GnnVg74LqP58QJrJmzRpGjhyJi4sLn3766VX3ue222/D19eWVV14hOTn5us+3c+fOK7adOHGC9PT0qghXiMozGOCXx+BiNoz+A3yjqu653fzh5tfgmX+h54uwfzF81Frrec5JrbrzCKslbXLNstqkeePGjXz77bfo9frqP5lBDzb22uSOAz9Dfkb1n1MIE7jlllt46623uOeee/jss8+u+PmePXuIioqiRYsWTJs2jYCA65fbWrRo0RXbVq1aJQ20MB/bZ8OptTD4C/CpWz3ncPKEXi/CM/uh+7Ow61ut53n9/8HFnOo5p7AK0ibXLKtMmjMzM9m3bx9NmjSpmRMqPdjYQrvRUFQAu7+rmfMKYSK9e/dGKcW6detKbT99+jR16tQp83iDwcDKlStZtmxZqe3Hjh1j5syZVRmqEDcu+TCseV0bQlH/5uo/n5Mn3DQZnt4HbUfChnfh4zawcy7oi6r//MJiSZtcM6yy3s2cOXN44okn+Omnn2rmhIYiLWn2CIbmd0H0l1ojK+WERAXlXdRz8nx2jZ83yt8NZwfbCh0zbtw4Zs2aRe/evQHty+rls5yTkpKYNWsW9erV48iRI/To0YN+/fpx5swZ1q1bR3JyMtOnTyc4OJgHHniAn3/+mbS0NL744gu8vb15/vnnsbe3Z9GiRcTExBAeHs6GDRt49913OXToEC+88AKNGzemffv2fPrpp6xatapc/0EIUSalYPmz4B0JfafU7Lld/bSJhp0eg3/e1uLYNgtumQoN+4FOV7Px1FKW1B6DtMk1weqyumXLlnHbbbfh6OhYoeNKCulfqtw1mw16rTYnQOcJ2ri0o39A0zsrFIMQJ89nM+CTTTV+3uVPdqd5qGeFjhk1ahRTpkwhOTmZgIAA1q5dy4ABA9ixY4dxn2XLlrFx40beeOMNCgsLCQkJ4cSJE9StW5fx48ezePFiJk2aZNx/0qRJzJo1i/HjxxMZGQlAdHQ0H330EVu3bgUgNTWVd955hxkzZvDQQw8xffp0Zs+eTXBwMP7+/uWKvaQ286XMtZi+MJFT6yB2K9y3BOydTRODdwQMnQNdHoc1r8HCERDZA259W5tMKKqVJbXHYNltsqWwqqQ5ISGBtLQ0Bg4cWOFjFy9efOO1AA16rcg9aA1ZRDfY+rkkzaLCovzdWP5kd5Oct6J8fX0ZNGgQX3/9NZMnT6awsBBb29K9Iw8++CBRUVF8+umnuLtr5bnS0tLw9Cz/fwiLFi3Czc2NX3/9FQBHR0d8fX0BsLW1pXXr1tjZ2TFkyJByP+fVvhCX1AUV5sGkKwIqpZWDC2kLDW6p2XNfTUhrePB3OL4G/nwVZveCliO0SYSeYaaOzmpZUnsMlt0mlzD3FQGtKmlevXo1iYmJTJ8+HdDG4vzwww/k5eXRv3//6jtxyZjmEp0nwOL7IW4HhHeovvMKq+PsYHtDPQym8uijj/Lggw/Sq1cvOnbseMXPv/76a5YuXcq3335LWFgYb7zxBgBFRaXHZ27ZsoWuXbuW2paamkpKSgq2trZ4eXkxePDgq8bg6upaNS9GmJVKdWRU1qm1ELdN62U2l6EQOp22DHdUH9gzH9b+Dw79Cl2egO7PVKxmtCgXS2uPwfLb5JIvyebaiWFVEwHHjBnD5MmTmTRpEpMmTcLBwYH77ruvehNmKD08A6BRf/BrBOunV+95hTABg8GAwWAAoEePHjg7O/Pjjz9eddzaF198wTPPPENYWBj5+fmcP38epRQ//PAD7u7uZGRolWYOHz5sPKZke2xsLLm5uTz44INs2bKFvLw84/m//PLLGnilolYq6WUObWcevcyXs7XTVhJ8crc2bGPrpzJZsJaTNrnmWFVPc4n4+Hg+/vhjEhMTef/998nNzeX222+vvhOWTAQsYWMLvSfBT2MgNhrqdKq+cwtRg/7880/ef/994uLiMBgMPPzwwzz++OPGsW6ffPIJS5Ys4cyZM7z66qu88sor/PHHHyilSElJ4YknnmD69OlMnDgRX19fxowZw7Rp02jYsKHxHK+88gpffPEFLVq04LHHHsPW1pa5c+fy/PPP06JFCwoKChg5ciTbtm3j+++/5+TJk0ybNo1XXnnFRO+KsCqJ+7VFqkYsNJ9e5qtx8oCbX9cS6L/fksmCtZS0yTVLp1TtXve50uubKwVTvWDgR1rJuRIGA8zqBm4B8OBvVRWuEKKaVLotEFXC5J/DyklwYCk8d9iyKiAl7NUmC8ZsgIjucOubWm+5EBbI5O3ANVjV8AyTUNolEeNEwBI2NtB7sjYD+/TmGg9LCCFEBekL4d8l0PIey0qY4b/JgvctgdxUmNMHloyB1JOmjkwIqyFJc2UZilcc1F2lpmLjARDUAv6aovVICyGEMF8n/obcFGg1wtSR3JiSyYLjN8OgTyF2G3zWEf54HrKSTB2dEBZPkubKMhRPvLC5StJsYwO3ToP47drlPiGEEOZr30IIbK51dlgyG1ttRcGndkOfV7Xe849ba2Of89JNHZ0QFkuS5mLDhw9n0KBBVyx4UCZV3NN8taQZoF4vrcd5zetwMbdyQQohqtzChQsZNGgQw4cPN3UowpTy0uDoSsvtZb4ae2fo/qy2LHenR2HrZ/BRK9j0gfx/JMQNkImAlR1snpcOMyJg2DxoNvjq+1w4BZ91gh7Pa1U1hBBmx1wnntQ2JZ9Dv379anZxk93fwbKntAmA7kHVfz5TyDwHG9+DXd+Cs4/2f1K70WDvZOrIhABKL26yatUqs2uPJWmu7H+UOanwf/Vg+AJoMuDa+615HaJnw4Qt4FPvxgMWQlQLSZrNg8k+hx9HQUY8PPJ3zZ3TVC7EwIb/04ajuAdryXObkWDnYOrIhADMtz2W4RmVVdbwjBI9XwJXf1j2tEwKFEIIc2LQa5WO6t9s6khqhk9dGPw5PL4dIrpqEwU/aastkFJUYOrohDBbkjRXVslEwKtVz7iUoxsM/FCrobl3QbWHJYQQopwS9kB+urZEdW3i1wCGfgUTtkF4R1j+nLa64PY5UJhn6uiEMDuSNFeWoZw9zaD1YrS6F1a/DFmJ1RuXEEKI8jnxNzh6QGh7U0diGgGN4e658Hg0RHSDlS9pEwY3fwwF2aaOTgizIUlzZZV3eEaJ2/4Hto7w2+MyTENYnL///puRI0ei0+l4/PHHmT59OtOmTePpp58mNDSURYsWmTpEISru5D9Qt6flLWhS1fwbwdA58MROaHAr/D0VPmgGa/8HuRdMHZ24CmmTa5ZMBKzsYPPUk9pYsNF/QGT38h1zfA0suBv6/x90GlfxcwphQqdPn6Zu3brExMQQGRlp3H7q1CmWLFnCxIkTTRdcJZjrxJPapsY/h/wMmFEX7ngP2o+t/vNZkox42PKpVm1Dp4O2D0KXx8GrjqkjE5ewxjbZXNvjWv61+j/Dhw+/sfJG11sR8Foa3AIdx8Gfr0LdHhDQpGLBCmFGzp8/T1paGg0bNsTNzc3U4VTYpSWORC0Us0G7YljbxjOXh2cY9J8OPV+E7bNh+5faeOdmQ6DrExDSxtQRiquw9DbZnEnSXGzx4sU39m3meisCXs8tb2qN9ZLR8PDf2kRBIS7mQsqxmj+vX0NwcLmhQ6Ojo3Fzc6Nhw4aMHTuWhx9+mFWrVvHll1+SlZXF5s2b6dq1q/HL6N69e1m4cCGtWrVi48aNTJgwAT8/P55++mlOnz7NI488wo8//sjjjz/O4MGDmTVrFgUFBaSlpZGVlYWXlxfe3t6cOnWKTz75hHHjxvHZZ5+xatUqhg8fzquvvsqLL75Y7vhLviiX9GyIWubE3+ATBd6Rpo7EfLn6wk2TodtTsGcBbP0UZveGiO7QZQI07Ffx/wMtgQW2x2D5bbI5k6S5sio6prmEvbO2IMqcPloZuqFfaZe/RO2Wcgxm96r5845bDyGtK3TIF198gZOTE9988w3z588HwNnZmS+//BJnZ2e8vb254447aNiwIaNHj+bee+8lOzubwYMHs2fPHry9vWnWrBkPP/ww0dHRvPPOOzRt2pRevXrRtGlTQkNDOXToEB999BGHDx+mqKiIwMBADh8+jIeHB05OTsTHx9O8eXMAevTowdtvv82TTz5Z1e+OMIEbvvpXUbFbtSt+omwOrtqQwg4PweFlsO1zWHQfeNfVVhxsfT84mc+l9EqzoPYYrKNNNvcrf5I0V9aNDM8oEdAY7vwEfhoLdTpDx0eqNjZhefwaag2mKc5bQePHjycyMpI77riD3FxtSd4DBw7QrFkzCgsL6dSpEwA+Pj5kZmYC2qSVgoIC1q/XXqPBYKBJE214kq2tLR4eHjRs2JCGDbV4fv75Z7y9vQGws7PD0dGRM2fO0KFDBwAeffRRXnzxRcaPH88vv/zCiBFWtARyLXfDV/8qoiALzh+FLk9U73msjY2ttgJus8EQtwOiv9CGG/7zNrS+Dzo8Av4Vb1PMjgW1x2AdbbK5X/mTpLmyjCXnbvCtbD5Ua3RWTdLGNpd3MqGwTg4uN9TDYEodO3Y0/vuff/4x9jLY2l75RdLW1paioiIGDx5s3HbXXXcZ/+3q6lpq/27dujFp0iQKCgrIzMzEzc2NVq1aGX/ep08fsrKy2LFjB6mpqfj7+1fVyxK1wbl9gILQtqaOxHKFd9BumQna4ig7v9HGP9frDR0ehob9LbcqiQW2xyBtcnWSknOVdaPDMy5161tabczFD2jVOISwQBkZGezZs+e6+/Tt2xc3Nzd27txp3Pb5559fc383Nzf69OnDN998w8KFC/nrr79wcPhvqV+dTse4ceN4/vnnSzXcQpTL2d1g7wJ+jUwdieXzCIE+r8Jzh2DIbG088OIH4MMWsG46ZJw1dYS1jrTJVc9Cv/6ZEeNEwEq8lbb2cM88+Kov/DAcHl4Dzt5VE58QVeiff/7h22+/BWDGjBlERERgMBhISUnh119/ZciQIcYJHy+++CLjxo1jxowZJCUl8dZbb/Haa6/x119/MX36dLZs2YKdnR2dO3cmMTGRt99+m8TERCZNmsRTTz1FSEgITk5ObN++nY0bN+Lo6MiaNWsYPnw4DzzwgDGm0aNHM3/+fHr37m2Cd0RYtLO7ILi15faEmiM7R2g1XLud26f1Pm/+GNbPgAa3QbtRUP8Wec+riLTJNUvqNFe2FmDMRpg3AJ7cDb5RlQsm9SR8dTMENIUHfgZ7p8o9nxAW7r333iM8PJx77rkHg8FAfHw8jz/+OK+99ppxfF5eXh4//PADDz30UKXOZa51QS1ZdHQ0wcHBhIaGkpiYSFxcHJ07d77uMTX6OXzYApoMgtumVe95arv8TDjwk1bv+dw+cA/Wxj63eQB86pk6OlEBNdUmm2t7LMMzig0fPpxBgwaxcOHCih1YFcMzSvhGwb2LtUuGPz/833hpIWqpXbt20a1bN3Q6Hba2tkRERNC5c2fS0tIYMWIE586d47fffmPIkCE3fI6FCxcyaNAghg8fXoWRW7/s7GzuvvtuYmNjr7nPF198QUREBHZ2dgwePBgfH58ajLAMOSmQHiu1hmuCk4e2cMyjG7SJdY3vgO1fwcdtYG5/2PO9NilTmL2aaJPNmVwfKVb5Os1V9FbW6QTDvoFF98Mfz8GAD6UUnai1PvzwQ2bPnk1QUBBOTk6kpKQQEhJCv379WLJkCcuXLycqKqpSyZi5z9Y2R3PnziU2NpalS5fy3nvvXXO/yMhIzp49i8FgICwsrAYjLIeE4rGeMgmwZoW01m63vg2Hl8Pe7+G3J2DFi9BkILQaAXV7WWfdZytQE22yOZPhGZW9BHDsT/hhGDx3BDyCqy6wPQvgtwnQeQLc9j9JnIWoZuZ6OdCc6XS6K5buvdSUKVOYMmVKhZ6zxj6HddMheha8FCPtq6mlx8H+RbB3IVw4qQ3faD4UWt4DQS3l86mFzLU9lp7myqrqnuYSbe6HwlxY8QLYOcHNr0vDIYSwKDk5OXzzzTc4Ojry119/8eKLLxprwJalZHGTS1XpQidnd0NIW2lXzYFXuLZUd48XtMmZ+xbBvoXayoN+jaDF3VoSXdl5Q8IslSxocilZ3MRaVeWY5st1fASK8rWi8Tod9HlNGnghhMW4++67jZODAgICGDJkCIcOHcLGpuzpNNW6uIlSkLAb2o2unucXN0ang7D22q3fO3BqHez/ETZ9CGunQXAraHYXNBsC3hGmjlZUkat9GTbX4XKSNFeWcUXAappT2bV4+ck/XwX9RbjlLUmchRAWoV27dsZ/169fn6NHj7J//35at25tuqAAss5Bznmt3JwwT7b20OAW7XYxF46tgoO/wLp34K83ILQdNB0MTQeBd6SpoxW1hCTNlVVdwzMu1fVJsHWAlS9BYT70fxfK0VMjhBCmsm3bNvr27UtKSgpOTk5kZWnVES5dCMFkzh/V7gPKN1REmJiDCzS/S7sVZMGx1XDoV633ec1r2rjnpoOg8UDwbyQdS6LaSNJcWcqg3Vf3TN9Oj2pjm5c9DfnpMPgL7Zu4EEKYibVr1+Lv70/z5s0JCwvjxRdfxMlJqze/efNmunbtStOmTU0cJZByXOuI8JJL/BbH0V0b49zibijIhhNr4NDv2hCOf94G3/rQ6HatrF1YB6nCIaqUJM2VVRM9zSXajdLqXS59BPLSYdi34OhW/ecVQohLLFy4kA0bNgAwadIkevbsyYQJE/j444/p0KGDMWlu27Yt7733Hnq9nmPHjvHLL7+YOPJiKUfBJ0pWpbN0jm7a+OZmQ7SrsKfWwZHl2iTCLR+Dix807AeN+kG9m+T/S1FpUnKueLB5v379sLe3r/js7N3fwe9PwOtpNTdk4uQ/sHik9o36/iXgFlAz5xXCCpXM3C4sLGTVqlVmV+KotqmRUlPfDgAXH7hnfvU8vzAtgx7id8DRlXB0BaQc064sRHbXlvJucItU4jBz5lpyTpLmyn4wu76FZU+za0wM7SJqsJj3uf2wYBjYOWqJs3+jmju3EFbIXBvp2qZGPof3GkHbkdDn1ep5fmFeUk/C8T+1sdBnNmuT6n3qQf3iiYYR3bRx08JsmGt7LLPJKstQRBG2jJu/i5Tsgpo7b3BLePgvcHCFr26BE3/X3LmFEMJS5WdAdqJW/1fUDr5R0Hk8PPirtpjNiB+0VQeProAFd8OMSJg/GDZ/DIkHtJKEQlyFJM2VZTBgwIbUnIu8+ssBarTj3iscxq6G8I5ar3P0l/LHLoQQ15NyXLv3a2DaOIRpOLppkwQHfgjP/AuP74C+b2gTBtf+D2Z1g/cawNKHYc/32mqFQhSzulkQ69atIykpiZycHFatWsXEiRNL1QqtcoYi9NjSIMCNVQcT+XXvWYa0Cau+813OyQPuWwx/vqaVpDu3H+54H+ydai4GIYSoYiUrAlbpKoDwX7k5SZqFTgf+DbVbl8e1yYRx0XBqLZxcC//+BChtKEdkD6jbU7t3DzR15Fbr0jkm5sjqkuahQ4cyc+ZMxo4dS1paGnfeeSfx8fHVd0KlR48NtzYLpGmIB6//dpC2dbyJ8HWtvnNezsYW+v0PglpoJemSD2kTXLzCay4GIYSoQtW2ImDKMfAM14a2CXEpeyeo10u79Z0CuRfg9CaI2aDdds/T9vNrqI2Djuyu3XsEmzRsa1LyJVlWBKwh69ato169esbHRUVF1XtCQxEGbLC1seHNO5uzJ3YTExbsZun4rjjZ13B9yNb3ahMCf3wQvuwJd38NUX1qNgYhhDBnKce0pEeIsrj4aIumNB2kPc5KgtMbtUT6zGbY9Y223bsuRHSFOl20m2+ULLBipawuaW7RooXx38uWLWPGjBnVe0KDniJssLfR4elsz+f3t+WuL7bw5vJD/G9Ii7KPr2qhbeHRDdp4rO/ugl4ToddLUuBdCCFAS5rr32LqKIQlcg/8b2EV0JLo2K1wZot22/sDoLT60HU6Q3gn7RbcSoZMWgmrS5oBtm/fzvLly+nQoQPDhw8v1zEl4+cuVa6xdMqAHhtsbbVvlc1DPZk6qBmTf/6XVmGeDO9Q54ZeQ6W4+Ghl6Da+D+ve0b4RD/0K3INqPhYhzFDJuLlLmesYOlGFii7ChRhtDKsQleUeCM0GazfQKrPEbYfYbdrY6LX/g6I8rUZ0cCsI6whh7bWVCj3DpDfaAlll0tyxY0c6duzIrFmz6NGjB2vXrsXN7forAd3w+DlDEXpli/0lC5uM6BDOv2czeOWXA4R5u9Ctvl/Fn7eybGy1HuY6XbRe5y+6wp2faysjCVHLXe0LsbmOoRNV6MIpUHoZniGqh5OnVve5QfGVDH0hJB3QEum47XBkGWz7TPuZWyCEttOuDoe2g5A24OxtuthFuVhVyblt27YRGBhITEwMAL1792bnzp2sWrWq+k5q0CYC2tr8941Rp9MxdVAzukT58tj3uziRnFV95y9L3R4wfrP2zXbhcFjxIhTmmS4eIYQwlZSSyhlSo1nUAFt7LRnu9Kg2x+iZf+GF43DvImjzABTmwuZP4LshWq3oj9vAT2NhyycQs1HruRZmxap6mu3s7GjWrBkhISEAnDp1Cnt7e1q1alV9JzUUoUeHvW3pyyz2tjZ8dn9bhn2xlQe/3s6S8V0J9XKuvjiux9VP+yPdPgfWvAan1sNdsyGktWniEUIIU0g9CY4eWpsohCm4BUCj/toNwGCACyfh7G5I2KPdjqzQhnUA+ERpi5kFt4Kg4nv5/TUZq0qa27dvz9ixY/n000+xsbFh06ZNLF++nAYNqrEep9JTpGyxs72y097DyZ55Yzsy7MstPPBVND8+2gV/d8fqi+V6dDroNE6rM/nzI/DVzdokwe7Pat+GhRDC2mXEgVcdGUsqzIeNjVYz3K8BtCqeg2XQaxNWE/Zoay+c2wfH34eLxVet3YMhsDkENS++b6El17ZWldKZJZ2q0SXszE9l1zc3rJzMya2/sWfQau5pf/W6yLGpudw9aws+rg788EhnfFwdKht25RRdhPUzYNMH2h/b4C8gsKlpYxLCxCrbFoiqUfI59OvXr+oXN/n+brCxg/sWVc3zCVFTDAZIi4HE/ZD4b/HtAGQlaD+3dYSAxhDQTPv/PKD45h5kUV8SL13cZNWqVWbXHkvSXMn/KIv+eJHj0Ss5MmTVdVcCPJaUxX1ztuHr6siCRzrh52aiHudLnd0Fv07QLln2fFHrdbYzcUIvhIlI0mweqvVz+KyTdrXt9v+r2ucVwlRyUiH5ICQd1CYdJh2C80e08dKgTU70b6Il1P5NtLUc/BubfTJtru2x9OVXktL/t7jJ9TQMdGfRuM7cOyeaEbO3seDhTgR6mLhuY2g7rabz+ne1nudDv8Ggj7WSOEIIYU2UgvQ4bTVAIayFq6/2RbBuz/+2GQyQfhqSD/93i9+p1ZHWX9T2cfTQqsj4NyoeHtJQu3lHypDN65CkuZIM+iKKsMXepuxvbPUD3Fk8rjP3fxXN0C+2MH9sR+r5X78UXrWzc4SbX9NWPPr9SfiqrzbTt8+r4Ohu2tiEEKKq5KVBYQ54SdIsrJyNDfjU026N7/hvu74I0s/A+aNab3TKce3+0O//jZfW2WqJs18D8K2vrW7oE6Xdu4doz12LSdJcrGRxk4qOn1MGfXFPc/kuc9Tzd2Pp+K48OHc7d8/ayjejO9Aq3OsGo65Cwa3g4X8gehasnab9EfWfDk0GmfUlHCEq69IxdMKKpcdq954mWHBKCHNga6clv75R0Pj2/7YrBdlJ2uTD1BOQcgJSj8PRFZB2RqttDmDnpC0Z7lMPfC65947UruDUgh5qGdNcyXEzeUse5eC/u8m67w9uahxQ7uPScy8y9tsdHDqXyYfDW9OveXCFz11t0mNh5UTtD6b+LdB/hvZHJoQVM9cxdLVNtX0Oh5fB4ge0Orlu5W+rhajVii5qOcGFk9riQKnF92kxpRNqna22yqF3hJZEe5Xc19FurgEV6qU21/ZYeporSemL0GODnW3FemO9XLRKGi8s2cdj3+/mpX6NGN8rCp059Op61YF7F8KRP2DlJPi8M3R9Cno8Bw6upo5OCCEqLj1O6ylz9Td1JEJYDjsH8Kuv3S6nL9LKOKbFQNppLYlOi9HK5B36HfLT/9vX1lFLoidss+ghHpI0V5IyFKFX5R+ecSkne1s+HtGGen6uvLvqKIfPZTFjaAtcHMzkY2l8B9S7SStNt/kj2LcQbnkTmg+VIRtCCMuSEaf1hEnbJUTVsLUrHqZR9+o/z8/QeqnT47T7vDSLTpjBypbRNgVVMhHwKoublIeNjY7nbm3E5/e35e/DSdz1+RbOpOZUcZSV4OACfV6Bx6O15UCXPgRzb4P4XaaOTAghyi89VipnCFGTnDy1tSAa3w6dH4ObJps6okqTpLmSKjoR8FpubxHMLxO6kV+oZ8DHm1h14FwVRVhFfOrCiAXw4O9wMQe+6gNLH/lvco0QQlSh4cOHM2jQIBYuXFg1T5gRJ5UzhDBzCxcuZNCgQQwfPtzUoVyVTASs5GDzzG+GsePUeQIe/Y0WYZ6Vjye/kElL97Pi30RGd41kUv/GONnbVvp5q5RBD3u+g3+maZdfOj+mLYzi7G3qyIS4YeY68aS2qbbPYUZd6DwBer1Ydc8phKgW5toeS09zZRm0iYCV7Wku4eFkz2f3tWXqoGb8sD2WwZ9t5lhSVpU8d5WxsYV2o+GpPdD9Gdg+Bz5qDZs/hsI8EwcnhBCXuZgDeRekp1kIUSmSNBe70UuByqBHjw32FayecT06nY5RXSP57fFu6A2KgZ9sYu6mGAwGM7so4OgGN70MT+3VJgf+PRU+bgu7vgW91LwVlsHcLweKKpARr917SY1mIcSNk+EZlbwEkPHl7WyM19Ps6Z+p61f15djyC/VMX3mEb7ecpks9X/5vWEvCvF2q/DxVIvUkrHsH/v1JKy3TexK0GKb1TAth5sz1cmBtUy2fw/G/YMFQeOaA9DYLYQHMtT2WnuZKKulptqui4RmXc7K3ZcqgZix4uBNnUnPo9+FGfoiOxSy/6/hGwdCv4LFNENAUfnkUPusE+5do46CFEMIUMmK1xRfczWgRKSGExZGkubKU/oYWN6mobvX9WPVsTwa0DOblX/7l/q+iOZ1iRqXpLhXUHO79AR75R6u68fPD2gIp+xZrxdCFEKImpceBR6hWV1YIIW6QJM2Vpdff8OImFeXhZM/0oS2ZP7YjsRdyue3DDXy+7gSFekO1n/uGhLaD+5fAw/9o69X/Mg4+6wC752tLcwohRE2QcnNCiCogX7srq7in2b4GV7np2dCfP5/tyQdrjvHe6qP8uucsb93ZnE71fGsshgoJawf3/wgJe2HD/8HvT8K66drS3G1HytLcQojqlRFf5ZMAk7PyOZmcw4Wci2TlF+LsYIurgx2h3s7U9XM1v1KhQohKk6S5sgxF6LHFtpqHZ1zOxcGOV+5oyuA2obz66wGGz97GXW1CmdS/MQEeTjUaS7mFtNYWSEk+DJs+hNUvw/oZ0HGcdnM106RfCGHZshIhvGOlnybuQi7fbjnNhmPnOZ6cfc39dDqo5+dKh0gfOtXzoWcDf3zdHCt9fiGEaUnSXFkm6Gm+VLMQT5Y+1pUfd8bx7uqj/Hkoiadurs/ornVxsDPT0TcBTeCuL7VydVs/g80fabc292uLD/hGmTpCIYSJDR8+HHt7e+69917uvffeyj1ZdjK4Bd7w4YkZ+by76gi/7UvA09me25oF8uTNDWge4oGfuyPujnbkFxrIzC8k7kIuJ5Kz+fdsBjtOX2DRjjh0Omhbx5v+zYMY0DKEIE8z7dgQwsQWLlzIwoULKSw0z7K1UnKuuKxJv379bqiBzni/PT+n1eP+KYtMnqRm5BYyc81Rvo+OJdzbmZdvb8ItTQPR6Wq2F7zCclJhx1ewfTbkpkLjO6DL41Cni9ZlI0Q1urSRXrVqldmVOKptqrzUVEE2vBMKd30FLYdV+PD1x87z7OK92NromNA7ihEd6uDsUP6hF+ezClh7JJk/DyWx4dh5Cg0GutTz5Z724fRrHiTDOIS4CnMtOSdJc2XrNL/XhiXpjXjorYVmk5weS8rireWH2Hg8hS71fHnljiY0D638Et/VrjAP9v+o9T6nHIWgltB5vLZwip1c2hTVy1wb6dqmyj+HC6fg4zbw4O9Qr1eFDv1i3UneXX2Eng38mXlPq0oPscjIK2T1wUSW7oonOuYCHk523NU2jAc6R1A/wK1Szy2ENTHX9thMr99bDp3So3S2ZpMwAzQMdGf+2I58M7oDKdkFDPhkE88s2kPchVxTh3Z99s7QbhQ8Hg0PLNUup/46HmY2hb/fgoyzpo5QCGFpspO1+woOz/h+2xlmrDrC473r883oDlUyJtnT2Z572oez+NEurHuhN/d1iuD3fQn0nbme+7/axppDSejNbeVXIYSRJM2VpDPoMejM7/KaTqfjpsYBrHy6B/8b0oLNJ1O5+f31TF12kJTsAlOHd306HdTvCw/8BE/shOZ3QfQs+LAFLH4ATq2D2n2BRAhRXtlJ2r1bQLkPWfnvOV777QCju0by/K0NsamGkqKRfq5M6t+YrZP78OHw1uQU6Hlk/k5uem8d32yOIbtAatoLYW4kaa4spQed+b6NdrY23NepDutf7M2Tferz0854er27lpl/HiUjzzwH2pfi1wBu/z947jD0nwEpx2H+nfBpe9jyKeReMHWEQtRK2dnZ3H333cTGxl5znx07dvDMM88wb948xo0bR0xMTA1GWCw7GWzswcmrXLufPJ/N04v3ckeLYF4f0LTaryI62tkyuE0ovz7ejV8mdKV1uBdv/3GYLu/8zTsrDnMuI69azy+EKD+pnlFJJcMzzJ2Lgx1P3tyABzpHMGvDSb7ccIpvt5zmkR71GNO9Lm6OZv6r4OQBHR+BDg/Dmc2w8xv4awr8/SY0HQRtR0Fkd5k4KEQNmDt3LrGxsSxdupT33nvvqvsUFBQwbNgwoqOjCQwMpGHDhowZM4Z169bVbLDZyVovczkqHBkMiklL9xPi6cR7w1pVSw/z9bSp402bOt5M6t+YeVtO80N0LF9vimFgqxAe6VGPpiHmM7ZTiNrIzDMl82cpSXMJb1cHJvdvwkPd6vL5upN88s8Jvt4cwyM96jGqa6T5J886nZYcR3aHnBmwbyHs+hb+XQI+9aDNSGh1L3gEmzpSIazW2LFjAZg6deo199mwYQMeHh4EBmpjiTt27Mi2bdtISkoybqsR2UnlHpqxYHssO06nsfCRziatahHi5czk25vw5M0NWLQ9lm82n+aXPWfp0cCPcT3r0b2+n1nNoxGitjDfcQUWQqcMFpU0lwjwcGLKoGasf6k3g1qF8NFfx+k2/R8++uu4ZQzbAHD1g65PauOeR6+AsI7aYikfNIUFw+Dgr1Bk5uO3hbBSp0+fxsfHx/jY1tYWd3d3Dh48WLOB5JwH17KT5nMZecxYeYR7O9ahS5R5LLTk5mjHwz3qse7F3nw0ojUXci4y8uvt3P7xJn7ZE0+h3mDqEIWoVcy8W9H86ZQeZWO5b2OwpzNv3tmc8b2j+HL9KT5fd4KvNp7igS4RjO1WF393Cyj1ptNBZDft1n8GHPwZ9iyAJaO0cYwt7oaWIyCsvQzfEKKGpKSk4ORUehEPJycn0tPTy3V8yeIml7qhhU6ykyCgaZm7ffLPCRztbJh8e+OKPX8NsLe14c7WoQxqFcLWk6l8ueEUzy7ex7urjjKmWyQjOtbBw8m+7CcSwgyV1Mq/lLkubmK52V4Vu9HVp2yUHmwtv8M+2NOZKYOa8fhN9flq0ym+23qGuZtiGNY+jEd61CPC19XUIZaPsxe0H6vdzh+FvT9otZ93fAU+UdByuLbAgU89U0cqzIS5r0BlqTw9Pbl8GYDs7Gz8/PzKdfzixYurpj5rdjLUu+m6uyRn5vPTznie7tvArJNPnU5H1/p+dK3vx5HETOZsiOH/Vh/l479PMKJDOGO61yXUy9nUYQpRIVfLu0rqNJsbWdykkgW0L74ZyGz7B3hi8vvVEJ3pZOQWMn/rab7dcpq03Iv0bxHMoz3r0TLMy9ShVZxBDzEbYP9iOLwMLmZDWAdoMQyaDalQKSphvcy1mL450+l0xMTEEBkZecXP/vnnH55//nn27NkDaBMDXV1dOXnyJBEREdd8zir9HJSCtwPg1reh06PX3O2dFYf5ITqWzZP7mHXSfDVJmfl8u+U0C7adIeeinv7Ng3ioe13a1PE2dWhC3DBzbY8tv4vUxGyUAZ0Fjmkui6eLPU/e3IDNk/ow9c7mHDibwaBPNzNi9lb+PpyEwZIK8NvYQtRNMGQWvHAchn4NLn6w+mV4v5FWwm73fClfJ0QlrV27lgMHDgDQs2dPkpOTiY+PB2D9+vV06NDhuglzlcvPAP3F634xzsgt5PttZ3igS4TFJcwAgR5OTOzXmK2Tb+aNgU3592wGQz7fwl2fb2b5/gSKZNyzEFVGhmdUkjam2fqS5hJO9raM7BzBfR3rsPpgIl9uOMVD83ZSz8+V0d0iGdo2DFdzr7hxKQcXbYxzi7u1JPnw73BgKfz+FCx/VruM22wwNLodXHzKfDohaqOFCxeyYcMGACZNmkTPnj2ZMGECH3/8MR06dKB58+bY2dkxb948pk2bRufOnVm/fj0LFiyo2UDLsRrgd9tOU2RQjO1Wt4aCqh6ujnY82CWS+ztF8M+RZL7edIonfthDiKcTI7tEMqJDON6uDqYOUwiLZnXDM6Kjo9m0aRNZWVls3bqVl19+mV69el1z/0pfApjiyaduT/LEC29XImrLsutMGnM3xbDqYCIu9rbc0yGckZ0jiPSzkHHPV5OVpCXQB3+BM1u03um6vbQa0I0HaJU6hFUz18uBtU2Vfg4xG2HeAHhiF/jVv+LHBoOi+4x/6NXIn3fualm5c5mhgwkZfLv5NL/tS0AHDG4dyqiukVLvWZg9c22PLaiLsGy5ubn8+uuvvPPOOwD89NNP9O/fn+PHjxMaGlr1JzQUX/aywuEZ19Muwpt2Ed6cTc/ju61nWLQjlrmbY+jV0J8Hu0TQq2EAtjW8KECluQdqi6d0fASyErWxz4d+03qflz8LdbpCkwHQ+A7wqmPqaIUQ5VHGEto7z6SRkJHPXW3DajComtMsxJP/G9aKSf0bs2hHHN9tPcPinXG0j/BmZJcI+jcPxsFORmkKUV5W9ddy4sQJpk+fzokTJwC47bbbyMvLY/PmzdVzQkORdm/BJecqI9TLmUn9G7Nt8s28O7QlqdkXGfvtTnq+u5bP1p7gfJaF1kh2D9KS59HLtTHQAz4Ee2f48zX4sAXM6gHrpsO5/dpEIyGEeco5D3bO4Oh+1R//uvcsoV7OtLPySXO+bo48flN9Nk28iS/ub4udrY6nF+2l6/S/+b/VR4i7kGvqEIWwCFaV7bVo0YLNmzcTFRUFQGxsLAANGjSonhMqPQA6Kx7TXB5O9rYMax/OsPbh7ItL57ttZ/j47+N8sOYYtzYL5N6OdegW5VfjS9JWCVc/aDdKu+VnwIm/4MgfsPUzWPcOeIZDw9ugYX9tlUJ7p7KfUwhRM0pWA7xKffaLRQZW/HuOezvWscy26QbY2drQv0Uw/VsEczwpiwXRsczfcobP152kV0N/7utYhz6NA7CzgjKqQlQHq0qadTodXbt2NT6ePn06zzzzDG3atCnz2BsqpG/QkmZqedJ8qVbhXrQK9+K1O5ry8554foiOZeTX2wn3ceaeduHc3T6MYE8LrSPq5AnNh2q3ootwZjMcXQHHVml1oO1doF5vLYmufwt4VsOQIFElLKmYfm11o7XzS8lOvubQjA3HzpOeW8idrUMqEaXlahDozpRBzXipXyOW7UtgQXQs477bRaCHI8PahXNP+3Dq+LqYOkxRy5h73XyrmwhYYu7cuRw+fJh3330X3XVWgavUYPO8dJgRwef+rzPh8ecrF7CVUkqxOzaNhdvj+GP/OQqK9PRo4M+w9mHc0jQQRzsr+MKhFCQfhuOr4dhqiIsGZYDA5lC/r3ar0xlsLa+cVW1irhNPapsq/Ry+Hwp2TjDiyqodTy7cw/GkLFY907Ny57AiB85msHB7LL/vTSCroIiuUb7c0z6cfs2DcLK3grZaWAxzbY+tqqe5xIoVK9Dr9fzf//0f+fn5JCYmXrX4fqWp4omA0tN8TTqdjnYRPrSL8OGNgU1Zvv8cS3bG8cQPe/B0tmdgq2CGtg2jdbjXdb/cmDWdDgKbarfuz2ql7E7+A8fXwN4FsPlDcHCDuj2h/s0Q1UdWJBSiJmQnQ1j7KzbnXixizaFEnrq5mobuWajmoZ5MG9KCV+9oyop/z7F4ZxzPLN6L+292DGgZwt3twmhbx4LbaiEqyeqS5g0bNpCQkMDAgQNJTExk27ZtBAYGVk/SXDwRUFdLJwJWlLuTPfd2rMO9HetwIjmbpbvj+WX3Wb7fFks9P1eGtAllcJtQwn0s/JKgi89/taANBkjcp42FPvEPrJyo/d54R2o1oaNugsgeUhNaiOqQnQyuVw7PiI65QH6hgVubBpkgKPPn7GDL0HZhDG0XxpnUHH7aFc/Pu8+ycHssdYvb6iHW0FYLUUFWle2dOnWKAQMGkJWVVWp7RkZG9ZzQIBMBb1T9ADcm9mvMC7c2YsvJFH7ZfZYv1p/k/TXHaBfhzeDWIdzeIhhfN0dTh1o5NjYQ0ka79XwR8jPh9CatJ/rUWtj1DaCD4FZQr5dWG7pOF20RFiHEjTPoteoZVxnTvPl4CsGeTkT5W3Bt+RoS4evK87c24tm+Ddl6KpWlu+OZtf4kM9cco0OkN4PbhHJHi2C8XGThFGH9rCpprlevHpmZmTV3wpLqGbaSNN8oWxsdPRr406OBP28VFLHmUBK/7j3LlGWHmLLsED0a+DGwZQi3NAu0yCVur+DkAY1v124A6XFwah3ErIe9C2HzR2DrAKHtoW4PrRc6rINU5RCionIvaG30VZLmTSdS6FbfT4YZVICNjY5u9f3oVt+Pt+4sYvXBRH7dm8Brvx5gyu8H6dXQn0GtQ+nbJAAXB6tKLYQwkt/sypDhGVXK1dGOwcVDNFKzC1jx7zl+35fA80v24fCLDb0b+nNHy2BubhKImyUt3X09XuHQdqR2UwrOH9US6JgNEP0lrJ8Bto5a4hzZDSK6QlhH6YkWoiy5qdq9S+nVPJOz8jmSmMVjvaJMEJR1cHW04662YdzVNozzWQX8sT+BX/cm8NTCPTjb29KnSQADWwbTu1GATCAUVsVKMg8TMUhPc3XxdXNkZJdIRnaJ5FxGHn/sP8cf/57j6UV7cbSzoVdDf25vEUyfJgHW0QMN2oTCgMbardOj2njo5IPacI7Tm2D7bC2JtrHXhntEdNFWKgzvKGOihbhcfrp271x64ZItJ7Rkult9P0Tl+bs7MrpbXUZ3q0vchVyW7z/Hsn0JPPb9blwdbLm5SSC3twiiV8MAnB3k/0ph2SRpLnZDNUGLk2Yb6WmuVsGezjzcox4P96hHfFouK/9NZMWBczyzeC/2ttolw/7Ng+jbJNDyx0BfysYGglpot87jtST6/BGtPvSZzbBvsTacA8C/iVbWrk5nCO+kTTSUS8/lYu51QcUNykvT7i9LmjedSKFxkDv+7lbUVpiJcB8XxveOYnzvKE6dz+aP/edYcSCRx77fjbO9Lb0b+dOveRA3Nbaizg5Rq1htnebyqlQtwOTD8Hln5jaazdh7h1dPgOKaEtLzWH0wkZUHEtlx+gI6oGNdH25tGsQtTQOtf2a3UpB2GmK3Qdw27f78Ee1nrgFaD3R4R204R0hrbSlwcU3mWhe0tin5HPr161e5xU32/gC/jodXk8FOS5CVUnR55x/uaBnMawOaVnHk4lpiUnJYdSCRVQfOsS8+A3tbHV2j/Li1WSC3NAkkwEPmbAjNpZ0Yq1atMrv2WJLmyvxHmXgAZnXj26ZfM/qeu6snQFEu57MK+OtwEqsOJLL1ZCoX9QYaB7lzS9NAbm4SSMtQz9qxVG7uBYjfoS2wErcdzu6CwlywsdN6rMM6aJMMw9prtaKlN9pIkmbzUGWfw9bP4Z+34JVzxk0nkrPpO3M934zpwE2Nrr5SoKheZ9Pz+PNgIqsPJrLjdBp6g6JVuBe3NAmgb9NAGgW6ywRNYbbtsYwrqIySiYC28jaamr+7o7EGdFZ+IeuPnefvw8nM33qGT/45gZ+bI30a+9OncQDdG/hbz0TCy7n4aMt4N7xNe6wv0sZFx22H+J1aqbvts7WfOXlBaLviW1sIaQvugSYLXYgqlZd2xdCMrSdTsLPR0TFS5gCYSqiXM2O61WVMt7qk5VzknyPJ/HU4iS/WneS9P48R6uXMzU0CuKlxAF3q+cpEQmFWrDRzqCHGknPyNpoTdyd7BrQMYUDLEIr0BnadSeOfI8n8fSSZH3fGY2+ro2NdH25qFEDvRv5E+btZb8+GrZ1WAzq4FXR8RNuWewESdkP8Lq0neudc2PCu9jOP0P/qSoe0huA24OprsvCFuGF5adoXw0vsjcugSbAHrtb6pdnCeLs6GBdRKSjSs+3UBf45nMRfxR0eTvY2dI3yo3cjf3o3DKCOr5UPuRNmT1qOypCJgGbPztaGTvV86VTPl8m3NyE2NZe1R5NZezSZ/1t9lLf/OEyolzO9GvnTs4EfXev7Wf8EFRcfqN9Xu4E2NjojDs7u1pLphD3aBMOC4prnnuHFiXfr/xJw6ZEW5i4//Yqe5n/PptNeepnNkqOdLb0a+tOroT9TBilOJGez9mgy/xxJ5s1lh3jdcJB6fq70LN6nUz0fqQctapz8xlVGSdIsJecsRh1fF0Z1jWRU10jyLurZdiqV9cfOs+HYeX6IjsXWRkebcC9twZWGfrQM9cTO1sbUYVcvnQ686mi3ZoO1bQYDpMXAub2QsFe73/oJ5BevrukWCEEttXHSwS21f3vX1Sp+CGEO8tLA2cv4MKegiBPJ2YztVtd0MYly0el0NAh0p0GgO+N6RpGVX8jmE6lsOH6eNYeS+HbLaRxsbWgX4U33Bn70aOBHsxBPbGvDvBVhUpI0V0bxmGZbGZ5hkZwdbLmpsTZ2DiDuQi4bjp9n47EUvtp0ig/+Ooa7ox2do3zpXt+PbvV9rXsox6VsbMA3Srs1H6ptUwrSz8C5fXBuPyTuh30LYdNM7ef2rhDYFAKbQ2AzLaEOaKqtgihETctLg4AmxoeHzmViUNAizNOEQYkb4e5kT7/mQfRrHoRSilMpOWw8dp6Nx1P4fO0J/m/1UTyd7eka5UvX+n50jfKlnp9r7WirRY2SbK8yjGOarfxyfi0R7uPC/Z0iuL9TBEV6A/vPZrDpeAqbTqTw9h+HKNQrAtwdtYY5yo8uUb7WX9buUjqdVv/ZOxKa3vnf9uzzkPSvVk0m8V9t0uGe74xfKvGqAwHNtIQ6oPjm1wDk70ZUp7z0UsMz9sdn4GhnQ8NAd9PFJCpNp9MR5e9GlL8bo7vV5WKRgb1x6Ww+kcLmEylM/f0gRQZFoIcjXer50iXKly71/Aj3cZYkWlSaJM3FKrO4ia0Mz7A6drY2tK3jTds63jx1cwNyLxaxPeYCW0+msuVkKr/tS0ApCPN2pnM9XzrX86VTXZ/alUSXcPMHtz4Q1ee/bUUFkHIckg5qCXXSIa1ublZx+S8bey1x9m+s9QaW3HvX1SYv1iBZ3MRKXVY949/4dJqGeGBv7cOtahkHOxs61vWhY10fnr2lIdkFRew4rbXVWy9pq0M8nbT5LXV96FTPl0hfF0miRYVJ0lxs8eLFFa8FaBzTLD1m1s7FwY7ejQLoXVzbNSO3kOiYVLaeSiX61AWW7o5HKa2cUkkD3rGuT+29RGjnCEHNtRuXLPyTe0FbFCj5kHZ//gicWvvf6m22DuDXULv5Nwb/4nufKLBzqJZQS74ol9QFFVbAYNAmAl5SPWP/2Qx6yNLZVs/N0Y6bGgUY63Bn5Bay4/QFtp1KJTrmAr/tPYtBaWVKO0b60CHSm/aRPjQJ9pAx0aJMkjRXgkFfhA1gYyc9zbWNp4s9tzYL4tZmQQCk515ke8wFomMuEB2TamyYfV0daB/pTYdIHzpE+khPl4sPRHbTbiWUguxkLYE+fxTOH4bzxyBmPeSmavvobLVhIf6NtB5qv4bg20D7t4tUQ7BGN3T1r8TFLFAGY09zZn4hp87nMKF3/WqIVJgzTxd7+jYNpG9TreJPZn4hu86ksSPmAttjLvC/FUe4qDfg5mhHmzpetI/woV2EN63reFlvPX8zZu5X/uQ3ohL0+kJsAFvpaa71vFwcSiXRWcUN887TaWw/fYH/W32UgiIDzva2tAr3NDbMbep44eVSPT2oFkOn00rYuQdCvV6lf5aTqiXTKce04R4pR+Hgr5AeCxQvZursoyXPvg2KJy/W124+dWXpcAt2Q1f/SpRcuShOmg+c1aq+tJJJgLWeh5N9qZ7o/EI9++LS2XkmjV1n0pi7OYYP/jqGjQ4aBXnQto4XbetobXXd2nrlsAaZ+5U/SZorQa/XYw/YSPUMcRl3J/tSwzkuFhk4kJDBztMX2Hk6jYXbY/l07QkAovxdaVM8frpNHS8aBrrLZcISrr7gelnPNEBhHqSehNTjkHJCu08+CIeXQUFxWTx00H4sDJhZ42ELEzMmzV4A/BufgYuDLfX83UwXkzBLTva2xlr+AAaD4lRKNjtPp7E7No1tp1JZEB0LgJeLPa3DvYy3VmFeeLvW8k6PWkayvUow6EtKzsnwDHF9Dnb/TSwc1xOUUsReyGXXGa1h3n0mnZ93x2NQ4OpgS4swT1qHe9M63Is2dbwI9HAy9UswL/bOl4yZvoRSkJMCF05C6glwDzZNfMK08tK1++Ke5v1nM2gudXxFOdjY6Kgf4E79AHdGdKwDaOOi98ans/tMGnvj0vlm82ky8rThAxG+LrQK86JlmCetwr1oFuIhi65YMflkK0FfpP3R2NrJ8AxRMTqdjghfVyJ8XbmrbRigLb7w79kM9sSmszcujV/2xDNr/UkAgjycjI1yyzBPWoZ64ekiv3dX0OmKq3n4Q53Opo5GmMplwzOOnMukRwN/EwYkLJmni71xtULQOj3OpOayLz6dvXHp7I/PYPXBRAqKDNjooH6AGy1CvWgR6kGLME+aBEsibS3kU6wEVVw9w06GZ4gq4OpoZyxfVyIxI5+9cSUNczqz1p0kq0C7whHh60LzUE9ahnrSItSTZqGeeDpLIi0EeWna5FFHDwr1Bs6k5n5CpmQAAJKlSURBVDK6mwzNEFVDp9MR6edKpJ8rd7YOBaBQb+B4Ujb749PZfzaDA2czWLYvgYt6LZGO8nejeagnzUI8aBriQbNgT+n4sECS7RW7kZnaer3W02wjPc2imgR5OtHPU1sJC7TxdqdTc/j3bAb74rSG+aMjx8m9qH2Bq+PjQvNQD5qFaI1zsxBP/N0dTfkSzJ65z9YWNyA/HZw8Qacj9kIORQZFlL+rqaMSVsze1oamxQnxiOJtF4sMHEvK4sDZDA4mZPLv2QxWHjhHfqEB0EqUNg3xoGmwB02Ctfswb2dsZBiR2ZKkudiNzNQ2FBX3NEvJOVFDbGx01PN3o56/m7GHQ29QxKRk8+/ZDA6czeRgQkapHukAd0djw9w0RGucI31dZXxnMXOfrS1uwCULm5xIzgagvkwCFDXMwc6G5qGeNA/9r10paa8PJmRyKCGTgwmZfL/tDKk5FwGtznTjIHcaBbnTONjD+G8PJ+mcMweSNFeCwVBEkbLBzqYW190VJmd7ycSVIW20bQaDIi4t95KGOYOlu+P5fF0BAM72tjQKcqdJsAdNgrV7aZiF1bgkaT55Pht3Jzu54iLMwqXtdUnHh1KK5KwCDp/L5EhiFofPZbLzdBqLd8RRZNBKa4Z4OtEoyJ1GQR40CnKjQYA79QPccLKXTruaJElzJRj0Reixxc5WeuyEebGx+W+i4e0t/qsgkZpdwOFzWqN86Fwme2LT+GlXHIX6KxvmxkHuNAx0JyrAFUe5miJqWKUWN8lLN5abO5mcQ5S/m9TXFWZLp9MR6OFEoIeTsUwpQEGRnlPncziamMWRxCyOJmby+96zJGTkA2Cj04bkNQh0p2Hgf4l0lL8bzg6W2Wab+3A5SZorQUuabbCTy9zCQvi6OdK9gSPdG/y3nPDFIgOnUrI5cq50wzyruGG2tdER6etCoyB3GgRoiXTDQDci/Vxr9+qGolpVbnGTdPDQviyePJ9NlAzNEBbI0c62+Gpg6b+DrPxCjiVlczwpS7tPzmLprrMkZmpttk4HYd7OlyTRrsZk2twX0zL34XKSNFeC0hdRhAzPEJbNwc6GxkEeNA4q3TBn5BVyPCmLo0lZHEvU7i8de2dno6OunysNAt2o7+9GVIDW01HP31UuGQrTykuDwKYopTh5PptbmwWaOiIhqoy7kz3tIrxpF+FdantmfiEnkrM5kZTNifNaUr3qQCJxabmo4gVUfVwdiPJ3JcrfjXr+rtTzc6Ouvyt1fFykE6QcJGmuBINBjwEb7GV4hrBCns72tI/0oX2kT6ntqdkFHE/WGuQTydkcT85m4Y44zmdp46VLejnq+2s9G/UD3IonL7ri6+ogl8lF9ctPBycvzmcXkJVfJD3NolbwcLI3LqJ1qfxCbZjHqZRsTiRnc+p8DgcStJJ4OcWVl2xtdNTxcaGunyuRvq7U9Xelrq8rkX4uhHhKRY8SkjRXgioeniFVCERt4uvmiK+bY6l60qCtmnXivJZIlzTMfx1OYu7mGIrnsuDhZGdMoKP83ajr50o9f62Rlt5pUWWKJwKWVM6QpFnUZk72tsZyeJcqmYB48nw2MSk5nDqfw+mUHNYdTWb+1lzjJEQHOxvq+LgQ6etChK+r8T7C14VQL2fsalEPtSTNlaCKJwLKJQ0htFWz2kX40C6idM90QZGeM6m5nEzO5lRKDifPFyfUh5LIzNfK4ul0EOLpTKSfi9bLUdzbEennSriPs0xEtFDR0dEEBwcTGhpKYmIicXFxdO5czSs1FhVAYS44e3PyfA52NjoifF2q95xCWKBLJyB2jfIr9bMivYH4tDxiUnM4k5LD6dRczqTm8M+RZOIu/JdQ29roCPN2po6PC3V8XIjw1e7Di2/WVpFJkuZiNzJT22DQS0+zEGVwtLMtnjzoXmq7UooLORc5nZrDyeIejtOpOew6k8bPu8+SV6hdNrTRQYiXM5HFPRtao/zfvyu7PK25z9Y2Rzt27GDBggW0adOGzZs3M3nyZOrWrXvFfl988QXz5s0DoH379ixYsKD6g8tL1+6dvTgZm00dXxmrKURF2dnaGFc9pFHpnxXpDZzLyOd0ag5nUnOJvaAl1Ltj0/l1z1njkA8ALxd7wr1dCPdxJtzbhYn9Glv0UA9JmovdyExtZdCGZzjImGYhKkyn0xmHelzeO62UIimzgNOpJcm01ijvOpPGL3vOGldABPBzc9QSaB8X6lzSy1HHxwV/N8cyG2hzn61tbgoKChg2bBjR0dEEBgbSsGFDxowZw7p1667YNzIykrNnz2IwGAgLC6uZAPPStHtnb6mcIUQ1sLO1MfYk92hQ+mdKKdJyCzmTmkNcWh5xF3K1W1oucRdSLTphBkmaK0UZ9OhlcRMhqpxOpyPI04kgT6crxk4rpUjJvkjshRxOp2i9HLEXcjmdmsPGEynGCYkAd7UJZebw1jUcvXXbsGEDHh4eBAZqFSk6duzItm3bSEpKMm67VEhISM0GeEnSfOr8WQa2quHzC1GL6XQ6fFwd8HF1oM1lExKtgSTNlaD02vAMWdxEiJqj0+nwd3fE3/3KHmqA3ItFxKflEZuai7eredcktUSnT5/Gx+e/993W1hZ3d3cOHjx4RdKck5PDN998g6OjI3/99RcvvvgiTZo0Kdd5SobMXapcw+fy0wHItXXjbHoe9QOkp1kIc1YyRO5S5jpczmqT5uzsbEaPHs3MmTOpU6dOtZxDGYowYCuLmwhhRlwc7K46hlpUjZSUFJycnEptc3JyIj09/Yp97777bjp16gRAQEAAQ4YM4dChQ9iU4+rcDS9uUtzTHJ+nLZsdKZMAhTBrV/sybK7D5axyXMHcuXN57733WLp0KQaDofpOVDwRUIZnCCFqC09PT1TJSgnFsrOz8fPzu2Lfdu3aGf9dv359jh49yv79+6s3wLx0sHchPksb9x7q7Vy95xNC1BpWme2NHTuWKVOmVP+JDLKMthCidmncuDHJycnGxwUFBWRlZREREVFqv23btuHl5UV+vra0b1ZWFgAODtU8ZCY/A5w8OZuej62NjgB3p7KPEUKIcrDKpLmmqOIVAS19NqgQQpRXz549SU5OJj4+HoD169fToUMHIiIiWLt2LQcOHAAgLCyMF1980TiUY/PmzXTt2pWmTZtWb4AXs8HRnYT0PII8nKQkqBCiyljtmOaKuqFJJ4YiDDr53iGEpbGkiSfmxs7Ojnnz5jFt2jQ6d+7M+vXrjfWXP/74Yzp06EDz5s0JCwujbdu2vPfee+j1eo4dO8Yvv/xS/QEWZBqT5lAvGZohhKg6OnX54DQrotPpiImJITIy8pr7lAw2z8jIqPCkk2NfjiQ74Qhtp+6oZKRCCFOrTFsgqk6lP4cloyEvjWG5Ewn1cubDEW2qPEYhRPUy1/ZYukkrw6BH6WR5XyGEMBsFWeDgRkJ6PiHS0yyEqEKSNFeG0krOCSGEMBMF2Rgc3EnMlKRZCFG1rDJpXrhwIePHjwdg0qRJfP7559VzIoNBxjQLIYQ5Kcgi18YFvUHJmGYhRJWyyomAJRP4vvjii2o9j85QhEGGZwghRJUrmZxdrlUAL1WQRZZBW9hEepqFsCwlk7TNdWK2VSbNNUUpPUqGZwghRJW74RUBL2ZxoUgrcxfiJTWahbAkJV+SZUVAK6RTepSsBiiEEOZBKSjIIrXQEQ8nO9yd7Ms+Rgghykl6movd0KVAg14mAgph4cz9cqCogKJ8MBSRXGAvQzOEEFVOkuZiN3IpUKf0oHOspoiEEDXB3C8Higoo0JbqTsi3k0mAQogqJ2MLKkFn0GOwkZ5mIYQwC8VJc3yOnfQ0CyGqnCTNlaH0KHkLhRDCPBQnzWdybCRpFkJUOcn4KkGnDCAl54QQwjwUJ81JBfZSOUMIUeUkaa4EnSpC2ciwcCGEMAsXswHIVi4yplkIUeUk46sEG2VAyZhmIYSocjdU0ai4pzkLZxmeIYQFMvdqRpI0V4JWPUOSZiGEqGo3tLhJQSYGnS1FNg4EuEtlIyEsjblXM5LhGZWgU3qUJM1CCGEeCrIosHXF380JO1v5700IUbWkp7nYjVwK1CkDyIqAQlg0c78cKCqgIJt8nQv+0ssshKgGkjQXu5FLgTZKDzp5C4WwZOZ+OVBUQEEWOTjj5+Zg6kiEEFZIukkrwQY9yERAIYQwDwVZZCkn6WkWQlQLSZorwUZJ0iyEEGbjYhbpBif83CRpFkJUPUmaK0GHAaROsxBCmAVVkEVakaP0NAshqoUkzZVgowzodPIWCiGEOTDkZZIpPc1CiGoi3aSVYIteepqFEKIa3EhFI31+FtkEEiFJsxAWydyrGUnGVwlayTkZ0yyEEFXtxhY3ySIbZxmeIYSFMvdqRpI0F7uRXg1b9Oikp1kIi2buPRui/HQXs8hSzvhLT7MQohpIxlfshuo0Iz3NQlg6c+/ZEOVkMGBflEOBzgUPZ/mvTQhR9WQWWyXYYEAnSbMQQpheYQ4AOid3dDqdiYMRQlgjSZorwRY9Olvp0RBCCJMryALA1kWuFgghqockzZVgKz3NQghhHoqTZkeXCk4eFEKIcpKk+UYZDNig0NnYmzoSIYQQBdkAOLl5mTYOIYTVkqT5Rik9ADpb6WkWQgiTK8gEwMXdy7RxCCGslgzIvVGGIgBspOScEEJUuYqWAVUFmegAd0+f6g9OCFEtzL0EqGR8xSraQBv0RdggPc1CWDpzb6Rrq4qWAc3LzsAF8PTyrr6ghBDVytxLgErSXKyiDXRhURGOgI1UzxDCopl7Iy3KJycrHRtlj6+Hm6lDEUJYKcn4bpC+SOuVkhUBhRDC9PKz0kGW0BZCVCPJ+G5QUVHxmGbpaRZCCJMryE1Hr5zxkyW0hRDVRKpn3CC9XpJmIYQwF0W5meTonPFwkjZZCFE9rC5p3rFjB8888wzz5s1j3LhxxMTEVMt5SoZn2MhEQCFELVPedram2mMAQ34WBTausoS2EKLaWNVX8oKCAoYNG0Z0dDSBgYE0bNiQMWPGsG7duio/lwzPEELURuVtZ2uyPdZOmEWRnWv1PLcQQmBlPc0bNmzAw8ODwMBAADp27Mi2bdtISkqq8nMZiqROsxCi9ilvO1uT7TGAzcUsDA5SOUMIUX2sKuM7ffo0Pj7/Fba3tbXF3d2dgwcPGhvuytr2/RvUP/EtzmgrAtraO1TJ8wohhCUobztbE+1x3PF9OC8YBECUymKX38AqeV4hhLgaq0qaU1JScHJyKrXNycmJ9PT0Mo8tWdzkUldb6MQjqjPHiwoA0Nm70KZV98oFLYSocSULmlxKFjcpn/K2s5Vpj6F8bbKbVwBHIv97HNp1RLmeWwhhPiypPbaqpNnT0xOlVKlt2dnZ+Pn5lXlseRc3adqlP3Tpf8MxCiFM72pfiGVxk/IpbztbmfYYytcme/sH02X09HI9nxDCPFlSe2xVY5obN25McnKy8XFBQQFZWVlERESYMCohhLAe5W1npT0WQlgbq0qae/bsSXJyMvHx8QCsX7+eDh06VHkjffllBEsisZuGxG4alhy7ubpeO7t27VoOHDhQ5n5VzVI/Z0uNGyR2U5HYTcuqkmY7OzvmzZvHtGnTmDdvHosWLWLBggVVfh5L/uAldtOQ2E3DkmM3V9drZz/++GN+//33Mverapb6OVtq3CCxm4rEblpWNaYZoG/fvvTt2xeAUaNGmTgaIYSwPtdqZ3/55Zdy7SeEEJbIqnqazVVFv11VZP/q/uYmsVfNc1dUbYm9Ol+nEFdT3b9z1fk7KrFX3f7V+dwSu/WSpLkG1JYEqKL7S+xV9/yWGrs00KKmWXISIbFX3f7V+dwSu/WyuuEZFVVSEmno0KHY2dlx9913M2zYsOseU1hYSGZmZrnPUZ37m1MsFd3fnGKp6P7mFEtF95dYSluyZAk//fQTRcWrfF5eJk3UrJL335p/58wxlorub06xVHR/c4qlovubUywV3b8i+5bsZ27tsU6ZW0Q1LD4+nvDwcFOHIYQwE3FxcYSFhZk6jFpL2mQhRAlza49rfdJsMBhISEjA3d0dnU5n6nCEECailCIrK4uQkBBsbGTkmqlImyyEMNf2uNYnzUIIIYQQQpTFfNJ3IYQQQgghzJQkzUIIIYQQQpRBkmYhhBBCCCHKIEmzEEIIIYQQZZCkWQghhBBCiDLU+sVNKmLHjh0sWLCANm3asHnzZiZPnkzdunVNHdZVRUdHs2nTJrKysti6dSsvv/wyvXr1sqjXADBx4kQGDBhAjx49LCb2r776isTERMLDw9Hr9YwdO9YiYo+JiWHlypU4OTmRmJhI//79adOmjVnHnp2dzejRo5k5cyZ16tQBrv93as6vRVSMpX2W0iabjrTJNaNWtMdKlEt+fr6KiIhQiYmJSimltmzZonr16mXaoK4hJydHTZo0yfh4yZIlytnZWZ0+fdpiXoNSSm3YsEEFBASotWvXWsz7P+v/27vvuKau94HjHzYOcG+sq6666h5VUWu1WrXiwq24te5ZR91at3XVtqi4cdbWPYuiKIp11t2KCioiypaZ3N8f+ZKfEVBGQgI+79err5p7T+55kpCbJyfnPueXX5SJEycqiqIo9+/fV+zt7TNN7AlxJ+jevbtJx75+/XplxowZCqD4+voqivL+96kpPxaROpnttZRzsvHIOTljfCznY0maU+j48eNKlSpVtLfj4+MVGxsb7QtuSq5fv64AyoMHDxRFUZSwsDAFUHbs2JFpHkNoaKiyatUqxdHRUfHw8MgUz390dLSSJ08e5dGjR4qiKIparVZ8fX0zReyKoiiffvqpcu3aNe3tfv36ZYrY3z5Jvy/ezPBYRMpkttdSzsnGIefkjJfVz8cypzmFHj16RN68ebW3LSwssLOz49atW0aMKmlVqlTBy8uLMmXKAPDkyRPt/zPLY3B1dWXgwIHa25nh+T9//jzBwcE8ePCAHTt2MHXqVAICAjJF7ADDhw+nVq1ajB07llmzZjFy5MhME3uC98Wb2R6LSF5mey3lnGwcck42rqx4PpY5zSkUFBSEra2tzjZbW1tCQkKME9B7mJmZ0aBBA+3tBQsWMHr0aOLj4zPFYzhw4AAtW7bExsZGuy0zPP/Pnz8HwNramq5du9KmTRvKly/PoEGDTD52gK5du+Lj48OBAweIiIigUaNGmeJ5f9v74s1sj0UkL7O9lnJONg45JxtXVjwfy0hzCuXKlQvlnRXHIyIiyJ8/v5EiSpkNGzZQuHBhli1blikew7NnzwgODqZy5co62zND7Lly5QKgdu3aAOTMmRO1Wk2BAgVMPvbw8HCGDBnCb7/9xs2bNxk8eDBOTk7Y29ubfOxve9/fSWb4GxIpk5lfSzknZxw5JxtXVjwfS9KcQhUqVCAwMFB7OyYmhvDwcEqUKGHEqN7v8OHDqFQqFi9eTExMDLa2tib/GI4dO8bTp09ZsGABCxYs4P79+2zfvp0SJUqYfOzVq1fHzMwMlUql3WZmZkaxYsVMPvYTJ07g6OhI9uzZsbW1ZebMmQwfPpwCBQqYfOxve9/7NDO+h0XSMutrKefkjCXnZOPKkudjY0ykzozi4uKUokWLKn5+foqiKMqxY8eUevXqGTmq5J05c0ZxdXVVnj9/rjx//lzZt2+f4unpmakeg6IoSokSJRQPD49M8/w3adJEOXr0qKIoihIYGKgULVpUCQkJMfnYr1+/rvTp00dn26RJk5RHjx6ZfOy8deHJ+/5OMsvfkPiwzPhayjnZOOScnLGy+vlY5jSnkKWlJZs2bWLevHnUq1ePM2fOsG3bNmOHlaSHDx/Spk0bwsPDdbaHhoZmmsfg7+/PypUrCQgIYOnSpbx58yZTxL5p0yZmzJjB7du3efjwIQcOHCBXrlwmH3vVqlVp1aoV48aNw8HBgZiYGJo3b06JEiVMNnZ3d3c8PT0B+P7772ncuDHDhg1LNt7M9B4W75fZXks5JxuPnJMzxsdyPjZTlHcmlQghhBBCCCF0yJxmIYQQQgghPkCSZiGEEEIIIT5AkmYhhBBCCCE+QJJmIYQQQgghPkCSZiGEEEIIIT5AkmYhhBBCCCE+QJJmIYQQQgghPkCSZiGEEEIIIT5AkmYhhBBCCCE+QJJmIYQQQgghPkCSZiGEEEIIIT5AkmYhhBBCCCE+QJJmIYQQQgghPkCSZiGEEEIIIT5AkmYhhBBCCCE+QJJmIYQQQgghPkCSZiGEEEIIIT5AkmYhhBBCCCE+QJLmTExRFG7fvo2npyf+/v7GDke8x5YtW2jTpg0dOnQwdihCCCEyuStXruDk5ESjRo14/vy5scP5aEjSnIyXL18yfvx4mjVrRs+ePenXrx9r1qxBURS6dOli7PAAiIuLY926dbRo0YKTJ0/q5ZgNGjSgd+/eejlWSkRERDB79myaNm1K9+7dcXFxYcGCBcTGxjJ+/HiePHmi0/7169dMnDiRfv36MWnSJIYMGcKIESN4+vRpomNHRkYyY8YMRowYQaNGjejduzcBAQEZ9dB09OzZk1atWnHlypUPtrWxsaFEiRJ06tSJPn36ULBgQSwsLOjatSvdu3fn888/x8zMjAsXLmRA5EKI9Dp48CCtWrXC0tKSHDly0LNnT/r27UuvXr345ptvyJ8/P1ZWVqhUqnT3kz9/fq5du2YSx8lsQkNDcXZ2pkiRIpiZmfHVV1/Rt29funfvzldffUX//v3x8/NLdz9Pnz6lSJEi/Pbbb2k+Ro0aNZg9ezbnzp0jJiYm3TGJFFJEIt7e3kqhQoWU5cuXKyqVSrv9zJkzSsuWLRVTe9oaNmyouLm5peo++/btUzw8PBJtb9KkidKnTx+9xPUh9+/fV0qXLq1MnDhRiYmJ0W6/efOm0qlTJ8XMzEzx9fXVbr9z545SsmRJZc+ePTrHOXfunPLJJ58oZ8+e1dk+adIkxd/fX1EURVGpVEqLFi2UihUrKtHR0YZ7UO/h4eGhlChR4r1tQkNDFUdHR50Y+/Tpo3zyySc67SZPnqzs37/fEGGajFGjRhk7BCH0qlGjRoqjo2Oi7ZGRkUq9evWUJ0+epOv4hw8fVooUKaJcu3bNJI6TWa1fv14BlMDAQJ3tEydOVAoXLqz4+fml6/jPnj1TPvnkE+W3335L13EURVEAnc9JYVgy0vyOFy9e0K5dO7777jtGjx6Nufn/P0WNGzc2yZ/XLSwsUn2fs2fPJrndw8ODjRs3pjOiD4uKiqJt27Y0adKEhQsXYm1trd1XuXJlBg4ciKIoOu2//fZbunfvTseOHXWO9cUXXzBp0iTat2+v/ZkqOjqa1atXs379egDMzc0ZN24cd+7cYf/+/QZ/fGkVFBRE165dsbGx0dluZmamc7tnz54EBQVlZGgZKigoiDt37hg7DCH06u3Pk7dlz56dUaNG8fjx43Qdv1WrVjx79oxq1aqZxHEyq4TX6d3z7vDhwwkICGDx4sXpOn6RIkV4/PgxAwcOTNdxRMaTpPkd8+fPJyIigrFjxya5v2/fvuTLly+Do9Kf+Ph4Dh06xC+//GLUOH755Rfu3bvHtGnTktzfokULqlSpor3922+/8eDBA0aNGpVkexcXF1QqFQsWLABApVKRL18+IiIitG1KlCgBwH///aevh6F3QUFBlClT5oPtSpUqxatXrzIgoowXEBDA4MGD5SdHkeXFx8drf6KvX78+UVFRRo5IvE+hQoUA+Pfff40ciTAWS2MHYEoURWHHjh1UqlSJHDlyJNnG2tqa+vXrA5pE7ocffiAwMFA7KtqhQwf+/PNPevXqxcaNG7l27RpDhgzh1q1bnDx5khMnTqBWq/Hw8GDZsmW8fv0aHx8fHj9+zKtXr9i6dSvW1tbs37+fkSNH8vjxY3x9fSlZsiTDhw9n3bp11KtXj9OnTyf7OK5cucKff/6Jra0tN2/epEGDBgwfPhyA8+fPs3v3bt68ecOCBQvYuHEjTZs2pU+fPqxcuZJ169ZRtmxZ9u7dy5MnT+jTpw+nT5+mTJky7Nixg1q1atG7d2+2bNlC69atOXToEADLli3j33//JX/+/Dx79oylS5eSK1euZGN0d3enQIEClCpVKtk2jo6O2m/6O3bsoEyZMhQsWDDJttmyZaNChQrs2rWLFStWkCNHjkSjNo8ePQJ4b58AJ06c4Pz581hbW3P58mWcnZ2189iPHz/OhAkT+Pfff7l69Sq7du0iPj6ec+fOsWHDBj755BPtcf766y+2bdtG6dKliYuLe+/zkaBWrVqJRjeSe7xjxowBNB+8P/zwAzExMdjY2BAVFcXChQsB+Pbbb7l06RILFy4kOjqasLAwvLy86N69O1988QXbtm0jNjaW06dPs2nTJkqVKoW/vz+9evXi2rVrTJgwgcjISNRqNVevXmXAgAF06tRJG4ePjw+rVq2iTJkyPHjwgKFDh2qPO3v2bPLnz8+IESM4fvw4fn5+HD9+HEVRWLp0KfHx8URGRnLv3j0WL15MyZIlAVi0aBH//fcfAQEB9O3bF4AVK1Zw9+5d+vTpw7179/Dw8KBJkybMmzePRYsWkSdPHh49ekRMTAzffvstFy9eZNWqVdy+fZtDhw7x448/0rp1ayIjI5kwYQK5c+cmOjqa3Llz88MPP6ToORdC3y5evMizZ88AzZf6EiVK8PTpU7p3787169fZunUrt2/f1r5HJ06cSP78+Tl69CghISFcu3aNHTt2kDdvXgIDA+nWrRsPHz5k69atfPHFF8THxzN//nyKFClCbGwsd+7coVixYkyePJm7d++ybds2SpYsyevXrzly5AgbN27E1tY20XFAc56ZPXs2cXFxZM+enSdPnvD9999TpkyZJGOOi4vjzJkzTJo0iS+//BIg2T7fPm++bcKECbi7u/P555/TsGFDoqKiePDgAXnz5mXJkiXY2toCJPu+fvbsGd27d+fq1ats27YNb29v9uzZg7u7OzVq1Ej165XwS+bb903LObBfv354eXkxcOBAJkyYoD3W9u3b8fLyolixYjx69IguXbrQvHlz7X5fX1/mzp3LJ598goWFBRUrVkz1YxDpZNzZIabl5cuXCqA4OTm9t11oaKj234cOHUo0x7lz584684KDg4MVQBkwYIASFxenKIqizJo1S6lWrZrOXOTSpUsrW7du1d6+detWovlKEyZMSDQnztHRUec4devWVYYPH64oiqKEhYUpRYsWVdzd3XXuAyQ5p3nRokWJjv/ll18qU6ZM0Xn8CcdPuE/btm21t1esWKH06NEj0bHfliNHDqV69ervbRMeHq6o1WpFURQlZ86cSoMGDd7bvkuXLgqgBAUFJbm/b9++Srly5T44p7lw4cLKkiVLFEVRFH9/fyV79uyKl5eXdv/Vq1cVQJk5c6Z2m4uLizJkyBDt7ePHjyulSpVSwsLCtNsmTZr0wTnNSenTp8977zds2DCd12PMmDHK1KlTtberVaum1K9fX3n27JmiKJq5+Tlz5lTmzJmjbdOvXz9lwIAB2ttqtVopVKiQ0r17d+1r4Ofnp9jb2yuHDh1SFEVR/vvvP6VAgQLa+X3Pnj1TChcurLx69UpRFM28eQcHB2Xjxo3KhQsXlCpVqihxcXHKkSNHlOzZs2vnby5dulSpUKGCth9FUZQZM2YkO/fz3b/dNWvWJHp+qlWrpjRv3lyJjo5WOnbsqKxbt05RFEVp3bq19rVVFEVxcnJSXF1dk31uhdAnR0dHpVChQkqfPn2Ub7/9VsmWLZsyY8aMRO3i4uKUfPnyKW3atFHCw8MVRVGUTZs2KSVLllSWL1+ubdesWTNl7ty52tsxMTFKnjx5tO+PTZs2KcuWLdPu9/b21vbXtGlT5fXr19p9Q4YM0X7WvHscRVGUwYMHKwsXLtTefvLkiVKyZEntvN/kYq5QoYL2Pu/rMzkTJ05U8ufPrzOP2MnJSenSpYv29vve1wlx9erVS1EUzefj0aNH39unm5ubAigvX77UbouPj1cGDBig1KxZUwkJCVEUJe3nwISY337tt2/frnzzzTfa66hiYmKU2rVrK3/99ZfOsa9evaq9z5EjR2ROcwaT6RlpYG9vr/139uzZE+1/d1vu3LkBzZxoS0vN4L6DgwN3796lZ8+e2nbFihXj4cOHqTp2Ujp37kzdunUBsLOzo1GjRpw6deqD9wMoUKBAom19+vRh27Zt2tH0Q4cO8d133wEQExPDvHnzcHFx0bbv2LEju3btQq1Wp6jP5OTMmVM7AmhmZkZ8fHyK7pfUvMHr16/z+++/s3nz5kTzhd/Vu3dv7dSQYsWKUaVKFTw8PLT7E17PZs2aabc5ODjw4MED7e1x48bRuXNn7OzstNsaNmyYovhT49mzZ/zyyy/069dPu61jx464u7vrxFuxYkWKFCmijTUiIgJHR0dtm3f/9szMzLC1teWrr77SvgYODg60b9+e6dOnA5oR4fr16+Pg4ABo5ulVrlxZ++tD7ty58ff3p0OHDtSrV48bN25gaWlJpUqV+Pbbb8mTJw8ArVu35u7du9oRt/dJ6Xsid+7cVK1aFRsbG/bs2UP//v3x9vbm8OHD732uhDC0ChUqsHHjRv744w8OHjyYZBtLS0ty5sxJnTp1yJkzJ6B5/z169Ejnmo5337fW1tY6n0+vX79mz5493Lp1C9D8ktWoUSPtvuXLlxMWFgZoprglnNvePc4///yDq6urzhzc4sWLU7VqVe2vWsnF/PZ58X19JidbtmxUqlRJe54BGDFiBLt27eKff/754Ps6Ia7atWsD4O3tTcuWLd/bZ4KZM2fy/fffM2HCBIYOHUqtWrU4f/689lfDtJ4DQfezNj4+nnHjxjFgwADt55e1tTXdunXTjkT/+OOPfPLJJ3z++efa+xniM0W8n0zPeEu+fPkoVKjQB2seP3z4kNKlS6f6+MWLF9f+29zcnMKFC2vfQAnb0ltyCDQJ261bt5g/f7423s8++yzNx+vQoQNDhw7F09MTR0dH7ty5Q7du3QC4desWoaGhnD17VjsdQlEUvvzySyIiInROvG+rVKkSvr6+7+336dOnFChQAGtra8qXL//B18XPz4/8+fNrk7EEERERDBw4kL1792q/TLzPwoULuXjxIrNmzcLGxoagoCDi4uIStXv39UxI6oODg7l58yYjR478YF/p5e3tjVqt5tChQ5w5cwaAN2/eJLqA591Yk9qWkr+9qlWrsmXLFmJiYjh//jz29vb89NNPOv28PbWpQIECOl8cEtqsX7+eP/74Q/thDiT5HKfHu3PDz58/j5WVFZs2bdJue/XqFeXKldNrv0KkVMOGDfH09NTeXrduHQMGDNDeTu/7tm/fvuzYsYPKlStTqFAhunfvzty5cwFNwtexY0fmz59PtWrVmDRpEnXq1EnyOCdPnsTGxibRubVo0aL89ddfOtveF19q+nyfqlWrApr3dERERIre1ym5VuRd48eP104bS0paz4Hv+ueff3j+/DlFixbV2V60aFH+/vtvwsLCOHPmjM51PsI4JGl+i5mZGV27dsXV1ZXIyMhk5zVv3LiR2bNnZ3B0KTd27FguXLjAli1b+PTTT7l///5723t6etK4ceNk9+fIkQMnJyc2b95M+fLltSOW8P9XF3/zzTfaeWuAdr5tcrp168aYMWPw9fVNdo7x9u3bGTp0KNbW1jg7OzNhwgQePHhA2bJlE7WNiIjQzrl9m6IoDBkyhEWLFtGkSRMURcHX1zfZLz0qlYru3bsTGRnJb7/9RtGiRTl69Oh7H0tyUvKrQHolPP/dunVL04dCaiVUajEzM8PMzIxSpUoxevToZNsn9Rz8888/fPvtt4wZM4aZM2fi7+/PvHnzkj1GaGgojx8/1n5QptS7fSf8WjF8+HCdL6tCGIu1tTUzZ87U3v7QQEJajn/hwgXOnz+Pp6cnq1ev5vHjx+zdu5eGDRvy7Nkzjh49yvHjx+nZsye2tra0a9cu0XFUKhUxMTGoVCqdak1RUVEp/gUQSFWf75MQg7m5eYrf14Y4H6f1HPiuhC8WkZGROtsTLgxNeI4z4jNFvJ9Mz3jHlClTsLOzY9myZUnuDwoK0pl2kFS5t5cvX+ollrQc+9y5cyxfvpytW7fy6aefAv//hjtz5oz2/m+PALzvosIEvXr1Ys+ePWzevJnOnTtrt1eqVIm8efPqjBiC5mLE91U/GDJkCBUrVtSOerwrJiYGf39/7c98Q4cOpUyZMsmW+vn111/Jnj07U6ZM0dk+b948evfuTZMmTQB48uTJex+vu7s7+/fvZ8eOHdpv/QnP3549e5K939vy5MnDZ599pr3w0JAaNGiAhYVFouf//PnzBunPx8eHevXqYW1tTePGjRP1GxcXx+XLl997jNGjR2svTrW0tNT50E14ji0sLLR/n69eveLGjRvaNu9Ov0np+61x48baVTTfZqjnSojUePz4sd4vSF28eDFPnjzhiy++YPLkydy4cUM7sv3dd99hZ2dH586dcXV1ZcWKFRw7dizJ4zRs2BC1Wp1o5TlfX1/thYIpkZo+38fHxweARo0aGfV9ndZz4LsqVapE7ty5Ey3S5evrS8WKFcmbNy8NGzbMkM8U8X6SNL+jYMGCHDx4kLVr17Js2TKdBDkgIIDJkyfrlD0rU6YM5ubmvH79GtDMMb1586b2NqCdC6y8VXdYURSd20ltK1KkCDly5NAeKzIyknPnzukc+937JcwVy5YtG4D2CuuYmBju3r2rfTzly5fXls15u0ZyUnEBfPnll+TIkYO///6b/Pnza7dbW1szb9481q9fr/15PTo6mm3btr137rCtrS0HDhzg7NmzTJgwQSfBDgsLY9y4cdp506AZ7d63bx9HjhzR+RkO4MCBAyxevJi9e/fqjILv3LkTDw8Prly5woIFC1iwYAHTpk1778/xYWFhWFlZaUcsnjx5gq+vLzExMdqTckpez4TKJKGhodptf/zxB6GhoamegqNWq5OdH16oUCHGjx/Pr7/+qt0WHBzMkSNHko0tpX+PAPv27dP+++7duxw4cEBb1u/777/nyZMnXLp0SdvG1dVV+7enKEqScYeFhWnbABw7dgxra2ud57h8+fLa0oD//fefzvSismXLat8DKpWKU6dOJXpek+q7Zs2aODs765RbfPz4MefOnUsUoxCGkNR7DDSDBGPGjNEOdCS0Tcv79u1tiqKwZs0a7T4bGxvtnNizZ8/qfBl9e9+7x6lbty5dunRhy5Yt2v3//vsv9+7d0xmo+FDMH+ozOdeuXdOOwqtUKhYuXMjAgQMpX758it7XyZ2LkpPUc52UtJ4DE/YlHN/W1pb58+frPL9RUVHs3buXRYsWafu6ceMGV69e1bZJOD9n1fKjpshM+dBfxUcqKCiIRYsW4ePjQ9GiRbGzsyNv3ryMGzcuUZ3m3377jYsXL1K2bFly5MjBgwcP2LlzJy1atGDcuHGMGTOG06dPU7lyZaZOnUpgYCArVqzA19eX1q1b8/PPPzN69GgOHz5Mnjx56Nu3Lz/++CMAf/75J7t376ZKlSran6GWLVtG7dq1+eOPP+jatStHjhyhWLFiDB8+nNGjRzN//nwuXbpEgwYNUKlUfPnll/Tp04e+ffvy/fffA5rR5dmzZ/P555/To0cPatasyaJFi/jll194/vw53377LTt27NB5nFOmTKFevXpJ/pS2adMmjh49SsmSJVEUhVGjRukksMmJjIxk+fLlnDp1iiJFimBnZ0fOnDkZNWpUkmWIAgMDWbp0Ka9fvyZfvny8fPkSa2trJk2apDP37NWrVxQvXjzJuqcvXrxItnRddHQ0U6ZM4dmzZ9SoUQNzc3OqVq3K+PHjGT58OKVKlWLatGlcunSJOnXqMH/+fDw8PFi/fj3BwcG0bt0ad3d3bGxs+OOPP9i9ezeVK1dGURTy5MnDlClT+Pzzz9m6dSvFihVL9nmJiYmhb9++BAUFcfbsWWJiYqhXrx4ODg5Mnz5dZ26b8r8Sbjdu3KBYsWJYWloyceJErK2t6dq1K4cPHyZv3rz079+fpk2bMmXKlBTFX7JkSTp37ky2bNmwtrbm6tWrDB8+nKZNm2r7vnv3LrNmzdL226hRI7755hu2bdvGjz/+yK1bt2jSpAkuLi7a5dn/+ecfJkyYQLVq1cifPz8VKlTg0KFDBAQEMHXqVGrVqoVKpcLFxQVLS0vKlCnD1KlTtX16eXmxYsUKatasSXx8PAUKFGDSpEl8/vnnbNy4Ufteyps3L46Ojqxbt077i0VcXBzTp08nKCiIfPnyYW9vz8SJE2W6hjCohIGY48ePY2NjQ/v27bG0tEStVhMcHMzFixd5+fIlXl5elChRgkGDBnHkyBFKlSrFqFGjKFiwIPPmzeOff/6hadOmrFixgpUrV7J7925Ac93JDz/8wPDhwzly5AiVK1dm3rx53L59G5VKRWxsLNmyZePZs2cMGzaM8uXL07FjR22Jy7i4OOLi4pgxYwZPnjxJdJy2bdsSFxfHnDlzCA0NxdzcnIiICCZMmEC5cuV4+vTpB2NetmwZc+bMSbLP9y3QNXPmTE6cOME333yDmZkZDx48oGTJkkydOlV7v+Te1y9evNDGVbJkSZo0acKGDRuS7Ss0NJTBgwfj6enJ8+fPqVKlCs2aNdOZs/yutJwDe/Xqxf79+8mRIwcjRoxg8uTJAGzduhVPT09y5crFq1ev6NKlC19//bW2r3/++Yd58+bx2WefYWlpSfXq1enYsSPlypVj0aJFfPXVVyn+mxRpI0mzECJJJUuWZObMmdpayUIIkdFmzpzJ6dOnUzSNUAhDk+kZQogkyfdpIYSxyXlImBJJmoUQOp4+fco333yDn58fc+bMYeXKlcYOSQjxEZo8eTK//vor3t7edOjQQe9lKYVILZmeIYQQQgghxAfISLMQQgghhBAfIEmzEEIIIYQQHyBJsxBCCCGEEB/w0RcnjY+P5+rVqxQqVCjRSmNCiI+HWq3mxYsXVK9eXeo2G5FarebZs2fY2dnpfYU8IUTmoCgK4eHhFC1a1KRys4/+k+Hq1avUqVPH2GEIIUzEpUuXqF27trHD+Gg9e/aM4sWLGzsMIYQJ8PPzw8HBwdhhaH30SXOhQoUAzQdlSlawA3BxccHNzS3FfRiyvSnFktr2phRLatubUiypbS+xJO358+fUqVNHe05IrYsXL1KkSBGKFStGQEAAfn5+1KtXL03H+pjZ2dkBmg9Le3v7FN3H2dmZnTt36r2todubUiypbW9KsaS2vSnFktr2phRLatunpm1YWBjFixfXng9MxUefNCcM+xcpUiTF32ayZcuWqm8+hmxvSrGktr0pxZLa9qYUS2rbSyzvl5KfAiMiIujbty/Lli3TLve+du1aNm3aBECtWrXYtm1bqvoVGglTMuzt7VOcNFtZWRmkraHbm1IsqW1vSrGktr0pxZLa9qYUS2rbp/bYgMlN0frok+aM0K1bN4O1T+2xU0ti18+xU+tjid2Qj9NQNmzYwJMnT9i7dy9LlizRbi9ZsiRPnz5FrVab1M+JQpeh/+YM+TcqseuvvSGPLbFnYcpHzs/PTwEUPz+/FN+nbdu2BozIsCR245DYjSM1saf2XAAovr6+2tszZsxIZXRZi6urqzJnzhxl48aNyvr16xVFUZRLly4po0aNUjZu3KgMHDhQefjw4QePExoaqgBKaGhoivvOrH+jmTVuRZHYjeVjiT0t54GMICPNQgihB5GRkbi5uWFjY8PJkyeZMGECFStWNHZYGeLXX3/l4cOHLFy4kAcPHlCrVi169OhB586duXjxIoUKFaJcuXK4uLhw+vRpY4crhBBpIklzGmTmnyMkduOQ2I0judjd3d1xd3fX2RYVFZWuvjp16kTdunUBKFiwIE5OTty+fdukyiUZQkxMDJMnT+bq1asAfPrpp1y/fh1PT0/s7e21F1bWqVMHb29vXrx4keaLLZOTWf9GM2vcILEbi8RuXGaKoijGDsKY/P39KV68uMmVNRFCpE9CEpwtW7YUtU/tucDMzAxfX19KliwJaGq+J9R3fvToEaVKleLq1at8/vnnaYo/s/Dw8KBZs2acOHGCoKAgbty4Qbt27bh58ybbtm3TGVkuUKAAO3fupFmzZskeLywsjFy5chEaGprqi4aEEFmDqZ4HZKRZCJHlPHr0iA4dOlCjRg3WrVtn8P68vb1p3rw5QUFB2NraEh4eDoC1tbXB+za258+fA5rH2rVrV9q0aUP58uUZNGgQtra2Om1tbW0JCQlJ0XGdnZ2xsrLS2datW7csMVqlL2q1Qnh0PMFvYgmJiiMsKo6w6DgiY+KJjFHxJjaeqDgVUbFqYuJVxMSriYlXExuvIjZeTbxaITZejUqtEKdWUKnVxKsU1IqCSq2gVvjf/xUUBdSK8r//NItP/P82TTyKoqAAKKC8fRtIGJ5L2JLUcF2SI3jvGdZT3rdTmBxbKwtuzmyZaHtSv/zFxcVlVFipIkmzECJLOXXqFM7Oztjb2zNixIgM6dPBwYEJEyZok0QvLy8aNGjAZ599liH9G1OuXLkAtAvC5MyZE7VaTYECBXj3h8yIiAjy58+fouPu3LnTpEaYjCE6ToVvUCSPgiJ5/PoN/sFvCAiN5nloNC/DY3gdGUu8OunEMZuVBTlsLLC1SvjPHBtLC2wszbG2NMfS3Jzs1uZYWphhZWGOpbkZFv/7z9zMTHvb3NwMczOwMDPDzMwMM+2/0d42I+H/6NwG3ZJhCf/S7nsr3ndLiyVVaUwvxcdMrITZx8TSPOnnPqkvwwkjzaZGkmYhRJagKApLly5l0qRJfPnll7i7u5MvXz699+Pu7o6npycA33//PY0bN2bYsGHUqFGDJUuWoFKpuH//Pvv27dN736aoevXqmJmZoVKptNvMzMwoVqwYgYGB2m0xMTGEh4dTokQJY4Rp8mLj1dx8GsKVxyHceBrKrWehPAqK1I7i5rSxxCFPNormzka14rkpkNOG/HY25MthTe7sVuTOZo19NkvsbK3IaWOJRTIJihAi7SRpFkJkepGRkQwYMIAdO3bw/fffM3fuXCwsLAzSV8KoyNq1a3W2t23blrZt2xqkT1NWtGhRHB0d8fLyomXLlrx8+RIzMzOaNGlCYGAg/v7+ODg4cObMGWrXri1J81v8g99w6k4gp+4G4uP7mqg4FdmsLKhU1J7GZQswsFFpyhbMSan8Ocibw9rkFnoQ4mMjSbMQIlN7+PAhTk5O/Pfff+zatYvOnTsbO6SPzqZNm5gxYwa3b9/m4cOHHDhwgFy5crFp0ybmzZtHvXr1OHPmjKySCIRHx3HwxnP2/u3P5cfBWFmYUbdUPkY3L0u90vmoVNQeS4usXXFFiMxKqmf874r55s2bky1bNrnQRIhM5NixY3Tr1o18+fKxb98+KleunOZjSSUd02CqV82n17OQKNy8fNlxyY/I2HgalS1AhxrFaFqhIPa2Vh8+gBAfEVM9D8hI8/+4ubnJB6UQmYSiKCxYsICpU6fSqlUrtm3bRu7cuY0dlhCJhLyJZfVf/7L5wmNsrczpWb8EfeqXpHAu2w/fWQhhUiRpFkJkKuHh4bi4uLB3715++OEHZs6cmeUXEBGZj6Io7Pnbn7mH7hCvUjO82af0b1iKHDbysStEZiXvXiFEpnH//n2cnJzw8/Nj3759tG/fPvnGBw5A3rzwxRcZFp8QAIFh0Xz/+03+uhtIhxrFmNyqIgXsbIwdlhAinWR4RgiRKRw8eJDatWujUqm4dOlS8gmzSgU//ADt2sHmzRkaoxBXnwTzzapz3HwaimvvWizr8rkkzEJkETLSLIQwaWq1mjlz5jBz5kzatWvHli1bkr8w5PVr6NEDjh+H+fNh0qQPHj9hNaqEZbeFSKs/rj5l4t4bVC5qz6+9akmyLEQWI0mzEMJkhYaG0qtXLw4ePMjs2bOZOnVq8vOXr1yBjh0hPByOHIEWLVLUR0LFnITqGUKkxfaLT5iy7yYdazgwv0NlbCwNUydcCGE8kjQLIUzSnTt3aN++PS9evODAgQN88803yTd2c4OhQ6FKFTh9GmQBDZGBEhLmvg1KMqPtZ7IIiRBZlMxpFkKYnN9//506depgZWWFj49P8glzTAwMHgz9+kGvXnD2rCTMIkMdvPGMKftu0qd+CUmYhcjiZKRZCGEyVCoV06dPZ/78+XTq1Ak3Nzdy5syZdGM/P+jUCa5fB1dXGDAgY4MVBuXs7IyVlZVJLzj1z9NQxu++zrefF2Vmu0qSMAuRTgnXmMTFxRk7lCRJ0iyEMAnBwcF0796dY8eOsWDBAiZOnJh8EnLqFHTtCtmza0aXa9fO2GCFwe3cudOkVgJ7V1BEDIM2X6ZsQTsWdqwqCbMQepDwJTlhRUBTk+qk+fXr17i5uXH48GH+++8/zM3NsbS0xM7OjmbNmtG1a1dq1qxpiFiFEFnUP//8Q/v27Xn9+jVHjhyhZcuWSTdUFFi8GCZPhi+/hO3bIX/+jA02C4iPj+fPP//k8OHD3Lp1i5CQEOzt7XFwcODLL7/EycmJokWLGjtMk6UoCmN2XiNWpfBb75rYWslFf0J8DFKVNP/888/4+PjQtm1bdu3aRb58+bT74uPj8fHx4Y8//mDdunXMnTtXZ78QQiRl9+7duLi4UKZMGY4fP07p0qWTbhgWBi4u8PvvmqR5zhywkGQltQ4ePIibmxsNGzZk2LBhFC9enLx58/LmzRtevnzJpUuXmD59OoULF2batGnY2spyz+9yv+TH2QdBbOpXhyK5shk7HCFEBklx0rx06VIaN27MsGHDkj6QpSX169enfv36hIeHs3z5coYNG0Z+GQUSQiRBpVIxZcoUFi1aRLdu3XB1dSVHjhxJN75zB5yc4Plz+OMP+PbbDI01q9iwYQO5c+dm7969ifbZ29tjb29PmTJl6NatG76+vsyfP58pU6ZI4vwW/+A3zDt0G+daxXEsV8DY4QghMlCKk+Y+ffqkOAG2s7Nj+vTpvHr1Ks2BCSGyrlevXtGtWzdOnTrF0qVLGTNmTPJzQnfv1owwlywJPj5QrlyGxpqVNGrUiLJly6aobalSpZg2bRrPnz+nhFQkATTTMib/fhP7bFZMbVPR2OEIITJYikvOvZswe3p6Jmrz888/69yW6RlCiHddu3aNWrVqcfXqVU6cOMHYsWOTTpjj42HcOOjSBdq0AW9vSZjTKamE+dixYxw+fBjQTN14m7W1tSTMbzl5J5CzD4KY51QZe1srY4cjhMhgaa7TPGvWLJ3bnp6ezJw5M73xGI2Liwvt2rXD3d3d2KEIkWVt27aNBg0akDdvXi5fvkyzZs2SbvjiBTRvDitWwPLl4O4OyZWeE2k2depUfv31V65cuQJAjRo1cHV1NXJUpilepWbh0bt88Wk+mpYvaOxwhBBGkOak+e7du2zbto34+HgmT57MsGHDqFy5sj5jy1Bubm7s37/fZOuBCpGZxcXFMWbMGHr27Ennzp05d+5c8iOYFy5AjRpw9y789ReMHg1Szssgihcvzu+//06VKlUAKFq0qJROS8buv/35NzCCya0qynMkxEcqzXWa79y5w6VLl6hduzZNmjTh8uXLREZG6jM2IUQWEBgYSJcuXfDy8mLlypUMHz486aRDUeDnn2HMGKhTB3btggwoe5ZQTD8qKsrgfZkac3PNuMnbr8fDhw+NFY7JehMbz7IT92n/eVEqFzO92rFCiIyR4qRZrVbj7++vs61cuXJ07dqVhg0b8ubNG2bMmMHq1av1HqQQInO6fPkyHTp0ICYmhr/++otGjRol3fDNGxgyBLZsgREjYMkSsLbOkBgTiun7+/tTvHjxDOnTVAQGBjJ58mRiY2N5+vQpR44cSX7KzEdsm/cTQt7EMq5FeWOHIoQwohQnzeHh4ZQuXTrJD5VffvkF0JyAJWkWQgBs3LiRIUOGUK1aNfbu3YuDg0PSDR8+hI4d4d492LoVevTI2EA/YlOnTmXp0qVs374dT09PBgwYwODBg40dlkmJV6lx8/KlbbWiFM+b3djhCCGMKMVJc65cuZg0aRLz5s1Lts3cuXP1EpQQIvOKjY1l7NixrFmzhv79+7NmzRpsbGySbnz4sCZJzpdPUx2jatWMDfYjZ2Zmxvjx4xk/frx228WLF6lbt64RozItR/4J4FloNP0bljJ2KEIII0vVnOZ3E+bo6Ght0fsnT54wbdo0/UUmhMh0AgIC6Ny5MxcvXuSXX35h0KBBSc9fVqth9myYNQvatoXNmyF37gyP92O3efNmndsqlQo3N7ckS4p+jBRFYd3ZhzQok49KRWUusxAfuzRfCDhmzBjOnTuHj48PAM+fP+fSpUt06tRJb8EJITIPb29vOnbsiKIonD59mgYNGiTdMDhYM7p89CjMnatZEts8zYV8RDpMmDCBr7/+GnNzc9RqNTdv3qRmzZrGDstk/P04mOv+oWzoW8vYoQghTECak+ZKlSoxefJk7e26dety7949vQQlhMhcfvvtN4YPH07t2rXZs2cPRYoUSbrhtWvQoQOEhsKRI9CyZYbGKXTNmTOHQYMG6Wxzc3MzUjS6nJ2dsbKy0l6oaQxuXo8oXSAHTcpJXWYhMkJCNaO4uDhjh5KkNCfNERERFCyoeyJ58uRJugMSQmQeMTExjBgxAldXV4YOHcpPP/2EdXJVLzZvhsGDoWJFTf3lkiUzNFaR2LsJM5D8/PMMtnPnTuzt7Y3Wf+ibOE7cfsHEr8tjbi51mYXICAlfksPCwsiVy/SmRKU5aX7x4gXjxo2jRYsWKIrCwYMHsbKSZUWF+Fg8ffqUjh07cvXqVdavX0+/fv2Sbhgbq6m9/PPP0Lev5v/ZsmVorCJps2fP1rkdGxvL8+fP6d69u5EiMh0Hbz4jXq2mXTXD1woXQmQOaZ5IOHv2bCwsLOjZsyc9evTAysqKhQsX6jM2IYSJOnfuHDVr1uTp06ecPXs2+YTZ3x8cHWHdOvj1V9iwQRJmE7JlyxZUKhWKoqAoCnnz5mX+/PnGDssk7LvylEZlC1DQ3tbYoQghTESaR5qtrKxYtGgRixYtQqVSsX37dp49e0ZJ+clViCxLURR+/vlnRo8eTYMGDdi1axeFChVKuvHp0+DsrFmk5OxZzSp/wqQsXryY9u3bGzsMk/P4VSSXHwezouvnxg5FCGFC0nXJenh4OE+ePOHp06c0btxYRpqFyMKioqJwcXFh+PDhDBs2jJMnTyadMCsKLF0KzZtD5cpw5YokzCkUHR1NQEAAb968yZD+kkqYd+7cmSF9m7J9V5+Sw9qCFp8VNnYoQggTkuaR5mPHjtGrVy/MzMzInj07QUFBDB8+XJ+xCSFMxJMnT+jQoQO3bt1iy5Yt9OzZM+mG4eHQvz/s3g0TJ8K8eWCZ5tNMhki4WjsqKsoo/d+7d4/Vq1dz7tw54uLiyJ07N2/evCE+Pp7y5cvTtWtXOnbsqJe+wsPDGTVqVLL7FUXhwoULODs766W/zEhRFPZdfUrrKkXIZm1h7HCEECYkzZ9m586d49mzZ2zfvp3evXsTHR3Njh079BlbhnJxcSFbtmxGLW8khCny8PCgS5cu5MiRAy8vL2rUqJF0w7t3NeXk/P1hzx7N0tiZQMJ73t/fn+LFi2dYvyqVitmzZxMdHY2LiwsrV65MtBDM8+fPOXz4ML1792bmzJmULl06XX1aW1tz+/ZthgwZkvSiM4C/v3+6+sjsbj8P4/GrN8xtX9nYoQghTEyak+YKFSpgaWlJeHg4z58/p0iRIhQoUECfsWUoNzc3HBwcjB2GECZDURRWrFjB+PHjadKkCTt27CB//vxJN967V1MZo3hxuHQJKlTI0FgzowULFtC/f38++eSTZNsUKVKE/v37a5Pq9u3bp+u6ERsbG5YvX079+vWTbVPhI3/t/roTSE4bS+qWymfsUIQQJibNc5r/++8/WrRoQaVKlejTpw+HDx/m8OHD+oxNCGEkb968oWfPnowZM4YxY8Zw9OjRpBPm+HiYNAk6dYJWrSRhToXx48e/N2F+m7m5OaNHj05+0ZhUeDdhPn36NP3796d3796cPXuWunXrpruPzOzU3UAal8uPtaWsUimE0JXms8KQIUNwdnbmiy++wMnJicmTJ9O8eXN9xiaEMAJfX18aNGjAH3/8wY4dO1i8eDGWSc1LDgyEFi00F/0tWQI7d0LOnBkfcCaVkkVEtm/fnur7pMb27duZMWMG+fPnJ3fu3IwbN449e/botY/M5GV4DNf9Q2hWIZmKMEKIj1qap2cULFiQ/v37AzB06FCGDh3K/fv39RaYECLjnThxgq5du5I7d24uXLhA1apVk2548aJmdDk2Fk6d0tRiFqmyZcsWPDw8kt2vUqk4d+6cQRcauXXrFmfOnNHeVhSFmTNn0qlTJ4P1aco87gUC0LR85p1qKIQwnBQnzXFxcVy4cOG9bdasWSPlioTIhBRFYfHixUyePJkWLVqwbds28ubNm1RDzSIlI0dCrVqaKhnFimV8wFnA7du3KVOmjPZaCi8vL8qUKUPO/43WBwUFYWtr2IU1Pv/8c53bZmZmlCtXzqB9mrJTd15QvXhu8uU0jaXEhRCmJcVJc3R0NG3atKFmzZrJtrlz545eghJCZJyIiAj69evH7t27mTx5MnPmzMHCIolSW1FRMHQobNoEw4bB8uWahUtEmrRr105nfnG2bNno0qWLTpvdu3cbNIawsDCio6O1yXlkZCQxMTEG7dNUxcSrOPsgiO+afmrsUIQQJirFSbOdnR1z5sx5b43PtWvX6iUoIUTG+Pfff3FycuLRo0fs3buXDh06JN3Q11dTQu7uXdi8GXr1ythAs6B3L8hLqk60vhc5mTlzJps3b9bejo6OZty4cVj/78tPdHR08kuiZ3EXH77mTayKLysWNHYoQggTlao5ze8mzHFxcXh7exMfH0/jxo0ZOnSoXoMTQhjOkSNH6N69OwUKFODixYt89tlnSTc8ehS6d4fcueHCBahWLUPj/Fhcv34dDw8PGjRogI2NDV5eXnh7e9OnTx+99aFWq9m0aVOKq3YYk7OzM1ZWVhlWO9/rvyAK2tlQvpCdwfsSQiQtYbGpuLg4Y4eSJDNFUZS03PHhw4e0bt2a4OBgoqOjKVq0KMePH8/QxQH0IWFBAz8/P6nTLD4KarWaH3/8kR9++IE2bdqwZcsWcuXKlVRDzYp+M2Zoyslt3Qp58mR8wBnE2OeCwMBA2rRpw99//425uTlVq1blwIEDFC1aVG99vHjxIumlz01IWFgYuXLlIjQ0FHt7+wzrt/0aL4rnzc6qbtUzrE8hRNKMdR74kDSXnFu2bBmHDh3ixYsXhIaGsnPnTpYtW6bP2IQQehYWFkanTp2YNm0aM2bM4I8//kg6YQ4JgW+/1STMM2bAgQNZOmE2BQULFuTSpUtcv36dq1ev8vfff+s1Yb57926qlwo/evSo3vo3ZZEx8fzzNJS6pZK4+FUIIf4nzUlznTp1KFOmjPZ21apVqSY/2wphsu7du0fdunU5deoU+/fvZ8aMGZibJ3EKuHFDUxnj3Dk4eFCTNCfVLotwd3enXbt2uLi4GDUOf39/unXrxpYtW6hcuTK//PILjx8/1tvxK1SowP79+3F3d+dDPzAGBgYyffp0kx+V1pcrT4KJVyuSNAsh3ivNdZqtrKwSbTMzM0tzIJMmTaJNmzY0atQIHx8ftm3bRvXq1fHy8mLy5MmUKlUKIM37hPiY7d+/n549e+Lg4ICPj0/yZcW2boVBg6BcOTh+HEqXzthAjSBhzmzC9AxjmTNnDt26dSMsLAzQLCC1evVqhg8frrc+Ro4cyYkTJ2jXrh3Fixendu3aFCxYkGzZshEcHMyTJ084e/YsBQsW5IcffqDYR1JO8JLva/LlsObTgrI4jxAieSlOmo8cOYKPj4/29rVr1/jrr7/I87+fbF++fEnLli3TFMTZs2fZuHEjrVq1IiYmhs6dO3Px4kUKFSpEuXLlcHFx4fTp02neJ8THSq1WM2vWLGbPno2TkxObNm3Czi6JC51iY2HcOFi9Gnr3hrVrIXv2jA/4I9akSRPatWvHn3/+qd2WZOm/dPrqq6/46quvuHnzJqdOneLWrVtERERQoEABKlSogKurK/ny5dN7v6bs4sPX1CmVN10DP0KIrC/FSfPp06cJDg7Wjjy8OxUjR44c/Pfff6kOICwsjOvXr1OxYkUAPD09sbe31/4sWKdOHby9vXnx4gU3btxI076P5SdGId4WEhJCr169OHToEPPnz+f7779POil49gw6dwYfH/j5ZxgyBCR5yHD37t1DrVZrX6MXL15w/fp1g/VXpUoVqlSpYrDjZxbRcSqu+YUwuXUFY4cihDBxKU6amzVrxldffZX0HMh0cHV1Zfjw4ezZsweAR48e6axEZmFhgZ2dHbdu3UrzPkmaxcfm1q1bODk58fLlSw4dOkSrVq2SbujpCV26gKWl5t/16mVsoEKrcePGVKxYkezZszNv3jweP37M4cOHjR1WlnfNL4RYlZq6pT6u0XUhROqlKGl+9epVqqdeBAUFkT9//ve2OXDgAC1btsTG5v+XLE1q6VhbW1tCQkLSvC8lXFxcyJYtm862jKoPKoQ+7d27lz59+lC6dGkuX76sc8GulqLATz/BhAnQqBHs2AHy5dKomjVrxokTJ/jjjz+wsLCgU6dO8oU/A1x8+Bp7W0vKF5b6zEKI90vxSPPcuXMZM2YMOXLk+GDbS5cuce3aNQYNGpRsm2fPnhEcHEzbtm11tufKlSvRld0RERHkz5+fgICANO1LCTc3N6nTLDI1lUrFtGnTWLBgAV26dGHDhg1Jv18jImDAANi5E8aPhx9/1Iw0C6OaOnUqbdq0YeTIkcYO5aPi8+g1tUvmxcJcpiQJId4vRZ+U+fLl47vvvuP7778nb968fPPNN9SoUQPLtz5og4ODOX36NAcPHqROnToMHjz4vcc8duwYAQEBLFiwAID79++zfft2vv32WwIDA7XtYmJiCA8Pp0SJEsTHx+Pq6prqfUJkda9fv6Zbt26cPHmSRYsWMX78+KTnL9+/Dx06wOPHsHs3dOqU8cGKJAUGBib64n7x4kXq1q1rpIiyPkVRuPk0lAENpcqSEOLDUjy8lCdPHlatWsXly5dxd3dnyJAhREZGolKpsLS05JNPPqF169YsWrQoRVdev1sT9ZdffqF79+40bNiQQYMG4e/vj4ODA2fOnKF27dqUKFGCYsWKERgYmOp9QmRl169fx8nJidDQUI4ePcpXX32VdMN9+6BPHyhaFC5dgv9dfCtMg6OjIx4eHtSuXVv7C8HatWszXdKc0vKhpsDvdRShUXFUdkhigR8hhHhHqn+TrVWrFrVq1dJbAP7+/qxcuZKAgACWLl3Kmzdv2LRpE/PmzaNevXqcOXOGbdu2aYK1tEzTPiGyKnd3d/r370/58uU5depU0glJfDz88AMsWAAdO4KbGyRVdk6kWEREBH379mXZsmV88sknQPrrxA8dOpQ8efLolJkLDAxk48aN+g5fa+HChRQoUIAePXrQq1cvQkNDmTJlCo6Ojmk6XkrLh5qKm09DAahSTJJmIUQKKB85Pz8/BVD8/PyMHYoQKRYXF6eMHTtWAZSePXsqkZGRSTcMDFSUL79UFHNzRVm0SFHU6owNNBNJ6blg/fr1yowZMxRA8fX1VRRFUaKjo5USJUooAQEBiqIoyvnz5xVHR8dU9T9p0qRE2+bMmZOqY6TW6tWrFbVarcyfP1/p0qWLoiiKsmzZsjQdKzQ0VFm1apXi6OioeHh4KMePH1eqVKmi3R8fH6/Y2Nhon6P3HQdQQkND0xRHasw/fFupN/+kwfsRQqRORp4HUiPrro0rRBYVFBREy5YtWbFiBT/99BObN28me1ILkfj4QM2ammWxT57UVMqQ+svp1q9fP2bOnKmz7X315VMq4fqOt02bNi1dsX5I0aJFMTMzw8PDg759+wKkuWKHq6srAwcO1N5+XxlQU/HP01AZZRZCpJhcMi9EJnLlyhWcnJyIiori1KlTSf+Mriiwbh0MHw6ffw5794JUhjGo1NaJv3PnDo8fP+brr79O0fETLnQeOnSo3mIGzfQPX19fLl++TMOGDYmNjeX169epPk5qy4emhLOzM1ZWVjrb9FkGVFEU/nkaJhcBCmFk7u7uuLu762yLi4szUjTvJ0mzEJnEli1bGDRoEJUrV+b333+nePHiiRtFR8N338GGDZqV/X76Cd5KZIRGUifpqKioNB8vtQlixYoV8fPzY+LEiQwZMoTSpUsne+z9+/dz9OhR5s+fn+b4klO9enVGjhyJq6srgYGB/PDDD0n/avEeaSkfmhI7d+7E3t4+VbGkhlwEKIRpSOrLcFhYGLlymd57U5JmIUxcXFwc48aNY9WqVbi4uPDzzz8nStAAePRIU0Lun380F/v97+d2kVhSJ2l/f/+kv4ikQFoSxBYtWlC9enXmzJnD9evXKVmyJAULFiRbtmwEBwfz5MkTwsLC6N27N2vWrEm6hGA61alThwMHDmhvb9++nUuXLqXqGGkpH2oKbjwNAeQiQCFEyqU6aY6JieHmzZuULFlS+4Hw6tUr4uPjZfUqIfTsxYsXdOnShfPnz7NmzRqGDh2adPJ0/Dh066apinH+PNSokfHBfsQqVKiQpjrxBQoUYOXKlSiKwvXr1/H39yciIoICBQpQvnx5gy+4FBUVxbFjxwgLC9Nu27p1K8ePH0/xMdJSPtQU3HwaStFctuTPKb/ECCFSJlVJ882bN2nRogUvXrzAxsaGxYsXM3z4cAB2797NrFmzePnypUECFeJjc+nSJTp06IBKpcLDw4OGDRsmbqRWa0rJTZsGLVrAtm2QgjrpQr8aN26crjrxZmZmfP7553z++eeGDfQdPXr0QKVS6czHfvz4cZqOlZryoabgn6ehVJZRZiFEaqSm1Ebr1q2VJUuWKDdv3lQOHjyoODo6KitXrlQURVGeP3+umJmZ6b28h6FJyTlhitatW6dYW1sr9erVU54+fZp0o5AQRfn2W0UBRZk+XVHi4zM0xqwmpeeC7du3K0OGDFEAxdnZWVmzZo2iKIpy4sQJZciQIcrGjRsVFxcX5b///suIsNNl06ZNibZt27bNCJH8v4woNaVWq5UqM44qK0/eN1gfQoi0M9WSc6kaaa5WrRrjxo0DoHLlynzzzTfMmjWL/fv3U7duXYPMuRPiYxITE8Po0aP55ZdfGDx4MCtWrNCpSKD1zz/g5ARBQXDgALRpk/HBfqQS5kOvXbtWZ3vz5s1p3rw5AH369DFGaHrx9qhzVvU0JIqw6HgqFTPchYZCiKwnVUlzwYIFAc0He8IH+YwZM9i0aRNeXl76j06Ij8izZ8/o1KkTf//9N66urgwYMCDphu7uMGAAfPopXL4MZcpkbKAiy3j48CFt27alRo0a2pUIDx48mOJSeJnVg8AIAMoVkpUxhRApl6rFTT777DOWLl1K7ty58fHx0W5PGFV5e/lXIUTKnT9/npo1a/LkyRM8PT2TTpjj4mD0aOjeHTp0gAsXJGEW6fL7779TvXp1zM3NURRF+19W9++LCLJbW1A0VzZjhyKEyERSNdLcokULPvvsM8qVK5fogpUOHTrg6empz9gylIuLC9myZdNr8XwhPkRRFH799VdGjhxJ3bp12b17N4ULF07c8Plz6NIFvL1h9WoYNkxW98uCQkJCCAkJoWTJkgQEBCT9t6BHCxYsoHXr1jrb6tWrZ9A+TcGDwHA+LZgTc3N5DwkhUi7VJeccHBxwcHBApVIRGBhIgQIFtHOZM/PJ1s3NzeDlnYR4W3R0NMOHD2f9+vUMHz6cpUuXYm1tnbjhuXPQuTOYm8OZM9CgQcYHKwxuz549TJw4kTZt2rBy5UouXbqEmZlZokVD9Kl169bcvXuXTZs2ERsbS+/evWnZsqXB+jMVDwIj+LRgTmOHIYTIZFI1PQM0Bfu/++478ubNS5EiRciZMydDhgzRqfMphHg/Pz8/GjduzNatW3Fzc2PVqlWJE2ZFgZUroWlTKFcO/v5bEuYs7MaNG9y7d48vv/wSgHbt2uksDmIIJ06coG/fvgQEBPDixQt69uzJ0aNHDdqnsSmKwr8vIihbUOYzCyFSJ1UjzZGRkTRq1IjChQszceJE8ufPj7+/P8eOHeOLL77g4sWLqV6CVYiPzZkzZ+jSpQs2NjacO3eOWrVqJW4UGQmDBsH27TB2rKYWs5VVxgcrMky5cuWweuc1fv36tUH7/Pvvv/H29tbeVhSF2bNnZ+kLAV+ExRAeE09ZGWkWQqRSqpLmxYsXM336dJycnHS2z5kzh82bN/Pjjz8yZ84cvQYoRFahKAqrVq1i7NixNGrUiF27dlGgQIHEDR880Fzo5+sLO3aAs3PGB/sRcXd3x93dnaioKKPGce3aNQoUKMDr16+5c+cOR44c4dmzZwbt890paWZmZhQrVsygfRrbg8BwAJmeIYRItVRNz7C1tU2UMCfo3bu31GkWIhlRUVH06dOHUaNGMWrUKE6cOJF0wrx/P9SqBbGxcPGiJMwZoFu3buzfvx83NzejxjFlyhRWrVrFgAEDqFq1KpcvX2bu3LkG7fP+/fvEx8drb8fGxvLo0SOD9mls/wZGYG1pTvG88quoECJ1UjXSnOSH/Fuy+giFEGnx+PFjnJycuHv3Ltu2baN79+6JG6lUMGMGzJsH7dvDxo2QS5b4/Zhky5aNgwcPEhoairm5OXZ2hp9z26lTJz7//HMKFy5MTEwMT58+ZefOnQbvNyWcnZ2xsrLSe0WjB4ERlCmQEwupnCGEyUn45S8uLs7YoSQpVUnzy5cv07VfiI/NqVOncHZ2xs7OjgsXLlCtWrXEjV690tRePnkSfvwRJk2ScnIfodq1azN9+nS6dOmSYX1WrVqV06dP8+effxIZGUmHDh1MporQzp07sbfX/4p9mosAZWqGEKYo4UtyWFgYuUxw4ChV0zPevHnD/v37k9y3c+dOYmJi9BKUEJmdoigsXbqUFi1aUKNGDS5fvpx0wvz331CzJly5AseOwfffS8L8kRo0aFCihPmXX34xeL/58+enf//+jBw5EgcHB7Zv327wPo1FURTuB4ZL0iyESJNUjTRPnDiRhg0bsmHDBpo0aUKuXLkIDAzk2LFjvHz5kosXLxoqTiEyjcjISAYMGMCOHTuYNGkS8+bNS3q1zPXr4bvvoGpV2LMHPvkk44MVJsPX15dmzZpRu3ZtcuTIAcC+ffsYMmSIXvsZOHAggwcPplatWjg5OREaGqrdpygKd+/eTXoKURbwKjKWkDdxlC0kSbMQIvVSlTTnzJkTT09PJk2axPTp04mIiMDW1pYePXqwb98+KTcnPnoPHz6kffv2PHz4kF27dtG5c+fEjaKjYeRIcHWFgQM1tZhtbTM+WGFSTp06Rfv27bGwsNAuZW1pmer1pz7I3t5ee1xFUZg2bZr2S52iKKxZs0bvfZqKBy8iAPhUajQLIdIg1Wdke3t71q5dy6pVqwgKCqJAgQJJj6IJ8ZE5evQo3bp1I3/+/Hh7e1O5cuXEjZ48gY4d4eZNWLcO+vfP+ECFScqoJa2XLl2q/feyZcsoXbq0zv5ChQrpvU9T8e/LCCzNzSiRTwZ4hBCpl6o5zdu2bWPz5s1s3ryZw4cPU7hwYUJDQzl16pR2ZESIj42iKPz444+0bt2aBg0a4OPjk3TCfPIk1KgBgYGapbElYRZveTdhBnj16pVB+7xw4QJ79uxBURQmTZpEly5dUKvVBu3TmJ68iqR43uxYWaR6MVwhhEjdSHPhwoXp27cvU6ZMoUmTJgDkzZuXkiVLsmrVKvr376+diyfExyA8PBwXFxf27t3LtGnTmDVrFubm73wgKwosXAhTp8KXX2pW+cuf3zgBC5PVr18/ndsqlYpz584ZdH6xr68vI0aM4Oeff+bKlSvs3buXn3/+mUqVKhmsT2N6/OqN1GcWQqRZqpLm//77jwsXLiQqSVSmTBkGDx7Mpk2bGDRokF4DFMJUPXjwgPbt2+Pn58e+ffto37594kZhYdC3L+zbp0maZ80Cmc4kknDt2jVGjBiBubk5arWaGzduGPx8WrlyZXLlysWRI0f47rvvsLe355MsfEHqk9dvqFUyj7HDEEJkUqlKmsPCwpKt4WljY2P0ZWjTw8XFhWzZsum9kL7Img4ePEjPnj0pXLgwFy9epGLFiokb3b4NTk4QEAB//AHffpvhcYrMY9myZdpf8BJs2bLFoH2GhIQQFhbGhQsX2LhxI6A5z2dFiqLg9/oNHWuYRh1qIUTmk6qk+UN1mCMiItIVjDG5ubmZTFF/YbrUajVz585lxowZfPvtt2zevDnpBRh27YJ+/aBUKbh8GcqWzfhgRYokrEBl7C/97ybMgM4S14ZQuHBhWrVqxYwZMwgNDWXw4MFYWFjovcydKXgdGUtkrEqmZwgh0ixVSbOvr2+y+xRF4b///kt3QEKYqtDQUHr37s2BAweYPXs2U6dOTTx/OS5Os0DJsmXQrRv89hvklJqwpizh1yV/f3+KFy9utDiaNWumczs2NpZq1arh4uJisD6//vprvv76awDi4uLYuHFjhizfbQyPX78B4BNJmoUQaZSqpLlcuXIsW7aMsWPHJto3b968pH+iFiILuHPnDu3bt+fFixccOHCAb775JnGjFy+gSxc4fx5++klTi1lW9xMppCgK06dP134Rs7Oz4/PPPzdony4uLnzxxRd8/fXXODo6UqNGDVq1apXoosSswC8haZZyc0KINEpV0jx69GgcHR05dOgQTZs2pVChQrx48QIPDw+ioqI4c+aMoeIUwmj27dtH7969KVGiBD4+PpRNaqrFhQvQqROo1fDXX9CoUcYHKjK1VatWJV2q0IC+/vprnJ2dGTt2LJ07d2bBggWsW7cuQ2PIKE9evSFfDmty2uh/wRghxMchVcUqra2tOXnyJJ999hmLFi1i8ODBLFq0iEqVKnHixAmsrKwMFacQGU6lUjFt2jQ6dOjA119/jbe3d+KEWVFgzRpwdNTMX75yRRJmkSZvl+u8cOECmzZt4vnz5wbtM2FlQC8vL9q0aQNgMiu7Ojs7065dO9zd3fVyvMevpdycEKbO3d2ddu3a4ezsbOxQkpTqr9w5cuRg1apVLF++nKCgIPLnz2+QpV6FMKbg4GB69OjBsWPHWLBgARMnTsTs3akWb97A4MGwdSuMGgWLF4N8cRRptHv3biZOnAhA/fr1qV+/PmvWrOG7774zWJ9Pnjxhw4YNBAQEUL9+fW7cuMHDhw8N1l9q7Ny5M+mLbNPoyes3Mp9ZCBOXcI1JWFgYuXLlMnY4iaQ527W0tKRw4cL6jEUIk3Dz5k2cnJx4/fo1R44coUWLFokb/fcfdOgA//4L27aBARegEFnX9evXuX79OgB///03mzdv1u4LDQ3l3LlzBk2ae/TowZYtWzh+/DiPHj3ijz/+MJmRZn3ze/2GuqXyGjsMIUQmJkPEQrxl165duLi48Omnn3L8+HFKly6duNGhQ9Czp2ZVP29vqFIl4wMVWULlypWxtLRkypQpPH36FA8PD+0+Ozs7ZsyYYdD+CxYsyLhx47S3p0+fzpEjRwzapzFEx6kICIuW6RlCiHSRpFkINPVwp0yZwuLFi+nWrRuurq6Jl4RXqWD2bM1/7drBpk2QO7dR4hVZg4WFBZUqVcLNzY3Dhw/Ts2dPg/c5d+5cunTpQrly5Rg5cmSi+vrnz5+nVatWBo8jI/kHR6EoUm5OCJE+kjSLj15QUBDdunXDw8ODZcuWMXr06MTzl1+/hh494NgxmDdPU4v53RrNQqRR3rx5dRJmtVrNtm3bMDc3p0ePHnrt6+rVqzRq1Ihy5cpx69YtevTogcVbS7v7+fnptT9T4Cc1moUQepDupDkyMpIcOXIQFxcn1TNEpnP16lWcnJyIjIzk+PHjiRaY+F8jzfzl8HA4ehSSmuMsRDpFRkYyd+5cXrx4AWjqNt+/f1/vSfPevXu1/168eDE1atTQ2V+uXDm99mcKHr+KxNrCnML2tsYORQiRiaV5qOzMmTMUL16ckSNHArBlyxap0ywylW3bttGgQQPy5cvH33//nXTCvGkTNGgA+fLB339LwiwMZsaMGeTOnRtra2scHR0pU6YMo0aNMmif7ybMgPbCxKzkyesoHPJmw9xcFhsSQqRdmpPm/fv3c+PGDdq1awdAv379ePDggd4CE8JQ4uLiGDNmDD179qRz586cO3eOTz75RLdRTAwMHQp9+2qmZZw7ByVKGCVe8XGoWrUqkyZNonr16vTp04dp06ZhY2Nj0D4vXLhA586dadasGc2aNaNp06bMnDnToH0ag5SbE0LoQ5qnZ9SsWZM8efLobHv3ghIhTE1gYCDOzs6cO3eOlStXMnz48MTzl/38NKv7XbsGrq4wYIBRYhUZw93dHXd3d6KioowaR3R0NF5eXuTOnZutW7fSs2dPwsPDDdrnli1b6N+/P9myZdNuW716tUH7NAb/4DfUKpnnww2FEOI90pw0X7lyhZo1a2JmZkZUVBRHjhzh3r17+oxNCL26fPkyTk5OxMbGcurUKRo3bpy4kYcHODuDra1mdLl27YwPVGSohGL6/v7+FC9e3Ghx2NjY0L17d/766y86duzIypUrqVixokErajRq1Iivv/5aZ1vBggUN1p+xBIRFUyRXtg83FEKI90jz9IwRI0bQuXNnOnbsSM6cOVm6dClz5szRZ2wZysXFRa9LtgrTsnHjRho2bEjRokX5+++/EyfMiqJZ0a95c6haVTN/WRJmkYH69OnD48ePKVOmDKdPn2by5MmsWrXKoH2am5vz+PFjnW179uwxaJ8ZLSpWRcibOIrkkosAhRDpk+aRZgcHB27cuMGNGze0tUYzMzc3NxwcHIwdhtCz2NhYxo4dy5o1a+jfvz9r1qxJPE80LAz69YO9ezWl5ObMAVkaXmSwqVOn0qZNG+rXr0/u3LlxcnIyeJ/x8fFUrlyZvHnzYmFhgaIoBAYG8sMPPxi874wSEBYNQGFJmoUQ6ZTmzKBXr15s376dqlWr6jMeIfQmICCAzp07c/HiRX799VcGDRqUuNGdO5pyck+fwu+/QwYkKkIkJTAwMNEX94sXL1K3bl2D9ent7Y2npyd582qWl1YUhXnz5hmsP2N4HqqZqy7TM4QQ6ZXmpPnChQssXbqUzz77LMutHiUyP29vbzp27IiiKJw5c4b69esnbrR3r6Y6xiefwOXLkAXr04rMw9HREQ8PD2rXrq1djXLt2rUGTZobNmxI9erVdbZNmjTJYP0ZQ0Do/0aapUazECKd0pw0nz59mhIlSvDff//x888/Y2VlxbfffpslLyIRmctvv/3G8OHDqVOnDrt376ZIkSK6DeLjYfJkWLIEunSB9eshZ07jBCvE/wwdOpQ8efLorM4XGBjIxo0bDdanvb093t7e1K1bV1tFxtXVlYULFxqsz5RydnbGyspKe6FmWj0PjSZ3diuyWVt8uLEQwqgSqhnFxcUZO5QkpTlpzp5dU/PSzs6OkJAQXF1dOXDgAPv379dbcEKkRkxMDCNGjMDV1ZVhw4axfPlyrK2tdRsFBmqqY5w9C8uXw6hR8G7JOSGM4LvvvmPBggU62+bOnWvQPgcNGkRgYCDx8fGAZnqGmZmZSSTNO3fuxN7ePt3HCQiNllFmITKJhC/JYWFh5MqVy9jhJJLm6hnOzs506dKFqlWr8vLlS44cOSIJszCap0+f4ujoyObNm9mwYQNr1qxJnDB7e0ONGpp5zH/9BaNHS8IsTMaCBQsICQnh0aNHgGZO/rRp0wza59dff01UVBQqlQqVSoVarWbcuHEG7TOjPQ+Npmhumc8shEi/NCfNDx48oHXr1vj6+rJ8+XIqVKigz7iESLGzZ89Ss2ZNnj59ytmzZ3FxcdFtoCiwdi00bqyZv3zliubfQpiQPXv2UKNGDZYtWwbApUuXOHDggEH7XLVqFebmuh8Dmbl0aFICwqKkcoYQQi/SnDTPmzePvn376qwkJURGUhSF1atX06xZMypUqMDff/9N7XdrK0dFgYsLDBsGgwfD6dNQtKhR4hXifa5fv869e/f48ssvAWjXrh2BgYF672fXrl0sXryYtWvXYmurSSZv3brFqlWr6NevX5YqNwfwPCSaIjI9QwihB2me09y7d+9E244cOSKVNESGiIqKYujQoWzatInRo0ezaNEirKysdBs9fKgpJ3f/PmzZAgZcWU2I9Cpfvnyiv+HXr1/rvZ9x48Zx9uxZSpYsqd1WqVIlKlWqRGhoKDVq1GDRokV679cYouNUvIqMlZFmIYRepCppnjt3Ll26dKFcuXKMHDmSiIgInf3nz5+XpFkY3JMnT+jQoQO3b99my5YtSS8zfOQI9OgBefNq5jJLPXGRjISrtaOioowax7Vr1yhQoACvX7/mzp07HDlyhGfPnum9n44dO1KyZEkePHjA8+fPtdsbN25Mrly5aN++vd77NJbAsBhAajQLIfQjVUnz1atXadSoEeXKlePWrVv06NFDpzySn5+f3gMU4m0eHh506dKFHDly4OXllajGLGq1ZkW/WbOgdWvYuhVy5zZKrCJzSLha29/fn+LFixstjilTptC7d2+OHDmCmZkZXbp0wdXVVe/9FCpUCIA8efJw//59vvvuO52lswsUKKD3Po0lYWETGWkWQuhDqpLmvXv3av+9ePFiatSoobO/XCoXh7h48SLnzp0jPDycCxcuMGXKFBwdHfHx8WHbtm1Ur14dLy8vJk+eTKlSpQDSvE9kboqisHz5ciZOnEiTJk3YsWMH+fPn120UHKyZgnHkCMyeDVOmgHmap+0LkaHy5s3LwYMHCQgIIGfOnOQ0UO3whIGO/Pnz88033+Dj40OtWrW0+9+9MDAzkyW0hRD6lOY5zW/Ph7tw4QKBgYF89dVXKb7/mzdv+OOPP/jxxx8BzZXjrVq14s6dO9qljwsVKkS5cuVwcXHh9OnTxMTEpGmfyNzevHnDgAEDcHd3Z8KECcyfPx9Ly3f+dK9d08xfDgmBw4fh66+NEaoQaRYREcHAgQO1gxN9+vRh9erV2NjY6LUfPz8//Pz8UBQF0NQ3f/v248eP9dqfMT0PjcbO1pKcNmn+qBNCCK00DymsW7dO++/69evj6OjI+vXrU3z/f//9lwULFvDvv/8C0LJlS6KiovD29sbe3l77E2KdOnXw9vbmxYsXeHp6pmmfyLwePnxI/fr1+fPPP9mxYweLFi1KnDBv2QL162umYfz9tyTMIlMaPXo0Dg4OnDt3Dm9vb/Lmzcv333+v937WrFlDyZIlKVWqFKVKlWLhwoXa2yVLluSXX37Re5/GEhAaTREZZRZC6Emqvn4/fvxYOwrx8OFDPD09tftCQ0Px8fFJ8bGqVKmCl5cXZcqUATQXdyX8P2/evNp2FhYW2NnZcevWLR49epSmfQmJtMhcjh8/TteuXcmTJw/e3t5UqVJFt0FsLIwZAz//DH37av4vJRBFJlW2bFkmTZqkvV2jRg2WLFmi93569uyZbC1mRVGYMWNGqo+Zlql2GeF5aBSF5SJAIYSepCppzpkzJ+Hh4cyePZtXr15x79497T57e3vGjh2b4mOZmZnRoEED7e0FCxYwevRo4uPjtbVDE9ja2hISEkJQUFCa9qWEi4tLoprTCRcIiYylKAqLFi1iypQptGzZkm3btpEnTx7dRv7+0LmzZqGSX3+FgQNldT+RqZUoUSLRtk8++UT773v37lG+fPl099O3b98k+3p7f2qkZapdRgkIjaZC4fQvxS2EEJDKpDlfvnx88803VK9enX379vHdd9/pJYgNGzZQuHBhFi1axNq1a7Vz6xJERESQP39+AgIC0rQvJdzc3HBwcEjfAxHpFhERgYuLC3v27GHq1KnMmjVLp0ILoFmgxNkZrK3B0xPq1jVKrELo07///svevXu11StevnzJlStXKFy4MAA//fQTv//+e7r7adas2Xv3N23aNFXHS5hq179/fz799NMUTbXLqF//nodG06R8wQzpSwiR9aXp6oiiRYvqJMxqtZpt27aRK1cu2rVrl6pjHT58GJVKxeLFi4mOjsbW1lZnFayYmBjCw8MpUaIE8fHxOiWYUrpPZA7//vsv7du35/Hjx/z+++84OTnpNlAUWLYMJk0CR0fYsQOyUHkskTlcvHiRIkWKUKxYMQICAvDz86NevXrpPu6qVauoWLEiZu/8YnLx4kVAs2qfKUrLVLuMSJrjVGpeRsTInGYhhN6k+ZJilUrF+vXrCQgIADQ/qZ89ezZVSbOnpyfPnj2jbdu2BAQE4O3tTdmyZQkMDMTf3x8HBwfOnDlD7dq1KVGiBMWKFUvTPmH6Dh06RI8ePShUqBCXLl2iYsWKug3Cw6F/f9i9GyZOhHnz4N0LAoXIAGvXrmXTpk0A1KpVi23btunluJMnT2b06NHJ7v/555/10o++pWWqXUo4OzsnWiExNVPmAsNjUBQoJEmzECYtYYGpt8XFxRkpmvdLc9Yxc+ZMgoKCePnyJVWqVMHPzy/JpbWT8/DhQ9q0aUN4eLjO9tDQUDZt2sS8efOoV68eZ86c0X4oWVpapmmfMF1qtZq5c+cyc+ZM2rZty+bNm8mVK5duo7t3NeXk/Pxgzx7o2NE4wQqBptzm06dPUavVep3SlVTCfOnSJerUqQPAsGHD9NaXoaR0ql1K7Ny5E3v7tM9HDgrXrAZYIKd+S/YJIfQrqS/DYWFhiXMBE5DmpLlEiRLMmTOH9evX079/f0B38ZMPKV26NGFhYUnua968Oc2bNwc0tUr1sU+YntDQUHr37s2BAweYOXMm06ZNS7ywwu+/aypjODiAjw9UqGCUWIV4W9GiRfV+zKioKDw8PAgKCtJu27p1K8ePH9d7X+8TExOTptrQqZlqlxFeRf4vabaTpFkIoR9pTpotLS158uQJVlZWnDhxIlULmwhx584dnJycCAgI4MCBA3zzzTe6DeLjYdo0WLgQOnWCDRvAzs44wYosJ6mfA6OiolJ038jISNzc3LCxseHkyZNMmDAh8XSiNBg8eDCxsbE6VXyMsdDIjBkzWLBgQaruk9qpdhkhKDwWgLw5rDOkPyFE1pfmpDk0NJTy5cvj4+ND586dqVKlClZWVnSUn87FB+zbt4/evXvzySef4OPjQ9myZXUbvHwJXbvCmTOwZAmMHSvl5IReJfVzoL+/P8WLF//gfTt16kTd/1VsKViwIE5OTty+fTvdy0+3bNmSHj166Gzbvn17uo75rtevX5M/f/5EFxsmUBQFMzOzVCXNaZlqlxGCImPInd0KK4ussyy4EMK40nw2GTVqFKGhoVSuXJnDhw9Tv359Fi5cqM/YRBajUqmYNm0aHTp04Ouvv+bixYuJE+aLF6FGDfjnHzh5EsaNk4RZmJSaNWtq//3pp59y7949bty4ke7jxsTEJNr2dvUJfcidOzcDBw5EpVIl+Z9arWbcuHGpOmbCVDtFUXT+s7e3p3nz5qxdu5Y+ffqwYcMGSpcurdfH8z5B4bHkk1FmIYQepav8gLW15oRUqlQpxowZw86dO3F2dtZLYCJrCQ4Opnv37hw/fpwff/yRSZMm6Y52KYpmkZJRo6BmTU2VjGLFjBewEEnw9vamefPm2sWUEkZXE86F6VG9enXatm1LjRo1tLXJDx06xNd6XBbe3NycFStWJLlPpVLh7u6Oi4uL3vozpleRMeSXiwCFEHqU4qQ5PDycUaNGvbfN+fPnJWkWidy8eRMnJydev37NkSNHaNGihW6DqCgYOhQ2bYJhw2D5cs3CJUKYGAcHByZMmKAtpebl5UWDBg347LPP0n3s2bNnU7p0aczNzbVVJ9RqdbqP+653y8CFh4cTHBwMQMOGDVm4cCFr167Ve78ZLShCkmYhhH6lOGm2trbm9u3bDBkyJNn5cH5+fnoLTGQNO3fupF+/fpQtW5bjx48n/nnW11dTQu7uXdi8GXr1Mk6gQqSAg4MDNWrUYMmSJahUKu7fv8++ffv0cuxOnTolmtOcUG7OUI4dO0avXr0wMzMje/bsBAUFMXz4cIP2mVFeRcTyaYGcxg5DCJGFpDhptrGxYfny5dSvXz/ZNhWkHJj4n/j4eCZPnsySJUvo3r07rq6uZM+eXbfRkSPQowfkyQMXLkC1asYJVohUaNu2LW3bttX7cVUqlfZCvAQpXQgkrc6dO8ezZ8/Yvn07vXv3Jjo6mh07dhi0z4wSFBFLPhlpFkLoUarmNL8vYQbNcq8JV5WLj1dQUBBdu3bl9OnTLF++nFGjRun+OqFWw9y5MHMmfPONZoQ5Tx6jxSuEKfDx8WH58uVUrVoVCwsLFEXh/PnzKV4BLy0qVKiApaUl4eHhPH/+nCJFilAgCyxNr1IrvJY5zUIIPUvzhYDNmjXTua1Sqbh79y4jR45Md1Ai87py5QodOnTgzZs3nDx5kiZNmug2CA6Gnj01o8wzZ2pqMaezVJcQWcGVK1cYMWKE9iJA0JTBM6T//vuPFi1aMGXKFPr06cPo0aM5fPhw4rrpmUzIm1jUCuTLKddGCCH0J81Js1qtZsaMGZibm6NWq7lx40bin98zERcXF7Jly5Zk/VaRMps3b2bw4MFUqVKFvXv3Jq55e+2aZv5ycDAcOgStWhklTiFM0ZIlSxL9mmfoKW9DhgyhWLFifPHFFzg5OTF58mRmzpxp0D4zQlCEZmETGWkWQuhTmpPmlStXUrVqVe3tpk2bZmjhen1zc3PDwcHB2GFkSnFxcYwdO5bVq1fTr18/1qxZk+gKfTZvhsGDoWJFTf3lUqWME6wQJqpSpUpMnjyZfPnyMX78eH777Tc6d+5s0D4LFixI//79ARg6dChDhw7l3r17Bu0zI7yK0NS8zi8jzUIIPUpz0vx2wpwgNDQ0XcGIzCcgIIDOnTtz8eJF1q5dy+DBg3XnL8fGwpgx8PPP0Lev5v9vLRMshNCYMGEClSpV0n7hHDhwIKtWrTLolDdPT0+d2yqViiVLlnDo0CGD9ZkRXmqTZhlpFkLoT5qT5ndLh8XGxtK3b9/0xiMykQsXLtCpUyfUajWnT5+mQYMGug38/aFzZ7hyRbNwycCBsrqfEMlo3LgxPXr04M8//wTAzMwMGxvDJn2tW7emVq1amJmZoVaruX//vsHL3KWUs7MzVlZWaZoy9yoiFlsrc7JbW3y4sRDCZLi7u+Pu7k5cXJyxQ0lSmpPmKlWq8NNPP2H+v4u47Ozs9L7kqzBdv/32G8OHD6d27drs2bOHIkWK6Dbw8ABnZ7CxgbNnwUQ+iIV4V8JJOioqyqhxJFz0l/BLTUxMDDdv3jRon5MnT2bq1Kna2zExMezatcugfabUzp07sbe3T9N9gyJiyJfDJtk1BYQQpinhS3JYWBi5cuUydjiJpDlp/vnnnyn2zjLHMTExBh8ZEcYVHR3NiBEjWLduHcOGDWP58uW6SwgrCixZAt9/D02bgrs7ZIESViLrSjhJ+/v7J754NQOVLFmSBg0aYGdnx7Zt2zh//jwbNmwwaJ9vJ8ygqcf/dvWOzOpVRCz57eSzSAihX2lOmt9NmAGmT5/OwoUL0xWQMF1+fn507NiRGzdusHHjRvr06aPbICwMXFzg999h0iRNLWbLNP+JCfFRcXZ2plSpUuzYsQMLCwumTZtGlSpVDNrn5s2bdW7HxsZy+fJlunfvbtB+DS0oIob8OeQiQCGEfqU5o1m9ejWzZs3i9evXANqVrCRpzppOnz5Nly5dyJYtG15eXtSsWVO3wZ070KEDPHsG+/ZB+/ZGiVOIzMTDw4PAwEBCQkIYNGgQderUydA5xRMnTuTrr7/WTmOws7Nj1KhRGda/oQRFxlKhkJ2xwxBCZDFpTppDQkLw8/PTKS02ceJEvQQlTIeiKPz0009MmDABR0dHduzYkXjFsF27oF8/KFkSfHygXDmjxCpEZuPi4sLBgwepVKmSUebfzps3T1tyLisJCo8hX5l8xg5DCJHFpHkptjJlyiSqxTt48OB0ByRMR2RkJN27d2fs2LGMGTOGY8eO6SbMcXEwbpzmgr927eDiRUmYhUgFZ2dnKleunGzCfODAAYP2n1TCfPz4cYP2aWiKovBKltAWQhhAmkeaixQpwp49e6hZs6b2wpFFixbx66+/6i04YTz//vsvHTp04OHDh+zatSvxIgsBAZpk+fx5+OknGDlSyskJkUofqjjk5eVF27ZtDdZ/QEAAO3bsICwsTLvt0KFDtGjRwmB9GtqbWBXRcWpZQlsIoXdpTpr//PNPNm7cSO7cubXbAgMDJWnOAg4dOkSPHj0oWLAg3t7eVK5cWbfBuXPQpYvm36dPwxdfZHiMQmQFGzdufO8KfH/99RcLFiwwWP/fffcdDg4OOsm7Wq02WH8ZIeh/C5sUkJFmIYSepat6RnBwsM622bNnpzsgYTxqtZo5c+Ywa9Ys2rZty+bNm3XrJCoKrFwJ48dDgwawcycULmy8gIXI5FQqFYqiGK3/Dh060KNHD51tprK4SVoFRcQCkE+SZiGEnqU5aS5atGiibV0SRh9FphMSEkKvXr04dOgQs2bNYurUqdqFawCIiIABAzSJ8pgxsHAhWFkZL2AhsgAXFxcmT56c7P5JkyYZtP/4+Hht5aMEISEhBu3T0IK0S2jL9AwhhH6lOWlWq9UsXbqUGjVqaOc0r1692mRWkxIpd/PmTTp06EBQUBCHDh2iVatWug3u3dOUk3v8WJM0y5cjIfQiNDT0vfu/MPDUp8uXL/PTTz9RtWpVLCwsUBSF8+fPp3rZalPyKiIWczPInV2SZiGEfqU5aR47diwVKlTg4MGD2m137tzRS1Ai47i7uzNgwADKli3LsWPHKF26tG6DvXs1C5YULQqXLsFnnxknUCGyIHd3d3r27Jn4uoH/adeunUH7v3LlCiNGjNBZBTBhOe/M6lVEDHlzWGNhLhcmCyH0K81J85QpUxg9erTOtrVr16Y3HqNxcXEhW7Zs2iV1s7q4uDjGjx/PypUr6dWrF7/88gvZs2f//wbx8TBlCixeDJ06wYYNYCeLBYisx93dHXd3d6KiojK8bzc3N27evImXlxeDBg3K8FrNS5YsoX79+jrbKlSokKEx6FvwmzgZZRZCGESak+Z3E2aAGjVqpCcWo3Jzc8PBwcHYYWSI58+f06VLF7y9vVm9ejXDhg3T/bAOCICuXTVVMpYu1cxhlnJyIotK+KLs7+9P8eLFM7TvZs2aZWh/73o3YQa4evUqdevWNUI0+hHyJpY82eV6CyGE/qU5ad68ebPObZVKhZubG56enukOShjOuXPn6Ny5M2ZmZpw5c4YGDRroNvDygs6dNZUyPDygUSPjBCqEMLjTp0+zfPlywsPDAc3CIHfu3GHIkCFGjkyz8IuVlVWqf/0LiYojVzYZaRYiM0r45S8uLs7YoSQpzUnzhAkTaNWqFWZmZqjVam7evEnNmjX1GZvQI0VRWLlyJePHj+eLL75gx44dFH67XJyiwIoVMGEC1K+vueCvSBHjBSyEMLjNmzfTt29fnTrNq1evNmJE/2/nzp3Y29un+n7Bb2L5tEBOA0QkhDC0hC/JYWFhuiVvTUSak+Y5c+YwaNAgnW1ubm7pDkjoX0REBAMGDGDnzp2MGzeOBQsWYGn51ksfHq4pJ7drl2ZZ7B9/lHJyQnwEvvrqK5ycnHS2FSxY0EjR6EfImzjy5JCRZiGE/pl/uEnS3k2YAWxspJi8qbl79y516tTh0KFD7N69myVLlugmzHfuQJ06cOQI7N4NS5ZIwizER8LKygo/Pz+dbXv27DFSNPoR/CaW3DKnWQhhAGkeaX539b/Y2FieP39O9+7d0x2U0I9du3bRv39/ihcvzqVLl6hYsaJugx07NCPMJUuCjw+UL2+UOIUQxrF8+XJu3LhB3rx5tXWaAwMD+eGHH4wdWpqo1AqhUXHkkeoZQggDSPNI85YtW7RLwCqKQt68eZk/f74+YxNpFBsby+jRo3F2duabb75JnDDHxsLIkdCtG7RvDxcvSsIsxEfIwcGB69ev4+npiYeHBx4eHpl64CM8Og5FQapnCCEMIs0jzYsXL6Z9+/Z6DEXog7+/P126dOHy5cusWLGCESNG6JaT8/PTVMe4cgXWrIGhQ6WcnBAfqRUrVuheEAzMnTvXSNGkX/AbzRX3Uj1DCGEIqUqaz549i6IoANp6phEREbx48YIyZcroPzqRKidPnqR79+7Y2Njg6elJvXr1dBucOKEZXc6eHc6ehUxci1UIkX7vJsyguaD7+++/N0I06Rf8JhaAPDlkpFkIoX+pmp7x8OFD2rVrx6FDh7Q19GxsbHj06BE///wz8fHxBglSvJ9KpWL27Nm0aNGC6tWrc/XqVd2EWaWCWbOgZUuoXRuuXpWEWQihQ6VS8eeff7Ju3Tpjh5JmIQlJs8xpFkIYQKpGmq2srDhz5gzVqlXT2fbll19Su3Zttm/fTu/evfUepEheYGAgPXv25OTJk8yYMYNp06ZhYWHx/w1evoSePTWjzLNmwdSpYJ7mqexCiCzm1q1buLm5sXXrVuLi4jDPxOeH4EjNYI5UzxBCGEKqkuZnz54le5GIvb09ISEh+ohJpNDZs2fp2rUr8fHxHD9+nObNm+s2OH8eunSBmBg4dgy++so4gQphwhJWoIqKijJ2KBkmNDQUd3d3NmzYwP3796lYsSJbt26ladOmLF261NjhpVnwm1iyW1tgY2nx4cZCCJFKqRpS+NCyhm/evElXMCJl1Go18+bNo0mTJpQtW5arV6/qJsyKAsuWgaOjppzctWuSMAuRjG7durF///6PZnGmXr16UaRIEdauXUu/fv14+vQp7du3p3nz5lhYWDBx4kRjh5hmoVFx5M4mo8xCCMNI1UjzkydP3rvf19c3XcGID3vx4gW9evXi5MmTTJs2jenTp+suVhIcDC4u8OefMH48zJ8vi5UIIbQGDhxIvnz5qFatGp07dyZHjhy6FXYyMc3CJjKfWQhhGKlKmvPly8fevXvp2LFjon0bN26kQIECegtMJHby5El69uwJkPR0jEuXwNkZQkNh/35o29YIUQohTFnjxo1p3Lgx4eHhHDx4kJiYGJ49e6bdf+rUKb788ksjRph2wW/ipHKGEMJgUpU0T5w4kTp16nD48GGaNm1KoUKFePHiBR4eHly4cIGLFy8aKk6Dc3FxIVu2bHTr1o1u3boZOxwdcXFx/PDDDyxatIjmzZuzZcsWChUq9P8NFAVWroQJE6B6dfDw0EzLEEKIZNjZ2dG1a1cA6tati6urKyEhIbi6unL//n0jRwfOzs5YWVml6pwcIiPNQmRqCdeYfGg6sLGkKmm2t7fHw8ODQYMG0adPHxRFwczMjDZt2vDXX39hZ2dnqDgNzs3NDQcHB2OHkci///5Ljx49uHLlCgsWLGD8+PG6V7cHB0O/fvDHHzB6NCxcCNbyoSGESLkKFSpQoUIFYmNj+fPPP40dDgA7d+7E3t4+VfcJjoyjVP4cBopICGFoCV+Sw8LCyJUrl7HDSSTVKwIWKVKEAwcO8Pz5cx4/fkzJkiWTLJAv0kdRFNzc3Bg5ciSFCxfGy8uLOnXq6Dby9oauXTXTMf74A7791iixCiGyBmtra3744Qdjh5FmoVFxUqNZCGEwaS7IWaRIEerVqycJswG8fPmSTp060b9/f5ydnbl69apuwqxWa0aUGzaEokU11TEkYRZC6EHLli2NHUKaBb+JJZdUzxBCGEiqR5qFYR04cICBAwcSHx/Pnj17El90GRAAffpoFiv5/nvNgiVSHUMI8ZGLiVfxJlYlI81CCIPJvEs/ZTHBwcH06dOHdu3aUbt2bf7555/ECfORI1CtGly/rlmsRMrJCSEEACFvNBcOSfUMIYShSNJsAv744w8qVarEn3/+yYYNG9i/f7/utJfoaM1Ffq1bQ82acOOGLFYihBBvCX4TCyDVM4QQBiNJsxE9f/6cTp064eTkRI0aNfjnn39wcXHRXWjg5k2oXRt++QVWrICDB6FgQeMFLYQQJig48n8jzZI0CyEMRJJmI4iLi2P58uWUL1+es2fPsmPHDg4cOKBb8k6thqVLoVYtzW0fHxg5EszlJRNCiHeFRv1vpFkuBBRCGIhcCJjBjh8/zrhx47h9+zZDhgxh7ty55MmTR7eRr6+m9vKZMzB2LMydC7a2xglYiCwuoZh+VFSUsUMR6RD8Jg4zM7CXpFkIYSCSNGeQa9euMXnyZI4ePUrDhg3x8fGhRo0auo0UBVxdYdw4yJcPTp2Cpk2NE7AQH4mEYvr+/v4UL17c2OGINEooN2dhbvbhxkIIkQZZ7rd+Hx8fRo8ezaZNmxg0aBC+vr5GjefatWt06NCB6tWr8++//7J37148PT0TJ8y+vpqL+wYP1ixYcuOGJMxCiEwvo87JIW9kYRMhhGFlqZHmmJgYOnfuzMWLFylUqBDlypXDxcWF06dPZ2gccXFxHD58mBUrVuDh4UHp0qVxc3OjZ8+eWFq+85THx8OqVTBtGuTPrykl16JFhsYrhBCGkJHn5ODIWHJnl6kZQgjDyVIjzZ6entjb21OoUCEA6tSpg7e3Ny9evDB439HR0fz111+MGjWKYsWK0b59e6KiotixYwd3796lb9++iRNmHx+oU0czHaNfP/jnH0mYhRBZRkaek0NkCW0hhIFlqZHmR48ekTdvXu1tCwsL7OzsuHXrlvaknV7nzp3Dy8sL0Iwo+/r6cv/+fS5fvkx0dDRFihShV69e9OzZk+rVqyd9kJcvYcoUWL9es1iJt7cmeRZCiCzE0Ofk15Gx7PTxA+BeQDi1SuT5wD2EECLtslTSHBQUhO07VSZsbW0JCQn54H1dXFzIli2bzraEC4Te5uXlxaJFiwDNB0CJEiUoW7Ys7du356uvvqJy5cqYJ1cWLjoaVq+GefM0t1et0sxhfncEWgghsoD0nJOdnZ2xemfF03fPySFvYvnV8z/t7ZolJWkWIrNJqGD0tri4OCNF835ZKlvLlSsXiqLobIuIiCB//vwfvK+bm5tuneRkTJo0iUmTJqUusLg42LoVZs0Cf38YNEjz7wIFUnccIYTIRNJzTt65cyf29vbvbVO6QE6uTZcpbUJkZkkNUIaFhZErVy4jRZS8LDWnuUKFCgQGBmpvx8TEEB4eTokSJYwT0Js38OuvUL68Zs5yzZpw6xb8/LMkzEJkUqZWoceUmdw5WQgh0iFLJc2NGzcmMDAQf39/AM6cOUPt2rX1foJ+92eERG7fhkmToHhxGDoUatSA69dh715NAm1EH4zdhEnsxiGx/7+EahCTJ0+mT58+uLi44OLiotc+shKTOSebqMwaN0jsxiKxG1eWSpotLS3ZtGkT8+bNY9OmTezYsYNt27bpvZ9EL3xMDHh6wsyZUL06VKoEv/0GffrAv//Cnj1Qtare40iLzPxHK7Ebh8T+/4xZoSczMto5OZPIrHGDxG4sErtxZak5zQDNmzenefPmAPTp00f/HWzZwkxvb2jZUjNX+dEjePwY1GrIkweaN4fp06F1a7Cx0X//QgijyYgKPVmNwc/JQgiRQbLUSHOGsLEhytIS7O2hYEHo3BnWroXLlzWl5HbtAicnnYQ5td+uUtPe0N/cJHb9HDu1PpbYDfk4P3Scdu3a6fyXkmkW6akGIUyDof/mDPn+ktj1196Qx5bYsy5JmlOrSxcW1qoFu3fDjh2wcKGmGkbNmmBhkeRdPpYEKLXtJXb9HT+zxm6sE3S3bt3Yv3+/zn9ubm4fvF96qkEI05CZkwiJXX/tDXlsiT3rynLTM1JLrVYD8Pz58xTfJyoqSnthi7Hbm1IsqW1vSrGktr0pxZLa9hJL0hLOAQnnhKRUqFABV1dX7W2pBqF/CV9KwsLCUnyfuLi4FLdPTVtDtzelWFLb3pRiSW17U4olte1NKZbUtk9N24R27w5SGJuZYmoRZTAfHx/qyGp8Qoj/uXTpErVr105yX3x8PCVKlODixYs4ODhw/PhxZsyYwYULFzI4yqzL39+f4sWLGzsMIYQJ8PPzS9EaGhnlo0+a4+PjuXr1KoUKFUp+JT8hRJanVqt58eIF1atXx/I9q3SePHmSvXv3Uq9ePc6cOcO0adMoXbp0BkaatanVap49e4adnR1mZmbGDkcIYQSKohAeHk7RokVNKjf76JNmIYQQQgghPsR00nchhBBCCCFMlCTNQgghhBBCfIAkzUIIIYQQQnyAJM1CCCGEEEJ8gCTNQgghhBBCfMBHv7hJavj4+LBt2zaqV6+Ol5cXkydPplSpUsYOK0kXL17k3LlzhIeHc+HCBaZMmYKjo2OmegwAkyZNok2bNjRq1CjTxL5u3ToCAgIoXrw4KpWKfv36ZYrYfX19OXLkCLa2tgQEBNCqVSuqV69u0rFHRETQt29fli1bxieffAK8/31qyo9FpE5mey3lnGw8ck7OGB/F+VgRKRIdHa2UKFFCCQgIUBRFUc6fP684OjoaN6hkREZGKt9//7329u7du5Vs2bIpjx49yjSPQVEUxdPTUylYsKDi4eGRaZ7/X375RZk4caKiKIpy//59xd7ePtPEnhB3gu7du5t07OvXr1dmzJihAIqvr6+iKO9/n5ryYxGpk9leSzknG4+ckzPGx3I+lqQ5hY4fP65UqVJFezs+Pl6xsbHRvuCm5Pr16wqgPHjwQFEURQkLC1MAZceOHZnmMYSGhiqrVq1SHB0dFQ8Pj0zx/EdHRyt58uRRHj16pCiKoqjVasXX1zdTxK4oivLpp58q165d097u169fpoj97ZP0++LNDI9FpExmey3lnGwcck7OeFn9fCxzmlPo0aNH5M2bV3vbwsICOzs7bt26ZcSoklalShW8vLwoU6YMAE+ePNH+P7M8BldXVwYOHKi9nRme//PnzxMcHMyDBw/YsWMHU6dOJSAgIFPEDjB8+HBq1arF2LFjmTVrFiNHjsw0sSd4X7yZ7bGI5GW211LOycYh52TjyornY5nTnEJBQUHY2trqbLO1tSUkJMQ4Ab2HmZkZDRo00N5esGABo0ePJj4+PlM8hgMHDtCyZUtsbGy02zLD8//8+XMArK2t6dq1K23atKF8+fIMGjTI5GMH6Nq1Kz4+Phw4cICIiAgaNWqUKZ73t70v3sz2WETyMttrKedk45BzsnFlxfOxjDSnUK5cuVDeWXE8IiKC/PnzGymilNmwYQOFCxdm2bJlmeIxPHv2jODgYCpXrqyzPTPEnitXLgBq164NQM6cOVGr1RQoUMDkYw8PD2fIkCH89ttv3Lx5k8GDB+Pk5IS9vb3Jx/629/2dZIa/IZEymfm1lHNyxpFzsnFlxfOxJM0pVKFCBQIDA7W3Y2JiCA8Pp0SJEkaM6v0OHz6MSqVi8eLFxMTEYGtra/KP4dixYzx9+pQFCxawYMEC7t+/z/bt2ylRooTJx169enXMzMxQqVTabWZmZhQrVszkYz9x4gSOjo5kz54dW1tbZs6cyfDhwylQoIDJx/62971PM+N7WCQts76Wck7OWHJONq4seT42xkTqzCguLk4pWrSo4ufnpyiKohw7dkypV6+ekaNK3pkzZxRXV1fl+fPnyvPnz5V9+/Ypnp6emeoxKIqilChRQvHw8Mg0z3+TJk2Uo0ePKoqiKIGBgUrRokWVkJAQk4/9+vXrSp8+fXS2TZo0SXn06JHJx85bF5687+8ks/wNiQ/LjK+lnJONQ87JGSurn49lTnMKWVpasmnTJubNm0e9evU4c+YM27ZtM3ZYSXr48CFt2rQhPDxcZ3toaGimeQz+/v6sXLmSgIAAli5dyps3bzJF7Js2bWLGjBncvn2bhw8fcuDAAXLlymXysVetWpVWrVoxbtw4HBwciImJoXnz5pQoUcJkY3d3d8fT0xOA77//nsaNGzNs2LBk481M72HxfpnttZRzsvHIOTljfCznYzNFeWdSiRBCCCGEEEKHzGkWQgghhBDiAyRpFkIIIYQQ4gMkaRZCCCGEEOIDJGkWQgghhBDiAyRpFkIIIYQQ4gMkaRZCCCGEEOIDJGkWQgghhBDiAyRpFkIIIYQQ4gMkaRZCCCGEEOIDJGkWQgghhBDiAyRpFkIIIYQQ4gMkaRZCCCGEEOID/g+S4a5UDV9ehwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output\n", "\n", "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(7, 8))\n", "\n", "axs[0,0].set_title(\"Durable Goods Stock\")\n", "axs[0,0].set_ylabel(\"Real Sector Units\")\n", "for s in dfo[\"DurableGoodsStock\"].columns:\n", " axs[0,0].plot(dfo.index,dfo[\"DurableGoodsStock\"][s], label=f\"Sector {s}\")\n", "\n", "axs[0,1].set_title(\"Socioeconomic Stock (Material Quantity)\")\n", "axs[0,1].set_ylabel(\"Material Units\")\n", "axs[0,1].plot(dfo.index,dfo[\"SocioeconomicStock\"])\n", "\n", "axs[1,0].set_title(\"Reserve growth rate\")\n", "axs[1,0].plot(100 * dfo[\"ConversionMatterToReserves\"] / dfo[\"MatterReserves\"], label=\"Matter\")\n", "axs[1,0].plot(100 * dfo[\"ConversionEnergyToReserves\"] / dfo[\"EnergyReserves\"], label=\"Energy\")\n", "\n", "axs[1,1].set_title(\"Reserve depletion rate (extraction/reserve)\")\n", "axs[1,1].plot(100 * dfo[\"ExtractedMatter\"] / dfo[\"MatterReserves\"], label=\"Matter\")\n", "axs[1,1].plot(100 * dfo[\"EnergyRequiredForProduction\"] / dfo[\"EnergyReserves\"], label=\"Energy\")\n", "\n", "axs[2,0].set_title(\"Cumulative CO2 and Temperature\")\n", "axs[2,0].set_ylabel(\"Cumulative CO2 (black)\")\n", "axs[2,0].plot(dfo[\"CumulativeCO2\"], color=\"black\")\n", "axs_alt = axs[2,0].twinx()\n", "axs_alt.plot(dfo[\"Temperature\"], color=\"red\")\n", "axs_alt.set_ylabel(\"Temperature (red)\")\n", "axs_alt.set_ylim(-0.25, 1.1 * dfo[\"Temperature\"].max().iloc[0])\n", "\n", "axs[2,1].set_title(\"Emissions per Period\")\n", "axs[2,1].plot(dfo[\"Emissions\"])\n", "axs[2,1].set_ylabel(\"Annual Emissions (blue)\")\n", "\n", "for ax in axs.flatten():\n", " ax.legend(frameon=False)\n", "\n", "fig.suptitle('Model convergence to the steady state - Environmental Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perturbation 2: An increate in government spending" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:22.721338Z", "iopub.status.busy": "2026-06-02T07:23:22.721231Z", "iopub.status.idle": "2026-06-02T07:23:22.824348Z", "shell.execute_reply": "2026-06-02T07:23:22.823968Z" } }, "outputs": [], "source": [ "model.parameters[\"scenario_trigger\"] = 60\n", "model.scenarios.add_scenario(\n", " name=\"GovSpending\",\n", " timeseries={\"GovernmentDemand\":25}\n", ")\n", "model.simulate(scenario=\"GovSpending\")\n", "output= model.variables.to_pandas()\n", "dfo = output.loc[55:]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:22.825876Z", "iopub.status.busy": "2026-06-02T07:23:22.825780Z", "iopub.status.idle": "2026-06-02T07:23:23.489835Z", "shell.execute_reply": "2026-06-02T07:23:23.489407Z" }, "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8, 8))\n", "\n", "# National Income and Consumption\n", "axs[0,0].plot(dfo.index, dfo['NationalIncome'], color='k', label=r'National Income $Y$')\n", "axs[0,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,0].set_title('National Income')\n", "axs[0,1].plot(dfo.index, dfo['RealConsumptionHousehold'], color='k', label=r'Consumption $C$')\n", "axs[0,1].plot(dfo.index, dfo['DisposableIncome'], color='g', linestyle='-.', label=r'Disposable Income $YD$')\n", "axs[0,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,1].set_title('Consumption')\n", "\n", "# Wealth and Savings\n", "axs[1,0].plot(dfo.index, dfo['Wealth'], color='k', label=r'Wealth $V$')\n", "axs[1,0].plot(dfo.index, dfo['ExpectedWealth'], color='g', linestyle='-.', label=r'Expected Wealth $V^e$')\n", "axs[1,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,0].set_title('Wealth')\n", "axs[1,1].plot(dfo.index, dfo['Wealth'].diff(), color='k', label=r'Savings, $\\Delta V$')\n", "axs[1,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,1].set_title('Savings')\n", "\n", "# Money Share and Bills Share\n", "axs[2,0].plot(dfo.index, dfo['HouseholdMoneyStock'] / dfo['Wealth'], color='k', linestyle='-', label='Money Share $H_h/V$')\n", "axs[2,0].legend(loc='center right', frameon=False)\n", "axs[2,0].set_title('Money Share')\n", "axs[2,0].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Right panel - Bills share\n", "axs[2,1].plot(dfo.index, dfo['HouseholdBillStock'] / dfo['Wealth'], color='k', linestyle='-', label='Bills Share $B_h/V$')\n", "axs[2,1].legend(loc='center right', frameon=False)\n", "axs[2,1].set_title('Bills Share')\n", "axs[2,1].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Household Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:23.491050Z", "iopub.status.busy": "2026-06-02T07:23:23.490896Z", "iopub.status.idle": "2026-06-02T07:23:23.800261Z", "shell.execute_reply": "2026-06-02T07:23:23.799888Z" }, "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqsAAAMUCAYAAACb8G7lAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQAA6FFJREFUeJzs3XlAVOXeB/DvMAwM+yKKC4q4gBpquFsqamZumeVrist1veo1bTMXygW9qSlllrlrZS5kWd1yKysF3HDfknIDREA22bdhluf9Y+TIsAgiOAN8P/dO55znPOec3xxm+fnMc54jE0IIEBERERGZIDNjB0BEREREVBomq0RERERkspisEhEREZHJYrJKRERERCaLySoRERERmSwmq0RERERkspisEhEREZHJYrJKRERERCaLySoRERERmSwmq/TYLly4gFdffRU9e/bEvXv3yqyvVqtx9epVHD16FPfv338KEZIpSk9Px4ULF3D48GFjh1IlJk2ahH79+mHLli3GDoUe2LFjB4YMGYLXXnvN2KHUSp999hkGDhyIGTNmlFonJycHly9fxp9//onc3NynGB1VJ0xWa4D9+/dj4MCBsLS0hI2NDZKTk0usJ4RAu3btIJPJ8Pzzz+Pzzz+v0PE6dOiApUuX4vjx41CpVGXWT01Nxbp169C3b19cvXq1Qsek6u/69etYsGABXnrpJWOHUiXWr1+PvLw8xMbGGjsUk3L79m0MHz4cTk5OkMlkePXVVzFhwgSMGjUKffv2xTvvvIOUlJQqOfbYsWMxcOBAXLhwoUr2X5LnnnsO//rXv6r8ODk5ORg1ahRcXFwgk8nQrVs3fPfddwZ1ZsyYAQsLCzg7O+Ott9564mOOHj0avXr1Knf9WbNmoX379ggPDy+1TkxMDD766CP069cPCQkJTxwj1UxMVmuAIUOG4NChQ3jzzTdhbm6Ob7/9tsR6x44dg6enJ6ytrXHixAm8+eabFT5m27Zty123Xr162LhxI9zc3Cp8PKpa//vf/xAcHFyp+3z77bcNlrt06YK1a9dW6jEqGktVUCqVaNGiRZUfBwDWrFmDqKioCm37NM5FYc2bN8cPP/yAWbNmwdraGj/99BO+/vprfPvtt/j9998RHx+PHj16IDMzs9KPLZPJ8Mwzz1T6foHS3zOWlpYwM6v6r1Zra2t8++232Lx5MwAgICAAr7/+ukGd9evX4/XXX8fZs2fx2WefPfExLSwsIJfLy13fzMwMrVq1emQdT09P7Ny580lDoxqOyWoNYmNjgxEjRuCbb74pcf3Vq1fh7e0NmUz2lCPTe5wPOXq6jh07Vqn7u3r1KtLS0oqVG+M1oFarERYW9tSPW5Uq+vcy5rkwMzMr9tkjl8sxY8YM/P3339i6datR4qqo0v4GR48exddff/3U4hgyZAjq1KmDHTt2FFuXn58PCwsLNG/evFKO9fXXX+Po0aOVsq/C+N1AZWGyWsP861//wtmzZ3H9+nWD8tzcXFhbWxspKjJVGo0GBw4cwMaNGyttn1FRUZg+fXql7e9JpKSk4N1330V8fLyxQ6kUeXl5+Prrr/Hzzz8/9ramei5cXV0BALdu3TJyJOVTFe+ZJ2FhYYFRo0bhp59+KtY6feDAAQwZMsRIkRFVHnNjB0CVq2fPnvDw8MCOHTvw4YcfSuUHDhzA4MGDsX79+hK32717N06cOIFGjRohKioKr7/+Ovr16yetj4yMxIcffogmTZpALpejdevWxfaRmJiI+fPnw83NDUlJSWjfvn2FkpZDhw5h586daNq0KczMzODu7o4pU6YAABISErBkyRK4urpCpVIhPz8fS5cuhbW1NQ4fPow5c+bg1q1buHjxIr777jtoNBocP34cX375JZo0aYLz58/jP//5D86ePYt27dph3759aNKkCXr16oWTJ09i8uTJ2LRpEzQaDRYuXAiVSgVLS0vk5uZi5cqVAIBXXnkFp0+fxtq1axEeHo4DBw5gxYoVGDRoEOLi4uDv74/mzZvj3r17cHNzg1arxf79+3Hs2DFYWlpix44dCA4ORpMmTXDr1i189NFHaNSoEebNm4cdO3bgpZdewpAhQ3Dr1i2Eh4fDxcUFn3zyiXR+1Go1Fi9ejNTUVLi4uCAvLw8TJkyQfu4sbf8lOXnyJL7//nvk5OTgo48+wtdff40+ffpg/PjxZZ7vkuh0OgQEBCAhIQEJCQmYMGECFApFsYuOwsPD8cMPP0Cr1eLUqVPYunUrGjduLK1/nOcAAF9++SWys7OhUCgQFxeHW7duYffu3di4cSMuXryI5ORkTJgwAQCwcOFCqaXpUcf57rvvcOPGDchkMpw9exZvvfUW+vTpIx1Tq9Vi+fLlSElJQZ06daBQKJCTkyOtDw0NxVtvvYVLly6hU6dOOHToEFxcXNC2bVvcuHED7777LlasWFHq3+XPP/9EgwYNkJSUhB9//BFnz57FwYMHsX//fmi1Wrz33nuwtbXFiBEjMHjwYADApk2bcP/+fWg0Gly8eBGLFy/Gs88+CwBPdC6qUsFFmh06dIBKpXrk+0uj0WDp0qVQq9WwtrZGdHQ05s+fb9ByeOTIEezatQvNmjWDWq2Gg4ODwfFeeeUV7N+/H+PGjcPXX3+Nc+fOYezYsbh+/TqOHj2K3r17AwCysrIwb948KBQK2NvbIzc3F2+//TZu375d6nvm888/x9atW9GyZUv88MMP0jHPnTuHjRs3olmzZkhMTETz5s0xa9YsAMDq1auxdu1aNGvWDP7+/jh37hxiY2ORmpqKr7/+GubmZX9Njx8/HuvWrcP333+PSZMmSeUHDhwo9pkfGRmJbdu2wcbGBjdv3kTjxo2xePFimJmZITY2FqNHj8bFixexa9cuhIWFYe/evQgKCsLNmzexatUqmJub4/Tp09L+HvWaK6DT6bBhwwbk5OQgOjoaubm5WLVqFRwdHUt9Tjdv3sR///tfNGvWDHfu3MErr7yCYcOGAQA++eQT2NjYQAiByMhI5OXlVfgaDKomBNUYixcvFkIIsWjRIuHu7i50Op207osvvpDq2NjYGGy3e/duMXjwYKHVaoUQQqhUKtG5c2dx5MgRIYQQcXFxon79+uLixYvSNocOHRIARGRkpBBCiPz8fNG+fXuxd+9eIYQQOp1OdOjQQfz+++/SNu7u7uLo0aOPfA6HDx8WTZo0Eenp6UIIIbZv3y5kMpnIzMwU+fn5wtvbW5w+fVqq//3334t+/fpJz/XixYsCgAgICJDqTJw4UUyfPl1a1mq1omXLlmLz5s1S2eXLl8XHH38sLc+YMUPMnDlTWn7nnXfEBx98IC23b99e9OvXT+Tl5Ynhw4eLrVu3CiGE6N27t1i0aJEQQoisrCxhb28vrl69Kn788Ueh0WjEnj17RIcOHYRarRZCCPHzzz+LHj16SPt96623ROvWrcXBgweFEELk5eUJpVIpwsLCpDrjxo0ziK1Pnz5ixIgRQghR5v5LA6DY36Y857s048ePF+PHjy9WHhkZKQCIjz76SCqbMGGCwd/ncZ9DZGSkGDZsmLScnZ0thg8fLi1/9dVXwt3dvdh2jzpOVlaWUCgU4vvvvxdCCHH+/HlhaWkpvd6F0P8d3nnnHWk5MzNTtGjRQnofCqE/hw0aNBDffPONVHb48GGxadOmUp+PEEL4+PgYnOMBAwYYPN/C770Cf//9tzA3N5deKz/88INwcXERGRkZT3QuKktJnz25ubli4MCBYuDAgSI/P18qL+39NW3aNLFy5UqpXnR0tGjatKlITEwUQujPrYeHh8FznjdvXrHnPGLECIPXZ3Z2tsF7QKvVCl9fX4PPBA8PDzFnzhxpuaT3jBBCrFq1Svj6+krLt27dEi1bthQpKSlS2RtvvCGWLl0qLX/66afCw8NDfPnllwbH+/bbb4vtvzStW7cWvXr1kpaTk5MNXp8FRo4cKYYMGSKEEEKtVgsfHx+xYsUKab1arRZ16tQR48aNE0II0bVrV/Hrr78KIYT47rvvDM5leV9zjo6OIioqSir74osvxAsvvGAQV+HXdGpqqmjUqJE4d+6cEEKInJwc0bhxY/HPP/+IkJAQ8eabb0rbxcbGismTJ5f7PFH1xGS1Bin4krx165YAIIKDg4UQQty7d0/88MMPUp3CXxhqtVo0aNBA/PTTTwb7Wr16tejYsaMQQohZs2aJLl26GKzPzMw0+HAJCgoSjo6OBl+wH374oZg0aZK0XJ5k9dlnnxXvvfeetBwVFSVWr14thBBi3bp1on379gb1NRqNcHJyEvv27RNCPPwiDw0NleosXLiw2Afj0qVLDT7YV69eLVJTU4UQ+g8/MzMzceHCBWn98ePHRbNmzaRlX19f8e677xaL38HBQWzcuFFarl+/vsEXnpeXl/R8hNB/KVpaWoro6GghhP7vU/g4QgjRuHFjsWPHDiGEEJcuXRIAxF9//SWt//HHH6W/dVn7L01JX7zlOd+lKStZvXbtmlRW9O/zuM/h4sWLol69euK3336TXn8FX65ClJ6gPeo4Op1OTJo0yeA14OrqKnbu3CmE0CevAER4eLjBPocPH26QrAohxPvvv2/wWlu0aJFBYlYSJycnsW7dOpGbm1vs+ZSWrGZmZorRo0dL5yk3N1cAEMePH3+ic1FZFi9eLMzMzMS8efPEvHnzxOzZs8W///1vsXv3bukfygVKen9dvXpVmJmZGSR9QggxdOhQMXv2bCGEEG3bthVz5841WL9v375iz7mk12fh98D//vc/IZPJDJKuL7/8Uly6dKnE+oV99dVXBsnqiBEjxFtvvWVQ58KFC8LCwkLcv39f2sbS0lL6x4IQQvTs2VP897//Lbb/0qxYsULIZDIREREhhNAnhGfOnClWb8eOHQafSfPmzRP9+vUzqOPu7i4+//zzYtsePXrU4FyW9zVX8F1SICsrS5ibm4vffvtNKiv8ml6xYoVo166dwTZTpkwRS5cuFT/99JPw8vIy+Ad84fcH1UzsBlADNW/eHM899xy++eYb+Pr64sCBAxgzZkyJdf/66y/cu3cPDRs2NChv2LAhzp8/j4yMDISEhJR59f/JkydhaWlpcMVpamqqwU+7ZUlLS8OlS5cMxuRzd3fHO++8AwA4fPhwsTjlcjlcXV1x5MgRg75ZhY9rZmYGjUZjsN3YsWMREBCAqKgoNG3aFKmpqdJPUmFhYdDpdDhw4ABCQkIA6IeJad++vcE+SrpoYdy4cTh9+jSmTZuGqKgoZGRkSN0pUlJScP36dVy+fBlr1qyRthkwYIDBEGBFz1nh+I8ePQqZTIaWLVtK61999dXH2n95Pc75flxNmjSR5gs/v4o8h2effRbDhg3DSy+9BDs7OwwYMKDUn9cLlHUcmUyGrVu34siRI1i0aBHs7OyQn58PtVoNAAgJCYGZmVm5LlyZPHkyPvroI1y/fh1ubm6wtLSEQqF45Daffvop/v3vf+Ptt99Gt27dsHjx4jKPY2tri+3bt+PgwYPYtGkTnJycAECKuTSV/bp5FJ1Oh48++qhcdYue2z/++AOWlpbS8yrQsGFDHDlyBKmpqbh69eoTjXJS4OjRo2jQoAHs7OyksokTJ1ZoX4cPH8b7779vUNawYUPk5+fj+PHjGDp0KACgfv36Bj/5l/S59Shjx47FBx98gG+++QaLFy/GuXPn8MYbb5RYLzIyEh9//DFyc3Nx6dKlEl8j5XltV/Q1Z2Njgzp16uDo0aPo379/sfUnT56EWq02eD1aWFjAxcUFgwYNwrZt29CtWzc4OTnhtddeK/P9TtUfk9Ua6l//+hfmzp2LdevWIS8vD0qlssR6Wq0WAJCdnW1QXjA4c8GHZVkXZ8lkMigUiicaFken00n7Ki3WonEWxPo4H+oA4OHhgeeeew47duzAgAED0LlzZ2ldwfH9/Pwe+YFd0jlp27Yt8vPzsXz5cqSmpiI0NFRKcgv227NnT0yePFna5nHOmU6ng0wmgxCi2LrK2D+g72vZq1evSjvfd+7cAaD/h0dZKvIc1Go1vvjiC7z77rs4evQovvzyS/Tp0wd///03bGxsitUPDQ2V/vFV2nGysrIwZMgQtGjRAoGBgXBycsK6desM9iOXy2FhYVHmc2rWrBn69u2LrVu3onXr1sWGFyrJiBEjMGjQIPz222/45ZdfMHjwYJw4cQIdO3Ys8fn06tULcXFxGDBgAF555RW8//77sLa2xnvvvffI45TnXJRk+vTpBsMN9ezZE4cOHSrzeT2Oou8vrVYLlUoFrVZrcPV40ddjZVxIWvA+K6+Cv0FJSnofFf18rQxubm7o27cvduzYgZEjR5Y6ZNTq1auxbds2fPPNN+jYsSMCAgJKHIKrPOexIq+5Arm5uaX2x5XJZKhTp06Jr8Hc3Fz88ssvuHTpEkJCQrBhwwYMHDgQZ8+eNdpIN1T1OBpADTVy5EioVCosWbKkWGf3wp555hk4OjoWG8g8MjISrVu3hrOzM3r06FHmmI69evXCvXv3kJqaalB+8uTJcsfs7OyMVq1a4e+//zYoT0xMRHR0NHr06FEszry8PMTHx+P5558v93EKjBs3Djt37sSvv/6KgQMHSuXPPfcc5HI5rl279tjP5cyZM5g5cybef/99BAYGGiQXTk5O8Pb2LrbfiIiIcg+G/fzzz0On0+HGjRsG5efOnXui/ZuZmUn/cCn44nqS8y2Xy6X93b59G3fv3i3zuQEVO0cnT57E7t274eXlhenTp+P06dNo2LChNBB54Vh0Oh1CQ0PLPE7BOKabN2+WWosKEou9e/eiR48eUKvViIuLK9fz+ve//41vvvkG169fL9dYrG+88Qbq1q2LsWPH4rvvvsNbb72FI0eOSM8HQLG/16JFi+Dg4ID//ve/sLa2NkiE9u7dW+FzUZKlS5fi0qVL0uNpDDvVo0cP6HS6YnfNi4yMxPPPPw8nJye0adOmXOPPFh0qKSkpyWD5+eefR1xcHDIyMgzKz507J82X9J4pLe6SPl/lcjm6detWZqyPY/z48bh9+zZmzpyJsWPHFlt/9+5dvPfee/j888+lz6aC10l4ePgjB+8vSXlecyVJSkpCRkYGfH19S1zfq1cvXL9+XTq/BU6ePInvvvsOoaGh8PHxwdtvv40rV64gMTGx1JvhUM3AZLUGiYiIkOYdHR3x8ssv44cffjBILIS+n7K0rFQqsXz5coMx+nJzc/HDDz9g1apVAID58+fjypUruHjxolTnp59+AgDp9qnDhg1Dt27dDK76Pn/+vMEQWkWPXZKVK1di165dBl+S69evh6OjI/7zn/9AJpMZJI179uxBhw4dMHz4cOkYhaePOu7rr7+OO3fuICsry+Bf+K6urnjvvfewadMmqSw1NdWg5UgIIbUEF6bRaPDDDz8gPj6+WOJe8Pz27NkjfQnqdDqsW7cOzs7OpcZauKxr164YPnw4Pv74Y2l9WloaDh48WK79l8bLy0saOqigtbA857s8+4uKioKXl5f0XApPS3rOj/schBDYuHGjQcu8o6MjPD09pVji4uKQm5uL27dvo02bNmUeJyMjA5aWllJLzblz55CdnQ2VSoXw8HB07twZw4cPx6effirFkZCQgFOnTpV4S+Fhw4ZBCAEfH59HnrcCP/74o0FSZmlpKf2js0GDBrC3t8etW7cghJB+NcnIyICVlZW0zS+//AI7Ozsp5oqei5LUq1cPLVq0kB7lGTWgpL/9o+oWfX917doVr7/+usFn1a1bt3D9+nXpZ/aCq/PT09OlOv/73/+Qnp5ukPi0bNnS4K5Z+/btg0KhkMqGDx+OLl26GIzCcefOHZw4cUJaLuk9UxB74ee4fPly/PHHHwbjDn/zzTd49913pW42Zb3vy+u1116Dra0t5HJ5iX+TzMxMCCGk10l+fj5OnjwJlUqFu3fvIisrSzp2SZ9vRWMqz2sO0I/4EB0dLS1v2bIFgwcPlrpIFX1tTJs2DQ4ODgYjKvz888/IysqCEMLgVw5zc3O4u7ujbt26j3GmqLqRicd9N5DJ2bdvHz788EOcOXMGXbp0wYIFC/Dyyy/jt99+w4ULF+Dv74/bt29j/vz5+PPPP5GamooePXrg9ddfl4ZP2blzJ0JDQ+Hg4ID79+/j9ddfx4ABA6Rj/PXXX1i2bBnatGkDc3Nz+Pj4YPjw4fD09MSqVavw4osvIiMjA/PmzYOZmRns7OzQqFEjzJo1C7GxsZg6dSoOHTqEZ555BvPnzy+1D23B89m0aRNat24NCwsLDB06FF27dgUAxMfHIyAgAHZ2dsjLy4OFhYW0/Pvvv2PBggXSeVi+fDmOHj2Kbdu2ITU1FYMGDUJQUBAsLS2lY40dOxazZ88ulkQIIfDJJ5/gypUraNSoEczNzTF37lxpTMODBw/C2dkZvr6+2Lp1K2xtbQHoW1gKD2+kUCjQrVs36fkA+uFktm/fjmbNmkGr1WLy5Mlo1aoV/P398dVXXyEtLQ2DBg3CmjVrMGPGDBw8eBAeHh6YOXMm3nnnHeTn52PBggWIjo5G8+bNpdgKfvIubf+PEhwcjKVLl+LZZ5/FmDFjpFaXR53vR8nIyMCYMWPg7u6ONm3aYMaMGQZ/nx49euCjjz7Czz//jG+++UZ6zgV/n8d5DseOHcP3338POzs72NnZISUlBb169TLoUzt37lzcuXMHHh4eWLZsmdSyVtpxUlJSMHv2bOkOPLa2trCzs5O6G7z++utQqVR4//33odPpUL9+fTg4OODIkSM4efIkxowZIw11VuCNN97A6tWrDV5/pRk4cCC6desmDZtmb2+P2bNnS+u/++47bNmyBc888wxmz56Nxo0bIzo6Gu+88w7c3NzQuHFjNGjQANHR0Thy5AjmzJkj9Q183HPxpIp+9nTr1g0vv/xysX6cAKBSqR75/lKr1fjvf/+L9PR0mJmZISsrC3PmzJH+YQLok9Pvv/8e3t7eEELAyckJ77//Pp599lns3LkTjRo1QnZ2NqZOnQpPT08olUp06tQJfn5+qFOnDhYsWIAxY8YgPT0dc+bMQX5+Pho3bgwbGxvMmTNHOl8lvWdWrVqFjRs34t69e3jllVekuwmeOXMGmzZtQp06dZCeno5WrVrh7bffhkwmw6effoq1a9ciKioKgwYNwvr16/H222/j4MGDcHJywoQJEx6rT+bUqVPRr1+/UrubbNmyBXv37kXv3r2h1Wrx8ssvY+TIkXjttdcwbdo0zJgxA4cOHULTpk3Ru3dvfPnllwD0NwT4+OOPER4ejiFDhmDHjh1IT08v8zX39ddfw8nJCQkJCUhNTUVycjLMzMywZMkSKJVKXLp0SerC07VrV/z3v//Fiy++iHv37mH+/PlwcnKCUqmEt7c3xo4di507d+L69esQQsDOzg4JCQkYMWIEunfvXu5zRNUPk1WiSnLixAksXLgQO3fuRMOGDaHVapGUlIQ9e/bgp59+qvTbmZJpE0IgOjoa7u7uyMvLQ2BgIBYuXGjssIiIqh12AyCqJDdv3oSzszMaNGgAQN8vrn79+ujbt2+5LsShmuXAgQNo0aIFVCoVvvrqK2kgfiIiejxsWSWqRAXdKRo3bgy5XI6cnBxoNBrMmTMHderUMXZ49BQlJyfjrbfewjPPPIP27dtLd5kiIqLHw2SViIiIiEwWuwEQERERkcliskpEREREJovJKhERERGZLCarRERERGSymKwSERERkcliskpEREREJovJKhERERGZLCarRERERGSymKwSERERkcliskpEREREJovJKhERERGZLCarRERERGSymKwSlSI9PR0XLlzA4cOHjR0KERFRrWVu7ACIymv//v1Yt24dfv/9d1hbW+OVV16BTCZDbm4uVCoVJk+ejFdeeaXSjnf9+nUEBATg0KFDEEKUa5ucnBx89tln+PPPP+Hq6gq5XI5mzZph3rx5WLp0Kf7zn/+gSZMmlRZjZTp58iQ2bNgAZ2dnKJVKxMTEoEePHpg6dSrkcrmxwyMiotpKEFUzPXv2FIMHDzYou3btmrCzsxP+/v6Veqxbt26J8r5NIiMjhZeXl5g7d65QqVRS+dWrV8WwYcOEubm5iIyMrNT4KsuaNWtE+/btxd27d6UyjUYj5s6dK3x9fUVmZmaF9vvWW29VUoTGPQYRERkPuwFQtWNmVvxl26ZNG/j6+mLlypXIysqqtGOVt0UxLy8PQ4YMwfPPP4+VK1fCwsJCWuft7Y3//Oc/0Gg0lRZXZfrjjz/w3nvvISgoCG5ublK5XC7HypUrkZOTg6lTpz72ftVqNcLCwiozVKMcg4iIjIvJKtUYarUaVlZWRvnJetOmTbh27RoWLFhQ4vr+/fujbdu2Tzmq8pkzZw769++P1q1bl7j+nXfeQVBQEC5evFjufaakpODdd99FfHx8ZYVplGMQEZHxMVmlGiEkJASnT5/G5s2bYWVlZbBux44dmDx5MpYsWYJx48YhNjZWWvfdd9/hww8/xLJlyzBs2DAcPXq0QsffvXs36tatCw8Pj1Lr+Pr6QiaTAQAOHz6M9u3bo3Hjxjh8+DDeeust+Pj4SK3Ct27dwtSpU/Hhhx9izpw5WLp0KbRaLQBAo9Fg6dKl2LJlC9atW4eZM2dixYoVAIB//vkHCxcuxLZt2xAYGIi+ffsiOjq61JiuX7+OS5cu4bnnniu1TocOHQAAe/bsAQC88sorkMvlmDBhAgDg3LlzaNWqFWQyGYKDgwEAGzduxMWLF5GcnIwJEyZgwoQJuH37NmJiYtCnTx84OTlh+fLl+OCDD+Dv748BAwZg79690jGf5BhERFTDGLsfAtHj8vX1Fa1atRIrVqwQS5cuFT179hSdO3cWMTExxeru2bNHdOjQQajVaiGEED///LPo0aOHEEKIrKwsoVAoxPfffy+EEOL8+fPC0tLSoF9pZGRkufqs2tjYCB8fn0fWyczMFDqdTlq+ePGisLOzE59++qmIiooSLVu2FImJiSIlJUU0bdpUREVFSXUDAwPFpEmThBBCbN++XaxevVpaFxYWJhYvXiyEEKJPnz4iJSVFWjd9+vRH9pPdu3evACA2b95cap2cnBwBQAwZMkQqGzFihBg/fry0nJ2dLQCIo0ePSmVfffWVcHd3L7Y/nU4nXF1dxejRo6XzcffuXWFvby8OHDhQKccgIqKagy2rVC01b94c8+fPx8KFC3Ho0CFYWFhg/vz5xeotWrQIY8eOhbm5fuCLIUOG4OzZs7h79y6sra0xbtw4NG/eHIC+BdHR0REnTpx47HjMzc1haWn5yDq2trZSyyoAODo6IjMzEy+88ALc3d1x48YN1K1bFytWrED79u3h7u4u1Z00aRK+/PJL/PXXX0hJScHevXtx7do1AECnTp3Qs2dPAPqfxj/99FNkZGQAACZOnAhHR8dSYyqIpzz9aQv3Fba2tjZYV3T5UWQyGZRKJV588UXp+G5ubhg2bBgWLVpUKccgIqKag8kqVXs2NjZ49913sXPnToOLbVJSUnD9+nVcvnwZa9aswZo1a/D5559jwIABUKlUkMlk2Lp1K1JSUrBo0SIEBgYiPz8farX6sWNo1aqVQfeCAvv378fw4cPRqVMnPPvss+jXrx+uXLliUKcgWS5w+PBhNGzY0KCsYDipI0eOYMKECdBqtfD29kb9+vUxZ84cdO/eHQCwatUqfPrpp3B2dkbHjh0RFRX1yGTVy8sLABATE1Nqnbt37wIAPD09Sz8BlaBdu3a4cOECVCpVlR6HiIiqF46zSjWCs7MzAODs2bPo1q0bgIethj179sTkyZOlum+//TYAICsrC0OGDEGLFi0QGBgIJycnrFu3rkLHHzt2LGbNmoWbN2+iZcuWUvmQIUMwZMgQbNiwATNmzMDNmzfRokULg22LthhqtVpkZ2cblOl0OuTn50Oj0cDCwgKnTp3CyZMnERoaii+++AJ37tzBDz/8gB49eiAuLg6//vorDh8+jLFjx0KpVGLo0KElxv3MM8/gmWeekfqBluTYsWMAgFGjRj3OKSkmNDQUvXr1KnV9wYVxhVufK/sYRERU/bBllWqEgp/gr1+/LpU5OTnB29tb+rm8QEREBBISErBmzRpERUVh8+bNcHJyAvDw5/DCF/uUx5QpU9C+fXssXry4xPUKhQIApO4Ij9KjR49irbR37tyBTqfD888/j8DAQERHR+P555+Hv78/rly5gtDQUADAG2+8ATs7O4wYMQJbtmzBZ599ht9+++2RxwsMDMTJkydx8uTJYuu0Wi3Wrl2LUaNGoWPHjlJ50REXkpKSim0rl8uli8J0Op0UY2kK/qFRMOxXVRyDiIiqHyarVO0IIaDT6QzKvL294ejoiAsXLgAADh48iH/++QcrV67Enj17pD6cOp0O69atg7OzMzIyMmBpaSm15J07dw7Z2dlQqVQIDw+XjlV4WhqlUon//e9/uHz5MqZPn24w1qtKpUJoaGixRLVgn0Wfy/vvv4+///4bkZGRUtk333yDESNGoGvXrhBCGLQAW1pa4tlnnwWgbwUt3M2g8LrSDBw4EIGBgfjXv/6FqKgog7inTJkCR0dHbNy40WCbli1bIiUlRVret28fFAqFQZmXlxfi4uKQm5uL27dvo02bNgb7+Omnn6T5f/75B/v27cNHH31UqccgIqLqTybK+hYmMhH79+/Hhg0bcPjwYQDAiy++iFmzZmHgwIEAgFOnTmH+/Pno3bs3ACAgIAAymQwHDhzA9u3b0axZM2i1WkyePBmtWrVCSkoKZs+eDTMzM7Rq1Qq2traws7PDF198gXfffRdOTk5YsGABzpw5gz59+mD16tVlJn5ZWVlYv3499u/fj4YNG8LBwQEWFhaYNWsWdu/ejX//+99o1KgRfv/9d2nfXbp0weuvv47Zs2dL+7lx4wZWrVqFOnXqICsrC3Xq1MHChQuhUCiwcuVKaLVa5Ofnw8rKCnFxcZgxYwa8vLyk/rEymQxqtRpqtRqLFy8u19izx48fx4YNG9CgQQMIIXDnzh306dMHU6dOlVqGC2RnZ2Pq1Knw9PSEUqlEp06d4Ofnhzp16mDBggUYM2YMAGDu3Lm4c+cOPDw8sGzZMimOpk2bYsSIEbCysoKFhQUuXryImTNnok+fPpV2DCIiqhmYrBLRU9e0aVMEBARI46gSERGVht0AiOip47+RiYiovJisEtFTExsbi8GDB+Pu3bv473//i88//9zYIRERkYljNwAiIiIiMllsWSUiIiIik8VklYiIiIhMVrW5g5VOp0NcXBzs7Oye6A43RERU8wghkJmZiYYNG8LMjO0wRDVJtUlW4+Li0LhxY2OHQUREJuzu3btwc3MzdhhEVImqTbJqZ2cHQP9BZG9v/8i6I0eOxJ49eyp8LG5f8e2rc+zcnn97bl99//ZbtmxB48aNpe8KIqo5qk2yWvDTv729fZnJqkKhKLMOt6+a7atz7Nyef3tuX/3/9uwmRlTz1MiOPX5+ftV6+ydlzPh57qr39sY8dnXf/kkZO35jvu+flLGPT0RVq9qMs5qRkQEHBwcMGDAACoUCfn5+NfYDaujQofjll1+MHUa1xHP3ZHj+Ko7nruKe5NwFBQUhKCgIarUav/76K9LT05+olZaITE+16QZQYM+ePfwgIiIiAJAaLgoaNIio5qmR3QCqu5raYvw08Nw9GZ6/iuO5qzieOyJ6lGrXDYA/8RARUVH8jiCquapdNwAiqp2EENAJHXTQPZwXOggUmhdCWl+4HIBBfQg83A900BcJaX3Bv+EL5gv+V1CvcFnhf+8XXlcQc8F8wbJUr6Q64uF+DKbCcLmk/ZVUXjiuRy0XXyxj+zL2X1RZ6wHghcYvQCFXlFmPiGofJqtENZBWp4VKq0K+Nh952jzka/Ol5Xxdvn76YF6tVUOtUyNfmw+1Tj+v0WkM5x/U0QotNDqN/iE00Oq00rxGp1/WCZ20TisePEqY1wmdNJXmdfpktHCZEAJaoTX2KaUqdsLvBJNVIioRk1UiI9LoNMhWZyMzPxOZ+ZnIVmcjR5ODHHWONF+4LFeTi1xNLvI0ecjT5iFXnaufPihTaVXI0+ZBo9NUKB5zmTkUcgXMzcyhMHs4LTwvl8lhbmYOczNzyM308wqZApZyS8jN5foymX6dXPbg8WDeTGYmTc1kZpCbGZYVXifVkckhk8lgBsNymUxmsM5gKjODDDLD+QfLhetJZSVNC83r/1+kDCi2L33hw7oFdQovP5zIpDFBi9YvrKRyaV8l1C9tfeGyEpfLGJ+0zPV4vPVF92dtbv3I7Ymo9mKySlQJ1Fo17ufdR2peKtJUaUjPT0d6XjrSVGlIU6UhIz9DP1VlIEudhYz8DGTlZyFHk/PI/VqZW8Ha3Bo2ChtYK6xhZW4FK3MrKOVK2FnYwcruwbK5Ekq5EkpzJSzlloYPc/3UQm4BS7klFGYKWJhZQCFXwEJuIc0rzBQwk/GaSyIiMi1MVokeISs/Cwk5CUjITkBCTgIScxJxP+8+7ufeN5hm5mcW29ZcZg57S3s4WjrC0dIR9pb2aGLfBPYW9rC1sIWtwhZ2Fnaws7CT5m0UNlJyamVuBbmZ3AjPmoiIyHQwWaVaSwiB+3n3EZMZg7uZdxGTFYN7WfeQkJOA+Ox4JOQkIFudbbCNs9IZzkpn1LGqA1drV7Sp0wZ1lHVQx6oO6ijrwFnpDAdLBzhYOsBWYctbPxIRET2hSklWs7KyMGHCBKxevRpNmjQBAJw9exa7du2Cj48PTpw4AX9/f3h4eJS5jqiypeal4nbabUSkRyAyPRIxWTGIyYxBbFYscjW5Uj1npTMa2jREfZv6eK7hc3C1doWrjas0rWdVjxeAEBERPWVPnKx++eWXiI6Oxg8//ICPP/4YAKBSqTBixAicPn0arq6u8PT0xMSJExEcHPzIdURPIjUvFTdSb0iJacE0JS8FgP5neTc7N7jZuaGTaycMazEMbnZuaGzXGG62brBW8AIPIiIiU/PEyeqkSZMAAEuWLJHKQkNDYW9vD1dXVwBAly5dEBYWhoSEBFy5cqXUdQVlRGVJzUtF+P1wg0dcdhwAQGGmQFOHpmju0BxdGnRBc4fmaO7YHE3smrBllIiIqJqpkj6rUVFRcHZ2lpblcjns7Oxw7dq1R64rT7I6cuRIKBSGCUfBvaGpZtLoNPgn5R+cTziPS4mXcO3+NdzLvgcAsFXYonWd1ujftD/a1GmDVs6t0NiuMczN2B2bqKYKCgpCUFCQQZlarTZSNERU1arkGz05ORlKpdKgTKlUIi0t7ZHrymPPnj28lV4Np9aqce3+NZxLOIdzCedwKfESstXZUMqV8HbxxktNX0KbOm3Qpk4bNLZrzOGWiGqZkhooCm63SkQ1T5Ukqw4ODsVux5eVlQUXFxfEx8eXuo5qJyEEItMjERITghOxJ3A56TLytHmwNreGj6sPprSdgk6unfBMnWf4Mz4REVEtUyXJaqtWrbBlyxZpWaVSITMzE+7u7tBoNKWuo9pDrVXjXMI5hMaEIiQmBHcz70IpV6JLgy6Y6TMTnVw7wcvZiz/nExER1XJVkgn06tULiYmJiImJgZubG0JCQtC5c2e4u7ujUaNGpa6jmi0zPxNH7x5F8N1gnIw7iWx1NlytXeHr5ov5XeajS/0uUJory9wPERER1R5PnKwGBQUhNDQUADB//nz06tULM2bMwPbt27Fs2TJ069YNISEh2LVrl/6A5ualrqOaR61T42TsSeyL2Iej0UeRr8tHW5e2mPjMRPg29oWXkxcHziciIqJSyUTRDqQmqqDzfHp6Oi+wMnFCCISnhGPf7X04FHkIKXkpaOHYAkObD8Ugj0FwteEQZURUufgdQVRzsUMgVZqUvBT8ePNH7Lu9DxHpEaijrIMhzYbg5eYvswWViIiIKoTJKj2xiLQIfBP+Dfbd3geZTIa+TfpiTuc56NagGy+QIiIioifCTIIqRAiBsHth+Cb8GxyPPQ4XKxdMbz8dIzxHwFHpaOzwyFQJAQgdoNMCQltkqns4FUWXS3uIItMHD4jS60EUmhYpk7YtWk88jP9R6wuXFauP4uXSPIrMF11XUp2S6hUpL/c2ZfQGe6z9l7iDMtYD6D4LUPACSyIqjskqPZZ8bT4ORh7EN+Hf4GbqTXg5eWFZj2UY0HQALOQWxg6vdtKqAXUOoM4FNHmARqWfqvMMlwum2nz9Q6PSb6tVFZrPB3TqB/MFy5qH2+i0D5bV+mnhh1bzIPEsKNM+rF9QLnTGPltG9KAbjNQdRlb6fNF6BsuFykqqV1rdYr1wihQU66ZT1voy9ldsdRnru0xlskpEJWKySuWi1qnx440fsenKJiTlJqGXWy/M6zwPXep3YV/UxyEEkJ8NqDKAvIxC03T9ND9Lvz4/C1AVzGc/LFfnPExM1bn6eZ3m8WKQyQFzS0BuoX8UnpcrHjwsADPzh2XmSsDS7mF5wUOuMFyWHmYP52VywOzBQ1Z0ala8XGam315m9nC54FGwjUxmWC4zgz7hK1wme1gPRefNiq8rnDAaLJcxNdgHYJBc8r1BRPTEmKzSIwkh8Gf0n/jswme4k3EHQ5oNwZR2U9DMoZmxQzM+rQbITQGyEoHsJCA7Gci5D+SmFnqkGC7nZehbGUsk0yeEFjYPHrYPHjaAdR3AsYl+XmEFKKwfTAvNmz9YNlfqE9DCU4USkFvql83kT/U0ERERPQkmq1Sqi4kX8cm5T3A56TKeb/g8Pvb9GF7OXsYOq+pp1UBmPJB5D8iI0z8y44CMe0BWwoPENAnISUGxvnhyS8DaGbByBqycACtHoF4bfZnSUb9saQ8oHR5M7fVTSzt9Ympm9vSfLxERkQmrdsnqyJEjoVAo4OfnBz8/P2OHUyNFpEfgs/Of4cjdI2jt3BqbX9yM7g27GzusyqNVA+l3gdQ7QNod/TQ1Sj+fHqNvKS2chJorAbsGgH0jwLYe4PoMYFO3yMNFv87CxljPiqhWCgoKQlBQENRqtbFDIaIqwpsCkCRdlY7PL3yOH27+gPo29THLZxYGegyEmawatvYJoU86k68DSdeB5Jv6+fsRQEbMwwt9ZGb6JNTRHXBqCji4AfYNHz7sGuhbSNn3kMik8TuCqOaqdi2rVDVC7oZgyaklyNPk4d2O72JUq1HV5+r+vAwg/ipw7zKQcE2flCbfAPLS9evNzAHn5oBLS8D7NX1S6tQUcHIH7N0A82ryPImIiGohJqu1XLoqHSvPrMS+iH3o2agnFndfbNq3Q81O1ielBY/4K0BKhH6duRKo20r/8BoIuHgBLp6As4f+qnUiIiKqdpis1mLBd4Ox9NRS5Gny8OHzH2Jo86GmNQyVEMD920D0SeDOKSD6FJAaqV9nYQc0aAd4DgDqtwMatNcnpnK+pImIiGoSfrPXQibbmqrT6ltLox8kptFh+qvuIQPqewMt+wONuwANfQAnD145T0REVAswWa1lgu8GY8mpJVBpVKbRmpqTAtz6E7h5GLj1h35cUrkl4NYJ6DAeaNIdaNxZP9QTERER1TpMVmsJrU6LtRfXYttf29DLrRcWdVtknNZUIfT9TG8eBm7+DsSc1V+ZX78t0GkS0OIFoFFH/eD1REREVOsxWa0FMvMzMS90Hk7EncB7nd7Dv9r86+m2pgoBxF4Arn4HhP+sH2zfwg5o3ht4+TOgRT/9MFFERERERTBZreEi0yPx5pE3cT/vPta/sB7PN3r+6R08+SZw5Tvg6vf6C6Ns6+uHjvIaCDTuxiGjiIiIqExMVmuwYzHHMC90Hupa10XQ4CC427tX/UEz4oC/ftS3ot67rL+VaOuhwMtrgKY9eV96IiIieixMVmsgIQS+uvYV1pxfg15uvfBRz49ga2FblQcEoo4DpzcC1w/qB+Fv2R/oORto+RKgUFbdsYmIiKhGY7Jaw+Rp8rD45GIcjDyIf7f9N2b6zKy626Wqc/U/8Z/eBCT8pR+Mf9DHgPdwwMqxao5JREREtUq1S1ZHjhwJhUIBPz8/+Pn5GTsck5KuSse036chIj0Cgb6BGNB0QNUcKCMOOLsVOPcVkJsKeL4E9P8v0KwPYEo3FSCiGi8oKAhBQUFQq9XGDoWIqohMCCGMHUR5ZGRkwMHBAenp6bC3tzd2OCYnXZWOfx/+N+Kz47HpxU1oXad15R8k8R8gdJX+in5zK8BnLNDl30Cd5pV/LCKix8DvCKKaq9q1rFJxmfmZmP77dMRlx2Fb/23wcvaq3AOk3gGCPwKufAvYuwH9lwHPjgaU/EIgIiKiqsVktZrLys/C9D+mIzozGlv7b63cRDUrCTj2MXB2G2DlBAxYCXScwCGniIiI6KlhslqNZauz8Z8//oPItEhseWlL5f30n5cOnFwLnFqvv7K/93yg238AC5vK2T8RERFROTFZraZy1DmY8ccM3Eq7hc0vbsYzdZ558p1q1frhp459or/Sv+s04Pm3AWvnJ983ERERUQUwWa2GcjW5mHlkJv5J+QebXtyEtnXbPvlOYy8Av8wCEv8GOvwL8J3LW6ASERGR0TFZrWbyNHmYdWQW/kr+Cxv7bcSz9Z59sh3m5wBHlwFh6wFXb2DqUaBB+0qJlYiIiOhJMVmtRnRCh3eD38WVpCtY/8J6dHDt8GQ7jAgB9r0JZMYDLywCus8C5HxJEBERkelgZlKN7AjfgeOxx7Gh3wZ0qt+p4jvKTQMOLwAu7gDcewBjf+RYqURERGSSmKxWEzdSb+CzC5/hX23+hecbPV/xHf29HzgwG1DnAEM+BTpMAMyq6HasRERERE+IyWo1kK/Nh/8xfzR1aIpZHWZVbCdatb419fRGwHMgMPgTwKFR5QZKREREVMmYrFYDX1z8ApHpkQgaHARLueXj7yAzAfh+AhBzBhj0MdB5CiCTVXqcRERERJWt2iWrI0eOhEKhgJ+fH/z8/IwdTpU7G38WX1/7Gu90fKdid6e6ewbYMw6AACYcAJp0q/QYiYiMJSgoCEFBQVCr1cYOhYiqiEwIIYwdRHlkZGTAwcEB6enpsLevHfekz8zPxPBfhqOhbUNs678NcjN5+TcWAji3DTg0H2jUEXh9O2BXv+qCJSIyotr4HUFUW1S7ltXa5KMzHyEjPwNf9fjq8RJVda7+IqpLu4Au04D+HwLmFlUXKBEREVEVYbJqog5HHcYvt3/Bsh7L0Mj2MS6ESr0DfDcOSLoOvLoJaD+q6oIkIiIiqmJMVk1QUk4SloYtxYvuL+LlZi+Xf8P4q8A3rwAWNsDkw7wTFREREVV7TFZNjBACC08uhMJMgYXdFkJW3qv2713WJ6qOTYBx/wOsnas0TiIiIqKnodYlq/+k/IOo9Chjh1Gq8JRwnIg9gQ39NsBJ6VS+jeIuAt8MA5ybAeN+BKzKuR0RERGRiat1yer+2/uxPXy7scN4pPFtxqNHox7lqxxzHtjxKlDXExj7A6B0qNrgiIiIiJ6iWjd0lUqrgkanKbOeDMYbNN9aYV2+infPAjtfA+q1BsbsBZQcroWIaicOXUVUc9W6llVLuWXF7gJlaqJPAzuHA/W9gTHfA5Z2xo6IiIiIqNKZGTsAqoA7J/Utqg3a6VtUmagSERFRDVWlLauRkZE4dOgQlEol4uPjMXDgQPj4+ODs2bPYtWsXfHx8cOLECfj7+8PDw6MqQ6k5oo4Du14HGnUARu/RD1NFREREVENVabK6ceNGrFy5UloeM2YMvvzyS4wYMQKnT5+Gq6srPD09MXHiRAQHB1dlKDVD3CV9otq4MzAqCLAoZ99WIiIiomqqSrsB/Pjjj7h8+bK0rFQqERoaCnt7e7i6ugIAunTpgrCwMCQkJFRlKNVf2l1g90igrhcwajcTVSIiIqoVqrRldebMmejUqRNmzZoFBwcHvPnmmzhz5gycnR8OWC+Xy2FnZ4dr165JCeyjjBw5EgqFwqDMz88Pfn5+lR6/ychLB3a/Dphb8Kd/Iqr1goKCEBQUZFCmVquNFA0RVbUqTVZHjRqFs2fPYt++fcjKykLPnj2RnJwMpVJpUE+pVCItLa1c+9yzZ0/tGpZEkw/sGQdkxAKTfwds6xk7IiIioyqpgaJg6CoiqnmqrBtAZmYmpk+fjs2bN+Pq1auYNm0aXn31Vdjb26Po0K5ZWVlwcXGpqlCqLyGA/W/rr/4fuUvfBYCIiIioFqmyltXff/8dvr6+sLbW960MCAiAWq1G3bp1kZiYKNVTqVTIzMyEu7t7VYVSfYUGApd2Aa9uBjx6GjsaIiJ6yoKDgxEUFAQvLy/odDq4u7sjOjoas2fPrtD+kpOTkZWVhaZNm1ZqnFeuXMHatWvh6ekJuVwODw8PnDlzBitWrJDqREREYObMmTh48GClHptqvipLVlu0aIFffvnFoEyr1aJr165ITExETEwM3NzcEBISgs6dOzNZLeryt8DRZUCfBUD7kcaOhoiInrK0tDRMnz4dV65cgYWFBQBg9uzZcHJyqvA+w8LCYGtrW6nJqlarxYgRI3Dq1CnpmpS1a9ciKSkJgL5RKjAwELdu3UJ4eHilHZdqjypLVtu1a4eBAwdi9uzZcHNzg0qlQr9+/eDu7o7t27dj2bJl6NatG0JCQrBr166qCqN6igwFfp4J+IwFer1n7GiIiGqk3HwtbidlPfXjNq9rCysLeZn1bt68CZVKBbn8Yd05c+Zg27ZtFTpubGwsli5dilWrVlVo+9KkpKQgJibG4OLnadOmwd/fHwBgaWmJBQsWIDg4mMNUUoXIRNEOpCaq0u77rM4DtPmVF9hjK+N0p0YBX78MNPLR351Krnh0fSIiqtB3xF+x6Riy9ngVR1bc/lk94N2o7IvB8vLy4OXlhebNm2P8+PHo3r07PD09cfv2bTRv3hy5ublYsmQJPD09kZSUBGtra8yaNQsAsHXrVty5cwdNmzbFxYsXsXDhQnz//fdYvXo1+vXrh2bNmmHKlClwcXHB5cuXsXfvXrRs2RIxMTHo1KkT+vfvjwMHDmD+/Pl44YUX4OHhgc2bN+PMmTOwsSk+Ik3Xrl2hVqsxbdo0dO/eHW3btkVERASaN28u1QkODsaECRMQFRVVaeeSaocqHQ3AJB35L3DqC2NH8Wj1ngFe/4aJKhFRFWpe1xb7Z/UwynHLQ6lUIjg4GAEBAfD398e9e/fQrVs3/PjjjwCA9957D97e3pg0aRIAoGPHjujbty+ioqKwYcMGnDt3DjKZDIMGDZL6i+7duxejR49G7969AQBJSUkYPXo0Ll68KHU16Nq1K9zc3DB48GCEhYXh2LFjWLNmDVxdXaXrUIo6cOAAFi9ejBUrVuDOnTto1aqVFCfRk6p9yWq7kUCjjmXXk8mqPpaSDwx49AKUHIKFiKgqWVnIy9XCaSzJycmoV68etm/fDgC4fv06pkyZgjlz5mDnzp3YvXs35s6di//9738AgH79+iErKwtfffUV+vXrB9mD77FHXdD0888/w9XVVUpUAaB169bYvn07Vq5cCblcjs6dOwPQD0dZktzcXOh0Oqxbtw7r1q1DTEwM3nzzTfz73//G8eNPv+Waap7al6w2aKd/EBERmbC//voLQgj06dMHAODl5YVPPvkEEyZMAKC/qU67du0wePBgAMCwYcMAADqdrtgQkSU5efIksrOzoVKpDMrVajXy8x92lyvpZ//CEhIScPToUUycOBEA4Obmho0bN1b6iANUe1Xp7VaJiIio4lasWGFwd67r16/D19cXADBlyhQcOnRIWnfu3DmcPXsW48aNw2+//QaNRgNAP5b5/v37AQB2dnZIT09HamoqEhIS8NprryE2NhZ5eXkAACEELl26hHHjxj1WnKtXr0ZW1sOL1QrHSfSkat8FVkREVOPUxO+I0NBQnD9/HhqNBvn5+VCr1UhISEBgYCBsbW2h0WgQEBAAhUKBhg0bwsrKCmPHjgUAbNiwAeHh4fDx8YFarcbEiRNhYWGB4OBgbN26FZ07d8bkyZNha2uL06dP45dffoG7uztiY2PRtWtXDBo0CL/++isWLFggXTg1Y8aMEuOMjo7G+vXr0aBBA2RnZ0Or1SIyMhLLly9H/fr1AQDLly/H8ePH8eeff+KNN95Av379MGjQoKd2Lql6Y7JKRETVHr8jiGquatdndeTIkVAoFCXeG5qIiGqXoKAgBAUFGfxUTkQ1C1tWiYio2uN3BFHNxQusiIiIiMhkMVklIiIiIpPFZJWIiIiITBaTVSIiIiIyWUxWiYiIiMhkMVklIiIiIpPFZJWIiIiITBaTVSIiIiIyWdXuDlZERES1RXBwMIKCguDl5QWdTgd3d3dER0dj9uzZFdpfcnIysrKy0LRp00qN88qVK1i7di08PT0hl8vh4eGBM2fOYMWKFQCA7777DnFxcYiKikJ0dDQ+/fRTuLu7V2oMVHMxWSUiIjJBaWlpmD59Oq5cuQILCwsAwOzZs+Hk5FThfYaFhcHW1rZSk1WtVosRI0bg1KlTcHZ2BgCsXbsWSUlJAIAzZ85ArVbj7bffBgDMnDkTQ4cOxeXLlystBqrZmKwSEVHtlJ8DJN94+sd18QQsrMusdvPmTahUKsjlcqlszpw52LZtW4UOGxsbi6VLl2LVqlUV2r40KSkpiImJgUKhkMqmTZsGf39/APoEOTAwEGPGjAEAvPTSS1i3bh0SExNRr169So2FaiYmq0REVDsl3wA2+z79404NARo+W2a1tm3bQqfT4cUXX8T48ePRvXt3eHp6YtSoUQCA3NxcLFmyBJ6enkhKSoK1tTVmzZoFANi6dSvu3LmDpk2b4uLFi1i4cCF++uknJCcnY/fu3QgLC8OUKVPg4uKCy5cvY+/evWjZsiViYmLQqVMn9O/fHwcOHMD8+fPxwgsvwMPDA5s3b8aZM2dgY2NjEGfdunXh7e0NX19fTJs2Dd27d0fbtm0xY8YMAMCkSZPQs2dPqX50dDRcXFyeqIWYapdql6yOHDkSCoUCfn5+8PPzM3Y4RERkREFBQQgKCoJarX78jV089Ynj0+biWa5qSqUSwcHBCAgIgL+/P+7du4du3brhxx9/BAC899578Pb2xqRJkwAAHTt2RN++fREVFYUNGzbg3LlzkMlkGDRoECIiIjBz5kzs3bsXo0ePRu/evQEASUlJGD16NC5evCh1NejatSvc3NwwePBghIWF4dixY1izZg1cXV1hbV1yi/CBAwewePFirFixAnfu3EGrVq2kOG1tbeHj4wMAyMvLw9q1a7Fp0yaDlliiR5EJIYSxgyiPjIwMODg4ID09Hfb29sYOh4iITEhN/I5ITk6GlZWV1JJ5/fp1TJkyBe7u7ti5cyecnJwwd+5ctG7dGgBw6tQpvPbaawgMDETz5s2xcuXKYvvs3bs3AgICpGR169at2L17N44cOSLVmTBhAlxdXbFy5UoEBAQgOzsbgYGBpcaZm5uLzMxM6Sf9mJgYvPnmm0hMTMTx48cN6k6bNg39+vXDiBEjnujcUO1S7VpWiYiIaoO//voLQgj06dMHAODl5YVPPvkEEyZMAADI5XK0a9cOgwcPBgAMGzYMAKDT6VCedqiTJ08iOzsbKpXKoFytViM/P19aLvqzf1EJCQk4evQoJk6cCABwc3PDxo0bi13EtWrVKowfPx7PPfccoqKiUL9+fSiVyjLjJOI4q0RERCZqxYoVBl0crl+/Dl9ffT/bKVOm4NChQ9K6c+fO4ezZsxg3bhx+++03aDQaAEBWVhb2798PALCzs0N6ejpSU1ORkJCA1157DbGxscjLywMACCFw6dIljBs37rHiXL16NbKyskqMEwA2bdqETp06oVmzZoiPj8fXX38tdTsgKgu7ARARUbVXE78jQkNDcf78eWg0GuTn50OtViMhIQGBgYGwtbWFRqNBQEAAFAoFGjZsCCsrK4wdOxYAsGHDBoSHh8PHxwdqtRoTJ06EhYUFgoODsXXrVnTu3BmTJ0+Gra0tTp8+jV9++QXu7u6IjY1F165dMWjQIPz6669YsGAB1Go1pk2bJl0wVVR0dDTWr1+PBg0aIDs7G1qtFpGRkVi+fDnq16+P77//Hq+//rrBNh06dMD58+er/BxSzcBklYiIqj1+RxDVXOwGQEREREQmi8kqEREREZksJqtEREREZLKYrBIRERGRyWKySkREREQmi8kqEREREZksJqtEREREZLKq3e1WR44cCYVCAT8/P/j5+Rk7HCIiMqKgoCAEBQUZ3OWJiGoW3hSAiIiqPX5HENVc1a5llYiIqLYIDg5GUFAQvLy8oNPp4O7ujujoaMyePbtC+0tOTkZWVhaaNm1aqXFeuXIFa9euhaenJ+RyOTw8PHDmzBmsWLECAPD9999Dp9MhPj4ep0+fxtq1a1GnTp1KjYFqLiarREREJigtLQ3Tp0/HlStXYGFhAQCYPXs2nJycKrzPsLAw2NraVmqyqtVqMWLECJw6dQrOzs4AgLVr1yIpKQkAcPXqVYwaNQo3b95Es2bN8PLLL+Ott97Czp07Ky0Gqtl4gRUREZEJunnzJlQqFeRyuVQ2Z84cyGSyCu0vNjYWS5curazwJCkpKYiJiYFCoZDKpk2bBgcHBwDAM888g7CwMHh4eEjrNRpNpcdBNRdbVomIqFbK1eQiMj3yqR/Xw8EDVuZWZdZr27YtdDodXnzxRYwfPx7du3eHp6cnRo0aBQDIzc3FkiVL4OnpiaSkJFhbW2PWrFkAgK1bt+LOnTto2rQpLl68iIULF+Knn35CcnIydu/ejbCwMEyZMgUuLi64fPky9u7di5YtWyImJgadOnVC//79ceDAAcyfPx8vvPACPDw8sHnzZpw5cwY2NjYGcdatWxfe3t7w9fXFtGnT0L17d7Rt2xYzZswAAJiZmaFz584A9K3Fly5dwqFDhyrzlFINx2SViIhqpcj0SIzcP/KpH3fPkD1oU6dNmfWUSiWCg4MREBAAf39/3Lt3D926dcOPP/4IAHjvvffg7e2NSZMmAQA6duyIvn37IioqChs2bMC5c+cgk8kwaNAgREREYObMmdi7dy9Gjx6N3r17AwCSkpIwevRoXLx4Uepq0LVrV7i5uWHw4MEICwvDsWPHsGbNGri6usLa2rrEWA8cOIDFixdjxYoVuHPnDlq1aiXFWeCXX37Bzz//jKVLl8Lb27uip49qIY4GQERE1V5FviNMvWU1OTkZVlZWUkvm9evXMWXKFLi7u2Pnzp1wcnLC3Llz0bp1awDAqVOn8NprryEwMBDNmzfHypUri+2zd+/eCAgIkJLVrVu3Yvfu3Thy5IhUZ8KECXB1dcXKlSsREBCA7OxsBAYGlhpnbm4uMjMzUa9ePQBATEwM3nzzTSQmJuL48ePF6o8aNQqOjo7YuHFjmeeACGDLKhER1VJW5lblauE0lr/++gtCCPTp0wcA4OXlhU8++QQTJkwAAMjlcrRr1w6DBw8GAAwbNgwAoNPpUJ52qJMnTyI7OxsqlcqgXK1WIz8/X1ou+rN/UQkJCTh69CgmTpwIAHBzc8PGjRuli7jWrFmDbdu24erVqwD0CfN//vMffPjhh3BxcSkzTiJeYEVERGSiVqxYYXDDg+vXr8PX1xcAMGXKFIO+n+fOncPZs2cxbtw4/Pbbb9JFTFlZWdi/fz8AwM7ODunp6UhNTUVCQgJee+01xMbGIi8vDwAghMClS5cwbty4x4pz9erVyMrKKjFOjUaDoUOHSusiIiLQvHlzaeQAorJUeTeArVu3Ij4+Ho0bN4ZWq8WkSZNw9uxZ7Nq1Cz4+Pjhx4gT8/f0NrhIsCbsBEBFRaWrid0RoaCjOnz8PjUaD/Px8qNVqJCQkIDAwELa2ttBoNAgICIBCoUDDhg1hZWWFsWPHAgA2bNiA8PBw+Pj4QK1WY+LEibCwsEBwcDC2bt2Kzp07Y/LkybC1tcXp06fxyy+/wN3dHbGxsejatSsGDRqEX3/9FQsWLIBarca0adOkC6aKio6Oxvr169GgQQNkZ2dDq9UiMjISy5cvR/369aFWq/Hpp5/C0tISOTk5OH/+PFauXInmzZs/zdNJ1ViVJqubNm1CREQEVq5ciZs3b6JTp05ITEyEl5cXTp8+DVdXV5w6dQr+/v4IDg5+5L5q4gcRERFVDn5HENVcVdZnVaVSwd/fHxcvXgQAtGjRApcvX0ZoaCjs7e3h6uoKAOjSpQvCwsKQkJAglRERERERAVWYrJ48eRKpqam4efMmTp06hStXrmDo0KGIiooy6Kcil8thZ2eHa9eulStZHTlypMHAwwDg5+cHPz+/Sn8ORERkeoKCghAUFGRQVrhfJxHVLFWWrN67dw8AYGFhgVGjRmHIkCHw8vLC1KlToVQqDeoqlUqkpaWVa7979uzhTzxERLVYSQ0UBd0AiKjmqbLRAAo+NAruWmFrawudToe6desWG1IjKyuLw1cQERERUTFVlqz6+PhAJpNBq9VKZTKZDI0aNUJiYqJUplKpkJmZCXd396oKhYiIiIiqqSpLVhs2bAhfX1+cOHECgP6WbjKZDL1790ZiYiJiYmIAACEhIejcuTOTVSIiIiIqpkrvYLV9+3YsXrwY4eHhiIiIwL59++Dg4IDt27dj2bJl6NatG0JCQrBr166qDIOIiIiIqqkqvylAZeEYekREVBp+RxDVXLzdKhERERGZLCarRERERGSymKwSERERkcliskpEREREJovJKhERERGZLCarRERERGSymKwSERERkcmq0psCVIWRI0dCoVDAz88Pfn5+xg6HiIiMKCgoCEFBQVCr1cYOhYiqCG8KQERE1R6/I4hqLnYDICIiIiKTxWSViIiIiEwWk1UiIiIiMllMVomIiIjIZDFZJSIiIiKTxWSViIiIiEwWk1UiIiIiMllMVomIiIjIZDFZJSIiIiKTxWSViIiIiEwWk1UiIiIiMlnmxg7gcY0cORIKhQJ+fn7w8/MzdjhERGREQUFBCAoKglqtNnYoRFRFZEIIYewgyiMjIwMODg5IT0+Hvb29scMhIiITwu8IopqL3QCIiIiIyGQxWSUiIiIik8VklYiIiIhMFpNVIiIiIjJZTFaJiIiIyGQxWSUiIiIik8VklYiIiIhMFpNVIiIiIjJZTFaJiIiIyGRVu9utElH5CSGgE4BGp4NWJ6DRCeh0AlqdgFY8mOoEdDp9HZ0AdA/KdUJfrhP6ukIIaB8s64SAEAXzD6Y6wzLg4bqCcqDwsj4+IQDxoG7heQiBBxN9vYL5B88LeFj/Ybl+uWAditWFwXYG9VBoJQzr6pdLrl94X4Y7KlzH8EaBRe8bWPQ2gsXXP/pGg497H8LHvXFhWbUr4z6I7w9qDSsL+ZPviIhqHCarRE9IpxPI02iRk69Fbr4WKo0OeWotVBotVGod8jRa5Kl10nK+VvdwqtEh/8FDpdFCoxVQa/Xr1Fod1A+WC+Y1BVOdTl9Xp4NWK6DW6ddpdA8T0ILktDqRyQAZAJlMBhkAswcFMmmdrFgd/X8KlcmkIqmOTCYdocj6h/sstCvIHm4g1TOYQlZ8nUH9QuuLzZS4WPyYxdYX3b7kGCuq6PEfe/sy9//o9drqcedvIjKCapesjhw5EgqFAn5+fvDz8zN2OFRN5Wt0yMhTIyNXjYw8zYOpGpl5GmSrNMhSFUy1yFZpkJOvL8vJf5iU5qq1yMnXIE+te6xjW8jNYGluBovCD/nDeYVcv2wul0EhN4OVQgGFXAZzuZl+avZwnbmZTP94UN/cTAa5mdmDqezhVC6DmUy/rdxMnwTKzWQwM5NBLtPXM3tQ10ymXy/VkclgZla0TL8sK1TXTKZPeAqvK7ps9iBjKZgvSEgL6hI9rqCgIAQFBUGtVhs7FCKqIjLxuL8HGUlGRgYcHByQnp4Oe3t7Y4dDJkSl0SI5Kx9JmSrcz1IhJTsfaTlqpObk6x/ZaqTk5CMtR1+ekad+ZIJpYyGHjaU5bC3NYWNpDhtLuTRvbSGHleLB1EL+YLlg3hxKhRmUCjmU5nIoFWawLJgq5LA01yepTMqIKh+/I4hqrmrXskq1h0arQ2KmCvfScxGXlod76bmIT1chKUuFpMw8JGWqkJSpQkaepti2tpbmcLJRwMnaAk7WFmjooESbBvZwtFbAwUoBe6UC9lYK2CvNYW+lgN2Dqa2FOczMmEwSERGZCiarZDQ6nUB8Rh7u3M9BdEo2ou7nIDolB/fScnEvPQ8JGXko3OXSxkKO+g5K1LPTP9o0cEBdO8uHD1tLuNhawNHaAhbmHOiCiIioJmCySlUuI0+NmwmZuJGQhVuJWbhz/2Fimq/R/xwvkwENHazQ2NkKTV1s8FxzFzRwVKKhgxUaOCrRwMEK9kpz/oRORERUyzBZpUqTp9bienwmridk4mZCJq4nZOFmQibupecBAMxkQBNnazR1sUGPFi4P5q3RxNkGjZ2tYGnOYWuIiIjIEJNVqhCNVocbCVm4EpOGyzHpuBKThuvxmdJQSU2creHpaothPo3g5WqHlq62aF7XFkoFE1IiIiIqPyarVC5pOfk4HZmC0xEpuByThmtx6chT6yCTAS3r2aKdmyNGdW6Mtm6O8HS1hbUFX1pERET05JhRUInSc9U4G5mCUxH3cer2ffwdnwEhgEaOVvBp4ogBz9RHOzcHeDdygI0lX0ZERERUNZhlEABAqxM4fycVf/6dgJO37+NaXDp0AmjooES35nUw4fmm6N6sDho7Wxs7VCIiIqpFmKzWYrn5WoTeTMLv4Qk48k8iUrLz4WJriR4t6mBM1ybo3rwOmjhb8wp8IiIiMpqnlqzOmzcPQ4YMQc+ePXH27Fns2rULPj4+OHHiBPz9/eHh4fG0QqnVkrNU+PPvBPwenoBjN5Oh0ujQop4tRnZujBfbuOJZN0cOik9EREQm46kkq8eOHcPXX3+NgQMHQqVSYcSIETh9+jRcXV3h6emJiRMnIjg4+GmEUiupNFr8+Xci9p6PQciNJOiEQMcmTpjd3xMvtqkPDxcbY4dIREREVKIqT1YzMjJw+fJltG7dGgAQGhoKe3t7uLq6AgC6dOmCsLAwJCQkSGX05IQQuBaXgb3nY/C/S7FIy1GjfWNHBAx9BgO968PF1tLYIRIRERGVqcqT1S1btmDmzJnYu3cvACAqKgrOzs7SerlcDjs7O1y7dq1cyerIkSOhUCgMyvz8/ODn51e5gVdT97NU+N+lOHx/7i7+ic9EXTtLjOzUGMM7usHT1c7Y4RERPbGgoCAEBQUZlKnVaiNFQ0RVrUqT1X379uGll16CpeXDVrzk5GQolUqDekqlEmlpaeXa5549e2Bvb1+ZYdYId+5nY1NoBPaej4EQAv1au2LOS17w9awLc7mZscMjIqo0JTVQZGRkwMHBwUgREVFVqrJkNS4uDqmpqXj55ZcNyh0cHCCEMCjLysqCi4tLVYVSo4XHZWBjyG3svxIHJ2sLvPVCS/h1aQJnGwtjh0ZERET0xKosWf3tt98QHx+Pjz76CABw48YN7N69G6+88goSExOleiqVCpmZmXB3d6+qUGqks1EpWH/0Fo5eT0IjRysEDH0Gr3dqzNuZEhERUY1SZcnqxIkTDZY3btyI0aNHo0ePHpg6dSpiYmLg5uaGkJAQdO7cmclqOQghEHwjCeuP3sLZqFR4utri05HtMaRdQyj4Uz8RERHVQFV+gVVMTAw+//xzxMfH45NPPkFOTg62b9+OZcuWoVu3bggJCcGuXbuqOoxqTQiBkBtJ+PSPm7h8Nw0+TRyx5V+d8EKrehwTlYiIiGo0mSjagdREFXSeT09PrzUXWAkhcPxWMj79/QYuRKeho7sT3unniedb1OFdpYiICqmN3xFEtQVvt2qChBA4dfs+Vv9+A+fupOLZxo7YPqkLerV0YZJKREREtUqtS1bD4zIQmZxt7DBKla/V4tszd3E6MgXt3Bzw1YTO6O1Vl0kqERER1Uq1Lln96WIMthyLNHYYj+TdyB7bxndC31b1mKQSERFRrVbr+qzmqbXI1+oqMbLKZ2dpziSViOgxsM8qUc1V61pWlQo5xyIlIiIiqiY4OKcJKnrPayo/nrsnw/NXcTx3FcdzR0SPUu2S1ZEjR2Lo0KE1+sOtJj+3qsZz92R4/iqO567inuTcBQUFYejQoRg5cmQlRkREpqTadQPYs2cP+yMREREAwM/PD35+flKfVSKqeapdy2p5PGkLh7G3f1LGjJ/nrnpvb8xjV/ftn5Sx4zfm+/5JGfv4RFS1mKya4PZPqjp/adXmc2cK2xvz2NV9+ydl7PiZrBKRqao23QAKRtjKyMgos65arS5XPW5f+dtX59i5Pf/23L76/+2ryWiMRPQYqs04qzExMWjcuLGxwyAiIhN29+5duLm5GTsMIqpE1SZZ1el0iIuLg52dHQfMJyIiA0IIZGZmomHDhjAzq5E93IhqrWqTrBIRERFR7cN/fhIRERGRyWKySkREREQmi8kqEREREZksJqtEREREZLKYrBIRERGRyWKySkREREQmq9rcwaqm2rp1K+Lj49G4cWNotVpMmjQJZ8+exa5du+Dj44MTJ07A398fHh4exg7V5Li7uyM9Pd2gbMKECRgzZgzPXxkiIyNx6NAhKJVKxMfHY+DAgfDx8eFrrxzOnDmDoKAgtGrVCrdu3cLUqVPRsmVLnrtHyMrKwoQJE7B69Wo0adIEAB55vnguiciAIKPZuHGjmDt3rhBCiBs3bgh7e3uRl5cn3N3dRXx8vBBCiJMnTwpfX18jRmmaEhISxCeffCJu374tIiIiRGRkpPjPf/4j4uPjef7KoeB1V2D06NF87ZVDSkqKcHFxEcnJyUIIIeLi4kT37t157h5h27ZtYvHixQKAiIyMFEKIR54vnksiKorJqpHk5eUJJycnERUVJYQQQqfTicjISHH48GHRtm1bqZ5GoxGWlpbSBzfp3bt3T0oYhBBi586d4tSpUzx/5dSiRQtx6dIlaXnSpEk8d+Wwd+9e0ahRI4Oy+vXri2+++YbnrgyFk9VHvdb4OiSiothn1UhOnjyJ1NRU3Lx5E99++y0++OADxMfHIyoqCs7OzlI9uVwOOzs7XLt2zYjRmp769eujTp06APT3Ar9x4wa6devG81dOM2fORKdOnfDuu+9iyZIlePPNN3nuysHe3h75+fkGZTk5OUhJSeG5ewyPeq3xdUhERbHPqpHcu3cPAGBhYYFRo0ZhyJAh8PLywtSpU6FUKg3qKpVKpKWlGSHK6uGDDz7AkiVLAADJyck8f+UwatQonD17Fvv27UNWVhZ69uzJc1cOffr0QZMmTRAREYFmzZrh2LFj0Ol0yMnJ4bl7DI96rfF1SERFsWXVSBwcHAAAnTt3BgDY2tpCp9Ohbt26EEIY1M3KyoKLi8tTj7E6iI+Px9GjR6WLLxwcHHj+ypCZmYnp06dj8+bNuHr1KqZNm4ZXX30V9vb2PHdlMDc3x59//onDhw/j22+/hbW1NaysrHjuHtOj3qd8DxNRUWxZNRIfHx/IZDJotVqpTCaToVGjRkhMTJTKVCoVMjMz4e7ubowwTd6vv/5q8CXWqlUrbNmyRVrm+Svu999/h6+vL6ytrQEAAQEBUKvVqFu3Ll975WBvb4/p06cDABISEqDRaODh4cFz9xge9T7VaDR8DxORAbasGknDhg3h6+uLEydOAACSkpIgk8nQu3dvJCYmIiYmBgAQEhKCzp0784O6FNeuXZOSLgDo1asXz18ZWrRogUuXLhmUabVadO3aleeuDEII1K9fHzdv3gQAbNy4ER988AH69+/Pc/cYHvU+5XuYiIpiy6oRbd++HYsXL0Z4eDgiIiKwb98+ODg4YPv27Vi2bBm6deuGkJAQ7Nq1y9ihmix7e3t4enpKy+bm5jx/ZWjXrh0GDhyI2bNnw83NDSqVCv369YO7uzvPXRlkMhlmz56Nw4cP4/vvv4eVlRVmz54NADx3pQgKCkJoaCgAYP78+ejVqxdmzJhR6vnie5iIipKJop2DiIiIiIhMBLsBEBEREZHJYrJKRERERCaLySoRERERmSwmq0RERERkspisEhEREZHJYrJKRERERCaLySoRERERmSwmq0RERERkspisEhEREZHJYrJKRERERCaLySoRERERmSwmq0RERERkspisEhEREZHJYrJKRERERCaLySoRERERmSwmq0RERERkspisEhEREZHJYrJKVER6ejouXLiAw4cPGzuUMqnValy9ehVHjx7F/fv3jR2O0URHR2P48OHw9fXF+fPnjR0OERFVInNjB0BUlv3792PdunX4/fffYW1tjVdeeQUymQy5ublQqVSYPHkyXnnllUo73vXr1xEQEIBDhw5BCFFqvdOnT2P58uX4/fffoVKpMGLECCiVSuh0OqSlpeHUqVNwcHDArVu3AAD+/v748ccfcfnyZSiVykqJNTU1FevWrcOmTZtw9OhR9O7du8R66enpmDp1KkJDQxEfH48XX3wRDRs2hE6nQ0JCAuRyORYtWoRu3bpVSlxPW5MmTfDFF1/A09MTmZmZxg6HiIgqkyCqJnr27CkGDx5sUHbt2jVhZ2cn/P39K/VYt27dEuV9e4wbN064u7sXK8/IyBCdOnUSGo1GCCHEwoULxTPPPCNyc3MrM1QhhBBubm7i6NGjZdbbtm2bACASExMNyo8dOyZcXFxEUFBQpcf2NLm7u5frPBARUfXBbgBUbZiZFX+5tmnTBr6+vli5ciWysrIq7VhyufyJ4gIAOzs7TJo0CTExMQCApUuX4q+//qq0VtXCyhtvQawymcygvEePHvjiiy8wadIk3L59u9LjIyIiqigmq1TtqdVqWFlZPVaCWZU0Gg02b94MAOjbty90Op2RIyqfESNGwMbGBitXrjR2KERERBL2WaVqLSQkBKdPn8bmzZthZWVlsG7Hjh0IDg5GkyZNcOvWLXz00Udo1KgRAOC7777DjRs3IJPJcPbsWbz11lvo06dPpcR09uxZxMXFAQC8vLwAAEePHoW/vz/u3r2L2NhYAMC8efOwY8cOvPTSSxgyZAhu3bqF8PBwuLi44JNPPpH2d+HCBfz8889QKpW4evUqnnvuOcycObNSYi3MzMwMzz77LH7++Wcp2c7OzsacOXPg6OiIvLw8ODo6YuHChYiLi8Po0aNx+fJl7Ny5E+Hh4cjPz0dwcDDmzp0LFxcX/Prrr0hLS8OlS5fw7bffwtnZGQBw//59fPbZZ7CyspLORWBgIKysrKBSqfDKK6/gzJkzWLlyJfLy8pCRkYFTp05hzJgx8PPzk+JNTk7GokWL4OzsDCsrK9SvX7/SzwkREZkAY/dDICovX19f0apVK7FixQqxdOlS0bNnT9G5c2cRExNTrO6ePXtEhw4dhFqtFkII8fPPP4sePXoIIYTIysoSCoVCfP/990IIIc6fPy8sLS1FZGSktH1kZGS5+6yOHz9e2NraimnTpgk/Pz9ha2srFi9eXKzemTNniu3zrbfeEq1btxYHDx4UQgiRl5cnlEqlCAsLk+p07dpVzJw5Uwih7wfbsGHDYn1Ly9tX86uvvhIARFJSUonrR40aJQCI5ORkIYQQgwYNEh9//LG0/tVXXxVbtmwRQgihVqtFnTp1xJAhQ0RmZqYQQojt27eLpk2bik8//VTapm/fvuLDDz+UlufNmye8vb2l5ZdffllMmzbNII727duL7t27i7i4OCGEECEhIcLW1lbq/5uVlSVatWolfv75Z2mbK1euCIVCwT6rREQ1DLsBULXSvHlzzJ8/HwsXLsShQ4dgYWGB+fPnF6u3aNEijB07Fubm+h8PhgwZgrNnz+Lu3buwtrbGuHHj0Lx5cwBAhw4d4OjoiBMnTlQ4rjp16mDjxo3YvXs3fvnllxLr1K1bt1iZo6MjVCoVBg4cCACwtLRE3bp1cfPmTanOiBEj0LVrVwD6frA9e/bEn3/+WeFYH6WgK4VWq0VYWBgOHjyISZMmSeuHDx+OoKAgAIC5uTlsbW3RpUsX2NraAgDc3NwQFRWF4cOHS9s0atQIERER0nLfvn0xaNAgaXnQoEHFno+joyNat26NBg0aSPvNysrCvXv3AACbNm1Camoqhg4dKm3Ttm1b2NvbV8p5ICIi08FuAFRt2djY4N1338Xw4cPxxhtvSMMupaSk4Pr167h8+TLWrFkj1R8wYABUKhVkMhm2bt2KI0eOYNGiRbCzs0N+fj7UanWlxPX8888jJCSk3PUbN25ssGxmZgaNRiMtz549G9euXcPy5csBABEREWjTpk2lxFpUamoqHBwc4OLigp07d0KhUGD79u3S+vv378PT07PU+Asu4CpaptVqpeX+/fujffv2+OKLL5CcnIwbN26UeO5L2m/BeQkJCUGLFi2e5KkSEVE1wWSVqrWCfpBnz56VktWCK9179uyJyZMnS3XffvttAEBWVhaGDBmCFi1aIDAwEE5OTli3bl2lxWRhYYGAgIBK29+7776LU6dOYceOHWjRogVu3LhRafsu6sqVKxg8eDDMzMwgk8mg0Wgwc+ZMqYW6Mnz77bd4//33sXnzZvTr1w9ff/01Tp48+dj7sba2rrSYiIjIdLEbAFVrlpaWAPQD+RdwcnKCt7c3rl27ZlA3IiICCQkJWLNmDaKiorB582Y4OTkBeNhit3fv3qcUefkcP34cn376KXbu3Cm1JBZuXUxKSqq0Yx06dAiJiYnw9/cHAPTq1QtCCISHhxvUq0hiWSA/Px+TJ0/GBx98gH79+gF4+HySkpLK3SLdo0cPREVFVTgOIiKqPpisUrUhhCg2DJS3tzccHR1x4cIFAMDBgwfxzz//YOXKldizZw8yMjIAADqdDuvWrYOzszMyMjJgaWkptcCeO3cO2dnZUKlUUmImHty5SjziDlaF4yr8M/ej6hXdpxCi2DEKlxXEXzDSQcHV9SqVCv/88490Pkraz6NiKCosLAwTJ07Exo0b4e3tDQDo2LEjRo4ciY0bN0r17ty5g+PHj5caf1nPMTc3F/n5+dLzEUIgJCQEKpUKKSkpSEhIKNd+p0+fDo1GgwMHDkh1goODkZaWVqtvO0tEVCM9tUu5iCpo3759YtCgQcLc3FyYm5uLgQMHSlfPCyHEyZMnRa9evcSiRYvEokWLhE6nE0IIsX//fjFixAgxb9488d5774m///5bCCHE/fv3xYQJE8SkSZPEqlWrxPr168WOHTtE165dxZ49e8Thw4dFly5dBADRp08fcfHixRLjCgsLE8OGDRNWVlYCgOjatasYM2ZMiXUPHDgg7fOFF14Qt27dEvPnzxeurq7C0tJSvPrqq+LOnTti8ODBQiaTiWbNmonVq1cLnU4nPvzwQzF06FDx0UcfiWXLlomwsDDh5eUlVqxYIWJiYsSgQYOETCYT3t7eYufOnSUePy0tTYwcOVI0aNBAABADBgwQ48ePF+PGjRP9+/cX/fv3F6GhocW2y8/PF/PnzxdTpkwR8+bNE8uWLRNqtdrguM2aNROfffaZCAoKEt7e3tJ5u3LlipgyZYpwcHAQDg4OYuLEiUIIIf73v/+Jvn37iqVLl4oPP/xQXLx4UXTo0EHMmDFDxMfHi2HDhgkLCwtRv3598cEHH4g//vhDOnddunQRhw8fFkIIER0dLcaOHSsWLVokVqxYIfbt2yfc3NxEq1atSj0PRERU/ciEKEdzDBERERGREbAbABERERGZLCarRERERGSymKwSERERkcliskpEREREJovJKhERERGZrGpzByudToe4uDjY2dlJ42MSEREB+jF4MzMz0bBhQ+n2vERUM1SbZDUuLq7YPdSJiIgKu3v3Ltzc3IwdBhFVoipNVt3d3ZGenm5QNmHCBIwZMwa7du2Cj48PTpw4AX9/f3h4eDxyX3Z2dgD0H0T29vaPrDty5Ejs2bOnwnFz+4pvX51j5/b823P76vu337JlCxo3bix9VxBRzVFlyWpiYiLeeustDBs2DDKZDDKZDKtWrYK/vz+6du2K06dPw9XVFZ6enpg4cSKCg4Mfub+Cn/7t7e3LTFYVCkWZdbh91WxfnWPn9vzbc/vq/7dnNzGimqfKOvbodDqMHz8ezZo1g4eHB06cOIF//etfuHLlCuzt7eHq6goA6NKlC8LCwqR7glcGPz+/ar39kzJm/Dx31Xt7Yx67um//pIwdvzHf90/K2Mcnoqr1VG63evfuXWzduhVLlizBli1bsGvXLoOW1Lp162LPnj3o27dvqfvIyMiAg4MDBgwYAIVCYbDOz8+vRn1YDR06FL/88ouxw6iWeO6eDM9fxfHcVdzjnrugoCAEBQUZlKnVavz6669IT09/olZaIjI9T+UCqw8++ABLliwBACQnJ0OpVBqsVyqVSEtLK9e+9uzZww8iIqJarKQGioIGDSKqeap8fI/4+HgcPXpUuoDKwcEBRRtzs7Ky4OLiUtWhVBs1qZX4aeO5ezI8fxXHc1dxPHdE9ChVnqz++uuvBoloq1atkJiYKC2rVCpkZmbC3d29qkOpNvjBXXE8d0+G56/ieO4qjueOiB6lyrsBXLt2DdbW1tJyr169kJiYiJiYGLi5uSEkJASdO3dmskpUxYQQ0Aot1Do11Do1NDoN1NpC8w+mWqGFRqfRP4R+qtVpoRH6acF6rdBCJ3TSfME6ndAVn+r004KHVmghIKDVPZgKLYQQ0noB8bDeg/KCMiEEdNBPpTIIg3oQMKhTeKqDDvoqhcofzAOllxecQwHDegXzBetLW1d0fUnbFa1fMGuwj0fs71F/e4NllLFcRv3iByhrddmXRvz2f7/B3oJdvIiouCpPVu3t7eHp6fnwgObm2L59O5YtW4Zu3bohJCQEu3btquowiEyOEAK5mlxkq7ORo8lBtjobuZpc5GnykKfJQ6620LwmF7maXKi0KsOHRgWVTj/N1+YjX5evnz6Y1+g00rJapy5X0vC4zGRmkMvkkMvkD+fNHs4bTM3kkEGmXzYzgxnMYCYr/pBB9nBeJoMZzKQh8Aq2KahjLjOX6snwsA5kkOoUlJc0BfCw7EE5gDLrFq3zoKjYusJlBdsb1CupTqH5ovsta39Fy0vzpPUfe30Z+7eUWz5yPRHVXk9lNIDKUNB5nld6kqlQa9VIU6UhXZUuTTPyM5CZn4ksdZbhND8LmepMfWKqfpiYlid5tDK3gpW5FSzlllCaK2Ept5QeFnILKOVKWMgtpGWFmQIWcgv9w8xCKlPIFbAws4C5mTkUZgppqpArYC4zNyg3NzOHXCaX5gsvFySjBQkqx7UkU8DvCKKaq9rcbrXAyJEjoVAoatxwVWR8Gp0GKXkpSMlLwf3c+7ifdx/3c+8bLKfmpUrJaY4mp8T9WJlbwU5hB1sLW9hZ6KdOSic0tm8MW4UtrBXWsDa3ho3C5uH0QZmVwgpWcisozZVSgspkkKh0BcNYqdVqY4dCRFWELatUK+iEDok5iYjLikNCTgISshP00wfz8TnxSM5Nhk7oDLazVdiijlUd1FHWQR2rOnC0dISjpSMcLB2KTR0sHWBnYQeFmaKUKIioqvA7gqjmqnYtq0SlydPk4U7GHcRkxSAm88HjwXxsVizUuoctLzYKG7hau8LV2hXNHJuhe8PucLVxRV2runCxcoGz0hnOSmcozZWPOCIRERFVNSarVO1k5WchIj0Ct9NuIzI9ErfTbyMiLQKxWbFSH1Arcyu42bnBzdYNPd16ws3WDW52bmhk2wiu1q6wtbA18rMgIiKi8mCySiZLCIHEnESE3w9HeEo4wu+H45+Uf5CYox+nVwYZGto2RHPH5ujn3g/NHJrBw8EDje0aw1npzL6eRERENQCTVTIZKXkpuJR4CdfuX0P4/XD8ff9v3M+7DwBwVjqjdZ3WGNp8KJo7Nkdzh+Zo6tAUVuZWRo6aiIiIqlK1S1Y5GkDNEZ8dj/MJ56VHRHoEAH1i2qZOGwz3HI42ddrgmTrPwNXalS2lRFQMRwMgqvk4GgA9NYk5iTgRe0JKTmOyYgAAzRyaoaNrR+nBxJSIHhe/I4hqrmrXskrVh07o8Pf9vxEcE4yQuyH4O+VvyCCDl7MXfBv7opNrJ/jU80EdqzrGDpWIiIhMFJNVqlQ56hycijuFkJgQhMaE4n7efdhZ2KFHox4Y/8x4PN/weTgqHY0dJhEREVUTTFbpiam1ahyLPYb9EfsRcjcE+bp8eDh44OXmL8PXzRfP1nsW5mZ8qREREdHjYwZBFSKEwOWky9gfsR+/Rf2GNFUaWjm3wpsd3kSfxn3QxL6JsUMkIiKiGoDJKj2Wu5l3sT9iP/bf3o/ozGjUs66HV1u+ipebvYyWTi2NHR4RERHVMNUuWeXQVU+fEAKn409jR/gOhMaEwtrcGv3c+2Fh94Xo7NoZcjO5sUMkolqKQ1cR1XwcuopKla/Nx8HIg9gRvgM3Um/A08kTY1uPxQCPARyMn4hMCr8jiGquateySlUvNS8V313/DkH/BOF+3n30cuuFuZ3nokv9Lhz/lIiIiJ4qJqskic+Ox+Yrm/HL7V8ggwxDmw/FmDZj0MyhmbFDIyIiolqKySohXZWObVe3Ydffu2BrYYtp7aZhhOcIjodKRERERsdktRZTaVUI+jsIW65ugVqnxqS2kzDhmQmwUdgYOzQiIiIiAExWayWtTov9EfvxxaUvkJSThP/z/D9Mbz8dLlYuxg6NiIiIyEC1S1Y5dNWTOR57HKvPr8bN1Jt40f1FvOnzJpo6NDV2WEREFcKhq4hqPg5dVUuk5qVixZkVOBR5CB1dO+Ldju+iXd12xg6LiKhS8DuCqOaqdi2r9Ph+v/M7Pgz7EBqdBit6rsBgj8EcgoqIiIiqhSpPVrdu3Yr4+Hg0btwYWq0WkyZNwtmzZ7Fr1y74+PjgxIkT8Pf3h4eHR1WHUuvcz72P5aeX4/Cdw+jbuC8Wdl/IfqlERERUrVRpsrpp0yZERERg5cqVuHnzJjp16oQxY8ZgxIgROH36NFxdXeHp6YmJEyciODi4KkOpVYQQ+C3qNyw/vRwCAqt6rcKApgPYmkpERETVTpUlqyqVCv7+/rh48SIAoEWLFrh8+TJCQ0Nhb28PV1dXAECXLl0QFhaGhIQEqYwqLjk3GcvCluGP6D/Q370/3u/6PupY1TF2WEREREQVUmXJ6smTJ5GamoqbN2/i1KlTuHLlCoYOHYqoqCg4OztL9eRyOezs7HDt2rVyJasFowEUxpEB9M7Fn8O7we9CJpPhY9+P8VLTl4wdEhFRpSsYAaAwjgZAVHNVWbJ67949AICFhQVGjRqFIUOGwMvLC1OnToVSqTSoq1QqkZaWVq797tmzh1d6luCHGz/gw7AP0cG1AwJ9A+GsdC57IyKiaqikBoqC0QCIqOapsmS14EOjc+fOAABbW1vodDrUrVsXRUfLysrKgosLL/ypCI1Og0/OfYKdf+/ESK+RmNdlHhRmirI3JCIiIqoGqixZ9fHxgUwmg1arlcpkMhkaNWqExMREqUylUiEzMxPu7u5VFUqNla5Kx5yQOTgTfwYfdP0Ao1qNMnZIRERERJXKrKp23LBhQ/j6+uLEiRMAgKSkJMhkMvTu3RuJiYmIiYkBAISEhKBz585MVh9TVHoUxh4ci2v3r2HTi5uYqBIREVGNVKVDV23fvh2LFy9GeHg4IiIisG/fPjg4OGD79u1YtmwZunXrhpCQEOzatasqw6hxTsadxHsh78HFygVBg4PQxL6JsUMiIiIiqhK83Wo1s+efPVhxZgW6NeyGwF6BsLOwM3ZIRERGx+8Iopqr2t1utWDoqto4XNUfd/7Ah6c/xJjWYzCn0xzIzeTGDomIyKgKhrHi0FVENRdbVquJ22m3MfrAaDzf6Hl84vsJ70ZFRFRIbf+OIKrJquwCK6o8GfkZeOvoW2ho2xAfPv8hE1UiIiKqNapdN4DaRid08D/mj5S8FHw7+FtYK6yNHRIRERHRU8Nk1cStv7Qex2KOYX2/9bzqn4iIiGoddgMwYX9G/4lNVzbhzQ5vokejHsYOh4iIiOipq3Ytq7VlNICItAi8f+x9vOj+IiZ7TzZ2OEREJomjARDVfBwNwARl5mdi9IHRkMvk2DV4F2wUNsYOiYjIpNWm7wii2qbatazWdDqhw/vH3sf93PsIGhLERJWIiIhqtVqXrJ6MPYlLSZeMHUapojKiEBITgi9e+ALu9u7GDoeIiIjIqGpdsnol+Qp+uPlDmfVkMM5YpjKZDPO6zEMvt15GOT4RERGRKWGfVSIiqvb4HUFUc3HoKiIiIiIyWdWuG0BtGbqKiIjKxqGriGo+dgMgIqJqj98RRDUXuwEQERERkcliskpEREREJovJKhERERGZLCarRERERGSymKwSERERkcni0FVERFRtcegqopqPQ1cREVG1x+8IopqL3QCIiIiIyGRVabJ6+vRpREdHQ6vVIjY2FmFhYVV5OCIiIiKqYao0Wd2wYQPc3d1hbm6OYcOGwdnZGQBw9uxZvP3229i+fTumTp2KyMjIqgyDiIiIiKqpKr3AqmnTpoiNjYVOp4ObmxsAQKVSYcSIETh9+jRcXV3h6emJiRMnIjg4uCpDISIiIqJqqMpHA2jYsKHBcmhoKOzt7eHq6goA6NKlC8LCwpCQkCCVPUrBaACFcWQAIqLao2AEgMI4GgBRzVWlyWp2dja++uorWFpa4o8//sCcOXMQFRUldQcAALlcDjs7O1y7dq1cyeqePXt4pScRUS1WUgNFwWgARFTzVGmy+n//93/o2rUrAKBevXp49dVXMW7cOCiVSoN6SqUSaWlpVRkKEREREVVDVZqsduzYUZpv0aIFrl+/DplMhqJDu2ZlZcHFxaUqQyEiIqp2goODERQUBC8vL+h0Ori7uyM6OhqzZ8+u0P6Sk5ORlZWFpk2bVmqcV65cwdq1a+Hp6Qm5XA4PDw+cOXMGK1askOpERERg5syZOHjwYKUem2q+KktWw8LC0K9fPyQnJ0OpVCIzMxMA4OjoiMTERKmeSqVCZmYm3N3dqyoUIiKiaictLQ3Tp0/HlStXYGFhAQCYPXs2nJycKrzPsLAw2NraVmqyqtVqMWLECJw6dUrq5rd27VokJSUB0H/PBwYG4tatWwgPD6+041LtUWVDV7m5uWHOnDnST/4nTpzAc889h6lTpyIxMRExMTEAgJCQEHTu3JnJKhERUSE3b96ESqWCXC6XyubMmQOZTFah/cXGxmLp0qWVFZ4kJSUFMTExBhc/T5s2TepDbGlpiQULFmDChAmVfmyqHaqsZdXNzQ0dOnTAxx9/DK1Wixs3buCnn36Cubk5tm/fjmXLlqFbt24ICQnBrl27qioMIiKiEuXma3E7KeupH7d5XVtYWcjLrNe2bVvodDq8+OKLGD9+PLp37w5PT0+MGjUKAJCbm4slS5bA09MTSUlJsLa2xqxZswAAW7duxZ07d9C0aVNcvHgRCxcuxE8//YTk5GTs3r0bYWFhmDJlClxcXHD58mXs3bsXLVu2RExMDDp16oT+/fvjwIEDmD9/Pl544QV4eHhg8+bNOHPmDGxsbAzirFu3Lry9veHr64tp06ahe/fuaNu2LWbMmFH5J49qpSrts/ryyy/j5ZdfLlber18/9OvXDwAwfvz4x9pnwdBVHK6KiIgKhrGqyNBVt5OyMGTt8SqI6tH2z+oB70Zlj1ygVCoRHByMgIAA+Pv74969e+jWrRt+/PFHAMB7770Hb29vTJo0CYD+OpG+ffsiKioKGzZswLlz5yCTyTBo0CCpv+jevXsxevRo9O7dGwCQlJSE0aNH4+LFi1JXg65du8LNzQ2DBw9GWFgYjh07hjVr1sDV1RXW1tYlxnrgwAEsXrwYK1aswJ07d9CqVSspTqInJRNFr3YyUQXDkqSnp3PoKiIiMlCR7whTb1lNTk6GlZWV1JJ5/fp1TJkyBe7u7ti5cyecnJwwd+5ctG7dGgBw6tQpvPbaawgMDETz5s2xcuXKYvvs3bs3AgICpGR169at2L17N44cOSLVmTBhAlxdXbFy5UoEBAQgOzsbgYGBpcaZm5uLzMxM1KtXDwAQExODN998E4mJiTh+/OE/BoKDgzFhwgRERUWV+dyJCqvymwIQERGZIisLeblaOI3lr7/+ghACffr0AQB4eXnhk08+kfp+yuVytGvXDoMHDwYADBs2DACg0+mKjbpTkpMnTyI7OxsqlcqgXK1WIz8/X1ou+rN/UQkJCTh69CgmTpwIQN8NcOPGjZU+4gDVXlV2gRURERE9mRUrVhh0cbh+/Tp8fX0BAFOmTMGhQ4ekdefOncPZs2cxbtw4/Pbbb9BoNAD0w0Pu378fAGBnZ4f09HSkpqYiISEBr732GmJjY5GXlwcAEELg0qVLGDdu3GPFuXr1amRlPWylLhwn0ZNiNwAiIqr2auJ3RGhoKM6fPw+NRoP8/Hyo1WokJCQgMDAQtra20Gg0CAgIgEKhQMOGDWFlZYWxY8cCADZs2IDw8HD4+PhArVZj4sSJsLCwQHBwMLZu3YrOnTtj8uTJsLW1xenTp/HLL7/A3d0dsbGx6Nq1KwYNGoRff/0VCxYsgFqtxrRp00q9YCo6Ohrr169HgwYNkJ2dDa1Wi8jISCxfvhz169cHACxfvhzHjx/Hn3/+iTfeeAP9+vXDoEGDntq5pOqNySoREVV7/I4gqrnYDYCIiIiITFa1u8CKQ1cREVGBJxm6ioiqB3YDICKiao/fEUQ1V7VrWSWiUui0gDYf0GkArbrQVP1g3YMynUa/rNMAQlu8TKctVK57MF9Qv2BZV2he+3Be6AAhHkwLPaQ6On2sBusL1YcoVCYeLItC64RhHYhSpih7feGywvVLnEeR+ZL2g4fLJdUvVlaovFibQZHlJ16PMpRR4YnbNMqx/aTfACWTTCIqjskqUWURAtDkAfk5gPrBIz8bUOc+nNfk6Zc1eQ/m8wBNLqBRPShXAVoVoMl/MFUVKcvXJ53aQvO6B8sFiWCVkgEyM8BMDsjkhebNis9LD1kJZQ8eBfuTyR7WK1xW6jyK1JeVMS10jIJtpefzoI5UXto8ylgubR1QZKZIvRLWG6wrut/y7q+oMtYbe3u54tHriajWYrJKBOhbClXpQG4qkJf+iEcGkJ8FqDIfTLMKTTPLnzCaWwEKJWD+4KGwejhvbgHILfVlSkfDMrkCkFs8eCgKTRWAWcGyOWBm/mBZ8WDe/GEdM/nDMjPzQssPpjI5YGb2YFqoTGamLyciInqKmKxSzSSEPvHMSgSyEvTT7EQgOwnIuQ/kpDx43Nc/clP1P2OXxMIOUDroH5Z2+oe1M+DYWL/O0hawsH04VVgDFtaAwkafcFrY6MsUVvqpuWU5WqGIiIgIqIbJKkcDIGg1QOY9ICMWSI/RPzJigfRYIDPuQYKaqP95vDCFDWDjAljX0T8cGwMNn9UnnlbO+jIrR31rppSc2utbKonIJHE0AKKaj6MBkGnKTQNSI4GUCCAl8sEjAkiNArLiDX9ut7QH7BsBDo0AuwaAXX3A1hWwrfdwalNP3/JJRDUSvyOIai42GZHxCAFkxAFJfwOJDx5J1/VJaW7Kw3pWToBzM8DJA3B/DnBw0z8KElSlg/GeAxEREVUpJqv0dOTnAPFXgHuXgcTwB8npP/qLmgB9X866rfQPrwH6xNS5GeDsoU9WiYhqoeDgYAQFBcHLyws6nQ7u7u6Ijo7G7NmzK7S/5ORkZGVloWnTppUa55UrV7B27Vp4enpCLpfDw8MDZ86cwYoVKwAA3333HeLi4hAVFYXo6Gh8+umncHd3r9QYqOZiskqVT6vWJ6SxF4C4C0DsRf2y0OqvaHfxBOq1BjwH6Kf1WgMOTXilORFRIWlpaZg+fTquXLkCCwsLAMDs2bPh5FTxf8CHhYXB1ta2UpNVrVaLESNG4NSpU3B2dgYArF27FklJSQCAM2fOQK1W4+233wYAzJw5E0OHDsXly5crLQaq2Zis0pPLzwaiw4CoY8Cdk/rWU02efrijeq2BRh2AzpP103ptOJ4iEZmG/Bwg+cbTP66Lp37EkDLcvHkTKpUKcrlcKpszZw62bdtWocPGxsZi6dKlWLVqVYW2L01KSgpiYmKgUDz8bJ82bRr8/f0B6BPkwMBAjBkzBgDw0ksvYd26dUhMTES9evUqNRaqmZis0uNT5wJ3z+iT08hjQOx5/ZX3NvWApj2ANsP0iWn9duX6QCYiMorkG8Bm36d/3Kkh+pFIytC2bVvodDq8+OKLGD9+PLp37w5PT0+MGjUKAJCbm4slS5bA09MTSUlJsLa2xqxZswAAW7duxZ07d9C0aVNcvHgRCxcuxE8//YTk5GTs3r0bYWFhmDJlClxcXHD58mXs3bsXLVu2RExMDDp16oT+/fvjwIEDmD9/Pl544QV4eHhg8+bNOHPmDGxsbAzirFu3Lry9veHr64tp06ahe/fuaNu2LWbMmAEAmDRpEnr27CnVj46OhouLyxO1EFPtUu2SVQ5dZST3bwPXDwI3fgPuntbfMcnKGfDoCQxYAXj00rcWcPxQInqKnmjoKhdPfeL4tLl4lquaUqlEcHAwAgIC4O/vj3v37qFbt2748ccfAQDvvfcevL29MWnSJABAx44d0bdvX0RFRWHDhg04d+4cZDIZBg0ahIiICMycORN79+7F6NGj0bt3bwBAUlISRo8ejYsXL0pdDbp27Qo3NzcMHjwYYWFhOHbsGNasWQNXV1dYW5fcAHHgwAEsXrwYK1aswJ07d9CqVSspTltbW/j4+AAA8vLysHbtWmzatMmgJZboUTh0FZVMpwPuXQT+OQj8c0B/xb7cEmjWG2jeB2jaU/+TPvuZEpEJqInfEcnJybCyspJaMq9fv44pU6bA3d0dO3fuhJOTE+bOnYvWrVsDAE6dOoXXXnsNgYGBaN68OVauXFlsn71790ZAQICUrG7duhW7d+/GkSNHpDoTJkyAq6srVq5ciYCAAGRnZyMwMLDUOHNzc5GZmSn9pP//7d15XFT1/sfx1zDsqwsIKoq4oJValri0uJRXc8nUMr1WNzVTr7e63WiRsqt2K1PLLG+lZqbl+kvNXNLsluCKotel1FIDF1S2BARFGJjz+wOZ67C5IgO+nw99wJzv95zznS8zcz7zPd/zOQkJCTz//PMkJyezadMmu7ojRoygS5cu9O/f/5r6Rm4ulW5kVcqRNR/io+HAKvhtTUGCffdqBRdCdX4NGt2vXKUiIjfIL7/8gmEYdO7cGYCmTZvy/vvvM3jwYADMZjMtW7akZ8+eAPTp0wcAq9XK5YxDbdmyhbNnz5KTk2O33GKxkJuba3tc9LR/UUlJSaxfv54hQ4YAEBwczPTp04tdxDVp0iSeeuop7r77bo4cOUJQUBDu7u6XbKfIDRsWe/XVV9m4cSMAsbGxvPDCC8ydO5fhw4cTHx9/o5ohJUk9DP8ZBx/cBl/1hUM/wK0Pw1Mr4eXfod8MuLW3AlURkRtswoQJdlMcfvvtNzp2LJhnO2zYMNasWWMr27FjB7GxsTz55JN8//335OXlAZCVlcWqVasA8PHxISMjg7S0NJKSkujXrx8nTpzg/PnzABiGwe7du3nyySevqJ1TpkwhKyurxHYCzJgxg9atW9OwYUMSExOZM2eObdqByKXckGkAGzdu5NFHH2Xx4sW0b9+epk2bsm3bNgIDA9m6dSuRkZFERUWVuY2qeIqnQuVkwr5vYNd8OB5TkFi/+aNwx+MFF0dp7qmIVCJV8RixYcMGdu7cSV5eHrm5uVgsFpKSkpg8eTLe3t7k5eUxbtw4XFxcqFOnDh4eHjzxxBMAfPrpp+zfv59WrVphsVgYMmQIrq6uREVFMWvWLMLDw3n66afx9vZm27ZtrFixgpCQEE6cOEHbtm3p0aMHa9euZcyYMVgsFkaMGGG7YKqoY8eO8cknn1C7dm3Onj1Lfn4+8fHxvPPOOwQFBfH111/z2GOP2a1z5513snPnznLvQ6kayj1YPXPmDF9++SVLlixh3LhxWCwWIiIi2Lt3L1CQn83Ly4ujR48SGBhY5naq2gfRDWcYcGwr/Pcr2L+84Kr+Rp0LAtRmvcBFp2NEpHLSMUKk6ir3OaufffaZ7QpEgCNHjtiSBkPBnBsfHx/27dtXZrBaqDAbwMWUGeASrPlwYCVsngondxXcHereF+H2gVCtXkW3TkTkihRmALjYVWUDEJFKoVyD1ZUrV9KtWzfc3Nxsy1JTU4tNqHZ3dyc9Pf2ytrl48WJ9a75clvOwZwFsmQan4wqu4H98KTR+QKf5RaTSKmmAonBkVUSqnnILVk+ePElaWhoPPfSQ3XI/P79iVylmZWXh7+9fXk25+WSnQeznsG06nE0tuDjqkVlQ966KbpmIiIjIFSm3YPX7778nMTGRd999F4CDBw+yYMECHn74YZKTk231cnJyyMzMJCQkpLyacvPIToON78OOLyDfAncMgrufg5qNKrplIiIiIlel3ILVwnxrhaZPn86gQYO49957GT58OAkJCQQHBxMdHU14eLiC1WthzYedc+CntwruLNV2BLQdCd6657KIiIhUbuV+gVVCQgIfffQRiYmJvP/++5w7d465c+fy9ttv065dO6Kjo5k/f355N6Pqit8Ia0dD0i8FV/U/8E/wCaroVomIiIhcF7rdamWVdhR+eAP2fwt1W0P3SRCsOakicnPSMUKk6qp0t1stTF1106aryj0Lm6bClo/Aozr0nQkt+oPTDbsZmYiIwyhMY6XUVSJVl0ZWK5NfV8N3L8PZlIILp+59UbdAFRFBxwiRqqzSjazelDJOwJpX4NdV0PhP0GMy1Ait6FaJiIiIlDsFq47Mmg/bP4Of/gWuXvDoF3BbXyX0FxG5SURFRbFw4UKaNm2K1WolJCSEY8eOERERcVXbS01NJSsriwYNGlzXdu7du5dp06YRFhaG2WwmNDSU7du3M2HCBAC+/vprrFYriYmJbNu2jWnTplGzZs3r2gapuhSsOqpTe2Dl3+Hkbmg9tOAqf49qFd0qERG5QdLT0xk5ciR79+7F1dUVgIiICKpXr37V24yJicHb2/u6Bqv5+fn079+frVu32m6nPm3aNFJSUgD4+eefGThwIIcOHaJhw4Y89NBD/P3vf2fevHnXrQ1Std18wWpFT9G91P4tZyHqXYj5BAKawdProF6bG9M2EZGbSHZeNvEZ8Td8v6F+oXg4e1yy3qFDh8jJycFsNtuWvfzyy3z++edXtd8TJ07w5ptvMmnSpKtavzSnT58mISEBFxcX27IRI0YQGRkJwG233UZMTAyhof+bvpaXl3dd2yBV280XrK4bA1v/XdGtKJuzR8FIavtnwexy6foiInLF4jPiGbBqwA3f7+Jei7m15q2XrNeiRQusVit/+tOfeOqpp2jfvj1hYWEMHDgQgOzsbMaPH09YWBgpKSl4enry3HPPATBr1iyOHj1KgwYN2LVrF2+88QbffPMNqampLFiwgJiYGIYNG4a/vz979uxhyZIlNGnShISEBFq3bk3Xrl1ZvXo1o0eP5oEHHiA0NJSZM2eyfft2vLy87NoZEBBA8+bN6dixIyNGjKB9+/a0aNGCUaNGAeDk5ER4eDhQMFq8e/du1qxZcz27VKq4ShesXnPqqtv6FYxYOrLQDlBdd/QSEbmUa0ldFeoXyuJei8uhVZfe7+Vwd3cnKiqKcePGERkZyalTp2jXrh3Lli0D4KWXXqJ58+YMHToUgLvuuov777+fI0eO8Omnn7Jjxw5MJhM9evQgLi6OZ599liVLljBo0CA6deoEQEpKCoMGDWLXrl22qQZt27YlODiYnj17EhMTw8aNG5k6dSqBgYF4enqW2NbVq1czduxYJkyYwNGjR2nWrJmtnYVWrFjBt99+y5tvvknz5s2vpuvkJqXUVSIiUulVxWNEamoqHh4etpHM3377jWHDhhESEsK8efOoXr06r7zyCrfccgsAW7dupV+/fkyePJlGjRoxceLEYtvs1KkT48aNswWrs2bNYsGCBfz000+2OoMHDyYwMJCJEycybtw4zp49y+TJk0ttZ3Z2NpmZmdSqVXCL74SEBJ5//nmSk5PZtGlTsfoDBw6kWrVqTJ8+/ar7Rm4uyiQvIiLigH755Re2b99ue9y0aVPef/99/vvf/wJgNptp2bIlffr0oU+fPkycOJG2bdtitVq5nHGoLVu2cPbsWXJycuyWWywWcnNzbY+LnvYvKikpidWrV9seBwcHM336dFs7p06dSosWLWzlnTp1YsaMGaSmpl6yjSKgYFVERMRhTZgwwW6Kw2+//UbHjh0BGDZsmN3czx07dhAbG8uTTz7J999/b7uIKSsri1WrVgHg4+NDRkYGaWlpJCUl0a9fP06cOMH58+cBMAyD3bt38+STT15RO6dMmUJWVlaJ7czLy6N37962sri4OBo1amTLHCByKZoGICIilV5VPEZs2LCBnTt3kpeXR25uLhaLhaSkJCZPnoy3tzd5eXmMGzcOFxcX6tSpg4eHB0888QQAn376Kfv376dVq1ZYLBaGDBmCq6srUVFRzJo1i/DwcJ5++mm8vb3Ztm0bK1asICQkhBMnTtC2bVt69OjB2rVrGTNmDBaLhREjRtgumCrq2LFjfPLJJ9SuXZuzZ8+Sn59PfHw877zzDkFBQVgsFj744APc3Nw4d+4cO3fuZOLEiTRq1OhGdqdUYgpWRUSk0tMxQqTquvmyAYiISJVxLdkARKRy0MiqiIhUejpGiFRdusBKRERERByWglURERERcVgKVkVERETEYSlYFRERERGHpWBVRERERByWUleJiEilpdRVIlWfUleJiEilp2OESNWlaQAiIiIi4rAUrIqIiIiIwyrXOatRUVEkJSVx9uxZ1q5dy6uvvspdd91FbGws8+fPp1WrVmzevJnIyEhCQ0PLsykiIiIiUgmVa7D6yCOPMGXKFIYOHUpaWhoPP/wwv//+O/3792fbtm0EBgYSFhbGkCFDiIqKKs+miIiIiEglVO4jqw0bNrQ9zsvLY8OGDfj6+hIYGAhAmzZtiImJISkpybZMRERERATKOVht0aKF7feVK1cyceJEjhw5Qo0aNWzLzWYzPj4+7Nu377KC1cLUVRdTGisRkZtHYbqqiyl1lUjVVe55Vrdv386qVasIDw9nwIABfPDBB7i7u9vVcXd3Jz09/bK2t3jxYqUlERG5iZU0QFGYukpEqp5yzwbQpk0b3nzzTRo1asR9992Hl5cXRVO7ZmVl4e/vX95NEREREZFKptyC1ZiYGAIDA4mPjwegU6dO7Nixg6CgIJKTk231cnJyyMzMJCQkpLyaIiIiIiKVVLkFq87Oztx2223UqVMHgLi4OFxcXGjVqhXJyckkJCQAEB0dTXh4uIJVERERESmm3Oastm7dmqFDh/Lvf/8bJycnNm3axKpVq2jSpAlz587l7bffpl27dkRHRzN//vzyaoaIiIiIVGImo+gEUgdVOHn+wQcfxMXFRRkARETElhnAYrGwdu1aMjIydBGuSBVT6YJVfRCJiEhROkaIVF3lng1ARERERORqKVgVEREREYelYFVEREREHJaCVRERERFxWApWRURERMRhlVue1fIyYMAApa4SERHAPnWViFRNSl0lIiKVno4RIlWXpgGIiIiIiMNSsCoiIiIiDkvBqoiIiIg4LAWrIiIiIuKwlA1AREQqLWUDEKn6lA1AREQqPR0jRKouTQMQEREREYelYFVEREREHJaCVRERERFxWApWRURERMRhKVgVEREREYel1FUiIlJpKXWVSNWn1FUiIlLp6RghUnVpGoCIiIiIOCwFqyIiIiLisMp1zuq2bdvYtGkTmZmZbN26lddee42OHTsSGxvL/PnzadWqFZs3byYyMpLQ0NDybIqIiIiIVELlFqyeO3eO5cuXM2HCBACWLFlC9+7dOXDgAP3792fbtm0EBgYSFhbGkCFDiIqKKq+miIiIiEglVW7TAA4fPsy7777L4cOHAejWrRvZ2dnExMTg6+tLYGAgAG3atCEmJoakpKTyaoqIiIiIVFLlNrLaokULNm/eTKNGjQA4duyY7WeNGjVs9cxmMz4+Puzbt88WwJalMHXVxZTGSkTk5lGYrupiSl0lUnXdsNRVTz75JP7+/tSqVYvo6GjWrl1rK6tXrx4ffvgh/fr1K3V9pSUREZHS6BghUnXdkGwAs2fPJigoiClTpuDn50fR+DgrKwt/f/8b0RQRERERqUTK/Q5W3333Hfn5+UyePJnz58/j7u5OcnKyrTwnJ4fMzExCQkLKuykiUgLDMDAMMADrhd+tF75QWksowwCD/9Uz4EId40JZwWP4Xz3jov38b78X1rH9ju2LrHFRHS6qU7zMfhsX/7y4rOjykpZdXLek+kVXv/hL96VOT136/FXZFS61/rWeHrvW82vX4wTdXSHVcTYrm6KIFFeuweqGDRs4efIkDz30EImJicTExNCkSROSk5NJSEggODiY6OhowsPDFaxKhTEMg9x8Kzl5VnIsVnLzreTmXfQ/P5/cvII6ljwrlnwrFqtR7Pc8qxVLvkFevkGe1Uqe1SAvv2BZvvXCsgu/5xsGeVaD/PwLP61W8g0KfloNrFbINwrqWi/8LPzdaoC1cLlRULdgeUGZUVjHMLBa/xdUFi67OMi0BaAiFWzP2K74eShYFZHiyi1YjYuLo1evXmRmZtotz8jIYO7cubz99tu0a9eO6Oho5s+fX17NkCoi32qQed5C5vk8zubmcTYnn7M5eZzLzSPrwu9nc/M4l5NPtqXg//ncfM7lXvTYkk92bn5BUJqXz3lLwc+cPOs1BWzOTiZczE44m024mp0wX3hsdjLhbDbh7GTC2cnJ9rv5wn9nJ6f//W52ws1kwmx2xmz6Xx2zyYSTkwmzE7bfnS6Um0wXlplMOJnAdGF54e8F9cDJZMJkMmEC23qmwnUo+OlkMkHBvwv1//eTi5aZKPxZsA273+HCtgvqcWHdYuUXCgrX/V+9/22PC+vY1bvw+/+2+r/HxdYpUt9UpH5pipabMJVdbrqCumXv+pJtu/QWrnX75bn3S/N2K/cTfSJSSd2wC6yuVeHk+QcffBAXFxdlAKiErFaDM+ctpJ2zkHYul4wLP9POWci48DM922ILSs9kF/zMPG/hbG5+mdt2NTvh5WbG09UZD1czHi7m//288Lu7ixl3F6eCn85m3FyccHMueOzm7ISbc8FPV2cnXMwFPwsfu5qdcHF2wsVsws1sxtlcEJC6mE22AElEbrzCzAAWi4W1a9fqAiuRKqjSBav6IHI82bn5JJ45z6mMbJLP5JCSmUNqVg4pWTmkZuWSeuHx6bO55FmLv9zcXZyo7ulKNU9X/Dyc8XV3wcfdBV8P54Kf7s74uBcs93Z3xsvNGW83ZzxdzRd+OuPqrNOHIjczHSNEqi6dd5EyGYZBSlYOx0+f49jpcxz7I5vEM9mcyjhPYsZ5Es+cJ/2cfX5DL1cz/j5u+Hu74e/tyh31q+Hv7UaAtys1vd2o5ulCdU/XCwGqC+4u5gp6diIiIuLoFKwKhmGQnJnD4eQsDidncfSPgsC0MEDNtvzvFHxNL1fqVPMgyM+dNqE1CPR1p7afO0F+7tT28yDQ1w1PV72sRERE5PpQVHETMQyDE+nZHErK4lByJoeTszh0IUDNPJ8HFMz9rFfDg/o1PGnXsAb9WwdTv4Yn9Wt6Uq+6J166CEJERERuIEUeVZRhGBw/nc3PJzL4+UQGv5zI4JeTGbZT9p6uZhrX8qZxLW/+dGsgTWr50KSWN/VqeGJ20gVDIiIi4hgUrFYRmect7Diaxra40/x8Ip1fTpwhI7sgMK3t585tdfwYcncozev60qy2L7V93XFSUCoiIiIOrtIFqwMGDFDqKuDMeQs7jpxmW9xpYuL+4JeTZ8i3GgT4uNGqXjWG3RtK82A/mtfxI8DHraKbKyJSLi5OXSUiVZNSV1UChmFw7PQ59iRksOd4OrFHTvPLiQysBgT5utOuYQ3aNqxJu4Y1aVDTU3k/ReSmczMfI0Squko3snozSM48z97jGexJSGdPQgZ7E9Jtc03r1fCgdUgNHm9bn3YNa1K/hoJTERERqbpuumD1/XW/MXfLkQrb/6WGsQ0DsnIKrsz393alZXA1htwdSst6ftweXI0aXq7l30gRERERB3HTBat3N/LHx92xn3ZwdU9ur1eNOn7uGjUVERGRm5pjR23loH2jmrRvVLOimyEiIiIil0E3VBcRERERh1XpgtUBAwbQu3dvFi5cWNFNKTdV+bmVN/XdtVH/XT313dW7lr5buHAhvXv3ZsCAAdexRSLiSJS6ygH17t2bFStWVHQzKiX13bVR/1099d3Vux59dzMdI0RuNpVuZFVEREREbh5VMli91tNxFb3+tarI9qvvKvf6Fbnvyr7+taro9lfk+/5aVfT+RaR8KVh1wPWvVWU+aN3MfecI61fkviv7+teqotuvYFVEHFWlSV1VOLX2zJkzl6xrsVguq57Wv/7rV+a2a3397bV+5f/bV5LLMETkClSaC6wSEhKoV69eRTdDREQc2PHjxwkODq7oZojIdVRpglWr1crJkyfx8fHRXZ1ERMSOYRhkZmZSp04dnJyq5Aw3kZtWpQlWRUREROTmo6+fIiIiIuKwFKyKiIiIiMNSsCoiIiIiDkvBqoiIiIg4LAWrIiIiIuKwFKyKiIiIiMOqNHewqqpmzZpFYmIi9erVIz8/n6FDhxIbG8v8+fNp1aoVmzdvJjIyktDQ0IpuqsMJCQkhIyPDbtngwYN5/PHH1X+XEB8fz5o1a3B3dycxMZHu3bvTqlUrvfYuw/bt21m4cCHNmjXj8OHDDB8+nCZNmqjvypCVlcXgwYOZMmUK9evXByizv9SXImLHkAozffp045VXXjEMwzAOHjxo+Pr6GufPnzdCQkKMxMREwzAMY8uWLUbHjh0rsJWOKSkpyXj//feN33//3YiLizPi4+ONv/71r0ZiYqL67zIUvu4KDRo0SK+9y3D69GnD39/fSE1NNQzDME6ePGm0b99efVeGzz//3Bg7dqwBGPHx8YZhGGX2l/pSRIpSsFpBzp8/b1SvXt04cuSIYRiGYbVajfj4eGPdunVGixYtbPXy8vIMNzc32we3FDh16pQtYDAMw5g3b56xdetW9d9laty4sbF7927b46FDh6rvLsOSJUuMunXr2i0LCgoyvvzyS/XdJVwcrJb1WtPrUESK0pzVCrJlyxbS0tI4dOgQixYt4vXXXycxMZEjR45Qo0YNWz2z2YyPjw/79u2rwNY6nqCgIGrWrAkU3Av84MGDtGvXTv13mZ599llat27Niy++yPjx43n++efVd5fB19eX3Nxcu2Xnzp3j9OnT6rsrUNZrTa9DESlKc1YryKlTpwBwdXVl4MCB9OrVi6ZNmzJ8+HDc3d3t6rq7u5Oenl4BrawcXn/9dcaPHw9Aamqq+u8yDBw4kNjYWFauXElWVhb33Xef+u4ydO7cmfr16xMXF0fDhg3ZuHEjVquVc+fOqe+uQFmvNb0ORaQojaxWED8/PwDCw8MB8Pb2xmq1EhAQgGEYdnWzsrLw9/e/4W2sDBITE1m/fr3t4gs/Pz/13yVkZmYycuRIZs6cyc8//8yIESPo27cvvr6+6rtLcHZ25scff2TdunUsWrQIT09PPDw81HdXqKz3qd7DIlKURlYrSKtWrTCZTOTn59uWmUwm6tatS3Jysm1ZTk4OmZmZhISEVEQzHd7atWvtDmLNmjXjs88+sz1W/xX3ww8/0LFjRzw9PQEYN24cFouFgIAAvfYug6+vLyNHjgQgKSmJvLw8QkND1XdXoKz3aV5ent7DImJHI6sVpE6dOnTs2JHNmzcDkJKSgslkolOnTiQnJ5OQkABAdHQ04eHh+qAuxb59+2xBF0CHDh3Uf5fQuHFjdu/ebbcsPz+ftm3bqu8uwTAMgoKCOHToEADTp0/n9ddfp2vXruq7K1DW+1TvYREpSiOrFWju3LmMHTuW/fv3ExcXx8qVK/Hz82Pu3Lm8/fbbtGvXjujoaObPn1/RTXVYvr6+hIWF2R47Ozur/y6hZcuWdO/enYiICIKDg8nJyaFLly6EhISo7y7BZDIRERHBunXr+Prrr/Hw8CAiIgJAfVeKhQsXsmHDBgBGjx5Nhw4dGDVqVKn9pfewiBRlMopODhIRERERcRCaBiAiIiIiDkvBqoiIiIg4LAWrIiIiIuKwFKyKiIiIiMNSsCoiIiIiDkvBqoiIiIg4LAWrIiIiIuKwFKyKiIiIiMNSsCoiIiIiDkvBqoiIiIg4LAWrIiIiIuKwFKyKiIiIiMNSsCoiIiIiDkvBqoiIiIg4LAWrIiIiIuKwFKyKiIiIiMNSsCoiIiIiDsu5ohsgcjNYtWoVH3/8MT/88AMeHh706dMHs9lMZmYmf/zxB3379uVvf/sbzs5lvyXvvvtuGjduzJdffnmDWi4iIlKxFKyK3AC9evWiV69edOjQAR8fH7766itbWUZGBuHh4cTGxjJv3rwyt+Pm5oaTk06IiIjIzUNHPZEbyMnJCZPJZLfMz8+PJ598kvnz57Nr164y11+/fj1z5swpxxaKiIg4FgWrIg4gMDAQgMOHD1dwS0RERByLpgGIOIBTp07h5OREgwYNaNu2Lfv27WPVqlWsXbuWZcuW8eOPP/LNN98wa9YsmjRpwtKlS23rbt++nalTp9KgQQOcnZ3x8/PjxRdfxGQykZyczOjRowkODiYlJYXbb7+dkSNHAjB79mzOnj2Li4sLJ0+e5PDhwyxYsKCiukBERKREClZFKtjx48eZPXs248ePJzw8nO+//57q1avz008/8c9//pPly5eTnp7O888/T05ODqtXr7at+8svv9CzZ0927txJ/fr1iY6OpnPnznTv3p0mTZrQtWtX3njjDR555BEMw6B169Y0btyYxo0bs3LlSr755hsAzp07x1/+8peK6gIREZFSKVgVucH27dvH6NGjAcjJySEnJ4cFCxZwzz33AFCtWjUAwsPD8fT05Ndff7WtGxAQYLetN954g06dOlG/fn0AWrZsyVtvvWUbfT169Cj9+vUDwGQy0a9fPxYuXMhzzz3Hli1bWLduHX/605/w9PTkmWeeKe+nLiIicsUUrIrcYCEhIbz77ruXrNeoUaNL1lm/fj1/+9vfbI+rV6/Oa6+9BsCWLVtwc3Pjww8/tJWnpaVRr1497rjjDvr06UO3bt3w8fHhwQcfZMKECVfxbERERMqXglURB+Xp6XnJOlartVh2gUImkwkXFxdeeOGFYmUWi4V///vfvPjii6xfv57Zs2fTuXNnDhw4gJeX17U2XURE5LpRNgCRSuyee+7hwIEDdsuys7PZt28fHTp04NSpU6SlpdmVb9myhS1btrBgwQKaNm3KyJEj2bZtG3Xq1GH//v03svkiIiKXpGBV5AYyDAPDMC5ZBwpGTS+1/ltvvcV//vMfu4B19uzZuLu706dPH9q1a8dnn31mK9u5cye//fYbhmEwffp02z5MJhPVqlUjLCzsmp6fiIjI9WYyLnXkFJFrtmrVKj799FPWrVsHQNeuXRk2bBh9+/a1q7d7927+8Y9/EBUVxW233UavXr1s81snTZrE9OnTOXXqFA8//DCLFi0CYPPmzbz77rs0adIET09P7rnnHrp37w7AmTNnePXVV3FycsLHx4e6devy3HPPsXHjRr7++mt8fHzw8fHh9OnTdOjQgV69et3AXhEREbk0BasiIiIi4rA0DUBEREREHJaCVRERERFxWApWRURERMRhKVgVEREREYelYFVEREREHFaluYOV1Wrl5MmT+Pj4lHrHHhERuTkZhkFmZiZ16tTByUnjMCJVSaUJVk+ePEm9evUquhkiIuLAjh8/TnBwcEU3Q0Suo0oTrPr4+AAFH0S+vr5l1h0wYACLFy++6n1p/atfvzK3Xevrb6/1K+/f/rPPPqNevXq2Y4WIVB2VJlgtPPX/zDPP4OLiwp///Gf+/Oc/l1jXxcXlkgFtWbT+1a9fmduu9fW31/qV72+/cOFCdu3axTPPPAOgaWIiVVClCVYLLV68+JIfaqUFsZerote/VhXZfvVd5V6/Ivdd2de/VhXd/op831+Lwn337NkTPz+/CmuHiJSfSnO71TNnzuDn50dGRsY1fYOvDHr37s2KFSsquhmVkvru2qj/rp767updj767mY4RIjcbXTIpIiIiIg5LwaoDqujTkZWZ+u7aqP+unvru6qnvRKQsmgYgIiKVno4RIlVXpbvA6prlnoPUgxXdChERuZh/GLh6VnQrRMQBVbpgdcCAAZdMXVWm1IMws+P1b5iIiFy94dFQ544rXm3hwoUsXLgQi8Vy/dskIg7h5psGoJFVERHHc40jq5oGIFJ1VbqR1Wvm6nlV395FRERE5MZTNgARERERcVgKVkVERETEYSlYFRERERGHpWBVRERERByWglURERERcViVLhvANedZFRGRKkN5VkWqvpsvz6qIiFQ5OkaIVF2aBiAiIiIiDkvBqoiIiIg4rKuas5qVlcXgwYOZMmUK9evXL7FObGws8+fPp1WrVmzevJnIyEhCQ0Nt5bNmzSIxMZF69eqRn5/P0KFDr+4ZiIiIiEiVdcXB6uzZszl27BhLly7lvffeK7FOTk4O/fv3Z9u2bQQGBhIWFsaQIUOIiooCYMaMGcTFxTFx4kQOHTpE69atGTJkCCaT6ZqejIiIiIhULVd9gZXJZCI+Pp4GDRoUK/vhhx+IiIhg7969AOTn5+Pl5cXRo0epVq0atWvXZteuXYSEhGAYBkePHi1xOxfT5HkRESmNjhEiVVe5pK46cuQINWrUsD02m834+Piwb98+TCYTaWlpHDp0iK1bt7J371569+59yWC1UGHqqospjZWIyM2jMF3VxZS6SqTqKpdgNTU1FXd3d7tl7u7upKenc/78eQBcXV0ZOHAgvXr1omnTphw4cOCyvg0vXrxY35pFRG5iJQ1QFI6sikjVUy7ZAPz8/Cg6uyArKwt/f3/bh0l4eDgA3t7eWK1WNm3aVB5NEREREZFKrFyC1WbNmpGcnGx7nJOTQ2ZmJiEhIbRq1QqTyUR+fr6tvOhjERERERG4jsHq+vXr+eWXXwDo0KEDycnJJCQkABAdHU14eDghISHUqVOHjh07snnzZgBSUlIwmUzcf//916spIiIiIlJFXPGc1YULF7JhwwYARo8eTYcOHRg1ahQfffQR4eHhNG/eHGdnZ+bOncvbb79Nu3btiI6OZv78+bZtzJ07l7Fjx7J//37i4uJYuXIlXl5e1+9ZiYiIiEiVcNWpq240pSUREZHS6BghUnXpdqsiIiIi4rDKJXVVeSrMs6rcqiIiUphzVXlWRaouTQMQEZFKT8cIkapL0wBERERExGEpWBURERERh6VgVUREREQcloJVEREREXFYClZFRERExGEpdZWIiFRaSl0lUvUpdZWIiFR6OkaIVF2aBiAiIiIiDkvBqoiIiIg4LAWrIiIiIuKwFKyKiIiIiMNSsCoiIiIiDkvBqoiIiIg4LOVZFRGRSkt5VkWqPuVZFRGRSq+qHiOioqJYuHAhTZs2xWq1EhISwrFjx4iIiLiq7aWmppKVlUWDBg2uazv37t3LtGnTCAsLw2w2Exoayvbt25kwYYKtTlxcHM8++yzffffddd23VH2VbmRVRETkZpCens7IkSPZu3cvrq6uAERERFC9evWr3mZMTAze3t7XNVjNz8+nf//+bN26lRo1agAwbdo0UlJSAMjJyWHy5MkcPnyY/fv3X7f9ys1Dc1ZFREQc0KFDh8jJycFsNtuWvfzyy5hMpqva3okTJ3jzzTevV/NsTp8+TUJCAi4uLrZlI0aMwM/PDwA3NzfGjBnD4MGDr/u+5eZwVSOrWVlZDB48mClTplC/fv0S68TGxjJ//nxatWrF5s2biYyMJDQ0tFi9V199lV69enHfffddTVNERESuSnZuPr+nZN3w/TYK8MbD1XzJei1atMBqtfKnP/2Jp556ivbt2xMWFsbAgQMByM7OZvz48YSFhZGSkoKnpyfPPfccALNmzeLo0aM0aNCAXbt28cYbb/DNN9+QmprKggULiImJYdiwYfj7+7Nnzx6WLFlCkyZNSEhIoHXr1nTt2pXVq1czevRoHnjgAUJDQ5k5cybbt2/Hy8vLrp0BAQE0b96cjh07MmLECNq3b0+LFi0YNWrU9e88uSldcbA6e/Zsjh07xtKlS3nvvfdKrJOTk0P//v3Ztm0bgYGBhIWFMWTIEKKiouzqbdy4kTlz5tC9e/eraryIiMjV+j0li17TNt3w/a567l6a1/W7ZD13d3eioqIYN24ckZGRnDp1inbt2rFs2TIAXnrpJZo3b87QoUMBuOuuu7j//vs5cuQIn376KTt27MBkMtGjRw/bfNElS5YwaNAgOnXqBEBKSgqDBg1i165dtqkGbdu2JTg4mJ49exITE8PGjRuZOnUqgYGBeHp6ltjW1atXM3bsWCZMmMDRo0dp1qyZrZ0i1+qKg9XCN8X48eNLrbNhwwZ8fX0JDAwEoE2bNsTExJCUlGRbdubMGfbs2cMtt9xyNe0WERG5Jo0CvFn13L0Vst/LkZqaSq1atZg7dy4Av/32G8OGDePll19m3rx5LFiwgFdeeYXly5cD0KVLF7Kysvjiiy/o0qWLbbpAWRc0ffvttwQGBtoCVYBbbrmFuXPnMnHiRMxmM+Hh4QC2Ed2isrOzsVqtfPzxx3z88cckJCTw/PPP88wzz7Bp043/MiBVT7lcYHXkyBHbJGsAs9mMj48P+/btswWrn332me1b3pUoTF11MaWxEhG5eRSmq7rY1aSu8nA1X9YIZ0X55ZdfMAyDzp07A9C0aVPef/9929xPs9lMy5Yt6dmzJwB9+vQBwGq1cjmJfrZs2cLZs2fJycmxW26xWMjNzbU9Lnrav6ikpCTWr1/PkCFDAAgODmb69OnXPeOA3LzKJVhNTU3F3d3dbpm7uzvp6ekArFy5km7duuHm5nbF2168eHGVSksiIiJXpqQBisLUVVXNhAkTuPfee22DNL/99hsdO3YEYNiwYaxZs8YWrO7YsQPDMHjyyScZN24c77zzDs7OzmRlZREVFUWvXr3w8fEhIyODtLQ0kpKS6NevHx988AHnz5/H3d0dwzDYvXs3X3311RW1c8qUKfTv3x9vb+9i7RS5VuUSrPr5+RX7VpeVlYW/vz8nT54kLS2Nhx56qDx2LSIiUiU4OTnRvXt3pk6dSm5uLhaLhaSkJCZPngzAW2+9xbhx4xg/fjx16tTBw8ODJ554gvDwcBITE/nHP/5Bq1atsFgstlHPiIgIZs2axZEjR3j66afx9vZm8eLF/Otf/yIkJIQTJ04wefJk7rzzTtauXcuqVauwWCzUqlWr1AumnJyc6NmzJ59//jlnz54lPz+f+Ph4vvjiC1udd955h02bNnHq1ClefPFFunTpQo8ePcq/E6VKuOqbAphMJuLj40sc5v/pp5+IiIhg165dQMEFV15eXvz+++/89NNPJCYm2ubSfPTRR/Tq1Yu+ffuWeaFVVU34LCIi107HCJGq67qNrK5fv96WvqJDhw4kJyeTkJBAcHAw0dHRhIeHExISYvt2V2j69Ol2VyaKiIiIiBS64mB14cKFbNiwAYDRo0fToUMHRo0axUcffUR4eDjNmzfH2dmZuXPn8vbbb9OuXTuio6OZP3++3XYSEhL46KOPSExM5P333+fcuXM6JSAiIiIidq56GsCNplM8IiJSGh0jRKou3W5VRERERBxWuWQDKE+FeVaVW1VERApzrl5NnlURqRw0DUBERCo9HSNEqi5NAxARERERh6VgVUREREQcloJVEREREXFYClZFRERExGFVumwAIiIiN4uoqCgWLlxI06ZNsVqthISEcOzYMSIiIq5qe6mpqWRlZZV4q/RrsXfvXqZNm0ZYWBhms5nQ0FC2b9/OhAkTAPi///s/Tp48yZEjRzh27BgffPABISEh17UNUnVVumBVqatERKRQVU5dlZ6ezsiRI9m7dy+urq4AREREUL169aveZkxMDN7e3tc1WM3Pz6d///5s3bqVGjVqADBt2jRSUlIA2L59OxaLhRdeeAGAZ599lt69e7Nnz57r1gap2ipdsLp48WKlJREREQDbwEVh6qorknsOUg+WT8PK4h8Grp6XrHbo0CFycnIwm822ZS+//DKff/75Ve32xIkTvPnmm0yaNOmq1i/N6dOnSUhIwMXFxbZsxIgRREZGAgUB8uTJk3n88ccB6NatGx9//DHJycnUqlXrurZFqqZKF6yKiIhcF6kHYWbHG7/f4dFQ545LVmvRogVWq5U//elPPPXUU7Rv356wsDAGDhwIQHZ2NuPHjycsLIyUlBQ8PT157rnnAJg1axZHjx6lQYMG7Nq1izfeeINvvvmG1NRUFixYQExMDMOGDcPf3589e/awZMkSmjRpQkJCAq1bt6Zr166sXr2a0aNH88ADDxAaGsrMmTPZvn07Xl5edu0MCAigefPmdOzYkREjRtC+fXtatGjBqFGjABg6dCj33Xefrf6xY8fw9/e/phFiubkoWBURkZuTf1hB4FgR+70M7u7uREVFMW7cOCIjIzl16hTt2rVj2bJlALz00ks0b96coUOHAnDXXXdx//33c+TIET799FN27NiByWSiR48exMXF8eyzz7JkyRIGDRpEp06dAEhJSWHQoEHs2rXLNtWgbdu2BAcH07NnT2JiYti4cSNTp04lMDAQT8+SR4RXr17N2LFjmTBhAkePHqVZs2a2dnp7e9OqVSsAzp8/z7Rp05gxY4bdSKxIWRSsiojIzcnV87JGOCtKamoqtWrVYu7cuQD89ttvDBs2jJdffpl58+axYMECXnnlFZYvXw5Aly5dyMrK4osvvqBLly6YTCYAvvvuu1L38e233xIYGGgLVAFuueUW5s6dy8SJEzGbzYSHhwPYRnSLys7Oxmq18vHHH/Pxxx+TkJDA888/zzPPPMOmTZvs6v7973/nX//6F/369bvqfpGbj4JVERERB/TLL79gGAadO3cGoGnTprz//vsMHjwYALPZTMuWLenZsycAffr0AcBqtXI5d1LfsmULZ8+eJScnx265xWIhNzfX9rjoaf+ikpKSWL9+PUOGDAEgODiY6dOnF7uIa9KkSTz11FPcfffdHDlyhKCgINzd3S/ZThHlWRUREXFQEyZMsMt08Ntvv9GxY8E822HDhrFmzRpb2Y4dO4iNjeXJJ5/k+++/Jy8vD4CsrCxWrVoFgI+PDxkZGaSlpZGUlES/fv04ceIE58+fB8AwDHbv3s2TTz55Re2cMmUKWVlZJbYTYMaMGbRu3ZqGDRuSmJjInDlz7EZzRcpiMi7n65cDKLzSMyMjQ9kARETETlU8RmzYsIGdO3eSl5dHbm4uFouFpKQkJk+ejLe3N3l5eYwbNw4XFxfq1KmDh4cHTzzxBACffvop+/fvp1WrVlgsFoYMGYKrqytRUVHMmjWL8PBwnn76aby9vdm2bRsrVqwgJCSEEydO0LZtW3r06MHatWsZM2YMFouFESNG2C6YKurYsWN88skn1K5dm7Nnz5Kfn098fDzvvPMOQUFBfP311zz22GN269x5553s3Lmz3PtQqoZKF6w++OCDyrMqIiKAfZ7VtWvXVqlgVUQKVLpgVR9EIiJSlI4RIlWX5qyKiIiIiMNSsCoiIiIiDuuqgtWsrCweffRRjh07Vmqd2NhYXnjhBebOncvw4cOJj4+3lW3bto3333+fcePG0a1bN6KjKyAps4iIiIg4vCvOszp79myOHTvG0qVLee+990qsk5OTQ//+/dm2bRuBgYGEhYUxZMgQoqKiOHfuHMuXL2fChAkALFmyhO7du3Po0CHq1q17bc9GRERERKqUKx5ZHTp0KOPGjSuzzoYNG/D19SUwMBCANm3aEBMTQ1JSEocPH+bdd9/l8OHDAHTr1o3s7Gw2b9585a0XERERkSqtXO5gdeTIEWrUqGF7bDab8fHxYd++fXTu3JnNmzfTqFEjANtUgiZNmlzWtgcMGFDsfsJKYyUicvMoTFd1sYsT54tI1VIuwWpqamqxW6i5u7uTnp6OyWTi7rvvti1/9913eeGFF2jVqtVlbXvx4sVKSyIichMraYCiMHWViFQ95ZINwM/Pr9h9ibOysvD397dbNnv2bIKCgpgyZUp5NENEREREKrlyCVabNWtGcnKy7XFOTg6ZmZmEhITYln333Xfk5+czefJkcnJyOHLkSHk0RUREREQqses2DWD9+vUEBATQvHlzOnToQHJyMgkJCQQHBxMdHU14eLgtWN2wYQMnT57koYceIjExkZiYGAIDA2nQoMH1ao6IiEilFxUVxcKFC2natClWq5WQkBCOHTtGRETEVW0vNTWVrKys63683bt3L9OmTSMsLAyz2UxoaCjbt2+3Zf75+uuvsVqtJCYmsm3bNqZNm0bNmjWvaxuk6rriYHXhwoVs2LABgNGjR9OhQwdGjRrFRx99RHh4OM2bN8fZ2Zm5c+fy9ttv065dO6Kjo5k/fz4AcXFx9OrVi8zMTLvtZmRkXIenIyIiUjWkp6czcuRI9u7di6urKwARERFUr179qrcZExODt7f3dQ1W8/Pz6d+/P1u3brVdXD1t2jRSUlIA+Pnnnxk4cCCHDh2iYcOGPPTQQ/z9739n3rx5160NUrWZjKKTSx2U7vssIiKluZpjRHZeNvEZ8ZeueJ2F+oXi4exxyXqxsbE89thjHD58GLPZDEBiYiKff/45r7/++hXv98SJE/Tt25dJkybRqVOnK16/NCkpKTRo0IDExER8fHwAyM3NJTIykvfffx+r1crOnTtp3bo1JpOJhx56CC8vLxYtWnTd2iBVW7lkAxAREXF08RnxDFg14Ibvd3Gvxdxa89ZL1mvRogVWq5U//elPPPXUU7Rv356wsDAGDhwIQHZ2NuPHjycsLIyUlBQ8PT157rnnAJg1axZHjx6lQYMG7Nq1izfeeINvvvmG1NRUFixYQExMDMOGDcPf3589e/awZMkSmjRpQkJCAq1bt6Zr166sXr2a0aNH88ADDxAaGsrMmTPZvn07Xl5edu0snALYsWNHRowYQfv27WnRogWjRo0CwMnJifDwcKBgtHj37t2sWbPmenapVHGVLlgtzLOq3KoiIlKYc/Vq8qyG+oWyuNficmjVpfd7Odzd3YmKimLcuHFERkZy6tQp2rVrx7JlywB46aWXaN68OUOHDgXgrrvu4v777+fIkSN8+umn7NixA5PJRI8ePYiLi+PZZ59lyZIlDBo0yDaympKSwqBBg9i1a5dtqkHbtm0JDg6mZ8+exMTEsHHjRqZOnUpgYCCenp4ltnX16tWMHTuWCRMmcPToUZo1a2ZrZ6EVK1bw7bff8uabb9K8efOr6Tq5SWkagIiIVHpV8RiRmpqKh4eHbSTzt99+Y9iwYYSEhDBv3jyqV6/OK6+8wi233ALA1q1b6devH5MnT6ZRo0ZMnDix2DY7derEuHHjbMHqrFmzWLBgAT/99JOtzuDBgwkMDGTixImMGzeOs2fPMnny5FLbmZ2dTWZmJrVq1QIgISGB559/nuTkZDZt2lSs/sCBA6lWrRrTp0+/6r6Rm0u5pK4SERGRa/PLL7+wfft22+OmTZvy/vvv89///hcouDtky5Yt6dOnD3369GHixIm0bdsWq9VaLNd5SbZs2cLZs2fJycmxW26xWMjNzbU9Lnrav6ikpCRWr15texwcHMz06dNt7Zw6dSotWrSwlXfq1IkZM2aQmpp6yTaKQCWcBnCtsnPz+T0lq6KbISIiF2kU4I2Hq7mim+FwJkyYwL333mu7zfhvv/1Gx44dARg2bBhr1qyhZ8+eAOzYsQPDMHjyyScZN24c77zzDs7OzmRlZREVFUWvXr3w8fEhIyODtLQ0kpKS6NevHx988AHnz5/H3d0dwzDYvXs3X3311RW1c8qUKfTv3x9vb+9i7czLy6N37962unFxcTRq1MjutuwiZbnppgH8ciKDXtOKn5YQEZGKs+q5e2le9+pvl1oVpwFs2LCBnTt3kpeXR25uLhaLhaSkJCZPnoy3tzd5eXmMGzcOFxcX6tSpg4eHB0888QQAn376Kfv376dVq1ZYLBaGDBmCq6srUVFRzJo1i/DwcJ5++mm8vb3Ztm0bK1asICQkhBMnTtC2bVt69OjB2rVrGTNmDBaLhREjRtgumCrq2LFjfPLJJ9SuXZuzZ8+Sn59PfHw877zzDkFBQVgsFj744APc3Nw4d+4cO3fuZOLEiTRq1OhGdqdUYjddsKqRVRERx3OtI6tVMVgVkQI33TQAD1fzNX17FxEREZEbp9IFq0pdJSIiha4ldZWIVA433TQAERGpenSMEKm6lLpKRERERByWglURERERcVgKVkVERETEYSlYFRERERGHpWBVRERERByWglURERERcVjKsyoiIpWW8qyKVH3KsyoiIpWejhEiV+fAgQPccsstFd2MMmkagIiIiEg5W7BgAS+99BJbt26t6KbYfPjhh7i5uZVYlpKSwnvvvXeDW1SySjcN4HqwJCeTl5Jit8zs54drcDDWnBxyDh8uto7HbbcBkBMXjzX7nF2Za926mKtVI+/0aSynTtlv18sL1wYNMPLzOf/rr8W26x4WhsnFhdxjx8jPzLQrcwkMxNnfn/yMDHITEuzKnNzdcWvUCIDz+/dTdIDcrVEjnNzdsZw4QV56ul2Zs78/LoGB5GedJffoEbsyk7ML7k3DCrb720GMPPtTa64hDTB7e2FJSiIvNdV+u9Wq4VK3Ltbz58n5/Xf77ZpMuN96KwA5v/+O9fx5++0GB2P28yMvNRVLUpJdmdnHB9f69TEsFs4fPEhR7s2aYTKbyT1yhPyzZ+3KXGrXxrlGDfLT08k9ccKuzMnDE7eGoQBk79tXbLtujRvj5OZGbkIC+RkZ9s81IACXWrXIz8oi9+hR++26uuLWpAkA53/7DSMvz367DRrg5OWFJTGRvD/+sN9u9eq41KmDNTubnLg4uzKTkxPuF7795hw+jDUnx67ctV49zL6+5KWkYElOtisz+/riWq8eRm4u5w8dKvZc3W+5BZOTEznx8VjP2b++XerUwbl6dfLS0rCcPGn/XD09cQsNxbBaOX/gQPHtNmmCydWV3OPHyT9zxn67tWrhHBBA/pkz5B4/br9dNzfcGjcG4PyBAxhWq125W8OGOHl4YDl5kry0NLsy55o1cQkKwnr2LDlHjtiVmZydcW/aFICcQ4ew5ubalbuGhGD29tZnxA3+jCh8P0npMjIymDRpEqmpqdSvXx8XFxfq1q2LxWIhNDSUjh07VnQTHU7r1q157rnneOqppxximwMGDGDOnDk0b96c9u3bX7c2Xa1169bh7+9Pw4YNbcsOHjxIamoqd999NwEBAdx33318/PHH/O1vf6vAll5lsJqVlcXgwYOZMmUK9evXL7FObGws8+fPp1WrVmzevJnIyEhCQ0MvWXYjpC/+P1I//thume9DD1F38iTyEhM58sijxda55deCA/GpyEiy9+yxK6szaSJ+vXtzZs0akv71ll2Z1z33UP/zWVizs0vcbpMtm3GuUYOkCe+StX69XVmtV1+l5pDBnN26lRMv/MOuzO3WW2i4bBkARwYMxCgyX6vhyhW4NWlCyqefkrFkqV1ZzWeeoVbEi5zft49jRd5wzoGBNImOAuD48OHkFQkc68+di1fbNqTNm88fn31mV+b36CPUeestLMePF3uuJhcXmv28F4ATL79Mzn77wKbu1A/wffBBMlauInniRLsy786dqffpJ+RnZpbYh2E7YjF7e5P4r7c4u3mzXVngG2Oo8fjjZG3YwMlXXrUr87j9dhosXgRQ4nYbfb8W15AQUj78iDMrV9qV+f/tbwQ89yzZu3Zz/Jln7Mpc6ten8brvATg2eAj5RYKpkIUL8GzVitNfzOH03Ll2ZdUH/Zmgf/6TnLi4Ym1y8vKi6c4dACS88AK5h+2/EAR/8jE+999P+rJvSPngA7syn27dCP5wKnmnT5f4XJvu3YPJ1ZXEf47lXGysXVnQv96kev/+ZP7nPyS+8U+7Ms/wcEK++hIjL6/E7TaOWo9LUBDJ771P5vff25UF/OMf+I8YzrkdO0gYZf9B6Nq4EY1WrQLg6BNPYi3yJaTB0iV43HYbf8yaRdqChXZlNZ56isDI0Zw/eJCjfx5kV2auXp2wrVsAOP63Z7EcO2ZXXu+zz/C+7159Rtzgz4jC95OU7NSpU3Tq1Il//etfPPbYY7blu3fvpmPHjnz77bcV2DrHNXbsWO68806H2abZbKZOnTrXtT3X4qOPPir22pk0aRJ33303d999NwBt27blk08+YcCAAfj7+1dEM4GrmLM6e/Zsjh07xvjx44mPj6dBgwbF6uTk5NC0aVO2bdtGYGAgW7duJTIykqioqDLLynI95yNp1EQjq6CR1YtpZLWARlYLVMaR1as9RlTE3/pKPfTQQ/j7+/PFF18UK3v55Zfp2bMnnTp1uuLtyo03ePBgOnXqxODBgyu0HXv37uWTTz5h+vTpdssbNGjApk2bCA4Oti1bunQp8fHxvPTSSze6mTZXfYGVyWQqNVj94YcfiIiIYO/egpG0/Px8vLy8OHr0KHv37i21LDAwsNT9afK8iIiU5mqPESnT/l3qKHru0aP83u3BYusUjqIfGTCw1FH00/PnlzqKfiVOnjxJcHAwc+bM4S9/+Uux8i1btuDi4kJ4eDhRUVFER0fTqFEjDh48yMMPP0xiYiKjR4+mX79+hIaGYjKZWL58OfPmzcPLy4ukpCTmz59PvXr1yM/PZ+3atcyZM4dvvvmGl19+mSeeeIJx48YxY8YM3njjDSZNmkRAQIDdNgG+/fZb3njjDfbs2YNhGGzdupUZM2bg5FRwacyiRYuIj4+nXr16bNiwgUmTJrF582ZGjx7NAw88QGhoKDNnzmT79u14eXnZPcfVq1cTGRnJHXfcQZcuXTh37hzr169n/PjxNGvWjNWrVxfbzjvvvMPbb7/NI488wquvvmrrq0WLFtGiRQt+//13evXqxb333lti26pVq1asr//zn//w2muv2bZZuN/S+hZg+/btLF68mNatW2O1WpkxYwZDhw5l8ODBpe53zpw5TJ06lXPnzhEbG8vMmTN57733GDJkCO+++65dm7Kzs/nkk0/YvHkzQ4cO5fTp0+zatYuHH364zC8wH3zwAb6+vjz99NMArFy5kjVr1rBq1SqGDx9Op06duPfeewFITU3lscce46effrqMV2z5KJc5q0eOHKFGjRq2x2azGR8fH/bt21dmWVnBaqHC1FUXUxorEZGbR2G6qotdbeqqagMew/v+znbLzH5+ADgHBdFg6ZJS1609YUKJI6sAvt2743HHHfbbLRKEXY6jR49iGEapx8fC07W//vorkZGRtot3cnNzadmyJRs2bKBPnz7s2LGD8ePHAwUjZd9//z39+vXjq6++onr16vTv3x8oCPoB+vbty65du2z7GTFiBJsvTLPq2bMnMTExdttctmwZn3/+OR9fCPxnzJjB/v37ad68Odu2bePDDz+0te2PP/5gwoQJTJw4kZiYGDZu3MjUqVMJDAzE09Oz2HPs2bMn27dvJzU11RawBwcH061bNw4ePGhrz8Xb6d27Nzt27CA7OxsomErxyCOPsGvXLoKCghg3bhw7d+7ExcWl1LYV1aVLF6Kjo23bLKkfLu7bEydO0K9fP/bt24ffhdfUV199BVBmnwwePJgePXpw3333cerUKZycnNi1a1eJUwiWL1/OM888wzfffEN2djZ/+ctfaNOmDX/+85/t/n5FJSQk2AWzDz30EMkXzsiNGTPGrq6/vz+/FzlbeqOVS7CampqKu7u73TJ3d3fS09PLLLscixcv1siqiMhNrKQBisKR1SvlUqtWqVMQnNzcbKf8S1I4jagkzjVq4HzRwMzVatCgASaTiaQi06MK5ebmkpOTw7x58+zSD7m6uhIUFMTSpUsxm8128yxr1KhhC0p79epF165dmTFjBvfccw//+Mf/5j4XjoqW9LikbV782MPDg9QL00AWLVqEt7c3y5cvB8DNzY2aNWvathMeHg7AwIEDS+0Hk8lEQECA7XGPHj34448/iI6OpmvXriVux2w22+ovXbqU+vXrExQUBMC4ceMA+Mc//lFq20py8TZL64fCvl22bBl169a1e116e3tfsk8AatWqxaxZs+jWrRtz5swpda5r9+7dcXd35/Dhw/Tt2xeA48eP2wLP0mRlZeHh4WG3bMOGDfTq1avE+iaTqcztlbdyCVb9/PyKzY/KysrC39+fxMTEUstERETkf2rXrk3Pnj1Zv359idMANmzYQEhICGfPniWnyDx2i8VC7oV52UWDrELOzs78/vvvbN26ldWrV9OpUycOHDhQYjoja5G54yUFbiUxm81Uq1aNPn36lFhe9LT/5XBycrL9v5ztWK3WYrHH5bTtcpT2vMtq0+Xs19/fn5YtW/LVV1/RuXPnEutUq1aNTZs2ER4ejrNzQUj3/fff06VLlzLbHBAQQFqR+f4bN27kvffeIz8/n/T0dLvguXDbFaVc8qw2a9bMLqrPyckhMzOTkJCQMstERETE3syZM9m6dSuzZ8+2W56RkcGvv/5KkyZNePzxx9m3b58tIMvOzubo0aM8+mjxDBMXmz9/Pvv376dDhw5MnDiRVq1a2YJeHx8fW7AL8PPPP5Ofn3/F7f/LX/7Cli1bbKfPC+duXqmUiy6E++6776hdu/Zlp+zq27cv8fHxHLsoA8iiRYuuW9tK2+ehQ4fIvOjCyNTUVPLz8y+539OnT7Ns2TJWrFjByZMnbdMHShIdHU2LFi2Agj5auXIlb775JlDw9129ejUjR47k/EUXNjdr1syuL1JTU3F1dSUgIIAvv/zS7u9usVjw8fG5xt64NtctVF6/fj0BAQE0b96cDh06kJycTEJCAsHBwURHRxMeHk5ISAh169YttUxERETs1a5dm23btjFp0iSeeeYZQkND8fT0pFq1agwfPhwoyP/5zjvv8OabbxIUFMTRo0dZunQpP//8M6supIFr06YNaWlpbN68mYSEBJo1a4aHhwfffvstP//8M9nZ2XTv3t021e7xxx8nMjKSefPmkZuby5133skXX3xBcnJyqdsMCwvjv//9L/v37+ff//43QUFBtGzZktmzZxMREUGLFi3IycnhySefZO3ataxatQqLxUKtWrUYNWpUmf1w4sQJ5s2bR3Z2Nhs3bmTdunW4uLiUuJ3vvvuOVatW4eTkRNeuXbn77rtZunQpY8aM4d5778VqtdKjRw/q169fYttKUnSbZ86cKbNv27Vrx4IFC4iMjOSee+7BarViMpn44osvuPXWW0vd7+TJk/nkk0949NFHMZlMtG7dmuHDh7N7924iIyOLnYmOjo7mrrvuYv78+cTGxrJkyRJCQkJYvnw5hw8fZuzYsfTs2dNunQcffJBnnnmGiIgIAKpXr87tt9/O7NmzqV+/PrVr17bVjY2N5f7777/0C7UcXXE2gIULF7JhwwamT5/OgAED6NChA6NGjaJv376Eh4fz2muvAQVXzS1dupR27doRHR3NmDFjbIlnyyorjbIBiIhIaXSMqNoK55gW/pQCeXl51K1blxMnThQ7Vf/cc88xZMgQ7rzzTnJycjCZTLi6utrKhw8fbvtyU5YxY8bw8MMP2+YEV4SrTl11o+mDSERESqNjRNWmYLVkW7du5bXXXmN9kRuGQEHGgV27dtGgQQPOnTvHww8/bDe/NiEhgenTp/PWW28VW7fQmTNnePnll6/b1IirdVPeblVEREQqh7Vr17JixQqsVitt2rShR48eFd0kh7Bv3z7Gjh1Lamoq33//Pd26dbMrb9u2LW3bti11/eDgYPr27ct3331XYp8ahsEHH3xQZjB7o1S6kdUHH3wQFxcX5VYVERFbzlWLxcLatWs1sipynaSmpmK1Wql1jXeXux4qXbCqDyIRESlKxwiRquumnAZwNiOHcxn29wR383TG19+DPEs+aafOFVsnoH5B2oa0xLPk5drnmvOp6Y67lwvZmblkpdnnuXNxM1Mt0BOr1eCPhKxi261R1wuz2YmMlHPkZtunBPGq5oanryvnz1rI/OO8XZnZxYkatQvyt6Ucs79fOED1IE+cXc2c+SObnLP296b38HHFu7obuefzyEjOtitzMpuoWbcgafEfJ7Kw5tt/l/Gr5YGruzNZaTlkZxbpQy9nfGt6kJebT1pi6X14+tRZ8i0l9+G5M7mcTS9yz3sPM34BnuTnWzl94myx7dYM9sbJyUR60jksOfZ96F3dDQ+fkvvQ2dWJ6kFl9GFtT5xdzJxJzSbnnH0fevq54uXnRm52HhkpRfrQ2UTNOgV9mJqQhWEtrQ/Pk51pf9cdd28XfGq4Y8nNJ71oH5ogoN6FPjx5lvw8+z709XfHzdOlxNe3q4czfgEe5OdZOX2yeB/6B3tjKq0Pa7jh4e1KdlYuWadLfn0bVoPUkl7fdbwwOzuRkZJNbnbJfZhzzsKZ1CKvb2cnatS58Lc5nglFvlJXC/LExdVM5unznM+y70MPHxe8q7uX+Po2OZnwD77w+j6ZhTWvyN8mwANXD2d9Rtzgz4jC14KISEluymB134YTxK4+YrcsrE0gfxp6G1lpOfzfO7HF1vnb9IK0DT/OPUBS/Bm7si5DbqVp2yAO70xmw6KDdmX1bq1B7+fvIC8nv8TtDp18Lx4+rmz6+jBH9qbald3zaGPu6FKfhF/T+P6zX+zK/Ot5M+D1NgAsmbSj2EF34D/bULOONzu+O8KBzafsyu7sFkL7vo1IOZrJ8g/sb8fmVc2Nwe/eA8DKaXuKBY59/tGKuk2r83NUAv/9/qhd2S331Ob+J28hIzW72HN1cjbx138XJDX+YfY+Uo/bH5S7PdOcxnfV4uD2RDYvOWxX1qClPz1HtST3XF6JffjMBx1w9XBmw+KDHN9/2q6sw8AwWnQK5ugvf/CfL/bblQWG+vLoq60BStzu42+2o1otT7atiOPgdvu7x4T3bECbhxqSGJfBymn29wb3DfDgyX+1B+DbqbuKBVOPvHIXQQ392P2f4+z58bhdWfOOden456akJ54r1iYXdzPDpxbkFFz72S+knbIPOnv8tQWhtwfw69ZTxCyPsytrdGcADw5vQXZmbonPdeS0TpidTKyf9ysnD6XblXV+ohm33luH+N2prJ/3q11ZnSbV6BtxJ9Z8o8TtPjXhbryru7P1m8P8/t8Uu7J2fRpy14MNOHkone8+/dmurHptLwaNLZhr9c37/8Vy3j5Ie+y1cALq+/Df74/yS/QJu7LbH6jHvf2bcPrkWZZO2mlX5u7twtPv3QfAd5/+zJkiXzQeeu526t9WU58RN/gzovD9JCJSkptyGoBGTTSyChpZvZhGVgtoZLVAZRxZ1TQAkarrpgxWRUSkatExQqTqKpfbrYqIiIiIXA+Vbs7qgAEDlLpKREQA+9RVIlI1aRqAiIhUejpGiFRdmgYgIiIiIg5LwaqIiIiIOCwFqyIiIiJyRQ4cOHDD9qVgVURERMRBLViwgJdeeomtW7dWdFNsPvzwQ9zcSs+NnJKSwnvvvXfd9qdgVURExMFlZmbyz3/+k7/+9a+8/fbbvPvuu8yZM4eFCxcSHR1d0c274fLy8ti9e3e5bb9169bMnTvXIbY3YMAA9u7dy2+//Xbd2nMt1q1bh7+/Pw0b2t917uDBg2zZsgWAgIAA7rvvPj7++OPrsk8FqyIiIg4sMTGRtm3b0rx5cz799FNef/11Ro8ezR133MHIkSOpJEl9rqtff/21XIPVsWPH0qVLF4fYntlspk6dOtetLdfqo48+YuDAgcWWT5o0iV9//d8tudu2bcv27dtJTU0tVvdKKc+qiIhUWteaZ7Uibq17pYYPH07btm157LHH7JbfcccdDB8+/Iq3V9n98ccfvPbaa/Tr16/c9vHQQw859PYqyt69ewkODsZsNhcr+89//sO4cePslvXu3Zs5c+bw0ksvXdN+K12wunjxYuXQExERANvARWGe1Su1b8MJYlcfsVsW1iaQPw29jay0HP7vndhi6/xt+v0A/Dj3AEnxZ+zKugy5laZtgzi8M5kNiw7aldW7tQa9n7/jitp36tQpVq1axZw5c0osf+SRR2yBQ1RUFNHR0TRq1IiDBw/y8MMPc9dddzF37lxef/11GjduzOLFi8nOzqZTp060a9eOr776ChcXFxYtWkR8fDz16tVjw4YNTJo0ic2bNzN69GgeeOABQkNDmTlzJpMmTWL06NH069eP0NBQTCYTy5cvZ968eXh5ebF69Wq7coBvv/2WN954gz179mAYBlu3bmXGjBk4ORWc3C1r3yXt57vvvuPEiROsXr2axMRE+vfvT6NGjYr1zerVq4mMjOSOO+6gS5cunDt3jvXr1zN+/HiaNWtma+vFz2/79u1s3bqV1157jUceeYRXX32VLVu2sGjRIlq0aMHvv/9Or169uPfee0tte7Vq1eza8Z///Mdue0X7qGgfAmzfvp3FixfTunVrrFYrcXFxdOrUybbNkva7fPlypk6dyrlz54iNjWXmzJm89957DBkyhHfffbdY/2RnZ/PJJ5+wefNmhg4dyunTp9m1axcPP/yw3b4u9uOPPxIeHm63bOXKlaxZswar1cqcOXPo1KmTrX86duzIxx9/fM3BKkYlkZGRYQBGRkZGRTdFREQczNUeI7LSzxvJR8/Y/c9IOWcYhmFYcvOKlSUfPWNb9/SprGJl2Vm5hmEYxrkzOcXK0hLPXvHz2rp1qwEYa9asKbPegQMHjHbt2tke5+TkGE2bNjWSkpIMwzCMzz//3HjkkUds5ZMmTbL9HhMTY7fu1KlTjVdeecUwDMMYM2aM0bFjR8MwDGPhwoWG1Wo1xowZY/To0cNW/6GHHjKWLl1qe1xS+ahRo2yP27RpY/z888+Xte/S9vPUU08ZX3zxRZl9YhiG8c9//tNu3ytXrjTq169vnD9/vtTnV7h87NixxsmTJ42goCDj1KlThmEYxtixY42pU6desu1FFW6vrD4qfG4JCQlG3bp1jfT0dFt5t27dbM+3rP0mJSUZYWFhxoEDB4z33nvPOHHiRKl9s2DBAiMjI8O45557jP/7v/8zDKPgdXTHHXeUus6LL75orFixotjyWbNmGX/9619LXKd+/fqlbu9yVbqRVRERkevFy88NL7+Sr2p2djHbTvmXpHqQV6llHj6uePi4XnP7GjRogMlkIiEhwW75ggUL2LJlC7/++iuNGjUiPz+fW265xVbu6upKUFAQS5cu5a9//SsDBw5k9OjRJCYmkpWVxa233mqru2jRIry9vVm+fDkAbm5u1KxZEyiYL1k4klY4T9FsNnPnnXfa1q9RowZnzvxvhLmk8osfe3h42OYxXmrfZe3ncphMJgICAmyPe/TowR9//EF0dDRdu3Yt8fkV7htg6dKl1K9fn6CgIAC709xltb2ooqfNy3puy5Yto27dunZnCry9vS9rv7Vq1WLWrFl069aNOXPmlDnXtXv37ri7u3P48GH69u0LwPHjx0lOTi51naysLDw8PIot37BhA7169SpxHZPJVOr2LtcVB6uxsbHMnz+fVq1asXnzZiIjI21D/Rfbvn07CxcupFmzZhw+fJjhw4fTpEkTAOLj41mzZg3u7u4kJibSvXt3WrVqdc1PRkREpCoJCgqid+/erF69mmHDhtmWDxo0iEGDBuHu7s6YMWP49ttviwUZFouF3NyC+bienp78+c9/5vPPP8fPz49Ro0bZ6pnNZqpVq0afPn1KbEPhqemLlTRnsazy0upfat+X2g/Ali1buPvuuy9ZD8DJycn2v1BJz6+Q1Wot9QK2S7X9Usp6bmW16VL79ff3p2XLlnz11Vd07ty51O1Uq1aNTZs2ER4ejrNzQTj4/fffl3khWEBAAGlpacWWb9y4kffee4/8/HzS09PtgvbCbV+LK8oGkJOTQ//+/YmMjOSpp55iyJAhDBkypFi9tLQ0evbsyZgxYxgxYgQvvvgiTz31lK18+vTpjBo1iqFDh/Laa69d11xcIiIiVclnn33GgQMHmDZtmt3yxMRE24Vljz/+OPv27bMFVtnZ2Rw9epRHH33UVn/kyJF89tlnuLi42AVrf/nLX9iyZQvZ2dlAQYA2Y8aM8n5a17RvHx8fMjIyMAzjkimdUlJSbL9/99131K5dm44dO15W+/r27Ut8fDzHjh2zLVu0aNE1tf1y9nno0CEyMzNty1JTU8nPz7/kfk+fPs2yZctYsWIFJ0+e5KuvvipzX9HR0bRo0QIo6KeVK1fy5ptvArBmzRq+/vprZsyYwVtvvQVAs2bN7PqisG2urq4EBATw5Zdf2r4gQcEXJh+f0s9OXK4rCnc3bNiAr68vgYGBALRp04aYmBiSkpJsywB++uknu2Hp2rVrEx8fz/Hjx6lXrx7Lli1j0KBB3H777QC4u7tf8xMRERGpigICAtixYwcTJ07kqaeeokmTJraRty+//BIXFxdat27NO++8w5tvvklQUBBHjx5l6dKl1K1b17adW265hebNm/Pwww/bbb9ly5bMnj2biIgIWrRoQU5ODk8++SRr165l1apVWCwWatWqxahRo2zLoCAGSEtLY/PmzSQkJNCsWTPS09NLLQ8LC+O///0v+/fv59///jdBQUGX3Hdp+xk5ciTjxo3DycnpklkBTpw4wbx588jOzmbjxo2sW7cOFxeXEp8fFAS0q1atwsnJia5du7J06VLGjBnDvffei9VqpUePHmX2W1FFt3fmzJkyn1u7du1YsGABkZGR3HPPPVitVkwmE1988QW33nor7du3L3G/kydP5pNPPuHRRx/FZDLRunVrhg8fzu7du4mMjMTf379Y26Kjo7nrrruYP38+sbGxLFmyhJCQEBITE/n8889ZsmQJn3/+uS2gffDBB3nmmWeIiIiwbaN69ercfvvtzJ49m/r161O7dm1bWWxsLPfff3+Zf5/LYTJKG98uwWeffcb8+fOJioqyLQsICGDx4sV2jfnhhx94/PHH7U5J+Pn5sXDhQnr06MGHH37ISy+9xHPPPYefnx99+vSxBa6lKbzS88EHH8TFxcWuTGmsRERuHoXpqi5msVhYu3YtGRkZyhgjNoVzTIumVJKCGyvUrVuXEydOFDtVv2zZMo4ePco//vEPnnjiCT755BPb+2r48OG2L0WXMmbMGB5++OFiGQSu1BWNrKamphYbBXV3dyc9Pd1uWefOnalfvz5xcXE0bNiQjRs3YrVaycjIAAomMcfGxrJy5UqysrK47777LrsNSl0lInJzK2mA4mpTV4ncrGJjY7n11ltLnFPavn179uzZw5o1azh+/Lhd3PXPf/6Tf//737apAaU5c+YMKSkp1xyowhXOWfXz8ys20TgrK6vY0LKzszM//vgj69atY9GiRXh6euLh4UFQUBCZmZmMHDmSmTNn8vPPPzNixAjbnBARERGR62Ht2rWsWLGC5cuX891331V0cxzKvn37GDt2LKmpqXz//ffFyp2dnRk/fjy1atUqdpFWcHAwffv2LbNPDcPggw8+uGRAe7muaBrATz/9REREBLt27QIKLrjy8vLi999/JyQkpFhDC9MVJCUlccstt3Dy5Em+++47jh07xgsvvGCr+/rrr3P77bcXuzvHxQq/NesUj4iIFKVjhMj18+ijj/LCCy8QFRXFqFGjqFGjxhWtn5qaitVqpVatWtelPVc0DaBDhw4kJyeTkJBAcHAw0dHRhIeHExISwvr16wkICKB58+YYhkFQUBCbNm2iSZMmTJ8+nddffx13d3caN27MihUr7Labn59P27Ztr8sTEhEREZGrt2TJEgDbnaiuVEkXc12LKxpZhYLbhi1dupR27doRHR3NmDFjaNiwIX379iU8PJzXXnsNgEmTJuHl5UVGRgbOzs688sortm0sXryY7du3ExwcTE5ODq1bty4zrxfoW7OIiJROxwiRquuKg9WKog8iEREpjY4RIlXXFV1gJSIiIiJyI137PbBusAEDBuDi4qLcqiIiYsu5WngnJxGpejQNQEREKj0dI0SqLk0DEBERERGHpWBVRERERByWglURERERcVgKVkVERETEYSlYFRERERGHpdRVIiJSaSl1lUjVp9RVIiJS6ekYIVJ1aRqAiIiIiDgsBasiIiIi4rAUrIqIiIiIw1KwKiIiIiIOS8GqiIiIiDgspa4SEZFKS6mrRKo+pa4SEZFKT8cIkapL0wBERERExGEpWBURERERh6VgVUREREQc1hVfYBUbG8v8+fNp1aoVmzdvJjIyktDQ0GL1tm/fzsKFC2nWrBmHDx9m+PDhNGnSxFY+a9YsEhMTqVevHvn5+QwdOvTanomIiIiIVDlXdIFVTk4OTZs2Zdu2bQQGBrJ161YiIyOJioqyq5eWlkZYWBi//vorNWvW5NSpUzzyyCNs2bIFgBkzZhAXF8fEiRM5dOgQrVu3Jj09HZPJVOq+NXleRERKo2OESNV1RSOrGzZswNfXl8DAQADatGlDTEwMSUlJtmUAP/30E25ubtSsWROA2rVrEx8fz/Hjx6lVqxaRkZHs2rULgMaNG7Nnz54yA1URERERuTldUbB65MgRatSoYXtsNpvx8fFh3759dsGqr68vubm5duueO3eOn3/+GQ8PD9LS0jh06BBbt25l79699O7dmwYNGlxWGwrzrF5MOVdFRG4ehblVL6Y8qyJV1xUFq6mpqbi7u9stc3d3Jz093W5Z586dqV+/PnFxcTRs2JCNGzditVrJyMiw1XV1dWXgwIH06tWLpk2bcuDAgcs6dbN48WKd4hERuYmVNEBROA1ARKqeK8oG4OfnR9EprllZWfj7+9stc3Z25scff2TdunUsWrQIT09PPDw8CAoKsn2YhIeHA+Dt7Y3VamXTpk3X8jxEREREpAq6opHVZs2a8dlnn9ke5+TkkJmZSUhISLG6vr6+jBw5EoCkpCTy8vJo3749p0+fxmQykZ+fb6tb9LGIiIiICFzhyGqHDh1ITk4mISEBgOjoaMLDwwkJCWH9+vX88ssvABiGQVBQEIcOHQJg+vTpvP7667i7u1OnTh06duzI5s2bAUhJScFkMnH//fdfz+clIiIiIlXAFY2sOjs7M3fuXN5++23atWtHdHQ08+fPB+Cjjz4iPDyc5s2bYzKZiIiIYN26dXz99dd4eHgQERFh287cuXMZO3Ys+/fvJy4ujpUrV+Ll5XV9n5mIiIiIVHpXlGe1IimHnoiIlEbHCJGq64rvYFXRClNXKV2ViIgUprFS6iqRqksjqyIiUunpGCFSdV3RBVYiIiIiIjeSglURERERcVgKVkVERETEYVW6C6yuVXZeNvEZ8RXdDBERuUioXygezh4V3QwRcUA3XbAanxHPgFUDKroZIiJykcW9FnNrzVsruhki4oBuumA11C+Uxb0WV3QzRETkIqF+oRXdBBFxUJUuWL3WPKsezh769i4iUkUoz6pI1VfpLrBavHgxK1asqNI3BFi4cGFFN6HSUt9dG/Xf1VPfXb1r6bs///nPrFixgsWLdcZMpKqqdMHqzUAHvaunvrs26r+rp767euo7ESmLglURERERcVhVMli91m/pFb3+tarI9qvvKvf6Fbnvyr7+taro9lfk+/5aVfT+RaR8KVh1wPWvVWU+aN3MfecI61fkviv7+teqotuvYFVEHFWlyQZgGAYAZ86cuWRdi8VyWfW0/vVfvzK3Xevrb6/1K//fvvBYISJVh8moJO/shIQE6tWrV9HNEBERB3b8+HGCg4Mruhkich1VmmDVarVy8uRJfHx8MJlMFd0cERFxIIZhkJmZSZ06dXByqpIz3ERuWpUmWBURERGRm4++foqIiIiIw1KwKiIiIiIOS8GqiIiIiDgsBasiIiIi4rAUrIqIiIiIw1KwKiIiIiIOq9LcwaqqmjVrFomJidSrV4/8/HyGDh1KbGws8+fPp1WrVmzevJnIyEhCQ0MruqkOJyQkhIyMDLtlgwcP5vHHH1f/XUJ8fDxr1qzB3d2dxMREunfvTqtWrfTauwzbt29n4cKFNGvWjMOHDzN8+HCaNGmivitDVlYWgwcPZsqUKdSvXx+gzP5SX4qIHUMqzPTp041XXnnFMAzDOHjwoOHr62ucP3/eCAkJMRITEw3DMIwtW7YYHTt2rMBWOqakpCTj/fffN37//XcjLi7OiI+PN/76178aiYmJ6r/LUPi6KzRo0CC99i7D6dOnDX9/fyM1NdUwDMM4efKk0b59e/VdGT7//HNj7NixBmDEx8cbhmGU2V/qSxEpSsFqBTl//rxRvXp148iRI4ZhGIbVajXi4+ONdevWGS1atLDVy8vLM9zc3Gwf3FLg1KlTtoDBMAxj3rx5xtatW9V/l6lx48bG7t27bY+HDh2qvrsMS5YsMerWrWu3LCgoyPjyyy/Vd5dwcbBa1mtNr0MRKUpzVivIli1bSEtL49ChQyxatIjXX3+dxMREjhw5Qo0aNWz1zGYzPj4+7Nu3rwJb63iCgoKoWbMmUHAv8IMHD9KuXTv132V69tlnad26NS+++CLjx4/n+eefV99dBl9fX3Jzc+2WnTt3jtOnT6vvrkBZrzW9DkWkKM1ZrSCnTp0CwNXVlYEDB9KrVy+aNm3K8OHDcXd3t6vr7u5Oenp6BbSycnj99dcZP348AKmpqeq/yzBw4EBiY2NZuXIlWVlZ3Hfffeq7y9C5c2fq169PXFwcDRs2ZOPGjVitVs6dO6e+uwJlvdb0OhSRojSyWkH8/PwACA8PB8Db2xur1UpAQACGYdjVzcrKwt/f/4a3sTJITExk/fr1tosv/Pz81H+XkJmZyciRI5k5cyY///wzI0aMoG/fvvj6+qrvLsHZ2Zkff/yRdevWsWjRIjw9PfHw8FDfXaGy3qd6D4tIURpZrSCtWrXCZDKRn59vW2Yymahbty7Jycm2ZTk5OWRmZhISElIRzXR4a9eutTuINWvWjM8++8z2WP1X3A8//EDHjh3x9PQEYNy4cVgsFgICAvTauwy+vr6MHDkSgKSkJPLy8ggNDVXfXYGy3qd5eXl6D4uIHY2sVpA6derQsWNHNm/eDEBKSgomk4lOnTqRnJxMQkICANHR0YSHh+uDuhT79u2zBV0AHTp0UP9dQuPGjdm9e7fdsvz8fNq2bau+uwTDMAgKCuLQoUMATJ8+nddff52uXbuq765AWe9TvYdFpCiNrFaguXPnMnbsWPbv309cXBwrV67Ez8+PuXPn8vbbb9OuXTuio6OZP39+RTfVYfn6+hIWFmZ77OzsrP67hJYtW9K9e3ciIiIIDg4mJyeHLl26EBISor67BJPJREREBOvWrePrr7/Gw8ODiIgIAPVdKRYuXMiGDRsAGD16NB06dGDUqFGl9pfewyJSlMkoOjlIRERERMRBaBqAiIiIiDgsBasiIiIi4rAUrIqIiIiIw1KwKiIiIiIOS8GqiIiIiDgsBasiIiIi4rAUrIqIiIiIw1KwKiIiIiIOS8GqiIiIiDgsBasiIiIi4rAUrIqIiIiIw/p/3mxX4TC1YwMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=1, nrows=3, figsize=(7, 8))\n", "\n", "# National Income and Consumption\n", "for s in dfo[\"RealGrossOutput\"].columns:\n", " axs[0].plot(dfo.index, dfo['RealGrossOutput'][s], label=f\"Sector {s}\")\n", "axs[0].set_title('Real Gross Output')\n", "\n", "for s in dfo[\"RealFinalDemand\"].columns:\n", " axs[1].plot(dfo.index, dfo['RealFinalDemand'][s], label=f\"Sector {s}\")\n", "axs[1].set_title('Real Final Demand')\n", "\n", "for s in dfo[\"Prices\"].columns:\n", " axs[2].plot(dfo.index, dfo['Prices'][s], label=f\"Sector {s}\")\n", "axs[2].plot(dfo.index, dfo[\"ConsumerPriceIndex\"], linestyle=\"--\", label=f\"Consumer price index $p_c(t)$\")\n", "axs[2].plot(dfo.index, dfo[\"GovernmentPriceIndex\"], linestyle=\"--\", label=f\"Government price index $p_g(t)$\")\n", "axs[2].set_title('Prices')\n", "\n", "for ax in axs:\n", " ax.legend(loc='center left', bbox_to_anchor=(1.0, 0.5), frameon=False)\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Production Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:23.801230Z", "iopub.status.busy": "2026-06-02T07:23:23.801148Z", "iopub.status.idle": "2026-06-02T07:23:24.337974Z", "shell.execute_reply": "2026-06-02T07:23:24.337489Z" }, "tags": [ "hide-input" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_646074/4078320462.py:33: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " ax.legend(frameon=False)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(7, 8))\n", "\n", "axs[0,0].set_title(\"Durable Goods Stock\")\n", "axs[0,0].set_ylabel(\"Real Sector Units\")\n", "for s in dfo[\"DurableGoodsStock\"].columns:\n", " axs[0,0].plot(dfo.index,dfo[\"DurableGoodsStock\"][s], label=f\"Sector {s}\")\n", "\n", "axs[0,1].set_title(\"Socioeconomic Stock (Material Quantity)\")\n", "axs[0,1].set_ylabel(\"Material Units\")\n", "axs[0,1].plot(dfo.index,dfo[\"SocioeconomicStock\"])\n", "\n", "axs[1,0].set_title(\"Reserve growth rate\")\n", "axs[1,0].plot(100 * dfo[\"ConversionMatterToReserves\"] / dfo[\"MatterReserves\"], label=\"Matter\")\n", "axs[1,0].plot(100 * dfo[\"ConversionEnergyToReserves\"] / dfo[\"EnergyReserves\"], label=\"Energy\")\n", "\n", "axs[1,1].set_title(\"Reserve depletion rate (extraction/reserve)\")\n", "axs[1,1].plot(100 * dfo[\"ExtractedMatter\"] / dfo[\"MatterReserves\"], label=\"Matter\")\n", "axs[1,1].plot(100 * dfo[\"EnergyRequiredForProduction\"] / dfo[\"EnergyReserves\"], label=\"Energy\")\n", "\n", "axs[2,0].set_title(\"Cumulative CO2 and Temperature\")\n", "axs[2,0].set_ylabel(\"Cumulative CO2 (black)\")\n", "axs[2,0].plot(dfo[\"CumulativeCO2\"], color=\"black\")\n", "axs_alt = axs[2,0].twinx()\n", "axs_alt.plot(dfo[\"Temperature\"], color=\"red\")\n", "axs_alt.set_ylabel(\"Temperature (red)\")\n", "axs_alt.set_ylim(-0.25, 1.1 * dfo[\"Temperature\"].max().iloc[0])\n", "\n", "axs[2,1].set_title(\"Emissions per Period\")\n", "axs[2,1].plot(dfo[\"Emissions\"])\n", "axs[2,1].set_ylabel(\"Annual Emissions (blue)\")\n", "\n", "for ax in axs.flatten():\n", " ax.legend(frameon=False)\n", "\n", "fig.suptitle('Model convergence to the steady state - Environmental Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perturbation 3: An increase in the wage rate" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:24.339184Z", "iopub.status.busy": "2026-06-02T07:23:24.339051Z", "iopub.status.idle": "2026-06-02T07:23:24.443813Z", "shell.execute_reply": "2026-06-02T07:23:24.443248Z" } }, "outputs": [], "source": [ "model.parameters[\"scenario_trigger\"] = 60\n", "model.scenarios.add_scenario(\n", " name=\"WageRate\",\n", " timeseries={\"WageRate\":0.5}\n", ")\n", "model.simulate(scenario=\"WageRate\")\n", "output_wage_rate_increase = model.variables.to_pandas()\n", "dfo = output_wage_rate_increase.loc[55:]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:24.444918Z", "iopub.status.busy": "2026-06-02T07:23:24.444830Z", "iopub.status.idle": "2026-06-02T07:23:25.128898Z", "shell.execute_reply": "2026-06-02T07:23:25.128599Z" }, "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8, 8))\n", "\n", "# National Income and Consumption\n", "axs[0,0].plot(dfo.index, dfo['NationalIncome'], color='k', label=r'National Income $Y$')\n", "axs[0,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,0].set_title('National Income')\n", "axs[0,1].plot(dfo.index, dfo['RealConsumptionHousehold'], color='k', label=r'Consumption $C$')\n", "axs[0,1].plot(dfo.index, dfo['DisposableIncome'], color='g', linestyle='-.', label=r'Disposable Income $YD$')\n", "axs[0,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,1].set_title('Consumption')\n", "\n", "# Wealth and Savings\n", "axs[1,0].plot(dfo.index, dfo['Wealth'], color='k', label=r'Wealth $V$')\n", "axs[1,0].plot(dfo.index, dfo['ExpectedWealth'], color='g', linestyle='-.', label=r'Expected Wealth $V^e$')\n", "axs[1,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,0].set_title('Wealth')\n", "axs[1,1].plot(dfo.index, dfo['Wealth'].diff(), color='k', label=r'Savings, $\\Delta V$')\n", "axs[1,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,1].set_title('Savings')\n", "\n", "# Money Share and Bills Share\n", "axs[2,0].plot(dfo.index, dfo['HouseholdMoneyStock'] / dfo['Wealth'], color='k', linestyle='-', label='Money Share $H_h/V$')\n", "axs[2,0].legend(loc='center right', frameon=False)\n", "axs[2,0].set_title('Money Share')\n", "axs[2,0].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Right panel - Bills share\n", "axs[2,1].plot(dfo.index, dfo['HouseholdBillStock'] / dfo['Wealth'], color='k', linestyle='-', label='Bills Share $B_h/V$')\n", "axs[2,1].legend(loc='center right', frameon=False)\n", "axs[2,1].set_title('Bills Share')\n", "axs[2,1].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Household Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:25.130085Z", "iopub.status.busy": "2026-06-02T07:23:25.129981Z", "iopub.status.idle": "2026-06-02T07:23:25.432752Z", "shell.execute_reply": "2026-06-02T07:23:25.432436Z" }, "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=1, nrows=3, figsize=(7, 8))\n", "\n", "# National Income and Consumption\n", "for s in dfo[\"RealGrossOutput\"].columns:\n", " axs[0].plot(dfo.index, dfo['RealGrossOutput'][s], label=f\"Sector {s}\")\n", "axs[0].set_title('Real Gross Output')\n", "\n", "for s in dfo[\"RealFinalDemand\"].columns:\n", " axs[1].plot(dfo.index, dfo['RealFinalDemand'][s], label=f\"Sector {s}\")\n", "axs[1].set_title('Real Final Demand')\n", "\n", "for s in dfo[\"Prices\"].columns:\n", " axs[2].plot(dfo.index, dfo['Prices'][s], label=f\"Sector {s}\")\n", "axs[2].plot(dfo.index, dfo[\"ConsumerPriceIndex\"], linestyle=\"--\", label=f\"Consumer price index $p_c(t)$\")\n", "axs[2].plot(dfo.index, dfo[\"GovernmentPriceIndex\"], linestyle=\"--\", label=f\"Government price index $p_g(t)$\")\n", "axs[2].set_title('Prices')\n", "\n", "for ax in axs:\n", " ax.legend(loc='center left', bbox_to_anchor=(1.0, 0.5), frameon=False)\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Production Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2026-06-02T07:23:25.433898Z", "iopub.status.busy": "2026-06-02T07:23:25.433800Z", "iopub.status.idle": "2026-06-02T07:23:26.190043Z", "shell.execute_reply": "2026-06-02T07:23:26.189650Z" }, "tags": [ "hide-input" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_646074/4078320462.py:33: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " ax.legend(frameon=False)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(7, 8))\n", "\n", "axs[0,0].set_title(\"Durable Goods Stock\")\n", "axs[0,0].set_ylabel(\"Real Sector Units\")\n", "for s in dfo[\"DurableGoodsStock\"].columns:\n", " axs[0,0].plot(dfo.index,dfo[\"DurableGoodsStock\"][s], label=f\"Sector {s}\")\n", "\n", "axs[0,1].set_title(\"Socioeconomic Stock (Material Quantity)\")\n", "axs[0,1].set_ylabel(\"Material Units\")\n", "axs[0,1].plot(dfo.index,dfo[\"SocioeconomicStock\"])\n", "\n", "axs[1,0].set_title(\"Reserve growth rate\")\n", "axs[1,0].plot(100 * dfo[\"ConversionMatterToReserves\"] / dfo[\"MatterReserves\"], label=\"Matter\")\n", "axs[1,0].plot(100 * dfo[\"ConversionEnergyToReserves\"] / dfo[\"EnergyReserves\"], label=\"Energy\")\n", "\n", "axs[1,1].set_title(\"Reserve depletion rate (extraction/reserve)\")\n", "axs[1,1].plot(100 * dfo[\"ExtractedMatter\"] / dfo[\"MatterReserves\"], label=\"Matter\")\n", "axs[1,1].plot(100 * dfo[\"EnergyRequiredForProduction\"] / dfo[\"EnergyReserves\"], label=\"Energy\")\n", "\n", "axs[2,0].set_title(\"Cumulative CO2 and Temperature\")\n", "axs[2,0].set_ylabel(\"Cumulative CO2 (black)\")\n", "axs[2,0].plot(dfo[\"CumulativeCO2\"], color=\"black\")\n", "axs_alt = axs[2,0].twinx()\n", "axs_alt.plot(dfo[\"Temperature\"], color=\"red\")\n", "axs_alt.set_ylabel(\"Temperature (red)\")\n", "axs_alt.set_ylim(-0.25, 1.1 * dfo[\"Temperature\"].max().iloc[0])\n", "\n", "axs[2,1].set_title(\"Emissions per Period\")\n", "axs[2,1].plot(dfo[\"Emissions\"])\n", "axs[2,1].set_ylabel(\"Annual Emissions (blue)\")\n", "\n", "for ax in axs.flatten():\n", " ax.legend(frameon=False)\n", "\n", "fig.suptitle('Model convergence to the steady state - Environmental Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.11.14" } }, "nbformat": 4, "nbformat_minor": 4 }