{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "3dd8b7cf", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:22:40.586785Z", "iopub.status.busy": "2025-05-14T17:22:40.586614Z", "iopub.status.idle": "2025-05-14T17:22:40.591391Z", "shell.execute_reply": "2025-05-14T17:22:40.591117Z" }, "papermill": { "duration": 0.018084, "end_time": "2025-05-14T17:22:40.592172", "exception": false, "start_time": "2025-05-14T17:22:40.574088", "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": 0.002774, "end_time": "2025-05-14T17:22:40.598114", "exception": false, "start_time": "2025-05-14T17:22:40.595340", "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": "2025-05-14T17:22:40.604246Z", "iopub.status.busy": "2025-05-14T17:22:40.604125Z", "iopub.status.idle": "2025-05-14T17:22:40.922195Z", "shell.execute_reply": "2025-05-14T17:22:40.921537Z" }, "papermill": { "duration": 0.323409, "end_time": "2025-05-14T17:22:40.924346", "exception": false, "start_time": "2025-05-14T17:22:40.600937", "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": "2025-05-14T17:22:40.931249Z", "iopub.status.busy": "2025-05-14T17:22:40.931127Z", "iopub.status.idle": "2025-05-14T17:22:40.936786Z", "shell.execute_reply": "2025-05-14T17:22:40.936524Z" }, "papermill": { "duration": 0.009916, "end_time": "2025-05-14T17:22:40.937638", "exception": false, "start_time": "2025-05-14T17:22:40.927722", "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": "2025-05-14T17:22:40.943967Z", "iopub.status.busy": "2025-05-14T17:22:40.943856Z", "iopub.status.idle": "2025-05-14T17:22:40.969620Z", "shell.execute_reply": "2025-05-14T17:22:40.969354Z" }, "papermill": { "duration": 0.029905, "end_time": "2025-05-14T17:22:40.970520", "exception": false, "start_time": "2025-05-14T17:22:40.940615", "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": "2025-05-14T17:22:40.977345Z", "iopub.status.busy": "2025-05-14T17:22:40.977148Z", "iopub.status.idle": "2025-05-14T17:22:53.212391Z", "shell.execute_reply": "2025-05-14T17:22:53.212051Z" }, "papermill": { "duration": 12.239648, "end_time": "2025-05-14T17:22:53.213460", "exception": false, "start_time": "2025-05-14T17:22:40.973812", "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": "2025-05-14T17:22:53.224193Z", "iopub.status.busy": "2025-05-14T17:22:53.223294Z", "iopub.status.idle": "2025-05-14T17:22:53.321401Z", "shell.execute_reply": "2025-05-14T17:22:53.321103Z" }, "papermill": { "duration": 0.102818, "end_time": "2025-05-14T17:22:53.322396", "exception": false, "start_time": "2025-05-14T17:22:53.219578", "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": "2025-05-14T17:22:53.329938Z", "iopub.status.busy": "2025-05-14T17:22:53.329374Z", "iopub.status.idle": "2025-05-14T17:23:02.408569Z", "shell.execute_reply": "2025-05-14T17:23:02.408299Z" }, "papermill": { "duration": 9.08361, "end_time": "2025-05-14T17:23:02.409312", "exception": false, "start_time": "2025-05-14T17:22:53.325702", "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": "2025-05-14T17:23:02.418556Z", "iopub.status.busy": "2025-05-14T17:23:02.418029Z", "iopub.status.idle": "2025-05-14T17:23:02.507861Z", "shell.execute_reply": "2025-05-14T17:23:02.507562Z" }, "papermill": { "duration": 0.094415, "end_time": "2025-05-14T17:23:02.508864", "exception": false, "start_time": "2025-05-14T17:23:02.414449", "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": 0.002973, "end_time": "2025-05-14T17:23:02.515341", "exception": false, "start_time": "2025-05-14T17:23:02.512368", "status": "completed" }, "tags": [] }, "source": [ "## Global" ] }, { "cell_type": "code", "execution_count": 9, "id": "ea77f10f-3d7e-4191-a3d1-8bcd7318125c", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:02.522216Z", "iopub.status.busy": "2025-05-14T17:23:02.521982Z", "iopub.status.idle": "2025-05-14T17:23:02.698024Z", "shell.execute_reply": "2025-05-14T17:23:02.697733Z" }, "papermill": { "duration": 0.18049, "end_time": "2025-05-14T17:23:02.698964", "exception": false, "start_time": "2025-05-14T17:23:02.518474", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'Global'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "b8b4dc27-3be0-4973-8bdd-4a0de25e4316", "metadata": { "papermill": { "duration": 0.003632, "end_time": "2025-05-14T17:23:02.706694", "exception": false, "start_time": "2025-05-14T17:23:02.703062", "status": "completed" }, "tags": [] }, "source": [ "## PersianGulf" ] }, { "cell_type": "code", "execution_count": 10, "id": "11b61be4-fdcf-475c-a524-2a3ac8c76ecf", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:02.714663Z", "iopub.status.busy": "2025-05-14T17:23:02.714509Z", "iopub.status.idle": "2025-05-14T17:23:02.899689Z", "shell.execute_reply": "2025-05-14T17:23:02.899403Z" }, "papermill": { "duration": 0.19021, "end_time": "2025-05-14T17:23:02.900638", "exception": false, "start_time": "2025-05-14T17:23:02.710428", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 0.00402, "end_time": "2025-05-14T17:23:02.940838", "exception": false, "start_time": "2025-05-14T17:23:02.936818", "status": "completed" }, "tags": [] }, "source": [ "## RedSea" ] }, { "cell_type": "code", "execution_count": 11, "id": "a40d43fe-7d25-414c-8d87-79517880d35f", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:02.949662Z", "iopub.status.busy": "2025-05-14T17:23:02.949481Z", "iopub.status.idle": "2025-05-14T17:23:03.120235Z", "shell.execute_reply": "2025-05-14T17:23:03.119873Z" }, "papermill": { "duration": 0.176557, "end_time": "2025-05-14T17:23:03.121355", "exception": false, "start_time": "2025-05-14T17:23:02.944798", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'RedSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "88ad3620-a8da-4180-83d1-f39edfd5aae2", "metadata": { "papermill": { "duration": 0.00498, "end_time": "2025-05-14T17:23:03.131772", "exception": false, "start_time": "2025-05-14T17:23:03.126792", "status": "completed" }, "tags": [] }, "source": [ "## BlackSea" ] }, { "cell_type": "code", "execution_count": 12, "id": "6e85f68d-eb4e-44fe-acba-84c08de56905", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:03.142721Z", "iopub.status.busy": "2025-05-14T17:23:03.142503Z", "iopub.status.idle": "2025-05-14T17:23:03.299753Z", "shell.execute_reply": "2025-05-14T17:23:03.299444Z" }, "papermill": { "duration": 0.163911, "end_time": "2025-05-14T17:23:03.300718", "exception": false, "start_time": "2025-05-14T17:23:03.136807", "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": 0.005174, "end_time": "2025-05-14T17:23:03.311634", "exception": false, "start_time": "2025-05-14T17:23:03.306460", "status": "completed" }, "tags": [] }, "source": [ "## MedSea" ] }, { "cell_type": "code", "execution_count": 13, "id": "67297917-8d56-4a6d-9d59-a478035429a1", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:03.322694Z", "iopub.status.busy": "2025-05-14T17:23:03.322521Z", "iopub.status.idle": "2025-05-14T17:23:03.469481Z", "shell.execute_reply": "2025-05-14T17:23:03.469206Z" }, "papermill": { "duration": 0.153519, "end_time": "2025-05-14T17:23:03.470271", "exception": false, "start_time": "2025-05-14T17:23:03.316752", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'MedSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "0543bf55-997b-4ac3-b22b-76c7f52ee97b", "metadata": { "papermill": { "duration": 0.005606, "end_time": "2025-05-14T17:23:03.481970", "exception": false, "start_time": "2025-05-14T17:23:03.476364", "status": "completed" }, "tags": [] }, "source": [ "## BalticSea" ] }, { "cell_type": "code", "execution_count": 14, "id": "198da03e-467e-49f3-b8a5-2a31ad3b9711", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:03.493734Z", "iopub.status.busy": "2025-05-14T17:23:03.493580Z", "iopub.status.idle": "2025-05-14T17:23:03.653976Z", "shell.execute_reply": "2025-05-14T17:23:03.653690Z" }, "papermill": { "duration": 0.167227, "end_time": "2025-05-14T17:23:03.654778", "exception": false, "start_time": "2025-05-14T17:23:03.487551", "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": 0.007326, "end_time": "2025-05-14T17:23:03.669075", "exception": false, "start_time": "2025-05-14T17:23:03.661749", "status": "completed" }, "tags": [] }, "source": [ "## HudsonBay" ] }, { "cell_type": "code", "execution_count": 15, "id": "0fa02937-1b4e-4ade-a803-d2994b12545f", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:03.682158Z", "iopub.status.busy": "2025-05-14T17:23:03.681992Z", "iopub.status.idle": "2025-05-14T17:23:03.858064Z", "shell.execute_reply": "2025-05-14T17:23:03.857767Z" }, "papermill": { "duration": 0.183722, "end_time": "2025-05-14T17:23:03.858956", "exception": false, "start_time": "2025-05-14T17:23:03.675234", "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": 0.00686, "end_time": "2025-05-14T17:23:03.873070", "exception": false, "start_time": "2025-05-14T17:23:03.866210", "status": "completed" }, "tags": [] }, "source": [ "## Arctic" ] }, { "cell_type": "code", "execution_count": 16, "id": "64880ae9-0688-4c3a-ab45-0e76d5284852", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:03.887391Z", "iopub.status.busy": "2025-05-14T17:23:03.887212Z", "iopub.status.idle": "2025-05-14T17:23:04.069846Z", "shell.execute_reply": "2025-05-14T17:23:04.069561Z" }, "papermill": { "duration": 0.190747, "end_time": "2025-05-14T17:23:04.070658", "exception": false, "start_time": "2025-05-14T17:23:03.879911", "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": 0.01313, "end_time": "2025-05-14T17:23:04.091537", "exception": false, "start_time": "2025-05-14T17:23:04.078407", "status": "completed" }, "tags": [] }, "source": [ "## PacificOcean" ] }, { "cell_type": "code", "execution_count": 17, "id": "d8be41b0-a06e-4bac-ad2f-72b3dc32a3c1", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:04.107820Z", "iopub.status.busy": "2025-05-14T17:23:04.107651Z", "iopub.status.idle": "2025-05-14T17:23:04.305575Z", "shell.execute_reply": "2025-05-14T17:23:04.305269Z" }, "papermill": { "duration": 0.206451, "end_time": "2025-05-14T17:23:04.306443", "exception": false, "start_time": "2025-05-14T17:23:04.099992", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 0.00818, "end_time": "2025-05-14T17:23:04.323514", "exception": false, "start_time": "2025-05-14T17:23:04.315334", "status": "completed" }, "tags": [] }, "source": [ "## AtlanticOcean " ] }, { "cell_type": "code", "execution_count": 18, "id": "c7a7a1b2-7665-4f42-aa57-3e8ccf255528", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:04.341212Z", "iopub.status.busy": "2025-05-14T17:23:04.340990Z", "iopub.status.idle": "2025-05-14T17:23:04.538089Z", "shell.execute_reply": "2025-05-14T17:23:04.537800Z" }, "papermill": { "duration": 0.207055, "end_time": "2025-05-14T17:23:04.538918", "exception": false, "start_time": "2025-05-14T17:23:04.331863", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'AtlanticOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "bfa1406b-88fb-4638-a11c-9b530c50e48b", "metadata": { "papermill": { "duration": 0.008203, "end_time": "2025-05-14T17:23:04.556295", "exception": false, "start_time": "2025-05-14T17:23:04.548092", "status": "completed" }, "tags": [] }, "source": [ "## IndianOcean" ] }, { "cell_type": "code", "execution_count": 19, "id": "674dc694-f91c-48d8-8cf9-18a9dc35dd87", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:04.573271Z", "iopub.status.busy": "2025-05-14T17:23:04.573088Z", "iopub.status.idle": "2025-05-14T17:23:04.766593Z", "shell.execute_reply": "2025-05-14T17:23:04.766295Z" }, "papermill": { "duration": 0.203031, "end_time": "2025-05-14T17:23:04.767415", "exception": false, "start_time": "2025-05-14T17:23:04.564384", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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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": 0.008751, "end_time": "2025-05-14T17:23:04.785617", "exception": false, "start_time": "2025-05-14T17:23:04.776866", "status": "completed" }, "tags": [] }, "source": [ "## SouthernOcean" ] }, { "cell_type": "code", "execution_count": 20, "id": "5f6bc7ed-e959-49ad-8916-e307249b43fc", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:04.803571Z", "iopub.status.busy": "2025-05-14T17:23:04.803405Z", "iopub.status.idle": "2025-05-14T17:23:04.994857Z", "shell.execute_reply": "2025-05-14T17:23:04.994559Z" }, "papermill": { "duration": 0.201335, "end_time": "2025-05-14T17:23:04.995671", "exception": false, "start_time": "2025-05-14T17:23:04.794336", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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r1o289tpr5IMPPiDDhw8n7u7uxNnZWdIWEGLau79nzx7i7u5O1Go1GTRoEJk+fToZMWIE0Wg0xMfHh1y8eFHRMxwzZgwBQKZPn27wuJSUFL4tjYmJ4fcXFBSQ7t27EwAkNDSUTJo0icyYMYO89NJLJCAgQPBMCwsLSa9evQgAUrduXfL666+TqVOnksaNGxMAZNSoUZLrurm5kWbNmpGxY8eSmTNnkgkTJpDKlSsTAGTWrFmS47nfeejQoaRSpUrklVdeIVOnTiW1atUiAMjLL7+s6LkQ8n/vNq0fffjwIfH09CTe3t4kMzNT8Nm2bduIWq0mrq6uZOTIkWTmzJn8M6pcuTK5f/8+tcw0DL2bISEhpH379qRatWrktddeI5MnTyYhISEEAPnkk08k53r77bf5Mrz11ltk2rRppEaNGqRFixakcuXKgjEBIea9wwBIw4YNSVhYGGnQoAF58803yZQpU8iuXbvIsWPHCAAycuRI6r1yz+jq1avUz/Xh+hz99l+OhIQE4uTkRKKiosj48ePJzJkzydixY4mfnx8BIGlv5s2bRwCQlStXSs6Vk5NDfH19SaVKlUhhYSG/39T6OHbsWL7P9PX1JSNHjiQzZsygvtNiTBmT9OrVi4SHh5MRI0aQ999/n0yZMoU0adKE7yO0Wq3geEv7ZW6MIjdeoL3rcuPV119/nQQHB5OhQ4eSadOmkalTp5L27dsTAKROnTqCeqekrzKn/TG1zhgCAGncuDGJiIggkZGRZMaMGeS1117j38OvvvqKP7a4uJjUqFGDeHh4kPT0dMm5fv31VwKAvPfee0ava+w3efnllwkAMnPmTMX3QgghV65c4ft4GosWLSIAyBtvvCHYz71jP/30E5k9ezYBQK5fv85/XlRURKpUqUJat27Nl719+/aCc8i1i/369SMAyPfff8/vS0hIIBUrViSenp7k1q1b1LJy9dHQeEgf7j0+cuQIOXbsGPH19SVqtZr8/PPPst/hriEuMyGEfPHFF3x7YO7xxjBJqF6+fJmo1WqiUqnIqFGjyB9//CHo+Gl8/vnnBADp27evoGF5+vQpCQ0NJQDIiRMn+P2mClVC5H94Du7l8vb2lnQkI0aMIADI77//LtjfqVMnolKpyB9//CHYn5aWRiIjI4mbmxtJSEiQlEGlUpE9e/ZIysB97uzsLBFkM2fOJADIF198we/jOsaQkBDqPelz584dAoC4urqSoqIiQkjJIIwbUG/YsEHynYcPH/L/12q1pEaNGsTNzU3wWxBCSHx8PAkJCSEVK1YUiKfExETJIIeQEsHr4eFBevXqJdjPVVoAZO7cuYLP9u7dSwCQ3r17G71XUzBFqAIg69atE3y2fPlyg42Vfof47Nkz4uPjQ9RqNTl27JjkOvrPmxChUM3LyyODBw8mAMibb75JdDod9T6UvjuE/F9D8c033wj25+XlkV69ehGVSkX+/fdffr+/vz8JCQkh2dnZkrI/e/aM//+7775LAPCiRp/U1FRJ2WmcPHmSACDh4eEkMTGR36/VannxPX/+fMF35AYhhnCEdkGOQYMGEQCSCR1ChM+bu6Y5YgAA6datG/U3NTQASE9Pl5SBkBKRXrFiRVKnTh1JeZW++6mpqcTPz49UqFBB0vFev36deHp6kiZNmlDvVUy1atUIALJ//36jx7Zt25YAIL/88gu/b9asWQQA6devn2RCIj8/XzD5w70rU6dO5dtYQkoGJq+++iq1Tty7d09Sjvz8fNK5c2fi4uJCHj16JPiM+52bNWtGUlJS+P3Z2dmkRo0axMnJiTx58sToveqXt1OnTvyg98MPPyTjxo0jAQEBpEKFCmTbtm2C72RlZZGAgADi7OxMTp06Jfjsf//7HwFAunfvTi0zDWPv5gsvvEByc3P5/YmJicTX15f4+PgIhNSpU6cIAFKjRg3Bc8nLyyNt2rTh2xJ9TH2HCSF8PzBmzBiJCCKEkIYNGxKNRkOSk5MF++/du0dUKhVp164d9TmIMUWo5ufnS94TQkrqUb169Yi/v7/gGT558oSo1WrSvHlzyXdWr15NAJDZs2cLzmNqfeT6lpCQEKPjP31MGZMQQsj9+/dJcXGx5Diu3m7cuFGw39J+2ZpC9cGDB4J2goMbUyxYsECwX2lfpbT9MafOGIKrG0OHDhX08TExMcTf35+o1WrBJNbXX39NAJClS5dKztWhQweiUqnInTt3jF7X2G/C9QEHDhxQfC8crVq1IgCo70WDBg0IAMEYiRChUL1//z5RqVTk3Xff5T//+++/+c9NFarJycmkatWqxM3NjVy+fJnodDrSrVs36thUH3OF6tSpU4mbmxvx9PSkahbaNcRlzsnJ4Z/VvHnzzD7eGCYJVUII2bx5Mz8rzP0FBgaSwYMHU2cpa9SoIftSrly5kgAgr7zyCr/PlkL1o48+knx2+PBhyezO5cuX+UpJY9u2bQQAWbZsmaQMAwYMoH6H+3z06NGSz2JiYggAgeVq06ZNBABp3bo19Xz65Obm8r8FN/DfsmULAUD69+9v9Pvc/chZJhYvXkwAkJ07dxo9FyGE9O3bl2g0GsFgg6u0ERER1AY8LCyMBAYGKjq/UkwRqlFRUZLPCgsLiYuLi6TTp3WI33zzDQFA3n77bUVl4wYqKSkppH379kSlUknEpvg+lL47ycnJxNnZmbRs2ZJ6Pu79fv/99/l9AQEBJCIiQjJgFzNt2jQCgOzbt0/JbVIZP34835iLuX37NnFyciLVqlUT7LelULVluyAHNzGhpLO2RAzQhDAhxgcAcrz55psEAImLi+P3mfLuc22J/qyxPu+88w4BhLPUcri7uxMAsjPN+rz00ksEAPnyyy8JISUDPF9fX+Lu7k7i4+MNflen05HAwEBSuXJlatuVlpZGVCoV7z1jDK5tXr9+vWA/9zvTPEs++eQTAoD8/fffiq7Bvdu0PxcXF/L6669LhMEvv/xCALp1prCwkH+nHjx4ICkzDWPvJk3IcxaSa9eu8fsmTJhAAJA1a9ZIjufab1MG3bR3mJCSNtnV1VUweabP999/TwCQhQsXCvZz3iGGLBK0MisRqobg6p14oD106FACQGIJbdWqFXFychIMaM2pj9wgdNGiRSaV15QxiSGSk5Ml40ZCLO+XrSlU5SguLiY+Pj6kS5cugv2G+ipz2h9r1xmgZKKcNjHBPXd9A0RKSgpxc3MjjRo1Ehx78+ZNAoB07dpV0XWN/Sam9AFiVq1axU9M6XP69GkCgDrZoy9UCSGka9eupEKFCrwH2IABA4iXlxfJysoyWagSQsiJEyeIs7MzqVOnDj8hQxv36WOuUOX+9CdvjV1D3+L/xhtvkCpVqvATIqmpqWYfbwyTgikBwJAhQzBgwAAcOXIEJ0+exKVLl3Dy5En8+eef+PPPP/Hqq69i1apVUKlUyMrKwv3791G1alXUrl1bci5uPeu///5rajHMokWLFpJ93Lom/RQGZ86cAQCkp6dT18py63pu374t+ax169ZWKQMhBAAU+YrrH8P9/+zZswBgMKoZB3e/Dx48oN4vt1br9u3b6NOnD79/165dWL58OS5cuIDk5GRJhLPk5GRJZLMmTZrA2dlZco3Q0FC+HPaA9ruo1WpUrFhRUXoLU543R2JiItq3b4+YmBj88ssvGDVqlMllpL0758+f50Ox035Pbh2p/vs7atQoLF26FA0aNMBLL72Ejh07om3btpK16MOHD8eSJUswcOBADB06FN26dUP79u1Ro0YNZTeNkjWuQMl6UzF16tRB1apVERsbi/T09FKJZF0a7YKYUaNG4c8//0Tr1q0xfPhwdOnSBe3atUPVqlXNuQUqGo3G5ND1HKdOncKSJUtw5swZJCUlobCwUPB5fHw8H/XanLbm8uXL1Gf433//ASh5hg0aNFBUVlPaSO7f27dvIyMjA61btzYaUOq///5DSkoKatWqRV3bD5SsexL/7g8fPsSXX36JQ4cO4eHDh5J1dfHx8dRzKX0flTBnzhz+ORcXFyMhIQHbtm3De++9h+3bt+PcuXP8uQ3VS7VajU6dOuHnn3/GpUuX+DXO5uLn50dtM2j3yY0POnXqJDm+Q4cOktgNHKa8wxwREREIDg6mnm/MmDH44IMPsHLlSkybNg1AyRrSdevWISAgAEOHDpW7XYu4ceMGvv76axw/fhwJCQmSdWri92jy5MnYvHkzVqxYgRUrVgAoqW/nzp3DCy+8IIjxYUl9NDbWEWNqH5mTk4MlS5bgr7/+wn///YesrCzB+mW5+mPJNa2FVqvFihUr8Pvvv+PmzZvIyMgQrCNVUnYOc9ofc+uMIcLCwlCtWjXJ/s6dO2PevHl8+wGAj/Owfv16nDlzBm3btgUA/n18/fXXTb6+IZSuqdRn+PDhePfdd7FlyxZ89913/Fjjp59+AgC89tprRs8xYcIEjBw5Etu3b0eHDh2wa9cujB07Fl5eXkhOTja5TFFRUZg3bx4++ugjLFiwALVr11Yc38RUevXqhX379mHatGlo3LgxGjdubPQ727dv5wNEubu7IyIiAiNHjsTMmTPh7+9v8fFymP62oqTT6tmzJ3r27AmgZBH/1q1b8eqrr2LNmjXo378/BgwYwC/arlSpEvU8nIixZHG3KdACQHEVlhvYAyULqYGSlBgHDhyQPR8tYIHcvZpaBu7ZPHr0yOD5APBBX1xdXREQEAAAfJ6iKlWqGP0+d7+bN282eJz+/X733XeYOnUq/P390aNHD4SFhcHDwwMqlQrbtm3DlStXqAvl5aKdubi4UAMClBaGyqX/u8hhyvPmePr0KTIzM1G1alV06NDBrDIaen/Pnz9PDYTFof97Llq0CDVq1MCaNWuwYMECLFiwAC4uLujTpw++/fZbVK9eHQDQsmVLnDhxAp9//jk2b97MB4apW7cu5s6dSw08IEZJu/Dw4UNkZGSUilAtjXZBzODBg7Fz504sXLgQq1evxvLlywGUiJQvvvgC3bp1M+keaFSsWNGsDvyvv/7CkCFD4Obmhh49eqBGjRrw9PSEk5MTjh49imPHjgnqtjltDTcYkEPJM6xUqRJiY2Px6NEjahANfbg2kmtXzSnz3bt3MW/ePEVljomJQatWrZCWloYOHTqgZ8+e8PX1hbOzMx48eID169fLBhJR+j6aipOTEx9QJSEhAZ9//jnmz5/PDx5Ls7821N4CwvvkrkeLzuns7IzAwEDJflPfYQ5D/be3tzdGjx6N5cuX49ixY+jUqRP++usvJCUl4d1337VJDuKzZ8+ia9euKCoqQrdu3dC/f3/4+PjAycmJT78mvo/OnTujXr162LBhAxYuXAgvLy/+N37jjTcEx1pSH42NdcSYUue0Wi26du2Kc+fOoWHDhhg2bBiCgoL4dBnz5s1TFIjHnH7ZGgwbNgx//fUXqlevjgEDBqBSpUrQaDQAgMWLF5sURMic9secOmMMuei43HsgbhcmTZqE9evXY+XKlWjbti3y8/Px888/Izg4GIMGDTL5+jQqV66MmJgYPH782GgfIMbT0xMjR47EihUr8Ntvv2HKlCnIysrCH3/8AU9PT4wYMcLoOQYPHoyAgACsWrUK9+7dQ1FRkWwQJaUMHjwYn3zyCYqLizF+/Hhq+htrMHPmTHTu3BmzZs1Cly5dsG/fPuokqT5r166VDTZmjePlMEuoinF2dsZLL72Ea9euYf78+Th06BAGDBjAd0ZPnz6lfi8hIQGAsNPi0qvIJSPPyMiweWhn7vxLliyhRoo0hDkDQxotW7bk80Ddvn0bdevWlT324MGDAIA2bdrw1kpugK9k5o673+3btyvKgVtUVIQ5c+agUqVK+PfffyVWU3taRu2F/vMW59ySIzIyEhMmTMC4cePQsWNHHDlyhDpjaSrc7/nuu+/i22+/VfQdZ2dnTJ06FVOnTkVSUhJOnjyJ33//HZs3b8bNmzdx/fp1uLq6AgDatm2LnTt3oqCgABcvXsTevXuxdOlSjBgxAkFBQejataui8j19+pRqVaG1C46AJe0CjT59+qBPnz7IycnBP//8g507d+LHH39Enz59cOnSJdSrVw+AsE0Uz4QbSpxtblv08ccfw9XVFRcuXODLwPH666/j2LFjgn2mvPvcM7xy5YqiGVxDREVFITY2FgcPHqRGm+dIT0/n06a1b99eUmZjcGUeNGgQ/vzzT0Vl+/bbb5GSkkLtqDdu3CgbbbK04Kxh586d4/dZ2l+b8m6aAne9xMREfsKMQ6fTISUlRSJETH2HOYzVmcmTJ2P58uVYsWIFOnXqxAtAJdYXc5g/fz7y8vL4aO/6LFiwgJr+AigRCW+//TY2bNiAUaNG4bfffkOVKlUEHlGAZfXR1PbFlDrHWfvHjh0riRqdkJBgULDJXdNY22Rs7Kn0fb5w4QL++usvdOvWDXv27BHkoiwuLsZXX32l6Dwc5rQ/5tQZYyQmJlL3c+2FuL9u3bo1mjdvjk2bNmHRokXYsWMH0tLSMHPmTEl+TnOJiopCTEwMDh06ZNbk7muvvYYVK1Zg1apVmDJlCjZs2ICcnByMHz8e3t7eRr+v0WgwatQofP/997h27RoaNGiANm3amHMrAEoypHAC2d/fH5999hkGDhxI9Ui1BjNnzoS7uzveeecd/n1t166dTa5lCVZNusn9sJx7hre3N2rUqIH4+HhJqH+gJPw4ADRr1ozfx5mDaZbEe/fuURsLTpxZMtusD/einThxwirnMwd3d3eMHDkSQElnJUdeXh4WLlwIQNhZcvewb98+o9cy9X6Tk5ORnp6Odu3aSURqdnZ2qblyOxKmPG99Ro8ejQ0bNiA+Ph4dO3ak1hNTadWqFZycnMx+f4ODgzF48GD88ccf6Nq1K+7evYvr169LjtNoNGjXrh0+/fRTfPfddyCEYNu2bUbP37RpUwCgppe5d+8eHj9+jGrVqllsTS0r7YKnpye6du2Kb7/9FrNnz0ZBQQH27NnDf26oTbxw4YJVywKU/Ab169eXDPCLi4tx8uRJyfG2bGsMwc1c//TTT7KDKKAk5VN+fj66d+/OTwTVrVsXfn5+uHr1Ki/A5OCOPXv2rOL0S/fu3QMAaroBOZFUmnCutfpeLIbqZVFREf/bK+2vrfVuctejPbcTJ05QhYWp77BSGjVqhKioKPz55584ffo0jh49ik6dOhmcSLaEe/fuISAggJr6xdB7NHbsWHh6emLFihXYsGEDsrKyMGHCBMmym9Ic65jSTlir/phyTUPvcmZmJu8GbQyu7AMGDJAIsnPnzlFT6xjqq8xpf8ypM8Z4+PAhNbUb115w7Yc+kyZNQl5eHn755ResWLECKpWKmpfUXLgx78qVKw32AQCoVuxmzZqhefPmuHz5Mi5evMjnTjVl4mnixIn8sorx48ebUHop06ZNw5UrVzB79mz8/vvvyMnJwbBhw6yWmozG1KlTsXLlSmRnZ6Nnz568LnMkTBKqGzduxIEDB6gumk+fPuXdRzp27Mjvf/XVV0EIwfTp0wWVMDk5mfe318+3VLduXfj4+GD79u1ISkri9+fl5claMTg3BiVuskpo0aIFOnTogD///BNr1qyhHnPt2jVB+WzB/PnzUbFiRfz222/4+OOPJY1LWloahgwZgnv37qF79+4CV4V+/fohIiIC27Ztwx9//CE5t/6s5oABA1CjRg18//332L17N7UsZ86cQW5uLoASIePh4YELFy4I3E20Wi2mTp1qlm++HBEREbK5Lx2JsWPHwsfHBz/88AM196pcTk4AeOmll7BlyxYkJSWhU6dOuHXrlkVlCQ4OxqhRo3DhwgV89tln1E7p/v37iI2NBVDSgB86dEiSv1Cr1fI53zi3thMnTlBd/7hOQon7G1ff58+fL8jjqNPp8P777/MuL5biyO3CoUOHqAMW2nPkrF9i97xDhw5Rc+JaSkREBO7evStoIwghmDdvHm7evCk53pR3/5VXXoGfnx/mzZsnsOZxFBcXG8yPq0/Hjh0xZswYpKamom/fvtQ6tnz5cnz55Zfw8vLCkiVL+P3Ozs6YPHky8vLyMHnyZMn6xcLCQv7ddHFxwVtvvYWEhAS8/fbb1N8tISFB8Gy4dYDiTn/fvn38YMheFBQU4IcffgAAgQAaOHAgAgICsHHjRn5tH8fixYsRExOD7t27C9Z1lsa7yVmkP//8c0EOyvz8fMyaNYv6HVPfYVOYPHkyCgoKMGTIEBBCJO601iQiIgKpqam4evWqYP/q1asNii8fHx+MGjUK//77L+bMmQNnZ2eqS6I166MxTBmTyNWfmJgYfPDBB4qvaUrb5O3tjXr16uHUqVOCd0Sn02HatGmKc7dyZRc/t6SkJEyZMoX6HUN9lTntjzl1xhg6nQ4ffPCBYPwfGxuL7777Di4uLhg9erTkOyNGjICfnx8WLFiA06dPo2fPnhILryW0b98eEydOREpKCnr37k2d6C8uLsbGjRsxZswY6jk44fzuu+/iwoULaNy4MVq1aqW4DI0aNcLu3bvx119/WTRu2bp1K3788UdERUVh7ty56NmzJ2bMmIHLly/jvffeM/u8Spg4cSLWrVuH/Px89OnTB3v37rXp9UzFJNfff/75B0uWLEGlSpUQFRXFz07HxsZi165dyMvLw4ABAzBkyBD+O++//z727NmD7du3IzIyEtHR0cjNzcXmzZuRlJSEGTNmICoqij9erVZj2rRpmDt3Lpo2bYpBgwahqKgIBw4cQEhICDXwRdu2beHh4YHFixcjJSWF96V/6623zHYf3LBhA7p27Yrx48fju+++Q+vWreHn54fHjx/j6tWruH79Os6cOSMbeMEahISEYP/+/ejfvz/mz5+PX3/9Fb1790ZAQAAePnyIXbt2IS0tDd27d8fmzZt51xWgZL3q5s2b0bNnTwwbNgzLly9Hq1atkJeXh1u3buHw4cO8gFGr1fjzzz/Rq1cv9OnTB+3atUOTJk3g4eGBR48e4fz584iJiUFCQgI8PDzg5OSEt99+G1988QUaNWqEAQMGoLCwEEeOHEFqaiq6dOlitVkZrlE0Z/F/aVKhQgVs2LABQ4YMQceOHREdHY1GjRohIyMDV69exePHj3lhSGPAgAHYtm0bBg8ejE6dOuHgwYMWuUYuW7YMd+/exSeffIJffvkFUVFRqFixIp48eYJbt27h/Pnz2LhxI6pVq4a8vDx0794dERERaN26NcLDw5Gfn48DBw7g1q1b6Nu3L+rXrw8AWLhwIfbv34/OnTujevXq8PLywo0bN7Bnzx74+fkpmols164dZsyYga+++goNGzbEkCFD4OnpiT179uD69euIiorC9OnTzb53DkduF9577z08ePAAnTt3RkREBFxdXXHx4kUcPnwYYWFhGD58OH/sK6+8gm+++QYLFizAlStXUL9+ffz333/Ys2cPBg0ahK1bt5p1L3K8++67eOONN9CsWTO8+OKLUKvV/OCtX79++PvvvwXHm/LuBwYGYsuWLRg0aBDatGmDbt26oUGDBnBycsLDhw9x5swZpKSkKE5svnLlShQVFWHjxo2oU6cOXnjhBdSqVQs5OTk4cuQIrl+/jsDAQGzdupV/hznmzJmDf/75B9u2bUPt2rXRp08feHt749GjR9i/fz++/vprfsD38ccf48qVK1i+fDn+/vtvdO3aFVWqVEFSUhLu3r2LU6dO4fPPP+evMXnyZKxduxYvvfQSXnzxRVSpUgXXr1/H3r178dJLL2HTpk0W/krKOHr0KB8khxCChIQE7NmzB48fP0b16tXx4Ycf8sd6eXlhzZo1GDp0KDp16oShQ4ciLCwMFy9exP79+1GpUiXe1ZWjNN7N9u3b46233sLSpUv59kKtVmP79u3w9/eXePUApr/DpvDiiy8iODgYCQkJCAoKwuDBg806z+3bt2XXb4WFheHTTz/FO++8g3379iEqKgovvfQSfH19ceHCBZw8eRJDhgzBli1bZM8/efJkrFy5EgkJCejfvz81UJu166MhTBmT9OvXDzVr1sSiRYtw/fp1NG3aFA8fPsTOnTvRp08fPHz4UNE1Te2XP/jgA4wbNw7t27fH0KFD4ebmhiNHjkCr1SIyMhJXrlwxes2WLVuiffv2+PPPP9GuXTtERUUhMTERe/bsQZ06dcwaw5ra/phTZ4zRuHFjnDt3Ds2bN0fPnj2RkZGBTZs2IT09HV999RV1GY+HhwfGjh3LTxJaO4gSAHz//fdwdnbG8uXLUa9ePXTu3BmRkZH80rnDhw/j8ePHAl2iz8iRI/H+++/zXgXmuPFbGqzrwYMHmDBhAgICArBhwwbewj5//nwcP34c33//Pbp162a1tb00xowZAzc3N4waNQoDBgzAH3/8gQEDBtjseiahOD4wKck5tWzZMjJw4EBSu3Zt4u3tTdRqNalUqRJ54YUXyC+//ELNo5iXl0c+//xz0qBBA+Lm5ka8vLxI+/btqbm0CCkJ4f3ll1+S6tWrE7VaTUJDQ8n06dNJTk4ONT0NISVJq9u0aUM8PT35sMtcuGZDqS0Mhb/OzMwkn3/+OWnWrBnx9PQkbm5uJCIigkRHR5MVK1YI8hMaS4Vh7HMYCFefnZ1NFi5cSNq3b8/nrKpYsSLp06cP2bRpEzXXGEdcXByZNGkSiYiIIGq1mgQEBJBWrVpJ8lQSUpLH7oMPPiANGjQg7u7uxNPTk9SsWZO8+OKL5JdffhHkltNqtWThwoWkXr16xM3NjVSsWJGMHj2aPHjwgBou25zQ76mpqcTJyUkS3lsppqSnMSUdkqH36fr162TMmDEkJCSEqNVqEhwcTDp27ChJzC73ex88eJB4eHiQgIAAPr2Aue9OQUEBWbp0KWnbti3x8fEhrq6uJDQ0lHTt2pUsWrSIzwdYWFhIvvzyS9K7d28SGhpKNBoNqVChAmndujX58ccf+dDrhBCyb98+Mm7cOFKvXj3i4+NDPDw8SO3atclbb70lSFuhhI0bN5L27dsTLy8votFoSP369cn8+fMF+Xo5zElPQ4j92wU5Nm3aRIYPH05q1qxJPD09ibe3N2nQoAGZPXu2IH8nx40bN0h0dDTx8vIinp6epFOnTuTo0aMGU4AYSj9grD6uXbuWREZGEg8PDxIYGEgGDhxIrl69apV3n7v+lClTSM2aNYlGoyHe3t6kTp06ZPTo0dQcvcbYt28fGTJkCKlSpQpxdXUlPj4+pFmzZmTOnDmCPIJitFotWbp0KWnZsiXx9PQkHh4epGbNmmTixInk7t27gmOLi4vJzz//TLp27cq3wyEhIaR9+/bk888/l6R7OXXqFOnSpQvx8/Pj+7y//vpLts0xJ9WLHHLpaTw8PEjjxo3Jhx9+SNLS0qjfPXfuHBk4cCCpUKEC3/++8cYbsml8rPluyr1fxcXFZOnSpaRu3brE1dWVVK5cmUyePJmkp6fLns/Ud9hQHyyGyyc9Y8YMRcfro5+7W+4vMjKSP/7vv/8mrVu3Jl5eXsTX15f06NGDHDt2TNE70bRpUwKA7N6922CZTKmPpqbDEKN0TPLw4UMycuRIEhISQtzc3Ej9+vXJl19+SbRaLfW3slbbtGbNGlK/fn3i6upKKlasSF577TWSnJxsUnqalJQUMmnSJBIeHk40Gg2pXr06mTVrltljWEJMb3/MqTNycM87Pj6ejBo1igQFBRGNRkOaNm1KfvvtN4PfvXLlCgFK8u7S8hMbwpQ0amfPniWvvvoqqVWrFvH09CSurq6katWqZODAgWTTpk0Gc7xz6Xzc3d1l20VCpOlplJTdWHqawsJC0rp1awKAbN++XXKeBw8eED8/P+Lv7y9JqUWI+elp5MZSO3bsIBqNhri4uPB55OXyosph6vHGUBEi8vdjMByEHTt2YMCAAdi1axeio6PtXRwGg8FgMNCxY0ecPHkS//33H2rWrGnv4lDJzMxElSpVEBgYiJiYGIHHFYNRWqxZswbjx4/Hxx9/jE8//dSk7z548ADVqlWjBtVilDBu3DisX78esbGxgtRTzxOs5WI4LMeOHePdxRkMBoPBsDdnz57FiRMn0Lt3b4cVqQDwww8/IDs7G5MnT2YilWEXioqKsGjRIqjVaovcftevXw+VSmWTFFBlFS8vL6hUKrtHkC8NHHvhH6Ncw0UzZjAYDAbDnixbtgyPHz/G+vXr4ezsbLJ1qDTIyMjA0qVLER8fjzVr1qBKlSqYPHmyvYvFKGccP34cR44cwdGjR3H9+nVMnTrVrFy2fn5+mDNnDr/t6LFKSpPZs2cLggCWRs55e+GQrr9ZWVn47LPPcPnyZVy6dAnJycmYM2cOHxQCKIlAtmTJEuzfvx/Xr19HamoqwsPDMWDAAMycOVPRj1ZQUIDvvvuON5t7eXmhWbNm+Pjjjx0ylxCDwWAwGIzSJyIiAo8fP0bNmjXx6aef4qWXXrJ3kSRwrpJubm5o0aIFli5diiZNmti7WIxyxty5czFv3jwEBgZi6NChWLRoEbOGMszGIYXqgwcP0KRJE0RGRqJ27dpYtWqVRKhmZ2cjJCQEI0aMQI8ePVChQgX8+++/mD9/PipXrowLFy7A3d3d4HVefvll/Pbbb5g1axa6du2K1NRUfPHFF7hy5QpOnTplUohqBoPBYDAYDAaDwWBYB4e0o4eHhyMtLQ0qlQrJycnUvHPu7u6IjY3l808BJTnhwsLCMHToUGzdupWa14mjoKAAGzZswMiRIzF//nx+f/v27RESEoLffvuNCVUGg8FgMBgMBoPBsAMOKVRVKpXRY5ydnQUilYMTl7TEyfo4OTnByclJkk/Rx8cHTk5OzE2BwWAwGAwGg8FgMOyEQwpVSzh8+DAAoEGDBgaPU6vVmDx5MlavXo3u3bvzrr+zZ8+Gr68vJk6cqPiaxcXFePLkCby9vRWJbAaDwWAwGAwGg/F8QghBVlYWQkJCWORtC3iuhGp8fDxmzpyJFi1aoG/fvkaPX7RoEXx9ffHiiy+iuLgYABAWFobDhw8bDDtfUFCAgoICwXXr169v+Q0wGAwGg8FgMBiM54JHjx6hatWq9i5GmeW5EaqpqamIjo4GIQSbNm1SNHvx+eef45tvvsHcuXPRoUMHZGZmYtmyZejRowf279+Ppk2bUr+3YMECzJs3T7J/1apV8PDwsPheGAwGg8FgMBgMRtkkNzcXEyZMgLe3t72LUqZxyKi/+iQnJyMoKEgS9VeftLQ0dO/eHXFxcTh8+DAaN25s9Ly3bt1CgwYN8NVXX+H999/n92u1WtSvXx9Vq1bFkSNHqN8VW1QzMzMRGhqK5ORk+Pj4mHaDFqLVanHgwAH06NEDarW6VK/NYDyPsDrFYFgPVp8YDOvC6lTZIDMzExUqVEBGRkapa4PniTJvUeVEamxsLA4dOqRIpALAlStXQAhBy5YtBfvVajUiIyNx7Ngx2e9qNBpoNBrJfrVabbdGw57XZjCeR1idYjCsB6tPDIZ1YXXKsWG/jXUo06t7OZEaExNj0FWXRkhICADg7Nmzgv0FBQX4999/mT85g8FgMBgMBoPBYNgJh7Wo7tmzBzk5OcjKygIA3Lx5E1u2bAEAREdHQ6VSoVevXrh06RIWL16MoqIigegMCgpCjRo1+G0XFxd06tQJhw4dAgBERUWhZcuWmDt3LnJzc9GxY0dkZGRg6dKliI2NxS+//FKKd8tgMBgMBoPBYDAYDA6HFaqTJk1CXFwcv71582Zs3rwZABAbGwsAOH/+PABg6tSpku+PHTsW69at47d1Oh10Oh2/7eTkhAMHDuDrr7/G5s2b8c0338DLywv169fH7t278cILL9jithgMBoPBYDAYDAaDYQSHFaoPHjwweowpcaBox/r6+mL+/PmYP3++KUVjMBgMBoPBYDAcDkIIdDodioqK7F2U5xK1Wg1nZ2d7F6Pc4LBClcFgMBgMBoPBYBiHEIL09HQ8e/ZM4EHIsD5+fn6oVKkSVCqVvYvy3MOEKoPBYDAYDAaDUYZ5+vQp0tPT4ePjAx8fH7i4uDAhZWUIIcjNzUVSUhIAoHLlynYu0fMPE6oMBoPBYDAYDEYZRafTISMjA0FBQahQoYK9i/Nc4+7uDgBISkpCcHAwcwO2MWU6PQ2DwWAwGAyGpRQUFGDv3r24e/euvYvCYJiMVqsFIQSenp72Lkq5wMPDA0DJc2fYFiZUGQwGg8FglFvy8/PRtGlTvPDCC2jQoAG2b99u7yIxGGbBXH1LB/acSw8mVBkMBoPBYJRbNm3ahFu3bgEosZAsW7bMziViMBgMBsCEKoPBYDAYjHLMkSNHBNuPHz+2U0kYDAaDoQ8TqgwGg8FgMMotx48fF2xnZmbaqSQMBkOO7OxsvPPOOwgJCYGbmxuaNGmC33//XXKcVqvFt99+i0aNGsHd3R1+fn5o164dTp8+zR+Tk5OD4cOHo06dOvD29oanpycaNGiA+fPnIycnpzRvi2EEFvWXwWAwGAxGueTRo0eIjY0V7GNClcFwPAYPHozz58/jiy++QO3atbFhwwaMGDECxcXFGDlyJICS6MeDBg3CyZMnMWPGDLRr1w45OTm4ePGiQIBywaemTZuGatWqwcnJCcePH8enn36Ko0eP4uDBg/a6TYYIJlQZDAaDwWCUS8TWVKDEclNcXAwnJ+Z0xmA4Art378aBAwd4cQoAXbp0QVxcHKZPn45hw4bB2dkZS5cuxZ49e3Dq1Cm0adOG/36fPn0E5/Pz88OmTZsE+7p3746CggJ89dVXiImJQfXq1W1/YwyjMKHKYDAYDAajXEITqkCJWPXx8Snl0jAY1qO4uBgpKSn2LoaEwMBAkyeB/vrrL3h5eWHo0KGC/a+88gpGjhyJf/75B+3atcOSJUvQsWNHgUg1haCgIACAiwuTR44C+yUYDAaDwWCUS44dO0bdn5mZyYQqo0yTkpKC4OBgexdDQlJSEi8IlXL9+nXUq1dPIiAbN27Mfx4aGooHDx6gX79+mD17NlavXo2UlBTUqVMHM2bMwNixYyXnJYRAp9MhNzcXp0+fxsKFCzFixAiEhYWZf4MMq8KEKoPBYDAYjHJHYmIi7ty5Q/2MrVNlMByHlJQUqituQEAA/3l8fDwAYP369ahatSqWLVsGX19f/PTTTxg3bhwKCwsxceJEwfc3bdrEuxIDJRbalStX2vBOGKbChCqDwWAwGIxyx4kTJ2Q/Y0KVwXAsVCqVwc+Ki4sBAPn5+di9ezfCw8MBAD169ECLFi3w6aefSoRqr169cP78eWRlZeHMmTP48ssvkZKSgr/++outUXcQ2K/AYDAYDAaj3CHn9gswocpgOBKBgYHU9bapqakASiyrgYGBAIC6devyIhUoEbG9evXC48ePkZSUJPi+v78/WrRogS5dumD27NlYuXIlduzYge3bt9vwbhimwCyqDAaDwWAwyh1ygZQAJlQZZZ/AwECJMHMEOEFpCo0aNcLGjRtRVFQkWKd67do1AEDDhg1Ro0YNeHh4UL9PCAEAo1bSVq1aAQD+++8/k8vIsA1MqDIYDAaDwShXpKam8oNcGllZWaVYGgbD+jg5OZkctMhRGTRoEH766Sds3boVw4YN4/evX78eISEhaN26NZydnTFgwABs2bIFDx48QEREBIASkbp3717UqFEDFSpUMHidI0eOAABq1qxps3thmAYTqgwGg8FgMMoVJ0+e5K0sNJhFlcFwHF544QX06NEDkyZNQmZmJmrWrImNGzdi7969+PXXX+Hs7AwA+Oyzz7Bnzx707t0bc+fOhY+PD1atWoUrV67gjz/+4M+3YsUKnDhxAj179kRoaChycnJw4sQJLF26FO3atcOAAQPsdasMEUyoMhgMBoPBKFcYcvsFmFBlMByNP//8Ex9++CE++eQTpKamom7duti4cSOGDx/OH1OjRg2cOHECM2fOxGuvvQatVosmTZpgx44d6Nu3L39co0aNsHPnTsyaNQvJyclwcXFBrVq1MHv2bEybNo3lUXUg2C/BYDAYDAajXFFaQjUjIwPFxcXw9/e3yvkYjPKKl5cXlixZgiVLlhg8rmHDhti5c6fBY9q1a4e///7bmsVj2AgW9ZfBYDAYDEa5obCwEJcvXxbsq1u3rmDbGkL1iy++gJ+fHypXrozVq1dbfD4Gg8EobzChymAwGAwGo9xw8+ZNaLVawb6uXbsKti0VqllZWZgzZw4AoKCgAG+//Tays7MtOieDwWCUNxxSqGZlZWHGjBno2bMngoKCoFKpMHfuXMExOp0O3377LXr37o2qVavCw8MD9erVw8yZM5Genq74Wjk5Ofjkk09Qu3ZtaDQaBAYGokuXLrh79651b4rBYDAYDIbduXTpkmC7WrVqCA0NFeyzNOpvfHw8CgsL+e3c3Fzs2bPHonMyGAxGecMhhWpKSgpWrlyJgoICDBw4kHpMXl4e5s6di/DwcCxevBi7d+/GxIkTsXLlSrRv3x55eXlGr5OdnY3OnTtj9erVeOutt7B//36sXbsWrVu3Rm5urpXvisFgMBgMhr0RC9WmTZvCx8dHsM9Si6q+SOXYvXu3RedkMBiM8oZDBlMKDw9HWloaVCoVkpOTsWrVKskx7u7uiI2NFSQO7ty5M8LCwjB06FBs3boVo0ePNnidjz76CLdu3cLVq1dRvXp1fn///v2tdzMMBoPBYDAcBvH6VFsI1YKCAsm+Xbt2QafT8ak0GAwGg2EYh7SoqlQqqFQqg8c4OzsLRCpHq1atAACPHj0y+P3c3FysWrUKQ4cOFYhUBoPBYDAYzyfFxcUSodqkSRN4e3sL9tlCqD579gz//POPRedlMAxhKDcww3qw51x6OKRF1RIOHz4MAGjQoIHB4y5evIicnBzUqlULkyZNwu+//46cnBw0btwY8+bNQ58+fWS/W1BQIOiEuA5Nq9VKAjTYGu56pX1dBuN5hdUpBsN6OFp9un//vmT9acOGDSVxKTIzMy0qs1zgpD///BMtW7Y0+7wMhqE6lZ2dDY1GU9pFKndkZ2fzYlWunXCUNq+s81wJ1fj4eMycORMtWrQQJPaVOxYAvvzySzRq1Ag///wznJycsHDhQvTr1w979uxBr169qN9dsGAB5s2bJ9m/f/9+eHh4WH4jZnDgwAHBdk5ODn744QfcvHkTLVq0wMSJE+Hq6mqXsjEYZRFxnWIwGObjKPXp9OnTgm0fHx9cvnwZ9+/fF+zPyMjArl27jHp3yXHhwgXq/k2bNqFDhw5mnZPB0Edcp7y9vZGXl4fMzEx4eHjAycnJ7PeXQYcQgsLCQiQnJyMtLc1g4FUW68Y6PDdCNTU1FdHR0SCEYNOmTXByMuzVXFxcDABwdXXFnj17eLefLl26oFatWvjss89kheqsWbMwbdo0fjszMxOhoaHo2bOnZJ2LrdFqtThw4AB69OgBtVrN7//2229x6tQpACWN2YgRI4yu2WUwGPJ1isFgmI6j1aezZ88Ktlu1aoU+ffrg7t27eP/99/n9RUVF6NatG9zc3My6Ds31FwAeP36MmjVronbt2madl8GQq1OEEGRmZiIlJQVpaWl2LOHzT1BQEBo0aGBwIsAauZgZz4lQTUtLQ48ePRAfH4/Dhw8rWnPKrW9t166dYG2Kh4cHOnXqhG3btsl+V6PRUF0r1Gq13Tpi8bUvXrwo+PzChQt45ZVXSrtYDAXcv38fW7duRcOGDREdHW3v4jD+P/aszwzG84aj1KerV68Ktps2bQq1Wk2NeZGfny9Zu6oUnU4n+9nevXuNLk9iMIxBq1MVKlRAYGAgdDodioqK7FSy5xu1Wq0oIJojtHfPA2VeqKalpaF79+6IjY3FoUOH0LhxY0XfM3QcIcSoRdbRSU1NFWwnJibaqSQMQyQmJqJJkyb8eqa1a9di3Lhx9i0Ug8FgPKfQUtMAoHpDZWZmIigoyKzr5Ofny362Y8cOvPfee2adl8EwhkqlgouLC1xcyvwQn8FwzKi/SuFEakxMDPbv3893OEqoXLky2rZti1OnTgnM87m5uTh27BjatGljiyKXGmKhmpSUZKeSMAyxa9cuQdCNTZs22bE0DAaD8fySmJiIhIQEwb4mTZoAANzc3CQDe0tc9+RcfwHg5MmTSElJMfvcDAaDUV5w2OmWPXv2ICcnh4/Od/PmTWzZsgUAEB0dDZVKhV69euHSpUtYvHgxioqKBGtPgoKCUKNGDX7bxcUFnTp1wqFDh/h933zzDbp06YJevXrhgw8+gEqlwsKFC5GcnIzPPvuslO7UNjCLatkgPT1dsM3WNDAYDIZtEKelcXd359eKqlQqeHt7C9b22UqoFhcXY9euXXj55ZfNPj+DwWCUBxxWqE6aNAlxcXH89ubNm7F582YAQGxsLADg/PnzAICpU6dKvj927FisW7eO39bpdJI1I+3atcOhQ4fw0UcfYdSoUQCANm3a4OjRo2jbtq1V76e0YUK1bCB2DyssLLRTSRgMBuP5RixUGzduLFhr5uPjUypCFQD++ecfJlQZDAbDCA4rVB88eGD0GFMS7sodGxUVhaNHjyo+T1lAq9VK8sRlZGSgoKCA5ddyMMSDGSZUGQwGwzbIrU/lEK9TtaVQffLkidnnZjAYjPJCmV6jyqAjdiflYOtUHQ9mUWUwGIzSQWxRNSZUxRO+pmAomBIAyVpZBoPBYEhhQvU5ROz2y8Hcfx0P8ay7Vqu1U0kYDAbj+SU7Oxv//fefYB8XSInDlhZVPz8/wfbTp0/NPjeDwWCUF5hQfQ6RE6rMoup4MIsqg8Fg2J6rV68KlgA5OTmhUaNGgmNsKVQjIiIE2wkJCSYtX2IwGIzyCBOqzyH6wSD0YRZVx4OtUWUwGAzbc/XqVcF23bp14e7uLthnS6FarVo1wXZhYaFsX81gMBiMEphQfQ5hrr9lB2ZRZTAYDNuTnJws2NZPX8fh7e0t2LZEqIrb9rCwMMkxbJ0qg8FgGIYJ1ecQ5vpbdmBrVBkMBsP25ObmCrY9PT0lx9jSourt7Y3AwEDBPiZUGQwGwzBMqD6HMItq2YFZVBkMBsP22FuoajQaVK5cWbCPCVUGg8EwDBOqzyFMqJYdaGtUWYANBoPBsC45OTmCbQ8PD8kx1kxPI27b3dzcmFBlMBgME2FC9TlELkADc/11PGhJ4YuKiuxQEgaDwXh+KW2LqthbRqPRoFKlSoJ9TKgyGAyGYZhQfQ5hFtWyAy0pPFunymAwGNbFHIsqc/1lMBgM+8KE6nOInFBNTk6GTqcr5dIwDEGzqLJ1qgwGg2FdxBZVmlC1ZtRfJUL16dOnZp+fwWAwygNMqD6HyAnV4uJipKSklHJpGIagWVSZUGUwGAzrIraoKnH9zc7ONntyl61RZTAYDMthQvU5RE6oAsz919Gwh0X13r17GD58OEaOHIm7d+/a9FoMBoPhCCixqIqFKlAiVs2BtkaVCVUGg8EwDSZUnzMIIbLBlAAWUMnRKO01qoQQ9O3bF5s2bcLGjRsxZMgQFmWYwWCUWf755x906NABUVFROH36tOxx5gRTAsyP/KvE9TcrK0ti6WUwGAzG/8GE6nNGVlaWQVclZlF1LErbopqUlIQ7d+7w21evXkVcXJzNrsdgMBi2ori4GCNGjMDJkydx6tQpjBgxQjZqupJgSuI1qoD561SVCFWAWVUZDAbDEEyoPmcYcvsFyqZQ1el0yMvLs3cxbEJpr1GlPcf79+/b7HoMx+f27duCyQsGo6zw5MkTxMbG8tsPHz6Ubc+UWFSdnZ0l+60lVN3c3ODl5SU5PxOqDAaDIQ8Tqs8ZxoRqWXP9/e233+Dt7Y3g4GCsXr3a3sWxKoQQqii1pVClWXCZUC2/zJw5E/Xq1UPdunUxfvx4lhqJUaagBQeUa8+UWFQB66WooVlUAbB1qgwGg2ECTKg+ZxhanwqULYuqTqfD1KlTkZeXh+zsbLz11ltGhXhZgiYaAduuUaVd8969eza7HsNxycnJwaJFi/jtNWvWYNCgQVQrP4PhiNCEakxMjGRfUVGRZAJQTqhaI0UNIYQJVQajlMnLy8Ps2bOxadMmexeFYUXMFqr5+fmYPXs2Ll68aM3yMCzkeXL9TUtLEwxE8vLy8PPPP9uxRNZFTqja0qJKOzezqJYNsrOz8fvvv+PcuXNWOV9KSorkfdi1axeio6PNDiDDYJQmSi2qYrdfgO76C1jHokprZ5lQZTBsx7FjxxAZGYkFCxbgrbfeYqkYnyPMFqpubm5YtGgRi1jnYDxPrr80y+KBAwfsUBLbYA+hylx/yyb5+flo2rQpRowYgdatW2Pt2rVWOSeNI0eOoFu3bman5WAwSgtaf0ezqNKEqi1df2ntrJxQffr0qcnnZzAYJaSnp+O1115D586d+XR7z549w7Rp0+xcMoa1sMj1t169eoJABgz7I+64nZ2dBdtlyaJKE6qHDh1CcXGxHUpjfeSEQmkL1Xv37rEUNQ7Oli1bBC7aK1assPicchMlAHD+/HksWbLE4mswGLZEqeuvJRZVc7wLaHXLzc0NALOoMhjW4sSJE6hfvz5++uknyWcbN25k+uQ5wSKh+vHHH2P+/PlWt8hkZWVhxowZ6NmzJ4KCgqBSqTB37lzBMTqdDt9++y169+6NqlWrwsPDA/Xq1cPMmTORnp5u8jXz8vJQu3ZtqFQqfPPNN9a5ETsgFqrVq1cXbCclJZUZUUITqgUFBbhw4YIdSmN9HGWNak5OTpmytJdHTpw4Idi2hhXG2FrUS5cuWXwNBsOWyAlVcR9H8/zihKMYa1hUaXWLuf4yGNajsLAQ/fv3p9afNm3a4NKlS6hWrZodSsawNhYJ1bVr1yI3Nxf16tVDixYt0K9fP/Tv35//GzBggFnnTUlJwcqVK1FQUICBAwdSj8nLy8PcuXMRHh6OxYsXY/fu3Zg4cSJWrlyJ9u3bm5zO5OOPP34u3JjFwZTq1q0r2C4oKDA7imFpI2dZ3L17dymXxDbYw6Iqd24WUMmxOXXqlGDbGmtIDVlUgZJUHwyGI0MTqrm5uRLPIbFF1cPDA05O9OGPrV1/K1WqJNjPhCqDYTr//fefxCjl6emJ7777DidPnkSDBg3sUzCG1XGx5MtXr16Fq6srqlSpgpSUFEmnoVKpzDpveHg40tLSoFKpkJycjFWrVkmOcXd3R2xsLAIDA/l9nTt3RlhYGIYOHYqtW7di9OjRiq537tw5LF26FL/99huGDh1qVpkdBbFFtV69evj7778F+xITE+Hr61uaxTILOcvi7t27JRb2soijrFEFStaptm/f3mbXZZhPamoqbty4IdiXlZUFQojZbSzAhCqj7CMXMOX+/fsCQag0NQ1gO6Hq6uoKQGpRTU5ORmFhIf85g8Ewjnii38XFBTdu3EB4eLidSsSwFRYJ1QcPHlipGEKUDL6cnZ0FIpWjVatWAIBHjx4pulZhYSFeffVVTJkyBS1atDCtoA6IWKhWrVoVXl5egsAoSUlJqF27dmkXzWTkhOr58+eRmJiIihUrlnKJrIujrFEFmEXVkTl9+rRkn1arRUFBgaz7ohKMuf4mJiYiPz/fomswGLZETqjGxMQIJt5oFlU5rJGeRtzOurq68hZcsVAFSupaaGioyddhMMor4jrm4eHBROpzikVC1RE5fPgwACg2+3/66afIycnBZ599hmfPnin6TkFBgaCScB2ZVqu16fpCGtz1uH/FHbe3tzeCg4MFQjU+Pr7Uy2kOhty3d+3ahTFjxpRiaayPnKt5fn6+zX4fuWd69+7dMvFOGOLJkyfIy8tDjRo1LDqPuE7Zm2PHjlH3p6amIigoyOzzit+/SpUqSda+xsbGombNmmZfg8GwZX1KTk6m7he3Z2Kx6eHhIVsecZCljIwMk8sujpit0Wj4c/j4+ECtVgvO+ejRI4lLMIMhh6P1UfZA3H+5uro63PNwtPKUVSwWqgUFBVi3bh2OHj2K5ORk/PDDD6hVqxa2b9+ORo0aSYL52JL4+HjMnDkTLVq0QN++fY0ef/nyZXz11Vf4+++/4enpqVioLliwAPPmzZPs379/v8GZWlvCpW0Rr3e5f/8+1Gq1YN/hw4fLhJVE7O6oz9q1a6kW9bKEXFCoS5cu2Wwdrlze44sXL5bptb8HDhzA8uXLodPp0LdvX0yYMMEq53QEdu3aRd2/Y8cOqnVGKWfPnhVsazQaeHh4CKxPW7ZsQePGjc2+BoPBYYv6JBdU7MSJE4L2TPyua7Va2fZOHDU4Pj7e5Lbx2rVrgm2VSiU4h6+vr0Bk79y5U/H4g8HgcJQ+yh6IxzKEEIcbw9CijTNMxyKhmpycjC5duuDGjRuoVKkSEhMT+SAf27Ztw759+/DDDz9YpaDGSE1NRXR0NAgh2LRpk2ygBI6ioiK8+uqrGDZsGHr16mXStWbNmiXI0ZSZmYnQ0FD07NlTsr7F1mi1Whw4cAA9evSAWq2WWMx69eqFq1ev4s6dO/y+4OBgREdHl2o5zcHd3V32s+vXr6Nnz55wcSm7TgFybri1atWy2e/D5RkTw9Wfssqbb74JnU4HoETYff/992aLOHGdsif5+fmyUdWbN2+OJk2amH1u8cC4QoUK8Pb2xvXr1/l9ISEhZfq9YNgfW9Wn4uJiWa+UwsJCwXsbFxcn+NzQe63T6bB48WJ+W6VSmVwHxGnhvL29BeeoVq2aQKhWqVKF1TOGYhypj7IXRUVFgm1fX1+Hq0NlJXCpo2PRKH/GjBlIT0/HhQsX0LhxY0EwgC5duuDLL7+0uIBKSEtLQ48ePRAfH4/Dhw8rsuIuXrwYMTEx+OOPP/jIYdxLlZ+fj/T0dHh7e0s6HKDE8sBF8NNHrVbbrdFQq9XQ6XSSGZzg4GCJS1FycnKZaNwM5UtNT0/HxYsXERUVVYolsi7ihpajuLjYZr+P3DVTUlKQk5MDPz8/m1zXluh0Ojx+/JjfJoTg8ePHCAsLs+i89qzPHOfOnZNds5yfn29R+cTvgru7OypVqiQQqvHx8XZ/BoznA2vXp7S0NNk+IiYmRnAt8XpsT09P2bIEBAQItjMzM00uNzdpxuHm5iY4R0hIiODzpKQkVs8YJuMIfZS9ENcxjUbjcM/C0cpTVrEoPc3OnTvx6aefolmzZpIASFWrVhUMHm1FWloaunfvjtjYWBw4cECxm9r169eRkZGBWrVqwd/fH/7+/oiMjARQkqrG399f4r7j6IhT0wAlna446JA4dL+jYsy/f8+ePaVUEttgj6i/hs59//593L9/H4MGDUL37t0lKVEcFdpzpNWFssjJkydlP7N0tlY8eNdoNBJxzyL/MhwVuUBKQIlLsP6krXgCV7wOVR9a1F9CCP777z+T4ljoI57YFk8eWyMvMoNRnjBWxxjPDxZZVDMzM2WjbGm1WlnrjbXgRGpMTAwOHDiApk2bKv7uzJkzMW7cOMG+p0+fYsSIEXjjjTcwbNiwMhdERBzxFwD8/PwkQjUpKam0imQRxoTqzZs3S6kktsGR0tMAJXnJPvvsM9y6dQsAcPv2bcTExDh82gRa9FpxfrWyiiGhamkuVVpHz4Qqo6xgSKgCJYHAuKCKlqSn0Wq16N27Nx+DYtOmTUZjYNAmgfQRL0tguVQZDNNgQrX8YJFQrVatGs6cOYOuXbtKPjt37hzq1Klj9rn37NmDnJwcfjB28+ZNbNmyBQAQHR0NlUqFXr164dKlS1i8eDGKiooEAROCgoIE0T9dXFzQqVMnHDp0CABQt25d1K1bV3BNLt1OjRo10LlzZ7PLbi/EViQfHx+4uLggODhYsP95sajGx8eXUklsgyOlpwGAZcuW8SIVKHm+169fR7NmzWxWHmtAe47Pg0W1uLjYoFXbUouq+F1wc3NjQpVRZjAmVO/fv88LVUvS0wAlgRK583z22WdGhaqxQTQTqgyGZTChWn6wSKiOGjUKX375JRo2bIg+ffoAKAk8cP78eSxZsgQffvih2eeeNGmSIADC5s2bsXnzZgAlM6VAST5NAJg6dark+2PHjsW6dev4bZ1OJ/Fpf94QW1S5tTbPq+vvkydPSqkktkFONNoypLkhEUzL11kWBlDPq1C9ffu2wfuw1KKq1PWXEKIotzWDUZoYE6r60Xstcf0VIxeQTh/aJJA+z4tQ1el0mD9/PjZv3oxWrVphyZIlVKHPYFgbJlTLDxYJ1Q8++ACnTp3CoEGD4O/vD6AkymxKSgp69+5NFZBK4aybhiCEKD6fkmMjIiJMOqejISdUxRbVrKws5OXlGYyq6wiIBZuTk5MgeMbTp0+h0+moAa/KAo5mUaXhaJMB+fn5UKlUgk7peXX9NeT2C5SORTUvLw8pKSmoUKGCRddiMEzl77//xoULF9CvXz+0aNFC8rkSiyqHKa6/bm5ucHFxkV26lJaWBq1WazBQiqkW1cTERBQXFxvNVuBoHDp0CHPnzgVQkk6uVq1amDVrln0LxSgXMKFafrCoVVSr1di9ezc2bNiA6OhodO/eHd27d8cvv/yCv//+u8w1umUdsVDlJg/EFlVAmprCERELtoiICMG2TqcrM+ttaTjaGlUajjTTv379egQEBMDHxwc//fQTv/95tagaE6q2sKiGhIRI2m1xag8Gw9Zs3LgR/fv3x6effoqoqChqXbCVRVWlUhmNr6Hf1+bl5WH9+vXYsWMHP9Ft6hrVoqIiQbqasoLYC+fMmTN2KgmjvMGEavnBYiWpUqkwfPhw/PLLL9i/fz82bNiAkSNHMpFqB+Qsqn5+fpJ8o2VBqIotqlWqVJFYTx3N4mcK9rComnpuR3m+Wq0W7733HvLy8lBYWIjp06fzHdXzaFElhOD48eOCfeLBtS2CKbm4uKBKlSqC/WydKqO0+eOPP/j/FxQUoEOHDpL3VSxUvby8BNvmWlQB6aSoGE5UEkLQuXNnjBs3DgMGDOCticYG0UFBQZJz0oIhOjri52rqRCiDYS7id83Rgz4yzMciNens7Ixz585RP7t48WKZdcksq4itSJxQValUEte9sihUNRqNZCa6LAdUssca1bJqUU1ISBAMTDMyMvi11qZaVNetW4eWLVtizJgxDpuQOzY2VmLJ7N69u2DbFq6/ACSR3JlQZZQ2Fy9elOz74osvBNtiYde8eXPBdmxsLL9UxBSLKgBBIEYanFC9cuWKYAy0Zs0aAMaFqqurq0Qsl8XJNfFzZUKVUVqIJ92ZRfX5xSKhamg9Z3FxMQvAUcrIWVQB6QxuWRSqarVaYu1xFIufObA1qsqhufnl5eUBME2o3r59G+PHj8eFCxfw66+/YsqUKdYtqJXgopNzBAcHo23btoJ9tnD9BcAi/zLsDi0gz//+9z/cvn2b3xa3Ca1atRJsFxYW8u2XqRbVmTNn8kGVXnjhBYSGhgo+54Tqo0ePJPuLi4uNBlMCSjyd9DEkVB8+fIgff/zR6HKA0oZZVBlKefToEZYuXYojR45Y5XzM9bf8YBXXXxoXL16Er6+vpadnmIApQrUsrO2kCdWQkBDBvufRosqEqhSaUOWElimuv3v27BEE5Nq0aZNDrg0TC9WuXbtKopHayqLKhCrD3mRnZ0v2FRYW4rXXXuPrr7hNqFevnkSAcu6/pqSnAUq8F2JjY/Hff/9h165dkglSbqJXHEGfEIK8vDyja1QB5UI1MTERTZo0weTJk9GhQwd8/fXXBstemjCLKkMJT58+RZMmTfD222+ja9eu+OWXXyw+JxOq5QeTheqSJUtQvXp1VK9eHSqVCgMHDuS3ub/KlStjypQpElc1hm2RC6YEPD8WVbFQdRQhZQ6OuEZVvLY8MTHRIdI6WdOiqo9Wq8XGjRutUELrUVxcjMOHDwv2devWTSJUbbFGFbBcqObl5eGPP/7Ad999VybX3THsT0ZGBnX/iRMnePdacZtQoUIFVK9eXbCPC6hkqusvUDLRW6tWLahUKkn/yU1u0SZ8s7OzFQ2ilQrVv//+W9CezZgxg88pb2+YUGUoYeXKlYK+4Oeff7b4nEyolh9MFqrBwcFo0KABGjRoAEIIqlevzm9zf+3bt8cnn3yCFStW2KLMDBnk1qgCZVOoikWVq6vrc+X66whrVDt16iTYnjBhgmBbp9M5xLtiyKJKe46ZmZlUgS0WqkBJNGFH4vr165Jn3q1bN4k7pKO5/iYnJ2PevHkICwvDsGHDMHXqVERGRtp04oXh+Dx9+hRxcXECTwZDFBcXG/QW+PTTT0EIkbQJAQEBEqHKWVRNdf0VI47xwAlVWk7yrKwsRYNosceZnFCleXyMGTNGNj5IacJcfxlKEE+sPH361OJzMqFafjA5j+qIESMwYsQIAECXLl3w448/om7dulYvGMN0DLn+inOpOoL4MAZz/bX9NceNG4dGjRphx44d6N69O7777jusXr1aIPKePHmCSpUq2axMSjDVogqUWGX06wBAF6oXL17EjRs30KBBAyuU1HLEbr/VqlVDtWrVJMGVSsv19+nTpygoKJAdCBBC8O233+Ljjz/mfxOOx48f49ixY+jRo4dFZWWUTdavX49JkyYhLy8Pe/fuxa5du4zGrsjOzjYY/+LRo0eIjY2ViKTAwECJUI2LiwMhxCyLqj5yQlWpRdWSNari+wRK2rz+/fvj3LlzkvpamjCLKsMY//33H65duybYZ43AYUyolh8sWqN65MgRJlIdBJ1OJ6n8Zd2iyoIpWR/xuT08PLB06VLExcVh9erV0Gg0ElHqCJF/TV2jCkg9DFJTU2XXZjuSVVUsVLt16wZAGmCmtCyqQInglOPixYt4//33JSKVQ86Nk/F8s23bNrz66qv8e7Fnzx5FeTaVvC+nTp2S7AsMDJTkDE9NTUVBQYHEmmtLi2p2drZV16iKxSBHYmIiBgwYYFMPHGMwiyrDGFu3bpXsY0KVYQoWB1N69uwZZs2ahbZt26JWrVq4ceMGAGDFihW4dOmSxQVkKCMjI0MyC10e1qimpKTIChVHxxEsqrTcY+IUQI4wGWCORVXcGd65c0f2/L/++qtDrMXVarU4duyYYJ+cUC0sLLRoYCjX0fv6+krWwxpy/z1//rzB69hzIM2wDydPnsSIESMkAvHevXtGv0sTqk2aNJGcX4y/v7/EgyI1NZUq9Cy1qHL9Z2msUaVZVDkuX75sVxdgZlFlGIO2njo7OxtFRUUWnZcJ1fKDRUI1NjYWjRs3xnfffQeVSoWYmBj+5bl69Sq+++47qxSSYRxa0JLn0aIqFqqAY1j8zEFOYJXmGlVa4+6IAausYVGluf1yJCQk4ODBgxaU0DqcP39eEvG0a9euACARj4BlVlVD7ommrFOlRWjVx9IBCaNscf36dfTr149aL2n1WIxYqHp5eaFhw4aCfWKh6ufnBxcXF4lQTUlJoQpVW1tUrSlU5Syqxr5XGjCLKsMQMTEx+Pfff6mfWeppw4Rq+cEioTpjxgz4+/vj7t27OH78uMCiFxUVRXXPYdgGcWel0Wjg7u7Ob4uFamZmpsN3KjSh6uvrKxlkOIKQMgdHsKjSGnexRdURJgKsYVE1JFQBx3D/Fbv9NmrUiF9fTsstaYlQNeSeaIpQNWTxAZhFtTyRk5OD6OhoWfFkjlD19fVFvXr1BPtu3rwp2A4MDBT8y5Gamkp9P00VqrSov0VFRdT7KY01qvrYs37RLKqG1hczyhc0t18OSydYaME2Gc8nFgnVQ4cOYc6cOQgJCZEESKhcuXKZFRBlEVrEX/3fRNzRAo5vVaU1RCqV6rkJqOQIa1RpjXt5saiKA4z99ddfNltPefnyZfzzzz9GB3Fy61OBksG1OH2QJQGVrGVRdeSBNKN02bBhAx49eiT7uRKhKn6naUJVDCdQxRbVtLQ0icXfxcXF5EGt2KKam5uLR48eUetzaVtU7VW/CCHUus/qO4PDlkKVWVTLDxYJ1fz8fEnHwJGTkyMZVDFsR48ePZCbm4v4+Hhcu3YNO3bsEHweEBAg+T04oVpcXIxNmzZh7dq1DrXek2ZRBfDcBFRyVIuqWKiWVYuqWKjeunVLsD19+nS4uPxf4PP8/HzJ+lBr8Mknn6Bp06Zo06YNJk2aJHtcbm6uJNgM5/YLACqVyqoBlQy9C+Hh4YLPLBGqzPW3/CDO/yvGWhZVMXIW1eLiYkn/YKo1FZAKVQB8PA4x5gZTkpskc9SJIDnrqaN7ajFKh4cPH+Kff/6R/ZwJVYZSLFKSderUkV3Xdfz4ccm6EoZtcXd3R0hICBo2bIgWLVoIPnNycpINCDFp0iQMHz4cr776Knr16uUwrjtyQvV5t6jaauBBCDHL9dfeEwFFRUXUTs0U19+CggLExMQIPu/QoQOaNWsm2GdtUV5QUICFCxfy2ytXrpS9xqlTpwSTFM7OzpI8t2KhaolFlbn+MqwJIUQy0SPOCmCuUK1Ro4ZgUkmMnEUVkEasNjWQElcGZ2dnwT5DQrU8WFTl6j0TqgwA+PPPPw1+zoQqQykWCdWJEydiyZIlWLJkCW+9KCwsxJYtW/DDDz/g9ddft0ohGdaBFlCpsLAQa9eu5fcdP35csv7HXigVqvYWUuZS2hZVnU4nmYRQYlF9+vSpXSPiii2jHKa4/t6/f19yD3Xr1pVM3tCCkllCUlKSYKBJCMH169epx4otvs2aNZMEUBJvm2tRLSoqkjwPY66/chNYzKLKAIC7d+9KJmFefPFFwba5QlWtVqNWrVqy3+GEqru7u6RNE7sim2NRdXJyklhrrS1U8/PzqW2Zo04EyQloJlQZgGG3X0C+X1cKE6rlB4uE6uTJk/Hyyy/j3Xff5XMvRkVFYdiwYRg1ahTGjh1rlUIyrANNqMbFxUk6OnFyZqUsX74cNWrUQJcuXSTWK3NQ6vpbFi2qhJBSX6NKG0AoWaNaXFxcauuZi4uLcfjwYZw+fZrfJze4NcWiKl6fWrlyZfj6+koGn0oG0qZAe25yQZ3Ea+nE+WwB6+VSpb0Lhiyqubm5ss/GWNRfZlEt+zx79gxTpkzB+PHjcf/+feoxYmtq5cqV0aZNG8E+c4UqAIPuv5wlVaVSSeq0WKiaY1EFpO6/chO65gZTAujuv8yiyihrFBUVSdx+xXWAWVQZSrF4EenKlStx+vRpzJo1CxMmTMCMGTNw4sQJLF++3BrlY1gRmlCNjY2VHCdn8TFETEwMJk+ejJiYGBw9ehQffPCB2eXkeJ4tqkVFRbIWqtIUqrTGPSgoSOLmVlrPePTo0ejWrRvat2+PDz/8EID84NYUi6pYHHIuibYWqlwaC32UClUvLy/JMdZy/TX2LtAC5MlNCDGL6vPPSy+9hB9++AFr1qxBz549JflRAeDo0aOC7U6dOknEnSVCtX79+rLf0a/HYvdfa1hUAWn/KfaA4FC6RpW7L31og3dx/RLXS2vVr4yMDJw5c0bx5BezqDLkuH//vmT8FhUVJdhmQpWhFPlFHybQpk0bycwpw/FQKlTlXJoMcebMGYHwOnv2rOkFFCEXoZYWTIkQIunAHRlDnblOp0NxcbHVg5EpFapOTk6oVKmSQJg8efJEsp7T2iQkJGDjxo389uLFizFnzhyzLapKhKp4UGtt119LLKo0oWot11/au6A/4+3i4oIKFSoIyp+UlEQ9l6O6JjJMQ6fTYfv27XB2dka/fv349qewsFBgLY2JicHt27cFwpG2PrVz586SiaC8vDzk5eUJUqeJMceiWhpClRb5l4ZS118uhRzXjgH0wbv4On5+foK2zRr1686dO2jbti3S0tJQvXp1nDx5UhKrQAyzqDLkEE/iVKxYEdWrVxfsY0KVoRSrjYRzc3ORmpoq+WM4DmKhmpSUZDWLqtjiZkk0Ug6lFtWcnByLgsrYA2PRlW0xuKdZauXSNNgjl6rYYpebm4snT54YtajKDYwMuf6Wd4sq7f0Td/Ti9D1KharYxYsJ1bLBqFGj8OKLL2LgwIF49dVX+f05OTkS74/ExETB9v379yX1t1OnTpL6BRivY2Khyk3OKBWq4mtaI5gSQI/8SyM9PV1icZYbRBsLqFRcXCwQsoDUEmuN+vX555/z4jcmJga///670e8wiypDDrFbfL169RQHD1OCTqeTxFhgQvX5xSKhmpubi3feeQdBQUHw9vZGUFCQ5I/hOCi1qN6/f9/ouhgxNKFqafRgpUKVdn17cO/ePfz222948OCB0WONdea2cP9ValEF7ONeTVuf9ejRI4stqoQQmwjVHTt2YObMmQa9B2gW1SdPnlAFpr0tquJ3oWLFioJtpUJVPJC2t+vvo0ePsGLFCqt4eSghJiYGr7zyCl577TWDOUUdiZSUFPzxxx/89m+//cb/rrS+QPxei62pFStWRJ06deDn5yfxDKFN3ugjZ1GtU6eOrNeMIYuquC21lkVVDlobQlujChgXqmKRSvuOIaF69+5dvPPOO/jiiy9k20lCCPbv3y/Yp+S9ZUKVIYfYomptoUobHzGh+vxikevvm2++iV9++QX9+vVDvXr1TE6iLUdWVhY+++wzXL58GZcuXUJycjLmzJmDuXPn8sfodDosWbIE+/fvx/Xr15Gamorw8HAMGDAAM2fOpAYq0CczMxNLly7FgQMHcPv2bWRnZ6NatWoYPXo0pk6dKtuxlGVoQpXWyRFCcOvWLTRv3lzxucWz6cXFxcjNzTV79hqQF6pubm4ICAgQWOzj4+ON5tqzJf/88w969uyJzMxMeHh44MyZM2jcuLHs8fawqNIGENwzFeMoQvXhw4dmr1FNT08HIQQJCQkSQWep6++WLVswdOhQAMBXX32FK1euoFGjRpLj5IJQ3blzBy1bthTsM8eiaq5QFT8zZ2dnSfoPsUVVbEXjEAtVPz8/wbH2tKgmJCSgcePGSE9Ph0qlwp9//omBAwfa7HqEEPTs2ZMPOHTz5k2cPHnSZtezFgkJCYKJRS4llKenJ1WQiCctaOtTVSoVVCoV/P39BXXYVIsqJ1Q9PDwQHh5OnQg0JFTF2NqiShPi5lpUae61Si2qeXl5aNOmDd+mxcXF4ccff5Qcd+PGDUndNhYgTa5sABOqDKlFtX79+pK4F5YIVaWBIRnPBxZZVP/++28sWLAAf/75Jz7//HPMmTNH8mcOKSkpWLlyJQoKCmQHFXl5eZg7dy7Cw8OxePFi7N69GxMnTsTKlSvRvn176kykPg8fPsTixYvRrFkzrFy5Ejt27MCQIUMwd+5c9O3b12FyiVoT8cBTzqIKmL5OlSZkLHX/lROqgGMFVCoqKkKvXr14K1lubi5+++03g9+xh0WVtuZXzkJhD9dfa1tUtVotcnNzJdZUT09PVK1aFYDUopqamqqo7uuH3ieEYP369dTj5KxHNPdf8cCPNqC2VTAl2kDaXNdfR7Kobtu2jR8QEULw66+/2vR6cXFxgqi4p06dKrWI2ZZAq2OcQDUmVGnrU/Xz/4qFo7lCFZB3/zXk+ivG1hZV2mSXuUKV9uyVWlTPnj0rKIu+xVyfQ4cOSfYpEarMosqgUVxcLOnfrG1RNcU7jFH2sTiYUtOmTa1RDgHh4eFIS0uDSqVCcnIyVq1aJTnG3d0dsbGxgk6pc+fOCAsLw9ChQ7F161aMHj1a9hrVqlXDgwcPBIPBrl27wtPTE9OnT8epU6ckUcrKOmKLqqGGwtR1qnJClZZiQyniDlh/xqxKlSqCMtpTqK5cuVIyuDL2/IxZVEvD9ddQw+4oFlVDQtWYRRUocf8Vd5p16tTh3RHFg9qioiJFEyxi0Xbp0iXqcXIihSZU7en6S/MgEbv+0iyqhYWFknpqimuirRFPFNg6bgJt8B4bG+vwy2AMCVWa5Uz/vY6NjZW4inbu3Jn/f2BgIO7evUu91tGjR3H79m0MHDgQlSpVAiFEMvkiFqp79uwRfO7q6irox21lUVX6G9IiIlvToipuA+Tql7htSE1NRWZmpuT7NKFqLECaoWOYUC3fPHz4UNIO1q9fXzKmsSSPKhOq5QuLLKqDBw+WrG2wBpzLkCGcnZ2pM6etWrUCYHyNhaenJ7XDUvr9sogpgyVThCohhCpkLA1wJG7YDFlU7ZVLNSUlBR999JFkvzE3FEdYo2qoYXcUi6oh119jFlWgZOAntz4VoA9qlaxTFXeyly9fplpirS1UzbGo/vzzz6hYsSJq1qyJEydOAJA+M3MtqrTBqnjwbU+LqnjAZKvUTxy0ei3nteJI0N55Q2tU9d8FsTU1KChIYPmUs6j+/PPP6NKlCyZNmoRGjRohPT0dOTk5kiApxiyqgYGBgvGCvS2qNKxlUXVzc5OcS06o0trFuLg4wXZRUZHk9wOYRZVhPuL1qb6+vqhUqRL8/f0F+5lFlaEUi4TqwoULcfnyZUybNg0HDx7Ev//+K/krbQ4fPgwAaNCggV2+78iIO3RDmCJU09LSqA2HLV1/aSlq7MEnn3xCnRk05nruCFF/TbGoPn36VDKAtDa2sqiKO059oerl5SVZp6vE6iY+JjU1lTq5ZYrrry0sqhkZGXjjjTeQlJSE+/fvY8qUKQCUTVoosagqEar2tKiK66GthSrt/GVVqBpy/dWfgJFbn8ohF7Dsp59+4vclJydjx44d1DZAX6jScqmKz2/MolraQpW2/pvDVIuqp6enpL2yRKheuHBBUWA3GvayqJ46dQqdO3dGdHS0ZC0kw/7QAimpVCrJu56bm2t2e8zWqJYvLHL9zcvLQ1FRERYvXowlS5YIPuPyWtp6cKtPfHw8Zs6ciRYtWqBv374mf//q1av46quvMGjQIIOBcAoKCgQVhWvotVptqQ/KuOspvW5AQIAiixEnEMQDYxpyUW7T0tIseh7i76pUKn6feBD9+PHjUn/2V65cwfLly6mfZWdnGyyPMdeqnJwcq9+P+Jqurq6y1xBb34uLixEfH280t54l0AT/o0ePZAV1Xl4eCgsLDQ6MkpOTJaKwZs2agvsOCAgQiDDOWmTo+dPKeuHCBcHz0el0snXt7t27yMvLEwxgxYNDNzc3SRnE+SezsrIMlvPatWsCsXbt2jXk5+dL3gWNRiM5j3jAn5SUhMLCQoEIoc2KiwV2QUGB3cSq+D5tXRZavb5//77gmlzgIlr0cntBs/xnZmZCq9VShUxiYiJ/T5yVniMqKkpwv+IBKhfET38tL1ASLTkyMlJyLXd3d/58NWvWlHweEBAguJ7Y60AMrV4pQbz2Wim0usUhLqu4zxQ/ew8PD0lQGrl3Wsm7uG/fPmq5jPVf3DE0cnNzbVbHtFot+vfvz08UJiUl4cyZMza5liNj6rivNBEbOerWrQutVkv1YExOTjZrWQRtLGPv6PI0HPH3KYtYJFTHjx+P8+fP45133rFq1F9zSE1NRXR0NAgh2LRpkyQkvjEePHiAvn37IjQ0lLomVp8FCxZg3rx5kv379+83e7bWUg4cOKDoOEOJ1sWsWrVKYH2SQ2593okTJ0z+HfQRW0MuXLjAd45iC2pMTAx2795t9rXM4eOPP6auRwJKymeoPMZSZRw9etQkd2adTofdu3cjJiYGUVFR1IjN4mtqtVrZMhYXF8PJyUlwf1u2bEGNGjUUl8lU7ty5I9mXmpoq+w5lZ2dj+/btBs+5d+9eSR7FpKQkwX2L261jx46hY8eOsnVKp9NRB++bN28WDCIzMjJkAzNptVqsXbuW9wwghEgGfpcuXZIIQf21fkCJUDT0nl24cEGy76+//sK5c+cE+woKCiTnEVtQCwoKsHXrVkEbJxYbLi4ukvf28ePHpV43OcTPKzU11aZluXz5smTf+fPn+Wvu3LkTa9asQXFxMUaMGIFhw4bZrCw0CgsLcerUKXh4eKBVq1b8pMOVK1ckx546dQrOzs74559/JJ9x7ZtOp6O6k+o/Y7H3we3bt7F9+3Y8ffpUsP/cuXOS/kmj0UjqoZ+fn6BeFBYWCq5nbCL27t27Zr0DhBC4urqabAVycnKSvZ7YC+PBgweCY0+dOiUpg/g7sbGx1PPTPNqOHDmCiIgIfnvLli3Ucj179szoM5LLB33p0iWb1bG4uDjB+3Tx4kX8/vvviibUn0eUjvtKE9rEwe7du6n1Zvv27WZN2InfPWdnZ7v1MYYwNc0jg45FQvXIkSP49ttvMXHiRGuVxyzS0tLQo0cPxMfH4/Dhw6hevbpJ34+Li0OXLl3g4uKCQ4cOGXUdmjVrFqZNm8ZvZ2ZmIjQ0FD179iz1BlOr1eLAgQPo0aOHbKoRfSIiIiQDdzl8fX0RHR1t9Di5dXg1atRQ9H05xIP8jh07okWLFgBKLKoLFizgP0tPT0fv3r0tEsamEBsbi2vXrsl+7uzsbPDejblWtWzZEu3atVNcnkWLFmH16tUASkTuuXPnJNYJsRUwICDAYBkrV64sEB3Vq1e36Pc0xtKlS6n75SYDtFqtIGgLDbGgdHZ2xvjx4wVW2m+++UYw+OPEo1ydknPnzc3NFTwfsQuUmEqVKvHH5+fnS+6zV69eEgvSnTt3MH36dH5bq9Wie/fuspOENMtv+/btJS7DwcHBkt82JycHr7/+umBfZGQkatWqxW+LU694eXlJ1hEGBgba9L0xhDgas6urq03LQpuYyMnJQXR0NPLz8zF69Gj+d966dSuWLFliNJWaNenatSv/m7399tv45ptvAIBvO/SpU6cOoqOjqR4z2dnZ6NGjBxITEyXv7YgRIwRWkocPHwqioDs7O6Nx48aSZ+Xq6oqGDRsK9tHaqMjISMG6yvr16wuOycvLw/jx46n3DwBt27Y1+x0IDg5W3H9yeHl5yV4vJydHkjJG/1hxWxMUFITatWsL9lWsWJF6flr7o98v5ebm4r///qOWq7i42Ogz+v3336n7Le33DXHx4kXJvrCwMJP6yucBU8d9pQUhBOPGjRPsGzRoEF544QUAJRNP+h5QTZo04cd0piA2CHl6etqtjzGEpXFaGCVYJFS9vb0Fs3P2IC0tDd27d0dsbCwOHTpk0GWXRlxcHDp37gxCCI4ePcqnrTCERqOhuiOq1Wq7NRpKry12mdXH2dlZ4Kp969YtRec0lF/Rkuchdpvw8PDgzxcWFib4jMv7Z+j+9Dlx4gRiYmLQp08fg2uPfv75Z3z44Yfw9fXFqlWr0KZNGwDA6dOnDZ7f2L0bc4knhCh+doQQwWCHe5fFHYB4QKnRaAxeIyQkRCBUk5KSbPp+09anGUKn0xld6yu2IteoUUPimipe48aVQ65OyU0yXLlyRXC8sWAR9+7d44+n3bu/v7/k+rRJtPz8fHh6eiI5ORkeHh6CTpx2XpqroJubm+Rafn5+8PT0FLhZpaWlCY4Tu117enpKIggXFxfbrV0Uvx+FhYU2LQutXsfFxcHJyQn3798XvDuFhYV49OhRqUUEvnv3rmBiYfXq1Vi0aBGcnJyoExoFBQVQq9WyrvUZGRmStt/V1RWVK1cWuIeL7y81NVViTQVK+hFaqiPx79W6dWuBUK1Xr57gGLVaDTc3N9m2wcfHx+x3oEKFCiYLVVrd0j+fPhkZGQbrl5eXl6R+6XQ66vlpbocPHz7kjz137pysdVhJ3y0Xh6GoqMhmdYzm3nnv3j1BOqTyhD3HnDSePn0q6fcaNWrEl1GcYzs7O9us8ps6lrEXjlimsohF5qeXX35ZdlatNOBEakxMDPbv329yqpyHDx+ic+fO0Ol0OHz4MMLDw21UUsfB0KCoQ4cOgm2luVTlAhlZEkypuLhYMujTr/QVK1aUWE+VBlT66aef0LFjR4wbNw7NmzeXXS+anp6OCRMm4PHjx7hx4wZeeeUV3gpw/PhxwbHitZvG1qBaMz3NxYsXJVYPmkgyJeovUPqRf00VqoBxMSh+LkqCsRgLpiT3udgtzVj+TH33JZr4VRL1FyipZ2+//TaCgoJQuXJl7N2712BZc3JyFL8LxgIqicvt6ekpCRxTnoIp0USdVqvFkydPqO1paUTT5hBHbc7JyeEFqqlRf7nzid28q1SpIgnYRwum9PDhQ8n5EhISDOZQ5Xjrrbd4q2Ljxo3x8ssvS44xFPnX3PQ0gGmR8zkMtbOmBlPSn6zlMCWYkn57ePDgQdly5efnG13zZ4+ov7Rz05aMMOyD2Irv7u4uGFdbK5eqqWMZRtnGIotqZGQkPvzwQwwaNAh9+vShzvYPHjzYrHPv2bMHOTk5vNi5efMmv54iOjoaKpUKvXr1wqVLl7B48WIUFRUJrCdBQUGC9XQuLi7o1KkTnzMsKSkJXbp0QUJCAlavXo2kpCRBR161alVF1tWyhqGOtl+/foIIjkoj/9pCqNI6X/0O2tnZGZUqVRJcOz4+XtFkxWuvvcb//+HDhzh48CAGDBggOe7q1auCcty+fRvXr19Ho0aNJEI1Ojpa4D6Xk5PDBxSjYc30NLRE7nKWNH2MNe6lnUvVFkJVjBKhamyNm6H8b1euXEGXLl0AyLsIcxgTqrT17p6enlCpVAK3yTNnzvBu05mZmfjwww/Ru3dvAMqFKi2PKlDi6hgTE8Nv08SOuHzigbQ9g1yIhaqtI5LKnT82NtbuQpXWHicmJiIwMJD6nhiK+guUTMSIrYviaOyA1AsgPT2d6k789OlTRUK1atWquHr1Kp4+fYrKlStT3d4DAgJk1/hbEkfCnMi/pgjV/Px85Ofn8/VR/OwtjfqbnJyMnJwceHp6UvOn6pOTk2MwgJQ9ov7S7okJVcdBHIW5bt26AoOC+H03N5eq+B1jEX+fbywSqqNGjQJQMktHC2piSdTfSZMmCYI0bN68GZs3bwbwf+H+z58/DwCYOnWq5Ptjx47FunXr+G2dTicoy82bN/kB2OjRoyXfnzNnDubOnWtW2R0ZOaHq7OyMXr164b333uP3JSYm4tmzZ0ZnkeUGBJb45xsTqkCJkNIXT0qEFK2j27dvH1Wo0tZG7t69GwEBAZIgMi+88IJAqOp0OhQUFMgKAGtZVAkhVKFKe/ampKcBpEL1zJkzBsW3pdhLqIoH0sY6T0OfX7p0iReqYouq2B3x9u3b/POkWSZp662dnJzg5eUlEB3iAefNmzf588pZypTkUQWM51K1JH1GaeAIeVSBkj6LNvHnCEK1Xr16JqenAeQtqmLEE0GEEFy9elVyXEFBgSQwk5xQ0mg0Bj2gDFlUHVmoAiXtINdv0CyqSj0W5PqYuLg4VK5c2Wj6wOzsbINC1R4WVdo9yQV1YpQ+tNQ0+jCLKsMcLA6mZCvkUp7oIxdRU8mx3LrU8oac6AwLC0OdOnUki91v3LhhNGCNPSyqQMmgSD+qqZIoubQAE+LgFBy0Dnf37t2S9bF+fn782lV9cnJyZIWqsc5c6eD+woULksEdQBeqps5CRkVFCbavXbuGf//9lxpR2FLEKZ+UYuqMrLjjBEy3qBpyDdaP+ioWquK1dWlpaXj27BmCg4MV5VDl8PHxEdQtcQRfLv2Ml5cXtazZ2dlWc/0VD6S9vLyY6y8FR7Co0qz2T58+RVZWFtXqzf22cpYzmlCleSHRRCMtOjIgFR3mpoQxFBDREtdfOaEqjpCuj1wfANDvTz/WgrUtqkDJ2OrRo0eC8Q8tmrGx5SuO4vobExMDrVbL1gM6AGKLqnhi2N/fX7DNhCpDCRYJ1fK6gL0sIydUq1WrBhcXF9StW1eQqsCYUNXpdNTAGEDpWFT1UWJRpc3km2L1PHXqlGTtZlRUFDXac3Z2tuzMvrUsqjRrKmAd199OnTohPDxcIITXrFljE6FqjjUVMK2jU6lU1HRL4kGtsTWqxiyqHGLX3xYtWuDs2bOC3+H27dsIDg6mWiblEK9TpQmg5ORkeHl5yVpUTXH91aesuf6KB9OcZ404F6W1kBuk37hxg/cE0scRLKpyEzPWcv11c3OTTICK0wZxlIZQtYVFNSwsTHZy3VA7q9Fo4O7uLphQ0W/TrL1GFSgRquJ2s1mzZrh48aLgXMYi0zuK629RURHu37+vKJUew7YwiyrDFpROLg+Gw2BIqAKQpAcwlIIFKBmsyLl3W9uiKrYAigdFSoQq7X7kOnpah6vT6STisGPHjtTBj6EZaWusUSWE8O7wYpRYVI017k5OTnjllVcE+zZs2CAb7dESzBWqplhUIyIiqL+TqcGUDF3z1q1b/PMRW1QrVqyIOnXqCPZxA3NTLKpioUqz5HDXllujaq7rrzGLqqMHUwJsa1WVq9f79++nevCUZaGq1PUXoAcBoyEWvuYKVVsFU5ITqoZS4hlrZw0N3pVYVOUmggy5/orTvDRv3lzyXIwJVUdx/QXYOlVHIC0tTWK0EFtUmVBlmAMTquUMY0JVPCspTi4uxpA4tESo0gaTxiyqSlx/aRZVU2ekafldnZ2dJcnqDXX01rConj9/nur2Cyhbo6okAMG4ceMEa1LT09Oxbds2o98zldKwqNLWpwLSQW16errBtfWGhKxOp+MtnGKhGhQUJKlf5ghVJbmaDQlVmuuvnEVV7Ppb1i2qgH2Eqpx3ib1dfw0JVSVRf8XCUi4AoVKhKsbcvOSGLKridtoUaP2nq6urwcCLlghVW1lUaUJV3OYYc/21h0VV7txsnar9EVtTXVxcBAFNASZUGebBhGo5w9iMsHhgIDdI4TAkDm3t+mtri6oxMQmUDMybNWvG/18fSyyqSqxQcm6/gHUsqgAQHh6Obt26CfatWbPG6PdMxVoWVUMunXJCVTyoJYQY/O2MWXE591+x629QUJBkPTTnLmiJRZXGs2fP+NzCYqwZTMmR09MUFxdT65k9hKocT58+LbVYCXIWVbmJF2MW1du3b0vu11KLqhhru/66u7tTg5QphdZ/BgcHG7w/Q2tUAcstqqb2XxcvXpRMcNKEqqGJ1qKiItl6xCyq5ROxUK1VqxY1N7c+TKgylMCEajlDrVZLFrQD/2dRFbtGGnPztJVF1Zw1qs+ePTPYST579oy6ntYU118x7dq148tlSkdvqUXVkNsvYJ01qhyvvvqqYPvQoUOKgp2ZgrUsqmJhpQ8tkBJAdxPk3l1aPl9jrsGXL18GIURiUa1QoYJkoMuV3xYWVblBgCV5VNPS0gTvpiNbVOXqmCMJ1cLCQrNTNJiKqRZVY0JVvM5UpVJJ1u9zmGsZtbbrryXrUwF5oWqovjqaRVUcsd7NzQ3169c3yfXX0AS2PYQqs6jaH7H3HS1IpbWEqqkZDBhlGyZUyyE09yVOqIrdooxZVA0J1czMTLOtBeLO19nZWZIWRSxUAcgGdgLk19vKDVyVWFQ7duzI/9+aFlVjg+nr16/j4cOHsp/n5+dLzmGO6y8ADBw4UNDBEEKwfv16Rd9VirUsqnIDZUDeourm5iYZwGZlZeHevXto3LgxXFxcMGrUKF6wiq8pXtd96dIlqnttUFCQZJKIO5ctLKpygtqSYErcufXPpY8jpadxlKikxigt91/axOHTp0/Ndv0Vt+3BwcGybYqjWFQtFao0AVyxYkWbCVVbWFTFNGnSBC4uLiZNtNpLqMqdm7OoXr16FX369EGPHj0EGQEYtkfcF9Dqrq3yqDKh+nzDhGo5RCxUPTw8+AGpNS2qOp1OcWcpRtz50gZA/v7+kgG2ofLICVVLOnpDQtVQR2+pUBUPbmnubOKBqbmNu7u7O0aOHCnYt3btWtl0DOZgLYuqn5+f7GBZzqIKSAe22dnZ+N///sevN92wYQP27NkDQNq5du3aVbB95coVSdAhgC5UufJbEvWXRnJysqwAyc7OVuz6GxAQIHGn1r83Rw6mJNd2OZJFFbCvUE1KSpK4qHMYs6iKkXP7BRxHqFoSSAko6YfE1mFbClVLJoKU9r1cFHdT1qhaMglrCXL3lJqaisePH6NPnz7YvXs3Dh48iDFjxpTLFIT2Qslkq61cf5VOujPKJjYTqj///DMOHDhgq9MzLEAsVCMiInhrpdiiaolQBcx3/xV3vrQcaSqVyqSASrRASrRrcRjr6F1dXdGqVSt+25SO3ti5jQ3uxQ01baZfLP4smYUUu//GxcXh+vXrir+vz08//YSQkBA0btyYD+qhVKiK71MsGt3d3amu7VWrVjXofig+b1ZWFs6cOSPY9++//wKQuv6KhWpubi5OnTol2Ofq6govLy/ZGWVbuP6aYlGVexecnJwk7YX+OlVaHlVTXH8JIXj8+LHR3LVAybO6ffu24qjTcgKrvApV2sSZVquVuIJymCpUDQUUKm2haivXX0Dq/mvM9dfUNar6baH42VvD9VeMnFB1RIuqoXv63//+Jwjudfv2bUmwL4btUDLZKn7X8/PzzTJmMItq+cJmQnXcuHHo3bs3WrdujUOHDtnqMgwzEA88ObdfwHTXX2ORds0NqCQeTMol8zYloJKpFlVjHW7r1q0Fg5DSdP0Vf9/f319iVRU/e0sa92bNmkkGaOI1mEqIj4/HlClTkJCQgGvXruGtt94CoFyoigfD4hlZNzc3qlA1ZE0FpBaY5ORkxMTECPY9efIEBQUFEqFUt25dSbn27t0r2A4KCoJKpZKULSMjAzqdziauv4ZcOsWDA0ODaUMpaiy1qE6aNAmhoaEIDQ3Fli1bJJ9fuXIFn332Gdq1a4cKFSqgXr16aNasmSJxxyyqQuQmDW/evEndz/22xqK/cpQHiyog7T+fF4uqKR5BjmZRBYCVK1dK9pXW+m+GMqFK65vN8aZiQrV8YTOhunbtWnz33XcIDw/HqFGjbHUZhhlERkYKtlu2bMn/35quv4BtLaqA8hQ1Op1O1gJobkffuXNnwbYlwZTE629NFapubm4SS5tYqJq7RpUrn3iwqdTSos+pU6cEz/vcuXPQ6XQSwRkaGkr9vngwLH6/3NzcJAM/QH59KofYAnPnzh2J21h8fDx14OPv788P9jj2798v2OYGt7SyZWZmOqxFFTCcosaSYEqxsbFYsWIFgJJ25u233xY88+nTp6NJkyb45JNPcObMGd7V/Pbt2/j1119ly8vB1qgKkWuP5FJc5ebmQqvVKnbddiShSlt3DljHotqlSxfBdrdu3WwiVAkhNreocoGUANM8ghxtjSoAakoxY4HvGNZDiVCl1Wdz3H+ZUC1f2Eyojh07FlOmTMEff/xhMMANo/QZPXo0n3Kkbdu2mDx5Mv+Z2KKan58vuxaxsLDQqFWttIWqnHCOiYmRFd1KO/ru3bvzlqeKFSti6tSpgs8tsaiKB3KmClWNRiPpBKxpUQWkgzxzhKrY/Vqn0yE5OVkyqyoOUASUPCNjIk3OomqqUBWH2gdKhCpt4OPv748WLVoI9omP46zRtLKlpaWVajAlU/KoAoZT1FiSnkYc7CQhIQGxsbEASsTTwoULZcvEHWcIR7Woitf82tuiKgchxCSLlLVdf93c3Cxae0azqlrDojpr1iy88cYbaN++PVatWoXIyEibCNWCggJJ32tti2pkZCRfX02ZaHVEiyoNZlEtPZT0YRqNRjLGZEKVYQwWTKkc4uvriwMHDqCgoAAnT54UuDLRZpzlOgfaBIS4cTLX9VepUBXP4stZVOXWp9KuxSG+72bNmuHx48fYu3cvYmJiJOLGEouqeCBn6hpVjUYjEXHWXKMKWEeo0tyvExISFAnVwMBASScnRqPRmGVRFQ9qaQMxmkWVW5MpFqpiuDpGs4ikp6dbXahmZmbKCiBT8qgCprv+Kh1I037L06dPAwCOHDliMBCKEndURxWqbdq0EWw7qlAFTHPvN9eiKlenzbWmctCEqjUsqj4+Pvjxxx9x8uRJjB8/HoDh+mquUKW1r0otqoQQRaJO3xPE3ulprl69iq1btxoULqYKVWZRtZyrV6+if//+GDRoEB9ckIbSgIDWCKjEhGr5wsX4IcZJSkpCXFwcdWCgHxWV4TioVCrqbDVt0JCbm0vt4MXWS41Gg/DwcEFjZi2LqtzMulKLqtz6VNq1OGhWp8DAQPTq1Yt6vL0tqrZ0/QUMC1VCCHbs2IG4uDiMGDGCmgIJoE8YPHnyRCJUa9euDbVaLfhtAgMDjQYmMXeNqlzwFX2SkpIk0Xy5a4ldf8Vwz0OlUsHPz08gANLS0kyK+qs0J+V///1H3Z+TkyNxxzXH9bewsFByHk9PT4kViBCC4uJiyRpqWn9x+vRpjB49GsePH5ctD6BsksRRgyl1795dEGyrNIRqYWGhWfctFxGYhjlC1cnJCZGRkTh79qzkM0uFKq1OW8OiSsOawZTkIoEDyieCioqKFEVl12+37Bn1d+vWrRg6dCgIIYiIiMC1a9eoz9TUczOLqmUUFxejf//+/PKAO3fu4Pr169QsA6YIVf02jwlVhjEsEqoJCQkYM2YMjhw5IvmMEAKVSkVdN8BwXGiCVH9A+fDhQ+zYsQN169aViIuQkBCjYkkp5lpU5YSqNSyqxgYc1rSomiNUxY11abr+fvPNN5gxYwYAYN68edi3b5/EypiZmYkHDx5IzkuzqPr5+aFq1aoCF08lFlU3NzfJMcHBwUaFqBKhCkgDz3BWm6CgIISHh8uu99MPROXv7y8Rqta2qAL/l1tQDG2QaU4wJbmBNE2AarVayfsmJ1QBSIRqlSpVBN4SllhU7blGVa1WSyZvS0OoGmqLDGGKUDXk+uvp6QlnZ2fJeKBKlSqy33NUiyoNa1pU8/LyUFBQoNiiWlxcLJkIMjWQEmDfqL8LFy7kPSgePHiA3bt346WXXpIcxyyqpcuDBw8EfdqtW7dw+fJlNGvWTHIsbRkIDWvkUhWPj5hQfb6xSKi++eabuHTpEr788ks0btyYvSzPATQhwA34UlJS0Lx5c37wEhERITiuSpUqkoEAZ1ElhODmzZvw8fGRDZSjj9Kov2KLalZWFrKysiSDeUMWVTlRaKpQtbdF1Z5CVT+4TWpqKlq2bIkzZ84I3BzlglnRhKqvry/CwsIkQlWJRVU8wG3QoIHB7wDyUULFiO9B33rbokULWaGqb2GmWVBsIVRpuVyBkgGFeB2pORZVOaFKC55UVFQkuQZtsHvt2jXcvn1bkjLlhRdewKpVq/htJULVES2qderUkbR/2dnZyM7ONvibW4q5ni1KXX+9vb0NvpcqlQoBAQGS84WGhqJSpUrU75RXoQqULNsQv+NqtRpqtVpSdwHpRJCpgZQA6wlVzppLs7rR0Ol0uHz5smCf3BIetka1dKEJ/QMHDlCFKi1VGQ3m+sswFYvWqB47dgzffPMN3n//ffTs2ROdOnWS/DHKFmq1WhLsg+uU9u3bJ5hhF1vHQkJCJIMVboA0duxYNGzYENWrV8f69euNlsPcYEqA1Kqak5MjmyuQdi0OUxtDU9b4OMIaVWu6/tIsLz169MCJEyf4bbnJAprrr5+fH8LCwgT7goKCFFlUBwwYIDhOnAOWhlKLqjGhKoe+UBW7JqekpEgGfuZE/TX2bDiKioosWqOalJQEQoisUJUbSIuhWTyLi4vx9ddfC/b5+vpK1nWWlTWqYrHVsGFDVK5cWfI9W1tVbW1RNWRN5aAJx7CwMOrzAMqW66+h8xrrN+QiodIi/gL0vlBcv2iCTvy9yMhIwT5rpacBTLOq0gIdyglMU621zKJqGXJCVQytP2BrVBnWwiKhqlKpFFnHGGUHlUolGfBynYixQYuc6++dO3fwyy+/ACgZJM+fP99oOZQKVQ8PD0nDJ56NvXHjhsHALLZy/XX0NarWtKjScnZmZ2ejd+/eOHfuHAB59+sHDx5QB/iDBw8W7Ovbt68ii2p4eDguXLiAzz//HLt27cLo0aMNfgdQblEVu9Pqf8+QUBW7/upDS0pvSKjSPlOr1WjSpInsd4xhiutvUVERdV2tWq2Gq6srta7SrKxyQpJrKziioqIk9aOsCNX+/fsLtvv06QMvLy/Jb2hroWquRVWpUDW0PpWDJhxDQ0NtJlRL06KqVqtl21NjbZZcJFS5gb+5QrVmzZqCbfG6emulp5G7vhy0fkFOvIjPW6NGDcG2+PdlQtUyaM/v5MmTkra1sLBQ4tZfmkLVkujgDMfHIqE6dOhQ7Ny501plYTgI4k6T65SMDQ7lLKq3b98W7IuJiTEoHAHlQpW7rj5ii+rdu3dNuhaHpa6/cjPSOp1OMnAXi0xHTE8j914AkA3ckZubi7fffhuAvEVV/H4AJYPUAQMG4Ndff8X48eOxefNm9OjRQ5FFFSiJ8jt79mxER0cbPJ5DqUVV/Lvpi06aOxSHIddfU4Wqk5OT5PNatWrJDviVYIpFFSixqloykAbkB7viYzt27CipW5YEUyrNNapjx47FvHnzEBUVhXnz5mH48OEAIPmtHNWiqtT1V4lQLW2Lqq3S08ghV2eVtLO0wbslFlXaOx4VFSXYFueDtVZ6Grnry2GJUJ05cybf/1evXh1z584VfM5cfy2DJlS5bBH60N4VubomnqhlFlWGMSxao/rSSy9h4sSJKC4uRr9+/aiDPUODN4ZjIp6V5GbPjHVOlStXloijzMxMiXAsLi5Gdna2wTVNSqP+AiWDJP0gN+Lrid1KjV2LwxT3SMDwjHRBQQHu37+P0NBQiWs1UDbT03DvhVarNVjef/75Bw8ePDBoURXj6+sLlUqFUaNGYdSoUfx+JRZVc1BqUTX0vYCAAFSvXh0xMTGS4wy5/poqVIGS90V/cFCvXj2B1dZUDD03Nzc3+Pj4COp2YmKiZCDNDUwscf2l0bFjR0ldLCsWVU9PT3zyySf45JNPBPsrVaokmECzda5xa61R9fX1pbanSlx/5SyqcmtUlUa3NuV6trKoAiV1luZZoqSd9fX1lURCFb+nhiaCxBNotEnWWbNm4fz587h8+TJGjx4t8VgRC4vCwkJotVrq9YxNFFkqVJW6/taqVQsxMTG4ffs26tevj127dgk+ZxZVy5B7fgcOHECPHj34bVp7zNaoMqyFRUK1a9euAIBly5bh+++/F3zGov6WXcyxqDo5OaFz584SkZiVlUWNxJuenm6SUDXFoip2/TUWediU9DSGkAumlJaWhk6dOuHatWuoXLkytmzZIvmurV1/dTqdxOpprTWqSkTDd999JzthILauu7q6yj5rpRZVU3FxcZGIMSWIRWeLFi0kQpULJMNhzKLq7Oxs9Lfx9vYWDGzr1q0LlUplStEFGOvoK1asKHg2SUlJkuuZMpAGlAlVDw8PNG/eXBJspawEU5J7rqVtUbWW629ERASuXLkiOa6suP6WJYuqGEvWqLq5uaFatWq4dOmSbKAjWvlzcnLg5+eHO3fu4Pjx42jfvj3q16/vMBZVLohgZGQkAOlvXl4sqjqdjjoBbimGhKo+cvEKaDChyjAVi4Tq2rVrrVUOhgOh1KI6ZMgQ+Pn5IS4uDm+99RaqVq1Kdf2lDcLS09MNrm9WGvUXMJ6ixtggzVZrVAsKClBUVIRNmzbxbq8JCQn46quvJN+1hlA15PpLGzhYa40qTRAMHDgQ27Zt47d//PFHxdcxNEC1lVAFSgbS1hCqf/zxh2BfQECAYBAh/o44Oq+Xl5dR0RkaGirIkxoZGWmR2DH2LgQHBwssgElJSZL33VSLqhL33Xbt2kGtVksGPfn5+UYHZ6VtUS0uLlacn7asuv4GBwfDzc1N0jZa4vrL1Q/xpLYtginZ2qJKQ0mbRBu8i/s8S9ao6pdBLhovrfzZ2dl4+PAhWrdujfz8fKjVapw6dcpqFtWsrCyqB4pSoSp+tjS3UluJOEfg6tWrGDJkCJ4+fYqPPvoIH374oVXPLydUL1++jGfPnvGeQuKxoUajkX3mTKgyTMUioTp27FhrlYPhQMgFUxI3RjVr1sSCBQsE+2hWPTmLqiFsaVH19vYWiFdbrVEFSp6ZvqAAgAsXLkiOs8YaVUMWVVsKVdps6pgxYwRC1ZTgGoYGqLZy/QVKBrb66XCUIB580wIq6bv9AtLBlNiirCRNydtvv43jx49Dq9WiYcOGGDBgALZu3aq02BKUCFV9EhMTZS2qNKFqrkWVyzkql9/Z0LMq7TWqptSxsmpR9fT0RFBQEB49eiTYb47rr5ubGwIDA6FSqVCxYkVJP1GWgikB1reoivsTSy2qxqD1X9nZ2fjtt9/482m1Wqxdu9ZqFtUbN25Q99MsoUVFRZLJDPF90X7zjIwMs5d2ODI6nQ7Dhg3jl858/PHHGDlyJKpVq2a1axhynT506BC/5l5pDlXAOkKV5VEtX1gUTMlWZGVlYcaMGejZsyeCgoKgUqkki+R1Oh2+/fZb9O7dG1WrVoWHhwfq1auHmTNnmvTiHzx4EG3btoWHhwcqVKiAcePG8XkCyytKBQmtMaJZVEtbqBqzqIoHTNZaoyrX0YvXLdFyxNl6jSpN+NrK9dfJyQnR0dGK832KscSiakmHRRvMGHrvAKnopK3JF68dpeVN1EeJUO3fvz9u3ryJgwcP4uLFi3B1dZUIYqWo1WqjOQ9puVTl2gOVSiWZTTd3jSonVOUmgQxR2hZVRxaq5lpUxW2gh4cHNbiWEouq+JgaNWrwkx20darl3fVXrn45OTlJ6qs1hCoXtVuf7OxsyaRETEyM1SyqcnELaOMDJfVL3B4DjrNO9ffff0fFihURFhaG/fv3W3y+06dPC9LuEUIkSyQsxdCz03f/VZpDFZC+62lpaQaDax4/fhx9+/bFq6++iqSkJBQXF0vedyZUn28ssqgCJS/yhg0bcOvWLcnAQKVSYfXq1SafMyUlBStXrkRkZCQGDhwoSPTOkZeXh7lz52LEiBGYMGECKlSogH///Rfz58/H33//jQsXLhgd1B47dgwvvPAC+vTpg+3btyMpKQkffPABunXrhgsXLpTbl1+pRZXW6dOserQBpalC1VgwJX2ePHnCr5HmyqBPQECAIIAPbeBKCJHsN9X1Fyh5ZrQAG/o4OTlJnrk1XH8LCgpQUFAAjUZTqhZVT09PuLm5oW/fvti4caNJ1wDsa1EV065dOxw7dkz2O+KBka+vL2rXri2wohuzqIpRIlSBEo8G/ZQT5gZTUvLMxOLk6dOnEnGhX261Wi2wftAsqsYGu66urmjVqhUAJlQtRalFVa6t4PDw8JC8z2q1WtEkSdeuXVGjRg1+cD158mT+M9o6VUuFqkajQYsWLXgPFl9fX9StW9eicxrCmkI1NTVV0ufpt79qtVrwO1lDqAIl96AvTnJyciQT92LhSsNSoZqTkyMJ5ETzyhHfl7u7u+QddoR1qnl5eXjjjTf4yeNJkybh3r17ZscVIITgzz//lOw3NtYwFWNClRtnKc2hCkjf9cLCQuTn51PH65mZmejbty/ffqWnp2PDhg2S48rrWL28YJFQffjwIVq2bInc3Fzk5uaiQoUKSE1NhU6ng7+/v9kdTXh4ONLS0qBSqZCcnEwVqu7u7oiNjRUMLjt37oywsDAMHToUW7duNZo/cfr06ahduza2bNnCu6tVq1YN7du3x5o1azBp0iSzyl/WURpMSYlFNSMjgxpQy5YWVa1Wi+TkZH7wJB6kiWfaadYeWkdrrLN3dXWFi4uLYFCenZ1tNBehm5ubZFBiDddfoOTebS1U5aK/Dh48WFao+vn5yb4D9lqjSrPANGvWDNevX5cdANC+06JFC4FQFYs8a1hUaZhrUVXyHtC8FmrVqiXYp98eqNVqwcDSHItqq1at+N+b9rsbE6qlHUyJVsfkJtjEwiwlJQWFhYU2yweoVKiGhobi3r17sp/TLKohISFGLfJAybP4999/sX37doSHh/PWcsA2QhUAVq9ejbfeegtZWVn43//+Z1H7YAxLhKrYY+Hp06eSvlRcv0pDqGZnZ1OFqrF0XpYKVaBkjKDfpinpk7nAdfoTP45gUb13757AwykmJgY5OTlmt/UHDhygLlMpTaH66NEj3L17F7Vr17bI9Rco+a1pbfypU6cEbdeRI0esMpZhlC0scv2dOXMmGjRogMTERBBCsGfPHuTk5GDp0qVwc3OThApXikqlMjrT5OzsTG0suRl4Y7N+8fHxOH/+PMaMGSNYU9WuXTvUrl0bf/31lxklfz5QGkxJiVCVi/psTaFaqVIlyfui7/4rtqgqcf1VMntLg5aixljnodFobCZUuc6R1rgbc2sVY6pLeO/evWWfWbdu3WSv40gW1fr168u6NapUKmpZxRNk/fv3F2wbs6ia655orkVVSScvfgaPHz82ODgRr1M1R6jqCxmVSiX7/skhd35brVGl1VmlFlXAtilqxL+VXKATQwHuALpFVYnbL4ePjw/GjBkj+G0B2wnVxo0b49ixY/j333/Ru3dvi89nCEuCKdHiLMjlUQWkbbe1hCotF7g4oFZWVpbRd1VJHSOEGBWq+tD6ZFr9ErevjiBUaWMApem5aHzzzTeKr2MuhBCjz45z/7XEogrIjwfFEfEzMjIUvweM5weLLKpnzpzBV199xTeChBC4urpiypQpSExMxPTp07Fz506rFFQphw8fBgA0aNDA4HHXr18HUNKRiWncuDFOnTol+13OpZKDE0LG8knaAu561ryuuNJnZ2dDq9VKOk6NRiO5rjGLF0dqaqrBMosbI2dnZ4PHV6xYUdB5xsXFoX79+gCkQlXckdF+N9qaLicnJ6PP2dPTU9DopqenG+083NzcqGuOTH0+Li4ukuiZKSkpCAsLk/x2nGumKemjxGI6NzcXWq1WknbG3d0dWq0WGo0GPXv2xI4dOwSfh4eHS6xx+nh7e8veOy1Qjz7G3hND0DrQ2rVrIyQkhDqg8vX1pT7Dbt26YcOGDTh48CC6deuGHj16CMpkLKCLh4eHWffg5ORkVoodNzc3o9cTW3wSExMlLnXc7w5IB9L5+fmSa4gHNxMnTsRPP/0EoOTZvvbaa4LveHp6Ct7jjIwMg+WWs7jSymINaG2GSqWiXsvb2xuurq4Ccfvo0SPZVC2WIn4nwsPDqdFWxYJJjEajkQRrqVevnsHnqaSPonkDmFsP7IWhvs/U+vXkyROJFVy/norrV15enuAatCisSp6lWGCkp6dLhCpgPDge57priIcPHxrMcZ6cnIyIiAh+m+YVQOuTxf17cnKy3d8jcWR3oOR+jHnX0Dh//jyOHj1K/ezZs2dWu1du3KdPu3btcPr0aX770qVL0Gq1kvbF09PTYDk8PT0F72hMTIxgGQuHOMc6IYQ6SSLXztobRyxTWcQioZqYmIjKlSvDyckJzs7Ogpe1U6dO+O677ywuoCnEx8dj5syZaNGiBfr27WvwWE480Fz3AgICDIqLBQsWYN68eZL9+/fvt2lUQUOI81pZgrghuHfvHnbv3i15Jjdu3KAOSJVw7do17N69W/ZzcQP18OFDg8eLn/v+/fv5BfrijlY8S5iXlyc5Ny2g1vHjxxULcY5jx44ZXSOj0+nwzz//CPbl5+cbvF/xOW/cuIE9e/bAw8ND0KEfOHAACQkJuH37tuB4Z2dng+en8fDhQ8F2Xl4edu7cKSm7Vqvlz02LQBgUFGRwpjYpKUm2bMYs8SdPnjSr8wek9weUiAc5Ma/RaGTL6eHhwVtSacd4eHjIWgTT0tJM/m30z2uqUC0sLDR6PfGAsri4GP/++69gX3x8PH8e8ZrU06dPSywI4ne4YsWKWLhwIe7cucPnTtUPDiL2mjh27JhBq4RcvTPWlpiLfmAToGRSZe/evbLH+/r6CtqmnTt3Gl0mYC5xcXGCbZr3BWDckyMuLg516tRBzZo1ce/ePQQGBqJJkyaKnqehPkocAM/FxYWfdC4riK0/QImg3LNnj9HvioVMbm6upM2Oi4vjn7O4TRLXL/HEWnp6uqLfSGwJPXLkiKLJTPEE6fnz5426tZ4/f97g5/v27RP0w+KJFRcXF+zbt0/yPfE7fPbsWYSFhRm8lq05fvy4ZN++ffuMTgzR+OKLL2Q/u3nzptXaNtoEhXgS4NatW9i9e7ckt3JGRobBcri5uQmE6ksvvYS33noLbdu2FRwnHlsAwN9//y3Zd+TIEZstm7AEJSnYGMaxSKhWrFiRH3BGRETgwoUL6NKlC4ASoWHM+mFNUlNTER0dDUIINm3apGjNDCAd/BjbDwCzZs3CtGnT+O3MzEyEhoaiZ8+esgMAW6HVanHgwAH06NHDZFdOOc6dOydILeLv74/o6GhJh9W5c2e0a9dOsI8QAicnJxQXFxu8hpeXF6Kjo2U/Fy+Yr1OnjsHjf/rpJ0FHFhAQwB8vntVq1aqVINclIURy7jt37kiu0b9/f6PPODg4WBDVV8m6QX9/f77ecBQVFeGFF16QfQ/F5Wjbti2io6MRGBgoEKr169dHdHS0ZKbc09PT4POkQVsT07VrV8kAokqVKvy527Vrh++//14gXLp27YoWLVpg5cqV1Os0b95ctmzG1tr17dvX7Dro7u6OxYsX89tVqlTBSy+9hNu3b1MH2fr3aSpBQUES8cBRr149s88bHh5OnXF2d3eXFXWBgYFGr0cIwcSJEwWDQPFkTpMmTfjzeHt7CyYjmjZtavQaHTp0kNQDfSpUqCC4prnPSb9tsCZnz54VbLu5uRm8TrVq1QSDQUveJ2PMmTNHsN2mTRtJhFAnJydERUVh8+bNsudp0aIFhgwZggEDBiAuLg6VKlUyKkiU9FHVqlUTDMBr1Khhs2dhKx4/fox169YJ9rm7uyu6j4KCArz++uuCfWKh0KJFC0H90p841q97gPRdDA8PV1SOlStX8jm/AXkXcTEBAQGC8tatW9fo9fSvQ6N27doG70mufm3dulUggoODg+3+LnEefPq0atWK6tFniLt371LFG4darbbavYrbB2dnZ3To0EGwpM/DwwPR0dGSSaWaNWsaLEe7du0EgjM3Nxdffvkl3n33XXz++ee8dli6dKnkuzVq1JDs69+/v+Ixf2li6qQxg45FSrJNmza4dOkS+vfvj8GDB+PTTz9FQUEBXF1d8fXXX6Nr167WKqdB0tLS0KNHD8THx+Pw4cOoXr260e9w69FoltPU1FSDebc0Gg3VJ16tVltNLJqKNa8tXmdaUFAAFxcXiTuRr68v9Zre3t4GXXqAkgpsqLxiUezu7m7weHEev8TERKjVahBCJOJGHAxEHF2Qdn0uMq+xtdPiQRstFY0YNzc3iZDkBL/cZI945tvT0xNqtVoi0nJycqBWqyUTB66uria/L7Q1Y1qtVmJF9/Ly4s8dFBSE6Ohogftvt27dDIrJgIAA2bIZS3nj7e1tdj3o0qWLICrp66+/DrVaLTsbb6icxvDz85MVqj4+Pmafl5Y6BADCwsKoky+A8brFUaVKFcFkhbiO65db/N4SQiTXEM82G7tvcR0pLCw0eLzcbDatvlsDcZuh0WhMCgKXlJRks/5D7JZMc70PCAgwui6Uq19qtRr16tUzqQyG+qjGjRtj9OjR+PXXX6FWq/Hxxx/brS81F9qzc3NzU3QfarUagYGBgvGI2HtEv20Tn1Ncv8STsx4eHorKIW6X5dooMWKhWlRUZPR6cjlUObKzswXnEHtpyD1bcayB9PR0u79LNE8gnU5ncrm4SLtypKamWu1exeMmf39/ybPlxnHiSVBjbfkPP/yA2NhYiYBftGgRPDw8MH/+fAD08ZPYG0utVjvsGlV7v3fPCxZNQbz//vto2LAhAOCTTz5Bly5dMGfOHD7I0pIlS6xSSEOkpaWhe/fuiI2NxYEDBxTPUHHlps3qXbt2jf+8PEJLT1NYWCgZiMktmFeSP9OawZQAeooaoESoiRt28SSETqeTHEMLVqQklLxYqCrp6GlRfwHD6xto5QOkgyVuRk/ueFOgubXn5uZKJjDExy1btgyNGjWCWq3G66+/jh49ehh0eTI0WFar1bKz/CqVyqKOQa1W4/z58/jhhx/w0Ucf4YMPPgAgHyzGkiTyhgIqmRsJEpAPqGTI9U3puyCeDBIjjkqqj3iQSQiRDG6MudWL2xtDUX9p5+corai/xp6reD3qmTNnDA5CLUEsVGlWicDAQEXrp23Fzz//jJs3byI2NhajRo2y2XVsBa3emtLOGgtKZUqwMlNzgHOI74HmRUND3J4pCaZkKJASIHXdF59TLkCUuF12hPQ0tKUu5gRT0o8mD0jzD1szmJK4zAEBAdR8v4BpwZSAkr7k7NmzGDNmjOSzTZs2AShpw2lBUcWePI4qUhnWwyKh2rx5c7z44osASl7MHTt2IC0tDRkZGTh69KjNAkNwcCI1JiYG+/fvR9OmTRV/t0qVKmjVqhV+/fVXgQA7e/Ys7ty5g8GDB9uiyGUCWnoa2qBQrjFS4nppbaEqdrHlGmya6wUtuqutoiYqEapylhdDA2pxp80JXVoeW9rx5jTuNCHBpabSR/wMQkNDcfXqVWRlZWH58uVQqVSSDlYfY1Ydud/Czc3N7Lx0/6+98w6Tokrb/l09PdOTmQjMMIGcUSRIUmcQEUFURDGsOS+G19XPvLqAoq6Ku2taWcU1gfIKhl1XUJCkoCQRkazCkNMMaQgzTKjvj3m7t6vqVHd1V1V39cz9u665oKornOquU3Xucz/nOV4yMzNx6623ok+fPr5j6TUgg2XvDUSgcbThZv0F9EPNAwlVo/d2sIa0eh5Vf9T1q6amRuPyWylUA42Vd4pQ7dSpk2L566+/1s3maRa1O9KiRQuNKMnOzg5679kpVCVJQpcuXULKIuwkzArVYOMVI5H1V30N6rHDeoQqVKuqqjQRHv6Jk4DgWX/1rilWsv76X8/OnTtx88034/rrr9eMdffnl19+USx7Z7nwcvDgQcs6u0RCVf1u9kbVhDI9jf827777ruaZV1ZWhtraWhw5ckT4jFeHxFOoNn4sD+pOT0835KgFY/bs2Zg5c6Yvjn39+vWYOXMmZs6ciRMnTuDkyZMYNmwYfvzxR0yYMAG1tbVYunSp70+U2EI9JcZzzz2HjRs3YsyYMfj666/xwQcf4IorrkD37t1x0003mb6GWEU0PU0oQtUKR1XdmAwmVNUvJ28vqmhMo8gJU5/Pqhe9UaEqclRDEareh7VaqOpNTxNO4gG32y0M3zTam+r/QklISNCdiy9YMiQ9QWPXHIl6DUgzQtUuR1VPqAaadsQORzWY4yNyE4KJoFCEaiC3wilC9Xe/+53mWfTII49YnkSorq5O05mUlpamyTSblZUVVUc11omkoxqp6WmMkJCQoNkvmFDdsGGDJkLrrLPOUiwHE6p6360THdVg09OMHj0ab7/9Nt5//31ceOGFumJTPcdxv379FMu1tbWWjYtUC9Xs7GzLHFUvkiRp2tq1tbXYvn27MDkZQEe1KWJaqG7cuBFXX3018vLyfBN6A8CECROwYMGCsI87duxYjBkzBjfffDMAYMaMGRgzZgzGjBmD/fv3Y9++fVixYgVkWca9996LAQMGKP6eeuopxfFE00iUlpZi1qxZ2LNnDy666CLcc889GDx4MObNm9ekb/5IOKpHjhwJmHApVEdVT6iqH9oej0fY2LLrRR9MkHuPHYpQra+v14RS6glV7/WrjxXu/W2kE8NoY1ZPAJpxVO0gJydH+Ps4MfTXTqFqpiGtvl9F40eDOaqhzKMa6DO75lENVajm5ubigw8+UEQB1NfX46qrrtJtpIWD6NmdmpqqEarRDv2NdUT1NpRnkhMdVSMkJydr7vVgdUwdUlxcXKyJ+lC/O42G/jrRURWVwfsbHT16VJH8adOmTZpZD4CGd7i641vtqALWhf8aCf2trq5GVVWV5hkTyn0kOu6vv/4qDPsFKFSbIqaE6urVq9G3b18sWrQIpaWlCiF47NgxTJ48Oexjl5WVQZZl4V/r1q3RunVr3c9lWdZk35NlWTj31NChQ/H999/j5MmTqKiowLvvvqubkKSpYESMJCQk6Cb6MeKo1tfXC+cd9GJWqHpfcmpHNT093dB40HBDZcN50es5qnpjVEWNgEiMUQXEYiHc3lS9oQHBhKqeoLHrhSVJkrARaVfor9VCNTU1NWBZjTZi7XZUrQz9jQVHFQCGDRuGJ598UrHuwIEDuP766y0rlyiqJC0tTRN+H+3Q31inMTiq4Tx7UlJSQhaq6vqZkZGheSaqnVCj16TuQHSCUA0U+itqB4nKvHXrVk3nfs+ePTX3glGh+uWXX+LZZ5/VTbJnJPQXgDBEN1RnXj1m/rffftPtrGPob9PDlFB95JFHcNppp+HXX3/F+++/rwhXOPPMM4POk0WciRFHNdCDyGjodyC3Uf3iDRaqKhojc/LkSY2jqpcVNpqhU3rZC/Ua1IGEqp1jVAGxUA02RlWPcIVqpB1VQNyIjJXQ32ACJBqOqkhIBvv9oi1Uf/75Z0yfPl04vyAQfh177LHHNPN+L1iwQDPtU7iIGsKpqamaoTCDBw+mo2oCu4VqIEdVXb8i+f4Kx1EVlU8vrFRvH73vVv1sraqqCitxkVXIshww9FdUNlG4snp8arNmzdCsWTPNEBojQnXq1KkYPnw4HnvsMfTp00fo4IYiVMMZo+pP+/btFct0VIk/poTqkiVL8NBDDyE5OVmTxKRFixbC+fyI8zHiqAZ6EBmdxzIUoRrMURU5VIcOHdIIVb206dHskfZ4PEJ32gqh6h2jqj5WuJNjW+moilzKhISEoN91pMeoAuJGpJnQ30g6qllZWZYIVSsdVXXnRmJiYtB58EIRqoFCf8MRqv/+979x+umn4+qrr0bPnj2Fjke4QtXlcuH999/XXJ9V4b9qRzUhIQEJCQm45ZZb8PDDD2PQoEH485//jOHDh9NRNYHdyZQak6MqEp2hClWjjioQ3XGqx44d03QkAP+9HpFQFT1f1ONTvRER4QjVadOmKcr397//PWgZsrKy4PF4NN/74cOHI+qoqssVbluGxA6mhKosy7o3yaFDh9jTEaOIpqcJpcfMDkc1XKGqbqSF66gavZfDdVQlSdLUpXCEqhNCf402ZkWOajA3FWj8jqqZrL+i6WmysrICNkCNfm8tW7YMKCbNOKrBwn6B0MaoBnJQwhmj+vzzz/sihnbv3q2YF1jvuKHUsYyMDOEchXrIsozffvtNGNarRvQM9Jbvz3/+MxYvXoyHH34YcXFxdFRN4PF4NPUjlGeSGUc11saoisab6uWZCLSPCL22QLTQE45mHVVvx0Y4QnXfvn2K5Y8++kiTwEkkVAHt9ysK/Q31PhIJVT1HVQ11RuPHlFA97bTT8Omnnwo/+/LLL9G7d28zhydRQtRoVD+07HZUQ83663a7NQLZjKNq9KWoJhyR4X3QBmt86JXN/xixFPorchCMCFWnOKpODP1NSUnRfA9Whf7Gx8drEvCoz+2/rT/BxqgaEUDRclRPnjyJ5cuXK9aJJqI3W8fUdVdPhNbW1uKiiy5C+/btUVBQgG+++SbgcdWdjIHur1ATWpH/IkmS5rsN5R7Izc3VzfsgSZKiXjsp668Vjqpe6K+/eDLaeex2uzV1KZrjVPWEo/d6RM8qkVA16qgauVb18bdt26Z5xukJVfU7+tChQ2G3AbyoQ38pVIk/poTqvffei7feegv33XcffvrpJwDA9u3bMWnSJPzzn//Evffea0khSWQRNUbU47Kc5qgC4oRKIjfB5XJper6j2SPtPbYZR1VvHlUrp6cB7E+mFEuOqhNDfyVJ0oT/Bgv9DeV70wv/jY+PV9xToYb+GnFUozVGdcWKFZryWxn660X93NQTqtOmTcMXX3wBoKEj6tFHHw14XD1HVURcXJzu/RAogR5pwIxQdblcuuP21cOrYt1RNRL6e+rUKcV2oVxTtKao+fDDD9G+fXv07dsXP/74IwB94RjIURXto3ZUvfdKOI6q6Pv43//934Bl0HNU9+zZo3FjzYb+njx5Eps3bza0L4Vq48eUUL3yyivx1FNP4bXXXkPfvn0BAJdddhn++Mc/YsKECbjooossKSSJLKJGY3l5uWLZSqF66tQpTJs2DR9//LEvq12oyZQA8RQ1IkcV0L7orZpH1YyjGq5QTUhI8DVi9EJ/7ZqeJhpC1QmOqtvtNiUo7Qr9BbTjVK0aowrohyeqj29H6G+0HNXFixdr1okaepESqurxZMuXLw94vaEIVUDfNaWbGhwzQhXQH6carH5ZFREUqTGqRkJ/AWU9C+WaojFFzeHDh3HTTTfht99+w8qVK3HXXXcBCO6oGgn9FU1NE27ob11dna8D258ZM2b42l8nT57UlEvPURVFl4T6DsvLy9P8nnpzyaqhUG38mJ5H9bHHHsOWLVvwxhtvYOLEiXj99dexefNmPPLII1aUj0QBs45qqKG/F198Ma699lpcfvnlGDt2LABrHFW9Maqi40Vzehqzjqp/2dTf/alTp1BdXW1b6O/x48cjPkY1GkK1b9++igbB0KFDNQnkQkHPUU1MTDTtWqnnTG3VqpVlQlXPUVUfP9TpacIZoxquoyqaUzsQIqEaLUd15cqVmhC92tparFy50re8ZcsWPProo3jppZdQU1MTUugvQKFqBrNCNdyOoFh3VBMTE4XPfv+oq1DyRkRjipqff/5Zcd1Lly5FTU2NJWNURVPThJtMSS+SbefOnfj+++8BiL8vPUdVJFRDvY9cLpfGVTUKhWrjx5I4noKCAtxyyy1WHIo4AK9D59+jZYWjmpiYqHjZHDp0CFu3bsVXX33lW/fee+/h1VdfDUuoiuZh03NU1aIwUmN8mjVrpunNNDtGNZBQBRpcVbtCf48cOaJp9BvtTfX2ovu/lJ0a+puYmIivvvoKzzzzDDIyMvDMM8+YOl5SUhI8Ho/mdzHj0nq55ZZb8Pnnn6O+vh6ZmZkYPXq0L6RTfV8D1iR8CdVRVTuA4YxRDTeZEtDQgWNEHNfV1eG7777TrI+EoypKpvT6668L9126dCnOOeccVFZW4uyzz8bu3bsBAJs3b9Y47MEcVb36S6EaHHX9DfWZpOeoqr/7aIxRVbcJ/MtmReivN0rFv2MlkFANxVGNROivur7Ksozdu3friuRAY1TV+6jHp+bk5PjutVCFaqDv4qOPPsKgQYM055ckyfduNuKoGnm2qmnXrh3WrVsX8n4Uqo0f044q0JCsYf369Vi1apXmj8QekiRpXoyhCFU9R7Vz586K5cOHD2vmCqyqqsKxY8ei7qja0SPt8XjQtWtX4XrAHkcVaBCTdoX+iuaUDCXsR+2qOtVRBYDevXvj448/xltvvRUwqZBRRKFuZsN+AeCiiy7CsmXL8NZbb2Ht2rW+nne9Y8eKo2pV6C9gPPx37dq1wjC5aDiqhw4dwocffijc1+uE/Otf//KJVKBhzBxDfyNHrDuqgZ4/HTt21N3HitBfILDADCX0NxqOqqhjaefOnZaE/qrHp/q7j6EK1UDfxYwZM1BXV6fZJiMjA3Fxcb7/++P/vAEanhPBphoTQUeV6GHKUT1w4ABuu+02fP7555rPZFmGJEkhhVgR55CUlKRoCKqFaqBGi15DqFu3bli9erVv+fDhw9i+fbtmu+PHj4ec9RcQJ1MyOkY1Ei/67OxsFBcX+xqV6mNbIVQTExMRHx+vuB6Ro2qnUA2lQZufn4/169f7lp3qqNpBRkaGZq5pKxxVAOjTpw/69OmjObaoEROrY1RPnTqF2tpaYai0EUfVCKKwX8AeRzVY1t93331X97q+//57yLKM2bNna8pZVlamWMfQX/tQN7Zbt24d0v5WOKq1tbWa+mb02eh2u3UjL3r06IEtW7Zo3pVWhf4CDc9E/2yv4Yb+OsFRBYAdO3aEFfobzFH1z5JrpaO6Z88eLFmyRDeREhDcUQ23s1Wd+dcoFKqNH1NC9Y477sD8+fNx7733okuXLpx4txGhbjhaEfrbpUsXxfLhw4eFKciPHz8edUc13EanEaGqxkpHVZIkpKenK15WkRaqobyoSkpK8PXXX/uWzzrrrKD76ImaWHthiRxVq4SqCL3fxYqsv6E6PlaE/gINzwpR50YwR9XoXKp6QjXSjqosy7phv0DDvIhbtmxRDKPw8sMPPwQ8jxqG/obP2LFj8emnn2Lnzp3o1asXLrvsspD2t8JRFd3bodTxlJQUoVBt0aIFWrVqpen4sGJ6Gu/+oilq9PZxmqMqGlO+Y8eOoKG/VjuqlZWVOHXqlG57PJho/+ijj3DGGWco1vl/n+rfSP2sDfcdRkeV6GFKqM6fPx8vvvgibrvtNqvKQxyCKLurP6GG/qalpWmSvOg5qqKeSbuz/lrlqCYlJemO5cnOzkZRUZFmvffYVoxRBaARqqLQ33A7lYJ1YLjd7pCO/T//8z8oKyvDihUrMGbMGAwZMiToPo3JUVUTDaFqh6MaiWRKQMNzSSRUrXBUZVnGt99+K/zs5MmTqKqqUtxzdgrV+fPna6ZriIuLU0QsvfLKK0I3RZ0tlI6qfXTp0gUbNmzAnj17UFxcHPJzVq9+qb/7QPXL7Dh0vciL5s2bo7CwUCNUw3FU7Q79jSVHVdSpVllZiZqaGl+bIBRHFWgQ5t4hH2qCfReffPKJpp0SSKiqCddRDVeo0iBr/Jgao5qSkiJ0iEjsE6zhGOhhlJKSosmImp+fL+wtFTmqoqx0sTJG1eVy6TbocnJybHdUAfEUNXY5quqXXqgvqfT0dEyZMgU//fQTHn/8cUNjW6I1RtVqYtFRTU5ONlTuSIT+AvrjVK0Qqtu3bxcmCvGivvftTKb0j3/8Q/FZ165dMXz4cMW6yZMnh3UeNRSq5khNTUWHDh3CakBbMT2NFUJVhFeoispmZeivP7GU9dfKMaqAcvo+deeAv1AVzecdKPxX/V106NBBsbxnzx5NfplAob9qwhWqxcXFvnGwoUBHtfFjSqhed911mDFjhlVlIQ4iWKMkWHZAdWNIT6iKHNVwhar6+AcPHtQIVbsdVUD/Ra8X+mvlGFVA62jbKVRD/dwKGoujGmmhqndsKxK+hOqohhP66/F4NB0ZekLVimRKem6qF7uFqv+zSz2u/fe//z0GDBgQ8PxGz6NG79luRaIvEpj09HRhPQ1ljKqdQlUUEWRV1l/AvtDfSDiqoYb+BhqjCvy3zGVlZZqpafzdR7fbrXnnBxKq6u+if//+yMnJUaybM2eOYjkURzXcd1h8fHxYxheFauPHVOjvxIkTccstt+DSSy/FhRdeKOzZGT16tJlTkChhxlEFGhpD/j2MIqEqCkkFxC+VcBxVdaIab7lEx1OXw0yjU++7CXWMqpnQX3/snJ5GTSQas43FURW98O38/qwI/QUaxqmuXbs24LHtcFQlSUJKSoqiQRiuo2pE1OmNT/WiboDamUxJfa6+ffsGFeN6MPTX2eTn52vCvM06qla8v3JzcyPuqFoZ+ltfXx9WNlqjiBzVbdu26YrkYI6qdz/1+NTs7GzN9WVnZyvOH4pQzczMxJlnnolZs2bpbhMJRxVoEODqmSC8ZdT7HilUGz+mhOrWrVuxbNkybN68Gf/61780nzPrb+xiVpAYcVRlWRY2tqwK/VX3QgLRd1TT0tLQtm1bxcPYmxkymHj2Emror53T06iJhFCloxoeVoT+AtY4quEIVaDh/vMXcHpizQpHNZhQjZSjeurUKc31ZGRkoFu3bnC5XMLnXCjnUUOhGl1atWqlEapmHFWPx6MZihOIUEN/9RxV78wPIoyOUbXKUa2vr8fRo0eDuoFmEAlVUbJBL4HmUQX+2zkVaHyql+zsbGzdutW3HIpQzcrKQr9+/RRCVU0kxqgCDdc2d+5czfquXbtiyZIlwn0oVBs/poTq7bffjiNHjuBvf/sbs/42Msw6qmp3IC8vz/BLwiqhKsLbSAvmXpoRqnrfjTe85tlnn8VNN92EEydO4P777/c1/BtD6C8dVePEYjIlQJz5N1RHNZzQX9F57BqjevDgQc3k8wkJCYr9rHZU1QKyqqoKNTU1wudhZmYm0tLS0L17d6xZs8bUedQw6290EY1TNeOohvpcDCRURfVK5Kh6y6TXJrQi9DeU6WmABoFmp1AVhf4Gwmjor9pRVY8pBfSnqPntt9+wbds2DBw40HcfqJ9bmZmZ6NSpU8CyRtJRVdOiRQvk5ubq7kOh2vgxJVS9k8pfffXVVpWHOASzguScc87B8uXLfctDhgxBamqqIQdA1DAz0gkS7CXknWMUsG96GiBw6C8AXHHFFTjvvPNQU1ODFi1a+D6PpFC1K/SXY1SN05jHqAarX+E6qkaFqllH9ccff1QsJyUloXfv3gqX1W5HFWho/Iqeh97G4oABA0IWqgz9dTai+mXGUQ31uSh6f7ndbmRkZAjf3SJHFWioD0aFqtWhv6mpqXC73YoOsoMHD6JNmza6+5hF5KgGwmjor1FH1Z+Kigp89tlnGDNmDGpra3H66adj+fLlSEhI0A39DYS/UA3WjjPzDhMJ1YKCgoDimEK18WMqYL9Fixa29lCR6GHWUf3jH/+Im2++Gf369cObb76J0047DS6XK2hvHBC+o+rxeAKW278hGK3QXy9ZWVkKkQrYN0a1sYX+0lEND6tCf404qnaF/lrlqAYbQ6d2R1q1aqWpr3Y7qt5yqJ+HiYmJvt9MnVDJS15eXkjn8YeOanQJx1H1F2ShOI8iRM+g3NxcSJKErKwsxRybLVq0QPv27XWFqh52h/5KkhTxKWpCFarV1dWor6/XfVZ5ny/hOqoTJ0703Rc//fQTvvzySwDi0N/MzEx07NhRt6z+QtXlcgmnIPRiNvRXDYUqMSVUx44dq0mbTxoHZoVqRkYG3nrrLSxduhS33nqrYn0w1A0zSZIMpy0PFP7r/3C1U6gGC/3Vw64xqo0t9JeOang0htDfYPM7ezEb+iuqL8EavmbrmOi3FwlV/2do//79Nft07doV55xzju55OEbV2UTbURXdh82bNwfQ8C5+//33ccEFF6C0tBSffvop3G53yELVaOjvkSNHUF9fj/r6+pA7WyM9RU2oob9Aw3ek9ww7dOgQ6urqNPMgi1xHtVDdtm2bJirE68yKHFUA6Nevn2451d9loHacmTZA27ZtNesKCwsDCmMK1caPqdBfl8uFNWvWoFevXhgxYoTmZpYkCffdd5+pApLoYJcgMSJU1Q9SI26ql8zMTOzevVv4mZMcVREco2qMxuKoOkWoWpFMSV3uSDuqx48fx4YNG9C+fXtkZGSYDv0V1ZdgDV+z4fUulwupqak4duyYb10wodqxY0dkZWUpyjJixIiA3ydDf51NtMeoip4TXqEKAN26dcPs2bMVn5sVqnqhv/X19aisrBQeP9h1RdJRlWU5ZEcVaHgOBnJU9+zZo0lI6k2+6I+6bbF48WJNaO6ePXtQU1OjeL4ASqH6/vvvC8uifvYFcjjNtAGSk5ORl5eHPXv2+NYVFBQENCooVBs/poTqQw895Pv/6tWrNZ+HK1QrKyvx1FNPYfXq1fjxxx9RXl6OcePGYfz48YrtFi9ejHfeeQc//vgj1q5di1OnTmHr1q3CiiyiuroaL7/8Mt59911s3boVqamp6NWrF5544gkMHDgw5HI3Jsw6qnqE46iGKlT1MOqoyrJs+RhVI2HPHKNqjMbiqEZ6eho9gRJK/QIa6lhycrJCDKrvOTumpwHEQnXv3r0YNGgQtmzZghYtWmDRokUx6agCDZ1poQhVSZIwevRoTJkyBUDDc+aqq67Chg0bhMePi4sLWk8Y+htdnOyo6hGKUK2trdWIKL3QX6ChPSB6dwa7rkg6qidOnAg5+zbQ8FsFGqO6Y8cOxbqEhATk5uZqxKtaqIq++927dwvFuhFHVf27BGrHme1s7dmzp0Kodu/eXdd8AMJvy5DYwVTo79atWwP+ieZDMkJFRQXeeOMNVFdXY9SoUbrbzZs3D19//TWKiorCEpa33XYbHnnkEYwaNQqff/45XnvtNRw4cAAlJSWKREBNkUCNEpfLFXYvVjhCNZQHUSChatRRFTVizTqqWVlZQedws2qMqvql7g0hCrSPUezqwLCiDLHWs5qenq6ZviHSjmqoU1cADeLI/7mcnZ2NPn36KLYJ1VE1k/X3/fff971r9u3bh1dffVXjqKq/12BjVEN1VEWN73CFqj9Hjx7VDdXz8swzz+Caa67B6aefjtdffx29e/fWHW+WlpYW9PemoxpdROOLo531N1DWVaChA0TteunVsUDzvHoT9fhz+PDhsOaGjaSjGk7YL9DwHAwU+qsWqgUFBcJ2RLBoLSC4UD3ttNOE32l6errmfrPLUQWAxx9/3PesHTJkCIYNG8Yxqk0cU45qcXGx4W1lWcZTTz2F22+/HS1btgx63EOHDkGSJJSXl/t6i9U88cQTGDduHABg0qRJWLhwoeHyVFdX44MPPsDvfvc7TJw40bd+0KBByM/Px7Rp04JmQmvMBBIkKSkpITduvTjVUfUXp6KXotkxqsHGpwYrkz+hOqqil1O4D3eXy4XExEThdwRwjGoouFwu9OnTBytWrADQ8Jt07drVtvOJfptwv7PXX38drVu3Rnl5Oe6//35NJ0sgR7Wurk5zD4cyj6o/J06cwMaNGxXrfvjhB8iyrFiXkZGhcCqtdlRFjXIrhGowRxVoEBFTp05VrBMlXAGMdYRQqEaXhIQEDBw4EN999x2AhnrbrVs3xTZOc1SBhvvdX3SFIlS9ZfRGHvnXrcOHDwvbDaE6qvv27Qu4vRnCCfsFAjuqBw8exPbt2xXrioqKhNsaEap79uzRuMr+GZsTEhLQq1cvfP/994pt1N8jYN8YVQAYOHAgfvvtN5SXl6Nt27ZBo9EoVBs/phzVUKivr8eECRMCWvheJEkyJISCOVTB9hVVgPT0dF9jvCkTqFFi5kFkRKiqX2ShCNVAx/dvBAZyL80KVdGL3siLxGjob7CkEoEyfuqdKxQC3RuRaMw2ljGqAPDqq6+iW7duyM/Px+TJk23Noq7nqIZDeno6nn76afzjH/8QzsEXSkMaMBf66x8mBkAz/ymgfS5YPUZVdLxICVURmZmZQhcsWCIlQP/5HolOKNLAG2+8gdLSUvTs2RPTp0931BhVPdT3u55QFa33L6OoQyicd7J6CJg6uZCVhCtUT5w4ofs9iRzVwsJC4bbhOqrq71oU/htpoeo9fvv27X1tfCZTatqYclRDRd3LHU3i4+Nx55134q233sJ5552Hc889FwcPHsRjjz2GZs2a4bbbbtPdt7q6WvFw8T6kampqdMM17cJ7PqvPG0gcJicnh30+Iw0lUVmMni/QAy01NdV3HFGYkvczdbIBoKFjw2gZRA/OzMzMoPsHKpM/6pe22+1WbJednY309PSAL89QrkdNIFGRmJhoex2QZVk4j1tcXJwl57arTok444wzFA0oO88pui89Hk9ErtP/2Si6L43WcXXjtLKyUtP5KTq+ukPy5MmTAc+nDsdzu92aZ9ehQ4dw6tQpSJJk+pnhRd3JdfjwYY0LkpaWZui47du3x4EDBxTrUlJSgu6r9+wP5TnsTyTrU2OhY8eOmDNnjm9Z/d2pO/L965d6yqaEhISQvnuRAMzKygp6DPXz5fjx48J9RGGy/nVFXVcrKio0+7hcLsiyHLBMvXv3ViyvXbsWBw8eDKsNEoxww4rV9VN9THXG3/z8fMVv7f03ULvHS2VlJcrKyhTr1O0S9Xcm2gYIHJlhRxsg2FA0pz5bnFquWCOiQtVp/PWvf0WzZs1w2WWX+Rq9RUVFmD9/vnA+Jy/PPvssJkyYoFk/Z86cqIVHzZ0719LjiVwJL3V1dZg1a1ZYxzXiqKs5deqU4fOp3RX1Z97jqHsqt27d6vts165dmn0XLFhg2NndvHmzZt3JkyeDXoN6vjT/8vqzd+9ezfnU27Vo0SKgUF20aFHYPZ+BOpxEZbGDhIQEjWBfuHChpb2rVtepaCMKfTNTlwOhTq5XWVnpO4+ocfbtt98aenaqQ+G2b9+uacyJULsWa9euDXjd6mREFRUVmmuqq6vDxx9/jOTkZOzfv19zjEWLFhl2ir2oG+Q//fSTpnG5d+9eQ7+Z6NzV1dVB99V7bixdulTzjAqFxlafosn69esVyydOnPD9rqJ7N5Q6Lsot8ssvvwQ9hjoPwpIlS4SRBuo6DDTkG/G6Z+rEa999952msyY+Pj5oeaqrqxEXF+crlyzL+Pvf/44ePXoE3C8cli1bFtZ+8+fP1/3s5MmTGhf4yJEjiuv21ilZluF2uzXfnRp1tmZZlhXHE42Xraqq0nzXgdpZP/zwg/B5aIaKigrdz5YsWSJsczmBYNnniTGatFB9+umnMWnSJIwfPx5nn302jh49ildffRVDhw7FnDlzFBNb+/Poo4/i/vvv9y0fPXoUhYWFOP/88w31bFlJTU0N5s6di6FDh4acvTMQgRqNLVu2xIgRI8I67sGDB3XHHOvRrFkzw+erqKjAW2+9Jfysd+/evuMsWbJE8VmLFi18n61Zs0bxmSRJuPjiiw2Py42Li8Pzzz+vWHf66acHvQb1Czw9PV24z5NPPqlY9r8uLzNnzgzYqBw5cmTIjWgvOTk5uh0OgwYNCvveCIXU1FSNUL3kkktMDQfwYledijaixkNmZqYtv5c6tNztdvvOs2nTJs32l1xyiaHveteuXfjnP/+pOM+RI0eC7teuXTusXLnSt1xcXBzwutUNyDZt2mD06NG44447FOv79u2L4uJiYUPpoosuCjnEftasWVi0aJFvOTc3Fzt37lRsM2DAAEO/2c8//6y5jtatWwfdV2/M3MiRIwPmANCjsdanaCIK9fT+rv5OLNBw74dSx0XvjUsuuUQ4x6U/mZmZik6oHj16CM+rFl8JCQkYOXKkb/mdd97Bzz//7FvOy8vTOH0pKSmGrqlnz5744YcfFOvseN6Fm1E42AwV6vfs8OHDMXz4cGGdysnJ0XRiq1G77W3btlV8H7Is4/HHH1f8jt26ddN8Z/v27cPbb78tPMcFF1wQUv4aIxw7dgy33HKL8LPhw4cbCk2PBuGGhBMlTVaobtiwAX/605/w/PPP44EHHvCtHz58OLp27Yr7778fCxYsEO7r8XiEzk18fHzUXsRWnztQeExqamrY5zKSVEiNx+MxfL5A2QkzMjJ8x1GHN9XV1fk+E6XOD6XBKRr437x586DXoBaONTU1wn3UvdQpKSma7YIl5RFlVzRKICdWlCHQDtS/X0JCguVjVaJZn+1AJDKSkpJsuUb1vVxbW+s7j7rX3+12G45EUXcElpWVBR1SkpSUpCmPf30XoQ7ZSkpKQnZ2tsKhARoc0Pj4eOHUFMnJySEnnVM/O44fP64R4tnZ2YZ+sy5dumjWGamf6ozN/mUzc680tvoUTQK9K9Tvh+Tk5JC+94KCAoU7l5iYiKKioqDHCPRO9Udd/9Xvd7UIr6ysDLqPHv3791cI1ZUrV9pyDwabDsuL+vkRrJNNfd1t2rRRlN+/TmVnZwcVqmq3XfQs6devH/7zn//4llu2bKnZJtCYWP92llVkZGQIh/sA5tqjduPUcsUaEUum5DR++uknyLKMvn37KtbHx8fj9NNPx9q1a6NUMmcQzWRKaiI9j6raqQtVANmdTMnIfI2dO3fWPY/b7TblPNp1b4SCuqEWi4mUIk1SUpJGONmViCLQ9DTqcKhQnH31/RVojJf/8dXXGU4yJUmSNM8v79g0ve1DxapkSgCEU9QYGZ8nSZKmjrtcLs5X6CACvb/U92Koz8b09HSMHTvWt3zfffcZqqNGkykFS/akvr9F09MYvab+/fsrlpcuXWpLrhSjzpl6xotQnVi9ZEqAsTaGWsiKEiX552eJi4vDpZdeqtkmUBZeO6ZYkyRJN1qRyZQaP01WqObn5wNoeHD5U11djVWrVqGgoCAaxXIMwaanCRe7harRrL+RzpoYzvQ0RudRFTUgAwlVsw92JwhV9W9CoRockQCx6yUfaHoatftgRqgaITk5WVNHwplHFdA27LwNTSOdR0awUqi2a9cu6PH1UH/P4bjDxD7U9UuWZZ9TZ/b9BQAvvfQSVqxYgVWrVuGZZ54xtE+4WX+DCdVDhw6FLb7VWWz37dsnHCNrFqNC1dvu9BKKUE1NTQ0oEI0IVTWijv2LL74YX375Jf70pz9h8eLF6Nmzp2YbvWeQy+Wy7Z2id+3sQGv8ODb0d/bs2Th+/LgvucT69esxc+ZMAA1jDJKTk3HgwAHfeB7vmIbZs2cjNzcXubm5KCkp8R3P7XajpKQE8+bNAwCcddZZ6Nu3L8aPH48TJ07gnHPOwZEjR/DKK69g69ateP/99yN5uY6jqTmqgeZRtWIeukg7qu3atdOEGemdJ1ScIFTpqIZHSkqKYpySXd9boE4XtVANJQFdOMnqkpKSDNctL3p1TG8uVauEqto1OHDggObYRp+hycnJKCwsVCSOM+p2qL9nzqHqLETvxJqaGsTFxVkiVCVJQp8+fULaJ1xHVb2fuo6JHFWj9at9+/bIyspSCMKlS5daPoZSnQTN4/Forj89PV2YOdwoRUVFATuLrBKqADBs2DAMGzZMdz890ZiSkmJbh5bonGajw0hsEDGhGhcXh61bt2p6lPQYO3asIpvjjBkzMGPGDAANGVpbt26NdevWYcyYMYr97rzzTgBASUkJFi5c6FtfV1enaLS7XC7MnTsXL7zwAmbMmIFJkyYhNTUVXbt2xaxZszB8+PBwL7VREKuOaiChatRRNdvoFH0/kRaqCQkJaNeunTDJi52OaqQatHRUwyM1NVWRVCnWQ3+NIHJUwxWqkXZURe5PKM/QLl26KISq0aQjFKrORk+oJiYmWiJUw8GJob+SJKF///6KrLVLly7FlVdeaWh/o6gd1c6dO+Onn35SrMvKytKUOxShGijsFxC3MXr06KFITKVGFPprBL1nkJ0d1SKhyrDfpoFpoVpWVoaPPvoI27Zt0/SUS5KkyMAaSi+WOiW/iNLSUsPjDUTbNWvWDBMnTsTEiRMNl6upYJdQ9SbxEQ2K1yMUoep1T0QNUX+3Qt1wtTL0Nz09HZ06dfJlN83NzQ043ZFemcwIVaDhZRlpoRotR5UvLGOof59Ihf7Ksoz6+nq4XK6Ih/5aNUYVsN9RVQtVUbKVUITqHXfc4csCm5GRgYsvvtjQfqLQX+Ic9IQqYE3obzg4MfQXaAj/9Req4U4lEwi1UO3WrZtGqGZnZ2uedaGE/oYjVC+77LKAQjWcLN6AvqNqx/hUL6IxqnzvNw1MCdUvvvgCo0ePRl1dHZo3b665aTimJXYJ9CIwI0a8CUn8H9AZGRk4cuSIbqdDKKGqkiQhMzNTOGdkpMaoSpKEd999F/fccw9OnTqFF154wdA1hDtGVe9h3aVLF/z73//WrLcz9JeOqrNR1127vjdR5tiamhp4PB5Tob9NbYyqGlGG70CMHj0aS5YswZo1azB8+HDDEU3q3yRSHVDEGLEsVIOF8arrWEVFhakEh+qESqtWrcKpU6csHduoDv0VZd3Pzs7W/BZ2CtWMjAyUlpYG3CdcoZqQkICkpCTNs5yOKrEDU0L1j3/8IwYNGoTp06c7dh4jEh6SJAkfRID5h5FaqBYVFeG3337TzPHlJdQU39EWqkBDL+7y5ctD2seIo1pbW6txowM5qiLsclQjOf0Ex6iGR7QcVaDh3vV4PBEP/Y2lMarBhGo4QycGDhyIgQMHhrQPHVVnE2jal1gTquryqaeYO3nypEbQhXJNZ555pqZcP/30k2bGBzOoHdWWLVtqxsZmZWWZclSLiooCfj5gwADF8siRI9GqVauA+4QrVIEG4UihSiKBqVHIv/zyCx5++GGK1EaKXuPECqHqT1FRUcBjhip+RI25xMREzfxj/lg5RjVcjDSmRS9/pwjVSLoudFTDQx2aFalkSsB/65iZ0N9wBFMsjVHVm4LBSzhCNRw4RtXZxLKjGiyMVzQXuv84a9E+gcjIyNC8C9WzPYg4ePCgblSTGrVQTU9P1zigIkdV/VsFIpij2qVLF7z66qvo2rUrLr74Yvz5z39GXl5ewH3CHaMKiJ9Fdob+Uqg2XUwJ1eLiYhw7dsyqshCHodeAtFqoFhYWWipURb2E6gag3Y5qOFgtVDt16iRc3xiEKh3V8FC/7O36zUShv17Hx0zob0JCgvDYgbBzjGqkQ38pVAkQ20I1WBhvenq65l2oTioW6jWpw38DjVOtr6/H1VdfjezsbLRv3x6rV68Oenx16G9aWprGAc3JyQmpU05NMKEKAHfddRfWrVuHf/3rX2jVqhVSUlICTmlj5nki2peOKrEDU0L1sccew6RJkzShXKRxYJcgUSfV6tSpk+1CVd0AdKJQFc09qR63G4pQzczMRIsWLTTr7RqjSkfV+Vx44YWK5REjRthynkANaTOhv0Do95mVob9qByLSob9mQvVCgaG/zqYxCVV1+SRJ0kTpqR3VUOuXej7VQI7q9OnTMX36dAANAvnJJ58MenyRozp69GjFuosuuijobxEXF6f7WUFBQdByiNAbl56WlhZyp58/IuFoZxuAyZSaLqbGqC5fvhz79+9H+/btMXjwYM1gbkmS8NJLL5kqIIkedjmqd9xxB2bOnInKykoUFhbimmuuwYcffqi7fajCyqyjaibDoBlE11lTU6NYH4pQBRrCf9Xjde1yVCPZmFW/tIONxSENjBkzBqdOncKSJUswcuRIDBo0yJbz6CVTAsyF/gINzx9RNlw9rEymZLejmpCQoJu1HIico9qmTZuAyyS6SJKkmSc7VoSqkfdrbm4udu7c6Vv2/7/ePoFQO6q//fYbysvLkZOTo9n2vffeUyyvWLFCsVxdXY25c+eiVatWOOOMM1BfX6+JLExPT8cNN9yA+vp6LFu2DKNHj0bv3r19Gbj1aNmyJXbt2qVZn52dHfb7NS8vDxs2bNCsNxP2C9BRJZHDlFB99dVXff8XCQ0K1djGLqHar18/rF+/Hhs3bkS/fv2QlpYWdUfVv2FoJsOgGURCVZ2dMByhumjRIsPbG8Gu+yIUrrrqKrz88svYtm0bcnJycMstt0Ts3LGMJEm49tprce2119p6nkDJXsyE/oazvZ2OamVlJWpqaiwd156WloaKigrhZ5ESqtdddx3eeecdbNiwAe3atcPNN98ckfMS48THxxsSqpF6f1kV+gto5/tVjxUNVah2794dbrfb9wwC4Ht3+LN3717MnTtXsW7Xrl2orq6Gx+NBXV0dBg4ciFWrVgEA3nzzTVxxxRWa86WlpUGSJNx8882KuhOs3K1atRIK1WCJlAKh56iajc4QCcdIj1G1MnMzcS6mQn/r6+sD/vk/REnsYadzVlBQgPPOO88nICM9RtXOeVTDRU+o+qN++UuSFDB8R5RQqTGE/ubn52PNmjVYsmQJ1q9fj+7du0fs3CQ4gRxVu0J/RWHuQMP9atcYVQA4fPiw5UJVj0gJ1by8PKxatQqbNm3CmjVrQpoDnUQGUVRQXV2daVEXLlaF/gLihEqBzhUMt9utifgTZdz93//9X01WfVmWfWNk58+f7xOpAPCXv/xFE/YL6CdFC/Zb6IlKI+NTQz2mWaFKR5VEClNClTRuIumc2Z31NxbHqALanmRRgzjQfMUiodoYkikBDY2BgQMHBm3UkMgTSjIlq4Tq6aefLjxWOI6q+vNAQvXQoUOWCtVAmX8jJVSBhudex44dOT7VoYjeYSJx6DShaiT0N9hMEuFck2h+VjVTp04V7rtlyxYAwLp16xTrf/31V+EwBL3OpmDPOr0hLE4UqhyjSiIFhSrRJZKCxElZf500RjWYoxrsQS0SqocPHw69cH44YYwqcTYip19vjGqo943esyI/Px9t27bVrA91jKosy7r1LCkpSfM8OHjwYMQc1UglUyLOR1S/RNOdOE2ohhP6qyacawrmqG7atAkrV64U7rt161YADVMy+lNTU4Nff/1VsS4pKUk3yilYuVu0aAGXS9ssNyNU9aao4RhVEiuEPEa1bdu2+PTTT3H66aejTZs2Ad0cSZLw22+/mSogiR6x6qhanfU32mNU/Qm1QSwa2+LtHQ4XpziqxNmox4RZ5ajq3X95eXlo06aNxvUI1VEVZdv2r2dZWVnYvXu3b9lqR9UJob/E+YjeYbEoVCMR+gvoz4HsZdq0abr7et+Zmzdv1nymft4EiogI9qxLTk5GRkaGpmwco0qh2pQJWaiWlJT4KmJJSUlAoUpim0g6Z4FETiSy/tbV1UGWZUiSFHOhv4EQ9c56e4fDhUKVGCE+Pl5Rl+weo5qfn4/jx49r1oc6RjVYwrLMzEyFUI2ko0qhSrw0ZqEa6dBfWZZ1w34BfUcV0ArVQPU3WLmTkpKQlZWlEapODP2NtKPK0N+mS8hC9e233/b9/5133rGyLMRhiBqQiYmJAef6CpdoO6rAf6eCiZZQjYuLg8vlUiRzMOuoAg290wcOHPAtX3/99abKSaFKjBDp0N+8vDxhAr9QHdVgQlU0lyqFKok0RoWq07L+GqkrwRxVq0N/v//++4AduFu2bEFVVZUvqZI/VjuqovaLE0N/Iz1GNS4uDqmpqYqpgChUmwYco0p0ET1U7XoQRXuMKvDfhrSVjc5QCdagDqds77//vu//brcbd9xxh4kScowqMYa6jtmdTMkb+qtGJFTr6up0s9IbcVT9sdpRdUoyJeJsjAjV+Ph4WzqWRUTSUbU69Fcd9qv+zrZu3YotW7ZohgQAwMaNGxXLgeqvEUdV/XyRJEnXFTVCUlKS8LkRa44qoP1uKVSbBqbmUfWybt06bNu2TdibN3r0aCtOQaKASHjEglBNTU3VTIZu1FEFopf1F4DG0bVCqA4bNgwLFizAt99+i/PPPx+9evUyVUa974OOKvFHz1E1G/obaIyqqJEoSqYENNQt0bnpqJJYwIhQjeS7K5ZDf7/44gvFZ9dccw3ee+893/KhQ4ewYsUK4XHV1xmo/gZ71nlDf/3Jz88PuQ2kJj8/X5NEMdbGqHrP6T/sgkK1aWBKqP7222+4/PLLsWbNGgDQ9DZJksS5VGOYWHVUJUlCZmYmysvLfevUD1XRMb2iMJov+0BJnoDw3d7S0lKUlpaaKpsXSZKQnJysERwUqsQfo46q3aG/ojGqQPhC1W5HNVBDV9Q4JE0TpwtVkXEBGHuHpaSkICkpSfOs8GJl6G99fT127typ+Oz222/H+++/r2jTzpkzx9B5rHZUzYT9esnPz8f69esV62LRUVU//yhUmwamhOrtt9+OvXv34q9//Su6dOkSctIb4mxi1VEFgKFDh+LDDz8E0PDw79+/v+Jz0b2qF/obaUfVHyscVTsQCVWG/hJ/RA1pWZZtCf3NyMjw1dPS0lIsXLgQAJCTk4OuXbsKp2TSG6eqrmNxcXGKUMBoOarp6ekRC+MkzsfpQtWMowo0uKrbtm0zdC4j6DmqBw8e1HRwFRcXo6CgADt27PCti4RQTU5ORsuWLRXrRMMZQkUUOmx2jGpaWhp69+6NH374AUBDR2H79u1NHTMYanEd6ruDxCamhOry5cvx5ptv4qqrrrKqPMRBOMVRDacD5JVXXkF6ejr27t2LBx98MKQxqtGangbQfg+7du1SLDtJqKqho0r8EYX+njp1SpEsDLBGqPonDHnnnXfwxz/+EceOHcO4ceMQHx8vfIaEm+zFiKNqptNWT6gy7Jf409iFam5urq5QtcpRra+vx/79+zXbNm/eHG3atFEIVf8IrUCYDf29/PLL8fTTT/s60swmPwTECZWsmJN56tSpeOCBB1BdXY2nn37a9o60YcOGYfbs2b7lIUOG2Ho+4gxMCdXc3FyGIjViYtlRzc7OxuTJk0M6phPGqJ522mmKCcSXLVuGG2+80bdMoUpiBVHoryiUz4oxqv4NseLiYs1UE0bmKPYSrI6JHFU1djiqFKrEH1H9imY0kPqe9yYsU4sXo2UMNE7VijGq9fX1qKys1AjVjIwMJCQkoE2bNvjmm29CPo/Z0N8uXbpg5cqV+PLLL9G/f3+cffbZIZdBjdpRlSTJkrZ7586d8Z///Mf0cYxy1113oaqqCqtWrcJVV11lOt8GiQ1MCdWxY8fizTffxPDhw60qD3EQTnFUzSYSMHpMJwjV/v3745NPPvEtL1u2TPE5hSqJFUSOqkioWjFGVW8KBi9mhKp6X5Gjqi6THVl/KVSJP053VIGGuqSu30YjlgJNUWNF6C/QEP67b98+xTqvQG7btm3I5wDMh/4CQI8ePdCjR4+wzi9CLVQzMjKEc6w7HbfbjYcffjjaxSARxpRQffDBB/H//t//Q+/evTF8+HDNg0CSJNx3332mCkiiRyw7qsFwuVyaOUu9Y+ii2Svdr18/xfKaNWtw/Phx3/fjFKEq6sTgGFXij8jxUY9rBqwP/RXhHWfqPxYtXEdVHUJYXl6uafTZ4ahaEapHGg+xKFTr6+s1CQIj5aimpKQgISFBUe8PHjyocVRbtGgBIPyxoYFCf91uN9xuty+xnBq7xlz27t0bkiT5kkP17NnTlvMQYgemulSWLVuGd999Fz/++COeeeYZPPDAA5q/cKisrMRDDz2E888/H7m5uZAkCePHj9dst3jxYtx6663o3bs3PB4PJElCWVlZSOc6fvw4/vSnP6Fjx47weDzIzs7G4MGD8csvv4RV9sZEY3ZURcetqanxiVV/IikGe/furQiVqqur8yUrAJwjVOmokmAYdVRDbXSGI1QBrTMa7hjVgoICxXJtbS327t0bcJ9QYOgvMUKsCNVAy0DkhKokScK5VNVC1U5HFQgsRu0Sqm3atMFzzz2HtLQ0dOzYES+88IIt5yHEDkwJ1bvvvhs5OTn47LPPsGnTJmzdulXxt2XLlrCOW1FRgTfeeAPV1dUYNWqU7nbz5s3D119/jaKiIgwcODDk8xw7dgylpaV46623cM8992DOnDl4++230a9fP2HPf1PDKULVrmzSRl70QGRf9ikpKTjttNMU65YuXer7v9oFolAlTsXIGNWkpCRIkhTSca0SquE6qi1atNCsUyeIolAldhOLQlX0fo1U6C8gzvyrF/obrqMaTKgG+k3szGL74IMP4ujRo9i0aRN69+5t23kIsRpTob/r1q3D9OnTcfHFF1tVHgANyTAOHToESZJQXl6OKVOmCLd74oknMG7cOADApEmTfFMSGOXxxx/Hhg0bsGbNGkXvmdXXE6uIxIhd4Z2BjhspR/XUqVNRF6pAQ/jvjz/+6Fv2F6p0VEmsIGpIqzsAw2mYBUumpIe6roQrVF0uF4qKigJG3VCoErtpLEI1Uo4qIM78q+eotmzZEomJibrzweoRKPQX0C97fHy8JgqFEGLSUS0qKtKESVqBJEmGetnNDAY/ceIEpkyZgjFjxoQd4tHYiaSjGhcXF/ABbgdqh6Wmpiak0CS7UM/5unTpUl89c7JQ5RhV4o+R0N9whGq0HVWgoTM1EGbqZUpKivD9R6FK/HGaUBW9p82E/gZyVMONshI5qnpjVF0uF1q3bi08Tvfu3XXPEW7oL+cEJUSMKaH6yCOPYNKkSSH3ODmBH374AcePH0eHDh0wduxYZGZmIiEhAX369MEXX3wR7eI5gki7ZnrHjuQY1VBCk+xCLVT37NmDnTt3AnCuUPV4PLbPoUZiCyOhv+F0bjRv3tzXmAQaXBK9BqU/Vo1RBewVqpIkCV0ZJlMi/og6gqIpVCVJCjqXaijvVz1HNTExMeThAl5Ejqpe6C+gH/577rnn6p4j3NBfClVCxJiKM1i1ahV27dqFdu3aYfDgwcKsvy+99JKpAtrFrl27AADPPfccevTogffeew8ulwsvvvgiLrroIsyePRvDhg0T7ltdXa14AB89ehTAf5PxRBLv+ew4rygMxePx2HaNKSkpqKioEH5mxznVDemTJ0+isrJSs50kSRH9XVu3bo3MzEzF/IyLFy/G5Zdfrmnou93uiN9zgLZxkZKSEpVy2IGddaopoY54qaqq8j0rvSQmJob1Pb/yyiu48847IcsyXn75ZbhcrqDHUdf3EydOCPdRhycnJCRotissLAx4LiPlCURaWprmu0pNTY3Je5L1yR5E85Oqx0qL7l07SU1NVbSN9u3bpzi/+v0aFxcHWZaFZdSLIDDTBlEfs7y8XOOoZmVl+Y6v1wFWUlKCl19+WfhZsGdaIKFq9LpYp2ID/j7WYEqovvrqq77/f/DBB5rPnSxUvQ/0hIQEzJ4929eDPXjwYHTo0AFPPfWUrlB99tlnMWHCBM36OXPmRC38ce7cuZYfU/3SA4BNmzZh1qxZlp9L73wA8N1334WczdkI6t7eZcuWaRKAee+PSNO6dWuFUJ0+fTqSk5N9HSxetmzZYtvvEQh1OSRJiko57MSOOtWUKC8vVyxv3LhR0xFVXV0d1n2TkJCgyF1g5Bjq+r58+XKhi/Hzzz8rlg8dOqQ5vn/dFLF48WKsX78+aJn0EDlGGzdujOkxbKxP1uKNsvGyZcsWxfRLQMNzOpLP5aysLEUd/+yzzxRTsWzevFmxfXx8fMDyicaImnnXqEXpmjVrcOzYMcW6DRs2+DqJRFnKXS6XcL2Xb775JuCwtOPHjwvX19XVhXxdrFPOhklZrcHUW09PWMQC3hCQgQMHKsKskpOTUVJSgs8++0x330cffRT333+/b/no0aMoLCzE+eefHzTsw2pqamowd+5cDB061JYQWfWL4uyzz9YV8GZp3ry55uULAEOHDg0aahcOGRkZ2L17t2+5R48emqknkpKSMGLECMvPHYyVK1cqEiqVl5djxIgR+Mtf/qLYrmfPnlEp38aNG/Hhhx/6lrOzs6NSDjuwu041FaZPn65YLi4u1kw8n5+fH7H7ZuLEiYoOr27dugnPvWzZMsVyUVGRZru0tLSAnbAjRozQRBiFQsuWLTXPwmHDhuH0008P+5jRgvXJHr755hvFcsuWLTWirmvXrhF9Ls+YMUORZMztdivOn5qaqtg+OTk5YPny8/M1ncfNmjUL+5p2796NqVOn+pbVnWkAMGbMGJ/zeurUKbzzzjuKz1u3bo0rrrgCf/jDHzT7p6amYuTIkQHL8Prrr2PdunWa9bm5uYavi3UqNlBHxZDwiFj3rCzLuOWWWzB+/HgUFRVF6rS6qKcA8UeW5YA9Yh6PRziuIj4+PmoPDbvOnZubix07dviW8/LybLtG9UvMS3Jysi3nVI9Zk2VZMxF3YmJiVH7TQYMGKZZXrVoFWZY1CWDs+m6CoR5Dl5qa2uhemNGsz40B9TNSlmWNqxnJ+1ddntraWuG51c+ApKQkzXbt27cPeC6z9UHU4ZmbmxvT9yPrk7Wo7+e6urqovx+6dOmiWP7ll18U5w/1/Zqbm6sRqh6PJ+xrUido2rNnj2I5Pj4eOTk5voiGDh06aI7RoUMHxMfHo7CwUCNU09PTg5ZNbyxqOL8V65Sz4W9jDaaSKYVCfX093n33XWEPVjTIy8vDgAEDsGTJEkWvx4kTJ7Bo0SJNQpumyk033eT7/+mnn45evXrZdi4nJlOKdMZfL2eeeaZiuaqqCmvWrNE09O2aYzYYHTt2DLhMiKh+WZH1N1yszPqbn58fMHmY2SRnIqHKrL/EHye+vzp16qRY3rRpk2JZXbeClU+UUMnMNQWLcmjevLki7F6UTMkrXkXj1I1E1DHrLyGhEdEBL6FMZTN79mwcP37cN/h+/fr1mDlzJoCGsKrk5GQcOHAAixYtAvDfcUWzZ89Gbm4ucnNzUVJS4jue2+1GSUkJ5s2b51s3adIkDB48GMOGDcPDDz8MSZLw4osvory8HE899ZTp620MjB8/Hn379kV5eTnGjBkTdrY9IzhBqIb6IrWLrKwsdOzYUTGmZ+nSpY7J+jt48GCMHj0an3zyCQoKCvDwww9HpRzEuRiZniaSY/qtmkcVaLi2goICbNu2TfOZy+UyPZZUHbHgcrmCzs9ImhaxIFR37tyJY8eO+aKl1OUL9v4STVFj5prUWX/V+GcTBxrCjLOysnDw4EHfOm+nrCgy0Egd1Ss/p3cjRIxjMzOMHTtW0QiYMWMGZsyYAQDYunUrWrdujXXr1mHMmDGK/e68804ADVnZFi5c6FtfV1enSTQwcOBAzJs3D48//jiuueYaAA1TgyxcuBADBgyw47JiDkmSgo65sIpoC9VTp06F/CK1k/79+ztWqMbFxWHmzJk4dOgQUlJSovo9EWcimp5GnVwiVh1VoGGsmkioWlEX1A3eZs2amZo3nDQ+nChU27dvD0mSFKbE5s2bfZFYoZZP5KiaqV9GHFU1Z555Jr788kvfsjfaLlxHldPTEBIajhWqRrK8lpaWGnZp9bY766yzFIKWRI9IC1V1w9UJL3p/+vfvj/fee8+3vHr1ascIVaChE8NMwhjSuBE5qurOwmgKVTPzqAL6c6naIVQZ9kvUiISqOqNspMVPUlISiouLFe23TZs2+YRqtEN/gzmqovM988wz2LhxI8rKynDvvfeib9++AMSOKkN/CbEexwpV0vSItqPqNKEqCqNSN7bpZBKnInJU1UI1kuFuVjuqFKokmojeX0eOHFGsi8Z906lTJ41Q9RLt0N+kpCR4PB7dTip16C8AnHHGGdiyZQvq6+sV49JFjqqZ0F8KVULEMJaIOAaRUHW73baNi3XyGFUAaNWqlWL5yJEjOHz4sGIdhSpxKkbGqEaycWblGFWgIfTXyHnCQe3siBrQpGkjen+p3w/REKqdO3dWLAcSqpEO/Q0WBSQ6n3c/dfI0q5MpcYwqIWIiKlTtTMRDYh+RULUzvbcRRzWaQlAtVIGGMvpDoUqcSmMfo2qno3rJJZegWbNmvuUbbrjB9DFJ40Jdv6qqqnDs2DHFumg5qv74C9VQO4KtdlSBwOG/ekJVRH5+vmbcOMeoEmI9js36S5oeThCq6ns0mo5qamoqmjVrpgnn8odClTgVI9PTRDP018ljVJs3b46ff/4Z//73v9G9e3dFBntCAG39Ek395xShWl9fD5fLFXJHsNVjVIHACZVCiVxwu93Iz8/Hzp07feuMhP5yjCohoRExoRoXF4f6+vpInY7EIE4QqqIJyaNJq1atKFRJTCIK/VUne4nlMaqFhYWaDKeBtg+VwsJC3HXXXZYcizQ+1O+vAwcOaLZxglA9ceIEdu3ahcLCwpBDf0WOqtn6FU7orx5t2rRRCNWcnJyg+9BRJSQ0QhaqTz75pOFtJUnCE088EeopSBNFJFTVjUsrcbqjCjQI1fXr1+t+TqFKnIoo9Ffd6eIf3mo3Vo9R9Xg8yMvLw+7duw1tT4iVqOuXOqw+Pj4+KuInPz8fqampijDkTZs2obCwMOTQ34SEBE1UkVNCfwHguuuuw7fffgugof1iZCo/jlElJDRCFqrjx483vC2FKgkFJzqq0W50isap+hPt8hGih8hRPXr0qGKdkTFdVmG1owo0hP9SqJJoEOzdmJGREZW8IJIkoWPHjli1apVv3aZNm3DeeeeFlQOiefPmlgrVQI6qyMENxK233ormzZtj3bp1uPzyy9GyZcug+9BRJSQ0Qk6mVF9fb/hPPRUBIYGItFAVNVydND0NABQUFAT8nI1i4lREjqqThKrZMaqAeJwq6ySJBOqOIDXRnNJIL6FSOO9XtXg0W7/0HNXMzMyQI7gkScIll1yCxx57DB07djS0D4UqIaHB6WmIY3CCo+qk6WkAOqokdlE3pE+cOKFpqMa6oyqaooZ1kkQCI45qtNATquG8X9UCUDQtTCjoOaqhhv2GC5MpERIaFKrEMThBqDppehqAQpXELur6dfDgQc02kRSqVo9RBeiokugR7N0YyfHfaow6qkbqyj333ONzQXv06IFRo0aZKlu0haqeOOcYVULEmMr6W1dXh1deeQXTpk3Dtm3bNA8hSZICZiwlxB8nClUnO6pxcXGaScgJcQrq+lVRUaHZJtYdVQpVEi2c7Kh27txZsbx9+3ZhRIWR92uvXr2wadMmbN++HV26dLEtmVIoU9OYgY4qIaFhSqg+8sgjePHFF9GzZ08MHTrU1gytpPHjhKy/6syJThaqbBATJ6MO/VWPT3W5XDE9jyrA0F8SPZwsVDt06KBYlmUZv/zyS9gdwdnZ2QGz9YaCUx1VClVCxJgSqtOmTcMjjzyCZ555xqrykCaMExzVaE6fISI3Nxfx8fGoqanRfMYGMXEywepuenp6RLOSGnFU6+vrNXUtUD0rKirSrGO9JJHAyUI1JSUFhYWF2LFjh2/dpk2bQuoEsotoC1U6qoSEhqkxqidPnsR5551nVVlIEychIUHjwkRaqKpdn2gLVZfLhfz8fOFnbBATJxMsK2kkw34BY2NUResCRXWkpKQgJycn4HkIsQMnC1VAPE7VCUNroh36yzGqhISGKaF6/vnnY9myZVaVhRCNq9rUHVVAP/yXDWLiZIw4qpHEiKMqCgcOVs/U4b8cAkMiAYVqeCQlJQnPS0eVEGdiKvT35ZdfxoUXXoiUlBSMGDFCGFIRaHJlQtSkpKQoxGIkhWp1dbXjHFWAQpXEJk5zVI2MUQ1HqHbo0AErV670LasdVkLsINaE6q+//uqI0F+gwVXdtWuXYh3HqBLiTEw5qunp6ejUqRPuu+8+dOrUCbm5uZo/QkJB7aja6U6oj33kyBHU1dUp1lGoEhIeTcVRvf32232iPCMjA6NHjzZRSkKM4XShqh6/vWvXLkc4qoDYQImUUI2PjxeOzY924kZCnIopR/X3v/89PvroI1xyySXo0qULQ56IaaIZ+lteXq7ZxglCtaCgQLieQpU4GacJVSNjVMMRqqWlpfjxxx+xatUqlJSUCKesIcRqnC5U1e+tPXv2aFxDJwnVSI1RlSQJSUlJihkGEhMT4XKZ8o0IabSYEqqfffYZnn32WTzwwANWlYc0cZwmVCPdmBZBR5XEIk4P/bVKqAJA9+7d0b179/ALR0iIOF2oqt9bdXV1OHbsmGJdNEN//UlISIjo8ygxMVEhVBn2S4g+prpw4uPjccYZZ1hVFkKiKlTVYb8pKSlBG9uRgEKVxCJOc1SNjFFVi1e3202ngzgSpwvV5s2bB31/OsVRbd68eUSnylILUwpVQvQx9QYePXo0vvrqK6vKQkhUhaoaJ4T9AhSqJDZxuqNaX1+v6ZxySrIXQoLhdKEaaGo1L04RqpEK+/Wivm5OTUOIPqaE6tVXX41PPvkE9913H77++musWrVK8xcOlZWVeOihh3D++ecjNzcXkiRh/Pjxmu0WL16MW2+9Fb1794bH44EkSSgrKwvrnCdPnkTHjh0hSRImTZoU1jGIeShUtXAeVRKLOM1RFdUXtYNKoUpihUD1y+12O0L86HWyeolW/VK/U/XyQNgFHVVCjGNKqA4ZMgRbtmzBSy+9hGHDhqFv376+vz59+qBv375hHbeiogJvvPEGqqurMWrUKN3t5s2bh6+//hpFRUUYOHBgmFfRwBNPPIHjx4+bOgYxT9u2bRXL6syBVhIrQjUxMVE45QUb0cTJON1RBShUSewSqH5lZGRENJRVj2ACMFqO6mWXXYbU1FTf8o033hjR86uvm0KVEH1MDcB7++23rSqHguLiYhw6dAiSJKG8vBxTpkwRbvfEE09g3LhxAIBJkyZh4cKFYZ1v+fLleOWVVzBt2jSMGTMm3GITC7j55psxdepUbNmyBZ07d8a1115r27liRagCDT3T6mRPbEQTJ+M0R1UkVNXClEKVxAqSJCEuLk4Tvg5EP+zXSzBHNVpCtaCgAGvWrMEXX3yBM844A4MGDYro+emoEmIcU0L1hhtusKocCoz2BFqR5OLUqVO4+eabcdddd6FPnz6mj0fMUVxcjDVr1mDHjh0oLi629QEea0L1p59+UqxjI5o4GacJVYb+ksZGfHy8o4VqMEc1mvWrTZs2uPvuu6Nybo5RJcQ4lqUz3Lx5M77//nv88ssvVh0yIjz55JM4fvw4nnrqqWgXhfwfKSkp6Ny5s+29jMHm/XWaUFXDRjRxMgz9JcRe9DqDnPLuCuaoBnsHN1YY+kuIcUzPvTFjxgw88MAD2Llzp29dQUEBXnzxRVx++eVmD28rq1evxvPPP4/PP/8cKSkpOHDggKH9qqurFQ2ao0ePAgBqampQU1NjS1n18J4v0udtCqSlpTnme23ZsqVmXXx8vGPK15hgnYoMSUlJUf+Ojx8/riiD/9yGQENDOtpljHVYn+xDT6imp6c74vsOlE03MTERtbW1ESyNc1B3gHk8npB+L9ap2IC/jzWYEqqzZs3CVVddhW7duuHuu+9Gfn4+du3ahalTp+Kqq67C559/juHDh1tVVkupra3FzTffjCuvvBLDhg0Lad9nn30WEyZM0KyfM2dO1EI45s6dG5XzxjLbt28P+PnevXsxa9asCJUmMAcPHtSs27Fjh2PK1xhhnTKHWvSpWblyJbZt2xah0jTgcrlQX1/vW543bx62bNniW/7hhx8U2x8/fpx1zCJYn6zH/172p7Ky0hH37b59+3Q/c7lcjihjNKioqFAsl5eXh/VdsE45m2DvQGIMU0L16aefxvnnn48vvvhCMV70wQcfxPDhwzFx4kTHCtW//e1v2LJlCz766CMcPnwYwH+d0aqqKhw+fBhpaWmIi4vT7Pvoo4/i/vvv9y0fPXoUhYWFOP/88yMezlZTU4O5c+di6NChtk7l0hjZvHlzwM/79u2LESNGRKg0gYmLi8Nrr72mWNe1a1fHlK8xwTplDSdPngz4+ahRoyIeopiYmKhoPPTr10+Rm+DXX39VbJ+Xl8c6ZhLWJ/tITU31tV/86dGjhyPu2+rqatxxxx3Cz9LS0hxRxmiwaNEiLFiwwLd8xhlnhPRdsE7FBl5NQcxhSqiuXr0a06dP1yQ1kiQJd955J373u9+ZKpydrF27FkeOHEGHDh00nz3xxBN44okn8OOPP6Jnz56azz0ej3DsUnx8fNQeGtE8d6wSzP3OyspyzHdaXFysWZecnOyY8jVGWKfMESwpXmZmprAj0E4SEhIUQrW+vl7xG6tDERMTE3kPWATrk/XofZ9OeXfFx8cjJydHk7EeaNp167rrrsPkyZNx8uRJpKSk4Nprrw3ru2Cdcjb8bazBlFCNi4vTJKPwUlNTY0lWXrt45JFHNHNn7d27F1dffTV+//vf48orr0T79u2jUzgSEWIt66+appqIgsQGgURoampqxEUq0DAu1t+B2rNnj+JzJlMisYTeO8wpWX+BhpwlIqHalOvWGWecgdWrV2PZsmUYOHAg2rVrF+0iEeJYTAnVvn374vnnn8eIESMUWcuqq6sxadIk9OvXL+xjz549G8ePH0dlZSUAYP369Zg5cyYAYMSIEUhOTsaBAwewaNEiAMDPP//s2y83Nxe5ubkoKSnxHc/tdqOkpATz5s0DAHTu3BmdO3dWnLOsrAwA0K5dO5SWloZddhIbxJJQzczMRGJiIqqqqnzrmvKLnjgfSZLgdruFCVMiPUTCS/fu3RXidNGiRYqkfxSqJJaIBaHaqlUrrF69WrM+WnOoOoWOHTuiY8eO0S4GIY7HlFCdMGEChgwZgrZt22LMmDFo2bIl9uzZg08++QQVFRWYP39+2MceO3asItHGjBkzMGPGDADA1q1b0bp1a6xbtw5jxoxR7HfnnXcCAEpKSrBw4ULf+rq6OuF8Y6TpEktCVZIkFBQUKMbQsRFNnI7ThOq5556rSECifkdRqJJYIhaEqt5cqk1dqBJCjGFKqJ511lmYM2cOHnnkEbz22muQZRkulwv9+vXDhx9+iIEDB4Z9bK+7GYjS0lLIsmzoeEa2a926teHjkdgnluZRBRoSv/gL1dNOOy2KpSEkOPHx8YooAC/REqqDBw9WLK9fvx779u3zTaNBoUpiiVgQqnpzqbJuEUKMYHoe1ZKSEnz//fc4ceIEDh06hMzMzKhN0UJIKMSSowoA48ePx6ZNm7B582bccccdimylhDgRt1v8iomWUO3duzfS0tJ8Q0oAYOHChbjyyisBUKiS2CKWhSodVUKIESzLdpScnIxWrVpRpJKYIZhQjVZjWo/27dtjxYoVOHLkCJ5//vmgWVUJiTZ6dSxadcvtduPss89WrPMP/6VQJbFELAhVhv4SQszg3LS8hNiMy+XSzUzNqV8IMY/ThCqgDf/1n8+QQpXEErEgVBn6SwgxA4UqadLoveidFvZLSCzitNBfoCGhkj+//PILdu3aBYBClcQWovdXXFwcUlJSolAaMXRUCSFmoFAlTRoKVULsw4mO6umnn65xnLyuKoUqiSVE9SsjI8NRw0LS09OFwplClRBiBApV0qShUCXEPpzoqMbFxSnm2Ab+O06VQpXEEqL65aSwX6BhajVR+C/rFiHECBSqpEnjRMeHkMaCU+uX3jhVtVANNoUVIdFEz1F1GqLwXzqqhBAjUKiSJg0dVULsw4mOKqAVqmVlZSgrK6OjSmIK0fvLie8ukaNKoUoIMQKFKmnS6DkmTnzZExJrONVR7d69O3JychTrFixYQKFKYopYdlRZtwghRqBQJU0aOqqE2IdTharL5UJpaali3fz58ylUSUwRK0KVjiohJFwoVEmThkKVEPtwaugvAI1Q/emnnyhUSUxBoUoIaeyIWxGENBEoVAmxD6c6qgDQoUMHxfKePXs0wppClTiZWBGqDP0lhIQLHVXSpKFQJcQ+nOyo5ufnK5bLy8tx7NgxxTo2pomTiRWhSkeVEBIuFKqkSUOhSoh96NWvtLS0CJdEi1qoAqBQJTFFrAjV5s2bazqtKFQJIUagUCVNGgpVQuxD5KgmJiY6Yn7SzMzMoEKUQpU4mVgRqnFxcRpX1QmdVYQQ50OhSpo0FKqE2Ieofjkh7BcAJElCXl5ewG0oVImTiRWhCgBXXXWV7/+ZmZk455xzolgaQkiswGRKpEnDeVQJsQ8nC1WgIfy3rKxM93MKVeJkYkmoTpw4EcXFxdixYwduueUWpKSkRLtIhJAYgEKVNGnoqBJiH6LQXycJVTqqJJaJJaHqdrsxduzYaBeDEBJjMPSXNGkoVAmxj1hwVANBoUqcTCwJVUIICQcKVdKkEb3onZLshZBYx+mOKoUqiWXU7y+X2uaZ4AAAFfFJREFUy4XU1NQolYYQQqyHQpU0aURClW4qIdbgdEeVob8kllHXr4yMDEiSFKXSEEKI9VCokiYNhSoh9hHrjiojK4iTUdcvhv0SQhobjhSqlZWVeOihh3D++ecjNzcXkiRh/Pjxmu0WL16MW2+9Fb1794bH44EkSQEzOPpz9OhRPP300ygtLUXLli2RmpqKHj164LnnnkNVVZW1F0QcC4UqIfbhdEc1kFBNSEigO0UcTVFRkWK5Xbt2USoJIYTYgyOFakVFBd544w1UV1dj1KhRutvNmzcPX3/9NYqKijBw4MCQzrF9+3b87W9/Q69evfDGG2/g3//+Ny6//HKMHz8eI0eOhCzLJq+CxAIUqoTYh9OFaqDQX4b9Eqdz9tlnY+jQoQAa6tXDDz8c5RIRQoi1OHJ6muLiYhw6dAiSJKG8vBxTpkwRbvfEE09g3LhxAIBJkyZh4cKFhs/Rpk0blJWVKebyOvfcc5GSkoIHH3wQS5YswVlnnWXqOojzoVAlxD6cHvqbmZkJj8eD6upqzWcUqsTpxMXF4csvv8TmzZuRk5ODnJycaBeJEEIsxZGOqiRJhkKuXK7wi5+SkiKccPrMM88EAOzYsSPsY5PYQTQGjUKVEGtwuqMqSZJu+C+FKokFXC4XOnfuTJFKCGmUONJRjSbz588HAHTr1k13m+rqakUP/NGjRwEANTU1qKmpsbeAKrzni/R5Gwuizo60tDR+n00Y1inrEHU4JicnO+q7bdmyJbZu3apZ7/F4HFXOWIX1iRBrYZ2KDfj7WAOFqh9r1qzB888/j0svvRSnnXaa7nbPPvssJkyYoFk/Z84cJCcn21lEXebOnRuV88Y6ogbqvn37MGvWrCiUhjgJ1inz/Prrr5p1GzZsEIYERwu96J1Tp07xOWAhrE+EWAvrlLM5ceJEtIvQKHBOayHKlJWVYeTIkSgsLNQdE+vl0Ucfxf333+9bPnr0KAoLC3H++edHPKytpqYGc+fOxdChQ4VhdiQwa9eu1azr06cPRowYEYXSECfAOmUdW7Zs0awbOnQoevXqFYXSiPn666/x3XffadZnZ2fzOWABrE+EWAvrVGzgjbYk5qBQBbBt2zYMHjwYbrcb8+bNQ1ZWVsDtPR6PcPxSfHx81B4a0Tx3LJOYmKhZl5WVxe+SsE5ZQCzUr1atWgnXJyYmOqqcsQ7rEyHWwjrlbPjbWEOTF6rbtm1DaWkpZFnGwoULUVBQEO0ikQjCrL+E2IfTkykB+nOpMpkSIYQQEl2atFDdvn07SktLUVdXh4ULF6K4uDjaRSIRhkKVEPtw+vQ0AIUqIYQQ4lQcK1Rnz56N48ePo7KyEgCwfv16zJw5EwAwYsQIJCcn48CBA1i0aBEA4Oeff/btl5ubi9zcXJSUlPiO53a7UVJSgnnz5gEA9u/fj8GDB2PPnj146623sH//fuzfv9+3fUFBAd3VJgCFKiH2oa5fbrdbGA4cTShUCSGEEGfiWKE6duxYbNu2zbc8Y8YMzJgxA0BDptbWrVtj3bp1GDNmjGK/O++8EwBQUlKChQsX+tbX1dWhrq7Ot7x+/Xpfoo9rr71Wc/5x48Zh/PjxVl0OcSicR5UQ+1A7qunp6YbmyI4keXl5wvUUqoQQQkh0caxQLSsrC7qNd2ypEdTbhbIvabzQUSXEPtRiz2lhvwCQkZGBxMREVFVVKdaLOrEIIYQQEjlc0S4AIdGEQpUQ+xgwYABcrv++ZoYMGRLF0oiRJEkY/ktHlRBCCIkuFKqkSaMWqnpTDxFCQqdFixb4/PPPMXToUNxyyy147rnnol0kIaLwXz4HCCGEkOji2NBfQiKBOryPbioh1jJixAiMGDEi2sUICB1VQgghxHnQUSVNml69eilCEwcMGBDF0hBCogGFKiGEEOI8KFRJk6ZFixZ455130LVrVwwZMgSTJk2KdpEIIRGGob+EEEKI82DoL2nyXHfddbjuuuuiXQxCSJSgo0oIIYQ4DzqqhBBCmjQUqoQQQojzoFAlhBDSpGHoLyGEEOI8KFQJIYQ0aeioEkIIIc6DQpUQQkiTplmzZkhKSlKso1AlhBBCoguFKiGEkCaNJEkaV1UtXAkhhBASWShUCSGENHkuuOAC3/8lScLZZ58dxdIQQgghhNPTEEIIafJMnDgRkiRh69atuPvuu4XjVgkhhBASOShUCSGENHkyMjLwyiuvRLsYhBBCCPk/GPpLCCGEEEIIIcRRUKgSQgghhBBCCHEUFKqEEEIIIYQQQhwFhSohhBBCCCGEEEdBoUoIIYQQQgghxFFQqBJCCCGEEEIIcRQUqoQQQgghhBBCHAWFKiGEEEIIIYQQR0GhSgghhBBCCCHEUVCoEkIIIYQQQghxFO5oF6AxIMsyAODo0aMRP3dNTQ1OnDiBo0ePIj4+PuLnJ6SxwTpFiHWwPhFiLaxTsYFXE3g1AgkPClULqKysBAAUFhZGuSSEEEIIIYQQJ1BZWYlmzZpFuxgxiyRT6pumvr4eu3fvRlpaGiRJiui5jx49isLCQuzYsQPp6ekRPTchjRHWKUKsg/WJEGthnYoNZFlGZWUl8vPz4XJxpGW40FG1AJfLhYKCgqiWIT09nQ8sQiyEdYoQ62B9IsRaWKecD51U81DiE0IIIYQQQghxFBSqhBBCCCGEEEIcBYVqjOPxeDBu3Dh4PJ5oF4WQRgHrFCHWwfpEiLWwTpGmBJMpEUIIIYQQQghxFHRUCSGEEEIIIYQ4CgpVQgghhBBCCCGOgkKVEEIIIYQQQoijoFCNEseOHcMf/vAH5OfnIzExET179sT06dM1261atQrnnXceUlNTkZGRgdGjR2PLli3CY77yyivo3LkzPB4P2rRpgwkTJqCmpkaz3f79+3HjjTciJycHycnJGDBgAObNm2f5NRISSeyoU9u2bcPNN9+M/Px8eDwetGrVCpdeeqlmO9Yp0tgwUp8WL16MW2+9Fb1794bH44EkSSgrK9Mca/PmzXjggQfQu3dvZGRkICsrC4MGDcLMmTOF52Z9Io0RK+sUAOzduxd333032rZti6SkJBQXF+OWW27B9u3bNduyTpGYRSZRYejQoXJGRoY8efJkef78+fKtt94qA5CnTZvm22bDhg1yWlqafPbZZ8tffPGF/PHHH8vdunWT8/Pz5f379yuON3HiRFmSJPnRRx+VFyxYID///PNyQkKCfNtttym2q6qqkrt37y4XFBTIU6dOlefMmSNfcsklstvtlhcuXBiRayfEDqyuUz///LOcnZ0t9+3bV542bZq8aNEiefr06fJNN92k2I51ijRGjNSn8ePHy8XFxfKoUaPk0tJSGYC8detWzbFeeeUVuXPnzvLTTz8tz5kzR541a5Z8ww03yADkCRMmKLZlfSKNFSvrVFVVldyhQwc5JydHfu211+QFCxbIkydPllu0aCG3atVKPnr0qGJb1ikSq1CoRoEvvvhCBiB/8MEHivVDhw6V8/Pz5draWlmWZXnMmDFyTk6OfOTIEd82ZWVlcnx8vPzQQw/51pWXl8uJiYny7bffrjje008/LUuSJK9bt8637rXXXpMByN99951vXU1Njdy1a1f5zDPPtPQ6CYkUVtep+vp6uWfPnnLPnj3lqqqqgOdmnSKNDaP1qa6uzvfZCy+8oNuoPnDggFxfX69Zf+GFF8rJycmKOsb6RBojVtepuXPnygDkKVOmKNZ/8MEHMgD5k08+8a1jnSKxDEN/o8Cnn36K1NRUjBkzRrH+pptuwu7du7Fs2TLU1tbiP//5Dy677DKkp6f7tikuLsbgwYPx6aef+tZ9+eWXqKqqwk033aQ5nizL+OyzzxTn7tSpEwYMGOBb53a7ce2112L58uXYtWuXxVdLiP1YXae++eYbrF69Gn/4wx+CzlXHOkUaG0bqEwC4XMaaEDk5OZAkSbP+zDPPxIkTJ3Dw4EHFuVmfSGPD6joVHx8PAGjWrJlifUZGBgAgMTFRcW7WKRKrUKhGgbVr16JLly5wu92K9aeddprv899++w0nT570rVNv9+uvv6Kqqsq3PQD06NFDsV1eXh5ycnJ8n3u31TsmAKxbt87ElRESHayuU9988w0AIC0tDSNGjEBiYiJSU1MxcuRIbNy4UXNu1inSmDBSn6xgwYIFyM3NRfPmzRXnZn0ijQ2r69SgQYPQu3dvjB8/HitWrMCxY8ewatUqPPbYY+jVqxfOO+88xblZp0isQqEaBSoqKpCVlaVZ711XUVGBiooKxTr1drIs49ChQ77tPR4PUlJShNt6j2X03ITEGlbXKW8P80033YT8/Hx88cUXmDx5MtauXYuzzz4be/bsCenchMQSkbinp0yZgoULF+Lxxx9HXFxcRM9NSKSx+r52u91YsGAB2rZtizPPPBNpaWm+ZGVz5871Oa52nJuQSEKhGiVEYVCiz6zeLtRtCYkVrKwr9fX1AIABAwZgypQpGDJkCK699lp89tlnKC8vx2uvvRbWuQmJFey8p2fPno277roLl19+Oe65556InpuQaGHlfV1TU4Mrr7wSq1evxptvvolvvvkG7777Lnbt2oWhQ4fiyJEjtp2bkEjiDr4JsZrs7GxhD5Z3nE5WVhays7MBiHu6Dh48CEmSfGMRsrOzUVVVhRMnTiA5OVmzbe/evUM6NyGxhh11CgCGDRum2K5nz57Iy8vDqlWrQjo3IbGEnff0V199hdGjR2Po0KGYNm2appHM+kQaI1bf12+99RZmz56NFStWoE+fPgCAs88+G2eddRbatWuHv/3tbxg3bpwt5yYkktBRjQI9evTAhg0bUFtbq1j/888/AwC6d++Odu3aISkpybdOvV379u19g+W9Y1PV2+7duxfl5eXo3r274tx6x/Sem5BYw+o6JRrP40WWZUXCC9Yp0tgwUp/C4auvvsKoUaNQUlKCjz/+GAkJCcJzsz6RxobVdWr16tWIi4tDr169FOvbtm2L7OxsxZhX1ikSy1CoRoFLL70Ux44dw8cff6xY/+677yI/Px/9+vWD2+3GRRddhE8++QSVlZW+bbZv344FCxZg9OjRvnUXXHABEhMT8c477yiO984770CSJIwaNUpx7o0bN/oyzAFAbW0tpk6din79+iE/P9/aiyUkAlhdp4YPH47k5GTMnj1bcbxVq1Zh79696N+/v+LcrFOkMWGkPoXKnDlzMGrUKJx11ln47LPPdLNpsz6RxojVdSo/Px91dXVYsWKFYv3mzZtRUVGBgoICxblZp0jMEt3ZcZouQ4cOlTMzM+U33nhDnj9/vnzbbbfJAOSpU6f6ttmwYYOcmpoqn3POOfKsWbPkTz75RO7evbucn58v79+/X3G8iRMnypIkyY899pi8cOFC+YUXXpA9Ho982223KbarqqqSu3XrJhcWFsrTpk2T586dK1966aWc+JnEPFbXqUmTJskA5BtuuEH+8ssv5XfeeUcuLCyUi4qK5IqKCt92rFOkMWKkPu3fv1+eMWOGPGPGDPn666+XAch///vf5RkzZiju/W+//VZOSkqSW7duLc+fP1/+/vvvFX/+8xqzPpHGipV1avv27XJGRobcqlUr+fXXX5fnz58vT5kyRW7btq2ckpIib9y40bct6xSJZShUo0RlZaX8P//zP3LLli3lhIQE+bTTTpM//PBDzXYrV66UhwwZIicnJ8vp6enyqFGj5F9//VV4zJdeeknu2LGjnJCQIBcVFcnjxo2TT506pdlu79698vXXXy9nZWXJiYmJcv/+/eW5c+dafo2ERBI76tSbb74pd+/eXU5ISJCzs7Pla665Rt6xY4dmO9Yp0tgwUp8WLFggAxD+lZSU+LYbN26c7nYA5AULFiiOy/pEGiNW1ilZluVffvlFvu666+TWrVvLHo9HLioqkq+88kp53bp1mnOzTpFYRZJlWY6Ue0sIIYQQQgghhASDY1QJIYQQQgghhDgKClVCCCGEEEIIIY6CQpUQQgghhBBCiKOgUCWEEEIIIYQQ4igoVAkhhBBCCCGEOAoKVUIIIYQQQgghjoJClRBCCCGEEEKIo6BQJYQQQgghhBDiKChUCSGEkP9j5MiRyMjIwI4dOzSfHTx4EHl5eRg0aBDq6+ujUDpCCCGk6UChSgghhPwfU6ZMgdvtxq233qr57O6770ZlZSXeffdduFx8fRJCCCF2wjctIYQQ8n+0bNkSf//73zFnzhz84x//8K3/9NNP8eGHH+KFF15A+/btbS1DXV0dqqurbT0HIYQQ4nQoVAkhhBA/rrjiClx11VV44IEHUFZWhoqKCvz+97/H0KFDMXbsWKxcuRIXX3wxsrKykJiYiDPOOAMfffSR4hgHDhzAnXfeia5duyI1NRXNmzfHueeei2+//VaxXVlZGSRJwvPPP4+JEyeiTZs28Hg8WLBgQSQvmRBCCHEc7mgXgBBCCHEar732GhYtWoSbb74Zubm5OHXqFP75z39iwYIFuOCCC9CvXz9MnjwZzZo1w/Tp03HllVfixIkTuPHGGwE0jGcFgHHjxqFly5Y4duwYPv30U5SWlmLevHkoLS1VnO/ll19Gx44dMWnSJKSnp6NDhw4RvmJCCCHEWUiyLMvRLgQhhBDiNGbPno0RI0YAAN5//31ce+216NKlC5KSkrB8+XK43f/t673ooovwww8/YOfOncLxq3V1dZBlGRdccAHS09PxySefAGhwVNu0aYN27dphw4YNiI+Pj8zFEUIIIQ6Hob+EEEKIgOHDh6N///7o0KEDrr32Wvz666/YuHEjrrnmGgBAbW2t72/EiBHYs2cPNm3a5Nt/8uTJ6NWrFxITE+F2uxEfH4958+Zhw4YNmnNdfPHFFKmEEEKIHxSqhBBCiA4ejwcJCQkAgH379gEAHnjgAcTHxyv+7rzzTgBAeXk5AOAvf/kLxo4di379+uHjjz/G0qVLsWLFClxwwQU4efKk5jx5eXkRuiJCCCEkNuAYVUIIIcQAOTk5AIBHH30Uo0ePFm7TqVMnAMDUqVNRWlqK119/XfF5ZWWlcD9JkiwsKSGEEBL7UKgSQgghBujUqRM6dOiAn376Cc8880zAbSVJgsfjUaxbs2YNvv/+exQWFtpZTEIIIaRRQKFKCCGEGOQf//gHhg8fjmHDhuHGG29Eq1atcPDgQWzYsAGrVq3CjBkzAAAjR47EU089hXHjxqGkpASbNm3Ck08+iTZt2qC2tjbKV0EIIYQ4HwpVQgghxCCDBw/G8uXL8fTTT+MPf/gDDh06hOzsbHTt2hVXXHGFb7s//vGPOHHiBN566y08//zz6Nq1KyZPnoxPP/0UCxcujN4FEEIIITECp6chhBBCCCGEEOIomPWXEEIIIYQQQoijoFAlhBBCCCGEEOIoKFQJIYQQQgghhDgKClVCCCGEEEIIIY6CQpUQQgghhBBCiKOgUCWEEEIIIYQQ4igoVAkhhBBCCCGEOAoKVUIIIYQQQgghjoJClRBCCCGEEEKIo6BQJYQQQgghhBDiKChUCSGEEEIIIYQ4iv8P73KoOhMe4oEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'SouthernOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "0b23cca5-e9a3-477a-a387-1c653c04989b", "metadata": { "papermill": { "duration": 0.009361, "end_time": "2025-05-14T17:23:05.015224", "exception": false, "start_time": "2025-05-14T17:23:05.005863", "status": "completed" }, "tags": [] }, "source": [ "## LabSea" ] }, { "cell_type": "code", "execution_count": 21, "id": "51e70d80-7a39-4989-aecc-bd5016b324fa", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:05.034822Z", "iopub.status.busy": "2025-05-14T17:23:05.034641Z", "iopub.status.idle": "2025-05-14T17:23:05.214126Z", "shell.execute_reply": "2025-05-14T17:23:05.213841Z" }, "papermill": { "duration": 0.190104, "end_time": "2025-05-14T17:23:05.214941", "exception": false, "start_time": "2025-05-14T17:23:05.024837", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'LabSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "8f01e1c4-7a2b-491f-a311-1c52f299f45b", "metadata": { "papermill": { "duration": 0.0103, "end_time": "2025-05-14T17:23:05.235949", "exception": false, "start_time": "2025-05-14T17:23:05.225649", "status": "completed" }, "tags": [] }, "source": [ "## BaffinBay" ] }, { "cell_type": "code", "execution_count": 22, "id": "64bdc239-6eef-4838-93d4-340528c4cde1", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:05.256376Z", "iopub.status.busy": "2025-05-14T17:23:05.256201Z", "iopub.status.idle": "2025-05-14T17:23:05.430154Z", "shell.execute_reply": "2025-05-14T17:23:05.429864Z" }, "papermill": { "duration": 0.185035, "end_time": "2025-05-14T17:23:05.430980", "exception": false, "start_time": "2025-05-14T17:23:05.245945", "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": 0.010388, "end_time": "2025-05-14T17:23:05.452687", "exception": false, "start_time": "2025-05-14T17:23:05.442299", "status": "completed" }, "tags": [] }, "source": [ "## Maritime" ] }, { "cell_type": "code", "execution_count": 23, "id": "9215bd4f-3bb8-41b7-a4b5-98d228cedfc6", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:05.473980Z", "iopub.status.busy": "2025-05-14T17:23:05.473799Z", "iopub.status.idle": "2025-05-14T17:23:05.644595Z", "shell.execute_reply": "2025-05-14T17:23:05.644306Z" }, "papermill": { "duration": 0.182418, "end_time": "2025-05-14T17:23:05.645423", "exception": false, "start_time": "2025-05-14T17:23:05.463005", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 0.010729, "end_time": "2025-05-14T17:23:05.667900", "exception": false, "start_time": "2025-05-14T17:23:05.657171", "status": "completed" }, "tags": [] }, "source": [ "## SouthernOcean60S" ] }, { "cell_type": "code", "execution_count": 24, "id": "1bed67b9-8a1a-4852-b49d-9c646f161e85", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:05.690055Z", "iopub.status.busy": "2025-05-14T17:23:05.689883Z", "iopub.status.idle": "2025-05-14T17:23:05.840514Z", "shell.execute_reply": "2025-05-14T17:23:05.840200Z" }, "papermill": { "duration": 0.162819, "end_time": "2025-05-14T17:23:05.841387", "exception": false, "start_time": "2025-05-14T17:23:05.678568", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { 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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": 0.011559, "end_time": "2025-05-14T17:23:05.865497", "exception": false, "start_time": "2025-05-14T17:23:05.853938", "status": "completed" }, "tags": [] }, "source": [ "## EGreenlandIceland" ] }, { "cell_type": "code", "execution_count": 25, "id": "56262637-8837-49a4-969d-da4bc203a2b1", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:05.889457Z", "iopub.status.busy": "2025-05-14T17:23:05.889274Z", "iopub.status.idle": "2025-05-14T17:23:06.042732Z", "shell.execute_reply": "2025-05-14T17:23:06.042451Z" }, "papermill": { "duration": 0.16636, "end_time": "2025-05-14T17:23:06.043547", "exception": false, "start_time": "2025-05-14T17:23:05.877187", "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": 0.01195, "end_time": "2025-05-14T17:23:06.068477", "exception": false, "start_time": "2025-05-14T17:23:06.056527", "status": "completed" }, "tags": [] }, "source": [ "## GulfOfMexico" ] }, { "cell_type": "code", "execution_count": 26, "id": "c26c8ac6-187f-4649-bafa-47d69525784f", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:06.092791Z", "iopub.status.busy": "2025-05-14T17:23:06.092622Z", "iopub.status.idle": "2025-05-14T17:23:06.254112Z", "shell.execute_reply": "2025-05-14T17:23:06.253722Z" }, "papermill": { "duration": 0.17496, "end_time": "2025-05-14T17:23:06.255264", "exception": false, "start_time": "2025-05-14T17:23:06.080304", "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": 29.290537, "end_time": "2025-05-14T17:23:08.898699", "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": "2025-05-14T17:22:39.608162", "version": "2.6.0" } }, "nbformat": 4, "nbformat_minor": 5 }