diff --git a/tutorial/Kernels/SMT_Kernel_Hale.ipynb b/tutorial/Kernels/SMT_Kernel_Hale.ipynb new file mode 100644 index 000000000..d93d08afc --- /dev/null +++ b/tutorial/Kernels/SMT_Kernel_Hale.ipynb @@ -0,0 +1,254 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "This tutorial describes how to use Kernels, as in Gaussian Process (GP).\n", + " \n", + "GP with kernel engineering is applied here to predict a Wing Displacement response to gusts perturbations. \n", + "\n", + "
\n", + "\n", + "Nicolas GONEL, Paul SAVES ONERA/DTIS/M2CI\n", + " \n", + "Joseph MORLIER ISAE-SUPAERO\n", + " \n", + " \n", + "October 2024 - `SMT version 2.7.0`\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

\n", + "To use SMT, please follow this link : https://github.com/SMTorg/SMT/blob/master/README.md. The documentation is available here: http://smt.readthedocs.io/en/latest/\n", + "

\n", + "\n", + "The reference paper for Kernels is available\n", + "here hhttps://www.sciencedirect.com/journal/advances-in-engineering-software/vol/188/suppl/C" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

\n", + "To use Kernels function from SMT, please refer to the dedicated notebook: SMT_Kernel_tutorial.ipynb\n", + "

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Wing Displacement response to gusts perturbations\n", + "In this tutorial, we demonstrate how to predict and extrapolate with GP on real-life data.\n", + "The aeroelastic aircraft case uses simulations of discrete gust dynamics of a High Altitude Long Endurance (HALE)\n", + "concept aircraft." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Reference paper: https://arc.aiaa.org/doi/pdf/10.2514/6.2023-2570 \n", + "Prediction of Gust Aeroelastic dynamics of HALE using Graph Neural Networks" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "from smt.kernels import Matern32, SquarSinExp\n", + "from smt.surrogate_models import KRG\n", + "import pickle\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Loading and Processing for Transonic Airfoil Analysis\n", + "\n", + "Data can be loaded here:\n", + "https://github.com/mcolombo1980/GNNDataset \n", + "\n", + "The data hale.pickle is the data in the folder /HALE_50_2st2m_unitloads_tr.zip" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "with open(\"./hale.pickle\", \"rb\") as pickle_file:\n", + " (\n", + " nodes_tr,\n", + " edges_in_tr,\n", + " edges_tar_tr,\n", + " globals_tr,\n", + " senders,\n", + " receivers,\n", + " list_tse_raw,\n", + " ) = pickle.load(pickle_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## To use Kernel engineering from SMT" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### SMT Kernels can be added, multiplied and combined as follows" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "k = SquarSinExp([0.01, 0.01]) * SquarSinExp([0.01, 0.01]) + Matern32([0.01])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## To use k, the user-defined engineered kernel within a GP" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "___________________________________________________________________________\n", + " \n", + " Kriging\n", + "___________________________________________________________________________\n", + " \n", + " Problem size\n", + " \n", + " # training points. : 33\n", + " \n", + "___________________________________________________________________________\n", + " \n", + " Training\n", + " \n", + " Training ...\n", + " Training - done. Time (sec): 0.6412857\n", + "[2.48299494e+00 9.42249584e-01 3.70105976e-06 2.62017531e-01\n", + " 2.86433592e-01]\n", + "___________________________________________________________________________\n", + " \n", + " Evaluation\n", + " \n", + " # eval points. : 1125\n", + " \n", + " Predicting ...\n", + " Predicting - done. Time (sec): 0.0050197\n", + " \n", + " Prediction time/pt. (sec) : 0.0000045\n", + " \n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(1, 2):\n", + " for j in range(10, 11):\n", + " x_Hale = np.arange(0, nodes_tr.shape[2] // 84, 7)\n", + " y_Hale = nodes_tr[i, j, x_Hale]\n", + " sm = KRG(corr=k, noise0=[1e-6], hyper_opt=\"Cobyla\", n_start=15)\n", + " sm.set_training_values(x_Hale, y_Hale)\n", + " sm.train()\n", + " print(k.theta)\n", + "\n", + " X_test = np.arange(0, nodes_tr.shape[2], 1)\n", + " X_test = X_test[:1125]\n", + " mean_y_pred = sm.predict_values(X_test)\n", + "\n", + " plt.plot(X_test, mean_y_pred, color=\"tab:blue\", alpha=0.5, label=\"Periodic GP\")\n", + "\n", + " plt.scatter(x_Hale, y_Hale, color=\"g\", label=\"data\")\n", + " plt.plot(\n", + " X_test,\n", + " nodes_tr[i, j, X_test],\n", + " color=\"black\",\n", + " linestyle=\"dashed\",\n", + " alpha=0.3,\n", + " label=f\"ref {i} {j}\",\n", + " )\n", + " plt.legend(loc=\"upper left\")\n", + "\n", + " plt.show()" + ] + }, + { + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tutorial/Kernels/SMT_Kernel_tutorial.ipynb b/tutorial/Kernels/SMT_Kernel_tutorial.ipynb new file mode 100644 index 000000000..8e1aaa878 --- /dev/null +++ b/tutorial/Kernels/SMT_Kernel_tutorial.ipynb @@ -0,0 +1,511 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "FqdO-rESet18" + }, + "source": [ + "\n", + "\"Open\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TEKYTASvet2B" + }, + "source": [ + "
\n", + "\n", + "This tutorial describes how to use Kernels, a module of the SMT toolbox. It implements kernel engineering within the SMT 2.0 Toolbox.\n", + "
\n", + "\n", + "Nicolas GONEL, Paul SAVES ONERA/DTIS/M2CI\n", + "\n", + "October 2024 - `SMT version 2.7.0`\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vKWoh8Ldet2C" + }, + "source": [ + "

\n", + "To use SMT, please follow this link : https://github.com/SMTorg/SMT/blob/master/README.md. The documentation is available here: http://smt.readthedocs.io/en/latest/\n", + "

\n", + "\n", + "The reference paper for Kernels is available\n", + "here hhttps://www.sciencedirect.com/journal/advances-in-engineering-software/vol/188/suppl/C" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 11977, + "status": "ok", + "timestamp": 1715761101522, + "user": { + "displayName": "HUGO R", + "userId": "03990053277838011550" + }, + "user_tz": -120 + }, + "id": "vdWGVt-Det2D", + "outputId": "c23298ef-327b-4733-e15a-87fec3ab3e75" + }, + "outputs": [], + "source": [ + "# %pip install smt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.datasets import fetch_openml\n", + "from smt.kernels import SquarSinExp\n", + "from smt.kernels import Kernel\n", + "from smt.kernels import Matern32\n", + "\n", + "from smt.kernels import PowExp\n", + "import numpy as np\n", + "from smt.surrogate_models import KRG\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import polars as pl\n", + "\n", + "import datetime" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Forecasting of CO2 level on Mona Loa dataset using Gaussian process regression (GPR)\n", + "This example is based on Section 5.4.3 of “Gaussian Processes for Machine Learning”. It illustrates an example of complex kernel engineering and hyperparameter optimization using gradient ascent on the log-marginal-likelihood. The data consists of the monthly average atmospheric CO2 concentrations (in parts per million by volume (ppm)) collected at the Mauna Loa Observatory in Hawaii, between 1958 and 2001. The objective is to model the CO2 concentration as a function of the time and extrapolate for years after 2001. (see scikit-learn https://scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_co2.html)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "co2 = fetch_openml(data_id=41187, as_frame=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "co2_data = pl.DataFrame(co2.frame[[\"year\", \"month\", \"day\", \"co2\"]]).select(\n", + " pl.date(\"year\", \"month\", \"day\"), \"co2\"\n", + ")\n", + "\n", + "co2_data = (\n", + " co2_data.sort(by=\"date\")\n", + " .group_by_dynamic(\"date\", every=\"1mo\")\n", + " .agg(pl.col(\"co2\").mean())\n", + " .drop_nulls()\n", + ")\n", + "\n", + "\n", + "Xcomp = np.copy(\n", + " co2_data.select(\n", + " pl.col(\"date\").dt.year() + pl.col(\"date\").dt.month() / 12\n", + " ).to_numpy()\n", + ")\n", + "ycomp = np.copy(co2_data[\"co2\"].to_numpy())\n", + "\n", + "\n", + "X = co2_data.select(\n", + " pl.col(\"date\").dt.year() + pl.col(\"date\").dt.month() / 12\n", + ").to_numpy()[:100]\n", + "y = co2_data[\"co2\"].to_numpy()[:100]\n", + "X_smt = X.reshape(-1)[:100]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Defining a new kernel\n", + "\n", + "Here, we define the rational quadratic kernel that inherit from the class ```Kernel```" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "class Rat_quad(Kernel):\n", + " def __call__(self, d, grad_ind=None, hess_ind=None, derivative_params=None):\n", + " n = self.theta.shape[0]\n", + " theta4 = self.theta[: n // 2]\n", + " theta5 = self.theta[n // 2 :]\n", + " r3 = (1 + d**2 / (2 * theta4 * theta5)) ** (-theta4)\n", + " return r3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Combine several kernels\n", + "\n", + "Here, we define the kernel ```k``` as a sum and product between different kernels.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "k = (\n", + " Matern32([0.01])\n", + " + SquarSinExp([0.01, 0.01]) * PowExp([0.01])\n", + " + Rat_quad([0.01, 0.01])\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Using the user-defined kernel to forecast the future" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "___________________________________________________________________________\n", + " \n", + " Kriging\n", + "___________________________________________________________________________\n", + " \n", + " Problem size\n", + " \n", + " # training points. : 100\n", + " \n", + "___________________________________________________________________________\n", + " \n", + " Training\n", + " \n", + " Training ...\n", + " Training - done. Time (sec): 5.0453067\n" + ] + } + ], + "source": [ + "sm = KRG(pow_exp_power=2.0, corr=k, hyper_opt=\"Cobyla\", poly=\"linear\", n_start=50)\n", + "sm.set_training_values(X, y)\n", + "sm.train()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "___________________________________________________________________________\n", + " \n", + " Evaluation\n", + " \n", + " # eval points. : 1000\n", + " \n", + " Predicting ...\n", + " Predicting - done. Time (sec): 0.0198989\n", + " \n", + " Prediction time/pt. (sec) : 0.0000199\n", + " \n" + ] + } + ], + "source": [ + "today = datetime.datetime.now()\n", + "current_month = 2001 + today.month / 12\n", + "X_test = np.linspace(start=1958, stop=current_month, num=1_000).reshape(-1, 1)\n", + "mean_y_pred = sm.predict_values(X_test)\n", + "s2 = sm.predict_variances(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(X_test, mean_y_pred, color=\"tab:blue\", alpha=0.4, label=\"Gaussian process\")\n", + "plt.plot(Xcomp, ycomp, color=\"grey\", linestyle=\"dashed\", label=\"Measurements\")\n", + "plt.plot(X, y, color=\"black\", linestyle=\"dashed\", label=\"Learning data\")\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Monthly average of CO$_2$ concentration (ppm)\")\n", + "_ = plt.title(\n", + " \"Monthly average of air samples measurements\\nfrom the Mauna Loa Observatory\"\n", + ")\n", + "_, axs = plt.subplots(1)\n", + "\n", + "# add a plot with variance\n", + "\n", + "plt.plot(Xcomp, ycomp, color=\"grey\", linestyle=\"dashed\", label=\"Measurements\")\n", + "plt.plot(X, y, color=\"black\", linestyle=\"dashed\", label=\"Learning data\")\n", + "axs.plot(X_test, mean_y_pred, color=\"tab:blue\", alpha=0.4, label=\"Gaussian process\")\n", + "axs.fill_between(\n", + " np.ravel(X_test),\n", + " np.ravel(mean_y_pred - 3 * np.sqrt(s2)),\n", + " np.ravel(mean_y_pred + 3 * np.sqrt(s2)),\n", + " color=\"lightgrey\",\n", + ")\n", + "\n", + "\n", + "axs.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Predicting future CO2 levels" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The data indicated an unexpected increase in CO2 level of around +1.8 std" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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o0ahUqRIUCgV8fX25fuz+qampMBgMCA8Pd9q/YNv169dBCEFERITTvC5fvozU1NRCr8+jR4+g1+td+k7VrFkTDMMU22+oIGvXrkV0dDTnh+Pr64tff/212P4IjxO2LNOnT0dWVhaqV6+OOnXqYMKECTh37hyvT3GuuSMF71WNRgO5XA4fHx+ndlf3b0REBO+1QCBAeHh4kfmrrl+/juzsbPj5+Tm9j7m5udz7GB8fj9dffx0JCQnw8fHBa6+9htWrV7v0PXGFq3MDgODgYJft7PnduHEDhBBMmTLFaX6ffvopAHBzZBgGixYtQkREBGQyGXx8fODr64tz587xrvfEiROhUqnQsGFDRERE4N1333XynyspBe+bR48eISsrCytWrHCa9+DBg3nzLs01YhiGO6eSfhaDgoKc/JaK+71atWpVjBs3Dt9++y18fHzQrl07fP311xXb3wc01L3C8sYbb2D48OFISUlBhw4dyiwyRyQSuWwnBZyjn8YYUVFRiI2NxQ8//IABAwbghx9+gFQqRa9evYrcz2az4ZVXXkFGRgYmTpyIGjVqwM3NDffv38egQYN4VprAwEA0a9YMmzdvxkcffYSjR48iKSkJn332GdeH7T9v3rxCQ05VKhXvtaPFgaVXr144fPgwJkyYgJiYGKhUKjAMg/bt2ztZjooDwzAQCAT47bffXF7jgnP6L/jhhx8waNAgdO3aFRMmTICfnx9EIhHmzJnDs64Vhatr54rmzZsjMTERP//8M/bu3Ytvv/0WixYtwrJlyzgLTkmvuavrWBafgaJgGAZ+fn5Yv369y+2+vr4A7EJq69atOHr0KP73v/9hz549GDJkCBYsWICjR48+9v0u7Dwed37sdRo/fjzatWvnsi8rzGfPno0pU6ZgyJAhmDFjBry8vCAUCjFmzBje9a5ZsyauXr2KnTt3Yvfu3di2bRu++eYbTJ06FQkJCdz5usJms7lsL3jfsMfr168fBg4c6HKf6Oho3usnuUYl+Sw+6T21YMECDBo0iLv3R40ahTlz5uDo0aMICgoq1hgvGlT8VFC6deuGESNG4OjRo5wVwxUhISHYt28ftFotz/pz5coVbntJKexLqiwYMGAAxo0bh+TkZGzYsAGdOnWCp6dnkfucP38e165dw9q1azFgwACu3TEKyJHevXtj5MiRuHr1KjZt2gSlUokuXbpw29klO7VajTZt2pTqPDIzM7F//34kJCRg6tSpXHvBJRs/Pz/I5XLcuHHDaYyCbWFhYSCEoGrVqqhevXqJ5uPr6wulUomrV686bbty5QqEQqHTr93isHXrVlSrVg3bt2/n3ReshaCs8fLywuDBgzF48GDk5uaiefPmmDZtGoYNG1bsa16WFBybEIIbN244PWQdCQsLw759+9CkSZNiCb+XX34ZL7/8MmbNmoUNGzbgzTffxMaNG3lLdmUJuywqkUgee/9v3boVLVu2xHfffcdrz8rKcrKeubm5oXfv3ujduzfMZjO6d++OWbNmYfLkyZDL5fD09HSZONVVdKYrfH194e7uDpvNVurPbXF5ks9iYTzue7VOnTqoU6cOPvnkExw+fBhNmjTBsmXLMHPmzDI5/vMGXfaqoKhUKixduhTTpk3jPbgL0rFjR9hsNixZsoTXvmjRIggEAie/kuLg5uYGAE8lw3Pfvn0hEAgwevRo3Lx5k7dOXhjsryrHX1GEECxevNhl/9dffx0ikQg//vgjtmzZgs6dO3PnBACxsbEICwvD/PnzkZub67Q/mwenpHMCgC+++MKpX5s2bfDTTz/hwYMHXPuNGzec/LG6d+8OkUiEhIQEp3EJIS5D6B2P07ZtW/z888+8JZmHDx9ySTPZZb+S4Oo8jx07hiNHjpR4rMdR8PxUKhXCw8O5ZaDiXvOy5Pvvv+f5qG3duhXJyclFfq569eoFm82GGTNmOG2zWq3c5yozM9PpXFhLZHGXvkqDn58fWrRogeXLlyM5Odlpu+P9LxKJnOa4ZcsWzieIpeB7J5VKERUVBUII588UFhaG7Oxs3lJmcnIytwz+OEQiEV5//XVs27YNFy5cKHLeT8qTfBYLo7Dv1ZycHKe8bnXq1IFQKHyq98GzDrX8VGAKM+060qVLF7Rs2RIff/wxbt++jbp162Lv3r34+eefMWbMGJ5jcnGJjY0FAHz88cfo06cPJBIJunTpwhMQpcXX1xft27fHli1b4OHhgU6dOj12nxo1aiAsLAzjx4/H/fv3oVarsW3btkLX0/38/NCyZUssXLgQWq0WvXv35m0XCoX49ttv0aFDB9SqVQuDBw9G5cqVcf/+fRw4cABqtRr/+9//ipyTWq1G8+bN8fnnn8NisaBy5crYu3cvbt265dR32rRp2Lt3L5o0aYJ33nmHE6u1a9fmpboPCwvDzJkzMXnyZNy+fRtdu3aFu7s7bt26hR07duCtt97C+PHjC53TzJkz8fvvv6Np06YYOXIkxGIxli9fDpPJxMs5UhI6d+6M7du3o1u3bujUqRNu3bqFZcuWISoqyqVwfBKioqLQokULxMbGwsvLCydOnMDWrVu5LNQlueZlhZeXF5o2bYrBgwfj4cOH+OKLLxAeHo7hw4cXuk98fDxGjBiBOXPm4MyZM2jbti0kEgmuX7+OLVu2YPHixejRowfWrl2Lb775Bt26dUNYWBi0Wi1WrlwJtVqNjh07PrVzAoCvv/4aTZs2RZ06dTB8+HBUq1YNDx8+xJEjR3Dv3j0uj0/nzp0xffp0DB48GI0bN8b58+exfv16nlM9YM/V5e/vjyZNmqBSpUq4fPkylixZgk6dOnEW6T59+mDixIno1q0bRo0aBb1ej6VLl6J69erFdp6fO3cuDhw4gEaNGmH48OGIiopCRkYGTp06hX379iEjI6NMrs+TfhYLG9PDwwPLli2Du7s73Nzc0KhRI5w9exbvvfceevbsierVq8NqtWLdunWc2Kuw/AcRZZRnAMdQ96IoGOpOCCFarZaMHTuWBAYGEolEQiIiIsi8efN4YdyE2MNH3333XZdjOob5EkLIjBkzSOXKlYlQKOSFrBd3jIKh7o6w4cKOYciP49KlS6RNmzZEpVIRHx8fMnz4cC7EvmDoKCGErFy5kgAg7u7uxGAwuBzz9OnTpHv37sTb25vIZDISEhJCevXqRfbv38/1YcNwHz165LT/vXv3SLdu3YiHhwfRaDSkZ8+e5MGDB04h34TY8wrVq1ePSKVSEhYWRr799lvywQcfELlc7jTutm3bSNOmTYmbmxtxc3MjNWrUIO+++y65evXqY6/TqVOnSLt27YhKpSJKpZK0bNmSFw5NSMlC3RmGIbNnzyYhISFEJpORevXqkZ07d7oMWy543kVdO1fMnDmTNGzYkHh4eBCFQkFq1KhBZs2axQtVLu41L+zYAwcOJG5ubk7Hjo+P54Vqs6HSP/74I5k8eTLx8/MjCoWCdOrUiRdGzo7pKoR7xYoVJDY2ligUCuLu7k7q1KlDPvzwQ/LgwQNCiP296tu3L6lSpQqRyWTEz8+PdO7cmZw4ceKx18rV9wAhrj+fhb3fiYmJZMCAAcTf359IJBJSuXJl0rlzZ7J161auj9FoJB988AEJCAggCoWCNGnShBw5coTEx8eT+Ph4rt/y5ctJ8+bNuc9SWFgYmTBhAsnOzuYdc+/evaR27dpEKpWSyMhI8sMPPxQa6u7qe4YQe36kd999lwQHBxOJREL8/f1J69atyYoVK7g+7PtXMHy8sO/Zwu6X4nwWC947LK7ui59//plERUVxaS5Wr15Nbt68SYYMGULCwsKIXC4nXl5epGXLlmTfvn0uz7+iICCkjLzwKJRnhJ9//hldu3bFX3/9hWbNmpX3dMqNrl27Pja0m1I+HDx4EC1btsSWLVsKjbSkUChPD+rzQ3nhWLlyJapVq1ZkqYMXDccyHIDdkXbXrl1o0aJF+UyIQqFQnmGozw/lhWHjxo04d+4cfv31VyxevPipRpU9a1SrVo2rSXXnzh0sXboUUqkUH374YXlPjUKhUJ45qPihvDD07dsXKpUKQ4cOxciRI8t7Ov8p7du3x48//oiUlBTIZDLExcVh9uzZTkn0KBQKhQJQnx8KhUKhUCgVCurzQ6FQKBQKpUJBxQ+FQqFQKJQKBRU/lBeS48ePo3HjxnBzc4NAIOAl+3ueEAgEXBI+CoVl0KBB5VKLjUJ5UaDih/LCYbFY0LNnT2RkZGDRokVYt25dqWqQ/VccPnwY06ZNeyrlPopLaGgoBAJBoTWNVq5cCYFAAIFAgBMnTvzHs3s6PGvC8tChQ+jWrRsqVaoEmUyG0NBQjBgxAklJSeU9tf+cBw8eYNq0ac/tjxbKsw8VP5QXjsTERNy5cwfjx4/HW2+9hX79+j22uGl5cvjwYSQkJJSr+AEAuVyOAwcOICUlxWnb+vXrIZfLy2FWFYOvvvoKzZo1w/nz5/H+++/jm2++QY8ePbBp0yZER0fj8OHD5T3F/5QHDx4gISGBih/KU4OKH8oLR2pqKgDAw8PjsX11Ot1Tns3zQ5MmTaBSqbBp0yZe+7179/D3338Xq04apeQcOnQIY8aMQdOmTXHu3Dl88sknGDp0KObPn4+TJ09CLpejR48ehdaaK0+sVivMZnN5T6PY0M87hYWKH8oLxaBBgxAfHw8A6NmzJwQCAZflmPWTSExMRMeOHeHu7o4333wTgP1L8YMPPkBwcDBkMhkiIyMxf/58p4rL7FLJli1bEBUVBYVCgbi4OJw/fx4AsHz5coSHh0Mul6NFixa8CuiumDZtGiZMmAAAqFq1Kre0VHC/n376CbVr14ZMJkOtWrWwe/dup7Hu37+PIUOGcMsmtWrVwqpVq4p97eRyObp3744NGzbw2n/88Ud4enqiXbt2TvucO3eOS64ol8vh7++PIUOGOFWlHjRoEEJDQ12ef8FklOw1ftw537lzByNHjkRkZCQUCgW8vb3Rs2fPx17zklDc+2L16tVo1aoV/Pz8IJPJEBUVhaVLlxbrGDNmzIBAIMDatWuhVCp528LCwvD5558jOTkZy5cvd9r35s2baNeuHdzc3BAYGIjp06c7zW3jxo2IjY2Fu7s71Go16tSpg8WLF/P6ZGVlYcyYMdx5hoeH47PPPgPDMFyf27dvQyAQYP78+fjiiy8QFhYGmUyG06dPQywWIyEhwWl+V69ehUAgwJIlSwAAGRkZGD9+POrUqQOVSgW1Wo0OHTpwhU4Be+mPl156CQAwePBg7jOxZs0ars+WLVsQGxsLhUIBHx8f9OvXz6kSfGGf908//RQSicRllfa33noLHh4eMBqNTtsoLxjlWFeMQilzDh8+TD766CMCgIwaNYqsW7eO7N27lxBiLwTIFkUcOHAgWbZsGfn+++8JwzCkVatWRCAQkGHDhpElS5aQLl26EABkzJgxvPEBkOjoaBIcHEzmzp1L5s6dSzQaDalSpQpZsmQJiYqKIgsWLCCffPIJkUqlpGXLlkXO9+zZs6Rv374EAFm0aBFZt24dWbduHcnNzeWOV7duXRIQEEBmzJhBvvjiC1KtWjWiVCpJWloaN05KSgoJCgoiwcHBZPr06WTp0qXk1Vdf5cZ9HGwhy7179xIA5MaNG9y2mJgYMmLECJdFG+fPn0+aNWtGpk+fTlasWEFGjx5NFAoFadiwIa/wbWHFOQsrOlmcc96yZQupW7cumTp1KlmxYgX56KOPiKenJwkJCSE6ne6x54wiilsSQkp0X7z00ktk0KBBZNGiReSrr74ibdu2JQDIkiVLipyDTqcjYrGYtGjRotA+RqORyGQy0qRJE65t4MCBRC6Xk4iICNK/f3+yZMkS0rlzZwKATJkyhevHvp+tW7cmX3/9Nfn666/Je++9R3r27MmbQ3R0NPH29iYfffQRWbZsGRkwYAARCARk9OjRXD+2gGlUVBSpVq0amTt3Llm0aBG5c+cOadWqFYmKinKae0JCAhGJRCQlJYUQQsjx48dJWFgYmTRpElm+fDmZPn06qVy5MtFoNOT+/fuEEPu9PH36dK44MfuZSExMJITkFw996aWXyKJFi8ikSZOIQqEgoaGhJDMzk3eNXH3er1+/TgCQr776ijdXk8lEPD09yZAhQ4p8zygvBlT8UF44Cqu4PHDgQAKATJo0idf+008/EQBk5syZvPYePXoQgUDAEwIAiEwm41WTX758OQFA/P39SU5ODtc+efLkQivPOzJv3rxC+wEgUqmUNwe22rzjl/fQoUNJQEAATxwQQkifPn2IRqMher2+yDmw4sdqtRJ/f38yY8YMQoi92j0A8ueff7oUP67G/fHHHwkA8tdff3FtJRU/xTlnV8c+cuQIAUC+//77Is+XPU5R4qck94WrubRr145Uq1atyDmcOXOGAOCJDFdER0cTLy8v7jV7L7///vtcG8MwpFOnTkQqlXLVw0ePHk3UajWxWq2Fjj1jxgzi5uZGrl27xmufNGkSEYlEJCkpiRCSL37UajVJTU3l9WU/A+fPn+e1R0VFkVatWnGvjUYjsdlsvD63bt0iMpmMTJ8+nWs7fvw4V5XcEbPZTPz8/Ejt2rWJwWDg2nfu3EkAkKlTpzpdo4Kfd0IIiYuLI40aNeK1bd++nQAgBw4ccOpPefGgy16UCsc777zDe71r1y6IRCKMGjWK1/7BBx+AEILffvuN1966dWveEk6jRo0AAK+//jrc3d2d2m/evPlE823Tpg3CwsK419HR0VCr1dy4hBBs27YNXbp0ASEEaWlp3L927dohOzsbp06dKtaxRCIRevXqhR9//BGA3dE5ODgYzZo1c9lfoVBwfxuNRqSlpeHll18GgGIf0xWPO+eCx7ZYLEhPT0d4eDg8PDye6NgsJbkvHOeSnZ2NtLQ0xMfH4+bNm8jOzi70GFqtFgB4940r3N3dkZOT49TuGK3GLheazWbs27cPgN3vTafT4ffffy907C1btqBZs2bw9PTk3Ttt2rSBzWbDX3/9xev/+uuvw9fXl9fWvXt3iMVinr/YhQsXcOnSJfTu3Ztrk8lkEArtjx2bzYb09HSoVCpERkYW6z07ceIEUlNTMXLkSJ4DfqdOnVCjRg38+uuvTvsU/LwDwIABA3Ds2DEkJiZybey9zi6bU15sqPihVCjEYjGCgoJ4bXfu3EFgYKDTA6hmzZrcdkeqVKnCe63RaAAAwcHBLtuf1FG14PEAwNPTkxv30aNHyMrKwooVK+Dr68v7N3jwYAD5TuDF4Y033sClS5dw9uxZbNiwAX369Cm0SGxGRgZGjx6NSpUqQaFQwNfXF1WrVgWAIh/6j+Nx5wzYK9lPnTqV81Px8fGBr68vsrKynujYLCW5Lw4dOoQ2bdrAzc0NHh4e8PX1xUcffQSg6OvAjs2KoMLQarVO8xAKhahWrRqvrXr16gDA+T2NHDkS1atXR4cOHRAUFIQhQ4Y4+U5dv34du3fvdrp32LQHBe8d9v11xMfHB61bt8bmzZu5tk2bNkEsFqN79+5cG8MwWLRoESIiInjv2blz54r1nrHXPDIy0mlbjRo1nD6rrj7vANC7d2/IZDKsX78egP092rlzJ958880KVRC5IkMLm1IqFI6/PEuLSCQqUTt5wvJ5jxuXdUrt168fBg4c6LJvdHR0sY/XqFEjhIWFYcyYMbh16xbeeOONQvv26tULhw8fxoQJExATEwOVSgWGYdC+fXues2xhDxSbzeayvTjX8v3338fq1asxZswYxMXFQaPRQCAQoE+fPrxjP20SExPRunVr1KhRAwsXLkRwcDCkUil27dqFRYsWFTmX8PBwiMVinDt3rtA+JpMJV69eRYMGDUo8Nz8/P5w5cwZ79uzBb7/9ht9++w2rV6/GgAEDsHbtWgD2++eVV17Bhx9+6HIMVlCxOFq5HOnTpw8GDx6MM2fOICYmBps3b0br1q3h4+PD9Zk9ezamTJmCIUOGYMaMGfDy8oJQKMSYMWOeyntW2Ofd09MTnTt3xvr16zF16lRs3boVJpMJ/fr1K/M5UJ5NqPihVHhCQkKwb98+p1/XV65c4bY/TZ70l6avry/c3d1hs9kKTVJYUvr27YuZM2eiZs2aiImJcdknMzMT+/fvR0JCAqZOncq1X79+3amvp6enyzxGBX+pl4StW7di4MCBWLBgAddmNBrLLF9Sce+L//3vfzCZTPjll194FqsDBw489hhubm5o2bIl/vjjD9y5c8flvbZ582aYTCZ07tyZ184wDG7evMkTJ9euXQMA3rKsVCpFly5d0KVLFzAMg5EjR2L58uWYMmUKwsPDERYWhtzc3Ce+d7p27YoRI0ZwS1/Xrl3D5MmTeX22bt2Kli1b4rvvvuO1Z2Vl8URSYZ8J9vpcvXoVrVq14m27evVqiT6rAwYMwGuvvYbjx49j/fr1qFevHmrVqlXs/SnPN3TZi1Lh6dixI2w2GxeOy7Jo0SIIBAJ06NDhqR7fzc0NAEr90BaJRHj99dexbds2XLhwwWm7q5DexzFs2DB8+umnPGHh6riAs2Xriy++cOobFhaG7OxsnoUjOTkZO3bsKPHcHI9f8NhfffVVodakklLc+8LVdcjOzsbq1auLdZxPPvkEhBAMGjQIBoOBt+3WrVv48MMPERAQgBEjRjjt6zg3QgiWLFkCiUSC1q1bA4BTygGhUMhZAU0mEwC79e7IkSPYs2eP0/hZWVmwWq3FOg8PDw+0a9cOmzdvxsaNGyGVStG1a1deH1fv2ZYtW5zC1Av7TDRo0AB+fn5YtmwZN38A+O2333D58uUS5aLq0KEDfHx88Nlnn+HPP/+kVp8KBrX8UCo8Xbp0QcuWLfHxxx/j9u3bqFu3Lvbu3Yuff/4ZY8aM4TnePg1iY2MBAB9//DH69OkDiUSCLl26cA+A4jB37lwcOHAAjRo1wvDhwxEVFYWMjAycOnUK+/btQ0ZGRonmFBISgmnTphXZR61Wo3nz5vj8889hsVhQuXJl7N27F7du3XLq26dPH0ycOBHdunXDqFGjoNfrsXTpUlSvXr3UzsmdO3fGunXroNFoEBUVhSNHjmDfvn3w9vYu9hgnTpzAzJkzndpbtGhR7Puibdu2nHVlxIgRyM3NxcqVK+Hn54fk5OTHzqF58+aYP38+xo0bh+joaAwaNAgBAQG4cuUKVq5cCYZhsGvXLqcs5XK5HLt378bAgQPRqFEj/Pbbb/j111/x0UcfcQ7Jw4YNQ0ZGBlq1aoWgoCDcuXMHX331FWJiYjjfpQkTJuCXX35B586dMWjQIMTGxkKn0+H8+fPYunUrbt++zbPKFEXv3r3Rr18/fPPNN2jXrp1TotHOnTtj+vTpGDx4MBo3bozz589j/fr1Tr5LYWFh8PDwwLJly+Du7g43Nzc0atQIVatWxWeffYbBgwcjPj4effv2xcOHD7F48WKEhoZi7NixxZonAEgkEvTp0wdLliyBSCRC3759i70v5QWgXGLMKJSnSFGh7m5ubi730Wq1ZOzYsSQwMJBIJBISERFB5s2bx8tVQ4jr8Gg2BHjevHnFmocrZsyYQSpXrkyEQiEv7N3V8Qixh6YPHDiQ1/bw4UPy7rvvkuDgYCKRSIi/vz9p3bo1WbFixWOPz4a6F4WrUPd79+6Rbt26EQ8PD6LRaEjPnj3JgwcPCADy6aef8vbfu3cvqV27NpFKpSQyMpL88MMPhYa6F+ecMzMzyeDBg4mPjw9RqVSkXbt25MqVKy6vjSsAFPqPDfUv7n3xyy+/kOjoaCKXy0loaCj57LPPyKpVq4qV6oDlr7/+Iq+99hrx8fEhEomEVKlShQwfPpzcvn3bqS97LycmJpK2bdsSpVJJKlWqRD799FNeKPnWrVtJ27ZtiZ+fH5FKpaRKlSpkxIgRJDk5mTeeVqslkydPJuHh4UQqlRIfHx/SuHFjMn/+fGI2mwkhhd/njuTk5BCFQkEAkB9++MFpu9FoJB988AEJCAggCoWCNGnShBw5coTEx8eT+Ph4Xt+ff/6ZREVFEbFY7BT2vmnTJlKvXj0ik8mIl5cXefPNN8m9e/dcXqOi+PfffwkA0rZt2yL7UV48BIQ8oTcmhUKhUCjPIWfPnkVMTAy+//579O/fv7ynQ/kPoT4/FAqFQqmQrFy5EiqViheOT6kYUJ8fCoVCoVQo/ve//+HSpUtYsWIF3nvvvRL511FeDOiyF4VCoVAqFKGhoXj48CHatWuHdevWPTbDNuXFg4ofCoVCoVAoFQrq80OhUCgUCqVCQcUPhUKhUCiUCgV1eHYBwzB48OAB3N3daZE7CoVCoVCeEwgh0Gq1CAwMLLKOIxU/Lnjw4IFThW4KhUKhUCjPB3fv3kVQUFCh26n4cQHr+X/37l2o1epyng2FQqFQKJTikJOTg+Dg4MdG8FHx4wJ2qUutVlPxQ6FQKBTKc8bjXFaowzOFQqFQKJQKBRU/FAqFQqFQKhRU/FAoFAqFQqlQUJ+fUsIwDMxmc3lPg0IpNyQSCUQiUXlPg0KhUEoMFT+lwGw249atW2AYprynQqGUKx4eHvD396f5sCgUynMFFT8lhBCC5ORkiEQiBAcHF5lEiUJ5USGEQK/XIzU1FQAQEBBQzjOiUCiU4kPFTwmxWq3Q6/UIDAyEUqks7+lQKOWGQqEAAKSmpsLPz48ugVEolOcGarYoITabDQAglUrLeSYUSvnD/gCwWCzlPBMKhUIpPlT8lBLq40Ch0M8BhUJ5PqHih0KhUCgUSoWCih8KhVIogwYNQteuXct7GhQKhVKmUPFTgUhJScHo0aMRHh4OuVyOSpUqoUmTJli6dCn0ej3XLzQ0FAKBAAKBAG5ubqhfvz62bNlSjjP/bxk1ahRiY2Mhk8kQExNTrH1SUlLQv39/+Pv7c9ds27Ztxdrvv35Pbt++DYFAgDNnzpRqfwqFQnneoeKngnDz5k3Uq1cPe/fuxezZs3H69GkcOXIEH374IXbu3Il9+/bx+k+fPh3Jyck4ffo0XnrpJfTu3RuHDx8up9mXLaGhoTh48GCRfYYMGYLevXsXe8wBAwbg6tWr+OWXX3D+/Hl0794dvXr1wunTpwvdh74nFAqFUk4QihPZ2dkEAMnOznbaZjAYyKVLl4jBYCiHmZWedu3akaCgIJKbm+tyO8Mw3N8hISFk0aJF3GuLxUKUSiWZNGmSy30PHDhAAJDdu3eTmJgYIpfLScuWLcnDhw/Jrl27SI0aNYi7uzvp27cv0el03H42m43Mnj2bhIaGErlcTqKjo8mWLVu47VarlQwZMoTbXr16dfLFF1/wjj1w4EDy2muvkXnz5hF/f3/i5eVFRo4cScxmc6HXIiQkhBw4cKCoy0UIIeTTTz8ldevWfWw/Qghxc3Mj33//Pa/Ny8uLrFy5stB9nuZ7kpGRQd544w3i4+ND5HI5CQ8PJ6tWrSKEEAKA9y8+Pp4QYr/eY8eOJRqNhnh5eZEJEyaQAQMGkNdee63Qc3hePw8UCuXFpKjntyM0z08ZYLWVT6Znsah4hrv09HTOuuDm5uayT1FRO2KxGBKJ5LHlPKZNm4YlS5ZAqVSiV69e6NWrF2QyGTZs2IDc3Fx069YNX331FSZOnAgAmDNnDn744QcsW7YMERER+Ouvv9CvXz/4+voiPj4eDMMgKCgIW7Zsgbe3Nw4fPoy33noLAQEB6NWrF3fcAwcOICAgAAcOHMCNGzfQu3dvxMTEYPjw4cW6PmVB48aNsWnTJnTq1AkeHh7YvHkzjEYjWrRo4bL/035PpkyZgkuXLuG3336Dj48Pbty4AYPBAAD4999/0bBhQ+zbtw+1atXi0jYsWLAAa9aswapVq1CzZk0sWLAAO3bsQKtWrUpwJSgUCgUwmy3Y/L89kLt7oFOLRlBIJeU9JR5U/DwhVhuDzSfulcuxezUIKpYAunHjBgghiIyM5LX7+PjAaDQCAN5991189tlnTvuazWYsWLAA2dnZj30Izpw5E02aNAEADB06FJMnT0ZiYiKqVasGAOjRowcOHDiAiRMnwmQyYfbs2di3bx/i4uIAANWqVcM///yD5cuXIz4+HhKJBAkJCdz4VatWxZEjR7B582ae+PH09MSSJUsgEolQo0YNdOrUCfv37/9Pxc/mzZvRu3dveHt7QywWQ6lUYseOHQgPD3fZ/2m/J0lJSahXrx4aNGgAwL7Ux+Lr6wsA8Pb2hr+/P9f+xRdfYPLkyejevTsAYNmyZdizZ08xrwCFQqHkc+1uChIvnIRQLEFU7TqICtSU95R4UJ+fCsy///6LM2fOoFatWjCZTLxtEydOhEqlglKpxGeffYa5c+eiU6dORY4XHR3N/V2pUiUolUpO+LBtbDmEGzduQK/X45VXXoFKpeL+ff/990hMTOT2+frrrxEbGwtfX1+oVCqsWLECSUlJvOPWqlWLl104ICCAOw4AvP3227xjJCUloUOHDry2J2XKlCnIysrCvn37cOLECYwbNw69evXC+fPnSzROWb0n77zzDjZu3IiYmBh8+OGHj/UNys7ORnJyMho1asS1icViTjxRKBRKSbh5NwUAwFgtOHH8WDnPxhlq+XlCxCIhejUIKrdjF4fw8HAIBAJcvXqV184KE7ZMgSMTJkzAoEGDoFKpUKlSpWIls5NI8s2aAoGA95ptY4vB5ubmAgB+/fVXVK5cmddPJpMBADZu3Ijx48djwYIFiIuLg7u7O+bNm4djx/gfpKKOA9gdhcePH8+9btGiBT777DPeg/5JSExMxJIlS3DhwgXUqlULAFC3bl38/fff+Prrr7Fs2TKnfZ72e9KhQwfcuXMHu3btwu+//47WrVvj3Xffxfz585/kVCkUCqVYpKWncX8nXTwJ8uorz1RSVCp+yoDiipDywtvbG6+88gqWLFmC999/v1AfE0d8fHwKXbIpC6KioiCTyZCUlIT4+HiXfQ4dOoTGjRtj5MiRXJujVai4+Pn5wc/Pj3stFotRuXLlMjs/NiS9YJFbkUjEE2GO/Bfvia+vLwYOHIiBAweiWbNmmDBhAubPn8/5+LClWgBAo9EgICAAx44dQ/PmzQHY69idPHkS9evXL/YxKRQKxcYQ5GRl5r+2mJGr08Nd9fjvuf+KZ/upTSkzvvnmG1itVjRo0ACbNm3C5cuXcfXqVfzwww+4cuXKf16U0t3dHePHj8fYsWOxdu1aJCYm4tSpU/jqq6+wdu1aAEBERAROnDiBPXv24Nq1a5gyZQqOHz/+1Od248YNnDlzBikpKTAYDDhz5gzOnDnDORffv38fNWrUwL///gsAqFGjBsLDwzFixAj8+++/SExMxIIFC/D7778XmSDwab4nU6dOxc8//4wbN27g4sWL2LlzJ2rWrAnALgYVCgV2796Nhw8fIjs7GwAwevRozJ07Fz/99BOuXLmCkSNHIisrq9RzoFAoFROt0QJTbhavLS0zp3wmUwjU8lNBCAsLw+nTpzF79mxMnjwZ9+7dg0wmQ1RUFMaPH8+zrvxXzJgxA76+vpgzZw5u3rwJDw8P1K9fHx999BEAYMSIETh9+jR69+4NgUCAvn37YuTIkfjtt9+e6ryGDRuGP//8k3tdr149AMCtW7cQGhoKi8WCq1evchYfiUSCXbt2YdKkSejSpQtyc3MRHh6OtWvXomPHjoUe52m+J1KpFJMnT8bt27ehUCjQrFkzbNy4EYDd8vXll19i+vTpmDp1Kpo1a4aDBw/igw8+QHJyMgYOHAihUIghQ4agW7dunDiiUCiU4pChNcKUk8FrS8/OQdXggHKakTMCQggp70k8a+Tk5ECj0SA7OxtqtZq3zWg04tatW6hatSrkcnk5zZBCeTagnwcKpeJhMNsgEAByiWvr9N/nruOPHRsglkih1HghJy0FTV/pjNaNY5/63Ip6fjtCLT8UCoVCoVCKRUq2EQeupkIuEaJzdCAkLnxeidwDVVv0QjW1ABfOnEAOAG1ekMuzAvX5oVAoFAqFUiyuPdSCEMBgZpCcZXTZJ8dogVjuhvBqoVDmBXPkPmPih1p+KBQKhUKhFIuHOUYwVgsIY8OjXCOqeCt5220MgdZoBQBoFBLUqhsLq6YKAgJ9y2O6hULFD4VCoVAolMeiM1mRnnQdqRcPgzA2WKPqIzakC69Peo4O9078DjdPX8heCoKfrw/kWYBNKC2fSRcCFT8UCoVCoVAeS5pWzwkfAEi9d8upz807d6F/dA/W3CwIhULOKdpgsTn1LU+eSPxYLBakpKRAr9fD19cXXl5eZTUvCoVCoVAozxAPUtI44QMAFqMBhBBe5ub7Dx4AADx97YllicWIzFsXkAUGiOFn8y9PSuzwrNVqsXTpUsTHx0OtViM0NBQ1a9aEr68vQkJCMHz48P8kER2FQqFQKJSyITEx8bFJTVPT0gEASpUaCi9/KLwDYSxg0cnIsOf38fax+/gIbBakXT2OtBtnYba6znhfHpTI8rNw4ULMmjULYWFh6NKlCz766CMEBgZCoVAgIyMDFy5cwN9//422bduiUaNG+OqrrxAREfG05k6hUCgUCuUJefDgAX744QcAQOeebyA2yvVz2ypWwCO0FiIq+8DgGQ6TlYHJykDh4M6jzbEnRfX1tq8EaTT2XDvEZkW2zgBfjRu2bdsGhUKBli1buqxj+F9QIvFz/Phx/PXXX1zxxoI0bNgQQ4YMwdKlS7FmzRr8/fffVPxQKBQKhfIM8+jRI+7vQ/+eQr0a4RAK+UVICSGwyTTwrdEQTesG4O9raTBZGRgsNnjk9bExBMZcexmLAD8fAPZs80KRGIzNiszsHGgUEly4cAEA0KZNm6d+boVRomWvH3/8sVDh44hcLsfbb7+NIUOGlGgyS5cuRXR0NNRqNdRqNeLi4rhSBrdv34ZAIHD5b8uWLdwYSUlJ6NSpE5RKJfz8/DBhwgRYrdYSzYNCoVAolIoCW8LGza8KfGrGIVNvduqTa7LCyhCIhIC7TAyFVAhCGOiMlvxx9CZYDPZ8Pqz4AQCJzG7dyc7J5fL9SCQSrshyefBESQ6NRiP+/fdf7Ny5E7/88gvvX2kICgrC3LlzcfLkSZw4cQKtWrXCa6+9hosXLyI4OBjJycm8fwkJCVCpVOjQoQMAe5XqTp06wWw24/Dhw1i7di3WrFmDqVOnPslpvhAMGjQIAoEAb7/9ttO2d999FwKBAIMGDfrvJ/YCIRAI8NNPP5X3NCgUCqVEpGdmAQBk7p4AgGyDxalPlt4CY3YalEK7MeHa0X24sed7XLt8keuTkp4FAQQQCEVwd3fn2mUKey6gbK2WEz8qleqpnEtxKXW01+7duzFgwACkpaU5bRMIBLDZSh7W1qULP1/ArFmzsHTpUhw9ehS1atWCv78/b/uOHTvQq1cv7iLu3bsXly5dwr59+1CpUiXExMRgxowZmDhxIqZNm1auKvNZIDg4GBs3bsSiRYu4dVaj0YgNGzagSpUq5Ty7ojGbzRX+/aNQKJSnQUam3fIjltuzMWe5ED8ZWgPuHvkf7gJoGfkBJGIxAMIrW2EVyRHWdgCC3QW8CDCFUomcdECrzYVKFYrmzZtDIpE81XN6HKW2/Lz//vvo2bMnkpOTwTAM719phE9BbDYbNm7cCJ1Oh7i4OKftJ0+exJkzZzB06FCu7ciRI6hTpw4qVarEtbVr1w45OTm4ePGi0xgsJpMJOTk5vH8vIvXr10dwcDC2b9/OtW3fvh1VqlThKpcDAMMwmDNnDqpWrQqFQoG6deti69at3HabzYahQ4dy2yMjI7F48WLesQ4ePIiGDRvCzc0NHh4eaNKkCe7cuQPAboXq2rUrr/+YMWPQokUL7nWLFi3w3nvvYcyYMfDx8UG7du0AABcuXECHDh2gUqlQqVIl9O/fnyfAW7Rogffffx9jxoyBp6cnKlWqhJUrV0Kn02Hw4MFwd3dHeHi4U2X44ow7atQofPjhh/Dy8oK/vz+mTZvGbQ8NDQUAdOvWDQKBgHt99uxZtGzZEu7u7lCr1YiNjcWJEyce805RKBTKf0eO1v7MM+Wk4+6RnTh96KBTn4d5kV5iiRRubm5wyytbodfpuD7ZBgsEAgH8vD14+3IlLnQ6eHl5oWXLlmjatOlTOJPiU2rx8/DhQ4wbN44nNMqC8+fPQ6VSQSaT4e2338aOHTsQFRXl1O+7775DzZo10bhxY64tJSXFaT7s65SUlEKPOWfOHGg0Gu5fcHBwiedtNpsL/VfQ56iovhaLpVh9S8uQIUOwevVq7vWqVaswePBgXp85c+bg+++/x7Jly3Dx4kWMHTsW/fr1w59//gnALo6CgoKwZcsWXLp0CVOnTsVHH32EzZs3AwCsViu6du2K+Ph4nDt3DkeOHMFbb73F+yVQHNauXQupVIpDhw5h2bJlyMrKQqtWrVCvXj2cOHECu3fvxsOHD9GrVy+n/Xx8fPDvv//i/fffxzvvvIOePXuicePGOHXqFNq2bYv+/ftDr9cDQInGdXNzw7Fjx/D5559j+vTp+P333wGAS++wevVqJCcnc6/ffPNNBAUF4fjx4zh58iQmTZpU7r94KBQKxRHfkOpQB1WHxsMDxuxHyM5IderzKE/8aDw9IRAIuBUXgz5f/LBlLdRy/ndcnXovIfjlzqhUzflZXl6UetmrR48eOHjwIMLCwspyPoiMjMSZM2eQnZ2NrVu3YuDAgfjzzz95AshgMGDDhg2YMmVKmRxz8uTJGDduHPc6JyenxAJozpw5hW6LiIjAG2+8wb2eP3++k8hhCQkJ4fneLF68mHtIO/Lpp5+WaH4s/fr1w+TJkzkrzKFDh7Bx40YcPHgQgN0KNnv2bOzbt4+zuFWrVg3//PMPli9fjvj4eEgkEiQkJHBjVq1aFUeOHMHmzZvRq1cv5OTkIDs7G507d+buj5o1a5Z4rhEREfj888+51zNnzkS9evUwe/Zsrm3VqlUIDg7GtWvXUL16dQBA3bp18cknnwCwv7dz586Fj48Phg8fDgCYOnUqli5dinPnzuHll1/GkiVLijVudHQ0d90jIiKwZMkS7N+/H6+88gp8fe05LTw8PHjLs0lJSZgwYQJq1KjB7UehUCj/FTaGQG+2wl1e+I8u9ypREFayobJUj6Tzx2DUaXnbGYYgOysTAOCTl8xYrbJbc0zG/OKml/7cCYFUDqZqBwD5Iez+lXwhzwSsQgkyMjJACIFarS7XH4KlFj9LlixBz5498ffff6NOnTpOJzFq1KhSjSuVShEeHg4AiI2NxfHjx7F48WIsX76c67N161bo9XoMGDCAt6+/vz/+/fdfXtvDhw+5bYUhk8kgk8lKNd/nDV9fX3Tq1Alr1qwBIQSdOnWCj0++V/6NGzeg1+vxyiuv8PYzm828pbGvv/4aq1atQlJSEgwGA8xmM2JiYgAAXl5eGDRoENq1a4dXXnkFbdq0Qa9evRAQEFCiucbGxvJenz17FgcOHHDpKJeYmMgTKSwikQje3t6oU6cO18ZaA1NTU0s9LgAEBARwYxTGuHHjMGzYMKxbtw5t2rRBz549y/wHA4VCoRTGkcR0JGXo0TjMG6E+bk7bzVYGOpPdVaVqoC8OArAY9LDZbBCJ7KUptEYrzHmCyNfHGwDgnid+zCYDACAjOxe69Lzszm78YqcKtsSF2YY9e/bg2rVr6Ny5s9N3/H9JqcXPjz/+iL1790Iul+PgwYO8JQ2BQFBq8VMQhmFgMpl4bd999x1effVV7tc2S1xcHGbNmoXU1FT4+dlTa//+++9Qq9Uul87KksmTJxe6TSjkry6OHz++0L4Fl4ZGjx79ZBNzwZAhQ/Dee+8BsIsYR1hP/F9//RWVK/NTkbMCcePGjRg/fjwWLFiAuLg4uLu7Y968eTh27BjXd/Xq1Rg1ahR2796NTZs24ZNPPsHvv/+Ol19+GUKhEIQQ3tiuLGHsmrLj3Lp06YLPPvvMqa+jsCooxAUCAa+NvcYMwzzxuOwYhTFt2jS88cYb+PXXX/Hbb7/h008/xcaNG9GtW7ci96NQKJQnRWu04E56LmxmE87ey3Ipfu48eAiTNgMaLy8EeHtAIBSBMDakZ2bBL0/oZOnNMGbZf+h5e9vbNGr7WFaTCTaG4G6y3bVEolDBrYD4sZntJS4AAon2OY/2+vjjj5GQkIBJkyY5PdxLy+TJk9GhQwdUqVIFWq0WGzZswMGDB7Fnzx6uz40bN/DXX39h165dTvu3bdsWUVFR6N+/Pz7//HOkpKTgk08+wbvvvvvULTsliUR6Wn2LS/v27WE2myEQCDhHYpaoqCjIZDIkJSUhPj7e5f6HDh1C48aNMXLkSK4tMTHRqV+9evVQr149TJ48GXFxcdiwYQNefvll+Pr6ckmuWM6cOfNYE2j9+vWxbds2hIaGQiwuu5q8ZTWuRCJx6exfvXp1VK9eHWPHjkXfvn2xevVqKn4oFMpTJ1NnQcaNM8hIPIuAeq1grRMAsYj/vD529AiSLp9HcM16kNSvAonCDWZdDlLTMjjxc/POHZi0GRCKRJwl3NvDA0rvAIjkbjBYbEjLyAIAKFTuKIjNbETa1eMQiqWQy+zf8xqN5ime+eMptWoxm83o3bt3mQkfwL4MMWDAAERGRqJ169Y4fvw49uzZw1uCWbVqFYKCgtC2bVun/UUiEXbu3AmRSIS4uDj069cPAwYMwPTp08tsji8CIpEIly9fxqVLlzizJou7uzvGjx+PsWPHYu3atUhMTMSpU6fw1VdfYe3atQDsfisnTpzgzJdTpkzh1XO7desWJk+ejCNHjuDOnTvYu3cvrl+/zvn9tGrVCidOnMD333+P69ev49NPP3USQ6549913kZGRgb59++L48eNITEzEnj17MHjw4CeKMCyrcUNDQ7F//36kpKQgMzMTBoMB7733Hg4ePIg7d+7g0KFDOH78eKn8nygUCqWkZBnMyEg8CwBIPv0HMvXOFvZHD5MBAJX87VZumZtdvGTk5f4BAJHKG/51W6B2g8ZQKu1WHY1Gg+pNO8G/TjMYLTZkZuUlSnQhfticP4zVzEWHqdXqsjjFUlPqn7kDBw7Epk2b8NFHH5XZZL777rvH9pk9ezbPMbUgISEhLq1CFD5F3XgzZsyAr68v5syZg5s3b8LDwwP169fn3usRI0bg9OnT6N27NwQCAfr27YuRI0dy4eNKpRJXrlzB2rVrkZ6ejoCAALz77rsYMWIEAHv6gSlTpuDDDz+E0WjEkCFDMGDAAJw/f77IOQcGBuLQoUOYOHEi2rZtC5PJhJCQELRv3/6JRHhZjbtgwQKMGzcOK1euROXKlXHt2jWkp6djwIABePjwIXx8fNC9e3eesziFQqE8LVLSMnmvHzxMha97fjCPxWJBTqY9iis0OAgA4KZSw6DNhsVhRV9nZuAeUBUNI/muJnKJCDqTDQazDTl5Nb1cPVvkcjkEQiFInpuASCwut5peLAJS0PmimIwaNQrff/896tati+joaKcli4ULF5bJBMuDnJwcaDQaZGdnO72RRqMRt27dQtWqVSGXy8tphhTKswH9PFAozy4b/jiFWycOwJpXcqJhy/bo0LwRt/3u3btYtWoVRFIF3h01Gp5uMhy+kYbb6XrUq+KBmgH259/mE3dhtRF0ig6ARpH/rP/r2iPczdChQYgn9uz8CZkPbuPl+NZo18I5h8+8+Qug19nnofH0wphR7z+Vcy7q+e1IqS0/58+f56J/Ci5ZlDSfC4VCoVAolLLDYmMANx9Uje8J7eW/kHInEZmZfEvQ7aR7AAC5xgeavNLscmleZJbFvuRvMFuRdvMiJAoVFOJA3v5n9u1A5qNk+HfoDitDIBCK4Ovl6XI+ancVJ368PT3K7DxLS6nFz4EDB8pyHhQKhUKhUIrJnXQdrAxBNR83lwYHtj6XQipE9UZNcda/BnwD/fhj3L0LAND4+HFV3NmwdKPZLn6S0zLx6PIxQCCAuFNj3v6iPOfpLK0O/jGtQAhB7Zr8KGEWNrpLo9Ggdu3apTrnsqRMQmbYlTNq8aFQKBQK5emSpTfj0I107nWYr3PYeFaec7OHQooAf29cyxHCJuS7pzzKy1PmVyk/D17mw/tIOvIHsj290Di8L1LzMjvLlConH0jWbyczWwulCnCTiSGVuJYVbOqSBg0a8HLGlRdPFKr13XffoXbt2pDL5ZDL5ahduza+/fbbspobhUKhUCiUAiRl5Gf9T84yuuyTpTfh9t/bcfHPX0DM9j7sUhZL1eiG8IlsgMqB+ctZIjAwZachNysDAPAo3b5UpnJ3Dk1nBY3BYJ+PSla4PaVp06YYPnx4uSY2dKTUlp+pU6di4cKFeP/997kyCEeOHMHYsWORlJREw8spFAqFQnkKOIasp+WaXPZJy9TCostGui4b7ko5spL+RZpBC0vt17gAJYVvFXgq/OHn5cHtp1HZQ9ktJrtgysrKAgCoNR4oiKfG7lCcm3IHutS7MAUEAlHdXc7HsZLAs0Cpxc/SpUuxcuVK9O3bl2t79dVXER0djffff5+KHwqFQqFQngKsPw8A6M02WG2MU/LCR+l2y42byh3uShnSrp4AsVmRmh6Pyv72kPXcvEKk7vJ8KaB2ty+h2SwmMAxBTnYWAMDLQSCxsI7L5ly7dcioUjr1eVYp9bKXxWJBgwYNnNpjY2OdqphTKBQKhUJ5ciw2hhMtLDozfznLYLZBr80BAHh5ekIoFEIis/vnZOXYa3SlPHqE9Pu3YNZlQ+UgfljLD2O1QGcyc+P4enk7zUWj4YeSe3mWb9bmklBq8dO/f38sXbrUqX3FihV48803n2hSFAqFQqFQnGGtPnKJEB5K+/KVzsQXQ1kGMywGu8jxygs9l8jzxE9eba2Ll64i+fQfyEo8DYmD1cgx+WBqphZmvX0cfz8vp7l4enrCLzA/aWJhYe7PIk8U7fXdd99h7969ePnllwEAx44dQ1JSEgYMGIBx48Zx/Z7nhIcUCoVCoTwrcFFcSgmEAgGy9BbozXzxk22wcOLH09MuSGRyBXQAtHniJz2vfIWbim+9EQqFEEmksFnMSE7PQUBMSwgtOvhXquQ0F29vb7w9bDBWf78ed28nlnvJipJQavFz4cIF1K9fH0B+UUsfHx/4+Pjwkh7S8HfK4wgNDcWYMWMwZsyY//zYAoEAO3bsQNeuXf/zY1MoFIoj2QYL/rr2CEqpCC0i/SASFp6/h+iykKPNBhT+MJgZXh+t0QpLnsXGw8MDAKBQ2JezcnPttbWyOUdm56UquZsaJpMRaVoD5B6+CNAEF1ocXCAQwJyXQbq8i5WWBJrksIIwaNAgZGVl4aeffirvqThx/PhxLmTyWWfatGn46aefcObMmfKeCoVCecG4/lALrdEKrdGKhzlGBHo417/KNpjBWC34Z/dGAEBI024wWvl5fnIMFoikCijdVPDysi9XsQVJdXq7+NFyPkEeTsdo1qUPEh/pwAbUOzpEFyQ5ORkZGXbnal9f30L7PWvQJIeUp4bFYnGq+eaK5+kDQ6FQKE+LB9n5OXtSChE/WXoLcu5f516bcrNgMAfw+miNVgTEtEDbWpXgo7JbbNxU9h+Yer1d0hhy7eLHz9vZT4d1gDZmp8GY9QhGWQgAZ58fADh58iQsFgsaN27MWZmeB2iSQwoA+zJmhw4doFKpUKlSJfTv3x9paWnc9t27d6Np06bw8PCAt7c3OnfuzC13AsDt27chEAiwadMmxMfHQy6XY/369Rg0aBC6du2K+fPnIyAgAN7e3nj33XdhseSHaoaGhuKLL77gXgsEAnz77bfo1q0blEolIiIi8Msvv/Dm+8svvyAiIgJyuRwtW7bE2rVrIRAIuJwUrrh+/TqaN28OuVyOqKgo/P777059Jk6ciOrVq0OpVKJatWqYMmUKN9c1a9YgISEBZ8+ehUAggEAgwJo1awDY/drq1KkDNzc3BAcHY+TIkcjNzS3JW0ChUCow1gJRXDkO4ewsRosNRguD3JQ7+fsZcnnJC602Bvq86C9Hi01kjSgEv9wZwbUbwWw2w2q25wfy93UWNe4y+49Wfdp9PLp8FHevXSx03q1bt8aQIUPQpk2b4p7qM0Gpxc/UqVMxevRodOnSBVu2bMGWLVvQpUsXjB07FlOnTi3LOT4X6HS6Qv8ZjcZi9zUYDMXqW5ZkZWWhVatWqFevHk6cOIHdu3fj4cOH6NWrF28e48aNw4kTJ7B//34IhUJ069YNDMNfa540aRJGjx6Ny5cvo127dgDsS6SJiYk4cOAA1q5dizVr1nCioTASEhLQq1cvnDt3Dh07dsSbb77JmVZv3bqFHj16oGvXrjh79ixGjBiBjz/+uMjxGIZB9+7dIZVKcezYMSxbtgwTJ0506ufu7o41a9bg0qVLWLx4MVauXIlFixYBAHr37o0PPvgAtWrVQnJyMpKTk9G7d28AdifBL7/8EhcvXsTatWvxxx9/4MMPPyz6wlMoFEoe2QXETq7JOWUM24cx52d4FkpkMDqIn1yTFYQQSMVCyMQirt3b0wNyD1/YxHI8TLN/lwrFUnirnUtj3L58FkmH/4f066cAAF6ehTsyKxQKBAcHP3crPzTJYRnBFm1zRceOHfHrr79yr/38/DjTY0Hi4+Nx8OBB7nVoaCjPAsPCLjWWBUuWLEG9evUwe/Zsrm3VqlUIDg7GtWvXUL16dbz++uu8fVatWgVfX19cunSJV6RuzJgx6N6dn+HT09MTS5YsgUgkQo0aNdCpUyfs378fw4cPL3ROgwYN4u6t2bNn48svv8S///6L9u3bY/ny5YiMjMS8efMAAJGRkbhw4QJmzZpV6Hj79u3DlStXsGfPHgTmpXKfPXs2OnTowOv3ySefcH+HhoZi/Pjx2LhxIz788EMoFAqoVCqIxWL4+/vz9nN01g4NDcXMmTPx9ttv45tvvil0ThQKhcKSlSdsVHIxco1W5BrtIsZRVLCRXu6e3tC4ydGl6+v4K8kIg0OenxyDFZm3zkN79woOGePQpEkTAIAir1q70WKDQKqCf90WkAickyMCgM1ihCkn/7nj+Rw5MheXUosfmuTwxeHs2bM4cOCASwGXmJiI6tWr4/r165g6dSqOHTuGtLQ0zuKTlJTEEz+u7olatWpBJMr/BRIQEIDz588XOafo6Gjubzc3N6jVaqTmFeG7evUqXnrpJV7/hg0bFjne5cuXERwczAkfAFxZFkc2bdqEL7/8EomJicjNzYXVai1W+Oa+ffswZ84cXLlyBTk5ObBarTAajdDr9ZyjIYVCoRQGa9UJ1MhxzZgLhgAmKwO5ROTUp2nbV1E32AM2hgBJd/P62iATi5BjtMCkzYTZoOP9SBaDQeatC7BZTMgNag33gKrwc3cdweWY6wewW8RfNEotftgkhwVz+FTUJIdF+Xc4PvgBcA9xVxSsmnv79u0nmldxyM3NRZcuXfDZZ585bQsIsDvSdenSBSEhIVi5ciUCAwPBMAxq164Ns9nM6+8qaqug07NAIHBaLiuLfZ6UI0eO4M0330RCQgLatWsHjUaDjRs3YsGCBUXud/v2bXTu3BnvvPMOZs2aBS8vL/zzzz8YOnQozGYzFT8USgXHxhDcStPB110GjcJ1EEg2l79HCplYCJOVgdFi44mfLL05r499DJFQAIkQMNsIjGYGMrEIWqMVZq19WcvPz4/bVywSIu3qcQBAcob9x2NhUVxU/DwGmuQwn5KEaj+tvqWlfv362LZtG0JDQyEWO98S6enpuHr1KlauXIlmzZoBAP7555+nPq/CiIyMxK5du3htx48fL3KfmjVr4u7du0hOTuYE3dGjR3l9Dh8+jJCQEJ7/0J07d3h9pFIpbDZ+KvmTJ0+CYRgsWLCAE6+bN28u2UlRKJQXluO3M3DzkQ4ahQSdogNc9sk2WMDYrPjjl02wiN3gWbMxDBYbPBz6sEtjHgopCCH45ptvkJaejtDmPWCw2KCBBNl6I8y6bABAJYfEhGKxGEKxBIzVgutXLgISJSTe4S7nQsVPEdAkh88f2dnZTvlp2Ogr1n/rww8/hJeXF27cuIGNGzfi22+/haenJ7y9vbFixQoEBAQgKSkJkyZNKp+TADBixAgsXLgQEydOxNChQ3HmzBnOgbqw+61NmzaoXr06Bg4ciHnz5iEnJ8fJSToiIgJJSUnYuHEjXnrpJfz666/YsWMHr09oaChu3bqFM2fOICgoCO7u7ggPD4fFYsFXX32FLl264NChQ1i2bNlTOXcKhfJ8wTAENx/lJRY0WJClN8NDKeX1MVlt0Jtt0Kc/QPL9exCKRPCoEcfz5dGZrLDaCAxp97B8yUaEhobareGEwKLXck7PGRmZACGQSKROS/ZSmQJGqwXJF+w//HL9VQCcxVhB8VOUT+vzCk1yWIE4ePAg6tWrx2sbOnQovv32Wxw6dAgTJ05E27ZtYTKZEBISgvbt20MoFEIgEGDjxo0YNWoUateujcjISHz55Zdo0aJFuZxH1apVsXXrVnzwwQdYvHgx4uLi8PHHH+Odd94pNAupUCjEjh07MHToUDRs2BChoaH48ssv0b59e67Pq6++irFjx+K9996DyWRCp06dMGXKFEybNo3r8/rrr2P79u1o2bIlsrKysHr1agwaNAgLFy7EZ599hsmTJ6N58+aYM2cOBgwY8LQvBYVCecbJ1JsLvLY4iR/Wl8eW8wgA4B9aHQKBAEYL49RHzFhgMBhgNpvh6emJjIwMWAxaGCw2mKw25ObYrT5eXp5OPwZlCgWMuhzutb+P69w9jkv1HTp0cHLdeBEQkBKEDSUlJaFKlSrFHvz+/fuoXLlyqSZWnuTk5ECj0SA7O9tJORuNRty6dQtVq1aFXC4vpxlSCjJr1iwsW7YMd+/eLe+pVCjo54FCKZrER7k4djODe10rUI26wR68PtcfanH8diYeHt+FnPSHiGn6CnSqIET6uyM2xJ6E8GqKFifvZIJJuYLEM0cQHR0NiUSCkydPwrNaNJrGt0AVLyU2/foH0q78i6ioKPTs2ZN3nOWrv0dK0i3u9bhx41wuaen1enz55ZdQKpV4//33n6sVnKKe346UKM/PSy+9hBEjRhTpX5GdnY2VK1eidu3a2LZtW0mGp1CKzTfffIPjx4/j5s2bWLduHebNm4eBAweW97QoFAqFR8H8PVqj6/w9jNUCbYbd8uOmVECf/gAmh/w9Oca8caz25IRubm5c6QqLIRdGsw1aoxUiqRxqnwBeZCuL2j1/+UooFBW6nKVUKjFp0iSMGjXquRI+JaFEy16XLl3CrFmz8Morr0AulyM2NhaBgYGQy+XIzMzEpUuXcPHiRdSvXx+ff/45Onbs+LTmTangXL9+HTNnzkRGRgaqVKmCDz74AJMnTy7vaVEoFAoPVvwEeMiRnGV0qsAO2PP3GLMfgRAGQqEQh/baM9qHhOSvtLAZn9mCpe7u7lw5CavevuylNVqgDgxD/Zi6aFjVeUnLW5Nv5XFzV7+wwqY4lMjy4+3tjYULFyI5ORlLlixBREQE0tLScP26vc7Im2++iZMnT+LIkSNU+FCeKosWLcKDBw9gNBpx7do1TJkyxWWkGoVCoZQnbAi7v9q+LOxYioLrY7DAkPEQABAVFcVFjeZq87P5s5afjEf2fgEBAZz4sRjtJS5yDHZhVVgI+0sNGqBmLXteNl8XNb0qEqV6WigUCvTo0QM9evQo6/lQKBQKhfJccP2hFhceZKNJuA/83J193szW/DpblfLEj7GA+DFabDBZGS48PTQ0FHeS7kKbkw1tXvFRi42BwczAatQjV5sDgUCAwMBAmM1mBFYOQo5NDIPZBpHADEJIoeLH09MTurxq7uHhrsPcKwr0p3IpKcvyEhTK8wr9HFAqKmYrg+O3MwEAJ25nomMd55BxdslLKRVBnSdIbIx9X6nYbt1hS1ZUf7kNmoe6QSqV4syZM9DmZMOgy4WNIVzBU7GAQc2aNWE2myGVSiGVSjFg0CBsO3kfFhtBptaAG/vW48E/SowdM8alNbxv3764cOECatasWfYX5TmCip8Swob8mc1mp1wIFEpFg61RVzAjN4XyopPlEMKebbDAxhCIhHwfGlb8aBQSiEVCSEQCWGwEBouNEz+OfTR5NbQ0Gg3u3bsHq1EPo8XGFTn19vZCu+a9eMeQiUUQCe2iymIyAoTAbDIV6gYgl8tdliGqaFDxU0LEYjGUSiUePXoEiUTiVI6CQqkIEEKg1+uRmpoKDw+PFzIPCIVSFFkOUVyE2B2SPd0K5u+xCyRNXjkKhVQEi8EKo8XGlblwFD8sbIi21ajLc2TO8+WRFVKOQmIva2EzGwH8N5UBnneo+CkhAoEAAQEBuHXrllPpAwqlouHh4eFU4Z5CqQiwy1Us2S7FjwUWQy5O7PsDqqaNYUjLgpkoYDB7c320Rguy717F8cspEDWoh9q1a3O5d6xGPQxmu+WHEAKBRQdCvHlRWuvXr0fizZvwj2kJwN5O6wk+Hip+SoFUKkVERIRTUU8KpSIhkUioxYdSYWGXvQQCu+WnsCgukzYDyXfv4Mcf7T+WvcLqwhAVwvXJNVlhyEhBavJNZIaFAgBCQkJQrW4cjGJV3rKXBRZ9Dvbu2Y5jGg1Gjx7NE0CEYfKsPvY2avl5PE8kfvbv34/9+/cjNTXVqeL2qlWrnmhizzpCoZBmtKVQKJQKCCGEW/YK0MjxIMvIRXWxmKw2GMwMtxTFYjHkckLJamOgM9m43D0+Pj4AgMDAQNSIkeP6w1xu2cuYnQbAviTmKHxYoSNmzGDDD6jl5/GUWvwkJCRg+vTpaNCgAQICAip0siQKhUKhvDhk6y2wMAx8VK5rBerMNlhtBEIB4OduFz8FQ9hZXx6RzZ6RWSQSwWazwWrUcX11Jvv/FmMuAHB5ewC7Hw/bR2+2wZhlz/5cMHMzG3hTRSMGCEEyqPgpDqUWP8uWLcOaNWvQv3//spwPhUKhUCjlhslqw95LKbDYCFrW8EWAxjmqN1OX58iskMBNZhcphgKWHza5odBm7+vv74/79+9zEVyAPXEhY7PCZjIAyBc/NpsNuqw06NMeIV1RBYQAphy75adgvUzW8mM0GBAQEICQkBD4+vo+8XV40Sm1+DGbzWjcuHFZzoVCoVAolHIlKV0Pi82+gHTrkc6l+OEitJQSKKR28aMvxPLD1uLixI9JzwmlXJMVVoPd6iOTyThXCovFgt1bfwAAyD37QyAQwJSTDsBZ/LBWHp1Oh4YNG6Jhw4ZPcPYVh1LHaQ8bNgwbNmwoy7lQKBQKhVKuZOjyA1nSda6DWthILw+FlFueMha0/OSJH5vZbtUJCLAnQSQ2K3R6ux+Q1miFxZC/5MW6j8hkMu5vxmKCWZcNwjCQy+Xw9OSXpWCXvQwGQ2lOt8JSasuP0WjEihUrsG/fPkRHRzslOVu4cOETT45CoVAolP8Sx/w9WqMVVhsDsUhYoI9dFHm6STjxY2UIL3MzK34sDktacrkcRqMRulwtGIZAa7SAsZohlkh4/j4CgQAKhQJ6vR42iwnWvDE0Go2Tf61Go0FISAj8/Pzs4fDU/7ZYlFr8nDt3DjExMQCACxcu8LbRi0+hUCiU5w1CSP5yVR46sw0aRb74sTGESzrooZC6zNxstjIwWuwR0P36DYDZqIdGo0GLFi1w6m42RDIFjFZ7/h73gGro1upleCr4aSOUSqVd/JhNEMuUqFP/Jfh5qp3mHBgYiEGDBoEQgtmzZ0Mul2PEiBFQqVRlfXleKEotfg4cOFCW86BQKBQKpVxxjOJyk4mhNVqhN1t52ZezDRYQAkjFQs7fp2DmZrYchUwshIdaBajtQqRRo0Z4IL0Hg5lBrsnKRXupFRJIJM7iBwBsFhOU3gHo1KI2ZOLC82oZDAZYrVbk5ubSNCzFgNZmoFAoFAoF+YkL1QoJVHmFSFmBUrCPpzJfEHF+P3lOz2whUlfV1dm+aVr7OBKRAHKJs6hhfXk8pfaos6KEDwDk5uZy+xVW14uSzxNdoaysLHz33Xe4fPkyACAqKgpDhw7lirNRKBQKhfIsYLExOJ2UBTeZCLUCXT+j8h2ZJZyfT8EQdtYnyEMpwb1793D06FHk2MSQh9bnkhdqTfY+1pxH+Omno6hevTqioqKQnZ0NY+ZDmM1CpGrt1pl7/+7Gxhvu6NixI1fTC8gXP/5uAsgZI3JyLFCpVE71JAkhWLRoEbRae6JEutxVPEpt+Tlx4gTCwsKwaNEiZGRkICMjA4sWLUJYWBhOnTpVlnOkUCgUCuWJuP4wFzdSc3H2bjZStUaXfXIcQ9jzrDEFy1aw+Xus2gw8ePAAFy9eRPr9WwDA+fmwPkHa1Hs4e/Ysrl69CsD+3Dz7x8/ISrqCR1oTGJsVOY8e4OrVq05BQ1FRUWjTpg2qVauGX375BYsWLcLFixed5iwQCGCz5c+Rip/iUWrLz9ixY/Hqq69i5cqVnInNarVi2LBhGDNmDP76668ymySFQqFQKE/C3Uw993dqjgl+7s5+MflWHSkMZruAKSh+coz2PndvXMLFs6cBAHptDmxmI4wWe8JBdtkr61EyAKBKlSoA8q05jNUMi43AatABsNeLLOinExERgYiICPt4eUtahQkbuVwOvV5fZB8Kn1KLnxMnTvCEDwCIxWJ8+OGHaNCgQZlMjkKhUCiUJ4VhCOerAwBpuSaXfVjLj4dCAkLsiQ4dl71sDOF8gIw6LW9/U04GDH4eAOzLXoQwSHuYAiBf/LACh7HY5+Iqx48rHid+WFEF0KKmxaXUy15qtRpJSUlO7Xfv3oW7u3upxly6dCmio6OhVquhVqsRFxeH3377jdfnyJEjaNWqFdzc3KBWq9G8eXNecqeMjAy8+eabUKvV8PDwwNChQ7kbh0KhUCgVj2yDBTaH2tsFnZiBvFITBBCLBHCTiTknZMeaXaxFRyISQJuTw9vfYsyFyWKD1cbAYGZgMeTCarVAJBLB29sbQL74sVnt4sdqsAsoxxw/LGazGQ8ePMDt27dhNNqX6Qp7tjqKH1djUZwptfjp3bs3hg4dik2bNuHu3bu4e/cuNm7ciGHDhqFv376lGjMoKAhz587FyZMnceLECbRq1QqvvfYat8555MgRtG/fHm3btsW///6L48eP47333uM5gL355pu4ePEifv/9d+zcuRN//fUX3nrrrdKeJoVCoVCec9jlLIXU/qzQ5YWi8/o4ODsD/Agu1grELnm5y8XIzs4GAAQHBwNAXs0uhgtzJwa7OPLx8eGeUfmWH7vlibX8uAoSSklJwcqVK7F27VoA9qzPMpnrQqvsuG3btkWjRo2KvhgUAE+w7DV//nwIBAIMGDAAVmueGpZI8M4772Du3LmlGrNLly6817NmzcLSpUtx9OhR1KpVC2PHjsWoUaMwadIkrk9kZCT39+XLl7F7924cP36cW3r76quv0LFjR8yfP9+pGi6FQqFQXnzYxIUBGgVupelgZQgMZhuXpwfg+/totVrk5tr9cRgCmKwM5BIRJ2wUQgYmk13ABAUF4e7du1y19hwDX/w4FhllRYqQsfdxE5iQCdfWmoKV2b28vApdGmPHZS1ElMdTasuPVCrF4sWLkZmZiTNnzuDMmTNcxFdh6rQk2Gw2bNy4ETqdDnFxcUhNTcWxY8fg5+eHxo0bo1KlSoiPj8c///zD7XPkyBF4eHjwfI7atGkDoVCIY8eOPfGcKBQKhfLsYbYyYBhS6HbWl8dTKYVckhfCXtCRmY30UkiwcuVKrFixHDDaBQy79MVGcQmtdlcLhUIBb2/vPN9XAoYAaTq7KBJY7ULElfhhrGZ0rhsATzcZJAVKW7A4LmUBdvFTGL6+vggJCeGFylOK5okzISmVStSpU6cs5gIAOH/+POLi4mA0GqFSqbBjxw5ERUXh6NGjAIBp06Zh/vz5iImJwffff4/WrVvjwoULiIiIQEpKCvz8/HjjicVieHl5ISUlpdBjmkwmTsUDQE6BtVwKhUKhPJtce6jFiduZCPCQo2Wkn8s+jrl55GIRDGam0CguudDG5cxxc1NCZ7MLJQ8A2rw+xGSPrNJoNKhXrx7q16+Pbafuw2xlkJpjf5a81LQl3uzWEQyT72ykUqnQqlUryOVyuMvE6N69O7ekVhBH8RMTE4OqVasWeg1oNfeSUyLxM27cOMyYMQNubm4YN25ckX1LW9g0MjISZ86cQXZ2NrZu3YqBAwfizz//5G6gESNGYPDgwQCAevXqYf/+/Vi1ahXmzJlTquMBwJw5c5CQkFDq/SkUCoVSPlxOtv9YTc4yQmeywk3Gf6xZbQzn46OWSyCXigC9hefITAjhnJmN2kx7X7Ua7io36LJNXMQXu+zl7+eDFi1aQCaTcf48KpkIGVaGqwrvLhdDKpXy5iKVStGsWTNeW2FLWUKhkCuE2qRJE/j4+JTwylCKokTi5/Tp07BYLNzfhfEkhU2lUinCw8MBALGxsTh+/DgWL17M+flERUXx+tesWZOLOvP390dqaipvu9VqRUZGBvz9/Qs95uTJk3liLicnh3Nio1AoFMqzic6hPhYAPNKanMSP1mgFIYBECPzx+27kMFLAL5IXwp5rsoIhgEgI5GSkAQD8/Py4iC9DXhQXe6wqgZVQPYTvQ6qSSZChyy+K6i7nJy0sDQqFAkajkcvhQyk7SiR+HIuZrl27FkFBQS5Tbd+9e7dsZgeAYeyOZaGhoQgMDOQyZbJcu3YNHTp0AADExcUhKysLJ0+eRGxsLADgjz/+AMMwRXrAF+VFT6FQKJRnE3Y5y2YxQSiWcD45jrDOzkxOCk6cOIGgsBpQ+BUIYc+z6KhkEqTetf+AvnHjBohcDQTUgtGSL3xc1eLatm0b7qU8gket5pAoVNCnP8DPm/9AeHiYk6Xn0aNH0Ol0MBqNOHjwIEJCQrhnWEHYNC1ms9nldkrpKbXPT9WqVZGcnOzkY5ORkYGqVavy0m0Xl8mTJ6NDhw6oUqUKtFotNmzYgIMHD2LPnj0QCASYMGECPv30U9StWxcxMTFYu3Ytrly5gq1btwKwW4Hat2+P4cOHY9myZbBYLHjvvffQp08fGulFoVAoLxjZegsMmQ9x79hv8AqLhtanqXOfPPGTm3IHACDP+6HLlqIAwEVoucvFSHRYPUi8cAqh3mH2KC6HMPebN2/Cw8MDnp6eEAgEuHPnDrRaLdzNBkgUKhB9FpKS7sDd3Tkp4fbt25GSkoJatWrh4cOHRSYlbNKkCY4ePVrq3HmUwim1+CnMSSs3N9cpTXdxSU1NxYABA5CcnAyNRoPo6Gjs2bMHr7zyCgBgzJgxMBqNGDt2LDIyMlC3bl38/vvvCAsL48ZYv3493nvvPbRu3RpCoRCvv/46vvzyy1LNh0KhUCjPLlkGM1LO/gmAICPxLLT1Xnbqk22wgBCC1Ls3AQDh1Wsg0ciP9mIdmVUykZPrhM1shMFs46xDSrEA69atAwBMmDABSqUSSqUSWq0WNrPd2Vloys/xUxC1Wo2UlBQ8ePDAfswiylHEx8ejWbNmTisslCenxOKH9Y0RCASYOnUqLxeBzWbDsWPHEBMTU6rJfPfdd4/tM2nSJF6en4J4eXlhw4YNpTo+hUKhUJ4fcgwWWE35/jBsPS5Hsg0W2MwGmE320HNiM0ObkgqVPJzrwy6XKcUCRERE4NGjRzCbzcjIyABjMcNgseUvqZnskWByuZyLyGL/D9GI4e7jhiuX7aHwnp6eTvNhrTiZmXbH6sfV4qLC5+lQYvHDOjoTQnD+/HmeN7tUKkXdunUxfvz4spshhUKhUCocWXozrj3MRc0Ad5fOw4TY63V5h8cg/br9uaQr4BhsYwhyTVZY9Pkljvb8bweEYgk8A/NDx9klLS93Bbp37w4AWLNmDTIyMmCzGPPEj72PNq9YaWBgIBfcwxoBNFKCRmHeOLXbfjxXeXcKZnOmhUjLhxKLH9bpefDgwVi8eDFNqkShUCiUMoVhCPZcTIGNsScwbBrhvHxkj9ASwDciBuaURGi1OTBqc2C2MpCK7dYSrdECQgBisosRPz8/pKamgrFaYLFaYbExEAoE0OdFfjmKLNaaY7OYYLURZOaVv0hLtgf0VKtWzakvW2eSzRPkylen4DOTip/yodT2tNWrV1PhQ6FQKJQyJ0Nv5gqRJmXoXWZvZmtxaRQShIVVg8ovGAKhgOfLwzo7i6x2i5BjyhObxQSDxe7LQ/IKmgoYC5dTjhU0JK8Cu9nKgDAMHtyzp1ZxTDrI9tXr9TCbzVzSXCp+nl2eOMPzpUuXkJSU5BSK9+qrrz7p0BQKhUKpgDzSmnivtUYrNEr+0le2wQKrUQexTIo2nTph96VU5BisMFps0OQVJ2XFj39gEII1UgQGBuL69eswGAywmU0wWmww5UV9qeVibNq0CUlJSejRowe3lCVg8p9tIpsRZrMZQqGQJ6SUSiUkEvsxDQYD3NzcYLFYnJIcAvxlL5lMRsVPOVFq8XPz5k1069YN58+fh0Ag4KK/2DXQ0oS6UygUCoXCWnVYsg0Wl+In89Z53LpzGUhrAkXlOsgxWHnJC1nxU7VqKGr4RwOw534zGAywWUwwmhnozGyYuwRXs7LAMAzc3NzQoEED1KpVC+dTzUjLqxcqR172Znd3niPyyy+/jLi4OO71+PHjwTCMy4S/arUa8fHx0Gg0qFu3LnVoLidKfdVHjx6NqlWrIjU1FUqlEhcvXsRff/2FBg0a4ODBg2U4RQqFQqFUJLINdpEhFtrFg9ZkcdHHAqvRvpylVqshl4hACIHR6ix+WEsQkL9ExZjtjsxsQVOVVMjVdfTw8ICHhwcCAgIQ4O3B7Rvo54Pu3bujVatWvLm4EjmFiRqxWIwWLVqgXr16VPiUI6W2/Bw5cgR//PEHfHx8IBQKIRQK0bRpU8yZMwejRo0qsvwFhUKhUCiuIIRwSQf9NXLcyzTwsjEDdofoHAfx8+DBA1z4fR+kah9EBfbk+uQarSCEQc6jZCjhDbVazS1nsT4/bAi7yGYCwzAQCoW8pahgLwUuPsgGQ4DIIF9olDRh7otAqcWPzWbjnLl8fHzw4MEDREZGIiQkxKkEBYVCoVAogF2UMIRALHJt9cg1WWFlCERCwNddlid+GF4fbV4tLjbHj4eHB2xWC5g8QQMAeosNDAGIWY+N67dAKBTik08+QcOGDaEOqIpHjAoGs42zKjEmHQC7FUkoFCI3NxdnzpwBAHSo3wgmq81p6Y2bc24ufvnlF1itVoSHh+PGjRuIiYlBdHT0E18vytOh1OKndu3aOHv2LKpWrYpGjRrh888/h1QqxYoVK3ghgBQKhUKhAHarzv4rqcg2WNC2ViWoXeTvYZeq1HIJlNK8wqJmvuUnW2/P2mwz2UPLK1WqBMBuzWEdmNkq7SJLvkASCAT2igDqSsi+mYFckxUGs72/1ZjL9QPsjsv79++HXC5H06ZNAUhw+/ZtmEwmBAQE8KK2RCIRrl+/DsCe/PDWrVtcgW7Ks0mpFxw/+eQTzsl5+vTpuHXrFpo1a4Zdu3bRchIUCoVCceJBthGPtCaYrQwuP8hx2cfRT0fhUFW9YB+b2QhC7MLF19cXQP5SFgDk5ll0BOZ88cPCjstGlcnEQqTllbVgszKzvkFGo5ELfz906BA2btyIxMRE3nzkcjlEIvuYbNkKWo/r2aZU4sdiseDzzz9H7dq1AQDh4eG4cuUK0tLSkJqa6uQMRqFQKBRKem5+CHuGznWl8uy8SC+1QgK5VATC2JzET5bBDKvRvkylUqm44qDEZoXOaB83J8/yw5j4Fp3c3FykJN2EPv0BN567XIzg4GBUr14d1atXB5AvfgC7AAIKT14oEAg4S1B2drbLPpRni1Ite0kkEpw7d86p3cvL64knRKFQKJQXE8cQ9myDBTaGQCTkR0qxhUgz79/Ebz/uh0DphcDYNrDYGEjy/IRyDFaIpHLEvPQy1Aopr5i2wWDknJ0BwKzni5+7d+/ifzu2Qu7hC6W33XlZo5CgZrWaqFmzJjeOSCSCTCaDyWSCXq+HUqlEbq59LFe5edRqNVevC6Di51mn1Mte/fr1K1YhUgqFQqFQACDLkC9+GAIuxw4LIQQ5RvuS1h+//QK9TgezLgtA/tIXIQS5JgskChVat26Nli1bQiAQ8MpRGK35Vdh12XZBwv44Z6O9iDXf8uStck5GCPDLVlitVuh0+U7RBSkodqj4ebYptcOz1WrFqlWrsG/fPsTGxnJmR5aFCxc+8eQoFAqF8mJgtTGcNUYmFsJkZaA32XhOz1qTFTYGsOryLSgWQy4Iw8BotvfVm22wMYBQACjzfHcAIDQ0FPfStRBAAIPZZg9zZxhkZqQByC9twYkks5HbV8oYkZZmgkaj4TI1A3ahlJWVBYPBwOUAEovFvCUxFkexI5PJXGZ3pjw7lFr8XLhwAfXr1wcAXLt2jbfNVcInCoVCoVRcWEdmmVgILzcpkrON0Bew/LD+PkKTNr+REFj0OTBY7E7NrEVHZNEhOzsL7u7uEIvF6NWrF3ZfSEaGzoJMvQVWhgAg6NihIx49SnWy/FjNJkhFQLCXG86dOIKTJ0+iefPmaNmyJXdox5pdrC+PRqMpNHMzC7X6PPuUWvyw1d0pFAqFQrmVpoNaLoa3SuZyO7vk5aHMD2HXFwxhz+tjzknjtZv1OVyuH63R3if54hF8ue8uXn31VdSrVw8AIJeIAFi4KC6VQor6MfV4YzlabTpG+UCpVGLDUbtVp+ByVtu2bWGz2eDp6cnlryusoHfDhg3RqFEjXrknyrNLqcVPUlISgoODXSrgpKQkVKlS5YkmRqFQKJTng3uZehxJTIdQAHSoE8ArJ8HCOjt7KCWQilyLH7bURE76QwD24BqLxZ7JmfX5YaO42OzOjlYWRV6Ji0d5UWXucudHnCtHZkerjiN+fn7c36GhoXj99dchk7kWd46lKujqx7NPqR2eq1atikePHjm1p6eno2rVqk80KQqFQqE8P9xOswsRhgAPsgwu+7D1um6dPYaj+34GY7O6CGG3wGoyQJdjFyNs9JXVqONKXLB+QyaD3fmYFT8HDhzAvo3LkX79FNdHn3oXSUlJsFj4tcHYpS+DwT7XwsSPIxqNBrVr10ZERETRF4PyXFBqyw8hxKW6zc3N5YUdUigUCuXFJlOfHzmVnus6f0+W3oLc1LtIPv0vAKCSJhgGdX5oOVuvy5ht/1Ht6+uLkJAQpGZkgVGo8sWPyQqbxQRzXu4dNoRdIBDAarGXuGC5ePQATh7QY+jQoQgKCuLaW7ZsCYZh4OnpCZPJBJPJvk9B8ZOamopr165BrVbTUhUvGCUWP+PGjQNgv9GmTJnCKWjAXu/r2LFjiImJKbMJUigUCuXZxWpjuOKgAJBjdK7AbrTYYLQwyL5ziWvLfXgbxtDq+a/N9npdEokUkZGR8Pb2Rv369VGpWk38efURjBabPczdaIU5126pUavV3DKUY6g7AFhNBhgNdouU4/IVANSpU4f7OzUvs7NcLneK0Hr48CH279+P0NBQCAQCSKVShIaGFrr0RXl+KLH4Yau1E0Jw/vx53s0ilUpRt25djB8/vuxmSKFQKJRnlhwjP2KLjcZyhHVkFpD8ZS79o/swmMzcKgIroCpVDkbH9g25fnKx3TvDaGFgsNhgZQisebl/fHx8uH4FxY9JmwEA8Pb2LjLsnE1MyJa1cIRN4aLT6bBr1y4YjUa88847TmKK8vxRYvHDRnkNHjwYixcvLtTznUKhUCgvPll5S14+KinScs2w2ghMVhtkYpFDH7v4adjudTQN98bs2bNhs9lg0utgsjKQS0Scn05BJ2WFVGT3DzITTiAxRnsovCvxI2LsxxKb7X1cCZXMzEw8evQIKpUKXl5eaNGiRZG5e9LT07n6XkX5BVGeH0rt87N69eqynAeFQqFQnkPYEHZvlRS5JiuMFgY6U0HxYxdIHkoJhEIhatWqhaQMPQQCAYwWm138mCxgGBuEFgNnDbLZbPh68SLo9XpUa/0G0vKiuPyDQxEZoOFFFbPiRWizICpQjXvpNiSBX9CU5dy5czh48CDq1auHV199FfHx8S7PjRU/rPCRyWR0yesFodTiBwD279+P/fv3IzU1lbs5WFatWvVEE6NQKBRK+ZKWa8LZu1kI9FCgZoBrKz+bmFCjkEIpNXHLU45wOX4U9uWnbt26Ydf5ZGTpLTBYbPAAoDVaYcpJx769v+Ksry9GjhwJkUjE5cyxGvVIzcvfUyUkBLEhrvP3GI0GxAR74Ophe+4eV+KnYLRXYchkMojFYlitdosTXel4cSh1qHtCQgLatm2L/fv3Iy0tDZmZmbx/FAqFQnm+OXcvCw9zTDidlAWzlXHZh/Xn0SgkeUkGAYND/h5CCLL1Fphzs7Hvl8349ddfAdhz8jj2zTVZYdHbl6ocA2lYvxub2YjUHHuEl7vcOY+Qm5sbKleujJCQEPsxiwhfdxQ/d+7c4S1rOSIQCHhFTOmS14tDqS0/y5Ytw5o1a9C/f/+ynA+FQqFQngGsNgapOflh4w9zjAj2UvL6mKw2LlGho/gxOlh+9Ga7k7LNmIt7SXdgMtqtLVIhYDUbYXCI4rIa7OLH0fmYFSo2sxE2BtA9uo9MWQ4sXpG8OlxyuRzDhg3jXrdt2xbp6ekIDAx0OjfWSqTT6bBu3TrYbDaMGjXKpdOzu7s7srKyAFDLz4tEqS0/ZrMZjRs3Lsu5UCgUCuUZIcdoDz1nyTY4h7CzbW4yES6cO4Pje7bBlJvFEz9cLS5i9/txc3PDpUuXsO/HpUg5cwBGi11AMQSc5cdRhDhafgAg++5l7P55G06dOlXk/ENDQxEbG+uyzhYrqNLS0mCz2SAWiwu16nTo0IErikrFz4tDqcXPsGHDsGHDhrKcC4VCoVCeEbL0/GSFWqOLEHZ9/pLX1atXkZGaDO2DRJ7PD1uLS2Szj6dSqbilJIshFwYzwwkkxpgLoHDLDwDY8spauPLlYXlcbS3HZTXAXvHdsTyFIwEBARgyZAjatGmDyMjIIselPD+UetnLaDRixYoV2LdvH6Kjo3nmRwBYuHDhE0+OQqFQKOWDYxV2k5Vxmb+HTWgotuhQu3ZtXLt2Dfq0e1wRUnsf+34Cq128KJVKTvzY8pa9WGFldmH54cSPJU/8mO3ix5UVZvPmzbhx4wZatmwJpVIJb29vXmZnloJh7axlpzAkEgmaNGlSZB/K80Wpxc+5c+e4TM4XLlzgbaNF3SgUCuX5ho3QCvRQ4FaaDnqzC/FjsIIwDP7Yvo4XleVo+WHz9xgdsjKzJZCIzQq9yQKt0QLGZoU5r16Xo/jx8/NDWFgYGHdviEBgyfMZcrWcxTAMLBYLLl68iPv37yMsLAz9+vVz6ieRSNC+fXvs3r0bgN26Q6lYlFr8sMkOKRQKhfJ8wTAEWQYLPBQSCIWuf6yyFdYDNHLcStPxIri4PkYLrCY9b5nJZjbC4FDiQmu0ghAGj5LvAQCqVKnCq/+o0+mRq5KBMAwi69SHmDHxlqVq166N2rVrAwCysrJwZbe9gjrrC+QI25aSkgLAtUBiiY6Oxr59+2C1WlG5cuVC+1FeTErt8wMAf//9N/r164fGjRvj/v37AIB169bhn3/+KZPJUSgUCqXsOZSYht0XUnDmXpbL7WarPVEhAFRS24UKQ+zRXSw2hkBnssFqzF+GYv1mjEY9LDbGHsVlssBmMsBd5Q6ZTIbAwEAIhUIuWaDZZEKm3gKRRIpmrdqgR48eha4eaLX2ZTF3d3eXfTjnaJuN61cYFy9ehNVqRaVKlWi5igpIqS0/27ZtQ//+/fHmm2/i1KlTXFXc7OxszJ49G7t27SqzSVIoFAqlbDCYbbibYV86upGai5ggDyfrD+vvo5SKoJCKIBEJYLERGC0Ml7mZXc6Che+Dk5OTA1ve0pdIIICNAaQKN4wcORIWi5kTSHK5HCaTCTariRtLJSv8kWSz2XjixxUFrUFFiZ969epBqVRCJBJRV40KSKktPzNnzsSyZcuwcuVKnrNzkyZNHhuCSKFQKJTy4WFeokAAsNoIcl348jgmLgTs9bUAfv4e1tlZZLX/8FWr1XB3d4dILAVjtcBotnFO0m4yMYRCAa80RGRkJLyCwiEU27M+24y5EFpNTpFaOp0Oc+fOxaxZs1C5cmV07969UOdjx4SEQNHiRyQSISoqikZwVVBKbfm5evUqmjdv7tSu0Wi4hFAUCoVCebbIdBHCri6QMTnbYO+jUdrb5WIRcmB1KX5gzXdA7t69Ow5cTUOq1gSDxQaLjYHNYoJcAa5eF0uHDh2w//JDPMxLpJhx9V8sPLgFHTt2xEsvvcT1Yy1EgN1RuU6dOoWeW0HLD83LQymMUlt+/P39cePGDaf2f/75B9WqVXuiSVEoFArl6VAwWWFOEckLWctPfubm/BB2rsK6yb7s5e7uDpFIxOubY7Qi685lHN6xmitr4YiXm5T721V2Z8BuoWEtRnq9vshzU6vVvMitoiw/lIpNqS0/w4cPx+jRo7Fq1SoIBAI8ePAAR44cwfjx4zFlypSynCOFQqFQyghW2PiopEjLNbsMYc/SF1z2sv9OdgxhZ0VTYGBluEkEXK4cx765RiusRnv4esElKQDwUojA2KwQCEUw5roWP4DdomMymXD69GmEhIQgODjYKVcPAHh5eWHYsGG4efMmtFqty4gwCgV4AvEzadIkMAyD1q1bQ6/Xo3nz5pDJZBg/fjzef//9spwjhUKhUMoAiy0/istfI0darplnzQHsfj1sW0HLj2O4O2v5adSoETzzLDi3b9/G8f0HYRKpYPBpCa2D+Cm4BLV//378888/qF6nPqrVro8b1jzBVUgh0oyMDBw+fBiHDx/GwIEDERoa6vIchUIhwsPDi39RKBWSUosfgUCAjz/+GBMmTMCNGzeQm5uLqKgol+qeQqFQKE+fG6m5eJhjxEuhXpCKnb0aWKuPXCLkhE3B/D05DvW6xEIBbty4AYHMAwBgzAt1N1ltMOVVeVfJ8x8jRqMRD+/dgVzjC6PFhlyThRM/BUUNu5SlFDEIVDBcH7HY+bFEfXkoZU2pxQ+LVCpFVFRUWcyFQqFQKKUk22DBv7cyAABquQR1gpwtKKz48VBKoGCtORa++Mly8Pe5cOECtm/fDr+AytDUbQtjnlDi6nzpM5CRJoOXlxckEgmvFEW6zgwbA14eIEfYRIcGgwGZmZkAXC95Ac61uKgvD+VJKbXD85w5c7Bq1Sqn9lWrVuGzzz57oklRKBQKpWQ80pq4v+9nGVz2cXRklktdi598gSTl0pakJt8HYRiuL2sdun/2byxbtgx37twBwC9CarYyYKwWMFZ75FhB8cP67DiKn8KKlQYEBHD7y+Vyp1qSFEpJKbX4Wb58OWrUqOHUXqtWLSxbtuyJJkWhUCiUksGGpwN2ceKqsrljFXZ5XrJCq43AamNc9nGsdG7MSYPRwoBhCGf5sRj4/jzs8hRjtYAwNm7JSyaT8XL8OPbV6XQIDg5Go0aNCvXVeemll/Dqq6/yjkWhPAmlFj8pKSkui8H5+voiOTn5iSZFoVAolJLBRmgBgJUhLquws1YdtUICqVgIcV5mZ0frj9Zk7+MuF6Nnz56cH6cxw14vy2RloDVawdissJjzExwCdqsMm8vHZjZBIBIjLCoG0dHRTnNxFD/VqlVD+/btUatWrULP7/bt2wBcO0RTKCWl1OInODgYhw4dcmo/dOgQAgMDn2hSFAqFQikZjuIHcHZkNlsZ6PPaPBT26KyCS19WGwOD2W4FcpeLIZfLuYSDNqOW65tjzHdklkgknFVHIBDwlr4kChVavtIWHTt2dJovJ6qMRlitzkLNEYZhkJ6eDplMhnr16j32WlAoj+OJ8vyMGTMGFosFrVq1AmAPXfzwww/xwQcflNkEKRQKhVI0BrM9+kogsCcOTM81F+rLo5SKuEgwuViIXACmvNB21lokFQu5Gl7+/v6oWbMmDHJvAIDebM3L35PvyOyYuVmpVMJisYKxWeAmEyFAnV/B3RG5XI6IiAjI5XLcuXMHAQEBUCgULutsmc1mPHjwAFWqVHHpbkGhlJRSW34mTJiAoUOHYuTIkahWrRqqVauG999/H6NGjcLkyZNLNebSpUsRHR0NtVoNtVqNuLg4/Pbbb9z2Fi1aQCAQ8P69/fbbvDGSkpLQqVMnKJVK+Pn5YcKECY/9VUGhUCjPMmYrw/PLKUhWnr+Pu1zMFQfVm12LHzbEHciv2cUKJdaXx10uRlJSEvbs2QOLxYJevXohJNJeViJDZ4aVIbCZXEdxvf3225g8eRK6NKmDhkEKGI0Gl/5HAoEAb7zxBpo3b44ffvgBixcvLvT85HI53n//ffTp04cWIaWUCU+U5+ezzz7DlClTcPnyZSgUCkRERDg5tZWEoKAgzJ07FxERESCEYO3atXjttddw+vRpbi14+PDhmD59OrePYwikzWZDp06d4O/vj8OHDyM5ORkDBgyARCLB7NmzSz0vCoVCKS90Jit2nU+GQipC2yh/l/l72CUvD4U0PyGhk+UnL+rKUfwUSF7I1utyl4lx924ijh49ijp16qBWrVpc39S8Wlwimz2irKD4YZ2k/dzl2PC/7bh+/Tq6dOmC+vXruzw/xzD3ooSNSCQqdBuFUlKeOM+PSqXiFaF7Erp06cJ7PWvWLCxduhRHjx7lxI9SqeTSqBdk7969uHTpEvbt24dKlSohJiYGM2bMwMSJEzFt2jRIpVKX+1EoFMqzyrWHWlhsBBaDFUkZOoT7Oee4YYuVeiglEOU5MRsLsfx4KCUghMBkMjnU4bL3zeUsPxLcy8kBYBc3hBAIGTMIIUjNC6mvVLkKavir4evrW+jcs7OzuTEKIzU1FUDhOX4olKfBE4mf/fv3Y//+/UhNTQXD8E2yrnIAlQSbzYYtW7ZAp9MhLi6Oa1+/fj1++OEH+Pv7o0uXLpgyZQpn/Tly5Ajq1KmDSpUqcf3btWuHd955BxcvXizUUc5kMnFVgwEgJ+9DT6FQKOVNhi4/hD0914xwP+c+juHpNsa+xFSYz49GIcGhQ4ewf/9+tOjYHYDG5bIX+z3o5uaGmTNngmEYVGv9BkQSu3W/cuXKqF+lttNcrly5ghMnTqBKlSrcGIWJn507d+LkyZMAqPih/LeUWvwkJCRg+vTpaNCgAQICAspsHfb8+fOIi4uD0WiESqXCjh07uAzSb7zxBkJCQhAYGIhz585h4sSJuHr1KrZv3w7AHn7vKHwAcK9TUlIKPeacOXOQkJBQJvOnUCiUssQxiou18DjCMIQTNp5uUujynJYdxY/JauOiuDQKCfbv3w8AOPnPfvg37s7V8mLD3FUO4sfLywtisRhmsxk2k5ETP46+Q47odDokJibCarXCaDTa+xYSnu6YR6iwWl0UytOg1OJn2bJlWLNmDfr371+W80FkZCTOnDmD7OxsbN26FQMHDsSff/6JqKgovPXWW1y/OnXqICAgAK1bt0ZiYiLCwsJKfczJkydj3Lhx3OucnBwEBwc/0XlQKBTKk8JGcbHkmmxOfbRGKxgCiEUCuElF+ZYfh2UvdjlLIRVCp823bJM8i73RYnMKc3dcslKpVMjIyIDNbABgFzL6Rw/wkNHAx8eH54/DhrCzWZ/d3NwK9QUNDw/H8ePH8fLLL6N69eoluDIUypNRavFjNpvRuHHjspwLAHutMDbLZ2xsLI4fP47Fixdj+fLlTn0bNWoEALhx4wbCwsLg7++Pf//9l9fn4cOHAFConxDgOvsohUKhlDdsFJdCKoTBzMBsZWCxMZCIhE59NAoJBAIB55hsycvcLBYJueUslUyCmzdvcvvm5mphs5hhFEi5PlKxECIQ6HT52Zvd3NyQkZEBYrFbcgjDYPuWHwEAH3zwAa+gdcG6W97e3oWeX/Xq1TFp0iT6/Uv5zyl1qPuwYcOwYcOGspyLSxiG4fnjOHLmzBkA4DJNx8XF4fz585wDHQD8/vvvUKvVtPgqhUJ57mCXvHxUMi7KS1/A+sP28VTaAzqkYiFYbcQufbH5e9zlYtSrVw8TJ07kAkBMOWlgCJCuyw+XZ60+YrEYSqWSEzdB7gJIxULUC7CLFaFQ6FRxvSTiBwAVPpRyodSWH6PRiBUrVmDfvn2Ijo52KjS3cOHCEo85efJkdOjQAVWqVIFWq8WGDRtw8OBB7NmzB4mJidiwYQM6duwIb29vnDt3DmPHjkXz5s251Olt27ZFVFQU+vfvj88//xwpKSn45JNP8O6779IPGIVCeaawMQS30nSopJbBXe7af4aL0FJIkWu0wmxloDNboVHm989yiOJikUtE0JlsMFoYuMvhYPkRQyAQQC6XY/DgwRCJRDhwSwcryS+M6i4Tw9vbGxMmTEB2djYEAgHnsCyyGtEjNgh3796193V3d/L3dBRDUVFRT+SSQKE8LUotfs6dO4eYmBgAwIULF3jbSuv8nJqaigEDBiA5ORkajQbR0dHYs2cPXnnlFdy9exf79u3DF198wRXCe/311/HJJ59w+4tEIuzcuRPvvPMO4uLi4ObmhoEDB/LyAlEoFMqzwNl7WbiSrIVCKsSrdStzIeqOcPl7lBKk6USA3uIUxZXFhrkrJLBarbBarQ7ih2/5UTuILNYVwC3ZimyDBala+5KWSm5/LCiVSi6SlhU/rBO0VqvltTsiFAqhUqmQm5uLpk2buqwBSaGUN6UWPwcOHCjLeQAAvvvuu0K3BQcH488//3zsGCEhIdi1a1dZTotCoVDKnDvpdp8ag5lBus4EP3d+GQhCCHLY8HSlxCkhIWCvxaXLWwZTKyT48ccNuH//Puq37w1ABJOVDWHPj+Lau3cvzGYzXn75Zfj4+EApFSHbYOHGcWWFYktcBAUFAfh/e/cd3lZ5Nn78qy15bzu2s/ckGwIkQIAMIMxSSIHQMgoU3jJKoPxKFy2F8lIobdkvo7RlFCgFUsCkEMIKgYQkZG8n3tuWtdf5/XF0jiRLDoljyPD9ua5cF5YeS0dSbO48zz2gvb1dfc5uStgzMzMJhULdpiwIcagdVJ+f9vZ2nnrqKTZv3gzA2LFjueKKK2TqrhBC7IPLH9IrqwCaOwNJwY/LHyIUUTAZ1aMoR5eGhNoaAIvJgNfl1JOZ22p2Q8EwvAE1QVorZc+wmdm4cSNOp5Py8nI2btxIq88AOYP0x8y0m6moqABg+vTp5Obm6iOM9Ottbga6z+e56qqrEsrYhTjc9Phv56pVqxg6dCgPPvggra2ttLa28sADDzB06FC+/PLL3rxGIYQ4qrS6Evv1aDsz8drjGhcaDIa4bsyRuO+LdWTeunWrfrtRUW/3hcJ6mbvNbMRiMuhVXF6vlw8++IC6XVsSnjfNYuDLL7/ks88+IxBI7isE0NLSAkBBQUHK+yXwEYe7Hu/83HzzzZx99tk8+eSTmM3qw4RCIa666ipuuukmPvzww167SCGEOJpo5ekGAygKuAPJw5djHZnVqixHipldWvCTZTezc91OAE499VSKhh/Dqso2fMFwLNnZHm1UGFa/X2sA6/e59cfLtJtpqK0hEAjgcDgSRlcoioLH48Fut3PiiSdSV1enH4MJcaTpcfCzatWqhMAH1LLI2267jalTp/bKxQkhxNFIC2zKchxUt3lTNi+MT3YGsFvV3ZTE4CeWy6N1sR80aBARcyw/SOvanGk367s+FouFvLw8dY3bjdVkIBBWKM91sHXTV4Dagyd+B+fPf/4zbW1tXHnllQwfPpzhw4f3xlshxCHR473JrKws9u7dm3R7VVVVUp8HIYQQMVrwU5qj5vl4/Mk7P/HNCyG28xM/sFTP+VGCuFwuAAoLC/VAyReKxO0OWfTgJz09Xe/dEw6HmT4gg2mDcjmmPIfKykqApI7LWuWX9jxCHMl6vPNz0UUXceWVV3L//ffrnZ4/+eQTFi9ezMKFC3vtAoUQ4kiyu9nN9oZORvfLon9eWtL9kYii5+EUZanBT0RR52/Zojs28Wu6Bj+hiEIgFMFqjnVuzs/O4Nprr6W1tZWlS5dSXVOLddAUzHlFesVYpt2Mq1ENXNLT0zGbzTgcDrxeL3aCDCjORVEU2tra1GsrSpygqgVLVVVVGI1G8vPzv7aBoRCHqx4HP/fffz8Gg4FFixYRCkX/9WGxcN1113Hvvff22gUKIcSRIhJRWLFTTQZeU9WeMviJn8WVZbdgNRsJhCL4AhE9+HEH1DUmIxjCAVpbneTm5mI2GQiFFXyhMEYDeAJambsVe1YxxcXFfPbZZzTU11FS4iIUKYzr3GyhIdqfJycnB1B3c7xeLx6PB1CToLUkZ22NRmte+OWXX/Lpp58yduxYvvOd7/TiuyfEt6fHwY/VauWhhx7innvuYedONdFu6NCh+taoEEL0Nc2uWF8bly+EJxAizZr4azaWyBzN5bFEg59QmGzU27TjrHSrmWeeeYbm5mZGjBhBxpiT6AyH8AXCRKIDTC2mWCUYxIIUY1i9FkVdRqbdzPTp05kwYQLBoHoNaWlptLS04PV6AXUie1paGkajMSGfE2I7P9qk9vh5XkIcaQ6qzw+oPzzjx4/vjWsRQogjWpsnsWTd6f364MdhMeH0hhKaFzq90eDHEuups23bNqaPmgEY8QZj094z7RbWrFmD1+tl5MiRevBjCMYCMYfVqA9Dtdvt2O3qcduCBQvUa4n2ZissLGTx4sX6bn68rjO8umtwKMSRoMfBzz333ENxcTFXXHFFwu1PP/00TU1N3H777Qd9cUIIcSTRRk1oOn1BSrITmxemCn4gsYrLFa3QshkSq8D8HU3gKMYbDBOJtvvJsptZ/dlqampqyMvLiwU/4Vjwk9XN7LD4UvZ4XXd9IHmnRwpbxJGsx9Vejz/+OKNGjUq6fezYsTz22GMHdVFCCHEk0gIbR7TaqjNFFZczWp6epR17WZODH23nx0Li97tbG9W1gXBCmbs2ayszMzMWpIR8+vcVZ9lpb2/nueeeY+nSpT16bfn5+YwZM0b/WoIfcSTr8c5PfX19yoF1hYWF1NXVHdRFCSHEkUgvYc92sLPJnXCUBWpCtLNrzo85eWyFFjSVFORx8cUXU1NTw8CBA+k0ZbKpwYcvGMETiE1q18rPMzIy9J2fSMBHus1ERFEYVJDOjs0b2L17d0LX5rq6OrZu3Upubi7HHHMMb7zxBh0dHZx88sn0798/4dqLi4v5zne+wz333EMwGJTgRxzRerzz079/fz755JOk2z/55BNKS0sP6qKEEOJwEwhF9MnnqXgCIYJhBYMBCjNtQGJAA2pQE1HAbDSQHt3xcVgTg59IRMEdDX4KsjMYOXIks2fPZujQoWSlp+lrtTJ3sxIkEj0D04Ifq9WK1WLhnIllnDepnAybmd27dwMwePBg/Xrq6upYvnw5GzduBGDv3r3s2rUrZc4PQCAQ0MvbJfgRR7Ie7/xcffXV3HTTTQSDQWbPng3Ae++9x2233cZPfvKTXrtAIYQ41ELhCBUb6+n0hZg5vCBlCXtHXD+ddJv6q9XbJfjRdn2yovO6IC7nJzrotNMfQomWwmuBkUb7utMf0svcDUE1IEtLS8NkMtG/f3/uuOOOhO9TFEUfeho/oFSrzvV4PCiKok9rz83NTfk+WK1W5syZwzvvvIPVak25RogjQY+Dn8WLF9PS0sKPfvQjfRvVbrdz++23J/3gCSHEkayuw6fvtOxodKUMfvRxFA6rXnre9dira7IzqKXuENv50XJ5suxm6urqaGpqoqioiNraWhqaWwmnDUTrsWwxGfB71a7NWq6PFlTFa21txeVyYTabE46ztODH6/XS2dlJOBzGYDB0W8llMBgYMGAAV155Zcr7hThS9Dj4MRgM/P73v+fnP/85mzdvxuFwMHz4cGw2W29enxBCHHLxx12t7tSTzuMDG203JxhWCEcUTEY1IInt/MR+9WqBkj8UIRJREia1b9q0jo8//pjp06ezadMmXC4X/WfkYcq2RR/HgsulNlXc1zFUVVUVAKWlpQmVXPE7P1pn5+zs7H1OZTeZTJhMpm7vF+JIcNB9fjIyMpg2bVpvXIsQQhyWWt2x/j3+UARfMJzQWBASgx+r2YjJCOGIuqOjHYO1x62JRCJ8+eWXDBs2DKNBHXHhC4Xjgh8zbdHmgw6Hg8zMTFwuF0rAqz9njsPC6GGjKS4uTtjxefnll2lvb+eCCy4gLy9PD366JjFrwY/P59P7CXV35CXE0aTHCc9CCNFXaIGNRitX1yiKQkf02Ctbm8LepX+PuqsTC36+/PJL/vOf//DYY48lHJNpazLtFr2bst1u14+irEqsf09uuhWbzUa/fv0oKSnRb6+rq6O2tlavArNYLKSnpycFPw6HQ8/d0RKiu461EOJodNA7P0IIcTTzBsIEQhEMBshNs9LqDiTl8rgDYUIRBaMBMqO7PHaLCbc/rK91B0KEI+q8rgybmR07dgDg9/uJeDrAnIE3mLjz4+2y8wNgDvuJTqygLMeR8podDgdtbW3698+bN4+5c+eiaLMuogwGAwUFBdTW1tLS0kJaWpre7VmIo5kEP0IIsQ/ark+6zUyGzUyrO4AvGEm5JsthwRjN74nl8qjBjz6vy2bGYDDQ0dEBwPHHH485P5+6Dj+uuCquTLtZ3/mJD37s+OlfnEG6zYzDYmTJkiUUFBQwdepUPZ/H4VCDIi34ATXQSZUMvWDBAqxWKzk5ORiNxqQASYijkQQ/Qog+S1EU1lV3YDYaGFeWesdDC2xyHBa9c3PXEnZtrEV8FVfXEnaXL9aUMBQK0diodmuePn06W1pCgJ+mTvVIy2o2YjUZ9SRkLd8HwOvxMHVQHqBWca1evRqzWR1aqomv4vo68cdlkLpaTIijTa/k/Hi9XmpqapJu1xpnCSHE4Whvq4dNtU6+qu6gviN1A8P4ROYelbBHd360rs2ZdjONjY1EIhHS0tLIysrS+/c0Ov36Gu3YymQyUVRUpHdudrvd+nNoAVR+fn5ChZY2uNTr9bJt2zYefPBBXn/99QN7c4Q4ih30zs8rr7zCTTfdREFBAZFIhCeffJJjjz0WgMsuu4wvv/zyoC9SCCG+CbXtsYCnpt2bNIQUEgObSPRIqGvn5q4jKyB+5yd67BVXwu5sU4MWu93OqlWrqG3phNxhcZPazWRlZXH55ZfT0dGhNy/8/ve/n1DSXl9fD5A0aij+2KujowOn06kfoXUVDAZZsWIFy5YtY9CgQVx88cXSskQc9Q46+Pntb3/L6tWrKS4uZvXq1Vx++eX8v//3//je974nZ8dCiMNahzeQ8r/jxR9pabs48cdeiqLog0i1Si9IrvbScn4ybGbyBg3iiiuuoKOjg1dffRWjycSQ04bqR05Zdgtms5lBgwbpj5eWlsbAgQMTrk2bo9j16CotLQ2bzYbBYMDpdKqP2U3jQpPJxLJlywCorKzEYkk9AV6Io8lBBz/BYJDi4mIApkyZwocffsh5553Hjh075OxYCHHYUhQloYRd69AczxsI6/O6shwWDL7Y7RpPXKVXhjX2K7XrzC4958duxm630L9/f30OYiQcJhz0Y7aqO0956fs3OkILfrru/EyfPl3fgX/ttdeA7oMfo9GI1WrVO/Xvq8GhEEeLg/5bXlRUxFdffaV/nZeXx9KlS9m8eXPC7UIIcTjp9Kul5xpfMEI4krhb3R7dDcqwmTEZDUndmCGxistoNKAoCuFwOCE/yBsNkAxdAiSTyaTn8oR9sVyeHIeZd999l/Xr1xMOxwKtVatW8cEHH+D1enG5XHR2dgL7Tlr+up0fQMrbRZ9z0MHP3/72N4qKihJus1qtvPDCCyxfvvxgH14IIb4RWlPCvHQL5mh5uieQOM28ayKzzWwkulQ/zuqM29EBWLlyJb/97W+pq6oE1M7NLW41kTnNasJoNLBhwwZWrlxJS0uLnsNT7FCDqfJcB53traxYsYIlS5YkBDLLly9n+fLltLe3J4yj2NeQ0f0Jfs466ywA6dYv+oyDPvbSqgpSOeGEEw724YUQokciEUXvuZOKdsyV7bASDKsztTyBMJn2WM6LFiDlRHN5DAZ198cTCOtjK+IHkSqKQkVFBQAV77xD8XHnEAwregl7ZjRAWr16NZWVlZx//vlkZWVRX19PkT3C2MH5lGTb2fjVOkCdxRV/DJWWlobL5cLj8TB06FBuv/32lOXskUiEl156ifb2dlpbW9Xr20fwM2DAAG699Va9RF6Io12Pdn7a29u5/vrrKSgooLi4mOLiYgoKCrjhhhtob2/v5UsUQogD0+D08c9VVXxR2drtGu1IKyfNQrpNPaLyHFAJu3pmpu/82Cx66TmonZu1vB8t+MmwqY+j9ezJyMjQp7G73W4G5qdjM5v01iFlZWUJ16MdkXk8HvVa7PaUs7iMRiPV1dU0NjZis9nIycnZ5+BT7bElT1P0FQe889Pa2sqMGTOoqanhkksuYfTo0QBs2rSJZ599lvfee49PP/1UhuMJIQ6ZjbUdRBTY3uBiRHFmQvCiaY/b1WmLTmrfv/49JiAYK2GP69+zfcN2fd2FF17IdrcJpzdEsyugr4FYr5709HQ9+NECIqDb4EfbmYnv9dOd7OxsPB4P559/PiNGjPja9UL0JQcc/Nx1111YrVZ27typV3nF3zdnzhzuuusuHnzwwV67SCGE2F+KotDcGStbb3b5k4KfUDii79jkOKzYrWoZl1bKDmr+j1bpFX8UpiUyp6ri0qqvTj/9dAYMGEDNzhYgNog0w2YmHA7rR1Xp6ekcc8wxDB06VP8HYyAQ0HeQugt+PB4PH374IU6nkylTpiRVe4Ea/NTV1cluvBApHPCx17///W/uv//+pMAH1IqD++67Ty+tFEKIb5vLHyIUV7Wl7erEc0YDFpvZiMNqwm5ODGggtuuTaVcrvTTxM7u6VnFp5eJa9VWWI/Hfl1l2iz7Ty2g04nA4yMvLY8CAAfqxVF1dHYqikJmZmZSnE9+8cPPmzaxevVqv+OpKq+CS4EeIZAe881NXV8fYsWO7vX/cuHF611EhhPi2de3Xox1LJa6J5ftALI/HHzewVNsZyoru+qxevZra2lqGTZ4JqDO7tGRnrcz9kksuIRAI0N7ezrp16/AbbIC6W2M2GchymFm3bS+QnMys0XZ9Uu3maMGPz+fTq7i6K1PXqnBXrFiBxWLhlFNOSblOiL7ogIOfgoICKisrKS8vT3n/7t27ycvLO+gLE0KIntB2bOwWI75gJCmJGaDdm1jF1bUbM6AHNhl2M263myVLlgBQNnwcYMIXDOs7SJm22K9Sq9XKjh07WLp0KWPGjoX+6sDRbIcFg8FAVVUVoFZYgXrMtXbtWjweDyeffDKTJk3qNkdn9OjRlJaWkpaWxoYNG4Duq7iOOeYYPvroI9rb2/W8IiGE6oCDn7lz5/Kzn/2MpUuXJvWW8Pv9/PznP2fevHm9doFCCHEgtOCnNMfBriZ3yp2fjrgyd0jO44HYzk+mzazPKCwrK6O8tB9bOhrxBsMJyc7xtIDE7XIxviSDymYP06KT2OfPn8/EiRMTysrffvttAI4//nisVmu3uznZ2dlkZ2fT0tICqIFWd+1GTCYT1157Lbt372bYsGEp1wjRV/Uo4Xnq1KkMHz6c66+/nlGjRqEoCps3b+aRRx7B7/fzt7/97Zu4ViFEHxcIRWjzBCjIsCXk4cTTjr3KosFPKKwQCEWwmmNHTPFl7hAbQuoPRVAUBYPBEJvFZTezfbtaxTV58mRscYGStjuUabfw0UcfsX37dqZOnUpOTg4AHR0dTBmYx5SBsd1ws9lM//799a+tVisWi4VgMIjL5dqvnXMtbygrK2uf5ek2m41Ro0Z97eMJ0dcccPBTXl7OihUr+NGPfsQdd9yhDy81GAycfvrp/OUvf0n4wRZCiN7y6c5matt99M9zMHN4YdL94YiiByT5GVbMJgOhsIIvFNaDH18wjDeg5vbEd24GUBQ1ALKZjQlT2JubmwE1T8eMGiAFw7FAK8NuZl1dHVVVVYwdO1Y/0urs7NSDqX3JyMigra0Nl8vFxo0b8Xq9TJ48mYKCgoR1fr+ftWvX8sUXX6jXL2MphOiRHnV4Hjx4MG+//TZtbW36v4iGDRsmuT5CiG+MLximtl0tSa9q9RKOKEm7P52+IBEFLCYDaVYzDouJznAIXyCsJy47vVqSsgmLSQ16jEYDNrMRfyiCLxgmHFGIKKijLIJ+vTT93//+N01NTQw95UKwpMWOxuxmvZNybm6uXrkVDofxeDx6c8K6ujrWrl1LWVkZEyZM0K87LS2NtrY2vF4v69evp6mpieHDhycFP6FQiHfeeUf/el9dm4UQ3Tuo8Ra5ublMnz69t65FCCG6pXVJ1rS6AxRm2hJuizUuVHN5HBYTnb5QYiKzP7GKS2O3mKLBTwR/tHtzus1Ma6uaX5OVlYXb7SYSiWBTgnr3HoMB0i0mfdZWXl6ePrDU7XbT2dmpBz81NTV8/vnnjBgxIiH4iS9h1xoYpho1oa0D+PGPf4zNZktaI4T4egfc5+f9999nzJgxepllvI6ODsaOHctHH33UKxcnhBCa1i79elImMndTxeVLUcLeNUlZH1sRDCcMK9WSiwsKCvQgxhSJXUu6zYzP59V7/Gj5PvFl6RotQOraAV9LWvZ4PProCu254hmNRj3giUQiMotLiB464J2fP/7xj1x99dUpt1uzs7O55ppreOCBB5g5c2avXKAQQgC0eboEP77ugx8tl8dhVQOa+J0fV5cp7Js2bcLhcOCwZOprtZ2fTJuZY4Yfw6BBgwiFQlRUVNDQ0IA5EtuFKsiw6gFSVlYWZrP6uHPnziUSiej9duDrgx/t6AxS7/xoa/1+f8qBpkKI/XPAOz/r1q3bZyn7nDlzWL169UFdlBBCdKX11OmXowYKnf5gijXahPUu/XsCyf17tETml19+meeeew5DWA2u4qu4MuxmjEYjubm5FBYW6v1y7MSeu39uGg0NDQAJne+HDRvGiBEjEoKY+LygeMceeyw/+MEP9FmJDocjZQNEiFV6ffLJJynvF0J8vQMOfhoaGrBYkocEasxmM01NTQd1UUIIES8Ujug7NqXZ0eOkYGLzQkVR4iq01N0Xxz7692TYzOzatUu/vaFya3RtJO5oLPF3nXYUFQ74OH5oPscPzad/XhqKopCdnZ1y7I8mEonoVWNdE5kLCgoYMGCAXhWW6shLox2n7c9wUyFEagd87FVWVsaGDRu6bZr11VdfpWzLLoQQ3alq9VDb7uWY/jn6bk28+Flc2pGWVq6ucflDRBQwGSHNqj6Gw5rYuTlhFpfNzO7du/Xvr9m9ndxJQ/EGQ7GxFRYD//rXv8jPz+eEE07QgxKXy8WggliAMn36dKZPn663/gD1H4p1dXXk5+fTv39/2traCIfDmM1mPS+oK20OV3f3gzotft26dcyZM6fbNUKIfTvgnZ8zzjiDn//85wlJfBqv18svf/lLzjrrrB5dzKOPPsqECRPIysoiKyuLGTNm6J1P4ymKwvz58zEYDPz73/9OuG/v3r2ceeaZpKWlUVRUxOLFiwmFknMDhBCHB7c/xEfbm9nZ5GZTXXIhBcTK07MdFn03x9tl5yd+t0bbQek6sFQ7KkuzmjAZDYwdO5bCQrVfkMelDght7gwQjqhl7kGPi/Xr1/PJJ59gMpnIy8ujtLS02+Akvp/Ppk2beP311/nqq68AEhKnux5pdXR08Nlnn6EoCrfccgtnnHFGt+/X4MGDOffccyXZWYiDcMA7P3feeSf/+te/GDFiBDfccAMjR44EYMuWLTz88MOEw2F+9rOf9ehiysvLuffeexk+fDiKovDXv/6Vc845hzVr1iQMU/3jH/+YsmlYOBzmzDPPpKSkhE8//ZS6ujoWLVqExWLhd7/7XY+uSQjxzaptjyXu1rR5mTwgN2mNnsicZsEWrcoKhCIJvX5SVXFpOz++YIRIREkaVjpu3DgGDhzIo48+Snq6enwVzXUmwx4rc8/Pz8dgMDBq1Kj97pjctdprxIgR3HbbbXo1V7y2tjYqKirIz89nypQp+/X4QoieO+Dgp7i4mE8//ZTrrrsuqcPz3Llzefjhh/d57r0vCxYsSPj67rvv5tFHH+Wzzz7Tg5+1a9fyhz/8gVWrViUdr7377rts2rSJ//73vxQXFzNx4kR+85vfcPvtt/OrX/0qaRaZEOLQa3bFqrg6faGUzQvjq7jsFhNGA0QUdUcnPTpU1BmXyKyxmY0YDLHOzV0rvQAyMzO57bbbiEQUXlpVhXZylWW30NIcC366s2fPHl555RUGDRrEBRdcoN+uVXDFV2U5HI6EXj3xt3ddK4T45hzwsRfAwIEDeeutt2hubmblypV89tlnNDc389ZbbzF48OBeubBwOMyLL76I2+1mxowZgNoD43vf+x4PP/wwJSUlSd+zYsUKxo8fnxB8zZ07F6fTycaNG3vluoQQvUsLbDT7KmHXdmxiOzrJVVxZcYGNwWDQ+/d44/r3ZNrNVFZWUl9fTySibvUYjQYy4qazZ9rNeg5O1+qseK2trbhcrqTA5UACGm2tx+Nh6dKlKdMKhBC956A7PE+bNq23rgWA9evXM2PGDHw+HxkZGbz22muMGTMGgJtvvpnjjz+ec845J+X31tfXJ+06aV/X19d3+5x+vx+/P9a3I1UDRyFE71MURc/n0eZwOX1BstNiuzfhiKI3NIzN4jLh9ocTOzd3U6HlsJjwBiLRKezREnabmf+8XkF9fT0XXXSRfpRVkGHTH6coy86WaFm5luMTiUT485//jMfj4aabbsLhcHxt7x4tkHn11VdJS0vjpJNOSsrXiZ/M/umnn3LyySfv3xsohOiRgwp+vgkjR45k7dq1dHR08Morr3D55ZezfPlyduzYwfvvv8+aNWt6/Tnvuecefv3rX/f64woh9s0drb4yGqA4y05NmzephL3TF0SJzutyxFdxuWOdm0PhCG6/+n3JnZtNQBBvIKxXjWXaLXR2qgnOOTk5LF26lB07dnDM9OMxGnJxWE0UZ9qSqq+MRiMej4dAIIDH49ln8BO/8+P3+9mwYQMAp5xyStL7YLFYMBqNRCIRhg0bts92IkKIg3fYBT9Wq1Uvo58yZQpffPEFDz30EA6Hg507dyZVWVxwwQXMnDmTDz74gJKSEj7//POE+7XmY6mOyTR33HEHt9xyi/610+mUyfRC9IJIRE2gMRpTTzVvj3ZtznJY9PL0rlVcXbs2A9jjJrRDbNSF1WxMKpXXvu7wBgiF1etJt5oSxkh0dnbS2NiIIeDh/GnjMRrAZDToDQXjf++kpaURCAT046z92fnR1jgcjoRdHo3BYGDBggW0tbUxa9aslO+VEKL3HFDw89VXXzFu3LhuO49+EyKRCH6/n1//+tdcddVVCfeNHz+eBx98UE+UnjFjBnfffTeNjY16S/mlS5eSlZWlH52lYrPZZECgEL3MHwqzdFMD4YjC/HH9sJqTf2/os7jiS9gDXx/8dO3f07XSKxgM8uGHHzJy5EgcFrUrc6NTPdpOt5kI+H16sUZaWlpC/57461y8eDEdHR0JwY/D4aC9vV0Pnrrr2pyens4555xDRkZGt2viTZw4sdv7hBC964CCn0mTJlFXV0dRURFDhgzhiy++2GcVxIG64447mD9/PgMGDKCzs5Pnn3+eDz74gIqKCkpKSlLu3gwYMEBPsp4zZw5jxozhsssu47777qO+vp4777yT66+/XoIbIb5lu5rcOL1qULK72c3IksykNXois8OSkJgcT3uM+DygroFS14To1atX88UXXzBkyBAcaeraNo9WDWbWuyPb7XZ9Ajskd03WevvE0/J1PB4PPp9P3wHqGtiYTCY9oFmxYkXKNUKIQ+OAgp+cnBx2795NUVERlZWVepVEb2lsbGTRokXU1dWRnZ3NhAkTqKio4PTTT9+v7zeZTCxZsoTrrruOGTNmkJ6ezuWXX85dd93Vq9cphPh6bXFT2JtdfkaSHPzENy/UWnfFT2CHbo69uoyt6Lrzs2XLFvx+Pw0NDZSNSCyCyLRb8HjUfB8tkNFmdrlcrq99Xdr3eL3qJPdBgwbh9/v3+Q8sLXcoOzv7ax9fCPHNO6Dg54ILLuCkk06iX79+GAwGpk6dismU3IoeSJiZs7+eeuqpA1of30peo5XhCyEOrfa4Evau5eyg/vzqx15pFgLR7oLxCc9qY8LEXR2IG1iqBz+xNV6vl7179wJqAYViTfw1l+Ow4G5Rd3i0HZ9Uwc+6devYtWsXo0ePTmhsGF+WnpWVxeWXX97te1BTU0NjYyM7d+4EJPgR4nBxQMHPE088wfnnn8+OHTv48Y9/zNVXX01mZvK/5oQQfVskEithB3WHR1GUhM7sLn+IcESdxZVhM+MxqIGMLxjW13ZG53WZTQa9mSGgH5H5o7tE8Ts/VVWVKIqi59qEw81AbFcmJ82KwVTE6aefvs/gp7Kykq+++oq8vLyE4Cc/P5+ysjL9e/Zl5cqVrF+/Xv86Kyvra79HCPHNO+Bqr3nz5gHqmfqNN94owY8QIkmnLzZkNBxRuzH7Q5GESqx2T/yRl0HP44lf6/Qm7/pALOcnFO0B5I/uGmXazWxsbATUY/C///3v5ObmMnDWBXopfH66FWNmQcJk9YyMDNLS0sjIyNADL20WV9e8Rm2IKagFGfsqANECpOOOO45Zs2ZhNh92BbZC9Ek9/kl85plnaG9v5w9/+AObN28GYOzYsVxxxRWytStEH9fuVfN9ctKsuP0hfMEI3kA4IfiJT3YGtRzeZjbiD0XwB6PBj3ac5Uj8VWU2GbGYDATDCo1OtYlgmtWE2WSkMRr8DB48mLVr1+JyuThxWAErd7cyvCgjZdl9RkYGixcvTrhNq9DqmvAc7/nnn6exsZEFCxYwfPjwlI8LaiJ1qrEWQohDo8c166tWrWLo0KE8+OCDtLa20traygMPPMDQoUP58ssve/MahRCHmapWT1JJejxtVydnH1PYnftIZNbW6rO4bMn/TtPWNnaqJexagKQFP0OGDAHUsvdMq4EzxvdjeLG6U11ZWUlNTU23YyT8fr9e+bWvitaOjg46Ozu73dHRdsa1hopCiMNDj3d+br75Zs4++2yefPJJ/Qc/FApx1VVXcdNNN/Hhhx/22kUKIQ4fOxpdfL67lQy7mTPH90saQgrQFm1emJtuxRMMgye4X80LHVYjHd7k5oVa8FNXV8dnn31GQUEBttyhdBILfjLjJrXn5+czYMAAzGYzoVAIt9utDzZubGzkr3/9KwDXXnttyqaD2pFXenp6UhVXW1sbzz33nN6DDOj2+F/b+amsrOTtt99m/vz5KdcJIb5dPQ5+Vq1alRD4AJjNZm677TamTp3aKxcnhDj87GhUdzFcvhCNnT76ZScf58Q3L2yNlrzH7xRFIop+pJXYubnLzo8/NoVdURTeeOMNfU7fhFl2SCvWd4e0MvcTTzxRf7z09HQ6Ojpwu916j51169YBMGrUqIRZgEuXLmX79u2cdNJJeiVpqiMvmy029kLTXfBTVlam/3dTU1PKNUKIb1+Pj72ysrL0ctJ4VVVVkgQtxFEqvjwdoM2dXMIeCMXmbGWnxY69EiawRyu9zF0mqdvjOjdHIgqeaMCUabOwffv2hAHFYV/iUVLXgaZAyuaFWuAycODAhLUul4umpiba29txu90YDIaUR14OhyOhas1qtXbb48dqtXLzzTczffr0lDO9hBCHRo93fi666CKuvPJK7r//fo4//ngAPvnkExYvXszChQt77QKFEIcPLWjRaLO54mnBkcNqxGY2JY2igLi+PA5zQiARHyi5AiEURQ2QHFYTlZWVgNpkcPr06TjyS9kR15A5L82K2+0mGAySlZWF0WjcZ/DTdU5g/IiLuXPnMmXKFILB5ODOYDCQnp6ul8V/3T/2srKy5LhLiMNMj4Of+++/H4PBwKJFiwiF1G1ni8XCddddx7333ttrFyiEOHx0eBKDAXeKpOcOrdLLoebYpJrZFcvlSdytie/crCc7R4+ztOqrk08+mWnTptHqDrBjg7oTZI5OfF++YhUffPABkyZN4uyzz2batGmMHj2aAQMGxK4vOqy0a1WqFvxoM7vMZnO3icwZGRn7HfwIIQ4/PQ5+rFYrDz30EPfcc4/evXTo0KF663chxNEnVp5uxukN4QmEktbolV7RWVxdK7gg1pRQC2w0WvNCXzCSlOwcCoUSjqJy0yw4rEa8gQiDC9TApWtg07X8PBgM6rtAXXd+DmTEhRYoAZSWln7teiHE4eWgO26lpaUxfvz43rgWIcRhTgtsSnMcOL2deAJqbk5875w2PfhRd35iAU3czk+XJGVN/C6RdjSmBUiXXnop4XCYSCRCU1MTHo+Hk0b0o6rVw5hStXNyd7s6Gu1+q9WaVOWlBTQtLS08/fTT5Ofns2DBgpRNDLVA6dRTT01IsBZCHBmk3agQAgCnL0hls5uhhRkJoyTiac0LS7LsbKvvJKKoOzrx67U8oJxoFZcW0IQjajK01WykM7qrkxn9vj179tDQ0MD4iZMBtcOzNs09Ky5AMplMdHZ28sgjj2AymfjZz35GXnqOfn/X4Mfr9VJbWwuoO9M5OTlcffXVeL3ehFwjiAU/HR0ddHR00NbW1m335oKCAsrKyqRxoRBHKAl+hBAArNjZQosrQHWblzPG90u6PxxR9OOq3DQrdosJTyCMLy748QRCBMMKBkOsc7PZZMRsMhAKK/hCYcxGA+4uJezPPvssoO4kGw1ZRBRocqk9dLrmBWk5NuFwGI/HowctXq+XtrY2IFaiXldXx9///ncKCwv50Y9+hNls7vaYShtxoeX87Kuz84knnig7PkIcwXpc6i6EOHq4/SFaXOqOTbsnmHBEpVGHk4LVbMRhNe07l8dmTmh+GJ/I7I6v4rKY9IaCANu2bdOrw0JhtddOpt3MV199xVNPPcWKFSswmUx6wBPfOXnr1q1EIhGKior0nZ9U1V7dyczMZPHixZx00knAvoMfIcSRTYIfIYQe+Gi0xoTx2uMaFwJ6kOLbn0RmczTvJxBJWGMwGMjKymLatGkA7Nixg0xrbP6X0aDO7GpoaKC6ulovU08V1GzduhWA0aNH67fFV3BFIhE2bdrEihUr9BEYqWhVZfsaayGEOLIdVPDz0UcfcemllzJjxgxqamoA+Nvf/sbHH3/cKxcnhPh2tLj9CV9rAUo8PZcnLTGXxxuIxH2fNoW9SyKzFiiFwklVXFarlXnz5mEymfB6vVgisXlbOWnqxHctl0er0NKqSrUjKoBJkyYxe/Zsxo0bp98WX33q8XhYt24d7777LlVVVSnfh1AoRF1dHSA7P0IczXoc/Lz66qvMnTsXh8PBmjVr9Bk3HR0d/O53v+u1CxRCfPO0EnZz9KjKnaKEvessrlQDS2PHXt3370m1O2Q0GsnKUiu2rJFYIFaYqXZO7tqYsGtPHoARI0Ywc+ZMCgoKEh5XC4Dcbrd+TNZdb54lS5bQ3NwMQP/+/VOuEUIc+Xoc/Pz2t7/lscce48knn8Riif2iO+GEE2SquxBHGC2wKc1Rq5dcKXZ+9OBH79+TooTdn7qEXZvZ5QtG9N0hrdJr9erVbNmyRa+cSjeFsZnVJOlhhWqQ0t3Oz/7k8sQfkX1d8DNw4EAKCwtZtGiRNC8U4ijW42qvrVu3MmvWrKTbs7Ozk4b+CSEOX6FwbBZXvxw7e1s9Sc0Lg3FrtM7NXROeFUXpvn+P1aiv1XZ+shwWQqEQS5YsAeCGG24gJycHk8nEsOhj2i0mQqGQ3nhQS2QeMWIEGRkZ+nwup9NJfX09+fn5Sbk66enpNDU14XQ6v7Yr86RJk5g0adL+vG1CiCNYj4OfkpISduzYwaBBgxJu//jjjxkyZMjBXpcQopdsrnPS2OlnYv+chAnqGmc0GLFbjPr9vmAkYU1n3BprNHm5a8KzNxgmFFHL3NOtib9abNq09kAoVuZuM+N0OgF1NE5eXp7ee0cLrAD9GMpisei7Q8OGDWPYsGH6mp07d/LGG28wdOhQLr300oTnPu6445gwYYI+1V2bzSWE6Lt6HPxcffXV3HjjjTz99NMYDAZqa2tZsWIFt956Kz//+c978xqFED3k9odYs7cdAKvJyIyhyRVM8bk88YNFFUXRgxH9qCpucnrXmV1agJRuMyd0fNZuA2h1x3KL0qwmGmtjTQm7Nh3U+P1+8vLyKCws7HZNd8NKAUaOHAmgF2VkZmZ2+zhCiL6hx8HPT3/6UyKRCKeeeioej4dZs2Zhs9m49dZb+Z//+Z/evEYhRA/VtHv1/653elOuic3rsug7LhFF7bKsfd2Z4jgrcW045RpNRpeO0VqZe3xH5qamJj766COsVitnnXWWvnbgwIFcf/31+HyxKrBQKERLSwvBYJDy8vJ9Bj/664w+l5ZYLYTou3oc/BgMBn72s5+xePFiduzYgcvlYsyYMfrMGyHEodcW16/HG4jgD4X1IyhN/M6PyWjAajYSCEXwBcN6gOPUd37iRk3Erw3EBpFqiczBYJAXX3yRjIwMzj33XH1t/OPEByTBYJD169enzMeJr9oCtRfPY489hsPh4LbbbtM7O2tHW/E8Hg+1tbWYTCauvvpqIpFI0hohRN9y0OMtrFYrY8aM6Y1rEUL0Mq0xocblC2HL6D74AfU4Sw1+4vv3aIFNYs6QtlZNZE48Glu9ejW7du0CYMqUKWQ7bDR1qmXsudGhp/E7P9o/nNxut37kFgqFMBqNSTO2tEDI6/USiUT2ufNTVVXFiy++SGlpKVdffXX3b5YQos/ocfBzyy23pLzdYDBgt9sZNmwY55xzjjQKE+IQckYDG23XpdMXIj/Dpt+vVnppA0RjJewd3sT+Pfuq4tLWxvfvURSFFStW6Ou++OILhh97qh78FGepE9Xjgx8toIlEIvj9fux2O19++SUVFRVMmjQp4Sgsfheos7NTL2FPFfwcyIgLIUTf0OPgZ82aNXz55ZeEw2E9oXDbtm2YTCZGjRrFI488wk9+8hM+/vhj2RkS4hBw+9Uho0YD9Mu2s6fFgyeQOLOr0xdKmNcFJCQ9g5rP4+9yXKWxm2NJz/EBksfj0Su5AJqamjijKJMWd4Asu5mCDHXn5/TTT6elpYWysjLMZjNWq5VAIIDH48Fut9PW1kYkEknoJQbqMZjD4UiY2m6xWBKCIo22o9TR0cFnn33GhAkTUq4TQvQdPQ5+tF2dZ555Rk8g7Ojo4KqrruLEE0/k6quv5nvf+x4333wzFRUVvXbBQoiY+IqsrrTjrAy7WQ9svF0GlnY98gKwd1mr7eikWU2YTYnHT9raNk9AL3PPsJqpqlIDkqysLG644QY9eDllZFHC95eUlFBSUqJ/nZaWpgc/eXl5+nFWqlyetLQ0vF4vBoOB888/H7/fn/K9iC9rr6ioYOTIkRL8CNHH9Tj4+d///V+WLl2aUDmRnZ3Nr371K+bMmcONN97IL37xC+bMmdMrFyqEiAmEInywtRFPIMy8cSUJfXE0HfogUqu+m+PvEvw4U8zi0nd+upSwa7s+7e3tvPjii0ybNo200uEA+nGWVuaelZXF7NmzMRqNSbs2+5KWlkZ7e7t+RLWvROb09HRaWlqIRCKMHz++28e0WCzYbDZ9BI9UewkhejzeoqOjI+VkZK2TKqjn74FA8nRoIcTB2d3sptkVwBMIs6fFk3JNqv493e78pMXt/Fi67vxEd5CiVVzLly+noaGBJUuWYDOpOy3acZpW6ZWbm8vMmTM54YQTun0NHR0drFy5kh07dui3aTsy8bMCIXUuz4GMuLjkkkuYPn06F1xwASZTcqAohOhbDurY64orruAPf/gD06ZNA9SkxltvvZVzzz0XgM8//5wRI0b0yoUKIWLqnbGeNw1OHyNLksvD44MfrStz187NqY69Yjk/6tr4cRSg/gNH//7mOsCuf52VooP0smXLqKmp4aSTTkoYFlpXV8c777xDWVmZ3q35wgsvxGw2YzQaCQaDem+fVOXv48aNo1+/fni9XrZt20Z5eXm3x1n9+/eXQaVCCF2Pd34ef/xxTj31VC6++GIGDhzIwIEDufjiizn11FN57LHHABg1ahT/93//12sXK4RQtbpjk8+1o6uu4nd1Ug0hjUQUPbBJFfyk2vkJBoPU19fra2v37E54zpzoDtL27dtpaWlBURSqq6vZuXMnLS0tCWu1sRXavC5QW2doZe1aBZd2bNXV2LFjmTVrFlu2bOGFF15g7969Kd8HIYToqsc7PxkZGTz55JM8+OCDei+PIUOGJDQ5nDhx4kFfoBAikT8UxhuI7eC4fCEiESVhpITbHyIUrfTKtJkJhCPR743oa7VKL7PJQFrcLC5bNFAKhCKE4wKkLLsFi8XCT37yE1555RV27dqF192JucBAKKIAav+eQCDA888/D8Ctt96q79poQ0U1O3fuBGDAgAEpX6fBYGDs2LEYDIZ9jqPYV1K0EEKkctBNDjMyMpgwYUJvXIsQYj9oOzppVhO+YJiIou7SpMeNkGiPG1lhNBqwGYwYDeooCl8oTJrVHJfsrO7WfPXVV1RUVPDd734Xo8FARIF2T4BgWA1sMqIJzw6Hg9mzZ9OvXz9KS0tpNtupbvOSbjORl26lurpaXZ+RQXp6uv4PIm0nB9ScHm2nJn5AaVVVFZ9//jm5ubnMnj2b73znO92+D8FgkLq6OrxedWzHvkZbCCFEvIMOfjZt2sTevXuTEpvPPvvsg31oIUQKzrg8HYMB3P5wUvDT4UnM5TEYDNgtJjyBML5ghDRrXC5PNKjZs2cPHo+HDz/8kMxxs/EEwjS5tCouE6a4naWysjLKysoAdSeqoNFNSbaa+9PQ0ABAcXExQMqdn+rqaiKRCDk5OeTnx4atut1uNmzYQFlZGbNnz97n+7B3717+/ve/A+pxWaqjMSGESKXHwc+uXbs477zzWL9+PQaDAUVR/3WobU+Hw+F9fbsQohu+YBiLyZgQbMSLz+UJhCNq8BPYj/49FiOeQFjP5dFmcWk7OoMGDeLLL78kGAzqgVKjM1oeHjeyorW1lTFjxujBj81sYkxprHxcC36KitSePloSsscTq0rTSti1NRqtDN3pdBIIBPTk51Tid3oKCgpSrhFCiFR6nPB84403MnjwYBobG0lLS2Pjxo18+OGHTJ06lQ8++KAXL1GIvqOp08/ra2v4YGtyGwlNqhJ2X1IJe0Bfs3r1al577TUsBjXvRwuUXP7EEnat2WB9fb2eIN0Y7d+jBUibN2/m008/pbGxkfb2dqqrq5P+oaO1wNB2fhwOh/q83thUeS1PJz7ZOf7rzs5OXn/9dX7729/yxRdfpHwf8vPzufDCCyktLWXq1Kmp3ywhhEihxzs/K1as4P3336egoEAfPHjiiSdyzz338OMf/5g1a9b05nUK0SdsrO0gHIEGp59Gp4+iLHvSmvjgpzU6tT2+f4+iKDi9scaETy9ZAsAIUzoUj9IDpfhZXLt27dJ3bYPBIBGvE7AmTWGPHyD6yCOPEAwGueGGG/SjK0VRko69tJ2f+CBp1qxZjB8/PqkBYlpaGmazmVAoRHV1NYqiYLcnvweaMWPGyPgcIcQB63HwEw6H9bP8goICamtrGTlyJAMHDmTr1q29doFC9CUdcVPYWz2BpOAnEIrolV5Zdos+Wyu+f487ECYUUSu9CMR2W1rrq8iNBj+RiBLXmNDCv959Vw9aAAKudrDEjqSyHRYURUkYRJqZmUlraysul0sPfpxOJz6fD6PRqB9FlZSUcOeddyY0F7RarXpwFM9gMJCdnU1LS4veLFWquIQQva3Hwc+4ceNYt24dgwcP5thjj+W+++7DarXyxBNPMGTIkN68RiH6hEBIzd/RtLmT+/fEV3qpw0jV46n4nR+tL0+m3UJjYyygCQV8KBE158cdUMvcTUY1F6i1tRVQE5lramoIeZyQHQt+ctOsdHZ2EgqFMBjU8RUZGRl68KOx2+1ceOGFdHZ2Yjarv166y9npjhb86M8twY8Qopf1OPi588479QTGu+66i7POOouZM2eSn5/PSy+91GsXKERf0e5NrJjsTNG8sGsisz6KIi7hOX66utaQcPz48Uw7eR4fbW9WJ7Bryc42C263m2BQfdwhQ4ZQU1ND0OuCaDqO2aRWiu3arpawFxcXYzabU5aw22y2rz2GCofDvP322+Tk5DBjxoykcRPxeUDdTWoXQoiD0aPgJxgMct999+mdnIcNG8aWLVtobW0lNzd3nw3JhBCpaSXsZpOBUFhJmsMFcYnM0U7KqRKenXG5PJXRLsolJSV680JfKKIHSBl2s155lZ2dzXHHHcexxx5LWloa729ppMHpZ0w/tQJL69+jVXlp09Ljq7i685///Ie2tjbOOOMMQK0aM5vNKWd/zZ07l1GjRvHCCy/I7xMhxDeiR8GPxWLhq6++Sro9Ly/voC9IiL6qPdqbpzTbwd5WT1IFF6AnMmul5/a44EdRFAwGg76rk2kzc9555zFv3jx1Vhaxae2d+s6PWR8zkZeXl7DLMnN4IXUdXvrnqrdpR1Hl5eVALPiJHyy6bt06HA4HAwcOTOi7s3v3bj2PR2uLkZ2dnTKwsdlsemK1/E4RQnwTelzqfumll/LUU0/15rUIcVTTKqe6owU/Jdlq0BCOqA0EE9ZEd360GVpa8BNR1NEVEDeLy27GYDDorSj+8denad25jlBEoS1aJZZpN+ul6V177ljNRgbmp+tjMy6++GJuvPFGRo0aBSTv/CiKwn/+8x9eeOGFhKMwSCx3j68Y605ubi7jxo1j0KBB3b9hQgjRQz3O+QmFQjz99NP897//ZcqUKfovQs0DDzxw0BcnxNFiU62TtVXtHNM/m7Gl2SnXaCMp8tJtWM1GAqEIvkAEW7Siq2ulF4DJaNDX+oMRbGZjXM5PrIzc5/PRUF9PtlH9OW3S+vfYkoOfDz74gLq6OubMmZPQfdlgMCQELKWlpZx44ol6fyCn00kwGMRoNCYlKWs7Sl6vV6/i6trjJ97w4cMZPnx4t/cLIcTB6HHws2HDBiZPngzAtm3bEu6TM3ohYiIRhbVV7QCsq+pgdElWwhBSUBOWA6EIBoM6bsJhMREIRfAEQ2SjBjFdK700dks0UAqFMQfUmVxGA7jbW3nz/fcoKSmhsLAQgLBfPaKKziElw25m9uzZjBo1isGDBwPqyJqmpiaOPfbYhOCnq9LSUkpLS/Wv44/PuiYxp9r52VfwI4QQ36QeH3stW7as2z/vv/9+jx7z0UcfZcKECWRlZZGVlcWMGTN4++239fuvueYahg4disPhoLCwkHPOOYctW7YkPMbevXs588wzSUtLo6ioiMWLFxMKhXr6MoU4aFp+jabdm1zFpR1nZdrNmE1G0qzJVVypRlZALOk5voor3WampaWZbdu2sXPnTj3QCPli+TlGA2RYzZSVlTFt2jR9tyZVLs/mzZt56aWXWLt2bbevU8sJSjVqQgt+3G633itIBpEKIQ6VHgc/34Ty8nLuvfdeVq9ezapVq5g9ezbnnHMOGzduBGDKlCk888wzbN68mYqKChRFYc6cOXrn2HA4zJlnnkkgEODTTz/lr3/9K88++yy/+MUvDuXLEn2cNmRUo3Vljtfu6aaEPaGKKzapPZ6e9BwKx/X4Mes7LLm5uXrw4/e4UBT16CwnzZK0AwWpZ3FVV1ezZcsWvXQe1ByftrY2fUipdpylzeeKpzVE7ezslJ0fIcQhd1DBz0cffcSll17KjBkzqKmpAeBvf/sbH3/8cY8eb8GCBZxxxhkMHz6cESNGcPfdd5ORkcFnn30GwA9/+ENmzZrFoEGDmDx5Mr/97W+pqqqisrISgHfffZdNmzbx97//nYkTJzJ//nx+85vf8PDDDydNnRfi29LRZafH7U/eidSCnxyHFQCHNbmEPb5/T7z4Xj+dcWu0EvacnBwyMzMxGo0oikLIr3Z9Lsiw0djYyNq1a6mrq9MfTwt+4nd+tF2drtVXf/7zn3nqqadwuVwJ3Z+70gKiQCDANddcw7XXXku/fv2S1gkhxLehx8HPq6++yty5c3E4HKxZswa/X02g7Ojo4He/+91BX1g4HObFF1/E7XYzY8aMpPvdbjfPPPMMgwcPpn///oA6b2z8+PEJbfPnzp2L0+nUd4+E+LZpR1rasNBUwY8WIOV06d+jJThD3BR2W9fgJ9q/JxiJzeuyWWhqagLUYyitKzOANezDYjIwsiST7du38/rrr7NixQr98boeeymKov/jRssdAvRKMlB3ifaVyDxq1Ch+9rOfsXDhQux2O8XFxVit1m7eMSGE+Gb1OPj57W9/y2OPPcaTTz6ZMJzwhBNO4Msvv+zxBa1fv56MjAxsNhvXXnstr732WkLH2EceeYSMjAwyMjJ4++23Wbp0qf5LtL6+PmlekPZ1/HZ9V36/H6fTmfBHiN6iBTalOdG8l0Bi+bo6iDR67KWXsGsBTfLOT4bdjKIoNDc3s2XLFmwmg742FiCZkqq4CgsLKSgoYOrAbBYcU0qm3ZJyt6ZrCXtzczMulwuz2az/Q6PrWpfLxbx587jggguS1gCYzWZ93IUQQhxqPQ5+tm7dyqxZs5Juz87O1s/0e2LkyJGsXbuWlStXct1113H55ZezadMm/f5LLrmENWvWsHz5ckaMGMF3v/tdfD5fj58P4J577iE7O1v/k+qXtxA9EY4o+m5MabYa/HgCiTs/Ln+IUETBZFQbE0JiHg+oR1qhiIIhmqSsKAqPP/44L730EiGvOlvLGwzrAZIx4sfrjR5vRROQv/e973H99dczfOgQ/fFTBT/xZekAu3btAmDAgAFJAUx8Lk+/fv0YN25cypwfTWVlJUuWLGHDhg1f+94JIcQ3pcf/FCspKWHHjh1JTcg+/vjjgxpsarVaGTZsGKAmOH/xxRc89NBDPP744wB6gDJ8+HCOO+44cnNzee2111i4cCElJSV8/vnnCY+nTarWepGkcscdd3DLLbfoXzudTgmAxH7ZUNNBY6ePif1zyUtPPsZxeoMoClhMBnLT1V2drp2b45OdtTYRXWd2dfpjZe5qkrKB/Px8Ghoa8Ha2Axn64xgMEPZ6sNlspKWlJezMdpUq+BkxYgS333673qFZG2uRquFgfPDzdSoqKvT8vVAoxLhx4772e4QQ4pvQ452fq6++mhtvvJGVK1diMBiora3lH//4B7feeivXXXddr11gJBLR84m6UhQFRVH0+2fMmMH69ev17X6ApUuXkpWVtc9hizabTS+v1/4I8XU8gRBfVXdQ3+FnQ01HyjWxXB6rnscTjiR2e9aruOKaEmrHXsGwQjiiJCQ7h0Ih3n//fT2wdzvbEp4z3WamvLyM22+/nauvvnqfryFV8GOxWLDb7XogZjKZsNvtKXv+aMFPVVUVn3/+ub5LlEpVVZX+31LpJYQ4lHq88/PTn/6USCTCqaeeisfjYdasWdhsNm699Vb+53/+p0ePeccddzB//nwGDBhAZ2cnzz//PB988AEVFRXs2rWLl156iTlz5lBYWEh1dTX33nsvDodDH5Y4Z84cxowZw2WXXcZ9991HfX09d955J9dff33CnCEhekNtu1f/78ZOvz5bK157XCKz2WTEYjIQjA4t1RoVpurIbDObMBrUZoS+YHwVlzqF/aOPPtLXtra04Og/UE+O1o7ODAaD3l8HoLa2ljfffBOHw8GiRYtwuVz6kfG+eu6ce+65APpMrnjaPxR27Nih7wR3t/NbXFysJ05L8COEOJR6vPNjMBj42c9+RmtrKxs2bOCzzz6jqamJ3/zmNz2+mMbGRhYtWsTIkSM59dRT+eKLL6ioqOD000/Hbrfz0UcfccYZZzBs2DAuuugiMjMz+fTTT/WETpPJxJIlSzCZTMyYMYNLL72URYsWcdddd/X4moToTqs7VsIeCEW6mcKe2L8nVQl7Zzcl7La4pOf4Sq/4EnRQy9AzbbHAKdXxm6a+vl7vxKwdZxUVFSVVXr311lv885//TOj1k6pze1lZGSeccIJeBdZ1rEW8mTNnxq5RBpYKIQ6hHu/8XHXVVVx66aWcfPLJ+zxSOhD7GpRaWlrKW2+99bWPMXDgwP1aJ8TB6tqs0OULkWZN/JHqGvzYzSachBI6N+uBTZfgx2Ex4Q1E8IXiS9jNeFo9Ceuam5uZlm2nMTqvqzDTypNPPklmZiZnnXUWGRkZQGIJu6IoDB06lMsvv5xgMLnj9MaNG/F4PJx00kkJk9676tevH/369aOzs5OmpqZ9Bj85OTlcdtll1NTUMHDgwG7XCSHEN63HOz9NTU3MmzeP/v37s3jxYtatW9eb1yXEYS2+PD3dpu7muLr07wmFI/qRVtLOT7SKKxSO4IkGQhk2M8FgUD9eslliu0TxnZu13Zjy8nJALUkvTjOQ5TAztDCdDGOI2tpatm3bht1u169HC2K0PDqLxcKgQYNSDhDVAqUtW7bwyCOP8Oabb+7z/WhtbQW+fkdnyJAhzJw5U+b/CSEOqR7v/Lz++uu0tbXx8ssv8/zzz/PAAw8watQoLrnkEr73ve+lrAwR4mjhiZaeGw1QnGVnV5M7KfjRdn3sFqNevdW1ikv7HovJgN1i4t133+Pzzz9n1qxZ2MvG6o8TDKsBUYYtFvzk5OQwevRosrKyyE63c9YENf9GSzrOzc1NKE23WCxYrVYCgQButzshMOpKC5Sqq6tpamrSE5tTURRFP0KT4ywhxJHgoMZb5Obm8sMf/pAPPviAPXv28P3vf5+//e1veqm6EEcrLbDJtFtIjx51+YKRhDXO6K5PqiouLT+os0uyc1tbG+FwmGXLllG1WW0W2uhUk5LTbSbMJqMe/DgcDo4//njGjRuXkLOj7cKkGjCq7ehs3bqVt99+u9vqLG2dlqC8r4To+OTrfR17CSHE4aJXWq4Gg0FWrVrFypUrqaysTOqyLMSRxhsI4w+FyUlLnTysladnOyw4rIkBjUY7qjKHvbzyyitMmjQJR5b6s+GPBkrazo+W7KzN4wJoqt5NbuFIPbFaW6MlPGsBSlda8JMqEElLS6OtrY01a9bQ3NyM3+9PWZ3VtdHhvnZ0jj32WPbs2UNWVtY+d5OEEOJwcVDBz7Jly3j++ed59dVXiUQinH/++SxZsoTZs2f31vUJ8a1z+UO8vb6OUETh9DHFFGQkt0nQJrVnOczYzMkVXBArYW/es42NGzeyceNGzv7u9wBbip0fsz4lXeNxdRIfvmi7QyeffDITJ04kMzMTl8tFTU0NZrOZoUOHAvvOv8nPz8fv9+sVX90dT3dNck7V40djs9m47LLLur1fCCEONz0OfsrKymhtbWXevHk88cQTLFiwQHrpiKPCnha3nmOzp8WdMviJP9JKVb4ev8YT14Rw3RefYR15UlzOjxpEZdjMeL1eAoFYBZnH7UKJhDEY1cfXdn4yMzP1HJwtW7bw0ksvUV5enhT8pApYzjvvPBRF4d577yUQCFBaWpryPei6q5TqCE0IIY5UPQ5+fvWrX3HhhRfuMxdAiCNRozPWUbzZFUi5Jr6EXWtW6A2kPvaymGKVTXt272Jg/0mQlkUkbu5Xht1MQ0MdoDYO9Hg8hEIhlIAHg10NdHIcVkKhUEISc6oJ7DabDYvF0u1RVVtbG4FAAJPJ1G1QM3HiRAYPHswjjzyCwWCQXB4hxFGlx8HP17XNF+JI1e6NBTza0VU8XzCsj6cwhv04O9UE5IgC/lAYm9mELxjWd48u/M53MBrg2WefpaqqCn9rPda0LNyBEG6/GjBl2S2s2bYNgMGDB1NdXU1LSwv2iI8AavBTmGnj/558ApfLxYUXXsiAAQOSgh+DwcCVV16Zshuzpr6+Xn28wkKMxtQ1D1oCdUlJCYqiYDKZ9uetE0KII8JBJzxv2rSJvXv3JmzXA5x99tkH+9BCfOsCoYg+JgLAH4rgC4b1EnWI7fpk2M08/4+/09jYyNBZ52FMy8EXiGAzm/QdHa1CC9Sp6IqiYLKrx2jarpI5WuY+YMAA2traGD16NC6Xi5aWFkocEZQ8B2U5DgwoNDc3EwqFkhoXBgIBgsGgPsR0X310Xn75ZYCE0RepFBYWcs011+znOyeEEEeOHgc/u3bt4rzzzmP9+vUYDAb9X5raL91wOLnVvxCHOy2wSbOaUFDwBtQmhPHBj9bcMM0Y1ofouhsqyRw8EV8oTDYW/cgrwxb7ETvttNMAeGdDHa3uIE3RjszaLK7Ro0czevRoQM3lAVCCPmYOV0dHtLa26sde2nGz1WrFZDIRDodxu937dQx91llnUVFRwfHHH3/gb5AQQhwFehz83HjjjQwePJj33nuPwYMH8/nnn9PS0sJPfvIT7r///t68RiG+NfG5PL5gGG8geWaXVuYedrfqt0V86rFT1+aF7oY9PPHR64wcOZKTTjoJ0BodxgU/cX2ANHPnzmX+/PkJ/Xu0QCv+uMpgMJCeno7T6cTtdrNmzRq2bNnCsccey+TJk1O+xilTpjB58mTpsiyE6LN63ORwxYoV3HXXXRQUFGA0GjEajZx44oncc889/PjHP+7NaxTiW6MFNlkOM/Zuqri0AKm0uEgfDeFuawKSmxf6Olqoq6ujs7NT/357NEE6/vhs48aNCWXudrs9adhofPATLz7vp7GxkcbGxpTzuuJJ4COE6Mt6HPyEw2G93LagoIDa2lpAHSy6devW3rk6Ib5l8Ts/ji6jKDROrxrY9CvM45xzzgHA7WwjHArogZJ27KWVuRcUFODxeHjooYf47wuPo0RieUVWQrz66qv86U9/oqOjo9tra2hoAEhqIjpz5kzOP/98SkpK9nvGlhBC9GU9PvYaN24c69atY/DgwRx77LHcd999WK1WnnjiiZQdY4U41HzBMMu3NZHjsHDskNRN+7R8niyHBVe0EssfigU/gVBsEGmW3YLVbGPKlCkETA7cipK08+NsV4ORwsJCHA4HTqeTSCRCyO/B4lCTljsaqlAUhcLCQrKzswF1Uvsnn3yCzWZj3rx5ANTVqaXw/fr1S7hmLU9IURQJfoQQYj/0eOfnzjvvJBL91+tdd93F7t27mTlzJm+99RZ/+tOfeu0ChegtG2s7aHEF2NnkpsXlT7o/GI4klJ7Hdn5iuzTasZjNrLB543pqamo488wzmTTtOEwWG75gWC9zVyIROtpjOz8Gg0EPbkLRHCGAmsqdAIwYMUK/ze/3s3btWjZv3gyogc3w4cPp378/JSUlKV9fZ2cnoVAIg8Eg/beEEGIferzzM3fuXP2/hw0bxpYtW2htbSU3N1fyCcRhqb4jFvA0dvrJ79K52dllCrse/MTl/GhrrCEP/17yb6xWKz/96U/1gaW+YEQPkMwhF5FIBKvVSlaWOnE9IyODtrY2Qn51ZlZRpo0t0b47gwcP1p9HGy+hDTE1GAzMnz8/5etyu91UV1frk9VzcnKkL48QQuxDrww21chWuzhcBUIRPZ8HoN2TnBAcn+8DxAU0ccGP1vTQpyYwa8nHfpcTV8MebGWD9caIBr+6Rtv1AfT+PIOyjCjpVsaVZbKiLbY7pNGCn1AoRCAQSEp+jrd3717++c9/6l/Lz6EQQuxbrwY/QhyutN0YTXwgFFsTndelBT/W5J0fLbAJup2AGrB0dnby1/97DAwG0osG6I9tNxvJz8+nqKhI/34t+DFH/Jw6Tk1QjkQimM1mfXcIEvv3eDwePQBKFQTFf19RUVHC8wkhhEgmwY/oE7TjKovJQDCs4A0mj61I2vkxG4mEgoSwEApHMJuM+iBSfzT4yc3NjXVKVhSUcEjv3zN85GjOPvnYhFETWoWky+UCoKWlBVB3a+KPi+P793g8HpYvX862bds4++yzmTRpUsJ1a8GPwWDgmmuu6XZkhRBCCJX8lhR9grarU5xlB9TcnK7zrxIaHPp8vPn6v2n46kMgRf8et3qklZOTg9ls1nNswkG/PrZCm8IeH9Tk5+dTXl6uJySXlZWxcOFCTj311KRr1o6+3G63XsWlJUzHS09Px2g0oiiKHlQJIYToXo93fi6//HKuvPJKZs2a1ZvXI8Q3Qtv5KcqyUdPuRVHUAMgRPdoKhSO4o12ZHSa1oeCGDRswW9VgyRsMYzUb9WGlrk515yc7OxuDwYDD4cDlchEJ+sGRgaIoCaMtNGPGjGHMmDH612lpaQlVXvHigx+tAWKqfB6j0YjJZCISieB0OhOOwYQQQiTr8c5PR0cHp512GsOHD+d3v/sdNTU1vXldQvQqbccm22HRE5njc3k6fSEURT0We/QvD/H2228DEAr4iISC+IOxMni7xYDTqQY/WqBht6tBUjio7vpE/G4e+9MDPPvss/ucsL4vF1xwAXfccQeDBg0iHA5jNBq7DWy0js5vvfVWj55LCCH6kh4HP//+97+pqanhuuuu46WXXmLQoEHMnz+fV1555Wtb6wvxbYpEFL3jcqbdoo+XiA9+9IGmhiA+n4+GhgZ9QnrQ68IbDOvJzulWExdeeCFnnHGGHoxoeT/hoJrvYwm68Pv9eDyelK0fFEVBURQ+++wzNmzYQCAQSFqTlpaG1WrVd31ycnK6zec54YQTADj55JMP4J0RQoi+6aByfgoLC7nllltYt24dK1euZNiwYVx22WWUlpZy8803s3379t66TiG6taOxk5e+2MuKnS0p73cHQkQUaNq0gj/cezef/+tJwgFfwtiKzi7l6Tk5OeTnq12gQ14XvmCYzmiyc6bDyogRI5g2bRpms3q0pQU/kejOjykQK3OPpygKf/rTn7j77rtpa2ujoqKCV199dZ//YNBGXuyrceHs2bP5yU9+0u0RmhBCiJheSXiuq6tj6dKlLF26FJPJxBlnnMH69esZM2YMDz74YG88hRApRSIKX+5pJxyB3c1uPIHkKi6nL0QkFKS9KjZzzt/ZltC/R5vCHvaqQUt+fr4ebAR9LryB2M5Ppi15Cvv48eM59dRTKS8vxW4xYgqoicddgx+DwUAoFCIcDrN3714AbDabnt8Tr7q6mtdff50lS5YAqZOdNUajUS+jF0IIsW89TngOBoO88cYbPPPMM7z77rtMmDCBm266ie9973v6UcBrr73GFVdcwc0339xrFyxEvE5fCH8wRN2uLZQPH0urO0CaNfGvtdMbJOBqh7jcm0BnW2L/nmjwE4iWsMeXnoeix17hiPr91dvXE27OYNy4cfrOz7hx4/THUhSFZ9a+CyRPYAe13L2zs5M9e/YAaqCV6mjM6XSydu1aACZPnsygQYP2+30RQgjRvR4HP/369SMSibBw4UI+//xzJk6cmLTmlFNOkRlD4hvV7g3w/P138M5rL3HRldcz4dd3U56buMbpDRKM7uhoAu52fUApoPfvcTvbATX4URQFs8VCJBTEFwzjD0WIhIKsW/kxn/v93VZqGQwGvTRdOzqLp+3QaMFPdx2Ztd2g/Px8FixY8HVvhRBCiP3U4+DnwQcf5MILL9SrXFLJyclh9+7dPX0KIb5WVUMz77z2EgAvPfUwP7zpNihLPB5y+kIEve6E20J+j37sFQpH9OGl2hT2/Px8hg4dyvBxk6jY2IDbrwY/3tZ6/H4/OTk5DB8+XH88n89HW1sbJpOJvLw83G71+VIF/1rwoyUyp9odArV/D8TmewkhhOgdPc75ueyyy/YZ+AjxbXjx2f9L+PqNF/+WtKbTFyTkU3NwtEAj5PfqwY925GU2QnFxMbm5uRQVFWEwGPQjNH9IDY5CHjX5uKysLOGoatu2bTzxxBNUVFTg9/sZOnQoJSUlse7PcbQuz5rugh9t58fr9eLz+fb1NgghhDgAB7Tzc8stt+z32gceeOCAL0aIA7V988aEr7esX5PwtT8UxheMEIru/JSXl9PU1EQ4budHC36yHBbmXXhhwvc7rCbMRgOhaL6P4oslRCesiwY5breb9PR0Lr300m6vuWticnezuOIDp9///vfceeedMq1dCCF6wQEFP2vWrPn6RZAyeVOI3qYoCmVDRzF+0lQGD+xP//HHMWLSDCIRBaNR/TuolbCH/bHgp6qqCg82whF12rsW/GR0qeLyer289tpr1Ld2Ujx1HgaDgaBb3fnpWsWlHW+1t7ejKMo+fwby8vIoLy8nMzOT8ePHk5ubm3Kd0agORm1paWHu3LkS+AghRC85oOBn2bJl39R1CHHA/KEIpy28ltMWXstF0/rz0hdVAATCEexGNVDQxlpMmfMdppWn4XA4mDx5Mi+vqiIYVvCFYiXsNlMkIXAxmUx6r6qicAiD2YLXpQY/XXd+tOBHa2yo5eukMmTIEIYMGbJfr3HRokV4vV6Ki4v3a70QQoivJ1PdxRFLq9ayW4yYjAZsZiP+UARfMIzdEg1+tLEW6baEPjl2i4lgOIQvEKYzuvOzsuI13ne2c9555zFixAgsFgsmk4lwOEw46MdABL9XTT7uGvxYLBa9hP25556js7OTU089lSlTphzUa8zKypJZXUII0csOKvh57733eO+992hsbCQSiSTc9/TTTx/UhYmjlzraAf1oqrs166o7qG7zMG1Qnj6NPV67y0tz7R6GDVV3Ud576Ulqq/fS/6YfM3P6JCC285NlTzzSsltMdPpC+IIRXL4QIZ+HlsZ6QG3jACQMLB1XbGdQ/zJsx/wEt9uNzWZLup7c3Fw6OztpbGwE0HsACSGEOLz0+Lfzr3/9a+666y6mTp1Kv379JM9H6AM89/V3odUd4KPtTfiCYeaOLSEnzZpyXXWbl021asPBz3a1cM7EsqQ169av58bzZ2G323G73bz29/+jvq6Wk2cerwc/nd4ANV9UENqRSfpJJ1JeXs6bb77J+o2byBsxDc/AHNz+EO4m9cisrKwsoRpLC35ybZCfYQNs3XZSzs3N1bs2Q/f9e4QQQhxaPQ5+HnvsMZ599lkuu+yy3rwecYTq8ARZtrURh9XE3LEl3a5bW9WmT0evavV2G/zUO2Ol3W5/OGUS8ebNWwDIyMzEaDTiiJaGaw0GAXasWo6npZbdLeA/bhoAoVCIoN9HyO+h1RUgooC3tRYgoXcPxMrN96fXzpgxY8jJyWH58uVA6gaHQgghDr0e9/kJBAIcf/zxvXkt4gi2ud6JJxCmxRXQJ6R3FQpHaHT69a8bO7vvXdPi8tNYtYvKjV8CsdydeJvWrwOgX79SINYUsL1dTUoOhCK429QjqPyCAgYPHgzESs3Dfi+NnX4URcHX2gCQNEJCKzf3er1s3bqVd955h23btqW85hEjRjBq1Cj9+1LN6xJCCHHo9Tj4ueqqq3j++ed781rEEWzbzl04W5sAaOr0p1zT5gkSiY3XwulLHSQpisJfH7qbW747mzuvOp81y5bQ6g4krAmFI+zYvAGAcWPHArHgp6Nd7Zzs9gcJ+dQS94UXX4zRqP511461Qn4vnkCYoMdJ0O/FZDJRVpZ4vOZwOLBYLITDYXbv3s3KlSsTjra6amlRJ8vLro8QQhy+etzkMBKJ8MQTT/Df//6XCRMmYLEkJpRKk8O+IxJReO6Pd/PeW69z2lnnM+aRp1Kua/OoAUxBhpW9tY2sW7OCsyZcjcWUGIN3+kOseO8dPYfohUd+z3cvuojBBbHy8XZvkKrKnQBMn64eZ6VnqEGN06nmCrV2ulHC0QaGcRVTsZ0f9SjL164GbWVlZUlJygsWLODss88G4JVXXkn4/lS0eV3BYOrATgghxKF3UE0OtWGmGzZsSLhdkp/7FncgRNWuaD+c0v64/clHVABt7gCRSISW3Rv5yaUXYLXa+On1PyA3PTHvp8MTpKVJPYbKy89n6omzaXM6gdhuSkOrk4Y6NU/npJNOAmI7Oq5ONfhpaWkHwGJzJATnWvAS8nsBsGbkMHbysQwpS+60HP932eVyJXx/Klo5vRwJCyHE4avHTQ737t1LeXm5fpSgURSFqqqq3rk6ccg1dvrYWOtkVEkm/bKT51SBOh6itlo9Cnr9H08RCfo44enHkta1eQLc/z8XsXv7FpxOJ2azGZc/mBT87K6q0wON9z5ZzaZ2A4o5cc1nKz8nHA5js9k45phjgFjg4XKpIyha29sBSOsSrGhBUjigBj/27AJOGz+u2+Rr/XXuR/Bz/PHH64nPQgghDk89rvYaPHgwdXV1SXOJWltbGTx4MOFw+KAvThx6y7c2EQwrtLoCnDupDFOK3jxbtm3XAwO328X2jV8lrYlEFFo6fWzfvEGvnAqFQlTX1NA/b0TC2jVr1wJqDk95WQmb2hvwBhL/PhlsaZx6xjmkWU16AH75FVdTMPQYBg1TK7YceSX0P+4shhcldlvOyMigqKiIiMmGEomQ4bCQ7Ug8ttU0NTWxdOlSLBYLnZ2d+vd3x2AwdDuuQgghxOGhx8GPlo/RlcvlkmnvR4l2T4BgWP2c/aEI7Z5AtNdNonVr1iZ87XR2JK1x+oLs2bwOj8eDxWLBaDTi9/vZuX0nM8bHgh9FUWjpcNF/4CByc7Kxmw1Ub99I7a7NnDPxZv0YKq//CK74xZ+YMzY29mHK5MnUW/phM6vBkD9ixJ5TyMABiXO4bDYb1113HYFQhL2tHhRXM+3t7WRnZ6fcydRGXGjiO0ULIYQ48hxw8KMlPRsMBn7xi18klPOGw2FWrlyp5wKJw1s4oqTcydE0uwKs+/BtXn78D1x+62+YPvjMlMFPZeXuhK9dnU4CoQhWcyyQaPcE2bjyAwCGDh1Kh7OTutoaKqNJy5oOb5BRx57C/a/M5sIp5axc+Tm3X3YGFouFe++4EbvFRCgc0UdbZNhif4W15wuE1Rld2po0W+qBoFazkSEFadz9+N+IRCLcfPPNSaMkuu7yZGVlJSX3CyGEOLIccPCjJT0risL69euxWmN5ElarlWOOOYZbb721965QfCM+391KZbOb2aOLKEgR0AC0unzcd9u1ADx21y2cNf/0lOtqq9Ucr6KiIhobG3F3duILhRODH2+QrV+tAmDq1KmsWfcVdbU1VHUpG2/zqFVSuWlWDAYDgwYNBNTqqdaOTkoLcnD5Q2xb8ylF/cqxmsr1762r2cuSp/+IwWDivEn/S83WdRgMRpThWUDq1+h0OolEIhiNxoTOzhqHw4HBYEBRFK699tqknSEhhBBHngP+Tb5s2TKWLVvG5Zdfzttvv61/vWzZMioqKnj88ceTuuTur0cffZQJEybowxxnzJjB22+/Dai5RP/zP//DyJEjcTgcDBgwgB//+Md0dCQesezdu5czzzyTtLQ0ioqKWLx4MaFQ6uqjvioQirCj0UUoorCqsrXbdRVL/q3/94LLrsHlT53HNWDUBE44ZQ7z5p8BqHk/vi45Ou2eADu3bgLg1FNPpbBQzRVrqKtJWFdZU09TdSV56eruSmFhoX5fTV0dAJ2+EPffehXXnzuTpUuX6vfv3rWLF574E2/840k6vEHadq+nactKgr7k7swVFRXcd999+vdnZ2enrFI0GAx6/6BwOJxwPUIIIY5MPc75eeaZZ3rzOgAoLy/n3nvvZfjw4Wqju7/+lXPOOYc1a9agKAq1tbXcf//9jBkzhj179nDttddSW1ur918Jh8OceeaZlJSU8Omnn1JXV8eiRYuwWCz87ne/6/XrPRwFQhEC4UjCcVBXWr8dAG+w+8T0T96vAOD4mbM4+fzvpyxh9wXDTD71XCafei5zhmXw3F+fJRwO09DURFFWf33dli1baG9rw2AwcNZZZ7Flx246XG4GDh+T8Hgv/+0ZHv3D3Zw8+zSWvbcUk8mEw+HA6/VSV1sP40ezt6Yet1ttXhg/NV0LTHw+Hw1tLsIBtYN0qhlb4XAYr9dLdXU1wD6rszIyMnC5XHpStxBCiCPbYTXVfcGCBQlf33333Tz66KN89tlnXHnllbz66qv6fUOHDuXuu+/m0ksvJRQKYTabeffdd9m0aRP//e9/KS4uZuLEifzmN7/h9ttv51e/+lXCEd3RKBCK8Oa6WvyhCCePLKQ0J3Vpemunl6fv+jHF/Qdz2sJrkvJzALyBMFW7dwBqIjGoJe1daVPTM+xm8vNysVgsKIpCdU0d44f216+rra2dsRMmQThAQUEBt93xMyYsuBKHNfF5d0R3hxz22GflcKTh9Xqpb1R7/2zcqPaVSktPp6Aglsys/XcoFKKySg1qzFZbygR87YhLa4j4dcEPwMcff0xxcbEkPAshxBGuxwkMv/71r5kzZw7vvfcezc3NtLW1Jfw5WOFwmBdffBG3282MGTNSruno6CArK0vvyrtixQrGjx9PcXGsAmju3Lk4nU42btzY7XP5/X6cTmfCnyNRfYePdZ8tZ+dXX9Dg7H5u1ubNm3jvrdd5/vE/snXVxynHTLR7A9RWqd2Khw8byur3XmfFO/8iGE4Mcju8QSo3fkmoswVFUViycgvPfLidAcNGJjzWwNET+e2zb+oNMfWKrGDs8dz+EHXV6nOOGhn7fi2pvqlJ7cS8fdtWAAryE6u4CgsLMURzcrZvU4eepmWmDlS6JjLvK6CZOnUqpaWl5Ofn60dgQgghjlyH3VT39evXM2PGDHw+HxkZGbz22muMGTMmaV1zczO/+c1v+OEPf6jfVl9fnxD4APrX9fX13T7nPffcw69//eteegWHzqYdu/nNDZcCMHHlFiYNSN1vZsNXsT48j/z6Fq5ZdFFS0nNldQPt0SC2rbWVB375S0rLyvn1rT9KGEfR7HRz59UXoEQibN26lYL8QprrOvGHYkGN06vuGGWnxaqk7BYTwYAfZ0sj/lAZNrOJVneApno1ryf+M0+PBiotzercLG2sRXFJ4vR4i8VCZmYmzo4O1ny6HEvYx5js1DO2uiY372vnZ+TIkYyMC8aEEEIc2Q67qe4jR45k7dq1rFy5kuuuu47LL7+cTZs2JaxxOp2ceeaZjBkzhl/96lcH/Zx33HEHHR0d+p8jtUP1io8/1P/77Vdf6Hbd1i2x97Ozs5PtO3YlrQkYLPz0D//HjYv/H6eeeioALc1NePyJu0Tr161DiUSwWCwMHToUu1ktK/fF5RLVNbdSu2sLGXFHXBvWf8X3Z43gJ989BV9096el00dLs7q7M2nSJH3tWedfyFnfvZQREyYTCEWor1E/nwH9Y5VeGi2IqXjjXzz77LN88P5/U74H8Ts/M2fOTBpoKoQQ4uh12E11t1qtDBs2jClTpnDPPfdwzDHH8NBDD+n3d3Z2Mm/ePDIzM3nttdcSeq6UlJTQ0NCQ8Hja1yVddgni2Ww2vcJM+3Mk2rR2lf7fn/z3LcKR5EaUvmCY6srEYGdr9Igonl8xMf6E07nl9p/pfZv8fj87d8Z6+kQiCmvXqM/Zr7QUk8nEk3+8h7uvPpsXnvizvq7izddY/L25LJwTC5bLy9XAJRgM0hjd0dmwcROhUAij0cj48eP1tT+6aTELb7mbkROPo90boLlB3R0aOnRo0nXn5ak7Pc1NjQAUFxUnrYHE4Ofkk09OyB0SQghxdOvxsZfP5/tWprpHIhH8fj+g7vjMnTsXm83GG2+8kZTIOmPGDO6++24aGxv1sRtLly4lKysr5dHZ0URRFAxx868qd2yj0xdMmlfl9AVpqEnsrVMVnUQezx1Qj6rSbSbS023k5OTQ3t7Oxg3rOWHyWACaXX72RBOUh0UDkR1bt7Bp/TrKBw3RH2vtF58BJOyu5OaqydHBYJDKyj0M71/CV+u+BNTE5fjkdJtF3U3yh8K0e4IcP+ccyvsP5JRTTkm67lt+eidrd9aQnV9EwOflnJmTktaAOjqjuLiY9PR0AoGAdCUXQog+pMfBz1dffdXrU93vuOMO5s+fz4ABA+js7OT555/ngw8+oKKiAqfTyZw5c/B4PPz9739PSEwuLCzEZDIxZ84cxowZw2WXXcZ9991HfX09d955J9dffz02W+omd0cLbzDMudfewayzF/Lj75yCyWyi3e1PCn7c/jD1NWolVGZmJp2dnfpQUk0oHOGNvz5CwOdlzPVXkD9+PNnR4Ke6OtaXp67DR02lWhGmBZf5+WpZubNdzReKRBRq9qi7RWPHjtW/12g0kp6RQXtbG3v3VhEKTyMtp5DjZp3CoLLEXTpnWxPb16wgMyONwpkncPIFP2B0v8yUOU3nn7MA09pa/evJx/RPWgPq39Frr722u7dTCCHEUazHwU/8hPfe0tjYyKJFi6irqyM7O5sJEyZQUVHB6aefzgcffMDKlSsBGDZsWML37d69m0GDBmEymViyZAnXXXcdM2bMID09ncsvv5y77rqr16/12+YLhokoCmnW1B+Zy6fu1JQPGsLSr6pocIUIpRi/tre6lo6OdgAmTprMRx8u15OMNa2eABUvP0ddbQ0nTR7NxPHjycnJZQ+V1NfHAou6Nhd7o+Xwk6Pl8EVFaq8dZ/Q53IEQjdHvGTc2cfctMzOL9rY2ampr6PSFGDH5BMZPn8kFUxJzeZ557BH+977fM3bCRCZNVXsPZdpTvw/pXfob7Wt8hxBCiL7poPr89Lannnqq2/tOPvnkboepxhs4cCBvvfVWb17WIdfuCfDupgYMwDkTy5J68kCsB0+Ww6IGSK6Qnkgcz+DI5qF/LSfSuJNNX67kow+X09yYmCdV3erRc2a03b28fDWXpikup+rVvz5OW2srdrud+fPnA7EcG3enk1A4QocnoD/+Mccck/A82dnZVAENDfV6uX2qoKaoUM3HcbtdvPHPvxOOKIy56FwoSh5HUVlZyfJ//IXnnnyYCy+5nLNG33fE5nAJIYT4ZhxU8NPe3s5TTz3F5s2bAfXo48orr5QmcL1sa30noeh09Qanj/55aUlrPvxwOdcv+i6lZeW8/J66QxZfbq5p94UoKB3E7NnTWVGUw96GVoaNn5LQ6HDT5s0Eg0GMRiMTJkwA4KJLLqd85EQmzzgRAE8gxKwLrsDtcjK6vEBPKC8r7QeA26WWu2/fuZNAIIDBYEgaeJsT7bzc3NhIdV0j29d8TsnxxyZds5Yc7Wxv44VH76ehvo7x/fOYODo54bm6upon/vwHAP721OM8/ucH9/XWCiGE6IN6HPysWrWKuXPn4nA4mD59OgAPPvggv/vd73j33Xf1YxBx8Kpb3bz17B8Zf/xpNJbMSBn8VFbuxuPx4HG7+cvv7uS/FW8z/9zvMOWB3+tr/KGwfjyWm27hvPPOI9R/KsGwgjcYG0T6+SdqyXxxcbGeCHzBhReSOWYW6dEJ6S5/CJPJxMU/up2zjynVn6NfPy34ceMLhln7pToINzc3N6lB4PRjZ+D1BRgwbBTvVbzFr269geLi4qSeTNrfr9aWFj2xfsSwIaTStSGmw5G6y7UQQoi+q8fBz80338zZZ5/Nk08+qXdYDoVCXHXVVdx00018+OGHX/MIYn/4gmEq/vkM/3jsQXjsQd5ZtwdITvStjY5zyM3LpbGulj27d7Fj6+aENW3uIM/efQtGA4z59Z1MnDgRh9VE0BvCFwyT7bAQDEfYtOZzAMaNi5Wb2y2J/Xvc0SGn6VZTwnNouzThcAiPP0h6bj4nzTmTksLkZoO3/ewXTDm/kSyHmX/8Uc3LKitPTlAeNGgQaenpeNxugkH1eKxr3pfGZDKRn59PS0tLyvuFEEKIHvf5WbVqFbfffrse+ACYzWZuu+02Vq1atY/vFJqmTj/vbKhja31nt2vaPAG+/Cg2ufyl//tLynUN0aTigoJCyqIBSHND4g5KU6eXT957m4o3XqWxsRFFUajZvpF1y9+mtV2tnGt1B9i9VR0FMmPGcfr3epztfF7xKstefY5AKML69et58cGf8/5rf094jsGDB/Pm59t5evk2ghEYMm4aP7zrEX7/0CNJ16w1RPQEwuzZtR2AESOGJ60zGo16UAXq3zNthymV22+/HUA/shNCCCHi9Tj4ycrKYu/evUm3V1VVJY0OEKmt2NVCqzvI6j1tKSemgxqMxDclXPvZR0mJ325/iNYmNam4tF8J/UrVYyit4kqzecsOPB4PBoNBPx666dKzue/2a/V2BQ1tbqr2VAJw+umn699buXsXD/3yFp558Dd4g2E+++Qj3nzpOZ577E8Jz2E0GsnLzcFgMOAPRfR+Qamq1GwWI0G/l+a6Guqi5fYT4pobxovf6cnMysJo7P6v7uLFi3nttdd48803u10jhBCi7+rxsddFF13ElVdeyf3336+Pufjkk09YvHgxCxcu7LULPFq1ewJ6/g2oQU7XMm2AHZV7aYiWoi+64TZGT5uJPxTRj6FAbTbY3qoe85SVlVEcLTf3uN0Jj7X6ixWA2hdJC1CzsrPx+XxU7lZ78biCEf7wz2UE67dx7LGx5OPBgwcD6liTpqYWdu9US9z79SulK5tFDUy8wTBb1q/BkZGNfUJyp+X/VrzN9xcsIDs7h2AwAMCUKVNSvl9nnXkm69ato6a6mrzc1DPL4p177rlfu0YIIUTf1OPg5/7778dgMLBo0SJCoRCKomC1Wrnuuuu49957e/Maj0qt7gDhcBiTSQ1iOrxBUrXjW/nJxwDk5+dz9vf/B38ogi8YTgp+2lrUmVhlZWWURIe5ej0eQuEIZpMRfyjM1vVq8vGQIbFk4ZycXBobGqiO7ry4AxHy+/XnhJkTE7p25+fnYzabCYVCbN+9W9+pGThoYNI13//zn/DV2jUsvOoG/vy7n9PYUE/WM8/w/e9/P2GddnSl9R0yGo0cd9xxpHLdddexY8cOHnjgARlFIYQQ4qD0OPixWq089NBD3HPPPezcqU7ZHjp0KGlpyZVIIlmz08OvLp/LuKnHc8GP7sTpDSat8QXDjD5hHv/7j3cYmRXCaDFFg5/EEvaGDh9lAwbT2dHO7NmzCQTUXRSv14M/pAY/be4gOzevBxJ3V/ILCmArNNSpOUPadWTaE8eVGI1GMjOzaGtrZcfO3TTUqgnWo0aMSLrurRvXs2n9OjasW0NHtNPzqFGjktYNGDAg4euSfv322ZPn4osvJi8vj/79U3dtFkIIIfbHAQc/V1xxxX6te/rppw/4YvqSvz/5CLt2bKemai+zv3MFnvzkPKkGpw+TycSoceM5Y1wJ/3P7L6murmbc3b+lJFudkxUKR3D6Qtz4h+dYMKGETIeVmpoaLBYLNrudTo+PdFsGre6A3o151qxZ+nMURZsSNjXU4w+FeeFPv6G9uYGCm65nTlzOD6hHZG1trezZu1fv2jxp0sSk6y6K7jxV796hz2UbPXp00rr43aQTTpnD8dNSz+HSTJs2jWnTpu1zjRBCCPF1Djj4efbZZxk4cCCTJk3ar47LIrXN69cCMOuUUyksH4QnWkIer7LFA8CAvDQMBgNP/+V+fD4fly26jAlD1OCn1R0gooDDaiTToc7xKisr49+r99DuCYJR/Yh3VO4l4PdjMBg47bTT9OcojSZHt7U00ekLsfKDCqr37uGs009OCn5ycnPZU7mbyl07aWtTd3SmTp2adN2lpeq17d6ulto7HGkpG18ajUbS09Pp6Ojgqmuu4/sXnbt/b54QQghxEA44+Lnuuut44YUX2L17Nz/4wQ+49NJLyYt26hX7JxCKUF9bpX4RCbPslac54cwLgVjysKIoLH9vKX/+xU3MO+MM/vf395IdTU7evWu3vq7J5WfvlnUcd2zijojVZNSfC8CYkccT722iNNKY8HkN6K+WkLe3ttDu9tMYTa5OFdTk56u5NtvWf4miKNjt9pRHUAMHqLfVVquvsTCagJ1KZmYmHR0dhF3Sl0cIIcS344CDn4cffpgHHniAf/3rXzz99NPccccdnHnmmVx55ZXMmTOnxxPd+5IWt5/mBjXIWPpuBbxbQcmAIfhOGKUnMnf6Qzz08x/T2tLC35/7Kw89+AA5uXk0NDRQEzeFffvuvfy/H5xDWloau3btoqioCEDv1uwPhVEUBZdP7ch8XJdqqpNPOol5515Ev0HD+HLdBgKBAEajMWXV1cLLLqd85DEMHjuJ71ptZITaU37eQ4cMTvh60KDBSWs0DdFZYVremBBCCPFN61GfH5vNxsKFC1m6dCmbNm1i7Nix/OhHP2LQoEG4XK7evsajTm2bh5bmZgBycnIA2Lt1A95A7Oirrrmd1miX4j/96U/k5eXpw0Xramr0dcsq/oOiKKRnZOiBD8DdN13J/1t4Cm+/+W/cgTARBYwGSOvSkfm4447lqjvv57SLf8iqVWpn58KiopRjIS6+6LvMvewGRkw+gSHjpvK9hd9L+fq6dl8eNWpkt+/FZZddhtFoTKhAE0IIIb5JPW5yqD+A0YjBYEBRFMLh5LwVkWz95m0Eg0EMBoNe2l21c0tC3s/ar9TKLIvFwvXXXw+oQQlAS7M6cT0YjrBh9WcATJqYmCxcuWs7e3bvYk/lLjrcfn5y3gzuu+G7VFdXJ12PIxoQ7disdnYeMCC5fB0go0sfopw0a8p1I+IqwE6efRrz581LuQ7gySefpL6+nquuuqrbNUIIIURv6lHw4/f7eeGFFzj99NMZMWIE69ev5y9/+Qt79+4lIyOjt6/xqBIIRaiuqSUvL5/8/HwmTVKDltq9u/EGYk0PN2/aBKh5Nlo345JidXJ6W4u6a9ThDVIdreCaMiVxkGxmtGS8taWFtevWUV9Xy/o1qykuTm42WL3tK9Z9+Da7t6gB18iRyeXrAG1tbax691UWf+dEXvrjL9i5fWvKdXl5eTQ1NaEoCsveW7rPhoNGo5HCwu5zgoQQQojedsA5Pz/60Y948cUX6d+/P1dccQUvvPCCNJ07AE0uP0PGT+OZ979i/phC3njjDQDqaqrwxB177d6l5sAUl8SClf5xyckA7Z6g3mwwvhszoPfL6WhrY/0GdUcnLy8fN/faZAAAE4BJREFUqzV5t2bxlRfh7OjQJ7hPnpS65LytrY0Hf3ELAG+8+FduuOKSlCXsgPydEEIIcdg64ODnscceY8CAAQwZMoTly5ezfPnylOv+9a9/HfTFHY0anD4AijNtWCwWTjjhBACcHR1U19YzoTyHSEShdm8lAOVxU87PP+88moI2ivsPIRCKsHXnLjo71aGoJ554YsLzZEdziTo62ti5YxsQ67/TVVZWFs6ODq5afBdTpk7hrONTDwQdMmSIutapDkGd1E2QJIQQQhzODjj4WbRokVR0HYTGaPBTkq3uspSUlJCdnU1HRwdfrvyUM6aPwhUIMWP+d8gvLuXc02fq3ztm9ChOODOdUFjBFwrzxYpPAfVorGu7AS35uaO1lepKtTS+LG4yerycnByqq6roaGlk1ozpFBR0f3RZUFCgBz+yuyOEEOJI1KMmh6JnQuEIbR51fERRpl2//fobb6Y9bGPQOLW3TocnyKipMzn+pNnMG9cv4THsFhOucAhfMEx++RDmnnMh+ZnJlVkDooFOe1sr4Yja60cbTtpVYTSIibjbGFyQvs/XcN1117F48WIZMSGEEOKI1ePZXuLAtXmCKNFuzI64kvP/9/9+xutrazEa1OaGHdH5WlkOS9JjvPvCE1Tv3cOgn/6UgkGjWHTH/Zw3qSxp3cAB/TGbzRiMRloa64HUc7gAvfvyP/76FL/55c+6DZIAbr31VoqLi5NyjIQQQogjhQQ/36JWtzpwNLdLibjDYsJggIgC3mCY9evXU7HkDeacfirHD52bsPYfT/yJ9rY2Zs0+jZLxMzGbDAmBlGbhwoWkjzkJb1Dh55eehsViYcyY1MnJWqIzqPO2vs5ll132tWuEEEKIw5UEP98iLfjJS08MfoxGAx/96xnqqvYw/le/5L23Xue5h+/n8/eXcMk5mxLW5uTk0N7WxprVqylqamPosOEwNfkIymQykeWw4g36+c3f/0txlpVTRhYlrQP45S9/yfr16/nxj3+8z6nqQgghxNFAgp9vUZsn9c4PwD8efRCns4PzzzmbHVs2ADByZPJOTUlJKZW7d/Ppf5ewa8d2ysrL+dGFVSmfL91mBtSp6jlpVr1fUFejRo1iw4YNPXlJQgghxBHnoDs8i/2X47CQYTeTn5Ec/OTk5gKwY+dOGupqgdRjIYZE52bt2rEdgNy87o+p7rz2En560UlsXfVRt92YhRBCiL5Ggp9v0fHDCjj7mFLSrMkbbnnRiel79uyhrbkJgJEjhietGz1qVMLX8fO8utq9cztVeyq564ZL+cMvbzuYSxdCCCGOGhL8HCaKitUgpra2hva2VkA9jupqwoTxCV/361fa7WPGj41ojg5SFUIIIfo6CX4OE/1K1CCmZs8u/H41T2fMmDFJ67p2VR44oPt+O2effbb+36Wl3QdJQgghRF8iwc9hYtBANYjZs1PN5UlPT9f778QrKyvjkUcexWRSy9sHD0o9gR3glltu0f97+vTpvXm5QgghxBFLqr0OE0OjicxGk4kbfn4f5Zmp41Kj0ch1113L4sW34na7GTp0aLePabfb+fjjj/nggw+4+OKLv5HrFkIIIY40EvwcJmbPns19D/4JJbsfZ8w5nXFlybs+8W655RaqqqoYN27cPtedcMIJ+vBUIYQQQoBBURTlUF/E4cbpdOrDRqXpnxBCCHFk2N//f0vOjxBCCCH6FAl+hBBCCNGnSPAjhBBCiD5Fgh8hhBBC9CkS/AghhBCiT5HgRwghhBB9igQ/QgghhOhTJPgRQgghRJ8iwY8QQggh+hQJfoQQQgjRp0jwI4QQQog+RYIfIYQQQvQpEvwIIYQQok+R4EcIIYQQfYoEP0IIIYToU8yH+gIOR4qiAOB0Og/xlQghhBBif2n/39b+P94dCX5S6OzsBKB///6H+EqEEEIIcaA6OzvJzs7u9n6D8nXhUR8UiUSora0lMzMTg8FwqC9nn5xOJ/3796eqqoqsrKxDfTkiSj6Xw5d8Nocn+VwOX0fSZ6MoCp2dnZSWlmI0dp/ZIzs/KRiNRsrLyw/1ZRyQrKysw/4vZV8kn8vhSz6bw5N8LoevI+Wz2deOj0YSnoUQQgjRp0jwI4QQQog+RYKfI5zNZuOXv/wlNpvtUF+KiCOfy+FLPpvDk3wuh6+j8bORhGchhBBC9Cmy8yOEEEKIPkWCHyGEEEL0KRL8CCGEEKJPkeDnMPDhhx+yYMECSktLMRgM/Pvf/064v6Ghge9///uUlpaSlpbGvHnz2L59e9LjrFixgtmzZ5Oenk5WVhazZs3C6/Xq97e2tnLJJZeQlZVFTk4OV155JS6X65t+eUesg/1cKisrMRgMKf+8/PLL+rq9e/dy5plnkpaWRlFREYsXLyYUCn1bL/OI1Bs/M/X19Vx22WWUlJSQnp7O5MmTefXVVxPWyM/MgemNz2Xnzp2cd955FBYWkpWVxXe/+10aGhoS1sjncmDuuecepk2bRmZmJkVFRZx77rls3bo1YY3P5+P6668nPz+fjIwMLrjggqT3fX9+V33wwQdMnjwZm83GsGHDePbZZ7/pl9cjEvwcBtxuN8cccwwPP/xw0n2KonDuueeya9cuXn/9ddasWcPAgQM57bTTcLvd+roVK1Ywb9485syZw+eff84XX3zBDTfckNDh8pJLLmHjxo0sXbqUJUuW8OGHH/LDH/7wW3mNR6KD/Vz69+9PXV1dwp9f//rXZGRkMH/+fADC4TBnnnkmgUCATz/9lL/+9a88++yz/OIXv/hWX+uRpjd+ZhYtWsTWrVt54403WL9+Peeffz7f/e53WbNmjb5GfmYOzMF+Lm63mzlz5mAwGHj//ff55JNPCAQCLFiwgEgkoj+WfC4HZvny5Vx//fV89tlnLF26lGAwyJw5cxJ+Hm6++WbefPNNXn75ZZYvX05tbS3nn3++fv/+/K7avXs3Z555Jqeccgpr167lpptu4qqrrqKiouJbfb37RRGHFUB57bXX9K+3bt2qAMqGDRv028LhsFJYWKg8+eST+m3HHnuscuedd3b7uJs2bVIA5YsvvtBve/vttxWDwaDU1NT07os4CvX0c+lq4sSJyhVXXKF//dZbbylGo1Gpr6/Xb3v00UeVrKwsxe/39+6LOEr19LNJT09XnnvuuYTHysvL09fIz8zB6cnnUlFRoRiNRqWjo0Nf097erhgMBmXp0qWKosjn0hsaGxsVQFm+fLmiKOp7bLFYlJdffllfs3nzZgVQVqxYoSjK/v2uuu2225SxY8cmPNdFF12kzJ0795t+SQdMdn4Oc36/HwC73a7fZjQasdlsfPzxxwA0NjaycuVKioqKOP744ykuLuakk07S7wd1ZygnJ4epU6fqt5122mkYjUZWrlz5Lb2ao8f+fC5drV69mrVr13LllVfqt61YsYLx48dTXFys3zZ37lycTicbN278hq7+6La/n83xxx/PSy+9RGtrK5FIhBdffBGfz8fJJ58MyM9Mb9ufz8Xv92MwGBL6ydjtdoxGo75GPpeD19HRAUBeXh6g/m4KBoOcdtpp+ppRo0YxYMAAVqxYAezf76oVK1YkPIa2RnuMw4kEP4c57S/gHXfcQVtbG4FAgN///vdUV1dTV1cHwK5duwD41a9+xdVXX80777zD5MmTOfXUU/Xz9Pr6eoqKihIe22w2k5eXR319/bf7oo4C+/O5dPXUU08xevRojj/+eP22+vr6hF8mgP61fC49s7+fzT//+U+CwSD5+fnYbDauueYaXnvtNYYNGwbIz0xv25/P5bjjjiM9PZ3bb78dj8eD2+3m1ltvJRwO62vkczk4kUiEm266iRNOOIFx48YB6ntqtVrJyclJWFtcXKy/p/vzu6q7NU6nMyH/9HAgwc9hzmKx8K9//Ytt27aRl5dHWloay5YtY/78+Xo+j3YWfs011/CDH/yASZMm8eCDDzJy5EiefvrpQ3n5R639+Vzieb1enn/++YRdH/HN2N/P5uc//znt7e3897//ZdWqVdxyyy1897vfZf369Yfw6o9e+/O5FBYW8vLLL/Pmm2+SkZFBdnY27e3tTJ48eZ8TusX+u/7669mwYQMvvvjiob6UQ0qmuh8BpkyZwtq1a+no6CAQCFBYWMixxx6rb/v269cPgDFjxiR83+jRo9m7dy8AJSUlNDY2JtwfCoVobW2lpKTkW3gVR5+v+1zivfLKK3g8HhYtWpRwe0lJCZ9//nnCbVqFhXwuPfd1n83OnTv5y1/+woYNGxg7diwAxxxzDB999BEPP/wwjz32mPzMfAP252dmzpw57Ny5k+bmZsxmMzk5OZSUlDBkyBBAfpcdjBtuuEFPEC8vL9dvLykpIRAI0N7enrD709DQoL+n+/O7qqSkJKlCrKGhgaysLBwOxzfxknpMQukjSHZ2NoWFhWzfvp1Vq1ZxzjnnADBo0CBKS0uTShe3bdvGwIEDAZgxYwbt7e2sXr1av//9998nEolw7LHHfnsv4ijU3ecS76mnnuLss8+msLAw4fYZM2awfv36hF/mS5cuJSsrKymYFQeuu8/G4/EAJO0mmEwmfSdVfma+OfvzM1NQUEBOTg7vv/8+jY2NnH322YB8Lj2hKAo33HADr732Gu+//z6DBw9OuH/KlClYLBbee+89/batW7eyd+9eZsyYAezf76oZM2YkPIa2RnuMw8qhzrgWitLZ2amsWbNGWbNmjQIoDzzwgLJmzRplz549iqIoyj//+U9l2bJlys6dO5V///vfysCBA5Xzzz8/4TEefPBBJSsrS3n55ZeV7du3K3feeadit9uVHTt26GvmzZunTJo0SVm5cqXy8ccfK8OHD1cWLlz4rb7WI0lvfC6Koijbt29XDAaD8vbbbyfdFwqFlHHjxilz5sxR1q5dq7zzzjtKYWGhcscdd3zjr+9IdrCfTSAQUIYNG6bMnDlTWblypbJjxw7l/vvvVwwGg/Kf//xHXyc/MwemN35mnn76aWXFihXKjh07lL/97W9KXl6ecssttySskc/lwFx33XVKdna28sEHHyh1dXX6H4/Ho6+59tprlQEDBijvv/++smrVKmXGjBnKjBkz9Pv353fVrl27lLS0NGXx4sXK5s2blYcfflgxmUzKO++8862+3v0hwc9hYNmyZQqQ9Ofyyy9XFEVRHnroIaW8vFyxWCzKgAEDlDvvvDNlGfQ999yjlJeXK2lpacqMGTOUjz76KOH+lpYWZeHChUpGRoaSlZWl/OAHP1A6Ozu/jZd4ROqtz+WOO+5Q+vfvr4TD4ZTPU1lZqcyfP19xOBxKQUGB8pOf/EQJBoPf5Es74vXGZ7Nt2zbl/PPPV4qKipS0tDRlwoQJSaXv8jNzYHrjc7n99tuV4uJixWKxKMOHD1f+8Ic/KJFIJGGNfC4HJtVnAijPPPOMvsbr9So/+tGPlNzcXCUtLU0577zzlLq6uoTH2Z/fVcuWLVMmTpyoWK1WZciQIQnPcTiRqe5CCCGE6FMk50cIIYQQfYoEP0IIIYToUyT4EUIIIUSfIsGPEEIIIfoUCX6EEEII0adI8COEEEKIPkWCHyGEEEL0KRL8CCGEEKJPkeBHCCGEEH2KBD9CiCOSoiicdtppzJ07N+m+Rx55hJycHKqrqw/BlQkhDncS/AghjkgGg4FnnnmGlStX8vjjj+u37969m9tuu40///nPlJeX9+pzBoPBXn08IcShIcGPEOKI1b9/fx566CFuvfVWdu/ejaIoXHnllcyZM4dJkyYxf/58MjIyKC4u5rLLLqO5uVn/3nfeeYcTTzyRnJwc8vPzOeuss9i5c6d+f2VlJQaDgZdeeomTTjoJu93OP/7xj0PxMoUQvUwGmwohjnjnnnsuHR0dnH/++fzmN79h48aNjB07lquuuopFixbh9Xq5/fbbCYVCvP/++wC8+uqrGAwGJkyYgMvl4he/+AWVlZWsXbsWo9FIZWUlgwcPZtCgQfzhD39g0qRJ2O12+vXrd4hfrRDiYEnwI4Q44jU2NjJ27FhaW1t59dVX2bBhAx999BEVFRX6murqavr378/WrVsZMWJE0mM0NzdTWFjI+vXrGTdunB78/PGPf+TGG2/8Nl+OEOIbJsdeQogjXlFREddccw2jR4/m3HPPZd26dSxbtoyMjAz9z6hRowD0o63t27ezcOFChgwZQlZWFoMGDQJg7969CY89derUb/W1CCG+eeZDfQFCCNEbzGYzZrP6K83lcrFgwQJ+//vfJ63Tjq0WLFjAwIEDefLJJyktLSUSiTBu3DgCgUDC+vT09G/+4oUQ3yoJfoQQR53Jkyfz6quvMmjQID0gitfS0sLWrVt58sknmTlzJgAff/zxt32ZQohDRI69hBBHneuvv57W1lYWLlzIF198wc6dO6moqOAHP/gB4XCY3Nxc8vPzeeKJJ9ixYwfvv/8+t9xyy6G+bCHEt0SCHyHEUae0tJRPPvmEcDjMnDlzGD9+PDfddBM5OTkYjUaMRiMvvvgiq1evZty4cdx888387//+76G+bCHEt0SqvYQQQgjRp8jOjxBCCCH6FAl+hBBCCNGnSPAjhBBCiD5Fgh8hhBBC9CkS/AghhBCiT5HgRwghhBB9igQ/QgghhOhTJPgRQgghRJ8iwY8QQggh+hQJfoQQQgjRp0jwI4QQQog+RYIfIYQQQvQp/x/8DKPha9u8xgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(\n", + " X_test,\n", + " mean_y_pred + 1.8 * np.sqrt(s2),\n", + " color=\"tab:blue\",\n", + " alpha=0.4,\n", + " label=\"GP mean+1.8 GP std\",\n", + ")\n", + "plt.plot(Xcomp, ycomp, color=\"grey\", linestyle=\"dashed\", label=\"Measurements\")\n", + "plt.plot(X, y, color=\"black\", linestyle=\"dashed\", label=\"Learning data\")\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Monthly average of CO$_2$ concentration (ppm)\")\n", + "_ = plt.title(\n", + " \"Monthly average of air samples measurements\\nfrom the Mauna Loa Observatory\"\n", + ")\n", + "\n", + "\n", + "axs.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The interpretation of such issue is that the increase in CO2 is not linear but exponential, the climate change is faster every day." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Future forecasting\n", + "### Based on the previous data, here is the future predicted CO2 emissions" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "___________________________________________________________________________\n", + " \n", + " Kriging\n", + "___________________________________________________________________________\n", + " \n", + " Problem size\n", + " \n", + " # training points. : 221\n", + " \n", + "___________________________________________________________________________\n", + " \n", + " Training\n", + " \n", + " Training ...\n", + " Training - done. Time (sec): 16.7609460\n" + ] + } + ], + "source": [ + "sm.set_training_values(Xcomp[300:], ycomp[300:])\n", + "sm.train()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "___________________________________________________________________________\n", + " \n", + " Evaluation\n", + " \n", + " # eval points. : 1000\n", + " \n", + " Predicting ...\n", + " Predicting - done. Time (sec): 0.0448437\n", + " \n", + " Prediction time/pt. (sec) : 0.0000448\n", + " \n" + ] + } + ], + "source": [ + "today = datetime.datetime.now()\n", + "current_month = today.year + today.month / 12\n", + "X_test = np.linspace(start=1984, stop=current_month, num=1_000).reshape(-1, 1)\n", + "mean_y_pred = sm.predict_values(X_test)\n", + "s2 = sm.predict_variances(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(X_test, mean_y_pred, color=\"tab:blue\", alpha=0.4, label=\"Gaussian process\")\n", + "plt.plot(\n", + " Xcomp[300:], ycomp[300:], color=\"black\", linestyle=\"dashed\", label=\"Learning data\"\n", + ")\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Monthly average of CO$_2$ concentration (ppm)\")\n", + "_ = plt.title(\n", + " \"Monthly average of air samples measurements\\nfrom the Mauna Loa Observatory\"\n", + ")\n", + "\n", + "\n", + "plt.fill_between(\n", + " np.ravel(X_test),\n", + " np.ravel(mean_y_pred - 1 * np.sqrt(s2)),\n", + " np.ravel(mean_y_pred + 1 * np.sqrt(s2)),\n", + " color=\"lightgrey\",\n", + ")\n", + "\n", + "plt.legend()\n", + "plt.show()" + ] + } + ], + "metadata": { + "celltoolbar": "Diaporama", + "colab": { + "provenance": [] + }, + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}