{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "36b45926", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:47.100748Z", "iopub.status.busy": "2025-12-18T22:45:47.100534Z", "iopub.status.idle": "2025-12-18T22:45:47.107396Z", "shell.execute_reply": "2025-12-18T22:45:47.106912Z" }, "papermill": { "duration": 0.020765, "end_time": "2025-12-18T22:45:47.109081", "exception": false, "start_time": "2025-12-18T22:45:47.088316", "status": "completed" }, "tags": [ "injected-parameters" ] }, "outputs": [], "source": [ "# Parameters\n", "variable = \"oml\"\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": 0.003531, "end_time": "2025-12-18T22:45:47.116610", "exception": false, "start_time": "2025-12-18T22:45:47.113079", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# oml" ] }, { "cell_type": "code", "execution_count": 2, "id": "3ef91a67-a0c0-4e7e-b89d-cc06c5fefbf5", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-12-18T22:45:47.124844Z", "iopub.status.busy": "2025-12-18T22:45:47.124600Z", "iopub.status.idle": "2025-12-18T22:45:47.416242Z", "shell.execute_reply": "2025-12-18T22:45:47.414940Z" }, "papermill": { "duration": 0.29921, "end_time": "2025-12-18T22:45:47.419321", "exception": false, "start_time": "2025-12-18T22:45:47.120111", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "from IPython.display import display, Markdown" ] }, { "cell_type": "code", "execution_count": 3, "id": "dce4db04-3953-4356-b4cd-7f811e6ac563", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:45:47.429953Z", "iopub.status.busy": "2025-12-18T22:45:47.429694Z", "iopub.status.idle": "2025-12-18T22:45:47.439701Z", "shell.execute_reply": "2025-12-18T22:45:47.439074Z" }, "papermill": { "duration": 0.017218, "end_time": "2025-12-18T22:45:47.441622", "exception": false, "start_time": "2025-12-18T22:45:47.424404", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/markdown": [ " This notebook compares area-weighted mean and, in some cases, integral time series for oml in different basins." ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Dynamically generate markdown content\n", "markdown_text = f\" This notebook compares area-weighted mean and, in some cases, integral time series for {variable} in different basins.\"\n", "\n", "# Display the updated markdown content\n", "display(Markdown(markdown_text))" ] }, { "cell_type": "code", "execution_count": 4, "id": "13834ab8-5413-4cd4-8b72-d02389459983", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-12-18T22:45:47.450852Z", "iopub.status.busy": "2025-12-18T22:45:47.450591Z", "iopub.status.idle": "2025-12-18T22:45:47.498978Z", "shell.execute_reply": "2025-12-18T22:45:47.498417Z" }, "papermill": { "duration": 0.055141, "end_time": "2025-12-18T22:45:47.500597", "exception": false, "start_time": "2025-12-18T22:45:47.445456", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 5, "id": "ca374cc2", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-12-18T22:45:47.510958Z", "iopub.status.busy": "2025-12-18T22:45:47.509945Z", "iopub.status.idle": "2025-12-18T22:46:00.133905Z", "shell.execute_reply": "2025-12-18T22:46:00.133476Z" }, "papermill": { "duration": 12.630501, "end_time": "2025-12-18T22:46:00.135157", "exception": false, "start_time": "2025-12-18T22:45:47.504656", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "%%capture \n", "# comment above line to see details about the run(s) displayed\n", "import sys, os\n", "sys.path.append(os.path.abspath(\"..\"))\n", "from misc import *\n", "import glob\n", "print(\"Last update:\", date.today())\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 6, "id": "9f7b0baf-fc8c-42a2-8f85-394752748d3c", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-12-18T22:46:00.146187Z", "iopub.status.busy": "2025-12-18T22:46:00.144989Z", "iopub.status.idle": "2025-12-18T22:46:00.297793Z", "shell.execute_reply": "2025-12-18T22:46:00.297159Z" }, "papermill": { "duration": 0.159011, "end_time": "2025-12-18T22:46:00.299101", "exception": false, "start_time": "2025-12-18T22:46:00.140090", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "# figure size\n", "fs = (10,4)" ] }, { "cell_type": "code", "execution_count": 7, "id": "7a76c19e-4617-421e-9912-6e37b8b411cd", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:00.308805Z", "iopub.status.busy": "2025-12-18T22:46:00.307945Z", "iopub.status.idle": "2025-12-18T22:46:02.446965Z", "shell.execute_reply": "2025-12-18T22:46:02.446626Z" }, "papermill": { "duration": 2.14456, "end_time": "2025-12-18T22:46:02.447891", "exception": false, "start_time": "2025-12-18T22:46:00.303331", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The history saving thread hit an unexpected error (OperationalError('disk I/O error')).History will not be written to the database.\n" ] } ], "source": [ "# load data\n", "ds = []\n", "for c, p in zip(casename, ocn_path):\n", " file = glob.glob(p+'{}.native.{}.??????-??????.nc'.format(c, variable))[0]\n", " ds.append(xr.open_dataset(file))" ] }, { "cell_type": "code", "execution_count": 8, "id": "b0fd49de-fa27-4501-9d57-990fc8d28878", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:02.457385Z", "iopub.status.busy": "2025-12-18T22:46:02.456766Z", "iopub.status.idle": "2025-12-18T22:46:02.604658Z", "shell.execute_reply": "2025-12-18T22:46:02.604289Z" }, "papermill": { "duration": 0.153072, "end_time": "2025-12-18T22:46:02.605775", "exception": false, "start_time": "2025-12-18T22:46:02.452703", "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": 0.003314, "end_time": "2025-12-18T22:46:02.612899", "exception": false, "start_time": "2025-12-18T22:46:02.609585", "status": "completed" }, "tags": [] }, "source": [ "## Global" ] }, { "cell_type": "code", "execution_count": 9, "id": "ea77f10f-3d7e-4191-a3d1-8bcd7318125c", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:02.620446Z", "iopub.status.busy": "2025-12-18T22:46:02.620096Z", "iopub.status.idle": "2025-12-18T22:46:02.859833Z", "shell.execute_reply": "2025-12-18T22:46:02.859319Z" }, "papermill": { "duration": 0.245132, "end_time": "2025-12-18T22:46:02.861226", "exception": false, "start_time": "2025-12-18T22:46:02.616094", "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": 0.004052, "end_time": "2025-12-18T22:46:02.869951", "exception": false, "start_time": "2025-12-18T22:46:02.865899", "status": "completed" }, "tags": [] }, "source": [ "## PersianGulf" ] }, { "cell_type": "code", "execution_count": 10, "id": "11b61be4-fdcf-475c-a524-2a3ac8c76ecf", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:02.879573Z", "iopub.status.busy": "2025-12-18T22:46:02.879319Z", "iopub.status.idle": "2025-12-18T22:46:03.147380Z", "shell.execute_reply": "2025-12-18T22:46:03.146864Z" }, "papermill": { "duration": 0.274729, "end_time": "2025-12-18T22:46:03.148995", "exception": false, "start_time": "2025-12-18T22:46:02.874266", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'PersianGulf'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "fa711e4f-4e29-4094-ada2-4ae38e234a82", "metadata": { "papermill": { "duration": 0.005808, "end_time": "2025-12-18T22:46:03.219678", "exception": false, "start_time": "2025-12-18T22:46:03.213870", "status": "completed" }, "tags": [] }, "source": [ "## RedSea" ] }, { "cell_type": "code", "execution_count": 11, "id": "a40d43fe-7d25-414c-8d87-79517880d35f", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:03.231885Z", "iopub.status.busy": "2025-12-18T22:46:03.231605Z", "iopub.status.idle": "2025-12-18T22:46:03.538160Z", "shell.execute_reply": "2025-12-18T22:46:03.537650Z" }, "papermill": { "duration": 0.314521, "end_time": "2025-12-18T22:46:03.539755", "exception": false, "start_time": "2025-12-18T22:46:03.225234", "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": 0.006009, "end_time": "2025-12-18T22:46:03.552099", "exception": false, "start_time": "2025-12-18T22:46:03.546090", "status": "completed" }, "tags": [] }, "source": [ "## BlackSea" ] }, { "cell_type": "code", "execution_count": 12, "id": "6e85f68d-eb4e-44fe-acba-84c08de56905", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:03.565228Z", "iopub.status.busy": "2025-12-18T22:46:03.564934Z", "iopub.status.idle": "2025-12-18T22:46:03.824145Z", "shell.execute_reply": "2025-12-18T22:46:03.823636Z" }, "papermill": { "duration": 0.267752, "end_time": "2025-12-18T22:46:03.825676", "exception": false, "start_time": "2025-12-18T22:46:03.557924", "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": 0.00675, "end_time": "2025-12-18T22:46:03.838794", "exception": false, "start_time": "2025-12-18T22:46:03.832044", "status": "completed" }, "tags": [] }, "source": [ "## MedSea" ] }, { "cell_type": "code", "execution_count": 13, "id": "67297917-8d56-4a6d-9d59-a478035429a1", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:03.852589Z", "iopub.status.busy": "2025-12-18T22:46:03.852320Z", "iopub.status.idle": "2025-12-18T22:46:04.164661Z", "shell.execute_reply": "2025-12-18T22:46:04.164250Z" }, "papermill": { "duration": 0.321023, "end_time": "2025-12-18T22:46:04.165892", "exception": false, "start_time": "2025-12-18T22:46:03.844869", "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": 0.006053, "end_time": "2025-12-18T22:46:04.179346", "exception": false, "start_time": "2025-12-18T22:46:04.173293", "status": "completed" }, "tags": [] }, "source": [ "## BalticSea" ] }, { "cell_type": "code", "execution_count": 14, "id": "198da03e-467e-49f3-b8a5-2a31ad3b9711", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:04.191648Z", "iopub.status.busy": "2025-12-18T22:46:04.191413Z", "iopub.status.idle": "2025-12-18T22:46:04.482378Z", "shell.execute_reply": "2025-12-18T22:46:04.481923Z" }, "papermill": { "duration": 0.298434, "end_time": "2025-12-18T22:46:04.483711", "exception": false, "start_time": "2025-12-18T22:46:04.185277", "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": 0.007207, "end_time": "2025-12-18T22:46:04.499058", "exception": false, "start_time": "2025-12-18T22:46:04.491851", "status": "completed" }, "tags": [] }, "source": [ "## HudsonBay" ] }, { "cell_type": "code", "execution_count": 15, "id": "0fa02937-1b4e-4ade-a803-d2994b12545f", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:04.513406Z", "iopub.status.busy": "2025-12-18T22:46:04.513189Z", "iopub.status.idle": "2025-12-18T22:46:04.817666Z", "shell.execute_reply": "2025-12-18T22:46:04.817145Z" }, "papermill": { "duration": 0.313248, "end_time": "2025-12-18T22:46:04.819158", "exception": false, "start_time": "2025-12-18T22:46:04.505910", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'HudsonBay'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "e29ef839-e162-4ceb-927a-d82b7a59277e", "metadata": { "papermill": { "duration": 0.008373, "end_time": "2025-12-18T22:46:04.836682", "exception": false, "start_time": "2025-12-18T22:46:04.828309", "status": "completed" }, "tags": [] }, "source": [ "## Arctic" ] }, { "cell_type": "code", "execution_count": 16, "id": "64880ae9-0688-4c3a-ab45-0e76d5284852", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:04.853402Z", "iopub.status.busy": "2025-12-18T22:46:04.853162Z", "iopub.status.idle": "2025-12-18T22:46:05.151970Z", "shell.execute_reply": "2025-12-18T22:46:05.151532Z" }, "papermill": { "duration": 0.308633, "end_time": "2025-12-18T22:46:05.153317", "exception": false, "start_time": "2025-12-18T22:46:04.844684", "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": 0.007768, "end_time": "2025-12-18T22:46:05.172724", "exception": false, "start_time": "2025-12-18T22:46:05.164956", "status": "completed" }, "tags": [] }, "source": [ "## PacificOcean" ] }, { "cell_type": "code", "execution_count": 17, "id": "d8be41b0-a06e-4bac-ad2f-72b3dc32a3c1", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:05.188457Z", "iopub.status.busy": "2025-12-18T22:46:05.188245Z", "iopub.status.idle": "2025-12-18T22:46:05.520366Z", "shell.execute_reply": "2025-12-18T22:46:05.519932Z" }, "papermill": { "duration": 0.341387, "end_time": "2025-12-18T22:46:05.521636", "exception": false, "start_time": "2025-12-18T22:46:05.180249", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'PacificOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "1b5bb92f-04ee-4edb-844a-dc32285a3017", "metadata": { "papermill": { "duration": 0.008227, "end_time": "2025-12-18T22:46:05.539388", "exception": false, "start_time": "2025-12-18T22:46:05.531161", "status": "completed" }, "tags": [] }, "source": [ "## AtlanticOcean " ] }, { "cell_type": "code", "execution_count": 18, "id": "c7a7a1b2-7665-4f42-aa57-3e8ccf255528", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:05.556061Z", "iopub.status.busy": "2025-12-18T22:46:05.555811Z", "iopub.status.idle": "2025-12-18T22:46:05.861066Z", "shell.execute_reply": "2025-12-18T22:46:05.860510Z" }, "papermill": { "duration": 0.315595, "end_time": "2025-12-18T22:46:05.862655", "exception": false, "start_time": "2025-12-18T22:46:05.547060", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'AtlanticOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "bfa1406b-88fb-4638-a11c-9b530c50e48b", "metadata": { "papermill": { "duration": 0.00859, "end_time": "2025-12-18T22:46:05.883082", "exception": false, "start_time": "2025-12-18T22:46:05.874492", "status": "completed" }, "tags": [] }, "source": [ "## IndianOcean" ] }, { "cell_type": "code", "execution_count": 19, "id": "674dc694-f91c-48d8-8cf9-18a9dc35dd87", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:05.901234Z", "iopub.status.busy": "2025-12-18T22:46:05.900939Z", "iopub.status.idle": "2025-12-18T22:46:06.202687Z", "shell.execute_reply": "2025-12-18T22:46:06.202264Z" }, "papermill": { "duration": 0.312322, "end_time": "2025-12-18T22:46:06.204064", "exception": false, "start_time": "2025-12-18T22:46:05.891742", "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": 0.009369, "end_time": "2025-12-18T22:46:06.224693", "exception": false, "start_time": "2025-12-18T22:46:06.215324", "status": "completed" }, "tags": [] }, "source": [ "## SouthernOcean" ] }, { "cell_type": "code", "execution_count": 20, "id": "5f6bc7ed-e959-49ad-8916-e307249b43fc", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:06.244438Z", "iopub.status.busy": "2025-12-18T22:46:06.244144Z", "iopub.status.idle": "2025-12-18T22:46:06.520563Z", "shell.execute_reply": "2025-12-18T22:46:06.520194Z" }, "papermill": { "duration": 0.28789, "end_time": "2025-12-18T22:46:06.521637", "exception": false, "start_time": "2025-12-18T22:46:06.233747", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'SouthernOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "0b23cca5-e9a3-477a-a387-1c653c04989b", "metadata": { "papermill": { "duration": 0.009063, "end_time": "2025-12-18T22:46:06.541742", "exception": false, "start_time": "2025-12-18T22:46:06.532679", "status": "completed" }, "tags": [] }, "source": [ "## LabSea" ] }, { "cell_type": "code", "execution_count": 21, "id": "51e70d80-7a39-4989-aecc-bd5016b324fa", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:06.560374Z", "iopub.status.busy": "2025-12-18T22:46:06.560195Z", "iopub.status.idle": "2025-12-18T22:46:06.833904Z", "shell.execute_reply": "2025-12-18T22:46:06.833559Z" }, "papermill": { "duration": 0.284118, "end_time": "2025-12-18T22:46:06.834846", "exception": false, "start_time": "2025-12-18T22:46:06.550728", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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3MFB4cde6dWvY2dlhwIABYIzB3d0dEydOxO7du7Fx40a5w343btwIAEqd+6pITEzE1KlT0aZNG3Tp0gVubm6IiYnBwYMH0atXL2zcuFF2TFNTU4wbNw4LFy7Erl27BD0QmZmZ+PPPP+Hh4YHevXvLytU9H6dMmYKLFy+iZ8+e6NGjh1LXDTdv3kTXrl2RmJgIf39/9O/fHxkZGQgPD0dQUBDnl/3ly5fjyZMnaNOmDXr27ImsrCxcunQJixYtQlhYGM6cOaPU9JHSfC+rS5VrHWW+q9T5/FH1nClJUlKS7MewUaNGITk5Gf/88w+GDRuG6OhofPvttwCArl27olq1ati9ezd++eUXQa/V3r17kZCQgK+//prz3aqOTZs2ASg870oa/lj0WOPHj8f69euxZcsWzJw5U7Dvjh07kJOTg1GjRsHGxkZwu6mpKUaOHImlS5fi0aNHqFu3LoDCH1q2bduGli1bol69eko/jhkzZuDs2bPYt28ffv31V0ycOBFA4Yib4cOHw8rKCrt379b4nPnz58+jd+/eyMzMxPbt2/HZZ5+pXIequTrUyu3BjBAApmzTnz9/LigrKChgw4YNYwDYlStXOLeNGDGCAWAuLi4sKiqKc5/+/fszAGzRokWy8vT0dFalShUGgLVr145t2rSJ3bt3j+Xl5Sls09OnT5m5uTmrUaMGe/fuHee206dPMxMTE9anTx9OeVRUFMvPzxfUtWHDBgaALVu2rNjnQVXbtm1jANiIESMU7hMWFiZ7LUJCQuS268svv+SUL1y4kAFgYWFhsrIPHz4we3t7Zm5uzs6dOyc4zuvXrznbAJi/vz9jjLGsrCzZ6zJ58mRWUFAg93GYmpqyU6dOcW6bNWsWA8B++OEHTrn0PbBy5UpOeVZWFuvatSsTiUTs9u3bsnInJyfm5eXF0tPTBW3/8OGD7P/Tp09nANj+/fsF+yUmJgraLs/FixcZAObj48Pev38vK8/Ly2M9evRgANjixYs595H3nJdE+rxt27ZN7u3SOu3s7Nj9+/c5tw0ZMoQBYH///Ten3N/fn4lEIvbPP/9wypOSkljDhg2ZpaUli4mJKbFt/fr1YwDYnTt3BLcVfb6lx1T0WaHoMfr4+DAArFOnTnJf08jISIXnRnJysqANjBWevxUqVGC1atUStFfZ935iYiJzdHRkrq6u7PHjx5z9Hj58yGxsbFijRo3kPlY+6WfWiRMnSty3devWDADbsWOHrGz27NkMAPv4449ZdnY2Z//s7GwWFxcn25a+V6ZOncr5DMvPz2ejR4+We07I+9zOzs5mAQEBzMzMjL1584Zzm/R1btKkCUtISJCVp6ens2rVqjETExPBZ60i0vb6+/uzhQsXsoULF7K5c+eykSNHMmdnZ+bq6soOHDjAuU9aWhpzdnZmpqam7NKlS5zbli5dygCwzp07y22zPCW9N7t3784yMzNl5e/fv2cODg7M3t6e5ebmysovXbrEALBq1apxnpesrCzWqlUr2WdJUaq+hxn733fyZ599Jve7r169ekwsFrP4+HhO+fPnz5lIJGJt2rSR+zzwSb9zpJ//xcnOzha8TxgrPI9q167NnJycOM/hu3fvmLm5OWvatKngPlu2bGEA2Jw5czj1qHo+Sr9bvLy82MuXL0t8DFI5OTnM19eXAWA7d+4U3M7/jnzx4gWTSCSC/aTn7a5duzjlpf1eLu4zkTH573Xpa7lw4UJOuarXOsp+Vyn7+aPOOVMc6bkxcOBAznf8y5cvmZOTEzM3N2cvXryQla9YsYIBYGvXrhXU9dFHHzGRSMSePn1a4nFLek2k3wEnT55U+rFItWjRggGQ+76oW7cuA8C5RmLsf6/D77//zl68eMFEIhGbPn267PbDhw/Lbpe2vW3btpw6FL3W8fHxrGLFiszS0pLdvXuXFRQUsE6dOsm9Ni1Kej5GRkYq9bil7+OpU6cyS0tLZmNjw44dO1bsfaTH4Lc5IyND9lwFBwervX9JynyQp8jNmzflPlnSJ7hoICf14sULZmJiwnx9fTnlDx48YI0bN5a1CwCzsrJiAQEBbMOGDSwnJ4ez/7Rp0xgA9t9//8ltW9++fZmJiQlLSUkp8XFIJBJmb2/POnToUOK+qlAlyGvXrp3gttzcXGZmZib4wpT3ZbJy5UoGgE2ZMkWptkm/5BMSEljbtm2ZSCQSBGr8xzF8+HDBbS9fvmQA2CeffCIri4+PZ6ampqx58+Zy67t79y4DwL755htZmbOzM/P19RVc7PLNmDGDAWDHjx9X5mHKNWbMGNkHId+TJ0+YiYkJq1KlCqdcm0HevHnzBLedOXOGAWBff/21rEz6vA0cOFBufQcOHGAA2Lp160psmzSoV+aLrjQX0vKCSMZK/vJUZPLkyQwAe/XqlaxMlff+qlWrGAC2fv16ubdLP1cePnxYYl1WVlYMgODiVJ5BgwYxAGz58uWMscKLIwcHB2ZlZcWio6OLvW9BQQFzcXFhnp6eci/ckpKSmEgkYgMGDCixHYwxtnfvXgaAbd++nVMufZ35P+QwxtiCBQsYAHb48GGljiF9b8v7MzMzY1988YXgonrHjh0MABs2bJigvtzcXNl7qugPh6V5b8oLgj///HMGgD148EBWNnbsWAaAbd26VbC/9PNblQtWee9hxgo/ky0sLDg/PBW1fv16BoD99NNPnPKZM2cyAOyPP/5Q6viqBHnFkZ53/IvUgQMHMgDs1q1bnPIWLVowExMTzsWgOuej9Pril19+Uam90vd97969VbofX3x8PAPARo0axSkv7feyJoM8RRRd6xT3XaXO54+mzxmg8EdmeUG99HkPCgqSlSUkJDBLS0tWv359zr7h4eEMAOvYsaNSxy3pNVHlO4Bv8+bNsh91irp8+TIDIPeHkqJBHmOMdezYkbm6usquj/v06cNsbW1ZWlqaykEeY4xduHCBmZqaslq1asl+zJB33VeUukGe9K/oD58lHaNPnz6yHw2//PJL5u3tLfsxITExUe39S1Lmh2smJCRgxYoVOHr0KF6+fImMjAzO7dHR0XLv5+/vLyirWrUqKlWqhKioKCQnJ8uGA9SrVw+3b9/GrVu3cObMGdy6dQtXr17F2bNncfbsWWzatAmnTp2Ck5MTAODKlSsACucVXb9+XXCcuLg4SCQSREREoGnTpgAKhxxs3LgRf//9N8LDw5GSksIZS67ocehCs2bNBGXm5uaoUKGCUinYr169CgDFZmvie//+Pdq2bYuXL19ix44dGDZsmMptlM5DKtrGGzduyOZqyhv2J5039+TJE1nZsGHDsHbtWtStWxeDBg1C+/bt0bp1a8FQi8GDB2P16tXo27cvBg4ciE6dOqFt27aoVq2acg8ahXP6gML5dXy1atVCxYoVERkZyXl/apOyz6v0PZ+cnCz3eZXObyr6vCoybNgw7Nu3Dy1btsTgwYPRoUMHtGnTBhUrVlTnIcglFotVTq8sdenSJaxevRpXrlxBXFwccnNzObdHR0fLhmKr8t6XPod3796V+xw+e/YMQOFzKB0CUxJl5g9I95H+++TJE6SkpKBly5YlJp959uwZEhISUKNGDcG8ISkrKyvB6/769WssX74cp0+fxuvXrwXziBR93in7flTGwoULZc+zRCJBTEwMDhw4gK+//lo2dEtad3Hnpbm5Ofz9/fHHH3/gzp07sjmd6nJ0dJT7mSHvcd6+fRuA/O+zjz76SOGQPVXew1K+vr5wd3eXW99nn32G7777Dps2bcKMGTMAFA75DQkJgbOzMwYOHKjo4ZbKo0ePsGLFCpw/fx4xMTGCeTn899HEiROxZ88ebNy4UTaM9O7du7h+/Tq6d+/OGeZemvOxZcuWKj0OVb8jMzIysHr1auzfvx/Pnj1DWloaZ6iXMtcL6nwva4Imr3XU+fxR95wpTuXKlWVD3YsKCAhAcHCw7PMDgGxe+/bt23HlyhW0bt0awP+GNX/xxRcqH7846ixHNnjwYEyfPh179+7FmjVrZNca0mkAygy9Hjt2LIYOHYqDBw/io48+kg3Ht7W1RXx8vMptateuHYKDgzFv3jwsW7YMNWvWVDqfg6q6du2K48ePY8aMGWjQoIHcfBx8Bw8elCWTsbKygq+vL4YOHYpZs2bJYoPS7K9ImQ7ykpOT0bx5c0RGRqJFixb4/PPP4ezsDDMzMyQnJ2P16tUKJ68qyhrk4eGBV69eISUlRXAR3bRpU1lQBhSuPTJixAjcvn0bixYtwi+//AKgMPAEChOFFKfoBPBPP/0U+/fvR9WqVdGnTx94eHjIxkmvWrVKY4kF1KEo25GZmVmxyW2kpOt+eHt7K33M2NhYpKamomLFivjoo4/UaqP0w7poG6WvzY0bN3Djxg2F9RV9bX755RdUq1YNW7duxbJly7Bs2TKYmZmhZ8+e+Pnnn2XzcJo3b44LFy5gyZIl2LNnjyyJhJ+fH4KCguROUuaTTvz28PCQe7unpydev34t9/2pDao+rydPnsTJkycV1qco6UFR/fv3x5EjR/DTTz9hy5Yt2LBhA4DCC/wffvgBnTp1UukxyFOhQgW1vvz279+PAQMGwNLSEl26dEG1atVgY2MDExMT2dzIoueqKu996XMo/SJVRJnn0MPDA5GRkXjz5o3cCfdFSZPoSOdtqNPmiIgIwVwxRW1++fIlWrRogaSkJHz00UcIDAyEg4MDTE1NERUVhe3btyv8vFP2/agqExMTWfKFmJgYLFmyBIsXL5ZdeClzXhbdrzSK+7wFuI9Tejx532empqZwcXERlKv6HpZS9NgBwM7ODsOHD8eGDRtw7tw5+Pv7Y//+/YiLi8P06dO1ssbk1atX0bFjR+Tn56NTp07o3bs37O3tYWJiIlsiiP84AgICULt2bezcuRM//fQTbG1tZa/xl19+ydm3NOdjcc+VPKqcc3l5eejYsSOuX7+OevXq4dNPP4Wbm5tsvndwcLBS1wvqfC9rgiavddT5/FHnnClJcdeTRY8pNWHCBGzfvh2bNm1C69atkZ2djT/++APu7u7o16+fyseXx9PTEy9fvsTbt29L/A7gs7GxwdChQ7Fx40b89ddfmDRpEtLS0vDPP//AxsYGQ4YMKbGO/v37w9nZGZs3b8bz58+Rn5+vMOGKsvr3748FCxZAIpFgzJgxcpdo0IRZs2YhICAAs2fPRocOHXD8+HG5PzAWtW3bNoWJiTSxvyJlOsjbvHkzIiMjOb/ISl25cgWrV69WeN/379/LfePHxsYCUPxFW1SLFi2wbt06dO7cGadPn5aVS++bkpICe3v7Euu5efMm9u/fj06dOuHYsWOc5BwSiQQ//vhjiXUYMmkwEh0dLVhTRZGGDRti7NixGDlyJNq3b4+wsDC5v5SpSvraTJ8+HT///LNS9zE1NcXUqVMxdepUxMXF4eLFi/j777+xZ88ehIeH4+HDh7KJ2q1bt8aRI0eQk5ODW7duITQ0FGvXrsWQIUPg5uaGjh07KtW+2NhYub/mx8TEcPYzFNL2rF69Wm6mRlX17NkTPXv2REZGBq5du4YjR47gt99+Q8+ePTnJfkxMChMI5+fnC36BLW5RUXUCPACYP38+LCwscPPmTUHCoS+++ALnzp3jlKny3pc+h/fu3VPql8PitGvXDpGRkTh16hQ6d+6scL/k5GTcunULANC2bVtBm0sibXO/fv2wb98+pdr2888/IyEhQe6X3K5duzSSQKU0pL0wRUdhFD0v5ZF3Xqr73lSF9Hjv378XJH0pKChAQkKC4CJe1fewVEnnzMSJE7FhwwZs3LgR/v7+Wku4IrV48WJkZWXJsioXtWzZMrkp2oHCC+wpU6Zg586dGDZsGP766y94e3ujZ8+enP1Kcz6q+vmiyjkn7WUeMWKEIDtrTExMscGOomOW9NlU9L0sj7LvZ01f66jz+aPOOVOS9+/fyy1XdD3ZsmVLNG3aVJaA5dChQ0hKSsKsWbOUSs6mjHbt2uHly5c4ffq0Wj+Mjh8/Hhs3bsTmzZsxadIk7Ny5ExkZGRgzZoxSSQDFYjGGDRuG9evX48GDB6hbty5atWqlzkMBAGRnZ8uCSycnJ3z//ffo27cvatasqXadxZk1axasrKwwbdo02fu1TZs2WjlWaZTpJRSeP38OAHJTqyr6oiru9pcvX+LNmzfw9fVVupdE+mYvOlRC+ka+cOGCUnVIH0efPn0EJ/j169dVTolsaKTPx/Hjx1W63/Dhw7Fz505ER0ejffv2grTt6mjRogVMTEyUfm343N3d0b9/f/zzzz/o2LEjIiIi8PDhQ8F+YrEYbdq0waJFi7BmzRowxnDgwIES62/cuDEAyF0C4fnz53j79i2qVKlS6l48aba30vR+FKXqe15ZNjY26NixI37++WfMmTMHOTk5OHbsmOx26bCGN2/eCO578+ZNjbYFKHwN6tSpI7g4lkgkuHjxomB/Vd77mnwOpb+Y/v777wovQIDC0QbZ2dno3Lmz7EcUPz8/ODo64v79+7LgRRHpvlevXlV6iZDSfG7rgnQ4ZNEhZMWdl/n5+bLXvmimRV28N6XHk/e8XbhwQe5FuarvYWXVr18f7dq1w759+3D58mWcPXsW/v7+giylmvL8+XM4OzvLXZ6guPfRiBEjYGNjg40bN2Lnzp1IS0vD2LFjBRkwtfWZJo8qnxOaOn9UOWZx7+XU1FTZ0NWSqHOtU9x3lTqfP+qcMyV5/fq13OWHpJ8X0s+PoiZMmICsrCzs2LEDGzduhEgkkrvunLqkP65s2rSp2O8AAHJ7T5s0aYKmTZvi7t27uHXrlmxtPFV+tBk3bpxsKPyYMWNUaL3QjBkzcO/ePcyZMwd///03MjIy8Omnn2p1lNvUqVOxadMmpKenIzAwEGFhYVo7lrrKdJAnHT/Pf+Lv3LmDZcuWFXvf1atX49WrV7JtiUSCb7/9FhKJRLYuC1D4wRMSEiL3wycvLw/Lly8HAE7q6MmTJ8Pc3BzTp0+X++GXm5vL+eKQPg7+BURcXBwmTZqk8DH4+voqXNvMkIwYMQL29vb49ddf5a6tp2jNNQAYNGgQ9u7di7i4OPj7++Px48elaou7uzuGDRuGmzdv4vvvv5f7gf7ixQtERkYCKPzwO336tCC1bV5enmxNH+lQpAsXLsgdriX9gFVmyJJ0/ZzFixdz1ukqKCjAN998IxumUFrSISnyvrTV0axZM3z00UfYt28ftm7dKnefBw8eIC4ursS6Tp8+Lfd8k/c8Sntd+EOqTp8+LXfNw9Ly9fVFREQE5xd3xhiCg4MRHh4u2F+V9/6oUaPg6OiI4OBguXN5JRJJsesfFtW+fXt89tlnSExMRK9eveSeYxs2bMDy5ctha2vLGfVgamqKiRMnIisrCxMnThTM18rNzZW9N83MzPDVV18hJiYGU6ZMkfu6xcTEcJ4bRZ/bx48fl11I6EtOTg5+/fVXAOAED3379oWzszN27dolm8sktWrVKrx8+RKdO3fmzGPTxXtT2hO6ZMkSzhpj2dnZmD17ttz7qPoeVsXEiRORk5MjW2KBPwRSk3x9fZGYmIj79+9zyrds2VJs4GJvb49hw4bh9u3bWLhwIUxNTeUOI9Pk+ViSjz/+GL6+vjhw4AD++ecfwe1FXytF58/Lly/x3XffKX1MVT6b7OzsULt2bVy6dInzHikoKMCMGTOU/iFanWud4r6r1Pn8UeecKUlBQQG+++47zg9DkZGRWLNmDczMzDB8+HDBfYYMGQJHR0csW7YMly9fRmBgoEaWYJFq27Ytxo0bh4SEBHTr1k3uj+QSiQS7du1SuDyANOicPn06bt68iQYNGqBFixZKt6F+/fo4evQo9u/fX6rrln///Re//fYb2rVrh6CgIAQGBmLmzJm4e/cuvv76a7XrVca4ceMQEhKC7Oxs9OzZE6GhoVo9nqqMerhmceNVf/31V3z++edYsWIFpk+fjrNnz6JGjRqIiIjAkSNH0L9/f+zevVvh/du1a4dGjRrh008/hYODA44fP4579+6hadOmnLVBpIu/Tp48Ge3atUOdOnVgaWmJmJgYhIaGIjY2FtWrV8eCBQtk9/Hz88PWrVsxevRo1K1bF926dUPNmjWRl5eH169f48KFC3Bzc5NNBm7evDnatm2Lffv2oU2bNmjXrh3ev3+PY8eOoVatWgqTH0g/UNSZKKxLrq6u2LlzJwYMGID27dujR48eqF+/PlJSUnD//n28fftWFlTJ06dPHxw4cAD9+/eHv78/Tp06VarhbOvWrUNERAQWLFiAHTt2oF27dqhQoQLevXuHx48f48aNG9i1axeqVKmCrKwsdO7cGb6+vmjZsiV8fHyQnZ2NkydP4vHjx+jVqxfq1KkDAPjpp59w4sQJBAQEoGrVqrC1tcWjR49w7NgxODo6KvULWJs2bTBz5kz8+OOPqFevHgYMGAAbGxscO3YMDx8+RLt27WRr7pRG69atYW1tjVWrViEhIUE2p+Crr75Seyjozp070bFjR4wZMwZr1qxBy5Yt4ejoiLdv3+L+/ft4+PAhrly5ojB5g9TXX3+NqKgoBAQEwNfXFxYWFrKkR5UrV5atSwgUXoitXLkSy5Ytw71791CnTh08e/YMx44dQ79+/QQLG5fW9OnT8eWXX6JJkyb45JNPYG5uLrvw+fjjj3H48GHO/qq8911cXLB3717069cPrVq1QqdOnVC3bl2YmJjg9evXuHLlChISEpRe9HXTpk3Iz8/Hrl27UKtWLXTv3h01atRARkYGwsLC8PDhQ7i4uODff/+VvYelFi5ciGvXruHAgQOoWbMmevbsCTs7O7x58wYnTpzAihUrZJ/P8+fPx71797BhwwYcPnwYHTt2hLe3N+Li4hAREYFLly5hyZIlsmNMnDgR27Ztw6BBg/DJJ5/A29sbDx8+RGhoKAYNGlTs57YmnT17VjbMnzGGmJgYHDt2DG/fvkXVqlUxd+5c2b62trbYunUrBg4cCH9/fwwcOBCVK1fGrVu3cOLECXh4eMiGJ0rp4r3Ztm1bfPXVV1i7dq3s80K65peTk5Pc9bFUfQ+r4pNPPoG7uztiYmLg5uaG/v37q1WPdAFyeSpXroxFixZh2rRpOH78ONq1aydbv/TmzZu4ePEiBgwYgL179yqsf+LEidi0aRNiYmJk69jyafp8LI6FhQX27NmDwMBAfPrpp9iwYQNatGiBrKwsPH78GGfOnJH9IPnxxx+jevXq+OWXX/Dw4UM0btwYr1+/xpEjR9CzZ0+8fv1aqWOq+r383XffYeTIkWjbti0GDhwoW4suLy8PDRs2xL1790o8pjrXOiV9V6n6+aPOOVOSBg0a4Pr162jatCkCAwORkpKC3bt3Izk5GT/++KPcqRfW1tYYMWKE7Ac2TSdcAYD169fD1NQUGzZsQO3atREQEICGDRtCLBYjOjoaZ86cwdu3bzFgwAC59x86dCi++eYbWaeEOkOvS5vYJyoqCmPHjoWzszN27twp69ldvHgxzp8/j/Xr16NTp04am8soz2effQZLS0sMGzYMffr0wT///IM+ffpo7XgqUToPpwGBgvTWRf+SkpIYY4w9evSIffzxx8zNzY1ZW1uzJk2acNbh4KeXlaYvffHiBVu5ciWrVasWE4vFzMvLi02dOlWwrEFqairbuXMnGzlyJKtfvz5zcXFhpqamzMnJibVu3ZotW7aMpaamyn0c9+/fZyNGjGCVK1dmFhYWzMnJidWtW5eNHz+enT59mrNvQkICmzBhAvPx8WFisZhVrVqVzZ49m2VkZDAfHx9BSt/ExERmYmIiSEGrLFWWUFCUAlleu4pL5//w4UP22WefMS8vL2Zubs7c3d1Z+/bt2caNGzn7QUEK7VOnTjFra2vm7OwsS4Fd0lIAiurKyclha9euZa1bt2b29vbMwsKCVapUiXXs2JH98ssvsvWecnNz2fLly1m3bt1YpUqVmFgsZq6urqxly5bst99+4yyfcfz4cTZy5EhWu3ZtZm9vz6ytrVnNmjXZV199xUmtroxdu3axtm3bMltbWyYWi1mdOnXY4sWLWVZWlmBfdZZQYIyxY8eOsVatWjEbGxvZeSVNNVxcncWlbk5NTWVLlixhTZo0YTY2NszS0pL5+vqyHj16sI0bN8pdl45v9+7dbPDgwax69erMxsaG2dnZsbp167I5c+Zw1meTevToEevRoweztbVlNjY2zN/fn509e7bYNPXFpcguKTX1tm3bWMOGDZm1tTVzcXFhffv2Zffv39fIe196/EmTJrHq1aszsVjM7OzsWK1atdjw4cPlrsFYkuPHj7MBAwYwb29vZmFhwezt7VmTJk3YwoULOetE8eXl5bG1a9ey5s2bMxsbG2Ztbc2qV6/Oxo0bxyIiIjj7SiQS9scff7COHTvK1oby8vJibdu2ZUuWLBEsSXDp0iXWoUMH5ujoyGxtbVnbtm3Z/v37FX7mqLMcgSKKllCwtrZmDRo0YHPnzpV9v/Bdv36d9e3bl7m6ujJzc3NWqVIl9uWXXypcakKT701F7y+JRMLWrl3L/Pz8mIWFBfP09GQTJ05kycnJCutT9T2s6HNUHul6oTNnzlRq/6KKrs2q6K9hw4ay/Q8fPsxatmzJbG1tmYODA+vSpQs7d+6cUu8J6bJIR48eLbZNqpyPqqZs53v16hWbMGEC8/X1Zebm5szZ2Zm1aNFCsDbq69ev2dChQ5mXlxeztLRkderUYcuXL2d5eXlyXytNfTZt3bqV1alTh1lYWLAKFSqw8ePHs/j4eJWWUFD1Woex4r+rGFP980edc0YR6fMdHR3Nhg0bxtzc3JhYLGaNGzdmf/31V7H3vXfvHgMK11Usbu1leVRZ6ufq1ats9OjRrEaNGszGxoZZWFiwihUrsr59+7Ldu3cXu4avdMkJKysrhZ+LjAmXUFCm7SUtoZCbm8tatmzJALCDBw8K6omKimKOjo7MyclJsOwLY+ovoaDoWurQoUNMLBYzMzMz2TrBita9U0TV/UsiYkydJdSJoTt06BD69OmD//77Dz169NB3cwghhBC0b98eFy9exLNnz1C9enV9N0eu1NRUeHt7w8XFBS9fvpQlFiFEl7Zu3YoxY8Zg/vz5WLRokUr3jYqKQpUqVeQm4CGFRo4cie3btyMyMpKzPEpZQp9cZdS5c+fQsGFDCvAIIYQYhKtXr+LChQvo1q2bwQZ4QOF0j/T0dEycOJECPKIX+fn5+OWXX2Bubl6qoZrbt2+HSCTSyjIlxsrW1hYikUjvmZp1wbAnaxG1/fTTT/puAiGEEIJ169bh7du32L59O0xNTVXuldCFlJQUrF27FtHR0di6dSu8vb0xceJEfTeLlDPnz59HWFgYzp49i4cPH2Lq1KlqrVXo6OiIhQsXyrYNPTeDLs2ZM4eTMEwXawrrCw3XJIQQQojW+Pr64u3bt6hevToWLVqEQYMG6btJAtLhbZaWlmjWrBnWrl2LRo0a6btZpJwJCgpCcHAwXFxcMHDgQPzyyy/UC0fURkEeIYQQQgghhJQhNNicEEIIIYQQQsoQCvIIIYQQQgghpAyhmZglkEgkePfuHezs7CASifTdHEIIIYQQQoieMMaQlpYGLy8vg87AS0FeCd69e4dKlSrpuxmEEEIIIYQQA/HmzRtUrFhR381QiIK8EtjZ2QEofCHt7e01Xn9eXh5OnDiBwMBAmJuba7x+Qojm0XlLiHGic5cQ42RI525qaioqVaokixEMFQV5JZAO0bS3t9dakGdtbQ17e3u9v2kJIcqh85YQ40TnLiHGyRDPXUOfxmW4A0kJIYQQQgghhKiMgjxCCCGEEEIIKUMoyCOEEEIIIYSQMoSCPEIIIYQQQggpQyjxCiGEEEIIIUagoKAAeXl5+m6GzuXl5cHMzAzZ2dkoKCjQ2nHMzc1hamqqtfp1iYI8QgghhBBCDBhjDLGxsUhOTtZ3U/SCMQYPDw+8efNG61ktHR0d4eHhYfDZM0tCQR4hhBBCCCEGTBrgubu7w9ra2ugDEFVJJBKkp6fD1tYWJibamW3GGENmZibi4uIAAJ6enlo5jq5QkEcIIYQQQoiBKigokAV4Li4u+m6OXkgkEuTm5sLS0lJrQR4AWFlZAQDi4uLg7u5u1EM3KfEKIaTUcnNzcerUKTx+/FjfTSGEEELKFOkcPGtraz23pHyQPs/GPveRgjxCSKnk5+ejTZs26NKlC+rVq4ddu3bpu0mEEEJImVPehmjqS1l5ninII4SUyunTp3Hr1i0AhcMpli9frucWEUIIIYSUbwYR5J05cwajR4+Gn58fbGxs4O3tjT59+sguHIHC8cg///wzunXrhooVK8La2hq1a9fGrFmzFGYaWrt2Lfz8/CAWi1GlShUEBwcbfdcrIYbmyZMnnO3w8HDk5+frqTWEEEIIIcQggrzffvsNUVFRmDp1Ko4ePYrVq1cjLi4OrVq1wpkzZwAAWVlZCAoKgo+PD1atWoWjR49i3Lhx2LRpE9q2bYusrCxOnUuWLMHUqVPRv39/HD9+HBMnTsTSpUsxadIkfTxEQsqsV69ecbbz8vIQFRWln8YQQgghxKikpaVh5syZCAwMhJubG0QiEYKCggT7TZw4EaamphCJRJw/Pz+/YusPDw+HWCyGSCTCzZs3tfQoDI9BZNdcv3493N3dOWXdunVD9erVsXTpUnTs2BFWVlaIjIzkZBUKCAhA5cqVMXDgQPz7778YPnw4ACAhIQGLFy/GuHHjsHTpUtm+eXl5mDdvHqZNm4Y6dero7gESUobJC+iePn2K6tWr674xhBBCCDEqCQkJ2LRpExo2bIi+ffti8+bNCve1srKSdQAVLVOkoKAAo0ePhqurK969e6exNhsDg+jJ4wd4AGBra4s6dergzZs3AABTU1O5aWNbtGgBALL9ACA0NBTZ2dkYNWoUZ99Ro0aBMYYDBw5osPWElG/8njygMMgjhBBCCCmJj48PkpKScO7cOSxbtqzYfU1MTNCqVSvOX8OGDRXu/8svv+Dt27f47rvvNN1sg2cQPXnypKSk4Pbt2+jYsWOx+0mj+bp168rKHj58CACoX78+Z19PT0+4urrKbieElB4FeYQQQohuSSQSJCQk6LsZAi4uLiqvY6etbJYRERFYsGAB/v77byQmJmrlGIbMYIO8SZMmISMjA3PnzlW4T3R0NGbNmoVmzZqhV69esvKEhASIxWLY2NgI7uPs7FzsSZGTk4OcnBzZdmpqKoDCeUbaSNoirZMSwhBjlJ6eLvd8evr0aZl+T9N5S4hxonOXGKO8vDwwxiCRSCCRSAAAHz58gIeHh55bJhQbGws3Nze17y99fNLHK8UYA1CYo8PDwwMfPnyAp6cn+vTpg+DgYDg7O3PqYYxh7Nix6NmzJ3r16oWQkBBZ/UXrVdQGxhjy8vLkLoZuLJ8fBhnkzZ8/H3/99RfWrl2Lpk2byt0nMTERPXr0AGMMu3fvFvxqUNyvAsXdtmzZMgQHBwvKT5w4odVFKE+ePKm1ugnRltevX8stv3//Po4eParj1ugenbeEGCc6d4kxMTMzg4eHB9LT05GbmwugMFmJIUpLS4NYLC7V/YHCThdpR4tUvXr1UK9ePdSuXRsAcOnSJfz22284deoUTp8+DVtbW9m+mzZtwv3793Ht2jWkpqYiOzsbAJCRkSGoly83NxdZWVk4f/683GzhmZmZaj8+XTK4IC84OBiLFy/GkiVLMHnyZLn7JCUloUuXLoiOjsaZM2dQtWpVzu0uLi7Izs5GZmamIDBLTExUGDgCwOzZszFjxgzZdmpqKipVqoTAwEDY29uX4pHJl5eXh5MnT6JLly4wNzfXeP2EaNOxY8fkliclJaFdu3ZaOWcMAZ23hBgnOneJMcrOzsabN29ga2sLS0tLAOCMOjMkdnZ2pfrulwaxYrGYUw9jDBMnToSdnZ2ss6ZPnz5o2bIlBg0ahH/++QfTpk0DUDiN5Pvvv8fPP/8sSwInfd5sbGxKbF92djasrKzQvn172f2KKilINBQGFeQFBwcjKCgIQUFBmDNnjtx9kpKS0LlzZ0RGRuL06dNo0KCBYB/pXLwHDx6gZcuWsvLY2FjEx8ejXr16CtsgFovl/gJhbm6u1S8EbddPiDa8fftW4W2RkZFo1qyZDluje3TeEmKc6NwlxqSgoAAikQgmJiaykWuqznvTlaJtVPf+AGSPV0o6xJJf/sknn8DGxgbXrl2TlX/11VeoV68eBg4cKAvIpD15mZmZSEtLg4ODQ7FtEIlECj8njOWzw2CCvO+//x5BQUGYN28eFi5cKHcfaYD38uVLnDx5Eo0bN5a7X7du3WBpaYmQkBBOkBcSEgKRSIS+fftq4yEQUu7IS7oi9fTp0zIf5BFCCCH64OLigri4OH03Q0BeJnxtY4xxAr+HDx/i1atXcHJyEuzboUMHODg4IDk5WYct1A+DCPJ++uknLFiwAN26dUPPnj1x9epVzu2tWrVCVlYWunbtijt37mDVqlXIz8/n7Ofm5oZq1aoBKEyuMm/ePMyfPx/Ozs4IDAzEjRs3EBQUhLFjx9IaeYRoSElBHiGEEEI0z8TEpFQJTsqKvXv3IjMzE61atZKV/f3337KeO6nQ0FAsX74cGzZs4GTkL8sMIsg7fPgwgMIXIDQ0VHA7Ywzv37/HjRs3AABTp04V7DNixAhZ5hwAmDt3Luzs7LB+/XqsXLkSHh4emDVrVrHZOgkhqikuyHv27JkOW0IIIYQQY3Xs2DFkZGTIEq+Eh4dj7969AIAePXrg/fv3GDx4MIYNG4YaNWpAJBLh3LlzWLVqFerWrYuxY8fK6ioa8ElFRUUBAJo2bVpuRhkZRJB39uzZEvfx9fWVpU9V1pQpUzBlyhQ1W0UIKYn0Q1Me6skjhBBCiDImTJjA+eF4z5492LNnD4DCOf729vZwd3fHL7/8gvfv36OgoAA+Pj6YMmUK5syZI3fZtPLOIII8Qojxyc7ORmxsrMLbnz17BolEYrCTwwkhhBBiGIr70RgoTLyyY8cO2Nvbq3VdMXLkSIwcOVK9xhkpuvoihKjlzZs3xd6emZmJ6OhoHbWGEEIIIYRIUZBHCFEL/1c3BwcHwXAJGrJJCCGEEKJ7FOQRQtTCT7pSpUoV1KxZk1NGQR4hhBBCiO5RkEcIUQs/yPPx8UGtWrU4ZZRhkxBCCCFE9yjxCiFELfzhmj4+PoKFR6knjxBCCCFE9yjII4Sohd+T5+vrCw8PD04ZBXmEEEKIZqi6lBhRT1l5nmm4JiFELcoM13z16hWysrJ02SxCCCGkTDE3NwdQmLWaaJ/0eZY+78aKevIIISrLz88XLI/g4+MjSLzCGMPz589Rv359XTaPEEIIKTNMTU3h6OiIuLg4AIC1tTVEIpGeW6VbEokEubm5yM7O1tr6u4wxZGZmIi4uDo6OjjA1NdXKcXSFgjxCiMrevn2LgoICTpmPjw9sbW3h7e3NCQCfPn1KQR4hhBBSCtLpENJAr7xhjCErKwtWVlZaD3AdHR0F00+MEQV5hBCV8Ydq2tjYwMXFBQBQs2ZNTpBHGTYJIYSQ0hGJRPD09IS7uzvy8vL03Rydy8vLw/nz59G+fXutDqM0Nzc3+h48KQryCCEqkzcfT/rLWq1atRAWFia7jZKvEEIIIZphampaZoIQVZiamiI/Px+WlpZGP1dOVyjxCiFEZfKWT5DiJ1+hII8QQgghRLcoyCOEqEze8glS8oK8spKOmBBCCCHEGFCQRwhRmbzhmlL8IC85ORkfPnzQSbsIIYQQQggFeYQQNRQ3XNPHxwcWFhac22nIJiGEEEKI7lCQRwhRiUQiwZs3bzhlRYdrmpqaonr16pzbKcMmIYQQQojuUJBHCFFJbGwscnNzOWVFe/IASr5CCCGEEKJPFOQRQlTCn49nYWGBChUqcMooyCOEEEII0R8K8gghKuHPx6tcuTJMTLgfJRTkEaIZjDE8fvwYiYmJ+m4KIYQQI0JBHiFEJcUtnyDFD/JevHiBvLw8bTaLkDKnoKAAnTt3Rp06deDu7o7+/fvj1KlTtCQJIYSQElGQRwhRSXHLJ0jxg7z8/HxERkZqtV2ElDWhoaE4c+YMgMKAb//+/ejSpQv8/PywevVqJCcn67eBhBBCDJZBBHlnzpzB6NGj4efnBxsbG3h7e6NPnz64deuWYN/bt2+jc+fOsLW1haOjI/r374+XL1/KrXft2rXw8/ODWCxGlSpVEBwcTL0JhJRSccsnSDk7O8PV1ZVTRhk2CVHNo0eP5JY/e/YM06ZNg5eXF8aNG4c7d+7ouGWEEEIMnUEEeb/99huioqIwdepUHD16FKtXr0ZcXBxatWol+xUTAJ48eYKAgADk5ubin3/+wdatW/Hs2TN89NFHgsWWlyxZgqlTp6J///44fvw4Jk6ciKVLl2LSpEm6fniElCnKDNcEgJo1a3K2aV4eIap5+/ZtsbdnZWVh8+bNaNKkCVq3bo0dO3YgOztbR60jhBBiyMz03QAAWL9+Pdzd3Tll3bp1Q/Xq1bF06VJ07NgRALBgwQKIxWIcOXIE9vb2AICmTZuiRo0aWLlyJZYvXw4ASEhIwOLFizFu3DgsXboUABAQEIC8vDzMmzcP06ZNQ506dXT4CAkpGxhjSg3XBAqHbF6+fFm2TUEeIarhB3mWlpYKg7irV6/i6tWrmDFjBsaMGYOJEyeicuXKumgmIYQQA2QQPXn8AA8AbG1tUadOHdmiy/n5+Thy5Ag++eQTWYAHFF5gdujQAfv375eVhYaGIjs7G6NGjeLUOWrUKDDGcODAAe08EELKuISEBGRmZnLKigvyiqIgjxDV8IO8n3/+GWfPnsWgQYNgZib/N9r4+HgsX74c9erVw6VLl3TRTEIIIQbIIII8eVJSUnD79m3UrVsXQGF2vqysLDRo0ECwb4MGDfD8+XPZL5wPHz4EANSvX5+zn6enJ1xdXWW3E0JUw5+PZ2pqCm9vb7n7UpBHSOlER0dztitVqgR/f3/s3r0br169QnBwMLy8vOTeNy0tDatWrdJBKwkhhBgigxiuKc+kSZOQkZGBuXPnAijsQQAKEzrwOTs7gzGGpKQkeHp6IiEhAWKxGDY2NnL3ldYlT05ODnJycmTbqampAIC8vDytJG2R1kkJYYgxePHiBWe7YsWKYIzJff9WrVqVs/3+/XvEx8fDwcFBq23UBTpvibbl5eUhJiaGU1ahQgXZe87NzQ2zZ8/GN998gyNHjmDjxo2cOexA4Tx2eo9y0blLiHEypHPXENqgDIMM8ubPn4+//voLa9euRdOmTTm3iUQihfcrepuy+/EtW7YMwcHBgvITJ07A2tq6uGaXysmTJ7VWNyGacvz4cc62ra0tjh49KnffvLw8mJiYQCKRyMpCQkJQo0YNrbZRl+i8Jdry4cMHwXp4jx8/xrt37wT7isViTJkyBU2bNsWKFStk5a9evVJ4fpZ3dO4SYpwM4dzlT1sxVAYX5AUHB2Px4sVYsmQJJk+eLCt3cXEBALm9cImJiRCJRHB0dJTtm52djczMTEFglpiYKAgci5o9ezZmzJgh205NTUWlSpUQGBjImQuoKXl5eTh58iS6dOkCc3NzjddPiCbxP1wbNWqEHj16KNy/atWqeP78uWzb1dW12P2NBZ23RNuuXr3K2bawsMDgwYOL/ZGyatWqnCAvLS0NHTp0gJWVldbaaWzo3CXEOBnSuSsd5WfoDCrICw4ORlBQEIKCgjBnzhzObdWqVYOVlRUePHgguN+DBw9QvXp1WFpaAvjfXLwHDx6gZcuWsv1iY2MRHx+PevXqKWyDWCyGWCwWlJubm2v1TaXt+gnRBGkiJKmqVasW+76tWbMmJ8h78eJFmXqf03lLtCU2NpazXbFiRVhYWBR7H3nLmcTFxaF69eqabFqZQOcuIcbJEM5dfR9fWQaTeOX7779HUFAQ5s2bh4ULFwpuNzMzw8cff4x9+/YhLS1NVv769WuEhYWhf//+srJu3brB0tISISEhnDpCQkIgEonQt29fbT0MQso0ZZdPkKLkK4Soh590pWLFiiXex87ODnZ2dsXWQwghpHwwiJ68n376CQsWLEC3bt3Qs2dPwTCVVq1aASjs6WvevDl69eqFWbNmITs7GwsWLICrqyu+/vpr2f7Ozs6YN28e5s+fD2dnZwQGBuLGjRsICgrC2LFjaY08QtTEz65JQR4h2sFfPkGZIA8AvL298eTJE4X1EEIIKR8MIsg7fPgwgML17UJDQwW3Syef+/n54ezZs/juu+8wYMAAmJmZoWPHjli5ciXc3Nw495k7dy7s7Oywfv16rFy5Eh4eHpg1a5YsWychRDUpKSlISUnhlKka5EVEREAikcDExGAGERBikPjBmaKlSvgqVqzICfI03ZN37NgxHD16FP7+/hgwYIBG6yaEEKI5BhHknT17Vul9mzZtilOnTim175QpUzBlyhQ1W0UIKYo/VBMAKleuXOx9+EFeVlYW3r59W+L9CCnvStOTV5Qmg7zz58/LEietW7cOBw8eRO/evTVWPyGEEM2hn9MJIUrhB3menp5ykxQV5eHhIZgjREM2CSmZOnPyAO0GeXv37i12mxBCiOGgII8QohRV5+MBhWtS1qxZk1NGQR4hxZNIJBoL8jQ5J4//Qw/N9yOEEMNFQR4hRCn8Czx56drloeQrhKjmw4cPyMvL45SpMievKE325PGXUKHMnYQQYrgoyCOEKEXV5ROkKMgjRDX8HjJTU1N4eHgodV9+MBgTE4OCggKNtOv169ec7ejoaFliNEIIIYaFgjxCiFLUGa4JCIO8Z8+eaapJhJRJ/B4yT09PmJqaKnVffpBXUFCAuLi4UrcpMzMTCQkJnLKMjAykpqaWum5CCCGaR0EeIUQpmurJe/36NbKysjTWLkLKGnUzawKAu7s7zMy4ibM1MXeOP1RTioZsEkKIYaIgjxBSoszMTHz48IFTpuycvBo1anC2GWOIiIjQVNMIKXNKE+SZmJjAy8uLU6aJQIyCPEIIMS4U5BFCSiRvjTxle/JsbGxQqVIlThnNyyNAYcD/6tUrHD16FOfOnYNEItF3kwyCuguhK9pfE4EYfz6eJusmhBCieQaxGDohxLDxgzwXFxfY2Ngoff+aNWtyegIoyCt/UlNT8fDhQ9y/fx/379/HgwcPcP/+fc6cruHDh2PHjh16bKVhKE1PHqCdII968gghxLhQkEcIKZG6yydI1apVC6dPn5ZtU5BXtsXGxuLChQucYC4yMrLE+/35559Yvny5YLhheaPuGnlS2lgrT1FPHq2VRwghhomCPEJIidRNuiJFGTbLj7/++gtjxoxBTk6OWvd/8eJFuQ7yGGOl7snTxlp51JNHCCHGhebkEUJKpO7yCVLy1sqj9bXKHolEgm+++UbtAA+goCE5ORmZmZmcMpqTRwghRFXUk0cIKZGme/JSUlIQFxeHChUqlLptxHBEREQgNjZW4e2mpqbw8/NDgwYNUL9+fTRo0ACLFi3C9evXZfu8e/dOF001WPKGP6rasylvuCZjDCKRSK02McaoJ48QQowMBXmEkBKVdk5e5cqVIRaLOT08T58+pSCvjCkarAGAvb09xo8fLwvoateuDbFYzNln165dnPuV96CB//jd3d0Fz1lJ+EGedNFyBwcHtdqUmJgo6F2UiouLQ15eHszNzdWqmxBCiHbQcE1CSLFyc3MFvSuq9uSZmJgI1suj5Ctlz7Vr1zjbHTt2xIoVK/D555+jUaNGcoMVbQwtNGalnY8HyB/eWZrnVdFQTaCwly8mJkbtugkhhGgHBXmEkGK9efNGMH9O1SAPkD8vj5Qt/CCvZcuWJd6HgjwuTQR5lpaWcHFx4ZSV5nlVNFRTE3UTQgjRDgryCCHF4g/VtLe3h6Ojo8r1UIbNsi07Oxv37t3jlLVo0aLE+/Hnm5X3gKG0C6Erup+2evJKWzchhBDtoCCPEFIseZk11UngQD15Zdvdu3eRl5cn2xaJRGjWrFmJ9+MHI+/evSvXmVdLu0aelCbXyqOePEIIMT4U5BFCilXazJpS/CDv5cuXnKCAGDf+UM06derA3t6+xPvxg5GcnBwkJiZqtG3GRBPDNeXdj3ryCCGkfFEpyMvKysLQoUNx8eJFbbWHEGJgtBXk5efn4+XLl2q3ixgWfmZNZYZqAoCnp6egZ7g8Bw2aCvI0OVyT35NnZWWlsboJIYRoh0pBnpWVFQ4ePAiJRKKt9hBCDExpl0+QcnR0hLu7O6eMhmyWHeokXQEAc3NzwfuivAYN6enpSE5O5pRpak5eaYZr8nvymjdvztkur68XIYQYMpWHazZq1AgPHz7URlsIIQZI3pw8ddWsWZOzTUFe2RAfH48XL15wypQN8gBKviIl73HrO/FKfn6+YAmVVq1aaaRuQggh2qNykPfDDz/gxx9/xLlz57TRHkKIASkoKBD0AJQmyKMMm2XTjRs3ONtWVlaoV6+e0venZRQK8R+3o6MjbG1t1aqLP8wzLi4Oubm5KtcTExODgoICTlnr1q0529HR0eU6WQ4hhBgilYO8iRMnIj09HR07doSrqyvq16+PBg0ayP4aNmyoVkPS0tIwc+ZMBAYGws3NDSKRCEFBQYL9GGP4/fff0bRpU9jb28PFxQX+/v7477//5Na7du1a+Pn5QSwWo0qVKggODqZkD4Qo6d27d8jPz+eUqTtcE6AMm2UVf6hm06ZNYWZmpvT95WXYLI80NR8PkN8DqM6i5fz5eGKxWPA9n5WVJRhmSgghRL9UDvJcXFxQv359tG/fHvXr14erqytcXFxkf87Ozmo1JCEhAZs2bUJOTg769u2rcL+FCxdi/PjxaNGiBf7991+EhIRALBajV69e2LdvH2ffJUuWYOrUqejfvz+OHz+OiRMnYunSpZg0aZJabSSkvOEP1bSysoKbm5va9VGQVzapm3RFinryCmlqjTwAcHJygqWlZbH1K4M/H69SpUpy21VeXzNCCDFUyv/U+v/Onj2rhWYUDgFLSkqCSCRCfHw8Nm/eLHe/rVu3ol27dvjtt99kZV26dIGHhwe2b9+O/v37AygMGhcvXoxx48Zh6dKlAICAgADk5eVh3rx5mDZtGurUqaOVx0JIWcFPulK5cmW11siT4gd5cXFxSE5OVmtxdWIYGGOCIE+V+XgABXlSmuzJE4lE8Pb25syVVOd55ffkVa5cGRYWFnB3d0dcXJys/O3btyoN0SWEEKJdBrNOnkgkUuri0dzcHA4ODpwyS0tL2Z9UaGgosrOzMWrUKM6+o0aNAmMMBw4c0Ei7CSnLNLV8glTVqlUFw/ioN8+4vXjxAgkJCZwyCvLUo6mF0BXdX53nld+TV7lyZQD0mhFCiKFTuScPAD58+ICff/4ZZ8+eRXx8PA4cOIC6deti48aNaNGiBRo3bqzpdspMnToV33zzDbZs2YL+/fsjOzsbK1asQEpKCqZMmSLbT5oBtH79+pz7e3p6wtXVVWGG0JycHOTk5Mi2U1NTAQB5eXlamcsnrZPmCRJDxF/HrnLlyqV+r1apUgURERGy7UePHqFJkyalqlPX6Lz9n8uXL3O23d3d4enpqdJzwx8C/OHDB6Snp0MsFmukjcaC32um6vPI5+npKahf1fr4P/R4eXkhLy8Pnp6euHPnjqz89evXRnE+0LlLiHEypHPXENqgDJWDvMjISLRt2xYpKSlo2LAhXr58KQuK7t+/j6tXr2Lbtm0ab6jUtGnTYGVlhUmTJmHs2LEAAGdnZxw+fBht27aV7ZeQkACxWAwbGxtBHc7OzoJfnqWWLVuG4OBgQfmJEydgbW2toUchdPLkSa3VTYi6bt26xdnOysrC0aNHS1Unvyc+NDQULi4upapTX+i8Bfbs2cPZ9vHxwbFjx1SqIy0tTVC2a9cuwfp5ZR3/R5V3796V6nzLzs7mbN+4cUPl+h49esTZTklJwdGjRwUZN69evVrqzwZdonOXEONkCOduZmamvpugFJWDvJkzZ8LR0RE3b96Eu7s7LCwsZLe1a9cOCxcu1GgD+bZt24apU6di8uTJ6N69O3Jzc/HHH3+gT58+2LdvH7p27Srbt7jhn4pumz17NmbMmCHbTk1NRaVKlRAYGAh7e3vNPZD/l5eXh5MnT6JLly4wNzfXeP2ElMa3337L2e7SpQt69OhRqjrPnTuHmzdvyrYLCgpKXaeu0Xn7P9I5z1K9evVS+fVkjGHcuHGcoKRWrVqCVP1lWU5ODlJSUjhlffr0EYxGUcWLFy84UxMYYyq/NmPGjOFsd+/eHYGBgbhz5w6OHz8uKzczMzOK85jOXUKMkyGdu9JRfoZO5SDv9OnT+O233+Dl5SX4Jc/T01Orqa+TkpJkPXgrV66UlXfv3h0BAQH48ssvERkZCaAwC2h2djYyMzMFPXCJiYlo2rSp3GOIxWK5Q4TMzc21+qbSdv2EqIoxJhg+Vr169VK/T2vXrs3Zfvr0qdG+98v7eZubm4u7d+9yylq3bq3Wc8JPEvL+/fty9dzKm9NWpUqVUj0H/Dm07969U6m+zMxMwaiXqlWrwtzcXDY3T9269a28n7uEGCtDOHf1fXxlqZx4JTs7W+EyCRkZGTAx0V4ul6dPnyIrKwvNmzcX3NasWTNERUUhPT0dwP/m4j148ICzX2xsLOLj4ykLGCEleP/+vWC4V2kTrwAQZLV99uyZYC0+Yhzu3bsnWGBb3uezMsp7Ig9+Zk1ra+tSZ52V95yqsmg5/0ceoHAJBUV1E0IIMRwqR2S1atXCqVOn5N52/vx5rQZPXl5eAArH/hfFGMPVq1fh5OQkm4PXrVs3WFpaIiQkhLNvSEgIRCJRsWvxEUKECRfMzMwEiRzUwe/Jy8vL4/TgEOPBXwTdz89P7cBE+vkuVd6CBnnLJ5RmuRJAGIjl5uYiPj5e6fvzgzwnJyfY2trKrfvDhw+cpGWEEEL0S+XhmuPGjcOMGTPg5eWFYcOGASj84ti7dy9+/fVXrFu3Tu3GHDt2DBkZGbJJ+OHh4di7dy8AoEePHqhcuTL69++PTZs2QSwWo0ePHsjJycH27dtx6dIlfP/997IvRWdnZ8ybNw/z58+Hs7MzAgMDcePGDQQFBWHs2LG0Rh4hJZC3Rp6pqWmp63V2doaHhwdiY2NlZeHh4YI19IjhK+0i6EWV954hTS6ELuXh4QGRSMTpvYuOjhZkM1VE3kLoxbUvJiYGvr6+6jWWEEKIRqkc5E2cOBF3797F9OnT8fXXXwMoTLginTg/YsQItRszYcIEzoXlnj17ZJnbIiMj4evri7/++gvr1q3Djh07sHXrVpibm6NmzZr4888/MXToUE59c+fOhZ2dHdavX4+VK1fCw8MDs2bNwty5c9VuIyHlRVRUFGdbE0M1pWrXri0I8vr166ex+olu8HvyVF0fryh+0KDN+d2GSJMLoUuZm5vDw8MDMTExsrLo6Gg0atRIqfvLWwhdytHREVZWVsjKyuLUTUEeIYQYBrXWydu0aRNGjx6N//77D+/fv4erqyt69eqFNm3alKox/ItKeSwtLfHNN9/gm2++UarOKVOmcNbPI4QoR9MLoRdVp04dhIWFybbDw8M1VjfRjaSkJDx79oxTRj156tP0QuhS3t7egiBPWcX15IlEInh7e+P58+dq1U0IIUS7VA7yXr9+DU9PT7Rq1QqtWrXi3Jafn493794Jsm4RQoyPtoO8oijIMz43btzgbIvFYjRo0EDt+hQlCSntvDRjoY2ePKDweS26ZAn/OMUpridPWjcFeYQQYphUTrxSpUoV3LlzR+5t9+7dQ5UqVUrdKEKI/vF71jU5DIsf5D158kSwJAsxbPyhmk2aNOGsm6oqfpCXlZWF5ORkteszNtoM8orSVE9eaesmhBCiXSoHecWlXy4oKCg3v7oSUpYxxnTak5edna3UcG1iOPhBXmmGagKQm7m1vAQNBQUFnCGVgGYSrwDCYFHZ51TeOpnyevLUqZsQQoj2qbWonbxALicnB8eOHYOrq2upG0UI0a+kpCTZmpNSmgzy3Nzc4OLiwimjIZvGgzEmyKxZmqQrQOFwT/73R3kJGt6/fy/oydZ3T15iYiIyMzM5ZRTkEUKI8VAqyAsODoapqSlMTU0hEonQqlUr2bb0z9raGosWLUKfPn203WZCiJbxe/FMTEw0dtEJFP5QRPPyjFdUVBQ+fPjAKSttkAeU3wyb/KGa5ubmSi9zUBL+c6rsnDx+L55IJBKsZUhBHiGEGC6lEq+0aNECEydOBGMMv/76KwYMGIAKFSpw9hGLxahfv75gGQNCiPHhD5308vIq1XwreerUqYMLFy7ItinIMx78XjxXV1eNzMf29vbGvXv3ZNvlJWiQt0aeiYlaA20E+IFYcnIyMjMzYW1tXez9+PPxvLy8YG5uXmzd5S1ZDiGEGDKlgrzu3buje/fuAICMjAwsWLCAEqwQUoZpcz6eFL8n7/Hjxxo/BtEOefPxNHFhX157hrSxEHpxdUVHR6NGjRrF3o/fk8dPuiKv7pycHCQkJNC0DUIIMQAq/1S4bds2CvAIKeP0EeSFh4cXm9iJGA5NLoJeFAV5hTQ5NNrOzg729vacMmWeV35PnrylkTw9PQXBfXl5zQghxNCpNR7kyZMnGDJkCDw9PWFhYYHbt28DKJy7V3SBY0KIcdLm8glS/CAvIyND0HtADE9eXp7sM1+qtJk1pfhzvspLwKCthdCl1JmXV9LyCUDh3EH+1I3y8poRQoihUznIu3v3Lpo3b45z584hICCAkxEsPT0dGzZs0GgDCSG6p4uePE9PTzg4OHDKaF6e4Xvw4AGys7M5ZZoK8ijxSiFtB3nKBGIlLZ9QmroJIYRon8pB3qxZs9CgQQM8f/4cO3bs4AyvatGiBW7cuKHRBhJCdE8XQR5l2DRO/KGa1atXh7Ozs0bq5gcM79+/R15enkbqNmTanJMHqLdWnjI9eQAFeYQQYqhUDvIuXbqEmTNnwtraWjAWv0KFCoiNjdVY4wghupeWlobExEROmTaGawLy5+URw6bp9fGK4gcMjLEy/53CGDO44Zr5+fmCXlTqySOEEOOicpDHGFOYSj0pKQlisbjUjSKE6A+/Fw9QfIFXWhTkGR9tJV0BABcXF8H3S1kPGhISEpCTk8Mp0/dwzZiYGMHi7NSTRwghxkXlIK9BgwbYv3+/3NtCQ0PRtGnTUjeKEKI/Dx8+5GxXqFABVlZWWjkWZdg0LikpKXjy5AmnTFPz8QD5C26X9aCB36tmYmICDw8PjR5D1UCMPx9PLBYrXJydgjxCCDFMSq2TV9TUqVMxdOhQ2NjY4LPPPgNQOHb/zJkz2Lp1K/bu3avxRhJCdOfSpUucbW3+cMMP8lJSUhATEyO40CeG4ebNm5wg3MLCAo0aNdLoMby9vTnZXct60MAP8jw8PASLjpcWv2cwNjYW+fn5MDOTfwkgb/kEResgUpBHCCGGSeUg79NPP8WLFy8QFBSENWvWAAA++eQTmJmZITg4GB9//LHGG0kI0Z2LFy9yttu1a6e1Y1WqVAm2trZIT0+XlYWHh1OQZ6D4QzUbNWqk8SH65S3DpraTrsirs6CgAO/fv1d4LGUWQldUd0JCArKzs2FpaalmawkhhGiCykEeAMyZMweff/45jh8/jvfv38PV1RVdu3bVSgY+QojupKam4v79+5yytm3bau14IpEItWvX5mTlDQ8PR+fOnbV2TKI+fpCnyaGaUuWtZ0jbSVcAwM3NDebm5pxMpdHR0QqDPGUWQpeSV8e7d+9QtWpVNVtLCCFEE9QK8oDCL6IxY8Zosi2EED27evUqJBKJbNvc3BzNmzfX6jHr1KkjCPKI4WGMaTXpilR5C/K0vUYeUDjPz9PTkxO8Ffe8qtKTZ29vDxsbG2RkZHDqpiCPEEL0S+0gLz09Ha9fvxYsigsATZo0KVWjCCH6IW8+nraSrkjVrl2bs01BnuoePnyI58+fo0OHDoIF5jXlzZs3eP/+PaeMgrzS00WQJ61X2SBPlZ48kUgEb29vPHv2TKm6CSGE6IbKQd6HDx8wbtw4HD58WHAbYwwikUiQepkQYhz48/G0OVRTip985dGjR7LPElKyf//9FwMHDgRjDNWqVcP58+e1MqeRvz6ek5MTqlevrvHjyMuuWZbfD7qYkyev3uLWylOlJ09aNwV5hBBiWFQO8r744gucOXMGU6dORe3atRWumUcIMS75+fmC4XjaTLoixQ/yEhMT8eHDB7i7u2v92GXBsmXLZBkvX7x4gREjRuD48eMwMVF5hZxiyZuPp43Aix+MZGRkIC0tDfb29ho/liHQVU+esj2kmZmZiI+P55SVtE5meet9JYQQY6BykHfmzBn89NNPGDdunDbaQwjRk3v37nHm1QBAmzZttH5cX19fWFpacoZ+h4eHU5CnhPT0dNy9e5dTdurUKaxcuRIzZ87U6LF0kXQFEPbkAYVBQ1kM8lJTUzmZZQH9B3nyeviU6clTpm5CCCG6o/JPvTY2NlrJopmWloaZM2ciMDAQbm5uEIlECAoKkrtvXl4efv75Z9SvXx9WVlZwdHREmzZtcPnyZcG+a9euhZ+fH8RiMapUqYLg4GBOhjFCSCH+UM2aNWvqJNAyNTWFn58fp4zm5Snnxo0bcofHz507l5PMprTy8/Nx69YtTpk25uMBgJWVFZydnTllZTVokBdQaWu4Jj94VPSc8ufjOTk5wdbWtti6KcgjhBDDo3KQ99lnn2HPnj0ab0hCQgI2bdqEnJwc9O3bV+F+BQUF6NevHxYtWoQhQ4bg2LFj+Ouvv9CtWzdBL8SSJUswdepU9O/fH8ePH8fEiROxdOlSTJo0SePtJ8TY8ZOu6GI+nhR/yCYFecq5cuWK3PL8/HwMGTIEaWlpGjnOo0ePkJmZySnTVk8eUH6CBn6Q5+rqqrX15eTNySu6sL2UqvPxFNVNCCFEv1Qerrl48WKMGTMG/fr1Q8+ePQW/uAJA//79VW6Ij48PkpKSIBKJEB8fj82bN8vdb+3atTh27BguXbqEVq1aycp79uzJ2S8hIQGLFy/GuHHjsHTpUgBAQEAA8vLyMG/ePEybNk1wYUmIppw9exYTJ05ETk4OVq5ciX79+um7ScVijOl0EXQ+CvLUI2/0gtSLFy8wadIk/PHHH6U+Dn+oZpUqVeDm5lbqehXx8vLCgwcPZNvlJcjTVi+evLozMzORkpICR0dHTrkqmTUV1f3u3TtIJBKNzwslhBCiPJWDvMjISFy7dg3Pnj3DwYMHBberm11T2Qn8q1evRvv27TkBnjyhoaHIzs7GqFGjOOWjRo3C3LlzceDAAQryiFYUFBTg888/l/0iPmrUKHTp0qXEIU/6FBUVhZiYGE4Z9eQZNsaYoCfP3t4eqampsu0dO3aga9euGDZsWKmOxc+sqa2hmlLlpSdPFwuhSyma66iNIC8vLw/x8fE0r5YQQvRI5SBv/PjxSElJwapVq3SeXfPNmzeIiorCxx9/jDlz5mDLli1ISEhArVq1MHPmTIwYMUK278OHDwEA9evX59Th6ekJV1dX2e18OTk5yMnJkW1LL5jy8vK0MpdPWifNEyw7rl+/zhnylJKSgtu3b6N169Z6bFXxzp49y9l2dXVFlSpVdPa+rFGjBmf7/fv3iI2NhYuLi06OrypDOG+fPn2KxMRETtm+ffvQv39/TqA3YcIENG3aFNWqVVP7WFevXuVsN2vWTKuP3cPDg7P99u3bMvkZyQ+ovLy8tPY4TU1N4erqysmc+erVK9SsWbPUbXJxcYGJiQkkEomsLCoqCk5OThpouWYZwrlLCFGdIZ27htAGZagc5F27dg1btmzBkCFDtNGeYkl/9dy+fTsqVqyIdevWwcHBAb///jtGjhyJ3NxcWdbPhIQEiMVi2NjYCOpxdnZGQkKC3GMsW7YMwcHBgvITJ07A2tpag4+G6+TJk1qrm+jWP//8I7csKSlJD61Rzu7duznbVatWxbFjx3R2/IKCApiZmSE/P19Wtm3bNrV62xlj2LZtGy5duoTatWvjq6++glgs1mRzZfR53p4+fZqz7eTkhLS0NIwbNw4//fSTrDwtLQ29e/fGsmXLYGam8kc+srKyBD2r+fn5OHr0qHoNVwL/XHn8+LFWj6cvd+7c4WxnZGRo9XHa2tpygrxjx44JLlYeP37M2U5ISFCqTY6OjpwfHQ4dOiQYHWBI6DuXEONkCOcuf466oVL5G79ChQqC4R26Iv2VMDs7G0ePHpVl+ezSpQuaNWuGRYsWcZZ2KG4IqKLbZs+ejRkzZsi2U1NTUalSJQQGBmolhXdeXh5OnjyJLl26wNzcXOP1E91buXKloMzCwgI9evTQQ2uUM3fuXM52v379dN7eWrVq4dGjR7JtR0dHtdrw119/4dChQwAKM4a2bdsW33//vcbaCRjGeXv48GHOdkBAAHr27ImePXviw4cPnLl4ERERuHbtGpYsWaLycc6dO8dJ0GFmZoYJEybAyspK/caXgDGG3377TbadkZFh0OePuubPn8/Z7tChg1Yf58aNGxEVFSXbdnFx4RyPMSYIsD/++GOl5udWrVqVE+R5eXkZ5GtmCOcuIUR1hnTuFh0tY8hUDvImTJiAjRs3onv37tpoT7GkQ7f8/Pw4yziIRCJ07doVy5YtQ1xcHNzd3eHi4oLs7GxkZmYKeuASExPRtGlTuccQi8Vyf/U3NzfX6ptK2/UT3UhLSxMMbQOAZ8+eGezrm5SUxAmuAMDf31/n7a1bty6nHU+fPlWrDbt27eJs79+/Hz/88EOp2yePPs9b/vusbdu2srasX78eV65cQUREhOz2lStXolu3bujYsaNKx+EvndCwYUOtr1nHX6YnNjYWIpFIrZ5IQ/bu3TvOto+Pj1bfT/xMmbGxsZzjJSQkCH6hrlq1qlJtqlixIm7evKmwbkND37mEGCdDOHf1fXxlqfyNaWJigvv376NJkybo0aOHILumSCTC9OnTNdbAoqpVq6ZwyKT0l2ZpNi/pXLwHDx5wkgTExsYiPj4e9erV00obSfl29uxZzpBDKf4QKEPCT94hFovRpEkTnbdDE8lXkpOTcebMGU7Zs2fP8Pr1a6USSBiL5ORkwfNTdOF6W1tb7Nq1C61bt5YNx2OMYfjw4bh//z5cXV1LPAZjDCdOnEBISAinXJtLJ0jxk4RIJBK8f/9eq9kndS0rK0swbUCbiVeAkhPa8JdPEIlEchO2qFM3IYQQ3VI5yJs5c6bs/3fv3hXcrs0gz8zMDH369MHevXsRFRUFX19fAIUXI6GhoahWrZrs4qVbt26wtLRESEgIJ8gLCQmBSCQqdi0+QtR14sQJueWRkZHIysrS6hA3dfGXTmjRooXW5rAVRxNB3rFjx+QG2adPnxZk2jVm165d4wyhtLCwEATmTZs2xbJly/DNN9/IymJiYjB69GgcPHhQ4ZD1nJwc7Nq1Cz/99JPcBFXazqwJAG5ubjA3N+fMF3v37l2ZCvLkBUG6DvL4SzjIS7qi7C/WFOQRQohhUWsJBW05duwYMjIyZAv4hoeHY+/evQCAHj16wNraGt9//z2OHTuGbt26ISgoCPb29ti8eTPu3bvHSXjh7OyMefPmYf78+XB2dkZgYCBu3LiBoKAgjB07lpZPIFqhKMhjjOHZs2do2LChjltUMn0ugl4U/5yMjo5GamqqSkMDDxw4ILf81KlTZSrI4/e+Nm3aVG5gPn36dJw4cYLzvjx8+DDWr1+PyZMnc/ZNTEzEhg0bsHbtWsTGxso9rpmZGTp16qSBR1A8ExMTeHp6coKO6OhoNG/eXOvH1hV+gGVvbw87OzutHlPVnjxlFkJXtm5CCCG6pXKQx58roUkTJkzAq1evZNt79uzBnj17ABQGl76+vqhWrRouXLiAWbNmYfz48cjLy0OjRo1w6NAh9OrVi1Pf3LlzYWdnh/Xr12PlypXw8PDArFmzBEkmCNGEV69e4dmzZwpvf/LkicEFebm5uYI10HS5CHpRNWrUgKmpKWedzcePHyvdc5STk6MwC+CpU6fAGFN6PU5Dx18EXdHyHCYmJti+fTsaNmyIuLg4Wfk333yD9u3bo0GDBnjx4gVWrVqFrVu3FpsxzM3NDWvWrNF6b5OUt7e3IMgrS3S5ELoU/7X78OEDcnJyZD8QqLNGnhQFeYQQYlgMahZ70axfxalXrx6OHDmi1L5TpkzBlClTStEqQpRTUlpfQ5yXd/v2bWRnZ3PK9LWen4WFBWrUqIEnT57IysLDw5UO8s6cOYP09HS5t8XFxeHhw4eCdTONUUFBAa5du8YpKzofj8/DwwMhISGcTIc5OTkYPHgwateujf3793OGfvL5+flhxowZGD58uE6HG5f1oEGXC6FLyQsk3717hypVqgDQbE9eUlKSwQ5RJ4SQ8sBE3w0gpKxQNFRTyhCDPP5QzTp16giSKelSaeblKRqqKXXq1Cl1mmRwwsPDBembSwrMu3fvjmnTpnHKHj9+jH379ikM8AICAnD48GE8evQI48aN0/nFOj/hR1kL8vg9eboI8hwdHQWvY9HnVZM9efy6CSGE6BYFeYRoQEFBgWBxav78oaI9VIaCn3RFX0M1pdQN8iQSCQ4ePMgp42fiLStBHn8+no+Pj1IZEH/44Qc0atSo2H1MTU0xZMgQ3Lx5E2FhYejVq5csY7GulfWePH0EeSKRqNjntTQ9eXZ2doI5hWXtNSOEEGNCQR4hGnD79m3OQsAAMHXqVM7206dPOfPN9I0xZjBJV6TUDfKuXbuG9+/fc8pmz57N2T537hxyc3NL10ADwJ+PV9xQzaLEYjF27doldxkaOzs7fP3113j58iV27typcB1RXeIHI/w15YydPubkAcJgUhqIFRQUCIIyVZcdKeuBOSGEGBMK8gjRAP5QTT8/P3Tp0oVTlpOTo/S8U12IiIjAhw8fOGX67smrXbs2ZzsqKgoZGRkl3o8/VLNOnTr44osvOGUZGRmCuWzGiN+Tp8ocSj8/P2zbtk22qHjFihWxcuVKvHnzBitXrjSotQTLesCgjzl5gOJlFGJiYgQ/QlGQRwghxouCPEI0gJ90JTAwEG5ubnBycuKUG9KQTX4vnoeHhywBg77UqlVLkAGzpOeMMYb9+/dzyvr27Qs3NzfB8ERjH7IZHx8vyOCqbE+e1KBBg/DmzRvcunULL1++xNdffw0HBwdNNlMj+AFDamqqwsQ6xiYvL0+wTIW+gjxpIMafj2dpaSlbd7a0dRNCCNE9jQZ5ixYtwubNm8vEkChClJWWliYYQhcYGAiRSCTomTKk5Cvy5uPpe4kBKysrVK1alVNW0pDNJ0+eICIiglPWt29fAEDnzp055cYe5F29epWzbWVlhQYNGqhcj4eHB5o0aaL0Qtf6IG+eYVkJGmJiYgQJbwwtyKtUqZLKnwclLbZOCCFEdzQa5AUFBeGLL75AjRo1sGXLFk1WTYjBOnfuHPLy8mTb5ubm8Pf3ByAcfmhIQZ6hzceTUnVeHn+opre3t2xOGT/Iu3btmiAzpTHh/5jQokULgw7USsPGxkbQw1hWgjx+8CMWi3WW1VbRnLzSJF2Rop48QggxHBoN8sLCwnDo0CF8+umn2LRpkyarJsRg8YdqtmnTBra2tgAK50AVZSjDNT98+ICnT59yyvQ9H0+qtEFenz59ZBkh27VrBwsLC9ltBQUFOHfunGYaqgfKLoJeVpTV5Cvy5uPpqhddXiAmkUhKtXxCcXUTQgjRD40Gef7+/ujZsyd+/PHHMpHggBBl8JOuBAYGyv4vryevuIWndYUfLFhbW6Nhw4Z6ag2XKkFedHQ0rl+/zimTDtUECnuD+HPWjHXIZl5eHm7cuMEpU3U+nrEpq0GDPpZPkOI/p3l5eYiPj9dKT15MTAwkEonqjSSEEFJqlHiFkFJ48+aNoHeuaFZNfpCXlJSEuLg4nbStOPyhmi1btjSYYX/8IO/ly5fIysqSu++hQ4c42w4ODrKhslL8LKfGGuTdv38fmZmZnLJWrVrpqTW6QUGe5nl4eAjWPoyOjtZKT15+fr5BfN4RQkh5ZKbOnRhjuHHjBl69eiX34uvzzz8vdcMIMQb8oZrOzs5o0qSJbNvHxweWlpbIzs6WlT158gQVKlTQWRvlMbRF0IviD3GVSCR49uyZ3J5G/lDNnj17coZnAoXz8ubOnSvbDg8Px7t375RaQNyQ8JdOqFGjBtzc3PTUGt2gIE/zzMzM4OHhwRn6Gh0drZGevAoVKsDU1JSzFEN0dDQ8PDzUbzAhhBC1qBzkPXv2DL1790ZERITcYWcikYiCPFJu8Idqdu7cGaamprJtU1NT1KxZE/fv35eVPX78WNDbpEtZWVm4efMmp8xQkq4AgK2tLXx8fPDq1StZWXh4uCDIS05OxpkzZzhl/fr1E9TXtGlTODg4ICUlRVZ26tQpo/ucKm/z8QBhhs2yGuTpaiH0oscrGuRFREQgPj6es486PXmmpqbw9PTkPL7o6GhZIiRCCCG6o/JwzUmTJiE7Oxu7d+/GkydPEBkZyfl7+fKlNtpJiMGRSCSCoX/8oYGA4WXYvHnzJicbqImJicEFDMrMyzt27Bjy8/Nl22KxGF27dhXsZ2pqio4dO3LKjHHIJr8nr6zPxwPKbk+evhZCl+I/r/ylOQD1evLk1V1WXjNCCDE2KvfkXb9+Hb///jsGDBigjfYQYjTu3LmDhIQETpkyQZ6+M2zy5+PVr18f9vb2emqNfHXq1MGxY8dk2/KCPP5Qzc6dO8POzk5ufZ07d+YsmH7q1CkwxvS+LqCyYmJiEBUVxSkrj0GeNJEHf06ZMZFIJAYf5Dk5OckyBJe2bgryCCFEP1T+prS1tTW4C0JC9IE/VLNWrVrw8fER7MefY6bvnjxDno8nVVJPXk5ODo4ePcopK5pVk4+/Xl5MTIzeXwdV8Hvx7OzsBM9RWcQPGAoKCow+kUdcXBynBxrQfZDHP54mkq5IUZBHCCGGQeUgb9SoUdi5c6c22kKIUeEHefJ68QBhT96bN2+Qnp6utXYVRyKRCOZ2GdJ8PCl+ABMREYHc3FzZ9pkzZzjPoUgkwscff6ywvho1agiGnxnTkE3+a9aqVSvO3M+yyt3dXfA4jT1o4M/HMzU1hbu7u07bUNIcQHWHasqr29hfL0IIMVYqB3n16tXDpUuX0Lt3b/z+++/Yt2+f4I+Qsi4jI0Mw7LHo+nhF1axZUzAsUF9DNp88eYKkpCROmSH25PED44KCAkRERMi2+UM127RpU2zGUpFIJOjNM6Ygj9+TZ2hzKLVFmsijKGMPGvjt9/Ly0nnAXlKQRz15hBBi/FSekzd06FAAQGRkJI4cOSK4XSQScdInE1IWnTt3jpO8xMzMDAEBAXL3tbS0RJUqVThJiZ48eYJmzZppu5kC/KGalSpVKtWv9tri4OAAb29vzgVieHg46tatC4lEgoMHD3L2L26oplTnzp2xbds22fbZs2eRl5dnMOsDKpKTkyPIhloe5uNJeXl5CbI1GjN9Lp8gRT15hBBS9qkc5IWFhWmjHYQYFf5QzdatWytM+gEU9kwVDfL0NR+M3/toiEM1perUqSMI8oDCJBHv37/n7NunT58S6+vUqRNnOy0tDTdu3DD4gOnOnTucoapA4eL15UVZCxqMIcjTZE9eSkoKMjIyYGNjo3adhBBCVKdykKfP9b0IMRT8RdAVDdWUql27Nv777z/Ztr6CPGNIuiJVp04dzvMsDfL4QzXr1q2LGjVqlFhfhQoVUL9+fTx48EBWdurUKYMP8vjz8erWrQtHR0f9NEYP+EFD0fXdjJEhBHm2traCtSOL0mRPHlAYmNesWVPtOgkhhKjOePNQE1JEREQE2rZtC09PT3Tt2hU//PADrl27Jshipwlv374VZHtUlHRFip9hUx9z8mJiYgTrWBp6T15R4eHhYIxxlkIAlBuqKWWM8/LK4yLoRZX1njxdL4SuzHFL05NnY2MDBwcHTpmxv2aEEGKMVO7JAwovqDdu3IjHjx8jKyuLc5tIJMLp06c10jhClDVlyhTZxXBsbKxsOKWdnR0++ugjdOjQAR06dECjRo1KneSA34vn6OhY4vw6fiKRiIgInc8H4w/VtLOzQ/369XV2fFXxg7ynT5/iwYMHeP78Oadc1SDvl19+kW1fuXIF6enpaq8Jpm2MsXK5CHpRZS3I0/caeVLe3t5y158UiUTw8vIqdd1Fewn5gS0hhBDtU7kn7+HDh2jcuDEOHz6M0NBQJCUlISIiAmfPnsWLFy/AGFOrIWlpaZg5cyYCAwPh5uYGkUiEoKCgYu/DGEP79u0hEokwefJkufusXbsWfn5+EIvFqFKlCoKDgzkJM4jxS01NFQReUmlpaTh69Ci+/fZbNGvWDK6urujTpw9WrVqFu3fvQiKRqHw8/rE6d+5cYuDI78nLz8/HixcvVD52afCDvNatWxt0Gn5+YJyXl4effvqJU1axYkU0bdpU6Trbt28PM7P//baVn5+P8+fPl66hWvT69WvB8MTy1pPHDziMOchjjBnEcM3ijuvl5VXqH5/KWmBOCCHGSOUgb86cOejatSsePXoExhi2bNmCN2/e4PDhw8jOzsbixYvVakhCQgI2bdqEnJwcpX+ZX79+veBX/aKWLFmCqVOnon///jh+/DgmTpyIpUuXYtKkSWq1kRimsLAwpTO6Jicn49ChQ5g+fToaN24MDw8PrFmzRukfJyQSiSDIK2moJgA4OzsL1sLS9ZBNfpBnyPPxAMDFxUWwLMJff/3F2e7bt69geYri2NraCoIkQx6yye/Fc3Z2Lndzm/gBQ3JyMjIzM/XUmtJJSkoSjH7RZ0+ePJrItktBHiGE6J/KQd7t27cxYsQImJgU3lXaE9KzZ0988803mD17tloN8fHxQVJSEs6dO4dly5aVuH9UVBRmz56N9evXy709ISEBixcvxrhx47B06VIEBATg22+/xcKFC7F582a5w1SIceIHXRUrVhT0Ainy4cMHTJ06FcOHDxdcfMlz9+5dxMfHc8qUCfIAYc+ULpOvZGRk4Pbt25wyQ56PJyVvvbyiVBmqKWVM8/LkLYIu/ewtL+QFI8aafEXesEX+OoC6oijIK818PEV1U5BHCCG6p/LVQlJSEpydnWFiYgJzc3POwsrNmjUTXEgqSyQSqfSL/Pjx49GlSxf069dP7u2hoaHIzs7GqFGjOOWjRo0CY0yQoY8YL/5yBpMnT0Z4eDhiYmKwa9cujB8/vsTej507d8Lf37/EixF+QFmjRg1UqVJFqXbqM8i7fv06J0AyNTU1ijT8/Hl5RTk6OqJ9+/Yq18kP8h48eIDY2FiV69GF8j4fDyicO8pfnsRYg4Y3b95wtitUqAALCwu9tIWCPEIIKdtUDvK8vb1lPRnVq1fnzGe5f/++ThIYbN68GdevX8e6desU7vPw4UMAECSW8PT0hKurq+x2YtyioqIQERHBKZP2rHl4eGDw4MHYuHEjnj59irdv3+LPP//EmDFjULVqVUFdN27cQPPmzXH9+nWFx+MHlMr24gHCIE+XwzX5Syc0btzYKNatKi7I69Wrl1pzh1q0aCEIGs6cOaNyPdqWmZmJu3fvcsrKY5AHlJ2ggX/OK/sDkTYoGiZKwzUJIaRsUDm7Zrt27XD58mX07dsXw4YNw8KFCxETEwMLCwuEhIRg+PDh2minTHR0NL755hv8+OOPxWYAS0hIgFgslnsh6+zsjISEBLn3y8nJQU5Ojmw7NTUVQGHSB20kbJHWSclg1BMaGsrZdnV1Rd26deU+n+7u7hg0aBAGDRoEAPjvv//w+eefIy0tTbZPTEwM2rdvj02bNmHIkCGc+2dmZgqCpY4dOyr92lWvXp2z/eTJE+Tm5qrUg60ufrtbt25tFO+54npge/XqpfZj8Pf3x5EjR2TbJ06cwMCBA5W+vy7O26tXr3KWADExMUGjRo2M4nXTNC8vL06A9Pr1a6N8Hu7fv8/Zrl27tt4eB3+OsJSXl1ep28SfSxsbG4vs7GyDSPRE37mEGCdDOncNoQ3KUDnImzt3rmw+xHfffYfY2Fj89ddfEIlEGDRoEFauXKnxRhb15ZdfomHDhhg3blyJ+xZ38azotmXLliE4OFhQfuLECVhbWyvfUBUpyg5Jirdjxw7Odu3atQWBnyIikQhLlizBkiVL8P79e1l5Tk4ORowYgUOHDmHYsGGyOVC3b99Gbm6ubD8TExPk5ubi6NGjSh3vw4cPnO20tDTs2LEDrq6uSt1fXQUFBbhw4QKnzMrKSul261NycrLccnNzczDG1H4MHh4enO3//vsP//33n8oBtzbP23///Zez7evra9CZQLWJnwX30qVLSs+7NST84bcikUhv56FEIoGZmZlgLdFXr16Vuk3887agoAC7du2Cs7NzqerVJPrOJcQ4GcK5ayzJv1QO8qpVq4Zq1aoBKJzXs2bNGqxZs0bjDZNn7969CA0NxcWLFzlr8ABAbm4ukpOTYWNjA3Nzc7i4uCA7OxuZmZmC4CwxMVFh2vXZs2djxowZsu3U1FRUqlQJgYGBsLe31/hjysvLw8mTJ9GlSxedrplWFhQUFAjmXH7++efo0aOHSvUMHDgQQ4YMwdmzZznl//77L7Kzs/HHH3/Azs4OYWFhnNtbtWqFAQMGKH0cxhimTZuGjIwMWZm3tzc6deqkUntVdefOHUFSmUmTJukt4YMqGGOYMWMGEhMTOeVdunTBJ598ona9VapUwebNm2Xb8fHxqF69OmrVqqXU/XVx3hZtHwAEBgaq/N4uKy5dusQ5Py0sLIzuuZBIJBg6dCinbODAgVo//4vj7e2NV69eccqGDBkCNze3UtUrkUgwbtw4zq/dfn5+Ja4nqgv0nUuIcTKkc1c6ys/QqbUYulRWVhYSExNRoUIFztpT2vLw4UPk5+ejVatWgtt+//13/P7779i/fz/69u0rm4v34MEDToKJ2NhYxMfHo169enKPIRaLIRaLBeXm5uZafVNpu/6y6M6dO5zEPwDQrVs3lZ9HDw8PnDhxAtOmTcOvv/7Kue2///5D+/btcejQIUEWxq5du6p8LD8/P9y6dUu2HRERgW7duqlUh6rOnTvH2a5WrZpGkivoSp06dQTDTfv371+q86V+/frw8vLiZGk8d+6cws8FRbR13jLGcPXqVU5Zu3btyu1nBP/9Ghsbq7Xn4s2bN/j111/h4OCAKVOmaGwEx8uXLwW//jZs2FCvr2nFihU5QZ6lpSU8PT01MoTc09MTr1+/lm2/f//eoN6/9J1LiHEyhHNX38dXllq5uMPCwtC6dWvY2dnBx8dHNs9g0qRJ2Ldvn0YbWNTIkSMRFhYm+AMKU6mHhYXJ1v7q1q0bLC0tERISwqkjJCQEIpFIrdTrxLDwk6DUrl1b7TWnzM3NsX79evz666+CHywePXqEZs2a4dGjR5zywMBAlY+jjwyb6qzrZ0j4yVdEIhE+/vjjUtUpEokMeimFFy9eCJbqKG+LoBelq0Qeubm5CAgIwA8//IDZs2djzJgxGqub//nh7OwsGDasa/zntVKlShqbI0zJVwghRL9U7n47c+YMunbtinr16skSoEi5uroiJCQE/fv3V6sxx44dQ0ZGhiwRRnh4OPbu3QsA6NGjB3x9feHr6yv3vt7e3ggICJBtOzs7Y968eZg/fz6cnZ0RGBiIGzduICgoCGPHji02ax8xDvzgRZ2gi2/ChAnw8/PDgAEDOEME+T2GDg4Oag090nWGzezsbMF8PGML8ho1asTZbtu2rcKkEaro3Lkz/vjjD9l2WFgY8vPzdTIqoST89fEqVKig10yM+sYPGN69eweJRKLxNQPPnj2Lly9fyrb37NmDbdu2wdLSstR18zM6161bVydJl4ojL8jTVt0U5BFCiG6p/A25YMEC9OjRA3fu3MHixYs5tzVs2FCQ8lsVEyZMwMCBAzF69GgAhV+wAwcOxMCBAxEXF6dyfXPnzsWqVauwd+9eBAYGYu3atZg1a5bCBdSJ8UhLSxNcCGsiyAOADh064MaNG6hbt67CfTp16qRWMODn58fZ1nZP3sWLF5GdnS3bNjExQYcOHbR6TE37/PPP4ePjAwAwMzPDihUrNFIvfy5USkoKZyitPvHf261bt9Z7QKBP/IAhLy9P0NOpCfwfRAoKCgQ9cOri16Pq0GBt4E990GRvMQV5hBCiXyoHeXfu3MEXX3wBQJih0s3NTa1gTCoqKgqMMbl/inrwgML5K4rWzJsyZQqePn2KnJwcvHr1CkFBQUYzlpYodu7cOU5WOHNzc/j7+2us/qpVq+Ly5csKhwWqG1Dye/JiY2MVZpDUBH5vZ7NmzeDk5KS142mDjY0Nnjx5gqNHj+LVq1dy5+Sqw8vLS9CjbyhDNmkRdK4KFSoIeu20ETTwgzyg8DtPE/g9eYYQ5PXr1w9jxoyBk5MTunXrhqlTp2qsbgryCCFEv1QO8szMzBSuDxEXFydYZJgQbeDPx2vbtq3GF/e2t7fH/v37MWvWLE65hYUFunfvrlad1atXF/QAarM3jx+0GNtQTSlLS0t079692LUx1WGI8/JSU1Px4MEDTll5no8HFH7v8NdeK5o0RxNycnIEyW4AlGp0ilR+fr7gPC9upICumJubY/PmzUhMTMSxY8dKnVWzKAryCCFEv1QO8po3by5Ym0xq79695f5ihOgGP8jTVvBiamqKZcuWYefOnahevTrc3NywZs0atbNTmpuby5YgkdLWvLz4+HhBL4SxBnnawg/yLl++zFniQh+uX78Oxphs29zcXOGSL+WJtoOGmzdvIicnR1CuiSDvxYsXnDU2AcMI8rSJgjxCCNEvlYO8WbNmYf/+/ejXrx8OHToEkUiEa9euYfLkydi7dy9mzpypjXYSIvP69Ws8ffqUU6ap+XiKDBkyBM+ePUNMTIxsuLK6dJVh8/Tp05xgwdramn6E4fH394epqalsOzc3V7Bcg67x5+M1btwYVlZWemqN4dB20KBoofl79+4JFmNXFX+oZoUKFeDq6lqqOg0d//VKS0szmrWlCCGkLFA5yOvcuTO2b9+OCxcu4JNPPgFjDJMmTcLOnTsREhIiW8KAEG3hzzNzcXFB48aNtX5ckUjECQjUpasgj/88+fv7w8LCQivHMlb29vacdTSBwuBYn0JDQznb5X0+npS2gzx58/EAID09nZNxUx2GmHRF2/ivF0C9eYQQoktq5Z8ePnw43rx5g5MnT+LPP/9EaGgo3rx5g2HDhmm6fYQI8IdqdurUSSPBl67wM2xqY7gmY8zo18fTFX620Xv37umpJYXBAD/pirFlQ9UW/nxMTQYMBQUFuHTpksLbSztk0xCTrmiblZWVIMkTBXmEEKI7ai8IZWVlJUhBToi2FRQUCJJjaHuopqbxe/JevnyJ7OxsjazFJfX8+XO8fv2aU0ZBnnwNGzbkbPMvyHXp999/52xXqFBB7SQ/ZY02e/Lu379f7FDCu3fvYsCAAWrXL2+NvPLA29ubs8YoBXmEEKI7agd5jx49wqtXrzhrcEmpuxg6ISW5c+cOZ5FywPiCF35PnkQiQUREBOrXr6+xY/B78Tw8PMrNhaWq+L0q7969Q2JiIpydnXXajqysLM7i7AAwevRoWvLl/8lbEF1TFA3VlCpNT15OTg4iIiI4ZeWhJw8ofM2KBrhv377VY2sIIaR8UTnIe/HiBQYMGID79+8DACexA1A4b6mgoEAzrSOEhx+81KpVS+1Ml/piZ2cHb29vzq/aT5480WqQ17lz53K9mHZxqlevDgsLC072w0ePHuGjjz7SaTv+/fdfTq8HAIwdO1anbTBk/CAvISFBYz3g/KQrTk5OnNeiNEHes2fPOGt6AhCsz1hW8T+bQ0NDMXfuXD21hhBCyheV5+SNHz8esbGx+OWXXxAaGoqwsDDO35kzZ7TRTkIACOfjGdtQTSltJl/Jz89HWFgYp8zYejt1ydzcXNC7qo8hm5s2beJsd+nSBVWrVtV5OwyVvEQemujNY4wJevLGjRvH2Y6OjsaHDx/Uqp+fdKVSpUpwcHBQqy5j07VrV872xYsXER4erqfWEEJI+aJykHf9+nX88ssvmDJlCrp06QJ/f3/BHyHakJ6eLkiOYKzBizaDvJs3byIlJYVTxl8PjnDxh8/xFyPXtsePHwsCjfHjx+u0DYbO3t4eNjY2nDJNzPGKiIhAXFwcp2zMmDGCZSvUTchTHpOuSPXu3VuwiD1/3ikhhBDtUDnIc3NzKze/QhLDcv78eeTl5cm2zczMEBAQoL8GlQI/yNNkhk3+UM26desKMhMSLv6Ft6578vgXvu7u7ujdu7dO22DoRCKRVjJs8odqenl5oUaNGoLh0+oO2eT35JWnubHm5uYYNWoUp+yPP/6QO5efEEKIZqkc5E2YMIF+iSN6wR+q2bp1a9jZ2empNaXDHx749OnTUi+4LEVLJ6hOXpDHn2+sLdnZ2di+fTunbOTIkbSmoRzaSL7C70H96KOPIBKJ0KhRI075nTt31Kq/PPfkAcJ5pYmJidi3b5+eWkMIIeWHyolXvv32W3z99ddo2rQpunfvLshAJxKJMH36dI01kBCpsjIfDxD25GVlZeHVq1eoUqVKqepNT08XrLNGQzVLxr/wTkpKQkxMjE56QPft2yfIGEsJV+TTxjIK8oI8AIIgT52evMzMTLx48YJTVp568gCgWrVq6NSpE06fPi0r27RpE4YOHarHVhFCSNmncpB37do1bN++HYmJiXJ/2aQgj2jD27dvBfPWjDnIq1ChAhwdHZGcnCwre/LkSamDvHPnznEy+Zmbm9M8WSX4+PjAxsYGGRkZsrKHDx/qJMjjJ1zp2LEjatSoofXjGiNNB3lv375FZGQkp6x9+/YAhEHekydPkJWVJZirV5wnT55weoRFIpHgB57yYPz48Zwg79y5c3j69Clq1aqlx1YRQkjZpvJwzcmTJ8PV1RUHDhzA06dPERkZyfl7+fKlNtpJyjn+EEQnJyc0bdpUT60pPZFIJBiyqYnkK/znqXXr1rC1tS11vWWdiYmJXublPX36FOfOneOUUcIVxTQd5PF78ZycnGQ9bfXr1+csOyKRSFR+T/D3r1q1qiB5THnQt29fuLm5ccpo2gchhGiXykHeo0eP8OOPP6J3796oUaMGfHx8BH+EaBo/eOnUqRNMTU311BrN0EaGTZqPpz59BHn8C11XV1f07dtX68c1VppOvMJPutKuXTuYmBR+Ldra2gp6VFUdslmek64UZWFhgZEjR3LKQkJCkJOTo58GEUJIOaBykFe5cmWdJSQgBCj8BZ0fvBjzUE0pTWfYjI6OFqxBRfPxlKfrIC8nJ0duwhWxWKzV4xozeYlXSvN9pGg+nlRp5+WV96QrRfHnmSYkJGD//v16ag0hhJR9Kgd5s2bNwsqVKykFMtGZu3fvIj4+nlNWFnqoND1cs+icFwBwcHBAs2bNSlVnecK/AH/06JHGMp7Kc+DAAcH7mr8IN+HiB3k5OTlqB+MJCQmCnjZtB3nltScPAGrWrIkOHTpwyvQxZFMikaCgoEDnxyWkPKBOIMOicpB3+/ZtREdHo1q1ahg+fDimTJnC+Zs6dao22knKMX4vXo0aNeDr66ufxmgQvycvISEBHz58ULs+/vPUsWNHmJmpnFup3OIHeZmZmYiKitLa8fgJVwICAlCzZk2tHa8sqFixIjw9PTll/OdRWRcvXuRsW1tbo0mTJpwyfpB37949pQP/1NRUvH79mlNWnnvyAOGPGGfOnEFERITOjv/06VM0adIEn376Kbp27YozZ87QRSkhGnD79m3UqlULFhYWmDVrlr6bQ/6fykHeunXrEBUVhZiYGOzcuRPr1q0T/BGiSfylE8pCLx4AVKlSRbAWmrq9eYwxnDp1ilNWVp4nXalQoQJcXFw4ZdoashkREYEzZ85wyijhSslMTEwwevRoTtmOHTs4WVGVxR+q2apVK8H52LhxY852RkaGYEkERfhDp01NTct9Nsl+/foJzrHNmzfr7PgLFixAeHg48vPzERYWhk6dOqFt27Y4evQoBXuEqOnNmzfo3r07nj17hvz8fCxfvhzXrl3Td7MI1AjyJBJJsX80DIJoUmZmpuAX97IwHw8ovOjj99yoOy/v4cOHiI2N5ZRRkKcakUgk6Gl58OCBVo7Fv7B1cXFBv379tHKssmbcuHGcrJcpKSnYvXu3yvXwk65Il04oysPDAxUqVOCUKTtkkz8UtEaNGuV+vqWlpSVGjBjBKdu2bRtyc3N1cnx+YA8AV65cQc+ePdGsWTPs379fq0O0iWH5559/0LNnT8yfP19n78GyJisrC3379kVcXBynnD+yiOiHykGeKhhjGD16tGDICiHKOn/+POfD19TUVDCvw5hpKsMmvxfPx8cH1apVU7td5ZUukq/k5uZi27ZtnLIRI0bA0tJS48cqi3x8fNCtWzdO2caNG1WqIz09Hbdv3+aU8efjSak7L4+SrsjHH7L54cMHHDx4UOvHTUpKQkxMjMLbb9++jf79+6NBgwbYtWsX/WBdxt26dQtDhgzB0aNHsXjxYvzwww/6bpLRYYxh3Lhxgs9SALh69aoeWkT4tBrkSSQSbN++XZBcQJ60tDTMnDkTgYGBcHNzg0gkQlBQEGefgoIC/Pzzz+jWrRsqVqwIa2tr1K5dG7NmzeIsKl3U2rVr4efnB7FYjCpVqiA4OBh5eXkaeHREF/hDNVu1agV7e3s9tUbzNBXkyVs6oWhvB1GOLoK8gwcPCuZeUsIV1Xz55Zec7evXr+POnTtK3//q1auci3gzMzO0atVK7r78IE/Z41DSFfn8/PwEvabqzqtUBX/4rCKPHj3C0KFDUbt2bYSEhND1Qhm1fft2Tq/t1q1baciuin766Sf89ddfcm+7evUqPZ8GQOtZGZR9kRMSErBp0yY0bNgQffv2lTtOPysrC0FBQRgyZAjGjh0LV1dX3L59G4sXL8bhw4dx8+ZNWFlZyfZfsmQJ5s+fj1mzZiEwMBA3btzAvHnzEB0drZMvFVJ6ZXHphKL4GTbVGa6Zk5MjWFCbhmqqhx/kPXnyBLm5uYK5WqXB/+xp37694H1AitejRw94e3tz1snbuHEjNmzYoNT9+UM1mzVrBmtra7n7qtuTxx+uST15/zN+/HjOa3Dq1Cm8ePFCq6MP+K9HrVq1MHv2bCxduhTPnj0T7B8REYFRo0YhKCgIM2bMQMWKFZGfn4/8/HwUFBTI/i/vLzc3Fzk5OcjJyUF2drbg//wyX19ffPvtt2jbtq3WHj/hCg0N5Wy/evUKERERlPxKScePH8d3332n8PaEhAS8fPmSRhTpG9Oi/Px8JhKJ2K1bt0rcVyKRMIlEwhhj7MOHDwwAW7hwoaC++Ph4wX337NnDALAdO3bIyuLj45mlpSUbP348Z98lS5YwkUjEHj16pNRjSElJYQBYSkqKUvurKjc3lx04cIDl5uZqpX5jFh0dzQBw/i5fvqzvZmnUnTt3BI8xPT1dpTrCwsI49xeJROzDhw9aanHZlpiYKHg9Hj58KNhP3fP2+fPngvr//PNPTTW/XAkKCuI8j7a2tiw1NVWp+wYEBHDu++233yrc9/Hjx4LXLDY2ttj6ExISBPd5/PixSo+vLMvKymJOTk6c52f27NlaPebUqVM5xxswYABjrPC6YteuXaxu3bqC10yXf+7u7iwpKUmrzwEpJO9zGABbu3atvptmFCIiIpijo6PgusPKykqr322GdL2s7dhAU7Q6XFMVIpGoxOFlpqamgsxcANCiRQsAhRl+pEJDQ5GdnY1Ro0Zx9h01ahQYYzhw4EDpG01U8ujRI/z999949OiRUj28/F48BwcHNG/eXFvN04tatWoJ3vdPnz5VqQ7+fLzGjRvD1dW11G0rj5ycnARrsWlyyCZ/hIKTkxM++eQTjdVfnowZMwYmJv/7CktPT8fOnTtLvF9OTo5gvoi8pCtSNWrU4IwQAQqXUigOv9fIwsIC1atXL7Ft5YWlpSU+//xzTtnWrVu1OjSS/5pIh8qbmppi8ODBuH//Pvbt2ydYRkNX4uLiBL1LRDsUPc/86SFEKC0tDX369BFMkVq0aJFgpBXNy9M/gwnySkOairzonAfphVn9+vU5+3p6esLV1VVrqdGJEGMMwcHBqFevHoYMGYJ69eqhcuXKGDt2LPbu3YukpCS59+MHeZ06dSpz675ZWVkJ1vxTdcimvPl4RH38zwxNfVbk5eVRwhUNqlixIj7++GNO2YYNG0r8AenWrVvIzs6WbYtEomKHyZmamqJBgwacspKGbPLfM35+fmXus6u0+PNQ379/j8OHD2vtePw5eXXq1OFsm5iYoF+/frh58yaOHj2K1q1ba60tivB/sCPaoSjICwsLoyybxZBIJPjss88E59KAAQMwd+5cwbxmCvL0z+i/daKjozFr1iw0a9YMvXr1kpUnJCRALBbDxsZGcB9nZ2ckJCTIrU86Tl4qNTUVQOEFmjZ+ZZTWWVYnd2dlZWHs2LHYs2cPp/zt27fYsmULtmzZAhMTE7Rs2RKBgYEIDAxEkyZNIBKJ5C7uXRafp1q1aiEyMlK2/fDhQ6UfZ1JSEm7evMkp69ChQ5l8nnSlTp06nIuA+/fvC55Pdc7b/fv34/3795yykSNH0mtVCmPGjOFkZrx79y6uXLlSbI//2bNnOdt169aFra1tsa9DgwYNOOs+3b59u9j979+/z9muXbs2vc48NWvWRJs2bXD58mVZ2caNGwWBuyYkJyfj3bt3nLIaNWoofE06d+6MTp064dy5c1i3bh0ePXoEkUgEMzOzEv9MTU1hZmYGS0tLiMViiMViWFpawsLCQvZ/6b83btzAn3/+KTvuyZMnkZubS0mztCgnJ0ewRqlUeno6Lly4UGzPfnkWHBwsyIRbr149bNq0Cfn5+WjatCnntrt37yI1NVUwEkJdhnS9bAhtUIbWgzxtflglJiaiR48eYIxh9+7dnKE7JR1b0W3Lli1DcHCwoPzEiRMKJ+ZrQllcUyQxMRHLli1DREREsftJJBJcuXIFV65cQXBwMOzs7FCrVi3BuitmZmY4evSoNpusF/ykHmfPnlX6cV6+fJmTIczCwgKpqall8nnSlfz8fM72jRs3FD6fqpy3/BTdtWvXRlRUFKKiolRuIylUUFAAd3d3zmfFggUL8NVXXym8z759+zjblStXLvF8MTU15WxfunSp2Pvw12Mrq59dpdW8eXNOkHfy5Els27ZNsDZhafFHR5iamiIqKgpv374t8b6jR4/WaFv4igZ5r1+/xpYtW+Dl5aXVY5Zn9+7dQ2ZmpsLbN2zYgPT0dB22yDhcuXIFy5cv55TZ2dnhq6++kiVRysrKgomJieyaJD8/H7/++qsgi3hpGcL1cnHvIUNiMNk1VZWUlIQuXbogOjoaZ86cQdWqVTm3u7i4IDs7G5mZmYLgLDExUfCLg9Ts2bMxY8YM2XZqaioqVaqEwMBAraTuz8vLw8mTJ9GlSxeYm5trvH59uXPnDiZPnqzUlyhfWlqaoHeqatWqWv+y1ZfY2FgcOnRItp2SkoIePXoodV/+haO/vz/69u2ryeaVOx4eHlizZo1sOzY2FgEBAZzPEVXP28jISMEQv2+//Vbp15ko9ujRIyxYsEC2ffnyZezatQuOjo6CfQsKCgSLcQ8dOrTE18HFxYWTufPdu3eC94QUYwxjxozhlPXv359eazk6dOiA7du3y+b3MMYQGRkpmEtfWvz18by8vNC9e3e9f+cyxrBs2TLExsbKyvLz8+m9okX8TNR8L1++pOef58GDBxg2bBinzNTUFHv37hWsW7x06VI8ePBAtm1iYqKx59OQrpelo/wMnVaDPFNTU04vg6YkJSWhc+fOiIyMxOnTpwXzJYD/zat58OABWrZsKSuPjY1FfHy8wnTW0uEVfObm5lp9U2m7fl06cOAAhg0bJvilw97eHv/88w8qV66M48ePIzQ0FOfOnePMj1EkMDCwzDw/fPz1s8LDwzFt2jQsX74ctra2xd739OnTnG1D+PAzdvXr14dIJJL9QMUYw/Pnz+X+MKTsefvHH39wfvBydHTE4MGD6bXSgHHjxmHRokWyHtisrCz8/fffcnvzwsPDkZKSwinr0KFDia9D48aNOe8JiUSCp0+fypJ+FfX+/XvBdICGDRvSay2Hubk5PvvsM6xdu1ZWtn37dixatEijzxc/mVWlSpUM5ju3c+fOnN68sLCwYnuiSenwk6v4+/tzAr87d+4gOTkZbm5uum6aQUpISMCAAQOQkZHBKf/555/lLmnVunVrTpB348YNjZ9nhnDu6vv4ylIqyFu0aJHSFYpEIsyfP1/tBpVEGuC9fPkSJ0+eROPGjeXu161bN1haWiIkJIQT5IWEhEAkElFvhxYwxrB8+XLMnj1bcFvVqlVx+PBh2WT32rVrY9q0acjKysL58+cRGhqK0NBQhUlHtDFPw1DUrVuXM8QBAH799VeEhoYiJCQEH330kdz7RUZG4sWLF5wySrpSetbW1qhWrRqeP38uK3v48KHC3v+S5OXlYevWrZyyzz//XGPzFMo7Dw8P9O3bF3v37pWVbdy4EZMnTxYMy+evj1etWjWlhsbZ2NigVq1anM+nu3fvyg3y+ElXrKysUKVKFaUeS3k0btw4TpAXExOD//77T6Pf0fzMmpUqVdJY3aXVpUsXTpB35swZ5OfnU6IeLXjz5o3gvbBo0SL06NFDFsQwxnD69GkMHjxYH000KPn5+fj00085OQOAwrnkin6IaNWqFWctWEq+omfKrLMgEomU/jMxMVF7PYejR4+yPXv2sK1btzIAbODAgWzPnj1sz549LCMjg2VmZrLmzZszkUjEVq9eza5cucL5e/78Oae+xYsXM5FIxObMmcPOnj3LVqxYwcRiMRs3bpzSbaJ18pSTnZ3NPv/8c7lrz3z00UdKr9sWFRXFNm7cyPr168fs7e0ZADZmzBjZGopl1RdffCH3uROJRGzatGksIyNDcJ+NGzdy9nVzc2MFBQV6aH3Z07dvX85z+/XXX3NuV+W83b9/v+B1ffDggbaaXi6dPHlS8BxfuHBBsN/AgQM5+4wcOVLpYwwePJhz3wkTJsjdb9WqVZz9mjZtqvbjKi9atWrFec569Oih0fq9vb0F6yIaynfu27dvBe/dq1ev6rtZZdKmTZs4z7OzszPLz89nvXr1UvtzoSybPn264L3ZokULlpWVpfA+4eHhgvu8efNGI+0xpOtlY1knT6uLoavKx8dH4UKhkZGRLDIystjFREeMGCGoc/Xq1axmzZrMwsKCVa5cmS1cuFClNwgFeSWLi4tjbdu2lfuajBo1iuXk5KhVb0FBAcvOztZwaw1TQUEBW7NmjWAxUelfzZo1BQvBDxgwgLPPkCFD9NT6smfevHmc57Zr166c21U5bz/55BNOXW3atNFWs8utgoICVr16dc7zPHz4cM4+EomEVahQgbPP1q1blT7GDz/8wLlv69at5e43bty4Er+XCJf0h92iP269evVKI3UnJSUJPk/XrFljUN+5derU4bRv8eLF+m5SmdS/f3/O8zx48GDGGGNr1qzhlHt5eZX5H5ZLsm/fPsF54+npyaKjo4u9X0FBAXNwcODcb+/evRppkyFdLxtLkGdQ6+RFRUWBFQaegj9fX1/4+voqvJ0xhpCQEEGdU6ZMwdOnT5GTk4NXr14hKCjIaMbSGoOHDx+iRYsWuHTpEqdcJBJhxYoV2LJliyB7pLJMTEzkzo8si0xMTPDVV1/h/v37ctfsevbsGdq1a4eZM2ciOzsbBQUFgjTQnTt31lVzyzz+nF1118rLycnB8ePHOWVlNYGQPpmYmGD8+PGcsj179nDmxj1//lywhIWiodDyNGrUiLN97949FBQUCPbjv1cUzf8m/zNo0CBOYjPGGLZs2aKRuh8/fszZNjMzg6enp0bq1hT+Z7chZA8sa/Ly8gTrEHbr1g0ABHPL3r17J1gLrrxZsWIFZ9vCwgL79u0rcXi7dEmsomjIpv4YVJBHjMvRo0fRpk0bQQp4GxsbHDhwAN988w2t96Oi6tWr49y5c/jpp58Ei2RLJBKsWLECTZo0we+//47ExETO7TQfT3P4F+bR0dFISkpSuZ6zZ89y0nGLRKIyPb9Un0aOHMn5QSknJwfbt2+XbfOXNfD09ES1atWUrp8f5GVmZnLmbQKFwQl/zg8/sRIRsrGxwfDhwzllW/6vvTsPq6ra/wf+PnDgAMoggwOKiIIiIjiA86w4oila17KcrqVmg1lmmlfCMQ37qmUXzbTbdcpUGhyuoKGl4ogkmkNqzmYCJojM7N8f/ji59z4gZx54v56H53Gvs8/a68hZnPPZa63P+uIL2XYmupD+PgIDAy3uRq80yDt8+LAs0QXpJzU1VZYRsV+/fgAe79no7+8vekx6c646efjwIY4fPy4qW758uWyz84pwU3TLoXWQV1paimXLliEyMhK1a9eGm5ub6Mfd3d0Y7SQLc/z4cQwePBi5ubmicj8/Pxw6dAhDhgwxU8usn729PaZNm4ZTp07J7ogBj+9MT548WVTWrFkzi0omYO2CgoJkXwSlXxar4smtMYDHmcdq166tV9tIMx8fHwwfPlxUtmrVKnVGTGnSla5du2p1E6pOnTqoW7euqEy6LcbNmzdlXyQ5klc10pHYW7du4X//+5/e9Ur7bXnyL0vSo0cP0V6MxcXFsvcr6Uf6XmrdurW6PysUCtlonjQLZ3Vy5MgR0Q0WpVKJl156qcrPlwZ5J06csJrNw22N1kHee++9h2nTpqG0tBRRUVEYPny46CcmJsYY7SQLM2/ePNn2GB06dMCxY8cQHh5uplbZluDgYBw8eBAffvjhU6e8chTPsBwdHdGsWTNRmbZTNgVBwA8//CAq4yiecU2aNEl0fPHiRezfvx+AfCRPm6ma5aSjedIgT/oecXNzQ4MGDbS+TnUUHh4uy1ZqiC/a0ml3lhjkubq6yr4YS6cWkn52794tOi6fqllOGuRVdXsnWyTdSzAiIgI1atSo8vOl/bigoACnT582SNtIO1oHeRs2bMB7772HtLQ0bNiwAevWrZP9kG0rKSmR/RH4xz/+gZSUFNmdbtKPUqnEjBkzkJaWVmkKf67HM7zyvTbLaRvknT59Gjdu3BCVMcgzrq5du6J58+aislWrVuHWrVu4cuWKqLxbt25a1/+0IE/TVE1OWa+6Z555RnScmpqqd53S34n0/WEppDfquC7PcO7cuSPrq9Igr3fv3rCz+/srcUFBgezGUHUhHUXW9m+ll5cXmjZtKirjlE3z0DrIy8/P5xfKau7UqVOyKUn/93//J1tDRobTokULpKamYt68ebJphEqlEj169DBPw2yYvslXpKN4AQEBFjmKYEsUCoVs2t/27duxbds2UZmHh4dO0yi1HcnjVE3tSEez0tPTkZ+fr3N9Dx48wK1bt0RlltoHpd+rMjIy8Mcff5ipNbZFOiLs5uaGjh07ispq1apllJFka1NQUICjR4+KynS5IcZ1eZZB6yCvb9++sjcAVS8pKSmi42bNmllctjJb5ODggNmzZ+P48eOiKbEzZ87kWlgj0BTkla/vqgrperwhQ4ZwVMcERo8eLbrhVFxcjH/961+ic7p06SK6a19V0iDvjz/+EH0RZ9IV/URGRor6SElJCdLS0nSuTzpVU6lUIigoSOf6jKldu3ZwdXUVlUkzKJNupFM1+/TpozH5DtflAceOHUNhYaH6WKFQoEuXLlrXwyDPMmj9KbdixQps27YNK1aswKVLl5CdnS37IdsmDfJ69uxpppZUT+Hh4Th58iQOHz6MkydPIi4uztxNsknSIC8rK0uWgr8id+7ckWUn41RN0/D09MRzzz0nKpPOPNBlPR7wODOji4uLqOyXX34B8Dj7rTSo4EiedlxdXWX/Z/p8OZT+PoKCgnTe0sfYHBwcZDMyOGVTf6WlpbJgTTpVs5w0yDt9+jTu3LljtLZZIulUzVatWul0E1ka5F26dAmZmZl6tY20p3WQ5+bmhmbNmuGtt95Cs2bN4OPjI/sh21VcXCybp84gz/Ts7e3RsWNHtGnThqNDRtKoUSPZF/qqTtncuXOn6NjNzU3nwIK0J03AIqXr78Le3h5hYWGisvIpm1evXsWjR49Ej3EkT3vSaXT6BHnWkFnzSdJ1eXv37tVq9gDJHT9+XLb9TUVBXvv27UX7NQLVL9CW5lvQZaom8HhNu7Ozs6iMswBNT6ntEyZNmoQtW7bgmWeeQfPmzS32rhgZx4kTJ2T793A9GNkiOzs7tGjRQjQil5GRUaU1ydL1eP379+ffShPq0KEDWrZsiYyMDNljzs7OlSYxeprWrVuLAo/yIE96A8DLywt16tTR+TrVVYcOHbB69Wr1sSFH8iw96Jb+bbl58yYuXLiA4OBgM7XI+kmnarZo0aLC7YaUSiV69+6NxMREdVlSUhJGjx5t1DZaiuLiYhw+fFhU1r17d53qUiqViIyMFI0MHjlyBIMGDdKrjaQdrYO8b7/9FosWLcI777xjjPaQhZNO1WzRogX3/SKbFRoaKgryqjKSl5+fL7v7y6mapqVQKDBp0iRMmTJF9liHDh30CrgrSr6iKekKR9m1J53mdfPmTdy8eVOnrSisbSQvODgY9evXFyWL2bt3L4M8PUj3x6toFK9c3759RUFecnIyysrKdFrDa23S0tJksxF0WY9XrkOHDrIgj0xL63etg4MDWrdubYy2kBXgejyqTnTJsLlv3z5RRkB7e3sMHDjQ4G2jyo0aNUo23RbQfapmOWmQd+HCBeTl5THpioE0a9ZMtgZIly+HOTk5uHnzpqjM0n8nCoVCNppX3aYLGlJmZqZsbfTTgrx+/fqJjv/880/1ultbJ52qGRISotcSLOkNm6NHj6K0tFTn+kh7Wgd5MTEx2LNnjzHaQhausLAQhw4dEpUxyCNbJg3yzp49i7KyskqfI52q2blzZ3h6ehq8bVQ5d3d3vPDCC7JyXdeYlAsNDRXd1RcEARkZGdw+wUDs7OzQvn17UZkuQZ50qqa9vb3FZtZ8kjTIS0lJQUlJiZlaY92Sk5NFaxpdXFyeepMnICAAgYGBorLqkmVTmnRF16ma5aT9ODc3F+fPn9erTtKO1kHe888/j+3bt+Ott97C3r17kZaWJvsh23Ts2DHRCIVCodD7jwCRJZN+Uc/Ly8O1a9cqPL+srAw7duwQlXGqpvlMnDhRdKxSqWR3l7Xl4uKCZs2aicpOnDgh+/Ji6aNGlswQ6dc1ZdZUqVR6tcsUpEFebm6ubDSKqka6Hq9Xr15Veg9Ux60USktLcfDgQVGZvjfEfH190bBhQ1EZp2yaltZBXu/evXHlyhUsX74c/fr1Q2RkpPonIiICkZGRxmgnWQDpVM2wsDB4eXmZqTVExlevXj3UqlVLVFbZlM20tDTcvn1bVMYgz3wiIiJEmTZjY2NRo0YNveuVTtncunUrioqKRGUM8nQnDfJOnjwp+/99Gmtbj1eubt26sptLnLKpvbKyMtmss6dN1SwnnbJ58OBBWcI5W3P69Gk8ePBAVKZvkAdwvzxz0zrxyrp164zRDjKC7du3Y+fOnYiKisLIkSP1ro/r8ai6USgUCA0NFW0bcubMmQq/LEinajZt2lQ26kOmtXLlSkyZMgVKpdJgCSxatWqFTZs2qY+la1nq1avHG2B6kE7zKigowOnTpxEREVHlOqx5jWRUVJToZtLevXsxZ84cM7bI+qSnp+PPP/8UlQ0YMKBKz+3RoweUSqV6mmxRUREOHDhg02urpVM1AwMD4evrq3e9HTp0wJYtW9THDPJMS+sgb8yYMcZoBxnY7t27MXz4cADA2rVr4ejoiJiYGJ3rKygoQGpqqqiMQR5VBy1btpQFeRWRBnkcxTM/Ozs7g6+Pk47kSVlTQGGJPD090axZM1y4cEFdduTIEa2CPOl0TWsZyQMeT9n8v//7P/VxamoqcnNz4erqasZWWRfpVM2goCA0bty4Ss91c3NDx44dRX/3k5KSqlWQZ4hRPEA+knf27Fnk5OTI9iMk49ArJ+zFixeRmpqK3377zVDtIQNZsmSJ6Hjp0qV61XfkyBEUFhaqj+3s7Az2R4DIklU1w+bNmzdx6tQpURmDPNsUHh5e6eNMuqI/faZ55eTk4MaNG6Iyawq8u3XrBgcHB/VxSUmJ7Es4VU7brROkpFM2bTnhoCAIRgvyWrduLXovC4LANaYmpFOQ980338Df3x/NmzdHly5dEBwcDH9/f2zdutXQ7SMdXL58Gfv37xeVHT58GFeuXNG5TulUzdatW8PDw0Pn+oishfQL+/nz51FcXCw7TzqKV6tWLXTu3NmobSPzqFOnDurVq1fh4wzy9CcN8qQzSSpz7tw50bG9vT2aNm1qkHaZQs2aNdGxY0dRGdflVd1ff/0le79UdapmOWnylfPnz+P69et6t80SnTt3DpmZmaIyQyXVc3Jykm27ximbpqN1kLdr1y6MHDkS7u7u+PDDD/HVV19h0aJFcHd3x8iRI2VD5GR6X375pcbyDRs26Fwn1+NRdSUdASgqKsKlS5dk50mDvIEDB0Kp1HpGPFmJyqZsWtOokaWSBnlXrlyRrbGqiHQ9XmBgoFVk1nxSVFSU6Hjv3r1maon12bt3r2g/NpVKpXXQ0qZNG9nWN7YaaEtH8fz8/ODv72+w+pl8xXy0DvIWLFiAvn37Ij09HdOnT8eoUaPw7rvv4pdffkGfPn0wf/58Y7STqqi0tLTSIO/JPWOq6tGjR7JOySCPqgtPT0/ZAnTplM28vDz8+OOPojJO1bRtlQV51rT+y1KFhobKNrM/evRolZ4rXY9njUG3dCuFs2fPyjL3kmbSqZrdu3eXvZeext7eXhZo2+qUTWniqO7du0OhUBisfk1Bni7fRUl7Wgd56enpePXVV0WbwQKPs9C9+uqr+OWXXwzWONLe3r17cfPmTY2PXbhwASdPntS6zsOHD4ump9nb2z91Q1EiW6JpU/QnJScni9asKpVKrdeAkHWpKMhr2LAhkwoYgFKplG3JVNURAGvdPuFJERERcHd3F5Xt27fPTK2xHoIgyII8badqlpNO2ZSOENoCY67HKycN8jIzM/VaPkRVp3WQZ29vX+F+NcXFxbLgj0zraVtcrF+/Xus6pVM1IyIimOWLqpWnBXnff/+96Lhbt26yL2hkW6TrTMpxPZ7hSNelVTXIs4WRPKVSKZsxwymbT3fmzBncunVLVKbrDTdpkHf//n2dbpRbsitXrshGiA0d5DVq1Ai1a9cWlXHKpmloHZFFRkZiyZIlyM/PF5UXFhYiPj5etr8NmU52djYSExNFZY0aNRIdb968Wb33S1VJg7wePXro0jwiq1VZkFdWVoadO3eKHh8yZIhJ2kXm06RJE40bqzPIMxzpCMCxY8eeOpKSm5srS5BhjSN5gHzKZnJyslGnuZ07dw6vv/46pk+fLkvEYS2ko3j+/v4671XaoEED2XvH1qZsSqdq1qlTx+BJihQKBdflmYnWQV5cXBzS09PRuHFjvPHGG1i4cCFef/11NG7cGKdOnUJcXJxODcnNzcW7776Lvn37wsfHBwqFAh988IHGc9PS0tCnTx/UrFkTHh4eiImJqXDo95NPPkFwcDBUKhUCAgIQFxenMTOeLdi4caNolNXR0VG0YS8A3L17V6spHw8fPpSlu+V6PKpupF/cL1++rJ6eeezYMVlCCK7Hs312dnYat1KwxlEjSyW9afzw4UPZKJ2UNLOmnZ2dzl/yzU26JuzOnTuy12cIpaWliI+PR+vWrfHpp58iPj4eXbp0wYMHDwx+LWPTNFVTn/Vl0tG8pKQkneuyRJqmahpyPV45BnnmoXWQ16VLFyQlJaFRo0ZYuXIlZs+ejX//+99o1KgRkpKS0KlTJ50akpWVhdWrV6OwsBBDhw6t8Lzz58+jR48eKCoqwpYtW7B27VpcvHgRXbt2xb1790TnLliwAG+++SZiYmKwZ88evPrqq1i4cCGmTJmiUxst3dq1a0XHQ4cORYcOHWTrGrSZsnnw4EHRyJ9SqWRaeKp2pHdzBUFQr32VZtUMCQmp8qa7ZN00rcvjSJ7h1K1bVzYb5WlfDm0hs2a5oKAg+Pn5icoMneHx8uXL6NGjB6ZPny5aV3zhwgW8+OKLKCsrM+j1jCk3N1e0gTmg+1TNctIgLzU1FTk5OXrVaUmMvR6vnDTIS09Pl80IJMPTaQFd9+7dkZqaitzcXNy4cQM5OTk4dOiQXm8Of39/3L9/HwcOHMCiRYsqPG/OnDlQqVTYsWMHBg4ciJiYGOzcuRP37t1DfHy8+rysrCzMnz8fL7/8MhYuXKj+IxYbG4s1a9Y89W6gtUlPT5dtxDx+/HgAwKhRo0TliYmJyMvLq1K90qma7dq1Q82aNfVoKZH1qVGjhixwK58SJl2Px1G86kMa5CkUCgQHB5unMTZK2/3ybGE9XjmFQmG0rRQEQUBCQgLCw8Nx8OBBjefs2LGjwhlVliglJUU0U0upVKJXr1561dm9e3c4Ojqqj0tLS2Xfi6zVjRs38Pvvv4vKDLU/nlRERIQoZ0dJSQnS0tKMci36m15ZUlxcXFC/fn2tU9NqolAonjpEXFJSgh07dmD48OGi7GX+/v7o2bOnaD3a//73PxQUFGDcuHGiOsaNGwdBEPDtt9/q3WZLIk240qBBA/V8/pEjR8Le3l79WF5eHr777rsq1cv98Ygek47QXLt2DVevXpVtp8D1eNWHNMtwmzZtDPJ5SH/TdpqXLWTWfJJ0Xd7+/fv1XnJy69YtDBgwAJMnT37qDd958+Zh+/btel3PVKRTNbt06aJ3kjgXFxdZP7eVdXnSUbxatWoZ7aaIq6ur7DOUUzaNz6p26r18+TLy8/MRFhYmeywsLAzJyckoKCiAk5OT+otXy5YtRefVq1cP3t7esi9m5QoLC0VTFsqH5YuLi42ylq+8Tn3qLiwslE3BfOmll1BWVoaysjJ4enqid+/eornk//3vf/Hss89WWu+DBw9kmaS6du1qs2saiSoTEhIiGrW7fv26bBTP29sbbdq0YR+pJpo0aYJZs2bhww8/hI+PD5YsWcLfvYFFRESIjs+dO4d79+7Bw8ND4/nSkbxmzZqJfieG+Mw1JekMqYcPH+LQoUM6LZsQBAGbNm3C1KlT8ddff8keb9y4MV599VXMmDFDlOBm9OjRCAgIsOipyIIgYPfu3aKyvn37GuT33Lt3b1Eug6SkJKt5/1Rm//79ouPOnTujtLTUaNtEtGvXDqdPn1YfHz58GG+88UaVn29JfdcS2lAVVhXkZWVlAXi8ObGUp6cnBEHA/fv3Ua9ePWRlZUGlUmnMfubp6amuS2rRokUak8ckJSUZ9Q6tPvPsDx06hOzsbFFZw4YNsWvXLvVxSEiIKMhLSkrCxo0bK/ygBIDjx4+L5uMrlUo8ePBAVC9RdSH9o379+nX897//FZW1bNnSZu7yUtW0a9cOW7ZsgUKhQG5uLv8+GlhxcTGUSqVobfjKlSs1bmGRn5+Pa9euicqysrI0/k4MvbbNmBo1aoSrV6+qjxMSErROivLgwQMkJCRUON21X79+GDt2LJydnTF+/Hh8/vnn6sfy8vIwYMAAxMfHW+z2Sbdu3RL9HwGPR+EM0R+dnZ1Fx5cvX8YXX3yBevXq6V23OUmDYh8fH6P+/ZL+Px44cECn61lC33306JG5m1AlVhXklatsWueTj1X1vCfNnDkT06ZNUx/n5OTAz88Pffv2NcoGt8XFxUhOTkZUVBQcHBx0qiMhIUF03K1bN/zzn/+Ula1evVr9xiwrK8P9+/fxwgsvVFiv9C5Px44dMWzYMJ3aSGTtGjZsiKVLl6qPMzMzZXfDJ06ciIEDB5q4ZUS2LSIiQjS1SxAEjf1Mmgnazs4O//znP+Hk5KQuM8Rnrqn99NNP+Pjjj9XH169f1+rvzA8//IDp06fLsgADgK+vL1atWoV+/fqpywYMGICioiL85z//UZfdvXsXX331Fb7//nvR8g9LsWDBAtGxr68vJk+ebJBMkWVlZfjwww9x9+5ddVlJSYlV/62/e/eubD/BV155BW3btjXaNQMCAvDJJ5+oj7OyshAWFoYGDRpU6fmW1HetJfmOVQV5Xl5eAKBxFC47OxsKhUI9MuXl5YWCggI8evRINgKXnZ1d4RtZpVJpzMTl4OBg1DeVrvXfvHlTltL3n//8p6yuWrVqYejQodi4caO6bPPmzZg6dWqFdUv3T+nVq5fZOxaRubRo0UI2ovDkvx0dHTFw4ED2ESID69ixoyjIO378uMZ+dvHiRdFxYGBghSNPxv5MN6S+ffuKgrxjx44hPz+/0hvP2dnZSEtLw/r160XB2pNeeOEFfPrpp6hVq5bssYSEBJw7dw7Hjh1TlyUnJyM2NhaLFy/W49UYniAI2LBhg6hsyJAhooQp+oqKihItizlw4ABee+01g9VvatL1cK6uroiIiIBSabywIDQ0FO7u7qJR6LS0NAQEBGhVjyX0XXNfv6r0Srxiak2aNIGzszMyMjJkj2VkZCAwMFB9x658LZ703D/++AOZmZkWPbdcG1999ZVoSqWrqyuGDx+u8dwXX3xRdHz06FH89ttvGs/Nzs5Genq6qIxJV6g6c3R0rHS/rZ49e1rsVCYia6Yp+YqmTcFtLelKua5du8oyPD450yYzMxNJSUlYtGgRRowYgYCAAHh5eSEqKkpjgOfl5YVvvvkGGzZs0BjgAYCTkxO2b9+OOnXqiMqXLFmCzZs3G+aFGUhqaiouXbokKhszZoxBryH9/iPNV2BtpDfxO3fubNQAD3g8si7d+5LJV4zLqoI8pVKJwYMHY/v27cjNzVWXX79+HSkpKYiJiVGX9e/fH05OTvjyyy9FdXz55ZdQKBSV7sVnLQRBkGXVHDlypMZ1iMDjO1E+Pj6iMundr3I///yz6EPUyclJ9kFLVN1UdnOIWycQGYf0s+f+/fuyUTvAtrZPeJKLi4ss0crixYsRExMDf39/+Pj4oF+/fpg1axa2bdsmW5v2pMGDB+PMmTMYMWLEU69bv359bNu2TTZqMX78eNmWTeYkDWSbNm0qCyb0JZ399fvvv8tyIVgTU+2PJ8VN0U3LooK83bt3Y+vWrerNhX/99Vds3boVW7duVa8li4uLw6NHjxAdHY3du3cjMTERgwYNgre3N95++211XZ6enpg9ezZWrVqF999/HwcOHEB8fDw++OADTJgwwSbu8B08eFB290q6ZcSTlEolRo4cKSrbsGGDxjui0q0TOnXqZLUbyhIZSmVBXnR0tAlbQlR9+Pn5yZJcaPpyaKsjeYB8K4XDhw8jMTFRvV/n07i6umLt2rX47rvvULdu3Spft3Pnzvj0009FZfn5+Rg6dCju3btX5XqMJT8/H19//bWobMyYMQZZi/ekkJAQ2Xcga93nLTs7WzbLzVRBnjT4PnHihNVkqrRKggXx9/cXAGj8+f3339XnnThxQujdu7fg4uIiuLm5CUOHDhUuXbqksc7ly5cLTZs2FRwdHYWGDRsKsbGxQlFRUZXb9ODBAwGA8ODBA31fnkZFRUXCt99+q1Wbyo0dO1b0fxQcHCyUlZVV+pyjR4/K/m+PHDkiOy8sLEx0zrx587RuH5GtSUxM1Pj3KTw83NxNI7Jpw4YNE/W5SZMmiR7Pzc2V9cv09HRZPfp85prTsWPHKvx+VNGPSqUS2rVrJ0ybNk24du2aXtefOHGirP6ePXua/f9x8+bNojYpFArh+vXrRrlWu3btRNf68MMPjXIdY/vuu+9Er8PJyUkoLCw0ybUzMzNl76MTJ05U6bmW1HeNHRsYikUlXqlsisGT2rZti71791bp3DfeeEOrfTisRW5uLrZs2SIqGz9+/FPvXkVGRiIwMFA0Arh+/XrR3ZXMzEzRXiYA1+MRARWP5HGqJpFxdejQAYmJiepj6UjeuXPnRMd2dnaVrqG1Nm3atEH9+vVlGRHLOTk5ITw8HG3btlX/hISEGCxBxIoVK3DmzBkcOnRIXZaSkoLp06dj2bJlBrmGLqRTNXv16gU/Pz+jXKtt27aiRDTWui5POlWzY8eOBk1SUxkvLy8EBQWJ8kEcOXLEqFk9qzOLmq5JVbdlyxbRPh329vZ46aWXnvo8hUIhS8Dy9ddfi4bLpQtyXVxcEBkZqWeLiaxfQECAbK8fgEEekbF17NhRdHz69Gnk5eWpj6Xr8Zo0aSLaOsHa2dvb48svv0RAQABcXV3RsWNHvPbaa1i3bh1Onz6N3NxcHDlyBCtXrsT48eMRHh5u0AyAjo6O2Lp1K3x9fUXly5cvrzB7p7HduXNHti+poROuPEkaiNhKkGeqqZrlpOvyjh49atLrVycM8qyUNOHKwIEDqzzPftSoUaLje/fuiTaXlK7H69Kli8nu8hBZMnt7e9k6n7p16yIiIsJMLSKqHtq2bSvan62srAwnTpxQH9vyerxyffr0wZUrV5CTk4PDhw/jk08+wdixY9GyZUujZ0YEHv+tS0xMlH0fmDhxok4btOtrw4YNouziNWvWFCXgMzRpkHflyhXcv3/faNczhtzcXNlawu7du5u0DUy+YjoM8qzQhQsXRFMmgMdTNasqMDBQtvj1yf1fpEEep2oS/a1Vq1ai40GDBsHOjn9KiYzJxcUF4eHhorInvxzaamZNS9OuXTskJCSIygoLCzF58mTUrVsXo0aNQnJyMkpLS43aDkEQZCOII0aMqDC7uCG0aNHC6pOvHD58WPS7cXBwMHgm0qeRBnm//fYbJk+ejCtXrpi0HdUBv5lYIekoXu3atTFo0CCt6pBO2fz222+Rm5uLu3fvyj4sGeQR/W3q1KnqEQVXV1fMnDnTzC0iqh4qGwGoDiN5lmLcuHF4/fXXZeUFBQXYuHEj+vbtC39/f8yaNQsXLlwwShtOnTqFM2fOiMpGjx5tlGuVc3BwQFhYmKjM2qZsSpfjREZGwsXFxaRtaNmypWzZQ0JCAoKCgvDCCy/gl19+MWl7bBmDPCtTUlIiu3v10ksvaT33/h//+Ido6kt+fj6+/fZb0QarwOPpD1wQS/S30NBQXLhwAW+++SZOnTqFJk2amLtJRNWCNMhLTU2FIAjIy8uTJW7jSJ5xLV26tNL9hm/duoVFixYhODgYnTp1wurVq/HXX38Z7PrS70H+/v4mmXZoSevy/vzzT+zZs0er/fqk6/FMPVUTeBwsDxs2TFZeVlaGTZs2oVWrVhg0aJBsv2bSHoM8K7Nnzx788ccforLK9sarSPnmqU9av369bKpm165dTTLXn8iaNGzYED179kTDhg3N3RSiakMa5N29exfXrl2z+cyalsjBwQHbt2/Hd999h2HDhlX6PSE1NRUTJ05EvXr18MILL8gCDW0VFRVh48aNorKXXnrJJNPmLSXIO3nyJBo1aoT+/fujQYMGmD59+lP3LczPzxdlBwVMn3SlXEJCAl555ZUKByh27dqFbt26oUuXLvjhhx9Eay+p6hjkWZm1a9eKjtu1a6fzHUvplM29e/fi+++/F5VxqiYREVmCwMBAeHp6isqOHDkim6rZuHFjjVlwybAUCgWGDBmC7du34/bt21i+fDlat25d4fkFBQXYtGkTunfvjvj4eJ2vu3v3bmRmZorKjD1Vs5w0yLt8+bJBRyir6s0330R+fj6Ax8FbfHw8AgIC8N5778n+b8odOXJElEndzs4OnTt3Nkl7pVxdXbFq1Sr8/vvvePvttytcS3n48GEMGTIE4eHh2LBhA0pKSkzcUuvGIM+K3Lt3TxaEaZNwRWrIkCGijlVWVoY7d+6IzmGQR0RElkChUGhcl8ekK+bn4+ODN954A2lpafjll18wbdo01K5du8LzZ8yYIRtVqirpVM1OnTohKChIp7q01aJFC1l2UVMnXzl48KAs+R4A5OXlYfHixQgICMD7778vm8YpHUFt06YNXF1djdrWp6lfvz7i4+Nx/fp1zJ07F15eXhrPO3PmDMaNG4fJkyfjs88+E20hRhVjkGdF1q9fL7qL4eTkhJEjR+pcX40aNSpNN+zu7l7pXTkiIiJTku6Xp2kkj0lXzCssLAxLly7FzZs38f333yMmJkY2La+srAzjxo1DYWGhVnVnZWVhx44dojJj7o0n5ejoaPbkK4sXL6708YcPH2LhwoVo1KgRYmNj1SON5t4frzKenp7417/+hWvXrmHFihUVLoW4d+8epk6diueee87ELbRODPKshCAIsqyaI0aMgLu7u171SqdsPqlbt26i5CxERETmJB3JS0tLQ3p6uqiMI3mWwcHBAYMHD8a2bdtw+/ZtvPbaa6LHf/31V8ydO1erOjdt2iSacqhSqUz+hd+c6/LOnDkjC3IjIiI0rkfMzc3F3Llz0ahRI8TFxSE1NVX0uDmSrjxNjRo18Prrr+PSpUv46quvKrxh88orr5i4ZdaJQZ6VOHnyJDIyMkRluiRckerVqxfq1Kmj8TFO1SQiIksSGRkJhUKhPi4uLsatW7dE53Akz/J4e3vj448/Rps2bUTlixcv1ipIkk7VHDp0KDw8PAzRxCozZ5C3ZMkS0bGXlxf279+P8+fPV5h85sGDB/jggw/Ua/jKdenSxaht1YeDgwNeeuklZGRk4LvvvhPd3GnevDmio6PN2DrrwSDPSkgTrjRq1Ag9evTQu16lUonnn39e42MM8oiIyJK4u7tXGsQpFAoEBwebsEVUVQ4ODli3bp1o6mZpaSnGjRuHoqKipz7/119/xYkTJ0RlppyqWU4a5F26dAkPHjww+nWvXbuGTZs2icpef/111KhRA0FBQfjqq69w9uxZPP/886IbIZq0bNlSlsTIEtnZ2WHIkCE4fPgw9u3bhzZt2mD69OkmyaRqC/i/ZAWKi4vx9ddfi8rGjRtnsDe5pimbnp6esnnnRERE5iadsvkkZta0bGFhYZg9e7aoLCMjAwsWLHjqc6WjeHXr1kVUVJRB21cVoaGhZkm+8vHHH4vyMri4uMimwAYHB2Pjxo04c+ZMpdNYLXGqZmUUCgW6du2KOXPmYNSoUeZujtVgkGcFHBwckJ6ejvnz56Nx48ZQKBQGvXvVpk0b2Z5C3bt3550SIiKyOJUFeVyPZ/lmzpyJ8PBwUdnChQtlayufVFpaivXr14vKXnzxRbPs4+vo6IiWLVuKyow9ZTMrKwtr1qwRlU2YMKHCbJQhISH4+uuvcfr0aQwfPlz2+LPPPmuUdprC00Yp6W/8Fm8l/Pz88P777+O3335DWloa/P39DVa3QqGQ3Q3inRIiIrJElQV5XI9n+cqnbT4ZoJWUlGDcuHGipCpP2rt3L27fvi0qM8dUzXKmXpf36aefirYNUCqVmDZt2lOf17JlS2zduhXp6ekYPXo0IiMj8emnn1pUZk0yHtPfAiG92NnZoVWrVgavd8qUKcjKysLevXvxzDPPVLq1AhERkbmEhITAzc0NOTk5ssc4kmcdWrdujZkzZ2LevHnqsvT0dCxevFg2nROQT9Vs06YNQkNDjd7OipgyyMvLy8OKFStEZc8//7xWN/vDw8Nl/4dk+ziSRwAej+bFxsbi559/xjvvvMPhcCIiskh2dnZo166dxsc4kmc9Zs+eLQvU5s6dK8sk/uDBAyQmJorKzDmKB8iDvN9++81oyVe++OIL2cbm7777rlGuRbaFQR4RERFZFU1TNplZ07o4Ojpi3bp1ov14i4uLMW7cOFGCkW+++QYFBQXq48qygptKaGiobIP3U6dOGfw6xcXFWLp0qagsOjrarKOYZD0Y5BEREZFV0RTkBQQEwMXFxQytIV1FRETIRqVOnjyJ+Ph49bF0muGgQYPg4+NjkvZVRKVSmST5yubNm3H9+nVR2YwZMwx+HbJNDPKIiIjIqrRv315WxvV41mnOnDlo3ry5qCw2Nha//vorLl++jIMHD4oeM/dUzXLGXpdXVlaGxYsXi8o6d+5s0ZuYk2VhkEdERERWxdvbG4GBgaIyrsezTk5OTli3bp1o26aioiKMHz8e69atE53r5eWFQYMGmbqJGhk7yNu1axfOnj0rKuMoHmmDQR4RERFZnejoaNFxnz59zNQS0lf79u1lWwIcPXoUH374oajs+eefl21Ebi7SIO/ixYsaM77qSjqKFxISYjEBLlkHqwzyTp06haFDh8LX1xcuLi4IDg7G3LlzRXuIAEBaWhr69OmDmjVrwsPDAzExMbhy5YqZWk1ERESGMnv2bAwfPhxNmjTBnDlz0Lt3b3M3ifQwd+5cNG3aVFRWWloqOraUqZrA4z3ojJV85dChQ7JpqjNmzBCNdhI9jdW9W3799Vd06tQJV69exbJly7Bjxw6MHDkSc+fOFWVbOn/+PHr06IGioiJs2bIFa9euxcWLF9G1a1fcu3fPjK+AiIiI9OXl5YWtW7fi0qVLiIuL49Y/Vs7Z2Rnr1q2r8PcYEhIiGz0zJ5VKJctyaagpm9JRPD8/P7NnFCXrY3WboW/cuBEFBQXYtm0bmjRpAgDo1asX7ty5g9WrV+P+/fuoVasW5syZA5VKhR07dsDNzQ3A46H1oKAgxMfHyzoQEREREZlPp06d8Oabb2LZsmWyx8aMGWNxgXzbtm1Fo3eGCPLOnj2LH374QVQ2bdo02agh0dNY3Uhe+Zvc3d1dVO7h4QE7Ozs4OjqipKQEO3bswPDhw9UBHgD4+/ujZ8+esk01iYiIiMj8FixYoL6JX87Ozg4vvviimVpUMWMkX1myZIno2NPTExMmTNC7Xqp+rG4kb8yYMVi2bBkmT56MxYsXw8fHBwcOHMCqVaswZcoU1KhRAxcuXEB+fj7CwsJkzw8LC0NycjIKCgrg5OQke7ywsBCFhYXq4/JFtMXFxSguLjb46ymv0xh1E5FxsN8SWSf2Xcvn4OCA1atXo0+fPhAEAQDwzDPPwMfHx+J+b+Hh4aLjixcvIjs7G66urjrVd/36dWzcuFFUNnnyZKhUKot77aZmSX3XEtpQFVYX5DVq1AipqakYNmyY6E7PG2+8oR7ez8rKAvD47oeUp6cnBEHA/fv3Ua9ePdnjixYtQlxcnKw8KSnJqJusJicnG61uIjIO9lsi68S+a/lmzJiBnTt3wtvbG0OHDsWuXbvM3SSZoqIi2NvbqxPECIKAhIQEnfdsXLNmDUpKStTHjo6OaNasmUW+dnOxhL4rTfRoqawuyLt69SoGDx6MOnXqYOvWrfDx8cHRo0cxf/58PHz4EF988YX63Mrmblf02MyZM0VpfHNycuDn54e+ffuKpn4aSnFxMZKTkxEVFcX51kRWgv2WyDqx71qPgQMHYu7cueZuxlO1aNECp0+fVh87Ojpi4MCBWteTlZWFF154QVT28ssvY+TIkXq30RZYUt815FYZxmR1Qd57772HnJwcpKeno0aNGgCAbt26wdvbG+PHj8fo0aNRt25dAH+P6D0pOzsbCoUCHh4eGutXqVRQqVSycgcHB6O+qYxdPxEZHvstkXVi3yVDiYiIEAV56enpOr23Vq9eLRohsre3xzvvvMP3qYQl9F1zX7+qrC7xSnp6OkJCQtQBXrnIyEgAwJkzZ9CkSRM4OzsjIyND9vyMjAwEBgZqXI9HRERERFRVhki+kpeXhxUrVojKnn/+eTRq1EifplE1Z3VBnq+vL86ePYuHDx+KylNTUwEADRo0gFKpxODBg7F9+3bk5uaqz7l+/TpSUlIQExNj0jYTERERke2RBnkXLlwQffesis8//1w2++zdd9/Vu21UvVldkDd16lRkZmYiKioKW7ZswY8//oiFCxdi2rRpCAkJwYABAwAAcXFxePToEaKjo7F7924kJiZi0KBB8Pb2xttvv23mV0FERERE1i4sLAz29vbqY0EQkJ6eXuXn5+bmYsGCBaKygQMHomXLloZqIlVTVhfkDRkyBPv27YObmxvefPNNREdH4z//+Q8mTpyIn376CY6OjgCA4OBg7N+/Hw4ODhgxYgTGjh2LwMBA/PTTT/Dx8THzqyAiIiIia+fs7CzLpqnNlM2lS5ciMzNTVPb+++8bpG1UvVld4hUA6NmzJ3r27PnU89q2bYu9e/eaoEVEREREVB21bdtWlHylqkHen3/+iaVLl4rKhgwZgk6dOhm0fVQ9Wd1IHhERERGRpdA1+cqCBQtEOSYUCgUWLlxo0LZR9cUgj4iIiIhIR9Ig7/z587IEgVK///47/v3vf4vKRo8erfNG6kRSDPKIiIiIiHQUHh6udfKV2NhYFBcXq48dHR0RFxdnrCZSNcQgj4iIiIhIR87OzggJCRGVVTZl8/Tp01i/fr2obMqUKfD39zdK+6h6YpBHRERERKQHbdblvf/++xAEQX3s6uqKWbNmGa1tVD0xyCMiIiIi0kNVg7yDBw9ix44dorLp06fD29vbaG2j6olBHhERERGRHjQlX8nLyxOVCYKAGTNmiMpq166Nt956y+jto+qHQR4RERERkR7Cw8NhZ/f31+qysjJZ8pUdO3bg8OHDorJ//etfqFmzpimaSNUMgzwiIiIiIj24uLhUmnyltLQUM2fOFD3euHFjvPLKKyZpH1U/DPKIiIiIiPRU2bq8DRs24OzZs6LH582bB0dHR5O0jaofBnlERERERHqqKMgrLCzEnDlzRI+Fh4dj5MiRJmsbVT9KczeAiIiIiMjaSYO8c+fOIS8vD59//jmuXbsmemzRokWiNXxEhsZ3FxERERGRnlq1aiVLvnLw4EEsWLBAdF63bt3Qv39/UzePqhkGeUREREREenJxcUHz5s1FZZMmTUJmZqaobPHixVAoFKZsGlVDDPKIiIiIiAxAOmXz6tWrouOhQ4eiQ4cOJmwRVVcM8oiIiIiIDEAa5D3Jzs5ONnWTyFgY5BERERERGUBlQd6YMWNke+kRGQuDPCIiIiIiA5AmXymnUqnwwQcfmL5BVG0xyCMiIiIiMoAaNWogODhYVj5lyhQ0bNjQDC2i6opBHhERERGRgUinbLq5uWHWrFlmag1VVwzyiIiIiIgM5NlnnxUdz5o1C15eXmZqDVVXSnM3gIiIiIjIVkRHR+PTTz/F999/j169euHdd981d5OoGrLakbyDBw9i4MCBqFWrFpydnREUFIR58+aJzklLS0OfPn1Qs2ZNeHh4ICYmBleuXDFTi4mIiIjI1ikUCkyZMgV79uzBjBkzuPE5mYVVBnkbN25E9+7d4e7ujq+++gq7du3CjBkzIAiC+pzz58+jR48eKCoqwpYtW7B27VpcvHgRXbt2xb1798zYeiIiIiIiIuOxuumat27dwiuvvIKJEyfis88+U5f37NlTdN6cOXOgUqmwY8cOuLm5AXi8EDYoKAjx8fFYvHixSdtNRERERERkClY3krdmzRrk5eVhxowZFZ5TUlKCHTt2YPjw4eoADwD8/f3Rs2dPJCYmmqKpREREREREJmd1Qd5PP/0ET09PnD9/Hq1atYJSqUTt2rUxadIk5OTkAAAuX76M/Px8hIWFyZ4fFhaGS5cuoaCgwNRNJyIiIiIiMjqrnK756NEjPPvss5g5cyaWLVuG48ePIzY2FmfOnMHPP/+MrKwsAICnp6fs+Z6enhAEAffv30e9evVkjxcWFqKwsFB9XB44FhcXo7i42OCvp7xOY9RNRMbBfktkndh3iayTJfVdS2hDVVhdkFdWVoaCggLExsbivffeAwD06NEDjo6OmDp1Kvbt2wcXFxcAqDSbUUWPLVq0CHFxcbLypKQkdb3GkJycbLS6icg42G+JrBP7LpF1soS+++jRI3M3oUqsLsjz8vLCb7/9hn79+onKBwwYgKlTpyItLQ3PPPMMAKhH9J6UnZ0NhUIBDw8PjfXPnDkT06ZNUx/n5OTAz88Pffv2Fa3vM5Ti4mIkJycjKioKDg4OBq+fiAyP/ZbIOrHvElknS+q75bP8LJ3VBXlhYWE4cuSIrLx8+wQ7Ozs0adIEzs7OyMjIkJ2XkZGBwMBAODk5aaxfpVJBpVLJyh0cHIz6pjJ2/URkeOy3RNaJfZfIOllC3zX39avK6hKvDB8+HACwe/duUfmuXbsAAB06dIBSqcTgwYOxfft25Obmqs+5fv06UlJSEBMTY7oGExERERERmZDVjeT17dsXgwcPxty5c1FWVoYOHTrgxIkTiIuLQ3R0NLp06QIAiIuLQ2RkJKKjo/Hee++hoKAAc+bMgbe3N95++20zvwoiIiIiIiLjsLogDwC+/vprxMXFYfXq1YiLi4Ovry/eeustxMbGqs8JDg7G/v37MWPGDIwYMQJKpRK9evVCfHw8fHx8qnyt8mmgxpp/W1xcjEePHiEnJ8dqhn+Jqjv2WyLrxL5LZJ0sqe+WxwTlMYKlUgiW3kIzu3nzJvz8/MzdDCIiIiIishA3btxAgwYNzN2MCjHIe4qysjLcvn0brq6ulW7JoKvy7J03btwwSvZOIjI89lsi68S+S2SdLKnvCoKA3Nxc+Pr6ws7OctObWOV0TVOys7MzSZTu5uZm9jctEWmH/ZbIOrHvElknS+m77u7u5m7CU1lu+ElERERERERaY5BHRERERERkQxjkmZlKpUJsbKzGDdiJyDKx3xJZJ/ZdIuvEvqs9Jl4hIiIiIiKyIRzJIyIiIiIisiEM8oiIiIiIiGwIgzwiIiIiIiIbwiBPRw8fPsTUqVPh6+sLJycntGrVCps3b5adl5aWhj59+qBmzZrw8PBATEwMrly5orHOTz75BMHBwVCpVAgICEBcXByKi4tl5/35558YO3YsvL294eLigo4dO2Lfvn0Gf41EtsaQ/fbixYt455130LZtW3h4eMDT0xOdO3fG1q1bNV6b/ZZId8b4zC3366+/QqVSQaFQ4MSJE7LH2XeJdGeMvnvt2jWMHz8evr6+UKlUqF+/PoYNGyY7r9r3XYF0EhUVJXh4eAgJCQnCjz/+KEyYMEEAIGzYsEF9zrlz5wRXV1eha9euws6dO4Vt27YJLVq0EHx9fYU///xTVN/8+fMFhUIhzJw5U0hJSRGWLFkiODo6Ci+//LLovIKCAiE0NFRo0KCBsH79eiEpKUl45plnBKVSKezfv98kr53IWhmy337yySdCcHCwsGDBAiEpKUnYtWuXMGbMGAGAEBcXJ7ou+y2Rfgz9mVuupKREaN++veDr6ysAEI4fPy56nH2XSD+G7rsZGRmCl5eXEBkZKWzYsEE4cOCAsHnzZmHcuHGi89h3BYFBng527twpABA2btwoKo+KihJ8fX2FkpISQRAE4dlnnxW8vb2FBw8eqM+5evWq4ODgILz77rvqsszMTMHJyUl45ZVXRPUtWLBAUCgUwtmzZ9VlK1euFAAIhw8fVpcVFxcLISEhQrt27Qz6OolsiaH77b1794SysjLZdQYNGiS4uLgIBQUF6jL2WyLdGbrvPumjjz4S6tevLyxfvlxjkMe+S6Q7Q/fdsrIyoVWrVkKrVq1En7GasO8yyNPJhAkThJo1awrFxcWi8o0bNwoAhEOHDgnFxcWCs7OzMHHiRNnz+/btKwQFBamP169fLwAQUlNTRefdvn1bACAsWLBAXdanTx+hWbNmsjoXLlwoABBu3ryp78sjskmG7rcViYuLEwAIt2/fVpex3xLpzlh99+LFi4Kzs7Pw3XffCevWrdMY5LHvEunO0H13//79AgDhyy+/fOq12XcFgWvydHDmzBk0b94cSqVSVB4WFqZ+/PLly8jPz1eXSc+7dOkSCgoK1OcDQMuWLUXn1atXD97e3urHy8+tqE4AOHv2rB6vjMh2GbrfViQlJQU+Pj6oXbu26Nrst0S6MUbfFQQBEyZMQHR0NIYMGVLptdl3iXRj6L77008/AQBcXV0xcOBAODk5oWbNmoiOjsb58+dl167ufZdBng6ysrLg6ekpKy8vy8rKQlZWlqhMep4gCLh//776fJVKhRo1amg8t7yuql6biOQM3W81WbNmDfbv34/Zs2fD3t5eq2sTkWbG6LsrV65ERkYGPvnkE72vTUSaGbrv3rp1CwAwbtw4+Pr6YufOnUhISMCZM2fQtWtX3LlzR6tr2zrl008hTRQKRZUeM/R52p5LRH8zRn8st3v3bkyZMgUjRozA66+/rvO1iUjOkH332rVrmDlzJpYtW4Y6deoY7NpEJGfIvltWVgYA6NixI9asWaN+PDQ0FK1bt8bKlSsxf/58ra9tqziSpwMvLy+NdwCys7MBPL5L4OXlBUDznYLs7GwoFAp4eHio6ysoKMCjR480nvvknYiqXJuI5Azdb5+0Z88exMTEICoqChs2bJB9eLDfEunO0H13ypQpCA0NxfDhw/HXX3/hr7/+Un/+Pnz4EA8ePNDq2kSkmTG+LwNAv379ROe1atUK9erVQ1pamlbXtnUM8nTQsmVLnDt3DiUlJaLyjIwMAI/vKDRp0gTOzs7qMul5gYGBcHJyUtf35PPL/fHHH8jMzERoaKjo2hXVWX5tIpIzdL8tt2fPHgwdOhTdu3fHtm3b4OjoqPHa7LdEujF03z1z5gyOHDmCWrVqqX+mTJkCAOjZsyf8/f1F12bfJdKNofuupjV25QRBgJ3d32EN+y64T54udu3aJQAQNm/eLCrv37+/KCXsc889J9SuXVvIyclRn3Pt2jXB0dFRmDFjhrosKytLcHJyEiZNmiSqb9GiRbItFD777DMBgHDkyBF1WXFxsdCiRQuhffv2Bn2dRLbE0P1WEARhz549gpOTk9CnTx8hPz+/wmuz3xLpztB9NzU1VUhJSRH9zJgxQwAgJCQkCD///LP6XPZdIt0Zuu/ev39fcHFxEaKiokT1nTx5UgAgzJs3T13GvsstFHQWFRUl1KpVS1i9erXw448/Ci+//LIAQFi/fr36nHPnzgk1a9YUunXrJuzatUvYvn27EBoaWulm6LNmzRL2798vfPTRR4JKpdK4GXqLFi0EPz8/YcOGDUJycrIwbNiwarW5I5GuDNlvf/75Z8HZ2Vlo1KiR8OOPPwqpqaminyf3+2G/JdKPoT9zpSraQoF9l0g/hu678fHxAgBhzJgxwv/+9z/hyy+/FPz8/ISGDRsKWVlZ6vPYdxnk6Sw3N1d44403hLp16wqOjo5CWFiYsGnTJtl5J06cEHr37i24uLgIbm5uwtChQ4VLly5prHP58uVC06ZNBUdHR6Fhw4ZCbGysUFRUJDvvjz/+EEaPHi14enoKTk5OQocOHYTk5GSDv0YiW2PIfhsbGysAqPAnJSVFdD77LZHujPGZ+6SKgjxBYN8l0ocx+u7nn38uhIaGCo6OjoKXl5cwatQo4caNG7LzqnvfVQiCIJhucigREREREREZExOvEBERERER2RAGeURERERERDaEQR4REREREZENYZBHRERERERkQxjkERERERER2RAGeURERERERDaEQR4REREREZENYZBHRERERERkQxjkERFRtRAdHQ0PDw/cuHFD9lh2djbq1auHzp07o6yszAytIyIiMhwGeUREVC2sWbMGSqUSEyZMkD322muvITc3F//5z39gZ8ePRiIism78JCMiomqhbt26+Oyzz5CUlIRVq1apyxMTE7Fp0yZ89NFHCAwMNGobSktLUVhYaNRrEBERMcgjIqJq47nnnsPIkSPxzjvv4OrVq8jKysKkSZMQFRWFyZMn48SJExgyZAg8PT3h5OSE1q1bY8uWLaI67t27h1dffRUhISGoWbMmateujV69euHnn38WnXf16lUoFAosWbIE8+fPR0BAAFQqFVJSUkz5komIqBpSmrsBREREprRy5UocOHAA48ePh4+PD4qKirB27VqkpKSgf//+aN++PRISEuDu7o7NmzfjH//4Bx49eoSxY8cCeLx+DwBiY2NRt25dPHz4EImJiejRowf27duHHj16iK63YsUKNG3aFPHx8XBzc0NQUJCJXzEREVU3CkEQBHM3goiIyJR2796NgQMHAgD++9//4sUXX0Tz5s3h7OyMY8eOQan8+x7o4MGDcfLkSdy8eVPjer3S0lIIgoD+/fvDzc0N27dvB/B4JC8gIABNmjTBuXPn4ODgYJoXR0RE1R6naxIRUbUzYMAAdOjQAUFBQXjxxRdx6dIlnD9/HqNGjQIAlJSUqH8GDhyIO3fu4MKFC+rnJyQkoE2bNnBycoJSqYSDgwP27duHc+fOya41ZMgQBnhERGRSDPKIiKhaUqlUcHR0BADcvXsXAPDOO+/AwcFB9PPqq68CADIzMwEAH3/8MSZPnoz27dtj27ZtOHLkCI4fP47+/fsjPz9fdp169eqZ6BURERE9xjV5RERU7Xl7ewMAZs6ciZiYGI3nNGvWDACwfv169OjRA//+979Fj+fm5mp8nkKhMGBLiYiIno5BHhERVXvNmjVDUFAQfvnlFyxcuLDScxUKBVQqlajs9OnTSE1NhZ+fnzGbSUREVCUM8oiIiACsWrUKAwYMQL9+/TB27FjUr18f2dnZOHfuHNLS0vDNN98AAKKjozFv3jzExsaie/fuuHDhAubOnYuAgACUlJSY+VUQERExyCMiIgIA9OzZE8eOHcOCBQswdepU3L9/H15eXggJCcFzzz2nPu/999/Ho0eP8MUXX2DJkiUICQlBQkICEhMTsX//fvO9ACIiov+PWygQERERERHZEGbXJCIiIiIisiEM8oiIiIiIiGwIgzwiIiIiIiIbwiCPiIiIiIjIhjDIIyIiIiIisiEM8oiIiIiIiGwIgzwiIiIiIiIbwiCPiIiIiIjIhjDIIyIiIiIisiEM8oiIiIiIiGwIgzwiIiIiIiIb8v8AljaCeKgavQ0AAAAASUVORK5CYII=", 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" ] }, "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": 0.00927, "end_time": "2025-12-18T22:46:06.854336", "exception": false, "start_time": "2025-12-18T22:46:06.845066", "status": "completed" }, "tags": [] }, "source": [ "## BaffinBay" ] }, { "cell_type": "code", "execution_count": 22, "id": "64bdc239-6eef-4838-93d4-340528c4cde1", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:06.874041Z", "iopub.status.busy": "2025-12-18T22:46:06.873836Z", "iopub.status.idle": "2025-12-18T22:46:07.128203Z", "shell.execute_reply": "2025-12-18T22:46:07.127742Z" }, "papermill": { "duration": 0.265678, "end_time": "2025-12-18T22:46:07.129493", "exception": false, "start_time": "2025-12-18T22:46:06.863815", "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": 0.011048, "end_time": "2025-12-18T22:46:07.152321", "exception": false, "start_time": "2025-12-18T22:46:07.141273", "status": "completed" }, "tags": [] }, "source": [ "## Maritime" ] }, { "cell_type": "code", "execution_count": 23, "id": "9215bd4f-3bb8-41b7-a4b5-98d228cedfc6", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:07.175127Z", "iopub.status.busy": "2025-12-18T22:46:07.174874Z", "iopub.status.idle": "2025-12-18T22:46:07.421574Z", "shell.execute_reply": "2025-12-18T22:46:07.421125Z" }, "papermill": { "duration": 0.259492, "end_time": "2025-12-18T22:46:07.422856", "exception": false, "start_time": "2025-12-18T22:46:07.163364", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'Maritime'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "248dd205-fc5c-486c-b405-87109b2bf2f4", "metadata": { "papermill": { "duration": 0.011194, "end_time": "2025-12-18T22:46:07.446263", "exception": false, "start_time": "2025-12-18T22:46:07.435069", "status": "completed" }, "tags": [] }, "source": [ "## SouthernOcean60S" ] }, { "cell_type": "code", "execution_count": 24, "id": "1bed67b9-8a1a-4852-b49d-9c646f161e85", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:07.468846Z", "iopub.status.busy": "2025-12-18T22:46:07.468351Z", "iopub.status.idle": "2025-12-18T22:46:07.732377Z", "shell.execute_reply": "2025-12-18T22:46:07.731955Z" }, "papermill": { "duration": 0.276774, "end_time": "2025-12-18T22:46:07.733763", "exception": false, "start_time": "2025-12-18T22:46:07.456989", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'SouthernOcean60S'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "afe8fb58-ac12-49a8-bf4d-6f108d49d309", "metadata": { "papermill": { "duration": 0.011742, "end_time": "2025-12-18T22:46:07.758215", "exception": false, "start_time": "2025-12-18T22:46:07.746473", "status": "completed" }, "tags": [] }, "source": [ "## EGreenlandIceland" ] }, { "cell_type": "code", "execution_count": 25, "id": "56262637-8837-49a4-969d-da4bc203a2b1", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:07.781648Z", "iopub.status.busy": "2025-12-18T22:46:07.781435Z", "iopub.status.idle": "2025-12-18T22:46:08.018653Z", "shell.execute_reply": "2025-12-18T22:46:08.018271Z" }, "papermill": { "duration": 0.250299, "end_time": "2025-12-18T22:46:08.019829", "exception": false, "start_time": "2025-12-18T22:46:07.769530", "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": 0.012296, "end_time": "2025-12-18T22:46:08.044932", "exception": false, "start_time": "2025-12-18T22:46:08.032636", "status": "completed" }, "tags": [] }, "source": [ "## GulfOfMexico" ] }, { "cell_type": "code", "execution_count": 26, "id": "c26c8ac6-187f-4649-bafa-47d69525784f", "metadata": { "execution": { "iopub.execute_input": "2025-12-18T22:46:08.070129Z", "iopub.status.busy": "2025-12-18T22:46:08.069891Z", "iopub.status.idle": "2025-12-18T22:46:08.318059Z", "shell.execute_reply": "2025-12-18T22:46:08.317632Z" }, "papermill": { "duration": 0.262516, "end_time": "2025-12-18T22:46:08.319472", "exception": false, "start_time": "2025-12-18T22:46:08.056956", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 24.035598, "end_time": "2025-12-18T22:46:09.870538", "environment_variables": {}, "exception": null, "input_path": "/glade/u/home/gmarques/libs/mom6-tools/mom6_tools/nb_templates/ts.ipynb", "output_path": "oml.ipynb", "parameters": { "long_name": "Thickness of the surface Ocean Boundary Layer calculated by [CVMix] KPP", "variable": "oml" }, "start_time": "2025-12-18T22:45:45.834940", "version": "2.6.0" } }, "nbformat": 4, "nbformat_minor": 5 }