{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "a12aa53e", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:17.687987Z", "iopub.status.busy": "2025-12-18T22:45:17.687767Z", "iopub.status.idle": "2025-12-18T22:45:17.693291Z", "shell.execute_reply": "2025-12-18T22:45:17.692876Z" }, "papermill": { "duration": 0.019087, "end_time": "2025-12-18T22:45:17.695472", "exception": false, "start_time": "2025-12-18T22:45:17.676385", "status": "completed" }, "tags": [ "injected-parameters" ] }, "outputs": [], "source": [ "# Parameters\n", "variable = \"oml_min\"\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": 0.003629, "end_time": "2025-12-18T22:45:17.703545", "exception": false, "start_time": "2025-12-18T22:45:17.699916", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# oml_min" ] }, { "cell_type": "code", "execution_count": 2, "id": "3ef91a67-a0c0-4e7e-b89d-cc06c5fefbf5", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-12-18T22:45:17.712036Z", "iopub.status.busy": "2025-12-18T22:45:17.711381Z", "iopub.status.idle": "2025-12-18T22:45:17.785137Z", "shell.execute_reply": "2025-12-18T22:45:17.784137Z" }, "papermill": { "duration": 0.080768, "end_time": "2025-12-18T22:45:17.787816", "exception": false, "start_time": "2025-12-18T22:45:17.707048", "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": "2025-12-18T22:45:17.798464Z", "iopub.status.busy": "2025-12-18T22:45:17.798243Z", "iopub.status.idle": "2025-12-18T22:45:17.836306Z", "shell.execute_reply": "2025-12-18T22:45:17.835860Z" }, "papermill": { "duration": 0.044788, "end_time": "2025-12-18T22:45:17.838413", "exception": false, "start_time": "2025-12-18T22:45:17.793625", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/markdown": [ " This notebook compares area-weighted mean and, in some cases, integral time series for oml_min 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": "2025-12-18T22:45:17.847549Z", "iopub.status.busy": "2025-12-18T22:45:17.847321Z", "iopub.status.idle": "2025-12-18T22:45:17.930676Z", "shell.execute_reply": "2025-12-18T22:45:17.930130Z" }, "papermill": { "duration": 0.089581, "end_time": "2025-12-18T22:45:17.932431", "exception": false, "start_time": "2025-12-18T22:45:17.842850", "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": "2025-12-18T22:45:17.942826Z", "iopub.status.busy": "2025-12-18T22:45:17.941677Z", "iopub.status.idle": "2025-12-18T22:45:30.808337Z", "shell.execute_reply": "2025-12-18T22:45:30.807877Z" }, "papermill": { "duration": 12.873003, "end_time": "2025-12-18T22:45:30.809727", "exception": false, "start_time": "2025-12-18T22:45:17.936724", "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": "2025-12-18T22:45:30.827497Z", "iopub.status.busy": "2025-12-18T22:45:30.825836Z", "iopub.status.idle": "2025-12-18T22:45:31.018090Z", "shell.execute_reply": "2025-12-18T22:45:31.017642Z" }, "papermill": { "duration": 0.199099, "end_time": "2025-12-18T22:45:31.019507", "exception": false, "start_time": "2025-12-18T22:45:30.820408", "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": "2025-12-18T22:45:31.029046Z", "iopub.status.busy": "2025-12-18T22:45:31.028149Z", "iopub.status.idle": "2025-12-18T22:45:39.816598Z", "shell.execute_reply": "2025-12-18T22:45:39.816198Z" }, "papermill": { "duration": 8.794328, "end_time": "2025-12-18T22:45:39.817797", "exception": false, "start_time": "2025-12-18T22:45:31.023469", "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": "2025-12-18T22:45:39.833135Z", "iopub.status.busy": "2025-12-18T22:45:39.832174Z", "iopub.status.idle": "2025-12-18T22:45:40.017762Z", "shell.execute_reply": "2025-12-18T22:45:40.017234Z" }, "papermill": { "duration": 0.191989, "end_time": "2025-12-18T22:45:40.019286", "exception": false, "start_time": "2025-12-18T22:45:39.827297", "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": 0.003807, "end_time": "2025-12-18T22:45:40.027615", "exception": false, "start_time": "2025-12-18T22:45:40.023808", "status": "completed" }, "tags": [] }, "source": [ "## Global" ] }, { "cell_type": "code", "execution_count": 9, "id": "ea77f10f-3d7e-4191-a3d1-8bcd7318125c", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:40.036742Z", "iopub.status.busy": "2025-12-18T22:45:40.036306Z", "iopub.status.idle": "2025-12-18T22:45:40.326995Z", "shell.execute_reply": "2025-12-18T22:45:40.326468Z" }, "papermill": { "duration": 0.297023, "end_time": "2025-12-18T22:45:40.328642", "exception": false, "start_time": "2025-12-18T22:45:40.031619", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 0.004629, "end_time": "2025-12-18T22:45:40.338550", "exception": false, "start_time": "2025-12-18T22:45:40.333921", "status": "completed" }, "tags": [] }, "source": [ "## PersianGulf" ] }, { "cell_type": "code", "execution_count": 10, "id": "11b61be4-fdcf-475c-a524-2a3ac8c76ecf", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:40.348743Z", "iopub.status.busy": "2025-12-18T22:45:40.348479Z", "iopub.status.idle": "2025-12-18T22:45:40.630970Z", "shell.execute_reply": "2025-12-18T22:45:40.630550Z" }, "papermill": { "duration": 0.288951, "end_time": "2025-12-18T22:45:40.632319", "exception": false, "start_time": "2025-12-18T22:45:40.343368", "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": 0.005332, "end_time": "2025-12-18T22:45:40.691825", "exception": false, "start_time": "2025-12-18T22:45:40.686493", "status": "completed" }, "tags": [] }, "source": [ "## RedSea" ] }, { "cell_type": "code", "execution_count": 11, "id": "a40d43fe-7d25-414c-8d87-79517880d35f", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:40.702928Z", "iopub.status.busy": "2025-12-18T22:45:40.702668Z", "iopub.status.idle": "2025-12-18T22:45:40.982038Z", "shell.execute_reply": "2025-12-18T22:45:40.981709Z" }, "papermill": { "duration": 0.286087, "end_time": "2025-12-18T22:45:40.982962", "exception": false, "start_time": "2025-12-18T22:45:40.696875", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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o0aMxaNAgrFu3TpAqyxjD2rVrYW9vL/nQiAcPHmDKlClo1qwZQkND4eHhgVevXmH//v04fPgwDhw4oDrfeHh4oE+fPti0aRNOnDihOmcrvXnzBkeOHEGdOnVQp04d1Xp9j8cePXrg6tWraN++Pbp27ao6VrQ5dOgQPv/8c2RkZKBdu3bo27cv4uPjcevWLSxcuBCjRo1SbTtp0iRYWVmhQYMGKFGiBBISEnDy5EmMHz8ely9fxvbt23X6HRpyXdaXmHsdXa5VYs8/+hwzeXnx4gUaNWqEatWqYeTIkfjw4QN27NiB9u3bY/v27ejduzeAnMDohx9+wPr16zFlyhRYW1tz9rNhwwZkZ2dj5MiRerUjN+U1YMKECXB2dta6be77o+HDh+PQoUNYv3692r+/cr/KexM+Dw8PdO/eHX///Tfi4uLg6ekJIOfv9Pfff6Nr166Ch5HaLF68GP/++y+WLVuGli1bqjpb7t+/j7Fjx8LPzw+///675IVddu3ahQEDBsDOzg6HDx8W9GLqQmxAqlcAywoAAEzdj3Lu3DlmZWXF7Ozs2Lt371TrHz16xGxtbVn58uXZ+/fvOe85efIks7KyYl26dFGtUygUrGLFigwA27dvH2f7n3/+WfX5p0+fVq1/9+4dK1KkCAPAOnbsyH7//Xf24MEDJpfLNf4cp06dYgDYZ599xhISEjivbdq0iQFg48aN46x/9uwZUygUgn2FhYUxAOzPP//U+Hn6mDFjBgPAZsyYoXEbZVutra3ZiRMnOK9NmjSJAWDz58/nrB80aBADwF68eKFad+/ePWZjY8M8PDzY3bt3BZ/z+vVr1f+/ePGCAWCDBg1ijDEWGxvLmjRpwmQymeCzcv8crq6u7Pbt25zX+vbtywCwv/76i7O+efPmTCaTsZ07d3LWx8fHs5o1azIHBwf24cMHxhhjCQkJTCaTsTp16rDs7GzB58fExKj+v1u3bgwAu3HjhmC76OhowTp1tm3bxgCwunXrsuTkZNX65ORkFhQUxACwP/74g/Medb/zvCh/b7m/6+r2GRAQwF69eqVan5WVxZo2bcoAsEuXLnHWly1bljk4OLBz585x9vXu3TtWvHhx5uPjw9LS0vJsW+3atZmdnR2LjIwUvMb/PZYqVYqVKlVK1M+oPM4HDhzIsrKyBO87ffq0xmMjMjKSJSYmCtZfu3aNOTk5sbZt23LWi/nuiz2faZKVlcXs7OwYAPb48eM8t/fz82MAOH835bHz1VdfCc51iYmJLD4+XrWs/K4sXryYs11aWhpr27Ytk8lk7Pr166r16enp7M2bN4J2xMXFscqVKzMPDw+WmprKea1UqVIMAGvfvj3ntcjISObu7s7c3NxYZmZmnj9r7vZ26dKFzZgxg82YMYOFhYWxvn37MmdnZ1aqVCl24cIFzntevHjBbG1tmZubG3v06BHntZEjRzIAbNiwYYI26/vdHDp0KOd8c+/ePWZtbc0qVarE2V55vmjYsCHn2IqNjWVlypRhAFjz5s057xH7HVaekwGwsLAwwfvS09OZl5cX8/X1FRxPJ0+eZABYv3791P4e+JTXHOX5X5uEhAS159WXL18yHx8fVrFiRc76q1evMgCsR48egvdMmzaNAWBr165VrdPneGzevDkDwKpXr67zOZ+xnPOam5sbs7W1ZREREYLXc58nGGPs6dOngm3kcjnr378/A8AuXrzIec3Q67K2cyJj6r/ryr/lpk2bOOvF3uvoeq3S9fyjzzGjSe5jY8KECZzXrly5wmxsbFiRIkXYp0+fVOu//vprBoAdPHiQs71cLmeBgYHMyclJcN+ojra/Se5rwJMnT3T6WZSys7NZ8eLFmUwmE9xTpKenM09PT2Zra8s+fvzIeU35dzh+/LjqHnj58uWq13/99VfV68q29+/fn7MPTX/rJ0+eMFdXV+bl5cXevn3LUlNTWdWqVZmVlRU7efKkxp9FeTzqSnmdmThxIrOysmLe3t7s6tWrWt+j/Ax+mz9+/Mh8fHwYALZlyxa9t89LgQr+lBfkyZMns969ezM7Ozsmk8nYzz//zNn+m2++YQDYoUOH1O6va9euzMrKSnXgnT9/ngFgzZo1E2ybnZ3NypYtq/aPcubMGVauXDlV+5TBRvv27dmff/4puDnq2rUrA8Du3buntl21atVixYoV0+l3EhMTwwCwL7/8UqftdSUm+BswYIDgtefPn6u9kKq7yIwZM4YBYEuXLs2zXbmDv5cvX7JKlSoxW1tbQcDD/zmmTp0qeE15Avruu+9U627evMkAsM8//1zt/vbt28cAsBUrVjDGcm50AbDGjRurvWDl1r17dwZAcHMoRqtWrVQnSL5//vmHAWDBwcGc9cYM/tavXy94bePGjQwA+/XXX1XrlL+3iRMnqt2f8uFKeHh4nm0LCgpiTk5OLC4uLs9t9b3B1hRcMpb3jY4mHTt2ZPb29pwgRMx3X+z5TJPIyEjVeUqXYLt+/foMANuxY4fq/VZWVszPz4+lpKRofW9MTAyztrZm9erVU/u68njj3xhpsnjxYgZAcAOsvCiru+n94osvGAB2584dnT5D+d1W98/R0ZFNnDhR8N2bM2cOA8CmTJki2F9sbCxzcXFhDg4OLD09ndNmfb6bTk5OaoOzZs2aMQCc11q3bs0AsFOnTgm2V56/db2RZUz9d1h5Tvbx8eH8fLlNnDiRAWB///03Z32vXr0YAHb27FmdPl9M8KeN8rjL/eCKMcbq1asnuHFV3uy6urpyHrjpczwqb+z27t0rqr3K7/3YsWNFvY9PGeDOmjWLs97Q67KUwZ8mmu51tF2r9Dn/SHnMKI8Nd3d3tces8ve+efNm1bp79+4xAKxTp06cbQ8fPswAsCFDhuj02Xk9pBRzDeCbOnUqA8CmTZvGWb99+3aND1ByB38KhYKVK1eO1ahRQ/V6rVq1WOnSpZlCoRAd/DHG2J9//qm6f//yyy/Vto9P3+BP+U+X85byMwYNGsRmzJjBpk+fzoYOHco8PDwYAFa/fn3O+VTs9nkpUGmf/PQdmUyGjRs3CvLmL168CCAnH/3y5cuC/URFRUGhUODJkyeoU6cOrl+/DgCqMT25WVtbo0mTJnj27JngtebNm+PRo0e4cOECIiIicOPGDVy4cAFHjhzBkSNHsHnzZhw4cEA1OPbixYuwtbXVOJYtMzMT0dHRiI2NVXV/p6SkYPny5di7dy8eP36MpKQkThfwu3fvNP26jK5u3bqCdf7+/gBy0sPycunSJQBA+/btdf7MR48eoVGjRkhJScGRI0fQqlUrSdqo/M4kJCSoTcOMjo4GANUAaFdXV3Tq1AkHDx5E7dq10aNHDzRp0gQNGjQQpNP1798fe/bsQYMGDdCnTx8EBwejcePGaseKanLjxg1YWVmp/Y4GBwfD2tpa9T02BbG/15cvX6r9vT558gRAzu9V0xhZpf79++O7775D1apV0adPHzRr1gyfffaZTunFugoMDIS3t7de7z106BBWr16Nq1evIiYmRlC1LCYmRlX0SMx3X+z5TJPc5w1dUmGU2yj/e+XKFSgUCjRr1kxryqhyW+UYI3V/96ysLAD/dzwp3bt3D4sWLcLZs2fx4cMHQXlrdee7IkWKoGzZsoL1Ys5FuW3atEl1TZHL5Xj79i22bNmCmTNn4sCBA7h69SpcXFwA5ByXANSOcfH09ERQUBDOnj2LBw8eqE2ZFKNChQpwdXUVrFf+nAkJCarXr1+/DisrKzRp0kSwvbYpe8R8h5Vq1qzJSQ/L7auvvsLixYuxZs0a1biVqKgo7Nu3D1WqVEHTpk01/8AGuHDhApYvX46LFy8iKioKmZmZnNffvXvHScscPXo0vvzyS2zcuBFhYWEAgIMHD+L9+/cYNWoUJz3OkOOxQYMGon4OsdfI2NhYLFq0CIcPH8bz58+RkpLCeV2X+wV9rstSkPJeR5/zj77HjDZBQUFqj9kWLVpgy5YtuHHjhirtuUqVKmjevDkOHz6Mt2/fqu4P1qxZAwCSpHzm/n3qY9iwYfjpp5+wadMmzJgxQ5Weqkz5VJeWn5tMJsOQIUMwefJk1Xj/mzdvYs6cOXqnZ/bp0wcnT57E+vXrcfbsWTRt2lQ1M4DU2rZti2PHjmHIkCE4deqU6tyrTe4p35ydnVG+fHl8++23+Pbbb2Fra2vw9poUqOBP+cVNSUnBv//+iyFDhuCrr75C6dKlOTfFyvlFFi1apHV/ycnJAHIGiAPQmH+vrdqdlZUVmjZtqrqIMcZw/PhxDBo0CMeOHcOqVaswbtw4Vbuys7PzHIOSnJyMokWLIisrCy1btsTly5dRrVo19O7dG8WKFVN9AWbNmmXQQGRD5R6bqKTMyddlcLmyGIKY6R8eP36MuLg41K5dW+uNrtg2Kr8zx48fFxRryU35nQGAHTt2YMGCBdi+fTumT58OAHBwcECvXr2wePFiVVDSvXt3hIeHY8mSJdiwYQNWr14NICeAmj9/fp4BLJDzHfX09FR78NvY2KjGv5mK2N/rrl27tO4v9+9Vk2+//RZeXl5YuXIlli9fjmXLlkEmkyE4OBiLFi1CUFCQmB9BLX0rW/7yyy8YN24cPDw8EBISgoCAADg5OUEmk6nGXuY+VsV898WezzQpWrQo7OzskJmZiTdv3qBcuXJat1cWRVLe7OvT5itXrmgt6pO7zZcuXULLli2RnZ2NVq1aoXPnznBzc4OVlRVu3ryJ/fv3qz3fqfsuAuLORZpYW1ujVKlSmD59Oh4/foxt27bh119/VQUIymuHpu+N8nen3M4QYn5ObecLTW0V+x3Oa38AUKZMGdUN04sXL1C6dGls2rQJmZmZktzMqrN371707NkTDg4OCAkJQdmyZeHs7KwqRBMRESH4OXr37o3vvvsO69evx6RJkyCTyVQ33V999RVnW0OOR7HnFzHHXEJCAurVq4cXL16gfv36+OKLL+Dp6QkbGxskJCRg+fLlOt0v6HNdNpTU9zr6nH/0OWbyktc9Jf+8MGrUKERERGDDhg2YMWMG3r9/j/DwcNSqVQv169fXqw255b4GvHv3Tu1DM21KlSqFkJAQHDt2DEePHkVoaCiePXuGM2fOIDAwUKfxb4MHD8b06dNVlUGtra0545X10bNnT9X+xowZIxgzKZVVq1Zh0aJFWLVqFZo2bYpTp06hTJkyWt+jLIqoK7Hba1Kggj8lZ2dnhISEIDw8HHXq1MGAAQPw6NEj1dNo5UXy06dPcHNzy3N/yu35leqUPn78qHPbZDIZ2rRpg7lz52LYsGE4efKkKvhzd3eHQqFAXFycTvvav38/Ll++jEGDBmHz5s2c1z58+CBJIQNzUhYfeffuHSpVqqTTezp16oSKFSti8uTJaNmyJY4fPy5qkLAmyu/A8uXLMXbsWJ3e4+joiJkzZ2LmzJl48+YNzp49i82bN+P333/Hy5cvOYVPQkNDERoaipSUFPz3338IDw/HqlWrEBoaihs3bqBy5cp5ti8uLg5ZWVmCi1N2djZiYmJ0+q6bmvL3un//fnTu3Nng/X3xxRf44osvkJCQgH///Rd79+7Fxo0b0aZNGzx48EAVcFtZWQme9itpqkgK6NYjxpednY0ZM2bA19cX169fF/SMKHsKchPz3Rd7PtPExsYGDRo0wLlz53DixAmtwd/Dhw/x7t072Nvbqx6y5G5zXpRtHj9+vNZ5oXKbO3cu0tLS1F785s2bp7YEuCk1aNAA27Zt4/T2KH/Ojx8/qp0T8cOHD5ztAP2/m2JoO1+ou57p8x1WyuuYGT16NI4ePaoq/KKcG1fXkuViTZs2DXZ2drh69argvDpy5EhBQSog51w+ePBgLF26FMePH0eFChXwzz//oGHDhqhRowZnW0OOR7Hnl9zHXF6VHtevX48XL15gxowZgt6uixcv6jwXsphzk7LAmrq52YCc35Gmhxa5SX2vo8/5R+wxo4u87in5v5vu3bvD19cX69evx9SpU7F+/XrI5XLBAwh92djYoGHDhjh79ixOnjwpOvgDcnr3jh07hvXr1yM0NBTr168HYwxDhw4VFNxTx8/PD+3bt1cVqGvbtq1BDxpiYmIwdOhQ1f3/+PHjERwcLGlGkJJMJsPKlSvh6OiIpUuXolmzZjh58iQqVqwo+WcZqkBP9VCzZk0MHz4cb9++xbJly1TrGzZsCAA4d+6cTvtR9hiouyjI5XKcP39edNuUXf25u9kbNmyI+Ph4raXfc3v69CmAnAphfOramt8o/07Hjh0T9b6wsDAsXboUN27cQHBwsCQ9XmK/M3z+/v7o378/jh07hvLly+Ps2bNqg3xnZ2e0bNkSS5cuxeTJk5GRkYEjR47kuf/atWtDoVDg7NmzgtfOnj0LuVwuSc+X8omZIb0luRn6e9WkSJEi6NChA9atW4fBgwcjNjaW8xkeHh6IjIxUpffkpm5aGEPExMQgISEBjRs3Ftw0Jycnq03HFfPdl/J3OGzYMADAkiVLtE4VM2fOHADAwIEDVZU+69evDysrK5w7dw6pqalaPyf3trp6+vQpPD091T71tITznTJ9NPe0KrVr1wYAtXO6JiQk4ObNm3BwcOAEIab4bgYFBUGhUKi9dqlrqz7fYV2FhoaiVKlS2LhxI44cOYJnz56hV69eklRAVefp06eoUqWKIPDT9PtQGjVqlKrHb926dVAoFGp7J411TlNHzHlCqvsFMZ+p/Bu+efNGbXt0fZihT9u1Xav0Of+IPWZ0cf36dbVTwyj3pzx/KNna2mLYsGF4+/YtwsPDsX79eri4uKBfv356fb46ytTMxYsX53keV9fb2rlzZ/j6+iI8PFyVEm9tbY0hQ4bo3IZhw4YhMTERiYmJqmuSPhhjGDx4MN69e4dffvkFy5cvx/v37zF48GCjTPGgtGTJEkyZMgXv3r1D8+bNcefOHaN9lr4KdPAHAFOnToWDgwMWL16sujiPGTMGtra2GD9+vNqpGDIzMzknhcaNG6NixYo4e/as4OnyihUr1I73O3r0KPbs2aP2Ap6cnIyff/4ZANCsWTPV+vHjxwPIKZmrbi6glJQUVb49AFX54tOnT3O2e/78OX744QfB+5W0zc1mSUaNGgUbGxvMnj1bMPYHgMa5+ICc3+Vvv/2Gu3fvokWLFqon7PqqW7cumjZtij179mDjxo1qt7lz544q0IyOjlY750pKSgqSkpJgbW2tSsc6efKk2htt5VNBXSaMVp5Yw8LCOCfs1NRUTJo0CUDORKyGUvaiqruY66NLly4oW7YsfvvtNxw+fFjtNhcvXszzIgTkHHPqnjAr/ya5f48NGjRAdna2aq5Dpc2bN6vm6JSKt7c3nJyccPXqVU4aUVZWFsaNG4eYmBjBe8R898Wez7Tp378/goOD8fTpU/Ts2VMwHk4ul2P69OnYvn07/Pz8VEEgkDO9TZ8+ffD+/Xv88MMPgotrcnKyKo3J29sb/fv3x9WrVzFnzhy1f7dnz57hxYsXquXAwEDExcUJyqpv2LBB9AMiqcXHx6u+S7mD0wEDBsDW1ha//vqr6gZWadq0aUhMTMSAAQM4Y+JM8d1UplFNmTKFM24yLi6OU95eSZ/vsK6srKwwcuRIREZGqm70pOrJUCcwMBBPnjzh9FAzxjBr1izcv39f4/vKlSuHkJAQHDhwAGvXrkWRIkVUpfhzk/J4zMugQYPg5uaGlStXqv1u5D5PaLpfuHHjBubNm6fzZ4o5N1WqVAlubm7Yv38/5yFsWlqazhk02tqu7V5H27VKn/OP2GNGF58+fRLM3Xf16lVs27YN7u7u6Natm+A9I0eOhLW1NUaNGoU3b96gf//+ascN6qtv375o27Ytnjx5gi5duqi9d8rMzMRvv/2mdg49GxsbDB48GNnZ2ejXrx8+fPiA0NBQtfMFahIaGop9+/Zh79696NSpk94/y9KlS3Ho0CH06dMHQ4cOxbBhw9CnTx8cPnxY8vlD+ebOnYsff/wRkZGRCA4ONmnNBV0UyLTP3EqUKIGRI0di+fLlWLhwIebNm4dKlSph48aNGDJkCKpWrYp27dqhQoUKyMrKwuvXr3Hu3DkUK1ZMdWKTyWTYsGEDQkJC0KNHD9U8f7du3cKJEyfQrl07HD16lPO5Dx8+xPjx4+Hh4YGmTZuifPnysLGxwdu3b3Ho0CEkJCSgQYMGGDNmjOo9rVq1wvz58xEWFoby5cujQ4cOKF26NJKTk/Hq1StERESgSZMmqs/q1KkTypUrh2XLluHu3buoXbs2Xr9+jfDwcISGhuL169eC34fyhsxYOc9SqlKlClauXImvvvoKtWrVUs0nFBMTgytXrsDd3V1wMcht9OjRsLe3x4gRI9C8eXOcPHlSpwG4mmzfvh0tW7bE0KFD8csvv6BBgwYoUqQI3r59i9u3b+Pu3bu4ePEivL298e7dOzRs2BCVK1dGUFAQ/P39kZiYiPDwcHz8+BFjxoxRpQR99913ePnyJVq0aIHAwEDY2dnh2rVrOHXqFAICAtCnT58829avXz/s378fO3fuRNWqVdG1a1fVWJwXL16gV69e6N+/v94/u1JwcDCsrKwQFhaGO3fuqJ7sqpvsWxe2trbYs2cP2rZti9DQUDRu3Bi1atWCk5MT3rx5gytXruD58+f48OFDnkVE+vTpAwcHBzRp0gSBgYFgjOHcuXO4cuUKgoKCOOMNxo4di02bNmHUqFGq78WtW7fw77//omPHjggPD9fr51HHysoKY8eOxfz581G9enV06dIFmZmZOH36NOLi4hAcHCz4Hov57os9n2ljbW2Nv//+Gz179sThw4dRpkwZVc9MXFycamxWYGAgDh48KBjrsmLFCty9excrVqzAyZMn0aZNG9jZ2eHFixc4duwYDhw4oAqOVqxYgSdPnmD69OnYunUrmjRpAh8fH7x//x4PHjzAlStX8Oeff6J06dIAcubuOnbsGJo0aYJevXrB3d0dV69exfnz59GzZ0/s3r1bgr9W3vbt26eamFxZ8OXgwYOIjY1FvXr1OIFLYGAgfv75Z3z99dcICgpSzfMXERGBixcvolKlSliwYAFn/6b4bvbt2xc7duzAgQMHUK1aNXTp0gVZWVnYvXs36tWrJ3igqc93WIyhQ4di5syZ+PDhA2rUqKHqXRLr/PnzGidGDwoKwtixYzF+/Hh89dVXCAoKQo8ePWBra4sLFy7g/v37qiJdmowaNQr//PMPYmJiMHbsWFWvd25SHo958fLywvbt29GzZ080a9YMHTp0QPXq1fHp0yfcvn0bb9++VQUwX3zxBRYtWoTx48fjzJkzKF++PJ48eYLw8HB0794dO3bs0OkzxZybbG1t8e2332LmzJmoXbs2unXrhuzsbBw/fhzFixfXOSDQ514nr2uV2POP2GNGF82aNcP69evx33//4bPPPlPN86dQKLBmzRq1acMlS5ZEx44dVR0RUo+NtbKywq5duzBw4EDs378fZcqUQatWrVC5cmVYW1vj1atXOHnyJKKjozFhwgS1+xg+fDgWLFigesiRV6EXPmtra3Tp0sWgn+PKlSsICwtD2bJlVeNzgZwCOVeuXMHkyZPRrFkzScZKajJ58mQ4OTlh/PjxaNmyJY4cOYJGjRoZ7fNE0bkuqAUD1M/zp/Tx40fm5OTEnJycOKWab9++zQYNGsQCAgKYnZ0d8/DwYFWrVmUjRoxQOwfI1atXWdu2bZmLiwtzcXFhrVq1Yv/++6/aMrPR0dFsw4YNrE+fPqxy5cqsSJEizMbGhnl5ebEWLVqw3377jWVkZKht77lz59jnn3/O/Pz8mK2tLfPy8mI1a9Zk48ePZ1euXOFs+/r1a9avXz9WvHhx5uDgwKpUqcIWLFjAsrKy1JYeVpYw5pfK1ZWYqR40lWpW1y5t0w78+++/rHv37qxYsWLM1taW+fn5sbZt27Jdu3aptuHP85fb1q1bmbW1NQsMDGTPnz/n/BzqSgNr21diYiL78ccfWVBQEHN2dmYODg4sMDCQdejQga1Zs0ZV8js+Pp7NmjWLBQcHs+LFizM7Ozvm6+vLmjdvzrZv386Z/mHHjh2sT58+rFy5cszZ2Zm5urqyqlWrssmTJ7OoqCi1v0N15HI5++2331idOnWYo6Mjc3R0ZEFBQWzFihVq55fUZ6oHxnJ+n8p5DfnHnrZ95lVi+ocffmBVq1Zljo6OzNnZmZUrV4716NGDbd26Ve28enyrVq1iXbt2ZaVLl2aOjo7Mw8OD1apViy1YsEBtOe0LFy6wZs2aMUdHR+bq6so6dOjAbt26pbWcvrZS3nnNn7RkyRJWuXJl5uDgwHx8fNiAAQPYy5cvDf7uK4k9n2mjUCjYjh07WMeOHZmvry+ztbVlHh4erHHjxmzx4sVap3JITk5mc+fOZdWrV2eOjo7MxcWFVa5cmY0bN04wTUZGRgb79ddfWaNGjZibmxuzs7Nj/v7+rGXLlmzZsmWc+TAZY+zgwYOsQYMGzMXFhbm7u7OQkBAWERGh8Zyjz7QJmmia6sHV1ZXVq1ePLVy4UGN59GPHjrGQkBBWpEgRZmdnx8qWLcsmTpzImfcwNym/m5q+XxkZGWzWrFmsdOnSzM7OjpUqVYpNnjyZpaenq92f2O+wtvOoOsr5TleuXKnT9rkp//7a/uWeW2/Tpk2sZs2azMnJiRUtWpR17dqV3b59O8/vRHZ2NvPy8mKA5imZlMQcj2JLy/PdvXuXDRw4kBUvXpzZ2toyb29v1qxZM7ZmzRrOdvfu3WOdOnVixYoVY05OTiwoKIitW7dO499KinOTQqFgCxYsYGXKlGG2trbM39+fTZw4kaWkpIia6kHsvQ5j2q9VjIk//4g9ZjTJ/ft+8OAB69y5MytSpAhzdHRkjRs3ZkePHtX6/v3796vK+4slZkqiY8eOsb59+7LAwEDm4ODA7O3tWenSpVnfvn3ZkSNHtL5XOTVGyZIl1c51rJR7qgdd257XVA8JCQmqvxH/npmxnLkU7ezsWOnSpdXOjajvVA+a7qVWr17NZDIZc3FxYWfOnOF8hq7XH7Hb50XGmBETX4nF+eWXX/DNN9/gzp07agsQEEIIIaakUChQtmxZREdH4/379xZZnArISQUsX748mjRponZ8NSGmMH36dMyZMwcbNmwQNZYOyBlPGBwcrLbwD8nRokULREREGHVcoLkV+DF/hCsiIgKdO3emwI8QQohF2LlzJ16+fIkvvvjCYgM/IGf6BsYYZ7gGIaaUmJiI1atXo2jRoujbt6/e+5k1axZkMpnOldQLupiYGFU9DEsoIGZsBX7MH+H6+++/zd0EQgghBHPnzkVcXBw2bNgAFxcX1fyIluTVq1fYunUrnjx5gq1bt6J27dro2bOnuZtFCpmDBw/i6tWrCA8PR3R0NJYtW6Z2zGleAgMDOZOce3l5SdnMfMvJyclok79bIkr7JIQQQojJyWQy2NraomrVqliyZAlatmxp7iYJKNPknJ2d0bRpU6xatUpVfZIQUxk8eDC2bNkCX19fDBs2DLNmzdJp3jxC1KHgjxBCCCGEEEIKAXpsQAghhBBCCCGFAAV/hBBCCCGEEFIIUMEXPSkUCrx//x6urq6QyWTmbg4hhBBCCCHETBhjSEpKQvHixS16TCYFf3p6//49/P39zd0MQgghhBBCiIV48+YNSpYsae5maETBn55cXV0B5PyBpZ6XKCsrC//88w/atGkDW1tbSfdNCDEeOnYJyZ/o2CUk/7G04zYxMRH+/v6qGMFSUfCnJ2Wqp5ubm1GCPycnJ7i5uVnEl5kQohs6dgnJn+jYJST/sdTj1tKHg1luQiohhBBCCCGEEMlQ8EcIIYQQQgghhQAFf4QQQgghhBBSCFDwRwghhBBCCCGFABV8IYQQQgghJJ9ijEEulyM7O9vcTTGprKws2NjYID09HXK53GifY2trC2tra6Pt39QsIvi7efMmpkyZgjt37iA6OhqOjo6oWLEivv76awwYMCDP958+fRo//fQTbt26hdTUVJQpUwbDhg3D119/LfhjnThxAtOmTcOtW7fg5OSEjh07YuHChfD29jbWj0cIIYQQQoikGGNISEhAdHS0UYMfS8UYg6+vL968eWP0CptFihSBr6+vxVfy1IVFBH8JCQnw9/dH3759UaJECaSkpGDbtm0YOHAgXr58ialTp2p874kTJ9C2bVs0a9YM69atg7OzMw4cOIBx48bh2bNnWL58uWrbiIgItG/fHqGhodi/fz+ioqLwww8/oFWrVrh69Srs7e1N8eMSQgghhBBikI8fPyIhIUE17ZiNjU2BCE50pVAokJycDBcXF1hZGWckG2MMqampiIqKAgD4+fkZ5XNMySKCvxYtWqBFixacdR07dsSLFy+wdu1arcHf5s2bYWtri/DwcDg7OwMAWrdujUePHmHz5s2c4G/ixImoUKECdu/eDRubnB+9dOnS+Oyzz7Bx40aMGjVK+h+OEEIIIYQQCcnlcnz69AnFihWDl5eXuZtjFgqFApmZmXBwcDBa8AcAjo6OAICoqCh4e3vn+xRQiy744uXlpQrSNLG1tYWdnZ3qD6NUpEgRODg4qJbfvXuHK1euYODAgZx9Nm7cGBUqVMDevXulbTwhhBBiARhjiIiIwPXr183dFEKIRLKyssAYU3V8EONycnICkPN7z+8soudPSaFQQKFQID4+Hrt27cKxY8ewYsUKre/56quv8Oeff2Ls2LGYPHkynJyccPDgQezduxfz5s1TbXf37l0AQI0aNQT7qFGjBi5cuKD1czIyMpCRkaFaTkxMBJDzJZD6i6DcX0H4ghFSmNCxSyxRv379sHv3bgDA3Llz8f3335u5RZaHjl2S3yiDP8YYFAqFuZtjFowx1X+N/TtQ/q6zsrI09vzll/OHRQV/o0ePxpo1awAAdnZ2+OWXXzBy5Eit72nQoAFOnTqFzz//HL/99hsAwNraGvPmzcN3332n2i42NhYA4OnpKdiHp6en6nVN5s2bh1mzZgnW//PPP6qnAVI7fvy4UfZLCDEuOnaJpYiMjFQFfgCwaNEiVKtWzYwtsmx07JL8wsbGBr6+vkhOTkZmZqa5m2NWSUlJRv+MzMxMpKWl4ezZsxqrqqamphq9HVKwqOBv8uTJGDZsGKKionDw4EGMGTMGKSkpmDBhgsb3XLt2Dd26dUODBg2wZs0aODs749SpU5g6dSrS09Mxbdo0zvaaBsLmNUA2LCwM3377rWo5MTER/v7+aNOmDdzc3ET8lHnLysrC8ePHERISAltbW0n3TQgxHjp2iaWJiIjgLH/69Im+n2rQsUvym/T0dLx58wYuLi6cYU6FCWMMSUlJcHV1NXqhm/T0dDg6OqJZs2Yaf9/KrEBLZ1HBX0BAAAICAgAAHTp0AJATdA0aNAjFihVT+56vv/4aPj4+2Lt3r6obNjg4GFZWVpg5cyb69++PMmXKoGjRogCgtocvLi5ObY9gbvb29mqrgdra2hrtQmHMfRNCjIeOXWIpPn36JFiXmZlptIyV/I6OXZJfyOVyyGQyWFlZGbXYiTklJSVhzpw5uHnzJm7cuIGYmBjMmDEDM2fOBABVqueQIUPw+++/C95fsWJFPHz4UOP+79+/j9q1ayMzMxNXrlxB3bp1NW5rZWUFmUym9RyRX84dFv1tqV+/PrKzs/H8+XON29y8eRN16tQR5N/Wq1cPCoUCDx48AABVmsudO3cE+7hz5w6lwRBCCClw1D3wTElJMUNLCCFEnNjYWKxduxYZGRno2rWr1m0dHR1x8eJFzr8dO3Zo3F4ul2PIkCGFslKqRfX88Z0+fRpWVlYoU6aMxm2KFy+Oq1evQi6XcwLAixcvAgBKliwJAChRogTq16+PP/74AxMmTFBte+nSJTx69AjffPON8X4QQgghxAwo+COE5FelSpVCfHw8ZDIZYmJisH79eo3bWllZoWHDhjrve9myZXj79i1++OEHjBs3Torm5hsWEfyNGDECbm5uqF+/Pnx8fBATE4Ndu3Zhx44dmDhxoirlc+jQodiyZQuePXuGUqVKAQDGjx+PsWPHolOnThg5ciScnJxw8uRJLFmyBK1bt0bNmjVVn7NgwQKEhITg888/x+jRoxEVFYVJkyahWrVq+PLLL83ysxNCCCHGEhMTI1hHwR8hBZNCocizgKE5FC1aVK/UVGON43vy5AmmT5+Ov/76C3FxcUb5DEtmEcFfo0aNsGnTJmzZsgUJCQlwcXFBzZo1sXXrVgwYMEC1nVwuh1wuV5V2BYD//e9/KFGiBJYtW4Zhw4YhLS0NgYGBmDFjBsaPH8/5nBYtWuDw4cOYPn06OnXqBCcnJ3Ts2BGLFi1SO56PEEIIyc+o54+QwiM2Nhbe3t7mboZAVFSUxtodUklLS4Ovry+io6Ph5+eHrl27Yvbs2YKaHowxDBs2DB07dkTnzp2xefNmo7bLEllE8Pfll1/q1PO2efNmtX+k7t27o3v37jp9VkhICEJCQsQ2kRBCCMl3KPgjhBR0NWvWRK1atVT1OyIiIrBs2TKcPHkSV65cgYuLi2rb3377DXfu3MHOnTvN1Vyzs4jgjxBCCCHSo+CPEFLQffPNN5y00pCQENSuXRs9e/bEunXrVJmAr169QlhYGH7++Wf4+PiYq7lmR8EfIYQQUkCpC/6Sk5PN0BJCCDGdbt26wdnZGZcuXVKt+/rrr1GtWjX06NEDCQkJAP5vYvbk5GR8+vQJ7u7u5miuSVHwRwghhBRQVPCFkMKjaNGiiIqKMnczBJRzbZsaY4zTI3j37l28evUKHh4egm2Dg4Ph7u6uCgoLMgr+CCGEkAJILpcjPj5esJ6CP0IKJisrK6MXVskvdu/ejdTUVM70D3/99RfS09M52x09ehQLFizA6tWrUbVqVVM30ywo+COEEEIKoISEBE51bCUK/ggh+cWRI0eQkpKCpKQkAMD9+/exe/duAEC7du3w+vVrjBo1Cn369EG5cuUgk8kQERGBn3/+GVWrVsWwYcNU+1I3D+DLly8BAHXq1EHdunWN/wNZAAr+CCGEkAJI03xfFPwRQvKLUaNG4dWrV6rlXbt2YdeuXQCAZ8+ewc3NDd7e3li6dCkiIyMhl8tRqlQpjB07FpMnT4azs7O5mm6xKPgjhBBCCiAK/ggh+Z2yZ04dhUKBxMRE/P3333pNIg8AgwcPxuDBg/VrXD6l32+KEEIIIRaNgj9CCCF8FPwRQgghBZC6Sp8ABX+EEFKYUfBHCCGEFECaev5onj9CCCm8KPgjhBBCCiBK+ySEEMJHwR8hhBBSAFHwRwghhI+CP0IIIaQAouCPkIJP3VyeRHoF6fdMwR8hhBBSAFHBF0IKLltbW8hkMjqeTSQ1NRVAzu89v6N5/gghhJACiHr+CCm4rK2t4e7ujujoaGRkZMDNzQ02NjaQyWTmbprJKBQKZGZmIj09Xe95/vLCGENqaiqioqJQpEgRWFtbG+VzTImCP0IIIaQAouCPkILN19cXjo6OiIqKQmJiormbY3KMMaSlpcHR0dHoQW+RIkXg6+tr1M8wFQr+CCGEkAKGMaYx+MvMzERWVlaBSF8ipDCTyWQoUqQI3N3dIZfLkZ2dbe4mmVRWVhbOnj2LZs2aGfV8ZmtrWyB6/JQo+COEEEIKmJSUFGRmZmp9vUiRIqZrECHEaGQyGWxsbGBjU7hu662trZGdnQ0HBwd6mCUCFXwhhBBCChhNxV6UKPWTEEIKJwr+CCGEkAJGU8qnEgV/hBBSOFHwRwghhBQwFPwRQghRh4I/QgghpICh4I8QQog6FPwRQgghBQwFf4QQQtSh4I8QQggpYKjgCyGEEHUo+COEEEIKGOr5I4QQog4Ff4QQQkgBk1fwl5ycbKKWEEIIsSQU/BFCCCEFDPX8EUIIUYeCP0IIIaSAoeCPEEKIOhT8EUIIIQUMv+CLu7s7Z5mCP0IIKZwo+COEEEIKGH7PX0BAAGeZgj9CCCmcKPgjhBBCCpDMzExBQRcK/gghhAAU/BFCCCEFirrxfqVKleIsU/BHCCGFEwV/hBBCSAGiLvgrWbIkZ5mCP0IIKZwo+COEEEIKEH7wV6RIEbi5uXHWUfBHCCGFEwV/hBBCSAHCr/RZtGhRuLi4cNbRJO+EEFI4UfBHCCGEFCD8nj8vLy84Oztz1lHPHyGEFE4U/BFCCCEFCD/4K1q0KAV/hBBCAFDwRwghhBQoFPwRQgjRhII/QgghpACh4I8QQogmFPwRQgghBYi6gi/84C8zMxPZ2dmmbBYhhBALICr4S09Px+TJk3Ht2jVjtYcQQgghBtCl4AtAvX+EEFIYiQr+HBwcsGzZMrpgEEIIIRZKl7RPgII/QggpjESnfVauXBkvXrwwRlsIIYQQYiB1wR9/nj+A5vojhJDCSHTwN23aNMydOxfPnj2TrBE3b95EaGgoAgIC4OjoCE9PTzRq1Ah//PFHnu9t0aIFZDKZxn8fP37Mc9t27dpJ9rMQQggh5iKXyxEfH89ZV7RoUdjZ2cHGxoaznnr+CCGk8LHJexOuTZs2ITU1FZUrV0aNGjXg5+cHmUymel0mk2H//v2i9pmQkAB/f3/07dsXJUqUQEpKCrZt24aBAwfi5cuXmDp1qsb3rly5EomJiZx1qampaNeuHerUqQNfX1/Oa2XKlMG2bds464oUKSKqvYQQQoglSkhIgEKh4KwrWrQoAMDZ2RmfPn1SrafgjxBCCh/Rwd/t27dhZ2eHEiVKIDY2VpBekjsQ1FWLFi3QokULzrqOHTvixYsXWLt2rdbgr0qVKoJ1W7ZsQVZWFoYNGyZ4zdHREQ0bNhTdRkIIIcTS8a/JAAV/hBBC/o/o4O/ly5dGaIZ6Xl5eiIqKEv2+DRs2wMXFBb179zZCqwghhBDLxA/+nJyc4OjoCAA01x8hhBDLmudPoVAgOzsb0dHRWLlyJY4dO4YffvhB1D6ePHmCc+fOoU+fPmoHuD979gyenp6wsbFB2bJlMWXKFKSlpUn1IxBCCCFmo67YixIFf4QQQkT3/AFARkYGNm/ejDNnziAmJgYrV65E+fLlsX//flSvXh1lypTRqzGjR4/GmjVrAAB2dnb45ZdfMHLkSFH72LBhAwBg6NChgteaNGmC3r17o1KlSkhLS8ORI0ewcOFCnD9/HqdPn4aVleZYOCMjAxkZGapl5TjDrKwsZGVliWpjXpT7k3q/hBDjomOXmFtkZCRn2dPTU/V9dHJy4ryWmJhI39X/j45dQvIfSztuLaUdeREd/MXExCA4OBj37t2Dr68vIiMjkZSUBADYt28fjh07hpUrV+rVmMmTJ2PYsGGIiorCwYMHMWbMGKSkpGDChAk6vT87OxtbtmxB1apV1Y7rmzt3Lme5Q4cOCAwMxIQJE7B//35069ZN477nzZuHWbNmCdb/888/gguqVI4fP26U/RJCjIuOXWIu58+f5ywzxnD48GEAOcXQcrt69SpKlixpsrblB3TsEpL/WMpxyz/HWirRwd/333+PhIQEXL16FTVq1ICdnZ3qteDgYCxYsEDvxgQEBCAgIABATmAGAGFhYRg0aBCKFSuW5/sPHz6Mjx8/ikoVHTBgACZMmIBLly5pDf7CwsLw7bffqpYTExPh7++PNm3awM3NTefP00VWVhaOHz+OkJAQ2NraSrpvQojx0LFLzO3ff//lLFeoUEF1Pd28eTNu3rypes3f31/1WmFHxy4h+Y+lHbf82QcslejgLzw8HAsWLEBQUBDkcjnntZIlS+Lt27eSNa5+/fpYvXo1nj9/rlPwt2HDBtjZ2WHgwIGiP0tbyicA2Nvbw97eXrDe1tbWaF84Y+6bEGI8dOwSc0lISOAse3t7q76Lrq6unNfS09Ppe8pDxy4h+Y+lHLeW0AZdiC74kpiYiFKlSql9LSsrC9nZ2QY3Skk5Dk+XMYQfP37E4cOH0bVrV84A97xs2bIFAGj6B0IIIfkeFXwhhBCijeiev9KlS+PixYto2bKl4LXLly+jYsWKohsxYsQIuLm5oX79+vDx8UFMTAx27dqFHTt2YOLEiapev6FDh2LLli149uyZIADdsmULsrOz1c7tBwDnzp3Djz/+iG7duqFMmTJIT0/HkSNHsHbtWrRs2RKdOnUS3W5CCCHEkuSH4G/37t1YtWoVypcvj3nz5sHDw8Ms7SCEkMJIdPDXv39/LFiwANWqVUNoaCiAnIndr1y5guXLl2PKlCmiG9GoUSNs2rQJW7ZsQUJCAlxcXFCzZk1s3boVAwYMUG0nl8shl8vBGBPsY+PGjQgMDETr1q3Vfoafnx+sra0xZ84cxMTEQCaToXz58pg9eza+++67PNM+CSGEEEtn6cHfixcv8PnnnwMATp06parsTQghxDREB38//PADLly4gG7duqme1rVt2xaxsbFo164dxo0bJ7oRX375Jb788ss8t9u8eTM2b96s9rVHjx5pfW+5cuVw6NAh0W0jhBBC8ouYmBjOsqUFf2fOnOEsW0qVPkIIKSxEB3+2trY4fPgwduzYgUOHDiEyMhJeXl7o2LEj+vTpQz1ohBBCiBkwxgQ9f15eXqr/t4Tgj1+Qhj8vISGEEOPSa5J3mUyGPn36oE+fPlK3hxBCCCF6SElJQWZmJmedpfX8ffr0ibMcHx+PzMxMzrRRhBBCjEd0N521tTUuX76s9rVr167B2tra4EYRQgghRBx+rx/ADf5cXFw4ryUnJxu9TXz84A8AoqOjTd4OQggprEQHf+qKrSgpFArIZDKDGkQIIYQQ8fjBn42NDdzc3FTLltDzx0/7BCj1kxBCTEmvAXqaArxr167B3d3doAYRQgghRDx+sRdPT0/O9doSgj91PX8U/BFCiOnoNOZv+fLlWL58OYCcwK9r166wt7fnbJOWloaoqCj07NlT+lYSQgghRCttxV4Ayw3+oqKiTN4OQggprHQK/ry9vVG1alUAwMuXL1GmTBkUKVKEs429vT2qV6+u11QPhBBCCDGMtjn+AGHwl5mZiezsbNjY6FX7TS/U80cIIeal0xm/b9++6Nu3LwAgODgYq1atQqVKlYzaMEIIIYToTmzwB+T0/plyuAaN+SOEEPMS/bjv9OnTxmgHIYQQQgyQH4I/6vkjhBDz0qvgS3R0NMLCwtCoUSOUL18e9+7dAwCsWbMGN27ckLSBhBBCCMkbv+CLrsGfqTDGaMwfIYSYmejg78WLF6hRowZ++eUXyGQyPH/+HBkZGQCA27dv45dffpG8kYQQQgjRLq+CL3Z2doLxfaac6y89PR1ZWVmC9dTzRwghpiM6+Pv+++/h4eGBJ0+e4OzZs5x5/5o0aYILFy5I2kBCCCGE5C2vtE+ZTGbWip/qxvsBFPwRQogpiR7zd/LkSaxatQrFixeHXC7nvObn54f3799L1jhCCCGE6Cav4A/ISf3MnXppyuBPXconkDOURC6Xw9ra2mRtIYSQwkp0z196ejo8PT3VvpaSkgIrK72GERJCCCHEALoGf7lZQvCnUCgEbSeEEGIcoiO1ihUr4sSJE2pfO3v2LKpVq2ZwowghhBCiu8zMTCQlJXHW5ZfgD6CiL4QQYiqig7/hw4dj+fLlWL58OeLj4wHkXHR2796NlStXYuTIkZI3khBCCCGaqes54xd8Acwb/Gka8wfQuD9CCDEV0WP+Ro8ejZs3b2L8+PH47rvvAOQUemGMYfjw4Rg0aJDkjSSEEEKIZuqCPw8PD8E6S+35o+CPEEJMQ3TwBwBr167FkCFDcOjQIURGRsLLywsdO3ZE48aNpW4fIYQQQvLAD/6KFCkimNYBoOCPEEIKO72CPwBo2LAhGjZsKGVbCCGEEKIHXYq9AMLgz5Tz/NGYP0IIMT+9gz8ASE1NRXp6umC9pmqghBBCCJGersGfi4sLZ5l6/gghpHARHfylpqZi8uTJ2LZtG+Li4tRuw5//jxBCCCHGExMTw1lWV+wFoIIvhBBS2IkO/saMGYOtW7eiU6dOqFy5Muzs7IzRLkIIIYToSN+0T+r5I4SQwkV08Hfw4EHMmzcPEyZMMEZ7CCGEECJSfg/+aMwfIYSYhuh5/gCgdu3aUreDEEIIIXrK78FfZGQkGGMmawshhBRWooO/7t27459//jFGWwghhBCih/wQ/Gkb85eZmak1OCSEECIN0WmfS5YsQY8ePfDtt9+iQ4cOait7BgUFSdI4QgghhOQtPxR8ySu4i4yMRJEiRUzTGEIIKaREB39paWnIzs7Gzz//jOXLl3NeY4xBJpNRtU9CCCHEhCy9548xhsTERK3bREVFoWLFiiZpDyGEFFaig7+hQ4fiypUr+Oabb6jaJyGEEGJmCoUC8fHxnHW6zvNnqkneU1JSBA+G7ezskJmZqVqmip+EEGJ8ooO/06dPY+nSpRg+fLgx2kMIIYQQERISEqBQKDjrLK3nT914v7Jly+LBgweqZQr+CCHE+EQXfHF1dUVgYKARmkIIIYQQsfgpn4DuwV9mZiays7ON0q7c1I33K1++PGeZgj9CCDE+0cHfF198gb/++ssYbSGEEEKISPxiL05OTnB0dFS7LT/4A0zT+8cP/lxcXFC8eHHOOprrjxBCjE902mfNmjUxZcoUdOvWDaGhoWqrfXbv3l2SxhFCCCFEO12LvQCagz93d3fJ25UbP/hzd3eHj48PZx31/BFCiPGJDv769+8PAHj58iX2798veJ2qfRJCCCGmI0XwZ2z8MX/u7u7w9vbmrKPgjxBCjE+vgi+EEEIIsQxigj87OztYW1tzHtKaI+2Tev4IIcQ8RAd/zZs3N0Y7CCGEEKIHMcGfTCaDs7MzZ849cwR/RYoUoeCPEELMQHTBF0IIIYRYDn7BFy8vL63bm2OuP116/lJSUkw29QQhhBRWFPwRQggh+ZiYnj/APHP96TLmD6CKn4QQYmwU/BFCCCH5WH4I/tT1/Lm5ucHe3p6znlI/CSHEuCj4I4QQQvKx/Br8yWQyGvdHCCEmRsEfIYQQko/lx+CvSJEiACAI/ijtkxBCjIuCP0IIISSfYowJgr+8Cr5Yypg/QBj8Uc8fIYQYl6TB3++//47jx49LuUtCCCGEaJCSkoKMjAzOuvzQ86cM/miid0IIMS1Jg7/BgwejXbt2aNCgAU6ePCnlrgkhhBDCw+/1A/JX8Ec9f4QQYlqiJ3nXZtOmTUhOTkZERAT69++Pjx8/Srl7QgghhOTCD/5sbGzg5uam9T2mnudPoVAgKSmJs47G/BFCiHlI2vM3aNAgfP3119i5c6eowO/mzZsIDQ1FQEAAHB0d4enpiUaNGuGPP/7I870tWrSATCbT+I/fjhMnTqBRo0ZwcnKCl5cXBg8eTBcbQggh+RI/+PP09IRMJtP6HlP3/CUmJoIxxllHPX+EEGIekvb86SshIQH+/v7o27cvSpQogZSUFGzbtg0DBw7Ey5cvMXXqVI3vXblyJRITEznrUlNT0a5dO9SpUwe+vr6q9REREWjfvj1CQ0Oxf/9+REVF4YcffkCrVq1w9epVwXxDhBBCiCUTW+wFMH3wx0/5BGjMHyGEmIvewV9UVBRevXqFtLQ0wWvNmjUTta8WLVqgRYsWnHUdO3bEixcvsHbtWq3BX5UqVQTrtmzZgqysLAwbNoyzfuLEiahQoQJ2794NG5ucH7106dL47LPPsHHjRowaNUpUuwkhhBBziomJ4SznNd4PMH/wJ5PJ4OrqCkDY8xcfH4/MzEzY2dkZtU2EEFJYiQ7+Pnz4gIEDB+L06dOC1xhjkMlkkMvlkjTOy8tLr5TMDRs2wMXFBb1791ate/fuHa5cuYJ58+apAj8AaNy4MSpUqIC9e/dS8EcIISRfETvHH2D+4M/NzQ1WVjmjTvjBHwBER0ejRIkSRm0TIYQUVqKDvzFjxuDGjRtYsGABatSoIWmqpEKhgEKhQHx8PHbt2oVjx45hxYoVovbx5MkTnDt3DsOGDeMMar979y4AoEaNGoL31KhRAxcuXNC634yMDE45bWWqaVZWFrKyskS1MS/K/Um9X0KIcdGxS0wtOjqas+zh4ZHn949/3U5OTjbqd5bfO+nu7q76PFdXV1hbW3MeGr97906QDmpsdOwSkv9Y2nFrKe3Ii+jgLyIiAosXL8aXX34peWNGjx6NNWvWAADs7Ozwyy+/YOTIkaL2sWHDBgDA0KFDOeuVT0c9PT0F7/H09FRbLju3efPmYdasWYL1//zzD5ycnES1UVc0ZyIh+RMdu8RU7ty5w1lOSEjA4cOHtb7n/v37nOXY2Ng832OIs2fPcpZlMhnn89zc3BAfH69aDg8Px4cPH4zWHm3o2CUk/7GU4zY1NdXcTdCJ6OBPJpPB39/fGG3B5MmTMWzYMERFReHgwYMYM2YMUlJSMGHCBJ3en52djS1btqBq1apo2LCh2m00VUHLqzpaWFgYvv32W9VyYmIi/P390aZNmzzLaouVlZWF48ePIyQkBLa2tpLumxBiPHTsElNbuXIlZ7levXro0KGD1ve4uLhg7ty5qmWFQpHnewzx6tUrznLJkiU5n+fv788J/kqVKmXU9qhDxy4h+Y+lHbf8ApSWSnTw9/nnnyM8PBytW7eWvDEBAQEICAgAANWJPywsDIMGDUKxYsXyfP/hw4fx8eNH/PDDD4LXlOMg1PXwxcXFqe0RzM3e3l5tiqutra3RvnDG3DchxHjo2CWmwr+m+fj45PndU86xp5ScnGzU7yt/HkEPDw/O5/n6+uL27duq5djYWLMdP3TsEpL/WMpxawlt0IXo4K9Xr14YPnw4FAoFOnXqpHZweVBQkCSNq1+/PlavXo3nz5/rFPxt2LABdnZ2GDhwoOC1atWqAchJkeE/Ubxz547qdUIIISS/kKLgS2ZmJrKzsznF0KSUkJDAWVZO86BEc/0RQojpiD7Tt2zZEgCwYsUK/Pbbb5zXpK72efr0aVhZWaFMmTJ5bvvx40ccPnwY3bt3V3vxK1GiBOrXr48//vgDEyZMgLW1NQDg0qVLePToEb755htJ2kwIIYSYihTBH5BT8ZMflEmFX+2T/zk01x8hhJiO6OBv06ZNkjdixIgRcHNzQ/369eHj44OYmBjs2rULO3bswMSJE1W9fkOHDsWWLVvw7NkzlCpVirOPLVu2IDs7WzC3X24LFixASEgIPv/8c4wePRpRUVGYNGkSqlWrZpQCNsS8GGP4+eefceLECXTq1AkjRoxQlRcnhJD8LjMzE0lJSZx1+TH4o54/QggxHdHB36BBgyRvRKNGjbBp0yZs2bIFCQkJcHFxQc2aNbF161YMGDBAtZ1cLodcLgdjTLCPjRs3IjAwUOtYxBYtWuDw4cOYPn06OnXqBCcnJ3Ts2BGLFi2SdMoKYhk2bNigKtJz+PBhBAQEmLyIACGEGEtcXJxgnSHBn7Hwgz/+mEMK/gghxHSMk+Av0pdffqlTz9vmzZuxefNmta89evRIp88KCQlBSEiImOaRfEihUGDBggWcdQcPHqTgjxBSYPDnzwPUT2fEZ2dnJ5hbz5jBn9gxf1FRUUZrCyGEFHZ6BX9xcXHYvn07Hjx4gLS0NM5rMplMNdceIeZy4sQJPH36lLOOPxkyIYTkZ/zxfkWKFNGpaItMJoOzszOnLLkpe/7yGvMXHR0NuVyuGptPCCFEOqKDv9evX6NevXpITU1FamoqvLy8EBcXB7lcDg8PD6ONGSBEjFWrVgnWUfBHCClI9Cn2omRJwR+/50+hUCA2NlYQFBJCCDGc6OoXkyZNQtWqVREZGQnGGI4cOYKUlBT8+uuvcHBwwKFDh4zRTkJ09vbtWxw4cECwnlKJCJGGQqHAihUr0Lt3b+zYscPczSm0DAn+XFxcOMv8ufiklNeYP3VTOdG4P0IIMQ7RPX8XL17EwoUL4eDgACCnoqKdnR2+/vprREZGYuLEiQgPD5e8oYToat26dVAoFIL11PNHiDQ2b96M//3vfwCAnTt3wsHBAV26dDFzqwofQ3v+cjNWz19WVpZg3/yeP1tbWxQtWpTz89DDOkIIMQ7RPX+RkZHw8/ODlZUVrK2tOWkjzZs3x/nz5yVtICFiZGVlYd26dWpfU6YnE0IMs3XrVs7ypEmT6NgyA37w5+XlpfN7TRX85b5HUFI3PIQqfhJCiGmIDv58fHxU5aUDAwNx9epV1WsvX77UabA5IcZy4MABfPjwQe1rjDHBzRIxnvv376NHjx7o1q0b7t27Z+7mEIlkZWXh8uXLnHUPHz7En3/+aaYWFV78ap+W2PPHT/kE1Ad/NNE7IYSYhuhIrWHDhrhx4wY6d+6M7t27Y/bs2cjIyICdnR0WLVqEli1bGqOdhOhk5cqVWl+Pjo6mIgImoFAo0LNnTzx48AAAcPfuXTx69AhWVqKfNxELc/v2baSmpgrWz5o1C3369Mk3DwBPnDiB9+/fo0ePHmrnvcsP8kPaJz/4s7a2Vvv7pp4/QggxDdF3YhMmTEC1atUAANOnT0dwcDBmzJihKgSzfPlyyRtJiC4ePXqEU6dOad2Gxv2Zxv3791WBHwA8ffoUL168MGOLiFT+/fdfteufPn0qSAe1VHPnzkVISAgGDRqEBg0aIDs729xN0kt+DP7c3d0hk8kE29Fcf4QQYhqig786deqgR48eAHIuHgcOHEB8fDw+ffqEM2fOwM/PT/JGEqKL1atXc5a9vLwQEBDAWUc3FKbx33//Cda9e/fODC0hUtMU/AHA7NmzkZWVZcLWiPfkyRPMmjVLtXzv3j2cPHnSjC3SX34I/vKa4F2Jev4IIcQ0JMnBcnNzg6urqxS7IkQvqamp2Lx5M2fdkCFDULJkSc466vkzDf6YMICCv4JCW/D38uVLbNq0yYStEW/y5MmCnr7bt2+bqTWGyQ8FX/Ka40+JxvwRQohp6BX8PXz4EH379oWfnx/s7Oxw/fp1ADljPk6fPi1pAwnRxY4dOzhPmGUyGUaOHCmYP4qCP9Ognr+C6e3bt3j9+jVnHb93fe7cucjIyDBls3R26dIl7N69W7D+7t27ZmiNYRQKhar4mpIhPX/Gmucvrzn+lKjnjxBCTEN08Hfz5k3Uq1cPERERaNGiBae8d3JysiD1jhBTWLVqFWe5bdu2KFOmDAV/ZpCSkoI7d+4I1r99+9YMrSFSunjxImfZ3d1dMLXKmzdvsH79elM2SyeMMUycOFHta+q+r5YuISFBMJ+pIZO8m7vnT92YP8aYUdpECCGFmejgb9KkSahRo4ZqcH/uk3P9+vVx5coVSRtISF6uXr0q+N6NGjUKACj4M4Nr164JbkoB6vkrCPgpn40aNUJISAiaNWvGWf/TTz8hLS3NlE3L08GDBzXOQ3v//v18N0+humlrCtKYv8zMTLXTRBBCCDGM6ODvwoUL+P777+Hk5CSo2OXj44OPHz9K1jhCdMHv9fP390doaCgA4TgSCv6MT13KJ0DBX0HAD/4aN24MmUyG2bNnc9a/f/8ea9asMWXTtMrOzsYPP/yg8fWMjAw8e/bMhC0yHD/4c3R0hKOjo87vt/QxfwClfhJCiDGIDv4YY7Czs1P7Wnx8POzt7Q1uFCG6io+PF0wuPXLkSFhbWwOgnj9z0BT8Udpn/paWlqYa363UuHFjAEDz5s3RqlUrzmvz5s0zWkAh1saNG/Hw4UOt2+S3cX+GFHsBzBf8aRrz5+joKCgcR8EfIYRIT3TwV6NGDezdu1fta0ePHkWdOnUMbhQhuvr999856WU2NjYYOnSoapkf/NFUD8anKfj78OFDvkutI//n6tWrnCqZVlZWqF+/vmqZ3/sXFRWFlStXmqx9mqSkpGDGjBmcdUFBQQgODuasy2/BX0xMDGdZTMonYHk9fwAVfSGEEFMQHfyNGzcOGzZswPjx43Hr1i0AwOvXr7F48WJs3LgR48aNk7yRhKjDGBMUGOrevTt8fX1Vy/zgLzY2Vu14NCKN9+/fa+zhy87Oljz4TkhIoIDSRPgpnzVq1OD01DRu3Bjt2rXjbLNgwQIkJSWZpH2aLF26VDAcYeHChahRowZnXX4L/gyZ4w+wvDF/AE30TgghpiA6+OvduzfmzJmD3377DfXq1QMA9OjRA1OmTMGsWbPQqVMnyRtJiDpnzpwRpHIpC70o8YM/deXRiXQ09fopSTnub968efDx8YG7uzsOHz4s2X6JeurG+/HlnjwdyAlQfv31V6O2S5uoqCgsXLiQs65du3Zo1aoVqlWrxllPwZ/5e/5orj9CCDE+veb5mzx5Mp4/f461a9di7ty5WLVqFR4/foxJkyZJ3T5CNOKnlFWuXBnNmzfnrOMHfwCN+zMmUwV/Hz9+xIwZM5CZmYmUlBQMGDAAqampkuybCDHGdAr+6tevL3gAuHjxYrNVbZw9ezZn/jqZTIYFCxYAgCD4e/z4scXOT6iO1MFfRkYGJ61XKrqO+QMo7ZMQQkxBr+APAEqWLImhQ4di8uTJGDFiBEqVKiVluwjR6sOHD9i3bx9n3VdffSWoQGtvbw83NzfOOgr+jOfy5ctaX5eq6Mvt27eRlZWlWo6Pj8euXbsk2TcRevr0qWCMmbrgDxD2/sXHx+Pnn382VtM0evz4saDi6BdffKFK96xSpQrnNblcnmdRGEtiaMEX/jx/gHF6/2jMHyGEWBa9g7/k5GTcv38f169fF/wjhVdSUhKOHTuGFy9eGPVz1q9fz3lK7eTkhC+++ELttlTx0zTkcrlgvkX+DaZUPX+vXr0SrLOkqQUKGn6vn6+vLwIDA9VuW7t2bXTv3p2zbunSpYiPjzdW89SaPHky5xxhb2+POXPmqJbd3NwEDy3zU+qn1AVfAOmDv4yMDKSnp3PW0Zg/QggxL9HBX3R0NLp27Qp3d3dUr14d9erVU/2rW7euahwgKXw+ffqEWrVqoV27dqhUqRJOnjxplM/Jzs7G2rVrOev69eunMZ2IKn6axoMHDzgpdgBU8y0qSRX8vX79WrDu4sWLuHPnjiT7J1ya5vfTZObMmZzXExMTsWTJEqO1j+/SpUv4+++/OevGjRsHf39/zrr8PO5P6rRPQPrgT126L435I4QQ8xId/I0cORKnTp3CuHHjsHr1amzcuFH1b9OmTdi4caMx2kkk8uDBA0yYMAG//vqr5OM79u7di+fPnwMAMjMzsXjxYkn3r3To0CFB+iC/0Etu1PNnGvzxfgEBAYKpX6RK+1TX8wdA8FCASEOX8X65Va9eHb169eKsW758uaC3yhgYY5g4cSJnnaenJ8LCwgTbFubgz87OTjUfqpIpgj8a80cIIeZlI/YNp06dwpIlSzB8+HBjtIcYUWxsLJo0aaKqdvn69WssWrRIsv3zUz2vXr0KxpjWHgJ9rFq1irNcv359BAUFadyegj/T4Ad/DRo0QIkSJTjrjNnzBwBbt27FggUL4OTkJMnnkJxS/ffu3eOsyyv4A4AZM2Zg165dqqlVkpOTsWjRIlXBFWM5cOAAzp8/z1k3depUtUFHfg3+GGMGB38ymQzOzs5ITExUrTN28GdnZwcHBweN2/ODv5SUFKSkpKjtpSSEEKIf0T1/zs7OVNwln9q9ezdnmoM9e/ZIun/+U9qYmBjJn9w+e/YMx44d46zT1usHUPBnKuqCv5IlS3LWvX37Fowxgz9LU8/fp0+fsGPHDoP3T/7Pf//9x/mb2dnZaX3YolS5cmX069ePs27FihVG7c3Jzs4WVJ0ODAzE6NGj1W5fvXp1zvLLly/NPi+hLlJTUwWVScUWfAGMP92DmDn+AGHwB1CaPiGESE108Ddw4ECqqpdPHT9+nLP84cMHSW7EldTd1N26dUuy/QMQTOru4eGB3r17a30PfxwJBX/SS05OFvSaqOv5S0lJ4fQ06EMul2tNH6XUT2nxUz7r1q0Le3t7nd47ffp0TmphamoqpkyZgjt37uDdu3dITU2V9By0ceNGQcXOH3/8UWN7K1asKEh9vH//vmTtMRZ+rx8gvucPMH7wJ6bSJwC4uroKegYp9ZMQQqQlOu1z7ty5GDp0KLp164bQ0FB4enoKtuFXeiPmJ5fLBQVY0tLSkJycDFdXV0k+Q90T2tu3b6Nt27aS7D89PR2bNm3irBs8eDAcHR21vo96/ozv2rVrqvQ+ALC2tkZQUBCsrITPl969e5fnTaA2Hz580Dpe9dKlS7h9+7aqpD8xjNjxfrmVL18eX3zxBee43bBhAzZs2KBatre3h6enJzw9PeHh4aH6f09PT3h5eaF8+fKoXLkyypUrpzXoTElJwYwZMzjrgoKC0KdPH43vcXBwQPny5TkB4927d9GgQQOdf0Zz4I+dtLGxEUxpowtLC/5kMhm8vb05ad0U/BFCiLREB38vXrzAf//9h8ePH2P//v2C12UyGeRyuSSNI9K5evWqIAUHyLmwShX8qbtI3759W5J9Azlpqvwn3l999VWe76Nqn8bHT/msUaOGatxd0aJFOX+3t2/fCuZYE4M/3s/e3h5FixbF+/fvVevWrFmD3377Te/PIDnkcjkuXbrEWScm+AOAadOmYevWrRoD9oyMDHz48AEfPnzQuh9ra2uUKVMGlStXRqVKlTj/dXd3x9KlS/Hx40fOexYtWqT2AURu1apVEwR/lo5/HvT09NRrbDV/KhZ+tV5DiZngXcnHx4eCP0IIMSLRwd+IESPw6dMn/Pzzz6hcuTLs7OyM0S4iMX7Kp1JkZCTKlSsnyWeoC6qkTPs8ceIEZ7lVq1aoUKFCnu/jB38xMTFQKBR53hQS3akb76dUokQJzs2qoUVf+OP9AgIC0KdPH84cbn/88QcWLlxIhSIMdPfuXUFA0KhRI1H7KF26NEaMGIGVK1ca1Ba5XI4nT57gyZMnOHDgAOc1Pz8/wTyC7dq1Q8uWLfPcb7Vq1bB7927Vcn6YLsTQYi9KljbmD6C5/gghxNhEB3///fcfNmzYgL59+xqjPcRINAV/Ul1Y09LS1BZKePDgATIzMyV5SHD9+nXOcseOHXV6Hz/4k8vlSEhIUJuyTPTDD/7q16+v+v+SJUtyeoANDf74PX8BAQEYNmwYfvzxR1XqaWJiIv766y8MHTrUoM8q7Pgpn2XKlIGvr6/o/SxZsgQymQzHjh1DbGwsEhISJB3rx+81lMlkOlcVzY8VP/nBnz7FXgDLS/sEaLoHQggxNtHBn4+Pj06pG8RyJCUlCW7ilKS6sGoKIrOzs/HgwQPUrFnToP2np6cLys3z55DThB/8ATnj/ij4k8a7d+8EAR2/5y83Q+f64/f8lSpVCgEBAWjfvj0OHTqkWr927VoK/gxkyHi/3BwcHLBixQrVslwux6dPnxAXF4e4uDjEx8er/j/3ujdv3uDhw4eclF5dDBo0SOcxn/zgLzIyEtHR0WrPG5Yiv/T86RP80UTvhBBiXKKDv1GjRmHNmjVo3769MdpDjCAiIkLjeBupLqza9nP79m2Dg7/bt29zfgaZTIZatWrp9F5HR0e4uLhw0teio6NRsWJFg9pEcly+fJmz7ObmhkqVKqmWpZ7rT13wB+SkpOcO/i5fvoybN2/q/D0hQlIFf3zW1taqoi66+PTpEx49eoQHDx7gwYMHePjwIR48eIBnz54Jxpj7+PhwUoDzUrZsWdjb23OmTrh37x5atGih8z5MjV/wJb8Ef7qO+cuNgj9CCJGW6ODPysoKt2/fRlBQEDp06CC4eMtkMowfP16yBhLDaUr5BIzf8wdIU/SFn/JZoUIFUYVqihUrJgj+iDT4KZ/16tXjjKfkz/VnjLRPAOjQoQNKlCjB2f+aNWuwatUqgz6vsPr48SOeP3/OWSdV8CeWu7s76tevz0knBoDMzEw8ffpUFRTa2tqiZ8+egu+cNjY2NqhSpQpu3LihWnf37l2LDv7yS88fjfkjhBDLIzr4+/7771X/f/PmTcHrFPxZHlMEf9r2I0XRl2vXrnGWdU35VCpWrBhevHihWqbgTzrair0A0qZ9MsY09vzZ2Nhg2LBhmDVrluq1bdu2YdGiRYKqhiRvFy9e5Cy7uLgIUiTNzc7ODlWqVDGoeiyQk/rJD/4sWX4J/mjMHyGEWB69pnog+cfbt2/x4MEDja9L9VTV2D1/UgR/udHTZGnI5XJcvXqVsy6v4C86OhoZGRk6TxSe26dPnwSFhZQ9fwAwdOhQzJkzR1X4JSkpCX/99ReGDRsm+rMKO37KZ8OGDQUTohcU+a3oS0Eu+MIf8xcfHy9Z0TBCCCGA6Fr3pUqVyvOfEmMMs2fPFsy9RExHW68fYJqev8jISIM+JyMjQ3AzFhQUJGofNNG7cdy/f18wFQA/+FOXgie2gIcSv9dPJpNx9u/v748OHTpwtlmzZo3oz2GMYcWKFahQoQLatGljcKpqfmSs8X6WSF3wJ2U1UqlJ1fNnqfP88dHDOkIIkY5RJzpTKBSYNWuW3jd6xHD84M9YKTV5XZwN6f27e/cusrKyOOtq164tah8U/BkHP+WzVKlSgu9YkSJF4OjoyFmnbzDFH+/n6+sr6EEcOXIkZ/nq1auCMaPaMMbwzTff4H//+x+ePHmC48ePo1u3bhYdDEgtIyND0KNbmIK/T58+GVyV1pjyQ8EXxpheY/48PT0FPcyU+kkIIdIx+izXhemGydIoFArBxOj8+RkTExORnp5u8GfldXE2JPjjp3yWL19ep5uI3PipRBT8SSOv8X6AsHcO0D/40zTeL7f27dvD39+fs07X3j+FQoFRo0bhl19+4ay/cuUK9uzZI7K1+df169eRmZmpWpbJZGr/tgWFv7+/oICUpaZ+ZmZmClKfLTH4S0tLE1SZ1uW8bWVlJThfU88fIYRIx+jBHzGf27dvC4KcgQMHCraT4qkq/+LMv5EyJPjj99qITfkEqOfPWLRN7p6bVEVf+D1/6oI/a2trwRi/7du3C26Y+eRyOYYMGaIxUJwyZYrGKVMKGn6xl6pVqxbo+V1lMlm+Gfen7txlicEfP+UT0C34A2iuP6LZhw8f8PXXX2PUqFGC6wEhRDcU/BVg//zzD2e5TJkyqF27tmDgvBQXVv4++GXSDan4aWixF4CCP2NITk7GvXv3OOs09Q5JNdcfv+cvd7GX3IYOHcqZbiI5ORl//vmnxv1mZWWhf//+2LJli8ZtHj16hN9//11ki/OnwjTeTym/BH/nz5/nLDs5ORW44I8qfhJNunbtipUrV2L16tXo2LEjZZcRogcK/gow/ni/kJAQyGQyyVNq5HK5YAxKSEgIZ/n+/fuCcXu6yMzMFPQaShX80UXDMNeuXVNV1QRyetw09cqaMu0TyAk2O3bsyFmnqUcvIyMDvXr1wo4dOzjrbW1tBfufOXOmJGnSlowxhgsXLnDWFYbgr3r16pxlSw3++A/1mjdvrncVVmMGf/zxfo6OjjpX7KTgj6gTFRWFy5cvq5bv3LmDx48fm7FFhORPFPwVUGlpaTh37hxnXZs2bQBIn1ITExMjCKRat27NWc7KysKjR49E7/v+/fucsUeA+GIvgDD4y8rKUvtkmuiOn/JZo0YNODk5qd3WWGmfmnr+AGHhl+vXrwuKmKSnp6N79+7Yt28fZ729vT327t0rCBjfvHmD1atX69Hy/OPVq1eCCs2FIfjj9/zdv38fcrncTK1RjzGGY8eOcda1bdtW7/3xg7+MjAzJfmZ9pnlQooneiTrqrhtPnjwxQ0sIyd8o+Cugzp8/j4yMDNWylZUVWrZsCUD6p6r8C7NMJkP58uUFRTf0Sf3kp3yWKVMGHh4eovfDD/4ASv00lC7FXpSkSPvMyMjAhw8fOOs09fwBOTfF/OAwdzCXkpKCjh074vDhw5xtHB0dER4ejtDQULRp0wbNmzfnvP7jjz/mOX4wP+OnfHp5eaFcuXJmao3p8IO/9PR0PH/+3EytUe/BgweCY0fK4A+QrvfPkOCPxvwRddRVjqfgjxDxLCL4u3nzJkJDQxEQEABHR0d4enqiUaNG+OOPP3Tex/79+9G8eXO4ubnB2dkZVatWxdq1aznbtGjRAjKZTPCvXbt2Uv9IZsdPDapXr56qYIPUwR///UWLFoWNjQ1q1KjBWa9P0RcpxvsBOTc5/F4pCv4MIyb446d9vn//npMyqgt1T3219fxZW1tj+PDhnHV//vknEhMTkZiYiPbt2+PkyZOc111cXHD06FFVz7VMJsO8efM428TExGDZsmWi2p6fqBvvJ5PJzNQa0ylWrJgg6LC01E9+r5+/vz8qVqyo9/748/wB0s31p88cf0qU9knUUffQkNI+CRHPqMGftbU1Xrx4IRhLwZeQkAB/f3/89NNPOHz4MH7//XcEBgZi4MCBmDt3bp6fM3/+fHTv3h3VqlXDzp07ceDAAYwePVqQLgjk9BxdvHiR8+/nn3/W90e0WOrG+ykZu+dPeQNVs2ZNznp9gj8pKn0qUdEX6bx7905wIRbT85eVlSX6988f7+fm5pbnDeWQIUM446FSUlKwcuVKtGnTRpAW7e7ujuPHj6NZs2ac9Y0aNUKnTp046xYvXiwY51pQFMZiL0qWXvRFXcqnIYG5MXv+9JnjT4mCP6KOuuCPev4IEc9Gnze9fPkSO3fuxKtXr5CWlsZ5TSaTYcOGDaplbWlZSi1atBBUh+zYsSNevHiBtWvXYurUqRrfe+3aNUyZMgXz5s3D999/r1rfqlUrtds7OjqiYcOGebYpP4uMjBSkWCrH+wHSj6fgX5iV++f3/IlN+8zOzha8R9+ePyAn+MsdQFDwpz9+r5+7u7vWHggfHx9YWVlxevvevXsn+C5qI2a8n1Lx4sXRqVMnzpi+sLAwwXaenp44fvy4xocLP/74I8LDw1VjW5OSkjB//nwsXrxY5/bnB8nJyYJjrrAFf6dOnVIt37lzx4yt4UpPT0dERARnXe7zuj7s7OxgbW3NGednCWmf/PNCTEwM5HK53oVtSMFAaZ+ESEN08Hfo0CF0794dcrkc3t7esLe357wuZXqQl5dXnoHJihUrYG9vj//973+SfW5+py6VLXfAa+y0T009fx8+fEB0dLTa8Xfq3L9/X1BZUcqePyoioD9+8FevXj3O1Ap8NjY28PPz4zy5ffv2rai/p66VPvlGjhwpKOiSm7e3N06cOKE1Q6F69ero168ftm3bplq3YsUKfPPNN4KU1vzs8uXLnADdxsYGdevWNWOLTMuSe/7OnTvHOR9aWVlpfMipK5lMBmdnZyQmJqrWWWLwp1AoEBsbK0jLJYWLup6/169fIy0tDY6OjmZoESH5k+jgb8qUKfjss8/w119/SX4iVigUUCgUiI+Px65du3Ds2DGsWLFC63vOnj2LypUr4++//8acOXPw9OlT+Pn5YcCAAZg9e7agtPSzZ8/g6emJxMRElCpVCn369MHUqVPzPHFkZGRwCqgoL5ZZWVl6TWGgjXJ/+u736NGjnGVlGptyf56enpzXIyMjDfoZ+JUBixUrhqysLJQqVQoODg6cG5br16+rCs/k5cqVK5zlUqVKwc3NTe+28ufCMvTnLswuXbrEWa5bt26ev8vixYtzLt6vX78W9ft/+fIlZ9nf31+n9wcHByMwMFDwfmWbjh49ikqVKuW5r2nTpmHHjh2qid4zMjIwc+ZMrFq1SrWNoceuufFTYWvXrg0bG5t8+/OIValSJc7y48ePkZycLHjIaQ7883rdunXh6upq8N+GH/x9+vRJkr93fHw8Z1nMuVtdoPj27Vu9in3pKr8fu4WBpkJhDx8+FDy4IYWDpR23ltKOvIgO/p48eYI9e/YY5Qnc6NGjVdX47Ozs8MsvvwjKtfO9e/cO0dHRGDt2LObMmYMqVarg5MmTmD9/Pt68ecN5Ut+kSRP07t0blSpVQlpaGo4cOYKFCxfi/PnzOH36tNaei3nz5mHWrFmC9f/884/G8vaG4o/b0wVjDIcOHeKsK168OKeiIf8mODY2FgcOHICNjV5ZwIKn4/Hx8arPK1GiBJ49e6Z6befOnTrPk7Znzx7Osp+fn6Ayoxj8Co23bt0yaH+FlVwu58y1BOT0QuT1u+SnbJ09e1ZQEVYb/vjP1NRUnf9+n332meB7X6xYMUybNg3Pnz/XuapjSEgIjhw5olretGkTgoKCBGMa9Tl2LcGBAwc4y76+voXqGElNTeUsy+VybNiwAYGBgeZpUC5///03Z7l06dJG+ducO3dOkhsYfiGOjx8/imqvq6sr55wdHh6ON2/eGNyuvOTXY7cwUPcADwB27NghGBZAChdLOW751xBLJfpuv1SpUpJVA+ObPHkyhg0bhqioKBw8eBBjxoxBSkoKJkyYoPE9CoUCSUlJ+PPPP9GnTx8AOU/6U1JS8PPPP2PWrFmqMuX84jEdOnRAYGAgJkyYgP3796Nbt24aPycsLAzffvutajkxMRH+/v5o06YN3NzcDPmxBbKysnD8+HGEhITA1tZW1Hvv37+PuLg4zrqxY8dynmhHRUXhm2++4WxTt25dFC9eXK/2zpkzh7PctGlTdOjQAQCwb98+TvCXnZ2tei0v8+fP5yx36NBB5/eqc+/ePezfv1+1bGdnZ9D+Cqvbt28LAvhRo0blOX7v+PHjnB5DBwcHUb9//nkgJCRE5/fXqVMHx44dUxVpKVu2LI4ePapz6qhS7dq1VQ+PgJzzz+nTp7F9+3YAhh275qZQKDB48GDOur59+xa6YyQsLIyTYuzh4WH238GHDx8Eac+jR49Go0aNDN53sWLFOFOoVKxYUZKfd8mSJZzlevXqidpvyZIl8eDBA9VyYGCgUf8O+fnYLQzS09M1TrHj5uZm9mOUmIelHbe5sygsmejgb/LkyVi8eDHat28veY9XQECAqoiD8kAOCwvDoEGDNI4TK1q0KD5+/CiY66h9+/b4+eefcf36da1zVA0YMAATJkzApUuXtAZ/9vb2alN/bG1tjfaF02ffZ86c4SyXLFkS1apV44zF9PX1FRTfiI+PF30jrMQfO1e8eHFVu2vVqsV57c6dOzr9THK5XFB4ol69egb9rv38/DjLMTExFnGyyG9u3LjBWS5VqpRO4974vXwfPnzQ+fevUCgET/3LlCmj8/tLliyJw4cPY9WqVShatCgmTpyoV/ZCQEAAxo0bx3kwsXv3boSFhXHGLxrzvGAs9+/fF1RobNq0ab77OQxVrVo1TqD18OFDs/8OTp8+zVl2d3dH48aN9c7WyI0/3UNGRoYkPy//JsjT01PUfn19fTnBX2xsrEn+Dvnx2C0M1E31o/Ts2TP6mxVylnLcWkIbdCH6ynH58mVERUWhXLlyCA4OFoyjkslkWL58uSSNq1+/PlavXo3nz59rDP5q1KghGHMGQFWVT1sqZ266bmfp+PP7hYSECIrwWFtbo1ixYpxCLfoWfWGMaZzqARBW/Lx37x6ys7PzvGl5+PChoJKsIZU+AZrqQSpi5vfLjR8gipnoPSoqijPmFtC94ItSvXr1UK9ePVHvUef777/H6tWrOYHSlClTOOmg+RF/ioeAgIACVcxGV9WqVeOkzltC0Rf+FA+tWrWSJPADhNM9WMI8fwBN9E64tF0vqOInIeKIvnrkLsDy559/Cl6XMvhTjsMrU6aMxm169OiBf/75B0eOHEG/fv1U6w8fPgwrK6s8b/a2bNkCAAVi+ofMzExBKfDc8/vl5u3tLUnwl5iYKLgpz53+xw/+MjMz8fjxY1SpUkXrfvmTu/v7++tcJVQTdcEfY6xQTGAtJX2DP/64OG1Pcvn44zlsbGzg6+ur8/ul5OHhge+//x6TJ09WrTt69CjOnj0rSRqeuRTm+f1ys7SKnwqFQjCexdApHnLj9/xZwjx/AM31R7jUTfOgRMEfIeKIDv5ypwpKZcSIEXBzc0P9+vXh4+ODmJgY7Nq1Czt27MDEiRNVN+1Dhw7Fli1b8OzZM9VT/y+//BJr1qzB6NGjERMTgypVquDEiRP47bffMHr0aNV2586dw48//ohu3bqhTJkySE9Px5EjR7B27Vq0bNlSMIlzfnTx4kXBhbt169Zqt/Xx8eHMYaXvhVXddAm5n9gWLVoUJUqU4Dy1u3XrVp7Bn5STuyvxg7+MjAwkJSVJPmazIEtOTsa9e/c46/QN/pKSkpCYmKjT758/3snf39+sc36NHTsWy5cv5xw3YWFhgvS8/ISCvxz84O/FixdITk4WBEmmcuPGDdVYVSX+MAdD8Hv+pAj+GGOCtE9Dgz+amqdw09bz9/HjR52vJYQQwCJyHRs1aoTLly/j66+/RuvWrTFs2DB8/PgRW7duxcKFC1XbyeVyyOVyVUonkJNfe/z4cfTp0wc//fQTOnTogL1792L+/PmcHkg/Pz9YW1tjzpw56NSpE3r16oXz589j9uzZql7C/I7/dLh27doae8ukeqrKf5+Li4tgLCi/9+/27dt57pff82doyicgDP4ASv0U6+rVq4J54HQNzPnBH6B76qc+E7wbk7OzM6ZPn85Z9++//+bbypgxMTF49OgRZ11hDf4qVaokuB7wH3iYEj+Vv0KFCpJWHzVG8JecnCx4UEw9f8QQeV0rnj59KsnnyOVyHDt2TPAwjJCCRJpBAwb68ssv8eWXX+a53ebNm7F582bBek9PT6xevRqrV6/W+N5y5coJpkAoaPjBn6aUT0C6C6u28X5KNWvW5IyHyiv4k8vlgqIiUgR/Li4usLe356SpRkdHo2zZsgbvu7Dgp3zWqFFD58l1nZyc4OHhwZn/6927d6hcuXKe79V3gndjGjZsGBYvXowXL16o1k2fPl3tlDCWjj9vo5OTk+ChTWHh4OCA8uXLc4Lhu3fv6tzDLTX+eD8pUz4B4wR//PF+AI35I4bRlvYJ5EwtIkWGUPfu3VVT3uTX83l+oVAoEB0djVevXuH169d4/fo1Xr16BYVCgc6dO2u9hyWG0Sn4K1OmDPbu3YuaNWuidOnSWsdIyWQyTml/YhpxcXGCSdHFBH/6ptTwL8jqyv3zbyL5VTz5njx5IrgBkeKkLpPJ4O3tzakaST1/4ug73k+pRIkSguBPF/yeP0sI/uzs7DB79mwMHDhQte7OnTs4d+4cOnbsaMaWicd/yl2/fv18U7XMGKpVqyYI/swhKSlJ8LeRMuUTMF3wJzYlT901isZoF155XSukGPd3//59zlynS5cuxfTp0806xCC/y87Oxvnz5/H8+XNOgPf69Wu8efNGUDNCafXq1YiIiCi0GSjGplPw17x5c9WJu3nz5nTytUCnTp3ipMM6ODigSZMmGreX6qmqLj1//ODv3bt3iI2NFVSKVeKnfBYvXlyy4h7FihWj4M8A/OCvfv36ot5fsmRJzo20rkVf+D1/5k77VOrbty8WLFjA+Zm2b9+OOXPm5Kvg6dy5c5zl/Fy4RgrVq1fnTKpuruDvzJkznAnXbW1t0aJFC0k/wxjBH7/Yi4uLi+gbaH7wl5mZiYSEBHh4eBjaPJIP8Xv+ihUrxrl+SxH88e89kpOT8fbtW4t42JgfRUVFoVGjRnj+/Lno92ZnZ2PJkiUU/BmJTsHfpk2bVP+vLu2SmB8/5bNZs2ZwcHDQuL2xxvyp6/mrWLEi7OzskJmZqVp3584djTcxxhjvp0TTPejv7du3gguwPj1/ueXnnj8gZ9qUH3/8EV26dFGti4yMxLfffovly5drPQYtRXp6Oi5fvsxZ17RpUzO1xjJYSsVPfsrnZ599JnnhGVP0/Ikd7weof5AYFRVFwV8hxBgTXCtatGiBXbt2qZYfP35s8Oeoy0p6+vSpxVxv8pvly5frFfgphYeHIyEhQXTKOMlb/q9yQsAYUzu/nzb8IC06OlqvSq669PzZ2NigatWqnHXaUj+NUelTiR/8UQU53fF7/dzd3VGxYkVR+9Bnrr/k5GTExcVx1llKzx8AdOrUSdBTtnbtWgQFBeHq1atmapXurl69ynkwI5PJCn3PHz/4+/jxo6Dipinwz+tSp3wCxpnnz9A5/gDA0dERrq6unHU07q9wSkhIEMz7y394LEXPn7r7EhrGpD/+UCRNbGxsULp0aTRv3pyTMZOZmYk9e/YYq3mFmt4FX+7du4dXr14hPT1d8Fr37t0NahQR59mzZ3j58iVnndjgTy6XIzY2VvRcerr0/AE5RV9yF3HRVPRFoVAIgj/q+bMM/OCvXr16oqvk6jPXHz/lE7Cs4E8mk2H+/Plo3rw5Z/2DBw/QsGFDTJ48GVOnToWdnZ2ZWqjd+fPnOcs1atQo9E9ay5YtKygOde/ePcHf2JhevHghuKGVutgLYJx5/qTo+QNyridJSUmqZQr+Cid1xV74x2JcXJzW4SR5YYxp7Pkzt6ysLFhbW+e7qvQPHjzgLDdu3BhBQUEICAhQ/StVqhR8fHxUaeFdu3bF/v37Ve/Ztm0bhgwZYtJ2Fwaig79nz56hZ8+eqpv33OPMgJwbIblcLk3riE74KZ/e3t6oXr261vdoSqkRG/zp0vMH6D7dw9OnTzkXe4CCP0vBTw3Up/qhPmmf/JTPYsWK6Vxh1FSaNWuGtWvX4n//+x8nYJDL5ZgzZw7Cw8OxZcuWPI9Lc+CP99M2VriwsLGxQeXKlXHz5k3Vurt375o0+OP3+hUrVgy1atWS/HNMMebPkOAv9803BX+FE/864eXlhYoVK8LGxgbZ2dmq9U+ePNE7+IuMjFR7P2DO4I8xhtGjR2Pt2rUoXbo0fv31V7Rv395s7REjMTFR8HB3zZo1gqwKvn79+nGCv9OnT+P9+/coXry4UdpZWIl+jDBixAh8/PgRy5Ytw9GjR3H69GnOv1OnThmjnUQLdVM85PWEyNbWFp6enpx1+lxYde354wd/d+/e5Zy0lfi9fj4+PvDz8xPdLk34wSkFf7pJT08XpHDoE/zx0z6joqI4KYfqWOI0D+oMHz4c//33n9qpQ27cuIG6detiwYIFFvVwTKFQ4MKFC5x1hX28nxL/JuXOnTsm/Xz+eD9dzuv6sNQxfwBN9E5y8Hv+SpQoARsbG5QpU4az3pBxf5qGopgz+Dt79ixWr14NhUKBZ8+eoUOHDpg8ebLaeydL8/DhQ86ylZUVypcvn+f7OnXqxEn3Zozhr7/+krx9hZ3oK8nly5exbNkyjB07FiEhIWjevLngHzGd7OxsQcCt69wohlb8zMjIEFzkde35S09PV3tSVVfsRcrqstTzp58jR44gNTVVtSyTydCwYUPR++H3/DHG8OHDB63vsbQJ3rWpUqUKFixYgOnTp8PGhptYkZmZiUmTJqFJkyaSFCeQwt27dwXHMPX85TBn0Zfs7GycPHmSs84Y4/0A0wR/+qYR01x/BBD2/Cl7gfjBhCHj/jQFf8+ePRNkuJkKPysDAObNm4eWLVvqXCzNXO7fv89ZVqbS58XR0VEwdGzbtm2Sto3oEfwVK1ZM76d4RHpXrlwRXGhbt26t03sNrfip7imspp6/YsWKCXrw1KV+GrPSp7IduUVHR5vtxJ6f7Ny5k7PcrFkz0SnCAODp6Sm4AOR1EcsvPX9KNjY2mDp1Kv777z9BoSMgZ0L1WrVq4ddff9WryJKU+OP9SpcuLQjQCyt1wZ+pzhX//fcfEhMTOeuMNeExP/jLyMgwuHfaWD1/hSX4UygUiI2NNXczLAb/GqE8R5ki+EtNTcXHjx/13q8hNLXp3LlzqFWrliA7wJLwx/tVqVJF5/f269ePs3z9+nVBTyIxjOjgb9SoUVi3bp0x2kL0wE/5rFKlis43b1IHfzY2Nlqf8OY12TtjzKiVPgFh8JeWlibJk+6CLDU1FQcPHuSs6927t177kslkgtTPvIq+WOo0D3kJCgrCtWvX8MMPPwjS9dLS0jB27Fi0bt1aUKzJlGi8n2b88ZmfPn0y2dN2/k1djRo1JE1/z40f/AGG9/5JOeYvt8IQ/L18+RLly5eHl5cX2rVrJ6hyWRjx0z6VPX8VKlTgrDdG2idgvtRPbW2KiYlB+/btMXXqVItMA+UHf5UrV9b5vS1bthQc+9u3b5ekXSSH6OBv4sSJKF26NOrUqYOpU6di6dKlnH/Lli0zRjuJBvzgT0w1OEPHU/AvxN7e3lrHpNSsWZOzzO/5e/78ueCJsbF7/gBK/czLoUOHODeDVlZWBlX0FVv0xVIneNeFvb095s+fj3PnzqFcuXKC10+fPo0KFSqgffv2WLdunUnHNDHGBMEfjff7P/7+/oKpBkyV+mmKKR6UjBH80Zg//X333XequdGOHTuG+fPnm7lF5iem50+f3vmMjAytPUvmCP5SUlIEn8uf45Ixhh9//BGtW7fOc/iEqfHTPsX0/NnY2KBPnz6cddu3b6csLQmJDv7+++8/bNmyBTdu3MBPP/2ECRMmCP4R00hKSsKlS5c468SkBhn6VFVd8KdNXj1//JTPYsWKCXqJDOXm5saZRwag4C8v/JTP4OBgjem9uhAT/GVnZwtezy89f7k1btwYN2/exP/+9z/Ba1lZWTh69ChGjBgBPz8/tGjRAr/88gvevHlj1Da9evVK8Lulnr//I5PJzDLuLy4uTlBcyRhTPCipC/4MnetPqjF/ha3nLyEhAeHh4Zx1S5cuLfTXKHUFXwBhz19ycrJeKZr379/XmupsjuCPn2ZuZWWFu3fvonPnzoJtIyIiUKtWLZw4ccKUTdQoLS0NL1684KwT0/MHCFM/nz17Jqg4TvQnOvgbM2YMvLy8sG/fPjx69AgvXrzg/FM+sSLGd+bMGU53v62traiCO4YOpuc/hc0rIOAHf2/evEF8fLxqWV3Kp5TFXoCcGzqq+Km75ORkHDp0iLOuV69eBu1TTNrnu3fvBOPi8lPPX27Ozs745ZdfcPLkSY0/g0KhQEREBMaNG4eAgADUr18fCxYskGQCYz7+eL+iRYuiUqVKkn9OfmaO4O/kyZOc77yjo6NRg3J7e3vVHFtKltLzxz9Xp6SkFOg0/T179giqHycnJ2PevHlmapH5ZWdnCwI6ZdpnyZIl4eDgwHlNn3OltvRKwDzBH79NFSpUQPHixbFv3z4sWbJEUFAsKioKbdq0wYwZM8xeUfrx48eC67bYa0u9evUE2TJU+EU6ooO/e/fuYeHChejcuTPKly+PUqVKCf4R0+CnBjVu3FjtU1xNTN3zV6lSJUGvW+7y6cYu9qJEFT91Fx4ezhlzYm1tbVDKJyCu548/3s/JyUnveZwsRcuWLXHnzh189dVXeU78fuXKFUyaNAkVKlRA9erVMWPGDMkesKkb7yf1w5b8zhzBH3+8X/PmzQU3uFKSyWSSV/w01pg/oGD3/mka17Ry5UqjZwJYqsjISEEgobyGWFlZCQIEfcb98QMt/nnw2bNnovdpKH6blMNmZDIZvv32W5w9exb+/v6cbRhjmD17Ntq0aWO2IjWAcLxfQEAAXFxcRO1DJpMJev927NhhkeMb8yPRwV9AQADl3VqICRMmYM2aNejZsyc8PDxEpwapC/7E/G3F9vzZ2toK8r6VJzjGWIEP/hhj+PPPPzFlyhRBPryl2rFjB2e5devW8PLyMmif/J4/bcGfuvF+BSFAcXNzw6pVqxAdHY2//voLn3/+eZ4Pbu7evYvZs2ejSpUqgl47ffD3QeP9hPjBX17pYYZijAmCP2OO91OSMviTy+VISkrirNM3+HN1dRUEvgV13N/Hjx9x+vRpta9lZGRg9uzZJm7R/3nz5g1u3Lhhlns/fsqnra0t5xokRcVPfqDVqFEjzvLTp09N/rNrCv6UGjVqhBs3biA0NFTw3lOnTqFWrVp49OiRUduoiSHFXnLr378/ZzkqKkowBQ7Rj+jgb9KkSVi8eDHS09ON0R4iQqlSpTBixAjs2rUL0dHR+Oabb0S9nx+sZWZmCtJ1tBHb8wdoLvry6tUrTgooIH2lTyVzBX/Lly9Hv3798NNPP6FRo0YWfxOTmJiII0eOcNYZmvIJqO/503RhzW/TPIjl5uaG3r17Y+fOnYiOjsb+/fsxaNAgwcD+3KS4EYyNjRU8gKDxfkL84C8tLc2oQxsePnwoSIPOb8EfP/AD9A/+ZDJZoRn3t3PnTq1Tv2zatMks84P+8ssvKFu2LIKCgtCxY0eTB0H8h4N+fn6cwnKGBn+MMUHxuR49enCWP336ZNKpNxQKhaBN/GEzQE6q/oEDB7Bw4UJB6nZkZCQGDx5sloCdf23RN/irUKEC6taty1lHqZ/SEB38Xb9+He/evUPZsmUxYMAAjB07lvNv3LhxxmgnyYO1tTWcnJxEvUddsCYmIBHb8wcIT2DKExy/18/T09NoN/r84M8UQVhWVhZ++ukn1XJiYiL++usvo3+uIQ4cOICMjAzVsq2tLbp162bwfvnBX2ZmJmJiYtRum58meDeUo6MjOnfujM2bNyMyMhL//PMPvvrqK7XH1alTpzT+znRx4cIFwWcb62FLfubt7S04Xxgz9ZPf61eyZEmTjMOUMvhT9wBR34IvQOGZ6J2f8tmmTRs4OjqqluVyOaZNm2bSNv36668YN24csrKyAACHDx+WJOtADE3FXpQMne7h/fv3gsCuY8eOgiEqphz39/LlS8FDFP6DcyUrKytMnDgRERERgt/NpUuXsGfPHqO1UxND5vjj46d+7t27F6mpqXrvj+QQHfytWLECL1++xIcPH7B9+3asWLFC8I/kD05OToI8bDEXVn16/vjB3507dyCXy9WmfBorvc8cPX///POP4HNu3Lhh9M81BD/lMyQkRGuPlK58fX0FU4JoSv0s6D1/mtja2iIkJASrVq3Cu3fvcPbsWcGN4N69e/XeP3+8X8OGDQU3OyQHf74/YwZ/6qZ4MEWas5TBH3+8n0wmEz3eJ7fC0PP3/Plz/Pfff5x133zzjeBh+s6dOwWF0Yxl9erVGDt2rGA9v8K4sfGvDcpiL0r8nr+nT59q7UHl46dXuri4oFy5cihdurRgv6bCb5Onp2ee8zd/9tlnuHnzJsqWLctZHxYWpgreTSE7O1sQgOvb8wcAffr04dwvJCcnC+YdJuKJDv4UCoXWf+auMkTE0ffCqlAoBMGMLj1//KdXaWlpePbsmdEnd8/NHNU+f//9d8G6mzdvGv1z9ZWQkCDohdB3Ync+W1tbwXdFU8XP/DrBu5Ssra3RtGlTdOjQgbN+165deu+T5vfTnamKvqSnp+PMmTOcdcac4iE3Y/b8ubm5aZ3/NS+FIfjjZ4EULVoUrVu3xvfffy/oNZ06darR27Nx40aMGjVK7WumCj6VNM3xp8Tv+cvIyBBVHIcfaNWoUQNWVlaCIMqURV/UjffT5SGQl5eXoDLskydPsG7dOknbp82zZ88EwaYhwZ+fnx9atmzJWUcTvhtO/zOyDhhjGDJkiOAGjlgOfS+ssbGxgqdrugR/3t7egu1u3bplsmIvgOl7/hISErB//37B+nv37gnKeluKffv2cU7gdnZ26NKli2T716XiJ2MsX0/wLjX+eEt9Uz9TU1MFxxuN99PMVMHfhQsXOJV1rays0Lp1a6N8Fp8xgz99x/spFYaJ3vk3s59//jlsbW3h4eGB77//nvPakSNHBA9vpLR161YMGzZM4+umDv74aZ/8nj8fHx9Bz7KYcX/8sXXKB9T8KqKm7PnT1CZd9OzZE/Xr1+esmzlzptqxuMbAT/n09vY2uEI3P/XzyJEjiIuLM2ifhZ1Rgz+FQoEtW7YYNDaFGJe+wZ+6CzA/qNKEn/p56NAhwXekIAV/u3fv5oydU8rKyrLYqp/8id3btWtn8E1cbrrM9RcXFyfI7S+MPX9KoaGhgtTPffv2id7Pf//9xymXbW1tjYYNG0rRxAKJH/w9fvxY7fFsKH5Pe7169eDp6Sn556jDv3k2ZJJ3qSZ4V/L19eUsm6vqpLHcuXMH9+7d46zr27ev6v/Hjh0ruE6HhYUZ5Xfw119/5Vkk5PHjx0hMTJT8szXJq+dPJpMJev/EBH+aqmqaM/jLq9KnNjKZDIsWLeKsi46OFqwzFqmKveTWvXt32Nvbq5azsrIMynwhRg7+ABSok3RBpO9TVX6Q6OnpqfOYIf6JjH8QFylSRJBvLyV+8JeSkmLUAcRbt27V+JoljvuLjY3F8ePHOeukSvlU0qXnj9/rZ2VlJXjqW5g4OztLkvrJL9hQq1YtuLq6GtS2gqxq1aqc5ezsbKM8tOEHf6ZK+QSMO+bP0IdG6sru83tG8rM///yTs1yyZElOT7yzs7Mg1fPChQs4fPiwpO34+++/MWDAAEFGz4QJEwQTiuc1KbqU8ir4AgjH/ela9CUtLU0wHYK5g7/ExERBRWExwR8ANGvWDJ07d+asW7JkieB3aQxSFntRcnd3R8eOHTnrKPXTMEYP/ohlk6rnT5diL0r8nj9+4BUUFGTUIgfqeiiN1fv38uVLnD17VuPrljjub+/evZyeIQcHB3Tq1EnSz9Al+OOni5coUaLQFyX5/PPPOcsnT54UnVlB4/3EcXNzE4z/0TQfm74+fPggCGhMMcWDkiWnfdapUweBgYGcdQXlqb9y7tfc+AUuAGDEiBGC38GUKVNEFTbR5sCBA+jTp4+gZsPEiROxcOFCwQMQU6V+pqamCh4mqHsAqG/P37179zi/Q5lMpurp5wd/MTExoqbC0tedO3c4yzY2NnoFUPPnz+d8j1JTUzFz5kxDm5cnqeb44+PP+Xf27FkaUmYACv4KOX3LaPO302W8n5K6+WpyM2bKJ5DTs8h/kmms4O+PP/7Q+rol9vzxUz47dOggec+QLmmfNN5PyNDUz+zsbFy8eJGzjsb75a1Vq1acZX7PuKH4+3NzcxOM2zEmSw7+ZDKZ4KHHzp07C0RW0aVLl/Dy5UvOutwpn0p2dnaYNWsWZ92tW7cE52p9HDlyBD179uQ88AOAcePGYcGCBZDJZIICbKYK/tQ9FFQX/Onb88fvwSxbtqwqBTowMFAQhJui6Au/TZUqVeKkPOqqcuXKgrGbGzZsMOpQE4VCYZSePyDnPoR/LrH06bIsGQV/hZw5ev4qV64sCL5yM/Z8YzKZzCTj/hhjgiqf/B6EmzdvSvb0VgrR0dE4deoUZ53UKZ+AfmmfhXm8n5KLi4tBqZ+3bt0SjOei4C9v/MIrZ8+elXTcH3+Kh1atWpm0l9uYwZ+hY/4AYY/3kydPCkTqJ7/Xr2LFiqhdu7babfv37y/ogZs2bZpBZfxPnDiBbt26CfYxatQoLFu2TJWBY67gj5+m6OrqqvZBJD/4e/HihU6/F22FVezs7AQPHE2R+qmu+qi+Zs6cyZn/WaFQYNKkSXrvLy9v3rwRZHJJ1fNnb2+Pnj17ctbRhO/6o+CvkNM3+DOk58/Ozk7rCcHYPX+AaYq+XL58WZB+Mn/+fM5yUlISXrx4Ifln62vPnj2c1B8nJyeEhoZK/jn8nr9Pnz4JghKa5kE9damf/EmKNeGP9ytfvryoY7ewCg4O5qSip6amSjbfmUKhEPT8mXK8H2DZY/4AoG7dugUu9TM7O1vQc9e3b1+NQx6sra0xd+5czrqnT59i06ZNen3+mTNn0LlzZ8FDjGHDhmHFihWcdvCDv/v375tkou28ir0o8dM+s7OzBT2q6uRVWMUc4/4MKfbC5+fnh++++46z7uDBg4iIiNB7n9rwexXd3Nzg5+cn2f75qZ+3b9826ryrBZnRgz9TTFBL9Me/8UtJSdHpwm9Izx+g+WmWuvE1xmCK4I/f61euXDn06NFD8NmWlPrJn9i9Y8eOghtDKai7iPMv9JT2qZ661E9dJ3yn8X768fLyEvTInDhxQpJ9X7t2TXA+NeV4P8Cy0z6BnPsI/lP/Xbt25evUz9OnTwseoqpL+cytS5cugnTg2bNnc6YI0cX58+fRsWNHwfsGDRqENWvWCNId+fPMKRQKwdg0Y9Cl2AuQU3COXxk3r3F/jDGLC/7kcrng92pI8AfkjNvk33NMnDjRKMeOupRPKWOAZs2aCb4DlPqpH6r2Wcipe+qvS8VPQ3r+AM0ntNq1axs0IbCujB38ZWZmCk5KAwcOhEwmQ61atTjrLaXoy8ePHwVPBPlzy0nF2dlZcFPID/6o5089fVM/GWOCnj9K+dQdP/VTquAvPDycs1ypUiWjVjtWx9KDP0DY4/348WOTBCDGwk/5rFOnjqAHi08mk+Gnn37irHv37h1Wrlyp02c+fvwYYWFhaN++veBv3K9fP2zYsEHt9dfZ2RmVKlXirOPPFWoM/GuCtmrPYou+vHnzRtBLzX8obeqJ3p8/fy7oUTU0+HN1dRUUerly5YpRes6NVexFydraGn369OGs27Fjh0UNnckvjHqXbW1tDYVCYfQxXER/rq6ugsHEuqR+GqvnzxQpn4Aw+JN64mB1k5AOGDAAAAQ9CJbS8/f3339zTqLqggwpaSv6kpaWJvibUM/f/9En9fPp06eCY5t6/nTHD/4uX74sSfW/Q4cOcZaNkWadF0ue50+pXr16ggdA+TX1Mz09HXv27OGsy6vXT6lVq1aCAkTz5s3TOPdecnIyNm3ahKZNm6JixYqYP3++4O/bs2dPbNmyBdbW1ho/1xzj/nRN+wTEF33h9/q5u7sLvl+m7vnjt8nb21swz6U+hg8fLvj9hIWFITMz0+B958ZP+5Sq2Etu/NTPV69e4eHDh5J/TkGnuepGLrNnz9Z5hzKZDNOmTdO7QcS0ZDIZfHx8OL0seQV/jDGj9fyZK/iTuuePn/LZpEkTlClTBgAstuePn/LZuXNnTnqh1EqUKMGZ3Dj3hf7NmzeC7Sn4+z+hoaFwcHBAeno6gP+r+jl06FCN7+H3+vn4+JgkxbqgaNKkCezt7VVjpBQKBc6cOYMuXbrovc/3798LelD481mZgqWP+QP+L/VzyZIlqnW7du3C7Nmz893wkiNHjnCCZJlMJqqw1k8//YQGDRqolmNjY7FkyRJVRVDGGC5evIiNGzdix44dWoP5Ll26YPv27VqLsAE5wV/uAhumCP74aZ9S9vzxi73UqFFD8D3iB3/v379HSkqKUYZCANKO98vN1tYW8+fPR48ePVTrnj9/jtWrV2Ps2LGSfAZjzOg9f0DO/VOlSpU4Ad/Zs2cxYcIEyT+rINMp+BMzNwgFf/mP2OAvJSVFMFZAbM+fj48PihUrJgi6TNVLbMzgLy4uTpDKNXDgQNX/83v+3r9/j6ioKNG/Qym9e/dOEBwYK+VTSVvFT/54Pw8PD5qIPBcXFxeEhobi77//Vq3btWuX1uBP3Xi//HbTbE6Ojo5o0qQJTp48qVp3/Phxg4I//kTd7u7u+Oyzz/Ten77yQ9onkNPjnTv4e/ToEe7cuWNQRURz4Kd8Nm3aVJAJoU39+vXRtWtXzjQvS5cuxeeff44jR45g48aNOvWGDBgwAOvXr9epsiz/wezdu3eRkZGh1zQEujJlz5+6QEv5wDa358+fo3r16lr3rS9jBX8A0K1bNzRq1Igz1c/s2bMxaNAgSY7RyMhIxMfHc9YZI/iTyWTo378/J864cOECsrKyCv08wGLolPapUCh0/sefJJRYPrEVP9W9LrbnTyaTCS7YLi4ueY55kAo/0JIy+Nu5cycnncLe3p6Tple+fHlO+WXA/Kmfu3fv5ozPdXNzM3rRCW1pnzTeL2/81M8TJ05oTf2k8X6Gk3rcHz/ls23btma5geEHfxkZGXpdy7OysgRjlqQM/urXry/IAMhvqZ9JSUk4ePAgZ12/fv1E72fu3LmchzfJycmoXr06vv/+e62Bn5eXF7799lvcuXMHW7du1Tl442esZGVlcTI3pMYY07ngCyAM/l6/fq3KjFBHl0DLyclJ8JnGTP00ZvAnk8mwaNEizrrY2FgsWLBAkv3ze/0cHR2Ndt3mHy9JSUmSz71a0NFUD0QQuOU1/o0f/Dk6OuqVBsE/sdWqVcskxV4A4/b8bd26lbPcqVMneHh4qJatra0Fga+5Uz/5Jce7dOkCBwcHo36mmJ4/SvkUUqZ+Kmmb8P3jx4+CNCga7yceP/h79OiR2hRlXWRkZAhuWMyR8gkIgz9Av94/dePOpBrzBxSMqp/79+/nBCU2NjaCn0kXVatW5WSUaGNlZaXKFHj37h2WLFmCatWqifo8d3d3QRqkMVM/Y2NjBWPStKV98oM/xpjGAi0pKSmC86Gm3mNTFX2Jj48XPPSUukf7s88+Q7du3Tjrli1bxnnwqi9+8FexYkWtY0gNUaZMGTRs2JCzjt+bTrSj4I8IesHy6vnjB4c+Pj56pY/xT0L6XAD1xQ/+kpKSJJm0+enTp/j3338567744gvBdpZU9OXNmzeCNhtjYnc+McEf9fwJian6eeHCBcF781uqnCWoXbs250EOAE4aqBgRERGcAEsmk6Fdu3YGtU9fUgV//PF+gLQ9f4AwHf3Ro0f5aq6v7du3c5bbtGmDokWL6rWvWbNmae0pLleuHH766Se8fv0a4eHh6N69O+zs7PT6LMC0RV/4KZ8ymUxr8RNXV1fB65rG/d29e5fzwMDKykpjMGyqoi/8MYi2traCCqtSmDdvHicoS09Px/Tp0w3erymKveTGL/xy8OBBgwpVFTaigz+5XI6ff/4Z9erVg7e3N9zc3Dj/pD7RE+MzNO1T37FqTZo0wdatW9GlSxf89NNPGDVqlF770Qc/+AOk6f37448/OMteXl5qb+gsqegLP2AoUqQIQkJCjP65/LTPjx8/IisrCwClfeqKfyOsqeonf7xf48aN8yzwQISsra3RsmVLzjp9Uz/544IbNmyo9rxkClIFf/zxftbW1oIUd0Pl59TPmJgYQW+vPimfSoGBgRg3bhxnnZOTEwYNGoSzZ8+qpnbQli4phimDP37Kp7e3d54p0boWfeEHWuqGYiiZKvjjp3xWqVLFoEBdk4oVK2LEiBGcdZs3bzZ42hRTFHvJrVevXpwgNjU1Ffv37zfqZxYkooO/SZMm4dtvv4VcLkdISAh69OjB+de9e3djtJMYkdjgT13Pn74GDBiAffv2ISwszCgnOk08PDwEKQmGTvfAGBOkfPbt21ftBYvf8/f48WOzPbXiV/ns1q2bSf4W/BsSxhg+fvwIgNI+dcVP/czOzlab+knj/aSjbtyf2LRDxpgg+DNXyieQMy6Zn3IvRfDn7u4ueVGh/Jz6uXv3bmRnZ6uWHR0dDSoYBOT05MyfPx9ffPEF1q5diw8fPmDz5s1GKejED/5u3brF+XmkJKbYi5KuRV/EjK0zV8+flOP9+GbMmMF54MMYww8//GDQPvk9f8YO/ry9vQUPqXNXoyXaiQ7+tm3bhkmTJuH69evYtm0bNm3aJPhH8hdz9fyZk5WVlSDVxtCev3///RfPnz/nrFOX8gkA1apV4wSfjDGzTFj84sULXL58mbPOFCmfQE6vKD/IfPfuHeRyuWAMAvX8qadL6mdSUpIgrZjG++mPf8MR+f/au+/wqKr8f+DvSTKZJCQhJKEECCSRkBhCEZauEqT3sq7iqousqAiWFbGw+nsQaS7orooouEVYAQsLrCIgNQFEUKRIR5EWWghJMAGSkHJ/f+Q7s7nn3plMuVPuzPv1PHke58ydmTOYm5nP/XzO5+TlOVx2ePz4cZw+fVo25o39/cwMBoMi++fMxSh37fEnEpsdHT9+3K3NR7QilnwOGzZMsceio0JCQvDSSy9hyZIleOyxxxAdHe3S89kiXrQsKytz2x5rjjR7MbM38+dK8Hfu3DlNloi4MidXNW7cGC+++KJsbP369di6datTz3ft2jXLhVszd5d9AvLSz+joaCQmJuriIpAvcDj4Ky0tVVz5JH0Tg79r167Z3PxTy8yfN2nd8VPc2y89Pd3qvoXh4eGKen4t1v2VlJTg3LlzdnfqEwOFuLg4RVmbuxgMBsUH+vnz52Xln2bM/FmntuF7YWGh5fbu3btRXV1tuW00GtGlSxePzc/fpKSkICkpSTbmaOmnmPVr3ry519dgikGIFmv+3LUMpGvXrkhMTJSN+XrpZ25urqL82pWST2+Ij49X/C12V+mnmPmz1ezFzJ7MnyRJqnv8WSM2fJEkCWfOnKlzLo6orKxUXEByZ/AHAJMnT1askXz33Xedei6x5DMkJEQRNLvDyJEjce+99+LFF1/E+fPnsWjRIm5fZCeHg7/+/fvju+++c8dcyEvUMne2SiD9IfMHaNvxs6ysTNEx8w9/+IPNP0Rar/tbv349mjVrhpYtW6J+/fq488478cwzz2DJkiU4dOiQanmOWPI5evRoj7aaV2v6Iq73M5lMuv0d84ShQ4faLP0Uv3B26tRJ83VYgcRgMLi85YMY/A0ZMsTrX1q02OvPnXv81aZW+vn555/79FV/8W9tTEyM1xr8uMJT6/60KPu8dOmSIoN99uxZRVdaW4FWdHS04ruC1qWfP//8s2JbCncHf5GRkYo9uTdu3KjYqsUeYslnamqqR75HREZGYvny5ejRo4fbu5P7G4eDv3fffRcrV67Eu+++i5MnT6KwsFDxQ/oSGxurWP9mq/TTXzJ/WgZ/X331leKqt9iNSqRlx09JkvDMM8+gpKQEQM0Xt507d2L+/Pl45JFH0K5dO0RFRaFbt26YNGkS/vnPf2Lt2rWKD25PlXyaqe31J673S0xM9NgWIHpUV+mnGPxxvZ/rxOBv27ZtNqslaisqKlJ0X/Xmej8zPQV/gP5KP8VW9KNHj3brBunuIgZ/e/fudcvriGWf9mT+brvtNsVFFDFQE8srGzRooPgcErl73Z84p6ZNmyI+Pl7T11Bz//33y777lZaWOtXAytPNXsh1Dn+jio6ORlpaGp577jmkpaWhYcOGih/Sl6CgIIe2e2DmT0ls9NK7d+86SxXFzN+hQ4cU5Y72OnLkSJ0fSGVlZfjuu+/w/vvvY/z48YovnA0bNkSvXr2cen1n2ZP543q/uqlt+F5YWIhbt24pKjW43s91Ymn0jRs37K6I2bBhg6wsOywszGOl1ra4I/hz15o/oKb0U/zS7qulnydOnFBcaHvggQe8NBvXiMHf/v37ZWXlWnEm8xceHq4oBxZLP9XW1tWVdfd08OepEvC4uDjFxUBnOmYy+NMfh3t9T5gwAZ9//jlGjBiB22+/3aMdGsl9GjdujEuXLlluWwv+bt26haKiIsVj9UgM/pzt9pmfn49169bJxuzZfFfM/JWXl+PEiRMOb74L1Oxx46p7773X4+3/1YI/cR81rverm7n001w6ZC79zMjIQGlpqezYnj17emOKfqVhw4bo0KGDrFR78+bNdgXWa9euld2+5557fKIMV4vgz1Nr/oCai5b33nsv3n77bcvYihUrMH36dLe9prPErF/jxo3Ru3dvL83GNWLwZ94wPS0tTbPXqKioUHwe27tdRevWrWUXEMWmL840VhHX/bk7+HN3yWdtI0aMwLZt2yy316xZg6qqKoc2aPf0Hn/kOoczf//9738xZ84crFq1CrNmzcK0adMUP6Q/YgBnLRBSy44Feubvs88+U7Tv/u1vf1vn42JjYxWBjbOln2LwN3z4cMycOROjRo2yO3gS94zzBLWyT2b+HGet9FPc4iEjI8PpDaVJTuz6Ke7fpqaqqkpxocgXSj4B/ZV9AsqM97Fjx3yu9FOSJEXwJ5bb6UlCQoKiUYjW6/5qX4g2s6fsE6i76YszWTYx8/fLL7/YNRd7eTP4Gz58uOx2fn6+Q309bty4oViqwcyf73M4+DMajYqMhasOHDiAIUOGoEWLFggPD0dsbCy6d++u2DDbli+++AK9evVCdHQ06tWrhzZt2uDDDz9UHLd582Z0794dERERiI+PxyOPPOLy/m7+wN7tHsR/K7UtE/RCq26fYpfPkSNH2t1uW4umL1euXMHu3btlYxMnTsQrr7yCVatW4ezZs8jPz8eGDRswZ84c3HvvvUhJSZEdP3jwYI+XfALqmT/xg4TBn33USj+//PJL2RjX+2lHXPf3/fffK4If0e7duxXr4r25xUNtegz+unXr5vOln/v27VMEIHot+TQTu1hrHfyJJZ8mkwmxsbF2PdbWdg/Xr19XBG72BFpi8Hf69GnN9je8evWqYn2jJ4O/2267DW3atJGNOVL6eeLECVmjJYPBoGkWmNzD4eBv9OjR2LBhg6aTuHbtGhITEzF79mysW7cO//73v5GUlISHH34YM2fOrPPxb7zxBkaPHo3MzEx8/vnn+PLLLzFx4kTFAvxt27Zh0KBBaNy4Mb744gu888472Lx5M/r06eOWfVv0xN41f+J4w4YNdduMQ4vM3/Hjx7Fnzx7ZmLW9/dRo0fRl7dq1sj++kZGRyMrKkh0THx+P/v374+WXX8aKFSvwyy+/oLCwEFu3bkVOTg7WrFnjlW6DYvBXXl6uWD/Ask/7qHX9FJu9cL2fdu68807ZsoeqqipZ+ZQaseSzbdu2PvP7rad9/szMpZ+1+VrwJ3aBTk5ORteuXb00G224u+On2h5/9n4+2cr8iXvpBgcHKwIfNWLwV1lZqahQcZa47YTJZFIEsO42YsQI2W3xoqEt4ud1UlKST5Sxk20OL/B54IEH8Nhjj6GiogJDhgxRvRoj/mGoS1ZWluLL6tChQ3H69Gl8+OGHePXVV60+du/evXjllVcwZ84c2aaVffr0URz7wgsvoHXr1vjPf/5jWduUnJyMnj174l//+heefPJJh+btT5zN/Ol1vR+gDP5+/fVX3Lp1y6F1rGKjl8aNGzu0D6Za5k+SJIcCMbHkc8CAAXZ1kWvQoIHX150kJCTAYDDIglfxiiozf/Yxl36uWrXK6jHM/GknIiICPXv2RHZ2tmVs8+bNijKq2sQtHnyl5BPQZp8/T2f+gJqMd+11f0ePHsWRI0fs+lLvCWJn1/vvv9/r23q4Si34c/RzyxZn9vgzEwOngoICFBUVoUGDBoryyrS0NLu2CIiNjUVMTIxsTevJkycVFTTOEOeUmZnp8bX3w4cPx+zZsy23jx8/jp9++smuIJTNXvTJ4ZRNnz59cOrUKbzzzjsYMGAAOnfubPn5zW9+g86dO2s2ufj4+DpPgvfeew8mkwlPP/20zeMuXLiAPXv24OGHH5Y9Z48ePdC6dWusXr1akznrlb3BnzjuT8EfUFOCYa/q6mpFafKDDz7o0B9uMfNXVFTk0BXFsrIyRSZ+2LBhdj/e20JDQ+tcM1pXG276H7H0s7bmzZszkNaYI/v9nTt3TpF58JWST0B/DV/MunXrpqggcDT7d+vWLezbt8/u7TrsVVlZqajmuPvuuzV9DW8Qg79r165puvG5WubPXklJSYr1lObST2fX1hkMBkXTF63W/XlzvZ9Z586dkZCQIBuzt/STzV70yeHg76OPPrL8/Otf/5L9mMecVV1djcrKSuTn5+P999/Hhg0b8NJLL9l8zPbt23H77bdj5cqVSEtLQ3BwMJo3b46XX35Z9of88OHDANQX97Zr185yf6ByNvOn12YvQM3VPPFKpSOln9u3b1cEavZ0+aytRYsWiu6WjpR+ZmdnyzZlNRgMisYfvs5WcJeQkKDLvbC8RSz9rO3OO+/UfcbB14jB37FjxxRZCzOx5DM2NhbdunVz29wcpcc1f4BrpZ+SJOHjjz9G06ZN0a1bNzz22GOalfMBNRkUcdPs3/zmN5o9v7ckJiYq1vprWfrpSubPaDQiOTlZNmYu/XRlSwV3bffgC8FfUFCQ4qKxvaWfzPzpk8O55bFjx7pjHgBqmlQsWrQIQE1G4N1338UTTzxh8zEXLlxAfn4+nnnmGcyYMQMZGRnYsmUL3njjDeTm5mLZsmUAalL/AFTLVGNjYy33W1NeXi5bF1hcXAygpiWxs3uzWWN+Pq2f1xbx3+Xq1asoKytTXEETu3A1bNjQo/PUWlxcnCzbd/HiRbuvXImNXjIzM5GRkeHwv0f79u2Rk5Njub137167MwLi1bnu3bsjJiZGV/9PxCuOtSUmJurqvXjj3K3NZDJhwIABqldte/Tooat/Sz1o166dohxsw4YNqheB1Mqzq6ur3bJHmjPEiwbXr1936PdF/IwEagJKT/zOjRo1Cu+8847l9tGjR/Hjjz/a/Ft++vRpTJo0SZat/fXXXzFnzhx88MEHmsxLbMTVsmVL3f19tuaOO+6Q/dvt2bPHZsmzI86fPy+73aRJE4f+zVJTU2XB2fHjx1FeXq7IvLdp08bu51ULKF39/1hRUaHInDkyJy0NHjxY1iTx22+/xcWLF23u3X3r1i3FVhqpqakenb+3P3NFvjKPurhUWPzTTz+hoKAA8fHxikW2zvjzn/+M8ePH48qVK1izZg2eeuop3LhxA1OmTLH6mOrqapSUlOCTTz7BmDFjANRssH3jxg28/fbbmD59uuyKjbUr33VdEZ8zZ47q/kEbN2502+JWe1qHa0XsQCdJEj777DPFgn3xD1VhYaGidbmehIeHy25v2rTJrtKfqqoqxdqqTp06Yf369Q7PQewMunHjRruuDkuShP/85z+ysVatWunu/4etrmlGo1F37wfw7LkrEq9Qm1VXV+vy39LXpaeny77k//vf/1ZkRcrLy7FlyxbZWNOmTX3q/4dYxnbx4kWH5ieWfALADz/8oPmeaGqqq6sRFxcnu4j7xhtvWL4T1FZVVYWvvvoKy5cvV230tnHjRs3+v4ifEb72/9wV4ufWpk2b0L17d02eWwworly54tC/m3jRevv27fjoo48UTYyuXr1q9/OKmfAff/zR5f+XZ86cUXzfuHz5sld+R27duiXbK7a6uhpvvPGGav8Ms9zcXFRVVcnGzp07p/g+6Qne/MytTcz0+yqngr8VK1ZgypQpsqszzZs3x1tvvaUov3BEixYtLJ3PzKVrU6dOxdixY61efYiLi8Ply5cxYMAA2figQYPw9ttvY9++fWjVqpXlw1gtw1dYWFhnG+GpU6di8uTJltvFxcVITExE//797W7rb6+Kigps2rQJ/fr1g9Fo1PS5ramsrMSjjz4qa7yRmZmpKIsQ93G8++67dVdmWNtf//pX5ObmWm43b97crvezc+dORYnTn//8Z8XVQXsUFhbKSiwuX75s1xz279+v+H2ePHmy7mruDx48iK+//lr1vq5du+rq98sb567o7rvvxoIFCywf4kBN+d2ECRN025nXl+Xm5sqCvxMnTmDQoEGyC4pr166VfckLDg7Giy++qCj59qYbN25g/vz5ltshISEOnXvidgZATXdwexpqaOGBBx7Ae++9Z7l98OBBRXXGjz/+iCeffBI//PCD1efJzc1Fjx49NOlUOmvWLNntIUOG6OrvmS03btyQBbe5ubmK33tniZ+tgwcPdqhT8blz52TNlW7cuKH4jhcfH48HH3zQ7vnWr19fdn5cuXIFAwcOdOlvqrkyzSwxMdEr++2aDRw4EP/9738tt8+ePWvz91W8uJGQkODx+fvCZ25t5qpAX+dw8Ldu3TqMGTMGbdq0wVNPPYWmTZviwoULWLp0KcaMGYM1a9Zg0KBBmkyuS5cuWLhwIU6dOmU1+GvXrh0uX76sGDcHMeYTMzMzE0BNq1/xl/nQoUOW+60xmUyqa4+MRqPbfuHc+dxqryWWQBYWFipeX1wTl5CQ4BMnnLPENYtq71mNWst2Z9szi02Szp07h+Li4jr3TxQDpttuuw3t2rXT3bouW63uk5OTdfn75clzV9SgQQMMGjRI1sSqZ8+eXDvpJuKFx8uXL+Pnn3+WdZsUz9WePXv63HppcX3ezZs3HfodFq94h4aGIioqSpO52eP++++XBX9Hjx7FyZMncfvtt6O0tBQzZszAvHnz7Nqf7cCBA+jXr59L87l165aijX/Xrl11+fdMTZcuXWS38/PzceXKFZcbdJWUlCgydC1btnTo3y09PV12++TJkzhy5IhsrH379g519hb3risvL0d+fr5L71espGrfvr1Xfz9GjhwpC/42b96MyspKRYWUmXjBJyMjw2vz9+ZnrjgPPXD4ksWsWbPQv39/HDhwAC+88AIefPBBvPjii/jxxx/Rt29fu/bls1d2djaCgoJsttP97W9/CwCKcrt169YhKCjI8sW6WbNm6NKlC5YuXSpLU+/evRsnTpzA6NGjNZu3XtXV9KW6utqvtnoAnNvrT5IkxZoqcZ8cR6SlpSm+mIuLwNWIC7KHDRumu8APsN3Jjd0pnfPcc8/JrkhPmDDBi7Pxb61atVJcwKi9FkqSJMXFIl/a4sHM1X3+PL3Hn6hHjx6KxiArVqzAtm3b0L59e8yZM0c18Js4caKiycZ3333n8nyOHDmiKCsVN0fXs5SUFEXVkxZNX9QaJjnS8AVQbvdQXFysKAt0pNkLULPuUFzi42pJsy80e6ltyJAhss+Nmzdv2uxgzGYv+uVw8HfgwAFMnDhRkeo2GAyYOHGiXV9aRY8//jimTJmCzz//HNu2bcPKlSsxZswYfPzxx3j++ectX9AfffRRhISE4OzZs5bHjhs3Dh07dsTEiRPx7rvvYvPmzXj55ZexYMECTJw4Ufbl8S9/+QuOHz+O3/3ud9i8eTOWL1+O++67D5mZmRg3bpzD8/Y3YiAnBnpFRUWKD09fu3rtKGeCv+PHjyvWJLgS/BmNRrRt21Y2VlfHz4sXL2Lv3r2yMT1t8VCbrSunvrIBtt7cddddWLt2LSZNmoSVK1fq9ndDDwwGg80tHw4ePKhoYOFLWzyYubrPnzc6fdam1vVz3rx5yMrKUvy9Bmq+qH7zzTdYsGCBYp9hsVGLM/bs2SO73apVK58q83VVUFCQYqsidwR/DRo0sJp5siYxMVFxQXXXrl2y244GWgaDQfOOn74W/MXHxyv2grXV9VPMXDL40w+Hg7/g4GCrDTEqKiqcqn/u3r07vv/+e0yaNAl9+/bF+PHjcfnyZXz88ceYO3eu5biqqipUVVXJ1qUZjUZs2rQJY8aMwezZszF48GCsXr0ab7zxhqz7F1Czmfy6detw6dIlDBs2DE8//TR69+6NLVu2sCQKykBOzPyJwaDaY/RGDP7U3qOodlkEUJO5cvWKrtpm77aIm0XXr1/foTURvoSZP/cYOHAg3nvvPVY1eIAY/OXk5Fi6vonnanJysk9+SRIzf+Xl5YpmDrZ4Y48/kbjPpVr20mg0Ytq0adi/fz969uwJoKYcs7bdu3fLvmc4Q1xX6A9bPIjUNnt3lSt7/JkFBQUp9uUTORNoaRn85eXlKb5jeTv4A6Do2LpmzRrVjsRVVVU4ceKEbExv/QYCmcORWufOnTF37lyUlpbKxsvLy/Hmm28q/ojaY9y4cdi+fTvy8/NRUVGBoqIi5OTk4KGHHpIdt3jxYkiShKSkJNl4bGwsFi5ciMuXL+PWrVs4ceIEpkyZohqI9uvXD7t27UJpaSkKCgqwZMkS3QcwWqmr7FO8Xb9+fd0HzeL/e3syf2oln66WW4pXUOvK/IlX4wYNGqSbWnNRVFSU6tqgqKgor3yBJHKU2BHv+vXrltJBtZJPXyzPFoM/wLHsn7czf4B66Wdt3bp1w/79+/Haa6/JPrvE/RYLCgpw6tQpl+YSCMGfeNHTHZk/R0s+zWytwQ8JCXHqAoyWwZ+Y9YuIiKgzYPUEsYopLy9PtQz67NmzsqZiADN/euJw8Dd9+nQcOHAAKSkpeOaZZzB79mw8/fTTSElJwf79+1W3QyB9qCv487f1foDjZZ+XLl1S/CF0peTTTMz8HT9+XHGBxezmzZuKtvF6L+tTK/1s2bKlT35JJhI1atRIcdV+8+bNyM/PV5QQ+mLJJ6B98OfpNX9ATcbH3AegtsjISMyfPx/ffPONrBGPWVJSkuJCoCuln2VlZYo95fwx+BMzfxcuXFB8b3CUFpk/ADa3H7v99tudunAtBmfi9iiOEIO/tm3bKrao8IZWrVopMnhqpZ9iyWdsbCwTKTricPB35513YuPGjUhKSsKCBQvw6quv4oMPPkBSUhI2btyIHj16uGOe5AGOZv784UQXg7+ioiKbm3SKGzVHR0cr1os4Q+zSWVVVhcOHD6seu3nzZtkVt+DgYM067HqL2gc81/uRnqit+/v6669l5YP16tVDr169PD01u/hD5g8Ann32Wdn6xcGDB+PIkSN46qmnrH65NhgMiq7LrgR/Bw8elK2PNxgMikDJH7Ru3VrRBKWuqpW6eCLz52izFzO1zJ+z5cFi8OfsnNxBLP0Uq50A9WYvvFirH05tUNKrVy/s2rULJSUlyM3NRXFxMXbu3Im7775b6/mRB9XV8CUQMn+A+l6QZuIfwUGDBjnULtqayMhIxZVKax+i4lW4u+66S/eNBKxl/oj0Qgz+du/ejeXLlyuO8dS+d44ymUyKpRKOBH++sOYPqMnO7N27F2+99Rays7Px1Vdf2XUhSVyy4krHT7HZS3p6uke3vfCU4OBgRdWKq6WfYvDnjsyfs2vrxODv+vXrdvUJUONrzV5qE6uZjh07pmiaxGYv+ubSjr8RERFo1qyZ4soP6ZNa8Ff7qpY/Zv7U9tKzVvpZUlKiKLfUouTTTFz3p9b0pbq6WtFAQrxKp0fM/JHe3XXXXbJ1t1VVVYr9/Xxxiwczg8GgyP7pMfMH1GR9Jk+ejKysLLuzEWLwt3//fqul93UJhPV+Zlo3fdGq7NNW5s/ZQKt58+aKclFn1v2Vl5fj+PHjmszJHbp06aL4PihedBYzf2z2oi8uBX/kX8Rgztx8x8wfM38hISGIjY2VjVm7krdhwwbZvk1GoxGDBw/WbC72NH3Zs2ePIgjX+3o/QP0Dnpk/0pN69erVuexBy78X7uDKXn++sObPFZ06dZIFipWVlU6XMDL4c051dTUuXbokG3O27LNJkyaK7UvMnA20goKCkJycLBtzJvg7duyYYtssXyr7DAoKUnyvqF31JEkS9/jTOQZ/ZKGWyasdaPhj5g+wv+OnWPKZlZWl6dVtsXzm4MGDilbr4prD9PR0RSmKHrHsk/xBv379rN7XsWNHp7/Ieoore/35UubPGdHR0UhMTJSNOVP6eePGDUVJXCAFf6dPn5ZdNHZEfn6+IihyNvOnti8fUHPR2pUL1+JzOtP0RSz5TE5ORnR0tNNzcgexqmnnzp24evUqgJrsbHFxsex+Zv70hcEfWYSFhSk+sGsHfP6Y+QPs6/hZUVGhaNmuZcknoAz+bt68qaizF4M/fyj5BFj2Sf5BXPdXmy+XfJq5UvbpK2v+XJGWlia77UzTlwMHDsj2RVNbF+dPMjIyFOvenc2Yiuv9goODXbrIrFb66WqGTYvtHnx5vZ9Znz59ZEu6qqurLd+BxKxfvXr1FBdOyLcx+CMZWx0//TXzZ0/w98033yiuZmodeDVu3BgJCQmysdofomfPnsXBgwdl9/tDySdQ86WrdkOE5s2bK/4tiHxdp06drAY9vrrFQ23+subPWWKw4EzwJzZ7adOmjV/3RTAajYqAau/evU49lxj8NWnSxKXtD9SavrgaaAVK8BceHo7+/fvLxszVT2Lwl56ezk6fOsPgj2Ssdfy8ceOG4otAIGX+xJLPjh07uuVKl62mL2LWLy4uDt27d9d8Dt5Qr149vP/++4iJiUGjRo3wwQcf+MSeR0SOCAkJQe/evRXjjRo10kXpn7PBnyRJfhn8nTt3TrEGrS6BtN7PTKt1f1o1ezFTy/x5O/iTJEkXwR+grG7asGEDysrKFGXNLPnUHwZ/JCNm88zZPrUmKIGS+ZMkCf/9739lY1qXfJqJ5UG1M39i8DdkyBC/CpAeeughFBUVIS8vTxclckRq1Eo/hwwZothGwRc5G/yVlpYq1mrpreELUFNxIG7J4Oi6PwZ/zgd/Wu3xZ+aOzJ+40XtRUREKCwvtfvzFixcV20n5avAn/t26efMmtmzZwmYvfsD3P43Io6yVfYrBn8lk8rkFys6qK/g7ePAgzp49KxtzV/CnlvmTJAnFxcXIzs6W3ecvJZ9E/sRa8KcHzgZ/4no/QJ+Zv+DgYEWw5kjwV1xcjBMnTsjGxM3j/ZEY/P3000+KhiD20Drz16ZNG9nvdHx8PNLT0116zpYtWyouujrS9EXM+kVGRiIpKcmlOblLw4YNFR2Mv/jiC2b+/ACDP5KxFvyprffzlxpvMfgTA12x5DMpKcltbZnFzF9+fj4uXryIjRs3oqKiwjJuNBoV9fhE5H2tW7dGly5dLLebNm2qm3PV2eBPLPkE9Bn8AZD9vwMcW/cnZryMRiPatm2rybx8Wdu2bRESEiIbE4Mce2id+YuOjsZf//pXmEwmREVF4b333pPtxekMo9GoCNYcKf0U/13atWvn01UB4oXuFStWKC6QM/OnP777G0deYW/mz1/W+wF1b/UgBn8jRoxwW+CbkpKiKDs6cOCAouSzd+/efpN5JfInBoMBS5cuxQMPPIBhw4Zh5cqVinPaV2kV/IWHh7v8JdtbxM3e9+zZo9hyxxqx2Uu7du0Um4L7o7CwMLRp00Y25kzppxj8uZr5A4DHH38c169fR0FBAe6//36Xnw9wbd2f2LTNV0s+zcTgT8zyh4aGIiUlxYMzIi0w+CMZaw1f/LXTJ6DM/BUWFlo+7HNzcxUfYu4q+QRqNlcVs38//PCDYpsJlnwS+a7U1FQsX74cX375Jbp16+bt6dhN3OfP3k3e9b7Be21i5u/GjRs4cuSIXY8NxPV+Zlqs+9O67NMsJCRE04sRrgR/emn2YpaammqzVLZ169aKrC/5PgZ/JKPW8EWSJL/O/InBnyRJlgXZX375pey+Bg0a4K677nLrfMTg75///KdigTiDPyLSmlZr/vRa8gnUfAYmJyfLxuwt/WTw9z+OBn9lZWWKzzlXyz7dRWz6Yu+av9LSUsWaUF8P/gDbF7xZ8qlPDP5IRgzqSktLcf36dUXmz5+Cv/j4eMWYufRT7PI5ZMgQt1/lEpu+5Obmym63a9cOLVu2dOsciCjwaFX2qefgD4AiW2tP8FdYWIhTp07JxgKh2YuZGPwdPXoUN2/etPvxaltqaJX505qzmb/PPvsM1dXVltsGg0EXa0JtBX9s9qJPDP5IRi2oy8vLU2T+/Kns02g0KsqU8vPzce3aNeTk5MjG3VnyaSZm/kTM+hGROzD4qyGu+7On46e4sXlYWFhAfTFu3769bC18dXU1Dh06ZPfjxfV+ERERPruuXQz+8vLyUFJSYvMxO3bswBNPPCEby8jIUJxzvqhLly5Wv/Mx86dPDP5IJjIyEhEREbKxvLw8v878AeodP9evXy/bu8pkMmHAgAFun0ubNm1srk9g8EdE7qBV8KfnNX+AMvN39OhR1e0sahObvXTo0EG3TW+cUa9ePcXaMEdKP9WavfhqR/Hk5GTF3GyVfv78888YNWoUbt26JRt/4YUX3DI/rQUHB1v93sHgT58Y/JGCWtMXf274Aqh3/BS7fPbp08cjXftCQ0OtXjFu3LhxQJUSEZHncM1fjQ4dOiA0NFQ2JgZ3okBe72fmyro/dzV7cYewsDA0b95cNmat9LOgoABDhgxRrGd8+umnMXbsWLfNUWtqVU9BQUFo3bq1F2ZDrmLwRwpi8HfhwgXFHy5/z/xduHAB69atk415ouTTTFz3ZzZ06FCf3hOIiPSLZZ81TCaT4m9wXaWfDP6UwZ9YCmuL1nv8uZtY+qmW+SsvL8eoUaPw888/y8aHDh2Kv/3tb26dn9b69OmD8PBw2VhKSgrCwsK8NCNyBb9FkoKYBVNrc+1vmT8x+FuxYoWiht+T5ZbW1v2x5JOI3IXB3/840vQlLy9P0ZgrECs0xODv8OHDKC8vt+uxesr8AXU3fZEkCY8++ih27NghG7/jjjvwySefIDg42O1z1FJERAT69+8vGwukNa3+hsEfKYhZPXFTUoPBoNohU8/E4E/8Q961a1ckJCR4bD5qmb+wsDD07dvXY3MgosAiBn9lZWV2bXDub2v+APXgT5Ik1WPFDFe9evWQlpbmtrn5KvGiZUVFhWL5hDV6z/yJ3xmmT5+OZcuWycaaNWuGNWvWKPbT1Isnn3xSdvv+++/30kzIVQz+SEEM/g4fPiy7HR8fr7urVnURgz+RJ0s+AfW9f/r06aOLzmBEpE9qX0rtyf7525o/QNnxs6CgQLGVg5m4HrBjx45+9xlpj5iYGMWFy5dfftmu7J9awxdfZiv4+/jjjzF9+nTZ/ZGRkVi7dq3Pvy9bBgwYgMWLF2PkyJGYP38+xowZ4+0pkZMY/JGCGPwVFxfbvN8f1BX8jRw50jMT+T/169dXfLiw5JOI3Ent4pI9wZ8/ln0mJSUpljdYK/3ker//eeWVV2S3T58+jffee8/mYyRJ0l3Zp7jR+/nz51FaWort27fj0Ucfld0XFBSEzz77TBcbutdl7NixWL16NZ566in2H9Ax/p8jhbqCO39b7wfYfk+pqamKFtaeMHnyZMt/t2rVCr///e89PgciChwM/v7HYDDYte5PkiQGf7WMHj0ad955p2xs5syZiqZxtV27dg2lpaWyMV8v+xSDPwD4+uuvMXLkSFRUVMjG58+fj8GDB3tqakR1YvBHCnUFd4GW+RsxYoRX9huaMGECsrOzsWjRIuzYscMj20wQUeAymUyKq/l1BX/V1dWK6hB/WPMH2LfZ+8WLF3H58mXZWCA2ezEzGAx48803ZWPXrl3DjBkzrD5GzPoB8Ogae2dERkaiSZMmsrEHHngARUVFsrHnnnsOEydO9OTUiOrE4I8UAjHzV1fw5w0GgwFZWVl4/PHHFR8yRERaMxgMDnf8vH79Oqqrq2Vj/pD5A5RNX/bv36/IUIlZv/r166tmhQJJ165dFevBFixYoNjywExc7xcfHw+TyeS2+WlFXJohrm0cMWIE5s2b58kpEdmFwR8p1BX8+WPmz1r30oYNG6J79+4eng0RkXc4GvyJJZ+A/wR/nTt3llV9VFZWYv/+/bJjxOCvU6dOXAsFYM6cObIArrKyEi+99JLqsXpr9mImBn+1derUCcuWLQvIxj/k+/gXihRiYmIQGhpq9X5/zPyZTCZER0crxocOHco/3kQUMLQI/tT+lupRVFQU2rRpIxsTSz/FTp+BvN6vtqSkJDz77LOysdWrVyv2vQP0t8efmbUMb2JiItasWcPu3OSzGPyRgsFgsBng+WPmD1Av/fR0l08iIm8Sv7Bev37d5vHiGqeoqCi/umBmq+kLm73YNnXqVMTFxcnGnn/+eUWZsN72+DNTy/xFRUVh7dq1Pr9mkQIbgz9SZSv488fMH6B8X+Hh4dxUnYgCirjXn63MX35+Pp566inZmL+UfJrZCv7Onj2r6GIZyM1eRDExMXjttddkY3v27MGnn34qG9Nr5k/c0zA4OBgrVqxA27ZtvTQjIvsw+CNVtrJ7gZL569+/PyIiIrw0GyIiz7O37PPKlSu45557cPDgQdl4x44d3TY3bxCDv3PnzuHSpUsAlOv94uLi0LJlS4/NTQ+eeOIJtG7dWjY2depUlJWVWW7rNfOXlpZmufhRr149LFmyBAMGDPDyrIjqxuCPVNkK8Pw189erVy/Z7bFjx3ppJkRE3mFP8JeXl4fevXvj8OHDsvHExES88847bp2fp6Wnpyu22TGv+1Mr+fTGtkC+zGg0Yu7cubKxc+fOyX5P9NrwBajZw+/ixYs4f/48HnzwQW9Ph8guDP5IlbXgLyoqCuHh4R6ejWdMmjQJkydPRteuXfGXv/yF6/2IKODUFfxdvnwZvXv3xtGjR2XjLVu2xLZt25CUlOTuKXpUcHAwunTpIhszl36y2Yt9hg8frri4Onv2bOTn56OyshJ5eXmy+/QU/AE1exL6y96WFBgY/JEqa8Gfv2b9gJqOn2+99RZ2796NF198kVdwiSjg2Ar+Ll68iKysLBw7dkx2TFJSEnJycpCcnOyROXqaWPr53Xffobq6Gnv37pWNM/hTZzAY8NZbb8nGiouL8dprryEvL0/RAEYvZZ9EesXgj1RZC/L8db0fERFZD/4uXLiArKwsnDhxQnZ/SkqKX2b8auvatavs9p49e/DTTz8ptrlgsxfrOnXqhIcfflg2tmjRImzdulU2ZjQare67S0TaYPBHqgIx80dEFOjUgr/z588jKysLP//8s+y+2267DTk5OWjRooUnp+hxYvB348YNLFmyRDbWpEkTZqzqMGvWLISFhVluV1VV4bnnnpMdk5CQgKAgfjUlcieeYaTKWvDHzB8Rkf8Sg7+TJ0+iV69eOHnypGw8NTUV27ZtQ2Jioien5xWNGjVCSkqKbOzvf/+77DabvdQtMTERkydPlo2JW2Xobb0fkR4x+CNVzPwREQUecZ+/ffv24dSpU7KxtLQ05OTkBNQXdTH7JwYtXO9nn5dfftnm94hA+p0i8hYGf6QqLi5OtfSCmT8iIv8lZv5E6enpyM7ODrgSR7Hpi4jr/ewTFRWF6dOnW70/0H6viLyBwR+pCg4OVmx6DjDzR0Tkz2wFfxkZGcjJyUFCQoIHZ+Qb6gr+OnXq5KGZ6N/48eORkZGheh8zf0Tux+CPrFIL9Jj5IyLyX9aCv8zMTGRnZwfsZ0D79u0RGhqqel9iYmLA/rs4IyQkBPPmzVO9j8Efkfsx+COr1D7M+AFHROS/6tevrxhr164dtm7dGtCVHyaTCR07dlS9j+v9HDdo0CD07dtXMc6yTyL3Y/BHVqkFeoH84U9E5O86d+4sK/nv0KEDtmzZoroMINBYK/1k8Oc4g8GAN998U9EhtVWrVl6aEVHg8Ing78CBAxgyZAhatGiB8PBwxMbGonv37li6dGmdj128eDEMBoPqz+XLl2XHZmVlqR43cOBAd701XRODP6PRiJiYGO9MhoiI3M5kMuHbb7/Fs88+i5kzZ2L79u3cdPv/iB0/zdjsxTnt27fHjBkzLLfHjh0bEFuHEHlbiLcnAADXrl1DYmIiHnjgATRr1gw3btzAsmXL8PDDD+PMmTN49dVX63yOjz76COnp6bKxuLg4xXEpKSlYtmyZbIwBjTox+GvUqBH3MSIi8nOtWrXC22+/7e1p+BxrmT82e3HeK6+8ghEjRuD69etWg2si0pZPBH9ZWVnIysqSjQ0dOhSnT5/Ghx9+aFfwl5mZaVfpRXh4eJ1du6hG8+bNbd4mIiIKFC1btkTjxo2Rl5dnGUtJSUFsbKwXZ6V/mZmZ3p4CUUDxibJPa+Lj4xES4hPxaUAaOnSorNxn3LhxXpwNERGR9xgMBkV2iuv9iEhvfCqyqq6uRnV1NYqKirBixQps2LAB7733nl2PHTp0KPLz81G/fn1kZWXh9ddfV72a9MsvvyA2NhbFxcVo2bIlxowZg1dffRXh4eE2n7+8vBzl5eWW28XFxQCAiooKVFRUOPAu62Z+Pq2f11Hh4eHYt28fVq1ahdTUVPTr18/rcyLyZb5y7hKRY+w9d0eMGIEvv/zScnvYsGE834m8xNc+c31lHnUxSJIkeXsSZhMmTMCiRYsAAKGhoXj77bfx5JNP2nzM119/jW+++QbdunVDdHQ0Dh06hDfeeANFRUXYuXMn2rdvbzn21VdfRbNmzZCeno7S0lKsX78eCxcuRI8ePZCdnY2gIOuJ0Ndeew3Tp09XjC9fvhwRERFOvmMiIiLSi6qqKnzxxRf48ccf0aFDB4wYMcLmdwciChw3b97E73//e/z666+Ijo729nSs8qng79y5c7hy5QquXLmCNWvW4MMPP8Rf/vIXTJkyxaHnOXPmDNq2bYt77rkHX3zxhc1j33rrLUyZMgWrVq3CqFGjrB6nlvlLTEzE1atXNf8fXFFRgU2bNqFfv34wGo2aPjcRuQ/PXSJ94rlLpD++dt4WFxcjPj7e54M/nyr7bNGiBVq0aAEAGDx4MABg6tSpGDt2rEN7DCUlJeHOO+/E7t276zz2oYcewpQpU7B7926bwZ/JZILJZFKMG41Gt/3CufO5ich9eO4S6RPPXSL98ZXz1hfmYA+frlXo0qULKisrcerUKYcfK0mSQ6UYLNsgIiIiIiJ/5tMRj3kdXkpKikOPO336NHbu3GnXlg5LliwBYH3/HiIiIiIiIn/gE2Wfjz/+OKKjo9GlSxc0btwYV69exYoVK/DZZ5/hhRdesJR8Pvroo1iyZAl++eUXtGzZEgDQt29f3H333WjXrp2l4cvcuXNhMBgwY8YMy2vs2LEDs2bNwqhRo5CSkoKysjKsX78eH374Ie655x4MGzbMK++diIiIiIjIE3wi+OvevTs++ugjLFmyBNeuXUNkZCTat2+Pjz/+GA899JDluKqqKlRVVaF2j5q2bdvis88+w5tvvonS0lI0atQI99xzD/7f//t/aN26teW4hIQEBAcHY8aMGbh69SoMBgNSU1Px+uuv4/nnn2fZJxERERER+TWfCP7GjRtn1wbiixcvxuLFi2Vjf/vb3+x6jVatWmHt2rXOTI+IiIiIiEj3mO4iIiIiIiIKAAz+iIiIiIiIAgCDPyIiIiIiogDA4I+IiIiIiCgA+ETDFz0ydxwtLi7W/LkrKipw8+ZNFBcXw2g0av78ROQePHeJ9InnLpH++Np5a44Jau9K4IsY/DmppKQEAJCYmOjlmRARERERkS8oKSlB/fr1vT0NqwySr4enPqq6uhoXL15EVFQUDAaDps9dXFyMxMRE5ObmIjo6WtPnJiL34blLpE88d4n0x9fOW0mSUFJSgqZNm/r0/uHM/DkpKCgIzZs3d+trREdH+8QvMxE5hucukT7x3CXSH186b30542fmu2EpERERERERaYbBHxERERERUQBg8OeDTCYTpk2bBpPJ5O2pEJEDeO4S6RPPXSL94XnrHDZ8ISIiIiIiCgDM/BEREREREQUABn9EREREREQBgMEfERERERFRAGDwp6Hr16/jT3/6E5o2bYqwsDB06NABn376qeK4ffv2oW/fvoiMjERMTAxGjx6NU6dOqT7n/PnzkZ6eDpPJhOTkZEyfPh0VFRWK465cuYJHHnkE8fHxiIiIQPfu3bFlyxbN3yORP9Ly3P3pp58wZcoUdOrUCTExMYiNjUXPnj3xn//8R/W1ee4SOccdn7lmR48ehclkgsFgwA8//KC4n+ctkfPcce6ePXsWf/zjH9G0aVOYTCY0a9YMo0aNUhzHcxeARJrp16+fFBMTIy1cuFDaunWrNH78eAmAtGzZMssxx44dk6KioqS77rpLWrt2rbRy5UqpTZs2UtOmTaUrV67Inm/mzJmSwWCQpk6dKmVnZ0tz586VQkNDpccee0x2XFlZmZSZmSk1b95cWrp0qbRx40ZpxIgRUkhIiJSTk+OR906kZ1qeu/Pnz5fS09OlWbNmSRs3bpTWrVsnjR07VgIgTZ8+Xfa6PHeJnKf1Z65ZZWWl1LVrV6lp06YSAGnPnj2y+3neErlG63P30KFDUlxcnNS5c2dp2bJl0rZt26RPP/1UGjdunOw4nrs1GPxpZO3atRIAafny5bLxfv36SU2bNpUqKyslSZKk3/3ud1J8fLz066+/Wo45c+aMZDQapRdffNEydvXqVSksLEx6/PHHZc83a9YsyWAwSEeOHLGMLViwQAIgffvtt5axiooKKSMjQ+rSpYum75PI32h97ubn50vV1dWK1xkyZIgUEREhlZWVWcZ47hI5R+vztrZ58+ZJzZo1k9555x3V4I/nLZHztD53q6urpQ4dOkgdOnSQfb6q4blbg8GfRsaPHy9FRkZKFRUVsvHly5dLAKSdO3dKFRUVUnh4uPTEE08oHt+/f38pNTXVcnvp0qUSAGnXrl2y4y5evCgBkGbNmmUZ69u3r5SWlqZ4ztmzZ0sApPPnz7v69oj8ltbnrjXTp0+XAEgXL160jPHcJXKOu87bn376SQoPD5e++OIL6aOPPlIN/njeEjlP63M3JydHAiAtXry4ztfmuVuDa/40cvjwYdx+++0ICQmRjbdr185y/y+//ILS0lLLmHjcyZMnUVZWZjkeANq2bSs7LiEhAfHx8Zb7zcdae04AOHLkiAvvjMi/aX3uWpOdnY2GDRuiUaNGstfmuUvkOHect5IkYfz48Rg6dCiGDx9u87V53hI5R+tzd/v27QCAqKgoDB48GGFhYYiMjMTQoUNx/PhxxWvz3GXDF80UFBQgNjZWMW4eKygoQEFBgWxMPE6SJBQVFVmON5lMqFevnuqx5uey97WJSJ3W566af/zjH8jJycGrr76K4OBgh16biJTccd4uWLAAhw4dwvz5811+bSJSp/W5e+HCBQDAuHHj0LRpU6xduxYLFy7E4cOHcdddd+HSpUsOvXYgCKn7ELKXwWCw6z6tj3P0WCKSc8c5abZ+/XpMmjQJ9957L55++mmnX5uI5LQ8b8+ePYupU6fi7bffRuPGjTV7bSJS0vLcra6uBgB0794d//jHPyz3Z2Zm4o477sCCBQswc+ZMh1/bnzHzp5G4uDjVKwaFhYUAaq4qxMXFAVC/slBYWAiDwYCYmBjL85WVleHmzZuqx9a+cmHPaxOROq3P3do2bNiA0aNHo1+/fli2bJnig4XnLpFztD5vJ02ahMzMTPz2t7/FtWvXcO3aNcvn7/Xr1/Hrr7869NpEpM4d35cBYMCAAbLjOnTogISEBOzbt8+h1w4EDP400rZtWxw7dgyVlZWy8UOHDgGouQJx2223ITw83DImHteqVSuEhYVZnq/2480uX76Mq1evIjMzU/ba1p7T/NpEpE7rc9dsw4YNGDlyJHr16oWVK1ciNDRU9bV57hI5Tuvz9vDhw9i9ezcaNGhg+Zk0aRIAoHfv3mjZsqXstXneEjlH63NXbQ2fmSRJCAr6X6jDc/f/eLPbjD9Zt26dBED69NNPZeMDBw6Uta697777pEaNGknFxcWWY86ePSuFhoZKL730kmWsoKBACgsLkyZMmCB7vjlz5ii2enj//fclANLu3bstYxUVFVKbNm2krl27avo+ifyN1ueuJEnShg0bpLCwMKlv375SaWmp1dfmuUvkHK3P2127dknZ2dmyn5deekkCIC1cuFDasWOH5Viet0TO0/rcLSoqkiIiIqR+/frJnm/v3r0SAGnGjBmWMZ67NRj8aahfv35SgwYNpA8//FDaunWr9Nhjj0kApKVLl1qOOXbsmBQZGSndfffd0rp166RVq1ZJmZmZNjd5//Of/yzl5ORI8+bNk0wmk+om723atJESExOlZcuWSZs2bZJGjRoVcJtWEjlLy3N3x44dUnh4uJSUlCRt3bpV2rVrl+yn9p5FPHeJnKf1Z67I2lYPPG+JXKP1ufvmm29KAKSxY8dKX3/9tbR48WIpMTFRatGihVRQUGA5juduDQZ/GiopKZGeeeYZqUmTJlJoaKjUrl076ZNPPlEc98MPP0h9+vSRIiIipOjoaGnkyJHSyZMnVZ/znXfekVq3bi2FhoZKLVq0kKZNmybdunVLcdzly5elP/zhD1JsbKwUFhYmdevWTdq0aZPm75HIH2l57k6bNk0CYPUnOztbdjzPXSLnuOMztzZrwZ8k8bwlcoU7zt2///3vUmZmphQaGirFxcVJDz74oJSbm6s4jueuJBkkSZI8V2RKRERERERE3sCGL0RERERERAGAwR8REREREVEAYPBHREREREQUABj8ERERERERBQAGf0RERERERAGAwR8REREREVEAYPBHREREREQUABj8ERERERERBQAGf0REFLCGDh2KmJgY5ObmKu4rLCxEQkICevbsierqai/MjoiISFsM/oiIKGD94x//QEhICMaPH6+476mnnkJJSQmWLFmCoCB+XBIRkf7x04yIiAJWkyZN8P7772Pjxo1YtGiRZXz16tX45JNPMG/ePLRq1cqtc6iqqkJ5eblbX4OIiAhg8EdERAHuvvvuw5gxYzBlyhScOXMGBQUFmDBhAvr164cnn3wSP/zwA4YPH47Y2FiEhYXhjjvuwOeffy57jvz8fEycOBEZGRmIjIxEo0aNcM8992DHjh2y486cOQODwYC5c+di5syZSE5OhslkQnZ2tiffMhERBagQb0+AiIjI2xYsWIBt27bhj3/8Ixo2bIhbt27hX//6F7KzszFw4EB07doVCxcuRP369fHpp5/i/vvvx82bN/HII48AqFkfCADTpk1DkyZNcP36daxevRpZWVnYsmULsrKyZK/37rvvonXr1njzzTcRHR2N1NRUD79jIiIKRAZJkiRvT4KIiMjb1q9fj8GDBwMAPv74Yzz00EO4/fbbER4eju+//x4hIf+7Xjps2DDs3bsX58+fV10PWFVVBUmSMHDgQERHR2PVqlUAajJ/ycnJuO2223Ds2DEYjUbPvDkiIiKw7JOIiAgAMGjQIHTr1g2pqal46KGHcPLkSRw/fhwPPvggAKCystLyM3jwYFy6dAknTpywPH7hwoXo2LEjwsLCEBISAqPRiC1btuDYsWOK1xo+fDgDPyIi8jgGf0RERP/HZDIhNDQUAJCXlwcAmDJlCoxGo+xn4sSJAICrV68CAP7617/iySefRNeuXbFy5Urs3r0be/bswcCBA1FaWqp4nYSEBA+9IyIiov/hmj8iIiIV8fHxAICpU6di9OjRqsekpaUBAJYuXYqsrCx88MEHsvtLSkpUH2cwGDScKRERkX0Y/BEREalIS0tDamoqfvzxR8yePdvmsQaDASaTSTZ28OBB7Nq1C4mJie6cJhERkd0Y/BEREVmxaNEiDBo0CAMGDMAjjzyCZs2aobCwEMeOHcO+ffuwYsUKAMDQoUMxY8YMTJs2Db169cKJEyfw+uuvIzk5GZWVlV5+F0RERDUY/BEREVnRu3dvfP/995g1axb+9Kc/oaioCHFxccjIyMB9991nOe6VV17BzZs38c9//hNz585FRkYGFi5ciNWrVyMnJ8d7b4CIiKgWbvVAREREREQUANjtk4iIiIiIKAAw+CMiIiIiIgoADP6IiIiIiIgCAIM/IiIiIiKiAMDgj4iIiIiIKAAw+CMiIiIiIgoADP6IiIiIiIgCAIM/IiIiIiKiAMDgj4iIiIiIKAAw+CMiIiIiIgoADP6IiIiIiIgCwP8HYWU+Pf203n4AAAAASUVORK5CYII=", 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" ] }, "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": 0.004779, "end_time": "2025-12-18T22:45:40.993196", "exception": false, "start_time": "2025-12-18T22:45:40.988417", "status": "completed" }, "tags": [] }, "source": [ "## BlackSea" ] }, { "cell_type": "code", "execution_count": 12, "id": "6e85f68d-eb4e-44fe-acba-84c08de56905", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:41.004080Z", "iopub.status.busy": "2025-12-18T22:45:41.003854Z", "iopub.status.idle": "2025-12-18T22:45:41.293489Z", "shell.execute_reply": "2025-12-18T22:45:41.293133Z" }, "papermill": { "duration": 0.296253, "end_time": "2025-12-18T22:45:41.294432", "exception": false, "start_time": "2025-12-18T22:45:40.998179", "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": 0.005297, "end_time": "2025-12-18T22:45:41.305681", "exception": false, "start_time": "2025-12-18T22:45:41.300384", "status": "completed" }, "tags": [] }, "source": [ "## MedSea" ] }, { "cell_type": "code", "execution_count": 13, "id": "67297917-8d56-4a6d-9d59-a478035429a1", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:41.317426Z", "iopub.status.busy": "2025-12-18T22:45:41.317233Z", "iopub.status.idle": "2025-12-18T22:45:41.590870Z", "shell.execute_reply": "2025-12-18T22:45:41.590483Z" }, "papermill": { "duration": 0.280941, "end_time": "2025-12-18T22:45:41.592042", "exception": false, "start_time": "2025-12-18T22:45:41.311101", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 0.005805, "end_time": "2025-12-18T22:45:41.604139", "exception": false, "start_time": "2025-12-18T22:45:41.598334", "status": "completed" }, "tags": [] }, "source": [ "## BalticSea" ] }, { "cell_type": "code", "execution_count": 14, "id": "198da03e-467e-49f3-b8a5-2a31ad3b9711", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:41.617210Z", "iopub.status.busy": "2025-12-18T22:45:41.616996Z", "iopub.status.idle": "2025-12-18T22:45:41.907680Z", "shell.execute_reply": "2025-12-18T22:45:41.907253Z" }, "papermill": { "duration": 0.29876, "end_time": "2025-12-18T22:45:41.908885", "exception": false, "start_time": "2025-12-18T22:45:41.610125", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "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": 0.006633, "end_time": "2025-12-18T22:45:41.922777", "exception": false, "start_time": "2025-12-18T22:45:41.916144", "status": "completed" }, "tags": [] }, "source": [ "## HudsonBay" ] }, { "cell_type": "code", "execution_count": 15, "id": "0fa02937-1b4e-4ade-a803-d2994b12545f", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:41.936898Z", "iopub.status.busy": "2025-12-18T22:45:41.936678Z", "iopub.status.idle": "2025-12-18T22:45:42.253269Z", "shell.execute_reply": "2025-12-18T22:45:42.252798Z" }, "papermill": { "duration": 0.325347, "end_time": "2025-12-18T22:45:42.254800", "exception": false, "start_time": "2025-12-18T22:45:41.929453", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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": 0.00767, "end_time": "2025-12-18T22:45:42.270833", "exception": false, "start_time": "2025-12-18T22:45:42.263163", "status": "completed" }, "tags": [] }, "source": [ "## Arctic" ] }, { "cell_type": "code", "execution_count": 16, "id": "64880ae9-0688-4c3a-ab45-0e76d5284852", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:42.287237Z", "iopub.status.busy": "2025-12-18T22:45:42.286998Z", "iopub.status.idle": "2025-12-18T22:45:42.586321Z", "shell.execute_reply": "2025-12-18T22:45:42.585885Z" }, "papermill": { "duration": 0.309109, "end_time": "2025-12-18T22:45:42.587728", "exception": false, "start_time": "2025-12-18T22:45:42.278619", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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": 0.008441, "end_time": "2025-12-18T22:45:42.604939", "exception": false, "start_time": "2025-12-18T22:45:42.596498", "status": "completed" }, "tags": [] }, "source": [ "## PacificOcean" ] }, { "cell_type": "code", "execution_count": 17, "id": "d8be41b0-a06e-4bac-ad2f-72b3dc32a3c1", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:42.623735Z", "iopub.status.busy": "2025-12-18T22:45:42.623477Z", "iopub.status.idle": "2025-12-18T22:45:42.884775Z", "shell.execute_reply": "2025-12-18T22:45:42.884193Z" }, "papermill": { "duration": 0.272932, "end_time": "2025-12-18T22:45:42.886525", "exception": false, "start_time": "2025-12-18T22:45:42.613593", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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LFopzxsPDgw0aNIhNmjSJLViwgK1bt47NnDmTAWD+/v6K70V+PsfFxTEzMzPWvHlzNmTIEDZ16lQ2cOBAxXXKvxcwptm5f+3aNebi4sIkEglr3749++abb9jAgQOZg4MDs7S0LPZ+J+e7775jAFivXr2K3C43N5d5eXkxAOzEiROKdplMpvhuXV1dFZ+1X79+zNvbW/CdfvXVV4r79pAhQ9jEiRNZ06ZNFfePnJwczvaaPo/kY+nVqxezt7dn/fr1YxMnTlScbyEhIWp9L4z979weOHCgYF1KSgrz8/Nj5ubm7OnTp5x1Fy9eZOXLl2cSiYR1796dTZs2jXXv3p1JJBJWvnx5dvHiRaVj1ubc7NWrF/P09GSDBw9m48aNY1WrVmUA2Jdffino67fffmMAmKOjIxs+fDibPHkyq127NvP391fc0wqjzTns7+/PPD09Wb169VjFihXZsGHD2IQJE9i6devYixcvmJmZGWvatKnS73vo0KEMANu7d6/S9YWRP3P4939VWFtbs3r16rGBAweyqVOnsqFDhyrO52nTpnG2Xb9+PQPApk+fLuhHJpOxqlWrMisrK/b27VtFu6bXo/ze0alTJ2ZlZcV69uzJJk+ezIYPH17sZ9HkneTrr79m7u7urFevXmzixIls3LhxrFmzZgwACwoKYqmpqZy+xXguF/W+oOxcl/+W/Ots7ty5zMHBgXXv3p2NGTOGffPNN6xdu3ZMIpEwd3d39vr1a8W26jyrGNP8/qPpNVMU/v7+zMvLi3388cesSpUqbOLEiWz06NGK8zA8PJyzfcuWLRkA9ujRI0FfZ8+eVTx31aGo3+T7779nAFifPn3U/iyMMZaQkMAsLS2Zg4MDy8jIEKzftWsXA8Dat2/PaZefYzNmzGCrVq1iANi+ffs42zRq1Ij5+PiwvLw8BoD5+Phw1qu6L44aNYoBYN9++62iLT09nX300UfMzMyMnTp1SulnkV+PhfVKUcjPtXXr1rF79+4xX19fBoD9/PPPKveRH4M/ZsYY27JlCwPAatSoofX2xWEQkXnixAlmZmbGJBKJ4kLkPzAZYyw/P5/169ePAWAXLlzgrOvbty8DwEaMGMHy8/M561JTU1lycrJiWdXDVP7AVDV2/sUxbdo0BoB16dKFZWVlcdZlZWUpXmpfvnzJADBzc3OlF0Fh0tPTmbm5OQPAuXnJb0DKTp63b9+yzMxMzueQSCRs27ZtnO2Sk5NZ7dq1mbW1NYuLi1O0p6SkcB5UcqKiopiHhwcLCgoSrJP/lkOGDGF5eXmK9nv37jFzc3NWrVq1Ij+npmgiMgGwH374gbPu0KFDRd5oCj/MsrOzFSJ906ZNguO8evWKs1xYZObn57PRo0czAOzTTz/l/C6FPwcAFhERwVn3559/Ks7hwsgv8nHjxnG+67y8PMXDateuXYr2unXrMktLSxYfHy8Ye+HfefHixQwA+/333wXbpaWlFXuuMlbwnUulUmZvby94CH399dcMABs6dCinXdULRFGoupnz+zQ3NxdMJEydOpUBYPPmzeO0y+8Dv/76K6c9MzNT8RJx/fr1Ysc2YcIEwW8gJykpiXM/0uVFvmbNmkqvU8ZUP7yzsrI495HC46pevTpzcnLi/M6anPu5ubmscuXKzNramp05c4azXUxMDPP29mYeHh6Ca0AZ8heZVatWFbut/F7/008/KdpWrlzJALCGDRuylJQUzvZ5eXksNjZWsSw/V3r27CkYm/xa418Tmj6P5L9zhQoV2MuXLxXtubm57JNPPmEABCJPFfLx1q5dW/HC+t1337Hhw4czb29vZmdnx1asWCEYW1BQEAPAtmzZwlm3adMmBoAFBgaKdm7Wq1ePM5mWlpbGKleuzMzMzDjf/YsXL5ilpSVzcnLiHCc/P599+umnSt8RND2HGWMK8dO6dWuWlpYm2LdTp04MgGAiLTU1lZUrV475+flx7rWq0FRkKjuPsrKyWGhoKLOwsOB8zqysLObq6so8PT1Zbm4uZ5/jx48zAOyLL75QtGlzPcrPd1tbW7XudYXR5J0kKipK6fcpf+bNnTuX0y7Gc1kskRkdHS14v2OMsQMHDjAzMzP29ddfc9rVfVape//R5popCvm10axZM87nevfuHatUqRIDwCIjIxXt//77LwPAvvnmG0FfAwYMYADYkSNH1Dp2Ub+J/Bnw119/qf1Z5Hz++ecMAFu/fr1gnXyieefOnZz2wiLzw4cPzM7OjvXo0UOx/u7du4r18rGrKzKzsrJY3bp1mUQiYQcPHmSMMTZo0CCl76aF0VZkDh8+XGEwKO69SpVozM3NVRjNBg8erPX2xVEiIlP+oJw+fTrr2bMns7CwYADYhAkTiu3j6tWrDACbNWuWoi0+Pp6ZmZkxLy8vlp6eXmwfYojMvLw85uDgwGxsbFhMTEyRx7t06RIDwDw8PIodG2OMubu7MwDs0qVLjLH/feY6deoIBDSfmzdvMkC1RWD37t0MAPvjjz/UGotcMBV+UWKMKR5M/BlIxhgLCQlhAJSu0xZNRGZAQIDSB1qFChWYi4sLp03Zw2z79u0MAOvatataY5OLzMzMTNajRw8GgI0ePVrpbyX/HM2bNxesy8nJYRYWFqx+/fqKtvz8fObi4sK8vLyUfqbk5GQmkUhYz549FW316tVjtra2CguiKpYsWcIA5ZYAdfnpp584N+LCvHv3jtnZ2TFra2vOw0yfIrN///6Cdc+fP2cAd7Y1MTGRmZubswYNGijtT34dTZo0qdixTZw4kQFghw8fLnZbXV7klYlYOcVdG8r49ddfBS8Umpz78ntJ4dnawixatIgBwtlhZVSvXp0BUDyQi2Ly5MkMABs5cqSiLTg4mAFQ60W5Tp06TCqVciYe5eTl5TEXFxeOxb8olD2PGPvf77x69WrBPmvXrmUA2NKlS9U6hvzcVvXXp08fdu/ePc4+Z86cUbxIKkMuEAr/9rqcm/yJHcb+Z5kobBGcPXs2A8C+//57wfbPnj1jZmZmGr0wKzuHGfvfi7QqD4n9+/czAGzMmDGcdrkXyI8//qjW8TUVmaqQX3f8l+Rvv/2WAWA7duzgtMtfqk+fPq1o0+Z6LDyBqQmavJMUhUwmY/b29qxly5acdjGey2KJzKIIDg5mFStW5LQV96zS9P4j9jUjvzYKnzty5N/7oEGDFG25ubnM29ububq6cp7jSUlJzNramlWuXJnJZDK1jl3Ub6LJM4DPsWPHGAD2ySefcNpfv37NzM3NlU7UFBaZjBVYl6VSKXvz5g1jjLFx48YxiUTCnj17phi7uiKTMcYeP37M7OzsmJubG1uwYIHisxd1vWgrMuV/hSdeiztGYUv76NGjWWBgIAMKPIHkn1mb7YujRBL/zJo1C0CBz7yjoyOaN2+OIUOGoH///opt3r17hwULFuDAgQN4/vy5IOawcCr7K1euQCaTISQkROcMsOry8OFDvH//Ho0aNSo2gQn7/z7u6pbakG8n//fixYsAgHbt2sHMrOiw2QsXLgAoSAihLEGOPG7n4cOHnPZz585h8eLFuHDhAhISEpCTk8NZHxMTgwoVKnDaAgMDBRmrAMDPz08xBmXr9U2dOnWUZln08/NTfD9FIf+++VnIiiIzMxOtW7fGhQsXMH/+fEyePLnI7T/++GNBm1QqhYeHB5KTkxVtjx8/xrt371C1alWVsaA2Njac37Nfv3745ptvUKNGDfTp0wchISFo1qwZ3NzcOPt17doV06dPx6hRo3D06FGEhYWhWbNm+Oijj9Q+V2/cuAEAijiUwjg7O6NevXo4ffo0Hjx4oHMtTHVQ9r3Kz8fC3+uVK1cU8RfKrhN5LAX/OlFGnz59sHjxYnTv3h29evVC69at0axZM1SuXFmbj6ASVTEqxXHv3j0sWLAAp0+fRlxcnCL9u5zC91JNzn35tRQVFaX0O5THpD98+BCdOnUqsi9N7pH8+2N6ejru3r0LDw8P1K1bt8h9MzIycOvWLbi6uipqIPOxsrIS/O6aPI8Ko+75qA4DBw7kxC7Hx8fj2LFjGDduHPbv349Tp04pEl8UdV0CQJs2bXD+/Hlcv35dlIRR6n7O69evA4DSVP2VKlWCn5+fIn69MJqcw3KsrKxQu3ZtpeNt3749KlasiL///hvz58+HjY0NAGDlypWwsLBQGrslBq9evcL8+fNx/PhxvHr1CpmZmZz1/M8xYsQI/Prrr1i5ciU+/fRTAEBCQgJ2796Njz76CJ988oliW12uR03vLZq8kwAF99OVK1diy5YtuH//Pt6/f8+JqVanNJE2z2UxYIzhn3/+QUREBG7duoXk5GRO7J66MW+Advcfba+ZorCwsEDTpk0F7fIYVvn9Q77tsGHDMGvWLOzcuRN9+/YFAKxfvx5ZWVkYPny4KGXkNH1PLkyrVq1QuXJlnDlzBo8ePUJQUBAAYO3atcjPz8fgwYNhYVG0vBk6dCjWrl2LDRs2YOzYsfj777/RqlUrpRln1aFq1apYuXIl+vXrh2+//Raurq7YtGmTWteLpoSFheH48eOYO3cumjRpUmRJFjmRkZGKTLaWlpbw8/PDiBEjMH36dMW9W5ftVVEiIlN+MqkiJSUFDRo0wIsXL9CwYUN8+eWXcHZ2hoWFBVJSUrB48WJOcLQ8iQK/JIk+0eSY8ky2iYmJyMrKgrW1tcptMzMzFQlX5Ptpciz5vkePHsXRo0dVbpeWlqb4/65du9CzZ09YW1sjLCwMlStXRrly5WBmZoZTp04hMjJSaTC6qqys8otZVYImfVPUuJQlC+Gjzfn04cMHXL9+Hfb29mjXrp1OYyz8vcl/zydPnigmZ5RR+PecOHEiXF1dsXz5cixevBi///47JBIJWrZsiQULFiheRP39/XH58mX88MMPOHToELZv3w6g4OVw8uTJGD16dLGf4/379wCgsiaj/ByWb6dvlH2vys5H+fd65cqVIhPUFP5eVdGgQQOcOXMGc+bMwb///qtI4lGtWjX88MMP6N27t0afQRXa1L28ePEiWrVqhby8PLRu3Rpdu3aFvb09zMzMcPPmTezZs0fre6n8O/z333+L3E6d79DLywsPHz7E69evi902OjpasQ+g2ZiTk5PBGMPbt2+LvJ4Ko+nzqDDqno/a4OHhgX79+iEzMxPDhg3DtGnTcPjwYQAlf12q+znlx/Pw8FDaj6enp+CFWdNzWI6Hh4fKF1YzMzN8/fXXmDp1KrZt24aBAwfi0qVLuHXrFnr06KGXzNfPnz9Hw4YNkZycjE8++QRt27aFg4ODIrnP+vXrBZ+jUqVKaNeuHQ4fPowXL16gYsWKWLduHXJycvD1119zttXletT03qLpM7J3797YtWsXKlWqhG7duikS0gHAokWLVF4/uhxTLCZOnIhFixbBy8sL7dq1g4+Pj2JSIiIiQiOBp839R5trpjhcXV2VTsTLzwP+fWHYsGGYM2cOVq1apRCZq1atgqWlJQYPHqzRsVXh7e2Nhw8fKu7vmiCRSDB06FBMmzYNq1evxoIFCyCTybB27VpIJBK1Jo2aNGmCjz76CGvWrIGvry+SkpJUJvxRl7CwMNjb2yM1NRW9evXSW0b9L774AgMHDsTAgQPRuXNn7NixAx07dixyn5kzZ2pUqUHT7VVRIiKzOFavXo0XL14o/VAXLlzA4sWLOW2Ojo4A1JsNEwtNjlmhQgX4+fnh9evXOHXqFNq3b69y28jISOTl5aFChQqKWpmaHEv+sF+8eDHGjh1b7PYA8N1338HS0hJXr15F9erVOeu+/vprUer2mBLanE/u7u5Ys2YNunbtilatWuHIkSOoX7++zmOR/549evTAzp071d7vyy+/xJdffomUlBScP38eu3btwtq1a9G2bVs8ePBAYdWsXr06tm7diry8PNy6dQvHjh3D0qVLMWbMGJQrV67YB4h8fG/evFGaETQuLo6znbEgH8+ECRPw22+/6dxfkyZNsG/fPmRnZ+PatWs4dOgQli5dir59+8LNzU2RnU8+i6ms5lZxGUe1meGdPXs2MjMzFRl3CzN37lxBWnZt7jV79uxB165dNR5bYZo3b46TJ0/i2LFjRT7Y8/PzFVnAmzVrpvWY69atq7AQFIemz6OSRm6Funz5sqKt8HWpDGXXpS7nprrIjxcfH6/0fqFsvJqew3KKu16GDBmCmTNnYuXKlRg4cCBWrlwJAALxJha//fYb3r17h3Xr1glqPW/evBnr169Xul94eDgOHTqEv/76C3PmzMFff/0FGxsbDBgwgLOdLtejpvcWTa65q1evYteuXWjdujUOHjwIqVSqWCeTyRTlKMQ8JgBF1mNlqHs+JyQkYMmSJQgODsb58+cFnlmaZiHX5v6jzTVTHImJicjPzxcITXlf/Oe1j48Punbtip07d+LRo0eIj4/HgwcP0KdPH4GHlLY0b94cJ06cwPHjx7XyJBg8eDC+//57bNiwAT///DNOnDiBly9fonXr1mp7FQ0ZMgTffPMNJk+eDGdnZ/To0UPjcchhjOHLL79EamoqXF1dsWrVKoVnmT7o168frK2t0bdvX/To0QObN29WeD8YEwYpYcLn6dOnAApS1vNRJngaNmwIMzMznDlzBhkZGXofH1BgpXB0dMTt27cVD+yikL84zZkzR6UlVyaTYc6cOQCgSA0MFKQyBwqsk8VZgeXbnjlzpvgP8f95+vQpPvroI4HAlMlkOHv2rNr9lBbk36HcKqAu8odoTk4OWrdurXDv0QX5eXbx4kVBOmx1cHR0RMeOHfHXX39h0KBBePfundJzw8LCAvXr18eUKVMUD85du3YV27/cPVFZKZGUlBTcvHlTkZ5dF+QPQ7Gs44XvGWJiZWWFpk2b4scff1Skg9+9e7divZOTEwAotdgpK7OhK0+fPoWzs7PSVP7K7qWanPva3GtUMWjQIJibm2Pnzp24f/++yu3Wrl2L2NhYBAUFKdzHypUrh+DgYMTHx+PmzZtFHsfOzg41atTAvXv31C6doOnzqKSRu6MW9tIo6ros3F64rlxJnJvy4yn73p4/f6702Jqew+ri6uqKXr164cKFCzh79iy2bt2KihUrom3btlr3WRTankedOnWCv78/1q5di4MHD+LZs2f4/PPPFb+XHDGvx+LQ5J1E/rm7devGEZhAwcQI32W4uGOq+1x2cnJSej7l5+cXe5+Q8/z5c8hkMrRt21YgMKOjo/H8+XPBPkU9q7S5/2hzzRRHXl6e0vJ08vuCsrCD8PBwAAUWTH1MyAwePBhSqRQ7duwo8hkAQKXnQteuXZGQkID//vtPUdKk8Lt0cXz55ZewtLREdHQ0+vfvr7C2a8OCBQtw6NAh9O/fHydOnIBUKkW/fv00Kg2nKZ999hl27doFiUSC3r17Y9OmTXo7lrYYhciU12iSz1jLuXHjBubOnSvY3s3NDX369EFsbCymTJkiuOmlpaWJ7q5nbm6O8PBwZGZmIjw8XBDDmJOTw6lbNnHiRFSvXh1nz57F0KFDBTdWucvT2bNnERwcjAkTJijW1a9fH02bNsX169fx66+/Csby7t07RYzKxx9/jE8++QQ7d+7E2rVrlY79zp07SEhIUCwHBATgyZMnnBlCxhhmzZpV7MWuCfKaaqpefIyFLl26ICAgALt378a2bdsE64uaSQ0JCVG4Kbdt21bnB76FhQXGjBmDuLg4jB07VukDOS4ujvM7HTp0SOkMrvw3l7trX758mVM/Vo68rSi3bjn9+/eHVCrF0qVLFS8Tcr777jukpqbqfLMGABcXFwDKX4C1wd3dHf369cPVq1fx008/Kf2+nj17hhcvXhTb15kzZ5TeX5R9j3Kr019//cXZ9s6dO3qxiAUEBCApKQm3b9/mtK9Zs0bpy5om5363bt1QuXJlLFu2DAcOHFB6/AsXLqg18VepUiVMnz4dubm56NKli9L7zu7duzFu3DiYm5tj+fLlnNgWudfGyJEjkZqaytkvPz+fMxE4ceJE5OTk4KuvvlJq0UhOTuZYGTR9HpUk+fn5ivOmsAhr1qwZgoKCcPbsWYUbvJzt27fj9OnTCAwMRPPmzRXtJXFu9uvXT3G/KFyjUCaT4dtvv1UazqDpOawJ8hfnzz//HBkZGaLFlylD1Xl0+PBhlTX+gP+59sbHxysmq0eMGCHYTszrsTg0eSeRf27+cz8hIQGjRo1S+5iaPpcbNWqEV69eCWqDz549W233UvnYz549yxGNaWlpGDZsmNLnRnHPKk3vP9pcM+owbdo0jlhLSkrC7NmzAUCpB1Pr1q0RFBSEiIgI7NixA0FBQSrrkGpDQEAAfvjhB+Tk5KBTp04qJ7YOHTqkMi5XXjNzwYIF2LNnD9zc3NC9e3e1x+Dq6oojR45g165dmDZtmsafQc6lS5fwf//3f6hatSpWrFiBmjVr4vfff0d0dLTAi0FsOnXqhH379sHS0hIDBgzAunXr9Ho8TTEKd9kvv/wSCxYswIQJE3Dq1ClUrVoVT548wb59+/Dpp59i69atgn3++OMP3L17F3/88QeOHz+Otm3bwtLSEi9evMDhw4fx33//iXpBAAU+ypcuXcLu3bsRGBiITp06oXz58nj9+jWOHDmCBQsWKE4oOzs7HDp0CF27dsXatWtx4MABdOzYEZ6enoiPj8eBAwcQFxeHOnXqYO/evYIERhs3bkRoaCgmT56Mbdu2oUWLFmCM4cmTJzhy5AgePnyouCFu2rQJrVq1wpAhQ7BkyRI0atQIjo6OiI6Oxu3bt3H37l1cuHAB7u7uAApcBkeMGIF69erhs88+g1Qqxblz53D//n106dIFe/fuFeX7kt8MiwvANjSWlpb4999/0bZtW/Tu3Rt//vknGjZsiMzMTDx48AAnTpxQ6YYDFMy4ys/B9u3b47///lMrEFsV3333HW7duoU///wTe/fuRatWreDj44OEhAQ8efIE586dw5w5c/DRRx8BKEhEY21tjebNmyMgIACMMZw5cwZXrlxBvXr10KZNGwAF58myZcvQokULVKlSBU5OTnj27Bn27t0LKysrjBs3rtixBQQEYNGiRRg1ahTq1auHzz//HG5uboiMjMSFCxdQrVo1zJ8/X+vPLicoKAg+Pj7YsmULpFIpKlSoAIlEggEDBsDf31+rPv/44w88efIE33//Pf7++280b94cHh4eiI2NxYMHD3DlyhVs3rwZFStWLLKfhQsX4siRIwgNDUWlSpVgZ2eHe/fu4eDBg3B0dOTMpHbr1g1BQUHYvHkzoqOjFS9Ce/bsQbdu3ZS+POnC+PHjcfjwYTRv3hyff/45HBwccPXqVZw9exY9e/YUCBBNzn2pVIqdO3eiXbt26NSpE5o2bYo6derA1tYWr1+/xpUrV/D8+XPExcWplZDthx9+QHp6On777TfUrl0b7dq1Q40aNZCbm4vz58/j0qVLsLGxwebNmwXFwYcOHYqzZ89iw4YNqFKlCrp16wY3NzfExMTg5MmT+OqrrxSurl999RWuXbuG5cuXo3LlymjXrh0qVKiApKQkvHjxAqdPn8bgwYPx559/AtDueaQPbt68yXHXTUhIwIkTJ/Do0SO4urpy3A4lEgnWr1+PsLAw9O7dG926dUO1atXw6NEj7N69G+XLl8eGDRs4Qr0kzs2AgADMmzcP33zzDerWrYvevXvDwcEBhw8fRkpKCmrVqiUQk5qew5rQpEkT1KlTBzdv3oRUKtU6viwxMVHly6OtrS2WL1+O8PBwrFu3Dp9//jk+++wz+Pj44O7duzh06BA+//zzIs+jIUOG4IcffkBcXBxq1aqlsOoVRuzrsTjUfSdp0KABmjVrhp07d6Jp06Zo3rw54uPjcfDgQQQFBakdp6bpc3nSpEk4fPgwunXrht69e8PZ2Rnnz5/HixcvEBoaqtZkt6enJ/r06YMtW7agTp06aNu2Ld6/f4+jR4/C2tpace4Uprhnlab3H22umeLw8vJCTk4OgoOD0bVrV+Tm5mL79u2Ii4tDeHi4SpfOESNGKAwg+nArnz59OvLy8jBr1iw0aNAATZs2xccffww7OzvEx8fj9OnTePLkidJEY0DBxH7FihVx6dIlAAXJ0jRJzAQoT7CkCSkpKejTpw/MzMywZcsW2NnZASj47o4fP47t27dj0aJFGD9+vE7HKYo2bdrg0KFD6NSpE4YMGaIwhhkFaueh1QJoUM/n3r17rEuXLszNzY3Z2tqyevXqsb/++qvINNNpaWls9uzZrGbNmszGxobZ2dmx6tWrs3HjxnFqBopVJ5OxgvTOS5cuZQ0aNGDlypVjtra2rEqVKmzYsGHsyZMngu1zcnLYqlWrWOvWrZmrqyuzsLBgLi4urFWrVmzVqlWCIryFSUxMZJMnT2aBgYHMysqKOTg4sNq1a7Pp06cLSrekpqayOXPmsHr16rFy5coxa2trFhAQwDp27MhWrlwpqB22bt06Vrt2bWZra8tcXFxY9+7d2e3bt1WmVFb1fTCm/PuVyWTM2dmZBQQECFJJq4MmJUxUpSBX9vsWVU7j5cuXbOTIkSwgIIBJpVLm7OzMGjZsyGbPns3ZrnCdzMLcunWLubm5MWtra0Va7uLSm6vqSyaTsQ0bNrBWrVoxJycnJpVKmbe3N2vWrBmbM2cOp0bYihUrWPfu3VnFihWZjY0Nc3JyYnXq1GHz58/nlJW5ePEiGzFiBKtVqxZzcnJSpCMfNGiQoH5ccRw+fJiFhYUxR0dHZmlpySpXrsy+/fZbpWnatSlhwhhjly9fZq1atWL29vZMIpFwzsvi+lR17mRnZ7OlS5eyJk2aMHt7e2Zpacn8/PxYq1at2O+//84SExOLHdfhw4fZoEGDWPXq1Zm9vT2ztbVlgYGBbMyYMSwqKkqwfXR0NOvdu7fiO//444/Zjh07ii0TURRFXRt79+5ljRo1YnZ2dszBwYGFhYWxyMhIUc59xgpKSE2ZMoXVqFGD2djYsHLlyrEqVaqwzz77jP39998aX++XLl1iX375JQsICGDW1tasXLlyrEaNGuybb75RWi+xMBs3bmQhISHM3t6eWVlZsYCAAPbFF1+wa9euKf1eOnXqxNzc3JhUKmUeHh6sQYMGbMaMGezBgwecbTV9HmlTDkQVqkqYWFtbs2rVqrFx48apLKP18OFD1r9/f+bp6cksLCyYp6cn69evH3v48KHS7cU8N4s6vzZt2sTq1q3LrKysmKurK+vXrx+LiYlR2Z+m57Cq+6gy5PWCP//8c7W2L0zh2syq/hwcHBTbnzt3jrVs2ZI5OjoyOzs71qxZM7Zr1y61zgl5eazly5cXOSZNrkdNSybwUfed5N27d2zkyJHM39+fWVlZsUqVKrFp06ax9PR0pb+VWPem//77j9WvX59ZWVkxZ2dn1rt3bxYVFaVRCZP09HQ2ffp0VrlyZWZlZcV8fX1ZeHg4S0xMVHm+FvWskqPJ/Ycxza8ZVci/75SUFBYeHs68vb2ZpaUlq1atGlu8eHGR5UiSkpKYmZkZs7a25tTFVZfi3uHk3L9/n40ePZrVqFGDlS9fnkmlUubp6cnat2/PVq9erbRuqRx5yRcAKu9zjAlLmKgzdnVKmMhrly5evFjQR0pKCqtYsSKztLRkV69eFazXtoSJqveeS5cuMScnJwb8rx64qrqXqtB0++KQMFaMgz1BaMHt27dRu3ZtLFu2zHhmVAiCIIgyzZdffom///4bx48fF1jIjQWZTIbKlSvj7du3iI2Nhb29vaGHRJRBTpw4gdatW2PAgAGKLOqaIJFI0KJFC6MPmTIUP/zwA2bNmqU0yVlpwbj9GAmTJTIyEh4eHvjqq68MPRSCIAiCwMuXL7F161Z89NFHRiswAWDbtm2IiorCyJEjSWASBkPukq9OeTNVREZGKuKe4+LitCrNVdoIDg7GvXv3DD2MEoFEJqEXxowZgzFjxhh6GARBEEQZ5++//8ajR4+wdetW5OTkKBKeGBuzZ89GUlIS1qxZAzs7O52SkRCENty+fRt79uzBtWvXFDGuDRs21KqvmTNncpbl8YplnfDwcEEyztIKucsSBEEQBFFqCQ0NxenTp+Hn54dJkyYZ7QSoRCKBVCpFjRo1sHDhQqO2thKlk4iICAwePBj29vbo0KEDli9fDmdnZ0MPizBRSGQSBEEQBEEQBEEQomEUdTIJgiAIgiAIgiCI0gGJTIIgCIIgCIIgCEI0KPGPlshkMsTGxqJ8+fKKzFkEQRAEQRAEQZQ9GGP48OEDvL29YWZGdjwSmVoSGxsLPz8/Qw+DIAiCIAiCIAgj4fXr1/D19TX0MAwOiUwtKV++PICCE0nsOla5ubk4cuQI2rZtC6lUKmrfBEHoD7p2CcI0oWuXIEwPY7tuU1NT4efnp9AIZR0SmVoid5G1t7fXi8i0tbWFvb29UVw0BEGoB127BGGa0LVLEKaHsV63FEZXADkMEwRBEARBEARBEKJBIpMgCIIgCIIgCIIQDRKZBEEQBEEQBEEQhGiQyCQIgiAIgiAIgiBEgxL/EARBEARBEISJwhhDfn4+8vLyDD2UEiU3NxcWFhbIyspCfn6+3o4jlUphbm6ut/5LKyQyCYIgCIIgCMLEYIwhJSUFb9++1avIMlYYY/D09MTr16/1ntHV0dERnp6elDlWA0hkEgRBEARBEISJ8ebNG6SkpCjK6VlYWJQpESSTyZCWlgY7OzuYmeknApAxhoyMDCQkJAAAvLy89HKc0giJTIIgCIIgCIIwIfLz8/H+/Xu4ubnB1dXV0MMxCDKZDDk5ObC2ttabyAQAGxsbAEBCQgLc3d3JdVZNKPEPQRBGAWMM586dw5UrVww9FIIgCIIwanJzc8EYQ7ly5Qw9lDKBra0tgILvnVAPEpkEQRgFw4YNQ/PmzdGwYUNMnz7d0MMhCIIgCKOnLLnHGhL6njWHRCZBEAbn3bt3WLdunWJ50aJFyMrKMuCICIIgCIIgCG0hkUkQhMGJi4uDTCZTLGdmZiI6OtqAIyIIgiAIgiC0hUQmQRAGJzU1VdD26tUrA4yEIAiCIAhj4MOHD5g8eTLatm0LNzc3SCQS/PDDD4LtBg8eDIlEIvirVq1akf3fv38fVlZWkEgkuHr1qp4+RdmFsssSBGFwPnz4IGgjkUkQBEEQZZd3795h1apVqF27Nrp3747Vq1er3NbGxgYnTpwQtKkiPz8fX331FVxdXREbGyvamIn/QSKTIAiDQyKTIAiCIIjC+Pv7Izk5GRKJBImJiUWKTDMzMzRu3Fjtvn///XdER0djypQpGDdunBjDJXiQyCQIwuAoE5mvX782wEgIgiAIwjSRyWR49+6doYchwMXFRas6lvrK6PrkyRN8//332LJlC5KSkvRyDIJEJkEQRgBZMgmCIAhCN969ewd3d3dDD0NAQkIC3Nzc9HqMzMxMeHp64u3bt/Dy8kL37t3x448/wtnZmbMdYwxDhw5F586d0bVrV0REROh1XGUZEpkEQRgcEpkEQRAEISQ5ORm2trawsrIy9FCMltq1a6NOnToIDg4GAERGRuL333/H8ePHceXKFdjZ2Sm2XbZsGe7cuYNt27YZarhlBhKZBEEYHFUikzFGBZAJgiCIModMJsOXX36Jf/75B76+vti1axc+/vhjQw/LKBk/fjzHHTcsLAx169ZFz5498ddff2HChAkAgJcvX2LatGlYtGgRPDw8DDXcMgOVMCEIwuAoE5kZGRkUK0EQBEGUSTZt2oR//vkHABAdHY1Zs2YZeESmRY8ePVCuXDlcvHhR0TZq1CgEBwfjs88+Q0pKClJSUpCRkQEASEtLw/v37w013FIJWTIJgjA4ykQmUGDNdHFxKeHREARBEIRhWbJkCWf52rVrxe7j4uKChIQEfQ1Jawz1HGeMcSycd+/excuXL+Hk5CTYtmXLlnBwcEBKSkoJjrB0QyKTIAiDU5TIrFu3bgmPhiAIgiAMx+XLl3HlyhVOW1xcHLKysmBtba1yPzMzM70n2DEVtm/fjoyMDE5Zky1btiArK4uz3aFDhzB//nz8+eefqFGjRkkPs1RDIpMgCIOjSmRSGROCIAiirLF06VKl7a9fv0bVqlVLeDSG5eDBg0hPT1e8J9y/fx/bt28HALRv3x6vXr3CyJEj0adPH1SpUgUSiQSRkZFYtGgRatSogaFDhyr6UlZHMyoqCgBQv359inkVGaONyVy9ejUkEgknI5Qqjh07hrCwMHh7e8PKygru7u5o1aoVDhw4oHL7Jk2awNbWFq6urhg0aJBRuhcQRFmhKEsmQRAEQZQV4uPjVWY+ffnyZQmPxvCMHDkSvXr1wldffQUA+Pfff9GrVy/06tULCQkJsLe3h7u7O3777Td89tln6NatG3bs2IGxY8fi3LlzKFeunIE/QdnFKC2ZMTExmDRpEry9vdUKwn337p1itsLT0xNJSUn4888/0alTJ/z999/o37+/YtvIyEh06NABnTp1wp49e5CQkIApU6agdevWuHr1KqWIJggDQCKTIAiCIIC//voLOTk5SteVRZEptzQqQyaTITU1FTt27ODEXmrCoEGDMGjQIO0GRxSJUYrMESNGICQkBM7OzgqTeFH07t0bvXv35rR17twZFStWxKpVqzgi89tvv0VgYCC2b98OC4uCj1+xYkU0a9YMa9euxciRI8X9MARBFAuJTIIgCKKsk5ubixUrVqhcX5TgIghjw+jcZTdu3IjIyEgsX75cp36kUikcHR0VQhIosJBeuXIFAwYM4LQ3bdoUgYGB2LVrl07HJAhCO0hkEgRBEGWd3bt3IzY2VuX6smjJJEwXo7JkJiQkYPz48Zg3bx58fX013l8mk0EmkyEhIQErV67E48ePMX/+fMX6u3fvAgBq1aol2LdWrVo4d+6cyr6zs7ORnZ2tWE5NTQVQMOuUm5ur8ViLQt6f2P0ShDHCGFMpMmNjY5GRkQGpVFrCo9IOunYJwjSha5cwBvhlS/hERUVxzlXGmOLdtyzCGFP8q+/vQCaTgTGG3NxcmJubK92G7h9cjEpkhoeHIygoSGuX1Y4dO+Lw4cMAAHt7e2zduhWdOnVSrH/37h0AwNnZWbCvs7OzYr0y5s6dq7QQ7pEjR2Bra6vVeIvj6NGjeumXIIyJ7OxslQ8Hxhg2btwIDw+PEh6VbtC1SxCmCV27hKF48eIFzp49y2lr2rQpzp8/r1h++PChIqmlhYUFPD09kZaWpjKGs6ygaqJaTHJycpCZmYnTp08jLy9P6TYZGRl6H4cpYTQic8eOHdi7dy9u3LgBiUSiVR9Lly5FSkoK4uLisHHjRvTu3Rvr169H3759Odup6r+o406bNg0TJ05ULKempsLPzw9t27aFvb29VuNVRW5uLo4ePYqwsDCTseAQhLbEx8cXub5q1apo3rx5CY1GN+jaJQjThK5dwtCMGDGCs+zp6Yl58+YhJCRE0ZaUlIS2bdvCwsICWVlZeP36Nezs7IqsnVmakXtClS9fXmvtoC5ZWVmwsbFBSEiIyu9b7uVIFGAUIjMtLQ2jRo3CmDFj4O3tjZSUFABQzMykpKRAKpUWm4a4cO2grl27okOHDhg1ahR69+4NMzMzuLi4AIBSi2VSUpJSC6ccKysrpZlnpVKp3h5I+uybIIwFfmFkPrGxsSZ3HdC1SxCmCV27hCFISkrC5s2bOW0jRoxA9erVOW35+flISEiAv78/8vPzIZFIIJFItM6saurIvaBK4juQf9dF3SPo3sHFKM7KxMRExMfHY+HChXByclL8bd68Genp6XByckK/fv007rdhw4ZITk7G27dvAQDBwcEAgDt37gi2vXPnjmI9QRAlR3FuLpT8hyAIgijNrF27FpmZmYplCwsLDB8+HC4uLoKQLHnyH6lUColEgvT09BIda1lF7gpLQlJ9jMKS6enpiZMnTwra582bh8jISBw8eBCurq4a9ckYQ2RkJBwdHRUWTB8fHzRs2BAbN27EpEmTFIG7Fy9exKNHjzB+/HidPwtBEJpBIpMgCIIoq+Tn52PZsmWctl69esHLywsA4O/vjwcPHijWRUVFISQkBObm5nBwcMDbt2+RnZ0Ne3t7WFhY6N1t1JiQyWTIyclBVlaW3iyZjDFkZGQgISEBjo6OKpP+EEKMQmRaW1sjNDRU0B4REQFzc3POuiFDhmD9+vV49uwZ/P39AQDdunVD7dq1UadOHbi4uCA2NhYRERGIjIzEsmXLOOVK5s+fj7CwMPTq1Qvh4eFISEjA1KlTERwcjMGDB+v7oxIEwYNEJkEQBFFW2b9/v6D+5ejRoxX/DwgI4IjMwmVMPD09YWNjg4SEhDIZD8gYQ2ZmJmxsbPQurh0dHeHp6anXY5Q2jEJkakJ+fj7y8/MVaYsBoFmzZti+fTv++OMPpKamwtHRER9//DH27dvHyS4LAKGhoThw4AC+//57dOnSBba2tujcuTMWLFigNOaSIAj9QiKTIAiCKKv88ccfnOV69eqhSZMmimW5QUVOYZEpkUjg6OgIBwcH5Ofnq8x6WlrJzc3F6dOnERISolc3VqlUShZMLTBqkRkREYGIiIhi2yZPnozJkyer3W9YWBjCwsJEGCFBELrCn32VSCScSaTXr1+X9JAIgiAIQu88fPhQUDZnzJgxHKscX2TyrZ5AwXPTwsKC47lXFjA3N0deXh6sra0pVtIIMYrEPwRBlF34lsyKFStylt+/f4/379+X5JAIgiAIQu/wYzFdXFzQu3dvTltAQABnubAlkyCMGRKZBEEYFL7I5KdsB8iaSRAEQZQuUlNTBZ55w4YNg42NDaeNb8l89eqVonQHQRgzJDIJgjAofJHp6uoKDw8PThvFZRIEQRClifXr1yMtLU2xbGZmhpEjRwq244vMnJwcxMfH6318BKErJDIJgjAofJFZvnx5VKhQgdNGIpMgCIIoLchkMkHCn27dugmefUBBBllLS0tOm7K4TIIwNkhkEgRhUEhkEgRBEGWJY8eO4fHjx5y2MWPGKN3WzMxM8EykuEzCFCCRSRCEQSGRSRAEQZQlli5dylmuUaOG0nrxcooqY0IQxkrZynVMEITRoUxk8hMfUOIfgiAIojTw/Plz7N+/n9M2evRoTtkSPuqUMSEIY4NEJkEQBkWZyCxfvjynjSyZBEEQRGlg+fLlnFrQDg4O6N+/f5H7UBkTwhQhd1mCIAyKMpHp5+fHaYuOjkZ+fn5JDosgCIIgRCUjIwNr1qzhtA0ePBh2dnZF7kfusoQpQiKTIAiDok5MZl5eHt68eVOSwyIIgiAIUfnnn3+QkpLCaRs1alSx+ykTmYWtoQRhjJDIJAjCoCgTmW5ubrCysuK0k8ssQRAEYaowxgQJfzp06IAqVaoUuy/fXTY9PR3v3r0Tc3gEITokMgmCMBj5+fnIyMjgtJUvXx5mZmYCl1kSmQRBEISpcuvWLdy5c4fTpqpsCR8fHx+Ym5tz2shlljB2SGQSBGEw0tLSBG3ypD9UxoQgCIIoLTx69Iiz7OPjg3bt2qm1r4WFBXx8fDhtJDIJY4dEJkEQBoPvKguoFplUxoQgCIIwVfjurf7+/jAzU/81nMqYEKYGiUyCIAxGUSKT3GUJgiCI0gJfZLq6umq0P5UxIUwNEpkEQRgMvsi0traGhUVB+V5ylyUIgiBKC3yR6eLiotH+VMaEMDVIZBIEYTCUZZaVQyKTIAiCKC0kJiZylnUVmeQuSxg7JDIJgjAYmojMd+/eIT09vUTGRRAEQRBiQu6yRFmDRCZBEAajKJHJj8kEKPkPQRAEYZqI7S6bkpKC1NRUncdFEPqCRCZBEAajKJFZrlw5wUOYXGYJgiAIU0RXd1llE69kzSSMGRKZBEEYjKJEJkBlTAiCIIjSga6WTGtra3h6enLaKC6TMGZIZBIEYTCKE5lUxoQgCIIwdXJzcwWurZrGZAIUl0mYFhqJzKysLEyfPh3Xrl3T13gUrF69GhKJBHZ2dsVuu3PnTvTt2xdVqlSBjY0NAgIC0K9fPzx58kSwbWhoKCQSieCvffv2+vgYBEEUAf+ha29vz1mmDLMEQRCEqZOUlCRo09SSCVAZE8K0sNBkY2tra/z+++96F2QxMTGYNGkSvL298f79+2K3nz9/Pjw9PTFjxgxUqlQJr1+/xs8//4x69erh4sWLqFGjBmf7SpUq4Z9//uG0OTo6ivkRCIJQA03dZUlkEgRBEKYGPx4TAJydnTXuh8qYEKaERiITAKpXr44XL14gJCREH+MBAIwYMQIhISFwdnbG9u3bi91+7969cHd357S1atUKAQEB+P3337F69WrOOhsbGzRu3FjUMRMEoTkkMgmCIIjSDj8e08HBAVKpVON+yF2WMCU0jsn87rvvMHv2bDx79kwf48HGjRsRGRmJ5cuXq70PX2ACgLe3N3x9fSlRCEEYMdok/pHJZHofF0EQBEGIha5Jf+SQuyxhSmhsyVy3bh0yMjJQvXp11KpVC15eXpBIJIr1EokEe/bs0WowCQkJGD9+PObNmwdfX1+t+pDz/PlzvHz5Et27dxese/bsGZydnZGamgp/f3/06dMH//d//wcbGxudjkkQhGZoKjKzs7Px9u1beHh46H1sBEEQBCEG+hKZCQkJyMzMpPdXwijRWGTevn0blpaW8PHxwbt37wQXTmHBqSnh4eEICgrCyJEjte4DAPLy8jBkyBDY2dlhwoQJnHXNmzdH7969Ua1aNWRmZuLgwYP45ZdfcPbsWZw8eRJmZsqNu9nZ2cjOzlYsyxOW5ObmIjc3V6fx8pH3J3a/BGFs8BP/2NjYcM57FxcXWFhYIC8vT9H24sULrWJZSgK6dgnCNKFrl9An8fHxnGVnZ2etzjVvb29B29OnT1GtWjWtx2bKGNt1ayzjMBY0Fpn6CjLesWMH9u7dixs3bugkVBljGDJkCM6cOYMdO3YISiDMnj2bs9yxY0cEBARg0qRJ2LNnD3r06KG037lz52LWrFmC9iNHjsDW1lbr8RbF0aNH9dIvQRgLCQkJnOVHjx7hwIEDnDYnJye8fftWsbx7927BA9vYoGuXIEwTunYJfXD16lXOclZWluBZpy7ly5fneAHt2LEDdevW1Wl8po6xXLcZGRmGHoJRobHI1AdpaWkYNWoUxowZA29vb6SkpAAAcnJyAAApKSmQSqUoV65ckf0wxjB06FBs3LgR69evR7du3dQ6fv/+/TFp0iRcvHhRpcicNm0aJk6cqFhOTU2Fn58f2rZtKyi7oCu5ubk4evQowsLCtAoMJwhTIT8/n7PcsmVLtGjRgtMWFBTEEZlubm7o2LFjiYxPU+jaJQjThK5dQp/s2rWLs1yrVi2tn2NVqlTBjRs3FMseHh5G+0zUN8Z23fK9s8o6WonM7OxsRERE4NSpU0hMTMTy5ctRtWpV7NmzBzVr1kSlSpU06i8xMRHx8fFYuHAhFi5cKFjv5OSEbt26Yffu3Sr7kAvMdevWYc2aNejfv7+mH0ulqywAWFlZwcrKStAulUr1dmLrs2+CMAb4MZlOTk6Cc97f3x9nz55VLMfExBj9dUHXLkGYJnTtEvqAXyfTzc1N6/MsICCAIzJfv35d5s9ZY7lujWEMxoTGIjMxMREtW7bEvXv34Onpifj4eMWL4u7du3H48GGNMsMCgKenJ06ePClonzdvHiIjI3Hw4EG4urqq3J8xhmHDhmHdunVYuXIlBg8erNHx169fDwBU1oQgSpDs7GxB/AI/8Q9AZUwIgiAI00asxD8AlTEhTAeNRebkyZORkpKCq1evolatWrC0tFSsa9myJebPn6/xIKytrREaGipoj4iIgLm5OWfdkCFDsH79ejx79kyRZWvs2LFYs2YNvvrqK9SsWRMXL15UbG9lZaXwVT9z5gzmzJmDHj16oFKlSsjKysLBgwexatUqtGrVCl26dNF47ARBaAffigmQyCQIgiDEIzk5GcuWLYOFhQXGjBlTbNiVvuCLzKIMJ8VBZUwIU0Fjkblv3z7Mnz8f9erVE8RT+fr6Ijo6WrTBKSM/Px/5+flgjCna9u7dCwBYu3Yt1q5dy9ne399fkazIy8sL5ubm+Omnn5CYmAiJRIKqVavixx9/xDfffFOkuyxBEOJCIpMgCILQF4wxtG/fHpcvXwYAnD59WutkO7oipiWTRCZhKmgsMuW1JZWRm5vLKTWgKxEREYiIiCi2Td2Mt1WqVMH+/fvFGRxBEDrBF5kSiUTpLDNfZMbHxyM7O1tpjDRBEARBAAU10eUCEwAOHjyI9+/fw8HBoUTHIZPJBDGZYrrLxsTEICcnh+NZSBDGgMamu4oVK+LChQtK112+fBlBQUE6D4ogiNIPX2Ta2dkpLV/EL0MEQO8eEwRBEIRp8+zZM0FbbGxsiY8jJSUFMpmM0yamuyxjjJ6JhFGiscjs168f5s+fjz179ihcViUSCa5cuYLFixdjwIABog+SIIjSB19kKnOVBQAHBwdBmSBymSUIgiCKwlhEJt9VFtDNkuno6Ch4XpLLLGGMaCwyp0yZgmbNmqFHjx7w8PAAALRr1w6NGzdGo0aNMG7cONEHSRBE6UNdkQlQXCZBEAShGc+fPxe0GUJkJiYmcpZtbGxgY2OjdX8SiURgzVQ3bIwgShKNYzKlUikOHDiArVu3Yv/+/YiPj4erqys6d+6MPn36UPIcgiDUQlOReffuXcUyiUyCIAiiKJSJzJiYmBIfh5hJf+QEBARwnolkySSMEY1FJlAwi9KnTx/06dNH7PEQBFFGIEsmQRAEoS+MxZIpZvkSOZRhljAFNDY7mpubc7J1FebatWswNzfXeVAEQZR+SGQSBEEQ+oAxZrQxmWJYMklkEqaAxiKzcH1KPjKZTGl2SIIgCD6aiEx+htnXr1/rZUwEQRCE6ZOYmIi0tDRBuzHEZIrlLlsYiskkjBGtAihVCclr166VeP0hgiBME10tmUVNeBEEQRBlF2WusoBxWDL14S77+vVr5Ofn69wvQYiJWjGZixcvxuLFiwEUCMzu3bsLCqFnZmYiISEBPXv2FH+UBEGUOnQRmenp6UhOToazs7NexkYQBEGYLkWJTMZYiXrdlYS7bF5eHuLi4uDr66tz3wQhFmqJTHd3d9SoUQNAgUm+UqVKcHR05GxjZWWFmjVrUgkTgiDUQhOR6ePjA4lEwrFevnr1ikSmCZGXl4eMjAyUL1+ewioIgtAryuIxASA3NxeJiYlwc3MrsbHow13W3d0d1tbWyMrKUrRFRUWRyCSMCrVEZt++fdG3b18AQMuWLbFixQpUq1ZNrwMjCKJ0k5qaylkuSmRKpVJ4e3tz0s+/evUKderU0dfwCBF5+vQpOnXqhMePH6Nz587YsWMHLC0tDT0sgiBKKaosmUCBNbMkRaY+LJnyWpmPHj1StL18+RLNmzfXuW+CEAuNYzJPnjxJApMgCJ3hWzLt7e2L3J4yzJouv/zyCx4/fgwA2LdvH3bt2mXgEREEUZopTmSWJPqIyQQowyxh/GiV+Oft27eYNm0amjRpgqpVq+LevXsAgJUrV+LGjRuiDpAgiNKJJu6ygFBkUoZZ0+HatWtFLhMEQYiJsYhMxpheLJmAUGRShlnC2NBYZL548QK1atXCkiVLIJFI8Pz5c2RnZwMAbt++jSVLlog+SIIgSh+aikx+GROyZJoO/Bn2ol4ACYIgdCE7OxvR0dEq15ekyExLS0NOTg6nTSyRyS9jQpZMwtjQWGROnjwZTk5OePLkCU6fPs1JxNG8eXOcO3dO1AESBFE60dWSSSLTNEhPTxfM5L948cJAoyEIorQTFRVVZImrkhSZ/HsfQO6yqsjPz8eKFSvQr18/bN26lcqUlQLUSvxTmOPHj2PFihXw9vYW1OTx8vIySA0igiBMC8aYoFA2iczSibIXHxKZBEHoi+I8JQonkNM3fJFpYWFR7LNOXZSJzJIuzyImGzZsQHh4OABg06ZN8PDwQGhoqGEHReiExpbMrKwslWUD0tPTYWamVZgnQRBliPT0dMEspaYiMzY2Frm5uaKPjRAXZSIzOTkZKSkpJT8YgiBKPcWJzJI0higrXyKWCOS7y2ZlZSEhIUGUvg3Bxo0bOcvbt2830EgIsdBYEQYFBeHYsWNK150+fRrBwcE6D4ogiNIN31UW0FxkymQy8pwwAVS5cJE1kyAIfcCvkeng4MBZNqS7rFjxmECB96CFBdch0VRdZnNycnDhwgVO261btww0GkIsNBaZw4YNw+LFi7F48WIkJycDKDg5tm/fjuXLl+Prr78WfZAEQZQutBGZzs7OsLW15bSRy6zxQyKTIIiShG/JbNasGWc5Pj4eeXl5JTIWfZUvAQBzc3NBQjxTFZnXrl1DZmYmp+3WrVuQyWQGGhEhBhqLzPDwcHz55ZeYMGECPD09ARQk/Onduzf69euHgQMHij5IgiBKF3yRKZVKYWVlVeQ+EomEypiYIKpeeijDLEEQ+oB/b2nevDlnWSaTlZhbqT4tmUDpKWNy+vRpQduHDx9M9vMQBWic+AcAVq1aha+++gr79+9HfHw8XF1d0blzZzRt2lTs8REEUQrRNLOsHD8/Pzx8+FCxrKklU56szNzcXKP9CO0hSyZBECUFY0wgMhs1agSpVMqJ4Y+JiYG3t7fex6MsJlNMSksZE2UiEyiwZlaqVKmER0OIhVYiEwAaN26Mxo0bizkWgiDKCNqKTF0yzM6ePRtz5syBu7s7Nm3aJHChIvQDiUyCIEqKt2/fIj09ndNWpUoVeHl5cZ4XJRWXWdKWTFMUmfn5+Th79qzSdbdu3UKPHj1KeESEWGgtMgEgIyMDWVlZgnZV2WcJgiCAkheZu3fvxnfffafYZ8iQIXjw4IHoqd6prheXnJwclS9z5C5LEITY8JP+SKVS+Pj4wNvb2yhEppgxmUDpEJm3b99Gamqq0nWU/Me00TgmMyMjA+PHj4ebmxvKly8PNzc3wZ8YrF69GhKJBHZ2dsVuu3PnTvTt2xdVqlSBjY0NAgIC0K9fPzx58kTp9seOHUOTJk1ga2sLV1dXDBo0yKTTPhOEqVGSIvPDhw8YM2YMp+3Ro0e4efOmWsdUlylTpsDJyQkTJkxQee8pa0RHR6sU3lFRUZTUgSAIUeFPXgUEBMDc3FzgGltSIrOk3WWjoqJMbrJTlassQCLT1NHYkjl69Gj8/fff6NKlC6pXrw5LS0vRBxUTE4NJkybB29sb79+/L3b7+fPnw9PTEzNmzEClSpXw+vVr/Pzzz6hXrx4uXryIGjVqKLaNjIxEhw4d0KlTJ+zZswcJCQmYMmUKWrdujatXrxabfIQgCN0pSZE5c+ZMREdHC9q3b9+OunXrqnXc4jh8+DB++eUXAAVuoD/88AO2bdsmSt+mTFGz6tnZ2Xjz5k2JxEURBFE24IvMypUrA4DBRGZJu8t++PABKSkpcHJyEvU4+qQokfnixQu8f/9eUIaGMA00Fpl79+7F3LlzMWnSJH2MBwAwYsQIhISEwNnZWa1irHv37oW7uzunrVWrVggICMDvv/+O1atXK9q//fZbBAYGYvv27Yr6QhUrVkSzZs2wdu1ajBw5UtwPQxCEALFE5vv375Gamgp7e3ul21+/fh2LFy9Wuu7ff//F7NmzRXGZXb9+PWdZbCupqVKc69bz589JZBIEIRp8kSlPGmMsIlNsd1lfX19IJBKO9fLly5cmIzIZY0WKTKDAnfaTTz4poRERYqKxuywA0Wb/lbFx40ZERkZi+fLlau/DF5hAwQ3F19eXU+IgJiYGV65cwYABAzgFbJs2bYrAwEDs2rVLt8ETBKEW2opMX19fQZuqMib5+fkYPny4SpfMJ0+e4O7du2odtyjS09OxZ88eTtvbt2917rc0UJylmZL/EAQhJvyYTFUiMyYmRu9jycrKEiQhEtuSaWlpCR8fH06bKZX9ePjwocClmB92Ry6zpovGlsxPP/0UR44cQevWrUUfTEJCAsaPH4958+YpfZnUhOfPn+Ply5fo3r27ok3+QlmrVi3B9rVq1cK5c+dU9pednY3s7GzFsjxIOTc3l5MWWwzk/YndL0EYC3w3+HLlyql1vpubm8Pd3Z0TQ/38+XMEBgYKtv3jjz9w7dq1IvvbunUrqlWrpuaolbNr1y5kZGRw2lJSUpCenq6XcAJTojgR+fTpU7rPEUYBPXdLB3xLZoUKFZCbmwsPDw9Oe2xsrN5/6zdv3gja7O3tRT9uhQoVOCEhz58/N5nz+OTJk5xlPz8/hISE4J9//lG03bhxQ+XnMbbr1ljGYSxoLDIXLlyIzz77DBMnTkTHjh2VZpKtV6+eVoMJDw9HUFCQzi6reXl5GDJkCOzs7DBhwgRFu9xtQdmYnZ2dBW4NhZk7dy5mzZolaD9y5AhsbW11Gq8qjh49qpd+CcLQPH78mLMcHx+PAwcOqLWvvb09R2QePHhQYK1MTEzE9OnTOW2+vr6oVasW5zgbNmxAgwYNNB0+h6VLlypt37p1q+iz1qbG9evXOctmZmac3+rMmTNq/+4EURLQc9d0ycnJEVgoY2NjceDAAYHHy7t377Bnzx5IpVK9jYdvUZRIJLhw4YLodZoLe+YBBblH5LGoxs7WrVs5y5UqVRL8JqdPny72OWEs1y1/wrmso7HIzMzMRF5eHhYtWiSIdWKMQSKRKAqea8KOHTuwd+9e3LhxQ6cYKcYYhgwZgjNnzmDHjh3w8/MTbKOq/6KOO23aNEycOFGxnJqaCj8/P7Rt21ZlPJi25Obm4ujRowgLC9PrDZAgDMXKlSs5y3Xq1EHHjh3V2jciIgJPnz5VLNvb2wv2/fzzzwXllTZs2AALCwvOw+r169cICAjARx99pOlHAAAkJyfjxo0bStcFBwfrNbTAFODH7terVw9Xr15VLOfl5an9uxOEPqHnrunz8OFDQduAAQNQvnx5pKSkCLKM165dW5CdVUxOnTrFWXZyckKXLl1EP8758+c5cY1mZmYmcV9ljGH06NGctt69e6NixYqIiIhQtEVHR6Nt27YCMQ0Y33WrqhRLWUVjkTlkyBBcuXIF48ePFy27bFpaGkaNGoUxY8bA29sbKSkpAApmpYAC1zOpVIpy5coV2Q9jDEOHDsXGjRuxfv16dOvWjbNeblVQZrFMSkoqsr6nlZWV0syzUqlUbye2PvsmCEOSlpbGWXZ0dFT7XOe/FMTExHD2/e+//7B7927ONkOGDEHLli0hk8ng4+PDme3+77//ULt2bc0+wP9n7969Kt1jkpOTy/T1K5PJBDGZLVu25IjMqKioMv0dEcYHPXdNF/79xs3NTfFe5+rqChsbG2RmZirWv337FlWrVtXbePhhIS4uLno5t/hWy1evXpnEORwVFSXI/N6yZUuBB1BWVhaioqJQvXp1lX0Zy3VrDGMwJjQWmSdPnsRvv/2GYcOGiTaIxMRExMfHY+HChVi4cKFgvZOTE7p16yZ4cSyMXGCuW7cOa9asQf/+/QXbBAcHAwDu3LkjmOW5c+eOYj1BEPpF28Q/QNFlTNLS0gQzo25uboryImZmZvjss8+wZMkSxfp///0X3333ndrHL8zmzZtVrivrtXfj4+MVE4VyQkNDsWDBAsVydHQ0srOzqXQUQRA6oyqzLFDgqebt7c1JDKTvDLP6rpEph1/GpLis3sYCP6usm5sbgoKCFL9V4d/n1q1bRYpMwjjROLts+fLlRXcv8PT0xMmTJwV/7dq1g7W1NU6ePInZs2er3J8xhmHDhmHdunVYuXIlBg8erHQ7Hx8fNGzYEBs3buS49F68eBGPHj3Cp59+KurnIghCOfoSmTNnzhTE3vz2228cL4WePXty1t+5cwePHj1S+/hy3rx5I0haUJiyLjL5LzqWlpZo0qQJp40xplatU4IgiOJQVSNTTklnmNV3+RI5fJH57t07gbeQMcIXmSEhIYqwNb53EWWYNU00FplffvkltmzZIuogrK2tERoaKvjz9PSEubk5QkNDFVbGIUOGwMLCgvMCM3bsWKxZswaDBw9GzZo1cfHiRcUfP15q/vz5ePjwIXr16oVjx45h06ZN+PzzzxEcHKxSnBIEIS78uAVNRCY/zjomJgb5+fm4ceMGFi1axFnXunVr9OvXj9PWtGlTeHp6ctp27Nih9vHlbNu2TWV5FIBEJl9k+vn5wcnJSVC/jcqYEAQhBkVZMgEISn3o25LJF5klZckETMOayReZhWth8kUm1Z42TTR2l61duzZmzJiBHj16oFOnTkrjGPVpEczPz0d+fj6n8OzevXsBAGvXrsXatWs52/v7+3MyfIWGhuLAgQP4/vvv0aVLF9ja2qJz585YsGABuWwRRAkhpiUzNzcXsbGx+Prrrzmiz8rKCsuXLxck9DI3N8enn37KqcW7fft2QTba4ijKVRYgkcl/yZG/CFWqVIlTWob/YkgQBKENqmpkyuFbMkuLu6yNjY2gtNfLly9Ro0YNvRxPDOLi4vDkyRNOW0hIiOL/ZMksHWgsMuVWgaioKEEBcgBaZ5dVRkREBCfDlKo2TQvPhoWFISwsTLfBEQShFXl5eYLMr5pkaHZ3d4elpSUn3m/atGm4cuUKZ7sZM2YorZ8JFLjMFhaZN27cwLNnz9RO+/7ixQtcvHiR09a8eXOcPXtWsUwiU7nIrFixIkdkkiWTMDVOnz6NEydOoE2bNmjevLmhh0OgwPW+OEtmSYvMkrJkAgX3V77INGbOnDnDWba3t+fUsOeLzLi4OLx9+xZubm4lMj5CHDR2l1UWO1n478SJE/oYJ0EQpQS+FRPQzJJpZmYmcJktXLgZAKpVq4bJkyer7OOTTz4RPKw0cZnlhwy4uLjgiy++4LSRyFQtMgtTGkXmgwcPEBoaio8//hhHjhwx9HAIETl16hRCQ0Mxa9YsfPLJJxg7dqwgwRVR8sTHx3MyxwLFx2SWtMjUV0wmYHrJf/iuss2bN+fUDw0MDISNjQ1nG7Jmmh4aWzJbtGihj3EQBFFG0FVkAgUus3zXqML8+eefRbq/W1hYoEePHli1apWibfv27UUK08LwXWV79uwpiPchkanaXbYwpc1dNjMzE23btlWk5u/Xrx9evXoleGEiTJN//vmHE66zdOlSXLp0Cdu2bVMaG0eUDPz7iKWlpUBUGlpk6tOSyU/IqamHX0mjLOlPYczNzREcHMzxULp16xbatGlTIuMjxEFjSyZBEIQuKBOZdnZ2GvXBj8sszODBg9WaDONnmb1y5Ypas7/37t3DnTt3OG19+/aFu7s7py0hIYHzMlqWYIyVWUvmihUrOLXfEhMTcffuXQOOiBCTp0+fCtouX76MevXq4cCBAwYYEQEI4zErVqwIMzPuKy5fZKampuo1C2tJxWQCpmXJTEpKEjxD+SIToOQ/pQESmQRBlCh8kWlra8txk1EHVSLT1dWVU4exKEJDQwWJy9RxmeVbMX18fPDJJ58IRGZWVpZJpJHXBykpKYLfWZXITEpKEhQtN1XS0tIwb948QTu/4DhhuqjyoEhKSkKnTp0wffp05OXllfCoiOLiMQGhyAT0Z83My8tDSkoKp41EZgGFcxcABYmL6tevL9iOkv+YPiQyCYIoUXTJLCuHH5MpZ+HChWo/yKVSKbp3785p2759e5H7MMYEIrN3794wMzMTiEyg7LrM8l9wJBIJfH19ARS8DPEz/pYWa+bSpUvx9u1bQTuJzNJBdnZ2sb/l3LlzERYWhjdv3pTQqAig+BqZAFCuXDk4ODhw2vQlMpOTkwVt+ozJ5LvLxsXFCRLsGQt8V9kmTZrA0tJSsB1fZD548ADZ2dl6HRshLiQyCYIoUcQQmcosmS1btsSAAQM06ofvMnvhwoUiXyIvX74seJnp27cvgIIXGH7cHYnMAry9vRUvEVZWVoL41dIgMt+/f6/Sik4is3Tw8uVLgQt8ly5dBNudOnUKdevWxalTp0poZIQ6lkyg5OIy+a6yQMlaMgHg9evXejueLhQXjymncLZZoMA6/ODBA72NixAfEpkEQZQoYojMGjVqcOJtLC0tsWLFCoGFrDhat24NR0dHTtvOnTtVbs+3YlapUkXh5iORSJTGZZZFVMVjyimNcZm///67UusFQCKztMB3lXVxccGePXuwePFiWFhw8yi+efMGrVu3xty5czn1e8UkJycHmzZtQsuWLVGxYkWlrtplheJqZMopKZHJT/pjZ2en1FonFvb29oJnmTG6zH748AHXr1/ntKkSmQ4ODoJnBbnMmhYkMgmCKFHEEJm+vr749ttvARS4va5ZswZBQUEa92NpaYlu3bpx2lS5zObn52Pr1q2ctr59+3KELb8sConMAvgis7RlmH337h1+//13letJZJYOlFnLJBIJxo4dizNnzgjc+GUyGaZPn44uXboIRIcuJCYm4ueff0bFihXRr18/nDp1ClFRUZg2bZrASlQWyMjIQFxcHKfN2ESmPl1l5fBdZo1RZF64cAH5+fmKZalUikaNGqncnpL/mDaiiswNGzbg6NGjYnZJEIQeefjwIc6ePau3mXZliCEyAWDevHmIiYlBQkIC+vfvr/V4+C6zZ8+eFbywAEBkZKQgzkruKiuHLJkF8F9u+O7Npc2S+euvvyI1NVXlehKZpQO+taxw3F/jxo1x48YNdOjQQbDfgQMHUK9ePezZs0enJFf379/H8OHD4efnhxkzZigVSJrU+y0tKCvXoa7IjImJ0ceQSrR8iRz+ZJ4xljHhT4I0aNAAtra2Kren5D+mjagic9CgQWjfvj0aNWqE48ePi9k1QRAis2TJElSvXh2ffPIJPvvssxIrtyGWyAQKXhj4LkKaEhYWxhkDYwy7du0SbMd3la1Tpw6qV6/OaSNLZgFlyV02ISEBS5Ys4bTxrerR0dFltpxNaaK4uD8XFxfs27cPs2fPFpTPePXqFbp37w4nJyfUqlULI0eOxMaNG/HixYsizw2ZTIaDBw+iXbt2qFGjBv76668iE7ocO3ZMi09m2vB/Fw8PD5QrV07ptvx48JKKyTSEyDRGS+aZM2c4y6pcZeUoE5l0LzUdRBWZ69atw5IlS+Dv749+/fqJ2TVBECLy9u1bTJ48WbG8e/dunD9/vkSOLabIFAMrKyt07dqV08Z3mc3JyRFYCPhWTIBEphxN3WWLe9E2ZubNm4eMjAzFspmZGZYtW8bZJicnR2kiEMK0KMqSKcfMzAwzZszAsWPH4OHhIVjPGMOdO3fw559/YsCAAahUqRJ8fHzQq1cv/P7777h8+TJyc3ORnp6OFStW4KOPPkLHjh1x5MgRtcZ4//59vQknY0XdeEzAcO6yJSEy+e6yxhaGkJWVhUuXLnHaihOZderU4SwnJSXpzfpMiI+oInPgwIEYNWoUtm3bRum7CcKIWbFihSAV+L59+0rk2MYmMgGhy2xkZCRHIB4+fFiQ1KVPnz6CfshdtiA+il/GozhLZlZWlkk+M2JiYrBixQpO28CBAxESEiKwZJHLrGnDGFM7gylQkO36xo0baNGiRbF9x8XFYfv27Zg4cSIaNWoEBwcHeHt7Izw8HI8ePVK6j4WFBfr374+LFy8KynKUNU8yTX4XZSJTHxNchojJrFKlCmf54cOHej+mJly5coXz3iGRSNC0adMi9wkICIC9vT2njVxmTQdK/EOIym+//YZatWphwIABKjMtEoYlKytLYGkBgP3795fI8Y1RZLZr147jXiWTybB7927FMt9VtlmzZkrLqJAls8AtkA9fZHp5ecHKyorTZoousz///DPHddHCwgLfffcdpFIpPD09OduSyDRt4uPjORZrQLklszBeXl44duwYlixZgqZNm6qdXTQzM1NljK+rqyv+7//+Dy9fvsTff/+NRo0aoWXLlpxtyprLrDo1MuXwRWZWVhZSUlJEH5Mh3GX54Rvv3r1TWrfXUPDjMevUqSOYIOEjkUgEpUwo+Y/poLXITEhIwJUrV3D69GnBH1E2OX36NL755hvcuXMHGzduxJw5cww9JEIJmzdvVip+7ty5o1QgiI0xikwbGxt07tyZ0yZ3mU1PT8eePXs465S5ygJkyQSErrLOzs6ws7PjtJmZmRm9a1dxvHz5En/99RenbejQoQorra+vL2cdiUzThn9+WlpaCgSLMiwsLDBmzBicO3cOqampOHfuHH755Rd069ZNI+uWPB7z1atX+OmnnzjHbtOmDWfbY8eOmaz7uTZoYsnkT/4A+kn+Ywh32YoVKwom74zJmqlufUw+lPzHdNFYZMbFxaFNmzbw8vJC48aN0bJlS8VfaGioYEaNKDvwk6WUNZcdU4AxVmSphZKwZhqjyASELrMnTpxAYmIi9u7dy7FgmJubo1evXkr74FsyExMTOenaywLFxWPKMfXkPz/99BNyc3MVy1ZWVpgxY4ZimS8yKY7ItOHH/VWsWBHm5uYa9WFlZYWmTZvi22+/xe7du5GQkIBHjx5h7dq1GDp0qMASBQCdOnXC0aNHcefOHQwdOhQ2NjaCbfgiMzY21qjEhT7R1I3ZyspKIO71EZdpCHdZc3NzBAYGctoePHig9+OqQ15eHs6dO8dpU1dk8uMySWSaDhbFb8Jl9OjRuHHjBubPn49atWoJZk2IssvZs2c5y0+ePAFjjFNHkDAsx48fx507d1Su379/P0aOHKnXMRiryOzQoQNsbGyQmZkJoKAu5p49e/Dff/9xtmvdurXAYimH3y6TyZCUlCQQn6WZsiAynz59ioiICE7biBEjOMKSLJmlC02EjLpIJBIEBgYiMDAQgwcPBlAgTi5cuICMjAzUrVsXVatWLbafwMBA+Pr6cs6xY8eOKRWtpY24uDhBtt3ifhsfHx+OO2tJiMySsGQCQLVq1TjPeGMRmTdu3EB6ejqn7ZNPPlFrX74l88mTJ0hPT1eZQZgwHjQWmZGRkfj1118VN0SCAApcCm/cuCFoe/PmDby8vAw0KoLPb7/9xlm2sLBAXl6eYvnEiRPIzMxUOlsuFsYqMsuVK4eOHTtyssiuWbMGV69e5WynylUWUD5bnZCQQCJTCfwXQVNyl501axbHQm1jY4OpU6dytiGRWbrQJO5PF1xcXASu+8UhkUjQpk0bzsTHsWPHMGbMGJFHZ3zwfxdra+ti3zm8vb051jCxRSZjzGAikz+xYCwWbb6rbPXq1dV+LgYHB8PMzExRz5sxhrt376JRo0aij5MQF43dZSUSCfz8/PQxFsKEuXTpklK3wCdPnhhgNIQyHjx4gIMHD3LaZs2axcmCmZmZiZMnT+p1HMYqMgGhy+yFCxcELpE9evRQub+lpaUg/rCsxWWWdkvm/fv38c8//3DaxowZI4j1IpFZutCkTIYh4LvMnjx5kjOBWFrhi8yKFSsKMjvz0XcZk/fv3wvehwwlMo3FkqltPCZQMInHdwOm5D+mgcYis1evXiVW6oAwHfiusnJIZBoPixYt4iw7Oztj/PjxaNasGaddn9c3Y8yoRWanTp2KDAHo2LFjsdnw+OtJZKpnyYyOjkZOTo7exiUWP/zwAyepip2dHb799lvBdspEZllKxlLaKClLpra0bt2as/zhwwdcuXLFQKMpObRxY9a3yORbMYGSickECtxlC/Py5UuBm2pJI5PJcObMGU6bJiIToOQ/porGIvPzzz/H/v37MXbsWBw9ehTXr18X/BFlDxKZxk1iYiI2bNjAaRsxYgRsbW3RqVMnTvv+/fv19jKcnZ0tmF03JpFZvnx5tG/fXuX6olxl5ZRlkZmbmytIcKOuJVMmk5VIdmNduHXrFv79919O24QJE5S+QPJFZnp6Ot6/f6/X8RH6ISMjA3FxcZw2Y7Nkenp6Ijg4mNNWFkqZaGNh5otMsZNy8cuXWFlZwdbWVtRjqCIoKEiQB0NVrdWS4t69e4KSdurGY8qh5D+micYis1WrVnj27Bn++OMPtG/fHg0aNFD8ffzxx2jQoIE+xkkYMXl5ebhw4YLSdSQyjYM///yTkxxBKpVi1KhRACAQma9evcK9e/f0Mg5ltd+MSWQCQpdZOXZ2dmrFSpVlkRkTE6OIm5GjSmQ6OjrC0dGR02bsLrPff/89Z9nR0RETJ05Uuq2y8hbkMmuaKDsv+ZMkxoCyUialHVOwZLq4uJRYAkQbGxtBeShDx2XyXWUrVqyocdgd35J5+/ZtwbOGMD40Tvyzbt06fYyDMGHu3LmDtLQ0petIZBqe7Oxs/PHHH5y2Pn36KB60NWrUgL+/P8fNcd++fYJZcTHgu8oCxicyu3TpAqlUyonFBIDu3burlRCpLItMvqusra1tkbFIlSpV4ni/GLPIvHLliiDT8KRJkwRCWY6VlRXc3d05v390dLReritCv/CtZZ6enkaZ2bJNmzacsIgLFy4gLS1NECdemtDGjdnHx4ezHBcXB5lMVmwsp7oYonxJYapXr865lxo6LlOXeEw5fJGZlpaGFy9eoEKFCjqNjdAvGl9RAwcOLPZPDFavXg2JRKLWzTE6Ohrjx49HixYt4OjoCIlEIkgvLyc0NBQSiUTwV5SLHFE0qlxlgQKRSbNNhmXLli2Ij4/ntE2YMEHxf4lEotRlVh/wRaaZmVmJuRGpi4ODA9q2bSto/+KLL9TevzBlWWT6+/sXOYPPtwYZc4bZ7777jrPs4uKCsWPHFrkPJf8pHeijfIk+CAkJgYXF/2wHubm5gli40kRGRgbevHnDadPGkpmfn4+3b9+KNi5DZZaVw4/LNKTIZIyJIjK9vLwEYp2S/xg/4kzbiExMTAwmTZqk1N1IGU+fPsU///wDS0tLdOzYsdjtK1WqhAsXLnD++ElRCPUpSmRmZWVREXIDwhgTlC0JDQ1F3bp1OW18kXn+/HkkJSWJPh5lSX+MsY4q32XWxcVF4IqmChKZ/0OVq6wcU8kwe/bsWRw+fJjTNnXq1GKt8HyLCYlM04RvyTS2pD9yypcvj8aNG3PaSrPLrLJJKXXcmN3d3QVWSzFdZvkxmSUtMo0pw+zTp08FEwHaiEyJRELJf0wQjd1lASApKQmbNm3CgwcPFIXL5UgkEqxZs0anQY0YMQIhISFwdnbG9u3bi90+JCREMQt19epVbN68ucjtbWxsBDdiQjsYY0WKTKDAmkllbwzDiRMncPv2bU6bshiyli1bwsbGRnE9y2QyHDp0SG3rnboYc2bZwvTu3RsLFy7E3bt3AQA//vgjpFKpWvvy3SdJZKqGb3UwVpH5008/cZY9PT0RHh5e7H5kySwdmIolEyhwmS38TC5LItPT01Mtzxhzc3N4enpyhGVsbKxg8lVbDG3J5IvMJ0+eIC8vj2Pl1pbk5GRcvXoVXl5e+Oijj4p1MeZbMb28vLSepKlTpw6OHz+uWCaRafxofMa9evUKDRo0QEZGBjIyMuDq6oqkpCTk5+fDycmp2PT+xbFx40ZERkbi/v37+L//+z+19hHLj57QnKioKMEMoKOjI1JSUhTLT548QatWrUp4ZAQA/P7775zlqlWrCqyWQMHES+vWrTnlS/bv319mRaaNjQ3Onj2LAwcOwN/fH02aNFF737JsyeRnh9XUkmmM7rIZGRmcFxsAmD59ulovsyQySwemYskECkTmDz/8oFi+ffs24uPj4eHhYbhB6Qldysp4e3tz3l3E9LgydEwm3102NzcXz58/F9Sa1JSYmBjUr19fEX7j6uqKFi1aIDQ0FKGhoUpFJ19kfvLJJ1p7L5El0/TQWJ1NnToVNWrUQHx8PBhjOHjwINLT07F06VJYW1vrFMuVkJCA8ePHY968eYKHs5g8e/YMzs7OsLCwQOXKlTFjxgyBRZZQj3PnznGWXV1dBfW6KPmPYXj48KHgehw/frzKSRm++Dx06JDoxbxNRWQCBWKxb9++aNq0qUYPRb7ITE1N5WT2Lc3o6i777t07pcmhDMn169c5hdXNzMwwePBgtfYlkWn6yGQygYXdmC2ZDRs2FOSyOHHihIFGo190sTDrM8Osod1lXVxc4ObmxmkTw2X2zz//5OR3SExMxI4dOzBmzBjUrFkTHh4e6NmzJ/744w/cvXtXlPqYheGLzJcvX3IMGoTxobEl88KFC/jll19gbW0NoMBd0tLSEqNGjUJ8fDy+/fZbrYu5h4eHIygoCCNHjtRqf3Vo3rw5evfujWrVqiEzMxMHDx7EL7/8grNnz+LkyZMqX8Czs7ORnZ2tWJaXYsjNzRVkodQVeX9i96sP+LNUTZs2FcwmPnr0yCQ+S2mDb8V0cnLCF198ofK34Ce7SUpKwtmzZ9GsWTPRxsR/INjZ2ZWqcyM3N1epN0dsbGypdxlnjAksmT4+PkX+vt7e3pBIJJy6rI8fP0atWrX0Nk5NOX/+PGe5Ro0asLKyUuu89fT05CxHR0eXqvO9NKHquRsdHY2cnBxOW4UKFYz6dwwJCcGBAwcUy0eOHFFZmsmUefr0KWfZ399f7d/Fy8uLsyzmtckXmQ4ODiV+vlSrVo2TzOju3btq5SwpClWl6uTIReeOHTsAFIhdvlW3SZMmWn8XlStXFmR+l2cnN5br0VjGYSxoLDLj4+Ph5eUFMzMzmJubc+retWjRAkuWLNFqIDt27MDevXtx48YNvSYCmT17Nme5Y8eOCAgIwKRJk7Bnzx706NFD6X5z587FrFmzBO1HjhzRW3bMo0eP6qVfMeEnw3B2dhZYhW/evMl54BH6JzU1VZBhuVWrVoiMjCxyv4CAAERFRSmW//jjD1ELyBcuVwEUFKgvbedGuXLlYG5uzrF+7dq1C1WqVDHgqIpG7pVy8+ZN1K9fH+3atdO4j5SUFIHF9unTp8XONDs7O3NeRLZv325UFr89e/Zwlr28vNQ+Z/kueO/fv8eOHTvUKoVDGAb+c1cely3HysoK165dM8qEZXL4Amrfvn3Yv3+/UY9ZG+7cucNZ/vDhg9rXJt9j4tatW6I9i/hW0RcvXpT4c47/Xnr8+HGdyicxxnDp0iWN9uELTDs7O7x8+RKvX7/Wehw+Pj6cd5Tt27ejc+fORvO+nJGRYeghGBUai0wPDw9F1smAgABcvXoVLVu2BFAQn6dNYHFaWhpGjRqFMWPGwNvbW/FSIp89TElJgVQq1Vtdqv79+2PSpEm4ePGiSpE5bdo0TsKU1NRU+Pn5oW3btrC3txd1PLm5uTh69CjCwsLUTjZiCJKSkgSWiyFDhiAvLw9Lly5VtCUkJKBdu3YwNzcv6SGWWebOncuZfbewsMCvv/4qyHbJ5/z58/jll18Uy48ePdJ59rMwfMt3lSpVRO3f0MivXTc3N05GvcDAQKMukxQREYFVq1YBAC5fvoyWLVuie/fuGvVx5coVzrKFhQX69etX7HVfrVo1jtu9i4uLUZ0TY8aM4Sz37NlT7fGlp6dj1KhRnLbg4GAEBQWJNj5CHFQ9d/mlLapUqaI0rt2Y8Pf35yRgTExMRGBgIKpWrWrAUYmLTCYT/DY9evRA06ZN1do/ISEBmzZtUizn5eWJct9hjCE9PZ3T1r59ezRs2FDnvjXh2bNnHCNAWlqaTp/v+fPngnroCxYswJ07d3D69GmO8FNFaGgoOnfurPUYgAKDVOFjyd9zjOV9ubDhjdBCZDZu3Bg3btxA165d8emnn+LHH39EdnY2LC0tsWDBAq0SvCQmJiI+Ph4LFy7EwoULBeudnJzQrVs37N69W+O+NaGoBEJWVlawsrIStEulUr2d2PrsWwz4L5XW1tZo2LAhkpOTOe05OTl48+YNAgICSnB0BWRnZ+PVq1eoUKGC0t+vNJKdnY0VK1Zw2vr06aPW99+tWzeOyLx79y7i4uJEK3jMf/g6ODgY9TmuLe7u7hyRmZSUZLSfMz8/H3PnzuW0/f333+jVq5dG/fCtdn5+foqwiqKoXLkyR2S+evXKaL6ruLg4wax706ZNNco07OTkxLknxsfH62RRIPQL/7nLf3mWu+wZM7Vr14anpyfnHhQZGYmPPvrIgKMSl5iYGE4IE1Awmafub8MPX4iLixPld01PTxd4dHh4eJT4OVOjRg3O8sOHD2FhYaG1NZufZMfV1RXffPONor+oqChERkbi1KlTOHXqlFLR2bt3b52/h7p16+Lvv/9WLN+9exeffvqp0bwvG8MYjAmNReakSZMUJ8/333+PBw8eYObMmWCMISQkBIsXL9Z4EJ6enjh58qSgfd68eYiMjMTBgwf1mp1r/fr1AEBlTTSEn/SnUaNGsLS0hLu7O8qXL89xR3n8+HGJi8zY2Fh88skneP78OapVq4aTJ08KYqRKI1u3bhXUpZowYYJa+zZq1EgQR7F//37R4qRNKfGPLri7u3OWjTnD7N69ewWJTU6dOoXc3FyNHpiaJv2RY8wZZvnuYeXLlxdkbiwOX19fjsg0JldgonhMqXyJHIlEgjZt2mDjxo2KtmPHjuk130VJw8/4a21trdHznZ/4JyEhQeN7njL4LqJAySf+AYRlTD58+IDY2NhivZlUcfXqVc7yxx9/zBGsAQEBCAgIwMCBAwH8T3SePHkS0dHRaNOmjSjZ6vnJf+7du8cJTSGMC41FZv369VG/fn0ABbFH//33H1JTUyGRSLR+YbS2tkZoaKigPSIiAubm5px1Q4YMwfr16/Hs2TPOS4y8nqb8gXD16lVFhjV5wPuZM2cwZ84c9OjRA5UqVUJWVhYOHjyIVatWoVWrVujSpYtW4y+r8OtjNm/eHEDBAy4wMBDXrl1TrHvy5IkgsYy++fXXXxXnw8OHD7F69Wq1y+KYKowxQcKfFi1aoF69emrtb25ujvbt2+Off/5RtJHI1Bx+Zj9jFpmLFi0StH348AGXLl1SXNPqIJbINKZamXyR2aBBA43d/n19fTmxYyQyTQtTKl9SGL7IPHHiBPLz80tN2Ioy8a+JlY4vMhljePPmjc4J2vgi09zcXOfSftrg6+uLcuXKcbyHHj58KKrILAq+6BQLvsjMzs4WtfwMIS6iFJi0t7cvsZfF/Px85Ofnc7IRAkCvXr3Qq1cvTJkyBQCwbNkyRZscLy8vmJub46effkKXLl3w+eef4+zZs/jxxx9x4MABqrepAVlZWbh8+TKnrXAWUn7shyHKmPBr2924caPEx1DSnDp1Cjdv3uS0qWvFlMOPNzp+/LhowexlRWSaiiXzxo0bKpNBaZpIQVuRybcMvXjxQnB/NxR8kdmoUSON+6AyJqaNKVoyAQhKiaWkpAgSr5kyutTIBAqsi5aWlpw2McqY8DPLOjs7G+Td0szMTBD7rW0ZE5lMxjEaAMWLTH3h4uIiEMrGNDFJcNHqzH/48CH69u0LLy8vWFpaKm5cs2bNUur2qi0RERGCQOOIiAgwxgSul4wxlX9yqlSpgv379yM6OhpZWVnIzMzE7du3MX369DITrycW165d4ySWkUgknIL1hhaZKSkpgsxzZaFe52+//cZZrlKlisaB9vwkTVlZWaJd12VFZJqKJVOZFVNOSYlMviUzMzOTU4vNUOTn5wvizklkli1SU1MFosFULJm+vr4C1+5jx44ZaDTio6v4l0gkeqmVybdkGsJVVg7fZVZbkfn06VNBQhtDiUwAqFOnDmdZnaRDhGHQWGTevHkTDRo0QGRkJEJDQzm+0Glpafjzzz9FHSBhnPBdZWvWrAlHR0fFsqFF5vnz5wXWkKdPnxqNhUQfPH78WFCjdvz48Rq7Rzk7Owsy9O3fv1/n8QFlR2TyLZn8LIjGwJs3b7B582aV6y9fvqxR+RptRaa3t7fAomAMM9MPHjwQTHKSyCxb8IWMRCIxSAI7bWnTpg1nuTSJTL4bszYWZhKZ6sF3lfX09BR8dyUJ32WWRKbxorHInDp1KmrVqoWnT5/i77//5ry0N2zYUDDzS5RO+El/+LFbfJH54sUL5OXl6X1ccvgiGCiwkIjxEDFW+Em3HB0dtY6H4LvM7t+/XxSBXlZEpilYMpcvX84pHG1lZcURe/n5+WpbsN+/fy8QpOqKTDMzM8GLuzGIzIsXL3KW/f39tUocRiLTdOELGV9fX5PyeuKLzLNnz5aaOn5iuDGXhMjUZ9LK4uCLzIcPH2rVT3FJf0oaEpmmg8Yi89y5c5g8eTJsbW0FJ5mHh4cgqyVR+pDJZAKRWTgeExCKzLy8vBK9EZw5c0Zpe2l2meVbG7/++mtF8itN4bvYvnr1SlCUXBvKishUFpNpTFb0rKwsQZmb/v37CyaL1HWZ5VsxAWGJgKIwxgyzYsRjAkKRmZiYKChxQBgnphqPKSc0NJQTD5iTkyN4dpsiaWlpgok7bdyY+SJTjAQyfPdqQ1oy+e7ScXFxGnmnyDGWeEw5fJGZnJxsFCEWhBCNRSZjTODaJCc5OdmkZvkI7Xj48CGSkpI4bfyXUxcXFzg5OXHaSkrgKUtKJOfp06clMoaShjGGuLg4TluPHj207u+jjz4SWKJ0dZmVyWQC98PSKjL5lszs7GyBwDYkmzZtErwMjR8/HmFhYZw2bUWml5eXRs8CY8wwK5bIVJbNkbIhmga6JpcxNA4ODmjYsCGnrTS4zCq7P2jjxlza3WWrVKkiCJfR1GU2Pz9fkDBKXmHCUFSpUgU2Njacttu3bxtoNERRaCwya9WqhV27dildd+jQIYOffIT+4bui+vn5oUKFCoLtDBWXefXqVU5SIkOMoaT58OGD4DPzrWmaIJFIlLrM6kLhVOpyyorIBIzHZZYxJkj406ZNGwQHBwtE5pMnT5RaKfloG48pR1mGWUOSlpaGe/fucdq0FZn29vYCjwJymTUNxIj7MzSlMS6TL/69vb0FokMd+BNApc1d1tLSElWqVOG0aSoyHz9+LJgcNvR7vrm5OWrVqsVpI5FpnGgsMseNG4c1a9ZgwoQJuHXrFoACV7pff/0Va9euxbhx40QfJGFcqKqPyYcvMh8/fqy3MRVGlassUHpFprLEMsqEjibwXWbPnz+vtNC0uiiz5JVWkVmuXDmUK1eO02YsIvPEiROCzMvjx48HANStW1cw867OS6muItPY3GWvXr0KmUymWLawsFC71iwfiURCcZkmiqlbMgGhyLxx44bAi8HUEEv8l3ZLJqB7XCY/HtPHxwdeXl46j0tX+C6zJDKNE41FZu/evfHTTz9h2bJlaNCgAQDgs88+w4wZMzBr1ix06dJF9EESxkVxSX/kBAYGcpZLSuApS/ojp7S6y/JFprW1tUDkaEpoaChndlgmk+Hw4cNa91eWRCZgvLUy+VbMwMBAdOjQAUBBEh5+fT11XGbFFpmvX7/mJCUqafiusrVq1dLKUiKHRKbpkZeXJzivTdGS2bhxY9ja2iqWGWOilpozBGKJf77ITE5ORmZmptbjAowrJhMQxmVqaslUlvTHGCCRaRpoVSdz+vTpeP78OVatWoXZs2djxYoVePz4MaZOnSr2+AgjIzY2VnCD5yf9kWMId9n8/PwiExs8ffqUY6EoLfBFppubm87Z32xsbASCQxeXWb7ItLS0VBnfXRowRpGprMzNuHHjOMlB+C6zx48fL/aaEdtdViaT4fXr1xr1ISZixWPKIZFperx+/VqQEd0ULZlWVlYICQnhtJm6y6xYCZmUleHg5zbQFGO3ZJZWkfnw4UNKqGaEaCUygYKH5pAhQzB9+nQMHz5c45cKwjThCzh7e3sEBwcr3ZYvMl++fKkyVlIs7t69W2T2tMzMTJ0fIsaIMpEpBnyX2UOHDmldioZfzLk0WzEB4xSZS5Ys4SwrK3PDF5mJiYm4efNmkf3qKjKdnJzg4ODAaTOUyyxjTFC+RGyRSYl/jB++S6a9vT2cnZ0NNBrdKG1xmWKJzPLlyws8fnS5NnNycgSTqYaMyQSEIvP58+fIzs5Wa9+8vDzcuHGD02YsIpMfk5mfn4/79+8baDSEKrQWmWlpabh//z6uX78u+CNKL3xX1KZNmwqyl8nhi0yZTKb3F0f++AICAjiuQkDpjMvUl8js2LEjZzkpKUnwAq4uZaV8iRxjE5nJyclYt24dp2348OGClyx/f3/BtVuUy2xWVpYgfbyyRGDFYSwZZqOjowUTUY0bN9apT7Jkmh7KhIwhawPqAl9kPn/+3OBxz9qSn58vuDdoKzIlEomocZnKchYY2pLJd5eVyWRqvwM9ePBA4D5s6KQ/csqXLy/wLJDniSGMB41F5tu3b9G9e3c4ODigZs2aaNCggeLv448/VsRpEqUTdeMxgYL06Xyxo2+Bx0/6ExISIsiuRiJTffz8/AQzhtq6zJLINKzIXL16NacQu7m5OUaPHq10W01Kmbx69UrQpo1ni7FkmOW7yjo6OgpEt6aQyDQ9+JZMU3SVlVOzZk3BM+H48eMGGo1uxMbGCjyidPltxMwwq0xkGtr6Xb58ecFnVNdllu8q6+/vL9q7hRjwXWZJZBofGovMr7/+GidOnMC4cePw559/Yu3atYq/devWYe3atfoYJ2EEfPjwQeA6oSoeU05JxmUyxgQi85NPPhGMoTQm/9GXyASELrNiiUx7e3utx2QKGJPIzMvLw9KlSzltPXv2hJ+fn9Lt+ZaPs2fPqkyIwXeVdXR01Oq3NZYMs3yR2bBhQ07MqjbwReabN28MmtiIKB6xXDKNAWUJvUzVZZb/u9ja2upUrkuflkxHR0dYWFho3Z9YaBuXee3aNc6ysbjKyuGLTENP5BJCND77T5w4gYULF2LYsGH6GA9hxFy6dEmQ1p9f6JlP1apVcf78ecWyPkVmVFSU4AHRvHlzgagsC5ZMMeNAOnXqhJ9//lmxfOfOHbx69Upjl0iyZBruAbhz505BIh152RJltGzZEmZmZorrPTs7G2fOnEHbtm0F2+oajynHWNxlxU76AwhFJmMMcXFxWrkVEyVDabJkAgUTR1u2bFEsyxN66TqBUtKI7casT5FpaFdZOdWrV+dMKqhbxoRvyTQWV1k5Xbt2hZOTEzIyMjBs2DCDW40JIRrfXcqVK0dJfsoo/HjH+vXrC+Id+ZSkJZNvxXRzc0NQUJBBstyWNPq0ZDZq1EjwsNTGmkki03Aik1+2pFGjRkXGGTo6OgomkFS5zIolMo3BXTYvL08wey+GyHR2doa1tTWnjVxmjRfGmGi1GI0FvnfCu3fvTNK9UOzfhS8ydUn8Y2zlS+RoY8nMzc0VJHwzNktmnTp1MGLECFSrVq3Uv0+YKhqLzAEDBuDff//Vx1gII4cvMouKx5RTkrUylY1PIpEIYjKfPXtW6sqY6FNkmpubK+ooyiGRWTx8kZmYmIj8/PwSH8elS5dw4cIFTtuECROK3U/duEx9WTLfvn2LtLQ0rfrSlrt373LiVgEU662hDhKJhOIyTYjk5GRBNmxTt2T6+/sLnoWm6DIrVo1MOWXBkslP/vPo0aNi34Hu3bsnyEJrbJZMwvjRWGTOnj0bOTk56NGjB1avXo2dO3cK/ojSR15eniCrqDoik29FfPXqlc7FjlXBt2TKx8cfQ2Zmpk4PEmNEnyITKHCZLczx48c1/h3LushkjClNDKFv+FZMX19ffPrpp8XuxxeZt27dEmSRBcQTmQEBAYK2krZm8l1lK1WqJNq1RCLTdOBby8zNzVXGL5sSpaGUidixsspEJmNMq77493dDly+Rw7dkZmZmCu7bfPiuspUqVSJ3VEJjNBaZL168wKVLl7Bnzx4MHz4cPXv25Pz16tVLH+MkDMytW7eQnp7OaWvatGmx+/FnTgHhA1wM3r59K4gz+OSTTwAAXl5epbqMSUZGhsD6IrbIbNeuHSd2JysrS+OaVGVNZCqbxS5pl9no6GiB58mYMWMglUqL3bdx48aws7PjtCnLSCmWyLS2tha88BlaZIrhKiuHRKbpwBcy/v7+al0zxg5fZJ45c8akCtjLZDJBjgVdRSY/82p6errgWaUuxuou6+HhAUdHR05bcXGZfJFpbK6yhGmgscgcPnw43r9/j0WLFuHw4cM4efIk5+/EiRP6GCdhYPiuqIGBgWpldLOzs4OXlxenTR8Cj19axdbWFnXq1AEApS6zpSnDLP/BBogvMp2cnARJSjSdLChrIlMqlQpmfktaZC5btozjomtra4uhQ4eqta9UKkVoaCinje8ym5eXJxBLusTsGzrDLF9k6lofszD8l1kSmcZLaYvHlNOyZUtOkpzMzEyBK72xwhjD+PHjBdZCXX8b/vsJoL3LrLG6y0okEoHLbHFxmSQyCTHQWGReunQJv/32G8aOHYuwsDC0aNFC8EeUPrSJx5RTEol3+K6yTZo04cw8l+bkP3xXWQsLC8GspRjwY19IZBaPIZP/pKenY+XKlZy2gQMHauTypCwus7ArWWxsrCDOVEyRWZKWzPfv3wtevMiSWTYRO+7PWHB2dka9evU4bfxnu7Eyd+5cQRmmKlWq6FzD1sbGBk5OTpy20iYyAc2S/2RnZ+P27ducNhKZhDZoLDKVmd2J0g1jzOREptxVtiTHYCiUlS/RJaW7KvgvWppag0lklqzI/Pvvv5GcnMxpGzdunEZ98EVmTEwMx82K7yprY2OjkxXdkBlmr1y5whHQlpaWCm8IMSCRaTqUVksmIHw28r2AjJHVq1djxowZnDapVIoVK1bA3Nxc5/7FyjBrrDGZgGYi886dO4I6vvzJCYJQB41F5siRIwWz40Tp5sWLF3jz5g2nrVmzZmrvr2+Bl56ejuvXr3Pa+CK4NLvL6jvpjxxlWXo1gURmyYlMmUyGxYsXc9o6duyIoKAgjfqpVq2awM2zsMssX2RWqFBBpwkOQ7rL8l1l69SpAysrK9H654tMZVZgwjgorZZMQJhL4cKFC0adbX3Pnj34+uuvBe3r168XxJhqi1gZZo01JhMQisyiYjL5ZZwCAwPh4OCgl3ERpRsLTXcwMzPD7du3Ua9ePXTs2FHgeiWRSNRKj0+YDnwrppubm0YuKvoWmRcvXuS8rFlYWAhiqfhjePr0qUkWolZGSYlMcpfVHEOJzGPHjgleIsaPH69xPxKJBGFhYYiIiOD0PXbsWADiJf2Ro8xdljGmF8s8H30m/QGEIjM/Px/x8fGCF1zCsGRnZ+P169ecttJkyeRPEKempuLevXuoWbOmgUakmjNnzqBPnz4CEbx48WL07dtXtOOIITLz8/MFniPGJDL5MZnv3r3D27dvlb4v8OMxqXQJoS0ai8zJkycr/s8v1AqQyCyNqKo/qS58gRcbG4v09HSUK1dOL+OrV6+eoG/+GLKyshATE1Mq0tIbSmTGxMQgKytLUGReFSQyS05k8hP01KhRQ+tZf77IPHXqFHJzcyGVSkUXmfyX+YyMDLx9+1atJGO6wBjTu8h0d3eHhYUF8vLyFG0xMTGlRmS+ffsW9vb2olp/DcHLly8FJSxKk8j09vaGv78/59o9d+6c0YnMO3fuoEuXLoLst9OmTVNMcokF31tDG5GZkpIiOG+MyV22YsWKsLKy4tS+fPDggVoik+IxCW3RqoRJUX9iuTetXr0aEolEkEJfGdHR0Rg/fjxatGgBR0dHSCQSzksRn2PHjqFJkyawtbWFq6srBg0aVOJZH00JXeIxAeVlTMR0V1VVH7Mwnp6eAuFZWlxmS0pk8l+0GGNqx8zl5uYKCjuTyNQffPHXuXNnra2BfHH64cMHhSATW2R6e3sLSkWUhMvsy5cvBb+N2CLTzMysVGaYlclkGDJkCNzd3eHp6Sm4H5sa/PPNxcWl1LkK8q2Z58+fN9BIlBMVFYV27drh/fv3nPavvvoKc+bMEf14YlgylWV5NyZLprm5OQIDAzltyuIyMzMzcffuXU4biUxCWzQWmf7+/sX+yWGM4ccffxTE8xVHTEwMJk2apPYM79OnT/HPP//A0tISHTt2LHLbyMhIdOjQAR4eHtizZw8WL16MY8eOoXXr1oKXYKLApYJ/I9IkHhMoSAbCtxg+fvxY57EBBeKFn4Kdn9gAUF7GpLQk/ykpkVm+fHmBaFJXqCurO0YiU3+8evWKs8wvP6MJ7u7uqF27NqdNbinlH0dXkWlubi7ooySS//CtmC4uLnqJwzNU8p+4uDjMnTsXy5YtE70u4o4dO7B27VoABdacIUOGaF3M3hjgn2+lyYoph/8MN6bkP2/fvkW7du0QFxfHae/atStWrlypF9d5MUQmP+mPra2t2l4+JYU6cZm3b9/meFtIJBLUrVtX72MjSid6DUiTyWSYNWuWxhfsiBEjEBISIshsqIqQkBC8ffsWR48excSJE4vc9ttvv0VgYCC2b9+OsLAw9OvXD9u2bcPdu3cVD0rif/BnOG1sbLS64egrLvPmzZvIyMjgtKkSwaU1w2xJiUxA++Q/JDILKCmRyY8p09UtXFUpE7EtmYBhMszyRWbDhg318jJrCJGZnZ2Ntm3bYvr06Rg9ejQGDBggWt+MMcyePZvT9uTJE5w+fVq0Y5Q0/POtNCX9kcNP/vP8+XONjQH6IC0tDZ06dRJMQjdv3hxbtmyBhYXGEV5qoUxkajpRYszlS+SoUyuT7ypbrVq1MvGsJvSD3rOeaHqhbty4EZGRkVi+fLna+6ibvCUmJgZXrlzBgAEDODerpk2bIjAwELt27dJorGUBvqtso0aNYGlpqXE/+hJ4fNesatWqqRRZpTXDrLISJvpC2+Q/ykSmOq7wpg5fZH748AGZmZl6PWZubq7ACqCLJRMQiszLly/j2bNngs8ihsg0RIbZixcvcpb5icPEwhAic/v27Rz3t+3bt+PUqVOi9L1v3z5BPT0AWLNmjSj9G4LSXL5ETs2aNQXCwdAuszk5Ofjss89w5coVTntwcDD+++8/2NjY6O3YfJGZk5MjEI3FYczlS+SoU8aE4jEJMdHPtJCWJCQkYPz48Zg3b57gYSwG8gdtrVq1BOtq1apVpMtIdnY2x502NTUVQMELHb+ekK7I+xO7X23gi7gmTZpoNS7+g/rx48eifD7+jHmzZs1U9quvMRgavsh0cnLS2+cKCAjgLD99+lStY/Gz7pUrVw75+fmlroQD/9rlF/kGCmbJdRV9RREVFSWY3PP09NTpnGjcuDEnaUR+fr7A88Pc3Bxubm46n3v87+b58+d6vU5zcnIEJZDq16+vl2N6eXlxll+/fq33e9CyZcsEbf/3f/+HEydO6GStZYzhp59+Urpu+/bt+O2330wqllH+O/AnNQICAkrFc4JPo0aNcOzYMcXymTNn0KVLF4OMRSaTYeDAgThy5AinvUKFCti7dy/s7Oz0+hu4uLhAIpFw7psvX77U6PyNj4/nLDs7OxvdecOfaH/16hWSk5M5E758kV+3bl2j+xyFMab3ZcB4xmEsGJXIDA8PR1BQEEaOHKmX/uUzTfyyK/K2omau5s6di1mzZgnajxw5AltbW/EGWQh+hsiSJjs7W3DDsbS0xIEDBzTuix/Af+/ePa36KQxjTDAjb2dnp7Jfvhh7+vQp9u3bZ9JlTHJzcwXf7YMHD5Cenq6X4/Etkrdv31brd7xx4wZnWdvzyFSQX7uMMZibm3PE9O7du5UmwxKLe/fucZatrKxw4cIFnd0/g4KCOFYrfr1kZ2dnwUuiNqSkpHCW79+/r9dz5enTp4J4/JSUFL0ck+8u/fjxY71+tufPnwti1oGCGLw5c+boVGD95s2bgueDnMzMTHz33Xdo37691v0bAsaYwJIZHx9fKu9VfHfOgwcPIjQ0VOd+09PTsX//fjx//hyWlpawsrKCtbU1rK2tFf8v/K+VlRUuXryIgwcPcvopX748Jk+ejFu3buHWrVs6j6s4HBwcOPee//77TyNPA/61kJ2dbXTnTXZ2tkBMr1u3TuGhlJWVJbBu5uTkGN3nUIah35fl8MO3yjpGIzJ37NiBvXv34saNG3qviaaq/6KOO23aNE68Z2pqKvz8/NC2bVvY29uLOr7c3FwcPXoUYWFhgkyLJcnx48cFAeCjR4/Wana6YsWK+PnnnxXL79+/R/PmzXX67h4+fCgQWOHh4QJ3Ozl169bFjBkzFMs5OTmoXbu2SZcxURbv/Omnn+qt5IOzszMWLVqkWJYnaTA3Ny9yP36yERcXl2KTdJkiyq5dDw8Pzu9UtWpVdOjQQW9j4F8TAQEB6NSpk8793rt3jyMyk5KSOOurVasmym/q4eGBBQsWKJYTExPRtm1bvcVjrVixgrNctWpVfP7553o5louLC3755RfFcnJyMjp06KC3Z154eLjKdfv27cOMGTO0PvbChQuLXH/lyhUsWbJEq74NQW5uLv7991/BveqLL74w6WeEKiwtLbF161bF8vPnz9GyZUud3VIHDhyIzZs369SHra0tDh06hAYNGujUjyYEBARwyvL5+vpqdD/bu3cvZ7lmzZpG+YwLCAjgxB0XfhZfuHCBU5PUzMwMI0aM0JshRQyM5X1ZjtzLkSjAKERmWloaRo0ahTFjxsDb21sxm5STkwOgYFZZKpXqXFdRPnOnzGKZlJSk1MIpRz7jxkcqlertxNZn38XBGOOIQqDApVjbOIOgoCCYmZlxbmBRUVE6FfnlJ+vw8fFB1apVVb40+fn5oVy5chwrX1RUVInF3MTExODzzz/HvXv3EB4eLvh+tYFv9ZFIJPD09CxW9GkLP3FAbm4u3rx5I3Cj5cOP3bO3tzeKB4K+KHzturu7c0RmUlKSXj87f+KhQoUKohyvffv2nEkaPgEBAaIchx+/nZ+fjzdv3qicPNIVfgxS48aN9fb78K+TnJwcvH//Xi/Jut6/f49NmzapXH/9+nXs378fPXr00Ljv06dPC0IpPv30U+zcuVOxfO3aNTx48EBpeIqxwk9+Y2lpCX9/f73dTw1Js2bNOM/k3Nxc3Lp1S2l2dnV5+/YttmzZotO4LCwssHPnTkFyIn3j4+PDEZnx8fEa3Qf4k25ubm5G+YyrXr06R2Q+efJEMc7Cnx8APvroI5NxeTfk+zJ/HMT/MAo/wcTERMTHx2PhwoVwcnJS/G3evBnp6elwcnJCv379dD5OcHAwgIIiv3zu3LmjWE8UzHLzXyIGDx6sdX9WVlaCpCC6Jv9RVh+zqFl5Q5YxYYyhd+/eOH/+PN6/f4+5c+cqdWPTFH5tLmdnZ72+ELm6ugoSRqiT/Ic/u1eWstWVdIZZsTPLyqlTp06Rk0xiJP0BCs5hvoeDPjPM8ierxK6PWRhPT0+Be76+kv9s2LCB47qlrDzMd999p1VcNL9Woa+vLzZu3ChIoGJqCYD4IrNixYqlUmACBRN9NWvW5LTpmvznwIEDOpeviYiIQLt27XTqQxv4525MTIxG+5tCdlmg6OQ/lPSHEBujEJmenp44efKk4K9du3awtrbGyZMnBWnStcHHxwcNGzbExo0bOQ/Wixcv4tGjR/j00091PkZpID8/H1OnTuW0+fv7Y8SIETr1K3aGWb7IVGcGlj+Gksowu2fPHkFiKTFEZkmWLwEKhLo2GWb5sZwkMvUHX2SKlWTIzMwMrVu3VrleLJEpkUgEVktVsX+6kpycLCiXoE+RaWFhAU9PT06bPkQmY0yQob1Hjx6YN28ep+3evXvYtm2bRn1fuXJFEHs7ZcoU2NjYYNCgQZz2jRs3mlT9ab7ILI2ZZQsjdr1MZS6jY8aMwVdffYXevXujc+fOaNmyJRo2bIgaNWogICAAbm5usLW1hZ+fHzZs2CCKQUEbdK2VaSoik++NVLhWJolMQmz06i5rbm6OFy9eCC5ePtbW1koDziMiImBubs5ZN2TIEKxfvx7Pnj3jvNRs374dwP8yw129elWRMatnz56K7ebPn4+wsDD06tUL4eHhSEhIwNSpUxEcHKyTpa40sX79ety/f5/TNnv2bKXuwppQtWpVzssJ/+VOE2JiYgTWDW1EZklYMvPy8jBt2jRBuzYFn/mUtMgECsqYFHarUUeok8j8H/oWma9eveIsixlPFhYWxonjKoxYIhMoEHqFk31s27YNU6ZMEa1/OZcvX+YsW1lZ6d2909fXl3Pt60Nknjp1SlBoPTw8HC1atMDPP//M8eaZOXMmevXqpXbMK9+K6eHhgSFDhgAAvvrqK04YQFJSEnbv3o3evXtr+1FKFH6G0NJYI7MwTZs25UxGnD9/HowxreJ0s7OzcfjwYU7b+PHj8dVXX+k8zpJAbJFpjCVMAKEl88mTJ8jLy0NmZqbgnkEik9AVrURmVFQUtm3bhpcvXwpirSQSCcdFRswXDwCKsgd8l4xevXpxlpctW6ZI3V5429DQUBw4cADff/89unTpAltbW3Tu3BkLFizQWUSVBjIyMvD9999z2mrXro0vvvhC577FFHj8+p0ODg6oUaNGsfsZwl127dq1gps3YLoik/8damPJFDtZljFjaEum2CJTFWLe63v37o1Vq1Yplq9fv47Hjx8jMDBQtGMAwvqY9evX16oOsCb4+vpyxK0+RCbfilmtWjWEhoZCIpHgp59+Qvfu3RXrnjx5gg0bNqglBm7fvo09e/Zw2r755htFspjKlSujZcuWOHnypGL9mjVrTEZklnVL5rt37/D48WMEBQVp3Nfp06eRlpamWJZIJKIkHCspdBGZjDFB6IqxWjL5IjM3NxfPnj1DfHw8513ZwsLCpOKpCeNEY3fZ/fv3IygoCNOnT8euXbuUurmKRUREBOemJW9jjAkSKDDGVP7xCQsLw4ULF5CZmYl3795h/fr1esvGaWosXbpUEIswf/58Ucp86FNkNmvWTK3YGf4Ynj17xklGJDbp6emYOXOm0nWmKjLJXVYzSlJkpqenCxJQiFmTs0KFCiqFnpjHadGiBTw8PDhtqiyoulCS8Zhy+DWgxRaZsbGx2LVrF6ctPDxcYZ3q2rWrIGvnrFmz1HJr5Scrc3Z2FoRRyK2aco4dO4aXL1+qPX5DUtZEpr+/v0Bcaesyy3eVbdiwoeAaNmZ8fHw4y2/evFE7XvnDhw+cTPyA8YpMZ2dnwTPpwYMHAlfZ4OBgnTMNE4TGymHGjBlo1qwZYmNjERsbixcvXnD++IWMCdPh3bt3mDt3LqetdevWaNu2rSj98wVeUlKS4IVYXbSJx1Q2huzsbL0l3gCA3377TfDiIkfTxALKMBaRWVyyBxKZ/0OfIpNvxQTEtWQCQJs2bQRtHh4esLa2Fu0Y5ubmgjIimzdv1jmpSGEYYwJ3WUOITDHuA4X566+/OC/Htra2+PLLLxXLEolEkOPg1atXWL16dZH9Pnr0SBC/OX78eMG1/Omnn3IyUjLGsG7dOo0/R0mTkZGB5ORkTltpd5eVSCSCLK7aJP9hjAlEZufOnXUaW0nDF9symUzte7WyigXGKjIB5XGZFI9J6AONReaTJ08wZcoUsvyVQubOnSuosTd//nzRargFBAQIrI3aWDNTUlI49fqAgsyy6uDh4aGI1dVlDOqQkJDAqYnHJzY2VueXZmMQmWlpaYJx8CGR+T8SEhJEFUuF4YtMFxcX0WucKXOZFTssAgD69OnDWX7w4IHSzODa8uzZM8HLoalbMnNzczluxgDQv39/QRmCsLAwwcTc7NmziywkPnfuXM55a29vjzFjxgi2s7GxESRvWbt2rVZZbEsSZRmM9VU2x5gQI/nP/fv3ERUVxWnr0qWLLsMqcdzc3ATvJ+pOAPFdZaVSqVE/45RlmCWRSegDjUWmv7+/wIWVMH1evnyJpUuXctr69OmjUx1LPlKpVPDQ1kbgXbhwgfOyY2VlpXbRZmVlTPSVYfbHH38s8lrJyMjQuXCvIUSmr6+voBZUcd8hicz/kZubK5jMEQt9Jv2R07JlS8HLmD5EZuPGjQUuuLrW4CsM31XW3d1dL5+DjzKRKdakw3///Sdwwx85cqRgO2XWzDdv3ghiOeW8ePECGzdu5LSNHj0ajo6OSrfnu8y+fv0ax44dK274BoUvMj09PXWuzW0K8C2ZDx8+VGqZKwq+FdPPz8/k4vnMzMzg5eXFaVM3pEVZZlmxJuf1AV9kXrx4UfAuRiKTEAONReb06dPx66+/FjnjSZge33//PXJychTLUqlUkEVQDPjxXNqITL6rbMOGDTVK2lQSGWafPHmClStXctqUJb/QNS7TECLT3NxcEKtUXFxmWRaZyn4TfbnM6jPpjxwHBwc0bNiQ06YPcWZmZia4ZrZs2SKaIFMWj1kSL4Z8kZmeni7apANfJDZt2hR16tRRum1ISIggFGLevHmCaxUo8Gjhu+COHz9e5Tjq1asnOK6x18zkh/qU9nhMOXXr1hXE3mlaXkuZq6wxiyxVaJv8x1TKl8jhi0x+pn+pVEp14wlR0FhkXr58GQkJCahSpQr69euHsWPHcv7GjRunj3ESeuTWrVv4+++/OW0jRozQy0NWDIHHF5nqusrKKYkMs9OnT+ckArCyssKCBQvg7OzM2U4XkZmfn2+wtOmaJv8pyyLT1tZW4KJdUiJTzGQ8heGXe9JX/BXfZfbFixei1cw0RNIfQPgiC4jjMvvg/7V33/FNVe8fwD/pbimlLYUuStllS1Gmyi57WGSDLFHZot8iQ2QWGYIKgowvKCAFZKNS9hL9MmUoU2QqtEBboIzu3t8f/TX23pu0SXqT3KSf9+vVl96Tm+Sk9CR57nnOcy5fxsGDB0Vtw4cPz/c+M2bMEB0nJibiyy+/FLXdvXtXtqbyvffeK/CClnQ2c/v27bK0QjWRzmTa+3rMXM7OzrKLRsakzD58+FAWlNpaqmwupYJMtW5fkku6JlOqdu3a3G2BFGF0kLlo0SLcvHkT8fHxWL9+PRYtWiT7Idsyfvx40exA8eLF8cknn5jluQobZKampsqKdRha9EdfH5ROlz1x4oR239Zc77//PkJCQmQfYoUp+pGUlCSb1bHETCbAINNYlir+Y4l0WSBnP8SFCxeiZ8+eWL9+PZo2bWqW5wkPD5eNVyVSZtPS0kR7vQKWCzJdXV1lfw9KBJlLly4VHfv5+Yn2iNalfv366NKli6ht3rx5ooJs8+bNE2W5uLi4ICoqqsD+9O3bV/RFNSMjQ5ZyqyZFdSYTkKfMGlP8Z9euXaLPoWLFiqF58+aK9c2SpBVmDQ0ybWX7klwhISH5poIzVZaUYnSQmZ2dne+P2hf3k9jBgwexe/duUdvYsWPNFqxIvzD++eefRqW/nT59WvSFR6PRoFGjRoXqg5LbmAiCgI8++kjU5uPjg/HjxwMo/IbPeekqtqPGmUxBEBhkWijItES6LJCTMj1q1Chs2LBBNtuoJI1GI3v877//vtDj9dy5c7L3EUPXdStB6eI/z58/x6pVq0RtQ4YMMWg2Yvr06aLUxuTkZMyfPx9Azt+pNO3/7bff1jkbK+Xj44OuXbuK2lauXGm2oleFJQ0yi8pMJiAv/nPy5EnR+MiPNFU2IiJC0UrTllRU0mU1Gk2+s5kMMkkphd/8kGxWdnY2xo0bJ2rz9/fHhx9+aLbnlAZ4ycnJBVYmzUu6P2bt2rX1Fp/QR5oum5aWpnPrB1P89NNP+Pnnn0VtkyZNgo+PDwDzBpleXl4WS3GRfgHLbzY4JSVFFhQwyFQ+yBQEwWLpspYkDTLv3bsnex8w1vHjx0XH1apVk1VgNSelg8x169aJiohpNBq89957Bt23du3asrWvCxYswIMHD/DFF18gJSVF2+7k5CS7iJYfacrshQsXFEt3VlJ2drasOmpRmsmUXqhNTU3F2bNnC7xfeno69uzZI2qzta1L8jI108jWgkxAvi4zLwaZpBQGmUXY5s2bZWWrp06dataKemXLloWLi4uozZiUWVP3x8xL1zYmSqTMZmZmamcsc4WGhmLEiBHaY1PTcXSxRtGfXNJA/eHDhzoLhgDyVFmAQaY5gsykpCRZQTZzzWRaUvXq1VGrVi1RW2FTZq21HjOXkkGmIAiygj8dOnRAuXLlDH6MqVOnwsHh368Dz58/x7hx47B48WLReW+99ZZRj9u8eXNZRXE1FgC6d+8e0tLSRG1FaSbT19dXFnQYkjL7888/y97fO3TooGjfLEkaZN6+fVv2d6GLra3JBPSvy3R1dUWNGjUs3BuyVwYFmRUqVMD58+cB5OwbVaFCBb0/RemN2Zalp6dj4sSJorYqVarIrjwrTVdlUkODzKysLFlBAmOL/gC6tzFRovjP6tWrcenSJVFbdHS0aHZRyZlM6ToQSwaZ5cuXl1UP1JcyyyDTMkGmdBZTo9EYlNZoC6SzmZs2bRIV1jLGo0ePZEsEbDnIPH78uGx9aUEFf6TCwsLQv39/UduqVatEY9fBwUF2Ea0gDg4OsiJR69evx/Pnz416HHOTvnd5eHjA39/fSr2xDlP2y5SmytavXx8BAQGK9suSpN9Nnjx5gnnz5hV4P1tbkwnon8msU6eObIsyIlMZFGQ2bdoUXl5e2v/P76dJkyZm7TApY/ny5bIP1k8//dQiby6mFv+5ePGirNS/KTOZuvpQ2JnMFy9eYPLkyaK2OnXqoE+fPqI2JQv/WHMm09XVVfZF2dAg09HR0WbX7JjKGkFmUFCQ3XxZkKZzJiQk4MCBAyY91syZM/Ho0SNRW7NmzUztmkmkGQ2FCTKls5jly5dHmzZtjH6cKVOm5Pv30rNnT9kWVIYYOHCg6ILU06dPZYXRrE1X0R9b3IKjMKTFf3799dd8188KgqBz6xJbVqlSJdkFp+jo6AIL29lTuixTZUlJToaclLd8ubS4ANmep0+fYvr06aK2Bg0ayIo0mIspQaYgCLLqiRUqVDB5pkbpvTK//PJL2azk3LlzRSlogDzIjIuLQ3Z2tuw8Q1gzyARy0snyBjb6AnVdRX+K2hc4SwSZlqosaw0VK1ZEvXr1ROv5NmzYYHQwdePGDXz11Veitm7duiEsLEyRfhpKqZnMhw8fYuPGjaK2YcOGmfR+Uq5cOQwZMgRLlizRebs088VQISEhaNOmjWj2eOXKlRgwYIBJj2cORbmybC7pTGZ8fDxu3bolS3fOdenSJdm2L7a6dUleixcvRv369bV1BFJTUzF8+HDs3r1b7+eWLabLVqpUCU5OTrKMEAaZpCSuySyC5s2bJwtQ5s6da7Ev/tKr4YYEePPmzZN9+SnMrLmS6bIPHz7E7NmzRW0RERGIiIiQnSsNMjMyMmQfUMY8b16WDjKlv0NDZzKLWqosYJ2ZTHsKMgGgd+/eouOtW7catF4qr4kTJ4qqZjo7O8vGriVIg8wnT57oXdOcn2+++Ub0elxdXWXpqcaYNGmSziyDN954o1Cbs0uXYRw9elS2Abw1Sd+7imKQWblyZVlwlF/K7E8//SQ6LlOmDF566SWz9M2SXn75ZYwcOVLUtnfvXmzatEnn+SkpKbK18LYwk+ns7KxzedvLL79shd6QvTI5yLx48SJiY2OxdetW2Q+pV3x8vLY8fa6OHTtaNM1Z1yxifmk53333nayiobOzM8aMGaNYH65fv27y9jvR0dGiL4gajQZz5szReW5AQIAsmDd1Xaa1g0xDtzFhkCkPMhMTE01eU6iPPVaWzatHjx6yrTakayvzc/z4cXz//feitpEjR1qljoA0XRYwPnU+KytLlt3Rs2fPQs2iBAUF6VzP+fHHH5v8mADQuXNnWb+++eabQj2mkory9iW5NBqNUftl6kqVtZcMlRkzZsguCL///vuy5TqAfBYTsI0gE5CnzLq7u+dbdZbIWEYHmdevX0d4eDhq166NTp06oVu3bqKf7t27m6OfpJDp06eLii44ODhg1qxZFu2DNMB7/vw54uPjdZ67Z88eDB48WNa+atWqQl01lfYhPT3dpJS1GzduyGZY+/bti/DwcJ3nOzk5yQpKMMi0f9IgE9D95aQw7DldFsgJzKRrsA2tMisIAqKiokRt3t7emDRpkmL9M0axYsW02xrlMjbI3L17t2zbDWML/ugyfvx40XtU9+7dC51C5+LigrfeekvUtnr1asUvtJiKM5k5DC3+k5CQgGPHjona7CFVNpeXlxcWLFggaouPj9f5fiF9H9doNEZvq2Yt0oAyPDwcTk4GraIjMojRQea7776L+Ph4fPHFF9i9ezcOHTok+jl48KA5+kkKuH37NpYvXy5qGzBgQKHSoEwRHBwsS8nSla56+vRpvPnmm7IvIvPnz5cV1DFW6dKlZduYmJIy+/HHHyMjI0N77OLigujo6Hzvo1TxH7UFmX///bfO9EUGmTlXtqVX+ZVOmbX3dFlAXmX2hx9+MKhS6bZt22RfmD/55BP4+voq2j9jFHZdprTgT926dVG/fv1C96tUqVI4dOgQRo8ejRkzZohqMhSGNGU2Pj4esbGxijx2YSQnJ8uqgxbFmUxAXvznjz/+0Dl7t2vXLtHexx4eHmjRooXZ+2dJb775Jtq3by9qW7x4sWyfV2mQ6evrC0dHR7P3TwmRkZGiY2mBNaLCMjrIPHnyJL744guMHj0aEREROivMkjqtXbtWlBLq5uaGadOmWbwfDg4OsvV80vU5f/31F9q3by/7Avmf//wHH374YaH7oNFoCl1h9tSpU7KZlFGjRiE0NDTf+ymxjYkgCFbdwgSQfxHTtaE5wCATyJnBlqZQKRlkZmVlyS5W2Fu6LJDzxS/vF7gXL17I1oZJpaenY9y4caK28uXLi/avtYbCBJk3btzArl27RG3Dhw9XLF2xWrVqWLBgASZNmqTYvsk1atRAw4YNRW1q2DNTmiqr0WiM2gvUnrzyyiuifawFQZDtKQvIU2UjIiLsrmK4RqPBokWL4O7urm0TBAHvvfee6MK3LW5fkqtevXrYunUrevXqhfnz52PYsGHW7hLZGaODzFKlSqFEiRLm6AuZkSAIiImJEbUNGDDAarMd+VV3vX//Ptq0aSObqevTpw/mzp1rkT4YYsaMGaJjb29vgyowKhFkPnnyRDSDClg+yCxRooRsnZWulFkGmTnMWfwnPj5eNuNvjzOZpUuXRsuWLUVtBaXMLlmyRHYBafbs2aL9a62hMEHmsmXLROvYS5QoISuMpEbS2cydO3ciLi7OSr3JIQ0yy5QpY/W/DWtxc3OTFX6RZgCkp6fL1kLb+tYl+pQvX162NdnZs2dFWQS2uH1JXpGRkVi/fj0+/PBDu9nyitTD6CBz2LBh+O9//2uOvpAZ/f7777h8+bKorV+/flbqjf4A7+nTp+jQoYPsg79Vq1b49ttvTSrNr09hKsxeu3ZNNoMyYcIEg9LvpEU/TAkypQE4YJ2y6Yasy0xOThYdM8jMoWSQKU2VdXFxsfhFB0uRpszGxsbqTOkDgEePHsm2a2rYsKEqageYGmQmJyfLZgAHDRoEDw8PxfpmLj179hTNjGZlZWHNmjVW7JH8PUvflh1Fha79MvP6+eefZRcOO3ToYPZ+WcuHH36I6tWri9omTZqkzRyxxe1LiCzF6G/sY8eORfny5fHyyy9j0qRJ+Pzzz0U/X3zxhTn6SYW0fv160XFISIjsw8SSdAWZ6enp6NatG3777TfRbeHh4diyZYsojcccfTAmXfarr74SzSR4e3sbXHRDiZlMaZDp7u6uWFqbMQwJMjmTmcOSQWZISIiiF2TUJDIyUnTFPT09Hdu3b9d57qeffoqkpCRR2/z581VRBdPUIHP27NmyL7ZDhw5VrF/mVLx4cfTo0UPUZu2K9FeuXBEdF9WiP7mkxX9OnDghypKQXlytV68eAgMDLdI3a3BxcZFVcX769Km2ur0tp8sSmZvRZaROnDiB1atXIykpCWfPnpXdrtFo8MEHHyjSOVJGdna2LMjs3bu3Vb+ESvfK/OuvvzB48GDs3btX1F6+fHnExsbCy8tL8T7o28akoEX7jx8/lpXff+edd2SFhPRRovCPtYv+5GKQaThzBpn2Xlk2L29vb7Rr1w4//PCDtm39+vUYMGCA6LybN29i4cKForZu3bpZ9eJaXqYEmbdv38bnn38uauvUqRPCwsIU7Zs59erVS1RM6Pz588jIyLBaqt4ff/whOq5Ro4ZV+qEW0vHx7Nkz/PHHHwgPD4cgCDq3LrF3r7/+OgYPHiz63N+8eTNiY2NtPl2WyJyMjjJGjhwJPz8/bN++HVevXsXNmzdFP9I0R7K+//3vf7IvoYWtzlpY0gAvNTVVtmbUz88Pe/bsQUBAgFn6IE2XTU9Pl80I6fLNN9+IChI5OjrKNm/OjzTIvH//vtGl/NUaZOqaDWaQmcPSM5n2TJoyu3//ftmYmDhxItLT07XHzs7OFt+uKT/SIDMhIQGpqan53mfixImiCs6Ojo6KrlO3BOl2KGlpabLZREvJzs7GxYsXRW1FPcj09/eXva/n7pd5+fJl2Xc8e9q6JD9z5syRBZAjRoyQvfcyyCT6l9FB5sWLFzF37lx07twZlStXRmhoqOxHCStWrIBGozF4dujBgwcYOHAg/Pz84OHhgUaNGuHAgQOy85o1awaNRiP7adu2rSL9VqN169aJjqtXr47atWtbqTc5AgIC8v239fDwQGxsrCwYVVLp0qVlAU9BKbOZmZmy2ZGuXbsaVclTGmQKgoD79+8bfH9AnqJjrSBTGqjfvHlTVNoekAeZ5piVtgWWDDLtsbJsXp06dRJVfczKysKWLVu0xydOnJAVBBoxYoTs79WapEEmkH9Ww4kTJ2Tv5cOGDUPVqlUV75s5+fr6yv4+dWVFWcLNmzfx4sULUZult/RSI337ZUpTZcuUKYM6depYqltW5efnh3nz5onabt26hSNHjsjOI6IcRgeZZcuWFa1FM4e7d+8iKipK9mVcn7S0NLRs2RIHDhzAggULsGPHDvj7+6Nt27ayNwAgZ83FsWPHRD9ffvmlwq9CHTIyMrBx40ZRW58+fay+Jkmj0ej9wufk5IQtW7agXr16Zu+DsRVmd+zYgdu3b4vactdmGMrPz0+WGmbsuky1zmSmpaXJvihzJjMH02WV4+npKZtByQ0qBUFAVFSU6DZvb2+dG6lbk5eXl2ws6EuZFQRBtnVTiRIlMGXKFLP1z5zCw8NFx9YKMqWpsl5eXvD397dKX9REX/EfXamy1v4uYUkDBgxAkyZN8j2HM5lE/zI6yBw/fjzmzZtXYFpPYQwdOhRNmjRBRESEQeevXLkSFy5cwMaNG9G3b19ERERg8+bNqFKlCj766CPZ+e7u7mjYsKHox9auBhtq3759sjUDail1r2+WcuXKlRabWTa2wqz0YkS9evXQqFEjo57TwcFBVijBVoNMf39/WcEh6bpMBpk5mC6rLGnK7M8//4y7d+9i27Zt+OWXX0S3TZo0SZVf/gxdl7l582ZtymKuSZMm2eysSd26dUXHagkyQ0NDi1TQpI90JvPOnTs4f/687G+wKKzHzEuj0WDJkiX5rh9W4/sMkbUYHWSeOXMGd+/eRcWKFdGvXz+MHj1a9PP+++8XqkNr167FkSNHRPsQFWTbtm0ICwsTfdl3cnJCv379cPLkSZMKq9gLacGfBg0aqKZ6nrT4D5BTObF///4W64MxFWZPnz4t+/I6ZswYk76UFLb4j1qCTI1GI/t7YpCpmzTIfPbsmSxVzxRpaWmydGt7T5cFgHbt2on+lnL3Ah43bpzovPLlyxu1ZtqSpNsZ6QoyU1NTdb6mUaNGmbVv5iSdyTx37pzZM6R0kQaZRWHcGKJ69eqy/dA/+eQT0VIId3d3tGjRwtJds7rq1atj7Nixem9nkEn0L6ODzEWLFuHWrVuIi4vDunXrsGjRItmPqR48eIAxY8Zg9uzZOter6HPhwgWdawxz26QL+69fvw5fX184OTmhYsWK+Pjjj5GSkmJyv9XqxYsX2LZtm6jN2gV/8pLuVTdq1CidM8/mZMxM5oIFC0THQUFB6Natm0nPW9htTNQSZAL5F//JysqSBVIMMv+la79TY+kKTIrCTKabmxsiIyNFbZMnT5ZdKJo9ezZcXV0t2TWDGTKT+dVXX+HmzZuitrlz56r2NRlCGmQ+efJE9hot4cKFC6JjpWpK2DoHBwdZho40VTYiIkK0Lroo+fjjj/Xup2qr2QVE5mD0FibSoh5KGj58OMLCwjBs2DCj7peYmAhfX19Ze25b3nTR1157DT179kTVqlWRkpKCXbt2Ye7cufjll19w6NAhvdt6pKWliar65W4wn5GRgYyMDKP6W5Dcxyvs427btk1UBdXBwQGRkZGK99dU1atXx549e7B9+3a88sor6Nevn9FVVgtL+kFx48YNpKamyrYxuXfvHr7//ntR27Bhw6DRaEz6fUor5v7zzz9GPY40OPHx8bHav6t0JvPatWvavjx58kR2vpubm2r+BpWW39h1d3eHi4uLqOLpvXv3DF57ro/0y7mXlxc8PDzs9necV7du3bBmzRrtcd73aACoX78+3njjDdX+LqRp83fu3BH19eHDh4iOjhad07hxY3Tu3Fm1r8kQpUuXhp+fn6iA2alTpyx6cSQtLQ1//vmnqC00NNSmf69KatiwIXbv3q339nbt2hXZ35WzszMWLlyos7Ju8eLFi+zvxRqU+r6sFLX0Qy2MDjKNIQgC3n77bUydOrXANJQtW7bgxx9/xNmzZ01KP8zvPnlvk35gt2/fHuXKlUNUVBR27NghuzKea9asWZg2bZqsfe/evfDw8DC6v4bYt29foe4vrYJaq1YtnDlzplCPaQ5t2rQBAOzatcviz/348WPRcXp6OtasWSMr/hATEyN683BxcUFoaChiY2NNel5pCunvv/9u1GPFx8eLjq9du2ZyXwpLOlN59uxZbV+kVXAB4Pjx47IZBHujb+wWL15cdNErNja20GszDx06JDr29va22t+CpWVmZqJ48eKy8ZQrMjLSKu8rhpK+/1y+fFn0b7d8+XLtBc1cb7zxhqpfk6GCg4NF7w9btmyBm5ubxZ7/xo0byMrKErWVLVu20J+79qKg/aJdXV2LzPuMPo0bNxatUy1WrBj2799vxR4VXWoZt0osgbEnZg0ys7OzsXr1aowcOTLfIPPZs2cYMWIERo0ahaCgIO0Hb+4V/8ePH8PZ2VlWYCRXyZIlZcVtACApKQkAdM5y5tWvXz9ERUXh+PHjeoPMCRMmiKr7JScnIyQkBK1bt1Z8S4aMjAzs27cPERERJm9QnZSUJCumMGrUKLRv316JLtoNQRAwatQo0ZfUkJAQtGrVSnuckpKCIUOGiO7Xv39/WeERYyQmJuK7777THqenpxv8b/P8+XPRbBgAdO7c2WrbM7i4uGDp0qXa48TERLRr1w4ajQaXL1+Wnd+1a1c4OZn1rcdqChq7ZcuWFb1XhYaGFnpMnj9/XnRcrVq1IjXOe/Xqhf/+97+y9sjISPznP/+xQo+Ms2TJEu3/P3v2TPtvd/nyZezZs0d0bu/evY2uZq1WR48eFf3t5n3tlrB27VrRcWhoKNzd3Qv1uWtPmjZtiqlTp8oCcQB4+eWX0a9fPyv0Sl3q1KmDV155RXuxpFu3bkXqvVcNlPi+rCTpRcGizuzf9AxZzJ+QkID79+9j/vz5mD9/vux2Hx8fdOnSBdu3b9d5/1q1askW8AP/Luo3dN8rfamyQM5VO11rYJydnc32h12Yx/7hhx9EM2+urq7o1q2bKgah2lSuXFk0w3vz5k3R72nNmjWyGbkPPvigUL9L6UWXuLg4gx9POvsB5KzxtNa/bVhYmOj4yZMnSE5Ohp+fn6wKtZubW5FYx6Nv7ErXZSYmJhb63026njc0NLRIjfM+ffrIgkwnJyfMnTtX9b+HcuXKiY5zMxScnZ0xceJE0Rd8Nzc3zJ49W/WvyVCvvPKK6PjcuXMWfW1XrlwRHed+TzDnZ7ot8fb2Rp06dfDbb7/JbuvcuTN/R8h5rz1x4gQWLVqEkiVLFvp7AZlOLeNWDX1QE1VMJwQEBMhSvoCcgg1HjhzBrl278l1MHRkZieHDh+PEiRNo0KABgJw0qrVr16JBgwYFrnlavXo1gJw1CPZCWlW2Q4cOsmpxlEMaZOYtHCIIgmzbktatW6N69eqFek7p32RSUhJSU1MNSheTrsd0dnZWfDbdGGXLloWTk5NoPe3169fh5+fHyrIS5tjGpChuX5LX66+/jsDAQMTFxWnbRowYYbWZfWNIC/8IgoC4uDhcvXoVO3fuFN324Ycf2lX1U2nxn7i4OMTHx8vWq5uL9MK0oReji5LGjRvrDDKL2tYl+alQoQI+//xza3eDSJWMri5rDm5ubmjWrJnsJyAgAI6OjmjWrJn2A+Dtt9+Gk5MTbt++rb3/4MGDUaNGDXTv3h3r1q3D/v370aNHD1y9ehVz5szRnnf06FG0bdsWy5Ytw759+/Djjz9i+PDhmDhxIlq0aKFzEbctunv3Lg4fPixqU1NVWbXJr8LswYMHZesHlUhXk25dAED0JTk/0iDTz8/Pqnu7OTk5yWZkcrcxYZApZo4g886dO6LjohZkOjo6itbLV6lSBZMnT7Zijwzn6+sru7B0+/ZtWZpv6dKlMX78eEt2zewqV64sWwJjyf0ypUFmjRo1LPbctkK6XyaQ89klvUBARKSLKoJMY2RlZSErK0uUhuvq6ooDBw6gefPmGDVqFDp16oS4uDjs2rULTZs21Z4XGBgIR0dHzJgxA506dUKPHj3wyy+/YPr06YiNjc03XdaWfP/996Lfj5eXF9cJ5EO6V2beIFM6ixkWFqYtVFQYuRVA8zJ0GxM1bV+SS7qNCYNM3Swxk2lPs12GGjJkCI4fP46YmBj8+uuvBa7DVwuNRiObzZwxY4YsAIqOjra7sePg4ICXXnpJ1GapIPPRo0ey7WI4kymnK8js2LGjVS9qEpHtUEW6rD6rVq3CqlWrCmwDAH9/f23aqz6VKlWSpSDZo3Xr1omOu3btWiTWwZlKGmTmVh28ceMGfvrpJ9Ft77//viIXIzQaDYKCgkSpuXfv3jXovgwybZfSQWZycrJsm5iiNpMJ5IynBg0aaJdL2JIyZcqI3gekVRJr1aqFwYMHW7pbFhEeHi6qzmmpIFO6d7azszPCwsJkWQFFXZkyZVChQgXcuHFD22YvGV9EZH5mn7rjFS/Lunr1qmwNBVNl8ydNl83IyMCdO3dkW8B4e3ujf//+ij2vdF2mPc1k5n5pZpAppnSQKZ3FBOTr/EjdCvr3mj9/foHbSdgqadqlpYJM6Uxx1apVWbBDj9mzZ2svrLZr1w7t2rWzco+IyFaYPcg0pLosKUda8Mff3x/Nmze3Um9sQ6lSpWSFc06dOoVvv/1W1Pbuu+/q3UbHFKYGmdJKt2oIMqWBOmcyddMVZBbmPVIaZJYuXdqiew1S4eUXZLZr1w4REREW7I1lSYPM69evy2bmzYFFfwzXvXt3/PPPPzh16hR++uknu1lWRETmZ9Z3C0dHR2RnZ6Nu3brmfBr6f4IgyILMHj162O2ehErRaDSylNnJkyfj+fPn2mNHR0eMGDFC0eeVFv+xp5nM+Ph4PH/+nEGmhDTIzMzM1LkljaGKetEfe6AvyHR0dMS8efMs3BvLqlGjhuzzSbrvqzlIi7nVqlXL7M9pywIDA/HKK68wwCQioxgUfUyfPt3gB9RoNPjkk09M7hCZ7syZM/jzzz9FbUyVNUylSpVEacZXr14V3f7mm28qXlDFntJlK1SoIGu7ceMGg0wJXf9WDx48gI+Pj0mPV9S3L7EH+oLMd999t9BbJamdq6sratSoIQosz549iyZNmpjtOQVBkM1kMsgkIlKeQUHm1KlTDX5ABpnWIy34U758eZsshGEN0plMKSW2LZGSBpm2XPjH3d0dQUFBokD5+vXrDDIl3N3dUbx4cdHv5cGDBwgLCzPp8VhZ1vbp2s7Iy8vLqM9dWxYeHi4LMs3p7t27suwBpssSESnPoNyH7Oxsg3+ysrLM3WfSISsrCxs2bBC19enTh4WXDJRfkFm/fn00bNhQ8ee0p5lMQHfxHwaZckoW/2G6rO3T9W/28ccfy/5O7JWli/9IZzGLFy+O0NBQsz4nEVFRxAR7O/Hzzz/LghSmyhpOWrgmrzFjxpglWJcGmc+ePZMFZVJpaWlITk4WtaklyNRV/IdBppySQSbTZW2fv7+/aD/natWqYfTo0VbskWVJg8xLly4hLS3NbM8nXY9Zs2ZNXowlIjIDBpl2Qpoq+9JLL9n9eh4l6ZvJDAoKQrdu3czynNIgEyh4NlNaWRZQT5Cpa69MaUDMIFO5IFMQBKbL2onNmzdj/PjxGDduHI4cOVKkKgS/9NJLouPMzExZIKgkrsckIrIMo4PMrKwsfPnll6hXrx5Kly4NLy8v0U+JEiXM0U/KR1paGrZs2SJq6927t5V6Y5v8/Pxk25gAwMiRI822f5qHhwe8vb1FbQUFmdJUWQcHB/j6+irdNZPoCjI5kymnVJD58OFD2YwPZzJtk5+fH2bNmoXZs2er5qKRpXh5ecku8pkzZZbblxARWYbRe1uMHz8e8+fPR506dRAREQEXFxdz9IuMsGfPHjx69EjU1qtXLyv1xjblbmOSt8Ksu7s73n33XbM+b1BQkKgIRUHFf6RBZsmSJVVTVl4aZN6+fVu2ryiDTOWCTOkspqOjIwIDA03uF5G1hIeH49q1a9pjcwWZmZmZuHz5sqiNM5lEROZhdJAZExOD8ePH49NPPzVHf8gE0lTZ1157jYUMTFC7dm1RkNm/f3+ULFnSrM8ZFBSES5cuaY+NnclU06yHNMjMysqSpcvqmi0uaswVZAYHB8PR0dHkfhFZS3h4ODZu3Kg9NleQ+ddff8lm/xlkEhGZh9FTICkpKWjVqpU5+kImePr0KX744QdRGwv+mOaDDz6Ap6cnACA0NBRTpkwx+3MaW2FWzUGmr69vgfs9ciZTuSCTlWXJXkiL/5w/f94sleqlqbKBgYFmv5BIRFRUGR1ktm7dGidOnDBHX8gEO3bsQEpKivbYyckJ3bt3t2KPbFetWrVw69Yt7N+/H+fOnbNI6qF0jzxjg0w/Pz/F+1QY0tlMKQaZ5pvJZJBJtkoaZL548UKUPqsUrsckIrIco9NlFy5ciA4dOqBYsWJo3769zqIjailEUhRIU2Vbt26tusDDlpQsWRItW7a02PPZ00wmkBNknj59Wu/tDDLlQWZSUhIyMjKMLjDFyrJkL0qXLo2goCDR+9+ZM2dQtWpVRZ+HlWWJiCzH6JlMLy8vhIWF4YMPPkBYWBhKlSol+yHLePjwIfbu3StqY1VZ2yINMo0t/KO28ZbfTKZGo5EVAiqKpEEmoHtrmoIwXZbsiXQ20xzrMqVbozDIJCIyH6NnMocOHYqNGzeiS5cuqFatGqvLWtHmzZtF61bc3d3RpUsXK/aIjKVrJlMQBL2bg0uDEbUFmZUqVdJ7m6enJzc9R85suUajgSAI2rYHDx4YnZ7NdFmyJ+Hh4di5c6f2WOkg8/nz57h+/bqojemyRETmY3SQuX37dsyaNQtRUVHm6A8ZQfoh3LlzZ6Yj2hhpkJmeno6kpCS9xShseSaTf5s5HB0d4efnJ/q3NHZdZmZmpiy1mumyZMt0zWTmd8HNWJcuXRJd2NFoNKhevboij01ERHJGp8s6OzvLPgzIOpYvX46rV69i6tSpqFKlCqvK2iBds1f5rctkkGkfClv85969e8jOzha1cSaTbJn0e0VSUpJstr4wpKmylSpVgoeHh2KPT0REYkYHmV27dsWePXvM0RcyQZUqVTBlyhRcuXIFHTt2tHZ3yEjOzs6ygENfkJmVlYWkpCRRm9qCzMDAQLi5uem8jUHmvwobZEq/fLu7u3MrBrJp5cqVg7e3t6hNyZRZFv0hIrIso9Nle/fujXfeeQcZGRno0KGDzkqydevWVaRzZDiNRsP1bjYqKChIFGToK/6TmJgoSvcC1BdkOjg4oEKFCrh06ZLsNgaZ/1I6yAwJCeH4J5um0WhQp04dHD58WNt29uxZxeoMcPsSIiLLMjrIzN3eYcGCBVi4cKHottz1E+bYRJnIXgUFBeHcuXPaY30zmdJUWUB9+2QCOWloDDLzV9ggk5VlyR6Fh4fLgkylcCaTiMiyjA4yv/32W3P0g6jIMnSvTGmQ6e3tbfTeipagb10mg8x/GZoirQ/3yCR7ZK5tTB4+fIj79++L2hhkEhGZl9FB5oABA8zRD6IiKzg4WHRsaJCptlTZXAwyCxYaGio6PnLkCJ4+fWrw74jbl5A9kgaZf//9NxITEwu93lha9MfV1TXfImVERFR4Rhf+yevPP//EsWPHcO3aNaX6o7VixQpoNBp4enoadP6DBw8wcOBA+Pn5wcPDA40aNcKBAwd0nrt//340atQIHh4e8PPzw8CBA41OVyNSiqkzmQwybVfbtm3h6OioPU5JScH27dsNvj/TZckeVa1aVVY4TInZTGmqbPXq1eHkZPQ1diIiMoJJQeamTZsQGhqKatWq4bXXXkPVqlURGhqKzZs3K9Kpu3fvIioqSvblW5+0tDS0bNkSBw4cwIIFC7Bjxw74+/ujbdu2OHLkiOjcI0eOoF27dvD398eOHTuwYMEC7N+/Hy1btkRaWpoi/ScyhvTvXF/hHwaZ9qNUqVJo06aNqC0mJsbg+zNdluyRk5OTLI3VHEEmU2WJiMzP6CAzNjYWvXr1QokSJTB79mysWbMGs2bNQokSJdCrVy/s2rWr0J0aOnQomjRpgoiICIPOX7lyJS5cuICNGzeib9++iIiIwObNm1GlShV89NFHonPHjh2LKlWqYPPmzYiIiEDfvn2xceNGXLhwAd98802h+05kLGmQGR8fr7N4lq0EmaGhoaJZulwMMsX69u0rOt63b59s3ZguKSkpSEhIELVxJpPshTnWZUrTZRlkEhGZn9FB5syZM9G6dWucO3cOY8eORd++ffHRRx/h/PnzaNWqFaKjowvVobVr1+LIkSP4+uuvDb7Ptm3bEBYWhkaNGmnbnJyc0K9fP5w8eVI7M3T37l2cOnUKb731lihVpnHjxqhSpQq2bdtWqL4TmUK6JjM7O1tn+rY0yFRjZVkAcHFx0TmzxiBTrEuXLihWrJj2ODs7G99//32B99O1QT2DTLIXSgeZ2dnZsiCT25cQEZmf0YsSzp07hw0bNsDBQRyfajQaDB8+HH369DG5Mw8ePMCYMWMwe/ZslClTxuD7XbhwAa+//rqsvXbt2gCAixcvIjg4WPtBk9suPffXX3/V+xxpaWmidNrk5GQAQEZGBjIyMgzuqyFyH0/pxyV18vb2hqOjo2j28s6dO7IgUhp4+vr6qvZvpEKFCrh586aozd3dXbX9VYoxY9fFxQWdO3fG+vXrtW1r167FsGHD8r2f9Pfq4+MDV1dXu//dUtEg/Xy+evUqHj9+LLogY4ybN2/i2bNnoraqVavKxgs/d4lsj9rGrVr6oRZGB5mOjo5IT0/XeVtGRoYs+DTG8OHDERYWVuCXLKnExET4+vrK2nPbEhMTRf/Vd27u7brMmjUL06ZNk7Xv3bsXHh4eRvXXUPv27TPL45L6eHt7i/7+fvjhB8THx4vOuXHjhuj47t27iI2NtUj/jKWrqMaVK1dU21+lGTp2K1WqJDo+deoUVqxYke96dGlBsxIlShSZ3yvZv7S0NDg4OCA7OxtAzv7by5YtQ9WqVU16vJMnT4qOPT09ce7cOZw/f17n+fzcJbI9ahm3L168sHYXVMXoILNevXqYO3cu2rdvD3d3d217Wloa5s2bhwYNGpjUkS1btuDHH3/E2bNnodFojL5/fveR3qbv3PweY8KECfjwww+1x8nJyQgJCUHr1q3h5eVlZG/zl5GRgX379iEiIkKV+yCS8ipUqCAKMoOCgtC+fXvROUOHDhUdt2rVSlY8Ri0uX76MPXv2iNpatGiBV1991Uo9sgxjx27r1q2xdOlSUSp0XFwchgwZovc+Z86cER1Xr15d9rdCZMuqVq2KS5cuaY/d3d1N/hv//fffRcd16tRBhw4dZOfxc5fI9qht3OZmOVIOo4PMadOmoWXLlqhQoQK6d++OgIAAxMXFYevWrUhMTMTBgweN7sSzZ88wYsQIjBo1CkFBQXj8+DEAaGdMHz9+DGdnZ73pMiVLltQ5C5mUlATg35nL3L229J2ra4Yzl6urK1xdXWXtzs7OZvvDNudjk7oEBwfj1KlT2uP79++L/u0FQZAVewkMDFTt30dYWJiszcfHR7X9VZqhY9fZ2Rk9e/bEokWLtG0bNmzAtGnT9F70km5xExoaWmR+r1Q01K1bVxRk/v777yb/jed9HCAnHTe/x+LnLpHtUcu4VUMf1MTo3NbXXnsNe/fuRbly5bB48WJMmjQJS5YsQbly5bB37140btzY6E4kJCTg/v37mD9/Pnx8fLQ/69evx/Pnz+Hj4yOrxJhXrVq1ZCXKgX/Llucu8s/9r75zWQyArEVa/EcaSDx+/BiZmZmiNrVWlwV0b2PCwj+6Sd/brl27JrrgIMU9MsneKVn8h9uXEBFZh0m7ETdt2hTHjh3Dixcv8OjRI/j4+BRqXWJAQAAOHToka589ezaOHDmCXbt25VtJMzIyEsOHD8eJEye06bqZmZlYu3YtGjRooF3fFBwcjPr162Pt2rWIiorSbrNw/PhxXL16FWPGjDH5NRAVhnQNnjTIlFaWBdQdZFaqVAmenp7aghseHh4ICAiwcq/UqUGDBqhYsSKuX7+ubYuJiUH9+vV1ni+tLssgk+yNNMi8cOECMjIyjJ4lSE9Px9WrV0VtDDKJiCzD9Co9yPniGBwcXOjCN25ubmjWrJnsJyAgAI6OjmjWrJl2lvHtt9+Gk5MTbt++rb3/4MGDUaNGDXTv3h3r1q3D/v370aNHD1y9ehVz5swRPdecOXNw5coVdO/eHfv378e6devQo0cP1KxZE4MGDSrU6yAylbFBZrFixURrotXGw8MD0dHRcHR0hEajwdSpU81WIMvWaTQaWVXuDRs2yGaugZy0aWmQqWu7GCJbVqdOHdFxenq6LO3VEFevXpWNoxo1ahSma0REZKBCBZnWkJWVhaysLAiCoG1zdXXFgQMH0Lx5c4waNQqdOnVCXFwcdu3ahaZNm4ru36xZM8TGxiIuLg6dOnXCqFGj0Lx5cxw4cEDnmksiS5AGmbl7u+aSBplqnsXM9f777+Pu3buIj4/H2LFjrd0dVZOmzD548EBWRRbISZuWbsfAmUyyNz4+PihXrpyozZSUWWmqbEhICLy9vQvRMyIiMpSqg8xVq1bJvlCtWrUKgiDIPoD8/f2xevVqJCYmIiUlBceOHUOrVq10Pm5ERASOHTuGlJQUJCYmYvXq1ShdurS5XgZRgaRBZkJCgmhfVlsMMoGcccmxVbCwsDC8/PLLoraYmBjZedJZTI1GI1vPS2QPlFiXyfWYRETWo+ogk6io0BUo5N0n01aDTDKcdDZz27Ztsj23pEFmQEAAXFxczN43IktTIsi8cOGC6JhBJhGR5TDIJFIBb29vuLm5idryrstkkGn/evXqBQeHf9+Snz17hh9++EF0DivLUlEhDTLPnTuH7Oxsox5DOpPJCvJERJbDIJNIBTQaTb7Ffxhk2r/AwEC0bNlS1CZNmWVlWSoqpEHm06dPcePGDYPvn5ycLCoQCHAmk4jIkhhkEqlEfsV/GGQWDdKU2d27dyMhIUF7zMqyVFQEBQXJ3ueMSZmVpso6OjqiatWqivSNiIgKxiCTSCWMmcnMb99Ysl2RkZGitOnMzExs2rRJe8x0WSoqNBpNodZlSoPMKlWqsII8EZEFMcgkUglp8R+myxY9Xl5e6Ny5s6gtb8os02WpKClMkMnKskRE1sUgk0gl9M1kCoLAILMIkabM/vrrr7h16xays7Pxzz//iG5juizZMwaZRES2i0EmkUroCzKfP38u2jMTYJBpz9q2bQtfX19R27p163D//n1kZGSI2jmTSfZMGmTev38fcXFxBd5PEARuX0JEZGUMMolUQl/hH+ksJsAg0565uLige/fuoraYmBhZqqyzszP8/f0t2TUii6pUqRI8PT1FbYbMZsbHxyMxMVHUxu1LiIgsi0EmkUpIg8zk5GQ8e/ZMFmS6uLigePHiluwaWZg0ZfbSpUv48ccfRW1lypQR7atJZG8cHBzw0ksvidp++ukn2Yy+lDRVtlixYihfvrzi/SMiIv34DYVIJaRBJgDExcXpXI+p0Wgs1S2ygldffVW23nLRokWiY6bKUlFQt25d0fGSJUtQqVIlLFiwAM+ePdN5H2mQWaNGDV6QISKyML7rEqmEp6cnvLy8RG337t1j0Z8iyMHBAX369BG1PX78WHTMoj9UFDRu3FjWdufOHYwZMwZly5bFpEmTcP/+fdHt0vWYTJUlIrI8BplEKqKr+A+DzKJJmjIrxZlMKgoiIyPRvHlznbc9evQIM2fORGhoKIYOHYpr164BYGVZIiI1YJBJpCK6iv8wyCyaatasidq1a+u9nUEmFQWurq7Yv38/tm3bhkaNGuk8Jy0tDcuWLUNYWBjefPNNXLx4UXQ7g0wiIstjkEmkIpzJpLzym81kuiwVFQ4ODnjjjTfwv//9D7/88gs6d+6s8zxBELB161akpqaK2hlkEhFZHoNMIhUJDg4WHTPILNp69+6tt8gTZzKpKHr11VexY8cOXLp0CYMHD4azs3O+55cqVQqlS5e2UO+IiCgXg0wiFeFMJuUVEhKCJk2a6L2NqKiqVq0aVq5ciVu3bmHcuHGyomm5OItJRGQdDDKJVIRrMklKV8qsp6cnvL29Ld8ZIpUJCgrC7Nmz8ffff+Ozzz6TvYe+9dZbVuoZEVHRxiCTSEUMmcn08/OzZJfIyrp16wYXFxdRW0hICPdKJcrDy8sLUVFRuHnzJtasWYPhw4djzZo16N+/v7W7RkRUJDlZuwNE9C9pkCktYAFwJrOo8fHxQfv27bF9+3ZtG1NliXRzcXHBW2+9xRlMIiIr40wmkYoEBgYWeA6DzKJn9OjRopnLrl27WrE3RERERPnjTCaRiri6usLPzw8JCQk6b3d0dISPj4+Fe0XW1rx5c6xduxabNm3Ca6+9hkGDBlm7S0RERER6McgkUpmgoCC9QWbJkiXh4MAEhKKoT58+6NOnj7W7QURERFQgVXxbPXfuHDp06ICyZcvC3d0dvr6+aNSoEdauXWvQ/ffs2YNXX30V7u7uKFGiBDp16oSLFy/KzmvWrBk0Go3sp23btkq/JCKTSddl5sVUWSIiIiJSO1XMZD5+/BghISHo3bs3goOD8fz5c8TExOCtt97CrVu3MGnSJL333bFjByIjI9GlSxds2bIFT548wbRp0/D666/j1KlTqFixouj8ChUqICYmRtTGrQBITYKDg/XexiCTiIiIiNROFUFms2bN0KxZM1Fbx44dcfPmTSxfvjzfIHPcuHGoVasWtm7dqi2M0bhxY1SpUgWTJ0+WBZTu7u5o2LCh4q+BSCmcySQiIiIiW6aKdFl9/Pz84OSkPw5OTEzE1atX0a5dO1HlxdDQUNSsWRPbt29HVlaWJbpKpBgGmURERERky1Qxk5krOzsb2dnZePToETZt2oQ9e/Zg0aJFes9PT08HkFORU8rV1RUvXrzA9evXUaVKFW379evX4evri+TkZISGhqJXr16YNGkS3N3d8+1bWloa0tLStMfJyckAgIyMDGRkZBj1OguS+3hKPy7ZhtKlS+u9zdfXl38XKsaxS2SbOHaJbI/axq1a+qEWqgoyhw8fjmXLlgHI2VB54cKFeO+99/Se7+/vD19fX/z666+i9sePH+PChQsAcmY7c7322mvo2bMnqlatipSUFOzatQtz587FL7/8gkOHDuVbtXPWrFmYNm2arH3v3r3w8PAw6nUaat++fWZ5XFK3mzdv6r3twYMHiI2NtWBvyBQcu0S2iWOXyPaoZdy+ePHC2l1QFY0gCIK1O5Hrzp07ePDgAR48eIAff/wRy5cvx5w5cxAVFaX3PpMnT8aMGTMwffp0vPfee0hOTsaYMWOwe/duZGVl4fjx42jQoIHe+8+fPx9RUVHYunUrIiMj9Z6nayYzJCQECQkJ8PLyMu0F65GRkYF9+/YhIiICzs7Oij42qV9cXBxCQ0N13hYTE4Pu3btbuEdkKI5dItvEsUtke9Q2bpOTk+Hn54cnT54oHhvYIlXNZJYtWxZly5YFALRv3x4AMGHCBAwYMEDvWrTJkyfj2bNniI6OxuTJkwEAHTp0wKBBg7BixYp8K3UCQL9+/RAVFYXjx4/nG2S6urrqTMt1dnY22x+2OR+b1Cs4OBgODg7Izs6W3RYYGMi/CRvAsUtkmzh2iWyPWsatGvqgJqou/FO/fn1kZmbixo0bes9xcnLC559/jsTERPz++++4d+8efvrpJ9y5cwfly5dHmTJlDHoubnBPauHo6IiAgACdt7HwDxERERGpnaojq9x1khUqVCjwXE9PT9SqVQuBgYE4c+YMDhw4gPfff7/A+61evRoAuK0JqYq+CrN+fn4W7gkRERERkXFUkS777rvvwsvLC/Xr14e/vz8SEhKwadMmfP/99xg7dqx29ubtt9/G6tWrcf36de2atcOHD+PUqVOoXbs2BEHAyZMnMWfOHLRt2xYjR47UPsfRo0cxc+ZMREZGokKFCkhNTcWuXbuwfPlytGjRAp06dbLKayfSRV+QWbJkSQv3hIiIiIjIOKoIMhs1aoRvv/0Wq1evxuPHj+Hp6YmXXnoJ3333Hfr166c9LysrC1lZWchbq8jFxQVbtmxBdHQ00tLSULlyZUyfPh2jR4+Go6Oj9rzAwEA4OjpixowZSEhIgEaj0Z77n//8h+mypCq61hL7+Pgw35+IiIiIVE8VQeagQYMwaNCgAs9btWoVVq1aJWpr3Lgxjh8/XuB9K1WqhJ07d5raRSKL0jWTyfWYRERERGQLOH1HpEIMMomIiIjIVjHIJFIhBplEREREZKsYZBKpEINMIiIiIrJVDDKJVEhX4R8GmURERERkCxhkEqmQr68vXFxcRG0MMomIiIjIFjDIJFIhjUYjS5llkElEREREtoBBJpFKtW3bVvv/jo6OaNGihRV7Q0RERERkGFXsk0lEcrNmzYKjoyNu3ryJUaNGITAw0NpdIiIiIiIqEINMIpXy9vbGokWLrN0NIiIiIiKjMF2WiIiIiIiIFMMgk4iIiIiIiBTDIJOIiIiIiIgUwyCTiIiIiIiIFMMgk4iIiIiIiBTDIJOIiIiIiIgUwyCTiIiIiIiIFMMgk4iIiIiIiBTDIJOIiIiIiIgUwyCTiIiIiIiIFONk7Q7YKkEQAADJycmKP3ZGRgZevHiB5ORkODs7K/74RGQeHLtEtoljl8j2qG3c5sYEuTFCUccg00RPnz4FAISEhFi5J0REREREpAZPnz5FiRIlrN0Nq9MIDLdNkp2djXv37qF48eLQaDSKPnZycjJCQkLw999/w8vLS9HHJiLz4dglsk0cu0S2R23jVhAEPH36FEFBQXBw4IpEzmSayMHBAWXKlDHrc3h5eali0BCRcTh2iWwTxy6R7VHTuOUM5r8YZhMREREREZFiGGQSERERERGRYhhkqpCrqyumTJkCV1dXa3eFiIzAsUtkmzh2iWwPx626sfAPERERERERKYYzmURERERERKQYBplERERERESkGAaZREREREREpBgGmQp69uwZxowZg6CgILi5uaFOnTrYsGGD7LwzZ86gVatW8PT0hLe3N7p27YobN27ofMyvvvoKVatWhaurK8qXL49p06YhIyNDdt6DBw8wcOBA+Pn5wcPDA40aNcKBAwcUf41E9kjJsfvnn38iKioKL7/8Mry9veHr64tXX30Vmzdv1vncHLtEpjHHZ26uS5cuwdXVFRqNBqdPn5bdznFLZDpzjN3bt29j8ODBCAoKgqurK4KDgxEZGSk7j2PXggRSTEREhODt7S0sXbpUOHjwoDBkyBABgBATE6M95/Lly0Lx4sWF119/Xdi5c6ewZcsWoUaNGkJQUJDw4MED0eNFR0cLGo1GmDBhgnDo0CFh7ty5gouLi/DOO++IzktNTRVq1qwplClTRli7dq2wd+9eoUuXLoKTk5Nw+PBhi7x2Ilum5Nj96quvhKpVqwozZ84U9u7dK8TGxgoDBgwQAAjTpk0TPS/HLpHplP7MzZWZmSk0aNBACAoKEgAIp06dEt3OcUtUOEqP3T/++EMoWbKkUK9ePSEmJkY4cuSIsGHDBmHQoEGi8zh2LYtBpkJ27twpABDWrVsnao+IiBCCgoKEzMxMQRAEoXv37oKfn5/w5MkT7Tm3bt0SnJ2dhY8++kjblpCQILi5uQnvvvuu6PFmzpwpaDQa4eLFi9q2xYsXCwCE//3vf9q2jIwMoXr16kL9+vUVfZ1E9kbpsfvw4UMhOztb9jwdOnQQPDw8hNTUVG0bxy6RaZQet3l99tlnQnBwsLBgwQKdQSbHLZHplB672dnZQp06dYQ6deqIPl914di1LAaZChkyZIjg6ekpZGRkiNrXrVsnABB+/fVXISMjQ3B3dxfee+892f1bt24tVK5cWXu8du1aAYBw7Ngx0Xn37t0TAAgzZ87UtrVq1UoICwuTPeann34qABD++eefwr48Irul9NjVZ9q0aQIA4d69e9o2jl0i05hr3P7555+Cu7u7sGPHDuHbb7/VGWRy3BKZTumxe/jwYQGAsGrVqgKfm2PXsrgmUyEXLlxAtWrV4OTkJGqvXbu29vbr168jJSVF2yY976+//kJqaqr2fACoVauW6LzAwED4+flpb889V99jAsDFixcL8cqI7JvSY1efQ4cOoVSpUihdurTouTl2iYxnjnErCAKGDBmCjh07onPnzvk+N8ctkWmUHrs///wzAKB48eJo37493Nzc4OnpiY4dO+LKlSuy5+bYtRwGmQpJTEyEr6+vrD23LTExEYmJiaI26XmCIODRo0fa811dXVGsWDGd5+Y+lqHPTUS6KT12dVmxYgUOHz6MSZMmwdHR0ajnJiI5c4zbxYsX448//sBXX31V6OcmIt2UHrt3794FAAwaNAhBQUHYuXMnli5digsXLuD1119HXFycUc9NynEq+BQylEajMeg2pc8z9lwiEjPHmMy1a9cujBgxAt26dcOoUaNMfm4iElNy3N6+fRsTJkzAl19+CX9/f8Wem4jklBy72dnZAIBGjRphxYoV2ttr1qyJ8PBwLF68GNHR0UY/NxUeZzIVUrJkSZ1XQJKSkgDkXCUpWbIkAN1XSpKSkqDRaODt7a19vNTUVLx48ULnuXmvxBjy3ESkm9JjN689e/aga9euiIiIQExMjOwDjGOXyDRKj9sRI0agZs2aePPNN/H48WM8fvxY+/n77NkzPHnyxKjnJiLdzPF9GQDatGkjOq9OnToIDAzEmTNnjHpuUg6DTIXUqlULly9fRmZmpqj9jz/+AJBzRaVixYpwd3fXtknPq1SpEtzc3LSPl/f+ueLj45GQkICaNWuKnlvfY+Y+NxHppvTYzbVnzx688cYbaNq0KbZs2QIXFxedz82xS2Q8pcfthQsXcPz4cfj4+Gh/RowYAQBo3rw5QkNDRc/NcUtkGqXHrq41lrkEQYCDw7+hDseuhVmz6pA9iY2NFQAIGzZsELW3bdtWVJK5R48eQunSpYXk5GTtObdv3xZcXFyEcePGadsSExMFNzc3YejQoaLHmzVrlmwLk6+//loAIBw/flzblpGRIdSoUUNo0KCBoq+TyN4oPXYFQRD27NkjuLm5Ca1atRJSUlL0PjfHLpFplB63x44dEw4dOiT6GTdunABAWLp0qXD06FHtuRy3RKZTeuw+evRI8PDwECIiIkSP99tvvwkAhBkzZmjbOHYti0GmgiIiIgQfHx9h+fLlwsGDB4V33nlHACCsXbtWe87ly5cFT09PoUmTJkJsbKywdetWoWbNmjo3l42OjhY0Go0wceJE4fDhw8Jnn30muLq6Cu+8847ovNTUVKFGjRpCSEiIEBMTI+zbt0+IjIzk5rJEBlJy7B49elRwd3cXypUrJxw8eFA4duyY6Cfvnl8cu0SmU/ozV0rfFiYct0SFo/TYnTdvngBAGDBggLB7925h1apVQkhIiFC2bFkhMTFRex7HrmUxyFTQ06dPhdGjRwsBAQGCi4uLULt2bWH9+vWy806fPi20bNlS8PDwELy8vIQ33nhD+Ouvv3Q+5oIFC4QqVaoILi4uQtmyZYUpU6YI6enpsvPi4+OF/v37C76+voKbm5vQsGFDYd++fYq/RiJ7pOTYnTJligBA78+hQ4dE53PsEpnGHJ+5eekLMgWB45aoMMwxdv/73/8KNWvWFFxcXISSJUsKffv2Ff7++2/ZeRy7lqMRBEGwXHIuERERERER2TMW/iEiIiIiIiLFMMgkIiIiIiIixTDIJCIiIiIiIsUwyCQiIiIiIiLFMMgkIiIiIiIixTDIJCIiIiIiIsUwyCQiIiIiIiLFMMgkIiIiIiIixTDIJCKiIqtjx47w9vbG33//LbstKSkJgYGBePXVV5GdnW2F3hEREdkmBplERFRkrVixAk5OThgyZIjstpEjR+Lp06dYvXo1HBz4cUlERGQofmoSEVGRFRAQgK+//hp79+7FsmXLtO3btm3D+vXr8dlnn6FSpUpm7UNWVhbS0tLM+hxERESWxCCTiIiKtB49eqBXr16IiorCrVu3kJiYiKFDhyIiIgLDhg3D6dOn0blzZ/j6+sLNzQ3h4eHYuHGj6DEePnyI4cOHo3r16vD09ETp0qXRokULHD16VHTerVu3oNFoMHfuXERHR6N8+fJwdXXFoUOHLPmSiYiIzMrJ2h0gIiKytsWLF+PIkSMYPHgwSpUqhfT0dHzzzTc4dOgQ2rZtiwYNGmDp0qUoUaIENmzYgJ49e+LFixcYOHAggJz1mwAwZcoUBAQE4NmzZ9i2bRuaNWuGAwcOoFmzZqLnW7hwIapUqYJ58+bBy8sLlStXtvArJiIiMh+NIAiCtTtBRERkbbt27UL79u0BAN999x369euHatWqwd3dHSdPnoST07/XZTt16oTffvsN//zzj871mllZWRAEAW3btoWXlxe2bt0KIGcms3z58qhYsSIuX74MZ2dny7w4IiIiC2K6LBEREYB27dqhYcOGqFy5Mvr164e//voLV65cQd++fQEAmZmZ2p/27dsjLi4OV69e1d5/6dKlqFu3Ltzc3ODk5ARnZ2ccOHAAly9flj1X586dGWASEZHdYpBJRET0/1xdXeHi4gIAuH//PgAgKioKzs7Oop/hw4cDABISEgAAn3/+OYYNG4YGDRpgy5YtOH78OE6dOoW2bdsiJSVF9jyBgYEWekVERESWxzWZREREOvj5+QEAJkyYgK5du+o8JywsDACwdu1aNGvWDEuWLBHd/vTpU53302g0CvaUiIhIXRhkEhER6RAWFobKlSvj/Pnz+PTTT/M9V6PRwNXVVdT2+++/49ixYwgJCTFnN4mIiFSHQSYREZEey5YtQ7t27dCmTRsMHDgQwcHBSEpKwuXLl3HmzBls2rQJANCxY0fMmDEDU6ZMQdOmTXH16lVMnz4d5cuXR2ZmppVfBRERkWUxyCQiItKjefPmOHnyJGbOnIkxY8bg0aNHKFmyJKpXr44ePXpoz/v444/x4sULrFy5EnPnzkX16tWxdOlSbNu2DYcPH7beCyAiIrICbmFCREREREREimF1WSIiIiIiIlIMg0wiIiIiIiJSDINMIiIiIiIiUgyDTCIiIiIiIlIMg0wiIiIiIiJSDINMIiIiIiIiUgyDTCIiIiIiIlIMg0wiIiIiIiJSDINMIiIiIiIiUgyDTCIiIiIiIlIMg0wiIiIiIiJSzP8BGbvWvpvA8TgAAAAASUVORK5CYII=", "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": 0.008642, "end_time": "2025-12-18T22:45:42.904791", "exception": false, "start_time": "2025-12-18T22:45:42.896149", "status": "completed" }, "tags": [] }, "source": [ "## AtlanticOcean " ] }, { "cell_type": "code", "execution_count": 18, "id": "c7a7a1b2-7665-4f42-aa57-3e8ccf255528", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:42.922899Z", "iopub.status.busy": "2025-12-18T22:45:42.922661Z", "iopub.status.idle": "2025-12-18T22:45:43.185937Z", "shell.execute_reply": "2025-12-18T22:45:43.185573Z" }, "papermill": { "duration": 0.273669, "end_time": "2025-12-18T22:45:43.186888", "exception": false, "start_time": "2025-12-18T22:45:42.913219", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 0.008319, "end_time": "2025-12-18T22:45:43.204399", "exception": false, "start_time": "2025-12-18T22:45:43.196080", "status": "completed" }, "tags": [] }, "source": [ "## IndianOcean" ] }, { "cell_type": "code", "execution_count": 19, "id": "674dc694-f91c-48d8-8cf9-18a9dc35dd87", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:43.222215Z", "iopub.status.busy": "2025-12-18T22:45:43.222009Z", "iopub.status.idle": "2025-12-18T22:45:43.477559Z", "shell.execute_reply": "2025-12-18T22:45:43.477186Z" }, "papermill": { "duration": 0.265501, "end_time": "2025-12-18T22:45:43.478510", "exception": false, "start_time": "2025-12-18T22:45:43.213009", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { 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", "text/plain": [ "
" ] }, "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": 0.008849, "end_time": "2025-12-18T22:45:43.497221", "exception": false, "start_time": "2025-12-18T22:45:43.488372", "status": "completed" }, "tags": [] }, "source": [ "## SouthernOcean" ] }, { "cell_type": "code", "execution_count": 20, "id": "5f6bc7ed-e959-49ad-8916-e307249b43fc", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:43.516506Z", "iopub.status.busy": "2025-12-18T22:45:43.516273Z", "iopub.status.idle": "2025-12-18T22:45:43.769722Z", "shell.execute_reply": "2025-12-18T22:45:43.769367Z" }, "papermill": { "duration": 0.264242, "end_time": "2025-12-18T22:45:43.770705", "exception": false, "start_time": "2025-12-18T22:45:43.506463", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 0.009287, "end_time": "2025-12-18T22:45:43.789956", "exception": false, "start_time": "2025-12-18T22:45:43.780669", "status": "completed" }, "tags": [] }, "source": [ "## LabSea" ] }, { "cell_type": "code", "execution_count": 21, "id": "51e70d80-7a39-4989-aecc-bd5016b324fa", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:43.809609Z", "iopub.status.busy": "2025-12-18T22:45:43.809413Z", "iopub.status.idle": "2025-12-18T22:45:44.058100Z", "shell.execute_reply": "2025-12-18T22:45:44.057724Z" }, "papermill": { "duration": 0.259859, "end_time": "2025-12-18T22:45:44.059150", "exception": false, "start_time": "2025-12-18T22:45:43.799291", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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HMJB7w9a4cWM4Ozujd+/eYIzBx8cHY8aMwe7du7Fu3TqlXW7XrVsHABqd+2IkJiZiwoQJaNKkCdq2bQtvb2/ExMTg0KFD6Ny5M9atW6fYp6WlJUaMGIGZM2di586dgpaCtLQ0/PPPPyhevDi6du2qKNf2fBw/fjwuX76MTp06oWPHjhrdN9y6dQtffPEFEhMTERQUhJ49eyI1NRVPnjzBrFmzOE/gFyxYgGfPnqFJkybo1KkT0tPTceXKFcyZMwfnzp3D2bNnNRq6ocvvsrbE3Oto8lulzfVH7DmTn48fPyoecA0bNgxJSUnYs2cPBg4ciHfv3uGHH34AAHzxxRcoX748du/ejaVLlwpal/bt24eEhAR8//33nN9Wbaxfvx5A7nmXX9fDvPsaOXIkVq1ahb///hs//vijYN1t27YhMzMTw4YNg6Ojo+B1S0tLDB06FL///jseP36MatWqAch9eLJp0yY0bNgQ1atX1/hzTJ48GefPn8f+/fuxevVqjBkzBkBuz5hBgwbB3t4eu3fv1vsY9IsXL6Jr165IS0vDli1bMHjwYNHbEJv7QqtcGcxEAGCaVufly5eCspycHDZw4EAGgF29epXz2pAhQxgA5unpySIjIznv6dmzJwPA5syZoyhPSUlhZcuWZQBYs2bN2Pr169n9+/eZVCpVWafnz58za2trFhAQwKKjozmvnTlzhllYWLBu3bpxyiMjI1l2drZgW2vXrmUA2Pz589V+D2Jt2rSJAWBDhgxRuc65c+cU/xabN29WWq9Ro0ZxymfOnMkAsHPnzinKPnz4wFxcXJi1tTW7cOGCYD9RUVGcZQAsKCiIMcZYenq64t9l3LhxLCcnR+nnsLS0ZKdPn+a8NnXqVAaA/fHHH5xy+TGwaNEiTnl6ejr74osvmEQiYXfu3FGUu7u7M19fX5aSkiKo+4cPHxT/P2nSJAaAHThwQLBeYmKioO7KXL58mQFgZcqUYbGxsYpyqVTKOnbsyACwuXPnct6j7DvPj/x727Rpk9LX5dt0dnZmDx484LzWv39/BoDt2rWLUx4UFMQkEgnbs2cPp/zjx48sMDCQ2dnZsZiYmHzr1qNHDwaA3b17V/Ba3u9bvk9V1wpVn7FMmTIMAGvdurXSf9OIiAiV50ZSUpKgDozlnr/FihVjlSpVEtRX02M/MTGRubm5MS8vL/b06VPOeo8ePWKOjo6sVq1aSj8rn/yaderUqXzXbdy4MQPAtm3bpiibNm0aA8C6dOnCMjIyOOtnZGSwuLg4xbL8WJkwYQLnGpadnc2+/vprpeeEsut2RkYGCw4OZlZWVuzNmzec1+T/znXq1GEJCQmK8pSUFFa+fHlmYWEhuNaqIq9vUFAQmzlzJps5cyb7+eef2dChQ5mHhwfz8vJiBw8e5Lzn8+fPzMPDg1laWrIrV65wXvv9998ZANamTRuldVYmv2OzQ4cOLC0tTVEeGxvLXF1dmYuLC8vKylKUX7lyhQFg5cuX53wv6enprFGjRoprSV5ij2HG/u83efDgwUp/+6pXr85sbW1ZfHw8p/zly5dMIpGwJk2aKP0e+OS/OfLrvzoZGRmC44Sx3POoSpUqzN3dnfMdRkdHM2tra1a3bl3Be/7++28GgE2fPp2zHbHno/y3xdfXl4WHh+f7GeQyMzOZv78/A8B27NgheJ3/G/nq1Ssmk8kE68nP2507d3LKdf1dVndNZEz5sS7/t5w5cyanXOy9jqa/VZpef7Q5Z9SRnxt9+vTh/MaHh4czd3d3Zm1tzV69eqUo/9///scAsBUrVgi21bx5cyaRSNjz58/z3W9+/yby34DQ0FCNP4tcgwYNGAClx0W1atUYAM49EmP/9+/w119/sVevXjGJRMImTZqkeP3IkSOK1+V1b9q0KWcbqv6t4+PjWalSpZidnR27d+8ey8nJYa1bt1Z6b5qX/HyMiIjQ6HPLj+MJEyYwOzs75ujoyE6cOKH2PfJ98Oucmpqq+K5mz56t9fr5McvATZVbt24p/QLkX1re4Ezu1atXzMLCgvn7+3PKHz58yGrXrq2oFwBmb2/PgoOD2dq1a1lmZiZn/YkTJzIA7NixY0rr1r17d2ZhYcGSk5Pz/RwymYy5uLiwli1b5ruuGGICt2bNmgley8rKYlZWVoIfQWU/EIsWLWIA2Pjx4zWqm/yHOyEhgTVt2pRJJBJB8MX/HIMGDRK8Fh4ezgCwXr16Kcri4+OZpaUlq1+/vtLt3bt3jwFgU6ZMUZR5eHgwf39/wQ0s3+TJkxkAFhISosnHVOqbb75RXNz4nj17xiwsLFjZsmU55YYM3H755RfBa2fPnmUA2Pfff68ok39vffr0Ubq9gwcPMgBs5cqV+dZNHqhr8uOly82xssCQsfx/EFUZN24cA8Bev36tKBNz7C9btowBYKtWrVL6uvy68ujRo3y3ZW9vzwAIbjiV+fLLLxkAtmDBAsZY7g2Pq6srs7e3Z+/evVP73pycHObp6clKlCih9Gbs48ePTCKRsN69e+dbD8YY27dvHwPAtmzZwimX/zvzH84wxtiMGTMYAHbkyBGN9iE/tpX9WVlZsW+//VZwo7xt2zYGgA0cOFCwvaysLMUxlfdhoC7HprLA9quvvmIA2MOHDxVlw4cPZwDYxo0bBevLr99ibkKVHcOM5V6TbWxsOA+T8lq1ahUDwBYvXswp//HHHxkAtnXrVo32LyZwU0d+3vFvPPv06cMAsNu3b3PKGzRowCwsLDg3eNqcj/L7i6VLl4qqr/y479q1q6j38cXHxzMAbNiwYZxyXX+X9Rm4qaLqXkfdb5U21x99nzNA7oNjZYG6/HufNWuWoiwhIYHZ2dmxGjVqcNZ98uQJA8BatWql0X7z+zcR8xvAt2HDBsWDmrz+++8/BkDpw4+8gRtjjLVq1Yp5eXkp7o+7devGnJyc2OfPn0UHbowxdunSJWZpackqVaqkeECh7L4vL20DN/lf3oeZ+e2jW7duigeBo0aNYiVLllQ8IEhMTNR6/fyYZVfJhIQE/O9//8Px48cRHh6O1NRUzuvv3r1T+r6goCBBWbly5eDn54fIyEgkJSUpmuKrV6+OO3fu4Pbt2zh79ixu376Na9eu4fz58zh//jzWr1+P06dPw93dHQBw9epVALnjdG7cuCHYT1xcHGQyGcLCwlC3bl0Auc3969atw65du/DkyRMkJydz+mar+hwFoV69eoIya2trFCtWTKN04teuXQMAtVmK+GJjY9G0aVOEh4dj27ZtGDhwoOg6ysf15K3jzZs3FWMflXW5k49De/bsmaJs4MCBWLFiBapVq4Yvv/wSLVq0QOPGjQXdHPr164fly5eje/fu6NOnD1q3bo2mTZuifPnymn1o5I6RA3LHq/FVqlQJpUqVQkREBOf4NCRNv1f5MZ+UlKT0e5WPF8r7vaoycOBA7N+/Hw0bNkS/fv3QsmVLNGnSBKVKldLmIyhla2srOlWw3JUrV7B8+XJcvXoVcXFxyMrK4rz+7t07RTdoMce+/Du8d++e0u/wxYsXAHK/Q3n3k/xo0h9fvo78v8+ePUNycjIaNmyYb4KWFy9eICEhAQEBAYJxOHL29vaCf/eoqCgsWLAAZ86cQVRUlGBcjqrrnabHoyZmzpyp+J5lMhliYmJw8OBBfP/994puU/Jtqzsvra2tERQUhK1bt+Lu3buKMZLacnNzU3rNUPY579y5A0D571nz5s1VdpcTcwzL+fv7w8fHR+n2Bg8ejJ9++gnr16/H5MmTAeR2t928eTM8PDzQp08fVR9XJ48fP8b//vc/XLx4ETExMYJxLvzjaMyYMdi7dy/WrVun6MJ579493LhxAx06dOB0MdflfGzYsKGozyH2NzI1NRXLly/HgQMH8OLFC3z+/JnTzUqT+wVtfpf1QZ/3Otpcf7Q9Z9QpXbq0opt5XsHBwZg9e7bi+gFAMU58y5YtuHr1Kho3bgzg/7oUf/vtt6L3r442U2v169cPkyZNwr59+/Dnn38q7jXkXfA16fY8fPhwDBgwAIcOHULz5s0VXeGdnJwQHx8vuk7NmjXD7Nmz8csvv2D+/PmoWLGixvkRxPriiy8QEhKCyZMno2bNmkrzW/AdOnRIkXDF3t4e/v7+GDBgAKZOnaqIDXRZXxWzC9ySkpJQv359REREoEGDBvjqq6/g4eEBKysrJCUlYfny5SoHeKrKllO8eHG8fv0aycnJghvjunXrKgItIHdujCFDhuDOnTuYM2cOli5dCiA3mARyk2mok3eQdN++fXHgwAGUK1cO3bp1Q/HixRX9jpctW6a3wffaUJXlx8rKSm0CGDn5vBQlS5bUeJ/v37/Hp0+fUKpUKTRv3lyrOsovwHnrKP+3uXnzJm7evKlye3n/bZYuXYry5ctj48aNmD9/PubPnw8rKyt06tQJS5YsUYxrqV+/Pi5duoR58+Zh7969ikQLlStXxqxZs5QO5OWTD44uXry40tdLlCiBqKgopcenIYj9XkNDQxEaGqpye6oSA+TVs2dPHD16FIsXL8bff/+NtWvXAsi9af/jjz/QunVrUZ9BmWLFimn1g3bgwAH07t0bdnZ2aNu2LcqXLw9HR0dYWFgoxhrmPVfFHPvy71D+46iKJt9h8eLFERERgTdv3igdlJ6XPNGMfByENnUOCwsTjL1SVefw8HA0aNAAHz9+RPPmzdGuXTu4urrC0tISkZGR2LJli8rrnabHo1gWFhaKBAUxMTGYN28e5s6dq7iZ0uS8zLueLtRdbwHu55TvT9nvmaWlJTw9PQXlYo9hOVWfHQCcnZ0xaNAgrF27FhcuXEBQUBAOHDiAuLg4TJo0ySBzIF67dg2tWrVCdnY2Wrduja5du8LFxQUWFhaK6W74nyM4OBhVqlTBjh07sHjxYjg5OSn+jUeNGsVZV5fzUd13pYyYc04qlaJVq1a4ceMGqlevjr59+8Lb21sxfnr27Nka3S9o87usD/q819Hm+qPNOZMfdfeTefcpN3r0aGzZsgXr169H48aNkZGRga1bt8LHxwc9evQQvX9lSpQogfDwcLx9+zbf3wA+R0dHDBgwAOvWrcP27dsxduxYfP78GXv27IGjoyP69++f7zZ69uwJDw8PbNiwAS9fvkR2drbKpCSa6tmzJ2bMmAGZTIZvvvlG6XQD+jB16lQEBwdj2rRpaNmyJUJCQpQ+NMxr06ZNKpP36GN9VcwucNuwYQMiIiI4T07lrl69iuXLl6t8b2xsrNKD+f379wBU/3jm1aBBA6xcuRJt2rTBmTNnFOXy9yYnJ8PFxSXf7dy6dQsHDhxA69atceLECU4CC5lMhoULF+a7DVMmDzDevXsnmPNDlcDAQAwfPhxDhw5FixYtcO7cOaVPtMSS/9tMmjQJS5Ys0eg9lpaWmDBhAiZMmIC4uDhcvnwZu3btwt69e/HkyRM8evRIMZi5cePGOHr0KDIzM3H79m2cPHkSK1asQP/+/eHt7Y1WrVppVL/3798rfeoeExPDWc9UyOuzfPlypRkKxerUqRM6deqE1NRUXL9+HUePHsWaNWvQqVMnTkIcC4vcZLjZ2dmCJ6XqJrLUJmgDgF9//RU2Nja4deuWICnPt99+iwsXLnDKxBz78u/w/v37Gj3hU6dZs2aIiIjA6dOn0aZNG5XrJSUl4fbt2wCApk2bCuqcH3mde/Togf3792tUtyVLliAhIUHpD9fOnTv1kmREF/LWkry9JfKel8ooOy+1PTbFkO8vNjZWkBglJycHCQkJghtzscewXH7nzJgxY7B27VqsW7cOQUFBBktKIjd37lykp6crsgnnNX/+fKXpxoHcm+bx48djx44dGDhwILZv346SJUuiU6dOnPV0OR/FXl/EnHPy1uAhQ4YIspLGxMSoDWBU7TO/a1PeY1kZTY9nfd/raHP90eacyU9sbKzSclX3kw0bNkTdunUVSUoOHz6Mjx8/YurUqRolMNNEs2bNEB4ejjNnzmj1sHPkyJFYt24dNmzYgLFjx2LHjh1ITU3FN998o1GiPFtbWwwcOBCrVq3Cw4cPUa1aNTRq1EibjwIAyMjIUASM7u7u+O2339C9e3dUrFhR622qM3XqVNjb22PixImK47VJkyYG2ZcuzG46gJcvXwKA0jShqn581L0eHh6ON2/ewN/fX+PWDPkBnLebgvzgvHTpkkbbkH+Obt26CU7aGzduiE7va2rk30dISIio9w0aNAg7duzAu3fv0KJFC0EKcm00aNAAFhYWGv/b8Pn4+KBnz57Ys2cPWrVqhbCwMDx69Eiwnq2tLZo0aYI5c+bgzz//BGMMBw8ezHf7tWvXBgCl6fxfvnyJt2/fomzZsjq3tsmznOnSSpGX2GNeU46OjmjVqhWWLFmC6dOnIzMzEydOnFC8Lu9S8ObNG8F7b926pde6ALn/BlWrVhXc8MpkMly+fFmwvphjX5/fofzJ5l9//aXypgLI7RWQkZGBNm3aKB6MVK5cGW5ubnjw4IEiIFFFvu61a9c0nu5Cl+t2QZB3RczbfUvdeZmdna34t8+bYbAgjk35/pR9b5cuXVJ6oy32GNZUjRo10KxZM+zfvx///fcfzp8/j6CgIEF2Tn15+fIlPDw8lKbaV3ccDRkyBI6Ojli3bh127NiBz58/Y/jw4YLMj4a6pikj5jqhr/NHzD7VHcufPn1SdBvNjzb3Oup+q7S5/mhzzuQnKipK6VQ68uuF/PqR1+jRo5Geno5t27Zh3bp1kEgkSudF05b8gcn69evV/gYAUNrKWadOHdStWxf37t3D7du3FXO3iXkQM2LECEU39G+++UZE7YUmT56M+/fvY/r06di1axdSU1PRt29fg/ZGmzBhAtavX4+UlBS0a9cO586dM9i+tGV2gZu8Pzr/y7x79y7mz5+v9r3Lly/H69evFcsymQw//PADZDKZYt4QIPdisnnzZqUXFKlUigULFgAAJw3yuHHjYG1tjUmTJim9oGVlZXF+DOSfg39TEBcXh7Fjx6r8DP7+/irn3jIlQ4YMgYuLC1avXq107jdVc4IBwJdffol9+/YhLi4OQUFBePr0qU518fHxwcCBA3Hr1i389ttvSi/Sr169QkREBIDcC9qZM2cEaVqlUqlizhl5N6BLly4p7Solv2hq0l1IPr/L3LlzOfNI5eTkYMqUKYouArqSdwdR9kOsjXr16qF58+bYv38/Nm7cqHSdhw8fIi4uLt9tnTlzRun5pux7lLeO8LsznTlzRumcfLry9/dHWFgY58k4YwyzZ8/GkydPBOuLOfaHDRsGNzc3zJ49W+nYWJlMpnZ+vrxatGiBwYMHIzExEZ07d1Z6jq1duxYLFiyAk5MTp3eCpaUlxowZg/T0dIwZM0Yw/ikrK0txbFpZWeG7775DTEwMxo8fr/TfLSYmhvPdqLpuh4SEKG4OjCUzMxOrV68GAE5A0L17d3h4eGDnzp2KsUFyy5YtQ3h4ONq0acMZF1YQx6a8xXLevHmcObAyMjIwbdo0pe8RewyLMWbMGGRmZiqmC+B3P9Qnf39/JCYm4sGDB5zyv//+W20w4uLigoEDB+LOnTuYOXMmLC0tlXbh0uf5mJ8uXbrA398fBw8exJ49ewSv5/23UnX+hIeH46efftJ4n2KuTc7OzqhSpQquXLnCOUZycnIwefJkjR8ua3Ovo+63SpvrjzbnTH5ycnLw008/cR72RERE4M8//4SVlRUGDRokeE///v3h5uaG+fPn47///kO7du30Mp2IXNOmTTFixAgkJCSgffv2Sh98y2Qy7Ny5U2Wqe3kgOWnSJNy6dQs1a9ZEgwYNNK5DjRo1cPz4cRw4cECn+5Z///0Xa9asQbNmzTBr1iy0a9cOP/74I+7du4fvv/9e6+1qYsSIEdi8eTMyMjLQqVMnnDx50qD7E8vkukqq6/+5evVqfPXVV/jf//6HSZMm4fz58wgICEBYWBiOHj2Knj17Yvfu3Srf36xZM9SqVQt9+/aFq6srQkJCcP/+fdStW5czd4V8wtFx48ahWbNmqFq1Kuzs7BATE4OTJ0/i/fv3qFChAmbMmKF4T+XKlbFx40Z8/fXXqFatGtq3b4+KFStCKpUiKioKly5dgre3t2LAbP369dG0aVPs378fTZo0QbNmzRAbG4sTJ06gUqVKKhMEyC8S2gymLUheXl7YsWMHevfujRYtWqBjx46oUaMGkpOT8eDBA7x9+1YRKCnTrVs3HDx4ED179kRQUBBOnz6tU1eylStXIiwsDDNmzMC2bdvQrFkzFCtWDNHR0Xj69Clu3ryJnTt3omzZskhPT0ebNm3g7++Phg0bokyZMsjIyEBoaCiePn2Kzp07o2rVqgCAxYsX49SpUwgODka5cuXg5OSEx48f48SJE3Bzc9PoSVWTJk3w448/YuHChahevTp69+4NR0dHnDhxAo8ePUKzZs0Uc8LoonHjxnBwcMCyZcuQkJCg6KP/3Xffad0Nc8eOHWjVqhW++eYb/Pnnn2jYsCHc3Nzw9u1bPHjwAI8ePcLVq1dVJjiQ+/777xEZGYng4GD4+/vDxsZGkRiodOnSinnzgNybq0WLFmH+/Pm4f/8+qlatihcvXuDEiRPo0aOHYDJdXU2aNAmjRo1CnTp10KtXL1hbWytuZrp06YIjR45w1hdz7Ht6emLfvn3o0aMHGjVqhNatW6NatWqwsLBAVFQUrl69ioSEBI0nGl2/fj2ys7Oxc+dOVKpUCR06dEBAQABSU1Nx7tw5PHr0CJ6envj3338Vx7DczJkzcf36dRw8eBAVK1ZEp06d4OzsjDdv3uDUqVP43//+p7g+//rrr7h//z7Wrl2LI0eOoFWrVihZsiTi4uIQFhaGK1euYN68eYp9jBkzBps2bcKXX36JXr16oWTJknj06BFOnjyJL7/8Uu11W5/Onz+v6GLPGENMTAxOnDiBt2/foly5cvj5558V6zo5OWHjxo3o06cPgoKC0KdPH5QuXRq3b9/GqVOnULx4cUXXQLmCODabNm2K7777DitWrFBcL+RzUrm7uyudv0nsMSxGr1694OPjg5iYGHh7e6Nnz55abUc+6bUypUuXxpw5czBx4kSEhISgWbNmivk1b926hcuXL6N3797Yt2+fyu2PGTMG69evR0xMjGKeVT59n4/q2NjYYO/evWjXrh369u2LtWvXokGDBkhPT8fTp09x9uxZxUPGLl26oEKFCli6dCkePXqE2rVrIyoqCkePHkWnTp0QFRWl0T7F/i7/9NNPGDp0KJo2bYo+ffoo5kqTSqUIDAzE/fv3892nNvc6+f1Wib3+aHPO5KdmzZq4ceMG6tati3bt2iE5ORm7d+9GUlISFi5cqHTYg4ODA4YMGaJ4aKbvpCQAsGrVKlhaWmLt2rWoUqUKgoODERgYCFtbW7x79w5nz57F27dv0bt3b6XvHzBgAKZMmaJoaNCm27OuyW8iIyMxfPhweHh4YMeOHYoW2Llz5+LixYtYtWoVWrdurbexgcoMHjwYdnZ2GDhwILp164Y9e/agW7duBtufKBrnnzQwqEjVnPfv48ePjDHGHj9+zLp06cK8vb2Zg4MDq1OnDmeeCH6qVHkqzlevXrFFixaxSpUqMVtbW+br68smTJggSNH/6dMntmPHDjZ06FBWo0YN5unpySwtLZm7uztr3Lgxmz9/Pvv06ZPSz/HgwQM2ZMgQVrp0aWZjY8Pc3d1ZtWrV2MiRI9mZM2c46yYkJLDRo0ezMmXKMFtbW1auXDk2bdo0lpqaysqUKSNIT5uYmMgsLCwE6VQ1JWY6AFXpfJXVS11q+kePHrHBgwczX19fZm1tzXx8fFiLFi3YunXrOOtBRTro06dPMwcHB+bh4aFI55xfWntV28rMzGQrVqxgjRs3Zi4uLszGxob5+fmxVq1asaVLlyrmI8rKymILFixg7du3Z35+fszW1pZ5eXmxhg0bsjVr1nCmgggJCWFDhw5lVapUYS4uLszBwYFVrFiRfffdd5w04ZrYuXMna9q0KXNycmK2trasatWqbO7cuSw9PV2wrjbTATDG2IkTJ1ijRo2Yo6Oj4rySp81Vt011aYg/ffrE5s2bx+rUqcMcHR2ZnZ0d8/f3Zx07dmTr1q1TOm8a3+7du1m/fv1YhQoVmKOjI3N2dmbVqlVj06dP58wfJvf48WPWsWNH5uTkxBwdHVlQUBA7f/682pTr6tI955dmedOmTSwwMJA5ODgwT09P1r17d/bgwQO9HPvy/Y8dO5ZVqFCB2draMmdnZ1apUiU2aNAgpXME5ickJIT17t2blSxZktnY2DAXFxdWp04dNnPmTM48RnxSqZStWLGC1a9fnzk6OjIHBwdWoUIFNmLECBYWFsZZVyaTsa1bt7JWrVop5i7y9fVlTZs2ZfPmzROk179y5Qpr2bIlc3NzY05OTqxp06bswIEDKq852qTWV0XVdAAODg6sZs2a7Oeff1b8vvDduHGDde/enXl5eTFra2vm5+fHRo0apXLaBH0em6qOL5lMxlasWMEqV67MbGxsWIkSJdiYMWNYUlKSyu2JPYZVXUeVkc9n+eOPP2q0fl555w5V9RcYGKhY/8iRI6xhw4bMycmJubq6srZt27ILFy5odEzIp/g5fvy42jqJOR/Fph/ne/36NRs9ejTz9/dn1tbWzMPDgzVo0EAwd2dUVBQbMGAA8/X1ZXZ2dqxq1apswYIFTCqVKv230te1aePGjaxq1arMxsaGFStWjI0cOZLFx8eLmg5A7L0OY+p/qxgTf/3R5pxRRf59v3v3jg0cOJB5e3szW1tbVrt2bbZ9+3a1771//z4Dcuf9Uzc3sDJipq25du0a+/rrr1lAQABzdHRkNjY2rFSpUqx79+5s9+7daueYlU+fYG9vr/K6yJhwOgBN6p7fdABZWVmsYcOGDAA7dOiQYDuRkZHMzc2Nubu7C6YwYUz76QBU3UsdPnyY2draMisrK8U8tqrmZVNF7Pr5kTCmzbTdxBgOHz6Mbt264dixY+jYsaOxq0MIIYSgRYsWuHz5Ml68eIEKFSoYuzpKffr0CSVLloSnpyfCw8MVyTcIKUgbN27EN998g19//RVz5swR9d7IyEiULVtWaZIakmvo0KHYsmULIiIiOFN9FCZ05TIjFy5cQGBgIAVthBBCTMK1a9dw6dIltG/f3mSDNiB3qEVKSgrGjBlDQRsxiuzsbCxduhTW1tY6dZPcsmULJBKJQabcMFdOTk6QSCRGz1BcEEx7oBThWLx4sbGrQAghhGDlypV4+/YttmzZAktLS9GtBwUhOTkZK1aswLt377Bx40aULFkSY8aMMXa1SBFz8eJFnDt3DufPn8ejR48wYcIErebSc3Nzw8yZMxXLpp7roCBNnz6dk1SrIOa8NRbqKkkIIYQQUfz9/fH27VtUqFABc+bMwZdffmnsKgnIu5bZ2dmhXr16WLFiBWrVqmXsapEiZtasWZg9ezY8PT3Rp08fLF26lFrLiNYocCOEEEIIIYQQE0cdvQkhhBBCCCHExFHgRgghhBBCCCEmrsiObJTJZIiOjoazszMkEomxq0MIIYQQQggxEsYYPn/+DF9fX5PNPltkA7fo6Gj4+fkZuxqEEEIIIYQQE/HmzRuUKlXK2NVQqsgGbs7OzgBy/3FcXFz0um2pVIpTp06hXbt2sLa21uu2CSGGQ+cuIeaJzl1CzJMpnbufPn2Cn5+fIkYwRUU2cJN3j3RxcTFI4Obg4AAXFxejH4SEEM3RuUuIeaJzlxDzZIrnrikPoTLNDpyEEEIIIYQQQhQocCOEEEIIIYQQE0eBGyGEEEIIIYSYOArcCCGEEEIIIcTEFdnkJIQQQgghhJiCnJwcSKVSY1ejwEmlUlhZWSEjIwM5OTkG2Ye1tTUsLS0Nsu2CRoEbIYQQQgghRsAYw/v375GUlGTsqhgFYwzFixfHmzdvDJrN0c3NDcWLFzfpjJGaoMCNEEIIIYQQI5AHbT4+PnBwcDD7wEIsmUyGlJQUODk5wcJC/yO4GGNIS0tDXFwcAKBEiRJ630dBMtnAbcOGDRgxYgQcHR2RkpKiKB86dCi2bNkiWL9SpUp49uxZQVaREEIIIYQQreTk5CiCNk9PT2NXxyhkMhmysrJgZ2dnkMANAOzt7QEAcXFx8PHxMetukyYZuL179w5TpkyBr68vkpOTBa/b29vj7NmzgjJCiH7dv38fHz9+RPPmzc36QkcIIYSYGvmYNgcHByPXpPCTf8dSqdSs72dMMnAbNWoUWrRoAQ8PD+zbt0/wuoWFBRo1amSEmhFSdCxfvhwTJ04EAHTq1AlHjx41boUIIYSQQqiodY80hsLyHZvcdAD//PMPLly4gNWrVxu7KoQUaQsWLFD8/7Fjx/DkyRMj1oYQQgghpGgzqcAtLi4OEydOxB9//IFSpUqpXC89PR3FixeHpaUlSpUqhXHjxiExMbEAa0pI4fb582fExMRwyqKiooxUG0IIIYQQYlJdJceMGYNKlSph9OjRKtcJDAxEYGAgqlevDgC4cOECli5dijNnzuDmzZtwcnJS+r7MzExkZmYqlj99+gQgt6+rvufNkG+vKM7HQQqHyMhIQdmHDx8K/TFN5y4h5onOXWKOpFIpGGOQyWSQyWTGro7eff78GXPnzsW9e/dw7949xMfHY8aMGZg5c6ZiHcYYxowZg507dwreX6lSJbW9fZ48eYK6desiKysL169fR7169VSuK5PJwBhTO8bNHK4fJhO4/fvvvzhy5Aju3r2rth/qpEmTOMtt27ZF7dq10bt3b/z111+C1+Xmz5+P2bNnC8pPnTplsEGhoaGhBtkuIYZ2//59Qdnly5fh4uJihNoUPDp3CTFPdO4Sc2JlZYXixYsjJSUFWVlZxq6O3kVFRWH9+vWoXr06OnbsiK1btyIzM1PReJKXvb09Dh06xCmzs7NTui6Qm5Fz2LBh8PT0RExMDFJTU1WuCwBZWVlIT0/HxYsXkZ2drXSdtLQ0EZ/OOEwicEtJScHYsWPx3XffwdfXVzEJofwgTkpKgrW1NRwdHZW+v0ePHnB0dMS1a9dU7mPatGmYPHmyYvnTp0/w8/NDu3bt9H4zKpVKERoairZt28La2lqv2yakIMTHxwvKSpQogY4dOxqhNgWHzl1CzBOdu8QcZWRk4M2bN3BycoKdnZ2xq6N31apVQ2JiIiQSCeLj47F161bY2tpy7rsZYwByEw+2bt1a420vXrwYMTEx+OmnnzBx4kQ4OjqqvZ/PyMiAvb09WrRoofK7Vhf4mQqTCNzi4+MRGxuLxYsXY/HixYLX3d3d0a1bNxw8eFDlNhhjaud/sLW1ha2traDc2traYBd5Q26bEEPij28Dci9oReV4pnOXEPNE5y4xJzk5OZBIJLCwsICFhQVkMhkSEhKMXS2lPD09dZpnTf5e+eeVy9tFVNPth4WFYebMmdi1a5cix4X8O1S3f4lEovYaYQ7XDpMI3IoXL45z584Jyv/44w9cuHABJ06cgJeXl8r379u3D2lpaTRFACF68vbtW0EZJQAihBBCDCchIQE+Pj7GroZScXFx8Pb2Ntj25YkHP3z4gBIlSqB79+6YM2cOPDw8OOsxxjB8+HB07twZXbt2xebNmw1WJ1NkEoGbnZ0dgoODBeWbN2+GpaWl4rXXr19jwIAB6NevHypUqACJRIILFy5g2bJlqFatGoYPH16wFSekkFIWuH38+NEINSGEEEJIYVa9enXUq1cPNWrUAKA+8eCqVavw8OFD7Nmzx1jVNSqTCNw05eLigmLFimHJkiWIjY1FTk4OypQpg/Hjx2P69Okqx8ARQsShFjdCCCGEFIQxY8bAxcVF0dVRVeLB169fY9q0aVi2bBmKFStmzCobjUkHbps3b+Y0gbq7u2P//v3GqxAhRQS1uBFCCCHEWJQlHhw7diyqV6+OXr16KRIZyjNBpqSkIDk5Ga6ursaoboEx6cCNEFLw0tPTlQ6OphY3QgghxHA8PT0RFxdn7Goo5enpWeD75CcefPToEV6/fg13d3fBui1btoSrq6sioCusKHAjhHC8e/dOaTm1uBFCCCGGY2FhYdAEIOZEWeLBXbt2ISMjg7PeyZMnsWDBAqxduxbVqlUr6GoWOArcCCEcyrpJArlzoKSnp8Pe3r6Aa0QIIYQQc3TixAmkpqbi8+fPAIAnT55g3759AICOHTsiNjYW/fr1w8CBAxEQEKA28aCy7PGRkZEAgLp166JevXqG/0BGRoEbIYRDVeAG5La6UeBGCCGEEE2MHj0ar1+/Vizv3bsXe/fuBQBERETAxcUFPj4+WLp0KSUe1AAFboQQDnWBW2JiInx9fQuwNoQQQggxV/IWMVVkMhm2bdvGySopxtChQzF06FDtKmeGtJ8CnRBSKOUXuBFCCCGEkIJHgRshhCO/rpKEEEIIIaTgUeBGCOGgFjdCCCGEENNDgRshhINa3AghhBBCTA8FboQQhaysLMTGxqp8nVrcCNGP+/fv47///gNjzNhVIYQQYiYocCOEKERHR6t9nVrcCNHd77//jlq1aqFp06b46quvjF0dQoiR0QMcwyss3zEFboQQBXXdJAFqcSNEV9nZ2Zg/f75i+Z9//uHMcUQIKTqsra0BAGlpaUauSeEn/47l37m5onncCCEK+QVu1OJGiG4iIyORkpLCKQsLC0OZMmWMVCNCiLFYWlrCzc0NcXFxAAAHBwdIJBIj16pgyWQyZGVlISMjQ6t53PLDGENaWhri4uLg5uYGS0tLve+jIFHgRghRoBY3Qgzr+fPngrL8zjtCSOFVvHhxAFAEb0UNYwzp6emwt7c3aNDq5uam+K7NGQVuhBAF/g2kk5MTp3WAAjdCdEOBGyEkL4lEghIlSsDHxwdSqdTY1SlwUqkUFy9eRIsWLQzWjdHa2trsW9rkKHAjhCjwbyBr1KiBq1evKpapqyQhunnx4oWg7M2bN0aoCSHElFhaWhaa4EIMS0tLZGdnw87OzuzHnxUESk5CCFFQFrjl9fHjR8hksoKsEiGFCrW4EUII0RYFboQQBf4NZM2aNTnLjDF8+vSpIKtESKFCgRshhBBtUeBGCAGQm6Y8JiaGU8ZvcQNonBsh2vr8+bPgHAOoqyQhhBDNUOBGCAEAvH//XtANslKlSoI+5zTOjRDtKBvfBuSeU6mpqQVcG0IIIeaGAjdCCABhdy0bGxt4e3vD3d2dU04tboRoR1k3STnqLkkIISQ/FLgRQgAIbxxLliwJCwsLeHh4cMqpxY0Q7ahqcQMocCOEEJI/CtwIIQCEN46lSpUCAGpxI0RPqMWNEEKILihwI4QAUB24UYsbIfqhLnCjBCWEEELyQ4EbIQQAtbgRYkiMMeoqSQghRCcUuBFCAGje4kaBGyHiRUdHq80cSYEbIYSQ/Jhs4LZhwwZIJBI4OTkJXrtz5w7atGkDJycnuLm5oWfPnggPDzdCLQkpPKirJCGGo66bJEBdJQkhhOTPJAO3d+/eYcqUKfD19RW89uzZMwQHByMrKwt79uzBxo0b8eLFCzRv3hwfPnwwQm0JMX8ymQzv3r3jlFFXSUL0R103SYBa3AghhOTPJAO3UaNGoUWLFmjbtq3gtRkzZsDW1hZHjx5Fx44d0bNnTxw7dgwfPnzAokWLjFBbQsxfXFwcsrOzOWXU4kaI/vBb3GrWrMlZTkxMRFpaWkFWiRBCiJkxucDtn3/+wYULF7B69WrBa9nZ2Th69Ch69eoFFxcXRXmZMmXQsmVLHDhwoCCrSkihwX/ab2lpiWLFigGgFjdC9IEfuLVu3VqwDrW6EUIIUcfK2BXIKy4uDhMnTsQff/yheNqf16tXr5Ceni54UgnkPr0MDQ1FRkYG7OzsBK9nZmYiMzNTsfzp0ycAgFQqhVQq1eOngGJ7+t4uIYYSGRnJWfb19YVMJoNMJuM8JAFyW9wK67FN5y4xFH5XycDAQLi6uiI5OVlRFhkZibJlyxZ01QoFOncJMU+mdO6aQh3yY1KB25gxY1CpUiWMHj1a6esJCQkAhF235GWMMXz8+BElSpQQvD5//nzMnj1bUH7q1Ck4ODjoWHPlQkNDDbJdQvTt1KlTnGUHBwccP34cgLAVIDU1FYcOHYK1tXWB1a+g0blL9EkqlSIiIoJTFh8fLwjcjh07hvT09IKuXqFC5y4h5skUzl1z6K5uMoHbv//+iyNHjuDu3buQSCRq11X3uqrXpk2bhsmTJyuWP336BD8/P7Rr107QoqArqVSK0NBQtG3btlDf3JLC4/Lly5zl6tWro2PHjgByW8LHjRvHeb1Ro0aKrpSFCZ27xBCePHkCmUzGKRs6dChCQ0MRFRWlKPP09FScd0QcOncJMU+mdO7Ke+OZMpMI3FJSUjB27Fh899138PX1RVJSEgAgKysLAJCUlARra2t4enoC+L+Wt7wSExMhkUjg5uamdB+2trawtbUVlFtbWxvsQDHktgnRp5iYGM5y6dKlFceuj4+PYP3Pnz8r7c5cWNC5S/SJP11N8eLF4enpCT8/P055TEwMHXc6onOXEPNkCueusfevCZNIThIfH4/Y2FgsXrwY7u7uir+dO3ciNTUV7u7uGDhwIMqXLw97e3s8fPhQsI2HDx+iQoUKSse3EULUUzWHG5B7IePPp0iZJQnRHH98W6VKlQBAELjRXG6EEELUMYkWt+LFi+PcuXOC8j/++AMXLlzAiRMn4OXlBSsrK3Tp0gX79+/HwoUL4ezsDACIiorCuXPnMGnSpIKuOiGFgrrADcgdQ5qSkqJYpsyShGiOn1GyYsWKAITnGWWVJIQQoo5JBG52dnYIDg4WlG/evBmWlpac12bPno369eujc+fOmDp1KjIyMjBjxgx4eXnh+++/L7hKE1JIMMbyDdzc3d05Y3EocCNEc/zATd7iRoEbIYQQMUyiq6QYlStXxvnz52FtbY3evXtj6NChqFChAi5evAhvb29jV48Qs5OQkMCZKgNQ3uKWF3WVJERzmnaVTEhIMIusZoQQQoxDVOCWkZGB6dOn4/bt24aqD8fmzZs53bPk6tati9OnTyM1NRXJyck4cOAAypcvXyB1IqSw4T/ll0gkgik1aBJuQrSTmJiI+Ph4TpmqrpIA8O7duwKpFyGEEPMjKnCzs7PD0qVLkZqaaqj6EEIKGD9wK168uCCzErW4EaIdfjdJKysrxSTbzs7OcHV15bxO3SUJIYSoIrqrZJUqVQQTiRJCzFd+49sAanEjRFv8bpLly5fnPBjhn2+UWZIQQogqogO3X3/9FXPnzsWrV68MUR9CSAHTJHCjFjdCtKMqMYkcJSghhBCiKdFZJTdt2oS0tDRUqVIFNWvWRIkSJSCRSBSvSyQSHDp0SK+VJIQYDrW4EWI4qqYCkOMnKKHAjRBCiCqiA7cHDx7AxsYGJUuWREJCAhISEjiv5w3iCCGmj1rcCDEcVRkl5airJCGEEE2JDtwiIyMNUA1CiLFQixshhpGTk4OwsDBOGXWVJIQQoi2zm8eNEKI/mky+DQhb3BITE8EYM2jdCDF3UVFRgjkS8+sqSS1uhBBCVNEqcMvMzMS6devQv39/tG3bVvFE8dChQwgPD9drBQkhhpOcnCyY3kOTwC0nJ0fpHIuEkP/D7ybp6uoKHx8fThn/fEtISEB6errB60YIIcT8iO4qGR8fj5YtW+Lx48coXrw4YmNj8fnzZwDAwYMHERISgtWrV+u9ooQQ/VPWLatkyZKCMn5XSSC31c3Z2dkg9SKkMFCWUZI/Dpzf4gbkTsJdoUIFg9aNEEKI+RHd4vbjjz8iKSkJt27dQlRUFKe7VMuWLXHhwgW9VpAQYjj8wM3Hxwe2traC9VxcXGBpackpowQlhKiXX0ZJIHcSbhcXF04ZdZckhBCijOjA7ejRo5gzZw7q1KkjeHJYqlQpGlhNiBnRZHwbkJst1s3NjVNGCUoIUS+/jJJylKCEEEKIJkQHbp8+fUKZMmWUviaVSpGdna1zpQghBUPTwA2gKQEIESu/ybflaC43QgghmhAduJUtWxZXr15V+tqNGzdU/jARQkyPmMCNpgQgRHOpqamCLo/KukoCNJcbIYQQzYgO3AYOHIgFCxbg0KFDivFtEokEN2/exPLlyzF48GC9V5IQYhjU4kaIYbx8+VJQFhAQoHRd6ipJCCFEE6KzSv7000+4cuUKevTooXgC/8UXXyAhIQHt27fHhAkT9F5JQohhUIsbIYbB7yZZunRpODg4KF2XukoSQgjRhOjAzdraGsePH8fu3btx7NgxxMbGwsvLC507d0a/fv1gYUFzehNiLqjFjRDD0CSjpBx1lSSEEKIJ0YEbkNs1sl+/fujXr5++60MIKSCfP39GcnIyp4xa3AjRD00zSgLC8y4+Ph4ZGRmws7MzSN0IIYSYJ9HNY5aWlrhx44bS127fvi2Y64kQYprevXsnKFM2+bYcv8WNAjdCVNM0oySgehJuQgghJC/RgVveCbf5ZDKZYG43Qohp4neT9PDwUDkGR/56XtRVkhDlGGOiukq6uLjA2dmZU0bdJQkhhPBpNSBNVXB2+/ZtuLq66lQhQkjBEDO+DaCukoRoKi4uDp8+feKU5TdVDiUoIYQQkh+NxrgtX74cy5cvB5AbtHXv3h22tracddLT0xEXF4fevXvrv5aEEL0TG7hRixshmuG3ttnZ2aF06dJq31OqVCk8efJEsUwtboQQQvg0Ctx8fHxQrVo1AEBkZCTKlSsHNzc3zjq2traoUaMGTQdAiJnQtcXt06dPyM7OhpWVVjmOCCm0+IFbQEBAvhmXaS43Qggh+dHojqt///7o378/AKBly5ZYs2YNKleubNCKEUIMS9cWNwBISkqCl5eXXutFiLkTM75NjrpKEkIIyY/oR+Xnzp0zRD0IIQVM1xY3IHecGwVuhHCJmQpAjuZyI4QQkh+tkpN8+PAB06ZNQ+PGjREQEIDHjx8DANatW4e7d+/qtYKEEMMQG7jZ2dnB3t6eU0bj3AgREjMVgBx1lSSEEJIf0YFbREQEatasiT///BMSiQTh4eHIzMwEADx48AB//vmn6Ercu3cPnTp1QunSpWFvbw8PDw80btwY//zzD2e9oUOHQiKRCP6o2yYh4qSnpyMhIYFTll/gBlBmSULyI5VKER4ezinTpqvkhw8fkJGRode6EUIIMW+iu0r++OOPcHd3x+3bt+Hj4wMbGxvFa82aNcPMmTNFVyIpKQl+fn7o378/SpYsidTUVGzfvh2DBw9GZGQkfvnlF8W69vb2OHv2LOf9/FYAQoh6yib31SRw8/DwQHR0tGKZWtwI4YqIiEB2djanTJsWNyD3PC1fvrze6kYIIcS8iQ7czpw5gzVr1sDX1xc5OTmc10qUKMG5qdNUcHAwgoODOWWdO3dGREQE1q9fzwncLCws0KhRI9H7IIT8H343LGUTACvDT1BCLW6EcPG7SXp7eysdH8rn6uoKZ2dnfP78WVH29u1bCtwIIYQoiO4qmZGRoTS7HACkpqbmm/JYDC8vL0o1TogBiB3fJkddJQlRT5uMknI0zo0QQog6oqOsSpUq4fTp00pfu3jxIqpXr651ZWQyGbKzs/HhwwesXr0aISEh+OmnnzjrpKeno3jx4rC0tESpUqUwbtw4unkkRCRtAzeahJsQ9bTJKClHmSUJIYSoI7o5a8SIEZg8eTJ8fX0xcOBAAEBWVhb27duH1atXY+XKlVpXZsyYMVi3bh0AwMbGBn/++Se+/fZbxeuBgYEIDAxUBIcXLlzA0qVLcebMGdy8eRNOTk4qt52ZmalIogLkTh4M5A4kl0qlWtdZGfn29L1dQvQlKiqKs+zr66vR8erq6spZjo+PL1THOZ27RFfPnj3jLFeoUEHj46lkyZKc5aioKDoWNUTnLiHmyZTOXVOoQ35EB25jxozBvXv3MGnSJHz//fcAcpOSMMYwYsQIDBkyROvKTJ8+HcOHD0dcXByOHDmCcePGITU1FVOmTAEATJo0ibN+27ZtUbt2bfTu3Rt//fWX4PW85s+fj9mzZwvKT506BQcHB63rrE5oaKhBtkuIrm7fvs1ZTk9Px/Hjx/N934cPHzjLz58/1+h95obOXaKthw8fcpY/ffqk8TmSnp7OWb59+3ahPL8Mic5dQsyTKZy7aWlpxq5CviSMMabNG69du4Zjx44hNjYWXl5e6Ny5M5o0aaLXyo0ePRobNmxAdHQ0vL29la4jk8ng4uKCTp06Yffu3Sq3pazFzc/PD/Hx8XBxcdFrvaVSKUJDQ9G2bVtYW1vrdduE6EOjRo1w584dxfKaNWvwzTff5Pu+tWvXYvz48YrlJk2a4Pz584aoolHQuUt0kZycLPitun//PqpUqaLR+//++2+MHj1asVy7dm1cv35dr3UsrOjcJcQ8mdK5++nTJ3h5eSE5OVnvsYG+aJ35o1GjRgbP7tigQQOsXbsW4eHhKgM3AGCM5ZsUxdbWFra2toJya2trgx0ohtw2IbrgTwdQpkwZjY5V/nmYlJRUKI9xOneJNiIiIjjLFhYWqFy5ssbHkr+/P2f53bt3dByKROcuIebJFM5dY+9fEzqlbExLS1M6QaiqrJNinTt3DhYWFihXrpzKdfbt24e0tDSaIoAQDWVlZSE2NpZTRlklCdEdP6Nk2bJlOXOd5od/HsbFxSEzM1PpQ0dCCCFFj+jALS0tDdOnT8f27dtV3rTx53fLz8iRI+Hi4oIGDRqgWLFiiI+Px969e7F792788MMP8Pb2xuvXrzFgwAD069cPFSpUgEQiwYULF7Bs2TJUq1YNw4cPF/tRCCmSlM21qEtWScYYJBKJXupGiDnTJaMkoHoSbnUPLwkhhBQdogO3cePGYdu2bejSpQuqVKki6mmiKo0bN8amTZuwZcsWJCUlwcnJCYGBgdi2bRsGDRoEIHeC4GLFimHJkiWIjY1FTk4OypQpg/Hjx2P69OlwdHTUuR6EFAX8qQAcHBzg5uam0Xv5LW6ZmZlIT083WIIfQswJv8VNbODm6uoKJycnpKSkKMrevn1LgRshhBAAWgRuR44cwfz58xWZHvVh2LBhGDZsmNp13N3dsX//fr3tk5CiStkcbpq2mCnrBp2YmEiBGyHQbfJtAJBIJChVqhRnSgGay40QQoic6Am4gdxMV4QQ86Tt5NtAbosAP8ijSbgJyc1wHBYWxikT2+IGAH5+fpxl/vlKCCGk6BIduPXs2ROnTp0yRF0IIQVAl8DN0tJSMAk3JSghJHcsGn8OIG0CN/75SIEbIYQQOdFdJRcvXoxevXph8uTJ6Nixo9KuU3Xq1NFL5Qgh+qdL4AbkdpdMSkpSLFOLGyHCbpJOTk4oUaKE6O3wz0fqKkkIIUROdOCWnp6O7OxsLFu2DMuXL+e8Js8uJzarJCGk4OgauNGUAIQI8TNKVqxYUatsq9RVkhBCiCqiA7dvvvkGN2/exMSJE/WWVZIQUnD00eKWF7W4EaJ7Rkk56ipJCCFEFdGB27lz57BkyRKMGDHCEPUhhBhQdnY2YmJiOGXU4kaI7gwVuMXGxtIk3IQQQgBokZzE2dkZ/v7+BqgKIcTQ3r9/D5lMximjFjdCdKesq6Q2+F0lASA6OlqrbRFCCClcRAduX331FXbt2mWIuhBCDIzf7crGxgZeXl6itkEtboRwZWRkIDIyklOmbYubq6srHB0dOWXUXZIQQgigRVfJwMBA/Pzzz+jRowc6deqkNKtkz5499VI5Qoh+6TL5thy1uBHC9fLlSzDGOGXatrhJJBL4+fkV6CTca9aswZQpU+Dk5IStW7fiiy++MOj+CCGEaEd04DZw4EAAQGRkJA4dOiR4nbJKEmK6dE1MAggDN2pxI0Udf3ybr68vnJyctN5eqVKlOIGbIVvc4uPjMWnSJGRmZiItLQ1jx45FWFiYVhkxCSGEGJZWyUkIIeZJH4EbdZUkhIs/vk3bbpJyBTmX2+3bt5GZmalYfvXqFeLj4+Ht7W2wferbkSNHsGnTJtjY2KBly5awtrY2dpUIIcQgRAduQUFBhqgHIaQAGKLFjbpKkqJOXxkl5QpyLjd+3YHcQNRcArdnz56ha9euiuWKFStizpw5RqwRIYQYjujkJIQQ82WIFrekpCRBpkpCihJ+8KPt+Da5gpzLLW+XTLmwsDCD7U/fTp06xVk+cOCAkWpCCCGGR4EbIUWIIVrcGGNITk7WqV6EmDN+oGNOXSWVtbiZU+AWFxfHWX727Bmn6ychhBQmFLgRUkTIZDK8e/eOU6aPFjeAxrmRoisrKwsJCQmcsjJlyui0TX5XydjYWGRlZem0TVXMvcXtw4cPnOXs7Gyln4kQQgoDCtwIKSLi4uKQnZ3NKdMmcHNwcICNjQ2njMa5kaKK3+IDAMWLF9dpm8rOS0NMwv3p0yel2+UnWzFl/MANAO7fv2+EmhBCiOFR4EZIEcHvJmllZQUfHx/R25FIJJRZkpD/7/3795xlKysrpa3SYri5uQkm4TZEd0lVAZqyeelMlbLA7cGDB0aoCSGEGB4FboQUEfzAzdfXF5aWllptizJLEpIrNjaWs1ysWDFYWOj20yqRSAokQYmqLoWpqamIiYnR+/4MgVrcCCFFiV4Dt61btyI0NFSfmySE6Ik+EpPIUYsbIbn4LW7FihXTy3YLInBTlphEzly6S1KLGyGkKNFr4DZ06FC0b98eDRs2xJkzZ/S5aUKIjvQZuFGLGyG5+C1uuo5vk+MnKDFEV0l1STzMIUFJdna20odGcXFxgoCaEEIKA9ETcKuzadMmpKSk4MKFCxg4cCBdOAkxIYYM3KjFjRRVhbXFzRwCN342z7wePHigtyCaEEJMhV4DtyFDhgAAxo4dq8/NEkL0gLpKEqJ/hmpxM3TglpOTo7Y7pDl0lVTWTVLu/v37aNeuXQHWhhBCDI+SkxBSRFBXSUL0z1AtbobuKvn69Wu1E1WbQ4ubusCNxrkRQgojrVvc4uLi8Pr1a6Snpwtea9GihU6VIoTol0wmE9z48W8MxaAWN0JyFVSLm3wSbv4citpS100SAF69eoWcnBytM88WBArcCCFFjejALSYmBoMHD8a5c+cErzHGIJFIkJOTo5fKEUL0Q37Tl1eZMmW03h61uBGSq6DGuDHGEB0dDX9/f71sn5+YpGzZsoiIiFAsZ2Zm4s2bN3rbnyGoC9yePn2q10CXEEJMgejAbdy4cbh79y4WLFiAmjVrwtbW1hD1IoTo0evXrznLNjY2Ot1gUosbIUBGRgaSk5M5ZfpqcXN3d4eDgwPS0tIUZW/fvtVbIMVvcWvRogXi4+Px+fNnRVlYWJjZBm5SqRTPnj1DzZo1C7BGhBBiWKLHuF24cAGLFi3ClClT0K5dOwQFBQn+xLp37x46deqE0qVLw97eHh4eHmjcuDH++ecfwbp37txBmzZt4OTkBDc3N/Ts2RPh4eGi90lIUcIP3EqXLq3TJMHU4kaIsJskoL8WN0NPws1vcatSpQoqVqzIKTP1cW7qAjeAJuImhBQ+ou/cJBKJTmNjlElKSoKfnx9+//13HD9+HFu3boW/vz8GDx6MuXPnKtZ79uwZgoODkZWVhT179mDjxo148eIFmjdvnu8FnJCiTFngpgt+i1taWpraRAeEFEb8wM3GxgZubm56274hE5TwA7dKlSohICCAU2bugRuNcyOEFDaiu0r26dMHR48eRZs2bfRWieDgYAQHB3PKOnfujIiICKxfvx6//PILAGDGjBmwtbXF0aNH4eLiAgCoW7cuAgICsGjRIixYsEBvdSKkMOEHbrqMbwOELW5AbqsbzZtEihJl49skEonetm+oFrekpCRB0Fm5cmVB4GbqUwLwAzd+11JqcSOEFDaiA7cvv/wSI0aMgEwmQ5cuXeDp6SlYp06dOnqpnJeXF+Li4gAA2dnZOHr0KL766itF0Abk3oC2bNkSBw4coMCNEBX0Hbgpa1VITEykwI0UKYbKKClnqMCNP77N0tIS5cqVM7uukvHx8Zzl6tWr48aNG4planEjhBQ2ogO3Vq1aAQBWrlyJVatWcV7TNaukTCaDTCbDx48fsXfvXoSEhGDlypUAclMTp6enKx1oXLNmTYSGhiIjIwN2dnZKt52ZmcnpyvXp0ycAuQOYpVKpVvVVRb49fW+XEG1FRkZylkuVKqXz8ens7MxJZBAXFyd4Ym9u6NwlYrx7946z7O3trddjx9fXl7McFRWll+0/fvyYs1yuXDlIJBKULVuWUx4REYG0tDRYW1vrvE9D4Le4BQYGcgK32NhYvH37Vm/jDgkh+mdKv7umUIf8iA7cNm3aZIh6AADGjBmDdevWAcgdK/Dnn3/i22+/BQAkJCQAUN5Fy8PDA4wxfPz4ESVKlFC67fnz52P27NmC8lOnTsHBwUFfH4EjNDTUINslRAzGmCCBT0xMDI4fP67Tdu3s7DiBW2hoqCDDnrmic5do4ubNm5xlqVSq83mVV0xMDGf51atXetk+fxtubm44fvw453wGcnu6bNmyRRBAmgKZTCYI3CpVqgRbW1vOQ9q///4btWrVKuDaEULEMoXf3bxdrU2V6MBtyJAhhqgHAGD69OkYPnw44uLicOTIEYwbNw6pqamYMmWKYh114wfUvTZt2jRMnjxZsfzp0yf4+fmhXbt2nK6X+iCVShEaGoq2bdua7JNKUnR8/PgR6enpnLI+ffqgXLlyOm3X19eXc+NUrlw5dOzYUadtGhudu0SMLVu2cJbr1q2r13OgZMmSnARdSUlJejk2+Q9gmzdvrqj3xIkTFQ9K5XXo0KGDTvszhMTERMhkMk6Zq6sratSogVu3binK7OzszP66REhhZkq/u/LeeKZMdOBmSKVLl1Zku5NfaKdNm4YhQ4YoxtLl/UGRS0xMhEQiUZvNy9bWVumcc9bW1gY7UAy5bUI0xX9qL+8SpeuxyR/f+vnz50JzvNO5SzTBb/EpWbKkXo8b/sMVxhg+fPig8xhV/ti1atWqKeodEBDA+Z2NiIgwyXMhKSlJUObq6orAwEBO4Pb48WOTrD8hhMsUfneNvX9NaBW4JSYmYseOHXj69KngSb5EIsHff/+tl8o1aNAAa9euRXh4OOrWrQt7e3s8fPhQsN7Dhw9RoUIFlePbCCnK+IlJfH19YWNjo/N2aRJuUtQpyyqpT+7u7rC3t+f8zr59+1anwC07O1sQuFWqVEnx/wEBAbh27Zpi2VQzS/KDZicnJ9jY2KBGjRqccsosSQgpTEQHblFRUahfvz7S0tKQlpYGLy8vJCYmIicnB+7u7nB1ddVb5c6dOwcLCwuUK1cOVlZW6NKlC/bv34+FCxfC2dlZUZ9z585h0qRJetsvIYWJvjNKytEk3KSoM3RWSfm8qXmDJ10zS0ZGRgoG4FeuXFnx/+Yylxs/cPP29gYAQQKzp0+fIisrSy8PqwghxNhET8A9depUVKtWDbGxsWCM4cSJE0hNTcWKFStgZ2eHY8eOia7EyJEjMWXKFOzZswcXLlzAv//+i379+mHbtm34/vvvFRfk2bNnIy0tDZ07d8aJEydw4MABdOrUCV5eXvj+++9F75eQokDfk2/LUYsbKcrS0tIEyTwMkb2QPyWArpNw8yfe9vT05HR7NpcpAfiBm5eXF4DcKQHykkqlgukPCCHEXIkO3K5evYrRo0cruiUyxmBjY4OxY8fim2++wQ8//CC6Eo0bN8aNGzcwduxYtGnTBsOHD8f79++xbds2LFy4ULFe5cqVcf78eVhbW6N3794YOnQoKlSogIsXLyqCO0IIF7W4EaJ//NY2QP8tboD+53LjB255W9sAYYvb69evOVkaTYWqFjc3NzfBNY66SxJCCgvRXSVjY2NRokQJWFhYwNLSkpOBJSgoCH/++afoSgwbNgzDhg3TaN26devi9OnTovdBSFFlqMCNWtxIUcYP3Ozs7BRd+PXJz8+Ps6xrixu/9Snv+DZAGLgxxvDq1StUrVpVp/3qm6oWNyC3u2Te6x5NxE0IKSxEt7gVK1ZMcYPm7+/Pyd4UGRkJKyuTSlRJSJFHLW6E6J+yxCTqpqTRVkG3uDk7OwtaDk2xu6S6wC0wMJDzGrW4EUIKC9FRVqNGjXD37l107doVPXv2xJw5c5CZmQkbGxv873//Q6tWrQxRT0KIFtLT0xEXF8cpM1TgRi1upCgxdGISOX0HbvwWN37gBuS2uuUNTM0hcMs7XIKfoIRa3AghhYXowG3KlCmIjIwEAMyYMQNPnz7FzJkzwRhDixYtsHz5cn3XkRCipaioKEGZobpKfvz4EYwxg7Q6EGJqDD0VgBy/q2RMTAykUqlW8w0lJCQIAh5+V0kgN3C7dOmSYtkUpwRQF7jxW9zev3+PuLg4+Pj4FEjdCCHEUER3laxbty569eoFAHB0dMThw4fx8eNHJCcn4/z58yhRooTeK0kI0Q6/m6SHhwecnJz0sm1+i1tOTo4gyx4hhVVBtbjxAzfGGJ4+farVtvitbdbW1ihbtqxgPXOYEkBdV8ny5cvD3t6e8zq1uhFCCgPRgZsyLi4uBhmUTQjRDb/FTV+tbYCwxQ2g7pKk6CioFjcPDw/BeXvmzBmttsUP3MqXL6+05c7UpwRgjKkN3CwtLWkibkJIoaRV4Pbs2TP0798fJUqUgI2NDe7cuQMgd561c+fO6bWChBDtGSoxCZCbxMDS0pJTRglKSFFRUC1uANC2bVvOsraZlfNLTCLHb3F79+4dUlNTtdqnIXz+/BlZWVmcsryBG0Dj3AghhZPowO3evXuoX78+Lly4gODgYOTk5CheS0lJwdq1a/VaQUKI9gw1+TYASCQSmhKAFFkF1eIGAG3atOEsX7hwQRC4aCK/qQDkypcvLyh7+fKl6P0ZCr+1DYBgLld+4EYtboSQwkB04DZ16lTUrFkTL1++xLZt28AYU7zWoEED3Lx5U68VJIRoz5AtbgBNCUCKroJsceNna05NTcW1a9dEb0fTFjcHBwfB2DpT6i7JD9xsbW0FY3f5CUqePHkCqVRq8LoRQoghiQ7crly5gh9//BEODg6C7HHFihUTPIUkhBiPoQM3anEjRVFKSoqg66AhW9y8vb1Ru3ZtTpnY7pJSqRSvXr3ilKkK3ADTTlCiLKMk/36EP8ZNKpUKAldCCDE3ogM3xhhsbGyUvvbx40fY2trqXClCiO6ys7MFcz5RixshuuO3tgGGbXEDhN0lQ0NDRb0/PDwc2dnZnDJVXSUBYeBmSlMCqJsKQM7d3V3QNZzGuRFCzJ3owK1mzZo4cOCA0tdOnjyJunXr6lwpQojuoqOjOWNQAWpxI0Qf+D1LHBwc9DbNhir8wO3GjRtITk7W+P381iYfHx+lmWHlzK3FTRka50YIKWxEB24TJkzA33//jUmTJikuglFRUVi0aBE2btyICRMm6L2ShBDx+N0k7e3tBZnXdMVvcaPAjRQFBTm+Ta558+acHi0ymQznz5/X+P2aJiaR0+eUAFKpFCEhIXj48KHW28hL08CNP86NWtwIIeZOdODWt29f/Pbbb1i1ahXq168PAOjVqxd+/vlnzJ49G126dNF7JQkh4ikb38YfB6Ir6ipJiqKCzCgpZ29vj6ZNm3LKxHSX1DQxiRy/xS0uLk5UC59cdnY2mjVrhvbt2yMwMBAbN24UvQ2++Ph4zrKmLW4UuBFCzJ1W87hNnz4d4eHhWL9+PebOnYs1a9bgxYsXmDp1qr7rRwjRkiEn35ajrpKkKDJGixsg7C4pJkEJv8Utv8CtXLlysLDg3iJo0+p26NAh3LhxA0DuGPnFixeL3gafti1uMTExSqcSIIQQc6FV4AYApUqVwjfffIPp06dj5MiRBrkpJIRoz9AZJQFqcSNFkzFa3ADhRNzPnz/Hmzdv8n0fYwxPnz7llOXXVdLGxgb+/v6cMm0Ct8OHDwu2IZPJRG8nL00DtwoVKsDe3p5TRq1uhBBzpnXglpKSgidPnuDOnTuCP0KI8Rly8m05anEjRZGxWtxq164tOOc0aXWLj48XPFTJr8UN0D2zZE5ODo4dO8Ypk0qlOrd6aRq4WVpaonr16pwySlBCCDFnogO3Dx8+oHv37nB1dUWNGjVQv359xV+9evUU494IIcZFLW6EGIaxWtwsLS0Fk3FrErjxu0kqa01TRtfMklevXkVCQoKgXJNWQnU0DdwAGudGCClcrMS+4dtvv8XZs2cxYcIEVKlSReWcboQQ42GMFUjgxn/6//nzZ0ilUlhbW+t9X4SYCmO1uAG53SX//fdfxfLp06fBGFObeIifmCQgIACWlpb57kvXzJL8bpJyb968Qb169URtSy49PV0w+bm6wI0/zo1a3Agh5kx04Hb27FksXrwYI0aMMER9CCF6EB8fj/T0dE5ZQbS4AUBSUpLaGylCzBljzGgtboAwQUlcXBwePnwoaFnKS+xUAHLKukrmFyTmpS5w05aybpZiWtyePHlCD5cIIWZLdFdJR0dHSkRCiInjt7ZZWlrC19dX7/tRNoEvjXMjhdnnz5+RkZHBKSvIFrfy5cujbNmynLL8ukuKnQpAjh+4JSUlKe36qMzz588FAaOcPgM3KysruLm5qVyfH7hlZWWprBchhJg60YHb4MGDsXfvXkPUhRCiJ/zArVSpUrCyEt3Ani9bW1s4ODhwymicGynM+K1tQMG2uAHipwXQNnArU6aM4LqhaXfJI0eOqHxNn4Gbl5eX2hZAd3d3+Pn5ccponBshxFyJDtzmzp2LrKws9OjRAxs2bMD+/fsFf4QQ4yqI8W1ylFmSFCX88W3Ozs6ChxeGxg/cLly4gMzMTKXrZmZmIiIiglOmaVdJKysrlC9fnlNmaoGbJt2y+a1uNM6NEGKuRD+Cj4iIwPXr1/HixQscOnRI8LpEIkFOTo5eKkcI0U5BBm4eHh549+6dYtmQgVtsbCwkEgl8fHwMtg9C1DHm+Da5Vq1aQSKRgDEGAEhLS8O1a9cQFBQkWPfVq1eC32RNAzcgt7tk3q6FmkwJkJCQgMuXL6t8vaADt8DAQM60BNTiRggxV6IDt5EjRyI5ORnLli2jrJKEmKioqCjOsqEDt7wM1VVyzpw5mDlzJiwtLbFs2TKMGzfOIPshRB1+i5sxAjcvLy/Url2bM29qaGio0sCNP56rePHicHV11Xhf2kwJcPz4cbWTbEdHRyMnJ0ejzJZ81OJGiG6ys7NhYWEBCwutp3ImRiT6X+369etYsmQJxo8fj7Zt2yIoKEjwRwgxroKYfFuuILpKPnnyBDNnzgSQO6nvlClTkJSUpPf9FCX379/HwoUL8ffff+Pu3bvIysoydpXMAr/FrSATk+Sl6Tg3bce3yWkzJQA/m2Tjxo05yzk5OYiJiRFVDzltW9zyiomJ0XkScELMjUwmw1dffQVra2tUr15do9ZzYnpEB27FihVTm8GJEGJ8Bd1VMi9DtLgtX76cs5yZmcnp+kTEefjwIerXr4+ffvoJw4cPR506deDk5IS6deti+PDhWL16Na5du4a0tDRjV9XkmEKLG5A7n1teN2/eVPowgx+4iekmCaieEkCVzMxMnDx5klP29ddfw9bWllOmbXdJbQK3ChUqwM7OjlNG3SVJUXP8+HFs27YNAPD06VP88ssvRq4R0YbowG306NFYt26dXitx9uxZfP3116hcuTIcHR1RsmRJdOvWDbdv3+asN3ToUEgkEsGf2CeIhBRmKSkpglYvc05OEh8fj61btwrKDxw4oNf9FCVbt26FVCrllEmlUty5cwd///03xo4di8aNG8PZ2RnVq1fHV199hWXLluHixYuC9xU1ptLi1rRpU04wJJPJcO7cOcF6/K6SYn8v+YFbamqq0syachcuXEBKSopiWSKRoEuXLihVqhRnPX0Fbl5eXvm+x8rKCtWrV+eUUeBGipqLFy9ylkNDQ9V2aSamSfQYNwsLCzx48AB16tRBx44dBU/bJRIJJk2aJGqba9asQUJCAiZMmICqVaviw4cPWLx4MRo1aoSQkBC0atVKsa69vT3Onj3Leb+9vb3Yj0FIocVvbQMM21XS0C1u69evF8ybBQAnTpxAeno6nf9aePz4sUbryWQyPH78GI8fP1Y8qS1fvjwuXrxokHkBzYGptLjZ29ujWbNmOHPmjKLs9OnT6NGjh2KZMaZzV8lSpUrBzs6Ocw6GhYWhRIkSStfnd5Ns2LAhihUrBj8/P7x69UpRXpAtbkDuOLdbt24plilwI0XN3bt3OctJSUl48uSJ4KEGMW2iA7cff/xR8f/37t0TvK5N4LZq1SpBlrj27dujQoUK+P333zmBm4WFBRo1aiSu0oQUIfzAzcfHx6DBjSFb3LKysrBq1Sqlr6WlpSE0NBRdu3bV2/6KiqdPn2r93levXmHKlCnYsWOHHmtkPviBm7Fa3IDc7pL8wC2vuLg4JCcnc8rEdpW0sLBAhQoV8OjRI0VZWFgYWrRoIViXMSYI3OTnJ38utYIO3Pjj3ChBCSlKGGNK79kvX75MgZuZ0Wo6AH1TltrbyckJVatW1SltMCFFUUGObwMM2+K2b98+REdHq3x9//79FLiJlJqaisjISE7Z2bNnIZFIcOfOHcXf8+fPVXaj2blzJ3788UfUqlXL8BU2IYwxk5gOQI6foOTFixeIiopStLDzW9vs7Oy0an0PCAjgBG6qkhrcv39f8Jutz8AtKytLEIiKaXHL6/Hjx8jOzhZMME5IYRQdHY34+HhB+eXLlzFq1Cgj1IhoS/QVS8xNIGMMv/32G0aOHCn6qWRycjLu3LnDaW0DgPT0dBQvXhwfPnxAiRIl0L17d8yZM0dw88iXmZnJmaD006dPAHLHdeh7zIZ8e0V9LAgxjvDwcM6yn5+fQY9FZ2dnznJiYqJe9scYw5IlSzhlVlZWyM7OViwfOXIE6enperv5KgrnLr+bpEQiQZ06deDg4ICmTZsqylNTU/Hw4UPcvXsXd+/exb59+zhjl6ZPn650Ls/CLCkpSZB909PT02jHS7Vq1eDh4cFp5Q4JCcHQoUMBCP+tK1SoAJlMJnpcS7ly5TjLz58/V/qZ+eNOy5Yti4CAAEilUkHXyqioKNHfm7JMlG5ubpzfcVXbrFKlCmc5KysLjx49QrVq1UTVgRBzdPPmTaXlly9fNvrvnSn97ppCHfJj0EdNMpkMs2fPRufOnUUHbmPHjkVqaip+/vlnRVlgYCACAwMVzboXLlzA0qVLcebMGdy8eRNOTk4qtzd//nzMnj1bUH7q1Ck4ODiIqpumQkNDDbJdQtS5fv06ZzknJwfHjx832P5evnzJWU5ISMCxY8cgkUh02u7Tp08FCYq++uorbNy4UbGcmJiIRYsWCZ6m66own7sXLlzgLHt7e+P8+fMq1y9TpgzKlCkDqVSK7du3K8pPnDiB//3vf0Xqxvft27eCsrt372o8ZtAQKleujP/++0+xvG3bNkUvlpCQEM66Li4uWl0L+GNM7969q3Q7/O6z1apVw4kTJwAIk7q8evVKdF34PX4kEgmuX7/OmQ9O3bnr6emJhIQExfK2bduUdvkkpLDZu3ev0vLXr19jy5YtGrdcG5Ip/O6aQyZlg/cRUJc2WJVff/0V27dvx4oVK1C3bl1FOX/sXNu2bVG7dm307t0bf/31l9qxddOmTcPkyZMVy58+fYKfnx/atWsHFxcX0XVURyqVIjQ0FG3btoW1tbVet01Ifv744w/OcnBwMDp27Giw/YWHh2PKlCmK5ezsbAQHB8PR0VGn7fIzSfr7+2PVqlWKFiC5mJgYTJ06Vad9yRWFc/fatWucZXmiqfy0aNECp0+f5ozxOnbsGKZMmaJzkG4u+FnZXF1d0b17d+NU5v+Ljo7mBG7Pnj1D+/btYWFhgbVr13LWDQoK0upa4OzszBlrGhcXp9iH3Lt37wQPcb777ju0bNkSAFCyZEnMmzdP8VpSUhLatGkDGxsbjeuRdzwfkNtNu0uXLgA0O3cbNmzICRYtLCwMem0kxFRs3rxZ5Wt2dnZGPQ9M6XdX3hvPlJlc5+7Zs2dj7ty5mDdvHsaNG5fv+j169ICjo6PgZoTP1tZWMI8MAFhbWxvsQDHktglRhT92pFy5cgY9DpWNUf38+bNO8z1GRkbi4MGDnLLx48fDzs4OPXv25ARuhw8fxsqVKzk3kboqzOcuf3xS1apVNfqs7u7u+OWXX/Ddd98pyv777z+cOnUKnTt31ns9TRF/jEixYsWMfpy0b9+es/zhwwc8e/YMgYGBgn/ratWqaVVffjfDjIwMxMbGcsbL8Vv3XF1d0bJlS8X++N0tGWOIi4tD2bJlNa4Hf/yst7e34POoO3cDAwM5gdvjx4+N/u9HSEFQl0X12rVrGDRoUAHWRjlT+N019v41ob87HT2YPXs2Zs2ahVmzZmH69Okav48xptebNkLMVVZWliCZhyGnAgByb9D4LS66JihZuXIlZxyOk5MTvv76awBAz549Oeu+e/eOk+abqMfPKMm/KVdn5MiR8Pf355RNnz69yMwFZEoZJeXKli0rCIpOnz6NjIwMQddCbec8LV68uGAoQlhYGGeZn02yY8eOnJsgd3d3wbAEsQlK+IGz2O5d/C7VlFmSFAXJycmCse95Xb58uQBrQ3RlMtHOb7/9hlmzZuGXX37BzJkzNX7fvn37kJaWRlMEEILcMTj87smGzippYWEhaF3TZUqAz58/Y8OGDZyyr7/+Gq6urgByA42KFStyXqfJuDUjlUoFN9xiAjcbGxvMmTOHU/bw4UPs3LlTL/UzdaaUUTIvfnbJ0NBQvHz5UnAt4J83mpJIJIKJuPO25qWmpgq6MfKzvUokEp0zS2o7FYAcf0oAVZn2CClM8ntA8eDBAyQlJRVMZYjOTCJwW7x4MWbMmIH27dujU6dOuHbtGucPyB1A2bRpU6xYsQInTpzAyZMnMW3aNAwZMgTVqlXD8OHDjfwpCDE+/lQAzs7OOnVZ1JQ+pwTYsmULJ+W3RCLB+PHjOct5JxkGcqcF0GY8bVHz6tUrTlZOQFzgBgADBgwQzPvz66+/CrItFkam2OIG5I73zuvixYuCm7WSJUsKMsCKwQ/c8j4ACA0N5WRttrKyEnThBHSfEkDXwC0gIEAwZIIm4iaFHX/+tsqVK3POA8YYrl69WsC1ItoyicDtyJEjAICTJ0+icePGgj8gNxtWsWLFsGTJEvTq1QvdunXDv//+i/Hjx+PKlSs6J0IgpDBQNodbQSSO0Nck3DKZDMuXL+eUde3aFeXLl+eU8btLvnjxQqdJpYsK/ndUrFixfKdS4bO0tOQkmQBys/3xW0kLI1NtcWvZsiXnPE9PT8emTZs464ideJtPXeDG7ybZokULpQ+MjB24WVlZCR46UOBGCru8Y8IBoFGjRqhfvz6njLpLmg+TCNzOnz8PxpjKPyD3xnD//v2IiIhAWloaMjMz8eLFCyxYsEDRhYqQoq6gJ9+W01eL27FjxwSZ6SZOnChYr169eihZsiSnjLpL5k+X8W15denSRfFQTW7OnDlITU3Vum7mwFRb3Dw9PVGnTh1OGb/rorbj2+T43SzlXSVzcnJw9OhRzmv8bpJyxg7cAOE4tzt37ojeBiHmhN/iVqtWLTRr1oxTRoGb+TBo4GZpaYmIiAjUqFHDkLshhPx/xgrc9NXitmzZMs5yYGAggoKCBOtZWFgI0rBT4JY/fQVuEokE8+fP55TFxsbizz//1Lpu5sBUW9wAYXdJPn23uIWHhyM7OxvXr18XBFTyFP18phC48QPcY8eOFYluvqRoysrKEswzWbt2bUHgduPGDU53Z2K6tArcIiMjsXDhQowdOxZff/015++bb77hrFumTBmzSK9JSGFgzi1u9+/fx9mzZzllEydOVNnVk99d8vbt24LPT7j0FbgBuXOC8ccxLViwQKfENKZMJpMhLi6OU2YqLW6AMEEJn64tbvzALTs7G69fvxZ0k6xevbogy6WcKQRu/KAyMTERp0+fFr0dQszBkydPIJVKOWWBgYFo0qQJpywjI4Nan82E6MDt2LFjqFSpEqZPn44DBw7g3Llzgj9CiHGYc4sbf2ybj48P+vfvr3L9Fi1aCAJG/txv5P/IZDI8e/aMU6ZL4AYAv//+O2c5OTkZCxcu1Gmbpurjx4+CGyBTanFr2rQp7OzsVL6ua+Dm6ekpOM/DwsIUY9TlVHWTBISBW0JCAtLS0jTaf05ODhISEjhl2gRuZcqUEXTz3bVrl+jtEGIO+N0ky5YtC1dXV7i7uwvGe1J3SfMgOnD7+eef0bRpU0RHRyM6OhoRERGcP3VzRRBCDEcmkwmeYBurxU1s4BYXF4ft27dzysaMGSPIAJeXlZWV4Ok5dZdU7e3bt4IxaLoGbrVr10bfvn05ZcuXLxfMJVgY8Me3AconnzcWOzs7NG/eXOlr9vb2KFWqlE7bVzYlwIkTJ/DkyRNOmZjADcg9LjWRmJgoyByrTeAGAP369eMsHzx4EBkZGVptixBTxk9MUrt2bcX/0zg38yQ6cAsLC8NPP/1kUj9YhJDcG0v+WA1DT74tp2tXyTVr1nDqbmNjg1GjRuX7Pv60AJcuXRJ0pyK5+DfYzs7O8PX11Xm7v/32GywtLRXLGRkZ+O2333Terqnhj29zd3dX+2DBGFR1l6xUqRIsLHQf0s4P3P7++2/OcrFixQTZ6vJydnYWJBPTNHBTdl57eXlp9F6+Pn36cLpgf/78GSdOnNBqW4SYMmWJSeT4D3quXLkCmUxWALUiuhB9JS9TpgxSUlIMURdCiA743SRtbGwKbAyOLl0lMzMzsXr1ak7ZgAEDNOqG1q5dOzg4OCiWZTKZYMwNyaVsfJs+pooICAgQjG3esGGDIDuouTPVjJJ5qQvc9IEfuPFbcDt37pxvgKjtODd+4Obq6gobGxuN3stXokQJQdIj6i5JChuZTCYI3NS1uCUkJOD58+cFUTWiA9GB2/Tp07Fo0SKN+6UTQgoGP3Dz8/PTy1N2TejS4rZr1y5B0gdlUwAoY29vjw4dOnDKqLukcvpMTMI3Y8YMzviq7OxszJgxQ2/bNwWmnFFSrlatWvD09BSU6zq+TY4/JQCfum6ScvoK3LTtJinH7y559OjRQj+dBSlaIiMj8enTJ05Z3ha30qVLC87HS5cuFUTViA5E39XduHEDcXFxqFChAgYOHIjx48dz/iZMmGCIehJC8mGsxCSAsMUtKSkJOTk5+b6PMSaYAqBly5YIDAzUeN/87pKhoaH4/Pmzxu8vKgwZuJUsWRLfffcdp2znzp2Cp73mjN/iZoqBm4WFBVq3bi0o11fgxm9xy8vOzi7fzJaA6QRuvXr14nTxTUtLEyRaIcSc8a+/np6egvlPaZyb+REduK1cuRIRERF4//49du7ciZUrVwr+CCEFz5iBG7/FDQAGDRqELVu24N27dyrfd+HCBcGPi6atbXKdOnXiTDmSlZWF48ePi9pGUWDIwA0Apk6dKhi/9PPPP+t1H8bEb3Ezxa6SgPLukobqKplX27ZtOd2WVTGVwM3Ly0vwXVF3SVKYKEtMwu8eT4Gb+REduMlkMrV/mjxlJ4Tonym1uAG5N0FDhw5FqVKlULVqVUyYMAFHjx7ltIbxW9vKly+PTp06idq3m5sbWrVqxSmj7pJcHz58EKRS13fg5uHhgR9++IFTdvz48ULT9cYcWtwA4UTctra2+XZx1JSrq6vKxGSadJME9Be4aZuYJC9+d8kTJ04gOTlZ5+0SYgrUJSaR4wduERERah+2EuMrmAEwhBCDM2bgZm9vr/RHQe7p06f4888/0aVLF3h4eKB58+aYNm2aIJHIhAkTON2XNMXvLnn8+HFkZmaK3k5hxW9ts7GxQdmyZfW+nwkTJggCmmnTpgnSuJsjc2lx8/f3x+jRoxXLU6ZMgaOjo962r6rVTdMHLqbS4gYA3bt35yQ4ycrKorkgSaGhbioAuWrVqgl6Sly5csWg9SK6ocCNEA3l5ORg7ty5aN++PdavX2/s6nAwxowauEkkEvz111+oUaNGvutmZ2fj8uXL+OOPPzg39C4uLhg6dKhW++/WrZsgvfeZM2e02lZhxA/cKlasCCsrK73vx8nJCb/88gun7MqVKzh16pTe91XQzKXFDQBWrVqFmzdv4u7du5g7d65et60scGvQoAFKlCih0fv5gVtycrJGY1INEbi5ubmhffv2nDLqLkkKgw8fPghazpQ9XLW0tESTJk04ZdRd0rRpFLiVK1cO9+/fB5A763q5cuVU/pUvX96gFSbEWH788Uf8+uuvCAkJwbfffoujR48au0oKSUlJgpufggzcAKBevXq4f/8+wsLCsHr1avTo0UPwJE+d4cOHw9nZWat9Fy9eXPDjs3//fq22VRjxA7eqVasabF8jR46Ev78/p8zcp2iQyWSCzKem2uIG5D5IqVevntpWcG0pC9w07SYJQOlE4Jq0uhkicAOE3SVPnz6N+Ph4vWybEGPhd5O0s7NT2WWaxrmZF40euQYFBcHFxUXx//qY+4cQc3LmzBksWbKEU7ZmzRp07tzZSDXiioqK4ixLJBKlN0iGJpFIUKFCBVSoUAGjR49GdnY2bt26hdOnTyM0NBT//fcfsrOzBe+zsLDAuHHjdNp3jx49OF08Dh8+jJycHK26XhY2hk5MkpeNjQ1GjhyJ6dOnK8quX79usP0VhISEBMH4bVNucTMkZTd/YgI3e3t7eHl5cYKjN2/e5PswwVCBW5cuXWBvb4/09HQAuT0C9u/fj5EjR+pl+4QYAz9wq1mzpspeFvzA7f79+/j06ZPivp+YFo0Ct02bNin+f/PmzYaqCyEm6ePHjxgyZIigPCQkBB8+fNDbDYQu+N0kS5QoofXktPpkZWWFRo0aoVGjRvjll1+QkpKCCxcuIDQ0FKGhoXjy5AmsrKzwxx9/6DzmqkePHpgyZYpi+cOHD7hy5QpatGih68cwewUZuAFA48aNOcv3799HWlqaRlkHTRF/fBsAlUk6CruGDRvC2toaUqkUQO5UA9WrVxe1DT8/P0Hgpg5jTNAKpq/rrpOTEzp37oy9e/cqynbt2kWBGzFrmiQmkatfvz7nnJbJZLh27RratWtnwBoSbdEYN0LyMWbMGKVZlnJycrBv3z4j1EjImOPbxHByckKnTp2wbNkyPH78GAkJCYiLi8P333+v87bLlSsnmP+NuksCKSkpghtjQwdu9erV40z+np2djTt37hh0n4bEH9/m6enJmYKiKPHz88PChQvh6uqKgIAAbN26VXQvHLEJSpKSkgQt9fp8YMbvLnn+/HnExMTobfuEFDRNEpPI2dvbo379+pwy6i5purQO3B4/fozjx49j//79gj9CCosdO3aoHay+ffv2AqyNauYSuPF5eHgonUpAW/zskgcOHCgUGQ118ezZM86yhYWF3tLDq+Lk5CRohTHn7pLmklGyoEycOBHx8fF48eKF4IZPE2IDN343SUC/gVuHDh3g5OSkWGaMmcxDOULESktLw/Pnzzll+Y13pXFu5kN04Pbq1SvUrl0bNWvWRJcuXdC7d2/OX58+fQxRT0IK3Js3bzBmzBhOGX+81JUrVxAZGVmAtVLOXAM3feMHblFRUYInj0UNv5tk2bJlYWdnZ/D9NmrUiLN87do1g+9TldTUVKxevRqTJk0SdCHShDlllCwoumQlFRu48btJOjg46LXbrb29Pbp3784po+ySxFw9fPgQMplMsSyRSPLN+MwP3K5du4asrCyD1I/oRnTgNnLkSLx//x5Lly7FyZMnce7cOc7f2bNnDVFPQgqUTCbDkCFDBJOxbt68GR4eHpwyU/iBp8AtV40aNQSZbYv6ZNwFPb5NrmHDhpxlYwVu169fR+3atTF27FgsW7YMrVq1EgRi+aEWN/3StcXNEOOK+/bty1n+77//BEmfCDEH/IdTlSpVyncuR35W5vT09CL/0NNUiQ7cbty4gaVLl2L8+PFo27YtgoKCBH+EmLtly5bh3LlznLKBAwdi0KBBglblHTt2FGTVlKLALZdEIhG0uhX17ttPnjzhLBdU4MZvcXv79q3SsaKGIpVKMXPmTDRt2hRhYWGK8o8fP2L37t2itkUtbvqlLHBT16W5IAK3du3awc3NjVO2Z88eve+HEEMTk5hEztPTU5DZlbpLmibRgZu3t7eouZkIMTcPHz7EtGnTOGV+fn5YuXIlAGDAgAGC9R8+fFhg9eNLT08XzDFVVAM3QNhd8smTJ3jx4oWRamN8xmpxq1y5siCddEGNc3v+/DmaNGmCOXPmCNL4AxA8lMkPP3CjFjfd8AO3tLQ0fPz4UeX6BRG42djYoFevXpwyU+hNQYhYYhKT5EXj3MyD6MBt9OjR+OuvvwxRF2ICdu7ciXr16qFPnz5KU2Cbg4yMDK3fm5mZiUGDBnH6dkskEmzdulXxNLZZs2aCOdJ27typ9T51paw7T+nSpY1QE9PQqFEjwY11Ue0umZWVhVevXnHKCipws7CwQIMGDThlhg7cGGNYtWoVateujVu3bqlc7/z580oDOlX410JqcdNNyZIlBZko1XWXLIjADRB2l7x9+zZevnxpkH0RYgg5OTl48OABp0yTFjdAeeBW1JN7mSLRgdsPP/yAsmXLom7duvjll1+wZMkSzt/SpUsNUU9SACIjIzF06FDcvn0b+/btw+jRo41dJVEyMjLQsWNH2Nvbo3r16ti9ezdngK4mfv31V8FFb/LkyQgODlYsW1hYoH///px1duzYYbQLHL+bpLu7O5ydnY1SF1NgYWEhSDRgiO6S8fHxWLVqFY4cOWKyP25hYWGCAKWgAjegYBOUREdHo0OHDhg3bpxiMmU5flKhpKQkUUlKqMVNv6ytrQXfoSkEbi1bthRsW2y3WmJct27dQqtWrdCkSRNcuHDB2NUpcC9evBBc/7QN3OSZY4mJYSJdu3aNeXp6MolEovTPwsJC7CaNIjk5mQFgycnJet92VlYWO3jwIMvKytL7tq9cucI6dOjAvvzySxYeHq7Xba9du5YBUPxZWlqyxMREve7DkJYvX86pPwBWt25dFhoaqtH7z58/zyQSCef9NWrUYBkZGYJ17927J9jXlStX9P2RNPLXX39x6lGrVi2j1MOUhISEcL4TiUTC4uPj832fpuduWloaK1eunGL7s2bN0lfV9Wrv3r2c76FEiRIFuv8jR45w9u/g4MCkUqne97Nnzx7m7u4uOCcBsEqVKrEbN26wihUrcsoXLlyo0bazs7OZhYUF5713797V+2coaho0aMD5TlevXq1y3S+++IKz7h9//CFYR1+/u2PGjOHsq3r16jptjxSczMxMVrp0ac71Li0tzdjVKlA7duzgHL++vr4av1cmkzFfX1/O+zds2GDA2uYy5D2zWIaMDfRFdIvbuHHj4OXlhYMHD+L58+eIiIjg/IWHh4vdJNFQamoqunXrhhMnTmDPnj0YMmSIXrfPnyA3JycHISEhet2HIYWGhgrKbt++jbZt26Jdu3ZqJwBOTk7GV199xWk5sbGxwfbt22FraytYv2bNmoKBvMaa040SkwgFBwdz0oUzxnD+/Hm9bf/AgQOca928efNM8tpnrPFtcvzMkmlpaXj06JHetp+UlIRBgwbhyy+/VDpGaty4cbhz5w7q16+PVq1acV7TdJxbfHy8oOWeWtx0JyazZEG1uAHC7pKPHj3C48ePDbY/oj8hISGcoQMxMTG4cuWKEWtU8LRJTCInkUhonJsZEB24PX78GAsXLkTXrl0REBCAMmXKCP7EOnv2LL7++mtUrlwZjo6OKFmyJLp164bbt28L1r1z5w7atGkDJycnuLm5oWfPniZ5w2QI169f58xnc+nSJSQkJOht+8oCm2PHjult+4bEGFPbDSs0NBR169ZF//79BWN+gNwbPP5Ysd9//13l3CcSiUSQpGTPnj2QSqVa1F43FLgJ2djYCH6A9DlVyenTpznLUqkUM2bM0Nv29cXYgZu3t7dgegZ9dZc8e/YsatSoofSBia+vL0JCQrBixQpFAM8P3C5evKjR+cof3yaRSODl5aVDzQlguoFbs2bN4Ovryymj7pLmQVmGZ7GJiMydtolJ5ChwM32iA7fSpUvrfTzHmjVrEBkZiQkTJuD48eNYvnw54uLi0KhRI87N1rNnzxAcHIysrCzs2bMHGzduxIsXL9C8eXPBhb0wUvakWllwqw2pVCoY2wUAJ06cEDWI31jCw8MFk7Qqs2vXLlSuXBnjxo1TjFvZs2cP/vnnH856wcHBmDRpktpt8ce5xcfHC27oCwIFbsq1bt2as3zmzBm9bJcxpvTfeceOHbh//75e9qEv/MCN30pcEAwxn9vFixfRtm1bvH37VvBanz598PDhQ7Rr145TnnecKpDbg+HmzZv57os/vs3b21unyadJLk0DN8ZYgQZuFhYWgla3Xbt2mew4VpIrJSUFhw4dEpQXpcCNMaZTixsANG/enLP88uVLs01UV1iJDtymTp2KRYsW6ZS5j2/VqlU4e/YsRo8ejaCgIPTu3RuhoaHw9PTE77//rlhvxowZsLW1xdGjR9GxY0f07NkTx44dw4cPH7Bo0SK91cdUKUs5r6/A7cmTJ5xMinIJCQkFlsJbF/ybQW9vb/z111+CJ6cAkJ2djVWrVqF8+fKYNm0aRo0axXnd1dUVW7ZsgYWF+tOjXLlyguQLxpjTjQI35fgtLM+fP9fLPGJhYWFKbzIZY/j555913r6+yGQyPH/+nFNW0C1ugDBBiT6uJ1OmTBF0X3R1dcU///yD3bt3w8PDQ/Aeb29vQQu6Jjd1lFHSMDQN3FJTUwX3G4YM3ABhd8mwsDBRyWxIwTt48KAgKQcA3Lx5E58/fzZCjQpedHS04CGH2Ba3GjVqCJKbUaubaREduN25cwfv3r1D+fLlMWjQIIwfP57zN2HCBNGV8PHxEZQ5OTmhatWqiot5dnY2jh49il69enHmBipTpgxatmxZJNJ9K2txU5fyWgx+83pe5tBdkh+4NW7cGMOHD0dYWBj++OMPpXMPpqam4o8//hCMjVm1apXG6fT53SUPHDiAtLQ0kbXXXnZ2tqDVgQK3XLVr1xZMqKuPp6/qWlWPHTuGS5cu6bwPfXj9+rXgRsYUArdnz56pnbMrP9HR0YKWslatWuHhw4cYOHCgIM08f728NOk+SxklDYMfuL19+1ZpFmBlvWkMHbg1aNAA/v7+nDKa0820qXpomp2dXWQCD/7DBWdnZ5QtW1bUNiwtLdGkSRNOWVH5/syF6MBt5cqViIyMRExMDHbs2IGVK1cK/vQhOTkZd+7cQbVq1QAAr169Qnp6OmrWrClYt2bNmnj58qVeWwFNDWPMoF0l1SXuOHr0qF72YUj8wE1+s+jg4ICffvoJ4eHh+OGHH5QmGsmrb9++gmBMnS+//JLTMpeamoojR46IqLluoqOjBV1ZKXDLZWlpKegep4/ukvl1h506dapJdKvid5N0c3MzSmtRYGCg4LzTpIuiKvwHSS4uLjhx4oQgEFCmZcuWnOUrV67k+7tBLW6GwZ8LMysrS2mQxi+zsbEx+HQnEolE0Oq2e/dukzivExMT8dVXX6FatWro378/QkJCzGI4gyHFxcXh1KlTKl8vKt0l+Q/gAwMD8+05pAyNczNtojvqi50XS1tjx45FamqqouuRPAmHsi4wHh4eYIzh48ePKFGihNLtZWZmIjMzU7H86dMnALlju/SdUEK+PX1uNzIyEikpKYLy169fIyYmRufB8uoCwAcPHiA8PFyjGyNjSE9PFzxpqlu3Luf7d3Z2xrx58zBq1CjMmTMH27ZtExzLJUuWxPLly5Gdna3xvj08PNC6dWtORst//vkHPXv21O7DiMRPtGJvbw9XV1ejJEkxRUFBQTh48KBi+ezZs8jKylLZKpPfuZuTkyNopWnatCknc9l///2HgwcPonPnzjrWXjf8Bz2VK1cWdWzri0QiQe3atTkPV65cuSIIojTFH8fSrl07SCQSjY75Jk2awMLCQnHuZ2Zm4tKlS4IAP6+YmBjOsre3N51feuDl5QVLS0tO0BERESH4jed//15eXkqPY33/7vbq1QsLFixQLL9+/RpXrlwRjNksSBkZGejcuTOuXr0KIHeIw65du1CqVCkMHDgQX331FQICAoxWP2PZtWuX2uD17NmzReKc5T+ADwwM1Opz83tJ3L17F4mJiQZ7YGKIe2ZtmUId8mPQEdaMMXzzzTeYNWuWxl3PgNxJkLdv344VK1agbt26nNfUdYNR99r8+fMxe/ZsQfmpU6c4acP1SVl6em2pe0K9bt060f2Y88rJyVHb4gYAixYtwhdffKH1Pgzp6dOnnB9yiUSCxMREHD9+XOn6PXr0QN26dfHPP//gxo0bAHInhP3222+1SpxQpUoVzr/1yZMnsXv37gKZBJuf4t7DwwMnTpww+H7NBT+JRFRUFDZu3KjyAY+cqnP3xYsXSE5O5pR99dVXePnyJadL3cSJE8EYE0z8XJD4n8HR0VHlOWFo/K5tR48eRZ06dURvJzMzU/C5SpUqJepzlStXDi9fvlQsb9iwQW33Zn4q+I8fPxrteyxs3N3dOUmlDh06JOiaym8lt7GxUfv96+t3lzGGkiVLcsbFLliwAMOHD9fL9rWpz7JlyxRBW15v377FggULsGDBAlSpUgWtW7dG06ZNYW9vb4SaFrw1a9Zwln18fBAXF6dYvnv3Lvbu3QtHR8eCrlqB4h8bEolEq2tVZmYm56GKTCbDypUrERgYqJd6qqLPe2ZtFeRQF20ZNHCTyWTYsmULxo0bp3HgNnv2bMydOxfz5s3DuHHjFOWenp4AoDT9fWJiIiQSiWA8S17Tpk3D5MmTFcufPn2Cn58f2rVrxxkzpw9SqRShoaFo27YtrK2t9bJNdXMfWVhYoGPHjlpv+9mzZ4LuQi1btuR0L3j9+rVO+zAkfgKGatWqoVevXvm+b9SoUbh79y6uXbuGFi1aKLrlitWsWTOsX79e8R1mZ2fj8+fPgq42hsDPBFq1alWT/XcyBsYY5s6dy7kZZIyp/I7yO3f533eVKlUwbNgw2NraYujQoYryqKgoJCUlYfDgwfr5IFrI21oAAG3btjXasZGSksLpQhwZGYkOHTqofdimzNGjRzlJlCwsLPDTTz8pfh80cenSJSxevFix/PbtW7XfCz/hTIsWLegc05OAgABO4FasWDHBd8vv8lu+fHml378hfndv3bqFefPmKZZv376NvXv3GuWBzO+//44LFy7ku97Tp0/x9OlTbNq0Cb169cKQIUPQrFkz0eeauYiIiMCzZ884ZcuXL8fQoUMVvaxkMhns7e0L9XmbnJws6NY9ePBgrR/q161bV/FgG8g9vwz1/Rni3NWWvDeeSTPk7N7Z2dlMIpGw27dva7T+rFmzGAA2a9YswWtSqZTZ29uzUaNGCV774osvWEBAgKi6GXJ2dEPMAj9gwADObPZ5/3r06KHTtnfs2MHZnq+vL/vnn384Zfb29iwtLU1Pn0a/evfuzanriBEjCrwOffr04dQhKCioQPY7cuRIo392U9e/f3/Od9S3b1+V6+Z37rZs2ZKzrfHjxzPGGMvJyWE1a9bkvFamTBmWkZFhkM+UH5lMxtzc3Dj1OXr0qFHqwhhjkZGRguvWixcvRG9nxIgRnG00b95c9DZOnDjB2YaVlRX7/PmzyvW9vLw46586dUr0Polyffv25Xy3P/zwg2CdH374gbNO//79lW7LEL+7jx8/Fhy358+f19v2NbV7925BPZycnFjt2rVV3hfk/Stfvjz77bffWHx8fIHX3dDmzZvH+ayenp4sKyuLBQcHc8onTZpk7Koa1MWLFwXXNV1+f77//nvO9lq3bq3H2nIZ4tzVliFjA30RP2rRQH777TfMmjULv/zyC2bOnCl43crKCl26dMH+/fs5qV2joqJw7ty5AhtTZCzqWtx0zSzJ7yZZp04dtG/fnjOoNT093WQH+PLTi/P7ZxcEfkKTixcvqp1QVl9oKoD88edzO3v2rFZjddPS0jhj2QCgTZs2AHJbfubPn8957fXr11i3bp3o/ehDbGwskpKSOGXGyCgpV7p0aUFSD7HdkmUymSBRUteuXUXXpVmzZpwutNnZ2YJ/VzmpVCro5UHJSfRHkykBCnION76qVasKEqLpKwGbpm7cuIEhQ4ZwyiwsLLBr1y7cuXMH9+7dw4QJE9S2Or969Qq//voratasqbTXkrlijGH79u2csj59+sDa2lowhtZU71/0hZ+YpGrVqvkmY1OHn6Dk2rVrZjH+qygwicBt8eLFmDFjBtq3b49OnTrh2rVrnD+52bNnIy0tDZ07d8aJEydw4MABdOrUCV5eXvj++++N+AkMSyqVCroC5PXmzRtOf26xlAVunp6eaNy4MafcFKcFePfuneDH3hiBW4cOHThTDjDGsHv3boPvlwK3/PFTwH/48EEwbkkTly9f5nTTs7S0RFBQkGK5Q4cOgslL586da5Q5hPjdy+zs7Ix6bEgkEp3nc7tz544gUUWXLl1E18XJyUmQYELVtAAfPnwQZBKk6QD0x9QDNwDo378/Z3nfvn3477//CmTfUVFR6Nq1q2Aow+LFi9GpUycAuQkoli1bhujoaOzbtw+dO3dW2ZUzOjraaA+TDOHBgwd48uQJp0z+EJUfuN2/fx+JiYkFVreCxk/QpkveAyA36VZeqampuH//vk7bJPphEoGbfOzDyZMn0bhxY8GfXOXKlXH+/HlYW1ujd+/eGDp0KCpUqICLFy8W+MW8IIWFhQkmx+Y/SdF2WgDGmCBwk5/w/Kx4x44dM4l0yHnxb/5cXFxQuXLlAq+Hra0tevfuzSkz9GTcjDEK3DRQtmxZwZxM2kwLwJ8GoGHDhpzxsRKJBH/88QdnnQ8fPmDJkiWi96UrfuBWqVIloyZKAYQPVMS2uPGn2QgICEClSpW0qgv/pk5V4MZPlGFhYSFqPB1RzxwCt2+//VaQ6fL77783+G/h58+f0aVLF8Ex+O233yqdL9fGxga9evXCkSNH8ObNGyxYsEDpb+G2bdtM7ndcW/zf2NKlSysCjgYNGnCSszDGNBojaK74gVutWrV02p63t7fg+krTApgGkwjczp8/D8aYyr+86tati9OnTyM1NRXJyck4cOAAypcvb6SaFwx+N0lfX1/Ur1+fU6Zt4Pb69WtBlyp5tjf5E72862rTUmFI/Ju/hg0bajVviT7wu0vevXtXcAOtT/Hx8YIJlilwU05Zd0mx+IGbvJtkXk2aNBF031u0aJHS+akMiX/cGbObpBy/lev+/fuC41cdfuCmTWubHL8V9s6dO4LrICCcw83Hx8foAXBhwg/c3r17J0jrbuzAzd3dHTNmzOCUXbt2DXv37jXYPnNycjBw4EBBMqTWrVtjxYoV+SYaKVGiBH788Uc8efJEUM9nz57pbf5XY5LJZNi5cyenrH///orff1tbW0GrUWHtLpmVlSW4T9S1xQ2AoAdJYQ58zYnB73ALayajgsQ/IatXry6YJkHbcW781jZPT0/Fj2n16tUFP6ym1l1S1cTbxhAUFCRIM8//YdEnfmubpaUlfH19DbY/c8a/Ub9w4YKoOc3i4+MFYwiUBW4AMG/ePM51LyUlBb///ruI2urOFAO3evXqcR6qZGdn5zsNidzbt28F378ugVvjxo05vRZkMhkuXrwoWI/f2kHj2/SL//uSk5MjCJbzZp0ECj5wA4DRo0ejQoUKnLKpU6dy5obVp59++knwoKJSpUrYu3evqKx7EokEvXr1QtmyZTnl27Zt00s9jeny5cuCFlr+w9OiMs7t6dOngvFn+kjdzw/czp8/X+QnezcFBg/cCkuTvDE9fPiQs1yjRg3Uq1ePU6avwK1OnTqKm06JRKK0u6SpkEqlgs9tzMDN0tIS/fr145Rt377dYOcAP3ArVaqUYN4ykosfuH369EnUU2d+C52jo6PKiXirV68umAZg9erVgn8vQzLFwM3Z2RnVq1fnlGnaXZKflMTNzU3wNF0MOzs7NGnShFOmrBWWH0TQ+Db98vb2ho2NDacs7814ZmamYIyoMQI3GxsbwfQaERERBklU8tdff3GmqwBy5+c8evQo3N3dRW9PIpFg0KBBnLKdO3eafaIJfjfJ6tWrCxLJ8AO3R48e6ZQPwFTxH2r5+/urnR5LU/yeKklJSRo/bCOGY9DAzdLSEjKZTKuJVsn/0aTF7d27d4KbDE2oGt8mx+8ueeXKFZMZ4Pvw4UNBVytVN9MFhf/ELzw8nDMXij7xAwExk9wXNcWLF0fVqlU5ZWK6S/K7SQYFBQluOPOaPXs25/WsrCyl2XINITk5GdHR0ZwyUwjcAOH5qWmCEn7rQ4cOHXSe74cfzCs7HqjFzbAsLCxQqlQpTlnewE1ZF2NjjWfv0aOHINPe3Llz9Zql8ezZsxgzZgynzNraGgcOHBC0+InBf5D04cMHhISEaL09Y8vKyhJ0AeX/9gK5rfz8SbfPnz9vyKoZhb4Tk8iVLFlSME6S/1tICp5GgducOXM0/vvtt98MXeciJS0tDa9eveKUVa9eHRUrVoSTkxOnXJt+68pa3PJq1aoVZ4CvTCYzmQs+/2l9QECA0RMH1K1bFxUrVuSUGSpJCSUmEYd/oy4mQYkm49vy8vf3x+jRozllW7duVTuth77wM9BaWloiICDA4PvVhDYJSlJTUwX/Vrp0k5TjHw8PHz4UBArU4mZ46hKU8P89LC0ttWp10geJRIJFixZxypKSkvR2z/PixQv06tVL0IV7/fr1aNGihU7bDggIEJx75txdMiQkRPAAmZ/9E8gNevnd/Qpjd0l9JybJi/9bR4GbCdBksjeJRKLxn4WFhX5nmjMQc5mA++bNm5xJECUSCUtNTWWMMda8eXPOa7Nnzxa17ejoaI0mxe3UqRNnnQEDBuj8ufRh8ODBnHoNHjzY2FVijP3fRPLyv2LFijGpVKr3/XTv3p2zn59//lnv+yhMDhw4wPm+7OzsWHp6OmcdZefuq1evBOfJgwcP8t1fbGwsc3Jy4ryvW7du+v5YAps2beLss2LFigbfp6YePXok+C7fvXun9j0HDx7krG9packSExN1rktWVhZzdHTkbHvPnj2cdfgTri9evFjn/RKuQYMGcb7jiRMnKl4LCQnhvObj46NyOwU1iW+/fv0EEx1rM5l8XvHx8axChQqCc2Pq1Kl6qjVjq1at4mzb1taWJSUl6W37BYk/cXvTpk1VrrtgwQLOupUqVSrAmhqeTCZjrq6unM94+PBhvW2ff/21tbVlaWlpets+YzQBt1gatbjJZDKN/2jgon7xn9CXL18eDg4OAKDzODd+a5uzs7PSDJ387pInT540iX9nZRklTQH/yV9sbKxBnvJFRERwlqnFTb2goCBOcoyMjAyNWnz4Txh9fHwEY7WU8fHxEcwveejQIVy9elXDGmvHFMe3yVWpUoUzhQKQf3dJfjfJ5s2b66XVRdnTeH53SWpxMzwxLW6mMO3P/PnzOd2gs7OzMXXqVK23l5WVhd69e+Ply5ec8h49emDevHlab5evb9++nO7FmZmZ2Ldvn962X1A+f/6Mw4cPc8qUdZOU47esP3/+XNCV3JxFRkYiOTmZU6bPFrfg4GDO72ZmZiauXLmit+0T8UxiOgCimrLxbXL8cW5iu0ryA7datWopTaXPD9wSExNFz8GkbwkJCQgLC+OUGTMxSV4VK1YUBNX67i4plUoFN+i6jIEoCtzd3QVdgTXpLqmsm6Sm2XK///57eHl5ccqmTp1q0KRNphy4WVhYoEGDBpwyddcSmUwmSEzCn25BF/mNc6MxboZnboGbv7+/YB61/fv3azXHVWpqKrp27SoYd1WnTh1s27ZNr1PbeHp6omPHjpwyc+wueejQIc7YdisrK3z55Zcq169duzZcXV05ZYVpnBs/MYmHh4dg3KguXF1dBdNPUXdJ46LAzcQpyygpxw8OoqOjERMTo/G28xvfJle6dGnOfgFhlreCxk/4YWdnJ8goZUz8J4D//vuvqDmr8vPixQvBpOz6SP9b2GmSkCKvnJwcQXCX3/i2vJydnfHLL79wyi5evIhx48YZbE5EUw7cAGHLuLrA7ebNm4LgSR/j2+T4x8OLFy/w7t07ALktIfxxNNTipn/mFrgBwPTp0wXjqb///nvIZDKNt5GUlIQvvvhCMGbc19cXhw8fFiTV0Ad+kpILFy4gMjJS7/sxpO3bt3OW27VrJ3g4lpelpaVgjGBhGuemLDGJvqfhonFupkV04JaTk4Nly5ahfv368PHxgYuLC+eP/2SD6EZdi1tAQACcnZ05r4tpddM0cANgctMC8G/26tWrp3OWOX3q27cv5+L5+fNnnDhxQm/bv3//Pme5VKlS8PDw0Nv2Cyv+jfqNGzcE6cbzunfvnuDmnZ8iOT+jRo0SZPxcvXo1qlevjoYNG2LdunWCri7aysjIQHh4OKfM1AI3fsv4rVu3VM6px+8mWblyZb22LNeqVUuQNlt+U6csbTi1uOkfP3B7//694qGUqQZubm5ugiyxN27cwJ49ezR6f2xsLIKDgwVdzpycnHD48GGULFlSb3XNq3PnzoLjnR8ImbK4uDiEhoZyytR1k5QrzPO58Vvc9NlNUo4fuN25c0ev2VSJOKIDt6lTp2Ly5MnIyclB27Zt0atXL85fz549DVHPIikxMVHQFztv4GZhYSEItjQd55aQkICoqChOmbrAjd9d8uHDh4L3FyRTmnhbGV9fXwQHB3PK/vvvP71tnx+4UWubZpo1a8YJ8LOzs3Hp0iWV6/OfLFasWFH0tAu2traYM2eO0tdu3LiBUaNGoXjx4hg0aBDOnj0r6qk934sXLwTv56dzNjZ+i1taWprKbJv8wE2frW1A7tP4oKAgTpm8FZY/vs3KyooejhgAP3BjjCl+90w1cANyH8jws7VOnToVGRkZat/3+vVrNG/eXHAN9/DwwJkzZwRDIPTJ1tYWffv25ZRt27bNbObb3bNnD2d8vYODA7p165bv+/iB26tXrwSTd5srQ00FkFfjxo052cUZY4Uq+DU3ogO37du3Y+rUqbhz5w62b9+O/9fencfHdO5/AP+cZJLJIpZEYgtBkEiC2IpqEZFoQ4lYqi9L6aUL3a9aetuLonpRbalWlapeSkvQW/saa7RauyTSWIIfRSxJNBFZzu8Pd+bmLFlmMsuZ5PN+vfLHPHPmzDPMM+d8n+X7LF++XPFHliG/mXF1dVVcKMxd5ybvpXFzcyv1Bq9z586KmxZ7jboVFRUpEhpoLXADoEh8YMmNK0+dOiV5rKVpolrm6emp+K6UNl3S1G0ASjJixAiMHj26xOcfPHiAVatWITIyEoGBgfjggw/M2rBbPk3S399fMSpvb76+vmjatKmkTC1BSXp6uuJ7bunADVCOwhpuSORTNP38/Cy65ogeqVWrljHhloHhplrLgZuLiwvmzJkjKUtPT8fChQtLfE1KSgqeeOIJxfrsevXqYd++fYr1n9Ygny557tw5kxOb2Yt8rXj//v0V2yKpad26teL+pTIEHhkZGbh69aqkzBojbnq9XnE/Y8p2OmRZJl+FcnNzzb55IdPIA7fg4GDFdEBzM0vKg4jWrVtDp9OVeLyzszOefvppSZm9Ardz584pppZpMXCT93wdP37cYj2bHHEzX3n3c8vNzVWMxpn72+fk5IRvvvkGKSkpmDx5MurVq1fisZcuXcLUqVPRpEkTREVFYePGjeX+3mh9fZtBefZzk6+j9fb2RpcuXSxeF3lv/KVLl3Dx4kVF4Mb1bdYhCEKJ69y0HLgBjwIH+fqpWbNmISMjQ3Hs77//jieffFJxo92kSRMcPHiwXJlqLeHxxx9XdJw4QpKSCxcuKDLylmeaJPDo97ekkXVHJu/wcnNzQ1BQkFXei+vctMPkwC06OrrM9M1kGaWtbzOQj7j9+eef5Up1a8r6NgP5dMndu3cjJyenzNdZmvwmz9/f32prAipCHrjdu3fPrFEUuVu3bimS0DBwKz/5GrUTJ06oztc/fPgw8vLyjI+dnJwU019NFRQUhNmzZ+Py5cvYtGkT4uLiSuwwEUURu3btwoABA/DSSy+VuA6sOEcJ3MqToEQ+TTImJqbUziVzhYaGKgKCPXv2KKZKcn2b9Thq4Ka2KXdmZqZiavT+/fsRERGhCOjCwsJw8OBBRSBlTYIgYPjw4ZKy1atXIz8/32Z1MMfq1aslj318fNC7d+9yv15tnZujTBEtyZdffil5HB4ebpXfSEAZuKWlpTlcYpvKwuTAbcGCBYiPj8eCBQuQlpaGO3fuKP7IMkrLKGnQrFkzxb5I5Rl1Mydw6927N5ydnY2PHzx4YJfpBlpf32bQqFEjxX5T8imq5pBPH3Nzc+NWACbo1KmTYmqW2vdY3qPYoUMHi+wfBjxaL9WnTx/Ex8fj2rVrmD9/fqk97l9//TX69etXaiIVwHECN3mbTUlJwb1794yPs7OzFf8n1pgmCTwKyOU3dXv27OGImw2pBW75+fm4e/eupFxrgRsAdOzYUTHy8+WXXyI1NRXAo5kpvXv3VrTdTp06Yd++fahfv77N6mogny6ZkZGBbdu22bwe5SWKoiKJyuDBg01KSCZv45cvX1bshWoNGzZsQNu2bREdHW3RQOfcuXOKWU/ygNyS2rRpo8ikyumS9mFy4Fa9enUEBQXhrbfeQlBQEHx9fRV/VHGiKJZrxE0tQUlZ69yysrIUc+zLE7h5e3vj8ccfl5TZY7qkowRugiAo/l0tEbjJp0mGhYVZrZetMnJ1dS1z42XAcuvbyuLr64u33noLp06dwtGjR/HKK6+oZufdunUrunfvXuKIemFhofFm0UCrgVt4eDj0er2krPgWHzt37pRsd6HT6UzqXTeV2jo3jrjZjlrgpjYKXlrad3v68MMPJd/ngoICTJo0CatXr0ZsbKwiYUlkZCR27dplt2Q3zZo1U0w71vJ0yVOnTik6pYYNG2bSOdRG1q3d8Xzz5k2MGDECJ06cwM6dO9G3b19JcpWK+OyzzySPa9WqhVGjRlnk3GqcnJwUs1UYuNmHyYHbyy+/jB9//BH9+/fH5MmT8c9//lPxRxV37do1SQ80oB64Aaavc5Pf+Ot0unLPr5dvC7Bp0yabTje4f/++IqDVauAGKKdLWiJBCde3VVxZ+7nduXNH0QFi7bW9giCgQ4cO+OKLL3D9+nV89dVXcHNzkxxz/PhxdO7cWXUPuIsXL0qmdgLaDdxcXV0VbaN4h4x8mmT37t2tutWMvDf++vXrivWNDNysRy1wk0+TBKDo8deKgIAAvPnmm5KyjRs3YtiwYYopzrGxsdi0aVO5kmpYk3zU7T//+Y/inkMr5KNtjRo1UnQil0UQBMVUd2sHbgkJCfjrr7+Mj8+ePVvuLSNKc+fOHaxYsUJS9uKLL1pl77/i5IHbrl27KpQFmcxjcuC2ceNGzJ49G+vXr8esWbMwdepUxR9VnHyaZLVq1RAQEKB6rFpmydKCKXnwEBoaquj9Lol8nduVK1dKTOVtDb/99pvkh0Kn05VrtNBe1BKUVBQzSlacPHA7d+6cceNl4NEFt3gbcnd3t0pijJK4u7vjxRdfxO7duxU3q1euXEHXrl0Vwaa8R9rb21vTMyDkHS6GtdOFhYWKkXxrTZM0aN68uWKdrHwdKadKWk95ArdatWppaq9OuSlTpihGBOXX4ZEjR2Lt2rWKDhl7GDJkiOTfMy8vD+vWrbNjjdQVFRUp1rc999xzZmV4VRtZt2bHszxVPwDMmDGjwqNuS5YskeQX0Ol0ePXVVyt0zvKQd17eunXLpvd/9IjJ33wXFxer7BNBUmrTJItv6FycfMTtxo0bkptQOXPWtxmEhIQoAkh59jdrkk+TDA8Pl+wvojXytnLt2jXVjX3LKz8/H0lJSZIyjriZrm3btoqNaIsHQvKg6Mknn7TLzdbjjz+OxMRExRrGzMxMPPXUU1i5cqWxTG19W0m/GVqgFriJoohff/1VcdNu7cBNEATFTZ0cR9ysRx64ZWRkKPbZ0nInBADUqFED06ZNK/H5119/HcuXL9fMtHYfHx9FR6wWp0seOHBAkYnT1GmSBvKR9WvXrimWjViSWkdtcnIy1q5da/Y5Hz58qNhyYvDgwfD39zf7nOXVtGlTNGnSRFLG7JK2Z3LgFhcXh+3bt1ujLlRMeda3GQQGBiqmEZW2zk3+Y2JK4CYIgmK6pC3XuckDN3l2Oq1p0aKFIhFGRUbdUlJSJGt/AI64mcPZ2Vkxbab4fH154GbPLVCaN2+Ow4cPKwKd/Px8jBgxAjNnzoQoiorALSQkxJbVNJm87d6+fRvnz5/Hf/7zH0l5aGioTbLuyW/q5DjiZj3ywA1Q/k5qPXADHk1XU0vHPm3aNHz66aea2wdw5MiRksf79+/XXKZA+d5tYWFhqonayqNFixaKrVisOV2ypGv9jBkzzJ5iuHbtWsU657feesusc5mD2wLYn8m/Is899xzWr1+Pt956C7t27cKxY8cUf1Rx8sCttB8qQRAU0yVLWueWm5urGLExdQRV3kuXmJioupDc0kRRdJjEJAbOzs6KEbGKtBH5NEm1zJVUPmrr3ERRxI0bN5CWliZ5zt57V/r6+mLPnj2Ii4tTPPf+++9j7NixiunVWl3fZhAQEKAYxTpy5IhifZu1R9sMOOJmP15eXorOR/nvpCMEbi4uLli0aBFcXV2NZZ9++immTp2qydHvmJgYxfWj+Ci+vR0+fBjLly+XlJV37zY1giCobgtgDdevX1dkpjVISkoya1qqKIr45JNPJGVdu3ZFx44dzaqjOeTr3Pbv36/oTCbrMjlwi4yMxIULF/DZZ5+hd+/e6Nixo/GvQ4cONv0CVVaFhYWK5ANlJQ8pb+B2+vRpyfxqQRBMnmoXEREhGUUqKiqySSrh9PR0xQ+h1gM3wLLr3OSJSTjaZj75BejKlSs4f/68Ijj28fHRxHRUd3d3/Pjjj6q9q8uWLVOMsms9cBMEQTHqtnr1asVvn60Ct4CAgBJH9lxcXNhBYmXyUTf5+iBHCNyAR78rhw4dwty5c3Hy5Em88cYb9q5SifR6PZ599llJ2b///W9N7G927do1DBw4ULK/nJOTE5577rkKnddW+7mVdZ3/4IMPTB51O3jwoOJ33pajbYCyg+uvv/7i3s42ZvJka3nvB1nehQsXFOmDywrc5OvcDAlK5L188l7MoKAgk7Nbubm5ITIyUtIzvnnzZrPnnZeXfLTNx8cHgYGBVn1PS7Bm4KaFgMJRtWzZEnXr1pWkfd+7d68icIuMjNTMFCdnZ2fMnz8fjRs3xptvvlnqDYfWAzfgUcdL8amRW7ZskTxfu3Ztm06HjoiIwIULFxTlderU0eSISWXSsGFDyUwT+b5njhK4AY+ux/JrslaNGDECixcvNj5OTU3F0aNH8dhjj9mtTg8ePEBcXJxiS44JEyagcePGFTq3PHC7efMmkpKSEBoaWqHzysmv856enooMk/Hx8Rg8eHC5zykfbWvcuDFiY2MrVE9T+fr6Ijw8XNKxsmvXLsUWO2Q9Jt+NPP/882X+UcXIp0n6+fnBz8+v1NfIR9xu3bqlWNwNVCwxSXHy6ZLbtm1TpD22NLVpko5wMyUP3NLS0pCVlWXWueRBBQM386klpNi9e7fi39je0yTVvP7664iPjy8xYYqHh4fquiGtKWvEvE+fPnB2drZRbUqeLsn1bdZX1vfVkQI3R9KlSxdFB6g9k5SIoojx48crRnGioqIwa9asCp+/adOmiu+aNaZLygO3UaNGKZa8mDLqduHCBWzcuFFS9sYbb9j099GA69zsq0LdyKmpqUhMTLRqVp6qSL5WpTx7rDVt2lSRJU8tQUlFEpMUJw/c7t69i8TERLPOVV6Otr7NQG2DbPnIWXncvHlT0QPJqZIVI79R//nnn5GZmSkp02LgBgADBgzA3r17VTclDg4O1swoYWk6dOhQaueLraZJGpSUoITr26yPgZt9CIKg2NNtzZo1dlu39MUXX+Cbb76RlDVt2hRr1qyxSEZOW61zk0/1bdeunWKf4zNnzmD9+vXlOt+CBQskMyy8vLzwwgsvVLie5pBfE3/55RezO6PJdGZd2deuXYuAgAC0bNkSTzzxBIKDgxEQEKDJPUAckSkZJQ3Kk6AkPz9fMZpg7tYO/v7+itGeDz/8UHXTVEvIy8tTBJ2OErjp9XrFNAxzEpTIgz13d3dFmngyjTxwK76eAlBPf6wlnTt3xpEjR9C8eXNJuS33nKsILy+vEn/fXF1dER0dbdP61KtXT3WKKUfcrI+Bm/0MHz5c8jgjI8Mm69bl9u3bp9jI3NPTExs3boS3t7fF3kceuCUkJFh0I+nMzEycP39eUta2bVvExcUpfu/KM+qWmZmJZcuWScrGjBmD6tWrW6bCJnriiSckewAWFhZi//79dqlLVWRy4LZlyxYMHToUNWrUwEcffYTvvvsOs2fPRo0aNTB06FBs3brVGvWsUkzJKFmc2jq34pKSkhS9aBXZk0++LcC2bdsQHByMZcuWWfRHEHjUe1W87oIgOFQiHEusc5MH3a1atbLLNInKpEmTJqUGZlodbSsuMDAQhw8fRv/+/QE8+q5NmjTJzrUqv5I6YHr06AEvLy8b10Z91I0jbtbHwM1+AgMD8fjjj0vKbD1d8vLlyxg0aJBiycWKFSvMTv9fEnkbv3PnjmKmU0XIO1l1Oh1CQkLg5OSkGHU7ffo0NmzYUOr5li1bhvv37xsfOzk54fXXX7dYfU3l6emp+L5wuqTtmBy4zZo1C9HR0Thx4gTeeecdDBs2DBMnTsTJkyfRq1cvzJw506yKZGdnY+LEiYiOjoavry8EQVDdzHLUqFEQBEHxFxwcbNb7ak1eXh5SU1MlZeUZcQPUM0sWH1qXj/I0adKkQpnS5NmogEc/gGPGjEG3bt0UAWhFyKdJhoSEKNJHa5klAjdmlLSO0tLAR0VF2bAm5qtduzY2btyIhw8f4tixYw6xvs2gpOQjtp4maaD2feCIm/UxcLMv+XTJn3/+Gffu3bPJe+fk5CA2NhYZGRmS8n/84x8YOHCgxd8vICBA0WFnyemS8ut7aGgo9Ho9AGDgwIGKGTiljboVFBTgs88+k5QNGDCgwklaKorr3OzH5MDtxIkTGDdunGL9hCAIGDdunFlrd4BHm68uWbIEeXl5ZWbJcXd3R2JiouTvhx9+MOt9tSYlJUWSrh9AubMdyUfcbt++jcuXLxsfWyoxiUGrVq2wYsUK1eH6Q4cOGXv+i2dSMpejrm8zkAduSUlJisyhZWFGSeuQbwtgoLYWQuuKT19xFCW1ZXsFbvKN2QGOuNmCv79/qc8zcLOuIUOGSPafy8vLw9q1a63+vqIoYuzYsYpgp0+fPvjggw+s9r7yDhprBm7Fr/9OTk54//33Jc+fOnUKP/30k+q5NmzYILmPA2y/BYAaeeB29uxZXL9+3U61qVpMDtycnZ1LXLSan59v9oL4gIAA3L17F/v27cPs2bNLPdbJyQmdO3eW/FWWm1j5KFXjxo3LPV2ocePGihG04uvcSvsxMdfIkSORnJysOvpWUFCAOXPmIDQ0FJs2barQ+zh64BYeHi55XFBQYNKI5MOHD5GcnCwpqyzfeXsrKThr164dfHx8bFybqic4OFjxG9e6dWsEBATYpT4+Pj7o2rWrpKyinVxUNnd3d9VEO8CjtZCGEQuyDm9vb8XyB1tMl5w/fz6+//57SVlQUBBWrVpl1QRL8t/9ffv2KTrNzVXWvdagQYMQEhIiKZs+fbrqqJt8C4COHTsqpinaQ4cOHRSd9nv27LFTbaoWk1tFx44dMWfOHOTm5krK8/LyMG/ePLP33DFMeazqzMkoaSAIQonr3AoLC1WzHFlC/fr1sWbNGmzbtk11A9v09HQ888wziIuLw9WrV00+/59//olLly5JyhwtcPPy8lIkkDBlumRKSooicYal5/1XVXXr1lVcRAHHWN9WGTg7OyuuG/YabTP4/PPPERISgpo1a+Kjjz5iEiAbKWnUjaNttiGfLnngwAHJPouWtmPHDkycOFFS5uXlhY0bN1p9KYQ8cMvMzFTcI5kjLy8PSUlJkjJ54Obs7KwYdTt58qTi3/qXX35RZOt+6623NHGvrNPpFLMTOF3SNkzOrTp9+nRERkaiadOmGDx4MOrWrYvr169j/fr1uH37tk0i7tzcXNStWxe3bt1CvXr1EBsbiw8++KDUrEN5eXnIy8szPjakLs3Pz1fcEFeU4XzmnFceuLVs2dKk84SHh2Pnzp3Gx0ePHkV+fj5SUlIUUxZbtWpl0c/es2dPHD9+HB999BHmzZunOPeGDRuwc+dOTJ06FePHjy93at9Dhw5JHnt5eaFZs2YW/3+ztjZt2ki2zvj9998xatSocr1WnmgmICAAnp6eDvdvoFURERGKi22PHj3472sj77zzjvGi7+vri5dfftmu//ahoaGSmzh+D2yjQYMGqjfPtWvXLvP/oCLXXXokKioK3t7euHPnjrEsLi4OS5cuxbBhwyz6XufPn8fQoUMlo0yCIGDFihUIDAy0+v+jr68vmjdvLrkm79q1q8Jrx0+ePKlIsBISEqL4PLGxsQgKCsK5c+eMZdOmTUNMTIwxMPv4448lr/H390f//v018x2PiIiQBJu7du3Cw4cPTQ4stdR2tVCHspgcuD3xxBPYsWMHJk+ejEWLFkEURTg5OaFTp05YvXq11Ydw27RpgzZt2hhHovbt24dPPvkEu3fvxtGjR1GtWjXV182ePRvTp09XlO/YsQMeHh5WqWvxAKq8jh49KnlcUFCALVu2lPv18gbzyy+/YPPmzYpUrd7e3qr7vFlCp06d8Mknn2Dx4sWK6YD379/HO++8gy+++ALjxo1TjEKpWb16teRx48aNsX37dovW2Rbc3d0ljxMSEsr9fyvviatTp45J3wsqnXyqnouLC7KysvhvbEMLFy5EamoqwsPDrfbbRNpWUoKGoqKicrdFc6679D+9e/eWXHMLCwsxevRoHD58WLF/q7lyc3MxadIk3L17V1L+3HPPwcnJyWa/u02bNpUEbmvXrq1wojv5969evXo4ePCg6rF9+vSRBG4nT57EtGnT0KlTJ9y6dQvx8fGS43v27Kmp77e88/3q1atYunQpGjRoYNb5tPDZcnJy7F2FMpm1m2H37t2RmJiInJwc3L17F7Vq1bJa8CMnX5QZFRWFtm3bYtCgQfj6669LXLQ5ZcoUvP3228bHWVlZaNiwIaKjoy2+F0Z+fj527tyJqKgok5IFZGVlKfZBGzZsmEk9QCEhIZgzZ47xcXZ2NkJCQhSBW+fOnRETE1Pu85pj7NixWLlyJSZNmqTIFnXx4kVMmjQJ48ePx7Rp00pdxyef4x0TE2P1uluDTqeTrBm4fPkyevfuXa6U/p9//rnkcWRkpEP+G2hVz549sWHDBuNF9KWXXsKAAQPsXCuiquXMmTOqWwqFhoaW+Xtn7nWXpKKjo+Hi4oLvvvtOUv7111+jfv36ePfddys0VU8URQwdOlSRcCM2NhbffPONVde1yd2/f1/SCXzu3LkKf3/kncpdunQp8bvbu3dvbN68WRK8bd26FdOmTcOUKVMkHRkeHh6YO3duhTKBW5ooipg9ezauXbtmLCsoKDD53kRLbdcRNhKv0Db0Hh4eNgvYSjNgwAB4enoqElgUp9frVRc3u7i4WO2LYuq55dsAODs7IywszKRzNGvWDD4+Prh9+7ax7NSpU4qMhO3bt7dJA3nhhRcQGxuLyZMn4+uvv5Y8V1RUhIULF2Ljxo1YtGiR6rqWgoICxUbiXbt2tXvjNod837nc3FxcuHBBdX2VnHwPt3bt2jnkv4FWubi4YNeuXVixYgVu3ryJmTNn8t+XyMZKSnFep06dcrdHa17TqwIXFxcsX74c3t7e+PTTTyXPTZ8+HZmZmfj444/NCrAuXbqECRMmKPYtCw0NxXfffWfzBDTydcz379/H8ePHFcmJTGHKvZaLiwvef/99yQboJ06cQHx8vGLD7dGjR8PPz8/sellLZGSkpEM6ISHB7D3mtNB27f3+5WG7rg0rM0zZdGTyaYVBQUEm/5AJgqDYz+3o0aMW3wrAFN7e3liyZAkOHjyommzlypUr6NevHwYPHqxIJ3v27FnF2jxzE+DYm5+fn2IKQXkSlNy4cQM3b96UlDGjpOX5+/tj4sSJ6NmzJ9zc3OxdHaIqp6S93JicxLacnJwwf/58zJgxQ/Hcp59+ir/97W+KdVylyc7Oxrvvvovg4GDF9L+aNWti48aN5c6ebUl16tRRJPmqSIKNwsJCReBWVvbuoUOHokWLFpKy0aNHIzMz0/hYEAS88cYbZtfLmuTB7549eyyWnZPUOXak81/r1q1DTk6Ow2UalKtIRsni5Jkl169fr9hI0x7prbt27Ypjx45h9uzZqjfG69atQ8uWLfHVV18Zpwj88ssvkmOaNm2qyV6n8jJnI275hcDDw0M1eycRkSMrKXAraZsAsh5BEPDee+8ppukDwLfffovBgweXuRdpYWEhli1bhubNm2P27NmSBHHAowBxzZo1ds3aGhUVJXlckXVWaWlpio7msgI3tQyT8n+nvn37lisfgD3I90HNzMzkGmUr01TgtnXrVqxbtw4///wzgEebFK9bt84YmKWnp6Nr165YuHAhtm7dim3btmHKlCl4/vnnERoaijFjxtj5E1SMfMTN3MBNPuKWlpYmeezj41PiBdLaXFxcMHnyZJw+fVp14+PMzEy8/PLL6NatG86ePevw+7fJWSJwa9WqVbnWxREROZIGDRqorp/iiJv9jB8/HitXrlRcczZu3Ig+ffogOztb9XUJCQno0KEDxowZgxs3biier1mzJlatWoXevXtbpd7lJR8xOnLkiNnrnOTX87p166Ju3bplvk5t1K04LWy4XZIGDRqgZcuWkjJuC2BdmgrcXnnlFQwePBgvvPACgEcZfgYPHozBgwfj5s2bqF69OurUqYP58+dj4MCB6N+/P+Lj4/H666/j0KFD8PT0tPMnqBh54GbuPl3yETe5tm3b2n0fkGbNmmHnzp1YsWKF6ibHhw4dQtu2bRXTKhw9cJOPdB47dgyiKJb6Gvn6Nk6TJKLKyNXVFXXq1FGUM3Czr2HDhmHjxo2KmTJ79uxBZGSkZE39+fPnERcXh4iICNWtHZydnfHaa68hLS0NQ4cOtXbVy9StWze4uroaHxcWFmLfvn1mnUv+ecsabTPQ6XR47733VJ9r06aNYr80rZF3wjNwsy5NBW6XLl2CKIqqf40bN0atWrWwfv16XLx4ETk5OcjLy0Nqair+9a9/WX2zRmu7ceOGIqOkuSNuDRs2LHVqiT2mSaoRBAEjR45ESkoKRo4cqXg+Pz9f0fPl6IGb/If83r17SE9PL/U18hG3iu4zQ0SkVWqzQRi42V/fvn2xbds2xVq0o0ePolu3bkhOTsbEiRMREhKiSD5iEBMTg9OnT2PBggWqHbb24OnpqdjGytzAQz7iVt7ADXi0FYLalFGtbLhdGvmo5aFDhxwirb6j0lTgVpXJR9vc3d3RpEkTs84lCEKpo25aCdwMateujRUrVmDnzp2lrt3S6/UOP9rUqFEjRTrf0qZLPnz4EMnJyZIyR/83ICIqCQM37erevTsSEhIUHcNJSUkICQnB3Llz8fDhQ8XrQkJCsG3bNmzevFkxrU4L5IGHOevcRFFUXMvDw8PL/XqdTqdY61a3bl1NjEqWpUePHpLkgA8fPsShQ4fsWKPKjYGbRsgDt9DQ0AqtY5KvcytOa4GbQa9evXD69GlMnjxZ9bO3b99eMqXBEQmCYNI6t+TkZEX2LnOn0BIRaZ08cHNzc3P4ZRCVSbt27XDgwIFyrZP38fHBokWLcPLkSbuvZSuNPEFJcnIyrl69atI5rl27ppg1ZcqIG/BoSqph/1CdToclS5bYfIsEc9SoUQOPPfaYpIzTJa2HgZtGWCqjpEFJI25eXl4IDAys0LmtycPDA7Nnz8axY8cUPwRq0ykdkSmBm3yaZOPGjR1+WjARUUnkAYGvr6/mp4pVNcHBwTh48GCJCTV0Oh3efvtt/PHHHxg3bhx0ugptGWx17du3R82aNSVlu3fvNukc8uu4l5eXydmfnZ2dER8fj5SUFNy8eVN1b1utko9aMnCzHgZuGmGpjJIGJY24hYeHO8R+d61bt8bhw4exfPlyDB06FAsWLHD4rKEGaglKSsLEJERUlcin0mm5o7Eqa9SoEQ4cOKDoiOzXrx/Onj2Ljz/+WLEsQKucnZ3Rs2dPSZmp0yXVpkmac68lCAKCgoIc5t/OQJ6g5Pjx45KkNWQ52r+DrwKKiopw9uxZSVlFp8P5+/ur7nem1WmSapydnTFq1CisXr0ar732WqVJgS+/0F27dk2xwbaBfMSNgRsRVWbR0dHGJFRubm6YMGGCnWtEJfHz88P+/fsxd+5cvPnmm9izZw9++umnUlPba5XaiFFZGZ+Lq0hiksqgS5cucHd3Nz4WRRGff/65SRu1U/kwcNOA9PR03L9/X1JW0RE3QRBUR90cKXCrrFq0aAEPDw9Jmdp0SVEUmVGSiKoUnU6HAwcOIDExEampqejTp4+9q0SlqFatGiZMmIBPPvkEERER9q6O2eTr3G7cuKGYCVUac7cCqCz0ej26desmKZs2bRpatmyJVatWobCw0E41q3wYuGmA/MehVq1aqFevXoXPq7bOjYGb/Tk7OysCMLXATW2LCI64EVFlp9Pp0Llz53IlwCCyhMDAQAQEBEjKyrtO6969e7h48aKkrKoFbgBUO1nS0tIwfPhwtG7dGvHx8SgqKrJDzSoXBm4aoLa+zRKLseWBm5ubG4KDgyt8Xqo4+Y+62jo3+Wibp6enyYudiYiIqHSCIChG3cq7zk0+2ubi4qLJbQ+s7W9/+xtiYmJUn0tKSsKgQYPQoUMHbN682aRpqCTFwE0D5BklLZXuPTIyUrLO7dlnn9V8dqeqQj7yqTbiJg/cWrVq5RCJZYiIiByNfJ3bvn37VPelk5Nfv8PCwhx+6yJzeHh4YNOmTdi+fTs6duyoeszx48fRt29fPP744yavI6RHeBeoAZbOKGng6emJAwcO4LXXXsOMGTOwaNEii5yXKk4+4paWloasrCxJGTNKEhER2UZkZKRktlNOTg4SExPLfF1VT0xSnCAIiI6Oxi+//IKffvqpxHX5R44cQVRUFCIiIrhZt4kYuNlZfn4+UlJSJGWWCtyAR4kwFixYgPfee4+bmGpIWFiYYvRTPsLGjJJERES2Ubt2bUXQVZ51bgzclARBQL9+/XD8+HH88MMPJS7T2bdvHyIiIjB9+nT89ttvNq6lY2LgZmepqanIz8+XlFkycCNt0uv1CAkJkZQV//HPy8tTBPTMKElERGQ98umSZa1zy83NRXJysqSMgdv/ODk5YciQIThz5gy+++67EtfpHz9+HE888QQuX75s4xo6HgZudiafJtmgQQOH23iRzFPaRtzJycmK/U8YuBEREVmPPEHJ0aNHcffu3RKPP3v2rCTVvSAInB2jwtnZGSNGjEBKSgqWLFmimjF2yJAhaNSokR1q51gYuNmZtda3kfbJe+WKj7jJp0k2bdoUXl5eNqkXERFRVdS1a1fo9Xrj46KiIiQkJJR4vHyaZPPmzVGtWjVrVc/hubi4YOzYsfjjjz+wcOFC1K1bF8Cjkbn33nvPzrVzDAzc7MxaGSVJ++SBW1JSEvLy8gAoAzeOthEREVmXu7s7nnzySUlZadMl5YFbeHi4NapV6ej1erz66qs4f/48PvroI/Tr1w8tWrSwd7UcAgM3O+OIW9Uln05RUFBg/D4woyQREZHtyde5lZaghIlJKsbDwwNvv/02Ro0aZe+qOAwGbnb0119/4cKFC5IyBm5VR/Xq1dGsWTNJ2bFjxyCKIjNKEhER2YF8ndsff/yB9PR0xXGFhYWKTlYGbmRtDNzsKCkpSbL5oCAIikyDVLmpbcR9/fp1ZGRkSMo5VZKIiMj6wsPD4ePjIylTG3VLTU1FTk6OpIyBG1kbAzc7kqd7b9asGdzd3e1UG7IHtQQl8h68atWqoUmTJrasFhERUZXk5OSEyMhISZnaOjf5NMn69evDz8/PqnUj0pV9CFnLiBEj0Lt3b5w5cwZnzpxRbMhMlZ88cDt58qRkWwDg0WibkxP7WIiIiGwhKioKP/74o/Hx7t27UVRUJLkWc30b2QMjBTvz8/NDz5490bNnT3tXhexA/kOfm5uLtWvXSso4TZKIiMh25AlKMjIycPLkSck1+8SJE5JjGLiRLbAbn8iO/Pz80KBBA0mZ/GLAxCRERES207hxY0XysOLTJUVR5FYAZBcM3IjsrKxeOgZuREREtlXatgBXr17F7du3Jc9zxI1sgYEbkZ2V9WPPLSKIiIhsS74twIEDB/DgwQMAyvVtNWrUYBIxsgkGbkR2VlrgFhgYCC8vLxvWhoiIiCIiIiTJSB48eIBDhw4BUAZu4eHhEATBpvWjqomBG5GdlRa4cZokERGR7dWqVQsdOnSQlBnWuTGjJNmLZgK37OxsTJw4EdHR0fD19YUgCJg2bZrqsceOHUOvXr1QrVo11KxZE3Fxcbhw4YJtK0xkIQEBAahVq5bqc8woSUREZB8lrXNj4Eb2opnA7fbt21iyZAny8vIQGxtb4nEpKSno0aMHHj58iB9//BHffPMNUlNT8eSTT+LWrVu2qzCRhQiCUOKPPkfciIiI7EO+zu3YsWP4448/cPnyZUk5AzeyFc3s4xYQEIC7d+9CEARkZGRg6dKlqsf985//hF6vx6ZNm1C9enUAQPv27dG8eXPMmzcP//rXv2xZbSKLaNu2Lfbs2aMoZ+BGRERkH126dIGHhwdycnIAPNoGYP78+ZJj9Ho9goOD7VE9qoI0M+ImCEKZCzsLCgqwadMmDBw40Bi0AY+CvoiICGzYsMHa1SSyCrXeOi8vLwQEBNihNkRERKTX69GtWzdJ2bfffit5HBYWBhcXFxvWiqoyzYy4lcf58+eRm5uruu6ndevW2LlzJx48eAA3NzfF83l5ecjLyzM+zsrKAgDk5+cjPz/fovU0nM/S56XKq1WrVqplhYWFKCwstEONqia2XSLHxLZL1tKzZ09s27bN+NiwJYBBmzZt+L2rAC21XS3UoSwOFbgZNjv09vZWPOft7Q1RFHH37l3Uq1dP8fzs2bMxffp0RfmOHTvg4eFh+crif9mHiMpSWFgIvV4v6VyoUaMGtmzZYsdaVV1su0SOiW2XLM3V1bXU53U6Ha/VFqCFtmuYEqtlDhW4GZQ2pbKk56ZMmYK3337b+DgrKwsNGzZEdHS0ZNqlJeTn52Pnzp2Iiori8DmVW/v27XH48GHj49jYWMTExNixRlUP2y6RY2LbJWsRRREffvghbt68qfr88OHD0blzZxvXqvLQUts1zMbTMocK3Hx8fAD8b+StuDt37kAQBNSsWVP1tXq9Hnq9XlHu4uJitS+KNc9Nlc/f//53HDlyBEVFRfD398dzzz3H74+dsO0SOSa2XbKGXr164fvvv1eUC4KAdu3a8TtnAVpou/Z+//LQTHKS8ggMDIS7uztOnz6teO706dNo1qyZ6vo2IkcQFxeH48eP44cffsCZM2fg5eVl7yoRERFVefJtAQyCgoLg6elp49pQVeZQgZtOp8MzzzyD9evXIzs721h++fJl7N27F3FxcXasHVHFtW7dGkOGDEGNGjXsXRUiIiKCciNuA+7fRramqamSW7duxV9//WUMypKSkrBu3ToAQExMDDw8PDB9+nR07NgRffv2xeTJk/HgwQP885//RO3atfH3v//dntUnIiIiokrG398fwcHBSElJkZSHh4fbp0JUZWkqcHvllVeQnp5ufLx27VqsXbsWAHDx4kU0btwYwcHBSEhIwKRJkzBo0CDodDr07NkT8+bNg6+vr72qTkRERESVVK9evRSBG0fcyNY0FbhdunSpXMe1b98eu3btsm5liIiIiIjwaJ3b559/Lilj4Ea25lBr3IiIiIiIbC0yMhINGzaUPK5du7Yda0RVkaZG3IiIiIiItMbT0xPr16/Hxx9/DC8vL7z77rv2rhJVQQzciIiIiIjK0KFDB6xevdre1aAqjFMliYiIiIiINI6BGxERERERkcYxcCMiIiIiItI4Bm5EREREREQax8CNiIiIiIhI4xi4ERERERERaRwDNyIiIiIiIo1j4EZERERERKRxDNyIiIiIiIg0joEbERERERGRxunsXQF7EUURAJCVlWXxc+fn5yMnJwdZWVlwcXGx+PmJyDrYdokcE9sukWPSUts1xASGGEGLqmzglp2dDQBo2LChnWtCRERERERakJ2djRo1ati7GqoEUcthpRUVFRXh2rVr8PLygiAIFj13VlYWGjZsiCtXrqB69eoWPTcRWQ/bLpFjYtslckxaaruiKCI7Oxv169eHk5M2V5NV2RE3Jycn+Pv7W/U9qlevbvcvIRGZjm2XyDGx7RI5Jq20Xa2OtBloM5wkIiIiIiIiIwZuREREREREGsfAzQr0ej2mTp0KvV5v76oQkQnYdokcE9sukWNi2zVNlU1OQkRERERE5Cg44kZERERERKRxDNyIiIiIiIg0joEbERERERGRxjFwK+b+/ft48803Ub9+fbi5uSE8PBxr1qxRHHfs2DH06tUL1apVQ82aNREXF4cLFy6onnPhwoUIDg6GXq9HkyZNMH36dOTn5yuOu3nzJkaNGoXatWvDw8MDXbp0we7duy3+GYkqI0u23dTUVEyYMAHt27dHzZo14e3tja5du2LdunWq7822S2Q+a1x3DZKSkqDX6yEIAn777TfF82y7ROaxRrtNT0/HCy+8gPr160Ov16NBgwYYMGCA4rgq325FMoqKihJr1qwpLl68WNyzZ484ZswYEYC4atUq4zHJycmil5eX+OSTT4qbN28W4+PjxdDQULF+/frizZs3JeebOXOmKAiCOGXKFHHv3r3inDlzRFdXV3Hs2LGS4x48eCCGhYWJ/v7+4sqVK8UdO3aI/fv3F3U6nZiQkGCTz07kyCzZdhcuXCgGBweLs2bNEnfs2CFu2bJFfP7550UA4vTp0yXvy7ZLVDGWvu4aFBQUiJ06dRLr168vAhCPHj0qeZ5tl8h8lm63p0+fFn18fMSOHTuKq1atEvft2yeuWbNGHD16tOQ4tltRZOD2X5s3bxYBiN9//72kPCoqSqxfv75YUFAgiqIoDh48WKxdu7aYmZlpPObSpUuii4uLOHHiRGNZRkaG6ObmJr744ouS882aNUsUBEE8e/assWzRokUiAPHw4cPGsvz8fDEkJER87LHHLPo5iSobS7fdW7duiUVFRYr36dOnj+jh4SE+ePDAWMa2S2Q+S7fd4ubOnSs2aNBA/Oyzz1QDN7ZdIvNYut0WFRWJ4eHhYnh4uOT6qobtloGb0ZgxY8Rq1aqJ+fn5kvLvv/9eBCAeOnRIzM/PF93d3cWXXnpJ8fro6GixefPmxscrV64UAYiJiYmS465duyYCEGfNmmUs69WrlxgUFKQ454cffigCEK9evVrRj0dUaVm67ZZk+vTpIgDx2rVrxjK2XSLzWavtpqamiu7u7uJPP/0kLl++XDVwY9slMo+l221CQoIIQPz222/LfG+2W1HkGrf/OnPmDFq2bAmdTicpb926tfH58+fPIzc311gmPy4tLQ0PHjwwHg8ArVq1khxXr1491K5d2/i84diSzgkAZ8+ercAnI6rcLN12S7J37174+vrCz89P8t5su0TmsUbbFUURY8aMQd++fdGvX79S35ttl8h0lm63+/fvBwB4eXkhJiYGbm5uqFatGvr27YuUlBTFe1f1dsvA7b9u374Nb29vRbmh7Pbt27h9+7akTH6cKIq4e/eu8Xi9Xg9PT0/VYw3nKu97E5E6S7ddNUuXLkVCQgLee+89ODs7m/TeRKTOGm130aJFOH36NBYuXFjh9yYiJUu32//7v/8DAIwePRr169fH5s2bsXjxYpw5cwZPPvkkrl+/btJ7V3a6sg+pOgRBKNdzlj7O1GOJSMoabdJg69atGD9+PAYNGoTXXnvN7PcmIiVLtt309HRMmTIFn376KerUqWOx9yYiKUu226KiIgBAly5dsHTpUuPzYWFhaNu2LRYtWoSZM2ea/N6VFUfc/svHx0c1Ur9z5w6AR9G8j48PAPWI/s6dOxAEATVr1jSe78GDB8jJyVE9tniPQXnem4jUWbrtFrd9+3bExcUhKioKq1atUlwU2HaJzGfptjt+/HiEhYVh4MCBuHfvHu7du2e8Bt+/fx+ZmZkmvTcRKVnjfhkAevfuLTkuPDwc9erVw7Fjx0x678qOgdt/tWrVCsnJySgoKJCUnz59GsCjyD8wMBDu7u7GMvlxzZo1g5ubm/F8xV9v8OeffyIjIwNhYWGS9y7pnIb3JiJ1lm67Btu3b0dsbCy6d++O+Ph4uLq6qr432y6ReSzdds+cOYMjR46gVq1axr/x48cDACIiIhAQECB5b7ZdItNZut2qrVkzEEURTk7/C1XYbsF93Ay2bNkiAhDXrFkjKX/qqack6U2HDBki+vn5iVlZWcZj0tPTRVdXV3HSpEnGstu3b4tubm7iyy+/LDnf7NmzFdsBfPHFFyIA8ciRI8ay/Px8MTQ0VOzUqZNFPydRZWPptiuKorh9+3bRzc1N7NWrl5ibm1vie7PtEpnP0m03MTFR3Lt3r+Rv0qRJIgBx8eLF4oEDB4zHsu0SmcfS7fbu3buih4eHGBUVJTnf77//LgIQZ8yYYSxju+V2ABJRUVFirVq1xCVLloh79uwRx44dKwIQV65caTwmOTlZrFatmtitWzdxy5Yt4vr168WwsLBSN+B+9913xYSEBHHu3LmiXq9X3YA7NDRUbNiwobhq1Spx586d4oABA6rUhoJEFWHJtnvgwAHR3d1dbNy4sbhnzx4xMTFR8ld8Txq2XaKKsfR1V66k7QDYdonMZ+l2O2/ePBGA+Pzzz4vbtm0Tv/32W7Fhw4Zio0aNxNu3bxuPY7tl4CaRnZ0tvv7662LdunVFV1dXsXXr1uLq1asVx/32229iZGSk6OHhIVavXl2MjY0V09LSVM/52WefiS1atBBdXV3FRo0aiVOnThUfPnyoOO7PP/8UR44cKXp7e4tubm5i586dxZ07d1r8MxJVRpZsu1OnThUBlPi3d+9eyfFsu0Tms8Z1t7iSAjdRZNslMpc12u3XX38thoWFia6urqKPj484bNgw8cqVK4rjqnq7FURRFG03MZOIiIiIiIhMxeQkREREREREGsfAjYiIiIiISOMYuBEREREREWkcAzciIiIiIiKNY+BGRERERESkcQzciIiIiIiINI6BGxERERERkcYxcCMiIiIiItI4Bm5EROTQ+vbti5o1a+LKlSuK5+7cuYN69eqha9euKCoqskPtiIiILIOBGxERObSlS5dCp9NhzJgxiudeffVVZGdnY8WKFXBy4iWPiIgcF69iRETk0OrWrYsvvvgCO3bswFdffWUs37BhA1avXo25c+eiWbNmVq1DYWEh8vLyrPoeRERUtTFwIyIihzdkyBAMHToUEyZMwKVLl3D79m28/PLLiIqKwiuvvILffvsN/fr1g7e3N9zc3NC2bVv8+OOPknPcunUL48aNQ0hICKpVqwY/Pz/07NkTBw4ckBx36dIlCIKAOXPmYObMmWjSpAn0ej327t1ry49MRERVjM7eFSAiIrKERYsWYd++fXjhhRfg6+uLhw8f4ptvvsHevXvx1FNPoVOnTli8eDFq1KiBNWvW4Nlnn0VOTg5GjRoF4NF6OACYOnUq6tati/v372PDhg3o0aMHdu/ejR49ekjeb8GCBWjRogXmzZuH6tWro3nz5jb+xEREVJUIoiiK9q4EERGRJWzduhUxMTEAgH//+98YPnw4WrZsCXd3d/z666/Q6f7XX/nMM8/g999/x9WrV1XXvxUWFkIURTz11FOoXr061q9fD+DRiFuTJk0QGBiI5ORkuLi42ObDERFRlcapkkREVGk8/fTT6Ny5M5o3b47hw4cjLS0NKSkpGDZsGACgoKDA+BcTE4Pr16/j3LlzxtcvXrwY7dq1g5ubG3Q6HVxcXLB7924kJycr3qtfv34M2oiIyGYYuBERUaWi1+vh6uoKALhx4wYAYMKECXBxcZH8jRs3DgCQkZEBAJg/fz5eeeUVdOrUCfHx8Thy5AiOHj2Kp556Crm5uYr3qVevno0+EREREde4ERFRJVa7dm0AwJQpUxAXF6d6TFBQEABg5cqV6NGjB7788kvJ89nZ2aqvEwTBgjUlIiIqHQM3IiKqtIKCgtC8eXOcPHkSH374YanHCoIAvV4vKTt16hQSExPRsGFDa1aTiIioTAzciIioUvvqq6/w9NNPo3fv3hg1ahQaNGiAO3fuIDk5GceOHcPatWsBAH379sWMGTMwdepUdO/eHefOncMHH3yAJk2aoKCgwM6fgoiIqjoGbkREVKlFRETg119/xaxZs/Dmm2/i7t278PHxQUhICIYMGWI87h//+AdycnKwbNkyzJkzByEhIVi8eDE2bNiAhIQE+30AIiIicDsAIiIiIiIizWNWSSIiIiIiIo1j4EZERERERKRxDNyIiIiIiIg0joEbERERERGRxjFwIyIiIiIi0jgGbkRERERERBrHwI2IiIiIiEjjGLgRERERERFpHAM3IiIiIiIijWPgRkREREREpHEM3IiIiIiIiDTu/wGgN4GULoYjhwAAAABJRU5ErkJggg==", "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": 0.010085, "end_time": "2025-12-18T22:45:44.080023", "exception": false, "start_time": "2025-12-18T22:45:44.069938", "status": "completed" }, "tags": [] }, "source": [ "## BaffinBay" ] }, { "cell_type": "code", "execution_count": 22, "id": "64bdc239-6eef-4838-93d4-340528c4cde1", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:44.101127Z", "iopub.status.busy": "2025-12-18T22:45:44.100917Z", "iopub.status.idle": "2025-12-18T22:45:44.378227Z", "shell.execute_reply": "2025-12-18T22:45:44.377854Z" }, "papermill": { "duration": 0.289149, "end_time": "2025-12-18T22:45:44.379212", "exception": false, "start_time": "2025-12-18T22:45:44.090063", "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": 0.010743, "end_time": "2025-12-18T22:45:44.401997", "exception": false, "start_time": "2025-12-18T22:45:44.391254", "status": "completed" }, "tags": [] }, "source": [ "## Maritime" ] }, { "cell_type": "code", "execution_count": 23, "id": "9215bd4f-3bb8-41b7-a4b5-98d228cedfc6", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:44.424077Z", "iopub.status.busy": "2025-12-18T22:45:44.423827Z", "iopub.status.idle": "2025-12-18T22:45:44.659732Z", "shell.execute_reply": "2025-12-18T22:45:44.659362Z" }, "papermill": { "duration": 0.248244, "end_time": "2025-12-18T22:45:44.660775", "exception": false, "start_time": "2025-12-18T22:45:44.412531", "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": 0.010819, "end_time": "2025-12-18T22:45:44.683160", "exception": false, "start_time": "2025-12-18T22:45:44.672341", "status": "completed" }, "tags": [] }, "source": [ "## SouthernOcean60S" ] }, { "cell_type": "code", "execution_count": 24, "id": "1bed67b9-8a1a-4852-b49d-9c646f161e85", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:44.706825Z", "iopub.status.busy": "2025-12-18T22:45:44.706619Z", "iopub.status.idle": "2025-12-18T22:45:44.948449Z", "shell.execute_reply": "2025-12-18T22:45:44.948094Z" }, "papermill": { "duration": 0.255084, "end_time": "2025-12-18T22:45:44.949478", "exception": false, "start_time": "2025-12-18T22:45:44.694394", "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": 0.013263, "end_time": "2025-12-18T22:45:44.974982", "exception": false, "start_time": "2025-12-18T22:45:44.961719", "status": "completed" }, "tags": [] }, "source": [ "## EGreenlandIceland" ] }, { "cell_type": "code", "execution_count": 25, "id": "56262637-8837-49a4-969d-da4bc203a2b1", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:45.000648Z", "iopub.status.busy": "2025-12-18T22:45:45.000438Z", "iopub.status.idle": "2025-12-18T22:45:45.284070Z", "shell.execute_reply": "2025-12-18T22:45:45.283659Z" }, "papermill": { "duration": 0.298118, "end_time": "2025-12-18T22:45:45.285343", "exception": false, "start_time": "2025-12-18T22:45:44.987225", "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": 0.011565, "end_time": "2025-12-18T22:45:45.309434", "exception": false, "start_time": "2025-12-18T22:45:45.297869", "status": "completed" }, "tags": [] }, "source": [ "## GulfOfMexico" ] }, { "cell_type": "code", "execution_count": 26, "id": "c26c8ac6-187f-4649-bafa-47d69525784f", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:45.334696Z", "iopub.status.busy": "2025-12-18T22:45:45.334494Z", "iopub.status.idle": "2025-12-18T22:45:45.616002Z", "shell.execute_reply": "2025-12-18T22:45:45.615607Z" }, "papermill": { "duration": 0.295413, "end_time": "2025-12-18T22:45:45.617121", "exception": false, "start_time": "2025-12-18T22:45:45.321708", "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": 32.101488, "end_time": "2025-12-18T22:45:48.262155", "environment_variables": {}, "exception": null, "input_path": "/glade/u/home/gmarques/libs/mom6-tools/mom6_tools/nb_templates/ts.ipynb", "output_path": "oml_min.ipynb", "parameters": { "long_name": "Thickness of the surface Ocean Boundary Layer calculated by [CVMix] KPP", "variable": "oml_min" }, "start_time": "2025-12-18T22:45:16.160667", "version": "2.6.0" } }, "nbformat": 4, "nbformat_minor": 5 }