{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Sea Ice Comparisons to Observations\n", "\n", "This script shows how to load and plot sea ice concentration from CICE output and compare it to the NSIDC CDR (National Snow and Ice Data Centre, Climate Data Record) dataset\n", "\n", "This notebook uses the _ACCESS-NRI Intake Catalog_ following the examples in [Tutorials/Using the Intake Catalog](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Using_Intake_Catalog.html). \n", "\n", "Requirements: The runs analysed here are only in access-nri-intake-catalog version 0.1.0 or newer. This is included in `conda/analysis3-23.10` or newer modules from `/g/data/hh5/public/modules`. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**OM2 Experiments:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are the ACCESS-OM2 runs we are going to use, we can compare results from prototype runs forced with ERA5 against normal runs using JRA55do, as [described on the ACCESS_HIVE](https://forum.access-hive.org.au/t/era-5-forced-access-om2-simulations/1103/5). To compare against the observational datasets, we use IAF (Inter-Annual Forcing). _N.B._ The JRA55do runs used here a slightly different to the typical (e.g. _025deg_jra55_iaf_omip2_cycle6_) in the model version used and the timeframes evaluated." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:30:27.593974Z", "iopub.status.busy": "2024-01-10T00:30:27.593168Z", "iopub.status.idle": "2024-01-10T00:30:27.607009Z", "shell.execute_reply": "2024-01-10T00:30:27.605954Z", "shell.execute_reply.started": "2024-01-10T00:30:27.593924Z" } }, "outputs": [], "source": [ "RUNS = {\n", " \"025deg_era5\": [\"025deg_era5_iaf\"], # (our name: run name(s))\n", " \"025deg_jra55\": [\"025deg_jra55_iaf_era5comparison\"],\n", " \"1deg_era5\": [\"1deg_era5_iaf\"],\n", " \"1deg_jra55\": [\"1deg_jra55_iaf_era5comparison\"],\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to look at Sea Ice Concentration and Sea Ice Volume" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:30:27.609801Z", "iopub.status.busy": "2024-01-10T00:30:27.609154Z", "iopub.status.idle": "2024-01-10T00:30:27.643996Z", "shell.execute_reply": "2024-01-10T00:30:27.643064Z", "shell.execute_reply.started": "2024-01-10T00:30:27.609759Z" } }, "outputs": [], "source": [ "VARS = [\"aice_m\", \"hi_m\" ] # ice area fraction or sea ice concentration, ice thickness averaged by grid cell area\n", "VARS_2D = [\"area_t\", \"geolat_t\", \"geolon_t\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observational Data:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sea Ice concentration is measured through passive microwave remote sensing. We are going to use the NSIDC CDR Dataset (described at [nsidc.org](https://nsidc.org/data/g02202/versions/4))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:30:27.645673Z", "iopub.status.busy": "2024-01-10T00:30:27.645259Z", "iopub.status.idle": "2024-01-10T00:30:27.653890Z", "shell.execute_reply": "2024-01-10T00:30:27.652913Z", "shell.execute_reply.started": "2024-01-10T00:30:27.645627Z" } }, "outputs": [], "source": [ "OBS_TIME_SLICE = slice(\"1979\", \"2022\")\n", "sh_obs_url = \"https://polarwatch.noaa.gov/erddap/griddap/nsidcG02202v4shmday\"\n", "nh_obs_url = \"https://polarwatch.noaa.gov/erddap/griddap/nsidcG02202v4nhmday\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Load depenencies:**" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:30:27.656834Z", "iopub.status.busy": "2024-01-10T00:30:27.656408Z", "iopub.status.idle": "2024-01-10T00:30:52.074336Z", "shell.execute_reply": "2024-01-10T00:30:52.069367Z", "shell.execute_reply.started": "2024-01-10T00:30:27.656789Z" } }, "outputs": [], "source": [ "from intake import cat\n", "from datatree import DataTree, map_over_subtree\n", "\n", "from dask.distributed import Client\n", "\n", "import xarray as xr\n", "import numpy as np\n", "from datetime import timedelta\n", "import cf_xarray as cfxr\n", "import xesmf\n", "\n", "# plotting\n", "import matplotlib.pyplot as plt\n", "import cartopy.crs as ccrs\n", "import cmocean.cm as cmo\n", "import matplotlib.lines as mlines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A standard way to calculate climatologies. (We start in 1991 as earlier decades are influenced by model spin-up for 0.25deg runs which only start in 1980.)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:30:52.085307Z", "iopub.status.busy": "2024-01-10T00:30:52.084882Z", "iopub.status.idle": "2024-01-10T00:30:52.089501Z", "shell.execute_reply": "2024-01-10T00:30:52.088835Z", "shell.execute_reply.started": "2024-01-10T00:30:52.085287Z" } }, "outputs": [], "source": [ "CLIMAT_TIME_SLICE = slice(\"1991\", \"2020\")\n", "\n", "\n", "def climatology(ds):\n", " return ds.sel(time=CLIMAT_TIME_SLICE).groupby(\"time.month\").mean(\"time\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Start a dask client" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:30:52.090280Z", "iopub.status.busy": "2024-01-10T00:30:52.090128Z", "iopub.status.idle": "2024-01-10T00:30:57.155880Z", "shell.execute_reply": "2024-01-10T00:30:57.153914Z", "shell.execute_reply.started": "2024-01-10T00:30:52.090264Z" } }, "outputs": [], "source": [ "client = Client(threads_per_worker=1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:30:57.163403Z", "iopub.status.busy": "2024-01-10T00:30:57.163074Z", "iopub.status.idle": "2024-01-10T00:30:57.307451Z", "shell.execute_reply": "2024-01-10T00:30:57.306735Z", "shell.execute_reply.started": "2024-01-10T00:30:57.163367Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "client" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Open the _ACCESS-NRI Intake Catalog_" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:30:57.308535Z", "iopub.status.busy": "2024-01-10T00:30:57.308322Z", "iopub.status.idle": "2024-01-10T00:30:58.196567Z", "shell.execute_reply": "2024-01-10T00:30:58.193875Z", "shell.execute_reply.started": "2024-01-10T00:30:57.308513Z" } }, "outputs": [], "source": [ "catalog = cat.access_nri" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load the ACCESS-OM2 results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For CICE data in OM2, we need to do some wrangling to make it easier to deal with. This is described in more detail in [DocumentedExamples/SeaIce_Plot_Example](https://cosima-recipes.readthedocs.io/en/latest/DocumentedExamples/SeaIce_Plot_Example.html). Its included in this function:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:30:58.202198Z", "iopub.status.busy": "2024-01-10T00:30:58.201707Z", "iopub.status.idle": "2024-01-10T00:30:58.213914Z", "shell.execute_reply": "2024-01-10T00:30:58.212432Z", "shell.execute_reply.started": "2024-01-10T00:30:58.202148Z" } }, "outputs": [], "source": [ "def open_by_name(name, vars):\n", " \"\"\"Return a dataset for the requested name and vars\"\"\"\n", " return (\n", " catalog[name]\n", " .search(variable=vars)\n", " .to_dask(\n", " xarray_open_kwargs={\n", " \"chunks\": {\"time\": \"auto\", \"ni\": -1, \"nj\": -1},\n", " \"decode_coords\": False,\n", " },\n", " xarray_combine_by_coords_kwargs={\n", " \"compat\": \"override\",\n", " \"data_vars\": \"minimal\",\n", " \"coords\": \"minimal\",\n", " },\n", " )\n", " )" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:30:58.216064Z", "iopub.status.busy": "2024-01-10T00:30:58.215616Z", "iopub.status.idle": "2024-01-10T00:30:58.228338Z", "shell.execute_reply": "2024-01-10T00:30:58.227214Z", "shell.execute_reply.started": "2024-01-10T00:30:58.216018Z" } }, "outputs": [], "source": [ "def open_by_experiment(exp_name, vars):\n", " \"\"\"Concatenate any datasets provided for this experiment into one ds, and add area and geo coordinates\"\"\"\n", "\n", " # get the data for each run of this config\n", " cice_ds = xr.concat(\n", " [open_by_name(iName, vars) for iName in RUNS[exp_name]], dim=\"time\"\n", " )\n", "\n", " # We also want the area/lat/lon fields, but these are not time dependent.\n", " area_ds = xr.merge(\n", " [\n", " xr.open_dataset(\n", " catalog[RUNS[exp_name][0]]\n", " .search(variable=iVar)\n", " .df.path[0]\n", " # path of the first file with the area field, the geolon field and the geolat field\n", " ).drop_vars(\"time\")\n", " for iVar in VARS_2D\n", " ]\n", " )\n", "\n", " # Label the lats and lons\n", " cice_ds.coords[\"ni\"] = area_ds[\"xt_ocean\"].values\n", " cice_ds.coords[\"nj\"] = area_ds[\"yt_ocean\"].values\n", "\n", " # Copy attributes for cf compliance\n", " cice_ds.ni.attrs = area_ds.xt_ocean.attrs\n", " cice_ds.nj.attrs = area_ds.yt_ocean.attrs\n", "\n", " cice_ds = cice_ds.rename(({\"ni\": \"xt_ocean\", \"nj\": \"yt_ocean\"}))\n", "\n", " # Add the geolon, geolat, and area as extra co-ordinates fields from area_t\n", "\n", " cice_ds = cice_ds.assign_coords(\n", " {\n", " \"geolat_t\": area_ds.geolat_t,\n", " \"geolon_t\": area_ds.geolon_t,\n", " \"area_t\": area_ds.area_t,\n", " }\n", " )\n", "\n", " # cice timestamps are also misleading:\n", " cice_ds[\"time\"] = cice_ds.time.to_pandas() - timedelta(minutes=1)\n", "\n", " return cice_ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the dimensions are different for different experiments, they would not fit in a Dataset, a DataTree is required. The DataTree has a group for each experiment, which contains a xarray dataset with the data for that experiment. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:30:58.230394Z", "iopub.status.busy": "2024-01-10T00:30:58.229780Z", "iopub.status.idle": "2024-01-10T00:32:26.013192Z", "shell.execute_reply": "2024-01-10T00:32:26.012306Z", "shell.execute_reply.started": "2024-01-10T00:30:58.230355Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.3.0\n", "CPU times: user 35.8 s, sys: 3.29 s, total: 39 s\n", "Wall time: 1min 27s\n" ] } ], "source": [ "%%time\n", "\n", "si_name_ds_pairs = [(iRun, open_by_experiment(iRun, VARS)) for iRun in RUNS.keys()]\n", "\n", "si_dt = DataTree.from_dict(dict(si_name_ds_pairs))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:32:26.017756Z", "iopub.status.busy": "2024-01-10T00:32:26.016944Z", "iopub.status.idle": "2024-01-10T00:32:26.022740Z", "shell.execute_reply": "2024-01-10T00:32:26.022108Z", "shell.execute_reply.started": "2024-01-10T00:32:26.017721Z" } }, "outputs": [], "source": [ "@map_over_subtree\n", "def match_timestamps_to_CDR(ds):\n", " cice_ds = ds.copy()\n", "\n", " # we are going to use the same timestamps as NSIDC\n", " cice_ds[\"time\"] = [\n", " np.datetime64(str(i)[0:7] + \"-01T00:00:00.000000000\")\n", " for i in cice_ds.time.values\n", " ]\n", "\n", " return cice_ds" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:32:26.023941Z", "iopub.status.busy": "2024-01-10T00:32:26.023596Z", "iopub.status.idle": "2024-01-10T00:32:26.045437Z", "shell.execute_reply": "2024-01-10T00:32:26.044896Z", "shell.execute_reply.started": "2024-01-10T00:32:26.023919Z" } }, "outputs": [], "source": [ "si_dt = match_timestamps_to_CDR(si_dt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is a datatree, with a dataset for each experiment and timestamps which align with the observational timestamps" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:32:26.048719Z", "iopub.status.busy": "2024-01-10T00:32:26.048313Z", "iopub.status.idle": "2024-01-10T00:32:26.148388Z", "shell.execute_reply": "2024-01-10T00:32:26.147609Z", "shell.execute_reply.started": "2024-01-10T00:32:26.048695Z" }, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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<xarray.DatasetView>\n",
       "Dimensions:  ()\n",
       "Data variables:\n",
       "    *empty*
" ], "text/plain": [ "DataTree('None', parent=None)\n", "├── DataTree('025deg_era5')\n", "│ Dimensions: (time: 523, yt_ocean: 1080, xt_ocean: 1440)\n", "│ Coordinates:\n", "│ * time (time) datetime64[ns] 1980-01-01 1980-02-01 ... 2023-07-01\n", "│ * xt_ocean (xt_ocean) float64 -279.9 -279.6 -279.4 ... 79.38 79.62 79.88\n", "│ * yt_ocean (yt_ocean) float64 -81.08 -80.97 -80.87 ... 89.74 89.84 89.95\n", "│ geolat_t (yt_ocean, xt_ocean) float32 ...\n", "│ geolon_t (yt_ocean, xt_ocean) float32 ...\n", "│ area_t (yt_ocean, xt_ocean) float32 ...\n", "│ Data variables:\n", "│ hi_m (time, yt_ocean, xt_ocean) float32 dask.array\n", "│ aice_m (time, yt_ocean, xt_ocean) float32 dask.array\n", "│ Attributes: (12/17)\n", "│ title: sea ice model output for CICE\n", "│ contents: Diagnostic and Prognostic Varia...\n", "│ source: Los Alamos Sea Ice Model (CICE)...\n", "│ time_period_freq: month_1\n", "│ comment3: seconds elapsed into model date...\n", "│ conventions: CF-1.0\n", "│ ... ...\n", "│ intake_esm_attrs:variable_standard_name: ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,...\n", "│ intake_esm_attrs:variable_cell_methods: ,,,,,,,,,,,,,,,,,,time: mean,ti...\n", "│ intake_esm_attrs:variable_units: days since 1980-01-01 00:00:00,...\n", "│ intake_esm_attrs:file_id: iceh_XXXX_XX\n", "│ intake_esm_attrs:_data_format_: netcdf\n", "│ intake_esm_dataset_key: iceh_XXXX_XX.1mon\n", "├── DataTree('025deg_jra55')\n", "│ Dimensions: (time: 523, yt_ocean: 1080, xt_ocean: 1440)\n", "│ Coordinates:\n", "│ * time (time) datetime64[ns] 1980-01-01 1980-02-01 ... 2023-07-01\n", "│ * xt_ocean (xt_ocean) float64 -279.9 -279.6 -279.4 ... 79.38 79.62 79.88\n", "│ * yt_ocean (yt_ocean) float64 -81.08 -80.97 -80.87 ... 89.74 89.84 89.95\n", "│ geolat_t (yt_ocean, xt_ocean) float32 ...\n", "│ geolon_t (yt_ocean, xt_ocean) float32 ...\n", "│ area_t (yt_ocean, xt_ocean) float32 ...\n", "│ Data variables:\n", "│ hi_m (time, yt_ocean, xt_ocean) float32 dask.array\n", "│ aice_m (time, yt_ocean, xt_ocean) float32 dask.array\n", "│ Attributes: (12/17)\n", "│ title: sea ice model output for CICE\n", "│ contents: Diagnostic and Prognostic Varia...\n", "│ source: Los Alamos Sea Ice Model (CICE)...\n", "│ time_period_freq: month_1\n", "│ comment3: seconds elapsed into model date...\n", "│ conventions: CF-1.0\n", "│ ... ...\n", "│ intake_esm_attrs:variable_standard_name: ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,...\n", "│ intake_esm_attrs:variable_cell_methods: ,,,,,,,,,,,,,,,,,,time: mean,ti...\n", "│ intake_esm_attrs:variable_units: days since 1980-01-01 00:00:00,...\n", "│ intake_esm_attrs:file_id: iceh_XXXX_XX\n", "│ intake_esm_attrs:_data_format_: netcdf\n", "│ intake_esm_dataset_key: iceh_XXXX_XX.1mon\n", "├── DataTree('1deg_era5')\n", "│ Dimensions: (time: 708, yt_ocean: 300, xt_ocean: 360)\n", "│ Coordinates:\n", "│ * time (time) datetime64[ns] 1960-01-01 1960-02-01 ... 2018-12-01\n", "│ * xt_ocean (xt_ocean) float64 -279.5 -278.5 -277.5 -276.5 ... 77.5 78.5 79.5\n", "│ * yt_ocean (yt_ocean) float64 -77.88 -77.63 -77.38 ... 88.87 89.32 89.77\n", "│ geolat_t (yt_ocean, xt_ocean) float32 ...\n", "│ geolon_t (yt_ocean, xt_ocean) float32 ...\n", "│ area_t (yt_ocean, xt_ocean) float32 ...\n", "│ Data variables:\n", "│ hi_m (time, yt_ocean, xt_ocean) float32 dask.array\n", "│ aice_m (time, yt_ocean, xt_ocean) float32 dask.array\n", "│ Attributes: (12/17)\n", "│ title: sea ice model output for CICE\n", "│ contents: Diagnostic and Prognostic Varia...\n", "│ source: Los Alamos Sea Ice Model (CICE)...\n", "│ time_period_freq: month_1\n", "│ comment3: seconds elapsed into model date...\n", "│ conventions: CF-1.0\n", "│ ... ...\n", "│ intake_esm_attrs:variable_standard_name: ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,...\n", "│ intake_esm_attrs:variable_cell_methods: ,,,,,,,,,,,,,,,,,,time: mean,ti...\n", "│ intake_esm_attrs:variable_units: days since 1960-01-01 00:00:00,...\n", "│ intake_esm_attrs:file_id: iceh_XXXX_XX\n", "│ intake_esm_attrs:_data_format_: netcdf\n", "│ intake_esm_dataset_key: iceh_XXXX_XX.1mon\n", "└── DataTree('1deg_jra55')\n", " Dimensions: (time: 720, yt_ocean: 300, xt_ocean: 360)\n", " Coordinates:\n", " * time (time) datetime64[ns] 1959-01-01 1959-02-01 ... 2019-12-01\n", " * xt_ocean (xt_ocean) float64 -279.5 -278.5 -277.5 -276.5 ... 77.5 78.5 79.5\n", " * yt_ocean (yt_ocean) float64 -77.88 -77.63 -77.38 ... 88.87 89.32 89.77\n", " geolat_t (yt_ocean, xt_ocean) float32 ...\n", " geolon_t (yt_ocean, xt_ocean) float32 ...\n", " area_t (yt_ocean, xt_ocean) float32 ...\n", " Data variables:\n", " hi_m (time, yt_ocean, xt_ocean) float32 dask.array\n", " aice_m (time, yt_ocean, xt_ocean) float32 dask.array\n", " Attributes: (12/16)\n", " title: sea ice model output for CICE\n", " contents: Diagnostic and Prognostic Varia...\n", " source: Los Alamos Sea Ice Model (CICE)...\n", " time_period_freq: month_1\n", " comment3: seconds elapsed into model date...\n", " conventions: CF-1.0\n", " ... ...\n", " intake_esm_attrs:variable_long_name: boundaries for time-averaging i...\n", " intake_esm_attrs:variable_standard_name: ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,...\n", " intake_esm_attrs:variable_cell_methods: ,,,,,,,,,,,,,,,,,,time: mean,ti...\n", " intake_esm_attrs:file_id: iceh_XXXX_XX\n", " intake_esm_attrs:_data_format_: netcdf\n", " intake_esm_dataset_key: iceh_XXXX_XX.1mon" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "si_dt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load the observational dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The CDR dataset has the area of each grid cell provided as a seperate file, which we need to load" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:32:26.149690Z", "iopub.status.busy": "2024-01-10T00:32:26.149168Z", "iopub.status.idle": "2024-01-10T00:32:26.158605Z", "shell.execute_reply": "2024-01-10T00:32:26.157507Z", "shell.execute_reply.started": "2024-01-10T00:32:26.149665Z" } }, "outputs": [], "source": [ "def open_cdr_dataset(path, area_file):\n", " ds = xr.open_dataset(path).rename(\n", " {'cdr_seaice_conc_monthly': 'cdr_conc', 'xgrid':'x','ygrid':'y'}\n", " )\n", "\n", " # # we also need the area of each gridcell\n", " areasNd = np.fromfile(area_file, dtype=np.int32).reshape(\n", " ds.cdr_conc.isel(time=0).shape\n", " )\n", " # # Divide by 1000 to get km2 (https://web.archive.org/web/20170817210544/http://nsidc.org/data/polar-stereo/tools_geo_pixel.html#pixel_area)\n", " areasKmNd_sh = areasNd / 1000\n", " \n", " ds[\"area\"] = xr.DataArray(areasKmNd_sh, dims=[\"y\", \"x\"])\n", " ds = ds.set_coords(\"area\")\n", "\n", " ds = ds.cdr_conc\n", " ds = ds.where(ds<=1) # convert error codes to Nan\n", "\n", " return ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can pull the datasets direct from the url, however the cell area needs to be downloaded seperately:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:32:26.160686Z", "iopub.status.busy": "2024-01-10T00:32:26.160486Z", "iopub.status.idle": "2024-01-10T00:32:26.381794Z", "shell.execute_reply": "2024-01-10T00:32:26.380484Z", "shell.execute_reply.started": "2024-01-10T00:32:26.160666Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File ‘pss25area_v3.dat’ already there; not retrieving.\n", "File ‘psn25area_v3.dat’ already there; not retrieving.\n" ] } ], "source": [ "!wget --ftp-user=anonymous -nc ftp://sidads.colorado.edu/DATASETS/seaice/polar-stereo/tools/pss25area_v3.dat ftp://sidads.colorado.edu/DATASETS/seaice/polar-stereo/tools/psn25area_v3.dat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are interested in the Antarctic, but the lines for the Arctic are below and commented out." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:32:26.384299Z", "iopub.status.busy": "2024-01-10T00:32:26.383687Z", "iopub.status.idle": "2024-01-10T00:36:09.375334Z", "shell.execute_reply": "2024-01-10T00:36:09.373918Z", "shell.execute_reply.started": "2024-01-10T00:32:26.384243Z" } }, "outputs": [], "source": [ "sh_cdr_xr = open_cdr_dataset(sh_obs_url, \"pss25area_v3.dat\")\n", "\n", "# nh_cdr_xr = open_cdr_dataset(\n", "# nh_obs_url,\n", "# 'psn25area_v3.dat'\n", "# )\n", "\n", "cdr_dt = DataTree.from_dict(\n", " {\n", " \"cdr_sh\": sh_cdr_xr,\n", " # 'cdr_nh':nh_cdr_xr\n", " }\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is a datatree, with a datasets for the relevant hemisphere" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Calculate Sea Ice Area" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sea ice area is the circumpolar sum of sea ice concentration multiplied by the area of each grid cell. By convention, and because lower concentrations are not accurate when measured through remote sensing, concentrations below 0.15 are not included" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:09.376605Z", "iopub.status.busy": "2024-01-10T00:36:09.376421Z", "iopub.status.idle": "2024-01-10T00:36:09.383465Z", "shell.execute_reply": "2024-01-10T00:36:09.382797Z", "shell.execute_reply.started": "2024-01-10T00:36:09.376586Z" } }, "outputs": [], "source": [ "def sea_ice_area(sic, area, range=[0.15, 1]):\n", " return (sic * area).where((sic >= range[0]) * (sic <= range[1])).cf.sum([\"X\", \"Y\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate for observational data, and remove gaps with missing data" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:09.384313Z", "iopub.status.busy": "2024-01-10T00:36:09.384158Z", "iopub.status.idle": "2024-01-10T00:36:09.392936Z", "shell.execute_reply": "2024-01-10T00:36:09.392245Z", "shell.execute_reply.started": "2024-01-10T00:36:09.384297Z" } }, "outputs": [], "source": [ "@map_over_subtree\n", "def sea_ice_area_obs(ds):\n", " sic = ds.cdr_conc\n", " result = sea_ice_area(sic, sic.area).to_dataset(name=\"cdr_area\")\n", "\n", " # Theres a couple of data gaps which should be nan\n", " result.loc[{\"time\": \"1988-01-01\"}] = np.nan\n", " result.loc[{\"time\": \"1987-12\"}] = np.nan\n", "\n", " return result.sel(time=OBS_TIME_SLICE)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:09.393783Z", "iopub.status.busy": "2024-01-10T00:36:09.393588Z", "iopub.status.idle": "2024-01-10T00:36:10.104788Z", "shell.execute_reply": "2024-01-10T00:36:10.103611Z", "shell.execute_reply.started": "2024-01-10T00:36:09.393763Z" } }, "outputs": [], "source": [ "obs_area_dt = sea_ice_area_obs(cdr_dt)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:10.107455Z", "iopub.status.busy": "2024-01-10T00:36:10.106412Z", "iopub.status.idle": "2024-01-10T00:36:10.111561Z", "shell.execute_reply": "2024-01-10T00:36:10.110480Z", "shell.execute_reply.started": "2024-01-10T00:36:10.107404Z" } }, "outputs": [], "source": [ "# Theres another gap which should be nan in the arctic only\n", "# obs_area_dt['cdr_nh'].to_dataset().loc[{'time':'1984-07'}]=np.nan" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate for model data, limit to southern hemisphere / Antarctica" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:10.113820Z", "iopub.status.busy": "2024-01-10T00:36:10.113067Z", "iopub.status.idle": "2024-01-10T00:36:10.124678Z", "shell.execute_reply": "2024-01-10T00:36:10.123655Z", "shell.execute_reply.started": "2024-01-10T00:36:10.113771Z" } }, "outputs": [], "source": [ "@map_over_subtree\n", "def sea_ice_area_model_sh(ds):\n", " sic = ds.aice_m.cf.sel(Y=slice(-90, 0))\n", " area_km2 = ds.area_t / 1e6\n", "\n", " return sea_ice_area(sic, area_km2).to_dataset(name=\"si_area\").load()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:10.126961Z", "iopub.status.busy": "2024-01-10T00:36:10.126119Z", "iopub.status.idle": "2024-01-10T00:36:28.663179Z", "shell.execute_reply": "2024-01-10T00:36:28.662062Z", "shell.execute_reply.started": "2024-01-10T00:36:10.126913Z" } }, "outputs": [], "source": [ "model_area_dt = sea_ice_area_model_sh(si_dt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sea Ice Area Trends" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to compare the trends in the minima and maxima over time, and the monthly climatology" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:28.664719Z", "iopub.status.busy": "2024-01-10T00:36:28.664457Z", "iopub.status.idle": "2024-01-10T00:36:29.160899Z", "shell.execute_reply": "2024-01-10T00:36:29.159803Z", "shell.execute_reply.started": "2024-01-10T00:36:28.664691Z" } }, "outputs": [], "source": [ "@map_over_subtree\n", "def min_and_max(ds):\n", " def min_and_max_year(da):\n", " result = xr.Dataset()\n", " result[\"min\"] = da.min()\n", " result[\"max\"] = da.max()\n", " return result\n", "\n", " annual_min_max_ds = ds.si_area.groupby(\"time.year\").apply(min_and_max_year)\n", " return annual_min_max_ds\n", "\n", "\n", "model_min_max_dt = min_and_max(model_area_dt)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:29.162016Z", "iopub.status.busy": "2024-01-10T00:36:29.161836Z", "iopub.status.idle": "2024-01-10T00:36:29.789709Z", "shell.execute_reply": "2024-01-10T00:36:29.789011Z", "shell.execute_reply.started": "2024-01-10T00:36:29.161998Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for iGroup in model_min_max_dt.groups[1:]:\n", " ds = model_min_max_dt[iGroup].ds\n", " ds[\"min\"].plot(label=iGroup[1:])\n", "\n", "obs_area_dt[\"cdr_sh\"].ds.cdr_area.groupby(\"time.year\").min().plot(label=\"CDR\")\n", "\n", "plt.title(\"Trends in Sea-Ice Minima\")\n", "plt.ylabel(\"Sea-Ice Area ($km^2$)\")\n", "\n", "_ = plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that all models have sea ice area which is too low in summer. Model runs forced by JRA have more variability than those forced by ERA5 and are slightly closer to the measured sea ice area from observations." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:29.790626Z", "iopub.status.busy": "2024-01-10T00:36:29.790454Z", "iopub.status.idle": "2024-01-10T00:36:30.054204Z", "shell.execute_reply": "2024-01-10T00:36:30.053076Z", "shell.execute_reply.started": "2024-01-10T00:36:29.790609Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for iGroup in model_min_max_dt.groups[1:]:\n", " ds = model_min_max_dt[iGroup].ds.sel(\n", " year=slice(1950, 2022)\n", " ) # drop 2023 because its incomplete\n", " ds[\"max\"].plot(label=iGroup[1:])\n", "\n", "obs_area_dt[\"cdr_sh\"].ds.cdr_area.groupby(\"time.year\").max().plot(label=\"CDR\")\n", "\n", "plt.title(\"Trends in Sea-Ice Maxima\")\n", "plt.ylabel(\"Sea-Ice Area ($km^2$)\")\n", "\n", "_ = plt.legend()" ] }, { "cell_type": "markdown", "metadata": { "execution": { "iopub.execute_input": "2023-12-08T03:00:12.062280Z", "iopub.status.busy": "2023-12-08T03:00:12.060174Z", "iopub.status.idle": "2023-12-08T03:00:12.075164Z", "shell.execute_reply": "2023-12-08T03:00:12.073582Z", "shell.execute_reply.started": "2023-12-08T03:00:12.062204Z" } }, "source": [ "We see that the closest runs are those forced by ERA5, and the runs forced by JRA55 are under representing Winter sea ice." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:30.055174Z", "iopub.status.busy": "2024-01-10T00:36:30.054994Z", "iopub.status.idle": "2024-01-10T00:36:30.313014Z", "shell.execute_reply": "2024-01-10T00:36:30.312239Z", "shell.execute_reply.started": "2024-01-10T00:36:30.055156Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for iGroup in model_area_dt.groups[1:]:\n", " climatology(model_area_dt[iGroup].ds.si_area).plot(label=iGroup[1:])\n", "\n", "climatology(obs_area_dt[\"cdr_sh\"].ds.cdr_area).plot(label=\"CDR\")\n", "\n", "plt.title(\"Climatology of Sea-Ice Area\")\n", "plt.ylabel(\"Sea-Ice Area ($km^2$)\")\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": { "execution": { "iopub.execute_input": "2023-12-08T03:01:35.360367Z", "iopub.status.busy": "2023-12-08T03:01:35.359044Z", "iopub.status.idle": "2023-12-08T03:01:35.370817Z", "shell.execute_reply": "2023-12-08T03:01:35.369364Z", "shell.execute_reply.started": "2023-12-08T03:01:35.360297Z" } }, "source": [ "We see all model runs have too low sea ice in summer, and grow faster than observations in autumn and earlier that the observed maximum." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sea Ice Concentration Anomalies" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To examine the differences between the model results and observations, we calculate difference in each grid cell between observations and each experiment\n", "\n", "As that data are on different grids, we need to regrid to compare the datasets\n", "\n", "Lets simplify a little to only look at 0.25 degree results" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:30.314109Z", "iopub.status.busy": "2024-01-10T00:36:30.313904Z", "iopub.status.idle": "2024-01-10T00:36:30.317836Z", "shell.execute_reply": "2024-01-10T00:36:30.317099Z", "shell.execute_reply.started": "2024-01-10T00:36:30.314091Z" } }, "outputs": [], "source": [ "groups = (\"/025deg_era5\", \"/025deg_jra55\")" ] }, { "cell_type": "markdown", "metadata": { "execution": { "iopub.execute_input": "2023-12-08T03:05:37.422498Z", "iopub.status.busy": "2023-12-08T03:05:37.421532Z", "iopub.status.idle": "2023-12-08T03:05:37.432650Z", "shell.execute_reply": "2023-12-08T03:05:37.431031Z", "shell.execute_reply.started": "2023-12-08T03:05:37.422430Z" } }, "source": [ "The lat/lon of of each cell in the observational dataset are in a different file:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:30.318764Z", "iopub.status.busy": "2024-01-10T00:36:30.318605Z", "iopub.status.idle": "2024-01-10T00:36:30.543796Z", "shell.execute_reply": "2024-01-10T00:36:30.542462Z", "shell.execute_reply.started": "2024-01-10T00:36:30.318747Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File ‘G02202-cdr-ancillary-sh.nc’ already there; not retrieving.\n", "\n" ] } ], "source": [ "! wget -nc https://noaadata.apps.nsidc.org/NOAA/G02202_V4/ancillary/G02202-cdr-ancillary-sh.nc" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:30.546873Z", "iopub.status.busy": "2024-01-10T00:36:30.545869Z", "iopub.status.idle": "2024-01-10T00:36:30.589958Z", "shell.execute_reply": "2024-01-10T00:36:30.589119Z", "shell.execute_reply.started": "2024-01-10T00:36:30.546807Z" }, "scrolled": true }, "outputs": [], "source": [ "cdr_sps_ds = xr.open_dataset(\"G02202-cdr-ancillary-sh.nc\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now build the re-gridder. This is described in detail in [DocumentedExamples/Regridding](https://cosima-recipes.readthedocs.io/en/latest/DocumentedExamples/Regridding.html)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:30.591352Z", "iopub.status.busy": "2024-01-10T00:36:30.590996Z", "iopub.status.idle": "2024-01-10T00:36:48.903339Z", "shell.execute_reply": "2024-01-10T00:36:48.902099Z", "shell.execute_reply.started": "2024-01-10T00:36:30.591324Z" } }, "outputs": [], "source": [ "regridder_ACCESSOM2_025deg_sh = xesmf.Regridder(\n", " si_dt[\"025deg_era5\"].ds.isel(time=0).drop_vars([\"xt_ocean\", \"yt_ocean\"]),\n", " cdr_sps_ds,\n", " \"bilinear\",\n", " periodic=True,\n", " unmapped_to_nan=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:48.904752Z", "iopub.status.busy": "2024-01-10T00:36:48.904562Z", "iopub.status.idle": "2024-01-10T00:36:53.582017Z", "shell.execute_reply": "2024-01-10T00:36:53.581231Z", "shell.execute_reply.started": "2024-01-10T00:36:48.904731Z" } }, "outputs": [], "source": [ "aice_sh_3976_ds = xr.Dataset()\n", "aice_sh_anom_ds = xr.Dataset()\n", "\n", "for iG in groups:\n", " aice_sh_3976_ds[iG] = regridder_ACCESSOM2_025deg_sh(\n", " si_dt[iG].ds.aice_m.copy()\n", " )\n", " aice_sh_anom_ds[iG] = aice_sh_3976_ds[iG] - cdr_dt[\"cdr_sh\"].ds.cdr_conc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now plot the difference between modelled and observed sea ice concentration" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:36:53.583063Z", "iopub.status.busy": "2024-01-10T00:36:53.582880Z", "iopub.status.idle": "2024-01-10T00:37:06.983358Z", "shell.execute_reply": "2024-01-10T00:37:06.982495Z", "shell.execute_reply.started": "2024-01-10T00:36:53.583045Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.10/lib/python3.10/site-packages/distributed/client.py:3162: UserWarning: Sending large graph of size 217.46 MiB.\n", "This may cause some slowdown.\n", "Consider scattering data ahead of time and using futures.\n", " warnings.warn(\n", "/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.10/lib/python3.10/site-packages/distributed/client.py:3162: UserWarning: Sending large graph of size 217.46 MiB.\n", "This may cause some slowdown.\n", "Consider scattering data ahead of time and using futures.\n", " warnings.warn(\n", "/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.10/lib/python3.10/site-packages/distributed/client.py:3162: UserWarning: Sending large graph of size 217.46 MiB.\n", "This may cause some slowdown.\n", "Consider scattering data ahead of time and using futures.\n", " warnings.warn(\n", "/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.10/lib/python3.10/site-packages/distributed/client.py:3162: UserWarning: Sending large graph of size 217.46 MiB.\n", "This may cause some slowdown.\n", "Consider scattering data ahead of time and using futures.\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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HB1mlUsm1a9eWn3766VJn+BAEoWaQZPm/Dj+C8J8ffviBp556iv3799OpU6fKDkcQhNt0O3U5LS0NZ2dnFi9ezIsvvljBEQqCIBRWLW/rC3fPmjVriI6OJigoCIVCwcGDB5k3bx4PPPCASEwFoRq5G3X54MGD5n6rBVfPEgRBuJdEcoppdRWj0VhiGZWqZn5UDg4O/Pjjj8yaNYusrCy8vb0ZNWoUs2bNMpfJX8mnOAqFQoygFaoEUZfvrC4PHz4cg8HAJ598UuoAJUEQhIoibusDo0aN4ptvvimxzP36MV25cgV/f/8Sy0ydOrXca3cLQkUQdbl4oi4LglBdiOQU05f2rZPE36qoKW3uB1qtllOnTpVYpnbt2hZT7whCZRF1uXiiLguCUF2I5FQQBEEQBEGoMkRHQUEQBEEQBKHKKPPIgNzcXLRabUXGIgjVlkajwdraurLDKDdRrwWheNW1XgtCdVem5DQ3Nxc/X1/iCqyMIgjCTV5eXly+fLlaXchEvRaEklXHei0INUGZklOtVktcfDxnT53CwcGhomMShGolIyODpi1aoNVqq9VFTNRrQSheda3XglATlGvCPwcHBxzFRUwQahRRrwVBEISqRAyIEgRBEARBEKoMkZwKgiAIgiAIVYZITgVBEARBEIQqQySngiAIgiAIQpUhklNBEARBEAShyhDJqSAIgiAIglBliORUEARBEARBqDJEcioIgiAIgiBUGSI5FQRBEARBEKoMkZwKgiAIgiAIVYZITgVBEARBEIQqQySngiAIgiAIQpUhklNBEARBEAShyhDJqSAIgiAIglBliORUEARBEARBqDJEcioIgiAIgiBUGSI5FQRBEARBEKoMkZwKgiAIgiAIVYZITgVBEARBEIQqQySngiAIgiAIQpUhklNBEARBEAShyhDJqSAIgiAIglBliORUEARBEARBqDJEcioIgiAIgiBUGSI5FQRBEARBEKqMGpGcOrq5VXYIgiDcZaJeC4Ig3J9qRHKanpRU2SEIgnCXiXotCIJwf6oRyakgCIIgCIJQM4jkVBAEQRAEQagyRHIqCIIgCIIgVBkiORUEQRAEQRCqDJGcCoIgCIIgCADExcUxYsQIateujUqlQqlUWjzuBdU9eRdBEARBEAShyhs1ahRRUVG89957eHt7I0nSPY9BJKeCIAiCIAgCAPv27WPv3r20atWq0mIQt/UFQRAEQRAEAHx8fJBluVJjEMmpIAiCIAiCAMCCBQt46623uHLlSqXFIG7rC4IgCIIgCAAMHTqU7OxsGjRogK2tLWq12uL15OTkCo9BJKeCIAiCIAgCYGo5rWwiORUEQRAEQRAAeOaZZyo7BJGcCoIgCIIgCDcZDAZ+//13zp07hyRJNG3alEGDBol5TgVBEARBEIR7KyIigv79+xMdHU3jxo2RZZmLFy/i4+PDX3/9RYMGDSo8BjFaXxAEoQRnbySYH4Ig1HzLli3D398fa2tr2rRpw969e0ssv3r1alq2bImtrS3e3t6MHj2apKQk8+urVq1CkqRCj9zc3Io+ldsyceJEGjRowLVr1zh27BjHjx8nKioKf39/Jk6ceE9iEMmpIAiCIAgC8NNPPzFp0iSmTJnC8ePH6dKlC/369SMqKqrI8vv27WPkyJGMGTOGsLAwfvnlF44cOcLYsWMtyjk6OhITE2PxsLa2vhenVG67d+/mo48+wtXV1bzNzc2NuXPnsnv37nsSg7itLwiCUEa3tp42rV2r2NeKKiMIQtX26aefMmbMGHNyuWDBArZs2cJnn33GnDlzCpU/ePAgfn5+5hZFf39/nnvuOT766COLcpIk4eXlVfEncBdYWVmRkZFRaHtmZiYajeaexCCSU0EQhDskbvkL94vc3Fy0Wm1lh1EusiwXWh/eysoKKysri21arZajR4/y1ltvWWzv3bs3Bw4cKPLYnTp1YsqUKWzcuJF+/foRHx/P2rVrGTBggEW5zMxMfH19MRgMtGrVipkzZxIcHHwXzu7uGzhwIOPHj2fFihW0b98egEOHDjFhwgQGDRp0T2IQyakgCEIxSks6RVIq3E9yc3Oxt3fBYKiafSWLY29vT2ZmpsW2qVOnMm3aNIttiYmJGAwGPD09LbZ7enoSGxtb5LE7derE6tWrGTp0KLm5uej1egYNGsTixYvNZQIDA1m1ahVBQUGkp6ezcOFCQkNDOXnyJAEBAXfnJO+iRYsW8cwzz9CxY0fzBPz557Vw4cJ7EoNITgVBEIpwNxJPcUtfqEm0Wi0GQy51/AehUKhL36EKMBp1RF/+g2vXruHo6GjefmuraUG3trIW1fKa7+zZs0ycOJH333+fPn36EBMTw+uvv86ECRNYsWIFACEhIYSEhJj3CQ0NpXXr1ixevJhFixbdyelVCGdnZ9avX094eDjnz59HlmWaNm1Kw4YN71kMIjkVBEG4hWgRFYTiKRRqFMrqkZzmc3R0tEhOi+Lu7o5SqSzUShofH1+oNTXfnDlzCA0N5fXXXwegRYsW2NnZ0aVLF2bNmoW3t3ehfRQKBe3atSM8PPw2z+beCAgIqLSWXZGcVnWyFoV8EYlMJNLQS52RsUVBAjKOIJVxtJ+cjkK+BIBR8gfJqQKDFgShRLIRBRFIchKQh1FqiCzVBTnN9HpZ66eci0KOQCIPo1QPWRIttYJwuzQaDW3atGHbtm0MGTLEvH3btm0MHjy4yH2ys7NRqSxTqfyJ6mVZLnIfWZY5ceIEQUFBdynyOzd58mRmzpyJnZ0dkydPLrHsp59+WuHx3HFy6ujmRnqB+byquvTIMAAcGzQr12uVQWnchZXhYxQkEx2jZ91fmXz9g4awi7H41HFgSH9r+g94nibNnsbO3gGAnJwclEql+ZZFUtxOrlz8hJycG7g6SzQP1GBvq0AvtUWrfAWjVL8yT1Gooqpbva5OFMYwrA0zUXAVgLgEPZ9978/xs7bYaBJ4tO8Nejw4CSv7YaAo+tZjTtYFkqJnkJ0ZgZ2Nnnp1VNjZKDAQgFY5EYOi7b08JUGoMSZPnsyIESNo27YtHTt25IsvviAqKooJEyYA8PbbbxMdHc23334LwEMPPcS4ceP47LPPzLf1J02aRPv27alduzYA06dPJyQkhICAANLT01m0aBEnTpxg6dKllXaetzp+/Dg6nc78d2W74+S0Ol3A8pPP/L+LS0ILlquMRFU2Grl4dhlhJz9j1/5sdu3L5doNnUWZK1GpzP8c5n8+FZha5HEUCgVGo7HQ9oG97Zg/4x/8fU+hVYxGp3gKpOp1i0YQKlLT2rUq5Na+0ngMZe5LHDiWxcGjejbvzGX/kTS02svmMr+sA7X6VfzrvYdKZUVung1paSno9AqQlBgNejKzsi2Pq4TuobbMmZJLcIuJ6OUh5CkmgORw189BEGqyoUOHkpSUxIwZM4iJiaF58+Zs3LgRX19fAGJiYizmPB01ahQZGRksWbKEV199FWdnZ3r06MGHH35oLpOamsr48eOJjY3FycmJ4OBg9uzZYx4JXxXs2rWryL8riyQX1+5cQHp6Ok5OTly7fBlHh5tfdo5ubqbXq0GCWjDhzFcw8Szq9VvLVLSIiAjmL/qEbdv+IC4hz+I1SaHAr1ETHuzZgysXz+Pq6oKKSP7afIbUtLxijmhSt7YNScm5qKwcyUgz3TbUaBSMH+HA1FfdcHZpgFY5Cr3UDaTiO4kLRUvPyMDH35+0tLRS+zRVJcXVa6h+Lacl/di8E+VNUAsmtRaDoWQ9+vQ3WfbFn8xZlEx2juXXrrW1NVqtFk9PT2xtjEReiivze6rVanOLhyTBYw/ZM+stN+r7e6FTPINO0U8kqbehutbripT/neHT4NFq0+fUaNBxLfJX8f+xHJ599lkWLlyIwy3XhaysLF566SW+/vrrCo/hjpPT6nABKy3xLO71osqVts/tXCD1ej2z5sxh4eLF5pZOWxuJ1i3tsK3bn4G9+3JaWQu1xor9H7/OyZMnOX36NM2bN8do1JKTto+sPHdQeGCjuoSsas7Vq1cJDQ3l961bkI1GHh/Yn8T4cE6ducHLEyey57/l2AIDrPl6QS06tLbGaLRCmxuI0WiHpMhFkvTodZ7kZLfDpu5A05VPKKS6XsSqe73Ody+645SWpJY4Kl/OxtowjafH/8wvf2QWevmF559n2WefAfDBBx/w1ltvcenSJa5d2YNOZ2T9n8fZtm0Dbm510Ov1GI1GMjIySEtOxGDU88mnc+nY6UEmj3qKPw8cAcDRQcn8me48/agDSpUag9QKGU/0mXFIilwMejdyc4Kxqv04SGKhwKJU13pdkfK/Mxq1n4VSVTVXN7qVQZ/LxcPviv+P5aBUKomJicHDw8Nie2JiIl5eXuj1+gqP4Y6S06ouPTIMSZGJnf0ubO33olDkos0NIDu7A7nZ7YCKSbbKc5FMz8hgzLhxbN2+HYABveyYNN4Zr0bdMKhG0rJpb4vyly5dYuLEicydO5fmzZuXeOxvvvmGZ555BoC1a9cyZMgQlEolsiyzefNmnn3mGWITTBfdgb2c+ewjF2p7Fd3TQ693Jy+nKZLLaIw0FolqAdX1IlZd6zUAci4qeQvKnG9RqpLQaf3JzW6F0uN/IFXMOM/bXQHKWj8JlXyI+Z+n8Nr0RMA072Lz5s3p2bMnzz77LGFhYTRv3hw/P79ip6wpi5MnTzLumREcOXkagMYNbFm5yI0OrYtOJAwGB4yqDugVD2GQ2oCkvO33rmmqa72uSCI5rdnS09ORZRkXFxfCw8OpVevmd5vBYGDDhg289dZb3Lhxo8JjqVHJacHWTKUyCUeXn7G2OY4kFe53mZ76CFkZPbCyOYVafR29rg452W2Bsn85K5Sp2Nj8i1pzFUmhJTcniJysTjg2KH4EXsHW1ytXrzJ8xAjCzp5FY6Xim0XuPDygHlaevyKp6pb9xG9TVFQUz/3vJbZu/BOj0UhDH3d+mPcgvnWtMRo0yEYlNs7XcfCMQJJu/lIy4o5RaoZeao9eMRCke7OcWVVVXS9i1aVeW5Az0BiXo9JvQKEovEpNdlZHjE6zUconUMpnMOKKXtEPJNtyvEcmKnk3SuMpJFIxSEHoFI9xNqbwcn6lJaYK+Ty2+tHIKFG4/kBqlh9KpbJC/53odDpmz5zJ4qVLSU5OxlqjZvE73XioZx2QVRj1Vlg5xOFY+yIKRY55PxkHDFJzDFJLdIohIFWff8sVobrW64okktOaTaFQlPjjWJIkpk+fzpQpUyo8lhqXnEpSDg5OG7Bz2GlOqHTaOiRFNEeX64SDx0Wc654ocn+dzpu05KfQ5gWW8C4yGqsL2DnswNrmBJJk+fFptfXISB2CVe0hgIxEAhJZ5MQcxcrqIpKUh8L5Ec5HutBv0EASEpLwqKXij2+9adfKGsn+FST75+/OB1JGZ8+epdeDD3IjJgZrjZrmdTzwdnZArVSQo9URn5mJrJFwd9cREKDHxgZyco20am7FowPrYuP0EFrFM/ftxay6XsSqS70GQNajNv6Cxvg1EqZb43q9G1kZPdHmNcTK+jwOTr8Vqo8ARtzQKv9nSlJLoJAjURt+RiVvQcKyH7cRL7TK8ZyJa4osq1ErkmjkqUGS01DKJ5HkBOJTG/HRwhNkZmXwxv+gUb2z5lixHoDCef7d+SzKKDU1lcHdOrPnpOlHu69nLZw0CqzVahxsrMDaFo2Vlnr1DLRrn8fTj1khy5CRacTV1R691A2tchyyVHiexvtBda3XFel+SU6XLVvGvHnziImJoVmzZixYsIAuXboUWz4vL48ZM2bw/fffExsbS926dZkyZQrPPvssAKtWrWL06NGF9svJycHauup8jrt370aWZXr06MGvv/6Kq6ur+TWNRoOvr695BoKKVmPmOU2PDEOticTV/XOUqhQA8nIbEXuqA9osd3O53LTa6LW2uPkfNvWp1LuSneCJvUcUanUMbh7zSYqfhDavicXxJSkXG9tD2DtuRaW+OVhBm9eA3JwgJMmAncM2NJoo3DwWIusWWVwobQs0sBi0fzNmXDoJCUm0bKbhj29rU7e2Gr1Rg9p2aAV9QsVr2rQpe/ft48lHh3D4xCn+vRxdbNmt+yyfz/g4mZ3rkvH33Uie8gX0kuibKtxdkhyDtf4tlFwE8n9EDv/vR6Tp35pOWx+D3g0n19UoFNkYDbbk5rZAYxWBSpWItWEGuXI2euWjlgeX9SjlfWiM36OUb9550em8yc0ORuPij9r4MwpisTbMoK276SenhAwFul2lpRvoO+g6Zy+aWnMP7Fdzdq+vuS5ItqMq7PMpjrOzM9uPHGf8w/1Ys20PV+OK6Td7AH7b4sQ337mx97hpLuTxIxxZ9uFGVPIOtIqR6BQjxYwewn3hp59+YtKkSSxbtozQ0FCWL19Ov379OHv2LPXq1StynyeeeIK4uDhWrFhBw4YNiY+PL9Qv09HRkQsXLlhsq0qJKUDXrl0BuHz5Mj4+PigUldcfvca0nOZcW4+bx6coFFr0ulrEnQ0lO9m/2PKSQo+k0GPUWwESCmUeHoFbcfCIwGi0JSNtEDqtD2DA2vYEtnb/mG+BGY0acrI6kni2Htrsm4mvQ0A97J3+xMb2CEpl+n9lrZCNthiNtmi1png27trEsPGxODspCNvji9KxN1evqWnatB/2bv0r7DMqjSzLHDt2jLCwMMIO7kXl6IYiJwNnYw4Neg4iISGBdyZPIjEzm569+xJ2+iSxMTG0aGLLsR21kSQJndSbPOUbINlV2nnca9W1haU61GtJjsE6dwxKVQoGgz0ZqY+QndUZuPmlmRUZhp25n7ceScpDlq0xddHR4+D0Ow5Om5FRolOMwiC1QEaDSv4XlXE9Ckz9QGVZIjen9X+tsQHkJ76SlIedwzbsnY+gwPTDTUaDjCM5OVZcuOLByh+usOyrwzfjliDpXF8kuSVO9Voh2Q6r+A+rBPHx8UyYMIENf/zB+6OeIPx6DD9u38Mn8xdw7tw5vM/v5cMDF/D29ibiimmanK3fB9Ozp6nl1yC1IFc5E1nyKOltapTqWq8r0v3QctqhQwdat27NZ/8NUgRo0qQJDz/8MHPmzClUfvPmzQwbNoxLly5ZtDQWtGrVKiZNmkRqauptn0dlyM7OJioqCq3WsgtVixYtKvy9a0TLaXrkaTy8V6JQaMnNacr1I92RDaZ+kNmXbraG2Na/OVBJNqqQjTdP32iwIu5cPzSOm7CyjsDJ5cdC76PXeZKV2ZWE07XMxy8oIzyKDFoAQTg0qotsVCPLhZO0r386DcTywignvDxURGV6M/G1jZw89RVffPEFI0aMuINP4/ZJkkSbNm1o06YNjBxZ6HWj0cjFlZ+wMSKG39b+TPTVq7Tt0J5T57L5fJk3E16IR81WlPp/0Sv6o5e6YZQaiRYX4bZZGRagVKWg03mRFD8Zo8H05Z91y2wZ+c/tGjRDlgt+ranISHsUpTIDW/v9aIwrCr2HweBIdmYoWRkPYjQWXplJlq3ITB9IZvpAFIoMwIjR6MiFS1d44vmXSU5NK7TPowPtUavciD7si3Ng5SamAB4eHqxbt46YmBi8vb2RZZlFaWk4OzsD8JVXIIua10VrlFkf2JfNmzez9r3rNFR0wadrBErFKWz1w9Ar+qCXumOQgkCyqdyTEoRySE9Pt3huZWVlXqwmn1ar5ejRo7z11lsW23v37s2BAweKPO4ff/xB27Zt+eijj/juu++ws7Nj0KBBzJw5Exubm3UkMzMTX19fDAYDrVq1YubMmQQHB9+ls7u7EhISGD16NJs2bSrydYPBUOEx1Ijk1NUvHJUxDqPBjugj3YpMTIt6XjBZBVPCeu1QX5zrHsfG+QZWThkgK9FqfUkJr0t2Sj3KNsJfIuNi4Vvjdg2aEXUjhu27jgEw/NHa5Bmc8fUbyS9rn2XixIn061dyv7jKpFAomHfgPPP+e5746SQecbfju6gcJs3ex+ljTXjxDXuaNk5GY/weDd8jY41e6oRe0QuD1EWMBhbKTGE8iUregyxLpCQ+j9HgWigpvVVRr9s1aEZq8jNo8+pjZROGWh0NGNHrvcnJ6kBOdhuK+iosmPDmMxpvtjB//t0ac2KqVCoZMrgva9f9BcC8qfWxqzuBxg06l/e0K1T+Ot+SJJkTU4CxsefNf6/579beiVgDO14Jo9O7Han/UCwaq0jUxt9R8zsySgxSG/SKnuil3mVfRlmoEdI8g1Coq8fdMaMuCwAfHx+L7VOnTmXatGkW2xITEzEYDHh6elps9/T0JDY2tsjjX7p0iX379mFtbc1vv/1GYmIiL7zwAsnJyeb5QAMDA1m1ahVBQUGkp6ezcOFCQkNDOXnyZKWtXV+SSZMmkZKSwsGDB+nevTu//fYbcXFxzJo1i08++eSexFD9k1PZgFr7JaggI20QRoPpl1B+IpoVefNL166B5UCnW5NVMCWsKVHtSYkq9FKJsi+FFUp2b2U0Gvlk1TKMRiM9H3DF2utZTiX3pkMdf3x84Lfffivfm1aytIvXebSOK2FxuRzLy2T5xrMs3wjNG9aiUztbglsZ6NNdh6/PTtSGnRioj045Gr3U8b667S/cnvxWzuysLuh1dUhJS+fMxUi0Oj1JaRl4uDjRRJ2HQiGVWPfMCWuDrmRndS31fYtrlS1o99VEft20FYDfv1pKl/6d+HzJI6z973Ur6Q0kq6qVmJbV+vXr6e7lj6vCig3ZmTDrH5KP1aHeE4/i4HEBe4/rKFWpqOTDqAyHMfIVOsVI9IoeyFLRtzUFobJdu3bN4rb+ra2mBd06Yl2W5WJHsRuNRiRJYvXq1Tg5me68fPrppzz22GMsXboUGxsbQkJCCAkJMe8TGhpK69atWbx4MYsWLbqT06oQO3fuZP369bRr1w6FQoGvry+9evXC0dGROXPmMGDAgAqPodonpwquoFSlYjRaE3/KNOqoqMT01ue3JqpZkeexaxBYauvqrQqWLy7ZzTdj4TLWrd+DQgFTXmuIzuhKh6CS5yqt6lQKiQlOtfkzI5MzujSu6LM4E5HAmQhgjamMna2Kjm2s6dQ+iZ5dwghpawsq0zRUplWpqv0/Q+Fuk/UoZdMdhvi4brw6Ywbrt+4oVKxlPS+mP9KTepjq3q31Nb9O2tZvVmqra1l9tWErH6/5HYDhgwfSJqg5en0W0+ZdMZeJ0jWkuo5xd3BwQKNQoPjvWrwhOxM2RgNH/vverI3GIZtabY041zuPSpWAlfETrIyfkKMLJOJ6e87FNcbe0RP3Wjf7qJY27ZYgVCRHR8dS+5y6u7ujVCoLtZLGx8cXak3N5+3tTZ06dcyJKZj6qMqyzPXr14tsGVUoFLRr147w8PDbOJOKl5WVZZ6A39XVlYSEBBo1akRQUBDHjh27JzHUgKzANCJOlq1AVhabmN6qqNeLSl6LSjjLquCFcmvEDVb8+AuSJDFz9nM41n+KwMbVs2Ul34B953nTqQkgEah2ZH12NElJSczu2JzjqVkk5OkJS88hK1vP9r2ZbN8LMz5JxslRQbPGUTRr/AfBLXyoH/gqrdv0KfGXrHD/kTAgyzKvz/yK9Vt3A+DlZI+NRo2TrTUXYhI4GRXL44t+YFDjOjzZqwvKxP1k5Obh4+qEk+3NW80l/XAsrl96Ua/9ez6CT39cD8DIRx9m2uSXcGzQDFmW8fP1ITzCdMslfx3u6kipVHIo27RC2GDHuqxPv25+7Suvmz/qvRtCnYHdqTfIkzz9ZhatCOfrHzYSn7jBXKZho8Y8/NgTPPTIY5y9kSASVKFK02g0tGnThm3btjFkyBDz9m3btjF48OAi9wkNDeWXX34hMzMTe3t7AC5evIhCoaBu3aLnK5dlmRMnThAUVPyc6JWpcePGXLhwAT8/P1q1asXy5cvx8/Pj888/N3cNqmjVPzmV/5uPUC44eteUZKZdvF7UHqVyalS31OS2JLe2ygJ8v+4PACa++CI9BrxAm2YlzaVafXyYdo43nZrwYdo5ANzc3Pj0YgwRERE0bNiQI0eOEBkZySvjRhPUJJB/zpwnLT2XA0dMDwgDnsXFxZ5R4yfy7isTUamq/z9L4U7lIcsyb8xI5LctEaiUChaNGEhIQx9z3byRkcMn/5zncHQyv567zq/n1lgcoaGrPS09nQmp60a72m4oFZJF3SwqYS3px+iZg3t55duNGGWZR/r2YvYbr5hfkySJxo2DCI+I4vnnn8fLy+tOP4AqoWBiCpZ9UwH+6hyIje/LvP25xG97kgGwsVZgZyuRnGog4uIFPv5gJj//8D0fLVwKiBZUoWqbPHkyI0aMoG3btnTs2JEvvviCqKgoJkyYAMDbb79NdHQ03377LQDDhw9n5syZjB49munTp5OYmMjrr7/Os88+ax4QNX36dEJCQggICCA9PZ1FixZx4sQJli5dWmnnWZJJkyYRExMDmPrm9unTh9WrV6PRaFi1atU9iaHaZwEq2XSrT6v1s9heXGIaE2H53Lth4TJlSWqdGpVvBaecnFwA3H38yrVfdZCfmBbUsKHpg23Xrh3t2rWjRYsWBAQE8GrnZij9AqnnWYvw1BQuXT/AiTOJxCVkMv/DD9j7904+XLiEtg397vFZCFWJSt7BrPnJfPp5KgDTnn2SEF9nix+NtR1s+KR3MP/eSOanM1H8eyMJCQlnGw0J2XlEJGcSkZzJr+euU9vBhmHN69Ffb8BKVfygPINRJlunp1ZgMwxGGbVSwbErMXyz7xgHLkZhlGUa1PFi7tuvFdr34KFDAIwsYqaLmmrAPtP/j5R3plHLwY6ezeqTIitYv74TmSlb6DbkOpFXjURducwrz4/jh9//rOSIBaFkQ4cOJSkpiRkzZhATE0Pz5s3ZuHGj+W5ITEwMUVE3B6XY29uzbds2XnrpJdq2bYubmxtPPPEEs2bNMpdJTU1l/PjxxMbG4uTkRHBwMHv27KF9+/b3/PzK4qmnnjL/HRwczJUrVzh//jz16tXD3d29hD3vnuo9z6mcha22PwqFluiTQ8hO9iP7Uhg3NpnWqb81Eb1bbk1oCyaqBVtm8m8RXrx2gyHvzMFgMLBr2zasPesSElQzWk7La/ny5XTr1o3GjRtzfPaLtHpnPlHh7/D7rxt4Z9ZlsrO1PNC9J3/8/OMdrTF+L1XX+RCrar0+eyMOh4znadFlD0YjzHxtEo+3bkT2pbAi72jk/5g0/PdVppQkUrV6TqVlcyY9hz2J6WTqTUsY19Ko6OzugLe1GjlJRT0fJbkGI1ey8ziaksXFrDy0BlNZCXC0UpOWpzO/V/fWQcybOR1PdzfzNscGzYiPjyegaVPANGWMnd39NeAvPT2dgwcP0rVrV17tEsTiQxfISVhB7YAJpKUbUKpUGPR6pn7wIX0HDqoWrafVtV5XpPzvDM+H1ler0fpxGwbfV/8fs7KymDt3Ljt27CA+Ph6j0XIJ90uXLhW7r06no3Hjxvz55580/e87rTLctZZTRzc30pOS7tbhykRtNK2vnZ3twNXLTtgmniH7kmkFBlmWyTYasZYUKP5LcsJz7jzZCbCRLZJe74ami+OtLakF+66t+HMbBoOBPl070zo4mLM3ilmp5T7w3HPPmf8OnrIEgHoBHzHxrTnY+azlf2OeYc+uHXy3ejUjn366ssIU/lMZ9dpBfZqffj2D0QjdOwUz6vEhRQ5muvUOh7LAjxlnjYqANEcCcKS/ay325aSxOSuZBK2e326kFDhI8XHIQFqeDo1KyaDWgTz7xGPUr+2JXYHEFEyr0+3Y8TcAQUFB911iCqbBJr179wbgw13HkSQJW4+xLFqs4vXX3yQ+Ph6A3Tt30HfgoMoMVbgb6slgVWq7VtWQV03ivIvGjh3L7t27GTFiBN7e3uVq6FGr1eTl5VV649BdSU4d3dxKL1QBrJ1aoE0dxMatcQx9fgr13Jxo5WZHE0nmm4gkYg1aVEh4KK0JUNnTVO2Ig6LoCeHPyxnFvk+gdLNVqWCCm5+oFpeg5otOMF3cH3qwB8B922paHFMlUDH26WFs2buftV8sYcmyZSI5rWSVVa+bNmjJoIGDsLaPxUndnqzIsEJ9QUvrelPwB6SVpKCe5MpoO2fC9Zlc12eTJevJlPXkyUbsFBK1lGoCNbY01djhqlTh6GvECGR7uNAkuBUO1lbY1i56tK7RaGTD9p0AtG7d+o7OvSYomJyPHDmKHj0epFnTpqRnZHBo/z7KcLNOEIQ7sGnTJv766y9CQ0Nva/+XXnqJDz/8kK+++qrSxoDc9rtW1oWrIMmqC1aeXWjfYifO9r8RlZRGVFIafxQoo0fmhiGHG4Ycducl4K2wxlWpwVFSo1fIOCrVaCQFKqQi5zbLMOq5QQ4yoMNItCGH6/psdMi45qjpZGtHwws2NG1smfQWnPdUaWP6srb18uHsjQRCqsBnV1WNHzmCX79axoWLF4mLiyt2+g7h7nF0dQXdzVvXlV23JXUgbbuvpG13uH54D1mRhW/nOzWqW+YBj/k/KNWSgqZqR5qqi7+156kyJU45UQq8G4K/hxN21sXPIuFQvynjn3+ev3buRqFQMH78+DLFdD+pW7cuv61dS+8BA8jJycYqJx24f5ZBFYR7zcXFpdilVMvi0KFD7Nixg61btxZ5N2jdunV3GmKpypWcOrq6Vsk+Gym71rH+5SfZc+AQu8OucjY9By/Zisfsa2EA9mRlc06XznVDDjHGXGKMuYWOoZEU1FbZ4KbUICGRatRyQ5dDtlz8Ml03DDmcSUtHAtoZ7Jjk6YrPf/Olws0E1dvD1L/qwPGTNOlQvaePqmi9Qtvj4GBFeloOKcmXRXJ6j1R2QlqU47NfvO19vRvebD0NsDElnGXp1hOeI5nLw80W2vw5kPPnS81fNWrHrl38vHYtKpWKVatW0alTp9uOuSbr9uCD2NpoyMjQo9eGA0WMRBWEKmLZsmXMmzePmJgYmjVrxoIFC+jSpUup++3fv5+uXbvSvHlzTpw4Yd6+atUqRo8eXah8Tk4O1tZ3f3W1mTNn8v777/PNN99ga2tb7v2dnZ159NFH73pc5XFX22sro39aPgcbK7r5eRCs1Zq35V+cnnDSAM4kG3Tszcoh3agnxagl1pBLslGLARmtbOSKLosr/y11lk+NhO1/k8SrJQkXhYb6KntsJCXXDdnEG7OJ0udxOCWLl/86wpRuQfhknaCWrRX2DZuQfSmMADdTt4Crly/fk8+iOsvJySE9LQcAn1pbgJCSdxAqXGXW65IU140mP6HMH7h4a5J6q+KS1vwuO2C5SEfBBHXlN98AMG7MGIsRroKlM2fOkJGRjYO9gmZ+6zBQdZdpFu5vP/30E5MmTWLZsmWEhoayfPly+vXrx9mzZ6lXr16x+6WlpTFy5Eh69uxJXFxcodcdHR25cOGCxbaKSEwBPvnkEyIjI/H09MTPzw+12vLObmkT6a9cubJC4iqPu5qcVtYFLHjKkjK1srgq1Qx2tPyfFJ4joZNNt+vP6dJJMWqRAVeFBl+VHQEqe9SSosjjNVKbkk5rVQ7zUq6RkKdn0pbjADRxd6RPg+s0aNwIGytTk3h2Vpbob1qK/Ck61GpwczhL4TZu4V6r6vX6VvlJ661JalFiIopPWvPl9ycv2LUgv8vO0SOHAejdtkW547xfyLLMnj176NGpNVY257FWnyNLzgNJLLohVD2ffvopY8aMYezYsQAsWLCALVu28NlnnzFnzpxi93vuuecYPnw4SqWS33//vdDrkiTds/mPH3744Tvav0ePHqxbtw5nZ2eL7enp6Tz88MPs3Lnzjo5fFnctOa3slpXgKUvY9+yDFhemgrf2imO6MEk0xRa/HLtiLlQl3xb0UVvznpsvu5XJHE7OJFVn4FxiOucS0+HQRXM5B8eqM11PVfXeI70A6NrRFgWJlRyNUFXqdXGKWvAiP4ksrWUVCieut87EUdQ++fQGA+mZmaY4/ptsWygsKyuLd1+eRK1aTvyzqzYSBiRSkRFddoR7Jz093eK5lZVVoVUJtVotR48e5a233rLY3rt3bw4cOFDssVeuXElkZCTff/+9xfymBWVmZuLr64vBYKBVq1bMnDmT4ODg2zybkk2dOvWO9v/777/RFrgLnS83N5e9e/fe0bHL6o6T08q+eBVU1IUKyr5KlDdFt6CUdlsQoJZSw0sNTb+KLlzQszU7mTRrHeez80jN1eHo4MDwZ54tcyz3q7+vmKacmTjOuXIDEapB3S5f2bIkrSW1skL+d4HpO+X8jQSysnNwtLentpxV4n73M3t7e5508ETT0hdnpyRMP/arxxzGQtECasuorKvHrAv6XJk4wMfHx2L71KlTmTZtmsW2xMREDAZDobEOnp6exMbGFnn88PBw3nrrLfbu3VvsyPbAwEBWrVpFUFAQ6enpLFy4kNDQUE6ePElAQMBtn9vddurUKfPfZ8+etThng8HA5s2bqVOnzj2JpdqvEFVQwduA5bmYFae024IF+6QV5KhU8ZiDB94NQe3vRaxfMJ2fnkC8tnpU5soiyzLJOaZfa00baQAZZBmqyWT8QsXo/PX2OxoclS//O6G4pYlLWvWtYMtpfoJ6rpZpYuumvnVo9vSdx1eTDWzuQO0HWiNJOwDDfw9BuHeuXbtmMaD71lbTgoqauaeoeT8NBgPDhw9n+vTpNGrUqNjjhYSEEBJyc/xEaGgorVu3ZvHixSxatKg8p1EsV1dXLl68iLu7Oy4uLiXOU5qcnFzk9latWiFJppmLevToUeh1GxsbFi9efFfiLc1tJ6dVoVUlPSmp0CjjW/uplXZBKpjEFjVdTXHyW1mKLnPdvL9dg0B86zfC3d2de7PoV/UlSRKBfj6EXY5iw5YsJo5TI5GCzO1PiSGUT3Wp12C50MWt86AWfO3WMqV9J+S79Qfurbf2b6T8d5swL7vE4wg3vyf1+lqo1bEo5GsYJO9Kjkq4nzg6OpY625C7uztKpbJQK2l8fHyRM8dkZGTw77//cvz4cV580fT9ZDQakWUZlUrF1q1bi0zyFAoF7dq1Izw8/A7OyNL8+fNx+G+lvwULFtzWMS5fvowsy9SvX5/Dhw9Tq9bNldw0Gg0eHh4olcUv/3w33VZyWhUuYCXJX3kIKDJRLc6tr5d08SpuydKsyPNFzsGYHhlG3fYPlBy4wNDRY3n//ffZf1jLxHEgyVeRJZGc3gvVqV5fWPNZseWKSkzztxdMYu0aBBZZx8t616WhyjQ3rKukL1P5+1nnr7dzYc1nyMZIABRyFAaq5rriwv1Lo9HQpk0btm3bxpAhQ8zbt23bxuDBgwuVd3R05PTp0xbbli1bxs6dO1m7di3+/v5Fvo8sy5w4cYKgoKC7FvszzzxT5N/l4evrC1BoudPKUO7ktKpdwIpqZSmo4AUNLJPV4i5it7awQNlaXvOf5yeoBWVFhoFITks1ePBglixcyI69GWRnG7GyW0SO9LW4tV/Bqlu9bvzk8xbPS0pWC8qv80XV8eLK5rv1B2eojzuvdWzMtG1Hy/TeAuTmtEBjFYnGuAKdoi9I9pUdkiBYmDx5MiNGjKBt27Z07NiRL774gqioKCZMmADA22+/TXR0NN9++y0KhYLmzZtb7O/h4YG1tbXF9unTpxMSEkJAQADp6eksWrSIEydOsHTp0nt6buVx8eJF/v77b+Lj4wslq++//36Fv3+5ktP05GQcHar3iPPiEtKiytzaylLefQq69WIqFK1x48akZWSQp9Uy49NU5r57HokryBT9C1S4czWhXpfXra2ot74GYNfANJ/prfL7mUuSxODAuoVWTxGKl5neB1u7/ajU8ajkg+il4mdiEITKMHToUJKSkpgxYwYxMTE0b96cjRs3mlsVY2JizFMellVqairjx48nNjYWJycngoOD2bNnD+3bV827B19++SXPP/887u7ueHl5WfRflSTpniSnklyGhY7T09NxcnLi2uXLVfYiVtYVbm5tYclf6eVW+Rel4i5gBd3a961gK2t+UntrC65QvJUrV7L888WEhZ3gxqn6KByWYFC0q+ywipWekYGPvz9paWlVcgW14tSkeg2Wdbu0el1QwaWGi9s/YdvP3Ni0vdAgyAH7Su63Kli6sGYpAd0XApCneBmdclglR1S86lqvK1L+d0bn2b+hsq4eP8r0uVnsmzJE/H8sB19fX1544QXefPPNSouhRozWPxYZRbcyXsQaP/k8x2e/WGoLan6rSWktosUdJ/8WYNrF6+ICVk6jR49m8uSJZGbJTJySwKKFYg7J+9X1w3vK3Fe78ZPPl3p7Pz/pLJikFleHHf8rm35LQps/tdzYWFGvy8uxUW3z37JU/mUVhaqhiYcCjW3Ri9NUNdpsBfsqO4hqJiUlhccff7xSY6ge/7pKcPLUKYY/3IOV3y1A1l0ofQdMrZiNn3yexk8+X2RLSr7iWl/ylaWLgEhMb09qqmly81U/pjPro98qORqhMiiN+9BYnS9zvQbM9bo0dg2aFVu/i9p+a10XientktFLnTFIzTBIHSo7GEGo0SIiItiyZQs5OaYlwctwoxyAxx9/nK1bt1ZkaKWq9i2ntb29mT29HzkZW4Hy91/Kv5BdP7ynxHLFJaIFL2T5iW7axevERIgL2J14/913mfHfShvLv1zJa5PfKHFeOqHmkcjGzmEHGFuWe9/81tbS6nVR9bcoBe+ciHp9+wwGd3JV8yo7DEGo0ZKSkhg6dCg7d+5EkiTCw8OpX78+Y8eOxdnZmU8++aTE/Rs2bMh7773HwYMHCQoKQq22XPZ94sSJFRk+UANaTmvVqsWjQxbx9NDvkNTNSU9MICPxLNFHtpT5VwKYLmblneqpqBaWrMjzIjG9C54ZPdr8d1p6Ohs2fFGJ0QiVQS/1wuC0DMmqA+lJSWQkniP6yCZkuezTnJSnXhdsTXUsplVV1Os7U/D/hSTHozCeBFlMyC9ULcuWLcPf3x9ra2vatGlT4pKd69ato1evXtSqVQtHR0c6duzIli1bLMqsWrXKPLl9wUdubm6FxP/KK6+gUqmIiorC1vZm95mhQ4eyefPmUvf/4osvsLe3Z/fu3SxZsoT58+ebH7c7h2p5VfuWU8A8zVB6UhISSVw63Y//vZXAK4Mm8uiUueU6VMEWl6zIsHINrMi/pdi5nOELhfn7+1PPrx5RV0yjIo8fWcDwIUq0yhcqOTLhnilQrwFs9SMxOCcz+kFrnnprAb169SrzofLr9YU1n5XaXaeg/PmJ67Z/gOAp5YhdKJHa8D0a47dIZKCXOpGr/FhMFydUCT/99BOTJk1i2bJlhIaGsnz5cvr168fZs2epV69eofJ79uyhV69efPDBBzg7O7Ny5UoeeughDh06RHBwsLmco6MjFy5YdlGytraukHPYunUrW7ZsoW5dyyktAwICuHr1aqn7X758uULiKo9q33J6K4V8mcnvJ7D/cA6rDpy+o/kbC7ai5D8KvpYVGUZWgYuXcHcYjUauXbvGuwtnmrcpFRJq4w9IctWaj1O4NyQ5maSkZDo/dJ1vdp7lt+9W3vax8n9YFlWv86VHhuHo5ibqdQWQ5GTUxl+RyABAJR9AKR+r5KgEweTTTz9lzJgxjB07liZNmrBgwQJ8fHz47LOiB1suWLCAN954g3bt2hEQEMAHH3xAQEAAGzZssCgnSRJeXl4Wj4qSlZVl0WKaLzExsVzd47RaLRcuXECvv/cLjdS45PTald/YuS8HpVLCtc9T/Hz84m0dp7iEM3973fYPlHnwhVA+H3/8McGtW2O8+IZ5W5/u9kgYkOT4SoxMqCwq407GvhpH2AUtTq7uWDcP4eDp8t9iz6+zt9btgvVa/NisONcP70GTPR4FseTmBGEwmKb2kYip5MiEmi49Pd3ikZeXV6iMVqvl6NGj9O7d22J77969OXDgQJnex2g0kpGRgaur5cqGmZmZ+Pr6UrduXQYOHMjx48dv/2RK8cADD/Dtt9+an0uShNFoZN68eXTv3r3U/bOzsxkzZgy2trY0a9bMPK/rxIkTmTu3fHejb1fNuK1fwLFjuwCo7V8HB3dPxj7Y8Y6OV7f9A+ZBFeKCdW9MnjyZ7f/sZtJ7mwAYP8KR3t2sMeidMKoalrK3UBMp5b0ENtRg69SEBg9MYPb/xtzxMR3d3Liw5jPxA/MecqzfFJU+FQBrG9OyjzIqDFKbSoxKKK+gWrbY2FWPqcByskxjT3x8fCy2T506lWnTpllsS0xMxGAw4OnpabHd09OT2NjYMr3fJ598QlZWFk888YR5W2BgIKtWrSIoKIj09HQWLlxIaGgoJ0+eJCAg4DbOqmTz5s2jW7du/Pvvv2i1Wt544w3CwsJITk5m//79pe7/9ttvc/LkSf7++2/69u1r3v7ggw8ydepU3nrrrbse861qXHLq5mJqDDZmZrH4yR535ZgiKb23VCoVrt4B5OZupGVzVxZ9UBeD3p7U5JFY11WXfgChBjIw9113LlzoTOADz961o4rE9N76+8ABuoZ8hbX8LSp5PzJKtMoJyJJ3ZYcm1HDXrl2zmIS/pNvb0i39n2VZLrStKGvWrGHatGmsX78eDw8P8/aQkBBCQkLMz0NDQ2ndujWLFy9m0aJF5TmNMmnatCmnTp3is88+Q6lUkpWVxSOPPML//vc/vL1Lr2u///47P/30EyEhIRbn3bRpUyIjI+96vEWpUcmpJEcT2taAna1EdGwKv3y2kCdemFTZYQm3IeGCqVVl2LDJ5NlMME+EXjHdx4UqTTailM+xfnMGL7zxNWvec6fbS2J0UnWzceNGBg8ezJffreGJfu9T+KaqIFQcR0fHUleIcnd3R6lUFmoljY+PL9SaequffvqJMWPG8Msvv/DggyVPa6lQKGjXrh3h4eFlC/42eHl5MX369NvaNyEhwSK5zpeVlVWmJP1uqFF9TiUysbVV0K+nEwDHzpyt5IiE23XixAkAOoeGFthqJDtqE1lXd0I5pgkTqjsDEtm4uaiITUjnqdmLMBjE9EPViVarZdgw01Klt86ZmB55huyr21HIEVCOacIE4W7TaDS0adOGbdu2WWzftm0bnTp1Kna/NWvWMGrUKH744QcGDBhQ6vvIssyJEyfK1Ip5O1auXMkvv/xSaPsvv/zCN998U+r+7dq146+//jI/z09Iv/zySzp2vLOukmVVo1pOjfggI2GlMV24UpXF94mRZQNgRJLEbeKqJjExkeTkZADq+/v/t1XGxX0ZNrYnANDleKG3noJB0bZyghTuHUmNkTqcOmtqPQ/w90OpVBZZ1DS3sRZJEgs2VCXvvvsuGRkZeHp64tfAst+4g9N6HJz+BD0Y9E7orF5Cryj9Ai8IFWHy5MmMGDGCtm3b0rFjR7744guioqKYMGECYOqPGR0dbR5wtGbNGkaOHMnChQsJCQkxt7ra2Njg5GRqKJs+fTohISEEBASQnp7OokWLOHHiBEuXLq2Qc5g7dy6ff/55oe0eHh6MHz+eZ555psT958yZQ9++fTl79ix6vZ6FCxcSFhbGP//8w+7duysk5lvVqJZTJFuMUlM8a5kuXId3beOHDg1506lJ4bJZnyHHBSNnfVv4NaFSjVtg+mVnbW3D+dhEABzr+5gTUwC1OhZr/SRUxi1FHUKoYQxSG7RaU2v5pes3WNm2AZMdGxcumLcNOa4lxrRp5VqEQ6hYTzzxBK+8+Q5vTZtVqK+fndNB899KVRrWhlloDF+KuyNCpRg6dCgLFixgxowZtGrVij179rBx40Z8fX0BiImJMY9eB1i+fDl6vd7cnzP/8fLLL5vLpKamMn78eJo0aULv3r2Jjo5mz549tG/fvkLO4erVq/ibG3Zu8vX1tYi9OJ06dWL//v1kZ2fToEEDtm7diqenJ//88w9t2tybwYs1quUUQKd4nDdfPMUvf2TiX8+Vd46cYWmQJ3EnvgVZwqN5eyR1Y7JzGmCDFmP6bBTW/ZCUtSo7dOE/jh7eSAoFubk59O/WhYcfe5yFH8zCRt0AJZGkxwYiSTIOnhewNkxDK0eiVUwAqWb91hJu0ikf57GHfmXqvCSuXb/Os9fhkxb1iPxtDlZ1OlKnhQ7JuhcZmQ2wxwg5P4B1H7C6N7eghJK1bdsWvZW9+fnZGwk0rW36zjVIwSjkbWjz6pMRUws3v0NojF+jkC+Rq5wKkuhpLtxbL7zwAi+8UPSCL6tWrbJ4/vfff5d6vPzVle4VDw8PTp06hZ+fn8X2kydP4ubmVqZjBAUFlakLQEWpccmpXuqFi/t6dv1mZPq8JF7tF4qTKheV+jqyrCQv+Vd0yt7IUlvyFK+gTz+KvZxT2WELBXwzcTia2HDWr/qChJgb/PT9t8TFxLDhh0nYGidh73GJq4eeRp9nj0u9o2iM3yHJCeQp3xMJag1llBriUXcYv636jrGvpNCkYRva+KpRabJxcPqV3HR3DBkKULQiVzkdfeoeHFzEikNVSUhQYJFz02qVL6LS70RjdYmclDbE5dnj0ehvVPyNjSGJHOV8kOwqIWKhOE09nLGzty+9YBWQlXn/dd0bNmwYEydOxMHBgQceMM02tHv3bl5++WVz3++SbNy4EaVSSZ8+fSy2b9myBaPRSL9+/Sok7oJq3pVcUqBVPIl/PTUrFtjQpakPdg0CSTzlgo3NSTTyKmz0r6GSN5N0pRkODb9CUhVekkyoXF9+MJW46OusW7cOB2dn9uzayaFLHhikFigUWjwDt3FtpzOxZ/sgywrU8mY0xq8qO2yhAukUT9Kjsy0Rh+qw+KV+OAY0ITe9NrJsjZVxNTaGN1AbVqGXeuEY8BmSVUjpBxXuqZCgQPMjnyx5oFcMAsCr+W4Sj+q5fvxRjEZblPJprA0zxC1+QSiHWbNm0aFDB3r27ImNjQ02Njb07t2bHj168MEHH5S6/1tvvVXkoFNZlu/JHKdQE5NTwCB1xIgnSmUGdbpmAZB9KYzYUy0w6F1QcANj+jYxf2kVJ0kSQ4YMISUxkb927cXW1o4X388gIVGPrcs1XBtFE/ePTNw50xrrauO3SPKVyg1aqDCyVAe91AGFArxbncS2vmnZ0ayMXmjz/JDIQGXciaO7eyVHKpSFY4HbizrFYwCo1PHU7ZpM8vFUIv9sjiyrUMl7UMr3ZhCGINQEGo2Gn376ifPnz7N69WrWrVtHZGQkX3/9NRqNptT9w8PDadq0aaHtgYGBREREVETIhdTI5BRJhVb5IgCuvkdxalYb2/rN0Oc6kRA7hfTUh9HrPDGmvoZszKrkYIXSKJVK+j7QkYT4eL74YitjXzUtYWr13zxsl74/R2ZifSQMqI2Fp88Qag6t8kVklNjYHsPW9TIAmRGRJMW/RlryMDJTm2FMmYisL73Tv1D58hNUhfGEeZukMLXYZCc4k3K1NQAa40/3PDbh/rVs2TL8/f2xtramTZs27N27t8Tyu3fvpk2bNlhbW1O/fv1CI+VXrVqFJEmFHrm5uRV5GjRq1IjHH3+cgQMHmgd0lYWTkxOXLl0qtD0iIgI7u3vTxaZmJqeAXupJXm4jJIWOOq23IUl6ADLCo8lMH4ij83rI/QNyfq3kSIWyalTXk08+fZk3/xfI1b+b8+fQvWRFnseuQSBZiaaRiQpZrNFdkxmlhugUQwDwar4dh0Z1AFOCmpX5IPYO2yFvM5lXplVilEJ5OLq5kRrlhV7vRvQ/jfn90XPc2LQdgKwkU72W5BuVGaJwH/npp5+YNGkSU6ZM4fjx43Tp0oV+/foVO8r98uXL9O/fny5dunD8+HHeeecdJk6cyK+/WuYWjo6OxMTEWDysrStmsJ/BYGDFihUMHz6cBx98kB49elg8SjNo0CAmTZpksRpUREQEr776KoMGDaqQmG9VY5NTJImUpPEYjbaoNdE4eoeZX8qKDEOb14CMtIFEh9WpxCCF8ggMDOSVSfPpNPAwP1/twGGrlP9ekbFzuwKAUapbafEJ94ZW8T902toolZk4OG4wb8+KDCM3ux052a1ITym9079QddRu+xDqOgfwGbKBWrVvDmSzFfVauMc+/fRTxowZw9ixY2nSpAkLFizAx8eHzz77rMjyn3/+OfXq1WPBggU0adKEsWPH8uyzz/Lxxx9blJMkCS8vL4tHRXn55Zd5+eWXMRgMNG/enJYtW1o8SjNv3jzs7OwIDAzE398ff39/mjRpgpubW6Hzqig1brR+QUaDMxmpg3FyXYN7wH4yEhph1NkAcO1wb+zr+wL330i+6kySJOLi4khISODLywngl8aMZ3OxrxWJLEvopYofRShUMsmatJThuHt+jK39HpybhJJ6zjTjRlrKE6hUCciymH6ouslfhaZ2P9PSj+5tbXHz2wogJuUX7lh6errFcysrq0Jz7mq1Wo4ePVpo0E/v3r05cOBAkcf9559/6N27t8W2Pn36sGLFCnQ6nXlFtMzMTHx9fTEYDLRq1YqZM2cSHBx8p6dVpB9//JGff/6Z/v3739b+Tk5OHDhwgG3btnHy5ElsbGxo0aKFeeT/vVCjk1OA7KxOOLmuQaHIQ2ObRG6a6Re4UW+NweAuBkVVQ15eXri4uODh4sQXu/7leW0WtYC0lCdReRax4IJQ42jzGmHQu6BUpaDWXAVM/Y+zIi9i16BZ5QYn3DHb+s1w8VkLgE4xWPzorGIae7vj6OBQ2WGUSXqG6Yeqj4+PxfapU6cybdo0i22JiYkYDAY8PT0ttnt6eppXfrpVbGxskeX1ej2JiYl4e3sTGBjIqlWrCAoKIj09nYULFxIaGsrJkycJCAi4wzMsTKPR0LBhw9ILlkCSJHr37l0o8b5Xam5yKqfh4LQeGzvTrx2DwYG8DMt/QFmRYSCS02rp7bff5rfvVhKXksbG7fG0aOqKymNkZYclVDRZi9r4G7W8fkWpSkGWFaReFHc/apLgKUu49PscbF2vAaCT+oMk5qwV7sy1a9dwdHQ0P7+11bQg6ZZ/b7IsF9pWWvmC20NCQggJuTm1XWhoKK1bt2bx4sUsWrSo7CdRRq+++ioLFy5kyZIlJcZdkh07drBjxw7i4+MxGo0Wr3399dd3I8wS1cjkVJJjsM4dg9LJ1CfRYHDkxsk+yEZxEaspFAoFLUO7cvRCJOkZ+RWnevySF26TnION4UWU8lnQgNGoIf58D3Q5LhbFsiL/618ufnhWW7Lx5nAIWXKtxEiEmsLR0dEiOS2Ku7s7SqWyUCtpfHx8odbRfF5eXkWWV6lUxa7GpFAoaNeuHeHh4eU4g7Lbt28fu3btYtOmTTRr1szctSDfunXrStx/+vTpzJgxg7Zt2+Lt7X3bCe6dqJHJqZVhAUpVCnqdJ4kXW5OZ2ICsiIvY1rfsVN/4yecrKULhbti0aRMAnUNskFECRmryGL/7ncb4HUr5LAaDPRlpg0gKc8SotymyrKjb1Vv9Ia9hiFmNQpGLhBYxBb9wL2g0Gtq0acO2bdsYMmSIefu2bdsYPHhwkft07NiRDRs2WGzbunUrbdu2LZQU5pNlmRMnThAUFHT3gi/A2dnZIv7y+vzzz1m1ahUjRoy4i1GVT81LTuUslMa9IEH0sT6knokFLgKmifgBtp2JoMFj42hciWEKdyY8PJyYGNO0UV062CDjAlLN++cs3KQybgEg/vwDZMZ7muszmPooZl8KI3jKksoKT7iLLv8xB78OpjkgjYiR+sK9M3nyZEaMGEHbtm3p2LEjX3zxBVFRUUyYMAEwdSmLjo7m22+/BWDChAksWbKEyZMnM27cOP755x9WrFjBmjVrzMecPn06ISEhBAQEkJ6ezqJFizhx4gRLly6tkHNYuXLlHe2v1Wrp1KnTXYrm9tS4Zqbsa/uRJBmDwZ7UM7FkRZ43P/K52dmSkJDA6dOnKzFS4U5sDjWNQuwcXA8HewUKEpHkq5UclVBhZCMSph8jOal1yL4UZlGvCyaqQvX2V+fGwM3biEp5X+UFI9x3hg4dyoIFC5gxYwatWrViz549bNy40TyJfUxMjMWcp/7+/mzcuJG///7bPAp/0aJFPProo+YyqampjB8/niZNmtC7d2+io6PZs2cP7du3r7Dz0Ov1bN++neXLl5ORkQHAjRs3yMzMLHXfsWPH8sMPP1RYbGVR45qa7HwagR4kSYtdg8ZkRZ4n7eJ18+tGWSbpehIvLhqJra1tJUYq3Am/AAWTH2/GC8+YVviSZQkovoO7UBOoAB1KVZ55S8G6LdQMnVf0w8HpmwJbiu66IQgV5YUXXuCFF14o8rVVq1YV2ta1a1eOHTtW7PHmz5/P/Pnz71Z4pbp69Sp9+/YlKiqKvLw8evXqhYODAx999BG5ubmFVrC6VW5uLl988QXbt2+nRYsWhbonfPrppxUZPlADk1OZehjxQKGIx9btZktaTASA6ULWDERiWs09tP8C3RO2Y6P/H3qjHQadBxrlKrSKp5Aln9IPIFQvkgKD1BqVfAj7WuGk4mBOTEWCWrNkZXbH3mkXYMSIPyrjZmTsMCpaVHZoglAtvPzyy7Rt25aTJ09aDMoaMmQIY8eOLXX/U6dO0apVKwDOnDlj8dq9GhxV45JT00WsIwp5PVYOcUB+YgrR4TLZXnlEZuXSv5SpIYSqz6gIZumG11j68TvMfSeWwX0voTJuI0e1DKMkehRXd2dvJFg8b+kZiko+hK1XDvkzM+TXbe+GkGMwIlR/9n6dyZK3opJ3YW14H6V8HpVhO7nMwKDoWdnhCUDGpXNgf2/WWL9TGZlZlR3CPbdv3z7279+PRqOx2O7r60t0dHSp++/atauiQiuzmpecAkhKbh3euTUji605caTF6wBwnTaN6dOnV0Jwwt309efLuRieyCOj4cBfPnRoDdb6t8lWfQ+SaB2vSUwzMkB+f8SYCIjR5/FDWhLX47PJlg1cu3GD2rVrV16Qwt0hqVAYb7bYSBixNswiW2qMLJYyFYQSGY1GDAZDoe3Xr1/HoZyLJ1y/fh1JkqhT594u9V7jBkQBIJuWMpQNamRZZmNWEmuzr5Mm67BRKelY140nn3yykoMU7oa6/3VSB3htWiIACmLQGFdXVkjCXXBrqylAfLrp/68sazh25QbT0y/zftIVzuszyJQNGIHt27ff40iFipJ/9yP/R4lELlYGMRuDUHWkpKQwYsQInJyccHJyYsSIEaSmppa4z7p16+jTpw/u7u5IksSJEycKlenWrRuSJFk8hg0bVua4evXqxYIFC8zPJUkiMzOTqVOnlmlJU6PRyIwZM3BycsLX15d69erh7OzMzJkzC03IX1FqZHKaP2mzjafE73F5/JaZiAwMbFSbP57swoFriQQGBlZukMJd8fiw4ea/DxzJYd8h0w8TtfFHkFMqKyyhAuiMzsiyzMefHWT8it+5nqNFATTX2DEvqB7x8fGMHClWCasp9FJfkvM6IWFqAZJlCZW8G4VRzMwgVA3Dhw/nxIkTbN68mc2bN3PixIlS5wbNysoiNDSUuXPnllhu3LhxxMTEmB/Lly8vc1yffvopu3fvpmnTpuTm5jJ8+HD8/PyIjo7mww8/LHX/KVOmsGTJEubOncvx48c5duwYH3zwAYsXL+a9994rcxx3okbe1jdI7YDVqNT/8uUu01Qzo31r8WyoWHe9JnF0c2PIg9049vqbLJpnqnCr1ypo29QDa4d41Ma/0CmfruQohbslXdeCv7ZnM/2TGwD0aeBFv3R77BRKiIdatWpVcoTC3eDo5kZ6UhJICi5lTCTP4IGn1VYyE3xx9DqH2riWPEWzyg5TuM+dO3eOzZs3c/DgQTp06ADAl19+SceOHblw4QKNGxc97iE/eb1y5UqJx7e1tcXLy+u2YqtTpw4nTpzgxx9/5OjRoxiNRsaMGcNTTz2FjU3ps1988803fPXVVwwaNMi8rWXLltSpU4cXXniB2bNn31Zc5VEjW04NUluM1CE6Np2MXC0qhcSQOqYlDu0aiBbTmsTRzY2FH83lm29MU8+EnVGSfqM5AEr5n8oMTbjLdEY3tuw1LT84dFAj5ox+lIaNlHg3NA2IEmoORzc3HN3caFS3Pv/+reKvtYGk3TCtpqOS/wFZrBklVK5//vkHJycnc2IKEBISgpOTEwcOHLjj469evRp3d3eaNWvGa6+9Zp6rtDQ6nY769etz+fJlRo8ezZIlS1i2bBljx44tU2IKkJycXOTd5cDAQJKTk8t1HrerRianSEp0iofwcDf1VdIbZdJ1hTsHCzXHNxNeBkCTB7kZpjWQFbKYYqi6alq76FZQB7fWACSmxmDbIBCnRmJwTE2VlJREa/e6PDxmDj/+eJa8DA8AJNKAsl2oBSFfenq6xSMvL6/0nUoQGxuLh4dHoe0eHh7Exsbe0bGfeuop1qxZw99//817773Hr7/+yiOPPFKmfdVqNXl5eXc0G1HLli1ZsqRw/+4lS5bQsmXL2z5uedTI2/oAesUA7Oy+oHmghjPntYTbWtO0QKtpdnY2//77Lw0bNiQ7NRXvWtexsT6FwuG1SoxaKK/c3FyLX4OD2jTBqLcGQKL0lTCE6sXNuyPwA/EJebg105Idafnr/vTp06jVaho3bkxGcjIKOQJb9SYkxylIUtHrXAtV07M+LbhsyEICBrVugmxUYzQoUSgNSGQh41jZId63si+fQ2FbPRZHyM42jUPw8bGc/3rq1KlMmzatUPlpZZjJ58iRI0DRc37Kd2GaynHjxpn/bt68OQEBAbRt25Zjx47RunXrUvd/6aWX+PDDD/nqq69Qqcqf5n300UcMGDCA7du307FjRyRJ4sCBA1y7do2NGzeW+3i3o8Ymp7LkjkEKYcCD8Zw5r2VvQg6DMa3BfWHNZ+zPsWLfvn38vXsHly9FMaCXHb9+1RArkZxWK83s3c1/P2BVi7bqPFRWpqRUXLyqt6a1axUatZ+QYBqx71dPjYPHRWzr3/wVf2Dqcwz/ZgvR0dH06dWT1OQTrPjUmoD6GrB/HpSe9zR+4c7YSkpqKazoYuXOie9P0bZbCArlf4OjKN90OIJw7do1HB1vXhOsrIpeUfDFF18sdWS8n58fp06dIi4urtBrCQkJeHre3e+a1q1bo1arCQ8PL1NyeujQIXbs2MHWrVsJCgrCzs5yTtp169aVuH/Xrl25ePEiS5cu5fz588iyzCOPPMILL7xwz6bqq7HJKYBe0ZWhD+/iwyUp7LlwhSsJKTStD3YNmhGz+W96duvG8aMbAPhrWxarf4VnX6nkoIVyUSmMYIDG9taMsHPFrkEgdm6XADBIzSs5OuFus7Y2tYqnphpQGA9g39B0qyv7Uhg3NC54u7lgZ2vL5UsnOXshjifGaTiypRlqhWtlhi3chqeDbXkaP2IioM1LPbFzjwTAgD9I9pUcnVDdODo6WiSnxXF3d8fd3b3Uch07diQtLY3Dhw/Tvn17wJQUpqWl0alTpzuOt6CwsDB0Oh3e3t5lKu/s7Myjjz56R+9Zu3btezLwqTg1OzmVutOi2Sf062nLph3ZTP55O5/Xa4Qf8Ezfbjg2aMbgfnWYPnMeHy/ewtZdHiI5rWZmfr+KoUOHolerCOxfFyvnTJzrngJAr+hdydEJd+rW1tOgVsEA7D+SS3hEOn6NryLLppHbQcAvny1ElmXCr/zDwFHvc+qslt82PMzQ58Ut/ermZn/i6yittLgH5NfrXpUXlCD8p0mTJvTt25dx48aZp3kaP348AwcOtBipHxgYyJw5cxgyZAhgGmwUFRXFjRumWUcuXLgAgJeXF15eXkRGRrJ69Wr69++Pu7s7Z8+e5dVXXyU4OJjQ0NAyxbZy5crbOqfw8HDef/99li9fXiiRT0tL4/nnn2fWrFnUr1//to5fHjVzQFQ+yQG91I/l8zyp42XDlZh4Hn1nNut2/0NmxBlitv5M9PaLyAmmvjO5qemVHLBQXrof59PD34O3OzfBvlEADR66gqTQoZfaY5DKVpGFqq3g4Cifer506dYDoxGmzktCY/wBkLFrYEpQsyLDkCSJRv6deKiTaRTtxj/+roSohTvxV+ebfYlr9+uJX59rqFTJGKmDTvFEJUYmCDetXr2aoKAgevfuTe/evWnRogXfffedRZkLFy6QlpZmfv7HH38QHBzMgAEDABg2bBjBwcF8/vnnAGg0Gnbs2EGfPn1o3LgxEydOpHfv3mzfvh2lUklZ6fV6tm/fzvLly80j/W/cuEFmZvFjMebNm4ePj0+RLcxOTk74+Pgwb968MsdwJ2p0yymATvkodbzX88/GOjzylIF/z13mneXf8cNfW+ka6IeznQ1/HjYtk+elNnB6/liCXvmqkqMWymrH5Tj2RCXiU7cOj/aNRq25gRFXcpXTQKrZv73uV+P+9xL79/zN2g2ZdF0ZxjNjtKRdudl/LCvSNEl7y4b+/LxzH8fDznJmwViaTxL1urpwalTXPO1fnW5Z2NeKREZFruoDkKrHmu5Czefq6sr3339fYhn5lmnPRo0axahRo4ot7+Pjw+7du+8orqtXr9K3b1+ioqLIy8ujV69eODg48NFHH5Gbm2tOhG+1Z8+eQsl1QU888QTDhw8v9vW7qcZfvY1SAAapOXW8Jf78qgMv9gpBo1Rw5nocS7cfYvb6v7kQk4hKJTHurUQCHz+F/N/yp0LVduXKFQKeGMdj3UOZMKE5jl7nkVGSp5wJkktlhydUkIDGgTw9eiwAL72TwGPDRpOYbFoNLPtSmPnR4r9uiedj4/F/eC+yPqqyQhbKye31xdjWb4ZLSzfc6pvmjMxTvIJRalTJkQlC1ffyyy/Ttm1bUlJSLGazGTJkCDt27Ch2v6tXrxY5PVY+d3d3rl27dldjLU6NbzkF0CqexsbwFm6+53hpzBh6uqrYePgCEZl55BiMuDRw5aVX9AQHqTHI2Zy7sJ6mgWVfx1a4t7RaLe0d3TiZZ7o98fqEEbTtetr0mmIcBkXpoxmF6iX/1n5+/9MJEyfh4iTz+dKv2LormqMnRjKqTw9aa+PwcbRBkiQa9+9DHW8V0TF6fvwtne4Df6F+wKuVeRpCGXzlFcjh9r5MHvYQno23I0kyOqkXemXZ5nkUKl72lfMorDWVHUaZZOdqKzuEe27fvn3s378fjcby/5Gvry/R0dHF7ufk5ERkZCS+vr5Fvh4REVGmQWV3w32RnBqkzhjxQqGMxb5WOO62Vgyu7UpMBHg3grZzO1Or4R5S8toTnv42UPZ+HcK9p9FouCHnIgHNajlRz+0yCmUWBhqgUzxV2eEJFSh/gJQkSQwbNZlRg+IYMWEzZ86n88mPvwNgq1TQ3MuZh+1VtGtlRXSMnnV/t6fZgwOo+G78wp1406kJINFMm4CV8xWsHBKQcSBPKUaqCkJZGY1GDIbCCw9dv34dB4fip2F74IEHWLx4MT169Cjy9UWLFtGlS5e7FmdJavxtfQAkJXpFXwDs3C4XWsJUNphydAkDIjGt+vY9+yB9vZyZ7ubH8kda89zzWQDolENBui9+bwn/adR0OEe21GP5vMZ0aNoItVJBtsHI4ehk3lm8hd83mf5t+NcPqORIhdL81TmQB4JkAmxkGmZl4dnwMAA6RX/RTUcQyqFXr14sWLDA/FySJDIzM5k6dSr9+/cvdr+3336bTZs28dhjj3H48GHS0tJIS0vj0KFDPProo2zZsoW33377HpzB/ZKcAnrJNHLXzv06tvWb4NSornk97tRz2QA4aM6gkLIrK0ShDI7PfhG7BoGM79mS7oPq0+wFG5TKTIzURS/1q+zwhHugae1a5odeaodao2Ts00ZWzxzDvvfGs3Jwe0bWc6dlQ19cXZT07mbLsGEhlR22UILjs1+kdr8Hzd/L7T8KwdoxFhlrdIqRlR2eIBQpJSWFESNG4OTkhJOTEyNGjCA1NbXEfaZNm0ZgYCB2dna4uLjw4IMPcujQIYsy3bp1Q5Iki0dpCwMUNH/+fHbv3k3Tpk3Jzc1l+PDh+Pn5ER0dzYcffljsfsHBwaxdu5Y9e/bQsWNHXF1dcXV1pVOnTuzdu5eff/65TIsA3A33TTOTUWqO0WCHQpmFretVc+tp2sXrJB6Oxn+AF2p1LA0c5nMlc0IlRysU5frhPdjWb2Z+XrdnGg4eh0yjeJXvilbT+5HkhFFqjlI+hVuTFPR5LWipUtLQ1QG7BoE0ejIJG9ujZOlWcCljEulJtXB0c6vsqIUCLqz5zKJe13nQGTf/fwDIU76KLIkFFISqafjw4Vy/fp3NmzcDpnlOR4wYwYYNG4rdp1GjRixZsoT69euTk5PD/Pnz6d27NxEREdSqdXPavHHjxjFjxgzz84IDm0pTu3ZtTpw4wY8//sjRo0cxGo2MGTOGp556qtTjDBw4kKtXr7J582YiIiKQZZlGjRrRu3dvbG1tyxzDnbp/ruaSCr36ITTGH3H1O0R2smmuvLSL1wGJuLBQ6rT6HRerQzhbHScr4X3saon59KoauwbNyIoMw72NPW5+WwHIU76BUdGylD2FmkqneAil4RR2DjtQqJ40b8+KPE/cyZ74dryInTqSINeXyDM8B4hBUVVJwTlq1fY51Ot2DgCtYhh6xcDKDE0QinXu3Dk2b97MwYMH6dDBdGf2yy+/pGPHjly4cMFiIv6Cbp2K6dNPP2XFihWcOnWKnj17mrfb2tri5eVV5nhat27Njh07cHFxYcaMGbz22muMHj2a0aNHl/vcbGxszIsGVJb75rY+gE4xFKPRChunGNwb7ANurkKSdDSDa/8+QV5uQyS0aAxfF5qfTKh8jg2aYTAacfQ2zU2rUzyMXvFQJUclVCa91BsjtVGqUqnTdh+2DZqYlrFtEEja2Wjio6eQk90GAI3xK2T5/hu9W114tDMgKXQYpJZoFS9WdjhCDZKenm7xyMvLu6Pj/fPPPzg5OZkTU4CQkBCcnJw4cOBAmY6h1Wr54osvcHJyomVLywaW1atX4+7uTrNmzXjttdfME+kX59y5c2RlmfrYT58+vcTJ9quD+6flFJAlL7Tqd7A2TMWl3lH0D3TlBjcHR6WcTCIvYwC12x3jyIkostKX0+WRYTg7O1de0IJZZI7Mu4MG0cjFmuVfJAKgE/1Ma7T8qaMKrhJViKQhVzkLG8MErG1OU7utEzfktmRfOgtA+sU40nkAz1Z+/HtmE9HX5tNr2Ahq1659L05BKEXd9g9w/fAeAOzdIwDQSX1AEoNTq6rsyxeRNNUjfcjW6gHT5PYFTZ06lWnTpt32cWNjY4ucE9TDw4PY2NgS9/3zzz8ZNmwY2dnZeHt7s23bNtzd3c2vP/XUU/j7++Pl5cWZM2d4++23OXnyJNu2bSv2mK1atWL06NF07twZWZb5+OOPsbe3L7Ls+++/X8azrDzV41/XXaRX9CZPjsXK+BnuDfcgG7uTdqOF+UKWfekcN2jL4ZOO/LB+PrPD9tP7g6+wsrIq5chCRQsNDWXCsAfIydyBQpGDES+MUvPKDkuoIPmJ6a1/F82dIK+ZWBvexs5+H95tNcRIQSDfvDmUmdGPG9cdGP3a23z079+89sOmCopcKC+FMgUX38NYO8Yjo0Sv6FbZIQk1zLVr1yzm6Czumj5t2jSmT59e4rGOHDkCmEbB30qW5SK3F9S9e3dOnDhBYmIiX375JU888QSHDh0yJ7vjxo0zl23evDkBAQG0bduWY8eOFTsgadWqVUydOpU///wTSZLYtGkTKlXhFE+SJJGcVlU6xQgkktAYf8aj8U6snWKIVzyIbFSRfcm09OGQlo04+e9RBn36PZOM7syfP7+SoxZUKhWPDTWiNqYCoFU+J5YoFcxOxzahhdcbWBvmYu+wk3oh10hJfJ6McNOKJlmRYfQI7cyATm15fc1mnLp/aXERECqPtc0JnOvsB0CnGCamjhLuOkdHxzJNIP/iiy+WOjLez8+PU6dOERcXV+i1hIQEPD09S9zfzs6Ohg0b0rBhQ0JCQggICGDFihXFTtPUunVr1Go14eHhxSanjRs35scffwRAoVCwY8eOEld7quruy+QUSUKrmISMGxrDchy9zqF2tOX6oQewrd/MnKDeCD+PUoJmzZohZ69F1p1Ccpxe6q8ioWIkhc3B3j0eg94BneY589y1gpBPrxhMDvZYGz7AyjocN895GI3TyIo8D8D1jT+w7dAxAOrXr4+ctxs5dzOSw+tICjEqvDIknFqMo2c6RtkRvdQPreL5yg5JuI+5u7tb3GIvTseOHUlLS+Pw4cO0b98egEOHDpGWlkanTp3K9Z6yLJfYBzYsLAydToe3t3exZQoOiJo6dWqxt/TLKjIykpUrVxIZGcnChQvx8PBg8+bN+Pj40KxZs9IPcIfu32YnSUKnHElaiml0r5X1GYuXsyLP84aPKzqDkf7BEnL6O5DzI5CHbCjtFqNwt33lFYiV9XnU8n6UqgwkUis7JKGKMih6kqP6HAC1OgalMhmA7Eth5On15OlNK6cMHvQQ06Y8Bjm/AhpkQ8n9xIS7R5ZlZFnmK69AVOoY1PIGFKSjIF70NRWqhSZNmtC3b1/GjRvHwYMHOXjwIOPGjWPgwIEWI/UDAwP57bffAMjKyuKdd97h4MGDXL16lWPHjjF27FiuX7/O448/DpiSwhkzZvDvv/9y5coVNm7cyOOPP05wcDChoaHFxlNwQNSMGTPuaEDU7t27CQoK4tChQ6xbt858rFOnTjF16tTbPm553J8tpwWoNVcB0OaZZuTPvhRGVuR50i5ex6lRXS7++DnOgTd/gRjiupKR0huXJjMrJd77xY0bN8jKyiIgIMC8pOHJuddpMckPO7crKOTrlR2iUMHylyq9HUrjUQD0elcMBlcg3rT9xhU613NnX1QiWdk5zPgkh29+SiW0Q0MeG9CSh0dtFndGKtjXX3/N3LlzaXY9G3+VHYEfH6LhUF88WlxFEvVaqEZWr17NxIkT6d27NwCDBg1iyZIlFmUuXLhAWloaAEqlkvPnz/PNN9+QmJiIm5sb7dq1Y+/evebWSI1Gw44dO1i4cCGZmZn4+PgwYMAApk6dilJZ/A+3uzkg6q233mLWrFlMnjzZYrnT7t27s3DhwtI/mLvgvk5OMy4fwquOabLnhLOFB9aY5kD9lexLgejaD8KlQRRGgwtZmV3JOryHuu0fuMcR3x90Oh3dGjfganYeI+29cMWJ83IGD5yLJuOqH3ZugFT2CYmF+8fZGwk09XZHbfwZgMy0Ady6JPHUrs0Z/dcxrienA3D1up6r1+P44det+EypzdOPDGbiu9OoVasWSUlJ1brfVlXz888/M3bMGGQgAgi2dqHnBYnshCDgqqjXQrXi6urK999/X2KZglNSWltbs27duhLL+/j4sHv37nLHcjcHRJ0+fZoffvih0Pb878R74b5OTp187ZEMBgx6J3LTC08rExMBMRHX8W54nazIuiQ0CMS2fjPsGmgA04pFWZFhnF+8gK9OJTFp/U/06NGjUMtLZmYmRqOxTJ2xBdOtg84NvUk9ew0MNpxX3JzfzcbLtEKFjLqywhOqvDwUxACQk9OGrMgwi1dzIm+YE9M3BnahSYtgdodf46cNm7gWE8ucpcuZs3Q5AL09nNgSl3pPo6+p0tPTmfDM08hAJ2tH2qk9uYxpuWi1bS4g6nV1kR4RjV5VPbpfZP/Xjaemu5sDopydnYmJicHf399i+/Hjx6lTp84dx1oW93VyKktOACiUWShUuWRejLR43buhKUGF/FZUk+xLYRbL7X2ZmMlfWUn8+eCDOElqHnVw44vk6+YmeGtra+bNm4eLiwtJO36laet2NPXzofGTouN/Ufbv38/GqBSm9WzB1f3ZuKIhwMZI80mNcfQ2JRoGqfi+N8L97WxMOu1qWSGRh0oVb15VLJ9LYx88j14mLk/HliOnsdNo6Fvbnbc3/86fO/7mm7W/cercBQDq+7jzlVcg4TkSATYyY2PPF/meF9Z8Zv5b1Ouiffrpp6Tk6vB1d2aEwoPLuQoesrGn0dhWeHcwTeUn6rUg3Dmj0XhH+w8fPpw333yTX375BUmSMBqN7N+/n9dee42RI0fepShLdn8np9RBp62DWhONV6swbujbkH0pDLsGNyfmd2pkuU/+qN+Cz4e72CB7ObMjLo00WcfX6bH8ZWdDj0cew/7CYaxUCo5EJ3PkRhJGGVi7nYE9uzGxVi4N6x1CIRnINfanUaNRJfZ3M6a+AtoTSPbPIesvIln3R9K0LfrcZCPIGUgKp9v+fCrDqlWrOH1wI4tnP0/d2GR80//GraU3TZ+zwd7DtKyhTjEEg6J9JUcq3Au31+9UQi91RS1vxdV7I3FXTcliwR+Uz3WI5YO9ZzkZl8rJdTsAsPtyHS0a1ueh9i34avI4UiLOoIq5So71DYiQ8W4If3UOZMC+8+x79kHTPv/dTTH9bfrvibM7cFF/jlLSEZHaia5tJiFJmmKjNWYsgNzNYNUZSVkPJCsk26HFlpeNqUgK53J+JpWvd7Abc600TBnzJLX37SSoSW0Cx9fCxcc0e4Jeao1O8VglRykI1dMff/xBv379UKvV/PHHHyWWHTRoUImvz549m1GjRlGnTh1kWaZp06YYDAaGDx/Ou+++ezfDLpYkl2GNzvT0dJycnLh2+TKOBTrH1gRK47/YGF4CIOlyCMlXQgDJPJ3UrW5NTsHUqhoTAXmykZ/TUjlmSCJTX/QvF193Z6KS0pBlGYVCwWMP2dKtky2PDbQnx2oEN7JN86t5O9rw0ksvsXz5cjw9PZGkPOS4NoD+5sFsR6JwLPofSsq5KdjZ/4267nakatSP6+eff+aTua/TyK8R7w0bSN71MwQMPoXGLgUZJVrFBHSK4VVqftP0jAx8/P1JS0urVl03qku9vp1BUc28ddjqRyCRjU7qRcLVRwA1WZFhJKdnMOD1maRkmEagKhQSGqWCXN3N23/+tVx4r2MAAW4O5rsm+UsdF5T/Q9bU3ceUnDrW98Na2w+VQgfA5bR27Lr2P5p7uhISFGixf0ZGBid2P4itVQx1vFV4uKtAE4LC9dsizyvh1DJc3Jej9NiApKpX7s+lMiWemc2+cz60r+9E/LbNNBgUjp1rFGD6wZmnmAiSdSVHeVN1rdcVKf874+cODbGtRrf1nzgUUSH/H1NSUpg4caI5GRw0aBCLFy8ucVXJUaNG8c0331hs69ChAwcPHjQ/79atW6F+p0OHDjXfti+KQqEwr1qlUBR/fZQkCYOhbF0dLl26xLFjxzAajQQHBxMQEFCm/e6G+7rlFMCgaEta4mM4uazFzf8gtp46oo90smhlKZioFmxVLZiomroAKBjh7MpL/s6cSssmKjuPa9la8oxG6tla0a2WI01b1ifa1p0FWw5wMOIaP6/P5Of1mbw5M5H5M7+gTe9Qcg0+/O/lV7h4MZyevXoTGRHOgL59Wbn0JeyVy5H+66eVm+fDqdOFk+Wm3i44uvyKhJGoTbPx7T+rIj66CnHkyBEOH4/C3cUV2aCifv9wNHYpGPEkV/UhRqlx6QcRapTbaT0Ni1ET5DUNa8PbqOVtePpeJ+HaWOwaNCMnOQUUNy+sEhIb5k0lMzuHw+fC+fK3jVxOSOGFTcdYPqAN9YtISksk2RGZPgU36924W+/C3+kIkanHORPXmjNx/5iLNfd04buvv2TZgsO3HCCcOj67qV2nDm+9P4PadeuaPwdnjz9QkEPKxVW4Nq36q7zk+/fff5nyzjauXb7A1tU/4dsrHjvXKGRsyVVOw6DoUtkhCkK5DR8+nOvXr7N582YAxo8fz4gRI9iwYUOJ+/Xt25eVK1ean2s0he+sjBs3jhkzZpif29iU3MhU8Fb+nd7Wz1e/fn3q169/V45VXvd9cgqg9HiV1FhbnFx/wMb2KH6hV8mK90Kb7UJeZi2sW7lgNKjR5TgjG00d9m+9/W+S3y9VQQdXezq4Fj2NQ53sRJaNGkSkbMff4dHsPHCQcxGRjH0lhjEjnufBx+YzYvQYDv1zgPkffgDAb+vX89L//keb4A0o5SOAhEHqAiQWOr5K3oaEEVlWosupPrf1T5w4weJPPgEgICsbF99/sXG+gYwtOaolyFI5kwThvnY6NpAgr0+xNryPUj6HZ90Z6KUQ7B1t2PfbG3y0bBuHjkcQFBhItr07zVs3pE4tN+xtrJnyxffk6vSsuZTMB0+0LXTHpHDdN61AZdegGemRYdRp0IezN1qjNbpR23Yt7b1/4EZWU/TGmy2DZ+JSCL9wAe/addBq80hOSjKP7I2+FkX0tSh2bt3M08+OBUBhPIeCKwDodV4V9KndfdnZ2bRr1w6AkLpukPoHTi1OA5CrnCO66AjV0rlz59i8eTMHDx6kQ4cOAHz55Zd07NiRCxcuWMx1eisrKyu8vEquw7a2tqWWqSiPPfYYbdu25a233rLYPm/ePA4fPswvv/xS4TGI5PQ/Kq/nSbruiYv756hUiTjVLpz0ybKSzPgGJER0M7esFpWkFhw8VZIGUhZBfUN54/mxLPh6KfO/XMuK7yJZ8d0gXFxsqd+ggbmsra0tvvXqgWSLQepq3t60dq1Cx1XrTb/aMtIGYtDac3z2iwRPWVKoXFUzatQo8mSZRq4OTBjbCjf/AwDkKSeLxFS4Ladj/Wnm/SU2+tdRcBW1vAWlo8z8WfH8uCGDvDyZ85HX+eWv7eZbYQVbHVT2zhZ3UUpTMEFt2qAZ5288jrvVLhw1CTzc4D3CUzsTnRlEUk49ZFTM+PBj877H/j3M/559xuJ4zVu2uhmLvBEJIznZbUg5qyfl7GfVYvDV5cuXzX+/M/IBvJpvA0CrGCYSU+GeSU9Pt3huZWWFlZXVbR/vn3/+wcnJyZyYAoSEhODk5MSBAwdKTE7//vtvPDw8cHZ2pmvXrsyePbvQyPrVq1fz/fff4+npSb9+/Zg6darFnKPFMRqNrFq1inXr1nHlyhUkScLf35/HHnuMESNGlGke5927dxc52X7fvn35+OOPi9jj7hPJaQHWdR8hR+6HUj6EUr6IIfMUKnU0EgYkRQ5KZSYOnhexq3WNpMj2pF4PLjFJLUlW5HnsGgSauwxMHvsSIa1dWLRyNUdP5ZCSks3Rf02tC96e9sz/eFaZllQDkGTThOPplzXF9p2taoxGI+fOmQY8DR3UD7/uV5EkGZ00AL3Uv5KjEyrbnUzIHxZjjcR8HNSnsVOH89GHv/LVatOFKqC+NQ38FBw9mUdCkqkfVkDDBvj5+ePp4cELjw/CrnbhJQNLqlcFE9TABs0Ij3+bAMfZOFrF08ZzHW0812GQrUnNa0dszmCy9I3Iy8vjk9mmhT3ca9Wic7cePDniGer53ZzKRfFfvc647kj2pbO39VlUhlWrVmEjKRjYrSMPDM1DocjBIDUXy5RWY7GXwKbqdPsvUc5/vzV9fHwstk+dOpVp06bd9nHz+3feysPDg9jY4leb69evH48//ji+vr5cvnyZ9957jx49enD06FFzsvzUU0/h7++Pl5cXZ86c4e233+bkyZNs27atxJhkWWbQoEFs3LiRli1bEhQUhCzLnDt3jlGjRrFu3Tp+//33Us8tMzOzyK4GarW6UJJfUURyeivJBoPUDQPdwAkKdhvOidqIk+t3aKyuUCtgN/a1s4k5EYxBa1di60pRg6gKyr/QdWr9NJ3bPoTa6h9ORhwiIuICrZoraB9sjcy35MjtytTn0ij5opCjcW0UhVJdizoPflqGE69cx48fR6vVAtDGU4fGLhkZJXnKl0Gs2CNwZwmqjIp0XTDpumC+/dH0y//Z515g7AsvYqVMoJ7dcvLS/kGSwM6lGQqb95ElvzuOOT0yDN8GoZyK+QxXq/24aA7hoD6LSpGJm/VeXK32E5H+BtPm7eFSZAQuLq588/NvuLq5FTqWUfIFGRx9YqCLNzF7q+6coPnLkx4+fJhln8wnRzbS0dsRO3fTXaU8xctQwgwGgnC3Xbt2zWJAVHGtptOmTWP69OklHuvIkSMARbZCyrJcYuvk0KE3Z+Jo3rw5bdu2xdfXl7/++otHHnkEMPU3LVgmICCAtm3bcuzYMVq3bl3ssVetWsWePXvYsWMH3bt3t3ht586dPPzww3z77belTgfVvHlzfvrpp0KT9f/44480bdq0xH3vFpGcloNNvf4kRvpg57AdR+dfsLE7gl9IGMlXg8mIa4w+19S/89bBVGVtUc2fi9GuQV8C6/QlsI4ejdVFDNImlPI5rPXvka1aDVLJFyW9ohsqwwFsbA+haNCM64f/pm77brd30hUkNzeX1NRUPmnUjZ25cZzQpQLQUGVPQC3Tr04j9UGquqPIhXvvThLUfN516hJ+/hyJCfFIkoTW6EFExns4Wx+igeMnKKVzGHUjiM8ZgKPjoxhpiGODkm/t3zrR/60CvX0BX2A4ubIRhXwejfEbVOzBKvNj1q4JB+DdWR8UmZgC6BU90Ri/w9rmPEq/VAw2b9zO6d8Tflb2ZBn1JBlMPzi9FFZ09s5EochBRoNRKvtdJkG4GxwdHcs0Wv/FF19k2LBhJZbx8/Pj1KlTxMXFFXotISEBT0/PMsfl7e2Nr68v4eHhxZZp3bo1arWa8PDwEpPTNWvW8M477xRKTAF69OjBW2+9xerVq0tNTt977z0effRRIiMj6dGjBwA7duxgzZo196S/KYjktNwcGwQBQSRGNcLJ7Vs0mijc6+/Hvf5+tHn+5Oa0IOF0bYx608CHgrf9S5L/um19ywnDadCM+ChfPH2mo+AaKnkneqlPiccySC3Nf1tZn0VRYIWlquLMmTN0bteB5la2HNOZpvTxVFrzoosXdR50BRIxKsre10+4f9xpgvr8S5OY/L/n2LtrJw89P9m8vblnB04nL8HP/nOcrf7Fy3Y96NeTo69DqrYtcTmD0BpNfbyb/pesppt/UBb/bzW9QH12bNAMJAVGqSm50mxsDM8x9aOd6PV6Wga3oVOXrsUe50yMK+1qSUjI/PD7Rbbt/JjVvw0oUx+yeyk1NZUoXbb5eV2VDa+61KF2N9MAUaPUGCRx6RGqJnd39zJ1oevYsSNpaWkcPnyY9u1NfacPHTpEWloanTp1KvP7JSUlce3aNby9C3cfyhcWFoZOpyuxDJhWV/zoo4+Kfb1fv34sWrSo1JgGDRrE77//zgcffMDatWuxsbGhRYsWbN++na5di/+OupvEN8Rtsqk3gMRIH2zsDmFrtx+N1UU0VpfRWF3GrqMLGen9yc7sTFbkRaBwa2pxSWvBJDWfLNuRmdoFR+f1qIwb0CtKTk5VRtOk4oeOGfj2Zx2vja06cwfma9iwIdaSEq2VAfKgvbUD45xq02d5Qxw8LyKjQCcNrOwwhRqorq8vANm5uRbbz8Sl0NzTg4vp7+GkOYaH9WacNMexUUVjo4rGw3orsTmDic0ZxNkbpiT51hbV9FJaUPNfNyWpKrSKkURc3gJAg4CGJe4b5HUOySAzdV4ys+cnIctxjNm5k549e5br/CuaTqdDjYQOmQ5WDox1rk23D1vi1eaU6XXF4EqOUBDuXJMmTejbty/jxo1j+XLTcsfjx49n4MCBFoOhAgMDmTNnDkOGDCEzM5Np06bx6KOP4u3tzZUrV3jnnXdwd3dnyJAhAERGRrJ69Wr69++Pu7s7Z8+e5dVXXyU4OJjQ0JJXUEtOTi6x1dbT05OUlJQynd+AAQMYMGBAmcpWhGrSpbmqUpKT1Ymk+NeJi55HatIz6HW1UKpScHZdjbvnXBwCCk+UXd7RvwA52aapWJTyaZDzii2vMIah0n/Jh4uT6frwFZZ/e42cKyX3ea0Mzs7OJOtzaeVsB4CtA/RaEkidDqZkXqt4TrScChXjv+maZLnwXIBn4lIAiTRtG34Lf4HV5xayK+oF4rIbolTkUMfuR4JcXsRaeY2zNxLMj3yODZqV2gWgIIMUymMPuQCw7uefCDt1sshyKikVa8NM/tyWyaxPk5BlGPHo4HvWilEetWrVoo+t6ZxsvG14YHZr/HufRpIM6KTeYoCjUGOsXr2aoKAgevfuTe/evWnRogXfffedRZkLFy6QlpYGgFKp5PTp0wwePJhGjRrxzDPP0KhRI/75P3vnHR5F1fbhe7Yl2fTeCAECJPTepQkKioK9gCKC2FAsWD/1ldeKoK8NREUFRFAUEQuINJHepSUQIISWkB7Sk23z/bHssptsetuEc1/XXsnOnDlzZnefOb95znOes3OndSa+RqNh48aNjBo1iujoaKZPn87111/Phg0brEuil4fRaESlKt/nqFQqMRgM5e53JoTntBZ4XZ6RC2Ay+VBYMJjCwn5o3bfh6f0bGpezBAS/g0L5BAZ9OFA2Nq20B7U84Wo0BGM0eKNU5aCUD2OU+jgsp5L/4dHnU/hmmXlGXb+Bg+h83xO1v9h64PdfPuSXTPOQfof+LWgxyLyeuU4xEb3i/sZsmqAZU1BQAIDWw3E8s1mgmtGbtCTm9iMxtw+tvfbSM/hnvF1S6ejzAqdyXyBX3wO4soqVJbWb7b3BEbkJsVbv6eNTh/PdTz9z4EgJ8ceP0alrtzLlvTWHSDybzYzXzSnu7hkxmG9XrKr+xTcAJ49vZG3JJQDCWvrSevRxJMmAQRpKifI1McFR0Gzw8/Pju+++q7CM7SKcbm5u/PXXXxWWj4iIKLM6VFWRZZlJkyaVO9mrpKR8xxaAr69vlcKEsrKyatS+6iDEaS0p0wnJGgrzr0VX3AG/oI9RqdPxD5pDWvI7yLIW96hODidPVO5NlSgpiUGr2o1CjsWIY3G6Y58L3yzLRZLgpf+8wduvv+p0MWkAZ8+eZcIDL1FQYKBbJ1f+O6sESVKil65Dp3hUdGCCCqlN3KmPr9mrl5edRUlRES6VrLxiRkFibj+SCzoyMvIjgrWnaO/9Br+e+i/hPl2tpeKS0+0EKjge6rf1rpoUfRhz3VoOHClh/57d3HZX2ckY51MDmTIhiTPn9YSHhTK5d1SZMs6Cl3onBqOJnl1dmfWRAaUyH6MUQ7Fypog1bSYkFEu4NJF7dIncNNpZFzzwwAOVlqloMtRHH31Uh62pHeJOUQfYdjSWjshgCCUj5WVCWsxAqcxHpb6IXmfuUMoTqI6wnWghYbr8t3y3/Lc/HAUgJGYw78x8rXoX0kCkpqYyYOhwCgoM9O/txuaV4ajV0uX1tZ8RwlRQJWoqUINDQgkOCSU15SIJx47SsafjBz1HlBg9+TPxJSZ2fASFZCRIe4qjqRF0Dva1lrFtk6O41LIY6dnV7OnYtnkT/+7bS4/e9m1atOhPzpzX4xfsz569+wgLC6tymxuKvLw8Nu3aR+dWHpzY1Zk2LYuRJAmD1P+yMHW+2HeBoDlhuyRqTaiKuG0ohDitR2SuxId4eK1FqcxGoczHoA/CN8Cc40+W3SgpjqaooJ918pQFizCVpGLc3Hfgqt0PgEEa4Ph8ssz23eZ1uos8nS8WDcwd2DUjR3HxbCIBQUF8+cVv6F3z0UmByFJ4YzdPcBUgSRJdu/dg/dqLnDp6qFriFMAkqykyeOKuvkSM3yba+OzCzzWTEmMQBtkTCRMm2YV8Q3viL44gOrS144pkPUp5GxrT9/To7IKrq5riYh2PT55Iv4HX8PLMNwgOCSUzI52fl38PQJ+7pzmlMAXw9PTkm88/wy8ggI/f3kiRfBwkF0xEiQdOgUBQLcSEqDrG1ksimzwoLjTHj7lp/0XjcgaVKgNXtzjctAdx0x5E674TX/9FBAS/j0fb1rhHdbK+AJSqVILCXsLHbxmSZEIvjSh3otCabbs4dSIeSaki9hfnW33lo/vG0DY0kFNHD6F1d+evXxcRGdkWk6K7EKaCGuFo+d6q0Lu/+QFv7fLvuHD6VLWPP5k9GAB/t3OEuh/HRZmOlyYWP5dd+Lrswd91K5EeX9PZ9ykSUo5Yj7NMoDqefA6tYSJuxv9DIhe/4PZ8vmgJg4ddi0KhYPeObTz6wAS2bv6bTz+YQ2FBAYGt2hHV55oaXW99YjKZeMGvJUv6tuWZl17h4UfHAzImRSdMUlshTAXNluzsbO6//368vb3x9vbm/vvv59KlSxUeI0mSw9ecOXOsZYYNG1Zmf2W5V5sbwnNaz2RlPI6r9gDuQa7IkicmwlCQDOgBUMgZqE0/onFJIDj8eQz6UHS6KHTF7Sgu6oaH11/mmC2jJwb1VPSKW8s919nE0wC0bu1LiPtcZOOTSMqK86LVNzt27KBNmzb8Z8ZTLFi2BoBgFzUfvTCVrq0+oMT0MEaFc6XCETR/bhx7C6t//YXD/x5g1cIveeLN8nMD2mIZvtfxEGsTY/BxTcJo0nCpJAwPdQYqhQ4ZCRdlAV0Ct+CqTKGL3+MUF7UgX9+OAJcOZOv64++yGQVnkNGQXHALF4tuI7qjltmfzGPdngPMe/0lUpLO88L0x63nvuvBzoxp8y2yLghJU3bSVENjMBj47MFxzP9zK8FermjyjPRN2E7r4fsxmdqiUz7S2E0UCOqV8ePHc+HCBdauXQuYU0ndf//9/P777+Uec/HiRbv3f/75J1OmTOH222+32z516lTeeOMN63u3KsXGNx+EOK0HysaYdb0sRc2Y6GG316AYjKb4WVSqLDQuZ9C4nAHPjZhMLigU5tl1Os2bGBX9Kjyvj68fAOfOlSB5vd2oE6GysrJ48bnn+GrhQlQqlTV9xfhrOvHao5G0Gfw3CgpRyrEYEeJUUHNqEntaXFTEpcszTo1F+dU+59HUS0Bnkgs6W7elYr+0sEp9I+293sRdnYBWdQat6gxBbusxyl+glMx2fT5/AilFt9rUm01YZGuef38uP3/1GQe2/m1d1nfF2ZtY+XNLzvfrTMUJZeoXWZbZsuIDHnn+feLPmlfIyVOoeejeaFr2WYJKzsJAxbOCBYKmzrFjx1i7di27du2iXz9z37xgwQIGDBhAfHy8Xa5TW0JCQuze//rrrwwfPpw2bdrYbddqtWXKXk0IceoEmKRoil1/Q0EiCvkMCvkgSt0mlCpzShsjbTFKvSutJ6ZjJ9RqNXpdLkEPfEn6t48gm7JAqlp6iLrAZDKx/q/lPDvjv8QdM6eGMhgMdIr24r8zgrn1Zh1gXqZNxhu94rYGaZegeVNdgfrpB7M5d/YMWk9PbnvsmWqdyzbVVEXoTX7EXvofrspkXJVJeKpj8dbsQ6s6D4DB5ElGseMHM5+AQKa89DoTpj/H3s0b8fD2ZtPxY1w6spxnXlhHTJtwHnv8YSSpbrwpJpPJOnxYHrIpj4v/buJYwipun/otOblX8sQOHKBj/FNmoSqjFqngBE5Hbm6u3XsXF5dyUy5VhZ07d+Lt7W0VpgD9+/fH29ubHTt2lCtObUlNTWX16tUsXry4zL6lS5fy3XffERwczA033MDrr79uzYV6NSDEqbMgKTHR1hyjxUjyLg7F02cVLl4u6JSTQarcV+Lq5saAa4aw5e+NeGXtZem6ndzRaTcv/f0EH943zVou/vv5RN9b9ZjUM2fO0LJlS44fP07Hjh35KiSGh1LsE/unpZ7h+2WL+frL+Rw5br/e8D23evDtp0FY8gcbaYdBMRq94maQrh5jE9QvlvjTqojUY3HmbBmtozvi41/5UoU1R6LYGE6xMZxLur6cL5hImPZH3JTnSC0ah0GueK1vV607g28cC0CeTyLr9q1m3ZrDBN4iU5yuwS3oih2vviaGMdvMdnngwIEK1+C2oNPpWLt2LX379uWBtj34K99+yFGvLybv0gkSNnyM7LeDlWs9eO+jfXZl/jPDj//M8MNEOAbFdegVtyBLVV9bXND0OCHno24iU1b0lxfbiIiIsNv++uuvM3PmzBrXm5KSQlBQUJntQUFBpKSkVKmOxYsX4+npyW232TtpJkyYQOvWrQkJCeHo0aO8/PLLHDp0iPXr19e4vdXlwoUL/Pbbb5w7d846emPhf//7X72fX4hTJ0WWteRmj8fLr3qrJEW1b8+WvzcSrLtIC79Q1EojU7r/xq4j1+J7dLM12f+/bz9BQYK5I7vmmw3l1pednU3Pnj1ZsmQJb9xxL3d6BBIRpWDnzEc5XKjAr5dMx66D2bhhF08/+ykASiUYjebj773rDuZ/NB696hI6gjBKHUDyrsEnIhBUjaqI1JvG3cqHx48Ru283z945Br/AYHwDg/D09SUgJJT+3bvRPqYDbdq2q3RVluqhJLnwXod7KvPIDunUmmvmLeDwlvd5/L7DGEu+ITdjDBfXryZ9/c94t2/BtskjOXP0DIdyCukZnwyYhx/Dw8Px8roihDMzM/m///s/IiIi+M9rr9Fb48ez3f048NY01C2j8R8URLEpib/+kXh86gyH7VGrVfy0ZDojrx1EodQBWSrbUQsEzsL58+ftbKA8r+nMmTP573//W2Fde/fuBXA40iDLcpVHKr/55hsmTJiAq6t9mrWpU6da/+/cuTPt2rWjd+/eVX7orC0bN25k7NixtG7dmvj4eDp37syZM2eQZblBzg9CnDottgm8q7McYq8+/Vj4xXwObNtMYuYSBoTtomNAInHZ8dYMAIWnY63C1D0qhvjv59vVUXg61roowKl5H3OHt4rHbrmdS0YDzxefhgzQ7E9EZzAr0DatvkFn8EapAKPJLExVKnj91Zk8OW2aOddhrT8RgaB6VDTUf9eE+/H28WHZ4oWcOH6MrPRUstKvePw3/LwcgJDQUB6d/gyjxtwMVH1IvzSpKReJPxZHemoqkkJBRMtIgkNCCAkLR6Mxp5XrHOzL0dRsOgR4sf3YKfQlJfgHh6BSq631HM4oRtXpEQyaN/FVp7P97Hd0u/4Ra+7kwtOxGLPyGR3jxrbJIwGY/Otu7uzYkoGyEe/2LXCPiiHsodf4+ssvMQIBChUn9Xm8dbyIoLw/2XP2GwoKi+naUcPhOJ2jy2HYiOt4/tX/cE2XDhhr9IkIBA2Ll5eXnTgtjyeeeKLSmfGtWrXi8OHDpKamltmXnp5e4fr2FrZu3Up8fDzLly+vtGzPnj1Rq9WcPHmyQcThyy+/zIwZM3jjjTfw9PTk559/JigoiAkTJjB69Oh6Pz8Icer0VEeYdgwLRO7Tl5CwMFKSk1n98yY6ekbTIeQQBZk72Lw/nM2rlpN04QKmogL83VwI2J9A2z7ZtO7SnY7t2lJ87gRHEy6gPpNMx94D+EeWWHwuA51JtjuXzmAkOFBFXr6R02d0gFkEBPgpufsWDx6beicR7Zxz2VSBAGDUmJsZNeZmcnIucTYxkayMdDIy0rlw7hzxcbGciD9OysWLzHz5BQKDg+nZu2+V687NzuKLn74l99IlUi4ms3PbVrtlDC2oVGpaR0URGBxMQEAgpxNOcfb0afLyzPFxHl7e3Dr5EYaMucV6jEFWsyelP2Pa/E6Ie7x5VarL4jQ9r4D4zFx2XcjAQ6MieshItH6nSVdruZSfTcaRRFrLMv88cRstvLWczSkkw2R+dLyUqyc2N9F6ntLCtE2kmltubMW42+fTvXv3anzSAkHTISAggICAykN9BgwYQE5ODnv27KFvX/O9Yffu3eTk5DBw4MBKj//666/p1asX3bpVnnkjNjYWvV5PaGjDZN85duwY339vzq2sUqkoKirCw8ODN954g3HjxvHYY/WfqlKI02aGJEncNf5+Pnn/PVYsmMeKBZY9c8o/6PAZYFnZ7V/9Yv3XX6lhwU8/MGzYMO6N6Mi9N7Tg7g/yyM3Ts+dgMQCRLVREtwvEoH4agzSqri5JIKhXvL196Nq9R5ntxcXFvPnqy2xat5bVq36pkjjVlZSw5+/1rPhyLgV59hMwojt0JDgkFKPRSNKF86RevEhRUSEn449zMv54mbpUKjX5uTks+Wg27l7e9Bo8nO5BWgBcla0A8NKkkKmHwsJCPvh+FQvXbMBgvDJRiZ3mSYnHT59hweUHTNW+RAyY/1cA/koXglWuaCQFnYOVjJ8VTOcOhezcV4zeIOPhrqBDezfCWz1tTmUnVnoSCOjQoQOjR49m6tSpfPHFF4A5ldRNN91kNxkqJiaGd999l1tvvZKVIzc3l59++okPPvigTL0JCQksXbqUG2+8kYCAAOLi4pgxYwY9evRg0KBB9X9hgLu7OyUl5owbYWFhJCQk0KmT2VGWkZHRIG0Q4rSZ0TEskP++MIOM9HR+X7nC6oFRKCQ6tW9P32APQkxFmGSZ8+fSydYZOJelJ92oJ8Vo9pR4S2pKMFIsm1Aj0c7Fk8MFWSiVSsZ5tcBFoSTgYh6XzgwlIGoPQ7pE4xFkTmSuU9yIQXFDo12/QGChJkub2uLq6srNt97OpnVrObBvj0PPJ4BBr+fo3p3s3LCWw7t2YNCb7ahddAwDBw/FTatl6IiRtGptnypGlmWSLpznbOJpkpOSyM7KJLJVG1pHRdE6Kgqj0cTwvmbRfPjvv+g1eLj1WLUil/hTOv7cksyhY2/z55o1pF9OjdUhwItQCdJzjGQa9SQbdZRcFqYSWIVpoNKFTi7eeCmvhA3c1cKDjr43EhTwN2NGhKLWnEWhKMIg9aFY6ThWViC4Wlm6dCnTp0/n+uuvB2Ds2LHMnTvXrkx8fDw5OTl223744QdkWebee8valEajYePGjXz88cfk5+cTERHBmDFjeP311+s4/r18+vfvz/bt2+nYsSNjxoxhxowZHDlyhJUrV9K/f/8GaYMkl3fHtSE3Nxdvb2/OJybidRWlMmjyyDq0+hsoLMwn99LjFJxws4s3zTlxwVr04ikwyDKniiSUl4O5Y025KHAc9H2z1oOYG83xa+HDCgiI2o6MG4WqpchS4yb+b2hy8/KIaN2anJycKsU0OQvN3a5rK04BigoLuWHYIEqKi+nesxeeXt64urlxqagEhVJBQW4ep2IPUVxYaD0mOCSUO8ffx10T7kOt1tT43EcPHWTq/ebO66HHn2DKo9NIS0lhycKvWL96OTm59pHcoT6eTO/VmmtaBlpt++IpKDIZyTMZSdOpUKHgkOkSKklC4yADiK1dB/ZxI6zrr+bPQTkPo6JhJkI4C03VrusTyz3jOvcQVE1k5S+DLLO+IEV8j9Xg9OnT5Ofn07VrVwoLC3nuuefYtm0bbdu25cMPPyQyMrLe2yA8p80YiVwUUiEe7gou7nGxztR3j4opU9a7vVmsqk4ByJwskuikMBvycTmvTPmTRRKhJy4QMiQA/zb/AlCifPqqE6YC56UmyflL46bV8sBDD/Pl3E84eGB/ueUCAgO57oYxjL5pLO2iY+okr3BQyBVbunDuLF/O+4RVPy4nO9vsIXVxkejZOZpeXXrTOdCTHh4yaqWSgoTjeLdvAVyx64unlASpzHbbU+lrrdfWtmMkT04WQeiJC/j1jCCk8zYAdIq7rjphKnCMRqMhJCSE9VVMleQshISEWCceCirHdkEArVbLZ5991uBtEOK0GSNzJUG3q1cKtOlkFajaNp3Q2ry/0qFd4OIpaOdmdqifLJKIuZyL1LINILStTKu7B9Dq+n+RJBm9NAaDdHMDXZlAUDUsaaWg5p7UBx9+jH4DryEx4RQGvZ7CokIkJGRZxsXVlQ6dOhPdoSMKRd3mfQwKDmb4daP4e/1frP3jynKIbdtH8+kbaq4dVEx+7j2kHwoqY9eAdZuZy6Mkp67YsMW2r9i1TGhbaDF2KFHjjqFQFGKUuqBTiImNAjOurq4kJiaWyXvp7Gg0mjLpmgQVc+nSJVasWEFCQgLPP/88fn5+HDhwgODgYMLDw+v9/GJYv5mjzp2Mi9sxZFlJQUYrdEU+uLhnonHPwGRw5dKF7uRe7Ezh6bhyh/tD25r/t3hj3Nu2J6ivhqAO21EqczBKnSlSfgaSusz5rwaa6vDf1W7XdTHsX98YDAa2b9nMiWPHSEtLoWVkK1579ml8XBagMf0AQElxDAWpHqjdcnDzywZZSc75NmSf703BKfOEqIKE43Z2bYvVrqOicQ/JJvK6ZNSaZEwEUqRahCz5NczFOhlN1a4Fgtpy+PBhRo4cibe3N2fOnCE+Pp42bdrw2muvcfbsWb799tt6b4PwnDZz9J6fojS+gYoteAQmlNqbT3DMBjxDjpHq6nh2vXd7SxiAjF93PzyCTuARuBu1q3k40EgbipWzrlphKmi6VGdFqcZCpVIx9NqRDL3WnLPU0madPA0woTb+hIvrcVxKhYD5t0nFO+I0ye7Xkn0o02EoD5ht27tTKJ4hx/EIOICLRyYAJnwpVn1w1QpTgeBq5tlnn2XSpEnMnj3bbsnUG264gfHjxzdIG4Q4be5I7hSr3kMhn0Jp2opELjLBGKVOKOXDaExfo/VJIrLf9yS7jiHzQG6Zjsy3awCB7Tbj5pNs3SbjhV5xJzrFfSK1jKBJ0xREKtiHKCCp0CmfQa+4F5VpExLpyPhgkrogkYrG+BkqdSoRvZbj4jGClO1SGbv26hBBQNt/8AxaZ90m44JBMZoSxSMg+SIQCK4+9u7da02PZUt4eHiVl2atLUKcXiWYpLaYlG3tt9EFg2IYrsaZKBVHCe26Hl3B3Rj1WhSqYlw8MvEOO4RH0HokSUaWVRQV9kHyGotRGgCS4+XfBIKmiLOJVDsxWg6yFIJeWdaTYZAG4mKcjZpNBEVvoiTvHkryA1Eodai12XiFHMM7fBOSZECWJUqKuoLnzRikISBdfSEeAoHgCq6uruTm5pbZHh8fT2Bg5felukCI06scWQqnSPkprkX3oFKn0nrQ14CEJNmnqSks6Ifs/X/IPmL9bEHzpi4mUdXknLbnqoowrRDJmxLlWxjzHsHV7QgRvZchy2oUCvuJLCXF0Rg9XsWkaVtORQKB4Gpj3LhxvPHGG/z444+AOZ3kuXPneOmll7j99tsbpA1CnApAcqXE7SPkwudRa65MmjAafCgpiSE/dxTalg2znq5A4EzUpze1tACttSAtjSRh8JxNcd5zuLrFIklmYWoyuqMraUt+3khcw2+HJpKvUiAQNAzvv/8+N954I0FBQRQVFTF06FBSUlIYMGAAb7/9doO0QYhTAQCy1IoS7Y9knf0HAPfIQaBWgxtofRq3bQJBY1Mdb2qdi8zaIPlg8PqKlDPbkaQS3FsOBLUruIKrd2M3TiAQOCNeXl5s27aNTZs2ceDAAUwmEz179mTkyJEN1gYhTgVXkCTcWw1r7FYIBE6NU4nPKuLRqmHW5BYIBM2Ha6+9lmuvvbZRzl23WaMFAoFAIBAIBE2O3bt38+eff9pt+/bbb2ndujVBQUE8/PDDlJSUNEhbhDgVCAQCgUAguMqZOXMmhw8ftr4/cuQIU6ZMYeTIkbz00kv8/vvvvPvuuw3SFiFOBQKBQCAQCK5yDh48yIgRI6zvf/jhB/r168eCBQt49tln+eSTT6wz+OsbIU4FAoFAIBAIrnKys7MJDg62vv/nn38YPfpKpp4+ffpw/vz5BmmLEKcCgUAgEAgEVznBwcEkJiYCoNPpOHDgAAMGDLDuz8vLQ61umKXKhTgVCAQCgUAguMoZPXo0L730Elu3buXll19Gq9UyePBg6/7Dhw8TFRXVIG0RqaQEAoFAIBAIrnLeeustbrvtNoYOHYqHhweLFy9Go9FY93/zzTdcf/31DdIWIU4FAoFAIBAIrnICAwPZunUrOTk5eHh4oFQq7fb/9NNPeHh4NEhbhDgVCAQCgUAgEADg7e14+Tg/P78Ga4OIORUIBAKBQCAQOA1CnAoEAoFAIBAInAYhTgUCgUAgEAgEToMQpwKBQCAQCAQCp0GIU4FAIBAIBAKB0yDEqUAgEAgEAoHAaRDiVCAQCAQCgUDgNAhxKhAIBAKBQCBwGoQ4FQgEAoFAIBA4DUKcCgQCgUAgEAicBiFOBQKBQCAQCAROgxCnAoFAIBAIBAKnQYhTgUAgEAgEAoHTIMSpQCAQCAQCgcBpEOJUIBAIBAKBQOA0CHEqEAgEAoFAIHAahDgVCAQCgUAgEDgNQpwKBAKBQCAQCJwGIU4FAoFAIBAIBE6DEKcCgUAgEAgEAqdBiFOBQCAQCAQCgdMgxKlAIBAIBAKBwGlQVadwXl5efbVDIGiyNHW7aOrtFwjqA2EXAkHjUSVxqtFoCAkJoWPXrvXdHoGgSRISEoJGo2nsZlQLYdcCQcU0RbsWCJoDkizLclUKFhcXo9Pp6rs9AkGTRKPR4Orq2tjNqDbCrgWC8mmqdi0QNHWqLE4FAoFAIBAIBIL6RkyIEggEAoFAIBA4DUKcCgQCgUAgEAicBiFOBQKBQCAQCAROgxCnAoFAIBAIBAKnQYhTgUAgEAgEAoHTIMSpQCAQCAQCgcBpEOJUIBAIBAKBQOA0CHEqEAgEAoFAIHAahDgVCAQCgUAgEDgNQpwKBAKBQCAQCJwGIU4FAoFAIBAIBE6DEKcCgUAgEAgEAqdBiFOBQCAQCAQCgdMgxKlAIBAIBAKBwGkQ4lQgEAgEAoFA4DQIcSoQCAQCgUAgcBqEOBUIBAKBQCAQOA1CnAoEAoFAIBAInAYhTgUCgUAgEAgEToNTitPdu3dz66230rJlS1xcXAgODmbAgAHMmDGjsZtGWloakyZNIiAgAK1Wy4ABA9i4caNdmdzcXN5++22GDRtGSEgIHh4edOnShffee4/i4mK7smfOnEGSJIevH374oUptGjZsGMOGDaurS2wSzJw50+Fn5urq2thNE5RC2HPTtGdJkpg5c2a91OvoNWvWLLtyixYtKrdsSkpKnbdLIBA4D6rGbkBpVq9ezdixYxk2bBizZ88mNDSUixcvsm/fPn744Qc++OCDRmtbSUkJI0aM4NKlS3z88ccEBQUxb948Ro8ezYYNGxg6dCgA586d46OPPuL+++/n2WefxcPDg61btzJz5kzWr1/P+vXrkSTJru4nn3yS8ePH221r165dg11bU2Xt2rV4e3tb3ysUTvm8ddUi7PkKTc2ed+7cSYsWLeql7jvuuKPMw0nLli0dll24cCExMTF22/z9/eulXQKBwEmQnYwhQ4bIUVFRsl6vL7PPaDQ2QouuMG/ePBmQd+zYYd2m1+vljh07yn379rVuy8/Pl/Pz88scP2fOHBmQt27dat2WmJgoA/KcOXNq3K6hQ4fKQ4cOrfHxzkBhYWG1yr/++usyIKenp9dTiwR1gbDn6tOU7LmwsFA2mUzVOgaQp02bVmm5hQsXyoC8d+/emjZPIBA0UZzOzZSZmUlAQAAqVVmnbmmv2PLlyxkwYADu7u54eHgwatQo/v33X7sykyZNwsPDg9jYWEaMGIG7uzuBgYE88cQTFBYWVqttv/zyC9HR0QwYMMC6TaVScd9997Fnzx6SkpIAcHd3x93dvczxffv2BeD8+fPVOq8FWZaZPXs2kZGRuLq60rNnT/7880+HZXNzc3nuuedo3bo1Go2G8PBwnn76aQoKCuzKXbp0iSlTpuDn54eHhwdjxozh9OnTNRrS0+l0vPXWW8TExODi4kJgYCAPPvgg6enpduVatWrFTTfdxMqVK+nRoweurq7897//BWDevHkMGTKEoKAg3N3d6dKlC7Nnz0av11erLQLnQNhz+Ti7PZc+xjLMvm7dOiZPnkxgYCBarZaSkhJOnTrFgw8+SLt27dBqtYSHh3PzzTdz5MiR6n4sAoFA4HwxpwMGDGD37t1Mnz6d3bt3lytK3nnnHe699146duzIjz/+yJIlS8jLy2Pw4MHExcXZldXr9dx4442MGDGCVatW8cQTT/DFF19w9913V6ttR48epWvXrmW2W7bFxsZWePymTZsA6NSpU5l9s2bNQqPRoNVqueaaa/jtt9/KlPnvf//Liy++yHXXXceqVat47LHHmDp1KvHx8XblCgsLGTp0KIsXL2b69On8+eefvPjiiyxatIixY8ciyzIAJpOJm2++mWXLlvHiiy/yyy+/0K9fP0aPHl21D8QGk8nEuHHjmDVrFuPHj2f16tXMmjWL9evXM2zYMIqKiuzKHzhwgOeff57p06ezdu1abr/9dgASEhIYP348S5Ys4Y8//mDKlCnMmTOHRx55xOF5u3TpglKpJDg4mIkTJ3Lu3Llqt11Qfwh7bpr2XBGTJ09GrVazZMkSVqxYgVqtJjk5GX9/f2bNmsXatWuZN28eKpWKfv36lbkegGXLluHm5oaLiwu9evVi4cKF5Z7vpptuQqlU4ufnx2233cbRo0fr9HoEAoET0riO27JkZGTI11xzjQzIgKxWq+WBAwfK7777rpyXlyfLsiyfO3dOVqlU8pNPPml3bF5enhwSEiLfdddd1m0PPPCADMgff/yxXdm3335bBuRt27ZVuW1qtVp+5JFHymzfsWOHDMjLli0r99hDhw7Jbm5u8q233mq3PTk5WZ46dar8448/ylu3bpWXLl0q9+/fXwbkBQsWWMtlZ2fLrq6uZY7fvn27DNgNA7777ruyQqEoMxy2YsUKGZDXrFkjy7Isr169Wgbk+fPn25V79913ZUB+/fXXK/w8bPn+++9lQP7555/ttu/du1cG5M8++8y6LTIyUlYqlXJ8fHyFdRqNRlmv18vffvutrFQq5aysLOu+b7/9Vn777bflNWvWyJs2bZJnzZol+/n5ycHBwfKFCxeq3G5B/SLsuWnasyzLZY6xDLNPnDix0mMNBoOs0+nkdu3ayc8884zdvvHjx8tLly6Vt2zZIq9YsUK+4YYbZEB+9dVX7cr9+eef8iuvvCL//vvv8j///CPPnTtXbtGihezu7i4fPHiwWtciEAiaFk4nTi3s3btXnjVrlnzHHXfIAQEBMiC3atVKTk9PlxcsWGCNRdLr9Xavu+++Ww4KCrLWY+nMMjIy7Oq3xIa9+eabVW6TWq2WH3300TLbLZ3Z999/7/C4xMREOSIiQm7fvr2cmZlZ6Xl0Op3co0cP2d/f3xqrt2bNGhmQV6xYUaZ8ZGSkXWc2aNAguWvXrmU+m7y8PFmSJPmFF16QZVmWX3jhBRko06YzZ85UuzObMGGC7OPjI+t0ujLnLS0wIiMj5R49ejis58CBA/LNN98s+/n5WQWN5bVr164K27B7925ZoVDI06dPr3K7BQ2DsOemZc+yXL44/fXXX8uU1ev18ttvvy136NBBVqvVdnY7evToSs910003ySqVSk5LS6uwXGJiouzh4SGPHTu2WtciEAiaFk43W99C79696d27N2AexnvxxRf58MMPmT17tnV2dp8+fRweWzqWTaVSlZndGRISAphj4qqKv7+/w/JZWVkA+Pn5ldl39uxZhg8fjkqlYuPGjQ7LlEatVnP33Xfz0ksvcfLkSTp06GA9r6Xdjq7FQmpqKqdOnUKtVjusPyMjAzBfu0qlKtOm4ODgSttYmtTUVC5duoRGo6nwnBZCQ0PLlDl37hyDBw8mOjqajz/+mFatWuHq6sqePXuYNm1amdCA0vTt25f27duza9euardfUL8Ie25a9lwRjmz32WefZd68ebz44osMHToUX19fFAoFDz30UKV2C3Dffffxxx9/sG/fPm644YZyy7Vq1YprrrlG2LhA0MxxWnFqi1qt5vXXX+fDDz/k6NGjjBs3DoAVK1YQGRlZ6fEGg4HMzEy7Ds2SJ686KUm6dOniMMDfsq1z585228+ePcuwYcOQZZnNmzdXKy2LfDmOzNIxW9rpKL9fSkoKrVq1sr4PCAjAzc2Nb775xmHdAQEB1joNBgNZWVl2HVpNcggGBATg7+/P2rVrHe739PS0e1869Q7AqlWrKCgoYOXKlXbf68GDB6vcDlmWRTopJ0fYs/Pbc0U4st3vvvuOiRMn8s4779htz8jIwMfHp9I6S38+lZUVNi4QNG+czsIvXrzocPuxY8cACAsLY9SoUahUKhISEqwemdKv0ixdutTu/bJlywCqlez61ltv5fjx4+zevdu6zWAw8N1339GvXz/CwsKs28+dO8ewYcMwGo1s2rSpSp2uBb1ez/LlywkICKBt27YA9O/fH1dX1zLXsWPHDs6ePWu37aabbiIhIQF/f3+Hn42l47PkcVy+fLnd8VVNFl76nJmZmRiNRofnjI6OrrQOS6fn4uJi3SbLMgsWLKhSG3bt2sXJkyfp379/tdsvqB+EPTdNe64ukiTZ2S2Yc9xaMh5UxpIlS1Cr1fTq1avCcomJiWzfvl3YuEDQzHE6z+moUaNo0aIFN998MzExMZhMJg4ePMgHH3yAh4cHTz31FK1ateKNN97glVde4fTp04wePRpfX19SU1PZs2cP7u7u1tREABqNhg8++ID8/Hz69OnDjh07eOutt7jhhhu45pprqty2yZMnM2/ePO68805mzZpFUFAQn332GfHx8WzYsMFaLi0tjeHDh3Px4kW+/vpr0tLSSEtLs+5v0aKF1evy7LPPotfrGTRoECEhIZw/f55PP/2UgwcPsnDhQpRKJQC+vr4899xzvPXWWzz00EPceeednD9/npkzZ5YZBnz66af5+eefGTJkCM888wxdu3bFZDJx7tw51q1bx4wZM6yzeAcNGsSMGTPIzc2lV69e7Ny5k2+//RaoXkL7e+65h6VLl3LjjTfy1FNP0bdvX9RqNRcuXODvv/9m3Lhx3HrrrRXWcd1116HRaLj33nt54YUXKC4uZv78+WRnZ5cp261bN+677z46dOhgHfqfM2cOISEhvPDCC1Vut6B+EfbcNO25utx0000sWrSImJgYunbtyv79+5kzZ04Z7/KcOXOIi4tjxIgRtGjRgrS0NL7++mvWrVvHzJkzrV5ggJEjRzJkyBC6du2Kl5cXR44cYfbs2UiSxJtvvllv1yIQCJyAxgt3dczy5cvl8ePHy+3atZM9PDxktVott2zZUr7//vvluLg4u7KrVq2Shw8fLnt5eckuLi5yZGSkfMcdd8gbNmywlnnggQdkd3d3+fDhw/KwYcNkNzc32c/PT37sscccJtaujJSUFHnixImyn5+f7OrqKvfv319ev369XZm///67zGQe25ftJIOvv/5a7tu3r+zn5yerVCrZ19dXHjVqlPzXX3+VObfJZJLfffddOSIiQtZoNHLXrl3l33//3WHS7vz8fPnVV1+Vo6OjZY1GI3t7e8tdunSRn3nmGTklJcVaLisrS37wwQdlHx8fWavVytddd528a9cuhzOiK0Ov18vvv/++3K1bN9nV1VX28PCQY2Ji5EceeUQ+efKktVxkZKQ8ZswYh3X8/vvv1uPDw8Pl559/Xv7zzz9lQP7777+t5e655x65bdu2sru7u6xWq+XIyEj50UcflZOTk6vVZkH9Iuy56dozIM+cOdP6vqKk+NnZ2fKUKVPkoKAgWavVytdcc428devWMtfy22+/yddcc40cGBgoq1Qq2dPTUx48eLDDyWdPP/203LFjR9nT01NWqVRyWFiYfN9991Wa5UMgEDR9JFm+HOzTTJk0aRIrVqwgPz+/sZvSZFi2bBkTJkxg+/btDBw4sLGbIxBYEfZcfWpizzk5Ofj4+PDpp5/yxBNP1HMLBQKBwB6nG9YXNCzff/89SUlJdOnSBYVCwa5du5gzZw5DhgwRwlQgaGLUhT3v2rXLGrdqu3qWQCAQNBRCnGJeWcVkMlVYxtHyi80BT09PfvjhB9566y0KCgoIDQ1l0qRJvPXWW9YyBoOhwjoUCoWYPStwGoQ9186ex48fj9Fo5IMPPqh0gpJAIBDUB81+WL8qTJo0icWLF1dY5mr9mM6cOUPr1q0rLPP6669Xe91ugaC+EPZcPsKeBQJBU0CIU8w37NJJ4kvjKJ3N1YBOp+Pw4cMVlgkLC7NLuyMQNCbCnstH2LNAIGgKCHEqEAgEAoFAIHAaRKCgQCAQCAQCgcBpqPKsgOLiYnQ6XX22RSBosmg0GlxdXRu7GdVG2LVAUD5N1a4FgqZOlcRpcXExrSIjSbVZFUUgEFwhJCSExMTEJtWRCbsWCCqmKdq1QNAcqJI41el0pKalEXf4MJ6envXdJoGgSZGXl0fHrl3R6XRNqhMTdi0QlE9TtWuBoDlQrWR/np6eeIlOTCBoVgi7FggEAoEzISZECQQCgUAgEAicBiFOBQKBQCAQCAROgxCnAoFAIBAIBAKnQYhTgUAgEAgEAoHTUK0JUQLnJTchFq+oTlc2yDJgAhQgSY3VLIFAUENyE2LLbPOK6gSyEWHXAoGgOSPEaVNENqHgJIb031G7JKBQFOLj74MxIwCl8hJqzXmUqgwUiiJkJGR8kAlCRk1WtpHk1FyM+jwUCh3ubnrCQtRotV7IeIDkjYkQjIruGKVrkCW/xr5agaDZYi9AZZSqNFxcY9G4nMI/KBuTyQOjIQhJ0qHWJKIszkSpzAPAZNRiNPohyxpkWYUk6ZEURSikIiSFDpCRTS6YZDdMRg9MRl8UngMwKIYgS+GNcr0CgUBQFYQ4dXJyE2JRKLNwdTuEWn0BlToZlToFpTKPYjcTOXkmsrJNeHpIhIeqkCQJo1Fm2+5ivv8ll+17isnIMpJfYKKgUC73PO2j1PTo4kLXDi4Mv0ZL3x5rQHJFp5iEXnE/SMoGvGqBoHmTmxCLpMjHTXsEteYsak0SSlUqKlVWletQKAtRKAsrKVSMkhxQX35v2ovG+CmF+UOQfV8Dyb3mFyEQCAT1hBCnzogsU3T+T1zcDuMfdAwX1xOXN8scitWxZkMBK9cU8O+RYrvDAvxc8fNxIzW9mJy8onKr9/f3QqNWY9AbKCwqoaCwmBMJek4k6Fm+Kh/IpE93Lz6f40P3zl+gkM9RonxNDCMKBDXE4iFVqtJwdTuIX+BxXFxjkSSjXTlZVlJ0KZTC7JboC31QuRSgcs0FWUFxbjD6Il8MJR6AjFJdhMo1D0lhRJKMyCYVJqMGk8EFk1EFKFAoS1CodCjVRajdctD6nUXrex53z3/QFVwgM+1ZPNv0bPgPRCAQCCpAiFMnovDcOrTuW3HVHsQjNOPK9kKZb3905ZOvkolPKOtZ8fb0IL+wiIysYjKyzILVy8ODG4YP4Za77iUiIgKtmxve3t64u7vj5uZmN5yYmX2Jw8eOc+zUaQ4fO87G7bvYezCXa24uYsU3wYwe/ieyKRid8pH6/xAEgmZG/pmteHhtw017ALXmgt2+knx/CrMj0RX4oyv0QZcfiMnoUm5dhadjgXS0bTph1LujKwxwsN8x2jZ9yD7XBzef84R1W4PGJQEf/6/ITngUr6iutbpGgUAgqEskWZbLH+u9TG5uLt7e3pxPTBQrydQDCtMhlPkf4+J2zLpNr1fz02/eLPkpgy27zlJcogPAxUXDkL59uOnW2xl9/fUEBQWhUCgoLCzkwKa1FBQW4uPlRdvWkahVKvtJUpdxNNHClvTMLJ59810279yDq4uKb+cGcPtNnugV4yhRPANS+Z3n1UhuXh4RrVuTk5ODl5dXYzenygi7rl8Kzm7E0/s33LT7kCQTALKsoCg7nMLsSAoyWtuJy8LTsRhNJo4lp5NdUERUkB9hvlX/PcmyzMW4o+SW6FEqJILcXVApFLhHxdiV07bphKv3BVr0+AVJMlBc1JFLmVPxaN2/bi68mdBU7VogaA4IcdqIKOQTaIwLUcmbAXPHdTSuDctXSSxbdZCzF5KtZcNDgpl89+3cO/Ymwrv1rbBey8z9ikRogYN97jZCVqfX88jL/2HD1h0A9O3pypTxXoy7sRPuATMxKcqK3quVptqJCbuuHyT5ImR/itZji3XYvvBSOLnJnSnIbI3J4FbGw6kzGFm5N5Zvt/1LSk6+dXv7EH96tQ4n1MeTIp2ew+dTuFRQjJtGjVRSxMX8InJL9BhNMnqTjM5osh7rqlIwonUI46LDiQnwxKNtB+s+bZtOuPsnENJ5LQqFDqPRi5ys+9GEThDhO5dpqnYtEDQHhDhtaGQZpbwdjWkRStncQeXkmlj+SyiLf8xi14E4a1EvrRvjrx/KDf170mPY9UiS5NATWhGlBaojUeoI96hO6PR6/vflQhZ8/yM6vR4ArZvEmy/6M+2R6zEo78Mo9bnqO7Om2okJu65bFKY4FPkf4+J6BEky31YLMluTeXogJflBZQRpQcJxZFlmU2Ian+8/RUq+OSTH09WFUB8PEtKyMJoqvT2XwU2pwCjL6GyODXZ3pX8Lf3qG+jJyyEDcNGq0bTqhcU8nrPsm1Brzg7BO15KC3FGoQyaCdHVHfTVVuxYImgNCnDYASUlnWPXrYi6cO4xsTKSk5BLFxTJGIySe1XDg6CUMBrOHRSFJDOgcw40DenND/54EdrKfrFAdcWorTAsSYu08o7bbbXFUJj0zi59Wr+W3vzcTGxcPwKR7vJj7TiAabTdKlM9hktpXuV3NjabaiQm7riWyAYkLKOXDSAUrcXGNt+4qzIog62w/ii5FWEVpQcJxAPJK9Oy7mMXRtBz2JmWReKkAgACtCxO7teKO64fhqlZxqbCYbfFnOZmaQXpuAUqFgk7hQfiV5FKkN5CbnEmARoWvRoV361DUCgk/Nw0uKiXZ8ec5nlfE7xcvsTcrn2IboerhqmHykF5MGNQN73ZdkRQG/FrtwifiEAqFOXzIoA8mJ/teXMLvbqhP0+loqnYtEDQHhDitJXHJ6QAU5OeTmHCK3NwcooID8PO6iK5wCz/9spOF3yeh01X8MbcODWbc4H7cMrgfIf6+gGOhWFNxWh624tTR+WyRZZlFP61k5odzMZlMtAxX8/iDXjzygC9az8EYFKMwSNeA5FrlNjYHmmonJuy6+ijkU6hMv0PxLtTqZCTJYN0nyxJ5KTFkne2HvsjXTpTqjSYOpGTz58mLbDmbht5GLLqqFIzvHMn4LpG4qJRlYkQdYRG6lZFz4gKubULZl5zF/ovZbD+fQfLlTB4xoQHMuHEwg0dcZ742dRE+YYfwiTyCUmkOLdCVRFGYPxBV8ASQvKv2ITUTmqpdCwTNASFOq4hFhNpiMBg4euggP32/lH82bcBoMDg40sygvu4M7NcKhaolatcOUFCMUqHAy1BI16hWRARfmRhhKxJtxWi5K8Y4oCrCtKZs2b2XGW++R0q6+TMJClDyytN+jLnOncgIf/TK+9Er7rxqJk411U5M2HUVkXWo5E2oTH+gkvfb7TKZNOh1keQnB5Cb0hFDiReFp2PJKyrh6L//Epeew55TFzmSU2jnvYz01tIz1JfOQT4MaOGPp4s5EWlVhGlFVCZaTbLMX6dS+HTPCfJ05vtV79bhvHjTYLoMGAKApNTh32onPhGHreLbZNJQmD8U/GZcNSK1qdq1QNAcEOK0CsQlp2M0Gvn155/Ys3M7+bl5pKRcJOVisp0gbRGqJihAgU4vcylXRqnU0q1rRx6Z+giDBt6IpFAA1ROOlYnTxqKouJhf121k3uKlnLmQZN3u7aVgzEh3Xn62Dy2jvwNJ04itbBiaaid2tdt1pchGVPJaNMavUJBi3iQryE+PIj+tPSV5QeiLvQGJg9v/4e9jpzmWnE5CUipJDvIM+7lpGBoZyJh2YUQH2P9OyhOl2jaOHz4rShllS0HCcYd1Z+YX8sWmPazafwyD0YRKqeCe/l2YNnECvp4eACg1+XiFxOEdcQ615jwARoMv6Smv4NF6UJXO35RpqnYtEDQHhDitAkfOp/D6S8+x8a+1ZfZ5e7ky7gYPnnlYS9eOLhQaIkgvHkVG8bVEh7Z2WJ9FZFqEZ+n3jso6Kzq9nmWrfufnP9cRd+KUdeKUq6vE1/OmcdO4mY3bwAagqXZiV7tdO0QuRCGfRSnvR236HQXnADAafLh0Poa0M+1JSQe9wUBO4nES07NZtS+O3QkXylQVqHUh2t+T3p3a0z8qgrbB/igU5U8eLE+IVkZVhWppChKOk5JfxKdHktly/AwA3m4uPD9mMDd0a497VOfLJWW0fmcJ7rgNlTqd/NzrwP+NGp2zKdFU7VogaA4IcVqKuOR0ZFmmuKiIrKxMDv97gJ9/WEbskcOo1QpeeqoV7VoXEx4iERWpJjxUhUIhka/zZ3/a7bi53ABcWeqzY1igXf2WNE9VxdnFqS16g4GEXB2zZj3Bxn8SUColflz2AyNHjGjsptUrTbUTu5rsulzkPNSmFUhF61Cpk60TgoqLTRw/pWfbHiP/bPfi8OFsUrNyyCt0vPKaUpIYFBFA/y4xtAnyo31oAD7aK7HXpYWnraCsqSh1RHWFqiVjwO6kTObvS+B0tjnWNDLAh9t6d2Rcrw6EdOoFgH+XAvwCvkRX0gadx9I6a7Oz0lTtWiBoDghxepm8vDzmLf6O7Vs2s3/Pbgry8+32u2sVLJkXzLjRHtZthXpvUgpiOJvXk7O5vTHJ5tQrnYN9rWVsxWlFHlJHNCVharmmuOR0AjU/8forc1j6cx4enp7MXbCQ6I7m/aXFenOgqXZiV4NdV4QkX8DNMA1JTmX1hgK+WZZL3Akd+QUyKWkGyrszalRKNEolGpWSQC93evm7c0tMOG279wBqJjYrm4wIVU8DVx4VCVfLpK3vj57lu8NnKbqcPcRFpWRAu5b07dmDbv2DuOmG9bi5R1Ok/rZWbWkKNFW7FgiaA1e3OJVlFPK/fP/9R7z4+gayL+nsdqvUaiLatOKuUbk8OVmLwjOGoxmjySxqRZHBG6PsOJ6yPHEK9oKztEhtSmLUgu01xCWnczQ1myEtPqeldgcDbini4L9JqFRqRowazbjb76R7r95IktSsRGpT7cSarV0DCjkBU9YSXL0LABUmqQ1GQklJ8yL2hJHU1FTkos9JSEzip9+KSDxXXKYOb08PunaIpmdkGJ3btCQ8wB9/by+83N0oSowre9LLVCROqyJCK6K2AhXKF6mWyVSFegMbTqfyS0I6p1Iz7cp4eih457UB3D95FVIzz2/cVO1aIGgOXLXiVJIzUele4+mX1vLlklwA2kepmXCbJzeMcCe6rYYiKRCjrCbEPYULeS3YeO71cgWpBVthCo49hU1RhJbGkSgFOJKey9vXvIBWXcSsrY+x4N0fOfPvLmvZ3v3689pbswgKDm42ArWpdmLN0a7zTh/A23cpWo8d1m0Hj5bw9kdZbNtdRFqG0eFxnh4eTHrgAQZ3aoeHuzshgQEE+PkiSVKNBGFtRWhVqY1YrSwEwK11R46dvcDu8xnEJ6dx8N/1nDlXCEDfAQOZ/tyLRLVr32zsuDRN1a4FgubA1bkEiGzA1fAMH3y2my+X5KJQSLz6wi08MKk7Hi5JGIxJuLidwUNh9hoYTQpm77wLVAbAQPcgrcNqrzZhakmvdTQ1m4Np5k6ruDgJrbqI3BItGy90pNV9b9DntpPEbvyDkzs2sm/3Lu6781be+9/H0LsP0DyH+gUNT25CLD7+i9G670GWJQrSoziXGMTQCd+TX2AeFVEooE2kmsgIFS4aCa1PF7r0vpOp996Ju7t7mfqqgntUJ6tIbChRanvu0lRVsFYWfuAe1Yk+bTszIqoTx5KT6el3jE+/yuKlt3PYs3MHE++8lfsefIhHpz9Np/CgGrVfIBAIHHFVilOV/BdKTvLN9+a40tnvzmLqlCnEJaeTdnlkf92ZFHSmfciGVPanxHAyuyVgolOIwmGdFQ3lW2jqwrS0txSwekwBYlNMRHqbJ4OpJANnU/VEBLmQrm1H0M3P0OPmu1n78RtknjvN9Eem8P6n8+k3cBBxyelCoApqRW5CLGr12cvCVEHSoVspym7J1v2HyS/QEejjxYL336Vju9bogy7hrjpNbEYgyfldADibU0jHUuLUQlUEZ0OL0oqwbYvtynDVWboY7B9CY1Nz6Omv4OlHfNG0e5WF81dxYNtmvv36S7Tu7jzw0MPChgUCQZ3hWGk1c5SmfRQXm0hOMQEwcMAAwCwqLa+YoBAU0iCOZI++LEzLxyJMLceWJjchtlkJUwsWYWrxmgKsiwvjdFYQWo2O+7tvJT5JIj7JHJuWRBi3z/yE1r0HYdDrefGZ6RyPM38ujhY5EAiqg8b1GAAFGa0pumyzUpZ5zXhPjZKWKXGYks7QIvB6LhbdbhWmFprjb9BWqLpHdSpXRFv2uUd1wuvyKy453RqyI6PkfF53AHp12MeAx15lwvTnAfjm83lcTE5qlp+fQCBoHK5KcSqRyZOvpFNQqCfA15cgqcQqIC0ismNYIJ2DfekepKVTiML6sqVzsK+dMHVEUxeljrDthCzCNPay0AeJubtHAfBw7424KM15Ty0C9US2hlFPvkp4px6UFBXy+OQH2LNrR5l6BYLqolTmAKAr8gHMMZWuavPKSwUFV1JA5SbEWu37asRWiJYWrKVDdmw5nHETAL2D9+LnmoF33+uJ7tYTnU7HR++9i8lkEjYsEAjqhGYhTr38/atVftPmI3yzLBdJkvjkjVdx0Tie5GQrUC1Y/r8ahvFtqc61/BLXh6RcX4I9crk7bCecMQtTixf1eIaSG5+eSViHrhQVFjBj2mMc3L+vvpouaKJUx669ojqhVJmFkaH4yuSVHfv+BaCl9xUbLrj8EFodgepl41FsrjgSprZhOxlFbTiW2QGlwsTIyHX0CHbn7seeQqlSseXvjbzxykvodDohUAUCQa1pFuI0NzOz0jJxyemYTCa+/+E77n3ELLQeevAeBvftXeFxtgK1OsL0akZvUjF/z3UAPDHqL1zVOrNAtRGpJ3PdGPviLFr1HIBBr+PFp5/geFys6NgEVqpi11ZkGZXavMSoodi8vv3ptCyWHjkLwPVRIXbFbeMvyxOoV4MgrQhbYWohMecWAPqH7sRDnU5EVDsefP5VlEolf63+nddeeBaj0SjsWCAQ1IpmIU4rIy45ncyMdEaNG8ejTzzNpRwTA/p48ebMWRUuGZpbiYelImHanLymNeH7w4NIyvIlzDeb/9y+AricscxGoB7PVHH9E68QHBVDbk4Oj0y6jw1r14iOTVA9ZBlTxnuo1SnIsori3BDyi3U8+c0vFOqNdA/x4bo2IWUOs9i2BfGgWTkphTHEZ0WjUhjoEfQlCslAv2uv54k356BSa9iyaSNfffZpYzdTIBA0cZq1OLUG9B86yMQ7b2XPzp24uUq8/X+B/LFyEW5ax7NzwbG4rEqMaXnHNidsr93iTbbE40aHm0VoiVHNS9+PB2Di4K28PG4VjgTqiWwNY196j4guvdAVF/PaCzP46rO5xCalCZEqqBxZRmP6GC+fXwHIODUIo17LB2u2cTG/mFAPV94a3hVlBWvalzeRUVCWg2mF/Bh/LyVGDe18T9Aj8FOUko7Offoz6bn/A2DxV1/y7769wn4FAkGNabbi1HJjTEw4xVOPTCErM5POMRp2/RXFU09/g8ptSJXrKu1hqazs1YJFqJeX9/XvuM7856c7AZh2/Tq+mvoFId6X7MpYhvjbTHyLHmPuAuDrz+cx/eHJpFxMFh2coELUph/RmJYjyxJpJ4aRfb4HH361kF8PHEMCXh7cEW9XNe5RMWWOLahBFo2rwb4t9zpHo0Xdg7SkFwXzzZGHMZhUdAs6yI2t38HX5Rz9rr2eQaPGIMsyr73wLOfPnrE6CAQCgaA6NEtxarkZJl04zyvPPU1hYSHDBrqx7fdIojp8iFExoNp1WgRqRV6Wq6HjsuCoAyvtPaWVzDebr2XGd/ejMygZ3f0QW2f+h4dHbEA6K9t7UC+q8L72IYZPnYFSrWHf7l08cM+dnEk8LTo3gUOUpv1ojOYh5IyEwVy60J3ZX3zNF5v2AvB4n7b0CLny+6zJmvdXE+WNFpWme5CWY1mdmH/wCUqMWgK1idzS9j/0C/mOCU9MI7xVGzIzMnh88kTOJJ4GRCYOgUBQPZqlON28YR13j72RO268nsSEBEKDlXw7NwSN19QywrS2grJ0CqrmTOlrtBWo5Q3v00pm+c6B3DTnRXafisJNo+c/t/3Md9Pm4u+RaxWoYBapcswo7pm1AP+WbcjNzuLF6dMoyM9vgKsTNBnkbFwMb+NqnI4kGclLa0fSZg2zv/iahVsOADC9bzvu6RwJ4NBrat5edbF6Ndi4bfy97UN4eQLVXdODX06+TWJOHyRJplPAeu7qPJuZH79CVLv2ZKSn88yjD1FYWNBg1yAQCJoHkizLcmWFmtIa3PtOnWHMsMEUF5vzGo4couXzOSGEt5qCTjEVJEWtOhnLDby5d1Tl4WgCWenVokrnPrXkOOUMTBi0jddvX4HWRUfKJW+e/vYBtsV3gFbmn6FF1LZ2y+GnVx8nPyudIdeO4N3/fULnFsH1eWk1pqmuwd2U7NqCwnQIN+NLSFwCIDclhqTY4bz0/hf8cTAegKf6teeOjhHAFWFa2mvqKLenLY1p31XJDlAf7SvvvI5WgytNuMcRhkd8jUaZjVF25eD58Yy7dS4Xk5N44tnnmTBpcpOL622qdi0QNAeanThdsW4TU8bfhbeXghM7WuETMJAS5QxkKcJa5moVlnVFdQQqlBWp7Usu8vmUBbQPNaf+mfvXKGb/PhZTpHm/RaAGFJxg5RvPYDLouf2e8cx4+VWnXMO7qXZiTcmuASQ5GTfdeBSKEvS6FqQcGcSxf87z2ooN7EtMQilJPDsgmrHR4UDVhKkFZ3norE7aqrpua0XnrsqwvErKJsrrA7w1hwH4eFEgz768g5DQUH5avY6uLUPrrK0NQVO1a4GgOdDshvWDteaE+qFBSmT36yhW/o+c07lX1fB7fePoMyw9BGjJC9s9SMuErh50ClEQHS4THS5zwiWUMbNf4tutgwFzLtQFD3+BVl0MXBGxGe7tGfHwcyBJ/PzDMuZ//D8Ru3YVI136AIWiBF1JFAfWjuCVd37n1g+XsC8xCTeVkndGdK2RMIWrY9i+Miq6R5b2etrG31teBtmX+Jz/cj7/AUyyikfuScXfT03KxYssmCfSSwkEgqrT7MTppk1/ABAepsbN4wWQFFdtEu36xFEnZitQbV+A3TKw0eEyRWEa/m/XvUz7/UGK9SpGdT3ML+P/R6iH/dChPmo4wyY/DcCSb77i1xU/CoF6NSLLuLodAmDjb2GMfe4dlu44RLHBROcgbxbc3IeBEQG4R8XgHhWDtk0nO2Fa0bryzoIz3afKE6iVp91ScrHodo5fehulxpf3X/cD4Nuvv2Ta8y9iMpkqOFYgEAjMNCtx+vvq1Xw092sAJt8XDZJ3I7eo+eNIoJbuvCwi1TbllGXo/tfjfbjrx6dJL/CkU9AFfr9/Nte2Pkp80pXjO107hn53PgjAx3PeEymmrkKU8jYUygIuJEvc/8qPZOQV0ibIlznXdeOzG3vRsVevantLmzqlxWxjr2Zla/f5hg7EZs/hjts6M/s/AQB8t/Br7nnwQQwGQ2M1USAQNBGajTj9eeVKJj44CZNJZtI9XvQeMqWxm3RVU3rID67M6i89o/9Achtu+u4F4jNCCfHI4ds7PuP7uz6hMN+8fGVsioleY++lbaeuFBUV8tar/4fRaGycCxM0OErTFlwMr/Hjb3kMHnuR7Lx82of4s+jhOxgx9Bo82nYAaJLeUgs1FZWOjnMWD6zOFELcpdk8NOVavvk4GJUK/lq9mmlP3C88qAKBoEKahTj9c+1aHn78UaswfeONSWTprrV61672WLL6piqfryOBahuHmpTrz03fvcDne0dQYlAxODKeVePfJycnBwBJoaDfg8+icXVl/97dzP3fHOE9vQrQX/wGV8NLvPNhMvc+ksK5pDzCA/15757ReLhqrOWaqiitDc4YJ1t6OdiY0EiU2k+5555XWf5lG5RK+GHFep5+9kGqMBdXIBBcpTR5cfrvwYNMeuhBDAYT997qyasznyep+FHgSv5MZ/EkNGeq21FaJkvZxaHqXXhr8+0M/+Y/HE8PJdgjl29unY9WVURsigmf0BYMm/ocAD8sWcxPy74TArUZU3xhFT7+33D0eDH//cAci/zIuFH89t4rRAb4WMuVFqZNjbrymtb1pM+a1lMmtEdSolfey8ib17N43mAUClj83Wpe/+/zddJOgUDQ/GjS4jQhIYG77r2D4mI9N47U8ta7T5GuuwOLMG1qefWaA1WZ8Vt6ohRg50U9lxPAg788RmahB11DzjPv+ndp6ZVCbIoJXash9L9rMgAfvvcOf63+XQjUZkjh2fX4BsxHlg089nwhJpPM9X178Mzd43B3dbUO4Td3YdrY3lFbe651WyRv2g36iLmzOwLw8dxFfDbvpTpqqUAgaE40WXFqMpmY8shk0tIv0a2Thk8+GEOa7l7rfosQauyb+9VMZSlpHAlUC+dzAhj/05NcyPGjpU8mrwz4EqVkjjPtOfZeulw/DlmWeeOVl9n69yYhUJsRuaf/xS/oI5TKXFav07JzfwZaNzdeuu92h+Wb4jB+VScvVVTG1r4acnSoNvdTk6yl7+gFvPFyNAD/N/MrNmz4pa6aJhAImglNVpz+8uuv/HswFi9PBT8u7E+G9BqWyxEeU+ehvJRTpb2opT2oALFpEdyw5CUyCjxo659Kn8DtxCdJxKXKDL5/GjGDr8dkMvLqC88Sd/SIEKjNBI3mDCpVFiaTlsXLzamIbhvSj7AAvzJlm5oorQnOGJZUG4GqN/lx3T0/MeW+SGQZpk1/mpzc3DpsnUAgaOo0SXGam5fHS6++BsCzj/rgFxSJjLqRWyWoiKqIVNs4VItAzS7y4KOdNwLwypBfGNTyOABxaTB86gxaduuLrqSEGdOnkZGeJgRqs8D83f/8ezG/rtsCwNhBfRuzQXVObUdzSh9f2ovaEGmlajLUb83gER7GrHfm0T5KTUpaAbPfe6QeWyoQCJoaTVKcfvTJJ6SlphAREcCMR33RGbLs1n0WAsV5qagjK52w3yJQvz04hM2JHdFqdCy9cy53xGwEZI6lS4x64hV8w1pyKSOdF556gqLCwnLrFzQNtGEd+O2vfMY/Ho/JZOKum25gwKgxZco1da9pQ6xaVx2BWhsxW5Pr0Gj78/7bdwIw/6v1/LvraZD1NW6DQCBoPjQZcRqXnE5ccjrnL1zg088+A+C1l6LQahWkFbazK2sbbypwPkp3ZKU9qGAvUNuFSUz55RFWxPZFpTDxWM+VPNbzZwBO5rpx44w3cfHw5NjRIzz/5OMcSDjX8BclqDOSzv3ElGdSMZlgwr33Mvv/zLO6m7oYrYj6nGVfndhW27+VeV9ty9RU2A4d8TH33tEDoxEmT1uOIfdpkEWSfoHgaqdJiNO45HQO7t/H/814msHXjkBXUkKvXlFMvjUTWZaIzxrW2E0U1AHlCVSAViEqnl7zAP/ZeCcmWeKOmL9p73cWgCRCuem5t1G7atm/dzdvvvZ/xCalNc5FCGrFieOrGX3rfLKyTfToFsVHH3yAUqls7GY1GFUVqJUJQkcCtaJX6bJVOX9VtlWKJPHe7J+JaBHI6bN6XnljLSr5r+rXIxAImhVOL07jktNJT0vjyamT+Xv9X2RnZdIywotvPzQgSRJxmSPJ0weVOe5q8ZqW10k54ySK0lSWbsrClRWlYHvqMDad6Q3AmLbbrWVC2nXkpufeQqlSsWndWtb89qsI72hCGA0G5s+bwrWjH+TMeT1tWnnw3eIVaDQah+Wbixe1tp7HygRqXXhk6zt+1dvLi9kvvQzA54tzWLd2fr2dSyAQNA2cWpzGJacjyzJffz4Pg0FPy8hWfL/4FuL+CSS6rQuH0sewJ+Veu2Oa80z90p1E6f9Ld3SVeUicgcoEqqM0U2tP9wfg2pZ7oeQiYF7iNKxDV/rc/gAAixbMx2g0CoHaBCgqKuKue0fw0uu/kpdvYkDfEDas3UqLFhEOyzcnYerofXXFZFXs21kf1i3i+Zo+vXjkofsAuP+x3Rw9tKhxGyYQCBqVWotTL3//umhHuaxc/j2/rvgRgKdnPMAd1x3DzU3BhnPT2Z96FzLNf8ivdMfTou+QWnlanE2oVleg/psazbaz0Wg1Olbf9x6Tu/6GVlUEQJfrb0Hr6cmFc+f4Z+OGBrqC5kd927Utz7/0HBv+jkXrJvHpnDtY8/sh/APMwjQuOd2pfqt1hcPRDn//WttmfX5WpeNSq0tFGQYA3vzvewy7phX5BTLjH3iJkuz/IMkiPEcguBqptTjNzcysi3aUy8/LlwHw2FNPM37MThSSibO5PTif1xO4kifTdhjYWb0E1aV0RxWXnM6P/56o8BjLxDFbj6HtNtvtddWR1YXgdTQEWb5AlfjfvgfZnxKNq1rPhM5/8c1NbxHheRaNqxvXjr0DgC/mfozBYBDeUyfmyNGjLFm6HEmClYu6MXHSXBSXY0xzE2LpGBZIbkIsBZdfzcVraktV7LqiY0vbdXnUdpg/NyG21sK0ojaUXDjF4kVradXSi7MXDMz6YBlaw70oTf/U6JwCgaDpUitx6uXvX28elrjkdPLz8khMSADg/ntjCNQmUmLUsjN5ol1Za+68yx1ZU8eRKI1LTrdLl1X6s3fUQdke992RJOvxpQVqTTqc2kymqIyqCNScEk9e2PQk/9kylQt5gQRqL/FEj4+I9ErkujvvxcPLm3NnEtm2eVOt2yOoP1b8/C0At43xYNDw/4GkAuzFTMHl/5u6MHVkM+XZtcW2Sz9Y2r5+/PcER1Oz7Y6v6Fy21OQ+2RAeXR+fAN6f/SUAn36dw+kzl3A1/h8q0/oan1sgEDQ9VLWtoD49p9lZ5rpdXd1QuZ4B4HxudwoNZVeKgabvMbXcwG3F49HUbDoH+1o7oIdGDrA/5nIn1r+ch4SvNuzkYFqh3bG7jhwnLjndLj63qvFuDTXEauul6RgWSFxyutU7fjCt0DrEf8nQk08OdODhrvNp63uSx7p9ytozrzFo9E389eNS/lr9B8NGXl/megXl4+XvX+8jIhbi4w8DcO3gVpgUXa+0IaqT9bfYHESphfI8nKXtGszfQ3l2DXA01Wzbc8ePAMx2DdCxjmJZ65qqtCM3IZZ+rUMZ2r8v/+zaw2vvKln2hQkX43+R0WJUDGqo5goEgkakVuK0vjowyw183ZrVALSOikLCBIBRvrISlO1QflOmPE9K52Bfa6fVv0vN6nbU6fXvEgOYOzOL+LUIN9u2WDqR6grS0uXrolO0CFQwp5iyCG6AYqMbnx9+nMe7fUobn9OMaPkxx0dO4K8fl7Ltn82kpaQQFBJS6zZcLTSUMAWQpMt/FbV+TnZKSj9wOnrIrCvbtth1bmam9XyOHkAbG9sHj/J4/tEpbNm9l+W/nWbsqGHcc1sSrsbXKZS+QpZaNUxDBQJBo+G0s/WzMjP59mvz8M74SZPRGc1DuhplgbWM7XBWY3sFaoojYfrQyAE8NHKAtbOpLyz1H03NdhjzVlcTp2qaMcDRcqeW+GLLUqcWdEZXFhx5jKxiP7xdUpk64heiu3bGYNAz/5MPa30NgrpHlmVSUs1rqru56Bq5NXWPrTA9mppN/y4xVtuu1/OWCvdxRhzdBwpsYovbaow8eKPZI/z4C3tISo5EogA3w1Mo5ISGbq5AIGhgnE6cWm6ma35bhU6no0PnLgR360eQ+0kA8nTBjdm8OqU8YdqQ2HaWP/57okE6s6omA3dE6aF5W4FaoPfg80PTKDG4E6hNZN4bCiRJYu0fv3HowH6n7aivVv49eJADB0+g0UgMuaZjYzenTiktTBvarvt3ibE+fFZ1wlRjUzp845m7xxHdMpycgkI+fF+NXh+CgjTcDI+ikE83UisFAkFD4HTi1ML6P81D+uNuuwOFJNPCwxybdia3l7WM7XB0U8fRpIaGxNJ5Wryo5c0Crs7s4JpQWqyWl2aqvJCOlIIwfj/9H/J0AQzvV8S9d5nHTL/+fF69tFdQcw4fOQLAkP5uhLS4sZFbU3fYPmQ1tl3bjo6Ul7XDQkOL2MoeRtUqJQ/ccC0AP6zbxaltN6EriUIiH43x44ZookAgaCScVpymp6YCENOpM91DQaMsxiQryCxq3cgtqxscTZJoaO9KaSxe1IdGDrDrVOOS060ziG1nBzdEZ+YoBhYqHuLP1YWw56J5cYYXn1SiVCrZu2snp07E12tbBdUjLDQUgOQUAybJOeIh6xJnsWtLOEHpMCFbu7bM/LdsbyxPq633tPB0LDcO6EWgjzcXM7NZ9udekv8dAoDStA/kxhX+AoGg/nBacRrZpg0Ah/89gIQBAJOsRL7c5MomQxU0sRhUZ5vcZenMbIcHLRxMK6R/lxiHqanqk9KeltJLndqK1KSCzpQY3Okclc+Y0a0AWLTg8yYxvHm1EBUVBcDZC3pkHC9T2tQo/Rt1Nru2tenyYtottt1QIT6OKDxtvn+bLpzk4aE9AJj782rOX5DRlUQiSSbcjK+AXFTvbRQIBA2PU4rTgoIC0tPMK4MUFRUhY56hr5AMSJgc3vBL3+ScOf2MbTxaXHJ6hR2Fs/HQyAHW1DUH0wobfdiytEC1YDC5sj35QUyyxBsz9EgSbPxrLcfjmtZDS3NGozELUoMRJMpOiHKW2eVVpfRoSFOz64aYhFlVtG2ufJbjenagY3gQuYVFzJj7DUn/DsBkckUp/4sydwbIciO2VCAQ1AdOKU5XLl9G0vlz+Pr6ccPN41BLlwCQZSUylBlabko0tQ63MiwCtSG+h/JWlylPoJ7J7cOZvOl06eDCPbd6AfDl3I+b3G+mueKqMYuKkhIZo8nxraip2EtVcpk2JRrSritzLKiUCt6963q0GjX74xP47o9TJP07DllW4qb9F4V8uN7bKBAIGhanE6cdwwJJuxxvGhwaiq+vL5LJPDnqQn5XnLDJ1cY2pstZPBV1gaNVbOqSimb0lydQM0pGUKBvw3+f90WlUrBz21aOHjrYLAREU8fTdaf1/9x8xwtrQNMRqMKua46j79jWexrh783jI/sBMPfHX8nNDCQvpT0Apuyf67w9AoGgcXFKpXfj2FtwdXXjeFwsv/34IR38NwJwPOtau3KlvafO3olZ2mfx/Db1Dmzu+BF2E5FKD2PaJs6vSyyz+KuS2/ZoajansjsR1UrDHeNaAfDbyhV13iZB9ZDkNHZs/QAAP18tnp6edvub0sND6dn5Td2uAYd2bXtd9S1QLd5TW4F6Z9/OBHt5kJFXyOqd+ynIMk+OdXU7CLKxztsjEAgaD6cUp7dfN5xZb78FwA9LvsNkNJJwaQBJ+WWXUmnsmMea0tgzeOuKh0YO4K4e7e06LktH5uXvb/1b114XR17U8rynJy+Zlzy8Z2wxAAf27sFkMjUpAdScUMjHcTM8zOp15s//ztvvRaEw34psfyNN4fspLUybs12DvVC1JPuvL29q6eF9tUrJXf06A7Bw9Qby01tjMmlRqdNRyrvr/PwCgaDxcEpxCnDfnS3w8VZwPlnP3/tD2JH8gN3+g2mF1iUsm0uu06aKVwXrf1sob3JIQ6StydWFkpzfkeGD3PBw15B04Tyb1v9Vr+cUOKbw3DpcdY+RlHSBJSvyARg+bLh1v2VU4WhqdpmlN51pZMTZ2lMfVMWuLQ+gttTmQdTR52rrPb29byfcNCpOnE9m9fbDFOYPNO/IW1LtcwkEAufFOcWpnIOPejaB/koANp2+h70pslWQHkwrJDbFRGyKibt6tLc71Bk7DNsbblPwBtUnFo+LpePr3yXGKkLqQqiW96ByPGs4Hu4KnnnU7FVd+Plnwnva0MgGfP2/QqEo5tsfXSgpMdG1R09adulpLWKxb2f0QFa0ktnV/juqil3X5DMqPbzv5ebKA9eYfy/vLlnByd1eyLKEm/YgkpxYF5ciEAicgDoTp1V5yq4qGtNiJHLJvmR+36VlRJkynUIUdApRlFkTvipxiI1BXHI6P/57gu+OJFk9vlc7lt+MbadWVzOEy87c701uSRBPT3XH3d2V0wmn2LtrZzlHCyzUpV3rU79BrTmPyaRl4xZzTOOI60cTm3bJKl4suWp3HTle5vjGsu2KvKTCrsti8aTa2nV1cRR/amHSkJ60DQ8lIyeX/3y2geKibgDIWQtr2GKBQOBs1Ik4rcsODFlGqf8DvV4mM9ucfN/Pv+xM3tgUE3PHjyjjOXUGylsv3uLxteQJFdhTVxNJSntPzd64Yk5dGoSPt5LbbokEYPWqlXVyvuZKndo1oHXfBUDm6e4cjD0JQLeevcqUe2jkAFoUpdmJ0cYQplUdurfYtcAxlqT+1X3wLG94X6NSMuuxB1AqFKzZtZ/V68z9g4urczomBAJB9amxOLU8Fdd1B5Z/djtKZR5xJ/TIsoyHuzs+vlfEqWU437Ydth1XYw7rXw1xaPVNXa6oY7tyFMDeFPNymQ/cbc55+veG9WRlZl71Q7JefvYPf/Vh17kJR1GrzwFw/Jg3OXn5aDQaotq2o3Owr13uYoAWfYfQou+QKmdlqEtqasfiobN8LEsNVxfL91B6eL9zm5bcN2oYADM/WIvJJKNSp4pZ+wJBM6Fa4tTLz69eOi5blEpzB/X3NnOC7r59+6JQKOxSmwDEJ0kOj2/Mob/K6B6kpVOIc4b5Ogv15T0FSCkIAWBIr1zaRLfHYNCz/s/VYkId9fewaUXSo1AWAHDqjHnJydYR4XSNDLMTpUsP51v/v7BnS/20pQ7pGBYo7LoK1HV6rcLTsTx26w14uLly7NRZlq0sRpKMIiG/QNBMqNM7al10bO4tOgKw73AuAAP793dYLjr8ypJ1tsKwMTyXVTlnx7BAOgf7lhHZgvrD8pmD+cEgsziQxJzWKBUmxt9p9hau+GEph88mN2YznZ46EayyClk2P1CmXXZuRYSFWr3WlolQziDyqvuAK+y6finPe+rj4c7UsdcD8Pp7ORQWmnAxzQPZ0DgNFQgEdUad9gS5mZm1rsNEJCaTG0nJJQC0bt3aYTlbz2npztNZh9abUx7E+qQ+PZm/JdyKSZZ4flI6Xt7uXDh3ju8WfXPVD+1XRF3YtVdUF/Q6sy2nZpgnO7UMDa3wmBZ9hzSJUJmmmmu5oekYFlhj2y4v/vS+UcMI9vPhzIU8XnjzEko5Fo3p61q3VSAQNC51Jk7rogMDQFJhUvbDx9vctKysLLvd5XlWGlOgOmuGgKaIo1natcU21i3hUjvWnRmNh7uCOTODAVi84Atyc3Pq/LzNgTqza6Ck2GyT/n7mWe3JaWllxEppD6Q1o0MDC1Rh03VLXdl16Zn77q6uvDX1PgDmL8rkcFwJauMSJDmtTs4nEAgah1qL09zMzDrtwMzoiGmnASDu2DHr1uoOnTWU16Wq56jLyT6CqmErfiy/n3VnbiC3xIspdytoFRVGcXERa35dJbynpah7uzYPt/bqGgBA3MkE6x7Ld1NROiZn9aDWdLKPoHYUnjY/QAzu1pFRfXsA8NV3CiTJiMq0pjGbJhAIaknjB3iVQpIzUZp2U1hknpHv6upqFztYEeXFxtVVp+YoRVRV6xbCp3Gx/f0YZDX7UvsgSRJPTjav6f79t4vQ6XSN1bzmj2y0ppI6F2++7Xh7mj/7ymzb1q5L22BtHkDLq6smddb1hB9BWRwN7VsE6piBvQHYuNX8cKMx/YAkX2jYBgoEgjqjxuK0fjymoJR3IUlGjp9QAdC6VasyZTqFKIgOl3li2cYy++pLoDqr10ZQOY68pxvPXk+ezoPHJhgIDXYhLTWFP375+ap/iLDYdV3btoJTKFXZmExupCR7AKB1cyU3Idb6/Vi+m682lF0coTbJ3Evbbl2OqFztv5eqUpdx5KWH9gtPx9Irui0A8QnpJF8MRiIHN8MTSPLFOjuvQCBoOGokTutDlF7B7DHt3MHsVfngfx+Qnp5uN9u9stQt1U2LU5kHpbyOrPT2ypboE96VyunfJaZOljEF+7jB0jP3o3xD2HjuBWSlJy89ac57uvDL+RTk5zus62qgXu1aNtu1bJTp3zkGSZLY/e8hNm03e1NL56R1RGV2XdGoRm28rHX1e7ya8fL3r9UyptZ6yvn+3DLP0bFVBLIss2RBKHp9CApScTW+InKfCgRNkGqL0/oVpmCU+iLLCv4zQ0FkqB+p6RnM/3BOmXIVLXNoi22HZjv7t7ZDghUhOjLnwCuqk0OBahFCWcWRnM57jYcmeNO2tZqM9HTmfvj+Vfn91bddm6R2GA3eKNXFdO12ibv6dQZg5dp1Vu+p7fB+dezay9/foXe0rinvdyEeOqtHXXhRS6eVAhjWNgyAX/85xIW9N2EyuaGUj4nZ+wJBE0RVncK5WVl4XY4Tqy9kKZjiwl54e+3l+mtDWbA0i6LiYut+y2oyzoal4zqamu0whk50YI1HbkKsVax0DAskLjnd+h3lG3zJMt3Bl+8v4drbk/jt558YP3GStezVQEPYNZKKgvzhePmswiv0KF5BocAR1Cr7W5CzTiwqz66vlt9IXWCxvbrCPaoTBZcfPgsSjjPcV8kXCondcSfYdiAZN5+hhHRci9q4CKPUDaOiX52duylhNBrR6/WN3QyBAI1Gg0JRNZ9otcRpg+F1Cxj3kp5lvpGFBpk7gNLCwsKuI8edRvw5a+falOjfJYZdR44Tl5xe687f4j21eFC9ojqV6SQvFNxHj97HuWFENn9uLOSbLz7j9Xdm1+q8grIoA+4BwyrcvFPZe8y8StQ1fXoB5geIjlGd7L6X6ti1l79/vXp/y7Pr+lwtr7nh5e8PNsP6tcl5WjrVl3tUDCEJxxnbPoxfjifx9Idf8KH8MOO8u+AdfgQX4xwKpR9Acs4urz6QZZmUlBQuXbrU2E0RCABQKBS0bt0ajUZTaVmntFQZ8zKTgf7mVaBS0jKs+2r79O3l729dFrE+hv4c3XBFB1Zz6lKgwhUvqv3vSEli/pO8+swB1m46x9o/fqdN23a8++r/1bL1Alssdi0p9OgM5swIytwMuzKl7buxBWpFQkrYde2oC9u2DO9bZu0/2rstxzPyOJaRy4PvfMLoTd2Z+7ELrVsmoZI3Y5BG1rrdTQWLMA0KCkKr1SJJjpf8FggaApPJRHJyMhcvXqRly5aV/h6dUpxKmBPvd2znDaRz6uzZSo+pTifWou8Q6/911ZmVd5MVHVjtqa2nBRx7W2yFUIkxjPadh/Lea3/ywhsZfPbR/wgIDGLGIw/VvOECOyx2LctKuka1Ji4xiV2x8dxyeb/jB4fqYbG3uhSpQpg6H+V5T92Br9pE89HaHazcF8vaXQfpNlzFiq+DGDnsKwzSIJDcGqfRDYjRaLQKU3/xWxU4CYGBgSQnJ2MwGFCr1RWWdbo8pwBKeQ8ACkUQAAaDsczEFkf/14TqzOqvSd2CmnM0Ndv6qkvKW/0nqWACzzwayHOPm4dw33n9FXbsLJvWSFAzLHZdnBtIr/bm1D8nzic7LGtZ6rLGQ791ZNdCmNY9tnZdFzGo7lGd0La58vKP6c6bTz/Oz2+/TI/2bSgoNHDnQynsPxiPm+ERFKajdXAVzo0lxlSrrd7CNQJBfWIZzjcaK8+g4ZSeU5XJLAgOHzBPhGrhVfZJtzyBajvLtzpxqNXxuFR2Q+0YFig6sFrSv0sM3x0pm8e2riag2HrpwPydFhkjOZ33NG//30ecS9Lz46/5PDZtEmtXbyI0NLxOzns1I+f9BVooyGyDn868XOy51HQKEmLL5K4sja1dVse2hF07F/27xHA0dWeZlcBqYteOvKe2xES2YPGrTzN11lx2x53gmpvP8+ozBbz6zEPolXegU0xr9l5UMZQvcCaq83t0SnGKKQ0UYNS5AlCiMz8F2s66dkTpDqgmE6VsO7OKOqvS3rzOwb5OMynraqKy30R5lD7GMpScVTKEQkNrZr/9Gbv3/8GZc5l079ODF597jmeeel7c7GuBUnkJAF1BADFhLqgUClKzLnHyQjLdK7Fr29CO3MzMaotEYdfOycG0wjqZRGo7c98WjUrF3Gcf4f++WML6vQeZOScLrZuCGY/9jMq0nSLVx8hSy1qfXyAQ1C1OOayPwgeA4X0jAfhjx167dFJVwfIkXlm+xMqwHYIqb5j5oZEDRAdWD1SUkB2wm+RUFaoqYouNEVw0vcMXC15kQG9XiotN/Pet2bz6n/8gy3KV6hCUxWRyB0CpKcBNo2ZQe7Mo+GP73mrVE5ecXmu7Bse2bYuwa+fH1qbdozpZX7Z4at349JmHefn+OwD4v3ey2L7HhIIUXIzzG7S9grqjVatWfPTRR43djDqjuV1PbXFKcWqSWgFw7SBfwgL8yC8qZsufv1fpWEucWlxyeq3iFb38/R12TA+NHFDmJah7LEvTWhZbgLoZ0q9o4QX7+iW8w+9j+bLrmTvLvH3u/Pnc9cCDFFfzQUlgRuHeBQCN1myTg9qbHz5jj1cuNB3ZtaNlTivDYtelbVvYdcPwxLKNHEwrtNp1ZQ+gNcVRmMjE0cMZe921GAwmbp+czOG4EkCMhDgb58+fZ8qUKYSFhaHRaIiMjOSpp54is54XCnF2Zs6ciSRJZV4xMVV/gJ40aRK33HJLvbSvrsW1U4pTS7SBUinTNjwUgNQsc4xaVbxktsN2te1kbI8XHVbDYhny6xzsy1092tvtq6q3tDYcTc3Gzy2Jxx7w4eFnH0CpVLJuzR888syMOlmK8erDEkVkQtumEyHeHgCk5eRbh2Qr+l5L23Vd2baw64bHYtedg33rJFVcVfBo25n3Xn6eztHtSM8s4oZ7k8jM71arcwvqltOnT9O7d29OnDjB999/z6lTp/j888/ZuHEjAwYMICsrq9HaZjQaMZlMjXZ+gE6dOnHx4kW717Zt2xq1TfWFU4pTSU4BQF/sQVKG+WnJ19O92vXUVacjPCmNS32swlOZuLV43BWYZxVef8uNTHvDnJj/1xU/kphwqs7b1Nyx2LWhxJPC07EEeZnFaUZeYUWHlaEubVHYdcMyd/wI6/+1ycZQFdxLDfkDeLhr+WP1n0S1ciclzchD0xdy9EKqeMh0EqZNm4ZGo2HdunUMHTqUli1bcsMNN7BhwwaSkpJ45ZVX7Mrn5eUxfvx4PDw8CAsL49NPP7XbP3PmTFq2bImLiwthYWFMnz7duk+n0/HCCy8QHh6Ou7s7/fr1Y/Pmzdb9ixYtwsfHhz/++IOOHTvi4uLCggULcHV1LbOwwfTp0xk6dKj1/Y4dOxgyZAhubm5EREQwffp0CgoKrPvT0tK4+eabcXNzo3Xr1ixdurRKn49KpSIkJMTuFRAQAMDx48fRarUsW7bMWn7lypW4urpy5MgRZs6cyeLFi/n111+tXlfL9SYlJXH33Xfj6+uLv78/48aN48yZM9Z6LB7X999/n9DQUPz9/Zk2bZo1K8SwYcM4e/YszzzzjLXu2uKU4lSBOTH3gaO5JCSloFGruGbUGKB6ifPrIi5N0DjMHT+C+7qUP0O+9O+gLjypjjqo7BJzG0I9jtGl7wB6DBqKLMt8+N47Iv60mljs2lBiXio1p8gcHuHp4VGl4+sqjlzQuLwzqnud11lev+AoBtXXx4cFc29BqYQ1a/Yx8+UX0Ol0zXokRJZlZFNh47yqeJ/Mysrir7/+4vHHH8fNzT6LQkhICBMmTGD58uV29c2ZM4euXbty4MABXn75ZZ555hnWr18PwIoVK/jwww/54osvOHnyJKtWraJLly7WYx988EG2b9/ODz/8wOHDh7nzzjsZPXo0J0+etJYpLCzk3Xff5auvviI2Npb77rsPHx8ffv75Z2sZo9HIjz/+yIQJEwA4cuQIo0aN4rbbbuPw4cMsX76cbdu28cQTT1iPmTRpEmfOnGHTpk2sWLGCzz77jLS0tGp8o2WJiYnh/fff5/HHH+fs2bMkJyczdepUZs2aRZcuXXjuuee46667GD16tNXrOnDgQAoLCxk+fDgeHh5s2bKFbdu24eHhwejRo9HpdNb6//77bxISEvj7779ZvHgxixYtYtGiRYBZBLdo0YI33njDWndtccrZ+jIeSOSyKS4RgJG9uuHr7VXl4+t6DWdB41FfnpWqPuQk5vQjxP0E3QJ/42T2YO6YOo2je3eyd9dOVq34kVvvvJv4ixmVVyRAxixKVS75aNv04vSuIwC0CQ+pNJWUoPlQFytDOcJi01V5UO3TdxKLPtnAg0+lsv7P1eh1Ot7538dIklRv7WtU5CLktO6Ncmop6CBIlccWnzx5ElmW6dChg8P9HTp0IDs7m/T0dIKCzDnQBw0axEsvvQRA+/bt2b59Ox9++CHXXXcd586dIyQkhJEjR6JWq2nZsiV9+/YFICEhge+//54LFy4QFhYGwHPPPcfatWtZuHAh77zzDmDOF/vZZ5/RrduV8I+7776bZcuWMWXKFAA2btxIdnY2d955J2AWzOPHj+fpp58GoF27dnzyyScMHTqU+fPnc+7cOf7880927dpFv379APj666/LvW5bjhw5gkeph/l77rmHr776CoDHH3+cNWvWcP/996PRaOjVqxdPPfUUAB4eHri5uVFSUkJISIj1+O+++w6FQsFXX31l9XguXLgQHx8fNm/ezPXXXw+Ar68vc+fORalUEhMTw5gxY9i4cSNTp07Fz88PpVKJp6enXd21wSk9p0apNwC7D/4LwKjRo6tdR7O7uVxl5GZmNup3aElvE589jFxdIG6qPPTG/SSr/bh18qMALF7wRZWSCQvMGKVeAHhHnAMgLrsIgOiWVc8hK+y66VPf32FFkx4tmBQ9uOv20axeGo5arWDzxvWs/vUX637h3HA+LB5T2yHjAQPsw3IGDBjAsWPHALjzzjspKiqiTZs2TJ06lV9++QWDwQDAgQMHkGWZ9u3b4+HhYX39888/JCQkWOvTaDR07drV7hwTJkxg8+bNJCebFxBZunQpN954I76+5j5j//79LFq0yK7eUaNGYTKZSExM5NixY6hUKnr37m2tMyYmBh8fn0o/g+joaA4ePGj3evvtt+3KfPPNNxw+fJgDBw6waNGiSofY9+/fz6lTp/D09LS218/Pj+LiYrvPolOnTiiVSuv70NDQWnt7K8IpPacGxQjUxt/IupQHQHhIsHVfdfJaWnIixiWni5QwTYjS+WpLdxSWzq10Eu6a5jytCJOsIrXABy9NOgqFWYj69huNdulCUlMucuTgv7SLFr+tqmBQjMTF9CEalzMolCUcO3MBgE5eqiol4rfQMSyQC3u2mEWISIrfZLDciysa2WrIh4/MQl9GDtHy3DNDeHf2Zr5fvJCbbrmtwc7foEhuZg9mI527KrRt29bsuY6Lczij/Pjx4/j6+lpjLMs93WUxFhERQXx8POvXr2fDhg08/vjjzJkzh3/++QeTyYRSqWT//v12gguw80y6ubmVEXd9+/YlKiqKH374gccee4xffvmFhQsXWvebTCYeeeQRu/hWCy1btiQ+Pt6undVBo9HQtm3bCsscOnSIgoICFAoFKSkpVs9weZhMJnr16uUw7jUw8Io9ll5uVJKkep0g5pTiVMYFAI3a/OWV2MQ91BRL2hnLBIivNuy0eseEcHUuKvNaNOywm0yg1vx0mF3sB4BKoyGqQ2eO7NnJuTOJQpxWERmNzf8mkjPMM29b+HlXuy6vqE7mtFL/ngCu2PWuI8et4kfYtXNhsWtb+7ZMPKyLRPzVxUVp9nz1G9EfZm/mdMIp9HodarWmkiObHpIkVWlovTHx9/fnuuuu47PPPuOZZ56xiztNSUlh6dKlTJw40U7U7dq1y66OXbt22aVWcnNzY+zYsYwdO5Zp06YRExPDkSNH6NGjB0ajkbS0NAYPHlztto4fP56lS5fSokULFAoFY8aMse7r2bMnsbGx5YrIDh06YDAY2LdvnzXMID4+vswkq5qQlZXFpEmTeOWVV0hJSWHChAkcOHDA+llqNJoyo309e/Zk+fLlBAUF4eVV9fDJ0jiquzY45bC+Uj4EQKsI8w3ryB77fIa1mfyy68hxdh05br0Z1vW67YLaYysqHOWqrS9h6qheH5dkfFxy0BuVrD91ZfhZ62mOn7SdgSmoGItdG/TBmAyuGIzmIbaiyyvAVSWdVHnsOnLc6nG35EIVOBeV2XVDYBlZOZ58AXdlHABFyiuxfsVFIodxYzJ37lxKSkoYNWoUW7Zs4fz586xdu5brrruO8PDwMkPY27dvZ/bs2Zw4cYJ58+bx008/WWMsFy1axNdff83Ro0c5ffo0S5Yswc3NjcjISNq3b8+ECROYOHEiK1euJDExkb179/Lee++xZs2aSttpEX1vv/02d9xxB66urtZ9L774Ijt37mTatGkcPHiQkydP8ttvv/Hkk08C5qH50aNHM3XqVHbv3s3+/ft56KGHykwCc4TBYCAlJcXulZqaat3/6KOPEhERwauvvsr//vc/ZFnmueees+5v1aoVhw8fJj4+noyMDPR6PRMmTCAgIIBx48axdetWEhMT+eeff3jqqae4cOFCpW2yrXvLli0kJSWRkVH7eRhOKU4lzB/2gJ5tAFi9Yx/5p47Wqk5LTj24IkKOpmaLVDJOiiVRuuX7se3IbGfV1vUwfml8XMyLAey92JESo4bYFPMwhour+UZSKMRplZFks10X52iRJMmahP/H3UdqXKetXVsQdu28lLZrsPea1uWM+dL3Btv3fi7bUCtLyNMFci7N/KCpVKlwvzykK2KbG4d27dqxb98+oqKiuPvuu4mKiuLhhx9m+PDh7Ny5Ez8/P7vyM2bMYP/+/fTo0YM333yTDz74gFGjRgHg4+PDggULGDRoEF27dmXjxo38/vvv+F8OBVq4cCETJ05kxowZREdHM3bsWHbv3k1ERESV2tmnTx8OHz5snaVvoWvXrvzzzz+cPHmSwYMH06NHD1577TVCQ0OtZRYuXEhERARDhw7ltttu4+GHH7ZO8qqI2NhYQkND7V6Rkeb76LfffsuaNWtYsmQJKpUKrVbL0qVL+eqrr6yCe+rUqURHR9O7d28CAwPZvn07Wq2WLVu20LJlS2677TY6dOjA5MmTKSoqqpYn9Y033uDMmTNERUXZhQPUFEmuQp6H3NxcvL29OZ+YiNdlj1F9ojb+iIvpQ5Iu+tNuwAFKSnT88s7L9B5hnhhVW0Fi8ayIDqzpYAnLOJhmzonZPUhrl8Db1ttW09+HpVO0COGE7BRe6f8ftOoS/m/zY+xO7gxApxAFx1d8ycZffuT+KVN5YMrDjBzYh5ycnFoNizQ0DW3XStN+3IxPYDK5cWbH/Wzcc5pH58ynbbA/f3z4pl3MaU2+Q2HXTY/Sdg1lbbuqWOzX9jjLfcH293Qs+SLtvKbh43KR3xJu4cCRjrz52IP4BwTwx6at1jpy8/KIaN26ydk1QHFxMYmJibRu3drOqycQNCbV+V06pedUrxiNjA/hoZn07mpOS5CQbE7gXdVOKzchtkFWERI0DA+NHMDBtEJiU0zEppg4mFZY7rBgVVcRs/XQlBamB9MKGNlyOVp1CcczI9mdbP7ddQq5bDKWmaNi+cMqY5S6oyuJRKEoIqTHEdxczLHlhlJB9ZXZuLDr5oPlQcJi15aRiepQni2D/cx9SzmF6Tt8XC6Sr/Ng24UhXMo0D0H6B5hFrfCaCgSNj1OKUyQvSpTTACgqMd9ofFpWPEMNrgjS0jO4y+vMarI2t6DxsF1dBrAuaero+63qMpi2HdsVYVpIS+12hkcewGBS8PQf91J6DW53L/MknsxMkeO0ykhKDNr/AOCm3UWJyTwhSqtRV3RUtflqw05h200IW093pxAFd/Vo73BExBHlhQDYLi9seR1NzSYtdw/dA1cBsPLknRQb3chKM4ebBFRhWFUgEDQMTjlbH8AgjcbEfC4knwagRWhwJUdUTHlphr7asFMMAzYh/n72Ouv/pVNO1YajqdmXhxZlIrTbmd7nBwDe33YTR9NaEh1uH/0S3MIcl5R0/lydteFqwKToSElBNC6u8QS3Mwv+/OKSSo+rirfUNpZc0LSoyK4rShFXlQVXLL+HAv0BhrT7CqXCxKYzvVh8qBedQiAjxbyaTUTLyNpcgkAgqEOc03MKIKnIzgsnPdOcmiA0qGpP0hVhObZjWGCjpC4R1C2VTYoqz2tuO2xnmTV8MK2QM5kFjG7xJc/3X4pGaeSXvX2Yt9u8OkZ8kr3n1BqqLZYwrTZ6nVnYhwSbZ+tnFlYsTqvrGRc0bao74bFjWKDDofijqdl8dySJw+l5eCi/5ckeH+PlUkBcRis+2DMey2iI4XKqQhcXEZspEDgLTus5Bdi64xyyDO2iwvCrwuoJ1cFyMxO5EJs2lpynpRPy21LeZCmLKI1NMaGUjLw1eD59WySgMyj535oxzFs3CllWQKuyAvTEYfPqZW1FjtNqo1CYMxxs2mqOI28dWrPhVEceNREv2PyozqIrtmnELLb9UOdl3NVhBwBLDw3i9U13Ehl8JZREUpp9NCaTWO1NIHAWnFqcxsabPSq9ekRaxUd9pw4SNC0sHVFtRUl7z3/p2yKBnEI3JsydzsGzrSo+7x5z8ueBg4fW6rxXIyqvlmDayZ9/Hwdg3OB+1a6jovuAEKhNm/5dYqwxw7axp9W591uEaWvvJO7tugOjSWLaH5P5I968hG58EtZQnZJCc6YAjcalLi9DIBDUAucd1geOHjcPu8S0NT/RVnZzqs7NS6yd3PQp7fWu7oOLpQMD6BGaCMAPOwdWKkzzM9PJSk9FUijo3rNXtc4pAJNkTsmVkm6eENU+Iryi4tXCMiQshv2bHzXJwNIh4AwA2+Jj+OOv3mX2yyYTcQf2AtC+Q4cy+wUCQePgtOLUZDKxZYd5dYIBPfV1Umdp8SKG9Js+NYkddrSCUInBPMznpql8qdzj29YD0LFTZ9y0WqJDK17rWWCPUeqBXi+TkmYeGfHz8qjkiCvYpgaqiBZ9h9S4fYLGp/QkVdvvvDyB6sjhoDNWbNcXYv8lMzUFN3cP+g28pqbNFQgEdYzTitN/Dx4kJTULTw8FfXpWfbilvI7LdrtYd7v5UN5kCEdUJGr2JEUBcF3nI0hS+bkWjQYDcetWAnDHvRPKLScoHxlX1m8pJDfPRICfD50GDQfsly8tHSdcFVFqsWth200fR5k4qvI7KP3QeSTdbNe9Wp/Gr0NumfIJe8xJ90ffOAZXV1cREiIQOAlOK07/WrcO0TIs2QAAQeRJREFUgOuHaTGpouqsXjGc3zzYdeQ4u44cr3U9lqT6W890IL/YhVDfS0SHXixTzhKfdv7wPvIuXcLX14+Ro2+s9fmvRlTyTnbvN69hPmLQQNQqc+h7bVeIEjQPdh05bp3oWBs6hShILfDnSGoESoXMkFZX7hcWe74Qa57YOHCIiB2/Wti8eTOSJHHp0qUqH9OqVSs++ugj63tJkli1alWt2jFp0iRuueWWWtXRnHFacbpv/34ARgzW4qodW+N6qjoMKGgeVMVz7ogSo5qEVHMu3RZ+jvOndgpRcHzLXwCMuulmVCqnnk/otKhMq8gvMHun/XzMixm419JGxUNn86IuPZhJ+eaY5hZe9nYd428gJzUJgM5du9fZ+QQ1Z9KkSUiSxKOPPlpm3+OPP44kSUyaNKnhG9YIWES0o1dKSkqV6li0aBE+dZzpyEJ9i2unFadFRebOxs/XA6NUvfgxIUabP/27xFhTx5RevrCm5Ba5AeDpVlxumUvnTwEwZLh5tSoxDFhN5Euo5P24upgnO5aUlI0FFPYrKL26U1WxxKB3D9Jat+XrL9u1i71dGw0G6/+ubm61aa6gDomIiOCHH36gqKjIuq24uJjvv/+eli1bNmLLGof4+HguXrxo9wq6ClYzc1px6uFuDmTPK/ACqW6XNxQryDQPSndaFXVijiZR2HZgAAVKc2yz1sVxUniTycil9DQAwi+vECWoHhI5ALhrzTadfzmNT10g7FrgiCKD2a7d1fZ2rXZxRZLMD0kF+XkN3i6BY3r27EnLli1ZuXKlddvKlSuJiIigR48edmVLSkqYPn06QUFBuLq6cs0117B37167MmvWrKF9+/a4ubkxfPhwzpw5U+acO3bsYMiQIbi5uREREcH06dMpKCiocpuTkpK4++678fX1xd/fn3Hjxtmdx2g08uyzz+Lj44O/vz8vvPDClYVcKiEoKIiQkBC7l0KhoLi4mE6dOvHwww9byyYmJuLt7c2CBQvYvHkzDz74IDk5OVaP68yZMwHQ6XS88MILhIeH4+7uTr9+/di8ebO1HovH9a+//qJDhw54eHgwevRoLl40h7zNnDmTxYsX8+uvv1rrtj2+LnBacapxMT8B63XJSHLZGMCqIDwwVxcWL2ZNv3eTbDYHtdImGbdNAv6S/DyMRvM+v4AA4TWtATLhyHiRnmn2mHq6uzdyiwRNjeqkk+oUosBoMtu1Slkqyb4koVSZH5J0usqzdDRlZFmmoKCgUV5VFWG2PPjggyxcuND6/ptvvmHy5Mllyr3wwgv8/PPPLF68mAMHDtC2bVtGjRpFVpY5Td358+e57bbbuPHGGzl48CAPPfQQL730kl0dR44cYdSoUdx2220cPnyY5cuXs23bNp544okqtbWwsJDhw4fj4eHBli1b2LZtm1XMWX5XH3zwAd988w1ff/0127ZtIysri19++aXan4strq6uLF26lMWLF7Nq1SqMRiP3338/w4cPZ+rUqQwcOJCPPvoILy8vq8f1ueeeA8yf7/bt2/nhhx84fPgwd955J6NHj+bkyZN21/X++++zZMkStmzZwrlz56zHP/fcc9x1111WwXrx4kUGDhxYq+spjdMGzZlUXgBkZRvJyV2Kl/dz1TrekUBxlEJIILBgiUm7mO3jcL/CJsbUYDMkKKgGkgq94kb2H5oDQL+h15YpUt2E6xa7PphWd15YQeNhuUfX1RLToR5mu07J8wGuTIbKy0jFoNehVCrx82/e6eAKCwvx8Kh6yra6JD8/H/dqPoTef//9vPzyy5w5cwZJkqxCytY7V1BQwPz581m0aBE33HADAAsWLGD9+vV8/fXXPP/888yfP582bdrw4YcfIkkS0dHRHDlyhPfee89az5w5cxg/fjxPP/00AO3ateOTTz5h6NChzJ8/H1fXipe1/eGHH1AoFHz11VdWT/zChQvx8fFh8+bNXH/99Xz00Ue8/PLL3H777QB8/vnn/PXXX1X6LFq0aGH3Pjw8nPj4eAC6d+/OW2+9xdSpU7n33ntJSEiwTtTSaDR4e3sjSRIhISHW4xMSEvj++++5cOECYWFhgFlsrl27loULF/LOO+8AoNfr+fzzz4mKMk9If+KJJ3jjjTcA8PDwwM3NjZKSEru66xKnFadh4eYv5MRpHf4u/3Ao+T46htXNh1A6h56gaWLbiR1NzeZoajadg32r5dG0JOFXKwx0CDRPjohLauGwbFLcIQA8vbxxcRGrydQUvWIcxSWzAfD2khyWqclqcHPHj6h12wTOQ2lHgq1dl7d0bVxyuvV+YKGd33kALhnDrcIUrszU79ilq7BnJyMgIIAxY8awePFiZFlmzJgxBATYP0AkJCSg1+sZNGiQdZtaraZv374cO3YMgGPHjtG/f3+raAQYMMC+/9+/fz+nTp1i6dKl1m2yLGMymUhMTKRDJYszWI739PS0215cXExCQgI5OTlcvHjR7rwqlYrevXtXyau8detWu7pLT8SdMWMGv/76K59++il//vlnmc+pNAcOHECWZdq3b2+3vaSkBH9/f+t7rVZrFaYAoaGhpKWlVdreusIpxWlccjqtLn8oJ0+bcFFm4KE+DtROnAqvafPioZEDrMscAlbPWcewQOtytxVh62kLdM9FrTShMyg5n+lvVy46XEaWZXYt/xqA2+66x+5mJ6gestSKyJb+7D+czKmTGxjYrmOZMiIk5+qlPLuGmk1ADNKah3gv5F2ZRNIpRMHmNWbvU7cePWtcd1NBq9WSn5/faOeuCZMnT7YOrc+bN6/MfouwK30vlmXZuq0q4s9kMvHII48wffr0MvuqMgHLZDLRq1cvO3FrITCw9r+p1q1bVzjjPi0tjfj4eJRKJSdPnmT06NEV1mcymVAqlezfvx+lUmm3z9a7rlbbz/WRJKlGIRo1xSnFKWD90PQm83CAl/owccmdrDcQy+SX6t5Q6mqoSOAcWLzg/bvA8P+tBwrpXMUcid2DtMSmmG/YwR7miTrpuV5AWeGZdz6e7ORzaFxduX/yQ3XW/quVbl27sfKPZI4cOYTXk5U/SFSGsOvmhe3oltWuq/AdW7ynFjSKEjw05ln6WUVedmXTz5gzb0R3KPtw1NyQJKnaQ+uNjW3M5qhRo8rsb9u2LRqNhm3btjF+/HjAPBS9b98+6xB9x44dy+Qj3bVrl937nj17EhsbS9u2bWvUzp49e7J8+XKCgoLw8vJyWCY0NJRdu3YxZIg585DBYGD//v307NmzRue0ZfLkyXTu3JmpU6cyZcoURowYQceO5t+0RqOxzpOw0KNHD4xGI2lpaQwePLjG53VUd13itBOiii+nkXBxvZwHUXXabr9lZaDqpBsRHVjzJWzGhmofY/HIxCdJ+LqZRWpWvuO4LPnUNgCGDh+Bu4dHs/ayNAQREV0BSEnNaOSWCJwZW7uuyshX6X7AXW2ecW0wKSjQX/HgGQ0GLiWdAaBtdIywZydEqVRy7Ngxjh07VsbDB+Du7s5jjz3G888/z9q1a4mLi2Pq1KkUFhYyZcoUAB599FESEhJ49tlniY+PZ9myZSxatMiunhdffJGdO3cybdo0Dh48yMmTJ/ntt9948sknq9TOCRMmEBAQwLhx49i6dSuJiYn8888/PPXUU1y4YF6C/amnnmLWrFn88ssvHD9+nMcff7zKiwCkpaWRkpJi99LrzUu6z5s3j507d/Ltt98yfvx47rjjDiZMmGAV9a1atSI/P5+NGzeSkZFBYWEh7du3Z8KECUycOJGVK1eSmJjI3r17ee+991izZk2V2mSp+/Dhw8THx5ORkWFtU13htOLUEldRojP/KF2UVUs6WxPqarUhQePwxLKNRIfL1tWeakKA1ixOM/M9He5POn4YgEFDhomOrA7w9W8HQHpGIcj1M7lM2HXTpjK7roq33UNjThF1qfiKXXcKUfDv7z+gKy7G18+flpGt6qS9grrHy8urXG8kwKxZs7j99tu5//776dmzJ6dOneKvv/7C19fsiGrZsiU///wzv//+O926dePzzz+3Tvix0LVrV/755x9OnjzJ4MGD6dGjB6+99hqhoaFVaqNWq2XLli20bNmS2267jQ4dOjB58mSKioqsbZ8xYwYTJ05k0qRJDBgwAE9PT2699dYq1R8dHU1oaKjda//+/Rw/fpznn3+ezz77jIgIc2rDefPmcenSJV577TUABg4cyKOPPsrdd99NYGAgs2ebY/0XLlzIxIkTmTFjBtHR0YwdO5bdu3db66kKU6dOJTo6mt69exMYGMj27durfGxVkOQqBBHk5ubi7e3N+cREvDwdd951SVxyOof+PcCjD0wgINCflEO+mHBhf8aPVKSnHYkG28B526dqy/rbuZmZdkvlefn7l6lD4Lx8tWEnB9MKrTlL7+rR3vp9ll6f3YLt7O7YFBPxSRLDWsX+f3v3HR1VmT5w/HtnMiW9VxIghJqA9CIogmJvCMIq4lp/a911bauLXdfVVVfXtnZWV1TWggU7IDZ6aEICggEMpPdepv3+GG+YTGaSmZAykzyfczgnZO7ceSczz32f+1aWLXieQyUxnHD/Q/YDf1tGaniimR+XnI/F1My7K7/g9OMntypDdU0NKampVFVVtXsh9TU9HdeOsrJ2M/2kWcREaTnwcyZVB9rue97euFPnCTFqbDvHNfw2Blni2u/c+PaaVmsRq5Md1bh2tyIL0BLf4fpKHjrhr1isGua+/xipMcHUlBax7ObfY7VauOvBhzln7jzXdYefxjXYJ+McPHiQ1NTUDmebC9FTvPle+uSY0/SkWBobRqENCKC0pIwDuVGkDWrGqC2g0TLA6/OpFZk6DMA+s9s+4N7b2d3Ct4yOj2wZrqF+js6JqSNXwz9GDLCRmT8Es1XD4NhSBkaXkBsa0/JYXMMhLKZmgoKDSZLF97tEYqJ9CZPScgsNtbsISzvL7c2EK+qEN8fjJK77lnFxQcf0OY6LC2JHMZTUxxIbVMJ5I39hV+lYDm3biNVqYdyEiW4TUyFE7/LJbv3s/BKMgYGMSrdXPGs22Ft1QnW7vDqPY2Wn/pyeFNuS0EgF5v/UljJVdU5Wm8TUk5nftc2BZOYNAWDG9J9bPVawbzdgn9XrauyT8F5UVBTRUfYtI3N+WQMc2wz99KRYFo4fLnHdR6lx3d5Np6sbz3FxQewpt08OGRZpj+uK/FwAxow/9skoQoju4ZPJqUpdTirncAQAEfqt7R7f0aQoxwRV/Sf826urN3i8RJhjl59KHc82YoCN2mZ7N4M+wNzyO4CqonwAhg4f0TWFFgBkpNvjOzNzfavfe5OkOicrEtd9g+NSUtD2O+E4VMvVdd9x8mu4wT7JMUBjj2tLmT2ek1P63z7tQvgLn05O9Xr7wsgVNVEAhOp2A56vs+WqkmtvEH12folMoPAznraUdXTjEmmsZuZg+8LNW/KGtCSmGQkamurtk6VC/Wzcma+bc8p5ACxfcRjFZl/c2ZvEVD22o4kxEtf+6VhXV7E/30pauH3pIKttJGNjAzl8wL5F45C0zi0dJITofj6ZnKqJRtow+w4GmZk52GwKAZo6ApSqVsd2ZmF9V5VZdn4Jy3blsWxXXidKLHqLc7e+M+dkR/2+OG91eVzcfvRaC7uLkrHoju4QZbPZqDxo7w5MGTioK4osfvO7BYvQahXWb2nkQM76jp/QCeoYc4lr/9JVu/iFGwoJ0Zdhsuo5WDWFvIM51FRWYjAaGd4P1jftyUXTheiIN99Hn0xOVcefYF8gdtfOnRSW2cedOi4ppSYa7SWo7lpiHBNUtQJT3fj2ms4XWvSIjbv28urqDS3d+q5aRp1XaXCVmKrbl0YY7UvOVDQfndWdkaCh5OA+io7kojcYmDxtunQZd6GEhAROmhEPwKo1rWPO07WLVe5uONVZ2yBx7S8c49oVV6uvuJMea68M602RWGx6dm+xt6JOnDIVvV7fZ+NZ3d2nvr6+gyOF6Dnq+quezN3wydn6cLT1dPCQNA4dyGFdpoELz4DAgFw25cX3cumEv3JuMQX7WLTZA+3jmQ9Xt/5uHcneAdhvlIJDXC/QLzpv1omj+Ob7QtZt2M4frrH/zpuk1JNtaoX/cDf8or3lo9yzEW1YC0BVUwJms5lN36wCYNr0E46pnL5Oq9USERHRshd6UFCQbLksepXVaqWkpISgoKCWdezb47PJqSo5ZSCHDuRwMC8KKCHG8B0wuaOnteJJBSa7R/mP6rKyNi0e7a1r2p7k0CJunvIOY+IO0GDS8/kvM4CjE6WM9fbWm4GDU7ui6MLJ5MmzgLVs3XbAvhi/0rWXJIlr/1FdVga0/swc49ybxDRAqWRgyFJijN8CsCP/ZJ6/9y8cObCf4JAQTj3z7K4ptA9LSEgAaElQhehtGo2GgQMHenSj5PPJqcVin2FZb83AZttHmH4XobpiakxxXVbxqOufqufrzDhW0TM27trbaj3TYzE07Buun/UBARorDSY99/3wBwrqYloS08aaKvZs2wzIeNPukjzwLOA+Ckua0do2YFFO9PpzdZe0SFz7D7XF1N1GKt4I128lLfRxNNRRU6uwPm8Bf39gBbu3bMRoDOShx54kIrLv37QoikJiYiJxcXFdvrWkEJ2h1+vRaDwbTerzyWlklH0M4M6fDlJjGk2YfheTk36huLHtsj7tVWodtZ721bFHfUlHXX6eyiq0MiZ2P3+a9J79vHkZPL/1QvJr41qOOZC5jh9ee5La6iqCQkM56ZQ5nS+4cKus3D7BMSxEQ4BtPRZO7NLzO8d1dVmZ7BblY9Rlo1w1NnR0zXYeAqLTlJIW+gj/eLqQJ16oorrGDNi3q9RqtfzjmeeYMm16y/P7A61WK+szC7/j0xOiAM6ea99/9otPPmJLjn2vW7PZu8X4vZWeFCtLz/gg+w5ArSc/dXa84Zlp9grxy5xp3PXddS2JaUaChsJf9vDV0w9SW13FkLShvPSfNwkLC+83lVlPGjRoEFqthrIKK3v2bGz5fXeMI3WVzIjet6O4nh3F9Z2KbeeYjDb8wOeryrn3sbLfElO7Ackp/O3xJ/tdYiqEv/L55HT8xMmMTM+gubmZT7+uBCAueH+XdNHJRAr/5WmS4WrhfYCYoEoAthWNABQyEjQt3fm5az/GarVw0ilzeOPdFQwdPkIqs24SFRnJGafNAmDFymyw1QHHtluU6L/0mjKeW1oJwMJFl/LNxq2s3bSN9z//mllzTgMkMRXCH/h8cqooClOOt09S2b6jDKtNS5i+hHBDfktLmqozrSLtJajqAH3hG9S1DztaOsxdYuM4Uz/CYF9Yv6Y5qCUpBfvWhjs3/ADA4suvIkCnk8qsm506xz455dsf6wiwbejg6GMnvSK+5blFpzAuLqjN79VYbi+mna/59bUlfL+hAYD5F11MYFAQxsDAlsclloXwDz6fnAKMGTcOgANZ2RypGQPAkPCjXYDdMdFB7QKUisz3uJsI564Cc/5+JIUUkxph38JQp0sBYGxsIA07v+OjB2+iuamJ8ZMmk3Hc2C4stXDnpJkzAdi4rZHCwg+79bXU5ETi2reoO70dCw1NfPnFt5hMMHxYMmdMn9Jqq2pJTIXwH36RnI6fOBlFUcg7nMvOXPuuUfFB+10e29Wtp8K3OFdgakLqKjF1/C6oraZZhVauHLsSjWJjY95oKpsiMTU28Ozdt7H0sYeor6lh1OgxPPzEv1AURSq0HjAkNZW0IcmYTLBj69aWBfgllvsXbxsZnL8fYbzLo0/bbzqv+P0fuqxcQoie5xfJaXBICHqDAYAQxd79oygWr87RmUpL7rZ9y8Zde9sM5fBGVqGVmSnbmD1oGxarwvd59r3ddy1/gV2bN6A3GLjuplt46Y1lREZFyWffg2YcPxGAzdtqWv3+WHeJckXi2reocX0sArUHee+tV8grMDN4YCxXXnFlF5VOCNEbfH4pKYD6+jqaGhsBiImy59MmS2CrY3YXVbjtFvKk0qrOyWrT+padX8K0MSNbljqBrtvzWXjHuRtWTS7cbVupUrevzCq0Emms5s+TlwPwdvbpHKlNoTT3ABtWfY6iKDz1wstMmDSlG9+FcCdlgD12S8o793xvbj5bJslt39fyO4nr3tEVwysUzERY/sFTL9nnCNy95CGMRuMxn1cI0Xv8ouW0saGh5ee8RnslFhN4EI1idnl8Vy4X45iYgv1iKuPVepbj39txbJqrLQ3b++wvH/Mp4cY69pcns2z3mdisVnZ/8BoAJ592eqvEVFrWepY2IML+g7URvab7l3tybqmTuO55ruLam7hTj401fsldD2yjotJKRvoILpg7t6uLKoToYX6RnAaHhLYsIrwnN456UwRBuirSIta1Oq47JkapF83R8ZEsHD+85XWck1bRtTbu2surqze43DnGkwpM7f5Xx5oqWJk1aBsAL2ybz4g4PZvef52szE0E6PRcff0fvTq/6FpF1Tb7D4qNhMCPWj3WHWuTthfXEtvd61ji2pXSw5/z1gc1KIrCs/961qN9u4UQvs0vothgMBAVHUNJcRHlpeXsKj2TqYnvMCZ6BR/sm4DVpm1ZikTt3s/OL2m52HW0O5Q7HV0sX129odVQgmljRnr9GsI99W/rarvSjrrznQ2NPEKIvoEGsx6rdhj7flzD1o/fBuDOex9gcOqQNq8hup/6mdXU2MeahodqiAv8goKGeZis0a2O8/SzcTVEx5En53Fs1ZO47jobd+1tE9fOP3f0+TlKTwzihofsN51nnzmLiRMmdGFphRC9xS+S07q6OirK7YPRwiIi2VM+jPTolUQYK0mP3s3u0rHsKK53uVaeN1x1Eztrr2LzZGyq41Z9Uum5p95kdGavbbUFXW01NWgbuXm6favSveWjqa2sZt2bzwFw2dXXcPb5cwFJTHuTOkawuCIUjWImxriGgvqFrY7pygTVmcR1z3AV1x3ddLpjtZh48omFLHvPvgXuLTfd2XUFFUL0Kp9NTh1bwXZuy8RsNhGdkEhUXAJWm8LWosnMSlnLmJif2F3atetRdpSkOldkrlrsXl29gavnHM+Nb69pkzSrLQeOs1QXjh8ue37/xlW3qrtKy/kzap2Y2hgTs5Pz0j4iPriIBrORj/edy7Y3n6a+poZhI0dx9fU3ApKY9gbHuBk1ejQAP2xsAIxE6je1SU69/YyONUHtKK6BVrEtcd05nenVaqjZzP9ddzUrv7QvHfXX2xYxceLEri6aEKKX+Gxy6mjzhvUAZEycgqIoAOwpS2dWylqGRe5rc7yrrv3OaO+i6VjpOb+GWjE5J1mOQwAc9/lumeDjsCPVsVZoarekP7biOO7kBO6TEncToXYU16PTNHN5xmuMif0JgMqmcF756TpW/udjdm74kQCdjrvuf4iAgABJTH3AuAmTAMjNLaW6JozQkBy0Sh0WW3DLMccaz97yNK6h9RCU7PySVrGuxnV1ThbJU2YeU5n8Oa7VhF6VnhTr8hrb7g2FzUZN6T+Yf8lzbNrWiMGg8OSj17D40r91dXGFEL3IL5LT7N27ABg2+mgL6cGqNMzWAGICS4kLKqS4PqFLuvY95ap11VXF5JyQOnO7/FU7W6c6L5XkTJ3goZ7H31punlt0SpuKzJGrJb+g9d9i7tAPGBP7EyZLAGsPn8I3uafywwcfs+Nze/f+PQ89woh02b+9tzi3SjY22lfkUBQFizIARSkkTLediuYT2jzPOY66e+F9b+Pa8cbTUVhahtu4dhXTjjdp4+KCWr3mxl17/S5B9TauXakuW8bZ85/hp+xmIiMMvPvWq0yZemZXFlMI4QP8IjnNP3IYgMRBqS2/a7QEklOZxoion8mI3k1xfUKvlM05Se3MUijeaK8Sc0zM3VWQvk5tlVo8ZkCbxzraBQrsf4vYwCJmDPgBgFd2XceeslEc/uodNr67FIDr/3wLp51l389dWk17n81m4z8vvwjAsBEjadJMAT4hwpDZJjn1hjdd+h3x9nvizfH+GKfe8jauXbFZ67n6uvv5KbuZuNhQVn70JSNHjOjScgohfINfLCVlMpkA0Ovtu0Spydiu38aapkfvbjlWfcy5RbErKqqwtAy3/3qKY6WnLoUzLi6oJTF11aLTXiusL1N38nHXMuauBXn6gB/RKDZ2l45mb3k66956iZVv2hPTq6+/kUuv/L/uLbjwylv/eY0V/3sHgNMuuZJtRekAhARksruo7ar8bbatdBN/rr43vri9qXMi6xzXaqup8z7x/hTXzhPJ1Lj25tqZueklvlpbhV6v8NH7n0hiKkQf5hfJaWCgPfFqbGw9FnFv+SgA0iJyCAw4+phjd1h/aJVwXLPRk0kd/sTd5DR3LcgGbSNTE+ytNBvyT+DndWvY+cX7ANx+931cde0NLc+TVtPeV1VVyUvPPwvARdf/mbHTZlBcPxSTVU9gQDUxgQddPq8z32tvk6He5hjXzrLzS/wqth3H6Tou8ecxm43nX7TfYP5u3iQyMsZ0afmEEL7FL5JTi9UCgM1qa/X74vp4DlQkEaAxkxryY5vndXXraXVOVsu/3uRJUqVWXruLKvxmzKm7xc/bS0ydzRn0FSH6Oorr49j8SyLr3rAnPldecz3zFl4EyN7qvuTwoUOYTc2ERUZx8twFAFhtOnKr7TOvR0WtbtlQoTOcY7a3Y9cdx++kq++m+jvHuPYXXbGpwc5tL/PhZwUoClx/3b1dUCohhC/z+eS0ob6e0uJiAOKTU1o9llVo44OfZwOwKONrDpXVklVoBbq/9bS3k1RXCZar2cU7iuvbnYTQ29RtI9XFuZ1bipxn5Lf3WcYHFXDKwFUAvLvrLNY++zANdbWMTM/gymuvB6S11Feon0PSbzFdXVFOdcXRLvysslMBGBqxngjDEaDrdoDz1QQVXG844eo7u6O4nmW78nqsXN5y3OGtvRZgT1jM1dx6598BuPjCCaRnuF5rVgjRd/hscqpekDVaLYrGXszG+ro2x319cCq/ViUQZqjj3KH21lM1Qe0JvpKkukpUO1sZ9BRXe5m7ez/uktKjCYuNecPeI0Bj4cdfhvPMkuUc3JtFWHg49z/yeMv2t8K3REVHM2q0vYt24+ovW36/+tdEdhSPR1FspIR+7HIsueN3oqNekd4aI34s2rsB7alVSTpDHQvrPP7d+f20d7OpXlctFgtLlvyOLdvrCA3Rct+9r3Vv4YUQPsFnk1OVwWDguLHjAdix/oc2j1ttWv6XPQeAhaNWE6xrPS61OyZGueLYfdjbCaujxWMGuJwh60vcJaQqVxWYc1fvkPANjIreQ0EJXHzJDnKydxESGspTL7zCoNTUltcRvueCBb8D4LtPP8RmOzp0Z9WvpwMwMX4LicF5bic79kfqhClfdyxDaJpNJi5ddA4vLt0CwNOP/5mExJQOniWE6At8OjlVL2qzTz0NgA2rvmxVealWHZrCr1UJhBvrmJO6ueX3vT0xqreT1I6Svt42bczIDsvmLjF1FKor5vikNzGbbZx/VRP5uXnExSfw0htvkf5bq5yv/g36M/UzmXP6mWg0WkoK8qkoLWmJ28M1g9hRPA6NYmNm8rfH9Fq+crPYFdSYdlzP2JeERUd3eN1xjGtXMa7EDeQPdyzhszVb0OsVXv/3Kcxf8NduKa8Qwvf4dHKqOvXMs9EbDPy6fy+Z33/T5nGrTcsXOfZxSFMSszs8X0936/V2kuovE6JU6t/Kk8Q0KKCcOYP+RVFBFWdcUsnWLbkEBgbxrxdfYcjQYYAkpr4uMCiIuPg4ACpKils9tj7/RABGRXdd/PSVRNVf47ojefn5nHrqyaxZtxmjUeHD10dywYKXurl0Qghf4hfJaVR0NJdecTUA33z0vstjdpekATAiKhewtRp36ivdgL2RpPpyBbZx1942Cai63I/zUlHO3fgaxcSYmM+YP+yvbNm4j+Nm57L2+1L0ej0PPvYEqWlDAUlM/cXAwfahFzs3tF5140DVEACijBWE6KrbbG3ryNObTn8Zc+qv2otrcH3Tqf7uo48/ZubsGez55SDxsVrWfDCYmXNeACWi28sthPAdPp+cqsnFufPmA5CT9RMpVAOQkXC0+DmVA2gy64gMrGFIRD5gnxjlrmu/Nyuo7k5S1YkGvp6YQuvk0dU6lK5uLAaE7GLe0CVMTniX1d+WMfeyQmpqrYweO46l77zHCSfNbnNu4ZvUz0gdd7rqg3dIaDoap80WI/m1SQCMjDo6gU79Xni6IH9f4BjXvhrbzpMc1Wtde4kpwMiEaO66549cdtVVlJbVMH60gR8/m8Rxk1/Fqhnd7eUWQvgWn09OVfEJiUycPBWbzcaK115s83izRc/ag/adZU5Maj1xakdxvc+0njrqrslTvp6U3fj2mpaWULWycq7AXK1tqWBmasIyTh/8BLamAm65v4ZzLy2gqdnKibNO5t9L3yBtmH0cnq//DURrJ51yKtNmnIjZZOLNp/6BzXq052PNQftOcDMGfA+43wWur/OH77SruO0oMbVaLdxxx4U894J9l7A7/xTH2i8eIi51BVbN2O4tsBDCJ/lFcqpelG+89XYUjYbN33zNkaztbY57fftJAJw9fDtgnzjlvKyUr+6q0tVJ6rQxI7vsXF1FXc/U1Sxj58RUtaO4nh3F9fxcXsJpg58kI2YV329oYNj0Ap5+qRCbzcb58xfw8D+fQqfT+/QEMOFaelIsiqJw+133ojca2bdrB1nffNry+Cf7T8RqU0iLyCFMX9Xm+b0Z092xQkd75/HV77Ya286cE1PnITpNDdU8umQuL//nexQFXn16Jkvu+Q4l8EpQDD33BoQQPsUvklOwX5RHpme07PKzZ+VbQOuu/c1H7ONOo4NqCdO3XRPVmS92AfriclRdwbHiGh0fycLxw9usw+qYmNqT0joGhh7i5JRV3DHl78Tqd3PLfeWcPD+PsrIGBg5O5bFn/s2d9z3I2EEDfLbiFh1LT4olKTmZG266BYBN/3uV+ir7dyExIpKSevtnGxdUBLhvPe3JmHH1Wscat/4W89VlZa1i211cQ+vPKkxfiKHpfe758xms/PwXdDp45dlLWbDoA2yKxLEQ/V1AbxfAW7+/8v/4YPnb7Nu1gxlVFQSFH70QpiYcfTtaTesWU7Uy8/WF6Z252w/c3Z7zvsRxXGl7WzJC2xZTjWJh8ajXmZSQCUBJqZlTri5j/Sb7eOOz587j1jvvIjAoSJLSPuTCiy/hy08/YU/Wbna/+yKTrvoLGo0Ws00H2L8XneUq8evOdY+9Ob9z2Rz/74sx7piQtrdTnavEdFzsRyjFy5l/aT4Hc82Ehmh4760HOX7Gtd1caiGEv/CbllNVXEICw0aOAqB2p30MmmPraXlDKADxwWUenc8XL/zO2muNcfeYuktLb3HVxadybhl27pbdUVzPGYM/Y1JCJharhldXxJIxu4T1m6oJDgnhsaef5+4HH2bi0EGSmPYxGo2GP9+xBI1Gy5Zv1/DV32+huqSImmZ7XEcbe/d7rerKFk5vz3Vk8/dd9trecu6+d44/V3HtmJimhm0iqvldTv/dEQ7mmhk8MIrPP14hiakQohW/Sk6dZ/auePXfFH//MVarhYwEDRkJGvaVDwRgdOwBt+fx1xm+7XX3u/p9dVlZyz9H7SWOnmjv+a+u3sCrqze0/N9V5aVy/Ls7VmABiolZKWsBuOO5MVxzw3rKSmsZODiVV958h2su+Z0kpX2Q+pkeN248Dz32T4JDQjiwJ4vPH72NvQXxAAyJyHH5XDWmvd2e1F1MeXsz2NH5j4Xz88PSMno8rt2NKXXk6n06xvXo+EgmJXzFdX8ppqzCyrixY/lu7RaOG3tC5wsthOiT/K5bH+D8+Qv4afs2vvz0E9576VnSt2xkxvX3oA8MorBhOJBFRswB3ucUwD4pSm1d3V1Uwej4SLLzS1olOGFpGX433ssVVxUZtG1Jdfy/p8vSOFZO1WVlbbriVe0NnfAkcZiZUokxoJH9v+p4/smVACxYtJjnHnsUo9HoUVmFf0pPiiU7v4STTzudUaNHc+NVl5Ofd4T3luUz9xEYHOb+ptNRZ+LZcQiN+vyuunHtaHiOJ89XOZ7HMY7Tk2KPOa7Vn9W4Hh0f2epnx9dyVT53f6/R8ZFgM/Gv57bw9bf16HQ6lr78MhHh4R6VUQjRv/hdcqpWXvc+/ChjJ0zkX489Sva2LQS+8RTTrr2L/NpkAAaFF3p97r6SoDpyVWk4VyzttYiof2/n/3fVDGn1PI6VoF7TQEWlhcXXFdDc1MS4iZO4+Y4lkpj2E+p3LDFpANfffCt333YzX3y8nqb7o4kNKmFCvA7rb2NQu1pXJqQdnbuz1xq3N6DO5/8tUXUVq9PGjPSopdXT5braTUqBxoYGnnzwr6z8zF6m++6+k7S0NI/OLYTof/wuOYWjldfcCxeSNmwY1152KVt/WMvI8y+jJsQ+Ni3SWN9qLGp/564iDEvLaJWAqomrc4XmrhvdMalU/9/e8e0ltaPjIzFoCsjJfJ4Jd+WSm2cmNDSMJQ/8jYwBcW6fJ/oe9ftjmn0yMXFxlBYX84fbLDzzcCx6TQONlo6T087ebDo+p6tvVrvj5tddedWE0dUEpeqysjYx6hib3sa18/NV6UmxVFZVceGVi9iSuR29XuHJB4dy6dU3efTehBD9k99mb+pFcszY8UyaOhWA5n2ZDIsMBtqf1etud5n+SK3MnGfUO/6/vdm4YK+41H/uZuZ70tqqsRzkhX8sZMHlW8nNM5M6eABfrPyE06dN6tR7E/5v7KAB3HLHXSiKwrL3a8iY+SvNeYdafeeEa67G07a3DnB7ce3qcTga164mP6UnxWKxWLjy6ivYkrmdqEgNXy5P5vIrHzvm9yaE6Nv8suVUpbb4nTj7ZDZvWM/n7/yXgYMTmDcMQvR1TE5QMFkDe7uYPq+jZWtcdSN6MyHJVVLqPI7NYqrnnlsWs/q7chQFbrj29yy58yGCg4M9fh3RN91w2SWMGTKQW2+7mH05jdxyw628+s4KklMG9nbR/Ibz8B53QwOONa4dWSwW/njTTaxZ+z1Go8JX745m5NjnsGjSvSm6EKIf8uvkVHXuBRfy2Ucfsjc7i38uuZtU7TCu+z2khm9iX8Wsdp/rPDGqv/Ok29E5mW0vuXVXgTm2eNlsNl54/HJWf1dOcJCGN157iVNPvcDboos+bOaJJ7Jp1UWctXA5GzLreHjJX/jy008JDJSbT2+0twqBJ2NtO0pI1bgeHBHMjTfdxNvLl6PVwhvPJjFy3AtYlRHeF1oI0e/4bbe+Kj0pFoPBwAuvL2vZPeqmJTn8991qJsSvRt3GVHSPziSmjvbv2cId15/BW8t3oSiw9MU7JTEVLulCFvDOiwlERWjZsXMnl15xBfX19W6P72uTG7tbe8teeTMJMn/PT0w9YQZvL1+ORgNvPp/AuefdLompEMJjfaLlVG35vO2ue2k2NfPphyu44qYiMnc2cvmfGzGT5PG5+uKMfVc6+z7rHJ4T7JCMOiamnlRiJlMjb75wO6++thqbDfR6hWceu4gzzrrF6zKJ/sGiTCExLpkV/zFz5sVFrFq9mjlzTuaFhx9g7OzTW47rD/Hrjrtue284t6J6Es/pSbGUl5dzz/33s+zttwFITgrgpcfjOOWU+TRpFnW6PEKI/sfvW04dZQyI482XXuS2W+wJzvNLq7j3zr9SXV3l9jmuuvT9ZVH+znJcy9GbRcu7JDG1mdi0+gGuXjidV161J6a/uyCRrT++zMWLn/XiXYh+R1Fobk7lxGmBrHjtQiJDQ8ja9wtnX/4HPn7ztS5Z8N6fhTnFZE9ex1Z++ikTp05g2dtvoyjwp6sj2P3DJGad+jeatPeA0qeqGiFEN1NsNluH/d7V1dWEh4dz+OBBwkJDe6Jcx+yTD67gihtWYjZDdHQ0zz/9NGeecUanz9eXKj13lVZ777EuJ6tVQuruXO0npzZeeOR8/vvOfgCiIrU8/+RlnHXO30Hx30b86poaUlJTqaqqIiwsrLeL4zF/jGtz0XNERL2F2RTPppWn8een32DbvhwUReGRO27hkgvO6+0i9hpXN4npSbFeXbtcXRvcLRGlWrd+PefNm4vZbGXMKD3PPpLI1OMX06y5BpQgb96CT/HXuBaiL+izt7Pnz7uPVe8NJH24nrKyMi5avJi77rkHk8nUqfN528royxwrq47Gkqmtpc6Jqau/RUetplu+fYn/vrMfjQbuveN8dm7dyVnnPubXianoWQFxV2CxhBKgK2LkuF94/e6bmDtxFDabjTsf/Sevv/pybxex17hKQrPzSzy6ZnlzbVMTU5vNxvsffMCiSy/BbLay4LwQ1q++mwkzVtGsvdmvE1MhRO/qsy2nAHrLv6Hxv9z+QD3PLc0H4ITJE3nh7w8wcPy0bntdf2llda6MPC23p60rqoFhgTz7/DM88dRTmM02brpuKg8+9Jl3hfVh/trC4q9xHWD9CqPlfqxWAwfXX0HN3hye/GIdb63fCcCC2TO45aLzSR43tZdL2jvU+PS09bQzN9zr1q9nyV/vYEfWHgBmTDaycvk5aMNf7ESJfZO/xrUQfUGfbTkFaNZcRoA2mKcfDua1h+YQZDDw45atnHPFNXy/8v1uG6PmL62snXnv3iSmw+MiWfXBcjLGZvDo409iNttYNC+Ce+/5t9evK4TKrJxGc/NANJomYob8SHDaaG45cwZXzJwAwHtr1zFvySP8vOE76nKyWo2V7k/UBfe7MjG1Wq3c/qcbOOu889iRtYegQC0P3B7FqvcGoA+96liLLIQQQB9vOYWjY9SsVgNfLJ/NtY+8RX5pOQFaDXdftpCrrrkO6JlJUN4mg54siN9T3P193CWmQ6JCWXzZYlat+RaAYUN0PPCXAZx7wfNYtX2rRctfW1j8Oa4bj3xITLx9p6Ej2+fTUDmQ+gNZbD+Uz33/+5IjNQ0MT4hmxeP3E6DVAm2HpvQkT68vPRnf3l7zbDYbt9x+O0tffx2A/1scxgN/iSYuxkhTwK2YNXO7vpC9yF/jWoi+oM8P9guIu56m2s0YjPuZfUY2K0Lv5P7XlvPlpm3cv3Q5JouFa6+/sd1zdDSW0tNF/LsiAXY8R3dXZO2Vt6O/ycOP/p1Va74lKFDh6YcTWXTxHzAHLMaqRHRxKUV/ZEy+gLryTQSHfkfCmO84tM6+xvH4wUk8e9ZELv9kC/sKy/h8QybnneDZzVBHsdXZ5de8ifueWsquM9eid997j6Wvv45Go/D6M3FcMj8Mk3I29dorsCkDuqGUQoj+qs8npygaKssvJy7hfoKickkZcoSn/nQVQ96P598ffsGjb37ApBNmMQnv1+r05Nju3H2qK9Y07Ojcjjz9m1itVpYvfx2A158ZzJlzl2GWBbhFF6uuXIAhcBcBAaVEDd6EzXoC9QeyGDRmLItKm3lhzWbe+vp7zp0xBUVR3J7H1XfdMbacl2jqbt0Z147nd+Y4RtWZ1Wrlbw//DYD7b4ti0bxwGrR/x6KZ1S1lFEL0b30/OQWCB51MTckWwiI+InbkD9RXpvDHC88ht6iUT9dv4clXlvL2s092eB51P3hXHLfjdORNkusttRLpysrM2+57Vw7vX0lxaT0hwQqnnvWE7AwjukXokIlU519MVOzzRA7cSm3JUBiSQf2BLOZOSuc/329j5y8HeW/tOhaefEKr53qaZPbUuHHH+HKM657q5nd8fVdJaubWreTm5RMaouHmayJo1l4viakQotv0i+QUoLb6DAKDtqLTHyZ22FoKs87hpgXn8un6LazL3E5FVRXqqCLnRKy9pNSTY9wlrp5Sz+18HudKpDMVaXvbj3pbHtUPq5YDcOqsNDSGk7wukxCe0ideQkPVJgKDM4kfuYrczEUEDckg9kAW150yhae+XM+jyz7gtHPnEvzbc7y5AfO256MrbkYd47o7ElTn1mBXnN/3N2vXAnDmKUEYgkfTIDs+CSG6Ub9JTsPSxlKRewWxCX8jNG4/DRU7gbGMHJTM3l+P8PHX3/CnCdO9OueO4tb7eo+Lc72unyfJrSc6Ok9nhhB4m9A6lmF3UYWLBNXCZ1/sBWD+vHlel0cIrygKlRWLMRj3YAgpJXbod5Tsn03QkAyuHjyK7w4UsW1fDvc88TSvPvY3IoaNaXMKs9lMWVkZZpOFAJ2u1WPd2fPRkez8km5NUMGz+Ldaraz5LTmdOS0QszJTdnwSQnSrfpOcAphNA6mpmktYxApih6/FGB/GxfPnct+Tz7H886/54x13saegtOV4BRMGbRGDwvYQbfyVcEMBGsVMTXMcNc2xBAVYMQY0UNEYze7SMewo7rgM7hJYd5wTYFfncU5au3qcq7sKWsEKWAEbgdpcwvQ/oWn4ikOHGwGYdfJlXVoOIVwJTZ1KRf4VRMU8T0TyThStmZL9s9Ci5/6rLuaCJY+w6od1zFp4KcNHjsJoNFJVVUxe3mFq62opLqnBYrEREqzn2mtnM++C6STG6zBbw6honoLF1jUrGXR0c+mqJ0JNULtbelKsQ5xbwWahqcnEp5+/yXP/foltOw6h08HZc4KxaE7s9vIIIfq3Pr+UlLPqnN2ERS4nJHQNAKVlgQyZkk1dvZmpE2M467QERg4zEBPZQERIHeFhCo2NNrL2NVFYZGHEUB2zZwQRENB6gkV5YyRfHDyHzQXTsHXD8rFZhdaWnzMSXJ9/XFxQSwXXurJxr73j2j5mQ6cpp7HpG4ZHfkd0YK79tzYNimLFZrNxz6NlPPJMBcPSksjc9JOH786/+euSM30rrrMICvmO8MhlKIoNqzUQU3MyNpuB5R/lcuOS7TQ0Wjs+EaAocPrsIP76pyhGDo+gQbeQoobzsGJodZxjsuluiEtne02cz+ftNqSeamk5tVWjtW4g7/AyKkuzWflVDS+8XkVZhQWA4CCFV55MZO4Fd2DSXtLl5fBF/hrXQvQF/S45BXtFFhj8I2ER76PV1vLym1X86a5iPN3ZNDzcwLixUcyYHsdJpw9j4uBcIo32Sqi0IYavD53J5sKpWG3aTpfRMRlNCC5lVMwhIo3V6DQWKhtDqG4OQacxER9cjl5roqIxjEbbUBJD0o55jKszjVJPQuDHxBm/Rq8tA8BqtbFjdxPbdzdxKNfEzwes7My28ktODQDPP/MMixf1j3Fp/lqJ9cW41hv2EBH1XwJ0rW+4yissbNrWSH6RmaYmGyHBOlKSBxAUMoi4hNHExiby9vLPWfrmBrZsb90FMnKojrNPi2L+RYvRRlyClUCgbeKpxp0nCemO4npCddWkRuQQYahArzVR2xxCfFAkNjSE6EvRaRpotgRR0jCEhLAJpCfFu13iyvFv4Imi0jI+WbWKnfs3UlBwgMbGBopLLRQWW1odl5wUwOUXD+Pqy+cRlbCwXy0Z5a9xLURf0C+T0xa2ZjS2PWgoIL+ghA9XZvLDup/JK6ikqqqBmtomqmpq0Wq1jBg2jAEDBrBu/QYqKspbTqE3Ghl//AymTtAw76RDzJhoQ6NRKG+MYlfJcVQ1RaDRWKhqimB36XHUmULcFier0EpQQAOJIaWEG+pIDCnl9CEbyYg96PFbOlyTwpGakwgyzKTJmuDRc3YXlRGiKyNMX4xGMaPVmBgYHoyimAgJ2EeMcS1Yazicb6agyMKKL3W8vryIivK6NufS6XTceMvt3H/7LR6X2d/5ayXWF+PanpxZCdAdISw5AGgGFECLDSM2orApsdiIBcX1zWPOgQM8/s9/8vkXX1BVXd3ye6NR4Z5bE7n88nMxkUxxXS1NlhCO1BxHran9rnet0kyovpgjNaVEGCqZEJ9JevRuNEqHl18AGi3xKLrzsGhOpHRfHTV19RgNRgKNBvfjRm02FMpRbL+i0ERBYQFfrd7Gex/+wA/rsrFa2762RqMQGRnB0OHDuP6qizj3nAVoAwI9KmNf469xLURf0L+T004wmUzs/OkntmRmsvTNZezbu6fV48kpkdx3axiXL9Ch0bTu+m+26NhUcDy5NYMwWwMI1tVh1OQxKKyQcEMthoBm4oPbtrpYrBr2lg2iqC4Kq01DmKGWMEMdFquWwrpoGs16EkLKGBv3CwEai8PrRdNkjcVq02Oz6bH+NsRYgwmtpo4mcwMBmmaCAyrQaRvbvG5FpYXPVtfxwae1rP6+gfqG1t2iQcHBjD5uLAOSU0gZNJiUQYMYM2484eERPTJOzlf4ayUmcd2xyqoqvvlmNa8tfZIfN/wMwOCUAC6+IJQ7/hhFaIgGq03hUNUUCupGYbIa0WkaiTDmEWnIIzCgkgCNiWBdqctENK9mAMX18ZisOoJ1dQTralEUGxWNUdSZgkkJrSVUyebdD0v4zztV7Mxuprn56HmSk4KIjbEnj8UlDdTWmYgICyAuVsfgFA3hoVbq6m3kFZj5YVMDjlf76ZONnH9mLINSz8IQMp3Q0Hgy0tM5VGm/6exPMeyKv8a1EH2BJKfHwGazsfzzr8ncuIGf92SzLXMzdbW1ACQPjOOCuamcf24KxqhgUkJzSQ494tF5KxpCqWoKpqIxjG2FI/jiwHQqGtu/OGYkaAgKqCVVWUXZ7rUcysmjptZCU5MNvV5Br1NoarbR0GhDUSAxTstx6QaGp+kxGhTyCq38WhDEwV+byNxeQ+6RekrLmlu9hl6vJyo6msFDhjJ3wUKmnzgTnU7f8nh/rcz8tRKTuPaczWZj2VvLuOveu6mqtidvCfHB3H7zUG5YVIdO536Rf1WdKYja5lBqTSEcrEpjQ/50Shri3R4fU5vPmg/fY8t3q2lqaOiS9zFxbCQXnJPMheePJWXw6ZiV2aAYu+TcfY2/xrUQfYEkp11AnTRUX1/He2+/xZtLX2lJUrVaLXPmX8R5v78KiyaLcXHbiDSWo1UsNFqMFNYlUlCXxE8FoZisARyujqemObi9lwNaT4qqqyzn0LYNHPjuM3J/2del7y01LY2TTjmV2XNOY+jwEWg0R1+3vyajzvy1EpO49l5NTQ1frVrFvQ8+RN6RwwDEJsRw5unJjBmpY8LYEAanRlFrTqS8MYU6UzRWWwDVzbFsyNdjH2LgWnNjAwU/78KSu4efNq4j79CBlseSBw5k/u8WMXP2TCakWogMb6S6upycA4cpr7APPYiJDiM0LJqKCjNFxTUcOlxJXb2eoKAwwsPDOWHGDFIHD+7OP0+f4q9xLURfIMlpF8vOL6Guro41X33BV5+tZNuWzQCEhIWTMXkqoeGRRMcnoBl8HFHJg7w+v81mo668lOIDP1OwL4tfd26mIu/XlscVjYbjxo5n4pSphIaFYTAaMTU3Yzab0el0GIxGbFYr+Xl55OzfR37eYUwmE5FR0cTExhEXH8+ojDEMGTqUuIQEwsMjAElE2+OvlZjEdec1NTXxwBNP8fbrS1uNQQcwBgWROHAwsUnJRETHEBkTS1RcApExsegNBmxAfW0NlaUlFOcdoeDwrxQe/pW8gzlYzOaW82gDApg5+xQWXHwJ4yZOatmCVWKxZ/hrXAvRF0hy2g0cl1/6fu0annzkYYoKC9oclzhwMGOmHE/SoFQKLToC9AYC9AZ0xkC0Oj0WUzNVRfkU/bIXc8lhKstKKS8qpKG+9UQkRVEYNmIkp511DufMvYDwiKOz9aUi637+WolJXB+b7PwSGhsb+Xb112Tv3sX+n/eyJ2s3TY1tx297KjFpAOMnTWbytOOZPvMkwsLCAYnj3uCvcS1EXyDJaTdSk1Sz2cz2zC1k/bSTurpacvbvY8vGjZjNHq5d5USj0ZKalkbGmOOYPO14pkyf0VKJgVRkPc1fKzGJ667heDNqNpn49dBBfj14kIL8PEqKiyguKqKwIJ/y0lKam5oACA4NISYmlqTkFAalDmFQairDho8kccCAlhZSkFjuTf4a10L0Bf1qh6ieplYs2fklTJ52PJOnHd/yWE11NRvX/cDWLZspKiigrq6WxsZGmhobaaivp7m5CZ1OR3xCIiNGpTMiPYO4+ATiExIYkDIQvV4mIgnhCxzjLzu/hLRhw0kbNvyYzyWEEP2VJKc9wLnCyc4vITQsjFPPPJtTzzy7S84phOh9zomqN8cLIYSwk+S0F7irkNqrzKQSE8K/SMwKIUTnSHLqQ6QyE0IIIUR/p+n4ECGEEEIIIXqGJKdCCCGEEMJnSHIqhBBCCCF8hiSnQgghhBDCZ0hyKoQQQgghfIYkp0IIIYQQwmdIciqEEEIIIXyGJKdCCCGEEMJnSHIqhBBCCCF8hiSnQgghhBDCZ0hyKoQQQgghfIYkp0IIIYQQwmdIciqEEEIIIXyGJKdCCCGEEMJnBHhzcE1NTXeVQwi/5e9x4e/lF6I7SFwI0Xs8Sk71ej0JCQmkH3dcd5dHCL+UkJCAXq/v7WJ4ReJaiPb5Y1wL0RcoNpvN5smBjY2NNDc3d3d5hPBLer0eo9HY28XwmsS1EO75a1wL4e88Tk6FEEIIIYTobjIhSgghhBBC+AxJToUQQgghhM+Q5FQIIYQQQvgMSU6FEEIIIYTPkORUCCGEEEL4DElOhRBCCCGEz5DkVAghhBBC+Iz/B5teIVaZz5sqAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "months = [2, 9] # february, september\n", "month_names = [\"Feb\", \"Sep\"]\n", "n_months = len(months)\n", "\n", "plt.figure(figsize=(9, n_months * 3))\n", "\n", "cdr = climatology(cdr_dt[\"cdr_sh\"].ds.cdr_conc)\n", "\n", "for j, iGroup in enumerate(aice_sh_anom_ds.data_vars):\n", " anoms = climatology(aice_sh_anom_ds[iGroup])\n", " aice = climatology(aice_sh_3976_ds[iGroup])\n", "\n", " for i, iMonth in enumerate(months):\n", " plt.subplot(\n", " n_months,\n", " 3,\n", " j + 1 + i * 3,\n", " projection=ccrs.SouthPolarStereo(true_scale_latitude=-70),\n", " )\n", "\n", " # Filled contours with concentration anomalies in this month\n", " ds = anoms.sel(month=iMonth).compute()\n", " plt.contourf(\n", " ds.x, ds.y, ds, levels=np.arange(-0.85, 0.86, 0.1), cmap=cmo.balance_r\n", " )\n", "\n", " # Lines at 15% concentration (approx ice edge)\n", " cs_cdr = cdr.sel(month=iMonth).plot.contour(levels=[0.15])\n", " cs_mod = aice.sel(month=iMonth).plot.contour(levels=[0.15], colors=[\"black\"])\n", "\n", " plt.title(month_names[i] + \"_\" + iGroup[1:])\n", "\n", "# Messy legend creation\n", "color_cdr = cs_cdr.collections[0].get_edgecolor()\n", "line_cdr = mlines.Line2D([], [], color=color_cdr, label=\"Observed Extent\")\n", "\n", "color_mod = cs_mod.collections[0].get_edgecolor()\n", "line_mod = mlines.Line2D([], [], color=color_mod, label=\"Modelled Extent\")\n", "\n", "plt.legend(handles=[line_cdr, line_mod], loc=\"center left\", bbox_to_anchor=(1.2, 0.5))\n", "\n", "# And colorbar\n", "cax = plt.axes([0.7, 0.6, 0.05, 0.2])\n", "_ = plt.colorbar(cax=cax, label=\"Difference in \\nSea Ice Concentration\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that OM2 under-represents sea ice in Summer, particularly in the Weddell Sea. In Winter, trends are less clear, although ERA5 forced sea ice concentration is too high at the northern boundary." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sea Ice Volume" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can calculate volume in much the same way as area, except _vicen_ is volume (per unit area) in each of 5 thickness classes, so we can sum this for the volume irrespective of thickness. " ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:37:06.986017Z", "iopub.status.busy": "2024-01-10T00:37:06.985356Z", "iopub.status.idle": "2024-01-10T00:37:06.993083Z", "shell.execute_reply": "2024-01-10T00:37:06.992428Z", "shell.execute_reply.started": "2024-01-10T00:37:06.985956Z" } }, "outputs": [], "source": [ "@map_over_subtree\n", "def sea_ice_vol_model_sh(ds):\n", " vice_m = ds.hi_m.sel(yt_ocean=slice(-90, 0))\n", " siv_total_da = (\n", " (vice_m * ds.area_t)\n", " .where(~np.isnan(ds.area_t))\n", " .cf.sum([\"longitude\", \"latitude\"])\n", " )\n", "\n", " return siv_total_da.to_dataset(name=\"si_vol\").load()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:37:06.993944Z", "iopub.status.busy": "2024-01-10T00:37:06.993784Z", "iopub.status.idle": "2024-01-10T00:37:26.063070Z", "shell.execute_reply": "2024-01-10T00:37:26.061164Z", "shell.execute_reply.started": "2024-01-10T00:37:06.993927Z" } }, "outputs": [], "source": [ "si_vol_dt = sea_ice_vol_model_sh(si_dt)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:37:26.064667Z", "iopub.status.busy": "2024-01-10T00:37:26.064135Z", "iopub.status.idle": "2024-01-10T00:37:26.484796Z", "shell.execute_reply": "2024-01-10T00:37:26.484040Z", "shell.execute_reply.started": "2024-01-10T00:37:26.064646Z" } }, "outputs": [], "source": [ "@map_over_subtree\n", "def min_and_max(ds):\n", " def min_and_max_year(da):\n", " result = xr.Dataset()\n", " result[\"min\"] = da.min()\n", " result[\"max\"] = da.max()\n", " return result\n", "\n", " annual_min_max_ds = ds.si_vol.groupby(\"time.year\").apply(min_and_max_year)\n", " return annual_min_max_ds\n", "\n", "\n", "model_min_max_dt = min_and_max(si_vol_dt)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:37:26.485810Z", "iopub.status.busy": "2024-01-10T00:37:26.485635Z", "iopub.status.idle": "2024-01-10T00:37:26.736134Z", "shell.execute_reply": "2024-01-10T00:37:26.735163Z", "shell.execute_reply.started": "2024-01-10T00:37:26.485793Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for iGroup in model_min_max_dt.groups[1:]:\n", " ds = model_min_max_dt[iGroup].ds\n", " ds[\"min\"].plot(label=iGroup[1:])\n", "\n", "plt.title(\"Trends in Sea-Ice Minimum Volume\")\n", "plt.ylabel(\"Sea-Ice Volume ($m^3$)\")\n", "\n", "_ = plt.legend()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:37:26.737147Z", "iopub.status.busy": "2024-01-10T00:37:26.736971Z", "iopub.status.idle": "2024-01-10T00:37:26.960435Z", "shell.execute_reply": "2024-01-10T00:37:26.959685Z", "shell.execute_reply.started": "2024-01-10T00:37:26.737129Z" } }, "outputs": [ { "data": { "image/png": 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eMENYxuDmHzp0KPb29pw7d4677rqr3OOpVCoURTF6mgx89dVXaLVas3XdunWzep7Dhw/nu+++IzY2ltatW1scU9Of6dixYxk7dixeXl4VppCrVKoy13v06FF2795NkyZNzNZv2rSJhQsX8tJLL/HUU0/RuXNn7r33Xnbt2mX0KNQG4eHhxnmVfP9+++23WjunJcaMGYOfnx9LliwhKSmJVq1accsttxi3Dx48mJ9++olffvmFsWPHGtd/++23xu3lUVfX6Orqyq233srhw4fp2LFjrX5ukrpHGj02cu7cOVasWMGlS5eMN4w5c+awceNGli5dyhtvvGHT8Ro3bkxKSgoajYZXXnmFmTNn1sa0bzqeeuopVq9eTf/+/Xn66afp2LEjOp2OhIQE/vrrL5555hl69uxp0zFff/11hg0bxm233cYzzzyDVqvlrbfews3NzczLMW/ePC5dusTgwYNp3LgxGRkZfPjhhzg4ODBgwICavtQKGTp0KI0bN2bUqFG0adMGnU5HdHQ0ixYtwt3dnf/7v/8DxA3ltdde48UXX+T8+fMMGzYMHx8frl69yr59+3Bzc+PVV1/F09OT/v3788477+Dv7094eDjbt2/n66+/xtvbu8rzfO211/jjjz/o378///nPf4iMjCQjI4ONGzcye/Zs2rRpU+OfqbOzM6tWrap03MiRI3n99deZP38+AwYMIDY2ltdee42IiAg0Go1xXFJSEvfddx8DBgxg/vz5qNVqVq5cSf/+/Xnuuef44IMPqvLWWEX37t1p3bo1c+bMQaPR4OPjw9q1a/nnn39q7ZyWcHJyYvLkyXz88ccoisKbb75ptn3KlCn873//Y+rUqcTHxxMZGck///zDG2+8wYgRI8qVA0DdXuOHH37ILbfcQr9+/XjkkUcIDw8nOzubs2fPsm7dujIFUiXXD9LosZFDhw6hKAqtWrUyW19YWGhRF1IZO3fuJCcnhz179vDCCy/QokULJk6cWFPTvWlxc3Nj586dvPnmm3zxxRfExcXh4uJC06ZNGTJkiPFXoy3cdttt/PLLL7z00kvce++9BAcH8+ijj5Kfn8+rr75qHNezZ08OHDjA888/T0pKCt7e3nTr1o0tW7bQvn37GrzKynnppZf49ddfef/990lKSqKwsJCQkBCGDBnC3LlzzYTDc+fOpV27dnz44YesWLGCwsJCgoOD6d69Ow8//LBx3A8//MD//d//8dxzz6HRaOjbty+bNm3ijjvuqPI8GzVqxL59+5g/fz5vvvkmaWlpBAQEcMsttxg1GLXxmVrDiy++SF5eHl9//TVvv/027dq147PPPmPt2rVG8bRWq2XixImoVCp++OEHYw2kXr168cYbb/Dss88ycOBAi0kNNYGdnR3r1q3j8ccf5+GHH8bJyYkJEybwySefVOtzqQozZszgo48+ws7OjilTpphtc3Z2ZuvWrbz44ou88847pKSk0KhRI+bMmcP8+fMrPG5dXmO7du04dOgQr7/+Oi+99BLJycl4e3vTsmVLo65Hcn2iUipKqZCgUqlYu3at8Z/VypUrmTx5MidOnMDOzs5srLu7exlR67Rp08jIyLAqA2zBggVGF79EIpFIJJKaRXp6bCQqKgqtVktycjL9+vWr0WMrilJpVVKJRCKRSCRVQxo9FsjJyeHs2bPG13FxcURHR+Pr60urVq2YPHkyU6ZMYdGiRURFRZGamsqWLVuIjIw0uj5PnjxJUVER6enpZGdnEx0dDUDnzp0B+N///kfTpk1p06YNIOr2vPvuuzzxxBN1eq0SiUQikdwsyPCWBbZt28att95aZv3UqVNZtmwZxcXFLFiwgG+//ZbExET8/Pzo3bs3r776KpGRkYAQhloq6GV4uz/++GM+//xz4uLisLe3p3nz5syaNYuHHnrIYk8kiUQikUgk1UMaPRKJRCKRSG4KpEtBIpFIJBLJTYE0eiQSiUQikdwUSCGzHp1Ox+XLl/Hw8LDY1kAikUgkEknDQ1EUsrOzCQ0NrVQTK40ePZcvXy5TUl4ikUgkEsn1wcWLFyttXCyNHj2GLsAXL17E09OznmcjkUgkEonEGrKysmjSpInxPl4R0ujRYwhpeXp6SqNHIpFIJJLrDGukKVLILJFIJBKJ5KZAGj0SiUQikUhuCqTRI5FIJBKJ5KZAanpsRKvVUlxcXN/TkFxnODg4YGdnV9/TkEgkkpsaafRYiaIoXLlyhYyMjPqeiuQ6xdvbm+DgYFkHSiKRSOoJafRYicHgCQwMxNXVVd64JFajKAp5eXkkJycDEBISUs8zkkgkkpsTafRYgVarNRo8fn5+9T0dyXWIi4sLAMnJyQQGBspQl0QikdQDUshsBQYNj6uraz3PRHI9Y/j+SE2YRCKR1A/S6LEBGdKSVAf5/ZFIJJL6RRo9EolEIpFIbgqk0SOpFeLj41GpVERHR9f3VCQSiUQiAaTRc1OwePFiIiIicHZ2pmvXruzcuRMQ2pLnn3+eyMhI3NzcCA0NZcqUKVy+fNls/4EDB6JSqcweEyZMqI9LqTfkeyCRSCTXP9LoucFZuXIlTz31FC+++CKHDx+mX79+DB8+nISEBPLy8jh06BAvv/wyhw4dYs2aNZw+fZo777yzzHFmzZpFUlKS8fH555/Xw9XULFqtFp1OZ/X4G/E9kEgkDQCdVjwktY40em5w3nvvPWbMmMHMmTNp27YtH3zwAU2aNOHTTz/Fy8uLTZs2MX78eFq3bk2vXr34+OOPOXjwIAkJCWbHcXV1JTg42Pjw8vIy275v3z6ioqJwdnamW7duHD58uMxcTp48yYgRI3B3dycoKIj777+f1NRU4/bs7GwmT56Mm5sbISEhvP/++wwcOJCnnnrKqmstKiriueeeo1GjRri5udGzZ0+2bdtm3L5s2TK8vb1Zv3497dq1w8nJiQsXLrB//35uu+02/P398fLyYsCAARw6dKjM8St7DyQSiaRKrHkQ3oqArKT6nskNjzR6qoiiKOQVaer8oSiK1XMsKiri4MGD3H777Wbrb7/9dv7991+L+2RmZqJSqfD29jZbv3z5cvz9/Wnfvj1z5swhOzvbuC03N5eRI0fSunVrDh48yCuvvMKcOXPM9k9KSmLAgAF07tyZAwcOsHHjRq5evcr48eONY2bPns2uXbv47bff2LRpEzt37rRofJTHAw88wK5du/jxxx85evQo99xzD8OGDePMmTPGMXl5eSxcuJCvvvqKEydOEBgYSHZ2NlOnTmXnzp3s2bOHli1bMmLECLNrrOw9kEgkkiqRfQWOr4bCTIjfWd+zueGRxQmrSH6xlnbz/qzz8558bSiujtZ9bKmpqWi1WoKCgszWBwUFceXKlTLjCwoKeOGFF5g0aRKenp7G9ZMnTyYiIoLg4GCOHz/O3LlzOXLkCJs2bQKEMaDValmyZAmurq60b9+eS5cu8cgjjxiP8emnn9KlSxfeeOMN47olS5bQpEkTTp8+TUhICN988w0//PADgwcPBmDp0qWEhoZada3nzp1jxYoVXLp0ybjPnDlz2LhxI0uXLjWet7i4mMWLF9OpUyfjvoMGDTI71ueff46Pjw/bt29n5MiRVr0HEolEUiVi1gH6H7PJJ+t1KjcD0ui5CShdH0ZRlDLriouLmTBhAjqdjsWLF5ttmzVrlnG5Q4cOtGzZkm7dunHo0CG6dOlCTEwMnTp1Mive2Lt3b7NjHDx4kK1bt+Lu7l5mfufOnSM/P5/i4mJ69OhhXO/l5UXr1q2tusZDhw6hKAqtWrUyW19YWGhWRdvR0ZGOHTuajUlOTmbevHls2bKFq1evotVqycvLMwvxVfYeSCQSSZU4+atpOflU/c3jJkEaPVXExcGOk68NrZfzWou/vz92dnZlvDrJyclm3p/i4mLGjx9PXFwcW7ZsMfPyWKJLly44ODhw5swZunTpYlXITafTMWrUKN56660y20JCQowhKEsGmjXodDrs7Ow4ePBgmRYPJQ0tFxeXMueYNm0aKSkpfPDBB4SFheHk5ETv3r0pKioq93yl3wOJRCKxmZxkuLDL9Fp6emqdBqfpWbhwId27d8fDw4PAwEDGjBlDbGxspftt376drl274uzsTLNmzfjss89qdZ4qlQpXR/s6f9hS1dfR0ZGuXbuWCcFs2rSJPn36ACaD58yZM/z9999W9RY7ceIExcXFxsaZ7dq148iRI+Tn5xvH7Nmzx2yfLl26cOLECcLDw2nRooXZw83NjebNm+Pg4MC+ffuM+2RlZZnpcSoiKioKrVZLcnJymeMHBwdXuO/OnTt58sknGTFiBO3bt8fJyclMYG3NeyCRSCQ2c2o9KDrwbSZeZ1yAwpz6ndMNToMzerZv385jjz3Gnj172LRpExqNhttvv53c3Nxy94mLi2PEiBH069ePw4cP85///Icnn3yS1atX1+HMGyazZ8/mq6++YsmSJcTExPD000+TkJDAww8/jEaj4e677+bAgQNGXc6VK1e4cuWK0ctx7tw5XnvtNQ4cOEB8fDwbNmzgnnvuISoqir59+wIwadIk1Go1M2bM4OTJk2zYsIF3333XbB6PPfYY6enpTJw4kX379nH+/Hn++usvpk+fjlarxcPDg6lTp/Lss8+ydetWTpw4wfTp01Gr1VYZeq1atWLy5MlMmTKFNWvWEBcXx/79+3nrrbfYsGFDhfu2aNGC7777jpiYGPbu3cvkyZONDUKtfQ8kEonEZgyhrS5TwS1QLKdU/iNfUg2UBk5ycrICKNu3by93zHPPPae0adPGbN1DDz2k9OrVy+rzZGZmKoCSmZlZZlt+fr5y8uRJJT8/3/qJNyD+97//KWFhYYqjo6PSpUsX43sZFxenIBR0ZR5bt25VFEVREhISlP79+yu+vr6Ko6Oj0rx5c+XJJ59U0tLSzM6xe/dupVOnToqjo6PSuXNnZfXq1QqgHD582Djm9OnTytixYxVvb2/FxcVFadOmjfLUU08pOp1OURRFycrKUiZNmqS4uroqwcHBynvvvaf06NFDeeGFF6y6zqKiImXevHlKeHi44uDgoAQHBytjx45Vjh49qiiKoixdulTx8vIqs9+hQ4eUbt26KU5OTkrLli2Vn3/+WQkLC1Pef/99m96Dyrjev0cSiaQGyUlVlFd8FGW+p6KknVOUZaPE8sFv63tm1x0V3b9Lo1IUG3Kg64GzZ8/SsmVLjh07RocOHSyO6d+/P1FRUXz44YfGdWvXrmX8+PHk5eXh4OBQ6XmysrLw8vIiMzOzjKaloKCAuLg4Y1VjSd2Qm5tLo0aNWLRoETNmzKjv6VQb+T2SSCRGDn0Lvz0BwR3h4Z3wxwuw91Po9RgMe6Py/SVGKrp/l6ZBC5kVRWH27Nnccsst5Ro8AFeuXLGYlq3RaEhNTbWouygsLKSwsND4Oisrq+YmLqkShw8f5tSpU/To0YPMzExee+01AEaPHl3PM5NIJJIaxhDaaqf//xbYVjxLMXOt0qCNnscff5yjR4/yzz//VDq2vKyf8vQgCxcu5NVXX63+JCU1yrvvvktsbKxRhL1z5078/f3ZuXMnw4cPL3e/nBwp/pNIJNcJeelwfptYbjdGPAe2E88pMm29NmmwRs8TTzzBb7/9xo4dO2jcuHGFY4ODgy2mZdvb25ebjTR37lxmz55tfJ2VlUWTJk2qP3FJlYmKiuLgwYMWt3Xr1k12bJdIJDcGsX+ATgOB7cG/hVgXoK9Jlp0kjCJX3/qb3w1MgzN6FEXhiSeeYO3atWzbto2IiIhK9+nduzfr1q0zW/fXX3/RrVu3cvU8Tk5OODk51cicJbWPi4sLLVq0qO9pSCQSSfUxhLbajzGtc/YEryaQeVF4e8L61MvUbnQaXMr6Y489xvfff88PP/yAh4eHMYW6ZA2YuXPnMmXKFOPrhx9+mAsXLjB79mxiYmJYsmQJX3/9dZn+TxKJRCKR1CsFmXBui1huV0qvKHU9tU6DM3o+/fRTMjMzGThwICEhIcbHypUrjWOSkpLMWgRERESwYcMGtm3bRufOnXn99df56KOPuOuuu+rjEiQSiUQisUzsRtAVQ0AbU0jLgNHoian7ed0kNMjwVmUsW7aszLoBAwbY1JFbIpFIJJI6p3TWVkkMYmZp9NQaDc7TI5FIJBLJDUlhNpz9WyxbNHpKhLcadgm96xZp9EgkEolEUhec/hO0heDXwuTVKYl/K1CpIf+aaEYqqXGk0SOpFeLj41GpVHWaZj5w4ECeeuqpOjufRCKR2MTJX8Rzu9FgqYacg4up+agUM9cK0ui5CVi8eLGx9YGh4B+IDuvPP/88kZGRuLm5ERoaypQpU7h8+bLZ/gMHDkSlUpk9JkyYUB+XUiFr1qzh9ddfr/Zxtm3bVuZ6VSoVp06ZioYtW7bM4piCgoJqn18ikdyAFObAmU1i2VJoy4AUM9cqDU7ILKlZVq5cyVNPPcXixYvp27cvn3/+OcOHD+fkyZN4eXlx6NAhXn75ZTp16sS1a9d46qmnuPPOOzlw4IDZcWbNmmVsCwGYdSFvKPj6VlzMq6ioCEdHR6uPFxsba9bHJSAgwGy7p6cnsbHmHZFlTy2JRGKRs5tAUwA+4aLfVnkEtoOYddLTU0tIT88NznvvvceMGTOYOXMmbdu25YMPPqBJkyZ8+umneHl5sWnTJsaPH0/r1q3p1asXH3/8MQcPHjQrCQDg6upKcHCw8eHl5WW2fd++fURFReHs7Ey3bt04fPhwmbmcPHmSESNG4O7uTlBQEPfffz+pqanG7dnZ2UyePBk3NzdCQkJ4//33bQpZlR4bHh7OggULmDZtGl5eXsyaNQuA559/nlatWuHq6kqzZs14+eWXKS4uLnO8wMBAs2u2s7Mz265Sqcy2BwcHWzVPiURyE1Iya6uc9kiASGUH6empJaTRU1UUBYpy6/5hg6K/qKiIgwcPcvvtt5utv/322/n3338t7pOZmYlKpcLb29ts/fLly/H396d9+/bMmTOH7Oxs47bc3FxGjhxJ69atOXjwIK+88kqZwpBJSUkMGDCAzp07c+DAATZu3MjVq1cZP368cczs2bPZtWsXv/32G5s2bWLnzp3VLkPwzjvv0KFDBw4ePMjLL78MgIeHB8uWLePkyZN8+OGHfPnll7z//vtl9o2KiiIkJITBgwezdevWMttzcnIICwujcePGjBw50qKhJ5FIJOi0cPovsdy2kgbKJXtw6XS1O6+bEBneqirFefBGaN2f9z+XwdHNqqGpqalotVqLHehL9yoDKCgo4IUXXmDSpElmYZ3JkycTERFBcHAwx48fZ+7cuRw5coRNm0R8evny5Wi1WpYsWYKrqyvt27fn0qVLPPLII8ZjfPrpp3Tp0oU33njDuG7JkiU0adKE06dPExISwjfffMMPP/zA4MGDAVi6dCmhodV7jwcNGlTGAHvppZeMy+Hh4TzzzDOsXLmS5557DoCQkBC++OILunbtSmFhId999x2DBw9m27Zt9O/fH4A2bdqwbNkyIiMjycrK4sMPP6Rv374cOXKEli1bVmvOEonkBiMrEYpzQe0AoZ3LbM4r0pBbqCXAwwn8motxRTmiJYVPWN3P9wZGGj03AZY60JdeV1xczIQJE9DpdCxevNhsmyEsBNChQwdatmxJt27dOHToEF26dCEmJoZOnTrh6upqHNe7d2+zYxw8eJCtW7fi7u5eZn7nzp0jPz+f4uJievToYVzv5eVF69aty4y3hW7dupVZt2rVKj744APOnj1LTk4OGo3GzMhr3bq12Xl79+7NxYsXeffdd41GT69evejVq5dxTN++fenSpQsff/wxH330UbXmLJFIbjDS48SzTxio7cpsfuT7Q+w+n8bm2QNo4usqUteTTwhvjzR6ahRp9FQVB1fhdamP81qJv78/dnZ2FjvQl/T+FBcXM378eOLi4tiyZYuZAWCJLl264ODgwJkzZ+jSpYtVVbR1Oh2jRo3irbfeKrMtJCSEM2fOAJYNtOrg5mbuFduzZw8TJkzg1VdfZejQoXh5efHjjz+yaNGiCo/Tq1cvvv/++3K3q9VqunfvbrwOiUQiMXLNYPSUbaCdnF3A9tMpABy9lCmMnsC2wuhJPgmthtblTG94pNFTVVQqq8NM9YWjoyNdu3Zl06ZNjB071rh+06ZNjB4t4soGg+fMmTNs3boVPz+/So974sQJiouLCQkJAaBdu3Z899135OfnG7O69uzZY7ZPly5dWL16NeHh4djbl/3aNW/eHAcHB/bt20eTJk0AyMrK4syZMwwYMKBqb4AFdu3aRVhYGC+++KJx3YULFyrd7/Dhw8brtYSiKERHRxMZGVkj85RIJDcQBk+Pb1mjZ+dpUzJHYkaeWJBp67WGFDLf4MyePZuvvvqKJUuWEBMTw9NPP01CQgIPP/wwGo2Gu+++mwMHDhh1OYau9kVFRYAIPb322mscOHCA+Ph4NmzYwD333ENUVBR9+/YFYNKkSajVambMmMHJkyfZsGED7777rtk8HnvsMdLT05k4cSL79u3j/Pnz/PXXX0yfPh2tVouHhwdTp07l2WefZevWrZw4cYLp06ejVqvLeH+qQ4sWLUhISODHH3/k3LlzfPTRR6xdu9ZszAcffMAvv/zCmTNnOHHiBHPnzmX16tU8/vjjxjGvvvoqf/75J+fPnyc6OpoZM2YQHR3Nww8/XGNzlUgkNwjp58WzofBgCbbpvTwAlzP0db6MPbhk2npNIz09Nzj33nsvaWlpvPbaayQlJdGhQwc2bNhAWFgY8fHx/PbbbwB07tzZbL+tW7cycOBAHB0d2bx5Mx9++CE5OTk0adKEO+64g/nz5xtTuN3d3Vm3bh0PP/wwUVFRtGvXjrfeesusy31oaCi7du3i+eefZ+jQoRQWFhIWFsawYcNQq4Xt/d577/Hwww8zcuRIPD09ee6557h48WKN1r4ZPXo0Tz/9NI8//jiFhYXccccdvPzyy7zyyivGMUVFRcyZM4fExERcXFxo3749v//+OyNGjDCOycjI4MEHH+TKlSt4eXkRFRXFjh07zDRJEolEApQb3tLqFHaeMRk9l67liwWDpyflNGg1YCdv1TWFSqmuaOIGISsrCy8vLzIzM8toWgoKCoiLizNWNZbUDbm5uTRq1IhFixYxY8aMSsf37t2bwYMHs2DBgjqYne3I75FEchOiKLCwCRRlw2P7IMCUJHEo4RrjFpvKh7QN8eSP/+snUtUXNhJZwo8fAH+ZEVoRFd2/SyPDW5IGw+HDh1mxYgXnzp3j0KFDTJ48GcCoPyqPwsJCDhw4wIkTJ2jfvn1dTFUikUisIy9NGDyowNs8E2tbrPDytAwUWa2J1/SaHrXaZBzJEFeNIo0eSYPi3XffpVOnTgwZMoTc3Fx27tyJv78/O3fuxN3d3eLDz8+PQYMGMWrUKO6+++76vgSJRCIxYdDzeDYCB3MP7/ZY0Ul9Us+mAGQVaMgu0FeHN+p6pJi5JpGBQkmDISoqioMHD1rc1q1btwo7trdo0aKWZiWRSCTVoJzMrbScQo4mZgIwIjKED/4+Q2Z+MZczCmgd7CAzuGoJafRIrgtcXFykYSORSK4/jCLmcLPVO8+koihCxxPk6Uwjbxcy84tJzMijdbCHNHpqCRnekkgkEomktijH07NNH9oa0CoAgEY+osZZojGDSx/eSjsLmsLan+dNgjR6JBKJRCKpLSykq+t0CjvOiKKEA1vrjR5vYfRcytAbPR4h4OwFihZSZaX3mkIaPRKJRCKR1BYWChMeS8wkPbcIdyd7uob5ANBY7+kxFihUqaSYuRaQRo9EIpFIJLVBYTbk6osPlghvGXpt9W3hh4OduA2HehvCW3mm/Y26Hpm2XlNIo0cikUgkktrgWrx4dvEVoSo9Bj3PwNaBxnWG8FaiIbwFECDFzDWNNHokZQgPD+eDDz6o72lIJBLJ9Y0FEXNGXhHRFzMAk4gZTELm5OxCijQ6sdLYjkIaPTWFNHpucHbs2MGoUaMIDQ1FpVLxyy+/1PeU6pRXXnkFlUpl9ggODq7vaUkkkpsBC3qenWdS0SnQKsjdGNIC8HNzxMlejaLAlUxD41G90XMtHopy62jSNzbS6LnByc3NpVOnTnzyySf1PZUapbi42Oqx7du3Jykpyfg4duxYLc5MIpFI9FjI3DK0nigZ2gJQqVQlMrj0uh43f3DTj0s5VbtzvUmQRs8NzvDhw1mwYAHjxo2zuD05OZlRo0bh4uJCREQEy5cvLzMmMzOTBx98kMDAQDw9PRk0aBBHjhwxG7NgwQICAwPx8PBg5syZvPDCC2U6t1fE0qVLadu2Lc7OzrRp04bFixcbt8XHx6NSqfjpp58YOHAgzs7OfP/996SlpTFx4kQaN26Mq6srkZGRrFixosyx7e3tCQ4ONj4CAgLKjJFIJJIap1R4S6dTjCLmga3K/h8qU6sHZJHCGkZWZK4iiqKQr8mvfGAN42LvgkqlqrHjTZs2jYsXL7JlyxYcHR158sknSU5ONm5XFIU77rgDX19fNmzYgJeXF59//jmDBw/m9OnT+Pr6snz5cv773/+yePFi+vbty48//siiRYuIiIio4MwmvvzyS+bPn88nn3xCVFQUhw8fZtasWbi5uTF16lTjuOeff55FixaxdOlSnJycKCgooGvXrjz//PN4enry+++/c//999OsWTN69uxp3O/MmTOEhobi5OREz549eeONN2jWrJmlqUgkEknNUcrTczIpi9ScQlwd7ega7lNmuEUxs18LiNtuCpVJqoU0eqpIviafnj/0rHxgDbN30l5cHVxr5FinT5/mjz/+YM+ePUYj4euvv6Zt27bGMVu3buXYsWMkJyfj5OQEiKagv/zyC6tWreLBBx/k448/ZsaMGTzwwAMAzJs3j7/++oucnByr5vH666+zaNEiozcqIiKCkydP8vnnn5sZPU899VQZj9WcOXOMy0888QQbN27k559/Nl5Pz549+fbbb2nVqhVXr15lwYIF9OnThxMnTuDn52frWyaRSCTWoSmCzEtiWa/pMXh5+jT3x8nerswuBqPnckmjxyCCNniNJNVCGj03MTExMdjb29OtWzfjujZt2uDt7W18ffDgQXJycsoYCPn5+Zw7dw6A2NhYHn30UbPtPXr0YMuWLZXOISUlhYsXLzJjxgxmzZplXK/RaPDy8jIbW3KeAFqtljfffJOVK1eSmJhIYWEhhYWFuLm5GccMHz7cuBwZGUnv3r1p3rw533zzDbNnz650fhKJRFIlMhJA0YGDG7gLXY4pVd1yiD3UkqfHoAe6Jo2emkAaPVXExd6FvZP21st5awpFUQAqDJfpdDpCQkLYtm1bmW0ljaPSxzAcuzJ0OpGa+eWXX5qFpADs7Mx/CZU0ZgAWLVrE+++/zwcffEBkZCRubm489dRTFBUVlXs+Nzc3IiMjOXNGlnWXSCS1SMlGoyoVmfnFHErIAMxT1UtiUdNjyPyS4a0aQRo9VUSlUtVYmKm+aNu2LRqNhgMHDtCjRw9AeG0yMjKMY7p06cKVK1ewt7cnPDzc4nFat27Nvn37uP/++43rDhw4YNUcgoKCaNSoEefPn2fy5Mk2zX/nzp2MHj2a++67DxAG1JkzZ8zCc6UpLCwkJiaGfv362XQuiURyk5B6BtY/DQNfgPBbqn6cUiLmXWdT0eoUmge40cTX8r3DFN4qQKdTUKtVpu7sBZmQlw6uvlWfk0QaPTc6OTk5nD171vg6Li6O6OhofH19ad26NcOGDWPWrFl88cUX2Nvb89RTT+HiYvImDRkyhN69ezNmzBjeeustWrduzeXLl9mwYQNjxoyhW7duPPHEE8yaNYtu3brRp08fVq5cydGjR60WC7/yyis8+eSTeHp6Mnz4cAoLCzlw4ADXrl2rMATVokULVq9ezb///ouPjw/vvfceV65cMTN65syZw6hRo2jatCnJycksWLCArKwsM62QRCKRGNn5HsTvhC0amL6x6scxeGb0Rsv2clLVSxLs5YxaBUVaHam5hQR6OIOjK7gHQ84V4T2SRk+1kCnrNzgHDhwgKiqKqKgoAGbPnk1UVBTz5s0DRKp4kyZNGDBgAOPGjTOmphtQqVRs2LCB/v37M336dFq1asWECROIj48nKCgIgMmTJzN37lzmzJlDly5diIuLY9q0aTg7O1s1x5kzZ/LVV1+xbNkyIiMjGTBgAMuWLas0++vll1+mS5cuDB06lIEDBxIcHMyYMWPMxly6dImJEyfSunVrxo0bh6OjI3v27CEsLMzat1AikdwsaIshdoNYTtgD2VerfixDeMu3GYpSIlW9HD0PgIOdmiBP8X/TPMQlxcw1hUqxVnxxg5OVlYWXlxeZmZl4enqabSsoKCAuLo6IiAirb+Q3O7fddhvBwcF899139T2VBoP8HkluWtLPw69PQPsx0H2m6CDeEDm3Bb4ba3p9x3vQfUbVjvVJD0iNhfvXctmvN33e3IKdWsWJV4fi7FA2c8vA3Z/+y4EL1/hkUhQjO4aKlb88CtHL4daXYMCzVZvPDUxF9+/SSE+PpNrk5eXx3nvvceLECU6dOsX8+fP5+++/ZQhJIpEIDn0LF/6BDXNg7UNQlFf5PvVBzDrx7Oiuf/1b1Y6j05majfpEcOJyFgAtA90rNHigHDFzQ8rg+vcTWPMQFBfU90yqhDR6JNXGEALr168fXbt2Zd26daxevZohQ4YA4O7uXu5j586d9Tx7iURS68TvMi0fXQlLhsK1C/U3H0votBCzXiwPeUU8x+0U4mFbyb4M2kJQ24NXE05czgSgXWjFXgho4LV68tLh7/lw9Ec48kP9zqWKSCGzpNq4uLjw999/l7s9Ojq63G2NGjWqhRlJJJIGQ1EuXD4klkf/DzbNhytH4YuBcM9SaDawPmdn4uI+yE0GZy/oMhUOLoOrxyH2D4iyLbPUaJx4NwU7e6Onp32oVwU7CRp0rZ5Tv4NOI5b3fApdpoH6+vKdSKNHUuu0aNGivqcgkUjqi4t7xY3Sqwl0ngwRA2DlfZAULfQzt70OvR+rf52PIZTVajjYO0LbO4XRE/Ob7UZP6fYTRqPHCk+PPrx1yZKQOTtJhAYd66lcyom1puXU00ID1XJI/cylilxfJppEIpFIri/i/xHPYX2FYePdRKSCd5ooKhb/9SKsnlm/Oh9FMel52t0pntuOEs/ntkBBlm3HK1GjJyOvyOi1sSa81diSp8fFR3igwKQVqmvy0uH8NrHcaph43rO43OENFWn0SCQSiaT2MOh5Shb6c3CBMZ/C8HeE7uX4KmH42ErcTji+uvpzvHwYMi+KlhHNB4l1gW1Fs09tEZz5y7bjlfD0GLw8TX1d8XR2qHRXQ3gru0BDVkGxWKlS1X+IK2YdKFoIjoRhbwIqOLcZkk/Vz3yqiDR6JBKJRFI7FOVB4kGxHN7XfJtKBT0fhPt/AVQQ+7voV2Ut+Rmw/B5YNR2SjlZvngYvT8vbhEFmmF9bvdfH1iwuQ2FC32Yl9DyVe3kA3Jzs8XYVxlGDEjOf/EU8tx8r5tLmDvF676f1M58qIo0eiUQikdQOl/aBrhg8Qk2eitJE9BMPgCMrrT/28VWg0RsFp9ZXfY6KYjJqDCEtA4bXZzZZH35TFEiPF8u+EcbMLWuNHjBlcDWYtPXcNDi/XSy3GyOee+mbTB/5sWoZbvWENHokEolEUjuUDG1VJFTurBcKRy8XRoM1HCpR+PTU71WbH0DKKUg7C3aO0Gqo+bbQKPBqCsV5IpRjDfnXoFAYOviEGz091uh5DDSypOupz8ajp/ShrZBO4NdcrAvrI15rCuDAkrqfUxWRRo+kDOHh4XzwwQd1dr5XXnmFzp0719n5JBJJHWEQMZcObZWm7ShREPBanGj/UBlXjonsL7UDqOxEllVVBb4n9V6e5oPAycN8m0pl8vYYQmCVYQg/eYSQrzhyLiUHsC5d3YCxQGFDCW8ZsrYMXh4Q743B27P/K9AU1fm0qoI0em5wduzYwahRowgNDUWlUvHLL7/U95TKMGfOHDZvtvJXVCWoVKoyj88++8y4PT4+3uKYjRur0VhQIpGUpTgfEg+I5fB+FY91dDPdUK0penf4e/HcerjwOACc2lClaRqNGYN+pzSGbK7Yjdbd2I2NRiM4dSULnQL+7o4EejhZPaUKw1uZF0GrsfpY1SY3VQjGQbQRKUn7ceAeJFLpDZqfBo40em5wcnNz6dSpE5988kl9T6Vc3N3d8fPzK3d7UZFtvyCWLl1KUlKS8WGpHcbff/9tNmbQoEE2z1siMSM/47rSNtQ6l/aLzCf3YFNopiI6TxLPx9dWrJ/RFIqqzgBdppgEtVUJcaWfh6vHhLeo9XDLYxr3EDf2wkyI2175MUs0GjWFtrxQ2VCHyGJ4yyME7JxEzaPMi1Yfq9oYsrZCOpf9HO0dofsssbxnsfWhyXpEGj03OMOHD2fBggWMGzfO4vbk5GRGjRqFi4sLERERLF++vMyYzMxMY/d1T09PBg0axJEjR8zGLFiwgMDAQDw8PJg5cyYvvPCC1SGr0uGtadOmMWbMGBYuXEhoaCitWrUC4Pvvv6dbt254eHgQHBzMpEmTSE5OLnM8b29vgoODjQ8XF5cyY/z8/MzGODo6WjVXicQiOh18fRss7gWFOfU9m4aBtXoeA017g3cYFGVXLEw+9bvQzXiEipBU6xFifcK/QnBrCwYvT0Q/cPW1PEathjYj9eOtyOIy1ugJtzlzy4DF/ltqNfiE689Rh7oeQ2ir/VjL27s9APbOIu3fmtBkPSONniqiKAq6vLw6fyg1bElPmzaN+Ph4tmzZwqpVq1i8eLGZIaEoCnfccQdXrlxhw4YNHDx4kC5dujB48GDS08Wv2uXLl/Pf//6Xt956i4MHD9K0aVM+/bR6aYybN28mJiaGTZs2sX69+AdYVFTE66+/zpEjR/jll1+Ii4tj2rRpZfZ9/PHH8ff3p3v37nz22WfodLoyY+68804CAwPp27cvq1atqtZcJRIyE0SF2pyrQm/S0NHpaj9EYq2ex4BabfL2RFcQ4jKEtjpPArUd+ISJ2jGKDk7bGKY26HnKC20ZMIS4Tv1e+ftmVqPH9swtMHl6krMLKdRoTRsMnpa6yuDKSYH4ckJbBtz8oeN4sXwdFCuUbSiqiJKfT2yXrnV+3taHDqJyrZkS5KdPn+aPP/5gz5499OzZE4Cvv/6atm3bGsds3bqVY8eOkZycjJOTiEm/++67/PLLL6xatYoHH3yQjz/+mBkzZvDAAw8AMG/ePP766y9ycqr+i9fNzY2vvvrKzAMzffp043KzZs346KOP6NGjBzk5Obi7i67Ir7/+OoMHD8bFxYXNmzfzzDPPkJqayksvvQSIUNp7771H3759UavV/Pbbb9x7771888033HfffVWer+QmJznGtHz1OIT1rr+5VIZWA18MEGGiqb+BZ2jNn6O4QIS3oHI9T0k6TYBtC0Xl38xL4NXYfHvGRVEhGcxbQ7QZKYzNU79b3zIiM1GvOVKZPDnlEXaLqIqclyY8ShH9yx+r98JovMM5dSUFsE3EDODr5oizg5qCYh1XMgsI83PTb6hjMfOpdcKYDI0yeZks0etROPSt8NBdi694bD0jPT03MTExMdjb29OtWzfjujZt2uDt7W18ffDgQXJycvDz8zPrjh4XF8e5c+cAiI2NpUePHmbHLv3aViIjI8uEnA4fPszo0aMJCwvDw8ODgQMHApCQYCpo9tJLL9G7d286d+7MM888w2uvvcY777xj3O7v78/TTz9Njx496NatG6+99hqPPvoob7/9drXmK7nJST5pWr56ov7mYQ0pMcIwSzsD398lQkU1TeJB0WXcLVBUNbYWn3BhYKCI+i+lObJCbAvvZ64vMeh6zm2xvp6OIYTWtBd4BFU81s4eWuvPcbKCEFdRrvD2AfFKEIUaHe5O9oT52vZDVaVSmRqPWqzVE2/T8apMZaEtA4FtodmtwkDa92Xtz6saSE9PFVG5uND60MF6OW9NYQiVVSSw0+l0hISEsG3btjLbShpHpY9R3TCcm5ub2evc3Fxuv/12br/9dr7//nsCAgJISEhg6NChFQqde/XqRVZWFlevXiUoyPI/tl69evHVV19Va76Sm5yr15HRk3jItJx8ElZMgvvXmCoR1wTG0JaVep6SdJ4EF/4RBk6/Z0z763RwWF+bJ+p+832COoiO5hkJcH6ryQiqCGPW1qiKxxlodydEfy+MpeFvW+4ubjBGnL05libm3TbEA7Xa9maqjbxdOJ+SyyWLaet1oOnJSTZ9jiVT1cuj92PivT/0LQx8oWz6fwNBenqqiEqlQu3qWucPWzIAKqNt27ZoNBoOHDhgXBcbG0tGRobxdZcuXbhy5Qr29va0aNHC7OHv7w9A69at2bdvn9mxSx6zJjh16hSpqam8+eab9OvXjzZt2lgUMZfm8OHDODs7mxlolsaEhITU4GwlNx0lw1vJMeIG3VAxtIVoPQKcvES4ZvVM0Gkr3s8WLtio5ylJuzvBwVUUDDSEyEBoSzISwMmzrKGiUpk8MdZkceWmwgW90Npao6fZQHHu7CRTKn5pSjQaPZGoz9wKsU3PY6CxXsx82VKBwmvxtZ8pFfObPrTVReimKqP5YOHVK8yC03/W7tyqgTR6bnBycnKIjo4mOjoagLi4OKKjo0lISKB169YMGzaMWbNmsXfvXg4ePMjMmTPNsp2GDBlC7969GTNmDH/++Sfx8fH8+++/vPTSS0bD5oknnuDrr7/mm2++4cyZMyxYsICjR4/WqIHWtGlTHB0d+fjjjzl//jy//fYbr7/+utmYdevW8eWXX3L8+HHOnTvHV199xYsvvsiDDz5o1CN98803/PDDD8TExBAbG8u7777LRx99xBNPPFFjc5XcZGiLhYjZQFG2EDY3VC7rPT2dJsLEH0Qa9Kn18PvsmrmRagrhov5HUNgtFY+1hJMHtBstlksKmg1ensi7wdFCuMjg3Yn9o3Kx8an14oYe0ll4iKzB3slUsfngN5YN2xI1ekyZW7bpeQxYrNXj1QRUalEhWh9GqzVO/CKeKwttGVCrRQYeQOqZWplSTdAgjZ6qFNRbvnw5nTp1wtXVlZCQEB544AHS0mxMX7wBOXDgAFFRUURFRQEwe/ZsoqKimDdvHiBq2jRp0oQBAwYwbtw4Y2q6AZVKxYYNG+jfvz/Tp0+nVatWTJgwgfj4eGO4aPLkycydO5c5c+bQpUsXY1aVs7NzjV1HQEAAy5Yt4+eff6Zdu3a8+eabvPvuu2ZjHBwcWLx4Mb1796Zjx458+OGHvPbaayxatMhs3IIFC+jWrRvdu3fnxx9/ZMmSJTz99NM1NlfJTUbaWdFfytEDgiLFuoYa4irKM4XiGnUR4ae7vgJUcHAZbHuz+udIPCRaE7j6Q0Drqh2j00TxfHyNKHKYf82kpYkqJ+GgaW8hNs5Ph4sVpE7nZ8AO/f8Og3FlLR3uFs/R38PXQ+BytPl2fVaV4tvM2HPLlvYTJQm1VKvH3tEk7q6umFlRyjdys6+aPGHlZW1ZwqDfSjtbranVJg1S02MoqPfAAw9w1113VTr+n3/+YcqUKbz//vuMGjWKxMREHn74YWbOnMnatWvrYMYNl4EDB1aorwkODjamhBu4/37zeLmHhwcfffQRH330UbnHefnll3n55ZeNr2+77TZatLBOwFhYWGjMvgJYtmyZxXETJ05k4sSJZutKXtuwYcMYNmxYheeaOnWqxWKFEkmVMRg4gW1FX6Krx8Q6a3Qldc2VY6LQnFsgeDYS69rdCXcsEp6e7W+CeyB0n1H1c5RMVa+qtze8n/BqZF401eXRFkJgexFusYSdPbQaLio6n/pdGHSlURRxnZkXhWi6xyzb5tVqKAx/Bza/JsKEX94qivMNehGcvYyGyDWnRmQVaHCwU9EqqGraFosFCkGImTMShFepqlmC+dfgi4GiplTj7tCkuyjCGBoFTu6m0FajbtZ7wkAaPVVl+PDhDB9eTnVMC+zZs4fw8HCefPJJACIiInjooYdkRk4dkZeXx2effcbQoUOxs7NjxYoV/P3332zatKnC/RRF4fz582zevNnoiZJIrjsMep7AtuDfUixfPV5/86kIQ2irUVdzg6T7DBEu2f4WbJgjDB9rtS6lMep5bEhVL41aLbw9O94WguZckfpN1H0VG1Jt7jAZPUPfKDv26Eo4vlpUYL7ra9vFtioV9HxQvDd/vSiOte9z0YLh9v8aPT1nigMAaBnogaN91QIqhgKFSRkF6HSKSQztGyEqQ1enVs/FfSbR9ek/xANE6CyovfCGgW1eHihh9JwTBmYNShxqigYZ3rKVPn36cOnSJTZs2ICiKFy9epVVq1Zxxx3l/9IqLCwkKyvL7CGpGoYQWL9+/ejatSvr1q1j9erVDBkyBMAs1b3kw8PDg1atWuHo6Mh//vOfer4KiaSKGIyeoPbiAQ03vGUQMTey4C0ZOBe6ThO/8FfNgKwk24+vKYKEvWI5rAoi5pJ0miCez/4NSUdEc9GO91a8T/NBYO8CGRfKfgbpcfD7HLE8cC407lZ2f2vxDIG7l8D9a8G3uTAY18w0GhJHcrwB24sSliTY0xm1Coq0OlJzCk0bjN3Wq2H0GLRHYX2FsdZutPD8KTrhDTS0ubA1/OcbAaiEri2n8kST+qBBenpspU+fPixfvpx7772XgoICNBoNd955Jx9//HG5+yxcuJBXX321Dmd54+Li4sLff/9d7naDiNoSjRo1stgmQiK5bkguEd4KaCOW084J/YwlwW19YkhXt2T0qFQwYpEwjK4cg3Oby9fPlMflw6DJB1c/03tRVfyaC51Owm7xus0d4FZ+jz5AvN/NB0Hs78LbE9xBrNcWw5pZ4mbctDf0m129uRloPgge3Q27PoKd7wotk70L+1JFjbHqGD32dmqCPZ25nFnApYx8Aj31GkljrZ4aMHoad4c+j5vWZyaKjLnEAxDYzrbQFgixt3dTYXSmna28/lE9cEN4ek6ePMmTTz7JvHnzOHjwIBs3biQuLo6HH3643H3mzp1LZmam8XHxYh02cLvJKJ3qXvIhDR7JdU1RrilMENhOhIXcAgBFFAFsSORfg3RRULRCXUzL28WyoXeWLRhCW2F9LNexsZVOJTR8pWvzlEcbfS+ukv27drwjbuZOXjDuC9G+oqawd4IBz8Kje6DTJBjyCieuiGr07RtVLXPLgMUeXDVRq8ewb+kGol6NREjr9gWmliC2YgjxNlBdzw1h9CxcuJC+ffvy7LPP0rFjR4YOHcrixYtZsmQJSUmWXbROTk54enqaPSQSicQmkk+JZ7dA0YMISoS4Tlrep764fFg8+4SX31wTTGEpgyDZFuJrQM9TkvZjwasphHSC5rdat0+rYUKbcuWoEPxe2C2MHoCR79nuvbAW3wgY+ynpkdNJyiwAoG0Va/QYMIiZzWr1GFo85F8zaW9sxVhPqFnF46qCUdfTMNPWbwijJy8vD3WpXxV2dsKSr8kGnTXd7FNycyG/PzcghvYTgaZ+dQQ2UF1PYgkRc0U06SmEvpkJwmiwFm1xzel5DDh7wpOHYOYW670zbv6mejHRK2DNg0Kr0mmiqPFTyxhS1cP9XHF3qp6CxOjpKWn0OHkIIxuqFuLSakT4CUxeo5qkpJi5AdIgjZ6KCuqBCE1NmTLFOH7UqFGsWbOGTz/9lPPnz7Nr1y6efPJJevToQWho9ZvpOTg4AMK4kkiqiuH7Y/g+SW4ADEaPwbtTcrmhZXAZjJ7yQlsGnNxNmh9bQlyXo6E4V9TKCWxXpSlaxM5BhN1swVAuYNtCYbz5hIvWEXVAdYsSlsRi/y2oXuPRzIug04iilB610GzWr7l4bqDhrQYpZD5w4AC33mpyZc6eLURnU6dOZdmyZSQlJZk1mZw2bRrZ2dl88sknPPPMM3h7ezNo0CDeeuutGpmPnZ0d3t7exrYHrjXcDkJyY6MoCnl5eSQnJ+Pt7W30QkpuACx5ekpmcDWktN3LFYiYSxPWV2hg4v+BzhMrHw8l9Dx9a0bPUx1aj4A//wMowms17ivhNaoDDEZPVYsSlqTCWj0X91ZN12PU80TUzudk8PSkxwmvkq0Gay3TsGajp7KCepaK1z3xxBO12kogODgYwKp+TxKJJby9vY3fI8kNgkG3E1jC0xPQRmhK8tMh+4pIb65vsi6LnlEqtdDHVEZ4P9j1gcmQsQZDv6WIAVWaYo3iGyGuM+mIaH7ZpHudndoQ3qpO5paBxpaEzGDy9FQlvHWtFvU8AJ6NhRdJWyi8bLV1nirSII2ehohKpSIkJITAwECKi4vrezqS6wwHB4cb28Nz9QR8Nw4GPFe9ar7XE7mpkKv/EVSy3YKDM/i1hNRY8b40BKPHENoKaAuObpWPb6rX9VyLh8xLptYH5ZGTDAn61g+G7Kn65u6lQrxtbe+oGiC3UENcai5Qs+Gt7EINWQXFeDrrQ+OGtPX0eNsPagiJ+dSCngeE98ivufCCpp2TRs/1jp2d3Y1985JIqsLRnyDnChz69uYxegxFCX3ChQ6mJEHt9UbPcWg5pM6nVgZjaMvKyudOHhDaWdTsid8FnSopChj7B6CIBp6VGUh1hV9zk76kjjh1JQtFgUAPJwI8nKp9PFdHe3xcHbiWV0zitXw8Q/RGj7HbehU8PSXDW7WF0eg5Cy1vq73zVIEGKWSWSCTXGYab6tUTosv2zYBRz2NBtBvUznxMfWOsxFxJ5lZJjKnrOysfa6iJ03akbfO6wTCJmGtOP1RhrZ6sRNGQ1RbKq9FTkzTgHlzS6JFIJNVDpzN1m9YVN5wbfW1jScRsIEhfCbghpK0riqlGT2WZWyUx1Nq5UEkGV0EWnN8mlttUsV/XDcKJxJrL3DLQ2FtU9U5IL5E97OoHjvq+YdcuWH8wnc5UTLNWjZ6GW6BQGj0SiaR6pJ2FwhK96wwG0I3O1Yo8PXphc0qs6EdVn6Sfh4JMIS4tmVpfGU17CeFz+nkhhC6Ps5tAWyR+3ZfUNjVgfo1OZOj7O1j0Vywp2TXnmTyZVDVPT8r//seF+6egzckts61ZgNBgnUvJMa1UqcA3XCzbEuLKThKtMtT2oot9bdGAa/VIo0cikVQPQ2jL+Ppw/cyjLlGUEt3VLRg9Xk3AyVN4vuq7Mq0htBXSUdS8sRZnTwjuKJYrqtdz6nfx3OaOhpOeXwExSVk8u+oosVez+XjLWfq+tYXnVx3lzNXsah23WKsj9oo4hi3p6sWJiaT+bzF5+/eTt3dPme0tAoVe7GxyjvmGqjQeNYS2vJvWbiq5wejJvGh7+K2WkUaPRCKpHobMIMMvx6ToeptKnZF5UTSvVDuY/sGXRKVqOB3XrS1KaInwW8RzeboeTSGc/kssXwehrbwiDY//cIgijY7u4T5ENfWmSKNj5YGL3Pb+Dh5Yuo9/z6ZWqXr6uiOXKdLq8HS2p4mP9Y1mr61YIcJOQFFcWQPGYPScSynlBapK49HaTlc34OoLzt5iuTo9wmoBafRIJJLqYfD0dJ0qnq+evPHFzAYvj39LsHe0PKahVGY2Zm7ZIGI2YDB6ytP1xO0Qxp97cNWOX8fM//UE51JyCfJ04rP7urL20b6sfqQ3Q9sHoVLB1tgUJn21l5Ef/8OxS5lWHzclu5DX1otw54P9m6FWW+fx0uXlce3nVcbXhfHxZcY0CxBGT2pOIZl5JcqlVKXxqGFsbaWrG1CpTD8GUhtWDy5p9EgkkqqjKYKko2K53VjRgkBXXP/ejdqmoswtA9Z6eg4shY+6VK3BZ2Voi0WBPrCuEnNpmvYGVEK3lX2l7HZD1labO+q/CnMl/HI4kZ8PXkKtgg/ujcLPXaSUdw3z5fP7u7H1mYFM6R2Gi4MdJy5nMf2b/SRnFVh17Fd+O0FGXjHtQjx5aID1afKZv61Dl2kyrori4suMcXeyJ8TLGYCzJXU9xlo9VQhv1UXtnAaawdWwv6USiaRhk3xSVF519hL/SEP1dWBu9BDXVfPMLUVRmL5sP6M/+YeCYq1+mxXd1nPT4K+XIf0crJhY88ZicowQrjp5gm8Vata4eENwpFgubZTptHBqg1g29LpqoMSl5vLi2mMAPDGoJb2b+5UZE+7vxmujO/DvC4NoHeRBSnYhj/1wiGKtrsJjbzx+hd+PJWGnVvH23R1xsLPutqooCunffweA1+g7ASiy4OmBEiGukroeg+GSkSA+C2uoF6OnYYmZpdEjkUiqjiF0EholfumHdNavj7b+GDqd6NFzPWEIb+m9OUmZBWw5lcyRS5lsOaWv0mxIZc++DHnplo+z630RHgKRAff93aICck1hEDEbPp+qYEhdL230XNovKlI7eZnGNEAKNVqeWHGI3CItPSN8eXJwywrH+7g58tn9XfFwsmd//DX++3tMuWMz84p5+VcRvnywfzM6NLI+VT33338pOnsOtasrAfr+ktq0NLRZWWXGNteHuMw8PZ6hYOcoPKvWfGcUxVTBuU6MnobZeFQaPRKJpOqUFsmGdhbP1mZwFeXBx13gq8HXj+GjLRbVlsFo2Bwtof/4NTpRLDh7gneYWLbkwcm6DPu+FMt3fS16dmVfFoZP/rWamastTUbLI1xfpLC0ridmnXhuNbR8XVMD4M0/TnE8MQsfVwc+nBCFnRV6mwh/N967tzMAy/6NN32mpVjw+0lSsgtpFuDG/1ViTJXm2rd6L8+4cTgEBWEfEABY9vY0t+TpUduZvl/W6HpyU/UGtgp8wmyaa5WQ4S2JRHLDYTBuDCJWQ3grOQaKrdBDxO0QGSVJ0RD7e61MscZJPy/q0ji4gVdTAI4lZhg3bz2VYhKcVlSkcPvbIvTUtA90uAvuWw0eoZASAz9Otu79q4zEUp9PVTDoelJPQ/ZVsU5RTKnq9ViFefneCzzz0xGW7orjUMI1U2hRz6aTV1m6Kx6AReM7EazXxljDbe2CePxWceN+fvVRYpLMPTA7Tqfw88FLqFTw9l0dcXawvj1RUXw8Odu3g0qF732TAXCMEBodixlcljw9YFvjUYNh5NUY7KvfIqNSDJ6e/PTyPZ31gDR6JBJJ1SjKNQl6DZ4Erybg4quvzGyFPuXMX6blvV/U/BxrA4MBE9jWGDIq6ekp0urYeCJJvCgvgyvtHBwWv/QZ/LLIdvFqDPetEvqbC7tg7UPGVOYqUZRn+nyqkq5uwNXXZLwZvD3JJ8WN1s4Jmg+u+rGrQUxSFi/9cpzVhy7x6rqTjFv8L5Gv/Mmdn/zDvF+Ps2JfAs+uEiLumbdEMKhNkM3nePq2VvRr6U9BsY6Hvz9IZr4wZnMLNcxdIzRCU3qF0S3c16bjpn+/HAD3/v1xDA8HTEaPpQyu5oGiQOHF9Dxzw84Qpkq1wptSFz23SuLoBp6NxHID0vVIo0cikVSNpKOg6ES6smeoWKdSlQhxRVe8v6LAmU2m1xf+gSv1nN5tDcaihCYR87FEYfQM7xAMwK/R+grG5WVwbXsTdBpocRuE9TGtD2oPE5aL+j8nf4E//yPep6pw5SgoWnAPMn0+VcUQ4jLoemL0WVvNB5VttlpHvPtnLIoCnRp7MahNIL5ujhRrFY5eyuTb3ReYu+YYGXnFdGzsxXPD2lTpHHZqFR9NiKKRtwsX0vKYvTIanU7hnT9jSczIp5G3i83H1mZnk7lmDQA+U+43rjcYP5YyuALcnfB0tkenQHxaiXo9BmM2YXflJ66rGj0laYC6Hmn0SCSSqlGeXsTaDK6UWMhMEN6ClkPFun3XgbfH4D3RGzSXruWTkVeMo53aeAPcfT6NK5kFJqMnOcaUYXP1BBz7WSwPeqns8SP6w9jPxPLeT2H3J1WbZ8kmo9WtlFy6Xk89Nxg9EJ/O5lPJ2KlVvHdvZ5ZM687Bl4aw87lb+XhiFDNuiaBbmA8dGnnyycQuONpX/Vbn4+bI5/d3xdFezeZTyTz542G+2R0PwMJxkbg52VbZOHPNGnR5eTi2aI5bH5PB6xgRDljW9KhUKqOux6wys8EYTYoWPdAqoq5q9JSkAep6pNEjkUiqRmI5Ro8xg6sSMbMhtBXRD255Siwf/anm4v9V9ZBURqlGo4bQVpsQDyL83ege7oOiwPqjl8Wvantn0OSbGj1uWQAo0G6MyStWmsi74fb/iuW/XoLjq22fZ3UqMZemqf7mnHJKGFNXjoq+XK2GV//YNqIoCm9vFELye7o2NmY2qVQqmvi6MqpTKC+PbMeqR/qw/ol+NPWzvjpyeXRo5MWCMSLEt/5oEooizt2/VYBtc9dqjaEt3/vuR1XCGHUyeHri41EshDWNup6SRo9XY2HEKDpIKNvCwoy6TFc3II0eiURyw2BMhy7H01OZmNlg9LS8XYhlgyKFcXD4++rP7eA38EYjUx2ZmqIoz1QMTl+H5+ilDAAi9enKd3YWOoZfoy+LDBtD6vrV43BxP8RuEAaDJS9PSfo8Dr0eFcu/PGp7TzOjJy7Ktv0s4eZnqjv054viuWkfsb6O2XY6hX3x6Tjaq/m/IbZlTFWH8d2aMLGHEK4HeDjx0h0VFKYsh5zt2ym+eBG1l5exNo8Bh8aNwd4epaAAzdWrZfYttx1FZa1CDNSr0XODaXqKi4u5ePEisbGxpKc3HJW2RCKpJfLSTRqB0FI3Va/G4OonNCvliZkLskw6hBZDRPil54Pi9f4vrS+2Vh5HV0JxLvz+jBBc1xQppwAFXP3BXfzKN3h6OjYWRs8dkSHYq1UcS8wUnbFL6nq2vCaWO08SLSwq4/YFIvSnKYAVkyxXRbZE9hXTTa4mPD1gCqUYPrd6CG3pdCYvz9TeYYR4udTp+V+9sz2vjGrHNw/0wMvVhuatetL1aeo+99yN2sV87ip7exybiP51ljK4mlvy9ED5dZRKkn/NVAbBJ9zmeVcZg9GTfq56ovwapMpGT05ODp9//jkDBw7Ey8uL8PBw2rVrR0BAAGFhYcyaNYv9+/fX5FwlEklDweB18IkQ2T0lUakqD3Gd3yaMIr8WJrFj5D2ijUVGApz+s+pz02pM582+DDvfq/qxSlNKxKzTKRzXi5gjG3kD4OvmSL+W/oDe22PIfDq8XKTo2znCgOetO5/aDu76Cvxbi2uxJpU9MxG+HS2WgyLLfj5VxeBRMFAPVZjXH0siJikLdyd7HhloodFrLeNor2Za3wibuqgbKIg9Td6ePWBnh8+kSZaPX0EGl8HTcz4lB62uROjWGl2PwTvpHlS3wnPvpqC2h+I8yE6qu/NWQJWMnvfff5/w8HC+/PJLBg0axJo1a4iOjiY2Npbdu3czf/58NBoNt912G8OGDePMmYbVcEwikVSTyppYGrw/5WVwndEbNS1vN61zcIEuU8Tyvs+rPreUGPFPVqX/9/bvx7b1J6qIUiLm+LRcsgs1ONmraRlkupmMiRIhrt+iE1EM/bmy9FVzu00XNwNrcfaEiStE1+rEA7Du/8rXK6WegSVDhUfKIxTu+rLskJxCJnyxm2lL95nfPCsjrK9pOaSTbddQAxRrdSz6S3h5HuzfDF+3hlsQ0RLX9C0nPIYMwSHUcjZdRRlcTXxdcbRTU6jRcTkj37TBGl1PfYS2AOwcTJ6ltIZhB1TJ6Pn333/ZunUrBw4cYN68eQwbNozIyEhatGhBjx49mD59OkuXLuXq1avceeedbN++vabnLZFI6pPyRMwGDAJdSxlcJVPVW95mvq37TGGsnN8msruqwqUD4jm8HzQbKHqD/VWJfsZaSomYDanq7UI9zXouDWkbhIuDHfFpeRzXNjHt7+AK/Z6x/bx+zWH8N6Cyg6M/CkOuNImHhMGTeVF40Gb8adIT6bmaVcCEL/aw53w622JT+DumrHakXNz8IUB/vDZ1H9r66cBFLqTl4efmyPRb6jADqQZQNBoy14mMN9/77yt3nDGDy0J4y06tIsJf1OspG+KqRNeTXg/p6gYamJi5SkbPzz//TGRkZKXjnJycePTRR5k5c2ZVTiORSBoqlWUGGcJblsTMV45CzlVhAJT0HoDwHrQeIZarmr6eqDd6GneDYW8JQ+HUeji3pWrHK4kxvGUQMev1PKV6Lrk52XNbO1EMb82pfPAIERt6PQLugVU7d7OBMOxNsbxpHpwuUdjx3Fb4ZhTkpQkv2/Q/y3hiEjPyuffz3ZxNzsHQieHrf2z0gA2ZD23vhG4zqnYNVSS/SMuHfwtPweODWuBuY5p4fVN86RJKQQEqZ2dcupSvsSqZwWWJFpbS1kGUOYDydT0G/V1dpqsbaGBiZpuNnmvXrhnFyikpKaxevZrjx6+DgmISiaRmyLoMOVeERyako+UxXo2F2FenKVuYz5C11Wyg5XL4PfSC5ugVUJBZdntlXDLUp+kGgW2gxyzx+o8XRN+sqpKbZtIlBIp6PMf0Rk9kY+8yw0d3FiGMdUeS0A2aBx3vhb5PVf38IK6l6zRAgdUzhDfsxFr4YTwU5UDEAJi6TnhlSpCQlsf4z3YTn5ZHE18XfnqoN/ZqFfvi0o2aJKtoPRzu/a7Os7a+2R1PcnYhjbxdmNSzbsNqNYFBo+MYHo6qgsavBk1PcWIiusLCMtubBwhPz7nS7SjCKtH11HU15pJcz56er776im7dutG1a1c+/fRTxo4dy+bNm5kwYQJffHEdFBWTSCTVx+DlCWwnSs1bwqwy8yHzbcbQ1u1YJKK/CKMU50L0D7bNrSBLn2GF8PQADHxBZJOlxsL+r2w7XklO6RtsBrYDJw+0OoXjl4XB0Klx2e7a/VsF4OPqQGpOIbvcb4NxXwh9TnVQqWD4O+ImV5gFy0bCzw+IXmDtRsPkn8HJw2yXcyk5jP98N4kZ+UT4u/HTQ73pFu7LHR2F92nJrhrSO9USmfnFfLpNeAmevq0VTvbW97hqKBSVMHoqws7PD7W7OygKxQkJZbZbLFAI4NVIhK7K0/XUl6YHrm+j5+OPP+bEiRMcPHiQZ599lrVr17J48WL+/fdfFi9eXFtzlEgkDQmDEVM6Vb00lioz56XDJX1WZ2k9j4GS6ev7vrAt1fXyYUARjUANYSQXHxj0sljeulB0m64KhvpBnSYCIosmr0iLq6MdzQLKZsQ42KkZESkMC2NbiprA3hHGfyvCV7nJgAJdH4C7l5bxnMVeyebez/dwJauAloHurHywlzHN+4G+4lf/uiOXSc6qgeamtcQXO86RmV9My0B3xuoF4tcbBmGyY3jF3c1VKpUpg8tS41GD0ZOSg1JazG7U9ewodfJcEU6G+vX0XLsAmqK6P38pbDJ67OzscHZ2xtfXlxYtWhAQIOpUeHp6mlWWlEgkNzDG9gaV1H8xpq0fMa07t0X8Gg1sL0Jg5dHxXnD2Er9Qz/5tw9wMep5SWWVdpkBwRyjMhM2vWX88A8mnhLGmsoNOEwCTnqdDqBd2asv//0brCxVuPH6lTAfwauHmDxNXQpNeMHgejHxfpLeX4HhiJhO+2E1qTiHtQjz58cFeBHqauox3buJN1zAfirUK3++5UHNzq0EOXrhm1B3NGdq63Pe5oWPw9DhFVG50GDO44st+Js383VGpICOvmPTcUgZEefV6DCJmFx/xqGs8gsHBTfSBy6j/75lNRo+9vT0FBeIXQcmMrOzs7JqdlUQiaZgoiqkGTnnp6gYM4a3kk1CsT7E1VmEux8tjwNENovTNGG1JXy+p5ymJ2g6Gvy2WD31re3XjaL2Xp9UwowfJkLkVaSG0ZaBbmA+hXs7kFGrYeirZtnNWRlA7kaHV75kyvbXOp+Qw6cs9XMsrplNjL1bM6oWfe1n91Ax9FtT3exNq1iirAaIvZjBtyT4KinX0bxXA7e1s75LeULA2vAUVZ3C5ONrRyFt46sqEuIy6niPmWrj6DG2B+G42oMajNhk9W7ZswclJ/OF4eZn+0PPz8/n6669rdmYSiaThkX5e/EO1dxbalorwbARuAeIX3tUTosqywWtTnp6nJN1nAiqxzzUrfiEqinnmVmnCeosCiCjwx/PW9+bSFsORH8VylCnd2NB+omMFRo9arTK2pfglOtG681WTvCINj3x/iKwCDVFNvfl+Zs9yqwff3i6IRt4upOcW8Wsdzc8ajidmMuXrvWQXaugR4ctn93W5bqMJutxcY1sJx7CKw1tgfQZXmXYU5el66tvogQal67HJ6HF3d7f4xQsMDKRLBWl4EonkBsEgYg6OFIXHKqJ0ZebEQyKl2skLmvSo/Fy+ESadgqGrd0VkXhLaBbW9KJ5niSGvilT5i3tNnc4r48wmyE0RBpzeQ1Ws1XHissiSiWxUvtEDpiyuradSyMyvRvaYFSiKwktrjxN7NZsADyc+v78rHs7lf072dmqm9hE34iX/xJfVidQDJy9nMfmrvWQVaOgW5sPSad1xdby+UtRLUnRBGOx2Pj7YeXtXOt6g6bHk6YEK2lGA5Xo99ZmubuB6NXoskZGRwaJFi3j22WeNoubc3BrsdSORSBoO5TUZLQ9jBle0KbTV/NbKDSYDbUeJ55h1VsxN7+UJai+qO1vCqxH0my2WN823ri+XUcA8wTjvM1dzKNTo8HCyJ9yvnAw2PW2CPWgV5E6RVseGY7Vbiv+HfQmsOZyInVrFJxOjCPRwrnSfe7s3xdXRjtir2ew6m1ar86uMU1eymPzVHjLzi4lq6s3SB7rjdp3V5CmNMbRlhZ4HTN4gbUYGmmvXymwvKWYugyVdT4Py9NR/rZ5qGz3jxo3jzTff5MSJEyxevNjYi6tVq1aMHz++JuYokUgaCpW1nyhNyQyukl3VrcXQ3ylhD+RUookxVGIurecpTe8nRHZX9mXLlY1Lkn0VTm8Uy51Noa1jiRkAdGjkhboSca1KpWJcFyHaXnPoUsXnqwZHL2Xw6m+iYvRzQ1vTs5l1tXS8XBy4p6uYX32mr5+5ms3kL/dyLa+Yjo29+GZ6jwq9VNcLhTboeQDUrq7YBwcDlkNcxvCWJU+PJV1PfVZjNnAjeXr27t3LH3/8wYYNGzh+/DjZ2dns27ePuXPnElpOfxGJRHIdotVA0lGxXFnmlgFjZeaTptT1FkOsP6dXY73hpEDshorHGrxQlvQ8JXFwhtv1GVz/fCAadJbH0ZVCk9S4u7EgIZSoxNyk4tCWgTGdG6FWwf74a1xIq3lP+LXcIh75/hBFWh23twviwf623eCm9Y1ApYItp5I5b8mDUE2uZBaw5J84vvk3nvVHL/PvuVROX80mLacQrU7hXEoOE7/cS1puEe1DPfluek88bwCDB0qmq4dbvU9FGVyG8FZiRj55RRrzjaV1PZpCEfaFejZ69ELm7CQorN/Ep2r7DTt06IC6RIVJJycnunTpIjU+EsmNRkoMaPLByRN8m1u3j2couAXq68kgjCAPG7Nw2owUmqCY9fpqxBbQFpuam1bm6QFoNwaa9oaE3bD5VVE4sDSKYgptlRAwgylzq6O+s3plBHs507eFPzvPpLLmUCJP39bKqv2sQadTePqnaBIz8gnzc+WdezrZLPqN8HdjcJtA/o5JZumueF4f06FG5nb6ajZf7DjPr9GJFGst64XUKtFXqlir0DbEk+9nlC+8vh4xhbfCrd7HMSKcvD17LOp6fN0c8XVzJD23iPMpuXQorSkLv0WEtOJ36nU8Cji6l6nSXae4eAtNXG6KCHEZwt71QLU9PW+99RYvv/yyMZVdIpHcoBh0AqGdoYJS+maUrMwMtoW2DBh0PXHby29LkXxSb5B5mVzplc1r2EJAJbw5F/eXHZN4UFRxtneB9uOMqws1WmKShIi5osyt0txlCHEdvoTOlu7mlfC/rWfZFpuCk72aTyd3xculagbDdH2xwlUHL5GZV3XBtaIo7DmfxvRl+7n9/R2sOniJYq1CtzAfhncIpkeEL80D3PDWGzY6BYq1Cm2CPfh+Rg98rrPu6RWhKIqpRk8Fnp4ruVfYm7TX+LqyDK5y21GAua6nZPuJGsp+23s+jTf/OMXr608y/9fj/GftMZ5bdYTZK6N5YsVh5v96nPwiC+UPGkiIq9qenoiICLKzs2nbti0TJ06kZ8+eREVF0bTp9dcfRSKRWCAvHf5+RdS3AWjax7b9QzpXTc9jIKA1+LWEtDMikyry7rJjjHqeLtYbZKFR0HmyqMGz8QWY+bf5jeHwd+K53Wiz9hGnr+RQrFXwdnWgsU85gmkLDG0fjJujHRfT8zlw4Ro9Inyt3rc8dp5J4b2/TwOwYEwH2oVWvc1F7+Z+tAn24NSVbH7cn8BDA6z05ulRFIWNx6/w2Y7zHLmYAehty/bBPNi/GVFNyxbGK9bquJZXRFa+hgh/t+u2+GB5aNPS0GVng0qFQzn3xIyCDCb9PomU/BRWjVpFa9/WlWZwtQh0Z3/8tYozuJKOmELKNRTaupiex7Sl+8mvpKZTpybeRh2bEb/mwrNaz2Lmahs9d911F2lpadx6663s27ePL774gmvXruHt7U2nTp3YsqUGOhtLJJK6R6eDw98Kgydfn0XSaSL0fdK24xj0Py6+1muBStN2FPzznsjismT0WKvnKc3gl0XDzsQDcGwVdLxHrC/Kg2OrxXKp0NZRvYg5spGXTWEkF0c7RkSG8PPBS6w+eKnaRk9MUhb/92M0igITujfhnm5NqnU8lUrF9FsieG7VUb75N57pt0TgYGd9MOD9Taf5aIv4Fe9or+aero2Z2a8ZEf7lZ7c52KkJ9HAm0KPcIdc1Bk+NQ6NGqJ0sNNcF/rv3v6TkpwAQkx4jjB6Dp+fCBRSdrkyT0grT1j1DRfg5/Zypd10NGD2KojDv1+PkF2tpG+LJgFYBONipsFersbdT4WCnYnNMMnvj0i17oML6imzJgNbVnkt1qLbRc/LkSfbs2UPHjqZuywkJCRw+fJjo6OjqHl4ikdQHiYdgwxyTMRHYHu54F8Js9PIAtLgN+jwpNDTqKjaLbDtSGD1n/4biAiFGLom1mVul8QgWKexbXoe/54tsMUdXiPkNirLBJ9yUEaPH0FndltCWgbu6Nubng5f4/VgSr45uj7OD7e+HTqewZFccb2+MpUiro32oJ6/c2d7m41jizk6hvL3xFJczC/hxXwL39w63ar+L6Xl8tkOEUh7s34wH+zfDv1QFaEVRrtsCg1WlskrMf8T9wcb4jcbXF7KEcNmhUSNwcEApKqL4chKOjc17jjU3FigsR3QefoswegxtH2qgRs8fx6+wNTYFBzsVH0+MMmaRlcROrWZvXDpxqRbE+p0niUc9U21NT/fu3cnJMX/jmzZtyujRo5k/f351Dy+RSOqSgkxY/zR8OUgYPI4eMOxNeGhH1QweADt7uP11aDOi6vMK7SIqPBflwPltZeecKkI8Nnt6AHo/JlLYsxJNKewGAXPnyWXCZYbMrUgrRcwl6RHuSyNvF3IKNfx54orN+ydl5nP/kr0s+D2GIq2OIW2D+G5GzyoZT5ZwdrDj/4YIkfWiTafJyLOuQeS7f8VSpNHRp7kfc4e3KWPw5B89yulevUl6eR66wsIamev1QEVGT3JeMgv2LACgsbsIBRmMHpWdHY76cJjFtHW9pycuNReN1kJDXoOux0A1PT1ZBcW88tsJAB4Z2MKiwQPQTO/VO1+6WnQDotpGz1NPPcUrr7zCNQtFlCQSyXXGuv+DA0sARTT9fOIA9HpEGC71iUplqtlzqlShwsRDgALeYVXLUHFwgdteFcu7PoAL/+or2qqMHdUNFBRrOX1VpNxWxdOjVqu4q4v41b7mkG1tHzYcS2LYBzvZdTYNFwc7Fo6L5MspXfGtYeHvxO5NaB3kQUZeMR/8fabS8UcvZRi7yP9nRFuL3pysjX+iy8wk4+efuTD5PoqTardIY0OhsJx0dUVRmPfvPLKKsmjn14453eYAkJCVYBxTUQ+uRt4uODuoKdYqJKTnlT1xuLl3srpGzzsbY0nOLqSZvxuPDixf62UIZcan5daoWL8mqbbRc9ddd/H333/TsmVLpk+fzhdffMH+/fspvImseYnkhqAgE079LpYn/STSuD2C63dOJWkzUjyf2iBqBhmoqN+WtbQfK8JvxXnww71iXfNbwdtcJxOTlIVGp+Dv7kSIV+XVji0xVi/w3HkmheSsyrNeswuKmfPzER5dfojMfNFA9Pcnb2Fij6a1Ei6yt1Mzb5Toq/bdngtGI88SiqLw399jABgX1ahs+rSe/KNHxIJKRcHx48TddTe5+/bV7MQbIOWlq/98+md2Je7CUe3IwlsW0sxbGCUJ2QnGViAVZXCp1Sqa+ZfTgwtMuh4AOyfwCCkzZM/5NKtqRh1KuMb3e4UHasHYDhV6FRv7uGCvVlFQrOOKFd/t+qDaRk9cXBxr167lySefJCMjg7feeotevXrh4eFhpvORSCQNnNg/QFsE/q2h1dD6nk1ZwvqCiw/kp4ssEAPldVa3hZIp7IUiHb20gBlKFCVsbJuIuSQR/m50DfNBp1TehDQmKYsRH+1k1cFLqFXw+K0tWPVIH5oFWA4v1BR9W/gztH0QWp3C6+tPltuTyyBcdbRX88xQywJVRaOh4ISoFN3k889watsWbXo6CQ9MJ/3bbxtEv6/aQNFqKUoQnpuS6eoJWQm8e+BdAJ7q+hTNvJvR2L0xapWafE2+UdRsTQYXlCNmBlMWl29EmRBtTFIWE77Yw+3v7+CHvQnlfgbFWh3/WXMMRRElF/o0r9iTam+npqmfK4BlXU8DoNpGT1hYGKNHj2bevHmsWbOGc+fOkZGRwebNm3nooYdqYo4SiaQuOLFWPLcfW7/zKA87e2g1XCwbGpCW7KxubWuM8giNMgktnb2h9R1lhpj0PLaHtkoyTh/iWn0wsdwbTuyVbCZ/tZeL6fk09nFh5UO9mTO0tU0ZVdXhxRHtcLRTs/NMKn/HlG0BotHqWPiH8PLMuCWCRt6W0/cLz55Fyc9H7e6O2y23EP7DcjxHjQKtlqtvLOTy88+jy8+v1WupD4oTE6G4GJWTE/YhwtOi1Wl5addL5Gvy6R7cncltJwPgYOdAI3fxnTDoeoxGT7m1eioxegyeUQvNfXecFoZVoUbHf9Ye4/EVh8kqKFuback/cZy6ko2PqwMv3tHWiqsuoeu5UY0eS3h4eNCvXz8ee+yx2ji8RCKpaQoy4Zy+vET7MTbvrigKOTv/QZuVVbPzKo2hUOGp34XBk5Egqryq7SGkBjzLQ16F1iOE16d0hhimnltV0fOUZGRkKI72amKvZhu7tZfkXEoOk7/aS3puER0be/H7k/3oHl79uj620NTPlZn9xI13we8nKdSY12b5cf9FzqXk4uvmyCMV6Dzyj4jWJc6RHVCp1ahdXAh9+y2C/jMX7OzI+m0d8ZMmCyPhBsIY2goLM6acf3PyGw4nH8bNwY0FfRegVpluwU09hXDZoOsx6ICKk5LQWSj+26KyDK5Wt8OD22HoG2U27TkvGsv2CPfFXq3i96NJjPzoH45eyjCOuZiex/v6GlD/GdHWau2YQdcT10DFzFUyehISEiofVILEG+zLXJMoikK+5sb7lSO5zigZ2gq07hddSbI3buTirFlcXfhmLUyuBM1vBQc3yLwoCq8ZO6t3KL+zui24B8DEFRZTa/OKNMZf1dX19Hi5OnBbW9GOo7SgOT41l0lf7iE1p5B2IaIPVVWrLFeXR29tQaCHExfS8li6K964PqdQwwf6G+L/DW5ZYZ+s/GPC6HHp2Mm4TqVS4TtlCk2XLMHOx4fCmBguPT27di6iniiduRWbHssnhz8B4PnuzxPqbt6bMsxDdFc3eHrsfHxQe3mBolB0oew9t2Tj0XJDhKGdwcm8CJJGq+NAvEg8mjeqHT893JtG3i4kpOdx16f/8vU/ccaaPAXFOnpG+HJ318YWDm6ZCH9DZlnN93CrCapk9HTv3p1Zs2axrwIhWmZmJl9++SUdOnRgzZo1VZ7gjcz68+vpvrw7z+94vr6nIrnZqWZoK+/wYQBy9+6pqRlZxsEFWgwWyzHrTHqe6oiYreTghWvoFAj1cibQs2oi5pLc1VWEM0RfKpF2fDE9j0lf7uFqViGtgzz4fmb99qFyd7Ln+WGi0erHm8+QnC08Dp9vP0dqThER/m5M6llx9f0CvafHpVNZT5xbzx6E//wT2NtTcPQohWfrvwu3Ji2NK6+9RuG56lUOLtRrcRzDw43ZWsW6YgY2GciYFmPKjDd4eoxp6yoVjuHCELKk6wn3d0WtguxCDSnZ1icOnUzKIrtQg4ezPW1DPOnS1IcNT/ZjWPtgirVCwzXqk3/YGpuCo52a/46NtEm/ZvT03EjhrZiYGLy8vBg2bBhBQUHccccdzJo1iyeeeIL77ruPLl26EBgYyLJly3jnnXd44oknanreNwSejp4Uagu5kmt7vQ6JpMaoZmgLoOisuEFoLiehSUmpoYmVgyHEFbO+hJ6n9o2eXWdFSKB3JWJOa+nXMgB/d0fScovYcTqFyxn5TPxyD5czC2ge4Mb3M3vWeDp6VRgb1YhOTbzJLdLyzsZYrmQW8OVOUYjw+WFtKtQYaXNyjYaMS2SkxTGOjRvjfosQ3WauX1/Ds7ed1MWfcu2HFVx57fVqHceUuRVBUm4SJ9NOYq+yZ37v+RaNiDBPYeAkZJu8Ok7h5et6nOztaOorRMPl6nosYAht9YzwNbb98HJ14NP7uvD66PY42qk5nihCro8MbF5uTZ7yaKbvC3bxWj5FGgs1hOqZKhk9vr6+vPvuu1y+fJlPP/2UVq1akZqaypkzoqbD5MmTOXjwILt27WL48OE1OuEbiSBX4d6+mne1nmciuampZmgLMPtVnH/seE3NzDItbxcantRYUyXmOvD0/HsuFYC+Lfxq5HgOdmpGdxbeniW74pj05R4uXcsn3M+VH2b1IsDDctuCukatVjFfn8L+88FLPLniMAXFOrqH+zC0fVCF+xacOAGKgn1oCPYBAeWO8xwlRLdZ63+v12wuRacj+y/RJy5v715j9lVVKIrXC5LDwziaKrxdrXxb4e9i2Wg2hLcuZl9EpwhjoaJaPVAig6s8XY8F9pxPB6BXM/PvsUql4v7e4ax9rA8dG3vRu5kfj95qW/81gEAPJ9wc7dDqyqkhVM9Uq+KYs7Mz48aNY9y4cZUPlpQh2E3UQEkvSKdAU4CzffVd5hKJzVQztKXNzkZz1WS45x87isegW63evzAuDpWDY5lS++Xi4g0R/YV3StGCs5epJkktkZlXzLFEkbnVt0XNeHpAZHF9/U+c0YvU2MeFH2b1IqgGwmc1SZemPoyLasSaw4nsixc3zfIKEZbEUJ/HJbJikbnHrbeicnWl+NIlCo4cwaVz5xqZt63kHz5s5qnMWLOGwKeesvk4uvx8NPoCjI7h4Rw7+zcAkf6WvV0AIe4h2KvsKdQWcjX3KiHuIThW4OkBaBHowd8xyURfzGBK78rnpdUp7I8Tn1/PCMvGe/tQL357/JbKD1YOKpWKiAA3jidmEZeaa7OnqLapm9xHiUU8HT1xsRfiS+ntkdQLNRHaKqV9KDh6zOp9NdeuEX/X3cSPH48uz4ZfhYZ0XBCp6tZ2Vq8iu8+noSjQPMCtXIMk89dfSf9+uU3HbRfiSZtgITQN9XJmxaxehJaT+l3fPDesDS76wnQjO4ZY7JpemoKjBhFzxUaP2tUVj8FCq5W5/vdqzrTqZG38EwD7IOHBylz7C4q24o7ilii6oBcje3lh7+PD0RTxPnQK6FTuPvZqexp76NtRZBvS1sMBKIyPt+gBG9haeM82xyQbdWEVcfKyXs/jZE+7UE/rL8hGGrKYWRo99YhKpTJ6e6SuR1Iv1GBoy85feEDyjx2zOkSRt38/urw8tOnpZG/Zav1J29wB6L0MdaDnMYW2LHt5tNnZXJ77H64uWEDRxYtWH1elUvHKne0Z0zmUH2b1ooleo9EQCfZyZuG4SAa0CrC6Zku+3gC2JGIujddIURcp648/UDSaSkbXPIpOR/afwugJ+s9/sPP2RnP1Krn//GPzsUrqeYp1xcSki3pGFXl6wKTruZCpN3rCxGtdZiZaC62euof74u/uSGZ+MbvPpVU6L2Oqegk9T23QkMXM0uipZ4JdpdEjqUdqoCBhoV7EnNezHzg6osvKolj/S7cy8vbtNy5nrvvN+pN6BEOzAWK5ufWhtKqy66wwesqrSJt/9CjoxC/tghMnbDp2r2Z+fDAhinD9jaIhMyaqEd9M70GIV+XeqOKrV0XY084O53btKh3v1qcPdt7eaNPSyN1dy1mAFsiPPoImORm1uzvutw7Ea/SdAGSsWmXzsUqmq5++dppCbSGejp5Go6Y8jBlcek+P2tkZ+9AQs2OWxE6t4vb24h7yx/HK+5ntjdOLmJtVXPOp8HxctfRMDbnxqDR66hnp6ZHUGzUQ2gKM2TmfJ9pxNUj8U88/Zl2IK2+/yejJ/WcXmrTKf60auXspzNxS9e7vVnIls4BzKbmoVdC7mWUdRP6RI8ZlQ8uFmx3De+LUsiVq18o9WCoHBzyGDwMgqx6yuLL/3AiA+6BbUTs64nXXXWL91m1oUlNtOlZRiXT1YynibyHSv/LUb4OYuWTjUWMGVzli5uEdxD3krxNX0VbQ5FOrU9gbZ1nEXJLC83FcmDqFC1Om2uS1LIn09NjIjh07GDVqFKGhoahUKn755ZdK9yksLOTFF18kLCwMJycnmjdvzpIlS2p/stXEaPTkSaNHUsfUQGgLoPCcMHoSPII45CoKruVboevRXLtGYWwsAA5hTUGrJWvDH9af2NUXGlez9YQVGEJbHRp5lVszx8zoOSmNHoACveFbXqq6JbxGiXIE2Zs2WaxCXFsoOh1Zf4qsLc+hou+cc6tWOHfsCBoNmb/a4IVEaHBAhLeOpeqNnoDK34fStXoAHJuJZqSF585b3KdXMz+8XR1Iyy1in96osURMUhbZBXo9T4hlPY/B4NGmpGLn6YnavWoiZIPXMjm7kJzCug9VVkSNGD07d+7kvvvuo3fv3sbqy9999x3/VCEWCpCbm0unTp345JNPrN5n/PjxbN68ma+//prY2FhWrFhBmzZtqnT+ukR6eiT1Rg2EtrQ5uWguC7f6BY8gjun7BxkErBWRf1AUFnRs3hzfyaIHUea6dVWeS21hyKwqL7SlKAoF0eZGT0Nvopm7Zy/Zmzej6Gqvjkp+BUUJy8Olc2ccQkPR5eWRs21bLc2sLAVHj6K5cgW1qytut5gyl7z13p6M1aut/kwVRaEoLh4Qnh6DiLmjf+XvgyH8dSnnEhqdMBacmgujp3TCgAEHO7WxundFIS6DnqdbuA/2FmorlTR4nFq1ouk3y7D3qVysbgkvFwf83UWNqfgG5u2pttGzevVqhg4diouLC4cPH6awUFSGzM7O5o03yvb8sIbhw4ezYMECq1PhN27cyPbt29mwYQNDhgwhPDycHj160KdP7bq9awKp6ZHUCzUU2iqKE78+0508yHF0JdaniTh8TAxKUVGF+xpCW67du+E5YgTY2VFw9Gi56bn1gaIoldbnKYqPR5uZicrREezs0F67ZpbC39AovppMwsyZXHrscS5MnES+jRoka1C0WgqOi3pNzpVkbpVEpVbjeYcQNNdloUJD1pb7rbeidjLVR/K8YwQqFxeKzp8n/3C0VcfSXruGLisLVCoKgr2Iz4oHKhcxg/gR7Kh2RKPTkJSrT3lvLsoxVFQhenikuI9sPH4FXTkhrvLq80DNGjwGIhpo49FqGz0LFizgs88+48svv8TBweT67dOnD4cOHaru4a3it99+o1u3brz99ts0atSIVq1aMWfOHPIr6NxbWFhIVlaW2aM+MHh6ruY23H+SkhuQmgpt6UXMCR5BqFRw2c2ffCdXlKIiCvTFSssjd5/B6OmOvb8/bvofKZnrqn+zO5RwjceWH+LM1exqHScuNZekzAIc7dXlNvzM13t5nDt0wKlFC6Bhh7iy/9wI+uyo/CNHiL/7Hq689hrazMwaO0fhuXPo8vJQu7ri1Ny2GkqeI0U5gtztOyqdkzYri+JqGpiKopD1lzB6PIYNNdtm5+5uDHdlrLZO0Gww2h1CQjiRI0K/TT2a4u3sXem+apW6TIjL8P4VJyaWG/Lr28IfDyd7krMLOXyxbJaXVqewTy9iLm301IbBAw238Wi1jZ7Y2Fj69+9fZr2npycZGRnVPbxVnD9/nn/++Yfjx4+zdu1aPvjgA1atWlVhl/eFCxfi5eVlfDRp0qRO5loag9GTXZxNbnHD+nJIbmBqILQFUFRCz3Nnp1BQqTjlrff2VCBm1mZmUnjqFCCMHgCvO4WeI3PdumqHh974PYbfjyUxbel+Y7+oqrBLnwbctakPzvoaNaXJPxINiNCMIUupIYuZs37fAIDfQw8Jr4qicO2HFZwbNpyMVatqJORlCG86d+iAys7y+1Yezq1b4dSyJUpxMVn66siWKDxzhnPDR3B++IhqtT4pOHYMzeUkVK6uuPfrV2a7990ixJX1x0a0OZX/jzYLbekrMVuj5zHQ1MPc6LHz9cXO0Hi0HDGzk70dg9sGArDhWNmoQUxSFlkFGtyd7Glfoj5PbRk80HBr9VTb6AkJCeGshSZx//zzD830AqzaRqfToVKpWL58OT169GDEiBG89957LFu2rFxvz9y5c8nMzDQ+LlZRpV5dXB1c8XAUxclkiEtSJ9RQaAugwODp8QxiSu9w/N2diPESRk9FYua8g4dAUXAMD8chUPyz9hg8WFTlTUigoIQw2FYS0vLw+Gcz3218jYAzR3nw24MUFNteYA5g15nKW08YPD0unTrh3FZ4zRqqp6foUqIQXatU+EyeRKNF79L0m29watkC7bVrJL30MvETJ5J/vHohL6Oep6P1N/uSeOoFzVnlFCosPHeOC9MeQJuWhi4vj+zNW6o2USBLX5vHY+AA1M5lC0+6dO0qmobm5ZG9sXKhfcl09ZKZW9Zi7MGlz+BSqVQ46j2IBs+qJYZHitT2jcevlPnRYMjaKqnnqU2DBxpuBle1jZ6HHnqI//u//2Pv3r2oVCouX77M8uXLmTNnDo8++mhNzLFSQkJCaNSoEV5eXsZ1bdu2RVEULl26ZHEfJycnPD09zR71hRQzS+qUGgptAeTEihBWsk8IHRt7cUsLP04bdD3Hyhcz5+3bB4Brjx7GdWpXVzyG6Kvy/lZ1QfPaw4ncEfcv/gVZPHVkFSfiU5nz85FytQ7lodUp7NaLP/uUU5RQl5tL4enTgN7T017v6WmgRo/hpu3ao4fR2HTr2YOINWsIfP551G5uFBw5yoX77qPoUmKVz2MoWWCLnqckniNGAOJ7Ujp8VXg+jgvTpqFNSxM6KiB7y+YqnUdRFLL1eh6PocMsjlGpVHjdJfSlGatWV3rMonjhjXEIDzNmblVUibk0pWv1ADgZMrjOl2/0DGgVgKujHYkZ+Ry9ZB4WNIiYDaEtbU4OCVOn1prBA6bGo+dTcxuUsL/aRs9zzz3HmDFjuPXWW8nJyaF///7MnDmThx56iMcff7wm5lgpffv25fLly+TkmNxop0+fRq1W07hx4zqZQ3UIcRMWujR6JDZxcBmkxNq2j04H0T+I5WqGtnT5+XDlMgABkaLbdp8W/kajp/DsuXLDASYRc3ez9V6jREG4rA0bUIqLbZ6Toiis33+eVteE5zYoJ41x53ey/mgSH2yuWGNUmpOXs8jML8bDyZ6Ojbwsjsk/dhx0OuxDQnAICsSpdRtQqdBcvWpbzaE6wlASwLNUI2iVgwN+D0yj2R8bcGrbFqWggOxNm6p0Dl1enskQ7GT9zb4kjo0b4dKlCyiKMRwHok+b8WbdujVNl3wNQN7uPVaFnkpTcPwExYmJqFxccO9fNrRlwHvMGLCzIz862liXqjwMnp7MIHcyCjNwVDvS2qe11XMq7ekBcDRmcFlOWwdwdrDj1tbCkP3juOleotMpxlT2nhFCl2boMWYfGFgrBg9AU19XVCrILtCQlltxUkNdUiMp6//9739JTU1l37597Nmzh5SUFF5//fUqHy8nJ4fo6Giio6MBiIuLIzo6mgR9hci5c+cyZcoU4/hJkybh5+fHAw88wMmTJ9mxYwfPPvss06dPx8WlYfaxKYkhg8ug1pdIKiVmHaz7P/j6dkjYa90+Oi389jjEbQeVGiLvrtYUiuLiUCkKmY5udI4UBdT6tvDnmrMnyS7eoCgWqxNrs7MpiBFl+V17mBs9br17YefvjzYjg5wqlLyIvpiB29kYHBQt6LUk95/bgk9BFh9tPsMvh633XuzSZ231bOZrMcUXTPV5XDqLm7uduxuO4eEAFJyMsXn+tUlRfLzwQNnZ4TH0dotjHAID8R4rjOGcrTa0BSlBwYkTwhAMDMQhqOIu7BXhaWhLoc/iKoqPJ2HqNDQpKcI7sWwpLl274tC0KUpxcZXaRWTrBczuAwagruBeYR8QgPsAUQG8Im+PotVSdEHcp057iB/hbfza4GBnub6TJQxGz+WcyxRrheHv1Fwf3qoggwtKZnElGb0rp65kk5lfjJujHR30xruh2rJzZGStGDwgjLBG+j5yDSnEVSNGT0FBAcePH+fKlStcuXKFLVu28Ntvv/Hbb7YVdDJw4MABoqKiiIqKAmD27NlERUUxb948AJKSkowGEIC7uzubNm0iIyODbt26MXnyZEaNGsVHH31U/YurA2R46+amQFNgu/u3aR/Rc6ogA769E05V0qRRWwxrZkH0clDZwdgvwL9llecMkHdaeE4SPIKMNWwaebsQ4e9GrI9w0VsKceUdPAg6HQ5hTcvcFFX29njdIUIbWVWo2bP2cCKRKeLG4Dl8OC6dOmFXkM/C9J0APLfqKAfiyy/gVpLKWk8A5Ot/mJX0aBjFzA0sxJX1h/DyuPXuXeGNzv3WgYD4nKqS0WVLv62K8Bw2TJQxOHmSnO3buTB1GprkZJxatqDpsqXY+/igUqnwGDQIgJyttul6FEUxpqp7lsrasoRB0Jz566/llmMoTkpCKSpC5ejIYZXwNlpTn6ckAS4BuNi7oFW0XMoR8gxjrZ4LFyr0gN7aOhAnezXxaXnEJInMRVN9Hl8c9MZ7cYKYm2MtJ/A0xAyuahs9GzdupEmTJvTq1Ys777yTMWPGGB9jx1bNfT5w4EAURSnzWLZsGQDLli1jW6nCVW3atGHTpk3k5eVx8eJFFi1adF14eUBWZb6Z2Ri/ke7Lu7P6TOVaATPc/GDqb9BqGGgKYOV9cKCcCuSaIvh5GhxfDWp7uGcpdLyn2nNPjBY39SSfYNqWqPDat4WfsV6PJTFz6dCWVqeYlc/3HKmvyrt5C9oc6zM/ijQ61h25TMc0YfS49epJ0Iv/ASBs31bu986hSKvjoe8OcjG94o7uhRot+/XGUXlNRhVFMXl6rgejp5zQVmkcmzTBsUVz0GrJ2Wm79yTfkLlVRT2PAXtfX9xu6QvAxYcfQXP1Ko7Nm9N06VLsfU3lAzwG642ebdttalRaGBND8cWLqJydcbeQgVwa9/79sQvwR3vtGtlbt1kcY8zcCmvKsXTh5bRFxAxCQ2TI4DKEuOxDQlC5uoJGU2FrCDcnewa0Ep3XN+oLFRqMnpL9tgzHcGhau0ZPswZYq6faRs/jjz/O+PHjSUpKQqfTmT202qplTNxsyFo9Ny/fn/wegNWnbTR6gGI7F5KGfwVdpoCig/VPw5YFUNJrVKw3iE6tBztHuPd7aDe6RuaeESN0G/bNWph1bO7b3J/Tek+PpR5chiajbt27k11QzMB3tzLy43/ILxL/L5w7tMcxIgKlsJDsv6zXlWw/nUJeVi5trokbhWuPHrh07IjXmDEATDu4hg4h7qTlFjF92X6yCsr/xXw4IYOCYh3+7k60CrJcir/44kW06emoHBxwbt/euN65XcPL4Co8c4bCM2fAwcEoFq8Ij1tFE9eqhLgMRo9LZPWMHgAvfc0eFAXHZs0IW7YUe39zI9QlKko0Ks3MFFmBVmIsSNi/v3W9wezthbYHSH7rLXL3lA0rG/Q8dmFNjZ3VOwbY/j6UrtWjUqlMYuZKNEWGENcf+kKF++LLFiUsvij+RhybNLV5brbQLKDhpa1X2+hJTk5m9uzZBFUjdnuzU7Iqc0NSuUtql0vZlziSIjwFx9OOk5pvfVPDf86k0vX1TTy24iiM+ggGvCA27HhH6Ha0GijKhRX3wpk/wd4FJv4IrSv+lW8LqgSRpRLc0bzdS+/mfpz1aYwWFZqkJIqTk43btDm5RmPAtXt3vttzgYvp+cQkZfHxFhEuU6lUJWr2WB8iX3v4Em2uXcBep8U+OBgHves+YPbTqF1dKTp2lP8FpRLk6cSZ5BymLdlHZr5lw+dfY2jLr9wmkcaGmu3aotZnEQHGtPXiixdrtOBfdTCEttxvuUXUfKkEd4PRs3OnTYLy4uRkNElJoFLh3KFD1SZbAo9Bg3Bo2tSo4bEPCCgzRmVvj/vAgWK+VmZxKYpClr7BaHn6Jkv43Hcf9iEhFF++TMK0aSS9PA9ticK2hjo62UHuaHQafJ19aaRvzWILRjFzdonGo4YQ1/nyxcwAg9oE4WCn4kxyDr8fSyIjrxhXRzsi9XoeRVEouijCZo617OlpiGnr1TZ67r777jKhJoltBLkJg7FAW0BmYcP4JympfTbGbzR7/e/lf63et0WgO1kFGg5fzCA5pxBunQsjPxAC5cPfw4+TYPk9cH4bOLjBfaugReW/8K2lIDcf72vCmGnfu7PZNm9XR1o0DSTBU/+91rcjAMg/fAi0WhwaN0bjH8TXO03F1r7YcZ7YK0KHYKjKm7dnr1UVdzPzi/k7JpmOqSK05dq9u9FYcQgMxO/hhwEoWvwRX49vj6ezPYcSMpj4xR5ScwrLHM9QlLDC+jz6tgSunc2v387bG4dG+h5kMacqnXttoyiKKbQ1wjqj16VTJ+x8fNBlZZF36LDV5zIUpHRq0Rw7dzfbJ1sKtZsbzTf+QcTaNcYUe0u4DxJGWvbmLVb9cCyMjaX4QgIqJyfcBwy0ej4OQUE0++1XvCfcC0DGzz9zfuQosjcLY8vg6bnoLQo8WtNZ3RKlCxQCODYztKOo2OjxcnHgFn1I9s0/xPeva5iPUc+jSU5BKSgAOzscQkNtnpstGIye+LS8CjvA1yXVNno++eQT1qxZw7Rp01i0aBEfffSR2UNSOY52jvg6i3ir1PXcPPx+XoiPm3iIX1s7L+20et9gL2c6NfZCUWBzjN6T0u0BuHc52DsL786FXeDkCfevhfBbKj6gjZzYeww7FHIcXWnVNqzM9r4t/DntXTbEVbI+z4p9CaTlFtHE14UhbQPR6BT+s/YYOp2CY5MmppTlcgrUlWTDsSSKNDp6Zsbrj2+eFeY7dQoOTZqgSU4mcP1KVj7UG393R04mZTH+891czjAVMc0p1HDkYgZQiYjZgp7HgFHXE1P/GVyFp05RFB8vbvC3DrJqH5WdnVHnYkvjT0NRwurqeczmolZXWtXZvW9fVI6OFF+6JMJ4lZD1u/hOufW7xWbjzM7Dg5BXXqHpt9/gGBaGJjmZS489zqWnnjae+4SbaAVhq57HQLhXOGCetu7UwmD0VBzeAhjeQZRBSdR/r81CW5f0ep6QEFQO1meVVYVQbxcc7dUUaXRmf2P1SbWNnh9++IE///yT1atX8/HHH/P+++8bHx988EENTPHmQGZwNXw2X9jMylMrayQEefraac5mnMVB7cALPURoatflXcbOytZwe3vxnfnrRInvTJsRMHUduPqJx5RfoWnPas+3NGf3CUMmK6gxanXZfyMlxcwFR0saPULP49i1K1/sEL9YHxnQgtdGd8DN0Y6DF67x437xT7lkW4rKWHsoEUdtMRGp8QC4lSh6CKB2ciLo+ecASF+ylObaLH56qDehXs6cT8nlns92G7tB74tLQ6NTaOrrShNfy1oPXX4+BbGiRpJLKU8P0KCKFGZtEHVu3AcMsOkG714FXU/+MUMl5qrV56kqajc33Hr3BiBnS8VZXJqUFNKXi1pVXqOrrm9z69GDiF9/wW/WTLCzI3vjRmM7jD32wlixpf1ESQyenqTcJAq1whPp2MwQ3oqrtFXIbe2CzHR2JY2eIn3mlkOT2q9hZ6dWEe4n/oYaipi52kbPSy+9xGuvvUZmZibx8fHExcUZH+criT1KTMhu6w2bQm0hz+14jgV7F/C/6P9V+3h/xIlwQ79G/egb2hcvJy+yi7I5mlJ+FePS3N5OhI92nUsjp7CEsdSkBzx1HJ46Bo26VHuulrgWI274Ds0sN5PsHu7LeX/hAco9chRFUdDl5ho7em93bsyVrAKCPZ25q2sjQr1deOZ2UcDtzT9iSM4uwGPoUHBwoPDUKQpOlR8mupiex774dNpeu4Bao8E+KAiHpmUFmu6DB+PauxdKURHJb79DswB3fn6kDxH+biRm5HPP57uJvZLNrrOVh7YKTpwAjQb7gADsQ0LKbG8oGVxVCW0ZcLulLzg4UBQfT2E5PZ/MzqXTUXBMhDKr2n6iOrjrs7gqa0mR8r//oeTl4dyxIx5DhlTrnGpnZwKfeYbwn1bipNdyqX19iNVdRoWqyp4eX2df3B3cUVC4mGVKL1c5OKAUFFB8ueKabj5ujvTWGzouDnZ0bGzScdWViNmAKW29YYiZq230FBUVce+991r8tSexHunpadiczThLkU7U5vj86OdVyrYyoCiK0egZ0WwEdmo7+oSKDuM7E60PcbUIdCfcz5UijY4dp0s1XHR0BcfqayosUVCsxeGS0BqUFjEbcHaww79DWwrV9pCTTfGFC+QdjhaGQmgoH54Qv/oe7N8MJ3sRupjaJ5zIRl5kFWhYsD4Gex8fYxZRxs/ld7j+NVoUHByhEdWhS+p5SqJSqQiaOxfUarL/+ovcPXtp5O3CTw/1pk2wBynZhYz/fDd/HBM3FKtCW507WzyXQcxcdP48uryK0+Nrk4Jjx0TFYVdXY3E9a7Fzd8etezcAcspJ0S5J0fnz6HJyUDk749SyejWgqoJBzFxw7BjFV5Mtjik8f974XQp67tkq6W0s4dK+PRE/rSTkjTdIe2k6qFREeEUY+yraikqlKtOOQmVvbyx8WWRFiGtUJ2GM927uZ9TzgMnTU9siZgOmxqM3iKdn6tSprFy5sibmclMja/U0bGLThWfDyc4JgNf3vG6TBqckR1KOkJiTiKu9KwMaixtRv0aiBL4tx1SpVMYQ16aTdVfu4NCFazTOEt/T0E7tyh3Xp00wZ72FCz3/2DFjfZ605u1JSM/Dz82RiT1Mvzbt1CreGBuJWgW/HbnM9tMpeN8j6gllrluHrqBst3RFUVijr7LcNUN4I0rreUri3KoVPhMmAJDywQcoikKAhxMrH+xN5ybeZOYXczlTnKdP84qajEYDpkrMpbEPCBCZRopCwSkbW4XUIIYWDh633lphxeHycB9ofYjLUJPJuX17VPb2Np+rujgEBuKsL4hY3nyTF70HWq3w+nXrVqPnVzk44D1uLAdDhHalql4eA2EeltpRWCdmBrinaxM+mhjFG2PN51Gk9/Q41JGnp6HV6qm20aPVann77bcZMGAATzzxBLNnzzZ7SKxDenoaNqfSRXhlfOvx3Nn8TrSKlme2P8PJNNvDFxvixI1ocNPBONuLrs59G/VFhYrYa7E21WsyhLg2x1ylWFtxnL+m2B17hdAckdLtpO/+bIk+zU3NR/OOHDUaPetV4rs+/ZaI/2/vvuOjqrIAjv+mJJNJ7z1A6L0joDQLTQUBC1awoFjAgq6KFbGwNhC7siLqumIBBBuKIlVAA4QWWighhIT0Xqa9/WMyQ0LaJJkUkvP9fPJZM/Pem5u3IXPm3nPORe9aPkG1V6QPt19s3dLime/3oR40GJfwcCy5ueSV7oZd1t7TORxPK8BbbcLjmPX/o/Pzec4XcO9MVK6uFMXGUrRzJwA+7i78d8Zg+5JAj3BvAjx1lZ6vKAqFlXRiPl9TL3EpFgu5a60VgrVd2rKxVUUV7tpVbfm9oijkrF4N1H2/LWfwusxaoVjZBqSFMTHk//EHaDQEP9pw7022ndXr0p+nrPN79YBjG4/aqNUqJvYJJ9Sn/M7xxsae6QlqXmXr9Q569u3bR79+/VCr1ezfv5/du3fbv2x7Z4maSdDTvNlmerr5d2Pe0HkMCRtCkamIB/54gKR8x/dzMllM/HrS+uY9PvrcG5G/m7/9k+GWJMe74PZr40eAhyu5xSb7poINLX73QbSKBbObO9pq+nP1ivDhVHA7ADL/2m6v4vpdF4mXm5bbhlas+gKYM6YzYT5uJGYW8e6GY/iUtv/P+vbbCseuKp3ludkzD4xG635PbSu/ro1LcDA+pd3i0z/+2P64p07Lp3cM4vkJ3Xnj+qrfuE1nzmBOSwettlxTwvPZk5kPVh/0ZK/6nvgxYzlx/Q0kzppFyvwXSf94CTmrV1OwfXuddzsv2r0b09mzqD098Rhe9Waa1XGNjETXqaO1O/Omqmchc1aupHDHDlRubviVlnM3BVt35vM3IFUUhbOvvQ6A7/XX2YMHZ7MoFvanW/Oa6j3TU1mvntIKLkN8zUFPZcz5+ZizrJVljTXTY8vpScouotjY9A2L6x30/Pnnn1V+ra8hi16cY9tp/WzhWSxK43xiF46xKBYOZ1mDni7+XXDRuLBw1EI6+XUivSid+3+/3+H+Sn8n/01mcSZ+Oj+GhA8p99ywSGtZeW2CHo1axRXdrIFHYyxxFZSYKDxizSdw6dC+2pwIrUaNV+nyj/p4PBiNZHv4keLuzx0Xt8PbrfJyWU+dlhcmWoOJjzcdJ2PYGFCrKYrZSUmZ4gij2brtBMDlJdbAwP2iixzK0wi4605QqynYtLlckrSbi4Y7Lokut63G+Wz5PG5dulS7ZHRupqfqsnVTZiZnX34Z46lTFO/bR/7vf5D1v/+RtnAhZ554klO338GxK64gfcmSGn+m89mXtq64olzzxNqqaYnLmJrK2VdfAyBo9mxcK0kibyyuHTpUugFp3tq1FO/di8rdnaAHHuDLg19y8f8uZsavM/jPvv8QlxHnlL+7J3NOkmfMw03jRie/+uU12YKecr16bMtbx4/XqYrUWLpnpcbf3yl9lBwR4OGKl5sWRYFTNWz/0hgk+7iZCNQHolapMVlMZBRlNPVwRBlJeUkUGAtwUbsQ7WNdevFy9eL9y98nxD2E4znHeejPhzCYK9+EsCzb0taYdmNwUZd/0x8RYe2Lsi15m313ZUeM6WENen470PAdvf85mUlEaT6PV9fONR7fc2B3cl3OlX3v9IvGXafljkuiqz1vTI9QxnQPwWRRmP17EindrFVoMe8tY/PRNOLO5PLj3jNkFBgI9HQl6Li1Ksy2n1dNXNu0sW5oCWR8XLuAwr60VUmpelm2oKfk6FEsVWxQmf7+B1jy89F170bke+8S8tyzBMycic811+A+dAiu0db7lPbWYnvlmyMUs5nc334D6r60ZWPbgDR/y5ZKuzOfffElLLm5uPXogf/0afV6rfoquwGpbYlLMRhIXbgIsAa7+5UkXv/ndfKMeexI2cHiXYuZ+uNURn09isc3Ps6qo6vqPOO+N91afdk9oDtadf3ymmxBT2phKoVGa7Dg2q4dqNVYcnMxpzvewd3G0EgbjZalUqnO5fU0g41H651tNn/+/Gqft+2MLqqnVWsJ0gdxtvAsKQUpBLlXbLcumsahLOtMQEffjuUClVCPUN6/4n2m/zKdnWd38vSWp3l1xKuoVZV/lig2FfP7qd8BuDL6ygrPdwvohr+bP5nFmexO3c1FYdXnpthc0jEQvYuGMznFHDiTS8+ImrcZqKttxzJok2edUdJ1qDqfxz62TkFs84tiYKp1pmxfYAduGdwGP4+aZx7mTezB1vh0jqbm86FnL+YRg2bdz9yuHoBRc+5P1zXdAyn+xjr7Ul0S8/kC7p5B7s8/k7t2LUEPP+TwDMW5yq3qc1e0YWFofHww5+RQcuQo+p7ll8IMJ0+StXw5ACGPP47HkCGVXYbTjzxC3i9rSX5yLu1WfOfQrE3Gkv9gTk9H4+Nj719TV7buzOasLAp37cZj8Lnfy9zffiNv3TrQagl7+aUmSWA+n9fll5G5bBn5GzehmExkLV+OMTERTVAgLrdcyxO/T8esmBnddjQDQway7cw2/k75m6ySLH45+Qu/nPwFFSrmXTyPKZ2m1Oq1nZXPA+Cj88FH50NOSQ6JeYl08e+CWqfDJSoSY8IpSo4dq3RbjurYk5gbeTYuOtCDPadzmkVeT71nelatWlXu65tvvuHVV1/lzTff5Pvvv3fCEC9sxuRk8v7806HOrFLB1TzZ8nm6+lcsz+7s15m3Ln0LrVrL2pNreWrLU1U2GNyctJkCYwFhHmH0De5b4Xm1Ss2wiGH2Yx3l5qKx76z8WwMvcW07Xibo6Vh5j56yOgR5kBR6blbnUEhH7h7uWD5FuK+eNbOH8ejoznSfNI58Lz98DAVMKTpGoKcrahV46bRM9chFMRjQBgXZS3od4datGx4jhoPFQsYnVexQfx5LSYl9uaqmmR6VSlWmSWHFWZrUhYvAZMJj5IgqAx6A0GefRePvT8nRo6S/936NY8zfvIW0xYsBCP7XY/XuuluuO3OZJS5zTg4pL74IQMBdd+HWtfL2BY3NtgGpJSeH/I0bSX//AwCCZs3m5T1vcqbgDBGeEcy/eD43d7uZdy5/hy03bWHZuGXc0/seugd0R0Fh8a7FFJsqVgxWZ1+6Neipbz6Pja2Cq3wys62Cq/Z5PcYmmOmBsmXrTd+rp95BT9nE5d27d7N//36Sk5O5/PLLeeSRR5wxxgta5hf/5fR995O9clWNx0oyc/NkC3q6+Hep9PnBYYNZMHwBWpWWn47/xKMbHq10qcvWm2dc9LgqZ4PqUroO1g6scF53ZifLKTISl5hJZJ61J5CuQ81Bj0qlQle6JUG6mw8jRvUj2NuthrPO6RDkyezLO/H85N60veUGAB4o3E/MM6M5+vKV7H5uNH5HrYmjjubzlBV4zz3Wn23lynIbo1alOC4OjEY0/v64RNbc0baqCq7CXbvI++03UKsJeeyxaq+h9fcn9PnnAcj4z38q3bnexpCYSNJjj4Gi4Hv99fhed12NY3REZd2Zz77+Oua0dFyjowm8/z6nvI4zlN2A9MzcpzBnZ+PaoQMb+qhZe3ItWpWW10a8hqerp/0cF7ULA0IGMLvfbL688kvCPcLJLM5kzTHHN7wtMhVxJOsI4JyZHjhXwVXpxqMOlK2fz5Bo68bcyEFPM6rgapCcHm9vb+bPn8+zzz7bEJe/oNimzG0JZNWRrszNk215q7KZHptx7cax6NJFuKpdWZ+4ntnrZ1NkOrfXTJ4hj42JGwG4KvqqKq8zNHwoapWaYznHalUVdlnXYDRqFYdS8khsoGTBv09kEpKfgYtiRuXuXmkn4sq0GXs5n3cdy1sDb2TmqJoDparY3sAL/tqGITERjVqFVqMut59XbekHDEDfrx+K0UjW55/XeHxRbNVNCVMKUkjMSyz3WGV7cCmKQqqtkujaKQ418vMeOwbvK68Es5kzc+diKam4SaqlqIjTsx/EkpODW+/ehDz7TI3XdZS9O3NCAiXHT1CwfTs531kbdIa9OB+1rvLy/qZiK7W3lO6Abrn/VhbstCZbz+o3q9qgRKvWclv32wD47MBnmC2OVRytOLICs2ImwjOCEPeqqxpro/JkZuuycp1mehIbt1zdpn0z2m29wRKZs7Ozyammr0NrYfvlMjgS9MhMT7OTXZxt//+ji1/lMz02o6JG8d4V76HX6vnrzF/cu+5e8gzWXcPXn1qPwWKgvU97OvtVnQDso/Ohb1BfALacdryKy8/DlYvaWTetbYglri1H03lu9X7a2pa22rdH5WAX9nG9w0mbfAvjp08k0q/yvawc4RoZicfF1s7V2aVvuJaSEnujQEeTmMtSqVQE3HM3AFlfLcdc+iZZlao2GS00FjL1x6lct+Y60grPdce2JzMfOoxisi575v36G0Wxsaj0egJnz3Z4rCHPPoMmMBBD/DHS3y2/FYqiKCQ/9zwlhw6h8fcn8u3F9arYOp+1O7P1/ub+8jPJz1pzNX1vutHpTf6cwbYBKYDboAHMNX1LkamIIWFDuKPnHTWeP6XTFLxdvTmVd4o/E2tuzJhvyOfjvdb2BzN6zXBap2d72XpuxZkeR3r1lKUYDBiTrd3GG3ump11p0JOebyCnyPEijYZQ76Dn/F3VFy9ezJNPPsnUqVMZV1od0Zq5tLH+0hpOn0YxV/+JQXJ6mh9bqXqUV1S56fCqDAkbwsejP8bLxYtdqbuY8dsMsouz7VVbV0ZfWeMfxOGRpUtctcjrgYZZ4ioymJm35gC3frKD5JxieputvYAcWdqy8dBp+c/0QcxwMJenOr43lHZoXrkSxWSiaM8eFIMBTVAgrtHt6nRNz5Ej0XXqhKWggKz/fVXtsUVVNCVcc2wNmcWZFJoKWX1stf1xlzZtUHt4oJSUWMuMDQZSFy4EIOCOO3AJDnZ4nFo/P8JemAdAxief2AMwgKz/fknuDz+ARkPEokW4hIY6fF1H2Za40t//AGNiItrQUIIffdTpr+MMag8PfCZPRu3pydoJ4RzOPoKfzo9Xhr1S5dJyWe4u7kztYu039On+T2usivws7jOySrJo592OSR0nOeNHAM4tb53MPWl/zLbxqDktvdqGkecznjkDFgsqvb7WCdD15anTEuJtnQ082cSzPfUOesruqr5o0SLefvttNmzYwPTp0/m4TOOv1solLBRcXMBoxJRS/ZuRzPQ0P7ZOzNUtbZ2vb3BfPhn7CX46P+Iy4pi2dho7kncA5RsSVsWW17MjeYd9h2VH2IKef05mklVQc/l8TfYkZnPVO5tZ9tdJAG4d0oabgq2zFa7nJTErisKO5B3kGxo2UdHrssvQ+PlhSksjf9Mm+67tHoNqn89jo1Kr7bM9mZ9/Xul2F8akJM488aT137Bajb5XT/tzFsXClwe/tH+/6ugq+5ukSq1G1836u1McF0fW8q8xnjqFJjDQ2iuolrwuvxzvCRPAYuHM3KewlJRQGBPD2VdfBayJy2Wrq5zJVrpO6Ye30OefQ+NZ8weBphL2wjxSvn2V94usuXQvDXupVlWxN3e7GVe1K3vT97IrdVeVx6UXpfPZgc8AeLD/g/UuVS/LlsicWZxp/7el8fREWxrUOrIdhY0tn8c1MtJpM1G1Ed1MlrjqHfSU3VX9xIkTHDt2jO3bt/PKK6/g5VW3zdZaEpVGg2tEBFDzEpct6EkvSq+yAkg0LnsScw1LW+frFtCNZeOWEewezImcE5gVM70Ce9k/uVWns19ngvXBFJuL2Zmy0+HXjPJ3p3uYNxYF/jhUc1JuVYxmC4vWHWHKB39xPK2AYC8dy+4YxEuTemEu3W37/HL1tSfXMuO3Gbyy45U6v64jVK6u+EyaBED2N9/at7aoSz5PWd7jx+MSEYE5M5PsFec2kzVlZpLyyiscGzfevs1CwF13ovY419ht25ltnMw9iYeLBx4uHpzKO0XM2Rj787YlrsLtO0h/31p9FTRrVrlr1Ebo00+hCQrEcPw4KS/M5/TDj4DJhPeVV+I/fXqdrukIe3dmwPvKK+2bwTal49nHWXNsDWtPrmVD4gb+OvMXu87u4kDGAfam7eXZHfMAuLXbrYyIHFGrawfqA5nYcSJgne2pysd7P6bIVESvwF5c0aZ+u7afz9PVE38367K1beNROLcdhaEWS1y295/GLle3sVVwNfUeXE3fVKEVcGnbBsPJkxgSTlXbM8PfzR+tWovJYiKtMI0wT8cSRUXDcSSJuSrtfdvz2bjPmPHbDJLyk5jQYYJD56lUKoZHDmfF0RVsTtrMxREXO/yao7uHEJecy7q4FK4bUHN10fmOpeXzyNex7D1tnTa/qncYL13TEz8PVxSzGUNpR+Tzy9VtXaTXJ67HaDFWaLzoTL7XX0fmp5+Sv2kTKo11767a9OepjEqrxf+uOzk7/0UyP1mKz9VXk/nFf8lcutS+S7r7kCEEz3kEfe/ySbD/PfhfACZ3nEyRqYgVR1ew8uhKBoVax2QLenJKW3i4duiAb+nWGnWh8fUl7IX5nL7/fnJWrgRA17kzYS+92OCf4EOefZa8X38jaPasBn0dR5zKPcXNP99MgbH6N9Gu/l15ZEDdKomnd5/OiiMr2Hh6I8eyj9HBt/zvfWJuIt8etm6P8nD/hxvk/rf1bktmcSYJOQn0CLD2enLt0IGCv/6q1UxPU5Wr24zsHIhOq2ZgW78meX2bOgU9tdlIdGHp+nVr5tqmLQWcawxVFbVKTYh7CEn5SSQXJEvQ08RKzCWcKN25u6py9ZpEekWy/KrlxJyN4dIoxz8ZD484F/Q8wRMOnzemRwiL/zjKxiNpFBnMFTb0rM7q2CTmrtxHocGMt5uWFyf15Jq+EfbnjadPoxgMqNzccImIKHfu7tTdABQYC4hNjbW/4TcEXfv26AcOoChmJ4rFgiYw0N65uD58p0wh/b33MZ45w9FRl6IUWavv3Hr0IPjROfYk6rJO5pxkS9IWVKi4qetN5JTksOLoCtYlrGPu4Ll4u3rbgx6b4EcfrXcTP6/LLsXnmmvIWb0atbc3ke++g9rd8STx1MJU1Co1gfrAWr2ux0UX1biha2MwmA08tvExCowFRHhGEOYRRom5hGJzMQazgWJTMSXmErxdvXltxGu4auqW1N3Opx2XtbmMP079wWcHPmP+JeWb8b4T+w4mxcQlEZc43Ey0ttr7tGd36m7is+Ptj+nsu63HV3VaBfZy9Uau3LIZ1zOMcT2b/j2tTv/ydu/e7dBxTbFu2BzZImuHytY9QknKT5K8nmbgWPYxTIoJX51vvUpQfd18uaJt7aa9B4cNRqvSkpCbQEJugr2Koybdw7yJ8NWTlF3Elvh0e55PdYqNZl744QBf/Z3I9UfWc0v8evSREXhktCe1fXtco9uha98ew8mTALi2j7bPsIB1ObZsqfbm05sbNOgB8Lv+eopirEt/HhcNcsrfGrWbG/7TppG2aBFKURGubdsS9MjDeI0ZU2Wl2v8O/Q+AEZEjaOPdBkVR6OjbkfjseH4+/jM3dr3RWumm06GUlOA+aNC53Jh6Cnn2GbTBwXhdfpnD3aSzi7N5f8/7fHP4GzxcPFgxcYV9Wf1C8kbMGxzMPIivzpdl45Y16M9we4/b+ePUH/xw/Adm9ZtFsLs1+fxgxkF7762H+z/cYK9vm2W25RdC3Xr1GEs/dLs20kajzVWdgp4/q9h4TlTOta31l8yQUIuydanganJlmxI2dgDv6epJ/5D+/J3yN1uStjgc9KhUKkZ3D2HZXydZF5dSY9BzPC2f+7/cxaGUPPTmEqYd/xOtoRjL8WPkVZEvcH4+T2xqrPW1UaGgsDlpM3MGOj4bXBdeY8eifvkVLLm59c7nKct/+jQsBQW4tonC55prqu1mnGfIY3W8Nc/nlm63ANb7f22na3n1n1dZeXQlN3a90dosb8QI8rdsIfiJJ5z2u6Tx9CT4Ucfus9Fs5KtDX/Hh3g/tbRRyDbm8vONl3r707QvqA+q6hHV8dchaZffysJcbPGjrG9yX/sH92ZW6iy8PfmlfKlu8y9r1+sroK+u0/O2oyoIe28ajxjNnsBQW1jjLpygKhsTT1nObaKanuXBKn57s7GzefPNNZsyYwd13382iRYukR08ZtsQxQ2JijaWPtt3WZaan6dkrt/yapr2+rYpra9LWWp1n24B0zZ4zzPkmlpW7TpOaW7EiaXVsEhPe2cKhlDwCPFz5rG0O2uIiXNq2IWrJx4TMfRLfqVNxv+giNEHnlkHOz0uzLW2NbjsatUpNfHY8yfnJtRpzband3Ah99hm8Rl+B91VVN3usy3WD5zyC73XX1bh9w+r41RSaCmnv054hYee2kbi6/dW4qF04mHmQuAxrJ+aIRQvptOHPCvtvNTRFUdiQuIHJaybzeszr5Bny6OzXmXlD56FVadmQuIE/Tv3RqGOqj9N5p3l+q7U79R097qh1cnJd3d7jdgC+OfwN+YZ8diTvYOuZrWjVWmb1a9j8ps5+nVGhIq0ojfQi6yajWn9/NH5+oCiUlBYXVMeUmoZSXAxqNS4ONhVtqeqdyBwTE8PYsWPR6/VcdNFFKIrCwoULefnll/ntt9/o37+/M8Z5QXONiAC1GqWoCFNaWrW9OaQrc/NhC3rqms9TX/1DrP92bG+cjrqonT/tgzw4nlbAyl1JrNxl7ezcOcSTYR2DuKRjAH8cSuV/O6wzj4Oj/Xn7pn4U3nErxYDf1BvxHD4chg8vd11zXh6W3Fy04eHlHrfN9IyKGkVqYSqxabFsTtrMDV1uqMNP7TifCRPwmeBYcrizmS1m+9LWLd1uKTdT4uvmy+VtLmftybWsPLqS7gHdUWm1aHwabiPYyhzJOsJr/7xmb5fg7+bPg/0eZFLHSWjUGpLyk1iybwkLdixgcNhgvFybd7Wt0WzkXxv/RZ4xjz5BfZjd3/HGjvU1Mmok0T7RnMg5wXdHvuPXk78CcH3n64nyatiZE3cXd9p6t+Vk7kmOZB4hMML6AcS1Q3uKYnZiOH4cfY/qg2nb0pZLWJi9aWNrVe+ZnkceeYSJEydy8uRJVq5cyapVqzhx4gRXX301Dz/8sBOGeOFTubrao+ua8nqkV0/zYFEs9saEDTl1XZ1Ofp1Qq9RkFGeU6/JbE61GzS8PDefLGYO5b1QHekX4oFLBkbP5LN16grs+i+F/O06hUsHsyzry5YzBeCfEU3zggLUkfPKkSq+r8fLCJSKi3Bt8samYuExrUNYvuF+dGyteaLYkbSExLxEvVy+ubn91hecnd5oMwM/Hf671ppXOEJcRx00/3sSO5B24qF24s+ed/DT5J67tfC0atTUfa2afmbT1bktqUap9qaY5W7RrEfsz9tuTkxuyQvB8apXaPtvzbuy77M/Yj7vWnZm9ZzbK69s+eNmqSaF2G48aTjVtEnNzUu+gJyYmhieeeAJtmWoErVbL448/TkxMTDVnti72vJ5TidUeZwt6zhY27G7ZonpJ+UkUGAtwVbvSzqddk4xBr9XT3seasHgw82ANR5en02q4pGMgT4zryg+zh7HrmdG8d3N/brqoDW383Wkf5MFnd1zEo2O6oNWoyfp6OQBe48ai9XO8pHR/+n5MFhNB+iAiPCPKNVasbNPVlsJWpn5tp2txd6mYTzEkbAjhHuHkGfNYl7CuUcdmtBh5/q/nMVgMDAodxOpJq3lkwCMVOorrNDqeG2LdTuKbw9/YZ+yaoz9P/ckXcV8A8OIlLxLuGV7DGc53dfurCdQH2huGTu8xnQB9QKO8tj2vJ6NM0FPaNsLgQNBjPG0rV2/dSczghKDH29ubU5XMXiQmJkpzwjLseT2nEqo9zhb0ZBZn1qobr3AuWxJzR7+OjfqJ8ny2P3a1XeI6n5+HK1f1DmPBlF5sevxS1j86ihGdrd1pzbm55P5k3SbD78Yba3Xd2LRYwJrsqVKp6OrflUB9IEWmInaedbyx4oXkWPYxtidvR61Sc2PXyu+XWqVmUqdJAKyKX9WIo7Nuknko85B9RqS65ZeLwi7img7XoKDwwrYXMJqbdl+kyiTnJ/PMVuvmqbd2u5XL2lzWJONw1bjaE9b93fyZ3qPhGkGezx70lJnpcbXP9NRcwWX7sN3ak5jBCUHP1KlTueuuu/j6669JTEzk9OnTLF++nBkzZnDTTTc5Y4wtgi3Crml5y9vVG71WD8DZApntaSp12X6iIXTz7waUr9xwtpw1P6AUFaHr1Al9v361OteWxNwv2HqeSqViWMQwwPElrjXH1vDbyd9q9bpN6X8Hrbk8l0ZdSoRnRJXHTe44GRUq/kn5p9wu2bWx+fRmbvn5Fv5IcCzZOCE3gQ9iPwDg8UGPO9SH57GBj+Gn8yM+O55lB5bVaZwNpcRcwr82/YtcQy49A3oyZ0DDVgXW5NZutzKj1wzeHPkmHi5166hdF7a/QydzTlJotDbLtJetnzqFYqh+VtXWI85FZnrqH/S88cYbTJkyhWnTptGuXTvatm3L7bffznXXXcerpfvBCMeXt1Qqlb0njOT1NJ26bj/hbN0CrEHPwYzaLW85SlEUskuXtnynTq1V6bJFsdiXRGxBD5yrOrN1aa7OzrM7eXrL0zy68VF+Pv5zLUbeNHJKcvjh+A/AuTL1qoR6hNq7aa86WvvZnn9S/uHhPx9mb9peHtv4WI1VfBbFwry/5mGwGLg4/GImdpjo0Ov4uvny+EWPA/Dhng/rHKA5m9li5slNT7InbQ9eLl68NvI1XDRNN+sK4KZ146H+DzEwtHF3lg/UBxLgFoCCYm9SqA0NtZaqm0w1bnFklJkeu3oHPa6urixevJisrCxiY2PZvXs3mZmZLFq0CJ1O54wxtgj25a2EhBrL1qVXT9Orz/YTzmR7/TMFZ8gpcX4biKJduyg5Go9Kr8fnGsfeJG1O5Jwg15CLXqsvV+E2JHwIGpWGEzknyjUtrMx7se/Z//vZrc8267wSsAYvRaYiOvt1ZmBIzW9813aybjex+tjqWu2nF5cRx+z1szFYDPjp/DApJh7Z8Ah70vZUec6KoyuIORuDXqvnuaHP1SqAvSr6Ki4OvxiDxcD8bfNr/BvV0BRF4cXtL/L7qd9xUbuw6NJFDV4l1dx1DSjfr0elUtn79VS3xGXOz8eclQXITA/UI+iJjY0t9727uzu9evWid+/euNeiHXprYevKbMnLw5ydXe2xtqCnoXudiMplF2fbZ9k6+3Vu0rF4uXrZ/9jXNpnZEVnLvwbA+6or0dQyB8+2tNUzsGe5vCdvV2/6BvcFqp/t+Tv5b/5J+QcXtQuDwwZjsBh46M+HSMpPquVP0ThMFpO9Kd75ZepVGRU5Cn83f9KL0tl82rHlvpM5J7nv9/soMBYwMGQgP0/5mUvCL6HIVMQDfzzAseyKiatnC86yMMa65c/sfrOrXXarjEql4pkhz+CmcePvlL9Zc2xNrc53tnd2v8OKoytQq9S8OuJVBocNbtLxNAe2fmHlOjOXbjxacuRIlefZUio0/v5oPBtvSa65qnPQ079/fwYMGMAHH3wgjQgdoNbr0Zb25zEmOlbBJTM9TcNWqh7lFVWh4qUp2GZ7nL3EZcrKIu9Xa78Rv6m1S2CGc0FP36C+FZ6zLXFV9UavKIp9lue6ztfx9qVv09W/K5nFmcz6Y5a9a3Bd5ZTk8MuJX/juyHd8efBLPt3/KR/u+ZC3d73N6/+8zmv/vFbrZZzV8as5U3AGX50vV0Zf6dA5LhoXJrS39hJaGb+yxuNTClK4Z909ZBZn0s2/G+9c9g6erp4sHLWQ3oG9ySnJYea6meU+ECmKwss7XibfmE+vwF7c3PXmWv1cNlFeUdzX9z4AXo95nczizDpdp77+G/dfluxbAsAzQ55hdNvRTTKO5sb2d8C29A6gH2Dt5ZXz/fcopspnEg1NvNFoc1PnoGfr1q3079+fJ598krCwMG699VbZnqIGrm0c245CGhQ2reaSxGzTPcC6YaWzZ3pyVn2PYjDg1qMH+l49a31+Zfk8NrZ+Pf+k/FNpn5ptZ7axK3UXrmpXZvSagbuLO+9c9g5B+iDis+P518Z/1Wo5yMZgNvDZgc+4cuWVPL7pcV7Y9gL//vvfLNy5kPdi32PJviV8Hvc5X8R9wWMbH8NsMTt03UJjoT1Iu6f3Pbhp3Rwe05ROUwBrAPjhng+r/HedVZzFPevuIbkgmXbe7fjgig/sQbe7izvvXf4e7X3ac7bwrD0wAvgt4Tf+TPwTrUrLvIvn2fvw1MVt3W+ji18XckpyeP2f1+t8nbr68fiPvPqPNRd0dr/ZXN/5+kYfQ3NlW0I+knXE/nvrM3EiGj8/jElJ5JZ+gDnfuSRmCXqgHkHP0KFDWbJkCSkpKXzwwQecPn2aK664gg4dOvDyyy9z+vRpZ46zRaht2boEPU2juSQx2zTETI9isZD9tXVpy/fGqbU+P70onVN5p1Chok9wnwrPd/LtRLB7MMXmYmLOlu/XVXaW54YuN9g3cAz1COWdy9/BTePG1jNbee2f1xwej0Wx8NPxn5j4/UTeiHmDXEMu7bzbMSpqFGPbjWVih4lc1/k6bul2C3f0vANvV28OZR7imyPfOHT9L+K+IK0ojQjPCKZ2qd39au/bnlGRozArZt6LfY8x343h3t/v5beTv9lLxAuMBdz/+/2cyDlBiHsIH4/+uEIPGF83Xz4a/RGhHqGczD3J/b/fT3J+Mq/seAWAu3rdVe/lWBe1C/MunocKFT8e/5G/kv6q1/VqY/PpzTy75VnAunx4d6+7G+21LwRtvNqg1+opNhfbZynVbm743WpNqM/45JNKc7Ekibm8eicy6/V6pk+fzoYNGzhy5Ag33XQTH330EdHR0Vx5pWNTwK2FbabH6GiDQilZbxLNJYnZxjaOhNwEe7lqfRXu2IEhIQG1pyc+dfh3uifVmlDbwbcD3q7eFZ5XqVRVLnFtTtrM3vS9uGncuKvXXeWe6xHQgwXDFwDw1aGv7OXh1fkn5R9u/ulmntz8JEn5SQTrg5l/8Xy+v+Z73rnsHd4Y+QYvD3uZ54c+z5MXPcmcAXOY3c+6hcE7u94hoyij2utnFGWwdP9SAB7q/xCumtq38X9j1Bu8MuwVBoYMREFha9JWHt34KJd/ezmv/fMaD61/iP0Z+/HV+fLx6I8J86x8f6RQj1A+Gv0RvjpfDmQcYNLqSWQWZ9Lepz339L6n1uOqTM/AnvbKtPnb51NkKnLKdasTmxrLnA1zMCkmroy+kscHPX5BbYLaGDRqjT2oLZvX43fzzaj0ekriDlK4fXuF8wyl6RSSxGzllA1HbTp06MCTTz7J008/jbe3N79WMd3WWp0rW3dsK4o8Yx4FxoIGH5c4p8Rcwols6wZ+TbXn1vkC9YEEuwejoNjzjerLlsDsM3Eiao/aJzfuSt0FVL60ZWNb4iqbzFx2luemrjdV2kfmirZX8HD/hwF49Z9XWXtiLYczDxObGsu2M9tYf2o9Px3/ie+OfMesP2Zx5693ciDjAO5ad2b3m82PU35kcqfJ1S7zXN/5err5dyPPmMdbu96q9mf9cM+HFJoK6RHQg7HtxlZ7bFV0Gh0TOkzg03Gf8tPkn5jRawZB+iCySrL4Iu4LdqTswF3rzgdXfEB73/bVXqu9T3vev/x99Fo9haZCVKh44eIX6hSMVWVWv1mEeoSSlJ/EB3s+cNp1bfIMeWw7s42P9nzEA388wD3r7qHYXMwlEZfw0iUvoVY59a2pxaisSaHWzw/fKdYl1Iz/fFLhHFsis8z0WNV7w1GbjRs3snTpUlasWIFGo+GGG27grrvuqvnEVsQWadcU9Hi4eODl6kWeIY+UghQ6+HZojOEJrN12TYoJX52vvV9Sc9DNvxuphanEZcRVG2g4wpiaSt4f1mZ3vlNrv7QF1efz2AwJG4JWreVU3ikSchNo692WPxP/JC4jDr1Wz+09b6/y3Dt73klCbgKr4lfxr03/qnYsGpWG6zpfx3197nN4WwCNWsNTg5/itl9u4/v477m207X2irOyTuac5Lsj3wEwZ8Acp7wZt/Fuw0P9H+KBvg+wNWkrK4+uJD47nueGPkfPQMdyq3oF9WLxpYt5YdsLVY69PjxcPHh68NPMXj+bzw98zpXRV9Zr5tNoMfLz8Z+JORvDvrR9HM85jkL5pZj+wf1ZOHJhk/fiac5sH8TKJjMD+N9xO1lffUXB1q0UHzqEW1fr/1eKwYAxxZomITk9VvUKehITE1m2bBnLli3jxIkTXHzxxbzzzjvccMMNeNTh02NLZ4u0zRkZmPMLqi0fDPUIlaCnCdjzefy7NKvp9W4B3dh4emO9OzMrJhNZX/wXTCb0/frh1qX2OSBlNxmt7s3Ww8WDAcED2JGyg82nNxPVLco+y3Nrt1vxd/Ov8lyVSsWzQ57FYDGwIXEDbho39Fo9ehc9eo3e+t9aPcHuwdza/VaifaJr/XP0De7LpI6T+D7+e17Z8QpfXfVVhdmht3e/jUkxMSJyBBeFXVTr16iOVq1lZNRIRkaNrNP5Q8OHsvbatU4dU1mjokYxpu0Yfkv4jXl/zePLK7+sU5K0wWzg0Q2PsuH0hnKPR3hG0DuwN72DetMrqBc9A3rWKwm7NSjboV1RFPvfKNfISLzHjSX351/I+GQpEa9b8+GMZ86AxYJKr0cbFNRk425O6hz0jB49mj///JOgoCCmTZvGnXfeSZcuzWM5oLnSeHuj8fPDnJWFMfEUmm7dqjw21D2Uo1lHJZm5kdkrt/yaRz6PTX2SmY1nzpC/ZQsFW/+iYNs2LLm5APjVIYEZzm0yGqgPJNIzstpjh0cOtwY9SZsJdg/mSNYRPF08Hdq3yEXjwr+H/7tOY3TUw/0f5o9Tf3Aw8yDfHvm23F5asamxrEtYh1qlti+3tTZPXvQk285s40DGAf536H/c1v22Wp1fbCrm4Q0PszVpKzqNjlu73Urf4L70CuzVaJt1tiQdfTuiVqnJLM4krSjNXgQA4H/nXeT+/Au5P/9M8MMP4RIRYc/ncY2MbFYf4ppSnYMevV7PihUruPrqq9FoJDp3lEubKMxZWRgSTuFWXdAjvXqahC3oaS75PDbd/a1l68eyj2EwG3DVuJK/aZO1B4cKUKmsf9RUKihdgimJj6dgyxYMJ06Uu5ba2xufCRPwrmOhgW2T0X7B/Wr8QzosYhhvxLxBTEoMyQXW3jK3db8NH51PnV7b2QL0AczuN5tXdrzC27vfZky7Mfi7+aMoCgt3Wpv9Teo4iU5+nZp4pE0jyD2IRwY+wvxt83ln9ztc3uZyh3c4LzQW8uCfD7IjeQd6rZ53LntHmgzWk5vWjWjvaI7lHONQ5qFyQY++Zw/chw6hcNt2Mj//nJC5c+2pFLbKYVGPoGfNmqbt2Hmhcm3TluI9e+29E6oiZeuNz6JY7InCzaVyyybUIxRfnS/ZJdkczT5Ku8M5JN4z07GTNRr0vXvjMewSPC+5BLdevVDV44PK+ZuMVqe9T3vCPcI5U3CGEzkn8HL14tbut9b5tRvCDZ1vYOXRlRzKPMRbO99i/iXzWZ+4nt2pu3HTuHF/n/ubeohN6tpO1/LjsR/ZlbqLl3e8zLuXvVtjsFtgLOCBPx5g59mduGvdef+K9xkQMqCRRtyydfHvwrGcYxzOPMyIyBHlngu48y4Kt20n69vvCLz//nPl6pLPY+e0RGbhmHNl6xL0NDeHMw9TYCzAVe1KO592TT2cclQqFV39u7I9eTuH0g/ivsjaX8atRw9cIiNBUaxfKNZeHQpoAwPxuORiPIYMQeNdsay8LqraZLS6cQ+PHM7Xh63VYtO7T6+0xL0padQanh78NLf9chur4lcxqeMk3tr5FmCdlQrxaD4J7U1BrVLz/NDnufaHa9l0ehO/JvzKuHbjqjw+z5DH/b/fT2xaLJ4unnxwxQdOT7Ruzbr5d+PnEz9X2qzUY9gl6Lp0oeTwYbK+Wn6uXF0qt+wk6GlktmRm6crc/Nj2Vbq0zaXl9pJqLroFdGN78nZy1v1G8b59qNzdifr4I7QBjZcbUdUmo9UZETmCrw9/jY/Op9nN8tj0De7LNR2uYfWx1dz/x/0UGAvw0/lxZ887m3pozUJ73/bc3etuPtjzAQt2LOBswVk6+nakg28HQtxD7DM/OSU53Pf7fexL34eXqxcfj/7Y4Yo04ZiqKrjA+iEj4K47OfP4E2R+8QXq0mIZV+nRYydBTyOzd2WuYf8tW6+OhNwE0ovSK+1nIpwnsziTn47/BFgri5qjbv7dUFkUOn77DwABt09v1IAHqt5ktDrDI4bzzOBn6B7QHQ+X5lvV+ciAR1h/aj15Ruu+X/f2ubdZ7L3WXMzoNYO1J9dyIucEb8S8YX/cy8WLDr4d6ODbgQMZBziUecjeZLFbQNV5i6JubEHPqbxTFBgLKvyb8h4/ntRFb2FKTsacYW286RpVfcFBayIdoBqZa9u2AJiSk7EUV9yTyCZQH0j3gO4oKA7vzizqbsWRFRgsBnoE9KBPUMVtFZqDbv7dGLFfIehsMWofH/zvuKPRx1DdJqNVUalUTO06lV5BvRpoVM4RoA9gVr9ZALT1bsv1XWTfp7JcNa4sHbuU+/vcz+i2o4n2iUaj0pBnzCM2LZYVR1dwKPMQ/m7+fDL2Ewl4Goi/m789gflIVsXd1VUuLgTcXqY6Uq3GJdyx5PPWwCkzPZs3b+ajjz7i2LFjfPfdd0RERPDFF18QHR3NsGHDnPESLYbGzw+1hweWggKMp0+j69ixymNHRY4iLiOODYkbmNxpcuMNspUxWowsP7wcsO7501xLOyPdQpm6pbSh261T0Hh5NfoYapPPcyG6qetNBLkH0T2ge7Nc4mxqgfpA+07sYO3BczL3JPFZ8cRnx5NWlMYdPe+gvU/1XaVF/dialR7MOFjpv0Xf664j7b33seTm4hIWhsrVed26L3T1nulZsWIFY8eORa/Xs3v3bkpKSgDIy8vjlVdeqfcAWxqVSoWLfTuK6pe4RkWNAmBb8jZKzCUNPbRmRVEUjKmp9m6iDen3hN9JLUwlwC2gztsMVMWUmUne+vVkr1iJOS+vXtfK/eY7AnMUMj3h6OVVB8sNpaZNRlsClUrF6LajifCMaOqhXBBcNa509uvMle2v5MH+D/LiJS9KwNMI7Hk9VWxLo/bwwO+mmwBwbS//f5RV75mel156iQ8//JBp06axfPly++MXX3wx8+fPr+/lWyTXNm0piTtY427rXf27EuIewtnCs/yd/Ld9L6OWRDGZKDl2DMOJExhOnKDkxAkMJ05iOHECS34+qNW0/fwz3AcObLAx/PfgfwGY2mVqvfYvUkwmSo4coTA2lqLYWIpi95Sr0ktbvJjQ55/D6/LLa31tS0EB6R9+CMB3w9SEFcRzdZ1HWjc1bTIqhGgc9j24qunQHjjzHlRaLV6jr6jwnNliZvGuxQwJH8Lg0MGtqhN2vYOew4cPM2LEiAqPe3t7k52dXd/Lt0i2ngk1la2rVCpGRo7kmyPfsPH0xhYZ9JyacXelOwPbWSykL1lCmwYKeval7WNv2l60am2NORypCxeR/+d6FIsCFgtYLNbycIsFFAVTVhZKYcVd0F07dEApLsaYlMTpB2bhNXYsIU8/hUtwcCWvUrnML77AnJGBIcyfP3vn0K8OnZnrQ1EUVh9bDbTcpS0hLhS2jvHxWfEYLcZKl2LV7u4EzZ5V6fn70vfx6YFP+e7Id2y8cSMaJOhxWFhYGPHx8bRr167c41u2bKG9TKtVytXB5S2AkVHWoGdD4gaeHvx0s803qQtzXp494HHr0xtddHtco6NxjW6HLtq6l9LxiddQsHETJcePo3PC75MxKYnjk6fgc801hD79FF8e+hKA8e3GV1shZ87JIePjj2u8vtrTE33v3uj79kXfry/63r3R+PhgKS4m/f0PyPjkE/J+/ZWCv/4i+PF/4XvddTX+f2rOzibjk6UA6GZOx1zyDocyD2FRLI22G/XXh7/mz8Q/rcFhZ0nwFaIpRXhF4OHiQYGxgBM5J+jsV7s99P5M/BOAYZHDWl3uWr2DnpkzZ/LQQw+xdOlSVCoVZ86cYdu2bTz22GM899xzzhhji2MvW69hpgdgcNhg9Fo9ZwvPcijzUIuqiCg+aJ2t0IaHEf3115Ue43nZZeT/8QeZn39O2Lx59X7N/K1bseTmkrN6NeqH7uLXk78CcEv3W6o9r2jvPgBcIiIIW/CKNVBRq0GlRqW2/rfawwPXdu0q7XasdnMjeM4jeF85nuRnnqV4/35Snn2O3DU/EDr/BXuQV5mM//wHS14eui5diLxuOq5ffUS+MZ+kvCSivBu+6djhzMO8/s/rADzS/5EW9TsoxIVIrVLTxa8Lu1J3cTjzcK2Dng2JGwC4NOpS5w+umav3x8THH3+cSZMmcemll5Kfn8+IESOYMWMGM2fOZNasyqfWarJp0yYmTJhAeHg4KpWK77//3uFzt27dilarpW/fvnV67cZg78qclIRiNFZ7rE6jY2jYUIAKuxRf6EpKgx63bt2rPMZ/+jQAcr5fjSkrq96vaTh2DABLbi4/bvgYk8VEv+B+9AjoUe15RXut+Sz6/v3xuOgi3AcNwn3AANz797PO6vTuja5Dhxq3d3Dr2pV2Xy8n+MknUOn1FP7zDyeumcTpRx4he+UqTGlp5Y43nk0l87/W2aighx/CVauz7wNVWUdWZys0FvLYxscwWAyMjBxZ6w0nhRANw5G8nsqcyj3F8ZzjaFVaLom4pCGG1qw5ZW785ZdfJj09nb///pvt27eTlpbGiy++WOfrFRQU0KdPH959991anZeTk8O0adO4vA6Joo1JGxyMSqcDsxljcnKNx9uquDYmbmzgkTWu4rg4ANy6Vz1z4D5oELru3VCKi8n++pt6v2bJseP2/z6y5QfAWqZek6K9ewHQ9+5d7zGoNBoCbr+d9j+swWPYMBSDgbxf1pL81FMcHT6CE9deR+rixRTu3k36+++jFBej79sXz1GjAOwzLY0R9Ly842VO5p4k2D2YFy95sUUtrwpxIbMFPZV1Zq6ObZZnQMiAVlmQ4LSOzO7u7gx0UrLp+PHjGT9+fK3PmzlzJjfffDMajaZWs0ONTaVW49omipKj8RgSTtlnfqoyPHI4KlQcyDhAamFquZ11L2TFcTXP9KhUKgKmT+fME0+S9eWXBNx5R716TpSUzvQAhCfkEzIgnMvbVB8kK4pC8Z7SoKdP/YMeG9fISKKWfEzx3r3kb9xI/sZNFB84YP/K+OBD+7FBcx6xBxzd/EuDngZOZv7h2A+sObYGtUrNayNew8/Nr0FfTwjhOFvZ+sHMgyiK4vAHEtuKge3DdGtT75meBQsWsHTp0gqPL126lFdffbW+l3fYp59+yrFjx3j++ecdOr6kpITc3NxyX43JJcqW11N92TpYG4L1CrR2s914umXM9liKiyk5bp11cetRddAD1rbq2qAgTGlp5K5dW+fXNOcXYCozs9YpSeHGrjeiVVcf+xsTEzFnZ6NycUHX1bm7r6tUKvR9+hD04INEr/iOTps3EbZgAV7jx6EubT7oeemleFx0kf0ce9BT+seuIZzMOcmL262ztff1uU92yBaimeno2xGtSkuuIdfhPRpzSnLYdXYXYC2SaY3qHfR89NFHdK3kjaBHjx58+OGHlZzhfEePHuXJJ5/kyy+/RKt1bPJqwYIF+Pj42L+iohp3F9pzu63XXMEF535BW8oSV8mRI2A2o/H3R1tD6bbK1RW/W6xLUJnLPqvzG73hhDXIUtx0ALRJgynhNc8oFpXO8ui6d0PdwJ1NtUFB+E6eROSiRXTe9hfRq1cTsWhhuWM6+XVCo9KQWZxJamFqnV7HbDFX+VyJuYR/bfoXRaYiBocO5u5ed9fpNYQQDcdV42rfo9HRvJ7NSZsxK2Y6+nYkyqt17rxe76AnJSWFsLCwCo8HBQWR7EC+Sn2ZzWZuvvlmXnjhBTp3djyDfe7cueTk5Ni/EmvYANTZzpWt11zBBeemIrcnb6fIVNRQw2o055a2ujk0Les79QZUbm4Ux8VRFBNTp9csibcubSW39SDdG9QK6I6ervG8c/k8jduFWKXV4talM2o3t3KPu2ndiPaxVnvVNonxQMYBpv44lQH/HcCUNVN4esvTfHnwS2JTYyk0WnsMvRnzpn0PpVeGv9KqGpcJcSGx5fXsS9/n0PG2D82tdWkLnJDTExUVxdatW4k+r+R269athDfCJmd5eXnExMSwe/due7WYpbRpnFar5bfffuOyyy6rcJ5Op0On0zX4+KpSm7J1gE6+nQj3COdMwRl2JO+44H9pzyUxV7+0ZaP188PnmmvI/vprMj77DPdBg2r9mobj1qBnn2c23uEqAnMVivbswWPI4GrPs1duOSGJ2Vm6+XcjPjueuMw4h6api03FfLDnAz478BlmxTrLczTrKEezjrLm2BrAWgbbxqsNJ3NPAvDysJdbTP6YEC3R0PChrDm2hpVHV3JP73tw07pVeazRbGRL0hagdQc99Z7pmTFjBg8//DCffvopCQkJJCQksHTpUh555BHuvrvhp8W9vb3Zt28fsbGx9q97772XLl26EBsby+DB1b+hNRX78lZiIorFUuPxKpXK/uZmy76/kNl69FRXuXU+W/l6/h/rMSTUnAt1PttMz+kAyOtiDciL9uyp9hyLwUBJ6ayUM5OY68tWwbUndQ9GS/VtD3ad3cX1P1zP0v1LMStmxrcbz6qJq3j70re5t8+9jIwcSZA+CItisQc8d/S4g2ERslmwEM3Z2HZjCfMII6M4w/7hpSoxZ2PIN+bj7+ZvzxFtjeo90/P444+TmZnJ/fffj8FgAMDNzY0nnniCuXPn1uma+fn5xMfH278/ceIEsbGx+Pv706ZNG+bOnUtSUhKff/45arWanj17ljs/ODgYNze3Co83Jy5hYaDVohgMmM6etX5fg1GRo/jq0FdsPL2xUbvxOptiNFJy2Fpm6dbN8aBH1749HiNHULBxE5lf/JfQZ56u1euWlM70nA6Ejh16w+okivbsqbbyoeTQIRSjEY2fHy6NnPdVHVsy89YzWxn21TAuCruIS8Iv4ZLwS+wNCwuMBSzetZjlh5ajoBCkD+LZIc9yaRtrQ7KOfh3t/w2QVpjGwcyD5BnyGNduXOP/UEKIWnFRuzC9x3T+/fe/+XT/p0zpNKXKwgzbh+WRkSMv2PcOZ6h30KNSqXj11Vd59tlnOXjwIHq9nk6dOtVr6SgmJoZLLz33x3jOnDkATJ8+nWXLlpGcnMwpB5eFmiuVVotrRASGhAQMCaccCnoGhg7EXetOelE6cRlx9Ax0blBXuGs3aQsX4jN5Ej5TpjRYT5aS4ydQDAbUHh72ZT5HBUyfTsHGTWSvXEnQg7PReDvWZ8JSUoIx0Zq/czpARVCfQeDyO+aMDIynT9v3QzufLYnZrXevZtWjpl9wP6Z2mcpvJ38jqySLDYkb7H/UoryiGBI2hC1JW0gusObVTe44mccGPVZtX44g9yCC3IMafvBCCKeZ0mkKH+35iNP5p/k94XfGRVf8wKIoir3ytzUvbYGTmhMCeHp6MmjQIHr27FnvXJlRo0ahKEqFr2XLlgGwbNkyNmzYUOX58+bNIzY2tl5jaAz2vJ5ExwI4V42rvYOms5e4FJOJ5KefpjAmhuSnn+H07NlO6YBcmeKD1nweXbeuqNS1+xV0HzoUXefOKIWFZH/7ncPnGU6eBIuFAr2KHA/oGNLdPstUFFv1EpczmxI6k0at4Zkhz7Bh6gaWX72cB/s9yICQAWhVWhLzEvn2yLckFyQT4RnBR6M/Yv4l81tlIzIhWjq9Vs9N3W4C4JP9n1Ra3Xo0+yhJ+UnoNDqGhA1p7CE2K3We6ZkyZYpDx61cubKuL9HiubZpQwE177Ze1qioUaxLWMfG0xuZ1a9u23xUJnvVKgwnTqD28MBiMJD/+x8c37OH8JdfxnPECKe9DtQ+ibkslUqF//RpJD/9DJn//S/+06ehcqBNQUnpcmmivwIqFR19O5LXpw/Fe/dStGcPPhOurvS8c0nMjVu55Si1Sk2PgB70COjB3b3vJt+Qz46UHexI3oG/mz/Tuk/D3cW9qYcphGhAN3W5iU/3f8qhzEP8deavCttL2D4kDw4b3Or/HtR5pqdsj5vqvkTVbGXrJcdPOHzO8IjhqFVqDmUecrghVU0sxcWkv/seAIGzZxH99XJcO3bAnJZO4j0zSZk/H0uR88rkSxzoxFwd76uvRhMQgCk5mbzff3foHEPp9hNJgSoiPK07FOv7WgOZqpKZTVlZGBOsAam+94WR+Ofp6snlbS7nqcFPcW+fe1v9HzghWgNfN1+u63wdYJ3tOZ8t6GntS1tQj5meTz/91JnjaJVsSyb5GzZQfPgIbl1q7jPk5+ZHn6A+7E7dzYbEDdzY9cZ6jyPryy8xnT2LNjwMv5tuQq3TEf3dd6S+uZCsL74g639fUbBtO+Gvv46+Z/Ubc9ZEsVjqVLlVllqnw2fSNWR+spT8TZvxHldz0q1t+4nTgSo6+Vo37NT36QtYK8ksxcUV+uEU77P2vnBt1w6NBPBCiGZsWvdpfHXoK/5J+Yc9aXvoE2T9UJdelG7v4zMysnV2YS7LqSncW7dupaSkxJmXbNH0ffviNXo0mM2kvDjf4U7Dtl9cZ+y6bs7NJf3jJQAEzZqNujQfS+3mRujTTxH1yX/QBgdjOHGCkzfeSPZ3jufRVMaYmIiloACVqyu69u3rfB3btgyFOx1rVGjr0XM6APsu5S4R4WgCA8FksjdLLKuoAfbbEkKIhhDqEcrV7a3L9Ev3ndsaytaQsGdAT+m7hZODnvHjx5OUlOTMS7Z4IXOfRKXXUxSzk9wffnDonEujrJVtfyf/TYm5fkFmxn8+wZKTg2vHDvhcM7HC856XXEL7NavxGjcOTCaSn59HwY6/6/x6tlkeXefOqFxc6nwdfb9+oFJhTDiFKS2t2mMVk4mSk9a+PkmBKnvQY9v3CqCoksR3WxKzWzNLYhZCiMrc0eMOVKhYn7ie49nWJX17qXor3WvrfE4Nehpq88OWzCU8nMD77gPg7GuvY87Lq/GcaJ9o9Fo9RouR5Py6b/VhTE0l8/PPAQh+5BFUmsq3G9D4+hKxaCHeEyaA2UzSww9jPHOmTq9ZfKA0ibkW/XkqHZO3N7ou1l2GC3furPZYw6lEMBopdoEMb+zLW8C5oOe8vB5FUShuou0nhBCiLtr7tueyNtYdCJbuX0qRqYhtyduAcx+WW7vW26GoGQm4fTqu0dGY09NJe/udGo9XqVSEeVj7+qQU1j2ZOf2DD1CKi9H37YtnJVt1VHjN+S+g694Nc1YWibNm1Sm52Z7PU8PO6o5wH2Dd+bswpvqgp+SYtXIrKQA0Ghfa+rS1P1dVMrMxIQFzTg4qV1eHcq2EEKI5uLPnnQD8dPwnVsevpsRcQphHGJ395O8YODno+eijjwgJCXHmJVsFlasrIaXdhbO+/JLiQzVvIhnqEQpQ5wouQ0KCvc9N8KNzHGq8p9briXrnHTR+fpTEHST5uedrNbunKMq5cvV6zvQAuA8sDXpqmukprdw6HaiivU97XNTnltX0PXuCWo0pJQVjyrl7aV/a6t4dVQPvrC6EEM7SO6g3F4VehEkx8fo/rwPWqq3m1Fy1KTkt6ImLi8Pf358//viDNWvW2L+EYzwvucSaN2OxkDL/xRr347IFPbaOu7WVtvhtMJnwGDG8Vpt3ukREEPHWW6DRkPvDD2R+9pnD55pSUzFnZoJGY1+aqg996UxPyaFD1S4L2iq3kgLO5fPYqN3d7WOxJS6X/W+3C6RUXQghbO7qeRcABot1a6hRkaOacDTNS72DnuPHj9OnTx969uzJVVddxaRJk5g0aRKTJ09m8uTJzhhjqxHy5BOo3N0p2rWLnNXVB4y2oOdswdlav07RgQPk/vwzAMGlW3zUhsfgiwh54gkAUl97nYK//nLoPNssj659dIXy8LpwCQ62drVWFIp2767yOMOxc3tulc3nsbFVZ5Vd4iqSfB4hxAVqaPhQ+/58Hi4eDAwd2MQjaj7qHfQ89NBDREdHc/bsWdzd3dm/fz+bNm1i4MCB1W4VISpyCQ0l6IH7AUh9/XXMOTlVHhvqXvflrbRFbwHWJn9uXbvWfqCA32234jNpElgsJD0yB8Pp0zWeYw96nLC0ZVNTXo9isVByvLQxYSUzPWBtHQDngh5LSYl9iVHK1YUQFxqVSsX9fe9HhYrx0eNx1cgSvU29g55t27Yxf/58goKCUKvVaDQahg0bxoIFC3jwwQedMcZWxf+223Dt0AFzZqZ1CaoKdV3eKti+g4ItW0CrJejB2XUep0qlIvSFebj16oU5J4fTs2ZjKSys9pxzTQnrn8RsU1Nej/FMMkpxMUYNnPWj0mQ+WwVX8f79KAYDJQcPgm1n9chIp41VCCEay6ioUay9di1PXfRUUw+lWal30GM2m/H09AQgMDCQM6WlzG3btuXw4cP1vXyro3J1JfTZZwHIWr6cogMHKj3OXr1VkFKrZGJbibrfDdfjWssdzs+n1umIfOdtNAEBlBw6RPLz86o9/lwSsxODntKZnuK9e7FU0hjTUFq5lewPHjpvQtwrJtq7tmuH2scHpaSE4sNHym0yKsl/QogLVbhnOC6auvdDa4nqHfT07NmTvaVvEoMHD+a1115j69atzJ8/n/b16LjbmnkMGYz3VVeBxcLZKpKaQzysb96FpkLyjDX39gFr9ZRtCcdnYsVGhHXhEhpK5OK37InNuevWVXqcKSsL0xnrrJRbt7otqVX6+m3bogkMRDEa7dtGlFVSpnKrk1+nSoMYa5PCc3k99iRmWdoSQogWpd5BzzPPPIOl9E35pZdeIiEhgeHDh/Pzzz/z9ttVL8+I6gU//jhqd3eK9uwhp5Kd6vVaPb46XwCHGxSazp7FnJFhrZ6qYy5PZdwHDiTgTmtviJT58yvNRSopzZFxiYpC4+3ttNdWqVTV5vWU7dFTWT6PTdkmhZLELIQQLVO9g56xY8cyZcoUANq3b09cXBzp6emkpqZyWQ0N70TVXEKCCZxtzblJfeNNzNnZFY6xLXGdLXSsgqt4/34AdJ06OaV6qqzAWQ9YGyympXP2369WfG0n9uc5n/uA/kDleT1le/R09O1Y5TVsycwFW7diTEy0Pibl6kII0aI0SEdmf39/yYVwAv9bb0HXqSPm7GxS33qrwvO2JS5HK7iKSoMet3rulF4ZtU5H2Msvg0pFzqpV5G/eXO5524aezkxitrH16ynavRvFbLY/rijKud3Vq6jcsl+jd29Qqax9hADX6GinzkgJIYRoek4JejZv3sytt97K0KFD7RuOfvHFF2zZssUZl2+1VC4uhJQmNWd//Q1F5+Ws2MrWHa3gKt5vTYrW9+zpxFGe496/H3633Wod03PPY87PP/fatpme7s6f6XHr2hW1hweW/HxKyiTPm1LTsOTlYVFZE5mrm+nReHnh2uFcDppeNhkVQogWp95Bz4oVKxg7dix6vZ7du3dTUlpBk5eXxyuvvFLvAbZ2HhddhPfECaAopLwwv9xMRpjnuQqumiiKYl/ecuvh/Jkem+CHH8YlMhJTcjKpb74JgKWgAMPJk9bXboDlLZVGY911HSjcucv+uOG4dZYnxRcCvEPx0flUex1bXg9IErMQQrRE9Q56XnrpJT788EOWLFmCi8u50riLL76YXbt2VXOmcFTIv/6F2tOT4v37yf5uhf3x2jQoNCadseYFubg4ZQuIqqjd3Ql76UUAsr9aTsGOvyk+fAQUBW1QENqgoAZ53cr69ZTEl24/EVj90pZN2aBHkpiFEKLlqXfQc/jwYUaMGFHhcW9vb7IrSb4VtacNCrI3EkxbuBBTVhZQuwaFxaX9ftw6dULdwBtoegwZgu/UqdaxPfssRbusgYiuAZa2bOwVXDtj7H2LSo6X2X7CgaDHdg2Vu7vsrC6EEC1QvYOesLAw4uPjKzy+ZcsW6dPjRH4334yuSxfMOTmkLVwIlK/esijVb1BqX9pqoHye8wX/6zG0oaEYT50i7d33rK/dAEnMNm69e6NyccGclo7x1CkADPFlkpgr2XPrfLoOHQj79wIiFy9G5SINvYQQoqWpd9Azc+ZMHnroIXbs2IFKpeLMmTN8+eWXPPbYY9x///3OGKMAVFotoc+VJjV/+x1FsbEEuQehVqkxWUxkFmdWe37xgYar3KqMxtOTsPkvAKAUF1tfuwHyeWzUOh1uvawl5rZ+PfY9twJVlW4/URnfSZPwHD6sYQYphBCiSdU76Hn88ceZNGkSl156Kfn5+YwYMYIZM2Ywc+ZMZs2a5YwxilLuAwZYN/kEUua/iEZREagPBKpvUKgoCkUNXLlVGc8RI/C55hr79w050wNll7h2YsrKsjZiBFICNUT7RDfoawshhGj+nFKy/vLLL5Oens7ff//N9u3bSU9P58UXX3TGpcV5gh97FLWXF8VxcWR/8409ryelsOpkZmNiIpbcXFQuLug6Vl223RBC5j6Ja/v26Pv1wyUiokFf61wycwyG0lmeNG8IC4yWXYaFEELUPejZsWMHv/zyi/17d3d34uLimDp1KtHR0dxzzz328nXhPNrAQIIeegiA1LcWE+kSDFRfwWXvxNy1K6oGTmI+n8bXl/Y/rKHdV/9r8IaV+n79QKXCmHCKgu3bgXN7bgkhhBB1DnrmzZtn32gUYN++fdx1111cccUVPPnkk/zwww8sWLDAKYMU5fnddCMu4eFYcnLoddQIVF/BZdupvbHyec6n0mga5XU03t72cvzsFdbS/pr23BJCCNF61DnoiY2N5fLLL7d/v3z5cgYPHsySJUuYM2cOb7/9Nt98841TBinKU2k0eI0ZA0C73dYZnupneho/n6ep2PJ6bDu6nw50rHJLCCFEy1fnoCcrK4uQkBD79xs3bmTcuHH27wcNGkRi6caNwvlsQY/fzmNoTQpnCyrfdFSxWM716GkNQU9pXo+No40JhRBCtHx1DnpCQkI4ceIEAAaDgV27djF06FD783l5eeU6NAvn0vftgzY4GHVhMb1OKlUubxkSErDk56PS6dB16NDIo2x8+v7lg57MEHfCPcObaDRCCCGakzoHPePGjePJJ59k8+bNzJ07F3d3d4YPH25/fu/evXRoBW+yTUWlVuN1xRUADD6skF6UjtFsrHCcbWnLrWtXVFpto46xKbiEBOMSFQVAtgeEhXVCrXJKkaIQQogLXJ3fDV566SU0Gg0jR45kyZIlLFmyBNcylUFLly5lTOkSjGgYtiWuQUcVVBYLqUWpFY5p7E7MzYEtr0cqt4QQQpRV54/+QUFBbN68mZycHDw9PdGcV6Hz7bff4unpWe8Biqq5DxyAxs8Pr6wsup9SSM5PJsKzfC+c1pTPY+NzzUSyV3/PP51U9JGgRwghRKl6z/v7+PhUCHgA/P39y838COdTabV4XWGtoBt8SKnQoFAxmymOiwNA30Tl6k3BY+hQ/jWvDb8MlMotIYQQ50iywwXOtsR10RGFlLzyycyGkyexFBai0utxbUWbvxYYCzhVfAZUsrwlhBDiHAl6LnAegwdjdHfFrwCMe/aVe86ez9O9e6M1CGwO4rPjAQjUB+Ln5tfEoxFCCNFcSNBzgVO5upJ/UVcAfLcdKvecbZNRtx4Nu9FncxOfZQ16ZGlLCCFEWRL0tACaSy8BrN2ZFUWxP26b6WkNnZjLOp1/GoC23m2beCRCCCGaEwl6WgC/EZdR7AK+2UZ7oKOYTBQfss78tKbKLTi3D5k0JRRCCFGWBD0tQFhAW3Z3sO5gnvnLTwCUHD+OUlSE2t0d13btmnB0jc+2D1moR2gTj0QIIURzIkFPC+Dl6kVsDz0Aeb+tQ1GUc52Ye/RApW5d/zfbgp4wj7AmHokQQojmpHW9G7ZgZ/tEYNCAcvoMJUeOtMpOzABmi9m++arM9AghhChLgp4Wws8/nD3trUtceb/+RtGB0qCnR+tpSgiQUZyBSTGhUWkI0gc19XCEEEI0IxL0tBBhHmHs6GINenLXrqXkoDWJuTV1YoZzSczB7sFo1K2nN5EQQoiaSdDTQoS6h7KzowqLRoXh+HEUgwG1lxcubdo09dAalS3okXweIYQQ55Ogp4UI9QilQK/iVCcf+2OtMYnZls8T4hHSxCMRQgjR3LSud8QWzJa0G9PNxf5Ya1vaApnpEUIIUTUJeloI25v8n+0KoXR2p7VVbgEk50vQI4QQonIS9LQQtuWcNLcS3K+fjK5TJzyGDm3iUTU+20yPlKsLIYQ4n7apByCcQ6fR4e/mT2ZxJkUP3UpX/65NPaQmcbbQmtMjMz1CCCHOJzM9LYhtdsO2xNPaFJuKySzOBGSmRwghREUS9LQgoe7WN/qUwpQmHknTsG0/odfq8Xb1buLRCCGEaG4k6GlBbLMbtjf/1sYW7IV5hKFSqZp4NEIIIZqbZhn0bNq0iQkTJhAeHo5KpeL777+v9viVK1cyevRogoKC8Pb2ZujQofz666+NM9hmxJbHYkvmbW2kcksIIUR1mmXQU1BQQJ8+fXj33XcdOn7Tpk2MHj2an3/+mZ07d3LppZcyYcIEdu/e3cAjbV5sMz22Bn2tjW2GS/J5hBBCVKZZVm+NHz+e8ePHO3z8W2+9Ve77V155hdWrV/PDDz/Qr18/J4+u+ZLlLQl6hBBCVK1ZBj31ZbFYyMvLw9/fv8pjSkpKKCkpsX+fm5vbGENrUPaZnsKzmC3mVrfhpixvCSGEqE6zXN6qrzfffJOCggJuuOGGKo9ZsGABPj4+9q+oqKhGHGHDCNIHoVFpMCtm0ovSm3o4jU4aEwohhKhOiwt6vvrqK+bNm8fXX39NcHBwlcfNnTuXnJwc+1diYmIjjrJhaNQagtyDgNZXtq4oijQmFEIIUa0WFfR8/fXX3HXXXXzzzTdcccUV1R6r0+nw9vYu99UStNYKrpySHIpMRYDssC6EEKJyLSbo+eqrr7j99tv53//+x1VXXdXUw2kytgaFra2Cyxbk+bv5o9Pomng0QgghmqNmmcicn59PfHy8/fsTJ04QGxuLv78/bdq0Ye7cuSQlJfH5558D1oBn2rRpLF68mCFDhpCSUtqZV6/Hx8enSX6GptJaK7hsP68sbQkhhKhKs5zpiYmJoV+/fvZy8zlz5tCvXz+ee+45AJKTkzl16pT9+I8++giTycQDDzxAWFiY/euhhx5qkvE3Jfv+W61secv280rQI4QQoirNcqZn1KhRKIpS5fPLli0r9/2GDRsadkAXkNY+0yOVW0IIIarSLGd6RN1J0CNBjxBCiMpJ0NPC2JZ3MoozMJgNTTyaxiPLW0IIIWoiQU8L46vztVcvtaYKLmlMKIQQoiYS9LQwKpWKdt7tANictLlpB9NITBYTaUVpgMz0CCGEqJoEPS3QdZ2vA+DzuM8xWUxNPJqGl1aYhkWxoFVrCdAHNPVwhBBCNFMS9LRA13S8Bj+dH0n5Sfx+6vemHk6Dsy1thbiHoFbJr7QQQojKyTtEC6TX6rmx640ALNu/rNry/5ZAGhMKIYRwhAQ9LdSNXW9Ep9FxIOMAMWdjmno4DUoqt4QQQjhCgp4Wyt/Nn0kdJwHw6f5Pm3YwDUwqt4QQQjhCgp4WbFr3aahQsTlpM/FZ8TWfcIGyleZL0COEEKI6EvS0YG2823BF2ysAWHZgWdMOpgHJ8pYQQghHSNDTwt3e43YAfjrxU4ttVijLW0IIIRwhQU8L1zuoN/2D+2OymPjy0JdNPRynKzQWkmvIBWSmRwghRPUk6GkFbLM93x7+lnxDftMOxsls5epeLl54uno28WiEEEI0ZxL0tAIjo0YS7RNNvjGfFUdXNPVwnMremNAjpIlHIoQQormToKcVUKvUTO8+HYAv4r7AaDE28YicRxoTCiGEcJQEPa3E1R2uJsAtgLOFZ1l7Ym1TD8dppHJLCCGEoyToaSV0Gh23dLsFgE8PfIrZYm7iETmHVG4JIYRwlLapByAazw1dbmDJviUczTrKgP8OwM/Nj0B9IAH6AALdrP8b5hHGhA4T8HDxaOrhOkQaEwohhHCUBD2tiI/Oh5m9Z/LO7ncwK2bSi9JJL0qvcFxCbgJPXPREE4yw9mR5SwghhKMk6Gll7up1F9N6TCOrOIuMogx74JNRnMGJnBOsObaGNcfW8PCAh9FpdE093GopinIukdlTgh4hhBDVk6CnFXJRuxDsHkywe3C5x80WM/+k/ENyQTLrEtZxdfurm2iEjskszsRgMaBCVeFnEUIIIc4niczCTqPWMLnTZAC+O/Kdw+cVGAuYs2EOy/Yva6CRVc42yxOkD8JF7dKory2EEOLCI0GPKGdyx8moVWp2nt3JiZwTDp3zRdwXrEtYx5s73+Sbw9808AjPsVdueUoSsxBCiJpJ0CPKCfUIZXjEcABWHl1Z4/H5hny+iPvC/v0rO15ha9LWBhtfWbaZnlB3CXqEEELUTIIeUcG1na4FYM2xNRjN1Xdv/urQV+Qacmnn3Y6JHSZiVsw8uvFRjmQdafBxSuWWEEKI2pCgR1QwPHI4wfpgMoszWZ+4vsrjCowFfBb3GQAz+8xk3tB5DAodRIGxgAf+eIC0wrQGHac96JHKLSGEEA6QoEdUoFVruabjNQCsOFL1BqXLDy0npySHtt5tGdduHC4aFxaNWkQ773akFKQwe/1sCo2FDTZOe2NCWd4SQgjhAAl6RKWmdJoCwLbkbZzOO13h+UJjIZ8dsM7y3NP7HrRqa/cDH50P71/+Pn46Pw5kHGDu5rkNtuWFJDILIYSoDQl6RKUivSIZGjYUqDyh+ZvD35BVkkWUVxRXRl9Z7rko7ygWX7YYV7Ur6xPXs2jnIqePz2g22rtJS06PEEIIR0jQI6p0bWdrQvP38d9jspjsjxeZivj0wKcA3N3rbvssT1n9gvvx0rCXAPgs7jOnl7KfLTyLgoJOo8NP5+fUawshhGiZJOgRVbos6jL83fxJK0pj0+lN9se/PfwtmcWZRHhGcHWHqrs2j48ez+x+swF4/Z/XKTYVO21sZXdXV6lUTruuEEKIlkuCHlElF40L13QoTWg+ak1oLjYVl5vlqakT8t297iZQH0ixuZiDmQedNjZ7jx7ZXV0IIYSDJOgR1bIlNG9J2kJKQQorjq4gvSidMI8wJnaYWOP5KpWKPkF9ANiTusdp45LGhEIIIWpLgh5RrXY+7RgYMhCLYuGbw9+wdN9SAGb0moGLxrH9rnoH9QZgT5rzgp5TeacA6dEjhBDCcRL0iBrZEpr/s+8/pBalEuIewqSOkxw+3z7Tk7YHRVHqPR5FUfjrzF/lri2EEELURIIeUaPRbUfj7eqNgjVgmdFrBq4aV4fP7x7QHa1KS1pRmn1Zqj4OZx0mtTAVvVbPoNBB9b6eEEKI1kGCHlEjnUbHhA4TAAjWBzO50+Rana/X6uns3xlwzhLXxsSNAAwOG4xOo6v39YQQQrQOEvQIh8zoNYMxbcfw4rAX6xRolF3iqi9b+fzIyJH1vpYQQojWQ4Ie4ZBAfSBvjnqTi8MvrtP5tqBnb9reeo0joyiDfen7ABgeMbxe1xJCCNG6SNAjGoWtgisuM44Sc0mdr7MlaQsKCt38uxHiEeKs4QkhhGgFJOgRjSLSMxJ/N39MFhMHM+repHDjaWs+z8goWdoSQghROxL0iEZRrklhHfN6jGajvVR9RMQIp41NCCFE6yBBj2g09W1SuDN1JwXGAvzd/OkR2MOZQxNCCNEKSNAjGk19Z3pspeojIkegVsmvrhBCiNqRdw7RaHoE9ECj0pBamFqnJoWbkzYDUqouhBCibiToEY3G3cWdzn51a1J4MuckCbkJaNVahoYPbYjhCSGEaOEk6BGNqq55PbaqrYEhA/Fw8XD6uIQQQrR8EvSIRlXXJoXShVkIIUR9SdAjGpUt6InLiMNgNjh0Tp4hj11ndwES9AghhKg7CXpEo4ryisJP54fRYuRgpmNNCv868xcmxUS0TzRR3lENPEIhhBAtlQQ9olGVbVLo6BKXLG0JIYRwBgl6RKOrTTKz2WJm82lrqfqISOnCLIQQou6aZdCzadMmJkyYQHh4OCqViu+//77GczZu3MiAAQNwc3Ojffv2fPjhhw0/UFEntWlSuD9jP1klWXi5eNE3uG8Dj0wIIURL1iyDnoKCAvr06cO7777r0PEnTpzgyiuvZPjw4ezevZunnnqKBx98kBUrVjTwSEVd9AzsiVqlJqUghbMFZ6s91taF+ZKIS3BRuzTG8IQQQrRQ2qYeQGXGjx/P+PHjHT7+ww8/pE2bNrz11lsAdOvWjZiYGN544w2uvfbaBhqlqCt3F3c6+XbicNZh9qbvZbTH6CqPteXzyNKWEEKI+mqWMz21tW3bNsaMGVPusbFjxxITE4PRaKz0nJKSEnJzc8t9icZjX+JKrXqJK6UghcNZh1GhYljEsMYamhBCiBaqRQQ9KSkphISElHssJCQEk8lEenp6pecsWLAAHx8f+1dUlJRCNyZbMvPe9KoruGyzPH2C+uDn5tco4xJCCNFytYigB6yl0GUpilLp4zZz584lJyfH/pWYmNjgYxTn2GZ6DqQfwGiuOBt3OPMwnx34DICRUVKqLoQQov6aZU5PbYWGhpKSUn7X7tTUVLRaLQEBAZWeo9Pp0Ol0jTE8UYm23m3x0fmQU5LDocxD9ArqBYBFsfBF3Bcs3rUYo8VIoD6QCe0nNPFohRBCtAQtYqZn6NChrFu3rtxjv/32GwMHDsTFRSp+miOVSkXvwPJLXCkFKdyz7h7eiHkDo8XIqKhRrJi4ghCPkOouJYQQQjikWQY9+fn5xMbGEhsbC1hL0mNjYzl16hRgXZqaNm2a/fh7772XhIQE5syZw8GDB1m6dCmffPIJjz32WFMMXziobDLzryd/5do117IjeQd6rZ7nhj7H25e+jb+bfxOPUgghREvRLJe3YmJiuPTSS+3fz5kzB4Dp06ezbNkykpOT7QEQQHR0ND///DOPPPII7733HuHh4bz99ttSrt7M9Qm2Bj3rEtbxy8lfAOgR0IN/D/837XzaNeHIhBBCtEQqxZbx28rl5ubi4+NDTk4O3t7eTT2cViHfkM/FX12MgoJapeaunndxX9/7pAmhEEIIh9Xm/btZzvSI1sHT1ZPJnSazN20vzwx5hgEhA5p6SEIIIVowCXpEk3rh4heaeghCCCFaiWaZyCyEEEII4WwS9AghhBCiVZCgRwghhBCtggQ9QgghhGgVJOgRQgghRKsgQY8QQgghWgUJeoQQQgjRKkjQI4QQQohWQYIeIYQQQrQKEvQIIYQQolWQoEcIIYQQrYIEPUIIIYRoFSToEUIIIUSrIEGPEEIIIVoFbVMPoLlQFAWA3NzcJh6JEEIIIRxle9+2vY9XR4KeUnl5eQBERUU18UiEEEIIUVt5eXn4+PhUe4xKcSQ0agUsFgtnzpzBy8sLlUrVaK+bm5tLVFQUiYmJeHt7N9rrXgjk3lRP7k/V5N5UT+5P9eT+VK053htFUcjLyyM8PBy1uvqsHZnpKaVWq4mMjGyy1/f29m42v0DNjdyb6sn9qZrcm+rJ/ame3J+qNbd7U9MMj40kMgshhBCiVZCgRwghhBCtggQ9TUyn0/H888+j0+maeijNjtyb6sn9qZrcm+rJ/ame3J+qXej3RhKZhRBCCNEqyEyPEEIIIVoFCXqEEEII0SpI0COEEEKIVkGCHiGEEEK0ChL0OMGmTZuYMGEC4eHhqFQqvv/++3LPnz17lttvv53w8HDc3d0ZN24cR48erXCdbdu2cdlll+Hh4YGvry+jRo2iqKjI/nxWVha33XYbPj4++Pj4cNttt5Gdnd3AP1391PfenDx5EpVKVenXt99+az/uQrw34JzfnZSUFG677TZCQ0Px8PCgf//+fPfdd+WOuRDvjzPuzbFjx5g8eTJBQUF4e3tzww03cPbs2XLHXIj3ZsGCBQwaNAgvLy+Cg4OZNGkShw8fLneMoijMmzeP8PBw9Ho9o0aN4sCBA+WOKSkpYfbs2QQGBuLh4cHEiRM5ffp0uWNa8/35+OOPGTVqFN7e3qhUqkp/7gvt/jjj3mRmZjJ79my6dOmCu7s7bdq04cEHHyQnJ6fcdZrjvZGgxwkKCgro06cP7777boXnFEVh0qRJHD9+nNWrV7N7927atm3LFVdcQUFBgf24bdu2MW7cOMaMGcPff//NP//8w6xZs8q11L755puJjY1l7dq1rF27ltjYWG677bZG+Rnrqr73JioqiuTk5HJfL7zwAh4eHowfP95+rQvx3oBzfnduu+02Dh8+zJo1a9i3bx9Tpkxh6tSp7N69237MhXh/6ntvCgoKGDNmDCqVivXr17N161YMBgMTJkzAYrHYr3Uh3puNGzfywAMPsH37dtatW4fJZGLMmDHlfi9ee+01Fi5cyLvvvss///xDaGgoo0ePtu8zCPDwww+zatUqli9fzpYtW8jPz+fqq6/GbDbbj2nN96ewsJBx48bx1FNPVflaF9r9cca9OXPmDGfOnOGNN95g3759LFu2jLVr13LXXXeVe61meW8U4VSAsmrVKvv3hw8fVgBl//799sdMJpPi7++vLFmyxP7Y4MGDlWeeeabK68bFxSmAsn37dvtj27ZtUwDl0KFDzv0hGkhd7835+vbtq9x5553271vCvVGUut8fDw8P5fPPPy93LX9/f+U///mPoigt4/7U5d78+uuvilqtVnJycuzHZGZmKoCybt06RVFaxr1RFEVJTU1VAGXjxo2KoiiKxWJRQkNDlX//+9/2Y4qLixUfHx/lww8/VBRFUbKzsxUXFxdl+fLl9mOSkpIUtVqtrF27VlGU1n1/yvrzzz8VQMnKyir3eEu4P/W9NzbffPON4urqqhiNRkVRmu+9kZmeBlZSUgKAm5ub/TGNRoOrqytbtmwBIDU1lR07dhAcHMzFF19MSEgII0eOtD8P1pkgHx8fBg8ebH9syJAh+Pj48NdffzXST+Ncjtyb8+3cuZPY2Nhynyha4r0Bx+/PsGHD+Prrr8nMzMRisbB8+XJKSkoYNWoU0DLvjyP3pqSkBJVKVa6JmpubG2q12n5MS7k3tmUFf39/AE6cOEFKSgpjxoyxH6PT6Rg5cqT959q5cydGo7HcMeHh4fTs2dN+TGu+P45oCffHWfcmJycHb29vtFrrlp7N9d5I0NPAunbtStu2bZk7dy5ZWVkYDAb+/e9/k5KSQnJyMgDHjx8HYN68edx9992sXbuW/v37c/nll9tzFFJSUggODq5w/eDgYFJSUhrvB3IiR+7N+T755BO6devGxRdfbH+sJd4bcPz+fP3115hMJgICAtDpdMycOZNVq1bRoUMHoGXeH0fuzZAhQ/Dw8OCJJ56gsLCQgoIC/vWvf2GxWOzHtIR7oygKc+bMYdiwYfTs2RPAPvaQkJByx4aEhNifS0lJwdXVFT8/v2qPaa33xxEX+v1x1r3JyMjgxRdfZObMmfbHmuu9kaCngbm4uLBixQqOHDmCv78/7u7ubNiwgfHjx6PRaADs+QUzZ87kjjvuoF+/fixatIguXbqwdOlS+7VUKlWF6yuKUunjFwJH7k1ZRUVF/O9//6uwbgwt796A4/fnmWeeISsri99//52YmBjmzJnD9ddfz759++zHtLT748i9CQoK4ttvv+WHH37A09MTHx8fcnJy6N+/f7n7d6Hfm1mzZrF3716++uqrCs+d/zM48nOdf4zcn+pdyPfHGfcmNzeXq666iu7du/P8889Xe43qrtNYtE32yq3IgAEDiI2NJScnB4PBQFBQEIMHD2bgwIEAhIWFAdC9e/dy53Xr1o1Tp04BEBoaWqHqBCAtLa1CRH4hqenelPXdd99RWFjItGnTyj3eUu8N1Hx/jh07xrvvvsv+/fvp0aMHAH369GHz5s289957fPjhhy32/jjyuzNmzBiOHTtGeno6Wq0WX19fQkNDiY6OBi78353Zs2ezZs0aNm3aRGRkpP3x0NBQwPpp2/b3BaxL6bafKzQ0FIPBQFZWVrnZntTUVPtMamu+P464kO+PM+5NXl4e48aNw9PTk1WrVuHi4lLuOs3x3shMTyPy8fEhKCiIo0ePEhMTwzXXXANAu3btCA8Pr1A2eOTIEdq2bQvA0KFDycnJ4e+//7Y/v2PHDnJycsot9Vyoqro3ZX3yySdMnDiRoKCgco+39HsDVd+fwsJCgHJVfmDNb7HNILb0++PI705gYCC+vr6sX7+e1NRUJk6cCFy490ZRFGbNmsXKlStZv369PYiziY6OJjQ0lHXr1tkfMxgMbNy40f5zDRgwABcXl3LHJCcns3//fvsxrfn+OOJCvD/Ouje5ubmMGTMGV1dX1qxZUy6/DprxvWn01OkWKC8vT9m9e7eye/duBVAWLlyo7N69W0lISFAUxZrV/ueffyrHjh1Tvv/+e6Vt27bKlClTyl1j0aJFire3t/Ltt98qR48eVZ555hnFzc1NiY+Ptx8zbtw4pXfv3sq2bduUbdu2Kb169VKuvvrqRv1Za8sZ90ZRFOXo0aOKSqVSfvnll0pf50K8N4pS//tjMBiUjh07KsOHD1d27NihxMfHK2+88YaiUqmUn376yX7chXh/nPG7s3TpUmXbtm1KfHy88sUXXyj+/v7KnDlzyh1zId6b++67T/Hx8VE2bNigJCcn278KCwvtx/z73/9WfHx8lJUrVyr79u1TbrrpJiUsLEzJzc21H3PvvfcqkZGRyu+//67s2rVLueyyy5Q+ffooJpPJfkxrvj/JycnK7t27lSVLliiAsmnTJmX37t1KRkaG/ZgL7f44497k5uYqgwcPVnr16qXEx8eXu05z/92RoMcJbOWM539Nnz5dURRFWbx4sRIZGam4uLgobdq0UZ555hmlpKSkwnUWLFigREZGKu7u7srQoUOVzZs3l3s+IyNDueWWWxQvLy/Fy8tLueWWWyqUUDY3zro3c+fOVSIjIxWz2Vzp61yI90ZRnHN/jhw5okyZMkUJDg5W3N3dld69e1coYb8Q748z7s0TTzyhhISEKC4uLkqnTp2UN998U7FYLOWOuRDvTWX3BVA+/fRT+zEWi0V5/vnnldDQUEWn0ykjRoxQ9u3bV+46RUVFyqxZsxR/f39Fr9crV199tXLqTOFVfgAAA/VJREFU1Klyx7Tm+/P888/XeJ0L7f44495U9W8TUE6cOGE/rjneG5WiKIozZ46EEEIIIZojyekRQgghRKsgQY8QQgghWgUJeoQQQgjRKkjQI4QQQohWQYIeIYQQQrQKEvQIIYQQolWQoEcIIYQQrYIEPUIIIYRoFSToEUIIIUSrIEGPEEJUw2w22zdvFUJc2CToEUJcMD7//HMCAgIoKSkp9/i1117LtGnTAPjhhx8YMGAAbm5utG/fnhdeeAGTyWQ/duHChfTq1QsPDw+ioqK4//77yc/Ptz+/bNkyfH19+fHHH+nevTs6nY6EhITG+QGFEA1Kgh4hxAXj+uuvx2w2s2bNGvtj6enp/Pjjj9xxxx38+uuv3HrrrTz44IPExcXx0UcfsWzZMl5++WX78Wq1mrfffpv9+/fz2WefsX79eh5//PFyr1NYWMiCBQv4z3/+w4EDBwgODm60n1EI0XBkw1EhxAXl/vvv5+TJk/z8888ALF68mLfffpv4+HhGjhzJ+PHjmTt3rv34//73vzz++OOcOXOm0ut9++233HfffaSnpwPWmZ477riD2NhY+vTp0/A/kBCi0UjQI4S4oOzevZtBgwaRkJBAREQEffv25dprr+XZZ5/Fw8MDi8WCRqOxH282mykuLqagoAB3d3f+/PNPXnnlFeLi4sjNzcVkMlFcXEx+fj4eHh4sW7aMmTNnUlxcjEqlasKfVAjhbNqmHoAQQtRGv3796NOnD59//jljx45l3759/PDDDwBYLBZeeOEFpkyZUuE8Nzc3EhISuPLKK7n33nt58cUX8ff3Z8uWLdx1110YjUb7sXq9XgIeIVogCXqEEBecGTNmsGjRIpKSkrjiiiuIiooCoH///hw+fJiOHTtWel5MTAwmk4k333wTtdqa0vjNN9802riFEE1Lgh4hxAXnlltu4bHHHmPJkiV8/vnn9sefe+45rr76aqKiorj++utRq9Xs3buXffv28dJLL9GhQwdMJhPvvPMOEyZMYOvWrXz44YdN+JMIIRqTVG8JIS443t7eXHvttXh6ejJp0iT742PHjuXHH39k3bp1DBo0iCFDhrBw4ULatm0LQN++fVm4cCGvvvoqPXv25Msvv2TBggVN9FMIIRqbJDILIS5Io0ePplu3brz99ttNPRQhxAVCgh4hxAUlMzOT3377jVtuuYW4uDi6dOnS1EMSQlwgJKdHCHFB6d+/P1lZWbz66qsS8AghakVmeoQQQgjRKkgisxBCCCFaBQl6hBBCCNEqSNAjhBBCiFZBgh4hhBBCtAoS9AghhBCiVZCgRwghhBCtggQ9QgghhGgVJOgRQgghRKsgQY8QQgghWoX/A22HKqxTU+kLAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for iGroup in model_min_max_dt.groups[1:]:\n", " ds = model_min_max_dt[iGroup].ds.sel(\n", " year=slice(1950, 2022)\n", " ) # drop the last year because its incomplete\n", " ds[\"max\"].plot(label=iGroup[1:])\n", "\n", "plt.title(\"Trends in Sea-Ice Maximum Volume\")\n", "plt.ylabel(\"Sea-Ice Volume ($m^3$)\")\n", "\n", "_ = plt.legend()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:37:26.961380Z", "iopub.status.busy": "2024-01-10T00:37:26.961206Z", "iopub.status.idle": "2024-01-10T00:37:27.209376Z", "shell.execute_reply": "2024-01-10T00:37:27.208491Z", "shell.execute_reply.started": "2024-01-10T00:37:26.961363Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for iGroup in si_vol_dt.groups[1:]:\n", " climatology(si_vol_dt[iGroup].ds.si_vol).plot(label=iGroup[1:])\n", "\n", "plt.title(\"Climatology of Sea-Ice Volume\")\n", "plt.ylabel(\"Sea-Ice Volume ($m^3$)\")\n", "\n", "_ = plt.legend()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "execution": { "iopub.execute_input": "2024-01-10T00:37:27.210292Z", "iopub.status.busy": "2024-01-10T00:37:27.210127Z", "iopub.status.idle": "2024-01-10T00:37:29.394884Z", "shell.execute_reply": "2024-01-10T00:37:29.393978Z", "shell.execute_reply.started": "2024-01-10T00:37:27.210275Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.3.0\n", "0.3.0\n", "0.3.0\n", "0.3.0\n", "0.3.0\n", "0.3.0\n", "0.3.0\n", "0.3.0\n", "0.3.0\n", "0.3.0\n", "0.3.0\n", "0.3.0\n" ] } ], "source": [ "client.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }