{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "0524edad", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:16.821216Z", "iopub.status.busy": "2025-12-18T22:45:16.821005Z", "iopub.status.idle": "2025-12-18T22:45:16.827537Z", "shell.execute_reply": "2025-12-18T22:45:16.827169Z" }, "papermill": { "duration": 0.016768, "end_time": "2025-12-18T22:45:16.828600", "exception": false, "start_time": "2025-12-18T22:45:16.811832", "status": "completed" }, "tags": [ "injected-parameters" ] }, "outputs": [], "source": [ "# Parameters\n", "variable = \"oml_max\"\n", "long_name = \"Thickness of the surface Ocean Boundary Layer calculated by [CVMix] KPP\"\n" ] }, { "cell_type": "markdown", "id": "93b7f37d-9e43-4040-9650-65c9a12d6a59", "metadata": { "editable": true, "papermill": { "duration": 0.003259, "end_time": "2025-12-18T22:45:16.835661", "exception": false, "start_time": "2025-12-18T22:45:16.832402", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# oml_max" ] }, { "cell_type": "code", "execution_count": 2, "id": "3ef91a67-a0c0-4e7e-b89d-cc06c5fefbf5", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-12-18T22:45:16.843381Z", "iopub.status.busy": "2025-12-18T22:45:16.843154Z", "iopub.status.idle": "2025-12-18T22:45:16.975902Z", "shell.execute_reply": "2025-12-18T22:45:16.975214Z" }, "papermill": { "duration": 0.139219, "end_time": "2025-12-18T22:45:16.978251", "exception": false, "start_time": "2025-12-18T22:45:16.839032", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "from IPython.display import display, Markdown" ] }, { "cell_type": "code", "execution_count": 3, "id": "dce4db04-3953-4356-b4cd-7f811e6ac563", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:16.990209Z", "iopub.status.busy": "2025-12-18T22:45:16.989971Z", "iopub.status.idle": "2025-12-18T22:45:16.995015Z", "shell.execute_reply": "2025-12-18T22:45:16.994627Z" }, "papermill": { "duration": 0.012282, "end_time": "2025-12-18T22:45:16.997828", "exception": false, "start_time": "2025-12-18T22:45:16.985546", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/markdown": [ " This notebook compares area-weighted mean and, in some cases, integral time series for oml_max in different basins." ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Dynamically generate markdown content\n", "markdown_text = f\" This notebook compares area-weighted mean and, in some cases, integral time series for {variable} in different basins.\"\n", "\n", "# Display the updated markdown content\n", "display(Markdown(markdown_text))" ] }, { "cell_type": "code", "execution_count": 4, "id": "13834ab8-5413-4cd4-8b72-d02389459983", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-12-18T22:45:17.006192Z", "iopub.status.busy": "2025-12-18T22:45:17.005992Z", "iopub.status.idle": "2025-12-18T22:45:17.051114Z", "shell.execute_reply": "2025-12-18T22:45:17.050700Z" }, "papermill": { "duration": 0.05084, "end_time": "2025-12-18T22:45:17.052551", "exception": false, "start_time": "2025-12-18T22:45:17.001711", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 5, "id": "ca374cc2", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-12-18T22:45:17.062089Z", "iopub.status.busy": "2025-12-18T22:45:17.061080Z", "iopub.status.idle": "2025-12-18T22:45:30.046238Z", "shell.execute_reply": "2025-12-18T22:45:30.045796Z" }, "papermill": { "duration": 12.991259, "end_time": "2025-12-18T22:45:30.047538", "exception": false, "start_time": "2025-12-18T22:45:17.056279", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "%%capture \n", "# comment above line to see details about the run(s) displayed\n", "import sys, os\n", "sys.path.append(os.path.abspath(\"..\"))\n", "from misc import *\n", "import glob\n", "print(\"Last update:\", date.today())\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 6, "id": "9f7b0baf-fc8c-42a2-8f85-394752748d3c", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-12-18T22:45:30.065761Z", "iopub.status.busy": "2025-12-18T22:45:30.064099Z", "iopub.status.idle": "2025-12-18T22:45:30.236793Z", "shell.execute_reply": "2025-12-18T22:45:30.236252Z" }, "papermill": { "duration": 0.180943, "end_time": "2025-12-18T22:45:30.238659", "exception": false, "start_time": "2025-12-18T22:45:30.057716", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "# figure size\n", "fs = (10,4)" ] }, { "cell_type": "code", "execution_count": 7, "id": "7a76c19e-4617-421e-9912-6e37b8b411cd", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:30.251310Z", "iopub.status.busy": "2025-12-18T22:45:30.250083Z", "iopub.status.idle": "2025-12-18T22:45:37.317106Z", "shell.execute_reply": "2025-12-18T22:45:37.316636Z" }, "papermill": { "duration": 7.074437, "end_time": "2025-12-18T22:45:37.318484", "exception": false, "start_time": "2025-12-18T22:45:30.244047", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The history saving thread hit an unexpected error (OperationalError('database is locked')).History will not be written to the database.\n" ] } ], "source": [ "# load data\n", "ds = []\n", "for c, p in zip(casename, ocn_path):\n", " file = glob.glob(p+'{}.native.{}.??????-??????.nc'.format(c, variable))[0]\n", " ds.append(xr.open_dataset(file))" ] }, { "cell_type": "code", "execution_count": 8, "id": "b0fd49de-fa27-4501-9d57-990fc8d28878", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:37.333572Z", "iopub.status.busy": "2025-12-18T22:45:37.332401Z", "iopub.status.idle": "2025-12-18T22:45:37.502387Z", "shell.execute_reply": "2025-12-18T22:45:37.501905Z" }, "papermill": { "duration": 0.176952, "end_time": "2025-12-18T22:45:37.503857", "exception": false, "start_time": "2025-12-18T22:45:37.326905", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "def ts_plot(variable, ds, fs, label, reg='Global'):\n", " \"\"\"\n", " Plot time series of regional means and integrals for a given variable from a list of datasets.\n", "\n", " Parameters\n", " ----------\n", " variable : str\n", " Name of the variable to plot (prefix for \"_mean\" and \"_int\" variables in dataset).\n", " ds : list of xarray.Dataset\n", " List of datasets, each containing time series data for the specified variable with\n", " variables named as `_mean` and optionally `_int`, and with\n", " attributes 'long_name', 'units_mean', and optionally 'units_int'.\n", " fs : tuple\n", " Figure size (width, height) in inches for the plots.\n", " label : list of str\n", " List of labels corresponding to each dataset, used for the legend.\n", " reg : str, optional\n", " Name of the region to select for plotting (default is 'Global').\n", "\n", " Returns\n", " -------\n", " None\n", " Displays the plots but does not return any value.\n", "\n", " Notes\n", " -----\n", " - This function creates one or two plots:\n", " 1. A time series of the variable's regional mean (`_mean`).\n", " 2. If available, a time series of the variable's regional integral (`_int`).\n", " - The function expects each dataset to have attributes 'long_name', 'units_mean', and optionally 'units_int'.\n", " - The same region name is applied across all datasets.\n", " \"\"\"\n", " \n", " fig, ax = plt.subplots(nrows=1, ncols=1, figsize=fs)\n", " for l, i in zip(label, range(len(label))):\n", " ds[i][variable+\"_mean\"].sel(region=reg).plot(ax=ax, label=l, lw=3, linestyle=linestyle[i], color=color[i])\n", " \n", " long_name = ds[0].attrs['long_name']\n", " ax.set_title(\"{}, {}\".format(reg, long_name))\n", " ax.set_ylabel(variable+\"_mean, \" + ds[i].attrs['units_mean'])\n", " ax.set_xlabel('Year')\n", " ax.grid()\n", " ax.legend(ncol=3, loc=1)\n", " \n", " if variable+\"_int\" in ds[0]:\n", " fig, ax = plt.subplots(nrows=1, ncols=1, figsize=fs)\n", " for l, i in zip(label, range(len(label))):\n", " ds[i][variable+\"_int\"].sel(region=reg).plot(ax=ax, label=l, lw=3, linestyle=linestyle[i], color=color[i])\n", "\n", " ax.set_title(\"{}, {}\".format(reg, long_name))\n", " ax.set_ylabel(variable+\"_int, \" + ds[i].attrs['units_int'])\n", " ax.set_xlabel('Year')\n", " ax.grid()\n", " ax.legend(ncol=3, loc=1)\n", "\n", " return" ] }, { "cell_type": "markdown", "id": "502465ab-ff8d-4a56-82eb-96eb140f2fb9", "metadata": { "papermill": { "duration": 0.00366, "end_time": "2025-12-18T22:45:37.512108", "exception": false, "start_time": "2025-12-18T22:45:37.508448", "status": "completed" }, "tags": [] }, "source": [ "## Global" ] }, { "cell_type": "code", "execution_count": 9, "id": "ea77f10f-3d7e-4191-a3d1-8bcd7318125c", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:37.520737Z", "iopub.status.busy": "2025-12-18T22:45:37.520296Z", "iopub.status.idle": "2025-12-18T22:45:37.818353Z", "shell.execute_reply": "2025-12-18T22:45:37.817926Z" }, "papermill": { "duration": 0.303781, "end_time": "2025-12-18T22:45:37.819576", "exception": false, "start_time": "2025-12-18T22:45:37.515795", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'Global'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "b8b4dc27-3be0-4973-8bdd-4a0de25e4316", "metadata": { "papermill": { "duration": 0.004, "end_time": "2025-12-18T22:45:37.828449", "exception": false, "start_time": "2025-12-18T22:45:37.824449", "status": "completed" }, "tags": [] }, "source": [ "## PersianGulf" ] }, { "cell_type": "code", "execution_count": 10, "id": "11b61be4-fdcf-475c-a524-2a3ac8c76ecf", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:37.838195Z", "iopub.status.busy": "2025-12-18T22:45:37.837972Z", "iopub.status.idle": "2025-12-18T22:45:38.111099Z", "shell.execute_reply": "2025-12-18T22:45:38.110740Z" }, "papermill": { "duration": 0.279295, "end_time": "2025-12-18T22:45:38.112187", "exception": false, "start_time": "2025-12-18T22:45:37.832892", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'PersianGulf'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "fa711e4f-4e29-4094-ada2-4ae38e234a82", "metadata": { "papermill": { "duration": 0.005338, "end_time": "2025-12-18T22:45:38.175582", "exception": false, "start_time": "2025-12-18T22:45:38.170244", "status": "completed" }, "tags": [] }, "source": [ "## RedSea" ] }, { "cell_type": "code", "execution_count": 11, "id": "a40d43fe-7d25-414c-8d87-79517880d35f", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:38.186407Z", "iopub.status.busy": "2025-12-18T22:45:38.185570Z", "iopub.status.idle": "2025-12-18T22:45:38.468914Z", "shell.execute_reply": "2025-12-18T22:45:38.468414Z" }, "papermill": { "duration": 0.290402, "end_time": "2025-12-18T22:45:38.470508", "exception": false, "start_time": "2025-12-18T22:45:38.180106", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'RedSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "88ad3620-a8da-4180-83d1-f39edfd5aae2", "metadata": { "papermill": { "duration": 0.005912, "end_time": "2025-12-18T22:45:38.482888", "exception": false, "start_time": "2025-12-18T22:45:38.476976", "status": "completed" }, "tags": [] }, "source": [ "## BlackSea" ] }, { "cell_type": "code", "execution_count": 12, "id": "6e85f68d-eb4e-44fe-acba-84c08de56905", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:38.495191Z", "iopub.status.busy": "2025-12-18T22:45:38.494960Z", "iopub.status.idle": "2025-12-18T22:45:38.771959Z", "shell.execute_reply": "2025-12-18T22:45:38.771526Z" }, "papermill": { "duration": 0.284611, "end_time": "2025-12-18T22:45:38.773332", "exception": false, "start_time": "2025-12-18T22:45:38.488721", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'BlackSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "9c5641d3-c954-411b-abee-d4825c4208ab", "metadata": { "papermill": { "duration": 0.00564, "end_time": "2025-12-18T22:45:38.785378", "exception": false, "start_time": "2025-12-18T22:45:38.779738", "status": "completed" }, "tags": [] }, "source": [ "## MedSea" ] }, { "cell_type": "code", "execution_count": 13, "id": "67297917-8d56-4a6d-9d59-a478035429a1", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:38.797407Z", "iopub.status.busy": "2025-12-18T22:45:38.797190Z", "iopub.status.idle": "2025-12-18T22:45:39.079251Z", "shell.execute_reply": "2025-12-18T22:45:39.078880Z" }, "papermill": { "duration": 0.289523, "end_time": "2025-12-18T22:45:39.080479", "exception": false, "start_time": "2025-12-18T22:45:38.790956", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'MedSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "0543bf55-997b-4ac3-b22b-76c7f52ee97b", "metadata": { "papermill": { "duration": 0.008584, "end_time": "2025-12-18T22:45:39.105098", "exception": false, "start_time": "2025-12-18T22:45:39.096514", "status": "completed" }, "tags": [] }, "source": [ "## BalticSea" ] }, { "cell_type": "code", "execution_count": 14, "id": "198da03e-467e-49f3-b8a5-2a31ad3b9711", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:39.121509Z", "iopub.status.busy": "2025-12-18T22:45:39.121252Z", "iopub.status.idle": "2025-12-18T22:45:39.401876Z", "shell.execute_reply": "2025-12-18T22:45:39.401467Z" }, "papermill": { "duration": 0.289495, "end_time": "2025-12-18T22:45:39.403126", "exception": false, "start_time": "2025-12-18T22:45:39.113631", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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92dnZ2Lp1q2JMFJNLly7h119/Rdu2bdG/f3/Y2dkhMjISe/bswaFDh3DlyhXFfVurVi20bdsW58+fx4sXL1CjRg3Wsa5cuYLHjx+jf//+8PLyUrRrcz/m5eWhXbt2SElJQefOnRULgurQdE4CFMcxBQYGolWrVvD29kZiYiKOHj2KkSNHIiIiAgsXLtToO9TluawtQuY6mjyrhI4/2twz6rhx4wYWLVqEDh06YNKkSXj58iX27duHS5cu4dSpUwprzBdffIE//vgDq1evxmeffcY5zqpVqwBAFMEifwb88MMPSp8BckrO4cLCwvDVV19h3bp1vOPgunXrFPvxUbt2bTRr1gybN2/Gzz//rHDhjIiIQHh4OGbNmsVx61TFhg0bUK9ePXz99ddo0aIF6tWrBwA4e/YsFi5ciDp16uicVI6PpUuXYvr06ahQoQKOHz+uVegSwzB63V/+Jr0CgAHAzJ07V/E3bdo0pkWLFoxEImF69+7NZGRksN6TmprKJCQkcI4VHR3NVKhQgalZsybveVq3bs1qmzt3LgOAOX/+PG/fRo4cyQBgoqKiFG1PnjxhLCwsGBcXF+bx48ec98TExCj+f//+fUYqlTISiYQZNmwYs2vXLub169cqvg2G2bhxIwOAGTBgAJOTk8Pb3yVLlrDaX758yTlOUVERM2zYMAYAc+3aNZXnFIr8e9m4caPSfeR9dXBwYB4+fMh6bciQIQwAZseOHaz21q1bM+Qld/LkSQYAU7VqVebdu3es12QyGfP27VvF9vnz5xXXEsMUXw+1a9dmpFIps2XLFqWfw8/Pj3nz5o2ivaCggGnZsiUDgLl+/TqrPSAggLG2tmYuX77MOlZsbCzj4+PDVKhQQfG7PXjwgAHA9O7dm3PuoqIiJjk5WbFdr149xtLSkomLi+Psy3et8/HLL78wAJgePXowBQUFivaPHz8yvr6+DABOv/m+c3Xw3Rd8x6xfvz6TlJSkaM/MzGQCAgIYMzMz5v3794r25ORkxtnZmXF3d2eePXvGOtbjx48ZOzs7JiQkRKO+ubi4MD4+PkxmZibnNfJ75BsTVH3GqKgoxXg1Z84c3vfJ71++e+Pdu3dMbm4up/3YsWOMmZkZM378eFa7kGv/3LlzDACmefPmTGpqKm+fpk6dytvnkrx584YBwJibmzPZ2dkq983KymLMzc0ZAKy+NGvWjAHALFy4kPOehIQE1rjWunVrRiKRMLt27WLtl5KSwgQHBzPW1tbMhw8fFO3ajv0AmDFjxjCFhYWK9idPnjDm5uZMrVq1VH7Oksiv7ZEjRyqeV7NmzWL69u3LSKVSpk6dOpxrODw8nAHAVK5cmXV/FxQUMN26dWMAMAsWLOD0Wdtr86effmLtf+LECQYA06VLF1a7fLzo168fU1RUpGh//fo14+LiovicJRF6DcvHZADMqlWrOO97//49I5VKmQYNGnBeW79+PQOA+fbbb3m/BxL5M0c+/qsiLi6OSU9P57TfuXOHsbW1ZTp37sxq3717NwOAmTFjBuc9I0aMYAAwp06dUrRpcz9WrlyZAcC0b9+ed/xShpA5CcPwzxdyc3OZNm3aMBYWFqx7mWF0fy6rGhMZRtjcTOhcR5NnlZDxR5t7Rhkl742///6b9dqBAwcYAEy1atVY5+nevTsDgHn06BFr//T0dMbOzo7x9fVljXHKUPWbyJ8BFhYWnDmoOpKTkxlra2vGwcGBcw1/+PCBsbCwYNzd3Zm8vDzWa/JrLDIyktmwYQMDgDl48KDi9RkzZjAAmBcvXij6/t1337GOoey3vnLlCmNhYcFUr16dycjIYOLi4hgvLy/G1taWefLkidLPUrlyZaZy5coaf3b5bzlr1iwGAFO9enW18335PU/2+enTp4ytrS0DgLl48aLW+6vts8Z7aon8S+H7CwwM5J2Yq2Ly5MkMANaEXX4eMQSe/PiLFy/WqD+7d+9mvL29WZ/Lzc2N6devH3P06FHO/iEhIYxUKmVSUlI4rxUWFjJubm5Mw4YNNTr37du3GQDMvHnzNNpfU4QIvO+//57zmvzhRz4s+R4kPXr0YAAw+/btU9uvkgLv3r17jLe3N+Po6MicOXNG5edYt24d5zX5IFNy4JUPul9//TXv8ZYuXcoAYI4cOcIwDMM8fPiQAcAMGTJEbd/r16/P2NraskSfUAICAhiJRMI8f/6c89qaNWsYAMzo0aNZ7foUeHzf+48//sgAYA4fPqxok39v//zzD+/xvvrqKwYA7+SFxNXVlfH39+edhJJoO4muUKGC0uOrm8woo06dOkyVKlVYbUKu/T59+jAAlD6wQkJCGA8PD7XHuXHjhuIzaoKnpycDgLlx4wbDMP835oSEhLAmJnzcv3+fAcB8+umnvK/L77cVK1Zo1BdVY7+trS3vhL5Vq1YMAN7X+JBf23x/rq6uzM8//8yZFI0ZM4YBwKxdu5ZzvIiICMbMzIzz22t7bfr7+/NO8Pz8/Bg3NzdWW7Vq1RgzMzPeSbN8/NZ0ssow/NewfEwODg5W+r5PP/2UAcDcuXOH1d64cWPGzMxM6TijrM+aCDxV9OjRg7GysmLy8/MVbQUFBYyPjw/j7u7OuvflE9qAgABGJpMp2rW5H+WTt3v37gnqr9A5iTL27NnDAGA2b97Matf1uSymwFOGsrmOqmeVNuOPmPeM/N4gRZwc+fd+4cIFRdvRo0cZAMyXX37J2nflypUMAGb+/PkanVvVbyL0GUAyfPhwBgCzfv16VvvChQuVLpKUFHiZmZmMo6Mj07NnT4ZhGCY/P5/x8PBQXCNCBR7DMMyiRYsYAMzQoUOZjh078vaPRFuBB4CRSqXMq1ev1L5Hfs9PnTqVmTt3LvP9998zw4cPV4i1vn376rS/OgzmosmUMC9mZWXhyZMnmD17NkaMGIFnz57hl19+Ye1/5coVLFu2DNeuXUN8fDzy8/NZr8fGxuolacf169cBAF27dtVo/wEDBqB37944f/48wsPDce/ePYSHh2Pfvn3Yt28fPv/8c6xbtw4SiQTZ2dl48OAB3N3dlZqNraysEBERwWpLSkrCH3/8gWPHjuH169ecGJfY2FjhH1QkGjZsyGnz9fUFALXpdIHi71tonZbw8HAsXrwYDg4OuHTpEoKDg0Xp47Vr1wAUx7vwxUVERkYCKHYn6N69OwIDA1GvXj38999/ePv2LXr16oXmzZujYcOGHHesYcOGYcaMGQgKCsLgwYPRqlUrNG/eXOHmq46MjAy8evUKlSpV4rgQAVC4y9y9e1ej44mB0O/1/v37vN+r3MU5IiICQUFBKs85bNgw/P333wgKCsLAgQPRqlUrhIaGCk55rIrg4GCNXItJGIbBtm3bsGnTJjx48AApKSmsuBHymhBy7V+7dg1SqZQTbyMnPz8fCQkJSEpKgpubm8o+AtC47pV8P/m/8vGxc+fOal175L97amoq7+8uj2Ujxzttxv4aNWrAwcGBcw759Ziamsr7ujLOnz+vcHMuKChAdHQ0li5dih9++AGnTp3ChQsXFJ//3r17AIpjvUlq1qyJSpUqISoqCqmpqbyuzkIICQmBubk5p93X11fxfQPF48XLly/h6+vLGwvTpk0bRYx6SYRew3KaNGmitM8TJ07E7t27sXr1aqxevRpA8Vhw8+ZNdO3aVW+1qI4ePYpVq1bh9u3bSExM5GTmS0xMVCRtsLCwQFhYGObNm4d9+/ZhyJAhAIDNmzcjNzcX48aNY90z2t6PVlZWap9XJELnJDExMfjtt99w9uxZxMTEICcnh/W6JvMFbZ7LYiDmXEfo+KPtPaOOli1b8o6Vbdq0wcWLF3Hv3j20bt0aANClSxdUqVIFW7ZswW+//QYbGxsAwOrVq2FhYYExY8YIPj+J0GcASVhYGLZu3Yq1a9fi888/VxxTHu+szD1Tjp2dHQYPHoz169fjw4cPCA8PR0JCAm9SFk2ZNWsWLly4oHDhHTJkiKJvYtO5c2ecPHkSQ4cOVWTQV8eyZcsAFH/n9vb2qFu3LoYPH660xJLQ/ZVhlBg8Ozs7NG7cGPv27UOlSpXw+++/44svvlA8jPfv348BAwbA2tpakbrVzs4OZmZmuHDhAi5evKg0kYOuyIOjhaRilUql6NSpkyIIv6ioCHv37sXnn3+ODRs2oFevXujduzdSUlLAMAwSEhI0HihSU1PRqFEjREVFoXHjxvjss8/g6uoKCwsLpKamYtmyZXr7LjSBb2It96HWJAFMamoqXFxcFAOZJty7dw8ZGRlo1qwZatWqJVofk5KSAEBtGlp5wgBzc3OcPXsW8+fPx549e/DNN98AABwdHTFq1CgsXLhQEYs0ffp0uLu7Y+XKlVi2bBmWLFkCiUSCtm3b4o8//lAbf5aWlgYArBiQksgnKvL9DIHQ71Xu968MZYkYSrJkyRIEBARgw4YNWLRoERYtWgQLCwt0794dixcvRtWqVYV8BF6UfcfqmD59OpYuXQpvb2907twZFStWVFzX8ljIkgi59pOSklBYWKh23MjMzFQp8OTXSWJiInJzc2Ftba1035ycHMVvJ3+fkPFR/t7Tp0/j9OnTKvssR9uxX5nAFzIWKUMqlaJ69er4559/8ODBA1y+fBk7d+5UiABN7s2YmBikpaXpLPBUfc6SSSDkfapQoQLv/sr6KvQaVnc8oHgiW7t2bWzfvh1//fUX7O3tFUJPXzUkly9fjqlTp8LFxQUdO3aEn58fbG1tIZFIFHFb5HUUFhaGX375BWvWrFH8tmvWrIGlpSUnhlPb+7FChQqCJ9ZC7rnXr1+jcePGSElJQcuWLdGpUyc4OTnB3Nwc0dHR2Lx5s0bzBW2ey7oi9lxH6Pij7T2jDnXHK/nMNjMzw/jx4zF79mzs2rULI0eOxI0bN/DgwQP07dtXlOzN8mNo8gzgo1WrVqhVqxauX7+OJ0+eICgoCOfPn8erV6/QqlUr1KxZU+0xxo4dizVr1mDTpk24cOECnJ2d0b9/f60+D1AshPr27YuTJ08CKM7BoS8OHjyIgQMH4tChQ2jXrh1OnToFd3d3le+JiooStJAldH9lGDXJirOzM2rWrIm7d+/i7t27CoH3ww8/wNLSErdv30bt2rVZ7xk/frzWwa6a9gkoXinSRDzwYW5ujoEDB+LRo0dYsGABzp49i969eysezvXq1dPY0rJu3TpERUVh7ty5nFWoa9euKZR+acXZ2RlJSUnIycnR+GEyefJkxMfHY9WqVejduzf2798vyoNI/vscPHhQ46B/FxcXLFmyBEuWLMHLly9x8eJFrF69GsuXL0dqaior2chnn32Gzz77DKmpqbh69Sr279+PDRs2oFOnTnj27JlKa568b2QWNzkfPnxg7WdKyPv04MEDfPLJJzody9zcHFOnTsXUqVMRHx+P8PBw7NixA7t378bTp0/x+PFjhZVBIpEoLdatKuukNiub8fHxWL58OerUqYOrV69yrEX//fcf5z1Crn0nJyfIZDIkJycL7ltJ/Pz84Ovrq0gEpGqF/uLFiygsLISfn58isUbJ8VEd8t992bJlKusmlcSYY78mNGnSBFeuXMHNmzcVIqDkvcm38s93b2p7bWqK/FxxcXG8r/ONI9pcw3LU3TMTJkzAlClTsH37dgwbNgzbtm1DxYoV0b17d3UfRTCFhYWYO3cuvLy8cPfuXU5q9ZKWzpJUrFgRvXr1wr59+/D8+XPExcXh2bNnGDx4MGds1vZ+1GZsETInWbx4MZKSkrBx40ZOiaP//vuPk/xK1Tk1HZvk1im+61nItSz2XEfo+KPNPaMJ6o5HPrPHjBmDuXPnYvXq1Rg5cqRiMUSsbJC+vr7w8/NDTEwMLl26pDBMCCEsLAwzZszAunXrsGTJEsXirTrrnZxGjRrhk08+wYoVK/Dx40d88cUXOs3hIiMjMXPmTLi4uCAtLQ1hYWG4ceOGYPGqCVZWVti7dy+GDRuGXbt2oU2bNjhz5ozWCwD6xKhlEoD/c+Uqufr48uVLBAYGch7wMpkM4eHhGh9b7soiZPW2adOmAKBYCdAF+QNSbhK3t7dHUFAQnjx5ovGD4eXLlwDAu7ph7MmOGDRt2hQMwyhNWcyHRCLB//73P0ydOhUnT55Ejx49OK4c2vYFAC5fvqzV+6tVq4YxY8bg4sWLsLe3x/79+3n3c3Z2Rrdu3bB27VqMGjUKSUlJas/p4OCAgIAAxMbGKlxFSyIvh6BJJkp1aHPfqELX71UZnp6e6NevH3bt2oV27dohMjISjx8/Vrzu4uKCt2/fct5XVFSE+/fvi9qX169fQyaToVOnTpyJ8bt37/D69WvOe4Rc+02bNkVKSgonxbs2yF1hfvnlF6WZuWQymcJtvmSWOflvefr0abVZvbT53cUa+/UF3/NKnrntwoULnP1fvnyJd+/eoUqVKizrnb6vTQcHB1SrVg2xsbF49eoV53W+vmpzDWvKyJEjYWdnh9WrV2P79u3IyMjA2LFjed1NdSUxMRGpqalo1qwZR9xlZmaqXFydOHEigGLLnaqJtZj3ozqEzEnEmi8IGZvkKfb5rmeyFIAqtOm7qmeV0PFHm3tGE8LDw3lLLMiPJx8/5Li7u+PTTz/FtWvXEB4ejp07d6JKlSpaCTFlyMf0BQsWqC3/wGc1HTlyJKysrLBlyxZ8+PAB+/fvh4uLCwYMGKBxH8aMGYP3799DJpPp5J6Zl5eHQYMGISsrCzt37sScOXPw8OFDTJs2TetjqsPCwgLbt2/HyJEj8eTJE7Ru3Zq3NJixMarAO3DgAKKioiCVStGsWTNFu7+/PyIjI1mrxAzDYN68eXj69KnGx5e7RvANPMqYMGECLCwsMH/+fE5sCADWj/jff//h9OnTvDfIx48fFasarVq1UrRPnz4d+fn5+Pzzz3lXt1JSUlgPILmZVj6Bl3Pv3j0sWrSI9zPIaybpK7ZBTL788ksAwIwZMxQr3SVRZSlYunQpZs2ahXPnzqFLly7IyMjQqS+9e/dGQEAA/vnnHxw7dox3n2vXriE7OxtAsRmd7wGfkpKCvLw81urRiRMneFc44+PjAUCjlabPP/8cDMPg66+/Zj3QEhMT8fPPPyv20RVt7htVjB49Gs7Ozpg3bx5v/RyZTKbRwzMvLw9nz57lCIuCggLFgknJ77FJkyaIiYnhTFIWLFig1NVMW+T3Wnh4OOu3yczMRFhYGO9vL+Talz+swsLCFMXWS5KVlaWI1VHH9OnTUbt2bYSHh2Ps2LGcGJ2cnByEhYUhPDwcderUYT0oGzRogGbNmuHu3bv4888/OcdOSkpS1H1r2LAhWrZsiX379vHWPQKAR48eKe4BQLyxXx9ER0dj3759AP6vDAnwf/fcggULWDXyioqKMHPmTMhkMk7sjCGuzdGjR0Mmk2HWrFmsZ1RUVBSWL1/O2V+ba1hTHB0dMWzYMNy9exdz586Fubm5TpM6VXh6esLW1ha3b99muf8WFBRg6tSpSExMVPre9u3bo2bNmti0aRP27t2LmjVr8tZwE/N+VIeQOYmy+cLJkycVKew1QcjY1LBhQ5iZmWH79u2KZyNQXH9OHragCdrMdVQ9q7QZf4TeM5oQGRmJlStXstoOHjyIixcvolq1arxFq+ULDQMHDkR2djYnBlRXpk2bhuDgYFy+fFnhVUSSmZmJ+fPn847zbm5u6Nu3L5KSkjBo0CDk5eVhxIgRgixmo0ePxv79+3H06FGOyBXCzJkzce/ePcyaNQsdO3bEvHnz0Lx5c6xatQp79uzR+rjqMDc3x8aNGzF+/Hi8ePECrVq14q2pbUwM5qJZ0uSelZWFp0+f4vjx4wCAhQsXsvyUp02bhi+++AL169dH//79IZVKceXKFTx9+hQ9e/bE4cOHNTpn27ZtYWZmhjlz5uDRo0eKlaaSNZ1IAgMDsXLlSnzxxRcICQlR1JxJTEzErVu34OTkpBiAbty4gWXLlikKVlepUgVA8WBw9OhR5OTkoHfv3qxVjc8//xx37tzBypUrERAQgM6dO8PPzw/JycmIiorCpUuXMHr0aEXNk88++wx//PEHpk2bhgsXLqB69eqIjIzEkSNH0K9fP+zcuZPzGeQDk5B6IsaiU6dO+OGHH/Dzzz+jZs2aino7Hz9+xJUrV9C0aVOlBVQB4Ndff4WVlRXmz5+PTp064cSJE1q7KUqlUuzbtw+dO3dG9+7d0axZM4SEhMDW1hZv377FrVu38Pr1a3z48AG2trYKv/gGDRqgTp068PHxQUJCAg4ePIiCggLMmjVLcezBgwfD2toaLVq0gL+/PxiGweXLl3Hr1i3Ur19fo5pCM2fOxPHjx3Hw4EEEBwejW7duijp48fHx+Oabb9CiRQutPntJ2rdvjz/++ANhYWHo378/7O3t4ezsjMmTJ2t1PDc3N+zZswd9+/ZF06ZN0b59ewQFBcHMzAwxMTG4du0aSxgoIycnBx06dIC/vz+aNGmCypUrIzc3F6dPn8azZ8/Qo0cPBAYGKvafOXMmTp48id69e2PQoEFwdXXF1atXERUVhTZt2mi9IsuHl5cXBg8ejB07diAkJASdOnVCWloaTp8+DWtra4SEhHAsM0Ku/fbt2+PXX3/FnDlzUL16dXTr1g1VqlRBZmYm3rx5g4sXL6JFixY4ceKE2r7a29vjxIkT6NWrFzZs2IBjx46hW7du8PLyQlxcHI4dO4YPHz4gJCQEhw8f5hRC37p1K9q0aYNvvvkGu3btQuvWrcEwDCIjI3Hq1ClEREQoJmvbt29Hu3btMGbMGCxfvhxNmjSBs7Mz3r17h4cPH+Lx48e4du0aPD09AYg39uuKPDYEKBYGb968wYEDB5CVlYWePXuiT58+in2bNWuGb775Br///jvq1KmDAQMGwM7ODsePH8fjx4/RokULfP3116zjG+LanDFjBg4cOIC9e/eifv366Ny5M9LS0rBz5060atWKUxxdm2tYCBMnTsSaNWvw4cMH9OrVi7eeniYcOHBA6USqU6dOGDp0KKZMmYJff/0VdevWRe/evZGfn4/z588jOTlZUfNOGV988YVCwClzixPzflSHkDnJxIkTsXHjRgwcOBD9+/dHxYoV8fjxY5w4cQIDBw7knS/wIWRs8vb2xmeffYZNmzYhJCQE3bt3R3p6Oo4dO4ZWrVopkhCpQ5u5jrpnldDxR+g9owldunTBjBkzcPz4cQQHByvq4FlbW2P9+vW8CVhCQ0MV95tUKhWljmdJbG1tceLECQwYMADbtm3D4cOH0bFjR1SrVg0ymQwvX77E2bNnkZ6ejhUrVvAeY9y4cdixY4fCQqqpe6YcBwcH1jiqDQcOHMCKFSsQGhqqWOQ2NzfHf//9h5CQEIwdOxYNGzbUm7FDIpFg1apVsLGxwdKlS9GyZUucO3cO1atX18v5BCMo56YWgCfdtLm5OePl5cX06tWLVVumJBs3bmSCg4MZW1tbxs3NjenTpw/z8OFDpel1oSTt9JYtWxT1TuTnl6Mq7erVq1eZfv36MR4eHoxUKmW8vb2Zzp07M7t371bsExMTw6xYsYLp06cPU6NGDcbBwYGRSqWMl5cX07VrV2bLli1KU4kfPnyY6d69u+L4FSpUYBo1asR89913nDpLT548YXr27Ml4eHgwtra2TP369Zm1a9cqUmeTaXvl6X/JNLOaIqRMAl+aY2X9UpWy/+jRo0znzp0ZFxcXxtLSkqlUqRLTp08f5uzZs4p9yDp4JZGn6C1Zm03V76vqWHFxccysWbOYoKAgxsbGhrGzs2OqVavG9O/fn9myZYuiBt3bt2+ZOXPmMM2aNWMqVKjAWFpaMhUrVmS6dOnCHDt2jHXM//3vf0yfPn2YKlWqMDY2NoyLiwsTEhLC/PbbbxqncGcYhsnJyWF++eUXJigoiLG2tmbs7e2Z5s2bM9u3b+fdX5syCQzDMH/99RdTq1YtxtLSkgHASies6piq0jNHRUUxkyZNYqpVq8ZYWVkxDg4OTM2aNZnhw4cz+/fvV9un/Px85rfffmO6dOnC+Pr6MlZWVoy7uzvTpEkT5n//+x+n9g7DMMyhQ4eYBg0aMFZWVoyrqyszaNAgJjo6WmUqelVpsFV9vqysLObbb79lAgICGCsrK6ZSpUrMxIkTmcTERJ2vfTmXL19mPv30U8bb25uRSqWMu7s7ExwczEybNo25deuW2u+wJPn5+cyaNWuY9u3bM+7u7oyFhQXj5ubGtGvXjlmzZg0rjTxJYmIi88033zA1atRgrKysGCcnJyY4OJj59ttvmaysLNa+6enpzC+//MLUr1+fsbOzY6ytrRl/f3+mW7duzOrVqzn1lMQa+xlGfckPEr4yCRKJhHF2dmZatGjBrF69Wmkdqv/++49p3rw5Y29vz1hZWTGBgYHMggULlNaaEvPaVHZ9paWlMdOmTWN8fHwYKysrpmbNmsyff/7JvHr1ivd4Qq9hVeMoH/Xq1WMAcMZHTZD//qr+5LXnCgoKmL/++oupXbs2Y21tzVSoUIEZPny40u+3JMnJyYyZmRljbW3NqvPJh5D7UWhadhJN5iQMU1wXrG3btoyzs7Pi+bB//36lv5UYY1NeXh7zzTffMBUrVmSkUikTEBDALFy4kCkoKBBUJkHoXIdhVD+rGEb4+CP0nlFGye/76tWrTPv27RkHBwfG3t6e6dixI3Pz5k2V71+2bBkDgBk4cKBG5yuJpuV8ioqKmF27djF9+/ZlKlasyFhZWTE2NjZMzZo1mTFjxjBXrlxR+f7q1aszAJjQ0FCV+5Usk6Bp39WVSXjz5g3j4uLCODs7M9HR0ZzjyOfBTZo04X2WaVsmQRnffvstA4Dx8vJSlHxSVtdOGUL3V4eEYdQEUlBKHdOnT8fq1avx5s0btdl9KBQKhULRN+np6ahYsSLc3Nzw+vVrtWU2jMW5c+fQvn17jBgxAv/++6+xu0Mpp3z22WfYsmULzp49i3bt2gl676ZNmzB69GjeZDuUYuRWPVNzqxQT0xxhKTpx8eJFhIWFUXFHoVAoFJNg5cqVyMzMxMSJE01W3AHA77//DgBau6RTKLry5s0b7Ny5E4GBgYLFXUlGjx5tlHqGpsrt27chkUggkUhEj8M3RUw/SIsimDt37hi7CxQKhUIp56SlpeHvv/9GbGwsNmzYgIoVKyoSSJgSDx8+xMGDB3Hnzh1FbGTjxo2N3S1KOWPLli14/vw5du7cifz8fCxYsECr44SEhGDu3LmK7WrVqonVxVKNj48P63vRtS6pqUNdNCkUCoVCoYhOdHQ0qlSpAmtrazRs2BB///03QkJCjN0tDnKXNkdHR3Tt2hUrV66Eq6ursbtFKWe0adMGly5dgq+vL2bOnKnIZkqhaAMVeBQKhUKhUCgUCoVSRjBdR3gKhUKhUCgUCoVCoQjCJATe/fv30b17d/j5+cHGxgaurq4IDQ3F1q1bWfstX74cTZs2hbu7O6ysrODn54fBgwfzFpumUCgUCoVCoVAolPKGSSRZSU1Nha+vL4YMGYKKFSsiKysL27Ztw4gRIxAdHa0oTJ6UlISuXbsiODgYLi4ueP36NX799Vc0adIEd+7cQc2aNTU+p0wmw/v37+Hg4ACJRKKvj0ahUCgUCoVCoVBMHIZhkJGRAR8fH5PO9qsJJh2D17RpU7x//x4xMTFK93n27BkCAwPxww8/YP78+Rof+927d/D19RWjmxQKhUKhUCgUCqUM8PbtW1SqVMnY3dAJk7DgKcPd3R3x8fEq9/Hw8AAAWFgI+ygODg4Ain9ER0dH7TqohIKCApw6dQqdOnWCVCoV9dgUCkV/0HuXQimd0HuXQimdmNK9m56eDl9fX4VGKM2YlMCTyWSQyWRISUnB7t27cfLkSaxYsYKzX1FREQoLCxEVFYXZs2fD09MTo0ePVnnsvLw85OXlKbYzMjIAADY2NrCxsRH1c1hYWMDW1hY2NjZGv1gpFIrm0HuXQimd0HuXQimdmNK9W1BQAABlInTLpFw0v/jiC6xevRoAYGlpiaVLl2LChAmc/aytrRVirUaNGjhw4ABq166t8tg//fQT5s2bx2nfvn07bG1tReg9hUKhUCgUCoVCKY1kZ2dj6NChSEtLE927z9CYlMCLiYlBfHw84uPjcfjwYaxZswa//fYbZs6cydrv7t27yM/Px6tXr7BkyRK8e/cOZ8+eRVBQkNJjkxY8uRk2MTFRLy6ap0+fRseOHY2+GkGhUDSH3rsUSumE3rsUSunElO7d9PR0uLu7lwmBZ1Iumn5+fvDz8wMAdOvWDQAwZ84cjBw5UhFrBwD169cHUJyEpVevXqhWrRq+/fZbHDx4UOmxraysYGVlxWmXSqV6u6D0eWwKhaI/6L1LoZRO6L1LoZROTOHeNfb5xcSkc4A2btwYhYWFeP36tdJ9HBwcUKtWLbx48cKAPaNQKBQKhUKhUCgU08OkLHgk58+fh5mZGapWrap0n8TERDx69AjNmzc3YM8oFAqFQqFQKBRxKCoqUiT5KE8UFBTAwsICubm5KCoq0ss5pFIpzM3N9XJsU8UkBN64cePg6OiIxo0bo0KFCkhMTMTu3buxc+dOfP311/Dw8EBaWho6duyIoUOHonr16rCxscGLFy+wbNky5OXlYe7cucb+GBQKhUKhUCgUisYwDIOPHz8iNTXV2F0xCgzDwMvLC2/fvtVr9kpnZ2d4eXmViQyZmmASAi80NBQbN27E5s2bkZqaCnt7ewQHB2PLli0YPnw4gOLMmcHBwVizZg3evn2L3NxceHl5oU2bNti7dy8CAwON/CkoFAqFQqFQKBTNkYs7T09P2NralhsBIkcmkyEzMxP29vYwMxM/coxhGGRnZyvqant7e4t+DlPEJATe6NGj1daxs7Kywtq1aw3UIwqFQqFQKBQKRX8UFRUpxJ2bm5uxu2MUZDIZ8vPzYW1trReBB0BR7zo+Ph6enp7lwl3TpJOsUCgUCoVCKd0UFhbizJkzePr0qbG7QqGYFPKYO1qPWf/Iv+PyEudIBR6FQqFQKBS9IJPJ0KpVK3Ts2BF169bF5s2bjd0lCsXkKG9umcagvH3HVOBRKBQKhULRC+fOncO1a9cAFIu9xYsXG7lHFAqFUvahAo9CoVAoFIpeuHv3Lms7KirKSD2hUCiU8gMVeBQKhUKhUPTC48ePWdsZGRnIy8szUm8oFIohycjIwDfffINOnTrBw8MDEokEP/30E2e/iRMnwtzcHBKJhPVXq1Ytlcd/+vQprKysIJFIcPv2bT19itKJSWTRpFAoFAqFUvYgBR4AJCQkoFKlSkboDYVCMSRJSUlYs2YNgoOD0adPH6xbt07pvjY2Njh37hynTRlFRUX4/PPP4e7ujvfv34vW57ICFXgUCoVCoVBEp7CwkDdzJhV4FEr5oHLlykhJSYFEIkFiYqJKgWdmZoamTZtqfOwlS5bg3bt3mDVrFqZOnSpGd8sUVOBRKBQKhUIRnVevXvG6YyYkJBihNxSK6SOTyZCUlGTsbvDi5uYmuE6dvjJXRkZG4scff8SOHTuQnJysl3OUdqjAo1AoFAqFIjp87pkAFXgUijKSkpLg6elp7G7wEh8fDw8PD70dPycnB15eXkhISIC3tzf69OmD+fPnw9XVlbUfwzAYO3YsevTogV69emHTpk1661Nphgo8CoVCoVAookMFHoVC0YQ6deqgYcOGqFu3LgDg4sWLWLJkCc6ePYtbt27B3t5ese8///yDR48eYdeuXcbqbqmACjwKhUKhUCii8+jRI952KvAoFEpJJk6cCEdHR4ULaMeOHVGvXj0MGDAAa9euxbRp0wAAb968wZw5c7B06VJUqFDBmF02eajAo1AoFAqFIjrUgkehULSlb9++sLOzw/Xr1xVtkyZNQp06ddC/f3+kpqYCALKzswEAmZmZSEtLg5OTkzG6a3JQgUehUCgUCkVUcnNzERkZyftafHy8gXtDoZQO3NzcTPb+cHNzM/g5GYZhJXZ5/Pgx3rx5AxcXF86+bdu2hZOTk0L4lXeowKNQKBQKhSIqERERkMlkvK9RCx6Fwo+ZmZleE5mUJvbs2YPs7GxW6YQdO3YgNzeXtd+JEyfw22+/YdWqVQgKCjJ0N00WKvAoFAqFQqGIirL4O4AKPAqlPHH8+HFkZWUhIyMDAPD06VPs2bMHANCtWzfExcVh8ODBGDZsGKpXrw6JRIKLFy9i6dKlCAoKwtixYxXH4quTFx0dDQBo0KABGjZsqP8PVEqgAo9CoVAoFIqoKIu/A6jAo1DKExMmTMCbN28U27t378bu3bsBAFFRUXB0dISnpyeWLFmCuLg4FBUVoXLlypgyZQq+/fZb2NnZGavrpRoq8CgUCoVCoYiKKoGXmpqKgoICSKVSA/aIQqEYA7mFTRkymQxbtmxhZdEUwqhRozBq1CjtOleGEf5NUigUCoVCoahAlcADgMTERAP1hEKhUMofVOBRKBQKhUIRjbS0NMTExKjch7ppUigUiv6gAo9CoVAoFIpoPHnyhLVtbm4OR0dHVhsVeBQKhaI/aAwehUKhUCgU0SDdM2vWrAmZTIb09HRFGxV4FAqFoj+oBY9CoVAoFIpokAKvTp06nNpeVOBRKBSK/qAWPAqFQqFQKKJB1sCrU6cOCgsLWW1U4FEo/wfDMMbuQpmnvH3H1IJHoVAoFApFFBiG4Qi8unXrwtPTk9VGBR6FAkWpkOzsbCP3pOwj/47LS3kWasGjUCgUCoUiCvHx8UhKSmK11alTB3fv3mW1UYFHoRQnIHJ2dkZ8fDwAwNbWFhKJxMi9MiwymQz5+fnIzc3Vqg6eOhiGQXZ2NuLj4+Hs7Axzc3PRz2GKUIFHoVAoFApFFMj4OxsbG1SpUoXG4FEoSvDy8gIAhcgrbzAMg5ycHNjY2OhV3Do7Oyu+6/IAFXgUCoVCoVBEgXTPDAwMhLm5ORV4FIoSJBIJvL294enpiYKCAmN3x+AUFBTg0qVLaNWqld7cJ6VSabmx3MmhAo9CoVAoFIookBa8unXrAgBH4JVXawWFogxzc/NyJ0KA4s9dWFgIa2vrchMfZwhokhUKhUKhUCiiwFciAeAKvOTkZBQVFRmsXxQKhVKeoAKPQqFQKBSKzshkMjx58oTVpkzgMQzDScZCoVAoFHGgAo9CoVDKAAcPHsTw4cOxdOnSchnHQTE+b968QWZmJqtNLvDc3d05+9M4PAqFQtEPNAaPQqFQSjl37txBnz59AADbtm2DhYUFJk+ebNxOUcodpHumi4sLfHx8ABQnOXB2dkZqaqridSrwKBQKRT9QCx6FQqGUco4dO8ba3rVrl5F6QinP8MXflUx7TjNpUigUimGgAo9CoVBKOWRGwvv370MmkxmpN5TyirIEK3KowKNQKBTDQAUehUKhlHISExNZ2xkZGYiKijJSbyjlFbIGHhV4FAqFYhyowKNQKJRSDt9E+f79+4bvCKXcUlBQgIiICFabvAaeHCrwKBQKxTBQgUehaEhSUhK6du0KR0dHfPbZZ8jPzzd2lygUAFTgUYxPZGQkJ3trUFAQa5sKPAqFQjEMVOBRKBqyYsUKnDhxAhkZGdiyZQt27txp7C5RKAC4LpoAcO/ePSP0hFJeIePvfHx84OrqymqjAo9CoVAMg0kIvPv376N79+7w8/ODjY0NXF1dERoaiq1btyr2KSoqwuLFi9GlSxdUqlQJtra2qF27NmbPns1Ku0yh6IubN2+ytq9evWqknlAo/wfDMNSCRzE66uLvACrwKBQKxVCYRB281NRU+Pr6YsiQIahYsSKysrKwbds2jBgxAtHR0fj++++Rk5ODn376CUOGDMHYsWPh7u6Ou3fvYsGCBTh8+DBu374NGxsbY38UShkmLi6Otf369Wsj9YRC+T/S09N5C5vHxsYiISGBM6mmUPQBacEj4+8AwNPTk7VNBR6FQqHoB5MQeG3atEGbNm1YbT169EBUVBTWrFmD77//HjY2NoiKioKbmxvrfX5+fvj000+xd+9eDB8+3MA9p5QnPn78yNqmAo9iCvC5Z8q5f/8+OnbsaMDeUMor6kokAFwLXmJiImQyGczMTMKZiEKhUMoMJj2quru7w8KiWIOam5uzxJ2cxo0bAwDevn1r0L5RyhcymYxjwYuOjkZRUZGRekShFKPKCkLdNMsGqampWLp0KZYsWYL3798buzscsrOz8erVK1abJgKvqKiIhlhQKBSKHjAJC54cmUwGmUyGlJQU7N69GydPnsSKFStUvufcuXMAuNm6SPLy8pCXl6fYTk9PB1Cc2pnPvUkX5McT+7gU45GUlITCwkJWW2FhIaKiolC5cmUj9YoiNqXx3iUtyyW5e/duqfosFH6GDx+Oo0ePAgDmzp2LBQsWYNy4cTA3Nzdyz4p5+PAhGIZRbEskElSvXp1z7Tk7O3Pe+/79ezg4OOjch9J471IoFNO6d02hD2JhUgJv4sSJWL16NQDA0tISy5cvx/jx45XuHxsbi9mzZ6Nhw4bo0aOHymMvWrQI8+bN47SfOnUKtra2unVcCadPn9bLcSmGJyYmhrd9x44dvLEmlNJNabp35YtcfISHh+PYsWMG7A1FbOLj4xXiDiguYj916lT8888/mDhxIvz9/Y3Xuf/P2bNnWdteXl64cOEC7742NjbIyclRbB86dEjtAq0QStO9S6FQ/g9TuHezs7ON3QXRMCmB9+2332Ls2LGIj4/H4cOHMXnyZGRlZWHmzJmcfZOTk9GtWzcwDIOdO3eq9eGfM2cOpk+frthOT0+Hr68vOnXqBEdHR1E/R0FBAU6fPo2OHTtCKpWKemyKcVA2ifb09ES3bt0M3BuKviiN9+7Tp0+Vvvb+/Xu0adNGb4tYxiIhIQFffvklnjx5gs8//xzTpk0zdpf0xrZt23jbX7x4gZkzZ2LatGmKOHVjcfHiRdZ2o0aNlI6L3t7erPjlatWqiTKGanrvMgyDBQsWYOfOnWjYsCGWLVsGJycnnc9PoVC0w5Seu3LvvrKASQk8Pz8/+Pn5AYBiwJ8zZw5GjhzJ8t1PSUlBx44dERsbi3PnzqFq1apqj21lZQUrKytOu1Qq1dsFpc9jUwyLskQWb968ob9xGaQ03bspKSlKX5PJZHj+/LkiVrmssGjRIuzbtw8AMGvWLLRs2RKhoaFG7pV+uHbtmtLXCgsL8ccff2Dv3r1YtWqV0RLqkIsMn3zyidL7x8PDgyXwUlJSRL3X1N27R48exc8//wygWCQHBARg/vz5op2fQqFohyk8d419fjEx6SQrjRs3RmFhIedh0KFDB0RFReH06dP45JNPjNhDSnmBTLAih2bSpBgbdanmy2KilfPnz7O2y7Ib6uXLl1nb1tbWnH1ev36NTp06YcSIEUYpPUDWwFPltm7sWngHDhxgbV+6dMmg56dQKBRDYNIC7/z58zAzM1NY6OTi7vXr1zh16hTq1atn5B5SygvKEllQgUfRlKKiIty6dUv0LIjqJsj37t0T9XzGhmEYREVFsdru3LljpN7ol8TERDx79ozVdvLkSfzwww+8K81bt25FrVq1sHHjRlbSE32SnJzMuab5MmjKMbbAu3LlCmv73bt3Bj0/hUKhGAJBAi83Nxdr1qzhPHB0Zdy4cZg5cyZ27dqFixcvYu/evRg8eDC2bNmCGTNmwMPDAzk5OejcuTPu3buHefPmobCwENevX1f8kSmaKRQxoQKPoguFhYVo1aoVGjdujGrVquHEiROiHZt0HyZd1suaBS8hIYETCH/nzh2DCRpDQooRW1tbhIaGYv78+bh//z6aN2/OeU9ycjI+//xztG/fHi9evNB7H588ecLalkqlqF69utL9jSnwkpOTOfOXd+/elclrh0KhlG8ECTxra2tMmTIF8fHxonYiNDQUN2/exKRJk9ChQweMHTsWHz9+xJYtW/D7778DKHaRu3XrFhiGwdSpUxEaGsr6k/vUUyj6QJmLZmJiYpkKyqXoh+PHj+Pq1asAgJycHMW4JgbkBLlDhw6s7YcPH5apeo2k9Q4ozjQZGxtrhN7oF9I9s2nTpgrLXWBgIC5duoTVq1fzJgk5f/48PvnkExw6dEivfSQLnNeqVUtlHIsxBZ78HixJXl6e0hhrCoVCKa0IdtGsWrWqyrpL2jB69GhcunQJCQkJKCgoQEpKCi5cuIDhw4cr9vH39wfDMEr/Nm3aJGqfKJSSqLrm+SacFEpJHjx4wNqOjIwU7djk5JRMtJGdnS3q+YyNsvutLLppkgKvZcuWrG0zMzOMGzcOz549w8CBAznvz8vLw7Bhw1Qm4tEVIfF3gHEFHmkRlUPdNCkUSllDsMCbOnUqfv31V2q1oJQrVAk86qZJUQfpKhcXFyeKW1heXh5nLA4KCoK3tzerrSy5aZYXgZeVlYW7d++y2kiBJ8fb2xs7d+7EkSNHFJmo5WRmZmL9+vV66ydpwVMVfwdQgUehUCiGQHCZhCdPniAxMRH+/v5o164dvL29IZFIFK9LJBIsW7ZM1E5SKMakqKhIpQsPFXgUdZACT+6p4OrqqtNx+a5LDw8PhISE4MOHD4q2+/fvY/DgwTqdy1SIjo7mbS9rAu/69esoLCxUbFtYWKBp06Yq39O9e3c8efIE/fv3x6lTpxTtf//9N7766itYWIhbGYlhGFEEHsMwrHmEPsjPz8etW7d4X3v79q1ez02hUCiGRvBov2LFCsX/5XWISkIFHqWskZCQAJlMpvR1KvAoqmAYBs+fP+e0x8XFiS7wzMzM4OLigpCQEBw/flzRXpYyaaqy4BlCKBgK0j2zfv36sLOzU/s+e3t7zJs3jyXwYmJisH//fnz66aei9vHDhw8c90+hAq+goADp6el6LzZ+9+5d5Obm8r5GLXgUCqWsIdhFUyaTqfwrS8H8FAqg2j0TAM3gSlFJUlISUlNTOe3KEvcIgXRvc3V1hbm5OUJCQljt9+7dKzOZApUJvLi4ONFLUBiT8PBw1rYy90w+mjZtiiZNmrDali5dKka3WJDxd/b29qhcubLK95ACDzCMm6Yy90yACjwKhVL2MOk6eBSKKaBuIk4teBRVKEtVL0ayKnJiLJ88kzVCExISRE+OZQyKiorw5s0bpa+XFTfNgoICXLt2jdXWokULQcf46quvWNtXr17FzZs3de0aC9I9MygoCGZmqqcVdnZ2sLW1ZbUZW+BRF00KhVLW0FrgnTx5EnPmzEFYWBhiYmIAALdu3TJ40VIKRd+QE2NyAhMdHU0t1/+f58+fl6mEHmKgTOCJYcEjXTTlAi8gIIDjzlcWfpf379+joKBA6etlReDdu3ePU+tPqMDr378/KlWqxGoTO3xCaPydHEMnWmEYhlrwKBRKuUKwwMvOzkbHjh3RtWtX/P7779iwYYNikvHnn3/it99+E72TFIoxIQUemQa8oKCgTNbgEspff/2FWrVqoV69ehg3bpyxu2My6FPgkRNjd3d3AMWLEMHBwazXykIcnrqSJGVF4JHxd7Vr11b8tpoilUoxefJkVtuuXbtEHatKi8B7+fKlyvq9tNg5hUIpawgWeN999x1u376NvXv3Ii0tjTUodurUCWfOnBG1gxSKsSEn4p988gnHxai8u2nKZDIsWLBAsb127doyVXtNF/TpoqnMggdw3TTLggWvvAo8IfF3JQkLC4ONjY1iu7CwEP/8849OfZNTVFSEJ0+esNrU1cCTQwo8VeJLDEjrnZWVFWs7NzcXSUlJeu0DhUKhGBLBAm/37t34+eef0bdvX9aDAwD8/PwU7poUSlmBnIh7e3ujatWqrLbyLvASEhI4iUQuXrxonM6YGMqErj4teAA4iVbKosCrVq0aa/vjx4+s8hClEZlMplOClZK4urpi5MiRrLbVq1dz3D+1ISoqCjk5Oaw2U7XgkQKvc+fOnGyr1E2TQuGSn5+P+/fvIzk52dhdoQhEsMBLSEhAUFAQ/8HMzDgDPoVS2iEFXoUKFajAI+CbVJNWiPKITCYzqMArOXEmBV5kZCQyMjJ0PqcxIQVep06d4ODgwGor7Va8iIgIjjVJW4EHAFOmTGFtJycnY+vWrVofTw7pnunu7g5PT0+N3mtsgdemTRt4eXmx2miiFQqFTUZGBho2bIh69eqhZs2aZcLNvzwhWOBVrFiRkxpZzsOHD1GlShWdO0WhmBKkwPPy8qICj4AvPT0VeEBsbKzSRS99u2jWqVMH5ubmrNcfPnyo8zmNCSnwAgICOK6opV3gkda7SpUqwc/PT+vj1a5dG126dGG1LV26VOeYM1Lg1a1bV+MahIYUeMnJyXj27BmrrXnz5vD19WW1UQsehcJmx44divl+YmIilixZYuQeUYQgWOD169cPv/zyC0vJSyQSvHnzBkuWLBG9kCrFtMnMzMTevXvx4MEDY3dFb5CWFirwuPAJvKioqHKffEZZ/B1QHHckk8l0Or4qF01ra2vUrl2b9Xppd9MkBV6VKlXQoEEDVltpF3h88Xe6Fm8nSyY8e/YMp0+f1umY5EKvpu6ZgGEF3tWrV1nbNjY2qFevHifDKBV4FAobchGHXCihmDaCBd7cuXPh4+ODxo0bo2HDhpBIJBg9ejTq1KkDT09PzJ49Wx/9pJggGRkZqF+/PgYMGIB69ephx44dxu6S6OTl5XF8z6mLJhdlBabLuxVPlcArKChASkqK1seWyWQcVz5y4sxX8Ly0kpeXx1kwKC8CT1c6derEEfu6Fj7XNoMmYFiBR7pnNm7cGFKplCPwqIsmhcKGrDlKF0FKF4IFnoODA65evYqff/4Z9vb2CAgIgK2tLebMmYNLly5xEq9Qyi7r1q1TxBcxDIOVK1cauUfiw5fdjc+Cl5CQUOrjm3SBCjx+VAk8QLc4vNTUVE79RTKVfllKtBITE8NxK/T39+cIvPfv35faou5v377lTKrEEHgSiYRjxTt+/LjWK/J5eXmca1tXgaevMgWkwGvevDkAUBdNCkUN5FgUFxeH/Px8I/WGIhStCp3b2Nhg9uzZuHz5Ml68eIGrV6/i22+/5aSOp5RdGIbBunXrWG2lPXsdH+QEXCqVwsXFhTfWVF0K97IMFXj86FPg8Vk9yIkzGZ/2+PFjlYXCTZno6GjWtrOzM5ydnVGjRg3Y29uzXiutVjzyfnFxcUFgYKAoxx4+fDhcXV1ZbcuXL9fqWC9evEBhYSGrTReBl5ubi6ysLK36oor8/HzcunWL1SYXeNRFk0JRDSnwGIZR+qynmB6CBV7VqlWVxls9fvyYY9mglE2uX7+Op0+fstrS09ON1Bv9wZdB08zMDNbW1qhYsSLrtfLspqlM3D9+/FgnN8TSjjqBp4uliUywYm9vD2tra1YbWew8Ly8Pz58/F3yuoqIiTJo0CQEBAfjyyy+NIhL54u+A4uzNxk60cufOHdSrVw9+fn7YsGGD1schBV6LFi1gZqbVOiwHW1tbjB8/ntW2efNmrdKfk/F3fn5+cHR01Pj9pMAD9OOmeffuXeTm5rLaQkNDAXAteG/fvqXFzimU/09GRgbvs5u6MpceBD85oqOjkZeXx/tabm4uR/FTyiak9Q4A0tLSjNAT/cIn8OTQOLz/Q9mqHsMwnCQH5YX8/HyOKCEtTWJa8Ej3TABwc3PjTGS1icP79ddfsXLlSrx+/RorVqzAli1bBB9DV5QJPABGj8MbO3Ys7t+/j7dv3yIsLExppml16CP+riQTJ06EhYWFYjsnJwdr164VfBxd4u+A4lAPS0tLVps+BB7pnhkUFAQXFxcAXAtebm4urfVFofx/lM3lqaW79KDV0qCyjF6vX7/m1CSilD3S09N5E6rk5eUpFf+lFb4MmnKowCumqKhIpSWqvLppRkVFcWLkmjVrxtoWU+DxWUUArpum0Di8vLw8jivfyZMnBR1DDExV4L1+/Zr1ncpkMvz++++Cj5OcnIwnT56w2lq0aKFr91hUqlSJk+l6xYoVgi2yugo8iURikEQrZMkJuXsmAPj4+NBi5xSKEpQJPGrBKz1oJPA2b96Mdu3aoV27dgCACRMmKLblf6GhoRg1apTC/YFSdtm5cyeys7N5XytriUb4auDJoQKvGHXp/surwCPdMz08PFCrVi1Wm5gumsoEnq6JVnbs2MFJNqSNm6euCBF4sbGxohSS14QzZ85w2v777z9OzKA6SGuTjY0N53OJAZls5d27d9i7d6+gY/DVwBOKvgUewzCc77SkYJZKpbTYOYWiBGrBK/1oJPCys7ORkJCAhIQESCQSpKamKrblfwUFBRg0aBBWr16t7z5TjAyfe6acshaHR1001aMu6PrWrVtKi32XZUiBV6NGDdb1A+jfRRPgL5WgaawRwzBYtmwZp/3Fixc61/ATiiqBV6NGDdjZ2bFeN5QVj0/gFRUVYfHixYKOQy6ENGnShOPGKAaNGzfmWJI1LZnAMAyOHDnC+S2EWvAA/Qu8ly9fco5Z0oIH0EQrFIoyqAWv9KORwJswYQIePXqER48ewc/PD3v37lVsy/9u376NjRs3ws/PT999phiRhw8f4ubNm0pfL2txeEJcNKOiogw+6TUFSIHn4uLCSgxRUFCg8popq/AJPNJiYAgXTVLgpaSkaPyQvnz5Mm/MXk5OjkEf9JmZmZzPW1LgmZubGyXRSlFREc6ePcv72rp16zhWVlXoO/6uJKQV78aNG7h+/brK91y/fh1t2rRBz549We1mZmYcy7QmeHp6srbFFnik9c7Ly4uT/ZgKPAqFH2rBK/0IjsGLioriZGajlB/Wr1+v8vWybsFTJfDy8/PLZQph8jNXr16dM0aI4aYpk8lw8+ZNQRYoYyKvESmHz4InpoumMguev78/nJycWG2aumnyWe/kREREaHQMMeBzd/T392dtGyMO7/79+0oTc+Tk5GDFihUaHSc7Oxu3b99mtelT4PXt25eTfEeZFe/58+cYMGAAQkNDcenSJc7rzZs352Rv1QR9W/D46t+RMXd8mTQpFEpx3VE+qMArPWiVZCUvLw+rV6/GkCFD0LFjR8VE5uDBg+XWTa08kJubqzZ7XlkXeCUn6BUqVICNjQ3r9fJ4/ZMlEnx8fDiTUzEE3hdffIEmTZqgfv366NSpk8kXs9bEgqcuflEVmlrwJBKJVnF40dHROHDggNLXDSnwSJdALy8vzr1nDIHH555Zkr///luj+m43btxg1ZUzNzdH06ZNde6fMiwsLPDll1+y2vbs2cMSOB8+fMCECRMQFBSkNEYvJCRE67IQxhB4JNSCR6Hwo8yCR4udlx4EC7zExEQ0bNgQEyZMwMWLF3Hu3DlFYo0DBw7gzz//FL2TFNNg//79nLoopNWgLAm87OxsTtKYkhN0iURC4/DAteDxCbyrV69yCiML4cmTJ6x07mfOnMEnn3yCEydOaH1MfZKZmYnY2FhWG58Fr7CwUOvU7JomWQH44/DU8c8//6gUn4ZMtKIq/k4OKfDevXvHSQ4jNqdPn2Ztt23blrWdnJysMmZZDrkAEhISoveM1GPHjoWtra1iu6ioCCtWrEB6ejp+/PFHVKtWDatWreJkggWAypUrY8uWLbhz5w6qVaum1fnJ61XM3yo5ORnPnj1jtVGBR6FoRn5+vtLatrTYeelBsMD75ptvkJqaitu3byMmJoblKtW2bVtcvHhR1A5STAdyotKhQwdO7EVZisHji48iLTBU4HEFnre3N0fgZWZm4uHDh1qfY/v27Zy2hIQEdO3aFV9//bXJrSi+fPmStS2RSBAQEMCJOwK0j8PTNMkKILxUQlZWFud+J2v4GdOCxyfwatasadBEKzk5OZw0/F9++SV69OjBalu8eLHaMgTkcfTpninHxcUFo0aNYrX973//Q7Vq1fDzzz/zZkp2dXXF4sWL8fz5cwwfPlynIuz6tOCRtTdtbGw49wBAi51TKHyouw+oK3PpQPDofOTIEcyfPx/169fn+LNXqlSJroCVUV69eoVz586x2saOHQtHR0dWW1my4JEugDY2NpxVdSrw+C14FSpUQPXq1Vnt2rppMgzDW3dRzp9//okWLVrg1atXWh1fH5DumX5+frCxsYGlpSVcXV1Zr2kj8LKzszkTcCEWvOjoaKSmpird/99//2W9LpFI8N1337H2MaYFj4y/A4rdGsnPqU+BFx4ezqr7aWZmhrZt22LWrFms/WJiYlRev4WFhbh27RqrzRACDwCmTp3K2s7IyOAVWjY2NpgzZw5ev36NadOmwcrKSudz61Pgke6ZjRs3hlQq5exHWvBycnI4XioUSnlDmXumHDrPLx0IFnjp6emoXLky72sFBQU6uWFRTBcyzsLV1RV9+vQpVwKvQoUKnEUNKvD4BR7AnaRqK/Bu3ryp9nu9desW6tWrx2vpMwZ88XdyxEi0wpedUZXAq127NmeCq8yKJ5PJOIXNu3fvzrFMvX//3mD3uyYWPMCwcXhk/F2jRo3g7OyMFi1acMoQ/Pbbb0rdXe/fv4/MzExWm9gFzpVRo0YNdO/eXenrZmZmGDt2LCIjI7Fw4UJOsh5dIK/XrKws0cqpaBJ/B9Bi5xQKH+oEHrXglQ4EC7wqVapwVhvl3Lx5EzVr1tS5UxTTorCwEBs3bmS1ffbZZ7CysuIIvLLsokm6ZwJU4BUWFnJiZ1QJPG3cn/777z/WdvXq1bF8+XJOjbCMjAwMGzYMo0eP5kyYDY0QgaeNBY+0dlhYWKicfFtaWnJqlSkTeKdPn+a4X06dOhXVqlXjuOSRn1MfMAxTKgRex44dFf8nrXhPnjzBsWPHeI9DLnzUrFmT15VXX5AlE+T07t0bjx49wtq1a1GxYkXRz8u3ICGGFS8vLw+3bt1itSkTeJaWlpz7kU5eKeUdQ1nwjh8/jnbt2uGLL77Anj17cPz4cVGOSylGsMAbNmwYfvvtNxw8eFAxWZNIJLh16xaWLVuGESNGiN5JinE5fvw4J+B2zJgxAMCZVJZlC54mAi8uLk6jrHllhbi4OI5oUybw4uPjOaUD1FFUVISdO3ey2oYMGYIvv/wSN27c4F1Q2rRpExo2bKhxKQB9QAqfku6qYtTC4yuRQFoiSDTNpEmWRggKCkL79u1hbW3NEVaGiMNLSUnhJDvSVOC9fftW9OyMQPH3Tyaq6dChg+L/PXr0QGBgIOv13377jfdYhqx/x0f79u0xYMAAxXazZs1w+fJlHDhwgPMZxMTZ2RkWFhasNjF+q3v37iE3N5fVFhoaqnR/mmiFQmFjKAvegwcPcP78eWzYsAFbt27FkiVLRDkupRjBAm/WrFlo3rw5+vbtq1j56ty5M5o2bYomTZpwfPoppR8y2ULTpk0V1oDy5qJJwhcLRFobyjKke6ZUKoWbmxuAYvHr7e3Nel2om+aFCxc4v8OQIUMAFAuW27dvcxJFAMXxYU2aNMHff/9t8KQJDMNw4tPEdtEUkmBFjiaZNJ8/f85ZRZ0yZYpCPJKC2hACj7yfzMzMOMkx5NSqVYtTPkEfVrxz586xritbW1uWiDAzM8M333zDek94eDjHdZBhGKMkWCmJRCLBzp07FUXtw8PDDeIiKpFIONetGAKPTLBSp04duLi4KN2fCjyKKbFmzRpUrVoVrVq1ErwgKhakwAsICGBti3WPkB5P5II5RTcECzypVIpjx45h+/bt6NatGzp06IAOHTpgy5YtOHz4sE5ZtSimx/v373H06FFW29ixYxX/L8sCTxMXTVtbW46IKU9umnwZNOViQCKRcCaKQgUe6Z5Zr149VuZWe3t7bNy4Edu2beMkwMnPz8eUKVPQp08fgyZOSEpK4iQw0beLpqr4OzmkwHv69CkrSQhQXLetJK6urhg+fLhim8yaa4hEK6TA8/X15U2YARgu0QpZHqF169Ycl+EhQ4ZwxANpxXv+/DnntzRU/F1JzMzM0KJFC4SEhKi1BIuJPhKtkAJPmXumHFrsnGIqvHr1ChMmTEBUVBQuX76M6dOnG6UfpMAjxySxBB6ZGE2ZZwZFO7RSYxKJBIMHD8aWLVtw6tQpbN++HUOHDqXirgyyefNmVh0kOzs7DBw4ULFdlmPwNHHRBMp3HJ6yBCtydEm0kpeXxymwLLfekQwdOhT37t1Dw4YNOa8dOnQIvXr1MlgCKNI9UyqVshJT6cNFUxOBFxwczNouLCzE06dPFdupqanYtGkTa5+wsDBWrTRTsOCpmwToOw6PYRiOwCvpninH0tKSM0E7fPgwnjx5otgmrXc+Pj7lapIjtsBjGIaTI0CdwNOHBS8rKwt3797luBZTKKo4c+YMKxnT9evXDd4HmUzGWeQg7yGxip1TC55+oYqMohSZTIb169ez2gYPHsyylJSnGDw+F02ACrySqBN4r1+/1rhI6smTJzmWsEGDBindPyAgAFeuXMGMGTM4r4WHhyuNgRIbUuAFBASwYo2M5aLp5OTEuVZLxuGtX7+eFT9qbm6OSZMmsfYnLXiRkZG8hbDFRFeBd/fuXVH78+rVK84Kd8kEKyUJCwvjuAf+8ccfiv/zxd8Z0oJmbMQWeB8+fOAcQ6gFT1eB9/btW9SuXRsNGjRA3bp1ERMTo9PxKOUHcjEqKSnJ4JnpP3z4wKnbSVrwxCh2np+fz7k3qMATF8ECr6ioCEuXLkWjRo3g6ekJR0dH1p+YaZQpxuXixYscE3pJ90yg7LpoMgyjkYsmwB2UTKkem75RJ/Dq1q3LuUY0teKRJQ9atGgBPz8/le+xtLTEn3/+iWPHjnEmjz/99BNu376t0bl1gYybKOmeCXAFXnx8vNIU+srQxkUTUB6HV1RUhBUrVrBe69evH2fySwq8vLw8tQH5uqKrwHvz5g2SkpJE6w+ZPbNChQqcDKVy7O3tOSJ527ZtihVyYydYMTZiC7xnz56xtr28vNReL6QFT9di5//884/i933z5g3Wrl2r9bEo5QtS4DEMI+rYpQnkeG5paYmaNWvCzs6O1a6rK3NMTAznuUcFnrgIFnizZ8/G9OnTUVRUhI4dO6J///6sv379+umjnxQjQCZXCQoKQpMmTVhtZdVFMyMjg1OTibpociGzq5ICz9zcnLOCTrql8ZGZmYlDhw6x2oYOHapxv7p27YqDBw+y3MYLCwsxfPhwToFwsVFVIgHgXkdFRUVITk4WdA5tXDSB4hjGksgteIcOHUJ0dDTrNb6EWR4eHnB2dma16TsOT6jAq127tl4TrZACr0OHDiqtblOmTGH1p7CwEIsXL0ZsbCzns1GBp5vAI12GmzdvrtYiSgq87OxsjueAEMgSDaTopFD4yMvLw6NHjzjtZBkifUMKPD8/P5iZmYnuykwuhNvZ2alMhkQRjmCBt23bNsyePRt3797Ftm3bsHHjRs4fpfSTnJzMiX8aO3Ys52FJWmzz8/M5iRtKI3xuc5q6aEZFRQm2yJRW1FnwAO3i8A4dOsQS2Obm5qxU7poQGhqK7777jtX2/PlzfP3114KOIxR1Ao+vxplQN01tXDQB/lIJMpmMUxqhQYMGnGLdQHH8NWnF02ccnkwm4whPdQLPwsKCE28olsArKirCuXPnWG188Xcl8fDwwOeff85qW7t2LQ4ePMhqc3JyUmoJLKvo24Knzj0TAG+NP10mr48fPxbtWJTyw5MnTziukYDxBZ48fpzP0q0L5EK4sgV0ivYIFng5OTlqH2iU0s+2bdtYQs3S0pKVTU8OacEDyoabJume6eDgwEo2URJS4OXl5XEsW2UVviyaJKTAe/jwodoVcjJ7ZseOHTW2UpXkhx9+QKNGjVhtK1euVFp0WldkMplaF82SpSTkCE20oq0FjxR4GRkZOHDgAC5evMhqnzp1qlLLhyETrXz8+JGzYKRJEhJ9JVq5e/cuJyOrJs/DGTNmwNzcXLGdlZWF2bNns/Zp3rx5uUtURi526CLwkpOTOWJKE4EnZrHz+Ph4zoScCjyKJigbo0xF4Ikdq0pa8JQtoFO0R/DTpFOnTrhx44Y++kIxERiG4cQN9O3bl9dKYEoCLzc3F5999hlcXV3Rp08fndxFNc2gCRSLGmtra1ZbeXDTzM/P50zI+Cx4jRo1gpWVlWKbYRhOKvOSJCUl4cSJE6w2Zdkz1SGVSrF161aOOP/888/1UgA7NjaW49pLCjxAt0QrfC6dmlrwKlasyBGXU6ZMYW17eXmxMuWSGLJUAunCaGVlpdFKr74EHpk9s1atWpyVbT6qVKnC+U7JDIvlzT0TENeCR2bPtLGx4bgkK0Ms97OSGVLlfPjwweCJMiilD1MXePq24PEtDlN0Q7DAW758Ofbu3Yvly5fj5cuXSE5O5vwJ5f79++jevTv8/PxgY2MDV1dXhIaGYuvWraz9wsPDMXbsWDRo0ABWVlaQSCQc9x2K7ty+fZvjC04mV5FjY2PDWpkGjBeHt337dmzZsgUpKSk4ePAg/vnnH62PJUTgSSSSchmHxydK+ASelZUVGjduzGpT5aa5d+9e1oTI2toaffr00bqfNWrUwF9//cVqi4uLQ1hYmOhF0En3THt7e95rR5daeElJSZx+a2rBk0gknElvbGwsa3vChAksQU5iSBdNUuBVrlxZIysXKfCio6NFSVbAF3+nKWThcxIq8IqfHdq6+JNF5Bs3bqy0XiKJWNYJvhgqmUymVaZcSjFpaWmYM2cOvvzyyzKdwExZtl9DCzwys6W+LHjkHIla8MRHsMBzdHREzZo1MW3aNNSsWRMeHh6cP6GkpqbC19cXCxcuxLFjx/Dvv//C398fI0aMwIIFCxT7nT17FmfOnIGfnx9vfAhFHMjkKv7+/mjXrh3vvhKJxGRKJZDJOy5duqT1scgJt7rBp7QIvIyMDNEmG6R7ppWVldIgaSFxeKR7Zo8ePXgtxUIYP348unfvzmo7ePAgNmzYoNNxSfji7/hcHXWphUe6ZwKaW/AArptmSSwtLTF+/HiV7yddNOPi4nRKSqEKoQlW5AQGBnKs6rqWS8jOzuaICGXlEfgICQlBly5deF+zsrLireFY1uGbL/Bd35ogtP5dScSyTpDxd7oejwIMGzYMv/76K1asWIHOnTuXiRh/koKCAjx8+JD3NUMKPIZhNLbg6SLwGIahLpoGwEL9Lmy++OIL7Nq1C71790bt2rVhaWmpcyfatGmDNm3asNp69OiBqKgorFmzBt9//z2A4niauXPnAgD+/PNPXLhwQedzU9hkZmZy0tOPGTNG5aq5o6Mjy3JrLIH38uVL1rYulgUhFjygdAi8kydPYuDAgUhPT8eYMWM4Ql4ofBk0lcVtkQLv1q1byM3N5UzCY2NjOfFg2rpnlkQikWD9+vWoW7cuyw1s6tSpaNOmDQICAnQ+B6A+wYocXVw0STc2JycnjS0VgGqBN2TIELUP2oCAAJibm7Pq3z1//pyTYVcMtBV48kQrJcMJ7ty5I0iQkVy+fJlV3Nfc3BytW7cWdIxZs2Zx3I8BoEmTJiqtpmUVV1dXmJmZsZJSJSQk8CY+UUVeXh6nBApZu0sVYk1elQk8GoenHUVFRTh+/Lhi+9WrVwgPD0f79u2N2CvxefLkiVLhakiBl5KSgszMTFabvDQRacGTFzvXRgMkJiZyzkOTrIiPYIF34MABLFq0CDNnztRHf1i4u7uzLu7yFoBuDHbv3s268czMzDBq1CiV7zGVWnjkitCbN2+QnZ2tNDmKKsqiwPv+++8Vv8369esxadIkjWNU+NAkwYqc0NBQSCQShWthfn4+bt68iVatWrH227lzJ8v90NHREd26ddO6jyWpUKEC1q1bh969eyvasrKyMHz4cFy+fJlVjFxbtBV4Qix42tbAk6PqN+crjUBiaWmJqlWrspLJREREmJTAA4rdNEmBpwuke2aTJk0E131t3bo1GjdujJs3b7Lay6N7JlD8fHFzc2Nd09rE4d29e5c1QZZIJAgNDdX4/eTkVRuLG8MwVOCJTGpqKicj9cWLF8ucwFM1NhlS4JHWO4lEolj8IBdB5MXO/f39BZ+HnKtZWFgI8kKhaIZgxSSVSnWaFKpCJpOhsLAQCQkJWLlyJU6ePIlZs2bp5VwUfkirTteuXdUmESAnOcaIwcvKyuIIDoBbdFpTypqLJsMwnPgQeZFrbdGkRIIcJycnTup6PjdN0j2zb9++HCufLvTq1QthYWGstuvXr2PRokWiHF9TgSemi6bQB2ONGjV4v9OWLVtqPLYbKtGK0BIJJRE70QqZYEWbbNISiYT3mVZeBR4gTqIV0nU2KCiIU69RFXwWPKHxuW/fvuUkzil5PIpwyIy1ADgeHmUBVe7jxhR4Pj4+Cguds7OzaMXOyfmRv78/J5cDRXcEL1n369cPJ0+e1MsKysSJE7F69WoAxavEy5cvVxsPoil5eXmsFT65JaOgoIC39oguyI8n9nH1zcuXLznZDUeNGqX2czg4OLC2U1JSDP7ZlU0wHz9+jMDAQMHHIy147u7uKj8TuQL88eNHpKWlaWU91AeJiYkcF5CIiAidfidy0uLl5aXyeM2bN1cU1gaKBV7J/SMjIzluVgMHDhT9Wvrtt99w/vx5lkvvvHnz0L59e4X7ojbnzM/P57U48R2LzGT58eNHjc9JXptubm6C+1unTh3Odz1p0iSNj1O9enXW9tOnT0X/nQoLCzkTCF9fX43P88knn7C2o6KiEBcXB1dXV8F9iY+Px4MHD1htbdq00eozd+/eHcHBwYrjVapUCU2bNi11zwuxIBcohNwLcsjFotDQUEHHIBfwsrKykJiYKEgklhzbSGJiYsrt76sLfGL/+vXrSE9Ph42NjRF6pB/Isbgk8fHxBrt2SOHl5+fHOnfFihVZi5jR0dFo2rSp4POQC6HyOD9TuEdMoQ9iIVjgDRkyBGFhYSgoKED37t15H5b169fXqjPffvstxo4di/j4eBw+fBiTJ09GVlaWKO6gixYtwrx58zjtp06d0tsknFzxNXVIcefg4ACJRKK2Zhi5ann//n291RlTxvXr13nbjxw5Ant7e0HH4st69urVK5Wfic9//t9//1X4rxsbPovilStXdPqdyKDw9PR0lccj77PLly/j8OHDipW7nTt3sl53cnJCbm6uXq6lsLAwzJkzR+H+U1RUhE8//RSLFy+GtbW1VvdubGwsKy4NKBYVfJMU0kUlPj4eR44c0cgNnbREafMdkeO2h4cHpFKpxschr/e7d++K/jvFxcVxvs/IyEiNrZ2FhYWQSqWsB/bq1as5lmRNIAWEtbU1kpOTtf7MU6ZMwdatW5GTk4MBAwaU63hysoTA9evXBcXEMgzDserY2toK+m34JnXbt28X5H62b98+pa89evTI4M/EsgCfl0l+fj6WL1+OunXrGqFH4lNUVKRycSAzMxP79+83SIwueR9ZWFiwrlvS8+PMmTNaJUAjx1N5DLkpzJmzs7ON3QXRECzw5Ja7ZcuWYfny5azXGIaBRCLhPJQ1xc/PTzEhlsfdzJkzByNHjtQqO2dJ5syZg+nTpyu209PT4evri06dOumcoY+koKAAp0+fRseOHQUlPzA25MSpZs2a6NWrl9r3HT16lHXDuru7ixY3pSnKEqrIZDLBfUlKSuJMOvr27cux0pF4eXmxhGGlSpUM/j0o48iRI5y2rKwsnfr33XffsbbbtGmj8nj169fHH3/8odjOzs5GpUqVUK9ePTAMw3FdGzp0KHr27Kl1/1TRrVs3ZGRksLL0vn//HmfOnEGPHj20unfJ79jDw0NpPbn3799jxowZim2ZTIYmTZpoNM6RbqwhISGCf0cHBwecOnVKsT1//nxB37WzszOrDMnHjx/RqVMnUeIY5Zw/f5617eDggEGDBilN5MNHSEgIbt26pdi2sLDQ6po/cOAAa7tdu3YajY2qGDFihE7vLyscP36ctbjo5OQk6DeKjIzkhAVMmDCB4zavDk9PT5Y7XNWqVZVmPeVj165dSl/Lzs42mWdBaUKZy2t+fn6Z+T4fPXrESt7ER/369RVWLn2yadMm1nbTpk1Z3/O+fftYC7sODg5a/Q5k2SK5i7opzJmNlUNCHwh+Gm/cuFEf/eClcePGWLVqFV6/fq2zwLOysuJdAZFKpXq7oPR5bH1ADqYuLi4a9Z9MjZ+ZmWnwz026xsmJjIwU3Be+Wo4VK1ZUe5yqVauyBF5MTIzJ/P58WRpfvnwJCwsLQRNmVcf08/NT+Xl9fX1RrVo1lmvk9evX0bhxY9y/f5/jZjts2DC9fn8//vgjTp8+zUrEsW7dOlSoUAHdunUTfG7yGqxRo4bSY/DFKyYlJamMYyy5X0m8vLwE97Vdu3bYtWsX9u/fjzZt2mDcuHGC3h8UFMTaLigoQGxsLKpVqyboOKog3TOrVKkiOGNbw4YNWQLv/v37gr8rhmFw9uxZVlunTp1M5t4u7ZDukUlJSYK+WzJhjZeXl9LyJKrw9fVlCbyPHz8K6sfTp0+Vvvb+/XuYmZkZLc6osLAQmZmZglxOTQFlAi88PLzM3H+kJ4yfnx8+fPjAsiqnpKSIOrYqgxxzq1atyvqeSY+k2NhYrX4H0qNI7vJvCnNmY59fTAQLvJEjR+qjH7ycP38eZmZmglfiKNpBBjQrq2lGYgpZNJUVQH3+/DlkMpmgDKykcHF1ddXIPaJq1aqslWhTSrTCF+SflZWFuLg4rdIT5+XlcYSGqiyaclq2bMkSeJcvX8aUKVM4Vik/Pz9BWfC0QSqVYsuWLQgJCWG5ZaxYsQITJkwQnKpd0wQr8nO7u7uzEqbExcVp5HZEJlnRdvHr008/xaeffqrVe93d3eHm5sa6BiIiIkSdhOiSQVOOGIlWIiMjORMfbRKsUPjRNckKWe9UnrFXKJUqVWJdH0ISSBQWFuLZs2dKXy8qKkJcXJxGCzhi8/TpU/Ts2ROvX7/GgAED8N9//4lqadcnfElWgOKah3l5eWWitAg5JjVs2BA3btxAbGysos1QiVaU1cCTI0ax89zcXNZnA4rHdrKNojsmUXdg3LhxmDlzJnbt2oWLFy9i7969GDx4MLZs2YIZM2YoHgAJCQnYs2cP9uzZo8gIePz4cezZs6dMZlYyNGSxYk1X+0xB4JE18ORkZ2cLHoRIgadpAU5TzqSpbLKi7HtTB1kDD1CdRVMOX8FzmUyGHTt2sNqHDBlikLIo1atXx5IlS1htaWlpLPdJTREi8ADta+GRE2BjpZcmC57rUneSD30IvNevXyudNCqDLI/g7e2tVeImCj+6CjwynkfbjKS61MJ79eoVJy6VHL+MlUlz3rx5imfRnj17sHbtWqP0QxuU3au5ubksy3xphhR4DRo0gKenJ6vNEAJPnlioJKTAE6NeJJ+3FTXi6AeTEHihoaG4efMmJk2ahA4dOmDs2LH4+PEjtmzZgt9//12x35MnTxSrzv/++y+A4sybn376qaIAOkV7tBV4xi6TkJ+fj5iYGKWvC03hTsYiamrhMmWBp2wg1raMBFkiwcbGRqOaYOTkKy4uDv/++y/n9xOjuLmmhIWFceLPdu/eLXhFUVeBp0nyEIZhdK6DJxb6LpUghsALCgrirPKrSknOBynwOnTooLVbM4WLLgLv48ePnEWq5s2ba9UPXawTZP07Ly8vjjubtinldYUsIbF8+XJObTlTRdViTFlY1OdLsFK/fn2jCDy+OZQ6C5682LkQyHmRh4cHJxM7RRxMQuCNHj0aly5dQkJCAgoKCpCSkoILFy5g+PDhrP3atGkDhmF4/8pzFjKxKK0umtHR0SofWEItC0KLnMvhE3hCaynpC2WTFW0teHw18DSZ9AYEBHC+z9mzZ7O2a9euzUlxr08kEgnWrVvHyrYqk8mwfv16jY+RmZnJEYTqBJ42tfAyMzM5D1RjWfBIgWeKFjypVMq5loS4aRYWFuLcuXOsNuqeKS6kwEtOTuYkuVIGab2ztbXVeuwgrRNCBBlZY7ROnTqiWDt0JSUlhTMuRUREsBIsmTJlXeBFREQgJyeH1WYsCx7pnunm5sape6es2LkQyHAaar3THyYh8CimQWl10VQnUowl8HJzczV2u9MnDMMYROBpgkQi4bXilWTIkCEGt5B4enpi6NChrLZ169ZpnBGY/B4lEonaVO/auGjyWTeMZcEjXTTFtODl5ORwvg8hKetLoksc3p07dzgeCVTgiQs5mQW4iYSUQQq8WrVqaZ3IhE/gabpAR1rwTEXgPXnyhLd92bJlBu6JdqgSeFeuXCn1NcvIscjX1xceHh4mIfD4snaKUeyctOAJKYlCEQYVeBQFYgm8tLQ0g1qulCVYkaOri6amMXje3t4cdzBTcNNMSUnhrBLKMbTAA4AWLVqofN2Q7pklITNJvn37FidPntTovaR7pp+fn9pCvNq4aJIxElZWVoLrPIoFacFLSEjQeGKujujoaE6bNhY8QDeBR9ZlCgwMNEqijLKMm5sbp01TN00ywYousZGk+1lWVpbGi5V8Ak+MhBS6QloW5Zw4cUJ0i7s+UCXwsrOzVRYILw2Q7uLyscpUBZ5EItF54YJa8AwHFXgUBdq6aJKxVwUFBbyFv/UFKVJIf25DWfDMzMw4k1BTEHiqVtgiIyO1EuNkkhVNMmjKUZUEoVGjRgZJB81HgwYNUK9ePVbbmjVrNHqv0Pg7QDsXTb4EK8aKB6tSpQonG59YVjzSPdPd3V1rIUsKvFevXmnsVkTG33Xs2FGrPlCUY2FhAVdXV1abJgIvNTWVk2JeF4HHJ9w1sU7k5uZyYpnr1q1rEhY8UniWhKxjbIqoS4hU2t00ycWm+vXrAzBdgQdwF0KoBc90EVXgXbp0iTPRoZQexLLgAYZ10yQFXqdOnVjbsbGxSuvp8KGtwANMM9GKqolFRkaG4Kx1gG4WvE8++YT3mgGMZ72TExYWxto+cuSIRslWtBF4YrhoGss9EyiObyPFuL4EnrbWO6A40QpZPy8wMBB//vmnyoWorKwsVtkTgLpn6gvyOtZkQnv16lXW4pSVlZWinpY2WFtbc/qhiSiLiIjgxIAHBgbqFNMnFqoE3ubNmwVnlDU0ZE3a4OBg1nZpFnhFRUW4d+8eq02ZBU+bZ7RQyCQrygSeLgsXDMNw5kTUgqc/RBV4bdq0QWBgIAYPHkyFXikjLy+P48ZXWgQeafLv0qULJ0W1phPPoqIizmCqqYsmUPoEHqCdm6YuAs/c3BzNmjXjtEskEgwaNEhwX8Rk0KBBsLa2VmwXFRVhw4YNat8nhsBLSEhQG/MnVg08sdBXohXSRVMXgWdpaYlGjRqx2tLS0vD111+jVq1a2LFjB68V+9KlS6wYHwsLC7Ru3VrrflCUo00mTTL+rlGjRjoXKdbGrZIUUVWqVIG9vT1nIhwbG2vQ7JUMw6gUeNnZ2Vi3bp3B+iOUwsJCzsJsnz59WNvh4eEaJ+QxNV68eIGsrCxWmyoXTX2HvWhqwdNl4eLDhw/Izc1ltVELnv4QVeD9+OOPmDZtGqKiojgrLRTThq+0gaYCz9ramuOqZahSCUVFRRwRFRgYyJkQairwEhMTOQ/hsmzBA7QrlaCLwAP43TRbt25t9PgmBwcHTt/UJVthGIZzfWnjoimTydTGsJlKDTw5+kq0IqYFDyiuBcYXExkdHY0hQ4agadOmHMFAumc2bdqUpvPWE9oIPDL+TtvyCCXRZvLKl0GT71iFhYUGK1gNFHsEkBawJk2asLb//vtvkxVIpEcRAPTu3Zu1nZmZybGClRbI+DsfHx/Foh8p8AoKCvQ6pyooKOB4qmjqoinEgkfOh6ysrASFd1CEIarA++mnn/DHH3/gxo0bBh3IKLrD56qhqcCTSCScODxDWfDevn3LyaRVrVo1rS0LpJucmZmZICtJaRR4Qi142dnZnIevGAKPzGJpLDp37szajomJUZlWPCkpifN9aCLwPDw8OPFz6tw0TclFE9CfBU9sgde+fXs8efJEqQvwzZs30apVK/Tr109hjSUTrFD3TP0hVODl5ORwCl1rW+C8JNq4n/ElWAGKLfTkwqch4/DIftna2mLx4sWstrdv3+LAgQMG65MQ+OYktWrV4iwqlVY3Tb4C53L4xnV9zqn5rMv6sODxJVghva0o4qG3b5audJYuyAmqjY0NJyOkKoxVKoEcMBwcHODh4cF5CGg68SQTXbi7uwtKu00KvPfv3yvNYGkoyAGYdGMSKvDIBCuAcIHXqFEjlvXJ1tYW/fv3F3QMfREQEICQkBBW2+rVq5XuT7pnSqVSTpFjPiwsLDgZBNUlWiFdNE3Ngvfq1StRUpeLLfDkx9i+fTtu3LihVAzs378fQUFBCAsL41hmaIIV/SFU4N28eZN1nZmZmaFp06Y690MMF025wDM3N+eMi8YUeEFBQWjWrBnHird06VKD9UkIpMCztraGjY0Nx026tNZAViXwbGxsOHNofQo80j3Tzs6Ok/hIji7Fzmn8nWHRSeAlJCQgJiaG80cpfWibYEWOsQQeKU4CAgIgkUg4lgVNXcd0SbAC8E9E+VK+GxJyUkE+4IW6aJICz87OTvCCjrW1NdauXQsfHx94eXlh48aNSh8ohkYikQhKtkJ+fwEBAZyVe2UIzaRpahY8UuAVFhbqbLVOS0vjTO7EEHhyGjdujIsXL2L//v28STkKCws5sUkODg6cOD6KeAgVeKQ7bUhIiNLETUIQap1IT0/nzHnq1q2r9fHERJnwnDp1Kqv9ypUrgkqHGAplWb3btGnDar98+bLG9UpNBZlMpjTBihxDZtIkBZ6fn5/S7MzkNQ1wQzaUQUskGBbBAi8jIwNjx46FnZ0dvLy8UKVKFc4fpfShbYkEOaSLpqFi8EiBJ8/qRwq8Fy9eaPQQ0FXg2dvbcwZmY7pp8hU5Jx+QL1++FBTArWv8nZw+ffogJiYG79+/x8CBA7U6hr4YNGgQq6BrUVERNm7cyLuvNglW5AjNpGlqSVZcXV0517uubpqk9U4ikWhkERWCRCJBnz598OTJE/z999+8tdhK0rZtW50TeFCUo6vAE8M9ExDuokkWErewsGAtehizVIIygTdgwADOmG2Khc+VzUlIC156ejoePHhgsH6JwcuXLzkJZOQlEuQYU+Apc88EdCt2TkskGBbBAu+rr77Ctm3bMHr0aPzvf//Dhg0bOH+U0kdpteCRK0JygUdaFvLy8jiDGB/kBFtIBk055KBlTIGXlpbGydRFCry0tDRBBarFEnhAsRuTseq4qcLR0ZETr6Us2YouAk9XC56xXTQB8ROtkAKvYsWKgtzFhSCVSjF58mS8evUKs2bNUnoeGn+nX4QIvMLCQk75CrEEHul+lpGRofJZRoqoGjVqsEpyGEvgyWQyjviUCzypVIpJkyaxXtuxYwev670xUSbwfHx8OOVZSlscHmkx9fLy4jxHTVXg6VLsnFrwDItggXf06FH8+uuvWLFiBcaNG4eRI0dy/iilj9Iq8PhcNIHiCQNphdTEskBOsIVa8ADTSrTCt7IWGhqqUxyemALPlBk3bhxr+82bN7zJVgxlwcvPz+dYxo1twQPET7Sij/g7dTg5OeHXX3/F8+fPMWzYMNZrtra2nPTsFHEhr+OkpCSlJQXu37+PzMxMVptYAq9ixYqcNlXWCWUZNOXoknFQF968ecNZ2CvpOjpu3DhWOZiCggKsWrXKIH3TFFVeRaQVr7QLPNI9EzBdgQdoV+w8MzOT8xmoBU+/CBZ4ubm5rIGCUjbQ1UWTFHiGcNFkGEapBU/bODxdXTQBrsAj+2hIyAmFp6cnbG1tOX0UEodXXgRew4YNUa9ePVbbmjVrWNsymYzz3eki8FRZ8PisrOXBgufv76/T8YRQuXJlbN26Fbdu3cLw4cPRrl077Nq1izOhoYgLKfBkMhknxb8c0j2zZs2anMmwtggtdq7MDVKOsSx4ZL9cXV1ZzzJ3d3cMHz6ctc///vc/To0yYyJE4F2+fNmgNQZ1hSyRQLpnAqYt8LS5rslxHTDM4l15RrDA69atG2eApZR+dLXgGaNMwsePH5Gdnc1qK+m6oU0mTX0IPGNa8MiBVz4wky4u1ILHRSKRcKx4hw8fZn3+2NhYTpZUfblokm5rEolEbeyYISAXUp49e6ZTUV5jWPBIGjZsiC1btuDs2bPo3r27wc9f3uBbqFDmpqmv+Ds5Qiav2gg8QwgRvn6RrvBTpkxhbSckJGDHjh1675umkAJflcBLTk5WWdTdlGAYhiPwjGnBk8lknERBQgWeJhY8cqHbx8eHtzYpRTwEC7zvv/8eO3fuxOLFixEZGYnk5GTOH6X0URpdNElRYmVlxRIb2riOkRNsbWLw+ASeLhNeXdCHwCNjNcpyodKhQ4fC1tZWsU0mWyHdM+3t7QUtCghx0SQnvK6uroJKeOgL8j5LSUnhJIMRgikIPIphsbKy4jxD+AQewzAGF3jKJq/x8fGcPpLeTeSx8vPzdbo3NEWd8ASK+9q+fXtW29KlS432rCJRZcHz8/PjWPZLi5vmq1evOB5OxhR48fHxyMvLY7UJddHUxIJHSyQYHsECr06dOoiIiMDXX3+NWrVqwcPDg/NHKX2I7aJpDIEXEBDAKpop1EUzPz+f4wYnhgUvJydHbfIMfUEOvPKBmUwPT100+eFLtrJ27VpFshW++DshSWNIgZeYmKg026up1cCT4+/vz0osAWjvpskwDKesCBV45QNNEq1ERERw7oNWrVqJ2g9NJ6+kiLKxseFcq15eXpxCzoZw09RE4AHckgkPHjzApUuX9NYvIaibk5DJwkpLPTzSeufp6ckb+2kogUe6Z1pYWKhdtBXDgkfj7/SPZsWaSvDjjz+aZNY7im6I7aJpiBg8ZfF3ckgXzbi4OKSkpCgVr3wDqDYCz8fHB5aWlqzin69fv9bqWLpCDry6WvAyMzM54r0sCzwAGD9+PNavX6/YfvPmDU6fPo0uXbrolGAF4F5fMpkMiYmJvJZjU6uBJ8fc3BzVq1dnZe2LiIhAixYtBB8rPj6e43ZNBV75wNPTkzWm8wk80npXqVIltdYGoWjqokkmWAkMDORY1C0sLODj48M6xrt373hjrsSioKAAz549Y7UpE3jdu3dHQEAA63tfunQpxwXSGJACj6yT2rp1a2zatEmxfenSJTAMY/LzUzLBSv369Xn7TAq8pKQkFBYWalxjVVNIgefr66vWM0RZsXNyoa8k1IJneARfKT/99JMeukExNmXBRZNcEZIXnC4sLFS0PX/+HE2bNuU9Hmlls7CwEGzJBAAzMzNUqVKFZcV4/fo1mjVrJvhYuqKpi2ZKSgqSk5PVFhvnS6Vdll00geJ4rJCQENy/f1/RtmbNGlEEnru7OyQSCcst6uPHj7wCz9Rq4JWkZs2aLIGnrQWPdM+USqW8q9uUsocmFjw+90yxJ/SaWic0tZJVqlSJI/D0SWRkJAoKClhtQUFBvPuamZlhypQpLEvewYMHERUVZfSFFXUWPFKEJiYm4unTp0o/q6mgSQZNgCvwgOLPKPZCsdAEK4DyYueqEmJRC57hEeyiSSmbkINpaRB46ix4UqmUM4iomnjy1cAj3Ws0xVQSrSgTeJUrV+asBGripkm6Zzo6OsLe3l7HXpo2fMlWDh06hA8fPugs8CwsLDiulsrceU2xBp4csUolkO6Zfn5+JhFnSNE/pMDj86jQd/wdoL2LpiqBVxJNi0JrC9kvHx8flQt3o0aNgoODg2KbYRisWLFCb/3TFHUCz9/fn/NbmXocnqYJVgDAzc2Ns3ihDzdNbQSe0GLnRUVFnLGdWvD0j1az16KiIhw5cgR//PEH5s+fz/r7+eefxe4jRc8wDMOx4IlRJkGfwdoMw3AECSnwAGETTzEyaMoxBYGXnp6OjIwMVpt8smFhYcFZodXETbM8xd+VhC/ZyurVqzkWJ6ECD9A8k6apumgCwuNdlUETrJRf1FnwYmJiOJNRfQg8UpClp6dzFiwZhuEIKWXlowxdKkFT4SnH0dERY8aMYbWtW7eO8+wwJIWFhZzzk3MSiURS6urhRUdHc4SrMnddc3NzziKePgSe0AyagPBi5+/eveNYlanA0z+CXTSTkpLQsmVLREREsFyLSq40/PDDD+L1kKJ3srOzWW6MgO4xeIWFhcjNzdVbGtzk5GROnB+fyV9IqQQxMmjKMQWBx7eiVnJQrlatGkskayLwylMGzZI4OTlhyJAhrFi8xYsXcxKikMlrNKFChQqseB5lmTRNNckKwL3PXr9+jby8PFhZWQk6DhV45Rd1Ao+03rm6uiIwMFD0fvC5BL979451rpiYGE6xdU0teKYm8ADgyy+/xLJlyxTzufT0dGzevBmTJ0/WSx/VQS44A/yLzq1bt8bWrVsV2xcvXjTpODzSPdPNzQ1+fn5K9/f09GTdB6ZiwQOKLd0lF/JUWfDI+Y+dnZ1otSspyhFswfvuu+9gbW2NN2/egGEY3LhxA5GRkZg+fTpq1KjBWQ2gmD58g6muLpqAft00SfdMCwsL3oGpPFvwyImEu7s7rK2tFdvaJFoprxY8ABw3TXKF2dPTU/B9A5QNCx4p8IqKijj3qCZQgVd+ESrwWrRoobULvSpsbGw4iyfkWEqKKGdnZ6VjoTYp5XVBG4FXtWpV9OzZk9W2fPlyoxUPJ61cgHKBV5K4uDiO27wpwRd/p0qMGiKTprYCT8jCBV+CFVMV4WUJwaPj2bNnMX36dMVgZmZmhoCAAPzxxx/o0KEDZs6cKXonKfqFbzAlLXLqMLTAI8WIv78/b3YpUuC9evWK4yogR58CLzY2Frm5uVofTxuUxd/J0aZUQnkWeI0aNUJwcLDS17Wx3gGa18Iz5SQrTk5OnPtFGzdNKvDKL0IFnj7cM+Wom7ySGTT5ComrOpa+whdycnI4z0ZNBB4AfPXVV6ztyMhIHD9+XKyuCYKsp2xtbc1anJRTrVo1zjPIlMslkPF36rKp6lvgpaWlcTyhtBV4qix4NMGKcRAs8N69ewd/f3+Ym5vDzMwMWVlZitd69uyJ06dPi9pBiv4hLXiOjo6CExtYW1tzUuTqs1SCugyackjLQkFBAWcSKUdMF02+iSkZZKxv1Ak8asETBl+ylZJoE38HcK8zPgsewzAm7aIJ6J5opaioiOMBQgVe+YEUeImJiQohJM+QWBJDCjxy8irESkYeKzc3l1NvVSyePXvGEY+aurG2adMGn3zyCatt6dKlYnVNEJrW5S1NcXgMw2icQVOOvgUeab0DuBZnZQixTNMSCcZBsMBzd3dXTNx9fHxYA11ycjInloti+uhaIkGOITNpqsugKcfV1ZUzcVA28RTTgufg4MA5r6HdNIUKvKSkJF5rbknKs8ADgGHDhrGSrZREW4GniYtmamoqZ2w1JQseoHuildjYWI51nQq88gN5PRcWFiqeTeHh4azXbG1t9VpLTt3kVYjA8/b25lj39OWmSfaratWqnGyHypBIJJzC52fOnMHDhw9F65+maCrwAK6bpjwOz9SIiYnhCHtTE3je3t4ax01TC57pI1jgNWjQQFHvqFu3bpg/fz62bt2KXbt24dtvv1VaY4xiuggZTFVhSIGnqQUP0HziKabAA7irVGfPntXpeEIhB1xy0iK3xJdEnRWvvAs8JycnDB48mPc1sSx4fC6apPUOMD0LnpCERnyQlnVbW1uTE7EU/cH3W8vdNEn3zNDQUEilUr31RdXktbCwkFNIXFkGTaC4XA/5LDGUwFPVLz6GDh3KGVeMUftYF4H3/v17reJ/9Q1pvXNxcVFZNw4wvMDT1D0TUF7snA9qwTMOggXe5MmTFfFZP//8M7y8vPDZZ59h8ODBMDc3x7Jly0TvJEW/lEYLHilElFnwAM0mnjk5OZz+6irwGjZsyNr+559/DJqESJ0FTyqVch4wqgReRkYGyyUbKD9ZNEuizE1TLIGXmJjIsdaR8Ui2trZKLYnGgm8hRchKOinw/P39aSB+OcLGxoZjbVIm8PTpngmotuC9fPmSM5FVV1zbUIlWtEmwUhJra2t8+eWXrLb9+/dzYsf0jRCBV7NmTc4Yaopumnzxd+rGN1MWeMqKnZOkpqZyYiqpBc8wCBZ4HTp0wPjx4wEUr7jdu3cPDx48wMOHD/Hs2TPOZJpi+ogl8MjELPqKwcvIyOAMdKoEniaxQXxucbrE4AHA1KlTWYlf8vLyDFpCRJ3AA4TF4fEN3uVR4DVu3JgTqyKRSLR+aJELCXzxdqacQVMOOfanpqYKmpDQBCsUvkQrmZmZnMmxvgWeqiQrpIjy9vaGm5ub1scTE10FHlD83CIF1Y8//qhTv4RCCjxVhdolEglatWrFajNFgSc0/g4wbYGnabFz0nonkUgEnYeiPTrnGJZIJKhbty7q1KnDm8WQYvqQg6mpW/BI9wuJRKJyMqiJwCPd4qytrXkzgwqhevXq+OKLL1htW7Zswf3793U6riZkZGRwBLYmAk9VJk1S4Dk7O5ucFckQ8CVbqVq1qtY1H93d3Tnp3snr0dQTrACAn58fJ9OdEDdNKvAofALv2rVrrHqTFhYWeg8FIcfKtLQ0RVkUvgyaQo+nD4GXlpbGmWBrI/CcnJzw9ddfs9qOHj2K69ev69Q/IQgNGzH1RCvaJFgBuAIvKyuL40WjC6TAU1WTj0TTYuekwPP19eUk5KPoB60EXkJCAubMmYPQ0FBUr15dEZO3evVq3Lt3T9QOUvQPacEz9Rg80spUqVIl3hTKckjLQnJyMmfCzBd/J4Z72A8//AAHBwfFNsMwmDVrls7HVUdsbCynjU/gkan9hVjwylv8XUlGjRrFKplAJicQgrm5OUewkRbl0mDBMzc357ipCkm0QgUehU/gke6ZDRo00PvCEt9YKZ+8amMlE5KQQlvk8zA5FhYWWruNf/nll5zfwpDeJ0IFXps2bVjbMTExBs9arYrY2FjOGK5JkiC+YuDkcXRBFwsewHU95ruuaYIV4yFY4EVFRSE4OBjLly+HRCLB69evkZeXBwB4+PAhli9fLnonKfpFXzF4+nLR1DSDphx/f3/OihFpWRCzREJJPD098c0337DaTp06pfdyIuRA6+rqyjsp0sVFszwLPDs7O5w9exbbt2/HpUuXOHErQlGXSdOUa+CVRJdEK1TgUTQReKQ7nj6wsbHhuF0qE3iaJDIxhAWPtCzWrFlTa0uJvb09Zs+ezWo7c+YMLl26pHX/hCBU4AUGBnIWyUypHh5pvXNyctJI6Dg4OHCyWorlppmbm8t5zggVeNpY8GiCFcMhWOB98803cHZ2RmRkJC5dusQKom/RogWuXLkiagcp+kcsF00yBs9QFjx1A6WFhQXHUkVOPMXOoFmSadOmcWLVvvnmG8hkMtHOQaJJ/B3AFXgJCQlKhTkVeGzc3NwwZMgQUeKB1GXSJFdtTdFFE9C+VEJeXh7n+qICr/xBCrzY2FiOa6C+4+/k8FndtC0kzpdkRexU/mLE35VkwoQJnOfWDz/8YJASBEIFnqnH4ZECT5MEK0Dx59JXHB5fwjdqwStbCBZ4Z8+exdy5c+Hj48O5QL29vXkTMVBMm9LuoqnOggdwLQvkxFOfAs/Ozg7z589ntd2/fx/bt28X7Rwkmgq8KlWqcOK/lFnxyHu7PCZY0RfqLHilwUUT0N6CFxMTw5k4UoFX/iAns2fOnEFubi6rrXnz5gbpC58oi4iI4CzMaVJInBx/s7OzOc9dXRFb4NnY2ODbb79ltV26dMkg5X7IrIuazElMOQ5Pm/g7OfoSeKR7prOzs+C8A9SCZ9oIFni5ublKMxplZWVxJosU06e0lUkQ6qIJqE+0oi8XTTmjRo3iTAS+++47zuRFLDQVeJaWlpxVO2UC78OHD6zt8m7BExPyeiutLprkfRYVFaXRNU66Z7q4uHA8AihlH/K6Ji05derUUZlRUUz4Jq/aFhLnGyvFdNNkGEar5C/qCAsL4whdQ1jxtKnNSwq8qKgovcQ6agNfiQRNMZTA0yazpbrY0oKCAo6lkFrwDIdgNVazZk2cOXOG97VLly6JMqhQDEtpKpOQk5PDGUQ0GTDUCTx9WvCAYjfRX3/9ldUWExODFStWiHoeOeqKnJdE0zg86qKpP8qKiyZpwWMYRmVcpxwaf0cB1C9cGCL+Tg7f5FVbEWVpacm5x8UUH/Hx8UhKStKqb6qwsrLC999/z2q7fv06jh8/rvOxlVFQUIDMzExWmyYCr27dupz9TMGK9/79e854booWPG0Enrpi5zExMawMuAC14BkSwQIvLCwMy5Ytw7JlyxSrLPn5+dizZw9WrlypqJFHKR3IZDKOEDNlF01yIghoJvDIiWfJ5ECA/gUeAPTo0YMzQfnll1847ihioKkFD9CsVALDMFTg6ZGy4qJpb2+PihUrstrUuWnKZDLcuHGD1UYFXvlE3XVtqPg7gN9FUxc3SH0mWiH7ZWNjI9o9NHr0aM6xfvzxR71Z8fhcVzWZk5iZmXGuj1OnTunNS0ZTSPdMBwcHjbyO5JiywFNX7Jz0tnJ2djaYBZ6ihcCbOHEiPvvsM0ybNk0xKWnRogUGDRqEYcOGYeTIkaJ3kqI/0tPTOQO1KbtokgNGhQoVWGUIlEEKPJlMpjgWwzCcCbU+BJ5EIsEff/zBaktNTcWiRYtEP5cQgadJqYS0tDTk5OSw2qjAEw9VFrycnBxO7SNTteABmidaYRgGx44dQ7169bBx40bWa1TglU9MSeBp4qKpSQZNOXyCUSzIfgUGBsLc3FyUY0ulUk6h8zt37uDgwYOiHJ+EdM8ENF90JsslbNmyRZERtW7duujSpQs+//xz/PDDD/jf//6HQ4cO4c6dO/jw4YPekp6R7pn16tUTFMpkqCQr2gg8dcXOafydcdGqMvmaNWvw+eef4+jRo4iLi4O7uzt69OiBZs2aid0/ip7hWy0Ts0wCwzCi1JOTIzSDphwnJyd4e3uz4sgiIiIQGBiIzMxMZGdns/YXOwZPTuPGjTFw4EDs2rVL0bZ8+XJMmjQJ/v7+opwjKyuL85AUYsHjE3h8yZNokhXxIK+3pKQkFBYWwsLCghN/B5iuBQ8oXkwpmYiBz4J39epVzJ49m5MCX46QGBVK2UHVdV2lShWOdVifkGNmamoq53lpqhY8sUNlhg8fjkWLFuHFixeKth9//BG9evUSPe8C+eyysbFRWee2JGQcnpzk5GQkJydzvqeSVK5cGStXrkS3bt0076wG6JJgBTBtC5682HnJRbyS1zUp8Gj8nWHR+s5s2rQpfv75Z6xZswYLFy6k4q6UQg6m5ubmsLe31+pYZAxeUVERx+qjK9okWJGjLA6PdM8E9CfwgGK3TAuL/1tbyc/PF7WIrKZFzuWQ32FcXBzH+koKPFdXV059Hor2kBZjhmEUbpmkwDM3N9d6EcYQqLLgPX78GL1790bz5s2ViruePXuib9++eu0jxTSxs7NTOpk3pPUOUD1mAsILiZdmgWdhYYG5c+ey2h49eoQ9e/aIeh5AuwQrcoKDgzkeKZry5s0bjB07FgUFBVq9XxmmKPCKioo41582Ag9QXSqBnK9RC55h0WnpJTs7W7EyUvJPKPfv30f37t3h5+cHGxsbuLq6IjQ0FFu3buXse/fuXXTo0AH29vZwdnZGv379OKsEFM3hS7CircWNL8Wu2G6a2pRIkKOsVALpnung4KBRZjRtqVatGiZMmMBq27p1K+7duyfK8cngfWdnZ5WivUqVKpzfnByYaQZN/eLm5sZZCZcvPJDxd3z7mhJ8pRKio6MxcuRIfPLJJzh06BDv+4KCgnDo0CEcPHhQ4xV7StlCIpEoteIZMsEKANja2qqMFxJaSFxdxkFtYRhGJ9dRTRk0aBAnE/TcuXM5STR0RReBZ25ujv/++w9t27aFra2t4HN/+PABDx8+FPw+ZXz8+JGzOKqrwEtISNDZnfT9+/coLCxktWkr8FQtXFAXTeMieJaQnZ2Nr776Ch4eHnBwcICHhwfnTyipqanw9fXFwoULcezYMfz777/w9/fHiBEjsGDBAsV+ERERaNOmDfLz87Fr1y5s2LABL168QMuWLTmTIIpmiJVBEzCOwBNi8tfUgqdP652cH374gRM7OGvWLFGOLST+DgCsra3h5+fHaiO/Z5pgRb+Ym5tzxk75wkNpSbAih7zPMjIyUL16dfz777+8iRkqV66MzZs348GDB+jZs6eoLt2U0oey69vQFjxA9dgp1ErGJ/DESFQSExPDyTqpj2zm5ubmmDdvHqstIiJC9Hquugg8oFhAnTt3DpmZmUhNTcWTJ09w+vRpbNq0CQsXLsTkyZPRt29fNGnSBJUqVeIslpEJn3Th1q1brG07OzvBFkZS4BUWFupcQ5F0z7SxsdH6uaLMgscwDC1ybmQEx+BNnjwZW7ZsQc+ePVG7dm1BK1jKaNOmDSc4tkePHoiKisKaNWsUaXp//PFHWFlZ4ciRIwox0aBBA1SvXh1//vknfvvtN537Ut4gB1NdBJ6VlRWsrKxY2SnFLJVQUFDAGZh0ddFkGMYgGTRJPDw8MHv2bHz33XeKttOnT+PUqVPo1KmTTscWKvCA4u+x5HdLBZ7h8fLyYlmT5f8nXTRNOcEKUHy92drasuJaydVioPge+P777zF+/Hjq7ktRwDfR9PT01Nr1Thd8fX2VWnSEiihyIpyVlYX09HSd6z2S1jtnZ2e9jc/9+vVDSEgI7t+/r2ibN28eBg8eDKlUKso5dBV4ciQSCZycnODk5KSyGP2IESNY3mI3b97ExIkTtTonyfXr11nbjRo1Epz8hu9+iI+P1ykbJTmP8vPz03phTZkFLykpCRkZGazXqAXPsAi24B0+fBiLFi3Cvn378Msvv2Du3LmcP7Fwd3dXxCoVFhbiyJEj6N+/P8tSVLlyZbRt2xb79+8X7bzlCXIlSNvBVI4+M2nGxMRwJoq6uGimp6cjLi7OKAIPAL766ivOg/ibb77R2eVFW4FXErJUAhV4+kdZJs3SZsEzMzNTGZtkb2+Pn376Ca9evcKUKVOouKOw4Lu+W7ZsaRTLrqqxU6gbpL6KnfPF3+nruzIzM8P8+fNZba9evcK///4r2jnIMB9d5yTqaNKkCWtbTAseKfCaNm0q+BhWVlacRQBd4/DESLAiR5nrMWm9s7CwUFmPlyI+WmXRrFevntj9AFCcul4mkyElJQW7d+/GyZMnFYWgX716hZycHHzyySec933yySc4ffo0cnNzlcZu5OXlsSxLcuFRUFAgelCt/HhiH1cfkMVRHR0ddeq3o6Mja0KanJws2vdAZuNzdnaGg4ODxsf39vaGtbU1qy7O48ePOfFlHh4eBvntpFIp5s6dy6od+eDBA2zevBkjRozQ+rhk+mMfHx+1n4dcWYuMjGS9h0zc4unpWSqub6EY894lJ7YfPnxAQUEBJ0bUzc3N5L/7wMBA1io/UFzsefz48Zg9e7bis5r656AYHjc3N05bs2bN1F4r+rh3VS1k1axZU9C55G7YJZ+P0dHRghK18EFaGAMDA/V6X3Xu3BmNGjViuR/+/PPPGDx4sCgeXeScxMnJSa+fh4yJi4iIQEJCgs6JrIqKinDz5k1WW8OGDbX6LB4eHixvqPfv3+v0nZD1hH19fbU+Hl8N16ysLFbGVaBYRDIMw3seU5ozm0IfxEKwwOvXrx9OnTqF9u3bi96ZiRMnYvXq1QCKJwPLly9XTH7lNz2fWdrV1RUMwyAlJUVp6vZFixZx/MeB4kKY2gTjasLp06f1clwxISdhGRkZOHbsmNbHI2MKwsPDRRn0AXD65e7uLrivXl5eiI6OVmzv3buX84BMS0vT6TsQgru7O/z8/FiibNasWXBwcND6e3v69ClrOzk5We3nIS25T548Yb2HL+mKob4jY2CMe5esdXfv3j0cO3aMs0KfkpJi8t99SEgIduzYAZlMBolEgjZt2mDw4MGoUKECJy6FQikJOcEHit3tNL3mxbx3+foCFM9Pnj17prTGozIcHBxYAu/48eO87stCuHbtGqdN3+NDt27dWPfxmzdvMGPGDHTt2lXnY5MLuQkJCXr9PAUFBZBKpayJ/cqVKxESEqLTcaOjozmxkZmZmVp9FtL99fz587CxsdG6b2Rmz9zcXK2/Y/IzAsC2bdtw8eJFVpuDg4Pac5jCnJksmVWaESzw/vrrL/Tv3x/Tp09Ht27deAWXtjWMvv32W4wdOxbx8fE4fPgwJk+ejKysLMycOVOxjyrXA1WvzZkzB9OnT1dsp6enw9fXF506deJNDqILBQUFOH36NDp27CiaX7q+KFmPDSh2O9GlDsySJUtYmZP8/f1Fqytz/vx51nb9+vUFH3vr1q0sgSeVSjmitFWrVqLXwlGFubk5+vTpo9hOTEzEq1evMGPGDK2ON2bMGNZ2165d0bFjR5XvqVy5MqvgekpKClq1agV7e3swDMOJpezRowfHtaUsYMx79/nz5zhw4IBi29zcHN26dcOff/7J2i80NNSg16c2dOvWDb169cK1a9fQpEkTQa7UlPLNx48fWTFRjo6OmDBhgtrYJX3cu9bW1li+fDmnvW7duujRo4fg461du5b1fHRxcdHpXi4sLOS4zw8cOFDvGUe7du2K06dP4+rVq4q2I0eO4I8//tA5A+7ixYtZ240bN9b7eFe/fn2Oa6au51y3bh1ru0qVKhg6dKhWx9q4cSOePXum2Pb09NSpf2RCtw4dOmh9PIZhMH78eNYCZfXq1VnXBqD6dzSlObPYiQGNiWCBl5OTg8LCQixduhTLli1jvSYvaq1tDJGfn58im5/8QpgzZw5GjhypcNvgW1FLTk6GRCJRaVKXJwAhkUqlerug9HlssSAvZjc3N536TPqKZ2VlifYdkCl3q1evLvjYZLB1ZGQkx5/dx8fHoL9br1690Lp1a9aK16+//orx48cLjj/Iycnh3CP+/v5qP0+tWrUgkUhYYjcmJgbBwcFITk5muTcDxfeqqV/bumCMe5cs4hwfHw+pVMr5Pb28vErFd1+zZk1O3CuFog5SnPTs2VOQaBDz3q1SpQpve926dbU6Bxnr9OHDB536+urVK87YHBwcbJDxYcGCBWjXrp1iOzY2Fhs2bMDUqVN1Oi7pTeLu7q73z9O0aVOWwLt9+7bO5yQ9FZo2bar1MUk3yKSkJK2PxTAMJ4wjICBAp89LFjv/+PEjayEd0Gy+ZgpzZmOfX0wEJ1kZM2YMbt26ha+++gqrVq3Chg0bFH8bN27Ehg0bROtc48aNUVhYiNevXyMgIAA2NjZ49OgRZ79Hjx6hWrVqtHaSFohZJgHQb5IVXYqcyyEzaT579sxoSVbkSCQS/P7776y2tLQ07N27V/Cx+IqcaxLYbG1tzQmWlmfSJFeIAcN/R+UBTZOsmHoWTQpFF2rXro1//vkHderUQe/evTljoyEhF13kaFtnTuxi56T7tpeXl8HGh7Zt26Jt27astkWLFiEnJ0en44qVRVMIjRs3Zm3fvHlT5xIWYiRYkSNmsfPExETOb6RLkhWAv1QCLXJufARb8M6fP4/FixcjLCxMH/3hnMvMzAxVq1aFhYUFevbsiX379uH3339X1BCLiYnB+fPnMW3aNL33pywi9mBKWvDEKpMgk8lEEXikRYHMJgUYR7w0btwYPXv2xOHDhxVt4eHhGDt2rKDjkMVzHR0dOfX2lFGtWjXW++WZNEmB5+HhIVpcJeX/IAVeUlIS8vLyOBY8U8+iSaHoysSJE0VLVa8LdnZ2cHFx4Twnta0zp2+Bp4/6d6r4+eef0aJFC8V2XFwcrl69qlOOBvK71qUcgKaQ4Qbx8fF48+YN/P39tTpeamoqy6USMB2BR855zM3Ndc6Kzbc4TC42U4FneARb8BwcHLS+6JUxbtw4zJw5E7t27cLFixexd+9eDB48GFu2bMGMGTMUE5p58+YhOzsbPXr0wPHjx7F//350794d7u7uWscrlXdKiwUvNjaW44qiTdFMTTKWkYOpoSDj5MLDwwUfQ5sSCXJIwazMgqcskRFFN/gWFp4/f85ZSaYWPArFcPB5QIgl8MgFOaEYW+A1b96cc07S/U8IBQUFnKQdhrDgVa1alTOu6lIugXyvlZWVTklb9CnwKlasqChHpi3kPRIeHs55blGBZ3gEC7zPPvsMO3bsELUToaGhuHnzJiZNmoQOHTpg7Nix+PjxI7Zs2cJyz6hVqxYuXLgAqVSKAQMGYNSoUahWrRouXbpEV7W1pLQIPNJ6Z2trq5Wlzd7eXqXLoouLi9HqcpVcCQWKPzOZIl8dugg8spCwMoFHa+DpBzc3N04iCXICB1CBR6EYEnIMdXFx0XqRizxWenq6Ts9IYws8AIq8CXL4XPo1hZyPAIYReBKJhOOmqYvAI90zGzRooJPXiz4Fnq7umQD3uiatl+7u7qInM6SoR7BsDw4OxnfffYe+ffuie/fuvObzfv36CTrm6NGjMXr0aI32bdCgAc6cOSPo+BR+CgoKOKnZTVXgycWGnGrVqmldzLVmzZpKV06NGVtWt25d2Nvbs1Ywr1y5Iuh+0ocFj6wTSAWefjAzM4OHhwcrJpScwDk6OtLC4BSKASHHUF0KifONx7GxsVpNfnNzcxVu9CX7ZmhIsUs+L4RAumcChhF4QLGbZsk0/mIKPF3cMwGuwEtJSUF+fr5WolEfAk9dnL823lYU3REs8IYNGwaguMbHwYMHOa/rkkWTYlj0sVqmrxg8UuDpMmDUqlVL6SKBMQWehYUFQkNDWbVgwsPDdRJ4miRYkUMKvNjYWGRnZ1MLngHx8vJSKfCo9Y5CMSwNGzbEmjVrFNukp4UQbGxs4ObmxoqrfffuHWrXri34WBEREZDJZKy2oKAgrfumLeTzQBcLXnJyMmvbxsbGYAtapAXv7t27ihp5QpDJZBxxKLbAA4qTpWjzLCZdaPVhwSOh7pnGQaskK5SyAZ/AM1ULnhgJVuSQmTRLQia6MDTNmzdnCbwrV64Iej9pmRRiweMTza9evaICz4CQ1x8p8KgrOoViWIYOHYoDBw7g2LFjaNasGb766iudjlepUiWOwNMGcmyoUqUK7O3tdeqbNujTgmco6x3AFXi5ubl49OiR4LrOL1684HwOXQWeq6srzMzMWII+Pj5eq2exIVw0SagFzzgIFnitW7cWtP+///6Lnj17GvRGpWgGOQhZWVnpXGrCkC6a2qJK4Bk7/X/z5s1Z23fv3kV2djZsbW01er8uLpq2traoWLEiK/vVy5cvqcAzIKTAi4qKYm1TgUehGBY7OzscPXoUMpkMEolEa/dMOZUqVcKDBw8U29omWjGF+DtAXAueMQWeq6srqlevznJ7vXHjhmCBR7pn+vj4CHoO8yF33y8Zk69tHJ4+BJ6zszPs7Ow4IT9yqAXPOAhOsiKEoqIijB49mjNJoZgGpAVPjMGUT+DpWk+GYRiOBU+XFSFVxZeNLfCaNGnCSrRRWFiImzdvavTe3NxcTs00oQ8WUji/ePGCsyJLs2jqD3XXH3XRpFCMg5mZmc7iDhCvVIKpCDw+C562z3xjCjyAWy5Bmzg8UuCFhoaKct2IkWglMzOT4wYrhsCTSCQq5xrUgmcc9CrwAOg8uafoD7EzaALcGLyioiJkZ2frdMyEhARkZGSw2nSx4FWsWBF2dna8rxnbRdPBwQHBwcGsNk3dNPlWToXE4AHc7/X69esoKChgtVELnv5Qd/1RCx6FUrohx+TSLvDI50FBQQGndqemlEWBp6t7phwxBB5f3V8yC6q2qJprUAuecdC7wKOYLuRgKobA48sGpqubJumeaWlpqZPLg0QiUeqmaWwLHsAN4te0Hh7p6mNvby84OxtZKuHy5cusbYlEYnQRXJahFjwKpWwjhgUvPT2dM1k3lsCrUKECx0KlrZumsQUeGYcXERHBm6tAGZmZmXj06BGrzZQFnqenJ2xsbHTqlxxlczIrKyu6KGwkqMArxxjCRRPQXeCR7plVqlTh1AsTijI3TVMQeGQc3rVr1zTKTMsXfyfUNYS04JErsZ6enoKzilE0h1rwKJSyjRgC7+nTp6xtc3NzlaEH+kQqlXLGJW0TrZACj68Mlz4JDg7mlB64ffu2xu+/desWKxGKhYWF4Bg+ZYgh8MjFcjHcM+Uos+BVqVIFZmZUahgD+q2XY/ThomlpaclJ1KJrqQQxE6zIUWbBMwXrFCnw0tLS8OTJE7Xv0yXBihx13y1didMvVOBRKGUbclxOSUlRmpxCGaSVqEaNGkatjylWohVjW/CsrKxQr149VpsQN03SPTM4OFjjBGnqEEPg3b17l7UdGBioU59Komy+Qd0zjQcVeOUYfbhoAuJn0hSzBp4cPoEnkUhMYgJdsWJF+Pv7s9o0icOjAq/0Q100KZSyDd+4LNSKZyrxd3LIRCulVeABusXh8SVYEQt9CLwGDRro1KeSKLPg0QQrxoMKvHKMPix4gPgCT8waeHL43Fk8PDxgYSG4coheIK142gg8oQlWgOKU4KqyZNIMmvrF1dVVpfuxKSxAUCgU7bGzs+MIl9Iu8MiFP7FcNE1F4GmSLJBhGL0lWAF0F3g5OTkc116x3EcBasEzRajAK8foIwYP0L8FTwyBV716dU58minE38nRJtGKLkXOS6Lq+6UWPP1iZmbGeZCXhFrwKJTSj65xeKYu8LS14JEp/E1B4MXHx/NmnySJjo7miC59CzwhWeofPnzIiuWXSCQICQkRq3tK5xvUgmc8BAs8dRdUycm8ubk5zp8/b7TgX4pq9GXBI0sl6BKDl5qaykn0IcaAYWNjw3GDNIX4OzmkBe/NmzdqJwFiuGgCVOAZG2ULDVKpVHBWVAqFYnroIvDi4+M5QsLYAo+vFp42mIIFr2rVqnBzc2O1aeKmee3aNda2u7u7qNYrUuDl5OQIit28c+cOa7tWrVpKy0Vpg7zYOQm14BkPwQKvffv2Sk3Dt27d4gSotm7dWtSLiCIepSEGj3TPNDMz4wgzbSEXHkzJghcUFMQRyqrcNPPz8xEXF8dq01bgkaUSSkIFnv5RttDg4eEhSsFcCoViXMixmfS+UAWZcMvKysroVhIxLHgFBQUcwWIMgSeRSDjlEm7evKn2fXzumWKO13yeHULcNPUZfwcoL3ZepUoVUc9D0RzBAu/p06cIDg7GuXPnWO3Lli1DixYtOCsfFNOlNLho8qX1JdMYaws5iAcFBYlyXDEwMzNDs2bNWG2qBJ4YRc7lUAuecVEm8Kh7JoVSNtDFgke6ZwYGBupcNkhX+Cx4QtwHAe6CM2AcgQdol2hFnwlWgOLYTbJmnRCBR1rwxIy/k0POOby9vUXLIkoRjmCB9+DBAwQGBqJz58746aef/l97dxodRZW3AfzpTro7e0J2EvawLwKDgAooKtGwjCgu4wxuw4AbuOBh3nEHRMCXxREQZURRRlF0FN85HoKCAo4LAQVlBwUE2bKQsGQj6aTv+yF2T6qqk3R1qrqrK8/vHD7U7Ur1TUJ1+un/XVBcXIwbb7wRU6dOxX333efzpswUXEKIkBiiqccKmm6TJ09G3759AdR9mjVhwgTNrq0F+Ty8xgKe/BPgqKgov3+fDHjB1VAlmQusEJmD/I2wmoD3ww8/SI779OmjSZ+aQ/53wel0KqZWNMXIAW/79u1wOp0Nnl9ZWan4vWg5/w6oq5D5u9BKVVWV4oMBrSt4gPKDi2BXlls61QEvLS0Nn3/+OZ588knMnj0bbdq0wX/+8x98+OGHWLx4sWbVFfKuoqICr7/+Oj744APJhppqVVZWorq6WtIWCkM0tVhgxS01NRXff/89CgoKkJeXZ7g30PJ5eD/++CNKS0u9nqvFJuduDf2Mm1oAhLTR2BBNIgp9/lbwCgoKsHr1akmbEQJeWlqa4u+N2mGa8oAXGRkZtL395KN7Ll68qNh7sL4ffvgBNTU1nmOLxYKBAwdq3i9/A97u3bsl/QOg6QIrbvJpL1rus0fq+bWKpsViQVJSEqxWK6qqqpCWlsZfZAAIIXDttddi0qRJ+MMf/oCHH37Y72vJq3dAaAzR1DLgAUB4eDhSU1MNsz1CfQMHDpT0y+VyNThURKsFVgAgNjbWa8hIS0sL+lCgloBDNInMTf76XFxcjMrKyia/bv78+ZLzwsLCcPPNN2veP7VsNpviAyi1C60YYYEVt8TERMV7jcaGacoXWOnduzdiY2M175e/AU8+/65r1666LNh11113ITMzE0BdwWDy5MmaPwf5TnXAKy0txa233oqpU6di0qRJ+O677wDUvRl9++23Ne8g/dfu3bsl47xXrFjhdxXPW8CTD630l54BryWV/KOiohTDKBoaAq1lwAO8B2kOzwwMDtEkMjd/NjsvKCjAK6+8Imm7++67DbOIRXMXWpEHvMTExGb3qTnUzMPTc/+7+vwNeIGYfwfU/R/Ys2cPNm3ahIMHD+KSSy7R5XnIN6oD3u9+9zusX78eq1evxssvv4wBAwZg+/btuPHGG3H33XfjL3/5ix79JAA///yz5LiyslL1Zpdu8hfTmJgYzapYWs3BKy8vV3wKqHUFz+h83fBci03O62PACx5W8IjMLTY2VvFBaFMBz1v17qmnntKlf/5o7lYJRqrgAcqA19hKmnovsOKmVQVPj/l3bgkJCRg+fDincxiA6oAXGxuL7du349Zbb/W0RUVF4e2338Zrr72mGB9O2vnll18UbWo3SHXTa4EVQLsK3pEjRxRtLW1PFflCK3l5eYqx9IB2m5y7edsqgQEvMFjBIzI/NQutFBYWeq3eGenvodYVPKMFvAMHDnj9sPrEiROK352RKnjV1dXYtWuXpE2vCh4Zi+qAt2XLlgarKBMnTvRpOVnyj7eAd/LkSb+updcWCYB2AU8+PDMjI6PFLbkr3yqhrKxM8WINcIimmbRq1cprNZ0Bj8g81Cy0YvTqHaCs4KkNeCUlJZLjYAe8vn37ShYNFEJ4piTVJ6/excfHKxYb0Yo/AW/fvn2KBfUY8FoG1QGvqVWNevfu7XdnqHFaVvD02uQcUA7RvHDhguo9cQB9V9AMFWlpaYrvWz5M0+l0Ij8/X9KmR8CT/wEnfTS0WimHaBKZh68Br7CwEEuXLpW03XXXXYaq3gHKDwBDfYimw+FA//79JW3eChjygDd48GBYrX6tX9gkfwKefP5dp06dNH2/R8bl16Sr2tparFu3Dvv371es/GSxWPDMM89o0jmS0rOCp+cQTZfLhfLycsTExKi6zq+//io5Nspk8kAbOnSopJr59ddf46GHHvIce9tUlnPwQlt6erriE3BW8IjMQx7w5MPs3RYsWGD46h1gviGaQN12CfVDnS8BT6/hmYAy4BUVFcHlcjUaKAM5/46MRXXAKy4uxrBhw3DgwAFYLBbPG8v6e6Aw4GnP5XLpOgdPzyGaQF0Vr7kBr127ds3qV6gaMmQI3nrrLc/xN998AyGE556TvzGIiIho9gpk8fHxyMrKklRRuRVK4HhbaCUpKSkIPSEiPfhSwWuoemfE1aS9LbJS/+9UU4wY8AYPHowlS5Z4jrdu3Sr5nqqrqxUVMr0WWAGUAc/lcqGkpKTR0R2BWkGTjEd1Hfmpp55CREQEjh07BiEEtm7dip9//hmPPfYYunbtqnhTTtrIz89HVVWVoj0UKniAf/PwGPDqyBdaOXnypORno+Um5/XNmzcP0dHRAICpU6e22ApqMMgDXkPz8ogoNPmyyMqCBQtQUVHhOTZq9Q5QVvCcTieKi4t9/nqjBrz6CgsLJX97d+3ahYsXL0rOkW+SriVvQa6xYZo1NTXYuXOnpI0VvJZDdcD74osv8Nhjj3luZqvViqysLMyfPx8jRozAtGnTNO8keR+eCRhzDp7NZkNkZKSkzZ+tEuSVqeYOOwxV3bp1U1Rv6u+Hp/UCK27jxo3DiRMnUFBQgBdffFGTa5Jv5CtpcngmkbnIX6eLiookYcFb9e7OO+80ZPUOqPtQSv7Bopp5eEYMeFlZWYq/vfWHaco3OO/WrZuu+/fZ7XbFe7XGAt6BAwcUAZQVvJZDdcA7ceIEOnTogLCwMFitVpSXl3se+/3vf48NGzZo2kGq01DAO3nypF8LmOg5RBNo/kqaFRUVOHPmjKStpVbwLBZLo/vh6RXwgLrgz/1sAk8+3Im/AyJz8fY6XX/e2sKFC0OmegfUfbAr/yBKzTw8IwY8i8WiqMjVD3iBnH/npmahFfnwzPbt23OofwuiOuAlJyd7qjHuXevdSkpKvO7RRc3XUMArLy/3qzqm5xBNoPkBz9uE85ZawQOUG543VsFryT8nsxgzZozk0/AbbrghiL0hIq3FxcUp5qW7/+4VFRXh5Zdfljx25513Gn4laX+3SnA6nZJiAQBdK2FqhHLAky+wwupdy6J6UseAAQOwd+9ejB49GqNGjcJzzz2HuLg42O12PPnkkwH5D94SNRTwgLoqntqApucQTUD7gNeqVSvVi7SYiTzg7dmzB+fOnUNCQoLmm5xT8HXq1AlffvklVq5ciT59+mDKlCnB7hIRachisaBNmzY4cOCAp839YV0ozb2rLyMjQzLny9chmvL3I4AxKniAch7e9u3b4XQ6cfbsWRw5ckTymJ4LrLg1p4LH+Xcti+qAN2XKFM/KerNmzUJeXh7uuusuAHXjlRctWqRtDwlA4wHvxIkT6NWrl6rr6T1EU74XntoqIxdYkbr00kvhcDg8C+0IIZCXl4ecnBxdh2hS8AwbNgzDhg0LdjeISCdt27ZVBLyioiLF3Ls77rjD8NU7wP+tEowc8OQVvIsXL2L37t2KBe6io6NVvw/zh68Br7a2Fj/++KOkjRW8lkX1EM0RI0bgvvvuA1A38f+HH37Azp07sWvXLuzfvx/dunXTvJPUdAVPDZfLpQhcRqvgMeBJORwOXHrppZK2r7/+GjU1NYpPSRnwiIiMz9tWCQsXLpQMVwwLC8PTTz8d6K75xdtWCb4oKSmRHEdFRcFut2vWr+ZISkpShOtt27YpFlgZOHBgQFY69jXg/fTTT4phrwx4LUuz/zdaLBb06dNHi75QA5xOZ4OboALqV9IsLS2Fy+WStBkt4HEFTaWhQ4dKFlf55ptvkJ+fr/hd8mdFRGR88oD3ww8/KKouoVK9A7Sr4Bmleuc2ePBgHDp0yHO8detWHDt2THJOoKYn+Rrw5PPvMjMzve6vSubld8Dbu3cvjh07pliCFahbXp20c/z4ccWb+PrUVvDkwzMB7QMeh2hqTz4Pb+vWrYrKrt1ub3TTUyIiMgZ5wKv/AR5Qtw1VKMy9c/O3gmf0gDdo0CCsWrXKc/ztt98q3ncZLeBxg3NSHfAOHz6MW265Bbt27QIAxRL9FosFtbW12vSOADQ+PBNQX8GTBzyr1YrY2Fi13WoUh2hq74orrpAcV1ZW4pNPPpG0abXJORER6aup4fR33HEHunTpEqDeNJ+3Cp4Qosm/SUYPePKFVn766SfFOUYLePIKHhdYaXlUB7x7770X+fn5+Pvf/44ePXoYZpy0mTUV8NRW8OQvpvHx8bBaVU/HbFRzAp4QQjFEkwGvbi5Ajx49sH//fk/b+++/LzmH8++IiEJDY8PprVZryMy9c5NX8JxOJ4qLi5scVWL0gNevXz/Y7XZUV1d7fbxjx44BG/4oD3jnz59HVVUVHA6Hp83lcnGLBFIf8LZt24bly5fj9ttv16M/5IU84MXGxqK0tNRz3NwKntbDM4HmBbzi4mJUVlZK2jivrM6QIUMkAU9e6WTAIyIKDY29Xoda9Q4A0tPTFW2nT58O+YDncDjQr18/bNu2zevjgdweTB7wgLp9E+v/Xzp8+LDkPSLACl5LpLpsk5KSophfRfqSBzz5XivFxcVe50I2RO8tEoDmzcGThxar1aoY+tFSDR06tNHHGYSJiEJDQkICoqKiFO2hWL0DAJvNpgggviy0YvSAByiHadYXyIDXqlUrhIWFSdrkwzTl8+/S0tIU1VUyP9UB74EHHsDy5cv16As1QB7wvO2NpWaYptErePLhmZmZmQFZfjgUyBdakWMFj4goNLg3O5cbP358yFXv3PxZaIUBz3dWqxUpKSmSNnnA8zb/jnPzWx7VAe+vf/0rOnbsiAEDBuDpp5/Giy++KPn397//XXUnNm7ciAkTJqB79+6Ijo5GZmYmxo4dq/gUQgiBxYsXo3v37nA4HGjdujUeeOABr5tkmok84PXt2xcxMTGSNjUBT/7zMlrAk1fwWJX6r6ysrEbH+jPgERGFDvlrdqhW79z82SpB/p4kMTFR0z5pQb7huZt7+GYgNbXQClfQJMCPOXhbt27FypUrUVJSgh9++EHxuMViwdSpU1Vd89VXX0VxcTEeeeQR9OzZE0VFRVi4cCEuu+wyfPbZZ7jmmmsAANOmTcNLL72EadOmYcSIEdi3bx+effZZfPfdd9iyZQtsNpvab8fwKioqUFBQIGnr2LEjMjMzcfDgQU+bmnl4wRiieeHCBZ9W0wK4gmZjLBYLhgwZgjVr1nh9nAGPiCh09OjRAxs3bvQcjx8/Hl27dg1ij5pHXsEzyxDNzp07IzExUbEp+4ABAwK+2GBjAU8IwRU0CYAfAW/KlClITk7GihUrNFtFc+nSpYr/sDk5OejcuTPmzJmDa665BidPnsSiRYswefJk/O///i8AIDs7G6mpqfjTn/6Et956C5MmTWp2X4zm6NGjirYOHTqgTZs2koBn9CGaQgiUlZX5tB0DV9BsHAMeEZE5TJkyBe+//z7OnDmDrKwszJ07N9hdahZ5Bc+XIZry0GTEgGexWDBo0CB8+umnkvZADs90ayzg/fLLL4r3eKzgtUyqA97evXuxevVq3HDDDZp1wtuqQDExMejZs6fnzX5eXh5qa2sxatQoyXljxowBAHz00UemDHhHjhyRHKekpCAmJgaZmZmSdjUVvGAM0QTqqni+BDwO0WxcQwuteJvgTkRExtW9e3ccOnQI+/btQ+/evTXfkzbQtBiiacSAB9TNwzN6wJNX75KTk/keqoVSPQevXbt2is3N9XD+/Hns2LEDvXr1AgDP/iP19/oA6t7UWiwWz8brZiOff9epUycAykqN0Sp43v5I+ToPj0M0G9e/f39ERkYq2jMzMzXfz5CIiPQVHx+Pyy+/POTDHaB+kZXq6mpUVFRI2owc8OSMFvC8zb/jAistk+oK3uOPP44FCxbg+uuvR0REhB59AgBMnjwZ5eXleOqppwAAPXv2BAB88803uPrqqz3nffvttxBCoLi4uNHrVVVVoaqqynPsDhtOpxNOp1PTvruvp8V1Dx8+LDlu3749nE6nYr+Z48eP+/x88k/LYmNjNf8ZAEBUVJTkhbu4uLjJ53E6nYpP/Fq3bq1L/0LZoEGD8OWXX0raMjMz+XNqJi3vXSIKHN67xiAPH6dPn0Z1dXWDIUO+QAhQN4LLiL/HQYMGoVWrVp73UH379kVaWlrA+5qUlCQ5Ligo8PRBHvD69etnyJ9lfUa6d43QB62oDng7duzAyZMnkZWVhauvvlqx2pHFYsGiRYua1alnnnkGq1atwpIlSzyTQ/v27Ysrr7wS8+fPR7du3ZCdnY19+/bh/vvvR1hYWJOVi7lz52LmzJmK9vXr13vdh0YLGzZsaPY18vLyJMe1tbXIzc1Ffn6+pP3w4cPIzc316ZryT9QOHTrk89eq4XA4JAHv888/bzKIFxYWKirEBw4c8GmYR0vibSim1WrV5ffYEmlx7xJR4PHeDa6ioiLJcXV1Nd5//32v0zYA79NL8vLyDLto3qOPPop3330XERERmDBhAtatWxfwPhw7dkxy/OuvvyI3NxdCCMV7RgAh877ACPeuvJocyixC5XjLpoKUxWJBbW2t3x2aOXMmZsyYgdmzZ+PJJ5+UPFZYWIh77rnHc0PZ7XZMnToVn3/+Oc6dO4dDhw41eF1vFby2bdvizJkzDb7w+MvpdGLDhg3Izs5u9ovUpZdeKhl++uqrr+Ivf/kLduzYIRkaEBYWhrKyMsUGmN4kJiairKzMc7x582ZcccUVzeqnN7169cLPP//sOX7vvfdw8803N/o1X3/9tWfVVKCuCnj27FkOMZD59NNPFfNgH3vsMbzwwgtB6pE5aHnvElHg8N41BqfTiejoaEnb9u3b0adPH6/n5+Xl4corr/QcR0VFKaaRkNS2bdskc/EdDgcuXLiA48ePo3PnzpJzDx48iI4dOwa6i6oY6d69cOECkpOTcf78ec2zQaCpruC5XC49+gHgv+FuxowZinAH1FUtcnNzUVhYiPz8fLRv3x6RkZF45ZVXcMsttzR6bYfDoZi/B9TN4dPrP1Rzry2EUKyi2blzZ9hsNnTo0EHSXltbi5KSEsUEZ7mamhpJuAPqFm7R42cgn9tXUVHR5PPIK3Xt2rUL+BLEoWDYsGGwWCySamf79u2D/uJoFnq+LhCRfnjvBpfNZkNKSoqkkldUVNTg76S0tFRy3KpVK/7+miB/n1dVVYWLFy8q1qJo1aoVunTpEjIfkBvh3g3282tJ1xUZhBCYMGGCYtEMb2bNmoUZM2bg6aefxvTp0xs9NzU1FZdccgni4+OxbNkylJeXY8qUKVp12zDOnj2rWJjE/UmMt1Dmy0qa3j4Z02ORFUC5kub58+eb/Br5Fglc/cm7hIQE9O/fX9LWvXv3IPWGiIiojpqtEkJlBU0j8TZFo7CwULGCJhdYadlUV/DUcLlcWLlyJaZMmdLoSogLFy7Es88+i5ycHIwePVoxhtg9FHH58uUAgKysLJw7dw7r1q3DG2+8gTlz5phynw/5CppWq9Xzc7RarcjIyJCMxfZlJc1gBjxfVtHkCpq+e+6553DzzTejqqoKQ4cOxbXXXhvsLhERUQuXkZGBnTt3eo4bm0MvD3jydR1IKTo6WrGIXUMBj1ouXQMeAJ+2VPjkk08A1M0rku8xUv8aQgi89NJLOHbsGKxWK/r374+PP/4YY8eO1bbTBiEPeG3atJFU7TIzMyUBz58Knt1u97rkvhYY8PQ1evRoHD58GKdOnUL//v19mn9JRESkJzVbJYTCJudGlJqaKpnCU1BQoFhB071IIbVMugc8X2zevNmn8+69917ce++9+nbGQOQBTz5R1p+98Lxtcq5XCT8+Pl5yzCGa2svMzFRsek9ERBQsajY75xBN/8gD3s6dO1FQUCA5hxW8lo27IhtYUwFP/sbenwqeXsMzAVbwiIiIWhp5BY8BT3vyeXjy7Rri4uKQlZUVyC6RwTDgGZgeFTx5wNPzxVRtwCstLVX0jwGPiIgodHCRFf3JA953330nOe7fv3+T25qRufG3b2AtrYInH54JKEMsERERGZe3gNfQegwMeP6RBzz5z5fz70j3gMclWv3jcrkUe+D5UsFralEbb3Pw9KJ2Dp58eGZKSopuC8AQERGR9uRDNKurqxWLqbgx4PnH21YJ9XH+Heke8HxZRZOU8vPzUVVVJWlrqoJXWVmpeLGUM3IFj/PviIiIQlt6erqiraF5eAx4/mkq4LGCR7oGvLCwMLhcLn6S4Af58EyHw6H4VEw+DAJoeh6ekefgyYdoMuARERGFFpvNhpSUFElbQ/PwGPD801jAi46ORpcuXQLYGzIin7ZJeO6553y+oMViwTPPPON3h6iOPOC1b99eMWHWbrcjNTUVhYWFnrYTJ06gT58+DV43mEM0S0tL4XK5Gpz4K6/gcYsEIiKi0JORkYGioiLPsbcKXnV1tWSzboABz1eNBbx+/fpxX1zyLeDNmDHD5wsy4GlDHvA6derk9bw2bdpIAp7aCl4gh2gKIVBWVqZod+MQTSIiotDXunVr7Ny503PsLeB5m1KSmJioa7/MorGAx+GZBPg4RNPlcvn8r7a2Vu8+twhHjhyRHMvn37mpXUkzmEM0gcaHaXKIJhERUejzZasEbwuvsILnm+Tk5AYf47QoArhNgmE1tUWCm9q98AI5RDM2NlbR1lDAc7lcioDHIZpEREShRx7wfKngRUdHw2az6dovs7DZbA1WO1nBI4ABz7B8DXjyCp6RhmiGh4cjOjpa0tbQVgmFhYWorq6WtLGCR0REFHrki8J5q+BxgZXm8TZMMzIyEt27dw9Cb8hoVAe82tpavPTSSxg4cCBSU1MRFxcn+SdfWIPUczqdiqGWvlbwGhuiefHiRcXWC3q/oPq6kqa8emez2bwutUxERETG5k8FjwFPHW8Br2/fvggP92l5DTI51f8LHn/8cSxcuBD9+vVDdnY27Ha7Hv1q0X799Ve4XC5JmxYVPG8TmvWs4AF1Aa/+J3cNBTz5AiuZmZkNrrZJRERExuWtgieEgMVi8bQx4DWPt4DH+XfkpjrgrVq1Co8//jjmzJmjR38IyuGZcXFxDb7wySt4JSUlqKysRGRkpOJc+fBMQLmVgdbk1/c14HF4JhERUWiSV/Cqq6tRUlKCpKQkTxsDXvN4C3icf0duqksklZWVGDFihB59od94m39X/1Ov+uQVPKDhKp484EVFRelegZUP0WxoDh5X0CQiIjKHtLQ0RZt8mCYDXvOwgkeNUR3wrrvuOmzdulWPvtBvfF1gBahbqVIeohqahxfILRLcfJ2Dx03OiYiIzMFutyMlJUXSJl9ohQGveeQBz263o1evXkHqDRmN6iGaixcvxujRoxEdHY1Ro0Z5XaaVG1U2j5qAB9RV8eoHp4YqeIHcIsHN34DHCh4REVHoysjIQFFRkeeYFTxtdevWTXI8aNAgbjNBHqoreHFxcejWrRumTp2Kbt26ISUlRfGPmkdtwPN1Jc1AbpHgJp+D19AQTQY8IiIi82hqqwQGvOYZPnw4cnJyANS9N3/uueeC3CMyEtUVvPvvvx8ffPABxo4dix49enAVTR34U8Grz9c5eEYZollVVYWCggJJG4doEhERha6mtkooKSmRHHP0lzpWqxVr167FoUOHkJyczJ8fSagOeP/3f/+HuXPnYtq0aXr0p8UrLy9HYWGhpE2rCp5Rh2h66y8reERERKFLXsHjEE3tWa1WdO3aNdjdIANSPUTTZrOhf//+evSFABw9elTR1qFDh0a/xt8KXjCGaHoLePLhmXFxcbpv30BERET6kVfwOESTKHBUB7xx48bhs88+06MvBOXwzNTUVERHRzf6Nf7OwQvGEE1vc/C4RQIREZG5NDZEs6qqCpWVlZLHGfCItKN6iOYf//hHTJo0CU6nE6NHj/Y65pf7cPhP7fw7QFnBy8/PR01NDcLDpb9eow7R5BYJRERE5uJtkRUhBCwWi+L9CMCAR6Ql1QHv2muvBQAsWrQIixcvljzmvnFra2u16V0LJA94nTp1avJr5BU8l8uF/Px8RXswhmj6E/BYwSMiIgpt8gpedXU1SkpKkJSUxIBHpDPVAe/NN9/Uox/0G38qeMnJybDb7aiurva0nTx50hABTz6XrrS0FC6XC1brf0cHc4gmERGRuaSlpSnaTp065TXgRUdHcw83Ig2pDnh33323Hv2g3xw5ckRy7EvAs1gsyMzMlITDEydOYPDgwZLzgjGhWV7BA+pCXv3gxyGaRERE5mK325GSkiLZ7Pz06dPo06cPF1gh0pnqRVbq++mnn7Blyxb8/PPPWvWnRRNC+FXBA5peSVMIYYghmoB0mKYQgkM0iYiITKihrRIY8Ij05VfA+9e//oX27dujR48eGDp0KLp374727dvjww8/1Lp/LUpJSQlKS0slbb4GvKZW0iwrK4PL5ZK0BSLgxcbGKtrqB7zz58+jrKxM8jgDHhERUehraKsEBjwifakOeLm5ubj99tsRHx+PF154Af/85z8xd+5cxMfH4/bbb8e6dev06GeLIK/eWa1Wn4crNlXBk1fvgMC8oIaFhSEmJkbSVn+rBHn1zj3clIiIiEJbQ1sllJSUSNq9rchORP5TPQdv9uzZuO6667B27VrJQhl//etfMXLkSDz//PMYOXKkpp1sKeQBr23btj5POm6qgif/tMxisXgdPqmHuLg4SZWufgVPHvDS09Nht9sD0i8iIiLSj7etEgBW8Ij0prqC9+OPP+LBBx+UhDugLjA8+OCD2Llzp2ada2n8nX8HqK/gxcXFKX6HemlsqwSuoElERGRODVXwGPCI9KX6HX5YWJhkOf76nE5nwEKDGTUn4Hmr4AkhPMfygBfIF1P5VgmNVfC4giYREZE5cJEVouBQncYGDhyIefPmobKyUtJeVVWFBQsWKJbmJ99pWcGrqqqSjHGXv5gGYoEVN3kFr7E5eKzgERERmYO3RVaEEAx4RDpTPQdv5syZuPbaa9GpUyfceuutSE9Px+nTp7FmzRoUFxdj48aNevSzRWhOwGvdujUsFoukanfixAkkJSUBCM4m524coklERNTyyANedXU1SkpKGPCIdKY64A0dOhTr16/H448/jqVLl0IIAavVisGDB+O9997DFVdcoUc/Tc/lcuHo0aOSNjUBz2azIS0tDfn5+Z62kydPom/fvgCCO0SzsYDHIZpERETmlJaWpmg7ffo0Ax6RzlQHPAC46qqrsGXLFlRUVODs2bNo1aoVoqKitO5bi3L69GnF3EY1AQ+om4dXP+DVX0kzmEM05XPw3EM0a2trFat9soJHRERkDna7HSkpKSgqKvK0nTp1igGPSGfNWhElKioKmZmZDHcakA/PdDgcSE9PV3WNxlbSNOIQzfz8fNTW1koeY8AjIiIyD/lCK7/88otiHQcGPCJtcclLg5AHvA4dOqhekbSxvfCMGPDkwzMdDgdSUlIC1i8iIiLSl3we3r59+xTnMOARaYsBzyCas8CKW2MVvGAOh2homwRv8+8sFkvA+kVERET6klfw9u7dqziHAY9IW4YIeBs3bsSECRPQvXt3REdHIzMzE2PHjsX27dsl5wkhsHz5cgwYMABxcXFISkrCVVddhbVr1wap59qRB7xOnTqpvkaoVPDcc/C4giYREZG5ySt48oAXExMDm80WyC4RmZ4hAt6rr76Ko0eP4pFHHkFubi4WLVqEwsJCXHbZZZJtF6ZPn457770XgwYNwkcffYS33noLDocDY8aMwZo1a4L4HTSf3hU8IwW8hip4DHhERETmIg949ReDA1i9I9KDX6toam3p0qVITU2VtOXk5KBz586YM2cOrrnmGgDAihUrMHToULz66que87Kzs5Geno6VK1di3LhxAe23lrQIePIK3rlz51BeXo7o6OigDtH0NeBxiwQiIiJzkQ/RlGPAI9KeISp48nAH1JXse/bsKRnGZ7PZFPO5IiIiPP9CVXV1tWK7AC0qeEBdFa+mpgalpaWS9mBuk1BWVoba2lpW8IiIiExOXsGTY8Aj0p4hKnjenD9/Hjt27PBU7wDgkUcewbRp0/DGG29g3LhxuHjxIubPn4/z58/j4YcfbvR6VVVVqKqq8hy7q0hOpxNOp1PTvruv5+t1Dx8+DJfLJWlr06aN6n7Z7XYkJCRIhmMePXpUEbAAIDo6WvPvuyGRkZGKtpKSEsUcvIyMjID1icgbtfcuERkD713jSk5ObvTx+Ph4/t5aMCPdu0bog1YMG/AmT56M8vJyPPXUU562Rx99FJGRkZg8eTImTpwIAEhMTMQnn3yCIUOGNHq9uXPnYubMmYr29evX67aP34YNG3w678cff5QcR0VFYcuWLX49Z1xcnCTg5ebmKoZ/AsC2bduwa9cuv55DrfLyckXbBx98gDNnzkjajhw5gtzc3ID0iagxvt67RGQsvHeNp6k3zeXl5fzbT4a4dysqKoLdBc0YMuA988wzWLVqFZYsWYIBAwZ42t9880088sgjmDJlCkaOHInq6mr885//xNixY7FmzRpcf/31DV7ziSeewGOPPeY5vnDhAtq2bYvrrrtOMUesuZxOJzZs2IDs7GyfVoY6deqU5LhLly4YNWqUX8/9yiuvSIY+Jicno1+/fpJzwsPDcdNNNwVsSwKXy4Xx48dL2rx9ojd+/HjExMQEpE9E3qi9d4nIGHjvGltycrLiQ123Pn36+P2eh0Kfke5d9+g+MzBcwJs5cyaef/55zJ49G1OmTPG0nz171lO5W7Bggad95MiRGD58OO6//36vlSo3h8MBh8OhaLfZbLr9h/L12vK5aJ06dfK7T/KFVvLz81FWViZpS0hIgN1u9+v6/oqNjZXMAzxw4IDk8cTERI7DJ8PQ83WBiPTDe9eYMjIyGgx4SUlJ/J2RIe7dYD+/lgyxyIrbzJkzMWPGDMyYMQNPPvmk5LGDBw+isrISAwcOVHzdpZdeiqNHjyqCTKjQYgVNN2974QVziwQ3eZV0z549kmOuoElERGROjS20wg93ibRnmIA3a9YszJgxA08//TSmT5+ueNz94pCXlydpF0IgLy8PrVq1QnR0dED6qjUtA563vfCCuUWCW1MBjytoEhERmVNjWyUw4BFpzxBDNBcuXIhnn30WOTk5GD16tCLEXXbZZWjXrh3GjRuH1157DQ6HA6NGjUJVVRVWrlyJb775BrNmzQrYnDKttYQKnnwlz59//llyzIBHRERkTo1V8BITEwPYE6KWwRAB75NPPgEAfPrpp/j0008VjwshAACrVq3Cyy+/jLfffhsrVqyAzWZD165d8c477+BPf/pTQPuslbKyMhQVFUnatKzgFRQUKK5vhCGatbW1kmMO0SQiIjInVvCIAssQAW/z5s0+nRcREYFp06Zh2rRp+nYogI4ePapo69Chg9/Xk1fwhBDYv3+/pM0IQzTlWMEjIiIyJ87BIwosw8zBa6nkwzPT0tKatS9fYmKiYrVQ+Xw3I1Tw5BjwiIiIzIkBjyiwGPCCTMv5dwBgsVgUVTz5cxhhDp4ch2gSERGZU2NDNIPxnoTI7BjwgkzrgAco5+HJGW2IptVqbfTTPSIiIgpd6enpXttjYmJMtfcYkVEw4AWZPOB16tSp2deUV/DkjDZEMzMzE+HhhpgOSkRERBqz2+1ITk5WtHN4JpE+GPCCLBgVPKMN0eTwTCIiInPzNlKHAY9IHwx4QSSE0CXghVoFjwusEBERmZu3eXgMeET6YMALopKSEpSWlkraWuIcPAY8IiIic2MFjyhwGPCCSF69CwsL02S4Iit4REREZCQMeESBw4AXRGfOnEFkZKTnuG3btposNsI5eERERGQk3oZoJiYmBqEnRObHpQuDKCcnB+Xl5SgsLMQvv/yC8vJyTa6bnp4Oq9UKl8uleCwyMlKxEXogsIJHRETUcrGCRxQ4DHhBZrFYkJaWhrS0NM2uGR4ejvT0dJw6dUrxWLA2FGXAIyIiarm4yApR4HCIpkk1NA8vWAEvJiYGFotF0R4VFcUXeCIiIpNjBY8ocBjwTKqheXjBejG1Wq2IjY1VtLdr185r8CMiIiLzSE9PV7Qx4BHpgwHPpIxWwQO8D9Pk8EwiIiLzs9vtyMrKkrTJj4lIGwx4JtVQBc9oAY8raBIREbUMM2bMgM1mAwDceeed6NKlS5B7RGROXGTFpBqq4AVzOIS3rRJYwSMiImoZ7rjjDgwfPhylpaXo3r17sLtDZFoMeCYVKhU8BjwiIqKWo6EPoIlIOxyiaVKhMgePQzSJiIiIiLTDgGdSrOAREREREbU8DHgmFRkZicTEREW70ebgcagGEREREZF2GPBMzFsVz0gVvJSUFERGRgapN0RERERE5sOAZ2LeqmNGCngcnklEREREpC0GPBPzVsEL5hDNYcOGSY6vueaaIPWEiIiIiMicuE2CiRmtgjdgwAAsXrwYK1euRJ8+ffDEE08ErS9ERERERGbEgGdi3gKet4VOAsViseChhx7CQw89FLQ+EBERERGZGYdomph8iGZcXBzCwsKC1BsiIiIiItIbA56JDRkyBLGxsZ7jESNGBLE3RERERESkNw7RNLHY2Fjk5uZi3rx5SElJwQsvvBDsLhERERERkY4Y8Exu6NChGDp0aLC7QUREREREAcAhmkRERERERCbBgEdERERERGQSDHhEREREREQmwYBHRERERERkEgx4REREREREJsGAR0REREREZBIMeERERERERCbBgEdERERERGQSDHhEREREREQmwYBHRERERERkEuHB7kCwCCEAABcuXND82k6nExUVFbhw4QJsNpvm1yciffDeJQpNvHeJQpOR7l13JnBnhFDWYgNeaWkpAKBt27ZB7gkRERERERlBaWkp4uPjg92NZrEIM8RUP7hcLpw6dQqxsbGwWCyaXvvChQto27Ytjh8/jri4OE2vTUT64b1LFJp47xKFJiPdu0IIlJaWIiMjA1ZraM9ia7EVPKvVijZt2uj6HHFxcUH/z0pE6vHeJQpNvHeJQpNR7t1Qr9y5hXY8JSIiIiIiIg8GPCIiIiIiIpNgwNOBw+HA9OnT4XA4gt0VIlKB9y5RaOK9SxSaeO/qo8UuskJERERERGQ2rOARERERERGZBAMeERERERGRSTDgERERERERmQQDXj1lZWV49NFHkZGRgYiICPTr1w+rV69WnLdjxw6MGDECMTExSEhIwLhx43DkyBGv11yyZAm6d+8Oh8OBjh07YubMmXA6nYrzCgsLcc899yA5ORlRUVG4/PLL8cUXX2j+PRKZkZb37k8//YRp06ZhwIABSEhIQGJiIoYMGYIPP/zQ63Pz3iXynx5/d9327dsHh8MBi8WC77//XvE4710i/+hx3x47dgwTJkxARkYGHA4HMjMzcdNNNynO433rI0Ee2dnZIiEhQSxbtkxs3LhRTJw4UQAQq1at8pyzf/9+ERsbK4YNGybWrl0rPvroI9GrVy+RkZEhCgsLJdd7/vnnhcViEU888YTYtGmTmDdvnrDb7WLSpEmS8y5evCh69+4t2rRpI9555x2xfv16MXbsWBEeHi42b94ckO+dKJRpee8uWbJEdO/eXcyePVusX79e5ObmirvvvlsAEDNnzpQ8L+9doubR+u+uW01NjRg8eLDIyMgQAMR3330neZz3LpH/tL5vd+/eLZKSksTAgQPFqlWrxJdffilWr14t/vznP0vO433rOwa836xdu1YAEO+++66kPTs7W2RkZIiamhohhBC33nqrSE5OFufPn/ecc/ToUWGz2cT//M//eNrOnDkjIiIixL333iu53uzZs4XFYhF79+71tC1dulQAEN9++62nzel0ip49e4pBgwZp+n0SmY3W925RUZFwuVyK5xk9erSIiooSFy9e9LTx3iXyn9b3bn3z588XmZmZYtGiRV4DHu9dIv9ofd+6XC7Rr18/0a9fP8nfV2943/qOAe83EydOFDExMcLpdEra3333XQFAfPPNN8LpdIrIyEhx3333Kb7+uuuuE126dPEcv/POOwKA2LJli+S8U6dOCQBi9uzZnrYRI0aIbt26Ka45Z84cAUCcOHGiud8ekWlpfe82ZObMmQKAOHXqlKeN9y6R//S6d3/66ScRGRkp/v3vf4s333zTa8DjvUvkH63v282bNwsA4q233mryuXnf+o5z8H6zZ88e9OjRA+Hh4ZL2Sy65xPP44cOHUVlZ6WmTn3fo0CFcvHjRcz4A9OnTR3Je69atkZyc7HncfW5D1wSAvXv3NuM7IzI3re/dhmzatAkpKSlITU2VPDfvXSL/6HHvCiEwceJEjBkzBjfccEOjz817l0g9re/b//znPwCA2NhYjBo1ChEREYiJicGYMWNw4MABxXPzvvUNA95viouLkZiYqGh3txUXF6O4uFjSJj9PCIGzZ896znc4HIiOjvZ6rvtavj43EXmn9b3rzeuvv47Nmzfj6aefRlhYmKrnJiLv9Lh3ly5dit27d2PJkiXNfm4iUtL6vj158iQA4M9//jMyMjKwdu1aLFu2DHv27MGwYcNw+vRpVc9NdcKbPqXlsFgsPj2m9XlqzyUiKT3uSbd169Zh8uTJuOWWW/DQQw/5/dxEpKTlvXvs2DE88cQTeOmll5CWlqbZcxORlJb3rcvlAgBcfvnleP311z2P9+7dG/3798fSpUvx/PPPq37ulo4VvN8kJSV5Tf4lJSUA6j4dSEpKAuD9E4KSkhJYLBYkJCR4rnfx4kVUVFR4Pbf+JxC+PDcReaf1vVvfZ599hnHjxiE7OxurVq1S/PHgvUvkP63v3cmTJ6N37964+eabce7cOZw7d87zN7isrAznz59X9dxEpKTH+2UAuP766yXn9evXD61bt8aOHTtUPTfVYcD7TZ8+fbB//37U1NRI2nfv3g2g7pOErKwsREZGetrk53Xu3BkRERGe69X/erf8/HycOXMGvXv3ljx3Q9d0PzcReaf1vev22Wef4cYbb8RVV12Fjz76CHa73etz894l8o/W9+6ePXuQl5eHVq1aef5NnjwZAHD11Vejffv2kufmvUukntb3rbc5dW5CCFit/40qvG9VCOYKL0aSm5srAIjVq1dL2nNyciTLvt52220iNTVVXLhwwXPOsWPHhN1uF3/72988bcXFxSIiIkLcf//9kuvNnTtXsU3CK6+8IgCIvLw8T5vT6RS9evUSgwcP1vT7JDIbre9dIYT47LPPREREhBgxYoSorKxs8Ll57xL5T+t7d8uWLWLTpk2Sf3/7298EALFs2TLx1Vdfec7lvUvkH63v27Nnz4qoqCiRnZ0tud727dsFADFr1ixPG+9b3zHg1ZOdnS1atWolXnvtNbFx40YxadIkAUC88847nnP2798vYmJixJVXXilyc3PFmjVrRO/evRvd6PzJJ58UmzdvFvPnzxcOh8PrRue9evUSbdu2FatWrRIbNmwQN910EzduJPKRlvfuV199JSIjI0WHDh3Exo0bxZYtWyT/6u/pw3uXqHm0/rsr19A2Cbx3ifyn9X27YMECAUDcfffd4tNPPxVvvfWWaNu2rWjXrp0oLi72nMf71ncMePWUlpaKhx9+WKSnpwu73S4uueQS8d577ynO+/7778W1114roqKiRFxcnLjxxhvFoUOHvF5z0aJFomvXrsJut4t27dqJ6dOni+rqasV5+fn54q677hKJiYkiIiJCXHbZZWLDhg2af49EZqTlvTt9+nQBoMF/mzZtkpzPe5fIf3r83a2voYAnBO9dIn/pcd8uX75c9O7dW9jtdpGUlCTGjx8vjh8/rjiP961vLEIIEbgBoURERERERKQXLrJCRERERERkEgx4REREREREJsGAR0REREREZBIMeERERERERCbBgEdERERERGQSDHhEREREREQmwYBHRERERERkEgx4REREREREJsGAR0REIW3MmDFISEjA8ePHFY+VlJSgdevWGDJkCFwuVxB6R0REFFgMeEREFNJef/11hIeHY+LEiYrHpkyZgtLSUqxcuRJWK//kERGR+fGvHRERhbT09HS88sorWL9+Pf7xj3942j/++GO89957mD9/Pjp37qxrH2pra1FVVaXrcxAREfmCAY+IiELebbfdhttvvx3Tpk3D0aNHUVxcjPvvvx/Z2dl44IEH8P333+OGG25AYmIiIiIi0L9/f3zwwQeSaxQVFeHBBx9Ez549ERMTg9TUVFxzzTX46quvJOcdPXoUFosF8+bNw/PPP4+OHTvC4XBg06ZNgfyWiYiIvAoPdgeIiIi0sHTpUnz55ZeYMGECUlJSUF1djRUrVmDTpk3IycnB4MGDsWzZMsTHx2P16tX4wx/+gIqKCtxzzz0A6ubrAcD06dORnp6OsrIyfPzxxxg+fDi++OILDB8+XPJ8ixcvRteuXbFgwQLExcWhS5cuAf6OiYiIlCxCCBHsThAREWlh3bp1GDVqFADg7bffxh133IEePXogMjIS27ZtQ3j4fz/X/P3vf4/t27fjxIkTXufn1dbWQgiBnJwcxMXFYc2aNQDqKngdO3ZEVlYW9u/fD5vNFphvjoiIyAccoklERKYxcuRIXHbZZejSpQvuuOMOHDp0CAcOHMD48eMBADU1NZ5/o0aNwunTp3Hw4EHP1y9btgy/+93vEBERgfDwcNhsNnzxxRfYv3+/4rluuOEGhjsiIjIcBjwiIjIVh8MBu90OACgoKAAATJs2DTabTfLvwQcfBACcOXMGAPDiiy/igQcewODBg/HRRx8hLy8P3333HXJyclBZWal4ntatWwfoOyIiIvId5+AREZFpJScnAwCeeOIJjBs3zus53bp1AwC88847GD58OF599VXJ46WlpV6/zmKxaNhTIiIibTDgERGRaXXr1g1dunTBzp07MWfOnEbPtVgscDgckrZdu3Zhy5YtaNu2rZ7dJCIi0gwDHhERmdo//vEPjBw5Etdffz3uueceZGZmoqSkBPv378eOHTvwr3/9CwAwZswYzJo1C9OnT8dVV12FgwcP4rnnnkPHjh1RU1MT5O+CiIjINwx4RERkaldffTW2bduG2bNn49FHH8XZs2eRlJSEnj174rbbbvOc99RTT6GiogJvvPEG5s2bh549e2LZsmX4+OOPsXnz5uB9A0RERCpwmwQiIiIiIiKT4CqaREREREREJsGAR0REREREZBIMeERERERERCbBgEdERERERGQSDHhEREREREQmwYBHRERERERkEgx4REREREREJsGAR0REREREZBIMeERERERERCbBgEdERERERGQSDHhEREREREQm8f9ho1dd5koD9gAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'BalticSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "44aa11d1-830c-45a8-9235-0a03ec35daa6", "metadata": { "papermill": { "duration": 0.007255, "end_time": "2025-12-18T22:45:39.417909", "exception": false, "start_time": "2025-12-18T22:45:39.410654", "status": "completed" }, "tags": [] }, "source": [ "## HudsonBay" ] }, { "cell_type": "code", "execution_count": 15, "id": "0fa02937-1b4e-4ade-a803-d2994b12545f", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:39.432491Z", "iopub.status.busy": "2025-12-18T22:45:39.432256Z", "iopub.status.idle": "2025-12-18T22:45:39.741162Z", "shell.execute_reply": "2025-12-18T22:45:39.740653Z" }, "papermill": { "duration": 0.317689, "end_time": "2025-12-18T22:45:39.742702", "exception": false, "start_time": "2025-12-18T22:45:39.425013", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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Jv4aVz+SuXbuy0qVLs2HDhrHPP/+cff/99yw1NZW5u7uzcuXKsdzcXMG2S5YsYQAE72516DI+UVK1alVWvXp1NmTIEDZz5kw2duxYFhISwgCwgQMHctY9d+4cA8AGDRokui/lM/bu3buqNqn34+bNmxkA1qVLF2ZjY8O6devGvvjiC9a3b1+t3yUhIYGFhoaqnp+TJ09mn3/+OevZsydzcXHhXEdLly5lHh4erGfPnuzTTz9ln332GevYsSOTyWTMz8+PRUVFcfZtjPdyhQoV1I4X1F3rYvfZb7/9xpycnFiXLl3YhAkT2BdffMF69uzJ7OzsmLOzs+odpOy3tncVY9KfP/rcM+pQ3hsffvgh8/f3Z59++imbPn06Cw4OZgBYt27dWH5+vmp9Y471NP0mmzZtYgBY48aNddqXkpycHObn58dsbGzYy5cvBZ/funWLAWDVq1fntCuvscGDB7Pjx48zAOznn3/mrNO/f3/m6OjIEhISVNdd4We9uufi999/r3ouKsnLy2Nt2rRhANj27dtFv4vyfty8ebNO3115Hc+fP59FR0ezWrVqMQBswoQJLC8vT+MxxHTR5cuXGQDm4uKi9/raMFgIFr6p+H8eHh5GEYI7duxQXYyZmZmq9vj4eFapUiXBg+LOnTsMAOvRo4dg/3l5eSwhIUG1/M8//6jEzNu3b1XtCoWCdenShQFgS5Ys4exDefF17tyZZWRkqNrfvn3LPDw8mLu7O0cEqDtf06ZNY82aNWMymYz16NGDpaamcrZJSkpicXFxgu8QGRnJSpcuzapWrcppv379OgPA+vTpI9jmq6++YgDYunXrBJ/pixQhCICNHDmS85J/8OABs7W1ZdWqVeOsr+6FoxRZ33zzjeAYcXFxnGuDfx19++23TCaTsaZNm7L4+HjR7yEmxo8ePcoAsE6dOnHalTdi3759Ocdl7P8eBIUH/r169WIAOC+ewn1Xsn//fgaATZkyRbBednY2S0lJEbTzSU1NZaVKlWK2trbs4sWLnM+++eYbBoC1a9eO067unGtC272s3CcAtmXLFs5na9asYQDYuHHjOO3KczdlyhTOtZKbm6sS3vv27dPat7CwMMFvoCQtLY1z3xoy2C5btix7/vy5aB80vWCfPn0qaMvKymKtWrVidnZ2gkGY1GtfJpOx3bt3c9ZLTExkoaGhzNHRkb1+/Vq0X4VRDjbmzJmjdd3Zs2er7nElx44dYwBYpUqVWHR0NGf9/Px8znc8ffo0A8CaNm0qGHAp7zX+PfHs2TPO4Ijfl99++43Trvyd3dzcOAN1xhgbOHAgA8B27dql9bsy9n/XdoUKFVTP83nz5rGJEyeykJAQ5uDgwL788kvBdu3bt2cA2LJlyzjtFy5cYDY2NszLy4tzjxtybZYvX569ePFC1a5QKFSi9/Lly6p25fPCzs6OXbt2jbOvqVOnqu5h/qBW6jWsfCbXrl1b9L02ceJEBkAw2ZWXl8eCgoKYs7Oz4NpQhxQhKPY98vLy2ODBgxkAdunSJc5ntWrVYg4ODuzdu3eC/chkMtakSRNOu9T7UXm9y2QyduTIEZ2+gxLldTxu3DjBoDMlJYUlJiaqlqOjo0UnPg4fPsxsbGzY2LFjOe3GeC8bSwi+fftW9F1448YN5uzszDp27Mhp1/aukvr80feeUYfy3qhcuTJnfJqZmakyamzbtk3VbsyxnqbfRPkOmDt3rk77KozSwLJw4ULBZxMmTGAA2P/+9z9Oe2EhmJ+fz4KCgljdunVVn7979445ODioJoSlCMH8/HzWtWtXBoCtWbOGMcbYggULGAA2bNgwtd9DXyE4YMAAVr58eQaALVq0SOM2moSd8jdo3bq13utrw2AhqMufoUJQOct2+vRpwfrKE1L4QXH37l0GCGfzxBg5ciQDwNavXy/47N9//2U2NjasYsWKnHblxSf2Avnkk08YAI7FgTHN56tGjRpqZyPUMWnSJAaA86JnjLGGDRsyuVzO3rx5o2rLzc1lZcuWZW5ubiwtLU3ScTQhRQg6OzuLPriVM2eFPxN74SgffHXq1FE7q1IY5XWUl5enGmD07t1bINoKf4+goCDR2ejy5cszb29vTludOnWYXC7nvFiV5ObmMm9vb9agQQNVW+/evRkA9t9//2ns94EDBxggPqOuK9u3b1c9TPnk5OSort/CVlFTCsFmzZqJ9sPOzo4za5mXl8e8vb2Zv7+/6O+QmJjIZDKZTjPjK1euZAB0sn4ZMtgWE5pKNL1g1fHHH38wAGzr1q2qNinX/u3btxnAnfUszF9//cUA4SyrGJ07d2YA2OrVq7Wu+8svvzCgYHJMSbdu3RgAtnfvXq3b9+zZkwFgDx48EP28Tp06zNfXV+t+GCsYLABgw4cP57Qrf2cxgaYcCH722Wc6HaPwJIfYX6dOnVh4eDhnm6ioKNXzkm+tZIyxQYMGCX57Q67NDRs2CLZRzvAXtqz9+uuvDAD75JNPBOsnJSWJTuhqQuwaZuz/nsnqJnIePHjAALDu3btz2g8fPswAsBEjRuh0fMakCUF1KO87/kB21apVDAD78ccfOe3KgW/hAbs+96NyTCM2ka2Jt2/fMhsbG+bv78/S09MlbcunVq1agnGPMd7LxhKCmujWrRtzcHDgTMZre1dJff4Y+55R3huFrx0lyvPeqlUrTruxxnqafhMp7wA+T548YTKZjFWoUIFzbWRkZDBPT0/RyZTCQpAxxhYtWsQAsBs3bjDGGFu+fDnnGpEiBBkrmJgICAhgjo6ObNWqVSpDhKZzpa8QVP4VnhzVdozCFuupU6eyevXqMQDMycmJMyEldX1tGJwshjGm9rOgoCBBIKc+3Lx5EzY2NmjWrJngM7GMQjVq1EDdunXx22+/ISoqCh9++CGaNm2KBg0aCBI33Lp1CwDQunVrwX6qVq2KwMBAREREICkpiRPQ6unpieDgYME25cqVA1Dgxy1G4fOVnp6OBw8eYNasWfj444/x6NEjfP3115z1L168iLCwMFy6dAmxsbEcX3EAePXqFcqXL69anjBhAoYPH45NmzZh9uzZAICDBw8iJiYG48ePh4uLi2i/TE2VKlXg5uYmaFeer6SkJNHPlShr23Ts2BE2NrqHtvbp0wd//fUXPv30U6xYsULjtnXq1IGtra1oHwv7v2dkZODOnTvw8fHBihUrRPfl4ODASeE7ePBg7N27F++//z4GDBiA1q1bo0mTJoJUzS1btkRAQACWLVuGW7duoUuXLmjSpInavomh6ZqWy+Vo2bIltm3bhlu3bqFChQo67dMQGjRoINqP0qVLc+6Tx48fIz4+HpUrV8bixYtF9+Xk5KRTauQPP/wQc+bMwcSJE3HixAm0b98eTZs2RY0aNYyaVv7999/Xa7uXL1/i22+/xalTp/Dy5UtBTNurV69U/0u59pXXaVJSkmiMpzJmTZdzqHxW6XK+lOsUXvfy5cuQyWTo1KmT1u0vXboEuVyO3bt3i36ek5ODuLg4xMfHw9vbG0DB8zMsLAz79u3D48ePkZqaynm+Fj6HhRG7HrU9t9XRsmVLTkxTfHw8wsPDMXnyZLRs2RL79u1TxdUo78vmzZvDzk746m3Xrh127tyJmzdvGiXpjq7f8+bNm6rvwsfDwwN16tTBuXPnBJ9JuYYLo+6eqVGjBlq2bInDhw8jOjpa9Wxcu3YtAGDs2LGi2xlKfHw8vv/+exw+fBjPnz8XxNvyv8fHH3+MmTNnYt26dZg+fTqAgutzy5YtKFWqFPr166da15D7Ueqz5dq1a6rMvs7OzlrXZ4xhx44d2LJlC+7cuYPExEROTKQuSa70fS8bg7///htr1qzB9evX8e7dO0H2yHfv3gmyMqpD6vNH33tGG2L7Uz4vlM8PJeYY60l5B/AJCQlBq1atcObMGZw4cQIdO3YEAOzZswdJSUkYOHCg6lmujuHDh2PhwoXYuHEj6tWrhw0bNiAkJET0POmCj48Pdu7ciTZt2mDixIlwdHTE77//bpJxcYsWLXD16lVs2bIFrVq1EmRGFePOnTu4c+cOgIIxkr+/Pz7++GPMmjULNWrUMHh9dRSJrKHJyckoVaqUaBraMmXKCNpsbW1x6tQpLFq0CH/88QdmzJgBAHB3d8ewYcPwzTffqH54ZeCo2H4AwN/fHy9fvkRycjJHCKoL9lS+4PlB5mK4uLigUaNG2Lt3LwIDA/Hdd99h3Lhxqpf1vn370LdvXzg6OqJ9+/YIDg6Gi4sLbGxscPbsWZw7d06QlKR///747LPPsGHDBsyaNQsymUz1Ih03bpzWPpkKQ8+XMmA4ICBA0nHPnz8POzs7fPjhh1pfVJr6WDhJSWJiIhhjiIuLw8KFC3XqR+/evXHo0CH8+OOP2LhxI9asWQOgYLC2bNkytG3bFkDBNXr58mXMnz8fBw4cwNGjRwEAvr6+mDhxIubOnSs6iCyMLtd04fVMjabzWvh3VyZwefLkicbzmpaWpvWYFSpUwNWrV7FgwQIcPXoUf/zxB4CCgfCMGTMwadIkKV9BLerOsSaeP3+ORo0aITExEc2bN0eHDh3g4eEBW1tbREZGYuvWrZz7Wsq1rzyHJ06cwIkTJ9Sup8s5VF4nUVFRWtdVJlopPPBKSkqCl5cXnJyctG4fHx+P3NxcrfdTWloavL29oVAo0KZNG1y9ehW1atVC//794evrq3pHLFy4UG0iMbHrUcpzWxPe3t7o3r07nJyc0L59e0yfPl0lBM19X+r6PZXHK126tOh+xPor9RrWtj8l48ePx7lz57Bx40bMnz8fMTExOHToEOrUqYNGjRqp/7J6kpSUhIYNGyIiIgKNGjXCJ598glKlSsHOzk5VHon/Pdzc3DBkyBCsWbMG586dUwn+2NhYTJs2DY6Ojqp1DbkfpT5bpL4jp0+fjhUrVsDf3x8dO3ZEQECA6l7dsmWLTpP4+r6XDWXlypWYMmUKvLy80L59e5QvXx7Ozs6QyWT466+/cOfOHbXXnxhSnz/63DO6ILY/W1tbeHt7IzY2ltNujrGeMou4vom0xowZgzNnzmDDhg0qIahMIDN69Git2wcGBqJjx47YuXMn+vTpgwcPHmDp0qUGTeY2atQI5cuXR0REBFq3bo333ntP731ponXr1pg3bx569OiBoUOHIisrS22CGyVDhw6VVDlA6vrqMLsQVA7G1RWAFMvO5OHhgYSEBCgUCoEYfPPmjeh+vLy8sHz5cixfvlxVj2Tt2rVYuXIlkpKSsHXrVtW+lfsRs/C9fv2as54p8PT0RNWqVXHz5k3cvHlTJQS/+uor2Nvb4/r166hevTpnm7Fjx4rOODk5OWHYsGH43//+hxMnTqBKlSo4fvw4GjdubLIL3hwoRbi6WWZ1nDlzBu3atUP37t2xd+9edO7c2eC+KK+FunXrqmYGdaFr167o2rUr0tPTceXKFRw6dAirV69G165dcevWLdVvHBgYiI0bN4IxhocPH+L06dNYtWoVFixYgPz8fK0vq8LXtBjmuKb1QdmfXr16Ye/evQbvr3r16vj999+Rm5uLO3fu4OTJk/jpp5/w6aefwsXFBcOHDweg+ZmkLlucEn1eSP/73/8QHx+PzZs3CzI+/vbbb6pnkxIp177yHIaFhRlc169Zs2bYvHkzTp48iSVLlmhcV5kBtGnTpqo2T09PxMfHIzMzU6sY9PDwQH5+vs5F2Pfv34+rV6+Kvghfv36t8wSNqVBacx4/fozk5GR4eHjodV8acm3qivJ4hTNKFkasv1Kv4cJoumd69+6NMmXKYMOGDfjyyy+xYcMG5OXlmWwSc8OGDYiIiMD8+fMFFrtLly4hLCxMdLsJEyZgzZo1WLt2LVq2bKkagPMzIBpyP0p9tkh5TsTGxmLlypWoVasWwsPDBd44v/32m9GPCRRcz3yvJiW6Xs+5ubmYP38+ypQpg5s3bwqsfoW9d3RF6vNHn3tGF96+fcvx8AIKJm3i4+Ph7u7OaTfHWK9Zs2bYtGkTTp06pdZLRxO9e/eGj48PDhw4gLi4OCQkJODChQsqa6EujBw5EocPH8bQoUNhZ2eHoUOHSu5HYaZMmYKIiAj4+PjgyJEj2Llzp6pmoLFp27Ytjh49iq5du2LMmDHIzMwUZBS2BsxePsLLywuA+CxzSkoKHj9+LGivV68e8vPz8c8//wg+0yXVcEhICEaOHIlz587B1dUV+/btU31Wt25dtft5+vQpoqOjUbFiRb2Lo+uK0lWnsOXp6dOnqFGjhkAEqjsXSsaPH6+aHVq/fj3y8/NN5lZjLho3bgygYGZVkzsyn/feew9nz56Fp6cnevbsaZTCoK6urqhZsyYePHig84ujMC4uLmjTpg3+97//Yc6cOcjOzsaRI0cE68lkMtSsWROffvqpaja58LWrDk3XdG5ururaqVevnuS+F0bpqmqoFUVJtWrV4OnpicuXL0OhUBhln0CBFaR+/fqYOXOmaoBT+DxqeiZdv37daP1Q8vTpUwAFbst8xCZ3pFz7ynUvXLhgaDfRt29feHp64sqVKxqtGSdOnMCVK1fg5eWFvn37cvrCGNOpZEXjxo2RmJgoSP2uDqnn0NwUdr1UPtOV9+U///wjKuzOnDkDgHtfmuPaVB5P7LwlJyeryuwUxlTnXy6XY9SoUYiOjsahQ4ewYcMGuLq6mmygpu/3qF27Npo1a4a9e/ciPDwcZ8+eRcuWLQX1y4x5P2qjUaNGsLGxwYULF5CRkaFx3efPnyM/Px8dOnQQiMDo6Gg8f/5cp2NKfS97eXnh7du3os93Xa/nd+/eISkpCU2aNBGIwLS0NNHJWW3vKqnPH33uGV0Q29+FCxeQm5uren4UxtRjvb59+6JUqVK4dOmSaLmfwohZYO3t7TF06FDk5ORg27ZtHGugrhMd3bt3R+nSpREdHY0uXbro7O4rxp49e7Bu3Tq0bNkSN2/ehK+vL8aNG6d6DpiCZs2a4eTJk/D09MTkyZPx3XffmexY+mJ2Iejm5obq1avj4sWLePjwoao9Ly8P06dPF63/pJy5nzt3LqeuX0JCguhMdUREhOgNnZiYiOzsbI7rxogRIwAAS5Ys4dR8ysvLw+eff478/HyMHDlSj2+qO3/99RciIiIgl8vRpEkTVXtQUBCePHnCmW1jjGHhwoWcc8cnJCQE7du3x4EDB7Bu3Tp4enqif//+ousqa05ZayF7JfXr10eTJk1w8+ZN/PDDD4LP4+PjRWs+AgWxJ+fPn4efnx/69u2LPXv2GNyf6dOnIycnByNGjBCdyUxMTOS8kE6dOiV6bStnFJXX5P379xEZGal1PU307NkTpUqVwm+//aaK4VCyYsUKPH/+HO3atRPMPErFy8sLMplMJ9dBXbCzs8Onn36K169fY/LkyaLn6/Xr1xqvfSVXr14Vna0VO49K683mzZs5A/SoqCi1dc0MQVlHSznwV3Ls2DHRuktSrv0GDRqgefPm2Lt3LzZt2iR6/Hv37gncjMRwd3fHjz/+CAAYNGiQaN3H8PBw1SB9xYoVnEGlcubzs88+U1m7ClP4uTZt2jQABQMEfp1LoCAesPC1rO4cPn/+HDNnztT63UzN//73PwAFE1FKMRcYGIj27dsjMjJSEFt85coV7Ny5E15eXujVq5eq3RzXZo8ePeDl5YWdO3cKBuMLFiwQdVWVeg1LYezYsbC1tcX48eMRFRWFwYMHa4wfNwR13+PWrVtYunSpxm0nTJiA7Oxs9O3bF4wxUaulMe9Hbfj6+mLAgAGIiYnBzJkzBcIsLS1N9Vsqv/c///zDEUdpaWkYPXq0Wo8tPlLfy++//z5yc3OxefNmznpbtmxRW1eWj5+fH5ydnXH9+nWOS61CocCUKVPw7t07wTba3lVSnz/63DO6sHjxYs4kUlZWlir+TzkOLoyUsZ4+uLm5YeXKlQAKXFGPHTsmut7ly5fxwQcfiH6mdAFdv349tm7dCrlcrraOuBhyuRwHDx7Evn37sHz5cmlfoBDPnz/H6NGj4ePjgx07dqBcuXLYtm0b0tLS0L9/f7WWamPQsGFDnDlzBr6+vpg5c6bFPVb4WCRGcObMmRg2bBiaNm2Kfv36wdHREWfOnIFCoUBoaKgq+FHJwIED8fvvv+PAgQOoVasWevToAYVCgT/++AMNGzYUFNm+c+cOevXqhfr166NWrVooW7Ys4uLisH//figUCs5AoUmTJpgxYwa+++471KpVC3379oWLiwuOHDmC+/fvo1mzZvjiiy+M9t0Lu5+kp6fj4cOHKmvQN998w/ERnzZtGsaNG4d69eqhT58+kMvlKgHdvXt3HDx4UO1xxo8fj+PHj+Pdu3eYPHmyWtcs5Wy1trgza+DXX39Fq1atMGPGDOzevRstW7YEYwxPnjzB8ePH8e+//6otVlu5cmWcP38ebdq0wcCBA5GTk4PBgwfr3ZcRI0bgxo0b+OWXXxAcHIyOHTuifPnySEhIQEREBM6fP4/hw4erYgE/++wzREZGolWrVqpC0jdu3MDp06dRvnx5DBgwAECBi9306dPRpEkTVKtWDX5+foiOjsb+/fshk8l0uhZdXV2xadMm9OvXDy1btkS/fv1Qvnx53LhxA8ePH0eZMmVUrkyG4Orqivfffx/nz5/HkCFDULlyZdja2uLDDz/U2zXlq6++wp07d7BmzRocPHgQbdq0QUBAAGJjY/HkyRNcvHgRX3/9tdZA6J07d2LVqlVo2bIlQkJC4OXlhWfPnuHgwYNwcHDAlClTVOs2atQIrVq1wtmzZ9GoUSO0adMGb9++xcGDB9GxY0ejCV0lEyZMwObNm/HRRx+hT58+CAgIwP3793H06FF89NFH+P333wXbSLn2lcHwI0eOxMqVK/H+++/D09MT0dHRuHv3Lu7fv49Lly7Bz89Pa1+VEx0zZsxA8+bN0apVK9SvX19VrPjMmTOwsbHBihUrBAlOOnTogK+++gqLFy9G1apV0bNnT5QrVw5v3rzBxYsX0bhxY9UEVNu2bbFs2TLMnj0blStXRpcuXVCxYkWkpaXhxYsXOHfuHJo1a6aKme3evTtCQkKwfPly3L9/H3Xr1sXLly9x6NAhdO3aVXJBbH2JjIzkPNMTEhIQHh6OGzduwMnJCT///DNn/TVr1qBp06b44osvcPz4cTRo0ABRUVHYs2cPbGxssHnzZo7oMce16erqinXr1qF///5o3rw5+vfvD39/f/zzzz+4f/8+WrRoISigrs81rCuBgYHo1q2bynvDEAuHpgHnL7/8gk8++QTff/89pk2bhrNnz6Jy5cp48uQJDh06hN69e2v8Hn369IGfnx9ev34NX19f9O7dW3Q9Y96P2vj5559x//59/Pzzzzh16hQ6dOgAe3t7RERE4NixYzhw4ABatWqFMmXKYMCAAdi1axfq1KmDDh06IDk5GSdOnICjoyPq1Kmjs1VLyrNp8uTJ2Lx5M8aPH49Tp06hXLlyuHPnDsLDw9GtWzccOnRI6/FsbGwwefJkLFu2DLVr10aPHj2Qk5ODM2fOICEhAa1btxYIe23vKqnPH33uGV2oUaMGatasib59+0Iul2P//v149uwZunbtio8//lh0G13HevoyePBgZGZmYtKkSejUqRPq1KmDJk2awMvLC/Hx8bh06ZIqeZ4YVatW5ZyPvn37Sr7WGzZsiIYNG+r9HRQKBQYMGICUlBQcPHhQFdPaqVMnfPbZZ/jhhx8wY8YMtcn/jEFoaCjOnTuHtm3bYsGCBcjMzMSyZctMdjxJ6JxflAd0SM8sVlBeyaZNm1iNGjWYvb09K126NBszZgx79+6daPkIxgpqqC1cuJBVrFiR2dvbswoVKrA5c+awrKwsQXrhqKgoNnv2bNakSRNWunRpZm9vzwICAlinTp3Y4cOHRfv622+/saZNmzJXV1fm4ODAatSowZYsWSJabkDfFMj8P1tbW1amTBn24YcfihYGZawgTWxoaChzdnZm3t7erGfPnuzu3bsa04ozVpBG2MfHR2NKZMYK0iK7ublxatfoipTyEerSPytTnRe+RjSVMnj37h2bMWMGq1KlCnNwcGAeHh4sNDSUzZkzh5MyW9119PLlSxYSEsJsbGzYxo0bOd9DSkkTJQcPHmRdu3Zlvr6+TC6Xs9KlS7OGDRuyuXPnskePHqnW+/3339mAAQNYSEgIc3FxYW5ubqxmzZpszpw5LDY2VrXew4cP2bRp01j9+vWZj4+P6lrv06ePoCagNq5evcp69uzJfHx8mFwuZ+XKlWPjxo1jr169EqyrT/kIxgpSRHfr1o2VKlWKyWQyTpplbftUdx/l5+ezbdu2sTZt2jAvLy8ml8tZ2bJlWdOmTdnXX38tWqCWz+XLl9m4cePYe++9x7y8vJijoyMLDg5mw4YNE5R2Yawg5feYMWOYr68vs7e3ZzVr1mRr167VmqJfU3pwTc+JixcvstatWzNPT0/m6urKmjZtyvbt22eUa5+xgpphX3/9NatXrx5zcXFhjo6OLCgoiHXp0oWtXbtWchmZR48esXHjxrEqVaowJycn5uTkxCpXrszGjRvHuc7F+Pvvv1nHjh2Zl5cXs7e3Z4GBgaxnz57s1KlTgnUvXLjA+vXrx/z9/ZlcLmc+Pj4sNDSUTZs2TVCv6+XLl2zQoEGsbNmyzNHRkdWoUYN9++23TKFQiD5z9CnFoA515SPs7e1ZxYoV2ciRI9m///4rum10dDQbN24cK1++PJPL5czb25v16NGDXb16VXR9Y16bmq6v48ePs6ZNmzInJyfm6enJPvzwQ/bo0SO1+5N6DWt6jvJR1lNt1KiRTuvzEftt+H/K0j8PHjxg3bt3Z76+vszZ2ZnVq1ePrV+/XqdrYtq0aQwAmzFjhsb+SLkfpaar55OWlsaWLFnCateuzZycnJirqyurXr06mzJlCqdWcnp6OpszZw4LDg5mDg4OLDAwkE2YMEHtOMxYz6aLFy+yFi1aMCcnJ+bm5sa6dOnC7ty5I6l8hEKhYD/++COrXr06c3R0ZKVLl2ZDhgxhkZGRaq9XTe8qJVKeP4xJv2fUoTzfWVlZbO7cuSwoKEj1LFmwYIFovUcluo711KFrmaOXL1+yGTNmsLp16zIPDw9mZ2fHfHx8WKtWrdjy5ctZcnKy2m2V5TYAsGPHjqldj18+Qpe+Q4fyEdOnT2cA2LRp0wT7yMnJYY0aNWIA2P79+wWfG1JQXownT56o6gtOnjyZ5efna6wLKIbU9bUhY0xCwBVRZHj27BkqV66MZs2aqZ2ZSkpKgre3Nz777DOr9FsmCIIgSh7z5s3D4sWLsXHjRlX4hjXSokUL/PPPP3j8+DFCQkIs3R2iBKLLWE8TSmutWEgKUeC2PHz4cNHEWMUFs8cIEubh+++/B2NMY5r8CxcuQC6Xq2ohEQRBEIQlSUlJwZo1a+Dt7Y2BAwdaujtquXz5Mi5cuIBOnTqRCCQshi5jPW28ePECMpkMMplMkFegpNKtWzfIZDLR2MzihvUHhhE68+LFC2zfvh1PnjzB9u3bUbduXU4WPz7du3dXm2CFIAiCIMzFwYMHcf36dRw6dAhxcXFYvny50eOdjMHPP/+M6OhobN26Fba2tiZJKEUQmpA61tPE1KlTOQnvAgMDjdTLos2gQYPQoEED1XKdOnUs1xkTQ66hxYizZ8+idevWcHFxQfPmzbF69Wq1yVMIgiAIwloYNmwYtm7dijJlymDUqFFYuHChqo6iNREUFITo6GiEhIRg0aJF+OijjyzdJaKEQWM9wpiQECQIgiAIgiAIgihhWN90G0EQBEEQBEEQBGFSSAgSBEEQBEEQBEGUMEpsspj8/HzExMTAzc0NMpnM0t0hCIIgCIIgCMJCMMaQmpqKsmXLWmWMsikosUIwJiYG5cqVs3Q3CIIgCIIgCIKwEqKiokpMBtUSKwTd3NwAFPzY7u7uRt23QqHA8ePH0aFDB8jlcqPumyAI00H3LkEUTejeJYiiiTXduykpKShXrpxKI5QESqwQVLqDuru7m0QIOjs7w93d3eIXNUEQukP3LkEUTejeJYiiiTXeuyUpZKxkOMASBEEQBEEQBEEQKkgIEgRBEARBEARBlDBICBIEQRAEQRAEQZQwSAgSBEEQBEEQBEGUMEpsshiCIAiCIAiCsAby8vKgUCgs3Q2zo1AoYGdnh6ysLOTl5ZnkGHK5HLa2tibZd1GHhCBBEARBEARBWADGGN68eYOkpCRLd8UiMMZQpkwZREVFmTRbp6enJ8qUKVOiMoLqAglBgiAIgiAIgrAAShHo5+cHZ2fnEidU8vPzkZaWBldXV9jYGD9ijTGGjIwMxMbGAgD8/f2NfoyiDAlBgiAIgiAIgjAzeXl5KhHo7e1t6e5YhPz8fOTk5MDR0dEkQhAAnJycAACxsbHw8/MjN9FCULIYgiCIEkhCQgJOnDiB169fW7orBEEQJRJlTKCzs7OFe1L8UZ7jkhiHqQkSggRBECWMqKgo1KxZEx06dECNGjVw584dS3eJIAiixFLS3EEtAZ1jcUgIEgRBlDB27NiBN2/eAACSkpKwceNGC/eIIAiCIAhzQ0KQIAiihBEREcFZfvnypYV6QhAEQRCEpSAhSBAEUcJ49+4dZzk5OdlCPSEIgiCKK6mpqZgxYwY6dOgAX19fyGQyLFiwQLDehAkTYGtrC5lMxvmrVq2axv0/fPgQDg4OkMlkuH79uom+RfGGsoYSBEGUMOLj4znLJbV+FUEQBGE64uPjsW7dOoSGhqJnz57YsGGD2nWdnJxw+vRpQZs68vLyMGLECPj4+CAmJsZofS5pWIVF8PTp0xgxYgSqVasGFxcXBAQEoEePHrhx4wZnPcYYVq5ciWrVqsHBwQH+/v4YP348EhMTLdRzgiCIogffIkhCkCAIgjA2FSpUQGJiIs6dO4elS5dqXNfGxgaNGzfm/IWGhqpdf/ny5YiOjsbMmTON3e0ShVVYBFevXo34+HhMmTIFNWrUQFxcHH788Uc0btwYx44dQ5s2bQAAn3/+OVasWIHPP/8c7dq1w8OHDzFv3jxcu3YNly5dglwut/A3IQiCsH7INZQgCML6yM/PF3hsWAve3t6S6/yZKlPnkydPMG/ePOzatQsJCQkmOUZJwSqE4KpVq+Dn58dp69SpE0JCQvDNN9+gTZs2ePXqFcLCwjBx4kR8++23AID27dvDz88PgwYNwpYtWzB69GhLdJ8gCKLIwBgTDDSSk5PBGKP02gRBEBYkPj5eMB62FmJjY+Hr62uy/WdmZqJMmTKIi4uDv78/evbsiUWLFqFUqVKc9RhjGDVqFLp164YPP/wQW7ZsMVmfSgJWIQTFLnpXV1fUqFEDUVFRAIDLly8jLy8PXbp04azXrVs3AMCff/5JQpAgCEILKSkpyM3N5bTl5+cjLS0Nbm5uFuoVQRAEUVKpVasWGjRogNq1awMAzp07h+XLl+PUqVO4du0aXF1dVeuuWrUK9+7dw+7duy3V3WKFVQhBMZKTk3Hz5k2VW2hOTg4AwMHBgbOeXC6HTCbD3bt3zd5HgiCIogbfLVRJUlISCUGCIAjC7EyYMAHu7u4q19P27dujbt266Nu3L9avX49p06YBAF68eIHZs2djxYoVKF26tCW7XGywWiE4ceJEpKenY+7cuQCAGjVqAAAuXryI1q1bq9YLDw8XdXXik52djezsbNVySkoKAEChUEChUBi178r9GXu/BEGYlpJw7yoLyfOJi4tDmTJlzNwbgjAOJeHeJYofCoUCjDHk5+er/qwVQ/un3Fb5fZUwxkTbe/ToARcXF1y6dAlTpkwBUCAYa9WqhV69eqliA9PT0wEUjOsTExPh4eGh9viMMSgUCtja2oquUxKfH1YpBL/66ivs2LEDP/30E+rXrw8ACA0NRYsWLfD999+jatWqaN++PR4+fIhx48bB1tZWawDr0qVLsXDhQkH78ePH4ezsbJLvceLECZPslyAI01Kc7111tZaOHTumcsUniKJKcb53ieKHnZ0dypQpg7S0NOTk5EAul+PJkyeW7pYocrlcZUTRh9TUVAAFhhmx/Sg/V6IUbnl5ear17927h6ioKHh7ewu2b9u2Ldzd3fHixQvR4+fk5CAzMxPnz58XhEcoycjIkPSdigNWJwQXLlyIJUuW4Ouvv8akSZM4n+3ZswfDhg3DRx99BACwt7fHtGnTcPLkSa3pz2fPno3p06erllNSUlCuXDl06NAB7u7uRv0OCoUCJ06cQPv27SmTKUEUIUrCvavOe6J69eqCGGyCKCqUhHuXKH5kZWUhKioKrq6ucHR0BAB4enpatlMmonCIV+FxN2MMqampcHNz4yQs2717NzIyMtC8eXPV+rt27UJWVhZnv8eOHcN3332HX375BTVr1lQ7ps/KyoKTkxNatGihOtd8DBG6RRWrEoILFy7EggULsGDBAsyZM0fwuZ+fHw4fPozY2Fi8efMGFSpUgJOTE3755Rf07dtX474dHBwE8YVAwQyHqV4aptw3QRCmozjfu+omzdLT04vtdyZKDsX53iWKH3l5eZDJZLCxsZFcmqGocOTIEaSnp6ssfo8ePcLevXsBAF26dMHbt28xYMAADB48GJUrV4ZMJsO5c+ewYsUK1KxZE6NHj1admyZNmgj2//LlSwBAw4YN0aBBA7X9sLGxgUwm0/iMKInPDqsRgosXL8aCBQvw5ZdfYv78+RrX9fPzU2UaXblyJdLT0wXWQ4IgCEKIOosgFZUnCIIgjM348eM57pp79uzBnj17AAARERFwd3eHn58fli9fjrdv3yIvLw8VKlTA5MmTMWfOHLi4uFiq6yUCqxCCP/74I+bNm4dOnTqha9euuHz5Mufzxo0bAwDWr18PAAgODkZSUhKOHDmCjRs34ptvvkG9evXM3m+CIIiihqasoQRBEARhTCIjIzV+np+fj+3bt3Oyhkph2LBhGDZsmH6dI6xDCB48eBAAcPToURw9elTweeGMQitWrMCLFy9gY2ODunXrYt++fejRo4dZ+0sQBFFUUScEk5OTzdwTgiAIgiAsiVUIwbNnz+q03pgxYzBmzBjTdoYgCKIYQ66hBEEQBEEAQPGMTCUIgiBEIYsgQRAEQRAACUGCIIgSBcUIEgRBEAQBkBAkCIIoMTDGyDWUIAiCIAgAJAQJgiBKDCkpKcjNzRX9jFxDCYIgLIMyKSJhOugci0NCkCAIooSgzi0UIIsgQRCEuVEWMM/IyLBwT4o/ynNcEovGa8IqsoYSBEEQpkeTECSLIEEQhHmxtbWFp6cnYmNjAQDOzs6QyWQW7pV5yc/PR05ODrKysvSqI6gNxhgyMjIQGxsLT09P2NraGv0YRRkSggRBECUEdfGBAJCVlYWsrCw4OjqasUcEQRAlmzJlygCASgyWNBhjyMzMhJOTk0lFsKenp+pcE/8HCUGCIIgSgiaLIFBgFSQhSBAEYT5kMhn8/f3h5+cHhUJh6e6YHYVCgfPnz6NFixYmc9uUy+VkCVQDCUGCIIgSgi5CsHTp0mbqDUEQBKHE1ta2RIoVW1tb5ObmwtHRkeL3LAAliyEIgighaHINBShhjLn4999/0aVLF7Ro0QJnz561dHcIgiCIEgpZBAmCIEoIulgECdMzdOhQXL16FQDQr18/vHz5Ek5OThbuFUEQBFHSIIsgQRBECUGbECSLoOnJyMhQiUCg4De5deuWBXtEEARBlFRICBIEQZQQyDXU8rx9+1bQ9vz5cwv0hCDEOXXqFNauXav1eUEQRNGHhCBBEEQJgVxDLc+bN28Ebc+ePbNATwhCyJo1a9CuXTuMGzcO7733HhU6J4hiDglBgiCIEgJfCHp6enKWySJoesgiSFgz69evV/0fExODgwcPWrA3BEGYGhKCBEEQJQDGmMDVKzg4mLNMFkHTQxZBwpqJiIjgLP/3338W6glBEOaAhCBBEEQJICUlBbm5uZw2vhAki6DpISFIWCuZmZlITEzktD19+tRCvSEIwhyQECQIgigBiMUHhoSEcJZJCJoeMSH45s0bisUiLM6rV68EbSQECaJ4Q0KQIAiiBMAXgo6OjihbtiynjVxDTY+YEAQoTpCwPCQECaLkQUKQIAiiBMCPD/T29qZkMRZALFkMQO6hhOURE4JxcXE0QWQAERERWLRoEX766SdkZmZaujsEIcDO0h0gCIIgTA/fIujj4wMPDw9OGw34TA9ZBAlrJTo6WrT92bNnqFevnpl7U/RJTU1Fhw4dVFbVf//9F6tWrbJwrwiCC1kECYIgSgBiQpAsguaFMaZWCJJFkLA0YhZBgNxD9WXXrl2cc7d161YwxizYI+viwoULWLRoEdauXYuLFy/i1q1blu5SiYQsggRBECUAXVxDU1JSkJeXB1tbWzP2rOSQkpKCrKws0c/IIkhYGhKCxmXz5s2c5fT0dCQkJMDb29tox9ixYwd+/vlnBAcHY/ny5fD19TXavk3N6dOnsWDBAtXyo0ePqG6lBSAhSBAEUQLQxTUUKHBn4gtEwjioiw8EyCJIWB4Sgsbj33//xaVLlwTtL1++NJoQfPr0KT7++GMwxnD58mW4uLhg7dq1Rtm3OYiLi+MsFyURW5wg11CCIIgSgC6uoQC5h5oSdW6hQEFSiby8PDP2hiC4qBOCNEkhna1bt4q2R0VFGe0Yp0+f5rianj171mj7Ngdi7yTC/JAQJAiCKAGIuYa6urrCxob7GqCEMaZDkxBUKBRqB+IEYWry8/Px+vVr0c/IIiiNvLw8bNu2TfSzly9fGu04L1684CzzLWzWDlkErQMSggRBECUAsdlXmUwmcA8li6Dp0CQEAbK8EJYjNjYWubm5op/FxMQgPT3dzD0quhw/fhwxMTGinxlTCPL3lZiYCIVCYbT9mxq+EDRm7CShOyQECYIgSgDq3HAoc6j5ICFIWCvarNGUzEh3+EliCmNM11C+RRAQen5YM2QRtA5ICBIEQRRzGGOCAYJSCFItQfOhKVkMQINtwnJoE4LkHqobCQkJ2L9/v9rPTWkRBIqOeyhjTDA5SULQMkgSgllZWVi3bh0ePXpkqv4QBEEQRiYlJUXg9qV0wyGLoPngWwT5ZTrIIkhYChKCxuG3335DTk6O2s+NJQRzc3MRHR0taC8qQjA5OVnwTqJkMZZBkhB0dHTE5MmTERsba6r+EARBEEaGP/MKqLcIkhA0HXwhWLduXc4yWQQJS0FC0Djw3UKrVKnCWY6JiVEbiymF169fi2YZLipCUKyfJAQtg2TX0EqVKmmNcyAIgiCsB74QdHR0hLOzMwChRZBcQ00H/93ZpEkTzjJZBAlLwReC/GzCJAS1c+/ePdy4cYPT9uWXX3KW8/Pz1SaSkYI6y2JRFYL29vZwcXGxUG9KNpKF4JQpU7Bs2TKkpKSYoj8EQRCEkRErHSGTyQCQa6i5yM/PF3jT8IVgYmIiEhMTzdktggAgFIJ16tThLJMQ1M6WLVs4y2XLlsXAgQPh6OjIaTeGe6hYohhA3PvDGuELQb5nCmE+7KRu8ODBA7x79w5BQUFo06YN/P39VQMKAJDJZAgLCzNqJwmCIAj90VS4l5LFmIeEhASBS1ijRo1gY2OD/Px8Vdvz589Rv359c3ePKOHwhWDLli1x8+ZN1XJUVBSys7Ph4OBg7q4VCRQKBX799VdO2yeffAI7OzuUL18ejx8/VrUbI3NoUbcI8t9J7u7uFuoJIVkI/vzzz6r/9+7dK/ichCBBEIR1oUkIkkXQPIiFVAQGBqJ8+fKIjIxUtT179oyEIGF2xITg8uXLVcuMMURERKBatWrm7lqR4PDhwwKL/7BhwwBAIARNaREsKkKQ308SgpZDsmtofn6+xj+x4FWCIAjCcoi5hiqhZDHmgS8EfXx8IJfLERwczGmnOEHC3KSnpws8AapVqwY/Pz9OG7mHqofvFvrBBx+gatWqAIBy5cpxPjOGECzqFkESgtYD1REkCIIo5kixCBYV19CcnBytmQ6tCb4QLFOmDICCBGyFocyhhLkRu48CAgIQEhLCaSMhKE5sbCwOHTrEaRs+fLjq//Lly3M+M4ZraHGzCFKMoOXQWwgeO3YMs2fPxujRo1UzE9euXSsyFyFBEERJobi5ht69exdBQUEIDAxE165djZKO3dTwi8mXLl0aAMgiSFgcvhB0d3eHq6srCUEd2bFjB+cZ5OTkhI8++ki1zBeChloEGWNFXghSjKD1IFkIZmRkoH379ujcuTO+++47bNq0SfWD/vDDD/j222+N3kmCIAhCf6S4hiYnJ4MxZpZ+6cu8efPw+vVrAAWxOZs2bbJwj7SjziLIF4JkESTMDV8IBgQEABBemyQEhTDGBLUDe/fuzXmuGts1NCkpCWlpaaKfxcfHc5JPWSvkGmo9SBaCc+fOxfXr1/Hnn38KBgwdOnTAyZMnJXfi9OnTGDFiBKpVqwYXFxcEBASgR48egnosjDGsX78e9evXh7u7O7y9vdGyZUv8/fffko9JEARRUpBiEVQoFMjMzDRHt/SCMYYLFy5w2rZu3Wqh3uiOrq6hUVFRyMnJMVu/CEKdECSLoHZu3bqFe/fucdoKu4UCQotgYmKiWiGnC5qEZF5eXpHw6iAhaD1IFoJ79uzB4sWL0atXLzg5OXE+K1++vF4zHatXr0ZkZCSmTJmCw4cPIywsDLGxsWjcuDFOnz6tWm/+/PkYM2YMGjVqhD///BNbtmyBg4MDunXrJprBlCAIgpBWPgKwbvfQly9fIiEhgdMWHh6OJ0+eWKhHuqGrRTA/P5+TRZQgTA1fCAYGBgIQCsHIyEgoFAqz9asowLcGVqhQAa1bt+a08S2CgGFxgurcQpUUBfdQihG0HiQLwbi4ONSsWVN8ZzY2es0kr1q1CqdPn8b48ePRsmVL9O3bFydOnIC3tze++eYb1XqbNm1Cs2bNsHr1arRv3x7du3fHgQMH4OHhUSRmhAmCIMwNY0zgGqpNCFpzwphbt26Jtm/bts3MPZGGuhhBDw8PlCpVivMZuYcS5kRXi2BeXp5WEVKSyM7Oxs6dOzltQ4cOhY0Nd2jt7OzMcccHDHMP1battQvBjIwMZGRkcNrIImg5JAvBgIAAgRlcyd27d1GxYkXJneCnKAYAV1dX1KhRgzNrIpfLBYMWR0dH1R9BEATBJSUlRZBMpfCgRC6Xw8XFhfO5NVsECxe5Lsy2bdusOjZGnUUQoIQxhGVRJwRLlSoFLy8vzmd0bf4fBw4cEHgnDB06VHRdY2YOLeoWQb6HCkAWQUsiWQj27t0bX3/9NWdWViaT4cWLF1i+fDn69etnlI4lJyfj5s2bHOvjlClTcPToUWzcuBGJiYl4/fo1pk+fjuTkZEyePNkoxyUIgihOiL10C1sEAfGEMdaKOiH48uVLnDt3zsy90Q2FQiH4HTQJQbIIEuZEnRAEKE5QE/zagS1bthTE/CoxZubQom4R5PfP1tYWzs7OFuoNYSd1g/nz5+PUqVNo1KgRatWqBZlMhuHDh+PZs2eoWrUqZs2aZZSOTZw4Eenp6Zg7d66qberUqXBycsLEiRMxatQoAAUzVgcPHkTTpk017i87OxvZ2dmq5ZSUFAAFL2hj+7wr90e+9ARRtCiO9y7fEuXo6Ai5XM75jh4eHoiJiVEtv3v3zmrPgTohCBTE6zRr1syMvdGNmJgYQSZWb29v1TmuUKEC57MnT55Y7fm3VorjvWsO8vLyVBl4lZQuXVp1HitVqoRr166pPnv8+DGdYxTc00ePHuW0ffzxx2rPTWFxDRgWb6kthvjNmzdW/Rvxrzdvb2/Y2NhYRZ+toQ/mRrIQdHNzQ3h4OMLCwvD3338jODgYzs7OmD17tkqoGcpXX32FHTt24KeffkL9+vVV7Zs3b8aUKVMwadIkdO7cGTk5Odi2bRt69OiBvXv3omPHjmr3uXTpUixcuFDQfvz4cZPNRJw4ccIk+yUIwrQUp3v3+vXrnGUXFxccOXKE08Z3qbx48SLc3NxM3jepKD1B1LFnzx506dLFKO8hY8J3p7OxscGVK1dUsUTp6emcz+/cuYPDhw+brX/FieJ075qDhIQE5OXlcdoePXqkmkDiT2CEh4fTtQlg7969nOemo6MjXF1d1Z4b/j1++/Ztvc8jPzGWm5sbUlNTVcvXrl2z6t/ozJkznGVlaJc13Lv82MWSgGQhCBQUy5w1a5bRrH+FWbhwIZYsWYKvv/4akyZNUrUnJiaqLIE//PCDqr1z585o1aoVxo0bh4iICLX7nT17NqZPn65aTklJQbly5dChQwejB6kqFAqcOHEC7du3h1wuN+q+CYIwHcXx3uUnigkICECXLl04bWvWrMF///2nWi5XrpxgHWuAPwPv6OiInJwc1YAsKysLGRkZ6NOnjyW6pxZ+v0uXLo1u3bqpll1dXfHzzz+rlt+9e4fOnTtDJpOZrY9FneJ475oDfpkuOzs7DBw4UDVJER8fj927d6s+T01NtcpngzlhjGHGjBmctv79+6N3795qt0lLS+MkNczMzNTrPGZnZyMxMZHT9sEHH+D48eOqZVdXV6v+jfhCNigoCACs4t5VeguWJCQLwUqVKmHfvn0IDQ0VfHb//n18+OGHesc3LFy4EAsWLMCCBQswZ84czmf//fcfMjMz0bBhQ8F2DRo0wLlz55CWlgZXV1fRfTs4OMDBwUHQLpfLTXbhmXLfBEGYjuJ07/ITv/j6+gq+Gz8hRGpqqlV+/7t373KW69WrBw8PD46Fc8eOHRgxYoS5u6YRsfjAwue3SpUqnM8zMjKQkJDAiSMkdKM43bvmgJ/N1t/fnzNWqlatGufziIgI2NjYwNbW1iz9s0YuX76Mx48fc9pGjhyp8brjJ1KMioqCnZ2d5MkesfjABg0acIRgQkKCVd8D/AQ7vr6+AKzj3rX08S2B5GQxkZGRnFi7wmRlZemdWnjx4sVYsGABvvzyS8yfP1/wedmyZQEU3ICFYYzh8uXL8PLyEmS+IwiCKOnwLYL8NOZA0UkWwy8dUa9ePUGWvjNnzhiUiMEUaMoYChRYafkTlZSdkTAHmhLFAMJERjk5OYiOjjZ5v6wZfu3AkJAQrbHJ/GQx2dnZeiV14Y+x3d3dBQl9ilqyGKUQJCyDZCEIQO0MxvPnz/WKK/nxxx8xb948dOrUCV27dsXly5c5f0DBTdS7d2+sW7cOU6dOxfHjx3Hw4EH069cPFy9exPTp08mNhiAIgoemYvJKPD09OcvWWj6CnyimXr16+PDDDzlCljGGX3/91dxd0whfCCprCCqxsbERWAwocyhhDrQJQT8/P4GnVUnOHJqRkYFdu3Zx2oYNG6Z1/Onv7y+wouozYcXfpkKFCgIhVdSEoNg7iTAfOrmGbt26lePbPH78eEFcXWZmJu7cuYOWLVtK7sTBgwcBFMRR8GMpgP8LVt6xYwd+/vlnbN++HZs2bYJcLkeVKlXw66+/YtCgQZKPSxAEUdzRRQjyLYLWKAQTExMFceB169aFk5MTPvroI6xfv17VvnXrVsyePdtqJgf57ndiLp+VKlXCv//+q1omiyBhDrQJQZlMhpCQENy+fVvV9vTpU7Rt29Yc3bM69u3bx4kjk8lk+OSTT7RuZ2tri4CAAI6Qe/nyJRo0aCDp+HyLYPny5UWFIGPMap5/fPjvJLIIWhadLIIZGRmIi4tDXFwcZDIZkpKSVMvKP4VCgf79+2Pt2rWSO3H27FkwxtT+KXF0dMTnn3+OO3fuICUlBfHx8bh06RIGDx5stRc8QRCEJdHFNZRvEbRG19DCA1EAsLe3R40aNQAIizg/fvwYV65cMVfXtKLNNRSgWoKEZdAmBAFhLcGSPEnBrx3Yrl07lCtXTqdtjVFUXheLYHZ2NtLS0iTv21zwLYJi7yTCfOhkERw/fjzGjx8PoCDg9c8//xRNFkMQBEFYF8XFIsh3C61duzbs7e0BAE2aNEFISAjHZW3r1q1o3LixWfuoDl2EIL8QdUkebBPmQx8hWFJdQ9+9e4dTp05x2oYPH67z9sYoKq+LRRAoEFvWWAIIEI8RzMzMtFBvCMkxghERESQCCYIgigj6xAhao0WQLwTr1q2r+l/MPWvXrl3IysoyS9+0oY9FkIQgYQ5ICOpOZGQkx0vNzs4OPXv21Hl7YwhBMYugq6urINmUtcYJKhQKQfkLihG0LHoli8nOzsbatWsxcOBAtG/fXlUTZP/+/eTOQhAEYSUwxgSuoUU1WYxYxtDCfPzxx5zlpKQkVfy5JcnKyhIIa36yGEAoBN++fSsoQk0QxiQtLU1QN01XIcgvNF8S4N/Hnp6ecHJy0nl7vgupVNfQ/Px8gRAsX748ZDKZ4LlurUKQXzoCoBhBSyNZCL579w4NGjTA+PHjce7cOZw+fRqpqakAgL/++otT7J0gCIKwHCkpKcjNzeW06VI+Ij09HQqFwqR9k0J6ejonkQogFIJBQUFo1aoVp61wkjNLwU8UA4hbBPlZQwGKEyRMC98aCOgmBDMzM/H69WuT9cta4YtmftJEbRhqEYyLixOUb6tQoQIAoZjie4JYC2IClWIELYtkIThjxgwkJSXh+vXrePnyJWdWqHXr1jh37pxRO0gQBEHoh9hgQBeLICAc9FiSO3fucN41tra2eO+99wTr8ZPGHD16VFSImRO+W6iDg4NAeAOAk5OTql6uEnIPJUwJXwh6enrC2dlZsJ6/v7/A8lUS3UP5FkGx+1gTfCH45s0b5OTk6Lw9Pz7Qzs5ONalUVEpI8Pvl6elZIou4WxOSheChQ4ewaNEi1KtXT5CpMzAwsMQXGiUIgrAW+ELQ0dFRdKAnNqCxJvdQvltotWrVRF2y+vTpw/l+eXl52Llzp8n7pwmx+EB1Wa4pcyhhTnSJDwQK6lzyr82SKAT5k2NShSDfNZQxJmqVVQffgliuXDlVbcKiKgTJLdTySBaCKSkpKlM0H4VCIXBDIgiCICyDWOkIMRHi7OwMOztuEmlrShgjVkheDDc3N/Tu3ZvTZmn3UG3F5AtDmUMJc8KfuFcnBAHhJEVJFIL8Z6JU11BPT0+4urpy2qS4h4plDFVCQpDQF8lCsGLFirh06ZLoZ1evXkXVqlUN7hRBEARhOLpkDAUKsm5ac8IYXYUgIHQPvXPnDu7cuWOSfumCLsXklZBF0HrJz8+3dBeMjq4WQcBymUP//fdftG3bFo0aNcKxY8fMckx1GGoRlMlkBsUJimUMVVJUhCAVk7c+JAvBwYMH49tvv8X+/ftVMRsymQzXrl1DWFiYIHMbQRAEYRl0FYKA9dYSzM7OxoMHDzhthUtH8GndujUCAwM5bZa0CupSOkIJWQStD4VCgYEDB8LZ2RnNmjXDhQsXLN0lo2GIEDTHtZmamop27drh9OnTuHbtGgYNGmRRTwVDLYKAYZlDi6NFkEpHWB7JQnDmzJlo2rQpevXqpXJx6dixIxo3boz3338fU6ZMMXonCYIgCOmIuYaqw1prCT548ECQwbROnTpq17e1tRVMSO7YscNiWVClCEG+RTAyMhJ5eXkm6RehGzt37sSuXbuQnZ2NixcvokWLFhg6dChiY2Mt3TWDMdQiaOoSEosXL+b0MSEhwaJC3FCLIGBY5lBNFsGiUj6CXEOtD8lCUC6X4/Dhw9i5cye6dOmCdu3aoV27dti+fTsOHjwIGxu9ShMSBEEQRqY4WAT5bqEhISFaB2B899DY2FiLuZVJiRHkC0GFQkEJ2CzMP//8I2jbtm0bqlatitWrVxdpoW6IEExJSTFpiYKHDx9i+fLlgnZ1oUnmwBgWQUOEoBSLYFEpH0FC0PLopdpkMhkGDBiA7du34/jx49i5cycGDRpEIpAgCMKKkCIErdUiyM8YqsktVEnVqlXx/vvvc9os5R4qxSLo4+MjSCZB7qGWhT/4VpKUlIQJEyagcePGuHbtmpl7ZTi5ubmCa1OTECxXrpwgzb+p4gQZY5g0aZJo8sHw8HCTHFMXjGER1Nc1NC0tTVCMXVOMYGpqqqDmoDVAMYLWByk3giCIYoohrqHWahHUlCimMHyr4IEDBwQDKVPDGJOULEYmkwmsgiQELYs6Iajk+vXreP/99zFhwgQkJiaaqVeG8/btW0ECHE1C0NbWVhDDaioh+Pvvv+PMmTOin129etVi2ektaREUW6+wqBQTVNboHkoxgtaHZCGYl5eHFStWoGHDhvDz84O7uzvnT58ZEoIgCML4FHXX0Ly8PEHGT12FYP/+/WFvb69azsnJwe7du43aP22kpaUhIyOD06ZJCAKUOdSaYIwJBuBNmzYVXW/16tWoWrUqtm3bZvLYOWPAdwuVy+VarTPmyByampqKzz77TO3nGRkZuHfvntGPqwumiBFMSUnRyfuCfx36+vpyaqZ6eXmpagoqsTYhyBgji6AVIlkIzpo1C9OnT0deXh7at2+PPn36cP74NZwIgiAIy1DUXUP/++8/ZGZmctp0cQ0FgFKlSqF79+6cNnO7h/Jd7wDNMYIAZQ61JmJjY5GVlcVp++2333D69GlUr15dsH5cXByGDh2Kli1b4v79++bqpl7whaC/v7/W8B5zCMFFixYhJiaG0+bo6MhZtpR7qDEsgvyMxoBuVkFN8YEAYGNjI/D4sDYhmJSUJLDmkhC0PJKF4I4dOzBr1izcvHkTO3bswObNmwV/BEEQhGVhjAlcQ4uaRZDvFhoYGChp4MB3D718+TL+++8/o/RNF/hC0NXVFS4uLhq3IYug9cAffNvZ2aFs2bJo3bo1bt++jWXLlnGsMkouXLiAOnXq4Msvv7Ta+oNSEsUoMbUQfPDgAVasWMFp69SpE/r168dps0TCmPz8fKSmpnLa9LEIOjg4CCaDdIkT1JQxVIm1l5AQS2BDQtDySBaCmZmZaNeunSn6QhAEQRiJlJQUwexrUSsfoW98oJJOnToJBhrbtm0zuF+6IiU+UAnFCFoPfCEYGBiocr+zt7fHzJkz8fDhQ/Ts2VOwbV5eHr7++muzXm9S0EcImvLaFEsQY29vj5UrV6JJkyacdS1hEUxLSxO4/OpjEQT0ixPUZhEErF8I8vvj5OQkOpFCmBfJQrBDhw64cuWKKfpCEARB/H8ePHiAL7/8Er///rteMUdis69SXEOtwSKoT8bQwsjlcgwePJjTtn37drNZaaRkDFXCdw1NSkoye5IbogD+4FvMClOhQgXs27cPhw4dQsWKFQWfHzlyxGT9MwRjWATj4+ONliBn165dOHv2LKftiy++QOXKlQVCMCIiQtTt2pTw4wMB/SyCgDBzqC5CUBeLoLXXEqTSEdaJZCG4cuVK/Pnnn1i5ciWePn2KhIQEwR9BEAShP9HR0ahfvz6+/vprDBgwAKtXr5a8D74QdHR01Dj7am2uofn5+QZbBAGhe2hUVJTZilLrIwTLly8vSPpA7qGWQRchqKRr16548OABRo0axWm/ffu2KbpmMPoIwQoVKgiuTWNYBVNSUgQJYsqXL485c+YAAGrWrAk3NzfO5+Z2DxXzkOD3SVf41jxdXEP1sQhaWy1BEoLWiWQh6O7ujqpVq2LatGmoWrUqfH19BX8EQRCE/uzZs4dTA2rLli2S9yFWOkImk6ldX8w11JLZDyMiIgSz8PoIwTp16qBWrVqctvPnzxvUN12RUkxeiVwuFwzyyD3UMkgRgkCBq9vYsWM5bU+ePEFaWprR+2Yo+ghBe3t7wTkwRpzgwoUL8fr1a05bWFiYauLK1tYWjRo14nxubiHIfxa5uLjAzs5Or31JdQ3Nzc0V/F7FIUaQ9IJ1IPkqHjduHHbv3o0ePXqgevXqnPTcBEEQhOH8+++/nOUHDx4gLy9PMBuvCSkZQwGhRTA/Px9paWl6z3obCt8t1NfXV6fBqhht27blZHG8ePGiQX3TFX0sgkBBLFZERIRqmYSgZZAqBIEC65WtrS3y8vIAFMS+3b17V+DeaGn0EYJAgXtoYQu1oULw/v37CAsL47R17twZPXr04LQ1adIEp06dUi1b2iKob3wgIN01NCYmRnU9KSkOMYIkBK0DyULwr7/+wtKlS/H555+boj8EQRAlHr4QzMjIwPPnz1G5cmWd9yFVCPItgkDB4MdSQpDvFlq3bl2NFk1NNG3alDPYvHTpEvLz87WmyzcUfZLFAAVC8OTJk6plcg21DPoIQScnJ1SrVg0PHjxQtd2+fduqhGBKSorASilFCB4/fly1bIgQZIxh4sSJHJGjTBDDv9c/+OADzvK1a9eQk5NjNmOEMWoIKuGLuFevXmmc6OMLRScnJ9HneVETglRM3jqQ/BaUy+WSA/YJgiAI3RErcSC1iLKYa6gmxGa4LRknaIz4QCX8QXhKSgpnoG4q9LUIUi1By5OcnCywAukiBAFhUiO+ddvS8K2BgDQhWBhDhODOnTsFbtozZ84UHAMAGjduzFnOzs42a/ylMS2CfCGoUCgEk0aFEYsPFJsUK2pCkCyC1oFkIdi7d28cO3bMFH0hCIIo8SQmJooOCqQKQakWQVtbW4H1z1JCkDFmVCEYEBAgGMSbOgV9fn6+4HfUJUYQoFqC1gB/8A0IXfrUUadOHc6ytSWM4QvBUqVKwcnJSadtjSUEk5OTBZ5lQUFBmDVrluj6Xl5eqF69OqfNnGUkjGkR9PPzg1wu57Rpcg/VJWMoIBRWCQkJghJCloSEoHUiWQgOHDgQe/fuxbRp03Dy5EncvHlT8EcQBEHoh7qC56YWgoD11BKMiYkRDBoM9UThWwVNHSeYmJgIhULBaZPiGlqYqKgoTvIgwvTwhWCZMmXg6Oio07Z8IXjv3j2rGpDrGx8ICIXg27dvBYXWdWHBggUCi3nhBDFi8O9hc8YJGtMiaGNjI5hU0JQ5VJeMoYD4M57vGWJJKFmMdSJZCLZt2xbPnz9HWFgYOnbsiIYNG6r+GjRogIYNG5qinwRBECUCdULw7t27kvbDHwDoIgStpYQEf0LR3d1d4C4plaZNm3KWTW1NELPq+vn56bQt/7syxhAZGWmMbhE6ok98oBK+EMzOzhbE/VoSQ4RgxYoVBW6JUi3Wd+/exU8//cRp69q1K7p3765xO36cYFG1CALSMofqahEUe8ZbUwkJihG0TiQni9m8ebMp+kEQBEFAmChGydOnT5GRkaFxxrww/AGAthhBwHosgmKJYgxN7MK3Jjx79gxv377V2V1TKnxrR6lSpeDg4KDTtu7u7vDx8eH8hs+fP0fVqlWN2kdCPYYIQW9vb5QrV45j5bl9+7agjImlMEQIOjo6IjAwkPPdnj59itDQUJ22F0sQ4+DggLCwMK3JoPj3cHR0NKKionR22TUEY1oEAWmZQ3W1CMrlcnh6enIm8KwlTjAjIwMZGRmcNrIIWgeShSC/OC9BEARhPNRZBBljePjwIRo0aKDTfozhGmopiyA/uYYxEpTVrl0brq6unGyJ4eHh6NWrl8H7FkOfGoKFqVSpEuc3pIQx5sUQIQgUWAX5QnDIkCFG6ZuhGCIEgQL3UL4Q1JVff/0V//zzD6dt1qxZAndoMapWrSoQOpcuXTKLEDS1RVCdayhjTGeLIFAgrqxRCIr1g4SgdWDa3NkEQZgUhUIhmgGOKLpociHT1T2UMVasXEMNSRSjxM7ODu+//z6nzZSuZfpmDFXCHxiTEDQvhgpBa84cagwhWBhdhWB8fDw+++wzTlvFihUxc+ZMnba3sbERZA81V5ygsS2CurqGJiYmCkp9qLMIAtabOZQ/MWlraytasogwPyQECaKIcu3aNfj6+iIwMBADBw4EY8zSXSIMJDc3V+OgSteEMSkpKYLkFEXFNfTdu3eC2XFjCEFAGCdoyoQxxhaClDnUvBjDIliY27dvW80z2lJC8PPPPxcIk7CwMJ0zlgKWSxhjbIugrq6h/HaZTIbAwEC1+7VWISgWH6hvXVjCuJAQJIgiypgxY1QD9V27dlFZl2JARESEINNkYXQVgmIJAoqKRZBvOXF0dDRabBx/EHnjxg1kZWUZZd989C0mr4RqCVqOrKwswe9nqBBMSEhAdHS0oV0zmNzcXMF3M4cQPHnyJLZs2cJp69Gjh9YEMXz4CWNu3rxpsnu4MKa2CMbFxSEzM1OwHn9ComzZsoLSE4UpKkKQ3EKtBxKCBFEEefTokaA2FQnBoo+6+EAlurqG8t1CHR0ddUoyYw0WQb5baGhoKOzsJIezi9K4cWPOLHROTg5u3LhhlH3zMYVF0FosSsUdMeuMVCEYFBQkmFixBvfQN2/eID8/n9NmqBCMjo4WFTFKMjIyMHbsWE6bu7s7Vq1aJem4ANCoUSNO4iiFQmGye7gwprYIAhCdKJASHwgIJ/xICBLaICFIEEWQ33//XdB2+vRpC/SEMCb8+EC+eIiLixMtS8BHLGOoLm441pAsxhTxgUo8PDwEmRtNFSdoaLIYvhDMzMwU7JMwDXwrjKenp2QLkEwms8rC8ny3UHt7e8lp/MUSu2hyXV64cKHg82XLlkkWoECBgDTXPVwYY1sE3d3dBWJSbAKC36YpPhCwXosg1RC0XkgIEkQRgzGGXbt2Cdrv3r1rVTWDCOnwLYKdOnUSxM/o4h6qT8ZQwDpdQ42RMbQw5ooTNNQi6O/vLyg3Qe6h5sHQ+EAl1pgwhi8Ey5YtKzlWy8XFBf7+/pw2de6ht27dwo8//shpa9q0qcBCKAVzxwkqFAqBxdNQiyCgW+ZQqdciX2BZy5iALILWi1GF4Pnz5/H48WNj7pIgCB53795V60J47tw5M/eGMCZ8i2CNGjVQs2ZNTpsphaClXUNTUlLw5MkTTpsxLYKAcBAZHh5udJfLvLw8wW8gVQja2NgI4gQpYYx5MJYQLAoWQX2scoDQPVRskiI3NxejR4/m1AyUy+VYt26dQXVBxQrLm9Jtmu8WChhuEQR0yxxaXCyCVEzeejGqEGzVqhVq1KiBAQMGkCAkCBMhZg1UcubMGTP2pHhx6NAhNG/eHN988w0iIiIs0ge+wK9WrRpq167NadMlTpAfI6hLxlDA8hZB/kDZzs7O6EW4+RbBuLg4SXXQdCEuLk4QhyVVCAKUMMZSmEoIRkZGWqwkixJTCUGxeygsLEwQvzd37lzUqFFDr2Mq4QvBt2/fIjIy0qB9akJMCBrDIqhL5lBjWAStIbaYLILWi1GF4Lx58zBt2jREREQgNDTUmLsmCAIFbqFi8YFKSAjqR1xcHPr3748rV67g6tWr+PTTT83eh/j4eMHLsmrVqnjvvfc4bea0CGZlZSE7O1unbY0B33WuVq1aAvdIQ6lYsaIgXs/YMUZ8t1AbGxu9ZsCplqBlMJYQrF69Ouzt7TltxrAKvnjxAnv37kViYqLkbY0lBPnXJl8IRkREYN68eZy26tWrY9asWXodrzAhISGC+8mU7qF8zwgbGxu4uLgYvF9trqHZ2dmCZ4lUi2Bubq7FJx8AEoLWjFGF4IIFC/D999/jypUriI2NNeauCYJAQe1ATdaqhw8fUkIJPThz5gwyMjJUy2fPnhVYdEwN3xool8tRsWJFgUXwwYMHHFcrMYwlBAHzuofyE8UYOz4QKEjiYeo4Qf496OvrC1tbW8n7oVqClsFYQtDe3l7g2m2oEAwPD0elSpXQp08f1KpVS3IMmDksgowxjBs3jvNMBYD169cbZWJHJpOJuoeaCr5F0N3d3Sg18LS5horFDEq1CALW4R5KyWKsF5Mli3FzczPVrgmixMK3BgYHBwvutbNnz5qxR8UDviUqJycHMTExZu0DXwgGBwdDLpcLhGBWVpZWV0a+a6i+yWIA87qHmjJjaGHE4gSNiaGJYpSQa6j5yc3NFaTx11cIAsaPE5w3b55qkiomJgZhYWGStjeVEHzx4gVycnIAADt27MDx48c5n48fP14wAWMI5kwYY+yMoUrEXEMLu3HyhaGHh4fWYzs5OQmslZYWggqFQmC9phhB68EgIRgXF4eXL18K/qRy+vRpjBgxAtWqVYOLiwsCAgLQo0cPgW+5TCZT+1etWjVDvgpBWD35+fkCITho0CA0b96c00buodLhCxAAZo8T5CeKUT7T/Pz84Ofnx/lMm3uoWPkIXXB0dBTM2JvLIpiZmYlHjx5x2swlBB88eGBUwWtoMXklfItgbGws0tLS9O4XoZ2YmBiBxd0QIWjMzKGpqak4f/48p+3PP//UeXvGmMlcQ/Pz8xEZGYm4uDhMnTpVcIylS5fqdRx18C2Cd+7cQXp6ulGPocTYNQSV8C2CGRkZHMGkr2XamLUE79y5g/nz5+PAgQN674M/MQmQRdCakCwEU1NTMWrUKLi4uKBMmTKoWLGi4E8qq1evRmRkJKZMmYLDhw8jLCwMsbGxaNy4Mac22qVLlwR/K1asAAD06tVL8nEJoigRHh4ueIn3798frVu35rSREJQGY0x0cGZuIci3CFatWlX1v9Q4QX1dQwHLJYy5d+8eZwAuk8kE39tY1KtXTyB4jWlRMLSGoBKx9ym5h5oW/uDbycnJoEEr3yL48OFDveNuT58+DYVCwWl79OiRYAJFHSkpKQKxpK8Q9PT0FDxXnj59iunTpwsG/qtWrTKaeFLSsGFDjrt1Xl4erl27ZtRjKDGVRTAgIEDgYlrYmCI1Y6gSY5WQePbsGRo0aIBFixahR48e+PXXX/Xaj5gQ1XVykjA9dlI3mDp1Knbu3ImRI0fivffeM4q/96pVqwQz3p06dUJISAi++eYbtGnTBgDQuHFjwbZr166FTCbDyJEjDe4HQVgz/GyhtWrVQs2aNQWDiidPnuDVq1d6v+BLGq9evRJ9UVmLRRAAateujZMnT6qWNQlBxpjerqFAwQCvcIy3uSyCfKts1apV4erqapJjOTg4oEGDBpzYwPDwcHTu3Nko+zeWa6ijoyMCAgI4E0DPnj0zmUAmxK0whsSD8RPn5ebm4uHDh3rFvx45ckS0fe/evZg7d67W7fkTiUBBHUF9CQkJ4YiM1atX49ChQ5x1+vTpgx49euh9DHU4OzujTp06HM+x8PBwtGrVyujHMpVFUC6Xw9/fnxOG8PLlS9XkAf9a1FcI6msR/O2335Cbm6ta3rZtG4YMGSJ5P3wh6uXlBblcrlefCOMjWQj+/fffWLZsGaZMmWK0TvBFIAC4urqiRo0aosGySlJTU7Fnzx60bNlS4K9OEMWJ3Nxc7Nmzh9PWv39/AAUDDU9PT47l5syZM3o9sEsiYm6hAEyajpyPQqEQxH8VtghKKSGRkpLCeXkD0mZf+QljzGUR5FtlTeUWqqRp06YcIWjMhDHGEoJAgQte4QE8WQRNi7ESxShxd3dHcHAw5/6+deuWZCHIGDO6EPT29oajo6OkfhQmJCQEly9fVi3zRaCHhwd++uknvfevjQ8++IAjBE0VJ8ifDDOmdbN8+fIcIVh4zMu3COp6LRpLCPItzfzJSl2hGoLWjWQhmJWVJRiUmILk5GTcvHlTZQ0UY9euXUhPT8eoUaO07i87O5tjOVHO8CgUCoGrhaEo92fs/RIll9OnTwsy8fbu3Vt1jTVv3hwHDx5UfXby5EmVUCQ0c/36ddH258+fm+0e/u+//wTirVKlSqrj8+tuPX/+HElJSaIpzF+/fi1o8/Dw0Pm78N2e4uPjzXIe+DHh7733nkmP26hRI87ylStXkJmZCTs7ya9FAXwh6OPjo/d3qVixIicu7MmTJ/RuEcFY712+0C5XrpzB+3zvvfc4QvDmzZv4+OOPJe3j4cOHanMw3Lx5E48fP9YamsPfvmzZsgZ9N23HW7ZsmUHXvjb49/ClS5eQk5NjlIyeheFPhrm6uhrtOwUGBnKWIyIiVPvmT0ro+nvxJ/7evn2rV3/5QjAqKkrte0cT2p6H1jRmtoY+mBvJb7wuXbrgwoULGgWaMZg4cSLS09M1znJt3LgRnp6e6NOnj9b9LV26FAsXLhS0Hz9+HM7Ozgb1VR0nTpwwyX6JkseqVas4y5UqVcKTJ0/w5MkTAEKr+pEjR3D48GGz9a8oc+zYMdH2R48eme0cXr16lbPs4eHBmWnPzs6GjY2NKlsgYwzr169HlSpVBPt6/PgxZ9ne3h5nz57VeXDET/l+48YNk5+H3Nxc3Llzh9OWk5Nj0uPyY6UyMjLwyy+/GMW7hJ918sWLF3p/F/7A5OrVq3Rva8DQ9y5/QiIzM9Pg880fY5w5c0byPv/66y+Nny9duhQ9e/bUuA4/flwulxv03TQlLqpZsyZKly5t0ms1MzOTsxwfH48NGzYYPSyCL4jevXtntO+l7v7Oz88XCMFXr17pdFx+aIA+7zLGmGjs6ebNmwXZjLXBz8qcl5cn2h9rGDPz338lAclC8Msvv0Tfvn3h5uaG7t27i7oclSpVyqBOffXVV9ixYwd++ukn1K9fX3SdBw8e4MqVK5g4caJOrg2zZ8/G9OnTVcspKSkoV64cOnToYLTAXyUKhQInTpxA+/btyQ+6GJGWloYxY8bgn3/+Qa9evbB8+XLY2JisAouKnJwcjBgxgtM2evRodOnSRbUcGBiIjRs3qpZjY2NRo0YNBAUFmbx/RR11xePj4+PNdg8/fPiQs1y7dm3O7wsUuAgqhT9QYLnjrwNAIPh8fX3RtWtXnfty4MABzovb19dX9DjG5O7duwKL6NixY+Hl5WXS4y5evJhTisPW1tbg75qdnS0YIHfv3l1g1dWVlJQU7Ny5U7Wcmppq8t+jKGKs9+4XX3zBWW7fvr1RzveOHTtU/0dFRaFTp06S3h8rV67kLMtkMk6pgf/++09rP/mD7zp16hj03Xx8fLB8+XJBu4ODA3bt2sVxbzcFjDEsWLCA4wXh4OBg9Ptj/fr1nGVDz1thnj9/jv3796uW8/Ly0KVLF7x580YgEvv376+TyI2NjcW2bds4bVL7Gx0djaysLEG7j4+P5H3xJ1tr1arF2Yc1jZn58aAlAclCsFatWgAKHpb8B6YSbcWONbFw4UIsWbIEX3/9NSZNmqR2PeWgVxe3UKDg4SCW2EYul5vswjPlvgnzExYWhj/++ANAQVB85cqVMW3aNJMf98SJE0hISOC0DRw4kHNt1a1bF97e3pyZwH/++QeVK1c2ef+KMu/evVMbh5yfn4/Xr18L0qSbAn5dwGrVqgmeHe+99x5HCD58+FD0+cJ3Y/Lx8ZH0HOJP5KWmppr8OcZPfhMUFCQaO25smjVrxjn3ly9fFqS+l4qYa265cuX0Pod8q29kZCRkMplRXFiLI4a8dxljgueBsp6nITRo0ICznJqaiujoaJ2fLWlpafjnn384baNGjeIIlEuXLiEuLk5j8hf+tWnIdQlArdD78ssvVWNFU/PBBx9g7969quWrV68aPXlgamoqZ7lUqVJGeyby3WujoqIgl8sFv5VcLkf58uV1mjzgZyl+9+6d5P6qi0V+9uyZ5H3xLZSlS5cW3Yc1jJktfXxLIPlNMm/ePKP7XytZuHAhFixYgAULFmDOnDlq18vJycH27dtRv359QWpmgjAVf//9N2f5hx9+wIQJE4ySOVcT/NqBH3zwgSBo3MbGBq1bt1YJVaDADWj48OEm7VtRR1tNr4iICLMIQU0ZQ5W89957nJph6jKHGlI6AjB/shjGGGdGHDB9ohglTZo0wZYtW1TLxigsz4+HkcvlBlk2+ddfbm4uXr58Kdk9i9BObGyswApiaLIYoCC2y9fXl5M049atWzo/W06fPq0q1g4AdnZ2+Oabb/D7779zLBh//fUXJkyYoHY/xqohqMTb2xseHh6cZCq1atXCjBkzDNqvFJo0acIRgqZIGMO3EhnTi4xfVP7Vq1fIzc0VuIUGBgbqbEEWSxbDGJM0dleXGEafhDGULMa6kSwEFyxYYIJuFLjoLFiwAF9++SXmz5+vcd0DBw7g3bt3WLRokUn6QhB8MjMzcfv2bU5bTEwMduzYIXDbNCZZWVnYt28fp01dEhi+EDx9+rTkh39JQ13GUCXmKiGhqYagErHMoWK/L3/2VWq9JnPWEWSMYcaMGYL4J3UhAcamadOmnOWoqChERUUJBmdSECsmb8g96O3tDS8vL06h6f/++4+EoAngD77t7OwMKq+gRCaToU6dOpwYqNu3b6Nv3746bc936WzWrBl8fHzQvXt3jsvpn3/+aVYhKJPJ0KVLF/z2228ACiYk169fD3t7e4P2KwV+Yfn79+8jOTnZqJk9TZ01tDBKTxR9M4YCQiGYlZWFjIwMSUle1Ak+/rtKF/hCkIrJWxemD3DSgR9//BHz5s1Dp06d0LVrV1y+fJnzx2fjxo1wcnLCoEGDLNBboiRy48YNQQwTAHz33XcGuUJr4+jRoxy3FJlMhn79+omuyy8s/+rVK4HLIcFFmxA0RwmJd+/eCcSbmEWQLwTj4+MF1ifl/gpjqEXQlHUEv/32W/zwww+cNkdHRwwdOtRkxyxMtWrVBN/XUKugsYrJK5HJZILrQd807oRmxKwwhYuWGwLfe4k/sagOsbIRyvgqfqK8c+fOqS0erlAoBJmnjZFU5ccff8SQIUPQpk0bHDx4ULTesympV68ex52PMSZIvmUoprQI+vj4CPJcvHz5Uu8agoC40JJaQkKd4Pvvv/9USct0hX9NkhC0LvQKMsjLy8ORI0fw6NEjQdYmmUyGr776StL+lGnvjx49iqNHjwo+LxwQHRUVhePHj2PIkCFGnZUhCE2ITUgABQ/F/fv3o3fv3iY5Lr+IfIsWLdTOUFerVg1lypThDETPnDlDcYIa4LuG8i0v5rAI8gf19vb2okl+KlWqBGdnZ05Ws3v37sHf35+znqFC0FwWwbVr12L27NmcNltbW/z+++9Gz/qnDhsbGzRp0oRjcQkPDzeo9IoxawgqqVatGsfljYSgaTB2DcHC8OsGanNLV/Lo0SOBdahz584AgI4dO3KeCXl5eThw4ICol8rr1685YynAOELQ398f27dvN3g/+uLo6Ij69etz3tHh4eFo3769UfbPGDOpRVAmk6FcuXKc+O+XL18aZBF0d3eHXC7nJJuJi4uTlDxO3TMmMzMT0dHROgtTxhgJQStHskUwPj4etWvXxocffohZs2apYvoWLlyoivGTytmzZ8EYU/tXmHLlyiEvLw9bt26VfByC0Bd1QhAoqJXEv06NQXp6Oqc2IAAMGDBA7foymQytWrXitPHThRP/R0pKCuflCxRkdyyMOYQgf+Y1JCRENBGIjY2NIAGDWJwg37pojRbB3bt3Y/z48YL2zZs348MPPzT68TTRpEkTzrKhheVNJQQLQ0LQNJhSCPItgjExMQILnRh8a2BgYCBq1qwJoKAshVIUKikcR1wYvluog4ODZLdxa4XvHmrMOMHMzEyBN5CxM83zRVVUVJRBFkGZTGZQUfn09HS1SdQAac+fpKQkwfmjGEHrQrIQnDt3LhwdHfHixQswxnDlyhU8efIE06dPR5UqVdQWPCWIoowmIXjt2jWcPXvW6Mc8dOgQx/pja2urtWYmv77nmTNnTCJSiwP8unV2dnaCMguWsAiKuYUqEYsT5MOffZU62OMLwZSUFMmuQJo4duwYhgwZIrguV6xYIbnItjHgxwnevn1bUGNQCmIxgoZCQtA8mFIIVqlSBU5OTpw2/jNIDL4Q7Ny5MyfmlO+NcuLECdHJG74QLFu2bLGJH+dP5ly+fNlozyyxcgLG9kbjizxDLYKAeMIYXeHXouUjJU5Q7LhkEbQuJAvBU6dOYfr06Sr3NBsbGwQHB+P7779Hu3bt8Pnnnxu9kwRhSaKjowUvUX4WwGXLlhn9uPxsoW3bttX6AOXHCb59+5YGjWrgxwfWrFlTkKr/7du3Ji8wq0uiGCV8IShmETS2ayhjzGi1lcLDw9G7d29BfayvvvoKU6ZMMcoxpNKwYUNOHFheXp5BMUbGjhEEhNdEbGwsx4WZMA6mFIK2trZ47733OG3a3EPT0tJw4cIFThvfAtitWzdOchaFQiHIcA0YP1GMNcG3CCYnJ4sWQ9cHMVFtaovgw4cPBSWjpFgEAcOEoLYxg5QxBf+4zs7OcHZ21nl7wvRIFoLR0dEICgqCra0tbGxsODOn3bt352TFIojiAN8a6OnpiSVLlnDajh8/rjXxiBRSUlIEmeJ0iVsKDg5GYGAgp+306dNG61dxgj8Iq1u3rmgMhakTxkixCPIHkg8fPuS43TDGjO4aChjHPfTu3bvo2rWrQFhPnDgRCxcuNHj/+uLi4iKI3zIkYYwpXEMrVaokcBfWJ3sfoRlTCkFAesIYsbIRbdu25azj7u4uiIcTcw8tzkIwICBAIJSM5R7KnwRTV5PaEPhZiq9cuSJYR6oQ5D/3pQhBbc8WKc8eig+0fiQLQR8fH9WgoGzZsrh//77qs4SEBNHMigRRlOG/UN5//30MHz5cUPD622+/Ndox9+/fj+zsbNWyXC5Hr169tG4nk8kEVkGKExSHL9zr1asHFxcXgUXMlEIwJydHULhXikUwOzubE+eYkpIieAZLdQ11dXUVuIwZmjDm2bNn6Nixo2A/gwYNwsqVKy3uombMOEFTCEG5XI6QkBBOG1n6jUtycrJgwsPSQpDvFtqsWTNRaxTfPfTIkSOCCZfiLAQBoVXQGDVBAeEkmLGtgYBQ5PF/O19fX4FbsTaMaRHkTy4bYhGk+EDrQ7IQrF+/Ph48eACgIIXxokWL8Ouvv2L37t2YM2eO2VMHE4Sp4VsEGzduDCcnJ0ydOpXT/scffxitXAM/W2inTp10LkrNF4Jnz541aoxXcSAzMxMPHz7ktCmtQnxXPlPGCT579kxQfkSTEPTx8REIi8LuoWKp46W+eG1sbARi2BCL4OvXr9GhQweBQOrSpQu2bNmic5FkU8KPE7x06ZJe90xaWpogvtAYQhCgOEFTw7cGAkJLjaHwLc///fefWtdzsbIRfLdQJR9++CHHvTkzM1OQgb24C0H+ZI6pLIKmyFavzdqnz4QEXwiqKysiBt/ix0/g9erVK05ZK01QDUHrR/IbeNKkSaobYfHixShTpgw++eQTDBgwALa2tggLCzN6JwnCUuTk5ODGjRucNuVkx/jx4+Hm5qZqz8/PF9RE04f4+HgcP36c0yYlnT1fCMbHx3Ms90RB0eHCAkwmkyE0NBSAeYUg/4VbunRpUdfMwvDdQwsLQb5bqKOjo17xGPw+6GsRTEhIQIcOHQRWz2bNmmHPnj2c+l+WhD+ITEpK0ivGiJ8oBjBOjCAgnCAg11DjwheCZcqUEdR3M5TatWtzJj7y8/NF43yBAqHP75M6Iejj44OWLVty2vjuoXwhyLfyFHX4FsF///1XEGenD+awCGqbcJDqFgrobxHMz88XPFu6desm8NrQllBG3XFJCFofkoVgu3btMHbsWAAFP+itW7dw584d3L17F48ePdI4m00QRY07d+5wXDSBAtdQoGCwPG7cOM5nmzdvxuvXrw065r59+zjufY6OjpJS6gcFBaFixYqcNnIP5cJ3C61SpYpK1PNdfk0pBKXEByrRlDBGLGOoPm6XxqglmJ6ejm7dugkmIUJDQ3Hw4EGrShgQGBgoGGzp41rGt3o6OzvD1dXVoL4pIYugaTF1fCBQcD3wx0jqEsbwrYEBAQGC8jGF4WeUPnTokOrdxRgr9hbB0NBQgXDXlO1bV8xhEXR2dtbowm8Mi6CuQjA6OlpQH7xOnTqC+HldJ6IoRtD6MdgnRyaToXbt2qhVq5Zo7SuCKMrwXyTVqlXjuGhOnTqVk7EtJyfHYKs43y20a9euHMujLvCtgpQwhotYohgl5hSCUjKGKtFUQsLQjKFKDK0lqFAo0KdPH4F7VkhICI4dO6bV6mkJjBEnKBYfaKz4R74QfPr0qSD7KqE/5hCCgO5xgtrKRvDp1asX5/OUlBScOnUKQMFEDn9wX9yEoL29PRo2bMhpM0acoDksgoBmq585LYL8CSZ3d3eUKVNG74koihG0fvQSgnFxcZg9ezY++OADVK5cWRUzuHbtWq3pkAmiKCEWH1iYsmXLYujQoZy21atX6x1T9fbtW4H1TlMReXXwheC5c+cEsWglGbFEMUrM6Rqqj0WQ7xoaERGhitcwlhA01CK4adMmHDt2jNNWtmxZnDhxwmiuksaGHydoDIugseIDAeEkQW5ursDlltAfaxKCaWlpOH/+PKdNnVuoEn9/f4F7pNI9lG8NBKAqAVacMEVheXNYBAHN7qHGsAimpKQIvJvE4L+TqlatCplMprdrOrmGWj+ShWBERARCQ0NVmd6eP3+uurju3r2LlStXGr2TBGEp+C8SsWRIX3zxhWAmds2aNXod748//uAkqXBxcUGXLl0k74cvBJOTk7VmqCspKBQKQSH2whZBvlBJSkoyOGumGIwx0ZeuNqpXr85JDAFANRnHjxGUmjFUiaEWwX379nGWS5UqhePHj4uW57AW+BbBJ0+eSMq0B5immLwSLy8vgbWa4gSNh7mEID9hzN27dwWTdGJlI9q1a6d133z30P379yM3N1cgBH19fTmeLMUF/j185coVgzPZF1WLoNgkoC4JY/jPFOXkpLEsgiQErQ/JQnDGjBnw9PTEkydPcP78eTDGVJ81a9bMoLTbRNGDMYa7d+8iNjbW0l0xOm/fvhVYg8SEYOXKlQUv4OXLlyMrK0vyMflF5Hv06KFXLFVAQAAqV67MaaM4wQL+/fdfwcxo4cGZj4+PwAXLFCUk4uLiBAJTF4ugo6Oj4LdVCltTuYZKFcJ8ob18+XLUrFlTr76Yi/feew8uLi6cNqlWQVMUky9MUY0TzM3NxfHjx1UTFtaIuYSgMimVkszMTEHiDV3LRvDhlxiKj4/H+fPni318oBL++zk9PR3R0dEG7dNcFkFNYk+fa7FUqVKC95guE1vqvFT4k5SPHz/WKbMyxQhaP5KF4KlTpzB//nyULVtWcJH5+/sjJibGaJ0jrJu8vDy0adMGoaGhKFOmDDp16oQ//viDM5NZlOEXdXVxcVE7mJ05cyZn+e3bt9i6dauk40VHR+PChQucNinZQvm0adOGs0xCsAC+W2iFChU4ljO5XC7IqGcK91D+C9fBwUHnF766hDHW4BoaFxcnSJjUqFEjvfphTuzs7FSJoJQYKgSNaREEiqYQzMvLQ/PmzdGxY0fUqlULGzZssHSXBGRlZQmsuaYSgn5+fgK3zMLeGlLKRvCpWLEix80dAPbu3VtihKCfn58gE7FUqz4fc1kE1bmGOjk56eXZYWtrK9hOH4ugUgDynz1ZWVl4+fKlxn1lZGSI1kQkrAvJQjArKwulSpUS/Sw9Pd0qakIR5mHv3r04e/YsgIKX17Fjx9CvXz8EBATg888/1yv9ujXBjw9s1KiR2oRIDRo0ELjufP/99zrH5SUmJmLWrFmcNg8PD3Ts2FFCj7nw3UPPnz9PySWgOVGMEr4LoymEIP+FW7lyZYHLpzrUlZDgu4ZaIlkMPx2+o6OjoBi6tcKPE5Tq4UJCUMjhw4c5z9IpU6ZY3YSx2IDWVEIQED5zCj+TpJSNEIPvnbJ3715ERUVx2oqrEJTJZAbVzxPD0hbBChUq6J1wSmrCmNTUVMGkgfKZU7p0aYEI1uaaLnY8ShZjfUhWbVWrVsXJkydFPzt//rzG9MZE8YJf607Ju3fv8OOPP6JGjRpo1qwZNm/eLCiyXBTQliiGD1/IPXv2TFDLiU9ubi5WrVqFypUrY8eOHZzPevXqBQcHBwk95tKqVSvOclpamqAmYklEU6IYJfxBoDksgrq4hSoRswgyxkTLR+iDIRZBvltozZo1i0xGaX6M0fXr13VKsKDE1EKQ757177//csIzrBFl5kolGRkZmD9/voV6Iw5feHl6eprM8gNoThgjtWwEn969e3OWX79+jYMHDwr2WVzhC42iYhFUJwT1iQ9UIlUI8oWdjY2NahJPJpNJnojiH8/Ozs4qM0aXdCQLwdGjRyMsLAxhYWFITEwEUJAy/48//sAvv/yiqjFIFH90KUlw8eJFjBgxAv7+/hg7diyuXbtm9QMXoMCd6erVq5w2bUKwTZs2qF+/Pqdt2bJlar/v8ePHERoaikmTJgksOQAE2UilUrp0adSoUYPTVtLdQ/Pz8wVJc6zFIiilBitfCCYkJCAmJsYqykfwhSDfemnNNG7cmDP7np2dLZg4UAdjTOBeaOoYwcTERIMtHqZG7JmzadMmQX1JS2Ku+EAlYkJQ+Z6QWjaCT7Vq1QTPff4ERXEWgkXVIujv7y/qEWLItWioEKxYsSJnMlpq5lCx95GxyukQxkOyEJwwYQI++eQTTJs2TTXb2axZM/Tv3x+DBw82ePBKFA0iIyMFqcv5IqgwqampWLduHRo1aoQ6depgw4YNOgUaW4oHDx4IrJj8+CE+MplMYBW8desWTpw4wWn7999/0a1bN3Ts2BEPHz4U7Mfe3h5Lly4VWPT0ge8eWtKF4LNnz1SlFpSIWQTNIQQNsQgGBQUJCpXfvXvXZK6hhlgEi5IQ9PT0FMQB6xonmJSUJIiPNrZFsEKFCgIvAWt2D3337p3gegAKJmRmzJhhgR6JY24hyJ98iouLQ0xMjF5lI8TgWwX5FGchWFQtgra2tqK/izktgtqyWBtqEaT4QOtEr4C+devWITw8HLNnz8aoUaMwY8YMXLhwQe+U+UTRgy8ofHx8cPXqVfz333+YOXOmxpnwu3fvYvTo0ejXr58gkNha4JeNqFixok6z+7169RJkdPz2228BFFhtpk6ditq1a+Pvv/8W3b5v37549OiRQFDqC18IXrx4sdgk89EHfnygn58f/P39BetVrFiRsxwZGWlUS3Z2drZAXEqxCNrY2AjcxS5evChIlW5M11Bdvn9ubq4gM2RREoKA/oXl+VYXwPgWQVtbW1SpUoXTZs1CUBlDLsaRI0cEbqOWwtxCsGLFinBzc+O03b59G2fOnNGrbAQffpwgn+IsBI1pEczPzxdMHJrKIgiIiz5LWgT5wk+qRZCKyRcN9M7s0rhxYyxevBjr1q3DN998I3h5EsUb/gu8devWsLGxQZUqVbBs2TJERUVh37596Nq1q9oEQnv37kWrVq1EB1CWRmp8oBJbW1t88cUXnLbTp0/jiy++QOXKlREWFiZa16hu3bo4d+4c9uzZg0qVKunfcR58q2JGRobA5bUkIRYfKOaqwrcIZmRkGDyzXJinT58KLOJShCAgdA8Vs/YayyKoUCh0Kofy9OlTwXpFTQiKFZbXRQTzn2Oenp5wdHQ0at8A6YMxS6LNA+GLL76wCs8QcwtBGxsbQRmJ27dvC9xCmzZtqpcFKjQ0VON7pDgLQWNaBPkiEDCdRRAQzxxqiEVQ6rnQ5qXCX46JiRG4zmo6HlkErRODUnxmZGQgISFB8EcUbxhjgvhAfqkCuVyOnj174tChQ3jx4gUWL14sWkz62rVraNy4sdXVl+ILwQ8++EDnbT/55BOBlemHH34QvTdKly6NjRs34tq1a2jRooV+ndWAt7e3YMChS2xncYVvERRzCwWAsmXLCtKQG9M9lD949/f3lzzA4AtBvsB3dHTUqwYlID7rrYt7KN8NsGzZskVuFpg/qfn27Vud4gRNHR+opChlDuULQf41e+vWLUGSLEtgbiEIiGcO1bdsBB+ZTKbWPdTR0RFeXl567bcoYEyLoJjIKa4Wwby8PDx58oTTxp90CgkJEUzs82tgajoeCUHrRLIQzMjIwNSpU+Hr6ws3Nzf4+voK/ojizX///SeoE8YXgoUJDAzEl19+iWfPnuGvv/4SWBtevHiBpk2bqs1Ga24SExMFgytdLYJAQT24adOmaV1n9uzZePLkCUaMGKFz2QB9oDjBAhhjggG9WKIYoMCya8rMoYbEByrhW9rE3EL1DcwXG+zokjCmKMcHKgkODhaIuKFDhyIzM1PjdqbOGKqkqAjBN2/eCEoIrVmzRpDIZO7cuVrPrSnJzc0VFB03hxDkJ4w5duwYIiMjOW36CkFAvXtoQEBAsU7YwZ94MkQIij3z+C69xoQvBG1sbAyy3koRxS9fvhR4c/CfNQ4ODoKwCU3PHyomXzSQLAQnTZqEVatWoXnz5pg1axbmzZsn+COKN3yLUkBAgCAuTgwbGxv06NED4eHhgodJcnIyOnfujE2bNhm1r/rAt6w4ODgIrGraGDt2rNqZw379+uHRo0f45ptvTPpSUcIXgpcuXdLJza+4ER0dLXgxqbMIAqZNGGNIxlAlfOsKH0Mscfb29gJroj4WwaIoBGUyGUaNGsVpe/DgAT777DON21lKCEZEREgqcWEu+BNObm5uaNSoEb777jtOe1RUFMLCwszZNQ4xMTGCeq9i3ivGhj8JlZaWxlkOCAjQeo9rolGjRoLC9cr9FmekxsVpgm8RdHV1NemkLX9cVK5cOYFnihT45yI+Pl5tbWO+oPP09BQVblJc0ylGsGggWQgePHgQS5cuxd69e/H1119j/vz5gj+ieCPmFiplhrF69eq4fPmywMqWm5uLkSNHYs6cORaNG+G7hdavXx/29vaS9uHu7o6ZM2dy2urVq4fz589j9+7dgge+KWnRogXHnSM7O1uQDKckwHcL9fDw0Pg78D+zNotgqVKlRAd6Sgx96epTS7A4CEEA+OqrrwQWm9WrV2Pfvn1qtzGXEOQni8nPz8fTp09NcixD4AvBFi1awM7ODl26dBFMTi1dutSoMbhS4LuFOjk5mWXAWqNGDY31NaWWjeBjY2Mj6h5a3IUg/7dLTEwUjcvXBXNlDFXSpk0bBAYGqpYNzcLPF3KMMbXhW2KJYsSuPykeCeQaWjTQK0ZQnTsVUfzJz88XvODbtm0reT9+fn44ffo0+vbtK/hs6dKlGDRokMWsVnyRJMUttDAzZ85EWFgYPv74Y/z666+4du0amjdvbowuSsLT01Ng+SqJ7qFibqGaBlqmEoKMMa1punVFk9DSN2OoEqm1BJOTkwWD6qIqBB0cHPDbb78JrKIjR45EVFSU6DbmEoJubm6Cwbw1uofynzFK8SeTyfD9999zPktJScHixYvN1rfCiMUHmsN10sHBQeAmWxhD3EKViLmHFnchKEX8aMNcNQSVODg44MaNG/jhhx+wa9cuLFiwwKD9iU1oqJtw0fWdZIhFkISgdSJZCPbu3RvHjx83RV+IIsDdu3cFD1X+7K6uODk54ffffxdYzgDg999/R9u2bc0+S5yfn48rV65w2vQVgjY2Npg8eTK2bduGwYMHq82eag4oTlD3RDFKxEpIGIO3b98KBhj6WAQBze6h5rYI3rt3j7Msl8v1FrjWQLVq1fDTTz9x2hITEzF48GBRC4O5ksUo+1YYaxOCUVFRAitl4Tjy+vXrY8iQIZzPV69eLUhWYQ4skShGibpJdX3LRvBp1qyZ4DlQ3IWg2ASYvnGC5rYIAgWT5J999hn69+9v8ISEvb294DmubkylrXSEuvbHjx+LupsqFArBO4OEoHUieWT6448/4vbt25g+fTpOnjyJmzdvCv4I6eTm5iI2NtbS3dAKv2xESEiIQemNbWxssGzZMqxbt07gex8eHo7GjRubNT3648ePBQ8vfYWgNcEXgleuXEF6erqFemMZdE0Uo4QvBF+8eKE2vkIK/EG7o6Oj3veQKYWgVIsg3y20evXqkl2qrY3hw4ejf//+nLYLFy7g66+/FqxrLosgYP1CkD/R5OXlJYizXrJkCRwcHFTLubm5RqufKgVLCkG++7ESfctG8LGzsxPEu3bs2NHg/Vozcrlc8OzSd0LZ3BZBU6BrCQldwxX4k3vZ2dl4+fKlYL34+HhBGwlB60SyEMzMzERubi5WrFiBjh07omHDhqq/Bg0aoGHDhqboZ7HkypUr6Nu3L2rVqgUXFxd06dLF0l3SirayEfoyevRoHD58WJA85fnz5/jggw9w7tw5oxxHG/z4wICAANHaPkWNZs2acYS2QqHAiRMnLNgj8xIXFyfIDCjVIqhQKBATE2NwX/gTG1WqVNHbWmxNFsHiEh9YGJlMhjVr1giShyxatAgXLlxQLefl5Qkm8kwpBPmDMWMIwbi4OGRkZBi8H0AoBFu2bCm4xitUqIApU6Zw2vbu3YuLFy8apQ+6Yo1C0BhuoUrmzZuHuXPnomfPnti3bx+qV69utH1bK8bKHGoJi6Cx0SV5TnJysmAiS503h5+fn0Boiz1/xI5TqlQpbd0lLIDk0cfIkSNx7do1TJ06FWvWrMGmTZtUf5s3b7aKrI9FhdTUVPz555948OABcnJy8O+//+pUuNhSKBQKnD9/ntNmLCEIAB06dEB4eLhAeCUmJqJ9+/a4f/++0Y6lDn0LyVs7bm5ugvpov/76q4V6Y374bqFOTk5a3RZ9fX0FMWLGiBM0RqIYJdWrV1ebxc7YMYLahOCdO3c4y8VBCAIF52Hnzp2c85yfn4/Bgwer3OTfvXsnSHBlTovgf//9Z9C7Y8GCBfD390epUqWwe/duQ7snEILq3hOzZ88WXKdffPGFWd+DxV0IOjk5YcmSJdi3bx969uxptP1aM8bKHFocLIK6lJDgT07a2toiODhYdH8ymUynOEH+Offy8jIoAyphOiQLwTNnzuDHH3/E//73P4wePRpDhw4V/BG6wX+Zp6en49WrVxbqjXauX78uSHHdqlUrox6jVq1auHLlCurXr89pVygUWLJkiVGPJUZxFYIAMHjwYM7ywYMHkZiYaKHemBe+W2hoaKjWNOAymcwkJSSMUTpCiYODg9rtzekamp+fL4gRLC5CEAA++OADQTKTqKgojB49GowxQXygTCYzqRsU/92RmpoqqO2qK8+fP8fixYuRl5eH7OxsjBo1yiC38YiICIG4UhdH7unpKSg5denSJfz55596H18KjDGBW5s5haCnp6fgGWNo2QjCdBbB4iAExUQxf3KyUqVKGt36dXFNpxqCRQfJQtDNzc0sNXZKAgEBAXBxceG0WVusR2H4bqG1atUySUIEf39/nDt3Dt27d+e080WasUlLSxMMZouTEPzoo484D/ecnByjzP4XBfgWQV0zH5sic6gxLYKAevdQc7qGRkRECMRDcRKCADBjxgyBZWvv3r1Yt26dwK3Kx8dHY2kAQzHmu+Po0aMca2Zqair27t2rd9/47wlfX1/UrFlT7frjxo1DSEgIp23WrFnIycnRuw+6EhcXJyhmb04hCAifRZ06dSrWBd/Nga5xcdrgWwSLq2uorolilOhjESQhaL1IFoKffPIJdu3aZYq+lDhkMpnVB/0Xhv+C16dshK64uLgILIAvXrzQOw20Lly7do0zILKzs9MaR1aU8PLyEojrbdu2Wag35oVvEdT1dzV25tCsrCzBPgzNrKlOcJmzfAQ/PtDHx8ekrpGWwNbWFtu3bxec16lTpwqSaJn6u9vY2AjqCer77jh58qSgbfPmzXrtCxC6hbZq1UqjsLG3t8fSpUs5bc+ePcPq1av17oOu8C2XdnZ2GmtzmoJJkyap/re3txfETRLS0cUdUhdKqkVQ2ztJl3ErFZMvOkgWgqGhoThz5gx69eqFDRs2YO/evYI/QneKihDMzMwUBPEbMz5QjOrVq3OyygFCy44x4VscQ0NDBTFiRZ2PP/6YsxweHo5nz55ZqDfSiY6OFlhftJGSkiJIZa+vEDTUIvjkyRNB/JOhQtAaLIJiiWKKo1WjbNmy2LJlC6ctKysL3333HafNHCJYLE5QKrm5uYIJPqBAzOkz6cEY0zk+sDB9+vTBBx98wGlbtGiR1rhUQ+F/x8DAQK0u48amTZs2OHv2LObPn49//vmH3EKNAFkE/w9zWATfvHkjEM1kESw6SBaCgwcPRmRkJPbv348xY8agb9++nL9+/fqZop/FlqIiBC9duoTs7GzVso2NDVq0aGHSY8rlcoG1w5TlSfhCkD8wKQ507txZYNHYvn27hXojjYULF6J8+fIICAjAN998o/N2t2/f5izb2dlpdFUrjLGFIP+FGxAQAFdXV4P2KTZwdHR0NHgSQ0qymOKYMVQd3bp1w+TJkzWuY8oagkqM8e64fv26Wkvv1q1bJe/vyZMngsy6utSZlclk+OGHHzhtCQkJAkuhsbFkopjCtGzZEgsWLKCs60aCLIL/hzZRnJubK6jfqU0IBgcHCyZM+O82EoJFB72SxWj6E5tdJNRTVIQg/3etX7++YKBoCviWG1MJQcZYsU4Uo8Te3h4DBgzgtG3fvt2qs9UCQExMDBYvXgzGGPLz8zF37lysX79ep235VuRatWoJLM3q4MdDR0dHGxS7ZOz4QKBg8Movu+Lt7W2wRc4Q19DiLAQB4NtvvxXUxSuMJSyC+rw7NJWQ2bp1qyATqjb47wl/f3+BC6s6mjRpgj59+nDawsLCTFpk3lqEIGFcyCL4f4iJ4sLv+8jISME7TZuXioODg2CSlC8EKVlM0UGyEGzZsqXWv8Js27atxGQm1Af+y/zVq1dITU21UG/UY6r6gdowlxCMjIwU1AErjkIQKIjzLczz588RHh5uod7oxokTJwTF3CdMmCAa38RHaiH5wvBfdmJZBqVgzIyhSmQymcAqaIx4DP7sd1paGnJzcwXrpaWlCdyLi7sQdHR0xK5du9RaXc0hBPnXzsuXLyVn+9R0/0RERAjKBWmD7xbaunVrSRMSS5cu5STZyc7ORmhoKGbNmmWScQQJweKJNvGjK8XBIsg/FwqFgvO9+O8kb29vnd4f2iaiKEaw6KBfFWMdycvLw/Dhw42Saa+4EhISIii0q0+shylJTU3F1atXOW2WEoKPHz8WzNIZA7410MfHB5UqVTL6cayBhg0bCgaR1u4eKma5yM3NRd++ffHo0SON2+qbKAYosIrxLWOGPM9MYREEhO6hxnjpiln8xe69Bw8ecAZZNjY2qFGjhsHHt3aqVauGlStXin5mDiFYuXJlgciSYj1LS0vDpUuXOG18Szk/HlIT+sYHFqZy5coYP348py0zMxPffvstKlWqhO+++06Q5dMQSAgWT/jPv6ysLMmTJDk5OcjKyuK0FQeLIMC11klNFKNuPXINLbqYVAgCsHqXM0vj6OgosDpYm3vohQsXONYYuVyOpk2bmuXYtWrVEqRh5xeuNgb8AVHjxo2LZbILoMCCxE8a8/vvvwteetYCY0yt5SI5ORldu3ZV6/qTmZkpEIpSM8EaK06QMab3S1cb/Hqe6gpVS0Fs9lssTpDvFlqlShU4OTkZfPyiwIgRI/DRRx8J2s0RI+js7CwQLlLeHefOnYNCoVAty+VyzJo1i7POnj17dPZQefDggeA+1CU+kM/8+fNF3UmTkpIwc+ZMhISEYP369aLWaamQECyeaBM/uiA26VUULYIuLi6C53Hh+1Rqohh16xV+9uTn55NraBHC5EKQ0I61xwnyU6M3btxYUMPKVDg6OgoSe5jCPbQkxAcWZsiQIZzlpKQk/P333xbqjWbu3bsnKNhdmIiICPTs2VNUyN67d48ziSGTySS7LRqrhMTr16+RlpbGaTOWRbBv374YMmQI5HI5mjRpgmnTphm8TxcXF0FCAF2EoKbYueKGTCbD2rVrObGkLi4uZkv6Yci7gz+58sEHH2DcuHGc3zwjIwN//PGHTvvjWwPLly8vuHd0wdvbGxcuXMDYsWNFM3jGxMRgzJgxqFmzJv744w+9J5uTk5MFrn8kBIsHbm5ukMvlnDapcYJiQrAoWgQBzZlDjWURfPLkiepdm5ycLAjlICFovZAQtAKsXQias36gGKaOE8zMzBQkFCmOGUMLU6FCBdF4XmuE7xZavnx5wUA7PDwcw4cPFwwK+b9r1apVJWfpNJZFkH9fOzk5ITAwUK998bGzs8P27duRk5ODixcvIiAgwOB9ymQynRLGlLREMXw8PT1x+vRpdO3aFY0bN8bu3bvNZjkw5N3Bv6/at2+PMmXKoHPnzpx2XWsKirmF6utV4efnhzVr1uDhw4eiFlegIEygX79+eP/99/VKUse3BgJAuXLlJO+HsD5kMpnBmUP5zzpbW9siW05KihDU1yKYk5OjmiQVE90UI2i9kBC0AqxZCMbHxwvS75srPlCJqYXgrVu3OG5GMpmsRKTx5ieNOXz4sN5ptk0Jf8DasWNHHDhwAOXLl+e079q1CwsWLOC0GZIoRomxhKBYohh+fLC1oa2WIGOsxAtBoOAaOXToEC5duoQuXbqY7bja4nTUERMTgwcPHnDa2rVrBwAYPnw4p/3ChQuCOpx88vPzcfbsWU6bPm6hfKpUqYLff/8d165dU/WPz7Vr19C2bVt06dIFz58/13nffCFYpkwZODo6GtRfwnrgCw9DXUPd3d2LbLiIOiGYkJAgEG26CkEfHx94eXlx2pTPH/4+nZ2di6yILglYxSjk9OnTGDFiBKpVqwYXFxcEBASgR48euHHjhmBdhUKB//3vf6hduzacnJzg6emJJk2aWH3WQ03wb7wnT54YJf7BGPBf7k5OTnj//ffN2ge+EHz48CEyMjKMtn++W2itWrUE6fiLI3379uUMfHJzc7Fr1y4L9khIVlaWIHOh0nJx6NAhwe+0aNEi/Prrr6plvkVQanwgICwhYSyLoLHiA02JNotgdHS0QByWRCFoKcSKyutS8oHvFurh4YEGDRoAKKiTyK81qq2m4J07dwRZPY0hBJU0aNAAJ06cwIkTJ1C/fn3RdU6ePIkvvvgCf/75p077pPjA4o0uhdQ1URwyhipRV06DP3FkZ2enszu3TCZTa8SgRDFFC6sQgqtXr0ZkZCSmTJmCw4cPIywsDLGxsWjcuDHH5SMvLw+9evXCokWLMHDgQBw5cgQ7duxAp06dJGeEsiY0mdgtDd/lpnnz5rC3tzdrH0JDQzkzcfn5+bh3757R9l/S4gOVuLu7o2fPnpw2a8seGh4ezskSKJPJVBbp2rVrY/fu3QKr2siRI3HhwgUoFAqBtcoYFsHY2Fi9njf6BuVbEm0WQf759fDwIPc6M8K/hjIzMxEVFaV1O74QbNOmjSopl729PQYPHsz5XFtNQb5baHBwsEmug3bt2uHatWvYvXs3KleuLPg8Ly8Po0aN0smrhoRg8cYUFsGiijpRzH8nhYSECGIrNaHOI4ESxRQtrEIIrlq1CqdPn8b48ePRsmVL9O3bFydOnIC3tze++eYb1Xo//fQTjhw5gqNHj2LOnDlo1aoVunbtinnz5qF9+/YW/AaG4ePjI5iBtRb3UEvVDyyMi4uLYMBjTPfQkioEAQiyh169etWqypfw3ULr16/PuVc6deqEn376ibNOTk4OevXqhUOHDiE7O5vzmT5CkG8RBPRLGGOq0hGmhG8R1CYE33vvvSLrPlUUKV26tECsa3t3iGXh5btdDhs2jLMcFRWlMQ7P0LIRUpDJZOjXrx8ePHiANWvWwN/fn/N5eno6+vXrp9VrhIRg8YYsgv+HunhJQ71UyCJYPJAsBLVl6Co8i2Jra4szZ85ovbj8/PwEba6urqhRowZndjMsLAwtWrQolgN1a4wTjImJEfTDEkIQMF2c4KtXrwQz6MXx+lJHhw4dBPefNVkF+QNWsQmfCRMmYMqUKZy2+Ph4DBgwgNMWFBSEUqVKSe6Ds7OzoByAVCGYkZEhKERfHFxDKT7QsshkMslxgg8ePMDr1685bfz7qm7duoLsr+qSxuTm5grct43pFqoOuVyOsWPH4unTp4IsyPfv38ekSZM0bk9CsHhDFsH/Q1eLoNTJSXXPHiomX7Sw074Kl7Zt22LXrl2i4u3atWsYMGAAnj17pmrjZybUleTkZNy8eVMlPKKiohAZGYnu3btjzpw52LhxI+Lj41G1alXMmDEDQ4cO1bi/7OxsjnVAeZMrFApOLSVjoNyflP1WqVIFFy9eVC0/fPjQ6P2SyvHjxznLHh4eqF27tkX6FRoaih07dqiWb9y4YZR+/PPPP5xlDw8PBAcHW/zcm5MBAwZwCmNv374dX331lcUTmcTHxwvihFu3bi362yxbtgxPnjzB4cOHVW05OTmcdUJDQ7X+ruru3aCgIE4Ji6dPn0q6Rh4+fCiYRKtYsaLVX2f8GMyEhAROn/k1PWvWrGn136m4UaVKFVy9elW1rO3dcezYMc5yhQoVUKFCBcE2H3/8Mef33bt3L969eyewjFy7dk0waG7atKnZrgO5XI5Vq1bh9u3buH//vqp98+bNaNq0qSAplhK+EAwICKBrtxjBn/SLjY2V9PsmJCRwlt3c3Irs9cFP6hIXFweFQiGosRsSEiLpOwYHB3OW3759i7i4OEG5J29vb4371WfMbCqsoQ/mRrIQfPjwoWpQXtg6FBYWhhkzZhithtTEiRORnp6OuXPnAiiw3AAFsQqBgYH4+eef4eHhgfXr12PYsGHIycnB6NGj1e5v6dKlWLhwoaD9+PHjJstmxHdr0wR/kHj58mXOoNYSFE66ARTM/vAHEeaC7+J379497N+/X5I/uxj85CgVK1bE0aNHDdpnUYPv+vjy5Uv88MMPqFWrlmU69P+5ePEi576wt7dHcnKy2vvi448/xsOHD9Va61xcXHS+p/j3Lj8u9vTp06Iuo7ruz8fHB+fOndN5e0sRGxvLWX78+LHqHObk5AhmlFNTUy3+3CrphIeHa/wNfvvtN85y5cqVceTIEcF6vr6+sLW1VdUDy8rKwrx589CxY0fOenv37uUsBwYG4tatW4JETaZm/Pjx+Oyzzzj1RCdMmID09HSBtS8nJ0cwWH3x4gVdu8UIvgeG1N+38KQCUOAWX1SvD37W3zdv3uDAgQOC9vj4eEnfUaFQwMbGhhM/vGXLFoEnma77lTJmNhXGTERYVJAsBO/cuYNBgwahY8eOmDt3Lj799FOMHDkSBw4cwKRJk/DDDz8Y3KmvvvoKO3bswE8//aTKEKa80LKysnD48GHVg719+/Zo0KABFi1apFEIzp49G9OnT1ctp6SkoFy5cujQoYPRTf4KhQInTpxA+/btdRYqjDFs2bJFtRwbG2vWNORi/Zk8eTKnbcCAARbrU5MmTfDVV1+plnNzc1G+fHm9Yr4K8/3333OWu3btatHzbgkYY9iwYQMePnyoanv69ClmzJhhwV4BBw8e5Cy3atUKPXr00LjN+++/j6ZNmwpc3wDgo48+0vrbqrt3w8PDceHCBdWyTCaTdJ2EhYVxlps1a1YkrrOnT59yJkscHR1V/b5165Yggcjo0aMl12kkDCMnJ4czaffu3Tu111ZOTo4gEcywYcPUrr93717s379ftXzr1i3BtfzLL79wlrt162aRa1uhUCAiIoIzBsnJycEvv/yCS5cuca7Lx48fC7YfMmRIkXb/I7g4OTlxroXMzExJ1yV/krhWrVpF4pktRuXKlTFr1izVcnZ2NsqXLy8o+j5s2DDJ4RPBwcF48uSJallse23vO33GzKaC791QEpAsBEuXLo2TJ09iwYIF+Prrr/Htt9/CyckJf/zxB3r37m1whxYuXIglS5bg66+/5vj4KxNEVKtWjTO7J5PJ0LFjRyxduhSxsbGiLqsA4ODgAAcHB0G7XC432YUnZd9860t8fDySk5Mt5lv9/PlzwYyaJW9SX19fBAcHc9yO7927h0aNGum9T4VCIXA9bNq0qcUfRJZg6NChmDlzpmr5zz//xC+//AInJyeL9IcxhlOnTnHaOnTooPW3qVixIg4ePIgWLVoIZvYaNWqk82/Lv3dDQkI4n7948ULnfb169UpQhmXQoEFF4jrjJ7FKTk5W9ZvvVhQcHCxwQSJMT82aNTnLr1+/RmZmpqioCQ8PF2S87dixo9prccSIERwhePnyZTx79kwVS5STk8MJaQAKwkcsdW03a9YMqampWLt2rartv//+w+TJk7Ft2zZVIqOYmBjOdp6enoJrnSja8JMIJSYmQiaTqbLjaiMtLY2z7OXlVSSe2WLwzwUAXLlyhbPs6+sriIXXherVq3OE4LNnzwTxmKVLl9bp3JlyPK4rlj6+JdArCEgmk8Hb2xs2NjbIzs5G6dKlUaNGDYM7s3DhQixYsAALFizAnDlzOJ8FBwerdeFUuo9ZOqbJEIKCggTuZ5ZMGMPPEOfr6ysYcJgbYyeMuXv3LseNCIBBwrIoM3jwYE62x9TUVM4A0Nw8e/ZM4OKpa2bg+vXrY8eOHZzvU6tWLdGXoa4YUlT+t99+47i4urm5oVu3bnr3xZxoShZDiWKsg+DgYNja2nLa1CWM4Sdfqlu3rsbJxs6dOwsmVwvXFLx27ZpAWLZq1UqXbpuM77//XuAp8uuvv2Ljxo2qZUoUU/zhX9eMMUHcnyaKU9ZQT09PgQD+f+3de1xUZf4H8M+BGQa5KQqGEF5CFBGTtBIr01QSL3nF1Go3ddUuWq5mv1IrNfGSl8rMzcrdsrTM+9aKqOVlbdUyb5WBeQlXTVORBEUQ4fn94TJxzhkuM5yZOTPn8369eL06zxzOeTAeZr7n+zzfp/wMF8DxKtbKgjFZWVmsGuph7I6c8vPzMXDgQIwbNw4jR47E3r17AQB33XVXjaoNTp8+HVOnTsVLL72EKVOmqF43mUzo06cPMjMzZR8QhRDIyMhATEyMR1cmMplMqn2R9BQIdu7c2e1l4bUOBJXbRjRr1sywT4WjoqLQpUsXWZs7q4cq1wrccsstaNWqVbW/v2/fvvjss8/QvHlz3HnnnfjHP/5Ro/4oA8HLly+rNtCuSPkiRwCQmprqtkyrvSrbR5CBoD5YLBbcdtttsraK3juU46qqhytms1lVkfOjjz6yTilTbhtx++23u/192N/fH6tWrVJlRMeMGWMtfsNA0PvZ+j20p3KoN1UNlSRJ9e+hLJTnaBVrW1t7ld/7F2AgqHd2B4Jt2rTB5s2bsWLFCrz99tto27Yt9u3bh759++Lxxx/HX/7yF7s7MX/+fLzyyitISUlBz549sWfPHtlXmenTpyMwMBApKSlYsWIF0tPTMWDAABw6dAizZ8+2+756o5ctJIQQutg/UEkZCB46dAg3btxw+HrKqYdG2jbCFmV1vU2bNqkKKriK8gNr165d7X4QMXDgQGRlZWHv3r246667atSfhg0bqmYcVGcLiZ9++gkHDx6UtSnXaOmZrYygEAJCCFXFUAaC7lOd947c3Fzrg9sy1cmyK/cU/PXXX63jUxkIumLbiOqIiYlRPfwpKirCwIEDkZeXx0DQAMxms+pBlj17CXpTRhBQB2PK6dFaZQSVY8vWvUlf7A4Eg4ODsW/fPgwcONDaFhAQgI8//hjvvfeeaoFtdZQVhcjIyED79u1VX2ViYmKwc+dONG3aFKNGjcKAAQNw9uxZfP7550hNTbX7vnqjl0Dwp59+UgUAeggEldN9rl275vDm54WFhaoKqHr4Gd2pX79+sunXJSUlqgqDrnDjxg3Vg4jqTgt1FrPZjFtvvVXWVp3pocpsYIMGDdw+dc4eyg8/JSUluHr1qrVMeHkMBN2nOnsJbt++XVbcx9/fH/fdd1+V127VqpW1aFuZDz74AIWFhdi1a5esXS+BIAAMGDBAVfDs6NGjGDVqFANBg6hoI/Xq8KaMIFB1MKZVRlDJZDJ5fBDt7ewOBHfv3q0qnFBmxIgRqgWo1bF9+3brU2ZbX+UlJCTgX//6F/Ly8nDt2jXs3r3bY9bbVEUvgaDyQ3h0dLRqvxh3CA8PR3R0tKzN0emhW7dulRUT8fHx8diKYFoJCgrCgAEDZG0fffSRy/vx3XffqZ7Gdu3a1eX9UFJuF1FVIFhaWqoKBIcMGaJaz6VnyowgcHN6qHJaaEBAgGp6IrlOdd47lFn2++67D/7+/tW6/rBhw2TH69evx8aNG2VrrCVJwv3331/dLrvE3LlzVeu+P/vsM9W0OHu2giHPoZwOWd2MoBDC6zOCSo5mBOvVq1fpkpqwsDC3LyuiytkdCNqqvFmeu/ce82TKgfjLL7+oipm4gjIQ7NKli24GsjIr6GggqNyaoH379py+gJt78ZV34MAB1X5Kzqb8wBofH4+oqCiX9sEWewvG7Nq1S5V5UK630jtbT8EvX76sCgRbtWrl0cW6PJ3yvePo0aOqafP2rg8sb8iQIbJiZtevX8e4ceNk57Rp00Z3VWP9/Pzw2WefqR5oKLc9YUbQOzmaESwoKFBtreDNGUE/P78aPQypLIjk5yr9s3v7CODm9KCNGzciMzNTtShUkiTZfm9UfcrUfGlpKY4dO+bS4LqkpERV6l5PUybbtGmDzz//3HrsSCAohFAFgr17965x37xB586dERkZKVs/8PHHH+O1115zWR9q8oHVmewNBJXZwBYtWiAxMVHrbjmVyWRCUFCQrJS6rYxg69atXd01Kkf5Qez69evIzs62zt7Jzs5WbR5tz7iqW7cu+vTpg1WrVlnblA859DQttLzGjRtj6dKlle5BykDQOzmaEbS1l5w3ZwSbNm1a7W01bGnevLlqG5nq3Jf0we7/8zk5OejQoQOysrIgSZJ16mb5jBEDQccEBwcjKioKZ86csbZlZWW5NBA8ePCgrDIgoK83eGXBmLJNre3JRhw4cED2bwwADz30kCb983S+vr549NFHMXfuXGvb8uXLMXPmTJdMabxy5Qp2794ta/PEQPD69etYuXKlrE25RYenqFOnjiwQtJUR5PpA9yqbnpWTk2Nty8rKsgaCym0jwsLC7A7ehw0bJgsElfT0PqHUu3dvPPfcc5g/f77qtVq1arm90ik5h6MZQeW0UMDzM4KV/Y47Oi20Ot/PQFD/7J7LM3nyZPj7++PkyZMQQuCbb77B0aNHMX78eDRr1ky1CTnZx93rBJWVNJs1a6YqkuFOykAwPz9ftsl8dZTPKAI3n4bV9A+hN1FWDz1z5oyqOqCz7NixQzalzWw2o2PHji65d1WUgWB2drZqDXOZjIwM1Z5VjzzyiNP65ky2Ku/99NNPsjYGgu6n/BtWvmCMMsvepUsXu6fyJicnV7gXp6+vLzp06GDX9Vxt1qxZsuJzZRo1auSRD2ioalplBP39/VX7PHuaygIyRwvFVOf7+ZBF/+wOBL/66iuMHz8ekZGRNy/g44OYmBjMnTsXXbt2xYQJEzTvpJG4OxDU47YR5UVGRqo2OLZ3eqhyWuhDDz3EDwLlJCQkqKYwumpPQeUH1vbt2yMoKMgl966KMhC8du0azp8/b/Nc5bTQe++9V/X9nkK5vuqbb75BcXGxrM2ePR7JOSp67ygtLVU94HMky24ymVQPicrcddddCA4OtvuarmQ2m/HZZ5+pCluwUIz30ioj6OnZQKDyQJAZQWOzOxA8ffo0GjduDF9fX/j4+ODq1avW1x566CHVBzmyT2VPdZ3t+vXr2Llzp6xNb4GgJEk12lj+9OnTqvO5PlBN+YFvzZo1sumBzqLX9YHAza0fzGazrM3W9NC8vDxV1tmT9g5UUgaCyr8RDRs2tFldlFyrokDw4MGDsimjgONVeJV7CpbR87TQ8qKjo/Hxxx/LprkPHjzYjT0iZ9IqI+jp6wMB52YEmzRpUuEaQwaC+md3IBgWFmZ9WhIZGSmrKHjp0qUabfBN6gGZlZVV4fQzrX355ZeyLRUA6HLPs5oEgv/6179kx6Ghobj33ns16Zc3UW5zcPXqVaSnpzv1nmfOnFFNOdRTIOjr66sqKmErEFy3bp2s2q/JZJLtu+pplB+ClFVkOS1UH2y9dwDqhyuxsbEOF0eJi4tDUlKSqt1TAkEA6N69O77++ms8//zzWLFiRYVZTvJ8tjKC1fk8ZbSMYE0DQbPZXOG2cgwE9c/uQLBt27Y4fPgwAKBHjx549dVXsWzZMqxcuRKTJk2y+SZB1ad8qnvlyhVZBUdnEUJg5syZsrY77rhDl4PYViBY3WBZmanp3r27KstDQEREBLp06SJrW716tVPvqSxoUadOHdx5551Ovae9qlMwZtmyZbLjlJQUj14nUVW2j4GgPijfOy5evIicnBzNs+zKrKDZbPa4h2lJSUmYM2cOBg0axGUBXkz5d7ewsFD1sNsWb8wI1qtXz+bvekREhCYzOioKJj35vc8o7A4Ex4wZYx0U06dPR0REBP785z9j8ODB8PX1xYIFCzTvpJFERUUhMDBQ1uaKdYI7duxQlf8dPXq00+/rCGUgeOnSpWoVKbpy5YpqrQynhVYsNTVVdrxhw4ZqvYk6SvmBtXPnzrrbfL2qQPDs2bOqdbaetnegUlUfghgI6kOTJk1UD7UOHjyo2jzd0WmhZYYMGSIbB8OGDUNAQECNrknkDLYeZFdneqg3ZgR9fX1Rt25dVXtNs4FlKlonqMdkAsnZHQh27doVTzzxBICb/4MPHDiAQ4cO4fvvv0dmZqZmv1RG5ePjU+EUH2eaPn267Lhhw4aqzcX1onHjxqonWNWZHrplyxZcv37demwymZCSkqJ197xG3759ZZUFCwoKkJGR4ZR7CSFUGcGafmB1BluVQ8tbsWKFbLPqoKAgj9+ahBlBz2AymRAbGytrW7JkCYqKiqzHPj4+NZ7GGRISgi1btmDy5Ml48803bW7JQKQHwcHBqocj1SkY440ZQcB2dk6riukVffZnIKh/dgeCSpIkoVWrVkhISKjRhpT0B1dXDt21a5cqi/HCCy/otlyyowVjlNNCO3bs6DV/4J0hPDxctUbUWdNDf/jhB/z222+yNj2tDyxTVUZQWS20f//+Hp8tqSwQtFgsquCD3Ef5YUw5Xu+++25NpoHFxMQgLS0NY8eO1U1VXyIlSZJUgYhRM4KA7aDM2RlBZZVe0h+HI7fDhw/j5MmTsqIIZfr371+jThmdqwPBtLQ02XGDBg0wfPhwp96zptq0aSMLXqsKBEtKSrBhwwZZm6dnalwhNTVV9u/8xRdfoLCwEP7+/preRzkttHHjxoiJidH0HlpQBoL//e9/UVJSAl9fX2RlZWHfvn2y1z25WmiZyh6WtGzZkg8AdUT53qEs3qbHLDuRM4WFhcnqLBg5I2grEHRmRjA0NJTvDx7A7v9Dx48fR2pqKr7//nsAUBXpkCQJJSUl2vTOoFwZCO7btw8bN26UtT3//POaf9DXmr0ZwW+++Ub1JJCBYNX69euH0aNHW8f5lStXsHnzZs3XVtoqaKHHIg7KPceKi4tx5swZNGzYUJUNjIiI0N32K46oLIPEaaH6UtWHOj1m2YmcyZEtJJQZQW8OBLXKCNatWxfh4eGyf19OC/UMdgeCo0aNwrlz5/DGG2+gRYsWup0+6MmUb+anT59Gfn6+UzbsVWYDw8PDMWrUKM3vozVlIHju3DmcPXsWDRo0sHm+chP5hIQE3HbbbU7rn7eIiIhAhw4d8O9//9vatnr1ak0DwaKiItn1Af1+YA0PD0dAQICsaM4vv/yC6OhofPLJJ7JzBw8e7BVPQyv7EMRAUF8qCwQDAwNZ1ZsMx5FN5ZUZQW+dGmqxWBzeSsaW5s2bMxD0QHZ/Svn222/x/vvvcxNWJ4qNjYUkSbJs688//4y2bdtqep8ffvgB69evl7WNHz9eVbVUj2JjYxEUFCTb5PzAgQMVBoLK9YHMBlbfwIEDZYHa559/jqKiIlgsFk2uv2vXLly7ds16LEmSbjNpkiShSZMm1i10gJuBoJ+fH06cOCE71xumhQLMCHqSyp7ud+rUiQ9uyXCYEfyDMjBr1qyZppW54+LiZFWKGQh6BruLxYSHh3vNoNArf39/1VokZ0wPnTFjhuw4NDQUTz/9tOb3cQYfHx8kJibK2iqaHnr8+HHVRuXcNqL6lGt+L1++rNqGoyaU00Lbtm2r6wXmtgrGKPcObNasmeYPbtyFgaDnqF27NiIiImy+xvWBZETMCP5B+TegV69eml5f+QCXMxA8g92B4FNPPYX333/fGX2hcpy9TvDIkSNYuXKlrG3s2LEe9QevuusEldNC69evj7vvvttp/fI2kZGRqg2jtaweqvWG186mDASPHj2qGkuPPfaYLtc4OqKiB38RERF84qtDFU0P1fu4InIGZgT/0LJlS6xYsQIPPvggxo0bh4kTJ2p6/YEDB+LZZ59Fw4YN8eijj+Kpp57S9PrkHHZPDX3++efx3HPPoW3btujevbtqg0pJkjBu3DjNOmhUcXFxSE9Ptx5rHQjOnDlTNvU0ODgYzz77rKb3cLbqBoLKaaG9evWS7Y9HVUtNTcV//vMf6/H69evx7rvvqvZosldOTo6q0qbeP7AqA8F169apqic/8sgjruySU/n7+8PPz0+2ByfAbKBexcXFYfv27bK2Bg0aID4+3j0dInIjezOCJSUlsiUngPdkBAFg0KBBGDRokFOubTKZsGDBAixYsMAp1yfnsDsQ/Oabb7B06VJcunQJBw4cUL3OQFAbzswInjhxQlXhcMyYMQgNDdXsHq6gDARPnjyJnJwc2bTC3NxcVSESrg+0X//+/WXjOjc3F9u2bcODDz5Yo+tu3bpV9kAiICAA99xzT42u6WzKyqHKIDApKUmXW184SpIk1K5dW/UknYGgPtlaJ9i1a1evyVAT2cPejGB+fr6qzVsygkS22J0WGTNmDMLCwrB+/XocOXIEv/zyi+xLWTCBHKMMBH/++WfNtuWYPXu27FoBAQEeGby3aNFCtc2F8uFERkaG7Ge1WCy6zzjpUcOGDdGuXTtZ26pVq2p8XeW00Pvvv1+zIjTOoswIKnlLkZjybK0TbN26tes7QlWyNTWUf/PIqJQZwdzcXNX+muUp1wcC3pURJFKyOxA8fPgw5syZg969eyM2NhaNGjVSfVHNKd/Mr1+/juzs7Bpf99SpU/jwww9lbU8++aRHrvUxmUyqrIRyeqhyfWCXLl08oiqqHqWmpsqO161bV+kbalWEEB63PhCoPBD09fV12rQbd7IVCDIjqE8tW7ZUtbFQDBmVMiMohMClS5cqPF+5PhCAU7buItILuwPBhg0bqjaRJ+2FhYWp1l9qMT10zpw5KC4uth5bLBZMmDChxtd1l8rWCRYXF8vWWQKsFloTAwYMkB3n5ORgx44dDl/v+PHjqocbnhAI1q5du8Jp1N26dfPIhypVUU6NMplMVW5eTu4RHR0tqwb42GOPVbitDpG3UwaCQOXrBJUZweDgYNYUIK9m92/3iy++iHnz5qnWxZC2JEnSfJ3guXPnVBVfR4wY4dEfEioLBL/++mvV0z2tyyUbSZMmTVRbItSkeqgyGxgREYGEhASHr+dKFWUFvXFaKKDOCLZo0YJ70unY2rVr8cknn2DlypWqGSBERmI2m1UPsipbJ+itFUOJKmJ3sZj9+/fjzJkziImJwQMPPGCzaigrBmkjLi4Ou3btsh7XNBCcN28eioqKrMdmsxkvvPBCja7pbspA8OjRo8jLy0NISIiqWmjbtm0RFRXlyu55ndTUVFmVz7Vr1+Ltt992aFNaZSDoSQUtmjRpopqGHBgYiD59+ripR86lzIByWqi+mc1mDBkyxN3dINKF8PBwWYBnT0aQ6wPJ29kdCL799tvW//7kk09UrzMQ1I6WGcGLFy/inXfekbUNHToU0dHRDl9TDxISEmAymWRr1Q4ePIgOHTqo1gdyWmjNDRgwQLb30Pnz5/H111+jY8eOdl3n3Llz+PLLL2VtnjAttIyycigA9OvXz2vXn3bt2lU2m6B///5u7A0RUfWFhYXh2LFj1mNmBIn+YHcgWFpa6ox+kA1aBoJvvPEGCgoKrMe+vr548cUXHb6eXlgsFiQkJODgwYPWtv379yMsLAzHjx+XncttI2ouNjYWrVu3xqFDh6xtq1evtisQFELgiSeeUJXp9qSCFramhnrrtFDg5kbB58+fx5dffolu3bqhb9++7u4SEVG12LOXIDOCZDROXQErhMDw4cPx3//+15m38VrKQPDixYtVboZqS25uLhYuXChre/TRR3HbbbfVqH96YWudoDIbeOuttyIxMdGFvfJeyuqha9assesB0UcffaSatjtkyBBERkZq0j9XUG7OXb9+fY8KZO0lSRLGjBmD9evX46mnnmLxBCLyGPbsJciMIBmNU9/NS0tLsXTpUoeCF7qZdTCbzbK2I0eO2H2dhQsXyrIvkiTJpvd5OluBoDLQeOihhzxm/ZneDRw4UHZ89uxZ7N69u1rfe/r0aYwdO1bWVr9+fbz11lua9c8VOnXqhPbt21uPFyxYAJPJ7gkWRETkZMwIElXM6Y91udWE40wmE2JjY2Vt9k4PzcvLw5tvvilre/jhh72q9LsyEMzMzFQFJlwfqJ3mzZurqntWp3qoEAJ/+ctfVE9c3333XZslvvVMkiTs3LkTmzdvxpEjRzB48GB3d4mIiGxQvr9UFggyI0hGw/k9OlfTdYLvvPMOcnNzZW2TJ0+ucb/05Pbbb5dNVSstLZU9gAgMDESnTp3c0DPvpZweunr16iqnh7733nvYvHmzrO1Pf/qTx6438/X1RXJyMpo1a+burhARUQXsmRrKjCAZDQNBnatJIJifn4/58+fL2vr27YtWrVpp0je9CAwMrDTD2a1bN/j7+7uwR95PGQiePn0ae/furfD8X375Bc8995ysLTIykhWGiYjIqeyZGsqMIBkNA0Gdq0kgmJaWpnry9dJLL2nSL71RTg8tj9NCtRcfH6/63axoemhpaSmGDRuGq1evytr//ve/q/anIyIi0pKtjGBFy5aYESSjYSCoc8oP2ydOnJBtCl+RrKwsvPHGG7K2nj17om3btpr2Ty8qCgQlSUKPHj1c3BvvJ0mSzemhtt5cFy5ciB07dsjaRo4ciZSUFKf2kYiISJkRLCwslG2nVR4zgmQ0Tg8EWamxZpo3by47Li0tlW2MaosQAs8++yyKi4utbWazWTVN1JtUFAjec889qjcB0oYyEMzOzsb+/ftlbUeOHFHtV9moUSOv/l0kIiL9sFWMrKJ1gswIktGwaqjOhYSEqPZXq2p66Pr167FlyxZZ2/jx41VBpTepaI9AbiLvPLfffjuaNm0qa1u1apX1v0tKSjB06FAUFhbKzvnggw8QHBzskj4SEZGxhYSEqLbiqmidIDOCZDRODQR9fX1RWlpa6fotqpo96wQLCgowbtw4WVtkZKTXrg0sU7t2bVVQAnB9oDNVNT103rx52LNnj+z1Z555Bg888IDL+khERMYmSVK1KocWFRWplt4wI0jerlo7IL/66qvVvqAkSXj55Zcd7hCpxcXFYevWrdbjygLB1157DSdPnpS1zZ8/H0FBQU7rn160adNGNm02JibGq/ZL1KPU1FTMnj3benz8+HEcOnQIJpMJr7zyiuzcpk2bYtasWa7uIhERGVx4eDjOnj1rPbaVEVROCwWYESTvV61AcOrUqdW+IANB7VU3I3jixAm89tprsraOHTti0KBBTuubnnTr1g0rV660Hg8ZMoRrVJ2sTZs2aNy4MbKzs61tn376KbZs2YLr169b23x8fLB06VIEBga6oZdERGRk1ckI2goEmREkb1etqaGlpaXV/iopKXF2nw3HViBoa+3luHHjZNMafH198fbbbxsmGHr88ccxdOhQ1KlTB/369cPkyZPd3SWvZ2t66Lx583DgwAFZ23PPPYd77rnHlV0jIiICUL29BJXrA00mE2rVquXUfhG5my62j9i6dSuGDx+OuLg4BAYGIioqCn369MG+fftk5w0dOhSSJKm+vH36n/Lnu3LlCn799VdZW3p6Oj7//HNZ2zPPPIOEhASn908vfH198cEHH+DSpUtYu3YtN5F3EWUgWFpaKjuOj4+3a3o5ERGRlhzJCIaEhBjmQToZV7WmhjrbO++8g5ycHIwdOxbx8fG4cOEC5s+fj6SkJGzatAmdO3e2nlurVi3ZermyNm8WFRWFwMBA2YbcWVlZiIqKAnBzgfPYsWNl31O/fn27pvR6E/7hdq27774b0dHROHXqlOo1X19fLF26lEE5ERG5jSMZQa4PJCOwOxAsKSnBwoULsXz5cpw8eVJVGl6SJNVgqsqiRYtQv359WVtKSgqaNm2KmTNnygJBHx8fJCUl2dttj+bj44NmzZrJpttlZWWhS5cuAIDXX39dtbfgnDlz+EeMXKJseugbb7yhem3SpEm488473dArIiKimxzNCBJ5O7sDwRdffBHz589HYmIikpOT4efnV+NOKINAAAgKCkJ8fLzNLIMRxcXFqQJBADh16hTS0tJk57Zv3x5/+tOfXNo/MjZbgWBiYqLXb1tCRET6x4wgkW12B4LLly/Hiy++iJkzZzqjP1aXL1/G/v37ZdlAALh27RoiIiJw4cIFNGjQAH379sWrr76KunXrVno95f4wZU9+iouLUVxcrGnfy66n5XVjY2Nlx5mZmSguLsb48eNRUFBgbZckCW+++SZKSkpYuIdcpm3btoiNjcXRo0cBAGazGUuWLIEkSZqPL2dyxtglIufj2KXK1KlTR3Z84cIF1e9Kbm6u7DgoKIi/Ty6gp7Grhz64mt2B4LVr19C1a1dn9EVm9OjRuHr1qqzyY+vWrdG6dWtrAZQdO3bgjTfewFdffYW9e/dWulferFmzMG3aNFX75s2bERAQoP0PAGDLli2aXat8sAcABw8exOzZs7F69WpZe7du3XD27FnZfjlErvDEE09gyZIlKCoqwmOPPYbTp0/j9OnT7u6WQ7Qcu0TkOhy7ZEv5LY6Am0HfF198AV9fX2ubstr11atXkZ6e7oruEfQxdpWftY1AErb2IajEoEGDkJiYiIkTJzqrT3j55ZeRlpaGhQsXYsyYMZWeu2bNGqSmpuL111/HuHHjKjzPVkYwOjoaFy9e1HweeHFxMbZs2YLk5GSYzWZNrvn999+r1lqVz8AAQN26dXH48GHUq1dPk3sSGY0zxi4ROR/HLlXm7NmzaNSokazt9OnTsqVJY8aMwXvvvWc9fuKJJ7Bw4UKX9dGo9DR28/LyEBYWhsuXLxtmjajdGcG33noLPXv2RGBgIHr06GFzSmZV0zQrM23aNKSlpWHGjBlVBoEA0K9fPwQGBmLPnj2VnmexWGCxWFTtZrPZab94Wl47Pj4ekiTJ9g8sHwQCwMyZMxEREaHJ/YiMzJl/F4jIeTh2yZYGDRqo2i5fvmytvg4A+fn5stdDQ0P5u+RCehi77r6/O9i9j2BISAiaN2+OcePGoXnz5ggPD1d9OWratGmYOnUqpk6dikmTJlX7+4QQ8PHRxZaITlOrVi00bty4wtfbtGmDESNGuK5DRERERB7AbDarir8oK4eyaigZkd0ZwSeffBIrV65Enz590KJFC02qhgLA9OnTMXXqVLz00kuYMmVKtb9v9erVKCgoMMSWEnFxcfjll19svvb222/L5roTERER0U1lU/7KKCuHsmooGZHdgeD69esxa9YsTJgwQbNOzJ8/H6+88gpSUlLQs2dP1TTPpKQknDx5Eo888ggGDx6Mpk2bQpIk7NixA2+++SZatmxpiGxYXFwcNm7cqGofOnQo2rdv74YeEREREelfeHg4jh8/bj1WBoLKjCADQTICuwNBs9mMO+64Q9NOfPHFFwCAjIwMZGRkqF4XQiAkJAS33HILXn/9dfz2228oKSlBo0aN8Oyzz2LSpEkIDAzUtE96FBcXp2oLCQnB7Nmz3dAbIiIiIs9Q1abyyowgp4aSEdgdCPbv3x+bNm1Cly5dNOvE9u3bqzwnNDQUa9eu1eyenshWIPjqq6/illtucUNviIiIiDxDVZvKMyNIRmR3IDhkyBCMHDkSxcXF6Nmzp80KoW3atNGkcyTXrl07REVF4cyZMwCAxMREjB492s29IiIiItK3yjKCQggWiyFDsjsQLMsELliwAG+99ZbsNSEEJElCSUmJNr0jGYvFgg0bNmD27NkICQnBjBkzYDLZ/b+QiIiIyFAqywhevXpV9dmVGUEyArujiA8++MAZ/aBqat26NT799FN3d4OIiIjIY1SWEVRmAwFmBMkY7A4EH3/8cWf0g4iIiIjIKSrLCCoLxQAMBMkYajSv8Oeff0ZOTg7CwsIQGxurVZ+IiIiIiDRjKyNYtqRJmRGsVasWzGazK7tH5BY+jnzTqlWr0KhRI7Ro0QL33Xcf4uLi0KhRI6xevVrr/hERERER1YgyI1hYWIiCggIA3EyejMvuQDA9PR2DBw9G7dq1MXv2bHz00UeYNWsWateujcGDB9vc8JyIiIiIyF2UGUHgj3WCrBhKRmX31NAZM2bgwQcfxIYNG+Dj80cc+fzzz6N79+5IS0tD9+7dNe0kEREREZGjQkJCYDabUVxcbG27ePEiGjduzIwgGZbdGcGDBw/i6aeflgWBACBJEp5++mkcOnRIs84REREREdWUJEkVVg5lRpCMyu5A0NfXF9evX7f5WnFxsSpAJCIiIiJyt4oqhzIjSEZld9R21113Yc6cObh27ZqsvaioCPPmzUO7du006xwRERERkRaYESSSs3uN4LRp09ClSxfcdtttGDhwICIiInD27FmsXbsWOTk52Lp1qzP6SURERETkMGYEieTsDgTvu+8+bN68GS+++CIWLVoEIQR8fHzQrl07fPrpp7jnnnuc0U8iIiIiIocxI0gk59CG8h07dsTu3btRUFCA3NxchIaGIiAgQOu+ERERERFpghlBIjmHAsEyAQEBDACJiIiISPeYESSSY4lPIiIiIvJ6ykCQGUEyOgaCREREROT1KpoayowgGRUDQSIiIiLyesqM4KVLl1BSUsKMIBkWA0EiIiIi8nrKjKAQAhcuXMDVq1dl7cwIklEwECQiIiIir1evXj1V24kTJ1RtzAiSUTAQJCIiIiKv5+fnpwryjh8/rjqPGUEyCgaCRERERGQIynWCykBQkiQEBQW5sktEbsNAkIiIiIgMQblOUBkIBgcHw8eHH4/JGPibTkRERESGUFVGkOsDyUgYCBIRERGRIVSVEeT6QDISBoJEREREZAjKjOD58+dlx8wIkpEwECQiIiIiQ1BmBJWYESQjYSBIRERERIagzAgqMSNIRsJAkIiIiIgMgRlBoj8wECQiIiIiQ2BGkOgPDASJiIiIyBCYEST6AwNBIiIiIjIEZgSJ/sBAkIiIiIgMISQkBGazudLXiYyCgSARERERGYIkSZVmBZkRJCNhIEhEREREhsFAkOgmBoJEREREZBiVFYzh1FAyEgaCRERERGQYzAgS3cRAkIiIiIgMgxlBopt0EQhu3boVw4cPR1xcHAIDAxEVFYU+ffpg3759FX6PEAL3338/JEnCmDFjXNhbIiIiIvJUzAgS3aSLQPCdd95BdnY2xo4di/T0dCxYsADnz59HUlIStm7davN7Fi1ahGPHjrm4p0RERETkySrKCJrNZlgsFhf3hsh9TO7uAHAzqKtfv76sLSUlBU2bNsXMmTPRuXNn2WvZ2dmYOHEiPvroI/Tv39+VXSUiIiIiD1ZRRrB27dqQJMnFvSFyH11kBJVBIAAEBQUhPj4ep06dUr02atQoJCcno1+/fq7oHhERERF5iYoyglwfSEaji4ygLZcvX8b+/ftV2cAlS5bg22+/xU8//eSmnhERERGRp6osI0hkJLoNBEePHo2rV69i8uTJ1rYzZ85gwoQJmDNnDiIjI+26XlFREYqKiqzHeXl5AIDi4mIUFxdr0+n/Kbue1tclIufi2CXyTBy7ZI86derYbA8ODubvkIvpaezqoQ+upstA8OWXX8by5cuxcOFCtG3b1tr+5JNPonXr1hg5cqTd15w1axamTZumat+8eTMCAgJq1N+KbNmyxSnXJSLn4tgl8kwcu1QdFX3gLywsRHp6uot7Q4A+xm5BQYG7u+ByugsEp02bhrS0NMyYMUO2LcTq1auRkZGBr7/+GpcvX5Z9z/Xr1/H7778jMDAQZrPZ5nUnTpyI8ePHW4/z8vIQHR2NBx98UPM54cXFxdiyZQuSk5Mr7A8R6Q/HLpFn4tgle9WuXVv1ebJp06bo0aOHm3pkTHoau2WzBY1EV4HgtGnTMHXqVEydOhWTJk2Svfbjjz/ixo0bSEpKUn3f+++/j/fffx/r1q1D3759bV7bYrHYLAlsNpud9ovnzGsTkfNw7BJ5Jo5dqq6wsDBVIBgaGsrfHzfRw9h19/3dQTeB4PTp0zF16lS89NJLmDJliur1oUOHolOnTqr2Bx54AH379sXYsWORkJDggp4SERERkScLDw/H8ePHZW2sGkpGo4tAcP78+XjllVeQkpKCnj17Ys+ePbLXk5KS0LhxYzRu3Njm90dFRdkMEomIiIiIlGxVDmXVUDIaXQSCX3zxBQAgIyMDGRkZqteFEK7uEhERERF5KVt7CTIjSEaji0Bw+/btDn8vg0QiIiIisgczgkSAj7s7QERERETkSrYCQWYEyWgYCBIRERGRodiaGsqMIBkNA0EiIiIiMhRmBIkYCBIRERGRwTAjSMRAkIiIiIgMhoEgEQNBIiIiIjKYJk2aICYmxnp8xx13IDQ01I09InI9XWwfQURERETkKj4+Pvj8888xZcoUmEwmzJgxw91dInI5BoJEREREZDjx8fFYtWqVu7tB5DacGkpERERERGQwDASJiIiIiIgMhoEgERERERGRwTAQJCIiIiIiMhgGgkRERERERAbDQJCIiIiIiMhgGAgSEREREREZDANBIiIiIiIig2EgSEREREREZDAMBImIiIiIiAzG5O4OuIsQAgCQl5en+bWLi4tRUFCAvLw8mM1mza9PRM7BsUvkmTh2iTyTnsZuWUxQFiMYgWEDwfz8fABAdHS0m3tCRERERER6kJ+fj9q1a7u7Gy4hCSOFveWUlpbi119/RXBwMCRJ0vTaeXl5iI6OxqlTpxASEqLptYnIeTh2iTwTxy6RZ9LT2BVCID8/H5GRkfDxMcbqOcNmBH18fHDrrbc69R4hISFu/6UmIvtx7BJ5Jo5dIs+kl7FrlExgGWOEu0RERERERGTFQJCIiIiIiMhgGAg6gcViwZQpU2CxWNzdFSKyA8cukWfi2CXyTBy77mXYYjFERERERERGxYwgERERERGRwTAQJCIiIiIiMhgGgkRERERERAbDQLCcK1eu4K9//SsiIyPh7++PxMRErFixQnXe/v370bVrVwQFBaFOnTro378/Tpw4YfOaCxcuRFxcHCwWC5o0aYJp06ahuLhYdd758+cxdOhQhIWFISAgAO3bt8dXX32l+c9I5I20HLs///wzJkyYgLZt26JOnTqoW7cu7r33XqxevdrmvTl2iRznjPfdMj/99BMsFgskScJ3332nep1jl8gxzhi3J0+exPDhwxEZGQmLxYKoqCj069dPdR7HrcYEWSUnJ4s6deqIxYsXi61bt4oRI0YIAGL58uXWczIzM0VwcLDo0KGD2LBhg1izZo1o2bKliIyMFOfPn5ddLy0tTUiSJCZOnCi2bdsm5syZI/z8/MTIkSNl5xUWFoqEhARx6623imXLlonNmzeLPn36CJPJJLZv3+6Sn53Ik2k5dhcuXCji4uLEjBkzxObNm0V6erp4/PHHBQAxbdo02X05dolqRuv33TI3btwQ7dq1E5GRkQKA2Lt3r+x1jl0ix2k9bn/44QdRr149cdddd4nly5eLHTt2iBUrVohhw4bJzuO41R4Dwf/ZsGGDACA++eQTWXtycrKIjIwUN27cEEIIMXDgQBEWFiYuX75sPSc7O1uYzWbxf//3f9a2ixcvCn9/fzFq1CjZ9WbMmCEkSRKHDx+2ti1atEgAELt27bK2FRcXi/j4eHH33Xdr+nMSeRutx+6FCxdEaWmp6j49e/YUAQEBorCw0NrGsUvkOK3Hbnlz584VUVFRYsGCBTYDQY5dIsdoPW5LS0tFYmKiSExMlL2/2sJxqz0Ggv8zYsQIERQUJIqLi2Xtn3zyiQAg/vOf/4ji4mJRq1Yt8cQTT6i+/8EHHxSxsbHW42XLlgkAYvfu3bLzfv31VwFAzJgxw9rWtWtX0bx5c9U1Z86cKQCI06dP1/THI/JaWo/dikybNk0AEL/++qu1jWOXyHHOGrs///yzqFWrlvjnP/8pPvjgA5uBIMcukWO0Hrfbt28XAMSHH35Y5b05brXHNYL/8+OPP6JFixYwmUyy9ttvv936+vHjx3Ht2jVrm/K8Y8eOobCw0Ho+ALRq1Up2XoMGDRAWFmZ9vezciq4JAIcPH67BT0bk3bQeuxXZtm0bwsPDUb9+fdm9OXaJHOOMsSuEwIgRI9CrVy/07t270ntz7BLZT+tx++9//xsAEBwcjB49esDf3x9BQUHo1asXsrKyVPfmuNUWA8H/ycnJQd26dVXtZW05OTnIycmRtSnPE0IgNzfXer7FYkFgYKDNc8uuVd17E5FtWo9dW5YsWYLt27fjpZdegq+vr133JiLbnDF2Fy1ahB9++AELFy6s8b2JSE3rcXvmzBkAwLBhwxAZGYkNGzZg8eLF+PHHH9GhQwecPXvWrnuTfUxVn2IckiRV6zWtz7P3XCKSc8aYLLNx40aMHj0aqampeOaZZxy+NxGpaTl2T548iYkTJ+LNN9/ELbfcotm9iUhOy3FbWloKAGjfvj2WLFlifT0hIQF33HEHFi1ahLS0NLvvTdXDjOD/1KtXz+aThEuXLgG4+bShXr16AGw/cbh06RIkSUKdOnWs1yssLERBQYHNc8s/0ajOvYnINq3HbnmbNm1C//79kZycjOXLl6veZDh2iRyn9dgdPXo0EhISMGDAAPz+++/4/fffre/BV65cweXLl+26NxGpOePzMgB069ZNdl5iYiIaNGiA/fv323Vvsg8Dwf9p1aoVMjMzcePGDVn7Dz/8AODmk4mYmBjUqlXL2qY8r2nTpvD397der/z3lzl37hwuXryIhIQE2b0rumbZvYnINq3HbplNmzahb9++6NixI9asWQM/Pz+b9+bYJXKM1mP3xx9/xJ49exAaGmr9Gj16NADggQceQKNGjWT35tglsp/W49bWmr8yQgj4+PwRqnDcOoE7K9XoSXp6ugAgVqxYIWtPSUmRlcN9+OGHRf369UVeXp71nJMnTwo/Pz/xwgsvWNtycnKEv7+/ePLJJ2XXmzVrlmr7iL/97W8CgNizZ4+1rbi4WLRs2VK0a9dO05+TyNtoPXaFEGLTpk3C399fdO3aVVy7dq3Ce3PsEjlO67G7e/dusW3bNtnXCy+8IACIxYsXi507d1rP5dglcozW4zY3N1cEBASI5ORk2fX27dsnAIjp06db2zhutcdAsJzk5GQRGhoq3nvvPbF161YxcuRIAUAsW7bMek5mZqYICgoS999/v0hPTxdr164VCQkJlW4oP2nSJLF9+3Yxd+5cYbFYbG4o37JlSxEdHS2WL18utmzZIvr168cNMomqScuxu3PnTlGrVi3RuHFjsXXrVrF7927ZV/k9kTh2iWpG6/ddpYq2j+DYJXKc1uN23rx5AoB4/PHHRUZGhvjwww9FdHS0aNiwocjJybGex3GrPQaC5eTn54tnn31WRERECD8/P3H77beLTz/9VHXed999J7p06SICAgJESEiI6Nu3rzh27JjNay5YsEA0a9ZM+Pn5iYYNG4opU6aI69evq847d+6c+POf/yzq1q0r/P39RVJSktiyZYvmPyORN9Jy7E6ZMkUAqPBr27ZtsvM5dokc54z33fIqCgSF4NglcpQzxu37778vEhIShJ+fn6hXr5549NFHxalTp1TncdxqSxJCCNdNRCUiIiIiIiJ3Y7EYIiIiIiIig2EgSEREREREZDAMBImIiIiIiAyGgSAREREREZHBMBAkIiIiIiIyGAaCREREREREBsNAkIiIiIiIyGAYCBIRERERERkMA0EiIvJovXr1Qp06dXDq1CnVa5cuXUKDBg1w7733orS01A29IyIi0icGgkRE5NGWLFkCk8mEESNGqF4bM2YM8vPzsXTpUvj48C2PiIioDN8ViYjIo0VEROBvf/sbNm/ejHfffdfavm7dOnz66aeYO3cumjZt6tQ+lJSUoKioyKn3ICIi0hIDQSIi8ngPP/wwBg8ejAkTJiA7Oxs5OTl48sknkZycjKeeegrfffcdevfujbp168Lf3x933HEHVq5cKbvGhQsX8PTTTyM+Ph5BQUGoX78+OnfujJ07d8rOy87OhiRJmDNnDtLS0tCkSRNYLBZs27bNlT8yERFRjZjc3QEiIiItLFq0CDt27MDw4cMRHh6O69ev4x//+Ae2bduGlJQUtGvXDosXL0bt2rWxYsUKDBo0CAUFBRg6dCiAm+sJAWDKlCmIiIjAlStXsG7dOnTq1AlfffUVOnXqJLvfW2+9hWbNmmHevHkICQlBbGysi39iIiIix0lCCOHuThAREWlh48aN6NGjBwDg448/xmOPPYYWLVqgVq1a+Pbbb2Ey/fH886GHHsK+fftw+vRpm+sHS0pKIIRASkoKQkJCsHbtWgA3M4JNmjRBTEwMMjMzYTabXfPDERERaYhTQ4mIyGt0794dSUlJiI2NxWOPPYZjx44hKysLjz76KADgxo0b1q8ePXrg7NmzOHLkiPX7Fy9ejDZt2sDf3x8mkwlmsxlfffUVMjMzVffq3bs3g0AiIvJYDASJiMirWCwW+Pn5AQB+++03AMCECRNgNptlX08//TQA4OLFiwCA119/HU899RTatWuHNWvWYM+ePdi7dy9SUlJw7do11X0aNGjgop+IiIhIe1wjSEREXissLAwAMHHiRPTv39/mOc2bNwcALFu2DJ06dcI777wjez0/P9/m90mSpGFPiYiIXIuBIBERea3mzZsjNjYWhw4dwsyZMys9V5IkWCwWWdv333+P3bt3Izo62pndJCIicjkGgkRE5NXeffdddO/eHd26dcPQoUMRFRWFS5cuITMzE/v378eqVasAAL169cL06dMxZcoUdOzYEUeOHMGrr76KJk2a4MaNG27+KYiIiLTFQJCIiLzaAw88gG+//RYzZszAX//6V+Tm5qJevXqIj4/Hww8/bD1v8uTJKCgowN///nfMmTMH8fHxWLx4MdatW4ft27e77wcgIiJyAm4fQUREREREZDCsGkpERERERGQwDASJiIiIiIgMhoEgERERERGRwTAQJCIiIiIiMhgGgkRERERERAbDQJCIiIiIiMhgGAgSEREREREZDANBIiIiIiIig2EgSEREREREZDAMBImIiIiIiAyGgSAREREREZHB/D8te7kxTPMNcQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'HudsonBay'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "e29ef839-e162-4ceb-927a-d82b7a59277e", "metadata": { "papermill": { "duration": 0.007704, "end_time": "2025-12-18T22:45:39.765684", "exception": false, "start_time": "2025-12-18T22:45:39.757980", "status": "completed" }, "tags": [] }, "source": [ "## Arctic" ] }, { "cell_type": "code", "execution_count": 16, "id": "64880ae9-0688-4c3a-ab45-0e76d5284852", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:39.783440Z", "iopub.status.busy": "2025-12-18T22:45:39.783200Z", "iopub.status.idle": "2025-12-18T22:45:40.098697Z", "shell.execute_reply": "2025-12-18T22:45:40.098263Z" }, "papermill": { "duration": 0.32599, "end_time": "2025-12-18T22:45:40.100112", "exception": false, "start_time": "2025-12-18T22:45:39.774122", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'Arctic'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "1de03483-3233-4881-86a7-06813ce0211f", "metadata": { "papermill": { "duration": 0.008317, "end_time": "2025-12-18T22:45:40.117654", "exception": false, "start_time": "2025-12-18T22:45:40.109337", "status": "completed" }, "tags": [] }, "source": [ "## PacificOcean" ] }, { "cell_type": "code", "execution_count": 17, "id": "d8be41b0-a06e-4bac-ad2f-72b3dc32a3c1", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:40.135137Z", "iopub.status.busy": "2025-12-18T22:45:40.134868Z", "iopub.status.idle": "2025-12-18T22:45:40.426600Z", "shell.execute_reply": "2025-12-18T22:45:40.426111Z" }, "papermill": { "duration": 0.302301, "end_time": "2025-12-18T22:45:40.428011", "exception": false, "start_time": "2025-12-18T22:45:40.125710", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'PacificOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "1b5bb92f-04ee-4edb-844a-dc32285a3017", "metadata": { "papermill": { "duration": 0.009481, "end_time": "2025-12-18T22:45:40.447069", "exception": false, "start_time": "2025-12-18T22:45:40.437588", "status": "completed" }, "tags": [] }, "source": [ "## AtlanticOcean " ] }, { "cell_type": "code", "execution_count": 18, "id": "c7a7a1b2-7665-4f42-aa57-3e8ccf255528", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:40.465923Z", "iopub.status.busy": "2025-12-18T22:45:40.465688Z", "iopub.status.idle": "2025-12-18T22:45:40.743076Z", "shell.execute_reply": "2025-12-18T22:45:40.742639Z" }, "papermill": { "duration": 0.28841, "end_time": "2025-12-18T22:45:40.744471", "exception": false, "start_time": "2025-12-18T22:45:40.456061", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'AtlanticOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "bfa1406b-88fb-4638-a11c-9b530c50e48b", "metadata": { "papermill": { "duration": 0.008677, "end_time": "2025-12-18T22:45:40.767543", "exception": false, "start_time": "2025-12-18T22:45:40.758866", "status": "completed" }, "tags": [] }, "source": [ "## IndianOcean" ] }, { "cell_type": "code", "execution_count": 19, "id": "674dc694-f91c-48d8-8cf9-18a9dc35dd87", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:40.786628Z", "iopub.status.busy": "2025-12-18T22:45:40.786361Z", "iopub.status.idle": "2025-12-18T22:45:41.074086Z", "shell.execute_reply": "2025-12-18T22:45:41.073478Z" }, "papermill": { "duration": 0.299422, "end_time": "2025-12-18T22:45:41.075869", "exception": false, "start_time": "2025-12-18T22:45:40.776447", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'IndianOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "36a07721-9d05-42e2-b24d-a559f814478b", "metadata": { "papermill": { "duration": 0.010134, "end_time": "2025-12-18T22:45:41.098064", "exception": false, "start_time": "2025-12-18T22:45:41.087930", "status": "completed" }, "tags": [] }, "source": [ "## SouthernOcean" ] }, { "cell_type": "code", "execution_count": 20, "id": "5f6bc7ed-e959-49ad-8916-e307249b43fc", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:41.118393Z", "iopub.status.busy": "2025-12-18T22:45:41.118156Z", "iopub.status.idle": "2025-12-18T22:45:41.417470Z", "shell.execute_reply": "2025-12-18T22:45:41.417050Z" }, "papermill": { "duration": 0.311253, "end_time": "2025-12-18T22:45:41.418989", "exception": false, "start_time": "2025-12-18T22:45:41.107736", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'SouthernOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "0b23cca5-e9a3-477a-a387-1c653c04989b", "metadata": { "papermill": { "duration": 0.010168, "end_time": "2025-12-18T22:45:41.439811", "exception": false, "start_time": "2025-12-18T22:45:41.429643", "status": "completed" }, "tags": [] }, "source": [ "## LabSea" ] }, { "cell_type": "code", "execution_count": 21, "id": "51e70d80-7a39-4989-aecc-bd5016b324fa", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:41.463104Z", "iopub.status.busy": "2025-12-18T22:45:41.462863Z", "iopub.status.idle": "2025-12-18T22:45:41.733892Z", "shell.execute_reply": "2025-12-18T22:45:41.733478Z" }, "papermill": { "duration": 0.28364, "end_time": "2025-12-18T22:45:41.735072", "exception": false, "start_time": "2025-12-18T22:45:41.451432", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'LabSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "8f01e1c4-7a2b-491f-a311-1c52f299f45b", "metadata": { "papermill": { "duration": 0.011129, "end_time": "2025-12-18T22:45:41.757103", "exception": false, "start_time": "2025-12-18T22:45:41.745974", "status": "completed" }, "tags": [] }, "source": [ "## BaffinBay" ] }, { "cell_type": "code", "execution_count": 22, "id": "64bdc239-6eef-4838-93d4-340528c4cde1", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:41.779137Z", "iopub.status.busy": "2025-12-18T22:45:41.778935Z", "iopub.status.idle": "2025-12-18T22:45:42.035675Z", "shell.execute_reply": "2025-12-18T22:45:42.035186Z" }, "papermill": { "duration": 0.269269, "end_time": "2025-12-18T22:45:42.037228", "exception": false, "start_time": "2025-12-18T22:45:41.767959", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'BaffinBay'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "5a24685a-397b-4381-bdfa-4bacdde702a8", "metadata": { "papermill": { "duration": 0.011332, "end_time": "2025-12-18T22:45:42.065509", "exception": false, "start_time": "2025-12-18T22:45:42.054177", "status": "completed" }, "tags": [] }, "source": [ "## Maritime" ] }, { "cell_type": "code", "execution_count": 23, "id": "9215bd4f-3bb8-41b7-a4b5-98d228cedfc6", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:42.090567Z", "iopub.status.busy": "2025-12-18T22:45:42.090331Z", "iopub.status.idle": "2025-12-18T22:45:42.363339Z", "shell.execute_reply": "2025-12-18T22:45:42.362907Z" }, "papermill": { "duration": 0.288182, "end_time": "2025-12-18T22:45:42.364652", "exception": false, "start_time": "2025-12-18T22:45:42.076470", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'Maritime'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "248dd205-fc5c-486c-b405-87109b2bf2f4", "metadata": { "papermill": { "duration": 0.011563, "end_time": "2025-12-18T22:45:42.388750", "exception": false, "start_time": "2025-12-18T22:45:42.377187", "status": "completed" }, "tags": [] }, "source": [ "## SouthernOcean60S" ] }, { "cell_type": "code", "execution_count": 24, "id": "1bed67b9-8a1a-4852-b49d-9c646f161e85", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:42.413310Z", "iopub.status.busy": "2025-12-18T22:45:42.413094Z", "iopub.status.idle": "2025-12-18T22:45:42.733936Z", "shell.execute_reply": "2025-12-18T22:45:42.733346Z" }, "papermill": { "duration": 0.335344, "end_time": "2025-12-18T22:45:42.735757", "exception": false, "start_time": "2025-12-18T22:45:42.400413", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'SouthernOcean60S'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "afe8fb58-ac12-49a8-bf4d-6f108d49d309", "metadata": { "papermill": { "duration": 0.012566, "end_time": "2025-12-18T22:45:42.762677", "exception": false, "start_time": "2025-12-18T22:45:42.750111", "status": "completed" }, "tags": [] }, "source": [ "## EGreenlandIceland" ] }, { "cell_type": "code", "execution_count": 25, "id": "56262637-8837-49a4-969d-da4bc203a2b1", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:42.790103Z", "iopub.status.busy": "2025-12-18T22:45:42.789788Z", "iopub.status.idle": "2025-12-18T22:45:43.082577Z", "shell.execute_reply": "2025-12-18T22:45:43.082142Z" }, "papermill": { "duration": 0.308628, "end_time": "2025-12-18T22:45:43.083554", "exception": false, "start_time": "2025-12-18T22:45:42.774926", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'EGreenlandIceland'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "d48518b7-cd5b-451e-8658-addee4bdb8cf", "metadata": { "papermill": { "duration": 0.012515, "end_time": "2025-12-18T22:45:43.115854", "exception": false, "start_time": "2025-12-18T22:45:43.103339", "status": "completed" }, "tags": [] }, "source": [ "## GulfOfMexico" ] }, { "cell_type": "code", "execution_count": 26, "id": "c26c8ac6-187f-4649-bafa-47d69525784f", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:43.143716Z", "iopub.status.busy": "2025-12-18T22:45:43.143455Z", "iopub.status.idle": "2025-12-18T22:45:43.409478Z", "shell.execute_reply": "2025-12-18T22:45:43.409137Z" }, "papermill": { "duration": 0.281481, "end_time": "2025-12-18T22:45:43.410392", "exception": false, "start_time": "2025-12-18T22:45:43.128911", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'GulfOfMexico'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] } ], "metadata": { "kernelspec": { "display_name": "Python (mom6-tools)", "language": "python", "name": "mom6-tools" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" }, "papermill": { "default_parameters": {}, "duration": 32.740152, "end_time": "2025-12-18T22:45:46.065406", "environment_variables": {}, "exception": null, "input_path": "/glade/u/home/gmarques/libs/mom6-tools/mom6_tools/nb_templates/ts.ipynb", "output_path": "oml_max.ipynb", "parameters": { "long_name": "Thickness of the surface Ocean Boundary Layer calculated by [CVMix] KPP", "variable": "oml_max" }, "start_time": "2025-12-18T22:45:13.325254", "version": "2.6.0" } }, "nbformat": 4, "nbformat_minor": 5 }