diff --git a/doc/userguide/bulk_statistics/notebooks/compute_statistics_during_feature_detection.ipynb b/doc/userguide/bulk_statistics/notebooks/compute_statistics_during_feature_detection.ipynb index fa1466bd..17b3a8d8 100644 --- a/doc/userguide/bulk_statistics/notebooks/compute_statistics_during_feature_detection.ipynb +++ b/doc/userguide/bulk_statistics/notebooks/compute_statistics_during_feature_detection.ipynb @@ -14,16 +14,18 @@ }, { "cell_type": "code", - "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:16.390548Z", "iopub.status.busy": "2025-07-17T22:12:16.390229Z", "iopub.status.idle": "2025-07-17T22:12:18.500502Z", "shell.execute_reply": "2025-07-17T22:12:18.500208Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:12.217849Z", + "start_time": "2025-12-08T22:29:11.575954Z" } }, - "outputs": [], "source": [ "# Import libraries\n", "import numpy as np\n", @@ -36,19 +38,30 @@ "from pathlib import Path\n", "\n", "%matplotlib inline" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "code", - "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:18.502293Z", "iopub.status.busy": "2025-07-17T22:12:18.502080Z", "iopub.status.idle": "2025-07-17T22:12:21.094590Z", "shell.execute_reply": "2025-07-17T22:12:21.094196Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:13.514407Z", + "start_time": "2025-12-08T22:29:12.221101Z" } }, + "source": [ + "# Import tobac itself\n", + "import tobac\n", + "\n", + "print(\"using tobac version\", str(tobac.__version__))" + ], "outputs": [ { "name": "stdout", @@ -58,25 +71,22 @@ ] } ], - "source": [ - "# Import tobac itself\n", - "import tobac\n", - "\n", - "print(\"using tobac version\", str(tobac.__version__))" - ] + "execution_count": 2 }, { "cell_type": "code", - "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:21.121485Z", "iopub.status.busy": "2025-07-17T22:12:21.121214Z", "iopub.status.idle": "2025-07-17T22:12:21.123536Z", "shell.execute_reply": "2025-07-17T22:12:21.123271Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:13.558864Z", + "start_time": "2025-12-08T22:29:13.556688Z" } }, - "outputs": [], "source": [ "# Disable a few warnings:\n", "import warnings\n", @@ -85,7 +95,9 @@ "warnings.filterwarnings(\"ignore\", category=RuntimeWarning, append=True)\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning, append=True)\n", "warnings.filterwarnings(\"ignore\", category=pd.io.pytables.PerformanceWarning)" - ] + ], + "outputs": [], + "execution_count": 3 }, { "cell_type": "markdown", @@ -98,32 +110,38 @@ }, { "cell_type": "code", - "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:21.124782Z", "iopub.status.busy": "2025-07-17T22:12:21.124685Z", "iopub.status.idle": "2025-07-17T22:12:21.126260Z", "shell.execute_reply": "2025-07-17T22:12:21.126046Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:13.565092Z", + "start_time": "2025-12-08T22:29:13.563623Z" } }, - "outputs": [], "source": [ "data_out=Path('../../../examples')" - ] + ], + "outputs": [], + "execution_count": 4 }, { "cell_type": "code", - "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:21.127390Z", "iopub.status.busy": "2025-07-17T22:12:21.127307Z", "iopub.status.idle": "2025-07-17T22:12:21.138024Z", "shell.execute_reply": "2025-07-17T22:12:21.137825Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:13.571484Z", + "start_time": "2025-12-08T22:29:13.567803Z" } }, - "outputs": [], "source": [ "# Download the data: This only has to be done once for all tobac examples and can take a while\n", "data_file = list(data_out.rglob(\"data/Example_input_Precip.nc\"))\n", @@ -138,7 +156,9 @@ " tempfile.unlink()\n", " print(\"data extracted\")\n", " data_file = list(data_out.rglob(\"data/Example_input_Precip.nc\"))" - ] + ], + "outputs": [], + "execution_count": 5 }, { "cell_type": "markdown", @@ -149,34 +169,63 @@ }, { "cell_type": "code", - "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:21.139140Z", "iopub.status.busy": "2025-07-17T22:12:21.139052Z", "iopub.status.idle": "2025-07-17T22:12:22.083329Z", "shell.execute_reply": "2025-07-17T22:12:22.083084Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:14.056263Z", + "start_time": "2025-12-08T22:29:13.574133Z" } }, - "outputs": [], "source": [ "Precip = xr.open_dataset(data_file[0])[\"surface_precipitation_average\"]" - ] + ], + "outputs": [], + "execution_count": 6 }, { "cell_type": "code", - "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:22.084863Z", "iopub.status.busy": "2025-07-17T22:12:22.084666Z", "iopub.status.idle": "2025-07-17T22:12:22.098336Z", "shell.execute_reply": "2025-07-17T22:12:22.098135Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:14.068260Z", + "start_time": "2025-12-08T22:29:14.059838Z" } }, + "source": [ + "# display information about the iris cube containing the surface precipitation data:\n", + "display(Precip)" + ], "outputs": [ { "data": { + "text/plain": [ + " Size: 7MB\n", + "[1842588 values with dtype=float32]\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 376B 2013-06-19T20:05:00 ... 2013-06-1...\n", + " * south_north (south_north) int64 2kB 281 282 283 284 285 ... 475 476 477 478\n", + " * west_east (west_east) int64 2kB 281 282 283 284 285 ... 475 476 477 478\n", + " latitude (south_north, west_east) float32 157kB ...\n", + " longitude (south_north, west_east) float32 157kB ...\n", + " x (west_east) float64 2kB ...\n", + " y (south_north) float64 2kB ...\n", + " x_0 (west_east) int64 2kB ...\n", + " y_0 (south_north) int64 2kB ...\n", + "Attributes:\n", + " long_name: surface_precipitation_average\n", + " units: mm h-1" + ], "text/html": [ "
\n", "\n", @@ -198,28 +247,76 @@ " */\n", "\n", ":root {\n", - " --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n", - " --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n", - " --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n", - " --xr-border-color: var(--jp-border-color2, #e0e0e0);\n", - " --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n", - " --xr-background-color: var(--jp-layout-color0, white);\n", - " --xr-background-color-row-even: var(--jp-layout-color1, white);\n", - " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n", + " --xr-font-color0: var(\n", + " --jp-content-font-color0,\n", + " var(--pst-color-text-base rgba(0, 0, 0, 1))\n", + " );\n", + " --xr-font-color2: var(\n", + " --jp-content-font-color2,\n", + " var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n", + " );\n", + " --xr-font-color3: var(\n", + " --jp-content-font-color3,\n", + " var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n", + " );\n", + " --xr-border-color: var(\n", + " --jp-border-color2,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n", + " );\n", + " --xr-disabled-color: var(\n", + " --jp-layout-color3,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n", + " );\n", + " --xr-background-color: var(\n", + " --jp-layout-color0,\n", + " var(--pst-color-on-background, white)\n", + " );\n", + " --xr-background-color-row-even: var(\n", + " --jp-layout-color1,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n", + " );\n", + " --xr-background-color-row-odd: var(\n", + " --jp-layout-color2,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n", + " );\n", "}\n", "\n", - "html[theme=dark],\n", - "html[data-theme=dark],\n", - "body[data-theme=dark],\n", + "html[theme=\"dark\"],\n", + "html[data-theme=\"dark\"],\n", + "body[data-theme=\"dark\"],\n", "body.vscode-dark {\n", - " --xr-font-color0: rgba(255, 255, 255, 1);\n", - " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", - " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", - " --xr-border-color: #1F1F1F;\n", - " --xr-disabled-color: #515151;\n", - " --xr-background-color: #111111;\n", - " --xr-background-color-row-even: #111111;\n", - " --xr-background-color-row-odd: #313131;\n", + " --xr-font-color0: var(\n", + " --jp-content-font-color0,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 1))\n", + " );\n", + " --xr-font-color2: var(\n", + " --jp-content-font-color2,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n", + " );\n", + " --xr-font-color3: var(\n", + " --jp-content-font-color3,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n", + " );\n", + " --xr-border-color: var(\n", + " --jp-border-color2,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n", + " );\n", + " --xr-disabled-color: var(\n", + " --jp-layout-color3,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n", + " );\n", + " --xr-background-color: var(\n", + " --jp-layout-color0,\n", + " var(--pst-color-on-background, #111111)\n", + " );\n", + " --xr-background-color-row-even: var(\n", + " --jp-layout-color1,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n", + " );\n", + " --xr-background-color-row-odd: var(\n", + " --jp-layout-color2,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n", + " );\n", "}\n", "\n", ".xr-wrap {\n", @@ -270,10 +367,12 @@ ".xr-section-item input {\n", " display: inline-block;\n", " opacity: 0;\n", + " height: 0;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", + " border: 2px solid transparent !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", @@ -282,7 +381,7 @@ "}\n", "\n", ".xr-section-item input:focus + label {\n", - " border: 2px solid var(--xr-font-color0);\n", + " border: 2px solid var(--xr-font-color0) !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label:hover {\n", @@ -306,7 +405,7 @@ "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", - " content: '►';\n", + " content: \"►\";\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", @@ -317,7 +416,7 @@ "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", - " content: '▼';\n", + " content: \"▼\";\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", @@ -389,15 +488,15 @@ "}\n", "\n", ".xr-dim-list:before {\n", - " content: '(';\n", + " content: \"(\";\n", "}\n", "\n", ".xr-dim-list:after {\n", - " content: ')';\n", + " content: \")\";\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", - " content: ',';\n", + " content: \",\";\n", " padding-right: 5px;\n", "}\n", "\n", @@ -414,7 +513,9 @@ ".xr-var-item label,\n", ".xr-var-item > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-even);\n", + " border-color: var(--xr-background-color-row-odd);\n", " margin-bottom: 0;\n", + " padding-top: 2px;\n", "}\n", "\n", ".xr-var-item > .xr-var-name:hover span {\n", @@ -425,6 +526,7 @@ ".xr-var-list > li:nth-child(odd) > label,\n", ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-odd);\n", + " border-color: var(--xr-background-color-row-even);\n", "}\n", "\n", ".xr-var-name {\n", @@ -474,8 +576,15 @@ ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", - " background-color: var(--xr-background-color) !important;\n", - " padding-bottom: 5px !important;\n", + " border-top: 2px dotted var(--xr-background-color);\n", + " padding-bottom: 20px !important;\n", + " padding-top: 10px !important;\n", + "}\n", + "\n", + ".xr-var-attrs-in + label,\n", + ".xr-var-data-in + label,\n", + ".xr-index-data-in + label {\n", + " padding: 0 1px;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", @@ -488,6 +597,12 @@ " float: right;\n", "}\n", "\n", + ".xr-var-data > pre,\n", + ".xr-index-data > pre,\n", + ".xr-var-data > table > tbody > tr {\n", + " background-color: transparent !important;\n", + "}\n", + "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", @@ -547,6 +662,14 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", + "\n", + ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n", + ".xr-var-data-in:checked + label > .xr-icon-database,\n", + ".xr-index-data-in:checked + label > .xr-icon-database {\n", + " color: var(--xr-font-color0);\n", + " filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n", + " stroke-width: 0.8px;\n", + "}\n", "
<xarray.DataArray 'surface_precipitation_average' (time: 47, south_north: 198,\n",
        "                                                   west_east: 198)> Size: 7MB\n",
        "[1842588 values with dtype=float32]\n",
@@ -562,7 +685,7 @@
        "    y_0          (south_north) int64 2kB ...\n",
        "Attributes:\n",
        "    long_name:  surface_precipitation_average\n",
-       "    units:      mm h-1
  • long_name :
    surface_precipitation_average
    units :
    mm h-1
  • " ] }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "# display information about the iris cube containing the surface precipitation data:\n", - "display(Precip)" - ] + "execution_count": 7 }, { "cell_type": "code", - "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:22.099443Z", "iopub.status.busy": "2025-07-17T22:12:22.099366Z", "iopub.status.idle": "2025-07-17T22:12:22.101071Z", "shell.execute_reply": "2025-07-17T22:12:22.100891Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:14.075448Z", + "start_time": "2025-12-08T22:29:14.073448Z" } }, - "outputs": [], "source": [ "# Set up directory to save output:\n", "savedir = Path(\"Save\")\n", @@ -693,7 +800,9 @@ "plot_dir = Path(\"Plot\")\n", "if not plot_dir.is_dir():\n", " plot_dir.mkdir()" - ] + ], + "outputs": [], + "execution_count": 8 }, { "cell_type": "markdown", @@ -714,16 +823,18 @@ }, { "cell_type": "code", - "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:22.102215Z", "iopub.status.busy": "2025-07-17T22:12:22.102138Z", "iopub.status.idle": "2025-07-17T22:12:22.173274Z", "shell.execute_reply": "2025-07-17T22:12:22.172997Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:14.192889Z", + "start_time": "2025-12-08T22:29:14.081652Z" } }, - "outputs": [], "source": [ "parameters_features = {}\n", "parameters_features[\"position_threshold\"] = \"weighted_diff\"\n", @@ -734,9 +845,12 @@ "parameters_features[\"n_erosion_threshold\"] = 0\n", "parameters_features[\"n_min_threshold\"] = 3\n", "\n", - "# get temporal and spation resolution of the data\n", - "dxy, dt = tobac.get_spacings(Precip)" - ] + "# set temporal and spation resolution of the data\n", + "dxy = 500 # meters\n", + "dt = 300 # seconds" + ], + "outputs": [], + "execution_count": 9 }, { "cell_type": "markdown", @@ -754,22 +868,26 @@ }, { "cell_type": "code", - "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:22.174628Z", "iopub.status.busy": "2025-07-17T22:12:22.174543Z", "iopub.status.idle": "2025-07-17T22:12:22.176240Z", "shell.execute_reply": "2025-07-17T22:12:22.176003Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:14.199615Z", + "start_time": "2025-12-08T22:29:14.197203Z" } }, - "outputs": [], "source": [ "statistics = {}\n", "statistics[\"mean_precip\"] = np.mean\n", "statistics[\"total_precip\"] = np.sum\n", "statistics[\"max_precip\"] = np.max" - ] + ], + "outputs": [], + "execution_count": 10 }, { "cell_type": "markdown", @@ -780,58 +898,60 @@ }, { "cell_type": "code", - "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:22.177924Z", "iopub.status.busy": "2025-07-17T22:12:22.177848Z", "iopub.status.idle": "2025-07-17T22:12:22.179476Z", "shell.execute_reply": "2025-07-17T22:12:22.179272Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:14.204133Z", + "start_time": "2025-12-08T22:29:14.202548Z" } }, - "outputs": [], "source": [ "statistics[\"percentiles\"] = (np.percentile, {\"q\": [95, 99]})" - ] + ], + "outputs": [], + "execution_count": 11 }, { "cell_type": "code", - "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:22.180632Z", "iopub.status.busy": "2025-07-17T22:12:22.180526Z", "iopub.status.idle": "2025-07-17T22:12:23.655773Z", "shell.execute_reply": "2025-07-17T22:12:23.655559Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:15.772677Z", + "start_time": "2025-12-08T22:29:14.207127Z" } }, + "source": [ + "# Feature detection based on based on surface precipitation field and a range of thresholds\n", + "print(\"starting feature detection based on multiple thresholds\")\n", + "Features = tobac.feature_detection_multithreshold(\n", + " Precip, dxy, **parameters_features, statistic=statistics\n", + ")\n", + "print(\"feature detection done\")\n", + "Features.to_hdf(savedir / \"Features.h5\", \"table\")\n", + "print(\"features saved\")" + ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "starting feature detection based on multiple thresholds\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "starting feature detection based on multiple thresholds\n", "feature detection done\n", "features saved\n" ] } ], - "source": [ - "# Feature detection based on based on surface precipitation field and a range of thresholds\n", - "print(\"starting feature detection based on multiple thresholds\")\n", - "Features = tobac.feature_detection_multithreshold(\n", - " Precip, dxy, **parameters_features, statistic=statistics\n", - ")\n", - "print(\"feature detection done\")\n", - "Features.to_hdf(savedir / \"Features.h5\", \"table\")\n", - "print(\"features saved\")" - ] + "execution_count": 12 }, { "cell_type": "markdown", @@ -842,18 +962,55 @@ }, { "cell_type": "code", - "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:12:23.656980Z", "iopub.status.busy": "2025-07-17T22:12:23.656827Z", "iopub.status.idle": "2025-07-17T22:12:23.667489Z", "shell.execute_reply": "2025-07-17T22:12:23.667270Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T22:29:15.796387Z", + "start_time": "2025-12-08T22:29:15.788509Z" } }, + "source": [ + "Features.head()" + ], "outputs": [ { "data": { + "text/plain": [ + " frame idx hdim_1 hdim_2 num threshold_value mean_precip \\\n", + "0 0 1 50.065727 139.857477 9 1 1.241012 \n", + "1 0 15 120.527119 172.500325 4 1 1.25016 \n", + "2 0 18 126.779273 145.368401 15 1 1.564113 \n", + "3 0 34 111.611369 155.452030 4 2 2.313658 \n", + "4 0 35 111.765231 164.938866 8 2 2.610886 \n", + "\n", + " total_precip max_precip percentiles ... \\\n", + "0 11.169106 1.528488 ([1.4821563005447387, 1.5192213106155394],) ... \n", + "1 5.000638 1.267255 ([1.266197031736374, 1.267043651342392],) ... \n", + "2 23.461691 2.321664 ([2.268769121170044, 2.311084909439087],) ... \n", + "3 9.25463 2.409467 ([2.4016830801963804, 2.4079100108146667],) ... \n", + "4 20.887089 3.081343 ([2.995926022529602, 3.064259362220764],) ... \n", + "\n", + " time timestr south_north west_east latitude \\\n", + "0 2013-06-19 20:05:00 2013-06-19 20:05:00 331.065727 420.857477 29.846362 \n", + "1 2013-06-19 20:05:00 2013-06-19 20:05:00 401.527119 453.500325 30.166929 \n", + "2 2013-06-19 20:05:00 2013-06-19 20:05:00 407.779273 426.368401 30.196499 \n", + "3 2013-06-19 20:05:00 2013-06-19 20:05:00 392.611369 436.452030 30.126871 \n", + "4 2013-06-19 20:05:00 2013-06-19 20:05:00 392.765231 445.938866 30.127221 \n", + "\n", + " longitude x y x_0 y_0 \n", + "0 -94.172015 210678.738492 165782.863285 420.857477 331.065727 \n", + "1 -93.996892 227000.162468 201013.559414 453.500325 401.527119 \n", + "2 -94.139960 213434.200454 204139.636582 426.368401 407.779273 \n", + "3 -94.087317 218476.015240 196555.684682 436.452030 392.611369 \n", + "4 -94.037226 223219.433218 196632.615461 445.938866 392.765231 \n", + "\n", + "[5 rows x 21 columns]" + ], "text/html": [ "
    \n", "
    <xarray.DataArray 'w' (time: 100, y: 50, x: 100)> Size: 4MB\n",
    -       "[500000 values with dtype=float64]\n",
    +       "array([[[3.67879441e+00, 4.04541885e+00, 4.40431655e+00, ...,\n",
    +       "         2.22319774e-16, 9.26766698e-17, 3.82489752e-17],\n",
    +       "        [4.04541885e+00, 4.44858066e+00, 4.84324569e+00, ...,\n",
    +       "         2.44475908e-16, 1.01912721e-16, 4.20608242e-17],\n",
    +       "        [4.40431655e+00, 4.84324569e+00, 5.27292424e+00, ...,\n",
    +       "         2.66165093e-16, 1.10954118e-16, 4.57923372e-17],\n",
    +       "        ...,\n",
    +       "        [6.45813368e-03, 7.10174389e-03, 7.73178977e-03, ...,\n",
    +       "         3.90282972e-19, 1.62694148e-19, 6.71461808e-20],\n",
    +       "        [4.43860604e-03, 4.88095244e-03, 5.31397622e-03, ...,\n",
    +       "         2.68237303e-19, 1.11817944e-19, 4.61488502e-20],\n",
    +       "        [3.02025230e-03, 3.32124719e-03, 3.61589850e-03, ...,\n",
    +       "         1.82522243e-19, 7.60865909e-20, 3.14020145e-20]],\n",
    +       "\n",
    +       "       [[2.77002707e+00, 3.10141076e+00, 3.43788719e+00, ...,\n",
    +       "         9.59477405e-16, 4.07234329e-16, 1.71124056e-16],\n",
    +       "        [3.07177968e+00, 3.43926262e+00, 3.81239306e+00, ...,\n",
    +       "         1.06399798e-15, 4.51596358e-16, 1.89765437e-16],\n",
    +       "        [3.37250939e+00, 3.77596921e+00, 4.18562943e+00, ...,\n",
    +       "         1.16816424e-15, 4.95808006e-16, 2.08343626e-16],\n",
    +       "...\n",
    +       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
    +       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
    +       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
    +       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
    +       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
    +       "\n",
    +       "       [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
    +       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
    +       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
    +       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
    +       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
    +       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
    +       "        ...,\n",
    +       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
    +       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
    +       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
    +       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
    +       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
    +       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],\n",
    +       "      shape=(100, 50, 100))\n",
            "Coordinates:\n",
            "  * time       (time) datetime64[ns] 800B 2000-01-01T12:00:00 ... 2000-01-01T...\n",
            "  * y          (y) float64 400B 0.0 1e+03 2e+03 ... 4.7e+04 4.8e+04 4.9e+04\n",
            "  * x          (x) float64 800B 0.0 1e+03 2e+03 ... 9.7e+04 9.8e+04 9.9e+04\n",
    -       "    latitude   (y, x) float64 40kB ...\n",
    -       "    longitude  (y, x) float64 40kB ...\n",
    +       "    latitude   (y, x) float64 40kB 24.0 24.01 24.02 24.03 ... 24.97 24.98 24.99\n",
    +       "    longitude  (y, x) float64 40kB 150.0 150.0 150.0 150.0 ... 150.5 150.5 150.5\n",
            "Attributes:\n",
    -       "    units:    m s-1
  • units :
    m s-1
  • " ] }, "execution_count": 4, @@ -697,10 +931,7 @@ "output_type": "execute_result" } ], - "source": [ - "test_data = tobac.testing.make_simple_sample_data_2D(data_type=\"xarray\")\n", - "test_data" - ] + "execution_count": 4 }, { "cell_type": "markdown", @@ -712,7 +943,6 @@ }, { "cell_type": "code", - "execution_count": 5, "id": "cd819867", "metadata": { "execution": { @@ -720,8 +950,15 @@ "iopub.status.busy": "2025-07-17T21:59:58.901432Z", "iopub.status.idle": "2025-07-17T21:59:58.905061Z", "shell.execute_reply": "2025-07-17T21:59:58.904525Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:56.406722Z", + "start_time": "2025-12-04T20:43:56.403722Z" } }, + "source": [ + "test_data.data[0]" + ], "outputs": [ { "data": { @@ -738,7 +975,7 @@ " [4.43860604e-03, 4.88095244e-03, 5.31397622e-03, ...,\n", " 2.68237303e-19, 1.11817944e-19, 4.61488502e-20],\n", " [3.02025230e-03, 3.32124719e-03, 3.61589850e-03, ...,\n", - " 1.82522243e-19, 7.60865909e-20, 3.14020145e-20]])" + " 1.82522243e-19, 7.60865909e-20, 3.14020145e-20]], shape=(50, 100))" ] }, "execution_count": 5, @@ -746,9 +983,7 @@ "output_type": "execute_result" } ], - "source": [ - "test_data.data[0]" - ] + "execution_count": 5 }, { "cell_type": "markdown", @@ -762,7 +997,6 @@ }, { "cell_type": "code", - "execution_count": 6, "id": "b7c04d5a", "metadata": { "execution": { @@ -770,20 +1004,12 @@ "iopub.status.busy": "2025-07-17T21:59:58.907120Z", "iopub.status.idle": "2025-07-17T21:59:59.195480Z", "shell.execute_reply": "2025-07-17T21:59:59.195242Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:56.713157Z", + "start_time": "2025-12-04T20:43:56.445778Z" } }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "fig, axs = plt.subplots(ncols=1, nrows=3, figsize=(12, 16), sharey=True)\n", "plt.subplots_adjust(hspace=0.5)\n", @@ -793,7 +1019,23 @@ " test_data.isel(time=itime).plot(ax=axs[i])\n", "\n", " axs[i].set_title(f\"timeframe = {itime}\")" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+4AAAVACAYAAADWIgIaAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XlcVFX/B/DPnWHYJRYFF1xRVExzSwJLTDPNp8X90az8mYlbpZZaqVlppfWkluFuaZqWGGZuZSZuiPuamCICbuSCCoLDOnN/f/DMPBIzZ4Y7gzPi5/285pXPPefcc+bOFfnOPed7JFmWZRARERERERGRU1I5egBEREREREREZB4DdyIiIiIiIiInxsCdiIiIiIiIyIkxcCciIiIiIiJyYgzciYiIiIiIiJwYA3ciIiIiIiIiJ8bAnYiIiIiIiMiJMXAnIiIiIiIicmIM3ImIiIiIiIicGAN3IiJyqLy8PFy6dKnUsbVr16Jx48bo0KGDg0ZlnePHj2PQoEFo27YtHnnkEXTq1Am3bt1y9LAqtby8PHz99dfo1q0bHn74YYSHh2PIkCHYuXOno4dGRERUYRi4ExGRw2zYsAFdu3bF3r17HT2Ucvv7778xaNAg7Nu3D7Iso2HDhvD394efn5+jh1ZpabVaDBo0CDExMbh06RIaNWoET09PJCQkIDo6GjExMY4eIhERUYVwcfQAiIjowTV79mxcvXq1zPEuXbrgkUcegUajccCorLN9+3bk5eXBy8sLW7duhb+/v6OHVOlNnToVx48fR9OmTTF//nzUqFEDALBu3TpMmjQJX3/9NVq3bo3IyEgHj5SIiMi++MSdiIicTpUqVRASEoI6deo4eihmGabEN2rUiEH7PXDhwgWsX78eKpUKX3zxhTFoB4AePXrgtddeAwB8/fXXjhoiERFRhWHgTkREpIBerwcAuLq6OngkD4ZffvkFOp0OLVu2RMOGDcuUv/jiiwCAI0eOICMj414Pj4iIqEIxcCcionvu66+/RuPGjXH58mUAwOTJk9G4cWPj01JzyelefvllNG7cGImJiThx4gRGjBiB8PBwtGzZEj179sS6deuMddesWYNevXqhZcuWaNOmDV599VUcO3bM7Jj++OMPREdHIyIiAg8//DCeeOIJvP3220hKSipVzzA2w3rqAwcOoHHjxmjcuDH2798PAMb/n5mZiXHjxqFVq1Zo06YNXnnlFRQXFwMAiouLsW7dOgwfPhxPPPEEmjdvjlatWqFr166YMmUK0tLSyozRGd6/Jfv37ze+f2te7777rlXnNYy9TZs2JsuDgoJQq1YtACWfCRERUWXCNe5ERHTP1ahRA61bt8bJkydRWFiIunXrIiAgoNT0Z5HffvsNcXFxcHV1Rb169ZCRkYFTp07hnXfegVarxZEjR7BhwwYEBASgfv36OHv2LPbs2YODBw9izZo1aNKkifFcxcXFePfdd7FhwwYAQEBAABo3boxLly5h48aN+PXXXzFx4kS89NJLxvLWrVvj77//xt9//w1vb2+EhoYCKJnif7c33ngDR48eRWhoKG7evIlq1arBxcUF+fn5iI6ONgb6tWrVQmhoKG7cuIH09HSkp6djw4YNWLlyJcLCwpzq/VtSpUoVtG7d2qq6AFCvXj2r6p0/fx4AhMsnatWqhcuXLyM9Pd3q/omIiO4LMhERkYM8+eSTcmhoqBwbG1vqeFxcnBwaGio/8cQTpY6/9NJLcmhoqBwaGiq/8cYb8u3bt2VZluX8/Hz51VdflUNDQ+UmTZrIzZs3l9etW2dsd+nSJTkqKkoODQ2V33333VLn/OKLL+TQ0FC5Q4cO8q5du4zHi4uL5eXLl8thYWFy48aN5YSEhFLt5syZI4eGhsovvfRSmfdlGOPDDz8sHzhwQJZlWdbpdPKtW7dKtQ0PD5ePHz9equ3x48fl9u3bG9+js77/e61ly5ZyaGiovHXrVrN1Xn/9dTk0NFSeMmXKPRwZERFRxeNUeSIiuu/4+vpixowZxifcbm5uGDx4MICSteevvfYaXnjhBWP9WrVqoU+fPgBQaur3jRs3sGzZMgDAvHnz8MQTTxjL1Go1Xn75Zfzf//0fZFnGl19+We5xPvPMM3j00UcBACqVCr6+vgCAxMREqFQqvP7662jRokWpNi1atMCAAQMAAMnJyff1+7en/Px8AOKcAm5ubqXqEhERVRYM3ImI6L4THh4OT0/PUscM65sBICoqqkybwMBAAEBubq7x2M6dO1FYWIiGDRuiWbNmJvsyBMAnTpzAjRs3yjVOc+uxf/jhB5w4cQL9+/c3We7h4QHAfAB6v7x/e1Kr1QAASZLM1pFlGUDJlyRERESVCde4ExHRfad69epljt2957up7dlcXMr+k3f27FkAwJUrV4xPuf/JEAwCQGpqKgICAqweZ7Vq1cyWaTQa5OTk4MiRI0hPT8fFixeRnp6Ov/76C5mZmQD+l7n+n5z5/Z86dQrTpk0T1rlbVFQUhg8fbrGep6cnsrOzUVBQYLZOYWEhgP89eSciIqosGLgTEdF9x/BE2hzRU9m75eTkACh5Cn3kyBGL9W/fvm3VeQ3c3d1NHs/NzcWsWbPw888/Q6vVGo9rNBo0a9YMTZs2xe7du82e15nfv+HLCGvVrVvXqnp+fn7Izs5GVlaW2Tq3bt0CgHJ9uUJERHQ/YOBOREQPLEMA3LVrV8yZM+ee9Tty5Ejs378f7u7uGDx4MB555BE0atQIdevWhUajQWxsrDBwt5eKeP/h4eE4c+aMXc51twYNGiA9PR2XLl0yW8ewvaC1meqJiIjuFwzciYjogVW/fn0A/5sybkpeXh7+/PNP1KhRAzVr1jSutVbq2LFjxm3gFi5ciMcee6xMnStXrtjUh7Uc8f6VeuSRRxAfH292L/qrV68iIyMDANCqVat7ODIiIqKKx+wtRETkMIYp3Xevo76XoqKioFarkZqaij179piss2zZMrz88st44YUXkJeXZ3Ofdz8xfvjhh8uU5+XlYdOmTQAAnU5nc38ijnj/SnXr1g0AcODAAaSmppYpX7VqFQCgXbt2CA4OvqdjIyIiqmgM3ImIyGEMmdENU5zvtVq1aqFv374AgLfeegvx8fHGMr1ejzVr1iAmJgYAMHDgQHh7e9vcZ4MGDYx/njt3LoqLi43/PyUlBUOHDkV6ejoAVHig7Ij3r1S9evXw7LPPQqfT4Y033sD58+eNZb/88guWLFkCABgxYoSjhkhERFRhOFWeiIgcJiwsDMnJyViyZAl27dqFLl26YOTIkfd0DBMnTsTVq1exfft2jBgxAoGBgQgKCsLly5dx8+ZNACVrwMeMGWOX/sLCwvDMM8/g119/xbfffouff/4ZtWrVQlZWlvFpfPv27bFnzx7cuXMHubm5FRow3+v3b4vJkycjOTkZycnJeOaZZxAaGorbt28bv/gZO3YsIiMjHTxKIiIi+2PgTkREDvPOO+8gLy8PiYmJSE1Nxblz5+75GNzc3DB//nz8+uuvWLt2LU6ePIm//voLXl5eCA8PR69evfD888/bdW/wmTNnIjIyErGxsbhw4QLOnDkDPz8/PPnkk+jfvz86duyITp064fLly4iPj8fzzz9vt77/yRHvXyk/Pz+sXr0a33zzDX799VecO3cOLi4uaNeuHV566SV07drV0UMkIiKqEJLsqIWFRERERERERDZKT09Hjx490KtXL0yZMsVkncTERCxevBinT59Gfn4+GjRogP79+6NPnz5Wb6PqSI7/+pyIiIiIiIhIgczMTIwcOVKYF+aHH37A4MGDcfDgQYSFhSE8PBznzp3D5MmTMXHixHs4WuU4VZ6IiIiIiIjuO3/99RdGjx5dKmHpP6WlpWHatGnw9vbGihUrEBYWBgDIyMjAoEGDsHbtWkRFRRl3L3FWfOJORERERERE943s7Gz85z//Qb9+/XD+/HnhNqBLliyBTqfDkCFDjEE7ANSsWdM4rd6wM4kzY+BORERERERE943ly5djyZIl8Pf3x/z589GjRw+zdbdv3w4AePrpp8uURUZGokqVKvjzzz9x9erVihquXTBwJyIiIiIiovtG9erV8c4772DLli3o1KmT2XqZmZm4ceMGNBoNGjRoUKZcrVYbj585c6bCxmsPXONORERERERE942+fftaVe/atWsAgKpVq5rd1jQwMLBUXWfFwJ2IiIiIiIgq1M2bN3Hy5El8+eWXVrfp168f+vfvr7hPrVYLAHB3dzdbx83NrVRdZ8XAnYiIiIiIiCqUv78//P39kZSUZHWb69ev29Sn4Sm7Nfu0y7JsU18VjYH7AyD/TgEunL7s6GEQERERET3Q6jSpBXcvN0cPQzFZzgOKz5W/oUsIJMkDHh4eaNasmdXNqlWrVv6+7uLl5QUAyM/PN1unoKAAAODp6WlTXxXNqsD94sWLFTaA2rVrV9i5qcSF05cx6tF3HD0MIiIiIqIH2tyDnyG0TdkkafcLuTgFRZkvlLudpuovkDTNERISgrVr11bAyEwLCgoCUJKkTpZlk0/eDWvbDWvdnZVVgXuXLl2sml5QXpIk4dSpU3Y/LxERERERET3YfH19ERQUhKtXr+L8+fOoV69eqXKdTofU1FQAQOPGjR0wQutZvR2cLMsV8iIiIiIiIqL7gx5yuV+OFBUVBQD4/fffy5Tt2bMHOTk5aNKkCapXr36vh1YuVq9xb968ebkyAFoyevTociUmICIiIiIiIseRAeihV9TOUQYOHIi4uDgsXLgQ7dq1Q8uWLQEAGRkZmDZtGgBg2LBhDhyhdawO3F1dXVGrVi27dezq6mq3cxEREREREVEFkwGdklnTDozcmzRpgjFjxmDmzJl48cUX0a5dO7i7u2P//v3QarXo27cvunfv7rgBWsmqwP3RRx+1+5z/pk2bQq1W2/WcREREREREVDFkhVPfZQdPl4+OjkZISAiWLVuGEydOQJIkhISEYMCAAejZs6dDx2YtSeZC80ov+XAqs8oTERERETnY/Z5VvrjwBHIz/1Xudt5VN8HFtUUFjOjBYZd93HNycpCbm2sx2VzNmjXt0R0RERERERE5gM7BT88fVDYF7rGxsVi4cCEyMjIs1uXWb0RERERERPevkuR0SqbKk60UB+7r1q3DlClTrK7PGflERERERET3N0XJ6chmigP35cuXAwCeeOIJREdHIzAwEC4udpl5T0RERERERE6m5Im7snZkG8WR9rlz5/DQQw8hJiYGbm5u9hwTEREREREROSGucXcMldKGbm5uqFWrFoN2IiIiIiIiogqkOHBv3rw5zp8/j6KiInuOh4iIiIiIiJyQDEAnl//FZ/S2Uxy4R0dHQ6vVYvbs2fYcDxERERERETkpvYIX2U7xGvfw8HB88MEHmDp1Kk6ePIkOHTrA398fKpX57wJ69OihtDsiIiIiIiJyIBmADpKidmQbxYF7UVERDh48CL1ej4MHD+LgwYPC+pIkMXAnIiIiIiK6j+kZhTuE4sB97ty52LRpEwBApVLB398fGo3GbgMjIiIiIiIi58En7o6jOHDftGkTJEnCyJEjMXToULi7u9tzXEREREREREQEGwL3q1evokaNGnjjjTfsOR4iIiIiIiJyUkqeuJPtFAfufn5+qFKlij3HQkRERERERE5KBqCXOVXeERRvB9exY0ekpKTg4sWL9hwPEREREREROSUJOgUv8Cm9zRQH7m+88QZ8fX0xcuRI/Pnnn/YcExERERERETmZkuR0qnK/+MTddoqnyq9cuRLt2rXDr7/+in79+sHX1xc1atSAh4eHyfqSJOH7779XPFAiIiIiIiJyIFnZVHlG7rZTHLjPnz8fklTyocmyjFu3buHWrVtm6xvqEhEREREREZH1FAfur7/+uj3HQURERERERE6M+7g7DgN3IiIiIiIiskiGBJ1c/jRpMpPT2cyqqx4TE4O1a9fateO1a9ciJibGruckIiIiIiKiiqOHqtwvsp3VgXtcXJxdO/7pp58wd+5cu56TiIiIiIiIKoZhqnx5X5wqbzvFU+WJiIiIiIjoQaJsqjz3cbed1YH7n3/+iY4dO9qt45s3b9rtXERERERERESVldWBe2FhIa5cuWLXzrlFHBERERER0f1BBqBnVnmHsCpwnz59ekWPg4iIiIiIiJycjsnmHMKqwL1nz54VPQ4iIiIiIiJyYtwOznGYnI6IiIiIiIiswu3dHIOBOzkXiT8IjGS9o0dARERERGQkA9DJXOPuCIySiIiIiIiIiJwYn7gTERERERGRFSSFyem4xt1WDNyJiIiIiIjIIlkG9EqS03GuvM0YuBMREREREZEV+MTdURi4ExERERERkUVMTuc4DNwfZMzg7tyc8fNhpnsiIiKiBxq3g3MMuwTuu3fvxvbt25GamoqcnBzExcXh9u3bWL58OV588UX4+/vboxsiIiIiIiKiB45NgfuNGzcwZswYHDp0CAAgyzIkqWTqREZGBmJiYrBixQosWrQIjzzyiO2jJSIiIiIiIoeQIUGnJDkd17jbTPE8h8LCQgwZMgQHDx6El5cXunTpgqCgoP+dWKWCr68vsrOzMXjwYFy+fNkuAyYiIiIiIiLH0EMq94tspzhwX7lyJU6fPo2WLVvi999/x5w5c1CrVi1jeWhoKP744w+0atUKeXl5WLp0qV0GTERERERERPdeSXI6VblfTE5nO8WB+6ZNm6BSqfCf//zH7Bp2b29vfPHFF1Cr1di9e7fiQRIREREREZFjyf/dDq68L06Vt53iNe6pqakICQlB7dq1hfVq1aqFevXq4cKFC0q7IntwxgzlCkiqyvWXXtbfZ98/VuR9xIz1RERERE5Pr2A7OLKd4t/C9Xrrf8nWaDRQq9VKuyIiIiIiIiJ6YCkO3GvVqoX09HTk5uYK6926dQtnz54ttf7dHt588000btwYa9euNVmemJiIwYMHIyIiAq1atULv3r2xZs0ayLLpJ5zFxcVYvXo1evXqhdatW6Ndu3YYMmQI9u/fb3YM2dnZmDlzJrp164YWLVrg8ccfx7vvvouLFy+abZOWloZx48bhySefRIsWLfD0009j9uzZ0Gq15bsARERERERE95AMKJwqT7ZSHLhHRUWhqKgI//nPf4T1Pv74Y+h0OjzxxBNKuypjzZo12LJli9nyH374AYMHD8bBgwcRFhaG8PBwnDt3DpMnT8bEiRPL1JdlGe+88w6mTJmCS5cuITIyEqGhoUhMTMSgQYMQFxdXpk1WVhZefPFFLFq0CDqdDh07doSfnx9+/vln9OjRA6dPny7T5sSJE+jVqxc2bNiAqlWromPHjtBqtViwYAH69+9v8UsQIiIiIiIih5El6GVVuV/g9HqbKV7jPmTIEMTFxSE2NhY3btzAc889h5ycHADAuXPnkJycjJUrV+Lw4cPw8vLC//3f/9llwGlpafj000+F5dOmTYO3tzdWrFiBsLAwACX7yg8aNAhr165FVFQUunXrZmwTFxeHjRs3omnTpli2bBl8fX0BAHv37sWwYcPw0UcfITIyEjVq1DC2+fTTT5GSkoJevXrh448/Ni4FWLBgAWbPno3x48fjl19+gUpV8t1IcXEx3nrrLWi1WnzyySfo06cPACA/Px9jx45FfHw8Zs2ahSlTptjlOhEREREREdlTyRP38gfhfOJuO8VP3AMCAjBv3jz4+Pjgjz/+wJgxY5CSkgIAePbZZ/HWW2/h0KFD8PDwwKxZs0rt8a5UYWEh3n77bahUKmNA/k9LliyBTqfDkCFDStWpWbOmMShesmRJqTYLFy4EAEyePNkYtANAREQEBg0ahIKCAqxYscJ4/NKlS9i4cSN8fHwwadKkUuv3hw8fjpYtWyI5OblUJv1Nmzbh4sWLiIiIMAbtAODu7o5PP/0Unp6eiI2NRXZ2toIrQ0REREREVPEUPXGvIDt37sTgwYPRtm1bPPzww+jcuTOmTZuGzMzMCuvTUWy6im3atMH69evxyiuvoEaNGpBl2fgKCAhAnz59sG7dOnTo0MEug509ezaSkpIwZcqUUk+/77Z9+3YAwNNPP12mLDIyElWqVMGff/6Jq1evAgBSUlJw4cIFBAQEoE2bNmXadO3aFQCwbds247GdO3dCp9MhMjIS3t7eVrWJj48HAHTp0qVMfT8/P4SHh6OoqIjb5hERERERkVMyPHEv76sinrgvXboU0dHR2Lt3Lxo1aoSoqCgUFhbi+++/R48ePSrdrmaKp8obBAUFYeLEiZg4cSK0Wi1ycnLg6emJKlWq2GN8RomJiVi6dCn+9a9/4YUXXjC5xj0zMxM3btyARqNBgwYNypSr1Wo0aNAAx48fx5kzZxAUFITk5GQAQKNGjSBJZad9GI5fuHABeXl58PDwMLYJDQ01OdaGDRsCQKl17oY2jRs3Nttm+/btOH36NJ599lnRpbhnKtvWa87IGa+xw7aos2WrOW4lR0RERPTAuHz5MmbOnAlXV1csWbIE4eHhAEpmaE+YMAG//vorPvnkE+PM6spA8W/KMTExZTK6e3p6IigoqEzQPn/+fIwfP15pV7h58yYmTJiA6tWr48MPPzRb79q1awCAqlWrGteW/1NgYGCpuob/mpvK7+bmBh8fH+j1euOUC0tt/tmH0jZERERERETOQ2FyOgXr4kX27t2LoqIitG/f3hi0A4CrqyvGjBkDAMLdwe5Hip+4x8TEoE2bNujVq5fFulu3bkVaWprSrjBp0iTcuHEDy5Ytg4+Pj9l6hi3V3N3dzdZxc3MrVffOnTtWtzHUNbT18PAwWd9wrru3eLM0NlNtiIiIiIiInIUMQKdgzbq953MacoyZeuhpeNjq5+dn514dy6rA/fLly9i7d2+Z45mZmfjpp5/MtpNlGRkZGUhOToanp6eiAa5cuRLx8fEYOnRoqW9TTDE8ZTc15d3U2ID/fejWtDGwts3de8ar1Wro9fpytSEiIiIiInImejs/PVciIiICGo0GSUlJ+OCDDxAdHQ1/f38cO3bMmJA8OjrawaO0L6sC94CAAHz99delvtEwrPt+//33LbaXZRkRERHlHtzZs2fx+eefo1mzZhg9erTF+l5eXgBKtlgzp6CgAACMXySUp43hCbuhTV5ensn6hnPd/UTey8sLWVlZ5WpDRERERETkLGRICp+42zfYr169OmbPno1Jkybhxx9/xI8//mgs8/PzQ0xMjMmk4PczqwJ3d3d3jBs3DrNnzzYey8jIgKurK6pWrWq2nUqlgqenJ8LCwjBhwoRyD+6LL75Afn4+3N3d8d5775UqS0pKAgDExsYiMTERjz76qDGbe2ZmJmRZNvl02/Dlg2FNuWHN+fXr102OoaCgALdv34YkSahWrZpVbf7Zh+HPWVlZuH79OmrXrm1VGyIiIiIiIqchA3pZQRD+30nF586dK1fus379+qF///4my8LCwvD000/j559/RvPmzeHr64ukpCRcu3YNixYtQpMmTUzGXfcrq9e4P/fcc3juueeM/79JkyZo3rw5Vq5cWSEDA/633vvw4cM4fPiwyTpHjx7F0aNH4eLign//+98ICgrC1atXcf78edSrV69UXZ1Oh9TUVAD/y+5u+O/Zs2dNnv/s2bOQZRl16tQxPqW31Mawn/3dGeQbN26M5ORkpKSkoHXr1la1sRdJusfZy23JDk72YUOW9Yq6Vyo0Wz0z0hMRERE5vby8POMDWGuYe1D6119/YfDgwXBzc8OaNWsQFhYGACgqKsKsWbPw7bff4uWXX8bmzZsVL9l2NoqT073++utm91K3lxUrVpgtGzlyJLZt24bp06eXSpAXFRWF2NhY/P7772XWNezZswc5OTlo0qQJqlevDgCoW7cu6tWrh/T0dBw7dgwtW7Ys1ea3334DAHTs2NF4rEOHDlCpVEhISIBWqy1zMxi2qnvyySdLjWvDhg3YsmUL+vXrV6r+rVu3sH//fmg0GrRv397CVSEiIiIiIrr3SvZxV56czsPDA82aNbO6nWHG8z99/PHHuHXrFubOnWsM2gFAo9FgwoQJOH78OA4fPoyffvoJr7zySrnH64xsCtyd0cCBAxEXF4eFCxeiXbt2xkA8IyMD06ZNAwAMGzasVJtXXnkFU6dOxfvvv4+lS5cap//v3bsXy5cvh0ajwauvvmqsHxQUhC5dumDLli344IMP8Mknn8DV1RUAsHDhQhw7dgwNGzZE586djW26dOmCmjVrIiEhAStXrsTAgQMBlKxtnzRpErRaLQYMGCBcekBEREREROQ4krKp8v9d4x4SElJmS/HyKigowJEjRyBJksmHnpIkISoqCocPH8bJkydt6suZKA7cDXJycpCWloa8vDzo9aWnnOp0OuTn5+PKlSvYvn07vvnmG1u7s6hJkyYYM2YMZs6ciRdffBHt2rWDu7s79u/fD61Wi759+6J79+6l2gwYMAC7du3Cjh070LVrV4SHhyMnJweHDh2CLMuYMWNGmdkFkydPxqlTp7B+/XocOnQIzZs3R1paGpKTk+Hj44NZs2aVWmPv7u6OGTNmIDo6GlOnTkVcXByCg4Nx9OhRXLt2DWFhYRg3blyFXx8iIiIiIiKl9AqeuNvT7du3odfroVKpjLt9/ZPheHFx8b0cWoWyKXD/8ssv8c033zjdBYmOjkZISAiWLVuGEydOQJIkhISEYMCAAejZs2eZ+iqVCjExMfj++++xdu1aJCQkwNvbG5GRkRg2bBjatWtXpk1gYCBiY2Mxb948xMfHIz4+HoGBgejZsydGjRplMhFCeHg41qxZg5iYGBw4cAApKSkIDg5Gnz59MGTIEHh7e1fI9SAiIiIiIrJVyT7u5X/ibs9MRwEBAfD19UVWVhZ27NiBp59+ukydPXv2AACaNm1qx54dS5IVbhy+ZcsWq7ZoA0rWkT/77LN44403lHRFNjp7JBWjwifeuw6ZnM7xnDDhWoUmp7OFE14rIiIiqpzmHvwMoW0aOHoYil3UpuKLM5PK3W5c409Q29N+7/vLL7/E/PnzUb16dSxevBihoaEAAL1ej3nz5uHrr7+Gj48PtmzZAn9/f7v160iKn7jHxcUBALp3744JEybAzc0N7du3R58+fTBlyhRcuXIFa9asweLFiyHLMl577TW7DZrKS7qnwfQ9zWBfHhV1DZww8JP1DvryRHAtbLkvnDIjvRN+7kREREQPglGjRuH06dPYvn07XnjhBbRu3RoPPfQQTp8+jcuXL8PT0xNfffVVpQnaARsC96SkJLi5ueHDDz+Ej48PAKBBgwbYu3cvXFxcEBwcjLFjx8LFxQXz5s3DypUrGbwTERERERHdp2RI0MtKssrb98GeRqPB/PnzsXbtWqxduxanT59GQUEBAgMD0a9fPwwdOhR16tSxa5+Opjhwz87ORt26dY1BOwCEhobi119/RU5ODqpUqQIAGDx4MJYsWYLff/+dgTsREREREdF9TGfnIFwpSZLQu3dv9O7d29FDuScUz6d1c3ODm5tbqWOGhGznzp0zHvP29kbdunWRnp6utCsiIiIiIiJyMFkG9LJU7peyrGp0N8WBe1BQEC5fvgydTmc8ZpiOcPbs2TL1tVqt0q6IiIiIiIjI4Uqmypf3BSd5Sn8/Uxy4t2nTBrdv3y61N3ujRo0gyzL++OMP47GrV68iLS0NgYGBto2UiIiIiIiIHEoPqdwvsp3iNe4DBw5EXFwcZs+eja1bt2LlypVo0aIF6tati127duG9995Ds2bNsHr1ahQXF6NZs2b2HDeVk90zvVdUhnZnzUgvpK6Y09qQSV2yNKQKyohuUzb7+y0jvaW/A8w6T0RERER2ovi37CZNmmDy5MlQq9VISUmBq6srAGDkyJGQZRnr1q3DJ598grNnz0KlUmHkyJF2GzQRERERERHdWzIAnSyV+8Ul7rZT/MQdAF588UW0b98eCQkJxmMvvPAC9Ho9Fi1ahEuXLqFBgwYYO3YsmjZtavNgiYiIiIiIyHGUbAdHtrMpcAeAunXrom7duqWO9ezZEz179rT11EREREREROQkSvZxL/8SRnvv4/4gsjlwJyIiIiIiogcDk805hs2B+61bt3DixAnk5OSguLhYWLdHjx62dkdEREREREQOYNjHXUk7so1NgfusWbPw7bffltrL3RxJkhi4O5KSLPBKM3lLyr+Fk1RcM2MgSzZkJbf401GQdt6WbPYq5WOudBnpRX/nmHGeiIiIiMpBceC+du1aLFq0CEBJUO7v7w83Nze7DYyIiIiIiIicC5PTOYbiwD02NhaSJOH555/He++9B19fXzsOi4iIiIiIiJyLsuR04Lp4mykO3JOTk+Hj44Np06YZ93AnIiIiIiKiykmGsuR0XOJuO5vWuAcHBzNoJyIiIiIiekAoe+JOtlK8QCEkJASXLl2CzBSBRERERERERBVG8RP3fv364f3338eqVaswcOBAe46J7E2C6QzxFrK/K87wbkNWediSVd6WfiuKDV9sSba8Hxv6FWazr8Bs9fdbRvoKyzhvCTPSExERkYPIULgdnP2H8sBRHLj37dsXhw4dwvTp03H+/Hk8+eSTCAwMFE6dr127ttLuiIiIiIiIyJEU7uPOyN12igP3xx9/HABQXFyMFStWYMWKFcL6kiTh1KlTSrsjIiIiIiIih2JWeUdRHLhnZmYa/2zNOneuhSciIiIiIrp/Mau84ygO3Ldt22bPcRAREREREZGTY1Z5x1AcuNeqVcue4yAiIiIiIiIiE2zax53uFxIktYls35aylosyvIvaCjJxWyLZkm3bhn4rjA2Zx2Vbsodb6lewdEWYzd7CkhdZLxizxY+2YjLSW8z+LrrnFGact6pfpSz9HWHWeSIiIqogzCrvOFYF7l999RUAYNCgQfD19S11rDxGjx5d7jZERERERETkHDhV3jGsCtznz58PSZLw/PPPGwN3wzFryLIMSZIYuBMREREREd2vuB2cw1gVuD/66KMAAA8PjzLHiIiIiIiIqPKTIUFWNFWeT+ltZVXgbmqPdkv7thMREREREVHlomQ7OLKdDZnAiIiIiIiIiKiiMas8ERERERERWYXJ6RzDqsB94MCBNnckSRK+//57m89DCkgS4GLio7awnZVwazZRW0tJC61Mami6XxsmidjSr4iFLdKEBNunSaLt0Sz1a2lMgq3KhNvQWdqWTadTPCabtpLTm68gWbiMou3TZMF5LW27Zmm7OBGbtpJTuL0dERERkSUyoHCNO9nKqsD98OHDZssMmeVlE7+U311mbQZ6IiIiIiIick584u4YVgXur7/+usnjiYmJOHLkCHx9fdG9e3c0bdoUPj4+yM/PR0pKCjZu3IgrV66gS5cu6NKli10HTkRERERERPeQrCyrPBjs20xx4H7y5EksWLAA7dq1Q0xMDHx8fMrUGTVqFEaPHo1t27bhxRdftH20RERERERE5BAylD1x51R52yleMPz1119DkiTMnDnTZNAOAO7u7pgxYwY0Gg3mzZuneJBEREREREREDyrFWeWPHDmCRo0aoVq1asJ6fn5+aNSoEZKSkpR2RURERERERE7AlrzMpJxN28HduXPHqno3b96Eq6urLV2RLSRAUptIra22MOFClFBQlN3dUuZ34XltWP/ijAkQbco4b6Gt6NyiDO0WyiVZ8PnpxOeVRZ9fRWaklwTjsphhX5CRXqUw47wlNmSkr7CM8yUnV35uIiIieiDo4YS/cz8AFAfuISEhOH78OPbt24fHHnvMbL3NmzcjIyMDERERSrsiIiIiIiIiJ6AoOd19rmPHjhVyXkmSsH37dqvqKg7c+/bti2PHjuHNN9/EpEmT0L17d2g0GmN5fn4+1qxZg5kzZ0KSJLz00ktKuyIiIiIiIiIHe1CT0125cqVCzlueLdMVB+69evVCfHw8tm3bhnfffRcffPAB6tSpA09PT9y5cwfp6ekoLi6GLMt46aWX0LlzZ6VdERERERERkaPJCleC3u+RO4B69eph2LBhdjvfggULcOHCBavrKw7cJUnCl19+iSVLluDbb79FTk4OkpOTS9UJCAjA6NGj0a9fP6XdEBERERERETlUQEAAevbsabfzrVmz5t4E7gCg0WgwYsQIDB06FIcOHUJaWhpu374NX19f1K9fH23btoXKUqIyIiIiIiIiug9ICte4P3jr4i2RZRlyOaYvKA7cx40bh+DgYAwdOhReXl547LHHhEnqyIEkCXDVmD4uIvrSRZSR3lLmalHmcVu+6LH4firoB4Yoy7dNWeUtZYYX9WuhrSg7vKhftQ2Z4W3JSG+hrWh9kCwaEwCIbjmFGecBC9nfbcjuLso4b7FfIiIiIhs9iMnpTp8+bfdz/vDDD+Wqrzhw3717N1QqFV5//XWlpyiXX3/9FStXrkRSUhJkWUbt2rXRvXt3DB48GO7u7mXqJyYmYvHixTh9+jTy8/PRoEED9O/fH3369DH5S35xcTHi4uKwevVqpKenw8XFBc2bN0d0dDTCw8NNjik7OxtLlizB1q1bkZGRAR8fHzz++OMYNWoUateubbJNWloa5s6di8OHD+PGjRuoXr06nnnmGQwbNgyenp62XSQiIiIiIqIK8qAmp3MGih9v5ufno0aNGnBxsWm2vVW+/vprjBkzBkeOHMHDDz+MiIgI3Lx5E19++SX69OmD7OzsUvV/+OEHDB48GAcPHkRYWBjCw8Nx7tw5TJ48GRMnTixzflmW8c4772DKlCm4dOkSIiMjERoaisTERAwaNAhxcXFl2mRlZeHFF1/EokWLoNPp0LFjR/j5+eHnn39Gjx49TH4rc+LECfTq1QsbNmxA1apV0bFjR2i1WixYsAD9+/dHbm6u/S4aERERERGRncly+V9kO8VRd3h4OPbu3YvU1FQ0aNDAnmMq5dChQ4iJiYGPjw9WrFiBJk2aAAC0Wi3efPNN7N69G19++SU++OADACVPtKdNmwZvb2+sWLECYWFhAICMjAwMGjQIa9euRVRUFLp162bsIy4uDhs3bkTTpk2xbNky+Pr6AgD27t2LYcOG4aOPPkJkZCRq1KhhbPPpp58iJSUFvXr1wscffwy1Wg2gJDvg7NmzMX78ePzyyy/GNf7FxcV46623oNVq8cknn6BPnz4ASr4AGTt2LOLj4zFr1ixMmTKlwq4lERERERGRYrLCqfIM3m2m+In7xx9/jHr16mHgwIGIiYlBYmIizp49i4sXL5p9KfHzzz8DAIYOHWoM2gHA09MTb775JgBgx44dxuNLliyBTqfDkCFDjEE7ANSsWdMYFC9ZsqRUHwsXLgQATJ482Ri0A0BERAQGDRqEgoICrFixwnj80qVL2LhxI3x8fDBp0iRj0A4Aw4cPR8uWLZGcnIzdu3cbj2/atAkXL15ERESEMWgHAHd3d3z66afw9PREbGxsmdkDRERERERE5Dh6vd4uL1vYtI97UVERsrOzMXfuXIv1JUnCqVOnyt3PRx99hFdffRXVqlUrU6b7b9KpuwPn7du3AwCefvrpMvUjIyNRpUoV/Pnnn7h69SqCgoKQkpKCCxcuICAgAG3atCnTpmvXrli0aBG2bduGCRMmAAB27twJnU6HyMhIeHt7m2xz7NgxbNu2DVFRUQCA+Ph4AECXLl3K1Pfz80N4eDi2b9+O3bt349lnn7V4XYiIiIiIiO41Z0pOd/PmTSxevBjx8fHIyMiAu7s7WrRogddeew0RERF26ycsLEyYDNkaSuNhA8WBe2ZmpvHP1qSxL0+q+7u5uLggJCSkzPG///4bn332GYCSLxEMY7px4wY0Go3J6ftqtRoNGjTA8ePHcebMGQQFBRn3nm/UqJHJD8Nw/MKFC8jLy4OHh4exTWhoqMkxN2zYEEDp7IOGNo0bNzbbZvv27Th9+rT9A3dJAjQmPmqVuuyxu4kyx4uyv1vKei1sKx5ShWadV6qiMsdb+FJOEra1MCZRW2HGeQsZ2kXXWBK3lfSituLPXZQ53uKnLvj8ZAjGLMg4D4izzlvM/C56v5Z2DLCFo/olIiKi+4IMZbPeK2KmfGpqKgYNGoRr166hVq1aiIqKwqVLl5CQkIA9e/Zgzpw5Jh/mKtGyZUscO3bMLudSSnHgvm3bNnuOw2ozZszA8ePHcfz4cUiShFdffRXDhw8HAFy7dg0AULVqVbP7xwcGBpaqa/hvUFCQyfpubm7w8fFBdnY2MjMzUbt2bYtt/tmHNf2YakNEREREROQ8nGMfd0P+sGvXruGVV17Bu+++a5yFvW7dOrzzzjt49913ERUVBTc3N5v7+/HHH/HFF19gyZIlkCQJ48aNQ/PmzW0+b3koDtxr1aplz3FYLS4uDrdv3wYAuLq64vr168jMzERgYCC0Wi0AmNwezsDwwRnq3rlzx+o2hrqGth4eHibrG85lqHf3n831Y6oNERERERGRU3GCRHNbt27FX3/9hTZt2mDixImlZk736NEDmzZtQlpaGv766y+0bNnSLn2OGzcOOp0OS5cuxcqVK7FhwwZ4eXnZ5dzWsNtebikpKUhLS8OdO3fg5eWFunXrmp1Kbov169fDz88PycnJmDlzJjZs2ICjR49iw4YNxqfs1qw/MEzdN3wzU541C9a2uXt5gFqthl6vL1cbIiIiIiIiZ+IMa9x//fVXAMCQIUNMxleLFy+ukH7Hjx+PkydP4tChQ/jqq69MbjVeUWwO3P/44w/85z//wYULF8qU1ahRA+PHj8czzzxjazelzgkALVq0wOLFi9G7d28kJycjNjbWmIAgPz/fbPuCggIAJVnpARi/JbGmjeEJu6FNXl6eyfqGc939RN7LywtZWVnlakNERERERESlnTx5EgDQqlUrZGVlYfPmzTh9+jRcXFzQtm1bdO3atVQCc3tRqVSYNm0ann32Wfzwww8YNGjQPZuJblPgvmzZMnz22WfGp8Te3t7w8vLC7du3kZeXh4yMDLz11lvIyMjAkCFD7DLgu7m6uuKZZ55BcnIyTp06hR49egAoSVIny7LJb18Ma8gNa8oNa86vX79uso+CggLcvn0bkiQZM9tbavPPPgx/zsrKwvXr11G7dm2r2hARERERETkNWWFe5v+2OXfuHMaPH291s379+qF///6ljhUWFuLy5ctwcXHBmTNnMHbsWNy6dctYvnLlSoSFhWHBggVm84vZol69enjvvfdw8uRJnD171vkD91OnTuHzzz+HLMv497//jVdffRV169Y1lp87dw7Lli3DmjVrMHv2bLRv377UPuzWmjNnDlJTU/Huu++ievXqZcpdXV0BlCQo8PX1RVBQEK5evYrz58+jXr16perqdDqkpqYC+F92d8N/z549a7L/s2fPQpZl1KlTx/iU3lKblJSUUvUMf05OTkZKSgpat25tVRu7kSRAoyl73EX8LZQw+7va/BQZ2dK3W4K2ljK/yza0FZ7XQltJ6RIGC+0knaDcQltZ0FYSZFkHAIjaijLOF1vI6i+6jpZ2BBD2WyzuVlBm8ZMTZaQX3MvCjPOAMOu8KOM8YEXWeQFJsKuDLedlxnkiIiICbJsqn5eXh6SkJKvrm3pQmpub+99xyBg5ciSaN2+OCRMmoH79+khOTsYnn3yCP//8EyNGjMCaNWsq5Mn7wIED7X5OSxTvrbVs2TLo9XqMGjUKH330UamgHQBCQkIwbdo0jBw5EsXFxVi1apWifvbs2YNff/0VmzZtMlm+c+dOADBm9TPsm/7777+bPFdOTg6aNGli/BKgbt26qFevHq5du2Yyxf9vv/0GAOjYsaPxWIcOHaBSqZCQkGAymdyWLVsAAE8++aTxmGFchrK73bp1C/v374dGo0H79u1Nvk8iIiIiIiKHk6Xyv/7Lw8MDzZo1s/plmPF8t8LCQgAlD2WDg4PxzTff4OGHH4aXlxdatWqFpUuXolq1akhKSjIZE96vFAfuBw8eRJUqVYxbsZkzfPhweHt7Y9++fYr6MXybERMTgxMnThiPFxUV4YsvvsCBAwcQEBCA3r17G+ur1WosXLiwVCCekZGBadOmAQCGDRtWqo9XXnkFAPD++++X2p9+7969WL58OTQaDV599VXj8aCgIHTp0gVZWVn44IMPjDcPAGO/DRs2ROfOnY3Hu3Tpgpo1ayIhIQErV640Hs/Pz8ekSZOg1WrRp08fVK1aVdF1IiIiIiIiqkgySiaFlvv13/YhISFYu3at1a9/TpMHSu/SNWDAAGj+MbO4SpUqeO655wCUxHOVheKp8pmZmWjSpEmZC/VPrq6uxmkLSjz//PM4dOgQVq9ejX//+99o1aoVfHx88Ndff+HKlSvw9fXF/Pnz4ePjAwBo0qQJxowZg5kzZ+LFF19Eu3bt4O7ujv3790Or1aJv377o3r17qT4GDBiAXbt2YceOHejatSvCw8ORk5ODQ4cOQZZlzJgxw5gUz2Dy5Mk4deoU1q9fj0OHDqF58+ZIS0tDcnIyfHx8MGvWrFJr7N3d3TFjxgxER0dj6tSpiIuLQ3BwMI4ePYpr164hLCwM48aNU3SNiIiIiIiI7gkHb4JVpUoVuLq6orCwEMHBwSbrGI7fvfb9Xhk9ejSSkpLwxx9/2PW8igN3Dw8Pqy/EzZs3hfukWzJ16lQ89thj+OGHH5CUlITCwkLUrFkTgwYNwpAhQ8okHYiOjkZISAiWLVuGEydOQJIkhISEYMCAAejZs2eZ86tUKsTExOD777/H2rVrkZCQAG9vb0RGRmLYsGFo165dmTaBgYGIjY3FvHnzEB8fj/j4eAQGBqJnz54YNWqUyQR04eHhWLNmDWJiYnDgwAGkpKQgODgYffr0wZAhQ+Dt7a34GhEREREREVV2arUajRo1QlJSEq5evWqyjmEWtb+//70cGoCSdfmXL1+2+3kVB+6NGzfGoUOHcOjQIbRt29ZsvQMHDuDy5ct49NFHlXYFAOjevXuZJ+UinTt3LjVV3RKNRoPBgwdj8ODBVrfx9/fH5MmTMXnyZKvbhIaGYs6cOVbXJyIiIiIicgqywuR0dn5K37FjRyQlJWH9+vXo27dv6a5kGbt27QJQ8uC0slAcuD///PM4ePAgxo4di5iYGDzyyCNl6hw7dgxvvfUWJEnC888/b9NAyQaSBNnVVFZ5cYoDWVAuyhwvagcAEGW9FmWNByAL2gpTi8Ny5nilhBnnLfyQkgRZvoUZ5wFA1LZYnD1TmHW+WJAh3EJmeElUbinTvShzvKXPTjLfVpRlHbDwEQk+W0t3kzDrvCDjPCDOOi9baCvK8G7xWijNOi/KOF9yYmXnJSIiIufj4KnyANC/f3+sWLECBw4cQExMDEaNGgVJkiDLMubMmYOTJ0+idu3aeOqppxw9VLtRHLj37t0bcXFxOHbsGPr3748WLVqgWbNmqFKlCnJycpCUlIQTJ05AlmW0bt0avXr1sue4iYiIiIiI6J6SFG4HZ98HaIGBgZg5cybeeOMNfP311/jll1+M22+fP38eDz30EGbNmmXcOrwyUBy4q1QqLFmyBOPGjcOOHTtw/PjxUlnf5f8+qYqKisLnn39eIfvnERERERER0T3kBE/cgZItutevX48FCxYgMTERO3bsQNWqVdG3b18MGzbMZM6x+5niwB0AvL29sWDBAhw/fhzx8fFIS0tDbm4uvLy80KBBAzz55JNo2bKlnYZKREREREREjlUxy0+VqFu3LqZPn+7oYZRStWrVMjuS2YNNgbvBI488YnKNOxEREREREdGDoqISkdslcM/Ly8OBAweMT9y9vb1Rt25dPProo9zijIiIiIiIqLJwkqnyziw/Px+JiYnQ6/Vo27YtfH19bT6nzYH7d999h7lz5yInJ6dMmbu7O0aNGoXXXnvN1m6IiIiIiIjIkWQoC9wrabB/9epVzJ8/HzVr1kR0dDQA4Ny5cxg8eDCuX78OAPDw8MDHH39crq3NTbEpcJ8xYwa+++47yLIMjUaD+vXrw9vbG7dv30Z6ejry8vIwc+ZMXL16FZMmTbJpoGQDlQTZvexHLWvECQNltfktnvQa0VZxlraZE2wHZ2m7KsGpLW0lV2HLcQQ/iCxt6SYJdskSbRUHAFKxaCs58fZbqiLzF1LUViqysKVbkfmLLBVb2DJMtOWbYLs3i0TbzAGQNOZ/DMpFyreok0RbJoq2igOE28WJtooDLGwXZ2FbNtF2cYq3iiMiIqLKRVFW+crn5s2b6NevH65du4aOHTsaj0+ZMgXXrl2DJEnw8vJCbm4uJkyYgMaNGyMkJERxfxZ+kzZv3759WLZsGdRqNd566y0cOHAA69evx6pVq7Bx40bs27cPY8aMgVqtxvfff4+DBw8qHiQRERERERE5niyX/1UZfffdd7h69Srq1KmDf//73wCA8+fP4/Dhw1Cr1fjhhx9w6NAhREdHo7i4GMuWLbOpP8WB+6pVqyBJEiZOnIjo6Gh4eHiUKvf29sbw4cMxceJEyLKM1atX2zRQIiIiIiIicjBZwasS2rVrF1xcXPDNN98Yn7jv2LEDANC6dWvj7mpvvPEGfHx8sG/fPpv6Uxy4HzlyBH5+fhgwYICw3oABA+Dn54cjR44o7YqIiIiIiIjIaVy8eBH16tVDcHCw8VhiYiIkSUJkZKTxmEajQXBwMK5du2ZTf4oD96ysLAQHB0OytM5TklC7dm1kZmYq7YqIiIiIiIicgSyV/1UJ6XQ6uLq6Gv9/cXGxcXl4u3btStXNy8uzGDdbojhwr1KlCq5cuWJV3StXrsDLy0tpV0RERERERORoMiApeFXG6fK1atXC5cuXUVRUBAA4ePAgtFotvLy8jNPkgZLM8xcvXkSNGjVs6k9xVvlmzZphz5492Lp1K7p06WK23pYtW3Dt2jU8/vjjSrsiG8mSBL27psxxUWZ4AJAF5XoXUcZ5C5nhBdnf9eJE98K2oozzAIRZ5S19ESiJftiIssqLk3gLs86rLCQeF7YVZI0HAFkjyhxvvkxlYccAlUpQbvENCTLSW/qGUlL8HaQw67ww47yl8+oE79fS+xG9HVHW+JKOBf1aaGsh67xion4rqk8iIiKqGJUwCFeiefPmWLduHb744gv07NkTX375JSRJQlRUFNT/3V3oxo0bGD9+PHQ6HSIiImzqT/Fvu3379oUsy3j33XexefNmk3U2b96M9957D5IkoU+fPooHSURERERERE6AU+UBAEOHDoW7uzuWL1+Onj174vjx41Cr1Rg6dCgA4NChQ4iKisLBgwdRpUoVvPrqqzb1p/iJe9euXfHUU0/hjz/+wNtvv43p06cjLCwM3t7eyM3NxalTp5CZmQlZlvHUU0+hW7duNg2UiIiIiIiIHIxP3AEADRo0wLfffovp06fjzJkzqFu3LsaPH48mTZoAAAIDA1FcXIzQ0FDMnj27VBI7JRQH7gDw5ZdfYvr06Vi9ejWuX7+OnTt3lj65iwv69euHd99916ZBEhERERERETmTVq1aITY21mRZcHAw1q1bZwzkbWVT4O7i4oL3338f0dHR2LVrF1JTU5GbmwsvLy80aNAAHTp0QPXq1e0yUCIiIiIiInIwPnG3ikqlslvQDtgYuBsEBQWhb9++pY5dunQJvr6+9jg9EREREREROZrSDPEM9m1mU+BeXFyMr7/+GuvXr8dvv/0GNzc3Y9nnn3+OhIQEDBw4EG+88UapPe7oHlNJ0LmX/aj1ruLchHpX84kkdILM8ZayyutdBJnhLWSVF2Wdl1WWMo8L2lZYVnnxTymVTpBJ3UISdlWxKKu8uF91kfl+VYXm7wtZLc4ALsr6rxKUARYyx1tIo1lhKU9EGefV4ptV9AlYGq8sykhv4V8+SfD3QLZwPzrivERERHQ/UZpsrnImqLuXFAfuhYWFGDp0KA4cOAAASEtLKzUV4Pr169BqtViyZAnOnDmDRYsW2T5aIiIiIiIichjhAy2qMIq3g1uxYgX2798PPz8//Oc//0HDhg3LlM+dOxdVq1bF7t27sWbNGpsHS0RERERERA4kK3iRzRQH7ps2bYJKpcLixYvx7LPPwsWl9MN7FxcXdO7cGXPnzgUAxMXF2TZSIiIiIiIiogeQ4sA9LS0N9erVQ7NmzYT1WrRogeDgYCQnJyvtioiIiIiIiOiBpThwlyTJ6oRzVapUgV4vTmpFREREREREzk2Sy/8i2ylOThccHIyUlBTcvHkT/v7+ZutlZ2cjJSUFtWrVUtoV2UhWATrPshmwdYKs8ZbKRWV6jXg8oqzyegt3pCjrvKWM9MKfGRbTfCtrKgmyxpeUmy9TmU9obrFcJcgaDwD6QvNvSO0iKhOfVy4QlIuyxgNQicoLhU2FLOYwlRV+qShbyO4ubGqhraDcUlvozX8fK6ks7AogaKv4OlkiWfj+uKL6JSIiovKToSyrfCUO3gsLC5Gamorc3FyLv6c9+uijivtRHLh37twZycnJmDhxIubMmWPy6XtxcTHef/99FBUVISoqSvEgiYiIiIiIyAlU4iC8vGbPno3ly5cjPz/fYl1JknDq1CnFfSkO3AcOHIjY2Fjs3LkT3bt3xwsvvIAmTZrA09MTd+7cQXJyMjZs2IALFy7Ax8cHr776quJBEhERERERkRNg4A4AWLZsGRYuXGh1fYuzJi1QHLhXrVoVc+bMwejRo3Hp0iXMmzfP5OB8fX0RExODwMBAmwZKRERERERE5AxiY2MhSRJ69eqFUaNGITAwsMxOa/Zk05nbtGmDzZs348cff8SOHTtw4cIFZGVlwcPDA/Xq1UNUVBRefPFF4Rp4IiIiIiIicn4SlCWbU7Aq3uldvHgRAQEBmDZtGlQqxTnfrWbzVwI+Pj6Ijo5GdHR0udqdPn0aOTk5Ni3QJyIiIiIionuIU+UBAN7e3qhWrdo9CdoBOwTuSk2dOhXHjh2zaYE+WUdWSSh2L3tDFbtbyiovKHOzIau8oNxiVnlBuWwpOXUF/Z2SBEmvRWUAIIkyw1vKKi/IHK8qErcVXWdR1n9ZJf5JrRZdYwtftYoSlFrYMAAQXWdLn4FovZGwzNLNKvgQhBcKgGj7TAvZ+YWbfAp2MbCFpLKw24Ce/8ITERFVCjKUBe6V8FeBRx99FLt27cKdO3fg5eVV4f3dm68HzLB1gT4RERERERHdO9zHvcTIkSOh0+nw0Ucf3ZO41mFP3ImIiIiIiIjuR02aNMFXX32F119/HceOHUP79u3h7+8PSTA78vXXX1fcHwN3IiIiIiIiso5ofeMDJDc3F4sWLYJer8fFixfx448/WmzDwJ2IiIiIiIgqXiWd+l5es2fPxrFjxwAA1apVQ82aNaHRWEj2ZQMG7kRERERERGSVyrpmvby2bdsGSZLw6aefomfPnhXeHwP3B4CsAoo8y05psZhV3s18mV6YcV48HmFWeUsZ6UVZ5dUWfoqI3q6lGT+iUwvKJJ34xKLM8ZYyw4vK1QXitqLM8cJrbDFzf8Xku7T0D4RKkBBEmDUesJA5XlBmKVO64FpIFtrKavN59C29H1knSB0viT8fSWU+m72sF7SVLaTut4VozBXZLxEREZXFrPJGN2/eRN26de9J0A4wcCciIiIiIiIr8Yl7icDAQKgFD1vszaHbwRERERERERHdb7p27YrU1FQkJSXdk/4YuBMREREREZF1ZAWvSmjEiBGoU6cORowYgd9++w137typ0P44VZ6IiIiIiIisU0kD8fKaOnUqateujYSEBIwdOxaSJKFKlSrw8PAwWV+SJGzfvl1xfwzciYiIiIiIyCpc415i/fr1xj/LsgxZlpGdnY3s7GyT9SXJUjZsMQbuREREREREROUwffr0e9qfwwJ32dIWTWQ/ElDsYWI7ONOzOIxE27rp3M2XibaKKzmv+c9e72ppmyxBuYuFthWU0UES7UhVLP5mTbRdnKpQ3FZdINjSzcK2eup882WyKDmmpW8KhcU2fACWflyItoPTWWisN/8BSjrBxVALtl0DAL2grcUt6gQ3lcXPQFBu6SOw8JaUklTmxyRb2laPiIiInAe3gzO6V9vAGSgO3D/66CP07t0bDz/8sKL2I0aMwI0bN6yu/8svv+Cnn37C6dOnkZeXh4CAADz22GOIjo5GSEhImfqJiYlYvHgxTp8+jfz8fDRo0AD9+/dHnz59TE5TKC4uRlxcHFavXo309HS4uLigefPmiI6ORnh4uMkxZWdnY8mSJdi6dSsyMjLg4+ODxx9/HKNGjULt2rVNtklLS8PcuXNx+PBh3LhxA9WrV8czzzyDYcOGwdPT0+rrQURERERERBXvvffeQ/369REdHW23cy5cuBDp6elWP7lX/Ajshx9+QN++ffHcc89h2bJluHnzZrnad+jQwapvKWRZxttvv40JEybgyJEjCAkJQYcOHaBWq7Fu3Tr06tULCQkJZcY2ePBgHDx4EGFhYQgPD8e5c+cwefJkTJw40WQf77zzDqZMmYJLly4hMjISoaGhSExMxKBBgxAXF1emTVZWFl588UUsWrQIOp0OHTt2hJ+fH37++Wf06NEDp0+fLtPmxIkT6NWrFzZs2ICqVauiY8eO0Gq1WLBgAfr374/c3NxyXEEiIiIiIqJ7R0LJGvdyvxw9cBv9/PPP2Llzp13PuXPnTqxbt87q+ooD9969e8PLywtnz57FZ599hg4dOmDUqFHYtm0bdDr7zbdcv349Nm7ciGrVqiEuLg4//vgj5s2bh61bt2L48OHIz8/HhAkTjOn309LSMG3aNHh7eyM2NhbffPMNFixYgM2bN6NOnTpYu3Ytfvvtt1J9xMXFYePGjWjatCl+//13xMTE4Pvvv8e3334LV1dXfPTRR/j7779Ltfn000+RkpKCXr164bfffsOcOXOwYcMGjB07Frm5uRg/fjz0d03BLS4uxltvvQWtVotPPvkEa9aswZw5c/DHH3+gU6dOOHPmDGbNmmW360ZERERERGR3D/B2cLIsQ6/X2+VVXooD908++QR79uzBF198gcjISMiyjG3btuH111/HE088gc8++wzJyclKT2/0008/AQDefvttNGnSxHhcrVZjzJgxaNSoEW7cuIE9e/YAAJYsWQKdTochQ4YgLCzMWL9mzZqYMmWKsc7dFi5cCACYPHkyfH19jccjIiIwaNAgFBQUYMWKFcbjly5dwsaNG+Hj44NJkyZBrf7fWtbhw4ejZcuWSE5Oxu7du43HN23ahIsXLyIiIgJ9+vQxHnd3d8enn34KT09PxMbGms1CSERERERE5HBOGri/+eabaNy4MdauXVsh5z9y5AjCwsLQrFkzu7yOHj1arv5tStfl5uaGZ599Ft988w127NiBcePGISQkBDdv3sTSpUvxwgsvoHfv3li1ahVu376tqA8fHx+EhISgbdu2ZcokSUL9+vUBAFevXgUA4954Tz/9dJn6kZGRqFKlCv78809j/ZSUFFy4cAEBAQFo06ZNmTZdu3YFAGzbts14bOfOndDpdIiMjIS3t7dVbeLj4wEAXbp0KVPfz88P4eHhKCoqKhXsExERERERORMlU+Ur2po1a7Bly5YK7cOw5Zs9X+Vht6zy1apVw2uvvYbXXnsNf/31F7Zu3Ypt27YhKSkJp06dwmeffYbOnTujb9++iIiIsPq8c+fONVum0+mQlJQEAKhRowYyMzNx48YNaDQaNGjQoEx9tVqNBg0a4Pjx4zhz5gyCgoKMswIaNWpkMmmd4fiFCxeQl5cHDw8PY5vQ0FCT42rYsCEAlFrnbmjTuHFjs222b9+O06dP49lnnzX7npWQVUCxibx3xYLM8ACgE2Sd17mbv9FEZQAguwmmhriKp41ILubLVRayyksqQfZwCwtvRH+vZL3577/0FrLKy8Xm2+oKxd+r6V3Nl6vzLfSrFmT5FnVrcYGSoIKFn02S4DoKM/dDnP3dUlZ5lWiqkqCtpLfw41N401i4V3XmxySrRWn/AUlwbtnSMiZJ8BkI/v6I/g78t4K4nIiIiO4PTphVPi0tDZ9++mnFdQBg+fLlFXp+a1TIdnAhISG4cuUK/v77b1y8eBFarRYFBQXYvHkzfv31VzRu3BhTpkxB69atbepn1apVuHz5Mnx9fREREYHz588DAKpWrQqVyvQvkoGBgQCAa9eulfpvUFCQyfpubm7w8fFBdnY2MjMzUbt2bYtt/tmHNf2YakNERERERESmFRYW4u2334ZKpUJYWBhOnTpVIf20a9euQs5bHnYN3Pfu3Yv169fj999/h1arhSzLcHFxQefOndGzZ09cuXIFsbGxOH36NF5++WXMmzcPUVFRivv6/PPPAQDjxo2Dl5cXtFotgJJ14+a4uZVsTm6oa0hqZ00bQ11DWw8P04+kDecy1Lv7z+b6MdWGiIiIiIjImdyLqe/Wmj17NpKSkvD5559jy5YtFRa4OwObA/eUlBT88ssv2LBhA65evWqcqx8SEoLevXujR48e8Pf3N9Z/6aWXMGXKFMTGxmL27NmKAvft27djzJgxKCwsxIABA9C3b18AMD5lNzXl/Z8M4zQklrOmjYG1be5et6BWq6HX68vVhoiIiIiIyKk4SbiSmJiIpUuX4l//+hdeeOGFCl/j7miKA/dly5Zh/fr1+OuvvwCUBJxeXl7o3r07evfujZYtW5pt+9prryE2NtY4tb08VqxYgenTp0On02HgwIF4//33jWVeXl4AgPz8fLPtCwoKAACenp7lbmN4wm5ok5eXZ7K+4Vx3P5H38vJCVlZWudoQERERERE5FScI3G/evIkJEyagevXq+PDDDx09nHtCceA+Y8YMACVPndu2bYvevXujW7duwinnBoYgtU6dOlb3V1xcjKlTp2L16tWQJAljx47F8OHDS9UxrB/PzMyELMsmn24b1pAb1pQb2ly/ft1kvwUFBbh9+zYkSUK1atWsavPPPgx/zsrKwvXr11G7dm2r2hARERERETkTW6bKnzt3DuPHj7e6fr9+/dC/f/8yxydNmoQbN25g2bJl8PHxUT6g+4jiwD0wMBA9e/ZEnz59TAaiIrVr18bu3buNgbAl+fn5GDVqFBISEuDh4YEZM2agW7duZer5+voiKCgIV69exfnz51GvXr1S5TqdDqmpqQD+l93d8N+zZ8+a7Pvs2bOQZRl16tQxPqW31CYlJaVUPcOfk5OTkZKSYjIpn6k29iKrTGeQF2WNB4BiT0HmeA9BlmhRGQCVW7HZMhc3cdZrN435thoXcVu1IDW5LVnldYI07EXF4gzgBUXm/woWF4jb6jWCtmpxlm/ZTPLGEtYvGyl7YlGZ+LyizPGS3kJbQXZ+SSe+FsKM9MWCQenFnw8EmeEhWcjuLvr8LGVoF93MFpcEOcFX6OUhyIIPgNnsiYiI7M3GrPJ5eXnGXcGsYepB6cqVKxEfH4+hQ4ciPDxcwWDuT4oD9x07dpjN3G6Jh4cHZs6cibNnz+K7774T1tXpdMagPSAgAAsWLECLFi3M1o+KikJsbCx+//13REdHlyrbs2cPcnJy0KRJE1SvXh0AULduXdSrVw/p6ek4duxYmSn+v/32GwCgY8eOxmMdOnSASqVCQkICtFqtMaA3MKyvePLJJ0uNa8OGDdiyZQv69etXqv6tW7ewf/9+aDQatG/fXng9iIiIiIiI7kceHh5o1qyZ1fX/+aD37Nmz+Pzzz9GsWTOMHj3a3sNzaooDd6VBu8GpU6dw9OhRi/Xmz5+PhIQEeHp64rvvvkOjRo2E9QcOHIi4uDgsXLgQ7dq1MwbiGRkZmDZtGgBg2LBhpdq88sormDp1Kt5//30sXboUVatWBVCSuX758uXQaDR49dVXjfWDgoLQpUsXbNmyBR988AE++eQTuLq6AgAWLlyIY8eOoWHDhujcubOxTZcuXVCzZk0kJCRg5cqVGDhwIICS2QSTJk2CVqvFgAEDjH0TERERERE5HRsm6IWEhGDt2rWK23/xxRfIz8+Hu7s73nvvvVJlhif5sbGxSExMxKOPPop///vfygfrZCpkH3d7yc7OxjfffAOgZGr+woULzdZ97rnnEBUVhSZNmmDMmDGYOXMmXnzxRbRr1w7u7u7Yv38/tFot+vbti+7du5dqO2DAAOzatQs7duxA165dER4ejpycHBw6dAiyLGPGjBmoUaNGqTaTJ0/GqVOnsH79ehw6dAjNmzdHWloakpOT4ePjg1mzZpVaY+/u7o4ZM2YgOjoaU6dORVxcHIKDg3H06FFcu3YNYWFhGDdunB2vHhERERERkX05cjs4w9bZhw8fxuHDh03WOXr0KI4ePQoXF5cKDdxHjBiBp556Ck8++WSpXdQqilMH7gcOHDB+OOnp6UhPTzdbt2nTpsat5aKjoxESEoJly5bhxIkTkCQJISEhGDBgAHr27FmmrUqlQkxMDL7//nusXbsWCQkJ8Pb2RmRkJIYNG4Z27dqVaRMYGIjY2FjMmzcP8fHxiI+PN677HzVqlMl1/+Hh4VizZg1iYmJw4MABpKSkIDg4GH369MGQIUPg7e2t8EoRERERERHdAw4M3FesWGG2bOTIkdi2bRumT5+OXr16VfhYtm/fblw+3rJlSzz11FPo3LlzuRKwl4dTB+5dunTBmTNnFLXt3Llzqanqlmg0GgwePBiDBw+2uo2/vz8mT56MyZMnW90mNDQUc+bMsbo+ERERERGRM5Cg7Im7DamPndbEiROxc+dOHDhwAIcPH8aRI0fw+eefG5dMd+7cGc2bN7dbf04duJN9yCrTGeRFWeMBQOcpyMjsZT4rtsajSHheD/dCs2WerhbaagRtXcRtXVTm34/Kwk8gvSAjerHefL4HbbFGeN68IlfzbV0ttNWYb1ukFrfVCX96Ks84L8wMbyGRusr8hgFQFYv7FZWrBBnnAUAuMl8uuwjaWjivJMoMbylHiCD7u2Qhk7poxwBJtD0CAFm4fYKwqWKSSvzZyvr7LNM9ERFRZWZjVvnK5JVXXsErr7wCrVaLxMREbN++Hbt27cLZs2dx9uxZLFy4EIGBgejUqROeeuophIeHw8VFefjNwJ2IiIiIiIhIAU9PTzz11FN46qmnAAB//vkndu7ciR07diApKQk//vgjfvzxR1SpUgUHDhxQ3A8DdyIiIiIiIrKOkz49nzdvnqOHAABo3rw5atSogXr16mHjxo3YsWMHACAnJ8em8zJwJyIiIiIiIqtUxvXqtsrOzsaBAwewb98+7Nu3D6mpqQD+twwxODgYkZGRNvXBwJ2IiIiIiIis46RP3O+1nTt3GgP1M2fOQJZlY6Du5+eHxx57DJGRkYiIiEBwcLDN/TFwJyIiIiIiIqs4ch93ZzJs2DBI/00o7Ofnh5YtW6Jt27aIiIhA06ZN7d4fA/cHgQTo3Mv+DdN5CFKAA8LM8a6e5rO7e3sWCE/r45ZvtuwhQRkA+GjMl3u5iPt1E6QttyWrfIHe/F+jO8VuwvPeLnI3W5btYr4MAG6rzX9+uRbeTyHMZ6TXCZpKggz6ACAJ0tWLssYDgE6YGV7cVlUkaCvKDA9A0giysBepzZepLaXJF/QryjgPADpRRnoLf28FGeltIsxmX0Ep54mIiMj5MHA3kmUZkiTB398ftWrVQr169VC7du0K6YuBOxEREREREVE5rFq1ComJiUhISMCff/6JlJQUfP/991Cr1WjWrBkiIiIQERGBVq1awdXV/EMzazFwJyIiIiIiIuvwiTsAoHXr1mjdujVef/115ObmYt++fUhISEBiYiKOHz+O48ePY+HChXBzc0Pr1q0RERGBoUOHKu7PYYF71apVUaNGDUd1T0REREREROUhK1zjXsmDfW9v71J7uV++fBn79+9HYmIifvvtNyQmJmLfvn33Z+A+Z84cR3VNRERERERESlTyINxWly9fxp49e5CQkIB9+/ahuLgkWZMh47xSNgXuWq0WP/30E44cOYKcnBwUFxebHZAkSfjuu+9s6Y6IiIiIiIgciFnlS9Nqtdi/f78xWD9//jyAkkDd1dUVjz/+ODp16oTOnTvb1I/iwP3mzZsYMGAALly4YByYiFRRmY7JIlllOqs8LGSV13gUmS0TZY7389AKz1vV3Xx5gFuusK2fi/m23i7ijPTukiirvPha6GXzGbXzZfN/jXKLxZnhb2k8zZa5q72FbdWWsosL5Aiy5BcJMsPrBGWAOLu7TpxgHyrztxv0GnFbvcZ8v6IyAFAVmv9sZUFGelltPuM8AEgqQaZ1YYZ2iDPSW/pZqhKUW2orLDf/M14S9QlAFu1GICu/j4mIiMgBGLgDABYtWoTdu3fj2LFjpR5g+/r6IioqCp06dcITTzwBT0/zv++Xh+LAfeHChTh//jzUajU6dOiAkJAQuLuLgxQiIiIiIiKi+92sWbOMf65bty46deqETp06oU2bNlCJHsIopDhw37ZtGyRJQkxMDJ588kl7jomIiIiIiIicjARlU+Ur49zrli1bonPnzujUqRNCQkIqvD/FgfvVq1dRp04dBu1EREREREQPAhnKpspXwun1P/744z3tT3Hg7uPjY5eN5ImIiIiIiOg+UQmD8PuB4sn3bdu2RVpaGm7cuGHP8RAREREREZGTkuTyv8h2igP3ESNGAAAmT56MwsJCuw2IiIiIiIiInJSs4EU2UzxVPjMzEwMGDMCKFSvQqVMnREREICgoCBqN+X2bRo8erbQ7soUkQ3Yru+WSys389mgA4OFu/gsZHzfzW6+JtnsDgOru2WbLAl1zhG39XO6YLfNVi/t1l8y/H7WFrwJ1gu3T8mXzS0ay1OLtHzzV5sekkQTbiVmgE22/BaBYZ75cV2S+TC/Y7g0AdIXmy1WCMkC85ZvexUJbwU8yWW1hqzLRuUXbnFk6ryCbqKXt04TbsnFrTSIiIqIHjuLA/bXXXjPuzZ6ZmYmNGzearSvLMiRJYuBORERERER0H5NkPkJ3BMWB+6OPPmrPcRAREREREZEzY1Z5h1EcuK9YscKe4yAiIiIiIiInx2RzjqE4cCciIiIiIqIHDAN3h7BL4H7kyBH88ccfSEtLw507d+Dl5YV69eqhQ4cOiIiIsEcXRERERERE5GB84u4YNgXuubm5eOeddxAfHw+gJAmdgSRJWLZsGTp06IDPP/8cDz30kG0jJeUkAK5ls8q7uImzlnu6Fpkte0iQVT7ALVd4XlHm+BqaLGHbABfz5/ZVibPKe6oEWeVR9vrcTSfYOVGrN59V3ktVIDyvu2T+GltSJKvNluXrxH+184vNp3DPdzNfVlhovk8A0LsKMtJrlGeGF5UBgOBSQC8eMmRBhndhRnpL2d1Fif0FGedLypVnjpck8+cWZboHxMlmZFEiGuUbIFQswbWALP47T0RERORMFAfuer0eI0aMwKFDhyDLMlq1aoVmzZrB29sbt2/fxsmTJ3HixAns2rULb775Jr777jt7jpuIiIiIiIjuNT5xdwjFgfvPP/+MgwcPomrVqoiJiUHLli3L1Dly5AjefPNNHDhwAOvXr8fzzz9vy1iJiIiIiIjIQSRZ2VR5Tq+3nYX5muatW7cOkiRh1qxZJoN2AGjdujVmzpwJWZaxbt06pV0RERERERGRM5AVvMhmip+4Jycno1atWmjXrp2wXnh4OGrVqoXk5GSlXREREREREZET4NNzx1D8xP3OnTvw8/Ozqq6/vz9u376ttCsiIiIiIiJyBrJc/hfZTPET92rVqiE9PR1FRUXQaERZqAuRlpaGgIAApV2RrSQZkkvZDMpummJhMw+N+SzsPhrzWeX9XMTZ3f1c7pgtE2WNB4BqavNfAPlayODuKZnPIi1KHg4AOsHPG60gM7xGEl9jkXzZ/N8rANDqzGezz9G4C9ve1riZLXPTmD9vkYv4R4asNn+hLGaGF5SLssYD4szxwszwAGRR4nGlGecBSJYyxytl8bzOmuJdGUn0Gej5iwARERE9GBT/Ztm2bVvk5uZi4cKFwnoLFy5Ebm4u2rZtq7QrIiIiIiIicgKGBHXleZHtFAfugwYNgiRJmDt3Lj788EOkpqaWKk9NTcUHH3yAefPmQaVS4ZVXXrF5sEREREREROQgShLTMUGdXSieKv/www9j7NixmDlzJlavXo3Vq1fD3d0d3t7eyM3NRX5+yVRqWZYxduxYNG/e3G6DJiIiIiIiontPsPqUKpDiwB0Ahg4dijp16mD27NlIT09HXl4e8vLyjOX169fH6NGj0a1bN5sHSkRERERERA7Gp+cOYVPgDgBdu3ZF165dcf78eaSmpiI3NxdeXl5o0KAB6tWrZ4chEhERERERkTPgmnXHsDlwN6hbty7q1q1rr9ORHUkSoHIp+zdM4yLOPu3pYj5bupeL+Qzu3i7mM84DgK/afNZ5X5U4I70oc7yvSvxTxFMyf7urIM4Qrhf8hHKVRddRnOm+SDb/fu+ozWd+B4BsFw+zZaLPBxB/tqL7wtR9dDedoFyUcR6wlMFd2FTc1sJ9IcwOL7otJAtbEYhYamvLuQXXwqbzEhEREZHDWBW46/UlCxlUd21DZDhWHqqK2h6JiIiIiIiIKpbSfdm5l7vNrArcw8LCoFKpsGnTJtSvXx8A0KxZs3J1JEkSTp06Vf4REhERERERkcNJUDZVnnP+bGf1VHn5H9+S/PP/ExERERERUSXHMNAhrArcly9fDgCoWbNmmWNERERERET0YGByOsewKnBv166dVceIiIiIiIioEuPMa4dQnFX+vffeQ/369REdHW2x7tSpU3H27FmsWLFCaXdkI0lVNpmgWhInGHQx0cbATVVstsxdMl9WUl5otsxTZb4MADwFYxZljQcAD0ljtkwtiRMn6uTyJ2MEgEIL10L0fkXXqaTc/LlFnw8g/mxF94Wp++husugyWljcJGpr8Z8HYfZ35W3lisocL8r8bst5HcXC3x9AvIMFEREREYkpTvP+888/Y+fOnVbVPXToEE6cOKG0KyIiIiIiInI0uWSqfHlfXBdvO6ueuKenp+OXX34pc/zvv//GV199ZbadLMvIyMhAcnIy/Pz8lI/SxHh69OiBXr16YcqUKSbrJCYmYvHixTh9+jTy8/PRoEED9O/fH3369IFk4olVcXEx4uLisHr1aqSnp8PFxQXNmzdHdHQ0wsPDTfaRnZ2NJUuWYOvWrcjIyICPjw8ef/xxjBo1CrVr1zbZJi0tDXPnzsXhw4dx48YNVK9eHc888wyGDRsGT09P5ReFiIiIiIioojEIdwirAvfatWvjt99+Q3p6uvGYJEn4+++/sWDBAmFbQ/b5Ll26KB/lXTIzMzFy5Ejk5eWZrfPDDz/gww8/hEajQXh4ODQaDfbt24fJkyfjyJEjmD59epkxvvPOO9i4cSMeeughREZGIisrC4mJidizZw8++eQT9O7du1SbrKwsDBw4ECkpKahTpw46duyItLQ0/Pzzz9i6dStWrlyJJk2alGpz4sQJDBo0CFqtFi1atEDz5s1x5MgRLFiwANu3b8eqVavg7e1tl+tERERERERkb0xO5xhWBe5qtRqTJk3CwoULjccOHjyIKlWqlAlO76ZSqeDp6YmwsDAMHTrU5sH+9ddfGD16NM6fP2+2TlpaGqZNmwZvb2+sWLECYWFhAICMjAwMGjQIa9euRVRUFLp162ZsExcXh40bN6Jp06ZYtmwZfH19AQB79+7FsGHD8NFHHyEyMhI1atQwtvn000+RkpKCXr164eOPP4ZarQYALFiwALNnz8b48ePxyy+/QKUqWY1QXFyMt956C1qtFp988gn69OkDAMjPz8fYsWMRHx+PWbNmmZ1BQERERERE5HB6Ru6OYHVyuscffxyPP/648f83adIEoaGh9yThXHZ2NhYtWoTly5ejsLAQwcHBuHTpksm6S5YsgU6nw5AhQ4xBO1Cyld2UKVPw2muvYcmSJaUCd8MXEpMnTzYG7QAQERGBQYMGYdGiRVixYgUmTJgAALh06RI2btwIHx8fTJo0yRi0A8Dw4cOxfft2HDt2DLt370ZUVBQAYNOmTbh48SIiIiKMQTsAuLu749NPP0WnTp0QGxuL0aNH46GHHrL9ohEREREREVViv/zyC3766SecPn0aeXl5CAgIwGOPPYbo6GiEhIQ4enh2pTg53fTp0zFs2DB7jsWs5cuXY8mSJfD398f8+fPRo0cPs3W3b98OAHj66afLlEVGRqJKlSr4888/cfXqVQBASkoKLly4gICAALRp06ZMm65duwIAtm3bZjy2c+dO6HQ6REZGmpzabqpNfHw8ANNLBvz8/BAeHo6ioiLs3r3b7HtTTCpJRF3el0qSFb70wpdaks2/oBe/JJh9qSAJX2pJZfZl6X/itqI+zY9XLcHCexVcJ4vXWelnJyu6VwwvS/eh8GVDW9mGl1KyJAlfRERERJWObMPLnsOQZbz99tuYMGECjhw5gpCQEHTo0AFqtRrr1q1Dr169kJCQYN9OHUxx4N6zZ0906NABqampmD17dpnyL774Au+99x6Sk5NtGiAAVK9eHe+88w62bNmCTp06ma2XmZmJGzduQKPRoEGDBmXK1Wq18fiZM2cAwDi+Ro0amUxaZzh+4cIF47p6Q5vQ0FCT42jYsCEA4PTp08ZjhjaNGze2ug0REREREZEzUZRV3s7Wr1+PjRs3olq1aoiLi8OPP/6IefPmYevWrRg+fDjy8/MxYcIE3Llzx/6dO4jiwB0A1qxZg+effx6LFi0qM3X9+PHj+Pnnn9GrVy/ExcXZNMi+ffvi1Vdfhbu7u7DetWvXAABVq1Y1ri3/p8DAwFJ1Df8NCgoyWd/NzQ0+Pj7Q6/XIzMy0qs0/+1DahoiIiIiIyKnIcvlfdvbTTz8BAN5+++1SOdfUajXGjBmDRo0a4caNG9izZ4/d+3YUxYH73r178f7776O4uBiRkZHQaDSlygcPHoynnnoKxcXF+OCDD5CUlGTzYC3RarUAIAzw3dzcStU1fAtjTRtDXUNbDw8Pk/UN5zLUs2ZsptoQERERERE5CwnKnrjbexGhj48PQkJC0LZt27JjlCTUr18fAIzLoysDxYH7d999B0mSMHbsWHzzzTdlniR36tQJMTExeOutt1BcXIxvvvnG5sFaYnjKbmrK+z8ZtqkzJJazpo2BtW3ku75dUtKGiIiIiIjIqTh4fTsAzJ07F5s3b0bt2rXLlOl0OuND47t3BbvfWZ1V/p+OHz+OgIAAREdHC+u99tpr+Oabb3DgwAGlXVnNy8sLQMkWa+YUFBQAADw9PcvdxvCE3dDG3F7yhnPd/UTey8sLWVlZ5WpDRERERERUWZw7dw7jx4+3un6/fv3Qv3//cvWxatUqXL58Gb6+voiIiCjvEJ2W4sA9NzcXTZo0sfgEWaVSoXbt2vck6ZrhqX9mZiZkWTY5NsMacsOackOb69evmzxnQUEBbt++DUmSUK1aNava/LMPw5+zsrJw/fp1k98MmWpjN2aWllh6uK8XpNwWl4kncugEbXUWJoHoBGPWW8h8oZP15gstTLgQtdULvkYUjRcQv1/RdQLE11n0+VgqF90XNk0IqcC2oo++IhKilJyXs2OIiIjoASMr/B3ov03y8vLKtYTaXLxlzt69e/H5558DAMaNG2d84FoZKA7cq1WrhosXL5oNkO925cqVUvujVxRfX18EBQXh6tWrOH/+POrVq1eqXKfTITU1FcD/srsb/nv27FmT5zx79ixkWUadOnWMT+kttUlJSSlVz/Dn5ORkpKSkoHXr1la1ISIiIiIiciqCZ2GWeHh4oFmzZlbXNzw4tcb27dsxZswYFBYWYsCAAejbt6+SITotxYF7q1atsHnzZqxcuRIvvfSS2Xo//fQTMjMz8dRTTyntqlyioqIQGxuL33//vcw0/j179iAnJwdNmjRB9erVAQB169ZFvXr1kJ6ejmPHjqFly5al2vz2228AgI4dOxqPdejQASqVCgkJCdBqtcaA3mDLli0AgCeffLLUuDZs2IAtW7agX79+perfunUL+/fvh0ajQfv27W16/0RERERERBVDVjjrsKRNSEgI1q5da98hAVixYgWmT58OnU6HgQMH4v3337d7H46mODndgAEDAAAzZszArFmzymwHl5GRga+//hofffQRJEnCwIEDbRuplQYOHAi1Wo2FCxfi2LFjpcYzbdo0AMCwYcNKtXnllVcAAO+//75xyzegZKrF8uXLodFo8OqrrxqPBwUFoUuXLsjKysIHH3yAwsJCY5mh34YNG6Jz587G4126dEHNmjWRkJCAlStXGo/n5+dj0qRJ0Gq16NOnD6pWrWqfC0FERERERGRvTpCczqC4uBhTpkzBxx9/DL1ej7Fjx2LKlCnlSjx+v1D8xL1t27YYOnQoFi1ahMWLF2Px4sXw9PSEp6cntFqtcVszWZYxePDge5YYoEmTJhgzZgxmzpyJF198Ee3atYO7uzv2798PrVaLvn37onv37qXaDBgwALt27cKOHTvQtWtXhIeHIycnB4cOHYIsy5gxY0aZjISTJ0/GqVOnsH79ehw6dAjNmzdHWloakpOT4ePjg1mzZpW6Ydzd3TFjxgxER0dj6tSpiIuLQ3BwMI4ePYpr164hLCwM48aNuyfXiIiIiIiIqNxkKEt6VAHBe35+PkaNGoWEhAR4eHhgxowZ6Natm/07chKKA3cAeOutt9C4cWPExMQgLS0Nd+7cMe51DgC1atXCyJEj0bt3b5sHWh7R0dEICQnBsmXLcOLECUiShJCQEAwYMAA9e/YsU1+lUiEmJgbff/891q5di4SEBHh7eyMyMhLDhg1Du3btyrQJDAxEbGws5s2bh/j4eMTHxyMwMBA9e/bEqFGjTCagCw8Px5o1axATE4MDBw4gJSUFwcHB6NOnD4YMGQJvb+8KuR5ERERERESVhU6nMwbtAQEBWLBgAVq0aOHoYVUoSbbTxuEXLlzA+fPnkZWVBQ8PD9SvXx8hISH2ODXZ6OTNv9Hjj2/KHPerohW2q1nlttmyel43zJe5my8DgLqu5rND1tbcEratpiowW+arEn8P5SFpzJapJUvZ7M1n4ciTi8yWZemLhee9rnczW3axyE/Y9nyh+WQd6fkBwrbpd8yXZ+T4mC27leNptgwAim6bfz8u2WphW02O+SlNGvO3IgDANVdUJs6gorljvtwlV2e+TGv+cwcAVZ75cqlA3Bb55u9zFInvKRSZP7dsqW2x+XJZZ/5aQC/+Z0TYVrTbgwWyhX4tNFbeloiISKG5Bz9DaJsGjh6GYsln/sbI6KXlbjdv0WCENrbfnuoxMTH4+uuv4enpidjYWDRq1Mhu53ZWNj1xv1udOnVQp04de52O7EzWlw1MdRa2bSs20cagQG/+1smXxbdVvuxqtkyrN18GAFrJfFDiKguCAwtUlrZPE8zv0Qr61Vq4xqL3K7pOJeXmr7Po8wHEn63ovjB1H91NEsVClrZ0U75bn/jclmI74VZytgSGor0LK+i8jsIgmIiI6MHh4N9FsrOz8c03JQ8lAwMDsXDhQrN1n3vuOURFRd2roVUouwTu2dnZ2Lt3L1JTU5GTk4N33nkHBQUFOH78uMlp5kRERERERHT/ET6ouQcOHDhgzKeWnp6O9PR0s3WbNm3KwB0oSTz39ddfY+nSpcjPzzcef+edd3Dp0iUMGjQILVu2xNy5c+Hv72/zYImIiIiIiMhBnCA5XZcuXXDmzBn7nfA+oXg7OACYMGEC5s+fj7y8PPj6+sLDw8NYlpWVBVmWcezYMbz88svIy8uzebBERERERETkQE60HdyDRHHg/vvvv2PDhg3w9/fH4sWLsXfvXjRp0sRY3qZNG6xcuRIBAQFITU3F8uXL7TJgIiIiIiIiogeJ4sB99erVkCQJM2fOxBNPPGGyTps2bfDll19ClmVs2bJF8SCJiIiIiIjIsSSUJO8t98vRA68EFK9xP3nyJGrUqIHHHntMWK9t27aoVauWMGkAVSxZBvTFZf+6FBWLt+fSFpvfPu1Osfltv3KL3YXnzVKb31LMS7DdGwBoJNF2VuK2hYK2ags/TXSCKT6izPFZgu3eSsrNX4ssnXjrNdF1Fn0+gPizFd0Xpu6jUgTlkk7cVphV3sKGAZIgS7ulBCqS6MMVZquvwMzwtpxblLHeGTPSExER0X1EVvj7BH8HsZXiJ+5arRa+vr5W1fX390exYH9gIiIiIiIicnIyAL2CF+N2myl+4l61alWcP38esixDksw/SSsqKkJ6ejqqVq2qtCsiIiIiIiJyAhJn8DmE4ifu7dq1g1arxapVq4T1vvvuO+Tk5KBt27ZKuyIiIiIiIiJnIMvlf5HNFAfugwcPhkqlwmeffYbly5fj1q1bpcpv3LiBL7/8ErNmzYJKpcJLL71k82CJiIiIiIiIHjSKp8o3adIEEydOxMcff4zp06dj+vTpxrKIiAhkZWUBAGRZxujRo9GiRQubB0tEREREREQOxCfoDqE4cAeAgQMHonbt2pg1axZOnz5tPG54+l63bl2MHj0a3bt3t22UZBtZglxcdnJFQZH4488rcjVbdrvIfEbzWxpxNnRPdaHZMnepSNhWpEjWivtVme9XDXHqcZ1gcopWb/46ibLGA8CNYm+zZbeKvYRtbxWbP7fo8wHEn63ovjB1H91NlDleZSE/pWjDAEtZ5VWCcmHWeFjIZi/KVm/hvNBbSGevVEWd10nJoiz5REREdG8ZktMpaUc2sSlwB4AOHTqgQ4cOuHz5Ms6ePYucnBx4eHigfv36CAkJsccYiYiIiIiIyAkwOZ1j2By4G9SqVQu1atWy1+mIiIiIiIjIqXAfd0exKnDX/3dqpiRJxq3f9Aqma6pUinPhERERERERkaPxibtDWBW4N2vWDADQoEEDbNq0qdSx8nJzc0NwcDC6deuGESNGQK1WKzoPERERERER0YPAqsBd/u+3KvJd367ICr9pyc/PR0pKCubOnYs7d+7gnXfeUXQeIiIiIiIiusf4xN0hrArcly9fDgBwd3cvc6w8ZFlGXl4e9u7di++++w4bNmxg4H4vyAAKyy5TKC4Qz3bQumrMlmW7mM9a7q42nykdADSWUoQL5Mvmx3RH7SZs6y4JsspL4h9AOtl8tvR8WZBVXifOKi/KHH+tsIqw7Y0C89c5u0CcVV5baP46Cu8LE/fR3VSFgqzyFjYMEGWdt5iRXnBLiTLOAzZkjrf0j5ZoNZGlpUY2ZFKXZcG5LfQri8rvx+zuomtBRERE5ces8g5jVeDerl07q45Zq2PHjli3bh1yc3MVn4OIiIiIiIjuLWaVdwy7ZZXPzc3FhQsXcOfOHXh5eaFOnTrw9jb9RFCWZTRt2hS3b9+2V/dERERERERU0Ri4O4TNgfuJEyfw5Zdf4sCBA9Dp/jcnVZIktGrVCuPGjUOrVq1KtZEkCcuWLbO1ayIiIiIiIrpXZFnZ8jkG+zazaX+2zZs3Y+DAgdi7dy+Ki4shy7LxpdfrcfjwYbz88stYv369vcZLRERERERE9EBR/MT9/PnzeO+991BUVIQnnngCgwcPRrNmzeDt7Y3s7GycPHkS3333Hfbs2YMPPvgALVu2RJ06dew5diIiIiIiIrqX+PTcIRQH7t9++y0KCgrQr18/TJ06tVSZv78/OnTogA4dOuD999/HmjVrsGrVKrz77rs2D5gUkCVIBWUnV+g14o8/T2M+W/pttfl0kmqV8kzORbKFTPc682PKdvEQtnWXzKcmV0niMetl85NT8mXz1zG3WJzd/Vax+azzoqzxAJCZb77tbQtZ5fPyzV9HfYH592PqPrqbusCGrPKCclWx+B8IUbkwMzwASXRu0VQwS+e1JUO76B9E/mNJREREjsTfRRxC8VT5xMREeHh4WNzO7d1334W7uzt27dqltCsiIiIiIiJyBrJc/hfZTHHgfvXqVYSEhMDLy/w+1ADg5eWFkJAQ/P3330q7IiIiIiIiIkeTUTJzsLwvxu42UzxVXqPR4M6dO1bVvXPnDtRq8RRoIiIiIiIicmYyICtZFsvI3VaKn7iHhIQgPT0dycnJwnqnT59Geno6QkJClHZFRERERERE9MBSHLh3794dsixj7NixuHz5ssk6ly9fxtixYyFJErp166Z4kEREREREROQEuMbdIRRPlR8wYABWr16Nc+fO4V//+hc6deqEZs2aoUqVKsjJyUFSUhLi4+ORn5+PkJAQDBgwwJ7jpnKQ9IA6v2y272K1+HubIrXGbFmupPwvoE4vyNCuE9+SORrz2dK9XAqEbd1Uoqzy4vejl81nSy/Qmx/znWI34XlvF5l/P9kWMsOLMsfnasX9FuWZ/2yRZ/7zMXUf3U1VaL5MLf54xFnlLWakN//5icoAQNKZn+4lFQvKdDrxoESZ4y1NMRNlpLf0j5+wXxuy2YuaWcySr3ynCSIiInIylv7dpwqhOHB3c3PD0qVLMXz4cJw+fRqbN2/Gr7/+aiyX//sLYOPGjTFv3jy4u4uDECIiIiIiInJiMpR90c9Y32aKA3cAqF69OtauXYvffvsN8fHxSE1NxZ07d+Dl5YX69eujU6dO6NatGxPTERERERERVQac+u4QigP3zZs3IywsDPXq1UP37t3RvXt3e46LiIiIiIiInIrSNesM9m2lODndF198geeeew63bt2y53iIiIiIiIiI6C6Kn7hfv34dDRs2hJ+fnz3HQ0RERERERM5KlESXKoziwL1mzZq4du0aioqKoNEIMlQTERERERHR/Y/J6RxGceA+fvx4jB49Gm+//TYmTJiA4OBge46L7Ek2vY2XrBKvlNAJdv4qhKvZshzB1mkAUKwTbAdXLP4S6LbG/DZnni7iPcNcVOa/HbRlO7hiwfZ2WgvvJ6/I/HXUFlpom2++rXC7NwC4Yz5hpNqG7eDU+ebLRFvFAYC6wPxnoC4Ufz5q0XZwgi3dAEBVpHDLN52lbdkE/Qq2oLPY1uLWaxX0LyO3dCMiIiKAyekcRHHgfuLECTRv3hxbt27F1q1bUbVqVQQGBprd9k2SJHz//feKB0pERERERESOJCvcx53Bvq0UB+6LFi2CJEnG/dqvX7+O69evm60vSeIndUREREREROTcZM7CcwjFgfuoUaMYjBMRERERERFVMMWB+xtvvGHPcRAREREREZEzk6FsqjxnyttMceBOREREREREDxgmp3MImwN3vV6P3377Ddu2bUN6ejpycnLg7++PRo0aoVu3bmjfvr09xkk2kPSAOs9kiYWW5rOLixJqF4nS0QPQFQmyyruJs6G7acxnUte4CDKAA1BLguzhFi6F6OeTTjb/foqKzWdvB4CCIvN/BYsLxG31BYK/voLM8IA4c7yL1vzFMH0f3VVeoKwMANSCrPOWssqrBOWSIGs8AEiCDO+SICO9ZGkPU1HmeEttBTecxXVlgnPLlvpVlGzGNrID+iQiIiKlZIX7uPPfe1vZFLifPXsWb731FlJSUoxJ6gDgwoULOHbsGH766SeEh4fjs88+Q1BQkM2DrSzS0tIwd+5cHD58GDdu3ED16tXxzDPPYNiwYfD09HT08IiIiIiIiMriPu4Oozhwz8zMxJAhQ3Dt2jVUqVIFXbp0QePGjeHp6Ync3Fz89ddf+OOPP7Bv3z6MGDECq1atMrtV3IPkxIkTGDRoELRaLVq0aIHmzZvjyJEjWLBgAbZv345Vq1bB29vb0cMkIiIiIiIqw+IMPqoQigP3b775BteuXUOrVq0wd+5c+Pv7l6lz7do1jBgxAqdOncIPP/yAwYMH2zTY+11xcTHeeustaLVafPLJJ+jTpw8AID8/H2PHjkV8fDxmzZqFKVOmOHikRERERERE5CzEC2EF4uPjodFo8NVXX5kM2gEgMDAQX331FVQqFX755RfFg6wsNm3ahIsXLyIiIsIYtAOAu7s7Pv30U3h6eiI2NhbZ2dkOHCUREREREZEpcslU+fK+KmCufFpaGsaNG4cnn3wSLVq0wNNPP43Zs2dDq9XavS9noDhwv3LlCho1aoTAwEBhveDgYISGhuL8+fNKu6o04uPjAQBdunQpU+bn54fw8HAUFRVh9+7d93poREREREREYobt4Mr7snPcfuLECfTq1QsbNmxA1apV0bFjR2i1WixYsAD9+/dHbm6ufTt0Aoqnyvv6+iIrK8uquvn5+fDy8lLaVaWRnJwMAGjcuLHJ8oYNG2L79u04ffo0nn32Wbv1K+kBl3xFLQXnFGSct5BVXl9kvrywUJxJvcjF/C2rchH/RJBUFZNVXhZcC32x+MRyseC7s0Lx92pSgflydb64X1G5KHO8pfvIRdhW/PmIyi1nlTf/2aosZZUvEuxGIMgqj2LxLgbQC8otJXURZqS30FZ4s1ayzDCWMuwTERGR/Tn4398Hdfmx4ifuTz31FP7++29s3rxZWO/w4cNIS0tDp06dlHZVaVy7dg0AzGbYN8xeMNQjIiIiIiJyJrJeLvfLnh7U5ceKA/exY8eiYcOGeO+997Bq1SoUFpbdhHnHjh144403ULNmTYwePdqmgVYGhvUW5rLrG45X1nUZRERERER0P5NLnriX92XHufIP6vJjxVPl3333XQQEBODs2bOYNm0aZs6cicaNG+Ohhx5CXl4eUlJScOPGDQBAlSpV0Lt37zLnkCQJ27dvVz76+4xarYZer4dkYV62XNmmsxIREREREdmBo5YfO5riwP2PP/4w/lmWZdy5cwdHjhwxWff27du4fft2meOWAtjKxsvLC1lZWcjLM70QOD+/ZAGxh4fHvRwWERERERGRRbIMRVPf7flc8kFdfqw4cJ8+fbo9x/FACAwMRFZWFq5fv47atWuXKTfcXJYy9ZdX/SB//Dj2xTLHZQsLJYTlgu9cLJ0XkuBvrqXvcgRtbfoeyFJbhT9sLP6QkkUXUnlbyVLOENFHIGhr6bzCcgvvR9yvhcSDon4ttRV9SKK2lj5cW5LECduKm4rPbalfC+dWzPyJOcGIiIgeJHWa1HL0EGxSp2ktzD1Q/jiwTtOS933u3DmMHz/e6nb9+vVD//79Sx17UJcfKw7ce/bsac9xPBAaN26M5ORkpKSkoHXr1mXKU1JSjPXsycNVg7Dapr+RIiIiIiIisoa7pxtC2zRQ3D4vLw9JSUlW179+/XqZYw/q8mPFgTuVX1RUFDZs2IAtW7agX79+pcpu3bqF/fv3Q6PRoH379g4aIRERERERkf3dvHkTN2/eRLNmzaxuU61atTLHHtTlxwzc76EuXbqgZs2aSEhIwMqVKzFw4EAAJTfXpEmToNVqMWDAAFStWtXBIyUiIiIiIrIff39/dOjQAR06dLDpPI5afuxoireDo/Jzd3fHjBkz4O7ujqlTp6JXr15488030aVLF2zbtg1hYWEYN26co4dJRERERETklAzLig3LjP+popYfOxoD93ssPDwca9asQdeuXZGRkYEdO3agSpUqGDlyJFasWAFvb29HD5GIiIiIiMgpRUVFAQC2bNlSpqwyLz+W5Mq2ap+IiIiIiIgqpfz8fDzzzDPIyMjAlClTSi0/fuutt7Bt2zYMGDAAH374oWMHamcM3ImIiIiIiOi+sX//fkRHRyM/Px/NmjVDcHAwjh49imvXriEsLKxSzmRm4E5ERERERET3leTkZMTExODAgQPQarUIDg5G165dMWTIkEoXtAMM3ImIiIiIiIicGpPTERERERERETkxBu5EREREREREToyBOxEREREREZETY+BORERERERE5MQYuBMRERERERE5MQbuRERERERERE6MgTsRERERERGRE2PgTkREREREROTEGLgTEREREREROTEXRw+AKlZaWhrmzp2Lw4cP48aNG6hevTqeeeYZDBs2DJ6eno4eHtnZL7/8gp9++gmnT59GXl4eAgIC8NhjjyE6OhohISFl6icmJmLx4sU4ffo08vPz0aBBA/Tv3x99+vSBJEll6hcXFyMuLg6rV69Geno6XFxc0Lx5c0RHRyM8PNzkmLKzs7FkyRJs3boVGRkZ8PHxweOPP45Ro0ahdu3aJtvwvnVOb775JrZs2YLp06ejV69eZcp5P5E1bt68icWLFyM+Ph4ZGRlwd3dHixYt8NprryEiIqJMfd5XZMnOnTuxbNky/Pnnn8jPz0dQUBA6duyIESNGoGrVqmXq854iovuRJMuy7OhBUMU4ceIEBg0aBK1WixYtWqBGjRo4cuQIrl+/jsaNG2PVqlXw9vZ29DDJDmRZxrhx47Bx40bjLxT+/v44ffo0Ll++DHd3d8ydOxePP/64sc0PP/yADz/8EBqNBuHh4dBoNNi3bx/y8vLQq1cvTJ8+3WwfDz30ENq1a4esrCwcPnwYsizjk08+Qe/evUu1ycrKwsCBA5GSkoI6deqgadOmSEtLQ3JyMry9vbFy5Uo0adKkVBvet85pzZo1mDx5MgCYDNx5P5E1UlNTMWjQIFy7dg21atVCWFgYLl26hL/++guSJGHOnDl4+umnjfV5X5ElS5cuxYwZMyBJElq1agV/f3+cOHEC165dQ7Vq1bBq1SrUqVPHWJ/3FBHdt2SqlIqKiuTOnTvLoaGh8po1a4zH8/Ly5OHDh8uhoaHyRx995MARkj2tW7dODg0Nldu3by//9ddfxuPFxcXyrFmz5NDQUDkiIkLOzc2VZVmWU1NT5aZNm8qtW7eWk5KSjPUvX74sP/XUU3JoaKj866+/lupjzZo1cmhoqPzCCy/It27dMh5PTEyUmzdvLjdv3lzOyMgo1Wb8+PFyaGio/O6778rFxcXG4/Pnz5dDQ0PlZ599VtbpdMbjvG+dU2pqqtyyZUs5NDRUDg0NlePi4sqU834iS4qKiuQXXnhBDg0NlT/++ONSn+HPP/8sh4aGyq1atZLz8/NlWeZ9RZZdunRJbtasmfzwww/L+/btMx4vKCiQR48eLYeGhsrR0dHG47yniOh+xsC9kjIEcoMGDSpTdvPmTblly5Zys2bN5KysrHs/OLK7l156SQ4NDZXXrl1bpkyv18v/+te/5NDQUHnLli2yLMvyxIkT5dDQUHnu3Lll6u/atUsODQ2Ve/fuXeq44ZeagwcPlmnzxRdfyKGhofJnn31mPHbx4kW5adOmctu2beWcnJwybfr16yeHhobKO3bsMB7jfet8CgoK5J49e8qtW7eWe/ToYTJw5/1E1ti8ebMcGhoqDxgwQNbr9WXKX3vtNblz587y0aNHZVnmfUWWGYLqYcOGlSlLS0uTQ0ND5UceecR4jPcUEd3PmJyukoqPjwcAdOnSpUyZn58fwsPDUVRUhN27d9/roVEF8PHxQUhICNq2bVumTJIk1K9fHwBw9epVAMD27dsBoNSUVIPIyEhUqVIFf/75p7F+SkoKLly4gICAALRp06ZMm65duwIAtm3bZjy2c+dO6HQ6REZGmpzeZ6oN71vnM3v2bCQlJWHKlCmoUaOGyTq8n8gav/76KwBgyJAhJtcRL168GH/88QdatmwJgPcVWaZWqwEA165dK1OWmZkJoOQzMeA9RUT3MwbulVRycjIAoHHjxibLGzZsCAA4ffr0PRsTVZy5c+di8+bNJhPe6HQ6JCUlAQBq1KiBzMxM3LhxAxqNBg0aNChTX61WG4+fOXMGwP/up0aNGpn8hdtw/MKFC8jLyyvVJjQ01OSYTd2DvG+dS2JiIpYuXYp//etfeOGFF0zW4f1E1jp58iQAoFWrVsjKysKqVaswZcoUTJ06FZs3b4ZOpzPW5X1F1oiIiIBGo0FSUhI++OADXL58GXl5edi7dy/ee+89AEB0dDQA3lNEdP9jVvlKyvDtc1BQkMnywMDAUvWo8lq1ahUuX74MX19fRERE4Pz58wCAqlWrQqUy/d3dP+8PS/eTm5sbfHx8kJ2djczMTNSuXVvRPcj71nncvHkTEyZMQPXq1fHhhx+arWf4LHg/kUhhYSEuX74MFxcXnDlzBmPHjsWtW7eM5StXrkRYWBgWLFiAoKAg3ldklerVq2P27NmYNGkSfvzxR/z444/GMj8/P8TExBifYvOeIqL7HZ+4V1JarRYA4O7ubrLccNxQjyqnvXv34vPPPwcAjBs3Dl5eXhbvDaDklxHgf/fHnTt3rG5jqGto6+HhYbK+qXuQ963zmDRpEm7cuIHPPvsMPj4+ZuvxfiJr5ObmAijJ0D1y5EiEhoYiLi4OR44cwY8//ojmzZvj1KlTGDFiBHQ6He8rslpYWBiefvppuLi4oFWrVnjyyScRGBiIW7duYdGiRbh48SIA/qwiovsfn7hXUmq1Gnq93uTUrrvJ3A2w0tq+fTvGjBmDwsJCDBgwAH379gUA45MGS/cG8L/7w7CO0Jo2Bta2ufse5H3rHFauXIn4+HgMHTrU7B7FBryfyBqFhYUASpbuBAcH45tvvoFGowFQMnV+6dKleOaZZ5CUlITff//d+OSR9xWJ/PXXXxg8eDDc3NywZs0ahIWFAQCKioowa9YsfPvtt3j55ZexefNm/qwiovsen7hXUl5eXgBgXHP1T/n5+QDMfyNM97cVK1Zg1KhRyM/Px8CBA/HBBx8Yywz3huEeMKWgoAAA4OnpWe42hntKyT3I+9bxzp49i88//xzNmjXD6NGjLdbn/UTWuPtJ4oABA4xBu0GVKlXw3HPPASiZKcT7iqzx8ccf49atW3j//feNQTsAaDQaTJgwAW3atMHff/+Nn376ifcUEd33+MS9kgoMDERWVhauX79uMmGZYZ2UYd0UVQ7FxcWYOnUqVq9eDUmSMHbsWAwfPrxUHcOTrMzMTMiybPIb/n/eH4Y2169fN9lvQUEBbt++DUmSUK1aNavamLoHed863hdffIH8/Hy4u7sbkzsZGJIcxsbGIjExEY8++qgxQzLvJxKpUqUKXF1dUVhYiODgYJN1DMdv3brFn1NkUUFBAY4cOQJJktC+ffsy5ZIkISoqCocPH8bJkyfx/PPPA+A9RUT3Lz5xr6QMmUlTUlJMlhuOm8tgSvef/Px8DBs2DKtXr4aHhwe+/PLLMkE7APj6+iIoKAiFhYXGRHV30+l0SE1NBfC/+8Pw37Nnz5rs++zZs5BlGbVr1zY+qbDUxtQ9yPvW8QxrKA8fPowNGzaUel25cgUAcPToUWzYsAFHjx7l/URWUavVaNSoEYD/bUv5T4btu/z9/XlfkUW3b982Ti83TE//J8Px4uJi3lNEdN9j4F5JRUVFAQC2bNlSpuzWrVvYv38/NBqNyW+p6f6j0+kwatQoJCQkICAgAMuXL0e3bt3M1jfcH7///nuZsj179iAnJwdNmjRB9erVAQB169ZFvXr1cO3aNRw7dqxMm99++w0A0LFjR+OxDh06QKVSISEhwWRCHcO9+eSTT5YZF+9bx1mxYgXOnDlj8tW5c2cAwPTp03HmzBnMmDEDAO8nso7h81y/fn2ZMlmWsWvXLgAw5lXgfUUiAQEB8PX1hV6vx44dO0zW2bNnDwCgadOmAHhPEdH9jYF7JdWlSxfUrFkTCQkJWLlypfF4fn4+Jk2aBK1Wiz59+qBq1aoOHCXZy/z585GQkABPT0989913aNGihbD+wIEDoVarsXDhwlK/jGRkZGDatGkAgGHDhpVq88orrwAA3n//feOTMaBkPery5cuh0Wjw6quvGo8HBQWhS5cuyMrKwgcffGBMTgXA2G/Dhg2NwSDA+/Z+xfuJrNG/f3/4+PjgwIEDiImJMSbakmUZc+bMwcmTJ1G7dm089f/s3Xd4FFXbBvB7dtMTQkIgobdAAqFIjwlKFVFfC12KyodIQBARpagUFaTIK0UMSJWuEgwdBZEOofcWQiABAtIJJKTu7nx/5N2VmN0zm9kNu+D9u669xD1zZs7Otjw7M/d54QUAfF2RmEajQbdu3QAA48aNM82FDgAGgwHR0dGIi4uDr68vOnbsCICvKSJ6skkyIyqfWvv370dUVBSysrJQq1YtlC9fHkePHsXNmzcRFhaGJUuWwMfHx9HDJBvdv38fLVq0QEZGBipXrow6depYXPa1114z/bI/Z84cTJ48GVqtFk2aNIGHhwf279+PjIwMdO7cGV9//XW+vgaDAe+//z62b98OHx8fhIeHIy0tDYcOHYIsy5g4cSLatWuXr8/NmzfRvXt3XLlyBWXLlkWdOnWQlJSEhIQE+Pr6YunSpQVO/ePr1nn1798fW7ZswYQJE9ChQ4d8bXw9kTV27tyJgQMHIisrCxUrVkRoaCgSEhJw6dIlFC9eHPPmzcv3wyNfVySSm5uLgQMHYtu2bdBoNGjQoAGKFy+O+Ph4XL16FV5eXpgxYwYiIyNNffiaIqInFQv3p1xCQgKio6Nx4MABZGRkoHz58mjbti169+7NL4CnxObNm/HBBx9YteywYcPQu3dv0/9v2bIFCxcuxOnTpyFJEqpUqYJu3bqhffv2pqlzHpWbm4ulS5di5cqVuHTpEnx8fFCzZk307dsXTZo0MbvNu3fvYubMmdi6dStu3ryJwMBANGnSBAMGDDAbwgPwdeusRIU7wNcTWefSpUuYNWsW4uLicOfOHZQsWRLPPfcc+vbta/Y55OuKRGRZxsqVK7Fy5UrEx8cjOzsbgYGBaNq0Kfr06YOKFSsW6MPXFBE9iVi4ExERERERETkxXuNORERERERE5MRYuBMRERERERE5MRbuRERERERERE6MhTsRERERERGRE2PhTkREREREROTEWLgTEREREREROTEW7kREREREREROjIU7ERERERERkRNj4U5E9BTav38/QkNDERoaCp1O57Bx6HQ6JCUl5bvPWcZGjvf9998jNDQU3bp1y3f/22+/jdDQUEydOtVBI/tbZmYmUlJSinw7K1euNL0vjLfvv/++SLZl3L+P3i5dulQk2yIiIvtg4U5EREVi9+7dePXVV7F69WpHD4VIlXXr1qFt27bYu3fvY9umq6srGjRogAYNGqBMmTJFso2QkBA0aNAAtWvXLpL1ExGR/bk4egBERGR/np6eqFKlCgBAkiSHjGH27NkFjrYDQN26dfHbb78BAFxc+DVEBX3zzTfIzMyEv7+/Q8cxdepU3Lhx47Fus0SJEvj555+LdBujRo0CAKSkpKB169ZFui0iIrIP/sVERPQUqlu3LjZu3OjoYZjl6emJ4OBgRw+DnFjZsmUdPQQiIiKnwlPliYiIiIiIiJwYC3ciIjswBkv1798faWlpGDt2LJo1a4a6devixRdfxMSJE3Hr1q0C/YzhXN9++y3+/PNPtG3bFrVr10arVq2wYcMG03JZWVlYuHAhunTpggYNGqBOnTp44YUXMHr0aCQnJxdYr1IAXHx8PIYPH44WLVqgdu3aCA8PR+/evbFp0ybh4zx06BA++eQTtGzZErVr18azzz6Lfv365bsG2LgvDhw4AACYNWsWQkND8emnn1o1tpMnT2Lo0KGmsTVp0gRvv/02fv31V+j1+gLLG4O2du7cifj4eAwaNAiRkZGoXbs2WrdujfHjx+Pu3bvCx2Wtzz77DKGhoXjmmWfM7nfj81m/fn2zlwmocevWLXz33Xd47bXXUL9+fdSrVw/t27fHvHnzkJOTY7bPpk2b8N577+HZZ59F7dq18dxzz2HgwIHCa7X1ej1WrFiBt99+G40bN0bt2rXRokULDB06FKdPny6wfEpKCkJDQ9G0aVPcuHEDUVFRqFu3Lpo0aYJPPvnEtJzBYEBsbCy6du2KRo0aoVGjRoiKisLJkyctjsVcON2j25NlGStWrEDnzp1Rv3591K9fH2+++SZiY2Mhy7LZdZ49exajRo3Cyy+/bLq+OzIyEn369Clwdorxebx69SoAYOTIkWbD4m7fvo1JkybhlVdewTPPPIP69eujY8eO+PHHH5GdnW3x8RWWcTxTp07FrVu38MUXX6BZs2amz4GpU6eaXgv79+9H79690bhxY9StWxft27dnzgQR0VOAp8oTEdlReno6unfvjoSEBJQtWxbBwcE4f/48FixYgA0bNmDevHkIDQ0t0O/gwYP48ccfUbx4cQQHB+PChQuoWbMmAOD69evo1asXLl68CACoXLkyvL29ceHCBSxfvhyrV6/GxIkT8corr1g1xmXLlmHcuHHQ6/Xw8vJC9erVkZqait27d5sC5SZNmgStVpuv35QpUzBnzhzIsgw/Pz+Ehobir7/+wrZt27Bt2zaMGTMGb775JgICAtCgQQMkJCQgPT0dZcqUQZkyZVC5cmXFsc2dOxdTpkyBwWCAj48PQkNDce/ePRw4cAAHDhzAmjVrMHPmTBQrVqxA3507d+KXX36BLMumfXT58mUsWrQI27dvx8qVK+Hj42PVPrJkxIgROHjwIK5cuYIRI0Zg6dKlpgyBo0eP4ocffgAAjB492pQxYIvDhw9j4MCBuHPnDlxcXBAcHIycnBycPXsWZ86cwY4dOzB//ny4ubkBAHJzczF48GBs3rwZAFCqVCnUqFEDKSkp+OOPP/DHH3+gZ8+e+Pzzz/NtJz09He+99x6OHj0KAChXrhwqVqyI5ORkrF27FuvXr8ewYcPQq1evAmPMyclB7969kZycjOrVq+PatWsoV66cqW3w4MH4888/AQAVK1aEj48P4uLiEBcXhzp16hR6n8iyjOHDh2PNmjXw9fVFlSpVcOXKFRw7dgzHjh1DUlIShgwZkq/PTz/9hLFjx8JgMKB48eKoVKkSsrKykJKSgp07d2Lnzp3o168fBg8eDAAoU6YMGjRogFOnTiEnJweVKlVCQEBAvrC4w4cPo3///khNTYWrqysqV64MWZZx+vRpnDp1CmvWrMG8efNQqlSpQj9GSy5duoQ33ngD9+7dQ7Vq1aDVanHlyhXMmjULV65cQePGjfHVV1/B09MTlStXRkpKCs6cOYPhw4cjKysLXbt2tdtYiIjoMZOJiMhmsbGxckhIiBwSEiLXrl1bXrdunant+vXr8ptvvimHhITI//nPf+Tc3FxT2/Tp0039BgwYIGdnZ8uyLMt37tyRZVmWdTqd/MYbb8ghISFy27Zt5bNnz5r6pqWlySNGjJBDQkLkWrVqyceOHTO17du3z7TeR7e3Y8cOOTQ0VK5Vq5a8aNEiWafTmdri4uLkiIgIOSQkRJ46dWq+x7d+/Xo5JCRErlmzprxw4UJTP51OJ8+cOdPUlpiYaOrz1ltvySEhIfKUKVPyrcvS2DZu3Gi6f9q0aaZ9IcuyvHfvXjkyMlIOCQmR+/Xrl299xu2EhITIUVFR8o0bN0xtf/75p1yzZk05JCREXrBgwT+fNlUOHz5sWueSJUtkWc57Llq1aiWHhITIn3zyiV22k5qaKjdt2lQOCQmR33vvPfnmzZumthMnTsjPPvtsgf07ZswYOSQkRK5Xr578+++/m+7X6XTy0qVL5bCwMLP7om/fvnJISIjctGlTed++fab7s7Oz5WnTppn276ZNm0xtV65cMd3fpEkT+fz586Y+aWlpsizLptdGw4YN5T179pj6Xr9+Pd/z1rVr13zjMffaeXR7NWvWzPf6zcrKkocMGSKHhITIYWFhpvePLMtyUlKSXKtWLTkkJESeOXOmnJOTY2q7d++ePGjQINN7KDU1Nd84WrZsKYeEhMgxMTH57r9+/brcpEkTOSQkRB45cqR8//59U9ulS5fkzp07yyEhIXL37t1laxk/Q55//vkCbY9+Trz88styUlKSqe27774ztdWoUUOeMGGC6b2TkZEh9+7dWw4JCZFbtmxZYL2P7tPk5GSrx0pERI8fT5UnIrKz4cOH49VXXzX9f1BQkOko8fnz5y2ejj58+HDTkdMSJUoAADZu3IizZ8/C3d0dc+fORY0aNUzL+/j44Ouvv8bzzz+P3Nxcq+a8njJlCmRZxpAhQ/DOO+/kO6oeERGBCRMmAAAWLFiAe/fumdqio6MBAL169ULPnj1N/bRaLd5//300bdoUer3eplNyjeN/8803MWjQINO+AIBnn33WNIatW7fi0KFDBfoHBARg+vTpCAwMNN3XunVrNGvWDABw5MgR1WN7VIMGDRAVFQUAmDx5Mv766y+MHTsWKSkpqFixIr788ku7bGf58uW4desWypUrh++//z7fkds6deqYjpqvWrUKBoMB169fxy+//AIAGDt2LF566SXT8lqtFj169MCgQYMA5D2fDx8+BAAcO3YM27ZtAwBMnz4d4eHhpn5ubm4YNGgQ3nzzTQDAt99+a3as3bt3R7Vq1Ux9fHx8kJubi/nz5wPIO1MhMjLStHxQUBCio6Ph5+enat9079493+vX3d0dn3/+OSRJgk6nw4kTJ0zL7tmzB1qtFrVq1cL7778PV1dXU5ufnx+GDx8OIO9sBWsvb5g/fz5SU1PRqlUrjB07Fr6+vqa2ihUrYubMmfDx8cGhQ4ewY8cOVY/RkgkTJuQ7e6VPnz6m/dCwYUN8+umnpveOp6en6bV69epV3L9/365jISKix4eFOxGRHXl5eaFz584F7i9RogTatGkDANiyZUuB9lKlSqFChQoF7t+6dSsAoFWrVmbbAZhOXz5w4ADS0tIsji0lJQVnz54FALz++utml2nevDn8/f2RlZVluh760qVLptP0LZ1qO27cOPz555+mU40LKzk52VQ09ezZ0+wyxmuZAfP7MCIiAu7u7gXuNybYi/ZNYX3wwQeoU6cOMjIy0Lt3b6xevRqurq6YPHmyzafjGxmL6TfeeAMeHh4F2tu2bYvVq1dj06ZN0Gg02LlzJ3Q6HUqVKmXxsom33noLrq6uSEtLM2UQGLdTt25dNGjQwGy/d999F0DeayEhIaFAe8OGDQvcd+jQIaSlpcHd3R3/+c9/CrQXL17c6ss7/qlly5YF7vP39zf94PXgwQPT/T169MDx48fx008/mV3Xo/s2MzPTqu0bT/239D4qWbIkmjZtCuDv/WsPfn5+eOaZZ/Ld5+npaXrcxh+pHvXoD1np6el2GwsRET1evMadiMiOQkNDzRaPxjYAZkPNHv3j+lHGYrZWrVoWt2ls0+v1uHTpEmrXrm12ufPnz5v+PWDAAIvrM4ZqGYv1S5cuAcj7UcLSjwePXvurhnFbSlPF1a5dG0ePHjV7ZDQoKMhsH2NhZi4ITy0XFxf897//Rfv27XHhwgUAwODBg1G3bl27bePy5csAkO8si0e5ubmZchCAv/dhzZo1odGY/13ey8sLVapUQUJCApKSktCyZUtTP9FrrHLlyvDx8UF6ejqSkpIQEhKSr93cddzG56hSpUr5zp541KPjLwyl59pciKG7uztOnDiBhIQEXLlyBZcvX0ZCQoLp8QOwGGz3qIcPH5pC62bOnInFixebXc64zKPrt5Wl99k/z9R5lIvL33/qWfP4iIjIObFwJyKyI9Gpv97e3gDyHw00slTsG4+QmQtjM3r0CK/x9GdzHj3ibM1p48blU1NTAfw9/qJgfJxKR6uNYzD3OB89BfpxqFSpEqpVq2ZKR7dUYKtl3O9eXl5WLW/NawX4ex8b96G1/by9vZGenm5235s7I8D4OheN/9FTzAtD6bn+Z4FqDDX8549m5cuXR6dOnRATE2P1th89am3u7IN/sueZHp6ensJ2Sz/YEBHRk4+FOxGRHWVkZFhsM/4BHxAQYPX6jIWq6I//R38IEBXXxgLKz88P+/fvt3oMxn6iHwVsZRy30qm8xsdalD8iWOvHH3/EyZMnodFoYDAY8Nlnn2HdunUoXry4Xdbv6emJtLQ0q/e7Na8VoOA+tLafsd3afW/8EUv0nGZlZVm1LlusWrXKNBXh888/jzZt2qB69eoIDg5G8eLFkZubW6jC/dHied26dQXOPiAiIioK/GmWiMiOLly4IJxHGoApxMsaVatWBQCz82gbGY/4SpKEihUrWlzOOD1Zamqq2TnljQ4dOoQLFy6YiipjEFZGRgZSUlLM9tmyZQvefvttTJo0yfKDETA+zszMTNOp5+acOnUKQN7RbkeKj4/HtGnTAACTJk1CSEgIbty4YbdgOuDv/f7oJQ6Pys3NRbdu3fDhhx/iypUrpn149uxZGAwGs33S09NNR52N+9Ca19iFCxdMP0pZu++Nr7dLly5Z/EErMTHRqnXZYvbs2QCAdu3aYd68eXjzzTfRoEED0w8s169fL9T6fH19UbJkSQDi8Z87dw5nz55lIBwREdkFC3ciIju6ffu22TCqmzdvmgKtHk37VmIM4dq6dSuuXLlidhnjNbb16tUTnnocHBxsKrqWLl1qdpnDhw+jR48eeOWVV3Ds2DFTP+O83LGxsWb7rVq1CgcOHMDdu3dN9xnnN7dGlSpVTIXeokWLzC5z5MgRU1q4uRCuxyU7OxtDhw5Fbm4u2rZti9deew3jx4+HVqvFb7/9hjVr1thlO82bNweQd1Q3JyenQPvOnTtx5MgR7Nq1CwEBAWjWrBlcXFxw69Yt/Pbbb2bXuXTpUuh0Onh6eqJJkyYA/n6NnThxwuIlFAsXLgQAlC5d2pTVoKRRo0YICAhAbm4uVqxYUaA9MzMT69evt2pdtjD+2GTpGv5ff/3V9O9/5iAYX8P//DGuRYsWAPL2p7kfSdLS0tCzZ0+0a9fO4uuZiIioMFi4ExHZ2YgRI/JNV5aSkoL3338fGRkZaNKkCZ577jmr1/XSSy8hNDQU2dnZ6NOnD+Lj401t6enpGDVqFHbv3g0XFxcMGTJEcX3G6cDmzJmDuXPn5isIDx06ZGqvV68enn32WQB5xUv//v0BAHPnzsWKFStMhYxer8ecOXOwefNmuLi44P/+7/9M6zOeYm8M6bJ2bMuXL8f06dPzjW3//v348MMPAeSd7vzo1GKP2+TJk5GQkAB/f3988cUXAPKmZ+vduzeAvKnYrl27ZvN2unfvDj8/P1y6dAlDhgwxXfMO5BXZxm1369YNXl5eKFOmDLp06QIAGDVqFDZu3Gha3mAw4KeffsL3338PAOjfv7/pmvb69eubfiT48MMP811GkZOTg+nTp5tOJR82bJjVP8hotVrTczp58mRs2LDB1Hbv3j189NFH+Ouvvwq1T9QwnlGwfPly3Lhxw3R/eno6vv/+e8yZM8d03z9P3bf0Go6KioKXlxcOHz6MoUOH5vvB6urVq4iKisK9e/dQrFgx9OjRw+6PiYiI/n14jTsRkR0VK1YM7u7u6NGjB6pUqQIPDw8kJCRAr9ejRo0a+O9//1uoI9EuLi6YOXMm+vTpg4sXL+KNN95A5cqV4e3tbTqd3cPDA1999RUaNWqkuL7//Oc/SE5Oxvfff49vv/0Ws2fPRuXKlXH37l1TcVKlShXMnDkzX79OnTohMTERCxYswMiRIzFt2jSULl0aKSkpSE1NhVarxZdffpkvoC0sLAzbtm3DunXrcO7cOTRq1MhUbJrz8ssv4/Lly5g6dSpmzJiBRYsWoUqVKvnG1qRJk0LvQ3uKi4szneEwevTofHkFAwcOxJYtW3DhwgUMHz4cixYtsiksLCAgANHR0ejfvz82bdqEbdu2oXr16njw4AFSUlIgyzKee+45U3EMAJ999hlu3LiBLVu2YNCgQQgMDETp0qVx5coV3Lt3D0DelHB9+vTJt61JkyahX79+OHr0KN555x2UK1cOJUqUQFJSEtLT06HVavHRRx+ZndZN5M0330RCQgKWLl2Kjz/+GN9++y1KlCiB8+fPIycnBy+88ILpTJSiMnjwYPTv3x+JiYlo3bp1vlP4s7OzUaFCBUiShMuXLxc4bT4sLAwJCQmYN28edu7ciTZt2qB///6oVKkSpk2bhsGDB2P9+vXYtGkTqlWrhtzcXCQnJ0On08HLywtz5swpVKYFERGRJTziTkRkR15eXlixYgU6d+6MBw8eIDk5GdWqVcPQoUPx888/o3Tp0oVeZ/ny5REbG4thw4ahbt26uHXrFi5cuIAyZcrgnXfewZo1a9CuXTur1zdgwAAsX74cr732Gnx8fBAfH4979+4hLCwMgwYNQmxsrNli49NPP8WCBQvQunVryLKM+Ph4aLVavPTSS1i+fHmB+ev79OmDzp07w8/PD8nJyTh37pzi2Pr27YuYmBi8+uqrprFlZWUhIiIC33zzDRYtWgR/f3+rH6s93b9/H59++ilkWcaLL75YYA5yNzc3jB8/HhqNBgcOHMD8+fNt3mbjxo2xfv169OzZE2XLlkViYiLu3LmDunXrYsyYMZg7d26+GQnc3NwwY8YMTJ06Fc899xxycnJw9uxZeHp64j//+Q8WL16MUaNGFfjhw8/PD0uWLMHYsWPRuHFjpKWl4dy5c/D390enTp3w66+/IioqStVjGDVqFGbMmIFnn30WGRkZuHjxIurUqYP58+fjxRdftGn/WKNly5b49ddf8cILL6BUqVK4ePEi/vrrL4SEhOCTTz7BmjVr8NprrwEoOOf68OHD0bZtW3h6euLixYv58heaN2+ODRs24P/+7/9QsWJFJCUl4dKlSyhXrhy6d++OtWvXokGDBkX++IiI6N9BkjmpJxGRzVauXInPPvsMQUFB2Llzp6OHg3379qFnz54A8sLKOE0UkXNzxGdISkoKWrduDQD4448/HB76SERElvEvOSKip1BmZiaAvPnhWbQTERERPdn41xwR0VPEmHC9b98+AHmn2RMRERHRk43hdERET5F3330XZ8+eNSWQt23b1rEDckIffvihcB57S8LCwjBq1Cirl9+xYwdmzZpV6O0AedeFh4WFqepLT7a7d++iW7duAICOHTuiU6dOdt/G2LFjcebMGbPTDBIRkXNi4U5E9BS5f/8+MjMzERAQgFdffdU0jRv97dSpU1ZPUfcoF5fCfWXeuXPH4rzoStLS0lT1oydfbm6u6XVTVNMeJiQkqH5tEhGRYzCcjoiIiIiIiMiJ8Rp3IiIiIiIiIifGwp2IiIiIiIjIibFwJyIiIiIiInJiLNyJiIiIiIiInBgLdyIiIiIiIiInxsKdiIiIiIiIyImxcCciIiIiIiJyYizciYiIiIiIiJwYC3ciIiIiIiIiJ8bCnYiIiIiIiMiJsXAnIiIiIiIicmIs3ImIiIiIiIicGAt3IiIiIiIiIifGwp2IiIiIiIjIibFwJyIiIiIiInJiLNyJiIiIiIiInBgLdyIiIiIiIiInxsKdiIiIiIiIyImxcCciIiIiIiJyYizciYiIiIiIiJwYC3ciIiIiIiIiJ8bCnYiIiIiIiMiJsXAnIiIiIiIicmIs3ImIiIiIiIicGAt3IiIiIiIiIifGwp2IiIiIiIjIibFwJyIiIiIiInJiLNyJiIiIiIiInBgLdyIiIiIiIiInxsKdiIiIiIiIyImxcCciIiIiIiJyYizciYiIiIiIiJwYC3ciIiIiIiIiJ8bCnYiIiIiIiMiJsXAnIiIiIiIicmIs3ImIiIiIiIicGAt3IiIiIiIiIifGwp2IiIiIiIjIibFwJyIiIiIiInJiLNyJiIiIiIiInBgLdyIiIiIiIiInxsKdiIiIiIiIyImxcCciIiIiIiJyYizciYiIiIiIiJwYC3ciIiIiIiIiJ8bCnYiIiIiIiMiJsXAnIiIiIiIicmIs3ImIiIiIiIicGAt3IiIiIiIiIifGwp2IiIiIiIjIibFwJyIiIiIiInJiLNyJiIiIiIiInBgLdyIiIiIiIiInxsKdiIiIiIiIyImxcCciIiIiIiJyYizciYiIiIiIiJwYC3ciIiIiIiIiJ8bCnYiIiIiIiMiJsXAnIiIiIiIicmIs3ImIiIiIiIicGAt3IiIiIiIiIifm4ugBEBHR0y8zMxN37txB+fLlTfetXLkSn332GYKCgrBz504Hjk7s+PHjmDJlCk6fPo3c3FwEBAQgNjYW/v7+jh7aU+v69ev48ccfsWvXLly7dg0AUL58ebRo0QLvvvsuAgICzPa7d+8efvjhB2zZsgU3btyAr68vGjRogPfeew/16tV7jI+AiIjIvnjEnYiIitS6devQtm1b7N2719FDKbS//voLPXv2xL59+yDLMqpVq4YSJUqwaC9Chw4dwmuvvYZFixbh0qVLKFOmDIKCgpCUlIR58+bhjTfeQHx8fIF+t2/fRpcuXbBo0SLcuXMHISEhkCQJmzdvRvfu3fHrr7864NEQERHZB4+4ExFRkZo6dSpu3LhR4P42bdrgmWeegaurqwNGZZ1t27YhMzMT3t7e2Lx5M0qUKOHoIT3VHjx4gIEDB+LBgwd4/vnnMX78eAQGBgIArly5gmHDhuHIkSMYMGAAfvvtN7i7u5v6Dh48GJcvX0bTpk0xdepUFC9eHAaDAfPmzcPkyZPx5Zdfon79+ggODnbUwyMiIlKNR9yJiMghihUrhuDgYFSsWNHRQ7Ho3r17AIDq1auzaH8MVq5cibt37yIwMBDTpk0zFe0AUKFCBcyYMQPFixdHSkoKNm7caGrbv38/Dhw4AC8vL3z77bcoXrw4AECj0SAqKgqvvfYacnNz8cMPPzz2x0RERGQPLNyJiIgsMBgMAAA3NzcHj+TfYf/+/QCAli1bwsfHp0B7iRIlUL9+fQDAyZMnTfevWrUKANC6dWuzP7B069YNALBlyxZkZWXZfdxERERFjafKExFRkfj+++8RHR1t+v+RI0di5MiR+OCDDzBw4ECL4XRvv/02Dhw4gAULFsDHxwc//PADjhw5guzsbFSpUgU9e/ZEu3btAAArVqzAzz//jIsXL0Kr1eKZZ57Bhx9+aDGI7M8//0RMTAxOnjyJtLQ0+Pv7o0mTJnj33XdRq1Yt03LGsRkdOHAAoaGhAIDFixcjPDzc9P979uzBxIkTsWXLFmg0GtSqVQs//vgjXFxcoNPpsH79emzcuBGnT59GamoqXFxcEBgYiPDwcPTq1QtVqlTJN0ZnePxK9u/fj3feecfq5du3b4+JEycqLvf++++jbdu2BfbJo2RZBvD3jyoAcPToUQBAw4YNzfapW7cuXFxckJGRgVOnTqFRo0ZWj52IiMgZsHAnIqIiUaZMGTRo0ACnTp1CTk4OKlWqhICAAJQpU8aq/hs3bkRsbCzc3NxQuXJlXLt2DWfOnMHw4cORkZGBI0eOYN26dQgICECVKlVw/vx57NmzBwcPHsSKFStQo0YN07p0Oh0+/fRTrFu3DgAQEBCA0NBQpKSkYP369fj999/x+eef46233jK1N2jQAH/99Rf++usv+Pj4ICQkBEDeKf6PGjhwII4ePYqQkBDcvXsXpUqVgouLC7KyshAVFWU6ilyuXDmEhITgzp07SE5ORnJyMtatW4dly5YhLCzMqR6/kmLFiqFBgwZWLQsAlStXtmq5unXrom7duhbb7969iwMHDgAAqlWrBiCvgE9JSQEAi5dduLq6IigoCFevXkVSUhILdyIievLIRERERahly5ZySEiIHBMTk+/+2NhYOSQkRH7++efz3f/WW2/JISEhckhIiDxw4ED5wYMHsizLclZWlvzuu+/KISEhco0aNeQ6derIq1evNvVLSUmRmzdvLoeEhMiffvppvnV+++23ckhIiNysWTN5586dpvt1Op28ePFiOSwsTA4NDZV3796dr9/06dPlkJAQ+a233irwuIxjrF27tnzgwAFZlmVZr9fL9+7dy9c3PDxcPn78eL6+x48fl5s2bWp6jM76+J3Nxx9/LIeEhMjPPPOMfPv2bVmWZfnu3bum/XXmzBmLfdu3by+HhITIs2fPflzDJSIishte405ERE7Jz88PEydONB3hdnd3R69evQDkHWV977338MYbb5iWL1euHDp16gQAOH36tOn+O3fuYOHChQCAmTNn4vnnnze1abVavP322/i///s/yLKMadOmFXqcL7/8Mho3bgwgLwzNz88PABAXFweNRoMPPvigwFHkunXrmq67TkhIeKIf/+Myc+ZMrF+/HgDQv39/01zuj16zLsoiMCbQ8xp3IiJ6ErFwJyIipxQeHg4vL69895UrV8707+bNmxfoY0whT09PN923Y8cO5OTkoFq1ahav4zYWwCdOnMCdO3cKNU5L11X//PPPOHHiBLp27Wq23dPTE4DlQvJJefyPQ3R0NL777jsAQKtWrdCnTx9Tm0bz958ykiRZXIf8v2vjH12eiIjoScFr3ImIyCmVLl26wH2PzvluLj3cxaXg19r58+cBANevXzcd5f4nY1EHABcvXjQdzbVGqVKlLLa5uroiLS0NR44cQXJyMq5cuYLk5GScPXsWt2/fBpA/ZO1Rzvz4z5w5g7FjxwqXeVTz5s3Rr18/q5c30ul0GDNmDJYvXw4AeO655zBt2rR8Bbq3t7fp3zk5ORbXZWx7dO53IiKiJwULdyIickrGI9KWiI6uPiotLQ1A3lHoI0eOKC7/4MEDq9Zr5OHhYfb+9PR0TJkyBatWrUJGRobpfldXV9SqVQs1a9bErl27LK7XmR+/8ccIa1WqVMnqZY3S09Px4YcfYs+ePQCAV155Bd98802B0+G9vLzg5uaGnJwc3Lt3z+L6jG2F+VGGiIjIWbBwJyKip5qxAG7bti2mT5/+2Lbbv39/7N+/Hx4eHujVqxeeeeYZVK9eHZUqVYKrqytiYmKEhbu9FMXjDw8Px7lz5+yyLnOuX7+OPn36mK7/7927N4YOHWr2xwqNRoMqVarg3LlzpnT5f8rNzcXNmzcBWJ9wT0RE5ExYuBMR0VPNOCe48ZRxczIzM3Hy5EmUKVMGZcuWhVartWmbx44dM00DN3v2bDz77LMFlrl+/bpN27CWIx6/LW7evIm3334bly9fhlarxahRoyye4m/0zDPP4Ny5czh27Bg6d+5coP3EiRPQ6XRwd3c3O/UeERGRs2NCCxERFSnjUdJHr6N+nJo3bw6tVouLFy+aTrv+p4ULF+Ltt9/GG2+8gczMTJu3+eiR39q1axdoz8zMxIYNGwAAer3e5u2JOOLxq5WTk4N+/frh8uXLcHV1xXfffadYtAN5yf4AsGnTJqSmphZo//nnnwHknW5v6dIGIiIiZ8bCnYiIipQxGf3q1asO2X65cuVMR2E//vhjbN261dRmMBiwYsUKREdHAwB69OgBHx8fm7dZtWpV079nzJgBnU5n+v/ExET06dMHycnJAFDkhbIjHr9ac+fONU1l98UXX6BNmzZW9YuIiEDDhg2RlpaGAQMG5Av+mzt3LtatWwdXV9d8afRERERPEp4qT0RERSosLAwJCQmYN28edu7ciTZt2qB///6PdQyff/45bty4gW3btuH9999HYGAggoKCcPXqVdy9exdA3jXgH330kV22FxYWhpdffhm///47fvzxR6xatQrlypVDamqq6Wh806ZNsWfPHjx8+BDp6elFWjA/7sevRk5ODhYtWgQgLx1/5cqVWLlypcXlH02qlyQJ33zzDXr06IFDhw6hZcuWqF69Om7evIlbt25BkiSMHz8ewcHBj+WxEBER2RsLdyIiKlLDhw9HZmYm4uLicPHiRVy4cOGxj8Hd3R0//PADfv/9d6xcuRKnTp3C2bNn4e3tjfDwcHTo0AGvv/66Xef4njx5MiIjIxETE4PLly/j3Llz8Pf3R8uWLdG1a1e0aNECrVq1wtWrV7F161a8/vrrdtv2Pzni8RdWQkIC7t+/DyBvGjil1Pp/JtVXqFABq1evxqxZs7B161YkJCTA09MTzz//PN577z2zOQNERERPCkl21EWHRERERERERKSI17gTEREREREROTEW7kREREREREROjIU7ERERERERkRNj4U5ERERERETkxFi4ExERERERETkxFu5EREREREREToyFOxEREREREZETY+FORERERERE5MRcHD0AKnpZD7NxOf6qo4dBVGQkyabe9hpGIVZrwzYVuxbVup+09f7LyEXUuajWW5Trdsr12rBdpZ5FOi4isreKNcrBw9vd0cNQTZYzAd2Fwnd0CYYkedp/QP8iVhXuV65cKbIBVKhQocjWTXkux1/FgMbDHT0M+reTiu4EH0ljS/FneVzC9So9HmFf8XgljWDdSr9S2NBX0moF61X/eCBar1JfUbstv9jY8popKgYbKjCl6k3ULmrT69WvV+HxyKJ1Kz0eg0F1X1ltX6XnR7a8XtmGvkoU161+xUWzXqJ/uRkHv0FIw6qOHoZqsi4RubffKHQ/15JrILnWKYIR/XtYVbi3adMGkm2HtMySJAlnzpyx+3qJiIiIiIiInhZWnyov81wsIiIiIiKifzVD0V47RBZYXbjXqVMH06ZNs9uGBw0ahNOnT9ttfURERERERFR0ZAAGFP5SGpb6trO6cHdzc0O5cuXstmE3Nze7rYuInEQRXcdeVNewK65b1FdpTILLi4TXsAM2XROu+jp1QHx9vC3XqWttuGa/iJ4Dm66PF/W15ew0W65Tt+UaatF6lV6rNlwfL3zvFeH18aJnXnj9u9LHm0GUlyH+I1cW9FW61ly0H226/l303uP170T/XjKgV/Ndx8rdZlYV7o0bN0ZoaKhdN1yzZk1oRX8IEhERERERkdOQIas6VV5m5W4zqwr3JUuW2H3Do0aNsvs6iYiIiIiIiJ42dpnHPS0tDenp6YoBdmXLlrXH5oiIiIiIiMgB9Dx67hA2Fe4xMTGYPXs2rl27prgsp34jIiIiIiJ6cuWF06k5VZ5spbpwX716NUaPHm318pxOjoiIiIiI6MmmKpyObKa6cF+8eDEA4Pnnn0dUVBQCAwPh4mKXM++JyFkVUWp83qqLJjlecb1qU8ttSndXSpUXPB6lUE+1yfCKfYtovTYk0stKfUW7uagS55WI/thR+kNIEOQtKfXVq0yVF6WsA+LkeKXXuWjdNiTSCxPnFUiC515xvaKHK0qNhzh1Xpg4n7eAYL0OSJzPW7n6dRORU8s74q6uH9lGdaV94cIFFC9eHNHR0XB3d7fnmIiIiIiIiMgJ8Rp3x1B9+Mzd3R3lypVj0U5ERERERERUhFQX7nXq1MGlS5eQm5trz/EQERERERGRE5IB6OXC33iM3naqC/eoqChkZGRg6tSp9hwPEREREREROSmDihvZTvU17uHh4fjiiy8wZswYnDp1Cs2aNUOJEiWgEYTRtGvXTu3miIiIiIiIyIFkAHoUPsSVR9xtp7pwz83NxcGDB2EwGHDw4EEcPHhQuLwkSSzciYiIiIiInmC2TEpB6qku3GfMmIENGzYAADQaDUqUKAFXV1e7DYyIHKSIpnwrquneFNet9HgEfYVTrylOY2a5r+KUbkU19ZqL0nYF7cI28T6WtYJ9pTBlmCycok5pqj/BVFii56/oZj20bUo3QbusF/eVRFOvCdokhfVCL3hdKE2fJmpXen+JxqzUVxJMvSYYk+InmOj5gcK+EEz5JpoqDlCYLk7lVHF5XYtoujhOFUf0ROMRd8dRXbhv2LABkiShf//+6NOnDzw8POw5LiIiIiIiIiKCDYX7jRs3UKZMGQwcONCe4yEiIiIiIiInpeaIO9lOdeHu7++PYsWK2XMsRERERERE5KRkAAaZp8o7guor+Vq0aIHExERcuXLFnuMhIiIiIiIipyRBr+JmRVIIKVBduA8cOBB+fn7o378/Tp48ac8xERERERERkZPJC6fTFPrGI+62U32q/LJly9CkSRP8/vvv6NKlC/z8/FCmTBl4enqaXV6SJCxdulT1QInI+RVVcrziekUJxgp9VSfHK6S7C9erkMIOF8FHs0IKu7CvUqq8oF12sbxdWSnpXthXIdlasK+U+opT5dX1s5kgeVxS+qtG1FcpVV6vLjle1okTwCVRCrtO4bUqaleaDUKnE/RVev4s9xX1VPyjU7QvFN4jwtR5UWo8xKnzahPn89YreP9wLiiify9Z3anyrNxtp7pw/+GHH0xTrsiyjHv37uHevXsWl1ecnoWIiIiIiIiIClBduH/wwQf2HAcRERERERE5Mc7j7jgs3ImIiIiIiEiRDAl6ufAxaTLD6Wxm1V6Pjo7GypUr7brhlStXIjo62q7rJCIiIiIioqJjgKbQN7Kd1YV7bGysXTf866+/YsaMGXZdJxERERERERUN46nyhb3xVHnbqT5VnoieYEqJzQ7YpjA5Xmm8wr7qk8dFyfFKKdHCBHdb+rq6qu4rSobPaxcl0lvua3BVSMx2EaRTKyTsC/sqzBggahee5WfL7AhKBGnckjjkG5Kwr0KqvE6USC9InBf0AwBNrij1XyG1XDArgKQ084KoPTdX3FdEEiTDK3QV7ilB4nzeygVrV/q4FiTHq06cz1tAYcMqKX2eF9V2ichO1J0qz3ncbWd14X7y5Em0aNHCbhu+e/eu3dZFRERERERE9LSyunDPycnB9evX7bpxThFHRERERET0ZJABGJgq7xBWFe4TJkwo6nEQERERERGRk9MzbM4hrCrc27dvX9TjICIiIiIiIifG6eAch+F0REREREREZBVO7+YYLNyJnkZFlBovTH4vwu0qpnwL8jIU09/VJseLkt8BQJjQbkNfV/HHtixIeBe1KbUbXIsmVd4gaFPsK0glB8TJ8cJE+qI8KCC4yE8xGV4Qtq3Rq0+V1+gEqeQKqfKi50eTq5AOnitKUhensNuUkSPqa8N6RT2Vru0U9lVKpBd97Cp0FRJ8novS6gFAVngtq90uE+eJHE8GoJd5jbsj8OcSIiIiIiIiIifGI+5ERERERERkBUllOB2vcbcVC3ciIiIiIiJSJMuAQU04Hc+VtxkLdyIiIiIiIrICj7g7Cgt3IiIiIiIiUsRwOsdh4U5E+SgmxxfVekVJwgpJz5JG0FfUBoXkeK2gryj5HRAnx7u6CrvKouR4hQR3g5vlvrKbQl9RcrybujYA0LuqT5U3CHaVrJAqbxA8XOFZfg5LlRdvWBS0LimkymtyBW2C5HhtrkKqfI7lMctacQK4RvD+Er6nAWhsSIa3KZFeRHAeqNIWZVFfhfNLZYNgPzsoGV70eW9T4jwROQVOB+cYdincd+3ahW3btuHixYtIS0tDbGwsHjx4gMWLF6N79+4oUaKEPTZDRERERERE9K9jU+F+584dfPTRRzh06BCAvF+Mjb9kX7t2DdHR0ViyZAnmzJmDZ555xvbREhERERERkUPIkKBXE07Ha9xtpvo8h5ycHPTu3RsHDx6Et7c32rRpg6CgoL9XrNHAz88P9+/fR69evXD16lW7DJiIiIiIiIgcwwCp0DeynerCfdmyZYiPj0e9evXwxx9/YPr06ShXrpypPSQkBH/++Sfq16+PzMxMLFiwwC4DJiIiIiIioscvL5xOU+gb0y1sp7pw37BhAzQaDf773/9avIbdx8cH3377LbRaLXbt2qV6kERERERERORY8v+mgyvsjafK2071Ne4XL15EcHAwKlSoIFyuXLlyqFy5Mi5fvqx2U0RkjiiF3UHbFCbHK41X0FcpYRpqk+GV2kXJ8aLUeIW+wtR4ALIoGd5dKVXecrtBoa9elCrvbrlNlBoPAHp3Qaq8OGBfmDpvUPgGk4soVV40C46kdEhBmCov7ioJUuU1OoVEekFyvCZXsI+zxQ9IK3h+NAqp/8K+Sh9vwkko1P9xqJTgLiTsq1Poq/7zXPRoRWn1MCh9nlt+QcoKfSErvJjVUvoeKartElE+BhXTwZHtVH9TGETTj/yDq6srtKI/rImIiIiIiIjILNWFe7ly5ZCcnIz09HThcvfu3cP58+fzXf9uDx9++CFCQ0OxcuVKs+1xcXHo1asXIiIiUL9+fXTs2BErVqyw+OuzTqfD8uXL0aFDBzRo0ABNmjRB7969sX//fotjuH//PiZPnoyXXnoJdevWxXPPPYdPP/0UV65csdgnKSkJQ4YMQcuWLVG3bl28+OKLmDp1KjIyMgq3A4iIiIiIiB4jGVB5qjzZSnXh3rx5c+Tm5uK///2vcLmvv/4aer0ezz//vNpNFbBixQps2rTJYvvPP/+MXr164eDBgwgLC0N4eDguXLiAkSNH4vPPPy+wvCzLGD58OEaPHo2UlBRERkYiJCQEcXFx6NmzJ2JjYwv0SU1NRffu3TFnzhzo9Xq0aNEC/v7+WLVqFdq1a4f4+PgCfU6cOIEOHTpg3bp1KFmyJFq0aIGMjAzMmjULXbt2VfwRhIiIiIiIyGFkCQZZU+ib8Dozsorqa9x79+6N2NhYxMTE4M6dO3jttdeQlpYGALhw4QISEhKwbNkyHD58GN7e3vi///s/uww4KSkJ48ePF7aPHTsWPj4+WLJkCcLCwgDkzSvfs2dPrFy5Es2bN8dLL71k6hMbG4v169ejZs2aWLhwIfz8/AAAe/fuRd++ffHVV18hMjISZcqUMfUZP348EhMT0aFDB3z99demSwFmzZqFqVOnYujQoVizZg00/7tQT6fT4eOPP0ZGRgbGjRuHTp06AQCysrIwePBgbN26FVOmTMHo0aPtsp+IiIiIiIjsKe+Ie+GLcB5xt53qI+4BAQGYOXMmfH198eeff+Kjjz5CYmIiAODVV1/Fxx9/jEOHDsHT0xNTpkzJN8e7Wjk5Ofjkk0+g0WhMBfk/zZs3D3q9Hr179863TNmyZU1F8bx58/L1mT17NgBg5MiRpqIdACIiItCzZ09kZ2djyZIlpvtTUlKwfv16+Pr6YsSIEfmu3+/Xrx/q1auHhISEfEn6GzZswJUrVxAREWEq2gHAw8MD48ePh5eXF2JiYnD//n0Ve4aIiIiIiKjoqTriXkR27NiBXr16oVGjRqhduzZat26NsWPH4vbt20W2TUexaS82bNgQa9euxTvvvIMyZcpAlmXTLSAgAJ06dcLq1avRrFkzuwx26tSpOH36NEaPHp3v6Pejtm3bBgB48cUXC7RFRkaiWLFiOHnyJG7cuAEASExMxOXLlxEQEICGDRsW6NO2bVsAwJYtW0z37dixA3q9HpGRkfDx8bGqz9atWwEAbdq0KbC8v78/wsPDkZuby2nziIiIiIjIKRmPuBf2VhRH3BcsWICoqCjs3bsX1atXR/PmzZGTk4OlS5eiXbt2T92sZqpPlTcKCgrC559/js8//xwZGRlIS0uDl5cXihUrZo/xmcTFxWHBggX4z3/+gzfeeMPsNe63b9/GnTt34OrqiqpVqxZo12q1qFq1Ko4fP45z584hKCgICQkJAIDq1aubnULGeP/ly5eRmZkJT09PU5+QkBCzY61WrRoA5LvO3dgnNDTUYp9t27YhPj4er776qmhXENlMOG1bUVHapmgKJ6XpnQTtktKMFqJ20ZRvoqniAEA05ZureEyiKd8M7uLt6oV9xb/V6t0s70edh+U2UT+ldoObsKtwujiDwlMrC3aVcKo4pbeHcP4tha6i6eAE070BgCSYUUyj0Fc05Zsmx3I/pSn3DIK+LorTOFoek2zDe17piIRwyreimg5OYb2iMckGpReVys9OpR2l8JpSS+n7R/HxEhEBuHr1KiZPngw3NzfMmzcP4eHhAPLO0B42bBh+//13jBs3znRm9dNA9RH36OjoAonuXl5eCAoKKlC0//DDDxg6dKjaTeHu3bsYNmwYSpcujS+//NLicjdv3gQAlCxZ0nRt+T8FBgbmW9b4X0un8ru7u8PX1xcGg8F0yoVSn39uQ20fIiIiIiIi56EynE7FdfEie/fuRW5uLpo2bWoq2gHAzc0NH330EQAIZwd7Eqk+4h4dHY2GDRuiQ4cOistu3rwZSUlJajeFESNG4M6dO1i4cCF8fX0tLmecUs3Dw8PiMu7u7vmWffjwodV9jMsa+3p6eppd3riuR6d4UxqbuT5ERERERETOQgagV3HNur3PpTFmjJk76Gk82Orv72/nrTqWVYX71atXsXfv3gL33759G7/++qvFfrIs49q1a0hISICXl5eqAS5btgxbt25Fnz598v2aYo7xKLu5U97NjQ34+0m3po+RtX0enTNeq9XCYDAUqg8REREREZEzMdj56LkaERERcHV1xenTp/HFF18gKioKJUqUwLFjx0yB5FFRUQ4epX1ZVbgHBATg+++/z/eLhvG671GjRin2l2UZERERhR7c+fPnMWnSJNSqVQuDBg1SXN7b2xtA3hRrlmRnZwOA6YeEwvQxHmE39snMzDS7vHFdjx6R9/b2RmpqaqH6EBEREREROQsZksoj7vYt9kuXLo2pU6dixIgR+OWXX/DLL7+Y2vz9/REdHW02FPxJZlXh7uHhgSFDhmDq1Kmm+65duwY3NzeULFnSYj+NRgMvLy+EhYVh2LBhhR7ct99+i6ysLHh4eOCzzz7L13b69GkAQExMDOLi4tC4cWNTmvvt27chy7LZo9vGHx+M15Qbrzm/deuW2TFkZ2fjwYMHkCQJpUqVsqrPP7dh/Hdqaipu3bqFChUqWNWHiIiIiIjIaciAQTHF1Xw/ALhw4UKhss+6dOmCrl27mm0LCwvDiy++iFWrVqFOnTrw8/PD6dOncfPmTcyZMwc1atQwW3c9qay+xv21117Da6+9Zvr/GjVqoE6dOli2bFmRDAz4+3rvw4cP4/Dhw2aXOXr0KI4ePQoXFxe8+eabCAoKwo0bN3Dp0iVUrlw537J6vR4XL14E8He6u/G/58+fN7v+8+fPQ5ZlVKxY0XSUXqmPcT77RxPkQ0NDkZCQgMTERDRo0MCqPkQOIVn+FVUxjV7QV3mzgr4K6dTC5HjFZGuVyfGixHkAsiA53uAm/ug1uFnuK0qNBwC9h+XHq1dIlRclxwtT5d2Fq4VekByvmCov6itInAfEyfHCRHpNEV6yZBCkoSulygvaNbnivqLkeI0oud9V/J43uAiS4RX2o6hdEDivTOmSM4PlJo2grzCNXmm7SknpBsuDUpoZQ3SJnTCtXq/0ghN9Fwh2IgDZIPiskcV9iejplpmZaToAaw1LB0rPnj2LXr16wd3dHStWrEBYWBgAIDc3F1OmTMGPP/6It99+G7/99pvqS7adjepwug8++MDiXOr2smTJEott/fv3x5YtWzBhwoR8AXnNmzdHTEwM/vjjjwLXNezZswdpaWmoUaMGSpcuDQCoVKkSKleujOTkZBw7dgz16tXL12fjxo0AgBYtWpjua9asGTQaDXbv3o2MjIwCLwbjVHUtW7bMN65169Zh06ZN6NKlS77l7927h/3798PV1RVNmzZV2CtERERERESPX9487urD6Tw9PVGrVi2r+xnPeP6nr7/+Gvfu3cOMGTNMRTsAuLq6YtiwYTh+/DgOHz6MX3/9Fe+8806hx+uMbCrcnVGPHj0QGxuL2bNno0mTJqZC/Nq1axg7diwAoG/fvvn6vPPOOxgzZgxGjRqFBQsWmE7/37t3LxYvXgxXV1e8++67puWDgoLQpk0bbNq0CV988QXGjRsHN7e8w0KzZ8/GsWPHUK1aNbRu3drUp02bNihbtix2796NZcuWoUePHgDyrm0fMWIEMjIy0K1bN+GlB0RERERERI4jqTtV/n/XuAcHBxeYUrywsrOzceTIEUiSZPagpyRJaN68OQ4fPoxTp07ZtC1norpwN0pLS0NSUhIyMzNh+MepXnq9HllZWbh+/Tq2bduG+fPn27o5RTVq1MBHH32EyZMno3v37mjSpAk8PDywf/9+ZGRkoHPnznjllVfy9enWrRt27tyJ7du3o23btggPD0daWhoOHToEWZYxceLEAmcXjBw5EmfOnMHatWtx6NAh1KlTB0lJSUhISICvry+mTJmS7xp7Dw8PTJw4EVFRURgzZgxiY2NRvnx5HD16FDdv3kRYWBiGDBlS5PuHiIiIiIhILYOKI+729ODBAxgMBmg0GtNsX/9kvF+n0z3OoRUpmwr3adOmYf78+U63Q6KiohAcHIyFCxfixIkTkCQJwcHB6NatG9q3b19geY1Gg+joaCxduhQrV67E7t274ePjg8jISPTt2xdNmjQp0CcwMBAxMTGYOXMmtm7diq1btyIwMBDt27fHgAEDzAYhhIeHY8WKFYiOjsaBAweQmJiI8uXLo1OnTujduzd8fHyKZH8QERERERHZKm8e98IfcbdnekxAQAD8/PyQmpqK7du348UXXyywzJ49ewAANWvWtOOWHUuSVU4cvmnTJqumaAPyriN/9dVXMXDgQDWbIhslHL6IAY2HO3oYZG82BcEJPnCLKpxOoa8wgEkhnEmyIUQOroJkLjdBm6v4d09ZEEBncBenqhk8BOF0HuLtMpzubwyne6RdFE4naNMK2gBAm225zSVLvB9F7dpscYCZNstyuzZLfDBBk2V5R2qyLe9IKUfhIEWuoD1H4QnKFbTrxC8MWXTwRBBApxhOJwrUUwiYk4uqrxIG39ETYMbBbxDSsKqjh6HalYyL+PbciEL3GxI6DhW87Pe4p02bhh9++AGlS5fG3LlzERISAgAwGAyYOXMmvv/+e/j6+mLTpk0oUaKE3bbrSKqPuMfGxgIAXnnlFQwbNgzu7u5o2rQpOnXqhNGjR+P69etYsWIF5s6dC1mW8d5779lt0ET/CkVVmBcl4Q8CSkW/oF2rlAwvaFco+tX2FaXGA+LCXRakxgOAQZAcb1AovkXFuc5T/BwIC3dP0TaFq4XeQ9BmS+HuppBarhUkarsI+hblGYCCukLSKfy4pRcU/TnivmqLczlLuFrhjyPK73lRo8JMEoKnTxIOCpAEz4HwWIbCcQ5JVHBqlYpkwZgV0+wF+0qQVq/4/IieAoWHYwvR95diUS/63mRRT/RUGTBgAOLj47Ft2za88cYbaNCgAYoXL474+HhcvXoVXl5e+O67756aoh2woXA/ffo03N3d8eWXX8LX1xcAULVqVezduxcuLi4oX748Bg8eDBcXF8ycORPLli1j8U5ERERERPSEkiHBIPrBUNDPnlxdXfHDDz9g5cqVWLlyJeLj45GdnY3AwEB06dIFffr0QcWKFe26TUdTXbjfv38flSpVMhXtABASEoLff/8daWlpKFasGACgV69emDdvHv744w8W7kRERERERE8wvZ2LcLUkSULHjh3RsWNHRw/lsVB9QqC7uzvc3fOfH2kMZLtw4YLpPh8fH1SqVAnJyclqN0VEREREREQOJsuAQZYKfVOXqkaPUl24BwUF4erVq9A/Em5iPB3h/PnzBZbPyMhQuykiIiIiIiJyuLxT5Qt7Uwg2ISuoLtwbNmyIBw8e5JubvXr16pBlGX/++afpvhs3biApKQmBgYG2jZSIiIiIiIgcygCp0Deynepr3Hv06IHY2FhMnToVmzdvxrJly1C3bl1UqlQJO3fuxGeffYZatWph+fLl0Ol0qFWrlj3HTUS2UJtYb1PSvUJfQbuktF1ROrLSdgVTycmCqeRkhbR6gyB13uCmkAwvaNe5KyTDC5LjcxVS5fWC5HidKBle0E+pr8FDfO6cwc1yErQsaAMAydXyuiWt5b6SwnRwopebYgC4YDo4WS9+XRhyLfc15Ij7agTthizBmBQmZRDmEyn8nSYrpZqLO1tuMygk0usFT5Ig3V2jU0glF8xUIBkU/tzSq09/F30+yqLPVYUXq3C6OMXvAhv6Mv2diMgs1X+F16hRAyNHjoRWq0ViYiLc3PLm7Onfvz9kWcbq1asxbtw4nD9/HhqNBv3797fboImIiIiIiOjxkgHoZanQN17ibjvVR9wBoHv37mjatCl2795tuu+NN96AwWDAnDlzkJKSgqpVq2Lw4MGoWbOmzYMlIiIiIiIix1EzHRzZzqbCHQAqVaqESpUq5buvffv2aN++va2rJiIiIiIiIieRN4974S91svc87v9GNhfuRERERERE9O/AsDnHsLlwv3fvHk6cOIG0tDTodDrhsu3atbN1c0REREREROQAxnnc1fQj29hUuE+ZMgU//vhjvrncLZEkiYU70T/ZkNJeVCSNDb+iitKPlRKkhcnwCn1FCe9a9Wn2cBGkNQtS4/PaLfcVpcYD4tR5vYe4ryh1Xi9IdwfE6e86L8ttek/xt7Go3eAp/v6QBMnxru7iH4tdXS2v29XFcptGIVVeIwkej8IfMwZBqnyuTvyays213K7LFn+d6wWp8sIZEhTee7Ylw1tukgT7Ka/d8uPRKPxJohekyosS52WF50cyCNLQdQqfQ6LPKUHSfV67ykR6Wz6TFWKmRN8jssFBf72Lvm+ZZE9ETwDVhfvKlSsxZ84cAHlFeYkSJeDu7m63gREREREREZFzYTidY6gu3GNiYiBJEl5//XV89tln8PPzs+OwiIiIiIiIyLmoC6cDr4u3merCPSEhAb6+vhg7dqxpDnciIiIiIiJ6OslQF07HS9xtZ9M17uXLl2fRTkRERERE9C+h7og72Ur1BQrBwcFISUmBzIhAIiIiIiIioiKj+oh7ly5dMGrUKPz000/o0aOHPcdERFawKf1dLYVtSqKEdlGb0roV+wraRYnZAGQXy+2yMFVeIRle0FeUGg8AejdBMrzCSU6i5Hi9Qn6o3tNym87L8o+0Sqny8Lac/u7iIY4Ad/fIsdjm6Z4r7Ovparnd08Vym5tSLLkNcgQJ4Zk6V2HfzFzL7Zlu4r7ZWZZfOHqt5edPJ4n/TBAddJEUjshIojB0hZBv0VOkyVXYrl7w3swVJM4rvOdlwXoh+JzJG5OgXa+0M0Sfu4J9oRAuJQkOzCgetCmit5DS957DEuuJ/kVkqJwOzv5D+ddRXbh37twZhw4dwoQJE3Dp0iW0bNkSgYGBwlPnK1SooHZzRERERERE5Egq53Fn5W471YX7c889BwDQ6XRYsmQJlixZIlxekiScOXNG7eaIiIiIiIjIoZgq7yiqC/fbt2+b/m3Nde68Fp6IiIiIiOjJxVR5x1FduG/ZssWe4yAiIiIiIiInx1R5x1BduJcrV86e4yAiIiIiIiIiM2yax52InkKS6lkiFdarkPQsSn8vykR6reW+smBMosR5ADC4Wl6vqA0A9O6iVHmFvoLUeVHiPADoBO0GD8FJboLUeABw8bKc4O7tlS3sW8zDcntxtyxhXx9Xy4n0Xi6W1+uuET8ejWR5Xygdhcg2WP7azdCJY//Tcy0/ufddxU9umovlmO+HGsvbFe8JwCBbfjw6vVK6u7o2QJwcr/D0QaNT997U6BRS5QWfF5JW6QGpTIZX6Cv6XC3SBHbh90jRzdpAREWPqfKOY1Xh/t133wEAevbsCT8/v3z3FcagQYMK3YeIiIiIiIicA0+VdwyrCvcffvgBkiTh9ddfNxXuxvusIcsyJEli4U5ERERERPSk4nRwDmNV4d64cWMAgKenZ4H7iIiIiIiI6OknQ4Ks6lR5HqW3lVWFu7k52pXmbSciIiIiIqKni5rp4Mh2RZRCRURERERERET2wFR5IiIiIiIisgrD6RzDqsK9R48eNm9IkiQsXbrU5vUQkRUUpnSTlKYXsthRoZ+VgZWF7qu0Xo1gKjmt0lRygnbhVHHiMcmultdrcFGY0s1V0CaY7g0ADKLp4MSzjcHgaRC0WZ7CycVTPP+WaMo3f89MYd8AzwzLbW4PhX19XS1PF+ertbxdD43l6esAQCMJ9pMsfr1lGSw/uQ/0nhbbAOBBruUp3zxcFKbkE4xZJF3hjzPRlG9Km9QLpldTeAqgF7Qr9dUK3n+i962co/CARJ8JitNSiqaDE3y+AQrz6jnoM1mQQqX0/SMbBPtCVvc6JiL7kQGV17iTrawq3A8fPmyxzZgsL8sFn45H26xNoCciIiIiIiLnxCPujmFV4f7BBx+YvT8uLg5HjhyBn58fXnnlFdSsWRO+vr7IyspCYmIi1q9fj+vXr6NNmzZo06aNXQdOREREREREj5GsLlUeLPZtprpwP3XqFGbNmoUmTZogOjoavr6+BZYZMGAABg0ahC1btqB79+62j5aIiIiIiIgcQoa6I+48Vd52qlPlv//+e0iShMmTJ5st2gHAw8MDEydOhKurK2bOnKl6kERERERERET/VqpT5Y8cOYLq1aujVKlSwuX8/f1RvXp1nD59Wu2miIiIiIiIyAmYiTajx8Cm6eAePhQn+hrdvXsXbm4KUchE9HRTm2QPWJEqL0iJVkhzFqXDy4KkZ4OLeL2i5HiDq/jxiPsKuwpT5/Xu4m9ag5vldo2H5eRqDw9xjHdxT8vp7qLUeAAI8nhgsS3QLU3Y19/F8neUn9bydj2kIkyVly0/gal6L2Hfe1pvi20uGkGyuAIDLL/edHpxonmGIBnekCveF6LXoyZH/B7R5FhuU5q1QfQeEr73FN7zGsHnhdIsFKLUecVZQNSG/yqtV/1LioiecqLvDSo6qgv34OBgHD9+HPv27cOzzz5rcbnffvsN165dQ0REhNpNERERERERkRNQFU7nRFq0aFEk65UkCdu2bSuSdQM2FO6dO3fGsWPH8OGHH2LEiBF45ZVX4Or698/YWVlZWLFiBSZPngxJkvDWW2/ZZcBERERERET0+D0N4XTXr18vkvUW9fTnqgv3Dh06YOvWrdiyZQs+/fRTfPHFF6hYsSK8vLzw8OFDJCcnQ6fTQZZlvPXWW2jdurU9x01ERERERESPk6zyGndnqtwBVK5cGX379rXb+mbNmoXLly/bbX3mqC7cJUnCtGnTMG/ePPz4449IS0tDQkJCvmUCAgIwaNAgdOnSxeaBEhEREREREdkqICAA7du3t9v6VqxY4byFOwC4urri/fffR58+fXDo0CEkJSXhwYMH8PPzQ5UqVdCoUSNoFIKhiIiIiIiI6EkgqbzG/cm+Ll6JLMuQizhuX3XhPmTIEJQvXx59+vSBt7c3nn32WWFIHdG/kvQE/nBlS/q7KBlZaV+IrgtSumZI1K70FAjGLE6cV0iuFoRxGxQ+eWVBu1JfUWK2LEiNBwC4W05Ld3XXWWzzdhdEfAMo7iZIlXcTz04iSo4v45oq7FvKxXIifTGN5TF5a7KF69UKzvfTK/xh8tDgLhhTprCvUtq9iE7wgswRJMdnuYunMcjNFaw3R5xILwuS45VnXhCsV+k9Inp/CYas9J4XtisdxBA12/L5J2hT+kwWzsihV4icF32POGNavdL3k2z5s5Ho3+hJD6eLj4+3+zp//vlnu6/zn1QX7rt27YJGo8EHH3xgz/FY9Pvvv2PZsmU4ffo0ZFlGhQoV8Morr6BXr17w8PAosHxcXBzmzp2L+Ph4ZGVloWrVqujatSs6depkNjhAp9MhNjYWy5cvR3JyMlxcXFCnTh1ERUUhPDzc7Jju37+PefPmYfPmzbh27Rp8fX3x3HPPYcCAAahQoYLZPklJSZgxYwYOHz6MO3fuoHTp0nj55ZfRt29feHmJpwIiIiIiIiJylKchnO5JpfpwYFZWFsqUKQMXF5vOtrfK999/j48++ghHjhxB7dq1ERERgbt372LatGno1KkT7t+/n2/5n3/+Gb169cLBgwcRFhaG8PBwXLhwASNHjsTnn39eYP2yLGP48OEYPXo0UlJSEBkZiZCQEMTFxaFnz56IjY0t0Cc1NRXdu3fHnDlzoNfr0aJFC/j7+2PVqlVo166d2V9yTpw4gQ4dOmDdunUoWbIkWrRogYyMDMyaNQtdu3ZFenq6/XYaERERERGRncly4W9kO9VVd3h4OPbu3YuLFy+iatWq9hxTPocOHUJ0dDR8fX2xZMkS1KhRAwCQkZGBDz/8ELt27cK0adPwxRdfAMg7oj127Fj4+PhgyZIlCAsLAwBcu3YNPXv2xMqVK9G8eXO89NJLpm3ExsZi/fr1qFmzJhYuXAg/Pz8AwN69e9G3b1989dVXiIyMRJkyZUx9xo8fj8TERHTo0AFff/01tNq88+tmzZqFqVOnYujQoVizZo3pGn+dToePP/4YGRkZGDduHDp16gQg7weQwYMHY+vWrZgyZQpGjx5dZPuSiIiIiIhINVnlqfIs3m2m+oj7119/jcqVK6NHjx6Ijo5GXFwczp8/jytXrli8qbFq1SoAQJ8+fUxFOwB4eXnhww8/BABs377ddP+8efOg1+vRu3dvU9EOAGXLljUVxfPmzcu3jdmzZwMARo4caSraASAiIgI9e/ZEdnY2lixZYro/JSUF69evh6+vL0aMGGEq2gGgX79+qFevHhISErBr1y7T/Rs2bMCVK1cQERFhKtoBwMPDA+PHj4eXlxdiYmIKnD1AREREREREBd29exfffPMN2rZtizp16qBx48bo3bs39u7da7GPwWCwy+1xs2ke99zcXNy/fx8zZsxQXF6SJJw5c6bQ2/nqq6/w7rvvolSpUgXa9P8LR3m0cN62bRsA4MUXXyywfGRkJIoVK4aTJ0/ixo0bCAoKQmJiIi5fvoyAgAA0bNiwQJ+2bdtizpw52LJlC4YNGwYA2LFjB/R6PSIjI+Hj42O2z7Fjx7BlyxY0b94cALB161YAQJs2bQos7+/vj/DwcGzbtg27du3Cq6++qrhfiIiIiIiIHjdnCae7ePEievbsiZs3b6JcuXJo3rw5UlJSsHv3buzZswfTp083WxOGhYWZzTwrDLW1rS1UF+63b982/dua6Hu18fguLi4IDg4ucP9ff/2Fb775BkDejwjGMd25cweurq5mT9/XarWoWrUqjh8/jnPnziEoKMg093z16tXNPoHG+y9fvozMzEx4enqa+oSEhJgdc7Vq1QDkTyw09gkNDbXYZ9u2bYiPj2fhTk5LKsrpHUXrVkq6tyGRXpgcL9iurBRCbENfWxKzhYn04pBvwEWQKu9qOQray1WcKu8rSJUvoZAqX9LFcqq8KDUeAEppLff10wpS5SVx7LXo6VP6/f2hxvK+8tCrT43PlcVPbpab5XT4h3o3i21pOZZT8AHgoavlvjmC1xMAGLSWx2zT61ypr+AJLLL3vEIivfAPSKU/LkWfj8LPbPXx7krfBbJS6jwRPbFkqDvr3d5nyhsvQ7558ybeeecdfPrpp6aDuatXr8bw4cPx6aefonnz5nB3z/9dVq9ePRw7dszOIyp6qgv3LVu22HMcVps4cSKOHz+O48ePQ5IkvPvuu+jXrx8A4ObNmwCAkiVLWpw/PjAwMN+yxv8GBQWZXd7d3R2+vr64f/8+bt++jQoVKij2+ec2rNmOuT5ERERERETOwznmcd+8eTPOnj2Lhg0b4vPPP8/3A2i7du2wYcMGJCUl4ezZs6hXr16+vr/88gu+/fZbzJs3D5IkYciQIahTp45dx1cUVBfu5cqVs+c4rBYbG4sHD/KOsri5ueHWrVu4ffs2AgMDkZGRAQBmp4czMv7iYlz24cOHVvcxLmvs6+npaXZ547qMyz36b0vbMdeHiIiIiIjIqThB0Nzvv/8OAOjdu7fZs5bmzp0r7D9kyBDo9XosWLAAy5Ytw7p16+Dt7V0kY7UXu83llpiYiKSkJDx8+BDe3t6oVKmSxVPJbbF27Vr4+/sjISEBkydPxrp163D06FGsW7fOdJTdmmsWjKfuG0+pKMx1Dtb2efTyAK1WC4PBUKg+REREREREzsQZrnE/deoUAKB+/fpITU3Fb7/9hvj4eLi4uKBRo0Zo27Ztvhw0c4YOHYpTp07h0KFD+O6778xOG+5MbC7c//zzT/z3v//F5cuXC7SVKVMGQ4cOxcsvv2zrZvKtEwDq1q2LuXPnomPHjkhISEBMTAwiIiIA5E2xZkl2djaAvFR6AKZfVqzpYzzCbuyTmZlpdnnjuh49Iu/t7Y3U1NRC9SEiIiIiIqK/5eTk4OrVq3BxccG5c+cwePBg3Lt3z9S+bNkyhIWFYdasWRYvUwYAjUaDsWPH4tVXX8XPP/+Mnj17OuyscmvYVLgvXLgQ33zzjekosY+PD7y9vfHgwQNkZmbi2rVr+Pjjj3Ht2jX07t3bLgN+lJubG15++WUkJCTgzJkzaNeuHYC8kDpZls0e3TZeQ268ptz4ZN66dcvsNrKzs/HgwQNIkmRKtlfq889tGP+dmpqKW7duoUKFClb1ISIiIiIichoyoOoE4f/1uXDhAoYOHWp1ty5duqBr16757ktPT89bpSyjf//+qFOnDoYNG4YqVaogISEB48aNw8mTJ/H+++9jxYoVwiPvlStXxmeffYZTp07h/PnzT2fhfubMGUyaNAmyLOPNN9/Eu+++i0qVKpnaL1y4gIULF2LFihWYOnUqmjZtmm8edmtNnz4dFy9exKefforSpUsXaHdzy0u01el08PPzQ1BQEG7cuIFLly6hcuXK+ZbV6/W4ePEigL/T3Y3/PX/+vNntnz9/HrIso2LFiqaj9Ep9EhMT8y1n/HdCQgISExPRoEEDq/rQv5uklKT+pLHl8ShdymJLIrOwr6CfwuMRhXwbFBKmhanXCsnwslbwbeoi/qbViFLlXSynRHu6itPQvbWWk9SLCdLdAaC41nLuh5+gLa/d8rr9NIKUfEm8k7WCF4Ze4cI/V1mUti3eF7mwPK6HBnH6+32tl8U20fOj9NyKXhei1xMAGASvR+HrGEqzQQi7Ct9/wu0qzm4hanPQZ5jI0/YdA/H3pmzgpYhE9mLLqfKZmZk4ffq01cubO1Cak5P3vaXX61G+fHnMnz8frq55s6fUr18fCxYswMsvv4zTp0/jjz/+UDz7u0ePHoV4BI6jem6nhQsXwmAwYMCAAfjqq6/yFe0AEBwcjLFjx6J///7Q6XT46aefVG1nz549+P3337Fhwwaz7Tt27AAAUxKgcd70P/74w+y60tLSUKNGDdOPAJUqVULlypVx8+ZNs9MCbNy4EQDQokUL033NmjWDRqPB7t27zYbJbdq0CQDQsmVL033GcRnbHnXv3j3s378frq6uaNq0qdnHSURERERE5HCyVPjb/3h6eqJWrVpW34xnPD/q0bDvbt26mYp2o2LFiuG1114DAOzdu7eIdsLjp/qI+8GDB1GsWDHTVGyW9OvXD4sXL8a+fftUbadHjx44duwYoqOj0bhxY9StWxcAkJubi++++w4HDhxAQEAAOnbsaFo+NjYWs2fPRpMmTUzx/9euXcPYsWMBAH379s23jXfeeQdjxozBqFGjsGDBApQsWRJA3hO9ePFiuLq64t133zUtHxQUhDZt2mDTpk344osvMG7cONOR/9mzZ+PYsWOoVq0aWrduberTpk0blC1bFrt378ayZctMv+xkZWVhxIgRyMjIQLdu3UzbJiIiIiIiciYy1J0qb+wSHByMlStX2jSGYsWKwc3NDTk5OShfvrzZZYz3P3rt+5NOdeF++/Zt1KhRo8AvHP/k5uZmut5Ajddffx2HDh3C8uXL8eabb6J+/frw9fXF2bNncf36dfj5+eGHH36Ar68vAKBGjRr46KOPMHnyZHTv3h1NmjSBh4cH9u/fj4yMDHTu3BmvvPJKvm1069YNO3fuxPbt29G2bVuEh4cjLS0Nhw4dgizLmDhxoikUz2jkyJE4c+YM1q5di0OHDqFOnTpISkpCQkICfH19MWXKlHzX2Ht4eGDixImIiorCmDFjEBsbi/Lly+Po0aO4efMmwsLCMGTIEFX7iIiIiIiI6LFw8JUnWq0W1atXx+nTp3Hjxg2zy9y+fRsAUKJECZu2NWjQIJw+fRp//vmnTeuxB9Wnynt6elr9C8bdu3eF86QrGTNmDKZOnYpGjRohPj4eu3fvhru7O3r27Im1a9fimWeeybd8VFQUZs6ciYYNG+LEiRM4ePAggoODMX78eIwZM6bA+jUaDaKjo/Hpp5+ajopfuHABkZGRWLx4sSn07lGBgYGIiYnB22+/DUmSsHXrVjx8+BDt27fHypUrzV6rHh4ejhUrVqBt27a4du0atm/fjmLFiqF///5YsmQJfHx8VO8jIiIiIiKifwPjZcxr164t0CbLMnbu3Akgr/6yxa1bt3D16lWb1mEvqo+4h4aG4tChQzh06BAaNWpkcbkDBw7g6tWraNy4sdpNAQBeeeWVAkfKRVq3bp3vVHUlrq6u6NWrF3r16mV1nxIlSmDkyJEYOXKk1X1CQkIwffp0q5cnIiIiIiJyCrLKcDo7H6Xv2rUrlixZggMHDiA6OhoDBgyAJEmQZRnTp0/HqVOnUKFCBbzwwgv23bADqS7cX3/9dRw8eBCDBw9GdHR0gaPeAHDs2DF8/PHHkCQJr7/+uk0DJSI7klSfbKOw3iJMjhcRpSPbsF5Z0FfxO0uYMK20XUGbwlMnbNcopMprBanyghR2N0EbALhrdBbbvDSWE80BwFuTbblNEvctJlkeVzHJ8tefu6ANAFwFqfO5wtR4hUR6yfJ+AoAMweMV7SdAvJ9Fz4/Scyt6XYheTwBgELwebXmdF9V7U2m9os8LRaK+RTkjR1H1Fa5X6ftH/JojIifgBJM0BAYGYvLkyRg4cCC+//57rFmzxjSL16VLl1C8eHFMmTLFlEP2NFBduHfs2BGxsbE4duwYunbtirp166JWrVooVqwY0tLScPr0aZw4cQKyLKNBgwbo0KGDPcdNREREREREj5Wkcjo4+/8Y2KxZM6xduxazZs1CXFwctm/fjpIlS6Jz587o27cvKlSoYPdtOpLqwl2j0WDevHkYMmQItm/fjuPHj+PEiROmdvl/cYPNmzfHpEmThBPfExERERER0RPACY64G1WqVAkTJkxw9DAeC9WFOwD4+Phg1qxZOH78OLZu3YqkpCSkp6fD29sbVatWRcuWLU3TsREREREREdGTrogupXFCJUuWLDC7mKPYVLgbPfPMM2avcSciIiIiIiJ6EjlTqLhdCvfMzEwcOHDAdMTdx8cHlSpVQuPGjTnFGRERERER0dPCiU6VfxyysrIQFxcHg8GARo0awc/PzyHjsLlwX7RoEWbMmIG0tLQCbR4eHhgwYADee+89WzdDREREREREjiRDXeH+BBT7N27cwA8//ICyZcsiKioKAHDhwgX06tULt27dAgB4enri66+/LtQ05fZiU+E+ceJELFq0CLIsw9XVFVWqVIGPjw8ePHiA5ORkZGZmYvLkybhx4wZGjBhhrzETEdmN6imcbJnSzZbpqpTYsF3RrhDPViX+NnYRTRkmiacM0wrW7SqY7i2vr+U2jWBHiaZ7y+treTorV4V9LJouTjTevHWL+ipM9SfYz+LnR7xeta8ZQOH1WETvAaXtFtWYbJoqjojI2ahKlXdud+/eRZcuXXDz5k20aNHCdP/o0aNx8+ZNSJIEb29vpKenY9iwYQgNDUVwcPBjHaPqyZz37duHhQsXQqvV4uOPP8aBAwewdu1a/PTTT1i/fj327duHjz76CFqtFkuXLsXBgwftOW4iIiIiIiJ6zGS58Ddnt2jRIty4cQMVK1bEm2++CQC4dOkSDh8+DK1Wi59//hmHDh1CVFQUdDodFi5c+NjHqLpw/+mnnyBJEj7//HNERUXB09MzX7uPjw/69euHzz//HLIsY/ny5TYPloiIiIiIiBxIVnFzcjt37oSLiwvmz59vOuK+fft2AECDBg1MM6UNHDgQvr6+2Ldv32Mfo+rC/ciRI/D390e3bt2Ey3Xr1g3+/v44cuSI2k0RERERERERFYkrV66gcuXKKF++vOm+uLg4SJKEyMhI032urq4oX748bt68+djHqLpwT01NRfny5SEpXLclSRIqVKiA27dvq90UEREREREROQNZKvzNyen1eri5uZn+X6fTmS71btKkSb5lMzMzFWvgoqC6cC9WrBiuX79u1bLXr1+Ht7e32k0RERERERGRo8mApOLm7KfLlytXDlevXkVubi4A4ODBg8jIyIC3t7fpNHkgL3n+ypUrKFOmzGMfo+rCvVatWrh16xY2b94sXG7Tpk24efMmatWqpXZTRERFRpJlizfb1qv+5qhrxIoqVMYgSxZvttBDI7ypXq9sEN6Kqq/iuIrgsQJF9/w4LKhI4T2k+n1pA9HnjK2fNUREj91TeI17nTp18ODBA3z77beIj4/HtGnTIEkSmjdvDq02b7aZO3fuYOjQodDr9YiIiHjsY1T9bd+5c2fIsoxPP/0Uv/32m9llfvvtN3z22WeQJAmdOnVSPUgiIiIiIiJyAk/hqfJ9+vSBh4cHFi9ejPbt2+P48ePQarXo06cPAODQoUNo3rw5Dh48iGLFiuHdd9997GNUPY9727Zt8cILL+DPP//EJ598ggkTJiAsLAw+Pj5IT0/HmTNncPv2bciyjBdeeAEvvfSSPcdNREREREREj9sTcAS9sKpWrYoff/wREyZMwLlz51CpUiUMHToUNWrUAAAEBgZCp9MhJCQEU6dOzRdi97ioLtwBYNq0aZgwYQKWL1+OW7duYceOHflX7uKCLl264NNPP7VpkERERERERERFpX79+oiJiTHbVr58eaxevdpUyDuCTYW7i4sLRo0ahaioKOzcuRMXL15Eeno6vL29UbVqVTRr1gylS5e211iJiIiIiIjIkZ7CI+5KNBqNQ4t2wMbC3SgoKAidO3fOd19KSgr8/PzssXoiIiIiIiJyNLVhc//CYt/ebCrcdTodvv/+e6xduxYbN26Eu7u7qW3SpEnYvXs3evTogYEDB+abF4+IHEyYbq19bMPIx5ZkZUPRfBsI055t2aRCX2GEi9J2BU+tpBBqLhss55XqBcEyOXrxayZXttyebXAV9s0StGcZxF9hGVKOxTZXjU7YV0QHvcU2vcLrOEO2vN0Mgzi8R/R4RfsJEO9n0fOj9NyKXhei1xOg8HpUCuAX7GbFCCS1712l921RpcPb8vnmjIn1Ns6uQESOpjZszvkD6pyd6sI9JycHffr0wYEDBwAASUlJ+U4fuHXrFjIyMjBv3jycO3cOc+bMsX20RERERERE5DC2TpFJ6qieDm7JkiXYv38//P398d///hfVqlUr0D5jxgyULFkSu3btwooVK2weLBERERERETnQUziP+5NAdeG+YcMGaDQazJ07F6+++ipcXPIfvHdxcUHr1q0xY8YMAEBsbKxtIyUiIiIiIiL6F1JduCclJaFy5cqoVauWcLm6deuifPnySEhIULspIiIiIiIion8t1YW7JElWB84VK1YMBgPDSIiIiIiIiJ5kklz4G9lOdThd+fLlkZiYiLt376JEiRIWl7t//z4SExNRrlw5tZsioieFKMHYUcnISn1VJscrfQlJloPHISnsC0mQLq4RrDdvu4LUVlEbAIOgPVdnOV08Sy/+Knmoc7fYlqb3EPZNM1huT5PFfT0ECe4a2XLifC5yhet1FaTp5ipcyJcl6PtAFv8YLnq8ov0EiPez6PlRem5FrwvR6wmA8PUofB1D/D5Qmj1B9P4Tvm+VPoZE7bZ8DilR21fpM9kZE+mJyPFkqEuVf0I+UnJycnDx4kWkp6dDVvgcbNy48WMaVR7VhXvr1q2RkJCAzz//HNOnTzd79F2n02HUqFHIzc1F8+bNbRooEREREREROdgTUoQX1tSpU7F48WJkZWUpLitJEs6cOfMYRvU31YV7jx49EBMTgx07duCVV17BG2+8gRo1asDLywsPHz5EQkIC1q1bh8uXL8PX1xfvvvuuPcdNREREREREj9tTWLgvXLgQs2fPtnp5paPxRUF14V6yZElMnz4dgwYNQkpKCmbOnFlgGVmW4efnh+joaAQGBto0UCIiIiIiIiJ7i4mJgSRJ6NChAwYMGIDAwMACs6Y5mk2jadiwIX777Tf88ssv2L59Oy5fvozU1FR4enqicuXKaN68Obp37y68Bp6IiIiIiIicnwR1YXMqrop/rK5cuYKAgACMHTsWGo3q/PYiZfPPCL6+voiKikJUVFSh+sXHxyMtLe2xX9RPREREREREKj2Fp8r7+PigVKlSTlu0A3Yo3NUaM2YMjh079tgv6id6UshKyeMaZ//tspBsmTJSmAyv8O0i2qyor14pGV5dG6CQbK2QKq+xHKQOSSd+zcg6y19W2bmWvy4ycsVp6OmC1PLUXC9h32JaH4ttrko7QyBXzrDY5i2JU+U1gkMNBoWk3Yeyq8W2VIN4X9zS+Vpsu6uzvJ8A8X4WPT9Kz63odSF6PQHi16PodQzY9h5R/d5UeM+LZ9UQd7XpM0zkXzYVr9L3JhHZgQx1hbuTvz0bN26MnTt34uHDh/D29nb0cMxy6E8Kjrion4iIiIiIiNR5Gudx79+/P/R6Pb766iunrVGd64p7IiIiIiIioseoRo0a+O677/DBBx/g2LFjaNq0KUqUKAFJsnx22AcffPAYR8jCnYiIiIiIiKylcFnYkyg9PR1z5syBwWDAlStX8Msvvyj2YeFOREREREREzsk5zyS3ydSpU3Hs2DEAQKlSpVC2bFm4ulrOpXEEFu5ERERERERklSfhmvXC2rJlCyRJwvjx49G+fXtHD8csFu5ERUlWig93wiknBKm8skIcuqTVWu6rsC8kWO4rGtP/Vm65TTH93fK4JMF2NUrrFbRr9OJTzMTJ8MKuwkRtTa54u/ocy69HXY4gVT5H/It0araHxTYPrTjB3V2r8IAF9LLlx/NQazlJ3VuTLVyvVhARrlfIfH1osLzdNL2nsO9tXTGLbTdzLSfOA8BdQaq86PlRem5FrwsIXk+A+PWomAwveFkoJdJrhIn0NrznBZ8Xos8ZAOLPKcWZMdT9Ba30mSzsq/R4nrR0dxv2BdG/zlOaKn/37l1UqlTJaYt2gIU7ERERERERWelpPOIeGBgIreAAlDNwwsN9RERERERERI9H27ZtcfHiRZw+fdrRQ7GIhTsRERERERFZR1Zxc3Lvv/8+KlasiPfffx8bN27Ew4cPHT2kAniqPBEREREREVnnCSjEC2vMmDGoUKECdu/ejcGDB0OSJBQrVgyenubzZyRJwrZt2x7rGFm4ExERERERkVWexmvc165da/q3LMuQZRn379/H/fv3zS4vSY9/LnsW7kRERERERPSvNWHCBEcPQZHDCndZaXoTInryiKYI0ipEaog+E5Q+L/SCKd0U+sqCaZgknWh6J/F6RVNHaQTrzduu5V9xFWZPgyFH1Cb+ddiQbfk50rtZTlrNdHUTrveB1vL8Wy4a9dMw5RrEr6kMg+VxFddmWmxz14h3si3TwWUbLE+vdl9hOrh7gindbuf4CPvezvK22PYgy/J0cJnZ4udWn235dSEJXk8AoBG8HrWC1zEgfh8oTZkoev+J3rdK73nR54XitJTCKS0V3iO2fHaKKE35RkT/Tk/pdHDOPA2ckerC/auvvkLHjh1Ru3ZtVf3ff/993Llzx+rl16xZg19//RXx8fHIzMxEQEAAnn32WURFRSE4OLjA8nFxcZg7dy7i4+ORlZWFqlWromvXrujUqZPZUxt0Oh1iY2OxfPlyJCcnw8XFBXXq1EFUVBTCw8PNjun+/fuYN28eNm/ejGvXrsHX1xfPPfccBgwYgAoVKpjtk5SUhBkzZuDw4cO4c+cOSpcujZdffhl9+/aFl5flP8qIiIiIiIjINp999hmqVKmCqKgou61z9uzZSE5OLtIj96pT5X/++Wd07twZr732GhYuXIi7d+8Wqn+zZs2s+mVDlmV88sknGDZsGI4cOYLg4GA0a9YMWq0Wq1evRocOHbB79+4CY+vVqxcOHjyIsLAwhIeH48KFCxg5ciQ+//xzs9sYPnw4Ro8ejZSUFERGRiIkJARxcXHo2bMnYmNjC/RJTU1F9+7dMWfOHOj1erRo0QL+/v5YtWoV2rVrh/j4+AJ9Tpw4gQ4dOmDdunUoWbIkWrRogYyMDMyaNQtdu3ZFenp6IfYgERERERHR4yMh7xr3Qt8cPfBHrFq1Cjt27LDrOnfs2IHVq1fbdZ3/pLpw79ixI7y9vXH+/Hl88803aNasGQYMGIAtW7ZAr7d8WmRhrV27FuvXr0epUqUQGxuLX375BTNnzsTmzZvRr18/ZGVlYdiwYabI/qSkJIwdOxY+Pj6IiYnB/PnzMWvWLPz222+oWLEiVq5ciY0bN+bbRmxsLNavX4+aNWvijz/+QHR0NJYuXYoff/wRbm5u+Oqrr/DXX3/l6zN+/HgkJiaiQ4cO2LhxI6ZPn45169Zh8ODBSE9Px9ChQ2F45DQznU6Hjz/+GBkZGRg3bhxWrFiB6dOn488//0SrVq1w7tw5TJkyxW77jYiIiIiIyO6ekungZFmGwWCwy+1xUF24jxs3Dnv27MG3336LyMhIyLKMLVu24IMPPsDzzz+Pb775BgkJCTYP8NdffwUAfPLJJ6hRo4bpfq1Wi48++gjVq1fHnTt3sGfPHgDAvHnzoNfr0bt3b4SFhZmWL1u2LEaPHm1a5lGzZ88GAIwcORJ+fn6m+yMiItCzZ09kZ2djyZIlpvtTUlKwfv16+Pr6YsSIEdBq/77Gr1+/fqhXrx4SEhKwa9cu0/0bNmzAlStXEBERgU6dOpnu9/DwwPjx4+Hl5YWYmBiLyYVEREREREQO56SF+4cffojQ0FCsXLlScdkjR44gLCwMtWrVssvt6NGjRf74VBfuAODu7o5XX30V8+fPx/bt2zFkyBAEBwfj7t27WLBgAd544w107NgRP/30Ex48eKBqG76+vggODkajRo0KtEmShCpVqgAAbty4AQCm+fRefPHFAstHRkaiWLFiOHnypGn5xMREXL58GQEBAWjYsGGBPm3btgUAbNmyxXTfjh07oNfrERkZCR+fgoFA5vps3boVANCmTZsCy/v7+yM8PBy5ubn5in0iIiIiIiJnouZU+aK2YsUKbNq0yerljVO+2fNW1OyWKl+qVCm89957eO+993D27Fls3rwZW7ZswenTp3HmzBl88803aN26NTp37oyIiAir1ztjxgyLbXq9HqdPnwYAlClTBrdv38adO3fg6uqKqlWrFlheq9WiatWqOH78OM6dO4egoCDTWQHVq1c3G1pnvP/y5cvIzMyEp6enqU9ISIjZcVWrVg0A8l3nbuwTGhpqsc+2bdsQHx+PV1991eJjJnIopQ8lUbtCIrNNyciy4BQlhURmSXB6k7AtV2G9uZZ/F9XkiB+P1s1yuyFXfJWYJluwXsuB5nnrdrW8br2L5fTwHI14xWk2fGMbZMtjytGLv8Ie6t0ttt3TWg4DddeIY8k1gscjGi8AZBssj1k0XgC4n2M5dT41x3IyPACkZlrum5ZpuW9OhsKLJtPy60KTLd4XWsFrVfQ6BgBR8L82V2HGB8H7TxL0VXzPq/wsASD+nBJ9vgHqPzuL8jOZiJ5eTpgqn5SUhPHjx1u9/OLFi4tuMEWoSKaDCw4OxvXr1/HXX3/hypUryMjIQHZ2Nn777Tf8/vvvCA0NxejRo9GgQQObtvPTTz/h6tWr8PPzQ0REBC5dugQAKFmyJDQa8380BwYGAgBu3ryZ779BQUFml3d3d4evry/u37+P27dvo0KFCop9/rkNa7Zjrg8RERERERGZl5OTg08++QQajQZhYWE4c+aMYp8mTZo8hpHZn10L971792Lt2rX4448/kJGRAVmW4eLigtatW6N9+/a4fv06YmJiEB8fj7fffhszZ85E8+bNVW9r0qRJAIAhQ4bA29sbGRkZAPKuG7fE3T3viIZxWWOonTV9jMsa+3p6mj+CYVyXcblH/21pO+b6EBEREREROZPHceq7taZOnYrTp09j0qRJ2LRpk1WF+5PK5sI9MTERa9aswbp163Djxg3T+f3BwcHo2LEj2rVrhxIlSpiWf+uttzB69GjExMRg6tSpqgr3bdu24aOPPkJOTg66deuGzp07A4DpKLu5U97/yThOY7CcNX2MrO3z6LUOWq0WBoOhUH2IiIiIiIicipOUK3FxcViwYAH+85//4I033ijUNe5PItWF+8KFC7F27VqcPXsWQF7B6e3tjVdeeQUdO3ZEvXr1LPZ97733EBMTYzq1vTCWLFmCCRMmQK/Xo0ePHhg1apSpzdvbGwCQlZVlsX92dt6Fc15eXoXuYzzCbuyTmZlpdnnjuh49Iu/t7Y3U1NRC9SEiIiIiInIqTlC43717F8OGDUPp0qXx5ZdfOno4j4Xqwn3ixIkA8o46N2rUCB07dsRLL70kPOXcyFikVqxY0ert6XQ6jBkzBsuXL4ckSRg8eDD69euXbxnj9eO3b9+GLMtmj5VfcywAAPqWSURBVG4bryE3XlNu7HPr1i2z283OzsaDBw8gSRJKlSplVZ9/bsP479TUVNy6dQsVKlSwqg8REREREZEzseVU+QsXLmDo0KFWL9+lSxd07dq1wP0jRozAnTt3sHDhQvj6+qof0BNEdeEeGBiI9u3bo1OnTmYLUZEKFSpg165dpkJYSVZWFgYMGIDdu3fD09MTEydOxEsvvVRgOT8/PwQFBeHGjRu4dOkSKleunK9dr9fj4sWLAP5Odzf+9/z582a3ff78eciyjIoVK5qO0iv1SUxMzLec8d8JCQlITEw0G8pnrg+RagopxLLBcuK5pBH1tZwgrUjpMhBRwrFeL+5rIYwyb70KicyiJGid5TaNTiG5WtCu1FcrSL3WC5LfAUAr+FQ3KCR1a7WW1y0L9rFBI35dZMHNcl+FFPZcg+V1Z+rEiecPci2ntHu5WI4ld5HErxlbUuV1suX9mKHweB7mWt6P6dniRPqMLMt9hcnxgtR4ANBkWn482kwbZkDIEXaFRtAuev8A6t+bSu9b0eeFLZ9DSjNjCD8fRZ+rRXlpnuA7SFZMs1d4vETkWDamymdmZppmBbOGuQOly5Ytw9atW9GnTx+Eh4erGMyTSXXhvn37dovJ7Uo8PT0xefJknD9/HosWLRIuq9frTUV7QEAAZs2ahbp161pcvnnz5oiJicEff/yBqKiofG179uxBWloaatSogdKlSwMAKlWqhMqVKyM5ORnHjh0rcIr/xo0bAQAtWrQw3desWTNoNBrs3r0bGRkZpoLeyHh9RcuWLfONa926ddi0aRO6dOmSb/l79+5h//79cHV1RdOmTYX7g4iIiIiI6Enk6emJWrVqWb38Pw/0nj9/HpMmTUKtWrUwaNAgew/Pqaku3NUW7UZnzpzB0aNHFZf74YcfsHv3bnh5eWHRokWoXr26cPkePXogNjYWs2fPRpMmTUyF+LVr1zB27FgAQN++ffP1eeeddzBmzBiMGjUKCxYsQMmSJQHkJdcvXrwYrq6uePfdd03LBwUFoU2bNti0aRO++OILjBs3Dm5ueUczZs+ejWPHjqFatWpo3bq1qU+bNm1QtmxZ7N69G8uWLUOPHj0A5J1NMGLECGRkZKBbt26mbRMRERERETkdG07YCQ4OxsqVK1X3//bbb5GVlQUPDw989tln+dqMR/JjYmIQFxeHxo0b480331Q/WCdTJPO428v9+/cxf/58AHmn5s+ePdvisq+99hqaN2+OGjVq4KOPPsLkyZPRvXt3NGnSBB4eHti/fz8yMjLQuXNnvPLKK/n6duvWDTt37sT27dvRtm1bhIeHIy0tDYcOHYIsy5g4cSLKlCmTr8/IkSNx5swZrF27FocOHUKdOnWQlJSEhIQE+Pr6YsqUKfmusffw8MDEiRMRFRWFMWPGIDY2FuXLl8fRo0dx8+ZNhIWFYciQIXbce0RERERERPblyOngjFNnHz58GIcPHza7zNGjR3H06FG4uLhYXbi///77eOGFF9CyZct8M6I5E6cu3A8cOGB6cpKTk5GcnGxx2Zo1a5qmlouKikJwcDAWLlyIEydOQJIkBAcHo1u3bmjfvn2BvhqNBtHR0Vi6dClWrlyJ3bt3w8fHB5GRkejbty+aNGlSoE9gYCBiYmIwc+ZMbN26FVu3bjVd9z9gwACz1/2Hh4djxYoViI6OxoEDB5CYmIjy5cujU6dO6N27N3x8fFTuKSIiIiIiosfAgYX7kiVLLLb1798fW7ZswYQJE9ChQ4dCrXfbtm2mS8Hr1auHF154Aa1bty5UmHpRc+rCvU2bNjh37pyqvq1bt853qroSV1dX9OrVC7169bK6T4kSJTBy5EiMHDnS6j4hISGYPn261csTERERERE5AwnqjriL40od7/PPP8eOHTtw4MABHD58GEeOHMGkSZNMlz+3bt0aderUcegYnbpwJyLLRMm8kqaIPh4V0oBlQRq3uekZ8/UVJAlLgiTu/3W23KaQyCxMgtaKEufFSfeaXMtj1uQopG27WH48LoI2AJBFyfBKkwKIdrPg+dNJ4hWLktZzFFLY9TrLg8rOEX+FpbtZTlp301p+/rTCmRVsS5XXC2Z0yNGL96Po8eYo7At9tqBdkBwvSo0HAJcMy4/XJUvYVdiuVZgBwSVbkP6ulCovaNfkqn/Piz5LhJ8zgPhzSin9XdAu+lxVSrqXRe1KyfBFRDGRnoiKno2p8s7qnXfewTvvvIOMjAzExcVh27Zt2LlzJ86fP4/z589j9uzZCAwMRKtWrfDCCy8gPDwcLi6Pt5Rm4U5ERERERET/el5eXnjhhRfwwgsvAABOnjyJHTt2YPv27Th9+jR++eUX/PLLLyhWrBgOHDjwWMfGwp2IiIiIiIis46RHz2fOnGn3ddapUwdlypRB5cqVsX79emzfvh0AkJaWZvdtKWHhTkRERERERFZx9uvVbXX//n0cOHAA+/btw759+3Dx4kUAgPy/S5PKly+PyMjIxz4uFu5ERERERERkHSc94m6LHTt2mAr1c+fOQZZlU6Hu7++PZ599FpGRkYiIiED58uUdMkYW7kRERERERGQVR87jXlT69u1rClL29/dHvXr10KhRI0RERKBmzZoOHl0eFu5EjiRK/JUUktSdkSj9WCkZWZQWrNhXlH4sToKGKMlbb7mvJEg7B8Tp1FoXhYR9Qeq8rBXvC4Pg4cgKsw0oBKILKCSp6y3vK71O3FeXI+jrppDC7upqsU3rIkgA14j3sST4i0VW2ImywXK7KEEfAAyCmQrkHPG+kLIt99VmWR6TqA0AXDItt2kFbXnrFrQJUuOV2rUKqfJawXtTnCqvlAwv+KxRmN1C+DmlkP4u/Hy05XNVqf1JI/q+JaLCeco+HoxkWYYkSShRogTKlSuHypUro0KFCo4elgkLdyIiIiIiIvrX+umnnxAXF4fdu3fj5MmTSExMxNKlS6HValGrVi1EREQgIiIC9evXh5ubm0PGyMKdiIiIiIiIrPMUHnFv0KABGjRogA8++ADp6enYt28fdu/ejbi4OBw/fhzHjx/H7Nmz4e7ujgYNGiAiIgJ9+vR5rGN0WOFesmRJlClTxlGbJyIiIiIiosKQVV7j/gQV+z4+Pvnmcr969Sr279+PuLg4bNy4EXFxcdi3b9+/p3CfPn26ozZNREREREREajxBRbitrl69ij179mD37t3Yt28fdDodgL+nhnucbCrcMzIy8Ouvv+LIkSNIS0uDTqez+CAkScKiRYts2RwRERERERE50NOYKm+UkZGB/fv3m4r1S5cuAcgr1N3c3PDcc8+hVatWaN269WMfm+rC/e7du+jWrRsuX74MQPlXB2O8PhE5AUG6rmywnD4taZRSecXJ1kKCzxBZlNYMhc8XjUI6v06QHK8V9NUojEmwXY1W/HmoFaS/ywoPRxY9XsWPYcECoo94hZeFpLe8XkkhVd6QK9gXLgop7K6WB60XpsoLV2sT4UQSCqnykmBfaBT2oyZbkByfbbmfKPldqd1Foa9LluXnR9QGANpswawNgjYA0OQInvscwedBrsJ7XpQ6L/icASBOnVf4/BN+PhbVESGFhHZZmGbPdHeiJ95TWLjPmTMHu3btwrFjx/IdjPbz80Pz5s3RqlUrPP/88/Dy8nLYGFUX7rNnz8alS5eg1WrRrFkzBAcHw8PDw55jIyIiIiIiIipSU6ZMMf27UqVKaNWqFVq1aoWGDRtCo3QQ6DFRXbhv2bIFkiQhOjoaLVu2tOeYiIiIiIiIyMlIUHeqvLOfe12vXj20bt0arVq1QnBwsKOHY5bqwv3GjRuoWLEii3YiIiIiIqJ/AxnqTpV38tPrf/nlF0cPQZHqwt3X19dhk88TERERERGRAzh5Ef60Un3CfqNGjZCUlIQ7d+7YczxERERERETkpCS58DeynerC/f333wcAjBw5Ejk5OXYbEBERERERETkpWcWNbKb6VPnbt2+jW7duWLJkCVq1aoWIiAgEBQXB1dXVYp9Bgwap3RwRFYJwKh4AkmC6MZsItitL4imAhFO6KU0nKZryyKAw9ZBOZ7lNOB2cwtRdgunilKaDkwXNCl2V95Vww4LVCgalNEugRrCLNbnivoYcy9s1uChMJSeYDk4WPbeK+1jQpvTHiWgfK8wYphFOB6fQV/D7unA6OIXf5cVTyYl3hk3TwWVZftFpssU7UqN2yjfRdG+AeMo30ecMIP6cUprSTfR5L1ivrPTZqPA9UlSUvr+IiP6tVBfu7733nukP7du3b2P9+vUWl5VlGZIksXAnIiIiIiJ6gklKPyhSkVBduDdu3Nie4yAiIiIiIiJn9pSmyj8JVBfuS5Yssec4iIiIiIiIyMkxbM4xVBfuRERERERE9C/Dwt0h7FK4HzlyBH/++SeSkpLw8OFDeHt7o3LlymjWrBkiIiLssQkiIiIiIiJyMB5xdwybCvf09HQMHz4cW7duBZAXQmckSRIWLlyIZs2aYdKkSShevLhtIyX6t5EVEn8l1bM5qt6ubFBKUhclI9uQDK8QgiLrBSnRSinronZBErTiekW7SiGpW2NLwr6IrPD8CZ5f0aQAkk48JkmUKq8Uti1ILTdYnsQEACALIvhlraBfEb21AIX9qJAqL2pXSucXJvurTJwHAG2ODcnw2ZZ3hig1XqmvJkdhBoscwfta9J7PVXixipLjlRLcBZ9hos+3vAVUfnYqhUsJvwvU9y1SjtouEdFjoLpwNxgMeP/993Ho0CHIsoz69eujVq1a8PHxwYMHD3Dq1CmcOHECO3fuxIcffohFixbZc9xERERERET0uPGIu0OoLtxXrVqFgwcPomTJkoiOjka9evUKLHPkyBF8+OGHOHDgANauXYvXX3/dlrESERERERGRg0iyulPleXq97VSfELh69WpIkoQpU6aYLdoBoEGDBpg8eTJkWcbq1avVboqIiIiIiIicgaziRjZTfcQ9ISEB5cqVQ5MmTYTLhYeHo1y5ckhISFC7KSIiIiIiInICPHruGKqPuD98+BD+/v5WLVuiRAk8ePBA7aaIiIiIiIjIGchy4W9kM9VH3EuVKoXk5GTk5ubC1dVytG9OTg6SkpIQEBCgdlNEZGeiRGBJY0NquYhCCrEsiNu2aUSiGG9AHNUtTHdXSGi3IRlemCpvA6VfyMWJ55bHpFFIlRe1G3LEfUXJ8QaFbzBhcrxgsw5LlVd6fkSp8gqB56LUeU2u5Q2LUuMBQJttS1/1yfCabMs7QyNIjQcAKVcwC0WOYCfrFNLdRe1KyfB6weMVtSmsWxal2SslwxcRxUR6IiIyS/WfJ40aNUJ6ejpmz54tXG727NlIT09Ho0aN1G6KiIiIiIiInIAxoK4wN7Kd6sK9Z8+ekCQJM2bMwJdffomLFy/ma7948SK++OILzJw5ExqNBu+8847NgyUiIiIiIiIHURNMx4A6u1B9qnzt2rUxePBgTJ48GcuXL8fy5cvh4eEBHx8fpKenIysrCwAgyzIGDx6MOnXq2G3QRERERERE9PgpXYVIRUN14Q4Affr0QcWKFTF16lQkJycjMzMTmZmZpvYqVapg0KBBeOmll2weKBERERERETkYj547hE2FOwC0bdsWbdu2xaVLl3Dx4kWkp6fD29sbVatWReXKle0wRCIiIiIiInIGvGbdMWwu3I0qVaqESpUq2Wt1RKREFsVTF1EstmibAGSD5e1KGoXzqgQx38JkZIgT3GWFNGdhir5OkE5tQ/K7LZnxGoUpVSRBu2QQxKwDkESzDegtP7caQRsgTjQ3uIofj8FFkEivlCoveG6FyfFFmCoP0dtWaQIEwfOjmCqvE/QVPD9aQeI8IE5/1yolwwvaNaJ0dwCSIDlelBoPAFK2YGflCtpEnwdK7QqfYcLPKaW+onbR54Xi57n6vkXGUdslInICVhXuhv99KWg0mgL3Fcaj/YmIiIiIiOgJonZeds7lbjOrCvewsDBoNBps2LABVapUAQDUqlWrUBuSJAlnzpwp/AiJiIiIiIjI4SSoO1XelrMNKY/Vp8rL//iV5J//T0RERERERE85loEOYVXhvnjxYgBA2bJlC9xHRERERERE/w4Mp3MMqwr3Jk2aWHUfERERERERPcV45rVDqE6V/+yzz1ClShVERUUpLjtmzBicP38eS5YsUbs5InpMREnCwgR2W4kSjJVyLUVfIAqp8qLkceGjVVivLYTbVfqyFOSGKibS6y2nzkt6y30NgsRyANCIkuFdxa8pWSvoK2gDANnF8riEifNF+DIXHaUQpcYDgCQILdcInh9A/PxpBMnxojT6vL6iZHiF2SB0lt9DUrZCMrwgwV1SSKRXnRyv9J4XhPYqzW4hXLfSe17UrvCaKirCRHoiIlJFdcz7qlWrsGPHDquWPXToEE6cOKF2U0RERERERORoct6P0IW98bp421l1xD05ORlr1qwpcP9ff/2F7777zmI/WZZx7do1JCQkwN/fX/0ozYynXbt26NChA0aPHm12mbi4OMydOxfx8fHIyspC1apV0bVrV3Tq1MnsnM86nQ6xsbFYvnw5kpOT4eLigjp16iAqKgrh4eFmt3H//n3MmzcPmzdvxrVr1+Dr64vnnnsOAwYMQIUKFcz2SUpKwowZM3D48GHcuXMHpUuXxssvv4y+ffvCy8tL/U4hIiIiIiIqaizCHcKqwr1ChQrYuHEjkpOTTfdJkoS//voLs2bNEvY1ps+3adNG/Sgfcfv2bfTv3x+ZmZkWl/n555/x5ZdfwtXVFeHh4XB1dcW+ffswcuRIHDlyBBMmTCgwxuHDh2P9+vUoXrw4IiMjkZqairi4OOzZswfjxo1Dx44d8/VJTU1Fjx49kJiYiIoVK6JFixZISkrCqlWrsHnzZixbtgw1atTI1+fEiRPo2bMnMjIyULduXdSpUwdHjhzBrFmzsG3bNvz000/w8fGxy34iIiIiIiKyN4bTOYZVhbtWq8WIESMwe/Zs030HDx5EsWLFChSnj9JoNPDy8kJYWBj69Olj82DPnj2LQYMG4dKlSxaXSUpKwtixY+Hj44MlS5YgLCwMAHDt2jX07NkTK1euRPPmzfHSSy+Z+sTGxmL9+vWoWbMmFi5cCD8/PwDA3r170bdvX3z11VeIjIxEmTJlTH3Gjx+PxMREdOjQAV9//TW02rxrQ2fNmoWpU6di6NChWLNmDTSavKsRdDodPv74Y2RkZGDcuHHo1KkTACArKwuDBw/G1q1bMWXKFItnEBARERERETkccywcwupwuueeew7PPfec6f9r1KiBkJCQxxI4d//+fcyZMweLFy9GTk4Oypcvj5SUFLPLzps3D3q9Hr179zYV7UDeVHajR4/Ge++9h3nz5uUr3I0/SIwcOdJUtANAREQEevbsiTlz5mDJkiUYNmwYACAlJQXr16+Hr68vRowYYSraAaBfv37Ytm0bjh07hl27dqF58+YAgA0bNuDKlSuIiIgwFe0A4OHhgfHjx6NVq1aIiYnBoEGDULx4cdt3GhERERER0VNszZo1+PXXXxEfH4/MzEwEBATg2WefRVRUFIKDgx09PLtSnSo/YcIEBAQE2HMsFi1evBjz5s1D6dKl8cUXX+D06dOIjo42u+y2bdsAAC+++GKBtsjISBQrVgwnT57EjRs3EBQUhMTERFy+fBkBAQFo2LBhgT5t27bFnDlzsGXLFlPhvmPHDuj1ekRGRpo9tb1t27Y4duwYtmzZYirct27dCsD8JQP+/v4IDw/Htm3bsGvXLrz66qtW7hkiC2RxmjMk1bmUqrcrG8TblDSCMSv0lSFIp9ZaTkoHAOgFYxZ0K8LgcSHJhlR5pb6yi+XOwsR5nfj50WgttxtcFZ5bQXK8rPAyVt3XTA6K3QieA0npbStIhrelrygZXhK8PxT75iolwwvWrdRXmAyvkOCuNjle1A8KyfEK+1H0ulBMpBcd+RJ+Jiul1SuMuag4artEZB21QXN2PkgvyzKGDBmC9evXm7LJSpQogfj4eKxevRobN27EjBkz8h14ftKp/uu9ffv2aNasGS5evIipU6cWaP/222/x2WefISEhwaYBAkDp0qUxfPhwbNq0Ca1atbK43O3bt3Hnzh24urqiatWqBdq1Wq3p/nPnzgGAaXzVq1c3G1pnvP/y5cum6+qNfUJCQsyOo1q1agCA+Ph4033GPqGhoVb3ISIiIiIiciaqUuXtbO3atVi/fj1KlSqF2NhY/PLLL5g5cyY2b96Mfv36ISsrC8OGDcPDhw/tv3EHsemw24oVK/D6669jzpw5BU5dP378OFatWoUOHTogNjbWpkF27twZ7777Ljw8PITL3bx5EwBQsmRJ07Xl/xQYGJhvWeN/g4KCzC7v7u4OX19fGAwG3L5926o+/9yG2j5ERERERERORZYLf7OzX3/9FQDwySef5Mtc02q1+Oijj1C9enXcuXMHe/bssfu2HUV14b53716MGjUKOp0OkZGRcHV1zdfeq1cvvPDCC9DpdKbT24taRkYGAAgLfHd393zLGn+FsaaPcVljX09PT7PLG9dlXM6asZnrQ0RERERE5CwkqDvibu+L0Hx9fREcHIxGjRoVHKMkoUqVKgCAGzdu2HnLjqO6cF+0aBEkScLgwYMxf/78AkeSW7VqhejoaHz88cfQ6XSYP3++zYNVYjzKbu6U938yTlNnDJazpo+RtX3kR35dUtOHiIiIiIjIqcgqbnY2Y8YM/Pbbb6hQoUKBNr1ebzpo/OisYE861eF0x48fR0BAAKKiooTLvffee5g/fz4OHDigdlNW8/b2BpA3xZol2dnZAAAvL69C9zEeYTf2sTSXvHFdjx6R9/b2RmpqaqH6EBERERERPS0uXLiAoUOHWr18ly5d0LVr10Jt46effsLVq1fh5+eHiIiIwg7Raaku3NPT01GjRg3FI8gajQYVKlR4LKFrxqP+t2/fhizLZsdmvIbceE25sc+tW7fMrvP/2bvv+Kaq/3/gr5s0dFJKCy2bQiGFQpFdAWWIiOJkylD5IlKWiihThgoq6EeGUJClIEsZRWQpspG9RUYphZZRhDJaaOlO7u+P/hKpTc5Nb1KSwuv5eOQh3nPPyL03kHfOve+TlZWFe/fuQZIklC1b1qY6/+3D9OeUlBTcvHnT4i9DluoQuRqlLMSSRvD3gUKmYFHWeWHGeUCYdV5WSLet9tYtpR+P7bolTHTnjcJxFGaONyocR4PgJixBVnKtQlZ52c16uSZb4S4kQV1ZdL0plQuGLBdhVnnx+VGoK/j8icoAcQZ3YbuizO8AIGpXIQu7sG17MsMr1RV9DgTtKmZ3F2WOV6gri8ZkR/Z34d/ZdmRvV8xIT0SPLtmGFW6s1APyJj4L8wi1tXjLmv379+Prr78GAAwbNsw84fooUB24ly1bFleuXLEaID/o+vXr+dZHLyp+fn4ICgrCjRs3cOnSJQQHB+crNxgMuHjxIoB/s7ub/nv+/HmLbZ4/fx6yLKNKlSrmWXqlOnFxcfn2M/05NjYWcXFxaNiwoU11iIiIiIiIXIodqzZ6enqiTp06Nu9vmji1xY4dO/DBBx8gOzsbPXr0QNeuXdUM0WWpDtwbNGiATZs2YdmyZXjjjTes7rd69WrcunULzz77rNquCqVVq1ZYuXIl/vjjjwK38e/duxepqamoVasWypUrBwCoWrUqgoODkZCQgBMnTqB+/fr56vz+++8AgNatW5u3tWzZEhqNBnv27EF6ero5oDfZvHkzAKBNmzb5xrV+/Xps3rwZ3bp1y7d/cnIyDh48CJ1OhxYtWtj1/omIiIiIiIqGrG7G/f9PuYeEhGDNmjWOHRKAJUuWYNKkSTAYDOjVqxfGjRvn8D6cTXVyuh49egAAJk+ejKlTpxZYDu7atWuYOXMmPvvsM0iShF69etk3Uhv16tULWq0Wc+fOxYkTJ/KNZ+LEiQCA/v3756vz1ltvAQDGjRtnXvINyLvVYvHixdDpdHj77bfN24OCgtCuXTukpKTgk08+QXZ2trnM1G+NGjXQtm1b8/Z27dqhQoUK2LNnD5YtW2benpmZiTFjxiA9PR1dunRBmTJlHHMgiIiIiIiIHM0FktOZ5ObmYvz48fj8889hNBoxdOhQjB8/vlCJx4sL1TPujRs3Rr9+/TBv3jzMnz8f8+fPh5eXF7y8vJCenm5e1kyWZfTp0+ehJQaoVasWPvjgA0yZMgU9e/ZE06ZN4eHhgYMHDyI9PR1du3ZFhw4d8tXp0aMHdu/ejZ07d6J9+/aIiIhAamoqjhw5AlmWMXny5AIZCceOHYszZ85g3bp1OHLkCMLDwxEfH4/Y2Fj4+vpi6tSp+S4YDw8PTJ48GZGRkZgwYQKio6NRqVIlHD9+HElJSQgLC8OwYcMeyjEiIiIiIiIqNBnq1mUvguA9MzMTgwcPxp49e+Dp6YnJkyfj+eefd3xHLkJ14A4AH374IUJDQxEVFYX4+Hjcv3/fvNY5AFSsWBGDBg1C586d7R5oYURGRiIkJASLFi3CyZMnIUkSQkJC0KNHD3Ts2LHA/hqNBlFRUVi6dCnWrFmDPXv2wMfHB82bN0f//v3RtGnTAnUCAwOxcuVKzJ49G9u3b8f27dsRGBiIjh07YvDgwRYT0EVERGDVqlWIiorCoUOHEBcXh0qVKqFLly7o27cvfHx8iuR4EBERERERPSoMBoM5aA8ICMCcOXNQr149Zw+rSEmygxYOv3z5Mi5duoSUlBR4enqiWrVqCAkJcUTTZKfYoxcxuMlIZw+DXImk+ikZhWbtuC1JMCbFdkXvRyt+r5JGVFervl1RXTeF30xFY3ITtKvUtkJdYQZ3Ybvqs8orZoZnVvl/6zKr/APlj1FWeVG7eZUFRcUwq7wd4yIqDmYd/gr6RtWdPQzVYs/9g0GRCwtdb/a8PtCHOm5N9aioKMycORNeXl5YuXIlatas6bC2XZVdM+4PqlKlCqpUqeKo5oioKIm+GNkR1Iu+zNkT1CsvQyf60qvQtqhdcdWia1cUuCv91ioqVwgAJIP1wF4SLAcn54rfkehHDFmrcDQEx0KxriAAFwbnRflYnOD0KCb7EZSLzg8AYbAqrKsQcArrKgbfgnKjHXWVAmzBsRAG50oBtKCuMDBXaltxKc2iCaKLLDhnYE5U/Dlm3le1u3fv4vvvvweQdxf03Llzre778ssvo1WrVg9raEXKIYH73bt3sX//fly8eBGpqakYOXIksrKy8Ndff1m8zZyIiIiIiIiKH8nJv78dOnTInE8tISEBCQkJVvetXbs2A3cgL/HczJkzsXDhQmRmZpq3jxw5ElevXkXv3r1Rv359zJo1C/7+/nYPloiIiIiIiJzEBZLTtWvXDufOnXNcg8WEXQ+6jhgxAt999x0yMjLg5+cHT09Pc1lKSgpkWcaJEyfw5ptvIiMjw+7BEhERERERkRO50HJwjxPVgfsff/yB9evXw9/fH/Pnz8f+/ftRq1Ytc3mjRo2wbNkyBAQE4OLFi1i8eLFDBkxERERERET0OFEduK9YsQKSJGHKlCl4+umnLe7TqFEjTJ8+HbIsY/PmzaoHSURERERERM4lIS+ZaqFfzh74I0D1M+6nTp1C+fLl8eSTTwr3a9y4MSpWrChMGkBELqSIMs4XZb/ibPZK2ZwF7Qqq2ZVxXilLvmgpOXuyyisdC1Emb6P1fy6ES+oBgFbQr1JdQbFiv2qzyisRdWtHwh57ssoLlzgDhOOS7FmKTOXSaoptK2ZhV5/9XZg5Xrgqgwsu6abEWRncmTme6BEmq8wqz/vl7aX6W3h6ejr8/Pxs2tff3x+5Sv+AExERERERkeuSkfdjcGFfjNvtpnrGvUyZMrh06RJkWYYkmLnIyclBQkICypQpo7YrIiIiIiIicgGKd4hRkVA94960aVOkp6dj+fLlwv1+/PFHpKamonHjxmq7IiIiIiIiIlcgy4V/kd1UB+59+vSBRqPBV199hcWLFyM5OTlf+e3btzF9+nRMnToVGo0Gb7zxht2DJSIiIiIiInrcqL5VvlatWvj444/x+eefY9KkSZg0aZK5rFmzZkhJSQEAyLKMIUOGoF69enYPloiIiIiIiJyIM+hOoTpwB4BevXqhcuXKmDp1KmJiYszbTbPvVatWxZAhQ9ChQwf7RklExZ5iJnWNIMu3UoZiQdZ55X5FmaAFQ1L4R0uYs1who7mwZYVjIXzuTCkLu1FQLsqKrVXKDG89S77wvAPiY6WYkd56XXvOj13s+bIjupaVsrALM9KLysSZ1O3KDC8qV6grzAyvlIVdZVZ5YZ9K/Sp8bp2ROd6uPono8WVKTqemHtnFrsAdAFq2bImWLVsiMTER58+fR2pqKjw9PVGtWjWEhIQ4YoxERERERETkApiczjnsDtxNKlasiIoVKzqqOSIiIiIiInIpXMfdWWwK3I3//5Y1SZLMS78ZlW6Bs0CjdFsjERERERERuS7OuDuFTYF7nTp1AADVq1fHxo0b820rLHd3d1SqVAnPP/88Bg4cCK3W+rOPRERERERERI87mwJ3UxKmB5MxKSVmsiYzMxNxcXGYNWsW7t+/j5EjR6pqh4iIiIiIiB4yzrg7hU2B++LFiwEAHh4eBbYVhizLyMjIwP79+/Hjjz9i/fr1DNyJihM7srsrN239HwHFzOOicSmMSdyvKOu1QruilPQKWcuFSV8U7lISZopWOI6SqG3RmI0Kd05J6o+FOKu8HXXtuFaLjNLnS21meKW6assA1RnaATszw4vaVsj+Lose9bPrGFtv1xlZ4+3uV9xw0bRLRK6PWeWdxqbAvWnTpjZts1Xr1q2xdu1apKWlqW6DiIiIiIiIHi5mlXcOh2WVT0tLw+XLl3H//n14e3ujSpUq8PHxsbivLMuoXbs27t2756juiYiIiIiIqKgxcHcKuwP3kydPYvr06Th06BAMD9yeJkkSGjRogGHDhqFBgwb56kiShEWLFtnbNRERERERET0ssqz86JC1emQXux7y27RpE3r16oX9+/cjNzcXsiybX0ajEUePHsWbb76JdevWOWq8RERERERERI8V1TPuly5dwujRo5GTk4Onn34affr0QZ06deDj44O7d+/i1KlT+PHHH7F371588sknqF+/PqpUqeLIsRMREREREdHDxNlzp1AduP/www/IyspCt27dMGHChHxl/v7+aNmyJVq2bIlx48Zh1apVWL58OUaNGmX3gInIhdmR3V3crPgfCGHWeTsy4avOOA+Is84rHApR1muFPOriTOqy+gz7ogzukkHhWIjOj11Z5RUOpFLbagmPcRF+mRFmPLcjI70dmdRl0efLnszwdrwfYdZ4xX5Fx0ncLjPHE9Fjg4G7U6j+Jr1v3z54enoqLuc2atQoeHh4YPfu3Wq7IiIiIiIiIlcgy4V/kd1UB+43btxASEgIvL29hft5e3sjJCQE//zzj9quiIiIiIiIyNlk5N2dVNgXY3e7qb5VXqfT4f79+zbte//+fWi1WrVdERERERERkdPJKh+lYeRuL9Uz7iEhIUhISEBsbKxwv5iYGCQkJCAkJERtV0RERERERESPLdWBe4cOHSDLMoYOHYrExESL+yQmJmLo0KGQJAnPP/+86kESERERERGRC+Az7k6h+lb5Hj16YMWKFbhw4QJefPFFPPPMM6hTpw5KliyJ1NRUnD59Gtu3b0dmZiZCQkLQo0cPR46biIobO7K7Kzctyv6ukFlcZeZkWZQ1HgpZ5w0KjYsy3Sv94yfIeC7ZUVeUkV6G0rkVZYYXnx9JeF0oHEilc2+9U3X1bGHPlxc7soerzv5u13hdMDN8XuPicqvViqZdu/tV33DRtEtEj76i+nuJhFQH7u7u7li4cCEGDBiAmJgYbNq0Cb/99pu53PTlMjQ0FLNnz4aHh4f9oyUiIiIiIiLnkKHuR13G+nZTHbgDQLly5bBmzRr8/vvv2L59Oy5evIj79+/D29sb1apVwzPPPIPnn3+eiemIiIiIiIgeBbz13SlUB+6bNm1CWFgYgoOD0aFDB3To0MGR4yIiIiIiIiKXovaZdQb79lL9UOk333yDl19+GcnJyY4cDxERERERERE9QPWM+82bN1GjRg2ULl3akeMhIiIiIiIiV6WUQJSKhOrAvUKFCkhKSkJOTg50Op0jx0RERERERESuhsnpnEZ14D58+HAMGTIEH330EUaMGIFKlSo5clxE9LgRLU1UREvFKREuJaewlJLScnHifkVLdym1K1hiy57l4AzWl16TNApjErYrriorta223+KoKJdmU9mn4rJtatu2Z6khxc+myrbtWD6tyJZ0U+7YOf0S0aONyemcQnXgfvLkSYSHh2PLli3YsmULypQpg8DAQKvLvkmShKVLl6oeKBERERERETmTrPLHVQb79lIduM+bNw+SJJlncG7evImbN29a3V961GY+iIiIiIiIHjMy7+ZxCtWB++DBgxmMExERERERERUx1YH7e++958hxEBERERERkSuToe5Wed4pbzfVgTsRERERERE9ZpiczinsDtyNRiN+//13bNu2DQkJCUhNTYW/vz9q1qyJ559/Hi1atHDEOInocab0LJUdWefF3Vr/h0mYcT6vsh39it6POA27cFx2ZKSHoF1ZkHE+b1DqH6uSnPHloCgfA3PSlx3V2d/tymTvgpnhbWhbfbPMHE9EjwNZ5UolDPbtZVfgfv78eXz44YeIi4vLt8zQ5cuXceLECaxevRoRERH46quvEBQUZPdgHxXx8fGYNWsWjh49itu3b6NcuXJ44YUX0L9/f3h5eTl7eERERERERAVxHXenUR2437p1C3379kVSUhJKliyJdu3aITQ0FF5eXkhLS8PZs2exdetWHDhwAAMHDsTy5cutLhX3ODl58iR69+6N9PR01KtXD+Hh4Th27BjmzJmDHTt2YPny5fDx8XH2MImIiIiIiApQfRcX2UV14P79998jKSkJDRo0wKxZs+Dv719gn6SkJAwcOBBnzpzBTz/9hD59+tg12OIuNzcXH374IdLT0/HFF1+gS5cuAIDMzEwMHToU27dvx9SpUzF+/Hgnj5SIiIiIiIhcheoHQ7dv3w6dTodvv/3WYtAOAIGBgfj222+h0Wjw66+/qh7ko2Ljxo24cuUKmjVrZg7aAcDDwwNffvklvLy8sHLlSty9e9eJoyQiIiIiIrJEzrtVvrAv3itvN9WB+/Xr11GzZk0EBgYK96tUqRL0ej0uXbqktqtHxvbt2wEA7dq1K1BWunRpREREICcnB3/++efDHhoREREREZGYaTm4wr4Yt9tN9a3yfn5+SElJsWnfzMxMeHt7q+3qkREbGwsACA0NtVheo0YN7NixAzExMXjppZce5tCIijd7siqrzEhvTwZpuzLSK4xXPC47MtKLqioeQ/XHSmZWeccoqozndq2e8BiNSblj5/RLRKQG/85yCtUz7s8++yz++ecfbNq0Sbjf0aNHER8fj2eeeUZtV4+MpKQkALCaYd9094JpPyIiIiIiIlciG+VCv8h+qgP3oUOHokaNGhg9ejSWL1+O7OzsAvvs3LkT7733HipUqIAhQ4bYNdBHQXp6OgBYza5v2m7aj4iIiIiIyHXIeTPuhX3xXnm7qb5VftSoUQgICMD58+cxceJETJkyBaGhoShVqhQyMjIQFxeH27dvAwBKliyJzp07F2hDkiTs2LFD/eiLGa1WC6PRCEnhNkyn3BpKRERERERELkl14L5161bzn2VZxv3793Hs2DGL+967dw/37t0rsF0pgH3UeHt7IyUlBRkZGRbLMzMzAQCenp4Pc1hERERERESKZFldPhDOS9pPdeA+adIkR47jsRAYGIiUlBTcvHkTlStXLlBuerZdKVN/YVWpVRGzDn/l0DaJSD37frN8vH7wdM7bLcpOnZX8zDndOoc9yRAdOAwiIguq1Kro7CHYpUrtiph1qPBxYJXaxft9uwLVgXvHjh0dOY7HQmhoKGJjYxEXF4eGDRsWKI+LizPv50ge3u7QN6ru0DaJiIiIiOjx4uHFuMJZVCeno8Jr1aoVAGDz5s0FypKTk3Hw4EHodDq0aNHiYQ+NiIiIiIiIXBQD94eoXbt2qFChAvbs2YNly5aZt2dmZmLMmDFIT09Hly5dUKZMGSeOkoiIiIiIiFyJJDOF+UN18OBBREZGIjMzE3Xq1EGlSpVw/PhxJCUlISwsDEuWLIGPj4+zh0lEREREREQugoG7E8TGxiIqKgqHDh1Ceno6KlWqhPbt26Nv374M2omIiIiIiCgfBu5ERERERERELozPuBMRERERERG5MAbuRERERERERC6MgTsRERERERGRC2PgTkREREREROTCGLgTERERERERuTAG7kREREREREQujIE7ERERERERkQtj4E5ERERERETkwhi4ExEREREREbkwBu5ERERERERELoyBOxEREREREZELY+BORERERERE5MLcnD0AKlrx8fGYNWsWjh49itu3b6NcuXJ44YUX0L9/f3h5eTl7eORgv/76K1avXo2YmBhkZGQgICAATz75JCIjIxESElJg/3379mH+/PmIiYlBZmYmqlevju7du6NLly6QJKnA/rm5uYiOjsaKFSuQkJAANzc3hIeHIzIyEhERERbHdPfuXSxYsABbtmzBtWvX4Ovri6eeegqDBw9G5cqVLdbhdeua3n//fWzevBmTJk1Cp06dCpTzeiJb3LlzB/Pnz8f27dtx7do1eHh4oF69enjnnXfQrFmzAvvzuiIlu3btwqJFi/D3338jMzMTQUFBaN26NQYOHIgyZcoU2J/XFBEVR5Isy7KzB0FF4+TJk+jduzfS09NRr149lC9fHseOHcPNmzcRGhqK5cuXw8fHx9nDJAeQZRnDhg3Dhg0bzF8o/P39ERMTg8TERHh4eGDWrFl46qmnzHV++uknfPrpp9DpdIiIiIBOp8OBAweQkZGBTp06YdKkSVb7KFWqFJo2bYqUlBQcPXoUsizjiy++QOfOnfPVSUlJQa9evRAXF4cqVaqgdu3aiI+PR2xsLHx8fLBs2TLUqlUrXx1et65p1apVGDt2LABYDNx5PZEtLl68iN69eyMpKQkVK1ZEWFgYrl69irNnz0KSJMyYMQPPPfeceX9eV6Rk4cKFmDx5MiRJQoMGDeDv74+TJ08iKSkJZcuWxfLly1GlShXz/rymiKjYkumRlJOTI7dt21bW6/XyqlWrzNszMjLkAQMGyHq9Xv7ss8+cOEJypLVr18p6vV5u0aKFfPbsWfP23NxceerUqbJer5ebNWsmp6WlybIsyxcvXpRr164tN2zYUD59+rR5/8TERPnZZ5+V9Xq9/Ntvv+XrY9WqVbJer5dfffVVOTk52bx93759cnh4uBweHi5fu3YtX53hw4fLer1eHjVqlJybm2ve/t1338l6vV5+6aWXZIPBYN7O69Y1Xbx4Ua5fv76s1+tlvV4vR0dHFyjn9URKcnJy5FdffVXW6/Xy559/nu8c/vLLL7Jer5cbNGggZ2ZmyrLM64qUXb16Va5Tp45ct25d+cCBA+btWVlZ8pAhQ2S9Xi9HRkaat/OaIqLijIH7I8oUyPXu3btA2Z07d+T69evLderUkVNSUh7+4Mjh3njjDVmv18tr1qwpUGY0GuUXX3xR1uv18ubNm2VZluWPP/5Y1uv18qxZswrsv3v3blmv18udO3fOt930pebw4cMF6nzzzTeyXq+Xv/rqK/O2K1euyLVr15YbN24sp6amFqjTrVs3Wa/Xyzt37jRv43XrerKysuSOHTvKDRs2lF977TWLgTuvJ7LFpk2bZL1eL/fo0UM2Go0Fyt955x25bdu28vHjx2VZ5nVFykxBdf/+/QuUxcfHy3q9Xn7iiSfM23hNEVFxxuR0j6jt27cDANq1a1egrHTp0oiIiEBOTg7+/PPPhz00KgK+vr4ICQlB48aNC5RJkoRq1aoBAG7cuAEA2LFjBwDkuyXVpHnz5ihZsiT+/vtv8/5xcXG4fPkyAgIC0KhRowJ12rdvDwDYtm2beduuXbtgMBjQvHlzi7f3WarD69b1TJs2DadPn8b48eNRvnx5i/vweiJb/PbbbwCAvn37WnyOeP78+di6dSvq168PgNcVKdNqtQCApKSkAmW3bt0CkHdOTHhNEVFxxsD9ERUbGwsACA0NtVheo0YNAEBMTMxDGxMVnVmzZmHTpk0WE94YDAacPn0aAFC+fHncunULt2/fhk6nQ/Xq1Qvsr9VqzdvPnTsH4N/rqWbNmha/cJu2X758GRkZGfnq6PV6i2O2dA3yunUt+/btw8KFC/Hiiy/i1VdftbgPryey1alTpwAADRo0QEpKCpYvX47x48djwoQJ2LRpEwwGg3lfXldki2bNmkGn0+H06dP45JNPkJiYiIyMDOzfvx+jR48GAERGRgLgNUVExR+zyj+iTL8+BwUFWSwPDAzMtx89upYvX47ExET4+fmhWbNmuHTpEgCgTJky0Ggs/3b33+tD6Xpyd3eHr68v7t69i1u3bqFy5cqqrkFet67jzp07GDFiBMqVK4dPP/3U6n6mc8HriUSys7ORmJgINzc3nDt3DkOHDkVycrK5fNmyZQgLC8OcOXMQFBTE64psUq5cOUybNg1jxozBzz//jJ9//tlcVrp0aURFRZlnsXlNEVFxxxn3R1R6ejoAwMPDw2K5abtpP3o07d+/H19//TUAYNiwYfD29la8NoC8LyPAv9fH/fv3ba5j2tdU19PT0+L+lq5BXreuY8yYMbh9+za++uor+Pr6Wt2P1xPZIi0tDUBehu5BgwZBr9cjOjoax44dw88//4zw8HCcOXMGAwcOhMFg4HVFNgsLC8Nzzz0HNzc3NGjQAG3atEFgYCCSk5Mxb948XLlyBQD/riKi4o8z7o8orVYLo9Fo8dauB8lcDfCRtWPHDnzwwQfIzs5Gjx490LVrVwAwzzQoXRvAv9eH6TlCW+qY2FrnwWuQ161rWLZsGbZv345+/fpZXaPYhNcT2SI7OxtA3qM7lSpVwvfffw+dTgcg79b5hQsX4oUXXsDp06fxxx9/mGceeV2RyNmzZ9GnTx+4u7tj1apVCAsLAwDk5ORg6tSp+OGHH/Dmm29i06ZN/LuKiIo9zrg/ory9vQHA/MzVf2VmZgKw/oswFW9LlizB4MGDkZmZiV69euGTTz4xl5muDdM1YElWVhYAwMvLq9B1TNeUmmuQ163znT9/Hl9//TXq1KmDIUOGKO7P64ls8eBMYo8ePcxBu0nJkiXx8ssvA8i7U4jXFdni888/R3JyMsaNG2cO2gFAp9NhxIgRaNSoEf755x+sXr2a1xQRFXuccX9EBQYGIiUlBTdv3rSYsMz0nJTpuSl6NOTm5mLChAlYsWIFJEnC0KFDMWDAgHz7mGaybt26BVmWLf7C/9/rw1Tn5s2bFvvNysrCvXv3IEkSypYta1MdS9cgr1vn++abb5CZmQkPDw9zcicTU5LDlStXYt++fWjSpIk5QzKvJxIpWbIkSpQogezsbFSqVMniPqbtycnJ/HuKFGVlZeHYsWOQJAktWrQoUC5JElq1aoWjR4/i1KlTeOWVVwDwmiKi4osz7o8oU2bSuLg4i+Wm7dYymFLxk5mZif79+2PFihXw9PTE9OnTCwTtAODn54egoCBkZ2ebE9U9yGAw4OLFiwD+vT5M/z1//rzFvs+fPw9ZllG5cmXzTIVSHUvXIK9b5zM9Q3n06FGsX78+3+v69esAgOPHj2P9+vU4fvw4ryeyiVarRc2aNQH8uyzlf5mW7/L39+d1RYru3btnvr3cdHv6f5m25+bm8poiomKPgfsjqlWrVgCAzZs3FyhLTk7GwYMHodPpLP5KTcWPwWDA4MGDsWfPHgQEBGDx4sV4/vnnre5vuj7++OOPAmV79+5FamoqatWqhXLlygEAqlatiuDgYCQlJeHEiRMF6vz+++8AgNatW5u3tWzZEhqNBnv27LGYUMd0bbZp06bAuHjdOs+SJUtw7tw5i6+2bdsCACZNmoRz585h8uTJAHg9kW1M53PdunUFymRZxu7duwHAnFeB1xWJBAQEwM/PD0ajETt37rS4z969ewEAtWvXBsBrioiKNwbuj6h27dqhQoUK2LNnD5YtW2benpmZiTFjxiA9PR1dunRBmTJlnDhKcpTvvvsOe/bsgZeXF3788UfUq1dPuH+vXr2g1Woxd+7cfF9Grl27hokTJwIA+vfvn6/OW2+9BQAYN26ceWYMyHsedfHixdDpdHj77bfN24OCgtCuXTukpKTgk08+MSenAmDut0aNGuZgEOB1W1zxeiJbdO/eHb6+vjh06BCioqLMibZkWcaMGTNw6tQpVK5cGc8++ywAXlckptFo0KNHDwDAF198YV4LHQCMRiOioqKwb98++Pr6onPnzgB4TRFR8SbJTFH5yDp48CAiIyORmZmJOnXqoFKlSjh+/DiSkpIQFhaGJUuWwMfHx9nDJDvdvXsXrVu3Rnp6OoKDgxEeHm5135dfftn8y/68efMwZcoUaLVaNG3aFB4eHjh48CDS09PRtWtXfP755/nqGo1GDBw4EDt37oSPjw8iIiKQmpqKI0eOQJZlTJ48Ga+99lq+OklJSejZsyeuXLmCChUqIDw8HPHx8YiNjYWvry+WLl1a4NY/Xreua9CgQdi2bRsmTZqETp065Svj9US22L17N9577z1kZmaiSpUqCA0NRWxsLC5duoRSpUphwYIF+X545HVFIjk5OXjvvfewY8cOaDQaNGzYEKVKlUJMTAwSExPh5eWFWbNmoXnz5uY6vKaIqLhi4P6Ii42NRVRUFA4dOoT09HRUqlQJ7du3R9++ffkPwCNiy5YtePfdd23ad8SIEejbt6/5/7dt24ZFixbh9OnTkCQJ1apVQ48ePdCxY0fz0jkPysnJwdKlS7FmzRpcunQJPj4+qF27Nvr374+mTZta7PPOnTuYPXs2tm/fjqSkJAQGBqJp06YYPHiwxSQ8AK9bVyUK3AFeT2SbS5cuYc6cOdi3bx9u376NMmXK4KmnnkL//v0tnkNeVyQiyzLWrFmDNWvWICYmBllZWQgMDESLFi3Qr18/VKlSpUAdXlNEVBwxcCciIiIiIiJyYXzGnYiIiIiIiMiFMXAnIiIiIiIicmEM3ImIiIiIiIhcGAN3IiIiIiIiIhfGwJ2IiIiIiIjIhTFwJyIiIiIiInJhDNyJiIiIiIiIXBgDdyIiIiIiIiIXxsCdiOgRdPDgQYSGhiI0NBS5ublOG0dubi7i4+PzbXOVsZHzzZw5E6GhoejRo0e+7W+++SZCQ0Mxbdo0J43sXxkZGbh69WqR97NmzRrz58L0mjlzZpH0ZTq+D74uXbpUJH0REZFjMHAnIqIisWfPHrz00ktYu3ats4dCpMr69evRvn177N+//6H1qdPp0LBhQzRs2BDly5cvkj70ej0aNmyIunXrFkn7RETkeG7OHgARETmep6cnqlWrBgCQJMkpY5g7d26B2XYAqFevHjZt2gQAcHPjP0NU0FdffYWMjAyULl3aqeOYNm0abty48VD79Pf3x08//VSkfYwbNw4AcPXqVbRt27ZI+yIiIsfgNyYiokdQvXr18Pvvvzt7GBZ5enoiJCTE2cMgF1ahQgVnD4GIiMil8FZ5IiIiIiIiIhfGwJ2IyAFMiaUGDRqE1NRUTJw4ES1btkS9evXw3HPPYfLkybh582aBeqbkXN988w22bt2K9u3bo27dunjmmWewceNG836ZmZlYtGgRunXrhoYNGyI8PBzPPvssxo8fj4SEhALtKiWAi4mJwciRI9G6dWvUrVsXERER6Nu3LzZv3ix8n0eOHMFHH32ENm3aoG7dunjyyScxYMCAfM8Am47FoUOHAABz5sxBaGgoRo0aZdPY/v77bwwfPtw8tqZNm+LNN9/E6tWrYTAYCuxvSrS1e/duxMTEYMiQIWjevDnq1q2Ltm3b4ssvv8SdO3eE78tWo0ePRmhoKJ544gmLx910Phs0aGDxMQE1bt68iW+//RYvv/wyGjRogPr166Njx45YsGABsrOzLdbZvHkz3nnnHTz55JOoW7cunnrqKbz33nvCZ7UNBgNWrVqFN998E02aNEHdunXRunVrDB8+HKdPny6w/9WrVxEaGooWLVrgxo0biIyMRL169dC0aVN89NFH5v2MRiOio6PRvXt3NG7cGI0bN0ZkZCT+/vtvq2OxlJzuwf5kWcaqVavQtWtXNGjQAA0aNMDrr7+O6OhoyLJssc2zZ89i3LhxeOGFF8zPdzdv3hz9+vUrcHeK6TwmJiYCAMaOHWsxWdytW7fw9ddfo0OHDnjiiSfQoEEDdO7cGT/88AOysrKsvr/CMo1n2rRpuHnzJj755BO0bNnS/PfAtGnTzNfCwYMH0bdvXzRp0gT16tVDx44dmWeCiOgRwFvliYgcKC0tDT179kRsbCwqVKiAkJAQnD9/HgsXLsTGjRuxYMEChIaGFqh3+PBh/PDDDyhVqhRCQkJw4cIF1K5dGwBw/fp19OnTBxcvXgQABAcHw9vbGxcuXMCKFSuwdu1aTJ48GR06dLBpjMuWLcMXX3wBg8EALy8v1KxZEykpKdizZ485odzXX38NrVabr97UqVMxb948yLIMPz8/hIaG4p9//sGOHTuwY8cOTJgwAa+//joCAgLQsGFDxMbGIi0tDeXLl0f58uURHBysOLb58+dj6tSpMBqN8PHxQWhoKJKTk3Ho0CEcOnQIv/76K2bPno2SJUsWqLt79278/PPPkGXZfIwuX76MH3/8ETt37sSaNWvg4+Nj0zGyZsyYMTh8+DCuXLmCMWPGYOnSpeYcAsePH8d3330HABg/frw5x4A9jh49ivfeew+3b9+Gm5sbQkJCkJ2djbNnz+LMmTPYtWsXvv/+e5QoUQIAkJOTg6FDh2LLli0AgLJly6JWrVq4evUq/vjjD/zxxx/o3bs3Pv7443z9pKWl4Z133sHx48cBABUrVkSVKlWQkJCAdevWYcOGDRgxYgT69OlTYIzZ2dno27cvEhISULNmTVy7dg0VK1Y0lw0dOhRbt24FAFSpUgU+Pj7Yt28f9u3bh/Dw8EIfE1mWMXLkSPz666/w9fVFtWrVcOXKFZw4cQInTpxAfHw8hg0blq/O8uXLMXHiRBiNRpQqVQpVq1ZFZmYmrl69it27d2P37t0YMGAAhg4dCgAoX748GjZsiFOnTiE7OxtVq1ZFQEBAvmRxR48exaBBg5CSkgKdTofg4GDIsozTp0/j1KlT+PXXX7FgwQKULVu20O/RmkuXLuHVV19FcnIyatSoAa1WiytXrmDOnDm4cuUKmjRpgs8++wyenp4IDg7G1atXcebMGYwcORKZmZno3r27w8ZCREQPmUxERHaLjo6W9Xq9rNfr5bp168rr1683l12/fl1+/fXXZb1eL7/44otyTk6OuWzGjBnmeoMHD5azsrJkWZbl27dvy7Isy7m5ufKrr74q6/V6uX379vLZs2fNdVNTU+UxY8bIer1erlOnjnzixAlz2YEDB8ztPtjfrl275NDQULlOnTryjz/+KOfm5prL9u3bJzdr1kzW6/XytGnT8r2/DRs2yHq9Xq5du7a8aNEic73c3Fx59uzZ5rK4uDhznTfeeEPW6/Xy1KlT87VlbWy///67efv06dPNx0KWZXn//v1y8+bNZb1eLw8YMCBfe6Z+9Hq9HBkZKd+4ccNctnXrVrl27dqyXq+XFy5c+N/TpsrRo0fNbS5ZskSW5bxz8cwzz8h6vV7+6KOPHNJPSkqK3KJFC1mv18vvvPOOnJSUZC47efKk/OSTTxY4vhMmTJD1er1cv359+bfffjNvz83NlZcuXSqHhYVZPBb9+/eX9Xq93KJFC/nAgQPm7VlZWfL06dPNx3fz5s3msitXrpi3N23aVD5//ry5TmpqqizLsvnaaNSokbx3715z3evXr+c7b927d883HkvXzoP91a5dO9/1m5mZKQ8bNkzW6/VyWFiY+fMjy7IcHx8v16lTR9br9fLs2bPl7Oxsc1lycrI8ZMgQ82coJSUl3zjatGkj6/V6eeXKlfm2X79+XW7atKms1+vlsWPHynfv3jWXXbp0Se7ataus1+vlnj17yrYy/R3y9NNPFyh78O+JF154QY6PjzeXffvtt+ayWrVqyZMmTTJ/dtLT0+W+ffvKer1ebtOmTYF2HzymCQkJNo+ViIgePt4qT0TkYCNHjsRLL71k/v+goCDzLPH58+et3o4+cuRI88ypv78/AOD333/H2bNn4e7ujvnz56NWrVrm/X18fPD555/j6aefRk5Ojk1rXk+dOhWyLGPYsGF466238s2qN2vWDJMmTQIALFy4EMnJyeayqKgoAECfPn3Qu3dvcz2tVouBAweiRYsWMBgMdt2Saxr/66+/jiFDhpiPBQA8+eST5jFs374dR44cKVA/ICAAM2bMQGBgoHlb27Zt0bJlSwDAsWPHVI/tQQ0bNkRkZCQAYMqUKfjnn38wceJEXL16FVWqVMGnn37qkH5WrFiBmzdvomLFipg5c2a+mdvw8HDzrPkvv/wCo9GI69ev4+effwYATJw4Ec8//7x5f61Wi169emHIkCEA8s7n/fv3AQAnTpzAjh07AAAzZsxARESEuV6JEiUwZMgQvP766wCAb775xuJYe/bsiRo1apjr+Pj4ICcnB99//z2AvDsVmjdvbt4/KCgIUVFR8PPzU3Vsevbsme/6dXd3x8cffwxJkpCbm4uTJ0+a9927dy+0Wi3q1KmDgQMHQqfTmcv8/PwwcuRIAHl3K9j6eMP333+PlJQUPPPMM5g4cSJ8fX3NZVWqVMHs2bPh4+ODI0eOYNeuXareozWTJk3Kd/dKv379zMehUaNGGDVqlPmz4+npab5WExMTcffuXYeOhYiIHh4G7kREDuTl5YWuXbsW2O7v74927doBALZt21agvGzZsqhcuXKB7du3bwcAPPPMMxbLAZhvXz506BBSU1Otju3q1as4e/YsAOCVV16xuE+rVq1QunRpZGZmmp+HvnTpkvk2fWu32n7xxRfYunWr+VbjwkpISDAHTb1797a4j+lZZsDyMWzWrBnc3d0LbDdlsBcdm8J69913ER4ejvT0dPTt2xdr166FTqfDlClT7L4d38QUTL/66qvw8PAoUN6+fXusXbsWmzdvhkajwe7du5Gbm4uyZctafWzijTfegE6nQ2pqqjkHgamfevXqoWHDhhbrvf322wDyroXY2NgC5Y0aNSqw7ciRI0hNTYW7uztefPHFAuWlSpWy+fGO/2rTpk2BbaVLlzb/4HXv3j3z9l69euGvv/7C8uXLLbb14LHNyMiwqX/Trf/WPkdlypRBixYtAPx7fB3Bz88PTzzxRL5tnp6e5vdt+pHqQQ/+kJWWluawsRAR0cPFZ9yJiBwoNDTUYvBoKgNgManZg1+uH2QKZuvUqWO1T1OZwWDApUuXULduXYv7nT9/3vznwYMHW23PlFTLFKxfunQJQN6PEtZ+PHjw2V81TH0pLRVXt25dHD9+3OLMaFBQkMU6psDMUiI8tdzc3PC///0PHTt2xIULFwAAQ4cORb169RzWx+XLlwEg310WDypRooQ5DwLw7zGsXbs2NBrLv8t7eXmhWrVqiI2NRXx8PNq0aWOuJ7rGgoOD4ePjg7S0NMTHx0Ov1+crt/Qct+kcVa1aNd/dEw96cPyFoXSuLSUxdHd3x8mTJxEbG4srV67g8uXLiI2NNb9/AFYT2z3o/v375qR1s2fPxuLFiy3uZ9rnwfbtZe1z9t87dR7k5vbvVz1b3h8REbkmBu5ERA4kuvXX29sbQP7ZQBNrwb5phsxSMjaTB2d4Tbc/W/LgjLMtt42b9k9JSQHw7/iLgul9Ks1Wm8Zg6X0+eAv0w1C1alXUqFHDnB3dWoCtlum4e3l52bS/LdcK8O8xNh1DW+t5e3sjLS3N4rG3dEeA6ToXjf/BW8wLQ+lc/zdANSU1/O+PZpUqVUKXLl2wcuVKm/t+cNba0t0H/+XIOz08PT2F5dZ+sCEiouKPgTsRkQOlp6dbLTN9gQ8ICLC5PVOgKvry/+APAaLg2hRA+fn54eDBgzaPwVRP9KOAvUzjVrqV1/Rei/JHBFv98MMP+Pvvv6HRaGA0GjF69GisX78epUqVckj7np6eSE1Ntfm423KtAAWPoa31TOW2HnvTj1iic5qZmWlTW/b45ZdfzEsRPv3002jXrh1q1qyJkJAQlCpVCjk5OYUK3B8MntevX1/g7gMiIqKiwJ9miYgc6MKFC8J1pAGYk3jZonr16gBgcR1tE9OMryRJqFKlitX9TMuTpaSkWFxT3uTIkSO4cOGCOagyJcJKT0/H1atXLdbZtm0b3nzzTXz99dfW34yA6X1mZGSYbz235NSpUwDyZrudKSYmBtOnTwcAfP3119Dr9bhx44bDEtMB/x73Bx9xeFBOTg569OiB999/H1euXDEfw7Nnz8JoNFqsk5aWZp51Nh1DW66xCxcumH+UsvXYm663S5cuWf1BKy4uzqa27DF37lwAwGuvvYYFCxbg9ddfR8OGDc0/sFy/fr1Q7fn6+qJMmTIAxOM/d+4czp49y4RwRETkEAzciYgc6NatWxaTUSUlJZkTWj2Y7VuJKQnX9u3bceXKFYv7mJ6xrV+/vvDW45CQEHPQtXTpUov7HD16FL169UKHDh1w4sQJcz3TutzR0dEW6/3yyy84dOgQ7ty5Y95mWt/cFtWqVTMHej/++KPFfY4dO2bOFm4pCdfDkpWVheHDhyMnJwft27fHyy+/jC+//BJarRabNm3Cr7/+6pB+WrVqBSBvVjc7O7tA+e7du3Hs2DH8+eefCAgIQMuWLeHm5oabN29i06ZNFttcunQpcnNz4enpiaZNmwL49xo7efKk1UcoFi1aBAAoV66cOVeDksaNGyMgIAA5OTlYtWpVgfKMjAxs2LDBprbsYfqxydoz/KtXrzb/+b95EEzX8H9/jGvdujWAvONp6UeS1NRU9O7dG6+99prV65mIiKgwGLgTETnYmDFj8i1XdvXqVQwcOBDp6elo2rQpnnrqKZvbev755xEaGoqsrCz069cPMTEx5rK0tDSMGzcOe/bsgZubG4YNG6bYnmk5sHnz5mH+/Pn5AsIjR46Yy+vXr48nn3wSQF7wMmjQIADA/PnzsWrVKnMgYzAYMG/ePGzZsgVubm74v//7P3N7plvsTUm6bB3bihUrMGPGjHxjO3jwIN5//30Aebc7P7i02MM2ZcoUxMbGonTp0vjkk08A5C3P1rdvXwB5S7Fdu3bN7n569uwJPz8/XLp0CcOGDTM/8w7kBdmmvnv06AEvLy+UL18e3bp1AwCMGzcOv//+u3l/o9GI5cuXY+bMmQCAQYMGmZ9pb9CggflHgvfffz/fYxTZ2dmYMWOG+VbyESNG2PyDjFarNZ/TKVOmYOPGjeay5ORkfPDBB/jnn38KdUzUMN1RsGLFCty4ccO8PS0tDTNnzsS8efPM2/576761azgyMhJeXl44evQohg8fnu8Hq8TERERGRiI5ORklS5ZEr169HP6eiIjo8cNn3ImIHKhkyZJwd3dHr169UK1aNXh4eCA2NhYGgwG1atXC//73v0LNRLu5uWH27Nno168fLl68iFdffRXBwcHw9vY2387u4eGBzz77DI0bN1Zs78UXX0RCQgJmzpyJb775BnPnzkVwcDDu3LljDk6qVauG2bNn56vXpUsXxMXFYeHChRg7diymT5+OcuXK4erVq0hJSYFWq8Wnn36aL0FbWFgYduzYgfXr1+PcuXNo3LixOdi05IUXXsDly5cxbdo0zJo1Cz/++COqVauWb2xNmzYt9DF0pH379pnvcBg/fny+fAXvvfcetm3bhgsXLmDkyJH48ccf7UoWFhAQgKioKAwaNAibN2/Gjh07ULNmTdy7dw9Xr16FLMt46qmnzMExAIwePRo3btzAtm3bMGTIEAQGBqJcuXK4cuUKkpOTAeQtCdevX798fX399dcYMGAAjh8/jrfeegsVK1aEv78/4uPjkZaWBq1Wiw8++MDism4ir7/+OmJjY7F06VJ8+OGH+Oabb+Dv74/z588jOzsbzz77rPlOlKIydOhQDBo0CHFxcWjbtm2+W/izsrJQuXJlSJKEy5cvF7htPiwsDLGxsViwYAF2796Ndu3aYdCgQahatSqmT5+OoUOHYsOGDdi8eTNq1KiBnJwcJCQkIDc3F15eXpg3b16hcloQERFZwxl3IiIH8vLywqpVq9C1a1fcu3cPCQkJqFGjBoYPH46ffvoJ5cqVK3SblSpVQnR0NEaMGIF69erh5s2buHDhAsqXL4+33noLv/76K1577TWb2xs8eDBWrFiBl19+GT4+PoiJiUFycjLCwsIwZMgQREdHWww2Ro0ahYULF6Jt27aQZRkxMTHQarV4/vnnsWLFigLr1/fr1w9du3aFn58fEhIScO7cOcWx9e/fHytXrsRLL71kHltmZiaaNWuGr776Cj/++CNKly5t83t1pLt372LUqFGQZRnPPfdcgTXIS5QogS+//BIajQaHDh3C999/b3efTZo0wYYNG9C7d29UqFABcXFxuH37NurVq4cJEyZg/vz5+VYkKFGiBGbNmoVp06bhqaeeQnZ2Ns6ePQtPT0+8+OKLWLx4McaNG1fghw8/Pz8sWbIEEydORJMmTZCamopz586hdOnS6NKlC1avXo3IyEhV72HcuHGYNWsWnnzySaSnp+PixYsIDw/H999/j+eee86u42OLNm3aYPXq1Xj22WdRtmxZXLx4Ef/88w/0ej0++ugj/Prrr3j55ZcBFFxzfeTIkWjfvj08PT1x8eLFfPkXWrVqhY0bN+L//u//UKVKFcTHx+PSpUuoWLEievbsiXXr1qFhw4ZF/v6IiOjxIMlc1JOIyG5r1qzB6NGjERQUhN27dzt7ODhw4AB69+4NIC9ZGZeJInJtzvg75OrVq2jbti0A4I8//nB60kciIrKO3+SIiB5BGRkZAPLWh2fQTkRERFS88dscEdEjxJTh+sCBAwDybrMnIiIiouKNyemIiB4hb7/9Ns6ePWvOQN6+fXvnDsgFvf/++8J17K0JCwvDuHHjbN5/165dmDNnTqH7AfKeCw8LC1NVl4q3O3fuoEePHgCAzp07o0uXLg7vY+LEiThz5ozFZQaJiMg1MXAnInqE3L17FxkZGQgICMBLL71kXsaN/nXq1Cmbl6h7kJtb4f7JvH37ttV10ZWkpqaqqkfFX05Ojvm6KaplD2NjY1Vfm0RE5BxMTkdERERERETkwviMOxEREREREZELY+BORERERERE5MIYuBMRERERERG5MAbuRERERERERC6MgTsRERERERGRC2PgTkREREREROTCGLgTERERERERuTAG7kREREREREQujIE7ERERERERkQtj4E5ERERERETkwhi4ExEREREREbkwBu5ERERERERELoyBOxEREREREZELY+BORERERERE5MIYuBMRERERERG5MAbuRERERERERC6MgTsRERERERGRC2PgTkREREREROTCGLgTERERERERuTAG7kREREREREQujIE7ERERERERkQtj4E5ERERERETkwhi4ExEREREREbkwBu5ERERERERELoyBOxEREREREZELY+BORERERERE5MIYuBMRERERERG5MAbuRERERERERC6MgTsRERERERGRC2PgTkREREREROTCGLgTERERERERuTAG7kREREREREQujIE7ERERERERkQtj4E5ERERERETkwhi4ExEREREREbkwBu5ERERERERELoyBOxEREREREZELY+BORERERERE5MIYuBMRERERERG5MAbuRERERERERC6MgTsRERERERGRC2PgTkREREREROTCGLgTERERERERuTAG7kREREREREQujIE7ERERERERkQtj4E5ERERERETkwhi4ExEREREREbkwBu5ERERERERELoyBOxEREREREZELY+BORERERERE5MIYuBMRERERERG5MAbuRERERERERC6MgTsRERERERGRC2PgTkREREREROTCGLgTERERERERuTAG7kREREREREQujIE7ERERERERkQtj4E5ERERERETkwhi4ExEREREREbkwBu5ERERERERELoyBOxEREREREZELY+BORERFLiMjA1evXs23bc2aNQgNDUXLli2dNCrb/PXXX+jduzcaN26MJ554As888wySk5OdPazHSm5uLjp37ozQ0FCsWbPG6n7Jycn48ssv0bZtW9StWxfNmzfHu+++ixMnTjy8wRIRERUBBu5ERFSk1q9fj/bt22P//v3OHkqh/fPPP+jduzcOHDgAWZZRo0YN+Pv7o3Tp0s4e2mNlzpw5OHXqlHCfW7duoVu3bvjxxx9x+/Zt6PV6SJKELVu2oGfPnli9evVDGi0REZHjuTl7AERE9GibNm0abty4UWB7u3bt8MQTT0Cn0zlhVLbZsWMHMjIy4O3tjS1btsDf39/ZQ3rsnD17FnPmzFHcb+jQobh8+TJatGiBadOmoVSpUjAajViwYAGmTJmCTz/9FA0aNEBISMhDGDUREZFjccadiIicomTJkggJCUGVKlWcPRSrTLfE16xZk0G7E2RnZ2PEiBEwGAwoUaKE1f0OHjyIQ4cOwcvLC9988w1KlSoFANBoNIiMjMTLL7+MnJwcfPfddw9r6ERERA7FwJ2IiMgKo9EIAMKgkYrOjBkzEBsbizfffBNly5a1ut8vv/wCAGjbtq3FH1h69OgBANi2bRsyMzOLZrBERERFiIE7EREViZkzZyI0NBSJiYkAgLFjxyI0NBQzZ84EYD053ZtvvonQ0FDs27cPJ0+exMCBAxEREYH69eujY8eOWLt2rXnfVatWoVOnTqhfvz4aNWqEt99+W5iIbOvWrYiMjESzZs1Qt25dPP300/joo49w+vTpfPuZxhYVFQUAOHToEEJDQxEaGoqDBw8CgPn/b926hWHDhqFBgwZo1KgR3nrrLeTm5gLIS6q2du1aDBgwAE8//TTCw8PRoEEDtG/fHuPHj0d8fHyBMbrC+1dy8OBB8/u35TVq1KhCtQ8AJ06cwA8//IDg4GB8+OGHwn2PHz8OAGjUqJHF8nr16sHNzQ3p6emKz8oTERG5Ij7jTkRERaJ8+fJo2LAhTp06hezsbFStWhUBAQEoX768TfV///13REdHo0SJEggODsa1a9dw5swZjBw5Eunp6Th27BjWr1+PgIAAVKtWDefPn8fevXtx+PBhrFq1CrVq1TK3lZubi1GjRmH9+vUAgICAAISGhuLq1avYsGEDfvvtN3z88cd44403zOUNGzbEP//8g3/++Qc+Pj7Q6/UA8m7xf9B7772H48ePQ6/X486dOyhbtizc3NyQmZmJyMhIc6BfsWJF6PV63L59GwkJCUhISMD69euxbNkyhIWFudT7V1KyZEk0bNjQpn0BIDg42OZ9ASAzMxMjR46ELMuYNGkSPDw8rO5rNBrNKxZYe+xCp9MhKCgIiYmJiI+PR+PGjQs1HiIiIqeTiYiIilCbNm1kvV4vr1y5Mt/26OhoWa/Xy08//XS+7W+88Yas1+tlvV4vv/fee/K9e/dkWZblzMxM+e2335b1er1cq1YtOTw8XF67dq253tWrV+VWrVrJer1eHjVqVL42v/nmG1mv18stW7aUd+/ebd6em5srL168WA4LC5NDQ0PlPXv25Ks3Y8YMWa/Xy2+88UaB92UaY926deVDhw7JsizLBoNBTk5Ozlc3IiJC/uuvv/LV/euvv+QWLVqY36Orvn9nmThxoqzX6+XJkyebt5muo+jo6Hz73rlzx3y8zpw5Y7XNjh07ynq9Xp47d26RjZuIiKio8FZ5IiJySX5+fpg8ebJ5htvd3R19+vQBkDfL+s477+DVV18171+xYkV06dIFAPLd+n379m0sWrQIADB79mw8/fTT5jKtVos333wT//d//wdZljF9+vRCj/OFF15AkyZNAOQlQ/Pz8wMA7Nu3DxqNBu+++y7q1auXr069evXMz13HxsYW6/fvaAcPHsTSpUtRvXp1fPDBB4r7P/jMuigXgbu7e4H9iYiIigsG7kRE5JIiIiLg5eWVb1vFihXNf27VqlWBOoGBgQCAtLQ087Zdu3YhOzsbNWrUQJ06dSz2ZQqAT548idu3bxdqnNaeq/7pp59w8uRJdO/e3WK5p6cnAOuBZHF5/46UlpaG0aNHQ6PRYNKkSeZgW0Sj+ferjCRJVveTZbnA/kRERMUFn3EnIiKXVK5cuQLbHlzz3VL2cDe3gv+snT9/HgBw/fp18yz3f5mCOgC4ePEiAgICbB6nKNu5TqdDamoqjh07hoSEBFy5cgUJCQk4e/Ysbt26BeDfzPX/5crv/8yZM5g4caJwnwe1atUKAwYMUNxv0qRJSExMxDvvvIP69evb1La3t7f5z9nZ2Vb3M5XZ8mMAERGRq2HgTkRELsk0I22NaHb1QampqQDyZnOPHTumuP+9e/dsatfEWuK0tLQ0TJ06Fb/88gvS09PN23U6HerUqYPatWvjzz//tNquK79/048RtqpatariPrt27cLq1asREhKCIUOG2Ny2l5cXSpQogezsbCQnJ1vdz1RWmB9liIiIXAUDdyIieqSZAuD27dtjxowZD63fQYMG4eDBg/Dw8ECfPn3wxBNPoGbNmqhatSp0Oh1WrlwpDNwdpSjef0REBM6dO+eQtkx+++03AMCFCxcQHh5udb/Ro0dj9OjRaNq0KZYsWQKNRoNq1arh3Llz5uzy/5WTk4OkpCQAhc9wT0RE5AoYuBMR0SOtWrVqAP69ZdySjIwM/P333yhfvjwqVKgArVZrV58nTpwwLwM3d+5cPPnkkwX2uX79ul192MoZ71+N4OBg4RJzpmUFg4OD4e/vb16eDwCeeOIJnDt3DidOnEDXrl0L1D158iRyc3Ph7u5ucek9IiIiV8fAnYiIipTplu4Hn6N+mFq1agWtVouLFy9i7969aNGiRYF9Fi1ahOnTp8Pb2xu7d++Gj4+PXX0+OPNbt27dAuUZGRnYuHEjAMBgMNjVlxJnvH81BgwYIHwO/plnnkFiYiL69++PTp065St74YUXsHLlSmzevBnDhw83Z/Y3+emnnwAAHTp0EK4JT0RE5KqYWpWIiIqUKTN6YmKiU/qvWLGieRb2ww8/xPbt281lRqMRq1atQlRUFACgV69eDglaq1evbv7zrFmzkJuba/7/uLg49OvXDwkJCQDygvii5Iz3/7A1a9YMjRo1QmpqKgYPHpwv8d/8+fOxfv166HQ69OvXz8kjJSIiUocz7kREVKTCwsIQGxuLBQsWYPfu3WjXrh0GDRr0UMfw8ccf48aNG9ixYwcGDhyIwMBABAUFITExEXfu3AGQ9wy4LeuG2yIsLAwvvPACfvvtN/zwww/45ZdfULFiRaSkpJhn41u0aIG9e/fi/v37SEtLK9KA+WG//4dNkiR89dVX6NWrF44cOYI2bdqgZs2aSEpKws2bNyFJEr788kuEhIQ4e6hERESqcMadiIiK1MiRI9G+fXt4enri4sWLuHDhwkMfg7u7O7777jtMmzYNTz/9NHJycnD27FkYDAZERETgq6++wvTp0x36bPeUKVMwceJEhIeHw2g04ty5c8jOzkabNm0wd+5c/PDDD+Z12R+cBS8Kznj/D1vlypWxdu1a9O7dG0FBQYiNjUVWVhaefvppLFq0CK+88oqzh0hERKSaJDvroUMiIiIiIiIiUsQZdyIiIiIiIiIXxsCdiIiIiIiIyIUxcCciIiIiIiJyYQzciYiIiIiIiFwYA3ciIiIiIiIiF8bAnYiIiIiIiMiFMXAnIiIiIiIicmEM3ImIiIiIiIhcmJuzB0BFL/N+Fi7HJDp7GERE5CSSJCx1RqfibpXqiior1dWorCuqB0AW1dUq1BVMo8hK/QrrCsq0wmYV6sriyoK6Go1RWFWrtV7uplBXJwnqSgbrfQrq5dW1Xi5BfCxEZ0/hKEIW1M4VnSAABkF5ruDk5yi0m2u0Xm4wiOsaBXUhPgWQDNaPhej0CU67cl2lMRmtn0FR3SqVA+DhoRM37sJkOQPIvVD4im4hkCRPxw/oMWJT4H7lypUiG0DlypWLrG3KczkmEYObjHT2MIiIyB6S+pvkJGGwar1dYT2FutCKxytpBZGjTvz1RHITlOsUvhC7l7BeVsJ6XaOnuF2j4It4rre4bq6X9WOV4y0+jtk+orqCPn2EzSJHUJ5bUiEa8sm1WuTpkyWs6u+TbrWsjOd9Yd0gj1SrZWVLWC8rrRO366e1PiZ3KUdYVytZD+4MsvjzlSVbv25SDF7CusmCk38zu6TVshuZ1ssA4FaG9XbvpInHlJHmbr0wTfyZd0u1/veFLk1QT1AGAKJTXyJN4Yei+4IfitKtl82d1Rv6muXEA3Nhcm4ccm69Wuh6ujK/QtKFF8GIHh82Be7t2rWDpPjrd+FJkoQzZ844vF0iIiIiIiKiR4XNt8rLstINPURERERERPQoMyo+6EFFwebAPTw8HNOnT3dYx0OGDMHp06cd1h4REREREREVHRmAUSkpgZV6ZB+bA/cSJUqgYsWKDuu4RAnBM2ZERESPGzueYXcapWfghXUFz9YrHQvR43uKSfGsl8uiJHKC8QKA7Ga9XCHfl7Bfo5tCcjrBNzlRmVEhFYCxhPWv2bK7+Et7CQ/rz7h7eWQL6/q5Z1gtK+shfmA5yP2e9TLdXevtull//h0ASmqtj8lbEr8fjSDAMSos7nRftv5duaQmU1jXQ/DsvUbw3L1RIVmlKDldZq44rMjNtf6cenaOQmK7LOvlRp3gM60Q6Qg/I0qfPcHnVpjcUTwk1ycDBjV3Yhf7N+58NgXuTZo0QWhoqEM7rl27NrSixDRERERERETkMmTIqm6Vlxm5282mwH3JkiUO73jcuHEOb5OIiIiIiIjoUeOQddxTU1ORlpammMCuQoUKjuiOiIiIiIiInMDA2XOnsCtwX7lyJebOnYtr164p7sul34iIiIiIiIqvvOR0am6VJ3upDtzXrl2L8ePH27w/l5MjIiIiIiIq3lQlpyO7qQ7cFy9eDAB4+umnERkZicDAQLi5OeTOeyIiIirmJIUs7HYRta2U6V5lRnpZIVu9LCgWZqsHYBRlp1bI42sUlBuFGbMV2tVZ/2IuuYmzyut01rPKe5cQZ2H3LWE9W7qfznp2dwAoo7OeHV6UVT5QK84q76ex3q+HZBDWFV2ORoXYJ1Nw8lOUstlL1s+RQZDNPsMoXvXpvmBVqNQcd2HdDJ31pQxyFGII0fUoyv6ueJ0LPj/Knz2VK1TYsRiHK8ibcVdXj+yjOtK+cOECSpUqhaioKLi7iz+oREREREREVPzxGXfnUP1zuLu7OypWrMignYiIiIiIiKgIqQ7cw8PDcenSJeTk5DhyPEREREREROSCZAAGufAvztHbT3XgHhkZifT0dEybNs2R4yEiIiIiIiIXZVTxIvupfsY9IiICn3zyCSZMmIBTp06hZcuW8Pf3h0aQMOa1115T2x0RERERERE5kQzAoCLDHmfc7ac6cM/JycHhw4dhNBpx+PBhHD58WLi/JEkM3ImIiIiIiIoxpRURqGioDtxnzZqFjRs3AgA0Gg38/f2hEyzzQEREREVDUloC7XGisGyb2uXgFB8uFJ0DhfMjWnZKVuhXWFdU5qbwzVtrvVyjsBxcCZ31JdI83cS5kbzdrC9z5qsVLwfnp023XqYRlYnb9ddaX97OQxKfII1gZtKoMAeZKVvvFxCPOVtw8tO11hNL39V6CdtNcfO0WqZ0bkXXRabCNWUUXI+ia1lpKcai+uwpLktZjHHG3XlUB+4bN26EJEkYNGgQ+vXrBw8PD0eOi4iIiIiIiIhgR+B+48YNlC9fHu+9954jx0NEREREREQuSs2MO9lPdeBeunRplCxZ0pFjISIiIiIiIhclAzDKvFXeGVQvB9e6dWvExcXhypUrjhwPERERERERuSQJBhUvcJbebqoD9/feew9+fn4YNGgQ/v77b0eOiYiIiIiIiFxMXnI6TaFfnHG3n+pb5ZctW4amTZvit99+Q7du3eDn54fy5cvD09NytklJkrB06VLVAyUiIqKHTCFjtn1tq8/Crpg5Xi21GecByIJyxbtKBeWyUkZ6YV11ZQCEWeUlQRkA6DTWs4d7CDK0A4Cnxnpmci9tlrCul8Z6ua8m02pZSY14TF6S9fThXpJ4RSV7ssprYP1Y5CiMOVO2/n5TBMdJ6RiLzo/SuRVdF0rXlOh6tOc6F39+lP4eEozpUZ5cltXdKs/I3X6qA/fvvvsO0v//R0qWZSQnJyM5Odnq/lJR/SNLRERERERE9AhTHbi/++67jhwHERERERERuTCu4+48DNyJiIiIiIhIkQwJBsVnbSzXI/vYdNSjoqKwZs0ah3a8Zs0aREVFObRNIiIiIiIiKjpGaAr9IvvZHLhHR0c7tOPVq1dj1qxZDm2TiIiIiIiIiobpVvnCvnirvP1U3ypPREREVOwoZYq2QpQ1XpFCVWFmazsy0qsuU+hXoxF/BRcvGCCu6ybIPK6TrJcBQAlBuaiuTuFY6ATzXDpBxnkA0AjqGmEU9yurPxaicrXHCRCfH6VzK7wuFK6p3CK6zoUrOtjxGXm07wpXd6v8I35QHgqbA/e///4brVu3dljHd+7ccVhbRERERERERI8qmwP37OxsXL9+3aGdc4k4IiIiIiKi4kEGYGRWeaewKXCfNGlSUY+DiIiIiIiIXJyByeacwqbAvWPHjkU9DiIiIiIiInJhXA7OeZicjoiIiIiIiGzC5d2cg4E7ERERUXHFB0eJ1OPnp9BkAAbF5S4s1yP78OcSIiIiIiIiIhfGGXciIiIiIiKygaQyOR2fcbcXA3ciIiIiIiJSJMuAUU1yOt4rbzcG7kRERERERGQDzrg7CwN3IiIiIiIiUsTkdM7DwJ2IiIiKF3vuuTSqqyvZ06dCVUlQLioDFOawRHXtGJPRKP7SLvpSn2sUz9RlGa1/Nc2RtcK62YLyTNl6u5lyrrBdD8lgtUwr5wjragQzk0YYhXWzYL3fTIXASfR+RcdJ6RiLzo/SuRVdF0rXlPBzYM91rrZPpfJHPErlcnDO4ZDA/c8//8SOHTtw8eJFpKamIjo6Gvfu3cPixYvRs2dP+Pv7O6IbIiIiIiIioseOXYH77du38cEHH+DIkSMAAFmWIUl5v11du3YNUVFRWLJkCebNm4cnnnjC/tESERERERGRU8iQYFCTnI7PuNtN9X0O2dnZ6Nu3Lw4fPgxvb2+0a9cOQUFB/zas0cDPzw93795Fnz59kJiY6JABExERERERkXMYIRX6RfZTHbgvW7YMMTExqF+/Pv744w/MmDEDFStWNJfr9Xps3boVDRo0QEZGBhYuXOiQARMREREREdHDl5ecTlPo1yP+2P9DoTpw37hxIzQaDf73v/9ZfYbdx8cH33zzDbRaLf7880/VgyQiIiIiIiLnkv//cnCFffFWefupfsb94sWLCAkJQeXKlYX7VaxYEcHBwbh8+bLaroiIiMgZZHHWa0CcgVrctihtuZPmZkRjUsgqL8o6r5id2nrycEgKx0ISZOOWBKdPMih8iRaUywp1cw3W54UyDeKvnhkGndWyNIOHsG6qwdN6mSbDapmHJM4qr4X1zPEGSZxVXitZP1YGhWsqXVCearR+nPLKrR8r0XFSOsai86N0bkXXhdI1JboeRdey6DOgVK742RN9bh/x6WWjiuXgyH6qZ9yNRqV/zP+l0+mg1drxjzsRERERERHRY0p14F6xYkUkJCQgLS1NuF9ycjLOnz+f7/l3R3j//fcRGhqKNWvWWCzft28f+vTpg2bNmqFBgwbo3LkzVq1aBdnKr5e5ublYsWIFOnXqhIYNG6Jp06bo27cvDh48aHUMd+/exZQpU/D888+jXr16eOqppzBq1ChcuXLFap34+HgMGzYMbdq0Qb169fDcc89h2rRpSE9PL9wBICIiIiIieohkQOWt8mQv1YF7q1atkJOTg//973/C/T7//HMYDAY8/fTTarsqYNWqVdi8ebPV8p9++gl9+vTB4cOHERYWhoiICFy4cAFjx47Fxx9/XGB/WZYxcuRIjB8/HlevXkXz5s2h1+uxb98+9O7dG9HR0QXqpKSkoGfPnpg3bx4MBgNat26N0qVL45dffsFrr72GmJiYAnVOnjyJTp06Yf369ShTpgxat26N9PR0zJkzB927d1f8EYSIiIiIiMhpZAlGWVPoF3h7vd1UP+Pet29fREdHY+XKlbh9+zZefvllpKamAgAuXLiA2NhYLFu2DEePHoW3tzf+7//+zyEDjo+Px5dffiksnzhxInx8fLBkyRKEhYUByFtXvnfv3lizZg1atWqF559/3lwnOjoaGzZsQO3atbFo0SL4+fkBAPbv34/+/fvjs88+Q/PmzVG+fHlznS+//BJxcXHo1KkTPv/8c/OjAHPmzMG0adMwfPhw/Prrr9Bo8n4byc3NxYcffoj09HR88cUX6NKlCwAgMzMTQ4cOxfbt2zF16lSMHz/eIceJiIiIiIjIkfJm3AsfhHPG3X6qZ9wDAgIwe/Zs+Pr6YuvWrfjggw8QFxcHAHjppZfw4Ycf4siRI/D09MTUqVPzrfGuVnZ2Nj766CNoNBpzQP5fCxYsgMFgQN++ffPtU6FCBXNQvGDBgnx15s6dCwAYO3asOWgHgGbNmqF3797IysrCkiVLzNuvXr2KDRs2wNfXF2PGjMn3/P6AAQNQv359xMbG5sukv3HjRly5cgXNmjUzB+0A4OHhgS+//BJeXl5YuXIl7t69q+LIEBERERERFT1VM+5FZNeuXejTpw8aN26MunXrom3btpg4cSJu3bpVZH06i11HsVGjRli3bh3eeustlC9fHrIsm18BAQHo0qUL1q5di5YtWzpksNOmTcPp06cxfvz4fLPfD9qxYwcA4LnnnitQ1rx5c5QsWRJ///03bty4AQCIi4vD5cuXERAQgEaNGhWo0759ewDAtm3bzNt27doFg8GA5s2bw8fHx6Y627dvBwC0a9euwP6lS5dGREQEcnJyuGweERERERG5JNOMe2FfRTHjvnDhQkRGRmL//v2oWbMmWrVqhezsbCxduhSvvfbaI7eqmepb5U2CgoLw8ccf4+OPP0Z6ejpSU1Ph5eWFkiVLOmJ8Zvv27cPChQvx4osv4tVXX7X4jPutW7dw+/Zt6HQ6VK9evUC5VqtF9erV8ddff+HcuXMICgpCbGwsAKBmzZqQLCzZYdp++fJlZGRkwNPT01xHr9dbHGuNGjUAIN9z7qY6oaGhVuvs2LEDMTExeOmll0SHgoiIKB9ZadkizWP0bKHCEluql3xTWkxHdA4MSku6CcoES07l9auurka8AhqkXOvXjDFXvFJQdo71r5cZueJlzNJyrC9HdldnfRkzALij9bZa5qGxvmybUtosA6wvJXdfYSm5EoITlK0wf5YpWz+OKYIl3QDgtsH69/A7BuvH6W6uuF3R+VE6t6LrQumaEl2Pomu5qD4/gMJSc6LPPO8Zd4jExERMmTIFJUqUwIIFCxAREQEg7w7tESNG4LfffsMXX3xhvrP6UaB6xj0qKqpARncvLy8EBQUVCNq/++47DB8+XG1XuHPnDkaMGIFy5crh008/tbpfUlISAKBMmTLmZ8v/KzAwMN++pv9au5Xf3d0dvr6+MBqN5lsulOr8tw+1dYiIiIiIiFyHyuR0Kp6LF9m/fz9ycnLQokULc9AOACVKlMAHH3wAAMLVwYoj1TPuUVFRaNSoETp16qS475YtWxAfH6+2K4wZMwa3b9/GokWL4Ovra3U/05JqHh7Wfw10d3fPt+/9+/dtrmPa11TX09Pyr5Kmth5c4k1pbJbqEBERERERuQoZgEHFM+uOvtHAlGPM0qSnabK1dOnSDu7VuWwK3BMTE7F///4C22/duoXVq1dbrSfLMq5du4bY2Fh4eXmpGuCyZcuwfft29OvXL9+vKZaYZtkt3fJuaWzAvyfdljomttZ5cM14rVYLo9FYqDpERERERESuxOjg2XM1mjVrBp1Oh9OnT+OTTz5BZGQk/P39ceLECXNC8sjISCeP0rFsCtwDAgIwc+bMfL9omJ77HjdunGJ9WZbRrFmzQg/u/Pnz+Prrr1GnTh0MGTJEcX9v77xndjIzM63uk5WVBQDmHxIKU8c0w26qk5Fh+ZknU1sPzsh7e3sjJSWlUHWIiIiIiIhchQxJ5Yx7XrB/4cKFQj1C3a1bN3Tv3r3A9nLlymHatGkYM2YMfv75Z/z888/mstKlSyMqKspiUvDizKbA3cPDA8OGDcO0adPM265du4YSJUqgTJkyVutpNBp4eXkhLCwMI0aMKPTgvvnmG2RmZsLDwwOjR4/OV3b69GkAwMqVK7Fv3z40adLEnM391q1bkGXZ4uy26ccH0zPlpmfOb968aXEMWVlZuHfvHiRJQtmyZW2q898+TH9OSUnBzZs3UblyZZvqEBERERERuQwZMMoqZtz//03FGRkZ5jjOFtbiLQAICwvDc889h19++QXh4eHw8/PD6dOnkZSUhHnz5qFWrVoW467iyuZn3F9++WW8/PLL5v+vVasWwsPDsWzZsiIZGPDv895Hjx7F0aNHLe5z/PhxHD9+HG5ubnj99dcRFBSEGzdu4NKlSwgODs63r8FgwMWLFwH8m93d9N/z589bbP/8+fOQZRlVqlQxz9Ir1TGtZ/9gBvnQ0FDExsYiLi4ODRs2tKkOERE9RmSFtOVS0a2DWxRko/j9SFrrWaRlhWMhidpWyLCvNqu8sE8AkqBfUZlSucYg/oIsyqhtT7ZtKUeQVT5bfC1mZ1v/epmeXUJY957O3WrZnWzr2dABwF3whrWCJ2wNCkFIumx9TF5SlrCuVpB6XGnWUtTvPYP13EwAcCvXek6oWzmCjPMKx/hejvUxKZ1b0XUhK1xTGsH1aM/qCcLPj2JWefWf+ceZp6cn6tSpY/P+ponT/zp79iz69OkDd3d3rFq1CmFhYQCAnJwcTJ06FT/88APefPNNbNq0SfUj265GdXK6d9991+pa6o6yZMkSq2WDBg3Ctm3bMGnSpHwJ8lq1aoWVK1fijz/+KPBcw969e5GamopatWqhXLlyAICqVasiODgYCQkJOHHiBOrXr5+vzu+//w4AaN26tXlby5YtodFosGfPHqSnpxe4GExL1bVp0ybfuNavX4/NmzejW7du+fZPTk7GwYMHodPp0KJFC4WjQkRERERE9PDlreOuPjldSEhIgZXJ1Pj888+RnJyMWbNmmYN2ANDpdBgxYgT++usvHD16FKtXr8Zbb71ld3+uQPXP9++++y46d+7syLE4RK9evaDVajF37lycOHHCvP3atWuYOHEiAKB///756phO5rhx48xZCIG8ZQYWL14MnU6Ht99+27w9KCgI7dq1Q0pKCj755BNkZ2eby0z91qhRA23btjVvb9euHSpUqIA9e/bku0shMzMTY8aMQXp6Orp06SJ89ICIiIiIiMh5JBjlwr8cuRxcVlYWjh07BkmSLE56SpKEVq1aAQBOnTrlsH6dTfWMu0lqairi4+ORkZEB439uIzMYDMjMzMT169exY8cOfP/99/Z2p6hWrVr44IMPMGXKFPTs2RNNmzaFh4cHDh48iPT0dHTt2hUdOnTIV6dHjx7YvXs3du7cifbt2yMiIgKpqak4cuQIZFnG5MmTC9xdMHbsWJw5cwbr1q3DkSNHEB4ejvj4eMTGxsLX1xdTp07N94y9h4cHJk+ejMjISEyYMAHR0dGoVKkSjh8/jqSkJISFhWHYsGFFfnyIiIiIiIjUMqqf+3WIe/fuwWg0QqPRmFf7+i/T9txcheclihG7Avfp06fj+++/d7kDEhkZiZCQECxatAgnT56EJEkICQlBjx490LFjxwL7azQaREVFYenSpVizZg327NkDHx8fNG/eHP3790fTpk0L1AkMDMTKlSsxe/ZsbN++Hdu3b0dgYCA6duyIwYMHW0yEEBERgVWrViEqKgqHDh1CXFwcKlWqhC5duqBv377w8fEpkuNBRERERERkr7x13As/e+7Ip/4DAgLg5+eHlJQU7Ny5E88991yBffbu3QsAqF27tgN7di7VgfvmzZsxZ84cm/atWrUqXnrpJbVdWTR79mxhedu2bfPdqq5Ep9OhT58+6NOnj811/P39MXbsWIwdO9bmOnq9HjNmzLB5fyIiIiIiIlehKqu8A2k0GvTo0QPfffcdvvjiCwQHB0Ov1+eNzWjE7NmzsW/fPvj6+rrko91qqQ7co6OjAQAdOnTAiBEj4O7ujhYtWqBLly4YP348rl+/jlWrVmH+/PmQZRnvvPOOwwZNRERELkCUOVmr8MVOlKVdq3AbpsrM8ErlksF6mazQrqiuRlAGAJpcdWPKq2v9OAszZmdbL8srF2SVzxKfH0MJ6ysGpOvEmcfvaj2tlrkJMrQDgEZQLgo0MmXx1+GShkyrZR6aHGFdnSDleY5s/TgBQKZRZ7Us1SjOKp+cYz07/M1s63d43soUZ5W/m2n9/KRnis+tIcv6+5UUrinR9Si6lu3JKq/82VP3mZeYcN4hBg8ejJiYGOzYsQOvvvoqGjZsiFKlSiEmJgaJiYnw8vLCt99+C39/f2cP1WFUB+6nT5+Gu7s7Pv30U/j65i05Ub16dezfvx9ubm6oVKkShg4dCjc3N8yePRvLli1j8E5ERERERFRMyZBgVFjK0Fo9R9LpdPjuu++wZs0arFmzBjExMcjKykJgYCC6deuGfv36oUqVKg7t09lUB+53795F1apVzUE7kHcb+G+//YbU1FSULJm3RmSfPn2wYMEC/PHHHwzciYiIiIiIijGDg4NwtSRJQufOnR+p2+FFVKcEdHd3h7u7e75tpoRsFy5cMG/z8fFB1apVkZCQoLYrIiIiIiIicjJZhqrl4JSeYiJlqgP3oKAgJCYmwmD499kd0+0I58+fL7B/enq62q6IiIiIiIjI6fJulS/sy5HruD+uVAfujRo1wr179/KtzV6zZk3IsoytW7eat924cQPx8fEIDAy0b6RERERERETkVEZIhX6R/VQ/496rVy9ER0dj2rRp2LJlC5YtW4Z69eqhatWq2L17N0aPHo06depgxYoVyM3NRZ06dRw5biIiInpUibLVA/ZllTdYz/INgyDrda44o7lksF4uCbJPK5VrFbK/G0oIMluLMnFbT1iu2K+cJf4SbtBZP45ZWnHH9zSC46iQjlsUHGQbrX/lvZcrztDu42b9YHgqpOfXCjLdGxQSfGUYrWdpT8sVZ3BPFbynO1leVstSBFnjAeBehrvVsqwMhYsq0/p1oVW4pkTXozCrvNLqCTnqP3uiz634M897xkkd1TPutWrVwtixY6HVahEXF4cSJfL+Ahk0aBBkWcbatWvxxRdf4Pz589BoNBg0aJDDBk1EREREREQPlwzAIEuFfvHnCvupnnEHgJ49e6JFixbYs2ePedurr74Ko9GIefPm4erVq6hevTqGDh2K2rVr2z1YIiIiIiIich41y8GR/ewK3AGgatWqqFq1ar5tHTt2RMeOHe1tmoiIiIiIiFxE3jruhX9m3dHruD+O7A7ciYiIiIiI6PHAZHPOYXfgnpycjJMnTyI1NRW5ubnCfV977TV7uyMiIiIiIiInMK3jrqYe2ceuwH3q1Kn44Ycf8q3lbo0kSQzciYiIXI1sPeu1bBQ/xyhZTxKt/C3Nnszwoqzz9vRrFGSOF5VBnHVelHEeADS51o+zRiEjvTbH+hdooyArtlEhAbicKSjTir+0y27W349BI/7qmSnIHC8rBAu5Buv9ZuZa79dHJ84q7+WWY7XMTSP+DqwRpORSmrXMNVr/gKXnik9gWo4gI32W9czwaZnWywBx5nhjhvjcajOtnx9tpkJWecH1KMr+rpQZXmv91Cp+9kTlws88A1hSSXXgvmbNGsybNw9AXlDu7+8Pd3fxh52IiIiIiIiKLyancw7VgfvKlSshSRJeeeUVjB49Gn5+fg4cFhEREREREbkWdcnpwOfi7aY6cI+NjYWvry8mTpxoXsOdiIiIiIiIHk0y1CWn4xMC9rPrGfdKlSoxaCciIiIiInpMqJtxJ3upfkAhJCQEV69ehcwUgURERERERERFRvWMe7du3TBu3DgsX74cvXr1cuSYiIiIyIFkQRZ2SWPHzIkgIz0gSjkPyIIs7ZKkkLVc0K+ktNKNRjBnoRG1K56okAXlmhxxVnnZzXq5Jlsh27abIKu84FueUVAPAES5p2TxqYUsOsYKjLL1rOUZgqzxAGAQZZXPsd5umk6QWhxACTfr15ROIau8ZEeW/BxBVvnsXPFJEL3frGzrF0a2IGt8XsPW+9VmiM+PNl2UVV7crTCrfJagLFthVYYswec2W2E1CMHnWlQmuCSKBRkql4Nz/FAeO6oD965du+LIkSOYNGkSLl26hDZt2iAwMFB463zlypXVdkdERERERETOpHIdd0bu9lMduD/11FMAgNzcXCxZsgRLliwR7i9JEs6cOaO2OyIiIiIiInIqZpV3FtWB+61bt8x/tuU5dz4LT0REREREVHwxq7zzqA7ct23b5shxEBERERERkYtjVnnnUB24V6xY0ZHjICIiIiIiIiIL7FrHnYiIiB4SUQZ3SX0W7yIjyGQPANDaMWMjalvp0TxBNnsYBRnCcxWyh4veT674/IiyV2vcFDJ1C+oaBXVFWePzyq2/H6W6Cg2Ly42CLPm54msmW3Ccc0pY/8qboRNnUteKsv4rpAi3J6u8aFbToHBNGXKsZ3+XswUZ6TMVrtUsQWb4DPH7ccuwXqYVlAHizPFumdaPsShrPCD+/GhyxHVFn1spV/D3TDF/fJhZ5Z3HpsD922+/BQD07t0bfn5++bYVxpAhQwpdh4iIiIiIiFwDb5V3DpsC9++++w6SJOGVV14xB+6mbbaQZRmSJDFwJyIiIiIiKq64HJzT2BS4N2nSBADg6elZYBsRERERERE9+mRIio95WKtH9rEpcLe0RrvSuu1ERERERET0aFGzHBzZzwWz2RARERERERGRCbPKExERERERkU2YnM45bArce/XqZXdHkiRh6dKldrdDRERED4loCToAstH6jXuSRlwXoi9+SsslCcplg8KybRrBzYYG0VJx4vcjXP4pR/1Scpps8Rdk0epqbnYs6Sb+Xi4ek3CFNIVTKxnUL4Em5wiWktMJlorTib8O5wqWg1O+d1X0hhWCH9GKYgrHQhIcC42gTFK43rSZ1stFS7YBCsvBZSrVVbfkm2ipOADQZAmWg8tW+NwKloiURJ/5Yp6kTYbyUobW6pF9bArcjx49arXMlFletvCP6INltmagJyIiIiIiItfEGXfnsClwf/fddy1u37dvH44dOwY/Pz906NABtWvXhq+vLzIzMxEXF4cNGzbg+vXraNeuHdq1a+fQgRMREREREdFDJKvLKq9wGw/ZQHXgfurUKcyZMwdNmzZFVFQUfH19C+wzePBgDBkyBNu2bUPPnj3tHy0RERERERE5hQx1M+68Vd5+qrPKz5w5E5IkYcqUKRaDdgDw8PDA5MmTodPpMHv2bNWDJCIiIiIiInpcqc4qf+zYMdSsWRNly5YV7le6dGnUrFkTp0+fVtsVERERERERuQCl/KFUNOxaDu7+/fs27Xfnzh2UKFHCnq6IiIioCMhG69/AJEFWcrsJ+pUlhQzuooS3SslwRdnhRWW5ueJ2Rf2KMtlDIau8Ql0IM8dbL3OTVN90qUgS3EarcGqhERxmTa743Bp1oqzy1uvJbuIoRHazfqyK8rFdUXZ+SeFYiMo1OdbricoAceZ4pazywroK2d9F2eFFGedFWeMBQJstyiqv8PeQKHO8MKt88Y96jUorIlCRUB24h4SE4K+//sKBAwfw5JNPWt1v06ZNuHbtGpo1a6a2KyIiIiIiInIBqpLTuZDWrVsXSbuSJGHHjh1F0jZgR+DetWtXnDhxAu+//z7GjBmDDh06QKf79+fMzMxMrFq1ClOmTIEkSXjjjTccMmAiIiIiIiJ6+B6F5HTXr18vknaLevlz1YF7p06dsH37dmzbtg2jRo3CJ598gipVqsDLywv3799HQkICcnNzIcsy3njjDbRt29aR4yYiIiIiIqKHSVZ5t78rRe4AgoOD0b9/f4e1N2fOHFy+fNlh7VmiOnCXJAnTp0/HggUL8MMPPyA1NRWxsbH59gkICMCQIUPQrVs3uwdKREREREREZK+AgAB07NjRYe2tWrXKdQN3ANDpdBg4cCD69euHI0eOID4+Hvfu3YOfnx+qVauGxo0bKydVISIiIiIiomJAUvmMe/F+Ll6JLMuQizjxoOrAfdiwYahUqRL69esHb29vPPnkk8IkdURERFREZIVU3UWYQdwaUbZ6AJC0osoKX35E5Qp1ZYP1bM/C5xOVJiIk6+nQJaW6OYIM4ErPTAqK7ZqdgfUxi7KdA+LM8ZJBKRu6YETZ4n6NggWMjIKDIbuJxyTKzi8X4UdLeByVPvLC7PyCMoVjLMo6r1Woq80SZIYXlAHirPPaTOsHwy1TkN0dgCbLerkmW7yShCirvJT7aGeVL+7J6WJiYhze5k8//eTwNv9L9d/pf/75JzQaDd59911Hjseq3377DcuWLcPp06chyzIqV66MDh06oE+fPvDw8Ciw/759+zB//nzExMQgMzMT1atXR/fu3dGlSxeL/zDn5uYiOjoaK1asQEJCAtzc3BAeHo7IyEhERERYHNPdu3exYMECbNmyBdeuXYOvry+eeuopDB48GJUrV7ZYJz4+HrNmzcLRo0dx+/ZtlCtXDi+88AL69+8PLy8v+w4SERERERFREXkUktMVV6p/J8zMzET58uXh5mbf77m2mDlzJj744AMcO3YMdevWRbNmzXDnzh1Mnz4dXbp0wd27d/Pt/9NPP6FPnz44fPgwwsLCEBERgQsXLmDs2LH4+OOPC7QvyzJGjhyJ8ePH4+rVq2jevDn0ej327duH3r17Izo6ukCdlJQU9OzZE/PmzYPBYEDr1q1RunRp/PLLL3jttdcs/pJz8uRJdOrUCevXr0eZMmXQunVrpKenY86cOejevTvS0tIcd9CIiIiIiIgcTJYL/yL7qY66IyIisH//fly8eBHVq1d35JjyOXLkCKKiouDr64slS5agVq1aAID09HS8//77+PPPPzF9+nR88sknAPJmtCdOnAgfHx8sWbIEYWFhAIBr166hd+/eWLNmDVq1aoXnn3/e3Ed0dDQ2bNiA2rVrY9GiRfDz8wMA7N+/H/3798dnn32G5s2bo3z58uY6X375JeLi4tCpUyd8/vnn0Grz7vmbM2cOpk2bhuHDh+PXX381P+Ofm5uLDz/8EOnp6fjiiy/QpUsXAHk/gAwdOhTbt2/H1KlTMX78+CI7lkRERERERKrJKm+VZ/BuN9Uz7p9//jmCg4PRq1cvREVFYd++fTh//jyuXLli9aXGL7/8AgDo16+fOWgHAC8vL7z//vsAgJ07d5q3L1iwAAaDAX379jUH7QBQoUIFc1C8YMGCfH3MnTsXADB27Fhz0A4AzZo1Q+/evZGVlYUlS5aYt1+9ehUbNmyAr68vxowZYw7aAWDAgAGoX78+YmNj8eeff5q3b9y4EVeuXEGzZs3MQTsAeHh44Msvv4SXlxdWrlxZ4O4BIiIiIiIiKujOnTv46quv0L59e4SHh6NJkybo27cv9u/fb7WO0Wh0yOths2sd95ycHNy9exezZs1S3F+SJJw5c6bQ/Xz22Wd4++23UbZs2QJlhv+fYObBwHnHjh0AgOeee67A/s2bN0fJkiXx999/48aNGwgKCkJcXBwuX76MgIAANGrUqECd9u3bY968edi2bRtGjBgBANi1axcMBgOaN28OHx8fi3VOnDiBbdu2oVWrVgCA7du3AwDatWtXYP/SpUsjIiICO3bswJ9//omXXnpJ8bgQERERERE9bK6SnO7ixYvo3bs3kpKSULFiRbRq1QpXr17Fnj17sHfvXsyYMcNiTBgWFiZORmoDtbGtPVQH7rdu3TL/2ZbU92rT47u5uSEkJKTA9n/++QdfffUVgLwfEUxjun37NnQ6ncXb97VaLapXr46//voL586dQ1BQkHnt+Zo1a1o8gabtly9fRkZGBjw9Pc119Hq9xTHXqFEDQP6MhaY6oaGhVuvs2LEDMTExDNyJiKh4EGWzV8pkL6prFNeVBSm1Fb+MicoNovcjzjAtbDdHITu1IGu5EsWs81YofQEUZY6XjEqZ4a2fP1FGc0CctdyoE/drFGQ1F2aVF61wAHHmeJfNKi9Iai7MKi84/nnlguzudmSV12aL35CwrigzvKAMADTZgszwdmSVF37mi/kt4zLUvQVHv23TY8hJSUl46623MGrUKPNk7tq1azFy5EiMGjUKrVq1gru7e7669evXx4kTJxw8oqKnOnDftm2bI8dhs8mTJ+Ovv/7CX3/9BUmS8Pbbb2PAgAEAgKSkJABAmTJlrK4fHxgYmG9f03+DgoIs7u/u7g5fX1/cvXsXt27dQuXKlRXr/LcPW/qxVIeIiIiIiMh1uMY67lu2bMHZs2fRqFEjfPzxx/l+tH3ttdewceNGxMfH4+zZs6hfv36+uj///DO++eYbLFiwAJIkYdiwYQgPD3fo+IqC6sC9YsWKjhyHzaKjo3Hv3j0AQIkSJXDz5k3cunULgYGBSE9PBwCLy8OZmH5xMe17//59m+uY9jXV9fT0tLi/qS3Tfg/+2Vo/luoQERERERG5FBe4a+C3334DAPTt29finVbz588X1h82bBgMBgMWLlyIZcuWYf369fD29i6SsTqKw9Zyi4uLQ3x8PO7fvw9vb29UrVrV6q3k9li3bh1Kly6N2NhYTJkyBevXr8fx48exfv168yy7Lc8smG7dN91SUZjnHGyt8+DjAVqtFkajsVB1iIiIiIiIXIkrPON+6tQpAECDBg2QkpKCTZs2ISYmBm5ubmjcuDHat2+fLw+aJcOHD8epU6dw5MgRfPvttxaXDXcldgfuW7duxf/+9z9cvny5QFn58uUxfPhwvPDCC/Z2k69NAKhXrx7mz5+Pzp07IzY2FitXrkSzZs0A5C2xZk1WVhaAvKz0AMy/rNhSxzTDbqqTkZFhcX9TWw/OyHt7eyMlJaVQdYiIiIiIiOhf2dnZSExMhJubG86dO4ehQ4ciOTnZXL5s2TKEhYVhzpw5Vh9TBgCNRoOJEyfipZdewk8//YTevXs77a5yW9gVuC9atAhfffWVeZbYx8cH3t7euHfvHjIyMnDt2jV8+OGHuHbtGvr27euQAT+oRIkSeOGFFxAbG4szZ87gtddeA5CXpE6WZYuz26ZnyE3PlJtO5s2bNy32kZWVhXv37kGSJHNme6U6/+3D9OeUlBTcvHkTlStXtqkOERERERGRy5ABVTcI//86Fy5cwPDhw22u1q1bN3Tv3j3ftrS0tLwmZRmDBg1CeHg4RowYgWrVqiE2NhZffPEF/v77bwwcOBCrVq0SzrwHBwdj9OjROHXqFM6fP/9oBu5nzpzB119/DVmW8frrr+Ptt99G1apVzeUXLlzAokWLsGrVKkybNg0tWrTItw67rWbMmIGLFy9i1KhRKFeuXIHyEiVKAMjLLOjn54egoCDcuHEDly5dQnBwcL59DQYDLl68CODf7O6m/54/f95i/+fPn4csy6hSpYp5ll6pTlxcXL79TH+OjY1FXFwcGjZsaFMdIiIih1CZ/V02ir+d2ZMNXdS2pFFImS24TVM2iLNIi0YsereK71WhXyFB24pHWPAInkb07Vrpi7cwq7w4lbpGlNHcIH5Hmlzr5aLM8ErlRjfBNWNHVnmlEyS6o1iUuT+vsqCuXVnlrTesmPVfUFebLX5DonKNQlZ5Ubkoc7zGjszwwqzxgDhzfK6o3+L/WKw9t8pnZGTg9OnTNu9vaaI0OztvCQODwYBKlSrh+++/h06nA5B36/zChQvxwgsv4PTp0/jjjz8U7/7u1atXId6B86hexGLRokUwGo0YPHgwPvvss3xBOwCEhIRg4sSJGDRoEHJzc7F8+XJV/ezduxe//fYbNm7caLF8165dAGDOBGhaN/2PP/6w2FZqaipq1apl/hGgatWqCA4ORlJSksVlAX7//XcAQOvWrc3bWrZsCY1Ggz179lhMJrd582YAQJs2bczbTOMylT0oOTkZBw8ehE6nQ4sWLSy+TyIiIiIiIqeTpcK//j9PT0/UqVPH5pfpjucHPZjsu0ePHuag3aRkyZJ4+eWXAQD79+8vooPw8KmecT98+DBKlixpXorNmgEDBmDx4sU4cOCAqn569eqFEydOICoqCk2aNEG9evUAADk5Ofj2229x6NAhBAQEoHPnzub9o6OjMXfuXDRt2tSc/v/atWuYOHEiAKB///75+njrrbcwYcIEjBs3DgsXLkSZMmUA5J3oxYsXQ6fT4e233zbvHxQUhHbt2mHz5s345JNP8MUXX5hn/ufOnYsTJ06gRo0aaNu2rblOu3btUKFCBezZswfLli0z/7KTmZmJMWPGID09HT169DD3TURERERE5EpkqLtV3lQlJCQEa9assWsMJUuWRIkSJZCdnY1KlSpZ3Me0/cFn34s71YH7rVu3UKtWrQK/cPxXiRIlzM8bqPHKK6/gyJEjWLFiBV5//XU0aNAAvr6+OHv2LK5fvw4/Pz9899138PX1BQDUqlULH3zwAaZMmYKePXuiadOm8PDwwMGDB5Geno6uXbuiQ4cO+fro0aMHdu/ejZ07d6J9+/aIiIhAamoqjhw5AlmWMXnyZHNSPJOxY8fizJkzWLduHY4cOYLw8HDEx8cjNjYWvr6+mDp1ar5n7D08PDB58mRERkZiwoQJiI6ORqVKlXD8+HEkJSUhLCwMw4YNU3WMiIiIiIiIHgon3+2v1WpRs2ZNnD59Gjdu3LC4z61btwAA/v7+dvU1ZMgQnD59Glu3brWrHUdQfau8p6enzb9g3LlzR7hOupIJEyZg2rRpaNy4MWJiYrBnzx64u7ujd+/eWLduHZ544ol8+0dGRmL27Nlo1KgRTp48icOHDyMkJARffvklJkyYUKB9jUaDqKgojBo1yjwrfuHCBTRv3hyLFy82J717UGBgIFauXIk333wTkiRh+/btuH//Pjp27Ig1a9ZYfFY9IiICq1atQvv27XHt2jXs3LkTJUuWxKBBg7BkyRL4+PioPkZERERERESPA9NjzOvWrStQJssydu/eDSAv/rLHzZs3kZiYaFcbjqJ6xj00NBRHjhzBkSNH0LhxY6v7HTp0CImJiWjSpInargAAHTp0KDBTLtK2bdt8t6or0el06NOnD/r06WNzHX9/f4wdOxZjx461uY5er8eMGTNs3p+IiIiIiMglyCqT0zl4lr579+5YsmQJDh06hKioKAwePBiSJEGWZcyYMQOnTp1C5cqV8eyzzzq2YydSHbi/8sorOHz4MIYOHYqoqKgCs94AcOLECXz44YeQJAmvvPKKXQMlIiIi12JXZnhBNntFomz3Ss0KM61bL1PMVi/I7q5IkEldibCm4P0IM84DkATlklGchl0SZB6XchUy0ueIssqLj5OsFdTVCc6twooBoqzydiTXViTKOq+YVV7wGdHkCOoZxNeFMCN9jkJdUWb4XKWs8oLs74LM8UqZ4YXloqzxgDhzvOjvC1VrqbkYF3gLgYGBmDJlCt577z3MnDkTv/76q3kVr0uXLqFUqVKYOnWqOQ/Zo0B14N65c2dER0fjxIkT6N69O+rVq4c6deqgZMmSSE1NxenTp3Hy5EnIsoyGDRuiU6dOjhw3ERERERERPVSSyuXgHP8rV8uWLbFu3TrMmTMH+/btw86dO1GmTBl07doV/fv3R+XKlR3epzOpDtw1Gg0WLFiAYcOGYefOnfjrr79w8uRJc7n8/39NatWqFb7++mvhwvdERERERERUDLjAjLtJ1apVMWnSJGcP46FQHbgDgI+PD+bMmYO//voL27dvR3x8PNLS0uDt7Y3q1aujTZs25uXYiIiIiIiIqLgrwmdEXEyZMmUKrC7mLHYF7iZPPPGExWfciYiIiIiIiIojV0oq7pDAPSMjA4cOHTLPuPv4+KBq1apo0qQJlzgjIiIiIiJ6VLjQrfIPQ2ZmJvbt2wej0YjGjRvDz8/PKeOwO3D/8ccfMWvWLKSmphYo8/DwwODBg/HOO+/Y2w0RERERERE5kwx1gXsxCPZv3LiB7777DhUqVEBkZCQA4MKFC+jTpw9u3rwJAPD09MTnn39eqGXKHcWuwH3y5Mn48ccfIcsydDodqlWrBh8fH9y7dw8JCQnIyMjAlClTcOPGDYwZM8ZRYyYiIiJHkQXLMNmzZJsd/cpGcb/CpeYU6sqCdbTseWpThmBJKjvaFS59p0C0JJjiklSCQ6xRWDJM0lk/BxqF5eCMbtbLZYXl4ETLxYmWihMt95ZXLui3KB/1FS4Hp3AORB9rwfkTLfcGiJf6U1rSTRKUSzkKdQXLtkmCZdkkwTJyAMTLtmUL1s1TqitcDk7cbLFQlOsgOsmdO3fQrVs3JCUloXXr1ubt48ePR1JSEiRJgre3N9LS0jBixAiEhoYiJCTkoY5R9b/IBw4cwKJFi6DVavHhhx/i0KFDWLduHZYvX44NGzbgwIED+OCDD6DVarF06VIcPnzYkeMmIiIiIiKih0yWC/9ydT/++CNu3LiBKlWq4PXXXwcAXLp0CUePHoVWq8VPP/2EI0eOIDIyErm5uVi0aNFDH6PqwH358uWQJAkff/wxIiMj4enpma/cx8cHAwYMwMcffwxZlrFixQq7B0tEREREREROJKt4ubjdu3fDzc0N33//vXnGfefOnQCAhg0bmldKe++99+Dr64sDBw489DGqDtyPHTuG0qVLo0ePHsL9evTogdKlS+PYsWNquyIiIiIiIiIqEleuXEFwcDAqVapk3rZv3z5IkoTmzZubt+l0OlSqVAlJSUkPfYyqA/eUlBRUqlQJkiR+xkGSJFSuXBm3bt1S2xURERERERG5Alkq/MvFGQwGlChRwvz/ubm55ke9mzZtmm/fjIwMxRi4KKgO3EuWLInr16/btO/169fh7e2ttisiIiIiIiJyNhmQVLxc/Xb5ihUrIjExETk5eUkJDx8+jPT0dHh7e5tvkwfyMs9fuXIF5cuXf+hjVJ1Vvk6dOti7dy+2bNmCdu3aWd1v8+bNSEpKwlNPPaW2KyIiIipmZKWs16JM3Xa0Lcw4DwhnfmTjw884b2/byBaUuQmOk0K2KFHmcdFxAgDZIMgMr9WK+7Ujq7xGK6gruN5EGefzBmW9qCgnEiXRKVIIgkTnT5SRXjIoZYYX1FXKKi/ItK5YV5BVHrkqywBAkJFemBleoVwWtevqEawtHoG38F/h4eFYu3YtvvnmG3Ts2BHTp0+HJElo1aoVtP//763bt29j+PDhMBgMaNas2UMfo+oZ965du0KWZYwaNQqbNm2yuM+mTZswevRoSJKELl26qB4kERERERERuYBH8Fb5fv36wcPDA4sXL0bHjh3x119/QavVol+/fgCAI0eOoFWrVjh8+DBKliyJt99++6GPUfWMe/v27fHss89i69at+OijjzBp0iSEhYXBx8cHaWlpOHPmDG7dugVZlvHss8/i+eefd+S4iYiIiIiI6GF7BGfcq1evjh9++AGTJk3CuXPnULVqVQwfPhy1atUCAAQGBiI3Nxd6vR7Tpk3Ll8TuYVEduAPA9OnTMWnSJKxYsQI3b97Erl278jfu5oZu3bph1KhRdg2SiIiIiIiIqKg0aNAAK1eutFhWqVIlrF271hzIO4NdgbubmxvGjRuHyMhI7N69GxcvXkRaWhq8vb1RvXp1tGzZEuXKlXPUWImIiIiIiMiZHsEZdyUajcapQTtgZ+BuEhQUhK5du+bbdvXqVfj5+TmieSIiIiIiInI2tRniH8Ng39HsCtxzc3Mxc+ZMrFu3Dr///jvc3d3NZV9//TX27NmDXr164b333su3Lh4REREVA7JChnZJdY5b+zLD29EvRNnuBc0qZVIvqqzzStnfxQ0L6iqdW1GGfYXM43Cznjle0oozdQuzzitkf5cFGekhWHNZlHFeua64qj0k0WFWWhVAdJ0L6ipld4coW71iFnZRv+ozuAvLlNoVfa6FmeEBWTgmQbvFPoBVm2zO9RPUuTrVgXt2djb69euHQ4cOAQDi4+Pz3T5w8+ZNpKenY8GCBTh37hzmzZtn/2iJiIiIiIjIaYRLFVKRUf074ZIlS3Dw4EGULl0a//vf/1CjRo0C5bNmzUKZMmXw559/YtWqVXYPloiIiIiIiJxIVvEiu6kO3Ddu3AiNRoP58+fjpZdegptb/sl7Nzc3tG3bFrNmzQIAREdH2zdSIiIiIiIioseQ6sA9Pj4ewcHBqFOnjnC/evXqoVKlSoiNjVXbFREREREREdFjS3XgLkmSzQnnSpYsCaNCUhciIiIiIiJybZJc+BfZT3VyukqVKiEuLg537tyBv7+/1f3u3r2LuLg4VKxYUW1XRERE5IpEmcntyfxuR7+yUdyvMGO9qK7C2xFlnbcv47yYsG2NKE2+QsuirNgKmeElo+DrpWhMACSt4NwqZJWXclRmlReUARCfe6W69hCdI6WFF4QrCojaVVg9QZAZXnjNKLWtkMFd2LaoXaVM94K6wqzxSmMS1bVnpQhXIENdVvli8razs7Nx8eJFpKWlQVY4V02aNHlIo8qjOnBv27YtYmNj8fHHH2PGjBkWZ99zc3Mxbtw45OTkoFWrVnYNlIiIiIiIiJysmAThhTVt2jQsXrwYmZmZivtKkoQzZ848hFH9S3Xg3qtXL6xcuRK7du1Chw4d8Oqrr6JWrVrw8vLC/fv3ERsbi/Xr1+Py5cvw9fXF22+/7chxExERERER0cP2CAbuixYtwty5c23eX2k2viioDtzLlCmDGTNmYMiQIbh69Spmz55dYB9ZluHn54eoqCgEBgbaNVAiIiIiIiIiR1u5ciUkSUKnTp0wePBgBAYGFlg1zdnsGk2jRo2wadMm/Pzzz9i5cycuX76MlJQUeHp6Ijg4GK1atULPnj2Fz8ATERERERGR65OgLtlcEWaDcIgrV64gICAAEydOhEYhF4ez2P0zgq+vLyIjIxEZGVmoejExMUhNTX3oD/UTERERERGRSo/grfI+Pj4oW7asywbtgAMCd7UmTJiAEydOPPSH+omIiMi1yUbxt0JJI5i7EWW6hzjrvOqM84Aw87go4zygMBOlUFd0rCStVnW7wuzvRkG7gEJGeoXjKBizpJj9XbQqgPW6Su0qZp13AmHWeEAhc7z6rPLCdu3Jwq7Ur6htUV2Fv0uEmeOV3o/gWCh95os1GeoCdxcP9ps0aYLdu3fj/v378Pb2dvZwLHLqTwrOeKifiIiIiIiI1HkU13EfNGgQDAYDPvvsM5eNUV3riXsiIiIiIiKih6hWrVr49ttv8e677+LEiRNo0aIF/P39hXfkvPvuuw9xhAzciYiIiIiIyFay6z0+Yq+0tDTMmzcPRqMRV65cwc8//6xYh4E7ERERERERuSbXvJPcLtOmTcOJEycAAGXLlkWFChWg0+mcO6j/YOBORERERERENikOz6wX1rZt2yBJEr788kt07NjR2cOxiIE7EREROZ5CdndI6vPjCjOpizLO51UWFKnMOA8AogTUCu9VlAhJmBkeEGa+FiZYUsjuLomycSslbhJlYVfKSJ8rOJCKWeUF5aK6CudH8ZpyBoVs6cLPn9qM80p1la4LUZZ2xbqCz63ovYoy2QPijPQKYxJmpLfn8+PqHtGs8nfu3EHVqlVdNmgHGLgTERERERGRjR7FGffAwEBolX4odTLXXWGeiIiIiIiIqIi1b98eFy9exOnTp509FKsYuBMREREREZFtZBUvFzdw4EBUqVIFAwcOxO+//4779+87e0gF8FZ5IiIiIiIisk0xCMQLa8KECahcuTL27NmDoUOHQpIklCxZEp6enhb3lyQJO3bseKhjZOBORERERERENnkUn3Fft26d+c+yLEOWZdy9exd37961uL+klCyzCDBwJyIiIiIiosfWpEmTnD0ERU4L3IVLlBAREdGjTbSEUxEtFZfXtGCWROVScUoUl5ITtC0L15mDcJkzSbjsl3hMskbwfmWF5dNE50+hX/GybUrLwQn6tafd4kjtsm1K58ee5eAEn03hkm6AeFk3e5Z0s6OueMk3hfdTnD2iy8G58jJwJqoD988++wydO3dG3bp1VdUfOHAgbt++bfP+v/76K1avXo2YmBhkZGQgICAATz75JCIjIxESElJg/3379mH+/PmIiYlBZmYmqlevju7du6NLly4Wb23Izc1FdHQ0VqxYgYSEBLi5uSE8PByRkZGIiIiwOKa7d+9iwYIF2LJlC65duwZfX1889dRTGDx4MCpXrmyxTnx8PGbNmoWjR4/i9u3bKFeuHF544QX0798fXl5eNh8PIiIiIiIiKpzRo0ejWrVqiIyMdFibc+fORUJCQpHO3EuyyqnvWrVqQZIk1KhRA507d8Yrr7wCf39/R48Psixj2LBh2LBhgzmY9vf3R0xMDBITE+Hh4YFZs2bhqaeeMtf56aef8Omnn0Kn0yEiIgI6nQ4HDhxARkYGOnXqVOCAPthHqVKl0LRpU6SkpODo0aOQZRlffPEFOnfunK9OSkoKevXqhbi4OFSpUgW1a9dGfHw8YmNj4ePjg2XLlqFWrVr56pw8eRK9e/dGeno66tWrh/Lly+PYsWO4efMmQkNDsXz5cvj4+Dj8GMYevYjBTUY6vF0iIqIiYceMu3LTKmdX7RiTYp+ithXrCmbc1c5AA+LZa60dM+52vB/OuBcCZ9xtGpMzZtyj9n2Omg2ridt2Yaev3UDn+csLXS+6X0/UqRBUBCMqvFq1aqFRo0ZYtmyZw9rs2bMnjh8/jrNnzzqszf9S/a9Q586d4e3tjfPnz+Orr75Cy5YtMXjwYGzbtg0Gg8JtXYWwbt06bNiwAWXLlkV0dDR+/vlnzJ49G1u2bMGAAQOQmZmJESNGmFP2x8fHY+LEifDx8cHKlSvx/fff/7/27jssqmP9A/h3QZQmIihYEUUXBeEqGhA0FpBoTLzGGpGoP6Niu1GJLcaWaKzXFkVjjd3YY49YQA2iElusCEhRbCCCgkvn/P7g7onIAsvu4i74/TzPPppzZs7Mnh0M756Zd7BmzRocP34cNjY2OHDgAE6cOFGgjf379+Po0aNo1qwZTp48iYCAAGzfvh2//vorKleujB9//BFPnz4tUGfevHmIiopCr169cOLECaxYsQJHjhyBv78/0tLSMGnSJOS99Y9BTk4Ovv32W8hkMsydOxd79+7FihUrcPr0aXh6euL+/ftYunSpxu4bERERERGRxlWQ7eAEQUBeXp5GXu+DyoH73LlzceHCBSxevBgeHh4QBAFnzpzBf/7zH3z88cdYuHAhIiIi1O7gvn37AAATJkwo8ARbX18f48ePR5MmTZCUlIQLFy4AADZs2IDc3FwMHToUDg4OYvk6depg5syZYpm3rV27FgAwffp0mJubi8fd3d0xePBgZGZmYtu2beLx+Ph4HD16FGZmZpg2bRr09fXFcyNHjkSLFi0QERGBP//8Uzx+7NgxPHr0CO7u7ujTp4943NDQEPPmzYOxsTH27NlTZOZCIiIiIiIirdPRwH3s2LGwt7fHgQMHSix77do1ODg4wNHRUSOv69evl/n7U2suWpUqVfD5559j48aNOHv2LCZOnAg7Ozu8fPkSmzZtQo8ePdC7d2/s3LkTr1+/VqkNMzMz2NnZoXXr1oXOSSQSNGyYP9Xk+fPnACDup/fJJ58UKu/h4YGqVavi1q1bYvmoqCg8fPgQlpaWaNWqVaE6Xbp0AQCcOXNGPHbu3Dnk5ubCw8ND4dR2RXWCgoIAAN7e3oXKV69eHW5ubsjOzi4Q7BMREREREekSiVD6V1nbu3cvAgMDlS4v3/JNk6+yprGs8jVr1sSwYcMwbNgw3Lt3D6dOncKZM2dw584d3L17FwsXLoSXlxf69u0Ld3d3pa+7atWqIs/l5ubizp07AIDatWvjxYsXSEpKgoGBARo1alSovL6+Pho1aoS///4b9+/fh7W1tTgroEmTJgqT1smPP3z4EOnp6TAyMhLrSKVShf1q3LgxACA8PFw8Jq9jb29fZJ3g4GCEh4fj888/L/I9ExERVXglrXcto6zzqmac/19lldrMr1rc+t2S3mtx64aLabeEdd1llpG+xHXqxazZL/FzL2apZnGf7Ye2xr2E8Vj8ZYsbqyVct4zW1pfZOvWSFLsLhY7ODdcEHcwqHxMTg3nz5ildfuvWrWXXmTJUJtvB2dnZ4dmzZ3j69CkePXoEmUyGzMxMHD9+HH/88Qfs7e0xc+ZMuLi4qNXOzp078fjxY5ibm8Pd3R1xcXEAgBo1akCviP9pWFlZAQASEhIK/GltrThZQpUqVWBmZoZXr17hxYsXqF+/fol13m1DmXYU1SEiIiIiIiLFsrKyMGHCBOjp6cHBwQF3794tsY6rq+t76JnmaTRwv3jxIg4fPoyTJ09CJpNBEARUqlQJXl5e6NmzJ549e4Y9e/YgPDwcAwcOxOrVq9GhQweV21q0aBEAYOLEiTAxMYFMJgOQv268KFWqVAEAsaw8qZ0ydeRl5XWNjIwUlpdfS17u7b8X1Y6iOkRERERERLrkfUx9V9ayZctw584dLFq0CIGBgUoF7uWV2oF7VFQUDh06hCNHjuD58+fitCw7Ozv07t0bX3zxRYFt4r766ivMnDkTe/bswbJly1QK3IODgzF+/HhkZWXBx8cHffv2BQDxKbuiKe/vkvdTnlhOmTpyytZ5e4qavr4+8vLySlWHiIiIiIhIp+hIuBIaGopNmzbhs88+Q48ePUq1xr08Ujlw37x5Mw4fPizuVScIAkxMTNCtWzf07t0bLVq0KLLusGHDsGfPHnFqe2ls27YN8+fPR25uLnx9fTFjxgzxnImJCQAgIyOjyPqZmZkAAGNj41LXkT9hl9dJT09XWF5+rbefyJuYmCAlJaVUdYiIiIiIiHSKDgTuL1++xOTJk1GrVi388MMP2u7Oe6Fy4L5gwQIA+U+dW7dujd69e6Nr167FTjmXkwepNjY2SreXk5OD2bNnY/fu3ZBIJPD398fIkSMLlJGvH3/x4gUEQVD4dFu+hly+plxeJzExUWG7mZmZeP36NSQSCWrWrKlUnXfbkP89JSUFiYmJqF+/vlJ1iIiIiIiIdIk6U+UfPHiASZMmKV2+X79+6N+/f6Hj06ZNQ1JSEjZv3gwzMzPVO1SOqBy4W1lZoWfPnujTp4/CQLQ49evXx59//ikGwiXJyMjAmDFjEBISAiMjIyxYsABdu3YtVM7c3BzW1tZ4/vw54uLiYGtrW+B8bm4uoqOjAfyT3V3+Z2RkpMK2IyMjIQgCbGxsxKf0JdWJiooqUE7+94iICERFRSlMyqeoDhERESlQXGZrbWScz6+sRrtF97nYjPMlKS4jfQm3ScgtJkO7OhnpS1qaWEyzxWarL4k6meNL+uy1Qa1s6GrULSn7u4rtFpsZvoS6xSox0706P7fFXLvY6+rA42p1qJlVPj09XdwVTBmKHpTu2LEDQUFBGD58ONzc3FToTPmkcuB+9uzZIjO3l8TIyAhLlixBZGQktmzZUmzZ3NxcMWi3tLTEmjVr4OzsXGT5Dh06YM+ePTh58iT8/PwKnLtw4QJSU1PRtGlT1KpVCwDQoEED2NraIjY2Fjdu3Cg0xf/EiRMAgI4dO4rH2rdvDz09PYSEhEAmk4kBvZx8fUWnTp0K9OvIkSMIDAxEv379CpRPTk7G5cuXYWBggLZt2xZ7P4iIiIiIiMojIyMjODo6Kl3+3Qe9kZGRWLRoERwdHTFu3DhNd0+nqRy4qxq0y929exfXr18vsdwvv/yCkJAQGBsbY8uWLWjSpEmx5X19fbF//36sXbsWrq6uYiD+5MkTzJkzBwAwYsSIAnUGDRqE2bNnY8aMGdi0aRNq1KgBID9z/datW2FgYICvv/5aLG9tbQ1vb28EBgZi1qxZmDt3LipXrgwAWLt2LW7cuIHGjRvDy8tLrOPt7Y06deogJCQEO3bsgK+vL4D82QTTpk2DTCaDj4+P2DYREREREZHOUWPSgJ2dHQ4cOKBy/cWLFyMjIwOGhoaYOnVqgXPyJ/l79uxBaGgoPvroI3z55Zeqd1bHlMk+7pry6tUrbNy4EUD+1Py1a9cWWbZ79+7o0KEDmjZtivHjx2PJkiUYMGAAXF1dYWhoiMuXL0Mmk6Fv377o1q1bgbo+Pj44f/48zp49iy5dusDNzQ2pqam4cuUKBEHAggULULt27QJ1pk+fjrt37+Lw4cO4cuUKnJycEBMTg4iICJiZmWHp0qUF1tgbGhpiwYIF8PPzw+zZs7F//37Uq1cP169fR0JCAhwcHDBx4kQN3j0iIiIiIiLN0uZ2cPKts69evYqrV68qLHP9+nVcv34dlSpVUjpwHzVqFDp37oxOnToV2BFNl+h04B4WFiZ+OLGxsYiNjS2ybLNmzcSt5fz8/GBnZ4fNmzfj5s2bkEgksLOzg4+PD3r27Fmorp6eHgICArB9+3YcOHAAISEhMDU1hYeHB0aMGAFXV9dCdaysrLBnzx6sXr0aQUFBCAoKEtf9jxkzRuG6fzc3N+zduxcBAQEICwtDVFQU6tWrhz59+mDo0KEwNTVV8U4RERERERG9B1oM3Ldt21bkudGjR+PMmTOYP38+evXqVarrBgcHi0vBW7Rogc6dO8PLy6tUydTLmk4H7t7e3rh//75Kdb28vApMVS+JgYEBhgwZgiFDhihdx8LCAtOnT8f06dOVriOVSrFixQqlyxMREREREekCCVR74q6DKR4L+P7773Hu3DmEhYXh6tWruHbtGhYtWiQuf/by8oKTk5NW+6jTgTsRERFRqZSUJVrFrPPFZpAugToZ6YvLOF9yu8Xci2Kyt/+vcjEni78XgjpZ5YtRbLZ6daiR6V5nldG9KjH7e7GVi+mTWlnyyygzfBm2W66pmVVeVw0aNAiDBg2CTCZDaGgogoODcf78eURGRiIyMhJr166FlZUVPD090blzZ7i5uaFSpfcbSjNwJyIiIiIiog+esbExOnfujM6dOwMAbt26hXPnzuHs2bO4c+cOdu3ahV27dqFq1aoICwt7r31j4E5ERERERETK0dGn56tXr9b4NZ2cnFC7dm3Y2tri6NGjOHv2LAAgNTVV422VhIE7ERERERERKUXX16ur69WrVwgLC8OlS5dw6dIlREdHA/hnGVC9evXg4eHx3vvFwJ2IiIiIiIiUo6NP3NVx7tw5MVC/f/8+BEEQA/Xq1aujTZs28PDwgLu7O+rVq6eVPjJwJyIiIiIiIqVocx/3sjJixAhI/peosnr16mjRogVat24Nd3d3NGvWTMu9y8fAnYiIiD4cxWWCVjHjfMlNFv9bbrFZ59XKmF1GGelLUlwWdjXucbHZ6tWhRqZ7nVVW90oHs7DrYmb44vpUVh/Ne1UR3oMCgiBAIpHAwsICdevWha2tLerXr6/tbokYuBMREREREdEHa+fOnQgNDUVISAhu3bqFqKgobN++Hfr6+nB0dIS7uzvc3d3RsmVLVK5cWSt9ZOBOREREREREyqmAT9xdXFzg4uKC//znP0hLS8OlS5cQEhKC0NBQ/P333/j777+xdu1aVKlSBS4uLnB3d8fw4cPfax+1FrjXqFEDtWvX1lbzREREREREVBqCimvcy1Gwb2pqWmAv98ePH+Py5csIDQ3FiRMnEBoaikuXLn04gfuKFSu01TQRERERERGpohwF4ep6/PgxLly4gJCQEFy6dAk5OTkAyjDnRjHUCtxlMhn27duHa9euITU1FTk5OUW+CYlEgi1btqjTHBEREREREWlRRcwqLyeTyXD58mUxWI+LiwOQH6hXrlwZ7dq1g6enJ7y8vN5731QO3F++fAkfHx88fPgQQMnfOkgqYsZOIiIiqjjUyTCtTrZ0NbJi62JG+uKUWbb6/IureOEKHIWUVhllWc+/dBndZ13MVl/RVcBbs27dOvz555+4ceNGgYfR5ubm6NChAzw9PfHxxx/D2NhYa31UOXBfu3Yt4uLioK+vj/bt28POzg6Ghoaa7BsRERERERFRmVq6dKn49wYNGsDT0xOenp5o1aoV9PTK5ovM0lI5cD9z5gwkEgkCAgLQqVMnTfaJiIiIiIiIdIwEqk2V1/W51y1atICXlxc8PT1hZ2en7e4opHLg/vz5c9jY2DBoJyIiIiIi+hAIUG2qvI5Pr9+1a5e2u1AilQN3MzMzrW0+T0RERERERFqg40F4RaXyhP3WrVsjJiYGSUlJmuwPERERERER6SiJUPoXqU/lwH3UqFEAgOnTpyMrK0tjHSIiIiIiIiIdJajwIrWpPFX+xYsX8PHxwbZt2+Dp6Ql3d3dYW1vDwMCgyDrjxo1TtTkiIiIi3VXcllRqbBVXcrOq/UZc7DZy+RdW6bolKatt5vKVtF+cYiXei3JIJ7cyK8Ot5opuUgfvA5GKVA7chw0bJu7N/uLFCxw9erTIsoIgQCKRMHAnIiIiIiIqxyQCvxDRBpUD948++kiT/SAiIiIiIiJdVkGzypcHKgfu27Zt02Q/iIiIiIiISMcx2Zx2qBy4ExERERER0QeGgbtWaCRwv3btGk6fPo2YmBi8efMGJiYmsLW1Rfv27eHu7q6JJoiIiIiIiEjL+MRdO9QK3NPS0jBlyhQEBQUByE9CJyeRSLB582a0b98eixYtQrVq1dTrKREREVF5pE427TLKSF+W2baLzdKuhcziJSnbTPdaooP3uTjlMvt7ObvHVP6pHLjn5eVh1KhRuHLlCgRBQMuWLeHo6AhTU1O8fv0at2/fxs2bN3H+/HmMHTsWW7Zs0WS/iYiIiIiI6H0rh9+zVAQqB+6///47/vrrL9SoUQMBAQFo0aJFoTLXrl3D2LFjERYWhsOHD+Pf//63On0lIiIiIiIiLZEIqk2V5/R69ak8N+jgwYOQSCRYunSpwqAdAFxcXLBkyRIIgoCDBw+q2hQRERERERHpAkGFF6lN5SfuERERqFu3LlxdXYst5+bmhrp16yIiIkLVpoiIiIiIiEgH8Om5dqj8xP3NmzeoXr26UmUtLCzw+vVrVZsiIiIiIiIiXSAIpX+R2lR+4l6zZk3ExsYiOzsbBgYGRZbLyspCTEwMLC0tVW2KiIiI6MOkgxnpS6KtDOHFZrMvDrODi8pldnd18LOnckTlf9Fbt26NtLQ0rF27tthya9euRVpaGlq3bq1qU0RERERERKQD5AnqSvMi9akcuA8ePBgSiQSrVq3CDz/8gOjo6ALno6OjMWvWLKxevRp6enoYNGiQ2p0lIiIiIiIiLVElMR0T1GmEylPlmzdvDn9/fyxZsgS7d+/G7t27YWhoCFNTU6SlpSEjIwMAIAgC/P394eTkpLFOExERERER0fsn4QoDrVA5cAeA4cOHw8bGBsuWLUNsbCzS09ORnp4unm/YsCHGjRuHrl27qt1RIiIiIiIi0jI+PdcKtQJ3AOjSpQu6dOmCuLg4REdHIy0tDSYmJmjUqBFsbW010EUiIiIiIiLSBVyzrh1qB+5yDRo0QIMGDTR1OSIiIiJSR1llzNZStvqSfHAZ0T8kzP5OpFzgnpeX/8Oip6dX6FhpvF2fiIiIiIiIyhFV92XnXu5qUypwd3BwgJ6eHo4dO4aGDRsCABwdHUvVkEQiwd27d0vfQyIiIiIiItI6CVSbKi/ReE8+PEpPlRfe+Zbk3f8mIiIiIiKiCo5hoFYoFbhv3boVAFCnTp1Cx4iIiIiIiOjDwOR02qFU4O7q6qrUMSIiIiIiIqrAOPNaK1TOFjd16lSsW7dOqbKzZ8/GwIEDVW2KiIiIiHSFkKedF2kfP3sirVE5cP/9999x7tw5pcpeuXIFN2/eVLUpIiIiIiIi0jYhf6p8aV9cF68+pabKx8bG4tChQ4WOP336FD///HOR9QRBwJMnTxAREYHq1aur3ksF/fniiy/Qq1cvzJw5U2GZ0NBQrF+/HuHh4cjIyECjRo3Qv39/9OnTBxJJ4byGOTk52L9/P3bv3o3Y2FhUqlQJTk5O8PPzg5ubm8I2Xr16hQ0bNuDUqVN48uQJzMzM0K5dO4wZMwb169dXWCcmJgarVq3C1atXkZSUhFq1auHTTz/FiBEjYGxsrPpNISIiIiIiKmsMwrVCqcC9fv36OHHiBGJjY8VjEokET58+xZo1a4qtK88+7+3trXov3/LixQuMHj0a6enpRZb57bff8MMPP8DAwABubm4wMDDApUuXMH36dFy7dg3z588v1McpU6bg6NGjqFatGjw8PJCSkoLQ0FBcuHABc+fORe/evQvUSUlJga+vL6KiomBjY4OOHTsiJiYGv//+O06dOoUdO3agadOmBercvHkTgwcPhkwmg7OzM5ycnHDt2jWsWbMGwcHB2LlzJ0xNTTVyn4iIiIiIiDSNyem0Q6nAXV9fH9OmTcPatWvFY3/99ReqVq1aKDh9m56eHoyNjeHg4IDhw4er3dl79+5h3LhxiIuLK7JMTEwM5syZA1NTU2zbtg0ODg4AgCdPnmDw4ME4cOAAOnTogK5du4p19u/fj6NHj6JZs2bYvHkzzM3NAQAXL17EiBEj8OOPP8LDwwO1a9cW68ybNw9RUVHo1asXfvrpJ+jr6wMA1qxZg2XLlmHSpEk4dOgQ9PTyVyPk5OTg22+/hUwmw9y5c9GnTx8AQEZGBvz9/REUFISlS5cWOYOAiIiIiIhI6/IYuWuD0vu4t2vXDu3atRP/u2nTppBKpdi2bVuZdOxtr169wrp167B161ZkZWWhXr16iI+PV1h2w4YNyM3NxdChQ8WgHcjfym7mzJkYNmwYNmzYUCBwl38hMX36dDFoBwB3d3cMHjwY69atw7Zt2zB58mQAQHx8PI4ePQozMzNMmzZNDNoBYOTIkQgODsaNGzfw559/okOHDgCAY8eO4dGjR3B3dxeDdgAwNDTEvHnz4OnpiT179mDcuHGoVq2a+jeNiIiIiIioAjt06BD27duH8PBwpKenw9LSEm3atIGfnx/s7Oy03T2NUjk53fz58zFixAhN9qVIW7duxYYNG2BhYYFffvkFX3zxRZFlg4ODAQCffPJJoXMeHh6oWrUqbt26hefPnwMAoqKi8PDhQ1haWqJVq1aF6nTp0gUAcObMGfHYuXPnkJubCw8PD4VT2xXVCQoKAqB4yUD16tXh5uaG7Oxs/Pnnn0W+NyIiIqIPlrYymvPF7O70D0GNlya7IQiYMGECJk+ejGvXrsHOzg7t27eHvr4+Dh48iF69eiEkJESzjWqZyoF7z5490b59e0RHR2PZsmWFzi9evBhTp05FRESEWh0EgFq1amHKlCkIDAyEp6dnkeVevHiBpKQkGBgYoFGjRoXO6+vri8fv378PAGL/mjRpojBpnfz4w4cPxXX18jpSqVRhPxo3bgwACA8PF4/J69jb2ytdh4iIiIiISJeolFVeww4fPoyjR4+iZs2a2L9/P3bt2oXVq1fj1KlTGDlyJDIyMjB58mS8efNG841ricqBOwDs3bsX//73v7Fu3bpCU9f//vtv/P777+jVqxf279+vVif79u2Lr7/+GoaGhsWWS0hIAADUqFFDXFv+LisrqwJl5X9aW1srLF+lShWYmZkhLy8PL168UKrOu22oWoeIiIiIiEinCELpXxq2b98+AMCECRMK5FzT19fH+PHj0aRJEyQlJeHChQsab1tbVA7cL168iBkzZiAnJwceHh4wMDAocH7IkCHo3LkzcnJyMGvWLNy5c0ftzpZEJpMBQLEBfpUqVQqUlX8Lo0wdeVl5XSMjI4Xl5deSl1Omb4rqEBERERER6QoJVHviXnhes3rMzMxgZ2eH1q1bF+6jRIKGDRsCgLg8uiJQOXDfsmULJBIJ/P39sXHjxkJPkj09PREQEIBvv/0WOTk52Lhxo9qdLYn8KbuiKe/vkm9TJ08sp0wdOWXrCG99u6RKHSIiIiIiIp2i5fXtALBq1SocP34c9evXL3QuNzdXfGj89q5g5Z3SWeXf9ffff8PS0hJ+fn7Flhs2bBg2btyIsLAwVZtSmomJCYD8LdaKkpmZCQAwNjYudR35E3Z5naL2kpdf6+0n8iYmJkhJSSlVHSIiIiIiooriwYMHmDRpktLl+/Xrh/79+5eqjZ07d+Lx48cwNzeHu7t7abuos1QO3NPS0tC0adMSnyDr6emhfv367yXpmvyp/4sXLyAIgsK+ydeQy9eUy+skJiYqvGZmZiZev34NiUSCmjVrKlXn3Tbkf09JSUFiYqLCb4YU1SEiIiIiItIZAiBRZYbw/6qkp6eXagl1UfFWUS5evIhFixYBACZOnCg+cK0IVA7ca9asiUePHhUZIL/t2bNnBfZHLyvm5uawtrbG8+fPERcXB1tb2wLnc3NzER0dDeCf7O7yPyMjIxVeMzIyEoIgwMbGRnxKX1KdqKioAuXkf4+IiEBUVBRcXFyUqkNERERERKRT1NgZ0MjICI6OjkqXlz84VUZwcDDGjx+PrKws+Pj4oG/fvqp0UWepHLi3bNkSx48fx44dO/DVV18VWW7fvn148eIFOnfurGpTpdKhQwfs2bMHJ0+eLDSN/8KFC0hNTUXTpk1Rq1YtAECDBg1ga2uL2NhY3LhxAy1atChQ58SJEwCAjh07isfat28PPT09hISEQCaTiQG9XGBgIACgU6dOBfp15MgRBAYGol+/fgXKJycn4/LlyzAwMEDbtm3Vev9ERERERERlQ1Dtifv/Hrnb2dnhwIEDmu0SgG3btmH+/PnIzc2Fr68vZsyYofE2tE3l5HQ+Pj4AgAULFmDp0qWFtoN78uQJVq5ciR9//BESiQS+vr7q9VRJvr6+0NfXx9q1a3Hjxo0C/ZkzZw4AYMSIEQXqDBo0CAAwY8YMccs3IH+qxdatW2FgYICvv/5aPG5tbQ1vb2+kpKRg1qxZyMrKEs/J223cuDG8vLzE497e3qhTpw5CQkKwY8cO8XhGRgamTZsGmUyGPn36oEaNGpq5EURERERERJqmA8np5HJycjBz5kz89NNPyMvLg7+/P2bOnFmqxOPlhcpP3Fu3bo3hw4dj3bp1WL9+PdavXw9jY2MYGxtDJpOJ25oJgoAhQ4a8t8QATZs2xfjx47FkyRIMGDAArq6uMDQ0xOXLlyGTydC3b19069atQB0fHx+cP38eZ8+eRZcuXeDm5obU1FRcuXIFgiBgwYIFhTISTp8+HXfv3sXhw4dx5coVODk5ISYmBhERETAzM8PSpUsLDBhDQ0MsWLAAfn5+mD17Nvbv34969erh+vXrSEhIgIODAyZOnPhe7hEREREREVGpCVBtX/YyCN4zMjIwZswYhISEwMjICAsWLEDXrl0135COUDlwB4Bvv/0W9vb2CAgIQExMDN68eSPudQ4AdevWxejRo9G7d2+1O1oafn5+sLOzw+bNm3Hz5k1IJBLY2dnBx8cHPXv2LFReT08PAQEB2L59Ow4cOICQkBCYmprCw8MDI0aMgKura6E6VlZW2LNnD1avXo2goCAEBQXBysoKPXv2xJgxYxQmoHNzc8PevXsREBCAsLAwREVFoV69eujTpw+GDh0KU1PTMrkfREREREREFUVubq4YtFtaWmLNmjVwdnbWdrfKlETQ0MbhDx8+RFxcHFJSUmBkZISGDRvCzs5OE5cmNUVcjcaYj6ZouxtERERERB+0VX8thLRVI213Q2UR959itN+mUtdbvW4IpPaa21M9ICAAK1euhLGxMfbs2YMmTZpo7Nq6Sq0n7m+zsbGBjY2Npi5HREREREREukYzz31V9urVK2zcuBFA/izotWvXFlm2e/fu6NChw/vqWpnSSOD+6tUrXLx4EdHR0UhNTcWUKVOQmZmJv//+W+E0cyIiIiIiIip/JGpsB6cJYWFhYj612NhYxMbGFlm2WbNmDNyB/MRzK1euxKZNm5CRkSEenzJlCuLj4zF48GC0aNECq1atgoWFhdqdJSIiIiIiIi3RgeR03t7euH//vuYuWE6ovB0cAEyePBm//PIL0tPTYW5uDiMjI/FcSkoKBEHAjRs3MHDgQKSnp6vdWSIiIiIiItIiHdoO7kOicuB+8uRJHDlyBBYWFli/fj0uXryIpk2biudbtWqFHTt2wNLSEtHR0di6datGOkxERERERET0IVE5cN+9ezckEgmWLFmCjz/+WGGZVq1aYfny5RAEAYGBgSp3koiIiIiIiLRLAkAiCKV/abvjFYDKa9xv376N2rVro02bNsWWa926NerWrVts0gAiIiIiIiLSdYKKWeU5X15dKj9xl8lkMDc3V6qshYUFcnJyVG2KiIiIiIiItE0AkKfCi3G72lR+4l6jRg3ExcVBEARIJEVPfsjOzkZsbCxq1KihalNERERERESkAyRa3sf9Q6XyE3dXV1fIZDLs3Lmz2HJbtmxBamoqWrdurWpTREREREREpAsEofQvUpvKgfuQIUOgp6eHhQsXYuvWrUhOTi5wPikpCcuXL8fSpUuhp6eHr776Su3OEhEREREREX1oVJ4q37RpU3z//ff46aefMH/+fMyfP1885+7ujpSUFACAIAgYN24cnJ2d1e4sERERERERaRGfoGuFyoE7APj6+qJ+/fpYunQpwsPDxePyp+8NGjTAuHHj0K1bN/V6SURERERERNolT06nSj1Si1qBOwC0b98e7du3x+PHjxEZGYnU1FQYGRmhYcOGsLOz00QfiYiIiIiISAcwOZ12qB24y9WtWxd169bV1OWIiIiIiIhIp3Afd21RKnDPy8ufDyGRSMSt3+THSkNPT+VceERERERERKRtfOKuFUoF7o6OjgCARo0a4dixYwWOlVaVKlVQr149dO3aFaNGjYK+vr5K1yEiIiIiIiL6ECgVuAv/+1ZFeOvbFUHFb1oyMjIQFRWFVatW4c2bN5gyZYpK1yEiIiIiIqL3jE/ctUKpwH3r1q0AAENDw0LHSkMQBKSnp+PixYvYsmULjhw5wsCdiIiIiIioPGBWea1RKnB3dXVV6piyOnbsiIMHDyItLU3laxAREREREdH7xazy2qGxrPJpaWl4+PAh3rx5AxMTE9jY2MDU1FRhWUEQ0KxZM7x+/VpTzRMREREREVFZY+CuFWoH7jdv3sTy5csRFhaG3Nxc8bhEIkHLli0xceJEtGzZskAdiUSCzZs3q9s0ERERERERvS+CAOSpELgz2FebWvuzHT9+HL6+vrh48SJycnIgCIL4ysvLw9WrVzFw4EAcPnxYU/0lIiIiIiIi+qCo/MQ9Li4OU6dORXZ2Nj7++GMMGTIEjo6OMDU1xatXr3D79m1s2bIFFy5cwKxZs9CiRQvY2Nhosu9ERERERET0PvHpuVao/MT9119/RWZmJvr164f169fDw8MD1apVg76+PiwsLNC+fXts3LgRffv2RXp6Onbu3KnJfhMREREREdH7Jgilf5HaVA7cQ0NDYWRkVOJ2bt999x0MDQ1x/vx5VZsiIiIiIiIiXcDAXStUDtyfP38OOzs7mJiYFFvOxMQEdnZ2ePr0qapNERERERERkbYJyE9OV9oXY3e1qbzG3cDAAG/evFGq7Js3b6Cvr69qU0RERERERKR1AiDkqVaP1KLyE3c7OzvExsYiIiKi2HLh4eGIjY2FnZ2dqk0RERERERERfbBUDty7desGQRDg7++Px48fKyzz+PFj+Pv7QyKRoGvXrip3koiIiIiIiHQA17hrhcpT5X18fLB79248ePAAn332GTw9PeHo6IiqVasiNTUVd+7cQVBQEDIyMmBnZwcfHx9N9puIiIiIiIjetzwG4tqgcuBepUoVbNq0CSNHjkR4eDiOHz+OP/74Qzwv/O+bFXt7e6xevRqGhobq95aIiIiIiIi0Q4BqT9AZ66tN5cAdAGrVqoUDBw7gxIkTCAoKQnR0NN68eQMTExM0bNgQnp6e6Nq1KxPTERERERERVQSc+q4VKgfux48fh4ODA2xtbdGtWzd069ZNk/0iIiIiIiIinaLqmnUG++pSOTnd4sWL0b17dyQnJ2uyP0RERERERET0FpWfuCcmJqJx48aoXr26JvtDREREREREuipPlX3cSV0qB+516tRBQkICsrOzYWBgoMk+ERERERERka5hcjqtUXmq/KRJk5CSkoIJEyYgPj5ek30iIiIiIiIiXcR93LVC5SfuN2/ehJOTE06dOoVTp06hRo0asLKyKnLbN4lEgu3bt6vcUSIiIiIiItImQcV93Bm8q0vlwH3dunWQSCTifu2JiYlITEwssrxEIlG1KSIiIiIiItIBgsA17tqgcuA+ZswYBuNEREREREREZUzlwP2bb77RZD+IiIiIiIhIlwlQbao8Z8qrTeXAnYiIiIiIiD4wTDanFWoH7nl5eThx4gTOnDmD2NhYpKamwsLCAk2aNEHXrl3Rtm1bTfSTiIiIiIiItEpQcR93BvvqUitwj4yMxLfffouoqCgxSR0APHz4EDdu3MC+ffvg5uaGhQsXwtraWu3OVhQxMTFYtWoVrl69iqSkJNSqVQuffvopRowYAWNjY213j4iIiIiIqDDu4641KgfuL168wNChQ5GQkICqVavC29sb9vb2MDY2RlpaGu7du4fTp0/j0qVLGDVqFHbu3FnkVnEfkps3b2Lw4MGQyWRwdnaGk5MTrl27hjVr1iA4OBg7d+6EqamptrtJRERERERUiKDSE3dSl8qB+8aNG5GQkICWLVti1apVsLCwKFQmISEBo0aNwt27d/Hbb79hyJAhanW2vMvJycG3334LmUyGuXPnok+fPgCAjIwM+Pv7IygoCEuXLsXMmTO13FMiIiIiIiLSFXqqVgwKCoKBgQF+/vlnhUE7AFhZWeHnn3+Gnp4eDh06pHInK4pjx47h0aNHcHd3F4N2ADA0NMS8efNgbGyMPXv24NWrV1rsJRERERERkSJC/lT50r7KYK58TEwMJk6ciE6dOsHZ2RmffPIJli1bBplMpvG2dIHKgfuzZ8/QpEkTWFlZFVuuXr16kEqliIuLU7WpCiMoKAgA4O3tXehc9erV4ebmhuzsbPz555/vu2tERERERETFk28HV9qXhuP2mzdvolevXjhy5Ahq1KiBjh07QiaTYc2aNejfvz/S0tI026AOUDlwNzc3R0pKilJlMzIyYGJiompTFUZERAQAwN7eXuH5xo0bAwDCw8PfW5+IiIiIiIiUJuSV/qVB7y4/3rt3L1asWIHTp0/D09MT9+/fx9KlSzXapi5QOXDv3Lkznj59iuPHjxdb7urVq4iJiYGnp6eqTVUYCQkJAFBkhn357AV5OSIiIiIiIl0i5AmlfmnSh7r8WOXA3d/fH40bN8bUqVOxc+dOZGVlFSpz9uxZfPPNN6hTpw7GjRunVkcrAvl6i6Ky68uPV9R1GUREREREVJ4JKj5x11zw/qEuP1Y5q/x3330HS0tLREZGYs6cOViyZAns7e1RrVo1pKenIyoqCklJSQCAqlWronfv3oWuIZFIEBwcrHrvyxl9fX3k5eVBIpEUW05QZW9EIiIiIiKiCk6Z5cfBwcEIDw/H559//j67VqZUDtxPnz4t/l0QBLx58wbXrl1TWPb169d4/fp1oeMlBbAVjYmJCVJSUpCenq7wfEZGBgDAyMjofXaLiIiIiIioRIIAlaa+a/K55Ie6/FjlwH3+/Pma7McHwcrKCikpKUhMTET9+vULnZcPrpIy9ZeWTdO6WPXXQo1ek4iIiIiISsemaV1td0EtNs3qYlVY6eNAm2b57/vBgweYNGmS0vX69euH/v37Fzj2oS4/Vjlw79mzpyb78UGwt7dHREQEoqKi4OLiUuh8VFSUWE6TDE2qQNqqkUavSUREREREHxZDY/XiivT0dNy5c0fp8omJiYWOfajLj1UO3Kn0OnTogCNHjiAwMBD9+vUrcC45ORmXL1+GgYEB2rZtq6UeEhERERERad7Lly/x8uVLODo6Kl2nZs2ahY59qMuPGbi/R97e3qhTpw5CQkKwY8cO+Pr6AsgfXNOmTYNMJoOPjw9q1Kih5Z4SERERERFpjoWFBdq3b4/27durdR1tLT/WNpW3g6PSMzQ0xIIFC2BoaIjZs2ejV69eGDt2LLy9vXHmzBk4ODhg4sSJ2u4mERERERGRTpIvK5YvM35XWS0/1jYG7u+Zm5sb9u7diy5duuDJkyc4e/YsqlatitGjR2Pbtm0wNTXVdheJiIiIiIh0UocOHQAAgYGBhc5V5OXHEqGirdonIiIiIiKiCikjIwOffvopnjx5gpkzZxZYfvztt9/izJkz8PHxwQ8//KDdjmoYA3ciIiIiIiIqNy5fvgw/Pz9kZGTA0dER9erVw/Xr15GQkAAHB4cKOZOZgTsRERERERGVKxEREQgICEBYWBhkMhnq1auHLl26YOjQoRUuaAcYuBMRERERERHpNCanIyIiIiIiItJhDNyJiIiIiIiIdBgDdyIiIiIiIiIdxsCdiIiIiIiISIcxcCciIiIiIiLSYQzciYiIiIiIiHQYA3ciIiIiIiIiHcbAnYiIiIiIiEiHMXAnIiIiIiIi0mGVtN0BKlsxMTFYtWoVrl69iqSkJNSqVQuffvopRowYAWNjY213jzTs0KFD2LdvH8LDw5Geng5LS0u0adMGfn5+sLOzK1Q+NDQU69evR3h4ODIyMtCoUSP0798fffr0gUQiKVQ+JycH+/fvx+7duxEbG4tKlSrByckJfn5+cHNzU9inV69eYcOGDTh16hSePHkCMzMztGvXDmPGjEH9+vUV1uG41U1jx45FYGAg5s+fj169ehU6z/FEynj58iXWr1+PoKAgPHnyBIaGhnB2dsawYcPg7u5eqDzHFZXk3Llz2Lx5M27duoWMjAxYW1ujY8eOGDVqFGrUqFGoPMcUEZVHEkEQBG13gsrGzZs3MXjwYMhkMjg7O6N27dq4du0aEhMTYW9vj507d8LU1FTb3SQNEAQBEydOxNGjR8VfKCwsLBAeHo7Hjx/D0NAQq1atQrt27cQ6v/32G3744QcYGBjAzc0NBgYGuHTpEtLT09GrVy/Mnz+/yDaqVasGV1dXpKSk4OrVqxAEAXPnzkXv3r0L1ElJSYGvry+ioqJgY2ODZs2aISYmBhERETA1NcWOHTvQtGnTAnU4bnXT3r17MX36dABQGLhzPJEyoqOjMXjwYCQkJKBu3bpwcHBAfHw87t27B4lEghUrVuCTTz4Ry3NcUUk2bdqEBQsWQCKRoGXLlrCwsMDNmzeRkJCAmjVrYufOnbCxsRHLc0wRUbklUIWUnZ0teHl5CVKpVNi7d694PD09XRg5cqQglUqFH3/8UYs9JE06ePCgIJVKhbZt2wr37t0Tj+fk5AhLly4VpFKp4O7uLqSlpQmCIAjR0dFCs2bNBBcXF+HOnTti+cePHwudO3cWpFKp8McffxRoY+/evYJUKhV69OghJCcni8dDQ0MFJycnwcnJSXjy5EmBOpMmTRKkUqnw3XffCTk5OeLxX375RZBKpcLnn38u5Obmisc5bnVTdHS00KJFC0EqlQpSqVTYv39/ofMcT1SS7OxsoUePHoJUKhV++umnAp/h77//LkilUqFly5ZCRkaGIAgcV1Sy+Ph4wdHRUWjevLlw6dIl8XhmZqYwbtw4QSqVCn5+fuJxjikiKs8YuFdQ8kBu8ODBhc69fPlSaNGiheDo6CikpKS8/86Rxn311VeCVCoVDhw4UOhcXl6e8NlnnwlSqVQIDAwUBEEQvv/+e0EqlQqrVq0qVP78+fOCVCoVevfuXeC4/Jeav/76q1CdxYsXC1KpVFi4cKF47NGjR0KzZs2E1q1bC6mpqYXq9OvXT5BKpcLZs2fFYxy3uiczM1Po2bOn4OLiInzxxRcKA3eOJ1LG8ePHBalUKvj4+Ah5eXmFzg8bNkzw8vISrl+/LggCxxWVTB5UjxgxotC5mJgYQSqVCv/617/EYxxTRFSeMTldBRUUFAQA8Pb2LnSuevXqcHNzQ3Z2Nv7888/33TUqA2ZmZrCzs0Pr1q0LnZNIJGjYsCEA4Pnz5wCA4OBgACgwJVXOw8MDVatWxa1bt8TyUVFRePjwISwtLdGqVatCdbp06QIAOHPmjHjs3LlzyM3NhYeHh8LpfYrqcNzqnmXLluHOnTuYOXMmateurbAMxxMp448//gAADB06VOE64vXr1+P06dNo0aIFAI4rKpm+vj4AICEhodC5Fy9eAMj/TOQ4poioPGPgXkFFREQAAOzt7RWeb9y4MQAgPDz8vfWJys6qVatw/PhxhQlvcnNzcefOHQBA7dq18eLFCyQlJcHAwACNGjUqVF5fX188fv/+fQD/jKcmTZoo/IVbfvzhw4dIT08vUEcqlSrss6IxyHGrW0JDQ7Fp0yZ89tln6NGjh8IyHE+krNu3bwMAWrZsiZSUFOzcuRMzZ87E7Nmzcfz4ceTm5oplOa5IGe7u7jAwMMCdO3cwa9YsPH78GOnp6bh48SKmTp0KAPDz8wPAMUVE5R+zyldQ8m+fra2tFZ63srIqUI4qrp07d+Lx48cwNzeHu7s74uLiAAA1atSAnp7i7+7eHR8ljacqVarAzMwMr169wosXL1C/fn2VxiDHre54+fIlJk+ejFq1auGHH34ospz8s+B4ouJkZWXh8ePHqFSpEu7fvw9/f38kJyeL53fs2AEHBwesWbMG1tbWHFeklFq1amHZsmWYNm0adu3ahV27donnqlevjoCAAPEpNscUEZV3fOJeQclkMgCAoaGhwvPy4/JyVDFdvHgRixYtAgBMnDgRJiYmJY4NIP+XEeCf8fHmzRul68jLyusaGRkpLK9oDHLc6o5p06YhKSkJCxcuhJmZWZHlOJ5IGWlpaQDyM3SPHj0aUqkU+/fvx7Vr17Br1y44OTnh7t27GDVqFHJzczmuSGkODg745JNPUKlSJbRs2RKdOnWClZUVkpOTsW7dOjx69AgA/60iovKPT9wrKH19feTl5Smc2vU2gbsBVljBwcEYP348srKy4OPjg759+wKA+KShpLEB/DM+5OsIlakjp2ydt8cgx61u2LFjB4KCgjB8+PAi9yiW43giZWRlZQHIX7pTr149bNy4EQYGBgDyp85v2rQJn376Ke7cuYOTJ0+KTx45rqg49+7dw5AhQ1ClShXs3bsXDg4OAIDs7GwsXboUv/76KwYOHIjjx4/z3yoiKvf4xL2CMjExAQBxzdW7MjIyABT9jTCVb9u2bcOYMWOQkZEBX19fzJo1SzwnHxvyMaBIZmYmAMDY2LjUdeRjSpUxyHGrfZGRkVi0aBEcHR0xbty4EstzPJEy3n6S6OPjIwbtclWrVkX37t0B5M8U4rgiZfz0009ITk7GjBkzxKAdAAwMDDB58mS0atUKT58+xb59+zimiKjc4xP3CsrKygopKSlITExUmLBMvk5Kvm6KKoacnBzMnj0bu3fvhkQigb+/P0aOHFmgjPxJ1osXLyAIgsJv+N8dH/I6iYmJCtvNzMzE69evIZFIULNmTaXqKBqDHLfat3jxYmRkZMDQ0FBM7iQnT3K4Z88ehIaG4qOPPhIzJHM8UXGqVq2KypUrIysrC/Xq1VNYRn48OTmZ/05RiTIzM3Ht2jVIJBK0bdu20HmJRIIOHTrg6tWruH37Nv79738D4JgiovKLT9wrKHlm0qioKIXn5ceLymBK5U9GRgZGjBiB3bt3w8jICMuXLy8UtAOAubk5rK2tkZWVJSaqe1tubi6io6MB/DM+5H9GRkYqbDsyMhKCIKB+/frik4qS6igagxy32idfQ3n16lUcOXKkwOvZs2cAgOvXr+PIkSO4fv06xxMpRV9fH02aNAHwz7aU75Jv32VhYcFxRSV6/fq1OL1cPj39XfLjOTk5HFNEVO4xcK+gOnToAAAIDAwsdC45ORmXL1+GgYGBwm+pqfzJzc3FmDFjEBISAktLS2zduhVdu3Ytsrx8fJw8ebLQuQsXLiA1NRVNmzZFrVq1AAANGjSAra0tEhIScOPGjUJ1Tpw4AQDo2LGjeKx9+/bQ09NDSEiIwoQ68rHZqVOnQv3iuNWebdu24f79+wpfXl5eAID58+fj/v37WLBgAQCOJ1KO/PM8fPhwoXOCIOD8+fMAIOZV4Lii4lhaWsLc3Bx5eXk4e/aswjIXLlwAADRr1gwAxxQRlW8M3Csob29v1KlTByEhIdixY4d4PCMjA9OmTYNMJkOfPn1Qo0YNLfaSNOWXX35BSEgIjI2NsWXLFjg7Oxdb3tfXF/r6+li7dm2BX0aePHmCOXPmAABGjBhRoM6gQYMAADNmzBCfjAH561G3bt0KAwMDfP311+Jxa2treHt7IyUlBbNmzRKTUwEQ223cuLEYDAIct+UVxxMpo3///jAzM0NYWBgCAgLERFuCIGDFihW4ffs26tevj86dOwPguKLi6enpwcfHBwAwd+5ccS90AMjLy0NAQABCQ0NhZmaG3r17A+CYIqLyTSIwRWWFdfnyZfj5+SEjIwOOjo6oV68erl+/joSEBDg4OGDbtm0wNTXVdjdJTa9evULHjh0hk8lga2sLJyenIst2795d/GZ/3bp1WLJkCfT19eHq6gpDQ0NcvnwZMpkMffv2xU8//VSgbl5eHkaNGoWzZ8/C1NQUbm5uSE1NxZUrVyAIAhYsWIAvvviiQJ2EhAQMGDAAjx49Qp06deDk5ISYmBhERETAzMwM27dvLzT1j+NWd40ePRpnzpzB/Pnz0atXrwLnOJ5IGefPn8c333yDjIwM2NjYwN7eHhEREYiLi0O1atWwYcOGAl88clxRcbKzs/HNN98gODgYenp6cHFxQbVq1RAeHo7Hjx/D2NgYq1atgoeHh1iHY4qIyisG7hVcREQEAgICEBYWBplMhnr16qFLly4YOnQo/wdQQZw6dQr/+c9/lCo7efJkDB06VPzvM2fOYPPmzbhz5w4kEgkaNmwIHx8f9OzZU9w6523Z2dnYvn07Dhw4gLi4OJiamqJZs2YYMWIEXF1dFbb58uVLrF69GkFBQUhISICVlRVcXV0xZswYhUl4AI5bXVVc4A5wPJFy4uLisGbNGoSGhiIpKQk1atRAu3btMGLECIWfIccVFUcQBBw4cAAHDhxAeHg4MjMzYWVlhbZt22L48OGwsbEpVIdjiojKIwbuRERERERERDqMa9yJiIiIiIiIdBgDdyIiIiIiIiIdxsCdiIiIiIiISIcxcCciIiIiIiLSYQzciYiIiIiIiHQYA3ciIiIiIiIiHcbAnYiIiIiIiEiHMXAnIiIiIiIi0mEM3ImIKqDLly/D3t4e9vb2yMnJ0Vo/cnJyEBMTU+CYrvSNtG/lypWwt7eHj49PgeMDBw6Evb09li1bpqWe/SM9PR3x8fFl3s6BAwfEnwv5a+XKlWXSlvz+vv2Ki4srk7aIiEgzGLgTEVGZCAkJweeff46DBw9quytEKjly5Ai6dOmCixcvvrc2DQwM4OLiAhcXF9SuXbtM2pBKpXBxcUHz5s3L5PpERKR5lbTdASIi0jwjIyM0bNgQACCRSLTSh7Vr1xZ62g4Azs7OOH78OACgUiX+b4gKW7hwIdLT01G9enWt9mPZsmV4/vz5e23TwsICv/32W5m2MWPGDABAfHw8vLy8yrQtIiLSDP7GRERUATk7O+PEiRPa7oZCRkZGsLOz03Y3SIfVqVNH210gIiLSKZwqT0RERERERKTDGLgTEWmAPLHU6NGjkZqaijlz5qB9+/ZwdnbGJ598ggULFiAxMbFQPXlyrsWLF+P06dPo0qULmjdvDk9PTxw7dkwsl5GRgc2bN6Nfv35wcXGBk5MTOnfujJkzZyI2NrbQdUtKABceHo4pU6agY8eOaN68Odzc3DB06FAEBgYW+z6vXLmCCRMmoFOnTmjevDnatGmDkSNHFlgDLL8XYWFhAIA1a9bA3t4e3333nVJ9u3XrFiZNmiT2zdXVFQMHDsS+ffuQm5tbqLw80db58+cRHh6OcePGwcPDA82bN4eXlxfmzZuHly9fFvu+lDV16lTY29vjX//6l8L7Lv88W7ZsqXCZgCoSExPx888/o3v37mjZsiVatGiBnj17YsOGDcjKylJYJzAwEMOGDUObNm3QvHlztGvXDt98802xa7Vzc3Oxd+9eDBw4EB999BGaN2+Ojh07YtKkSbhz506h8vHx8bC3t0fbtm3x/Plz+Pn5wdnZGa6urpgwYYJYLi8vD/v370f//v3RunVrtG7dGn5+frh161aRfVGUnO7t9gRBwN69e9G3b1+0bNkSLVu2xJdffon9+/dDEASF17x37x5mzJiBTz/9VFzf7eHhgeHDhxeanSL/HB8/fgwAmD59usJkcS9evMCiRYvQrVs3/Otf/0LLli3Ru3dv/Prrr8jMzCzy/ZWWvD/Lli1DYmIiZs2ahfbt24v/DixbtkwcC5cvX8bQoUPx0UcfwdnZGT179mSeCSKiCoBT5YmINCgtLQ0DBgxAREQE6tSpAzs7O0RGRmLTpk04duwYNmzYAHt7+0L1/vrrL/z666+oVq0a7Ozs8ODBAzRr1gwA8OzZMwwZMgTR0dEAAFtbW5iYmODBgwfYvXs3Dh48iAULFqBbt25K9XHHjh2YO3cucnNzYWxsjCZNmiAlJQUhISFiQrlFixZBX1+/QL2lS5di3bp1EAQB5ubmsLe3x9OnTxEcHIzg4GDMnj0bX375JSwtLeHi4oKIiAikpaWhdu3aqF27NmxtbUvs2/r167F06VLk5eXB1NQU9vb2SE5ORlhYGMLCwnDo0CGsXr0aVatWLVT3/Pnz2LVrFwRBEO/Rw4cPsWXLFpw9exYHDhyAqampUveoKNOmTcNff/2FR48eYdq0adi+fbuYQ+D69ev45ZdfAAAzZ84Ucwyo4+rVq/jmm2+QlJSESpUqwc7ODllZWbh37x7u3r2Lc+fOYePGjahcuTIAIDs7G/7+/jh16hQAoGbNmmjatCni4+Nx8uRJnDx5EoMHD8b3339foJ20tDQMGzYM169fBwDUrVsXNjY2iI2NxeHDh3H06FFMnjwZQ4YMKdTHrKwsDB06FLGxsWjSpAmePHmCunXriuf8/f1x+vRpAICNjQ1MTU0RGhqK0NBQODk5lfqeCIKAKVOm4NChQzAzM0PDhg3x6NEj3LhxAzdu3EBMTAwmTpxYoM7OnTsxZ84c5OXloVq1amjQoAEyMjIQHx+P8+fP4/z58xg5ciT8/f0BALVr14aLiwtu376NrKwsNGjQAJaWlgWSxV29ehWjR49GSkoKDAwMYGtrC0EQcOfOHdy+fRuHDh3Chg0bULNmzVK/x6LExcWhR48eSE5ORuPGjaGvr49Hjx5hzZo1ePToET766CP8+OOPMDIygq2tLeLj43H37l1MmTIFGRkZ6N+/v8b6QkRE75lARERq279/vyCVSgWpVCo0b95cOHLkiHju2bNnwpdffilIpVLhs88+E7Kzs8VzK1asEOuNGTNGyMzMFARBEJKSkgRBEIScnByhR48eglQqFbp06SLcu3dPrJuamipMmzZNkEqlgqOjo3Djxg3x3KVLl8Trvt3euXPnBHt7e8HR0VHYsmWLkJOTI54LDQ0V3N3dBalUKixbtqzA+zt69KgglUqFZs2aCZs3bxbr5eTkCKtXrxbPRUVFiXW++uorQSqVCkuXLi1wraL6duLECfH48uXLxXshCIJw8eJFwcPDQ5BKpcLIkSMLXE/ejlQqFfz8/ITnz5+L506fPi00a9ZMkEqlwqZNm9792FRy9epV8Zrbtm0TBCH/s/D09BSkUqkwYcIEjbSTkpIitG3bVpBKpcKwYcOEhIQE8dzNmzeFNm3aFLq/s2fPFqRSqdCiRQvhjz/+EI/n5OQI27dvFxwcHBTeixEjRghSqVRo27atcOnSJfF4ZmamsHz5cvH+BgYGiucePXokHnd1dRUiIyPFOqmpqYIgCOLYaNWqlXDhwgWx7rNnzwp8bv379y/QH0Vj5+32mjVrVmD8ZmRkCBMnThSkUqng4OAg/vwIgiDExMQIjo6OglQqFVavXi1kZWWJ55KTk4Vx48aJP0MpKSkF+tGpUydBKpUKe/bsKXD82bNngqurqyCVSoXp06cLr169Es/FxcUJffv2FaRSqTBgwABBWfJ/Qz7++ONC597+d+LTTz8VYmJixHM///yzeK5p06bC/PnzxZ8dmUwmDB06VJBKpUKnTp0KXfftexobG6t0X4mI6P3jVHkiIg2bMmUKPv/8c/G/ra2txafEkZGRRU5HnzJlivjk1MLCAgBw4sQJ3Lt3D1WqVMH69evRtGlTsbypqSl++uknfPzxx8jOzlZqz+ulS5dCEARMnDgRgwYNKvBU3d3dHfPnzwcAbNq0CcnJyeK5gIAAAMCQIUMwePBgsZ6+vj5GjRqFtm3bIjc3V60pufL+f/nllxg3bpx4LwCgTZs2Yh+CgoJw5cqVQvUtLS2xYsUKWFlZice8vLzQvn17AMC1a9dU7tvbXFxc4OfnBwBYsmQJnj59ijlz5iA+Ph42Njb44YcfNNLO7t27kZiYiLp162LlypUFntw6OTmJT81///135OXl4dmzZ9i1axcAYM6cOejatatYXl9fH76+vhg3bhyA/M/zzZs3AIAbN24gODgYALBixQq4ubmJ9SpXroxx48bhyy+/BAAsXrxYYV8HDBiAxo0bi3VMTU2RnZ2NjRs3AsifqeDh4SGWt7a2RkBAAMzNzVW6NwMGDCgwfqtUqYLvv/8eEokEOTk5uHnzplj2woUL0NfXh6OjI0aNGgUDAwPxnLm5OaZMmQIgf7aCsssbNm7ciJSUFHh6emLOnDkwMzMTz9nY2GD16tUwNTXFlStXcO7cOZXeY1Hmz59fYPbK8OHDxfvQqlUrfPfdd+LPjpGRkThWHz9+jFevXmm0L0RE9P4wcCci0iBjY2P07du30HELCwt4e3sDAM6cOVPofM2aNVG/fv1Cx4OCggAAnp6eCs8DEKcvh4WFITU1tci+xcfH4969ewCAf//73wrLdOjQAdWrV0dGRoa4HjouLk6cpl/UVNu5c+fi9OnT4lTj0oqNjRWDpsGDByssI1/LDCi+h+7u7qhSpUqh4/IM9sXdm9L6z3/+AycnJ8hkMgwdOhQHDx6EgYEBlixZovZ0fDl5MN2jRw8YGhoWOt+lSxccPHgQgYGB0NPTw/nz55GTk4OaNWsWuWziq6++goGBAVJTU8UcBPJ2nJ2d4eLiorDe119/DSB/LERERBQ636pVq0LHrly5gtTUVFSpUgWfffZZofPVqlVTennHuzp16lToWPXq1cUvvF6/fi0e9/X1xd9//42dO3cqvNbb9zY9PV2p9uVT/4v6OapRowbatm0L4J/7qwnm5ub417/+VeCYkZGR+L7lX1K97e0vstLS0jTWFyIier+4xp2ISIPs7e0VBo/ycwAUJjV7+5frt8mDWUdHxyLblJ/Lzc1FXFwcmjdvrrBcZGSk+PcxY8YUeT15Ui15sB4XFwcg/0uJor48eHvtryrkbZW0VVzz5s1x/fp1hU9Gra2tFdaRB2aKEuGpqlKlSvjvf/+Lnj174sGDBwAAf39/ODs7a6yNhw8fAkCBWRZvq1y5spgHAfjnHjZr1gx6eoq/lzc2NkbDhg0RERGBmJgYdOrUSaxX3BiztbWFqakp0tLSEBMTA6lUWuC8onXc8s+oQYMGBWZPvO3t/pdGSZ+1oiSGVapUwc2bNxEREYFHjx7h4cOHiIiIEN8/gCIT273tzZs3YtK61atXY+vWrQrLycu8fX11FfVz9u5MnbdVqvTPr3rKvD8iItJNDNyJiDSouKm/JiYmAAo+DZQrKtiXPyFTlIxN7u0nvPLpz4q8/cRZmWnj8vIpKSkA/ul/WZC/z5KeVsv7oOh9vj0F+n1o0KABGjduLGZHLyrAVpX8vhsbGytVXpmxAvxzj+X3UNl6JiYmSEtLU3jvFc0IkI/z4vr/9hTz0ijps343QJUnNXz3S7N69eqhT58+2LNnj9Jtv/3UWtHsg3dpcqaHkZFRseeL+sKGiIjKPwbuREQaJJPJijwn/wXe0tJS6evJA9Xifvl/+4uA4oJreQBlbm6Oy5cvK90Heb3ivhRQl7zfJU3llb/XsvwSQVm//vorbt26BT09PeTl5WHq1Kk4cuQIqlWrppHrGxkZITU1Ven7rsxYAQrfQ2Xryc8re+/lX2IV95lmZGQodS11/P777+JWhB9//DG8vb3RpEkT2NnZoVq1asjOzi5V4P528HzkyJFCsw+IiIjKAr+aJSLSoAcPHhS7jzQAMYmXMho1agQACvfRlpM/8ZVIJLCxsSmynHx7spSUFIV7ystduXIFDx48EIMqeSIsmUyG+Ph4hXXOnDmDgQMHYtGiRUW/mWLI32d6ero49VyR27dvA8h/2q1N4eHhWL58OQBg0aJFkEqleP78ucYS0wH/3Pe3lzi8LTs7Gz4+Phg7diwePXok3sN79+4hLy9PYZ20tDTxqbP8Hiozxh48eCB+KaXsvZePt7i4uCK/0IqKilLqWupYu3YtAOCLL77Ahg0b8OWXX8LFxUX8guXZs2elup6ZmRlq1KgBoPj+379/H/fu3WNCOCIi0ggG7kREGvTixQuFyagSEhLEhFZvZ/suiTwJV1BQEB49eqSwjHyNbYsWLYqdemxnZycGXdu3b1dY5urVq/D19UW3bt1w48YNsZ58X+79+/crrPf7778jLCwML1++FI/J9zdXRsOGDcVAb8uWLQrLXLt2TcwWrigJ1/uSmZmJSZMmITs7G126dEH37t0xb9486Ovr4/jx4zh06JBG2unQoQOA/Ke6WVlZhc6fP38e165dw59//glLS0u0b98elSpVQmJiIo4fP67wmtu3b0dOTg6MjIzg6uoK4J8xdvPmzSKXUGzevBkAUKtWLTFXQ0lat24NS0tLZGdnY+/evYXOp6en4+jRo0pdSx3yL5uKWsO/b98+8e/v5kGQj+F3v4zr2LEjgPz7qehLktTUVAwePBhffPFFkeOZiIioNBi4ExFp2LRp0wpsVxYfH49Ro0ZBJpPB1dUV7dq1U/paXbt2hb29PTIzMzF8+HCEh4eL59LS0jBjxgyEhISgUqVKmDhxYonXk28Htm7dOqxfv75AQHjlyhXxfIsWLdCmTRsA+cHL6NGjAQDr16/H3r17xUAmNzcX69atw6lTp1CpUiX83//9n3g9+RR7eZIuZfu2e/durFixokDfLl++jLFjxwLIn+789tZi79uSJUsQERGB6tWrY9asWQDyt2cbOnQogPyt2J48eaJ2OwMGDIC5uTni4uIwceJEcc07kB9ky9v28fGBsbExateujX79+gEAZsyYgRMnTojl8/LysHPnTqxcuRIAMHr0aHFNe8uWLcUvCcaOHVtgGUVWVhZWrFghTiWfPHmy0l/I6Ovri5/pkiVLcOzYMfFccnIyxo8fj6dPn5bqnqhCPqNg9+7deP78uXg8LS0NK1euxLp168Rj707dL2oM+/n5wdjYGFevXsWkSZMKfGH1+PFj+Pn5ITk5GVWrVoWvr6/G3xMREX14uMadiEiDqlatiipVqsDX1xcNGzaEoaEhIiIikJubi6ZNm+K///1vqZ5EV6pUCatXr8bw4cMRHR2NHj16wNbWFiYmJuJ0dkNDQ/z4449o3bp1idf77LPPEBsbi5UrV2Lx4sVYu3YtbG1t8fLlSzE4adiwIVavXl2gXp8+fRAVFYVNmzZh+vTpWL58OWrVqoX4+HikpKRAX18fP/zwQ4EEbQ4ODggODsaRI0dw//59tG7dWgw2Ffn000/x8OFDLFu2DKtWrcKWLVvQsGHDAn1zdXUt9T3UpNDQUHGGw8yZMwvkK/jmm29w5swZPHjwAFOmTMGWLVvUShZmaWmJgIAAjB49GoGBgQgODkaTJk3w+vVrxMfHQxAEtGvXTgyOAWDq1Kl4/vw5zpw5g3HjxsHKygq1atXCo0ePkJycDCB/S7jhw4cXaGvRokUYOXIkrl+/jkGDBqFu3bqwsLBATEwM0tLSoK+vj/Hjxyvc1q04X375JSIiIrB9+3Z8++23WLx4MSwsLBAZGYmsrCx07txZnIlSVvz9/TF69GhERUXBy8urwBT+zMxM1K9fHxKJBA8fPiw0bd7BwQERERHYsGEDzp8/D29vb4wePRoNGjTA8uXL4e/vj6NHjyIwMBCNGzdGdnY2YmNjkZOTA2NjY6xbt65UOS2IiIiKwifuREQaZGxsjL1796Jv3754/fo1YmNj0bhxY0yaNAm//fYbatWqVepr1qtXD/v378fkyZPh7OyMxMREPHjwALVr18agQYNw6NAhfPHFF0pfb8yYMdi9eze6d+8OU1NThIeHIzk5GQ4ODhg3bhz279+vMNj47rvvsGnTJnh5eUEQBISHh0NfXx9du3bF7t27C+1fP3z4cPTt2xfm5uaIjY3F/fv3S+zbiBEjsGfPHnz++edi3zIyMuDu7o6FCxdiy5YtqF69utLvVZNevXqF7777DoIg4JNPPim0B3nlypUxb9486OnpISwsDBs3blS7zY8++ghHjx7F4MGDUadOHURFRSEpKQnOzs6YPXs21q9fX2BHgsqVK2PVqlVYtmwZ2rVrh6ysLNy7dw9GRkb47LPPsHXrVsyYMaPQFx/m5ubYtm0b5syZg48++gipqam4f/8+qlevjj59+mDfvn3w8/NT6T3MmDEDq1atQps2bSCTyRAdHQ0nJyds3LgRn3zyiVr3RxmdOnXCvn370LlzZ9SsWRPR0dF4+vQppFIpJkyYgEOHDqF79+4ACu+5PmXKFHTp0gVGRkaIjo4ukH+hQ4cOOHbsGP7v//4PNjY2iImJQVxcHOrWrYsBAwbg8OHDcHFxKfP3R0REHwaJwE09iYjUduDAAUydOhXW1tY4f/68truDS5cuYfDgwQDyk5Vxmygi3aaNf0Pi4+Ph5eUFADh58qTWkz4SEVHR+JscEVEFlJ6eDiB/f3gG7URERETlG3+bIyKqQOQZri9dugQgf5o9EREREZVvTE5HRFSBfP3117h3756YgbxLly7a7ZAOGjt2bLH72BfFwcEBM2bMULr8uXPnsGbNmlK3A+SvC3dwcFCpLpVvL1++hI+PDwCgd+/e6NOnj8bbmDNnDu7evatwm0EiItJNDNyJiCqQV69eIT09HZaWlvj888/FbdzoH7dv31Z6i7q3VapUuv9lJiUlFbkveklSU1NVqkflX3Z2tjhuymrbw4iICJXHJhERaQeT0xERERERERHpMK5xJyIiIiIiItJhDNyJiIiIiIiIdBgDdyIiIiIiIiIdxsCdiIiIiIiISIcxcCciIiIiIiLSYQzciYiIiIiIiHQYA3ciIiIiIiIiHcbAnYiIiIiIiEiHMXAnIiIiIiIi0mH/DwzfGwblgEHCAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 6 }, { "cell_type": "markdown", @@ -823,34 +1065,48 @@ "- the thresholds below/above the features are detected\n", "- the spacing of our data\n", "\n", - "The spacing of the temporal and spatial dimension can be extracted from the data using a build-in utility:" + "Because the appropriate way to quantify grid spacing and time differences can vary with different data types, we encourage you to pre-set these values to appropriate values. We have found that, if these values vary, approximate average values are sufficient to use here." ] }, { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-04T20:43:56.827065Z", + "start_time": "2025-12-04T20:43:56.825469Z" + } + }, "cell_type": "code", - "execution_count": 7, - "id": "454d687c", + "source": [ + "dxy = 1000 # meters\n", + "dt = 60 # seconds" + ], + "id": "e4eaca07da80e4fe", + "outputs": [], + "execution_count": 7 + }, + { "metadata": { - "execution": { - "iopub.execute_input": "2025-07-17T21:59:59.196869Z", - "iopub.status.busy": "2025-07-17T21:59:59.196771Z", - "iopub.status.idle": "2025-07-17T21:59:59.730723Z", - "shell.execute_reply": "2025-07-17T21:59:59.730407Z" + "ExecuteTime": { + "end_time": "2025-12-04T20:43:56.864940Z", + "start_time": "2025-12-04T20:43:56.862381Z" } }, + "cell_type": "code", + "source": "dxy, dt", + "id": "8c213d0cea563378", "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/jonesw/miniforge3/envs/tobac-dev/lib/python3.12/site-packages/iris/common/mixin.py:203: FutureWarning: You are using legacy date precision for Iris units - max precision is seconds. In future, Iris will use microsecond precision - available since cf-units version 3.3 - which may affect core behaviour. To opt-in to the new behaviour, set `iris.FUTURE.date_microseconds = True`.\n", - " warnings.warn(message, category=FutureWarning)\n" - ] + "data": { + "text/plain": [ + "(1000, 60)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" } ], - "source": [ - "dxy, dt = tobac.get_spacings(test_data)" - ] + "execution_count": 8 }, { "cell_type": "markdown", @@ -862,7 +1118,6 @@ }, { "cell_type": "code", - "execution_count": 8, "id": "24b828de", "metadata": { "execution": { @@ -870,11 +1125,22 @@ "iopub.status.busy": "2025-07-17T21:59:59.732245Z", "iopub.status.idle": "2025-07-17T21:59:59.735892Z", "shell.execute_reply": "2025-07-17T21:59:59.735519Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:56.908368Z", + "start_time": "2025-12-04T20:43:56.903889Z" } }, + "source": [ + "test_data.max()" + ], "outputs": [ { "data": { + "text/plain": [ + " Size: 8B\n", + "array(10.)" + ], "text/html": [ "
    \n", "\n", @@ -896,28 +1162,76 @@ " */\n", "\n", ":root {\n", - " --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n", - " --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n", - " --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n", - " --xr-border-color: var(--jp-border-color2, #e0e0e0);\n", - " --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n", - " --xr-background-color: var(--jp-layout-color0, white);\n", - " --xr-background-color-row-even: var(--jp-layout-color1, white);\n", - " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n", - "}\n", - "\n", - "html[theme=dark],\n", - "html[data-theme=dark],\n", - "body[data-theme=dark],\n", + " --xr-font-color0: var(\n", + " --jp-content-font-color0,\n", + " var(--pst-color-text-base rgba(0, 0, 0, 1))\n", + " );\n", + " --xr-font-color2: var(\n", + " --jp-content-font-color2,\n", + " var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n", + " );\n", + " --xr-font-color3: var(\n", + " --jp-content-font-color3,\n", + " var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n", + " );\n", + " --xr-border-color: var(\n", + " --jp-border-color2,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n", + " );\n", + " --xr-disabled-color: var(\n", + " --jp-layout-color3,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n", + " );\n", + " --xr-background-color: var(\n", + " --jp-layout-color0,\n", + " var(--pst-color-on-background, white)\n", + " );\n", + " --xr-background-color-row-even: var(\n", + " --jp-layout-color1,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n", + " );\n", + " --xr-background-color-row-odd: var(\n", + " --jp-layout-color2,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n", + " );\n", + "}\n", + "\n", + "html[theme=\"dark\"],\n", + "html[data-theme=\"dark\"],\n", + "body[data-theme=\"dark\"],\n", "body.vscode-dark {\n", - " --xr-font-color0: rgba(255, 255, 255, 1);\n", - " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", - " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", - " --xr-border-color: #1F1F1F;\n", - " --xr-disabled-color: #515151;\n", - " --xr-background-color: #111111;\n", - " --xr-background-color-row-even: #111111;\n", - " --xr-background-color-row-odd: #313131;\n", + " --xr-font-color0: var(\n", + " --jp-content-font-color0,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 1))\n", + " );\n", + " --xr-font-color2: var(\n", + " --jp-content-font-color2,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n", + " );\n", + " --xr-font-color3: var(\n", + " --jp-content-font-color3,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n", + " );\n", + " --xr-border-color: var(\n", + " --jp-border-color2,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n", + " );\n", + " --xr-disabled-color: var(\n", + " --jp-layout-color3,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n", + " );\n", + " --xr-background-color: var(\n", + " --jp-layout-color0,\n", + " var(--pst-color-on-background, #111111)\n", + " );\n", + " --xr-background-color-row-even: var(\n", + " --jp-layout-color1,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n", + " );\n", + " --xr-background-color-row-odd: var(\n", + " --jp-layout-color2,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n", + " );\n", "}\n", "\n", ".xr-wrap {\n", @@ -968,10 +1282,12 @@ ".xr-section-item input {\n", " display: inline-block;\n", " opacity: 0;\n", + " height: 0;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", + " border: 2px solid transparent !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", @@ -980,7 +1296,7 @@ "}\n", "\n", ".xr-section-item input:focus + label {\n", - " border: 2px solid var(--xr-font-color0);\n", + " border: 2px solid var(--xr-font-color0) !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label:hover {\n", @@ -1004,7 +1320,7 @@ "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", - " content: '►';\n", + " content: \"►\";\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", @@ -1015,7 +1331,7 @@ "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", - " content: '▼';\n", + " content: \"▼\";\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", @@ -1087,15 +1403,15 @@ "}\n", "\n", ".xr-dim-list:before {\n", - " content: '(';\n", + " content: \"(\";\n", "}\n", "\n", ".xr-dim-list:after {\n", - " content: ')';\n", + " content: \")\";\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", - " content: ',';\n", + " content: \",\";\n", " padding-right: 5px;\n", "}\n", "\n", @@ -1112,7 +1428,9 @@ ".xr-var-item label,\n", ".xr-var-item > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-even);\n", + " border-color: var(--xr-background-color-row-odd);\n", " margin-bottom: 0;\n", + " padding-top: 2px;\n", "}\n", "\n", ".xr-var-item > .xr-var-name:hover span {\n", @@ -1123,6 +1441,7 @@ ".xr-var-list > li:nth-child(odd) > label,\n", ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-odd);\n", + " border-color: var(--xr-background-color-row-even);\n", "}\n", "\n", ".xr-var-name {\n", @@ -1172,8 +1491,15 @@ ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", - " background-color: var(--xr-background-color) !important;\n", - " padding-bottom: 5px !important;\n", + " border-top: 2px dotted var(--xr-background-color);\n", + " padding-bottom: 20px !important;\n", + " padding-top: 10px !important;\n", + "}\n", + "\n", + ".xr-var-attrs-in + label,\n", + ".xr-var-data-in + label,\n", + ".xr-index-data-in + label {\n", + " padding: 0 1px;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", @@ -1186,6 +1512,12 @@ " float: right;\n", "}\n", "\n", + ".xr-var-data > pre,\n", + ".xr-index-data > pre,\n", + ".xr-var-data > table > tbody > tr {\n", + " background-color: transparent !important;\n", + "}\n", + "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", @@ -1245,22 +1577,24 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", + "\n", + ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n", + ".xr-var-data-in:checked + label > .xr-icon-database,\n", + ".xr-index-data-in:checked + label > .xr-icon-database {\n", + " color: var(--xr-font-color0);\n", + " filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n", + " stroke-width: 0.8px;\n", + "}\n", "
    <xarray.DataArray 'w' ()> Size: 8B\n",
    -       "np.float64(10.0)
    " - ], - "text/plain": [ - " Size: 8B\n", - "np.float64(10.0)" + "array(10.)" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "test_data.max()" - ] + "execution_count": 9 }, { "cell_type": "markdown", @@ -1272,7 +1606,6 @@ }, { "cell_type": "code", - "execution_count": 9, "id": "93b5659d", "metadata": { "execution": { @@ -1280,12 +1613,17 @@ "iopub.status.busy": "2025-07-17T21:59:59.737286Z", "iopub.status.idle": "2025-07-17T21:59:59.738950Z", "shell.execute_reply": "2025-07-17T21:59:59.738710Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:56.931902Z", + "start_time": "2025-12-04T20:43:56.929956Z" } }, - "outputs": [], "source": [ "threshold = 9" - ] + ], + "outputs": [], + "execution_count": 10 }, { "cell_type": "markdown", @@ -1297,7 +1635,6 @@ }, { "cell_type": "code", - "execution_count": 10, "id": "9c322da7", "metadata": { "execution": { @@ -1305,13 +1642,18 @@ "iopub.status.busy": "2025-07-17T21:59:59.740251Z", "iopub.status.idle": "2025-07-17T22:00:00.890717Z", "shell.execute_reply": "2025-07-17T22:00:00.890258Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:57.119077Z", + "start_time": "2025-12-04T20:43:56.940753Z" } }, - "outputs": [], "source": [ "%%capture\n", "features = tobac.feature_detection_multithreshold(test_data, dxy, threshold)" - ] + ], + "outputs": [], + "execution_count": 11 }, { "cell_type": "markdown", @@ -1323,7 +1665,6 @@ }, { "cell_type": "code", - "execution_count": 11, "id": "6e8d3cd3", "metadata": { "execution": { @@ -1331,62 +1672,229 @@ "iopub.status.busy": "2025-07-17T22:00:00.892430Z", "iopub.status.idle": "2025-07-17T22:00:00.913743Z", "shell.execute_reply": "2025-07-17T22:00:00.913207Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:57.134053Z", + "start_time": "2025-12-04T20:43:57.124125Z" } }, + "source": [ + "features" + ], "outputs": [ { "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " time timestr y x \\\n", + "0 2000-01-01 12:00:00 2000-01-01 12:00:00 10000.000000 10000.000000 \n", + "1 2000-01-01 12:01:00 2000-01-01 12:01:00 10939.393939 11848.484848 \n", + "2 2000-01-01 12:02:00 2000-01-01 12:02:00 11707.692308 13661.538462 \n", + "3 2000-01-01 12:03:00 2000-01-01 12:03:00 12569.230769 15353.846154 \n", + "4 2000-01-01 12:04:00 2000-01-01 12:04:00 13200.000000 17107.692308 \n", + "5 2000-01-01 12:05:00 2000-01-01 12:05:00 14184.615385 19000.000000 \n", + "6 2000-01-01 12:06:00 2000-01-01 12:06:00 15060.606061 20848.484848 \n", + "7 2000-01-01 12:07:00 2000-01-01 12:07:00 15953.125000 22765.625000 \n", + "8 2000-01-01 12:08:00 2000-01-01 12:08:00 16707.692308 24338.461538 \n", + "9 2000-01-01 12:09:00 2000-01-01 12:09:00 17676.923077 26169.230769 \n", + "10 2000-01-01 12:10:00 2000-01-01 12:10:00 18184.615385 28000.000000 \n", + "11 2000-01-01 12:11:00 2000-01-01 12:11:00 19171.875000 29828.125000 \n", + "12 2000-01-01 12:12:00 2000-01-01 12:12:00 20046.875000 31765.625000 \n", + "13 2000-01-01 12:13:00 2000-01-01 12:13:00 20953.125000 33234.375000 \n", + "14 2000-01-01 12:14:00 2000-01-01 12:14:00 21828.125000 35171.875000 \n", + "15 2000-01-01 12:15:00 2000-01-01 12:15:00 22815.384615 37000.000000 \n", + "16 2000-01-01 12:16:00 2000-01-01 12:16:00 23323.076923 38830.769231 \n", + "17 2000-01-01 12:17:00 2000-01-01 12:17:00 24292.307692 40661.538462 \n", + "18 2000-01-01 12:18:00 2000-01-01 12:18:00 25046.875000 42234.375000 \n", + "19 2000-01-01 12:19:00 2000-01-01 12:19:00 25939.393939 44151.515152 \n", + "20 2000-01-01 12:20:00 2000-01-01 12:20:00 26815.384615 46000.000000 \n", + "21 2000-01-01 12:21:00 2000-01-01 12:21:00 27800.000000 47892.307692 \n", + "22 2000-01-01 12:22:00 2000-01-01 12:22:00 28430.769231 49646.153846 \n", + "23 2000-01-01 12:23:00 2000-01-01 12:23:00 29292.307692 51338.461538 \n", + "24 2000-01-01 12:24:00 2000-01-01 12:24:00 30060.606061 53151.515152 \n", + "25 2000-01-01 12:25:00 2000-01-01 12:25:00 31000.000000 55000.000000 \n", + "26 2000-01-01 12:26:00 2000-01-01 12:26:00 31939.393939 56848.484848 \n", + "27 2000-01-01 12:27:00 2000-01-01 12:27:00 32707.692308 58661.538462 \n", + "28 2000-01-01 12:28:00 2000-01-01 12:28:00 33569.230769 60353.846154 \n", + "29 2000-01-01 12:29:00 2000-01-01 12:29:00 34200.000000 62107.692308 \n", + "30 2000-01-01 12:30:00 2000-01-01 12:30:00 35184.615385 64000.000000 \n", + "31 2000-01-01 12:31:00 2000-01-01 12:31:00 36060.606061 65848.484848 \n", + "32 2000-01-01 12:32:00 2000-01-01 12:32:00 36953.125000 67765.625000 \n", + "33 2000-01-01 12:33:00 2000-01-01 12:33:00 37707.692308 69338.461538 \n", + "34 2000-01-01 12:34:00 2000-01-01 12:34:00 38676.923077 71169.230769 \n", + "35 2000-01-01 12:35:00 2000-01-01 12:35:00 39184.615385 73000.000000 \n", + "36 2000-01-01 12:36:00 2000-01-01 12:36:00 40171.875000 74828.125000 \n", + "37 2000-01-01 12:37:00 2000-01-01 12:37:00 41046.875000 76765.625000 \n", + "38 2000-01-01 12:38:00 2000-01-01 12:38:00 41953.125000 78234.375000 \n", + "39 2000-01-01 12:39:00 2000-01-01 12:39:00 42828.125000 80171.875000 \n", + "40 2000-01-01 12:40:00 2000-01-01 12:40:00 43815.384615 82000.000000 \n", + "41 2000-01-01 12:41:00 2000-01-01 12:41:00 44462.686567 83820.895522 \n", + "42 2000-01-01 12:42:00 2000-01-01 12:42:00 45292.307692 85661.538462 \n", + "43 2000-01-01 12:43:00 2000-01-01 12:43:00 45836.065574 87278.688525 \n", + "44 2000-01-01 12:44:00 2000-01-01 12:44:00 46254.545455 89145.454545 \n", + "45 2000-01-01 12:45:00 2000-01-01 12:45:00 46770.833333 91000.000000 \n", + "46 2000-01-01 12:46:00 2000-01-01 12:46:00 47256.410256 93000.000000 \n", + "47 2000-01-01 12:47:00 2000-01-01 12:47:00 47500.000000 94764.705882 \n", + "48 2000-01-01 12:48:00 2000-01-01 12:48:00 47782.608696 96130.434783 \n", + "49 2000-01-01 12:49:00 2000-01-01 12:49:00 48153.846154 97230.769231 \n", + "50 2000-01-01 12:50:00 2000-01-01 12:50:00 48600.000000 98200.000000 \n", + "\n", + " latitude longitude \n", + "0 24.100000 150.100000 \n", + "1 24.118485 150.109394 \n", + "2 24.136615 150.117077 \n", + "3 24.153538 150.125692 \n", + "4 24.171077 150.132000 \n", + "5 24.190000 150.141846 \n", + "6 24.208485 150.150606 \n", + "7 24.227656 150.159531 \n", + "8 24.243385 150.167077 \n", + "9 24.261692 150.176769 \n", + "10 24.280000 150.181846 \n", + "11 24.298281 150.191719 \n", + "12 24.317656 150.200469 \n", + "13 24.332344 150.209531 \n", + "14 24.351719 150.218281 \n", + "15 24.370000 150.228154 \n", + "16 24.388308 150.233231 \n", + "17 24.406615 150.242923 \n", + "18 24.422344 150.250469 \n", + "19 24.441515 150.259394 \n", + "20 24.460000 150.268154 \n", + "21 24.478923 150.278000 \n", + "22 24.496462 150.284308 \n", + "23 24.513385 150.292923 \n", + "24 24.531515 150.300606 \n", + "25 24.550000 150.310000 \n", + "26 24.568485 150.319394 \n", + "27 24.586615 150.327077 \n", + "28 24.603538 150.335692 \n", + "29 24.621077 150.342000 \n", + "30 24.640000 150.351846 \n", + "31 24.658485 150.360606 \n", + "32 24.677656 150.369531 \n", + "33 24.693385 150.377077 \n", + "34 24.711692 150.386769 \n", + "35 24.730000 150.391846 \n", + "36 24.748281 150.401719 \n", + "37 24.767656 150.410469 \n", + "38 24.782344 150.419531 \n", + "39 24.801719 150.428281 \n", + "40 24.820000 150.438154 \n", + "41 24.838209 150.444627 \n", + "42 24.856615 150.452923 \n", + "43 24.872787 150.458361 \n", + "44 24.891455 150.462545 \n", + "45 24.910000 150.467708 \n", + "46 24.930000 150.472564 \n", + "47 24.947647 150.475000 \n", + "48 24.961304 150.477826 \n", + "49 24.972308 150.481538 \n", + "50 24.982000 150.486000 " + ], + "text/html": [ + "
    \n", + "\n", + "
    frameidxhdim_1hdim_2numthreshold_valuefeaturetimetimestryxlatitudelongitude
    00110.00000010.00000069912000-01-01 12:00:002000-01-01 12:00:0010000.00000010000.00000024.100000150.100000
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2190,176 +2698,14 @@ " \n", "
    frameidxhdim_1hdim_2numthreshold_valuefeaturetimetimestryxlatitudelongitude
    00110.00000010.00000069912000-01-01 12:00:002000-01-01 12:00:0010000.00000010000.00000024.100000150.100000
    11
    \n", "
    " - ], - "text/plain": [ - " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", - "0 0 1 10.000000 10.000000 69 9 1 \n", - "1 1 1 10.939394 11.848485 66 9 2 \n", - "2 2 1 11.707692 13.661538 65 9 3 \n", - "3 3 1 12.569231 15.353846 65 9 4 \n", - "4 4 1 13.200000 17.107692 65 9 5 \n", - "5 5 1 14.184615 19.000000 65 9 6 \n", - "6 6 1 15.060606 20.848485 66 9 7 \n", - "7 7 1 15.953125 22.765625 64 9 8 \n", - "8 8 1 16.707692 24.338462 65 9 9 \n", - "9 9 1 17.676923 26.169231 65 9 10 \n", - "10 10 1 18.184615 28.000000 65 9 11 \n", - "11 11 1 19.171875 29.828125 64 9 12 \n", - "12 12 1 20.046875 31.765625 64 9 13 \n", - "13 13 1 20.953125 33.234375 64 9 14 \n", - "14 14 1 21.828125 35.171875 64 9 15 \n", - "15 15 1 22.815385 37.000000 65 9 16 \n", - "16 16 1 23.323077 38.830769 65 9 17 \n", - "17 17 1 24.292308 40.661538 65 9 18 \n", - "18 18 1 25.046875 42.234375 64 9 19 \n", - "19 19 1 25.939394 44.151515 66 9 20 \n", - "20 20 1 26.815385 46.000000 65 9 21 \n", - "21 21 1 27.800000 47.892308 65 9 22 \n", - "22 22 1 28.430769 49.646154 65 9 23 \n", - "23 23 1 29.292308 51.338462 65 9 24 \n", - "24 24 1 30.060606 53.151515 66 9 25 \n", - "25 25 1 31.000000 55.000000 69 9 26 \n", - "26 26 1 31.939394 56.848485 66 9 27 \n", - "27 27 1 32.707692 58.661538 65 9 28 \n", - "28 28 1 33.569231 60.353846 65 9 29 \n", - "29 29 1 34.200000 62.107692 65 9 30 \n", - "30 30 1 35.184615 64.000000 65 9 31 \n", - "31 31 1 36.060606 65.848485 66 9 32 \n", - "32 32 1 36.953125 67.765625 64 9 33 \n", - "33 33 1 37.707692 69.338462 65 9 34 \n", - "34 34 1 38.676923 71.169231 65 9 35 \n", - "35 35 1 39.184615 73.000000 65 9 36 \n", - "36 36 1 40.171875 74.828125 64 9 37 \n", - "37 37 1 41.046875 76.765625 64 9 38 \n", - "38 38 1 41.953125 78.234375 64 9 39 \n", - "39 39 1 42.828125 80.171875 64 9 40 \n", - "40 40 1 43.815385 82.000000 65 9 41 \n", - "41 41 1 44.462687 83.820896 67 9 42 \n", - "42 42 1 45.292308 85.661538 65 9 43 \n", - "43 43 1 45.836066 87.278689 61 9 44 \n", - "44 44 1 46.254545 89.145455 55 9 45 \n", - "45 45 1 46.770833 91.000000 48 9 46 \n", - "46 46 1 47.256410 93.000000 39 9 47 \n", - "47 47 1 47.500000 94.764706 34 9 48 \n", - "48 48 1 47.782609 96.130435 23 9 49 \n", - "49 49 1 48.153846 97.230769 13 9 50 \n", - "50 50 1 48.600000 98.200000 5 9 51 \n", - "\n", - " time timestr y x \\\n", - "0 2000-01-01 12:00:00 2000-01-01 12:00:00 10000.000000 10000.000000 \n", - "1 2000-01-01 12:01:00 2000-01-01 12:01:00 10939.393939 11848.484848 \n", - "2 2000-01-01 12:02:00 2000-01-01 12:02:00 11707.692308 13661.538462 \n", - "3 2000-01-01 12:03:00 2000-01-01 12:03:00 12569.230769 15353.846154 \n", - "4 2000-01-01 12:04:00 2000-01-01 12:04:00 13200.000000 17107.692308 \n", - "5 2000-01-01 12:05:00 2000-01-01 12:05:00 14184.615385 19000.000000 \n", - "6 2000-01-01 12:06:00 2000-01-01 12:06:00 15060.606061 20848.484848 \n", - "7 2000-01-01 12:07:00 2000-01-01 12:07:00 15953.125000 22765.625000 \n", - "8 2000-01-01 12:08:00 2000-01-01 12:08:00 16707.692308 24338.461538 \n", - "9 2000-01-01 12:09:00 2000-01-01 12:09:00 17676.923077 26169.230769 \n", - "10 2000-01-01 12:10:00 2000-01-01 12:10:00 18184.615385 28000.000000 \n", - "11 2000-01-01 12:11:00 2000-01-01 12:11:00 19171.875000 29828.125000 \n", - "12 2000-01-01 12:12:00 2000-01-01 12:12:00 20046.875000 31765.625000 \n", - "13 2000-01-01 12:13:00 2000-01-01 12:13:00 20953.125000 33234.375000 \n", - "14 2000-01-01 12:14:00 2000-01-01 12:14:00 21828.125000 35171.875000 \n", - "15 2000-01-01 12:15:00 2000-01-01 12:15:00 22815.384615 37000.000000 \n", - "16 2000-01-01 12:16:00 2000-01-01 12:16:00 23323.076923 38830.769231 \n", - "17 2000-01-01 12:17:00 2000-01-01 12:17:00 24292.307692 40661.538462 \n", - "18 2000-01-01 12:18:00 2000-01-01 12:18:00 25046.875000 42234.375000 \n", - "19 2000-01-01 12:19:00 2000-01-01 12:19:00 25939.393939 44151.515152 \n", - "20 2000-01-01 12:20:00 2000-01-01 12:20:00 26815.384615 46000.000000 \n", - "21 2000-01-01 12:21:00 2000-01-01 12:21:00 27800.000000 47892.307692 \n", - "22 2000-01-01 12:22:00 2000-01-01 12:22:00 28430.769231 49646.153846 \n", - "23 2000-01-01 12:23:00 2000-01-01 12:23:00 29292.307692 51338.461538 \n", - "24 2000-01-01 12:24:00 2000-01-01 12:24:00 30060.606061 53151.515152 \n", - "25 2000-01-01 12:25:00 2000-01-01 12:25:00 31000.000000 55000.000000 \n", - "26 2000-01-01 12:26:00 2000-01-01 12:26:00 31939.393939 56848.484848 \n", - "27 2000-01-01 12:27:00 2000-01-01 12:27:00 32707.692308 58661.538462 \n", - "28 2000-01-01 12:28:00 2000-01-01 12:28:00 33569.230769 60353.846154 \n", - "29 2000-01-01 12:29:00 2000-01-01 12:29:00 34200.000000 62107.692308 \n", - "30 2000-01-01 12:30:00 2000-01-01 12:30:00 35184.615385 64000.000000 \n", - "31 2000-01-01 12:31:00 2000-01-01 12:31:00 36060.606061 65848.484848 \n", - "32 2000-01-01 12:32:00 2000-01-01 12:32:00 36953.125000 67765.625000 \n", - "33 2000-01-01 12:33:00 2000-01-01 12:33:00 37707.692308 69338.461538 \n", - "34 2000-01-01 12:34:00 2000-01-01 12:34:00 38676.923077 71169.230769 \n", - "35 2000-01-01 12:35:00 2000-01-01 12:35:00 39184.615385 73000.000000 \n", - "36 2000-01-01 12:36:00 2000-01-01 12:36:00 40171.875000 74828.125000 \n", - "37 2000-01-01 12:37:00 2000-01-01 12:37:00 41046.875000 76765.625000 \n", - "38 2000-01-01 12:38:00 2000-01-01 12:38:00 41953.125000 78234.375000 \n", - "39 2000-01-01 12:39:00 2000-01-01 12:39:00 42828.125000 80171.875000 \n", - "40 2000-01-01 12:40:00 2000-01-01 12:40:00 43815.384615 82000.000000 \n", - "41 2000-01-01 12:41:00 2000-01-01 12:41:00 44462.686567 83820.895522 \n", - "42 2000-01-01 12:42:00 2000-01-01 12:42:00 45292.307692 85661.538462 \n", - "43 2000-01-01 12:43:00 2000-01-01 12:43:00 45836.065574 87278.688525 \n", - "44 2000-01-01 12:44:00 2000-01-01 12:44:00 46254.545455 89145.454545 \n", - "45 2000-01-01 12:45:00 2000-01-01 12:45:00 46770.833333 91000.000000 \n", - "46 2000-01-01 12:46:00 2000-01-01 12:46:00 47256.410256 93000.000000 \n", - "47 2000-01-01 12:47:00 2000-01-01 12:47:00 47500.000000 94764.705882 \n", - "48 2000-01-01 12:48:00 2000-01-01 12:48:00 47782.608696 96130.434783 \n", - "49 2000-01-01 12:49:00 2000-01-01 12:49:00 48153.846154 97230.769231 \n", - "50 2000-01-01 12:50:00 2000-01-01 12:50:00 48600.000000 98200.000000 \n", - "\n", - " latitude longitude \n", - "0 24.100000 150.100000 \n", - "1 24.118485 150.109394 \n", - "2 24.136615 150.117077 \n", - "3 24.153538 150.125692 \n", - "4 24.171077 150.132000 \n", - "5 24.190000 150.141846 \n", - "6 24.208485 150.150606 \n", - "7 24.227656 150.159531 \n", - "8 24.243385 150.167077 \n", - "9 24.261692 150.176769 \n", - "10 24.280000 150.181846 \n", - "11 24.298281 150.191719 \n", - "12 24.317656 150.200469 \n", - "13 24.332344 150.209531 \n", - "14 24.351719 150.218281 \n", - "15 24.370000 150.228154 \n", - "16 24.388308 150.233231 \n", - "17 24.406615 150.242923 \n", - "18 24.422344 150.250469 \n", - "19 24.441515 150.259394 \n", - "20 24.460000 150.268154 \n", - "21 24.478923 150.278000 \n", - "22 24.496462 150.284308 \n", - "23 24.513385 150.292923 \n", - "24 24.531515 150.300606 \n", - "25 24.550000 150.310000 \n", - "26 24.568485 150.319394 \n", - "27 24.586615 150.327077 \n", - "28 24.603538 150.335692 \n", - "29 24.621077 150.342000 \n", - "30 24.640000 150.351846 \n", - "31 24.658485 150.360606 \n", - "32 24.677656 150.369531 \n", - "33 24.693385 150.377077 \n", - "34 24.711692 150.386769 \n", - "35 24.730000 150.391846 \n", - "36 24.748281 150.401719 \n", - "37 24.767656 150.410469 \n", - "38 24.782344 150.419531 \n", - "39 24.801719 150.428281 \n", - "40 24.820000 150.438154 \n", - "41 24.838209 150.444627 \n", - "42 24.856615 150.452923 \n", - "43 24.872787 150.458361 \n", - "44 24.891455 150.462545 \n", - "45 24.910000 150.467708 \n", - "46 24.930000 150.472564 \n", - "47 24.947647 150.475000 \n", - "48 24.961304 150.477826 \n", - "49 24.972308 150.481538 \n", - "50 24.982000 150.486000 " ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "features" - ] + "execution_count": 12 }, { "cell_type": "markdown", @@ -2379,7 +2725,6 @@ }, { "cell_type": "code", - "execution_count": 12, "id": "c61c8715", "metadata": { "execution": { @@ -2387,20 +2732,12 @@ "iopub.status.busy": "2025-07-17T22:00:00.915605Z", "iopub.status.idle": "2025-07-17T22:00:01.294079Z", "shell.execute_reply": "2025-07-17T22:00:01.293847Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:57.415338Z", + "start_time": "2025-12-04T20:43:57.166482Z" } }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "fig, axs = plt.subplots(ncols=1, nrows=3, figsize=(12, 16), sharey=True)\n", "plt.subplots_adjust(hspace=0.5)\n", @@ -2421,7 +2758,23 @@ " )\n", "\n", " axs[i].set_title(f\"timeframe = {itime}\")" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 13 }, { "cell_type": "markdown", @@ -2443,7 +2796,6 @@ }, { "cell_type": "code", - "execution_count": 13, "id": "a1c72cca", "metadata": { "execution": { @@ -2453,18 +2805,11 @@ "shell.execute_reply": "2025-07-17T22:00:01.317867Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Frame 50: 1 trajectories present.\n" - ] - } - ], "source": [ "trajectories = tobac.linking_trackpy(features, test_data, dt=dt, dxy=dxy, v_max=100)" - ] + ], + "execution_count": 14, + "outputs": [] }, { "cell_type": "markdown", @@ -2484,7 +2829,6 @@ }, { "cell_type": "code", - "execution_count": 14, "id": "26b7a9b2", "metadata": { "execution": { @@ -2492,11 +2836,178 @@ "iopub.status.busy": "2025-07-17T22:00:01.326198Z", "iopub.status.idle": "2025-07-17T22:00:01.335183Z", "shell.execute_reply": "2025-07-17T22:00:01.334974Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:57.510437Z", + "start_time": "2025-12-04T20:43:57.500106Z" } }, + "source": [ + "trajectories" + ], "outputs": [ { "data": { + "text/plain": [ + " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", + "0 0 1 10.000000 10.000000 69 9 1 \n", + "1 1 1 10.939394 11.848485 66 9 2 \n", + "2 2 1 11.707692 13.661538 65 9 3 \n", + "3 3 1 12.569231 15.353846 65 9 4 \n", + "4 4 1 13.200000 17.107692 65 9 5 \n", + "5 5 1 14.184615 19.000000 65 9 6 \n", + "6 6 1 15.060606 20.848485 66 9 7 \n", + "7 7 1 15.953125 22.765625 64 9 8 \n", + "8 8 1 16.707692 24.338462 65 9 9 \n", + "9 9 1 17.676923 26.169231 65 9 10 \n", + "10 10 1 18.184615 28.000000 65 9 11 \n", + "11 11 1 19.171875 29.828125 64 9 12 \n", + "12 12 1 20.046875 31.765625 64 9 13 \n", + "13 13 1 20.953125 33.234375 64 9 14 \n", + "14 14 1 21.828125 35.171875 64 9 15 \n", + "15 15 1 22.815385 37.000000 65 9 16 \n", + "16 16 1 23.323077 38.830769 65 9 17 \n", + "17 17 1 24.292308 40.661538 65 9 18 \n", + "18 18 1 25.046875 42.234375 64 9 19 \n", + "19 19 1 25.939394 44.151515 66 9 20 \n", + "20 20 1 26.815385 46.000000 65 9 21 \n", + "21 21 1 27.800000 47.892308 65 9 22 \n", + "22 22 1 28.430769 49.646154 65 9 23 \n", + "23 23 1 29.292308 51.338462 65 9 24 \n", + "24 24 1 30.060606 53.151515 66 9 25 \n", + "25 25 1 31.000000 55.000000 69 9 26 \n", + "26 26 1 31.939394 56.848485 66 9 27 \n", + "27 27 1 32.707692 58.661538 65 9 28 \n", + "28 28 1 33.569231 60.353846 65 9 29 \n", + "29 29 1 34.200000 62.107692 65 9 30 \n", + "30 30 1 35.184615 64.000000 65 9 31 \n", + "31 31 1 36.060606 65.848485 66 9 32 \n", + "32 32 1 36.953125 67.765625 64 9 33 \n", + "33 33 1 37.707692 69.338462 65 9 34 \n", + "34 34 1 38.676923 71.169231 65 9 35 \n", + "35 35 1 39.184615 73.000000 65 9 36 \n", + "36 36 1 40.171875 74.828125 64 9 37 \n", + "37 37 1 41.046875 76.765625 64 9 38 \n", + "38 38 1 41.953125 78.234375 64 9 39 \n", + "39 39 1 42.828125 80.171875 64 9 40 \n", + "40 40 1 43.815385 82.000000 65 9 41 \n", + "41 41 1 44.462687 83.820896 67 9 42 \n", + "42 42 1 45.292308 85.661538 65 9 43 \n", + "43 43 1 45.836066 87.278689 61 9 44 \n", + "44 44 1 46.254545 89.145455 55 9 45 \n", + "45 45 1 46.770833 91.000000 48 9 46 \n", + "46 46 1 47.256410 93.000000 39 9 47 \n", + "47 47 1 47.500000 94.764706 34 9 48 \n", + "48 48 1 47.782609 96.130435 23 9 49 \n", + "49 49 1 48.153846 97.230769 13 9 50 \n", + "50 50 1 48.600000 98.200000 5 9 51 \n", + "\n", + " time timestr y x \\\n", + "0 2000-01-01 12:00:00 2000-01-01 12:00:00 10000.000000 10000.000000 \n", + "1 2000-01-01 12:01:00 2000-01-01 12:01:00 10939.393939 11848.484848 \n", + "2 2000-01-01 12:02:00 2000-01-01 12:02:00 11707.692308 13661.538462 \n", + "3 2000-01-01 12:03:00 2000-01-01 12:03:00 12569.230769 15353.846154 \n", + "4 2000-01-01 12:04:00 2000-01-01 12:04:00 13200.000000 17107.692308 \n", + "5 2000-01-01 12:05:00 2000-01-01 12:05:00 14184.615385 19000.000000 \n", + "6 2000-01-01 12:06:00 2000-01-01 12:06:00 15060.606061 20848.484848 \n", + "7 2000-01-01 12:07:00 2000-01-01 12:07:00 15953.125000 22765.625000 \n", + "8 2000-01-01 12:08:00 2000-01-01 12:08:00 16707.692308 24338.461538 \n", + "9 2000-01-01 12:09:00 2000-01-01 12:09:00 17676.923077 26169.230769 \n", + "10 2000-01-01 12:10:00 2000-01-01 12:10:00 18184.615385 28000.000000 \n", + "11 2000-01-01 12:11:00 2000-01-01 12:11:00 19171.875000 29828.125000 \n", + "12 2000-01-01 12:12:00 2000-01-01 12:12:00 20046.875000 31765.625000 \n", + "13 2000-01-01 12:13:00 2000-01-01 12:13:00 20953.125000 33234.375000 \n", + "14 2000-01-01 12:14:00 2000-01-01 12:14:00 21828.125000 35171.875000 \n", + "15 2000-01-01 12:15:00 2000-01-01 12:15:00 22815.384615 37000.000000 \n", + "16 2000-01-01 12:16:00 2000-01-01 12:16:00 23323.076923 38830.769231 \n", + "17 2000-01-01 12:17:00 2000-01-01 12:17:00 24292.307692 40661.538462 \n", + "18 2000-01-01 12:18:00 2000-01-01 12:18:00 25046.875000 42234.375000 \n", + "19 2000-01-01 12:19:00 2000-01-01 12:19:00 25939.393939 44151.515152 \n", + "20 2000-01-01 12:20:00 2000-01-01 12:20:00 26815.384615 46000.000000 \n", + "21 2000-01-01 12:21:00 2000-01-01 12:21:00 27800.000000 47892.307692 \n", + "22 2000-01-01 12:22:00 2000-01-01 12:22:00 28430.769231 49646.153846 \n", + "23 2000-01-01 12:23:00 2000-01-01 12:23:00 29292.307692 51338.461538 \n", + "24 2000-01-01 12:24:00 2000-01-01 12:24:00 30060.606061 53151.515152 \n", + "25 2000-01-01 12:25:00 2000-01-01 12:25:00 31000.000000 55000.000000 \n", + "26 2000-01-01 12:26:00 2000-01-01 12:26:00 31939.393939 56848.484848 \n", + "27 2000-01-01 12:27:00 2000-01-01 12:27:00 32707.692308 58661.538462 \n", + "28 2000-01-01 12:28:00 2000-01-01 12:28:00 33569.230769 60353.846154 \n", + "29 2000-01-01 12:29:00 2000-01-01 12:29:00 34200.000000 62107.692308 \n", + "30 2000-01-01 12:30:00 2000-01-01 12:30:00 35184.615385 64000.000000 \n", + "31 2000-01-01 12:31:00 2000-01-01 12:31:00 36060.606061 65848.484848 \n", + "32 2000-01-01 12:32:00 2000-01-01 12:32:00 36953.125000 67765.625000 \n", + "33 2000-01-01 12:33:00 2000-01-01 12:33:00 37707.692308 69338.461538 \n", + "34 2000-01-01 12:34:00 2000-01-01 12:34:00 38676.923077 71169.230769 \n", + "35 2000-01-01 12:35:00 2000-01-01 12:35:00 39184.615385 73000.000000 \n", + "36 2000-01-01 12:36:00 2000-01-01 12:36:00 40171.875000 74828.125000 \n", + "37 2000-01-01 12:37:00 2000-01-01 12:37:00 41046.875000 76765.625000 \n", + "38 2000-01-01 12:38:00 2000-01-01 12:38:00 41953.125000 78234.375000 \n", + "39 2000-01-01 12:39:00 2000-01-01 12:39:00 42828.125000 80171.875000 \n", + "40 2000-01-01 12:40:00 2000-01-01 12:40:00 43815.384615 82000.000000 \n", + "41 2000-01-01 12:41:00 2000-01-01 12:41:00 44462.686567 83820.895522 \n", + "42 2000-01-01 12:42:00 2000-01-01 12:42:00 45292.307692 85661.538462 \n", + "43 2000-01-01 12:43:00 2000-01-01 12:43:00 45836.065574 87278.688525 \n", + "44 2000-01-01 12:44:00 2000-01-01 12:44:00 46254.545455 89145.454545 \n", + "45 2000-01-01 12:45:00 2000-01-01 12:45:00 46770.833333 91000.000000 \n", + "46 2000-01-01 12:46:00 2000-01-01 12:46:00 47256.410256 93000.000000 \n", + "47 2000-01-01 12:47:00 2000-01-01 12:47:00 47500.000000 94764.705882 \n", + "48 2000-01-01 12:48:00 2000-01-01 12:48:00 47782.608696 96130.434783 \n", + "49 2000-01-01 12:49:00 2000-01-01 12:49:00 48153.846154 97230.769231 \n", + "50 2000-01-01 12:50:00 2000-01-01 12:50:00 48600.000000 98200.000000 \n", + "\n", + " latitude longitude cell time_cell \n", + "0 24.100000 150.100000 1 0 days 00:00:00 \n", + "1 24.118485 150.109394 1 0 days 00:01:00 \n", + "2 24.136615 150.117077 1 0 days 00:02:00 \n", + "3 24.153538 150.125692 1 0 days 00:03:00 \n", + "4 24.171077 150.132000 1 0 days 00:04:00 \n", + "5 24.190000 150.141846 1 0 days 00:05:00 \n", + "6 24.208485 150.150606 1 0 days 00:06:00 \n", + "7 24.227656 150.159531 1 0 days 00:07:00 \n", + "8 24.243385 150.167077 1 0 days 00:08:00 \n", + "9 24.261692 150.176769 1 0 days 00:09:00 \n", + "10 24.280000 150.181846 1 0 days 00:10:00 \n", + "11 24.298281 150.191719 1 0 days 00:11:00 \n", + "12 24.317656 150.200469 1 0 days 00:12:00 \n", + "13 24.332344 150.209531 1 0 days 00:13:00 \n", + "14 24.351719 150.218281 1 0 days 00:14:00 \n", + "15 24.370000 150.228154 1 0 days 00:15:00 \n", + "16 24.388308 150.233231 1 0 days 00:16:00 \n", + "17 24.406615 150.242923 1 0 days 00:17:00 \n", + "18 24.422344 150.250469 1 0 days 00:18:00 \n", + "19 24.441515 150.259394 1 0 days 00:19:00 \n", + "20 24.460000 150.268154 1 0 days 00:20:00 \n", + "21 24.478923 150.278000 1 0 days 00:21:00 \n", + "22 24.496462 150.284308 1 0 days 00:22:00 \n", + "23 24.513385 150.292923 1 0 days 00:23:00 \n", + "24 24.531515 150.300606 1 0 days 00:24:00 \n", + "25 24.550000 150.310000 1 0 days 00:25:00 \n", + "26 24.568485 150.319394 1 0 days 00:26:00 \n", + "27 24.586615 150.327077 1 0 days 00:27:00 \n", + "28 24.603538 150.335692 1 0 days 00:28:00 \n", + "29 24.621077 150.342000 1 0 days 00:29:00 \n", + "30 24.640000 150.351846 1 0 days 00:30:00 \n", + "31 24.658485 150.360606 1 0 days 00:31:00 \n", + "32 24.677656 150.369531 1 0 days 00:32:00 \n", + "33 24.693385 150.377077 1 0 days 00:33:00 \n", + "34 24.711692 150.386769 1 0 days 00:34:00 \n", + "35 24.730000 150.391846 1 0 days 00:35:00 \n", + "36 24.748281 150.401719 1 0 days 00:36:00 \n", + "37 24.767656 150.410469 1 0 days 00:37:00 \n", + "38 24.782344 150.419531 1 0 days 00:38:00 \n", + "39 24.801719 150.428281 1 0 days 00:39:00 \n", + "40 24.820000 150.438154 1 0 days 00:40:00 \n", + "41 24.838209 150.444627 1 0 days 00:41:00 \n", + "42 24.856615 150.452923 1 0 days 00:42:00 \n", + "43 24.872787 150.458361 1 0 days 00:43:00 \n", + "44 24.891455 150.462545 1 0 days 00:44:00 \n", + "45 24.910000 150.467708 1 0 days 00:45:00 \n", + "46 24.930000 150.472564 1 0 days 00:46:00 \n", + "47 24.947647 150.475000 1 0 days 00:47:00 \n", + "48 24.961304 150.477826 1 0 days 00:48:00 \n", + "49 24.972308 150.481538 1 0 days 00:49:00 \n", + "50 24.982000 150.486000 1 0 days 00:50:00 " + ], "text/html": [ "
    \n", "
    <xarray.DataArray 'segmentation_mask' (time: 100, y: 50, x: 100)> Size: 4MB\n",
            "array([[[0, 0, 0, ..., 0, 0, 0],\n",
            "        [0, 0, 0, ..., 0, 0, 0],\n",
    @@ -4220,15 +4720,15 @@
            "        ...,\n",
            "        [0, 0, 0, ..., 0, 0, 0],\n",
            "        [0, 0, 0, ..., 0, 0, 0],\n",
    -       "        [0, 0, 0, ..., 0, 0, 0]]])\n",
    +       "        [0, 0, 0, ..., 0, 0, 0]]], shape=(100, 50, 100))\n",
            "Coordinates:\n",
            "  * time       (time) datetime64[ns] 800B 2000-01-01T12:00:00 ... 2000-01-01T...\n",
            "  * y          (y) float64 400B 0.0 1e+03 2e+03 ... 4.7e+04 4.8e+04 4.9e+04\n",
            "  * x          (x) float64 800B 0.0 1e+03 2e+03 ... 9.7e+04 9.8e+04 9.9e+04\n",
    -       "    latitude   (y, x) float64 40kB ...\n",
    -       "    longitude  (y, x) float64 40kB ...\n",
    +       "    latitude   (y, x) float64 40kB 24.0 24.01 24.02 24.03 ... 24.97 24.98 24.99\n",
    +       "    longitude  (y, x) float64 40kB 150.0 150.0 150.0 150.0 ... 150.5 150.5 150.5\n",
            "Attributes:\n",
    -       "    threshold:  9
  • threshold :
    9
  • " ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "segment_labels" - ] + "execution_count": 20 }, { "cell_type": "markdown", @@ -4478,7 +4937,6 @@ }, { "cell_type": "code", - "execution_count": 20, "id": "25d26ebc", "metadata": { "execution": { @@ -4486,20 +4944,12 @@ "iopub.status.busy": "2025-07-17T22:00:02.031509Z", "iopub.status.idle": "2025-07-17T22:00:02.407905Z", "shell.execute_reply": "2025-07-17T22:00:02.407646Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:58.470739Z", + "start_time": "2025-12-04T20:43:58.222214Z" } }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "fig, axs = plt.subplots(ncols=1, nrows=3, figsize=(12, 16), sharey=True)\n", "plt.subplots_adjust(hspace=0.5)\n", @@ -4524,7 +4974,23 @@ " )\n", "\n", " axs[i].set_title(f\"timeframe = {itime}\")" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 21 }, { "cell_type": "markdown", @@ -4560,7 +5026,6 @@ }, { "cell_type": "code", - "execution_count": 21, "id": "4c516c26", "metadata": { "execution": { @@ -4568,12 +5033,17 @@ "iopub.status.busy": "2025-07-17T22:00:02.409279Z", "iopub.status.idle": "2025-07-17T22:00:02.425679Z", "shell.execute_reply": "2025-07-17T22:00:02.425440Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:58.494417Z", + "start_time": "2025-12-04T20:43:58.476413Z" } }, - "outputs": [], "source": [ "vel = tobac.calculate_velocity(track)" - ] + ], + "outputs": [], + "execution_count": 22 }, { "cell_type": "markdown", @@ -4585,7 +5055,6 @@ }, { "cell_type": "code", - "execution_count": 22, "id": "887d4338", "metadata": { "execution": { @@ -4593,12 +5062,17 @@ "iopub.status.busy": "2025-07-17T22:00:02.426701Z", "iopub.status.idle": "2025-07-17T22:00:02.428150Z", "shell.execute_reply": "2025-07-17T22:00:02.427970Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:58.499052Z", + "start_time": "2025-12-04T20:43:58.497454Z" } }, - "outputs": [], "source": [ "expected_velocity = np.sqrt(30**2 + 14**2)" - ] + ], + "outputs": [], + "execution_count": 23 }, { "cell_type": "markdown", @@ -4610,7 +5084,6 @@ }, { "cell_type": "code", - "execution_count": 23, "id": "6151a205", "metadata": { "execution": { @@ -4618,20 +5091,12 @@ "iopub.status.busy": "2025-07-17T22:00:02.429083Z", "iopub.status.idle": "2025-07-17T22:00:02.475915Z", "shell.execute_reply": "2025-07-17T22:00:02.475657Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:58.553070Z", + "start_time": "2025-12-04T20:43:58.501160Z" } }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "plt.figure(figsize=(10, 5))\n", "plt.tight_layout()\n", @@ -4643,7 +5108,23 @@ "\n", "plt.axhline(expected_velocity, color=\"darkgreen\", lw=5, alpha=0.5)\n", "sns.despine()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 24 }, { "cell_type": "markdown", @@ -4655,7 +5136,6 @@ }, { "cell_type": "code", - "execution_count": 24, "id": "fdac72d9", "metadata": { "execution": { @@ -4663,19 +5143,23 @@ "iopub.status.busy": "2025-07-17T22:00:02.477025Z", "iopub.status.idle": "2025-07-17T22:00:02.478816Z", "shell.execute_reply": "2025-07-17T22:00:02.478634Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:58.560979Z", + "start_time": "2025-12-04T20:43:58.559145Z" } }, - "outputs": [], "source": [ "hist, edges = tobac.velocity_histogram(\n", " track,\n", " bin_edges=np.arange(14, 43, 3),\n", ")" - ] + ], + "outputs": [], + "execution_count": 25 }, { "cell_type": "code", - "execution_count": 25, "id": "d18089f9", "metadata": { "execution": { @@ -4683,20 +5167,12 @@ "iopub.status.busy": "2025-07-17T22:00:02.479742Z", "iopub.status.idle": "2025-07-17T22:00:02.515629Z", "shell.execute_reply": "2025-07-17T22:00:02.515424Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:58.612390Z", + "start_time": "2025-12-04T20:43:58.568620Z" } }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "width = 0.9 * (edges[1] - edges[0])\n", "center = (edges[:-1] + edges[1:]) / 2\n", @@ -4708,7 +5184,23 @@ "\n", "plt.axvline(expected_velocity, color=\"darkgreen\", lw=5, alpha=0.5)\n", "sns.despine()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 26 }, { "cell_type": "markdown", @@ -4722,7 +5214,6 @@ }, { "cell_type": "code", - "execution_count": 26, "id": "33a10697", "metadata": { "execution": { @@ -4730,25 +5221,29 @@ "iopub.status.busy": "2025-07-17T22:00:02.516697Z", "iopub.status.idle": "2025-07-17T22:00:02.579849Z", "shell.execute_reply": "2025-07-17T22:00:02.579598Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:58.733567Z", + "start_time": "2025-12-04T20:43:58.615269Z" } }, + "source": [ + "area = tobac.calculate_area(features, segment_labels)" + ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/jonesw/python/tobac/tobac/utils/bulk_statistics.py:340: UserWarning: Not all timesteps have matching features\n", + "/Users/seanfreeman/PycharmProjects/tobac/tobac/utils/bulk_statistics.py:340: UserWarning: Not all timesteps have matching features\n", " warnings.warn(\"Not all timesteps have matching features\", UserWarning)\n" ] } ], - "source": [ - "area = tobac.calculate_area(features, segment_labels)" - ] + "execution_count": 27 }, { "cell_type": "code", - "execution_count": 27, "id": "571cb182", "metadata": { "execution": { @@ -4756,9 +5251,12 @@ "iopub.status.busy": "2025-07-17T22:00:02.580883Z", "iopub.status.idle": "2025-07-17T22:00:02.582681Z", "shell.execute_reply": "2025-07-17T22:00:02.582498Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:58.738509Z", + "start_time": "2025-12-04T20:43:58.736579Z" } }, - "outputs": [], "source": [ "blob_magitude = 10 # also hard-code in the test\n", "blob_sigma = 10e3\n", @@ -4766,11 +5264,12 @@ "normalized_circle_radius = np.sqrt(np.log(blob_magitude / threshold))\n", "absolute_circle_radius = np.sqrt(2) * blob_sigma * normalized_circle_radius\n", "expected_area = np.pi * absolute_circle_radius**2" - ] + ], + "outputs": [], + "execution_count": 28 }, { "cell_type": "code", - "execution_count": 28, "id": "86be74d4", "metadata": { "execution": { @@ -4778,20 +5277,12 @@ "iopub.status.busy": "2025-07-17T22:00:02.583638Z", "iopub.status.idle": "2025-07-17T22:00:02.702651Z", "shell.execute_reply": "2025-07-17T22:00:02.702400Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:58.867932Z", + "start_time": "2025-12-04T20:43:58.745279Z" } }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "plt.figure(figsize=(10, 5))\n", "plt.tight_layout()\n", @@ -4802,7 +5293,23 @@ "\n", "plt.axhline(expected_area, color=\"darkgreen\", lw=5, alpha=0.5)\n", "sns.despine()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 29 }, { "cell_type": "markdown", @@ -4816,7 +5323,6 @@ }, { "cell_type": "code", - "execution_count": 29, "id": "4a7b37f1", "metadata": { "execution": { @@ -4824,18 +5330,22 @@ "iopub.status.busy": "2025-07-17T22:00:02.703733Z", "iopub.status.idle": "2025-07-17T22:00:02.706044Z", "shell.execute_reply": "2025-07-17T22:00:02.705860Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:58.873492Z", + "start_time": "2025-12-04T20:43:58.871257Z" } }, - "outputs": [], "source": [ "hist, bins, centers = tobac.lifetime_histogram(\n", " track, bin_edges=np.arange(0, 200, 20)\n", ")" - ] + ], + "outputs": [], + "execution_count": 30 }, { "cell_type": "code", - "execution_count": 30, "id": "36bb6765", "metadata": { "execution": { @@ -4843,27 +5353,35 @@ "iopub.status.busy": "2025-07-17T22:00:02.707008Z", "iopub.status.idle": "2025-07-17T22:00:02.735163Z", "shell.execute_reply": "2025-07-17T22:00:02.734962Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:43:58.915263Z", + "start_time": "2025-12-04T20:43:58.880798Z" } }, + "source": [ + "plt.tight_layout()\n", + "plt.bar(centers, hist, width=width)\n", + "plt.ylabel(\"count\")\n", + "plt.xlabel(\"lifetime\")\n", + "plt.show()" + ], "outputs": [ { "data": { - "image/png": "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", "text/plain": [ "
    " - ] + ], + "image/png": "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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "plt.tight_layout()\n", - "plt.bar(centers, hist, width=width)\n", - "plt.ylabel(\"count\")\n", - "plt.xlabel(\"lifetime\")\n", - "plt.show()" - ] + "execution_count": 31 }, { "cell_type": "markdown", @@ -4886,6 +5404,11 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.9" + }, + "kernelspec": { + "name": "python3", + "language": "python", + "display_name": "Python 3 (ipykernel)" } }, "nbformat": 4, diff --git a/examples/Basics/Idealized-Case-2_Two_crossing_Blobs.ipynb b/examples/Basics/Idealized-Case-2_Two_crossing_Blobs.ipynb index 9e3c303b..9f7bb04e 100644 --- a/examples/Basics/Idealized-Case-2_Two_crossing_Blobs.ipynb +++ b/examples/Basics/Idealized-Case-2_Two_crossing_Blobs.ipynb @@ -33,7 +33,6 @@ }, { "cell_type": "code", - "execution_count": 1, "id": "19d7880d", "metadata": { "execution": { @@ -41,9 +40,12 @@ "iopub.status.busy": "2025-07-17T22:00:39.000666Z", "iopub.status.idle": "2025-07-17T22:00:44.472991Z", "shell.execute_reply": "2025-07-17T22:00:44.472701Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:27.347909Z", + "start_time": "2025-12-04T20:47:26.693116Z" } }, - "outputs": [], "source": [ "import tobac\n", "import numpy as np\n", @@ -54,7 +56,18 @@ "\n", "sns.set_context(\"talk\")\n", "%matplotlib inline" - ] + ], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/seanfreeman/PycharmProjects/tobac/tobac/utils/decorators.py:536: UserWarning: Numba not able to be imported; periodic boundary calculations will be slower.Exception raised: ModuleNotFoundError(\"No module named 'numba'\")\n", + " warnings.warn(\n" + ] + } + ], + "execution_count": 1 }, { "cell_type": "markdown", @@ -66,7 +79,6 @@ }, { "cell_type": "code", - "execution_count": 2, "id": "f9945358", "metadata": { "execution": { @@ -74,13 +86,18 @@ "iopub.status.busy": "2025-07-17T22:00:44.474577Z", "iopub.status.idle": "2025-07-17T22:00:44.476651Z", "shell.execute_reply": "2025-07-17T22:00:44.476407Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:27.355688Z", + "start_time": "2025-12-04T20:47:27.353767Z" } }, - "outputs": [], "source": [ "x_min, y_min, x_max, y_max = 0, 0, 1e5, 1e5\n", "t_min, t_max = 0, 10000" - ] + ], + "outputs": [], + "execution_count": 2 }, { "cell_type": "markdown", @@ -92,7 +109,6 @@ }, { "cell_type": "code", - "execution_count": 3, "id": "4d5bfe03-c00c-4eb2-9c35-d6fafa837dc6", "metadata": { "execution": { @@ -100,9 +116,12 @@ "iopub.status.busy": "2025-07-17T22:00:44.479091Z", "iopub.status.idle": "2025-07-17T22:00:44.485173Z", "shell.execute_reply": "2025-07-17T22:00:44.484811Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:27.361842Z", + "start_time": "2025-12-04T20:47:27.358427Z" } }, - "outputs": [], "source": [ "def create_mesh(x_min, y_min, x_max, y_max, t_min, t_max, N_x=200, N_y=200, dt=520):\n", " x = np.linspace(x_min, x_max, N_x)\n", @@ -114,7 +133,9 @@ "\n", "\n", "mesh = create_mesh(x_min, y_min, x_max, y_max, t_min, t_max)" - ] + ], + "outputs": [], + "execution_count": 3 }, { "cell_type": "markdown", @@ -126,7 +147,6 @@ }, { "cell_type": "code", - "execution_count": 4, "id": "e322c61d", "metadata": { "execution": { @@ -134,13 +154,18 @@ "iopub.status.busy": "2025-07-17T22:00:44.486484Z", "iopub.status.idle": "2025-07-17T22:00:44.488896Z", "shell.execute_reply": "2025-07-17T22:00:44.488640Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:27.365084Z", + "start_time": "2025-12-04T20:47:27.363731Z" } }, - "outputs": [], "source": [ "v_x = 10\n", "v_y = 10" - ] + ], + "outputs": [], + "execution_count": 4 }, { "cell_type": "markdown", @@ -152,7 +177,6 @@ }, { "cell_type": "code", - "execution_count": 5, "id": "19b360bc", "metadata": { "execution": { @@ -160,9 +184,12 @@ "iopub.status.busy": "2025-07-17T22:00:44.490251Z", "iopub.status.idle": "2025-07-17T22:00:44.493994Z", "shell.execute_reply": "2025-07-17T22:00:44.493637Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:27.370156Z", + "start_time": "2025-12-04T20:47:27.367072Z" } }, - "outputs": [], "source": [ "def create_wandering_blob(mesh, x_0, y_0, v_x, v_y, t_create, t_vanish, sigma=1e7):\n", " tt, yy, xx = mesh\n", @@ -200,7 +227,9 @@ " data = data.assign_coords(longitude=(\"y\", y / y.max() * 90))\n", "\n", " return data" - ] + ], + "outputs": [], + "execution_count": 5 }, { "cell_type": "markdown", @@ -212,7 +241,6 @@ }, { "cell_type": "code", - "execution_count": 6, "id": "e73d775b", "metadata": { "execution": { @@ -220,18 +248,12 @@ "iopub.status.busy": "2025-07-17T22:00:44.496171Z", "iopub.status.idle": "2025-07-17T22:00:44.554537Z", "shell.execute_reply": "2025-07-17T22:00:44.554230Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:27.457987Z", + "start_time": "2025-12-04T20:47:27.372277Z" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/cw/ddjy53ds5h51szdq1630n50r0000gp/T/ipykernel_12439/3004907286.py:30: UserWarning: Converting non-nanosecond precision datetime values to nanosecond precision. This behavior can eventually be relaxed in xarray, as it is an artifact from pandas which is now beginning to support non-nanosecond precision values. This warning is caused by passing non-nanosecond np.datetime64 or np.timedelta64 values to the DataArray or Variable constructor; it can be silenced by converting the values to nanosecond precision ahead of time.\n", - " data = xr.DataArray(data=array, dims=dims, coords=coords, attrs=attributes)\n" - ] - } - ], "source": [ "blob_1 = create_wandering_blob(mesh, x_min, y_min, v_x, v_y, t_min, t_max)\n", "blob_2 = create_wandering_blob(mesh, x_max, y_min, -v_x, v_y, t_min, t_max)\n", @@ -239,7 +261,9 @@ "blob = np.where(blob_mask, blob_1, blob_2)\n", "\n", "data = create_xarray(blob, mesh)" - ] + ], + "outputs": [], + "execution_count": 6 }, { "cell_type": "markdown", @@ -251,7 +275,6 @@ }, { "cell_type": "code", - "execution_count": 7, "id": "53893ecb", "metadata": { "execution": { @@ -259,13 +282,27 @@ "iopub.status.busy": "2025-07-17T22:00:44.556011Z", "iopub.status.idle": "2025-07-17T22:00:46.043060Z", "shell.execute_reply": "2025-07-17T22:00:46.042609Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:28.863201Z", + "start_time": "2025-12-04T20:47:27.460976Z" } }, + "source": [ + "data.plot(\n", + " cmap=\"viridis\",\n", + " col=\"time\",\n", + " col_wrap=5,\n", + " x=\"x\",\n", + " y=\"y\",\n", + " size=5,\n", + ")" + ], "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -274,25 +311,19 @@ }, { "data": { - "image/png": "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", "text/plain": [ "
    " - ] + ], + "image/png": "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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "data.plot(\n", - " cmap=\"viridis\",\n", - " col=\"time\",\n", - " col_wrap=5,\n", - " x=\"x\",\n", - " y=\"y\",\n", - " size=5,\n", - ")" - ] + "execution_count": 7 }, { "cell_type": "markdown", @@ -314,7 +345,6 @@ }, { "cell_type": "code", - "execution_count": 8, "id": "440f2acb", "metadata": { "execution": { @@ -322,21 +352,27 @@ "iopub.status.busy": "2025-07-17T22:00:46.046014Z", "iopub.status.idle": "2025-07-17T22:00:46.449398Z", "shell.execute_reply": "2025-07-17T22:00:46.449064Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:29.049343Z", + "start_time": "2025-12-04T20:47:28.908878Z" } }, - "outputs": [], "source": [ "%%capture\n", "\n", "spacing = np.diff(np.unique(mesh[1]))[0]\n", "\n", - "dxy, dt = tobac.get_spacings(data, grid_spacing=spacing)\n", + "dxy = spacing # meters\n", + "dt = 520 # seconds\n", + "\n", "features = tobac.feature_detection_multithreshold(data, dxy, threshold=0.99)" - ] + ], + "outputs": [], + "execution_count": 8 }, { "cell_type": "code", - "execution_count": 9, "id": "829147c5", "metadata": { "execution": { @@ -344,8 +380,16 @@ "iopub.status.busy": "2025-07-17T22:00:46.450702Z", "iopub.status.idle": "2025-07-17T22:00:46.515279Z", "shell.execute_reply": "2025-07-17T22:00:46.514965Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:29.109181Z", + "start_time": "2025-12-04T20:47:29.053636Z" } }, + "source": [ + "plt.figure(figsize=(10, 6))\n", + "features.plot.scatter(x=\"hdim_1\", y=\"hdim_2\")" + ], "outputs": [ { "data": { @@ -364,23 +408,26 @@ ] }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } }, { "data": { - "image/png": "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", "text/plain": [ "
    " - ] + ], + "image/png": "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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "plt.figure(figsize=(10, 6))\n", - "features.plot.scatter(x=\"hdim_1\", y=\"hdim_2\")" - ] + "execution_count": 9 }, { "cell_type": "markdown", @@ -392,7 +439,6 @@ }, { "cell_type": "code", - "execution_count": 10, "id": "f9537137", "metadata": { "execution": { @@ -400,17 +446,21 @@ "iopub.status.busy": "2025-07-17T22:00:46.516665Z", "iopub.status.idle": "2025-07-17T22:00:46.550691Z", "shell.execute_reply": "2025-07-17T22:00:46.550348Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:29.160779Z", + "start_time": "2025-12-04T20:47:29.119997Z" } }, - "outputs": [], "source": [ "%%capture\n", "features = tobac.feature_detection_multithreshold(data, dxy, threshold=0.3)" - ] + ], + "outputs": [], + "execution_count": 10 }, { "cell_type": "code", - "execution_count": 11, "id": "75c4de62", "metadata": { "execution": { @@ -418,8 +468,16 @@ "iopub.status.busy": "2025-07-17T22:00:46.551869Z", "iopub.status.idle": "2025-07-17T22:00:46.599786Z", "shell.execute_reply": "2025-07-17T22:00:46.599488Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:29.214645Z", + "start_time": "2025-12-04T20:47:29.166641Z" } }, + "source": [ + "plt.figure(figsize=(10, 6))\n", + "features.plot.scatter(x=\"hdim_1\", y=\"hdim_2\")" + ], "outputs": [ { "data": { @@ -438,23 +496,26 @@ ] }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } }, { "data": { - "image/png": "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", "text/plain": [ "
    " - ] + ], + "image/png": "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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "plt.figure(figsize=(10, 6))\n", - "features.plot.scatter(x=\"hdim_1\", y=\"hdim_2\")" - ] + "execution_count": 11 }, { "cell_type": "markdown", @@ -466,7 +527,6 @@ }, { "cell_type": "code", - "execution_count": 12, "id": "6d3b79f8", "metadata": { "execution": { @@ -474,17 +534,21 @@ "iopub.status.busy": "2025-07-17T22:00:46.601151Z", "iopub.status.idle": "2025-07-17T22:00:46.637014Z", "shell.execute_reply": "2025-07-17T22:00:46.636679Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:29.268800Z", + "start_time": "2025-12-04T20:47:29.229263Z" } }, - "outputs": [], "source": [ "%%capture\n", "features = tobac.feature_detection_multithreshold(data, dxy, threshold=0.8)" - ] + ], + "outputs": [], + "execution_count": 12 }, { "cell_type": "code", - "execution_count": 13, "id": "b889231b", "metadata": { "execution": { @@ -492,8 +556,16 @@ "iopub.status.busy": "2025-07-17T22:00:46.638388Z", "iopub.status.idle": "2025-07-17T22:00:46.684023Z", "shell.execute_reply": "2025-07-17T22:00:46.683738Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:29.323192Z", + "start_time": "2025-12-04T20:47:29.275039Z" } }, + "source": [ + "plt.figure(figsize=(10, 6))\n", + "features.plot.scatter(x=\"hdim_1\", y=\"hdim_2\")" + ], "outputs": [ { "data": { @@ -512,23 +584,26 @@ ] }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } }, { "data": { - "image/png": "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", "text/plain": [ "
    " - ] + ], + "image/png": "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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "plt.figure(figsize=(10, 6))\n", - "features.plot.scatter(x=\"hdim_1\", y=\"hdim_2\")" - ] + "execution_count": 13 }, { "cell_type": "markdown", @@ -556,7 +631,6 @@ }, { "cell_type": "code", - "execution_count": 14, "id": "aadaf159", "metadata": { "execution": { @@ -566,15 +640,6 @@ "shell.execute_reply": "2025-07-17T22:00:46.746200Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Frame 19: 2 trajectories present.\n" - ] - } - ], "source": [ "%matplotlib inline\n", "v_max = 20\n", @@ -586,11 +651,12 @@ "track_2 = tobac.linking_trackpy(\n", " features, data, dt, dxy, v_max=v_max, method_linking=\"predict\"\n", ")" - ] + ], + "execution_count": 14, + "outputs": [] }, { "cell_type": "code", - "execution_count": 15, "id": "7bc02685-073f-4f32-be76-7e482d4f85f4", "metadata": { "execution": { @@ -598,11 +664,145 @@ "iopub.status.busy": "2025-07-17T22:00:46.747814Z", "iopub.status.idle": "2025-07-17T22:00:46.760783Z", "shell.execute_reply": "2025-07-17T22:00:46.760558Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T20:47:29.420925Z", + "start_time": "2025-12-04T20:47:29.410090Z" } }, + "source": [ + "track_1" + ], "outputs": [ { "data": { + "text/plain": [ + " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", + "0 0 1 1.000000 1.000000 9 0.8 1 \n", + "1 0 2 1.000000 198.000000 9 0.8 2 \n", + "2 1 1 10.321429 10.321429 28 0.8 3 \n", + "3 1 2 10.321429 188.678571 28 0.8 4 \n", + "4 2 1 20.678571 20.678571 28 0.8 5 \n", + "5 2 2 20.678571 178.321429 28 0.8 6 \n", + "6 3 1 31.000000 31.000000 25 0.8 7 \n", + "7 3 2 31.000000 168.000000 25 0.8 8 \n", + "9 4 2 41.321429 157.678571 28 0.8 10 \n", + "8 4 1 41.321429 41.321429 28 0.8 9 \n", + "10 5 1 51.678571 51.678571 28 0.8 11 \n", + "11 5 2 51.678571 147.321429 28 0.8 12 \n", + "12 6 1 62.192308 62.192308 26 0.8 13 \n", + "13 6 2 62.192308 136.807692 26 0.8 14 \n", + "14 7 1 72.321429 72.321429 28 0.8 15 \n", + "15 7 2 72.321429 126.678571 28 0.8 16 \n", + "16 8 1 82.678571 82.678571 28 0.8 17 \n", + "17 8 2 82.678571 116.321429 28 0.8 18 \n", + "19 9 2 93.192308 105.807692 26 0.8 20 \n", + "18 9 1 93.192308 93.192308 26 0.8 19 \n", + "20 10 1 103.321429 95.678571 28 0.8 21 \n", + "21 10 2 103.321429 103.321429 28 0.8 22 \n", + "22 11 1 113.807692 85.192308 26 0.8 23 \n", + "23 11 2 113.807692 113.807692 26 0.8 24 \n", + "24 12 1 124.192308 74.807692 26 0.8 25 \n", + "25 12 2 124.192308 124.192308 26 0.8 26 \n", + "26 13 1 134.678571 64.321429 28 0.8 27 \n", + "27 13 2 134.678571 134.678571 28 0.8 28 \n", + "29 14 2 144.807692 144.807692 26 0.8 30 \n", + "28 14 1 144.807692 54.192308 26 0.8 29 \n", + "30 15 1 155.321429 43.678571 28 0.8 31 \n", + "31 15 2 155.321429 155.321429 28 0.8 32 \n", + "32 16 1 165.678571 33.321429 28 0.8 33 \n", + "33 16 2 165.678571 165.678571 28 0.8 34 \n", + "34 17 1 175.916667 23.083333 24 0.8 35 \n", + "35 17 2 175.916667 175.916667 24 0.8 36 \n", + "36 18 1 186.321429 12.678571 28 0.8 37 \n", + "37 18 2 186.321429 186.321429 28 0.8 38 \n", + "38 19 1 196.678571 2.321429 28 0.8 39 \n", + "39 19 2 196.678571 196.678571 28 0.8 40 \n", + "\n", + " time timestr x y \\\n", + "0 2022-04-01 00:00:00 2022-04-01 00:00:00 502.512563 502.512563 \n", + "1 2022-04-01 00:00:00 2022-04-01 00:00:00 502.512563 99497.487437 \n", + "2 2022-04-01 00:08:40 2022-04-01 00:08:40 5186.647523 5186.647523 \n", + "3 2022-04-01 00:08:40 2022-04-01 00:08:40 5186.647523 94813.352477 \n", + "4 2022-04-01 00:17:20 2022-04-01 00:17:20 10391.241924 10391.241924 \n", + "5 2022-04-01 00:17:20 2022-04-01 00:17:20 10391.241924 89608.758076 \n", + "6 2022-04-01 00:26:00 2022-04-01 00:26:00 15577.889447 15577.889447 \n", + "7 2022-04-01 00:26:00 2022-04-01 00:26:00 15577.889447 84422.110553 \n", + "9 2022-04-01 00:34:40 2022-04-01 00:34:40 20764.536971 79235.463029 \n", + "8 2022-04-01 00:34:40 2022-04-01 00:34:40 20764.536971 20764.536971 \n", + "10 2022-04-01 00:43:20 2022-04-01 00:43:20 25969.131371 25969.131371 \n", + "11 2022-04-01 00:43:20 2022-04-01 00:43:20 25969.131371 74030.868629 \n", + "12 2022-04-01 00:52:00 2022-04-01 00:52:00 31252.415926 31252.415926 \n", + "13 2022-04-01 00:52:00 2022-04-01 00:52:00 31252.415926 68747.584074 \n", + "14 2022-04-01 01:00:40 2022-04-01 01:00:40 36342.426418 36342.426418 \n", + "15 2022-04-01 01:00:40 2022-04-01 01:00:40 36342.426418 63657.573582 \n", + "16 2022-04-01 01:09:20 2022-04-01 01:09:20 41547.020818 41547.020818 \n", + "17 2022-04-01 01:09:20 2022-04-01 01:09:20 41547.020818 58452.979182 \n", + "19 2022-04-01 01:18:00 2022-04-01 01:18:00 46830.305373 53169.694627 \n", + "18 2022-04-01 01:18:00 2022-04-01 01:18:00 46830.305373 46830.305373 \n", + "20 2022-04-01 01:26:40 2022-04-01 01:26:40 51920.315865 48079.684135 \n", + "21 2022-04-01 01:26:40 2022-04-01 01:26:40 51920.315865 51920.315865 \n", + "22 2022-04-01 01:35:20 2022-04-01 01:35:20 57189.795129 42810.204871 \n", + "23 2022-04-01 01:35:20 2022-04-01 01:35:20 57189.795129 57189.795129 \n", + "24 2022-04-01 01:44:00 2022-04-01 01:44:00 62408.194820 37591.805180 \n", + "25 2022-04-01 01:44:00 2022-04-01 01:44:00 62408.194820 62408.194820 \n", + "26 2022-04-01 01:52:40 2022-04-01 01:52:40 67677.674085 32322.325915 \n", + "27 2022-04-01 01:52:40 2022-04-01 01:52:40 67677.674085 67677.674085 \n", + "29 2022-04-01 02:01:20 2022-04-01 02:01:20 72767.684577 72767.684577 \n", + "28 2022-04-01 02:01:20 2022-04-01 02:01:20 72767.684577 27232.315423 \n", + "30 2022-04-01 02:10:00 2022-04-01 02:10:00 78050.969131 21949.030869 \n", + "31 2022-04-01 02:10:00 2022-04-01 02:10:00 78050.969131 78050.969131 \n", + "32 2022-04-01 02:18:40 2022-04-01 02:18:40 83255.563532 16744.436468 \n", + "33 2022-04-01 02:18:40 2022-04-01 02:18:40 83255.563532 83255.563532 \n", + "34 2022-04-01 02:27:20 2022-04-01 02:27:20 88400.335008 11599.664992 \n", + "35 2022-04-01 02:27:20 2022-04-01 02:27:20 88400.335008 88400.335008 \n", + "36 2022-04-01 02:36:00 2022-04-01 02:36:00 93628.858579 6371.141421 \n", + "37 2022-04-01 02:36:00 2022-04-01 02:36:00 93628.858579 93628.858579 \n", + "38 2022-04-01 02:44:40 2022-04-01 02:44:40 98833.452979 1166.547021 \n", + "39 2022-04-01 02:44:40 2022-04-01 02:44:40 98833.452979 98833.452979 \n", + "\n", + " latitude longitude cell time_cell \n", + "0 0.452261 0.452261 1 0 days 00:00:00 \n", + "1 0.452261 89.547739 2 0 days 00:00:00 \n", + "2 4.667983 4.667983 1 0 days 00:08:40 \n", + "3 4.667983 85.332017 2 0 days 00:08:40 \n", + "4 9.352118 9.352118 1 0 days 00:17:20 \n", + "5 9.352118 80.647882 2 0 days 00:17:20 \n", + "6 14.020101 14.020101 1 0 days 00:26:00 \n", + "7 14.020101 75.979899 2 0 days 00:26:00 \n", + "9 18.688083 71.311917 2 0 days 00:34:40 \n", + "8 18.688083 18.688083 1 0 days 00:34:40 \n", + "10 23.372218 23.372218 1 0 days 00:43:20 \n", + "11 23.372218 66.627782 2 0 days 00:43:20 \n", + "12 28.127174 28.127174 1 0 days 00:52:00 \n", + "13 28.127174 61.872826 2 0 days 00:52:00 \n", + "14 32.708184 32.708184 1 0 days 01:00:40 \n", + "15 32.708184 57.291816 2 0 days 01:00:40 \n", + "16 37.392319 37.392319 1 0 days 01:09:20 \n", + "17 37.392319 52.607681 2 0 days 01:09:20 \n", + "19 42.147275 47.852725 2 0 days 01:18:00 \n", + "18 42.147275 42.147275 1 0 days 01:18:00 \n", + "20 46.728284 43.271716 1 0 days 01:26:40 \n", + "21 46.728284 46.728284 2 0 days 01:26:40 \n", + "22 51.470816 38.529184 1 0 days 01:35:20 \n", + "23 51.470816 51.470816 2 0 days 01:35:20 \n", + "24 56.167375 33.832625 1 0 days 01:44:00 \n", + "25 56.167375 56.167375 2 0 days 01:44:00 \n", + "26 60.909907 29.090093 1 0 days 01:52:40 \n", + "27 60.909907 60.909907 2 0 days 01:52:40 \n", + "29 65.490916 65.490916 2 0 days 02:01:20 \n", + "28 65.490916 24.509084 1 0 days 02:01:20 \n", + "30 70.245872 19.754128 1 0 days 02:10:00 \n", + "31 70.245872 70.245872 2 0 days 02:10:00 \n", + "32 74.930007 15.069993 1 0 days 02:18:40 \n", + "33 74.930007 74.930007 2 0 days 02:18:40 \n", + "34 79.560302 10.439698 1 0 days 02:27:20 \n", + "35 79.560302 79.560302 2 0 days 02:27:20 \n", + "36 84.265973 5.734027 1 0 days 02:36:00 \n", + "37 84.265973 84.265973 2 0 days 02:36:00 \n", + "38 88.950108 1.049892 1 0 days 02:44:40 \n", + "39 88.950108 88.950108 2 0 days 02:44:40 " + ], "text/html": [ "
    \n", "
    <xarray.DataArray (time: 1, y: 50, x: 50)> Size: 20kB\n",
            "array([[[0.01666536, 0.02114886, 0.02648334, ..., 0.00083392,\n",
            "         0.00058509, 0.00040694],\n",
    @@ -756,11 +903,11 @@
            "        [0.00058509, 0.00077154, 0.00100896, ..., 0.01121917,\n",
            "         0.00895731, 0.00705704],\n",
            "        [0.00040694, 0.0005393 , 0.00070907, ..., 0.00883872,\n",
    -       "         0.00705704, 0.00556009]]])\n",
    +       "         0.00705704, 0.00556009]]], shape=(1, 50, 50))\n",
            "Coordinates:\n",
    -       "  * time     (time) datetime64[ns] 8B 2022-04-01\n",
    +       "  * time     (time) datetime64[s] 8B 2022-04-01\n",
            "  * y        (y) float64 400B -2.0 -1.918 -1.837 -1.755 ... 1.837 1.918 2.0\n",
    -       "  * x        (x) float64 400B -2.0 -1.918 -1.837 -1.755 ... 1.837 1.918 2.0
  • " ] }, "execution_count": 9, @@ -850,15 +977,7 @@ "output_type": "execute_result" } ], - "source": [ - "date = np.datetime64(\n", - " \"2022-04-01T00:00\",\n", - ")\n", - "assym = xr.DataArray(\n", - " data=asymmetric_data, coords={\"time\": np.expand_dims(date, axis=0), \"y\": y, \"x\": x}\n", - ")\n", - "assym" - ] + "execution_count": 9 }, { "cell_type": "markdown", @@ -870,7 +989,6 @@ }, { "cell_type": "code", - "execution_count": 10, "id": "afa29aa4", "metadata": { "execution": { @@ -878,12 +996,17 @@ "iopub.status.busy": "2025-07-17T22:01:47.650861Z", "iopub.status.idle": "2025-07-17T22:01:47.652622Z", "shell.execute_reply": "2025-07-17T22:01:47.652410Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:04:54.251211Z", + "start_time": "2025-12-04T22:04:54.248867Z" } }, - "outputs": [], "source": [ "dxy = assym.diff(\"x\")" - ] + ], + "outputs": [], + "execution_count": 10 }, { "cell_type": "markdown", @@ -899,7 +1022,6 @@ }, { "cell_type": "code", - "execution_count": 11, "id": "04c5c17c", "metadata": { "execution": { @@ -907,9 +1029,12 @@ "iopub.status.busy": "2025-07-17T22:01:47.653652Z", "iopub.status.idle": "2025-07-17T22:01:47.668596Z", "shell.execute_reply": "2025-07-17T22:01:47.668315Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:04:54.316727Z", + "start_time": "2025-12-04T22:04:54.284228Z" } }, - "outputs": [], "source": [ "%%capture\n", "\n", @@ -926,11 +1051,12 @@ "features_abs = tobac.feature_detection_multithreshold(\n", " assym, dxy, threshold, position_threshold=\"weighted_abs\"\n", ")" - ] + ], + "outputs": [], + "execution_count": 11 }, { "cell_type": "code", - "execution_count": 12, "id": "1dfad57f", "metadata": { "execution": { @@ -938,30 +1064,12 @@ "iopub.status.busy": "2025-07-17T22:01:47.669833Z", "iopub.status.idle": "2025-07-17T22:01:47.768076Z", "shell.execute_reply": "2025-07-17T22:01:47.767803Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" + "ExecuteTime": { + "end_time": "2025-12-04T22:04:54.440434Z", + "start_time": "2025-12-04T22:04:54.324795Z" } - ], + }, "source": [ "plt.figure(figsize=(10, 10))\n", "plt.imshow(assym[0])\n", @@ -995,7 +1103,33 @@ ")\n", "plt.colorbar(shrink=0.8)\n", "plt.legend()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 12 }, { "cell_type": "markdown", @@ -1028,7 +1162,6 @@ }, { "cell_type": "code", - "execution_count": 13, "id": "87ab364b", "metadata": { "execution": { @@ -1036,12 +1169,17 @@ "iopub.status.busy": "2025-07-17T22:01:47.769473Z", "iopub.status.idle": "2025-07-17T22:01:47.771044Z", "shell.execute_reply": "2025-07-17T22:01:47.770833Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:04:54.447211Z", + "start_time": "2025-12-04T22:04:54.445213Z" } }, - "outputs": [], "source": [ "from scipy.ndimage import gaussian_filter" - ] + ], + "outputs": [], + "execution_count": 13 }, { "cell_type": "markdown", @@ -1061,7 +1199,6 @@ }, { "cell_type": "code", - "execution_count": 14, "id": "eb34e564", "metadata": { "execution": { @@ -1069,9 +1206,12 @@ "iopub.status.busy": "2025-07-17T22:01:47.772396Z", "iopub.status.idle": "2025-07-17T22:01:47.774450Z", "shell.execute_reply": "2025-07-17T22:01:47.774211Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:04:54.460377Z", + "start_time": "2025-12-04T22:04:54.457824Z" } }, - "outputs": [], "source": [ "x = np.linspace(-2, 2)\n", "y = np.linspace(-2, 2)\n", @@ -1080,7 +1220,9 @@ "exp = np.exp(-(xx**2 + yy**2))\n", "\n", "gaussian_data = np.expand_dims(exp, axis=0)" - ] + ], + "outputs": [], + "execution_count": 14 }, { "cell_type": "markdown", @@ -1092,7 +1234,6 @@ }, { "cell_type": "code", - "execution_count": 15, "id": "06155b48", "metadata": { "execution": { @@ -1100,13 +1241,29 @@ "iopub.status.busy": "2025-07-17T22:01:47.775600Z", "iopub.status.idle": "2025-07-17T22:01:47.910935Z", "shell.execute_reply": "2025-07-17T22:01:47.910653Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:04:54.538181Z", + "start_time": "2025-12-04T22:04:54.464107Z" } }, + "source": [ + "np.random.seed(54321)\n", + "\n", + "noise = 0.3 * np.random.randn(*gaussian_data.shape)\n", + "data_sharp = np.array(gaussian_data > 0.5, dtype=\"float32\")\n", + "\n", + "data_sharp += noise\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "plt.imshow(data_sharp[0])\n", + "plt.colorbar(shrink=0.8)" + ], "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 15, @@ -1115,27 +1272,19 @@ }, { "data": { - "image/png": "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", "text/plain": [ "
    " - ] + ], + "image/png": "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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "np.random.seed(54321)\n", - "\n", - "noise = 0.3 * np.random.randn(*gaussian_data.shape)\n", - "data_sharp = np.array(gaussian_data > 0.5, dtype=\"float32\")\n", - "\n", - "data_sharp += noise\n", - "\n", - "plt.figure(figsize=(8, 8))\n", - "plt.imshow(data_sharp[0])\n", - "plt.colorbar(shrink=0.8)" - ] + "execution_count": 15 }, { "cell_type": "markdown", @@ -1147,7 +1296,6 @@ }, { "cell_type": "code", - "execution_count": 16, "id": "d140f1d0", "metadata": { "execution": { @@ -1155,20 +1303,12 @@ "iopub.status.busy": "2025-07-17T22:01:47.912262Z", "iopub.status.idle": "2025-07-17T22:01:48.093231Z", "shell.execute_reply": "2025-07-17T22:01:48.092955Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:04:54.775402Z", + "start_time": "2025-12-04T22:04:54.543446Z" } }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "non_smooth_data = gaussian_filter(data_sharp, sigma=0)\n", "smooth_data = gaussian_filter(data_sharp, sigma=1)\n", @@ -1187,7 +1327,23 @@ "\n", "cbar = fig.colorbar(im1, ax=axes.tolist(), shrink=0.4)\n", "cbar.set_ticks(np.linspace(0, 1, 11))" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 16 }, { "cell_type": "markdown", @@ -1199,7 +1355,6 @@ }, { "cell_type": "code", - "execution_count": 17, "id": "185a55f5", "metadata": { "execution": { @@ -1207,15 +1362,20 @@ "iopub.status.busy": "2025-07-17T22:01:48.094547Z", "iopub.status.idle": "2025-07-17T22:01:48.097093Z", "shell.execute_reply": "2025-07-17T22:01:48.096863Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:04:54.783035Z", + "start_time": "2025-12-04T22:04:54.780444Z" } }, - "outputs": [], "source": [ "date = np.datetime64(\"2022-04-01T00:00\")\n", "input_data = xr.DataArray(\n", " data=data_sharp, coords={\"time\": np.expand_dims(date, axis=0), \"y\": y, \"x\": x}\n", ")" - ] + ], + "outputs": [], + "execution_count": 17 }, { "cell_type": "markdown", @@ -1227,7 +1387,6 @@ }, { "cell_type": "code", - "execution_count": 18, "id": "f4dfa1eb", "metadata": { "execution": { @@ -1235,9 +1394,12 @@ "iopub.status.busy": "2025-07-17T22:01:48.098181Z", "iopub.status.idle": "2025-07-17T22:01:48.111111Z", "shell.execute_reply": "2025-07-17T22:01:48.110840Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:04:54.806586Z", + "start_time": "2025-12-04T22:04:54.791972Z" } }, - "outputs": [], "source": [ "%%capture\n", "\n", @@ -1251,7 +1413,9 @@ "features_smoother = tobac.feature_detection_multithreshold(\n", " input_data, dxy, threshold, sigma_threshold=5\n", ")" - ] + ], + "outputs": [], + "execution_count": 18 }, { "cell_type": "markdown", @@ -1263,7 +1427,6 @@ }, { "cell_type": "code", - "execution_count": 19, "id": "2ea0633c", "metadata": { "execution": { @@ -1271,27 +1434,12 @@ "iopub.status.busy": "2025-07-17T22:01:48.112587Z", "iopub.status.idle": "2025-07-17T22:01:48.238591Z", "shell.execute_reply": "2025-07-17T22:01:48.238351Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING: No Feature Detected!\n" - ] }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" + "ExecuteTime": { + "end_time": "2025-12-04T22:04:54.951447Z", + "start_time": "2025-12-04T22:04:54.809607Z" } - ], + }, "source": [ "fig, axes = plt.subplots(ncols=3, figsize=(14, 10))\n", "plot_kws = dict(\n", @@ -1321,7 +1469,30 @@ " )\n", "except:\n", " print(\"WARNING: No Feature Detected!\")" - ] + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: No Feature Detected!\n" + ] + }, + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 19 }, { "cell_type": "markdown", @@ -1360,6 +1531,11 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.9" + }, + "kernelspec": { + "name": "python3", + "language": "python", + "display_name": "Python 3 (ipykernel)" } }, "nbformat": 4, diff --git a/examples/Basics/Methods-and-Parameters-for-Feature-Detection_Part_2.ipynb b/examples/Basics/Methods-and-Parameters-for-Feature-Detection_Part_2.ipynb index 03972395..bd200afe 100644 --- a/examples/Basics/Methods-and-Parameters-for-Feature-Detection_Part_2.ipynb +++ b/examples/Basics/Methods-and-Parameters-for-Feature-Detection_Part_2.ipynb @@ -17,7 +17,6 @@ }, { "cell_type": "code", - "execution_count": 1, "id": "7451e92f", "metadata": { "execution": { @@ -25,9 +24,12 @@ "iopub.status.busy": "2025-07-17T22:00:59.455690Z", "iopub.status.idle": "2025-07-17T22:01:02.552620Z", "shell.execute_reply": "2025-07-17T22:01:02.552291Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:26.035130Z", + "start_time": "2025-12-04T22:07:25.961411Z" } }, - "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -43,11 +45,12 @@ "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "code", - "execution_count": 2, "id": "da405db0", "metadata": { "execution": { @@ -55,13 +58,18 @@ "iopub.status.busy": "2025-07-17T22:01:02.553940Z", "iopub.status.idle": "2025-07-17T22:01:04.657151Z", "shell.execute_reply": "2025-07-17T22:01:04.656904Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:26.703656Z", + "start_time": "2025-12-04T22:07:26.038218Z" } }, - "outputs": [], "source": [ "import tobac\n", "import tobac.testing" - ] + ], + "outputs": [], + "execution_count": 2 }, { "cell_type": "markdown", @@ -83,7 +91,6 @@ }, { "cell_type": "code", - "execution_count": 3, "id": "7cb13774", "metadata": { "execution": { @@ -91,20 +98,12 @@ "iopub.status.busy": "2025-07-17T22:01:04.658582Z", "iopub.status.idle": "2025-07-17T22:01:04.727987Z", "shell.execute_reply": "2025-07-17T22:01:04.727711Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:26.771996Z", + "start_time": "2025-12-04T22:07:26.706608Z" } }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "x = np.linspace(-2, 2)\n", "y = np.linspace(-2, 2)\n", @@ -121,7 +120,23 @@ "plt.figure(figsize=(8, 8))\n", "plt.imshow(mask)\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqYAAAKjCAYAAADPts0sAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAK1JJREFUeJzt3X2Q1nW9//HXsqDLjURK3I3NFGuwETHgKQk7tXPiYEanTIUMOecwxAROTUajYyf1kMGcNNNTY3o4jDSRjDJKWnbnT5sjmUAHTblREkxQpiMGgkWes6zosr8/POyJWJSFXfnsdT0eM4471/ezXJ+d98Xy3O/1va6taW1tbQ0AABxnPY73BgAAIBGmAAAUQpgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARej5Rt3R008/nZtuuimPPPJIdu/enSFDhuQjH/lI5syZkz59+rxR2wAAoFA1b8SvJN2wYUNmzJiRpqamjBkzJkOHDs2jjz6a559/PiNHjsxtt92Wfv36dfU2AAAoWJeH6SuvvJKzzz47v/vd7/Iv//IvmTJlSpKkubk5X/ziF3P//fdn+vTpmTdvXlduAwCAwnV5mN5999257LLLMmHChCxZsuSgY3/4wx/yoQ99KC+//HJWrVqVN73pTZ12v//T1JRNm55KkvTo0SPjxo5Okqxd93j279/fafdDWcy6eph1dTHv6mHWlamh4bT0PYJLN7v8GtP7778/STJp0qRDjr35zW/O+PHjs2LFijz44IP5u7/7u067302bnsoZ489OkvTp0zsv7tmSJPlg4zlpatrbafdDWcy6eph1dTHv6mHWlemhNf8vf3X6mNdd1+Wvyn/yySeTJCNHjmz3+GmnnZYk2bRpU1dvBQCAgnX5GdOdO3cmSQYPHtzu8UGDBh20rrP06NEjffr0TpK2///lx1Qes64eZl1dzLt6mHVl6tHjyM6FdnmYNjU1JUnq6uraPX7g9gPrOsu4saPbngr4czuee7xT74dymXX1MOvqYt7Vw6yrT5c/lV9bW5skqampec11b8C7VgEAULAuP2Pat2/f/PGPf8zeve1fvNzc3Jwk6d27c0/Xr133eD7YeE6SV58KOPBT1+Cho11IXcHMunqYdXUx7+ph1pXplw/c3fZuC6+ly8N00KBB+eMf/5jnn38+b33rWw85fuDa0gPXmnaW/fv3t/tgbmra60FeJcy6eph1dTHv6mHWleNI3/ary5/KP/Bq/Keeeqrd4wduP9yr9gEAqA5dHqaNjY1JknvvvfeQY3/4wx+yZs2a9OrVK+9///u7eisAABSsy8N00qRJGTZsWFauXJlbb7217fbm5uZcccUVaWpqypQpUzJw4MCu3goAAAXr8mtM6+rqcs0112T27NmZP39+7rzzzpx66qlZu3Ztdu7cmVGjRuXSSy/t6m0AAFC4Lj9jmiTjx4/P8uXL8+EPfzjbt2/PL37xi5x00kn57Gc/m6VLl6Zfv35vxDYAAChYl58xPWDEiBG54YYb3qi7AwCgm3lDzpgCAMDrEaYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABRBmAIAUARhCgBAEYQpAABFEKYAABThmMP0mWeeydixYzN//vzDrlm9enVmzpyZCRMmZNy4cTn//POzfPnytLa2HuvdAwBQIY4pTHft2pXPfvaz2bt372HXLFu2LDNnzszDDz+cUaNGZfz48dmyZUuuvPLKXH755cdy9wAAVJCeR/uJTzzxRL7whS9k27Zth13z9NNPZ8GCBenXr1+WLl2aUaNGJUm2b9+eGTNm5K677kpjY2POPvvso90GAAAVosNnTPfs2ZNvfOMb+eQnP5lt27bl1FNPPezaxYsXp6WlJbNmzWqL0iQZNmxY5s2b17YGAAA6HKa33HJLFi9enJNPPjkLFy7MJz7xicOuXbFiRZLkrLPOOuTYmWeemZNOOimPPfZYduzY0dFtAABQYTocpkOGDMmXvvSl3HvvvfnQhz502HW7du3K7t2706tXrwwfPvyQ47W1tW23b968uaPbAACgwnT4GtOpU6ce0bqdO3cmSQYOHJgePdrv30GDBh20tjP16NEjffr0TpK2///lx1Qes64eZl1dzLt6mHVlOlwL/qWjfvHT62lqakqS1NXVHXbNiSeeeNDazjRu7Oi8uGfLIbfveO7xTr8vymTW1cOsq4t5Vw+zrj5d9gb7B8q4pqbmddd6P1MAALrsjGnfvn2TJM3NzYdd89JLLyVJ+vTp0+n3v3bd4/lg4zn/++f3bvupa/DQ0WlqOvz7rtK9mXX1MOvqYt7Vw6wr0y8fuDvjxo5+3XVdFqaDBw9O8uqLoFpbW9s9c3rg2tID15p2pv3797f7YG5q2utBXiXMunqYdXUx7+ph1pVj//79R7Suy57KHzBgQAYPHpx9+/a1+yb8LS0t2bp1a5Jk5MiRXbUNAAC6iS4L0yRpbGxMktx3332HHFu1alVefPHFNDQ0ZMiQIV25DQAAuoEuDdPp06entrY2ixYtyrp169pu3759exYsWJAkmTNnTlduAQCAbqLLrjFNkoaGhsydOzfXX399Lrzwwpxxxhmpq6vLmjVr0tTUlKlTp2by5MlduQUAALqJLg3TJJk9e3bq6+uzZMmSbNiwITU1Namvr8+0adNy7rnndvXdAwDQTRxzmH7+85/P5z//+ddcM3HixEycOPFY7woAgArWpdeYAgDAkRKmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFCEnsd7AwBdpXn7g8d7CySpG/aB470FoJtwxhQAgCIIUwAAiiBMAQAogjAFAKAIwhQAgCIIUwAAiiBMAQAogjAFAKAIwhQAgCIIUwAAiiBMAQAoQs/jvQGgOh3777Gvafvohad+nqT1GP88usqxzzp5vXnXDftAJ9wHcLw5YwoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUoefx3gBQGTrn96HD0eno469u2Ae6aCfAsXDGFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAg9j/cGgPI0b3/weG8ButTRPMbrhn2gC3YC/DlnTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAi9DzeGwC63tH8XnDgYB39e1Q37ANdtBOoXM6YAgBQBGEKAEARhCkAAEUQpgAAFEGYAgBQBGEKAEARhCkAAEUQpgAAFEGYAgBQhKP+zU933313vv/972fTpk3Zu3dvTjnllLzvfe/L7NmzU19ff8j61atX5+abb86mTZvS3Nyc4cOH51Of+lSmTJmSmpqaY/oiAADo/jp8xrS1tTWXXHJJLrvssjz66KOpr6/PBz/4wdTW1uaHP/xhzjvvvKxcufKgz1m2bFlmzpyZhx9+OKNGjcr48eOzZcuWXHnllbn88ss77YsBAKD76vAZ0x/96Ef5yU9+kre85S1ZvHhxGhoakiQtLS254YYb8u///u+57LLL8vOf/zx9+/bN008/nQULFqRfv35ZunRpRo0alSTZvn17ZsyYkbvuuiuNjY05++yzO/crAwCgW+nwGdPvf//7SZJLLrmkLUqTpLa2NnPnzs073vGO7N69O6tWrUqSLF68OC0tLZk1a1ZblCbJsGHDMm/evLY1AABUtw6Haf/+/VNfX5/3vOc9hxyrqanJ29/+9iTJjh07kiQrVqxIkpx11lmHrD/zzDNz0kkn5bHHHmtbDwBAderwU/k33XTTYY+1tLRk48aNSZKhQ4dm165d2b17d3r16pXhw4cfsr62tjbDhw/P+vXrs3nz5gwePLij2wEAoEIc9avy23Pbbbfl2WefzYABAzJhwoRs27YtSTJw4MD06NH+ydlBgwYlSXbu3NmZW0mPHj3Sp0/vJGn7/19+TOUx68OpxHe+qDnMx1Sm7jdv34OOju/jlelwHfiXOi1Mf/WrX+Xaa69Nklx66aXp27dvmpqakiR1dXWH/bwTTzwxSdrWdpZxY0fnxT1bDrl9x3OPd+r9UC6zrh693vL2470F3kDdZd7t/RtEx/g+Xn065Q32V6xYkYsuuij79u3LtGnTMnXq1Ff/8P+t4yN5n9LW1tbO2AoAAN3UMZ8xXbp0aa6++uq0tLRk+vTp+ed//ue2Y3379k2SNDc3H/bzX3rppSRJnz59jnUrB1m77vF8sPGc//2ze7f91DV46Og0Ne3t1PuiHGbdvhee+vnx3kIXqGk7c/by808n8cNtZet+8z75tEnHewvdku/jlemXD9ydcWNHv+66ow7TV155JfPnz8/tt9+empqafPGLX8xFF1100JoDL2batWtXWltb2z1zeuDa0gPXmnaW/fv3t/tgbmra60FeJcz6z5X/j/ixaU3lf438n+4xb99/jp3v45Vj//79R7TuqJ7Kb25uzpw5c3L77bend+/e+da3vnVIlCbJgAEDMnjw4Ozbt6/thVB/rqWlJVu3bk2SjBw58mi2AgBAhehwmLa0tORzn/tcVq5cmVNOOSW33HLLa/7WpsbGxiTJfffdd8ixVatW5cUXX0xDQ0OGDBnS0a0AAFBBOhymCxcuzMqVK9OnT59873vfy5gxY15z/fTp01NbW5tFixZl3bp1bbdv3749CxYsSJLMmTOno9sAAKDCdOga0z179uQ73/lOklevCV20aNFh137sYx9LY2NjGhoaMnfu3Fx//fW58MILc8YZZ6Suri5r1qxJU1NTpk6dmsmTJx/bVwEAQLfXoTB96KGH2t5v9Jlnnskzzzxz2LXvfOc7257Gnz17durr67NkyZJs2LAhNTU1qa+vz7Rp03Luuece/e6hSjVvf/B4bwF4HR39e1o37ANdtBPoPjoUppMmTcrmzZuP6o4mTpyYiRMnHtXnAgBQ+TrlDfYBAOBYCVMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCD2P9waAjqsb9oEOrW/e/mAX7QQ4nI7+PQWcMQUAoBDCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIhzVryS95557cuutt2bjxo1pbW3NW9/61kyePDkzZ85MXV3dIetXr16dm2++OZs2bUpzc3OGDx+eT33qU5kyZUpqamqO+YsAAKD76/AZ029/+9uZO3duHn300YwePToTJkzICy+8kG9961uZMmVK9uzZc9D6ZcuWZebMmXn44YczatSojB8/Plu2bMmVV16Zyy+/vNO+EAAAurcOnTH99a9/nRtvvDH9+/fP0qVL09DQkCRpamrKxRdfnAcffDDf+ta38pWvfCVJ8vTTT2fBggXp169fli5dmlGjRiVJtm/fnhkzZuSuu+5KY2Njzj777E7+sgAA6G46dMb0Bz/4QZLkM5/5TFuUJkmfPn1y8cUXJ0l+8YtftN2+ePHitLS0ZNasWW1RmiTDhg3LvHnz2tYAAECHzph+9atfzac//em85S1vOeRYS0tLkqS2trbtthUrViRJzjrrrEPWn3nmmTnppJPy2GOPZceOHRk8eHCHNg4AQGXpUJj27Nkz9fX1h9z+3HPP5etf/3qS5LzzzkuS7Nq1K7t3706vXr0yfPjwQz6ntrY2w4cPz/r167N58+ZOD9MePXqkT5/eSdL2/7/8mMpj1odTiS8yrDnMx1Sm7jdv34OOju/jlalHjyN7kv6oXpV/wDXXXJP169dn/fr1qampyac//elcdNFFSZKdO3cmSQYOHHjYzQwaNOigtZ1p3NjReXHPlkNu3/Hc451+X5TJrKtHr7e8/XhvgTdQd5l3e/8G0TG+j1efYwrTO++8M3/605+SJCeccEKef/757Nq1K4MGDUpTU1OStPv2UQeceOKJSdK2FgCA6nVMYfqjH/0ob37zm/Pkk0/m+uuvz49//OOsXbs2P/7xj9vOkh7J+5S2trYeyzbatXbd4/lg4zlJXn0q4MBPXYOHjk5T095Ovz/KYNbte+Gpnx/vLXSBmrYzZy8//3SSzv8+Qkm637xPPm3S8d5Ct+T7eGX65QN3Z9zY0a+77pjCdOjQoUmSMWPG5Oabb87555+fJ598MnfccUcmTJiQJGlubj7s57/00ktJXn1Vf2fbv39/uw/mpqa9HuRVwqz/XPn/iB+b1lT+18j/6R7z9v3n2Pk+Xjn2799/ROs67VeSnnDCCfnIRz6SJPnNb37T9mKmXbt2HfaM6IFrSw9cawoAQPXqUJjecMMNmTt3bn7/+9+3e/yEE05IkrzyyisZMGBABg8enH379mXbtm2HrG1pacnWrVuTJCNHjuzovgEAqDAdCtNVq1blnnvuyU9/+tN2jz/wwANJkne/+91JksbGxiTJfffd1+6f9eKLL6ahoSFDhgzp0KYBAKg8HQrT6dOnJ0luvPHGbNiwoe32l19+Odddd10eeuihnHLKKTn//PPb1tfW1mbRokVZt25d2/rt27dnwYIFSZI5c+Yc69cAAEAF6NCLnz7+8Y/n17/+dW6//fZccMEFGTduXPr3758nnngiv//97zNgwIAsXLgw/fv3T5I0NDRk7ty5uf7663PhhRfmjDPOSF1dXdasWZOmpqZMnTo1kydP7pIvDPg/dcM+0KH1zdsf7KKdQPfV0b9HQMd1+FX58+fPz/ve974sW7YsGzduzL59+zJs2LDMmDEjs2bNOuQ3OM2ePTv19fVZsmRJNmzYkJqamtTX12fatGk599xzO+0LAQCgezuqt4uaPHlyh850Tpw4MRMnTjyauwIAoEp02ttFAQDAsRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARTiq3/wEVLaj+Z3gzdsf7IKdQNfwe++hTM6YAgBQBGEKAEARhCkAAEUQpgAAFEGYAgBQBGEKAEARhCkAAEUQpgAAFEGYAgBQBGEKAEARhCkAAEUQpgAAFKHn8d4AUBnqhn2gQ+ubtz/YRTuhGnX08QeUyRlTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAg9j/cGgOp0rL/bvE+f3nlxz5YkycmnTUpT095D1jRvf/CY7oPO0Rm/x/5I5g10f86YAgBQBGEKAEARhCkAAEUQpgAAFEGYAgBQBGEKAEARhCkAAEUQpgAAFEGYAgBQBGEKAEARhCkAAEXoebw3ANBVOuN3tAPwxnHGFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBACiCMAUAoAjCFACAIghTAACKIEwBAChCp4TpxRdfnJEjR+auu+5q9/jq1aszc+bMTJgwIePGjcv555+f5cuXp7W1tTPuHgCACnDMYbp8+fLce++9hz2+bNmyzJw5Mw8//HBGjRqV8ePHZ8uWLbnyyitz+eWXH+vdAwBQIXoeyyc//fTT+drXvvaaxxcsWJB+/fpl6dKlGTVqVJJk+/btmTFjRu666640Njbm7LPPPpZtAABQAY76jOm+fftyySWXpEePHm3B+ZcWL16clpaWzJo166A1w4YNy7x589rWAADAUYfpN7/5zWzcuDHz5s3L0KFD212zYsWKJMlZZ511yLEzzzwzJ510Uh577LHs2LHjaLcBAECFOKowXb16db773e/mox/9aM4555x21+zatSu7d+9Or169Mnz48EOO19bWtt2+efPmo9kGAAAVpMPXmL7wwgu57LLLMmTIkFx11VWHXbdz584kycCBA9OjR/v9O2jQoIPWdqYePXqkT5/eSdL2/7/8mMpj1tXDrKuLeVcPs65Mh2vBv9ThML3iiiuye/fuLFmyJP379z/suqampiRJXV3dYdeceOKJB63tTOPGjs6Le7YccvuO5x7v9PuiTGZdPcy6uph39TDr6tOhp/JvvfXW3H///Zk1a1bGjx//2n/w/5ZxTU3N6/653s8UAIAjPmP629/+Ntdee23e9a535Qtf+MLrru/bt2+SpLm5+bBrXnrppSRJnz59jnQbR2ztusfzwcZz/vfP7932U9fgoaPT1LS30++PMph19TDr6mLe1cOsK9MvH7g748aOft11Rxym1113XZqbm1NXV5cvf/nLBx3buHFjkuSOO+7I6tWr8973vjcf/vCHk7z6IqjW1tZ2z5weuLb0wLWmnWn//v3tPpibmvZ6kFcJs64eZl1dzLt6mHXl2L9//xGtO+IwPXAd6COPPJJHHnmk3TVr167N2rVr07Nnz1xwwQUZPHhwduzYkW3btuVtb3vbQWtbWlqydevWJMnIkSOPdBsAAFSoIw7TpUuXHvbYZz/72fzHf/xHrr766px33nlttzc2NuaOO+7Ifffdl9mzZx/0OatWrcqLL76YhoaGDBky5Ci2DgBAJTnqN9g/EtOnT09tbW0WLVqUdevWtd2+ffv2LFiwIEkyZ86crtwCAADdRIffLqojGhoaMnfu3Fx//fW58MILc8YZZ6Suri5r1qxJU1NTpk6dmsmTJ3flFgAA6Ca6NEyTZPbs2amvr8+SJUuyYcOG1NTUpL6+PtOmTcu5557b1XcPAEA30Slh+m//9m+veXzixImZOHFiZ9wVAAAVqkuvMQUAgCMlTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCMIUAIAiCFMAAIogTAEAKIIwBQCgCD2P9wa6SkPDaXlozf9LkvTo8X/9/csH7s7+/fuP17boYmZdPcy6uph39TDrytTQcNoRratpbW1t7eK9AADA6/JUPgAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBGEKQAARRCmAAAUQZgCAFAEYQoAQBEqPkyffvrpXHrppfmbv/mbjBkzJmeddVa++c1vpqmp6XhvjU7wzDPPZOzYsZk/f/5h16xevTozZ87MhAkTMm7cuJx//vlZvnx5Wltb38CdcjTuvvvu/MM//EPe+973ZvTo0WlsbMyXvvSlbNmypd31Zt193XPPPfn7v//7jBs3LmPHjs3HPvaxLFy4MM3Nze2uN+vKcfHFF2fkyJG566672j1u1tWlprWCJ7thw4bMmDEjTU1NGTNmTIYOHZpHH300zz//fEaOHJnbbrst/fr1O97b5Cjt2rUr//iP/5gtW7Zk+vTpmTdv3iFrli1blquuuiq9evXK+PHj06tXr/znf/5n9u7dm/POOy9XX331cdg5r6e1tTWXXnppfvKTn6Rnz55597vfnZNPPjmbNm3Ks88+m7q6utx0003567/+67bPMevu69vf/nZuvPHG1NbW5q/+6q/Sr1+/bNiwIbt27co73vGO3HrrrXnTm97Utt6sK8fy5ctz5ZVXJkmuvvrqnHfeeQcdN+sq1FqhXn755daJEye2jhgxonX58uVtt+/du7f1oosuah0xYkTrV7/61eO4Q47Fb37zm9ZJkya1jhgx4rCz3Lp1a+s73/nO1tNPP71148aNbbc/++yzrX/7t3/bOmLEiNZ77rnnjdw2R+iHP/xh64gRI1rf//73tz7xxBNtt7/yyiut//qv/9o6YsSI1gkTJrT+93//d2trq1l3Zw8//HDriBEjWt/znvccNOv/+Z//aZ01a1briBEjWq+66qq22826cmzdurV17Nixbd/H77zzzkOOm3X1qdin8n/605/md7/7XSZMmJApU6a03V5XV5evfe1r6dOnT+64447s2bPnOO6SjtqzZ0++8Y1v5JOf/GS2bduWU0899bBrFy9enJaWlsyaNSujRo1qu33YsGFtZ1cXL17c5Xum477//e8nSS655JI0NDS03V5bW5u5c+fmHe94R3bv3p1Vq1YlMevu7Ac/+EGS5DOf+cxBs+7Tp08uvvjiJMkvfvGLttvNujLs27cvl1xySXr06HHQHP+cWVenig3T+++/P0kyadKkQ469+c1vzvjx4/Pyyy/nwQcffKO3xjG45ZZbsnjx4px88slZuHBhPvGJTxx27YoVK5IkZ5111iHHzjzzzJx00kl57LHHsmPHjq7aLkepf//+qa+vz3ve855DjtXU1OTtb397krTNzqy7r69+9av52c9+lk996lOHHGtpaUny6g8kB5h1ZfjmN7+ZjRs3Zt68eRk6dGi7a8y6OlVsmD755JNJkpEjR7Z7/LTTTkuSbNq06Q3bE8duyJAh+dKXvpR77703H/rQhw67bteuXdm9e3d69eqV4cOHH3K8tra27fbNmzd32X45OjfddFN+9rOf5a1vfeshx1paWrJx48YkydChQ826m+vZs2fq6+vTv3//g25/7rnn8vWvfz1J2q47NOvKsHr16nz3u9/NRz/60ZxzzjntrjHr6tXzeG+gq+zcuTNJMnjw4HaPDxo06KB1dA9Tp049onUH5jpw4MD06NH+z18eA93TbbfdlmeffTYDBgzIhAkTsm3btiRmXSmuueaarF+/PuvXr09NTU0+/elP56KLLkri73UleOGFF3LZZZdlyJAhueqqqw67zqyrV8WG6YG3g6qrq2v3+IHbvW1UZXq9+SfJiSeeeNBayverX/0q1157bZLk0ksvTd++fc26wtx5553505/+lCQ54YQT8vzzz2fXrl0ZNGiQWVeAK664Irt3786SJUsOOUv+58y6elXsU/kHrkmqqal5zXWtlftuWVXtwE/Yrzf/xGOgu1ixYkUuuuii7Nu3L9OmTWs7e27WleVHP/pR1q9fn+XLl+f000/Pj3/840ybNi1NTU1m3c3deuutuf/++zNr1qyMHz/+NdeadfWq2DDt27dvkmTv3r3tHj/wps29e/d+w/bEG+fA/A/35txJ8tJLLyV59dW/lG3p0qX53Oc+l+bm5kyfPj1f+cpX2o6ZdWUZOnRo6urqMmbMmNx8880ZMWJE/uu//it33HGHWXdjv/3tb3PttdfmXe96V77whS+87nqzrl4V+1T+oEGD8sc//jHPP/98uy+gOHBNyoFrVKgsB64t3rVrV1pbW9v9qdtjoHyvvPJK5s+fn9tvvz01NTX54he/2Ha94QFmXblOOOGEfOQjH8mTTz6Z3/zmN23vwmHW3c91112X5ubm1NXV5ctf/vJBxw68mPGOO+7I6tWr8973vjcf/vCHk5h1NarYMB05cmSefPLJPPXUUzn99NMPOf7UU0+1raPyDBgwIIMHD86OHTuybdu2vO1tbzvoeEtLS7Zu3ZrEY6BUzc3N+dznPpeVK1emd+/eueaaa3L22Wcfss6su7cbbrghW7duzT/90z9lyJAhhxw/4YQTkrz6Q4pZd18HrgN95JFH8sgjj7S7Zu3atVm7dm169uyZCy64wKyrVMU+ld/Y2Jgkuffeew859oc//CFr1qxJr1698v73v/+N3hpvkAOPgfvuu++QY6tWrcqLL76YhoaGdv8x5PhqaWlpi9JTTjklt9xyS7tReoBZd1+rVq3KPffck5/+9KftHn/ggQeSJO9+97uTmHV3tXTp0mzevLnd/yZOnJjk1V9Junnz5lxzzTVJzLpaVWyYTpo0KcOGDcvKlStz6623tt3e3NycK664Ik1NTZkyZUoGDhx4HHdJV5o+fXpqa2uzaNGirFu3ru327du3Z8GCBUmSOXPmHKfd8VoWLlyYlStXpk+fPvne976XMWPGvOZ6s+6+pk+fniS58cYbs2HDhrbbX3755Vx33XV56KGHcsopp+T8889vW2/W1cGsq1PFPpVfV1eXa665JrNnz878+fNz55135tRTT83atWuzc+fOjBo1Kpdeeunx3iZdqKGhIXPnzs3111+fCy+8MGeccUbq6uqyZs2aNDU1ZerUqZk8efLx3iZ/Yc+ePfnOd76T5NVrxxYtWnTYtR/72MfS2Nho1t3Yxz/+8fz617/O7bffngsuuCDjxo1L//7988QTT+T3v/99BgwYkIULF7a9tZBZVw+zrk4VG6ZJMn78+Cxfvjw33nhjHnrooTz11FM59dRTM2XKlMyaNSv9+vU73luki82ePTv19fVZsmRJNmzYkJqamtTX12fatGk599xzj/f2aMdDDz3Udj3aM888k2eeeeawa9/5zne2Pd1n1t3X/Pnz8773vS/Lli3Lxo0bs2/fvgwbNiwzZszIrFmzDvlFKWZdPcy6+tS0egMwAAAKULHXmAIA0L0IUwAAiiBMAQAogjAFAKAIwhQAgCIIUwAAiiBMAQAogjAFAKAIwhQAgCIIUwAAiiBMAQAogjAFAKAIwhQAgCL8fzdAvEbVP75uAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 3 }, { "cell_type": "markdown", @@ -133,7 +148,6 @@ }, { "cell_type": "code", - "execution_count": 4, "id": "ae4d979f", "metadata": { "execution": { @@ -141,12 +155,17 @@ "iopub.status.busy": "2025-07-17T22:01:04.729184Z", "iopub.status.idle": "2025-07-17T22:01:04.845508Z", "shell.execute_reply": "2025-07-17T22:01:04.844619Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:26.860670Z", + "start_time": "2025-12-04T22:07:26.776014Z" } }, - "outputs": [], "source": [ "from skimage.morphology import binary_erosion" - ] + ], + "outputs": [], + "execution_count": 4 }, { "cell_type": "markdown", @@ -158,7 +177,6 @@ }, { "cell_type": "code", - "execution_count": 5, "id": "43921591", "metadata": { "execution": { @@ -166,30 +184,12 @@ "iopub.status.busy": "2025-07-17T22:01:04.847809Z", "iopub.status.idle": "2025-07-17T22:01:05.062985Z", "shell.execute_reply": "2025-07-17T22:01:05.062738Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, '$\\\\mathtt{n\\\\_erosion\\\\_threshold} = 10$')" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAGUCAYAAACskI5kAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAANwdJREFUeJzt3X2UVeVhLvBnUBgQFRnBj0ACIwSImhDAEDQqEU3iRyt+NK2pK4mNtnh7Y7TXW6W2BNumScQ0zUebgtGlzTXJvUnKrZJ6b5QKNZOGGJnIyjWUr6AmBokKURAGUPb9I2smjswMM8PMmZl9fr+1Zi3n7Hfv857ZZ57jPOxz3pqiKIoAAAAAUEqD+noCAAAAAPQe5Q8AAABAiSl/AAAAAEpM+QMAAABQYsofAAAAgBJT/gAAAACUmPIHAAAAoMSUPwAAAAAlpvwBAAAAKDHlDwAAAECJKX8AAAAASkz5Q7/x7ne/OzU1NX09jR735JNPpqamJldddVVfT6XLenvuf//3f5+amppWX08++WSXjzN+/PiMHz++x+cH9D7Z3//IfqAnyPf+R75XN+UPHCLh1H0zZ87MwoULs3DhwkydOrWvp9MtP/zhD3PhhRdm5MiRGT58eGbOnJmvfe1rfT0toJfJ/u4b6Nk/fvz4A/64af669tpr+3p6wCGS79030PP93nvvzbx583LaaaeltrY2NTU1ueeeezrcZyD9LXB4X08Amn3lK1/Jrl27+noaVNDMmTMzc+bMJL/+l4g1a9b08Yy6ZuXKlXnf+96XIUOG5IorrsiIESOydOnSXHnllXnyySdzyy239PUUod+T/dVnoGd/kowYMSI33HDDAbefdtpplZ8M9FPyvfoM9Hz/i7/4izz11FMZNWpUTjzxxDz11FMdjh9ofwsof+g33vSmN/X1FKDTXnnllVxzzTWpqanJI488kmnTpiVJFi5cmNNPPz0LFy7M+9///rz5zW/u45lC/yb7GYiOOeaY3HrrrX09DejX5DsDzZ133pk3v/nNGTduXD796U/nz/7sz9odOxD/FvC2rwp47XsrGxoacuaZZ+aII47ICSeckFtuuSX79+8/5Pv49re/nTlz5mTEiBE54ogjMmvWrNx3333tjr/qqqta3oN555135tRTT82wYcNy/PHHZ968eS3j9u/fn89+9rM59dRTM3To0IwcOTIXXXRRfvjDH7Z77G9+85s588wzM3r06AwfPjyTJ0/ONddck40bNx4w9tZbbz3gkun2dGUuvf0zb34Pc01NTZ566qk89dRTrR7Du9/97jb368pcOnuOmnXlOdCVc9TVuXfnOdNZO3bsyPXXX58TTzwxRxxxRM4+++w0NjYe8nG74+GHH86mTZvy+7//+y1hnyRHHXVUFixYkFdeeSV33313n8yN/kH2y/5msv/Q9Kfsh0S+y/ffkO+Hpr/l+3nnnZdx48Z1auyA/FugoNdt3ry5SFK8853vLI4++ujiyiuvLD72sY8Vb3jDG4okxec///lDOv6nP/3pIklx3HHHFddcc01x3XXXFRMnTiySFHfffXeb+3z4wx8ukhR/8id/UhxxxBHFBz/4weLmm28uLrvssmLKlCkt466++uoiSTFlypTiT//0T4uPfOQjxbBhw4qhQ4cWDQ0NBxz3S1/6UpGkGD9+fPHRj360+NM//dPi0ksvLY488sji61//+gHjV6xYUSxcuLBYuHBhMW7cuKKjp2RX5tLbP/O77767Zd4jRowoRowY0fL9woULW/3cuzuXzp6joujac6Ar56g7c+/qc+b1j3fz5s1tbn/11VeL2bNnF0mKs88+u5g/f37xnve8p6irqytGjhxZjBs3rt1j94Y/+7M/K5K0+bzetm1bkaQ444wzKjon+hfZL/tlf/myvyiKYty4ccUJJ5xQ3HPPPcXf/M3fFF/60peKxx9/vOLzoO/Id/ku38uZ76/1qU99qsPfuYH4t4DypwKaf8mSFA888EDL7Rs2bCgGDRpUnHbaad0+dmNjYzFo0KBiypQpxQsvvNBy+65du4pp06YVI0aMKHbs2HHAfs2/jMcee2yxbt26VtueffbZoiiK4tFHHy2SFG9729uK3bt3t2x/+OGHiyTFtGnTDjjujBkziqFDhxbbt29vdftLL71UbNmypcPH0vzL35auzqU3f+avN27cuA7Dqbtz6cw5KoquPwe6co66OvfuPGde/3jbe4H4X//rfxVJiksuuaTV7c0vSJ15gXjti3hnvl7/M3qt3/md3ymSFI899lib20eNGlWMHj36oHOivGS/7Jf95cv+oiha/qB9/df5559fPPfccwedDwOffJfv8r2c+f5aByt/BuLfAsqfCmj+JXvrW996wLaTTz65OPLII7t97GuvvbZIUvzv//2/D9j25S9/ud1tzb+MCxYsaPfY8+fPL5IUd9555wHb3vGOdxRJik2bNrW6/e1vf3sxfPjwYufOnV1+LB29QHR1Lr35M3+9zr5AdHUunTlHRdH150BXzlFX596d50yzg71A/N7v/V6RpFixYkWr29euXdvpF4i2/me9o6/25lIURfGe97ynSFJs2LChze0nnXRSMWTIkIPOifKS/Z0j+1uT/a31t+wviqL4y7/8y2LlypXFc889V7z00kvFqlWrigsuuKBIUpx++unF/v37DzonBjb53jnyvTX53lp/zPfXOlj5MxD/FvCBzxU0efLkA24bNWpUfvKTn3T7mM3vtXzkkUfy+OOPt9rW/B7Pjt7rec4557S7be3atUnS5jJ906ZNyw9/+MOsXbs2J510Usvtl19+eRYsWJB3vOMd+cAHPpBZs2blHe94R4455pjOPqQem0vSOz/z7uruXDo6R0nXnwPdOUednXt3z1NnNB/7rW99a6vbp0yZktra2k4doyiKLt8vHCrZ332yv32yv++y/+Mf/3ir79/5znfm29/+dmbPnp2GhoY88MADueiii3r0Pumf5Hv3yff2yXf/b99blD8VNHz48ANu6+hD0DrjV7/6VZLk7/7u79od8/LLL7e7bezYse1u27lzZ5Kkrq7ugG3HHntskl9/SNdr3XLLLTnmmGNy1113ZeHChSmKIoMHD8773//+LF68OEcddVS799eR7swl6Z2feXd1dy4dnaOk68+B7pyjzs69u+epM5ofw8iRIw/Y1tb99bYRI0YkSV588cU2t7/00kstY6husl/2v57s77z+lv3tGTRoUP7gD/4gDQ0N+d73vqf8qRLyXb6/nnzvvIGS7+0ZiH8LKH8GuOZG96WXXupW+A4ePLjdbUceeWSSZNu2bQe0uS+88EKSHHCfgwYNykc/+tF89KMfzYsvvph///d/z2c+85l87WtfS11dXb74xS92eY7dnUtZdHSOkq4/B3rrHCW9e56aj719+/aWF5tm27ZtywknnHDQY3R1Wd4bbrih3X81aV62ccOGDZkxY0arbdu3b8/zzz+fM844o0v3B50l+2W/7O+b7O/IqFGjkiS7du3q8r7QTL7Ld/ne//K9LQPxbwHlzwB32mmnZfXq1XnssccOeglhV02ZMiX33Xdf1qxZk9NOO63VtuZLEKdMmdLu/iNGjMjFF1+c888/P6NGjcqKFSv6bC696bDDDsuePXv65L6TQ3sO9OQ5Sg7tPDW/ALT3P80nn3xy1qxZkx//+Metlttcu3Ztp3/+f/mXf9mpcc2uuuqqdl8gZs+enU996lN58MEHc8UVV7Ta9uCDD7aMgd4g+2W/7O+b7O/ID37wgyTJ+PHju7wvNJPv8l2+9798b8tA/FtgUF9PgENzzTXXpKamJjfeeGOef/75A7b/+7//e4eXhnbk0ksvTZJ84QtfaHU534MPPphHH300U6dOzYQJE1rt853vfCevvvpqq9ueeeaZ7Nq1q81L+npzLpUyatSobN26teUSzUrr6nOgt85RcmjnaeLEiUmSVatWtbn98ssvT5J89rOfzf79+1tu/9u//dtOz6/49Yfcd/qro/+BP/fcc3PSSSfla1/7Wqv3Y+/YsSN//dd/ncMPPzxXXXVVp+cGXSH7Zb/s75vs/8lPftLmOW9oaMhnP/vZ1NbW5rLLLuv03OD15Lt8l+99k+9dNRD/FnDlzwB32mmn5ROf+ET+/M//PJMnT86FF16YN7zhDXn66afz6KOP5qc//Wm2bNnS5vs6D+ad73xnrrrqqtxzzz2ZPn16Lrjggjz//PNZunRpamtr84UvfOGAfX7v934vw4cPz1lnnZVx48Zl+/btWbp0afbv358bb7yx1dgnn3wy99xzT6vvk9aX711yySV5+9vf3q25VMqFF16YRx99NBdddFEuu+yyDB8+PG94wxty8cUXV+T+u/oc6Mo56qpDOU9XXnllPv7xj+f666/P448/nrq6uhxzzDG54YYbkiSXXXZZzjnnnCxbtixnnHFGzj777KxZsyarV68+5Be27jj88MNz55135n3ve1/OOuusfOADH8jRRx+dpUuXZvPmzfnEJz6RSZMmVXxeVAfZL/tlf99k/ze+8Y0sWrQo5557bsaPH5/a2tr8v//3//Lggw9m0KBBWbx4cd70pjdVfF6Uh3yX7/K9b/I9Se688840NDQkSX784x+33LZy5cokv37+XnLJJUkG6N8CvbKGGK00L6n34Q9/+IBtHS2B2BX/5//8n+L8888v6urqiiFDhhTjxo0r5s6dW/zTP/1TsW/fvgPGH2zpvWavvPJKcfvttxcnn3xyMWTIkGLEiBHF+eefX6xatarN8f/wD/9QXHjhhcXYsWOL2traYsyYMcVFF11UPPLIIweMXbFixUGX43vt0npdmUslfubNmpqaiuuvv74YM2ZMMWjQoCJJMXv27EOeS2fPUbPOPge6co66M/euPmdea9WqVcUZZ5xRDBs2rM0lHl966aXiuuuuK44//vhi6NChxbve9a5i9erVB12Sszf94Ac/KM4///xixIgRxbBhw4rTTjutuPfee/tkLvQvsl/2y/7yZf/KlSuL3/3d3y0mTpxYHHXUUcXgwYOLsWPHFldccUXxgx/8oKJzoe/Id/ku38uX70Xxm3PU3tfChQsP2Gcg/S1QUxTWRwMAAAAoK5/5AwAAAFBiyh8AAACAEuuT8mfFihX5rd/6rYwePTrDhg3LlClTsmDBgm5/cj0A/Z/sB6g+sh+gf6j4Z/588YtfzPXXX5+iKDJ27NiMHj06P/nJT7Jnz5685S1vSUNDQ+rq6io5pX6jK0vPnXvuubnrrrt6bzJVxM8dep/sb58M6ht+7tD7qj375Uzf8HOHtlW0/Fm9enVmzpyZoiiyePHi/OEf/mFqamryi1/8IhdffHFWr16dyy67LP/8z/9cqSkB0MtkP0D1kf0A/UtFy59LLrkk9913Xz70oQ/ln/7pn1pt27BhQ6ZMmZL9+/dnzZo1edvb3lapaQHQi2Q/QPWR/QD9y+GVuqOdO3fm//7f/5sk+aM/+qMDtr/5zW/OnDlzsnz58nzzm9/ssReB8ePH55e//GWGDh2a+vr6HjkmQH+3efPmNDU15bjjjsuTTz7ZZ/OQ/QCVU83ZL/eBatXZ7K9Y+fOjH/0oe/bsSW1tbWbOnNnmmLPOOivLly/PqlWreux+f/nLX2b37t3ZvXt3tm/f3mPHBRgIfvnLX/bp/ct+gMqrxuyX+0C1O1j2V6z8Wb9+fZLkTW96UwYPHtzmmAkTJiRJ1q1b12P3O3To0OzevTuDcliG56geOy5Af/ZydmR/Xs3QoUP7dB6yH6Byqjn75T5QrTqb/RUrf7Zt25YkHX6if/O2g7X1S5YsyR133NGp+21qakqSDM9ReWfNeZ3aB2Cg+0GxPDvyqz6/9F32A1RO2bJf7gMcXGezv2LlT3MgDxkypN0xtbW1SZLdu3d3eKwtW7aksbGx5yYHQK+Q/QDVp6eyX+4D9JyKlT/NlyDt3bu33TF79uxJkgwbNqzDY5144omZPn16p+537dq1B/2DAoDeIfsBqk9PZb/cB+g5FSt/Ro4cmeQ3l4G2pXlb89j2zJs3L/PmzevU/c6YMcO/GAD0EdkPUH16KvvlPkDPGVSpO5o0aVKS5Omnn86+ffvaHLNp06ZWYwEY2GQ/QPWR/QD9T8XKn+nTp2fIkCHZs2dPHn300TbHfPe7302SnH766ZWaFgC9SPYDVB/ZD9D/VKz8OfLII/O+970vSdr81P4NGzbk4YcfTpL8zu/8TqWmBUAvkv0A1Uf2A/Q/FSt/kmTBggWpqanJ//gf/yN33HFHiqJI8utP8v/ABz6Q/fv355JLLsnUqVMrOS0AepHsB6g+sh+gf6lo+fOOd7wjn/3sZ5P8+gPcxo0bl+nTp6e+vj6rV6/O5MmT8+Uvf7mSUwKgl8l+gOoj+wH6l4qWP0lyww035KGHHsoFF1yQl19+OT/5yU8ybty43HLLLXnssccyatSoSk8JgF4m+wGqj+wH6D8qttT7a5177rk599xz++KuAegjsh+g+sh+gP6h4lf+AAAAAFA5yh8AAACAElP+AAAAAJSY8gcAAACgxJQ/AAAAACWm/AEAAAAoMeUPAAAAQIkpfwAAAABKTPkDAAAAUGLKHwAAAIASU/4AAAAAlJjyBwAAAKDElD8AAAAAJab8AQAAACgx5Q8AAABAiSl/AAAAAEpM+QMAAABQYsofAAAAgBJT/gAAAACUmPIHAAAAoMSUPwAAAAAlpvwBAAAAKDHlDwAAAECJKX8AAAAASkz5AwAAAFBiyh8AAACAElP+AAAAAJSY8gcAAACgxJQ/AAAAACWm/AEAAAAoMeUPAAAAQIkpfwAAAABKTPkDAAAAUGLKHwAAAIASU/4AAAAAlJjyBwAAAKDElD8AAAAAJab8AQAAACgx5Q8AAABAiSl/AAAAAEpM+QMAAABQYsofAAAAgBJT/gAAAACUmPIHAAAAoMSUPwAAAAAlpvwBAAAAKLFulT/PPvts7r333lx//fV517velSOOOCI1NTU57bTTDrrvvn37cvvtt2fq1KkZPnx46urqMmfOnCxdurQ7UwGgQmQ/QHWR+wDlcXh3dvqf//N/5k/+5E+6vF9TU1Pe8573pKGhIYcddlhOOeWUvPzyy1mxYkVWrFiRm2++OZ/+9Ke7MyUAepnsB6guch+gPLp15c/RRx+d8847L/Pnz8+3vvWtfPKTn+zUfjfffHMaGhpSX1+fJ554ImvWrMnGjRtz3333pba2NrfddluWLVvWnSkB0MtkP0B1kfsA5dGt8ucjH/lIHnrooXzqU5/K5ZdfnhNPPPGg+2zdujWLFy9Oktx1112ZPHlyy7aLL744N910U5Lk1ltv7c6UAOhlsh+gush9gPKo2Ac+33///dm7d28mTpyYc84554Dt8+bNS5I0NjZm06ZNlZoWAL1I9gNUF7kP0D9VrPxZtWpVkuSss85qc/uYMWNSX1/faiwAA5vsB6guch+gf6pY+bN+/fokycSJE9sdM2HChCTJunXrKjInAHqX7AeoLnIfoH/q1mpf3bFt27YkSV1dXbtjmrdt3769w2MtWbIkd9xxR6fud+3atZ2cIQA9TfYDVBe5D9A/Vaz8aWpqSpIMGTKk3TG1tbVJkt27d3d4rC1btqSxsbHnJgdAr5D9ANVF7gP0TxUrf4YOHZok2bt3b7tj9uzZkyQZNmxYh8c68cQTM3369E7d79q1aw/6wgJA75D9ANVF7gP0TxUrf0aOHJnkN5eCtqV5W/PY9sybN69lpYCDmTFjhn8xAOgjsh+gush9gP6pYh/4PGnSpCTJxo0b2x3TvNxj81gABjbZD1Bd5D5A/1Sx8mfWrFlJkoaGhja3P/PMM9m8eXOrsQAMbLIfoLrIfYD+qWLlz9y5czN48OBs2LAhK1asOGD7kiVLkiTTpk3rcGlIAAYO2Q9QXeQ+QP9UsfLn+OOPb3nP7tVXX51169a1bFu2bFkWLVqUJFm4cGGlpgRAL5P9ANVF7gP0T936wOef/exnmTZtWsv3zZ/Yv2bNmowaNarl9ptuuik33XRTy/eLFi3K6tWr8/3vfz+nnHJKTj311OzcubPlfb833nhj5s6d260HAkDvkv0A1UXuA5RHt8qfV199NS+88MIBt7/yyiutbt+1a1er7cOGDcvKlSvzuc99Lvfee2/Wr1+fIUOGZPbs2bnuuuty+eWXd2c6AFSA7AeoLnIfoDy6Vf6MHz8+RVF06w6HDBlywL8OAND/yX6A6iL3AcqjYp/5AwAAAEDlKX8AAAAASkz5AwAAAFBiyh8AAACAElP+AAAAAJSY8gcAAACgxJQ/AAAAACWm/AEAAAAoMeUPAAAAQIkpfwAAAABKTPkDAAAAUGLKHwAAAIASU/4AAAAAlJjyBwAAAKDElD8AAAAAJab8AQAAACgx5Q8AAABAiSl/AAAAAErs8L6eAPSV7/zi8b6eQo963xve3tdTAAAAoB9y5Q8AAABAiSl/AAAAAEpM+QMAAABQYsofAAAAgBJT/gAAAACUmNW+KI2yrd7VVV19/FYHAwAAqA6u/AEAAAAoMeUPAAAAQIkpfwAAAABKTPkDAAAAUGLKHwAAAIASU/4AAAAAlJil3hlQqn05957U0c/SMvAAv1Gp1x7ZCwD0Flf+AAAAAJSY8gcAAACgxJQ/AAAAACWm/AEAAAAoMeUPAAAAQIlZ7Yt+yapefau9n7+VaICBrj+/vnRnbnIZAOgMV/4AAAAAlJjyBwAAAKDElD8AAAAAJab8AQAAACgx5Q8AAABAiSl/AAAAAErMUu/0mf683C5t6+icWW4Y6E+q5TWmvccpkwGA13LlDwAAAECJdbn8KYoi//Ef/5H58+fnzDPPzLHHHpvBgwdn9OjRee9735uvfvWrKYqi3f337duX22+/PVOnTs3w4cNTV1eXOXPmZOnSpYf0QADoPbIfoPrIfoDy6PLbvh5++OGcd955Ld+fdNJJqa+vz+bNm/PQQw/loYceyte//vX88z//c2pra1vt29TUlPe85z1paGjIYYcdllNOOSUvv/xyVqxYkRUrVuTmm2/Opz/96UN/VAD0KNkPUH1kP0B5dOvKn/r6+nz+85/P1q1bs2nTpjz22GN54YUX8pWvfCW1tbX513/91yxcuPCAfW+++eY0NDSkvr4+TzzxRNasWZONGzfmvvvuS21tbW677bYsW7asRx4YAD1H9gNUH9kPUB5dLn9mzpyZdevW5WMf+1iOO+64Vts++MEP5uMf/3iS5Mtf/nL279/fsm3r1q1ZvHhxkuSuu+7K5MmTW7ZdfPHFuemmm5Ikt956a5cfBAC9S/YDVB/ZD1AeXS5/jj766AwePLjd7RdccEGSZNu2bXnuuedabr///vuzd+/eTJw4Meecc84B+82bNy9J0tjYmE2bNnV1WgD0ItlPf/WdXzze5le183OhJ8h+gPLo8dW+mpqaWv572LBhLf+9atWqJMlZZ53V5n5jxoxJfX19q7EADAyyH6D6yH6AgaPLH/h8MF//+teTJFOnTs3RRx/dcvv69euTJBMnTmx33wkTJmTz5s1Zt25dh/exZMmS3HHHHZ2az9q1azs1DoDuk/0A1ae3s1/uA/ScHi1/GhsbW97fO3/+/Fbbtm3bliSpq6trd//mbdu3b+/wfrZs2ZLGxsZDmSoAPUT2A1SfSmS/3AfoOT1W/mzdujWXXnpp9u3bl0svvTRXXHFFq+3Nl4UOGTKk3WM0LxG5e/fuDu/rxBNPzPTp0zs1r7Vr1x70eAB0j+wHqD6Vyn65D9BzeqT8efHFF3PBBRfk6aefzowZM3LPPfccMGbo0KFJkr1797Z7nD179iRp/Z7htsybN6/lg+IOZsaMGf7FAKAXyH6A6lPJ7Jf7AD3nkMufnTt35vzzz8+PfvSjnHLKKfnOd77T6j2/zUaOHJnkN5eBtqV5W/NYysHqItWhvfP8vje8vaLzoDJkP5XkdaTndPSzlNccjOyHnn1NkrtU0iGt9rVr165cdNFFWbVqVSZNmpTly5fn2GOPbXPspEmTkiQbN25s93jNSz02jwWg/5H9ANVH9gMMbN0uf5qamjJ37tw88sgjGT9+fP7t3/4tJ5xwQrvjZ82alSRpaGhoc/szzzyTzZs3txoLQP8i+wGqj+wHGPi6Vf7s27cvl19+eZYvX56xY8fm4YcfztixYzvcZ+7cuRk8eHA2bNiQFStWHLB9yZIlSZJp06Z1uCwkAH1D9gNUH9kPUA5dLn9effXVXHnllXnggQdywgkn5OGHH059ff1B9zv++ONbPrDt6quvzrp161q2LVu2LIsWLUqSLFy4sKtTAqCXyX6A6iP7Acqjyx/4/I1vfCPf/OY3k/z6k/z/4A/+oN2xX/ziFzNt2rSW7xctWpTVq1fn+9//fk455ZSceuqp2blzZ8t7fm+88cbMnTu3q1MCoJfJfoDqI/sByqPL5U/zsoxJ8uSTT+bJJ59sd+yLL77Y6vthw4Zl5cqV+dznPpd7770369evz5AhQzJ79uxcd911ufzyy7s6HQAqQPYDVB/ZD1AeNUVRFH09id40Y8aMNDY25qgck3fWnNfX06lKluitbpaw7Bs/KJZnR36V6dOnZ/Xq1X09nYqT/eXidaQy5PXAV83ZL/fpSX39uiOP6YrOZv8hLfUOAAAAQP+m/AEAAAAoMeUPAAAAQIkpfwAAAABKTPkDAAAAUGJdXuodAKA39PXqKtWuvZ+/VWeAsuqvrzsdzUsm012u/AEAAAAoMeUPAAAAQIkpfwAAAABKTPkDAAAAUGLKHwAAAIASU/4AAAAAlJil3gEAACil/rqce3e193gsAc/BuPIHAAAAoMSUPwAAAAAlpvwBAAAAKDHlDwAAAECJKX8AAAAASkz5AwAAAFBiyh8AAACAElP+AAAAAJSY8gcAAACgxJQ/AAAAACWm/AEAAAAoMeUPAAAAQIkpfwAAAABKTPkDAAAAUGLKHwAAAIASU/4AAAAAlJjyBwAAAKDElD8AAAAAJXZ4X08AACBJ3veGt7d5+3d+8XhF51Gt2vv5AwxkHWXbQHx9kdV0lyt/AAAAAEpM+QMAAABQYsofAAAAgBJT/gAAAACUmPIHAAAAoMSs9gUAAEDV6a+rTFrRi97gyh8AAACAElP+AAAAAJSY8gcAAACgxJQ/AAAAACWm/AEAAAAoMeUPAAAAQIlZ6p1e11+XUKRnWZIS6C0d5YvXkq6R1QAHV6nXHZlMJbnyBwAAAKDEulX+LFu2LP/1v/7XzJo1K2PHjs3QoUNz5JFH5tRTT80NN9yQp556qt199+3bl9tvvz1Tp07N8OHDU1dXlzlz5mTp0qXdfhAA9D7ZD1B9ZD9AOXSr/Pnbv/3bfOlLX0pjY2MOO+ywvPWtb83o0aOzdu3afP7zn8/JJ5+cBx988ID9mpqaMmfOnNx000154oknMnHixNTV1WXFihW5/PLLM3/+/EN+QAD0DtkPUH1kP0A5dKv8+chHPpLly5dnx44deeqpp/LDH/4wmzdvzvr163P22Wdn165dufLKK/Pyyy+32u/mm29OQ0ND6uvr88QTT2TNmjXZuHFj7rvvvtTW1ua2227LsmXLeuSBAdCzZD9A9ZH9AOXQrfLnQx/6UM4999zU1ta2un3ChAn5xje+kSR5/vnn88gjj7Rs27p1axYvXpwkueuuuzJ58uSWbRdffHFuuummJMmtt97anSkB0MtkP0D1kf0A5dDjq30df/zxqaury7Zt27Jr166W2++///7s3bs3EydOzDnnnHPAfvPmzctf//Vfp7GxMZs2bcqECRN6emoA9BLZT1+xomTbrCBDJch+qpF8ZaDq8dW+1q5dm23btmXQoEGZNm1ay+2rVq1Kkpx11llt7jdmzJjU19e3GgvAwCD7AaqP7AcYOHrkyp+iKPLcc8+loaEhN998c5Lkv//3/56TTjqpZcz69euTJBMnTmz3OBMmTMjmzZuzbt26Du9vyZIlueOOOzo1t7Vr13ZqHABdI/sBqk8ls1/uA/ScQyp/7r333nzwgx9sdduUKVPy1a9+Nb//+7/f6vZt27YlSerq6to9XvO27du3d3i/W7ZsSWNjY3emDMAhkv0A1acvsl/uA/ScQyp/jjvuuLzrXe/K/v378/Of/zzPPPNM1q9fn69+9as5++yzM3bs2JaxTU1NSZIhQ4a0e7zmD5LbvXt3h/d74oknZvr06Z2a49q1aw96PAA6T/YDVJ++yH65D9BzDqn8ee9735v3vve9Ld//9Kc/zY033ph/+Zd/yaxZs/LEE09kxIgRSZKhQ4cmSfbu3dvu8fbs2ZMkGTZsWIf3O2/evMybN69Tc5wxY4Z/MQDoQbIfoPr0RfbLfYCe06OrfZ100kn51re+lalTp+aJJ57I3//93+fP//zPkyQjR45M8pvLQNvSvK15LOXW0SflV/sqLf2V1Q1oi+ynP6qWVcDkMn1F9gMMLD2+2tdhhx2WCy64IEny2GOPtdw+adKkJMnGjRvb3XfTpk2txgIwMMh+gOoj+wEGjh4vf5Jk3759SZL9+/e33DZr1qwkSUNDQ5v7PPPMM9m8eXOrsQAMHLIfoPrIfoCBocfLn7179+bb3/52kmTatGktt8+dOzeDBw/Ohg0bsmLFigP2W7JkScs+HS0LCUD/I/sBqo/sBxg4ulz+PPbYY1mwYEE2bNhwwLb169fnt3/7t7Np06YceeSR+cM//MOWbccff3zLB7ZdffXVWbduXcu2ZcuWZdGiRUmShQsXdvlBANC7ZD9A9ZH9AOXR5Q983rlzZz7xiU/kE5/4REaPHp03vvGNGTx4cLZs2ZKnn346SVJXV5dvfvObGTNmTKt9Fy1alNWrV+f73/9+TjnllJx66qnZuXNny3t+b7zxxsydO7cHHhYAPUn2A1Qf2Q9QHl0uf6ZOnZovfOELWblyZX784x9n48aN2bVrV0aMGJEzzzwz559/fubNm5dRo0YdsO+wYcOycuXKfO5zn8u9996b9evXZ8iQIZk9e3auu+66XH755T3yoADoWbIfoPrIfoDyqCmKoujrSfSmGTNmpLGxMUflmLyz5ry+ng6HqGxL9PZXlg4e+H5QLM+O/CrTp0/P6tWr+3o6FSf76UmVeu2RvRyqas5+uQ9Uq85mf6+s9gUAAABA/6D8AQAAACgx5Q8AAABAiSl/AAAAAEpM+QMAAABQYl1e6h36UkcroVgJrGusKgPQOfISABjoXPkDAAAAUGLKHwAAAIASU/4AAAAAlJjyBwAAAKDElD8AAAAAJab8AQAAACgxS71TGl1dirdsS8NbihgAAIC2uPIHAAAAoMSUPwAAAAAlpvwBAAAAKDHlDwAAAECJKX8AAAAASsxqX1Qtq2MBAABQDVz5AwAAAFBiyh8AAACAElP+AAAAAJSY8gcAAACgxJQ/AAAAACWm/AEAAAAoMeUPAAAAQIkpfwAAAABKTPkDAAAAUGLKHwAAAIASU/4AAAAAlJjyBwAAAKDElD8AAAAAJab8AQAAACgx5Q8AAABAiSl/AAAAAEpM+QMAAABQYsofAAAAgBJT/gAAAACUmPIHAAAAoMSUPwAAAAAlpvwBAAAAKDHlDwAAAECJKX8AAAAASkz5AwAAAFBiyh8AAACAElP+AAAAAJRYj5Q/DzzwQGpqalJTU5Px48e3O27fvn25/fbbM3Xq1AwfPjx1dXWZM2dOli5d2hPTAKCCZD9A9ZH9AAPTIZc/O3bsyLXXXnvQcU1NTZkzZ05uuummPPHEE5k4cWLq6uqyYsWKXH755Zk/f/6hTgWACpH9ANVH9gMMXIdc/tx888352c9+lksuueSg4xoaGlJfX58nnngia9asycaNG3PfffeltrY2t912W5YtW3ao0wGgAmQ/QPWR/QAD1yGVPw0NDVm8eHEuvfTSzJ07t91xW7duzeLFi5Mkd911VyZPntyy7eKLL85NN92UJLn11lsPZToAVIDsB6g+sh9gYOt2+dPU1JRrrrkmRx55ZL74xS92OPb+++/P3r17M3HixJxzzjkHbJ83b16SpLGxMZs2berulADoZbIfoPrIfoCBr9vlz1/91V9l3bp1+eQnP5kxY8Z0OHbVqlVJkrPOOqvN7WPGjEl9fX2rsQD0P7IfoPrIfoCB7/Du7PT444/n9ttvz8yZM/PHf/zHBx2/fv36JMnEiRPbHTNhwoRs3rw569atO+jxlixZkjvuuKNTc127dm2nxgHQMdkPUH36MvvlPkDP6XL58+qrr+bqq69Oktxxxx0ZNOjgFw9t27YtSVJXV9fumOZt27dvP+jxtmzZksbGxs5MF4AeIPsBqk9fZ7/cB+g5XS5/PvOZz6SxsTE33XRTpk6d2ql9mpqakiRDhgxpd0xtbW2SZPfu3Qc93oknnpjp06d36r7Xrl3bqWMC0D7ZD1B9+jr75T5Az+lS+bNhw4bceuutqa+vz8KFCzu939ChQ5Mke/fubXfMnj17kiTDhg076PHmzZvX8mFxBzNjxgz/YgBwCGQ/QPXpD9kv9wF6Tpc+8Pnaa69NU1NT/vEf/zFHHHFEp/cbOXJkkt9cBtqW5m3NYwHoH2Q/QPWR/QDl0qUrf1avXp2ampp8+MMfPmBb82WWP/vZz3LCCSckSZYuXZozzjgjkyZNyve+971s3Lix3WM3L/U4adKkrkwJgF4m+wGqj+wHKJcuf+ZPURTZunVru9v379/fsr35cs9Zs2bl7rvvTkNDQ5v7PPPMM9m8eXPLWAD6F9kPUH1kP0B5dOltX7/61a9SFEWbX3fffXeSZNy4cS23vfvd706SzJ07N4MHD86GDRuyYsWKA467ZMmSJMm0adM6XBYSgMqT/QDVR/YDlEuXyp/uOv7441s+rO3qq6/OunXrWrYtW7YsixYtSpIufZgcAP2b7AeoPrIfoH/q8tu+umvRokVZvXp1vv/97+eUU07Jqaeemp07d7a85/fGG2/M3LlzKzUdACpA9gNUH9kP0P9U5Mqf5NdLOa5cuTK33XZbTj755Kxfvz7PP/98Zs+enW9961v5zGc+U6mpAFAhsh+g+sh+gP6npiiKoq8n0ZtmzJiRxsbGHJVj8s6a8/p6OgAV8YNieXbkV5k+fXpWr17d19OpONkPVKNqzn65D1SrzmZ/xa78AQAAAKDylD8AAAAAJab8AQAAACgx5Q8AAABAiSl/AAAAAEpM+QMAAABQYsofAAAAgBJT/gAAAACUmPIHAAAAoMSUPwAAAAAlpvwBAAAAKDHlDwAAAECJKX8AAAAASkz5AwAAAFBiyh8AAACAElP+AAAAAJSY8gcAAACgxJQ/AAAAACWm/AEAAAAoMeUPAAAAQIkpfwAAAABKTPkDAAAAUGLKHwAAAIASU/4AAAAAlJjyBwAAAKDElD8AAAAAJab8AQAAACgx5Q8AAABAiSl/AAAAAEpM+QMAAABQYsofAAAAgBJT/gAAAACUmPIHAAAAoMSUPwAAAAAlpvwBAAAAKDHlDwAAAECJKX8AAAAASkz5AwAAAFBiyh8AAACAElP+AAAAAJSY8gcAAACgxJQ/AAAAACWm/AEAAAAoMeUPAAAAQIkpfwAAAABKTPkDAAAAUGLKHwAAAIASU/4AAAAAlJjyBwAAAKDEaoqiKPp6Er2prq4u27dvz6AcluE5qq+nA1ARL2dH9ufVjBw5Mtu2bevr6VSc7AeqUTVnv9wHqlVns//wCs6pTzQ1NSVJ9ufV7Miv+nYyABXWnIHVRvYD1awas1/uA9XuYNlf+vLnuOOOyy9/+csMHTo0TU1N2b17d4YNG5a3vOUtfT01Kmjt2rXOfRWrxvO/efPmNDU15bjjjuvrqfQJ2U9Snb/7/EY1nv9qzv7X5n59fX1Vnn9+zbmvbtV4/jub/aV/29drzZgxI42NjZk+fXpWr17d19Ohgpz76ub8Vzfnv3o599XN+a9uzn/1cu6rm/PfPh/4DAAAAFBiyh8AAACAElP+AAAAAJSY8gcAAACgxJQ/AAAAACWm/AEAAAAoMeUPAAAAQIkpfwAAAABKTPkDAAAAUGLKHwAAAIASO7yvJ1BJf/RHf5QtW7bkxBNP7OupUGHOfXVz/qub81+9nPvq5vxXN+e/ejn31c35b19NURRFX08CAAAAgN7hbV8AAAAAJab8AQAAACgx5Q8AAABAiSl/AAAAAEqsKsqfFStW5Ld+67cyevToDBs2LFOmTMmCBQvy8ssv9/XU6KaiKPIf//EfmT9/fs4888wce+yxGTx4cEaPHp33vve9+epXv5qOPst83759uf322zN16tQMHz48dXV1mTNnTpYuXVrBR0FPe+CBB1JTU5OampqMHz++3XHOf3WQ/eUj+3k9uc/ryf7ykf28nuzvpqLkvvCFLxQ1NTVFkmLs2LHFtGnTitra2iJJ8Za3vKV44YUX+nqKdMPy5cuLJC1fJ510UjFjxoyirq6u5baLLrqoaGpqOmDf3bt3F2eeeWaRpDjssMOKt73tbcWECRNa9rv55pv74BFxqF566aXijW98Y8t5HDduXJvjnP/qIPvLSfbzWnKf15P95ST7eS3Z332lLn8ee+yxYtCgQUVNTU2xZMmSYv/+/UVRFMUzzzxTzJgxo0hSXHbZZX08S7rjoYceKurr64vPf/7zxdatW1tt+8pXvtLyQt/WL/XHPvaxIklRX19f/Od//mfL7ffdd1/Lfvfff3+vPwZ61n/5L/+lSFJccsklHb4QOP/lJ/vLS/bzWnKf15L95SX7eS3Z332lLn/mzp1bJCk+9KEPHbBt/fr1xaBBg4okxZo1a/pgdhyKF198sdi7d2+72//mb/6mSFLU1dUVr776asvtzz77bDFkyJAiSfHwww8fsN+CBQuKJMX06dN7Zd70ju9+97tFTU1NcemllxZ33313uy8Ezn91kP3lJftpJvd5PdlfXrKfZrL/0JS2/NmxY0dLo9fQ0NDmmPPOO69IUvzFX/xFhWdHb2tsbGy5pO/ZZ59tuf2OO+4okhQTJ05sc7+f//znLftt3LixUtPlEOzevbuYPHlycdRRRxU///nPO3whcP7LT/ZXN9lfHeQ+ryf7q5vsrw6y/9CV9gOff/SjH2XPnj2pra3NzJkz2xxz1llnJUlWrVpVyalRAU1NTS3/PWzYsJb/bj7Xzef+9caMGZP6+vpWY+nf/uqv/irr1q3LJz/5yYwZM6bDsc5/+cn+6ib7q4Pc5/Vkf3WT/dVB9h+60pY/69evT5K86U1vyuDBg9scM2HChCTJunXrKjYvKuPrX/96kmTq1Kk5+uijW25vfl5MnDix3X09LwaOxx9/PLfffntmzpyZP/7jPz7oeOe//GR/dZP95Sf3aYvsr26yv/xkf88obfmzbdu2JEldXV27Y5q3bd++vSJzojIaGxuzePHiJMn8+fNbbfO8KI9XX301V199dZLkjjvuyKBBB48z57/8nOPqJfvLT+7THue5esn+8pP9Pae05U/z5X9Dhgxpd0xtbW2SZPfu3RWZE71v69atufTSS7Nv375ceumlueKKK1pt97woj8985jNpbGzMf/tv/y1Tp07t1D7Of/k5x9VJ9lcHuU97nOfqJPurg+zvOaUtf4YOHZok2bt3b7tj9uzZk6T1e0MZuF588cVccMEFefrppzNjxozcc889B4zxvCiHDRs25NZbb019fX0WLlzY6f2c//JzjquP7K8Ocp+OOM/VR/ZXB9nfs0pb/owcOTLJby75akvztuaxDFw7d+7M+eefnx/96Ec55ZRT8p3vfKfVe36beV6Uw7XXXpumpqb84z/+Y4444ohO7+f8l59zXF1kf/WQ+3TEea4usr96yP6edXhfT6C3TJo0KUny9NNPZ9++fW1++NumTZtajWVg2rVrVy666KKsWrUqkyZNyvLly3Pssce2OXbSpEn53ve+l40bN7Z7PM+L/m/16tWpqanJhz/84QO2NV+6+bOf/SwnnHBCkmTp0qU544wznP8qIPurh+yvLnKfjsj+6iH7q4vs71mlvfJn+vTpGTJkSPbs2ZNHH320zTHf/e53kySnn356JadGD2pqasrcuXPzyCOPZPz48fm3f/u3ll/+tsyaNStJ0tDQ0Ob2Z555Jps3b241lv6pKIps3br1gK+XXnopSbJ///6W25ov+XT+y0/2VwfZX53kPu2R/dVB9lcn2d+DihL77d/+7SJJ8aEPfeiAbevXry8GDRpUJCkef/zxPpgdh2rv3r3FhRdeWCQpxo4dW/z0pz896D7PPvtsMXjw4CJJ8fDDDx+wfcGCBUWSYtq0ab0xZSrg7rvvLpIU48aNO2Cb818dZH+5yX5eT+5TFLK/7GQ/ryf7u67U5c+jjz5a1NTUFDU1NcWSJUuK/fv3F0VRFL/4xS+KGTNmFEmKSy65pI9nSXe88sorxfvf//4iSXHCCScU69ev7/S+H/3oR4skRX19ffGf//mfLbfff//9RW1tbZGk+Jd/+ZfemDYV0NELQVE4/9VA9peX7Kctcp+ikP1lJvtpi+zvulKXP0VRFH/3d39X1NTUFEmKN77xjcW0adNaTvbkyZOL5557rq+nSDd87WtfK5IUSYrx48cX73rXu9r9amxsbLXvrl27itNPP71IUhx22GHF1KlTiwkTJrQc78Ybb+yjR0VPONgLgfNfHWR/Ocl+2iL3aSb7y0n20xbZ33WlL3+KoiiWL19eXHDBBUVdXV1RW1tbTJo0qbjllluKHTt29PXU6KbmX/bOfK1YseKA/ffs2VPcdtttxVvf+tZi2LBhxYgRI4rZs2cX3/rWtyr/YOhRB3shKArnv1rI/vKR/bRF7vNasr98ZD9tkf1dV1MURdHGRwEBAAAAUAKlXe0LAAAAAOUPAAAAQKkpfwAAAABKTPkDAAAAUGLKHwAAAIASU/4AAAAAlJjyBwAAAKDElD8AAAAAJab8AQAAACgx5Q8AAABAiSl/AAAAAEpM+QMAAABQYsofAAAAgBL7/5Z45LJl0547AAAAAElFTkSuQmCC", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.096850Z", + "start_time": "2025-12-04T22:07:26.863649Z" } - ], + }, "source": [ "fig, axes = plt.subplots(ncols=3, figsize=(14, 10))\n", "\n", @@ -209,7 +209,33 @@ "\n", "im2 = axes[2].imshow(mask_er_more)\n", "axes[2].set_title(r\"$\\mathtt{n\\_erosion\\_threshold} = 10$\", fontsize=14)" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, '$\\\\mathtt{n\\\\_erosion\\\\_threshold} = 10$')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 5 }, { "cell_type": "markdown", @@ -221,7 +247,6 @@ }, { "cell_type": "code", - "execution_count": 6, "id": "2e7bdf61", "metadata": { "execution": { @@ -229,9 +254,12 @@ "iopub.status.busy": "2025-07-17T22:01:05.064208Z", "iopub.status.idle": "2025-07-17T22:01:05.109020Z", "shell.execute_reply": "2025-07-17T22:01:05.108769Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.193726Z", + "start_time": "2025-12-04T22:07:27.100313Z" } }, - "outputs": [], "source": [ "%%capture\n", "\n", @@ -250,11 +278,12 @@ "features_eroded_more = tobac.feature_detection_multithreshold(\n", " input_data, dxy, threshold, n_erosion_threshold=10\n", ")" - ] + ], + "outputs": [], + "execution_count": 6 }, { "cell_type": "code", - "execution_count": 7, "id": "ddefe3e3", "metadata": { "execution": { @@ -262,8 +291,15 @@ "iopub.status.busy": "2025-07-17T22:01:05.110342Z", "iopub.status.idle": "2025-07-17T22:01:05.112596Z", "shell.execute_reply": "2025-07-17T22:01:05.112373Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.199270Z", + "start_time": "2025-12-04T22:07:27.197060Z" } }, + "source": [ + "features[\"num\"][0]" + ], "outputs": [ { "data": { @@ -276,13 +312,10 @@ "output_type": "execute_result" } ], - "source": [ - "features[\"num\"][0]" - ] + "execution_count": 7 }, { "cell_type": "code", - "execution_count": 8, "id": "c8c0733d", "metadata": { "execution": { @@ -290,8 +323,15 @@ "iopub.status.busy": "2025-07-17T22:01:05.113581Z", "iopub.status.idle": "2025-07-17T22:01:05.115366Z", "shell.execute_reply": "2025-07-17T22:01:05.115177Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.204313Z", + "start_time": "2025-12-04T22:07:27.202260Z" } }, + "source": [ + "mask.sum()" + ], "outputs": [ { "data": { @@ -304,13 +344,10 @@ "output_type": "execute_result" } ], - "source": [ - "mask.sum()" - ] + "execution_count": 8 }, { "cell_type": "code", - "execution_count": 9, "id": "5909a742", "metadata": { "execution": { @@ -318,8 +355,15 @@ "iopub.status.busy": "2025-07-17T22:01:05.116555Z", "iopub.status.idle": "2025-07-17T22:01:05.118614Z", "shell.execute_reply": "2025-07-17T22:01:05.118415Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.215103Z", + "start_time": "2025-12-04T22:07:27.212814Z" } }, + "source": [ + "features_eroded[\"num\"][0]" + ], "outputs": [ { "data": { @@ -332,13 +376,10 @@ "output_type": "execute_result" } ], - "source": [ - "features_eroded[\"num\"][0]" - ] + "execution_count": 9 }, { "cell_type": "code", - "execution_count": 10, "id": "33683d04", "metadata": { "execution": { @@ -346,8 +387,15 @@ "iopub.status.busy": "2025-07-17T22:01:05.119601Z", "iopub.status.idle": "2025-07-17T22:01:05.121677Z", "shell.execute_reply": "2025-07-17T22:01:05.121437Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.225998Z", + "start_time": "2025-12-04T22:07:27.223834Z" } }, + "source": [ + "mask_er.sum()" + ], "outputs": [ { "data": { @@ -360,13 +408,10 @@ "output_type": "execute_result" } ], - "source": [ - "mask_er.sum()" - ] + "execution_count": 10 }, { "cell_type": "code", - "execution_count": 11, "id": "2cb7802e", "metadata": { "execution": { @@ -374,8 +419,15 @@ "iopub.status.busy": "2025-07-17T22:01:05.122742Z", "iopub.status.idle": "2025-07-17T22:01:05.124997Z", "shell.execute_reply": "2025-07-17T22:01:05.124782Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.236352Z", + "start_time": "2025-12-04T22:07:27.234279Z" } }, + "source": [ + "features_eroded_more[\"num\"][0]" + ], "outputs": [ { "data": { @@ -388,13 +440,10 @@ "output_type": "execute_result" } ], - "source": [ - "features_eroded_more[\"num\"][0]" - ] + "execution_count": 11 }, { "cell_type": "code", - "execution_count": 12, "id": "98b07f0f", "metadata": { "execution": { @@ -402,8 +451,15 @@ "iopub.status.busy": "2025-07-17T22:01:05.125967Z", "iopub.status.idle": "2025-07-17T22:01:05.127897Z", "shell.execute_reply": "2025-07-17T22:01:05.127673Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.245458Z", + "start_time": "2025-12-04T22:07:27.243338Z" } }, + "source": [ + "mask_er_more.sum()" + ], "outputs": [ { "data": { @@ -416,9 +472,7 @@ "output_type": "execute_result" } ], - "source": [ - "mask_er_more.sum()" - ] + "execution_count": 12 }, { "cell_type": "markdown", @@ -446,7 +500,6 @@ }, { "cell_type": "code", - "execution_count": 13, "id": "1ca6e991", "metadata": { "execution": { @@ -454,31 +507,38 @@ "iopub.status.busy": "2025-07-17T22:01:05.128962Z", "iopub.status.idle": "2025-07-17T22:01:05.360494Z", "shell.execute_reply": "2025-07-17T22:01:05.360218Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.325614Z", + "start_time": "2025-12-04T22:07:27.254787Z" } }, + "source": [ + "data = tobac.testing.make_sample_data_2D_3blobs(data_type=\"xarray\")\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "plt.imshow(data[50])\n", + "plt.show()" + ], "outputs": [ { "data": { - "image/png": "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", "text/plain": [ "
    " - ] + ], + "image/png": "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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "data = tobac.testing.make_sample_data_2D_3blobs(data_type=\"xarray\")\n", - "\n", - "plt.figure(figsize=(8, 8))\n", - "plt.imshow(data[50])\n", - "plt.show()" - ] + "execution_count": 13 }, { "cell_type": "code", - "execution_count": 14, "id": "ba44cd13", "metadata": { "execution": { @@ -486,19 +546,24 @@ "iopub.status.busy": "2025-07-17T22:01:05.361581Z", "iopub.status.idle": "2025-07-17T22:01:05.587081Z", "shell.execute_reply": "2025-07-17T22:01:05.586722Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.443562Z", + "start_time": "2025-12-04T22:07:27.329439Z" } }, - "outputs": [], "source": [ "%%capture\n", "threshold = 9\n", - "dxy, dt = tobac.utils.get_spacings(data)\n", + "dxy = 1000 # meters\n", + "dt = 60 # seconds\n", "features = tobac.feature_detection_multithreshold(data, dxy, threshold)" - ] + ], + "outputs": [], + "execution_count": 14 }, { "cell_type": "code", - "execution_count": 15, "id": "91ed6612", "metadata": { "execution": { @@ -506,8 +571,15 @@ "iopub.status.busy": "2025-07-17T22:01:05.588930Z", "iopub.status.idle": "2025-07-17T22:01:05.595436Z", "shell.execute_reply": "2025-07-17T22:01:05.594621Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.452799Z", + "start_time": "2025-12-04T22:07:27.448233Z" } }, + "source": [ + "features.where(features[\"frame\"] == 50)[\"num\"].dropna()" + ], "outputs": [ { "data": { @@ -523,9 +595,7 @@ "output_type": "execute_result" } ], - "source": [ - "features.where(features[\"frame\"] == 50)[\"num\"].dropna()" - ] + "execution_count": 15 }, { "cell_type": "markdown", @@ -537,7 +607,6 @@ }, { "cell_type": "code", - "execution_count": 16, "id": "95284244", "metadata": { "execution": { @@ -545,19 +614,23 @@ "iopub.status.busy": "2025-07-17T22:01:05.597081Z", "iopub.status.idle": "2025-07-17T22:01:05.706010Z", "shell.execute_reply": "2025-07-17T22:01:05.705671Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.645070Z", + "start_time": "2025-12-04T22:07:27.530579Z" } }, - "outputs": [], "source": [ "%%capture\n", "features = tobac.feature_detection_multithreshold(\n", " data, dxy, threshold, n_min_threshold=30\n", ")" - ] + ], + "outputs": [], + "execution_count": 16 }, { "cell_type": "code", - "execution_count": 17, "id": "caeea658", "metadata": { "execution": { @@ -565,8 +638,15 @@ "iopub.status.busy": "2025-07-17T22:01:05.707578Z", "iopub.status.idle": "2025-07-17T22:01:05.711665Z", "shell.execute_reply": "2025-07-17T22:01:05.711420Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.674487Z", + "start_time": "2025-12-04T22:07:27.670097Z" } }, + "source": [ + "features.where(features[\"frame\"] == 50)[\"num\"].dropna()" + ], "outputs": [ { "data": { @@ -581,9 +661,7 @@ "output_type": "execute_result" } ], - "source": [ - "features.where(features[\"frame\"] == 50)[\"num\"].dropna()" - ] + "execution_count": 17 }, { "cell_type": "markdown", @@ -611,7 +689,6 @@ }, { "cell_type": "code", - "execution_count": 18, "id": "b2a7de25", "metadata": { "execution": { @@ -619,18 +696,24 @@ "iopub.status.busy": "2025-07-17T22:01:05.713215Z", "iopub.status.idle": "2025-07-17T22:01:05.851058Z", "shell.execute_reply": "2025-07-17T22:01:05.850715Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.848551Z", + "start_time": "2025-12-04T22:07:27.704363Z" } }, - "outputs": [], "source": [ "%%capture\n", "\n", "data = tobac.testing.make_sample_data_2D_3blobs(data_type=\"xarray\")\n", "\n", "threshold = 9\n", - "dxy, dt = tobac.utils.get_spacings(data)\n", + "dxy = 1000\n", + "dt = 60\n", "features = tobac.feature_detection_multithreshold(data, dxy, threshold)" - ] + ], + "outputs": [], + "execution_count": 18 }, { "cell_type": "markdown", @@ -642,7 +725,6 @@ }, { "cell_type": "code", - "execution_count": 19, "id": "f7db8149", "metadata": { "execution": { @@ -650,8 +732,18 @@ "iopub.status.busy": "2025-07-17T22:01:05.852438Z", "iopub.status.idle": "2025-07-17T22:01:05.856292Z", "shell.execute_reply": "2025-07-17T22:01:05.856047Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.875402Z", + "start_time": "2025-12-04T22:07:27.870895Z" } }, + "source": [ + "n = 50\n", + "mask = features[\"frame\"] == n\n", + "features_frame = features.where(mask).dropna()\n", + "features_frame.index.values" + ], "outputs": [ { "data": { @@ -664,12 +756,7 @@ "output_type": "execute_result" } ], - "source": [ - "n = 50\n", - "mask = features[\"frame\"] == n\n", - "features_frame = features.where(mask).dropna()\n", - "features_frame.index.values" - ] + "execution_count": 19 }, { "cell_type": "markdown", @@ -681,7 +768,6 @@ }, { "cell_type": "code", - "execution_count": 20, "id": "b15da9d2", "metadata": { "execution": { @@ -689,8 +775,17 @@ "iopub.status.busy": "2025-07-17T22:01:05.857362Z", "iopub.status.idle": "2025-07-17T22:01:05.859866Z", "shell.execute_reply": "2025-07-17T22:01:05.859652Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.887278Z", + "start_time": "2025-12-04T22:07:27.884270Z" } }, + "source": [ + "tobac.analysis.calculate_distance(\n", + " features_frame.loc[60], features_frame.loc[61], method_distance=\"xy\"\n", + ")" + ], "outputs": [ { "data": { @@ -703,15 +798,10 @@ "output_type": "execute_result" } ], - "source": [ - "tobac.analysis.calculate_distance(\n", - " features_frame.loc[60], features_frame.loc[61], method_distance=\"xy\"\n", - ")" - ] + "execution_count": 20 }, { "cell_type": "code", - "execution_count": 21, "id": "4afc4eb3", "metadata": { "execution": { @@ -719,8 +809,17 @@ "iopub.status.busy": "2025-07-17T22:01:05.860816Z", "iopub.status.idle": "2025-07-17T22:01:05.863104Z", "shell.execute_reply": "2025-07-17T22:01:05.862894Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.895779Z", + "start_time": "2025-12-04T22:07:27.892903Z" } }, + "source": [ + "tobac.analysis.calculate_distance(\n", + " features_frame.loc[62], features_frame.loc[61], method_distance=\"xy\"\n", + ")" + ], "outputs": [ { "data": { @@ -733,15 +832,10 @@ "output_type": "execute_result" } ], - "source": [ - "tobac.analysis.calculate_distance(\n", - " features_frame.loc[62], features_frame.loc[61], method_distance=\"xy\"\n", - ")" - ] + "execution_count": 21 }, { "cell_type": "code", - "execution_count": 22, "id": "9a5ff68a", "metadata": { "execution": { @@ -749,8 +843,17 @@ "iopub.status.busy": "2025-07-17T22:01:05.864048Z", "iopub.status.idle": "2025-07-17T22:01:05.866297Z", "shell.execute_reply": "2025-07-17T22:01:05.866092Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.905882Z", + "start_time": "2025-12-04T22:07:27.902884Z" } }, + "source": [ + "tobac.analysis.calculate_distance(\n", + " features_frame.loc[62], features_frame.loc[60], method_distance=\"xy\"\n", + ")" + ], "outputs": [ { "data": { @@ -763,11 +866,7 @@ "output_type": "execute_result" } ], - "source": [ - "tobac.analysis.calculate_distance(\n", - " features_frame.loc[62], features_frame.loc[60], method_distance=\"xy\"\n", - ")" - ] + "execution_count": 22 }, { "cell_type": "markdown", @@ -779,7 +878,6 @@ }, { "cell_type": "code", - "execution_count": 23, "id": "50dd4ad8", "metadata": { "execution": { @@ -787,12 +885,17 @@ "iopub.status.busy": "2025-07-17T22:01:05.867392Z", "iopub.status.idle": "2025-07-17T22:01:05.868801Z", "shell.execute_reply": "2025-07-17T22:01:05.868596Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:27.914483Z", + "start_time": "2025-12-04T22:07:27.912671Z" } }, - "outputs": [], "source": [ "min_distance = 70000" - ] + ], + "outputs": [], + "execution_count": 23 }, { "cell_type": "markdown", @@ -804,7 +907,6 @@ }, { "cell_type": "code", - "execution_count": 24, "id": "ffc101e8", "metadata": { "execution": { @@ -812,23 +914,29 @@ "iopub.status.busy": "2025-07-17T22:01:05.869771Z", "iopub.status.idle": "2025-07-17T22:01:05.971651Z", "shell.execute_reply": "2025-07-17T22:01:05.971338Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:28.059907Z", + "start_time": "2025-12-04T22:07:27.929719Z" } }, - "outputs": [], "source": [ "%%capture\n", "\n", "data = tobac.testing.make_sample_data_2D_3blobs(data_type=\"xarray\")\n", "\n", "thresholds = [10]\n", - "dxy, dt = tobac.utils.get_spacings(data)\n", + "dxy = 1000\n", + "dt = 60\n", "features = tobac.feature_detection_multithreshold(\n", " data, dxy, thresholds, min_distance=min_distance\n", ")\n", "\n", "n = 50\n", "mask = features[\"frame\"] == n" - ] + ], + "outputs": [], + "execution_count": 24 }, { "cell_type": "markdown", @@ -840,7 +948,6 @@ }, { "cell_type": "code", - "execution_count": 25, "id": "1d1d0131", "metadata": { "execution": { @@ -848,28 +955,36 @@ "iopub.status.busy": "2025-07-17T22:01:05.972845Z", "iopub.status.idle": "2025-07-17T22:01:06.021297Z", "shell.execute_reply": "2025-07-17T22:01:06.021071Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:07:28.121082Z", + "start_time": "2025-12-04T22:07:28.063678Z" } }, + "source": [ + "fig, ax1 = plt.subplots(ncols=1, figsize=(8, 8))\n", + "ax1.imshow(data.data[50], cmap=\"Greys\")\n", + "\n", + "im1 = ax1.scatter(\n", + " features.where(mask)[\"hdim_2\"], features.where(mask)[\"hdim_1\"], color=\"red\"\n", + ")" + ], "outputs": [ { "data": { - "image/png": "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", "text/plain": [ "
    " - ] + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAKnCAYAAABuwU24AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAULdJREFUeJzt3XuUVNWd9/9P9QWapkEEoRuFcJGLimAiji2YJQxqYMwjQQMzUX7jPeAyETRxcBwVdRxRzIRclnd4llxGFB91adIkEgfbC4qgBgM2IBguIhCgibQN3U1fqN8fpCq7qmtXn1NVp7rp/X6t5fLUOfuc2tVUf/vUp/bZJxQOh8MCADglp7U7AADIPoo/ADiI4g8ADqL4A4CDKP4A4CCKPwA4iOIPAA6i+AOAgyj+AOCgvNbugM327dv1+OOP6+OPP9bBgwdVUlKif/qnf9L06dNVWFjY2t0DgBNaqC1O77B+/Xpde+21qqmp0YgRI9S7d2/98Y9/1IEDBzR06FAtXbpURUVFrd1NADhhtbni39jYqAkTJmjXrl166KGHNHnyZElSXV2dbr/9dr355puaOnWqZs+e3co9BYATV5vL/JcvX65du3Zp1KhR0cIvSQUFBZozZ44KCwv14osvqqqqqhV7CQAntjZX/N98801J0qWXXtps28knn6zS0lI1NDTo3XffzXbXAKDdaHPFf8uWLZKkoUOHJtw+aNAgSdLmzZuz1icAaG/aXPHfv3+/JKm4uDjh9l69esW0AwD41+aKf01NjaTjGX8ikfWRdgAA/9rcOP/c3FwdO3ZMoVAoabsgByn5PXay9rZt5vp0lo8dO5Zw2dYm/nFTU1OLx0q0HAqF1KdPH0nSrl27Yo7j9+cX/29tPjaXc3L+fq6Sm5ubcL3Z3tbGy3J8n8xttvW2fpvy8o7/yjU1NbX4Hk92nEzvA/e0ueLfuXNnHTp0SLW1tQm319XVSZI6deoUyPN7LVxeinqybekUeS/F3yzG5nL8Yy/7JGpjFpja2lprP7xIVvy9FHCzjbls9sPWxvbzthX7+P6Zz2HbJ1Exjn+fULCRbW0u9olk+gcOHEi4PZL1R9oBAPxrc8U/Msrn888/T7g9st42GggA0LI2F/uMGTNGv/3tb7VixQr98z//c8y2r776SmvWrFF+fr4uvPDCrPctle8Z2kLU09jYGNMn87GtXUvHMmOKurq6mH1t/TYly8dt8U4kL5fsMY6tjbne7J+53itbzp/O91DmvrZjeo2GUtkH7mlzZ/6XXnqpTj31VK1atUrPPfdcdH1dXZ3uvvtu1dTUaPLkyTrllFNasZcAcGJrc3P7SNKaNWs0bdo01dXVadiwYerTp4/WrVun/fv366yzztKSJUsCm9gtlZE7ydq05zP/4cOHSzo+Ed+JdObvZX38l7d+RwjZlvPz8yUd/znazsr9rk+GM3/YtMniLx2/0vexxx7T2rVrVVNToz59+mj8+PG68cYbA53RM5PDNuPZiqLfYZy2kTgNDQ0J25jrk20zC7htfWTfnJwc/cM//IMkafXq1THtvfw8vBZ/W6G2LUeKa7L1fo8Z36d0/hB06NBB0vGfr5c/FiaKPzKpzWX+EUOGDNGvf/3r1u4GALRLbS7zBwAEr82e+bcVqVzM5Xd/L1GPbdkWz9ginPjH9fX1CZdbioPMiOPw4cM6evRowv7ZXqftyl3JHtd4iXTMSMtcbz53KiN8bPsEMdrHy/EZ+YN0ceYPAA6i+AOAg4h9MiDZ6BYvI1+8REC2IZm2ZVuck2ybGd2Y6yPzKZltzBEzhw4dimljG41kso2SkWIjlsjomPjljh07RpfNGWC9zE9k7uuVbTSOl9eXCHP7oLVx5g8ADqL4A4CDiH0SSHeEj22fdEb4eIl9vMQ58Y/NuMacRttcNttEls1o5quvvoppY/bJyyiW+IjEHKVji3rMKb3N11pYWBhd9hI/2Xi9x4CtTUujbJLFPn5H/iTrk+05iZnAmT8AOIjiDwAOovgDgIPI/FPkJctPto+XGTu9zNJpXolrLtty/fjHR44caXG5pcz/66+/jmlvu5+v7TaJXjN/c0in+fq85Py2vNvL/YKTbTOXzedrKcMPh8NpX70LpIMzfwBwEMUfABxE7BOw1rqqN1nsc/jw4RaXzRinpqam2XHNaOarr76KaeNliKUZbZhXC8cf2xzeab4Oc6in7SY0Xp7bS5yTbJuXWzp6eQ+kO1ST2Ah+ceYPAA6i+AOAg4h94iSbmM3LPl5H+6Rzha+57GViNjOSkWLjna+//jq67GfkjzkKJ360j+1+viavsY85wsdctj2H34nkbPcC9hr7mPvY/k29XOHr5X1GnINM4swfABxE8QcABxH7+OB3BEeyffyO9vEy8se8yMucmM2MZOIfm8u2kT9mbBRZNmOf6urqmPZm/GT222TGJfG3SDRH+Ngmq7NdSGYy4xnzOfwuxz+2/RuZr8nvRV7ZxuggcOYPAA6i+AOAg4h9AhbEfP62+Xxst140I6D4x2ak4yUOiuxrRjNVVVU6dOhQwn7Y4hkzkjEjJCn2Ai7bxVxe5rw3Yxgv9wgw25jL8a/DFvWY683X53fEmN8LvrzuA5g48wcAB1H8AcBBxD4Z4PX2jn5jH1vUYIuA0o19bBGQuT5yUZh5wdWhQ4f01VdfJeyHGdWYbJFMfN/NY9miEdvIIdscQebrN9eby/H9ts0ZZJs2uqWRYeFw2Pp60h2Jw0geeMGZPwA4iOIPAA4i9knA7+iMZOvTmdLZXG+7yMvLPD/mshQbq5jbzDjEXDbn/4ksm89VXV0d08Y22sdkjoaJj33MKMvvRWJepoM2Iyuzr8me1/Yz9/Jv54WXCMhEnIN0ceYPAA6i+AOAg4h9WuB1uuZ0jpXOxV9ebuZuLsc/ts2d09KFYGYfampqYtqYx7H124xt4i/ysk3LbMY7ZqRj7m+Lu7z8bGzRTnyfvEQ9Xkb7AK2JM38AcBDFHwAcROyTAV7v3uWlTRARUHyEYYt6zH1sN4CPv2Asst12FzEvF3nZRvTEt7ON3vES43iJd2zLUmainnhcjIXWRPFHoHqFw7r+2DFddOyYiiQdlvR2To6W5ORoPwUPaDUUfwSiIBzWz+rr9f81NalD3LZLmpp0b1OTluTm6o78fNnP+wEEheKfRUFEQF7mnImPXrzMH2SLSSLL8evM9rn19XqlqUljkrzeDpJubGrSoKYmXSGpzvgU4GXKalsb2+vxO2dS/L+VbQSS34v4vCAOQjbwhS8ybt7fCn9LJS8saYykn8UNRQUQPIo/MqrXsWO65m9nri2ds0a2/2tTk3ox7h3IKmKfVpLKzeD9HCfZ8dOZWjqyPn7ES+TxNQ0NzTL+lnSQ9K8NDXr0byN7vIymsUU6fn8eqVxslYkLtLjIC62NM39k1Lct2XhLxqS4H4DUUPyRUV1SPKMtynA/ACRH7NMG2EZ0eBnpYbaxLaeyvznlcqI28cePPD4cCkkp/AE4HApFn9NL383+mcuJ+pRsfSqjaRiBg/aAM39k1LvGFbl+vGMp4ACCwW8cMmpxXp7qW24Wo17SohT/aABIDcUfGbUvFNLiv8UiXsb5S9Li3FymegCyjMw/i9LNmls6jpf8Pv6xl2VzcrXIsrkuPz8/5vG/deigIfX1uqiF7D8k6e1QSHd27Khco7+2WzTalm199fLavH5n4vd7mZb+rZP9+/OdArKBM39kXF0opO916KAFubnWCKhe0oKcHF2el6ejFDsg6zjzRyDqQiHdmp+v+yRdHw5rTDisLuGwqkMhvR0KaZER9eQnPxSAAFD8A+b3I7wtkvASydhikfz82PJq22a7TWKiZXNdfn5+zGNTVW6ufinpl4q9qjUnJyd6JXD8bRzjj51ovbmPuWz7GSSKrpK1TxaV+Y3dgLaI2AcAHETxBwAHEfu0wPbx3TbnutcJu5KNxkm0Pp3Yx1yWYmMSM1Yx13fq1Cm6XFhYGF2OzKlfUFAQXVdQUBDT3naLRvNnEz9ayGTGO0VFf5/4weyHuWyLgGzLtqgrWezj5+rnZMu2YwJeeakxnq6Sz0RnAAAnFoo/ADiI2CdFtqgn2cVBfi/IMtfbRquYy2a0YcYy8SNxzHbmNjO6MW+N2KVLl+hyJMYxj9+lS5eY9kePHo0u2+baN19nfOxjRjqdO3eOLpsRkNlX8zWY/bLFPrZRQ7bRQfGPvcQ+LfF6ERnan7ZyLwfO/AHAQRR/AHBQ1mKf1157TS+99JI2b96s2tpa9ejRQxdccIGmTZum008/PabtsmXLNHv2bOuxBg8erLKyssD6msroHb/H9RL7eIl6bKN1bFFI/OPI6B1JamxsTLic6GdgHv+kk06KGdVjRkDmcUzm64y/yMuMdMzYx1y2jfwx9zWXbTGYuZxshFQ6cwkFcb8Gr/sgu9pKpONF4MU/HA7rjjvuUFlZmfLy8jR8+HB1795dmzdv1quvvqrXX39djz/+uL797W9H96moqJAklZaWqlevXs2O2bt376C7DQDtWuDF/ze/+Y3KysrUs2dPLViwQGeccYak418c/vrXv9ZTTz2lWbNm6Y033oie2UWK/wMPPKABAwYE3UUAcE7gxf+ll16SJP30pz+NFn7p+Mfl2267TStXrtTWrVv13nvv6Tvf+Y4aGhq0ZcsWdenSRf379w+6exmRLCby8pHf78VcZtRjRixeRvFIsVGPGdeYI3OOWW6oHumTefxu3brFvB7b8VO5yMsW3dgiIFvsY2tjm0coPvbxMtrHzyigdKd0JtppXSdSvGMT+Be+Xbt21emnn67zzjuv2bZQKBQ9s9+3b58k6fPPP1d9fb3OPvts3uAAEJDAz/wff/xx67ampqZoxBPJ8SOPi4uLNXfuXJWXl2vPnj06+eSTNXbsWN1yyy0qLi4Outttgt8viL18WSzZZ/W0fXlsfrqIfCKI/5RhnkGb/fBy5h9/lm37QtbLdA1epm5I5UtaZu9EexMKt+LnlyVLlui//uu/1K1bN7355pvq3LmzHnjgAS1dulTS8Yt6zjvvPNXX16uiokJVVVXq0aOHnn32WQ0dOrS1ug0AJ7xWu8J39erVevTRRyVJd9xxRzTD3bhxoyRp/PjxmjNnTvSqzurqat19991asWKFZsyYoeXLlzc7YwQAeNMqZ/7l5eW67bbbVFdXp6uuukr3339/dFtdXZ127dqlfv36NRv/feTIEU2YMEH79+/Xk08+qXHjxmW8b/FfdJo/Hr/L8cezLXsZI29+iWpOn1BXVxddrq2tjS7X1NRElw8fPhzTp+rq6ujy119/HV0+cuRIwmXzWJHn69ChQ/SP94wZM2Lam/22fXFsxiXJxtT7/fLXXO7atWt02Zyiwly2XS8Qf22ELX7yGzNF+ldbWxvITKEtbctEe5e0lS92/fQjFAp5+jfN+qnzkiVL9PDDD6upqUlTp07VvffeG7O9oKBAgwcPTrhv586ddcEFF+g3v/mNNmzYEEjxD4VC1h+0lx9ostE+XpZt0yGnc/eu+EJm/iExC6r5fLZRQJHXZx6/U6dOMe3TLf627x7M12Eb1eN3zh8vd/uS/N/03ston1Rv/p4JFPxY2SzybeUPStaKf2Njo/7zP/9Ty5YtUygU0u23366bb77Z93EiXwybZ7kAAH+yUvzr6ur0ox/9SKtWrVKnTp30yCOPaMKECc3a7du3T7/85S915MgR/eIXv2h29iVJe/fulSSVlJQE3m8AaK8CL/5NTU3Rwt+jRw899dRTGjFiRMK2Xbp00fLly3X06FGtXbtWo0aNitl+6NAhlZeXKxQK6aKLLgq665L8z/MT/3HaNt2zLe+1DYc04xMzqrB9d2CbSjl+m63vZp8SZfBmNNO1a9eYNn5jn/g/8rZM3Rb72DJ/24VgXoaSJvsewu9Q0UxdtJXJnB/BxC9BRTp+M38vAr/I68knn9SqVatUWFioRYsWWQu/dPwXdNKkSZKk+++/X7t3745uq6qq0syZM1VdXa2JEydq4MCBQXcdANqtQM/8q6qq9H//7/+VJPXq1UtPP/20te3ll1+uMWPGaNasWdq0aZPWr1+vyy67TOeee64KCgr04Ycfqrq6WiNHjtR9990XZLcBoN0LtPivXbs2Okxwx44d2rFjh7XtmWeeqTFjxqioqEjPPfecFi1apLKyMn388cfKzc3VgAEDNHHiRE2dOrXZXDCtwcuN3ZO18zvyxxbjmOvN2CLZ8FOTLd4xf8ZmNBIZ6mm2Pemkk2Ke23ZVrynZDezNY3sZ7WMb9ul3Smevc/vYlr0M3TTXEdVkVyYjmXSO1Vb6EWjxv/TSS/XZZ5/53q9Dhw764Q9/qB/+8IcB9AoAwJ28AMBBzI+QgJebs6dyIZjfkT+2fc1lM57w+hHQy53DbLFP5Opis+3JJ58cE6u0dBew+D7Ej/axTdRmi2vMeMc2rbXtgi8vV+jG9zHVqCdetieLcyVmagsjbry2b80IiDN/AHAQxR8AHETskwHp3ljbS9RjRg3pflT0Mu+/bXK1yLxAZttu3brFRCl+7ggWvxz/3LZ5frzchyBT8//HP/Z7YZffO3l5aedKhONVa8YnmYx3MvHc4XDY0/uDM38AcBDFHwAcROzTgnRG/iQ7lpc2tjjI7wif+Of1cutH21w9kQjI3K9r164xI26SzSuUqE/x/fMSRXm5FaUt0jHX20Y4pTKls5+IJv4iL0b4+JftqCedNn7Xp9rOD878AcBBFH8AcBDFHwAcROafYalkrLbvEmyZv8nMqb0OJfWS+ZvHNe8rHMnzzf0KCwutV/Wmkvnb+mSbhM7Lspds3+ttHP3emtPvUE+Gd2ZHNjP8VDL/oG/3yJk/ADiI4g8ADiL28SHdYZ9eYhkvV8TamDFHsvjIy+0azTn5zZgkst48RmvEPl6GqHqJdLwcP9m2dCZn89I+lainPcdD2ZhH30tEk068k8l+pIMzfwBwEMUfABxE7JNhXufzt+3jaUImDxFQsmPaYh8zcrLFKpE25jEKCgo83brRS1+T9c9L7ONl0rpUrtbN5mgfJJZK3JHKaJpMRTrpjvBJNfbx+nPizB8AHETxBwAHEfvECYVCvidLS3diN9vIIb/HMdebEY7X0TRmdGO7f0Ci2KdDhw7WUUqpTDzn5daIfuMgv8dM1qdMxD6prE+mvcVIfn8nbPumu4/fGCbdCChTI4q84MwfABxE8QcABxH7JOA30knW3suFYX6Pay6bUYXXj4O2SMI28idR7GOKj30yOdonnbgmnTbJ+phO1GPb3t5im2xLZZ6eoGOcVI6TiedmtA8AwIriDwAOIvbJsPiP717mAMrUKCBTsjjIS59s+yf6SJmfn5/S3CU2mRpZE8QInVT2CWKK5vYYEwUxhXEq8+j4jVtskadtOVlEmso+8euJfQAAVhR/AHAQsU8LUrmYy8v+6YwCSud54x9nYr6S3NzcjH5kTyc+SSeSSTf28dLXdLTHqCcd6V4Elc7IHL/xjNfRc+Zjv3FSsnWJcOYPAA6i+AOAg4h9fGjNCMhLNJTKHcUycechL1NMpypTI2jSiYCC6JPXCKe9Rz1+f4/SaZ/JO2jZohsv8Y45h5a5nMpxiX0AAL5Q/AHAQcQ+KcpGBJQpyS48S2X/eJke7ePnuZO1yVQElMk+edHeo54gpDuNs98LuGyRjG3ZFvXEj/axbfMz1xaxDwDAiuIPAA4i9smAoCIgL23SjQjSmW/IbOunfbLjexXEPDpEPdmRakSYyXl6vLbzG/XY4p1UYh9bu5YuHiP2AQBYUfwBwEHEPhkW1MiaoKeAjt/HT1yTblzitU/ptA8qtiHqaT3pjjALYj4fL1FPY2NjwvVe9zeXE/WJ2AcAYEXxBwAHEfsELN2RQH6O43XETabjhvi5fTJ9EVmmj5XteCcbx3NdOnfi8rpPOiN8zKgnWezT0NDg67iJ+pfowq9EOPMHAAdR/AHAQRR/AHAQmX8WBZH/m9K9mjbVoaLxbdP5fiJdbXHoJfl+evPwZ+r3JtkVvrb1titr08n5zWUz40+2zfYdA1f4AgB8ofgDgIOIfVqJ3+gmG8fMxr0Esr1/to4Z5HGRWCZuQdrSPl6u5PU7BNSMc7zGPn4miWOoJwDAiuIPAA4i9mljMjWywXbMZFJ9vrYUd2S7L23ptbssk7dx9BL7+B35Y0Y4tpE/klRfX99iO1scFOkfo30AAFYUfwBwELFPGxbEiKBUni+d/bJ9kVdQTrT+4ri2eBtHr6N9zAjIXG7p4i9G+wAArCj+AOCgrMQ+27dv14QJE5K2Wb16tbp37x59/P7772v+/PnavHmz6urqNHDgQP3gBz/Q5MmTnf8Inu04KB0n0r/VidTX9qil928qF2yl2w/bCJ90IiBbGykzsY/X15+V4r9x40ZJ0qBBg3TmmWcmbNOxY8fo8vPPP6/7779f+fn5Ki0tVX5+vj744APdc889+uMf/6iHH344G90GgHYrK8X/008/lSRdc801+pd/+Zekbbdv364HH3xQRUVFWrJkic466yxJ0p49e3TttdfqlVde0ZgxY1r8JAEAsMtK5h858x8+fHiLbRcsWKCmpibdeOON0cIvSaeeeqpmz54dbYPmQqGQp/9cxM8l+8LhcPS/tsDsTzb+a2pq8v1fQ0ODr//q6+uj/0XWtamLvDZu3KiOHTtq8ODBLbYtLy+XJH3nO99ptm306NHq0qWLNmzYoH379mW8nwDgisBjn127dunrr7/W0KFD9fzzz+vVV1/V9u3b1aFDB40cOVI333yzRowYIUmqrKzUwYMHlZ+fr4EDBzY7Vm5urgYOHKg//elP+uyzz1RcXBx09wFAUuyAAC/LOTk5vpal4zWupWXbjW4iX/56/RQbePGP5P2fffaZ5s6dq3PPPVcXXHCBNm/erJUrV+rtt9/Www8/rIkTJ2r//v2SpFNOOaXZDyWiV69ekhRtC/8yHXEQmSARv++LltqbBRDpC7z4myN9nnjiCfXr10/S8b9S8+fP17x583T33XfrnHPOUU1NjSSpoKDAerzIqKBIWwCAf4EX/5kzZ2rKlCkqKiqKGcefk5Oj6dOna926dSovL9fzzz8fzfm9nDG0lS+RXNDSFA2t8W/Bp422L5379poiKUBTU5O1jW08vm1sfvxj29h7LzNr2sbg28bpHz16NOFysm225zD7FHmtl19+uU455RS1JPDin5eXp2984xvW7RdffLHKy8u1YcMGXXHFFZKkuro6a/vID6SwsDCzHYVVS4WWQozWkMmTDr/z/Pi925dZpG3rJW9/PFq6w1ebGu2TTO/evSVJtbW10S9wKysrrS8gkvVHsn8AgH+BF/+HHnpIP/7xj7V169aE2/fu3StJKikpUbdu3VRcXKz6+nrt3LmzWdumpiZt27ZNkjR06NDgOg0A7Vzgxb+iokJvvPGGfve73yXc/tprr0mSxo4dK0kaM2aMJOkPf/hDs7bvvfeeqqurdcYZZ6ikpCSYDgNAAraLuTJ1nEz951XgxX/q1KmSjl+V+8EHH0TXNzU16dFHH9WHH36o/v3763vf+160fW5urp5++ml98skn0fZ79uzRgw8+KEmaPn160N0GgHYt8C98v/vd72rt2rV64YUXdN111+mcc85RcXGxPv30U+3evVs9e/bUE088ER3CecYZZ+i2227Tz3/+c1199dU6//zzVVBQoDVr1qimpkZTpkzRZZddFnS3AaBdC4WzNE7v97//vZYuXaqNGzeqvr5evXv31rhx4zRt2rSYIaARK1eu1MKFC1VRUaFQKKQBAwboqquu0hVXXGG9AAxA2xH0UM90RuLEP7ZNv+x3qKeXIZ1mm/iRjeZjc9nPaJ/vf//76tmzp1qSteIPwC0U/7Zd/DmFBgAHcQN3ACck8+LCdAMMLxO1pXMcM6q2rY9/bJvYzXZXML9zH3HmDwAOovgDgIOIfQCcMGxRTyYjIC/P7WXefi/t46Ma87HtuLZ4x+98/pz5A4CDKP4A4CBiHwCByEYU40d8HOL3tox+l73ckjE+wsnPz48um6N6bD+/RKOAiH0AAFYUfwBwEMUfABxE5g+gTWjpO4JQKOTpu4N0v2vwe2WulyGZtiGc8Zl/Xt7fS3KHDh1a7F+i+YnI/AEAVhR/AHAQsQ+AditZBOJ36KbfqMc26Zo5nDNeS9Naxx8r0SRvXu93wpk/ADiI4g8ADiL2AXDCS2WETzqxj+1KXtudw8yox3ansWT98xP7MNoHAGBF8QcABxH7ADgheZnb3+Q1YvE7D795XC9tko32sfXdy20cI8/BaB8AgBXFHwAcROwDIHB+R+PY4o905u1JNgrGFhuZEYrZxhbppNsn23ObUY9tnn9G+wAAWkTxBwAHEfsAOOF5jTpMXkYI2WIYky0C8iJZ7GOLemyxD6N9AAAtovgDgIOIfQCckDJ5xy4vbfxe/OVFfETjZapo2/xBkfWM9gEAWFH8AcBBxD4AsirVuCaVG7iny8toHy/72pbN2CbZ8yWKdxLtH3+MZDjzBwAHUfwBwEHEPgBOeOneyctkm6LZjFi8REBeYh/zgq1kz2eLfRK9VmIfAIAVxR8AHETsA6DVpDPVc7ojf2z7+71DmC0C8nL8+H39Rj3EPgAAXyj+AOAgYh8AJyQv8YyX2Cbd57aNArI9t9k+vk+2/W0RkIm5fQAALaL4A4CDiH0AtAnpTtGczjH9RkK2C8G8jMpJ1ifbPrbnSLQvsQ8AwIriDwAOovgDgIPI/AGc8Lxk+16v9vV7e0e/30+kkvnb2iRaT+YPALCi+AOAg4h9ALQ56VyNm+7c/kFcFez1+OnEPn5x5g8ADqL4A4CDiH0AtFvJIqB0oh4v7TMZP9meu6VjJMOZPwA4iOIPAA4i9gFwQgiFQmmNdEk2ssYWlWRz5E8q+6eDM38AcBDFHwAcFHjsM27cOO3evbvFdueff76WLFkiSVq2bJlmz55tbTt48GCVlZVlrI8ATgyZnPPf73xAQd0S0iaI+xuYAi/+l1xyif76178m3BYOh/X666+rsbFRw4YNi66vqKiQJJWWlqpXr17N9uvdu3cwnQUARwRe/P/jP/7Duu3xxx9XY2Oj/uEf/kF33HFHdH2k+D/wwAMaMGBA0F0EAOeEwkF8nvBgzZo1uu6661RUVKSysjIVFxdLkhoaGnTuueeqY8eO+vDDD7Py8QrAiSeo0uX3uF7aez1mJp47Ly8v5raPNq3yhW99fb1mz56tY8eOadasWdHCL0mff/656uvrdfbZZ1P4ASAgrTLOf+HChdqxY4eGDx+uyZMnx2yLRD7FxcWaO3euysvLtWfPHp188skaO3asbrnllpg/FgAA/7Ie+xw+fFhjx45VdXW15s+fr4suuihm+wMPPKClS5dKkoqKinTeeeepvr5eFRUVqqqqUo8ePfTss89q6NCh2ew2ALQrWT/zf+GFF1RdXa1hw4Y1K/yStHHjRknS+PHjNWfOHBUVFUmSqqurdffdd2vFihWaMWOGli9frrw8LlAGgFRk9cy/qalJ//iP/6h9+/bpV7/6lSZMmNCsTV1dnXbt2qV+/fqpQ4cOMduOHDmiCRMmaP/+/XryySc1bty4bHUdQBt2In35m057L8fKy8vz9H1pVr/wXbt2rfbt26eTTjrJWrgLCgo0ePDgZoVfkjp37qwLLrhAkrRhw4ZA+woAoVAo4X9+29v29dLe77G8ymrxX7FihaTjkU6i4u5F5AKv2trajPULAFyT1eL/9ttvS1LCuEeS9u3bp7vuukszZsxQU1NTwjZ79+6VJJWUlATTSQBwQNa+MT1w4ID27NmjvLw8fetb30rYpkuXLlq+fLmOHj2qtWvXatSoUTHbDx06pPLycoVCoYRfFgNo31rpmtRmvEwB7XffII+VSNbO/NevXy9JGjJkiAoLCxO2KSws1KRJkyRJ999/f8yEcFVVVZo5c6aqq6s1ceJEDRw4MPA+A0B7lbUz/127dkmS+vbtm7TdrFmztGnTJq1fv16XXXaZzj33XBUUFOjDDz9UdXW1Ro4cqfvuuy8bXQaAditrxf+rr76S1PKMnEVFRXruuee0aNEilZWV6eOPP1Zubq4GDBigiRMnaurUqcrPz89GlwH8TWvGLZFoo61EPsmkEwd5PVamtNrEbgBOHBT/9GSz716HfHInLwBwEPMjAA46kc+iT0SpRDhB/xtx5g8ADqL4A4CDiH2AdoZIp30IerQPZ/4A4CCKPwA4iNgHOAER7SBdnPkDgIMo/gDgIIo/ADiIzB9ow1oz228r3yt4mdsn6GGR7RFn/gDgIIo/ADiI2AdoY4KKW7Id4wR9G8LWeq72gjN/AHAQxR8AHETsA7SSthjvtMVoyEtbL5HOiTZaiIndAAAZR/EHAAcR+wCtIN14JZX9/e7TVi7yiojvjxmLpDvax7Z/tuOgbD4fZ/4A4CCKPwA4iNgHCJgZKaTzsd5rDOOlXabaZFMq/fEaDdn+XdpKHBQEzvwBwEEUfwBwELEPEICgL7RKNwJq69FQolgl08/lJRLyEgdlMgIK6riJcOYPAA6i+AOAg4h9gAxpzajHb7yTqfVBSfR8x44ds0Y1mYxI/D5HNqOaTOLMHwAcRPEHAAcR+wBpaK2oJ359OjFOJvuRKX5H+2Q7AvLSJt1+BB0nceYPAA6i+AOAg4h9AJ8yEXVkMrbx2i7oNslkIsKIH+1jyvZIHC9RT1sfBcSZPwA4iOIPAA4i9gE8yNSoHi+jR1KJXtKJbrws+32udCWKSY4dO2Zt42U5nt9YJp2oJ90IKIgIiTN/AHAQxR8AHETsAwSgpTgk3dE6XmOfIJbj45eWXkP8Nr8jdiKampp8Rz3JIqB04pP2EAFx5g8ADqL4A4CDiH2ABNK9kCmd9qmMxLHFMl6im0ytT/Y6bGyxRU5O8/PShoaGmPXmvn7XJ2vnV6YioER9DBJn/gDgIIo/ADiI4g8ADiLzB/4mqKtVEx033aGa8Vm733w+U8tev4ewaWlYprmusbHRmtPbls0+xOf6Xoac+v0uIN0hnX73SWfYJ2f+AOAgij8AOIjYB0hDOrc3TCfqiT++37imqakp4bKtjZfYJ9mwTy8SDcs0o4z6+vqYx7m5uQn3Ndeby/E/M1ukY643X1M6EZCprczzz5k/ADiI4g8ADiL2gdMyeSWvn/XhcDitqCc+YvES6aSz7DdWSvaabCN8Eo3Y8Rr7mMu2PpltEj1OJFMRkMnrFb5Bj/zhzB8AHETxBwAHEfsAAWjpVodeYx8vF2lJ9rimsbEx4bKX9l7WJ+uTl9E/LV2oZa6rq6uzRj15eX8vZV5GJqXCdvFYOhjtAwDIKoo/ADgo7dhnx44dmjRpkq688krNnj07YZv3339f8+fP1+bNm1VXV6eBAwfqBz/4gSZPnpzwY09jY6NefvllLVu2TDt27FBeXp6GDx+uadOmqbS0NN0uw3HZGOHj95h+5+Axo5f4x7aox8tyfX19i21skVGyC89sbPPtRyKd+NjHfGxGPR06dEi4Pqj5mky2kT+ZvEVjEBeGpXXmX1lZqVtuuUW1tbXWNs8//7yuv/56ffjhhzrrrLNUWlqqP//5z7rnnnv0H//xH83ah8Nh3XnnnZo9e7a+/PJLjR49WkOGDNH777+va6+9Vi+//HI6XQYAKI0z/02bNmnmzJnauXOntc327dv14IMPqqioSEuWLNFZZ50lSdqzZ4+uvfZavfLKKxozZowmTJgQ3efll19WWVmZzjzzTC1cuFDdunWTJK1evVrTp0/XAw88oNGjR6t3796pdh0AnOe7+FdVVemZZ57R4sWLVV9frz59+ujLL79M2HbBggVqamrSjTfeGC38knTqqadq9uzZuummm7RgwYKY4v/0009Lku65555o4ZekUaNG6dprr9UzzzyjJUuWaNasWX67DgTK6y0XE63zO9onPvaxRTQNDQ0trjejHi+xj+04yUYg2djm58nPz2+2LlnsYz63GQG19O/QEtsFaV4uYEv3+YLmO/ZZvHixFixYoO7du+vJJ5/UpEmTrG3Ly8slSd/5zneabRs9erS6dOmiDRs2aN++fZKkzz//XF988YV69OihkSNHNttn/PjxkqSVK1f67TYAwOD7zL+kpER33nmnrr76ahUUFKiioiJhu8rKSh08eFD5+fkaOHBgs+25ubkaOHCg/vSnP+mzzz5TcXGxtmzZIkkaPHhwwr+AkfVffPGFamtr1alTJ7/dB9qllm6KkmzZy01RbMvmmXsqZ622M/9E4/xzcnI89cnLa25pmwt8F/8pU6Z4ard//35J0imnnGL9NrxXr14xbSP/Ly4uTti+Y8eO6tq1q6qqqlRZWam+ffv66jsgpfaLnuni0LFjx4wezwUXXnhha3ehXQlsnH9NTY0kqaCgwNom8gsQaXvkyBHP+0TaAgD8C2x6h0Sz8tlEvhiJfAR08SMYssfvjVa8bvPypW3ky8i6ujpPY/u9TMMg+f9i18sXvl7a255X8j+rp/kFbuQL39zcXF122WWSpP/93/+NSRHML3Zty5HjxK+P35bouePX26aW8BI/eYmlEj3O9HpTYMW/c+fOko6/yW2OHj0qSSosLPS9D3k//MjGzdn9jPZJ1sbLH4L4Quul4Ed+d5Itm797tmVb8U924Zmt+NsKaqQAm8X3q6++iinMZkJgLtvmHvIqne9PTqSRP4HFPpHcvrKy0vrCIxl/JPuP7HPgwIGE7Y8ePaqvv/5aoVBIPXv2zHSXAcAZgRX/bt26qbi4WPX19QkvBGtqatK2bdskSUOHDo35/9atWxMec+vWrQqHw+rbt2/00wIAwL9Ap3QeM2aMXnzxRf3hD3/QtGnTYra99957qq6u1hlnnKGSkhJJUr9+/dS/f3/t2LFDn3zyib75zW/G7PP6669LksaOHRtkt4GMytSdvGz5f/xj21w9tgjInJ4lMvhCio16zDa2Y8b3yTadsi0LN2OfSD5vxj5HjhyJiX2SzSuU6LniY5R0hrjapnf2Eve1le80A53Vc+rUqcrNzdXTTz+tTz75JLp+z549evDBByVJ06dPj9nnmmuukSTde++9qqysjK5fvXq1Fi9erPz8fN1www1BdhsA2r1Az/zPOOMM3Xbbbfr5z3+uq6++Wueff74KCgq0Zs0a1dTUaMqUKdFv8iOuuuoqvfPOO3rrrbc0fvx4lZaWqrq6Wh999JHC4bAeeeQR5vUBgDQFfievadOm6fTTT9fChQu1fv16hUIhnX766brqqqt0xRVXNGufk5Ojxx57TP/zP/+jV155RatWrVJRUZFGjx6t6dOn6/zzzw+6y0AzfkdrtNQ+WeyTypTOXqIec9mMdMyox1w2ox6zvRkZ2eYCiu+vl9jHjHgio4jMmKempsY6n4/JyxDL+G1ermC2/Vt4iYDSnZ45iCmdQ+FsTHgNtLJ0i3c6wzXN9ZEhiTU1NdZi4mUSNbPoxj+2DdE0i7ZZ5M0LJttK8Y9k/vn5+brtttskSU888URMG3O4tzkAJDJkPH59/FXVtqGiXq4ZMPthLvudfiJ+9gMvU074bWPDnbwAwEHcwB34G6+fDvyO7kjnOOmO9rHFQbZPB+bZvvmJwHYhmPlpxFyO77uXM3/zzDpR7FNbW2udJ8wW1diu0JW83Z3MXDb3D+I9kIztTD6dOIgzfwBwEMUfABxE7IN2qzXHMqRzJy8vo33iR7r4vTm7LeqxfbFra5PJL3zN2CjyRat5zNraWmuM09LFYlJshBR/bHPZNqLItux3MICpNS/44swfABxE8QcABxH7AK0g/iIvW4zgNfbxMu+/l4u/vEzvbBvnHz/ax++UzmYsE2lv7ldXV2eNfcz1ttcWP87f9jPzG/V4ueCrLeLMHwAcRPEHAAdR/AHAQWT+QIZ4GfLnZb0tW7blzPGPzfzadgWul3v4emlj5v/pXuHb0i0XGxoaYo5j9iPR1cHJlqXYYaBesv1kP/9EbWzrk93eMZtDPznzBwAHUfwBwEHEPkAb4CUuSDbU08swRC8TmdmmkLatt7WJHPekujqN27ZNZx44oE4NDarNz9fGnj1VPnCgqgoKmk22FhGJg8wYpLGxMea1+X098T8zv0Nq/cZ3bR3FH0DG5Tc26oaPP9bY7duVF1ccz9m3T1MqKvTWgAFact55arD8AUCwKP4AMiq/sVF3vv22ztq/39omLxzWJdu26dTDhzV3zBg15FGKso2fONDGeJkQLH69l9s9mvv4vaLVdsxE62/4+GOdtX+/wpKSjV0JSzpr/37968cfa/5558WM/IkcK/65zBgondecbP90Jmo7kfCFL4CMOam2VmO3b5eUvPCb28du366TjOkjkB0UfwAZMy5Bxt+SvHBY/7htW0A9gg2xD5BA0B/rvd4g3uv+fvcJavnMAwd890uSzjpwQGUJjht//HT651Wm/i2Ceg+lc+tGE2f+ADKmU9xVtEHvh9RR/AFkTG3c3bKC3g+pI/YBEoj/OJ3pj/Dxx/f78T2Vj/vmPkEtb+rZU+fs2+e7bxt79kx43Ph16fTPq0z9WwQ1T0+mjsuZP4CMeXPAADX6LE6NoZDKBw4MqEewofgDyJiqTp301oABko6P408msv2tAQNUVVAQaL/QHLEP0MZ4iS3i15sXSJnL5tw5ttsn2vb1csxE65eMHKlTDx9OeoWvdHyc/8ZevbTkvPOUm5ub8Fjxz+W3f7bXnGx/Lz/zbE69HBTO/AFkVENenuaOGaP/HTjQGgE1hkL634EDNXfsWOb2aSWc+QPIuIa8PM0/7zy9ePbZ+sdt23SWz1k9ETyKP9AGeIkabDFF/GPbPnnG5Glm0TWXzTa2u2OZ65PdfSsnJ0c1+flafs45MRdwRfqXH9c/87iRZXNdXl5eTP/8vp74n5mXn63fOOhEQuwDAA6i+AOAg4h9gAyx3Zjbb1xgixpsMUX8YzP2SBSlxC+bNzK33aXLbGO74C2+T7aplW0jcBL1yXze/Pz8mBjH3BbfrqXl+Of2EvUk+/knapPO+mzgzB8AHETxBwAHEfsArSB+nhovo3WSjfbxMtrFFpOYy7abotuinmQXUdnujuVlNFKkT2ZUU1BQENOmY8eOLb4eczkv7laRtp+Z35E/XmKitogzfwBwEMUfABxE7IN2yzb6JtvP7WW736gnPvaxXfxki30KjInUWrohe7K+m8dviLshi9/Yp6WLvDp16hTT3nwNnTp1Srg+Wexj+zn5/fn7nQuorcRBnPkDgIMo/gDgIGIf4G+8xkRePrZ7iZm8xAK2i7fiR9bYRvikE/vYjm8u19fXR5fNkULxx8rEaJ9OnTrFtLFFPanEPrbXZxsFlKlIJ1n85+VY3MAdAOALxR8AHETsA3jgd+RQS+2T3Yzc792qJHu8Y4tebOtNtue2TfscPzrIb+xjvqbIazCfq7CwsNlFX+a2ROttF3zFP7ZFQH5H+6RyFzYvghghxJk/ADiI4g8ADqL4A4CDyPyBgCXKa5Nl/l4y8fghmeZjW/5v5u5+J2qzDe80r+qNz/z9zuefaG5/87V07tzZmvmby14mfIs/dhBDPdviVb0mzvwBwEEUfwBwELEPnBDUJG/pfJz3EvWYffUa+9jiHS9RT0tX3Er22Cf+Cl/bc9ted6IhpOZr7tq1a8LhoF6X42/jmE7s43cOf69xUDbjIc78AcBBFH8AcBCxD5BA/MdvW2yRaoTkdUIvLxFQsn54iXpsy4lG30ixo2nM2Cc+irLdD8Bki1Uiz2euKyws9BRL2aIer/P5pxP1ZHKETyavEE6EM38AcBDFHwAcROwDZIifj+OhUMjTCBgvF3yl0j8vE8mZo3fMZTPOsV1EJtnvDWCyRSmR1xd/20YvsY+XW1om25apOfzb+sVfnPkDgIMo/gDgoLRjnx07dmjSpEm68sorNXv27Gbba2tr9eyzz2rFihXauXOnjh07ptNOO00XX3yxbrrpJnXr1q3ZPj/96U9VVlZmfc6pU6cmfC7Ai1RG69j2SWfkj+0jvxk1BMVL7GPGO7bYx4x2kl14ZtPSfPnxsY/tAiwvF2ylchvHdObzT0XQI3xMaRX/yspK3XLLLaqtrU24/dChQ/rXf/1XbdmyRV26dNG3vvUt5ebmasOGDZo/f75+97vfaenSpSopKYnZr6KiQpL03e9+N+EvwogRI9LpNgA4L+Xiv2nTJs2cOVM7d+60tvnZz36mLVu26Pzzz9evfvUrde/eXZL09ddf6yc/+Yneffdd3XvvvZo/f350nyNHjmjnzp3q2bOn5s2bl2r3AABJ+C7+VVVVeuaZZ7R48WLV19erT58++vLLL5u1q6uri0Y3jzzySLTwS8fn6Jg7d64uvPBCvfvuu/rqq6908sknSzr+R+XYsWMaPnx4qq8JaHUtfUz3+jHeFs+k2ycvcYYZ75gRiS3qiY95/M7tk6gf5vaCggJP00F7WU62LVMXdrXFET4m3++mxYsXa8GCBerevbuefPJJTZo0KWG7gwcPatiwYTr33HN12mmnNdveo0cPnXTSSQqHw9q/f390/aeffipJFH8ACJDvM/+SkhLdeeeduvrqq1VQUBDN5+OddtppWrp0qfU4O3fu1KFDh5STk6Pi4uLo+o0bN0o6/pf4Jz/5idatW6eDBw+qb9++uvzyy3X99dfHXF4OwJsgzlxTOaP1c6z4dSfqWXZb5Lv4T5kyJSNP/N///d+SpNGjR8eM+In8MZk3b55OPfVUDRs2TJWVlaqoqNAvfvELrVy5Us8++6yKiooy0g+4LZXikImCEj+9MFo2aNCg1u5Cu9IqV/g+9dRT+sMf/qCCggLNmjUrur62tlbbt2+XdHy450033RTN3LZt26Zbb71V69ev15w5czRnzpzW6DoAtAtZL/6//vWv9fjjjysnJ0dz5szR0KFDo9s6deqk999/X5WVlc3+yg8cOFBz587V97//fb366qu68847ddJJJ2W7+2jHUpmh0+9smpEvFhsbGz3ddMVctt2wJX6bl2UvY/W9tLH1LxWJvlwNhULq37+/JOmLL76wfuFr+5LW1ibZPrYveYO4h2+yT5F+P2H6bZ+14l9fX6977rlHr732mvLy8vTwww/ru9/9brN23bp1S3jhlySdffbZKikp0V/+8hdt3LhRo0aNCrjXQHLpXPzl95fVLD7xhdY2EshLMbIVdtvzeblrWKLHqfTPXJefn+97xJJtOf7YQRR8m0wW/HRkpfgfPHhQP/rRj7Ru3ToVFRXpV7/6lb797W+ndKzevXvrL3/5i/XCMgBAywIv/l988YWuu+467d69W3369NFTTz2lwYMHJ2z7wQcf6KWXXtJpp52m22+/PWGbvXv3Sjr+RwAAkJpAi/++fft0zTXXaO/evRoxYoSeeuop9ejRw9o+HA7rt7/9rQoLC/XDH/6w2Yie1atX6y9/+YtKSkpivisAMiGbN3lPNqWzF/ERhpfvHrxcXOUlz/ea8/uNfUyJYqy8vDzf8Yxtvdd2mcrzg4pz0jluoDNI/du//Zv27t2roUOHauHChUkLvySVlpZq0KBBqqmp0b//+7+rpqYmum3r1q266667JEm33nprVia/AoD2KrAz//fee09r1qyRJHXp0kX33Xefte3MmTPVt29f5eTkaN68ebruuuv0xhtv6JJLLtE555yjmpoaffTRR2psbNQ111yjyZMnB9VtAHBCYMW/vLw8uvzRRx8lbXvttdeqb9++kqShQ4fqtdde09NPP6233npL7777rgoLC1VaWqqpU6fq4osvDqrLQFSyG7h72Sed9ulGBLabvnsZjeRlX1vUk+w1e3l9Lb3u+NE+6cYzQVzNHPTwzFT3SXiccCbDTaCd8vtrYmsfKa7mGPpk7b2M//faLlPL2S7+kUkhDx06dMIW/0zO05+p4k9wDgAO4gbuQABaioCSjfbJZARkO67fZZMtGsqkRK87fkrmTE7y1tbP9oPAmT8AOIjiDwAOIvYBPEjnAjAvH/8zGQH5nVfIS9TjpU0ymYiycnJy0rqgKtkXvukeK9X1XgURFXHmDwAOovgDgIOIfQCfMjEHULpz+6T6nBF+p5n2e9+CdCXqR7LYx7ZvKtMnZ+pirrYY9Zg48wcAB1H8AcBBFH8AcBCZP5CGTA0B9TskM5N5cBDDWIMQCoUyOsQyiOGabT3nN3HmDwAOovgDgIOIfYAMaa0IKH5bOvzGTNke6tlSGy/HydT+ftoEsW+6OPMHAAdR/AHAQcQ+QACCGEHjdbRPNq8czvZoH7/PncpkeOkeK1vHSRdn/gDgIIo/ADiI2AcIWNAjcbw+X7Ynksu0VGKfdNqnuk+Qx8kkzvwBwEEUfwBwELEP0Ari5/NPZX8bv3P12/Zta1FFuhdspXrstnTMTOLMHwAcRPEHAAcR+wCtJKj5ctI5blBRRSbipLYY7QR53KBx5g8ADqL4A4CDiH2ANiadeYG8HteL1nzu1jrmifDcmcKZPwA4iOIPAA4i9gHasGzfQcvLc7eW1uhPW/sZZBJn/gDgIIo/ADiI2Ac4AaUytw/s2nO8Y8OZPwA4iOIPAA4i9gHaGb9TN7dnLsY5XnHmDwAOovgDgIOIfQAHteY8P+kgxskczvwBwEEUfwBwUCjcVj7PAQCyhjN/AHAQxR8AHETxBwAHUfwBwEEUfwBwEMUfABxE8QcAB1H8AcBBFH8AcBDFHwAcRPEHAAdR/AHAQRR/AHAQxR8AHETxBwAHpX0bxx07dmjSpEm68sorNXv27Gbbly1blnB9xODBg1VWVhazrrGxUS+//LKWLVumHTt2KC8vT8OHD9e0adNUWlqabpcBwHlpFf/Kykrdcsstqq2ttbapqKiQJJWWlqpXr17Ntvfu3TvmcTgc1p133qmysjKddNJJGj16tA4dOqT3339f7733nh566CF9//vfT6fbAOC8lIv/pk2bNHPmTO3cuTNpu0jxf+CBBzRgwIAWj/vyyy+rrKxMZ555phYuXKhu3bpJklavXq3p06frgQce0OjRo5v90QAAeOc786+qqtLPfvYz/fM//7N27typPn36WNs2NDRoy5Yt6tKli/r37+/p+E8//bQk6Z577okWfkkaNWqUrr32Wh09elRLlizx220AgMF38V+8eLEWLFig7t2768knn9SkSZOsbT///HPV19fr7LPPVigUavHYn3/+ub744gv16NFDI0eObLZ9/PjxkqSVK1f67TYAwOA79ikpKdGdd96pq6++WgUFBdFYJ5HItuLiYs2dO1fl5eXas2ePTj75ZI0dO1a33HKLiouLo+23bNki6fiXwIn+WETWf/HFF6qtrVWnTp38dh8AoBSK/5QpUzy3jRT/V199VUVFRTrvvPPUu3dvVVRU6IUXXtAbb7yhZ599VkOHDpUk7d+/X5Ji/iCYOnbsqK5du6qqqkqVlZXq27ev3+4DAJSBoZ7JbNy4UdLxuGbOnDkqKiqSJFVXV+vuu+/WihUrNGPGDC1fvlx5eXk6cuSIJKmgoMB6zI4dO0pStC0AwL9Ai/+iRYu0a9cu9evXTx06dIiu79Klix5++GGtW7dOO3bs0DvvvKNx48YpNzdXkjx9PwAASF2gV/gWFBRo8ODBMYU/onPnzrrgggskSRs2bIiuk6S6ujrrMY8ePSpJ5P0AkIZWnd4hMlY/cpFYJOs/cOBAwvZHjx7V119/rVAopJ49e2ankwDQDgVW/Pft26e77rpLM2bMUFNTU8I2e/fulXR8BJGk6Be/W7duTdh+69atCofD6tu3rwoLCwPoNQC4IbDi36VLFy1fvlwrVqzQ2rVrm20/dOiQysvLFQqFdNFFF0mS+vXrp/79+2v//v365JNPmu3z+uuvS5LGjh0bVLcBwAmBFf/CwsLoBWD333+/du/eHd1WVVWlmTNnqrq6WhMnTtTAgQOj26655hpJ0r333qvKysro+tWrV2vx4sXKz8/XDTfcEFS3AcAJgY72mTVrljZt2qT169frsssu07nnnquCggJ9+OGHqq6u1siRI3XffffF7HPVVVfpnXfe0VtvvaXx48ertLRU1dXV+uijjxQOh/XII48wrw8ApCnQ4l9UVKTnnntOixYtUllZmT7++GPl5uZqwIABmjhxoqZOnar8/PyYfXJycvTYY4/pf/7nf/TKK69o1apVKioq0ujRozV9+nSdf/75QXYZAJwQCofD4dbuBAAgu7iTFwA4iOIPAA6i+AOAgyj+AOAgij8AOIjiDwAOovgDgIMo/gDgIIo/ADiI4g8ADqL4A4CDKP4A4CCKPwA4iOIPAA6i+AOAgyj+AOAgij8AOIjiDwAOovgDgIMo/gDgIIo/ADiI4g8ADqL4A4CDKP4A4CCKPwA4iOIPAA6i+AOAgyj+AOAgij8AOIjiDwAOovgDgIMo/gDgIIo/ADiI4g8ADqL4A4CDKP4A4CCKPwA4iOIPAA6i+AOAgyj+AOAgij8AOIjiDwAOovgDgIMo/gDgIIo/ADiI4g8ADqL4A4CDKP4A4CCKPwA4iOIPAA6i+AOAgyj+AOAgij8AOIjiDwAOovgDgIMo/gDgIIo/ADiI4g8ADqL4A4CDKP4A4KC8dA+wY8cOTZo0SVdeeaVmz54dXf/ll1/q4osv9nSMH//4x7r11lujj3/605+qrKzM2n7q1KkxzwUA8Cet4l9ZWalbbrlFtbW1zbYVFhbq8ssvt+576NAhvfvuu5KkM888M2ZbRUWFJOm73/2ucnKafzgZMWJEOt0GAOelXPw3bdqkmTNnaufOnQm3d+/eXf/93/+dcNuxY8d00003SZJuvvlmXXLJJdFtR44c0c6dO9WzZ0/Nmzcv1e4BAJLwXfyrqqr0zDPPaPHixaqvr1efPn305Zdf+jrGE088offee0/f/OY3NWPGjJhtmzZt0rFjxzR8+HC/XQMAeOT7C9/FixdrwYIF6t69u5588klNmjTJ1/47duzQU089pfz8fD300EPKzc2N2f7pp59KEsUfAALk+8y/pKREd955p66++moVFBRE83mvHnzwQTU0NOiGG27QoEGDmm3fuHGjJCk3N1c/+clPtG7dOh08eFB9+/bV5Zdfruuvv14dO3b0220AgMF38Z8yZUrKT7Z27VqtWrVKhYWF+uEPf5iwTeSPybx583Tqqadq2LBhqqysVEVFhX7xi19o5cqVevbZZ1VUVJRyPwDAdWkP9fRjwYIFkqR/+Zd/Uffu3Zttr62t1fbt2yUdH+550003RUf7bNu2TbfeeqvWr1+vOXPmaM6cOdnrOAC0M1m7yOvPf/6z3nnnHeXn5+uGG25I2KZTp056//33tXz5ck2bNi1mmOfAgQM1d+5cSdKrr76qqqqqrPQbANqjrBX/srIyhcNhXXjhherVq5e1Xbdu3RJ+FyBJZ599tkpKStTU1BT9bgAA4F/Wiv+KFSskSf/n//yftI7Tu3dvSUp4YRkAwJusZP67du3Sn//8Z+Xn5yed8uGDDz7QSy+9pNNOO0233357wjZ79+6V9Pc/AgAA/7Jy5v+nP/1JkjRs2DAVFhZa24XDYf32t7/V4sWLdfjw4WbbV69erb/85S8qKSnR0KFDA+svALR3WSn+GzZskCR985vfTNqutLRUgwYNUk1Njf793/9dNTU10W1bt27VXXfdJUm69dZbE875AwDwJmuxjyR94xvfSNouJydH8+bN03XXXac33nhDl1xyic455xzV1NToo48+UmNjo6655hpNnjw5G90GgHYrK8X/r3/9q6TjVwe3ZOjQoXrttdf09NNP66233tK7776rwsJClZaWaurUqZ6niQYA2IXC4XC4tTsBAMgugnMAcBDFHwAcRPEHAAdR/AHAQRR/AHAQxR8AHETxBwAHUfwBwEEUfwBwEMUfABxE8QcAB1H8AcBBFH8AcBDFHwAcRPEHAAdR/AHAQRR/AHAQxR8AHETxBwAHUfwBwEEUfwBwEMUfABxE8QcAB1H8AcBBFH8AcBDFHwAcRPEHAAdR/AHAQRR/AHAQxR8AHETxBwAHUfwBwEEUfwBwEMUfABxE8QcAB1H8AcBBFH8AcBDFHwAcRPEHAAdR/AHAQRR/AHAQxR8AHETxBwAHUfwBwEEUfwBwEMUfABxE8QcAB1H8AcBBFH8AcBDFHwAcRPEHAAdR/AHAQRR/AHAQxR8AHETxBwAHUfwBwEEUfwBwEMUfABxE8QcAB1H8AcBBFH8AcBDFHwAcRPEHAAdR/AHAQRR/AHAQxR8AHETxBwAHUfwBwEEUfwBwEMUfABxE8QcAB1H8AcBBFH8AcBDFHwAcRPEHAAdR/AHAQRR/AHAQxR8AHETxBwAHUfwBwEEUfwBwEMUfABxE8QcAB1H8AcBBea3dgda2fft2Pf744/r444918OBBlZSU6J/+6Z80ffp0FRYWtnb3WtVrr72ml156SZs3b1Ztba169OihCy64QNOmTdPpp58e03bZsmWaPXu29ViDBw9WWVlZ0F1uNdu3b9eECROStlm9erW6d+8effz+++9r/vz52rx5s+rq6jRw4ED94Ac/0OTJkxUKhYLucqsbN26cdu/e3WK7888/X0uWLJHE+yyTnC7+69ev17XXXquamhqNGDFCw4cP1x//+Ec99dRTKi8v19KlS1VUVNTa3cy6cDisO+64Q2VlZcrLy9Pw4cPVvXt3bd68Wa+++qpef/11Pf744/r2t78d3aeiokKSVFpaql69ejU7Zu/evbPW/9awceNGSdKgQYN05plnJmzTsWPH6PLzzz+v+++/X/n5+SotLVV+fr4++OAD3XPPPfrjH/+ohx9+OCv9bk2XXHKJ/vrXvybcFg6H9frrr6uxsVHDhg2Lrnf9fZZRYUc1NDSEL7744vCQIUPC/+///b/o+tra2vDNN98cHjJkSPiBBx5oxR62nldffTU8ZMiQ8IUXXhjetGlTdH1jY2N43rx54SFDhoRHjRoVPnz4cHTblVdeGR4yZEh427ZtrdHlVvfII4+EhwwZEn7hhRdabLtt27bwmWeeGT733HPDFRUV0fW7d+8OX3LJJeEhQ4aEf//73wfZ3TbvscceCw8ZMiQ8derUcENDQ3S96++zTHI281++fLl27dqlUaNGafLkydH1BQUFmjNnjgoLC/Xiiy+qqqqqFXvZOl566SVJ0k9/+lOdccYZ0fW5ubm67bbbNHjwYB08eFDvvfeeJKmhoUFbtmxRly5d1L9//9bocquLnPkPHz68xbYLFixQU1OTbrzxRp111lnR9aeeemo00liwYEEwHT0BrFmzRo899pi6du2qn//858rLOx5Q8D7LLGeL/5tvvilJuvTSS5ttO/nkk1VaWqqGhga9++672e5aq+vatatOP/10nXfeec22hUIhDRgwQJK0b98+SdLnn3+u+vp6nX322U5k1Yls3LhRHTt21ODBg1tsW15eLkn6zne+02zb6NGj1aVLF23YsCH683VJfX29Zs+erWPHjmnWrFkqLi6ObuN9llnOFv8tW7ZIkoYOHZpw+6BBgyRJmzdvzlqf2orHH39cv/vd79S3b99m25qamqK5ayRfjTwuLi7W3LlzNWHCBI0YMUJjxozRfffd1+6L2K5du/T111+rf//+ev7553XllVfqW9/6lkpLS3XLLbdo/fr10baVlZU6ePCg8vPzNXDgwGbHys3Nja7/7LPPsvYa2oqFCxdqx44dGj58eMwncon3WaY5W/z3798vSTFnFqbIl0mRdjhu6dKl2r17t7p166ZRo0ZJ+vsv5auvvqoXX3xR/fr108iRI1VbW6sXXnhBV1xxRbsuZJ9++qmk48V67ty56ty5sy644AIVFhZq5cqVuuqqq/Sb3/xG0t/fT6eccopychL/+rn63jt8+LCeeeYZSdKMGTOand27/j7LNGdH+9TU1Eg6nvEnElkfaYfjQxUfffRRSdIdd9yhzp07S/p73j1+/HjNmTMnOkKqurpad999t1asWKEZM2Zo+fLl0fy2PTFH+jzxxBPq16+fJOnYsWOaP3++5s2bp7vvvlvnnHNOi+876e+jglx7773wwguqrq7WsGHDdNFFFzXb7vr7LNOc/Qnl5ubq2LFjLWaH4XA4Sz1q28rLy3Xbbbepvr5eV111laZMmRLdtmjRIu3atUv9+vVThw4douu7dOmihx9+WOvWrdOOHTv0zjvvaNy4ca3R/UDNnDlTU6ZMUVFRUcw4/pycHE2fPl3r1q1TeXm5nn/++WjO7yWzdum919TUpMWLF0uSpk2blrCN6++zTHM29omctdbW1ibcXldXJ0nq1KlT1vrUVi1ZskQ/+tGPVFdXp6lTp+q+++6L2V5QUKDBgwfH/EJGRCIQSdqwYUNW+ptteXl5+sY3vhFT+E0XX3yxpOOvP/K+i7y/Ejl69KgkOXWR4dq1a7Vv3z6ddNJJ1sLt+vss05w98+/Vq5cOHTqkAwcOJPxiM5K3JrqQxBWNjY36z//8Ty1btkyhUEi33367br75Zt/HiXwxbPtD296Zrz/yHVNlZaXC4XDCTwAuvvdWrFgh6Xikk6i4e+H6+8wvZ8/8I6N8Pv/884TbI+tto4Hau7q6Ok2fPl3Lli1Tp06d9Mtf/jJh4d+3b5/uuusuzZgxQ01NTQmPtXfvXklSSUlJoH1uLQ899JB+/OMfa+vWrQm3m6+/W7duKi4uVn19vXbu3NmsbVNTk7Zt2ybJrffe22+/LUnWKTJ4n2Wes8V/zJgxkv5+xmH66quvtGbNGuXn5+vCCy/MdtdaXVNTk370ox9p1apV6tGjhxYvXmz9pezSpYuWL1+uFStWaO3atc22Hzp0SOXl5QqFQgm/xGsPKioq9MYbb+h3v/tdwu2vvfaaJGns2LGS/v7e+8Mf/tCs7Xvvvafq6mqdccYZzhSxAwcOaM+ePcrLy9O3vvWthG14n2Wes8X/0ksv1amnnqpVq1bpueeei66vq6vT3XffrZqaGk2ePFmnnHJKK/aydTz55JNatWqVCgsLtWjRIo0YMcLatrCwUJMmTZIk3X///TETdVVVVWnmzJmqrq7WxIkTE45rbw+mTp0q6fhVuR988EF0fVNTkx599FF9+OGH6t+/v773ve9F2+fm5urpp5/WJ598Em2/Z88ePfjgg5Kk6dOnZ+8FtLLIdRBDhgyxfs/B+yzzQmGXhhTEWbNmjaZNm6a6ujoNGzZMffr00bp167R//36dddZZWrJkiXMTu1VVVWns2LGqqalR//79k05XcPnll2vMmDE6fPiwrr/+eq1fv14FBQU699xzVVBQoA8//FDV1dUaOXKk5s+fH/2ysz2677779MILLygUCumcc85RcXGxPv30U+3evVs9e/bUokWLYmZCfeaZZ/Tzn/9cubm5Ov/881VQUKA1a9aopqZGU6ZM0X/913+14qvJroULF+rhhx/W+PHj9etf/9rajvdZZjld/KXjV/o+9thjWrt2rWpqatSnTx+NHz9eN954o3OFX5LeeOMN/fjHP/bUdtasWbrxxhslHb8sf9GiRSorK9P27duVm5urAQMGaOLEiZo6dary8/OD7Hab8Pvf/15Lly7Vxo0bVV9fr969e2vcuHGaNm1awpFAK1eu1MKFC1VRURGdNuOqq67SFVdcYb0ArD36xS9+oaeeekrXXXed7rrrrqRteZ9ljvPFHwBc5M7pBQAgiuIPAA6i+AOAgyj+AOAgij8AOIjiDwAOovgDgIMo/gDgIIo/ADiI4g8ADqL4A4CDKP4A4KD/H3FN+5s5BQgnAAAAAElFTkSuQmCC" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "fig, ax1 = plt.subplots(ncols=1, figsize=(8, 8))\n", - "ax1.imshow(data.data[50], cmap=\"Greys\")\n", - "\n", - "im1 = ax1.scatter(\n", - " features.where(mask)[\"hdim_2\"], features.where(mask)[\"hdim_1\"], color=\"red\"\n", - ")" - ] + "execution_count": 25 }, { "cell_type": "markdown", @@ -892,6 +1007,11 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.9" + }, + "kernelspec": { + "name": "python3", + "language": "python", + "display_name": "Python 3 (ipykernel)" } }, "nbformat": 4, diff --git a/examples/Basics/Methods-and-Parameters-for-Linking.ipynb b/examples/Basics/Methods-and-Parameters-for-Linking.ipynb index 5da1b94f..6d699744 100644 --- a/examples/Basics/Methods-and-Parameters-for-Linking.ipynb +++ b/examples/Basics/Methods-and-Parameters-for-Linking.ipynb @@ -27,7 +27,6 @@ }, { "cell_type": "code", - "execution_count": 1, "id": "c08fc4bb", "metadata": { "execution": { @@ -35,9 +34,12 @@ "iopub.status.busy": "2025-07-17T22:00:15.593054Z", "iopub.status.idle": "2025-07-17T22:00:19.321241Z", "shell.execute_reply": "2025-07-17T22:00:19.320782Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:09:17.415156Z", + "start_time": "2025-12-04T22:09:17.354961Z" } }, - "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -53,11 +55,12 @@ "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "code", - "execution_count": 2, "id": "4bc73edc", "metadata": { "execution": { @@ -65,13 +68,18 @@ "iopub.status.busy": "2025-07-17T22:00:19.322875Z", "iopub.status.idle": "2025-07-17T22:00:21.326184Z", "shell.execute_reply": "2025-07-17T22:00:21.325915Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:09:17.993152Z", + "start_time": "2025-12-04T22:09:17.418716Z" } }, - "outputs": [], "source": [ "import tobac\n", "import tobac.testing" - ] + ], + "outputs": [], + "execution_count": 2 }, { "cell_type": "markdown", @@ -94,7 +102,6 @@ }, { "cell_type": "code", - "execution_count": 3, "id": "3f1797a5", "metadata": { "execution": { @@ -102,18 +109,24 @@ "iopub.status.busy": "2025-07-17T22:00:21.327819Z", "iopub.status.idle": "2025-07-17T22:00:21.902049Z", "shell.execute_reply": "2025-07-17T22:00:21.901757Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:09:18.276818Z", + "start_time": "2025-12-04T22:09:17.996418Z" } }, - "outputs": [], "source": [ "%%capture\n", "\n", "data = tobac.testing.make_sample_data_2D_3blobs_inv(data_type=\"xarray\")\n", - "dxy, dt = tobac.utils.get_spacings(data)\n", + "dxy = 1000 # meters\n", + "dt = 60 # seconds\n", "features = tobac.feature_detection_multithreshold(\n", " data, dxy, threshold=1, position_threshold=\"weighted_abs\"\n", ")" - ] + ], + "outputs": [], + "execution_count": 3 }, { "cell_type": "markdown", @@ -125,7 +138,6 @@ }, { "cell_type": "code", - "execution_count": 4, "id": "320f79ab", "metadata": { "execution": { @@ -135,18 +147,11 @@ "shell.execute_reply": "2025-07-17T22:00:21.930667Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Frame 69: 2 trajectories present.\n" - ] - } - ], "source": [ "track = tobac.linking_trackpy(features, data, dt=dt, dxy=dxy, v_max=100)" - ] + ], + "execution_count": 4, + "outputs": [] }, { "cell_type": "markdown", @@ -158,7 +163,6 @@ }, { "cell_type": "code", - "execution_count": 5, "id": "d54d0488", "metadata": { "execution": { @@ -166,13 +170,21 @@ "iopub.status.busy": "2025-07-17T22:00:21.942596Z", "iopub.status.idle": "2025-07-17T22:00:22.055889Z", "shell.execute_reply": "2025-07-17T22:00:22.055657Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:09:18.470597Z", + "start_time": "2025-12-04T22:09:18.332877Z" } }, + "source": [ + "plt.figure(figsize=(6, 9))\n", + "data.isel(time=69).plot(x=\"x\", y=\"y\")" + ], "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -181,19 +193,19 @@ }, { "data": { - "image/png": "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", "text/plain": [ "
    " - ] + ], + "image/png": "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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "plt.figure(figsize=(6, 9))\n", - "data.isel(time=69).plot(x=\"x\", y=\"y\")" - ] + "execution_count": 5 }, { "cell_type": "markdown", @@ -205,7 +217,6 @@ }, { "cell_type": "code", - "execution_count": 6, "id": "4e0ecbe1", "metadata": { "execution": { @@ -213,11 +224,41 @@ "iopub.status.busy": "2025-07-17T22:00:22.057000Z", "iopub.status.idle": "2025-07-17T22:00:22.062963Z", "shell.execute_reply": "2025-07-17T22:00:22.062722Z" + }, + "ExecuteTime": { + "end_time": "2025-12-04T22:09:18.481156Z", + "start_time": "2025-12-04T22:09:18.476161Z" } }, + "source": [ + "track[[\"cell\", \"time_cell\"]][:20]" + ], "outputs": [ { "data": { + "text/plain": [ + " cell time_cell\n", + "0 1 0 days 00:00:00\n", + "1 1 0 days 00:01:00\n", + "2 1 0 days 00:02:00\n", + "3 1 0 days 00:03:00\n", + "4 1 0 days 00:04:00\n", + "5 1 0 days 00:05:00\n", + "6 1 0 days 00:06:00\n", + "7 1 0 days 00:07:00\n", + "8 1 0 days 00:08:00\n", + "9 1 0 days 00:09:00\n", + "10 1 0 days 00:10:00\n", + "11 1 0 days 00:11:00\n", + "12 1 0 days 00:12:00\n", + "13 1 0 days 00:13:00\n", + "14 1 0 days 00:14:00\n", + "15 1 0 days 00:15:00\n", + "16 1 0 days 00:16:00\n", + "17 1 0 days 00:17:00\n", + "18 1 0 days 00:18:00\n", + "19 1 0 days 00:19:00" + ], "text/html": [ "
    \n", "
    <xarray.DataArray 'OLR' (time: 96, south_north: 110, west_east: 132)> Size: 6MB\n",
            "[1393920 values with dtype=float32]\n",
            "Coordinates:\n",
    @@ -582,7 +706,7 @@
            "    x_0          (west_east) int64 1kB ...\n",
            "    y_0          (south_north) int64 880B ...\n",
            "Attributes:\n",
    -       "    units:    W m-2
  • units :
    W m-2
  • " ] }, "execution_count": 8, @@ -724,9 +832,7 @@ "output_type": "execute_result" } ], - "source": [ - "OLR" - ] + "execution_count": 8 }, { "cell_type": "markdown", @@ -741,27 +847,18 @@ }, { "cell_type": "code", - "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:05:54.852232Z", "iopub.status.busy": "2025-07-17T22:05:54.852159Z", "iopub.status.idle": "2025-07-17T22:05:55.118687Z", "shell.execute_reply": "2025-07-17T22:05:55.118422Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T17:14:38.628941Z", + "start_time": "2025-12-08T17:14:38.299167Z" } }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "plt.figure(figsize=(10,4))\n", "\n", @@ -773,7 +870,23 @@ "plt.yscale(\"log\")\n", "\n", "plt.subplots_adjust(wspace=0.35)" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 9 }, { "cell_type": "markdown", @@ -785,33 +898,40 @@ }, { "cell_type": "code", - "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:05:55.119910Z", "iopub.status.busy": "2025-07-17T22:05:55.119818Z", "iopub.status.idle": "2025-07-17T22:05:55.161281Z", "shell.execute_reply": "2025-07-17T22:05:55.161059Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T17:14:38.635187Z", + "start_time": "2025-12-08T17:14:38.633435Z" } }, - "outputs": [], "source": [ - "# Determine temporal and spatial sampling:\n", - "dxy, dt = tobac.get_spacings(OLR)" - ] + "# Our model has grid spacing of 4.5 km, and time intervals of 5 minutes, so let's set the grid spacing and time intervals for tobac\n", + "dxy = 4500 # meters\n", + "dt = 300 # seconds" + ], + "outputs": [], + "execution_count": 10 }, { "cell_type": "code", - "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:05:55.162453Z", "iopub.status.busy": "2025-07-17T22:05:55.162370Z", "iopub.status.idle": "2025-07-17T22:05:55.164009Z", "shell.execute_reply": "2025-07-17T22:05:55.163816Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T17:14:38.645171Z", + "start_time": "2025-12-08T17:14:38.643149Z" } }, - "outputs": [], "source": [ "# Dictionary containing keyword arguments for feature detection step (Keywords could also be given directly in the function call).\n", "parameters_features={}\n", @@ -820,42 +940,42 @@ "parameters_features['n_min_threshold']=4\n", "parameters_features['target']='minimum'\n", "parameters_features['threshold']=[250,225,200,175,150]" - ] + ], + "outputs": [], + "execution_count": 11 }, { "cell_type": "code", - "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:05:55.165055Z", "iopub.status.busy": "2025-07-17T22:05:55.164974Z", "iopub.status.idle": "2025-07-17T22:05:56.134820Z", "shell.execute_reply": "2025-07-17T22:05:56.134590Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T17:14:40.757079Z", + "start_time": "2025-12-08T17:14:38.648081Z" } }, + "source": [ + "# Perform feature detection:\n", + "print('starting feature detection')\n", + "Features = tobac.feature_detection_multithreshold(OLR, dxy, **parameters_features)\n", + "Features.to_hdf(savedir / 'Features.h5', 'table')\n", + "print('feature detection performed and saved')" + ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "starting feature detection\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "starting feature detection\n", "feature detection performed and saved\n" ] } ], - "source": [ - "# Perform feature detection:\n", - "print('starting feature detection')\n", - "Features = tobac.feature_detection_multithreshold(OLR, dxy, **parameters_features)\n", - "Features.to_hdf(savedir / 'Features.h5', 'table')\n", - "print('feature detection performed and saved')" - ] + "execution_count": 12 }, { "cell_type": "markdown", @@ -866,18 +986,46 @@ }, { "cell_type": "code", - "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:05:56.136084Z", "iopub.status.busy": "2025-07-17T22:05:56.135938Z", "iopub.status.idle": "2025-07-17T22:05:56.143007Z", "shell.execute_reply": "2025-07-17T22:05:56.142813Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T17:14:40.777864Z", + "start_time": "2025-12-08T17:14:40.770445Z" } }, + "source": [ + "Features.head()" + ], "outputs": [ { "data": { + "text/plain": [ + " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", + "0 0 5 62.743547 59.631834 9 250 1 \n", + "1 0 8 67.672946 53.464557 6 250 2 \n", + "2 0 11 73.655933 130.435766 5 250 3 \n", + "3 0 12 74.385746 122.150648 6 250 4 \n", + "4 0 17 64.398814 49.861904 8 225 5 \n", + "\n", + " time timestr south_north west_east \\\n", + "0 2013-06-19 19:05:00 2013-06-19 19:05:00 218.743547 260.631834 \n", + "1 2013-06-19 19:05:00 2013-06-19 19:05:00 223.672946 254.464557 \n", + "2 2013-06-19 19:05:00 2013-06-19 19:05:00 229.655933 331.435766 \n", + "3 2013-06-19 19:05:00 2013-06-19 19:05:00 230.385746 323.150648 \n", + "4 2013-06-19 19:05:00 2013-06-19 19:05:00 220.398814 250.861904 \n", + "\n", + " latitude longitude x y x_0 y_0 \n", + "0 30.232511 -92.171414 1.175093e+06 9.865960e+05 260.631834 218.743547 \n", + "1 30.441024 -92.459497 1.147341e+06 1.008778e+06 254.464557 223.672946 \n", + "2 30.565232 -88.779386 1.493711e+06 1.035702e+06 331.435766 229.655933 \n", + "3 30.613178 -89.172567 1.456428e+06 1.038986e+06 323.150648 230.385746 \n", + "4 30.309673 -92.634448 1.131129e+06 9.940447e+05 250.861904 220.398814 " + ], "text/html": [ "
    \n", "
    <xarray.DataArray 'olr' (time: 54, lat: 131, lon: 184)> Size: 10MB\n",
            "[1301616 values with dtype=float64]\n",
            "Coordinates:\n",
    @@ -554,7 +670,7 @@
            "  * lon      (lon) float64 1kB -94.99 -94.95 -94.91 ... -88.08 -88.04 -88.01\n",
            "Attributes:\n",
            "    long_name:  OLR\n",
    -       "    units:      W m^-2
  • long_name :
    OLR
    units :
    W m^-2
  • " ] }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "# Display information about the input data cube:\n", - "display(OLR)" - ] + "execution_count": 7 }, { "cell_type": "code", - "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:02:10.578922Z", "iopub.status.busy": "2025-07-17T22:02:10.578789Z", "iopub.status.idle": "2025-07-17T22:02:10.581019Z", "shell.execute_reply": "2025-07-17T22:02:10.580795Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T20:59:34.192698Z", + "start_time": "2025-12-08T20:59:34.190622Z" } }, - "outputs": [], "source": [ "#Set up directory to save output and plots:\n", "savedir=Path(\"Save\")\n", @@ -720,7 +827,9 @@ "plot_dir=Path(\"Plot\")\n", "if not plot_dir.is_dir():\n", " plot_dir.mkdir()" - ] + ], + "outputs": [], + "execution_count": 8 }, { "cell_type": "markdown", @@ -735,27 +844,18 @@ }, { "cell_type": "code", - "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:02:10.582361Z", "iopub.status.busy": "2025-07-17T22:02:10.582270Z", "iopub.status.idle": "2025-07-17T22:02:10.865674Z", "shell.execute_reply": "2025-07-17T22:02:10.865424Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T20:59:34.523548Z", + "start_time": "2025-12-08T20:59:34.199697Z" } }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "plt.figure(figsize=(10,4))\n", "\n", @@ -767,7 +867,23 @@ "plt.yscale(\"log\")\n", "\n", "plt.subplots_adjust(wspace=0.35)" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 9 }, { "cell_type": "markdown", @@ -779,33 +895,43 @@ }, { "cell_type": "code", - "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:02:10.866900Z", "iopub.status.busy": "2025-07-17T22:02:10.866819Z", "iopub.status.idle": "2025-07-17T22:02:10.912684Z", "shell.execute_reply": "2025-07-17T22:02:10.912444Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T20:59:34.529109Z", + "start_time": "2025-12-08T20:59:34.527190Z" } }, - "outputs": [], "source": [ - "# Determine temporal and spatial sampling of the input data:\n", - "dxy, dt = tobac.get_spacings(OLR, grid_spacing=4000)" - ] + "# Set temporal and spatial sampling of the input data:\n", + "dxy = 4000 # m\n", + "\n", + "# in a case like this where there is varying time deltas, we suggest picking an approximate average\n", + "# or pick a nominal time.\n", + "dt = 476 # s" + ], + "outputs": [], + "execution_count": 10 }, { "cell_type": "code", - "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:02:10.913920Z", "iopub.status.busy": "2025-07-17T22:02:10.913823Z", "iopub.status.idle": "2025-07-17T22:02:10.915622Z", "shell.execute_reply": "2025-07-17T22:02:10.915411Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T20:59:34.553537Z", + "start_time": "2025-12-08T20:59:34.551454Z" } }, - "outputs": [], "source": [ "# Keyword arguments for the feature detection step\n", "parameters_features={}\n", @@ -814,42 +940,42 @@ "parameters_features['n_min_threshold']=4\n", "parameters_features['target']='minimum'\n", "parameters_features['threshold']=[250,225,200,175,150]" - ] + ], + "outputs": [], + "execution_count": 11 }, { "cell_type": "code", - "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:02:10.916674Z", "iopub.status.busy": "2025-07-17T22:02:10.916579Z", "iopub.status.idle": "2025-07-17T22:02:12.291684Z", "shell.execute_reply": "2025-07-17T22:02:12.291410Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T20:59:35.467739Z", + "start_time": "2025-12-08T20:59:34.578864Z" } }, + "source": [ + "# Feature detection and save results to file:\n", + "print('starting feature detection')\n", + "Features=tobac.feature_detection_multithreshold(OLR,dxy,**parameters_features)\n", + "Features.to_hdf(savedir / 'Features.h5','table')\n", + "print('feature detection performed and saved')\n" + ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "starting feature detection\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "starting feature detection\n", "feature detection performed and saved\n" ] } ], - "source": [ - "# Feature detection and save results to file:\n", - "print('starting feature detection')\n", - "Features=tobac.feature_detection_multithreshold(OLR,dxy,**parameters_features)\n", - "Features.to_hdf(savedir / 'Features.h5','table')\n", - "print('feature detection performed and saved')\n" - ] + "execution_count": 12 }, { "cell_type": "markdown", @@ -860,18 +986,39 @@ }, { "cell_type": "code", - "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:02:12.293041Z", "iopub.status.busy": "2025-07-17T22:02:12.292869Z", "iopub.status.idle": "2025-07-17T22:02:12.301690Z", "shell.execute_reply": "2025-07-17T22:02:12.301466Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T20:59:35.514385Z", + "start_time": "2025-12-08T20:59:35.509563Z" } }, + "source": [ + "Features.head()" + ], "outputs": [ { "data": { + "text/plain": [ + " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", + "0 0 1 2.574109 154.214477 9 250 1 \n", + "1 0 3 3.354292 162.980569 9 250 2 \n", + "2 0 8 37.479003 146.971379 6 250 3 \n", + "3 0 22 106.638010 145.251412 14 250 4 \n", + "4 0 24 108.354401 152.894109 7 250 5 \n", + "\n", + " time timestr lat lon \n", + "0 2013-06-19 19:02:22 2013-06-19 19:02:22 28.131008 -89.103851 \n", + "1 2013-06-19 19:02:22 2013-06-19 19:02:22 28.160780 -88.769332 \n", + "2 2013-06-19 19:02:22 2013-06-19 19:02:22 29.462995 -89.380251 \n", + "3 2013-06-19 19:02:22 2013-06-19 19:02:22 32.102135 -89.445885 \n", + "4 2013-06-19 19:02:22 2013-06-19 19:02:22 32.167634 -89.154237 " + ], "text/html": [ "
    \n", "
    <xarray.DataArray 'surface_precipitation_average' (time: 47, south_north: 198,\n",
            "                                                   west_east: 198)> Size: 7MB\n",
            "[1842588 values with dtype=float32]\n",
    @@ -569,7 +692,7 @@
            "    y_0          (south_north) int64 2kB ...\n",
            "Attributes:\n",
            "    long_name:  surface_precipitation_average\n",
    -       "    units:      mm h-1
  • long_name :
    surface_precipitation_average
    units :
    mm h-1
  • " ] }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "#display information about the iris cube containing the surface precipitation data:\n", - "display(Precip)" - ] + "execution_count": 7 }, { "cell_type": "code", - "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:06:55.581213Z", "iopub.status.busy": "2025-07-17T22:06:55.581145Z", "iopub.status.idle": "2025-07-17T22:06:55.582935Z", "shell.execute_reply": "2025-07-17T22:06:55.582768Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:07:14.886043Z", + "start_time": "2025-12-08T21:07:14.883953Z" } }, - "outputs": [], "source": [ "#Set up directory to save output and plots:\n", "savedir=Path(\"Save\")\n", @@ -700,31 +807,24 @@ "plot_dir=Path(\"Plot\")\n", "if not plot_dir.is_dir():\n", " plot_dir.mkdir()" - ] + ], + "outputs": [], + "execution_count": 8 }, { "cell_type": "code", - "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:06:55.583906Z", "iopub.status.busy": "2025-07-17T22:06:55.583827Z", "iopub.status.idle": "2025-07-17T22:06:55.901542Z", "shell.execute_reply": "2025-07-17T22:06:55.901306Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:07:15.264248Z", + "start_time": "2025-12-08T21:07:14.894313Z" } }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAGXCAYAAABWXgoXAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAqK1JREFUeJzs3XlclNX+B/DPMwMz7CiSIIqIuV1ETcFdc0sNzY00S3PXXybXxOW61DXRVMwKMUVL7aYtXrxmWrfcyBQtMxGlXLpmhokFkcq+M3N+fwwzMrLOMMwA83n3el4xz/p9hpGZ75xzvkcSQggQERERERGRQWSWDoCIiIiIiKg+YjJFRERERERkBCZTRERERERERmAyRUREREREZAQmU0REREREREZgMkVERERERGQEJlNERERERERGYDJFRERERERkBCZTRERERERERmAyZaCzZ88iLCwM6enpZbYNHDgQAwcONHtM5vDzzz9jyZIlCAgIQKNGjeDm5oa+ffvik08+KXf/1NRUTJ8+He7u7nBwcEDv3r1x4sSJMvt98cUXmDp1Kjp16gRbW1tIklTu+ZKSkjBu3Di0bt0ajo6OcHV1RdeuXbF161YUFxdX+z6qGxcA5OTk4NVXX0W7du2gVCrRpEkTDBo0CDdu3KjWtSIjIxEcHAxfX19IklTpa+PYsWPo27cv7O3t4erqilGjRuHq1au67WFhYZAkqcpFe41du3Zh7NixaNWqFezt7dGmTRu8+OKLSE5OLnPt2bNnw9/fH40aNYK9vT3atWuHf/zjH7h792617vPf//43Hn/8cXh4eECpVMLLywujRo3C2bNny+zbqlWrcuOeO3duta4FAL/++iuCg4PRqFEjODk5YejQobh48WK5+0ZHR+Oxxx6DnZ0dvLy8EBoaiuzs7Gpfi4iIiKgyNpYOoL45e/YsVq9ejenTp6NRo0Z627Zt22aZoMzg+PHj+PLLLzFlyhR0794dxcXF2LdvHyZMmIDVq1fj1Vdf1e1bUFCAIUOGID09HZs3b0bTpk0RFRWFJ598El999RUGDBig2/fgwYM4d+4cunbtCqVSifj4+HKvn5OTAxcXF6xcuRItW7ZEYWEhDh8+jPnz5yMhIQG7du2q8h4MiSs7OxuDBg3CH3/8geXLl6Nz587IyMjA2bNnkZubW63n7J133oGjoyMGDx6M//73vxXu99lnn2HcuHEYM2YMDhw4gIyMDKxevRr9+/dHXFwcHn30UcyePRtPPvmk7pjk5GQEBwdj/vz5mDRpkm69i4sLAGDVqlUYNGgQ1q9fj+bNm+P69et47bXX8Nlnn+HSpUvw8PDQe27/7//+D23atIGdnR0uXLiAdevW4fDhw7h06RIUCkWl93nv3j307dsXCxYsgLu7O5KTkxEREYHHH38cJ06c0HteAaBv375488039daVjqcyf/31F/r374/GjRvjX//6F+zs7BAeHo6BAwciLi4O7du31+378ccf4/nnn8fs2bOxadMm/Pzzz1i2bBmuXbuG48ePV+t6RERERJUSZJA33nhDABCJiYmWDsWs/vrrL6FWq8usHzlypHBwcBD5+fm6dVFRUQKAOHv2rG5dUVGR8PPzEz169NA7XqVS6X4OCQkRhr4kn3nmGWFjY6N3/YoYEteCBQuEo6OjuHnzpkHxlFb63jp27CgGDBhQ7n7t27cXnTt31nt+b926JRQKhZg0aVK5xyQmJgoA4o033ih3+59//llmXVxcnAAgXnvttSpj37ZtmwAgTpw4UeW+5UlPTxe2trZiypQpeut9fHzEyJEjjTqnEEL84x//ELa2tuLWrVu6dRkZGcLd3V0888wzunXFxcWiWbNmYtiwYXrHf/zxxwKAOHz4sNExEBEREWmxm58BwsLC8I9//AMAdF23JEnCqVOnAJTt5nfr1i1IkoQ33ngDr7/+uq7L1cCBA/Hzzz+jqKgIy5cvh5eXF1xdXTFu3DikpqaWue6+ffvQu3dvODo6wsnJCcOHD8elS5fMccs67u7u5XbB69GjB3Jzc3H//n3duoMHD6J9+/bo3bu3bp2NjQ2ef/55nD9/Hr///rtuvUxWs5fgI488AplMBrlcXuW+1Y0rNzcXu3btwoQJE9C6dWujY6vOvd27dw/Xr19HUFCQ3vPr4+MDf39/HDp0CCqVyuBrN23atMy6gIAAyOVyJCUlVXn8I488AkDz/BjD2dkZdnZ2Rh9fkYMHD2Lw4MHw8fHRrXNxcUFwcDD++9//6rp8njt3DsnJyZgxY4be8RMmTICTkxMOHjxo0riIiIjIOjGZMsDs2bMxf/58AMCnn36K7777Dt999x26detW6XFRUVH49ttvERUVhV27duF///sfRo0ahVmzZuGvv/7Cv/71L2zcuBFfffUVZs+erXfs+vXr8dxzz8HPzw//+c9/8OGHHyIrKwv9+/fHtWvXqoy5uLi4WosQwqjn5OTJk3jkkUf0PrxfuXIFnTt3LrOvdl3psUCGEkKguLgYaWlp2LdvH3bv3o3FixdX60N7deOKj49HTk4O2rZtixdffBGNGzeGQqFAYGAgvvzyS6NjL09hYSEAQKlUltmmVCqRm5uLmzdvmuRasbGxUKlU6NixY7nbi4uLkZOTg2+//RYrV65Ev3790LdvX719Khv7pVKpUFRUhFu3buHFF1+EEAIhISFl9jt9+jScnZ1ha2sLPz8/vPXWW+UmjA9fKy8vDzdv3qzwd5iXl4dff/0VgOZ3rV1fmq2tLTp06KDbTkRERFQTHDNlgBYtWqBly5YAgK5du6JVq1bVOq5Ro0Y4dOiQrqXi7t27CA0NRYcOHfDZZ5/p9vvf//6HyMhIZGZmwsXFBUlJSVi1ahX+/ve/4+2339btN3ToULRt2xarV6/Gvn37KrzurVu34OvrW60YT548aXDxjF27duHUqVPYvHmzXsvQvXv34ObmVmZ/7bp79+4ZdJ3SXn/9daxYsQKA5sP2yy+/jLVr11br2OrGpW2hev3119GpUyd88MEHkMlkeOuttzBq1CgcOXIEw4cPN/oeSvPw8ICbmxu+/fZbvfXp6em6D/w1eb60srKyMG/ePHh7e2PmzJlltp87d06vxW7EiBGIjo4u0+Inl8srbAXs2LEjrl+/DgBo1qwZjh49ioCAAL19Ro4cicDAQDz66KNIS0vD/v37sWTJEiQkJODDDz+s9FppaWkQQlTrd6j9f0X73rp1q9x7ICIiIjIEkykzGDFihF6Xr7/97W8ANB8sS9Ouv337Nvz9/XHs2DEUFxdj6tSpehXr7OzsMGDAAJw8ebLS63p5eSEuLq5aMZYeuF8dR44cQUhICMaPH69rrSutoqp8VW2ryvTp0/HEE0/g/v37+Prrr/HGG28gIyMDW7ZsAaBpuXq4laN0q1V14lKr1QAAhUKBI0eOwNnZGQAwaNAgtG3bFq+99poumXq4kqBcLjfo/mQyGUJCQvDaa6/htddewwsvvIDMzEyEhobqCl3UtCtkfn4+goOD8dtvv+Hrr7+Gk5NTmX06deqEuLg45ObmIiEhARs2bMDQoUPx9ddfw8HBQbdfZZUTDxw4gJycHNy+fRvvvPMOgoKC8Pnnn+sl6VFRUXrHjBkzBo0bN8bWrVuxaNEidO3atcprGfLaqmjfmrwGiYiIiLSYTJnBw9+Oa6ujVbQ+Pz8fAPDnn38CALp3717ueav6kK1QKPDYY49VK8bqjDnSOnbsGIKDgzF06FB8/PHHZT6YNmnSpNzWFO24qvJaC6rL09MTnp6eAIBhw4ahcePGWL58OWbOnImuXbtiz549ZcbJaLswVjeuJk2aAAD69OmjS6QAwMHBAQMGDMChQ4d062xtbfXO9f7772P69OkG3dOrr76K7OxsrF27VlcVceTIkZgxYwZ27dqF5s2bG3S+0goKCjBu3Dh88803+OKLL9CzZ89y93N0dERgYCAA4PHHH0fPnj3Rq1cvvPvuu1i4cGG1rqXtPtijRw+MHTsWXbt2xYIFC/DDDz9Uetzzzz+PrVu36qo6VqRx48aQJMmg3+G9e/fKVAq8f/9+jV6DRERERFpMpuowd3d3AMAnn3yiN+C+umqjm9+xY8cwduxYDBgwAAcOHCi3bHanTp1w+fLlMuu16/z9/asVU3X06NEDgGYerK5du2LUqFEVtsZVN67yxuRoCSH0ktiHr1Xd57s0GxsbREREYM2aNUhMTIS7uzuaNWuG4cOHw9fXFy1atDD4nIAmkRo7dixOnjyJzz77DEOGDKn2sYGBgZDJZPj555+NuraNjQ26deuG//znP1Xuq012q/pyQDtfVkW/Q3t7e13BkE6dOunW+/n56fYrLi7G//73Pzz33HPVvhciIiKiijCZMpC2UEBeXl6tX2v48OGwsbHBzZs38fTTTxt8vKm7+R0/fhxjx45Fv379cOjQoXKLJgDAuHHjMG/ePHz//fe6lpDi4mJ89NFH6NmzJ7y8vKp/E1XQdnVs06YNAE2LhLZVwti4mjVrht69e+Pbb7/VjV8DNFX+YmNj0atXL905ta05puDk5KRLAi5evIgTJ07grbfeMupc2hapr7/+Gp9++qnBY7xiY2OhVqt1z6uh8vPzce7cuWod/8EHHwCA3vNakXHjxiEyMhJJSUnw9vYGoBkP9umnn2L06NG6Lp09e/ZEs2bNsHv3bkycOFF3/CeffILs7GwEBwcbc1tEREREephMGUj7YXfz5s2YNm0abG1t0b59e73uYKbSqlUrrFmzBq+88gp+/fVXPPnkk2jcuDH+/PNPnD9/Ho6Ojli9enWFx2sr0JnCN998g7Fjx8LT0xMvv/wyEhIS9Lb7+fnpko6ZM2ciKioKEyZMwIYNG9C0aVNs27YN169fx1dffaV33G+//aZL+LRV6z755BPd/WvjX7VqFf788088/vjjaN68OdLT03H06FHs3LkTEyZMKFPooDyGxPXmm29i0KBBGD58OJYtWwZJkvDWW2/h7t27eO2116r1nF24cEFX6CAzMxNCCN29de/eXdfaeOrUKcTFxaFz584QQuD8+fN4/fXX8eSTT+Lvf/97ta71sPHjx+PIkSN45ZVX0KRJE5w7d063zcXFRdda88UXX2Dnzp0YPXo0fHx8UFRUhAsXLiAyMhJt2rQpU13SxsYGAwYMwIkTJ3Tr+vTpg9GjR+Nvf/sbXF1dcevWLWzfvh03b97UK0G+d+9efPrppxg5ciR8fHyQnp6O/fv3Izo6GtOnT0eXLl2qvNaSJUvw4YcfYuTIkVizZg2USiU2bNiA/Px8hIWF6faTy+XYuHEjpkyZghdeeAHPPfccbty4gaVLl2Lo0KF6EyATERERGc1SE1zVZytWrBBeXl5CJpMJAOLkyZNCCCEGDBigNzFrRROrnjx5UgAQ+/fv11v//vvvCwAiLi5Ob/2hQ4fEoEGDhIuLi1AqlcLHx0eMHz9efPXVV7Vyf+VZtWqVAFDhon0OtFJSUsTUqVOFm5ubsLOzE7169RIxMTFlzqu95/KWadOm6fb7/PPPxRNPPCE8PDyEjY2NcHJyEj169BBvv/22KCoqqvZ9VDcuIYQ4c+aMGDBggHBwcBAODg5i8ODB4ttvv632taZNm1bhvb3//vu6/b799lvRs2dP3e/X399fvPnmm6KwsLDCc1c1aW9lv6vSr9GffvpJjB8/Xvj4+Ag7OzthZ2cnOnToIP7xj3+Ie/fulXvehycfXrx4sejSpYtwdXUVNjY2wtPTU4wbN67Mc/Xdd9+JIUOGCE9PT2FrayscHBxE9+7dxbZt2/QmOK7sWkII8csvv4ixY8cKFxcX4eDgIIYMGSLi4+PLfR727t0rOnfuLBQKhfD09BQvvfSSyMrKKndfIiIiIkNJQhg5wRAREREREZEV46S9RERERERERmAyRUREREREZAQmU0REREREREZgMkVERERERGQEJlNERERERERG4DxTANRqNf744w84OztDkiRLh0NEdYgQAllZWfDy8oJMZtz3T/n5+SgsLDQ6BoVCATs7O6OPJyqN73lERJUz5L2fyRSAP/74A97e3pYOg4jqsKSkJLRo0cLg4/Lz8+Hr44SUVJXR1/b09ERiYiITKjIJvucREVVPdd77mUwBcHZ2BgD0wwjYwNbC0RABkGSQO9prfrS3h8jLgyonT7NNqE1+LUn24NtpoTL+Q39DVIwifIPDur8ThiosLERKqgq/xbeCi7PhLVuZWWr4BNxCYWEhkykyCe1rOSkpCS4uLhaOhoio7snMzIS3t3e13vvrTDIVHh6Ol19+GQsWLEBkZCQAVNj9YOPGjfjHP/4BABg4cCBiY2P1tk+cOBHR0dHVvrb2OjawhY3EZIrqBim/JKkpyIUk1JAgL9kgN/3F1ACkkg/6EodS6imZ1rym3aGcnCU4ORt+DjXYDYtMS/tadnFxYTJFRFSJ6rz314lkKi4uDjt27EDnzp311icnJ+s9PnLkCGbNmoWnn35ab/2cOXOwZs0a3WN7e/vaC5bITB60EJmppcjULV51lCSXQ5LLoS4q1qww032rhBoqYdxxREREVDdZPJnKzs7G5MmTsXPnTqxdu1Zvm6enp97jzz77DIMGDULr1q311js4OJTZl4ioLlFDQA3DsyljjiEqT1RUFKKioqBiV14iIpOxeH+ekJAQjBw5Ek888USl+/3555/48ssvMWvWrDLbPv74Y7i7u6Njx45YsmQJsrKyKj1XQUEBMjMz9RYiati0LVLyRo0g824OeWNXyBu7QrIxT9dedQ3+IzKFkJAQXLt2DXFxcZYOhYiowbBoy1R0dDQuXrxYrT/se/bsgbOzM4KDg/XWT548Gb6+vvD09MSVK1ewYsUK/PDDD4iJianwXOHh4Vi9enWN4yciqi6VEFAJw1uZjDmGiIiIzMNiyVRSUhIWLFiA48ePV6tC1b/+9S9Mnjy5zL5z5szR/ezv74+2bdsiMDAQFy9eRLdu3co914oVK7Bo0SLdY23FDiJquLQtUKKZO7LaNYJDsmbgvU3SXaj/ugd1Qb4lwyMiIqJ6yGLJVHx8PFJTUxEQEKBbp1KpcPr0aWzduhUFBQWQyzVVy86cOYPr169j3759VZ63W7dusLW1xY0bNypMppRKJZRKpWluhIjqFZWzHdIflSO7uSMAoJGrAg5XAJGSCgAQxUW1cl2OmSIiImp4LJZMDRkyBJcvX9ZbN2PGDHTo0AHLli3TJVIA8N577yEgIABdunSp8rxXr15FUVERmjVrZvKYiYiMpYaAiskUERFRg2KxZMrZ2Rn+/v566xwdHdGkSRO99ZmZmdi/fz/eeuutMue4efMmPv74Y4wYMQLu7u64du0aFi9ejK5du6Jv3761fg81UnouH5Y+poZEktXJ17S21Lw8Kx+S2hFZvpokpdjOFp65TWGbnQMAUKWn18r12TJFRETU8Fi8NHpVoqOjIYTAc889V2abQqHAiRMnsHnzZmRnZ8Pb2xsjR47EqlWr9Fq26hxOikoNUcnrWpLLIVSoewlVSTzSX2lwud0Y+Y9o4s33EMj2toPbb5pZzqWsrFJzfJkOC1AQERE1PHUqmTp16lSZdf/3f/+H//u//yt3f29vb8TGxtZyVERENacuWYw5jsgUOM8UEZHpsYnEEoRafyFqCOrya1qSPVhsbGCbrYJDMuCQDNhmShByAHZKwE4JqS63ahPVAOeZIiIyvTrVMlWfSXK53uSforioVroKEdV1df51b2sLYSNBkanpPmeXBjgmFwH5BQAAoa6dbnUqIwtQGHMMUW1qtfxL3c+3Noy0YCRERJbHZIqIyAxUQrMYcxwRERHVTUymTECmUEDm7Aw42mtWFBRCnZ5Z97+hJ7IWQg0ISfOzTIJNrgr29zQPFRnFUNxJg7iXptm1lv7dcswUERFRw8Nkqia01cuUSsDVGcLRTvM4I9uSURFRZQoKYXs/D7bpmn+/srRsiHtpUOflabbX0pgvNSSoIBl1HBEREdVNTKaIiMxALTSLMccRERFR3cRkylTyCyAVFgEARHYORHGRhQMiotK0hSVERiZkajUg07RMiewcQK2GzMlJ8zgvD+rCQovFSURERPUHS6MTEZmBqqSbnzEL0cMSExMxaNAg+Pn5oVOnTsjJybF0SEREVoktUzVRMrZCnZsL5OXrHgu1qJtz7RBZM+2/17w8SCoVIGmSFFFYBLmrC9DYFQAgpWVAZGSavHXZ2MSIyRSVZ/r06Vi7di369++P+/fvQ6lUWjokIiKrxGTKBDTVv1QPClLI5YCQHsxXw8SKqM4QKhVEyZxSACDJJEBhC1UTTTc/uSRBVlgIdW7Jv1sTJVVqIUEtjChAYcQx1LBdvXoVtra26N+/PwDAzc3NwhEREVkvdvMjIjIDdvMjrdOnT2PUqFHw8vKCJEk4dOhQmX22bdsGX19f2NnZISAgAGfOnNFtu3HjBpycnDB69Gh069YN69evN2P0RERUGpMpE5JkkuZbbiKq24Rat0g2tpqWKaVcs7g6QHJyhCSXa1qZJdP8mVRBZvRCDUtOTg66dOmCrVu3lrt93759CA0NxSuvvIJLly6hf//+CAoKwu3btwEARUVFOHPmDKKiovDdd98hJiYGMTEx5rwFIiIqwW5+JvRgsk9O1ktU52m75SpsIZwdoFbINY/VAnKFLWCj+fMoFUv8J00mFRQUhKCgoAq3R0REYNasWZg9ezYAIDIyEseOHcP27dsRHh6OFi1aoHv37vD29gYAjBgxAgkJCRg6dGi55ysoKEBBwYOurZmZmSa8GyIi68avPImIzECUjJkydBEcM2VVCgsLER8fj2HDhumtHzZsGM6ePQsA6N69O/7880+kpaVBrVbj9OnT+Nvf/lbhOcPDw+Hq6qpbtEkYERHVHJMpIrJutjYQSlvdQ0klACEgyWSaRS43yWXMNWaqqvE4QgiEhYXBy8sL9vb2GDhwIK5evaq3T0FBAebPnw93d3c4Ojpi9OjRuHPnTk2fAqqGu3fvQqVSwcPDQ2+9h4cHUlJSAAA2NjZYv349Hn/8cXTu3Blt27bFU089VeE5V6xYgYyMDN2SlJRUq/dARGRNmEwRkXVTC0iFxbDJ1Syy3CJALQCFZiwVbEyUTAmZ0YshqhqPs3HjRkRERGDr1q2Ii4uDp6cnhg4diqysLN0+oaGhOHjwIKKjo/HNN98gOzsbTz31FFQq9nc0F0nST6KFEHrrgoKCcPnyZVy5cgURERGVnkupVMLFxQUffvghevXqhSFDhtRKzERE1ohjpoiIzEANCWojvr9SQxi0f2XjcYQQiIyMxCuvvILg4GAAwJ49e+Dh4YG9e/fihRdeQEZGBt577z18+OGHeOKJJwAAH330Eby9vfHVV19h+PDhBt8DVZ+7uzvkcrmuFUorNTW1TGuVoUJCQhASEoLMzEy4urrW6FxERKTBlikismqisBBSVh5keYWQ5RVCUqsBpQKSnZ1mMdFkqDXt5peZmam3lC4oUF2JiYlISUnRG4+jVCoxYMAA3Xic+Ph4FBUV6e3j5eUFf39/3T5UexQKBQICAspU54uJiUGfPn1qdO6oqCj4+fmhe/fuNToPERE9wGSKiKyTtjx6cTGQmwtZXhFkeSUT9NrIAZkMMOGYqZry9vbWKyIQHh5u8Dm0rR2VjcdJSUmBQqFA48aNK9yHaiY7OxsJCQlISEgAoElyExISdKXPFy1ahF27duFf//oXfvrpJyxcuBC3b9/G3Llza3TdkJAQXLt2DXFxcTW9BSIiKsFufkREZmDM+CfNcZpufklJSXBxcdGtV9agxayq8Tjlqc4+VD0XLlzAoEGDdI8XLVoEAJg2bRp2796NiRMn4t69e1izZg2Sk5Ph7++Pw4cPw8fHx1IhExFRBZhMEZFVE2oBkZcPKTsXACApFZrWqsJCzfaiIpNcRzNmyvBkRHuMi4uLXjJlDE9PTwCa1qdmzZrp1pcej+Pp6YnCwkKkpaXptU6lpqbWuJsZaQwcOBBCVD4Wbt68eZg3b55JrxsVFYWoqCgWEiEiMiF28yMiMgM1ZFAZsRhTtKIivr6+8PT01BuPU1hYiNjYWF2iFBAQAFtbW719kpOTceXKFSZT9Ry7+RERmR5bpojI6gmVCsjK1jzIlQFFxRDFxQAAdWGeSa5R025+1ZWdnY1ffvlF91g7HsfNzQ0tW7ZEaGgo1q9fj7Zt26Jt27ZYv349HBwcMGnSJACAq6srZs2ahcWLF6NJkyZwc3PDkiVL0KlTJ111PyIiItJgMlURSQaZQqF7qC4s1AxWry8kWf2Kl8iSVGoIVUl1PKGGUKkg1KLkoam6+RnXymRoafSqxuMsXboUeXl5mDdvHtLS0tCzZ08cP34czs7OumM2bdoEGxsbPPPMM8jLy8OQIUOwe/duyOtIMQ4yDrv5ERGZniSq6rhtBbRzbgzEGNhItpqVTKaIrIJkY6tfse+hZKpYXYBT+AwZGRlGjVnS/n3Zm+APB2fDk5HcLBUmPXbF6OsTPUz7mjT2NdVq+Ze6n29tGGnK0IiI6gRD/k6yZaoCMoUCskYlT56NDaTMLKiysiwblKGkkm/BmVQRVUioVHr/RrRJlKn/3aiEBJUwvACFMccQERGReTCZqoCksAWcHAEAwkEJSS4DsnM0G435kCWV6t5jruSGSRRR1YQawgy9nrQFJQw/zuo7D5CJsJsfEZHpsZofEZEZqIXM6IXIFFjNj4jI9OrMu3R4eDgkSUJoaKhu3fTp0yFJkt7Sq1cvveMKCgowf/58uLu7w9HREaNHj8adO3dqHI8oLgaKijSLEICtrabrX6lxVIaQ2dpA7ugAuaMDZEo7/TEatYGtUkR1ijFl0Y1tzSIiIiLzqBPd/OLi4rBjxw507ty5zLYnn3wS77//vu6x4qFkJjQ0FP/9738RHR2NJk2aYPHixXjqqacQHx9fo8pT6rw8ICUVACBlOwJyOSAzcuyCJIPk4ADpkSaah4WFEBlZELmaSULVJZODkgWVLjgi1FAXFTMhJZNSw7jxT3wVEhER1V0W/8ozOzsbkydPxs6dO9G4ceMy25VKJTw9PXWLm5ubbltGRgbee+89vPXWW3jiiSfQtWtXfPTRR7h8+TK++uorc94GERFRnRYVFQU/Pz90797d0qEQETUYFk+mQkJCMHLkyAongzx16hSaNm2Kdu3aYc6cOUhNTdVti4+PR1FREYYNG6Zb5+XlBX9/f5w9e7bCaxYUFCAzM1NvKY+6sBDqwkKo7qeh+O59iMJCCCNakSSZBMnBHgUtG6GgZSPkt/MAmjeFzNVFsxjZdbCcC2laWJR2kNnbm+acVkLu6ACZt5dmadkCNo800TyPSjtLh0YNhHaeKWMWIlPgmCkiItOzaDe/6OhoXLx4scI/7EFBQZgwYQJ8fHyQmJiIlStXYvDgwYiPj4dSqURKSgoUCkWZFi0PDw+kpKRUeN3w8HCsXr3asGBrWvHLRo5CF83Tnecmh7PMFXYl/XcklQpShkpTorkGtEmZzN0NsJEDyX8CYDfCKkkySI4OKGzRCABQbCeH3V8OkGm7id67z+eQakwlZFAZUUzCmGOIiIjIPCyWTCUlJWHBggU4fvw47OzK//Z/4sSJup/9/f0RGBgIHx8ffPnllwgODq7w3EIISFLFYxNWrFiBRYsW6R5nZmbC29vbiLsgIqoeNSSoYcyYKc4zRUREVFdZLJmKj49HamoqAgICdOtUKhVOnz6NrVu3oqCgoEwBiWbNmsHHxwc3btwAAHh6eqKwsBBpaWl6rVOpqano06dPhddWKpVQKpUmvqMqqNSQFWnmixE2QJGTHLaumq54NlkOkHLyqm6ZqmyuKkkGWcm8WKoW7ih2soUiK1uzLY3FFCol1ECxCrICzfMvnGxQ1EgJZabm+ZSysgEWpKAaYssUERFRw2Oxd+khQ4bg8uXLSEhI0C2BgYGYPHkyEhISyq3Ed+/ePSQlJaFZs2YAgICAANja2iImJka3T3JyMq5cuVJpMkVERERERFRTFmuZcnZ2hr+/v946R0dHNGnSBP7+/sjOzkZYWBiefvppNGvWDLdu3cLLL78Md3d3jBs3DgDg6uqKWbNmYfHixWjSpAnc3NywZMkSdOrUqcKCFhYjSZDna1o2lOlqyIoFJCGMO5VMglDLHrSUSDLIbG2ARi4AgJzm9sh3k6PpnZJS7JnZEMVsVamMKiMTNr9pipvIchtDbW/7YGMlXUaJqsvYOaM4zxSZSlRUFKKioqCq4fhcIiJ6oE7MM1UeuVyOy5cv44MPPkB6ejqaNWuGQYMGYd++fXB2dtbtt2nTJtjY2OCZZ55BXl4ehgwZgt27d9dojimTk2SAXAZtbx3bHDVss4ohz8gDAIjsHIjiomqcRvOhXpLLIdk8+IAlVCpI9vZQNXYCAOS5y5HXFCjwcgUAKP6wgypbxW5qlRFqiJJukTJJgkwuA/LyNZsKq/7dWBVtd1O+ngyiFhLUxswzZcQxROUJCQlBSEgIMjMz4erqaulwiIgahDqVTJ06dUr3s729PY4dO1blMXZ2dtiyZQu2bNlSi5EREdWM2siWKZZGJyIiqrvqVDLVYAk1oFJDXqj5Jl9SAzbZhUBWjmZzbm61yqILtaZboGQjg8zFCbC1LTk+D5KDPVROmsdqG0BtC+Q11TxWujhDystnV79KCLWAKCjQ/Hy/GFA9KFVf05L1DUZJi5S2hVSo2UJlCLWQQW1EMQljjiEiIiLzYDJlBkItgLx82KSVdBuzs4FUUASoH4x5quaJNP9TqQBbWwhXTXdHSaEAZA+6AimyBISNhCLHkg+9bi6Q0tKr1ZXQagk11EXFADTzfgm1sN4kQZJBksv1X2+lN+u60JYkm6XH71GFVJCgMqLMuTHH1BU3b97E+++/j5s3b2Lz5s1o2rQpjh49Cm9vb3Ts2NHS4REREdUYv/IkIiKTi42NRadOnfD999/j008/RXa2Zkzijz/+iFWrVlk4OiIiItNgMmUOQg11dg5kf6VB9lca5PdzIOWXtEypDf9GX6hUEPn5kNRqSGo1YGsDqFSwSdO0fjnfLoDLrWJIak2XQpWTEjJ7e00LWHVbwayRUGsKUaisu1iHzNYGMjslJIVC0+pZ0Wum9OuppDVLu/B1Vpa2m58xS320fPlyrF27FjExMVAoFLr1gwYNwnfffWfByIiIiEyH3fzMRF1YCKSlAwBkRUWa8U7aREomaT58VvcDvFBDZOdAKhkzBTslUFQM2V3N+RXpcti6OsEmTzPprKxQ0x1LN9aFQ4CoEkItAJVKs5QiyaSHd3ywTS7X3y4JAHK946x9DJoKxnXZq6/P1uXLl7F3794y6x955BHcu3fPAhERERGZXv38ypOIqJ6xtpapRo0aITk5ucz6S5cuoXnz5haIiKKiouDn54fu3btbOhQiogaDLVPmItRQ52uqxUEtINkpH2wzotiBurAQyMwCAMiKVZrWrZJqf0Kogaxs2P1Vcg21GurcXF01wAbnoS5lmkmNrbiARA2J4qJKi5U8/DqSZJKma5+85PegUkOSA5KjvWa7nR1QVAR1dkn1yvwCq/zdqIQMKiMSI2OOqQsmTZqEZcuWYf/+/ZAkCWq1Gt9++y2WLFmCqVOnWjo8q8R5poiITI/JlDmVfIBUFxZCJtSAtiqakR8sdcmZSgVJqdSMnQKAkjLfqrSMMtduUEqSKJmtTcnYnpIuVDIZRFHRg1LnVtqtzNR0pfllD72WSiallmSa34dQqTWJVLNHAADFzvawSc+FpK2WWFholV1NBSSojejmJ+ppNb9169Zh+vTpaN68OYQQ8PPzg0qlwqRJk/DPf/7T0uERERGZBJMpIiIyOVtbW3z88cdYs2YNLl26BLVaja5du6Jt27aWDo2IiMhkmExZQsmcRpK2u5SxrUalWroktYBMlHTrK11VDWg480tJpSaJ1c6FBEDm7Aw4Oz1omZPLIGXlQF1S8EPk5TfMljlz0847pX6oW6UcgEoNoXpQUEWyt0exs6abn9pODgjxoKCFJNMcoz2tlbQcWls3P61HH30Ujz76qKXDICIiqhVMpoiIzEAtJKiF4V32jDmmLli0aFG56yVJgp2dHdq0aYMxY8bAzc3NzJERERGZDpMpSxFqiOKSb/JNMCePKC6COr/kdLYN79cq2dg+eCA0BQ8ke03LBxq7QtXIESpHzT7CRoIiRYKUlwcAkKk0c0fpWkDYSlUzDz1/oljz/GpLoEs2tkB+AWxup2q25+dDnZOn1wIl2diWaumyjmIhKsigMqKAqjHH1AWXLl3CxYsXoVKp0L59ewghcOPGDcjlcnTo0AHbtm3D4sWL8c0338DPz8/S4RIRERml4X3qro9M9EHy4e5SDan7lMxOqf9h3N4OkrMTAEAobSCpVBAyzcSgarmk6epYkmxJNjYQBYWaKnIoqYRoBR/ezUqoH3T/Ky6CKiNTt0lb6a/0PFSSzYM/PZJaPPhioQGztpYpbavT+++/DxcXFwBAZmYmZs2ahX79+mHOnDmYNGkSFi5ciGPHjlk4WiIiIuPUz688iYjqGTVkRi/10RtvvIHXXntNl0gBgIuLC8LCwrBx40Y4ODjg1VdfRXx8vAWjrL9sbGzw2GOP4bHHHsPs2bMtHQ4RkdViy1RDou02pdJ/XO9JMkgO9kCxprQ21AKSkyNQMleXVFAMqaAYtiWl0YWNDFJhMeDk8OBxdh6QoZmXS1KpNM9RQ3l+LEHSb2kqs1ku182lJjnYa8rWFxQCAERxMSSl4sG+2i6Y/H00KBkZGUhNTS3The+vv/5CZqam5bJRo0YoLCy0RHj1XqNGjZCQkGDpMIiIrB6TqYaoIX4olcs1c0kBmqpwNjZAybxFKCgE1GrIiop0+0Iuh9pJ82FeyOWQAXrzHKFAbZVzHZlESSVFbTVFndKvO7nswcTUjg6AjRzI1Yxhk/LyNYmwrKQaoxBAcbGm+2UDphISVEZ02TPmmLpgzJgxmDlzJt566y10794dkiTh/PnzWLJkCcaOHQsAOH/+PNq1a2fZQImIiGqgfvYfISKqZ7RjpoxZ6qN3330XQ4YMwbPPPgsfHx+0bNkSzz77LIYMGYJ33nkHANChQwfs2rXLwpGa3+nTpzFq1Ch4eXlBkiQcOnSozD7btm2Dr68v7OzsEBAQgDNnzuhtz8zMREBAAPr164fY2FgzRU5ERA9jyxTVfUKtaY1yctQ8Vqs13cZKCkogvwCioEDTWgVNcQo4OkAqKWogqQQgkz3oFqhQQBQWAVIN5/mqJkkuByRZ/a8mWFJ1UtsqpasaWdK9EkLzfAq1WnPPtiXVFe0VEDYyyIpL7r9YBSgUEA4lvw+ZpGmt0rY01tfnpwpCyKA2Ys4oUU/nmXJycsLOnTuxadMm/PrrrxBC4NFHH4WTk5Nun8cee8xyAVpQTk4OunTpghkzZuDpp58us33fvn0IDQ3Ftm3b0LdvX7z77rsICgrCtWvX0LJlSwDArVu34OXlhStXrmDkyJG4fPmy3vi00goKClBQUKB7rO1mSURENcdkiuoFkZcPycVZ87OdrS5RAgAhNKW5dZPCCgFJrYYkNMmX2tUBwkYGeb55Jy+WKe00/3drBDjYA1nZmngysqAuyDdrLDVWaoyUJJOA0uOlZDJNQlWSTOm2aB8XFgPFMk0SDAA2cgilDVQOmm6bcgBSlp2ulH1D7X6pggQVjOjmZ8QxdYmTkxM6d+5s6TDqlKCgIAQFBVW4PSIiArNmzdIVloiMjMSxY8ewfft2hIeHAwC8vLwAAP7+/vDz88PPP/+MwMDAcs8XHh6O1atXm/guiIgIYDJFRGQWamFcmXO1qIVgzCQuLg779+/H7du3yxSa+PTTTy0UVd1WWFiI+Ph4LF++XG/9sGHDcPbsWQBAWloaHBwcoFQqcefOHVy7dg2tW7eu8JwrVqzQm0Q5MzMT3t7etXMDRERWhskU1QvqvHzItQUM5I6ASv2gJaqwCFCpNJO/AppWErUaUkk3M7WipOtLSTcXkZcPUVy7rVSSXA5ZMw8AQNZjnsh9RA6X3zQfJu3/lwLxx5+1HoMpSTLpQcGJkv/rui2q1ZBkD7qi6dZn52iOzS+AZCPXHQc75YOfAQhbOSRbW935G9L8aNYsOjoaU6dOxbBhwxATE4Nhw4bhxo0bSElJwbhx4ywdXp119+5dqFQqeHh46K338PBASkoKAOCnn37CCy+8AJlMBkmSsHnzZri5uVV4TqVSCaVSiaioKERFRUHFf2NERCbDZIrqBVFcBJFZUtq8uBhQqTXjpACIwsIHiRSg2VZcDKnkA4OssBhSYTFEZrbuXJBk+mNzpFLjUkwwZkdmb4+CR90BAMn9ZJB55yD3iqbbYfP8R2CbmQ1VenrFJyjVrc5kyYV2zJP2vOoajhkrOV6oilFe44nQVk+USZAUCt0ky5DLASEgy9Mkk7L8wgdl77VxNsBxU2ojx0wZc0xdsH79emzatAkhISFwdnbG5s2b4evrixdeeAHNmjWzdHh1niTpt2IKIXTr+vTpg8uXLxt8zpCQEISEhCAzMxOurq4miZOIyNrVz3dpIqJ6Rg3J6KU+unnzJkaOHAlA0zKSk5MDSZKwcOFC7Nixw8LR1V3u7u6Qy+W6Viit1NTUMq1VRERkeWyZonpDXVKgAPkFlbZcaCfkFSXdzGR3bYD8At08RpruZKoHhQ5K5k16+PgaUdgit2lJNTvPfLRuehf/89EUXMjysUOTO40glcT3cHc/SS6HzMFBN0+TOjO75gUrJBlkJdX3JIVCU/mwpMVLXY1uj0ItdNUPpYerIAq1Xsvgw5P5CrUMKCrWtCgCgEoFKU9A0s4Llpun6XpZnwcHVYO1zTPl5uaGrCxNa3Lz5s1x5coVdOrUCenp6cjNzbVwdHWXQqFAQEAAYmJi9LpDxsTEYMyYMTU6N7v5ERGZHpMpIiIzsLZufv3790dMTAw6deqEZ555BgsWLMDXX3+NmJgYDBkyxNLhWVR2djZ++eUX3ePExEQkJCTAzc0NLVu2xKJFizBlyhQEBgaid+/e2LFjB27fvo25c+fW6Lrs5kdEZHpMpqjeeDB2qJxvVUuNMYJQA5IM6jxNa45UUKAZhyMv+VAql5eM93lwntItUxDqmpfnLiqGbY6m5UaWZI/rxc0AtSa+PHcJxU1dIf/rnuZush5qmVIoIHk2RWEzTeEMxa2/alywQpJJD+bhcnGGcHOBKLln+V9pUN+9p2u5K9dDz8nDrU+lH5dtYVJpfnc5mtYIbWogCotK/l+oGV9VqqWrIVLDuAl462s3v61btyI/X/NvcMWKFbC1tcU333yD4OBgrFy50sLRWdaFCxcwaNAg3WNtpb1p06Zh9+7dmDhxIu7du4c1a9YgOTkZ/v7+OHz4MHx8fGp0XbZMERGZHpMpahiEWtOdDCUf7EsSqvJIJcmUXmEHmfRg8lmVTNOlrQYf6tV5+XC8mQ4A8LBpjAxfBQobl2yzAQobKeBQUpBBys3VxKItEGFvh9xH3XC/g6aboLvSE8qqClZURZJBVjLpscr7EaS3c0RBI839uvzmBKcEOcQffwIo2+1Qp+T50CRV8oc2Vd1FT5s8qVXZmue75PkX2kqMDTSJskbFxcX473//i+HDhwMAZDIZli5diqVLl1o4srph4MCBEKLyfzPz5s3DvHnzTHpdtkwREZle/ew/QkRUzwgji0+IetgyZWNjgxdffBEFJRU3iYiIGqo6k0yFh4dDkiSEhoYCAIqKirBs2TJ06tQJjo6O8PLywtSpU/HHH3/oHTdw4EBIkqS3PPvssxa4A7I4odYvhqB9rNJ0M5NkMs3i6ADJ3g6SXK5ppSppEdE+lmxtynRj0+wg0xWrkORy3eOKYpHuZ0K6nwmnm1l45IdCuP+ghvsPajjfUUNWLAB7O8DeTlMQAiUlxGUSJGcnZHnbIqutClltVUhvo4DUyLXy61VGkkFS2EJ4ukN4uuOvrk5IHVQEmyfvwubJu7gzRIZcv2aQOTnqWq+qep6FSqV7fqut9O+jqFj3e7GWVim1kIxe6qOePXvi0qVLlg6DSomKioKfnx+6d+9u6VCIiBqMOtHNLy4uDjt27EDnzp1163Jzc3Hx4kWsXLkSXbp0QVpaGkJDQzF69GhcuHBB7/g5c+ZgzZo1usf29vZmi53qoIfHPEkyyGwlSI4OmseNXCBlZkMqqSgmAE2FOYeS7baaSncPz++kHVclKWwBIYCSMUblja8SaqGZTBiALCMHdtl5sEvUbhSaMVsPfWuvm7TWyR6FrgDsNScudJZDONk92F5seOIhs7dHTktnAMD9wCKE9jyBfo4/AwAi3Ybi8q9+cPi5kSaOrKyq57Yq/Rwbk+BZIWsrQDFv3jwsXrwYd+7cQUBAABwd9RP10n/vyTzYzY+IyPQsnkxlZ2dj8uTJ2LlzJ9auXatb7+rqipiYGL19t2zZgh49euD27dto2bKlbr2DgwM8PT3NFjMRkaGMbWWqry1TEydOBAC89NJLunWSJOkmn2URBCIiaggs/pVnSEgIRo4ciSeeeKLKfTMyMiBJEho1aqS3/uOPP4a7uzs6duyIJUuW6OY2qUhBQQEyMzP1FmrAhBqSUgm4OAMuzhDKkvmf1ELXJVCoVJpqf3KZZl8bmzLd6h50A7R98LNcXu4lAUCdm6tZUv+C+o8UqO8klyx/QHXnD6hS/4Iq9S+o80taqEquJ2xsIM8HbJMVsE1WQJkGSEXGf/CUZBJgp0S+mxz5bnI09shCH4cbCFAoEKBQwN/5dxS6AMLRDsLRrtJ7Kpe2u18F3f603RerCLLypQEwx6S9xcXF+Oc//wlfX1/Y29ujdevWWLNmDdTqB78XIQTCwsLg5eUFe3t7DBw4EFevXjX5/SYmJpZZfv31V93/iYiIGgKLtkxFR0fj4sWLiIuLq3Lf/Px8LF++HJMmTYKLi4tu/eTJk+Hr6wtPT09cuXIFK1aswA8//FCmVau08PBwrF692iT3QPWDpFBAKEtKgxcUQeTm6XVlE2oBUVBSGlwuA1TlJAbaxyoVhFpdeQU7oX6QJFWwvaJ1sqxcNL7hCMc/NUmN3d0iID2z6q53FZFkgI0c2gaOrGw7fJ3zN+QLzTw3F9N9YJP70P41UUklRaNJMqsYV1VTr7/+Ot555x3s2bMHHTt2xIULFzBjxgy4urpiwYIFAICNGzciIiICu3fvRrt27bB27VoMHToU169fh7Ozs8liqWkZbzI9lkYnIjI9i33lm5SUhAULFuCjjz6CnZ1dpfsWFRXh2WefhVqtxrZt2/S2zZkzB0888QT8/f3x7LPP4pNPPsFXX32FixcvVni+FStWICMjQ7ckJSWZ5J6IiCpS0wIUD7eml1cp77vvvsOYMWMwcuRItGrVCuPHj8ewYcN040yFEIiMjMQrr7yC4OBg+Pv7Y8+ePcjNzcXevXtNfs8ffvgh+vbtCy8vL/z2228AgMjISHz22WcmvxZVLSQkBNeuXavWF5hERFQ9Fkum4uPjkZqaioCAANjY2MDGxgaxsbF4++23YWNjo/vmrKioCM888wwSExMRExOj1ypVnm7dusHW1hY3btyocB+lUgkXFxe9hRow7fxN2fmQsvOBtAyIvLwH3dJKJvxV5+RqlozMciew1VafU+cXQBQW6R5X6OHub5V0hdPsrul2KNIzYP/rfbj8Lx0u/0uHMvEu1JlZhlfPK1V9EDY2kIRm+qziHFtcSG+F2OwOiM3ugKupHrBLE5DyCiHlFdZ+C9BD91HeBMCll4aipsmUt7c3XF1ddUt4eHiZa/Tr1w8nTpzAzz9riov88MMP+OabbzBixAgAmq53KSkpGDZsmO4YpVKJAQMG4OzZsya93+3bt2PRokUYMWIE0tPTdX/TGzVqhMjISJNei4iIyFIs1s1vyJAhuHz5st66GTNmoEOHDli2bBnkcrkukbpx4wZOnjyJJk2aVHneq1evoqioCM2aNaut0KkeEsXFQMnYOJFfoNdFT5JJkGxsdR/w1UXll+p+cIyqVhIObWImsnMAlRqSjeafpygogCgnudPzcDe40t3sShISeaEmfnmGDa6keOLPXM2kwbm/O6PJXRWQla0XR81u5kFXP6EWVSZF1UqatPdUT7v71bQARVJSkt4XP0qlssy+y5YtQ0ZGBjp06AC5XA6VSoV169bhueeeAwCkpKQAADw8PPSO8/Dw0LUcmcqWLVuwc+dOjB07Fhs2bNCtDwwMxJIlS0x6LSIiIkuxWDLl7OwMf39/vXWOjo5o0qQJ/P39UVxcjPHjx+PixYv44osvoFKpdB8E3NzcoFAocPPmTXz88ccYMWIE3N3dce3aNSxevBhdu3ZF3759LXFbRETlqmkyVZ1W9H379uGjjz7C3r170bFjRyQkJCA0NBReXl6YNm2abj9J0o9DW2HPlBITE9G1a9cy65VKJXJyckx6LaoejpkiIjI9i5dGr8idO3fw+eefAwAee+wxvW0nT57EwIEDoVAocOLECWzevBnZ2dnw9vbGyJEjsWrVKsgNrUhGDZooLNS19EClLlN8QpJJgKTZLpNkEMVFZVtozNH9DYC6qBiSKvvBvFKlqg7qKWmpkdkpIcnlUOflafZ/OG6VCsgvgPJ+MQDA8Y4C+fnO+L1kgl7HP2RQZBRC5OSWf3wN7weSrFqtU2UPr6TARz0kAIMq85U+rrr+8Y9/YPny5bqJyzt16oTffvsN4eHhmDZtmm4KiZSUFL3W+9TU1DKtVTXl6+uLhISEMoUojhw5Aj8/P5Nei6qH80wREZlenUqmTp06pfu5VatWEKLyjxHe3t6IjY2t5aiIiOqH3NxcyGT6Q2HlcrmuNLq28mlMTIyu1aiwsBCxsbF4/fXXTRrLP/7xD4SEhCA/Px9CCJw/fx7//ve/ER4ejl27dpn0WkRERJZSp5Ipoloh1BBFxYB2TqniIv1WJqHWtFwpFBYK8CFCDaGquoVIZlvSktbIFbC1gSxN0+qhzs3V31GSAcXFUKRrqr+53pLD/p4MRY6aD93KdDVs0/KqHpdlRg2tVQowz6S9o0aNwrp169CyZUt07NgRly5dQkREBGbOnAlA070vNDQU69evR9u2bdG2bVusX78eDg4OmDRpksGxVWbGjBkoLi7G0qVLkZubi0mTJqF58+bYvHmzruWMiIiovmMyRVZBqB4UjSjvg7pQqTQV/oD6MaeRJINkb6/52clRM9lwybxWUnFJ4qi9B7kMUKshz8wHANjLZVCk20Blp0mmFOmFkP5Kg7q2xlGYat6puv47qYI5kqktW7Zg5cqVmDdvHlJTU+Hl5YUXXngBr776qm6fpUuXIi8vD/PmzUNaWhp69uyJ48ePm3SOKa05c+Zgzpw5uHv3LtRqNZo2bWryaxAREVkSkykiIjMwRzLl7OyMyMjISkuPS5KEsLAwhIWFGRyLIVavXo3nn38ejz76KNzd3Wv1WkRERJZisXmmiMxKqB/MC1VVC0c9aAGRZBIkpQKSsqRrYlExoFJrSqrL5ZDslIBcrlkATUtVbh6QmwebtFzYpudBeS8fynv5sPkzA+r0jKrnzaqhMoU0SubBshY1nWeqvjlw4ADatWuHXr16YevWrfjrr78sHZLVi4qKgp+fH7p3727pUIiIGgzr+SRDZCmSDDKlnW6RTFBpUpLLdckTcnKB9Eyos3Ogzs7RjA+TJE1Spa0IWFLRD/kFQGY2ZJl5kGfma7r+5RfoxpPVmocT1NJJ1EMJVbnjpepBglsVISSjl/roxx9/xI8//ojBgwcjIiICzZs3x4gRI7B3717kPjyuj8wiJCQE165dQ1xcnKVDISJqMJhMERFRrejYsSPWr1+PX3/9FSdPnoSvry9CQ0N1JdqJiIjqO46ZIqplMjslZC7OQEl5anV2zoNiF0YSavGgal9uLqBSQV2kmUdKkklAwUOtGSoVRHHJuuJiSCoVYKfUbYO8VJe7utIKVFfiMBE1JKPmmTLmmLrI0dER9vb2UCgUyMrKsnQ4REREJsGWKaKHmXgsj8zBAXB2ApRKzWICorgI6rw8zZJfoD8JsUqlW6/OL9B0+wMgSTJIkgxQC4iiogfd/opVkGQyvW6BtUKoK06QrGDslLWNmQKAxMRErFu3Dn5+fggMDMTFixcRFhaGlJQUS4dGRERkEmyZIiIyA2PHP9XXMVO9e/fG+fPn0alTJ8yYMUM3zxQREVFDwmSKSMvUrSPa8ylsARu5rpuftqWo1mlbgbQfxm3kJWFJEPkFECr9ViJJJpXsXrvzbAm1gCQz0dxT9Yg5SqPXJYMGDcKuXbvQsWNHS4dCRERUa5hMET1EkknlV5Qz4jwANMkUoBmbVEtE6Ul6K2JT8s9dCCAvH6Jkkl/IzPxhXagh1DJNQmVFrK1lav369ZYOgYiIqNYxmSIiolpx584dfP7557h9+zYKCwv1tkVERFgoKusVFRWFqKgoqGrxix0iImvDZIqolkgKzYS6wsEeQmEDWUnLkCSTUMuzOunRtFqVnixXAiQJorio1Lra7dpXYVwo1b2wdGtgA6vkB2hamIzpsldfW6ZOnDiB0aNHw9fXF9evX4e/vz9u3boFIQS6detm6fCsUkhICEJCQpCZmQlXV1dLh0NE1CBUK5lyc3Mz6KSSJOHixYvw8fExKigiooZGQD+nNeS4+mjFihVYvHgx1qxZA2dnZxw4cABNmzbF5MmT8eSTT1o6PCIiIpOoVjKVnp6OyMjIan2TJYTAvHnz2I2ArJ7MwQEAoHJUAnJJVwDC5IUXqtGKI4qKIWm7WclkgBAPWoKEGoDKvPNMlbqGUMsq3NaQqCFBsqJ5pn766Sf8+9//BgDY2NggLy8PTk5OWLNmDcaMGYMXX3zRwhESERHVXLW7+T377LNo2rRptfadP3++0QERWUzJh/gyH+6NIcl0k+IKGxkkIR4kK5Yo+FBcBHVmtuaxXAYUl1NR0FJJTANNnh5mbQUoHB0dUVCgKXLi5eWFmzdv6ir73b1715KhERERmUy1kim12rAPO5zdnohIn1pIkKyoNHqvXr3w7bffws/PDyNHjsTixYtx+fJlfPrpp+jVq5elwyMTabX8SwDArQ0jLRwJEZFlsAAF0cNM0FIiySTdvFKywpJWIHVJ11cTlF03lFCpILRdb61sfieyjIiICGRna1pDw8LCkJ2djX379qFNmzbYtGmThaMjIiIyDZMlU2lpafjvf/+LqVOnmuqURPWWUKkgsjQfJGVKpaZrXV6+bptFWUm3urpGCCMLUNTTChStW7fW/ezg4IBt27aVu9+///1vjB49Go6OjuYKjYiIyGRM9hX17du3MWPGDFOdjoioQdGOmTJmacheeOEF/Pnnn5YOo17Kzc2Fj48PlixZYulQiIisVrVbpjIzMyvdznFSRPrUeXkAANm9+4BMBlFSTc/iLVNkEdZWgKK6RH1teqsD1q1bh549e1o6DCIiq1btZKpRo0aQpIrf1IUQlW4nsjbapEmdm6t5rFeKnKyNtRWgoNp148YN/O9//8OoUaNw5coVS4dDRGS1qt3Nz9nZGeHh4fj666/LXXbs2FGbcRIR1WvaMVPGLNSwnD59GqNGjYKXlxckScKhQ4fK7LNt2zb4+vrCzs4OAQEBOHPmjN72JUuWIDw83EwRExFRRardMtWtWzcAwIABA8rd3qhRI3bXICoHu/URUWk5OTno0qULZsyYgaeffrrM9n379iE0NBTbtm1D37598e677yIoKAjXrl1Dy5Yt8dlnn6Fdu3Zo164dzp49W+X1CgoKdHN+AVV32yciouqrdjI1adIk5JWMASmPp6cnVq1aZZKgiIgaGk0rkzFjpmohGLKooKAgBAUFVbg9IiICs2bNwuzZswEAkZGROHbsGLZv347w8HCcO3cO0dHR2L9/P7Kzs1FUVAQXFxe8+uqr5Z4vPDwcq1evrpV7ISKydtVOpubMmVPpdg8PDyZTREQVYAGK8vn4+MDW1tbSYdQZhYWFiI+Px/Lly/XWDxs2TNcKFR4eruvit3v3bly5cqXCRAoAVqxYgUWLFukeZ2ZmwtvbuxaiJyKyPpy0l4jIDETJYsxx9VlhYSFSU1OhVusXXmnZsiUAsHjCQ+7evQuVSgUPDw+99R4eHkhJSTHqnEqlEkqlElFRUYiKioKKXY+JiEymWgUo3n77beTn51f7pO+88w5LpRMRlWJt80zduHED/fv3h729PXx8fODr6wtfX1+0atUKvr6+lg6vznu4Om5FFXOnT5+ON998s1rnDAkJwbVr1xAXF2eSGImIqJrJ1MKFCw1KjpYuXYq//vrLoEDCw8MhSRJCQ0N164QQCAsLg5eXF+zt7TFw4EBcvXpV77iCggLMnz8f7u7ucHR0xOjRo3Hnzh2Drk1EVOtEDZZ6aPr06ZDJZPjiiy8QHx+Pixcv4uLFi7h06RIuXrxo6fDqLHd3d8jl8jKtUKmpqWVaq+qSVsu/1C1ERNakWt38hBAYMmQIbGyq1yuwskIV5YmLi8OOHTvQuXNnvfUbN25EREQEdu/ejXbt2mHt2rUYOnQorl+/DmdnZwBAaGgo/vvf/yI6OhpNmjTB4sWL8dRTTyE+Ph5yudygOIiIyDQSEhIQHx+PDh06WDqUekWhUCAgIAAxMTEYN26cbn1MTAzGjBlTo3Ozmx8RkelVKzsytLDEmDFj4ObmVq19s7OzMXnyZOzcuRNr167VrRdCIDIyEq+88gqCg4MBAHv27IGHhwf27t2LF154ARkZGXjvvffw4Ycf4oknngAAfPTRR/D29sZXX32F4cOHl3tNloklIrMztstePe3m5+fnh7t371o6jDopOzsbv/zyi+5xYmIiEhIS4ObmhpYtW2LRokWYMmUKAgMD0bt3b+zYsQO3b9/G3Llza3TdkJAQhISEIDMzE66urjW9DSIiQi0lU4YICQnByJEj8cQTT+glU4mJiUhJScGwYcN065RKJQYMGICzZ8/ihRdeQHx8PIqKivT28fLygr+/P86ePVthMsUysURkbsZOwFtfS6O//vrrWLp0KdavX49OnTqVqdjn4uJiocgs78KFCxg0aJDusbbS3rRp07B7925MnDgR9+7dw5o1a5CcnAx/f38cPnwYPj4+NbouW6aIiEzPotX8oqOjcfHixXIHw2r7i5dX0ei3337T7aNQKNC4ceMy+1RW9YhlYonI3KytNLq2t8CQIUP01msLKVjzB/qBAwdWOcn9vHnzMG/ePJNely1TRESmZ7FkKikpCQsWLMDx48dhZ2dX4X7VrWhkyD7aMrFERGYjJOO67NXTZOrkyZOWDoGIiKjWWSyZio+PR2pqKgICAnTrVCoVTp8+ja1bt+L69esANK1PzZo10+1TuqKRp6cnCgsLkZaWptc6lZqaij59+pjpToiI6GEDBgwwaH/t2FhDvPPOO2jatKnBx1krdvMjIjK9apVGrw1DhgzB5cuXkZCQoFsCAwMxefJkJCQkoHXr1vD09ERMTIzumMLCQsTGxuoSpYCAANja2urtk5ycjCtXrjCZIqI6RTtmypilvkpPT8dbb72F2bNnY86cOdi0aRMyMjLK3ffQoUNQKBRwdXWt1vLll18iOzvbzHdUv3GeKSIi07NYy5SzszP8/f311jk6OqJJkya69aGhoVi/fj3atm2Ltm3bYv369XBwcMCkSZMAAK6urpg1axYWL16MJk2awM3NDUuWLEGnTp10/fWJiOoEY+eMqqfJ1IULFzB8+HDY29ujR48eEEIgIiIC69atw/Hjx9GtW7cyx7z99tvVbmn65JNPTB0yERGRwQxOplQqFXbv3o0TJ04gNTUVarVab/vXX39tsuCWLl2KvLw8zJs3D2lpaejZsyeOHz+um2MKADZt2gQbGxs888wzyMvLw5AhQ7B7927OMUVEdYq1FaBYuHAhRo8ejZ07d+rmKCwuLsbs2bMRGhqK06dP6+1/8uTJak+pAQBHjhxB8+bNTRozmYZ24t5bG0ZaOBIiotoniapKCj3k73//O3bv3o2RI0eiWbNmZQo9bNq0yaQBmoO2stFAjIGNZFv1AURkNYpFEU7hM2RkZBhVzlv796Xljlchs6+42E5F1Hn5uP1/a4y+vqXY29vj0qVLZSbtvXbtGgIDA5Gbm2uhyKxX6TFTP//8s9GvKW2yVBUmU0RUX2nfu6vzd9Lglqno6Gj85z//wYgRI4wOkIjI2lhby5SLiwtu375dJplKSkrS611giOLiYvzxxx9o2bKlKUK0OiyNTkRkegYXoFAoFGjTpk1txEJERA3ExIkTMWvWLOzbtw9JSUm4c+cOoqOjMXv2bDz33HNGnfPq1avw9fU1caRERETGM7hlavHixdi8eTO2bt1a5XxPRERUwsoKULz55puQJAlTp05FcXExAMDW1hYvvvgiNmzYYOHoiIiITKNaydTD8398/fXXOHLkCDp27AhbW/0xRp9++qnpoiMiajCkksWY4+ofhUKBzZs3Izw8HDdv3oQQAm3atIGDg0OFx5RX4a+0vLw8U4dpVTjPFBGR6VUrmXq4b/W4ceNqJRgiogbLylqmtBwcHNCpU6dq7Xvt2jU8++yzFXblS05Oxs8//2zK8KyKucdMlS5UwWIURNRQVSuZev/992s7DiKihs0Kkqng4GDs3r0bLi4uZXo0PKy8Xgz+/v7o2bMnXnzxxXKPSUhIwM6dO00SKxERkSkYXIBi8ODBSE9PL7M+MzMTgwcPNkVMREQNj5CMX+oJV1dX3VhaFxcXuLq6VriUp1+/frh+/XqF53d2dsbjjz9eK7ETEREZw+ACFKdOnUJhYWGZ9fn5+Thz5oxJgiIiovqndC+G3bt3G3x8ZGRkpdsfffRRnDx50uDzEhER1ZZqt0z9+OOP+PHHHwFo+rVrH//444+4dOkS3nvvPc5GT0RUASGMXwzx+++/4/nnn0eTJk3g4OCAxx57DPHx8aXiEAgLC4OXlxfs7e0xcOBAXL161cR3y14MRERkHardMvXYY49BkiRIklTuG6G9vT22bNli0uCIiBoMM4yZSktLQ9++fTFo0CAcOXIETZs2xc2bN9GoUSPdPhs3bkRERAR2796Ndu3aYe3atRg6dCiuX79u9GS65TFVL4ZOnTrh8OHD8Pb2Nlls1sqS1fy0xShYiIKIGppqJ1OJiYkQQqB169Y4f/48HnnkEd02hUKBpk2bQi6X10qQRET1nrHjnww45vXXX4e3t7ded7tWrVo9OJUQiIyMxCuvvKIrELFnzx54eHhg7969eOGFFwyP7yHaHgyAphdDSkqK7rFKpcLRo0cN6sVw69YtFBUV1TguMn81PyIia1DtZMrHxwdFRUWYOnUq3Nzc4OPjU5txERE1KJLQLMYcB2i6x5WmVCqhVCr11n3++ecYPnw4JkyYgNjYWDRv3hzz5s3DnDlzAGi+FEtJScGwYcP0zjNgwACcPXvWJMkUezEQEZE1Maian62tLT777LPaioWIqOESNVgAeHt761XDCw8PL3OJX3/9Fdu3b0fbtm1x7NgxzJ07Fy+99BI++OADANC1Enl4eOgd5+HhodeCVBOJiYm6SXrPnz+PxMRE3fL7778jMzMTM2fOrPb5+vfvD3t7e5PERkREZGoGV/MbO3YsDh06hEWLFtVGPEREVI6kpCS4uLjoHj/cKgUAarUagYGBWL9+PQCga9euuHr1KrZv346pU6fq9tOWL9cSQpRZZyxtrwW1Wm2S8x0+fNgk56G6gRP5ElFDY3Ay1aZNG7z22ms4e/YsAgIC4OjoqLf9pZdeMllwREQNRg3HTLm4uOglU+Vp1qwZ/Pz89Nb97W9/w4EDBwAAnp6eADQtVM2aNdPtk5qaWqa1ylSuXbuG27dvlylGMXr06EqP+/nnn3Hq1CmkpqaWScxeffVVk8dJRERkDIOTqV27dqFRo0aIj4/XK7cLaL7tZDJFRFQOM1Tz69u3b5lJb3/++Wdda5Gvry88PT0RExODrl27AgAKCwsRGxuL119/3YjgKvbrr79i3LhxuHz5MiRJgiip8a5tAausotzOnTvx4osvwt3dHZ6ennqtZpIkMZkiIqI6w+BkKjExsTbiICJq2MyQTC1cuBB9+vTB+vXr8cwzz+D8+fPYsWMHduzYAUCTiISGhmL9+vVo27Yt2rZti/Xr18PBwQGTJk0yIriKLViwAL6+vvjqq690VWDv3buHxYsX480336z02LVr12LdunVYtmyZSWOiuoXl0omoITA4mSrt4W8aiYioAmZIprp3746DBw9ixYoVWLNmDXx9fREZGYnJkyfr9lm6dCny8vIwb948pKWloWfPnjh+/LhJ55gCgO+++w5ff/01HnnkEchkMshkMvTr1w/h4eF46aWXcOnSpQqPTUtLw4QJE0waD1l2nikioobKoGp+Wh988AE6deoEe3t72Nvbo3Pnzvjwww9NHRsRUcOhHTNlzGKAp556CpcvX0Z+fj5++uknXVl0LUmSEBYWhuTkZOTn5yM2Nhb+/v6mvFMAmm58Tk5OAAB3d3f88ccfADQFKh7uiviwCRMm4Pjx4yaPydqFhITg2rVriIuLs3QoREQNhsEtUxEREVi5ciX+/ve/o2/fvhBC4Ntvv8XcuXNx9+5dLFy4sDbiJCKiesTf3x8//vgjWrdujZ49e2Ljxo1QKBTYsWMHWrduXWb/t99+W/dzmzZtsHLlSpw7dw6dOnWCra2t3r4cm0tERHWFwcnUli1bypTZHTNmDDp27IiwsDAmU0RE5ajppL31zT//+U/k5OQA0IyBeuqpp9C/f380adIE0dHRZfbftGmT3mMnJyfExsYiNjZWbz0LHTU8LJdORPWZwclUcnIy+vTpU2Z9nz59kJycbJKgiIgaHDOMmapLhg8frvu5devWuHbtGu7fv4/GjRuXO86WxY2IiKg+MnjMVJs2bfCf//ynzPp9+/ahbdu2JgmKiIjqt5kzZyIrK0tvnZubG3JzczFz5kwLRUVERGRaBrdMrV69GhMnTsTp06fRt29fSJKEb775BidOnCg3ySIiIkCCkd38TB6JeezZswcbNmwoUyUwLy8PH3zwAf71r39ZKDKqy1gunYjqG4OTqaeffhrff/89Nm3ahEOHDkEIAT8/P5w/f143CSQRET3EiMp8uuPqkczMTAghIIRAVlYW7OzsdNtUKhUOHz6Mpk2bWjBCIiIi0zFqnqmAgAB89NFHpo6FiIjquUaNGkGSJEiShHbt2pXZLkkSVq9ebYHIGo6srCwMHjwYRUVFUKlUeOmll8qUwCciIvMwKplSq9X45ZdfkJqaCrVarbft8ccfN0lgREQNipUUoDh58iSEEBg8eDAOHDgANzc33TaFQgEfHx94eXlZMML6z8HBAbGxsXBwcEBubi78/f0RHByMJk2aWDo0k2GFPyKqLwxOps6dO4dJkybht99+gxD67/KSJHFmdSKi8lhJMjVgwAAAmup8LVu2LLdyX3Xk5+fjxx9/LPdLu9GjR9c4zvpMLpfDwcEBgOZ5UqlUZd6PGxKOoyKiuszgan5z585FYGAgrly5gvv37yMtLU233L9/36Bzbd++HZ07d4aLiwtcXFzQu3dvHDlyRLdd21Xk4eWNN97Q7TNw4MAy25999llDb4uIqFZp55kyZqkvfvzxR13ik5GRgcuXL+PHH38sd6nM0aNH0bJlS/Tq1QujR4/G2LFjdcu4cePMcSu16vTp0xg1ahS8vLwgSRIOHTpUZp9t27bB19cXdnZ2CAgIwJkzZ/S2p6eno0uXLmjRogWWLl0Kd3d3M0VPRESlGdwydePGDXzyySdo06ZNjS/eokULbNiwQXeuPXv2YMyYMbh06RI6duxYZt6qI0eOYNasWXj66af11s+ZMwdr1qzRPba3t69xbEREJmUFLVOPPfYYUlJS0LRpUzz22GOQJKncFpOqejH8/e9/x4QJE/Dqq6/Cw8OjNkO2iJycHHTp0gUzZswo834GaKYaCQ0NxbZt29C3b1+8++67CAoKwrVr19CyZUsAmrFpP/zwA/78808EBwdj/PjxFT5XBQUFKCgo0D3OzMysnRsjIrJCBidTPXv2xC+//GKSZGrUqFF6j9etW4ft27fj3Llz6NixIzw9PfW2f/bZZxg0aBBat26tt97BwaHMvpXhGwsRmZ0VJFOJiYl45JFHdD8bKzU1FYsWLWqQiRQABAUFISgoqMLtERERmDVrFmbPng0AiIyMxLFjx7B9+3aEh4fr7evh4YHOnTvj9OnTmDBhQrnnCw8PbxBFPziOiojqIoOTqfnz52Px4sVISUlBp06dYGtrq7e9c+fORgWiUqmwf/9+5OTkoHfv3mW2//nnn/jyyy+xZ8+eMts+/vhjfPTRR/Dw8EBQUBBWrVpVZm6T0hrKGwsRUV3i4+NT7s+GGj9+PE6dOoVHH33UFGHVK4WFhYiPj8fy5cv11g8bNgxnz54FoHk/tLe3h4uLCzIzM3H69Gm8+OKLFZ5zxYoVWLRoke5xZmYmvL29a+cGiIisjFHzTAHQm8Fe25XDmAIUly9fRu/evZGfnw8nJyccPHgQfn5+Zfbbs2cPnJ2dERwcrLd+8uTJ8PX1haenJ65cuYIVK1bghx9+QExMTIXX5BsLEZmbseOf6tOYqYddv34dW7ZswU8//QRJktChQwfMnz8f7du3r/S4rVu3YsKECThz5ky5X9q99NJLtRm2Rd29excqlapMq5yHhwdSUlIAAHfu3MGsWbN083n9/e9/r/SLTKVSCaVSiaioKERFRbFQFBGRCRmcTNWk60Z52rdvj4SEBKSnp+PAgQOYNm0aYmNjyyRU//rXvzB58mS9CSAB6M2t4e/vj7Zt2yIwMBAXL15Et27dyr2m9o2FiMhsrGTSXq1PPvkEzz33HAIDA3W9Dc6dOwd/f3/s3bu3wi5pALB3714cO3YM9vb2OHXqlF5FQEmSGnQypfVwFUTtF5aAZq7HhIQEg88ZEhKCkJAQZGZmwtXV1RRhWgwr/BFRXWFwMlXdrhsjR47Erl270KxZs0r3UygUuvFXgYGBiIuLw+bNm/Huu+/q9jlz5gyuX7+Offv2VXndbt26wdbWFjdu3KgwmSIiMjsrGDNV2tKlS7FixQq94kAAsGrVKixbtqzSZOqf//wn1qxZg+XLl0MmM7jobL3m7u4OuVyua4XSSk1NrfEYMrZMERGZXq29S50+fRp5eXkGHyeE0CsOAQDvvfceAgIC0KVLlyqPv3r1KoqKiqpM4oiIzMkaSqOXlpKSgqlTp5ZZ//zzz5dJFB5WWFiIiRMnWl0iBWi+YAwICCjTVT0mJgZ9+vSp0blDQkJw7do1xMXF1eg8dUmr5V/qFiIiSzC4ZcqUXn75ZQQFBcHb2xtZWVmIjo7GqVOncPToUd0+mZmZ2L9/P956660yx9+8eRMff/wxRowYAXd3d1y7dg2LFy9G165d0bdvX3PeChFR5aysZWrgwIE4c+ZMmcqv33zzDfr371/psdOmTcO+ffvw8ssv12aIFpOdnY1ffvlF9zgxMREJCQlwc3NDy5YtsWjRIkyZMkXXRXLHjh24ffs25s6da8GoiYioPBZNpv78809MmTIFycnJcHV1RefOnXH06FEMHTpUt090dDSEEHjuuefKHK9QKHDixAls3rwZ2dnZ8Pb2xsiRI7Fq1SrI5XJz3goREZUyevRoLFu2DPHx8ejVqxcAzZip/fv3Y/Xq1fj888/19i1NpVJh48aNOHbsGDp37lymAEVERETt30AtunDhAgYNGqR7rC2ING3aNOzevRsTJ07EvXv3sGbNGiQnJ8Pf3x+HDx+uUYVEgN38iIhqgyTKm1HRBJydnfHDDz+UmROqLtIOxh2IMbCRbKs+gIisRrEowil8hoyMDLi4uBh8vPbvS+uV6yF/qIBOdajy8/Hray8bfX1LqW4XvfKqwJZONMrb/+uvv65RbNZO+5o09jVV17vUsSgFEdWUIX8nLdoyRURkNaysm59arTb62JMnT5owErI2nNyXiMzJ+kb3EhFZgqjBQmQCUVFR8PPzQ/fu3S0ditmwOAUR1bZaa5l6+eWX4ebmVlunJyKqV6xh0t63334b//d//wc7Ozu8/fbble5b2VxR+fn52LJlC06ePInU1NQyrVwXL140SbzWpiHNM2UotlYRUW0xKpn6+eefcerUqXLf5F599VUAwIoVK2oeHRER1RubNm3STa6+adOmCverauLdmTNnIiYmBuPHj0ePHj3KTGBLRERUVxicTO3cuRMvvvgi3N3d4enpWWZmem0yRURE1iUxMbHcnw315Zdf4vDhw5ziwsRYzY+IyPQMTqbWrl2LdevWYdmyZbURDxFRw2RlBShqonnz5nB2drZ0GA2ONXfzK628MVTs+kdExjK4AEVaWhomTJhQG7EQETVY2jFTxiz10fjx47Fhw4Yy6994440q30PeeustLFu2DL/99ltthUdERGQSBidTEyZMwPHjx2sjFiKihs2KKvnFxsZi5Miy3/Y/+eSTOH36dKXHBgYGIj8/H61bt4azszPc3Nz0FiJTY9U/IjJWtbr5la7K1KZNG6xcuRLnzp1Dp06dysxMX9mgYiIiq2Vl3fyys7OhUCjKrLe1tUVmZmalxz733HP4/fffsX79enh4eLAABRER1VnVSqYersrk5OSE2NhYxMbG6q2vqkITEZG1sobS6KX5+/tj3759ZYoSRUdHw8/Pr9Jjz549i++++w5dunSpzRCtDgtQVI0l1InIUNVKpmpSlYmIiKzPypUr8fTTT+PmzZsYPHgwAODEiRP497//jf3791d6bIcOHZCXl2eOMK0KC1AYRptYMakiosoYPGZqzZo1yM3NLbM+Ly8Pa9asMUlQREQNjjHjperxuKnRo0fj0KFD+OWXXzBv3jwsXrwYd+7cwVdffYWxY8dWeuyGDRuwePFinDp1Cvfu3UNmZqbeQkREVFdIQgiD3qrlcjmSk5PRtGlTvfX37t1D06ZN62X3Ae23dAMxBjaSbdUHEJHVKBZFOIXPkJGRARcXF4OP1/59abdkPeRKO4OPVxXk4+c3Xzb6+vWRTKb5nu/hsVJCCEiSVC/fZ+oS7WvS2NeUNRdqYCsVkXUw5O+kwfNMad/MHvbDDz+wyhIRUUWsrAAFAKSnp+OTTz7Br7/+iiVLlsDNzQ0XL16Eh4cHmjdvXuFxJ0+eNGOURERExqt2MtW4cWNIkgRJktCuXTu9hEqlUiE7Oxtz586tlSCJiOo9K0umfvzxRzzxxBNwdXXFrVu3MHv2bLi5ueHgwYP47bff8MEHH1R47IABA8wYqfVgAQoiItOrdjIVGRkJIQRmzpyJ1atX6w1eVSgUaNWqFXr37l0rQRIR1XfWVs1v0aJFmD59OjZu3AhnZ2fd+qCgIEyaNKnM/j/++CP8/f11XfyqcvXqVbRv3x42NgZ3sLBaLEBRcyxKQUQPq/a70LRp0wAAvr6+6NOnT5n5pYiIiLTi4uLw7rvvllnfvHlzpKSklFnftWtXpKSk4JFHHqnW+Xv37o2EhAS0bt26xrESEREZy+Cv9Hx9fZGcnFzh9pYtW9YoICKiBsnKuvnZ2dmVW3nv+vXr5SZMQgisXLkSDg4O1Tp/YWFhjWMkMgW2VhFZN4OTqVatWlU6Gz37YhMRlcPKkqkxY8ZgzZo1+M9//gNAU5nv9u3bWL58OZ5++uky+z/++OO4fv16tc/fu3dv2NvbmyxeIkOUV9GQE/4SWSeDk6lLly7pPS4qKsKlS5cQERGBdevWmSwwIqKGxNrGTL355psYMWIEmjZtiry8PAwYMAApKSno3bt3ue8Vp06dMn+QRLWErVVE1sPgZKpLly5l1gUGBsLLywtvvPEGgoODTRIYEVGDYmUtUy4uLvjmm2/w9ddf4+LFi1Cr1ejWrRueeOIJS4dGRERkMiYrg9SuXTvExcWZ6nRERA2KNbVMFRcXw87ODgkJCRg8eDAGDx5s6ZCIiIhqhcHJ1MMDioUQSE5ORlhYGNq2bWuywIiIqH6ysbGBj48Px9DWMZxnyvw4joqo4TM4mWrUqFGZAhRCCHh7eyM6OtpkgRERNShW1s3vn//8J1asWIGPPvoIbm5ulg6HwHmmLK28cVQcW0VU/xmcTJ08eVLvsUwmwyOPPII2bdpw8kQioopYWTL19ttv45dffoGXlxd8fHzg6Oiot/3ixYsWiozIssqrBFjediZYRPWDwdnPgAEDaiMOIqIGTSpZjDnOWOHh4Xj55ZexYMECREZGAtD0JFi9ejV27NiBtLQ09OzZE1FRUejYsWMNrlTW2LFjTXo+IiKiusiopqSbN28iMjISP/30EyRJwt/+9jcsWLAAjz76qKnjIyJqGMzcMhUXF4cdO3agc+fOeus3btyIiIgI7N69G+3atcPatWsxdOhQXL9+Hc7OzsZdrByrVq0y2bmIGrqqWquIqO6SGXrAsWPH4Ofnh/Pnz6Nz587w9/fH999/j44dOyImJqY2YiQiqve01fyMWQBN8Z/SS0FBQYXXys7OxuTJk7Fz5040btxYt14IgcjISLzyyisIDg6Gv78/9uzZg9zcXOzdu7dW7vvChQv48MMP8dFHHyE+Pr5WrkHUELVa/qVuIaK6y+Bkavny5Vi4cCG+//57REREYNOmTfj+++8RGhqKZcuWGXSu7du3o3PnznBxcYGLiwt69+6NI0eO6LZPnz4dkiTpLb169dI7R0FBAebPnw93d3c4Ojpi9OjRuHPnjqG3RURUp3l7e8PV1VW3hIeHV7hvSEgIRo4cWWZOp8TERKSkpGDYsGG6dUqlEgMGDMDZs2dNGu+dO3fQv39/9OjRAwsWLMBLL72E7t27o1+/fkhKSjLptYiIiCzF4GTqp59+wqxZs8qsnzlzJq5du2bQuVq0aIENGzbgwoULuHDhAgYPHowxY8bg6tWrun2efPJJJCcn65bDhw/rnSM0NBQHDx5EdHQ0vvnmG2RnZ+Opp55i6VciqltEDRYASUlJyMjI0C0rVqwo9zLR0dG4ePFiuclWSkoKAMDDw0NvvYeHh26bqcycORNFRUX46aefcP/+fdy/fx8//fQThBDlvocQUcXYQkVUdxk8ZuqRRx5BQkJCmTmlEhIS0LRpU4PONWrUKL3H69atw/bt23Hu3DndYGilUglPT89yj8/IyMB7772HDz/8UPcN7EcffQRvb2989dVXGD58eLnHFRQU6HWReXjuLCKiWlGDynzaFvzKJCUlYcGCBTh+/Djs7Owq3K+86S0eXldTZ86cwdmzZ9G+fXvduvbt22PLli3o27evSa9FRERkKQYnU3PmzMH//d//4ddff0WfPn0gSRK++eYbvP7661i8eLHRgahUKuzfvx85OTno3bu3bv2pU6fQtGlTNGrUCAMGDMC6det0SVt8fDyKior0uqx4eXnB398fZ8+erTCZCg8Px+rVq42OlYjIUKXHPxl6XHXFx8cjNTUVAQEBunUqlQqnT5/G1q1bcf36dQCaFqpmzZrp9klNTS3TWlVTLVu2RFFRUZn1xcXFaN68uUmvZY2SkpIwZcoUpKamwsbGBitXrsSECRMsHRbVsvJapzhvFZFlGZxMrVy5Es7Oznjrrbd03Uy8vLwQFhaGl156yeAALl++jN69eyM/Px9OTk44ePAg/Pz8AABBQUGYMGECfHx8kJiYiJUrV2Lw4MGIj4+HUqlESkoKFAqF3gBroOouKytWrMCiRYt0jzMzM+Ht7W1w7ERE1WaGan5DhgzB5cuX9dbNmDEDHTp0wLJly9C6dWt4enoiJiYGXbt2BQAUFhYiNjYWr7/+uhHBVWzjxo2YP38+oqKiEBAQAEmScOHCBSxYsABvvvmmSa9ljWxsbBAZGYnHHnsMqamp6NatG0aMGFFmPi8iIqpdBidTkiRh4cKFWLhwIbKysgCgRuV027dvj4SEBKSnp+PAgQOYNm0aYmNj4efnh4kTJ+r28/f3R2BgIHx8fPDll18iODi4wnNW1WVFqVRCqVQaHTMRUV3k7OwMf39/vXWOjo5o0qSJbn1oaCjWr1+Ptm3bom3btli/fj0cHBwwadIkk8Yyffp05ObmomfPnroJ3YuLi2FjY4OZM2di5syZun3v379v0mtbg2bNmulaF5s2bQo3Nzfcv3+fyZQV4iTARJZlcDKVl5cHIQQcHBzg7OyM3377De+99x78/Pz0uttVl0KhQJs2bQAAgYGBiIuLw+bNm/Huu++W2bdZs2bw8fHBjRs3AACenp4oLCxEWlqaXutUamoq+vTpY3AsRES1xRzd/Kpj6dKlyMvLw7x583ST9h4/ftykc0wB0E0STOU7ffo03njjDcTHxyM5ORkHDx4sM9Hxtm3b8MYbbyA5ORkdO3ZEZGQk+vfvX+ZcFy5cgFqtZg8LIiILMDiZGjNmDIKDgzF37lykp6ejR48eUCgUuHv3LiIiIvDiiy/WKCAhRIXzp9y7dw9JSUm6b+MCAgJga2uLmJgYPPPMMwCA5ORkXLlyBRs3bqxRHEREJmXmSXu1Tp06pfdYkiSEhYUhLCysZieuwrRp06q134YNG5Ceno5GjRrVajx1TU5ODrp06YIZM2bg6aefLrN93759CA0NxbZt29C3b1+8++67CAoKwrVr19CyZUvdfvfu3cPUqVOxa9euCq/FoktERLXH4GTq4sWL2LRpEwDgk08+gaenJy5duoQDBw7g1VdfNSiZevnllxEUFARvb29kZWUhOjoap06dwtGjR5GdnY2wsDA8/fTTaNasGW7duoWXX34Z7u7uGDduHADA1dUVs2bNwuLFi9GkSRO4ublhyZIl6NSpU5n5VYiILKmutEzVNevXr8czzzxjdclUUFAQgoKCKtweERGBWbNmYfbs2QA0LX3Hjh3D9u3bdWXvCwoKMG7cOKxYsaLS3hgsumR9yuv6V3odu/wRmY7ByVRubq6uO8jx48cRHBwMmUyGXr164bfffjPoXH/++SemTJmC5ORkuLq6onPnzjh69CiGDh2KvLw8XL58GR988AHS09PRrFkzDBo0CPv27dPrjrJp0ybY2NjgmWeeQV5eHoYMGYLdu3dDLpcbemtERLXHQi1TdZ0QDfwGjVBYWIj4+HgsX75cb/2wYcN0kysLITB9+nQMHjwYU6ZMqfR8LLpED6uqKiARVZ/ByVSbNm1w6NAhjBs3DseOHcPChQsBaMYpVTUHysPee++9CrfZ29vj2LFjVZ7Dzs4OW7ZswZYtWwy6NhGRWTGZomq6e/cuVCpVpZMrf/vtt9i3bx86d+6MQ4cOAQA+/PBDdOrUqcz5tEWXoqKiEBUVxUntiYhMyOBk6tVXX8WkSZOwcOFCDBkyRDcn1PHjx3WldomIiKhmKptcuV+/flCr1QadLyQkBCEhIcjMzISrq6vJ4iQismYGJ1Pjx49Hv379kJycjC5duujWDxkyRDeWiYiI9HHMFFWXu7s75HJ5mfkSazq5MlumiIhMT2bMQZ6enujatStksgeH9+jRAx06dDBZYEREDYqowUJWRaFQICAgADExMXrrY2JiajTtR0hICK5du4a4uLiahkhERCUMbpkiIiLDSUJAMqLYgjHH1Cf9+/eHvb29pcMwu+zsbPzyyy+6x4mJiUhISICbmxtatmyJRYsWYcqUKQgMDETv3r2xY8cO3L59G3PnzrVg1GRtOOEvUdWYTBERmYMVFqC4efMm3n//fdy8eRObN29G06ZNcfToUXh7e6Njx44AgMOHD1s4Ssu4cOECBg0apHusrbY3bdo07N69GxMnTsS9e/ewZs0aJCcnw9/fH4cPH4aPj4/R12Q3P6pMeRX+iKhqRnXzIyIiw2jHTBmz1EexsbHo1KkTvv/+e3z66afIzs4GAPz4449YtWqVhaOzvIEDB0IIUWbZvXu3bp958+bh1q1bKCgoQHx8PB5//PEaXZPd/IiITI/JFBERmdzy5cuxdu1axMTEQKFQ6NYPGjQI3333nQUjIyJTa7X8S7ZskdViNz8iInOwsm5+ly9fxt69e8usf+SRR3Dv3j0LRETs5kfGqm6iVHo/jrMia8GWKSIiM7C2bn6NGjVCcnJymfWXLl1C8+bNLRARsZsfmRNbq8haMJkiIjIHKyuNPmnSJCxbtgwpKSmQJAlqtRrffvstlixZgqlTp1o6PCIiIpNgMkVEZAbW1jK1bt06tGzZEs2bN0d2djb8/Pzw+OOPo0+fPvjnP/9p6fCsUlRUFPz8/NC9e3dLh0JE1GBwzBQRkTlY2ZgpW1tbfPzxx3jttddw8eJFqNVqdO3aFW3btrV0aFYrJCQEISEhyMzMhKurq6XDISvBcVTU0DGZIiKiWtO6dWu0bt3a0mEQERHVCnbzIyIyE2vp4gcA48ePx4YNG8qsf+ONNzBhwgQLRERERGR6TKaIiMxBCOOXeig2NhYjR5bt0vPkk0/i9OnTFoiIiCyNFf6oIWIyRURkBtZWgCI7O1tvsl4tW1tbZGZmWiAiYgEKqouYYFF9x2SKiMgcrKw0ur+/P/bt21dmfXR0NPz8/CwQEXGeKSIi02MBCiIiM5DUmsWY4+qjlStX4umnn8bNmzcxePBgAMCJEyfw73//G/v377dwdERkSeW1RFVV9U+7nRUBqa5hMkVERCY3evRoHDp0COvXr8cnn3wCe3t7dO7cGV999RUGDBhg6fCIqJ5iqXWqa5hMERGZg5XNMwUAI0eOLLcIBRGRKTHBIkvimCkiIjOwtgIUVPewAAXVFyxKQfUJW6aIiMzB2DLn9bQ0ukqlwqZNm/Cf//wHt2/fRmFhod72+/fvWygy6xUSEoKQkBBkZmbC1dXV0uEQVcmYhIpjq8jc2DJFRGQG1tYytXr1akREROCZZ55BRkYGFi1ahODgYMhkMoSFhVk6PCKyImzpotrElikiInOwsjFTH3/8MXbu3ImRI0di9erVeO655/Doo4+ic+fOOHfuHF566SVLh0hE9RwTJKoL2DJFREQml5KSgk6dOgEAnJyckJGRAQB46qmn8OWX/ABEREQNA1umiIjMwNgue/W1m1+LFi2QnJyMli1bok2bNjh+/Di6deuGuLg4KJVKS4dHRASAlQCp5tgyRURkDtoCFMYs9dC4ceNw4sQJAMCCBQuwcuVKtG3bFlOnTsXMmTMtHB0REZFpsGWKiMgMrK1lasOGDbqfx48fD29vb3z77bdo06YNRo8ebcHIiIiITMeiLVPbt29H586d4eLiAhcXF/Tu3RtHjhwBABQVFWHZsmXo1KkTHB0d4eXlhalTp+KPP/7QO8fAgQMhSZLe8uyzz1ridoiIKiZqsNQT3bp1Q1paGgBgzZo1yM3N1W3r2bMnFi1axETKgjjPFBGR6Vm0ZapFixbYsGED2rRpAwDYs2cPxowZg0uXLqFFixa4ePEiVq5ciS5duiAtLQ2hoaEYPXo0Lly4oHeeOXPmYM2aNbrH9vb2Zr0PIqKqWEPL1E8//YScnBw0btwYq1evxty5c+Hg4GDpsKgE55kieqCySoDljaPi2CqqiEWTqVGjRuk9XrduHbZv345z585h1qxZiImJ0du+ZcsW9OjRA7dv30bLli116x0cHODp6Vnt6xYUFKCgoED3ODMz08g7ICIircceewwzZsxAv379IITAm2++CScnp3L3ffXVV80cHRERkenVmTFTKpUK+/fvR05ODnr37l3uPhkZGZAkCY0aNdJb//HHH+Ojjz6Ch4cHgoKCsGrVKjg7O1d4rfDwcKxevdqU4RMRVU4tNIsxx9UTu3fvxqpVq/DFF19AkiQcOXIENjZl32YkSWIyRUS1inNQkblYPJm6fPkyevfujfz8fDg5OeHgwYPw8/Mrs19+fj6WL1+OSZMmwcXFRbd+8uTJ8PX1haenJ65cuYIVK1bghx9+KNOqVdqKFSuwaNEi3ePMzEx4e3ub9saIiEqzgkl727dvj+joaACATCbDiRMn0LRpUwtHRUREVHssnky1b98eCQkJSE9Px4EDBzBt2jTExsbqJVRFRUV49tlnoVarsW3bNr3j58yZo/vZ398fbdu2RWBgIC5evIhu3bqVe02lUsl5TojIrCQYOWbK5JHUvqKiIkydOhXZ2dlMpoiIqEGz+DxTCoUCbdq0QWBgIMLDw9GlSxds3rxZt72oqAjPPPMMEhMTERMTo9cqVZ5u3brB1tYWN27cqO3QiYiqz4rmmbK1tcVnn31m6TCIiIhqncVbph4mhNAVh9AmUjdu3MDJkyfRpEmTKo+/evUqioqK0KxZs9oOlYio2qyhml9pY8eOxaFDh/S6VBMRWVJV46g4zoqMYdFk6uWXX0ZQUBC8vb2RlZWF6OhonDp1CkePHkVxcTHGjx+Pixcv4osvvoBKpUJKSgoAwM3NDQqFAjdv3sTHH3+MESNGwN3dHdeuXcPixYvRtWtX9O3b15K3RkRk1dq0aYPXXnsNZ8+eRUBAABwdHfW2v/TSSxaKrGEYN24cTp06hSFDhuCTTz6xdDhEVqW8pKuycuksq96wWTSZ+vPPPzFlyhQkJyfD1dUVnTt3xtGjRzF06FDcunULn3/+OQBNud3STp48iYEDB0KhUODEiRPYvHkzsrOz4e3tjZEjR2LVqlWQy+UWuCMiogpYQQGK0nbt2oVGjRohPj4e8fHxetskSWIyVUMvvfQSZs6ciT179lg6FCIiq2bRZOq9996rcFurVq0gqhgr4O3tjdjYWFOHRURkcpIQkIwY/2TMMXVBYmKipUNo0AYNGoRTp05ZOgwiIqtn8QIURERWQV2DhRqU06dPY9SoUfDy8oIkSTh06FCZfbZt2wZfX1/Y2dkhICAAZ86cMX+gRERUpTpXgIKIqCGytpapmTNnVrr9X//6l5kiqXtycnLQpUsXzJgxA08//XSZ7fv27UNoaCi2bduGvn374t1330VQUBCuXbuGli1bWiBiIqqKdlxU6TFRLGhhHdgyRURkDqIGSzWFh4eje/fucHZ2RtOmTTF27Fhcv35dPwwhEBYWBi8vL9jb22PgwIG4evVqjW/vYWlpaXpLamoqvv76a3z66adIT083+fXqk6CgIKxduxbBwcHlbo+IiMCsWbMwe/Zs/O1vf0NkZCS8vb2xfft2o65XUFCAzMxMvYWIiEyDLVNERA1EbGwsQkJC0L17dxQXF+OVV17BsGHDcO3aNV01vY0bNyIiIgK7d+9Gu3btsHbtWgwdOhTXr1+Hs7OzyWI5ePBgmXVqtRrz5s1D69atTXadhqawsBDx8fFYvny53vphw4bh7NmzRp0zPDwcq1evNkV4RGRB5bV+keWxZYqIyBzMMGnv0aNHMX36dHTs2BFdunTB+++/j9u3b+uq6QkhEBkZiVdeeQXBwcHw9/fHnj17kJubi71799bWnevIZDIsXLgQmzZtqvVr1Vd3796FSqWCh4eH3noPDw/d9CAAMHz4cEyYMAGHDx9GixYtEBcXV+E5V6xYgYyMDN2SlJRUa/ETEVkbtkwREZlBTSftfbhrllKphFKprPTYjIwMAJq5+QBNhb2UlBQMGzZM7zwDBgzA2bNn8cILLxgeoIFu3ryJ4uLiWr9OfSdJkt5jIYTeumPHjlX7XNrXSlRUFKKioqBSqUwWJ1FDV1vjnjj3VMPBZIqIyBwMbGXSOw6aqSBKW7VqFcLCwio5TGDRokXo168f/P39AUDXslFeq8dvv/1meGyVWLRoUZl4kpOT8eWXX2LatGkmvVZD4u7uDrlcrtcKBQCpqallfm+GCgkJQUhICDIzM+Hq6lqjcxERkQaTKSIiM5DUmsWY4wAgKSkJLi4uuvVVtUr9/e9/x48//ohvvvmm7DmraPUwhUuXLuk9lslkeOSRR/DWW29VWenPmikUCgQEBCAmJgbjxo3TrY+JicGYMWNqdG62TBHVbaZqreLYKvNiMkVEZA41bJlycXHRS6YqM3/+fHz++ec4ffo0WrRooVvv6ekJQNNC1axZM916U7R6POzLL7+EEEJX+OLWrVs4dOgQfHx8YGNj3W892dnZ+OWXX3SPExMTkZCQADc3N7Rs2RKLFi3ClClTEBgYiN69e2PHjh24ffs25s6dW6PrsmWKiMj0rPsdjYioARFCYP78+Th48CBOnToFX19fve2+vr7w9PRETEwMunbtCkBTPS42Nhavv/66SWMZO3YsgoODMXfuXKSnp6NXr16wtbXF3bt3ERERgRdffNGk16tPLly4gEGDBukea7tETps2Dbt378bEiRNx7949rFmzBsnJyfD398fhw4fh4+NjqZCJiKgCTKaIiMzBwDmj9I6rppCQEOzduxefffYZnJ2ddeNuXF1dYW9vD0mSEBoaivXr16Nt27Zo27Yt1q9fDwcHB0yaNMmI4Cp28eJFXdW+Tz75BB4eHrh06RIOHDiAV1991aqTqYEDB0JU0Uo5b948zJs3z6TXZTc/ovqjsq56LF5RtzCZIiIyA0kISEZ08zPkGO2krgMHDtRb//7772P69OkAgKVLlyIvLw/z5s1DWloaevbsiePHj5t0jikAyM3N1Z3z+PHjCA4OhkwmQ69evUxe7IKqh938iIhMj8kUEZE51HDMVPV2rXpfSZIQFhZWaSVAU2jTpg0OHTqEcePG4dixY1i4cCEAzfis6o79IiIiquuYTBERmYMAYEQ1P6O6BtYBr776KiZNmoSFCxdiyJAh6N27NwBNK5V2vBaZF7v5EdVNtTWXFZkHkykiIjMwRze/umT8+PHo168fkpOT0aVLF936IUOG6JX8JvNhNz8iItNjMkVERLXC09NTV45dq0ePHhaKhoiIyPSYTBERmYOAkWOmTB4JWSl28yOqf0zVBdAUE/myimD5ZJYOgIjIKmgLUBizEJlASEgIrl27hri4OEuHQkTUYLBliojIHNQAJCOPIyIiojqJyRQRkRlYWwEKIiIia8BkiojIHMwwzxRRZThmiqj2WarMOcurWw7HTBEREVkBjpkiIjI9tkwREZkDW6aIiIgaHCZTRETmwGSKiIiowWEyRURkDqzmR0RE1OAwmSIiMgNW8yMiImp4mEwREZkDu/mRhbGaH5HlmbrqXmXnq8m1Sh97a8NIo89jDVjNj4iIyAqwmh8RkelZNJnavn07OnfuDBcXF7i4uKB37944cuSIbrsQAmFhYfDy8oK9vT0GDhyIq1ev6p2joKAA8+fPh7u7OxwdHTF69GjcuXPH3LdCRFQ5tTB+ISIiojrJoslUixYtsGHDBly4cAEXLlzA4MGDMWbMGF3CtHHjRkRERGDr1q2Ii4uDp6cnhg4diqysLN05QkNDcfDgQURHR+Obb75BdnY2nnrqKXZjIKK6RdvNz5iFiIiI6iSLjpkaNWqU3uN169Zh+/btOHfuHPz8/BAZGYlXXnkFwcHBAIA9e/bAw8MDe/fuxQsvvICMjAy89957+PDDD/HEE08AAD766CN4e3vjq6++wvDhw8u9bkFBAQoKCnSPMzMza+kOiYi0jE2MmEwRERHVVXVmzJRKpUJ0dDRycnLQu3dvJCYmIiUlBcOGDdPto1QqMWDAAJw9exYAEB8fj6KiIr19vLy84O/vr9unPOHh4XB1ddUt3t7etXdjREQAW6aIiIgaIIsnU5cvX4aTkxOUSiXmzp2LgwcPws/PDykpKQAADw8Pvf09PDx021JSUqBQKNC4ceMK9ynPihUrkJGRoVuSkpJMfFdERERERNTQWbw0evv27ZGQkID09HQcOHAA06ZNQ2xsrG67JOnPcimEKLPuYVXto1QqoVQqaxY4EZEh1AJGddljAQoiIqI6y+LJlEKhQJs2bQAAgYGBiIuLw+bNm7Fs2TIAmtanZs2a6fZPTU3VtVZ5enqisLAQaWlpeq1Tqamp6NOnjxnvgoioCkKtWYw5jsgEOM8UEVU191R5c0qZY26s+jyXlcW7+T1MCIGCggL4+vrC09MTMTExum2FhYWIjY3VJUoBAQGwtbXV2yc5ORlXrlxhMkVEdQvHTJGFcZ4pIiLTs2jL1Msvv4ygoCB4e3sjKysL0dHROHXqFI4ePQpJkhAaGor169ejbdu2aNu2LdavXw8HBwdMmjQJAODq6opZs2Zh8eLFaNKkCdzc3LBkyRJ06tRJV92PiKhOYDc/IiKiBseiydSff/6JKVOmIDk5Ga6urujcuTOOHj2KoUOHAgCWLl2KvLw8zJs3D2lpaejZsyeOHz8OZ2dn3Tk2bdoEGxsbPPPMM8jLy8OQIUOwe/duyOVyS90WEVFZxrYysWWKiIiozrJoMvXee+9Vul2SJISFhSEsLKzCfezs7LBlyxZs2bLFxNERERERERFVzOIFKIiIrIKAkS1TJo+EiIiITITJFBGRObCbHxERUYPDZIqIyBzUagBGlDlXszQ6ERFRXVXnSqMTETVILI1OJvTFF1+gffv2aNu2LXbt2mXpcIiIrBZbpoiIzIHd/MhEiouLsWjRIpw8eRIuLi7o1q0bgoOD4ebmZunQiIisDlumiIiI6pHz58+jY8eOaN68OZydnTFixAgcO3bM0mEREVklJlNEROagFsYv1KCcPn0ao0aNgpeXFyRJwqFDh8rss23bNvj6+sLOzg4BAQE4c+aMbtsff/yB5s2b6x63aNECv//+uzlCJyKihzCZIiIyAyHURi/UsOTk5KBLly7YunVrudv37duH0NBQvPLKK7h06RL69++PoKAg3L59GwAgyun6KUlShdcrKChAZmam3kJERKbBMVNEROYgjGxl4pipBicoKAhBQUEVbo+IiMCsWbMwe/ZsAEBkZCSOHTuG7du3Izw8HM2bN9dribpz5w569uxZ4fnCw8OxevVq090AETVYrZZ/afR+tzaMrHC/8rbVJnNely1TRETmwGp+VA2FhYWIj4/HsGHD9NYPGzYMZ8+eBQD06NEDV65cwe+//46srCwcPnwYw4cPr/CcK1asQEZGhm5JSkqq1XsgIrImbJkiIjIHtRqQjOiyx25+VuXu3btQqVTw8PDQW+/h4YGUlBQAgI2NDd566y0MGjQIarUaS5cuRZMmTSo8p1KphFKpRFRUFKKioqBSqWr1HoiIrAmTKSIiojrm4TFQQgi9daNHj8bo0aMNOmdISAhCQkKQmZkJV1dXk8RJRGTtmEwREZmDEAA4Zooq5+7uDrlcrmuF0kpNTS3TWkVERJbHMVNERGYg1GqjF7IeCoUCAQEBiImJ0VsfExODPn361OjcUVFR8PPzQ/fu3Wt0HiIieoAtU0RE5sCWKSqRnZ2NX375Rfc4MTERCQkJcHNzQ8uWLbFo0SJMmTIFgYGB6N27N3bs2IHbt29j7ty5Nbouu/kREZkekykiInNQC0BiMkXAhQsXMGjQIN3jRYsWAQCmTZuG3bt3Y+LEibh37x7WrFmD5ORk+Pv74/Dhw/Dx8anRdVmAgojI9JhMERGZgxAAjKnmx2SqoRk4cGC5E++WNm/ePMybN8+k12XLFBGR6XHMFBERERERkRHYMkVEZAZCLSCM6OZXVQsGUXWxmx8RkemxZYqIyByE2vjFQNu2bYOvry/s7OwQEBCAM2fO1MINUX0TEhKCa9euIS4uztKhEBE1GEymiIjMQKiF0Ysh9u3bh9DQULzyyiu4dOkS+vfvj6CgINy+fbuW7oyIiMh6sZsfHnSjKUaRUZWLiajhKkYRgJp3tysWBUa1Mmmvn5mZqbdeqVRCqVSW2T8iIgKzZs3C7NmzAQCRkZE4duwYtm/fjvDwcCMip4ZG+1p++DVVXeqCXFOGQ0QNRHl/U7R/L0pvK+9viLF/jypS3nUNoT2uOu/9kmCHfNy5cwfe3t6WDoOI6rCkpCS0aNHC4OPy8/Ph6+uLlJQUo6/t5OSE7OxsvXWrVq1CWFiY3rrCwkI4ODhg//79GDdunG79ggULkJCQgNjYWKNjoPpPO2aqsLAQN2/etHQ4RER1XnXe+9kyBcDLywtJSUlwdnaGJEm1dp3MzEx4e3sjKSkJLi4utXad+oDPhQafhwfq6nMhhEBWVha8vLyMOt7Ozg6JiYkoLCysUQwP/20qr1Xq7t27UKlU8PDw0Fvv4eFRo2SOGgZtaXS1Wo0//vjDqPe8uvrv1FC8j7qF91G3NIT7qOk9GPLez2QKgEwmM+obZ2O5uLjU2xenqfG50ODz8EBdfC5qOiePnZ0d7OzsTBRN1R7+gFxeMkbWyxTveXXx36kxeB91C++jbmkI91GTe6juez8LUBARNRDu7u6Qy+VlWqFSU1PLtFYRERFRzTGZIiJqIBQKBQICAhATE6O3PiYmBn369LFQVERERA0Xu/mZkVKpxKpVq8od62Bt+Fxo8Hl4gM+FaSxatAhTpkxBYGAgevfujR07duD27duYO3eupUOjBqCh/DvlfdQtvI+6pSHchznvgdX8iIgamG3btmHjxo1ITk6Gv78/Nm3ahMcff9zSYRERETU4TKaIiIiIiIiMwDFTRERERERERmAyRUREREREZAQmU0REREREREZgMkVERERERGQEJlM1tH37dnTu3Fk3w3Lv3r1x5MgR3XYhBMLCwuDl5QV7e3sMHDgQV69e1TtHQUEB5s+fD3d3dzg6OmL06NG4c+eOuW+lRqp6HqZPnw5JkvSWXr166Z2jITwP5QkPD4ckSQgNDdWts5bXRWnlPQ/W/Logqo+2bdsGX19f2NnZISAgAGfOnLF0SBUKDw9H9+7d4ezsjKZNm2Ls2LG4fv263j7V+Vtc1xj7nlIX/P7773j++efRpEkTODg44LHHHkN8fLxue324j+LiYvzzn/+Er68v7O3t0bp1a6xZswZqtVq3T128j9OnT2PUqFHw8vKCJEk4dOiQ3vb68rmksvsoKirCsmXL0KlTJzg6OsLLywtTp07FH3/8Ubv3IahGPv/8c/Hll1+K69evi+vXr4uXX35Z2NraiitXrgghhNiwYYNwdnYWBw4cEJcvXxYTJ04UzZo1E5mZmbpzzJ07VzRv3lzExMSIixcvikGDBokuXbqI4uJiS92Wwap6HqZNmyaefPJJkZycrFvu3bund46G8Dw87Pz586JVq1aic+fOYsGCBbr11vK60KroebDW1wVRfRQdHS1sbW3Fzp07xbVr18SCBQuEo6Oj+O233ywdWrmGDx8u3n//fXHlyhWRkJAgRo4cKVq2bCmys7N1+1Tnb3FdUpP3FEu7f/++8PHxEdOnTxfff/+9SExMFF999ZX45ZdfdPvUh/tYu3ataNKkifjiiy9EYmKi2L9/v3BychKRkZG6ferifRw+fFi88sor4sCBAwKAOHjwoN72+vK5pLL7SE9PF0888YTYt2+f+N///ie+++470bNnTxEQEKB3DlPfB5OpWtC4cWOxa9cuoVarhaenp9iwYYNuW35+vnB1dRXvvPOOEELzi7e1tRXR0dG6fX7//Xchk8nE0aNHzR67KWmfByE0H5rHjBlT4b4N8XnIysoSbdu2FTExMWLAgAG6Nz5re11U9DwIYZ2vC6L6qkePHmLu3Ll66zp06CCWL19uoYgMk5qaKgCI2NhYIUT1/hbXJTV5T6kLli1bJvr161fh9vpyHyNHjhQzZ87UWxccHCyef/55IUT9uI+Hk5D6+rmkvKTwYefPnxcAdF/61MZ9sJufCalUKkRHRyMnJwe9e/dGYmIiUlJSMGzYMN0+SqUSAwYMwNmzZwEA8fHxKCoq0tvHy8sL/v7+un3qm4efB61Tp06hadOmaNeuHebMmYPU1FTdtob4PISEhGDkyJF44okn9NZb2+uioudBy9peF0T1UWFhIeLj4/X+LQLAsGHD6s2/xYyMDACAm5sbgOr9La5LavKeUhd8/vnnCAwMxIQJE9C0aVN07doVO3fu1G2vL/fRr18/nDhxAj///DMA4IcffsA333yDESNGAKg/91FaQ/5ckpGRAUmS8P/t3XtUlNX+P/D3A8wMAyP3y6DgIJJX7mKJGJBgpOVByRuSQna0LEGOfr1liMcjeSoV1NKVnI66lqRlaMsyTSDgeFmBcklUIlRIlmc8lGEooBB8fn/441kNM1wFuX1ea7EWz+y9n/3Zex6ePZvnefaYmZkB6J52GHRFoANdYWEhfHx88ODBAygUChw7dgxjxowR3xRbW1uN/La2tvj5558BALdv34ZUKoW5ublWntu3bz+ZBnSRlvoBAKZOnYrZs2dDpVKhtLQUsbGxmDx5MnJzcyGTyfpVPwDA4cOHkZeXhwsXLmilNbVnIBwXrfUDMPCOC8b6ql9//RUNDQ06z1t94W+RiLBixQpMmjQJLi4uANp3Lu4tHndM6Q1u3LiBPXv2YMWKFXj77beRk5OD6OhoyGQyLFy4sM+0Y82aNfj9998xatQo6Ovro6GhAfHx8QgLCwPQd96PP+uvn0sePHiAtWvXYv78+TAxMQHQPe3gyVQXGDlyJAoKCnD37l2kpKQgIiICWVlZYrogCBr5iUjrtebak6e3aakfxowZg7lz54r5XFxc4O3tDZVKhRMnTiA0NLTFffbFfigvL8fy5ctx+vRpGBoatpivvx8X7emHgXRcMNYfdOa81RssW7YMly5dwtmzZ7XSenubunNMeZIaGxvh7e2Nd999FwDg6emJK1euYM+ePVi4cKGYr7e347PPPsPBgwfx6aefYuzYsSgoKEBMTAwGDx6MiIgIMV9vb4cu/elzSX19PebNm4fGxkbs3r27zfyP0w6+za8LSKVSODs7w9vbG1u2bIG7uzt27NgBpVIJAFoz3YqKCnH2r1QqUVdXh8rKyhbz9BUt9YMudnZ2UKlUKCkpAdC/+iE3NxcVFRUYN24cDAwMYGBggKysLOzcuRMGBgZie/r7cdFWPzQ0NGiV6c/HBWN9mZWVFfT19Vs9b/VWUVFROH78ODIyMmBvby++3p4xujfoijGlN7CzsxPvVmkyevRo3Lx5E0DfeT9WrVqFtWvXYt68eXB1dcWCBQvwt7/9DVu2bAHQd9rxZ/3t82p9fT3mzJmD0tJSpKamilelgO5pB0+mugER4eHDhxg2bBiUSiVSU1PFtLq6OmRlZWHixIkAgHHjxkEikWjkUavVuHz5spinr2rqB13u3LmD8vJy2NnZAehf/RAYGIjCwkIUFBSIP97e3ggPD0dBQQGcnJwGxHHRVj/o6+trlenPxwVjfZlUKsW4ceM0/hYBIDU1tdf+LRIRli1bhqNHj+K7777DsGHDNNLbM0b3Bl0xpvQGvr6+WkvT//TTT1CpVAD6zvtRU1MDPT3Nj8/6+vri0uh9pR1/1p8+rzZNpEpKSpCWlgZLS0uN9G5pR6eWrWCidevW0X/+8x8qLS2lS5cu0dtvv016enp0+vRpInq01KSpqSkdPXqUCgsLKSwsTOdSk/b29pSWlkZ5eXk0efLkPrf0c2v9cO/ePVq5ciWdP3+eSktLKSMjg3x8fGjIkCH9rh9a0nwVu4FyXDT3537g44KxvqVpafRPPvmErl69SjExMWRsbExlZWU9HZpOS5cuJVNTU8rMzNT4+oWamhoxT3vOxb1RZ8aUnpaTk0MGBgYUHx9PJSUllJycTEZGRnTw4EExT19oR0REBA0ZMkRcGv3o0aNkZWVFq1evFvP0xnbcu3eP8vPzKT8/nwDQ9u3bKT8/X1zlrq98LmmtHfX19fSXv/yF7O3tqaCgQOPv/uHDh93WDp5MPaZFixaRSqUiqVRK1tbWFBgYKE6kiB4tNxkXF0dKpZJkMhn5+flRYWGhxj5qa2tp2bJlZGFhQXK5nF566SW6efPmk27KY2mtH2pqauj5558na2trkkgkNHToUIqIiNBqY3/oh5Y0H/gGynHR3J/7gY8Lxvqejz76SDzXe3l5icuM90YAdP7s27dPzNOec3Fv1JkxpTf46quvyMXFhWQyGY0aNYr27t2rkd4X2lFVVUXLly+noUOHkqGhITk5OdH69es1Pqz3xnZkZGTo/HuIiIhod8y9YTxurR2lpaUt/t1nZGR0WzsEIqLOXdNijDHGGGOMsYGLn5lijDHGGGOMsU7gyRRjjDHGGGOMdQJPphhjjDHGGGOsE3gyxRhjjDHGGGOdwJMpxhhjjDHGGOsEnkwxxhhjjDHGWCfwZIoxxhhjjDHGOoEnU4wxxhhjjDHWCTyZYqyHlZWVQRAECIIADw+PDpWNjIwUy3755ZfdEh9jjLGW/fjjj5gwYQIMDQ07fA7vbxwdHZGYmNju/E3jX0FBQbfEExkZiRkzZnTLvhlrwpMp1m8EBAQgJiamp8PQ0JFJTlpaGtLT08XtK1eu4OWXX4ajoyMEQdA5QO3YsQNqtbqLomWMMdZRcXFxMDY2RnFxscY5fCC6cOEClixZ0u78Dg4OUKvVcHFxAQBkZmZCEATcvXu3Q/W2NCnbsWMH9u/f36F9MdZRPJlirJewtLSEpaWluF1TUwMnJyf885//hFKp1FnG1NS0xTTGGGPdp66uDgBw/fp1TJo0CSqVSuMc3pfU19d3yX6sra1hZGTU7vz6+vpQKpUwMDDokvqbMzU1hZmZWbfsuzfpqvePdQ5Ppli3+eqrr2BmZobGxkYAQEFBAQRBwKpVq8Q8r7/+OsLCwsTt8+fPw8/PD3K5HA4ODoiOjkZ1dbWYvnv3bjz11FMwNDSEra0tZs2aBeDRpfysrCzs2LFDvO2trKyszRivXr2KadOmQaFQwNbWFgsWLMCvv/4qpp86dQqTJk2CmZkZLC0t8dJLL+H69etiel1dHZYtWwY7OzsYGhrC0dERW7ZsAfDodgcAmDlzJgRBELfba/z48fjggw8wb948yGSyDpVljDGm7YsvvoCrqyvkcjksLS0RFBSE6upqnXc2zJgxA5GRkeK2o6MjNm/ejMjISJiammLx4sUQBAG5ubnYtGkTBEHAxo0bAQBr1qzBiBEjYGRkBCcnJ8TGxmp94D1+/Di8vb1haGgIKysrhIaGiml1dXVYvXo1hgwZAmNjYzzzzDPIzMxsVxv3798PMzMzfPnllxgxYgQMDQ0xZcoUlJeXi3k2btwIDw8P/Pvf/4aTkxNkMhmICL///juWLFkCGxsbmJiYYPLkyfjhhx/aHXfz2/wEQcCePXswdepUyOVyDBs2DEeOHBHT/3xFqaysDM899xwAwNzcHIIgiP3f1lg8bNgwAICnpycEQUBAQAAA7dv8Hj58iOjoaNjY2MDQ0BCTJk3ChQsXxPSmK2Pp6enw9vaGkZERJk6ciOLi4nb1/fXr1xESEgJbW1soFAqMHz8eaWlpYvq6deswYcIErXJubm6Ii4sTt/ft24fRo0fD0NAQo0aNwu7du7X67PPPP0dAQAAMDQ1x8OBB3LlzB2FhYbC3t4eRkRFcXV1x6NAhjXru3buH8PBwGBsbw87ODgkJCVrH/uMcewMVT6ZYt/Hz88O9e/eQn58PAMjKyoKVlRWysrLEPJmZmfD39wcAFBYWIjg4GKGhobh06RI+++wznD17FsuWLQMAXLx4EdHR0di0aROKi4tx6tQp+Pn5AXh0Kd/HxweLFy+GWq2GWq2Gg4NDq/Gp1Wr4+/vDw8MDFy9exKlTp/C///0Pc+bMEfNUV1djxYoVuHDhAtLT06Gnp4eZM2eKE8SdO3fi+PHj+Pzzz1FcXIyDBw+Kk6amE/S+ffugVqs1TtiMMcaeLLVajbCwMCxatAhFRUXIzMxEaGgoiKjd+/jggw/g4uKC3NxcxMbGQq1WY+zYsVi5ciXUajX+7//+DwAwaNAg7N+/H1evXsWOHTuQlJSEhIQEcT8nTpxAaGgoXnzxReTn54sf3pu8+uqrOHfuHA4fPoxLly5h9uzZeOGFF1BSUtKuOGtqahAfH48DBw7g3LlzqKqqwrx58zTyXLt2DZ9//jlSUlLE2+NefPFF3L59G9988w1yc3Ph5eWFwMBA/Pbbb+2KW5fY2Fi8/PLL+OGHH/DKK68gLCwMRUVFWvkcHByQkpICACguLoZarcaOHTsAtD0W5+TkAHh0u7xarcbRo0d1xrJ69WqkpKTgwIEDyMvLg7OzM4KDg8X2NVm/fj22bduGixcvwsDAAIsWLWq1jU3u37+PadOmIS0tDfn5+QgODsb06dNx8+ZNAEB4eDiys7M1JoJXrlxBYWEhwsPDAQBJSUlYv3494uPjUVRUhHfffRexsbE4cOCARl1r1qxBdHQ0ioqKEBwcjAcPHmDcuHH4+uuvcfnyZSxZsgQLFixAdna2WGbFihU4d+4cjh8/jtTUVJw5cwZ5eXka+33cY29AIsa6kZeXF23dupWIiGbMmEHx8fEklUqpqqqK1Go1AaCioiIiIlqwYAEtWbJEo/yZM2dIT0+PamtrKSUlhUxMTKiqqkpnXf7+/rR8+fJ2xxYbG0vPP/+8xmvl5eUEgIqLi3WWqaioIABUWFhIRERRUVE0efJkamxs1JkfAB07dqzVOEpLSwkA5efnt5hHpVJRQkJCi+ntqYcxxgay3NxcAkBlZWVaabrGj5CQEIqIiBC3VSoVzZgxQ6usu7s7xcXFtVr3+++/T+PGjRO3fXx8KDw8XGfea9eukSAIdOvWLY3XAwMDad26da3WQ0S0b98+AkDff/+9+FpRUREBoOzsbCIiiouLI4lEQhUVFWKe9PR0MjExoQcPHmjsb/jw4fTxxx+3GTeR9lgFgN544w2NPM888wwtXbqUiLTHv4yMDAJAlZWVrbax+Vjc0jgaERFBISEhRER0//59kkgklJycLKbX1dXR4MGD6f3339eoPy0tTcxz4sQJAkC1tbWtxtSSMWPG0K5du8RtNzc32rRpk7i9bt06Gj9+vLjt4OBAn376qcY+/vGPf5CPj49GWxMTE9use9q0abRy5UoiIqqqqiKJREJHjhwR0+/evUtGRkbisf+4x95AxVemWLcKCAhAZmYmiAhnzpxBSEgIXFxccPbsWWRkZMDW1hajRo0CAOTm5mL//v1QKBTiT3BwMBobG1FaWoopU6ZApVLByckJCxYsQHJyMmpqajodW25uLjIyMjTqa4ql6b9G169fx/z58+Hk5AQTExPxVoKm/zJFRkaioKAAI0eORHR0NE6fPv043cUYY6ybuLu7IzAwEK6urpg9ezaSkpJQWVnZoX20dRWmyRdffIFJkyZBqVRCoVAgNjZWHDeAR7e9BwYG6iybl5cHIsKIESM0xqesrCyNKxqtMTAw0Ih11KhRMDMz07gipFKpYG1tLW7n5ubi/v37sLS01Ki3tLRUrLe1uFvi4+Ojta3rylRr2hqL27uP+vp6+Pr6iq9JJBI8/fTTWvG4ubmJv9vZ2QEAKioq2qyjuroaq1evxpgxY2BmZgaFQoEff/xRI87w8HAkJycDAIgIhw4dEq9K/fLLLygvL8drr72m8R5s3rxZ671vfiw2NDQgPj4ebm5u4nt4+vRpse4bN26gvr4eTz/9tFjG1NQUI0eOFLe74tgbiLrniT/G/r+AgAB88skn+OGHH6Cnp4cxY8bA398fWVlZqKysFG/xA4DGxka8/vrriI6O1trP0KFDIZVKkZeXh8zMTJw+fRobNmzAxo0bceHChU49YNrY2Ijp06fjvffe00prOnlOnz4dDg4OSEpKwuDBg9HY2AgXFxfxwWMvLy+Ulpbi5MmTSEtLw5w5cxAUFIQvvviiw/EwxhjrPvr6+khNTcX58+dx+vRp7Nq1C+vXr0d2djb09PS0bvfT9VC/sbFxm/V8//33mDdvHv7+978jODgYpqamOHz4MLZt2ybmkcvlLZZvbGyEvr4+cnNzoa+vr5GmUCjarL+JIAitvta8LY2NjbCzs9P5fEzTGNta3B2hK7bWtDUWt0fT+9u8biLSek0ikWjF2nRLYWtWrVqFb7/9Flu3boWzszPkcjlmzZqlEef8+fOxdu1a5OXloba2FuXl5eItmE11JCUl4ZlnntHYd/Njofn7t23bNiQkJCAxMRGurq4wNjZGTEyMWHdr7W/SVcfeQMOTKdatmp6bSkxMhL+/PwRBgL+/P7Zs2YLKykosX75czOvl5YUrV67A2dm5xf0ZGBggKCgIQUFBiIuLg5mZGb777juEhoZCKpWioaGh3bF5eXkhJSUFjo6OOlcSunPnDoqKivDxxx/j2WefBQCcPXtWK5+JiQnmzp2LuXPnYtasWXjhhRfw22+/wcLCAhKJpEMxMcYY6z6CIMDX1xe+vr7YsGEDVCoVjh07Bmtra42vmWhoaMDly5fFBRE64ty5c1CpVFi/fr342s8//6yRx83NDenp6Xj11Ve1ynt6eqKhoQEVFRXi2NNRf/zxBy5evChehSguLsbdu3fFuy908fLywu3bt2FgYNDigkmtxd2S77//HgsXLtTY9vT01JlXKpUCgMa42Z6xWFe55pydnSGVSnH27FnMnz8fwKMJ88WLF7vsa1XOnDmDyMhIzJw5E8CjZ6iaL4Zlb28PPz8/JCcno7a2FkFBQbC1tQUA2NraYsiQIbhx44Z4taojdYeEhOCVV14B8GhiVFJSgtGjRwMAhg8fDolEgpycHPGZ8qqqKpSUlIj/2O6KY28g4skU61ampqbw8PDAwYMHxQdJ/fz8MHv2bNTX14sr7gCPHqacMGEC3nrrLSxevBjGxsYoKipCamoqdu3aha+//ho3btyAn58fzM3N8c0336CxsVG8RO3o6Ijs7GyUlZVBoVDAwsICenot38n61ltvISkpCWFhYVi1ahWsrKxw7do1HD58GElJSTA3N4elpSX27t0LOzs73Lx5E2vXrtXYR0JCAuzs7ODh4QE9PT0cOXIESqVS/C+eo6Mj0tPT4evrC5lMBnNz83b3XV1dHa5evSr+fuvWLRQUFEChULQ64WSMMaYtOzsb6enpeP7552FjY4Ps7Gz88ssvGD16NIyNjbFixQqcOHECw4cPR0JCQoe/66iJs7Mzbt68icOHD2P8+PE4ceIEjh07ppEnLi4OgYGBGD58OObNm4c//vgDJ0+exOrVqzFixAiEh4dj4cKF2LZtGzw9PfHrr7/iu+++g6urK6ZNm9ZmDBKJBFFRUdi5cyckEgmWLVuGCRMmaNzi1VxQUBB8fHwwY8YMvPfeexg5ciT++9//4ptvvsGMGTPg7e3datwtOXLkCLy9vTFp0iQkJycjJycHn3zyic68KpUKgiDg66+/xrRp0yCXy9s1FtvY2EAul+PUqVOwt7eHoaEhTE1NNfIYGxtj6dKlWLVqFSwsLDB06FC8//77qKmpwWuvvdZmn7aHs7Mzjh49iunTp0MQBMTGxuq8ohUeHo6NGzeirq5OY2ES4NFKi9HR0TAxMcHUqVPx8OFDXLx4EZWVlVixYkWrdaekpOD8+fMwNzfH9u3bcfv2bXEyNWjQIERERIjtt7GxQVxcHPT09MSrVV1x7A1IPfa0FhswVq5cSQDo8uXL4mvu7u5kbW2ttXBDTk4OTZkyhRQKBRkbG5ObmxvFx8cT0aPFKPz9/cnc3Jzkcjm5ubnRZ599JpYtLi6mCRMmkFwuJwBUWlraZmw//fQTzZw5k8zMzEgul9OoUaMoJiZGjCs1NZVGjx5NMpmM3NzcKDMzU2Oxh71795KHhwcZGxuTiYkJBQYGUl5enrj/48ePk7OzMxkYGJBKpdIZQ0sPzja93vzH399fax/gBSgYY6xVV69epeDgYLK2tiaZTEYjRowQFwaoq6ujpUuXkoWFBdnY2NCWLVt0LkChayEgXQtQrFq1iiwtLUmhUNDcuXMpISGBTE1NNfKkpKSQh4cHSaVSsrKyotDQUDGtrq6ONmzYQI6OjiSRSEipVNLMmTPp0qVLbbZz3759ZGpqSikpKeTk5ERSqZQmT56ssfBGXFwcubu7a5WtqqqiqKgoGjx4MEkkEnJwcKDw8HC6efNmu+LWtQDFRx99RFOmTCGZTEYqlYoOHTokpusa/zZt2kRKpZIEQRD7v62xmIgoKSmJHBwcSE9PTxwn/7wABRFRbW0tRUVFkZWVFclkMvL19aWcnBwxXdcCGPn5+e3+TFFaWkrPPfccyeVycnBwoA8//FDn4iaVlZUkk8nIyMiI7t27p7Wf5ORksY/Nzc3Jz8+Pjh492mKfERHduXOHQkJCSKFQkI2NDb3zzju0cOFCjfZXVVXR/PnzycjIiJRKJW3fvp2efvppWrt2rZjncY69gUog6sCaoIyxLldWVoZhw4YhPz8fHh4endqHIAg4duyYxvdpMMYYG3j279+PmJiYTl9Z60o8NvVu1dXVGDJkCLZt29ZlV+cGIl7Nj7FeYuLEiZg4cWKHyrzxxhv8UChjjDHG2pSfn49Dhw7h+vXryMvLE5/LCgkJ6eHI+jaeTLF+q2mioevnjTfe6OnwRPb29igpKRG/qLgjNm3ahIKCApSUlGDKlCndFCFjjLHeYurUqS2Obe+++25Ph9evjR07tsW+b1ruvLfbunUr3N3dERQUhOrqapw5cwZWVlY9HVafxrf5sX6roqICVVVVOtNMTExgY2PzhCNijDHGHs+tW7dQW1urM83CwgIWFhZPOKKB4+eff9a5ZD7waCW+QYMGPeGIWG/AkynGGGOMMcYY6wS+zY8xxhhjjCEgIACCIEAQBBQUFPR0OAAefcVIYmJil+83MzNTbCsvkMEeB0+mGGOMMcYYAGDx4sVQq9VwcXHp6VAey/LlyzFu3DjIZDKdK+VOnDgRarUac+bMefLBsX6FJ1OMMcYYYwwAYGRkBKVSCQMDg54O5bEQERYtWoS5c+fqTJdKpVAqlZDL5U84Mtbf8GSKMcYYY4zp1HQ73LfffgtPT0/I5XJMnjwZFRUVOHnyJEaPHg0TExOEhYWhpqZGLBcQEICoqCjExMTA3Nwctra22Lt3L6qrq/Hqq69i0KBBGD58OE6ePNlmDDU1NVi0aBEGDRqEoUOHYu/evW2W2blzJ9566y04OTk9VvsZawtPphhjjDHGWKs2btyIDz/8EOfPn0d5eTnmzJmDxMREfPrppzhx4gRSU1Oxa9cujTIHDhyAlZUVcnJyEBUVhaVLl2L27NmYOHEi8vLyEBwcjAULFmhMwnTZtm0bvL29kZ+fjzfffBNLly7Fjz/+2J3NZazdeDLFGGOMMcZatXnzZvj6+sLT0xOvvfYasrKysGfPHnh6euLZZ5/FrFmzkJGRoVHG3d0d77zzDp566imsW7cOcrkcVlZWWLx4MZ566ils2LABd+7cwaVLl1qte9q0aXjzzTfh7OyMNWvWwMrKCpmZmd3YWsbajydTjDHGGGOsVW5ubuLvtra2MDIy0riFztbWFhUVFS2W0dfXh6WlJVxdXTXKANAq11rdgiBAqVSKZf78JcZjx47tRMsYezx9++lCxhhjjDHW7SQSifi7IAga202vNTY2tlhGVzlBEABAq1xrdTev61//+pf4JcbN8zH2JPBkijHGGGOM9UlDhgzp6RDYAMeTKcYYY4wx1q9cu3YN9+/fx+3bt1FbWyt+CfGYMWMglUp7NjjWr/BkijHGGGOM9St//etfkZWVJW57enoCAEpLS+Ho6NhDUbH+SCAi6ukgGGOMMcZYzwoICICHhwcSExN7OpQnJjIyEnfv3sWXX37Z06GwPopX82OMMcYYYwCA3bt3Q6FQoLCwsKdD6VZnzpyBQqFAcnJyT4fC+ji+MsUYY4wxxnDr1i1xZbyhQ4f262eLamtrcevWLQCAQqGAUqns4YhYX8WTKcYYY4wxxhjrBL7NjzHGGGOMMcY6gSdTjDHGGGOMMdYJPJlijDHGGGOMsU7gyRRjjDHGGGOMdQJPphhjjDHGGGOsE3gyxRhjjDHGGGOdwJMpxhhjjDHGGOsEnkwxxhhjjDHGWCf8P55m2W45ZO+lAAAAAElFTkSuQmCC", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "plt.figure(figsize=(10,4))\n", "\n", @@ -736,7 +836,23 @@ "plt.yscale(\"log\")\n", "\n", "plt.subplots_adjust(wspace=0.35)" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 9 }, { "cell_type": "markdown", @@ -749,16 +865,18 @@ }, { "cell_type": "code", - "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:06:55.902714Z", "iopub.status.busy": "2025-07-17T22:06:55.902613Z", "iopub.status.idle": "2025-07-17T22:06:55.904441Z", "shell.execute_reply": "2025-07-17T22:06:55.904254Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:07:15.269496Z", + "start_time": "2025-12-08T21:07:15.267561Z" } }, - "outputs": [], "source": [ "# Dictionary containing keyword options (could also be directly given to the function)\n", "parameters_features={}\n", @@ -769,76 +887,109 @@ "parameters_features['threshold']=[1,2,3,4,5,10,15] #mm/h\n", "parameters_features['n_erosion_threshold']=0\n", "parameters_features['n_min_threshold']=3" - ] + ], + "outputs": [], + "execution_count": 10 }, { "cell_type": "code", - "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:06:55.905409Z", "iopub.status.busy": "2025-07-17T22:06:55.905344Z", "iopub.status.idle": "2025-07-17T22:06:55.951160Z", "shell.execute_reply": "2025-07-17T22:06:55.950931Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:07:15.303586Z", + "start_time": "2025-12-08T21:07:15.277095Z" } }, - "outputs": [], "source": [ - "# get temporal and spation resolution of the data\n", - "dxy,dt=tobac.get_spacings(Precip)" - ] + "# set temporal and spatial resolution of the data\n", + "dxy = 500 # m\n", + "dt = 300 # s" + ], + "outputs": [], + "execution_count": 11 }, { "cell_type": "code", - "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:06:55.952360Z", "iopub.status.busy": "2025-07-17T22:06:55.952279Z", "iopub.status.idle": "2025-07-17T22:06:56.869821Z", "shell.execute_reply": "2025-07-17T22:06:56.869588Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:07:16.239913Z", + "start_time": "2025-12-08T21:07:15.306405Z" } }, + "source": [ + "# Feature detection based on based on surface precipitation field and a range of thresholds\n", + "print('starting feature detection based on multiple thresholds')\n", + "Features=tobac.feature_detection_multithreshold(Precip,dxy,**parameters_features)\n", + "print('feature detection done')\n", + "Features.to_hdf(savedir / 'Features.h5','table')\n", + "print('features saved')" + ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "starting feature detection based on multiple thresholds\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "starting feature detection based on multiple thresholds\n", "feature detection done\n", "features saved\n" ] } ], - "source": [ - "# Feature detection based on based on surface precipitation field and a range of thresholds\n", - "print('starting feature detection based on multiple thresholds')\n", - "Features=tobac.feature_detection_multithreshold(Precip,dxy,**parameters_features)\n", - "print('feature detection done')\n", - "Features.to_hdf(savedir / 'Features.h5','table')\n", - "print('features saved')" - ] + "execution_count": 12 }, { "cell_type": "code", - "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:06:56.871136Z", "iopub.status.busy": "2025-07-17T22:06:56.870940Z", "iopub.status.idle": "2025-07-17T22:06:56.879387Z", "shell.execute_reply": "2025-07-17T22:06:56.879153Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:07:16.259021Z", + "start_time": "2025-12-08T21:07:16.253364Z" } }, + "source": [ + "Features.head()" + ], "outputs": [ { "data": { + "text/plain": [ + " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", + "0 0 1 50.065727 139.857477 9 1 1 \n", + "1 0 15 120.527119 172.500325 4 1 2 \n", + "2 0 18 126.779273 145.368401 15 1 3 \n", + "3 0 34 111.611369 155.452030 4 2 4 \n", + "4 0 35 111.765231 164.938866 8 2 5 \n", + "\n", + " time timestr south_north west_east \\\n", + "0 2013-06-19 20:05:00 2013-06-19 20:05:00 331.065727 420.857477 \n", + "1 2013-06-19 20:05:00 2013-06-19 20:05:00 401.527119 453.500325 \n", + "2 2013-06-19 20:05:00 2013-06-19 20:05:00 407.779273 426.368401 \n", + "3 2013-06-19 20:05:00 2013-06-19 20:05:00 392.611369 436.452030 \n", + "4 2013-06-19 20:05:00 2013-06-19 20:05:00 392.765231 445.938866 \n", + "\n", + " latitude longitude x y x_0 y_0 \n", + "0 29.846362 -94.172015 210678.738492 165782.863285 420.857477 331.065727 \n", + "1 30.166929 -93.996892 227000.162468 201013.559414 453.500325 401.527119 \n", + "2 30.196499 -94.139960 213434.200454 204139.636582 426.368401 407.779273 \n", + "3 30.126871 -94.087317 218476.015240 196555.684682 436.452030 392.611369 \n", + "4 30.127221 -94.037226 223219.433218 196632.615461 445.938866 392.765231 " + ], "text/html": [ "
    \n", "
    <xarray.DataArray 'w' (time: 47, south_north: 198, west_east: 198)> Size: 7MB\n",
            "[1842588 values with dtype=float32]\n",
            "Coordinates:\n",
    @@ -609,7 +743,7 @@
            "Attributes:\n",
            "    long_name:     w\n",
            "    units:         m s-1\n",
    -       "    cell_methods:  model_level_number: maximum
  • long_name :
    w
    units :
    m s-1
    cell_methods :
    model_level_number: maximum
  • " + ] + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + }, + { + "data": { "text/plain": [ - " Size: 7MB\n", - "[1842588 values with dtype=float32]\n", + " Size: 693MB\n", + "[173203272 values with dtype=float32]\n", "Coordinates:\n", " * time (time) datetime64[ns] 376B 2013-06-19T20:05:00 ... 20...\n", + " * bottom_top (bottom_top) int64 752B 0 1 2 3 4 5 ... 89 90 91 92 93\n", " * south_north (south_north) int64 2kB 281 282 283 284 ... 476 477 478\n", " * west_east (west_east) int64 2kB 281 282 283 284 ... 476 477 478\n", - " bottom_top_stag int64 8B ...\n", " latitude (south_north, west_east) float32 157kB ...\n", " longitude (south_north, west_east) float32 157kB ...\n", - " model_level_number int64 8B ...\n", + " model_level_number (bottom_top) int64 752B ...\n", " x (west_east) float64 2kB ...\n", " y (south_north) float64 2kB ...\n", " x_0 (west_east) int64 2kB ...\n", " y_0 (south_north) int64 2kB ...\n", "Attributes:\n", - " long_name: w\n", - " units: m s-1\n", - " cell_methods: model_level_number: maximum" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { + " long_name: TWC\n", + " units: kg kg-1" + ], "text/html": [ "
    \n", "\n", @@ -739,28 +876,76 @@ " */\n", "\n", ":root {\n", - " --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n", - " --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n", - " --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n", - " --xr-border-color: var(--jp-border-color2, #e0e0e0);\n", - " --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n", - " --xr-background-color: var(--jp-layout-color0, white);\n", - " --xr-background-color-row-even: var(--jp-layout-color1, white);\n", - " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n", + " --xr-font-color0: var(\n", + " --jp-content-font-color0,\n", + " var(--pst-color-text-base rgba(0, 0, 0, 1))\n", + " );\n", + " --xr-font-color2: var(\n", + " --jp-content-font-color2,\n", + " var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n", + " );\n", + " --xr-font-color3: var(\n", + " --jp-content-font-color3,\n", + " var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n", + " );\n", + " --xr-border-color: var(\n", + " --jp-border-color2,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n", + " );\n", + " --xr-disabled-color: var(\n", + " --jp-layout-color3,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n", + " );\n", + " --xr-background-color: var(\n", + " --jp-layout-color0,\n", + " var(--pst-color-on-background, white)\n", + " );\n", + " --xr-background-color-row-even: var(\n", + " --jp-layout-color1,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n", + " );\n", + " --xr-background-color-row-odd: var(\n", + " --jp-layout-color2,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n", + " );\n", "}\n", "\n", - "html[theme=dark],\n", - "html[data-theme=dark],\n", - "body[data-theme=dark],\n", + "html[theme=\"dark\"],\n", + "html[data-theme=\"dark\"],\n", + "body[data-theme=\"dark\"],\n", "body.vscode-dark {\n", - " --xr-font-color0: rgba(255, 255, 255, 1);\n", - " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", - " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", - " --xr-border-color: #1F1F1F;\n", - " --xr-disabled-color: #515151;\n", - " --xr-background-color: #111111;\n", - " --xr-background-color-row-even: #111111;\n", - " --xr-background-color-row-odd: #313131;\n", + " --xr-font-color0: var(\n", + " --jp-content-font-color0,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 1))\n", + " );\n", + " --xr-font-color2: var(\n", + " --jp-content-font-color2,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n", + " );\n", + " --xr-font-color3: var(\n", + " --jp-content-font-color3,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n", + " );\n", + " --xr-border-color: var(\n", + " --jp-border-color2,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n", + " );\n", + " --xr-disabled-color: var(\n", + " --jp-layout-color3,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n", + " );\n", + " --xr-background-color: var(\n", + " --jp-layout-color0,\n", + " var(--pst-color-on-background, #111111)\n", + " );\n", + " --xr-background-color-row-even: var(\n", + " --jp-layout-color1,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n", + " );\n", + " --xr-background-color-row-odd: var(\n", + " --jp-layout-color2,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n", + " );\n", "}\n", "\n", ".xr-wrap {\n", @@ -811,10 +996,12 @@ ".xr-section-item input {\n", " display: inline-block;\n", " opacity: 0;\n", + " height: 0;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", + " border: 2px solid transparent !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", @@ -823,7 +1010,7 @@ "}\n", "\n", ".xr-section-item input:focus + label {\n", - " border: 2px solid var(--xr-font-color0);\n", + " border: 2px solid var(--xr-font-color0) !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label:hover {\n", @@ -847,7 +1034,7 @@ "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", - " content: '►';\n", + " content: \"►\";\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", @@ -858,7 +1045,7 @@ "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", - " content: '▼';\n", + " content: \"▼\";\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", @@ -930,15 +1117,15 @@ "}\n", "\n", ".xr-dim-list:before {\n", - " content: '(';\n", + " content: \"(\";\n", "}\n", "\n", ".xr-dim-list:after {\n", - " content: ')';\n", + " content: \")\";\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", - " content: ',';\n", + " content: \",\";\n", " padding-right: 5px;\n", "}\n", "\n", @@ -955,7 +1142,9 @@ ".xr-var-item label,\n", ".xr-var-item > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-even);\n", + " border-color: var(--xr-background-color-row-odd);\n", " margin-bottom: 0;\n", + " padding-top: 2px;\n", "}\n", "\n", ".xr-var-item > .xr-var-name:hover span {\n", @@ -966,6 +1155,7 @@ ".xr-var-list > li:nth-child(odd) > label,\n", ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-odd);\n", + " border-color: var(--xr-background-color-row-even);\n", "}\n", "\n", ".xr-var-name {\n", @@ -1015,8 +1205,15 @@ ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", - " background-color: var(--xr-background-color) !important;\n", - " padding-bottom: 5px !important;\n", + " border-top: 2px dotted var(--xr-background-color);\n", + " padding-bottom: 20px !important;\n", + " padding-top: 10px !important;\n", + "}\n", + "\n", + ".xr-var-attrs-in + label,\n", + ".xr-var-data-in + label,\n", + ".xr-index-data-in + label {\n", + " padding: 0 1px;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", @@ -1029,6 +1226,12 @@ " float: right;\n", "}\n", "\n", + ".xr-var-data > pre,\n", + ".xr-index-data > pre,\n", + ".xr-var-data > table > tbody > tr {\n", + " background-color: transparent !important;\n", + "}\n", + "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", @@ -1088,6 +1291,14 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", + "\n", + ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n", + ".xr-var-data-in:checked + label > .xr-icon-database,\n", + ".xr-index-data-in:checked + label > .xr-icon-database {\n", + " color: var(--xr-font-color0);\n", + " filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n", + " stroke-width: 0.8px;\n", + "}\n", "
    <xarray.DataArray 'twc' (time: 47, bottom_top: 94, south_north: 198,\n",
            "                         west_east: 198)> Size: 693MB\n",
            "[173203272 values with dtype=float32]\n",
    @@ -1105,7 +1316,7 @@
            "    y_0                 (south_north) int64 2kB ...\n",
            "Attributes:\n",
            "    long_name:  TWC\n",
    -       "    units:      kg kg-1
  • long_name :
    TWC
    units :
    kg kg-1
  • " ] }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "# Display information about the two dataarrays for vertical velocity and total condensate mixing ratio:\n", - "display(W_mid_max)\n", - "display(TWC)" - ] + "execution_count": 9 }, { "cell_type": "markdown", @@ -1241,27 +1431,18 @@ }, { "cell_type": "code", - "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:08:35.966887Z", "iopub.status.busy": "2025-07-17T22:08:35.966793Z", "iopub.status.idle": "2025-07-17T22:08:36.298345Z", "shell.execute_reply": "2025-07-17T22:08:36.298105Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:14:54.175433Z", + "start_time": "2025-12-08T21:14:53.777936Z" } }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "plt.figure(figsize=(10,4))\n", "\n", @@ -1273,20 +1454,38 @@ "plt.yscale(\"log\")\n", "\n", "plt.subplots_adjust(wspace=0.35)" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3IAAAGECAYAAABzgxLMAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAA84lJREFUeJzsnXd4FFX3x78zu2mEhIQuzQIEBEIRBCmioIAFECuoIKAIP5qKilJEfbFhQ42IiqLoC+orKKJYQCwvqCBFLFh4QRCQIiQkQAIh2Z37+2N2Zmfu3Cm72SUJnM/z5IGduXPvmTuzyZw5536PxBhjIAiCIAiCIAiCICoNcnkbQBAEQRAEQRAEQUQGOXIEQRAEQRAEQRCVDHLkCIIgCIIgCIIgKhnkyBEEQRAEQRAEQVQyyJEjCIIgCIIgCIKoZJAjRxAEQRAEQRAEUckgR44gCIIgCIIgCKKSQY4cQRAEQRAEQRBEJSNiR47qhxNE5UP0va2I3+WKaBNPZbCRINzg7+OKel9XVLs0Krp9BEGc3ETkyH3xxRe499579c/ff/89mjVrhu+//z7mhsWbXbt24Y477kC3bt3Qvn17DBo0CKtXr7a0e/3113HxxRcjOzsbV1xxBVasWGHb5969e9GhQwfhfKxYsQJXXXUV2rZtix49eiAnJwclJSWebF25ciWuuuoqtGnTBj169MDLL79s+ePxzz//4K677kKnTp1wzjnnYNiwYfjtt9889e/F/q+++grXXHMNsrOzcf755+Phhx9GYWEhAODvv/9Gs2bNXH/ef/99AEBhYSGeeOIJ9OrVC23btkXfvn2xYMECKIqijxcMBjFnzhz06tULrVu3Rv/+/bFkyRLXczh27BieeOIJ9OjRA23atMHAgQOxcuVKS7uuXbsKbTxw4IBj/16uxbZt2zBy5Ei0b98enTp1wpQpU3D48GFX241oc6rNWVnYunUrrr/+etO2hQsX4vHHHy9z37Fkw4YNGDVqVHmb4UhFnDcRXr8HROWhZ8+emDRpUpn7OXz4MO69916sX79e31YRv3v79u3DqFGjsHv37vI2xZaKOG92vPvuu7j88svRunVr9OnTB2+88Yblb9fGjRsxZMgQtGnTBp07d8akSZOwf/9+x34nTZqk//28++67Lfs3bdqEli1b4u+//9a3PfPMM/oxQ4YMic0JxpFmzZrh+eefj+iYaL6vQ4YMKZf5iOXzxonk/fffR7NmzUz31qmIP5LG8+bNM31u2bIl/vOf/6BJkyaxtCnuFBQUYPDgwUhPT8eUKVNQtWpVLFq0CDfffDPeeOMNdOzYEQDw6quvYubMmRg7dixatWqF9957D7fddhveeOMNnHvuuaY+d+/ejVtuuQVHjhyxjPff//4X48aNw1VXXYW7774b27Ztw9NPP40DBw7goYcecrT1hx9+wJgxY3DppZfijjvuwIYNG/DMM89AURSMHj0agOoY3XjjjUhISMC//vUvJCUlYfbs2Rg+fDg++ugj1K5d23VOnOz//PPPMX78eHTs2BHPPvssAoEAXnzxRQwdOhT/+c9/ULt2bfznP//R2x84cADjxo3D6NGjceGFF+rbGzVqBAC466678OOPP+K2227DWWedhTVr1uCRRx5BQUEBxo4dCwCYOXMm3njjDdx2223Izs7Gf//7X9xzzz2QZRn9+vWzPY/Jkydj1apVuOuuu3DGGWdg8eLF+L//+z+8+eab6NChAwAgNzcXubm5mDx5Mtq2bWs6PiMjw7ZvL9fi8OHDGDZsGGrXro0nnngCeXl5ePLJJ7Fv3z689tprjtcgXnz66afYuHGjaduLL76o3+cVhYULF2Lr1q3lbYYjFXHeRHj5HhCnJr///js++OADXHXVVfq2ivjd++677/D1119j2rRp5W2KLRVx3kS89dZb+Ne//oVbb70VXbt2xU8//YTHH38cx44dw//93/8BAH7++WcMGTIEjRs3xowZM5CcnIzXX38dgwYNwpIlS5CWlmbbf61atTBr1ixUr17dtP2PP/7AqFGjEAgETNuvv/569OjRA//6179if7IEcYoRkSPHU7VqVcuDcGVg8eLFyMvLw7vvvos6deoAALp164YrrrgCc+fORceOHVFcXIyXX34Zw4YN052L7t27Y9CgQXjhhRd0p1ZRFCxevBhPPPGE7Xgvv/wyWrdujUcffRQA0KVLF+Tn5+Oll17C5MmTUaVKFdtjX3jhBTRv3hxPPvmkbkMgEMCcOXMwfPhwJCcnY968ecjPz8enn36qO22tWrXCVVddhbVr16Jv3762/Xux//nnn0eTJk3w6quvIjExEQDQoUMHXHzxxXj//fdx3XXXme4D7e1Io0aNLPfHr7/+iq+//hrPPvssLr30UgBA586dcfjwYbz66qsYM2YMjh49ivnz52Po0KEYOXKk3ubXX3/F/PnzbR25nTt34tNPP8UDDzyAG264AQBw3nnn4YcffsBbb72lP8BqkcpevXqhfv36tufN4+VavP322zh8+DA++OAD/Y9anTp1MHLkSKxfv54eoom44/V7QBDEyQ9jDK+88gouvfRSPWLWuXNn/PXXX5g/f77uyL344otIT0/Hm2++iWrVqgFQn1UuueQSvPrqq5gwYYLtGImJiaa/9SUlJZg/fz6ee+45JCcnW9rXrVsXdevWRdWqVWN4pgRxauI5tXLIkCFYu3Yt1q5dq6dT8qmVzz//PC655BKsWLECffv21dMRN27ciB9//BHXXnstWrdujb59+1rSGP/3v/9h1KhROOecc3DOOedg7Nix2LVrl6NNPXv2dEzls6NOnToYNmyY7sQBgCzLaNSoEXbu3AkA+Omnn3D48GH07t1bbyNJEnr16oW1a9eiuLgYALB582Y8+OCDGDBggK0zNGPGDMyYMcO0LSEhAcFg0PKmykhJSQm+//57kw0A0KdPHxw9elRPjVm+fDn69OljirzVqlULq1atcnTivNq/bds2dOvWTXfiAKBGjRo466yz8NVXXzn2L2LgwIHo3LmzadsZZ5yBo0ePIi8vD0lJSfjPf/6D4cOHm9okJCSY0lG1+09LB6hbty4WLVqE/v37621kWYbf7zcd98cffyA9Pd3RidNSDbR0Cq/X4ptvvkH79u1NbybPP/98pKamRpXa9s8//2DUqFFo3bo1LrjgAuTk5CAYDOr7g8EgFixYgH79+qF169a48MIL8dRTT+H48eMA1O/krFmzAITTQ3r27Indu3dj8eLFprSEv/76C7fddhu6du2Ktm3bYsiQIdiwYYNlTpYtW4YxY8agbdu26NKlC2bPno3CwkJMmTIF7du3R5cuXfDkk09GtHZk0qRJWLx4MXbv3m26pkeOHMFjjz2mpzf37dsXixYtMh3bs2dPPPPMM3jsscfQsWNHdOzYERMnTkR+fn7E8/3vf/8bl1xyiZ5C/OCDD+opxHbztm7dOtxyyy0499xz0apVK/Ts2RPPP/+8KVV4//79mDBhAjp27Ihzzz0X999/P5555hn07NnT1pbnn3/eU6oyj9fvAVH5KC0txcMPP4xzzz0X5557Lu69914cPHjQ1Obbb7/FDTfcoKd233XXXdi7dy8A9XfmTTfdBAC46aabMGTIkDJ/92bNmoXHHnsMnTp1Qrt27XDXXXehqKgIc+bMQffu3dG+fXuMHz8+ou/j+++/j8mTJwMALrroIj1Fze33HaD+LhkyZAgWLVqEHj16oF27drjpppsiXmoAqFHBgQMHol27djj33HMxZswYbNu2TR9HNG9///037rnnHnTr1g0tW7ZE586dcc8995jOv7S0FE899RS6d++O1q1b45ZbbsEHH3zgmCam/b2z+3FK43v11VcxceJE0zb+7+m2bdvQvn173YkDgKSkJGRnZ0f8d37lypWYNWsW/u///k+YblkWhgwZgvvvvx8vvvgizj//fLRp0wa33norcnNz8d5776FXr15o164dhg0bZpnLTz75BFdddRXatWuHrl274v7778ehQ4dMbdauXYuBAweiTZs26NOnD7777juLDcePH8cTTzyBCy64AK1atUK/fv3wySefxPQ8AfVFu7bEpFWrVujTpw/+/e9/6/tfeukltGzZ0vI74K233kKLFi30pSJ79uzBnXfeiY4dO6JNmzYYOnRoVN8HnmbNmmHBggWYOnUqOnbsiHbt2uG2225Dbm6u3kaULsr7Du+//z6ys7OxYcMGXH311cjOzkafPn3w5ZdfYtu2bRg6dCjatGmDXr164eOPP7bY8cMPP2DAgAHIzs4WXgsv16tnz5549NFHMXToUJxzzjm4//77heccrd8RTzxH5B544AH9F8EDDzyAJk2a4Ndff7W027dvHx577DFMmDABKSkpeOihh3DbbbchISEBo0ePRmZmJmbOnIkJEybg66+/RnJyMrZv345BgwbhrLPOwowZMxAMBvHiiy/i+uuvx5IlS1CjRg2hTbNmzYrqweSyyy7DZZddZtpWUFCAtWvX6g7Gn3/+CUB1MIycfvrpCAaD2LlzJ7KysnDaaafh888/R926dW3XCmophYD6x/G7777Da6+9hn79+iE9Pd3Wzl27dqG0tFRoA6A+eHfq1Al//vkn+vfvj2effRaLFi1Cfn4+2rVrh2nTprneWF7sz8zMtKxTKC0txd69eyOe/5YtW2L69OmW7Z9//jlq1KiB6tWrQ5ZlNG/eHID6NjE3Nxfvv/8+vvvuO1Mqqpbaq81vYmIisrOzAai/APft24fXX38dO3fuNKXn/P7770hPT8e4ceOwevVqKIqCCy+8EJMnT9adYS1dtG7dugC8XYtu3brhzz//tNxbsiyjQYMG+OuvvyKaK0B9mL/iiivwwgsvYOPGjXjppZcQDAb1t6P3338/PvjgA4wYMQIdO3bEb7/9hhdeeAG///47Xn31VVx77bXYt28fFi1apJ/PRRddhJEjR6JFixYYM2YMateuja1bt+K6667D6aefjvvuuw8JCQl48803MXToULz22mumdMKpU6di8ODBGDJkCBYuXIjnnnsOH374Ibp06YLnnnsOn332GV599VW0atVKj7q6MWbMGBw8eBC//fYbZs2ahUaNGqG4uBg33HADcnNzMX78eDRs2BArVqzA1KlTkZubq79JBtQ/XKeffjoeffRRHDx4EE8//TS2bduGhQsXQpa9va/6+OOP8fjjj+Pee+9Fs2bNsG3bNjz++OMoLi7GjBkzMGvWLMu8/fHHHxg2bBguueQSPPPMM2CMYcmSJZg1axbOOOMM9OvXDyUlJRg6dCiOHj2qp3LPmTMHv//+O2rVqmVrz7XXXovzzz/fdr/x94oRr98DovLx6aefonXr1pgxYwYOHjyIp556Cjt27MA777wDAFiyZAnuueceXHbZZRg1ahTy8/ORk5ODgQMHYvHixWjZsiXuv/9+TJ8+Hffffz86deqExMTEMn33Xn/9dXTp0gXPPPMMfvnlF8ycORO//vor6tSpg4ceegjbt2/HE088gZo1a+KBBx7wdJ4XXnghRo8ejRdffBGzZs3S/465/b6TJAmA+jt+27ZtuPPOO1GtWjXk5ORgyJAh+OSTT0wvcJ3YtWsXRo8ejauvvhoTJkzAoUOH8Mwzz2DkyJFYvny58HfWsWPHcNNNNyEzMxMPPPAA0tLSsGHDBrzwwgtISkrS/37df//9WLp0KcaPH4+zzz4bS5cudf1uan/v7ODTGjUkSULjxo0BqH9PDx06hM8//xwffPABbrnlFr2d6O+8Ng+RrkHKzs7Gl19+iYyMjLisu/r444/RokULPPLII9izZw8eeughDB48GMnJybj33ntRUFCARx55BNOnT8ecOXMAALNnz8Zzzz2HG264ARMmTMCuXbvw3HPP4ccff8S7776L5ORk/Prrr7j55pvRqVMnPPfcc7oDZIQxhrFjx+KHH37AbbfdhsaNG+Pzzz/HhAkTUFJSggEDBsTsPB988EG8//77GDVqFNq1a4d169bh0UcfxeHDhzF27Fj9uW/58uUYNGiQftzSpUvRuXNn1KpVCwcPHsSgQYOQkpKCadOmISUlBW+88QZuvPFGLFq0SL83ouWZZ55Br169MHPmTOzatQuPPfYY/H4/Zs6cGVE/gUAAd955J8aNG4e6deviySefxN13342aNWvi+uuvx/DhwzFnzhzce++9aN++vf5sBgDTpk3D6NGj0aJFCyxevBgTJkxAeno6unXrFtH1WrBgAW688UaMHDlSGEkGovc74gqLgMGDB7PBgwfrn9esWcOysrLYmjVrGGOM5eTksKysLPbf//5Xb/Pyyy+zrKwstnDhQn3bZ599xrKysthvv/3GGGPszjvvZJ07d2ZHjhzR2+Tn57P27duzGTNmRGJiVAQCATZmzBjWokUL9vPPPzPGGHvppZdYVlYWKy0tNbX99ttvWVZWFtuwYYOlH34+ePbt28eysrJYVlYW69mzJ9uxY4ejXT/88APLyspi3377rWl7aWkpy8rKYi+++CLLzc1lWVlZrGvXrmzQoEHsq6++YsuWLWOXX34569ixI9u3b5/nebCzf+bMmSwrK4u9/PLLLC8vj+3evZtNnDiRZWdns4suusjSz65du1hWVhZ77733PI372muvsaysLDZv3jzLviVLluhzduutt7LCwkJPfc6ePVs/bsqUKez48eP6vj59+rCWLVuyl156ia1bt4698847rEuXLqx3796sqKhI2J+Xa8EYYy1btmQzZ860HD9o0CA2fPhwT7YzFp7Dm2++2bT9kUceYW3btmUFBQVsy5YtLCsri82ePdvU5oMPPmBZWVns66+/ZoyFv5dGevTowe6991798+233846duzIDh8+bDq3Pn36sGuuucZk0x133KG32b9/P8vKymI33HCDvk1RFHbOOeewhx9+2PP5MsbYvffey3r06KF/XrBgAcvKymLr1683tZsyZQrLzs5m+fn5+rmce+65Jts///xzlpWVxb766ivP40+bNo317t2bBYNBfduSJUtM9yU/b4sXL2YjRowwHRMMBln79u3ZtGnTGGOMLVy4kGVlZbFffvlFb3PkyBHWqVMn0/nGA6fvAVG56NGjB+vUqZPp76R2n69atYoFg0HWtWtXNmzYMNNxO3bsYC1btmRPPPEEY0z8e74s373zzz/f9HeyT58+rF27dqbv46hRo1j//v0jOt/33nuPZWVlsV27djHGmOffd/feey/Lyspia9eu1dv8888/LDs7O6LniaVLl7KsrCzT39CffvqJzZw5U78G/Lz99ttv7Prrr7f8bR81ahTr3bs3Y0y9Hs2aNWOvvfaaqc3NN99sOt94sH79ev33wZVXXslyc3P1fe+++y7LyspiDz/8MNu3bx/bv38/e+KJJ1h2djZr3ry5bZ/8HPDw19EI/0zphcGDB7Ps7GxWUFCgb9PmbufOnfq26dOns/bt2zPGGCsoKGCtWrViU6dONfW1bt06lpWVxRYsWMAYY2z8+PHs/PPPN/2e/Pjjj1lWVhbLyclhjDH2zTffsKysLPbxxx+b+rr77rtZ165d9e8C/7fC67lp87Ft2zbWrFkz9vLLL5vaPPPMMyw7O5sdPHjQcgxjjO3evZs1a9aMLVmyhDGmPr9lZ2ezv//+W29z/PhxdtFFF7Hx48czxiJ/ZtPIyspi119/vWnbpEmTWNu2bYXnpMH/DtLukbfeektvo33/nn32WX3bL7/8wrKystjnn39uOo6fowEDBrCBAwcyxiK7XhdeeKHpb3llIS515M455xz9/zVr1gQAU/60JiihKfmtWbMGnTp1QnJyMgKBAAKBAKpWrYoOHToIw9oaWmqi3Y8XSktLMXHiRKxYsQL33Xef6U22CBZKF/P6lt9ISkoK5s2bh1mzZiEjIwNXX321vlCat11RFN0G7S0jjyzLKC0t1T+/+uqruPDCC9G7d2/MmTMHRUVFmD9/vm3/Xhk/fjxuvfVW5OTkoHPnzujduzdSU1Nx8cUXIyUlJeJ5MPLGG2/g8ccfR9++ffWUHyNt2rTB/Pnz8dBDD+G3337DoEGDTGk0dvTs2RPz58/HpEmT8Omnn+piJADw2GOP4d1338WoUaPQoUMHDBw4EDk5Ofjrr7/wwQcfCPvzci00RG0YY7bHOsFH93r37o2jR4/ixx9/xNq1awHAsmbw8ssvh8/ni0hNdu3atejRo4dpQbvf78fll1+OX375BUVFRfr2du3a6f/XIkpt2rTRt0mShGrVqgmFcyJh7dq1qF+/Ptq3b2/a3r9/fxw/fhw//fSTvo23vWfPnkhISDAp87lx3nnn4a+//sJVV12F2bNn47fffkO/fv0wdOhQ22MGDBiAV155BaWlpdiyZQtWrFiB559/HsFgUP9urlmzBg0bNkSrVq3046pWrYoePXo42qMoiuPvN+YhddXpe0BUPi644ALTuiLtPv/uu++wfft2HDhwwPL7oFGjRmjXrl3Evw+8fvdat24Nvz+c3FOrVi2cddZZpu9jRkZGTH4fAN5+39WrV88kSFa7dm20a9fOlCruRps2bZCUlIRrrrkGjz32GL777js0b94cEyZMsF3bdfbZZ+Ott95CgwYNsGvXLqxatQqvvfYatm3bpv8++P7778EYwyWXXGI61m0ZBGPM8feBl7/pDRo0wL///W889dRTKCwsxNVXX62nwV177bWYNGkSFi1ahO7du+P888/H33//rUdzKhKNGzc2pYDWqlUL1atXR8OGDfVtxnvuxx9/RElJieXe6dChA+rXr6/fOxs2bMD5559vWkbSu3dv+Hw+/fPq1ashSRIuuOAC0/z37NkTBw4cwJYtW2JyjmvWrAFjDD179rSMc/z4cf1evuKKK7B+/XpdXfTjjz9GSkoKevXqpdt79tlno06dOnofsiyje/fujs/XXuF1EOrWrYtjx45F1Zfx2cKL76DBZ/5cfPHF+PHHH1FUVBTR9WrcuLHrs30s/I5YUyaxEztEv+TswpSAmtb4ySefCHOM7dIFAFWswkmaePPmzY52Hjp0COPGjcO6detw//33myTatZTHoqIi0y+Mo0ePAoCjgpMd6enpeupmx44dcdFFF2HevHl4+OGH0bJlS1PbcePG6b/otTU6GtpDddWqVZGamgoA6NSpk/5/QP1D1rhxY/z+++8AIOx//Pjxnuz2+/24++67MX78eOzatQu1a9dGeno6Bg8e7Kjy6ISiKHjiiSfw+uuvo1+/fpgxY4bQ0Tn99NNx+umn49xzz0XDhg0xbNgwLFu2zLT+R4SWinPuueciLS0NU6dOxYYNG9C+fXvTLwuN9u3bIy0tDX/88YewP+1+cLoW2r98G0C9b4ypAF7RfplpaN+HQ4cO6bn9fHqe3+9HZmZmRA9Ohw4dsoyljc8YM52T6Psdjz/0TjYB5l/mvDKrLMvIyMiIqOzDZZddBkVR8NZbb2HWrFl47rnnUL9+fdx11124/PLLhccUFxfjoYcewpIlSxAIBNCgQQO0a9cOfr9fd7Ty8/OF6eGiczPywgsv6OsbRTz22GMm5UERTt8DovLB3zPG+7ygoEDYRtsWyZqYSL57J/L3AeDt951IqblGjRrC5SB2NGjQAPPnz8ecOXPw7rvvYt68eUhPT8cNN9yA22+/3faB7/XXX8fLL7+M/Px81KxZEy1btkRKSopun7aeif+d4Pb7YO3atcKXnRpXXnmlZS0+T506dfTU0jZt2qB3795YuHCh/oJn+PDhGDx4MHbu3InMzExUr14d9957b9R/5+NFpPecdu/Y3dPatTl06JDlmVO7vzQKCgrAGDMFLIzs378fZ599tvtJuKB9n+3+9vzzzz8AgEsuuQQPPfQQPv30UwwdOhRLly5F79699fkoKCjAjh07LM+AGtE6XRr8vMuyHHVtxUh9Bw3+d0KNGjX055ZIrpfbdxAou98RD+LiyEVKWloaunTpYhG3AGB608fz4osvRp2runfvXtx88834+++/MXPmTEvk48wzzwQA7NixA61bt9a379ixA4mJiaY3P04EAgEsX74cZ5xxBlq0aKFvr1atGho1aqQvQucXkdeuXRsZGRnw+XzYsWOHaZ/2uUmTJkhLS0ONGjWE8xAIBPQvgah/r6xduxbHjx/H+eefr5eaCAQC2Lx5s+uDpIiSkhLceeed+PzzzzF06FBMnjzZ5MTl5eVh5cqV6N69u+mPnRYt3bdvn7DfXbt2Yc2aNejfvz+SkpKExx0+fBjLly9H27ZtTWUzGGMoLS01/cI20qhRI9drAaj3jSaYo6EoCv7++2+LUIoXeEdEe3tao0YN3bk6cOAAGjRooLcpLS1Ffn6+7bmIqFatmmmBsoa2WDozM9O1nlCsqVatmmW+eZs0tD96GsFgEPn5+Y4vgkT07dsXffv2xZEjR/DNN9/glVdewcSJE9GhQwfh2ppHHnkEy5Ytw7PPPosuXbroCrRGMZ86deoIzyMvL8/Rluuuu85UvoPHeM2NePkeEJUT/veBdp/XqFFDf9i2+x5H+vvA63fvRKG9UPXy+47/fQCo82K33t6O1q1b62tiNmzYgP/85z946aWX0KxZM8szAwB89NFHmDFjBu666y5cc801+u+f22+/Hb/88gsA6L9H8vLycNppp+nHuv0+aNmypeXvuBG7a1JYWIgvv/wSbdq00dd0A+rftGrVqunPIL/88gv27t2L3r17m9ZN/frrr6Znl8qIdu/k5uZa1oQdOHBAf57LyMiwfH9YaF2hRlpaGqpUqYI333xTOJZxjsuC9vL4jTfeML2k16hXrx4A1fm56KKL8Omnn6Jbt274448/TPWe09LS0LFjR9xzzz3CcYzRx3hhFGgDwgGRWHHo0CGTw5ebmwufz4dq1arF/HqVxe+IFxHlB0aTTuiFjh07YuvWrTj77LORnZ2N7OxstGrVCvPmzcPnn39ue1yzZs309qIfOwoLCzFs2DDs378fr732mvAXcrt27VClShUsW7ZM38YYw+eff46OHTt6vvn9fj+efPJJPPXUU6bte/bswZ9//qmLevC216lTB0lJSejQoQM+//xz0xuOZcuWIT09XXcwtRC5Ublo27Zt2L59uy41LurfK5999hmmTZtmSuN87733cPjwYT18HwmTJk3CihUrMHnyZEyZMsUSiTt69CgmTZqEhQsXmravWrUKAGwFXP7++2/cd999WL58ufC45s2b67X2tAXQGl988QWKi4vRqVMnYd9er0XXrl2xbt0607VYtWoVioqK0LVrV9s5sUOzXUNLm2jTpo0uQPLRRx9Z2gSDQT3qIvre8tvOPfdcfPXVV6a32sFgEB9//DGys7NPyC97kU27d++2pEN9+OGHSEhIML1gWbVqlemX6xdffIFAIGBRR3XijjvuwLhx4wCof/wuvfRSjBkzBsFgUHdieRs3bNiATp064eKLL9aduE2bNuHgwYN6qlPHjh2xa9cuPToOqCpabiqmderUcfz9Zvfg5uV7QFROvvvuO1P6zrJlyxAIBNCpUyeceeaZqFWrluX3wa5du/Djjz/qb6SNaWIaZfnuxQveJq+/7wC1BIexvts///yDH3/8MaLfB/PmzUPPnj1RUlKCxMREdO7cWRcr0Zwf0e+DtLQ0jBw5UnfiioqKsGHDBv33Qfv27eHz+SzfT/4zT9WqVR1/H9i92PH5fJg6dSpeffVV0/aff/4ZBQUF+u+DtWvX4u677za9LPj222+xZcsWXHzxxY62VXTatGmDxMREy72zfv167NmzR/9udO7cGStXrjRFqVatWmV69unYsSOOHj0Kxphp/rds2YIXXnghZul1Wmpwfn6+aZyCggI8++yzppcVV1xxBX766ScsWLAAtWvXxnnnnWeyd/v27TjzzDNN/Xz44YdYuHCh8PdBLKlatarl5eEPP/wQ0zGMz0mKouCzzz5DmzZtkJycHPPrFa3fEU8iisilp6dj48aNWL16dUzf0IwZMwaDBg3CqFGjcP311+vy8ytWrEBOTk7MxtHQ1kONHz8eCQkJ+PHHH/V9iYmJaNGiBVJSUnDzzTfjhRdeQEJCAtq1a4f33nsPv/76K954442Ixhs3bhymTJmC++67D5dddhn279+PF154ARkZGbj55psdjx09ejSGDx+O22+/HVdffTU2btyIuXPn4u6779bfQIwdOxYrVqzALbfcgrFjx6K0tBTPPPMM6tati2uuuSbi+eEZNGgQ3n33XUyaNAnXXHMNNm/ejKeeegqXX355xDWpVqxYgY8//hg9e/ZE27ZtTXMPAC1atEDDhg0xYMAAvPDCC5BlGdnZ2di0aRNefPFFdOvWDd27dwegOuRbt25Fo0aNUL16dXTs2BGdOnXCQw89hMOHD+vFxufOnYuBAwfqb+JGjBiB2bNno0aNGujevTs2b96M559/HhdeeCG6dOkCQI0a/vbbb3q9G8Dbtbjhhhswf/58DB8+HOPGjUNBQQGefPJJdO/e3ZTS+eOPP6J69eq2yoMay5cvR506ddClSxd88803+M9//oPbb78dVatWRZMmTXDllVdi1qxZuhP6+++/Y9asWejUqZOueKi92Vu6dCnatGmDhg0bIj09Hb/99hvWrl2L1q1bY9y4cVi5ciVuuukmjBw5EomJiZg/fz527dpleQCIF+np6cjNzcV///tfnH322bjqqqvw1ltvYdy4cbjtttvQsGFDfPnll3jvvfcwbtw4k+Lrvn37MHr0aNx0003Yu3cvZs6ciW7dutk65iLOO+88PPDAA3j88cfRvXt3HD58WFef1B52+Hlr3bo1Pv30U7z99tto3Lgx/vjjD7z44ouQJEl/GOjbty/mzJmDsWPH4vbbb0d6ejpee+015OXl6W9VY4nX78HBgwexc+dONGnSRE9p2bp1K0pKSvTf76LvAVF+aCqSQ4YMwV9//YWZM2eia9eu6Ny5MyRJwp133onJkydjwoQJGDBgAPLz8zFr1ixUq1ZNz3jRlgV8/fXXqFatGpo3b16m71680Mb4/PPP0b17d8+/7wD1peuYMWNwxx13wOfzYdasWUhPT7fIoDtx3nnn4amnnsLYsWMxePBg+Hw+vPPOO0hMTNTXt/Lz1rp1a7z99tuYMWMGevTogf3792Pu3LnIzc3Vo0INGzbE1VdfjZkzZ6K0tBTNmzfH559/rkv8x/qFeUpKCm699VbMnj0bGRkZ6NKlC7Zv345Zs2ahefPmuPrqqwGo6x/nzJmD22+/Hbfccgv27t2LGTNm4JxzzrGt3Rprdu7ciYMHD8a8PnFGRgZGjhyJWbNmISEhARdddBH+/vtvPPfcc2jSpImeWWR8lhoxYgTy8/PxzDPPICEhQe/rggsu0EtRjBkzBo0bN8bPP/+M559/Ht26dYs4C8SOrKws9O/fH9OmTcPu3bvRqlUrbN++Hc888wwaNGhgUtDWxn3nnXcwbNgw0z00bNgwLFmyBMOGDcPNN9+MzMxMfPLJJ3j33Xf1Eh/xpEePHvjyyy/xyCOP4OKLL8aGDRtstQii5dlnn0UwGMRpp52Gt99+G9u3b8frr78O4MRdLy/wz31e/gZ7IhJllNWrV7MLL7yQtWzZkn344Ye2qpVGRIpFItWsTZs2sVtuuYW1a9eOtW3bll133XVsxYoVkZjnmQsuuEBXbuJ/jOpLiqKwF154gV1wwQUsOzubXXnllSZFTh4n1cpPPvmEXXnllaxNmzasU6dObOLEiZ4VJZcvX8769u3LWrZsyXr27Mnmzp1rabNlyxY2atQo1rZtW9a+fXs2fvx4tnfvXk/9e7H/m2++YVdeeSVr3bo169mzJ3v++edZSUmJsB8nBaSJEyfazr3xPjl+/DibPXs26927N2vVqhXr0aMHe+aZZ0xqUpq9xnGOHDnCZsyYwXr06MFatmzJ+vTpw15//XWLquD8+fPZ5ZdfzrKzs9n555/PHn/8cXbs2DHLOWhKVRpersXmzZvZ0KFDWevWrVnnzp3ZtGnTTEpzjKlqT06KVtr4b7/9Nhs6dKg+B7yyZyAQYLNnz2YXXXQRa9myJevRowd7+umnWXFxsd5m37597Oqrr2YtW7ZkDzzwAGOMsY8++oh17tyZtWrViq1bt44xpiqujRgxgrVt25a1a9eODR06VN9ntIm/rqJ5ikaxa/PmzeySSy5hLVu21FWo8vLy2JQpU9h5553HWrVqxfr3729SwNXGuvPOO9mDDz7I2rZty7p06cIeffRR0/X0yptvvskuu+wy1rp1a9axY0d2++23m9S++HnLz89nd955J+vYsSNr27Yt69u3L3vjjTfYtGnTWNeuXVkgEGCMMbZnzx42duxY1rZtW9ahQwc2ffp0Nn78eNa3b9+IbfSCl++B9rvZ+H0fPHiw6Xeg3feAOPH06NGDPfzww+y+++5jbdu2ZR07dmQPPvigRWn3s88+Y1deeSVr2bIl69SpE7v77rvZnj179P3BYJDdeeedLDs7m11++eWMsbJ99/jvuUilzk3ZUERhYSEbNmwYa9myJbv11lsZY95+32ljvfXWW6xr167snHPOYePGjYtKDXLVqlVs0KBB7JxzzmFt2rRhN954o0kNk583RVHYc889x7p3786ys7PZxRdfzB566CH2n//8h2VlZbEtW7YwxtS/b48++ijr3Lkzy87OZiNHjmTPPfccy8rK0hVBY0kwGGQLFixgffv2ZdnZ2axbt25s+vTpJmVRxlRVwBtvvJG1bduWde/enT388MOWv108sVSt1BRHnfB6f4meR9966y122WWXsZYtW7KuXbuyBx980KR+yZj6LDp48GDWunVr1qNHD/bhhx+yLl26mH4HFhUVsUcffZR1795dfxbg78OyqlYypipHz5o1S7/fu3fvzh544AHhPfLII4+wrKws9vvvv1v27dixg912223s3HPPZa1bt7Z8l8uiWsn/beDnPRAIsCeffJJ16dKFZWdns1tuuYVt2LBBqFrp5ifwdmrHff311/p1vfLKKy3q4vG6XpHCP/d5+RvsBYmxKFclEgQRNatXr8ann34qrKlHREbPnj3RsWNH14X+5cWWLVuwbds29O7d25RGfPXVV+O0005zFDQhCCIyJk2ahLVr1+LLL78sb1OEFBQUYOXKlTj//PNN6dGPP/443n///YjURSsCZZlvLUJqLHLdu3dv1zRTgiDCVAixE4I4lVAUBbNmzRKK+5xsGMtoOOHz+aIqz+AFLznwkiTFba3A0aNHcfvtt+OGG25Ar169EAwGsXTpUvz666+YOHFiXMYkiIoIY8wifCBCluW4rckPBoOeVPWchNbKQkpKCh555BGcffbZGDp0KKpUqYIffvgB//73v02F1isTJSUlnpcLAGoq/L59+1BYWGhSKnz33XdNImQnAxXhb2AklPf3g4gcuhIEcYKRZRlTp06t9EpgXnCT0Nd48803I1rPFgl2sstGOnbsaHorHEvatGmDZ599FnPnzsUHH3wAxhhatGiBV1991bQonSBOdtwk9DUiKY8TKcOGDdNr0jkRLxnxpKQkzJs3D88++ywmTZqEY8eOoVGjRpg0aRJuvPHGuIwZbw4cOICBAweiX79+FmE3EW+//TZeeuklAGERG0Ct63ai1uOdKCrC38BIKO/vBxE5lFpJEETc+OeffzyVLTjzzDNti+yWFU3224nU1FScddZZcRmfIAiVwsJCbN++3bVd7dq1I1JWjoRt27bp9T+dKC8FOuLkoiL8DYwE+n5UPsiRIwiCIAiCIAiCqGTEJwmdIAiCIAiCIAiCiBvkyBEEQRAEQRAEQVQyyJEjCIIgCIIgCIKoZJAjRxAEUQ4c2uu+AJ4gCIIgCMKOSiF2EgwGMWzYMNSvXx8zZszA/fffj48++sjUpri4GF26dMHcuXMBAJdeein27NljqkWzaNEiNG7cOKKxjxcd0f/PJBmQ5ND/1Xof/OwZy4BIjAFMMXy2ryXCJNm6X9ReH1/gg0uybpc+PtefcQzLmIqhvo/sM4/BnbekBCExRW/D287bJzp343y6wh/P2SPCcv6msa3HuV0vJ3v1eTGO6XC9Xa81P44SBCQJTPbrx0uBEjDZUPuMu2bG62Pbb2hciz3avaD1z5TQ/SWH+zHOlRIw988U85dDktTjQ/aLvj+SpN5Xen8uv5oSDmyFUnQIABA8q6Pet/G89L6ZAjAF8h+rdDulek2hJKkqYSypqvn6hr4rep+Ca5lcJdXRPi9ManAeig8XRnxccnpVzPh7TZnHJwievLwjbl+9mCJJQI0aaSd83FMFmt/4QvMbXyra/Gr2VCQqRR25WbNmYf369ahfvz4AYPr06Zg+fbq+/5tvvsFdd92FSZMmAQhLHH/xxRf6MWXF6piE7ijDA6kkeX+QF/XLP4SbHrpFD6Z8XwAgcUWNtXYCB8TUB1PMXiisjgCTJP387JxSO8eBcQ/+ZSY0P5o9IsdM5NTaOX68E6e2FThtNvMpKUGTc6PPj6G9Z2ddaKAUOt9wv0ySwsfLPkAJOvrFElPA/x50erkgBUvA5BTdfvD3pPE0ZL9jX5rNusMn+9X7iX/xwfdn1ydjCKbWgJyQZOrfEUmGXKMeAEBJqYZAel3IpccAAL78nQjUOEu3L2Hf7wim1oBStaZuTzwoPVKI0sLIHTlf+deNJU5SGHN9h3JSjXuqQPMbX2h+4wvNrz0V3pFbvXo1li9fjt69ewv3Hzx4EHfffTemTp2Kpk2bAgA2bdqEjIyMmDhxwod5AboTx0V0vB5vN67k4IipDQ0Pr07OWuhf20iZTf/afgZAAueMMQWuz5NGR0Y2O5leImZhh1ngCBocC5GjJjEWjvxwESCtmd4/F61Uj+EikiJHgZ8P3oHT+3d2suzG0O8DfljZD8h+SIHjQnt0x8MYIQN3Pzh6fRKY38VJ4uxlsj88DgDAIcrIFEgMVhuMkVbFfN7Gc2WSDCWlGpQqmeH+DG3tvncsMcW8IViiWrr9F5R+uRApvdSCvMrhg5BlP4LpdcPjx/JFRAifJMHnEFV2Oo4gCIIgiFObCr1GLi8vD1OnTsXTTz+NlJQUYZunnnoKrVq1Qv/+/fVtv/zyC1JSUjB48GB06tQJV111Fb766qsTZTZBEIQnZEmNrkX6I5MfRxAEQRCnPBU2IqcoCiZOnIjhw4ejefPmwja7du3Chx9+iIULF5q2S5KE7Oxs3HnnnahXrx4+++wzjB8/HvPnz0fbtm0jM4SLaPARMD6Vkn9rH/FbfG48uzVoFlu0Nswhcida8xaZdfY2GNdPmYyyX8vmuJ5PBB+x8hDtNEbqLOsZuQiqMfXR6VzsxzKkAmq5tvpONQ3SuMZN3Ik41dY2whSKmqmpuIZ2/HpJLZrKp9M6wRikoCEK5kuwj/By/6oRXEGXhvuZT9sNDRmyF2oEV7u9Qu3lo/nqZ1+Cvr5N1L/JJsP2QPUzAABySZHalz8RAOBrkIWSnzYgcfNa9dB2feA7uBPS2g/U/VkdEKxWT3BGZYMicgRBEARBREuFdeRefvllJCYmYsiQIbZt3nvvPbRr1w5nn322afuIESNMn/v374+lS5di2bJlkTtyBEEQcUKLsEVzHEEQBEEQpzYV1pFbsmQJ9u/fjw4dOgBQVSkBYMWKFVi/fj0AYPny5bj55pstx86dOxctWrRA586d9W0lJSVISkqytPUMH5nT/u8SpXGMqNmNof3fSWFS0MZkX2if3RortU/JJI4ijIo52c0rFzqsCTSuVxNhFFIx2cOv4YtgzSHfp3B4rj+ttWW9nE17431huUaSrE88k2T4D+2BkqyqHbHEVMvxZYGFxEN4jGsAHTEqluoHh6+vUOzDsC5NJHLD4CCK4yIewgc0AQC+BF18RGQrrypqnA++PyUxFUgIp2uz2k1RpVFD/PnaOwCARn3+hL9GXRT+bzMAoHqjZghkCL6DBEEQBEEQ5USFdeQ+++wz02dNkXLGjBkAgPz8fPz5558499xzLcfu3bsXCxcuxCuvvILTTjsNH3zwATZu3Ih//etf8TfcQERCJx7a8ql/oodKs6qhw4MnUyDBnH4ndATcllG6lBkwumZ8X/x4To6eF6dZeJiL88ij2WjrhLg8yBtTJy3CMseLIPkSAABKUpreTv2PWKjG8z0kEg/hxVdEjjE3nn6o9iLAl2hoINumLlrGM2wTtmdaOQOzs2U1irsedimmNk6cMJ3WML4UUq2E7IPkT0BSpupg71u9Cad1lVHtujEAgEBKtfA4MYRSKwmCIAiCiJYK68i58ffffwMA6tSpY9l3zz33QJZl3HDDDThy5AiaNGmCOXPm4PTTTz/RZhIEQdhCqZVErJk9ezZWrVqFkpISjB8/HhdeeGF5m0QQBEHEiUrjyGmROI3s7Gxs3rxZ2DYxMRFTpkzBlClTYm+IS223SN7YR/N2nxfAcHqeExXsNol5hKJy4nHE0TJjxCri8QBzKqZLhM5qlL3QiWNaYSRj2OD52trUzZOYgkCtxqbPzBDhsi2YbuzXQ1qfXqcNCEfhtP9HiiSH8xHtIniWCBwfArPWJgSs9x9/XWwvExdRdLomfLFxix1KAFKo/ABKAijeuxvVGqslS47nF6I47xCSAsWhYVMhKYGY15OjiBwRS9asWYM//vgDb7/9NvLy8vDRRx+Vt0kEQRBEHKk0jlx5oT0Y86lb6k6zUyd68LZLNbPU+RIO7v7wbnqw5BwH47+WrjU7jGOZ9qtr2mwdH0FanXGOhBqULml3buvoTPPhkCLohCd1TJGNkTrdLvPPOyC8Q2dxUJzSaO3aeDlXPp3Ssj8sI8k7MSJnVZeZFC1yEyinenbgRHbzKqNc/1bnjVnvuYDqyMn/bEHJ4SKk1Fbr0qU2agA5ozbwz19q29OrAX7DesvAcQCpHo21R0J0NWDIjSNEfPvtt6hXrx7+7//+D6WlpbjvvvvK2ySCIAgijpAjRxAEUU5QRI6IJQcPHkReXh5mzZqF3377DVOnTsVbb71V3mYRBEEQcYIcOY9ITFGjTLaqjJGl3ln+D7FyY2RGGlQGnYRO9PHs00QBmMRQPNd54//vEJkSjW9MtWOSZJv6yUcURWmalvmMIL0wanXCSObcLqoZLZZjDamVdv06jScQF1H4WFBI9VRmQVNEVk1dDAoimtp1tkYATWX3uJTQsGiL8T5UTOMZI4R8yiZ//zJJVqPtWr+pmUjPbg2l+CgAICmrLZQjBWAhNU+1fwmyJo4SLAVBVDQyMjLQokUL+P1+tG7dGvv27Stvkzzj86nfWUVhUJQyVzglCII4JSBHLlK8PuBH6AjoKnuROE4RjiOSiBelY+rt4UG10tgXzGud3M5B6PzqD+5wdjJCbY2qj8a+RAqOdjY4G2ns02Avv+bP5jyiVi51Sc20w5SiKcnQUx0tDblSD0pAnD5sOkaBJPts9jm/zNDWlxlTivki7aYgk8WBU8yNGAudQ3j+TePrqZf8mj3zfhYqCB6sVhdS29pI3L9V/ZxeF3JiKiSfer6BlGqAJKtlC4Dw2royQmInRCw555xzsHDhQtx4443466+/kJmZWd4muSLLEoIKQ2ZIMTYQVHCo4Cg5cwRBEB4gR44gCKKcUB25aFIr42AMUenp2bMn1q5di2uvvRaMMTzwwAPlbZIrkiTBJ0u4/Z2NAIDnBrWDLEvkyBEEQXiAHLko8RIpMan62da/colgCdQeRXbYRor0cbj9gv6F6Zh252mbYmpOZTT1xwlN8HXxnBCpZkrGPpkl6c9WgMbcr/24jtc4gkjeicKiaGpMjQyWqhErXnVRu/+UgNo+tN/STptf7rT562suiC4Bslo3jwVL1ShWaDzFnyTUQzEVcOdVMV3Ef1wFYkTHa3XygiWALCNYvxUAQC7Kg5JaPRzhLCmCklwtnFrqS7K1IxIoIkc4cfDgQQwcOBAPP/wwOnXqBADIy8vDtGnTsHbtWvh8PvTv3x/33nsv/H4/JEnC5MmTyzTmiV5+qY23dX9hudpxsqILD9N8xgWa3/hS0ea3othhhBy5CLF1TCBQklOCnq+6FFqLY97oXrTZds2Vts/xwdfgRNqUFbAUibbpg1/TJHRkhMdH6fBIctiZ08YVrOny6ihauudT+kJehzae0GmQ7NcUupU90BQV3ebbNJ6pA9mS2mhyzGUfGHxWJcvQZ+ZLhBQoNqU0iu4t0/0vumeN+41pmLIvdD8aHDUpPE/6/BhTKkWOf3hwb6qcdrYhNL+hAu36SwFNpdafBPloPqTj6sNloOaZYLIv5lECEjsh7NiwYQMmTZqEnTt3mrbfcccdqFOnDlatWoXc3FyMHj0a8+bNw4gRI2Iybo0aaTHppyxoaZZE7KgI1/VkhuY3vtD82kOOHEEQRDkhRxmRk8mPO6lZvHgxcnJyMHHiREyYMEHfvmPHDqxduxYrV65ESkoKGjZsiDFjxuDJJ5+MmSOXl3ck4nckZcHvl5GRYXbc8vOLEAxGKThFmJAk9SH4RF/XUwWa3/hS0eZXs6ciQY6cC7ZRESaKCPB1sqxPWxalPj6VzG1c07EeVA65VEtL3S4nMQin8ezEJDTcVCqjxBTxCkXl1A2RibKondkLvej7Q+cnKQGgtBgsqaq6z+eSWspFJoVZs5y4B28Df309pXra1KeTjx2CrzAXwcwG6nZ/kjmiJvvAErm34IK+LJFKy0kZ7g/G9JCpKnTigxxSe5RLi8F8CWCGqJ3EWLiguVbzzaB2afk2eYhKOUVkJcP1ZZIMyH41KqnZ6/ODFR1R26YfA0uxRqwJIh5069YN/fr1g9/vNzlyW7ZsQUZGBurUqaNva9y4Mfbs2YPDhw8jPT29zGPrOkInCNs/IfRliykn+rqeatD8xheaX3vIkSMIgignfJIEhVIrCY5atWoJtxcVFSElJcW0Tft89OjRmDhyBEEQROWBHLmywkdCuHU9UuC4uln2g4XW44iOt0RbXERO9GbGKJ7xOEtDUUTC4fWGzfo6U4TDgxCFac0WF30RilHojc1r3oS2epHmd4rUOawh1KT4tbphvr2/gx0/BuX0tup+f5L1WMH5hNd+2ZhgWbMmXneprYe0itGY9fvtorr69tJQxCkhBZLERZWNay5t7udw3T7AcZ2aQFSHMUAJfQfkYGmoJIFhHR0fATWJs4RKKdiI9uilE2yirJbSGrx9si8cBQSAhGSgpAhyenUAQMCfBJ9SCjnGIjY+CVBI7ITwSJUqVXDs2DHTNu1zaiqtKyMIgjjVIEfOBdvULJEjIpDh0x5EJSUQFnzQd7qkH7ql/olwUcl0dBwcxEjc0v54h1RYs85iDOdICdILGd/erc9I0VIfwZ0Tn5J6/BikpBSwhBTTdjcHwTjdCmOQtdRQTejD63Xl+jcpdpoGE9dVYwnJCFatCYTqpoXPkXP8XObYlFrJ2y9IKzY5k5JhPnwJqnPKTM3D/WlOvOkeM5+fJzixGt0Wzk4AqjOnqXaG7s1gVTUy4ivMRSCpKiRWGtn4LpAjR0RC06ZNUVBQgNzcXNSsWRMA8Oeff6Ju3bpIS6tY6zYIgiCI+HPiNdIJgiAIAGHVymh+iFOPM844A+3bt8ejjz6KwsJC7Nq1C7Nnz8Y111xT3qYRBEEQ5QBF5NzQIi/goi2SBIsfbHy40iIhmrx5KFXMpG/B11Fzida5YREjMdhhwU7cg5ect4mwSaHomeeIHWzSIw32iqKOtqmc/PFueEhdFUWkpOKQ2EVSCpQap4dT/WzstZinZVYyQJakcE0Uu2gcJyZjezq6FL8h4mT8F5oYjbpfSUwFeDETw3jauduK4djcL9Y6htoJyub5ZAokBr0kgeJLUOdEi7kymCJwxnk22cqdX0SY7j8u4qedhxZBD5ZAPl4EZf8OAMCx39Yiuef1eoQumu+nCB+ijMjFZHSiMpKTk4Pp06fjoosugizLGDBgAMaMGVPeZhEEQRDlADlybjg9OIreihvXhEmyvgZIXx9nTJcETKl8TJLCD84O67ecsDxYGx06t/7s0h85u7X+Jd6Z4dcHClQuPcO1t09xdU4NtV2DKOpP5MhoKoZpNRFIqx3eHnJB3Jw5yZA7qDpvAru1TcY1cALHOSLVTy0N0cYx18Yz7hM6cS7pvXYptLxjKEEOOXPhunEyGCwvHLQ1cwoELxYkc/8uWOrOCew0H6Do4zMpGcG02pCPHlI/BxUoCSlm+wjiBLB582bT55o1ayInJ6ecrCEIgiAqEuTIEQRBlBNylGmSMqVWEgRBEMQpDzlyESC5RX/AiYMYxByY7FfTK7mIXTjCIJlTD6NM3XKse8chUjg01WkzNRYIocAhIiWKwDlF5QyKiNpnJyERYYRO0L9JnMMpiiOISAGAUiXT/hA3JUReddPDNRWlsNqNp27U2vMKlN5qrEVb208qKVLrzrkUdjGmZkpMCateaoFK7TqGtuvfHxkA4yJwgvl1VG01pv4KbDPdT9p/tNp6sg9KcjpY/ZYAgCqpmSitkulddMgjPkk9zWiOIwiCIAji1IYcuTJiUjk0OgtMlc+XtFSs0BqgsJw6hI6DRX7e44NjLIptq+NFUHHR4HxJvKNkp2LptHbP5iFchFeHlX+Q59MJw+04tdHQiQWrVAcA+A/the94IYJaQXC7vmxSOD3hlDYq+uwl1ddmDK3wtsnRld1/HWjlNKRACVhSGkw5hpIsdmYN4+gFvx0cVgB6gW7jdTEKT4ruU6OjyGQfIBlLGzjff/p9rDWT/Wp/oXWFpXWame/3GMlE+SRJ/HvAw3EEQRAEQZzakCNHEARRTlBEjiAIgiCIaCFHzg3jm28u6mRJjYQhPU+PfKipWorkc6z1YBdh4IlV5E2IKHXUQzopwKWUurQ19euS7uh6PN/WZjufduc1CqJnBianQUlMNV8nD1FFO4QRKC6iaxGS4VMnje2jvS+0VEJJCkfLEBZeYVwETxft0aJ3/PfBdFIOYjhuIjFcfxZRTklS0zNt7k+JMfE1tkshDm1XQhF0OVgK5kuEpjOrd6VF+VhsvocUkSMIgiAIIlri6BWcJBjX5oRSx7Qf1+MMxyteUhYjXX+j2SZaP+QBT06hW//cPhbJHAF6Cqrp/zbr2UwPvHbnzl0v0/YIkaTwTzCpalQP3Kb+Qo6NY7qscT6Mny2F3N3vJ9N14FMJte2yL6zEaJh/SzmJYKnahxIElCDk0mOQSorMbZSAh/NjnmzX7TEg/A4Zz804vwaFTCdTFEj6D5OksHmhsWUwyGB6X3LJUcglRyGVHvN2DhWEP/74A8OHD0fHjh3RtWtX3HPPPTh48CAA4KeffsK1116Ldu3aoWfPnli4cGE5W0sQBEEQhBfIkSMIgignZEmK+scrxcXFGDFiBNq1a4dvvvkGS5cuRUFBAaZMmYJDhw5h5MiRGDBgANatW4dHHnkEjz32GH7++ec4njVBEARBELGAHDkXPEeWRISUEJn24CVI7ZMY86xo6GW8SKN0ZTo/p7Ej7d8ghqEVTzf9AOF54rbb2uNkLmOmiI3ls2Tezu/3ej7RIhkjcXbnbbCHj4Tazbl2P2rXicl+/cfpvgmnVKoRPMd6fqbxDLYYI4B6FI3BFKXjxtfnXjJL7kuMRR5ldbkmxsur+JMQYOH5YpKkpkmXIQIuQvJJUf94Zc+ePWjevDnGjh2LxMREZGZmYuDAgVi3bh2WL1+OjIwM3HjjjfD7/ejcuTP69euHBQsWxOT8CIIgCIKIH7RGjiAIopyQfRLkKJRLtGMKCwtN2xMTE5GYmGjadtZZZ+HVV181bVu2bBlatmyJLVu2ICsry7SvSZMmWLRoUcQ2EUSs8PlCa1YVBkWJ4AUaQRDEKQY5ci7Yrffh61+F62KF2zA5LH8uSWrjWKyzAiIQPfEoviFs74aTHL4m3hEhzE4Cn1+zpQTUtnaiKXZ14/h+uKB0RFE3B/jr5FZGQhMWMZUDcIvUaoInQMSiJ7b1Ao112YzXgus/mF7X8Zx0oRRdXERwP/Dna/xXElwXYykCSCFBE3N5CdP4MFxfw9o5AKpYi03JCeP/g6GHSJ8cJ3ERnwzJF0V0L3RM9+7dUVQUXqs4btw4jB8/3vYwxhieffZZfPXVV5g/fz7efPNNpKSkmNokJyfj6NGjkdtEEGWkVtUkBBWG9HT1ngwEFRwqOErOHEEQhA3kyHlFe2AMlqqfDU6a3sT4EOzhgTpWToNnBA/TEdV5c6hxJzxfj+l3tuY61ZJjzLxf1LedM2djk6cC2S5KmmUpGG1yNEROnMMcC20XnJv+ooFvK8khx8cBw3xaHTAmdixdVE9NqpicyEvo3Yd+rNP3xeQEi+Dvfaaoc2FM4wR0lUoAlnVoTPaF1Ts91NzzgiRHliZpPA4AVq5cadrOR+OMFBYWYvLkyfj1118xf/58NGvWDCkpKThy5IipXXFxMVJTUyO2iSDKSnqKHz5Zwu3vbAQAPDeoHWRZIkeOIAjCBnLkCIIgKilVq1Z1bwRg586duPXWW1GvXj0sWrQI1atXBwBkZWXh22+/NbXdunUrmjZtGnNbCcIrW/cXujciCIIgSOzElZDcOoKl6k9IrEE+mg98vxgJ29YgYdsaSIHjgvS/oEXLQd+nF8ayF+1wEq6QHI5zxJDuJnERG0d0wRGxhH5U9rgIR9idt8QU9TrEWiBGCZrOTzgnvOiIJnUfkt63tZc/FjbX106eX09tNNRE4ERlXE+Vk+cXzR9vk6m98Rz0/xvsNd7shjnRf0JCNiIxG1GJBLNhNtfCxnbRfBi3Ca8JU8zTa/gBwrXlmC8xZmIn2hq5aH68cujQIQwdOhTnnHMO5s6dqztxANCrVy/k5uZi3rx5KC0txZo1a/DRRx/h6quvjsn5EQRBEAQRPygi54KaSsn0tDLtYTCYWgMJZ7UGjhaoDUOqfpaHRSmcgskkyZweJnCG7NUGnVPHLH17wDUdLUK0dUnqh7KlVRr71LvgHBcpWBouTO3SPtzA/gFcV2Y09GM3P/zaN9u5tDtvLXXQsIbMWJBbmOIaqfMmasvbE4kzzx/ncC/r74hYUGyaJBjL6Mx5TSv1+ALCtFZPcLzEFMd0SYmxmKVTmvqVZUhy5E5hJMe8//772LNnDz799FN89tlnpn0bN27Ea6+9hkceeQQ5OTmoXr067rvvPpx33nkR20QQBEEQxImlUjhywWAQw4YNQ/369TFjxgwAwAMPPID33nsPCQnhh+9JkyZh4MCBAIDFixdj9uzZOHDgAM466yxMmzYN7dq1Kxf7CYIgRMg+CawMqpVeGD58OIYPH267Pzs7G++8807ENhAEQRAEUb5UCkdu1qxZWL9+PerXr69v++WXX/DQQw/hyiuvtLT//vvv8dBDD+GVV15B69atsWDBAowePRpfffWVRaHNDZaQrP6rRVy0N/jBUigp1eALFOv7wUVVTNE5/rnLJuLjFFFyiqBFLJyiRSgcmpiifJGqUGrCGF4iKzb9i+bGFJXzJ5n7c4lYqn0w0zZ+3rxGpTRb+CihqR+TuAafW2u+ISQ+wmUZUDJFhC12ClMJzXXXmCSZVTpF0TjXCJeNjXb3h52dwn7CYipM9lvOkT8fU3+29orFVsL3g7h/0xhxJNKacMbjCIIgCII4tanwa+RWr16N5cuXo3fv3vq2kpIS/O9//0OrVq2ExyxcuBCXX3452rdvj4SEBAwbNgyZmZn45JNPIh5fPlYA+Wg+fIf3wXdoD6TSY5BKj6nrehJToKRUg5JSDQl/rYNclGdecyOSUDc6gy4PzaK1WpY1QNGuldMHkc0/HHoB6VDbiAuIu/TvGW0Nk9P6NTivK7SYJnpQ1+ZTEaQEattDP8Y1YPZ22xT0Do1tWYOmG+c+XyJHx3i9eKeVcQWuHdNfLWUJ7NbuGRaSacW+ZZ94m3G73UI0w3VmhvuGd7Lsynjwc2AtUC+F54LB0L9sOk39uxpnVEdOjuKHHDmCIAiCONWp0I5cXl4epk6diqefftoUSfvjjz8QCASQk5ODLl26oE+fPpgzZw4URX3w2rp1q7DI7R9//HFC7ScIgiAIgiAIgogHFTa1UlEUTJw4EcOHD0fz5s1N+44cOYKOHTtiyJAhmDlzJn7//XeMHTsWsixjxIgRKCoqilmRW7n4sBohKD0OJf8f+KvVUO1LrQEwBcHN61SbNv2EjKtuRjCxinqgLyGUymYg0lS2GCnjAYAULFHV9nh7BPXE9P+G0vFERBSVc8Jr1MNFubPMdfu0KGnguPrRl2hRUkzY/z8E92wFAAQP7Ib/vP4IVq1lttHhfEyRVdVow/h2KYsu889dL+uY4W2+kiL48/4CAJTUPVuti+aYW2sowi1JLqmfAjGRCHCPTlvvRbt7E9CibdbUUiMKY3o9Ngmy+fS0qKD2UfbFJdXyRKyRIwiCIAji5KTCOnIvv/wyEhMTMWTIEMu+rl27omvXrvrn1q1bY+jQofjkk08wYsQIpKSkoLi42HRMcXExMjMzI7ZDX5MEALIPgQO7AQC+QCkkfwKks1oDABJ3bIVUsA9SWh31OK4fyZBKZ97BqfQZyxJITC887lqs2uVB+Nhbj0NO8KPKJep8BjIaOLbn7Y4YO1s9pJMCHhwCTo0wXPBafLztefDpiZoyoeyzpvQpQfgya6vtjhfrTp95oPDaQ/VI7branYdHB45PFxWkG/LpgBYlxmCJ/plpBe15e/V5FTgKDo4TIFCEtDRwWsPozRF3dd60tlwz7ThjGzmUYgnAUghde0mgb2fm+Y6VUydJku5MRnocQRAEQRCnNhXWkVuyZAn279+PDh06AIDumK1YsQIzZsxAbm4uBg0apLcvKSlBcrIqTNK0aVNs2bLF1N/WrVvRvXv3E2Q9QRCEO7JPBvNFHsWUoziGIAiCIIiTiwrryPH1jiZNmgQAmDFjBj7//HM89thjOP3003Heeefhxx9/xJtvvonJkycDAK655hqMHTsWl156Kdq3b48FCxYgLy8PvXr1itwQX2JIgKEIUIKQG7UAACi+RLCUanqUIbH+6QjmHwBrZE4x01/cS5IwjU06fkRtl1AFkCS9lpkULA317TP1Z4coNc0YoUo5qyl8tepDCqlsSqXHwBJSDG2da9x5QiSe4aIqaa/CaRdZc67rZmwXTZof8yfp/5eP5YMlpgIAgr4kBKs3Cu+r3hCBtDom4RrHGI0kq1GvCJQstePsPluiQqLoojFlVJIRrFZXfCzfv6iOHQ93faOdc0c7+M2cgItlv0OgSjTdegA8lAatfVZ8CZC5iGs8UitJtZIgCIIgiGipsI6cE7169cLkyZPx4IMP4p9//kHNmjUxfvx4XHHFFQCAzp0744EHHtD3N2nSBK+88goyMjLK13CCIAgD5MgRBEEQBBEtlcaR0wqBawwaNMiUWslzxRVX6I5dWZALD6hy87IPypnt1MgZoEfOfEV5arvUNLDS0sg6ZwqgaHXpSqAkpYXr0Mk+fXmVE+YID1d3zXgerboj+Nu3kA4fVPe1rKEKsoTWTImFMrxH5RgfyeFtcous2awdNEbmTMd4iMBZomSiKI+d3ZIM+BIR9IUjdMyfBEWLmCamqmuoDHUDJUOESiuBEL4GCsAEkVVjCElQN1Boq6mRQEBHcCzzJ4UEeAzn61Sn0IN4iciV0K+X1ke0Ev4iIR7LWM5r5oTH8EsPbQ5nDBZxoEjHIgiCIAiCiCeVxpErL45tXAkESuC/fIz6IC+pqY5aIXCt3ljx/zZB8slIPOdSdbskO4r8AYB87BCCqTX09oBBXEUJqKmWRnVCx3plXEFpSTI9DEtMga9GXUgJ6sMp27UJwbM6hh+WhTXkBAXInQpRR/PQbneMIG3PsRt+/tyKU9s5cMbmvgT9QV8uVa+3bJdyaKeaYUTkxPEOk4Pz4iS2ITpfSQnYpqYyD06Wo3iJjePMt/GaCuuKl1TPCOHnkEmSybFjgospGcWIYgCtkSMIgiAIIlrIkSMIgigvokytBKVWEpUcWZYgyxJ89FKCIAgiasiRc6G08BhQehwJwRKwhBT4FDV9UlICYLIfLEkVw0hqeCZ8NU5DMJR6xyTJJDkvMWYbNQHUNC6TnH0oImWbqsZFVORfv8Lu9xcjoYqq3Fnrtn/pQh0AoFTJhC/jKPa8kgMACBSXoOEd9RGsVj/Ugc8sVW+QpVftd4icQQ1EuUZZXKOKhrplWt8ufdqN6SoOY0iJ1McyNZABxsKCF7IPCJYCsnp9EQyl0WrXW5YtJQEkxsLzB0BNr9QidxJMJQUExxrPX5jW5xDxUo8J18GTlIBqs/ZZjjwqZrIPAmEbN0LRa/V4NV3ZKaqn3/PGfcaIoiiKbJheJ0SRNeM5aecaD4ETI7IkAVGUH5ApzZOoxMiyhGoZVeAnJ44gCKJMkCPnQmrfYQBjCCZXM6eT+ZPUz5rK4XlXIcjV+jI9aymcoqAkQ0mppqpT6hvNa66YppiJkKMEmB9eDY7Roe9XoUqtDKTWDxWo3vQ1fFUz9Lp3cusLgaJ8JKara/yq1q+lr/czjm/BWGfMkjpncLzsiotHkoJm46yI7NE/OtWdk8wP5nydNVM6qiV1T1EVPrW6a/4k1bEuKQIAyEV5UFJr6GslFcln9kFDBal154Cvz+a1Tp5xE3N3UJwcW8k0H1wqp5tKqBJQnVHtfpD9YqVTp/OSfeHzCl0L7XREdguVQA0qoTA6c5LsOjmW3aK0YZHyKlzuszIg+WRIUTzMRnMMQVQUZFmC3yfj9nc2okFmCib2aV7eJhEEQVRKyJEjCIIoJ2SfFFWapEyplcRJwNb9hWBxjnoTBEGczJAj50IgrQ4AkTCCbJFCMEXjlCCY7NOPM6aFaZ+ZLzGczijJkKSAOUogSD3j0fannnUWSg/8A8mvipkoRYchp1eHJKv7fYUHEKjfCpkjstTPe36HVHgASko1rSNxeqRdRMwYWQEEcoA24h1OEb6yCqc4YElVdBsfoYhoKOIGJQgwBcq6jwEABT//DKYoqDHkNgBAabUG8HPXzlzzzHy/8BExS+qkB3Eb0z3lEpGEJKtRRbv2AvEXiSmmdEhj+q0wwmnsLhS9tojP6Odtc1pOYjWWxoaIHtxTIy0RRG4cowCMBPH8xysyRxCxol+/fnqpnXPOOQcTJkwoX4MIgiCIuEGOXKQY09Nc2pkedHlVSdkHJkmQQymXiuwLqSTaOD6iNTuGB83EJq3hq7EfCKipmnJ6dUgJifDVOE3vR0lIgRRyTIIN20A+8g/ko/nq+Kk1nBUXAUEJAPMBElNMD/oWe8uKl4dnyfowr+/i13VJMvQaD5LPvGYNMF8LSYJUWozgIbXcRJXTasBfoy6Cv34DAJC7Xg8FPsjQHHfrGiyRCqTFRpPyaHjdnHAa+TRR0fzYlWzgS1VwKpTaZ0nSymOUAsESPdUUhsLpWnt+/kxmeLh2XpRJ7VRU9dRjvS9B/7A/f8v4nMMWL8eN6sgRsaSwsBDVqlXDv//97/I2hSAIgjgB0GtlgiCIckJbIxfND0Hw/PbbbygoKMBNN92EW2+9FX/99Vd5m0QQBEHEEYrIuSAZU8sMMKOQRRQwSYYcLA2/+eeELExqlVCjCUySwpEuzi6WXhvy8WPhiFxqOpg/GVKaWvdO0SILoSLHTPZDSqgCX+EB9XNKNbVvj6mcuql8ypwhNc2tgLIlwuIUkeGjZR5T3JwigsZ0R1E/lghaUhp8NeqqH48egb9OIyjFqviJTylVi4Vrw9mdi0PE0Do+F63jm4tUTA2pia5pstw+U2qtElSjcaHPSmJqWPlS0L8wWgZDlMsmYmhKpeSOt6ioGvsQpIi6RvTsbBM25uyNU0RO9iHKNXKxt4Wo/FStWhU333wzrrzySvzwww+YNGkS3nnnnfI2iyAIgogT5Mi5oKtKhp6ceMfK0p5LqTOvDeLSKw1rkHw4rjtZxv2aw6apY9o5JkpKNfjTqodTwWQfWGIVXVVRf8APluifldTqYMlp5v6182WKmv4psAkQOHTaNtODtUNapRdFy0hT9QROklMRbdt+9PacsyL74WvRVd23/UcE8/dDTssAoDrKxlRa3kngx+FTJnXxTxvnThe71A+QQ+vCwv2broXs8tW2WyOnd6BAUgyqrNoYerkFv9VWZr6mpjV2WoF643iG+1u0xtKYqms8xtZmFzytu+P7tlvDGCMkWYIURfmBaI4hTn4aN26MJk2aQJIktG/fHvv37y9vkwiCIIg4Qo4cQRBEOSHLMhBFmqQsU2olYeXtt9/G/v37cc899+C3335DvXr1ytskgiAIIo6QI+eCGjFgntIOeRU/YdpgKLKnRRv09+pKEJJyTI+A6KlqhtQ0i5KewR4luRqCqccglR5VNxzYBSmzLliVDPVwX0iEJBRhk4IlalRHi3goQTUqooeGQjZJAd0eU90uPrUx2tQzgVqitj0igQmurcSYOBpnc31EddVE4werqQ9GctMk+I/sRzCjnt6XSQmTFxOBOIrlFOjhz8HawDBHvL2a+Ih2vylBU4RRU3DU++dEalhiFXOEUTHcBwAUqAXvTbXzJMksMhJS+gwNABi+Q0ySw8IpCN2PSjAc+eaiu+ExzJFgu3skouibXT9eo8sEUUEYNGgQJk6ciBtvvBE+nw/Tp08vb5MIgiCIOEKOHEEQRDlBqpWEEwcPHsTAgQPx8MMPo1OnTgCAvLw8TJs2DWvXroXP50P//v1x7733wu/3Izk5Gc8//3yZxoxTFnGZqIg2VRb0tHyaw7hA8xtfKtr8VhQ7jJAj5wZTALBQtAC2davCbVVE4g2mNlwESGKler/hTmRoIQ5LxAeCdVeJKZD2bQEABP7ZCT8AKSlV3ZdUFVLgeDjip61906IinF3ML0EOHLfKuztE4ER1umwRzY2HKJxF5MRO0ENbs+Y0nuNAzmv4glVrhgRitLWHpZAQNKtQKEG9Dp3tWj9jtQHBL4iyRoKMdQylwHGwhJSweaGomjY4Y/yax3B5jHBE2RBFkwT2cSUbTMK4xgEkGfKxfLCEKuoufxIgK/r11e53vmSC10ibaL6dvjtC+08A0SpQkmrlyc+GDRswadIk7Ny507T9jjvuQJ06dbBq1Srk5uZi9OjRmDdvHkaMGBGTcWvUSItJP7EiMzO1vE04Kaho1/Vkg+Y3vtD82kOOnEckpoAxmXvSdVHpE3bEi16EPst+9WHa5AhAr+Nl6jt0HJ86yHyJYHWbAgD8NeqrD8laGyUASZLBkKTbpz3cA2ran5KQHHYsmOrsaftVY2SLwxe2x5u4iG3qaQROnBCnwtjasaZUVy4N1lDs2miTpVZbCDkYUFNPLSP5wse6PGyLnDjLnHkV97BLUQ2h+BIgA/r95eYf6iIkhnk13nOSsY3IDpgFVzThE/1+8qvpwJai5Q7nI7qGxu+H7XfL5rOd3WpbByGjGCLJMqQo1rtFcwxReVi8eDFycnIwceJEU0HvHTt2YO3atVi5ciVSUlLQsGFDjBkzBk8++WTMHLm8vCOuvx/Kis8ne3bQ8vOLEAxG+CKO0JEk9SH4RFzXUxGa3/hS0eZXs6ciQY4cQRBEOSH7ohQ7oYjcSU23bt3Qr18/+P1+kyO3ZcsWZGRkoE6dOvq2xo0bY8+ePTh8+DDS09PLPDZj7i96TjQVzZ7KSEW8ricTNL/xhebXHnLk3JBkqGInfJ008xt+10ic3leoGS/mwBWGkhgzi4to0Q85HPGRlKA5gudLgFIlMzRANUuffCkBFjpGH1MJwnf8iPr/0mIEq9Yyi1UIsEQFDZ+dUi3d5Pn5aJgopVJSApYUS218ubRYTdfT+uDKSKh5gT59XqVgqTkVUosm2UW6lCCkQHHY/sRUd8l/hKM6TJK4uoHMOoYobdQt9c82IsnUOnfaZ0Eapwxmzu013H9C8RFeXMX4r7ZZm28FJodFChwHDNdHLsqDkpJhLvMhydbvFS9ao6eGygALmk6M/45acIjC8WUh+P0xi85FW9ybHLmTmlq1agm3FxUVISUlxbRN+3z06NGYOHIEQRBE5YEcOReY8cEfiH4NjfGB2PTZ3K9lXZdBNVBNbUsI7wPUouJQHQ8m+w39cA/AoodWyRdupwRVZUKjo2Szjs30kXugNToqXuAftPlC6JZ2nDOsqSkC6hxIhidwTZkTQNhBCDlbmoKjsT6fsS/eaWKyz+xs+RJMTrTC1fmTlICpD8Zfb/18w46JxbmFAJcUUqd2jmmbeiPDPBvquLHQGjoIHBzh8fpat3DdO/X+0lJwzY56+AWEoQ6fyzpFU6oxd658GzsVTP14wQkpjEHmkmfd6v0RRDypUqUKjh07ZtqmfU5NpbVkBEEQpxrkyBEEQZQTUpR15GiN3KlJ06ZNUVBQgNzcXNSsWRMA8Oeff6Ju3bpIS6tY6zYIgiCI+EOOnBvGulYGIq1TpffhpJYnEtbQI1wyF10x1w3TInYWu4wRIS7KZIrQaOcZUjXU0xK5iJb9yfF10+wVPfVNkUY3OYEXORjQI2FysDQUQQrZKfvVuQhFLCUlACUxFXIodRQA4EuEElJNDDLA50sQ1psDDJFGPfVPkAprOE46fgTwJYJp6Yw2EVdTFFBwj0U8RzzGyJwH1Ue3hEHXSJzdZ9F9aYiCMkPap20/xgh1GdQrhcMIavbJkgTFcL3kOEThJFkGSOyE8MgZZ5yB9u3b49FHH8X06dORn5+P2bNn45prrilv0+KGL/SiQ1EYFIUWyRAEQRghRy5S+BRJQ+pW5EWIuQdDkbNolGPn19gZ/rVLpdT3KwHVKdQcEbsHZ34tklOBZqc1bDa4tTNt5+dDCZjl7wPHIWnr/jQVTi7VEiFHDwGEyi8kh/uSZGg6iZYrZ5MKaT0fzjELOY7y8SIoKX6rI6Ifp4TXPepYUzFN9nhZI2dzD5ocRtjfN3aFttU1m+a5sKyBNKWSSuHjTAdxn4MloQFkwJcA36E9+udAtXpm+0JFzY3nYClXoL1A4F88eHDojM6cJFlNjQeSTwZ8Li9J7I4jTklycnIwffp0XHTRRZBlGQMGDMCYMWPK26yYU6tqEoIKQ3q6+nIxEFRwqOAoOXMEQRAGyJEjCIIoJ6QoVSvJkTt12Lx5s+lzzZo1kZOTU07WnDjSU/zwyRJuf2cjAOC5Qe0gyxI5cgRBEAbIkYsELrUPMKQQ8uISNjXmLHWyQgj7NUZgmGLNazOkY9qKgRjETIztpdBnU8TOGHUTBaL4mmbGsWCT7uamTik4F+HxkqymSRrPM1ACya9GdFSxl3BkQxcm0dr7EiCVFIElqoIA0tF8+AsPoLROMwCAX/YDTLZEkiIucB46XklOA/Mn2afkKkH4c7epgiwAAtUbQQoGwBLUiCH8Ser1MSphGudINI8uqZOiqKo5YmuIEkbjXITSWwFA8iWYVDI1+8wHSHqE1DUVk7sO2rnwkXFLG7v+dBscxHskySJ2QhDEiWXr/sLyNoEgCKLCQo5cBOjKfUb0Asmy2ZlxeMDUtkuwOobG/UySw91IEoxKkkz2C1PtLG6H0R6jfDqXaueWema3Xotx52/fgbMCodAGfs2gQaWSyX7IpccQTE4LfeZKLUiSeX5lPyQAvoK/1Y/Hi1C64w/IVVWZ79L00+ALHoekpQaG5tfOMbJ10LTjEzkFOe78/bt/QfDAbvhq1dftYTt/ha9aDQBA8LSzVRVOw3gSNx/C8hc22K3PNM4PAN2x1O+P0DGKcf0gDGmVdmsyNQVRfk2bXqA+CDDoqqF6OYnQGk0lpZq1ALjsA2OytR/j2KaaDlZHzlYZ1Ob+11Uq4xQEkGUZjNbIEQRBEAQRBeTIEQRBlBOUWkkQBEEQRLSQI+cVSQZjcFWxs4hI2L3pD6VZaqmZosicJcpiSH2TtBpfTuOYojDOqWVexFpMUTktQmZKRbOxwdCej+AoH6lrPeR+t1kiKJISMKT6CcRZjPtFhKKe+viGCKZy5CBYoBTygW3q+Gm14c/djmC1umrzZC4ixNfLk5RwuqeGk8CGdj6hfpSMepCrVgdKjwMAtk+fjOKCo6jZ+kwAQK1hd0BJqQaGRFNXUkBtr0ZrfYY6b+Lr5yg+Y5gf7f7j6+oZUzt5cROtFqHWHrLPVC9PS98FQqm3gKrmCYAlVDEL7oQURpWUaurHkOqoVKy2V6pkmlOD9fveqrxqPG9jxNgu3VmzzykqHa+yceTIEQRBEAQRLeTIEQRBlBOSFGX5gbKWpSAIgiAIotJDjpwLEdXxEomPODU3iJ9Y6q7pBpjrgBnFPngpdr2d4Tg9Qmhjg6ikgWabaXxj3/z/RfYabRbtCyGnZQAAfIf3IVitnml8JvvVqA4A3/++hdKwFZRUdQ2ZpATA/MnhiIpWLYGp7eXSY6q0fag8gaLVx9P+bdQa8uGDYEG1PZN96rozrTyBJouviZ5oYiDGNXRQIAWKw6fnTw5HhUSlEwxzwPxJkEuP4vj6FQCAKnVrQAkqUErUdoGfvoLvnN5AQqi9LxGSEoBvz2/q+dQ8Q41SGYimBEa47AAXmZMk+xIVACQlCCb7TPXzjOvwpFCpAGMcUzp2KDxsqG9TOQpfgh4B1KOxPr/ezireIwmjcOoBWmTcHDHWv28e5omvLedZ+CYCKCJHEARBEES0kCPngtGhkUPpbAAQjEYC2UlFz65GGPdwqgkjWBwt/njOiRI5lq4PswIbdfEN3jYXxUqLyIR2rF91tOTcvxBMr2u2L1iK3GcmAwBWz/4G9ZrXQMdnpwAAAs3ONzkavkAxLMW/tBpzAOTjR9R0Pq0+txIACwahHD6o7g+WIpjZIOzA8fPFOWISVGfETXVRdwOUICD7dIdOCpYi+Pf/sO2D/wIAmtzYF6mn7UJiNVW8RTlSgITjRxDUHJvQ9WTHitT9m1ZCbnk+gmm1hfPq9dqGHSNetdQ+5VfD6Njoabe6Kqo5LVMKloIlVrGIm/C262IroZRVFrqGUuA4WIJBZVUOHxMexMW5MYrXcPMjwT29kiAIgiAIoiJRKRy5YDCIYcOGoX79+pgxYwYAYNmyZZg9ezZ27dqFjIwMXHXVVRgzZgzkkKNz6aWXYs+ePfpnAFi0aBEaN25cLudAEATBQxE5giAIgiCipVI4crNmzcL69etRv74q1b5p0ybcc889ePbZZ3HBBRdg+/btuPXWW1GlShXcfPPNKCwsxPbt2/HFF1/ox0SNQUxDksJv8X2yz5skuc0bfmHqpV1UTnCMMI1OFJXT25vl4u3KCZj61/rkx4AhgqENFWlKXwg5NVQ+ILOeabtUegzS8SIopWrUpnHn+jiytxCF61YCAFKadjbZo567T0+1U+Xyw+coBUtNETsmyfA3bo1gSqZ+vCawAUBcfoCfX8bCIiyhiJslIsaLsYT2+woP4OC671C1QU212bEiJFZLg6+GGpX01TgNOLQfUnJI/EMJQN61Ccd+XQcAOLLzH9Spd6aeXslC58tjsd8GU0pjyG6JKXrUk8l+c+qwllZpjLpqUb3QeRrnn/mTrGm2oTnjxzXZpF1PLVpoF2XmxU0MKZ/2J228gxXzPW1TqiHW6ZWyTwYjR44gCIIgiCio8I7c6tWrsXz5cvTu3Vvftnv3bgwaNAg9evQAADRu3Bi9evXCunXrcPPNN2PTpk3IyMgouxPHE1Ly0+FVCnn4Gm/G9Tacip5JPU9v7/ywpjtbcHfM+AdQUQFx3lFhxvQ3pqgPvnzhcj5VLcLUNKXd5eq/Wn9a6mHJUTBfAk67+loAQPWW67Fl0SqkdVPvg0DIUVA0lcXAcSBYEk7F49d3yb5Q7bLQSL4EBKqfEVadVIJqAW/DeTEpIfw5WBpOuxThdi8AJschsO8v5P++A7XaZQEADv68GTU7nQNWoq65U44ehr9OI8iFuQCAYGYDFG9ag9yf/1T3l5ZCOZQH1AvPe8SOtdGRChwHJBn+HRvC5paWQqp+mmpvzbPMayhDipR2qYqe7gdJMjjizNyeKWYVTNmnr7sDrC8y3NaaWuZDkmGr5Go6zjCrUb6scOxflqITO5GpUDlBEARBnOpU6Ne6eXl5mDp1Kp5++mmkpKTo2/v06YPJkyfrn4uLi/H111+jZcuWAIBffvkFKSkpGDx4MDp16oSrrroKX3311Qm3nyAIwgnJJ0f9QxAEQRDEqU2FjcgpioKJEydi+PDhaN68uW27wsJC3H777UhOTsawYcMAAJIkITs7G3feeSfq1auHzz77DOPHj8f8+fPRtm3bshlmVDEE3AU/nBCoOupiInaRDG68iFQ1BVEJS5QwhGaJFtmSg6UwRjBM9eQiHBMQRxDl0mOGfplaR6ymGlUtPbISp3XKQmD/bgCAL7M+lCqZep0xllQVcvFh+A+oEavSumcDxnRD3g6tHl/JUfXfwHEoabXNkSTD/DDZB1mSdBEOO6wRytD8Sj6AMT2FUTmwG8HSAALFal24hNRkHNr0G1JqqamSScmpKNn2KxLPUl9OyNt/QNHuAziwST3/wLEAzhhdIxzJDBzXo1jGeTZhjAAHS9X7rTgUAUxOR8I/f6B0387Q/NZGIG8fpLy96md/IoJpdfRUUlMNQ8G8aucuijRr9qmqpAG9LSQZUukxs72c+qQxkswQnm9hRFqUGusEL+bDmxyPiBytkSMIgiAIIkoqrCP38ssvIzExEUOGDLFts23bNtx2222oUaMG3nzzTVStWhUAMGLECFO7/v37Y+nSpVi2bFnkjpwxldCUZsUs8uoWXNa82R4D2JcL0O2yrhmKFF6R0PQ5VPxcS960PLi7jK2nvvEOn03KncVBkn1giVVQvOJNAEDuz1txaEc+9ny3GQCQkPoWTuvcAmk3TND7ZT4/WGKqxQ4gNJ8sXKBau66+I/vVj0yBXHpUTbc0nK/RuVW3cWuvnOZfkk2Oh1bMGwD8p52JqvV/Q0KqGmlOTEvF4b/2wpesqlImHM5DsOgISvftAgBU6XE1Sg4fxcEt+Wp3PglISTc5VlKwxHCPKubxYXZEpJKjYIlVdPt9h/cimLcPJXt2qOOXFENOy0RQc+T2bYNUJVOckqtPUDj1mEkyICfY3s+WtWhMLb6uq1ryNnPlDXQnzXhOxn5FWF6cGFKF+fuRcwz5sQiCIAiCIMqbCuvILVmyBPv370eHDh0AqOmTALBixQqsX78e//3vf3HnnXfiuuuuw1133QW/P3wqc+fORYsWLdC5c2d9W0lJCZKSzA+JBEEQ5QkVBCcIgiAIIloqrCP32WefmT5PmjQJADBjxgz8+OOPGDt2LB588EFcc801lmP37t2LhQsX4pVXXsFpp52GDz74ABs3bsS//vWvyA0xPTApXFROsUYaPD5gCRXwOBU9d3sEnyPAWPCYN0WxiKNIanqg4VjR+Hapb5aC5uCiHrJPbR8SFGGSDPnIP9j77c8AgP2/7EOgOIDjh9WoVklhKf5eswcXNmmqHt75KsCXiGBmA70/IJwCy2S/SXVUi1axRDUiJh07BAQNXwdDPTTzeWlXnK8zF1KtNNROM6ZmSkpQVZbU+mvWBfUyayGYfwAAEDyUh6qlASTWqK52d6xIFUPpor7ICGQ2Qr1bxqJuPzX1UU7LQCCzoT4ekyS1bp7Bbqn0mEmch/mT9YiXUiUTCJaCpWQAABIKc3Fs2ya9rf+0MxHYux0leXnqsaW/wn9mO2exHz5iy2NKlVSvvW3B+mBp6J4xqMbKLhE3wfdR3yUcRyDuYxd1s4iyxEZsRPL5ICkehHJ4fFEcQxAEQRDESUWFdeSceOmllxAIBPDII4/gkUce0be3b98er776Ku655x7IsowbbrgBR44cQZMmTTBnzhycfvrpEY9lkpM3Kt3ZyJCblPTKsn6NV4gUKEbGEr6Wtqw5IFrmmcCxkyC7prIZVSDdSitIkuFBXwlAqZKJRjcOBAAkfrgUu7/fhr+3FQAADhwPom6yD3Jqunq8L0E8R/yaRv1BXP1HSa0RHi+5WnjtnKw6f6bzC63r0s/HeM1kXzjdFbA4yEzyqbOl7U9IQaBWY/0LKKemwZdZC3KKmhp6/PcNSD/zNPjOCal0+pMQrFYXqKaWJwj6Ek3zmZD7J5SqtUypifL2H7D/4yXqeZYGUPfWO1BaM1RHkclqOqvmjIXSPpPPPkdtX1iAv95fhtIi1bHOzKqPuk1+RrDJeaHjFfWrYJxvo3KmJJlUVXXVU4QdeylU8gGA+T7R/s8VFfe0htTw4kBYnsAwjqlvN0RpmTFA8smAEsXLGFojRxAEQRCnPJXGkdMKgQOqI+dEYmIipkyZgilTpsTbLIIgiKghR44gCIIgiGipNI5cuWF4k29Ku7KLjjEu4sD1Y+neqf6Wy1t/UXqmSYXSLWpgEPNgkmSKyklS6Hhmbm9UETSmW/LFofU+9f6tdfNEURU94iXJkEqPA2epEaJ641uhwYhDaPXtJwCA3St/RKNenYDWF3Md2KS+adE60/woYAlqamUwJVNVweRVRI2RPGPqJDMXELeKufhMZjAWUgKVE8LbUzIgZTYEAMjFh+CrchyB3VvVz2kZqHrepQgmqwXT5WCpKXUSCEWsmNpfMKMBmC8xfP2Xz0Hez7/j0J+qymVJUSnq5u2GnNlIbS8nwGe4JsqRAkj+RD0ieHj9d8j7Iw+Lv1ePz6q6Ddc3ro/Exh3V/rW6fFqKqewLqY2ExUOcBEKYzX49Ai77wOCzCAwZcyMtET8n7PbzqcHaZtv2sY2KS3J0a+SiOoYgCIIgiJMKehogCII4RTh48CB69eqF77//Xt/2008/4dprr0W7du3Qs2dPLFy4sBwtJAiCIAjCKxSRixSbyJpFKEGwJswoLqIeI9mKM6gHcHsF/ZUZXR5e1qNyxn16HTCLqIlkOR+n85UYM60zEq5xMohbsMQqao230Jo1JTEVSmIqkvqOBACc1U+r8xauOyc8Nxv7GLdGC8lpZiEPqAIl2hqyoC9BXeNmiLxJStA2QsNfGzVYZY6WMklCMLRGj/kTIe/8Wd8vnzcAAdkfLi+grb8zRATVfkIRNX8SJMZC9f6Av7/4DvlbDqBqPTWil5iagJI/NiChjrpGrjS9HnxMgaSE+qlRH9Lev1C65y/1fEtL4U/x45yMZADAytyjuOCbn3FWb7X8gZJWGxIrNQRsfabyABHXXOPKVLBQ9NGytpGLeDtF4vjraan5yNdRNFwzU6kDhCLyxvFjxIlMrdywYQMmTZqEnTt36tsOHTqEkSNH4rbbbsPAgQOxbt06jB07Fs2aNUPr1q0jt4sgCIIgiBMGOXIRIFK1Y7xzoH9QzOIMQOjhUytsLJmON6k7AkInjn+4FOHo3LnUfnM61lpXi5mPEfVrOF/PaPPiSwASqwAhFUtR3/AwH0aszqi5Rpyplp0kqecUDNVZ09pozoFW+FqyUQ/k65wJ7DU5DompCJ7ZIXx8SDzFmMqpC6oAFlFTiTHIJUWmc8o4qwZ8yar4SbD4OHw16uqOoZ+7vYJVayKhfmME9m7Xt1VvUgP1Op0FAKj13o8o3HsEcsEedfi02qFxQ45XsFRNh3QSEAkV/daOcxUDMtWNC5p38U4cn1KrmNuHc1y59F4YUoO1MbV23MsY0/c7RkiyFN16NzkySxYvXoycnBxMnDgREyZM0LcvX74cGRkZuPHGGwEAnTt3Rr9+/bBgwQJy5AiCIAiigkOplQRBEOWEJMtR/0RCt27d8Pnnn+Oyyy4zbd+yZQuysrJM25o0aYI//vijzOdGEARBEER8oYhctPCpk6Fol11dLF34xCAWIkQKi0VEbIMXuBQ2x7748gHccZZUUsFYxrpybnbp6Wtal/4kPYIEJahGw3R5fy3C5Zx+atpljAJx86BH2kzzHzRHnHQJfVjH5uTuRSI2xhIMlkgsYIq4McF1YsY6ceAiTkyBVHwErEomACCjaUPs37AZyTWqAQAKtv6DY9u2IK2ZGvVjiVXUqGco4oiEZLAGLSAfPRw6nW2o3vJMZF6mln/wJc9VjwuVP2CyHxKOm6NqStAlVdjhHtDmhk+x1OZJCs29/r3hyoBox/ORObeSF1xdSN1UbXzO9tgUHQgjyT5rPT4vhI4pLCw0bU5MTERiYqKlea1atYTdFBUVISUlxbQtOTkZR48ejdwmgiAIgiBOKOTIuWBZZ6PvMKc66gqNjqmLiqUuGUyORRTrb/iUzAgxrYFzsJ1Pg7NNbTMdFNSLcHuq2SUJ6tLpD/JyqFacfdFpR0fK5piwg6qpWoodXYkp5k2cQ6ivudM+i87XsObLNK7ep9UNMjrQ5mLjIYlRQ907MAVSoBgAkNbuXFRtkY2ERmq0pWanjSj5Zy+kkmMWm7QOWEIy/HXPAAAkpG5Cas+rEUhTHYCaYx+AVFqsr+nTz1FzQpii2qKlNPLOidcXE/y5e1GK1fo3vozgHT7BSwovNpkcughTeT1RRkeue/fuKCoq0jePGzcO48eP99xNSkoKjhw5YtpWXFyM1NTUyG0iCIIgCOKEQo4cQRBEJWXlypWmz6JonBNZWVn49ttvTdu2bt2Kpk2bltk2giAIgiDiC62RixItGsckySBcIulv7S1CDgaVQVGaorpTIOBhiXwp1m22Riqu7ZnIVhs024XRLpf6Wo4RMj5FVRD50Oxksl+NBLnYLKxRp0Vt7OwX2MEMP6pqZCiCYhTPsJsTwHR/6KmZdgqbWi2+UOROcrp2WgRR2x9S2JQCJZACJfDVawKpdU8EqjdCoHojyGmZ8CUnonDlUhSuXArp2CGAsfB8hsYordUEpbWaILl5GwTTaun9gSlgSVX18ZgkodSXhFLJj1LJr6Z9hqKSkmaPg9CNMbXU7scU5dP6M94fWnqrx3Rk4/0jjJga+o3ke1EmtDpy0fwAqFq1quknUkeuV69eyM3Nxbx581BaWoo1a9bgo48+wtVXXx2PsyUIgiAIIoZQRM4rLimM2nO1LVzqoipHH97mnrqomNeP2TiKnnFJpfTch3F8D85cvB6OI+7XwbEFQvMvSbo8Pws5cab0TS7t1qRqqq9l4zDOkSmtUrzmzni8pSC9JJtexSjJ6bpNgRpnIJhQRd/nz+4JfzCIpEw1VVJPkdTKG4T61wqk+xtkISj7AUVNxZRKjoElhR1stUB5guEUwk6ofj4cjtfIzlk1nLv6yWfuS7tefJkCwOSc263VNJXHMCJaE2dK3YxNGQLJ5wNYFKmVviiOEZCZmYnXXnsNjzzyCHJyclC9enXcd999OO+882LSP0EQBEEQ8YMcOYIgiPKijGvkomHz5s2mz9nZ2XjnnXei7o8gThS+UKkORWFQlFhLDxEEQVQ+yJGLBMagiSfoEbUQomCURXzDGAUTqRiKomSmSEG4vaienSjiZREz4dMHvSIYzzyQtcZemXGIGvKqj16ifV7bGMc3RnLU1Dyfc3vRdgNy0cHQCShgKdVUARcAUvERwOeHkpRmam+5h4wqllxdOyWxCuTA8dBOBkkCfMdVVUP52CGg6TkIptXRx7dEpwxiMsHUGpCL8vQC5NLxIqD0KILpp4UOD0KSZEg2AjNhlVbDfEnhAtySpc4bd6018R/GteH/b4wAGqPCLqmRjPvC8p/Vc2DWcWJ9j8tylI4cZcUTpw61qiYhqDCkp6sZA4GggkMFR8mZIwjilIccOa/oMudhNTyjHL6X9TnCh3tDCl4s/yTxY+lOjE3qG/8ga1cegTk4gsIHZ6cH30gcSQ+ppEJHzUblUrROUXiNtIdszVHWUvtYaJ+xOe+YG/sPzb2SWh0A4DuyH9LRfARDhbV9x/LBZIMjJ8mQlIDQYTb1r2+XTNdMUgKQS44CIUdPLsoDS0qFr/AAAEBJTFVLDhjOD6Gi4gDAEqpAkf1AoCTUvWoPSlVVTCRVNamwenLimQLJ6SY3nJOeVho6gD9MdwhhmGfueFH/xvvctVY9N6eqOeJU6GiRDOvdIoIcOcKB3NxcXHrppVi3bl15mxIT0lP88MkSbn9nIwDguUHtIMsSOXIEQZzykCNHEARBECcRTz31FEpLS8vbjJizdX+heyOCIIhTCHLk3OAVI3VkONZJE0SGTOIVXlO0XARE9GZ2aYN24hNcBENiTJhexkeswgfI4vYmm5h5XJvomC2xTmMT4RZV5FM4tbptkgwG+7pzen+GtDkJsn6fBKrVg3z8COSj+fq4zJ9s7s+ohmkn2mFMZwyW6GEmPboYGi+Yvx9QFLBmXUJ2he5XLcXRqMIJqPXoJBnwJ+rbmewDfOb73JjaaYlI2qT56nMjSn80RtUA/fulqboY2zMmEJOxIxQRlfR+JK9fLXF3sbo3JR8gR9GXFBuxE+LkY/Xq1cjMzET16tXL2xSCIAgizlB+DkEQRHmhiZ1E80MQHCUlJXjppZcwbty48jaFIAiCOAFQRM4NXpRBg5kjBdp6OVPEwPDKX4KsR+XUzwAf7eMFVJwk3MW13CIsKeA1KufUhc0SBUkKRT14if1o8XBefHSHl+8HrGucTJ9Fght24xqiO7Z28tEjLaqF0Fz7k/WInHy8CKWZjcwRLlOpgtC1sotw6ms4DeIv/iT9/i1a/x0S0qsgMUuVlZeCJYDst95veqQuAKm0GMwQgWOyP7w/ZGNY9p9bOyaFyinYrVm0uxf4+dbbmc+fv+9s16DyfelrUsOROcC6JtTyPYj0u+URSZYBRmvkiNgwZ84cDBo0CKmpqeVtCkEQBHECIEfOBfUBz0H4QxfNACCHU72iFUMoU8qWSLiDE/hwEwOxq6fl+gDOm+JWV8/2wAjH8SAyA9iLVDDeMXJUOhQ4Uh7tlCRACpSaVS8lSa/bxg79E05PBKz9ilIpHe4VLW1R8auqmGn9hgC+RCiG/s3nriqy6iqaAKAcC6tLyj7An6g6h5odontFd+QETpzhPOzquhkdUf44oUqs3YsE7V53cRhNYinG422SFWJeB1H2RecgUkSOELB69Wp8//33eOutt3DgwAGMGjUKL7/8cnmbRRAEQcQJcuQIgiDKC1lGVAXBKSJHCFiwYIH+/549e5ITRxAEcZJDjlyUCCMKxjpzSsCchmYXaYgQT+ljofFENeUkLmpnwjatDZ4iT2WKwHnd7mqE+JyijqRoESR+O1++wKZ/PaIVSjX0H9mvHpaQDCb7wUJiIsHTmpv7kX2mdEG7+oCm1EP1QJPt2jUJVD8Dcumx8HzIfnNUR1TWwJcASatLB59qrzHCyZSwaIoWnQz1aZcC7BiJE6WN2pRbkLhUUh4+GhdOoTT2odiX/LCJtsa8ViJBOHDw4EEMHDgQDz/8MDp16gQAyMvLw7Rp07B27Vr4fD70798f9957L/x+85/zL7/8MqoxyyICdKKpTLaWF3ppTZqruEDzG18q2vxWFDuMxNyR27NnT0Tt69WrF2sTYgpfAFpHqPDIwNeZszzQ2j0IammakThXxmaiFEjBQzRftNlyvN3YLo6Q680d4wdgt+LeljpjXmyIxNkTpDqa1kQypq6jC60hY7IfzJcIlljF0CasKunL/xvBtNpgyWmhvmT9OPOJ2aljGoqDA2GHKnQ7SoCaNml0LJ3yXyUZSEi2pnIa7y+JW/8o6MtS0NzmPCxOld2aNO7+9uoo6o4fd90c68Lx30dJjmmtRwCQfD7Y5oc64aPUypOdDRs2YNKkSdi5c6dp+x133IE6depg1apVyM3NxejRozFv3jyMGDEiJuPWqJEWk37iTWYmrQOMhMpyXSsrNL/xhebXnpg7cj179oTkwWVljEGWZfz222+xNoEgCKJyQGInhIDFixcjJycHEydOxIQJE/TtO3bswNq1a7Fy5UqkpKSgYcOGGDNmDJ588smYOXJ5eUdsRaxihc8nl9kRy88vQjBIEXI3JEl9CD4R1/VUhOY3vlS0+dXsqUjE3JFLSUnB0qVLXdsxxtCvX79YDx97uFQx0xt9owoeUxBOb4OeZmmOQjhEQLi3/55U+GATSdD6iwC3CJelT00YhY9C6XZZz9NtDNvoisgUByENczuDKqGd4qOwf07NULvWfJTSq9iJdqwxMms8XqvRFhpPb8+lFjreE5IM/R4MRQPlUESPyT5dWVVtK4W22/wK0CJVCcn6Z8f7QyTawQvLiEzmIn6eU2AF0Th+vxC7FFi7sfkU1riInUTx14nETk5qunXrhn79+sHv95scuS1btiAjIwN16tTRtzVu3Bh79uzB4cOHkZ6eXuaxTYklFZzKYmdFoDJd18oIzW98ofm1J+aO3LXXXov69et7blvRsX3Q1TCsobKWFBDcdU56/YhsLZewVEGs1/A4OYqmtDnzeVnULyE4NwdJ94jXtOkOj9hRtpRCsDneeqBHZ8HueIMjJjEFCJSon0MpllJQ/RzIbGieD6aqPtqmJorMkczlFpjo+hjnx/jiQPaF1/OJkP2O18t6P0TglJ1IePsNjprRZov9ESiURoJEjhwhoFatWsLtRUVFSElJMW3TPh89ejQmjhxBEARReYi5IzdlypS4tCUIgjjpkOTo0iQropNMxJ0qVarg2LFjpm3aZ6odRxAEcepBqpUuaBEexgAZjIu4RfiWPgLxEHVsQXplBHXWRBEcW/VD7v8W8RShgTZFsSPBQWVT2I4bX6RMGAv44ugiUQzTfCGk/WEnVhOKrrEqmeHjlQDA/Pp+HuFY3D1kN2euqafcfWQXQdXLtWkql7odggifpQPn74fo/pQi/I7wY0WSnisawzHVM05ROYLwStOmTVFQUIDc3FzUrFkTAPDnn3+ibt26SEurWOs2CIIgiPgTc0du8uTJrm0ee+yxWA8bN4KK+sAqS1IoPU/dzj/Ye5Il97AGzVJQ3M2hEqUrOrTn7baz33NqnI1jKVxj5kQ0D8gRHOOYVgkIH9JFxxjnz03pUwqW6ilw2vo0PlVXK7CtO+1GP8bOiRfYI8RGuRRQ04CN9jNJUp1y4/WUAcYM91NQsU/pi2R9ZYwwveiw3H8uKqs2Lznc1yDGFkmOUrWSUitPSc444wy0b98ejz76KKZPn478/HzMnj0b11xzTXmbRhAEQZQDMX8ySU1NxeLFi3H06NFYd00QBHFyIcuqUxbxD0UGT1VycnIQCARw0UUX4brrrsP555+PMWPGlLdZBEEQRDkQ84jcfffdh4KCAmRkZOC+++6LdfcVB02t0li7iynRy+o4KVp67cIo6BGqeWUXYeAjbqJoRKQqghUt7cw1CscjOocoRWQkppivpxIEJKbWcgMgB44DjIHJ4cgrk2S9rpyadukhOmSXaimJ66xpqMW9rQIwTvUO1fshQTshx9TOaAtnRyLuwrf3glOf5VLsW5YRXUSuYn3XiPixefNm0+eaNWsiJyennKypOPh86ndAURgUheTsCII4NYnL08DUqVOxdOlSHDx4MCb9BYNBDBkyBJMmTdK3/fTTT7j22mvRrl079OzZEwsXLjQds3jxYvTq1Qtt27bFVVddhY0bN8bEFoIgiFgh+XxR/xDEqUitqkkIKgzp6SnIzExFtYwqkOXYrY8mCIKoTMTFkcvMzMSXX36JatWqxaS/WbNmYf369frnQ4cOYeTIkRgwYADWrVuHRx55BI899hh+/vlnAMD333+Phx56CDNmzMC6devQv39/jB492qL25QVZkiBLkjhYxkLiJ3x9MS9IEicFH/p/qC+Jj6a4RB50UZbQWj7tGNu1XF7NtInqCLcL1x0Z7BF8FrWNVrREYsz0o9sUybWxaR+paAbja8z5EoBQBExiTF0rJ6klBtTrJDjnSCKK2rWWfeoP3x9TACXocD2Zbrcpqqfdp5IM5k/S96sRvQjuqyjuQeZy/0qi74lxPOOPx7H4beYNUX7XnYgqrdJHa+SIU5b0FD98soTb39mI29/ZCL9PJkeOIIhTlpg7cloUrkqVKvC5vDX2ErFbvXo1li9fjt69e+vbli9fjoyMDNx4443w+/3o3Lkz+vXrhwULFgAAFi5ciMsvvxzt27dHQkIChg0bhszMTHzyyScRn4/+HMuYtc6WlkppfODWD+AcNbcB4oyXh263Yt2iB2e7h2k+Zc8ofsIrQhqPMTlhkSB6uOYVRiN5EHdp78V50Jwds/MTclZln70SJ+/Ae712orpx+jm4pO46vUCQ1HVcjHeOjHYJ7LQUQef32Z2D0w/X3up4Os+X6XpwxwtVWw32mu718kjDJAhCZ+v+QmzdX1jeZhAEQZQrMXfkLr744pi1zcvLw9SpU/H000+biqBu2bIFWVlZprZNmjTBH3/8AQDYunWr436CIIgKAUXkCIIgCIKIkpiLnZSUlHgqQaC1tUNRFEycOBHDhw9H8+bNTfuKiopMjh0AJCcn60qZbvsjQYvC2aUXhmNHUfrEkaan8XWutP+Dj1aEhCwcxDqcIhBRYyMHbx1bEHWLJMohkNZ3ElyxKxdhWxfONZWVKw8BTmzGzma+D000B1xUiCnhKBgASyzNZp6NkThzZE1LvZUN+znzHFJ5befDJfrlFUsqqr7dWMvP4X6WZHF7/vvCRxGjFD+JlTCKRGInBEEQBEFEScwduX79+sWk7csvv4zExEQMGTLEsi8lJQVHjhwxbSsuLkZqaqq+v7i42LI/MzMTkWJSpQTE6WNweBQzPThK4TTMSFUqvThIBkcm0vRE7SE3orp4Nn3EAtdi5oJ0TkvxZkE/dp+1c5e443hlTzvEa9xc5tDhfPR6c5qDov3fcB84rVG0S/9zva7cfWZxfLwcaxiLLyxvnFfTfhcnTvtsqktouf723yfb89bud+57rn+O1QsOOyRfdO+AJIrIEQRBEMSpTswduVgV+16yZAn279+PDh06AIDumK1YsQL33HMPvv32W1P7rVu3omnTpgCApk2bYsuWLZb93bt3j4ltBEEQMUGSEJUndwLW1RIEQRAEUbGpsPk5n332GX744QesX78e69evR9++fdG3b1+sX78evXr1Qm5uLubNm4fS0lKsWbMGH330Ea6++moAwDXXXIOPPvoIa9asQWlpKebNm4e8vDz06tUrckM0MROXCJedGIi1ISeEEivhBGNKnk1/fHSpTNEzD+IhQhXJMuB5jh2wFbswRKA8zYtAXERSgpCUQPhHFBFTguF03cBx+A7tge/QHghrshmvV0iJUlOl1MVUQj9hO2zESrxea24uTOItRueBv98METen2oVG3Oa5LPeOllbpqGpptN/4f0NUkr8f3JQ0IzfUg8CLB+EXgiAIgiBOPWIekTsRZGZm4rXXXsMjjzyCnJwcVK9eHffddx/OO+88AEDnzp3xwAMP4MEHH8Q///yDJk2a4JVXXkFGRkZM7RAp23mWqY/WeeMeMj23h4d0RYN9TsXEbccxpPvpqYAR2GdMlxMVKHc8XnQeIschhg/AplQ/OzVDQ6qq6ZyYKudv69zwjhO4dwna2MaURZEDJ7DF+ZzMqZTCMgYC+NRcz/DtbefPxpnjnGkvdgI29zevPmtsT44TQRAEQRAVjErjyM2YMcP0OTs7G++8845t+yuuuAJXXHFFvM0iCIKImqgdRHIsCYIgCOKUp9I4cuWGXURCkgGfDBhqy1nENpwetviIkVt7T7ZGs9bGWXXQUSTCTTUy0nNySL1zE6uw7dItwqT3zyznJHzI1tMOzf2Ea6ZpYhySOTVSO05LgwzNjZJSzfQ53D6kMumSVWhSueRwmz+n8zPaoB7PxNfb2JfTtRBFtpzGdzgvOxuEuw0RUdMw2vXix9POWRBtjwsnoSM3a9asiNqPGzcuTpYQBEEQxMlN3Bw5RVHw2WefYefOnQgEzIpwlekPN7/+SN+uOTl2ogOST5iqFTVeUzaNOKRVekkDdX145Z02Uf92qY9e4FItPbW3OT5SnNar6ZtEzo3REWCKuWyAYc4lJQAm+6EkqkqrUrAUzJcQ7gZmp1PvVk/lDP1jdAwhuGaGVFnjfju1SKuDaigs7oTFIRKpUHpQwHQZx+2etD8vTp1SuG6OV8l0eJERK8dOkgBrcQmPx1VMZs+ejfbt23tq+8MPP1SqvwdExcTnU7/fisKgKGVfj00QBFFZiJsj98ADD2Dp0qVo1qwZEhIMD6gV+AGEIAjihCLLiKaMXEWOyCUlJeHf//63p7bt2rWLszXEyUytqkkIKgzp6Wrd2EBQwaGCo+TMEQRxyhA3R+7TTz/FokWL0Lhx43gNccJxT0Xj3+B7iGJ4UJgEHEQXKsoDnXYukUbgnMRfokg3tS0gDWu0SW8TBcLjRBFKToBEMswPL1CiRemMyNpTvuKgvGj4P7Pbr5nlmErLzR3fl1MUyi7t0iZCFhO4uTWrj2piJTYCKB7skZzu5xidz8m4Ru7NN9+MS1uC4ElP8cMnS7j9nY0AgOcGtYMsS+TIEQRxyhA3Ry4tLQ1nnnlmvLonCIIgKiDZ2dlxaUsQdmzdX1jeJhAEQZQLcXut27dvX7z22mvx6v6EwdcEM9YxM9Uik/0w1fbyKnXvsZ1F2t2juIR7x+Gog0XuXhLXXBPWYTPaZCMw4YjTminT2kTJ8cdsfwRpvKFxIqpRZxdFNInYGGoQ8uI2ls/mt8iSEnS2S7jOSxbfGy7R5GiIpK6f67XwsDbOth6cIRqn3wv8C3k3G43zxn/X4gk3LtWRIwiCIAjCKzGPyPXs2ROSJCEQCOCff/7Byy+/jPT0dFObL774ItbDVjxEqWhOD19RPpgJU8jKgN4f7+NHqQ7oeLyTs+E2Hp/5J/AT+DkxftZrwNmJhNgObCMgY6uq6VyHTU+l1P6NQC3RmPoX6xp5YQMd6rEZUl+9FPd27d/B2RIKjwgcLsmoGsq1tTjOxv65lFZRTcC4OHcnYWpl69atUVpa6tjm999/P0HWEBUJWZYgy5IuTkIQBEGUjZg7cuPHj491lwRBECcnJ6Ej98Ybb+CWW27BbbfdhhYtWpS3OUQFQZYlVMuoAj85cQRBEDEj5o7clVdeCQCYO3cubrnlFsv+Z599NtZDVkhYqI5YrDQ6LeUCQtEQS6SjDLLoEmPh+mVaxErf6S7l76WkgYlIbOWETyRJjcrZVn+wmxc9csiEESC7yCIv3y+03y1MyBvMpcpapP9hiDiJbJX95oiicf65/rT5MInmmCJqdhPpIEZj11ZrH4PUX+P9xEflLPeaYEw9wqwEzcfbRBJNc3wCnCXVvijGqcDqv+3atcOUKVOwaNEiDBs2rLzNISoIsizB75Nx+zsb0SAzBRP7NI/LOFSKgCCIU4mYOnIHDx7En3/+CQB4/vnn0aZNGzDDw+2RI0fwxhtv4I477ojlsHGFT7lyVI00pt0htNZG+8w5OV5T+Yzt7JyLeCF05mwbR+jERYlmD5Mks0/kJXXP8FlYSFuUvqf3b7M+zbVit9FZc0jPY4qpdhxjMD2sS4w7NuSo6SmwAruNjrl1n/P18uTIlzFVOOI1lLwTJ7JJu742zpHtOfOOnWEdrKhd7OrIyYjqm1yBHTkAuOaaa7Bhwwb8888/qFOnTnmbQ1Qgtu4vND0XxAoqRUAQxKlITB25xMRE3HbbbcjPzwcADB482LJ/4MCBsRySIAiCqIA89thj5W0CcQpBpQgIgjgViakjV7VqVaxevRoA0KdPHyxbtiyW3ZcPTm/gncQ5mAIm+/TIAOOOYYgwIiEyzcPxzCaFLNyJWCwiIsVHJ0Tpb6J9XsRQjLvsok0e0j+9tIsKgcBGpKmmeiQppLyod+nSjzHN0t4+c4RYYorhvvQ5pqq6Cn+42cdH+DwgEnCxpBfbHmzeJ/quuF0bx/2xij5H+z2r4BE5nqVLl6Jv377lbQZxCkClCAiCOJWIWy5camoqCgtPol+oHh9cjTLpltQ0gzy69pDPlxWwlBlwQlPWc1E2tHX4XByliPAqb28nnx6FvLrEmP4DQPjwbpHIt5svm/FE18h8nBT+4c6DRXhORvskxlyf1TVn1nhP8eOY5scDxmoJIvss5QYiUMv0VILA6X7mUktF41queah8iKuTq68dNMzliUB0j3j9qUTcf//95W0CQRAEQZx0xK0g+P79++PVNUEQxEkBO0nXyBFERYCETwiCONmJmyN30UUX4aabbkKfPn1Qu3ZtSIYHjwEDBsRr2PhiFFdwU+UL4VjnzdCfXcQnGoEUERErSurjc/Zzqn/GdhI48QmPc8SPJcI1quQhlU7dwaXKuqkiRqna6GWuRQIqlkiXU2oqwqIeWiTJ8Tpx0dm41J6zE4uBIRqt2e2kAGqHx3RIUR04i/Kp4DthrT0Y5zp9kgxI0TxgVi5HLh7iFgRhBwmfEARxqhA3R27VqlUAgP/85z+m7ZIkVV5HDnB9sI+ZcqNgHItTF+FYkTpzTqqHtk5arFX9tOFEa6wiHMMiPy+YW14Z0hbteLs1XCJH12C/0NE0nZ9isdE0PL/WT3M0bNYgao42X0bBVKLAyTcwrK8TYuNI8/ebXq8bNtdDdB1EY4jm2cMaQUccXgbo6wljfX9HG5GrZI7c9OnTy9sE4hSChE8IgjhViJsj9+WXX8ara4IgCKISsGnTJrRq1QoXXHABnnzySVSvXh1Dhw6F3x+3Pz0EoUPCJwRBnOzE9a/ppk2bsGjRIuzevRu1atXCVVddhQ4dOsRzyLhiil7Y6cRwURBX3KIENql1bpE1T2mYLlG9SJUGXaNmrjaHj7UUx/ZgRyQqnsKIpksUzbwzsoiMVoCctyO8XzGFxPj6hd4HMkeM7O7B8DyI51xSgsL+hGNp/xfWsgvZgVB6JQwF5wURQtv+vcClKvNnHnG6K3fvmlQ+Y8VJHJF78cUX8eqrr2LDhg14+OGHsWnTJsiyjH379mHq1KnlbR5xikHr5QiCOBmJm/TZN998gxtuuAEFBQVo1qwZCgsLMXz4cKxYsSJeQxIEQVQuTmLVyqVLl2LBggUoKSnBsmXLMHPmTLzxxhv45JNPyts04hTCuF4uMzMV1TKqQJYr/osQgiAIL8QtIpeTk4PHH38cl156qb7t008/xezZs3HxxRfHa9jYY1jDY1wzJorWmOtyWaM7/OeIJf4jQBTxcV13ZDrAfL5CW50ieg7ru7zgaW4iGINfu2bpXV+bZYhKcVE0UXvhGIB4boz28vcHv010bsZoL1wikE7XRbPP+G/oepuaGu5ny5o3u/WRLvXmXNfhGfrnxVtMQi2AWqeRv0/sBGdsooWOYkJ26x9jiHq/nZwPlfv370fz5s2xevVqpKWloXnz5gCAY8eOlbNlxKmEaL1cQoIPwaBC0TmCICo9cXutu337dvTp08e0rU+fPvjrr7/iNWRc4OuwWWqX2bXXHnwZHGtzGbEtcO1WX8vWeAcVRbe3+9GkDrphSi2M/cOrRVhD4mrA8Y6S4LxN11dUNy1mxgquq9P1CDk2lm6M52dxojin1DCubR047j7TC4dLspruGWpvrF/nlr6pjwP3708kOKXiig+wzq9+bSVzXUfRj3nsGIqdnKQRuTp16mDdunX44IMP0LlzZwBqlK5hw4blbNnJSyAQwJ133onrr78eI0aMQEFBQXmbVGHYur8Qh46WUnSOIIiTirg9DWRkZOB///ufadsff/yBWrVqxWtIgiAIooIwfvx4jBgxAl9//TVGjx6N1atXY/LkyZgwYUJ5m3bSsmzZMtSoUQNvv/02Lr/8crzxxhvlbVKFwhidu/2djfD7ZCQk+OD3y+TQEQRRKYlbauW1116L0aNHY9SoUWjQoAF27tyJV155BTfccEO8howvHuT+hTWp+JRKTX5dEkcRHFMZedxSC8sqIMEUU50y9XwikF93sE9L24w4MmOX/uYmAuNlu0stOlHfdul4wusoquNmB5eCqd8roe1u4iCi+n+OUSS3chpcRFC7tfXT466laxqi03lo9vLvmRyEc2xTf/X9iiV91RLBNaZqxjoCa8cJKuydl5eHadOmYe3atfD5fOjfvz/uvffeuKpH9unTBxdeeCEAICkpCbVr18YXX3yB2rVrx23MU53LL79cz4TZs2cPqlatWs4WVUy27i+kWnMEQZwUxO2v+K233orjx4/j5ZdfRm5uLurXr4/Bgwdj+PDh8RoyPmgPnIhOW05Dd1w8Prd5cpyiedi0WaPl5hR6dbgs6XwO9keVXheJI2lsz9knUtd0cnREBaElJWAZy6nuHl+k2tiSafPvsLYykvniHRJ9bN0xdE/PMypnWlREJe5f/Q0Fd31OVAogP3dujqvgfndcExkvTtD83HHHHahTpw5WrVqF3NxcjB49GvPmzcOIESPiOm5SUpL+/6pVq5JjcQLw+/0YOXIkfvnlF7z++uvlbU6FhdbOEQRxMhA3R06SJIwfPx7jx4+P1xAEQRCVmngIqPDs2LEDa9euxcqVK5GSkoKGDRtizJgxePLJJ+PuyBHlw5w5c7Bjxw6MGjUKn332WXmbU6Gh6BxBEJWZuDlywWAQy5Ytw19//QVFMb/lHjduXLyGLX8E6W36LqPqZSg1zU6wgTFY0tUiMkMQWXBU8dMiNPz2CCIrxvNTx5OskRo33OrO2e0XRepsxEwiwUml0b2WH7NGxEwdCNJ1RVEiwz79unpI9bW0t9jP1UV0aSPCNhXR0/3iUHfORRXTtqYbl7Lpud6iII02mlTUiCmjI1dYaC54nJiYiMTERNO2LVu2ICMjA3Xq1NG3NW7cGHv27MHhw4eRnp5eJhuIisO7776L4uJi3HTTTUhNTYUsV3xRnIoARecIgqisxM2Re+CBB/Dxxx+jefPmpnUY0glaExIPPK9vEmC3Hswu1U9fEqXtt3nQdrLRbZ9QLl+0rQxEtObPzomMBAd7LdfApX/Xa+zmKLo4UubjXBwPQWqmMD3SbhxjSqWN7ZFgVPU0jauNE+UYbiUDPK11FO3W5tfY3vjiwu2FBVPCb188jOeVsqq3du/eHUVFRfrncePGWbIgioqKkJKSYtqmfT569Cg5cicRl112GSZOnIjly5dDURRMnz69vE2qVFB0jiCIykbcHLmvvvoKb775JrKzs+M1BEEQxCnNypUrTZ/5aBwAVKlSxVK7TfucmpoaN9tKS0vxySefYPfu3adWVkYMOXjwIAYOHIiHH34YnTp1AuAsXFO1alW8+OKLZRqzEr9rjQlO0TnGKl90jl/PTMQWmt/4UtHmt6LYYSRujpyiKGjRokW8uj9x2Lx5tysmzBcEN6pUmo6P5mZwU6lEOKJhGwkS2Gw8zq5tWbGLPMSzKLqTHeLoqIuKpBeVyRBeI3FeU0n1aJzdDSVAGIG1OQcmSdaoL6ccyUc0hemihn12RddN9jjYLizWzUfOHAROvETN9e+LsW/ReDbHlZWy3v5exEOaNm2KgoIC5ObmombNmgCAP//8E3Xr1kVaWlrZDHDgrrvuwvfff4+mTZuaMjEqc1bGiWTDhg2YNGkSdu7cadoeb+GaGjXid09UJkTRuaDC4KukZQrousYXmt/4QvNrT9wcub59+2Lu3LkYOXJkmfpZvXo1Zs6ciT///BMpKSm45JJLMHHiRDz66KP46KOPTG2Li4vRpUsXzJ07FwBw6aWXYs+ePaZ1AosWLULjxo2jM8btoRvWFDk9RZLB8vBtSafk1piZhuZVLHl7vBLFWiZP/UXZj8mxcixX4G3Nk9s4xs8meXs7R8x4jEP/lvZRrqHyfJ58WQJY7ydhEXjD9Yo03VU4X7aOocfrFEH5B0f41FO7NY2iOYF6bS2OqbE9UwDZF51tDign4EXGGWecgfbt2+PRRx/F9OnTkZ+fj9mzZ+Oaa66J67jffPMNPvzwQzRo0CCu45yMLF68GDk5OZg4caKp7t6JEK7JyztS5hcMInw+GZmZ8YsAxwNjdC6zSgKm9W2p7wsEFRw+VPFTLiVJfQiO13U91aH5jS8VbX41eyoScXPkfv31V/zwww948cUXUb16ddO+L774wlMfBw8exKhRo/Dggw9iwIAByM3NxS233II5c+Zg+vTppvz/b775BnfddRcmTZoEQBUB2L59O7744gvUr18/didGEAQRI07U36WcnBxMnz4dF110EWRZxoABAzBmzJi4jlmrVi1kZGTEdYyTlW7duqFfv37w+/0mR+5ECNcwVvZI8cnG1v2FaFwr1ZJy6fdXHkEUuq7xheY3vtD82hPXguDXXnttmfqoXr06vvvuO1StWhWMMRQUFOD48eMWx/DgwYO4++67MXXqVDRt2hQAsGnTJmRkZMTOiTOmtQEAFLW2nJ04SCgtTY84SebDtYLgkaQWRtJeV93zWHdNVDBZ3LFbP0y3NRLcIo5CFUEPYiyudnAqh054irrx18c4fgSpfnp7foxQVIiPLtnWcbMb204x0yniK0o9NNrtJrxi7F9QL0+U2mmy38s56fOvhKKOEaa22kT0mOx3jfhFw4l69qtZsyZycnJOzGAh7r33Xtx+++244YYbLA7Gueeee0JtqWzUqlVLuJ2Ea8ofO0GUwiPF+hq6iu7UEQRx8hA3R+7KK690bdOvXz9LeiSPtgbkggsuwD///IMOHTrgqquuMrV56qmn0KpVK/Tv31/f9ssvvyAlJQWDBw/Gli1bUL9+fYwfPx49evSI4mwIgiBiDzuJXzH+9NNP+Pbbb/Htt9+atkuShN9//72crKrclJdwDWFGlHKZkVEFADl1BEGcWOLmyHnh77//9tx2+fLlOHToEO6++27cdtttePXVVwEAu3btwocffoiFCxea2kuShOzsbNx5552oV68ePvvsM4wfPx7z589H27ZtvRsZ6VoYLcKD0LobhNcyGaNy+vObwxqnsmISizDYJrI3lsImQlscAlWAzblzURjhuisP6xY9E/G1juB6ea1D57SGS3CM4z3jJUJmg90aQouYiFPdRA8lMzxHbu368XjN3CKGkl0kLs7fi5OZt956C3PmzEG3bt2onlmMKC/hGkIMn3IpcuqodAFBEPGkXP+6RqJelpycjDp16mDixIlYtWoVDh06BAB477330K5dO5x99tmm9iNGjEBOTg7OOOMMJCYmon///ujSpQuWLVsWmZFOibkhgQVvaXlqH5IUdmIUxhBU1B/GBIIcrIx5wdrDqyQ7KhaGbdSUEbn0NtF2fowI0TMBGbPWdhMJTngZw8lOiOdRv37Rilc4HStJJttZ6Dow4/Xgf5yG4tMujePzPw5iPF7vWScny82J07fZnBeTpOhqqBnvZ+H+8BfMS0Fvu7lg3BhlukccUFj0PxWdpKQkdO3alZy4GGIUriksLMSuXbtOiHAN4c7W/YU4WFSiO3W3v7MRfp8MuZKqXBIEUTmo0H9hf/jhB1xyySUoKSnRt5WUlCAhIUFfF7B8+XJcccUVlmPnzp2L1atXm7aVlJQgKSkpvkYTBEFEAIvipzIwfPhwPPXUU/pLNyI25OTkIBAI4KKLLsJ1112H888/P+7CNURkbN1fiK37CwGoap1+v/mHnDuCIGJFuaZWutGsWTMUFxfj6aefxl133YUDBw7g8ccfxzXXXIPExETk5+fjzz//FC6c37t3LxYuXIhXXnkFp512Gj744ANs3LgR//rXv6Izxq5+lxIMbxcJMnBy78YohCxJuvy4whhkGGstWYcqE5Ksp+dZbBPhQUgkouE5sRfbMZ3G91BHjz8+YvEV43X2UjfOFCUzC5tEWptPKGbjIarkSARiLo7nG5p7/ZwE5Q8A+6+J69CcWIvlXvXUiUNapEAERlRzTuLmyy7yF6uUS4VF55hVhsfABQsWYM+ePZg3b55lH62R887mzZtNn8tDuIaIHKcadLSOjiCIWFGhHbnU1FS8+uqrePTRR9G1a1ekpaWhX79+GDt2LIDwGjujFLPGPffcA1mWccMNN+DIkSNo0qQJ5syZg9NPPz0yI0yF4GDvjTCmPl3ZPeBxjgUkCYypzlwkOBW0Ntvt/AAqeXHU3B7+I3yY9eTMRYnwwZs7x2gcY7sHdrUrq4oi7+hEgtM1tahEeu4zdJyb4iPnmHlZs8jDGOfLWhZGyhGlU4qUSr3Or1072/74fTF+kWEHY6zSRNgiZcaMGeVtAkGUG0ZBlAaZKZjYpzmtoyMIIuZUaEcOAJo0aYLXXntNuC87O9vytlIjMTERU6ZMwZQpU+JpHkEQRNQoOPkico899hgmT56Mjh07em5LECcrW/cX6uq0dvXoEhIqTz06giAqFuXqyFUK6W39rTxXR85F7dFNYVGCrEflKgJRpYoJohZuERdLgNNjhDHSmnuWcbkUy/DnUIQSCJ2Pjf38eYa2Oak4uuJWJw32ETXNStvrZivAIkg3NI2nXRgP9de41FXHSx/p/WVIsVTtUqzn6hBdE44ZQSqqZbMkV2jnqSLx7rvvYtiwYZ5+v7/77rvkyBGnJHb16Cg6RxBEJJSrI/fmm2+W5/CR45QbKEnqGiLZfkpND/1QnbnwA3kUBbQ9yLuHD7B/QPWKaE1RtAhP10ufNg/nnhwaY2qrh3FEyoyitVxCu0TjG7v3kCopKQFDA27xme5IuZy/jX2i9sbzs6g0GpQ3wweEHXkv8yq6xyMpcB8RglRRp7RKt3709YExTrdkUa6Rq8gcO3YMPXv2dG3HGItIuZggTjaM6ZcARecIgoicuDly69atw/33349du3YhGAya9mkL3bOzs+M1PEEQRIXnZBQ7+eKLL8rbBIKoVFB0jiCIaImbIzd9+nR06NAB9913HxISEuI1zInDmGIJwFK5IaT0YBch4aMBWsQjnNrnLgRhDF7oTQVqfE4I7RDY6+U4/pio6oI5YFFEjGPxdLVTZ0XJiI6xmWfLfqMoh0hR0aJiaS8LKYqY8mqMrlGostZKsynQrs2f8B52wu7+9pA6arpmUZwX49NdI1FN9TrGSSh2Ur9+/fI2gSAqHRSdIwgiGuLmyO3ZswdLliyp9MVg+Qdhq0OnNTSvLZJgfmi2KPAJ1pcZnZOInSIvqXUOD6HCNUgnEH4NnOfzj9CRDQ/g3J5Po/PsOLrJ/XOOgUUi37gmTqgcyTu33P1pZ5abw2mXdupWkkDUl/Gz8Tsg6D5qFdYyOlT2BcUNDrDxesTpu3Eyip0QBBE9dtE5KldAEISIuD25N23aFHv27IlX9wRBEJUehtA6uUh/yttwgiDihjE69+CHmyBJEjIyqiAzMxXVMqpQQXGCIHRiHpH74IMPAACtWrXCrbfeioEDByIjI8PUZsCAAbEe9sRjSbuSwtsRufiEpeYZVzxcmGEXhZKjUwQnFlE5O3v4CBvfjkmSpyic7fl6jcxFG7nyAlOsUVcNQV0zi3iG8XhJhkUpVVBw3FOhbwd7HeEjhm441PADrFpBfN05J6JVLTVHed3PpSx1AAmCIGKJXbkCWZYoKkcQBIA4OHI5OTmmz7wypSRJJ4cjRxAEUUYUxqIqQVIZ3scPGTIEvXv3Rq9evVC3bt3yNocgKjVb9xfq//f51BdNlGZJEETMHbkvv/zScf+RI0diPeQJgY9+6HWluDU0ZY3oGPEkgOJWt80U0QlHEe0ic55FMXQDXNZYGeyIJKrCN7OcJh9N8mKvU502wLpezQsigRLRWPx6MRspe9N10aJyJoPD95lozaXj2i8bIRKRzWVeL2lzPF9H0HN3ZYzGWWwS3AteygtE/P1wgeHkTZPs06cPvvrqKzzxxBNo3rw5evXqhd69e+OMM84ob9MIolJCypYEQfDELX+oY8eOwu09evSI15BxQTKkuxkf3kwpcE4Pz4b9LPSgzfdjl+aoptox9Ufgr3l5tnVLWeTtiYRI0/o81Rpj9uclMRYSARGM69UWS224yM7fbj5NhbsdbNHHE43JO3pGe0M/tvZ6rYlmHFuzVWQvN66lf/2eljz9WLqXPKRVxkIh0uV6mL5/kuz8fYmxYiWglh+I9qeiM3jwYMydOxerV6/G8OHDsWXLFlx55ZXo169feZtGEJUS49q529/ZCL9PpvVyBHGKE9OI3I4dO3D//feDMYbCwkLcdNNNpv2FhYVIT0+P5ZAEQRCVF4cXF05Ulke3wsJCrFmzBuvWrcPPP/+MYDCIWrVqlbdZBFGpEaVZGqGUS4I4dYipI3f66aejd+/eyM/Pxw8//GCJyiUmJqJnz56xHLLiYCg7AMBag4pv7kGoQmKKnnYlQQYTPL45lBWztdGLPbzwSZmFNTwSbepdxOIUnDiKJcqlpyqKJ1aYJmpKdXTLDeXa8yIbUQjPRBWp40ViIig3EEmJDDthE9corUs6qCVaLqrPx/ejbRdGwlmoP8H1leSYp0EqYHzy7EnDddddh99//x1NmjRBp06dcN9996Fjx45ISkoqb9MIotLDp1kGFQZfKDpHKZcEceoQ8zVyN954IwCgQYMGJ4WoieeHae7BMFZ12fQHVQCS7PPkH8QDVydOoFJo2W/q0GUtkiRw5uxSAL3gUjfMtn+77kJpnqaUSsC7BypcoyV2HrzYF/GaRp4YrfkyOkJA9CqVuk0er4nr981mn90xehqvx34IK0lJSUhISEC1atVQo0YN1KxZk5w4gogRxjTLBpkpmNinubCYOIsm5E8QRKUhbgXBgXApAp6TwcEjCIIoK05rQh2Pi70pMeff//43jh49ijVr1mDVqlWYMGECjhw5gi5duuDJJ58sb/MI4qRg6/5C3VmzKyZOEMTJS9wcOb4MwaFDh3Ds2DG0b9/+pHTkdBVLA3wUi3/7b0xX1CIKTpEviTFTemU8o3G20Q2nFDxRGpzd+bhF8GA+P2EKnigd0q2NsTlf2y4e2j/GWoAC5VNTU1EUyGa+PasnRpgOa5wTp7RHseALM/2fSZIlVdYxFdgl1dQ8mPdonWcc7p9I0kgjobIIl0RLlSpV0LVrV/h8PsiyjE8++QTff/99eZtFECctxkgdoEbnCII4eYmbI8eXIWCM4ZVXXkFBQUG8hjzxGJ0RwfoZkbS/UPnS+NllrVIka8iMqWxMklRHJRbpeV4oa1kDEcaH95ikrXJF1zknxtFZsU1RtHngt3PiDI6K0PHnSyI4zKPbiwNL+qFpDaRg/WWURbjD44Xn0LMf5CUFNlYI0qF59LOXfJGnhnrgZI7Ivfnmm1i5ciXWrVuH0047DRdffDFefPFFtG3btrxNI4iTHqMgCqCKopAICkGcfMQ1tdKIJEm45ZZb0L17d9xzzz0naliCIIgKy8ksdrJkyRL06tULkyZNQpMmTcrbHII45dDSLH2yhMzMVBJBIYiTkBPmyAHA9u3bIZ0odY544JTOJUgVZLCJurmNAXeVSK915RxT2bykJroc4xZpK3PBcZfxdaIUpuDFOdyKmps/Rz6mJSJmSK11Ldht3B7hfXUiFEfLTBT3hF1h+3jgmuobBSdzRO69994rbxMI4pRGlGYpyxI5cgRxEhE3R27IkCEmp620tBSbN29G//794zXkCcHxwVGoRBhu75RWybfn/x8+TiyPrq1Hcnoo1NMr7RA4qm4PyKL0PTvbrQcLnF8Hx9Np/ZZl3AidAr4/y/o5LqXSolYpQHS9TXbaFIO3789wzT2sETPec5br4XHtV1nXhvH3aLS4OdoxTQs2QiqVBEFUckR15yjNkiBODuLmyHXq1Mn0WZZlDBs2DBdffHG8hiQIgqhUKIyd1GInBEFUDERqloVHii3lCcjBI4jKRdwcuXHjxun/z8vLQ7Vq1eD3n9BMzthjjCB5TJF0EqcQKfE5qRo6DmcjzqH3FRJqsI00xQiRMqc6jsd6YDanYHtuXiNaXq+XcZNTwW/RZ0E01WtEU/r/9u48Oooy3R/4tzudkA1IItzgwg9HCHhdieESMSDXJaIXcIlB8GoEHVwIAqJGFHVk1CAOopg5ggIiB2TEkSuOIA6MG+HIjnGdiRJGBWUmmESWDoQsXb8/km6qq2tfekl/P+f0gXTX8lZ1dVJPP+/7vEpVPEXFXYLaI80MdlJ6s3iyE4Pr+fyofJ6DM6qS+fFs6iLe5jNXtVKI4R7qRBR+4m6WmamJeHzUucjISAUQOpm4P8BjUEcU/RzrN9TS0oLZs2cjNzcXQ4cORV5eHh5//HE0Nzc7tUsiopjSnpEz9yAiMqrmoBcNjc2BoG7uhurA/2e9+zVcLhcyMlKRmZmG7hmpcLv5rRFRNHMskFuwYAG2b9+O+fPnY926dZg/fz6++OILzJ8/36ldRkZHkQo9Y+ZcHcuFFLaQbEu1oEpgW0LwOv7nXSezWtIbP39hBb33gHZme8RjtdQyjXrbJ7hc7VmRjhL9ge0Gfjb4xyfkvZKcX1EGTO28SI9P63jVWC1gIrtf0ZQGctlZ8cMou+daU5oSIXisZPD7EfSz6vskt2130EPPOlb5BAFtJh4M5IjIqpqDXuxvOBb4vzjAm7aqCp4ENxITE+DxuBnQEUUpx/o6rl27Fq+99hp69+4NAOjbty/69u2LW265JbanHzDYlc90MCT44ILMzbh4HjWD2xbf/LnhcmZCcZVKmHoCGrU2yc3jFSiCgdDgRG4eNNWuq9KqkVqFXwzMa6cYVEm6BIa0z0xlURPkAjet7rpy9FT/tIXBQjFSutqn8oWAXcfXPiG48W25wJsqInJGzUGv7Jg6Tl1AFH0cC+QOHz6MU089Nei5U089FU1NTU7tkoiIiIgs4tQFRLHBsa6VAwYMwKpVq4KeW7VqFfr37+/ULiNLJkOgmjEQdQNUfMgtr7r/4F+wbkk2QfrrVxBCu6qpbd9UNkir3f7FdGYllLpe6jkOufdHsauk3mMN6qoomSNOaVmFcyKbLTR43tW6Bkq3p6cbpZVultKH2nJyz9vZHuWGmryubdLmM/8gInJazUFv0PQFRBRdHMvI3Xfffbjjjjvw7rvvonfv3ti3bx9qamrw6quvOrVLZ6hVqZR2v+voDqnGaDVD2YBOqT2C7+Q8cS5XSMAjbptPEIICPbluiLL7kXQl1D1vnImuoGrkuln6nwfUu2jKMTuvnyI9xyo3nsvIhOfSRVTaJ53HMNo4Mf5MfYf6Jqp3uouo2cIl7FhJREREjgVygwYNwjvvvIN169ahrq4OhYWFmD9/Pk4//XSndklEFFP8xUuI7NDc3IyysjLU1dWhpaUFM2fOxMCBAyPdLCIicoijE7v16dMHU6dOhSAIqKysRH19fewGch0ZJdmCF4CueauU5lgDFDJCeuaeU3jdBTcEle/tpd0uQ/YpzRDpqKAoaBX/0MjKyWU/QiorSpotnd9L/Lod2RTdGUc95LJAkgIrRrJquorHqFVA1bF+uDJlWoVV9BZe0ezeGrJdhfMTpuylD+bmkQt3ApNiw9tvv40zzzwTL774Iv75z3/ikUcewZtvvhnpZlEnkZDQ/nuR88sRRQ/H7lY++ugjDBs2DACwcOFCTJkyBSUlJfjzn/9saDtbt27FmDFjcNFFF6GgoABPPfVUoGDKE088gfPOOw+5ubmBh/iP1po1a1BYWIiBAweiqKgIVVVVxg9EcrMdNP5IXJpeJkhTK2eu9LO4jL7W+CLN8vSu9oBN7iF7qNIxdRpj8uRK8we9Ltso9XFiIYuLxkRJgzSjgZrWe6K2jl0Ux+Vp7EN310jJeVU9Vpn3MOhlC9MT6H1vgt5fybaNToWg6/yofJ5lq5hqTQliUZtPMP0gkho1ahTuuusuAIDP50NSUlKEW0SdgbiCpX9+OU5LQBQdHAvkFi5ciPvuuw8+nw8rVqzAH//4R6xcuRKLFy/WvY2GhgbcfffduPnmm7Fr1y6sWbMGO3bswKJFiwAAX331FZ566ilUVVUFHmPHjgUAbN++HU899RTmzJmDnTt34tprr8WkSZNw/PhxR46XiIgoktLT05GWloaGhgY89NBDmDZtWqSbRJ2AuIKl3KThDOqIIsexQG7fvn246aabUF1djaamJhQUFOC8885DXV2d7m1kZWVhy5YtKCoqgsvlwqFDh3DixAlkZWWhubkZ3333Hc477zzZdd966y2MHDkSeXl5SExMxIQJE5CZmYn169ebOyClro/+h6gLnmKhErn1xbuQKbSglJGQy8ZpTjguXV7td67e7I+f3ITZNmY09GSArE5o7aSQLJze90i6nt5spo4MX0h20GC3V7llpBk1rWX1MjOBtxGqcwoCwV2MbS3aIwQKnhh5CFF2fVP0+OGHHzB+/HhMnjwZgwYNinRzqBORThrOoI4o8hwbI5eSkoL6+np89NFHyMvLg8fjQXV1NTIzMw1tJz09HQAwfPhw1NbWYtCgQSgqKkJ1dTVaW1tRUVGB3bt3o2vXrrjxxhsxceJEuN1u1NTU4MYbbwzaVr9+/VBdXW1o/5bGSOkZ92Z3JUTxpgVBdZycsY3pqDop6mIq2xVQz7gsadAiboKJCaqt3HTrmpBbJpi1qz2ak4OrbV+6vFL3V7X3C5JgTPL+aQViuqe1CNqhvz3BYx9DG2ZvFVTDbNp3m9D+MMrFOI5k1NbWYtKkSZgzZw4uvPDCSDeHOrGag1707ZkWCOoyUxPx+KhzkZGRCqB9AnHv0ab2L6s4po7IMY5l5G688UZcf/31WLx4MUpKSvD1119jwoQJGDdunKntbdy4EZWVlXC73Zg6dSqOHj2KwYMHo6SkBJs2bcLcuXOxYsUKLF26FADQ2NiIlJSUoG0kJyfj2LFjlo+NiMgOZrJxZqcsoM5v4cKFaGxsxHPPPYeSkhJMnTo10k2C2+2Cx+MOFMqgzkdPpo4ZOiJnOJaRmzJlCgYPHowuXbpg4MCB+Ne//oUnn3wSV111lantJScnIzk5GWVlZRgzZgzmzZuH5cuXB16/4IILMH78eKxfvx4TJ05ESkpKoCiKX1NTk+GMoJ9WYRHdmTWj84WFZKXk2yFXAREwXt0uUP0xkBERzRenVIlSrt0ybdWsaqmrq+HJTI1m1zy5c6l3/j7FBqi8ridLpLMKqO72KK6o8X4ozV8n+jnk/GoVv9FYRvP9CulqrHHxmsnKaZx/W6uU6mC2cAlvieJDQ0MDxo4di6effhr5+fkAgPr6ejz++OPYsWMHEhIScO2112LGjBnweDyYNWsWZs2aZWmfdlZEdbtd6NY9FR4GcXFDmqkDgBfH5cLtdnXKLuH+zwsrCTsj2s5vtLRDzNHpB/x/eADg1FNPxamnnmpo/c8++wwzZ87Eu+++G6i+1dzcjMTERHz66ac4cuRIUIavubkZycnJAICcnBzs2bMnaHs1NTW49NJLzR4OEZGtzGbX2Eup89u9ezcefvhh7Nu3L+j5++67D9nZ2di8eTPq6uowadIkLFu2DBMnTrRlv6ec0tWW7YhNW1WFMzJTUDbibNu3TdGr5qA38P/MzLQItsR5Tnxu6CSeX2WOBnJWDRgwAE1NTZg3bx4eeOAB/PLLL3j22WdRXFyMxMREPPPMM+jTpw8uvvhifP7551i+fDkeeeQRAEBxcTEmT56Ma665Bnl5eVi5ciXq6+tRWFjoaJttH1OnknGQ3YdDmQTB5dbOSmoIGoelcx4z5W3Jj6EylPURtUd2jJjmvIAy+1YYUxdy/vzZJJV9GJ0TTRe7x5UpbM/q/HNK64ufDznfNh5byOfY4vVKZMSaNWtQUVGBsrIyTJ8+PfD8jz/+iB07dqCyshIpKSno3bs3SktLMXfuXNsCufr6o7ArcZKQ4EZmZhpqDno7ZTaG9Dty5Dja2nyBMXOdhcvVHmTY+bmhk6Lt/PrbE02iOpBLS0vDkiVLMHv2bBQUFKBr164YPXo0Jk+ejKSkJDzyyCOYNWsWamtr0aNHD0yZMgXXXXcdAGDIkCF44oknAq/369cPixcvRkZGhrnGGJz3y9Q2JeSCC9UAUaZ6n1Jgo+tGW9J1TXMC85CdhJ6zoBtk6c2xStc6w1UodXT1C96XtSDO/1xIcRDJPkKCObU2aLXDga6FYQ9WjHanVFg2ENRZCOaUKsEG9md6y8pY7ITkDB06FKNHj4bH4wkK5Pbs2YOMjAxkZ2cHnuvbty8OHDiAI0eOoFu3bpb3LQiIihsm6hzEc9AB7UVQDh861qmCOYCfG6fx/CqL6kAOaK806S9gIjVu3DjV4inXXXddILAjIoo27FpJcnr27Cn7vFwRL//Px44dsyWQI7KTeA464OR4uc4WyBFFStQHcrFKqZx7gI5snN79yL8gk3mRlI4XZzT895L+pwLZJYUMTlARFP+2xQVXlIqZKJXz18jMKBU3USxTb3dmqaPt1rsMGsxqOs3KeTI0lYK+P9rS91O8nty5VyzIYuLcGuo+bNP1ZbYsdxRcORQBqampOH78eNBz/p/T0jr3GCSKbeLxckRkHwZyUUrxplIcCPhagwKhkLnG7AwU9FZk1DG5tBPkAgVdN/4hC5gPBNS6VcoJV2VEWUa67JrcJmCiS6wFQcG+nuqjMu9RyBcUDvOZ7Frp5pfZcSknJweHDh1CXV0devToAQDYu3cvevXqha5do2vcBpESuakoONcckTkcvU9EFCGcR46MOPPMM5GXl4fZs2fD6/Vi//79WLBgAYqLiyPdNCJN4vFymZlp6Na9fZ45zjVHZB4DOQ2CONMlfuhg9Vv9kKqFRrNtFrMsst0VJe0InB89DLTHaibHVBdIafdQ6Wsd7VLr4qm4vng7qnOt+YxdNwauR7X3ySXOpCrt3/+a3DIyRXasvId61xdcrsDD+E7C0600Vhw/fhxjx47F22+/HfT8999/j/HjxyM3NxdDhw7Fyy+/HKEWEgBUVFSgtbUVV1xxBW666SYMGzYMpaWlkW4WkSbxeLm5G6oD/5+2qgqeBDcDOSIT2LUynCx2e5QdJ6ZVol7cVVAyXk48Ts7linBFIINVJrVIxwAq7i+wgsJ+NcbuGepOqXFs4gBOc4yl3m2brWpp97IW2T2dgVKQGO5xi22CgDYTHzy7u1bu2bMHM2bMwDfffIOxY8cGnm9pacE999yDwsJCLF68GDU1Nbj77rvRp08fXHPNNfY2gmR9++23QT/36NEDFRUVEWoNkXXi6SjEY+f8XS7ZzZJIP2bkiIgixH/DYuZhl61bt2L8+PG44YYbcNpppwW9tnPnThw8eBBTp05FUlISzjnnHJSUlGDlypW27Z+I4pu0yyW7WRLpx4ycTnZMiC1HdQJxAxmPkPXNFOuQ+b0pVz2w/QmF4idKxUJCut4pZJxEmTnZrJqF+fxkszAKWVI9GTG1bJzm+pLzF+kKlrqyf9L33MQk2YrXk3970v35/6uVYTVIqQpquLXBZLETA8s2NTWhtrZW9rWePXvi7LPPxscff4wuXbrgtddeC3p9z549+M1vfoOkpKTAc/369cOiRYuMN5qISAanKCAyj4GcRYbKyavc+Ibc+GtVAHS55Scodigg0Lrx1VNlM+QllaqBuoMElS6Zmjf/KtsXpAGp0kTrMgGcGYqBlHR6ByOBk01t07UP3eNGDXRFVZk8XXPb/k1oBX+S91n6PjgdYFudR87rDS7pnZSUFBR0AcAXX3yB2267TXY7L730Eq688krF/SjNW3bs2DHDbSYiUsNulkTGMZAjIooQq2PkLr30UjQ2Ngaev/feezFlypSgZfPz80PGWemlNG8Z5ywjIieIu1kCQGubD96jTRAE+7uVE3UGDORspKv7pcrrhgpcyG1Hq1piOIV7fwrZKvEE04bmGTPbDKPFQoxWqNTdEH3ZOMPXm1LXWaNdXo1mugQfXLA+Ibuf3m6VEZ3rT4fKysqgn6XZOKtycnLwww8/oLW1FR5P+5+Lmpoa5OTk2LofIiIguJtlZmoiHh91LjIyUgG0B3WHDx1jMEckEt13KUREnZjPJ6DNxMN/I5Oenh70sDuQy8/PR2ZmJubNm4cTJ06guroaK1as4LxlROSomoNeNDQ2h0xRkJiYAI/HHfRQKozidrs0lyGKdczIWSD3bb2j3+BrjUGTK9ahs2CHNNMhCKHFT6KlQIQiHWPIxMcpN15LmrlSfT/tGD+lVaTG6PVktU3SMXlmt6/0XmisLz7/cude/J6Zyc5J1w/K0DqVHVXhD8wMrxemexKPx4OlS5fiySefREFBAVJTU1FSUoKioqLwNICI4l7NQW9Il8s2n4CEjuBMLlPndrvQPSMVno6xdszmUWfFQM4AI1UIAe2ukoYKKUgmig4pxmFmm1q7lAnmrG3QWPEKO/chLXyipwqnViAR+qINxyQNzFWKiRgJrJ2quuonGwDrKc6i1FUTej4/onkQdZ8HleX1VH61+bqNtkDuo48+CnmuT58+ePXVV53ZIRGRDuIul2dkpqBsxNmqVS7dbhc8CW5WwqROj4EcEVGEtPlgMpBjNyEiij9Kk4mrLU/UmTGQM0k2WyDK6rgk/yqVNdfsiqnQ5U8pW+F/Tk/2Ra1rmq77RIVunfI7M5gNUjovKhkcO5gu/qF7BypZSbVjMjFnmx1CssBGz7/0PFk5Bplzp5WJU+w6rCebaaJrqFHmM3L8VpmIiCjeMZAzwEjXNGlXNn/gpbgNsze4CsFUJKrtaR6fxvmTtllzDjgLN9WyN/Jq2/QHUlZu5OUqPVp8n4x0LZSb81BxTJqRsYI4+d5bve50fxFh8dxF9VhPIiIiIh0YyBERRQgzckRE1nECcYpXDOQsUOxeCSgWbzBLmu2SzXxYzRjpakdwlkya2dDMqFjIolipmimX3RNvL/B/I10HRcei2DajlRCtvn862y+XPbWaUbMzC6yrK7LVCp9RwGcykPMxkCMiUpxAnNMNULxgIGeArmBKZXl9+5B0lRPdmCsGjVrPmRQapOnv6qh47GbHlknaEAi6LAY+isckt20jVTfNtkspEFOooOlvvxNTQ1iqcunQWEbVsaUq50xatTRatAkmM3JuBnJERGoTiBPFg9j7CpuIqJMwMxm42e6YRESdlXQC8bkbqiPdJKKwYEZOr44MjdHuY1pdDQMZho59SKvshWTmFHcU5d3MDBY6saxje0ayMCFZLV0FWozNYybXRl2vKby/SlUZrZK9XvW8R0pdH7WKk4ShW7BRsvMOOlw1lYiIrBFPUSDH7XYFul5yTB3FOgZyRsjdbKqVyTdws+cSfIFgTkw1ULBYrj5au5v5hbt9qpNEW+wSqrhdm5a3q1ul7u6UStd3NAU4ks+AletJNsi3geliJ7zxICIyzO12oXtGKjwdxVFa23w4fOgYgzmKWQzkiIgipNUnoNXEDUQCbzqIiAxzu13wJLgxbVUVAODFcblITExAW5uP2TmKSQzkjHKwy2IgKwfABbd89kCm0mDgJbW2KWSU1LrmaWUvwjEXl+Gug069Pwrb1XsOlCdw13dchs91FHZV1CRuc8f/LRVckdtFlM0fx4wcEVH41Rz0yla81MrOSbtlqnXhJAoHBnJERBFievoBBnJERJaIK14C2tk5uW6ZRw4fC3u7icQYyEWLjsyDPz8jQCYrJ8pOaGYqlDJTJjJzuqllgTQyRFpzmGlmUixm4sxkarRK/tuZTTI8vYDCPIaa8/yFkewxhYwRNTAvYRQck1FtgoA2E9eemXWIiCiU3uycXLdMVxTXGaD4wEBOg7SqpNn1tRfsCHREAZ0/mGtvgE/f9vS2UUcxFKtC5pKze386C7q0t8XYL1ulIjOa2zEQTBhpU0jAYzBocem9fsJEPP8dYFOXR5u7k0Z7MSAiIrKHkexczUFvpJpJFIKBHBFRhHCMHBFR9FDLzhFFIwZyYabaVUycURB8gaxc4GWVbIPgcod97jjD3f1CNmAiK2gy46KVXbFSlt6/fTtobifMGTXb5/dT3I9CN0t/RtxsO+yeNsJmDOSIiKKLXHbOX+CEKNpEfSC3detWPP/889i7dy9SUlJw9dVXo6ysDMnJydiwYQMWLFiA/fv3IyMjA0VFRSgtLYXb3X7Tds011+DAgQOBnwFg9erV6Nu3r/4GSLo62nVDqHeskkt0Iyvtqhh0c6tQETHsVfqMTphs5EbbYhBjtKuc1XMnG3xYGQdopFutZFml683QmDkj519j/j25Y1UdM6e0b4cDW6cmXPdjIEdEFB4JCcbu39iFkmJBVAdyDQ0NuPvuuzFr1ixcf/31qKurw29/+1ssWrQIl19+OR566CHMnz8fw4cPx/fff48777wTqampuOOOO+D1evH999/jww8/xOmnnx7pQyEiCtEm+NDmMx6MtjGOIyLSRdpVkqgziepALisrC1u2bEF6ejoEQcChQ4dw4sQJZGVl4eeff8a4ceNw2WWXAQD69u2LwsJC7Ny5E3fccQe+/vprZGRk2B/E2dxVS5y1cal0NfRXHAzJ8igsryuD4ETBE70ZH42qilrbNUuc8VE7R0oZo8D/O172P6Ur+2nmXJstbqOQyVI6v5a7UGq1Q88mRBlTtW6WpoShuI8ZnH6AiMhZ4q6SZ2SmoGzE2ZFuEpFtojqQA4D09HQAwPDhw1FbW4tBgwahqKgIqampGDFiRGC5pqYmfPLJJxg9ejQA4KuvvkJKSgpuvfVW7NmzB6effjqmTJkSCPwM849ZU+rqZcNNYkhQp/Ca3P6c6vqlN/CxXRTeeAcFGq7Q19r/Y7BrqXR9MQeusZgW41MNEBFR5NQc9JqewFupW6b/ebfbhTZ2laAIiJk7w40bN6KyshJutxtTp04Nes3r9WLy5MlITk7GhAkTAAAulwvnn38+nn76aWzevBkTJkzAlClT8Pnnn4e/8UREMvxj5Mw8iIjIWeJumeKumdLumt26p7IgCkVEzARyycnJyM7ORllZGTZv3ozDhw8DAP75z39i3LhxaG1txfLlywMZvIkTJ6KiogJnnnkmkpKScO211+KSSy7Bhg0bzDdC8MHV8ZB7zRCNKpP+bpRB3Sn968is50RRE8PbtDtL4p9XT227Kq9rZRDljs8lCCefD0PWJ2h/YuIuvArvueByhTwiRuNc6W2f4vnQyaX2GbXAqaJBrT6g1SeYeDjSHOpEPvjgAzzyyCORbgZRTBN3y5y7oVr2+WmrquBJcDOQo4iI6kDus88+w9VXX43m5ubAc83NzUhMTERKSgo2bdqEMWPGYNiwYXj11VfRvXv3wHKvvvoqtm7dGrS95uZmdOnSxVgjBOHkgCggEDjovVmUHdemRnzjLnoI7gTNm3b/TbD4EbRduX0pNUMhyHGaXTfh4gmntcbC+Y/LJX2fFQJm1fOsuCMDE7XrPH7b3w+Fa0/rSwcjLAWcGoG99LqJlsnP1TAjR0547rnn8Nxzz5nuRkZEwWoOerG/IXQuuZqDXla3pIiK6kBuwIABaGpqwrx589Dc3Iyff/4Zzz77LIqLi/H3v/8dkydPxiOPPIIZM2bA4wke7vevf/0Lv//977F//360trZi9erVqKqqwg033BChoyEiCsZAjpxw/vnnY9asWZFuBhEROSyqi52kpaVhyZIlmD17NgoKCtC1a1eMHj0akydPxtSpU9Ha2ory8nKUl5cH1snLy8OSJUvw0EMPwe1243//939x9OhR9OvXD4sWLUKfPn2MNSJQllAIrXAhJc4AyHaFMzBXWsey4e4uZzTLo3dCbOkceIEqhAYzPYrz6Klk0EyxOgG1ju2EZABN7N/pec4izkJWTWuexWjAeeTICSNGjMD27dsj3QwiInJYVAdyANCvXz8sXbo05PmXX35Zdb2kpCTMnDkTM2fOdKppREREREREERH1gVzUUMh4+DNEIdk2rekDJBkkxe3YyepcXHYzmLWUGwOlvrz+rEXEC7s4we42Wrh+xFM36GJiPyFZ3xjAeeSIiDoH/1QEPp8g+zva7XbJFkRRWp5IDwZykaQwKTYACEDoXHE6endqTlgepV3M9ASwRm7UzXSp1DVBuBOVOZ3QsV2l8+XoFwY6KHbJtXg+nDouXRO+m8CulUREsU06FUFrmw+HDx0LCs7cbhe6Z6TC0xHstfkEJHQEdXLLE+kVnXf1RERxQBAECD4TD1YjjBsNDQ0oLCwMGvNWX1+P0tJSDBo0CPn5+SgvL0dra2vQevn5+ZgzZ47h/blc9j2I4oHSVATiz4Lb7YInwR2YxkBreT6Cf49Eug3R/HuNGbko5RJ8EAC4cLLoia4LyOFMi2pxDZWud2Hp8maieIqjbG6L0YImaudcq1uq8ood65gsziIVkplT2r5ZFt8Dp4vImO1Sw29u48Pu3bvx8MMPY9++fUHP33fffcjOzsbmzZtRV1eHSZMmYdmyZZg4caLlfZ5ySlfL2yCKR+JpCDIz0xSX8X8Rp2d5asffS8oYyJnlVNAg6hrpD+aA9oBOelOp2d1LTxs1Km1qUa28CEkwoXLzLztGUFqVUvS6S9J1MCxdBY0EF0YqlCq9bDhws3BzbyWoUyBuv3ZVU2e6LtrJiTYKgrnsGjNynd+aNWtQUVGBsrIyTJ8+PfD8jz/+iB07dqCyshIpKSno3bs3SktLMXfuXFsCufr6o7Dr8kpIcPMGleLSr782oq3N15FpcyEhwR3oeinnyJHjaGvzQRCUx9e5Ov6mKi3TGblc7UGcnb+X7GhPNGEgR0REFGWGDh2K0aNHw+PxBAVye/bsQUZGBrKzswPP9e3bFwcOHMCRI0fQrVs3S/sVBETFDRNRrHO5XOjW/eS4ODl6x9eJtxOPY+r4e0lZFPVDi1Iut2rmQXC5zWeDROtpVb2E4DOeDTCSjZO+pJENcgmCant0daUUfMGPjvVk19U4Fju6bvqPKSyZIZkKnIZWF4IfhnfvP58a1/fJFULfKyMZSsNdFP3tkj7sJndcYWRqfFzHgzq3nj17wuMJ/a61sbERKSnB3+z7fz527FhY2kZE2qTj4uQoja9T2o7SMhS/mJHTy+7S/eIbaSC02qTOroN6J+TWRdIV01BXMoUqiUFdIWW6SirtP9CtNJrGvOlhMHgOeX+1uisaeJvlqnwqdV2VBlq6q3RqVUm1m51j6JSuQdG+nJ5wnWPkyKjU1FQcP3486Dn/z2lp7MZIFG3E4+LUltGzHSKpGLtLJiLqPKQJQSMPik85OTk4dOgQ6urqAs/t3bsXvXr1Qteu0TV2g4iInMVAzgiZrENQV0AzWQmluzKD2zKcMdB5Jyi4XM5kI5SOT3o+dN61RnpeNLNd/0K65gZ1M9XOumiVw/VvP2Q/rpPVUJ3KNom7quo5FqcrRBomuu7EmTk72+kvdmLmQfHpzDPPRF5eHmbPng2v14v9+/djwYIFKC4ujnTTiKhDQoI7MEG4mXU9HnafJH0YyFmhFICFIahw+j5OeuPtv4E1eyOrGFBoNiQ859NPenyaQYjD7ZPuX/c8JmoTwqu0V8/YR8VxjDbQfX3pPec6U1ji41I6NifGTvq7Vpp5UPyqqKhAa2srrrjiCtx0000YNmwYSktLI90sorgnLl6iVqVSa93MzDR0z0hlMEeaOEaOiIgoin377bdBP/fo0QMVFRURag0RKREXLzkjMwVlI842tS4AvDgul4EcaWIgZ4TRecQMTJoclgmzgegaXGPwHIn5C3koVvs01c0xdn5hulyhWdlwz8VmelJx2xpgoQCRyfXsLn5itgIlq1ZSNHO7XXC7Xaa7lhHFOj0FTtTW1SL32VLqreH/PKotQ7GLgRwRUaSYnUqAf4gpSrndLnTPUJ87i4jMkc471+YTkNARpCnNQSf+PMbjHHSdHX/TarFSJs7JsVOShIBmJsZ/DAbGdKltMyQjESiecXIMnK7xVHrnCZPZhp3ZILkMi67sluTaUB3jpXIeQs6RjuvN0DWgcH5VC5JotCHiBWYAY2MUdXyW9Y7htCvz6RME0w+iaKRn7iwiMkfc/XLuhmrOQUfMyIVVJLo1mggQxNS6khnpymd4wmur84Xp6GJpqHucnvnUTAQ24vNia1dFuffdhm2bbZ/WfIeWuypanOdR9rjCUrTIZNdKBnIU5ax0LSMideLPF+egi28M5IiIIoRj5IiISAnHmZIWBnLxymIGw266Mj0Gu16GPC9aX5oBEgSdZf01OFVsxCUI4S3GovfaMJC1Up/WwIbjs/OajoZuo0REFJekY+GIlDCQM6oz3eAZvAnXvNE2cSOtGcA5eL5Vh5RFqEuQv6ul0S6Musfz6d1uBAL9SJ3z4EaE9/Pt88HUoHNf9HwHQ0RENrMyjQHFFwZyREQRIgiCqXFEHHtERNT5cawpaWEgp5fCN/WBzInJb/K1ioDozcyEew4x3SzM66ZrHcMZQIPd96x2MbQxqyV+f013Q9SqIKq4b5lMYQSy01pFUwJtiqJuw2rMFsSNkcMjIqIw8o+p43xx8YOBnBbVqodhvJF1ucM+YbVWcGi0XL0tNPYhDozDEnSYGbcnXkQ0VYOR6ylcQbvVierF16wdXzaIq6hqTrcg03bF6yNCzP6x5R9oIiLyk46p888XR50fAzkioghh1UoiIrJKPKYOAF4cl8v54uIEAzm9JIUidHWpNJrNsGmuL1WS7at1VZM+ZyqbYuV4DM95Zz7bYirZqadQi85jsD07ZFOxEsWMoYHryMxyWnStr3EOZLOgClVOiYiIoh3ni4s/vFOJNv5BM+KxZTI3lNL7WKs3xiHl+MPcjdMqvV0AXYIQOFcu18mHvpXdwQ8nmdm++NrxfylgU1uNjNUUPyLOyvGHoauwPyNn5mGXn376Cffeey8uvvhi5Ofno7S0FPv37w+8/v3332P8+PHIzc3F0KFD8fLLL9u2byIiIjKPgRwRUYT4BMH0wy6TJ09G9+7d8dFHH+Gjjz5CRkYGSktLAQAtLS245557cP7552P79u1YtGgRVq5ciffff9+2/RMREZE5DOT0cjoDozahtdnMgHQ9jWMwlEmRZn869uUSfLqzY+Isj9GiGv79SPcnuNzy2SPJ9pUymOKMXfsTClktueOXZlONciLbZ6U9chTaF5UVU2UoXh8REumM3OHDh9GjRw9MmzYNqampSEtLw2233YbvvvsOhw8fxs6dO3Hw4EFMnToVSUlJOOecc1BSUoKVK1fasn/qPNxuFzwed6BqHhHFDv/nV+2hZ8ydeDscoxceHCNHRBQhgmCy2ElH4Oz1Bo+HSEpKQlJSUtBzTU1NqK2tld1Oz5498eqrrwY9t2HDBpx++uno3r079uzZg9/85jdB2+zXrx8WLVpkuM3UebndLnTPSIWHQRxRzJF+ftt8AhI6gjDx//2VMJWqJku3o7U82YOBnAZxsQdDxUisZkH8mQOF/fmTZkGZEJvH9MiWeDdTwEXMYjZELXOnmWmRFLJwCYJz88qJx6gZWU+6GYX26cqA2XAN2ln8I5qydoLLrZ0FDkPmTjA5/YA/+Lv00kvR2NgYeP7ee+/FlClTgpb94osvcNttt8lu56WXXsKVV14Z+PmNN97A0qVLsXDhQgBAY2MjUlJSgtZJSUnBsWMsa00nud0ueBLcmLaqCmdkpqBsxNmRbhIR6ST3+ZX+HzhZCVMtkPNvR8/yZI+oD+S2bt2K559/Hnv37kVKSgquvvpqlJWVITk5GV988QWefvpp1NTUIDMzE5MmTcKYMWMC665ZswYLFizAL7/8grPOOguPP/44cnNz7WtcFHXR0rxplyuYoiOIMVJl0OqcY1YY7i7XEWiZDS6kx2p3dz2t90b2fRG3we73QsfxyQXG0RS8SckFc9HU7VKPysrKoJ+l2TgAyM/Px7fffqu6nebmZjzzzDNYv349XnnlFVx88cUAgNTUVBw/fjxo2ePHjyMtLc1iy6kzqjnoDWSLiSi2iD+/0v8b3Q6FT1TftTQ0NODuu+/GzTffjF27dmHNmjXYsWMHFi1ahMOHD+Ouu+7C9ddfj507d6K8vBzPPPMMvvzySwDA9u3b8dRTT2HOnDnYuXMnrr32WkyaNCnkpoSIKFIEQTD9AID09PSgh1wgp6WhoQElJSX4/PPPsXr16kAQBwA5OTn44Ycf0NraGniupqYGOTk51g+eiIiILInqQC4rKwtbtmxBUVERXC4XDh06hBMnTiArKwsbN25ERkYGbrnlFng8HgwZMgSjR48ODMJ/6623MHLkSOTl5SExMRETJkxAZmYm1q9fb75BKt/Wmy21Lmh0oVTbvpVshxOl4Y1kM+SWlcvoKRUzkT6UKBVFiTomM0GWy/xLC6zYUbTFv+lo+mZe5/UWbpEudtLS0oKJEyciPT0db7zxBnr37h30en5+PjIzMzFv3jycOHEC1dXVWLFiBYqLi23ZPxEREZkX9V0r09PTAQDDhw9HbW0tBg0ahKKiIsyfPx/9+/cPWrZfv35YvXo1gPZvjW+88caQ16urq021w0yXK8MTVMtNOB7YlsJ4LoM3o0Zv+o2OwQsaUxiyMf3nUPdNtsqEzqrb0NMW6fgwlWBQdnJpE8I695raZNhSOsc62vnlgu2BoE2TpNvJZ3KMnF1jDj7++GN888036NKlC4YMGRL02nvvvYfTTjsNS5cuxZNPPomCggKkpqaipKQERUVFtuyfiIiIzIv6QM5v48aNOHz4MB588EFMnToV2dnZIYPwk5OTA4Pw5Qbpi18nIoo0wdcGwddmYj17Av6rrrpKc/xcnz59QipbEhERUeRFdddKseTkZGRnZ6OsrAybN29GSkoKmpqagpZpamoKDMLXet0ual3bjHY1lO0qGDRHmxD0sJpd0Ep42FIRU9J1T3p80i6PurtAdmzTSNdCQxmzKMjcONo10Wr20IEKqVqvSx/GdxL591TKH8iZeRARERmVkBA8P1wszP3obzPnpgsV1e/eZ599hquvvhrNzc2B55qbm5GYmIh+/fphz549QcuLB+Hn5OSovu6EoJtLhcDF/MZ96j8rMTnBdCCIsHFC6dDuovq6agbWEwWF0pv50G55CtvWez6MdDtUY/D8BQXqop8dY2U8nIXrQiso8x+z5TGAZildI3ZPsE5ERBQGPdO7oM0noFu3FGRmpqFb99T2f7ulaK8cIW63C20+AZmZacjMTEP3jFQGcxJRHcgNGDAATU1NmDdvHpqbm/Hzzz/j2WefRXFxMUaMGIG6ujosW7YMLS0t2LZtG9auXRsYF1dcXIy1a9di27ZtaGlpwbJly1BfX4/CwsIIHxURUTvB5zOZkWMwSURE+nVL8SDB7cK0VVWYu6E66P/RyuVyBdo5bVUVPAnMyklF9Ri5tLQ0LFmyBLNnz0ZBQQG6du2K0aNHY/LkyUhKSsLSpUtRXl6OiooKZGVl4bHHHguUzh4yZAieeOIJzJo1C7W1tejXrx8WL16MjIwMexonWwVPCF1G49t7pcyR7BxXFtsXtC3h5KTiygsFd3kMySzqmLfMyfnVxMeglbVSaoejBTaiYMJp1f2FIbNkdzZNnKkz1hD9hXrs2p6uzbS1QWgzMUauLaq/gyMioiilNF9cNOPcdMqiOpAD2itNLl26VPa1888/H6tWrVJc97rrrsN1113nVNMA6LjxF5d1h0Z3wo5JqgPLSaom6qqMaHGKBLsCGVMTdAPKlTt1Vpm0XKlSaxdqVTlV2FXVUpNdwZnkug03PQG2eBkz163s+6H2HjlwLgTBZLETgYEcERFRvIv6QI6IqLMyX7WSgRwREVG8YyCnRan7oCh7Zoo0A+X/2ei3/jrb4M9e6E5cSLt1qnWr9P9seE670O6jIYIydJIsjUtSlEVhH3rIZnRUjknadqX9qBZdCdqeK7RKqI62W6osKnd8Su9zlBf48F8bljLKerLddlfrZCBHREREJjGQIyIi6gR8Ph8effRRfP/990hPT8cf/vAHZGVlRbpZRETkEH6ta4TFYhGy2Rmz5cwVyuhrlWt3uU4+QtunI5thcjoD2U1JxgAqjo+D3vF9xsfHWSnvLzvvn6gtRsfRhe5AeX1HpySIQpbnkNNi9Jq26TPAeeTITn/729/QpUsXrFq1CkVFRVi0aFGkm0RERA5iRs4opwtWSLuymQxu/F31tG56QwICh4uFBO1KR1c2pfZrdanUtX3ZlRS6GuoIyqwEblrHo/leStbTXVwl3JUzI0WpW2SEj98//YDx9RIcaA3Fus8++wxDhw4FAAwbNoyBHBFRJ8dAjogoQny+NvhMBHJm1qHOz+v1Ij09HUD79D2NjY0RbhERETmJgZwVBgueBBXI0Mr0hGTf3EHPG860GXxduz0uQ9sImRNP6bxpnE+9xT1sycZp7EPMcjdK2Y0GH4M0Kyd3/sXtCNuUBwoc6QKpQvV61CrqYvd6OpkvdsJAjkKlp6cHgrfGxkZ07do1wi0iIiInxUm/KgeIq0yaHecGnBwbJjP2LGQMVkdXQys3yIbHhCmMiTPUJVO2HTI3yBpdR9WCOH/QEjJmTe+YPpPvn96xcEGBuC3z2Zm4BsJYeVJcRdLKOETrDQmdj9F0ECe3PYs4Ro7sNHDgQHz66acAgMrKSuTm5ka4RURE5CRm5IiIiDqBq666CpWVlRg3bhwSExPxwgsvRLpJRETkIAZyGkLmp1L7Nl76zb/mtnXMRaYyj5r29lUyWkqMZoskXfmC92+t2Ia4K6Gp+eIiXchCa+69kBVMZHpUzr/q8nacG7U5/ixm4PQU6pEy2t1XfWNhyl62tUFoM5FdM7MOxZyGhgaMHTsWTz/9NPLz8wEA9fX1ePzxx7Fjxw4kJCTg2muvxYwZM+DxeJCQkIBnnnnG0j7D3COaiBySkODMPZDLBbjdLrgC8xML8PmU//ZKf6dYWVfreSnxvlyuk3Mpa+3XaHsiiYGcEUZu7jSW9d/k673ZtxrEOUIjiLBj3JjVsXyRojuI0zlG0pY2SPdrZB8OTIatuUsTwVzoRiRjUbUCWQMT1NtBEEyOkRMYyHV2u3fvxsMPP4x9+/YFPX/fffchOzsbmzdvRl1dHSZNmoRly5Zh4sSJtuz3lFM4ro4olvVM74I2n4Bu3VJs33ZmZhoAoM0nIMHtCvm/0vJietfVaoMeSvsys99oxUCOiChCzE8/EN6gmsJrzZo1qKioQFlZGaZPnx54/scff8SOHTtQWVmJlJQU9O7dG6WlpZg7d65tgVx9/VEY/f4sIcFt6OaKiJzTLcWDBLcL01ZV4YzMFJSNONu2bf/6a3sxpczMNExbVQUAeHFcbtDz0uXb2k7+vfL/rpCuK15GzONxIyNDfZtKxPvynwe9+1XickXfl10M5DTYXaTBaLXGsFX+s7PLnZ7dhUwAbmO3uDBxpFKlCq2KlY4zVKHV3PtppNqq7Z+NML+f7btk1UoKNXToUIwePRoejycokNuzZw8yMjKQnZ0deK5v3744cOAAjhw5gm7dulnetyDAcCBHRNGn5qAXgoMf5pqDXl3LyTVBuq5SM40+L0d8HvTuN5YwkDPJfxNvuby7znL7jgR0auX27RrPpXPcoOwNvNy6atM2REG3SkvXg0r3Re3pJhTGJ4rb40CgomdSejvIT7UQGtSFjKkMLCw5t0a7lorX82/PBu0ZOePvCzNynVvPnj1ln29sbERKSnB3Kf/Px44dsyWQIyKi2BH5O18iIiLSlJqaiuPHjwc95/85LY1dG4mI4g0zclpk5itTZDT7EcYMktV53wwzUl1Sx3ohGRRphkUpU2dXxlTnXHGGM7VWMmZGqlQ6QE+W2EgmWSvrZoRsNlCr+EsEsGslGZGTk4NDhw6hrq4OPXr0AADs3bsXvXr14uTfRERxiBk5IqII4YTgZMSZZ56JvLw8zJ49G16vF/v378eCBQtQXFwc6aYREVEEMJAzwJbiFv4iHzozNoLLFb6CJ4ChtskSfObHrxk9v9JzaXdWRXVMX+iYtHAXP/G3w/R+LbbXzoIrurflv75CMuUm26J0vYaJz9dm+kHxqaKiAq2trbjiiitw0003YdiwYSgtLY10s4iIKALYtVInuZtl1e5zSl3/DDASwAmC/ESFurtU2tHN04mugZHYFqB7Qnc9z7W/oFFcQ0eREz3zqlkuvqO67dDuilaK8agFX7JdIzXe41iregoAQpvP1ITggsGSyRS7vv3226Cfe/TogYqKigi1hoiIogkzckRERERERDGGGTkDdBXqkBbkML2v0AyHnoyMdPngjdpYCKQj46jZrc+hDJFSaXtxe+QzZpK52LTab6DYja3ZMMm15D/WWMw6yTEyX9zJJ0VZbrvOtdHiOzZfz4JgstiJwK6VRERE8Y6BnE4hN+nSn/03fCrdKc1M6Gz2xj2wnlNdKaXb1XHD62S3P8DGMYyA7HnTChL1LhPEwvi2SIzJs8rI9Wyp8qQTgZ4T8/CxaiURERGZxECOiChCGMgRERGRWQzktBiZD0zHN/ZWMnFq3SrDWdgysE8DGRDL2TjJ+nIZR9l9SLriaZ5/hffQ8PxwJrgE38nt6yy2YjgDqLpB9fdTfO6UurbaydD25TLEdr9XDrz3XVOSTAVlXVOSbG8LEWDtb0lKUgKSPW7+n//n/zvZ/+XofV7ud4qeZawsL11X6ViM/r6LxL22FpcgdJJBN0RERERERHGCVSuJiIiIiIhiDAM5IiIiIiKiGMNAjoiIiIiIKMYwkCMiIiIiIooxDOSIiIiIiIhiDAM5IiIiIiKiGMNAjoiIiIiIKMYwkCMiIiIiIooxDOSIiIiIiIhiDAM5B23duhVjxozBRRddhIKCAjz11FNoamoCAHzxxRcYM2YMcnNzcfnll+Ott94KWnfNmjUoLCzEwIEDUVRUhKqqqkgcgm3UzsUTTzyB8847D7m5uYHHm2++GVi3s50LAGhra0NJSQkefvjhwHPxdk0A8uchHq8HonhUX1+P0tJSDBo0CPn5+SgvL0dra2ukmxXzGhoaUFhYiO3btwee0/r7Qtqqq6tx++23Y/DgwSgoKMBDDz2EhoYGADy/drByzxzXBHJEfX29cP755wv/93//J7S1tQm1tbXCqFGjhBdffFE4dOiQMHjwYOH1118XWlpahC1btgi5ubnCF198IQiCIGzbtk3Izc0Vdu3aJTQ3NwuvvfaakJ+fLxw7dizCR2WO2rkQBEG44YYbhLffflt23c52Lvzmz58vnH322cKMGTMEQRDi7prwk54HQYjP64EoHt16663CAw88IBw7dkzYt2+fMHLkSGHx4sWRblZM27Vrl3DllVcK/fv3F7Zt2yYIgvbfF9J2/PhxoaCgQHjxxReFEydOCA0NDcKdd94p3H333Ty/NrByzxzvmJFzSFZWFrZs2YKioiK4XC4cOnQIJ06cQFZWFjZu3IiMjAzccsst8Hg8GDJkCEaPHo2VK1cCAN566y2MHDkSeXl5SExMxIQJE5CZmYn169dH+KjMUTsXzc3N+O6773DeeefJrtvZzgXQ/q3Txo0bcdVVVwWei7drApA/D/F4PRDFox9//BE7duxAWVkZUlJS0Lt3b5SWlgZ+55Fxa9aswYMPPojp06cHPa/194W0HThwAGeffTYmT56MpKQkZGZmYuzYsdi5cyfPrw2s3DPHOwZyDkpPTwcADB8+HKNHj0bPnj1RVFSEPXv2oH///kHL9uvXD9XV1QCAmpoa1ddjkdK5qK6uRmtrKyoqKnDJJZdgxIgRWLRoEXw+H4DOdy7q6+vx6KOPYt68eUhJSQk8H2/XhNJ5iLfrgShe7dmzBxkZGcjOzg4817dvXxw4cABHjhyJYMti19ChQ/G3v/0N//M//xP0vNbfF9J21llnYcmSJUhISAg8t2HDBpx77rk8vzYxe88c7xjIhcHGjRtRWVkJt9uNqVOnorGxMejmFQCSk5Nx7NgxANB8PZZJz8XRo0cxePBglJSUYNOmTZg7dy5WrFiBpUuXAuhc58Ln86GsrAy33347zj777KDX4umaUDsP8XQ9EMUzuc+y/2d+ns3p2bMnPB5PyPP8vWkvQRDwwgsv4OOPP8ajjz7K82szo/fM8Y6BXBgkJycjOzsbZWVl2Lx5M1JSUgIDOP2ampqQlpYGAJqvxzLpuTjvvPOwfPlyDB48GImJibjgggswfvz4QFe5znQuXnnlFSQlJaGkpCTktXi6JtTOQ0FBQdxcD0TxLDU1FcePHw96zv8zP8/24u9N+3i9XkydOhVr167F66+/jgEDBvD82szoPXO8YyDnkM8++wxXX301mpubA881NzcjMTER/fr1w549e4KWr6mpQU5ODgAgJydH9fVYo3YuPv30U6xatSpo+ebmZiQnJwPoXOfiL3/5C3bs2IFBgwZh0KBBWLduHdatW4dBgwahf//+cXNNqJ2HDz74IG6uB6J4lpOTg0OHDqGuri7w3N69e9GrVy907do1gi3rfLT+vpA++/btw4033giv14vVq1djwIABAHh+7WDlnjneMZBzyIABA9DU1IR58+ahubkZP//8M5599lkUFxdjxIgRqKurw7Jly9DS0oJt27Zh7dq1uPHGGwEAxcXFWLt2LbZt24aWlhYsW7YM9fX1KCwsjPBRmaN2LhITE/HMM89g69atEAQBVVVVWL58OcaOHQugc52Lv/71r/jss8+wa9cu7Nq1C6NGjcKoUaOwa9cuFBYWxs01oXYeBEGIm+uBKJ6deeaZyMvLw+zZs+H1erF//34sWLAAxcXFkW5ap6P194W0HT58GOPHj8dFF12EV199FVlZWYHXeH6ts3LPHO9cgiAIkW5EZ1VTU4PZs2fjq6++QteuXTF69OhAxaOvvvoK5eXl+O6775CVlYXS0lIUFRUF1v3LX/6ChQsXora2Fv369cNjjz2GCy+8MIJHY43auVi1ahVee+011NbWokePHrj99ttxyy23BNbtbOfCzz932pw5cwAg7q4JP+l5iNfrgSje1NXV4cknn8T27dvhdrtx/fXX48EHHwwqKEHmDBgwAMuXL0d+fj4A7b8vpO61117DnDlzkJKSApfLFfRaVVUVz68NrNwzxzMGckRERERERDGGXSuJiIiIiIhiDAM5IiIiIiKiGMNAjoiIiIiIKMYwkCMiIiIiIooxDOSIiIiIiIhiDAM5IiIiIiKiGMNAjoiIiIiIKMYwkKO48sMPP0S6CQCipx1EREREFJsYyFHc+Pvf/45Ro0ZFuhma7Xj44Ydx7rnnIjc3F/X19UGvPf3003j44YcDP5eXl2PgwIEYMGAAfvrpJ8faTEREZNZPP/2EAQMGYODAgSgvL49YO6qqqnD++ecHfv7yyy+Rm5uL//zP/8Qf//jHiLWLyCwGchQ3jh49ipaWlkg3Q1c7Ro8ejaqqKpxyyikAgF9//RUPPvggVqxYEbTco48+inXr1jnWViIiIrusW7cOjz76aNj3KwgCVq9ejTvuuAPNzc2B5y+44AJUVVVh0KBBYW8TkR0YyFFUKCoqwrJlywI/l5SUYMyYMYGfX3/9ddxyyy0AgH379uGee+5Bfn4+LrvsMrzwwguBX8xerxfTp09Hfn4+CgoK8Nvf/hZ79+7F/v37ceeddwIAcnNzUVVVpdkmr9eLJ598EsOHD8eQIUMwffp01NXVBV7/6KOPMG7cOAwZMgQXXnghbr311kCXSTvb0djYiKuvvhrdunXDiBEjNJcnIiJygpG/1Wq2b9+Oyy+/HEuWLEFBQQHy8vLw/PPP48MPP8SIESOQm5uLKVOmBAVdYhs2bMDIkSORl5eHa665BgsWLFDd38yZM/HWW29h6tSp+g6UKEYwkKOoUFhYiM2bNwNoD1y+/vpr/OMf/8CRI0cAtAdNhYWFOHbsGCZMmICcnBxUVlbiT3/6E7Zs2RLoErF06VJ4vV5s2rQJH3/8MXr27InnnnsOvXv3xuLFiwG0d63Izc3VbNPMmTPx448/4u2338YHH3yA9PR03HvvvRAEAf/+978xbdo03HXXXdi6dSs++eQTCIKAl156yfZ2dOnSBe+99x5+97vfITU11fjJJSIisoHev9V6/Pzzz/jll1/wySef4Pnnn8crr7yClStX4s9//jPeffddbN++HevXrw9Zr6mpCWVlZfjd736H3bt3Y968eVi8eDG+/PJLxX1NmzYNb775Js455xwTR00UvRjIUVS48sorsWPHDhw/fhzbtm3DBRdcgL59+2Lbtm3wer3YsWMHrrrqKnzyySdobm7G/fffjy5duuDUU0/FtGnTsHLlSgBAcnIyqqur8c4776C2thazZ8/GwoULDbenvr4eGzZswKOPPopTTjkFaWlpmDlzJr766it88803yMrKwnvvvYfLL78cXq8X//73v5GZmYna2lpb2wEAHo8HPXr0MLUuERGRXfT+rdbr7rvvRmJiIoYOHQoAuPnmm9G9e3f07t0bOTk5imO/k5OTsXr1amzduhV9+/bF7t27ccEFFyjup1evXsYOlChGeCLdACIAyMnJwWmnnYbt27dj8+bNKCgoQF1dHbZs2YLW1lYMGDAAp512Gt577z00NDTgv/7rvwLrCoKAlpYW1NfX484770RSUhJWr16NJ598Er1798YDDzxg6A8L0P5NIQDcdNNNQc8nJCTgp59+wrnnnot169Zh1apVcLlc6N+/P7xeLzye9o+UXe0gIiKKFnr/VuuVmZkJoP1vKwB069Yt8Jrb7YYgCCHrJCcn44033sCCBQvwwAMPwOv1YsSIEXjsscewadMmPPHEE4Flf//73+Paa681e7hEUY+BHEWNK664ApWVldi6dSuef/551NfXo7y8HF6vNxAA9erVC//v//0//PWvfw2s5/V6UV9fj6ysLHz77be4/PLLMWHCBBw9ehR/+tOfMH36dGzbts1QW7KzswEA77//Pnr27Bl4vqamBr1798b777+P119/HW+88Qb69OkDAHjqqafw3XffAYBt7SAiIoomev5W6+VyuQzv3+v14uDBg5g3bx4A4B//+Afuv/9+vPzyy5gxYwYDN4or7FpJUaOwsBDr16/HkSNHcM4552Dw4ME4cOAAPvjgg0Cf+8suuwyNjY1YsmQJmpubceTIEcyYMQPTp0+Hy+XCW2+9hYceegj19fVIT09Heno6UlNTkZSUhC5dugBorxqpJTs7G//93/+N8vJy/Prrr2hpacHChQtRXFyMI0eO4OjRo3C73UhOToYgCKisrMQ777wTqEZpVzuIiIiiiZ6/1U5qbGzEnXfeibVr10IQBPzHf/wH3G53ILtHFE8YyFHUGDhwIDweDy655BK4XC4kJydj0KBBOP3003HWWWcBANLT07Fs2TJs374dl156Ka688kq43e7A+LP7778fffr0wciRI3HRRRfh7bffxoIFC9ClSxf0798feXl5GDZsGDZt2qTZnj/84Q/o1q0brr/+elx88cXYtGkTlixZgp49e+KGG27AJZdcgpEjR+Liiy/GwoULMX78eHz//feBMXx2tYOIiCha6Plb7aTs7GxUVFRg8eLFuOiiizBq1ChcfPHFmDBhguP7Joo2LkGuAzIRRYx/wu85c+boWv6nn37CFVdcgQ8//BBnnHGGk00jIiIyLNr/TpWUlGDw4MGYMmVKpJtCZAgzckRERERERDGGgRzFpcmTJyM3N1fx8e6770a0fWvXrkVubi7q6+tVlysvL8eoUaPC1CoiIiLzRo0ahfLy8kg3I+DLL79Ebm4udu3aFemmEJnCrpVEREREREQxhhk5IiIiIiKiGMNAjoiIiIiIKMYwkCMiIiIiIooxDOSIiIiIiIhiDAM5IiIiIiKiGMNAjoiIiIiIKMYwkCMiIiIiIooxDOSIiIiIiIhiDAM5IiIiIiKiGPP/AYlFHN36k6YpAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 10 }, { "cell_type": "code", - "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:08:36.299534Z", "iopub.status.busy": "2025-07-17T22:08:36.299448Z", "iopub.status.idle": "2025-07-17T22:08:36.301133Z", "shell.execute_reply": "2025-07-17T22:08:36.300945Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:14:54.181176Z", + "start_time": "2025-12-08T21:14:54.179342Z" } }, - "outputs": [], "source": [ "#Set up directory to save output and plots:\n", "savedir=Path(\"Save\")\n", @@ -1295,7 +1494,9 @@ "plot_dir=Path(\"Plot\")\n", "if not plot_dir.is_dir():\n", " plot_dir.mkdir()" - ] + ], + "outputs": [], + "execution_count": 11 }, { "cell_type": "markdown", @@ -1308,33 +1509,40 @@ }, { "cell_type": "code", - "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:08:36.302233Z", "iopub.status.busy": "2025-07-17T22:08:36.302156Z", "iopub.status.idle": "2025-07-17T22:08:36.355284Z", "shell.execute_reply": "2025-07-17T22:08:36.355054Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:14:54.190457Z", + "start_time": "2025-12-08T21:14:54.188866Z" } }, - "outputs": [], "source": [ - "# Determine temporal and spatial sampling of the input data:\n", - "dxy,dt=tobac.get_spacings(W_mid_max)" - ] + "# Set temporal and spatial sampling of the input data:\n", + "dxy = 500 # meters\n", + "dt = 300 # seconds" + ], + "outputs": [], + "execution_count": 12 }, { "cell_type": "code", - "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:08:36.356452Z", "iopub.status.busy": "2025-07-17T22:08:36.356372Z", "iopub.status.idle": "2025-07-17T22:08:36.358071Z", "shell.execute_reply": "2025-07-17T22:08:36.357888Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:14:54.195159Z", + "start_time": "2025-12-08T21:14:54.193333Z" } }, - "outputs": [], "source": [ "# Keyword arguments for feature detection step:\n", "parameters_features={}\n", @@ -1345,45 +1553,44 @@ "parameters_features['threshold']=[3,5,10] #m/s\n", "parameters_features['n_erosion_threshold']=0\n", "parameters_features['n_min_threshold']=3" - ] + ], + "outputs": [], + "execution_count": 13 }, { "cell_type": "code", - "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:08:36.358985Z", "iopub.status.busy": "2025-07-17T22:08:36.358913Z", "iopub.status.idle": "2025-07-17T22:08:36.825005Z", "shell.execute_reply": "2025-07-17T22:08:36.824776Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:14:54.725374Z", + "start_time": "2025-12-08T21:14:54.197691Z" } }, + "source": [ + "# Perform feature detection and save results:\n", + "print('start feature detection based on midlevel column maximum vertical velocity')\n", + "Features=tobac.feature_detection_multithreshold(W_mid_max,dxy,**parameters_features)\n", + "print('feature detection performed start saving features')\n", + "Features.to_hdf(savedir / 'Features.h5', 'table')\n", + "print('features saved')\n" + ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "start feature detection based on midlevel column maximum vertical velocity\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "start feature detection based on midlevel column maximum vertical velocity\n", "feature detection performed start saving features\n", "features saved\n" ] } ], - "source": [ - "# Perform feature detection and save results:\n", - "print('start feature detection based on midlevel column maximum vertical velocity')\n", - "dxy,dt=tobac.get_spacings(W_mid_max)\n", - "Features=tobac.feature_detection_multithreshold(W_mid_max,dxy,**parameters_features)\n", - "print('feature detection performed start saving features')\n", - "Features.to_hdf(savedir / 'Features.h5', 'table')\n", - "print('features saved')\n" - ] + "execution_count": 14 }, { "cell_type": "markdown", @@ -1394,20 +1601,32 @@ }, { "cell_type": "code", - "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:08:36.826242Z", "iopub.status.busy": "2025-07-17T22:08:36.826099Z", "iopub.status.idle": "2025-07-17T22:08:37.011654Z", "shell.execute_reply": "2025-07-17T22:08:37.011420Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:14:54.896894Z", + "start_time": "2025-12-08T21:14:54.728357Z" } }, + "source": [ + "frame=42\n", + "W_mid_max[frame].plot()\n", + "points = {\n", + " threshold:plt.plot(ft.west_east, ft.south_north, \"o\")[0]\n", + " for threshold, ft in Features[Features.frame==frame].groupby(\"threshold_value\")\n", + "}\n", + "plt.legend(list(points.values()), list(points.keys()), title=\"W [m s-1]\")" + ], "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 15, @@ -1416,24 +1635,19 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj4AAAHFCAYAAADyj/PrAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAA449JREFUeJzsnXl4FEX6x789k/uEJOSCcMlNADnkUiGAgIh4oLIueKCux+qqKLoK/BRQEY9VAd31VnTFxVURFQVBIHggyiEuIioqCCrhhhAg10z9/ugj6eqpVPUxkwnU53nmSaa7rq6u7ql66z0UQgiBRCKRSCQSyUmAr74bIJFIJBKJRBIp5MRHIpFIJBLJSYOc+EgkEolEIjlpkBMfiUQikUgkJw1y4iORSCQSieSkQU58JBKJRCKRnDTIiY9EIpFIJJKTBjnxkUgkEolEctIgJz4SiUQikUhOGhrMxGf16tWYNm0aDh06ZDlXVFSEoqKiiLcpEvz444+444470LNnTzRq1AgZGRk4/fTT8dZbb4VMv2fPHowfPx5ZWVlISkpCv379sHz5cku6RYsW4YorrkCXLl0QGxsLRVFClrdz505ceOGFaN26NZKTk5Geno7u3bvjqaeeQnV1tfB1iLYLAI4ePYp7770X7dq1Q3x8PDIzMzFo0CBs3bpVqK5Zs2Zh9OjRaNWqFRRFqXNsfPTRRzj99NORmJiI9PR0jBo1Cps3bzbOT5s2DYqicD96HS+88AIuuOACtGzZEomJiWjTpg3++te/YteuXZa6//KXv6CwsBCNGjVCYmIi2rVrhzvvvBP79u0Tus7//Oc/GDBgAHJychAfH4/8/HyMGjUKq1evtqRt2bJlyHbfcMMNQnUBwC+//ILRo0ejUaNGSElJwdChQ7Fhw4aQaefPn49TTz0VCQkJyM/Px4QJE1BWViZcV6j2n3vuuY7z0xw7dgzTpk1DcXGx5Vxd75pooa72Rysffvghpk2bVt/N8Iw5c+agb9++yMrKQnx8PJo3b45LL73U9P6QRCmkgfDoo48SAGTbtm2Wc5s3byabN2+OfKMiwJNPPkk6dOhAZsyYQZYuXUo+/PBDcuWVVxIAZPr06aa05eXlpLCwkDRr1oy89tprZOnSpeT8888nMTExpLi42JT26quvJm3btiVjxowhPXv2JKyhsGXLFnLFFVeQl156iXz88cfkww8/JH/7298IAHLNNdcIXYOddh05coT06tWL5Ofnkzlz5pDi4mLy7rvvkrvuuots3LhRqL727duTHj16kKuvvpo0adKEDBw4MGS6hQsXEkVRyAUXXEA++OAD8vrrr5P27duTxo0bk59++okQQsjOnTvJF198YXwWLFhAAJCbb77ZdFwff/n5+WTcuHFk3rx5pLi4mDz77LOkWbNmJC8vj5SUlJjqv/TSS8ns2bPJBx98QJYvX04efvhhkpaWRjp16kQqKiq41/nkk0+Su+++m7z11lukuLiY/Oc//yGnnXYa8fv9ln5t0aIFOf30001t/uKLL8gvv/wi1Kd79uwh+fn5pHPnzuTtt98mH3zwATnjjDNIamoq+f77701pX3vtNQKA/OUvfyErVqwgzzzzDElPTydDhw4VqisULVq0ICNHjnScn2bv3r0EAJk6darlXF3vmmihrvZHKzfddBPzPdMQuffee8m0adPIO++8Q4qLi8lLL71E2rVrR5KTky3PhCS6aDCjsCG8jMLB3r17STAYtBwfOXIkSUpKIuXl5caxf/7znwQAWb16tXGsqqqKdOrUifTu3duUPxAIGP87eSGNGTOGxMTEmOpnYaddt956K0lOTiY///yzrfbUpva1de7cmTnxad++Penataupf7dv307i4uLI2LFjQ+bZtm0bAUAeffTRkOd3795tObZ27VoCgNx///3ctv/rX/8iAMjy5cu5aUNx6NAhEhsbSy6//HLTcbcThzvvvJPExsaS7du3G8cOHz5MsrKyyJgxY4xj1dXVJC8vjwwbNsyUf968eQQA+fDDDx3VLyc+ZuTEJzr57rvvCAByzz331HdTJHXQILa6pk2bhjvvvBMAjO0LRVEMMS+91bV9+3YoioJHH30UDz/8sLHtUFRUhB9//BFVVVW4++67kZ+fj/T0dFx44YXYs2ePpd433ngD/fr1Q3JyMlJSUjB8+HB8/fXXkbhkg6ysrJDbUL1798axY8dw4MAB49g777yD9u3bo1+/fsaxmJgYXHbZZfjqq6/w+++/G8d9Pne3vkmTJvD5fPD7/dy0ou06duwYXnjhBVxyySVo3bq147aJXNv+/fvxww8/YMSIEab+bdGiBQoLC7Fw4UIEAgHbdWdnZ1uO9ezZE36/Hzt37uTmb9KkCQC1f5yQmpqKhIQEx/lZvPPOOxg8eDBatGhhHEtLS8Po0aPx/vvvG9uea9aswa5du3DVVVeZ8l9yySVISUnBO++847odXbt2RUJCAlq3bo05c+ZY0uzYsQOXXXYZsrOzER8fj44dO+Kxxx5DMBgEoL4f9H6ePn268T4ZP348910TDAbxyCOPoEOHDoiPj0d2djauuOIK/Pbbb6Y2FBUVobCwEF988QX69++PxMREtGzZEi+//DIA4IMPPkCPHj2QlJSELl26YMmSJcJ9UFf7dT777DMMGTIEqampSEpKQv/+/fHBBx+Yypk7dy4URcGyZctw1VVXISMjA8nJyRg1ahR++eUX4fYA6rN7xx13oFWrVkhISEBGRgZ69eqF//znPwCA8ePH45///CcAmLZat2/fDgD45z//iQEDBiA7OxvJycno0qULHnnkEVRVVZnqIYTgwQcfRIsWLZCQkIBevXph2bJlUaPu4Pb5lUSI+p55ibBz505y8803EwBkwYIFhpj+8OHDhBBCBg4caFrV66vyFi1akFGjRpFFixaR1157jeTk5JB27dqRyy+/nFx99dVk8eLF5JlnniEpKSlk1KhRpjpnzJhBFEUhV199NVm0aBFZsGAB6devH0lOThbaVquqqhL6hJLmiFBUVESaNGlCqqurjWO5ubnkkksusaRdtGgRAUA++uijkGWJrMSCwSCpqqoiBw4cIPPnzyfJyclk0qRJQm0Vbdcnn3xCAJAZM2aQG264gTRq1IjExsaSnj17kkWLFgnVRcOS+Pzxxx8EALn33nst5/r160cAkB9++MFyjifxCcXKlSsJADJ79uyQ56uqqkhZWRn57LPPSIcOHcgZZ5xhuq+EEAKAKbmqrq4mlZWVZNu2beS6664jKSkpZN26daY0LVq0IKmpqSQlJYXExMSQjh07kn/84x+WekLVdezYMaIoCrnzzjstaZ966ilTXz3zzDMEQMhnpFevXqRfv34hr4FHixYtSNOmTUnz5s3JSy+9RD788EMybtw4y73Ys2cPadq0KWnSpAl55plnyJIlS4yt2b/+9a+EEHXrdcmSJcZ2rf4++emnn7jvmuuuu44AIH/729/IkiVLyDPPPEOaNGlCCgoKyN69e412DBw4kGRmZpL27duTF198kXz00Ufk3HPPNbaou3TpQv7zn/+QDz/8kPTt25fEx8eT33//Xagv6mo/IYQUFxcbz80bb7xBFi5cSIYNG0YURSHz5883ynn55ZcJAFJQUGC8D5977jmSnZ1NCgoKyMGDB4Xvz/XXX0+SkpLI448/TlauXEkWLVpEHnroIfLkk08SQgj56aefyMUXX0wAmLZadYnxbbfdRp5++mmyZMkSsmLFCvLEE0+QrKwsctVVV5nqmTRpEgFArrvuOrJkyRLy/PPPk+bNm5O8vDzm81Gb6upqofdybamxSJnl5eVky5Yt5PzzzyfZ2dlkx44dwvklkadBTHwIqVv8zJr4dOvWzTSAZ82aRQCQ8847z5R/woQJBIDxctuxYweJiYkhN998syndkSNHSG5urkm0Hwq9fpHPypUr7XUEIeT5558P+UMaGxtLrr/+ekv61atXEwDk9ddfD1meyMRn5syZRpsVRSFTpkwRbq9ou/7zn/8QACQtLY2cfvrp5L333iOLFi0igwYNIoqikCVLlgjXqcOa+AQCAZKRkUGGDBliOn7w4EGSmppq2ZrTsTvxKS0tJR07diQFBQXkyJEjlvNffPGFaTycc845pLS01JLO7/eTwYMHh6yjffv2Rv68vDzy2WefWdLceOON5KWXXiKrVq0iCxcuNCYNl112Gbeu33//nQAgM2fOtKR9/fXXTX01Y8YMAoDs2rXLknbYsGGkXbt2Ia+BR4sWLYiiKBY9r6FDh5K0tDRy9OhRQgghd999NwFAvvzyS1O6v/71r0RRFGOC5mSra8uWLQQAufHGG03Hv/zySwKATJ482Tg2cOBAAsA0Ad2/fz/x+/0kMTHRNMnZuHEjAUDmzJkj3B91tb9v374kOzvbNN6qq6sNPTt9saVPfC688EJT/s8//5wAIA888IBwewoLC8kFF1xQZxrRra5AIECqqqrIq6++Svx+Pzlw4AAhhJADBw6Q+Ph48qc//cmUXn+GRCY++n3hfa688kpuWTrx8fFGvnbt2pHvvvtOOK+kfjih5XHnnHOOadujY8eOAICRI0ea0unHd+zYgcLCQnz00Ueorq7GFVdcYbJcSkhIwMCBA7Fy5co6683Pz8fatWuF2ti+fXuhdDqLFy/GTTfdhIsvvhg333yz5TzLOot3jsf48eNx1lln4cCBA1ixYgUeffRRHD58GE8++SQAVQRNbw3VFveKtEvfioiLi8PixYuRmpoKABg0aBDatm2L+++/H8OHDwcAi0WZ3++3dX0+nw833XQT7r//ftx///24/vrrUVpaigkTJuDYsWNGGjeUl5dj9OjR+PXXX7FixQqkpKRY0nTp0gVr167FsWPHsHHjRjz00EMYOnQoVqxYgaSkJCNdXRZ0b7/9No4ePYodO3bgmWeewYgRI/Dee++ZRP/6NoPO+eefj8aNG+Opp57C7bffju7du3PrsjO2WGndjMHOnTujW7dupmNjx47FsmXLsGHDBpxxxhlYsWIFOnXqhN69e5vSjR8/Hk8//TRWrFiBdu3aOapff+5rbykB6rZzx44dsXz5csyYMcM4npeXh549exrfMzIykJ2djZYtWyI/P984rr9/fv31V0ftqs3Ro0fx5Zdf4q9//atpvPn9flx++eW466678MMPP6BDhw7GuXHjxpnK6N+/P1q0aIGVK1diypQpQvX27t0b8+bNw913342zzz4bffr0QWJionC7v/76a0ydOhWff/65afseUC1b+/TpgzVr1qCiogJjxowxne/bty9atmwpVM+zzz6LI0eOcNNlZWUJt3316tWorKzEzz//jCeeeAKDBg3C8uXL0blzZ+EyJJHlhJ74ZGRkmL7HxcXVeby8vBwAsHv3bgDAaaedFrJc3g9iXFwcTj31VKE2iujI6Hz00UcYPXo0hg4dinnz5ll+RDIzM7F//35LPv1FQl+3HXJzc5GbmwsAGDZsGBo3boy7774bV199Nbp3745XXnnFotdBCLHVrszMTADqi1ef9ABAUlISBg4ciIULFxrHYmNjTWW9/PLLlh8kHvfeey/KysrwwAMP4N577wWgToqvuuoqvPDCC2jatKmt8mpTUVGBCy+8EJ999hkWLVqEPn36hEyXnJyMXr16AQAGDBiAPn36oG/fvnj22Wdx2223CdWlv2B79+6NCy64AN27d8ett96Kb775ps58l112GZ566imsWbPGNPGhady4MRRFsXUP9+/fj5ycHEtat2OQdUxv2/79+0P+COoTjVDXIIqeNy8vL2T59MQl1LXGxcVx3z9uOHjwIAghzDYC1j5g9audvpozZw6aNWuGN954Aw8//DASEhIwfPhwPProo2jbtm2deXfs2IEzzzwT7du3x+zZs9GyZUskJCTgq6++wk033YTjx4+b2k2PK9axULRp08Z4L9WFnUVPjx49AKgTsPPOOw9t2rTB5MmT8e677wqXIYksJ/TExyn6bP+tt94yKXOKsn37drRq1Uoo7cqVK4WU8j766CNccMEFGDhwIN5++23jZVmbLl26YNOmTZbj+rHCwkKhNomgr6h//PFHdO/eHaNGjWJKuUTb1bVrV2Z9hBDTy4iuS7S/axMTE4PHH38c9913H7Zt24asrCzk5eVh+PDhaNWqFZo1a2a7TECd9FxwwQVYuXIl3n33XQwZMkQ4b69eveDz+fDjjz86qjsmJgY9evTAf//7X25a/QeA95LX/RGx7mFiYqKhjN6lSxfjeKdOnYx01dXV+P777/HnP/9Z+FpoSkpKmMf0CVdmZmZIn0l//PEHAHsreRq9jl27dlnGxh9//OGqbK9o3LgxfD6frT5g9WubNm2E601OTsb06dMxffp07N69G4sXL8bdd9+NUaNG4fvvv68z78KFC3H06FEsWLDA9L7duHGjKZ3e//rClG6viNRnyJAhWLVqFTfdlVdeiblz53LT0aSmpqJDhw6On19JZGgwE5/4+HgAMGb/4WT48OGIiYnBzz//jIsuush2fq+3upYuXYoLLrgAZ5xxBhYuXGj0Bc2FF16IG2+8EV9++aUhYaiursZrr72GPn36mMTrbtHF/vrLMTMz03gxOW1XXl4e+vXrh88//xylpaVIS0sDoFqMrFq1Cn379jXK1KUkXpCSkmL8YG/YsAHLly/HY4895qgsXdKzYsUKLFiwwNiaE2XVqlUIBoO2fnRqU15ejjVr1gjlf/XVVwHA1K8sLrzwQsyaNQs7d+5EQUEBAODIkSNYsGABzjvvPGNbs0+fPsjLy8PcuXPxpz/9ycj/1ltvoaysDKNHj3ZyWQCAzZs345tvvjFtd73++utITU01Vt1DhgzBzJkzsWHDBuOYfq2KomDQoEEA6n6fsM4NHjwYAPDaa6+ZpMFr167Fli1bhLeFvIDVxuTkZPTp0wcLFizAP/7xD2O7KRgM4rXXXkOzZs0sW33z5s0zvedWr16NX3/9FX/5y18ctS0nJwfjx4/HN998g1mzZuHYsWNISkoytbn2Npguua79XiOE4PnnnzeV26dPH8THx+ONN94wjaM1a9bg119/FZr4hGOrqzb79u3Dpk2bcPrppzvKL4kQ9ahfZAvdMub6668nq1evJmvXrjWUQFnKzbQCql7Gm2++aTquK/mtXbvWOPbggw+SmJgYcv311xsOqt544w0yceLEkJZA4eLTTz8liYmJpGXLlmTFihUWB3S6QjYhqrVH586dSUFBAZk3bx5ZtmwZufDCC0M6Cty+fTt58803yZtvvknOPvtso1/efPNNUz/ce++95Prrrzcc8i1cuJDccMMNxO/3h7TUCoWddn3++eckLi6O9O3bl7zzzjtk4cKF5MwzzySxsbEhlY1DsXbtWuNaCgoKSKdOnYzvtf3QrFy5kjzyyCNkyZIlZPHixWT69OkkKSmJjBw5MqS1EyF85WbdcmfKlCmWe1Xb0un9998n5513HnnhhRfIsmXLyIcffkjuu+8+kpGRQdq0aUMOHTpkKjeUcnO/fv3IzJkzycKFC8nKlSvJyy+/THr37k38fj957733jHTz5s0jF110EXnppZfI8uXLydtvv00uvfRSAoCMHz/ecg2h6tqzZw/Jy8sjXbp0Ie+88w758MMPyYABA0hqairZsmWLKe2///1vw/Jm5cqV5LnnniONGjUK6cAQgkqptFXX4sWLDQXthx9+2NTOpk2bktzcXPLcc8+Rjz76iNxyyy1EURSLUnKLFi1I+/btyUcffUTWrl1rKDPX9a657rrriKIoZMKECeSjjz4izz77rGEFtW/fPqPsgQMHks6dO4e8jlD+iACQm266idsPIu3Xrbr69OlD3nzzTfLuu++S4cOH12nVdc011xhWUtnZ2aRp06Zk//79wm3p3bs3ue+++8jChQvJqlWryDPPPEMyMzNNVnx6fVOnTiVr1qwha9euJRUVFWTLli0kLi6OFBUVkQ8//JAsWLCADB06lLRt29ZiAKJbdV1//fVkyZIl5IUXXiAFBQUkLy+PDBo0yFb/ueHQoUPktNNOI0888QRZtGgRWb58OXn66adJhw4dSFJSkukdSkjoZ2rw4MHE7/ebjk2fPj2kA1KJtzSYiQ8h6qDPz88nPp/P9ECEY+JDiOrZd9CgQSQtLY3Ex8eTFi1akIsvvph8/PHHYbm+UEydOtWWVVhJSQm54oorSEZGBklISCB9+/Yly5Yts5SrX3OoT22Lhvfee4+cddZZJCcnh8TExJCUlBTSu3dvMmfOHFJVVSV8HaLtIkSd7A0cOJAkJSWRpKQkMnjwYPL5558L16V7tg71efnll410n3/+OenTp49xfwsLC8k//vEPUllZySybN/Gp617VHqNbtmwhF198MWnRogVJSEggCQkJpEOHDuTOO+8M+YMTaoIwceJE0q1bN5Kenk5iYmJIbm4uufDCCy199cUXX5AhQ4aQ3NxcEhsbS5KSkshpp51G/vWvf4U022VNRn766SdywQUXkLS0NJKUlESGDBlC1q9fH7IfXn/9ddK1a1cSFxdHcnNzyS233GKxajty5AgBQC699NKQZdRGnzC89dZbpHPnziQuLo60bNmSPP7445a0v/76Kxk7dizJzMwksbGxpH379uTRRx+1XOvHH39Munfvbljl1B73rHdNIBAgDz/8MGnXrh2JjY0lWVlZ5LLLLiM7d+40lR2JiU9d7f/000/J4MGDSXJyMklMTCR9+/Yl77//vim//g5YunQpufzyy0mjRo1IYmIiOeecc8jWrVttteXuu+8mvXr1Io0bNybx8fGkdevW5LbbbjNNBisqKshf/vIX0qRJE6Ioisly7v333yfdunUjCQkJpGnTpuTOO+8kixcvtrzjgsEgeeCBB0izZs1IXFwc6dq1K1m0aBHp1q2bxTotnJSXl5O//OUvpGPHjoaLiGbNmpHLLrsspCuHUM+UbmFWG/1978TaVyKOQoiAppdEIpF4zIcffohzzz0X33zzjbHVKIkcc+fOxVVXXYW1a9d6unUcabZt24YOHTpg6tSpmDx5cn03R9IAaDA6PhKJ5MRi5cqVuPTSS+WkRyLMN998g//85z/o378/0tLS8MMPP+CRRx5BWloarrnmmvpunqSBICc+EomkXnj00UfruwlRSV0+mwDVCs+tjylRSAj/XDR2fWi5ITk5GevWrcOLL76IQ4cOIT09HUVFRZgxY4awSbtEIre6JBKJJEoQcYUxdepUTJs2LSLt0bfD6kLUJYdEEi3IiY9EIpFECZWVlfjf//5XZ5r8/HxPXVPUxf79+7Ft27Y607Rv397kcFQiiXbkxEcikUgkEslJQ2Q2iiUSiUQikUiiAKncDNWr6R9//IHU1NSIKelJJBKJpGFCCMGRI0eQn58fVkXz8vJyVFZWui4nLi4OCQkJHrToxEBOfKDGsNHd8EskEolEIsLOnTsdx/TjUV5ejszEFBxD3VZ1IuTm5mLbtm1y8qMhJz6AoZj38/ebkZqWbjpHFG02r/0llESIpSFFC44UPSEJUsfN31no7WCm55VjtJ+zOmFcp8K6UK1eul3M9gaph9jnD90u6rveHkXLr5fL6xfW9fL6nb7vtmGVz7guHsz+p6vllGd3HIr2A3e8CI7zOu+LYJ8a6GNNaxvxxZjqUKorteN+cz7GmKTHnHA7GM+IpZ1U/cb10s+u/pe+h0HKDJ5OR98T/Z7p5Wv9w3vHGdn0Z1Gv16a6aOzenwAAwaOHAQCB1r1N7ahpQOh+U0gQS7bsxZT3t3LrevDsAgzvqi5uWf1o3F+9/jrG4pEjR9CmXXiVuisrK3EMAVyBpohzoZVSiSBeLfkdlZWVcuKjETUTn5kzZ2Ly5Mm49dZbMWvWLABgbjs98sgjuPPOOwEARUVFlmi7f/rTnzB//nzhuvV6UtPSjcCYvB9iHf0loT/zxktB8MUv/APMQHgiJPgDToyXoPnHwPKDyXhpsAsWnQiEnmjq9dMvd9bER/jHSXDCaBub5YpOgIzs1PhyOuGxDefHnTsuGD/mjiY8dttEH2dOOIj5O12szQkR99nQJxABbSIWm2g+T/8gMyY+zPp4Ex/je90ToJryOZNn7rtAze+LUc32fZVlAIBq1ruXgUKCaJEThC/+d27aFnnZaBw4pNaT2VrNr71LYku2AAACyWqQ5WCyGqDUMgEL1YYIqEbEwYc4p+8hQA2YIzERFROftWvX4rnnnkPXrl1Nx3ft2mX6vnjxYlxzzTWWiOnXXnst7rvvPuN77ci/EolEIjkx6dU8Hbmpcdh9pDLk77sCIDc1Dr0KUoGjx0OkiH78igK/iwmWH4qc/FDU+8SnrKwM48aNw/PPP48HHnjAdC43N9f0/d1338WgQYPQunVr0/GkpCRLWicQxSe82qCxSHoYqyGn5bNgrT6FJRU2JUOsVR13tWtjFQfUPKcKGKtbXaIgVKo1HxiSrZp2ONtaMvJxVuV0O3gSHP28IWFkbEfwtliFtwR57TcyMu4La/VvtCdgqsYWnLYZUiRGdmMlr299VVcwElKSFk79lmsWvTj9nsbEh6yfnS90O+itmpp+ENwqNO4h4zyVzxiL+mXTyaj+1e9PMFFVKwgmNWa015w+FH6fginD2+CWt76DAvPvu17O5CFN4SdVCG7bBACoWvEmACBx6Di1/tIDAACf1m+BNPNvSahnRlRFwQt8CuB3IVjyAXLiQ1Hv5uw33XQTRo4cibPOOqvOdLt378YHH3wQMh7LvHnzkJWVhc6dO+OOO+7AkSNHwtVciUQikUQRwzpmYc7FnZCTYl7E5KTFY/YlnTG8XaP6aZgkaqlXic/8+fOxYcMGrF27lpv2lVdeQWpqKkaPHm06Pm7cOLRq1Qq5ubn49ttvMWnSJHzzzTdYtmwZs6yKigpUVNSsQkpLS9V/FB97NcmQjLB0eVgrAs9WCqzVnojORIh8RrHGqpUzJ2atamndlbpLcQ9LAZQFQ3nbUqyocjcP1nhyKlmkJT8s5XqG5JEeH6L9Jd4+SurBFEUppnS04rFYZQz9MMZ3FrqkpUY6SeVnKfzT0kjeO4PbEE2PLUBJSPyx5vaxpK2MZ7FGesqpnjM2mFJG/bsuPdW7kSrHd+ygely7nmB8ilB7DOq4v0M752Jwxxys23EI+w+WoklKHHrlxsLvUwzJnr9ZOwBA5Tfr1e/fr8HXFTuxv+AUZMVnohcJwq/4oHy1UD3fTo1YH0iPjJdsFp5sdUlM1NvEZ+fOnbj11luxdOlSIU3zl156CePGjbOkvfbaa43/CwsL0bZtW/Tq1QsbNmxAjx49QpY1c+ZMTJ8+ve4KeUqwdsXZejbRiYlou5xOgGxuxYB6ifFfovreH0NJmplRsF842w18pXDzBIIHrWTNKk90QmgXVv3c5rOU8vXTrO0iwXKY44M10aMmFTGH/wAABBNU6xgSl8ytI1zwlHqN5jhVFKeVqS0FU33JU66ltoZ4Cv28e24UK6DUa0rPmNsa6BOdlKy6C2JZr+n1cLZ3fX4FvVtlQGlZs3VW+0pJdlsAQFLzAqys3IaHf3wMBxICwG71fLYvBRNTz0TvHep9ymjeHgBQ3cjlO9slfpdbXaE3809u6m2ra/369dizZw969uyJmJgYxMTEYNWqVZgzZw5iYmJMEYE//fRT/PDDD/jLX/7CLbdHjx6IjY3F1q1sE8dJkybh8OHDxmfnzp2eXJNEIpFIopuVldtw19GPcSDePBHdEyzDXYcX45OY3fXUMkmkqDeJz5AhQ7Bp0ybTsauuugodOnTAXXfdBb+/Zp764osvomfPnujWrRu33M2bN6Oqqgp5eXnMNPHx8YiPj2eeDweulZod5meJr3mrF1qsbncLTd8GsKzSeKtpu3NxmybEtCSDVR+rncJm5w4lgtxibUqoWBj3R//u1B0BKzm1dcVUfq84qv41tj+sflFEFeRdGxDwlHpZits8aR+jnUaxtKTHH0dlYGzjcsz4Hbu6sGwfi/kuo8uzjC1Ov9iV9FiqZdwHpUqz5vL5ESABPHb8C+186HL+lfk7zhlwL6qTMkK3Dy7GmAPkVpf31NvEJzU1FYWFhaZjycnJyMzMNB0vLS3Fm2++iccee8xSxs8//4x58+bhnHPOQVZWFr777jtMnDgR3bt3x+mnnx72a5BIJBJJw+Hrfd9gT/BonWl2l+/D1we/Q8+kMyLUqrqRW13eU+/m7Dzmz58PQgj+/Oc/W87FxcVh+fLlmD17NsrKylBQUICRI0di6tSpJomRMHWtagUd33llth5us3dRXR0dnsTIct2U5IfdLjHJCi2h8KydRoVUOpuSICaCSs3CeiWsajx2pOZ6HNNSCsZ9qG5ySsjjtfOKShsdm+QzsHhCZkl4vMKQeJg9KjOTs5SqdUTdylPlsZ5hpkND0aHHkPwIK6Fz/C8ax/V6tPunO4ZEZTX2l/KdHQLAvmN7avJrf+3qPkmil6i6k8XFxZZj1113Ha677rqQ6QsKCixemyUSiUQiCUVWQgY/EYAm8Y3C2xAbyK0u74mqiU99o5BgzeyeZSJqJA4tMeCtOnn77kxnaTwcrm55cXFYEhNmM2j9Bbp9lvR1O+azZqhbr8Figlx3aXyrNqpeu9Zg1nhJ3pi1W6pxam5P47Vuks3xU9fq33bsLJtjlZvPaR+zdHqY6c124ixJA0+aZtiV88yuOJaIriU9nPpYkia6PWwJD0MCp5evxWTz7d6KXiQWTQLx2OurYIq7c2LT0b0iEQhoEr8YypKyuoLt9DIMKHBnhSSnPVbqzapLIpFIJJJI4ld8uOlY+zrT3Jk7Cv4IKi/z0CU+bj4SM1Liw4AOnRB2ixJBiw2ePxnXiPpl4cDTobFUS+kRuHYYyPrOk7zpyQR1gGhJFU+niSUR4+kUMfvFpZ5J2HyTuB0vgLh0z2uY5dISFJvSWB4caVuQtXbXfGX5tDAgtNSzRuclwKlHzC8QMyyKDusZszzTYpIf+tngvSOMd5YRNV6rJ1n173Nuh7OQdLwF/nFohUnROSc2HXfmjsLg1I4gwUCt9qj1+XTrsEBlRCU+Eu+REx+JRCKRnFQMTmyLM5GHjdW7cDgnG1mxaThVaQK/4gPhOZqMMNKqy3vkxEcUpytjj1bULH84riU/LtvH8xYrquPBk3xw4fj+sNtPovoj3ECOLOhVMcNXC8+nDA/bEh2eHg3H54sFu/otIvCkcZ49c5TExKiX5/OI4d1bVH/QUp42VhgBdWvSacUKSsRoayVDl4jS7eFaU7H636JzoystEfNfQckPM0yQUX7o9CRG9YsUSFeDjyqnZgMAEvf8hH7ogmBGAQDAV67GeFQ0i+BqLYiqXk5Q8yquBGJB4iI3OVInPm6UmyU00bORKZFIJBKJRBJmpMTHJk5Xk5ZVkKjvCruSC5vWXczVIaccYS+ydnWGeO0W7DdxvYPQliC2g3lS8PwQGWepccFc13l1nxgIj2uXEqSGANPnFf3sBqpMx5l+XvSxoPuF0cuhJS2WhlBjgtH1rDFtjZemB7VSvWQTvf26nxvtfFAL2sozBrPEjeNZLgqOHdtWerzydU/Y+nX61PSBpqqjXN/R/QCAYHKGqX6lUtX/CSaokh9Dx8ofj4A/cp7/5VaX98iJj0QikUgkUYr04+M9cuJTi7pWx1xJgZ6OVYCuMOdwACuikZ1Zpxm6FlzJDccDLwuWxMM4b7OdvHqY1k48iQO3fI8lFoqY5IcXg8yrdjHHNbXc50YAt+gq8Sxv7D8HtL8Wu2OlJmHdkgNWH1skP5rODdHX1CxprO77SZM8KNXlpnZwpa76V7rdvHcCnZ7WEdLbbzzblARHdyDN8l1F3wee9LSm4SHrcwxP2qnFgbM8a7qOkybh8h07qKarKAMAVGe1Us9r/RQM1rQ3GC6rWklEkBMfCr5zMd5Dy3IGVveLnmk6yhInc/LxcPwDypgAMZ2ciSoisqpzquhoNMym2XqYsEwEaAeLbtvhVuGXGtfB6iqs23kEew8fRZPkWPQ8JQd+nwL4bW41sn4MBX43WEq0rGthjWnH23hMlxLqcd/xwwAAf9k+AECgcTP1vPZDapmY6BMNTUnWAqc+bogKVnmWyaz21dhq08zhta0vX5U6MSPahIFQEyb93taYi7OCtHK2b50uAkWVt6nrNtLrAXS1CajRD37t71FNyTlNNV8niVoxtcqO5LTH53Krq+FtNocfOfGRSCQmln6/HzOW/oKSI5XGsdzUnZgyrDWGds6tx5ZJJCcfcqvLe+TEpxaOFJdZWxOM1aPu+KpmlRErVD6zbQ7NnI3sDId6breIhM3H3Up+bJZj2b5grGa5ipRGAaG3qNxKopjYdZon2h/a32Xf/o5bFmy1rGh3H6nELW9/j9n+GAzrmM0ul9NvhmTQxpKZ2Zec7WbhIKcMe22edNVSni4piU3UimFIh+ntY8F3h2V7VHTLiGN4oGcPau8iXfJTY+5ObZFRkhTaUWCNsjZl/s8x47f0B0dqyXSNwbpeH7UlqeePTVD/asrMvjRVyblak9z5g5okrFa5sTyXBpKoRkrBJBIJACAQJJix7NeQcxL92INLtiIQlPoNEkmk0K263HwkZqTEpzYkKOC4jiMR4NiA6qshY5VEKxjWakudTQ23EzebZvfCq3JBZWK7ehys6+c6WGTBkphwJHCWXnBav1fQ0gK6X2q1Y93Og6btLRoCoKS0Aut+PYA+LRubyrOkZa3qqQ7SlUR9upSl1mPDlb7ZxKJky5UA0VI8c98RTVIQSMlS02mO8gwoXRe6HXbHhkXHh6NHVfOddn7qC3nauGxdt4eSCDEdF9LvCsuzGbo/HcNQwNexvHnphuuSH13qTj3rgZQmAGp0t6rjU9RiSJVWng+KJhWLBNKc3XvkxEcikQAA9h4Riz+0t4w9OZJIJN4idXy8R058aqEEqmtW9Noxq4mpfoa1WqMj+FE6JbppJbUvbllMsUxrXer08BDWpWEhaj3EMt3lSGoUSuLiWEJknLfnEJInSeP2H6t8uzjU+apL2tAkVcwpW5OUOOeOPCnpAi3pMd0P0b6zKZ0UNq/mSH70EAZgWWlR7aT7nmsJKfgssc3h9U5l6BQZ+bX0utm2LvHR75EuL6TDp+jl0g4Ymfp3Hkt+jPrqDn7KtETVpe+aY0NfheawcM+vAIDj330FAEgY/GcANZIgkKDn711JZJETH4lEAgDo1bwRclNisLusOqSejwIgJy0evZo3gi3tZIlE4hg/XG51yUfVgpz41Ka6XHxVwhM90pIeY3Wk6fTQ1ly0jgqVj+kYTlSyYBOuLo3Tep3q1ujVU6tu0RAUPH9AjmGUI+xvyaFETTTkB8spXihpg8+v4J4zG+Nvi/dCgXlqo6eefHZb+P1+EEEJGI1C6WXUSDdCtz8U7OChdF1i/l74FXLeCSyJgo2+B9iSHl4f8/TYmO8QmNtNOyqskfQwrlvXldGbx5TmMiRPNmFK6mhEpdKGfqWmq5WqBi/1HVP9M5GAJtnTrPRM1xspHT2oUlE3W10+F3lPVKRVl0QiMRh+SjKeGtEEOSlmlcictHjMGtNFNWWXSCSSBoyU+NQmRLBAa6A/m3oE1CrIWNTR1l0MCRE3BECY9pqFPVgz4Ek8eCENuNZfjHqsCTmSHVHJD2UdRR8XtW7iSoIEpRi2JVYcaYNOMKkxhnZpjMGdm2Ldb2XYXRWPJinx6Nmikeq5WffdYteHCsvPkYvxy9MDY323ZqCsrxh+fezidXgRo1zN34zhAdpm+ARW6I+aZ4pObz6vY7zjfMYB1D7AtV5jSA2ZvsRovb7QpVraZxRHJ9A9a+u6TQlpar6mnQEAScmq5WJVUt0WjOHGtVWXFPhYkBMfiURiwe9T0Kd5KgJJGfXdFInkpMa1VZfc6rIgJz61MGLs2MnDshygv+urG8N7KEzpaMsIbhBHjhWTXSIVs0pH2LMzswCzBIap7yHq38em5IfOJ9p/bgNpsla7vACXrPFE3wZ9ohNzeBcAwK8FbAxovkxE67Pt2dkOovpSvONO9fdY6PdGl+Lqh2kpXQjJslDxmtd3pVq1QiLxqdqZ0FJpnvTNIhljSJ+N8zwpn+EXh/IbRLnb4T37tITJ8Byt0B6k7T3DdK3GK1qXvuv1apK0qpz2poSmVzbtzVrSoJATn9r4/NaXHuNh4ikMEkqhT0ePsh7UHmLR6Yboy4JFpCc2THhbhy63Fo1sTpWXHdYvnM6hGTqdjrUd4CTquSm/vguSoP6o6ibblvHncILIo65xzFRM5ym6s7aueI73vELfUtHfEdTEiOW6wpJON4igJ06sdxONqEGAXYV1Rr1M7wDGNjejPsuzzIgOb2lI6O1ciyGIRpAKzkr8qgPKIKzONNUD+qLVZzXhDyNyq8t75MRHIpFIJJIoRW51eY+c+NAwVpWOJSaM8gxX/XbL80rBzu52gU24gSFZ2O1nUVNiPbnd9vDM93lK2Cz3Azx4ZvdeK8xS70Z6a8v11iSrXjfjjbe1xQyjUndYGWZ1gvfAIn00lH+pLS/9PKM+PSyCsQWvffdVHQcABP3a1hLlQJHeshLfXnXWLzX59bFq3gaiw5JYYKkF6MXqyWhpOq85hqcESgJEh+ig7gftsNEw7688VlOGdg8kDZMo2f+QSCQSiURC41MU1x87zJw5E6eddhpSU1ORnZ2NCy64AD/88IMpDSEE06ZNQ35+PhITE1FUVITNmzd7edlhRU58KIjiC48+jOIDFB+IooDUHpDa8Zr6FdOKRiFEXW1Hyk263h7WxyZh608awfY6bg/V/0qwWl1Z68fpj56Ovn+MdNzrEkSvz6iXd1yBJTBoqI9jIjBuFaIFFzY+RPtw+lxPp3/Vxgbrw8N4dqkxSHwxpo/oM0X8sWZHpz4/4POz2yPY15b8eju08i3tMvrT3F+s9hvjRhtb9I+vMaYcvlOsF2RvjNGXEYyJRzAmHtUEqCY191H/KMGAqpvp8l3oFMWvuP7YYdWqVbjpppuwZs0aLFu2DNXV1Rg2bBiOHj1qpHnkkUfw+OOP46mnnsLatWuRm5uLoUOH4siRI15ffliQW10SiUQikUQpPr8Cny9ynpuXLFli+v7yyy8jOzsb69evx4ABA0AIwaxZszBlyhSMHj0aAPDKK68gJycHr7/+Oq6//nrHbY0UcuJTi4AvVjgIpQ7b6Zf5O6HMHxVqA9utNQ4Pz5ypObTW4ZZjF1HrKJZujku4Vh0sdwOa/oWR3ysHi6z6GELdcOnsWOsJrXvlRLeHGZiW1ukRLZtl3WWcdzZGmVZFloRU33CstfTvgbRcrVx7lnJWS1TOs8HqZ6PBdY9NOjyJkQ1mvTeeQ0KLg0VLqA2GuwBBFw4Wlw5B9YDfxWQjGiktLTV9j4+PR3w834XL4cNqCI+MjAwAwLZt21BSUoJhw4aZyho4cCBWr17dICY+cqtLIpFIJJJoxe+D4uIDv/ozX1BQgPT0dOMzc+ZMbtWEENx+++0444wzUFhYCAAoKSkBAOTk5JjS5uTkGOeiHSnxqYU/UAFAC0hHW2ZoFhU8x1XCwSk5RGpF7hrOqtG1w0BBR43cfg6zFZuwRI0K+cBddRv5vPFL5FjyJ2wZxPAV4yG2JT2CY4PbN5y+NKS8rPy6pEX/WnerrPWypGV0P/AkWbYtEym/Qoz6aSssS3gSDralgaxnxxiDVDr9q/Y3SN0B1paQLq2vLa21BJkOI4rPvp6OKb92nTt37kRaWppxXETa87e//Q3/+9//8Nlnn1nLtTiqJJZj0Yqc+EgkEolEcoKTlpZmmvjwuPnmm/Hee+/hk08+QbNmzYzjubnqVmtJSQny8vKM43v27LFIgaIVOfGpTTBQ42WVXkVoM3zfsYNq0k3FAIDY7KYAgOrm3dV0hnt1apVBeWw2jlNNcBqElBcMkz7ODAToFGr1xQoU6TRkg6julWfXZVOXiXddRvuNkCUOJTh2ocvXJJdMoYZDyZhdfRNmuSYLR86Y5kkSLDoySp3nnUtnQ+v9MdvBqU9Yp4blr8jSL9QzyRnbrHZZdHHcSikZ+e3eB1pSJCpNVQTDTtCenbXMttroBp9fgc+FxMcnLlsEoEpubr75ZrzzzjsoLi5Gq1atTOdbtWqF3NxcLFu2DN27q797lZWVWLVqFR5++GHH7YwkcuIjkUgkEkmUovh8UHzOJ1p21SZuuukmvP7663j33XeRmppq6O2kp6cjMTERiqJgwoQJePDBB9G2bVu0bdsWDz74IJKSkjB27FjH7YwkcuJTG8UHJaAGAGR5bg4kZwIAYlt3Vc8fO6T+pfZ82bGj/FQ6yrOvccKmzgyF3f1yZjsc4sZ6xw3Ckp8wtYune2T0i6EzFvoR9EyHiYLWTWBJ5pj5GeNa+H7bOE/HgGLFsOLqrDDi5rnVc2LqrdHY7GMuTEkPq1y6nYE6i1cUTvso6zC3ulW2n0WGJInpWZuWBAnG2TKsziIYlysaePrppwEARUVFpuMvv/wyxo8fDwD4+9//juPHj+PGG2/EwYMH0adPHyxduhSpqaloCJxcd1QikUgkkgZEfWx18VAUBdOmTcO0adMctqp+iRpz9pkzZxoiNJ3x48dDURTTp2/fvqZ8FRUVuPnmm5GVlYXk5GScd955+O2335w1wucHiU0EiU1EMD4VwfhU47vuhlQJVEEJVCGYmI5gYjqUuAQocQk1Hl4176y6N1n9Q3tLpT3mGlBeSOlyeMctxbG8vFK49tBrFGT2birq/Zb2WB02r670d0a7mecZsO4D6/6TmHg1BhOvXtZlUd5lWefttpdFIEjw5fZD+GBTCb7adsDwdWK5Ltb9ttwHEvpTBzUemvlp1QzaQ0aNRXb6uu8Fq89ZHpuZ7TcyBuv+WBrA6SvRMcSrj3VvaI/YenLdIzWrOs5Y5XqLF3029fvs86sfm8+GZ97KPSbSnptPBqJC4rN27Vo899xz6Nq1q+Xc2WefjZdfftn4HhcXZzo/YcIEvP/++5g/fz4yMzMxceJEnHvuuVi/fj38fjHlNZ2YvT/DF9NS/aIrgWpi9WBiOoAaBTcSl2g6Hrt9rZotu416PoES+TG3NEKb4toVh4tusVgIt5KtbcXG0EE9axxFutwmiJRSIn0/6dOCW5VO4b646e0SlqInCWLp9/sw46NfUHKk0jicmxqHKcNbY1jHbHvt5ToZrFWOvkPFUvY10rlTSrY+K6EdENY43FPMf43BSeWjHO3VVMBQ0qZ/jEV/fC1K25z3Hu+8KLQZO7UFxpp4i26rMx1BMpWvqfuh56PeIUZ6feiDGpMRVFyW1A/1fofLysowbtw4PP/882jcuLHlfHx8PHJzc42P7j0SUD1Kvvjii3jsscdw1llnoXv37njttdewadMmfPzxx5G8DInkhGTp9/twy1vfmyY9ALD7SCVueet7LN2yr55aJpGcHKhSGzdODKXEh6beJT433XQTRo4cibPOOgsPPPCA5XxxcTGys7PRqFEjDBw4EDNmzEB2trrKXL9+Paqqqkyus/Pz81FYWIjVq1dj+PDhIeusqKhARUWF8V135U3iEuErV91zK1Xq+eDB3QCAmHRVqTmoKTfrq4PAD2sBEkT5xo+gBI8jeeBFILndEIhLUtNpyqTGKoduDE/SY9eZV4TQlcBNJp614a2eLEqy5tU0i4gEPDVV6FDCxGknLcUIu6NLepxVq+PbkGDSCqtQt7dmLN5qNc+GunpWAMxY+jMGd2gC491qU2G1TlNw4pEEhIKpBGu0ibflZj7vr1SDN8bs3w4AqMztqNajO74T3TWhJT+GI0LR6/bGPJ9ZvG0pdN3PtGiYHqZEjVN+UJfU+fR3r89cnlEBpfysHzbuX/1ue0Vax+dkoF4nPvPnz8eGDRuwdu3akOdHjBiBSy65BC1atMC2bdtwzz33YPDgwVi/fj3i4+NRUlKCuLg4i6SI5zp75syZmD59uifX4Nu3ETE/vY34ykPqgQ9XgiRngwyejmDbsz2pQyKpD9btOISSo2wLIAKgpLQC63YcQp+WVmmtRCJxj6IoxuTNUf6gnPjQ1NvEZ+fOnbj11luxdOlSJCQkhEzzpz/9yfi/sLAQvXr1QosWLfDBBx8YUWFDwXOdPWnSJNx+++3G99LSUhQUFCCY2AhEUSUZRm5t1l+993cAgL9a0/2JiQV2fAbluxetFRzdg5j3b0T1uf9EsON5IdtAryKYqynWCprWldCXlcYqxZ3DQB7HX1cdVfli1SGUdPblAIDqRs2YeUTwfHUVput3HPqBYXrNMgtnO7lzJukxDus6Z5TDzdqr571llXS2kIRMR+tmGSd0SZdQ0VpanqNCxrNOmcFbj4fOx9O7syjy6tJP7TgdkJjZF8azy/lhshkGgCfRsmYQdXnhTippW8Kj52dko8uj8/konR9eEFRaZwkk9DipbwmQxD31puOzfv167NmzBz179kRMTAxiYmKwatUqzJkzBzExMQgErCvNvLw8tGjRAlu3bgWgus6urKzEwYMHTel4rrPj4+MN99123XgbBANQ1qn+Dizel7W/McX313iClkgaGE1S+LF81HSM7U6JROIan9/n+iMxU28SnyFDhmDTpk2mY1dddRU6dOiAu+66K6RF1v79+7Fz504jPkjPnj0RGxuLZcuWYcyYMQCAXbt24dtvv8Ujjzxiv1G7/wel4g8gKQtIa6muhrWJi695JwBAUNdp2bcFscfYip0KCFC2C8rvaxFs3t84Tu9X8/b/lYojar7YJFM+3RGd4QjPWLWp/WZ3dSbquE5Pl9i6rVpbEzVkh1Jdrv6tOq61N5HKb89Ro2PsWq9x6hcNlWEUx5TQ2HMMSOfzWl+DxJgnNb7j6uKBxCUDAAL+ePRo3gi5qXHYfaQypIBGAZCTFo9ezRtZHUfyELHWY62suRISe3pl1no5UjJdMqDpSenlBtJz6y6X1R6eA0YWjDEdrjHDRLAeul94EiBRQRdvmBgCPErPUj8e1MMRVVcgFPUt4XFrkq7QunKS+pv4pKamGmHudZKTk5GZmYnCwkKUlZVh2rRpuOiii5CXl4ft27dj8uTJyMrKwoUXXghAdaF9zTXXYOLEicjMzERGRgbuuOMOdOnSBWeddZbtNsW9cxX88drEIikL5LQbgbQOIdMqR/eIFVq223Y7GhwkAOzaAOXYfihNOoA0Pa2+WyTxAL9PwZShLXDLgq1QYJ7U6K/SycPbwO9TxBVwJRKJpJ6pd6suFn6/H5s2bcKrr76KQ4cOIS8vD4MGDcIbb7xhcov9xBNPICYmBmPGjMHx48cxZMgQzJ0717YPHwvH9kFZdR/IObNB2gwzJC66pMWXXiBWTorDaLX6ai6orS41PYJgvHrthtt+XZ/AqfGRoBUZvWbwFQ5Qk3/yT8T89DYUTbk7DgBJyUX1kPsQbHeOsUrmW8q4k/zYDh9gVzIj6EOGG8LBoWSHKVHhrbZ5Vlb6eU2SGfCbJUHDOudhji8WM5b+jJLSmhVxTlo8Jg9vg+HtGwO1QkjQgTAt4SaMlGZdn7odC9YdXFSHWYZNHRdRKZ4hNTMsN6m+5rSTFTRUVFLDW8czw7d4LWV16P/Gru4PtzyWqheneEMixLBQZTlBjBRS4uM9ChHxT32CU1paivT0dBy+OxVp8bU8sgJASi6qxn8Mok04jFhHwQDin+0NHClRt7UoCBQgNRcV13+leoTWJigWi1VtK401AVHK1a0uxKgPpWXio6PrEvnsbXUJm89T5fmO7IHyy3L4l96pnq5dhPat+vxnEegQWrmbrs+ziY/oy52Rzu3Eh26P3evi5bOtuGpkrLv9Ps0kuzouxXTaH1S3UquUGKz/9RD2HilHk9R49CpIg9+nWMchVS4zZp0xsa9DB864p1Ey8eGMGe69ERxrjp9dBrafDac43FpjKSnb3eqyOxexKEMzNmpDTXJKS0uRm5ODw4cPO9MRFUD/XVpedAaSY5zLKI5WV2NI8WdhbWtDI2olPtGAAgBlJcC+7xFocSYAwK/psgBA9aCpiHnvryBQTJMf/b/qontrVoM2p5e+46o/IT0oKmtVaPzwGN5kHb7kaE++OsZGuXlVpwSq4P/8UfV/qigFBAQKYlZMRaDtCHUyJuip2PXEI1yrWd551g+8aDWs+ytav1Gxs/4wdMa0m+mrKjedj1WC6FuQBCj6xIgKm2AZN0LV1j0uqOCiTid9olY5XH0u7VkT1sdyOQZ4+mq29ckEFxme6QY51V3yCNZ9NnR9aDdRnEFb29pPkUYrDRqp7i0CQ08n2HYEAsP/ASRnm44TfwqqR/2r4frxCQag7PwCvi3vQtnxRchVuVLyNZSje9gmoiBQjuyC77cvw9tWiUQiOZFxG6dLem62ICU+IqTmGiJ/Y9Wn6a4EO56HYPuRwIonoVSVwpfVCiSzI4LtVQmRsdqkF8RG/B/BVaa2/6zQlge0JIa3r89Yjfo2rwQAHFz4T2TE/g8xvpoVf22dHeNY9fE6221UX/qHanmmb8HRPlBoSYd+2KakyhIvSBTbkjFWXCVneg5ex+xibj1x/USp12VYtui6Y7rVoC/W/F1Hl2j6zJJGlpSF7dcnRL/Skh5O2fQ94Oph2Nxmpdth9LXeJ/pxH5XeJZbrZa1XnUo7qYWNArFtc6bXbc72Zigv4aFwuoXFsxyl+y/a/fT4FAU+Fw4MfRHUR2ooyIlPHah6OnkINu1d85DqCo36Q6x/P/suEABBlm4DPfaCde/v68FPFfqHRn9ZUz9whmIePREwGsAQo2vpD3/5KeIqt6FJ/FfWRpWVIObd6xA87XZUxWoOCjNTrOlCXU9KNnVATPeGOwGi34q8iYdX+g2CP6bM+unDoqbHlq0wyj0AS1eLdd4oTzfN1ia6uhM+fVzrP+aaDpDvyB4oJd+ABCtAkpsg2HIg4PMjqAW+ZMbZNEyJWSbc5m0tW/C2bpzqgIhuz/KUkxljjzuh0J5xo9n6s6HfI56LCNG+1Ce5jDEjuqjgujSgJ5r0BIil08WBmdyhgQNrQhzxcDmSsCEnPgz0/d6qIfexI1efSJAgko+uARBKZ0d9mfm+fQU4dRKg+EDyuoMkZwOM7S4CBUjJBmnaO8wNl0QK5ael8Bffb3LlQFLyUD1kOgIdzq+/hkkkJzB6sFHH+YNywkYjJz4sUvNQNeR+BNuNMB22muUi5HkdXQmODnhnsW7R0+urJj14pL41ZKwuq0Pms2vNRbc3tYkP/oNHmekUADi+H74j20AatYX/2AGQntdD+eQBLWAlrdxNQHpery7HSBB6wEnu6pG7JUNLNjjLeVGFUVFJU7iVqQVhbu8Y521aoekSw1pWi6byl8xEzA9zrRnLdiHm3etQrfgRaDcSMYxxaXVeF/o5CjkueFtXDhX5Lc+gTamb0S5KCizqQJFp5UXr1FHbxFxpH10tJVXkuloQtaZyaLlYU0Bo6bTdrSim5MtIz5DcGPWLjZ+IO4bUcB2kVMbqsiAnPrWovPjfqFSOgiTngDTro75w6umHLdIoVUcE05XWTHGan4Hqc/+JmOL7VOs3ncRMkN43Ac3P9LydknogGEDstncAsKWB8cvvwbE2ZwMudBEkEokV13585MTHgpz41CJQ0A8Bzc+BZfXAUMLlYqyKqNUZy3zckNyog9Wn6QIF9eOG2TFHcsFT2KMmdP6W3YBtb3AuBvBltYKSmWfUE+h0AQIdRsG3Y7W6BZKYAdL0NPiOquE8fMfUUAhBwyyfW4W5mczVKSvApLYqo1bHNecjrLjodHXI0OmxJGMpulI6PFDoYKS0DhotzdBW0VXlUH77CkrlYXZTAShH/kDM718i2Px0ADU+UXjjTsSEmxtMlMqrp+feapZeFO+eOXQhwJIYWJxeKpokQtfv05yX6vpXiAkdQ43lPJKF86Cjzsz0uWb2+ldLfZz20M+AoOSGlZ6WjElOPOTER6LSpDNIYhZwfB9DZwdAYhZIZkfrSZ8fpHk/dcuLVsaWNHiUo3vF0p0M4VkkkggjdXy8R058auELVHEdUxHaOsVj9FWGjwo+ylJlYZmU6u0zVr96uxnXRxrlIXjGnfAtu0vT2bGWGex7K5QmaqiOIC2RoHSSFC3Eh79M/dEkmpUacWi9w9StYq3Sqf17uy7mmatU0dUuS7Li0lJEVGJF95ft1b/+PT4VwUbNxdqWlFkzPvVm2uwvc5vs3jOGZIjpbIrS7WB85+p2uHW9oHtvV8z1BrWAsbTZPKs9ojo3dnWbLOUyyme6quC40nDt/JNx3K5LDGF9QN45j/H54VLHx8PGnCDIqaDEgLQahGDvO4CETPOJpCYIDrofaDGgfhomqVdIsz4gcY2YPzAEAEnNV/XiJBKJJMqREp9aKNWVNVs1lAk7S5LCLIthcWENTMjQ9aEsPPxQHcuxAunV+PfRrMgoPQCepED3GxTTYQRIu2EI7t0M5dh+kOQmQE5XkAQqVhm9StP1EPTVanKGml7PR7eHkmgZuk2c67NIUOhkDOdowro9Tv39eKVXwdHtsauzZDfuk0WK4IsBfDEIFE2Bf+nftWAktc5rf6uG3Afij7WMe7vxqEIGhGT5jOQ9gxbpqF4QZQFHtckypmhJBg9Rqy6jAv3ZpXyD0e0ynEWG1l+ryRB6DFusxmgfWHQ7qXcKz3KS1q9jlWc57hK3cf6Y1np1jK+IBin1KVBcGA24yXuiIic+Eis+P5B7qvrDcDL4MJJwIa2HIDDsEfhXPQhUHKw5kZCBQKfLTF69JRKJd/h8Pvhc6Pj4AnJjh0ZOfGoTrK4ViNCZLgpX0qPD9HdiXjUZc3VdDyCohorQV4XM/XeejwrquoIJqsQnkKyWr1QdU0/s3al+b5yrFpPUSP3rNw8dI6QGJfkxVn/0qpEO5WHoOVCBIOm/LB2ZcO258yRAXlmAMPIboR5sWulxdYmo6+K1P5CeD3S/HME2w6H8sR7+/T+DJGUi0G444PNbvPby9EEMKQtPeoE6dHTodIy+Ymeg7h2rL2hrKf1Z1cesxU+O2a+M0R5KEmLo38UlmdIzvbPr0lSYnx2WJMxiDUX7ZtLfDaxgsFR7jWc7yAhpIaorxDjOwrVER7AeO1LiaAtrIbGHnPhIJBJxfH6QZr1B0lsa3yUSSfhw7cdHBim1ICc+NPQ+uL6Y0U9D/y5m4cFb+VryMVbmCjGbiVvWG8aqy+wZmuXJl6ljEZeopi/ZCgCo3r0DQM1AUeJVSxMSr8bq0oOmGhIoWkdHXzUyJE4kRvNXpAfHZPn0EF5V1u3FlQvvPjmU8DAtg3iWQrQfKNF2CjfMnk5TICVLTW5Y6Wnt0y2OqACXBvrzpOup2Og/i7sezns83Ktx2vu68QzEJprS0ZIZveGGqhFVLu27yyoVpiQwuqCGdb0M30wWmxa6Qbpl6XF1S5NoFpqG7pHPrL/FDIxslF+3vhcPuxIh4bHVQPz0uDZnd5H3REX2iEQikUgkkpMGKfGpTa0VgLGKIZTIR8eurwwbdZuqoffb9VWjZUWtnxbT9WDpjBj+eHLbAgBiMpuq37VVn7Fq1CNHGxYy5nhFltWw1v5gbIL63fDzAlO9evqaC2L4AqFwa/3E1clyKenhYtPihTm+WDpmVLwna4EMyQ/13RfQ9E50/RZmC82eouFg1cmT9DDvqVPrIZZuD4OgJr3Sc+nPpF2Bk8W3FsMDc40PMUY+S8EhLPRqn6ak28azp6vlaXp/TKsnRj3CUm9dcqaI3S+2JaA7CY+whW49ofh8UHwuJD4u8p6oyIlPLYjPz/6BYzkf03Dr6M7IxtrSYehS0Ca6xl9GoENj64QKnmqgvcyDSY21BqXXWT/L/Nx4Vejm73p7dfP8CjU2mFJVDgAIpDTRMlKKlxyYEzjGRIj3ErNrfs2aMDDF70b/M5S4qfb6tP6xBMKkPWQb91ff/9C+6z9qenp6y0nU9FjH+JEsN7dXc7Zn2/RbrzbEfWNOdDiK5hYEHfUJl0e1J0iPcc5WnM+Y7TPqo99Boubxgu8g45nXT1OT0poJkHnM+Y7uV7MlNlKP6xM9qj12J+U1W4H62AttPi/qjLMmg+AiiTPBru+wNz6/S6suudVlQU58JBKJRCKJVlzq+DiRtp7oyIlPbRRfzYrVstz0ePAISnpYZvVMZVfKFLZGTB5rTqehh8YwzIqN66dWb3Q9vNWUYjbPrzHHrzbnZ9VDwzH3Zh1362iMtbq0KHTy8jHut8VkWXdjQHnto90EWBxsGvko02pt1W4o5FL1se6nYbJNr9INSZG5/iDDYaZRH2P7xqivLnN2UaeIzBL0BA4lP9wQC4JbbjQMVw20iT+9LSw8pJnSSLOUuOaZ1MPbhM5nSIF16PthU1GeFW5HdJvXrisL3rsgqPWLj7GBa3jgUJSIOjCUeI+c+EgkEolEEqUoPpdWXVLHx4Kc+NRGjQYHgL/S9wrhVYug8ikMSUfocllm1bSEiHmdDKdv3FUwLaHQTH8tuisMiQYXpqM8jt4HqzivJHwMZXJdSViXlFiC0urXT0lyjECV2v3SA1n6NJ0pA033KqgppQe02+HXJDY8fRn6/hmKu+DomhkZNGmA3i5daZ4V8iSU1IThyI8t/RNzxugahoTDq+CaLLhCBlFdIKMBHF0pSmpHKF0m4XbQ0miX71Cn95cnBfZpx4PUWPTVs3RHKjd7j+wRiUQikUgkJw1S4lOLOlcSHGsvrqTEdlvqDghoOcxYVVl1KRi6JoK6PBbdFH11ZAQZFVwVGu0NLRniSsJEragEsSstEHVEaPQTbUqsWc4oulUc7QaAoftjWNroahmGA8kEcz7dCZ0mV2COShu6NiGzsyQ9mmTKV3FUrT/RrDtGp68pr9Z3prl23fpCNYXVLZXkwnNZQUui9Gwsi0/6Whnpa/LVrdTDtFS06FMJWiWxjtP6Zdoz7j/8h+l4dXq+Vj51vVRoj5r2m989Vr05jvTXI8mPobsTpVEoVAeGzj2kK36O24OTEDnxkUgkEokkSpGem71HTnxqEVJaw1g1Gad5QUAFHR3yLBqE67escjmSI5akgycZMoKOUnoO1HGLhIiW5PAEDKx+pdunn+ZJ3Oz66aHrFS1fT6/r7tDtrlZX0UqM+rfGqs68srPo4lCrbqVSlajofnSUYwcRCBJs+OkP7DkWREbTFujVPB0xMbpVn3k806t/z0J96PoSCanqaSqoLo1lXAGI2feLek6TOFRnNNe+azonmjNMQwqmjzmebyLevbapi8KTTlqlpNS1evzDpFD6Yorum4sljWXq+mhWXpo00bauEGMs0f3FsiJj5uPVSyNqEar7zuK+lCQNHTnxkUhOID7aWooHiktQUqZvw3yL3NQ4TD67LYZ1bFKvbZNIJPbx+XzwuVBQdpP3REVOfGoTYgVh8aVBY7iR11Yv+mHW6lJQYmCUx9O5oHWM9MUT5f/HkCzRQUNZq1ROfTUSDEp/gKH3YHc/XlTnhjD6n1+B2CozECRYt+MQ9pZVoUlqPHo1bwS/L8Q94ehIGZYxWv/7qo6r5esSEZZnbPr69P7Wrb20dP5Dv+Gjn47i5sW7LX2w+0glbn1zM2aN6YKz26meuBVaOiIo5RC2dtTL1yRR1gyh+z/m903G/4G9vwMA/E3UsCm6vhDZsVk9np6ppsvraLoWWneGpb/G9b7OQdQik75nRn2aJItltRakLfCo8kQ9WVt8Q7HutRGORpNE6ckpiZoxljXLzKAWsJbpsdkI5RH6nWHR5WK8W2zph9VOxsrPINp0fuRWl/fIiY9EwmDplr148KOfUFJaYRzLTYvXpCfZ9dgyK4Egwf2f7gs58SNQJwMzl/yIoW16hZ64SSSSqEROfLxHTnxY6Ksl7ZfErm8H5mpT1Cup/l1Q8sNcrTIsK0QlPzUV0Ktbe/vrTq3eLJIfWpJi2ae3qavDkDws3bIXt765GcSYNqjsLq3Arf/9FrPHFKqTH9oKi4qFxYROz4OSBNK+UdbuqkBJGbssAqCktAJfb/oBfZvGI5Ceqx5PYKzWWR6xFarfWDHDLBlDr9Zp68Bgo/yaolIy1H+q1InntvsmAQDKDx0DAGR1bQUAaDJ+gppXkzwQxIWs0rCAM6Sj5sCtomNU2GKQI71ledWmdZRY+lhWL+mUhSWln2jRv9PKMYKeaj6X9IDEFgtNypeU0d+UrymlXC3H8PTM83ekcHx+MSwPmfqVFKJ6lJZ8cn1wwiInPhSunZ/xlIZFi2FMgLgwlZzNExeu+TdjQmD8OIi1hmtOzw3uKmg2bq1YUNk8xEszECR48KOftL6nfqy0Iw8u2Yoh7ZsgBuaJpBGE9cfPAQDBgkL1b3Kmdl77cdPNz/X7TL/7tUCN+paYYVJsOCZMNKXfUy5m7rrnWDVAYmvq18s1LpATasL4UdZ+xOhgpboiLBUUl4YVOoPUCn3hq1InOBXrPgYAJOWqfRgMqGmDlWoZ1d+sBAD4ewxTM8ZqZWl9pdfl/+M7NV9WS/UvHYJBb4rHriksk1ajHsX8V9AVBB1gmN7CsgbEpRY9dHnHD5vbRQddpculAtxaJ/2hw6dYDSP0LcC6JzpcZ5f0RM7hfWM5OAyl8B/JQKWK4tKBodvftBMQOfGRSCjW7Thk2t6i0aUn63YcQt/mqZFrWB1kp4g9ytlJDe8lGCBBbAzuwa/Je5ERiENLEPil5Y3kJEFudXmPnPhQ0CJ/HyUWDwQ9numLKj/b3ZKivhNf3YqezPI5kh9mM+yuujjXbSis0u3i5WecZypCKj7sLasMeY5m75FyAOrERzch3veEuh3zxb8+AwDkd1ClFL1nTQYAVLc/U62HWlX7dckJS7NSd3So4aO2JXqckojc1N+x+0hlSD0fBUBOWjx6dGyNgE+xBj2lYUhkjPugr/ptmjob0xV91a9LLbT6lFpbZ4HffsSKI99h5sG3cSAhAGhGaU1yEnBrdSGGprZUizpyCAAQq/VJQJdE0NLX45ozxW8/UavurN6LQGpofS3Hkh/WWGO6dAgtCeJhdUUQeluYtYWm9zWJ07a2GErMNEa/6MrZ1HanIWnTtxZjqe1u+tF1KtU1CqC20Bj3i/sOkZw0yDsvkVA0SYnjJ7KRLhL4fQqmDGsNwLoNqWiv+inDTmlQis0rjnyHO3f9FwfizbpLe1GO/4tZh5WBnfXUMokkcugSHzcfiRkp8akNIRZlU0OZU8NvmGY6rINr+soZpKKSH0Z53FUsT/JjlBPapNZp6Afj59iu5Edvnlf6GAB6NW+E3LR47C6tqFN60qt5IyiaHoqih2aoUlfJp/RTTbCP7CoDAJStVaUMiW37mQuzSNz04KTq3xqTZkpfwnCMWCMhGtYhE3NGt8OMZdtRcqRGapWbGofJw0/BsA4ZIBwld9HQJcYDoEuuKAkOc5yxlLm19P6yvQDU7a1Hfn9X7WzrTA4A8ERwIwY16Ym4LLWvcXiPelpT2CaaxMK381sESBCff/sh9qEcSXuOobAiHfn5qnK0rutDqL5mwdVLY2CRuFC6McY9oXRoLHqDDN0eS7kMvT5D6ZkOEExfD0MqZ0DdS6O9+tilJVqieoXGeU5IDh6Wl7Sg9JguhtWOCOHz++BzMXlxk/dEJWp6ZObMmVAUBRMmTAAAVFVV4a677kKXLl2QnJyM/Px8XHHFFfjjjz9M+YqKiqAoiulz6aWX1sMVSE4U/D4Fk4e3AVAjLdHRX5qTh7eJSunJsA6ZWHFTD8y7IBtPDM3Ev8ecghXXdsSwDln13TRbbDj8I/b6KqyTnlrsDhzB15W/c8tafuh/GPndA/gbPsE0fIW/Z3+LK/LWYvmBrz1ssUQiaShEhcRn7dq1eO6559C1a1fj2LFjx7Bhwwbcc8896NatGw4ePIgJEybgvPPOw7p160z5r732Wtx3333G98REs8WLK2grFx2W2S4LlqNA2oKAYaJpscKylGNvDktLWuxKalirH+5+PUOCwHTrzwnUyNzXd7l/P6xjE8y+pLPFj09OWjwmD2+D4e0bA8FqKJWqxEdfpedddAkAIKOzOka3vvUpACD1DNXiqJpafQd1k2ZNH0K33jL0JFiWPvr4M5zNadfvj4XfD/Tq0kErr8qUzggdoRVTc99jzce1fBarLxZ2nwcdahxVl2wHAOw+8pNQ9n0VhxA8VgoAiMlprjalbB8AINC4GVb88Snu3P6KNZ+/EndsfR6PNL0Ug/I7qwcp6yAdx9JEWmKi32Otnphf15uSkyqtzzPyAADVWerWpcUSkjJL5+m2OH42DGkiw8UBLcmhzegNSREl0WJZltLVc9blzPti1+WGpVwBCZOHEmYeik9xZ9UVhQu0+qbeJz5lZWUYN24cnn/+eTzwwAPG8fT0dCxbtsyU9sknn0Tv3r2xY8cONG/e3DielJSE3NzciLVZcnIwrGMTDGmfpXlurkSTlLgaz80sD9UhCIJgbelW7Ks6jMaJCro36RY9otYoJcufIpbOl8Q8FyABPLrpn6FPar8F/9i9GAPIdfArDiduEkmYkVZd3lPvE5+bbroJI0eOxFlnnWWa+ITi8OHDUBQFjRo1Mh2fN28eXnvtNeTk5GDEiBGYOnUqUlPZZsYVFRWoqKhZxZeWlvIbypL82LUuEoXjd4Z2yy9cHlWOa79FnFUXU6KlEaT2MnQJh8+wFOHoBXhlPcbQg/D7FPRpWePvxVd1HAjUtpwhpnyKpm9SdUTV6flpQGP8M/Un7Pthjpr+l1eQE5+JO7rdgsH5AwxnbyRe/aH3lWvSi70/q+XkquEYQOufsK6D1lHTJFK6tCGoWzAx/DsZPmW01bruqJO23OHBlsSZne7p/afrhwS1MBVdiR+ZFX7sjwuE3u4iQDYS0emgApKmWsRV/qKGsohrrUpwvvl2AfaU72W2kQDYXX0YX+/7H3o16V4jkaEkGKJBTY1LpIOElqvtCyakAQBid38PAKgq2QEA8DdW70n1/hI1/f5d6vEYVeoXSM1Ry6N1f3hj3xIKQtdVCe3Ppyad2WdTjc4QFQZH9zGlQ40pq8NFaqzp1YnqB/L00ETh6AvShJIsealTKIk89TrxmT9/PjZs2IC1a9dy05aXl+Puu+/G2LFjkZaWZhwfN24cWrVqhdzcXHz77beYNGkSvvnmG4u0qDYzZ87E9OnTPbkGiYTFKt8uTE/fbDm+p2I/7vxqKh7tPR2Dm/Suh5ZFP37Fh6t+zsI/Ou4G5Tzb+KW6lXSp05/P3iqBBQ2AfeX7nTdUIgkzUuLjPfU28dm5cyduvfVWLF26FAkJCXWmraqqwqWXXopgMIh//etfpnPXXnut8X9hYSHatm2LXr16YcOGDejRo0fI8iZNmoTbb7/d+F5aWoqCggJ1RUPrklj2e80rfGE9f5vWWKLlCXtQ1v/hWFp4BcsXieU4FRLEB13iwFjV2my3RZ+A58GZ5WmYJfHQ9Ro0XyjlH78KANj9v614oqumpxLqkgnw6JqZGHjeAnWbxbDo0cInMIJ7Wq3gzPoe9Pj1H9EsnXS/VJoVWnVGSzU7bdVFexc2zjMCYoqOH0OiRFkaVZsdRcbktTL+H5LQCgm70/Fszg7sRY2H6CaBOFy/ryX6JzZCJY4itlSduASOqtKzqhLVzL3JqR0BAYv3rKQcwB9bI+HQ9ZqMZ988Nnjexw29L21M6H3kL1UlOQFNslP5x68AgNhK9dp8qY2185rEp+QXtTzd6ozh98cCHQJDT++LNbWH9e6wvNPoZ0Yfq7W8bJuS0+kY7xyWVFBUEsNsnw6tH8h6thmSpjqlq5HU8ZGemz2n3iY+69evx549e9CzZ0/jWCAQwCeffIKnnnoKFRUV8Pv9qKqqwpgxY7Bt2zasWLHCJO0JRY8ePRAbG4utW7cyJz7x8fGIjw/90EokXrAl9Rj2x9ehB6QAe5RyfL3/W/TK6ha5hjUwTj+WgaGBDvhG2Y8DSgUykYBWO6pUSQ/HhqFHow7Iic/A7vIDIX/lFQDZ8Rno3kT2vyR6Ufx++PzOddAUF3lPVOpt4jNkyBBs2rTJdOyqq65Chw4dcNddd5kmPVu3bsXKlSuRmZnJLXfz5s2oqqpCXl6e7TYRX0yIVQHDooG3anI4y+b6jGD4puDCak+YVgN03BvW5dDBX3XoAIx0uTUHWNZydesTMGOZUelqVst+czm69ZV23ndkNwBg1+f/AwBsP7of6BCyaSb2bl6OYOJO+PqNVg9o1lyBxs1M9Rrtorzw0n6maKkEiVNnB0Y8pgD1yDN8wFit8/SRzhgvtB8fymcNrUNkxJvSdZf0etv3N7LkN1ZdNQcO7sUZAAKHVclOeZWq/xSXmaFWrXlkPrhFlaA06d9LLSujJSZ2n4i71kxRv9dujvZ9Yrfb4PPHg9Rqm+Elm/J8rOu00Hp+uvdqXQJixADTPSMnNgIAxGrWZsd/+daUX5dyVe/ahgAJ4qsDP2A/ypFTvhOn+rIR36p7yHqZlnR2rbgsujmUvx9aykhj+JTSnylKz0w/XHcrLO3hSbMtEhpLCo4FKU9qw5MgSRos9TbxSU1NRWFhoelYcnIyMjMzUVhYiOrqalx88cXYsGEDFi1ahEAggJISVUSckZGBuLg4/Pzzz5g3bx7OOeccZGVl4bvvvsPEiRPRvXt3nH766fVxWRIJACD9mNjLMcvPtkqSuGdw04H4R6eb8chPr2F35UHjeHZcI0w8dSIGNx0g/oMcZlZU/IzHyj7DHr86kUMFkK0k4c5drTE474z6bZyk3pA6Pt5T71ZdLH777Te89957AIBTTz3VdG7lypUoKipCXFwcli9fjtmzZ6OsrAwFBQUYOXIkpk6dCr8T8Z7iY+uEsCQ/rKJ4XkrtwvTRwViFRNnqhBWCykdbfemCHo4kSNdFsasHwJT8cDDGhUKtjrVVuL7Kbz7uTwCAovfex6tV/8O+mCqGVRJB2iGgR6sO8Cm+mthdvPvGsi408pkP01Hhg5pXY8NbsL4a1yQ0LP0OQ8LE0nugLaAYVn2GqpAmyfPpNerpa0Wdr25yCoCal5QvWbXU9GuSIF+iqgdVsUX1h5PWSpXy6lHaqzUJTNEp5+LM1iPw9f5vsa/iALISc9A9qwt8fvN2d+w+VZIUTFHLp3VYfNs2IECCWLH83zjgr0LjCh86l6eh6bW3AQCqsk7RLk4bG7okRO8bSp8poaO6FR8sO4QVR7/HXYc/0vqiJs2e4DH8fd39eLTFFSjqqekzGp6VtUT0WKH9ERlR4Gn9MPqdxpD8MMaGRbeJERPMsSUq9YxyPT1T7bK0wy516Q5FMjq7nPh4TlRNfIqLi43/W7ZsCcIZXAUFBVi1apW3jWD9QBrnBScSLPExVQ+3OTynZJRZtSi8LTWLGbrdB51SljXqoyZAlomOxTNjaBNZeiuM5b7fKIaeMDFeaqKOHAkVCFOp0n7UWqs/ZgU3F+Lu3Wtw5//+Yb0sAkBRMDn7TPi7DWNUIDYBqulA+n5p16FNJAKJ6sRMn6CxTIJrHEhq5dNbV9SPCnMiZNw3aquOuv+GOwNN8dZ0GdoWkdK4QE1Srm7X+ZPUvq7+XVUe96Wq6VL6jlCvNUGdIBkuEfxx8APola3pE+r3Vv+hJmrdgUbq9qLuPNIYY0ufAwC8u/VTPN3oF+zLrnHqmHHcj8k/L8aQRl3ha6z6Fgto1+KnxpgeTFXRzNT1idvBdZ/jkYQVYIXnIAAe+fVNnNl9vKoITzuv1LcfjcmndphQ5uc8VwhGNrH0NUFH9W1gs4uCmoShJ+XC4WqYDXW3zc98xzPLUUL/L2lwyKmgRBImhuT0xT863IjsuMam45kVfjwUeyYG+QvqqWUSu6ys3Ib7M7/HPr/Zk/WBhADu3P4Klh/6n+Oy/+c7gL2+8jqVWvbgOL7e57wOScNF8flcfyRmokriE9VwA9kxFOZ4ZtK0BMMoT5dQiLaPkZJTb9jhSH4s6TgSF1pSZTGPF+xn4/qpVTlXDE8pcOomy7oJs74KD2rm6EWnjMKZrc/B1we/U7dZErLQPbMQfk0qQDtCZGKMo7qvlx6HhqRGk4JYtsj0Yijl5IDuSBKUJM2QDOlm9HWPUNY4qxFKsCWL+rmAtl1HdEnJDvMEwNf3AgBAtX6tfqpvDQX10C4SLOFDdNcKmsTo1+Wf45HCH4FYWB9ITSLz6PY3MbDdefArflSl5avNMPpK+5upOrdUdm0HAFT9of7dGzwKEQ6U7oAvuaXhhFIhmvK0kcIcMsIi6XELywkqQxmcZRBiVwJlVM/yls5yaspyospxrGgc19PT5UYYudXlPbJHJJIw41f86JXVDWc3HYReWd1keIQGxncpx7A/rrrOVchuHMPXB79zVH5mUMy1RlZ8Y34iicQln3zyCUaNGoX8/HwoioKFCxeazhNCMG3aNOTn5yMxMRFFRUXYvNnqqDWakRKfWoRyusczfaQlBGwFQoabdJbuCq9+hsM6+ryw0zM6u6hEyKZDQdFy2U7FSOjvvPoZbvQdoyuM6krJurM6XlBP+n64VHpnS8aocWk456McMdKBKAOasz06n77atoRB4EziWM7qBPrBsjLXpGiBVr3MCSnFaovzS1rxmjFUDElPpSqB0fvwYKxYXLZ9VaWAPxYxjEcykJIFAIhtqipBV+/aBgDoEmiMJsF47FUY0egJkHHch55KY/gO/VETdsRot/as6IFlWS4FWNChKESln5ZyqHtJmbXT7WWai9Ptosccfd7Iz9DXA6UHSLeXNTb1YkOZ80fQKaDiU9xJfGwGKT169Ci6deuGq666ChdddJHl/COPPILHH38cc+fORbt27fDAAw9g6NCh+OGHH+oMFRVNyImPRCKR1EHjKrHXZFZ8hqPy/VDwt+MdMDXpG7DCc4zdmAb/ICmgPxlxq6djN++IESMwYsSIkOcIIZg1axamTJmC0aNHAwBeeeUV5OTk4PXXX8f111/vuJ2RRE58aiEkDWDp7DB0RVhzbZaVl7ikpW437Fy8DqHBk/zw6uNZ0zFWc6zzzPKdSlro9lGnDdNnXQKkm4sbAR4Z9dvUzbIkY4UFMBpG6V0YGenxEzCXp0sPaJNnVrsZJsc8q0TarUAoKYOlDFrCw9Lx0L/SOihgSBD083rgWM0Crn9eezQJ7qpTIpONBPRMKoCv/LCh92VIAzUpGmI1R4fNOqmXcaxUu4xfMDCYh/vKFTwZv0WtR6NJIA43HGqNMwqyQNJz1fy6FA4Voa9fH3uhr9KKQ/Ny1jNvcf1gSGUps3kjAyW1pfXeBPX4LM1lvVM57xKW5W3tUly7J6kH6GDcTiIYbNu2DSUlJRg2rMYaNT4+HgMHDsTq1avlxEcikUhOBPxQcHNFR9ybsJEpkbmlurDGfN0hA6pzcXp1Drb1PxX7Kg/B9+nnKKxIrzMQq+TER/H5je1Lp/kB1f1LbaZOnYpp06bZKkt3IpyTk2M6npOTg19//dVxGyONnPjUQglWsy0HjEShV+60nxhxnRdK8kPVY9WB8NiywGvJD4VFIiHYL6wVlbB+gKVAbRWsuHRuRjuHY5zX/fvUOCZk6GjRzRSVmDDqtRy2SGwoSQ+jfOO+0acZkk6LNRmtb8OCkkiFvF6W7gcDS5BMS/gM2pmQ2Zmj0aZqNXhoavfTMBJAwsEW+Meh5dgTKDOKyvGn4JbqTijyN4VSeTx0g2iplib5icltCQCITVZDWCQPVvUpGqWqDhTR/mI1W5XaDt26zShWvy79R9FwbBgw/2X9aLqVFtPFsZ5NUZ839JhkWjyKSY+dXh/T51rt8iIp8fH52fdQND/UwOC1Y126iVepWByTEsuxaEZOfCQSiUSAwUntMDCxDTY1UrCv8hAa7d6LU2PzENizu76bJjmR8fnUj5v8ANLS0rhBvnnk5qrbrSUlJaZ4mHv27LFIgaIZOfGpjcDqmiXpqTkfOqQCz78PUzLC0iViNpCRz60PClZ+Tnvc7oXb9qrq0mrMmpCzqtRh6DnQ6e36VBG2KuTqUDF0wozxrFkVWvJxdJEoa0UetB8lpkSqjrpqvHCE1hPijnW6LkNCohevWQFVqxZ6vvw2AIBAajZiAHTXf4SqP1H/lqoxwMo+WQQASBxxpVqN7n+ItozTqGqilpvQoZtWfhNTvbrfIhKfYrouvQ+rqZAbMcatrDDVZ3QH715qOJY60hInowCtPKbUgqFHJohVb87eM80LxSGpoVWrVsjNzcWyZcvQvbsaPLeyshKrVq3Cww8/XM+tE0dOfCQSiUQiiVIUvx+Kk9iTtfLboaysDD/99JPxfdu2bdi4cSMyMjLQvHlzTJgwAQ8++CDatm2Ltm3b4sEHH0RSUhLGjh3ruI2RRk58alN7JSCok2EktxsTlLE6tQTy40gmeLGSLNZHrOvw2rtruFdNLImLzX1mxz5LPMaz+m3qUClUv+lehgm1SrdIARi6cLw4T8y7E+q+sfyucCzKLM6VWTonxjWaTwcT1O0A/RqrM1sCAAKxSaZ0MV0Gq38DqoQjXgueSuviGJ6kqfbocdRimrVT8+k6O0FVV0jXGSLxZklGTQwyrVyjm0J72fZMKisqSdOw6i+GHkuGNJQVeNdIZ75vvKClRjGcuIQ8CZBV5ygY/vdbbTzS8RFl3bp1GDRokPH99ttvBwBceeWVmDt3Lv7+97/j+PHjuPHGG3Hw4EH06dMHS5cubTA+fAA58TER8gVAmWCyIgzzfm+Z4mN6osAz8+WajdetCMjbMuFNBDzbkuMh6DCSrq/exNSCEz7WOHA6AXObr+YAS2lfV1IO/fJklsM6z8B39ID6T630JFGNJK8riOtm5vCrr61gfOgXLfNZo7cjGc4Zg5o5uk+Ppq5vy2nPuL9CVW72HVeDpqJtDwBAIDXHXA/rh5hSeNcnSr6j+9XjersqtFAWVWo4lEBanpZNV9Q3K9Jbrpf6XqOsS91L2kCD6TCQMcZpwwvL3hHn3cB6F/ImOgxCOaKt67jRLEYYG0s7T3CKiorqDBCuKAqmTZtm2yIsmpATH4lEIpFIohWfz6XEp36l2dGInPiwsDi9oiQ/lGM6pwp53BUxtWUVodCiBqz2CUt+NFirLVGHjeJibUHlbx5uJVYOtxS5EhzOFizPsSN33FHOAWm3/8bt0tPRxfAcEjJW98HkDACA/8iemms5pioNB7QQDf7j6nddUmNIfKitEp5UkH0+9JaIXq7PCESrfdckNCReDaXhL9urntZCaxgOC+mQGXRoDG0LLahvdWnKzQp1XdDM2qEpO9OSHMfSTkPqKJie3hqitxhZivJGeipoKO0ChFE+rz0WQxO7L0vOllh9bYtH2nPzyYDsEYlEIpFIJCcNUuJTCyWU0pplFaWvTgQd4nFW7sygpk5x6ERKeDXDU5hknGcFYWXm178yJD3ccigs+/eM+rx26lbv2JWMMSRCCqVXQkApCIsqVVMie8Ptg/b8VKfnG+d8FapOj0+T/Bj6RjEJoetm6McZdbOks/S16oFmjTFL9YnW1sBBTTqlK4S372+6FgNdZ4YRVFN3lGi0K8YcYsPoM3/od4wlgCxPP5DOz9Gn440VI71+WA9VAUb/69/1RzJ06Xyo+2+MJV1yEyZ/egoJRlaXUHGp3MwLJHwSIic+EolEIpFEKxG26joZkBOf2gQDVudbNAwJEDMYpZ6Ns6/NlfzQuj42raiEdYq8Mkd3K/kRrYazj2/4NWTt34drv95h/7FW18JBbxk6P1yrQNH7Tq2ueeks5eun9dU+JdWofX90yY4u8fFpVk5VjZuraWlJB0OiwtTDszxjoYNZGm3UA9Fq9R1dtxoAEJum6ujEteurptclRprkh/msGubrWrgOTYeHUJKdmtAUoSVJRj+wpKXGX05gY0Hzd0t6GtrKi7YUZDyzwu8oVn2MsckzZ2e+i7x6F0qiDjnxkUgkEokkSpHKzd4jJz61sbF3a7FmMqxd1D9MyYxHhG2PmWcFxJMocMqr0SHhOBPzSPfGtmNJ4YJtro5ZxXhkDciTFNUcsNdurl6Mw+s3hA/VqjO+kH6CtES6oz9yWIuJxdBlsebn6PLYfNb1v8EY1Q9P6qjL1QR+VScnyLVoM1uGGv6J9PO640I6uKgeukKXOBnvHM4zJCrpofIJS5NpnSrB8izPIk9qy5JasqDvMydwNFd6qRdbq96IWnbJrS7PkRMfiUQikUiiFenHx3PkxMcm3NUQy98PvT/vcPXpFLf75jxPzqISCOFgpy4lCZ4hqPPiOYLWgOGql7kIZ1k9CrbHkGZQ0ogYzX8P0XzfADW6LXqwzkBeh5BtpcNqiHoft5RjcUoUekzqY6w6o6Waquq41mDKwpP+seL5p9ElQLrHaN13EqUrRHuiNuqj7wUr3AjHisu2DhDLezez/0PrUrFgtcuiN0mr79Eeq5kViI3h2v0mA5k2bOTERyKRSCSSKCXSQUpPBuTEpzaKj+2Px0jD80NDzH8pyQ/TcsGutZVbiQqdjafDwVklsuIDMcu3FOROp8e2pKeeVmx2vb8yrQGNBA4leU7hrPatq3Bz4EzjOdClGJp+DIkzBwBV85r95vgP/gagxpMzSUjV6qQkAaxnmCdZoGN36VCSG9r/jBF7i5ZmiSqY6el1aRfrWbJYqQkGcaXgSoBYujAsCYpNi0CLFZZDCRTTQpPRf459lIWQgkZWx8fnbrtKbnVZkD0ikUgkEonkpEFKfGpTS3ueqcvDXbWwfIMwVjeiq0KON1qne86exbbi4DjODc8qjCVh0LNzIzLbaxd3dcpBNO4QOz/lk4Snb8FtD6P/LFaLDImcU10sutxQ9dB10B6M9ajpDImIqG6LtXGUzg8lrfLp0ird95Albh8VM4onRaalZpTkR/iZ0fvHptSXpwPDjPbuVOrBswZjpOciqKPjVvIjUpenSKsuzxGa+GRkZNgqVFEUbNiwAS1atHDUqPqC+GL4LykaSgzKdkDIeb2IeuLTk3ttRu3yB9QzHL6U2IEF6+5Xrjt+UcVLt3AUN6311u2UjVc+u2CHP0ai5VOTEuPHTwvMGXLLS3MIWN24wFyXMeExm2s7nvBAL05rG+N4Tbn0VguVw7IFp0+UOE5SdfR3kdOtJKOdYVaIjxZY/UP1C90fzP7xyGWFWxSfH4qLyYubvCcqQr/yhw4dwqxZs5Cens5NSwjBjTfeiEBA8OGWSCQSiUQiiRDC4o1LL70U2dnZQmlvvvlmxw2qT4iiGCtpfTHng1k5syaxR6sBrxz18ba83Dqccyj5sK30bFPiIOp8zDGCZv3MfCyYW5dhiqzIgBVChHefLOeN4/o/YibRhnPApMbWthmhGCjJBwPbSrscs2tWudaGipl3i0ofDaVp2iye5bhQdMzYdT3AeRbZbgEcwpDMWJLZrcfmuynqJD+KS+XmE13S5wChiU8waE9UfOTIEUeNkUgkEolEUoPc6vIeqdxci0CQIBBUV1M+XfJj6FJA+xt6JezYoZVDZV9usFK3CoE2y2Gtlnj945WiJFNxk6e8K4rXqyaX5Qnr9uhw+olXHn2f7CrFKwE1NAUYCsF16dbpoRosY4kWOPCknQxsKz3zXDtQ32vOa+8SOoSCobytHSbU+YBu1s/5AXNrOBBheOFw6HSiiEqn7Su7S04UPLujBw8exKuvvupVcRKJRCKRSPSQFY4/cuJG45nEZ8eOHbjqqqtwxRVXeFVkdEKvZGlnZ6x9eNf1hivaJlUNw1y6RodDbPUcbZKfho5tCQ8LXj/ZlRhyqFnNU+PWcPan6RhpTgB9RrgGGGOe6C9uWtpEOxx0uoLn6f4wXVeEpibERN2WdxYzfFZzjWdDc5QI8z3kPTPhCq/g1nqOVY5TROtvcOEmpANDzxGe+JSWltZ5Xur1SCQSiUTiLTJkhfcITwUbNWqExo0bMz8DBgxw1ZCZM2dCURRMmDDBOEYIwbRp05Cfn4/ExEQUFRVh8+bNpnwVFRW4+eabkZWVheTkZJx33nn47bffHLXBpyjGR1E4whVCtE/Q/HGLXjHdAPq7Vp9CfWrS+2xJP2pbtIX6rpdHtE+4sFwH4zwzHec+WK6Lc5yVTjS9XRRCQn5qGuDROOP2k837zBhvRjn0eX+s+tHGtX6dui8t4oup9RzoY4/T5/oz6RRqjBOfX/2w6tX7MBgAggGBsWu+l5Y+NvqJuu6YePVjtEvrI7fPos13BA9Su+8EyuU+y3Q76Y/H7WO22+t3vKTeEZb4pKamYsqUKejTp0/I81u3bsX111/vqBFr167Fc889h65du5qOP/LII3j88ccxd+5ctGvXDg888ACGDh2KH374AampapyeCRMm4P3338f8+fORmZmJiRMn4txzz8X69evhlzNdiUQikTRkpOdmzxGe+PTo0QMAMHDgwJDnGzVqBOJgtVVWVoZx48bh+eefxwMPPGAcJ4Rg1qxZmDJlCkaPHg0AeOWVV5CTk4PXX38d119/PQ4fPowXX3wR//73v3HWWWcBAF577TUUFBTg448/xvDhw221pbZQhQ6uaME4rusB0F5bGStTu30UYb8uoji1ZhPN53S/nuVdl16x0/oXdDqnnqAdw9O94fmkcVuvIFxdLJ5lDlOfRn/wal7S3DHAOu9QT4kVFNNyz2k9Prt+dIxyOe1X6m6XpVyO7pIlyKigfxtLdbz2MDNyfHhx2sUt3qF/IlEfZEZ6ILKSHznx8RzhETZ27FgkJCQwz+fm5mLq1Km2G3DTTTdh5MiRxsRFZ9u2bSgpKcGwYcOMY/Hx8Rg4cCBWr14NAFi/fj2qqqpMafLz81FYWGikkUgkEolEItERlvhce+21dZ7PycmxPfGZP38+NmzYgLVr11rOlZSUGOXS9fz6669Gmri4ODRu3NiSRs8fioqKClRU1FiP6IrbCiFGHB1h6yXjSJj0XtzuwTNWv3T7WR6QmUExbUpsIh4nyKGVF1ei43alx+s/wXaL+pPiely22T+8GG9exhCjpUT0GLVYRVEBhplyGEGPw7TU1+qpmBE/z0gfunpRj8eeeQm3Wx4vP6cc4cC3NIyxZCmH9S5jjU2Prb24Okkeo/h8UFxYZrnJe6JSbw4Md+7ciVtvvRVLly6tU5Kk0C8XQizHaHhpZs6cienTp1vrClZbzdONk3WLQ4U3QCwPpy7PJua/bre4BF+uzHzGD6k3WzssB3hev0AiHZDRdigPjkk0L4QHzx0A6zir33kTIfGo85zx6uQ+C/adxfkh5YLB8gPIG3usPvdoe9ZSD6/PXW4pGcXQzwZnAmFJb3PCQx8XnQCJGg3YdUDIerdbjkd6kcZDcbnVpcitLhqhOzxnzhyUl5cLF/rMM89wzdvXr1+PPXv2oGfPnoiJiUFMTAxWrVqFOXPmICYmxpD00JKbPXv2GOdyc3NRWVmJgwcPMtOEYtKkSTh8+LDx2blzp/C1SSQSiUQiabgITXxuu+02W356/v73v2Pv3r11phkyZAg2bdqEjRs3Gp9evXph3Lhx2LhxI1q3bo3c3FwsW7bMyFNZWYlVq1ahf//+AICePXsiNjbWlGbXrl349ttvjTShiI+PR1pamukDQDNXJOaPILRppm1xKMuMPVImlHQ9gvXSJqB2TVodt9OmiSnXTDxMuB4XgtD9brkPlAmw4/vDMCk2+jQY0D7V5g/P1FvLZzpWXQGlugL+w3/Af/gPo05m2+lrpMzR9e9GObVM50OFzGC22aVZNbO99L0yrpcyp2c9q9Rx0bHGSmd3jITr2TLK065P2PxdR7C/eOMr7O82FrVcGzj7RKeBTH0itNVFCMGQIUMQEyO2M3b8+HFumtTUVBQWFpqOJScnIzMz0zg+YcIEPPjgg2jbti3atm2LBx98EElJSRg7diwAID09Hddccw0mTpyIzMxMZGRk4I477kCXLl0sytISiUQikTQ4vJhgS0wIzWTsKi2ff/75yMjIcNSg2vz973/H8ePHceONN+LgwYPo06cPli5davjwAYAnnngCMTExGDNmDI4fP44hQ4Zg7ty5YffhwzOBtL0isKmIZxtKn8B1aAgN2zouRkazHoZrKQhDf4NnuitcLl0OQx/CcfmcfuIFxoz0y82it0Hr33AUWFn6JCA116EHJ+XqQxljmqFjQgsf7Lad18cO+56ly8PUcRHUMRIOJCsKqxzuPXam4M50H8Arhnrm2TpcVPkWJerI6glKIo9CnDjfOcEoLS1Feno69vy+A2m1JlUAah4K+geIEssbyXkPjeVlxyifl48HpxzHFiOciY/tcjnKvhZ46ViKomGa+BiHPZr4MNvLU0YWvT6394/6cbY78dG3lIznhIq3FWrLKeaQ6om9ulGz0GXbnPiwfHVxJz4eY3fiQ28Fsp4ht9HMhZWr3b6reJN+Rj2uo69b+pF6B1PlhKK0tBQ5efk4fPhwjaqEx+i/Swe+WYW01BTn5RwpQ0a3gWFta0Oj3qy6ohJC2Puh9EPq1/5SDxHTKsfhhMBxOU7xunzB8oQlJ7wJIqufvOo/nvRBw67FiXD1dqUERnvqtqixO+Gxlk9NGmjrRM6PijHhoXUuAAQT083nLGXRlp/MqxBrOwO791i0T2vSi5lv12TwdhJs25qM964SxWZ63rvCcj9Z7WSMTUs5Ns95jtzq8hw58ZFIJBKJJFrhBo4UyN/AeO+992znGTp0KBITE4XSyokPBS1q5zqK4w0q3YcCZ1/Zc5zqGLEQFDd7JW7nZ6h7C47ZnnBJzhi6P47L4ZTvFU7DBnClEYwtXMuop3V9avlU0Z/FYFyyei5QpR73x5qrQmhplCWKjNFmqgmhpE2oY0xS+ml0elHJCVt6xulbFg6lnI79Btlsn9PwNuz+oyRw+tjhSo1Z/oYEpc60NZjEcy644AJb6RVFwdatW9G6dWuh9HLiI5FIJBJJtOLzqR83+RsgJSUlyM7OFkqbSuvmcpATn9qEWAnY36dnrRocrt4c6hEIK62eKPu/dH95JdkRlbR4LEniuv1npKPx2lcRtzyeJI6hOKyE6D+W7k1ditAA4NNlMUF7ivCWvuWlp3Dq5ZrZp3alfIK6QFwrtUjBVFL3Ud85/eWRMjpTN8iS0KXOjU3c+g1qiNZpV155pfC2FQBcdtllthS3bU98AoEA5s6di+XLl2PPnj0IUi+XFStW2C1SIpFIJBKJBADw8ssv20r/9NNP20pve+Jz6623Yu7cuRg5ciQKCwu5cbMaFITU7BNTqw+7Jp/WAIswfRfGoW6HZxIet3vZFnPt0EEs3a5KQkkMQp13rXvjUPIjGn+IWazd4J+WAkLrr3jlz0n4PG3txbO8CVkm4x7Tnp95z6zIyr4ueG0O80pbON4bA9tjyqZU065lI0vSwwxfaNcVBkdXKKKWWnaQVl2eY3viM3/+fPz3v//FOeecE472SCQSiUQi0ZETn5D8/PPPuPbaax3tMtme+MTFxaFNmza2K2oQhEN65dWqMEyD17UkwW29rHBxLiVcQpYZdSEqBbDbTpY6B884kJHRKjnjOBZ0Cs/iSXjVbd8rsaHLw4jCbqlCsC20Tkd9ecG2wGk/SxfFviWlTUkP9d21I0FOuxWmqMecX9SPEEsnjOt0M0T7GqLezIlGWVkZVq1a5Siv7YnPxIkTMXv2bDz11FMn1jYXEJYXHqHMeiPVY8ytDOplyXz5hUnsq9dniLFZEy+HW3yeuZv3eItPx9jh4bzTjfSi94e+n5wfJ96PEstUm1m/cdzmzK6ujmBsJzPNwEH9kPL6gDJj502EeEq2PNcJwtudbl0XODRrt6R3iMU5pai6AF0/xw2AvrVpdTHCUDugsIyLaJ3MnKQSnzlz5tR5/vfff3dcttDEZ/To0abvK1aswOLFi9G5c2fExpp9aixYsMBxYyQSiUQikdRAFMWlVVfDFFBMmDABeXl5iIuLC3m+srLScdlCE5/09HTT9wsvvNBxhdEM8cUwxaHCysL0lgCoVaN+nCGZcLslQecXXdHXN1zJD7cAjyQ9YYKWdDGd6/HgmCxzJTOCipzsAI90+XbjQ9BSHK0YkftmGAqEVn61BptklE0r2kNMwkLfQ3Y6e2PRsdQzzNvkrrdHGe23bCnyxjRrO5xOLqqMTqennh3uuz5alaBPMFq0aIGHH34YY8aMCXl+48aN6Nmzp6OyhSY+dk3LJBKJRCKReMBJutXVs2dPrF+/njnxURQFTmOs29bxGTx4MBYsWIBGjRqZjpeWluKCCy5o+H58RGf1okqu+irCp4auMFarjPJoiVC4cFo+MVbL7laboqtnz+HpFbDSOVWGppOJXrdD3aZ6X41yFFE9kcjRkgCW2bPNulihK7gwnl1DgmCk84duJ7NBNs3V7V6vx4YNdkNMuHXM6DpIrNP0bicidjkJY3UBwH333Ydjx44xz3fq1Anbtm1zVLbtiU9xcXHIvbXy8nJ8+umnjhohkUgkEokkBCepxKdTp051no+NjUWLFi0clS088fnf//5n/P/dd9+hpKTE+B4IBLBkyRI0bdrUUSOiEpbkx6bzrhqLg7p1V2h9A55VjedWSw6vi53QYwkItyCX+hAeXY8odq3pwmaeTxdjV+eMZ2pMlysqcaurSkqSQkt+xMsJPfZ4OiWeSUiELfs4kh+XY9OxI0Md0WeHZa1ld8w7tcZiWNmJ6nhJ6p+HHnoIN9xwg2XHyS7CE59TTz0ViqJAURQMHjzYcj4xMRFPPvmkq8ZIJBKJRCKp4WSM1cXiwQcfxJgxYyI38dm2bRsIIWjdujW++uorNGnSxDgXFxeH7Oxs+P1+V42JSujVil2fGBTCqyuqXnELEW+txFh45i+Hgtk/or49WKs3l/eNroeHbamAU0mPkVBMQsn1qeKxDxk344O34rf4bXEoVbJYiTGcQNZkCC2x4PZppOFZqbGum/cMOcWhzg1Xf43lM4vzjmI7BQ3tx6neUHzuIqzXd/s9xKkyM43wxKdFixaoqqrCFVdcgYyMDMd7axKJRCKRSCT1ha2pYGxsLN59991wtSW6salg5lY8KYzeLkb79HZY2sPJJ1w9CXoiVVIIEZOSkKDYyjPSlhcUqtOxOqRD+nWIXg+zHsZ95aSzjAvR/qLTMcaRpVzL+dD9o4+nOscUIdSH6kO6b6nztetQSBBKsFr7BNSPPhbpclnXoB1nPfP0tepGOlxjHapc5rPMum7G9fK6tabdnLHFuW5euyzlOn1m7eZjjA+6f4zvrPEVKUI9R3Y/JwjfffcdWrZs6boc2z1ywQUXYOHCha4rlkgkEolEwuEkn/js3LkTv/32GwCgoKAA69atw4QJE/Dcc885LtO2OXubNm1w//33Y/Xq1ejZsyeSk5NN52+55RbHjal3Qszi7Vp81CSkdR0cWi3ZHbQc/Qb7gQwdrmxs6tR45VOEW45TixA9OSMoKC+dePnu/Cux4hXVVMDRkeK126OVLkt/pq7xWXNt5j5neVt3jd4WSxvrfpatenZ1jxk95hSvXmb7bOZjWcURhNb1EfYt5tUPLHUdxthmJHcqWbfr5TzavN2fLIwdOxbXXXcdLr/8cpSUlGDo0KHo3LkzXnvtNZSUlODee++1XabtN8YLL7yARo0aYf369Vi/fr3pnKIoDXrio9QWYRqDXjCoZu0yUOsh4fzQsI5HOlo6C16AP+5LR/BlaQnpIPoDzKtf9EfEIY7vk8t2McMw8Ooz8jMCbrr8ceMFxWWWJ3A/mc8Ury/pa9cP21UcF03HUawXfXc4Vpbm9AfzmRZdm+ljjWoPSyncch36X92pKzOwLT1mGWOL1UzGO4oXLZ6m3q2i3Ept6rv9Lvn222/Ru3dvAMB///tfFBYW4vPPP8fSpUtxww03RGbi49RTokQikUgkEnucrEFKdaqqqhAfHw8A+Pjjj3HeeecBADp06IBdu3Y5KtOVjFg3LVMaeMfWhr1KsLey57mrNw7b7DrbWzlewRA/M9PR2DRFtYtjR4hU/fUtceOam9OwpB9GRpaZfGh3AeEOlcJFVHFdBMF7KiqlYkrJqHzC5tAcFwas/E63V1lSQtH8XsPaArTdDs6YN/pT2xJ1e5VeGXRIxOjcuTOeeeYZjBw5EsuWLcP9998PAPjjjz+QmZnpqExHvzavvvoqunTpgsTERCQmJqJr167497//7agBEolEIpFIGJzkys0PP/wwnn32WRQVFeHPf/4zunXrBgB47733jC0wu9iW+Dz++OO455578Le//Q2nn346CCH4/PPPccMNN2Dfvn247bbbHDUkKqBNFgHbg4brLIul20Od5itQupRM2NUxCbdio75aBmOV7lZXR1jx06aukSg8vQIbSr6mfDyEJUD29EF4+WhpS016cUmTsHifoZRqeYZEpVo29aGEV/+C6Vi6M8Z5+l1hKAWFHrO2t0kYEhNeeqbhh6BBgV3Fep4+Jeu6LbpF0S69OUmDlOoUFRVh3759KC0tRePGjY3j1113HZKSkhyVaXvi8+STT+Lpp5/GFVdcYRw7//zz0blzZ0ybNq1hT3wkEolEIokmTnLlZgDw+/2mSQ8AV/58bPfIrl270L9/f8vx/v37O1Y0iipoZ1aiH5vQDvucTuotjuBEHxKvnXDxyrP58Ao7NGQ1R+sXp/3jtn5rgR6JnBnliDpMtDjvY+grMB0Qah+mnoN23m576nIoZ6mLM9YsDgNd3ks9P+3YkOXgzrZTSD2fL0bVQ+H0If2uMJwh0tfJqj9atz9Y95U3Hmg418d0UCkx8a9//QutWrVCQkICevbsiU8//bS+m+QZtkd/mzZt8N///tdy/I033kDbtm09aZREIpFIJJKaibSbj13eeOMNTJgwAVOmTMHXX3+NM888EyNGjMCOHTvCcIWRx/ZW1/Tp0/GnP/0Jn3zyCU4//XQoioLPPvsMy5cvDzkhOmmxaYlh+Ami9u95zs94+/tu4e3vC/vWoC1UwmTlxbLuYuoMOUVQb0E4Pa8fubo23tx3UV8x9h1hMvRi6hpfvLHg1GLN6Riz03aE0A1iBf/k5OPB1VVx/Cw585PDrJ+2euM1gKFD5dgJK0ePzZauViQlRfWw1fX444/jmmuuwV/+8hcAwKxZs/DRRx/h6aefxsyZM523JUqw3SMXXXQRvvzyS2RlZWHhwoVYsGABsrKy8NVXX+HCCy8MRxslEolEIpG4oLS01PSpqKgIma6yshLr16/HsGHDTMeHDRuG1atXR6KpYceRH5+ePXvitdde87ot9U+ImbHb1QYLUashrqdo2nCFcjfvdGUiuvoRtgaiV9mCvlO8xrW1Fk9S5RWC/cC8HpvtsT2u7UqgbEpLQpdp81nk1OnUz05NgxhWRGEew8LSM90qjPruFXY9KQt7nBaE5RGaKV12KqW1iOEjqyPF1ZcTyA+oca5qM3XqVEybNs2Sft++fQgEAsjJyTEdz8nJQUlJieN2uOGrr75CcXEx9uzZg2DQfB8ff/xx2+U5mvgEg0H89NNPIRsxYMAAJ0VKJBKJRCKhIAQWx7d28wNqsM+0tDTjuO4NmQXtmJgQUi/Oih988EH83//9H9q3b4+cnBxTG5y2x/bEZ82aNRg7dix+/fVXw3Nz7UYEAgFGzgaCoN8SXvwXpm+Jut35eO9ywaH/G+a+t6Aege3VeYStTERXUNESM42HuATRpm8cp750NITHj52ynUp6eA8fB650k6sXxZHG6u0GLUkKfW9FpWdcnRqWvxvBey8cE4s1phiSI6+k7ZYgp1S5dseoU4Xh+iYtLc008WGRlZUFv99vke7s2bPHIgWKBLNnz8ZLL72E8ePHe1am7bt3ww03oFevXvj2229x4MABHDx40PgcOHDAs4ZJJBKJRHKyEyTE9ccOcXFx6NmzJ5YtW2Y6vmzZspCubMKNz+fD6aef7m2ZdjNs3boVDz74IDp27IhGjRohPT3d9LHD008/ja5duxoz0X79+mHx4sXGeUVRQn4effRRI01RUZHl/KWXXmr3stjQ/kUEYfma0H1u6OJLpq8O2ncIdZzbbJb/mnDtTzN8sYSdMNfj3A+QoM8Rr9pFHxe83yy/Pnb9WAnn9xDHfUv1CdPnEwXTVFj/UNdIP8PC/oQsfUvlo/uS4WuJbrdjHI4l21BjSXTMcP0mKbpfJKofWGOTLsfnVz8Kx4dVmCAefOxy++2344UXXsBLL72ELVu24LbbbsOOHTtwww03uL4eu9x222345z//6WmZtre6+vTpg59++glt2rRxXXmzZs3w0EMPGWW98sorOP/88/H111+jc+fOFoeIixcvxjXXXIOLLrrIdPzaa6/FfffdZ3xPTEx01qDag5kWjxvo4mjtNE9JlxJfG2Jr2t28Bh2ywu1Wi9tyLFteDrfOeO7l+Q2xW5/DoKWs6nnm8AyxPPMFaXcriWqHeIbQ2waicNvPrJcx3uj2u/hBZgbdZLVNC1XA2pqyPCO88nhK0XbPC/a14y030bHI3PoS26qraajL/jPuh7l9tscyr12s69WCmrp2g9AA+dOf/oT9+/fjvvvuw65du1BYWIgPP/wQLVq0iHhb7rjjDowcORKnnHIKOnXqhNjYWNP5BQsW2C7T9sTn5ptvxsSJE1FSUoIuXbpYGtG1a1fhskaNGmX6PmPGDDz99NNYs2YNOnfujNzcXNP5d999F4MGDULr1q1Nx5OSkixpJRKJRCJp6ASJ+nGT3wk33ngjbrzxRucVe8TNN9+MlStXYtCgQcjMzPREwdr2xEeXtlx99dXGMUVRDI1vp8rNgUAAb775Jo4ePYp+/fpZzu/evRsffPABXnnlFcu5efPm4bXXXkNOTg5GjBiBqVOnIjU1lVlXRUWFyYdBaWlpzUmvRJiGpEf7qv3lSX4sC2VekMcIYVFcNE7wVv7RuUoSFUgYx3n9zljdippcW8oJF56Nb5fjUOA6HSvEU2bcTOmsfl70WpxKUjhYJCmM/ExlX4tZPcNZqkMXF46lpqL1OByTdiVcFkmRS6XuSEEIsRgS2c3fkHn11Vfx9ttvY+TIkZ6VaXvis23bNs8qB4BNmzahX79+KC8vR0pKCt555x106tTJku6VV15BamoqRo8ebTo+btw4tGrVCrm5ufj2228xadIkfPPNNxbFrNrMnDkT06dP9/Q6JBKJRCLxmvqS+EQLGRkZOOWUUzwtUyFhmg6OHDkSL7zwAvLy8upMV1lZiR07duDQoUN4++238cILL2DVqlWWyU+HDh0wdOhQPPnkk3WWt379evTq1Qvr169Hjx49QqYJJfEpKCjAnt9+rTH34ynhGN85+/T66lNwdaZXR2vi+ygJEQ23mS4d3HFNTnnliTp7c9suCtZqlSvAYYQMqSlAUJLlVsIiOF5Y91sJVnvTDho6TAJXOqOETFfn6trtyltUt8Tm2GXV49SFgyW0BSMEhcVsXFDSY6mWFeKC0R5efrvvAEv76evUxywjv47oO8R22B06X4h+Ki0tRXZ+Mxw+fFjIRNwJpaWlSE9Px7bfdrmqo7S0FK2a5YW1reHk5ZdfxpIlS/Dyyy8jKSnJkzIdOTAU4ZNPPsHx48e56eLi4gzl5l69emHt2rWYPXs2nn32WSPNp59+ih9++AFvvPEGt7wePXogNjYWW7duZU584uPjuc6bJBKJRCKJBhq40MYVc+bMwc8//4ycnBy0bNnSole8YcMG22WGbeLjFEKIJYbIiy++iJ49e6Jbt27c/Js3b0ZVVRVX0iTQEPN31iooGDCf51kyUCtklvWRLuHRJT/6Xx+o1aFi/hsxGHoUBnb39yO8r84S6HFhWbJw9E0cS1wEx4v9ckO44bfTHh2LZVVoiaiXDiy5loph1i1xayknfK3U2LEr6XHpr9HaHIbVG/Md4LgiQd0bm5IeloNFu5K6SDswPNm3ui644ALPy6zXic/kyZMxYsQIFBQU4MiRI5g/fz6Ki4uxZMkSI01paSnefPNNPPbYY5b8P//8M+bNm4dzzjkHWVlZ+O677zBx4kR0797dc4dHEolEIpFIIsvUqVM9L7NeJz67d+/G5Zdfjl27diE9PR1du3bFkiVLMHToUCPN/PnzQQjBn//8Z0v+uLg4LF++HLNnz0ZZWRkKCgowcuRITJ06FX6/336DdO+CgFUUwBMNGMsrvSxB3Q9qJa/Xr3/1ebRcc+zPR3Blw/T3I4rHuj3CxTiV/HgMd9XJ6FevJX28lWxNdXXrz4QzYKfoGGb6u3FdP0enhSf909sh+kzalBry9L5Y5buVIvJ8VzkdE1xJj36YVy8rXZRanuqc7FZd4aBeJz4vvvgiN811112H6667LuS5goICrFq1yutmSSQSiUQSFQTBXGYI529oZGRk4Mcff0RWVpZQ+ubNm+PTTz8VdrAYdTo+9YrJVTnDc7NNvyt2/bgYvjYoyU9Dx/M9cZ7XVZurV6agz6GkzCvP2yzocln1MQM08vqH1a/UeVHfMo6w6wlYT8aRyNBXbtvXErNiMcmEcZplXcWDo/clPPS9eiZpSZZ+mNZNohGU0LDq4ZXDRdDaK/LxyCWHDh3C4sWLhcNg7d+/35YPwbBNfCZPnoyMjIxwFS+RSCQSyQmPHtfRTf6GyJVXXhm2sh1NfH788UcUFxdjz549CAbNs+Z7770XADBp0iT3rYswIVcaokogRjptleMT61rLilk/DvNqw/OYUw69uNYUJOqV1t2q0rZvFJdwu9lp/ZzVqvB1MaQgjiVLgn6mWDHKbMdeE5XWhMrKKdri/4UZCC907CfbY8uh51+6T+vyF1NnuSw9QZsI++2xXW6YJEqs/vOqfhFrOmnVFVboeYXX2J74PP/88/jrX/+KrKws5ObmmuJmKIpiTHwaJHUObP1GsH7AzBqFvJcp62GlX4I14lZnCohcq3y35tZ6MZzrsfsSclqeVxNEuzBNiqMk5EhNA0SV1QX70eE2ka3gpzyHdxZlVZaZu5h9N2+yzVLitf1D67VTSV75HDN4UQ8eXERdeoiWo2ejG+Rx/xFWu0MdD/e9k4QV2xOfBx54ADNmzMBdd90VjvZIJBKJRCLRkFZd3mN74nPw4EFccskl4WhL/UOCbJNMWunZkje0EjQrQCKzHo7SLkup1TVOxfyCKx/H2wlRAlt52GX/eyRxM7AdgDL0FpdryZRdJ391SHqY5sz0FpHodjRdNccMm4Xt7UnRLSm7Dg5Z9XHaYRzmeerw2hVGmKUlwveFtc0bZebtJ6NVV7ixfWcvueQSLF26NBxtkUgkEolEUguCGgVnR5/6voAoREjiM2fOHOP/Nm3a4J577sGaNWvQpUsXS9yMW265xdsWRhvMfWCHrvpZ5dOwHNgxQhjw1BzgdBXHQHTVHCnJD++6WJIaVj49vVMJj+1VvlMTZ9Hk4ep/lqSHG+rC2h5eEEqrs0yG5IfzbDoOPcHDoVNO1/dG0PmlkZzjs9WpUDNcLh1YLhvsEk4nm5LoRmji88QTT5i+p6SkYNWqVRbngYqinPgTH4lEIpFIIkSQECNWo9P8DZlx48Zh4MCBKCoqQrt27TwpU2jis23bNk8qi3Zqr/x4lhtWh3Ac01OvYDplc2j1ZdfRHyNQIcss22trLwsOTXotTt+cmuyyogCwutVumANuA+yZh4u6/3daP1fSQx+v67kRdA7KlPzQ8CQ9VDnCgVVtOjWl04dd702wfK/Dt4Rb0lNzwp601Kmkp770FAncbVc17GmPKmh5/PHHccMNNyA3NxcDBw40JkIdOnRwVKbtO3jffffh2LFjluPHjx/Hfffd56gREolEIpFIJDTPPvssvv/+e/zxxx94/PHHkZ6ejtmzZ6Nz587Iy8tzVKbtic/06dNRVlZmOX7s2DFMnz7dUSOiCYUELZKf2jN8+rw5zEVdBfvMH6p8uh5mfazz2kchRP0odUgdUKP4ZheiKLakRKzrcguvX8TLIY5WpqL9Z5Sv3yNmgZzz3IpCj0Ov+p933y33w+b1GO0M8YxYKwv9DFnOUx9uX4g+y6x8dP5az2WdfcFoL7M9lutXHH2YzVHMH2HcjuEw1cN6Zwu/yyJ1XQx0B4ZuPicCqampaNy4MRo3boxGjRohJiYGubm5jsqy/ZQTQkxOC3W++eYbGaJCIpFIJBIvcWPR5XafLAq466670LdvX2RlZeH//u//UFlZiUmTJmH37t34+uuvHZUp7MencePGUBQFiqKgXbt2pslPIBBAWVkZbrjhBkeNOCGgdR30wzb9tDi1NDH2n436NT0FTog9t5Ybbq+LtW8edosbl3itDxGugJHckBgWvRbOeOHpRIl6URZdaZvy1O3PxyvJorBujyhOdYE46dz6kBJ99m1LRG1eJ1N3hmWNxnunCr5zhfX89GejztIk4eLRRx9FkyZNMHXqVJx//vno2LGj6zKFJz6zZs0CIQRXX301pk+fboqaGhcXh5YtW6Jfv36uGySRSCQSiUQlCIKgi2mXm7zRwNdff41Vq1ahuLgYjz32GPx+v6HcXFRU5GgiJDzx0SOltmrVCv3797f47zkRcKUPwVhlRNoSwCL58fnV7y4W3vWBbUmPXW+rHllXcSU/vOtwO97spnMpQTNWxbQvHVFJDw+B9omu0O2UqZbrrYWbhQhbA4n6+HIt9TUqtCfdtmS3+64UTMcrjx7TQvVF8F6erNHZdbp164Zu3boZrnK++eYbzJo1C7fccguCwSACgYDtMm2HrGjVqhV27drFPN+8eXPbjZBIJBKJRCIJxddff43i4mIUFxfj008/RWlpKU499VQMGjTIUXm2Jz4tW7YMqdys42T2dSJg8e9DwZJgsKOMm3Vc6NWQqETEWPVRLYsWSY/TeEfcdDp2V/8O4/RYnAM7jcfkkdSA6Znavj2Dt9DShzrGM2tscFfoPE/Fbv3oeKR3Rt8jUV0anm4PXY5Fl8Wtp2abulfWBrqTDLlG8Bmrq589i5EogFvLrIZu1dW4cWOUlZWhW7duKCoqwrXXXosBAwYgLS3NcZm2Jz60FnVVVRW+/vprPP7445gxY4bjhjQ46JcrRwHOriM/Xnq7P9BulXHpl6LxEoW9l1jEg5Ty+lFPFq520S/5iG15MrY5GD+2wj+moj9WXI3Z0BOekPeB6kPuIsKlErTdRQpzi8aisO9ScdwlrAmQ8wI9VgL3Go76AQuj9xWzmkB9LRZP9q2uf//7364nOjS2Jz7dunWzHOvVqxfy8/Px6KOPYvTo0Z40TCKRSCSSk52TXbn53HPP9bxM2xMfFu3atcPatWu9Ki56EBXLclb0hrKxoARCtF22t744qxbe6kB49eN0K8dmeXYVIsMeQoNZsc0tOrv5WdkYEh27oT2sx71try1Jj1uzcI+ewWh1tRB2PH5GGorrCuO7Q6enkujB9sSntLTU9J0Qgl27dmHatGlo27atZw2TSCQSieRk52Tf6goHtic+jRo1sig3E0JQUFCA+fPne9awaEN4VSIYIM+ubg+rHNZ3Gp6zLp7iI7sdlK4PD49X3bb1LoQL5kjwBCVfopIWpq6LR6trVr1MJWiL5itDv8bheBVyZMnR6RHFMuYdKtfSbWSOLZu6PTThVpxlPfteY1fKGHH9PxbR0g6Nkz06eziwPfFZuXKl6bvP50OTJk3Qpk0bxMR4tnMmkUgkEolE4jm2ZyoDBw4MRzuiF3rl71AXhy6Pu7rhmIJ6bZUkat1j1Mew8mKVG2lE3QQ4xa6kh53QYTvcjkP6tGgICt5xjiTSSb9b7pnos2PkCy29ctMmCRunEiTmO82tRaTgu9s6VkNLxuwGanZLIKh+3OSXmHEkovn5558xa9YsbNmyBYqioGPHjrj11ltxyimneN0+iUQikUhOWuRWl/fYnkJ/9NFH6NSpE7766it07doVhYWF+PLLL9G5c2csW7YsHG2MbkgQIEEo2oeXjkaplVfR04iUw0vHqNdikcBql2KWaugPH/2xRAJ2CLf/PIYOT2I3XInT69VXi8aqUfEBWt21PzXHPVpdMscfYzxYxo29+8PqT1dhYTjYbaNX11RToM8klWDdO73P6Y9XRFoiIVovuz9C3wfLccF3Hr8d1uetrvtaX/0pCR+2JT533303brvtNjz00EOW43fddReGDh3qWeMkEolEIjmZCRKCgJT4eIrtic+WLVvw3//+13L86quvxqxZs7xoU3TikS6G51IN3fJF/8rzn+Oxu3j6ofLBI6+wbhH0I+RU+iCswsOx/mJZxbE8Ltu2CrNUyPCBY9fKzqX+hVC/czwu27aEq2ddHp5Ux66eHY9we4J2jEfWeiwcX69AqAq9/Ej2qRqyws3Ex8PGnCDYfus3adIEGzdutBzfuHEjsrOzvWiTRCKRSCQSSViwLfG59tprcd111+GXX35B//79oSgKPvvsMzz88MOYOHFiONoYOdzoHnAkL8KrG6/0HxjWZEyM9ode9fi07/TKw/BITRdnnHC46nTqnZeHYx8u7lbjopIfu4h6AheWANluAMeflGjASjtV8q7NrRUQq1xuBo41mSDhkvy4zW/XFxRNvUmeGrjVnrTq8h7bE5977rkHqampeOyxxzBp0iQAQH5+PqZNm4ZbbrnF8wZGHNEfRlY6agIkilMza15gRMtxmxMg/Zea9c6ir1OfGPlsbtXQ9TOPMyaUtn+kPN7yE0XY8aHHgRHD5RiTX6CL/nUbqsJh3XbDn0SN470w02AUfF0uBqJta1BadXmP7YmPoii47bbbcNttt+HIkSMAgNTUVM8bJpFIJBLJyU7ApXKzm7wnKrYnPsePHwchBElJSUhNTcWvv/6KF198EZ06dcKwYcPC0cb6gRUgkZPOKyVP21tlXq9+6a0vQRkWLelhwpK4eBROQPh+2KyP73af4ciR0S3MIKIhAiNGgohLMerod56kx61kxrFiu6DU1OlWW7RKVuxuwbneHhaVZnPb4fLdKTnhsH3Hzz//fLz66qsAgEOHDqF379547LHHcP755+Ppp5/2vIESiUQikZysBKFbdjn81PcFRCG2Jz4bNmzAmWeeCQB46623kJubi19//RWvvvoq5syZ43kDI0odjgEtTq5oR2+U8zI6n6jTLNHjLEd3os62bDt70xwa+hSlzg8PVvuEHdvR/c5ztCfq6LFWX5o+NqFNXWlHkF47rbM7vkTLizS0I8+QY9PmPdHLcXxNgs80E85YtZYbHoeHbseaZUwz2uHV2HZ8vwTf3czybd6vSBEIEtcfiRnbo+vYsWOGTs/SpUsxevRo+Hw+9O3bF7/++qutsp5++ml07doVaWlpSEtLQ79+/bB48WLj/Pjx46EoiunTt29fUxkVFRW4+eabkZWVheTkZJx33nn47bff7F6WRCKRSCSSkwDbE582bdpg4cKF2LlzJz766CNDr2fPnj1IS0uzVVazZs3w0EMPYd26dVi3bh0GDx6M888/H5s3bzbSnH322di1a5fx+fDDD01lTJgwAe+88w7mz5+Pzz77DGVlZTj33HMRCATsXpo9SQEtGaDSW1YVdiUInNWmte1iqy2epMd2CA1WOZSkg53QmWTFkk9U8hOh1ZzTVXm4wxlEC0zpjgf3iCsx8uhZ5NXPvUZuOc7uPU8i4zS/XbwOHeEWrqSHhvOOiRSEES5I9ENOwPeHW2wrN997770YO3YsbrvtNgwZMgT9+vUDoEp/unfvbqusUaNGmb7PmDEDTz/9NNasWYPOnTsDAOLj45Gbmxsy/+HDh/Hiiy/i3//+N8466ywAwGuvvYaCggJ8/PHHGD58uN3Lk0gkEokkaggQ9eMmv8SM7YnPxRdfjDPOOAO7du1Ct27djONDhgzBhRde6LghgUAAb775Jo4ePWpMpgCguLgY2dnZaNSoEQYOHIgZM2YYHqLXr1+PqqoqkzVZfn4+CgsLsXr1aubEp6KiAhUVFcb30tJS4/+wWbU4tSyoTz8qtZuhW2jY9lDktEKHfnYoixru/XRqgSPoU8ZrZ3ThWnE6DvdAp3faPg+uy3YICx702OBcq0XKZHcsGuVQv1SMMWpXGuN4DHLuPd0Obj1On+1oIUp0fyTOsT3xAYDc3FyLFKZ3796OGrBp0yb069cP5eXlSElJwTvvvINOnToBAEaMGIFLLrkELVq0wLZt23DPPfdg8ODBWL9+PeLj41FSUoK4uDg0btzYVGZOTg5KSkqYdc6cORPTp0931F6JRCKRSCKFdGDoPY4mPl7Svn17bNy4EYcOHcLbb7+NK6+8EqtWrUKnTp3wpz/9yUhXWFiIXr16oUWLFvjggw8wevRoZpmEECh1rDomTZqE22+/3fheWlqKgoICi46ILbySzIiWI7oC1w9zrkfUO65ngguGJ2eLB2uP/PCwrt+23x+HKz1a8uM6hIdRsLPVs2NP16LpnD4/HqykIy2tZUp66O8siRFDclJTgcN3gmA+22ORUa5tiZLXkh+b5TUUz9tuLbOkVZeVep/4xMXFoU2bNgCAXr16Ye3atZg9ezaeffZZS9q8vDy0aNECW7duBaBKniorK3Hw4EGT1GfPnj3o378/s874+HjEx8d7fCUSiUQikUiinaib6hJCTPo3tdm/fz927tyJvLw8AEDPnj0RGxuLZcuWGWl27dqFb7/9ts6JDxMPZ/52/eQIw9tfFvYZwrGgcGpt5RGR8ifj2O+P4/rMljK0/yVRP0zWgkNbLAn7MLF5v7nt5vhF4rbDgUWka0tKt9SX7odD/0CeVS9YvvBYiTBure/CjRuLLrfbZCcq9SrxmTx5MkaMGIGCggIcOXIE8+fPR3FxMZYsWYKysjJMmzYNF110EfLy8rB9+3ZMnjwZWVlZhhJ1eno6rrnmGkycOBGZmZnIyMjAHXfcgS5duhhWXhKJRCKRNFSkVZf31OvEZ/fu3bj88suxa9cupKeno2vXrliyZAmGDh2K48ePY9OmTXj11Vdx6NAh5OXlYdCgQXjjjTdMQVGfeOIJxMTEYMyYMTh+/DiGDBmCuXPnwu/3u2ucTR0az7G50uDtVwtLT7R0TiMXO15ZMvbnbccsY8G1TKH6j6WXIajf4JnvHYd6G5ZiPLIa5N1fpg4TR8eK6XenjjxMwq2P5FV5Ua5bYuCVTg8nvzFmwmz1JazvqFHf8wap3Ow9CpHejVBaWor09HTs+eO3GieMHk98wrVtwzThdZjfUg7PXFnwpUiPMm4QTpsKitz2CboTsDtB4L38RSdAnk+c3P74UhM/uz9yTu+nuQzO2GRmdOmawCbCY1A/7dbMnlWPpWF13zuvJue8sev6GfHK8MNSr1i6UMFSS0tLkZObi8OHD9t23CuK/rv04mdbkJSSys/A4FjZEVxzRsewtrWhUe/KzRKJRCKRSEITDBIEXVhmucl7oiInPrWIdrPGUNS5VVAbessoWK0VQK/sBSU94cYrs+goUE4Uwe0WomOTZI/7xwtJj5G1AT6PAJxv0YW5fuN0lAv5LdulTl0vcMae8Luzngm61PGR8x4rDfTNIpFIJBKJRGIfKfGhMFYBHpcbbmdZofahQyd0uLoJs8IhUymWI3lyvWpzeT88D0lB4Xm5NnWejK+c63Qt6XEwvjx7plyObdExKKxAb6nAnb5WuCU8bssPm6l9uN5ZETZzl8rN3iMnPhKJRCKRRCkBQhBwMXlxk/dERW511Tdhdt7FdS5m11kcfZ7hMJF21KcoVkuuBoWgY0ivofuRC6t9ouOLkY41jizts9s/DsY97WjOM2ehLKeL4XpG3ZZXz47/eETKcaJT559hczJ7EjFjxgz0798fSUlJaNSoUcg0O3bswKhRo5CcnIysrCzccsstqKysjGxDKaTERyKRSCSSKCWarboqKytxySWXoF+/fnjxxRct5wOBAEaOHIkmTZrgs88+w/79+3HllVeCEIInn3wybO3iISc+DKJF419Yj8Hlio9ZvtdWP5wFGTeIp10dFYfBXLn9zQgwyVxxhskhJlcaxNGRcqonI6rTY7t8WpoYoqyGimNdJNZYtuvfhoNwAF3BsRxu/TcWjgMBRykBuPTc7FlLrEyfPh0AMHfu3JDnly5diu+++w47d+5Efn4+AOCxxx7D+PHjMWPGjHrzKxR98lGJRCKRSCSeUlpaavqwYmJ6yRdffIHCwkJj0gMAw4cPR0VFBdavXx/2+lnIiU8tnKwo9cCIjoNqCupEMPejOfv7Fh0MLT233fUcoM/ufr1w/wvqQ9CBC8MWyFD4/tvU9RG8Tku/cdojqtMTDv0JeswyxzDdJq/GcgSv1RYeXR/z3orqt3mkB8cb67Z1h5h6a5xxFCV4FaS0oKAA6enpxmfmzJlhb3tJSQlycnJMxxo3boy4uDiUlJSEvX4W0XeXJRKJRCKRAKix6nLzAYCdO3fi8OHDxmfSpEkh65s2bRoURanzs27dOuH2KyEmqYSQkMcjhdTx8RjHukE248s4Xpnw6nEb4ynaaCjtFNTXoPUmXHu5DROerJy98sPiti0c/SVudq+eVV5/eKVH5pX0SitHgbN4b05x71coOp4hnWCQIOCBcnNaWpqQTs3f/vY3XHrppXWmadmypVDdubm5+PLLL03HDh48iKqqKoskKJLIiU8t7Ax4XtqoeXhsOqrjKr86VIJlvfSM32uWTvAJpqjIxaHCKjfIqaCisPC4jeTWjl3Fe6+evXBfI32vvVqU8OrxqHy7AZLtBi+1C6t8z6O+R6n7AK/IyspCVlaWJ2X169cPM2bMwK5du5CXlwdAVXiOj49Hz549PanDCXLiI5FIJBJJlBJwKfFxk5fHjh07cODAAezYsQOBQAAbN24EALRp0wYpKSkYNmwYOnXqhMsvvxyPPvooDhw4gDvuuAPXXnttvUaKlxMfDrbNcD0y63WtLKmLmXmrMpdifK/gSX7CVzFjO6G+4bSLJUlz6gbA7mqdnTCC/ccay4ISDrfSxGhxeaHDleI5NX8XlJTYf8eZx7BXoS9su3gwCrApHY8Q0Tzxuffee/HKK68Y37t37w4AWLlyJYqKiuD3+/HBBx/gxhtvxOmnn47ExESMHTsW//jHP8LWJhHkxEcikUgkEolt5s6dy/Tho9O8eXMsWrQoMg0SRE58aiGycuOuaqjVEV0mL7/dfXMLjHpF66frdbqaFd2/dyzhEZRcMfFqle6RRDDSeK5w6xaWqwbRtHWlixYpniDMd4BXY4jVL+HqJ0HppShcvUGnEiQ7OlARfI4DQXdSm0B0vHKiCjnxkUgkEokkSonmra6Gipz4cHC7f8+SnNCSF2494VqNcSQnUWOdJojt/rR5f1n9IWyhEmbJj2chP+xaHDmF5xCvdhvChFe6PjqsZ52V3qneFSu9a5cXDusTzxje+3rSWIBKHCMnPhKJRCKRRClS4uM9cuJTCzsrJLu6PrxyvIa1GhMOdholuig6LIkKa3VnezUaptVnuPwQ8SRMdL2e+zSh+st1gEsndYd7jLqUCrrVs3NKpKW0jvUVw+2H6QTBKweGkhrkCJNIJBKJRHLSICU+HBxLTgTLcd4uxgqbWqVyJVIsIrzqYktu3OnOCPd7mPUOwuZFVrBeJnbDINRX+INQ8NruNvxHhAmbPyC3FpBeNUNU0iV4P3nWXScKAeJyq0vqPFmQEx+JRCKRSKIUqePjPXLiw0JUcmITu5IfY5VEtYvruderlfmJut/ukTVX2GHo0jhFVFLoujwvsOsjiaaBSA7CZtHJk/TYlXJGqf6fV3C9oNfT9cuJj/ecoL9qEolEIpFIJFakxIeHSz0Cr1YJLMkPjefWNQ51X+p7FR1pGsr1Cscxqq8YZl7W43DMRgrHOj3hjuYerTDeReF69uqUjkZQAlwdJPC7kNpUS4mPBTnxEYRAQSAQQCAQcFgA7dTMm4B8+gPIFdMyTWvN6ZgvD57YnDrv9/vh9/uhlyZqfi1KtDop8+wlXN9bjDYDTdou3sYWstO+9GyMnOBbPLZhBT3lhMsJN9H6TnCL3OryHjnxEaCqqgp79+5FeXk5HAeXCtdDKdoet/XT9VhWQdbzCQkJaNKkCWJjY93VLZFIJBKJR8iJD4cgIfjt998RExOD/KZNERsbC8XJ5Mf1xIfOT7WB1SavJzy8chUFhBBjsvjb77+jRYsWFmWysG0Jia7Oba7i7Tqd8zxAokvC5UBRtNz6kAJ4pngt6ITUa5cV9Y1w+BNLPpfOQ0+Q/vMK6cDQe+TEh0NVZSUIIcjLy0NSUpLzgk6iiQ8AJCYmIiYmBjt27EBVVRXi4+LctUMikUhOQgKEuPLFI/34WJETn1ooJGhVItbw+erbAM7QlqH+ascNM3bqu+PqXG7pKUpNn0XBg8dchdaXLk2UKI1zdcMY6fgFu1+1u71GpqTCI4kCLxhpQ4Xu94g7dqwnnaqGYqAgcY+c+EgkEolEEqVI5WbvkROfBoeg5Mdx8Q1jtRP2VajXISw8Xr3aXZ2GaxVbn2EebNfZQCQy9eYsk4Owzk+Yg7CGO7xMtCEnPt5zcoycBsBVV18Nf0wM/DExWPjuu/XdHC7FxcVGey8cPbq+myORSCQSiRD1OvF5+umn0bVrV6SlpSEtLQ39+vXD4sWLAagm5HfddRe6dOmC5ORk5Ofn44orrsAff/xhKqOoqAiKopg+l156qbMGkaDxMfR9SJApRXnmmWeQnp6O6upq41hZWRni4+MxcOBAU9pPP/0U/pgY/Pjjj8zqhw8fjt9/+w0jzj7bWfvdoCgmac+ECRNw2mmnITExET169LAk79+/P37/7TdccsklkWylOF45GdPHQH3l56AQ4om0xatyWBDFF/JT0wDx+2W7rXbvgd4WTpuY18JI55ha7yXTRxTW9TCuT+9f1ocoSt0SRLvPntvr85hwPwt20SU+bj4SM/U68WnWrBkeeughrFu3DuvWrcPgwYNx/vnnY/PmzTh27Bg2bNiAe+65Bxs2bMCCBQvw448/4rzzzrOUc+2112LXrl3G59lnn41I+wcNGoSysjKsW7fOOPbpp58iNzcXa9euxbFjx4zjq1atQn5+Ptq1a8csLz4+Hrm5uYiPjw9ru0UghOCqq67CmDFjQp6Pi4tDbm4uEhMTI9wyiUQiOXkIkCACQRefBrLFG0nqdeIzatQonHPOOWjXrh3atWuHGTNmICUlBWvWrEF6ejqWLVuGMWPGoH379ujbty+efPJJrF+/Hjt27DCVk5SUhNzcXOOTnp7ufWMJsUh+2rdvj/z8fKxatco4tmrVKpx33nk45ZRTsHr1atPxoqIiW1Vu374d/pgY/PfNNzFw4EAkp6SgT9+++PHHH7F27Tr07tMXaemNMOKckdi7dy+znIMHD+Kyyy9HTm4uklNS0L5DB7w8d656kpL06MyePRs33ngjWrdubavNBiH6K6IwVo3c1TdntVnb8s9J/eGCXpXbzceCXt3rt5W+vVwpALMBYXD/b1dywJPwOJQA0WONdV5UcmT7OnjX47SacEl+7FLPkqFIEXQp7ZF+fKxEjY5PIBDA/PnzcfToUfTr1y9kmsOHD0NRFDRq1Mh0fN68ecjKykLnzp1xxx134MiRIxFoscrAgQOxcuVK43txcTEGDhyIAQMGoLi4GABQWVmJL9assT3x0Zk+fTomT56MdWvXIsbvx7jLLsPdd9+NJx5/HKuKi/HLL79g6rRpzPz3Tp2KLVu24INFi7D522/xz6eeQlZmpqO2SCQSiUTSkKl3q65NmzahX79+KC8vR0pKCt555x106tTJkq68vBx33303xo4di7S0NOP4uHHj0KpVK+Tm5uLbb7/FpEmT8M0332DZsmXMOisqKlBRUWF8Ly0ttSYy4s7QMa/M3wcOHIiJEyeiuroax48fx9dff40BAwYgEAjgqaeeAgCsWbMGx48fxyCHE5/bb78dw4cPBwDcfMstGDduHJYtXYrTTz8dAHD1VVfhlVdfZebfsWMHTj31VPTq1QtQFLRs1cpROyKBcOywaOEEtzChrceYodxCBXIEPF2ROw68e4LemwaD9MzsikCQwCetujyl3ic+7du3x8aNG3Ho0CG8/fbbuPLKK7Fq1SrT5KeqqgqXXnopgsEg/vWvf5nyX3vttcb/hYWFaNu2LXr16oUNGzaEVMoFgJkzZ2L69OliDeQ8pIOKinD06FGs/eorHDx4EO3atUN2djYGDhyIK6+8EkePHsWqVavQvHlzsW2j2r8s2v9du3QxDuVkZwMAutQ6lp2Tgz179jDLu+GGG3DJJZfg66+/xtChQ3H++eejf//+AIBzzjkHn332GQCgRYsW2LRpE7+NYcAzZcL6eqk6rVdw4mQ/RETd5u7MILZROEmwPeERvAbepDqaFFyFsHkPRZ1Xsgh3/9BbypE284+W+18dBBRX0dk9bMwJQr2/5eLi4tCmTRv06tULM2fORLdu3TB79mzjfFVVFcaMGYNt27Zh2bJlJmlPKHr06IHY2Fhs3bqVmWbSpEk4fPiw8dm5c6fj9rdp0wbNmjVDcXExiouLMWDAAABAbm4uWrVqhc8//xzFxcUYNGiQ4zpqB/nU44TRx4JB9ugeMWIEtm3bhltuuQV//PEHhg4dijvvvBMA8Pzzz2PDhg3YsGEDFi1a5LiNEolEIpE0BOpd4kNDCDG2ofRJz9atW7Fy5UpkCuilbN68GVVVVcjLy2OmiY+PZ1tO0aEfak5oH+sqsaioCMWrVuHQoUOYOHGicXzAgAFYunQp1qxZgyuvvJLbdluEUkquYwXbpEkTjB8/HuPHj8cZZ5yBu+66C48++iiaNm3qvH677QuVjLOqilY38naDljrFbfgAy1aVQ0mP56tfr1wNuGlCfY0tu9ceISlm2JxR2mw/y3ggUs9ctCG3urynXic+kydPxogRI1BQUIAjR45g/vz5KC4uxpIlS1BdXY2LL77YkEQEAgGUlJQAADIyMhAXF4eff/4Z8+bNwznnnIOsrCx89913mDhxIrp3727ov0SCoqIi3HzzzaiqqjL57xkwYABuuukmlJeXO9bv8YKpU6eiR48e6Ny5MyoqKvDBBx+gY8eOdeb56aefUFZWhpKSEhw/fhwbN24EAHTq1AlxMuCoRCKRRAQ58fGeep347N69G5dffjl27dqF9PR0dO3aFUuWLMHQoUOxfft2vPfeewCAU0891ZRv5cqVKCoqQlxcHJYvX47Zs2ejrKwMBQUFGDlyJKZOnQq/3++sUQ6CfA4qKsLx48fRoUMHVQdHyztwwAAcOXIEp5xyCgoKCpy1h4VuTyywWo2Li8OUKVOwfft2JCYm4owzzsDrr79eZ57rrrvOZKbfs2dPAMDPP/+Mli1bumo64N2q0ukqlRu01GOdF66+QkOWvITCA0VjpnTKRZl11RNtUsUGS5gkVJZn5iST/Ei8o14nPi+++CLzXMuWLUE4L/mCggLTj3N90bJlSwRqeW/WadasGQKBgPrFwQ9WqHKLioosx/QtLBZTpkzBlClTbNW9YsUKW+klEolE4j1S4uM9csrMQlBHhYsNR34ffPAB0tLSsOj9993XG2Y+/fRTpKWlcSVHDRZBZ3XcYhgOD4UdIRrp3bnR98wNPyu8QJSEGwgr9XVtYXIEGLYx4bY4t44cTzCkA0PviTrl5pOVhx96CFMmTwaAOhWzowXdZQAApKSk1HNrJBKJRCIRQ058ooTs7Gxkaz56AIhvjTGt0LTT2l/bsitOuYmJiWjTpo3dUhssTlegTF0iQbzW6RHVYxHWr4kE9S1Bourn3cuGLq0Q9u8T5vtS3/0YNis3mwSCxJUfH7nVZUVOfCQSiUQiiVIIISAuJi88XdmTETnxqU1DXqkxJDSOtZSizMJF2PJGMFSCUwlM2IliD8quqMfr8cpaS3TMhM3fDG9sh6mPmZKPMIQlESLCvrPqm6BLPR2p42PlBHu7SiQSiUQikbCREh/bONaa8RhGOzi6Oc6rc1guIWZrD49Xa3Z1USyrdsHVM9cPDycQI0vXJ+q90bpdzbu5Lpt1eyfZCdMKOVwSIEHcxuaKFp2XSFPf100IcbVdJbe6rMiJj0QikUgkUQoJutTxkVtdFuTEh6a+9q0t7RD1IB0hyY8jSQ//gXMae0oUxxIVjiSIW67NcRQpyQ/df9Gmz1BXf3nVR6wh5FVXeOZhmDd2XEpRPbv3ovXX1zs1wjpRkuhHTnxYROihCAQJ1m4/gD1HKpCdGo/TWmXC76v1QmJOgPQ0DWw2z3hZuxYnC5ocW7acOFtUzHroCZBRsXyZAvA0ECdzwmN3q8flo8JzTcBrH2ui4dp1QENRiI/0olL0WdYx7m90hTCRys3eIyc+9ciSzSW4b9EWlJRWGMdy0xJw77kdcXZhbljqfPrpp/Hss89i+/btAIDOnTvj//7v/zBixIiw1CeRSCQS57h1iF3fmxfRSJQvEaIAu6sowVAXSzaX4KbXN5omPQCwu7QcN73+NZZ8q0ai528ZKbCjaN2sWTM8+OCD+Oqrr/DVV19h0KBBuPDCC7F582bhMurERoiOkNkVpX5XWqLhAVhvI4dvqQbvpl/vtzCEV2D2DdXXTkMw2I1Oo7eH/tQUaO6Deh/TGnr/0B+7RMv1eA5nPJ2w130S0oDftA2XQJDgvkVbQm5S6cfu/2BLWDxujho1Cueccw7atWuHdu3a4YEHHkBKSgrWrFnjeV0SiUQicYdu1eXmIzEjt7ocwzFrr0M5ee32AxZJD13yrsPlWLv9APq2ynDXzBBlA2qrA4EA3nzzTRw9ehT9+vXztB5RWPvpwvoQDmFJV1w7NmwgUhvP+jcKr5c1poTtBSwFCuqm2OwLp4r6OvUtIXSsl+dW14ehm8OtVlQ3y5KvfnV+pI6P98iJTz2w5wh70uMknV02bdqEM04/HeXl5UhJScHbb7+NTp06haUuiUQikUiiCTnx4eFaAmBdZmanxgtlFU1nl/bt22PDhg04dOgQFixYgKuuugorV650N/k50cSpYQoPQFsGMVebYbLUkToKfMlPfTusEyXqnV/yCJeVV5i0eWtLfiL5HEk/Pt4jJz71wGktM5CbFo/dpRUh9XwUALnpCTitpbfbXDpxcXFGZPVevXph3bp1mDNnDp555pmw1CeRSCQSh7ic+EBOfCw00KVCGNE1+93aENLUMh3x+xTce25H9TCdTPt7z8iOZn8+XjUjRJ2EEFRU2NxW06239I9d0xi6XYIWJszVlsWSxmxpo5Cg6SPeMF/oD7ehdY+fSFtx8VapTi18WNcpvCq28Zwx753DZ5U1ZIX7QnBMCFtT2byOBm8JqOPWEtDhO9tp/zl+VhwSJMT1R2LmBHhqGiZnd87FP8eeipy0BNPx3PQE/HNs97D58ZkyZQo+/fRTbN++HZs2bcL//d//obi4GGPHjg1LfRKJRCKRRBNyq6s2Efb0dHbnXAztmGP23NwyQ5X0hGmWvnv3blx55ZXYtWsX0tPT0bVrV3z44YcYOnSoWAFMxQhv2itqQeFWD8O19ZbRDpuen21X4MyCxbUOQhR5D673wK6svoiwx2Svr9du0NKw67WE2bMzt/+iVHpGiEsdHynxsSAnPvWM36egb+vMiNX3wgsvRKwuiUQikbhDKjd7j5z4SLzFsbOU6MbxatvrAI4cCRBrVe51zFoe0WARVd/+V4SpZ99RdgMEN3TJD7M+yUmDnPgIYy80xEmPrjmqKI6UFx2/ZD1+adqe8ETJS1R03hENExSneL3l5TpArtvJcQMJqtSQx4yJKHlWeQSDgOLKgaGHjTlBkBMfiUQi+f/2zj0oiiv7498GAZGniDIQEDSixhA0aH4GNwtE8JX4SIyPqKtSybqxNr4SH1nd2qhbpbgx2cRkK8bsakzKZMluXFMmlvwQIxh/uhHFScC3ZhCjIGpQCCIQ5v7+wOkwPdNM93T3dA+cT1WX0n379j339u0599xzzyUIg6J02wny8XGEFJ+2CDcaFJ5r916yBnkFWjmkupufapYpld4/d8uj9pSeiggtFJpN1UiVzc0tFhwsW15isbAhe0GCl1nCCO+BFB+CIAiCMChKQ8qR3ugIKT5CvGwUJYqXWaDkjgZF0xm1l8ssl9eM9j1g6ZG8zYdEjO6jolaoBTHENgTWul6EfntqW36MtomrWlitTKGPj7Hfdz0gxYcgCIIgDAotZ1cfUnzaYDdCkDxfL9GyotpoypaPwSw67dSDFJ8KsdGf6qNQrUaBKo3StRq1qm4AdHe1mwqWH4/jYV8TlxYukXqQG5BQ7H5PWX7k3yivHSRvBCzMn+jwkOJDEARBEAaFLD7qQyqu3lhbgPJDQNnO1n+tLRJvZILjHi42C12zdi18fX3tjpiYGAUCSENs00rJm1l2cGRvnupwv/3GiXZhlJRUr7ubtHoStcsk3PTSdni4DpRuQmrrW8LD69Gq/tXemFoljLpJaXl5OZ5//nn06dMHgYGBuP/++7F69Wo0NTXZpauoqMCECRMQFBSEyMhILFq0yCGNpyGLj56c/gLc/64EV3eVP8VCYsDG5AAPTNDssQ8++CDy8/P5v319fTV7FkEQBNHxOHPmDKxWK7Zs2YJ+/fqhrKwM8+bNQ319PV5//XUAQEtLC5588kn07NkThw4dws2bNzF37lwwxvDOO+/oVnZSfMTQekR3+gtwn2XDzloDAHWV4D7LBpuyXaD8SNTaJexN0KVLF5hMMnd/Fxs1yBxBemrzTKUrY4QjbfVWFEkrl8vniMQjkhrxWtTPQupzpaJFP9Lb4qSXVcCF3F6zRYdGCH2jOgpGneoaO3Ysxo4dy//dt29fnD17Fps3b+YVn/z8fJw6dQqXL1/mZxbeeOMNZGdnY926dQgNDdWkbK4wmM26k2BtAfe/KwEwBxdl7p6Cw+WvkjHtJY/z588jNjYW999/P2bMmIHvv/9ek+cQBEEQyrDtzu72cU8hrq2ttTsaGxtVL+vt27cRERHB/33kyBEkJSXZuVOMGTMGjY2NOH78uOrPlwopPgIc5tWVjh4Yc7SWVBwBV3dVdF0WBwau9gpQcUTCAwR7iLlw6hj+P/+D7du3Y+/evdiyZQuuXbuGxx57DDdv3rQvr/DQGJf+B2rNv4v5b2iMVB8e2X4dInIIfX4U4249Ce/zgH+MmG+LYh8Xrd8VsbrRuM5s74rq74xOuO0bZUT/NRWJi4tDWFgYf+Tk5Kia/8WLF/HOO+9g/vz5/LmqqipERUXZpevevTv8/f1RVVWl6vPlQFNdevDTNXXTyWDcuHH8/x966CGkpqYiMTERH330EV566SXVn0cQBEG4D7MyRUEIbVNdly9ftptaCggIcJp+zZo1WLt2bbt5FhcXY9iwYfzfV69exdixYzF16lT89re/tUvLOVvUwpjT855CV/V28+bNSE5ORmhoKEJDQ5Gamoq9e/fy1xljWLNmDWJiYhAYGIiMjAycPHnSLo/GxkYsXLgQkZGRCAoKwsSJE/HDDz9oX3gly2WCo1ynkZNOAUFBQUhKSsL58+flWXYULxdyjtJRudLVUXqhdAXPLxk5t/yoNaq31a/w0BO5Fh2X6Y2ygs3N57tq445m4RHD1qeM+M7KwbZJqZIDAP87azvEFJ8FCxbg9OnT7R5JSUl8+qtXr+Lxxx9Hamoq3n//fbu8TCaTg2WnpqYGzc3NDpYgT6Kr4hMbG4sNGzbg2LFjOHbsGEaOHIlJkybxys1rr72Gv/71r/jb3/6G4uJimEwmjBo1CnV1dXweS5Yswa5du5Cbm4tDhw7hp59+wvjx49HSopJ/jBYfvt6prau3RCa7GDiw0PuA3qltCwItghY2NjbizJkziJbr7GxQlC8Bbv9+Vx9Nseu2fMUOqXj7R1wRGikimi/zFlOkPDzt2uEUHRfvQ6fqGyoSGRmJgQMHtnt07doVAHDlyhVkZGQgJSUFH3zwAXx87NsjNTUVZWVlqKys5M/l5+cjICAAQ4cO9ahcbdFV8ZkwYQKeeOIJ9O/fH/3798e6desQHByM//73v2CM4a233sIf//hHTJ48GUlJSfjwww9x584dfPLJJwBaHam2bt2KN954A1lZWXj44YexY8cOlJaWoqCgQE/R2sfHt3XJOhzdm21/s9HrAR/1l5kvX74cRUVFsFgs+OabbzB16lTU1tZizpw5qj+LIAiCUIYix2aFK8La4+rVq8jIyEBcXBxef/11XL9+HVVVVXYWntGjR2PQoEGYPXs2Tpw4gf3792PZsmWYN2+ebiu6AAM5N7e0tCA3Nxf19fVITU2FxWJBVVUVRo8ezacJCAhAeno6Dh8+DAA4fvw4mpub7dLExMQgKSmJT+OMxsZGBw93Ib+MxjUaCT4woXXJeki0/fnQGCdL2dvCCQ55/PDDD5g1axYeeOABTJkyBf7+/jj8f/+H+Ph42XlpgcOo1M1RsGRLikIrgmLLi8QAgZLzd1ceMavDvb/dtXRpieED8om1hdR3WqFFSKspLcMFRtR7SlJjrPd8fJQcWpCfn48LFy7gq6++QmxsLKKjo/nDhq+vL/bs2YOuXbviV7/6FaZNm4annnqKX+6uF7o7N5eWliI1NRV3795FcHAwdu3ahUGDBvGKi3AeMCoqCpcuXQLQ6jHu7++P7t27O6Rpz2M8JyfHpfOWR3hgAtiAJ8AqjrQ6MgdHtU5vaWDpsfHPf/7T/kRHMn0TBEF0MJi1BUxBaBMl97ZHdnY2srOzXabr3bs3vvzyS03K4C66Kz4DBgyA2WzGrVu3sHPnTsydOxdFRUX8daHntxRvcFdpVq5ciZdffpn/u7a2FnFxcW5KoBAfXyDhMfXykxDA0C6dRgg20nCJw4hUK+uB6AaPzs+LWTHctm4InqN0Y0jFDtEdyAfCMAH8tLY+iASv1Bq59ep2EE25dKB3mPAMuis+/v7+6NevHwBg2LBhKC4uxqZNm/DKK68AaLXqtDWdVVdX81Ygk8mEpqYm1NTU2Fl9qqurMWLECNFnBgQEiHq0EwRBEIRRMKrFx5sx3MQoYwyNjY3o06cPTCYT9u3bx19rampCUVERr9QMHToUfn5+dmkqKytRVlbWruLjUTRa9u0SscCDSgMSqiyPWj497iLmC+Suz4pDfgLfHTG/CDE/Cc19e5T6ochFxXzFfFgMt3pJq1VbGrWRXB8eYX3r7vMjF6l9R6dNTJnVyis/7h1kEROiq8Vn1apVGDduHOLi4lBXV4fc3FwUFhYiLy8PHMdhyZIlWL9+PRITE5GYmIj169ejW7dumDlzJgAgLCwMzz//PJYuXYoePXogIiICy5Ytw0MPPYSsrCw9RSMIgiAIwoDoqvhcu3YNs2fPRmVlJcLCwpCcnIy8vDyMGjUKALBixQo0NDTg97//PWpqajB8+HDk5+cjJCSEz+PNN99Ely5dMG3aNDQ0NCAzMxPbt2/Xbsdxd0cytvs8PRJV+jy58/q22yBzzZlgJOVyU1DhebU2/9QI4QhY6Iol10IhVQ6xkbfHLSLurnjzBsTKaVDfE72sMar7YLlZv6r4xXnSKt3SAqYgLp2SezsqHGNGsgnrQ21tLcLCwnCt8qpDbIHGxkZcuVqJhISE1qBNincX97LqVqD43L17F+Xl5Yi57z5Rnyr+B1gjxUc4TST1o+eu87JD/vf+lq343Hu+WDnEnuOYTqLi40Je1XaVl4PCvOT+wIoqg65k11vxkVlPais+wnpz9c4pdej/5UHuvbNS+057z6utrUVUdAxu376tWTwa2+9S9NR34OMX6HY+1uYGVP57oaZl9TZ0d27udCi2/LRVLZydh8h1mWg8KvSUxUG1H2LhR9RhdZabH1OR50hWvDxkFbHJp1asHpeKrRHQS3ExqKVIDHetisL71P4muHy33FB4iI4BKT4EQRAEYVBoVZf6kOLTFine/VLj5LiNmOVGeF6l0ZFKcrhdGqnmaBuuzqs0OnPbwiESp8chmXCKS+OpJJejaYn1J1Yvqk0htpOP6BSJwrg2msWQclWnHnqXvQWtLUC/ZCzzPdG5PUjxUR9SfFzB+ThXDjRXgPgHqZudRuWVmqvbHzMPT4k4/EDLDHzorh+F2lNcWv14aO0r5RYSFSDDBDrs4BiuftX6hnTwLTI6A9R6OtNibUFxVTH2WvaiuKoYLR7Qzg8ePIiJEyciNjYWvr6++Pzzz+2uM8awdu1axMbGIigoCCNHjsTJkyc1LxdBEARhj7IYPsqsRR0VsvhIRYNAhAUV+/Hasddw7c41/lxUtyisGLYcWb0zXRXo3r/ynZrr6+sxePBgZGdnY+rUqQ7XN27ciDfffBPbtm1D//79sW7dOowZMwanT5+2CyUgFacB5QzmvCtE9pSSyOoth2Ru1oPqTsCupl/ctNRoaeGRvxJNpmXHxcpAt9uArAPaIPVd9fL6twUwVHI/YQ8pPjpRULEfyw4uAxMoLtV3qrHs4HK8nrZRgvLjHuPGjcO4ceOcXmOMYdOmTVi1ahUmT54MANi+fTuio6PxySef4IUXXtCkTARBEIQjVmsLoEDxsZLFxwHvVoX1RMHWDy3WFrx27DUHpQcAf+61YxvRIklT5wSHWDJpFiuLxYKqqio+iCTQurdZWloajhw5IqE8KiEyj65WOHzbVhDCQ3b5JM73u7s1h9iWGm7j6rluBmdzd4sPVRFpC7EtLFxtbSGUyRAyKsBbtpKQvOWI2Lsqs2+K5is8yLenw0CtqAMl1SV201tCGBiu3bmGkuoSD5aqlaqqKgDgN4K1ERUVxV8jCIIgPAP5+KgPTXW1QdJoyMHPQPC3hDxuNNyQVJ7WdPoEIuQcIg0zh3OaIHFFjgNaB9ZzUS6lEZIl+5EoDIyoNmpHuPYEqkUO5jNUtpxea1wtE/cGK5AdcsMDKM1XeN3D7UzL2dXHmD21gxMZGKlqOjUxmUwA4GDdqa6udrACEQRBEIS3QYqPANF5cKk+PbZ07aRP6ZWCqG5R4ESsORw4RHWLQkqvFDlFv3czZ3/IpE+fPjCZTCgoKODPNTU14eDBg0hNTZVfHtFy+jg/5CKY51fsuyNWTlfJBH4Jcn16XPryeLl/gU0+BzndkUvtTSJF3iGl+WiOoO5s3y7hYXsXJfvOyC2Gyvl63BfJ0+0ml3ublLp7gDYpdYCmunTA18cXK4atwLKDy8CBs3NytilDK4atgK+PNjvM//TTT7hw4QL/d3l5OcxmMyIiItC7d28sXrwYOTk56NevHxITE5GTk4Nu3bph5syZmpSHIAiCcA5jylZ1MUaKjxBSfFzBrG6v3mq93/m9Wb0z8Xra6w5xfHp164UVw1a4XsquYER07NgxZGb+kv/SpUsBAHPmzMEHH3yA5cuXo6GhAQsWLEBNTQ2GDx+OvLw8t2L4aIbIbu5ieGo1jmojXy+27rRF9tYjTjMxRpwWyavr1PIF8bKtKzwWEVusXuTWu8LtaAjvhRQfHcnqnYnHYzNQUl2CGw03EBkYiZReKZpZemxkZGSgpR3zJ8dxWL16NVavXq1pOQiCIIj2YVarMosPBTB0gBQfAZptjCeCr48vHjE94jqht628ECJx7yu94Uf1IpuNevr9MCreFM/GY5tfaoXCvqLVuys3P8OsJvOidxe4tyqLVnWpijF/fQiCIAiCIDSALD5tMORI0FstPXar25yMsNz1g1A6WnPT8uTy3XCVbyfZV8iG6nuLtUViXcq1KIhZsVzGHNLZgiBVTk9bLV09x5UFyGV51fL1kYpucXysgILpKprqcoQUHyFKP2LCj5C7HxlvVniMhFabgLob7EzsYy31x1Trj65Ch1pbPSre2NNZmfiHqPQhdzcfg0yVuDtVpHSKSa5CoxTJCpDLjIzRbnKhqS71IcWHIAiCIAwKKT7qQ4pPW5yMCLh7MXaY1pYMb7XwtMMvdeZENq0tF1pNKak1ahR7vl6jUslTfu1PB3mT07MNzcqs8dSIx5aPC57nNi6snJrJ44XvJKEtpPi4oItv69LyOw0NCAwM1Lk03sWdhgYAQJcu2i7PJwiC6KhYrS3gyOKjKqT4iGAbBfr6+iIkOAjXr18HAHQLDGx/s06xa25sZupJ2rHNSMyAtfkvw52GBly/fh0hIcHw9fX1nEOg3v4f3vI8G262iyvfHZe+Pe5YQyT7azlfvi7XkqCpg7YMXPm4aGUpkWrhcemDI/PdNuQiEx1hLVaAU6D4tJDFSwgpPhLo2SMCAHC9utp1YlJ8eEJCghHZo4e7ORIEQRCE6pDi4wLG+QAc0LNnT0RERODnn1sASBiReCyMfvuqitTRoE1vEUsmbzTHoYufX6ulR20Eq45k+2foPIqXuqRYKJdrC4tIkD659SOSXmo962IlEbEeCeuYLAnSUBqY0DGBYKWgp98RtVZs6vTtoL261IcUHxn4+vpK/zHv1IoPdFcwCIIgOgLM2qJsqot8fBwgxUcE2ZsrigXRcnGf2uH0NQ9Lr3cAPrHnu6mAGcWPw4bHVkVJjNcj1/Kk9D6nqF0n7loLOzhKvx2axdvR20JE70mHgxQfgiAIgjAoZPFRH1J82sL5uD+6UBjx1t3Rlqv7pK70MJivtUscRusy201zS49I/q4saO6uhpL9/mhk6fEEDlGhFa5M87isMt9dsa0djOazpHqcH+F5vd5Bvf0CSfFRHVJ88Eugvbq6OhUykzflovVHTPXw9AaZ6lI6TaGX4uNYEDfl0Dh/pcqA5Pul5CvIy5XiI3d5teaKj6upE9lKu3P5tN6KQnP0/rbIwPZboXlgWwBoaZaynKbd+wl7SPHBLy9xv8REnUtCEARBeAt1dXUICwvTJG9/f3+YTCZUnfqX4rxMJhP8/f1VKFXHgGMeUVmNjdVqxdWrVxESEtJ+cEIdqK2tRVxcHC5fvozQ0FC9i+M2JIex6ChyAB1HFpLDWLQnB2MMdXV1iImJgY+Pdpaou3fvoqmpSXE+/v7+6Nq1qwol6hiQxQeAj48PYmNj9S5Gu4SGhnr1R8QGyWEsOoocQMeRheQwFmJyaGXpaUvXrl1JYdEA40yaEgRBEARBaAwpPgRBEARBdBpI8TE4AQEBWL16NQICAvQuiiJIDmPRUeQAOo4sJIex6ChyEI6QczNBEARBEJ0GsvgQBEEQBNFpIMWHIAiCIIhOAyk+BEEQBEF0GkjxIQiCIAii00CKjw5s3rwZycnJfGCs1NRU7N27l7/OGMOaNWsQExODwMBAZGRk4OTJk3Z5NDY2YuHChYiMjERQUBAmTpyIH374wTByNDc345VXXsFDDz2EoKAgxMTEYM6cObh69apdHhkZGeA4zu549tlnDSMHAGRnZzuU8dFHH7XLw+jtAcBBBtuxceNGPo0R2kNITk4OOI7DkiVL+HPe0kfaIpTDm/pIW5y1h7f0kbY4k8Nb+wghE0Z4nN27d7M9e/aws2fPsrNnz7JVq1YxPz8/VlZWxhhjbMOGDSwkJITt3LmTlZaWsunTp7Po6GhWW1vL5zF//nx23333sX379rGSkhL2+OOPs8GDB7Off/7ZEHLcunWLZWVlsU8//ZSdOXOGHTlyhA0fPpwNHTrULo/09HQ2b948VllZyR+3bt3ymAyu5GCMsblz57KxY8falfHmzZt2eRi9PRhjduWvrKxk27ZtYxzHsYsXL/J5GKE92nL06FGWkJDAkpOT2eLFi/nz3tJH2pPDm/qIDbH28JY+YkNMDm/sI4R8SPExCN27d2f/+Mc/mNVqZSaTiW3YsIG/dvfuXRYWFsbee+89xljrB9PPz4/l5ubyaa5cucJ8fHxYXl6ex8veFpsczjh69CgDwC5dusSfS09Pt/vwGIW2csydO5dNmjRJNK23tsekSZPYyJEj7c4ZqT3q6upYYmIi27dvn125vK2PiMnhDCP3kfbk8KY+Iqc9jN5HCPegqS6daWlpQW5uLurr65GamgqLxYKqqiqMHj2aTxMQEID09HQcPnwYAHD8+HE0NzfbpYmJiUFSUhKfxtMI5XDG7du3wXEcwsPD7c5//PHHiIyMxIMPPohly5ahrq7OAyV2jpgchYWF6NWrF/r374958+ahurqav+aN7XHt2jXs2bMHzz//vMM1o7THiy++iCeffBJZWVl2572tj4jJ4Qwj9xFXcnhLH5HaHt7QRwj3oE1KdaK0tBSpqam4e/cugoODsWvXLgwaNIj/CERFRdmlj4qKwqVLlwAAVVVV8Pf3R/fu3R3SVFVVeUaAe4jJIeTu3bv4wx/+gJkzZ9pt+Ddr1iz06dMHJpMJZWVlWLlyJb799lvs27fPk2K0K8e4ceMwdepUxMfHw2Kx4E9/+hNGjhyJ48ePIyAgwCvb48MPP0RISAgmT55sd94o7ZGbm4uSkhIUFxc7XLPVqTf0kfbkEGLkPuJKDm/pI3Law+h9hHAfUnx0YsCAATCbzbh16xZ27tyJuXPnoqioiL/OcZxdesaYwzkhUtKojZgcbX9sm5ub8eyzz8JqteLdd9+1u3/evHn8/5OSkpCYmIhhw4ahpKQEKSkphpBj+vTpdmUcNmwY4uPjsWfPHoePYluM2h4AsG3bNsyaNcth52cjtMfly5exePFi5Ofnt7sztdH7iFQ5AGP3ESlyeEMfkdMegLH7CKEQPefZiF/IzMxkv/vd79jFixcZAFZSUmJ3feLEiWzOnDmMMcb279/PALAff/zRLk1ycjJ79dVXPVZmZ9jksNHU1MSeeuoplpyczG7cuOHyfqvV6uALoAdCOYT069eP9zHxpvZgjLGDBw8yAMxsNru8X4/22LVrFwPAfH19+QMA4ziO+fr6sgsXLnhFH3Elh82p1+h9RKocQozWR+TIYfQ+QiiDfHwMAmMMjY2NvAm1rdm0qakJRUVFGDFiBABg6NCh8PPzs0tTWVmJsrIyPo1e2OQAWkex06ZNw/nz51FQUIAePXq4vP/kyZNobm5GdHS01kVtl7ZyCLl58yYuX77Ml9Fb2sPG1q1bMXToUAwePNjl/Xq0R2ZmJkpLS2E2m/lj2LBhmDVrFsxmM/r27esVfcSVHL6+vl7RR6TIIcSIfUSOHEbvI4RC9NW7OicrV65kBw8eZBaLhX333Xds1apVzMfHh+Xn5zPGWpfqhoWFsf/85z+stLSUzZgxw+lS3djYWFZQUMBKSkrYyJEjPb40tD05mpub2cSJE1lsbCwzm812Sz8bGxsZY4xduHCBrV27lhUXFzOLxcL27NnDBg4cyB5++GHDyFFXV8eWLl3KDh8+zCwWCztw4ABLTU1l9913n1e1h43bt2+zbt26sc2bNzvcb5T2cIZwJY239BEhbeXwpj7Snhze1EeEOFuh5a19hJAOKT468Nxzz7H4+Hjm7+/PevbsyTIzM+1+nKxWK1u9ejUzmUwsICCApaWlsdLSUrs8Ghoa2IIFC1hERAQLDAxk48ePZxUVFYaRw2KxMABOjwMHDjDGGKuoqGBpaWksIiKC+fv7s/vvv58tWrTIIf6HnnLcuXOHjR49mvXs2ZP5+fmx3r17s7lz5zrUtdHbw8aWLVtYYGCg07gjRmkPZwh/oLyljwhpK4c39REhbeXwpj4ixJni4619hJAOxxhj+tiaCIIgCIIgPAv5+BAEQRAE0WkgxYcgCIIgiE4DKT4EQRAEQXQaSPEhCIIgCKLTQIoPQRAEQRCdBlJ8CIIgCILoNJDiQxAEQRBEp4EUH4IgDEN5eTk4jgPHcRgyZIise7Ozs/l7P//8c03KRxCE90OKD0F0QDIyMrBkyRK9i2GHHIWkoKAA+/fv5/8+efIknnnmGSQkJIDjOLz11lsO92zatAmVlZUqlZYgiI4KKT4EQRiOHj162G3YeefOHfTt2xcbNmyAyWRyek9YWJjoNYIgCBuk+BCEB/jiiy8QHh4Oq9UKADCbzeA4DsuXL+fTvPDCC5gxYwb/9+HDh5GWlobAwEDExcVh0aJFqK+v56+/++67SExMRNeuXREVFYUpU6YAaJ3yKSoqwqZNm/ipn/LycpdlPHXqFJ544gkEBwcjKioKs2fPxo0bN/jreXl5eOyxxxAeHo4ePXpg/PjxuHjxIn+9qakJCxYsQHR0NLp27YqEhATk5OQAABISEgAATz/9NDiO4/+WyiOPPIKNGzfi2WefRUBAgKx7CYIg2kKKD0F4gLS0NNTV1eHEiRMAgKKiIkRGRqKoqIhPU1hYiPT0dABAaWkpxowZg8mTJ+O7777Dp59+ikOHDmHBggUAgGPHjmHRokX485//jLNnzyIvLw9paWkAWqd8UlNTMW/ePFRWVqKyshJxcXHtlq+yshLp6ekYMmQIjh07hry8PFy7dg3Tpk3j09TX1+Pll19GcXEx9u/fDx8fHzz99NO8Mvf2229j9+7d+Ne//oWzZ89ix44dvIJTXFwMAPjggw9QWVnJ/00QBOFpuuhdAILoDISFhWHIkCEoLCzE0KFDUVhYiJdeeglr165FXV0d6uvrce7cOWRkZAAANm7ciJkzZ/J+OomJiXj77beRnp6OzZs3o6KiAkFBQRg/fjxCQkIQHx+Phx9+mH+Wv78/unXrJnnqZ/PmzUhJScH69ev5c9u2bUNcXBzOnTuH/v3745lnnrG7Z+vWrejVqxdOnTqFpKQkVFRUIDExEY899hg4jkN8fDyftmfPngCA8PBwmo4iCEJXyOJDEB4iIyMDhYWFYIzh66+/xqRJk5CUlIRDhw7hwIEDiIqKwsCBAwEAx48fx/bt2xEcHMwfY8aMgdVqhcViwahRoxAfH4++ffti9uzZ+Pjjj3Hnzh23y3b8+HEcOHDA7nm2stimsy5evIiZM2eib9++CA0NRZ8+fQAAFRUVAFqn2MxmMwYMGIBFixYhPz9fSXURBEFoAll8CMJDZGRkYOvWrfj222/h4+ODQYMGIT09HUVFRaipqeGnuQDAarXihRdewKJFixzy6d27N/z9/VFSUoLCwkLk5+fj1VdfxZo1a1BcXIzw8HDZZbNarZgwYQL+8pe/OFyLjo4GAEyYMAFxcXH4+9//jpiYGFitViQlJaGpqQkAkJKSAovFgr1796KgoADTpk1DVlYWPvvsM9nlIQiC0ApSfAjCQ9j8fN566y2kp6eD4zikp6cjJycHNTU1WLx4MZ82JSUFJ0+eRL9+/UTz69KlC7KyspCVlYXVq1cjPDwcX331FSZPngx/f3+0tLRILltKSgp27tyJhIQEdOni+Fm4efMmTp8+jS1btuDXv/41AODQoUMO6UJDQzF9+nRMnz4dU6ZMwdixY/Hjjz8iIiICfn5+sspEEAShBTTVRRAewubns2PHDt6XJy0tDSUlJXb+PQDwyiuv4MiRI3jxxRdhNptx/vx57N69GwsXLgQAfPnll3j77bdhNptx6dIlfPTRR7BarRgwYACA1lVU33zzDcrLy3Hjxg3eAVmMF198ET/++CNmzJiBo0eP4vvvv0d+fj6ee+45tLS0oHv37ujRowfef/99XLhwAV999RVefvlluzzefPNN5Obm4syZMzh37hz+/e9/w2Qy8RaohIQE7N+/H1VVVaipqZFVd01NTTCbzTCbzWhqasKVK1dgNptx4cIFWfkQBEGAEQThMZYuXcoAsLKyMv7c4MGDWc+ePZnVarVLe/ToUTZq1CgWHBzMgoKCWHJyMlu3bh1jjLGvv/6apaens+7du7PAwECWnJzMPv30U/7es2fPskcffZQFBgYyAMxisbgs27lz59jTTz/NwsPDWWBgIBs4cCBbsmQJX659+/axBx54gAUEBLDk5GRWWFjIALBdu3Yxxhh7//332ZAhQ1hQUBALDQ1lmZmZrKSkhM9/9+7drF+/fqxLly4sPj7eaRksFgsDwE6cOOH0vPBIT093yKNtmQiCIIRwjDGml9JFEATRlvLycvTp0wcnTpyQvWWFDY7jsGvXLjz11FOqlo0giI4BTXURBGE4RowYgREjRsi6Z/78+QgODtaoRARBdBTI4kMQnYD58+djx44dTq/95je/wXvvvefhEjnn559/5qNMBwQEuAy82Jbq6mrU1tYCaF2JFhQUpEURCYLwckjxIYhOQFulQEhoaCh69erl4RIRBEHoAyk+BEEQBEF0GsjHhyAIgiCITgMpPgRBEARBdBpI8SEIgiAIotNAig9BEARBEJ0GUnwIgiAIgug0kOJDEARBEESngRQfgiAIgiA6DaT4EARBEATRafh/GGDurWM+q0MAAAAASUVORK5CYII=", "text/plain": [ "
    " - ] + ], + "image/png": "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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "frame=42\n", - "W_mid_max[frame].plot()\n", - "points = {\n", - " threshold:plt.plot(ft.west_east, ft.south_north, \"o\")[0]\n", - " for threshold, ft in Features[Features.frame==frame].groupby(\"threshold_value\")\n", - "}\n", - "plt.legend(list(points.values()), list(points.keys()), title=\"W [m s-1]\")" - ] + "execution_count": 15 }, { "cell_type": "markdown", @@ -1445,64 +1659,60 @@ }, { "cell_type": "code", - "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:08:37.012898Z", "iopub.status.busy": "2025-07-17T22:08:37.012815Z", "iopub.status.idle": "2025-07-17T22:08:37.014595Z", "shell.execute_reply": "2025-07-17T22:08:37.014370Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:14:54.901859Z", + "start_time": "2025-12-08T21:14:54.900048Z" } }, - "outputs": [], "source": [ "parameters_segmentation_TWC={}\n", "parameters_segmentation_TWC['method']='watershed'\n", "parameters_segmentation_TWC['threshold']=0.1e-3 # kg/kg mixing ratio" - ] + ], + "outputs": [], + "execution_count": 16 }, { "cell_type": "code", - "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:08:37.015719Z", "iopub.status.busy": "2025-07-17T22:08:37.015647Z", "iopub.status.idle": "2025-07-17T22:09:02.469942Z", "shell.execute_reply": "2025-07-17T22:09:02.469596Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:15:24.963508Z", + "start_time": "2025-12-08T21:14:54.908214Z" } }, + "source": [ + "print('Start segmentation based on total water content')\n", + "Mask_TWC, Features_TWC = tobac.segmentation_3D(Features, TWC, dxy, **parameters_segmentation_TWC)\n", + "print('segmentation TWC performed, start saving results to files')\n", + "Mask_TWC.to_netcdf(savedir / 'Mask_Segmentation_TWC.nc', encoding={\"segmentation_mask\":{\"zlib\":True, \"complevel\":4}})\n", + "Features_TWC.to_hdf(savedir / 'Features_TWC.h5','table')\n", + "print('segmentation TWC performed and saved')" + ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Start segmentation based on total water content\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "segmentation TWC performed, start saving results to files\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "Start segmentation based on total water content\n", + "segmentation TWC performed, start saving results to files\n", "segmentation TWC performed and saved\n" ] } ], - "source": [ - "print('Start segmentation based on total water content')\n", - "Mask_TWC, Features_TWC = tobac.segmentation_3D(Features, TWC, dxy, **parameters_segmentation_TWC)\n", - "print('segmentation TWC performed, start saving results to files')\n", - "Mask_TWC.to_netcdf(savedir / 'Mask_Segmentation_TWC.nc', encoding={\"segmentation_mask\":{\"zlib\":True, \"complevel\":4}})\n", - "Features_TWC.to_hdf(savedir / 'Features_TWC.h5','table')\n", - "print('segmentation TWC performed and saved')" - ] + "execution_count": 17 }, { "cell_type": "markdown", @@ -1514,16 +1724,18 @@ }, { "cell_type": "code", - "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:09:02.471855Z", "iopub.status.busy": "2025-07-17T22:09:02.471742Z", "iopub.status.idle": "2025-07-17T22:09:02.473872Z", "shell.execute_reply": "2025-07-17T22:09:02.473503Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:15:24.986174Z", + "start_time": "2025-12-08T21:15:24.983552Z" } }, - "outputs": [], "source": [ "# Keyword arguments for linking step:\n", "parameters_linking={}\n", @@ -1537,11 +1749,12 @@ "parameters_linking['time_cell_min']=5*60\n", "parameters_linking['method_linking']='predict'\n", "parameters_linking['v_max']=10\n" - ] + ], + "outputs": [], + "execution_count": 18 }, { "cell_type": "code", - "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:09:02.474995Z", @@ -1550,20 +1763,13 @@ "shell.execute_reply": "2025-07-17T22:09:02.602932Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Frame 46: 18 trajectories present.\n" - ] - } - ], "source": [ "# Perform linking and save results:\n", "Track=tobac.linking_trackpy(Features,W_mid_max,dt=dt,dxy=dxy,**parameters_linking)\n", "Track.to_hdf(savedir / 'Track.h5', 'table')\n" - ] + ], + "execution_count": 19, + "outputs": [] }, { "cell_type": "markdown", @@ -1574,62 +1780,84 @@ }, { "cell_type": "code", - "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:09:02.604424Z", "iopub.status.busy": "2025-07-17T22:09:02.604345Z", "iopub.status.idle": "2025-07-17T22:09:02.605908Z", "shell.execute_reply": "2025-07-17T22:09:02.605729Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:15:25.137893Z", + "start_time": "2025-12-08T21:15:25.134918Z" } }, - "outputs": [], "source": [ "# Set extent for maps plotted in the following cells ( in the form [lon_min,lon_max,lat_min,lat_max])\n", "axis_extent=[-95,-93.8,29.5,30.6] " - ] + ], + "outputs": [], + "execution_count": 20 }, { "cell_type": "code", - "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:09:02.607031Z", "iopub.status.busy": "2025-07-17T22:09:02.606967Z", "iopub.status.idle": "2025-07-17T22:09:16.510511Z", "shell.execute_reply": "2025-07-17T22:09:16.510184Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:15:35.909513Z", + "start_time": "2025-12-08T21:15:25.141899Z" } }, + "source": [ + "# Plot map with all individual tracks:\n", + "import cartopy.crs as ccrs\n", + "fig_map,ax_map=plt.subplots(figsize=(10,10),subplot_kw={'projection': ccrs.PlateCarree()})\n", + "ax_map=tobac.map_tracks(Track,axis_extent=axis_extent,axes=ax_map)" + ], "outputs": [ { "data": { - "image/png": "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", "text/plain": [ "
    " - ] + ], + "image/png": "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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "# Plot map with all individual tracks:\n", - "import cartopy.crs as ccrs\n", - "fig_map,ax_map=plt.subplots(figsize=(10,10),subplot_kw={'projection': ccrs.PlateCarree()})\n", - "ax_map=tobac.map_tracks(Track,axis_extent=axis_extent,axes=ax_map)" - ] + "execution_count": 21 }, { "cell_type": "code", - "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:09:16.512644Z", "iopub.status.busy": "2025-07-17T22:09:16.512517Z", "iopub.status.idle": "2025-07-17T22:09:16.686130Z", "shell.execute_reply": "2025-07-17T22:09:16.685769Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:15:36.090465Z", + "start_time": "2025-12-08T21:15:35.936681Z" } }, + "source": [ + "# Updraft lifetimes of tracked cells:\n", + "fig_lifetime,ax_lifetime=plt.subplots()\n", + "tobac.plot_lifetime_histogram_bar(Track,axes=ax_lifetime,bin_edges=np.arange(0,120,10),density=False,width_bar=8)\n", + "ax_lifetime.set_xlabel('lifetime (min)')\n", + "ax_lifetime.set_ylabel('counts')\n", + " " + ], "outputs": [ { "data": { @@ -1643,36 +1871,34 @@ }, { "data": { - "image/png": "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", "text/plain": [ "
    " - ] + ], + "image/png": "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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "# Updraft lifetimes of tracked cells:\n", - "fig_lifetime,ax_lifetime=plt.subplots()\n", - "tobac.plot_lifetime_histogram_bar(Track,axes=ax_lifetime,bin_edges=np.arange(0,120,10),density=False,width_bar=8)\n", - "ax_lifetime.set_xlabel('lifetime (min)')\n", - "ax_lifetime.set_ylabel('counts')\n", - " " - ] + "execution_count": 22 }, { "cell_type": "code", - "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:09:16.687459Z", "iopub.status.busy": "2025-07-17T22:09:16.687370Z", "iopub.status.idle": "2025-07-17T22:09:16.696576Z", "shell.execute_reply": "2025-07-17T22:09:16.696358Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:15:36.105967Z", + "start_time": "2025-12-08T21:15:36.100521Z" } }, - "outputs": [], "source": [ "# Create animation showing tracked cells with outline of cloud volumes and the midlevel vertical velocity as a background field:\n", "animation_tobac=tobac.animation_mask_field(\n", @@ -1682,11803 +1908,11977 @@ " interval=500,figsize=(10,7),\n", " plot_outline=True,plot_marker=True,marker_track='x',plot_number=True,plot_features=True\n", ")" - ] + ], + "outputs": [], + "execution_count": 23 }, { "cell_type": "code", - "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2025-07-17T22:09:16.697706Z", "iopub.status.busy": "2025-07-17T22:09:16.697612Z", "iopub.status.idle": "2025-07-17T22:09:39.374706Z", "shell.execute_reply": "2025-07-17T22:09:39.374379Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:15:59.487823Z", + "start_time": "2025-12-08T21:15:36.109316Z" } }, + "source": [ + "# Display animation:\n", + "from IPython.display import HTML, Image, display\n", + "HTML(animation_tobac.to_html5_video())" + ], "outputs": [ { "data": { + "text/plain": [ + "" + ], "text/html": [ "" - ], - "text/plain": [ - "" ] }, "execution_count": 24, @@ -13492,14 +13892,13 @@ ] }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "# Display animation:\n", - "from IPython.display import HTML, Image, display\n", - "HTML(animation_tobac.to_html5_video())" - ] + "execution_count": 24 } ], "metadata": { @@ -13514,6 +13913,11 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.9" + }, + "kernelspec": { + "name": "python3", + "language": "python", + "display_name": "Python 3 (ipykernel)" } }, "nbformat": 4, diff --git a/examples/Example_vorticity_tracking_model/Example_vorticity_tracking_model.ipynb b/examples/Example_vorticity_tracking_model/Example_vorticity_tracking_model.ipynb index 061e8545..c2e8efc4 100644 --- a/examples/Example_vorticity_tracking_model/Example_vorticity_tracking_model.ipynb +++ b/examples/Example_vorticity_tracking_model/Example_vorticity_tracking_model.ipynb @@ -26,7 +26,6 @@ }, { "cell_type": "code", - "execution_count": 1, "id": "48ce5c6d", "metadata": { "execution": { @@ -34,9 +33,12 @@ "iopub.status.busy": "2025-07-17T22:07:43.910246Z", "iopub.status.idle": "2025-07-17T22:07:45.247347Z", "shell.execute_reply": "2025-07-17T22:07:45.246985Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:05.631593Z", + "start_time": "2025-12-08T21:31:05.568843Z" } }, - "outputs": [], "source": [ "# Import a range of python libraries used in this notebook:\n", "from pathlib import Path\n", @@ -45,11 +47,12 @@ "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "code", - "execution_count": 2, "id": "8e59cd3e", "metadata": { "execution": { @@ -57,18 +60,22 @@ "iopub.status.busy": "2025-07-17T22:07:45.249111Z", "iopub.status.idle": "2025-07-17T22:07:45.887561Z", "shell.execute_reply": "2025-07-17T22:07:45.887240Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:05.645033Z", + "start_time": "2025-12-08T21:31:05.634261Z" } }, - "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt" - ] + ], + "outputs": [], + "execution_count": 2 }, { "cell_type": "code", - "execution_count": 3, "id": "eab43a50", "metadata": { "execution": { @@ -76,9 +83,12 @@ "iopub.status.busy": "2025-07-17T22:07:45.889420Z", "iopub.status.idle": "2025-07-17T22:07:45.891755Z", "shell.execute_reply": "2025-07-17T22:07:45.891513Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:05.648895Z", + "start_time": "2025-12-08T21:31:05.647214Z" } }, - "outputs": [], "source": [ "# Disable a few warnings:\n", "import warnings\n", @@ -87,11 +97,12 @@ "warnings.filterwarnings(\"ignore\", category=RuntimeWarning, append=True)\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning, append=True)\n", "warnings.filterwarnings(\"ignore\", category=pd.io.pytables.PerformanceWarning)" - ] + ], + "outputs": [], + "execution_count": 3 }, { "cell_type": "code", - "execution_count": 4, "id": "cbf9a8a9", "metadata": { "execution": { @@ -99,23 +110,28 @@ "iopub.status.busy": "2025-07-17T22:07:45.892889Z", "iopub.status.idle": "2025-07-17T22:07:48.581309Z", "shell.execute_reply": "2025-07-17T22:07:48.581071Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:06.455841Z", + "start_time": "2025-12-08T21:31:05.650738Z" } }, + "source": [ + "# Import tobac itself:\n", + "import tobac\n", + "\n", + "print(\"using tobac version\", str(tobac.__version__))" + ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "using tobac version 1.6.1\n" + "using tobac version unknown_dev_version\n" ] } ], - "source": [ - "# Import tobac itself:\n", - "import tobac\n", - "\n", - "print(\"using tobac version\", str(tobac.__version__))" - ] + "execution_count": 4 }, { "cell_type": "markdown", @@ -127,7 +143,6 @@ }, { "cell_type": "code", - "execution_count": 5, "id": "4565bfa8", "metadata": { "execution": { @@ -135,19 +150,23 @@ "iopub.status.busy": "2025-07-17T22:07:48.582519Z", "iopub.status.idle": "2025-07-17T22:07:48.584416Z", "shell.execute_reply": "2025-07-17T22:07:48.584213Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:06.497281Z", + "start_time": "2025-12-08T21:31:06.495185Z" } }, - "outputs": [], "source": [ "# change this location if you want to save the downloaded data elsewhere\n", "data_out = Path(\"../data\")\n", "if data_out.exists() is False:\n", " data_out.mkdir()" - ] + ], + "outputs": [], + "execution_count": 5 }, { "cell_type": "code", - "execution_count": 6, "id": "383c227e", "metadata": { "execution": { @@ -155,9 +174,12 @@ "iopub.status.busy": "2025-07-17T22:07:48.585756Z", "iopub.status.idle": "2025-07-17T22:07:48.588214Z", "shell.execute_reply": "2025-07-17T22:07:48.588015Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:06.503111Z", + "start_time": "2025-12-08T21:31:06.500661Z" } }, - "outputs": [], "source": [ "# Download the data: This only has to be done once for all tobac examples and can take a while\n", "data_file = list(data_out.rglob(\"Example_input_vorticity_model.nc\"))\n", @@ -170,11 +192,12 @@ " file_path, data_out / (\"Example_input_vorticity_model.nc\")\n", " )\n", " data_file = list(data_out.rglob(\"Example_input_vorticity_model.nc\"))" - ] + ], + "outputs": [], + "execution_count": 6 }, { "cell_type": "code", - "execution_count": 7, "id": "3ae0eced", "metadata": { "execution": { @@ -182,11 +205,44 @@ "iopub.status.busy": "2025-07-17T22:07:48.589303Z", "iopub.status.idle": "2025-07-17T22:07:49.419858Z", "shell.execute_reply": "2025-07-17T22:07:49.419499Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:07.056648Z", + "start_time": "2025-12-08T21:31:06.505253Z" } }, + "source": [ + "# Load Data from downloaded file:\n", + "data_file = Path(data_out / \"Example_input_vorticity_model.nc\")\n", + "ds = xr.open_dataset(data_file)\n", + "# get variables\n", + "relative_vorticity = ds.rv500\n", + "lats = ds.latitude\n", + "lons = ds.longitude\n", + "\n", + "# check out what the data looks like\n", + "display(ds)" + ], "outputs": [ { "data": { + "text/plain": [ + " Size: 549MB\n", + "Dimensions: (time: 168, south_north: 469, west_east: 866)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1kB 2008-07-14 ... 2008-07-20T23:00:00\n", + " * south_north (south_north) int64 4kB 33 34 35 36 37 ... 497 498 499 500 501\n", + " * west_east (west_east) int64 7kB 741 742 743 744 ... 1603 1604 1605 1606\n", + " latitude (south_north, west_east) float32 2MB ...\n", + " longitude (south_north, west_east) float32 2MB ...\n", + "Data variables:\n", + " rv500 (time, south_north, west_east) float64 546MB ...\n", + "Attributes:\n", + " simulation: WRF 4km\n", + " forcing: ECMWF-ERA5\n", + " institute: National Center for Atmospheric Research, Boulder\n", + " contact: julia.kukulies@gu.se" + ], "text/html": [ "
    \n", "\n", @@ -208,28 +264,76 @@ " */\n", "\n", ":root {\n", - " --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n", - " --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n", - " --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n", - " --xr-border-color: var(--jp-border-color2, #e0e0e0);\n", - " --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n", - " --xr-background-color: var(--jp-layout-color0, white);\n", - " --xr-background-color-row-even: var(--jp-layout-color1, white);\n", - " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n", - "}\n", - "\n", - "html[theme=dark],\n", - "html[data-theme=dark],\n", - "body[data-theme=dark],\n", + " --xr-font-color0: var(\n", + " --jp-content-font-color0,\n", + " var(--pst-color-text-base rgba(0, 0, 0, 1))\n", + " );\n", + " --xr-font-color2: var(\n", + " --jp-content-font-color2,\n", + " var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n", + " );\n", + " --xr-font-color3: var(\n", + " --jp-content-font-color3,\n", + " var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n", + " );\n", + " --xr-border-color: var(\n", + " --jp-border-color2,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n", + " );\n", + " --xr-disabled-color: var(\n", + " --jp-layout-color3,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n", + " );\n", + " --xr-background-color: var(\n", + " --jp-layout-color0,\n", + " var(--pst-color-on-background, white)\n", + " );\n", + " --xr-background-color-row-even: var(\n", + " --jp-layout-color1,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n", + " );\n", + " --xr-background-color-row-odd: var(\n", + " --jp-layout-color2,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n", + " );\n", + "}\n", + "\n", + "html[theme=\"dark\"],\n", + "html[data-theme=\"dark\"],\n", + "body[data-theme=\"dark\"],\n", "body.vscode-dark {\n", - " --xr-font-color0: rgba(255, 255, 255, 1);\n", - " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", - " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", - " --xr-border-color: #1F1F1F;\n", - " --xr-disabled-color: #515151;\n", - " --xr-background-color: #111111;\n", - " --xr-background-color-row-even: #111111;\n", - " --xr-background-color-row-odd: #313131;\n", + " --xr-font-color0: var(\n", + " --jp-content-font-color0,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 1))\n", + " );\n", + " --xr-font-color2: var(\n", + " --jp-content-font-color2,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n", + " );\n", + " --xr-font-color3: var(\n", + " --jp-content-font-color3,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n", + " );\n", + " --xr-border-color: var(\n", + " --jp-border-color2,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n", + " );\n", + " --xr-disabled-color: var(\n", + " --jp-layout-color3,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n", + " );\n", + " --xr-background-color: var(\n", + " --jp-layout-color0,\n", + " var(--pst-color-on-background, #111111)\n", + " );\n", + " --xr-background-color-row-even: var(\n", + " --jp-layout-color1,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n", + " );\n", + " --xr-background-color-row-odd: var(\n", + " --jp-layout-color2,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n", + " );\n", "}\n", "\n", ".xr-wrap {\n", @@ -280,10 +384,12 @@ ".xr-section-item input {\n", " display: inline-block;\n", " opacity: 0;\n", + " height: 0;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", + " border: 2px solid transparent !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", @@ -292,7 +398,7 @@ "}\n", "\n", ".xr-section-item input:focus + label {\n", - " border: 2px solid var(--xr-font-color0);\n", + " border: 2px solid var(--xr-font-color0) !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label:hover {\n", @@ -316,7 +422,7 @@ "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", - " content: '►';\n", + " content: \"►\";\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", @@ -327,7 +433,7 @@ "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", - " content: '▼';\n", + " content: \"▼\";\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", @@ -399,15 +505,15 @@ "}\n", "\n", ".xr-dim-list:before {\n", - " content: '(';\n", + " content: \"(\";\n", "}\n", "\n", ".xr-dim-list:after {\n", - " content: ')';\n", + " content: \")\";\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", - " content: ',';\n", + " content: \",\";\n", " padding-right: 5px;\n", "}\n", "\n", @@ -424,7 +530,9 @@ ".xr-var-item label,\n", ".xr-var-item > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-even);\n", + " border-color: var(--xr-background-color-row-odd);\n", " margin-bottom: 0;\n", + " padding-top: 2px;\n", "}\n", "\n", ".xr-var-item > .xr-var-name:hover span {\n", @@ -435,6 +543,7 @@ ".xr-var-list > li:nth-child(odd) > label,\n", ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-odd);\n", + " border-color: var(--xr-background-color-row-even);\n", "}\n", "\n", ".xr-var-name {\n", @@ -484,8 +593,15 @@ ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", - " background-color: var(--xr-background-color) !important;\n", - " padding-bottom: 5px !important;\n", + " border-top: 2px dotted var(--xr-background-color);\n", + " padding-bottom: 20px !important;\n", + " padding-top: 10px !important;\n", + "}\n", + "\n", + ".xr-var-attrs-in + label,\n", + ".xr-var-data-in + label,\n", + ".xr-index-data-in + label {\n", + " padding: 0 1px;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", @@ -498,6 +614,12 @@ " float: right;\n", "}\n", "\n", + ".xr-var-data > pre,\n", + ".xr-index-data > pre,\n", + ".xr-var-data > table > tbody > tr {\n", + " background-color: transparent !important;\n", + "}\n", + "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", @@ -557,6 +679,14 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", + "\n", + ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n", + ".xr-var-data-in:checked + label > .xr-icon-database,\n", + ".xr-index-data-in:checked + label > .xr-icon-database {\n", + " color: var(--xr-font-color0);\n", + " filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n", + " stroke-width: 0.8px;\n", + "}\n", "
    <xarray.Dataset> Size: 549MB\n",
            "Dimensions:      (time: 168, south_north: 469, west_east: 866)\n",
            "Coordinates:\n",
    @@ -571,7 +701,7 @@
            "    simulation:  WRF 4km\n",
            "    forcing:     ECMWF-ERA5\n",
            "    institute:   National Center for Atmospheric Research, Boulder\n",
    -       "    contact:     julia.kukulies@gu.se
  • simulation :
    WRF 4km
    forcing :
    ECMWF-ERA5
    institute :
    National Center for Atmospheric Research, Boulder
    contact :
    julia.kukulies@gu.se
  • " ] }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "# Load Data from downloaded file:\n", - "data_file = Path(data_out / \"Example_input_vorticity_model.nc\")\n", - "ds = xr.open_dataset(data_file)\n", - "# get variables\n", - "relative_vorticity = ds.rv500\n", - "lats = ds.latitude\n", - "lons = ds.longitude\n", - "\n", - "# check out what the data looks like\n", - "display(ds)" - ] + "execution_count": 7 }, { "cell_type": "code", - "execution_count": 8, "id": "5a0c4b94", "metadata": { "execution": { @@ -719,9 +823,12 @@ "iopub.status.busy": "2025-07-17T22:07:49.420934Z", "iopub.status.idle": "2025-07-17T22:07:49.422920Z", "shell.execute_reply": "2025-07-17T22:07:49.422718Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:07.064530Z", + "start_time": "2025-12-08T21:31:07.062368Z" } }, - "outputs": [], "source": [ "# Set up directory to save output and plots:\n", "savedir = Path(\"Save\")\n", @@ -729,7 +836,9 @@ "\n", "savedir.mkdir(parents=True, exist_ok=True)\n", "plotdir.mkdir(parents=True, exist_ok=True)" - ] + ], + "outputs": [], + "execution_count": 8 }, { "cell_type": "markdown", @@ -751,7 +860,6 @@ }, { "cell_type": "code", - "execution_count": 9, "id": "cb11d95e", "metadata": { "execution": { @@ -759,8 +867,15 @@ "iopub.status.busy": "2025-07-17T22:07:49.424123Z", "iopub.status.idle": "2025-07-17T22:07:49.425969Z", "shell.execute_reply": "2025-07-17T22:07:49.425784Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:07.072078Z", + "start_time": "2025-12-08T21:31:07.069934Z" } }, + "source": [ + "help(tobac.utils.general.spectral_filtering)" + ], "outputs": [ { "name": "stdout", @@ -768,7 +883,13 @@ "text": [ "Help on function spectral_filtering in module tobac.utils.general:\n", "\n", - "spectral_filtering(dxy, field_in, lambda_min, lambda_max, return_transfer_function=False)\n", + "spectral_filtering(\n", + " dxy,\n", + " field_in,\n", + " lambda_min,\n", + " lambda_max,\n", + " return_transfer_function=False\n", + ")\n", " This function creates and applies a 2D transfer function that\n", " can be used as a bandpass filter to remove certain wavelengths\n", " of an atmospheric input field (e.g. vorticity, IVT, etc).\n", @@ -805,13 +926,10 @@ ] } ], - "source": [ - "help(tobac.utils.general.spectral_filtering)" - ] + "execution_count": 9 }, { "cell_type": "code", - "execution_count": 10, "id": "c69b6e0d", "metadata": { "execution": { @@ -819,9 +937,12 @@ "iopub.status.busy": "2025-07-17T22:07:49.426783Z", "iopub.status.idle": "2025-07-17T22:07:53.207883Z", "shell.execute_reply": "2025-07-17T22:07:53.207082Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:10.551650Z", + "start_time": "2025-12-08T21:31:07.079582Z" } }, - "outputs": [], "source": [ "# define minimum and maximum wavelength\n", "lambda_min, lambda_max = 400e3, 1000e3\n", @@ -831,7 +952,9 @@ "transfer_function, relative_vorticity_meso = tobac.utils.general.spectral_filtering(\n", " dxy, relative_vorticity, lambda_min, lambda_max, return_transfer_function=True\n", ")" - ] + ], + "outputs": [], + "execution_count": 10 }, { "cell_type": "markdown", @@ -845,7 +968,6 @@ }, { "cell_type": "code", - "execution_count": 11, "id": "63962f3f", "metadata": { "execution": { @@ -853,30 +975,12 @@ "iopub.status.busy": "2025-07-17T22:07:53.209687Z", "iopub.status.idle": "2025-07-17T22:07:53.902369Z", "shell.execute_reply": "2025-07-17T22:07:53.902000Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "<>:39: SyntaxWarning: invalid escape sequence '\\l'\n", - "<>:39: SyntaxWarning: invalid escape sequence '\\l'\n", - "/var/folders/cw/ddjy53ds5h51szdq1630n50r0000gp/T/ipykernel_16130/395231216.py:39: SyntaxWarning: invalid escape sequence '\\l'\n", - " ax2.set_title(\"b) WRF 4 km, 400 km $<$ $\\lambda$ $<$ 1000 km\", fontsize=fs, loc=\"left\")\n" - ] }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" + "ExecuteTime": { + "end_time": "2025-12-08T21:31:11.272593Z", + "start_time": "2025-12-08T21:31:10.568583Z" } - ], + }, "source": [ "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", @@ -937,42 +1041,49 @@ "cbar.set_label(r\"relative vorticity @500hPa [10$^5$ s$^{-1}$]\", size=15)\n", "plt.rcParams.update({\"font.size\": fs})\n", "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "73482021", - "metadata": { - "execution": { - "iopub.execute_input": "2025-07-17T22:07:53.905523Z", - "iopub.status.busy": "2025-07-17T22:07:53.905414Z", - "iopub.status.idle": "2025-07-17T22:07:54.212895Z", - "shell.execute_reply": "2025-07-17T22:07:54.212641Z" - } - }, + ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "<>:10: SyntaxWarning: invalid escape sequence '\\l'\n", - "<>:10: SyntaxWarning: invalid escape sequence '\\l'\n", - "/var/folders/cw/ddjy53ds5h51szdq1630n50r0000gp/T/ipykernel_16130/687960839.py:10: SyntaxWarning: invalid escape sequence '\\l'\n", - " plt.colorbar(k, label=\"wavelength $\\lambda$ [km]\", extend=\"both\")\n" + "<>:39: SyntaxWarning: invalid escape sequence '\\l'\n", + "<>:39: SyntaxWarning: invalid escape sequence '\\l'\n", + "/var/folders/bj/m6g82c6n41g83y3_dx02y7ch0000gp/T/ipykernel_8833/2802783457.py:39: SyntaxWarning: invalid escape sequence '\\l'\n", + " ax2.set_title(\"b) WRF 4 km, 400 km $<$ $\\lambda$ $<$ 1000 km\", fontsize=fs, loc=\"left\")\n" ] }, { "data": { - "image/png": "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", "text/plain": [ - "
    " - ] + "
    " + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7kAAANHCAYAAADzP5qpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnXdYFFf7sO9twFIFFFSwF7D3jqJiwZJEjalqjA1rbLGhsUUjsZckFmxRUzSaaKxYUEGxYK9gb9hAemfLfH+MuzDsYnmT/N7yzX1dXrJnzpw5Z8qZec7TFIIgCMjIyMjIyMjIyMjIyMjI/A+g/Hd3QEZGRkZGRkZGRkZGRkbm70IWcmVkZGRkZGRkZGRkZGT+Z5CFXBkZGRkZGRkZGRkZGZn/GWQhV0ZGRkZGRkZGRkZGRuZ/BlnIlZGRkZGRkZGRkZGRkfmfQRZyZWRkZGRkZGRkZGRkZP5nkIVcGRkZGRkZGRkZGRkZmf8ZZCFXRkZGRkZGRkZGRkZG5n8GWciVkZGRkZGRkZGRkZGR+Z9BFnL/y/jiiy+YPn36G9Vt3bo1tWvXJi8vz2JbZGQkPj4++Pj4cOnSJYvtL168wMfHhz59+gDwxx9/mOsX/levXj3at2/PtGnTSEhIkLRz+vTpIvcr+C8uLu6tzsPmzZvx8fHhjz/+kJR/9913+Pj4cPr06bdq77+VJUuW0KJFC2rVqsXw4cMtxh8XF4ePjw+TJk2S7Jebm8uzZ8/+HV1+LX369MHHx+ff3Q0ZGRkZGRkZGZn/UtT/7g7IvB0TJkygS5cudOrUiaZNm76ybrNmzfjjjz+4fv06devWlWw7duwYGo0GnU5HZGQkderUkWyPjo4GoEWLFpLy9u3b0759e0lZYmIix44dY8uWLZw+fZo//vgDBwcHSZ2GDRvy4YcfFtlXNze3V46lIHfv3uXbb7994/r/qxw5coQVK1ZQo0YNRo0ahZeXF+7u7pQtW5ZKlSoVud/169cZMWIEI0aMoEePHv+HPZaRkZGRkZGRkZH555GF3P8yypQpw/vvv8/06dPZu3cvKpWqyLomIff8+fNWhdwmTZpw//59jh07xhdffCHZfvbsWcBSyPXx8eG9996zOFb//v0JDg7mjz/+YNu2bfTt29ei39b2e1t0Oh3jxo3DYDD85bb+27lx4wYAw4YNo127duZyX1/fV+4XGxvL48eP/9G+ycjIyMjIyMjIyPy7kM2V/wvp0aMH9+/fZ//+/a+s17x5cwDOnz8vKX/8+DH37t2jSZMmtGjRgitXrpCSkiKpc+bMGYoVK0aNGjXeuF8mTa1JQP4nWLp0Kffv32fQoEH/2DH+W9DpdAA4OTn9m3siIyMjIyMjIyMj85+DLOT+h3D69GmGDh1K8+bNqVGjBo0aNaJv376cOHHCom6tWrUoU6YMa9eufWWbxYsXp0qVKhZCbmRkJAAtW7bEz88Po9FIVFSUeXtKSgq3bt2iefPmKJVvfovY29u/cd1/hejoaNauXcuUKVPw9vZ+4/3OnDlDvXr1aNeundn3t0+fPnTt2pWrV6/Sr18/6tWrR+PGjZk4cSJpaWnExsbSv39/6tWrh5+fH9OmTSMjI+Nf6vekSZOs+h1b85c19Ss2NpZBgwbRoEED6tWrR//+/bl8+bK5no+PD99//z0An332mbn91/kkT5o0ieDgYACCg4Mlvq9Go5FNmzbx3nvvUbt2bRo2bMjAgQM5d+6cpA3TMSIiIujUqRM1a9akd+/e5u2XL19myJAhNG7cmFq1atG1a1fWrVtnoX03GAyEhobSsWNHc73du3e/zamVkZGRkZGRkZGRsUA2V/4P4ODBg4wcORJfX18GDRqEo6MjN2/eZNu2bQwaNIgDBw7g5eUl2addu3asX7+e58+f4+npWWTbzZo1Y+PGjdy/f5/y5csDcPz4cYoXL46vry/e3t6o1WqOHTtGly5dAFETKwiChanym4wDoGbNmhbb8vLySEpKsrpfsWLFXitMp6WlMWHCBAICAnj//fctAk4VxZkzZwgKCsLT05MNGzZIzlVCQgJ9+/alS5cuBAYGcvToUXbs2MGTJ0+4ceMGgYGB5vItW7agUCiYOXPmGx33r5CQkEDv3r3x9/dn/PjxxMXF8eOPP9KvXz+OHj2Kk5MT8+bN4+DBgxw8eJAhQ4ZQsWLFN/Jr/uijj7CxsWHLli189NFHNGjQwLxt3Lhx7Nmzh44dO/Lhhx+SmprKH3/8QZ8+fVi0aBGBgYGStkaPHk3Pnj0pX748NjY2AISHhzNq1Ci8vb0ZOHAg9vb2REVFMXfuXM6fP893332HQqEAYPz48ezZswd/f38+++wz7t27x6RJk9BoNH/j2ZSRkZGRkZGRkfn/DVnI/Q9g+fLluLu78/PPP0u0oeXLl+frr7/mwIED9OvXT7JP9erVATh16tQrfV2bN2/Oxo0bOX/+POXLl0en03Hq1CkCAgJQKBQ4OTlRq1Ytjh8/jiAIKBQKs7mxn5+fRXvZ2dkSYVUQBJKTkwkPD2flypWULFmSXr16Wey3Z88e9uzZY7WP4eHhr9XMTp8+HZ1Ox9dff/3KegU5e/YsQUFBeHt78+OPP+Lu7i7ZnpKSwrhx48ymzz169KBVq1ZER0czadIk8zl///33ad26NUePHn3jY/8VCvcLRC350qVL2bdvHx9++CHvvfceDx8+5ODBgzRv3pwmTZq8Udv16tXj3r17bNmyhbp165rvnX379rFnzx7Gjx/PwIEDzfX79u1Lz549mTFjBv7+/mi1WvO2Vq1aMWXKFPPv7OxspkyZQtWqVdm8ebNZ8O3duzdLlixhxYoV7Nu3j86dOxMdHc2ePXvo2rUrCxcuNLfRsmVLgoKC/rUTJyMjIyMjIyMjI4Ms5P5HsHXrVtLS0iQCbl5enlnjlZmZabFPuXLlAHj48OEr227UqBFqtZrz58/To0cPLly4QEZGhkRL6+fnx3fffcetW7eoWrUqZ86coVKlSpQsWdKivbVr11o1k9ZoNLRr144JEybg6Ohosd3Pz48BAwZY7WOJEiVeOYYdO3awd+9eQkND3zgK87lz51i9ejWurq5s2rSJYsWKWa3XtWtXyRjKlStHUlISnTt3NperVCq8vb25cOHCGx377+Ddd9+V/K5VqxaARYqmvwvTAkTHjh0tNO4dOnRg5cqVnDlzhlatWpnL27ZtK6l34sQJkpOT6devn4Vpd+fOnVmxYgUHDx6kc+fOHDhwABADlhXE398fHx8fc1AtGRkZGRkZGRkZmbdFFnL/A1Cr1cTFxbF8+XLu3btHXFwccXFxZh9GQRAs9jEFGyrKBNiEo6MjtWrVMvvlHjt2DIVCYVXIPX36NF5eXsTExFjVxgK89957dOvWDRBNiLdu3UpUVBSfffYZY8eORa22fkuVKFHCHAjrbYiLi2PWrFl07dqVWrVqmceblZVl/j8pKQknJyeJmevSpUtRKpU8e/aMhw8fFinkFi9eXPLb1IaHh4ekXK1WW70O/xSFBX+TVtRoNP4jx7t37x6AJEpzYQpHZC7cR1MbixYtYtGiRa9s49GjR0D+Yk1BqlSpIgu5MjIyMjIyMjIy/zKykPsfwKpVq1i0aBFeXl40bNiQJk2a4OPjg16vZ9iwYVb3MQnAr0ohZKJ58+YsX76c1NRUoqKiqFatmkS4q1WrFi4uLkRHR1O+fHkMBoNVU2UQUwEVFFYDAwMJDg5m7dq1PHnyhMWLF5s10H8H0dHRZGRksHv3bqtBiWbNmsWsWbPYuHGjxGS3YcOGjB8/nj59+jBp0iR27NhhFhQLUpT/5985hqJ4VRqktwn49XdgMBhwcHAwB7OyRoUKFSS/C997JgF85MiR1KtXz2obhfMnWxPa/ylBXkZGRkZGRkZG5v8PZCH338zTp09ZvHgxjRo1Yt26dRJBbOfOnUXul5ycDLze1BdEIfeHH37g1KlTxMTESHwuQRRWmjZtytWrVzl//jwajYZGjRq98RhmzpxJbGws+/bto3r16n+rT6Wfnx/r16+3KD9+/Dhr165lwIAB+Pn5WeSGHTlyJHXr1mXo0KEsXbqUJUuWMGHChL+tX2+DSRjMzc2VlP9Tpsf/Ct7e3ty7dw9fX18Lk/CYmBji4+Ml/rhFtQFgZ2dnobXPyMjg+PHj5vvVpMG9c+eOhUD84MGDvzQWGRkZGRkZGRmZ/7+RUwj9m0lJSUEQBCpWrCgRcLOzs9m0aRMAer3eYr8nT54AvFEqnTp16mBvb8+mTZswGo1WtbQtW7bk8ePHHD9+nPr1679VOiAbGxsWLFiAra0ty5YtIyYm5o33fR0eHh40b97c4l/lypUBqFy5Ms2bN8fFxcXq/kFBQfj6+rJ+/XqLVEr/V5hMn69cuSIp37Fjx7+hN/la4oIa044dOwKwZMkSSd2MjAxGjx7N8OHDLYT0wvj5+eHg4MCPP/5oXoQxsXLlSkaNGkVERAQAnTp1MpcX7MfJkye5du3avzYwGRkZGRkZGRkZGWRN7r+dypUrU65cOX7//XdsbW2pWrUq8fHxbN++3azpS09Pt9jv3LlzqFSqN/Jz1Wg0NGzYkMjISOzt7a2akpoE38uXL/Pll1++9TgqVarE2LFjCQkJYcKECfz+++9WzYP/r1Gr1cyZM4cPP/yQ4OBgduzY8VqN5Jvy559/ArwyujVA9+7dWbVqFbNnzyYuLo4SJUpw5MgRbt68ia2t7d/Sl7fBZKq+c+dOBEGgW7du9OjRg7CwMLZs2cLDhw9p27Yter2erVu3cv/+fcaPH//KVFUAzs7OTJs2jeDgYN555x0++ugjPDw8OHXqFHv37qV27dp8+umngBjluVevXvz888/07duXjh078vTpU37++Wfc3Nxe62suIyMjIyMjIyMjUxSyJvffjEajYc2aNQQEBLBnzx5mz57Njh07aNiwIbt378bT05Pjx49b7BcdHU2DBg1wdXV9o+OYhOEmTZpYFT5LlSpFxYoVAd46P66Jvn370qRJE27evMnixYv/pTb+CWrUqEH//v25f/++JF3NX2XChAlvZAJdtmxZVq9eTZUqVQgNDWXRokU4Ojry66+//lsWApo2bco777zD5cuXmTNnDnFxcahUKlauXMn48eNJTExkwYIFrFq1CldXV7777jsLE/ei6NatGz/++CPVqlVj48aNfPPNN8TExDB06FDWrVsnsRCYNm0a06dPJzk5mblz53LgwAGCg4P/5ftPRkZGRkZGRkZGBkAh/F+GjJX5Wzh79iy9evViyZIlZrNPmf97UlNT8fPzszBDlpGRkZGRkZGRkZH59yFrcv8L+e2336hUqZLZj1Lm/x6j0cjq1avfKkCXjIyMjIyMjIyMjMw/j+yT+1/GnTt32LNnDytWrPg/TzMjk49CocDZ2ZkFCxb8u7siIyMjIyMjIyMjI1MA2Vz5v4yhQ4dSvHhxZs2a9e/uioyMjIyMjIyMjIyMzH8cspArIyMjIyMjIyMjIyMj8z+DbO8qIyMjIyMjIyMjIyMj8z+DLOTKyMjIyMjIyMjIyMjI/M8gC7kyMjIyMjIyMjIyMjIy/zPIQu6/GUNa8r+7CzIyMjIyMjIyMjIyMv8zyIGn/gPo/vlJMrMMADTqUJ/Pj/fi7s4HLGy3DIAdXSM4Nvp3ACp0LcsPddcRc+q6ef8OHzWjajkF3887YS6rUKcKjRp78tvq4+ayLw+NlBy3ccQyPpplWf5P0TjYn+iQCEmZUqukzoB6XPj+nEX9s9+fovPPXYg/mfjKdiue3Ylnaiw2j2/z1f1PuBx5RTKmymd3cLthN4v9qp7dxprDJRnX5DzR/pbnQKHRUPrjLkxICECvFx+TOq1rU7q0Iz2P9sG9QQ2Ojdr2JkM3X0sTO0YncKzrLIvtO0bFc+yd2QDU7F+Tfg+DAChZ0ZteoT3wObuVoElPadKxAR2bCxS3SaXUnsV8cPxdAH6ZacfRtAY4dWoAgE3kSWIe2lCpdwOrfSp87Qv3syCmuqXOHGBccCxuXp702/CReXvJMwd51qi9xX6NI5YxblsFPvzuHYttNaN/4mrj3hb9sdY3axS+Rl8eGolD1HEWf3ePoM19JGP68tBIFrZbhkqjwaDTSdpvNrsjJ7/aD8DSLivR5+aZ93GsYk/GrSwAnE8cY/q0C3x5aCSLA3/AqDfw5/uneO/3ppJzVPi4b0pR+5jOR+HzYu16meoVpGH7egy/MRSthyuKTh+gTXjAs207ub33HoY0/Rv3rzANv2zG2YUni9xuuj5PNu9B0On+5eO8CUqtkpJNimNjb8v9vY/+0eMYs41/uZ2C18jaPdJyaU8U5asQ+V6IpLzqh5Uo1bEVEQPWm8v81/Yj68Ytzsw7Lql387c7Vo/ZY0AL/lgbBYBaraBdKw8ORcYz9sQY8/1Q1L31JhyafZT+HbMomXWb0b+W4entR3wzuxZJTdtI6pVu7cGX6q/Mv2v51aTDjLZW26zQtSyqGUtQKARKXz/AtaVbeHE2RVLn+rqzDHX8iYgPl1D9s2o8G7YcrzWjuH3wJo3nDeZPh89YuySKivWqsjAgmuOB0yyOU6VnRdxrVODUzHBJedxv5/EoZsCmgzQ3equVvbi6cjdJF1PNZd4BpYgZt5vQheI57vhxM2oOfLuc6i32z6bHfGe+PDTylc9Rwev0R/uDRE3cJdlW8JqZ5iwTXx4aaTFvm9rbXP83yf1UEKVWSc0+tcl6kYpTaTdsXF0w5uahz8rGkGdAn5OLykaDnasjqFSk3n2Ck1dx7MuXQenqBtnZGHOyUTo4knbxCld/vowuWTqucoFeXBqxk/eSVhHxWehrz1ejCX68uP6Qe7sf5p/D+e+icnTkxckLXN8YY3W/sh1Ko7JR8zj6GY6lteRl6qgzoA1KRwdy4p5iW9wdlasreU+foHFzJft+nPm82HjYkBefV+T1KdWqBNpi9tzd+cDiuBpXDfalbMnL1KNPM6DQKNA4qnAp64R75ZLYFXdB0Ol5dvE+6U/TSb2e8dpzUJgUwUCoMZ7zQiY/qiphp1BY1HH2dcDO1Q4AlUaJjb0NCqUSo96AQqnAxtEWrZsz9qWLo1CrUCgUCAYD+vRMMp4mYtQbcfUpiyErG1QqNM5OKG1sUDrYo9A6gFIB2dkIBh2GzCyMubkIegN5SSkIRvG7SjBCTko6sb/cBEDt7EjA/ci3Hq+MTGHkPLn/AWwakULgTHsAIv48w7PGofRI9yMrW3wZddjqx/Zj7RB++gFbNxeGRH1EiRplCWu/hpXzIrl4/jkjFFtpP8yD9gtLA3DtVCzXTsVKjqNPz5T8vmtbnazsK5Lykn7FyUnJIeXq202o7vVd0K8/QrVtYzg1K1+Qda3jTPmWlXF9711S9+yRHKt8Zy8cFq7kkbE4+pBmkvZanlqGvmktnrzimFErLxO54xS7025zrPFwAKZHlaHTfkc8Gzrw+Eg8ALE+loIXQJ9Rj4BHRPwJwQX6FRIovlCnRo2h5tJp6D88br4WJ/ddYNXiqlz+4Cxw9k1PD6O2DzC3C9AhxA1aLM6v8LL9I62DzUUXl55mVZ8UXMZMwCZqFeotIzEe2cCo7VtgO7jERDJpYTqDVv9JVmAXALpNyGTSTAP+Kz+l3aZGEHwKsD6+4O0DMIk3O2aeIObkVcg2EBwWZNH/kMBQZrVYzLcPx1A6+xbfzq7G0xrNKSgenbnvTtPovTyo5g9AwNbhhH/wAyfqDyBrzEHztQ8JDDUfw+XARnP5qAL9yco2WNyvBfcD8GzuRuKVXMk10qdnklq7Hv1B0tZG9/nEpGcyJrgJ30wTF4NM7bec24ljo/4wt9ukYz0ObjnB/snJHN2eScr5/H6MH3/WvG+o83w+fTyK9j81IjhMvL71jodypk4v83ELHkcZfRX/yyEcGfhzkWMqvA+Aw4WLZAVHo0/PlJwjgNVzStBrzDPJeTLVazSuCT2uDgAgcudZWoSdBqDKhRuU/fwDMh8noHU1ULZzBS6vvsq/wqkZh165Xe3kQM2l03i8aYfF9fy7sXe3w7m4HVmJmVaPZeOmQaFRkPs8743aa/19T46OsFzEajmtCxfXHCH9RtZr26g/sgF3D9+wmE9DAkMh28DaJRW57dsOa8sMR/pvsNqmRwMf8spWpVZfH+z7DmbFzZb8eukFP3SIoknHbgQfqs+77Ry43rim1WMClHQzmu81e62KsUOqUGPyR+SmZ+J+JZpx4y+a6wIolEom7R1otZ8AdYbU4dLKS4D4YX/9/EMSW1fgamZz7lw5xuej/Ymv4WOx38Nd98gKzD/O6YOXaFvEfXLr1xj4tSMA6QGePDvy3KJOxIHbXPPqzJJ9rlwdOYt7HzhTImgy6YvfIbzzHAKCI1mjGcbVEzF8+rAKrdad4/2at7hWLX8BLv7SQ+xd7CT3UP2RDXAonUlqnfqSc1ChqzfXfthG/IkkST8Mc9Zz8Pfk/HNsr3rr+3+3rhNZ2ZHo0zOLfI6K1XQ0H2PIhFZEtB1g3pYbFUPWrGPMarHYPMd8sfXz/Pk/LAg9sDPahdFhs4hsMRYQ5+EGVzZzstZ+iz6ptEoajBQX9HJT0lGhR4kRY2Y6uvQscpLTycvMQ22rRumkRZ8Bgt6AR72qKOxsUdrZgtEAGHkRdZakuwnm93RhSo4fw+xtT3Gct1hSXqGrN/d2x0nKavT1RaUSxHukALmPn5CbnM6T03eLPP+eNb04OfMoNm4aijf3IPlBEkJuDoJCQGHQoRD06B7e5+qmSGydbHh2/IV5X1ObRV0fW9sSqJWW7zJxX1DZaAFQKAWUCgWGTMh8rEOtMGDISAcg/mIcWfdzrPbdRLpg4JqQTRx5xAl5xKMjQzDykDxUQAeFCwplJnorQq4xW0F2Xg76HD1qOzV2Lrb5/Xe0QWGnQKUyolIrAQEEAQx6DJmZGLOy0DjYYczKRMjNQ+2gRakQUAh6hJwsMIgCv5CTA4KAwmhEpVIiKEGJEYMuD6PeiCFPR8ajhH/8HSHz/x+yJvc/gP1u9d/44Xa6eJ478Q50OfAZZxacxr2+CwdHn2C8xy+EB34DQMBPA2j3UxMAipUsQcqzBEkbddvUpdPExubfvwVH4FRMy4Kaf6C/e5OUq7fJTcvCaBAsNAGFaTyxOU41fBEMBvZUmcTFGD1x95NxKqalS2s78vQqOrxYT/g78837tF3fl5jGg0nLs8fm81YkX0p75THszl/iyDklkxXfoktIRNmqA3n2rjg8uAx6PeE9v6Pt+r4c9J2I/9GxHA8Os2ij4djGOJQtRcToP81lBV/2JvyXdmdDhW/5dXkE9loVB37ze+X1qTusLhkjF3D4Vhl+/iHCYnvBtjMjY3BoVQ0ArzYejLCdba5jrS8FaXZuDQrByOyohpzely9cm+pXjD1MZv+ePC/0sVV4rF9FDMGQbZQIVwWFb1NfBn7pT4n24kdpekQs34eIq6rLsqbwNDL/fmq74XMO9/3R/LtM+1I8OvhUcuwaMbskH5EmfhwRxuffBxISGMrWqqtIGrqQ+9Vam/s07+k4873h0cSV+NOiaX/cnhsci3jC5xs6Mq/5Cg785sfoxcmcPXzZ6vlLOHiDNQsjJNvahM9iZuw7BCeP59aus+a2AXbPOc2VyEvsCLHhdL3PLc7h9Ojh5CWJL+/WESEc9Q8mJDCUsCmpRLQcb1Ff6+zIuhlaLlfvLjnvFbp6E6SfJumXMvoqxsY1LYTf5jPacmLGYYu2rWHar9WJxXT62sFcvn2ulug6onbb/7seADw+cp6HRx+bx/N3o3ZyoGPS+bea494WJx97vBt64dG4Jmm3HnDh+/NW69UeVBM7N2cyniRyfdONV7YZsO0LEIyEf/CDpLztgWkc7vD1a/vU5ugcjrSeLClrEb2CyzZNSK9b31zmHeCJd3NfbN2LEXf0Ind2iBqfgN0TGHA0kAdXb+Ncwo3hm3oC0OTCj3QLzqPDxy04sDnK6rF/XVSCy9W7S8p8b+yj7yipdnuFMIOH+5+Yr1HO9u9ot642UPQ8VJDC84aJarF7ifHtDIgLmff3Pn7jdgB8m9ag+4wWrz1+UQinr/HtdPHc/FxqMe79+3PXvSkVwuYTOXYnAFV6VkA3az3zNiq4c+EG9QLqMb/sesI/Wv4vHxcgYM8kjnl+SmycDdeuplDFpxhDPP/kaKuJb9xGownNcGrXXnKfFfUcFfXeqBh7mEGjb1tsazG7PVFfHZTULTjXtDk6h24rK/Lb2GSiGg+lVKsSlFy+nGcKL8ro7+D4/BbC3RvkvUhCMIrWDILBgDFPT95LIVefq8fWyQ6lWoXK1oZidXx5ejiae4cf0uLbT9AnJvL4+BXzvQ7S+T1g9wQ6rqqG4aVG9FX3okKjoMEXjXBp0ZTw96WWBxXfLYtHnQpc/TWajNvZFvval7ej/uDW2JYtQ3iv1ai0SmzcNGQ/zqXusLo8OfcAla0ar4YVeHTqdpHvVvjX5jm1sxrHsnbYOGhQqBSobdU4lXRGn6sn7XEqKbcyXjsvvxB0bDcmEyakkouAPUq80FBSocEJFV4KGwIUzjgqVFb3ty9vhz7NgFEvoNIq0TiJ9Yx6AUdPLS5liuFStgT2pT1QuThjzMnBmJUtanIzszHk5qFxFLW1Kq0dShsbEIwIegMoRW9IhVKByqUYCnsHsH0pQKelknb5GjnJGeSkZpH2JFVyfk3nU0bmryL75P6XUffgVBKTjWi7i2aiiedTqf9ZDbOAC5AcfZFDg6/TtmczinkUQ6XRSNpo3thZ8vvDEH9mpIzlyS+/E3/qCpdWXSb219u4VSlNqwVd8WrjQc1+1WizphfNzq0hYMsw877Rc08Q/tk6DvfbQIPid7kafZ/l5VcSOL4RrRN+waVPA4mAC3C43wae1mhOZr26rxVwW0SvQKM08JXDd6Rfv8Xx4DAiW4zlVL1+hHdbTHjP78Qxn7tCrl6BUmPdOOHsomirAi7A0o8355fbzaT8uz4EhwUVaZpX7+pWQgJDiVp5mZgBG/F6cZGy71hqKQri2dyN8IgUyrQvBcDjI/Ec6H6Y5l0aS+odWGBdO3yywUBONAyidGl7fJvW4NDg65KX/13ftiiUShpPbG51/9bvNyM4LAiDFTNLUzu/VV6J48ULAKxZGEFIYCgBvwRx9pL4gdDx0xa4eLlI9i0o4IYEhvJkzgHJ72q9quCcHc/TsBsWH7Offx8oHsvuG84vO2cWcE0UvDcSzqcQEhhKSGAom76L4JN5bSQauesnrwHgcfW0xfhMwnpBjgRMxb+hGlWbTpRtUUWyretkcYGoW7B1jV9eks7clz6bRaEg7Ks0iYBbkOy0DPbcrW5R/qWLVEMREhjKN9NOULajaI0RNv+MeVtBAfd1lI85CsCzJd9LyldcyBeu7u48ibJ6PZy93f+SgGvjpnl9pX+YrIc5qO1sAIoUcAGK+ZTHqXFD3KpXQO38aiOmuJpduLvhT0lZs+mtUSS/sKjr5GNvUVZYwAWYcbwxZRZ+Iikr41eNU7MiiBj9J3d2PMA7wJOQwFDafV+ZB1dFISUtIf/j74GND/7dmzJBs4Ru/VpaHOOPuQ4WAm6b1Z9aCLgAD/eLdjLOvuJCSEa1ZvxWeeVrBdyEg/nPclinfZL6bQ/OIOgrUVhxreNM4p3Xx5ywddBKfseeukbA7/+6C42iSQ1+WlyKkhXL4Nm+JREtx/O0aRuenrhirnNr2z0Su3VmRC87ipcpxY1zd7hT+8PX3hev49ayjZR0SOH69VTatXZh8LPJbyXgAtiVcHvlQopKK362tTk8u8g61gRcAKMVl4Gt8/Pn9COtJzNq88dENR5Kq0XvUm3KYDT6bHxeROB47gAJW34n68FjVPZaNM6OqGxtMObpMRoMKNUqbJzs0bo6oFAqMeTpUSgVYDAQ++tttCVs0Ccmkn7/CY8in5jHUq1XFRw9ncx9mJ/U1yzgvg6PRq44Vi4HOsu5+u7Oh2Q+eSERcBWafE2mWyUXbKtWxZguvmcM2UayH+cCoFSrSLycilsFd5yqViAnJfeN+vO26HMMKFQKNFoNCqUCpVqFYBTITsl97bx8xpjBUMMDwoU0eihcWa+qwBZVJRaryzFRVZphKk/eU7q+UsBV2SrJS9Ih6Iwo1QoM2UZy4nUo1QpsHG2wc7HHxtkRlaMDKBRgFDDq9OjSszDo9ChffluqbG3Eby/BiCE7F2NeHsbcPDAaQaVC4egIDo5gJ86VxtwcMp+nkP40haS7Sa9cQJCR+SvImtz/AP4JLYfTxfM0jg0lIfw4xapVJPvJc84ssBQAAvZM4l6lDpTIfoh9chxPSjek5MFQ4sLPSVZaq/fx4VH0I6smei2iVzD6zxp88E0rq31RO6upH7mOr3ZVITM9hzV1fiG81+pX9r/gCnVhrZYJt8tnmDj5MhN3D7CoU3iFu+3BGbRfWFpSp/X3PRHqNqX3Bh9ePHoqqQ+gstfSYOt3nPvgC9Hf5DWYjjl8UiucW/uay4LG+ePeThS0nHzsmVxhieRYZTuWZqhihqStgtrdnxaX4lq1dwgJDGXvzDyONRlBk2A/tjZfK9EeF+z7uR+vWdX0mOqondXMap6vtTBp/K1pgQJ2TyDhz71kJ2dya9s9mgT7MSR1Cj/6hBIxarvF+A9MiOdIW9HPrlxMBHlGDU9rNJfUWecYwq1t9yzO35+NfubUrAir13NEcCuc/H3NZWpnNYJeg+uRw0yZc42cXCO9hvtbLDjUHlSTTx6NxLW0B0PWdSMkMJR1jiE4zJyPc8pDs5me/5L3ULu5MyNjFMd3nqZVt6a0GFJb0u+C2u/vFtXgi7HXCA4LombMTux0Gbw/IcNCQ154HIXv5aK06gA/Ly7J1WrvUhQhgaF0/LQF+3+RXutDn51lRspw/BqozVotgIMfHuNw/03m3wqNAkH3z70C3vYZehu82njw/FwS+jQ93gGeJMammD9S/wqVYsMpf26zxRzl2dzN4mOszepPOTLoF6vttFn9KdkPH0vcN6BoDajqzBVmTz2J1tmRX6YYcDgTRkKLj3B/caPIBZTXUfh+CvsqjQi/cZKyoq6R4eR15s2U+mTWC6hH4Hipb2nBOQ3gUL+LXKvZh2c1pC4oRXF46XnOHb6Mk3sxkp/km65O+bo5xkIm10Xhv7Q7d3efsrAiWd73d0qW86R9QHFSMxScPPGc79wXmDW6Led2Yp7bPG5cesw73SrQXbuH+18vMC8AFKbFmVXoNFoSZ0yVvB9NNAn242iX1Tx9oWCg/S88XLmR23/cf6MxgHU/aoVGQZu1A7Dp2JubyeC+Lpgel/tJ6gSHBXFk2QVqV7cnKwd++j7CXF54Hko4eIMPbkxB6eBA+y1SjfmI4Fa0CxvI5Y1nyH6ci3t9Fyq09sHeuyQqey26pGRU9lqUWi0IAoaMTLKexIvaOlsblBoNeWkZCEYBGxcH1I7iAoohOweFUsmzszd5cuYZ2Y9zqd7HB8/Pe3N/8Sqz+XHLuZ1Y4D6Pw9vy/fyLWnQp1aoEFRZ9g0IQMO7+lZMzjxZ5Xj2auFLlnYZkxMVzaeUl7MvbUb1HbdRaW27svoRSpSA7KddsFmzS5NYc8i4Kz9KcD/6hyAV5lVYJClsabP2OW9Mmknzu1TFETKid1ai0SgzZRvRvERfBIAjsEJL50fiCxgoHxipL4lCEIFvUcbWlbBAMAtmPc60ufJfv7IVL2eJoSxRD42iP0tYGfUaWWXtr8uu2L1UCldYWFEoEnQ59Vjb6zGwUSiVqBy2aYi6oirmAm4eo2U1PQffgAam3HnJ53ZUi3z2yJlfm70LW5P6P0ih+By9qtUdla8PdPadR9BnBvrnRBPz5Jd4BnuZ67b6ryKDRt+m7xIksV2+8z24lrv1wyg3rS50hdajSswIA1zfdoPHUTyhxJdpiBfmZc1Vun4slJDCU8p29aDm/C9Vi92I4eZ3Ta65Q6tQR7FMfs9hjKZ/Ma/NaAfeHPqIfXGHhIGDbFwBU6laOgD+/ZOLky+wfafmhYaLg/ofbz6BczcqSj76jI7YR4TfOqoALYMjKJrrLQKsf54aT14s0Gf3hW2nAhNAF+R+5BRcJFvcUfTOtfVAdXJQfiKv3mKfc3RHLlK+bc6zJCACSbj2mmJPAphIL2Vzue0nffxwRVqQpo4mCAu7MOU3MJu2fjJWatocEhiIkPOfy6qtmofR0yHEGfF4GGkg/kBp1bMCsOY3pMM8DgOi1VylmfGEWcE1Mm93M3Fbzl0Fmmk4RtVL9n35Jy7mdJPVLtSoBIBFwTWMwZGXz5fQr5OSKL+paE+tTmMurr7J2SUWGrOvG+Y2ixterdQN+ulyDJXc6mutFjP6Tdr80ZZpmLi6e7mYB18S+6eJ9sDdEXCz6YqzYVuvve3K12rucrf0pa5ZUsjj+mxASGIrH1dMW9+CrBFwThQVcgHYbG3J852mJgAtwvsFoye9/UsCFVz9Df5US1UrjVEHUDMSFP/97BNxu5biX5smdn/dKyr0DPHEqKbWAaTm3E7c2S4MTmQgIm0LyhetvLODumn2K2VNPYl/MmdG/fUp0nT4cGfgzV6u9a1XAbXLhx9eOpeCxZs1pTHBYkIWA+3DXDZpGLLG4RsUbFrMQcAELARewWPhst74uxZUJFvWsUX9kA7q2VDJifBPGjywr2bZkyTVafy+aaQfsGEPryLk0HNvYWjOoS5fm2pQjFuWeZTy4EX2d70MiOXzgAdkZOej8858pwWCgUjkbbO1tqV4yGf3B3UUKuAD3HGry1KYCnvUrW92uev8z7j8GJwcFCl0ezy5b+g0XRf2RDYiLtjTtrnlpO48b90R3Zi/ljq/mzDxpoLevr4jvxVN7z/DTmgv0ujme4LAgs4C73nmu5F5bszACY4OW4F1B0s7kmc1x8vfldMhxXCo44VhZi4u3Cw5lS6Hx9ASVChRK8X9ErbAhJzc/kJVSieKlibKtmzMaF2cUCgWGTFHwSX/wlPiYBPNzWurddiiTnnFvdxxOPva4VHcgN/BTiYDboJ3lfA7gWFlLxYWzSXb0Rh21l1NzxOdMpVVSZ3Bti/rFyrlh26QF2hLF8GrjgVslF5JuP+PqlrMkX0rDxdsFz5rFzfX12bk4lXJGoVFjfPyAlOvpVvvhXt+F0n6e5nlOpTBYrWcNlVZJ7vO8NxZwcwQju4zJBBnus974gp4KN6YoS7+VgKvSKrHz0GDIFTW21gRcAK2rPWo7G4x5OnRpGeQmppCXkoYuMxujPl9rr9SoEYwCxrw8sxCsz84VNfsaNUp7LdiKQa3IzcGYlEjWk3iS77/4x989MjIgB576r8QvJNCq32lBDnf4Gq82HjiVdCYu/DlxdfpwMTCUdkd8QDMLAqX1U58n0mu+C+snB/I8xw19mQBSjy+SBEwJ770WWEvhT4nyN/YyO6QPVWxuE5OzjzWROnrpdXhP9EcVmYAY3un1KDQK7m6LYdvT6RwZssVcvtF9Pp8ljqfdmlocCJ/FkYCp3NmxkInA4d2iD9PcXg1InXmVOdPFoELWVn8/XZAftbOwRs1afaWNhkoTB3Nn7iqMeVLToXkzj9OwQwMocBne6duSXRuOWR1bweNZO9aBnhF02OZv/t1+bAPak/+h+l7VWK5U74ZrHWfqhwxnUVIf9n4biXOYpW+hyQy48PEL/g+g0doxbvtn5ISBKdzVb8ER5jGZ6rbf0oKJpyagbFrDvG/Lk1N5firf/A+g3ZgGZAFzL50jJQzCt55gcBNXSZ3gsCB0Bds/Bfsj2qPMyaSvnz8blkbQOa676Pf6cp+nkQkQKGplhm1439zWodEPOHJYQ/9PyrFp60N0egG333eTWk0awRVg3zVvqpAvEA6NG0FIm2usOulD24MzONx+hrnukUG/MIx87dz5jdfglygim40CoHNwE6r8Hsu21eJiRmTjGYC4MOO2ZjKv8mIvSosbEhjKmHGX4BW+tv8qddvU5eKRiwBsOwxfTWnJqW+s36d/N696hv4KtQbUwMbJvsiPz9dRrKYjjp4OxIVLhZAyY4fhbnOe6EJ+pGXmz+H5jJmSsmMT9xXZvv7GdS4uv2j+bU3bGR5W4Hk8fhmAUZs/fm3f2+7/ijhtaUmZjZtGYt5YPXYPjBbHEBwWRFah18XtP2LZGhoJP0Twm1pJnw37zc9QQVq/34yuTbOpnXiI9J07OPvq144Zz2sHeZNQZq5N6lN6djfqN6yKbfnyjJw8hmVzxHszMymVx+0G03xGEuTmIihVOAcG0szJ3kJrl3b6LO16R8OlTbyYOoW7O8UIu3N73mOOewNuXXpIucoe1K1ph/ZFpFkrb1u+PLYaAYNOj0IhoLR59SdRuewYtFePc3ia5eJG8xltCc9pSUqanhHCD4R/vPKNzhWIpt26zByrAYZuZFWknvoCmRl2nJv0h2TbsqwpPH2cS8DuCSTbt6JmyRcsODmHxuzE1lM04S+oGTbdb5HNRuEXEgiIvvnBYUEIL69tjb6+ePo3Qp+SitrdDYW9A0J6GroXL60YjAKG9AzyUtPJS814GYnXSO6zRPQ5OtyqlUNlL5qg69KyyE1JJ/N5MllJWShV+ebCBs+yPFwg+rw3HN+d7AdxvDdRuhjWYVxDye8afX3JSsyg/NghPHKqhNf+HyRuSK3XB5F77z5wGe8AT/PzrdFqyChREadqT3CNi+fR6Yek3Yo3C1olapQlLz0LiDO7i9g62WHMyCDuUHSRAlnFtr7cO3rDPM8927bRar3C2Lhp3li4TRb07DamsEdIIQsjLRVOBCtLUVlh90b7F0TrJfrEvkp7bOspRlfWZ+eizxHfwgql4uX/StT2tmgc7UUtvdGIPiMTQ3Yuhtw8DHl6BKMRm5cCrsJOCxobMOghPYW8hEQynyeT/sx6YFOT+4vxnw3EL/P/EbK58n8AJnPlZufX8u5kcSXwnb4tqflJNUICQ3HxdGe58iuWN/yVqF3Rr/WZCtg+mvDuS/6WvrWc24mZdt9Igh1Z422DhVSIOULQmFuSsqadG/F17X1gMKAwGtBfOc+dXaesRl80vaz/bLDptR/s1kxNN5VYSJ+EL811TNvqXtvGR1+KL3NT4KkOBaIrby7/A5dWXjJrlU0+waZ2fy61mKvrLVMVFDa/LnhMa3XfJPALiMGLvq35E86u9pJgYgWPCfDdoho8qW55fQoGjvL9pDJ9kydY9M3Uzv7gRI76i+JwmfalODvuKOsWR5jPSUGubY5h54/HijTVLXgOfv4ynF4LAyzKC/M07AalAqWmyCazpoLXqKjo0Avm16Xkgs/o/XyspJ7JZAxEE1jT/VZncG2yEtMtzKoLn5dXHfNV23+dcIRP5rWRCLog+ijmZko/9l51rwAc6H6Y8DpTmTsjX3Nr66BlQ4kF2Lo4kNFvCmsiyhCx/RTu3iUJWiPVENcZUoekO/EW5p5/lX8i8FSVnhXwrF+FW7vPvtaXq+K7Zc0CT2Fq9PUl5WGSZH5pHTlX4kPp+0llVrf8nSlZU4gctxuAgL3BhHcOsWivKPxCAukS0aPIe+RVz3q9EfW58P15c+Cog2Mecrij1JKm8H1WI2YXvcc8pVHHBrQbk586rO26PuyqPBkvlyxS6uSXm67RH9FGzl3Vcf/WC8mC4OuwZtEycnJLmpS4ReLgAZJAdQVpc2gmR9pNN/8u27E0Fd9pzuCHw6le25OPG95HbczjTk55bj/X8iLJgFsxFe0r3aH0+R3kPXqEQqNBU6YMCTXacSbZl/bsQx++h9ykNDKfJ6NQKnCaMI3fHjRGrYI6ZVOpmRqJMSqcnIQknDp24oR7d5xtcqiedBRFzAWODN5stb8gmno23zePg3SigdstiaVFwN5gMOgtYlC8jmI1HV+ZzaDtgWnELviRensOst+tPg5lYKrPCsZt/8xqfWvXo3ztKnwyT7r413BsY84uipaUNRjdCKeq5TFkZmHjKVp86VNT0Kemo1AqMOoNpD94RtLdBHJSc3Eu7USphlVROWjJehzPo5O38W5SEY2DlrSHz3l29bnZzLf2oJrmKO5twmfx4pfNXFl7DScfeyq39+XD20MkfSn4XJTtWBqPGt641K1JSr0OFLsRJXn3gnVT75bzu3Bz+0m0xbRU6O6P0qscyWEHeHD8Nonn81M+Ve/jg3vtytiULw86HWdn/0zq9UwcK2utBq0CcWGiaufaXPn1LHmJqr99nnsm6PjNmMhhIR0NYoTk95SueCheHQehKBcUtbMajZMKo1546YdrWcexshaNgwaVRilGWna2RWNvg9pWjYOnKzbOjqgd7VE5OaLQaEi/fpPM5ykY9QbUdhqUahX2Hq5oy5RGWdwD7LSi9j89Bf2zp6TdfsTTiw8lEapNuFR3wNnLmfSn6WQ8EGRzZZm/Bdlc+T+IBPty5r93bThGwC/iJD9uVCWuro+h1fC6BIcF0WpBV0ICQ7E5e9lqO/eqvWvxomsVteiVx/Y7/QMLum+k5fwukvJjE/fh5WUZWKUge2fmvZWA2ypqkUTAPTQkhuCwINqMrEd2+H4SN2/hcPsZRI7dWWR6gYFfilpPk4Cr0CjYMukoR5ZdkNQreB5CAkP5ZZwYwGdzYL4v6a7m+VrjizVE87iiAk+ZhLnwnt9JXrJJ4TfYUW+jWcAt39nL6sdGwE/5KR5CAkO5sS3Wog6IQSFeRYWu3ni18WBzt33cvXjTQsA1jcH0z5qAC7BYNcEcRMmagPt8f76mONexhPnvRwefsm6xaCL28f3hkjZDAkMpW8oyVUFNP9GMrNXJpQD8WkaMhvnwmvTDpI5/Hepd3Wqxf0EBt1XUIknfTGi01s9bcFgQibUaM8M7/5pEfHcRQGKyNcJ2NnlRYg7qS6su0z8jmMLYnrtsNjU3UdjEGsDdu6T578L3QsC2L7h/+ZbF9l/LLGPs732sjuFVHBm8mVJjW0rGP2R0Qy6tvET03BO4/DqfGlVFzU5WmuUH9aWVl9Bo//1BpN6ErMRMEq/de62AW76zF+6+XubfjpW11B/ZwBy459qGWKmA+31PlDnSD9SoAXv4tHWaWcAF0Du5vVV/4y/cYucc0aRw6xSpK4M1zf6NbbFU6laORuOacD8olJJ+xc2BoxTP801pXS6dl9xXh/qIgcp6jxEXKgoKuOU7e7FMO5n7TyDiiha/09Ko0QAOgQ1pPri2VQE3YOtwi7KimDa7GcvmHKPXmGeMtP+GZufXWq1XUMAF0W3j6IhtLPnkAWNdN3I/oDtXqnejxi+DsbOB7GwD8Yl6zsZXIK5+D1JvPyIr7hnk5eGS9ggPx2yWP+yErV8bEmIek/4sjVIdWpBoW5qMTCNJKQaydTakFSuHTVUf7Mt5gVFPOfun1Hh+AC6fIeNO0e4vAPWCGnDN2Y+WDmckAq59eTuSww68tYALvDZdn6BUSXLFp17PLFLALUjBe+v+5VuEBIbyQ59ttJzbiZanllkIuI3GNcGx50cY0jNIu/0IbO0QDAZx0fmlJi/t3hOeXnrMs1MvyHgsCn9Z8UlkPHiKLjMbW2c78tKzSLj2kLuHHpgFXMfKWjIT8q0urnp05PlV8V5Ov5GFU6++Rfa9Rl9fvFtUIyc5HdyKY1CqubkqP7VXha7e1BtR32omCE3dRlRoU4OsxCyeHo4mM0o0wXcu7SRx24rZfJOchCQwGDBmZpB6XZwHihJwAXJT87i9/8pr0/v8K2QLRqYY4jgrZNJb6c56VUUGqTxeK+BC0S4o+jQ9unRDkQKujZsY5Tk3NY+0u5lkJ2Wjz9UjGAWUapVofmyjRqFWYczLw5CegS4r15xPV2WjQWVrg427K8pirqB1ALVGNG83GDDm5pGbmklmgmVcF/vydjiVckShVGDQ/fUc5DIyJmRN7n8ABVf//E7/QJfp4kT2Ou3QwY+iONzPei5FU70eA1vh0zM/CFJwWBD+S95DWbM+uSciGZI4kTbty3Hs6GNzNM+C9PnCH+8ur44c/CqaTW/NXv+VhIU9pXyV4nRvLr7Q565KY9pQO0punGIOcvEmmMZ1qN9Fwj9azu9fHePm2RirgXt8GlfnRrQosLwqgJVpP48KXgxY0cXcRkFN7qjtonA6t+ta1i4ow03fDoAotMbXf4cr1bsBYoqGJ+9PNgvxqxZXxYF0eo95SsW6Vbl78eYbn7uxU1uyaJYoxE+e2RyhyeuDsBQV2MjE/Hn1GD9BXAgoeM52zYYTDQuk2Dk8mwvunUip08CqdtXt8hlzOyb+qL3eHBCl7yjR9LhwGpx3Tn1s0VZBjiy7QJuR9YocR6nKZc3m2AE/DSBi6GbzCvqsl3mH3yawk7X6hTVMhbGWcqkgpgBX1upKjrPyIzrsCHhl3wCzRu51FgCm9kyM/qolXdM2mrWOfnM6sN9vKZdv6PnKNdRCEwJQuUf5IgPlBGzsz7PwE1zbYH1hxhp/pya36oeVcPPxRqFUkJOY9spIyq/SwBTF/Z03KP9u/lzX9uAM8s6c4Pjk/IjheVHXsWlhGSn7TWg0oRmP+i6yGpBp+4woYk9ds7i2dYbU4eP7wy2CroHl/VKjRS0+fceOKZPOWKT0Wbrbg486gJtNKoPHPzRHr3Uu4caoHX3N1+jYolMc/V3q82niUO/TL11W8gnYMox26+uaf380pBUVu/lK+layYhm6dq+IIECTZQEWOU4L03SqP/ePXJNoe1yqO+D78w88s6tA5bv7uBayhoRzSZIFqoCfB9FuUyPaf9Schv3EuVKlVdLi0AKOazogCODtlExSrhM1uYhq1yZSbsXhXrsyCr8OGJVqNBciJa4yhakzuDbF3wkkvmJzPK6HE97zOxwrayldv/Rr0+39K6QeiaVKiVSSmrV97XNU0q84Ko2yyIVhgNCBO9nSbi+G0hXoOCffleTQ0Bug1yFkpGFISRV9KRUKDCmp6LPEQEKAJN1a8YbF8KxREoVSQXZyltlX8+nF5xLBr9WCrqTeesilVeKi/KHF5ziz/5zkHhVOX6Phr59zbkl+RHkTlWMP4X14FQqNBqVXOXTXr0gWnZwunic1x1biTtP0wnoe2VahauR33N8dRdLdZLPgWmtADbNW+sWtBJ4df0GZ9qVIeZhK+o0sC9N/axSu83dbrKwwPOeQkMZ3qnKUsbcr0nf2n8S9vgtuFd1wLOmKxkFcPFU7aFFqNKI/dnYugtGIQqlEaaNGZWuDyl6LulwFjE6uCDZ2CAolSoMOxb0bZMTeIv7KA55feiH53nOsrMWptCN2zra8uJVE+o0sOfCUzN/Gf40mV6fTsXDhQmrVqoWdnR3u7u506tSJ/fstE5YDPH/+nBEjRlC5cmW0Wi0VK1Zk4sSJZGRYrpoKgsD8+fMpV64cxYsXZ+DAgaSlSSPpff755ygUCmrUqEFubtEC2f3791EoFHh7e7/V+LzaiMF6jjcZTnBYELtnWV97KPhiKBwZUXXmSuHqNKsq9VkLCQwlMKwLPTfU4J0TH/Fet7KU6erDpwvaSjR/pn9FCbgt53ai+dlQzm+8RkhgKLWu77Ba7+TMo7i29eWTeW1oNqgWz2o0w3XOZ6z3XcODav6cDjluVcAtnELCpG00Ycpn+P7slha+tabfcbcfc+D9oyxOzjc/9Lp+3NxeQQ4NuET8vcfm8l3Nt2DvWoyH67YyZl9+yiSj3mAWcAGS6gbiskPsS5WeFZhfYiFl9i0292HwmJtmzUpBAbfXcH/GTrVMAVKQRbOOmcdTlIAbEhhK4qF8jea02c0ICQwlPSLW4pztmg0V1g2zaCM4LEgi4AKcHxEiMWkszI5jGvZNyyQ4LIi9M0W/nYIRPzcsjWDcND/JPpkfDDcfryhO7bX8yCnI09v5pqfhvdcyt81S8q6cxKjTs7fNdrx8yr9y/1cdu83ROQCcdOtmkYqoKAH0xxH5TorVmonXqGCEWEn7Kz+S/D4yZMtr/cIBXF3tzMf/QTe1yP5nNcnXJnf4uAXli6Wid3Y3lx2ffIAW7tco7qYhoXpbqvexfLafnH9mte2Gl39he9kJ5lQ9b4pRp+fhuq0YdW8ePdQaNm4aXMp7oFSpMOSIGoGiUGgUGAv4lrrXdymybkEGZC81/91gdCM2C59IBNz6V7bwIk1l9tl7G5pOacnFD0OtCrjeAZ583fOJ1cUZk5XEO2yXbCtoxRP2VRrBYUG8O7UZUyZZPj9OuYmcO3SeCRPO89WyPAw6HQfePwrA5uFPzNdobpulRQq4AO1+akJIYCgtoleYy8I/Wk5wWJDZamH3b5fIjJS6a9g52vHwsZ61iyKoMGqgZf987Gl5+nuyj8dwcdN1sj8eiVdDaVAko0HgmV0FfjpSjJU5n+O5apXFh3+kj/jOOLjlBAG7xGBdhmwjsWNn0UR9Gg+HDOKzXUjP1SAoVegysrh3+D4PDl1Aoc/D9tldrm+U5pAtzKVVlwnvOo9Px8bTbk0tGoxuhFsl139EwAXI1Smonnj4lc9RwJ9fUik2HFXoDjZ/cJCmF9abt1WLzQ+g5nn1FIlxz2j3Y32JgBscFkT4ewvJu30LY3oGhsxMBJ0OISeXvNR0dGkZ6DOz0aVnotSocK3jTJn2pShdzxuHkm4Y9UaUaiV2Llrs3R0lAq5CoyCu61jcm9ShQldvQgJDObM/P6giiJGM217+xqqAa1/ejjIRa0g4fQVBp4OkeJ6eumbe3iTYj8mTzpKSme9LrdAoSLcrTtnsWFCr0ecazAIuiP6l7g1rUqJJbdwricGm0h6nmQOovUlKtcJ1/q55DuC+kMteIZXPlMUprbB5IwH3VancFBqF2XrlTVFo8lMI2bo4oHbQYtTpxfRAuXkYdaLvrVprh00xJ2zcXNF4lEBdwgPBwRmjrT1GtQ2CSo1RpcGQkU5uSga5GXlWxyMYBXTZOqvZO2Rk/gr/FUKuIAh89NFHjBs3jri4ONq1a0e9evUIDw8nMDCQb775RlL/6dOnNG3alB9++AGtVkuXLl0wGAzMmzePFi1akJ4uFfyWL1/OmjVr2LNnD9evX+fFixcMHGj5Mga4fv06M2bM+NvHWHj1NarRYPPfJmGlRsyuIvdvcuFHZk89aaHtKahtMwlMs+Y0ZsuwxwSHBeHSxhevNh6kHY2l8aVNVtuu1kuaR7RGX19udJnBiYZB1P+sBsFhQWZN5psQ8/Mtjg6zNEctSLvVosAQsGs87lei2dNqG8FhQRY5fwvTcGxjs8CdmZRKh99bE386Ge8AT4LDgkjNczCfoyYXfqTRhGa0PLWM8A9E873JM5uLQt+0cHr1q86n2z0w5uQL4YU/RLO/CTZ/CK9ts52I7afodEA0J1eqVSiUSsZN86PnoFbUaFGL0V+Jgu3e7TE0dL3BJ8Pyg00tX1TNfI0CPmjOoc/zVzIvbhI10oUFV5BGb9Y1rEVwWBCNVnY1l/20WMzNu/ZOS74qtsRcHjb/DP5LpemCTNG0fX6VBk0paAZboas3rYbXJbL5GACONRlBcFgQhz6T+m0v+FoandUx68UrhUzTuFwuieMuLJwEhwVx6Iu7kvp5eUbe/74Yxpxcjk3cx2dLO/A6TOe4Yt2qknJTbtNmZ0LwXNwfELWfpn5tmXRUsn9wWBABgRXMixUeJR1fedyCWlZr4wY49MVdtlRcLtleMFJ2XPhzWsxub/U+0ORlMm12M/ZNy2Sc9zYq5l1DdUu68KVYMYfGVTI4m+yD+4gvcK0jjRhszfSuwehGrLtSl2aet8zamDfFmJPLlcFfSZ6hfwVvv1JgNJL59AUp956T9iTFaj1bTxsEnSAZR50vur22fcXpq+aFM4D1jTZQrVS+z16z6a35/kQ1unpftIi+a4oMXhQBu8YT0TkUZRfLRaOa/aoxXDOLs+n5Wqg2a3pZXFuTLzyIQnH1dfnmqoUjJhc0kwdQGvM/vJ/dfSSmmxn0C8FhQRxrOtJ8jfLy3kxbZPfIMuZA0Jp3CQ4LYuQvH/Fu2nqz5g9g3mcv6H2wGwArUi0Da9ltO0rn6TYsmX2MfT8fZ8h8JRubbqTNoZlU/bASame1aNI6bwhT6h2lcZUMHujLS9poEuzH11/lC+hznuefn/jTyWSFLsNJnUFCug2lndKwzUlF6+GOW1UXclKyUT+5R1rUibfO19kzdtArozH/VT5W/MpR/+BXPkfXF27EYeEoym2bzgf+WeTYOOH7iRj9Oca3MwHbvsD3xj7KGqSCeMMODczzsd+cDtjUqovCzlZMEWRnB0oFGI0Y9Ub02bnkpmZi72ZPqdqlKN2wEi5Vy2Hj4igKO7Zq1HY26LKk/Ws4qjFr9hfjRdMeDDbOsDpGbYliVtNwBewNpunqSRwZvJlrG2KJP3mZjGs3iDuZf75H5onB4N7nN3NZ+Y5eFH8RS9bq71CWLoujh3ReLtGtK7dbDkeoXh9Dnvhs5CTqKN6wmNX+VelZgTqDa1OtVxWzMqIwr5vnBEHglDGDaYY4vtQ/ZIz+ASP1Dxirf8hSwzN2GZO5JmRz2ZjFYsMzPNHQWWG9P9ZQaZVFCrIq7ZtHXzZh46ZBbatGqRHNkwF0WbnkpmaQl5aBMU8nanBtbVDaa1G7uqJ0dQfX4hjsnRHUNqIvrkKJwqgnNz6RtMdJpD5Mt1wg0Avoc/RkJ//9Zt8yMv8V5sorV65k6NCh1K1bl0OHDuHuLmonLl++TMuWLUlPT+fatWtUq1YNgJ49e/L7778zadIkQkJEU728vDz69OnDb7/9xtixY1m4cKG5/aZNmzJq1Cg++eQTQBSSvb29SU9Px95e9Ef9/PPP2bBBNA1WqVScOnWKhg2lkf9A1ORWqFABLy8v4uJebZZlwmTiknokFpc2vhbbS/oVZ5TjHPPvoswbC5YXNqMsKFz4H1+A3taJUX/48mGIP6+j7rC65kihUSsvE7njlEWdas1qMqvHQ87Ven100DfFmsmqKThX4bEW3m9x8kTiTyfT9MJ6zhkaojcozJGXTYz+qiVav2pWjx06cCdDfvqAGkun8vmekuTlGSXHqTO49ht/8HtdP05JQxxJak/c9M9JCh5n1WTPHESoZwRHBv5ssb1w3VcJjBW6enN90kGWzBbNnTct8cJx/Tck9fuazSdL8uJFNhfCpQsghQnYMYYjpQfQXIjA9s4l0i9dxdG3CkmN3+FijZ5U/bAS/dImmvcv074Uw1TSCLSvC5gUHBZEncG1+fjBCPNvGzcNDmW0XPv2DJWH1inS5ykkMBQbGyXTJzcgq3VT8wfG6TVXaDKw1mvPlfuVaOre+ZV2K8V74MD7R7m8Yg8ev/xKjG9nq/sW1ZZpPB8NacWWlZFWA3e97pxYa+91TI8eblXz0Gb1pyhLlwWFwmqQJP/jCzii7sTFmxBYPwOvlUOLNP/1vHoKn9QT5nzCb4PSzpYaS6dybdSsvyToVny3LE6liqFxsCM3NZM74Xes3hcl/YqbzVx9YsP4fPRDyfl2reMsyXcZf+AGTvZG8zwQsHU48zKHUauKgkozAnh08CmVYsNZvNWekM7XiOk72qoPZUGfalNwHRD9HPPSsy3miqqxB+g3+j5g3bzeVG7NRD0kMJTVNrMZlPeV1f1N1OxXzRwj4FXm20o7W/S/72fxqtt8uTN/cbege0FBCh9Pd+I6Jy/k0Wp4XYu6bdb0Qqm1J7zXakpciWbyzFvkZGQydmpLbFtUk9znKxf7UH7/IgLD8uNCuJb2oGyVUtSsWYwqpXOpqr3LC8GD84/czT76fnM68EXaZAtXkI1LvM3Pcc1+1fAMbCMGwlGpQJeHkJaCITmZ7KdiYCyljcYi5VNhWi1615xj9/+Sgs9RuXYlCNJPA8DO0YEGbWrwLC5V8i5PPhzLynn5/t+vmnNaL/8AIS8PXUo6dmW9ULgVF3PgPn2MPiWVvNQMMp8lkfIwidINKuBUwxeFVos+IZ6MO49EwSdTjKxbOHdwwfu3SuxB+o++Z3Y1soaTjz01ejYoMpikRxNXagzsxM/e09mwVLxWKxb78rBaK3Mdl+oOZs1ttV5VyIjPkATUq3V9Bx7nd1ma3v8SRPTMn8zaxDaHZzPnznucOxpLv8E16azcg1KfR8beXSTGPib+eoL5mSpqnhMEgbNCJj8bE7lNLtXR4qXQoEKBCshB4L6QywNyMS1FlceG4SpPqim0Vs+BIAgoFJYxL/5OnHzscfF2wqmkMxp7WwSjgD4nD4POiEarwd7TFW3JEmiKFwd7B7B3xGhjB0oVRo0tSl0uCl0OiqwMDE8fc3H5PqvzpkkwN+oFiZ+wbK4s83fxX6HJ3bRJ1DAuWrTILOAC1K5dm169eiEIAvv2iekc7ty5w/bt2ylTpgxff/21ua6NjQ2hoaE4OTmxatUqsrPzX/iFJwzTJGJtIvH29sZgMPD555+Tl5dnsf2vUFjANb0gnh3P14DN+bYhlbqV42mh1DHrllSwuq81Amc7E9VoMB+G+JtXfF9FwVQYLYbUNgd9MrFrNnSf3aJIAbdV1CKz5qlwv+qPbECz82spcSWakMBQ4g9YBhMC8P9OTHVwsv4Aq9sBc4CT4LAgxrjOJSQwlPeCdbSI/hqhSU38uzeleZf8AE0FBdzCfQta8y5KjZqy/T9g0dwa5vN/7sdrtDq51KqA22bVxxbtxG6NxWFGX87V+ph71dqI/7/CJy04LEgi4JqCZRVst/D/hbn6awxB+mksmX2MBfPFYGXXfbvgUKUCrrnPObjlBBfCL0g0koUDXfl+Upk43440tL2A6tQhbtfrheLjIPCuYA7OVaarv8Q8/NHBp28kwAVsH23+2/PqKdIei9qTfdMyUTurqRr1O9XXzMfLTRTeTNrGsh1L03hifs7d4LAg1CoF/g3EfH0mDm87+UYmpYm1GvNiX34qkA6/tybxfCpbL0ifpcYXpWkhXvVstf+xI1O+bm5O1WDq56v2N2kHQgJDJfmR34SWq6yfb2NmJkYHZ+LLN7G6PcJvHC1Vx1EpFYSddyR+2DKr9RQaBR7KZySvsx486HWYnqGC1+dtUTurSX6QAoDGyR5dVm6RCx8F/Thv+AZanPuCAq7f6R9YuyiChqtFawbHylqe1QykV7OHdEpYzaODT/Fs7sbOi6WZ3DOB5zO/Jje5aFPG/V0PSATcths+x7l+HXMaDnP5/q8sBNyQwFCJu8nSjMmS+6RJsGj63/bgDACzgGuiQtd895hS105Q+noULpXyy17ln6zUqHmnQynmf1tLEkCtsIDrUcFL8ttk5XDtDkxXWY82nfvkGedrDabVicUcuepEXk4OxcuUwuebdhZ1k3KdeCfifUlZ8pN4LkVc4ucfIpgx5RR9p6QxadZD9mzPD9pmW72G1VgHtzPKmP/WOGgxpqeSGnGMnIsXEFKSUag1qIsXR+tdkpykNNRaWwurpcKk3nx1YKp/ioLPkUnABcjJyCRqVzR3LkjfmwUF3Llz8y0ICs891fv4oKxSg8eRl1BpbUUB10Z8Fxgys8h5kULGk0RSHiaRlZSDfZnSKNyKI+TmkH7rAYk3nyAYBVLjknlyJt/VodGEZrQ5JF3wvOXbni0L3cCmaJeHSn9sxPhhEI6V8wW8usPq4vtJZWzcNHg1qsCpGb+bBVyAKte2moWlUq1KmAVcz+ZupD9LI/1pOhW6elOpWzlqD6pJ8chfLQTcOoNroytfjXqDxKBrLtUdyClWisDGOoKG1aC9/TF0h/byYNFKzsw7yd2dDyXPlLV57q6QyyDDfWYan6BBwUcKN0oo1JwVMmmjdGaoypMxqpIsVZfjD0cflqnKEaLyZpmqnETATRMMrDbE86H+Nu/qb9LdcIuJ+kfsMCajE4q2vnhbE2UQ53tbTxvUdmL+25zUbDKep5HxXLRq0Wg1aBzssC3mhLqYCzi7iHlwjQaU2Rkos9JQZ6agzExFkfwCfdxDUq/feaWAa8g2SgVcZzVudd/MxURG5nX8Vwi54eHhXLx4kVatWllsM/nYqtXi5LJv3z6MRiNdunRBU8i01cXFhbZt25KZmcnRo0fN5X369OHrr7/m2rVrJCQk8MUXX/DBBx+g1VqupE2YMIHKlStz7do1Zs6cabH9X8F/yyir5euWVGDf3PwIiMFhQaTXrc+dHQ/o7inVSt7ybW+x/6Ev7rJverZVwaN15FwAYn+9jeK0NKNhy7mdzGar1njv5DDa9mzG8kXV2FFvIycaBr0ysXdki7Hsamo9LcMHNwcz+rdKJNQShc/SPfPN9kyajLrXtrGhnPgRVb6zl1U/xpDAUN6dbCAkMNRsgmsSwEym0e0bGzmxRxpR0sSXU/2slgOU3Zr/UXFgcxQ59vnRVRte/sUsgHbYbhmV1PcD3yL9tX4LjpBEW+013J9Glyw1uJ8uaMvMOU3M4zSxubxoYm3raUPA7gnm8ra1xA/5j4e2ou5t0Qzs0k/XOVRjCprt1oWVrPs5HFhwlkbjmlClZwXUdhrs9ek4Pr9Fryv9mLNGz0VjfZ5t/BUQfQLDP1snacMkKAeHBRV53wG0W5UfuOd5zabmj7ZwOjKr+XJ6jXlG16kKGmzpT3EfN6ps+B7/Y/N5uP8JTn5vFsW74ntivVLXTry64suFrIL3UZe6+a4DwWFBRNfNN30Mm5JqrmeifMxRAGbNaUxOajbfTDtBzArpIkjBxYDC+5tcFYLDggipJbokLM0QTae79PHj4NiiF0USq1vmBAZ4cOAsypxMDEoNjcZZF3QfTJpGn/o3aFMnFxuFjoDto6nZT2rZULt/LVx2LOfKWtEPzqW6A+U7e1GqVQm82nhQ9cNKVP2wUpH9+6uUaiVG9FZplGgc7NBnZvP00t+T5qjLdA3z59UzB9JquG4GWl06JZ9f5vmfoq91sXW/ULOCAY/oP9C62lOiprvVtoLDgjg6Ij/iq09sGAOvfMZSxRhihm8zL7o0nepP+8VlAVC+NAMM2DMJAPcR4vut/xh/ieUOwOkQ0fQ/prRojt9zkFh33/RsQgJDCdJPM89DI7+8yhdjr5Edb930NmDbF7hdtvR/fNGkLTalSlldjDw04BIDVnSR3MNXu4SwanFV3v+9k9VgTf5L3mN11e85etmeg0IgR3dfpX7buiwzTuL+yzzE02c3peegVmxc4s32IwK67FebLOqyc8hKSSPhQb7JqsHVuglpXU3+M3jh+/Mknr7Eo1O3ObPoKElnLiHk5oBTMdTuxVGoxGvhXqNCkWargEWqtP8r6p0U5+2F7awvRn2fm7/oUfXDShwcG8fKxaKmO6VOAwI29re4pld/jaFPwpdEufWgWHkPbEqVQnBwQVBrwGgkLymVtLhEMuLF9EFuFVxRV6qCYO+ELj6Bpxcf8uJmEunP0kiOTTfH1ngadoNfm64nqpjUFQbA/V40V6p8UuQ4XZLuYXdwCw4eWmw9bSjesBj6L74mbeoGmu6ai2uj2pIYHvu7HuDSt5swZBtpEuxHpcB65m3l/atT6d3mpFzN4N7uONKfpuHesCZnFoiaeI8mrqLPb/tS3B/2I3FuddD4Vqdyj/IolAqE33+k4dUVdLz6NffGTuHEjMNFpiMrzA0hm5GGBzxDXBR7jI4tQhJ3hBxcUTPH8IR4QYfaWY17fRfcfZyoqLCllsIe5ct3Up5g5A9jEoMM9zggpNFFUYwhSg8+V5bASaFkvTGB4YYHXDZa+rEqNAoUmrf3w9V62WJTTI1SpUCfqyc7JYfMF6KmXmWjxtbFAW2JYmIKIduXC+N5uZCRBqlJkJYi/p2Wgj4hnqwHj4m/Zv39ZeOmsWpK7VTBHkcPh7fqu4xMUfxXmCsXxZ9//snHH3+MUqnkxo0beHt7M2TIEFatWsX333/P8OGWaQ8mT55MSEgIc+fOZcIEUTAQBIEFCxbw3XffkZmZSY8ePVi0aBFOTk7m/UzmyqtXr8bHxwd/f3+z2XKDBvkrpX/FXNn0Evp8tD+lAn3MuRF/XFKW+LziJNfON4821d07I4djTUdKykLVX7/SHPZNtG3WqDOkDrYuDjw4FvvGvksVunoTpJ+Wr+3bfYNG37awyJOWF3WdhbOOm+vZnrtMboPaUqGu3Pdms9aiKDy2Sz9dZ+9Pxy0EjHVLKpCQ62YRXKng8UzRlftPfcTNi3fpO8qf0p18JPVav9+MZoPyTWMjf7hI1K5oq30pmL/YVG/31waiGg+1MDEvMoLuml502OZfpMC0bGFNntZobm1XM6Y8eqWvR/HF2GuSba8yxS283b2+iyTX4KvqFtyu0mgw6HTm7YeXnqftqPqSekeWXeCjn9uaI3kCfN9rK+mJyawQZpj94JZ2X8uB3/zY71afljsmcWvO91ScNcnsL1zwfF79NQYPdyUeHcRrqDh9VRLQ63XnXnXmCoZG4rUOm3+G1MRMPvq2NQA/jTlI78XtX9nOq8yWizKDbh0Rwsa0HgRWuU2f0Y+t9staeyBqiH37dcVQ3keS+7UoSl+P4mJccT5J/4Hw98WPad9PKhP7a37UdYVGQbWPq6KxtzWnj8hNzynSOuGfyJP7d6A6c4XWCb+YTbkbTWhGVr/JuCfdIqrdOAzZRip09ebSuEM097xJ8SObXhtHoCAFr7Xfu01oOawOpVqVsMgZa+15KXyfHOh+2Jy7NfVILMvnRkrqA1TqVo6tPfay/xfRf/vPEA2n6vXDGqaI9ACtujVleMwgvBZsNF+jwhHr34YmwX44VK1Eev0O9JgoXu9iJUtQsrwHsaeusX5JeUngvjarPia68SROx9pyIvwWiXHPGDDWn+7FDjNoYwVJoLmCDBjrb36O642oL8mxWrFuVWZ+nsl1X2k6vOZfB6C215oj87rWcabmpy2w8fbmxTFxzrZzdSL5ztN/LJDUm2LraUPuc9ECICQw1GrOdhdPd4ZtyNd8B+yegM61JI/nL+XOjgfmOSXrWAz2La275YD4XnfuNwh1dhrKrHTIyoCcLLJ9m3Dbrg73k52xVQuUcUmmXHYM9jEnebIvkoQb4r384myKua3Cc1/heU3trEafZhmcyTvAEzsXrUVk97YbPqf9r1LrHWvtghht36ShdfKxp8aHjVDbazkenB8c0JRLt3VECBNPBdChlSMBeX+iys6A7Eyw1WK4f/utnnWwnOduCzksMjyji7IYCiBB0NNQ6UB17EjDwBjDQxxRMU9VBjuFkloDauBUxpMTMw5jFASOCelsML4gUWkgUHDmE6U71fxLkZOaa7ZGeSDkstwQzw2yCVaWpoky3/e4YO73N0XrZYuNixqjQUClUaJQKVGqFOICo70G1/LuaN2d0Tg6oNLaiv64Wi0IgjnKMmo1Ql4e+pRUMuLiSbz1nKenE8zXXKVVovWyxdZZ1Obrc/RkP8uTuNx4tfGgWOXSlF9edJRzGZk35b9Ck1uQ5ORk3n//fapVq0a3bt0oUaIEu3btMkczfvpUXOUvVaqU1f1N5c+e5ZvWKBQKxo8fz8OHD0lMTGT16tUSAbcwLVu2ZMSIEej1evr16/e3my3/uCSCkMBQ3H4Vc+4dvFVBIuBCfm7XzjPszCvvE2e0IDgsSPLB2erEYjaMlEagNmlpC35MhQSGkhRu3VTYhCnnpknALZhnrtn01lb3MfVl4ygxOFOZrj5WE4Gb0nK0OTwbgO0HRA2FnWP+it79YT+yb3rRZnffzm1I23V9JAG66vSWpvtwunie/e8exPvoGiZOFE1Dq8fuoeXcToQEhrJCmGGuq9MZWffLfT5YJJrwtalwT9LWRvf5EgE3JDC0SAEXMAu4v044Yq7X7RutpH5hjR+IwmTJa2JQlSMDf5Zsb7uuj/mcFCtZ4rUCLuTn0bud6CYx316yoLb5b4cLF1E755teuXuXlAR9AiwE3AXdpWa9RWFKXwLiOTMJuMs+3WK+l2dX/JX408k0/zo/WNMvY5LZstDNLOCWaV8Knc6IPvY0xtw8bs35nrjw5yS45UcN9nu3CTvqbaR6Hx92bThGfGL+i/9NUjIVxBTYLSQwlP5d8iQmko9i7lnULyysDJtoaYliolMvP5pc+NGi/Kh/MPfuZ79WwAVRAC3I4yPx3Po57I0EXIBqF37knRInwcGJmjE72THzBM5lpVoyQSdw/9gDUh8lkpWYQerjVDITihZejbl53Pz6O4y5f+8c+VexVRnMAm6D0Y1I6BdCyTvHiGwx1vxxeGxoOGVdM/F8cJo+Vz4nJDCUvSGnX9UsYHndWw6rA0C1qW+ea7YgJguRlnM7sXxupORDv1xMBEs/3szAnCns/yWKweP92RFiU6SAC9C4qYc5InOLIbW5vOK85Bq9P1sMpFXQ5L4gfqd/oNb1HbRZ00tSXmdIHWxLuPFwVwTOVw4z45umrFpcld+abWGRdjZ/zHXgSdf3LMb2VXA0uzYcIzHuGUHjROE1qvFQlgzNN3HsPcKfVYurmqOndyydr6V16ygN6Hb34k08H+f78zX/OgDdiescDfiO7PafUNJPjKibfi+LZ2diSb98jfQnySTdiSfjyQuMekOR5+7/isJ+9qZ3ke5lDtHgsCCJgAuQVqYOmheP8axbifpX8gUEawJuy7mdaLv/K1rO74J7k7oo87JFATclEbIyyatch3e+gjHjLrH0m2MsnHOae8lu2N8Xgz8ZdEZcvF1wKhBsz2TRUfD9tP1bqRuMSdgpbP0RF/7cauqyw31/tHp+TJHsTeRFXefct+KYizcsRoMvOuNQo5pEwAXwCmhEqwVdue8hRjn3dk4h51AYD9f8QlrUSXTXr5D14PVzbWEKz3OVFXYsV5eni7IYnZXF6KsqTg2FFoVCgYtCzVSVF0/I4xvjEzY5JzPuQQrtd15lsP4eHxpuM9/4jIoKW85uXMxQlSfFFGoSLiZL3C3KKWz5RuVNY4UjIcYnRBvF58XW0wZbT0uT8BeCjmWGZyw1PGO54Tk/G17wTMifl3Pi88h+lkf20zwxN65KfJ8YDQIGnRF9jo7c1ExyklLJTUrFkJUt5lGG/EBzej36FHF7bmomumwdSrXYjo2bBscKWuzd7VDb5WtwC0bCB9HCRan+rxNNZP5D+dcdpf5N3L17lz/++MP8W6FQcO3aNdq2FT8ETObLpoBRhTGZIFtLJfQ2fPvtt+zZs4crV64wa9YsZs2a9ZfaA8zBkgDsz1/kHdFikZ9/iIDAUA6OecjhjrNZ8fl2AhqfhRNi4Ikx215+bIRZthnZfAy6weLKdXBYELlRMfSfBQS+1BCE5X+UuQXkCwemsv3BiZLIno0vbUK5bQ19H41mzZe5xL30wz0586jFsV0unccoAJPOosvLf2lvHHWAxYZJXPj+vGTlt3ztKnSYB8FA5+AmdC7UXmoYdAoMtVjNDQkMZXL4YCZNXEVw2CZgk+RDc968+jDvLN9vSGUImFdpgxGFKkY/JjhsH79d7Y/b5a7wUlbT6QXW/fqA4DxR63ijUEyw7OR8M6EqsQdh9D3zWIqi1YKuMM66iSlAmevH0CqzuenbgVYLuhI5bje+q+bRc/pdcqz4gv5wxI3h/XtiukJFaVJN5R8EtUJvgO1rI+Gb/By8be99T06WgedAzJYYetrd5p6buOq+8MUEXoSlEL5GbGvHzBN0m54vTO+cdRK/5m7o5r86aEtBCgr1Jkb+kp9ipx2hBAMnpoUTEhjKGrtvONEwiIqxh811Kk0djW6OwP5aojnxcM0sCIRg3/w7p+WwOpzVKnm2M4Zff3ufy58UfW22f2vHRX1d8go8RwkHb7BmoXRcwWFBPAkDXgq8poUJ1Zkr3H9uw8+VbnC12rtmgdg0Rpc2vlBEICF+Pk7dsCAe7b7BHz9dICtF/Jg5NPwWvFMXf6Dl6e/pPN2GL6f60Sl1E+2WSV0KXM9Fk1S7kaTs4f4n+MSGMSg4HsFoZN974Rzubz2Keniv1cBqmk71Z9zuljy9fZWExd8Q0Hg79zf9aQ4qk3U/h/v33+xD0Jin49as79+orgmTpcGb4tXG45W5QQsT8PtIjrUTz1PAxv4YS5dDt2gE4S/9aSv3KM+Tr3bQO/0PjtYJ5k5nLwbsfRnB38oca2L1oF28ePSUb75tREbdfLNJsw/9QgguUF9z9grBDWtJ2nC9fBYmSAOumO6VEckTCQ5rLSl7EAZZBZ75D9JWEB6wxKJvDcc25v3rA8VI69V8KHhHG/N0lHJ9yK0Cc/QKYQYPC5iFOly4yFfBL109pgPEA/5MOj2Zb6eL2uOa3rUZ3imPkm3v025SDnCKg5+c4PDgzbjXd8Hh3WDqb5xD7q7fcahSgb4Xe0MBH9evIoZgCMtfhFpxwgcQF/d++j6CXZ7uOBZzYv68elyomX+fHy/dBxCDIW5c4k1srS4cCcu/f05MCyew/AKeN+pGkqIkFZZ+S9XcdDSPb5N5+SpPom8ViJD895jCF0XZjqUp7lOK3NRMrv9yo8j7vO3mL8wZBgDG7R5EiF68zge/fMJhK/fhgcQGVK1Yhdo52eh/WsqPS6ax82osPj3FF5fWy5bau1eh2LaWYxP3AfvwCwlE71sfzYs4hBfxKLRaomuPYPIkaaT8LyY2pVPWFl4cOEpeRjYuZYtj1Bt5fiVf016qRW2CR0nnV5Orh0UcgzQIJoiAnwaQcvayRfqgsPlnzHEjwIrVS4H3T8DuCZx2yKVMk3KU8M2ibPd2ZN+5i9ZLmsaxzcqPCNzVngOfX0QV3JfP49Mx/gkX7mS81Jrfw9bThkaj892OKr5bVmKiXKVnBW5ts1zQfNt5roLCli+VpVhhfM4DTWn00UnY2BWnpcIRN4UaX4Ud7904hktuAo8Rg3RZ04CrFQomKEsx1/iUEOEpSxvUopmzM0k3Uy3q3hZyOSCkURFbFMAzdGw2JFFfYU9nRTEaCY6QrkepVmA0iBGPdVkGBJ2A2lEUStW2Kmyd7HAq7YqNiyMqZ2cEgwEhJwdDegZ5yalkPkvCkKdHl61DoVSgLWmD2lmFrYsNKo2SvEwd2Ql5ZkuFgrhUd8DWSQx0JSPzd/Bft1zi4+NDUlISiYmJbN68mdzcXEaOHGlOI6R66VtTVPQ5k3X2X7XStre3Z926dSgUCr799lsuXLjw+p1eQ/zpZNyviB8SWfXrssbuG3bOUeHiKfqBtV9clpDAUFKeJSAoVWKApW3S1fSAnwaIglQBCvov2baoZg5SdWTwZkICQ9nVXJqvc+nHmzk0QPQ96hjiTr2r+aY70XX6cGpWBEN/7P7KSMoKjYJJE8+SXrc+wWFBDFiRbzr2+MZ9ckeIiwImAaHFmVUs085EpdFQ99o2q20u+1RqvlIwANacgFWSbR8EiVqzsE77SK7dkHnfPaXfJyUkL++Cq90AL8aMpN3GfI25na2S7V8oUdlb+mYHhwXh7OWar9krQsANCQzF/9h8ysWI2vlOh0Thp2rsAYs2AYaNjTEHpTGZ1dndPGtxnU2kJSQVGdTLlD+32TlROj3QLZzKPXxFAbcARhQcrzKMIzp/Wsxuz/Csb+k95ilTfZcREhgqMUcDJAJurQE1WKD9hg8SFlvtnzWsLQLUvbbNakCngN0T6NLHzyxg3fVta74fj7aaiJ2tksZ71ohJ6G2tBzQxZBsp0d7HHBSosN+piei6n5GQLm3DJOAWDNIFYsC0wualNUI/odfN8Vyt9q6kjVYn8s+NNU09wL6pGQT8EsRHJSPMAi5Ah1X5KyvHmoxgb5vtNCoWYyHgAlQWYq2Oq/+4x+iyc3ArXQKFi6vVOgXJTkjBq6LoC3s3zYM876o4ev5rgUBU9lrz9SlMQUuBgryNgKv1skWf+5a5KW1syUvS4V7fhcf7Ion6cLYkYJRyTigN8iLNi3sm/9GC1OgrXfHyO/0D409+wp+NfpYIuACjprS0et0LprwB0RXh7gvLNFQhgaHUvr7danClws+MyVqkMO9fF6Mm9x7zlNqDpFowlb0Wu76TJNfIlFoFxFRrZgG3ECYBN6zTPubbzcbNGM+oTfkBqrZ6BaN2VpN4PpWSufcBsCnmxIumPXhSQMDdtMTLwrzywxYpkt+pzxPR2Gqo+0yaSq+u8jx9vvBn3DQ/nvb80Or9c3z8T3ie38XTLHe2PGnJBXt/0qs0waFmDUrWLW91bH83/t/1oMqwT3AsW4rH5+Ks9lOlVdLizCqJgBscFoTKXsv2L5R8FTmKw+1nWOxXI2YXsXd0PM90AFtbHDp25tvNTvyxJpKQwFB+C47A89B+9Go77KtWwveTytQaUAOb0iVRpyVAahKCXkde+eocuSDOgQEfNKf/GH+WLqxFoLAb4cEtFColKhs1eenZZCWkEBf+HBDnVHUladAuU8DJ5l8HMGSC1IolOCwIJx97Li35nSsbL5rLA3aMISQw1Bz5v7BZcsPLv9D6fVELW72PD00u/Ii+mAeNE/7E450OlKhdkYih63kYcZW8m1LLtPPLdrN+YWnCe37HnR0PyMvU4+ItnQ99u1fD1jf/2S7sgxt/3fpi2qvmuaJopnTk0fEtVGu0hlrNl+JTfyoDVCXornSlmkLLwPGPcb4tWo5YC6Romj9Ngm6rUsUZfeYqB288kfgtmyiuEOt/qHRjqbocG1QVGan0JE0wMMv4hPnGZ+TZKVBpVeSlmMyI9RiyjRhyjeiydAhGAZWNmC5KaWcHGlvRn10QMOTkkpeehUKpQG0npiDSaDXYOtmgdbNFpVGiy9KRcjXDQsAVfYgVqO3U6HN0ZL34a0ooGRkT/3WaXEfH/I+Ajz76iDJlyuDn50dISAijRo0yby8YPbkgOTliYAsHh7/u2O7v78+wYcP44Ycf+Pzzzzl79uzrd7LCind+YOgu0ZSt7rUfCUcMSX9mxAE2zToOpDDl8HCMeTpU9loWdfyeZ1t2oHZywJCTh6DToXKwp/W2MUR8uIRWfwajUO1DMBhovaoXS8NUqJ0cWNhuGX2/aEH/0ZHYa8WyqVFjiH6ZhrPh5V/oMz2bnd0iiOi/kebfRDDTcSmBE1pi230tK+d6cavB+whGAUNmFgqNBpVdvlAgGIwYsrJR2mhQ2tpgr1WxtPtaxuwbhjEnF6WdLUqNmqlRY7jZSEzZYBrTGUULyt1cwr5xz9mb3JQlgaFo7ZQoFAqGjGtOhytfM29nqhhR10m8dqV61AcnB9p92JxG/WuK5S+37dkkDipizJ8s7b4WXsQz/5t47F8GOlCoVPSdlsHUKNF3U3Cw59HBp0zWDEdlZ0OL+e9y6utwSmw7JvqmvByTiZZL3+dI/40c3HCS93aIQau+PDQSY4ExKVRKpkaNIanEFkaMEz9QtXZK1n9bgmuNuovXLysHwWBA7eRAyu5z2C95eTGUSjAaUTs5EDHkF1b1+RX7jCyysg0EHxiC2kF8mZoCkWxruo3jkw+gshfNwxpEhfLJtGNkB4aini4wNWoMx6JEH1Y7o0BOrpGBY/3p7noEVfRMoibtwU6nJyonl7YHp5vPk7t3SZSHxTGV9C/Fi/P5ApghJ4/M8d/hcX4LGTVaYq8Vn63cXAMGI+brZEKfKT6TBcsXtlvGtBn1uFirIfbvrRavFWCPqHGL9v6Y+p80Ml9XwSiQPGG0+d7r+GETSnSwQe1kz/g/P2dB19XUjdnO1ca9qdbbB5eKXhwfv4uUwzco/p5oFh277aHk3lOo8tf68nTi4pjKwR6FUoG9VsWXh0ZiUKnM1wmg76Nh1F5cC+XBixhfjvX65nvAPdRODujTM1Eqwc5WxfvznRnn5oigE9CnZ6JQqczXqdXyj1nyu5LIFmNRaDQ0mxnH3q+7kLnlF1yqV+RO80Go5h/lUWNxkejk7Egatf8AABsbJeqXJmVVG1Uje/lQcQ75ohFXf7wOgP/6ARyOq0vVKo5ULZ0Lt4zmMRS89wpyKfQKPS8oeBRTHHuNAQwqtKU8sHHTkJdiMN975utaaEym62TIzEJpZ0OJDi1RF3NCoVJK5ggEG9ROokmsUaeXzBEmjLl5Vq+TIScP0GM02pJ4Jfe1Y9JnZoPRSKl23kR8upyK71chKylL9DdWKs311RGn+HrVY0Jrn7M6phL17FGu2knu1/3N+9T8vDpdpmvQlF+M5qqSL53O8seX+5j+QTwXavTEsX1dlAX602x6Gzofehc7WyUNxvtxaeUFKnUrj8LWlvIjGqCtuhSFQoFGa4cuO4fcXAOfjE3gYO8zREaJ7TSICuV03T6S+RCAl/ceSqXkOk2NGkPLxd3o9Ic/1zffM++zIEA8VqCzu/kaAWQki0Ku0kbDodRm2GvFwFc7uhzhafgpBmVOQq1SUK9tXb5oH8flvK+YMOEcdsdSUCpTzfPHuQupTBvVgjOLznD9o9HYe9iRl6mjdqtOgB32WhU7B90hotEY8bl5eZ3UTg7kDv4I++LiYmhWtgGlEgRdNiQ8M/dfn56JbXYKH5Y6jvr4Xk48EFA52EveT86+DlRet5R3Z+SQlRmNRq2gez8/vGt54OTmgbacN+U7e/Hw8Is3vvdM71yFMn8x/VX3XsWu3giN28Kjm9yPuEbGg5cCbqHrBNB1qgKVEmxtX2rPnBxQOWgp0aElSjsbFColjYP90VbzIfXEGRzfeYdEjHRqoqOK8iYZ5y9hX96btv49uXtenCP0OZms2F6MMuVrMzz5V7Se7rg1roe+gi+q7AwEvR6FSkWSa2VqVVUxofcZIoeOQWVnoMaSPuDhBa4lUGodMGQbeHruEYlnk1E7OdDiwDeoH9xgo3IAdocG4N6hGmoHLcLZ49hru/DRhU/JOhFpHtOXh0aCkwNZcQLpmSm0OBtKmmNpYhp9xLsbamJnK76fphweLr5zX55Po05P2uyptNgZh9LJAQ+/huj1OSgEAUVmKkJaKvHXHoNgi9bDjewXKUD+XJ75CG437IlCpaJcx5JU6tuNxJPnMGQ9Q+2kQZ+ZjVuDGuhKVZJcw4LPU+YjJPeeaY5QOTmI85yzA4as7Nd+G5novrwMkG2ey01tG3PzMOh0nJ/zs/gsZCvM33suPrboc9XYl7QnKz6HnCe5KLJymFWxAlNy1Hyb/IIxDiWpr7BHyMoxP09VBXvaGPNYJWTwc3oibioNFR1dmVahBjEpmXyX9ISTGakEFCuOMUuN8mXuXY29AoUyD4VajdrJCVt3FzTFXMTAUwY9oERQqBHUNihstahUaoTcXFRaLRpnJQpbLUaDgZykTDLjMqw+TzZuCmw9HUGjIStdwJD+n+XeIvNfjPA/QOXKlQVAOHfunDB8+HABEFasWGG1bnBwsAAI33777Vsdo2/fvgIgrF69WlKekZEhVKhQQQCEadOmCffu3RMAwcvL618ay7GLOULWpm+EB2t/k5TfmLlM2K2uKsTvj5SUXwqaLOxWVxXSrt6UlD97/FAY/V26kJeaLik/Wruz0P6DYxbHDXOtJxyt3VlSlpeaLrToelQ41am/pDwtyyDsVlcVLgVNlpSfOpcotOh6VDhzS9r2g7W/CbvVVS3GtPbne2L75xIl5btPG4S4G5ctxvTwcbxwuUtrQW8wSMp7D4sWLtyStmEaU/LN8xZjSrwUKYyZeklSfvdBhpB15BeLMQmCIFzt2Vm4MXOZpGzn/idCi65HhdMxOkn5216nU536C7vVVYWsbOmYjtbuLIS51rM6pt7Doi3GtFtd1fI6Xb1Z5HU6ejXTYkwP1v4mRF1PE3bufyIpL+o6bdqXKexWVxX0mamS8jFTLwktuh61uPd6D4suckzW7j1rY8rOybM6poTwE8JudVWrY9qtrmoxptM3jVavU8iy2FdeJ2tjetvnydq9l3Z6t8WY4vdHFjmmvtOfWYzp2U/rhaTZQ4S0zBxJ+aWgycLzSX0EQ0bKG43paO3OQva2xRZjim7T+o2vk+neuzJy5huN6eH634TrPdoJCbt3Ssr/1efJ2pis3XtZEZstxmTIyrQ6prsPMoTd6qrC/afStuP3Rwotuh4V1v58T1L+tvOeaUx3H2RYjMna8/SqOeJNr9PdBxlW2zh1LtHqdTLNezkXo95oTNm3LwgnY1KE9ELzW/a+DcLGCEHIyTO+0Zjaf3DM6ryXfWC9EB93X1KeHnNLSF08Rjh9S9q26f30KCFbUp5yOExIWzZO0N2/Jin/u+69C7fThdt3HliMKcy1npC8fJqkLCNTZ3WOSI+5LQiCYPE8ZV09/8p5L/KCdKyJiUlC+g8TBV1KgvS4ezYJqYvHCLpsy3svZd4IwajPk5QXdZ0Sr554qzni0s3nVue9zIgtFmN6tHGrkDRnqJAWeUBSnnl0p5C9famQcPi4tHzfz0JUg4ZCxq3b0uPeuSRsj9YLRr303f3k61FCVqT0WRWEt3ue0mNuC5e7tBbuzQuxGNOrnqfCc/mNmcuE7F3L//K99071ekJ/53IWY/rUo5zQr0ETSVlqaqrQ3MZJ2PrJZ5LyzNu3hYgadYXYr2ZIz8Hta0L6iklC3rnDkvKMqEPC3X7vCIlhuyXl975bUeTzdLxufSHr7h2LfsrI/FX+46MrZ2VlMXXqVJ4/f86mTZusmiHXrFmTa9eucerUKS5evMiQIUP44osvWLbMMtz+e++9x86dO9mzZw+dOxf2+iyagtGVBw4cKNl25MgRAgICUKvV/Pbbb3Tv3v2toit363vSHDFRbxBYmjuNuIhE86pyi2+7cGzMdr5p+wNfRY6yWAVLOXAFt671aTy5FWe+Ff0sC68qL2y3jC8PjUSfmU1Ih5XmlfYvD4mRmRuObsipb45ZrCrParGYyQeHmjUaPwf9QciALIod/pmIMX+aVyv9t46l64py5OQa0agVaDRKc9tGnZ5vWn+HjY2SiUdGmfszZs8QyZgcKmrJvJuNISePtr8O4WjftZKV8sbjmnFi+qEitTRLu6/FqbgrQwZXxdimCfr0TBpe/oWLLQZZjEmlhO3NfufMPFFDsSBgKbXb1CdgXBPzmFa88wM7NjQj6fppTjcagNLWhoXtljFwTAtWLjiOZ6VyfLai6ytX/02a1tG7h5hX/1UOKowvTfNM18nm7FXmf3OaTbOduNi0n3lMuVExrFxwwnyt9OmZzO0cit3LFXGP6EO4KpPpPSoOlRImHxuD8ugp5s+ORhAEsnOMqNUK6rWuzRfXBhLVaxsbvjtGTq6RctXLM+P5aJ5fjadWn+bcDPyKMeMuMuhLf0r2yI92/K3/EnR6ATtbJeMP51+/qTPqkVanvkSj4XbqCOPGX2R/rzNEDPnF3MbCdsvIyTUwcW+Q2aqg4JhQKln63mp2fnCG6DlbmV1lHuMjhqBLNVJ3ZGOubrhC/RGN+eTyp6zUfkv8zSSml53PhNPBtHtwjEPezcl9nkipNqVIOJuvbS6oIVzcabm5fOLURuTUry1ZVV7Ybhl5OiPjdw96Iy2NS3VHJrjPwmjEbBFgvidfXicXNwdG/Jlvbme690xami8PjWRBwFK8alTlw3kBr1z9r/5ZNXa0+4nO1R8Q69ORNkfm0G1ZfvC3Lyc3Qa0y0MgQxcm24/P7npNHk0nNsQ18jxxnT2wzkzjRftIrNU8Bvw7hR4eRlHYXaOZ4EbujfxA14XcMubyxJtfeG3JTbGgfd5pD5VpiSM8sUqPh1boEKXcSSL+r/8e0aRiNFG9eCvWaHfgcWYi6bDnur/2NOzsfoXbQUq23DzE/3XjlmEwawtZrenNsxG9Wr5O571a00wvbLUOnM6LTC/i/15hOLQTmzY+lUp2KXDh6mbpt63Mt8gIKhaglbTu51WvHVLC87rAGJPebTtnINSi9yrE4uTdHfhdNHrOyDZJ7D2DsgS9QKBV0TDrPoXItabZ1It0XFMPG3p6hP39iMaYHm89TsX8tdKkKq2Oys1WiVCrMc3/Nz31xb1SHPN8GnAzIT3NmyMqh0bn1DPnBkfbvVedzfSgRfVZJxqRyVjOv8SJz35VK2D3TwMm24wDx+bsyI5Le6l+I7LEAgFYre5FUrxPLj1UiatdpbDRKSlUuw8yBelx3LudxxEUUag25OUYynmaiyzBQrII9vuP7cc37Hfac0hK1W/QPLVmlPIN7FaP63q+InpPv4vEm916j8c2J+3AGl+KKU9/rKWV2zuXkbKmbyJZRYdw+H8PeqVksimmLWq3k6PbTZGUbJO9cAJWDlnaPosiJ2MKQA834ZEU3AKp9WoUrqy4Wee8tfHeN2dpj2+Q8Ln42kdob5qKzdcLxxV2E+7cR9AYeH47GydMZl249OPZefvoqQ1YObTd8jq5SHTSJcejjHnFi8i50KVnUvvo7A6bkZ1n4pdbP6D4YzPk6n1CmU1lJJHH/TUEcfn8Zbg2LM630HDzLe9ErtMcbWYSZ0LgpqfVxLbISM7D3dMWxug9CTg66xEQ0bsWIHPkHZTp4UWlAdwzPnvJg1zHu7Xxgvk6myMott08kpWQ13J5eI/vcGe7uv0ixsq4U9/UCFCTdfiKJrm3NMsJUXlCT2+7BMQ6VaYFjaR1JV7JeO6YlnVaQm5NHXp7RrMk1fzPl5iEIepQau7ee9wyCQCw53BFyuJ6RzGlDGnZOjjRXOFHf1ZlSLnZUMQqo8hTodRqOJiWzT0glW2UkNjkRlUrFznoNcdVoMOQZ0aXpyH2Wjq2nFqeyxXAq5YR9cUdsnbXYuTmjtNOCRoMxNxd9ajpJN+LIfJZE2rNcsh6Kfv7FajmTm5xJekya1bm8RH1H7Iq78OxMIsZso/l8ysj8Vf7jhVxBEChRogSJiYkcPXoUf39/yfZ79+5RtWpVVCoViYmJvHjxgvLly1OhQgVu3bpl9tEFSE1NpUyZMgiCwJMnT14ZQbkwrxJyAYYOHcrKlSspXbo0T548+ZdSCAHUu7oV1br5vH99YJEBjLZOieT2OdH/bsPSMsT6dDL7ZrXt2YwmA2uxsv8O5ieNoky7RsS0Hsfzmk1pfHEj3SdJ8xAWPoaNm4aSjUoUCMRhScyWGD6ueZ1LNd4vsg5IQ/qD9dQqIYGhNO3ciDYj62Ff3o6s+/n98w7wNPv8FNzf1EbAxv5MejGcswfOmdt0rKyVJGkPCQxly0I3LtboSYPRjdB6uHJ8sqU/bEhgKDu/UXKywUCzH5BCo+Hy3N+pPfF9tF4qpvoukxzf1J8/G2zi1MsgTnd3xLJlpfgxUzC9E4hRD7UHTpqjOhfGNIbynb0YbJwOwIjgVnwfIk0ZYs131bSt2bk1nGxgeX9unxFFn272rNzwgkcx9wgOC+Lyz9cpU0qJa1tfi/rxB24QuPtTXDsE0O77ypJjmPrQtHMjTu09IzkfU75ujrGx1Ofvyb4bbFgaYd7flBqrqPHMnNMElxFteH4iybzt93mOvD8h309nzr3RNF40kiMlelPfK41z5f0RCkRtLkhBv66QwFCmz27K8UtKGg+wjK5s7R5VRl81j8lw8jrtsn7nSMDUIusXpNWid+l0IN9HfmnGZEY5zpH054/a6zkz7yStTizm0ZyFRabjAWg+oy1rq/2AVqukScVkal5cTbuf8vPglqpcls+/D7S6r0cTVyp2qI22nDdK7/JknzrJiRmHrdZtOqUlT3vP5vIzTxqWeoTn9oUWkUpNOFbWonHQSCJ/gui3mvQgBXVFP+I2/Vnk9Sn8nP/dVP2wEvHXn1O5Q3Uyg2aQpHfD98g8sh485syC/GjJdYbUKTIPasu5ndjffBGtnc8SXaePuVzrZUuzdeM53HG2uSxg9wTmvejLgc1R5rLC93q1ZjVZHHCCwNnO5jqTwwcj6IQi00kVRYszq+g6Vfzg3Tc9m9suDfE5sZx+V/ry+MZ9c73C85GpP2q1gsC2nnwaO5UroZfQetlSrJIzTyMTXhkETDh9zeyTW5CCc6MJjdaOBQljJZH1G4xuRM/YQYV3Z/NCd4wKFZ+Ozfd//HZuQ9IaNjD3pc613xm6UMVKuxlcXH6RusPqsv+9LRwMe8g775ahx9NFhH9qOU9aQ6FR0GJme2waNOZO2fbsuejBrg3WP7AP9T5N7NpdpD5Kx97dDo29RhL0rPmMtjz7+CtOP/KisfcT8oZ9ZBEU7ez6qxzcIi5c1vSrzTtfNX3tPNL24AyWXqlP2OHnVKpfjRvRojtCpXo+DPjIicbPfifvykU6h0ujVyvVKibuHgCIPqye/fpgOH+KvNR0suOTiY95ilsFd0p2bgsv/fWTdu/jwvfnabu+L2MeD+Xq8ctisLvkH3mw7jdzFOTbf8SyNTTSap/dr0RTMyWCiJbjLbY5+dijVCkoXa802clZxF9PlLz3C9dNv2GZB7ZJsB/xV+5T3NcLbWlPVM5OZMTeRqFS4dCxM4pHt4uMzFxvRH3cAtuBXkfa8ROcWXAa/+96kPciiTthlyRp694UhUaDd5/3SD97kJTLlkGfAPxCAukS0QMQr3Ol2HAGjs4Xpguexxaz23N5U5TVsb8tGYKBg0Iae4wp5ry9AN+qvKmpsEehUeBYUcuh7FRm3RVji/zuXQ2nPKUkynfxhsXQumrRaDUo1UrR59beVswpbBQw6g3kZeby4lYiOS9yyYnPQ9AJqLRKSjUvQU5qrkV8DxCDTZXwLYFCqeDungcYso3mlEwyMn+V//jAUwqFgqAg8eEfOnSoOUUQQFxcHB9//DF6vZ6hQ4fi4OBAuXLl6Nq1K/fu3WPChAnmAFN5eXkMHjyY9PR0Bg8e/FYC7pswf/58ypUrx5MnRQuHryPx0A0+HJfMmno/Wt0eEhhKjZhdpMSnmgOZxPp0ktRxcdEAkPwknoE5U1A5OzN63GUCNvbnYtsBbFzizTe3RzEiuBUblpaxOEZeko6hihmi0DcrPzDK4p4/m1/EDSbWI2v6OFpHhBCwY4xFG6a+Fvz4BvhtgSvBYUGSVDEAp/aeYeuUSIsXnenDN2BjfxIO3uBQb/GD1BRgqN0vTXFw0EheDlMqL5UEYurc24+LNXoCIAwYx5HWS6z2FyDhG/FD1dSeoNOx+8AzHMqpyd6S72/dY2Arc73gsCCzgAtQsZsvwWFBlChXWvJB6VhZy4x63xcp4E75Wgzm9GTfDbOAC5gFXLAUBj0qeFkEtHl3imVuPMeLF+g+owUxcfb0Xtyez0eLC0W1e1W3EHADdo0nJDCUp/EG7gxYbRZw53wrBuTyiQ0jJDAUBzcX3NwsU4yYhEFTADWADUvF4E3+S7sDSARca9T8aRCRY0+wY6b4IThkQit2PcnPZ7yzyS+k38givMu31PulHzsvu5sFKM/mbpK2zJFtC3xEVnB8QvjWE1YXC0zc+j0/iFOr6Bniudk+mnkzj5sFXFN71mgwWoz+Gjl2p6Tc9JFf8Nhn5p3k3p+xdPragSD9tFf268SMw1T7qBqP4nKYNOMOyXU6SLYXlVcUxMB2DyKu8/jAKbJKVMCuRSscK1sPlHLpx2jKJZ/nWSJkGbXkJBSdF9ujegns3ewsyp9cfMLTo894tG5bkQKuQqP4RwVcALcqpfFuVAbth705cLsS1aOWcK7lVLTdP5LUsybgulwSI8B3PtKdto6nJAIuQPbjXImACxDedZ5EwDVR8LrGnLwqEXA3LfEyC3BvI+A6XTxvFnA7fNwCog7ipbuPUmsvEXABCwG37f6v2F7nR3a13cXIupdx7/UxbVZ9TOnwvZRcvpxWJ5cyJ2BVkffjwWOWcS9q+tW2UhNqt6hukTouPmiR1boff5nI+FX52RF6DfenTmYEbbeNpXrsHn7os42Pv0zk13obubj8Io3GNeHJsFXE3sxm5cc3cWnj+8YCLkCdQXWwadQcg70LpXLu0qnOC/McWZhPo3rw5NvDVNz5CzXmjqfKB/7YetpQqVs5AsKmcL37fM4+9uLjxMXcq9bGatRvk4ALcPW4mAqpqIB0Jp6WaczuA88Yv3sQPb72M5ffuXCDZaHPabeknIWAC5gF3DaHZvJg7BayXL1Jv/+E3OR07oTfQqVRUmzEGH5zH8W1Ml0RlCqK1apK23V9SK/fwdy/Km4JZJ4+bRZwAzYPYWtoJE07N7I4pv/xBazemsfD4tK0h61OLiVg63DyUvTmtDT39z4m636O1ZQ3VT+shEe1Eti4aSy2/T/2/jsuiqv9/8efu8vSOwgKqKAoRRQFewEVCxpbLDHRGGOMaIwaNcYEWzQWYi8xiWKPmlsTW6xYsIu9IEixd0V677u/P8ad3WEXNPd9v9+/vD9fX4+HD9mZM2dmzsycc65zva7Xlf1QSAEpVyoxsrVBXqMm5m7VUVpZIM9IoTxLMDQN1WvmaEu+qw+Ul5P1UHg+KTE3OT/rZKUGrrm7fv+mC3VpKU/W78CymqleKjcNNAauBu5xuwyWAzAK7oJnZ29a/xCiJyT6d2EpU9BLZsuHcnvsEZw+bihxUQttY+pkjImVMZ0dHQiwtMRPbobJy3K9NFYKYzkKpRy1SkVxbjEZ99N5ePYBj88/JCX+Oen30ihIz8fUxgQbDyucmtnh1MIOp2YOyI0UlBUZFgg0tTVBbqRArVIjU/7jTZJ3+D+G/xNv1PTp0wkKCiIxMZH69evTrVs3QkJC8Pb25tKlS3Tt2pUff/xRLL9y5UpcXFxYsmQJvr6+DBgwgHr16rF9+3YCAwOZOXPmf/0aLS0tWbdu3ZsLGsDiTiu4uyuJR8+FTuDQVoFCGxI1Va/sxxNekPZEa+i7JghlNy2vybGRCXgP8BZzOYZHhXF8+Abm/tiM6E/WU5JRSqJ3d/LuFmIV7K1nIFfEkqCTFJxJBKAoT5sLs+BhEZbV7Yg27g1G+gOQZlKkUUHU4LqfIJiTn6Fd6dy+2J7pMaNZ1F+bg3VBzw1iPRGhkUR/sp5qnb2I/ngd4VFh7O+0l4jQSORGClqP1E6qNOc92GG3uM2zljDgmDgbY7pzNe62GawYtJ3fJ+l7sPYMOETQoh50PDIDgGV91rL556bU27uVK4kyTC0t2D3fTEzJcHFtHP6j/CV1aAy5z1f3kNzDVM/lzJ8fyLgpQg7K1u815+jXzzk29j4ri6eJxqHGIHTycMUQCs4ksr/tn3qK1br3XxEatdda7wvXXSPUy2C59GPJhJ0T6uwVmMp33wqGfXhUGLmNBfpysnco4VFhjPt9IP4f+4oTs5yTSWyyWyDWFf9MqsY79YfWFKcJhtL+Hwznodyx0JrwqDCuLLnErrWnSTwvKN7adfSmRqgXhzoJBqNuuqoba27xYY07KCzMaRL/J+Ottf2A5llUbJ9kb62nM3ZLgqSM5n52rNEuLpwcI6h9d1otzbmsi8KziZLfK7zXobgcJ9apO4HV/G638D0mzWjLn1NPs+1XKZXxTSgqKqMoL58B3xj2GlSGF6dTubP7PsXGVpRZ2EhYD5L7eVaMUfINAKqXP+XWdsMeToD8tDxKC/SN2MzYHBQW5gTd2I/CwnBKt7+jpPzvory0DIWJMYqSQrrXSUSmVDL1u8t0m60VMTQ0iW2UsFv8BoLfb4lJfnql57D101dF1uDn0umV7tMsHj0u0ldPfRNsYq9J1OJHXPuEa6uiudZyCKV1/GjbqwW/qmdK3j/NBDwiNJLjXedwaX4M+V2GUN60P2ojE+RW1tRMucR1vwGcbvWVWLehvuXz9wr48AthwW/fHOG9jj97U5JWS/OvyySpwRNyMBxLeS4d+7fSqxcEBf42PZuzbFEjsnLK6faDBZ1+9WLI+GfkpGYw+tsgYlcfoW1EKNZNGuG+eQK9V7flbIu/l4u4eltH7Bp58aRmG15Wa0iJkTl2pNHAJQc7Fye98q8ePOPgyQKuZ3uRZ1cbmUJBq+97YzFvGUdtB1FYpuQ9u7NEf7hK71jHpra0nNqu0mupTCUf4HZgfw796CJ+R7r9ycv7TwzW95vDQvHveOdu5BYrUcsV2AU2JPd5BoXPijH/eTM9pst49LwMt/IHlFy9RFlWNuW5eZStWczAUUF0HtiamrvncmG2NvHUwpKxAHQYJ4wtHU5qKc5fHmhGcFA13LLjxJzErb5vz+QTLVFb21GcUoJcIRPzsJq7m6K00jLuQMiB7ujnTrUGtXDws9UzdFMSXiGTyzF1dkBW3Y0SBxfKC4spzc0nP/YmJRmZ1AiqZjBNjbGjPTlmTmBqjrGFCTU71xAE6CqBawcng2rFutD0cy+v5lHv/TqV5piWwMKaqT+0pm2vFqwsnibZJS8vJW30cnrGDKTbMalaf42gam+um9d5aT3NyFSXMbn8CctUKXjJzPhC5kQaZXyjekyyWuj/5QoZpkoFS2t78qNc3/kBCNTlwlIKs4pIS8jg1cVMcpMLyIrPI/1mNqUFpSiMjbCrbY+9h4Pwr44DVtWtKS8pozDVsJiUkYkRapWK8pIylFaKShcJ3uEd/h384+nKGpSWlrJ8+XI2b95McnIyRkZG+Pn5MWzYMD7//HMJLRng2bNnzJw5kwMHDpCRkUHt2rXp378/3377LdbW1pWcpXK8ia6swciRI4mMjPzbdOXZbfRTsJhYmDFxp+A50Ax8DYP86TFF6yGNCI1k13wL+n6br5c/Vvc4kFLmPpsQjHNXr0rLaND+9Hy6zhNoTCO/CcY+xIu7u5I4dfRepUZWRVrruCntsAjy4emBZDb/dIqNy2pJDI2K16Bbh9UN6USu4n3oYva85lxKNiGgXiklTQXjNyRqKtGhcyk/n4CildZIcU04yzPftgbrsXF2IDslHXMzBUf+aCuhk1e83m6D29J4iK9ePcdGJnBm+M+oj1yjtGlDWs/sWCk1dO/s8/SaLp3s+SQdJNG7O3b+1kyusUhy34ZQse1b/xBCeWExFyOERZBfhu5knd2PvIx9JHoXOh6exvAjHXh8S0uZmjm3JbH3jSkuVjEy+QvJxKbi+abNbkV5s4aVUu1022Pu3a9Eg+rBX0l49PYWy+xp8ht9rn9isA6HABsmOS00eO/F5xJ5nipjzHsyunxwloLCcj4dHywx4itSPytbCNAtE7JjLJ3WNsTG2YHRmwRKfubxJFYtOM2BWaW8971S75iK5wk+u4hTbSfpnSciNJJ15vOwcLIRPYdV0c8rg26bh2wfTf9Dncl6mSpu0+RYrgwhf36JKj2NE6O2V1omaFEPnvaYiHvMhkpz69b/oC5m9paV0nw1tLPD9gEorcveOFnUhUwpw9heSVlOmV56mbdFyP7JRPdYUGWZiiEOGgQv601G3F3i1t2q9Fi/YT5c+mwX5u20aak07yxI3/t/5znrotnkVkTUWMnlw1I2yLcz29Dh8nSMqteAwkKiP1mP/FI8c2fEVFp/49GNufHLDUD6jCr2cwD75lwg/uxNsa798y7qjUEV++SQAa0NhgMYQsvpwYwr/J5H8VpD46up7XAaFkCjj1vxq+dKLMzl9PO6hfkfP4mLXEbWRgZzh74tHJva4tHeC4s6tZD5NqHIygmjsiKMXz6A7EzKPHx4Wi2AhHQXnqQIE+9uvk9wfXUNRfoLVFZ2vKjZnGuv3Amyuc7LCRMqZSUEL+vNqfF/0fHoTDovdhHDOm5sTtAbPwyNb9PPTaBrxjWK9v5KdL9levt1jzME02uxfD9FWPw+0ieaE6O2Gxz36/SqhXu/juTGJdI3XvACfzYhmIYzWuLazIMP7o7SjjFXIrnRf5wYxhM1LQejlMdE99OG9biFOPPycjobhx+ib183yXdSFYysjajfuy5GpkrkSiPS76SQ8ywHJ18n7OrW4Nmlu9i42VGja1uK6wVQrjTl3heT8OjYALOaNShJy+DVjXui51mDun1qc2/PI4IW9UBhZcnDfWdJu5NhkBbs1MIOcwdzgynENDC2V2JkraAkXSF+Q01G+nFl+SW9BTw7f2tybudV2pf5DfMhfkMiHj3cGGc6X+JY0H22mthiEMIlqupTH6qL+aH8GWWoCVe44Gtszozyp1wtEer2wpRFiprYNrDExMqYkvxSCp4XozCTY+pogrpcRd7jojd+Z64dnHAJ9MDEwQ5VaSmq0jJKsvMoyS2gJL+EJ+eeGrxOG18L7NxtUZobU1ZUSsb9TEoLylHaWNL2ij4b5h3e4e/i/4QnF0CpVDJp0iRiY2MpKioiLy+PCxcuMHLkSD0DF8DV1ZU1a9bw/PlzioqKSE5OZu7cuf+WgQuwceNG1Gp1lQYuwOrVq1Gr1W9t4FYFjYGri+KCEm5sTpCs+F4p8ieq2yGDdSx4IUy0Kw6A65fqGy8+rfQnJSeDvuXH+U1p26sF9iGC8XDq6D22BP6uVxbgyPtSQ65JSBPaONyiyZgANv8knFPXwLW8cZ2I0EgxF7AGmvsLODNH4okwNJBbOQhG+PQpl+jT5Jlo4AIsz/yYiNBIiYELEP/SsdJV8+yUdIPniQiNFHOeujeqx9y7X4kTFA00Xtbo95eRvCGOH6adp07S8UoN3IjQSG6dixOvpfic4BFM9BZE0Rp/0U3iITWEXTMEQ1ZzzTax15CF9scyQPAyV791nt9Hv+TqsssS+tzxrnNYF6qlWodHhVEc2AjvAd74f+zLhdmnDOaU1bRZebOGhPz2GSD1GuiW0dSrmegfjLjItl9PS9peY4gbwsa+hyvdZ9LGh72bhIHw62Pj+N11Oc9f6g/GLacbph7qPuOW1zeItLDo/j8BwnuguZdVC05z7OOLPLH2Y5PdAg4E6edy1m2rU20nifdXceV9eMEUjvf/o9L7ehscmiFMUsxcTVBlpvP1OGneXF0DN+TAd/o5aUtLoX5DkVZdEWauJsiMFJip88G1tkHaX/W2jli52COTy3BubU+Dod6Vehl8P/GhZhu3v3OLyI1kFKeU/NsGLsCDyG1V7vf+yFN8N1uEt6X1zI7ivlPj/6rSwAWI35BI1wuThGOvRNIivC3p17Te9co85X8Xdv7WMHgMRYVl+LTyY/a85uK+w6fyWWI1mw2m44gJ30r9D+ry42whVl7Xw6YLh6CWNJskDSdp8KkvrWd2xMpL6nWXyWX0HNpO9E7FnY4V3235pXiDRtnbGrgAF2afIitVSxM1MjGm4+s+I2bmcfw/9qVN/SwcruyTsDj+EwMXwLGeIwoTY1QFhcgeJGP+8CbGqY+hqJDynBzkCVdxv3+MEKPjDKpziSHu56iVeADFq6cUu9TjpnM3YtPc6WR2hiuNBlVq4PoMrsde//kAdF4seOznzhAoy52Wt5b0hRXHnYoskCzvNuLfa4y1Y+Pcu19RFTQGroW9DTHf76b9LwMk59DAqWFtqO7GzuDfxG21HIt5dTGT6yuvMe3UKHF7TNMwAsK0oTun2k7iUHVhv3Nre0KipuLRJQBTJyVpz1IJsrkuHlsxrKQiynLKKMouRGlhhpWHK67NPfFoXw/bOtUxsjDD3MEC82o2IFdgVJyH+fNkZAoZapUKmVKJqrQMuZHC4LsMkBZ7h9QLsTzY/7TSuNdXFzOrNHAB7Lyt9MKsDBm4IDBbKuvLXDs44dxBWOguyimWGLhbnLW0/pBtoxiW863428HbttJru6rKZ3L5E8yRs1hRCx+ZGepSNaPLnegrE+ZMyRRxz6hE8NIWlSNTyDGrboyxjRGq0vK3MnABbNzsMHGwQ2FmAirpvavKyg0auAozOSZWxmJMr1qlprxEhdJcgYWzYebPO7zD38X/GU/u/8uIv5fKqPEJVa7E2sZeJcs/kJjVNzm1+wKgL0pUL+koY2am89W2Dyutp+JgannjOlO/u0ybns0J+rKxWKZabReWFHxNwuZkvTq8kqKokXIdtdxIIiyxb84FljguZaHJdErL1LQaofXyHeq0VzLxrszDrPu7qut+EZXMxmWnxG11+9SmWkN30fMYsmcC0X2Wisca8uaFR4URvKw3PyhmEdRciaxFAzocm8WJTkJMbPPpHag2Y5XoJdRFxWu8uysJz776Ak66HpOK16IrvLLFeQm3NiVVKrQR/69E/D6SGpwdN33K4AsDJB51h7hLeJYlcLHJp3p1ALS4vlHct+6LA7x68IwFLybpiQa1+r49zz78gcc+QZLtum1n529N9poY0WMUsm0U0R+uEstoRFUMHa/BoRn5nG49Qa9uQ78rosmYAOI2JVfphap43t8cFmI/fhI9pssqfSc06HBsFl0W1SA8KozsE0n8Mv+0XpmKxy9YEEBmo6aV7v/DcxWPR64ivWFzyf6KjIW/48kNWtQDpZMT0Z+s13vXg2KWkmzdiqIPQshO0LZPyJ9fkluvBVbJF4iZuE5vEuLawQmPLgG8eP8bbErTuNN/mMH30tLTjBY/DGF/rQkEOD7AZMUUyfvu2LoGLU6d5MGoAby48lDvPfufxJu8HBXhO8TLYH/n/ZEnpYWlOPl7kPrRNFxTrxsU1AmKWUq3HwSl493zzfTid3Xf/SP9TnJihHShUPfbrAqtfwghKuhnfv5RSnGvKPjkGejNgLlBFQ8HoO3FnzFOuITMxIST9b4itLER8/5VSj0PBT1f/Sp643Tf29L8Qga/mIC5rTW/e6zkSJe1+Din89y3jcHvxy9xL0ceejEwfiJnvjmAwkxO0IoPKU3L0BMxq5V4msM3qzHyyTco/fyJDp1r8LqbTWqBpVdd8pLvSUTD/i4CxzdDbmyEdYtmPGjQB4/YHeReu4GVvx9p/l1JkzmTWmDN+XgFl07eJutlKqaWFnT/MJC8vHJMTeV0aZSO961/ET3gZ736211cyfHyjihb+9JkTADqL6Yw8OvK49pB23ZHFl1hrtFsTo3/S9znlXwMzzo1xbHIEGsLYM+sGOzszQke25jkHUliaA0Ii20axWOTqzdJfmaCey8t68WzrzvmDpYYmZlwbYVh7QhduCacZcxE6bxFl6VT41YMvrf/IPr9ZW/sywE6rh/Ck4NnubPjgWR7y+nBPPtoDmfuOvF+nZuY7fiV/BdplBWVkJ+ai7GlKTbuTljW86Do6XMKUjLJeZqOWqUm/V4mcoVM0vf9T0DDhkj8sAf3d975j+tTXI5jznRBE+Xo18+RvXpGp83aBck3jQ8HVVmsUr2iLiY0kJmToC7EW2bKYLkDFjLBKXRdlc9OdSazvOtgr1RSkl0mikX9HVh5mePcwAlzB0sUJsbIjRTI5DJUZeUUpGaTkvBK0u8b2yuxqGlGWVEZ5cUqFCZCrG9JXhkFD4uw8jLHpbkHnusrj1l+h3d4W/yf8eT+v4yJ4cLESlfspiIOXhAokq1HNhLjNXVFiX4ZupM73p0NGri68SwVPab1jASKmMbAfbg3Getq9hIDt8MqqUDL5OXl3LTrhFoh9Q4tbX6QvT6zOLo9hpM7z0v2VYwrkcnlklXqJ/uFc9Vv+nZ0Jl0DF+Dzoqn0vjxYHEw1Bi4IQkUhO8aKvzcvc2X0t4LoTrcjPQke2xhZiwYAdFlUQyx3ed5pLnYfTnFxeZWDivJKHJ/VMOxxvPHLDdr/MsCg11hj4IZHhXFz1C4iQiOZ4rFMrxzAV9ab9LYdH7pRjzKe3rA5fcJLJHVYXL8hnl93Ej381/cIjwoTB6BW37cX952fdbJKAxdgco1FokcCIO2k8MyPfR5HeFSYnoGrOVb338KETpL9a4znSM5VFY70/hflBUUUHf6N8gJ9dc4W1zdKzqtQKqk+fCjnmo0kqtshIkIjReE0Q89Xs9gB4L8wRPy7MgYAYNDA1dQ/78em3Pp0I5O+uUH9pCOSGLzf90vjla5urNqD+P2clsyaJ3jiTk/aT/Qn6/Xuo1ZXF5Qpj/CKmqM3yXux9xhWtwQvvkdHd736y0tVKO1tSS+2Ra4ur9Tb0WL+CG75D8PX4SUOu1dIDFyAjGupXOw+nMSNt/QmOm8Sc/lPYeNhWFywsni5igauc2t7Oq4fQrXx47F0tuH+0ZvUfHmJSx9OM3h8+Bmtl62igVsRFQ1c4K0MXIDynkP0DFxdD5sGEy4I3rrWVyKx87em3fxuNErYTYfo2ZQaW3B+2jZQq4n4/hwTZ9zk8LYYls89Q+d1jaideEr0age/35LrK68Rv0FgmXz2RWMuRpylhk0R+f21wme6sfYRoZF886sJAxxPkn5TGGMsPcxIv3STCxHHAIE6audvLSyoHFlK982dhYXQYsNKuwCXF11EbmWN7OMvqdm5RqXlqoJrByfKS0opyc6n1KUup++5gokJSisLHgcMYMXxuhyOdcDGpIjMzCIxDKAoL59TUbcxMpLRpVE6ntFLDBq4AO/NMiUEYUy4vvIajwZ9JtkfHhVG2KRggwylLpOaSgzcjkdnMnZ2OhNn3NQbiyr2W+kvM4k5cIljS6+ya630HdEYuHX71ObYRTUnj2iNyeCf+lKjVQPKikopSH27OP+lm6ULv41HN5ZoC1goCshzb/xWdQFk3UjAbcwIGo3wkzBHHkTHoULGs+fF5BvZoHotYvf4wmMeHnzGq4QUjK0tKWvYEvMWrbBrVJ/Mh1k8PPgMS2cLjEyNKjvlfwSFmU4anIIiHs36FrfWbzd/AaEP1K1DF+XNGuJYU3i/Oy92eWsDN1FdyJzyZ/yieoUzSlIo5bA6GweZEYfV2exWaRkTTeQWzFG4Ya9UoipXU5JR+m9pJOQmF5By6xXpd1+R/yqbsqISSvOLKCssJj8tX29h08rdHHN7UwpflFDwsEiM661MYfsd3uE/wTsj9x8ATW40jdiN90eeemVO7b4gTqyH//oex4bHSowFTewgSGm1gEQlLzslHZlc+9g1YlAbxwgr65/a7OLLzf0lE74ue0KICI0UqYjhXzpSW/6Q1J9/kVzj+qLBouE9+lupgeRYswbLP9xGRGgk7eZ34+gX0gnllpWC0brofWF7/L+0Qj51kqRU3z/CpQauLmr6eOhtOz/rJJ3WCl7luknRJHi/h00Hb6Z6Lue7g1r6+d1dwiJD3T61Aah36xBfKz7hr9Z/Sowa/2CBBtwsdiutfwihXfp2iUgLSA2hrns7Ex4VxpHvpOqiuvegaOUrUlA1x+si+r0feVuER4Wxy28dHU7OE2Jnwy+9+SCkgk66qIxOp3n3NAJjmrhMDd3XEEL+/JKQg+E0/1ag6R3foV0M2VpjKff3GlYHdo6/oLdt7eJTeN6K4uSACNTl+mJWRcZSI+fLb1oyOlp4L099JYiTdVqlnZSER4XxIkp4/3QNfuCNtLXK8PMQLa05t3EAucXCgtOw8Q9FtXDQqqxqYEidVxclTRtRFOBf5WLAF7KZdFrtazA2N2FzMjmx8aBW4dSiod5+SydLZB71ySk2wSrjocH6Q/ZP5kWDrjjzHJed8wymGFIVlZF29Kzk+dj4WmBW3ZiyHMMCZP8tpFzUF4qq06vWW3l3nVvbY+lkRXluHvKSQozMTCgrKqf82gWDx3sknuDGiRuV1tf0puHwjr8LO39rEmTacIwps1oTHhUmoUHauTgRHhXG0+gUGo9uTM9pwoJU9xPv89HEVM7Z9MbyeRLWh0/RaXMzylVw6Xom5a+rUKtUjJqQTHnvTzgQvIuhR3vTbr5WpHBlxGl+7L6WxqpL4uLJseGxfHPIX9JXPL/9iCxLF5QWppg4G5OdkM/NNfGU5ZRh4myM+4iPSF54mbPjT5PfYQD5qfl03PQpnX71MkiP1+DsV+spWB6BVXVranauUamhUBmenXhFWvILkMkwyk2nk+d9bi3ajKl7LZbusibmgNBfNrq9hV7BCmr7acfj5sGe9AlMwfPoYk6NrdzTNHlGK5GhAogiS6DtQx06eUl+G4LP4Hr8nDGQ+o3rEhIxgMkHtWUNiZ29eiD0UxXjtnXxedFUzu69yIaBcYTsHo9z/AVkjZphZG2FhbMtpnZCvR3XV71QMzl2kOTaKy5wpRa/Fnh6jTd5H6+tuIo8L4vcF1kSwaiUmAzc829Rx92EarkPyHn8ipK8QsryynEIsMGrZ2NMPdy5a9WUB3U6I1MqyYrXppuzrWWrH67xH8LWz5LanXXCL+QqLGWZlGS8ffohcxeTKkMxRqzpyZH+p1i4oIm4rc8ww8Jleepyfih/xjflT7igzscMOS8opZ7MlEiFO1MVLgTILLiFfvhEzp0CcpML/qOwkNzkAp6fTSX7aSal+UWUFhRTWlBMYab++YxMFYLaciU0aCNTI1Rl//61vMM76OIdXfkfgKqEjQyJ+bwtndPQcR1OzuNE+ykSISRNPUe+SyPdyYebvu/rHWeoPlNLC4ry8t/q/BrhDQ08Ek9QM+smxXv/ZHfQOkkeVd3zVkZh9W7ZgPdntpFs05QzvRZLUYBW9Tjkzy+JHvAz7Vf2J279UbISc5kTvEqs89dPd5P1MpXZ85pTENCYJ/uTqdnDi+Xvr+Ovza0p3/IDoXs6SM5RGcrPJ7Bg1llJ2V+G7hTjfHVpSJ0HtqbpsLeLXdM9TgONoJcuNCIxFbF0kT8W3/UjrGyGZHtl91KVGJnu/mmzW5FTaMSKeWdYYzzHoJHqM7gen6R/Q00fDz5e2lnvmWafSMKmg5Tq7Z54kpETbgOw3jKCmu8FcXyY1JsdERqJuZmCfVvbcNI5EIV5KV696nNzTTzNJrUgcc9NvZjIP6eeZk76WGJXaeMKvZr7knwpgcPh6ZwMDjf4XaUeTaajayJxvn3eSryqsvaqiG21V7Kq6VZO7jzPzgWWXGk0iIC47Qz4Jlusr/3K/qLC89vgbQVpWoS3xbR6NYwcHVEV5Ot5FzusGsjT9p/jdnItxS9TKen7OWqZnKsNP6RWVxdcW9YnftulKnM5GllZ0PHhaY67B1VJJze2V2JSTUne/cL/iuKyTCnDvatrlTmHDaFOr1p4DOxKboN2lClMuNlmMG33z+Xr08HMzp3Ipfkxesd0iJ5Nl4XOgKAPMGarNt7xbcWm2lz6FUVZkcQwAmg4vAHzPdcTeyoWv7aNGNW3jDETtYrgb+p7W/8QQs+YgVg52NH5/YZ0aZBCrb0/8snd0aQ9eUF4VBhGVhZ0Sr1Kt4/OScIyflrSALMpg3D0qSnGzWvuZ8jYYNzek6q01+lVixEl08Tr0pTdtLwmzkfWoLC0ojQtjZ9dFnJgs34cfsiA1kT/GfNW9wVvFvL5u6ibFM2v+234tHsxBR90FQ0lpxZ2NJw1mlIrB4zyszje5Ycq69ENeQGBGh3/r1hmNlkpua+fh+xgwzclXGk0yGB/q/temZspOLC2Mcfdg1CXFVL/+n5KMeZZyHviosve2ee5dS6u0uvqPLA14xrG0HOatH0dm9ri95lgHKoKhP6y4NlLzKpXIzv5IbGr9ccTXWjG6lbX1lGitOBqww/puH4IKk8/VEbGFP31p+S7aTe/G2e+PSS2LfDG3LS1urpQu1MTknfE8OpiJq1/COHllTvU6tKcojbvkW9iRzrCIrzrxklcXnC+yvo0UJjJ/633p0ZQNdQqNYUZhRiZGlGQJqPd9eg39nMatLy+gQtNhv3t84JgYPuvmsmzJSu5u+shKrWaXuVSirSZXM4nONBDZotMJiyw7FRl8LsqnR0KT3Hb/wTq9ffAxMqU8pIyXiW+kmgUgNB2drXtSdx2W6+vN3M1wbq2BcZ21jTaU7kexzu8w9vinSf3HwhJ7NYiqbKwblqDyKX19I7dMForQOUUL3iKNJ7h9qfnEzNwJg/+SqLnBX1ac5cfHfloYiqRn+/V22cIGnGEiNBITK5WPRDqGrgAD3w6cHPEVG5/tIxNy0+xeml9yf4FLyZxYsV1PeENzW+NgQvw50JpupqKHq7oAT8T8ttnKJydKS8pp/XMrmxcVkvc/8XG9wmPCqMgoDEgeJUjQiP5YERbzEzk9D0spdSeX2N4IvH7pON6Bi4getlP/XSD8mYNxXvQzZeoi10zzmJ8RUjFofEAlTdryB+e0rQUrqMFCpNGQCYiNNKggQswcXKcaODW9PHQa1eALROOSn7PnNtSr8zvk45L2nbO9PO8p94DgMeIgSIjAKDjkRmcW3WTT9KF+MWPl3bWaxtAjHXV3ENEaKRo4AKY2VnoGbgaOLhVx0Qpw7GpLd59vLEYNR7/Uf4kffwrjvW14iaaa757NUn0OO/+UaDLJl8SjIaTweEGzwFw5kwqgya+IiI0UnwOP5dOF+/j4Cwp3Tjkr68lvw21N8CHj8bQZ0Mwu380ZdXVRkSERuqlBUradpLfvjpi8Lp00yRpRNwqnrcyKEyMKS8o5NHOo8RM0zeiT4zajl3xS561H050p5+JyW2MzRWhf3l8+DnnZ52s0sDVQGldeXodDUoySslNLnhrA9dnsH7fp4vGI5vg0bdDlSlbKkJhJsfjg84U1QtAplZhmfucVtO7Mu1qJ2rWthYn6iHbR+P/OnVZ0JJeXLLvKdaha+D+HZxr/oWegRu8rDeDnn1F7CnhfZ32JAzlJG3oSPt+reh4dGaV9faMEcqH9mtI74YPcE+/zP2oqzRp7SF5NxQK/UlvWoEVrt9OZJa9vvJ/Nw9pyqyQbaPImL0bEwszkaGgeecV8yYQeiCUztvb0D26t0EDF+DZE+G97/JhG719mlQ0ulCX/3e9Pe6J+/iyRyaFH3WTeALTb2ajlslQpj17o4EbdH45XRbVIHhZbwLGBRKybRTWPXvRfJK278uITiYiNJKc1AwOvBDKgBDPL6EtvzZw6zbx4utj48TvqLxQhcuNvZx/UhP7o9Fi+aoMXAe36mRmFmN684zkHP4jG+HVpxmKOvWRKRTkP3rGi3M3yX+RgbK2O8U5VX/fuv3N+YDhXG34IU7xFynzakLSlIXIb8RgXlOaHktj4ALUaFwT34XfvTEXrKqsnJcXE0RjWN61L3Z1nMl/+ASjkgJyZba4lj6kmvolSsu3Ey1ybGpLzQ7/HuX9xelUXp5NIzshn/Rr2ZRmllbaz1VMM+jY1BbT3FcGy74NsuLzONV2kqgcLZfJGC13or/Mjp8aeLM70J/DjZvQU24nMWaL1CrMkP+PGrgghKLJ5HKKc4vJSsyV7lPKMLM1w9jKcH52U0eBMVOcYzjd0Du8w9/F/0ywwjv8Wwg+u4jQOVL156vHrhFyPgEvu+fc9e7EqPV9xH0PfDpAhUntsF8EWlmHNYO4+YkQLzU0czIAXefZMeDXmzQIawRNVorHhEeF0WZOZ650W8zMqRcIWyuNnwVodXUtvaaq9GKINIPczKkX0JgIra6t42Rha0zaCF5GjUCFd8sGJF24JR6bFZ8HjZoyz8uchz7SwTQzNocLBy/TQWfbxbVxtPhcS628tS2RvRvP8Mfq+cAoXOrXBh3GpK4X+kXzfjju/5Ws+DxhkNUZaCtDzYEBkHFNb/vJnecxlN2xQydXaizqaGAPTD40goxDZSRSxoOpC9i37QiF12YT3nwM1vaNJBOPbl0cmDXtDC27N+NKIy1V6frKa4SjLVdvciv6ug2DeCB0eJX3olapCOwUIOSrfN1GFtdvkN+kMSC01eheNeH1fPbYF8lEB4axcUwUn64MFcvwOs1H+36t+K5gBqe+2s3JKNg1qQXRPS/yKVqV5QPmH5GbK0wW15nPo2ImwreJuwX46Mk4yX3rIv3pS8CTtCtZ1GxWi1QLd4ruvKR5wiqiK1CMK57v/e+0MUAVjcGKv/v+oE03pXkOGh/hzOtjONNCOijvsR2BFYv1rreiOBAIdDxr0xqVLnrUWPUrzyY9xDn+Al5Rc5hjNodz+wRKZcQhIPQ1lfS7y5Ljjo2IJ/r1s3YLcdZTf310Kh63lvX10mzo4o7Mh3W/F1GQ+5RZI6l0seF/G0XZhlWLg5f1RmakRF7PG1lpCXlnrhgsZwjlhSrUJSWYZKdgWpRPuY0jz3qO5/0iGbmNtSrqnTY0Bhoz5WJrun0fg19BEbX9PBlk4Nv3aeUn5nv+O7DztyY0ShpvH7v6pkDjfd0lfNkygaLdZwjZPppOGxrj5OEqxuhHhEay3jICXttqVy+9ZKT8COX21an//XiG/2sQlWc+FnDrkTEW9dpwPfoaugnf1prOJc73EXWSjlNYbopvwlY6rfOnfT9jJu4cQvROaT02YyeC4TBmEY41axDczpF+3Vujat5Ab79GFVcXuobof4oW4W1BaUw5Cr0YwvJCFce7znmrerrNEibvsiYtsXN7TqpvR+Jy67GvtAvwmj2yUAi3adY1EOeuXkQD4UCmPtsfgA8igsHKQvxt62dJhl8I5hkqVGo5bS79yp7sjhzLX0W5nRNdI6S6Gzu81xA/ZB3Lf74PwQqCYpaSNOEHXl3MJON+KuUlpShMTSjJzKYoM5eU+JeYWBnjnJGG0rzyfK92N6/A5Gt6fWVagQU5W3/j5dk0ajS+h12A/vMUy95+ia1MjqJxM/xHPak0Fdmr6xkozLLE34+tG1LXuw4Z1xOxLMym0MIUq5eJqJWmyN1r49jUlrQrWQbr0qB+jwBUpaWUFpZKsg78t/HypjSPcdqVLEpOGl60rAoV2XC66C63xc7fGqvqlhRlFZJRwbgEeEEpLigNHP3fRUleEaqyclKT0yRecoWZHOv6lhiZKlGXqwwuaCqUcoqyiiFfP2PKO7zDv4N3dOV/ADR0ZSsvc8x2nuCVn9YzB9oJtyaPGghewZgDl/ir2VZRUbgyL07F7W17taDdaH+D56hIE6647/CUTE4GfYshVEZt1j3PqMlB2HX0ltS/fHFDXjaQmo02sdfIb9dcjNuol3SUO96dDRpGFvY2TJroI0kdZOjeKmJO558YfCSMWhijkMnYOe0M/Xva4fJdR8aYzBHz5OqqK9tWr8aO0MNc+WFzpYqNIX99TXTvxVxV5bNOlUo25WSjBrQdvr2tNcYKOaTn87OiNiYygVQRdG4JQ7d4iZPVkIPhdFrhUWW7VnzOdi5OksUQAPubl/lm8nWx7P55FxmyvbPehE43r2jF5+k3zIdFvr/Ru6MJxYHSttaU7zOsHT4D9cU3gpb04vTEvW9N39StU1PG0PNc/v468RmVoqS6ew02NP2D6MFrcGxqS8MRoZwYKaSRaTi8AdmTfpUIajWL3crp3ADM2kqvWXeSpHmeFa9Jg4Mhf3HmmwOAIEL2w7TzHPvkCtGDIvXuobL7qwyffx1MPac8vv32zWqnGoRHhaEwk2Nz8SLfTL6Ok4crWwbGcqL9FIPlnVvbkxKjVX6tEVQN3wmDUVnZkVC9K8XlSppkHub6mHl/27B4Uw7W/xYaDPXGYsIU1DIFlpcO8ORQTJXGuyG0uraOWAJp9XI7j9b+i5rjwsQ2M/ScdHONV4TptVjS84z519Z7rFRM04tXrArG9ko2fnZYkje2sr5cF28TemCorOYZafo5Kwc7SotLKCkq4ueF9STfS8f1Qzj15VYaDmvE59lTyU2vnGa6fHFDvp6SjNLEmPBzw5jRUD9W/9el3tS7t5/byzfz5OgLyT63EGdS4zMl8Zm68Bvmg2NgAx4fuVRpLL8hdFw/BJmVtUQ0StNGCqWSXp+0Ylids5wPrDpdYEUUnElk+dwzjP42SAy/CBgXKCoVa86xNPNbCT23/gd1JWlhNNCoY2vCMo780ZYX332GTf2adNmtv6DyptCm/iOC2LHmtKRcoxF+yORybH3rIjc1AbmcIw2m8SxNgXsvL70c0u7dXZEbKfTau/m3rXk/9lMGjgqi975+YuqtWl1dcPavrUcfNnM1oZqfYIyb2phhZmeBqb01N9ZfEp+3ja8FcqUCVWk5cqUCdblK7H/8b+3ELu028qJ8ZGkp5Fy/SfrtF5QVl+HsXxtVSRkJf940GD8ftKQX2ckPSb+bUmnap7eFc2t7PLsHolLLsf9uRaX9XMPhDSTpyI4vv8bFQ1fEZ2Fy9aY4ptbpVYvvnFa+XsDVPtcaQdVwCXCnIDWLxK1/X8F5YtljasqMme7lgZGpgtx7b47DNbI2wsrD/D9Wxa/e1hEjEyEWV6GUU16q4vHh55Iydv7WKE0VZN3JQ2FpQcd7/756+ju8gwbvPLn/ACzutIKvdg8nN7mAKZNiqUia9Bvmg3PXYDptDEBcUj9wibXL6nLBWz/fLRhOwyIOejorxt/ObIO8ZeUrrRXrPBkl1Lno1Tc0/KwzXfd3wdTSglHjA2CONufqysF/0m9II2qESsU1VthvZ1yFa3wZZWAi9u0VwnWECe54C3Svuk28uHddKlqVn5HNrGkXwICR/f7wIMn9anBFlU/8+RGMLX+MLQq+llenqLCEed/HgImwal9UXM6QLy+z47tCun8vCKFs8fyFh9tuGzRwZRfjheN7h1GkVvGTKoUi23rYO7fG0dgWY9NqmJg54d4wkDq+dak/zo8xZPEvVTrPu+9iVNRwZl4K5NUD7f11WiEIaRlaQPAd4kX4Zn2lzcajG3OjwrVlNGomea/iTscaHLh0DVxdNJvUgr7xw+HFdWbmbEVfBkpQRnZzG89pA/u6HelBOG9Hg68KFdugqLicU/7v0err3XzV5BI7U2qR8odAh0y7koX8G3vtvTwDJiRJ2uGy/2CWhUbqvTu6XoDo3ou5vyeJT+9OMijidOabAwT/1JdTY3fxwzRhMhc9KJLE7Yn4DPQRvz1Dz1Czb+vS6gye8FKyT0hH5EUWgqdH95ns9F1LZlgEn4+/p3c9mceT8HHO5OBVgbb36sEzfsvrR020Rq6xvRJzFxOy4vMkBq6VlzkeHRtCWSnyV89ooDqIrKyU4tjr/5bnrCy/kFP+71GWX3m+2AZDvVEYG3FzjWGPp62fpcFzm7ubYmxphEf7+pSPns65LC/aH/+KE9OOGqhFimaTWpB5P4Wsx1nis35k6k2z9KNEd4/AIcAGMyfBe+vRww10NFI08YfmiYuINlC3/8hGzDlYyNh+maQ+es5ARlfKRDCEdr8MZ9bGiryHyjHvx6bkNg546/IVcXJBDFu+vExRcTmegd50CnGirFxG8+UhPPAR+ApNJzZnnssvRPxxDYLbwX2AquMov/o6jrpNvPggIliQu9HXNyO31JzrtQbQqPd98l4dkfRJGgOk8ejGOHTvQuaRaElqm/gNidR6nq03WX4TZE41KLeWejvdG9Xj4c07lJeWcvXCM6rZtaNZr1rc3/sYY3ulRLyxMng5pNG2VwuJvkBKnNaLJzdSsL/dDs58K223EcXTAakhP2VWa9QtBL2G8KgwkMs55V+HOm3N2es9Ewz2spXjcHg6XSOkx9TsXAO5UpgCGlWrxo7qE8kvlLH5h1PMmteCIvTzPJeXqnCo74JbSLHEQLwTFc+R5Wm8cr5DXB+tMVdeUsbzy/p9VOGzYlw/r49apSb/eRoF6bl6glMyuQyr6pYozZTI5DLkRgosqpljbGGMZUEaBbZuKEsKUN5JImlfHNW8HHl8+HmV70OTMQEkbT/zxhjgt4W9hwOZyY8pyi0mrop+TtfADdk2CnkdYy4e0unTp17gUMxSTreewP29j/kpQcUPfwjMNw1enE4VFbLfhPLXviuFDjX5BSW0kFlQ9KoUhdnbif7V712XgvS8/9jINbYwRqGUozA2ep0Xt0QSD21kbYSJlTGlBaWoytSYWL/z5L7DfwfvPLn/AOjmvjM0Ee646VMK/doSpwjEffkg0ZurQatr6+g1Rei03uQVW720Pg992uttB62H920ErXQn3Lo5dkErNBQeFUaHtYPpsiNYUl+L8LYMT53MGtu5XF50sUoPsO75NO3z0ehgSX6/yiBTyiSUmIjQSEYcGsY6VSpn1Hn4y8zpI7NlnzqLa+oiGrRciK1joKQOczOF6MWt7Bpbfd+eKz2WcL+pH/fVRTxQFxOnLuS2rIxIuRs1ZPpKoSFbhnNn8yHmH4pjqyodudwElaoYE1NzVpc6M3D7WKI/lMbgVmwnQ78rXmf7XwaI6s4aKMzkvPgrEacu2jbsuGEoYx8Jsc42sdf47lv9nK2657uyIZ5vrVaDuSV9/xVIPX93gQqtA9+kAyR4Cx7pxrd2iHkid/qu5cqSSwafu+YeIo1+YM+HRzi45SwHgndxNjxK3PdXhJLe4dpJZ9SMfB7NWcSdaUcJfbKS6IG/6LU3CEJKXfaEEB4VhvdHniT9S2tIVPbOJ/2ZhPcAb0m58Kgwmt78nX6TpYaXRrisKlRcPGjaJZArR64aPLch1E86wm1vIQzB1s+S771XM2HHYABOrLjOhYOX9erx7Ov+Vl5NpxZ2+I3ujbqmJ4UnjpIa9xDXtg2RKZXErjn6b9NDjawsKvXiVvQie/RwQ75oEzmlVsQ/t6GgSE3Luln4ZJwirZoP1VLiSd/6O7kvsqgztDdYWJNZszF2j6+/tQJ5h9UfcnnhX3oTeP9R/lh+NoqSHb9hHdSO724PpPNEoT9wCLDRE1ABQZBs4JM5HP9sM9d+u0Xshcds7n2O413niN+eBl0HtWFS9e1vjOtsf3o+XefZib81z9PM1YQtw47Rb87bxxkDpBxOZv1S6WJoxX7D3EzB5llm2NyMJvrjdZXW9bYhBhqETQomOvol964nM2teC5qfnM6tLafEtnQIsKGsqIycO1XHY9cIqobv5z0pr12PMlNrjIrzeLZilV5OVZlSRu3OLpg7CPGRuS9zsK1lj623O3KlEZm37mE39FOeO/rjvGshZ6cItFFzd1MCv+hAYbchxJc1wEJZTIPDP3Bz48l/673fP+8icadj+XhMMP3cLpJiUhunkqdc9h8sKXf65xvMrL+H451nSrZ3OD6HZy7NcX12kRMh0wFoMaMjY3PDefX4JRN3apWPjy29yuXDV8VnWv3WeV42aKXXv7ae2ZFbf1wk4KueyK2sebRDuHdrNwdsGnmT2GoMNTeMJzXhaZVq8g4BNsjkMslCYMcNQ1HXrEPp5fMSlXU7f2saDGzJ+dnH9LyGmsWt3BdZpCalk3e3EGN7JT4DfHhx4wmvLmbqjeEgeEXLikpw+mKksOHqOS7MO6Dn8W86sTlXlghhHW3mdKY0N5/70QlvpDG/CSFbhoNcwYNtURKPdlX9nCH8XVZTVbihyueQWsMXU5OgLkQFdJbZMEjuQBlqPiq/x2R5DYLkQtYBE2djqvnZUVpYKumD4bXQV0d/su8+qXTx8W2hMJPT4GNfzBxtUZiZUJZfSO7TVJ5eEd4xhVKOTCGXeOqrd3Al8Mjxqqp9h3d4K7zz5P6DoOn0NP//+HgCD1deZciOB/zcJJPNuwpIejFB9ApoBrfNSxcAX+vVZajDHDnhNp8fTaZaZ8HAWdp/K1O+8afF/i+5MFoab6tbV1CflrQZJdBpvJKiCPfWidJ67YkdOCqI7atOg07mjhOfb4XQYEl9fa5/Aryk79PhklhSQwaZBhrDIrzRID3PbEWDZX6PdajKtPkEVWo1seoCkq7MYDiPsFLL+FpenfYyK6rfusjRr69jfX4iyVdn4dNsLmaWtalR1wt1ST5/rW1Clw/O8tXuymNez886yeIZNTihFuJgjE2rYWHdhPpuXalhIHVIu/ndiP54HR0PT2NV91vUGbuZOx92ZNvvWygpKWXPF/tx/PB9yTGNb+2ArzP06tLFH56rsProY07rtI/uJFuDOcGrOJb7s+iFClrUA5mjE53qOMBMyPYPYF3SMYaPvw9o36UhY4PFtj+6PYajCCJaXwIRqZF00TmHe3dXhox/xto+tbm35xHrr/ow98cS8ho34crrOsKjwrizM4l6/bzF82jwYP9TJvSN4CDtJJOm8KgwLkS9jmE7nsRvP53Dsll3np6ZxqIfzqKM0hq41ds68vKsNm3TiVHbObyynBndrsFXUs+XoVhZQM/A1eBKo0FiPPzPpdP5Ujkbd/NnDHnDxKXiu926dQg9GSh44yqJydOFxsAFqL19ExMaCKJmgXHbsFeX8fnxuVT0mxgycHVjdBuN8MN22HDU544hM1JCaRGFrzK5t+cRpjZmFOcW/a2JfvW2jhTnlpAZm/NGunLFyVXN9o3JK03jbkF1MnPUmJvKeJJtzZYrnSgrLWdA15q06J2Fw7PHlKe+QpaRjsnF80RXkv6qIoztlah9muDsd568u48k+xzbNWdvUXt6tX+M6skD3Fy1AjaGDFwAe8tyehzowoEtxng2fUHAJ904/voVfHLkEqD9/hJjX/K0eds3XqPiyV1AEJXTfV9mNPwJ2TUpiyX9WDKRiwQDdlejDQZVZT80+oP1OFd6Pg0V1tAzChzfjP5JI/7tybfm2noObUera3MozsvHrVltaviXolapeRn3otKwD10IXqz14u+O64dgOXMBIZ/fIOfYMe5E3SIrPg/nFg4U5RST9Tib4sxSbOtaIzdSYGRlCUZGlBWVUnrsINW7mWLspk0BU/CwSKLVYORpxum7lbMPDKHJmACurxQ0HOJOC7GlA85/zoW5Zyg4k8iouckQGsmyRY3wS9pKdP+fsLEx1jNwbXwtuGTXg7sPzfjQ8ibpx5LZ8vNZjkxvS/oHZykulHrhOk0IxPjnGxClWUyM09PqMHc35cm5RFwD3bj+036MLZTY1rbHzM6C0vwiSl6+wnhiPy7reEErjqsaGPoWSl68wNilJqpiqaFZlFaMiY8vDo0u63lPc1/mUFpYiqqsnPxHgj6Cg58tZk52WLvmkG6WjVVdc72+J+txBmqVCrvjh1DaWFPw7KVBSnvWQyHOVmEmJ+/pK+4du623sPV3ELJnAvMzh3PHzIhhbtGU5GvjYyv2cw2GepPzPBvbWvY49exCdB998TZD0FWeBoEVYuZow4W5Zyo95qoqn9mqZ7hhjL3MCDXQRWaDCjigzqJQpaKzXNB6cZFpY3IVZnKMTIwMUrar+biS9ySFuDfka38bKMwUmNhYYGxvg0wmo7ywGLVKjZGpEQqlHLlCRmlROYWp2mdo4WhRRY3v8A5vj3dG7j8E4VFhhOwcR6c12pQy39VaCgsEilG/yQC3JJMNTS68hM3JSJRBXkM3vhLgvSFtSUsrYu3iU/z8epI7Ycdg1DsQ6aeWN66T17iJpB4nD1fOHbjKtxd/5mBhCJ+OPy2hfEaERrJ5mStDxgvX6te2ET2ntdS7Pw36DGvHng3aTvvjMYLxdHL0nxDamZDd4+m3p50k9y8gplrQFVjpeHganZfWktABVWXaScBLdSkzyp/ynFJqvUxlgNyR7w8vov9PtegQFcb4STeRyRTUrDeEWxcnExczFgAbO2fMLdyAK3geGcIzNbga8MgCZKvLuKTOx7ZaM+o3mYbSWEftWcfI7XB8Dl0WOBFxAo79XhNys3lZWMx1dQGHf9+KM0qcWi3DSKmvPHijQX89GrsGC3pu4I96vwqr1iv1hbIqIjwqTBQkAijq9AFFQGPTZ6KBdNe7E2uSjuORtI9Oq3wEQ7dCypCZ18egiXha9OobcW1j98xzIs3q86KphBNGwCcNMGQmaQxcQzj+2WYI1XqtKlLP7Tp6oxy0VfxtYmEmpn8CeHk2jSOLrnD1mFYcZaf3XC4uOoVhebC3g2ZxqWX3ZnQY1wTPUxEQAQne70loxW9jGMTMiMZrxixyGwdgbK9kVvOf3/rY2Aba70O9ZiEZK65S9TKIAFs/S8nExmz0JCLvtmS0fyalN69RkpDE7f2CMXVrU9Jb1CiFma0prk09eGJ6l4yEt1PJNHM1ocFAf1QlJZgXpOFimY2JhyW5xUrSchSkvczBvZ4jVspcymyqYVRawqv9R4n/LeFvpRwqyShF8TAZ17YNubdHMHIbDm9A2p1XqFw9CHR+SNw3q6jeyJWeXz8TxdIuro1jdItbXG0oVaUPPjmRJ0OXk7T0a6Ye7c5onX1uk8aCjl5R5PvXOeU96Y3XWFZLUJq3rV5N3NZyaju4KgjIadB0YnP6LdJ6aPveHAahwyTp1QAuDp8L3isMnqv4XCIs0hc8c+/uykjV9/D68VfFttFlI1S2/3PvC8huGFHwMp2b6+NQl6qRKWV49a9b6QJCVTj+2WbcQo5QXqcamQ/TRUNId1ELoPCZQPE0cU6imp/d6/c+mRbFJShcq+sxCTT4d4whG+86gND/rl/mwR3vzlx43V/9vkXoWQ912c9pvzA0X9/gwLtU9JNdnHWV3eHCWLoRa+AU5mZa+ma12oJacYfjczhs0hfjNr4ik2r3XT80VOb58wPJen3+tM3XSZdB2x2f0OgzL2RyGarSMlCpyEx6SPqtBzw5Lo2JNmTgVoby4hLKbt0kea/0PXBpVh11ThbmDuZUpLdbVbcm53k2VrXtKS9RkXYlCzNbM0pzC8h7lSfEg9awwqN9fcoKi3mV+IKcR/mYWJlQlF1I4s7LuLfzpLQSirBmcc+xiS3Zj9MoySjDqYXdW1OVje2VNPq0CSlxT3hy9AU36n5EvTQjAms8xSQuAWMLw6JcDYZ649DQE2Or51i4OJJX299gudp+npK4ewBl40BAMHKbTWpByvCFlMpyoRIjt1CtYoUqhWoomaeoibVMSvN1UilZpXpFhkqIt9AVnipOKSHL0vC3V1ZYTOKfif+VdG6qMjUKM1NkCgXq0lLKCospyi6kNL8UtakChbGC4uwSSSy2tZvDG2p9h3d4O7yjK/8DUJmnsO5rL5hbiDMZ97IpeFhEzskkfv5RGMTCo8LIiE4maEsfPk75mu8OCkIZgXHb6P9NjkFqa8UJuCZu8O9C16v14/ymZPsHGNwfHhVGu4srxZhWgD/rr8bYxpLozqskeV41x/yqnlllXI1GdEv3PiJCIzk4s4juM4W0MJNmtEXZ2hf1r1/Qc8QE+n6xmdkT2/PAJwTAIN3UyFRO7z6WrFq8m8K8x/g1MuXgjlVUs7YhLTeH2hgTKrehg8way9eDyeyQpdw89yVlJdn4NJuLlZ1vlQZKjVsxvGjQWvw9y1tGQvwd+sjtuNtlM9OPjdc7pjKjyVCOPyNrI4I3jWHoye6srblCL4b02m+3OPz7OfH3ZxOCsbVU0bV8L2OPtJZQISu+M9sWO5Amc+aZb1txcQH0ha4iQiOZnTSOZlvmcKqtMKkPXtab0Kj39O7B/9ZOLmX50klxlDMthWjtkIPhRHePEOva5beOy4suYuVlLklZs+qzPRRnput5ofxHNpLkdkz6M4nd605L3hWAY4MuEP2J1jukO5EP2TmO6H4rxLIrCqYyznyu+BwiQiNZucSXZ75Sz9yxpVfpNCFQch7dY97WI2bIq1zDs5aodP136hDvacdYyp495dRXuyXlQv76mt9Nw+gR/SkpsY/Eb8/c3ZSCh0WSshW942/CfyI8ZWyvxKWlEza1HDGxsaA4O5/y4hLKS8rIeJBu0DipDBqPyLVfL9AuchTlL1+IuYebTWqBuVt1jBwdubFkB+nXsqnX30OkwvqP8mecbB6vHjxDoVQyeZ/h/JaVUXkHfxlMrZ7aBSIzVxODgjgaOLe2R7U6Ct/jEdzbG8PT6JRKhQANYc0yT+57G17GkV+Kp/GWoZLY1jZX12LbqF2Vz0hzrvWWEZhYmeLcrycUF1H25BF9L3xEQZY2Zs/c1po5U+vgWXIT8xe3oTCfwluJ5D17RVF2IaqycuRGCm7/oR+r+X8FAeMCubkxlrKcMsl35pF4grAJdyTfuSZrgmZbh1UDUfsGoL4Ww7kZByjLKcPO35pjE85zZNs5vXN1G9yWU7vOS0QQ3yQyVnHs79i/lZiZIGT3eCjIR5WXi6qwkMxb9/5jSmqH1R+SeiGW+A2JhOwcR3r0aVFszb27K3mv8vVowm4hzijNlNTq2hx1aRkPD1+h3oh+lD5+xMPDV7BwtMChgQf5z9N4efMJuc/zqN2mNtU7tyE/+S6JO6+8FQsgZNsosLRG/eoFBfceVukV1YX/yEbYN/FBbucApcUU+LTi14TWXI15wLQxdpQO7S7ek24/FzDaHwtPd16dvVblImGra+t49cMP3NvziI7rh/Cs9WCe9+77VmnZNHilLmVC+WOyKccBI75RVMdPpmWgqNRqflS94Ja6EB+ZKdMUrlXWV7dPbdxCAjk1dtdbX8ObYOZqQsAXQahVKvKfp/Hi+uNKFxocAmyo09EbK38/zD6c/F+7hnf4/y7eeXL/Afj62DhdXRMRnxdNFT204Q+FQcu6vbeEimQf4kU88B1aJcj+30hFAn4esgNShQmhZrIteo03nGHP6/pCBrSm+XA/fJMOUIIJhV8M0pPW1wyiu/zW0Td+OOuXeXDlhTnSTLXSiVjE99J9mgmWxWypcb15mSsJ3u/xRWik6Jk1pB7MawMXtGmFwqPCOBOF2DZOlgVkArKt/wLgE9dr3Hw1mLX9txI2LoBPftTPJ7v2RzcSMmtRzVVov6+OC3kr1yrqcEX+ihPqHNaqUlkjz8HWsSnmVh7kXP6OkqJUGrX9ldln9dNMNB7dWKKsqmvgAuTHP6apzIKH3XdCaT4T/PqTlXaVJs/Os/zKEWpe3Yf/zZ/58OGXkuMMqWJr4LVnCRvavuLEiP1kHk9i1QKtgacxcDv2b8XxHedZv/SUICgGaPyCurGEuu3/IZFAOuEgGrgA0ye4kKq1FQEwsTEWDVxALx2KBrEN+rEkNJIlmEJoJJ0Htqb9w1nifjNrSy4vElQWp3gsAw/tPY9a34fl7+vHD8auvomNrwXZCfk82Z/M7pX68YjJO5LotBbCWS/ZrsHjBj0BrfdrnPlc9jT5jT7XP6HDyXlE/Ahel9dSMXLt8uGrXH7dZrqGrXfyIfjqCRVRfC4RkzY+1Orq8kYBncoM3PanIvi9oC8u3aSedge36lSvXQ2iwNLTjPzrNwxO8F54deTphTLMXatTfFZLh61o4IK+p+y/Cd8hXth51eLm5nO4NXXFzqsWqtIy5EojMhIf6XmWanV1obSw9I1iLHV61cJ+QD8yazSguaUF6pwsZKZaL4yVb32K/VqTsnSx6FXUGLiWnmbMr7uWV9HXASgvNSxAVNHgPNRlP6cnvhZaq0BD1zVwa3V1QaGU82D/U3FbSkwGNGxO5gg/nBvWknjd37RI0vfzIF6GNgYEj5JjgA8PukwQFZLrLujJgLxwSf9qPkfGkT8EAcQ/m/8pCQ8oP5+AopU2fZKmXeI3JHJjcwJnL99i2KiG7N71iMK8QixtLKhey55G13/m2uId/7FgzT8N7Ra+x5FWiyjfPFBU/teg/akInsiki44hO8dxy64NEMeJFdeZnh+O3MqaUqUpJelZuLV1pjCrkHpLZzP5e6mBK/btREo8uftab6fEtzllwyeLOgcDRwVRp4+WFdPh2CxOdNIOvEFTAylGiM+nsADKy0GtprywGJlc/rfawNzdlFqt3HgZ91L0oMuruzL4RUeOHbhPrqsveAfBL/0BKo3v1bzX1m4OWFR3IPNhFmobB5S1ZTh6PUOtUqO0t0P2Mp3UG5lY1jLFzMEadWkZ5p4e1GqVRlyClE7r2sFJb86SdlKg8D88ffetjGINYlffxLXDS1ybe2LVsjmnilrz5FEOHt41sFKkYdPei7QrUgVgp1YOWIZ0Qn0/mZRbLyupWcBvD9rQc/4q2NON459txsR5e6VK4pXBSaZki6IOzynlp/IUppQ/5WO5I/1ldshlMuQyGVMULm9Vl62fJbW6tYK/+T68CaaOJpQXFlGcnU/mg1RSr2VVWta+jj3mbtWRmVv9V6/hHf6/i3ee3H8ANCvola3MVzRkdiy0xvb+ZfbYjmDla8XEz78OJjdfzeeZEagKC1A4VSe6/0+S46qaIMWsvkm9OiZirK5za3vGW/8oHuPUwo4JdvP1rskQKnrc/l2E/PmlJM0DwJJ+mynWoSfpXsf9PUlCTDDwm8NCErfeYacqg82qNI50aU2rLwdJ6OBfTW3H8rlnaNCmIUvbRNNlgRMgGAeaXMEaMYkOqwbS61gvctIeU901idMHdlGY9xilsQ1/RHyK+qvf3ng/FalSEaGRPL7zE6rb+/B9fwRnd/1CIWrqYMILSvBsO4bzn1hzqeVUpk+59MYUNOFRYfgO8SJhc7IYS2eonToemSGK3xhZG+lN1t6Ejkdn8qhmO+55hxARGskfnqvEWDRD0Fzjnia/cTHibKXXD7BqqRePfKQx3G9CZYIfEaGRomhVZddl5WDHmK0D9LYbEvQCfY+sJjWSBh2Oz4H7iSwymkLgp/qq5Z593RleIE3lU/G5nlt1EwcHYx4+zOX6a+PKUDmAkN/DxFRFuqjX34PP8gwT3DVpvDTwH+WP2cjxmF05yokR0hjy+h/UJSX+5d+aHFaE7vNpMNQb23o1UZeVo7Aww9jVlZwbcchkMgrTsnmV+AJrF2HJrDCzgPSkLIpelWBdz5yi9FJqBFbD1r0aGfdevXFRoN38buT0+FykdXdYM4jsuGSurbhKu4srKTaxxuzkTopTMyhMy5Z4/zXQPPuwScH0vvwV6pDenGv+BSBlUvwdL70GGm9xxW9gb4vfodfHqOUKck0dsdqygPO9ViFrIX2f9syKEXPwGjp3g8R93PLpWWX/H7JjLJ3WNmT6uQlv9LSf+SWWs3uFSb2uRkPyjiTUavjM4zQxTf+92N3/CZi5muD3UWOU1paU5uRx92jif2R0+w3zofTbpdgVvsDk9F6REVFV+55fE8c0s2WVinkFL3+fM61mM3dGjFhHxfo0Y96Rb1M50WEqAEExS+n2gxC3WJkQY8jWEbwI7IPDvl940uMbilXG+N7+g8K4OAAUJsYoLCxQFRUZVI03BP9R/pTmFwkhUjrQvR6N4OSJz7WhJAozOXXeq01qUmqV8f1NJzbH2NYKuZECtUpNeXEJ94/c5NXFTOz8rfEf2RV1oxYU7PmT/JQsinOLSL+bTsHzYhqPaIZarTYYl/7vwn9kIxx7hnK/bjf23ahOSakK/3oyOhXvIXXTZokIqDhXWDsY6vhQEnOKc2+h9K6LOr1qUT3Ak5tbzv9tyny5Ws3vqnT+UGfwvsyOzxTV3nzQ63N6DOqO2s6RovMxxMz87ws+aRaddWHpaYbS4nXOXJUaEytjvPq2xLhmTTA2xbT3l5XU9g7v8Pb47y7ZvMO/BWtvC1pO15/Ya7xBur9B8NR2+tVLNHABNqyIYfuq03Te3oauezvrGbg9h1atyHlq9wV6Ompjs8ZbS5VK32TghuwUqKbBZxeRvemyuN3KS6DOtD89H5OrN/lz6mnaXTAcHwaCCqIGhvIYTtw5RGyX5XlTJPu3rzpNk5AmyBRyTtx4yNLyl2xVpVMncBDTjedJDFwAv2ovmD2vObfOxYkGLiAauMjlmNasAXI5J0ZtZ8KOwRibOjBy6ya2ZuWyq8yO7QXyKg3cDmsGiX9XpOiER4UReuc0z9QlXD+yHod6H9M05E9WGNWmkcycRwmn6bq3M08zzTj6ddUTes0z0Uw+ri67LLbTL+XfU34+gZDfhTIaA3f5h9toNkFLt30b5dSI0Eh2G33IPe8QcdsHd0eJf/sl7pWUfXpAOxkSBMcqx8EOu99o4Jq7m0o3vH5GQYt7Giz/3qm+ldYVHhVGbnqmwfuOCI0k83iSpKwusk8I+3QN3IjQSLoscKLLjmBG3jRMab2766Hed60LY3slp/dcwHuANwt9/hS3vz88yGB5QwZuRGiknoE7bXYrjo29j5WDHasWSFOJnP1oO9dVgRQ+1ve41PyoJ4Hf9MfWz9Lg+StCppTRaIQf/qNex6HpfEMAtvVqYmRpjsLCDLnSiLJXKSTuusGl+THErbtFSkwGd3Y84M6OB6QnZVH4rBh1qRoHTwcaDWlC7S5NsXCpxsvLVXtv/Uf5Q/v3cLi4R9wmd6mFiZ3gITip6kgifhh5eJKW+MSggQtCKEaDNg2pblvC2fAo0cAFJKECKwqmvlX7KMzkNJ3YnOJziVg42Uio85r34vysk5wP/JwLTYbxuNiV3leH0On5Gr26AgO1cWsRoZHc36N9X9tc+hXrAqmgTPvT86mITmsbIpcjeUa60P02NLnVAU7vuSDu8+rvjfcA7/81A9ctpHIRLV0ozOSYVrPHyNICuVKJVXX9d7hm5xoELelFg6GVawNo8CjmEcneoRgd+hehh7rR9qI2fn6Xn74RGxEaycmd5+m6vS1O8RfFNGI/D9lByI6xJP2ZROihbsydEcOh6XmVCtQdGJ5A+JFRXP5yA8orceyZFcPp1hPE90XXwA3+Sejv5vdYB0ZKhox/xvXOc1i134IzyfYUuXqhMDNFYWZKSVYumXG3KXj+Cp/B9ZAptelmKoPcSEFBur6RemVQuOS6H+w6KdlfLdCeWr064De4rdiXePRwExTNPbUaFKbV7Em5dpdHJ+J4fiGR1LiH2NS0BaBWS3cU1tYYpTzm2s+XSb+XiksbP5qMeY+AL1pibGNJWUHlYQB/FyFbR5A9fgVnqn/M8ds1KCoqp5mPiiDFKfL2/yXNcqHTzz1oM4LfCgaQ2v+bv3U+mVKGx8hBmDVtSsPBLf7WsWVqNTfVBXSWWxMis+ac+u2FAmv3akeZmyc8f/I/YuACBhdJbWpaoVDKKSsqp7xEhamtGUY2gkCWuvB/Lqf6O/x/C++M3H8AvneLoPflwW8st2LQdoPbv/wuiB1zjDAyMebQjHxxoPFIPMG3M9uwvc4vtF/cSixfva2j5HjNZOVCE2Fi3nH9EP4uovsJhuuptpOQt2yAmasJyitxNFspxFV0nWfHxu3p3L2axJmW41gzYh8domdLrqFW4ml6nB2gZ3TUTBAoliEHpRP3itTJ4sIUCr6uy6O/OvF57C3i1YV8KLfHrtrH/LLER8+wGDH+LvvPSOllumWMLMwIjj2AkYWZeI1vQr2ko0SERuIW4kzI9tFMyf2aoBhBWTFoUQ+98p1lNnwvdyGy0JXlWzYy85QwWc5sPJGcjFiy02NZvfAUnRfrU47sbl7R21bxGmslnubJ0RcoWvkSPSiSkIPh1Eo8TYfjcyjIyuG8jiptVZ4o59b2ordKNw8kgGPNGuLf8T692DdHmAB7NffF7T19D4Ohaw2PCpOoSjYe3Zg2l1eLvwPGCXGudTp4SOrQPKN+Z/vo3fvX09vqnef48mtEhEbSKGG3eF5dut7yD7dhail4JDTGoKZdwqPCxIltxTbQLQfQL+Fzvf2Gyldsc7eYw+I1d1rpKW7/0lgwchqPbsyG0YeEOLvD0954DoDATgGUN2tI9Hs/MmbrAFYWa49rc+lXVkacpkVxNC+v3sXGV6pqqbJzQmZtg3uQJ0bWb45uafRZQ4ytzLkTJSxuVPyGzk07ytnwfVxZdoxbW05xe1eMnsei4fAGBC3qQevVX9Hh+BxC9k/G1r0a+SlZPDsdy/0jNyrNW9r+lwHU7VMbdXk58gvR3Fp7gBpB1Wh/ej5xtd/H1M0Fjx5ulKlkOJlmorJxQGmmFWMJOfAdzq3tASHV2dYDpfj42uFvHEedXrUMnhN4q/yVHY7NwuTcNax69SErT05Ebe17qSoxPDlfESkYqhn12ujta1gzD3Nba/G3hsUSERpJjxkKhv3qJCk/O15Ld7+7K0n8LkxNFOIzajOns2iMVfyeXDs4sctvnSh8pDnX/wZUF25hcvUmHTd9alANtiLM3U1xb+eOkYM9qFQUZeSQckM6XvgO8aJ2h4YozM2wGz2WkJ3jcGxqW2mdGnbSe6cFGu7ZFoKn6erGW/SNHy5pC92/y0tLORFvzajJQXTs34qc1Azm545k9zrtYtPpNhPFvyuySKK7R4jfkbpDS/p8Lw150cDI2oiCR8JClaqsHIqFcIOp313mevR14m6moyzMwshWYEo8v3KP2NU3ubLkEs5hn9Fx9ze4d686ZvPVradkPZaKFWli9zdXWwwIFPwnJ15I2vLl2TRKUlJIj7+Hmb3QF5QWlmJWzRbH+sL3ZuJszP3e03H/fCAWjhY82P+UJ6efk5qUSsvpwcjGzQC7aiQs/xflhSrKS1QY16uP2jcAC19v5KammDpYU6vr29Fzq0LwT33ZaDOJyT+ms3BRAtt+PU2dWkqaKy6RvnSxGEKjgeb5BK/8gJETbrNl5SmGjX9Izc41KjmDFjKlDHN3U1pMbkuhcx0oLSHz9tM3HqeBmasJ9ylmuuoZn5c/5Jg6B1+Z6ZsPfI2Ce48oP3OM2J/2vPUx/w3IjRSUFZWR/6iI8kIVxhbGyExMoawMVYF+qMw7vMO/g3d05X8AKhP80AyUW5bW4JaP4KlqMNSbj1OEAfG3ZW4kenev9DgNDMVtLk6bTNqVLHGbIUVkzb6tNZaKq5Z3diYxqniJ6EHSlKnp44G5lRnJlxIMnrOyfKgg0IbN2/lgei2WogB/SZm1y+pKvIaG7m1O559IvDyF7LSrGCHD3b8PK3pWoyziBG1nd0JhZkr36N567RTYKYBbF5IpyhPavnGHxnT7trm4X1dMwi7mBKqhncWYvYjQSHbPN+OSv3ZBoCJ1tSIsPc2Y6rm8yrbQQK1WkfX4Gx49zmXelgTqvu+rVybzeBIhewZzbcVV2szpTI+zA8Q20dAQFy5oQkajZpLj6icdYdj4h2xb7EBsg34EnV/O6VZfScq0+r69xAAGaL+yP133d9FLt1OVcfwmqnxlNE+PHm6EV/+FhVlfUXPEYOY+HkirEQ0xtldSklGKja8F39VaylqrRXj/vo/D9gHMbiMsJizL+U4iSqShsdf282Sl9VzK8gu5ND9Gcg2aa6zs29Etp9n+Y/e1otqtoXKGnnPFbb9+upsvNr6vV06DZYsakeIn/S4B6iQdZ8T4u3r1PT+UzKblQgyye6N69O/jjK1ZCaUhzSSGoUbU7m0Rsns8lJXybNdhsp9lv5VR12CoN2ojYzxW/cmNnl3IeZCKuYMpxTklyBRyHOra4xrcBHVpqV4+Us++7jgH1MPE1QWZtQ15V65Rml8oEUwyhEvr4plcPEtQakeYgAeMbI9Rmw7k2Lljd/8SCYt/w3tIZ6jnhzw3k4fr/hDbomKfE7J/Mg/XbtdrK/furlXmEg1e1hu5XwDyshLSazbhep4Pzcxisbl3iZIadVj7tAu71krF0NaZz5OkewrZPZ73d7ShfQ8//D6qXBywMkNzwYIAMhtpc1cHjAtkwO2R4jnTjyVz7NgLBv/8Hl0zrkkEEP+OQrgGHj3cJLHF/01EhEbSf0RQlWrsGjT/tjVmPfuSZeeBw5V9vDhyjsStd8T9zSa1wKzfIEpMrTEqKeCpdQNK1EpMZCW4p5znyYrISvNKL3r/N0oLhQl4xTFu6g+tmTsjhtlJ45j+Ws1aU+Zfk0/w8OYdSV2afbe2JbJ34xlCBrTm05P9GCOfx45B15GlvkBdWsbQ64MYvqGvRMCt49GZpO/cjbq8HPshQ7hq3Rnv378Uqbq2fpYo/3Wcid/coKaPB8M/dqZt8kru/34QZ38PMTY/IjSS3f4bxf6w4fAGmDpYSyi/Zq4mOPraU5xTxKuLmVh6mkkWpvxH+WNsacrL2MeUFZfx4nQq7Vf2pyQjk5gZ0WI5Td+tC5/B9SgtLBXbu+OGoUx8MZpGDW0ZYrsXo5x0iq5fRSaXYdLQn+fb9pC49Q7t5ndDWc2RgnsPKUzPwdjanKz7LykvKZfkrn0b6IrMgZAq6Nu7g7l2/IZEzXz9Mg8Us76QaAO0CG/Lzrbr2Ln2rEQYDDA49lZEyJ9fstlyHLaWKrqr93J1xKy3CvWy9bMkKz4PWz9LrF2tKUgvYMOlB6xWCf3y93IXmsnfjn3zPwm3EGdMrEz1+k8rL3OMTI3E8AEbXwtqt/HAIbABqtJSkBthGTbbUJXv8A5/C+88uf8gWHmZI1PKCFrSiw7HBPGdvfMUooEL4PTJYOxchBX6igZuRGgkdjevUKdxfbxb6scDAowJDyI8KkxP6VBj4BqaMOnScur18xYN3JAtWkXoJ4kP+Cn4BMdGJrwxdhRg/lPtyvXy1wOuroELwiTgnneIhM6k8X7pTjCe3N5ITsZN6jUO53dFHZbduoXqx5PIZTLMfLxRB3Uncmk9wqPCODbmLl9NFajbV49do3O/AAaEBWFua83C6r8YbDOA1IbNRQN37+zzhEeFccl/CO1/0cZzVmXggpCW4m0MXIAph0fxacIr8rNv87x3Tb39EaGRrFpwWpz039l3hd+XaD03Y299JKhvGxhk52+zoNvgtsQ26EejEX78lqovaJT74US9bV33dxHPHTVVupofvPx9vfJVwS3EWbx3jUe644ahnPkllojQSB7sf8pPE4VYnW2yIbQa0ZDAuG2UZJTiO8SLxqtnCoJZQ/Xb3G9UH8nvOn28ORC0g0GLOhIzI1pi4Ibsk1LKKj6fRiO0FPe5d79i4YImYpnvDn4ufouV1aHx7Gu2R4RGsuqzPVh6mpF+LLlKAzc8KsyggQsYVM+NCI1k0/JTjJ/WjhqetajuZoudeTHTp16h7WItbV5+KZ7r4w9LjlWYVT0UlDm6Uu5cCwtnu7cycAHMHKxx8KsDgPfYj2i+fAK+n3WjTkcvHOs5YOvuhJF7HUqyc/Xi9O7uesi5aUc5PmwT8Yu3kHnvBTc3xlZ6LsemtnRcP4TSUhXqcm0KsYKHRVxbfRK1TM6FnIbcrtcHh7qOnBjxOyfaTyG650Lu7XlEyI6x1Oxcg+p1alLruXaCn7R4IxkPMvXo2lUZuACq0jKKz57i+eY/sDn+O83MYrnSaBDR7y/jTMtxdGkgeCN1Paa6hlWbOZ3psbUZuemZ7NtUtRrsoRmGqX25bVvSIHGf+HvA7ZGAoIQL0MX5Oh/1daTZGYGd8PWxcWLZqij1leF/wsBtPLoxPoPrcWhGvp6BayjEx9zdFPP3erO7uCfnM3xJOX5BYuACGH/wKY9sG5Nn6kCGjTsPcqpx/YkjF5+4IH98V3wOnn3d9erf1WST2DYaRgUI7aVq7sfeeQquLbyh136ZKRl8N0vwxvf6tB3hUWHE/0sYV+1shG+vXWMVCZuTCenZgJ8yB1P6KpWzX//O89uPWNxJGuJzyrYfsatiubkmnpNB3xJ4dh6leVrDMys+j/RCc8aEB/Hx0s6oOweSF5dAxv1M8p5LPdrbWmnF95z6dMe6VQsJo6PwmZB3OCNRyANfkXlhXdcN62aBuDSty4vTqTjFXyS5w0SJgdtx06e02zBOz8tavUNznkzdK/azx4dtYmnjPXzgFoPRkzsUVauNwtSEtLj7PNm8i7xXedQIqoYyoAXI5GTdf8Hj8w+4fyyBsqLSv23gtghvi5WLvfjb3N2U3bYjuXrsGjK5lL5trC6iJF8qDPXi2n02/yQVNgRBN0V37K3MQx494GcG3ZtKlzNfkfjdfPLuvzkOt9EIP2q2qE3NzjWQKeSk3Egj7UoWPeV2rFd4IAPu8/a07eptHWkyJoCAcYEii+W/gbp9alPdv7YkpaMGxamlZCXkir+NTAWWUFluHuriEpC9M03e4b+Dd2/SPwQRoZFM8VjGvJDVdDvSgy6LBJpLwerlYpmkP5OQv3jI8uJvxAG0ZsIZLK7fAOCHuLFkNmrKwB/b82PvOxyansehGfmE/PYZIAzEVsHeGFkb4dnXHb/EvUz9obVkMN6xUEt/q3h9FSlsnbZI40ZOhEwn+v1l4u9fhu7Uq0Pzf1Z8njgROPblHXG7ppM9/fMN7Qq553KpMWgEJ5ceIy/7Nq+eHuXZ/e3UrDeUpfE7MZcpxPYAYRAxunyC8vGDcU04S6eVnvR8/hOBnYSUR3VrQj+vWwwa3gSZpf69l+ZIJ98RoZHcOhcn/tZ4jP4OnFrYSdoDpMa75nn4ysxoJDPjFxsHTqzQChAZMoxfXczEPlqIDe5wbBbt2lSeZ+79mW1oPETwDN9cE29QtORpSeW0tdXyWYTOtRGvG+B7phss2/3jtgYny7kvtO3qnymIc3Te3kYUtmkbEUrKsGHc3fUQpy7C9fX/JoeQbaNI2JzMqXaCcbpr3TnyC8okk0BNWqC9s8+LbXV2yhGD1xfdc6He9W1cpqWlqsrK6XhkBnb+1uTdLdRbNMh8Lih5uiQYVka9461VqbaNvSoeM9VzOZGLTtH6B8FjqDthfltojOaK36WRXM2iL0sY1SWFBtvHolapKG6gNZZdwkMElXYdaOJLvT/ylGz3STpIyJbhXPv8e+InRnD/hDbG2sjaCO+PPKkRZFjg5F50EmUFRajLXk9astJ5eeIS11Zc5c6OBzy5cJecM2e59nOMweNNnI1xCLBBaaYk53l2pQJpZq4m1O3sh8zUjH7t8lHU98XYXktBdgmozm37Nuw7lE6JSimNpRMrseDJ0RcM+6UbJzpq6dz2P0ditW0/vhuXGDSqKsK5tT21urqQc/cJRpbm1Ph0MFkdB5NvbCsp5xn7L8nvhQukuclNWrQRGSYaVG/rSMiOsXrnPN16AluWCuNF3SbCt3K411HKcsrEBVLd9+NcuNAvz97vwdwZMXw4q5z8gr8nPve/BYfg1iRuvUOiVRuClvQSt1eLu8RHd77QK1+rlRvHjXtw6OBTXKwLDKZwKTa1oXbmNZyv7aNG0jG8bJ6xfukp1i05RaffW4oLdoa8ubMsF4h/D/ulGyBd1DofMJwhl6Xx+MFnFzF6Uz9kLRoQHhVGgw99cGxqS93Xa5cu3bwIjwqjOFAQ8tq19jTjypdweuJeieezrFyNQxNbjO2VlDdrKDnHyTE7KC8uFY0pc3dTNm9PwSpY+M5LMkqRyWUozZWkJkvp3nX6eBM4vpkQIvFzPcrtnbF2lY6FuckFlBfqGysASv9Acr1bobQWFoImTIqlRCUNbchv1J5t5mEYLd8iWTxQ1/Nj5tQL/Bb0h7gtunsEF5oM49So9RidP8K1VdGkJLziftQjXt1Mx71DA8os7Sh68pSsJ1lkxuaQfi0bMzuLN9KtddFx06cc6bIWu+aNxW2enT05e15YwK1onDmlxPHyplS5WVf8TvMN7Wu5TS+fdlFO5UbnyTE7ODvlCCkxGTSb2KrSciB4wy1dnTC2MqesuIzM2BxRkblcreaQSrj2DjLD87iKcAtxpsHovti3CkStUv+ttGxVoXpbRyyqWZF++7nBxa+SjFJJDt7yknJKC4opy8sX8jerVXrHvMM7/Dt4R1f+B0CX4qKLpl0CuXJES8/T5AutCA3dpuPhaaiNTDgRIhgcgeObcXXZZb3yIKxSK+at4o8rtTi45awe9ar7x20Z77aHF6vXMzRTm6/MEPW5opGwf95FcjLyWaL6jitLLlEZGo3w46MnUu9BRZhfu8H0KZcYf+hzUiklTl3IQVUWj9CuqHphynxFTTaOOkDqI2HQ0VBWKyo0V1Rn7j8iiFFGazhfcwgFAY31zh+0qAenJ+2X3K+h/Khvgv8of2JXaT1RmvrqN/WhupuNqFSqiwK1ilHlD5BVb4N30x+qpNNW3G5ua82mqTKuNRwo0mQN0cV0EREaya9LvfliQpLes3BubU9KTAYnVlznwsHLuNSvzdAVXfWOr8xTXVGVWGyX1zlt639Ql2E53+rtb3dxJWdajBHpta2uruV84OeS+nXbZU+EMX3CSzgwq5TjZR1YPPssRyc85nhX/fROAKUxCSz64azB63sRlczGZac4MvmVxPBxTzzJyAm39eqqipJtaL+uCrnu8wsZ0JroP2Mk5R0CbEQmwdvAubU937n8RFFePgdnlRAfNkWiLKtRU+9/azKq0jKM69Unus9S7TVsG8WE+8P4pm869juWGlQJtfWzpOB5MQ5+ttTr1UJPobVWVxfyU/P/1nUD1AiqhvegjhS/TOXRqXi9lCAV0TYilJLug1Ejx/rBFQpqNiDNojY2JalYXTpA4aOnWDRtyuKc4QwNSBTVljXX6NywJg9OJuuxWzaNO8zz2wLNbk+EMSlTp1bpwTWyNqLFsZ8oNbYgbcY0anZsQlmb7kTeC2KUuzYPdPBPfQk9oGVPGHpvfAbXEz2Qzw8lE38rl6vHrlVaXoN2C9/j/OzD4oKA5nvRvF9/BW7mwtwzdFgziO21v2fdEsELNSAsCM++0oWPeklHuePdWa+vt/O3ZnKNRdg4OzB6Uz/+NxC0qAfZd59IUqlp7kUXGrr+ke/SONF+SsVqsPIyp363BuK46N7dlZEqIdXO5mqL9VSD/10s7b8VmVzGxu+Nef7ZCGQKmSjm2KxrIJlp+dSp58C4p+Ml31aH43OQPbrD8WGbAMGoydxzk4ZOL3DcMI1L82MI+T2MTr8JNPTuH7fF/2NhwTLkzy8pe/6c87P2U6u9K8MLphAeFUbL6cFcmH0KWz9LqnlXE6m5xvZKAqIjudBkmPiMf1vmhuX62cSuvUJJRinG9kqcAx0xsTLh7q6H1O1TG/fBPcDYlJxzMVg3bihey58LbbjWcKCkHR7uTeZfv5yqdN4QEjWVvlubsGlSIVa3L3C+7gi81n+mp9Zfq6sLtrXseZX4Emc/V4xMjXl25QH5qQUUpwpjWp2utbFwtsPIzISrP18Qv4GKdGQNQnaO42StEbQtPixJd6cJBdHFuCntsAjSDxloNqkFfeOHS7Zp7lWmlLF8wDbyM7L1vtmWU9vpvbv75lwg/qwggHc4PJ2Twfrq+NXbOiKTyyjKLpb053+o0tmtyiQXFYPlDnwkN7zIXbNzDXJfSJkzFbM+/G/B3N2U4pQSygtVKMzkODVzwL1DA+RKJWUl5ThO//V//Zre4f89vPPk/gOw5yv9SVxgpwCJgbvTd62egRuydQQRoZFiB3686xzRwPXo4SZJIVMRtu5OOOY84OAWIaXLsg9+xyFAm+3W/2NfuvzoKBq4b0NfW9p/KxGhkcSdjuVR/F36JQiTq8f7pBOH5B3C6vpXRlK1T41X65Iqj9Xlr5hT/ozRbZ24eLgXA8rvMrr8EatVr6hXwwavwFns79+BjQoPFihqYiSTiQYuCOrQNW7F6KUgmrhTKqpVx0VFdO/FBg1cmUJBwuEsISUAMPjLYMKjwv6Wgdv6hxBOrLjOigabRO9Sh5PzWLigCbvmW7Ai9KLEwNW0AcBWVRpZCiXuvqOB14qZOlgtn0XItlH82H0t7w8PkjyjgqwcBnyTjW3sVdr3a0VEaCTlh6+JXr+kP6UejpAdYwmPCuOLCUki/XH/vIvipKT2r8tpEd6WDuMEj5MhAzdyaT29bRVR0RsWu/omEaGREgNX1wt3psUYAuO2iTE9884F0nZeF3G/Qg6Ondsy5egXhEeFcbHJpwAcL+vAn7teANKcvhWx6Iezle6rESp4xXId64jbFvTcIDFwdb+J3FP6XqMmYwLEcpr2jAiNJOS3z/Rir/ZEGBMeFUbz4X4sWBAg2VfRUKxKBOpFVDLjrX8UPYFnWozRS50yOX0SoQc+RlVcwqNj14mdswEQKGY1gqpxpPY41Co1Lld3k/f0FW3mdBaphm0jQmlz6VcsqplTkiHkqS3t0IeAcYESmuPjw8/JiM3DsXNbZAoFhqChSTf/trXo4XFr6Ulx0xDK3h9G3Z6G6dqaa+246VMUbUNQyRQoS/NRW9hgmvkMt6cxWOQ8B7WajOSnUFJEQ0+wytPmrjRzNaFOz9ZcXnRRz8AF+PkzrcerT3gJpYX6C0SOTW1FVdqynDLONf+CS40/wdHHDYArPcYyptoO7k7Wxpe9ycAFsK6lVRBut7qLaOBWxIkV14X3aavQ15/55oA4uQ/ZNopZJxpLyqd8LCiry01MGXh/Bkc/OENUjyO0/PVzyTNa0m8zn41/YPAal7YTvG7ZKen/sfDU29AjO5ycx+lJ+7Fv4sPob7Uq44ZyPl+7noVL/doGDVwAt6auFKRmib9TYgXq7rFhN95o4IZsH02H43MwsjbCLcQZWz9L7PytcY6/gOJyHM7xF2gS/yftT89n8/dG7Bt0GcWa+dTv3YyUmAzCo8L4/OtgLh++yt2rSRzZdo7S11ocwWcWcnFtHJvyB4gGLkC7TeMJcHpEXpkFyhHh+CXuZal6vLi/axOdfqG4CHV5ObU7uuHytXbx+M4HCwGBwqxr7Lm2doYdAuulbhMvps1uRaJ3dy4vOE9JRilWXubU6VobO3cH0u8JHj6FsRG59Vtyy7M/MX3WMTVVq6w/4Jtsrv0mzVv7r1+kVN5ti6XGV3ToXHJSM8gycSZ6wM8kPTPDZsAASVYCADt3R0ztrVGrVMRviiNxTxyFGcJitb2vDa6tnbl74CFXl13mYsRZCevD3NGwVzO63wrKmzXEKDOFdguFPO7G9krOP3LFtrqWnfLj/Kb0yt2EawcnWl1bR8rhZGomnKHNnM6s8FortIscmjexo+/nwvvZYKg380JWk5+hv8DnN8wHi1ZSj23txFOigQsYNHABSgtKKX/twdUgUV3Ib6p0WsusWKaoVamBC/Dk6Au90JD/fxi4AOaOppjXMsXI2giFmUL0nJcXFkm+0Xd4h/8E7zy5/wDoCk+F7BzH6OsDuH1FS6nb6btWzyNalSe1YiJ4EGK8SnLyeHA80eCETheyi/F0SFrE8aEbxXNV5jE0MjGmdbcApnnvl0wsbP0skf1+UiJ80uH4HE50nCapQ9cbEBEaSZuDH7FA9QIXlBRWC6BFWhJOMiNazhtLztS17Oz4E9+f+FbSDhXvP+jcEu6ER1DNy5k5tdaI9OI+w9oxpnypuPJc2eosCMqbt/c8pWvGNSK2l/J5w+uiyFTIb5+JlNi3QYc1g7gYOJmA0nOiImdFxKy+SUNvY5FeFt7iK+LOjaW29wjcPD8Sy/04vynZ/loDSHP/DnGXmPTNDQAatGlIr+lV0540qNXVhS9kMyXP15BomEvCOcZO1E5gKgotVRWHbajuiuUqei0nOS0Uj+14dCadF7sQHhVG8E99OTV2l1i3uZlCIvihqSdk5zgxZZSrlzufLO9CRVQlBqOpf8Myd5736E1JRpnoBdd9f/fOlXM+8HMKzyaybI500n1oeh7lJw5xbtpRPY9zxTY01F4VoRHQMvQtHhuZIIYK6G4f+lUwLt2kdPS2EaGV5g6uCP+RjXBo2YRXpy+RMnETyzflMXh5COpSNcHL36e0TTfMnmjP7f2RJybW5jy7+pi0K1mieNuzSZ9gH+CDzL4aZXbOoFajKMim6OJ5SeweCDHDfx3JQ2miYKHPn0T3ECiiJs7GKK0UOPs5USN8MqrDu1B06U2SRUuqK57jdG0fOTfiuRN1CwdPB2q914YXxy8hN1Jw9tO9mChV9Hr1i5he7W0RdH45+4u70tXqrIRFUBlsfC1ouuBL9tkM48K1Qlo0MaOmbR4lKiOsxnWRxDRvmXCUJ4lSL9PK4ml4dAmQPCPNM3WsWYMRawQKcusrkfSsILCteTcaj26MfTN/EtYdwHtQB7ru1aZmW764IS8baPsHXYG9N+XKNYS3FalqcX0jr0xr4/7iHKUXz3JrWwyZsTnY+lliVcOKzAdZBnODar4dQ++tRw83qs+ayYGsdtRxzMNuam8JPfLxvmQGJ03kzDcHACF38qraSxhnGilhLuii/cr+yJRGnBi5TdxmfOUms6Zd4ND3hTybvwT3wT244zeQV4U2mCjKaZwTTXL4fF6eTaNefw9KZ2+gZvZNcjauozg7n5L8EvZ+dJgOfrmkNmwuOd+dnUnsWCMoLW9Y5s6KfXYEt7Lk3OUCLh8WFrpXLm1IY097g89oYe+N+Lfzo8ukpjSb3Aqz6tW4s+d8lbHzNr4WONZ3lAiuHQjaIQnr8OzrjmV1W3KeZpBxP4N6oQ2w6NmHk8Hh2N+8zDeTr9OgTUNJ+A5o3wMNC0t3Gwjf99wZWqaK8kocrc9O49T4v2g2qQVGH43gqZkXTpETubrsMo1G+GHfxIeXZ65LRJ9s/SyxryMskuSl5FZqrNn5W9N48ddcHvWjwffLxNmYl/+6Sf+c1RysFsaS2WeYOL0dHZUn2Z7akZqOpTxOVbJlpdRgV5qZiiJkmnGo4Le5nBj+m9imFdvEEBSX45gzXdAB2LHQWo/qDEK+8hexLyjJKtOj+v5cnsIZdS5bFXUxMpZjXc/8P8pr/r8Fc3dTrFzMUZopKSsuR6GUY1vLnvzUXHLTy2h59vSbK3mHd3gD3nly/wF4tVvrYeu0xk9i4AISA9fO3/qNnaeugdv05u9EhEbS4+wALOvWxnXTOuomResd03h0Y/Ea1C38RAO3wVBvjn2iTVUjxtGOSuTQ94V889entBnVSG/lPCs+Dzejp6LHadkHv9NlgZPetesauAW5j1imekmwzIpVCnc2Z2YyRuHMB3IHak37HT+ZOcYmdpLzhEeFUXBG2l6n20zkxelUPnoyThyA989W4zPQR5JXtNfDhXrt4NnXnQ5rB1OjcxscmtgC8FXtgyT0C8N/lD8twtuSeka64PBwb9UegBMjfsftx34GDdzjy6/R8voGmvoZYRXsjUqtZo8qk8RzY2jqV48vZmljsmfObSkxcAExP2PdLeO191WFgevawYmQ/ZPF52DtYvNWxtZz3zZYV9P3ukSERjImXOtdcU0w7Bld9dkeDn1vWFSjosGs67XMPpHE8c5aI/zU2F1cWhdf6f3tm3MBAHV2pnjMs+SHevcG8NGCDpJjly7SCp9pjp2xWkbc4uu0OCikx/hl6E7xG9jVaINo9FQ0cFu/15zTbSZKqIhv8noF9RG8lrpiZiBQ4kCbIsYhTn/iqBsLr4s927Rt1fqHENqfno/MSIGNrwXGVwznhtWFY2hHOm9vw+AXE/hh8TPCPrYTJ1h3Ok9iR2owagtrPHq40XJ6MC/jXhK7+qbeQlr8+niOD93Ik827UNyLR1GQjSwzjSdnEiTlLD3NMDcuZWTfchZ6/CYauACmDkry7hZyb88jTF49xLRVO1KXr6DBmYU4nNxKzs0Ecp+lkxWfx709j7i34yT3Dz8iYXMyDpalvMqUUVrDQ0yh1nh0Y8m5Q7aNwhBOt/oK6/beb2XgwuuckGo1Ll80o+NXAVgE+ZDRqBnNY5fjO/FjqsVdImS/wJD5eGlnPZaM008/ow7pLUlZ1OXDNjTtEsiYvVp6cFV5ae379EJma8fLs2ncaz9Osu/rKf8dSq4Ge+cK04g3vd8Xm3xKzQOLKT59nPT4e+Q+EJgMWfF5PDn6wqABoos1dZbS/IY0J3nBjzvoNVXF6oWn+Pbbq6KB69HDjbpJ0Wz9+RS5D7QU87z3PmPvxjOccJFSTDVQX7xF1/1dmCeX5j32MbvDbw4LOd3qK/LnbmN3tbGYyIrxMrmLt+om16xC+MpyHhGhQo7qkRNuMyOmDXaDBlGtcT2MLYwZevETSj/qSEiUtO56/bwJjwpjy9IaPO/Rm9BvmmHW1ocZ2d+weZkQY5rSvBMA/qOaUP+Durh2cEJhJmfXjLOUFZdw9dg1gpf1RiaT8fLCLVJvZFbJ9shOyBcN3PanImjTs7lo4GoYXXIjBebVHSjMKiRwyiD6xg8XPYz30qzwDPTmx25xotfTyMSYfy3RekA17KiDHXYTERop6hbMnSGNwS9t2hBZE6Hvy7yfglnaQ+pdiBQp5UXZhaScuyExcBVmcuzcbbGr44xD/RpYu9pQGTJjc5AX5VO7TW2D+4tTSnC2LmGzySiWzBb68fQcOcbXT9HcI41nGUpib2bhGejNx2OCWbXUi66D2ogGri7KC/Tf4SPfpbFh9CG97RrE3tU+J0MGrt8wH+y93DB3MEVdqpYYuABBcivyUHFRnUftzi7Y17F7Y87jltODaTjcsDjp/xYKnxVjZGKEqY0ZZramyOQyMh6kk34vk+KsysOq3uEd/g7eGbn/AGz+Wd8wiHovikWvvqF9v1bc36OlQU6usUj8uzKvmO6/fpMFasqShY1BoaBk3neSlDzn18QRERrJT36bWGc+T6/Oj1MmSgxDEGK1ovssFdPO1E86oqVh/qk15OJ8+4i0ofF/DBInc7pGkQb1m9Un9/xIPGrVYKzcGblM20nrTp6WL9YKboQc+I7y8wk0d5R64wCaTW5F9TqCskffz4PYnxusJ9BjyBtb64tPybgcR9a1OOp0FjyB6dv+wKamFfYfDuTJkPncXKM1HCJCI0lMfHPM4e0/7ultiwiNJOVZNheaDMO4jS+Z6jK+Vz1jrSoVJ4/+TE0sx29wI8Kjwli4oAmmQ6TGa8ieCSKFPetBCn9FKKtcMd498xxxx5/zWbfJ3ItbwlFVNrG7k2kwtPK0HJNmaKnZOalSUYqI0C9/UyUAAQAASURBVEja9mohep+rxV0ifO4LcR9o39FR6/sgLymociKsunCLpYv88R+lNTYN5aON/lNfqOjrY+MIjwqje4hATTv+2eZKz3Nlg/b56bZXWoE0R+yu+RbI5HK2/Xoa43vCYkl2Srq4//KC8xKFcYAmIU3YPd+M4LGNJdvDo8LYsMxd/K1rUGvQZlQj1i6rS1m2oDqpMXLyXkjbfdI3NyTvclXPfMvYdIztlcSsvknPmIEcoBePjl3HdudBvFdLKYEhu8dLf28bxRMfrYJ71stUSsoESquVlzmOvKJPjYsUnDlF9VkzMQvuqEeFq4jbf9zj+NCN3Fm0jhcHTvD8rFQExyO4DoGnfqBsWA89j6uud6LgymUOmA0k71Uulxbs48zXO7m84Dxpd7TKsQqlHHMXEwBM+wbS/8QQTreZyMuzaeyZFcPA+6Ml9XfaGIDsYjyJ2xMJiBNykr+NkE1FsS6AmFErJG3h3Nqe4TeH8C/zUSzbmEunlZ4G4+vDo8Kwex7HDWUr3L4dL+77ovFVZhZ8J4rMVIarG28RdH45nZe4iQsfoydKFwHLig3X0froj1XWrUHFfrTXVK1IjG/SgSqPlRkpyH2SQuLWO5UKiWkQvKy3qEAMsGfDGd7/roiohZfZN+cCfol7GT9Ju1Bj8joXc7NJLagZPpFVB235Y5EdN365IZaZtVugkde1fqF3vpyTSfz4vWCIndx5njZzOtNscit8h3hhWZBG4tY7RIRG8tXXcWzdmMgd785Y7PyF/WmtmPKdfs7yZ/dTSbQPRm5qSvKOe8QM+I1v3ZbQaVlt2szprFfe4dAaiaEfM/M4Cd7v4eShfQc/uTuMYTnfUrRiP3OCV4kp+wCONovAqqEPJlam+Azwolpj6YKwITgE2NA1woGZ9feI/W76tWycW9tj7+WGaYtWmFqb6B3XP3cNA+YGEdM0jC2eQlYCSzsbbA+u0yvb/cT7hEeF8TTHFhBS8VTEK+dGWHmZU5JfQs7hI9zfcVzcd2f3fT2FbLsG1hiZKjG2scCyngf29VwqVinBnZ+2kPC7dHHHLcQZx6a2ODa1xcK4hEN7tUa0qTG8PH2VGpHj+dD6AN+9n8LyXnF4DGrAI59gAj5pwKx5LSqehpgpB8W/Nd/zifZTeHn/ibi95fUNkmOGnBtcZTiYpYsjpbkFFOeUGNTUaCgzp4nMnG0W2VhUt6Ekv0TPENaF/yh/jMxMUKtUktCg/22oS9WUFZchk8uQGykoL1WRkZz9VimU3uEd3hbv6Mr/APw7NLFD8y/R7dvmlVJAK4NGTMQQzq+J4+TO83rb11tGSGJ5dM/pnXyIoV8JHfj+tn9ybtpRjiy6YlAkpfUPIcTMiMZ3iBdDUr/m6MSnHO8ixIitKn9FlDqLRYpaeBpIZP4mUSOA3ycd51H8Xb3zVoWOR2Zwxn4AFsoSTI1KqPHrl1h7ufOg03hi7jnxWaOnZP4yi8s/aj11zq3tsV+/xWCO4rdB9okkPeNtXtfV3LrwNXnZyXgFzsSuWjNadGvK7dhbJF/6C6WxLe+PHM202juJDp1L7cRTTFuSw+SxNSSU8KqgUqv52MaU/Jx7mJg5UZj7kFoYE/P7XD74Xasa/N6QthzYLCy8vIliawgd1w+h8x/tmBPRnPwmjSXHr15aX4xprVhXYNw2+n+TU+l5FGZyvK/9xccTXojXZWYqJ3JxAHaZVzBJf0znpbUMHmtkbUTwhtHc8v5IQtXUvbYhY4Nxe89Lst3KwY7c9ExJnSHbR9NpQ2Nxm+WN60z97jJRU7MJnWtDVOgBCtv3Y+RqB4b/+h4h20YR/eEqSb1v046GxEkqXrchKrZm34FZpdz9+nu+spyHk4crw399743nbH0lkmWxrcWFhF1+60iJe4JHt2b8oJjF3YRn/Oa9llubT0i8tR493LCqYUt5SRlKC1PKi0uJW3cLhYU5bc79wbk2H1CeX/nkpWLeREOw9DTDysVSQsPUCKLpImT7aCgv01uc00VEaKReDmLdd6HzwNa0b1JKHeOH5E4eK3oIrbzMyd50GaVCRXDWTnhyD1VBISfH7Kj0XO0Wvse996ZI6P4aHPv4ItEfr9M7P0DDIH+WNDvE8c4zK61bA13Kq4ZCb+i+lGam9BnSnMaTm4gGleYZ9Z35kvF7qvZW/53xRnNeDZU+5GA4V1wH4KWO51LjT97qWNB+Kw0S9/GqzBl7ZQbqGV8yLEcbttLlwzYEfip4phSX46hr9YKasXuIHqhNC1d8LpEls89w9Ovnem3a4eQ8uvzoKP6OmprNRYsuOJllU+O3KfS5rr3eivf/9ECy2G+8zT39sciOm80GEvTTRzxrO5T52yz4sKcVbe/8QllKCi+7jiTZO1T8/gvPJnLw4EumD7ch7OtrkmdkKLxk7o/NaBG/kk5bWhAeFYZjU1uKc0swdzAl/1UhqjI1LgHVqdm1JV12dxTvyTb2Kln+gRhZG1GWU0b9D+riPPErik1tMS7OpWDreq6tuMrGMVFkp2Wx0XGBRCDK/9ZOyhZMlShaVyU8qJur27WDE9V8XLBwqcb1tWcoeKjvJdXAsakt6bHZoiFn6WlGgwGBXIyoXF/BEEIOfAeqclRmloyIaifOHQAil9bjgU+HKo6W3ptuPzen3TKxjO6z0R1fDKH1lUiD7IxaXV2wqm5tUClcgxc+RoyIS2CeQ20aZesvSujWpasI/U+ApacZFk5mFGUViwuZTu1caHb8xP+fr+wd/l/AO0/u/xH4DtF2jhfXxhGhEIzD8Kgwds14c+funXyI4DMLySrV0no0YgsgdMInd57H1cudqG6H2DtPQXhUGN/NakO1RnUkdekOVEO/eiLmDu1xVqBZdpnUlKZdAiUdfPaJJDKThRx2s2uvJTwqjM5LhFX1b5oMY786izC5E392+03Ps/jrp7vFetqfisBvmBBHe2y8MEA2GOpNRGikZJB6G/wRforOS9y4mqygoFSJUlaG+dCRGNWpT7Wy5wR5PudIrU4SAxfAb8rnWBdWrfhaFQx5J2sf7Ed2+jU8GozB3LI2T+5sIXJqM/ZHtuDOjXkkXJrMprmtWN1VEBZ75BPM/PSxTJ4sUN1DDhoWqtDAo4cbX9ZtS05GPD7NIvij0JiVitqkUkbYYK3ycHhUGI0G++rF0SqUVXuJNWUjQiPp/Ec7fnNYyLRwLa326MSnhEeF8dCnfaXHVzRwjy29SkRopPie1rl+mFs+PSXXUVikYsiXV+gxrWqBqbKcMqL7rRAN3Oq3zusZFQOvj9E7LjddiPPSzSPbaUNjACI/F3L0LlohvIeatEqxa6O51PgT5jwZScvpwex3+4qtX0fTYdVAvr+kT1k35N32HeLFlsA1tHyd0xmEWMGK5XWp2B03fUq7C9pUShFX2/KV5TyANxq4wct6AwIF9luPPeL2vvHDSZoWTWlOHgM7FjJxVA0Uvv7Ui1wsXg8IOVJvromnMLMAh5YBOH70gUCfVJTw4JsRNBsfiLm7/uKVBv6fBtF46WRCdo/HxNnYYJn63X3x/VbqOa/XszkdN31KyO7xNL/xGyEHvqPIo2GlBm7DhD2EHPiOr6e3xef0Ysm+vXPlbFpeE4VSyb3kNErLFfyZ4EPm3L9QX7zFlQ3xWOyKJq9IwZlrau64hpDVrAd3Oo6XiPZVRM69pzz3bcOqpV6YWkrZAhttJ3NrWyLl5xM49uUd9s7Tij/FnY7lgkMfXDs4GczZKmmHft4Ev98S75YNqqRVz5nZgDDL3yUew/L8Arp995zCojen7TjYYfcby2jS0QD87rpc9Cifrz4QO+OcNxq4FRkFAPY3LzNziw21uI/brYPcj3ok7lua+a1o4PqP8qf1ye+47d1FYuCuGbFPpKJ2XuxCUIw0Hnfhg16S30WW1bBSFuNQnoLS2lLMra7b9yivCCwo3TypR5dcxS/RcL70X9VC2MWNJh/QcFgjShq1Zdj4hzRt6kjbh2t5vi+azPg72BQLizjJ+wU1frO2PgS2dMHox09YMM+HphO1Mb261zNjjtC3Tf3uMp22tGDmXGEBx7NrQ8qLVdh7OGDhZIaxpRG1B3Ynr2VPAjsFcGCW4B0MvC+wXzQe9oL0PHI2rsPq4XXe+17JgNsjaTi8AauGv6AgK4cXX0hFHR0fXcHERvp+a6B5H3RDTTQGLkBaQhYluYWk3rxfpYFrbK/EtpYtNl7a8+TdLazSwNWk7KuISxNXQG426S6N9OYOqcWCh7cyaPqyVUuFeVl5fgGnG/eociHv0sWq84tXFn7gUK86aXcqn29Ub+tIlzZeeJqasScjzWCZGkHVCFrSi4L0f56XNO9uIQXpRZQWCMJTMqUMhck70+Qd/jt49yb9g9Hi+kbRcBiS+jURoZGYXL3J8R3nMfIXvHdBS3rRrYu+ml7FifPEhaWEzrVh4jc3MHc3JWTbKLpH96ZuUrSk7CfLu/D0xDXOBwiTSVmLBnrCMBXPockdKor+/B5G54mBkjK/zD+NpauwUn77SqK4PU9dTsqTg5hbeXCjm0ARfDZxq+Q8WS+1g0Px8cNinsvo0Lk0aNOQj1MmivvrNhFyDmrUgw9G6KdcAmh8awf3rifjGejNsEY3CVBcpf79fSjOHODVrn2Y7VuP674l1PysPzKllNITkfIJZZt+NlivITT/tnWlKqJL+wv3monQwWekxBB7Joynd7dgYlqNeo2n0LzLXyxW1ER5/zZflz8msvwVR1TZ/LUzkbKSXNRqNecPHWGnKoM7au0EIWSnNhYvet9dnt75jZr1PsHGwZ+I0Ehqy0z4UG7PIXU2gQcH0u7gR1xU5aFSq0Wa4K/qmdj4WnD4C8H7WpGqWBkSt94R34cOaweLyd3f5AnS7HNJOCeKrmhEY0aGaymGmmuYEv0lv7gcwcio6hgkDexuXsHS04yXDVrpXYdprZqSun9aoo1Z0uSR1UXYWmFirMmVq4GGpmpiZUrvy4Pp8XgpCz/L5MSo7dSN+QsQFlh0EREaScC4QPH3kNSv+TPyNMNfadN3Dbk1zOAEulGCYHgcH7qRV7b1xe2anMNH+p3UO6bNnM7iYhHAuRkHxLCIlA1SqvfyuWfITH6M6rPumI/tivrhbYxK8lHY2ujF/RXnFlH0+Akl1k4Y1fP5/7H33mFRXd/b92dm6B0UsHcpgqCoKIigYsESjd1YorHHqLEr9haxtxij2JOoscReUEEp9gpiAbtgoUjvZea8fxxnmGEGk3y/v+d5f+/1el+Xl8w++5yz+9lrr7XuRfPJPtQZOZTC7HwMLXULr+aOJtD+Ky6Z9iK8xkjsm1TWymNc3RD97ybyvF4XjfQbQaFk3X8EBka80XNgddpQLha11blB9T89k0FTU+jwcz0MWjfi5k+abfl6SiBxjl04//1TenS3RyFIuHP9HbNm3WXFwqtcPHiNkzfM6ZW2hWktblO15DUlMkMspNkVhkmya2lNcY64sXzj7Mf86FHs3FAPh+bOtOragsY1cxnoFk/9pR0J+2o1WetXadz/KtWYypt/JXvJQep/rdunUAnvsW706FyxiepPK1rQLG6nynpGidXdt9O9U5V/NIeiZpX5FgYFBOO9SNQEWsXcpV7cJWo9iVSx+geGjCF2Z5n2OmhVHPXehms8zzNGc6xVb2dHh22NVL+Vc3TGzPs8vxvH6ksOoJBTml1K6HfRBIaMUREO2XvbUMnTjcTL0TQa6qhiYVfceMTHRE3z5EjvKRq/Lx4ULRf2bKjFyKl+fB1YjIleAeY57ynJzqVjxCSt9WLJvDKrp+dH4/Db2IsFfvfJw5wWMftov2sowaNOYu0uulAoNWg+y7ti6ViXGxLRFaRmd0fC+myislsDLB1qk7tmGf5nZuPYvcyloW4fVzLkTnxwb0ufx6Oo3NyK1rd+5WzQTdW6UdK8MV8NKzsUK2rmhucsb4qy8jC0NKC0qJTka+nUa+/IupIJPChtTKfpzVVcEep+/VV9bXkblkzM1hguVik7NMlPy0UqF4Vil2hNd5+Sx7EUpGlaYnQc4K3x28REN8u6WXXR1Dw1/vOCYHF6CbkpuchL/nkcVXVCKvXDqJz4fK7N2ItU0AzfWNu1AXlF+rgMqTgu9nwn8TBx3JR42kYEIdHXp+aIvqzuvl2Vp/x46b1E7O/y5sp/B2M7a0oLxTIqyhle2nvbYO9SjdKCYgKKzbkj5JEilJk0V/W1xf9sINU3b4SWbf+WdPT/LRSlllCaLdZR31wPifSLaPIF/zP4Yq78vwC7rRvTNexn7rQc+x/d/znB4XPmka1v/cpVz+8BUagwlBRrmOi03zWUbZZzadjHiert7Dg25JLKjHHIBD961o6m34yyzd3nmHPb7x3OpWGi0D7z3GjOCpmEKbJ5QRECMExamX5SURBsG7mScN9ZuI914/m438hr2uRftYdjXAjDJ4ta41PeB9Hr2IMui4018jTv1IwVjochN5vU0EiSH73XMHs0sNGnkoc9HufCOG/jQTVvS+rOn0rAMgsWLPOipHlj/EPmklPVScW6XBFM6hgx32mTihnZ//APdNjpjpGZKVOOiOGJlnf+laQ3J0l6cwp9A0scPBaoSLZ2bKjPCyd/SgSBQ4o0zgpZZKEAxKkr0zNBXpqPDJAD7hITDiwYxMufRPPFQkHBtyZifvc2wdRwasD7p28IDBmDXBAYZmNFZmpZPOX+rZuQaLmGuRfGa42toIBgjq405SnOOB/6UWVOW94sTQl1jfD0BT7oe5dtYJWMpeXN7UysLMjPzKZV1xaqkEU2D26rDlPU32VwN5aObgYasabVy2t49wFFzcpCNOmaD7d2PiTs8DXGzfTFur2TlhAfOjJGKxSV/5nZdPi5nkadfxUWkXD+vQaT8pHVFli9uEnY1+s1YirWa+LAgBVtNcp1rsNJVazZz83b8uVTZ+RsNbcNPe9qjkf1ZxxffI0n1x+ydb0jb5x1b+J8r29kxYN2pCTl8uT6Q41ntN3SD0UTb1JtHDEryqBEz5Br6S6YtHHG/+B48hxacKPpd2IbHZvM3JffsHaSFfm//YS0si2FVRtwnTb4lFwgsvVUJPoSPG/tVoV++hz8/xjJAbuZfJOxEQwMNDblLe/vId24OlnD+muxrAYFBGNbuxq/ffuULKvaVH59m+j5v+IyxI+MRy80BDH3ce5kvEpVCSTtz88js1pjLNJfkmtdm9gSV7wzT1AUdRl9K3OEUjn571O4s+4WnjG/02tWmYa008DWdPTIp9HpuVyZcwH/P0ZyqvZ0dgc/Uvm3t/7Kk5ne94kf/iNu37VjTOIkEh6J/vs/rWiBjWEODe/9Ttjg7aijQe86GC/bgNWZ7bwJva8qb9blOGzMSli++BZrghqT2thTNV4u9I3g8ijNA8SggGANhnKFzEi1Jv1TVPT9KT9Om3dqpjr81HVdHT/ObYNJm7JDmHu/PeL8ftFfdsx0PyqblyC0dNV6TkUuLSASI804MVzrXUqG+R7D2+AyUHxn2y39UDT1ofD4QW6tvEb7vcPZZDCLXn91pTCrkEoN7TV8fQEKrjyhinkBF27rc+mIttuPetmaPDrCB6GGylxeGXsYYKfJcqpN/xEkUrosNmbcTF9sezajc/o9OvW/wo/HNK0Z6vWohX3TelxfHI5T/DniHDUPgiT6EqR6EtVBnaG9AU5fO5GVmKYz7rPLMCfkxaUqoidlG55suZ/ri8Op8yScCXMS2G2xXMOE1m9DT7KevlG1i9fCtvS4OUhVb+UeQAmzBsbICxRUbSaSR0lkMuJPxXyWGbiShyVVGlf9rOmuuhn038WGBzF8z7gp8dRr4sD84cVUDfmFiMknNPJ8bqxuLppH8p28CvvnP4FZA2NqedUi4XoCuc8LiFTkcFKRwXMKWSStzpCRzZFIpShK5Ty/n8jv0YkYI2GbIpVJUnuGtW3A6RHhJH/IpZmHFV9XjiJ3y3qNte5zsHa3+KzryP9pfDFX/oL/KXw5LvlfgB/lb6jl1ZnZLpZsl6dwW5FL87PzNfLkRMRVuNCqfzwb9hVJHU4tu6HKrx6/VF0TpxRwQWTPLe+D0vFQG5WfV+a6CxqEPzeuJ2sIuCtWavqFqpc1KCCYjge8VQzKQywM2Kb4iGPdSkyU2tOs/QGVgAsQ7iv6Wg18M0Fl8qoOn5u/cHnTfZ1tAVDjZQS1XOoTOuE5Rb1Gawi4ddwasmWdMyvstiB/9ZySxAQSbyVo+fUVp5eQ/kQkAPL7fSw5SblE+EwnMGQMJc0bExQQTIcNtf9WwAVU5lezZ93BM/o31hf/QIvOzShSY2KUSGRUrdOLo/pG7MvKUwm4wesbqojC9CUSBssq49o9jJhe7flZVhuHpvOpXv8bfpLW4IisIXOkVXlubonb8oNcU4jlD1akUJj3Doem81m7xpOkl29ZkSBqMmQSCY08V9Ks/QE8O51gtrQqh6895EXsOsqffyn7tPesPLLcPXQKuOr/qyMwZIyGgAuweN4Njd8hXUQtUX5mNj2Gt6HdpKaq8aoUcAHa9/XiQl9RE1rd9PMx/oqauREUEIzbaFeuby8LdaE+Pv1XieZ/1u2dtMofGDJGS8AFCOtWRtKj3OQnnH8v+nkhbpxAZMt8tesviq8+Rn/gSC5OfYt3N08NAVf5nsjpp0Wt5icozQiV79A1/9v28dJg5NTlw9ugdx3V/UqhddyUeBJOxRMUEExepCYxUb6pLXMbnmRjtc2qNGX8S5mVNWnWDajy/h7Pv/0e+bqFvHkvhtVKi7iGacJDlSnfzRnb6NZOnHvvw+8S1nMtbwIXYW+aTaGpqK1te24RhmEV+7OqQ5DLqVW5kCeNB/PGubvGtUTDhhgrcqm3dZ3Wfc5errTp2IDI1lOJcelDWLcVSKQSIqee1Nr0xWyNUQmMVq5mCK+eYf0glGum3fh2hYxFc2+wN78/xo1dKfiQytvIB7wIi6P9rqG81dd067jw51VmzLxP5jORs+B98z5s/ClKg8Dt7uVHrL/TnAc/3SYgpJtKwN2yzpkCr2YkOPtqCbju49xZUm8Xg6am0DWsJ99LFhEUEMzeSefZuvYqV6Jh25q6TJ0RjdM3DVi1yoOz7Y7pFHDLY9Dof+bfr/6Mig5Yy6evqFw2jxzjPh/CSl3ADQoIps+hzvy5thIOzZ2palXEll+f8WDfY606VG9np/Wsc/NzCQwZoyHg+p+Ypor73HCwGLe4b5My3om81l+Td/APbq0Uv3mXhu1h/IdZfIhOorJjVaK3RNN0gofq/c0mt2DDsihmz7pDC1cpfUeXxS3XRSq05YoDF6JFDW8lD0vq/75Vde350ddEek8h0utHfqu0mq2rIlnbYRMV4dW5RK4vDgdE9yElO7vXXTGGq1AiaFiiFCUXE7PtAa/PvsP1yUkaPz6u8bzkR0kaTMZK3P1ZPGR47dyWc8PukxqnSRonNTbGYnCZKfr1xeEa9b40bA/1v65NFZ/KWLmaUdnBhrrt62DrUgukUoqy8rCpp9sSoU7X6rTfNRR7lyrEH3uO38ZeFbaHuhl0o4F/zyD8141KTAj0JbjZYaz3LqEkM0fj+sml2gcW6nh3ucySJ3BBi8/kLMPn3A9kxlJynxfw+Pd4cp8XcFyRwSrFB0wlUqpgwCEhnaKcQpDA/lvx9Lv3gAOKNIIVohY8x1Cg0ZTBeLnK+f7rQgbJ95C0cNE/FnCBfyTgKi0U/k8gP6Vik/Uv+IJ/gy9C7v8CLJBW5zs9ayo9iOOakMtixXuqdxpK6Kwyza65nxMhc7Pw/20Evut6cG6lKPyV/8grCaLUA4urC696hgbY1v48E6EuqAubF/tH0e8nX6o2EH0gA0PGkOXuwV/zovA/PkWVpvw/MGQMP5wbSc0zvYmOGoVEWoh3j9/4PtGMTlJL6rq1VG3C90yoePPjNtqV4FEn6bZQnxtnb1eYL6xrEK5Nq9JhcwOVnyeI2oHptweQ2KgNYUN2IqtRk8Tw6AoXdPkn3ySFtZ3OPMrQGf8EXQb7cKHXJXrNLsRtcCM6TGmGoFBoCC9WVWy1GEfV+84xLkS1qUw8lUhdiSG/759GzYZD8axqhb5EQkTXA+zIM8GzVGC54gNzXMy4IGRTr/FkTC3qMWPmfRSlco3T8jnnx2FkUhV9A0t8pOY0cJ9BSuJZDgvpOlmA/wlWrfKo8FpFhzUB58o0ECf36CZcAmg5qrFqwz45UJtZW9e7Hmx/iNfoxjrz5MTna4S+KA//E9O00tptH6QjJ9ysPgAQhcip80XTQaNVv3LpWh5fzYMce0eW2G7VeS+AnpGeag5MPeNO24ggjfZa2b2MvfSM75EK66RE/aaOjMzXDO/VvJOoTdv3iyiIq8eKDgoQGdnPGvTh8uj9qnl8fv9V0e/doz9SQc7l9vPIiMkmducjvk9bwI3Gk7CoVwO5VWW8tortlfu8gIY7RwBgVsUa4+qG1F88g+ry1+id3AvA85VbVdprXVA38y98k4itUTb7Qk3Ik5to5lO8x3DPKk6keNN8qifG1cvIV+a+HEGHbWXzyGvhPzPbcx/lDw6N+Rh1izpmSeSli4d6F04/I6lRR/JTMnh5MoGMmGwujfidqsGT6TyotXYdenRGoi/B+tBaFeO7EgbGhjyNfa8Rg/Ob8X4kNmqj00QeREF86o3+WukFuQUoSuXUr21A7SviOBmWMZMMt+YaZsYAmwcf1vls+85/T6BUEZRrmfo/AOtqduI4squqyqu0tJHp6/PNeD9VqBzQDikGos/3I68BLB/wjib6MRz2O46Zqfb6qy5weMb8zqKfWiG/XFZ3pS/+ucojqda8Ps0mtwBLUbD6dvJbVbmfSxx5d0czfnHk1JM0m9AJi4a1RQFyXCDe3cQDsphd4qFrNYfaOFq9p2GfihnrgwKCiTh2g7N/XEHPQo8q+/7g1HvdGu7yrMLTQstcUJThBJf7b9Nou/DxYt/Kzh/CfZy7BseFusm7cXVDbJMfIkik1PC3x3lwQwxs9CnJ19R8KvtDXSMa9vV6lcWE0jf/8d4LlBqa6WSOViL5YQq12zjhOsgbeYkCi1p2mDrUx7iKLQZmRshLFDp98u0a16bYpRUSqYTS7FJedpxKu0vLdB5qqOPhHxWHmwPwvbaeO1HP8f6tD1FjgzHzbM7t7hvxnCWaWfufma0VBxg+kcKtbsLMhT74rivz5y729cJ3jeYBnPujvzT61DLmHpXnL6RW52q0mttG42ATNF1j8gUFfyrSCJBYskhanUHSSjwQCph97g59joYzNzYeV4kx22V1+E1WjynSKgz1c6DoyWOan52CybJRhHUN0ogd/T+FoqzPM73/Nyh8X/R/7Nlf8P8vfDFX/l+A8zYeGEZe5X2mEYlJCh5HP+Bk8BBKiks5+BnSZa+FbVUnuEqUFyBaf+VJVkYhbdtYqUK9VJT/8GpLkmQ1tFhA/w17c3m8E4pZWMOdlMQQ9BXF9JBY8zbgAFKZIb9VWs2NUafYsjKSZUGeNDB4QYxLWdxcdTRp14Q1rkdVGrS2EUF0DtL2RT7qtpvbq8SNjImVBT/+WablqvvkMrVTbxHuOwuZsZTqvlW0mAYb9K6DZS1bXoQ+IeelnGaHf+Z9PWdq7J/DjaURVPGpjPzXs6Q29iz/avQs9Gg+0QvjmtVIvfkAu7YtSW/enbn77chOz2Hkr91oF75cI6bw58ygym/2PmeKN3OhDzIvUVO68/szJL98S/Kb07x5uodKVbzZ+V47NqZn9G8qEpiggGBWvp3KrBqiJiwhfjeJz/bSSWLBD1J7gr87rvKNVi9H2819CZ9wRMXIWb5s5QmsdNVXmefogiuqkBjlTZj1DA1UoU8CQ8aomLSNDKX8NMeFucsfMeXEqH9kul++DgCRv0Rz9dQtrfcCGizgAA7967PN54jGQcuS2IkUvCuq8B1KkziAAeN8qfd1xZvgz0F66yE/LbiGq48bX81rpXVdWX8DG30We4qas1ou9XFpUpUmQxtp5VeH0nxcianz22DYWlMAVuJsu2Mqwan9hQXkXDivCmdVr0ctLGtV5v7me8hMjGl2+GdMEsP47vFw8rPzOTLwDkX3bmNYpw5IpVwauk0r5EXDvnV5d+eDygoi41IchvoCJ04l8frBM53m1l4L22LSsL6KrVgd1g/uMHPmPb4Z70f3Y1+r/PrLo/aTCO6/r0If4U+eVvNn91kjHBzMGVnyC1fGb8Wyjik29Srp1HSpt5Eu02AQ52aKWtzWFp2bqXzPlfhv1tt2oYspNa9EVEttEjUQY3pHhr3RICwzMpRy/tc6XGzwlc44n3+HrMtxbFkZiauPG4O6G5DTRPOAq0FcKCeiq6tMgT9nir9nQggfniew13oVcQee47WwLQPjxyGTyVQkcCCGCyrKK/hsW7Xd3BeJszuX/cusolyfnGTwlCRAHN9KMqry6xSA+1g3DCxNub1K1OR5TGrGvU13VeXftNYV2w1jNELKlX+GOmxjbzF1RrTq96KfWuGTepDrdv1olXac/PAw5EXFWLTyBD09Omx1ZkKgL5uDInWuc1C27oCoxdbfcoixU55ysX8Ul0b8TutlHbn3ayQLGv9M71G+OPYV1x2zBsYa5GP6d2Ipad6Y1ss6itwEley0rFXU26l8XTbmziHpykf8T0wj79Ytnp+P1ThIar2sI8WZ2STFJGBgakB1X3feX3lA3sc8nAa1R2JoxOOdZ0i6okmcZGhvoDNsVvXHV7CXvyNDz4568ScJ+1okEtPFHtxscgsEhYJ7m+5qPSc/6gl25oU4SZ+w8GQ9lXJAvf+2DPuLrOQ0Ti8VMIiO4PLo/aprp5bd4OGVB6r+yWjXHnl+AUEBwZxZXMKVlj/QImYft90Ha7Sj8h3ttg3k8tg/tcpVycOSgvQi/nj5nt8UHwmW1uGCkM2TmgbEp+ljaq5H1aQk+kltaCbVTfb1/zVYNjJVHb7rmZvSOf3e39zxBV/w96g4WvgX/F9FXtMmWAKWgIsgcFH+GsOanQhqMwPzStZM2NdPldd3TXcip5/WEHDLCw/DJ/uR8lHO2T9E1sGHV4DPbC4A+s3IIjBkAKdvb6P7fJGEZHPRPN4hnvqenHZNw6fqcxAEgT2Kj/wlZKL/IYtvMKOrzIotXXYiBZxaufBk0TNcU9pxZtk8Sojmpstwmj48TP/pGapyWsbcY/asO+RkFvCoTk88Z0Xy7tZzhOhbQBet+lh8O4baT1YQWG4D3GR8E4bNf8/qJT602zYQoaSUqBlHAfFDalnHlEoNKn86OX9Ni5le3F51nVvdRmH/8AZpg+fh3XMwstJCChXP0EWP4fvXPHJt65EHmLfoSK6eIQOmpQPpqj4KWlHWD7qg3NQA+B+ZSFjfn3l/Lh42RujM376vF6WlgkrABUh59Q6JRIK5TSNKi9OY9i4aJMZa96bOm6Ox6ct8mMvYjX7Y+DsiCAJLA1ZxIWQ2lQV9ajSoyvd7emH/8AbJasp2ZRsu9d6iJSCGTnxJ2Ke8W+QLGf/Jn7f3LM2Tm2axf3K38UCNmI9KjJ3hR5fQkXx9/1uNflayYRYWKZi2MFbjvbrQsG9d+BS2VNf4v3pKtFRQbmTVoS7gBgUEE3hoDDeyNS0JlBvNimC3cyazF+/CP241gtVHlN5GrW9v42qLz/vixx+JU21O26Uf4Cdq8/DKA2Z804BhGTN11unN/oewQRwzg9f680/geXEm0Fv128EmhTdq1xcua6USgg3ql8WGTa7Zgkdrytro5ckEQNTUyfMLuNVNJK5J69MViURKWMBPAPgs74S0XTd8L68mwme66n6JvgSbhtU1wpZtXSXOCbu61Vmxsjml4wO0yi+uh+E66zZ3oTi2DmyJoNv6VbD7K5353jj7YQM8bWeHzS/uJDzTo7REzt2uw2i9Kpuk0OskXE/QuMf32noVkdHyV5MR5AKXR2kLi65PTpIyRdMHsryAW6lGFZ3l0oUW01uqDhaUuNxh4WfvKShQaAi4IM6hkGodVL8/J4TqwpaVYt88vPKAOVdAnec9KCAYJr8EXqI0HO010henfroPeXY33EbA8y6qQwSTFp7k39S2oinK027f8gLO82NRPGuyFGPKhFzlWgdg2NqZQMrqa9ZAXCNdn5zkoXMP4o7H4THOm7Zb+iGr50BCnbawqaPqsG7StIecnzMUts+iZaAPN4OuUMVHmzRNtS7NiFa1afCokzx8bYCsbj88QmZyac4FVX6f5ZYMezWRWi4mtLO+R+dlcK35KD6egEK1NS70u2gQvlOFJ6v/VSsuZ9oBT1VxwnPefBDXpsao1hBAQ8AFkUQrEHjXZy7PMuzIzJPh5ruTD5GpWuuq190dROaY0aprC9VB349mywlkDGE91xL5SzS+d5po3KNnboaRexPMOxoiyc0GQyO48oAPkakU54aQ+SRHp+WCnVslEi9qxzQWkFCkZ0L17MdkRV5Vpdfu0JQarZ01yDJLC4sxsDDRekb9uDBW/J7Kxh6xbH7ajodXxL1SSMAZItS+cfudtvPs2S2utkjXeoZSKFZ9h3w3Ehgyhl1mQVxpKa5fugRcEPcdj3ad13omiLGKrdrbcuxFBm0lFlwUsvlTSIcEMDCyZf3BJGz8xUMjPQs9XIe4Er1FJBWt2sQeiVRC3sc8Um6nVWgR8r8NEuk/I4/8gi/4N/iiyf1fAHXSHICCvHdkpvxKg0cPcJEac7vHMlISElGUFqBnKGGo7ByFt9JoKDHCRqKH77oeRE49ieLGI1YuusrKt1NVDK+5gpw7Qh4S4Ernvcy9OFG12CqJkJRQnkCnXoxnx9qI/0gjpsQpRQbbFKkMk1Zm4YT2PP5ERqHr5NI57ixpwwZjamvK3SlhXL2ewfjeJdTKe4xR0nOebd5HStA5Vq2J4/caG9A3Mebp6Xu4/dCTD14D+HayaIpzbKWxho9s48fHYe1cCrPysZ8xHcNn91BUrYPcyBRuhhM59SSVPCyp5V1fFe9PpYmZmUJEwGI63tvFRY8RWDgYYnLoPHEplfDa/TVSPRl6xoZYOtUj17c3t/LdefJaioG+uFDLZNC8Xg4zZlbsO6yEbe1qpL55z4Gam3iw/SFtVnah62XR5+io606tjax6+x91201Y191YtNXeNK7oPpMrx0dxO/Iik1eVMUQvuj+BouRinhx8wvHdUZ8ljWmgWMyhyJd8WPAVV+ZcwCP2IL8/clNpZcprBD43Nmwe3NZoD/Xr3neC+WqeZrq5owmeCwYTNni7hnZE+Y6uQ3y4+OdVhvarxe+HEygpFbSe6znLm14xw1W/Q+ZlawhU6iaV43Z9rdUONfzteRuWrMq3r+p6Hu5+QrtLy+i0SjSVOzc/l8jWU3Ef587A1z9o5NMleG/f0ICXTu01yqDUvKij1f3d9AwsMxG0tK9EVnKa6vfFKQlc6rxM4x5DewOsG1qoQgeVb4/PoWbHqoyXLVbdY9fSminWKwkd/ZCbs7ZzZeFdzu0TN4KdBrZm7IPveB35FPep/Ul360hc5yEawr73En9uLIuk/qyxvFi5jXrdq/P86Gsc+tdXxTjdsMaNqlvGYeXakJht5zXcAvyPTKTPqbYU5RVSmCsejDRo5sS4c19psBl7LWyLrGs/Utau4+mhF1r18v9rEh22iyRFTf2bEjBD22+uzY1NRLWahFkDYzYHHOPD8wT+rPMLMVtjkN2OZdn8Mr+8tR9napk77510XkXmpkT9r2tzcfh5+te7xx23QVpjwdXHjel9M7HcvUTl+/l38Ig9qMGFALB3Y00V2ZA6QVtFMLoXQ6FHmRuC1EBf1UeKYnG8VUQkd2yFkVYIoHMrb/H+dSrbxqVrrL/q951bWECk1486r1VkoaJMD1l9m4AZLbTSDwVG8LPVCg1T7Jodq6qEojW9fqOkoJDQb+/Q4bfmGvWZNt+H5nv6E3/yKfU61ObFlL9o83gDxcnJvP9qKpYlH3kl1MdAWqoRS9lneSeufBJIy5en/te1CR91gT82i9/O6o+vMGGq5sHd0ZWmmN04xeWxf+I+zp2YrTEa132vb+S8vBMONh9JbFTGlNxqkT/pNMIi7y53VpeNlSaPjmAVcZDCd0kkDF6Bc/xhOmwrCwHnPLihlslz+XJ7L/FHIpVydd5F1aHy6SVyPiwLYrXbPp7eeaLK779/DB1+a86hNdbcd+2napNukX012jcwZAzttg7gbegtEqLeUbN1Nazr2WNoY4le63ZEW3WixoYhPNz9BAMb8dtUydUKW0d7Dc14rc7VeLEwlDbGN7nnP0ZlMt1+11Ak1pU0yOcqgi4SpeZTPVlW9RdWeIYS7hdIyoV4vinaQdhXq7Xy3VmnzQtSvi319SQcGviaOyNWUTvmAvViDhI2cCsek5qROz6Ip06dWNF1B4KiTOBUtn/1dnYaZvZK7LLLIuRDKluktZktf4s1Mpr37sDvR09zQtYQmUSiiqXcYnpLjGxtkBoaUJSaTuqjBA3f5P8UBjb6KEoFLTeq/9P4osn9gv8pfNHk/i+B+odeLghMbdSAML1SLpQmw/HRqmuGSJgnQUUKVAV93AJ30G3B91Rv6UygREom4vUQIYvfFR/JRlxYjSJHEeg5A3NBQCKRaAi4LQN94JP8oVCI8d/e6HCPVX6Qype5PA5YVYH0VDpILFQCLqAScJ8fjaNBbyfcx7oxcPJbAm9m4PpdFXremYzNvHMkzoOiltakbY7k1YRRNNPP4kDDXynoP43e09Kp12EBc71Kee7Uga1PInicasezb1uq3hMUEAxTUzAym8PuJSZIQ3bz7PwdAPLT8vl4JxP3ce5YOdcj46G2X+fl9vMwc7RBz9GT6h2r02DKdyy+bMrNCzdouvIXjFdOwLqFG0WNvHglaUBGrh6lpXJKSgQyMoqIj37DwU+hZWo616WhSxWdjJsAhbkFOHo24sES8eOe/+Ejuy1W8vTQC26X6wP1zaGxhRnfvBjPVB0CLkD/U0u4KpEQ3HYQ27q7MlaxkKb+TWnm3YZrC8IqFHDVce1dSwpyL3Og0TIO9hpCyYwsIAoXIPViPHT8vA+fZ8zv3C5sitDSVdx8V6BtfTNjHhguo0q9mti1tMbQwojxssV0LPZmxtZsgo5r3/Pw/gf09aWMGFSHgbXv8Ze8N5cvp4Bam2V8txgmiyfqpjaWRPjoJsWqCG/DRHIVIzNTCnPz+PhM1OFfbj9PpbGK/PS+19/vhlniGEucvI+gD+LfNZ3rsuTdOKq2cSfgTAAFcs14sWcXFfJyySWtd0sUmqEt1AXcwJAxXNIxP4uSi0lK/gjaik4NtI1ciaSkWMOU02FMb/hk6RsUECz63D9P4JHTN7RclMfvz8vMRS/8eZUWS3bhXvwtxYmJWFeOVQm4tTpXo8EAfy6N+B09c1McFkykRt0cLo8Q/XCfHnqBy9LGPLoay7l75nhsiQaitcr4wqUPdZ4ZY13ZhAE+GRQr9HEMXUVEuXA91xeH0yQ1EyNLbWsFgLA+m5h+7TE/r73LyhYXVVp0dRg8jaZt5EpSbRtRvLaYi99c49KwGPzPBtJhvua8Xd7kN+Suco70u6ky6Xz/VHtDaV3Pnv717iHdJxJ4dRrYmgt/lmmdmjWzJt5J2+S8PPwPjlfFfL3XeIDGHAoMGUOc2hR0/3iesBuPMO3jUaF1wc59H1HnT5YaGuCwYCKvNuxWCbnqMLWxJC89i8CQMfQiGMqZ465sFcb3GV7cchdjMSuFHHUBedxfjVF6sVck4MYdjtPQ8CrrrTyUKC9w9w/yIwo0zEHr92xN4kWRyExPX4+SAsiNfQyUEWoNGOdL7cA2PIgU5/LbO+/webCaKLcZFH/rBp9ClulCt8i+BHJB5zXpih38MTmC2q4NIAQNAfewwzaSx23kQlJloosa0enOXHLMUmGreNhVw9+epY57CN5ZQr9BEl5nVeLg9EsM6FOFyuNakRKbgPOfWzhvI36zG/ati0WNyujv30jnu0PFCAYO2wkbtocjsX9y99PaYDF9Lv79YwnruVarvEEBwcxe3JprLV1UsXez3D1ouvo2Rm/2UHdwd55+Muv/bUMNnjhB2KBgDj7qhH5Jvuo5V+ZcYN+TCST2+YYs4IfZvvh26oHcrRW1atWjevvn5L1MUDusvYDLE1dsW7ljFvWavDeFCCUC1ZvX1RIoE86/Z43kCk+Ht2Hin4Eqq5ri5FRkObmqfH5X1hDZboaW2wPoJlF6P2o9XXONCfcUV/Fe1uGEtdAUcP1+7s2MnFl0p6XW/eWhry/FdsC3tDMrQHFlO2GfTJqtO/nzqtiG+CNxCDsidd5bb8UC7P/cy5V1N6jVoSqlqQWcfpXM0ffJjJfaUXL+JVk9a5GUl0j8iRBaSUyRAk0fHkbYtxGTOkbIi0v5cPMJz4++/tuyqkNmLEXPQg+TKkboG8koyikm722R6pq8QPG3Aq5JHSOK00v/rwvCX/AF/wRfiKf+F0CdTAJgVZftVKk9ixPUIOH+VVp0PErLzmfw7hbGX3oN8eoaSnP/Q+yb8R2dhw0ivlpdflywkkH62ZxWZPJIKGCR4h2/KFJoITFjj6wuU9fHoqdnQuy1Sbw405HKZ74mWpFHsSAKwDeDrqg2HLvWl/kPNhnfRKNsTn3EHdXnBIOggGDquU4GiZQwIRuPSc202JYPB0fiu6Y7A9+U+Y7ZtvbQOJVPuZmB791lxMRkcPmhOdcXh2N8SNwwvox+ysjJL6nc3Io3zn6Y+jqrPma2sWUfysLcPAQk5Lx8S8L59yScf6/Swtg0c0FqaEBJftlmcMEyLy5OEc0Rm45vC4D9qlW8qN6OFu6GrF3uSO3EKGxbuaOo40ipniG2BmnUqZxHYaGcF/Fp3I94qBE7tWY9W5I/lH2Q1TF9gQ+BM+qrYui13zuc0dlzdWqkQNT+nFwuY/O6RuybK2iZ7am3cz2JEb6YcVGRRZVmonnp/E5PSeo/l6CAYGo619V5rzppj4m5mMdkvg8lBZqMh341dfslQtn46DWrgOULtbVUSlImJW5ME33jkl4mknIzQ6WNGez1lreht9i+ocw8VhlDT8lEC5Cy7yByBSqtgxLPnMpIUCbtH6CzvkEBwbS7pKkRBc1xNOXIYI4HGVBlW8WkUVnuHgSGjGHq/DZYGZQxdA5Z35Gnh14QMfEo/cb48jJDk0FUuHyWmn5uGmk+yzvRY65uM7OK5l6r+X4a9focOi+35pZNmcluJQ9LBl3qqpGnRn2RjOvHabEUJSQS9PULTKzKGDWfvtUj/vRj3kbFkrzvkCq94aRvKU7SZF6N+rGMQbnNyi70mO9FSMAZnsQkoQteC9tiKClkTZUttJnWlHcebUly8SLix2M680dvidbyjVTCrqU1nR4sZu8SE672LjPnbb97GJVib9Hq/m5y3Noie/sCiz/XMmZHD1Wokw6b6mo9L+1tEplJqXT4uZ6KqCgwZAyh397RyFeYkYNl/FWKv52K/p1YCgvlNOvggUtrkSwsO/efGVG92KsZzuTwajHW55wwbTP3D9v30NQ8jqJjd0kLjRcPL8tBfd78HYICgvl+QuPPrvfhfoHUrGtDu9DFtJheJhA0m1ymUVa6F4Ss1k0Y6HdlDTF3NceCUrAHMRwV6B77vWflqca81NxMlT75kChW3992k8CQMao1ZFRGEB8iyxxO7JxtKXXyoK6Zpi+nEso+VrIVl0er+X7Ujwtj3hZxvi4dJa6TcxZ7q4T9e5vu8q6RD9btnZh4fxDWRvkUKsrW2YSfLmFgbMDIkQ2wNJFTzTwbfUM9tm55TEZMNgkXNMtmUsmcuxtuY9q4jD1YOWbzV5QdXF0p8GTJh2G0iCnzDz+9RM7yFaLQn18k5d5vjxj6vizW/Eqr9UQH/UG2UxmJmt15keHbrIExqZIqHEpoSbut4nrqPtaNh849yHqcx+bBhwmI/IH0LqPItqxJZk13FO5emAV0VQnSAFXun0Jaow4mlYxUgunnNKbXL78g1GIA/iFzxXoFhmisBVEGAToF3IoQ+74ydZd3U/0u7zIS+Us0AWcCiI2MqbDfdSFi6DYNn92w7qtY/UsSR3dEMnyyuD5bVbHVGMclBqYMunCH/vIXtDp/hY4x91mR8RZviRkBEkv2bIjA2XMFLq3W8yd1mCerzuoee7B5dJmbQVewrmtBSV7hPxJwZcZS6nStjsswJxz618euRSUqN7KiqltVqjatRVX3qlRytaA0u5Si5GKdgquVq5nGHiH/deEXAfcL/tfiiyb3fwnKb0yVi+A380tYeHm2Rh6JRIahsR2W66/S/EQcq2fe5s2rlwSMDmZ7cjhyuYAVMhZLqzP0aTiPnbpxMyyNfbkKYqXVuS7kctZAxomidxggwaJaO+q7TmH+JZEVdehEP37/OYKW9/eg2Perqkxed3dobLwN7z5g0dwbWhsPQVCQk/EYBAXXmnxP8feDYUoSET9HM7/ZZYI+ue91CS1jJWy3fRAvW48hP2oeG3+KorGvO/N7JFBwcDNfLS3Tdlzr+guBi8s+7B8RT8F/0F/KtPk+7Nr5FM/7pqJfzadYd7EhqMKaqEP9Y9R2c1/edRiL2eZhXPpkuiyUfgpOXpJP/cwr1I+LoSQjC8G2EtIadZDH3kVIfI+NqTFVbKxxa9mRmOaeXH3YjOSkfCpVNsbSQkZKajGWVsZ8/V0bXOuV4huzgldHw3lz8T1CiIBSHLJyNUNe35UVnla83lVWzjYru5DYYxavndvy1bxWpNypzYTCuRp1aXl/D5dzWxJYLvSG1ZmelAI3lkZAwOBP/rDihnNV7hQeqD0jdGQMHdAch0amIuvpUnlX7IHdG+owYYmo0XvsVLZJaDHTi94PxPiousibto44Tsb7FC5M/yD6DYZoms2ps8sqcWFmClklltw78gqOlJn3rkiYrCLIUiL+z2fYbnfUqSkOHf2Q5EYdeKim+Sxv/txplZ2Ghqr97mF0nBGt4V+46EIjoi9Hc+76RiK9fkR66yFNjB+J2jU1GLZ2xn6WN4EhmsJ9UEAwBIun+crntru0DGlSgmhOGdBL9X6l+Z+qDt/H69TGKNF4pIvYx8r8g24Q9u0urboqUculvir+dOORLgx69yPLxlQnr2lZnxICtwOC+WN9Va44X4A5F/iRsn7zdshCduYSJtI0rHLfw15xo6jUblo2MiUvUbusUbPO4XVvJwFz5AydWAN0VOvttXhqdX/DnspziBw5hCHrtRlbnQc3RM/I4G9DY7iM7sqr1qP5WGTJm/0PqRogHtRd+m4vDeOGYJiVxvsNv1C6cAWW1eqAGteBRmzT8U04HnCQA1u0x2pQQDAM0mxjY1srFOlplKyaR8neONR5l3uAhsWBOtpGriS9sgPfTE0ldPIbHi75lTY3NzPppBvP78bBjCw2rHEj2VVHiK8MYFoacA3fr1tRKUg0Ly8fo/RzBG3Keiv7ec2SK9ipEWbpum9yqxg6zaoKiDFCDe8+QP/4RMwrWZOTlsE34/0IIhjC7uskoPuw6Vdq+h+r8PkdtjVSzZmKvpVBAcEk2PixL8Bbg92/xa1fmX7WjV6fhLbEM5G0DPTBqGtPXlZqRZ1nx+H1E+I/+VWrQ/1d15uN0lhfTnkf5ITXFl4tnE2VlCksnbKOGikZhDuNoV34cq718KAIcS0RatbjyaKfMa9ijnkte/Jm91Ex3notbMvDYS0YHJ8Pa0WT60oN7dlYw44rv2trjYMCggncNob25+cRM3czgXfEg7cqPpWx2LGfJ06dVHkVgoTI4zeIPA4EBGNkZoq+1A2X4KEEhkRDCHgAN4aVMQD7Nsol7d5+pn/iTpg0pw0Jq8SPdu7zAkoKLCgtFShoGYD7uDhitsbgtbAtiuJSZBsG8Li+CQ1zgzC0MkfftjJSUzO+iehB6puqtN+xk1mFi7kyZY9OQin/E9O01jllX95sEcvV4v6M6Luf3MX7aPT8L1Vehaerxj1WrmYqly1d7bepappOc97Gj48zaGoKnCoTuHvMVWhZL5SHqKi4x5HJZ/h6aVuNa3tGvMEgK5lb45sQumEih4z8aDA7lOdOHajhb4/pmwfUq1mN8BhRsdBXsMZFZoyrxASJvkTzvRLxgHfmqe9Irix+699dTtFp7qwOe28bbB3tsWncEKmBAYrCQgqSUtE31sfA3ARDS1OQSpFIJRh81M12alLHiNJseYXtqoS5owk58fmfzfMFX/B/C/+RJlehUBAcHIyXlxcWFhYYGRnh6OjIrFmzyMzMVOUbPnw4Eonkb/8NHz5cdY8gCKxevZratWtTuXJlRo0aRXa2trnJq1ev+O6776hWrRqGhobUqVOHH374gffvdZ/GAkRERNCpUyfs7OwwNzfH29ubw4d1h1IYOXIkEomEb78V/Y/atm2LRCKhY8eK6fEBwsPDkUgk+Phon6BXBGUMvPIx9f6JRqZuTyfMH0aS/PVCnJotZPvpRH6R1WaHrC7NpKYMnVxGdCKTSGgiNSWz2wladDjCZlltqjmPJT35Gm9fHFDlszQT2LLOmZtNh2v4g+Zv/1n1d1BAMIvm3mDRfU0Wz2dCIWlnuvIidi12NTpTuVo7FdnHtTO36LJEZALctt6BzoNaEzpIFJIvj96PfXECbc1vs3JlM2IjY+g/PYOetwfT+PFxWs33IyggGElL7bh3P+gvFdtx6RUaNavD9NIVWsHclSytEn0JNfzt0bPQPN8pzcnFRJ6NTdvWNJvcguZTPTFw9yAzO48PRnXJsamD1Fpkcy54lUDG+Yskht7mWchDri+9RPiEI+QE/0zL+O38WOsUK9xPM6PqAVxqF1O/jiEebkZ0dkvFL/0gsVvPkBzzEatG5tTsWBWnbxrg/8dInH/byNwbbdkRYo5PUACu34kfsahZ53jt3FZV/jrflQlAyrFi9vQWGz/FSJULAs+/bYR+wQrOC9k0lZhojKWTP0kJDCljBfU/G0hQQDAddmqHCwof8YSaDm34+P4S0xf48NSpE41aNNDKpxRwK4JSs60kxik/tk8ul2n8Vgqe/WZkaeQ1dzTR+MjuXWpOwq7DKEoqPkkO67OJh849Kryua/Ny6bu9GmUJCggm5V0GIfOy6bLYmKCAYBSerloCLoiHLup+wEqcXlomlNi1FLW5hZZVWF36I+aVrPn6uzZUitXUZjh6iv51nxNwAQ1BL3RUrIaAqwu7/EMxi75P28iVbG0hzv1WT8o0Zy1i9uH65CSBIWN45PwVHrEHxX+TROK5xctbUiN4PKGx1tglx+okz8p6nIeipFRn/1z3GMnP61wID03QmosAiRc/cLXFWHqe/4Ydve7R5uZmrTzVvu5E5VbuWLmWae/cx2mP4cuj9vHauS3Of4zDyECgcnMrAFyenCLsWS0ifKbz7MgrdkU35qpZdw2XDHVEb4mmTg9HTrXSZkMFcW6q4/aq61we+yeP9sbpzF8RZLmZPGjUi5BuIVCYz9Xp1+i60EAUcD9h8vQHn3kC/LSiBa3HidYBxVcfq+KU6xoPFfWROqZ/bw9oM74rn7f8kiZzd1EzN24sjeD7CS4MGOdLpz80rQTK4+mhF3iPddNKV9eUK9HUvykgEtsp8zw/KraNMiyW+6O/VPkXRrZgaZ+3tN89DAD7GdN5NXgtCZWbU+33QMJ6riVsUDD+h3/4bBnVLT98ggK4tiAM246OJF9LJ2bbA0oFPQrPi+Gwck+fwGfdMN6eieecw2ykackkXflIalwqhWnZGiFdri8O1xAKHgReJnfSGvQ9W6u0n+p91KRdE7GNb9/U8A1PuvKR7ya/1uhjPWnZmrN1vSNTjgzG9812Up9o7pP2VFlL39G+AJSGiebaod9F89OKFvib3yA+8AJ+G3oC0PLyHEZbHMT4zkWMrM0BKEjNxKxVS4yrG2JkZcTz84/IiE9AamiEwq46M36oQtchPgzxSSLlZqxOARdgU8Eo2tzcjN/PvbWuDTgawOSno3h25BXXntuwLmekhnYYxHi6/n+Oo8n4Llr3q+ODi7dWmv+xyaKA+xk0neCB71XtWNzK/nkRo23dlLl1M5c6LSH3eQFh3VfRNWwkte8exKF/fWq3c+PjuTBWejZk1Qixzs6IAi5AzfZVtZ6nREUM8eVh19Ia08pmlBaWUJyWgaK4GImeDAMrC8xr2GJepxqGdpUxsLbEqJIlppV1szULJYJGGKkv+IL/L+Bfa3IVCgV9+/bl2LFjGBsb4+npiZmZGbdu3WLVqlUcPXqUK1euYG9vj7e3N6Wluj+ccrmcQ4cOoVAoaNq0qSp9y5Yt7NixgzNnzmBnZ8eYMWMYNWoUhw6VmcM9f/6cVq1akZaWhqOjI61atSI+Pp4tW7Zw4MABIiMjcXXVPNnbv38/Q4YMQU9Pj3bt2qGnp0dYWBj9+/dn0aJFLFyoyUp544bIItqsmSabcGhoKNu2bWPs2M8zov5b/J35r7qPU/m8E59/x5MA0TTsRbItXpIyUxLzStZazwKQSCRcHHOB6okfyH2ygzYvQ0AmMkOa+zmRWO6ewJAxIklGABQXZZCRcgNj05rMabSUH5Km8lwo4qKQxU0hjzoYECSrwekmgTpP7fWNjXjt3BYPIEwtXZ20ZEl1QxY0FoVq8cMzmPIo/9xJc9rQ9d5sLv1wQitvi5leZL5MIjcll5KCEgxsNEPexP11AydBwfvek7G3rYZEEHhu70PRh2IMZRL0SwtQZKaT9TyR9JepZLzKVgnOSqTGJ1OQcU4V+qRej1p4TTfHR8im5G4siZfucUltc6MoFbCpa41tk4ZcdphCxA05hoYCbi5GGGY48DBQW9UjlAj8aTIGKNMmRfwcTdBuUTha0n4VT+//ROauk/g2qMbwalV51GSvxmnW9WajNJ65NPEb4AblsbloHmGDU+ilyGKzkEy2lwOuflWJu/OSDmr5lP0wa1FrpK3EQ4jyG374/Bi/7jFSpSVxG+0KOjSAIMa09V7iD5+UpPdc+2uVozx++/EC327spPMawC9Dj0CqNnNmeSwbLyXCaTq9yvkOQhm5yb3fHrElLA6S02g2uQV3N5SZZ15tMVZVx3pb15HS9DuuNxvFeeWc3gfVR7uShhhv076mjRZJkvei9lxbpO2/q46wvuK8UbbHoTXW3P80lBoNdWSy4Woa/xXIq4HDufCyC5HHxb4PGyTmN7DR55slCoryklTaszHrDVk/0wiz0TNYLncgp4k794CWZz24XI6p1Sn+HGnFlUht7ImisIjYsfNU19SJcBRjerJ7Yn+iBt+jfdohLRItQCSE23yPmo+j8D/8A9cm76CSkxUN+vhyadAWLRPFyv4+UI7MR4nba27Sq848XtuZ8pFMqsScIaCJFKXn5ORaJyimEnd1jF11XFt0if2PJ2ltiD2nt+bmJ83pf4NOWxrguek+BU2NqGWZQwshl8wB3tjb6pOdq+Dknigq19Te/B5z38OHe69IvPiBXLWlo/me/uzesA7zknRV3HD1uVi+j3Rh5kxNEpjyc02dJXpD9mySgbzIJ2xaHCX6Nx96QSBjRDI1/v7w9nMImNGC+wHBosXAp3IcDtb0dxw4LU2lfbsbeo/C7tVJvXKH5lM9udLyB8waGFOrR2NufjKRbb9rKGH9ftFZN11xe6+UW5s9Z3ljknKd8E8HjfeD7+LxvYzBVWfy6I8I4i0NcfqmAXbNnLjcehVuP7zgkbNuhu+UdPhYyRrbqMsqE171PuoySxTsrs67qHXv+TkZdF5uTav7uzF9fI0cE7FfpHoy6qbe4A3ioV/zqZ4a2r9bK6/RECcCgWufqhY2YAvttmdyefR+XOMuMPjhSMZwgsjpp2ky/i3yohKMKonuC0aVLPnYwJu6fiEkXH9N9rN8qrjKQU8PaVYaGR2a4w58Pqo5NG1QQtd5Bnw17CdcOapx7fXZd7w+Kx7ae9TN5fxtIwpGz4d1Ze1Yp7s375r2pEQwoN12fQ1rLSUGjPPVsqJoPtWTDtsaaeVVYvK8NtSUV8Wqd28ut56qdV3ZP8U6vkG2gwdS6/02FfP3zaArWLlGU6OFGDP749MkhLdphDxPwBAJ9pKyQzblPf5/jNQZGu1zMLQ3wLymCSWFcpIepCDVk2Bqb41RVQOk5mbILK1AKkFiZgGCAEWFSA0MMC8qRmntpY6/iyAAukm0lL69X/AF/2/gX7Mr79ixg9GjR9OwYUNCQkKoV68eADk5OQwePJhTp07Rv39/Dh48+NnnLFiwgKVLl9KnTx+OHCnz12rVqhU//vgj33zzDQAfPnygRo0a5OTkYGJiospz8+ZNFixYwKJFi5BIxE3JkiVLWLhwIa1ateL69TKykJSUFOrUqYNUKiU8PJzmzUV/lLi4ONq2bUtKSgr379/H3V3UAmRnZ2NlZYUgCERFReHj40Pbtm2JiBAFC3Nzcx4+fEitWrW06hUeHk67du1o3bo1V678sw1P/JCePD9Ydkr/uRAOQQHB7N1Yk2E/JrJmdRPSGnsSFBCMfz9vwg5fEzcY18QNe7vw5XRaUVnjWQdmXub1g7JPzaxzo+mpeEld10lUrd1TQ5BWL8d9RR6rrSpTVJBEUUEyulCjriv93nykrcScVV226xRwP4eKNNihI2O4GbiL3OcFVH10jUnTNH3v5oSNRSgRRL+tgnyEkmLSmn9F5WdXKH3zGqmhAWl3H2FarTJGfh2IqdwZK4Mc6r68iJD8npTIW6S9+IieoR51OjRB384OoXZDCq2rY1TDgdJXMRgkPEGekkTxx3QKP2ZSmJFLTlI2Ga8yVcQZ/wZ1u9egemtXDJ2cKLGrRaZ1XSpdPazzo2wWfZ/cJk1VbaNrXKSFxrNy5mqexaxAEOQ4eizAqrLmAc2a1U24/MCMnh7JjJmivd04tMYaqytHKG3SmoMZnTl/6iVJLxOZdG4kQ+UvGSKtRG+pDZaNTJlda73W/cHrG3LpaVXq9nQi8XQ8Nbs7Ir31UMuUTNf40kVGkxf5hE3Lozj5k5TrzcTYkOXjj1brUJ23U/axfttziosVqvsbxl1kxORXGs+8sOYOnaY3V5UB4LTPYdVmUb1tm4xvglRPRr+nYwn99o5KAFSi4MoTjH20Y8ju3lCHH3/K5qfAqiTnWSBvIfpfGlc31IijO/B7X+r2rDhWrq41oIpPZa04krruadbBg/evP/LheYLWM0JW3+Z+mMgw9814P0ZkBGmYsYIo5L47+JB+hscJ952lSq/1JJLvp8RpPVMd5dlcpUaGuGycz6Mfl+LUrw5DU0WXiD/XVlLFxFai/te1qRY4g26LjRAUCmT6+hx23KqyJmmzuht65ma88vue43fsdMb9tWtpTcrNDK10JdxGu3K+z18M0vtTZVXgMszpX2tb1eFz8xe6LSzbmCpNdOE/i3nbar6fhun5fwvXJyfJnjxOK36oEso+Wp7clofXtMN4KVFRXRrGXeRxenX0vcv6oyJyKV3j2i9qNTmH/9QZx1R5T/l3V7TpL//t2G2xku+yZ4lmy9NbEt5jD6a+ZfPW3NGEfUPCmN/7PYa/reVMh90EnBmicTjV8v4evg4UNY8TAn1V8ebbrO7GEbd17Fofwca1jUly8dIqj9/PvdGr7wglxbxy7EbxD9+QuTaEubPLnl/btQHrpXNV8XiVqNO1OvXHD+ZNg07UTohEMK9B2r5gUh680fAprgjqbd2gdx1G5s8B4Fyn0+hZWyPR1yPt2l0MzE1If/Ze5dPpf2Qi+80n0OXMII0+8Yg9qLJccR/rhtnI71HI9LUOTUH8viXdT1UJRraxt3DOucrrxasrHIcgxqT9YbwjbQtOkrZvf4V+9pVib9HkxQFVfFwlfK9v5L21Czff1uTW3SzVgQCgYrvWNY4d4i7w3eTXqt9Ll3uS79FEI4+Bjb5Kk9k2IojOQaJlV2DIGNUcGn6mCtNOlrWHZSNTarSoib6pEQZjp5G37ifVWlO5uRXuc4eTn51N9ymruJeSwUJpddykJhjaG2BSxUgnadbfwbi6IZUb2VBaVKoxTqr62tJo6hDk1nYo9I1AENDPTKH05VNkFhZITEyhqJCSpGQSw6NJjEz6H/O1tWxkSqUGlch4k/mP6vSFXfkL/qfwrzW5u3fvBmDdunUqARdEwW/nzp3Y29tz/PhxCgoKMDbWzXYZFRXFTz/9hL29Pdu3b9e4phRYlRA+MQEr0589e8bNmzepXbu2hoALMG/ePFavXs2NGzdIT0/HxsYGgF9++YWCggJmzZqlEnABnJycCAoKYsSIEWzcuJFdu0QTv/T0dARBwM7OjlatNNkva9Sowdu3bxk1ahQXLuhmWfy3qO7XRCXkBgUEE/pdNB12N9HKFxQQzPqMWQz7cSUAaY3LFvBunvl4jhyDuvipFHDV7+fBM874HUXfy5dv/nDF7/BEJP1m8e75QVLfXmSl/AOvn2xjimsfJp77FpCwRpFOuJCDuWBN5Wr+DHp1CWeJMRu9ZlNUmIJUaoCRSTWMzWrin1gmsCj/X7XKg5kz76FnaMDsec1YvSJaizDpq2FtRJ+tcggMGaOKtQpw8YE1bft4YW+rT92qcjq8+pmwEFHALLWtQY5lTaxjw6j8+jbI5ejZ2yP/+BHbPj3ZL/mWe7ezGN5NTt3Yv8DcCnnDxpg2acc7mSsvP5rR4OVS8l++xjA3BxOHYoxcvclRyFFYVUZmZoFxHQWGhiaYmNlgn5sOr+JIvXrvH5sOKSEoBHLefKAkOxd9izhsq1dTMTJq9dns2xrxHMujWFAw+7t+fHh1BCvbFjR0n42BUSWtfNNnROPToyX1Yg4iemKpXVvgQ9HKXhT9OI2RO6uT8qpsk20qkdFSYsolRTa9pTbMrrVeFc7mRLPfufFJe/EgsExQqNndUSzvgmvsjBP9j0zuRZPv0US1ydi4tjE/TosVTXRnRAOam19TXzGO5XW1/lcXcENW3yb+2gMudKrKzzteoG4AlztmEJiI8VgPr7akH8EcfDlKxeHr3c2Ta2duqQTcZ3/FwfYybdCrsbvIcvfAsI+xloAr+m1FafgILgvyJK9pE2o+mcwPv2/g/adoQK5PTpI6cjiLHHZyYMxrlT96Vvbfn2wPn+yn0jg07FsXu5kzSfL8Xmde9bFxN7TizYGnhwX3wyB06G3CeoxBXSesFPaK00uw7eioFXHWQFLWwhWF1igfrkSqr0etEf2waF4Fw/S39Mr0Zcyb6US6nFblUcakfnH8DS+OT6D9zoeEHb6GvKSE3g9H8vvQTB7/Hs/biBjqjR6ATWkyXzeH1zrq9zkBF6DS4EFQCNIk8QDArIExVg1rAv+5kHul5Q8cv7+Huacdsa1ihqmJjDO/iwecj/58ogq39TlU8amMTd1K6JsYagi4hvYG+GwZR1ifTf9R2bwXtaeoNJ+GgwNIOL9L63pQQDAmxjIujPDhZf//TAstHia9Us2HrMtx8Cl2bnmBQpeAEdFmxt++o/xhWUVarXPzc5lzrQ3LW18h0nsK36nNi9trbrLpYZSGX+2xlcYskibwTqhN8spr2K50pLyofbPpcNU9SgHX9H40Z7KM2LXi08H3wkGo02bV61GLaq2cKHyfQvSy05/Mcz+5HDRpqmqrut1rUKPfbPSia1Oz42tyU/Jw2r0ek7iblNR1IdmqLsfvV6ey1WBGNoezGX40HZeJ9eCOFH4swsbBUktzpr4WnGr1J9dC4PnR1wwP8WPPhgj0Gnsgf3QfuVcnKhmZkBF5jcyETNU9z7b/Rb/Ob4gsd+iQEThNpZWL2fYAtolrUcO+dVUxrZVM1+rm2ABuMds4W3c6Xce/pX6/JI11XInKza3ISk7j2Ts9vB6EkpmQjucsb+JPxZD1WNNP1CX3OtnXNK2P/E9M44WVO3aFCfRL2Es/O6nG+lY+nJM6Fm7XdJcpL+ACGqa6SgEXNOeQXojmHMp6nEfW4zi8FrbF4PIRbqkdplV1r05RVhZ9gnYQnZ7FUvNaNCoQrfCKkosrNOn+HCT6EmxdK2FkaUz6yzSMqxtiaK1P9WY1sPPxIL+mC3qlhRgkvSL/3l1eRD5GIReo3cYJ0yZuKKrVRb9yFewzskiNSyP3f0rIrWmJolT+HwntX/AF/w3+tZBrY2ODk5MTXl7ap5a2trZYW1uTnp7Ox48fqVmzplYeuVzOhAkTUCgUbNiwAWtrTXPaoUOHsmTJEtzc3LCzs2PixIn069dPJTA3bNiQlJQUMjIytATi4uJiiovFhUEmK1u0zpwRfUx69eqlVZ6ePXsikUhUedQxYMAA9PQ0m2jFihVMmjSJixcvsn37dkaPHq1137/F1VmnaP5gP31m5qqEusByeZo/2A8zc7GobkngUe2NwtRyJDnqKL+xSO417dPGJInWqxUo5AWYmDdBT9+czMwXlL44zDNKUXI+WyBlitSem94/I5FI8Htzh6CAYMwAMxw13rOh/37I1iQmmDnzHra1qzFqW3ckl/X4bYgrlg61eR8wgVvva7J1VST5+ZrhUnSVG6BzsB8W1SxVm2l1c2f1+KcgbhAdujfErpMfYQE/Yc9PjPC1pZHjEOJcvmF/mBnXztxCzxDquxdiW0WfvpYm6JuZoGdphfCp72UlBchNLCgwtiLP0JpsiTXFCn3szD5QOTcTefG//xC8PvsOe+8CrGvbIDPQ45EO02RdQq1MX9NfMFEoZqX8PalvE6jb6Aeq1u2DRFKxq32b8e5E3XmAunnyqlUeuGWfJSEjjyKz+qS8KmNfnRAomna1k1iwRHjPPO9ZmALj94pauBtqxTb3c8JcxztNFDliXebc0hijDXNuA0ZM/yTg6oJEX6LSkq/PmIX6du5+2H1MjMvm+cUBV1W+tKnRGQRmj8HK1Yx7jXMhIJgBL8ezN74mVSN/Z3P4M5VZJUDDPk4am19HHlEw0oWid5qHMc2nejJuox47NtTnhZoiVknipIzbKNGXsNx/G0xJwrDqRhZOrk3+b0GAeMo/qMUrKt5yiRj0dokq3I2gEPg5zpdhI100/G/Vx0i3oT4q4UoX7L1tyJIKTJvvQ1hr7bk1JHkqBGjOuw8h8XSpGcsbeR1GTr5H71G+NBraiDsh/878LGfXVuKuP8PlyRIi1UzX2m7pR/h4kRfB0N6AouRiJidO4qlzIIlPxI1zpQkT4fcJ1Bs3iAe1+6IAmrw6phJy9Sz0cBnkohVzVBcKws7TdUBDCm69pt32QUhkMhLPareZutbmn+Bm0+Eovb79fu7Nd6v7Y5b1lryjw7jzmfuqPLpOkVwfC4N07N/dJPf8WdU133U9uNhyJcV6YZ95wudxbdElqMC8/Z9Y2fxZezOVfVsSNljzMFpx4xGNf+3Do71x7N1YE/PCdG6HgP+pGXSoQMD9O7IrdXhMaqahRfxpwTVCT81QxTFtvayjTnPdxz8uIeBOJsrjqvLv2yZdzFjFQgJDxiC5+ZBes65xPEhOctOKQzn53PwFNL2ZKCyVcT+2UPUO9aMdZSzdlycT/raer06/5dVpkdeiejs7PBaNYMHVZnRcOE41/lxuPmLTimuM7ODDke1X+K1Azlp9KQ7dHcl4rWnZ4RB3gXMZT1QxiQ3mrMTf1YWwvj8z+P0yskfNpdTsPCgEDF/FUpqcTGlBETU86yAoXpF2L+tTFIKTOsvaar4fesaGqljBAA8mn8X4yKe46de17wPxUOL1kRlcqD4Sv0eTaTK+CdFbomm3bSBScwvCBgWL/sUBcGr/XYbOGUwtw8MYNm1Glo4Y0rHj5mNgqkfTCR6qGPfoG6BAiunHV1oxx0FcH5OTC3QSvlXEOH53zyNqVdfDdaEXydfSabO6G13DeurMCzBjnifFOgjgZYYGvA2P1kgzr12F306EEvHoBX90akmNd0X/NWGTcXVDBIVAcW4hZnam1PCsg03zxpS4tOSDVX0qZScgvX6RsHKcJdU86qCwrc7bKi0QkFDj5VOK0zX3NQY2+jT+tgkleQUVatjVYeVqRs6LfOQFClXYxi/4gv/b+NdC7qlTpyq89urVK9LT0zEwMMDW1lZnnh07dvDgwQO8vLwYOHCg1vXvv/+evLw8unTpQl5eHr1792bdOk1Hf1tbW63n5+fnM3HiRIqLi+nRoweWlpaqa48eiZtCFxdt0iIbGxuqVKnChw8fSElJwc7OTnVtyJAhWvnt7e3ZuHEjQ4cOZfr06QQEBOgU5v8N1nbYRIvrrgSGuBEUEEwdt4a8fvBM9YFut3UAnWaKgqM6TXx506/ym4iziwqJM22FU7sudL1cxtw6YnLZ5ubDq6OYmNfFucVy5pwfC7Ka7B5/jrfxTxgQ9QN6W3dh990Y0k8/x/8rR633lA8NVF7AVZqipr55r8r7S/x89M2MmbdFwfun4nakr3c6AS2airFUPwM7lxokXPt8CAyZsRSfCyuJs27DoOkPaJXcgnFxPQi+WIVrZ27BVoDHLAvyZEzHWpiWZKFfKvqgKDJqYyCRoMjOgkSR2ESak4n0YxKygnxM9PWxBRSFhaAQKEjPwNTemtbLOqJvY0VxShoZzxLJeJOBokSOVF+MPVdaWIqhuQEW1SwoyCwg80U2ydfSVabl5aHLrE/drNf/zGxaLMrm1fWp2KDHekVV/qzXD4DzgWncsQzgwOkiZvZNp/KpX4j6FPsxKCAY5t1AqicjWG8JilI57zumkNa1PpYrN3D6RQ2OrXiH+YNwkbwoRCTo+XlZLvoH/ElJDOHZAhcuh8B1RS73hTz0hi8m+X195oeJpqiSmw8RWroSGDKGk0uv883UWJ11jGo1SYsNuXy91c3AlVq6ut1rIDPQg3wYOVlkTJ0WOolLx8RQIj+vc6Fh2FoiJh7VYoKMc+xCHDCB/egyulcyiC+Wu7Hw3Y9am+Q7627R4WRDXjhpHu4A1H1yGTMhS+WrqX7vnLxggvXKzPTUmanLQxmeIcFnBLAP/78mUfLmNR7fuqDekpc23oNzdwgMGYOehR5LKSOOKl/uVyfiMKpZhO+2/mRO/hl1XtEGcaF8LLKGWdrmons2RNBzhREZTZqLBxQhoH4cpeyvYyuMuNXkW4175dcfUyAXD1xs2/tgZm/Jg11rcDs+TeVXrBRwAeKCH/Dnr5GsPDKVIQ/LCP5yG3jw8MATgjZHAdHY1a3O3oZlgn5pduk/EnABTD2akqJXifsLwtCz0MP35yHYNWmg0kQpUZxe8q8FXSUiJh6Fcv6ENfztMf7lD/64UoWIE3do3a0ZQ9t+ZMd5Q26dv4dH+ybMen1MtWE3tDcg8dI9DKc6E/XpGa3mtsGkfh0ebDmlsWFsNNSRyt+PQz8hnrCBFYe4Uofb42Mw9fMmr4EhY4gB2CaSXPle30iXxZ+ssxZdBT4dijiWkfyEfbWaQODBvsc6hYl/IlgrQ+6o/wZE5nfl/VcgEE0hNyggGENTY6beEbkd1OMLq96rdjZjYVTM/GvjudlU3Myv6fUbJ2ZlMuNiCx5djcWhuTN9lrVBkEg5s7iEN/OWqagCjL/xxO95AX5q72/8+DhJ8mrcLDLmaGGWKizc5+odOvkNYQGixYnIkruBcYPPsGpqFF/NEwVvSUsXlsSWtce5DieJnJ6pU2iITavJd0tfc25NdyKnn0b2/pVqTKRE3WF8t19QPEjlYcd5lChkGKzvQM7bfMxrmJBWLv60zFhK7Y41NIR1ed8xLDjbgJiAvgz+wY9aXzli7ONcVr9xY6jzJFxFlNj69ja6zxcZgo/uiCQwZAzKI6WmEzz4+vLXHJ5SFv/bvJI1q+fZcd1ZbFnfNXq4PDnFY7ceGt+CjJhsXL9zxqpvXzxNjbi18hq5UVFcVQznijCQoT/HfJqHZXAbXLHPrToCQ8aQHR7HLysi4VNcaz3bdQhfCQSFaa4H1R3r8O3GTuiZmwL3ULQtOyxpNrkFVh3aIX/9kvAJRzTuM7Q34OnJu5xOfkvzSlZYXspQRVn4p7D3tsHMzpzCrALVHgOgKLsQy5pW1BoxkHf1fbmaWx09qYLG+fd1EgQCRG+7i3fVytRsWojC0JjUm7Eaa5/LMCeqdPdX+a0rITOW0mRsM6QGerwMfUzavSys3S2o3boeptVsKc0rIDnmlcqXWh3+RyYimFuSeujY3zLkf8EX/Kf4Hw0hNHeuGNakW7duGBlph2wpLS1l2TKRXKQ80ZMSEomEGTNmMGPG35swAZw4cYKtW7dy48YNMjMz6datG3v3ljGjZmRkUFhYiLm5OWZmZjqfUbVqVT58+EBSUhJ2dnbUqVOHz7kqDxkyhMOHD3Py5ElGjx5NSEgFsSD+BZ7Gvifi04dC3We2yaMjdJpWJgj93Sah1dw2KvPRqFaTsIy5x4uv5hE4q7VGvsCQMZQKAr15S82GQ0QB9xO69qxHv9hfiAwzhBHfg0SG2VeO/FvUdK6r0wS5dNNxhi1/y7r5+pyN9eXYzkgSnH3/0TP1TAy1PsZK1OpcjYbDuhNUMInXWfr88VMEI6b44VM7gV3h1bh2RtReOno2Ylm/d1jH7wR9AzA0QpDpU2pigaSkEEpLkRgaIalkS8mbRxTHPST76RvkRcXIDPSR6uthWt0OmYkx+taWGFa1R2pugSIzA0FQoG9iiHVtayRSKTIDPZGW39wE01pV0atdF/JySI24WeFpaMtAH7gPy1c0J6dc2Bvl/8s3lvL03kCMbBqz7lgone4tp+4MUQjOOXaU3A2BfAU8UeOTeX0yHj6FP1GUyqk1dTTS4gLqFeZzo/Ywdv+RRSM3BaYfzpPTIoB2YXX5sGMvk9dBbloOY92rsuP2EY6NustroZifFO8xMqlO0d4ZSKUG/KkwoofEmq9S9qo07D3me/GogjH7b/y11VE7oBXhE44QyBjW6G2nadMYFEVlpl0Tpz4iMOToZ54gwv+vSRpmoIN/8GPy4Q8Mn1yVQg9HLcsIZXkXVCumyScTW4B6cZfIHtKbV87tcIjTHfIDRE0IAX9fv8IUsS7Ldkn5BlRlbLdtIJfHljH73jx3h2MrjbkVAntHn4dP2ghdGjR+jWR/9Y3E7HxElUkGpIXGU6mDIwY2+jx36iAyFJcLywSwyyyIW01eaaUr8et6J8zJYs2lmtwf+Cc//ll2cGmkL6e4VELuxyRe7ThKwrkEiv0NMXZ2AjS1i2239OPwLfFwoPzBRO6ElXQTUqhm54cgQN/XS7g86iT+B8fz0q0fNdPvw81wpEaGSKRSLo8r44NQEoIp8cG5I/lyUVArzS4FuRwDbz/8/3LWMgmWGUtpeX+PaK76X6Bu9xpkBx3l5C1TLh0RN82NHAxI6/0V/Yz0WDahBzlxO7mt1Eghmiu+Ov0Wr4VtoccQ9AuzeWbVCnveY3U6SkPAqdLBCyE/m7htuse80oRUHd+oCbhVHeqya/9rSkrKJMB6TRw0hNSggGCCFms+VxS2TqsOtdShLlC4P/qLgdPSVOOy6QQPLvQ8wI61f+93fHnTfdpNEvkI9myoxfDJurWjN3fEwpHrVK5hrzoECxuwRedBsBJZ7mUuG5Vib1EyI5qJJ9ypWU/cJ/TrYU3L3jtZeMmdFTYbVbG7HfrXJz8tl9xPhGtWrmY8Xn2XoKkRQAqBIWPojW7N9eklcq56fk+DuFBGTn5Jhw21NcLTeN3byXWPkXxFK42yZzRrxdNZY9kc9DWyJG/8ovx0mnkbthZdPCI/9d1L9wH4n7Umcc8hHu5+wsPdT4j8JZqrM25Rv6kj/T8dHOoiFarTuSbW9eyp+9fXYGzKi82/8VavLrFXH/Lj3DaYtCnbE0j1ZCg+hdyrcXwFaY4mGFsZ0n2+hC6DfSAExkwX3S/8fxtBrMdYbJ4d4MdeA7miRlaek5ZBgweXqbOhJ8hk3FpxBouAebQNWcJlfzH+r9I8+kPMe2xLSzDq2Y/2jRzIjnmMR+0snn+0oDTrn4uMDv3rw6clInTCc8JCwKKtpmVP3xGtVBwKd/c84sIn4Xdng63crmOE18axFF49q/oO+R/+AYVNFfIjw7iuFpJMiaLkYq59yOC6IommElOQaWX5LPw29ETm0hRJUT5CWgryzCzy3ryjJL8ImYEeZrWqkm9fH315EY31H2L57AbXJm2r8HnyAgVRs84B53Ref7Q3TidvgU/QV+jZ2lHw4iUSqWhZaWhugL6JIXpmIodOTpLukEMJrj0wkWcj1a9YcfYFX/Df4n9MyP355585cOAAJiYmLF++XGeegwcP8vbtW5o0aULnzp3/R94bGhqqIWQWFhby4sULFStybq44wZSkVbqgNIVW5v0n2Lp1K1FRUZw/f56dO3cycuTI/6T4KihJYtSRHhbPgGmaGwFd5l4Jp+LZ90sEVRvUUgm48uuPkXk1IsvdA6VIqPxoOrVyUdvACPg8PQpS0cfk3MpbRK+PwD7kNOURFBDMdoNlBJ78e5Ozxr7udJ/TUqcg8+M0UR81enIG6ix+LWZ6EdN/G8XN3bTuOx5kgOnH1xRZVaVdpwCkHz+QdUvcFFo0dubSd3tJOP8e8yqRDAv8mmovIvm2byIFdvpkYc8cl/PMaG6JRBBAiEVRYkBhrUbISgqQCApKDc3JNrUnycIH89q52BW8wfR9PCXhfyHPzsW8lr0Y86+yHQqLSigMjZEViONFbmSKXM8AaoN+YzmWMj3kekZIFHKMUt9ASRHI5ZCXS9GTx+S+TcG2jSfNJ84hQVqfUoWUmr+MFP2cENkX681expzZd3TGfQXIyYyjuOgjO37bw57fUzhWeRq5o8bC2yT6xo2GAB1m9OXiey5/0ZPwv0RBbeD3RowZKCcxU0KpYUuMs5NIrO5F5rO1jL4jslfmCHJ2IWGP4iO3rOtiVKjAo90f/O5/isnTdnFIP5dTxZls7L6czlO86Rs3ukLzRF3jwsjMlNPDoiEvR8MPW4kGcaGkFVsR7qZGHlUqMOK2G4HFZafOMxeKmyqnbxoQd+A57S4tg/bagl/QdiAgmPVr3ElxbakKP+Libk83NXPJ9hcWcKnTElVdlhAMfEcgYtu9dCqL4fsipypWVfL4fk8v3Me5M/C17rAkbSOCCPfTFKPX993HlCOD8VkWAJdh+u0BvEMkIlpX42eCjt2AgPbsNFmuIpG55T5UbIcKBFz1NKUWWDn/Nvna8iEyVdUXVRvUYvhmTSm8vIYToH5cGMYrJ2BgbkIRWcjWBeK7/SHqx1Q1O1bFIW4DEeP3EqHm1/U0QYLBN2UaZ5mxlMSjT+i8MQKI4/ycDMLV+l5+/TEjJou6n6ETq9Dr8rdcXnMT3zXd6fxHC2o6w+sHZkB3AH7bUAND+2MUJRfTZmUXDOo3ULFNAxhsmouLjycHf46md9tiik7MxVAm482JcK16Vm9ZVSQc+tQ+SgubBs2c+LpbZbzMojEuSEevIJvLbeeo7nPoX5/U+FSc+7TAuLknb+r54/b2HGnfLsTiaByHgyNpYJtN2ic/Q12mlUpcXxwOi8NpNrkFjTwekng6QsOaB9AiDlPC/7cR3HSbyG33sugFyr4OHf2wTKj/1N4l6gJhuflnZGZKYa6mX2SX0B4Q0IPAcgJu0wke9H8+jvZ9vWg5qrHIdPzp3T+vc8H6ZrBKwFUfrwdnhzNgRVsN4a7dpKYq0rZ4p4AK18NLR8S5OP5MT16VY/tWr3d5YVf5e/qMaI16D+tfn6eeL4h/cBsHB3MkJda02zGYy6P2kZ+Wi33jWlRtVo+C1EwGf5gCGyMqJIqEMnLEq5+e/9ypA/tHuvBTnR08uhqrEoive4wkKCCYfmN82eKUSmKjNgAoikt4tnQz3rLHSFr7EtF2jpZJd1BAMDJ9fWaeKgvnZlf4huLYaJ4eKrN+qlRJtBRZNCwXaZIzplUqscx2I6nvs0j/kMaEfaJFUObSw7xo7AmffO+DAoIJdPHm8FRP7rTR3O9cGP2YJw17M5FgWlt44hvfhBzyubA9nB4nTJm4sgtRHUShWAxvtosOAcEaB4neS/ypnd2AwrpyHi//A4+fxuG96lsUV9ZT3Kw9njG/Y/46WhVOLe1eFkVXIkj/ZgaV9E2InbmfljWW4ebgRNKzCuj5y6Fu9xpi23xa9jpsboDJp8O6i1MS6Li+FqY2lgyO+UFJ6E+z4S4oKR0jlEzUPcsOCF2enEIR8QfPg4+qDkYqN7eitk9D7v1yB6FEIFEoYpHiHU0kJoyVllkP/h1kxlI8rwRzKseHmtb52BhkIW2gQC7IqFzyHuuMN8hS30N+HpKoU+i/fMvzS/F/G9v2P4HP8k5Imrai5O51ri3QdKkQFALZzxOJO/ZI5wGKT1AAeaWZ2Ly5y6Wdnw+H9gVf8N/gf0TI3bRpE5MnT0YikbBz506cnHSzhm7cuBHgH2tp/wnmzp3LmjVrePfuHZs3b2b9+vW0a9eOW7du4eTkpPLNLe+/qw6l1vbfEE1XrVqVDRs2MGzYMKZNm0bnzp2pUaPGf1SHmTcDkeeIG4h63WtQY3g/Rp33xcE+h6+H+3Dh4HVKShSUlArITIyRyMp8LuWFxez7JQJjIylZ7959MpuBWks6kYDIUre2wyYOzynBZLmMwiI5vRa1Rs/clGY39jDip5X8dew0DfJy6fzwCU8XPmD+1Snw6TmlOXms6hrMnKgpzL86hQRgw9c7KChUMCfsBw2fSIVCoLBIgb6ehBe3H6JnboqJsYxSuUBxsQIDAyl6srJ+KClRcLLtCa4uCENibsr9Xx8g29cG/+NTaVHXlLSlC/lRLn4GBy2Rc7RdLNKi2zz7ai6WNTOxePqC/NRM+NQeeuampCXk4HBhJ3Edp2NV7yOmRRm8K6rG+Yx61DcqxcSwhCoGydhmvUS/IAtJaTGS4iL05MkYyeOobG1HoVV1EoyceGLsTcvOCjKys6lb/AhZYTbFBmYUGFtTKtFDoihFITOgSGJCgWBEdrEJcoUEEDCQKjAxKKIuCgzS3iMkv6Uw4S25SZkU55VSmpOLefobGpjlYhR7lcj9L1R9B9DSqwovo59qtC/Aj8dGglRKUPtAzM3NyRo7g4kSI0pz8pDIZFjev83ihSJ7riAIFBQq0NOTYKBfNmaU/XT1xA1MjGXUcKxNN6dXVM54zqwgQ3J/7EzN/mVaDqmBPoriEqxMzRguqcXvijQk8kScmi1BIpHwdPElfrCqi92kvRxa15qHhcV0/W4SJouK0TM3Zf7VKRRfuM3qpVdU/TT/6hRANNXPL5AjlcKM82OIOI8qj7JO7hNb8HBnLHb5b5Ct/5EMQKKvj4mxDCNDKQumOZFxx5rFzVeiryfBsFMLMDdFjj4WMffpNOs2c40MyT4fQ0mphN82X0H/03wyMpTimH+H9E9jtbhEQc+DAcRcTFX1x/Off0cikyHI5aoxXdu1PnpXTSnNKwCFQpV37fJb7F9ixM09MChBc34o88ikMOqIG8M//d4z/BCLfzCgdPpr/I9PJabBIExuxJAUKWojbq28Ro/mnbltv4xpoZOQ3jkBP74U59On8gBMOTMOBWitEbbNzPkQnoTM1ITsc/cwWX+VrSurE+ecriJNAdj4Qz6xe8vq1GyGDzFb76ueU5qTB1Ip6w7o8TpzOmQCc1Lw6LgPX5kHMpMy653317IoLTpJ00k+SH2GcX/YDBT5BTSf0ZLCT2NKamgAQP/KlzlgoEdxsQKJQq5qJ78j01j5RE4dt4Ykxb8g5m4qw9r7U+d5GvoOzhwIMMP88i+UDOrOwMWiFqna4/PYzgpA36UJudUcMXhxVxxLn+pUmFcK5pZ0dJThdvsXPjx6BY/fICzfw5thVWhePwdzvXxqZETTfamxRv8lP31B1yE+TK52DPndaPLfJpNbXMKDbdGqedIk+k9KpfrYLp0N3b4hzciKWm+vEtlrFXrmpowt+Znjek2YPiOaejMuMnjr16rnywuLEUpKkJmaqLQiAPL8Qu5uuI2e+WONcVSaV4BJLQPcR/phXKcGEkNjIkbupjQnD9+r65gY4sHssKE8/5R/aev1GJoaMfPC90RcFZ8jKARq+Feh2p7T2Iy/yYRpLRCumiLIFcjzC5Aa6HPjlztIz96pcC3XMzdFUVSMorgEmYkxw9/9gIkxtJ7SCrm+Pue7X+Dr0ABW5i7CMXUCRW5tkB1WIFegseYlxb9gZddgUMCKD3PI+3Rthecm1bo3dKIvf+24yrTQSaC2Rij7qTBZiszUBHlevmqNCMpcwMc7maxuv5GggGCWBLXEZMkdTo55ScRVU1a22wjFCqRGhkj1xS3Ry3NJSA1E/oNjO6OoOvN7AjKD0DM3xbK2LeYNapP/PoW4IwmYdJBxbHomERdlLO/4q6osW4Kc+NCiE6V5BQgKQaOu1dra8WfHIyyIGoRRq0o8ORatqi/A0R2RnDGUsfThHTK9/JAaGdJkzyqMc6MJet0Lb/PVJNx5T/1+Drw4/BSpgT7OLRzYUGsHV8JNUZSUIpGUYPY+jqi1V1TvVhQV4zLQmWGxfzJ2RR5/dvWnx4GmTF7TCqGkhAsrb2D5sDKuO5dz07udxrp3cWYKkVdNid7+CKRSjXVPyM2h5p/zOeOrx3EHP1V61NQTzOAEUUfEflJfI4yNpAQFBDMn7AdkRgZIu/Tj2/ZfoVe3G7Va1SF+0z7qdmuJXhNPDAqzCCvyxbx6E6RGm1X9VJhTxLOsmljqJ2NU1Yzk+y8w+5DOu9g0JPr6OudTmzU9uDz2AHrmpiRGZKjW0MIiOQoFUJSHnrkpkX3XY9JhE3npWRxvuYVq5ppkjcqxJzMxQmpiTNO9q7k/dBqVMl8irVaLokKJqh3qd/Ug+0UiEokeMnMDqgom2MszcSw1wbJEpjH2lP2knE/KtVxmoUerQwu4JrTEu8pzrHMSUZTIyDO1JV9iillmIpIXcWQ+eUFuUgalhSWU5OYjM5BpjD1l2ZFK0TM11kov30+CQlDNJ5mRAdXa2lG3S0tkDs7wOp7kmGcazzeubI5EKiE7KZuSbD30zPU06lSvTwOkZubYPAgjO/Yxohii2U+ycuX9gi/4jyH8F1AoFMLMmTMFQJDJZMKePXsqzPvy5UsBEExNTYW8vLz/5rWfxdixYwVAGDZsmCAIgpCVlSUAgqWlZYX3eHh4CIBw//79CvP4+fkJgHDx4kWN9O7duwuA0KVLF0EQBOHy5csCILRu3fo/Kv+bnYeE03oOwsfMfI30nfteCa27hwsp5yM10l+tChJadw8XXr7J1Ui/0WWEcFrPQSjOytFID3frKoRYN9V6r6W5ufC9S0uNtMKiIqFuownC99NCNNJfvskVWncPF4I2xWm+826acFrPQYhfvEkj/eT590Lr7uHC6YtJGunxizcJp/UctOoUtClOiHBpImQ/fKqzTvJ8zfFTUZ069osShoy/pZGmKC0WCg6uFjL3rtVIL3r7Rkic0E+IGTNH6znL9hUJHz5qtm9SRpEQ9ShXeJtWopEe81ohHLwmF1Kz5BrpxbfPC1nrpwjF7xM00uOn/Sjk/Dpbq5/ivx8uvP5hgFZZQqybCuFuXTXS5KWlwmk9B+H21yM10l++yRV6TXwmXI7VfMaNu2lC6+7hws59rzTSS948FkYuSxUK71/RLMtn+mnlEblWPy3v1V9o3T1cyM3TbJsh429V2E/j5ms+ozgrRzit5yDc6DJCIz374VPhtJ6D1ti7fT9dZ52UY+/NzkMa6cr5dONumkZ6YnKWcFrPQSjN1+yP+Rve6KxTRWPvQkyR1tgrzsoRWncPF6bMj9FIl2emCoNmv9WqU8r5SCE19lqFdTp5/r1GekX9FDNmjnBaz0HIffZcI73w/sV/VSddYy83r0QIvigIr95ptmP2w6fCh+mDhZSUFK066VojYl4qhG/nfxBK3mqOg7epBWJ/JD7TWaecJ5rp6W+eCu/iYoTSUs35V1Gd7j1L07FGlAi7Lgla/VT68YNwWs9Ba41Q1qkoUbP/imKvC6nzRwjvjxzVSK9o7CnrVH4+Ja1fqHMt/7ghUIh+/lGrTrfbtxNyY6M0yy6XCz3GxemcTysOafa/ep0qWssrGnsV1an892nK/Bihdffwf/x90jX2/u0aUdG6d/L8eyFxQj+tNSJ+8SZh7XGFVp1yT/8u5Pw6W6ufEt6l/Kv51LFflJD45o1Wnfz6XBP2XijWSH+dIH7zYict1kjPy8vT2U8pGYVC6+7hQkn8Xa06fW6NKE3V7Ncp82P+1T7i3/STch/xJilbs+znI4X4gZ216pSbmSb8dVMuFNzVLPuTt3IhLSZSyL5zU2edyvdT1qtHOus0ZPwtoWM/zXkjCLr3EcVZOUL+vuVaa0TOk+dC/m9LhYIX0Rrp6Vev6eynvdt3CKf1HHSOvdN6DsLHCM1vcUpyspBxL0woeqs5boqunRBefveVVp2ivL4S7nXtoFWn/2Q+lV/3StM/CB+mDxbe/LpVIz3p2DHh6aAuwoe/NNc9ZZ3yHtzRSK+on77gC/4n8K/j5CpRUFDAkCFDOHr0KMbGxhw4cICePStmnVu7di3Tp09n4MCBHDhw4D955T/C1atX8fHxoXHjxjx48ABBELCwsCA3N5f8/HydYY2qVaum8sm1t7fX+VxlnNyLFy/SoUMHVfr79+9xcXEhMzOTXbt2Ubdu3X8dJ/frYdfJL5DTf7QP1Xu7oSgsUp3sSY2lVI64wNnbFpzbf5V5kT9qaXKFkhJSL8azf8sVTvzwlsheq5DnF9L2wiJm3eqAvETOMtkybq+IovKNUJJzzZF1aAlAy/CN/JXiRcqZ71m5Yz8KiabmMDe3ACMp/GLuRLVPQcrX+G+koFDBX6vMiW49Cunlm6z+6aaGJldfTXOofvq/o9JGnh0RCZ10nVYCBPltoLRU4FfZct5/ivO2tsMmiorkzDw7Bj1zU47NCGFx3lyit9zFb9tgcmIecm9LGfmMuobwwth4AIpfv+Jj9DOqdW9HqnM7zArT0b8VSnb8aywd6yK4elBsYs2qa024FxZN7+HejOsq5dXLl2w+Z0dzdzO8qr3AvDANQRAwKMpGIi8FiRSpvAhZZiqUFIOxKQoDY6RFBcgTXlP4IZnct8kUZeYi6Blg07AaQqkcIzsb5G26Mu73OmQkiOZVVRvUZPwwGz66eWqclAM06F2XYcmTkErByFBGakgvjCRSFkir8ZPPBmRSMDSUcbTDedIfPqfygH4Um1hhmJ2KJC8LwcyS7CpOJEur8TbbSjSTXhhAynXRnFBRUqox9pRwvrWfQVOSMTKUIlU7ES8uUfDVsDa4DPdAIpWwtsMmslLWk5NbjE3V6SptrRI/tVnPIYftWHl50uPPslPx/AI5oT88J2LQL1T1taXG8iXc9vledaq8oYdo8jdjnidtUg/SZZsDvwZV502LHtS5cw7Heva8HD+IJ9vvamgIAVa228hJ/zNEzTrL+i6imWynAV64fOuOoriELYP2UVIgsqSuLV1GYshbGg93ZESqaJkyLVTkGF/eZj1yBaI2o2dQ2dj+pCHc2EszpIly7BkZivNJ+Zylrdcjk8KcqLK2ST1xj755O1icMJi7oXdV+dW1aeu7lREKlcoFvp/RGrOOTVjfZQtTAlsh9ffUOZ/yz9/B0M9NpdEwvHKD+sYJ7IisQavvmyHI5bTb+x1r5FOYXu8MUV8t09JOf/jrHgNS1xIxagcO909jUZKBaUw4G/iRy3/dpEVAC6YkTGA2i0l4LM5t4ZMVQc9hrZnRV0+1xrXo1Iz69Yy5fDEBv/a1GPBiHje8F3DmUj7tfczplLWfiH5lsS/9tg0mbFAwMhNjbm8RzSaHXh3K4z2PEEpK8PulH7urLeXUb6KP3PEJH5CUFlJqaU/yL1t5cfy1Rj/pmZvSalEHEsIfIF39G1HP7WhT/wOlEgOSWohkV8q140SLfdzZcAfvC0HMuuhB546VcF7blUrzFpJqVIeaUTt4G3qHrMQMnPu2RK9SZSInlPkDVzSfKlr3HPvVJfnBWxY12IyjRwOGfyWQkGlFdr4Ua39HbW1MXgH+hyfQ4w93XFq7EuR6moh+67S0NNbXw7n5zJxBda5zs/koZCZGtF75FQVtenK7wI0L4TlsmGJNaO02KosiXWNvWugkVrbbSHGxgrnhEzXqdHT6eR5df6xaI6aFTmJth00UlyiYcXo0bbcOotd5f1V+9bW8fJ3Kr3vKeRN4YRx6psas7bBJVZ7SnDxcn5zkZJwDDt+KRqSmV6OYPfMOoeOfETG4zDRekCvwWd6Jr0K7MztiskY/HZh8nrePn1OnUR3mjShFIehR43koedUcMY27ScSYMpNyjyvbeC1rSFrLdkikElrM9OH2qivI8wtVWk8lPp64x7Y1ESgUaFgF9BjWmrpfO+E6woW4w6816uoyuAEPtj9UadPWdtiEkaGUk797c8HeE8d+9Yjb/1RVJ4deNcibt4v613fwzHssMwKfUCoX6DjAmx+S53DJK4jO+YeJ/HolNW+dYcyUpxgZSplx6UfVO5X7iA1f76DvaB+Vtly57pkYy9gY1ICEFl1V/RTUaSsmxjKmhU6i+MJtfl4lznFlPxVcuENA7kEieq9WWYQZqq2H5TWE1W+f512LzhpjT2pogOutP3iU2xCvklAKjh/k9dWXlBQoyH2Wj4GdAU1GeGLs7k7evfsUZeRiVNmS2yuidFpG1PCvShW3mtxYclmjnxIP3uO3zWX9pFyvAVqfXcQFaXdMA8rCTwK0Xt6ZbucCWLDMC5v5vWl6/DShNVvj+FUVLB3q8PHxG9Vep3yd9K312VFbyuvMPELXz0Hy7jXyhm5IYu9wZfpxkJbivbAzem7NkMc/ojg9i4cH75Abn12htUf5safsJ13z6d9qchXFBXhMaolZ/Tro1a1PiU1VUMjRT0lAyEjj/eU7PD8quraor3syE30c+zUkbv/TCtc9Xf0kMzelw5sovuAL/lv8R+bK2dnZBAQEcP36dezs7Dh58iQtW7b87D1nz4qhEXr37v2fvFKFq1evsnfvXpo1a8bYsdpMcYaGor9JSYnooyeRSHB1deXGjRs8efIEDw9Nk5P09HSSkpKwtbWtUMD9HKpVq8a6desYMWIEU6dOZfPmzf/6GfkFctEc61gZ+aOisAhFYRHkQJ2Dc/Hvs4KeLRx541zmb9Q2ciWdl1szdoYff/x6h8ICOTPudqFLjkjqddl/PgHMx3OWN4V5hZTm5Kn88QI/bWa6z1UAV4EhOHp1Jy/7Ob1vr8PWzYrfKi3m/IRkGvWawoasF/wkrYFEImHy8VEEBQTTZ2YOtF4P8zQp/ktKBUpKtUMCrQlqxBMXbaZdv8192WY5l3ElGwgbuJUZp0cTFBCMdU1LEnJeAzA1ZDTL/MTNVmlOHqsMlxO1QGRmVthVRzLQG7+mN1RMkifHvuRtnTbYZT0n5+h1jKvaknrzEXEHnvPiRBwr2rWgKE/OD7MX0qPRCUoNzcgyr05cfn2unBb9u47uuca4rj4kfzscr7XhNLBJxe7yXpKvRmNWrRIKc1Ok+npIZDJKS0opKixEz8wUg7r1KK5di1z7yujVaIxp9nvsP76DnEzQN+S9e3eqXNnHswOhNDQ3Zfpod6ZMF+tpZmNJowtLkF1YyOUOC8WP0SfE7X1I6OEYOux0J79ATkmj2UTfnM5hqYLAkDFsGfYXWclp6NWpR+wPh+DXMiIbkzpGGNsYUqNFbRo0d6Vh7QacNv4G+3VrcU64R+qxU1gPG44gkSK5dwWhqJi/3NeyY20EVX4WhcZiuYSQiW95Vd2PusnXkObnENZ1tIptN79AzptXxeRlPWfKCj9KQ8rK7nt1HYqliP7CcaDk6A0MGYND//qEfSX6jKU9kpPoXsbSK8jFubFl2F8snnsdqMW5hRlEOol5XjfvgmP6PZ79KZJiKIpLUKj55xYXKyj26cZPbbtAgZyuQ3xwHthINc9MK1cmJy2bnLQMEkLEj7SVcz0KEsU2LeWTX50Chk7041J73QRs+QVl9fEJCqBbRG8UirJ09X6UKzR/W7d3JAzwiBpB1Cnt/IriEtVzVP3ZxhnFp/cqPF3USWOR55etEWFROXT5tBbK8/Ix1iskqcSO8V5x3JWLz3x18AIXFF74rQigNKfMS640Jw+/qNXopQcTNlg8aHicVZs3yfX5uqkhdT/q8dbTlSaN9Pmrxnbifi7z+R4z3Y/+uVsptcsDurLvhzR+fduV47ujUOZ69fAVB0x7sK/tIyTtG/EqRcbDmt0pzVmmek7GjbsY2htQvaUtNwUJ6WmFmI2fjLB9OAARPxxmRGRz6s7uTkmpBMW9eZR4BSCVlxD/uzZjZ2lOHldnn6Rul5q8dGpDTbTj7Srbuuftwfx1dSzfrDOmpoM+rjavQV+G6cMojPNCKEpOxbqmJa/PPSfymu7QKaC2lpeDej+ZO5pg36YZVbq244htIuF+Q3g3U+SjUQbZUx8TSoT12cTxS8vItLMg+7fQsjwKhervVNcWHAwIJr5dE+ZF78Pq9V06/NIQTuZQv+lHtnkeB8Yhz8nTeoeiuET8NgGlwInAPBKs3HntrFmnHgt9GNXSminWK1Vl/fHYSKzdLZgZEEzQcbgw4z2dVovfWKX/qq46AVhfuyyGxVPzc00+9wQzYwX5y6M07pWsCWTo2Alc/fS7geQpXw1rQ1gPbR/ZgJBugKD13pfRotD4NPol306CCzOSkb95wbsNe1V+lSAS/kw5Xo+3TxPYM9aVO+tusbnmOibNmqwKaaT+bKv2jig++eWqz+E/t0YSCDzcpT1GlUzhyuf8eGwk/iHzAW+EklIebruvkT977m6W/ZzDwokjcXxyiP0LmmD25Bphg0YRBTjHTeCZZTsaDTxEbHZl4CmFRQrx4KCcH3FBoYLff45UrX0zz5ZdX+0SxZJB9VXcEcdWGNFrtrivWLfqDiXK+ikUGEZeZWlgFE+G9sctZxEgrnvKNlB/t1BSQmlJCVbyZN6otZ2Nmykl+SWkjh9L0w1ryf39d5UPcvOpnnys8o6CzAKuzT1PzY4PaNDXj6KUNCQlxZrrbV5ZWJ7Xx59T+DETAINKcvJfiwecnes85kzNaqS+eU9+gVzj/sj2M/GdfgKTU3M1fO8jJh4l8PZiWj/7lYhIkTlfalBKpYEDkLx9wZMZ2rwmyu9TQde6/Ln/AvPnz0damEfR+w8YVrLl6ZFLICmi6dgW6Ds4QW4m0b+c0YoTrF4ndVQ0n3Smq60R6hDkcp3pFg1rk+fVjWcSZwpK9bE0KKDUzAsLvTzq2VUlPW6rRpxy1bpXXKjZH/naPvOfq9MXfMF/g4oDalaAkpISunXrxvXr12nQoAHXr1//WwFXEATu3BGjBbZu3fqzef8O6enpbN++nTVr1iCXawtS586J7HDNm5edunXpIoY4OH78uFb+48ePIwgCXbt2/Y/L9N1339GlSxcyMzOZOXPmv75//qJmqr+DAoJV/5S4tugSaY09eePsp3G983Jx+7NtdQSFuXns3ViTNS5HtJ5fkleIfPx8vJeUnaQ/PPCER38+0cinb2iFlW1zWkrN6NigOhPn9+V6v02Mk9ryQCjgtlC2UG2R62bHrggH621BPqIbbVZ20Uhf0+s3Oh5qw5HtkXTY46FRd/WwIPICBaGjy9iIRSZAEYonMfRdBOH1f6DpBA8aDXWEvByqReyh9OwRzBs7o+fQCGsH0We6OL0Em6piCKrfdz7kkkF3Hhm3JFdiiW/iTi5M/8DS5Z4sXNSUB2Pnkn4vHZsBTai2axp31p/i8e/xSA30MXJxQdbKF0mrtuh5+yHtNoCCzoN55dqLS8W+7L3nzOYbLuxK7spxq9HENhnDR1d/5m7T57cqC2g4ZwIf2gwht9iQxr7uAAzqouDglCOsaj+NY4oMfpYnM8jCiF7SFAaWPsdvziZGWyxn8A++WNk2p3r9b/hN8ZF4oYDxe/sQGDKGjyfP0mpuG+p/XVvVRjb1LWnQuTGV27Sg1M2be/Y92fhTFIPnF9BhU12+SZxEwDILuiw1Y8SzsXQJ7aEih1k+SY/pC3xQlMqRFubx2rkt4R3nUvyojDBC2WdSqQG1DJNpXCOL6N/LIsHGmvtWSEKlJEWp2bEqd1fe15lHGZcXINLrRxr2rUtQQDDywmIejJ2LvLBYI7/6ODqTKZK3HFltgfuQRhp5dtTcxIR9/TgRVBZ/OHLqSdasbgKIRGwAFrY21OimKeD6H5nI6p57ADi20lhVv24Rmgd5G9a46ayTOur1qMXGnzRPrtuFLsb/zGzaRoia48CQMZzvcVErrNTnEH05msrNrVS/nQrvc/mhOVbxV1VpJQWiELxwYdl887uyBrfRrkS0maEiegHwkV7h3p1UDj5xpXt0IF0DW2LSxpka3RwJHSv2dzWH2gTY3iFu4z5y/zpI4aUjKKQy7Cppf270DA24nu3GtVgZxoYCrq+PYu1uoQqjFHfyEa7fuCMoFHg1FnBwMEeQalqbKG5F0eHDDjo/+Ql5Ti6l+sZI5cVa71JCKBEqjGGqvu5aV7MjLM2Dui416OhnQfUHp4k78JywITtBKuVdvwXoDxxJNa9/ThyjCw1616HJCD+oXpuip/FahGQAbW5s4vKm+7g+0RamL7efh9X1Y2S9TtG6psSwH/2IvhxNZIY7WZfLDiMmDjbkUv/NWnPI3tsG/7Pa5Yj0+pGxU55SP047dm/KzQzVeNw7SXSuz4jJ5kKfcLGc/vOZOr8NlvaVKiwniH0w9VPsbGV/HHbYRtvaLyiVi5qeUdPKgvfE7nyEYUZZiBK9/ZuZmLUIgPgjZYywyme5+7l/9v3NOniQW7ke4eMPawi4AHNL5/Pk+kNsa9qS/Va0gBkTPZzuV/rh8kQ3S2xgyBhCJ77kQM1NnPU/wcF6WwgdFUvJtce02z5II6//mdmqtUt2u+xA+NJXK1R91HZzX419wISpj5Hpy2iQGMql/hu52XQ4YYPKxnHN8O0k5Vth270zzQ6O4OziYgJDxvBbpdVaBIBH3XZrtJU6fhrwnso9yvZJz4ZNUP29YL64xoUOvQ1Aqw8Haezrzpnfr3B3zyNVO6jDZZgmd4uSoEyJj3cyab7qB95dTkHYt0Ul4BrY6JM4YhM12jRWheCzrlMJhUtzrJo4Y2BXiUoellQE08qiVlMp4AI8aNSL4O/TqVSjCm37eKnS63avQbttQ3jw222kHz/w8nicBoO+b3QQmFmovkPeP49EWpRPaZru0IAAVt2qMT4shjaNHZnZzB55wisy4l7z/sAxEi9+wKlPQ8ydHVAkvSNx/0ktAVcXTOoYITP+19v5fwWpuQWvpI5EPTLl8l0pV+KtuP3CgsdpVcis6U69Dq467xMU/5Gx6Bd8wf8I/rW58ty5c1m+fDlVqlThzp07VK9e/W/viYuLw9nZmerVq/P27dv/uLAAxcXFODg48ObNG6ZOncqqVatU5FKnTp2if//+lJSUcOvWLZXWNjExEScnJyQSCRcuXMDb2xuA+Ph42rZtS3JyMjExMTRu3LjC91ZkrqzE27dvcXV1JStL5DL+N+bKnfpf0Tjl3Zg7h6QrH3XmPTw3kn4/aYbb8T8xjQ6/asbtFG4+osnuQdg0c+Fo/QV0vzaRB91XcviinPth97G0r8ThNke5PGofUHHs28CQMSzvvI2YK6Nxyn5P+JZJBJwJwMLWhiM+RzRCmihhYKNP6l+xbFkZ+dlNuDKGni5UqlGFMTt66CxPeSivdxnsQ3v3POwNUtFXFGGV8Qr9Fw+hkh2pdVti+/I6pH8kqUUvdl+ri6GhFK9GxTTSe4x5yjMk8hJyL13illrwef+D4yl68RxD50bcqfctH7KNqWst9nFWsTFFJTLyimW8egfxj9OQyxVUsjPD3t6Y3NxS4mM/kJuZQ1ay+AF39nJldZcYSgxM0Tv1G7/NO02MkM9zoZA3QjFJenKKP2nBpTIjGlkbUSlNTg2JAVccepP18T6ZH+8wcsz39NoVxk+dthB7bSKlxVn8VmSMiURGi5leJHy7niORxvg2k2FtXEBckgV372fx+sk7CnPzVUypVerVJOllGRPl2Bl+2PhXHC7K/2wgYV2DKry+S57KDSGXu09u0neGGJchdFQsBY8f89W1Aap8+9ZX4aGz2L93dj/k4kFNa4D2fb1UjKm9Rvri1M9J5xgNDBmD190dDPulMuN2fa1xrTwONdiqikOqzHNuQR6R3lO08tZ8HEVaoTk2MzrzNkwzoq5ZA2NV+JCzQTeJiRCFw9mLW7Ni4VWNvLrC+VQ0J0quPWbNEnHN2LLOGaMF32qwGx+YeZlfv47WWd52YUvptNpe69luo135JnHS/8PenwfGeL5t3PhnZrLve2SVELJKYg1CglhiLS2lVEstVVVbLY1StCq106oStJS2FLVrLEFi3xOyWiIShOz7PjO/P24zmclM0O/T53m/7+91/JPMvd/3dd/XdZ3neZzHyYlZ2ZzpWe+Y8v3QS60kRMDH/ox4NIVdTdcrIzUN4RBii8fADsqayyCofbr3dSU3NRfvd9ph3LYNKS2HMu/bp6xZYIWJtAjrJwmc7v01AL99HkNmUr3Sq6m1JaX5hfQd1YVp+RFknb6F++iBJP/wJwVpxTSNPcLmk3aEfhZI7sk0rlwrYlHeZ9z44RrWAeb4R07ngO4Itq6/gZufG6v0FiOtrqGuspp7x+68tqqoiYchX3oIwoiKZ9h5UQ+iu22gqVUZjqve1yih0T7hN8wSzxIzavNrnUMVQRFduBJ5nvazgtgT8it/vFA+//rOZ1Q+qUakK0J04Q4do6eRezud2ooamk8eRc/1HmrHOdh2B2J9PQxbtiA35rxGWTLFez4/dhLSSpnaslc5SOw7W3F66gV8R3hr3S/gY3+t70pkeBS+wa0YtKCTxrqX4XVLir0/JRSXAfV9VNjBz3no2R/3lENUxMcjr5Mqqwx0urGFS23Ho2OmQ+iOaSAWc9jiI/pX/4m4MIfLHhPY/FsBjxLvc+RrKQYFjymzb8GtsAn4ve9P5sUHGJjr49rVV1nbuSFWvLWNOpUSZqrPVfWevq/4Eu8Fn3K61yLlMp/RnozOFeqL7/XazI211zDxMMTU0YTsF6k6FedSlA6wk8MvcHrsdkJWD0IS2IGai7FIDPSRmJsRN3UXdu2tKUgrpvq5upOn24ZhPOkxEcfo9cROP0izQa5MqJmv9R24sS2JO9ez1Co+nBp9jQe/HaNpnw7oWFuRd+4aCZtuK5Wv9W/cZtGXlzXuX1H5Qdt5JNfusGTBJY3lqtv6pB6lSeYV6hLjiZtZ7+BZ8dY2di41JXPkWKqLa+i07COk+bnkXUsk41yGsn82dNLHvYcbyTvSNM7TEP4T/KgpqyL1j/qKD+tG7KKiqITjg04qa3qHrhtC7LT9ym0cky9Q1C+Miowq9O31cI87yJNB71CaphmZFB/dyJDBI5HJatnV3AH9u5rOOLsgS7WI6MsQsnoQEv+2QsrUs0xqHj8m+0oKDw4/Uqsr/D9F2+nteTz+BwqrjJDKRYhFYKZfSeD93yk+d5EbP1zTer4WQ92xbO7A1WUXkRiKcevjgoWbHWIdMUUvnHK5qbka/bSOqTF9Cm5qHO8N3uCf4h/RlQsLC1m7di0A9vb2zJ07t9FtV61apaT/PnwoTNSaNWv2H15mPfT09Ni1axe9e/dm9erVHDhwgICAANLT00lISEBHR4dNmzap0ZJdXFxYu3YtEydOJCQkhO7du6Ovr09MTAxVVVVERka+1MB9HTg7O7Nq1SrGjx//j/cdOqELv35fX1LhGcLgeHgJnK8LxsqwirlzBS+m0YOnGvsrDFzF4GDhZ0JRkC82+6YiLy7k2NEnVPZcz/YvYoWBNPoaOmY6pD4UIsGNTS5OfJFHb6IoLbhDefED8rwmEn5U0NovyS2g9/4eEN5DbZ/Naz1I9+qBeXcvjTqjCni87YbRkjUceOLDuJlw6sQTHiXWDyxCDT5hYmWecBPmCiyAX9a6cbeBcHenhd3gihBpC29TTIvSa+jkFCLTN0IuliB186TCzIHnMgf0XQLQsyuhVqRPj7a1BD3by4P527h+7IkwCVr/AWf6b6X7yOuYZt4mp0UINY4tuJAqpbxajEm1lEDbLByf36DC3IlCIwckojpq5XrYmVrxdmAZpTJT8it1sDHMx1BcRXGQBQVVDhw+VUFCbAIfDdHlRKuJ/CUrJE5eSja1GCDCu11HanLtcTJxxcjEFUMTV/QMbBCJxKCvx3sHx7Bi/2S23PJj69eT2Rq1kSsdV2Mu1sGz9QLiz01gsr03G/86zrUuPriNreLOlSfYWPvQx78SB0sD7B2MqSi1QSqVUVNVg6uHLd4tDSkodqe6WkaAhwx50MvrIcf0i8Stn5PW4u4AOoioRc6NViOU5T7qnjwWSgyE1xu5CgMXoN1YP06GRzF3UTDijr5EhkfxOKOI71f5ke3bWVnWQ+tEydgIC1dPqgrSsLp9jfhHZvCj9rJbihhxxqE0plrI2Lz+FiflXdFH3Wjsuqwvesl/UuPiieSdEB7H7FFbr5hARYZHQWwCb48P4a8tcRoG7vBJIRqlWF4G3c4+ymf21ZoiJjQo35Nx+x7Z6d9r7KeopT3rqy5q52s1zhfbQX3hR6i7cVltn6TtqWrtmLDpNoRD3fRvYZNQMip07Vvc/OkkbT7pxaUu3yA3LEf38VHgqHDs4DYU3kyiMr8Ei33H+PN+E/p63MXpl1msLMykdpqcxPNFBF/4U6l46x3QRM3ILc0XJnPV1VJ0bO2Q6EmIGfYjrcb50mJQECfzXci4l0ko0MSihudZech0pchr5eRdLyLy0Tsk3njAjL2jYC+cR2i/QVdGYtbair8WxxHzzvfYtLNQqy3bEGX3K4m4X/9+tZ/TifwRczDz8qIQ0DblbFh79p/AoIkt3TePRGxswpBmtwla6Y8jWeR/bk3mk6fIa+XIO/hx28OQoK9HM+Xuh6Su16S2Jg1bRwvJPWS71mM9aiRhfbKVJZNU+3WFgQuCMzBwdD2jQWJsRPCFP7kQ/K4aZdBv2gjsW6UiH+fLna1aaLVaDFyv9zygEEZu78E/KVqiakC/zNgVicWMTJmJKuch0zOcCdPvI9ZpxZwFEzDWrcX9/UKmLngKbYU2qiupI+atVTh1tyPox2BqyptwzWIIiyOE78LU2pJUw6YE5l3nSvi3AFgGB1FdXE5dxFoKkUEjRu7sg2OU/zdLPc2E6eqOrL0rzLjRagTZQHavRfUOtt5HiJt5iAiEbW+8+HbL7lcq+xiAOqkIQwMxUavaMOhzMcuSPubOyHDOOy7DLeQdOmwdQtL2VHTMdDC0MKT6eX0NZAUk5hbEPnTFqdO3wEGByRDeyNi/6wLR80sIX2KmXCQtLMSleyCx0/YLUUN9IWqoKA9T3dZfa3kn14Ge8CLi3LD/lrZvhffii6RcUnfMGN2Mp6JNIABVGIJITO4NddbZb0tN0Nm6TFkDO2b4Bnr8PBqbMR/AHF9sY3/jzKTdVD6pfi0DF8DSr4Wa8eo+wJmKIuH4xSHvAnvoEhmOjo2N2n4tc+N4dvwg9rV16CQeprQyl1QtBq7nmiH4DBqGjq4prTqvQz92gdbraGjguvUTAkkNx9ygiC6I2ndFKtFBN/8pZYkpPDqX2miA5D9FwKQAKict4sA5Y/w9dWhll411dTaGZXnc+W77Sw1yHX0dqgqEZ9hicDMcwoIQO7shF0vQuRBHdWEpZTllFP2j3uIN3uD18Y+M3CtXrlBRIXy8CQkJJCQkNLrtokWLlEZubq7Q6f6nJXYaomPHjsTHx7NkyRKOHz/O4cOHsbKyYtiwYcyZM0eNqqzAhAkTcHFxYdmyZVy+fBmJREKbNm34/PPP/8d5wgqMGzeOPXv2cPz48X+0X9PhbZQ5sgpM+7IrA+efQ8iXrceB7gc4oxI89U49BtMfKwcQx+QLbNwnZlBiJ9DRRS6V8uN7Dxg4/wHWzk24+aNgMNaV1Ck9xQo0HPB6fyd05hkpmzCx8MKp+buvvJdNx8yZkXJIacRY3r7OF/MSkNVJGTSmK1Olq5E1cUWcdIoh9zch6jGA4k49lUauYOgIBq5LLweyAtoojeWGBq5DiC0bW2zAMCWeKVO88HnyJ7K7yVQXFKJjYozEvy3F9l4U6tiRXWxKqZ4v5sYV2MhyaJ93iJgXkxmAwPFtuBHwKd/PPYdgRrSgfU871kwT4WH+HLG8BkNpGVUiY+7ahmArf0aTohR0ygqpM7XGrTBb7XiK4aj75pGITc3o0qU56W91xOzPL/hA+pgn1BAsMuUTkR1/h29HLNaheRPtz7SuuobI8Cg+zQ/g+O9xODUfQWHOVe4lfIdv0CoMTZxp7v85d29+zRcff8lawP1JLPNmDsBNJwmrq0d45jsTJ3sdnOztsDCR4WhWSrPtH/PwlzSMrI3IPP6U1/H7mngY0nziu0hrd6lR+RQeb6OjgzBvUNl+au5M3mF/w0NpQNzRV/n/xOH6ZPt20NjGPOEmG34t5NDIhxg9TKCoVRvEFnbsbruES/7jcQW1ydZ3y9pRrGL4/T7rNCMHCYZ8+J5UOpvFc4MGEIvVaqtqg+q3MrrFNf7Ssk2zweovbJs7u+l/u5XSEO28qAeyt0ZzuXV9XUuFwdxnUEvQEiB0mTAKl4GP1WqjDv9coMb1OPe5cvJvGn+TkV9cx/pgE+CZGr1fgYaTprUr/UnvKdBADZ30GXJxOFO3L4XaY+SX6xFzVc4n3YU2eRibjt70BfyiG4FMLufikmQ69bLBzPE55YWlymPrmBpj6ttCKSgyyf8Gx3/XvC8zUx1kRaXKyLXe9AXUVZcQZJiE9UfNKfseXE3y6NytGTeH17dY0PhWNEyWKcsSIu+jx/lRZi5Mnl5m4GrDteWXYHn4qzf8D3Fzw3ECt3/HUwtfHngJaSTPtWxXdr+Snr+2o1WIDiffPaesqXt63U2u/H2dq2mGlA5/4Tz69pzwXjboxxsaF6oGLoBILFK2kZGbAa3Hd0XXwpzzU7fQ/pAv/Z9MY//cbdD4cK92rI9nh1IWpj3vTgGXXg48+uaU2jever2tE/fw7qz6yfMWg295cOARAOeOqW9/z6sXEQhj32cz1cfLhmg5ogfi+GNc9p6sNHABdk3NIWHoh8SoGCd5Zy5Q8rSY5s9vMe1MCKkvnuvuZhuI3xAPQOgPb1PXsQ8X2n9M+zmdeHv6fbXzrVwRyI1Wmv0YQN8TA1jb+TyFqaXUFNTrCFj4mahFtsy6eTHL1Bh315vMiplG9oFyum8eSaqlmBDLWzx5IBg11n5mWLd0IN8nX4PiWuvuw+XoXEoKyhjzYllDh8LCJR2VNeqfrF7PiTnjWXJ3EIOCq5DcTaQmSXB0qNJ8VbHTfjXnPjhIJNqdFJHhUZz6LJ3Y91bS5pMOXF12kcELOzMz9bSy1nhkeBQL5l1VjvlNn17k6c871aKrpp5GyH/4hspK9Tz3Z51HsCe+GYcizzHik8UMHHubpJ2pWiOMDWsMA2oGLoBrz7bKvnpXais8gczB80jLt6VvbDNlWsHTH7fwZ/8DfDlSj4/3jmTQCHWmHUCVXEbwsuOIRBL8Oq7irXFvQSNGbkO49mhN7i11Q919gDMmXbogldWhk3WPsjvJXInUZA7q2wt6Gg0j+68LQyd9bAb143BuM/T1ZbhZluJUnIxOaT7o6OLQ2lXDyA2YFICRvaWy/FR+isAUM7A0QWzbhDL7FoiQU1caTVFGrsY89A3e4N/Ef6yu/Ab/HhrSlRti6ryuGId4aywvjU1lfWQce1aYM2x2sXL5urJ57Hv/NNPvT0D64UwMD27BoEULrnz5i5qHGDQNWwWl0+hmPAvmXaW8JJ34uI+Ys3wfF+Lqc6kao7r5T/BjltFqsh9kYdnElsqyCqU31Nq5CWKJmNxH9dHo9n3a8kVYGhUrFmMw52u1+zg15T4xA5arHb/ZIFdsvJ0x9fdFbuuAqLYG6aMHFCak8ezOY0RiMXbeTTD3cKHk4VMeX80g/2YxQRFdMAkNpdrSEZlEF5FMilhWS7aFD6fuuhDz931yHj6h76guDGybT8vkP8k/fw2nFdupOroJqZU98psXiZ1+UO16nJLP82ecGRNDHyH9eoZyMPb90IvzHx7AP7K70hhs9XUYPt+dorryOTNXnSVk5gi1dhj/eagyD7YxTJ/flR9XXaM0P4PEyzOQ1+TQV2pKmNiMX2R5lDVrwppH/0r56/8If8jyOWJYgU/oYcRi4TpUKcYR0RPp8cuH4OjC6T6CwJD+jdv47RjHjbVCPteeL+OY9b6cR96CwWXf2YrpZt8pz3F4CVxsJxxz3ZCtnPizC8et2ijFLSLDo+gyKIiuk7Xn3j0+mqaRX9sQIl0RmftTlbRI0ZVEtmx7RM5DdcPQ3N6aydvfITI8ip32q7HvFkSv3cFq963A6XU3WVizgAWixdw4VU/FGjohhL2b45g6ryvuszuTc6WQJkmXeOarTvdUfKvR/aOJ/azerE7alcKhbYJ5O+KTENzf8lJu//6UUD7MXcrFgJl0qDpNXOcZtHy3uTIPuuHxT425ScyIjYRFf8levdG8Lf6L3yrfwc+pBOmIbhQnl3NuQwJfeR1GVFtFsnN/ssvM+G7hBU5NSCTmne9xDrPH1tuJW+tvKmlnivZp2N8ED+zAF/mfI5dKqRk6iWcSZ2RyMRv2yJk7opyamWNpPqof2dFxJO9IU9Iju0SG8+h0ApMlizXeL23RqVOf3iNm4IrGmvtfhUsvByZLFgNwdHEt1ft2cmvjNepK6jS2VVzroaUSLrUZp7YMwM7diSFDPbSmEGiLjjmE2DY6aWwYLVXsq9pGzl0t+Fi2kIVXP6WmoLbRVJHQH95GXl1D3KwjdF3Wl9re75Kl34JmJTepPbxHSRduDGG7J3PdazxVdTps3PqENVOquO0zBIDuW0ZREjRQYIO8Aor0icjwKPy6+LPCaCl9TwwAIGRwR4In+ZOyO4UDv5xTXn/z1Bgmzc3CsokNq8pmkPLbvVeeR4HuZ5fypEk7xk7P0HguXu954DTqbTVKuWJdYNJepTNK29hpGWBGm6WTqbh6mUuLz2qsV/RzirlCYPdAPnurBNdHZ8n9cz9593KU7d6QTgtCfv8FiyGIxXKq2qj3i6rvgnUbc2bZCd9JdPhRcsI/Jq/WBjud5xhXF2KadpmY4RvU9i+PS+H7pfXtHRE9kVNrbnD/ThZRJt8gEovZ230Hu36KU9vPr4s/q+2/58wEwevVeVEPqt+ZiPmzVDVKd8dbv2D8OJmK69coHz6NM099CN7an7rqOgwtjdVYBl2X9eVH51VcO/+QX1x/4HyEdiqN96gWPLqQpWawB3zsj7mnGxIzU8pS73Ok16/8vEYYjz+cFopj3/pvsCF132ecP+4b93DrfgFPvev7bblczhV5OasMJVRX5eIfvJ6pi8Zh1/vl448qWgx1V0tbaT2lDQZjJ2NQ+AR56h2enL2htv7fgJGbAe2m9ETX0RF5bQ3yykqKk+9TcP8ZZTnlmNgZ49I9kFOdV3IlvhqRSISbqwE6OrD/j0RqKqvp3MefGf4XuBL2KXUldQR87I9lq5YgFlGVncPlbxqf67yhK7/Bv4X/52bDb/Da+H7pORbduC1QglQw+Mlq1tNOzTAEmGaylNal1UyuWITlX+YsHDqJ82VeBIadJ+G+9nw7Bd69P4kIJlLRJpAIIFpWRDxw9ZotqGi4NkopywLIwM2/BQZGeqRefqZclf/4mcbm10/e4mkfbxxnL6RMzwyov5fqO+rX6hBiS/qhzBeiMeo5nAo0G+SKmbsjEmNjnlx/RP5N4XgiHQlP3LtwOr0ZafcqKC+rwdHZBEN9MdU1UoJ7NMfbtSk97q/h2bJzXDz1kLpKXZxWQOzoTY2qFj7x6UIwkPTimSioZwUP87Hs4UUWcHjJZUqKykg6+DFVldm06rSOCydKuKAyuYiInkhzg6aErV7LJ8uh6Fku87/pRNfKY8ToDuT+EzGeQ70gGma9OHeV3Jh9MnOOyos5KC0CoIuujCZdbP5HlCW3fk6Yr/ieT1ZJKHwq5M04ebrxwbreym3Wj9rDH9PyeP7dMp4n5Sjzj9qKjPmtPJ/SwiTMresnU4r3ZcVb2+je9DE1JvUOEyGXawIRCEbu+1t6st/zFs4n0ti6WnMg1Kmuj3IsXNxa6z00ZuBGhkfBD7EQHsXEWaFY99Q+2ZDXyjl1LJ1nivd84UW+WdqBBfPqjdyTMx9zund9+yUh0IAJ1xTXs0u8wpVZ1+nHW4D64L13szD5Mw7xRiEd1JiBC6gZuAC+I7w59GL9rp/ilFEQx5ZN6fVbf07/cZ8WQ+N4XCMlLPpLwn9qwXdtpim/DRAmmFwGqYMgVnb+wxVsbN2UOwP7UVdXzvZ1t4h4ER06f+gKv7kPY4BzPLai57gfi+Bg5IfEtBY4ELqGutxafxMLPxPKHtX7UC1vX4c56vc+P/A0ccExdFrYja3x/hQWVvNJn2eEdm2G07NYbj8rQ1pchJV3UyBNSY88HxFNyu4U+OWccpIeET2R9aP2QL4mfa7njy04dXj2/4mhq//DDpiejm9wK84HvV5e6qB5Uo0I7Lfftcd8Rh+ehGkXlNq9yop4lTn8y/K9297ZBS9y5FW3B9RKfWUcewLhsLjDj2rHWrMygByVc6m+g6Kuvck2aIYEGTrlxeh6NKPTjQ+R/7Vdq7Ebtm8q93yGciPFiD1RcVg0scWyQHC6OITY0ntvKOwtgfAolj2eSVFimcZ4s3pFIF9+c5/I78uUzy3x/G0uX/0bOghGbvAkYbyseRHJu/lrEm0+8MWpMJEjs2qI7ToGdRJs4+h6ZT0/pYchN5Tx3fT6aPGnXwgpCf4T/LAZ9jZn31pChAo1XIF436GNpu+AINAly86Ct0ZjtP2ymvEVtvcz1gnSGcqySURD1mo9mn4/njtbkzDxEErBdN80gsoOfXDtcwUDc0OlM0uWeJOA7h4YRO+kYYuc+iydnlqir2L/9lgXP8SahxSYu5Gl60H28A80trMaFsCiY9eVObkAPWe0pSf1PZ37Wi8O3NpGtkEzssst+W1fAQPnd+QMgsNkp3sklW63ueU3jNAf3iZs5zhB4A2o0TFCx84NI78KnoqsiP77Mf2bOXBl+Xm6b3qfsLBgUjcfoMWwUEq6DuXCqjSKnuXy+JFmJQcFbFt70mTch5zpMV+5zKZnV6itBWNTDjl/xbY19WPP9nWxL22/u38+wH0jeD/Yj8KFL5fLWS17xhl5KeaGbfFsuwhjs+b4fx2M5kyocega6tF+TidMmjdF5tuOOj1jDJIuUpqUyrP4DEqflWHuY/xaAlWvi/Y7l5Bj44NdbhIVB/dye8cttWhwHkU8vZxDh3PJZNj7knDjOU8z5YglYqX+yNPHJeh6FCide8YONsjlMnIu3OHB3xn/2rW+wRu8DG+M3P+XYNGXlyE8ioNtdygnDonr94JZPTW7WWBLZSmEWzFCBuKz9Cwqhrtz+56I7x5NARUG3k/yRVrFplS9lC1EBohEEu7eWM+nS3/n2M7XE9PKuC14x5v6eRDWy4mk1HKu/H1dYzuxREJWsSXz1j+lND9LbV1Fdn1EIuzIHArc2pPtN6zRc9oFWdKkjQdiAwMen76uRlFMfGctO3dVknKpfuByH9MVNydwMK3ETechVtePcH7O79j5W+P/QXuktXUkjP0EaYV2epYqGk7CVKMp+pJMSi9+TOLVq0RuOMCho+Zq+7Xt2YaFPRKQiSSId6/jk21nAZBGw1lAwly0mWLd4rdj0Hosw+XWJMgr0BeJKP48AZPuxeClKY72OghdNwTaBpMrMeB3v03E/XwI6aVkHj0Xg6DLQ8cFofDNMAz6T+T+Xxlq9y+Xy9A9+TZFude4ttiMpKWbMXnbDV6wAOuqa+i93I5WIQHMHtWCnJT6CbzCY5214w7HtRi3k+eGsGFZHD9l9cWXmQAUt27PlR6dkFZU0X5WEG8njqPvKPXcVJfkc2T5CArLEdETlVTPiipoTOe1+5ZRRO4V3sfvMmfQcoA/BjVVgFA/8HDn3ZzuXa8wqzAwKs6lwLfnODX6GjEq1zBjlibX8/tVfjTdFcFb10bx9nj1/N3mg5vyeMFhtu3OV35LL4Odu5NGlHmbz8+cmSQwC+7tfUjYrx/Rc21ToEbNwAVBwd1tzgIkWVcAaDmgBRZSW6qrpSzpcIYfbPopr8/QzISKSjmXSwQdA7t917G4Vn+ND48I4oKWbhYUp2Rzpd84uq4cROXuGTi2nM/Tu49w9W3OjLEmxPkJZONjoRuJXnkeG5cmVPUywdKkjmKj5ji1daE4+QHS6ho6L+qhJv4zwi+ZAw2ew5Tf6vuHhtGWGO1BnX8dTRP+QiRu84+FlwDWFM5V0v/KoqHJ224ETg5U0mMVuLT5DvjW60iYxN8iIlBw+IiuJLJ0oboTMOyqH2tLQnh+sQDrO1dhdv3xrFoZcqXfOEL+msXpXovV9lM8O4WB2/HLrhqGq+haHE3bg6SyDHlKAjKplCfzvuLZNc2IcrfYSOKMBxAbJ+d+cibt+7RlRp8sJE/KcEi6yNTP1fMz5zqvBi1ZTqa6ZUz/U12ZODI8iq5Rk2CL+rYB7/sQAMr3t+bI3kYjzY7JF8guNcfxix48OSP0TZ1ubEFSloujnZjCMjEHI3VZH9+euRZbiOkmPJ/bmxMxOnlfLff5n0IQgRSs2ZBL67g7+xuenc8jZugPTJdIuNKvk9pYVP28RhlVdQly5gOP2Rx45sf38Ztg7S6aFN7g7p+CAyPvVhp6PfXQa+kJqKcuxPT/TsPBYufuRPX53WTGJqJvakD5t7tYuOIZn6hsExkexeHOuwW9hbb+RLxYpirMp4orrcco/1dNfIr97C92hoezE4h48bvHz6PRt9ej+nkNOjvXIba14t7Jm9h6XyW01062V25m4unDFFq6sS62BTdtu+Hy1IW7s+vdFk3nzSDj2Cy0QWJiTL91zvz1QpgMIP/MBR7E3MXO25ZtVS+PtDq2bIp3gJPynZJWVHGl3zgKztUb+nHyUs7IS/lp1jh2pLyPSCRiSWQHnrX+Zw5o+7Gjud8klGqZHoaSKppnxXDpq9+RVspwCmpC4Cd9qQsMRnzlDJeXHtVKTZYYivG+eYCMgcO1tk1DXDHqRe5zfTrYg63jOa3KzSJdEdbXD/OBfykPvbzJrzSiqlbC7RbBZD0qpl07a+TxV5Xb6zs7gFxO4aNCNXr+G7zB/ybe0JX/CzBjXRFfB1+m72L1wtwTZ4UStVJzst+5fwdmhSRRrG9LSqEzyxe/3PCMDj9K7PSDdF3RX6mM+rpKlgCPH+ziUUoUgSFbMDZ7tXhY5/4dGBxah76klgf5FtTUiejsmI71X2spf5rHlnY7OLFLM3dq1ldd6FP6O/LMdPIuJ3BnaxIiXRG2bSyUEz+f0Z7YtPakPDOb9DNpFCaU4PWeB2U5pUoVXMsAM+x97HB6py9XPD7i2AUR5uZ6uDuLcbUsx0nvKWYVzykztKFKbIwuNRhXF6FbW068uAMZeYZYGEtxtSjGnqc8kzshEUsxmj9KadR1i41UK/WheJ5N/Tx4lHifzxd04Up8CWmTmnNIXog1OowR2xAqNhOMjd87AtCynTfvLOn6Wu3QsM0ioifS7vbvsG0t11dfxTnMXk0JuMPczuzu/DPvut2gYvU3GuqwjcHQSZ/mp/ZQILfmqU+w8rxT53WllV02322XsCnoAA9/3oeVRxPM2wUSM7K+ZE/p0b5YoIO0/2FmfdUF3c4+dLnyI4UbfuD95zOV5zm8BAwz7hAz9Ae8R7VA58sV2D6+Sa/VzuxfZshH60yVkeSGiqViHQlzjwj0ToXRqvpcGj6zVy17FVTphoo2bgyK3Lb2s4L4tGox2fczcfF255fOB+i5NeC1zhsZHoV3Jz9SryTz20obCj6dqJx0a4O+vR6LWq9v9L66LuvLPBazpPZLZT3Phlg/ag+/fCHlwXvjabtyGpfshuG/f9pLaWXuA5xJnHOS3nFTKct6TsqelEYnMCdX38DFxRh/9xqCr3/LmUm7ASGSo+PsCpUV/Kg7k5ycKrxaGFJWIUdPV4SuDrx7NwIdt+bEDFxB4ORAqqcuxe74ZsL/Vi9J9vfCSqoNzLnSekyj7ayNzvlvw32AMxnHn6jlA3bfOJxfnb9m5/r65/kytXjVbVTvJezIHHqu99BYrm1f5T6HZ9Pzxxa4+jZn1KowjW2ap8bw61lb7idnM2O8FbPn3MKroy9DFqmzEnpsH0PcZzsF+uGkAPQ/mcXRnA6EOSVjc/kvCq7f4emNR1rFaES6Ijot6EH6O0s4EW+Oh6sIo67eNBvkSu13vzF5pmCgbJAu1Cjdoy1K3TQllkkz6nMVVdcHTg7EeMzHXOhQb5a59HKg5ei+xHzws9pxfp12gqf3Mtm5yg7b7NtcsRigVVUdQHw1keDYuWoK485h9li4WpG0MxUDOz1aHdvC+8v02D/uLmfChLxL6zbmBEwbQmV6BnqW5ui4NKW0eTuuBtZHRhX92Kmx8WqU4IBJAYzI+FTjWhTwaOvFqJ/ClN+dTTsL7H2boGOgh6GdJYbODkhLyxAbGVKTV8CjM3de2pdog99YbybLllD8PF+ZH906cQ+3/IZptE33jcOp6tCb54sWU1lUidfIHlz+5oCShQH16Tm2vTyVvxXHiBp/iO9ypuA+9m3OT9pA9fMaevw8GllFJWen7FVu36SZC16tBQ+IpYUuXsO8sEi4oRTpdPJ040lahlqlBhD0CuZ9oX28UKDb+qH0OdJbbVlDun5DRo0CaXtTGcIW2o2cirVnP+ycpjZ6Hm2QGIqVzpJW43y5/OFemlsX4Zu4Q4MqHrbnU5J9RlFZp09RQFtth+Pmr0kc//1Co9fwy+S/lRUWBo3pSrh/Htby5xSLramS6aMrrsNCno9u1FISfr6FuYcxgV9+yN9NJlFYJqGf4y1MY/dSlf0cHWNDyp/mYdUhEKmbJ6Lkm1xfcxgzRxOaD+yIjrUVZcl3eXAyCZlUrhQOa4g3dOU3+LfwJpL7X4CkC4n0PWWosVybgQtw8ehV3j4KOvq1HOu7leVoTlpUER7dH4Oh7xLmcU257FUTdVU4ur/D0/Q/yX18AmOfSa/cvmULQ/QlBTwtNaOJWSXOK4ar5T2dCK83cGd91YUf18bT461A3CwKKDf0wKSqktLsWNrN7ICpTwvOzdyt3L7J6OHccRiAiU45bXodJ/9oNMWZeRQ/LkWkK6JpL0ecu7aifOA4jhT5cS9JjqeHhJCmD5EhQYwUg9py5GIJRVgjlYmxphzD8hwkNZU4NslDZGtDXrk+BVUm+Hn78tmUO4z/WT2CrDBwFZPKcTNDeS93JTUeNewI6UX89XP8Ma8vz+QVfCC24S2RJboiQXwn5oOfOXItCEltBXGdtRu4zQa5Kmt5Coqdmm0VGR6F515X0pLHQ7jgjZ4aV5+/fXXZRYISi/npWgDSrnv4YuxhtWL2jaHySbWa+rEC2Xki3Ge/w2Ive3punMnUecexNqlh4bwrEC4wCr5Z2oGFRyU88w9idfREpaf7fJAwSfP9phVJFwQaWYGpC6lDhUHX/uPx/HLPC/e3BhMBXI2GxUkXmfp5jpBPqRKFUx2odUyN+XqMPkPOSqiolLJZbwnpKtf83uRQDu2KV/7uuqwvkWde+QjUcOb7W0R+fo2/F5SRYNKNL+ZqMhIU2LfchOv+Ak3y7cRxgNCGc+NHEbMmh0G7Ul5LcXn4pBDe8biDmdUxkj44/UrhpOrnNfy1zJi1l1ppPb5OUFcir39N3FzBwG2f8JuGOvDMGZ7suqvHuDHdkGc/RtJE9lIDF4SorfERby4ATbrY4Pe+v5qgi46pMT0y4jjtFsLUGyMo6L0D3+xoTk+q/6YVk8WOt34hQFZD9bBAum8ZxZ9Nv1LmqLdfMx0rmTAxN7Kz4ofTTkRU1EckArsH0nduB+Je3Lviu1REyJsNcsVqyXeY5j4gyb43FeeWKhXc/zfw8MhjXHo5IHtRDszkp1/pPT0TqH+ecxcFa7TVq5yPkeFRRK7Xvk58NZGIDtprVa4oHIOBSbxWA1fH1JgW7o40SYIv37nJtxf7s91yOR9enqNhRJ/+cBvmPsa4d/PD0t+TRwu+RGf6Cf5M8uatzqNwlO1AVlun1chtPrApEn09WhZdwsnfEfPrfyM6Mod7zQeQ5d1VSQfNarCffWcrobRSg+WqBi4I7AeFONWDmLt06Juutj7rZDYtJ6qPs2HHIig3caHboQVcL9mKi4MFFd6BVKBeZkv5HDr4qdF9TTwMMXO0IPEXwUB36+ZKmb4VU3/vzxkVgbX8m8WIzC0RD+iEqKKAmstxXH1HXSn9W/soetKGnr8EqlFjrdr5EeDsy/LPLMjPfojdzUP0/LWewbX0vefc+rYW1z6OZB5/ilgijDOVheWNlgMDQcTvi7nXld9OQ7Sf04nnCY/IOp1NeW4p+yZcpOdPnkgjt8OBbtzyU2dNKN4RwXlV/31nxwn/h6wcQNysI8rlW1apU4AVxwjq5kH6+5k4h9wnaHZv4mYd4XH0RVwGdVO7vsFD3WkxpyN514uE6DFwIcVIuf7L5A+ZLFlMVYX6m7PvlGa0vZNKRBfg7JS9uH7+iZoSvAKhP7xN+NFwTsS0VjoxVPs5Az2YHrECkUiEpY3gxFj6XTtKX6Pftwwwo8380cgtbBEV5YKeAQOr/qBo01FiGghlGTrpk3fqHDbRZ7Wqn4MgfJlmJGHohBBGXvqQaw2u4cLG2zw7IESf7dyd8G9eR9PS2+g/vIO1sSkVjp5kGnpxpcAL8bBfafFxLqYUc6KoOZs3JFNWWAyfdaFPdx0s8u4hqq3BqryE0qYBPNZrjnWIJ+10dLi19iCFSQ+wbquPoaM9DgGFiHUkGJg/fyM89Qb/q3gTyf0vwI5Y2PTCoJXL5VSUppP/7Bz6hvbYOHRDoqNpAKuiYa1TgHa92/JVt3iGfatHdbl6J19TXYiOrqlSGOhVkEmruRk7Bsdm3Rg771fSEnOYNxbsqzKo1BPKDJgXPSLX2ouCOityyk2QykV0k58irtM05XG6bxpBesgnWElzsIqP5uyEX3DsYo973/ak7j5HbZWU8qxKnLs44BzxOZsyezPa+xYPRk9Sevwsb1+nolaPoKpT1MUcpejeYzIvZeL3Xgd0BrxLvrk7ZpU5mGTEIy/Mp/zeQ8qe5mlEMR1CbBFLRGoe7a4r+qNrY8PpsduBem/itNUF9J5bTz1srF4rQJ1czh+yfPbIC/DCgOE/3+HyuUpaBLgxv1cKVwNGq11H0K1tDI54PeXD4ZNCGJsxl9jpB2k/pxM6hvro9RqgVurh99V2XMn3ZOPa6xyc/ozfSgbhaF1Hr6LfKT1zRq0G8OvAvrMVvounUnvzCufm/k33U4vpvdKBzv07EPpZIADbpx7nq08MlEJRP0mfkyKv4nudpoTtmkS870fMUqFHKqBqrLae0kZZw1YbzBNuUhzQRmO5QpDl9uA+ZB3NoO2dXdxoNYKww7ORGZrQe6WD2rleVXNZgQ7xvzLkC+009YVXP2Vxhx8B+GO1rVIwpyEU59q81oPssL64xBzmrldvrds2RNjRL8g9cITbmxPpvmmE1nrUr4sLG28zt/U5paMh9od4Lh69yrJlbbFZ/I6SnaAKPStd3C8eJs2rPr+h1ThfaiuqSf3jvtL7r/oMay4k08XkBjoHt2Ho64usII9zMw+qCU+9DNoir1a3rzF7zi2+X+WH95NoTvf+Wq0NG4ryvU779tg+hk/ufsT9G6mv3PZ1YXAzgU3bnrHFaa1SyTr46k8UmDXlg+mPX3mOrpe/p98iA7XtOi/qwd0jN7FqZs3dPx80em+eqdFq7dQQDQW5fl3rjGXZY97/wZrfPTdxOfICfQpuUvFbJGfGbFPr3wxuJuAvTsD03hUyfjuChZsdN9ZeI+dEmlI8R7G9iYchD3+Kp0+TeCwf3UBmYsExnSG0snlC7ttvYbL3OBfu29Kj5RNc8m4S20U7lfRVULx7Qkk54XvyHtWCqOC9BLfRwcWsEJfqe9Ru36AUswMhuv7wyGO6XlnPiPVN8OvgoezDGn5jL3M2HPlGzu33Z9Bh9VSkppZUmtpjVJClNHi0Ie7HeC4cFqibqm3XPuE3MsQt8Dw8n/PzTmice8va5jzwCsOhpzNt/o6hIHIKufH30DPWpyK/DFMHC0ycbdXEqmzaWVCRV0VFRhX+E/yQTFuoNEhV2/bvZVfx9TEXyvw0OK9qWpQCwdc2caH9x7SZ2hZzHw8uzPvrtWinHm+7Ufr1LqreDVPLG234vcfvSMbEWEx/nwzu5LvSp2ofKQvXKfUlusVGUn36OJcWnyX0h7e5/9d5tfFbtWY5COkt5t0blGQA3FLO8vGMu8rfEdET+e3zGNaPfIj8wA5q3p3MzVaCYnnouiFKtsjLvl/FXOH5/AkcuJXMpGMXWe7vhdF3KXRsXqChsdDw+dj5N0Osr4eoez/Kje0xKXuGJOkqz2Ovv3YJpH+C7meXMvFYJ4pyilg/V4cmtw4jt7aj2NGPQl07dKnBrugukppK8my92ZvYkv1b64XDfINboaMjxtnVlA7etUhEcrKLDcjOg4Qbz3F2s6R7O+hYcZyKg3vJvHgPp3bumDZzRlpRSU78Ax5ffdKoUvebSO4b/Ft4E8n9L8DBPcnI5XKy7m0n90kMVeVZSHSMkdaV8zDpB+yc++LUfDj6hnZa929o4AJcP3GDQScAFf93RelDMlI2UZhzGSNTN3yDVqFnUJ+VWFWRTcHzixTn3aK89AF1NYWAkIshl1fz80ADOur/SOmoTpim3YS6OsRurXho6MdNsTdVOSLMDOtoapaH25kflcXTe/w8mnfOvEXk/gK8n+ky7/58Yl503MY2xiRsiVEb/OQyGboPk/jUJh/R7ScETOiN2MgQkaU1z3WfoiOpgTOnuf3rRUQSEe3nDkHm3YZKfVNsC9LQuZdAjEqJFVWYeBhi0dSM3MRCjdyVmoJiNRqaAimXk1GYJtqohAo8kdewUprNA6oZKbZmSpeW5E3sT1uAHXAVdYRcXMP0/R5AMi7e7mSlaFdInDqvKwMrf+OhazY6ZTaE/iCUvHpy5iaGwz2wcZGQl5VN1JoW3PHuTnF0GtXllRRYt2CY8XkutRlHjNYja0KhVqrA84sFPFdRujzTcyH743/F8OxCYhEmSk/PxDNpBkqvvBkSiqgjMjyK5b/p8veA1UB9PWVtk4WXGbiAVgMXBCEWuEl2XC6BkwPJnSXQoZUCQy/aq0nSJaZ93rgQiSq+67cFeSMGLqA0cG1cHLjtM1BjfeX5FNYuqZ8gfjzrIaI2G5FOz2B5gFmjFC1V3HZ9m9zNgqL03a5TgP/cyB3f7THnverpju0C9Ll4FJqJ73NTi4ELUFNQy82cphirLLMb2JuUlkPhj2DeededH7/Lwk+lXJi/zSM2X2vL5PAy9pT2IPzqWGyDLLUev+OC0FdGiQEq6oQSGGKRDNndZByTL8DMJE5+/pReqxzpbnZN+V11mNuZJqWCw8+xZVNllNR7VAs1JsnpD7cxjG1qk92XiTa9DhbOE3KZ+90dws+pM7nn1UtJlTUdtUdZD7ghOt3cysOpcznXcaoyp/H6L4nMcd5L7c0r5F0vEuoBN0K7b9LMhWfTM18qitPwvhRGN+Sj29VWufzcZ3vU+rerWxOZWRvL+aBPadLFBt8vPqLcyZsO+pu51t8Lu85WPL9YIKjgRwvljobp/UWf2dasXDH0hWNL+A6+Lq7DSFyJTCbHUF5OqkUX5T2oXp/H225qTheRrohuP418ka8KYdFfciHDCbGOWFA4Do/Czt2JSeNcsbynw8+/PKCppwNf9DJUM3ChPldcJ/48n+7YBUI1JvTt9TScSC97Fy5EC4YktdVk2Abxx3lrRnRxx2+sNzXlNVi1cNQwEHtEtONC5w0ax1KwKWxGtaD1lDbomxujqGm20341SV6CI6b4oTA+inR00dHXoeBhPiKxiIrEp6Ttv0vXFf3pF/OW8KzvfIaOiQSJoZjbmxNhc33EVXFfrae0AZXobcNxzbiVLzSQqNKtENI1BKaGRuE1rNuYU5RSqpGXXLHkN87eMce7gTBSRPREup9dinj8Z8QM/YHA0T40G+SK2FQf7wUbSZeH4Dspg2fnBQGqfFtvcoZ1h8UdtVKFdfXVp7MblsVp/S5uZTcB7qotWzRBhsHZk4iDu/DlwaYoevXYafshXDByVd/V67JybsnL+Uhsi+QFQwsgdcQ6ln5rSXuRMT7JMsJqf+TZ8hONCk01G+SKSRML7h65Sd71ItrPKsTI2pKc2/fVyib92xDnP+Ont25Rtvs3EtrcQjTCE+tx40iTepKaacTz3DpatXCllV0mxrXFtHKvVSsC2DXYkpa2JXhWnEH/6SMqHFqiY9mG4jJj2gXZM9DzHma7VnH7gDCu+47ojL6LE4glyJ48oSK/rFED9w3e4N/EGyP3vwAlOQVk3d1G1r3t2Ln0xd1nMha27XD3s0VS9AdHdv/ErdhDWDXpgaVdEPqG9ujomiISSZDWVSCtK6e2upCa6gKVvwVI6yrR1TNHV98KaV0ZuU9OY2DUBDfvT3j6cA+3YseiZ2CLWKKHXFZLecl9xGJdWrdrTxdjR2x1XJC4uVFqYMFwf1dc2wVzQ68dVVId3LxtyKm2IfWZGWn3q8h5mk+PHrbYGpXhUpJIZvQV5f2lBH1CyZ+CoEhtTR2Wn00nyPk3ZFIpukaGPDwtUDoDJwdiNuoDii2aQvJp8vcdwKp9Kyq6DOK2LIDqWgldC0+im5OJ1MCAwHGh6Dd15UHrkZhQgn36RUrj4kg5EK/xjAMmBWDa1IHUfZe15lp1XdGfO9vVJ92ren5Pn0baTDX/VS6Xc0JewmZZDpbosELigqfIEEtHM/LIb7Td837ayMBP+uDk2onBnUq5kRlK+6a5NC++wVeXu2BkpMs7XcrwubECDA2ZOOMeEISNiwMLptvg+vhzcudM4YunpeTfLObhi0m9Q7gnEcCdaDD3MW70/A0RdiwCqYkFYXs+JWbYj41udzXwA0rOptI6dSrx0+OVy3NPpjGiIorvNpdScHAOc/6egEQk4sxhWB5wjDkOKzUmjw0nudpKoPw67YRS2bnL0t7KiEdDKMR5Aj7216DpPfPtpCauojinx9tu7B1yTFk7NCiiCwP8g4k9lkT7bl5cPH6boF6tGNU1FxFyxk+vp69t0F/ILS3XEWjzSO23QFkVaKsNDdw9X8Yx7NsQLmy8Tdc2YmQv6KbltXrK58PM5JcaMQ3R8BmmePVTW386rpjggR3Indn3pUrc1bViNSNXZmHL9Ll3WdXZiqDj4wlc+zVWR1Yr1384LQvI4hgSdqy9T9ale+TeqtA4LsDlb2IJSNqHwc41yvqOg8d25cAv52imUjfz64XCJMkr/lfyEu+xLlt4jqd7LYLwKOYfboGCWH912UXG8mJCSn2OeMRv2g2W5ol7gHoV7oSdyQS876N123+Cj6Y/VGsvVy9nIoYakKSFrjhonpQDXb14dr5eV+Hk7oucxJG9Xq8WqNHm4Fzx1jZmHxwD1H9fYb9PJPJXzf2vLNkHL+pah/7xKXUDJtItNpI+RMGeizx+FMDbwLPzefiWFGFokIm4YwfktReZbvYdvt+0wmR6vQOrT6TgNG1RJ9An/1pmzLWAUVQCxXVm9PB8hv3jGySpOM5UceKDaJr9VR996/Rld2RerVEIMpGTzVdGa5G2LKFvel9kdVJ0dHX49c88pUBbx27NMT23r9Fn1tCgVTg7Fe/LlIgQfO1yyPQOYfvU47TwdaDzx/WVDRxCbPGZNITUlu+w5ZAed28l0cYngNSwfYIw4w0gfLRav6ZQmG2MAWTb1htde3uQSIj4VlimSkDVNRHaqCKngOyEbNrMHExtbj4FyQ+R6Osg7tgNYgQKvM6HEqXafWO4/eF2WN9KbZla3/zJ5xr7SC/HcXrdTWxsDOjfOp8Wj0+S6tyHpz7B+E/ww/LDMSCXE9t1ttp+Fe/24YDzarQlB5QdO8yjD9ZSHjeZfuKjXBoUQU1BLSZXBtBqVBBSWxvltkY7VnKjy1Ys41K0llQcEKrLhL4t1aK0IAhSqtLnOzk9ZOOL/0/OyOR0NNj/tYIzL8aVt66+R0jIMs6GzMWll8AEKsq7gamF0DfkyWtZJBNE/t7FWq0u/K34O2RSw3iR4DySFeYjrdEsHabAs9s5yrQkgGsrrzS67b+J+G+3q4kPJv6SAr/MotU4X4LCu3Go2RSeF4ox1HOiuakYF91cmvp5UF1RTc9+zWjvmIVdWTp1h3ZRXVuHWedaXDzt0GnaBI+6ZOo2/cilF04m9wHO6LXriFRPH0Ri9PT00TdNbOzS3uAN/lW8oSv/F8CtRV8e3Y9m9qxZLPY3J+fcdR5fy0IkEeMe2gJ5E1u2Xohn56373M182uhxRGJd9PSt0NW3Qk/fCrHEkLraYsHgldbg0HQQTZq+hViiR1VFNs8eHUYmrUQqrQbkuHj2ZO7CjxhQ9zf3nMKIf2qHWCynplbEtRtF1NbU4dLUHHMzHZ4+raKmVoq1jQGtPET4WD3BSFpCjcQQPWkl5kWPEN+6qBSKAIHuaDekPynN3sKpNgPd/VvV1FIV8BvrzfjyBfzRfAOZF9Lwmfk+6OhSFX8LndDe5Nt4kiu1o7DKCAuDStxrU9CvKkb3XgKZh85wb+9DTD2NKEuv1FoIXoHfPo9h/ngxD727a6zzn+DHqCdTaepsxIgtHxDZe6NynSr1r6I0g4yUjRTmXMYnaDSLr1/CUKSpRPgyhB2YQc+N3mp1gUNWD0IulfL8WqqyDETLd5tT8rT4Py4PZNPOApeOzTDzdENWVY3E2Ii6tt3YX9JTmfv4MiN0zdDfqCoTvPG6hgbM2q9eTuKvr84THGzLvV6OfCfLJqj3YXT0TGkW2JLh33XTON6rBKBavtucjcF7GN6jjtxWHdjzZZwaxRQg4sQkTLyaUZaaDjKZ2nHNbK0wtTJTGshGN+OpaBOodm8gKGV++H29O8PU04jStAr0rHSVdLywPZ9SkZiktYalAv4T/LAYO47fC/txJ7GYiAGZ3Cz1xmFmV55fLGh0PwD5lSQCTO8qqc+m8TcpDdQevW4ML2MZqMKllwOi73djKKrg5D13PjT6s1GqZfctoyhr34/4Wn++nn8JEOjatgGWGP70Oybfz1JT/pVcu8PZazJGdCvlh13wo9cOriyJoSw1Hb8PPUn+ZA/3n+oQ1LyE3Fb1kaSQ1YPoe2IAZrZW/NXnb860nMGJC9XkZpeQcfseuoYG2LrY8/TuI+W9ZRxK448NwnsbEBrA54nvKyO2r0Nb9kk9yujp6orU/1PacvPUGB54CXmv3c8upfd3Nqyvns+TMzm0mdqW7I9/INu3s3J7/+T9lM+brswlfR24psTx2RfpSkNWFdpqBSvuSTXPH4T61KVVOqz59ryynwv+OgzdkJ6cDZmrdtzAyYEYj/2EC+0/xrWPI5ZuNhqOpFbJB7jjM1j5W9XZ1C1uGYPXu6gpIjd8X/cHbOPqsotqfUT3LaO4+9tJnpzJUdKNFTB00qfjjgWIn2USM1I4VtieT5FZNaHMpplazrlTdzsc1q3lnTllr+x/Gi7/7fMY8rPzGPxeIDYWMnqfn8H5iGhC1w1B1jGMc0FTNNqhRepJPpquzsxp2C6HvhWr5YEq4Bxmz6e636jt1+3HYdw/fR8z4yqSf01Re88MnfTpvGos8uoqRCIxT4+fU34HOSfSOHogXcMZ8qfHRiV7ptU4X0Y+EdKKJs4Kpf33vUg/lPna/UnqnlQ+sdrD/e82UFNejce6SHJMm+F6fZeyDJDqs1XWKx7clPFVX2o95sIlHXE0LsCpLI0L7T8GhIh758VDuB8yRamWr4p2Mztg8tYQpaNF9ZrzT6WplYt7HfFBr7S/+XBaFi3bWvHLYsHJ4e7zKaYpP3NbLjDk9ktaCFobYjFhe6Yx5u0FHJcWsl3STC3C+7+B0HMrSLEMIeeFQv3L4JdyiHJMtc51tMHCz4TW33/BLeu+3MkyobhUxqcuR6n++yBiXV0M27YFmYy6jHSqQwbx1KA5RuJy7HOTEMVfRuLWjCyPnlx63JTcQjmTyyJ5dvoytm29EPu1QZYU/1Lxvzd05Tf4t/AmkvtfALsmMsYOmcr0d8MQ5T/Bvnsn7Pv3pMArhHIdU2RIGDxEn04VFvx55CmpNxIozM5ELpci0TFCR8cYXX1L3Fr5YW5tSlVFDfnZwqS6NL8Iaa1m3oyRmTP+IV/g0tIJqVRGeXEFRqaGJGcYE/MknMy0x4glebj7OmNjY4iDownGxhKkUjmFRXXY2enT3FmOt3U2ToWJ6KY/o9LOHUOJLpK6GuQ6eoj82hAw6R73otOoyKgiZU8a1aVVeA/KpywpjYuR2lWhU3alcfiXOGJGnKfz12HU3r/HhQXHkFbKCD3fhwqRCQaSapqbFGBVmoXB4xTkhfnkXLipLIpuaKGPUXshx63oQZlWWf2N76ZwzltzggLwXpagiPj+Hx8jldQbyopBcV3THxh1RY+067vRN7TDq903WNp2pWXvTA1l0FdBXpDHtC+7QkF97k3czEMa2ymMXQVs2lk0KkgUtnuymhKjWz8nXHu2RVZdQ/WzXBU63R6G/vA2KQO/4sLhq0SGR7Ftrasyx8/Bw5UTK69z49RNKKunm9VWqlONxFcT0T1RhlgMgRFvwbcbkb+IXioMXFW0T/gN5r48R9OhawA9PmuDIiapauA2aeaCWEdM2NhJxI7frmHgBg/sQMingYT9PpGYF8vfe2yIm5bzDBjkRljHiWoK0bhD2LDOdBjnR9ivH3Hb60MMfKtpPeyZmuBK2+ntkU6YS6a0KdY5xxi02o6qsliGTggh3ncoYkCTNyDA4GYCVW2ESKIoyBdVk+GfGrghKwcQear+98smb1kns0lKsMXdCd5xvU71wbMa25h4GBK0ajJ5f58ivd3nnL4qI3hgBy4evU5NQa1gdMwaQ7yK0QEQUn4Y/5AWWKVfY/zQYZyv/ZSOU0uInXT/RbTAj2ZA09u/Y5dymCRvgRiYfvQK6A5gX88jxLy/DdhKswOpPEwWnHq1lVXYOVny/OFTZX92bF99NCAhNoFZ7msZR38Ahk0MYU9UHFMiQhoV+rIsfUy3dzpzdp9gvP++2o47/0GZoaBb25TlURSGR2R4FJHfwZjpoTwJF/IGE0Zvo13NDVR7h2k/6DHuJQauIsdcFZ/MSH1p+zaWTzqhZj6Ewz6fLbz/eDo79JKRbv0OmWwyz3OrQSZ7obxdr76tY6ZD19XDyezyEcuPmPPpUHfOjI0myD0XNnVRO76qgRsZHkXEpvprXJ0xgMoSQXCwYU1Pxb1cffHsLR2FtBzXPo6kbDtO4b0S2s3sgJ6FqZqR22nJCGQSidLABYgdtwnzCxf5YXsZqgWGvD4fw5S/mjJ1npXyfYiInsiRpVcIaKrO/PixdoEa22fqmbeFqNcLISnFqBU7bT9dlmrvwwxkmtRcp+TzRPjUP7NLjbxrRtYmnPj4OVtLhzGhfBUx0RD/09+UPZLjNq8r5zbsoseVNShGg47b53HCeBg96o6i8ygVuax+vEpMKdcwcN+bHIpO3FalUNedrUnK0oJRK2PpuvYnONRfbZ/2fdpCtNCu8xZ3Rh5UL3D2qex7nmw5gWO75tRVVrPjSSgP0svpHzKNsF/l3Fj+J0WJZcrnoMCDA4+IYKLW93Xx/MuEDO6Il0c3HKx0AUF1uKGolQLuA5xJfj+KBzmGqIq7KdBYPXRt6Hw9iovtJmK6eREwjsQL9akOGSmbkOga80GdEb/K8jkiL2IQFjh2tCBx3Z/kympwQPd/3cAFCP/WHEjgu0b0KhTwes8DvbpK6vR0cepux9PzuS91/gNsGnAEcYyY4C4mNLWrJc9QlzTLYFoMFBhG+aaOWOQ/QPQkkyKjJhRUmmJsUIakvAiMjSlz8mF/vAuHtgltMdovVcgt3pFGy3cT0dF/Y3q8wf8N3rxp/wU4+PMqxHXVlEr0eW7pQ0GtOVlFpmSmiHC0BWuTWvLLdEl9UIdUaoKrVwdcWrZHJBZRVlhGTVU1Pu2b0yHQgCZmlYA+VXVWVNVKKKkUU1snQkcCZRVQXSNHIhFsgvIKGXdT8ijKKaayvILcrDoeJNynrroGfWNDHJo7Y2amj4ujLob6ciRiOVKZCJFIhxY2hThLH2KWdRdRSQEYGqNTW4nukzTqMtKpLS5BJhajZ2KAnY81GRlPqCupo6q4kvyLNzTqPqpCWikjZoQQOS1My1TLp9N5nom9kSViaR0Gzx8gzXxI5unrFKQXUHCnBH17PVoOaIHNqPcQ1dUgTblD3KwDWs+jzQMP9ZNEI0OJUjQnInoiZXIpf8mLuSorJ/nHu0j0LWnm9xn2rgMQi4WB+PAHMXwaOo2agWNYdtYbQyNdJid8+NKc09Mf7cCIHVzxMNRK1wU0ag/6jPZkhsFK3lnWkmCnByp5dsJEImb4BkS6IoK/7oO+uxtJ6/eStvc85TmVGnXyYj/7i2Gdz7Jg+TzCl5gxZnomvPC4z7o8gs/vC9Hllu286dDRjp3rY5UTUeXz+uoiMxd0Jf2xDHsDgeRq4+pM8bMyjefafcsorsp8gauceOcsZ15M9sL2foa8tEQp/HW9y1dEhofj5t+C74qnwaP6+1McL29yH/oUTNMQNgr5NBCAW34T8P0wDp5DsEcuirhd2N7PCKu+RsyozRANNwPMqDyfAiq5tDF7LtLxaiJPzLNwr0rjaqvRiPo4Yp94mQt3LUi4mUvk9RSMvqlj0HumZFm+i6tXHt+895x4X03Bk4ZYOO8KJ84uVVO8bjbIFedugRpODp/Rni8VIBmb/inNAg359oPCRoWwVCGRiKitA5O8dORWmnmzRtYGyLIfY9MzhOhnxty9c5+Ro5phYNARjgnbPGxg4AKk2wfTtCj+BSNhOTqmxpgU3KTtgyxurKh3al33H0m7mR2w8DOhKLGMxzHPiWAip1+8C91iI/n1r0zysgSTcOcaB+pEBdh1Kyd37VpSgcnb31GbIOc8fKL8HVZYx5SIEAaX/txoPvqF9h8zbrQn8774kBz7Vtzx1syvfh2kiv0xvhVPeetAjXUO4fWTa2n7VqiSEcN2jiNyZ30kWVt0qaGBGxkehUUTW7Qh+OpPRHSYiPsAZybWfaV2LNXndH31VQ5uPsK54D+x8jYlarsXPs3tOW5lTF1pOfYvcm0B2p/ZyEMjDw5et8PYpA6nHu3Y8UMsO4C9Lwzwhnm03dYPZecDdzXnwvHfL/Dl1535lhfX4Qofzw7FKkzd+AiL/hLCBwPwPD6P6uc1BE4OxLxzEDUP05XUU7sgS2pzcjj3oq9QoK6kjvxWHZQGbmR4FNHzSyj/+yBDvl0Oi9Sf2Z24BLJXboZN9dGwhuksDWtKq0JiXE/oD4rowuPR36EvruGOVw/+elG3W+FomfIi7eDchgTOH7qiFK1TLRF0NGQv5+ed4O6fC2jGAmIQjDu5xIA+BRc4btWGrqUBnEZQzhW7uFNq446oSo5OThaFV+PJTcvFrZ8T1WU1fNnlJr86hzDUK4kE33eEC42G8tGeNGnXkoKHhRQmlHC4824GXhTElhxST5EMnPrgOn83nU5ppYTgrf1JRWDHLF14Ub2u7nDF+3of71EtmCDZSnrffpTVGSNv4gy/xRI590ajjhltpbBASDm442jHpBdsmq7ff6ARGVbA5cvZfLnpMWWFJXh38iPlkuAAayz3f03hXGZYLuPI0isMmKceCTVMFb7SlAO3wQP0DKzpLTIj1kBMQNdfEUv0GHbiMy5RxlZZLs5iXboNG4LZlGVkmlnjUPaf10r+T5CRb0TDHlzxnfh+6IV9aHtE6VcxN7fGacJgmvd/Sm1pGeknb2tlGOldv036fEFx+f6NVKbO60pHp0ccS3blkqQ3IpGIkgdS3Jz8GGJ+H8uyJ2ACtvlpyDPTqXr8FBOrO7g6dFQeU2JooPy/obP+Dd7gfxNv6Mr/Bbhxr4jqOgm6YiHyJZeLEInk1EgFH4SxbiVG4krkiMittkIskmGmW44pxejVVSITS9Ctq8ak8BGk3abozl3y7z1D11AXI2sTTJs2wbB5M6o9ApFJdJG/oNNKJXoUGTShRq6HHBE6ojokSJEjQooEuVyErqgW64osdKvLENXVIJbWIqqtQVRTBXW1IJMKFrNMSvahUzw48RBzN2P8Jg3iXtB4TtyxwdFOhKNFFSa6VTiSpRYJU0BRzkCBHWudKJs2gcKMItrNHERV+14YpcdTcvU6pt4tEZmZI32eTV1RMToW5ogNDJCWlpEfn6os5wACNbP5W8FqtGltUAh3qA6yCuXe3u+ep/2+d1mhU4W0rpzg0G74x8bTXWSGwUuoySGrB7Gt2XJ2b4yjdVhrvmWRVmGrhjD1NKKmqE5r9Dns4OfEvLXqlccAoQSGpacr+UkP1RwFAZMCKM8pVpuY+o31xnb0KM70mK92HYG/LueCqBtnrtRRUVFD5w5mDJbtody6qYb6cNiwzkQYrGP2eyv4UZZDp/6nETV4PidmZdN7pcNL63qKxGK+ODaeHicX0WuV40vvcd3qANq2sGDxr9Wc3CMMzIpjX9p8h7P7LnFy+AV+NPqCtnNb02nlBMZdHsKjxPtaa+cuXNKRxS8G+IVLOmKsV4PjqveV6twuyeeU9TxVsfS7duSUGeKxIPSlNSgV5+k7qosyD7ghVOskKvZ5mYrzfwLT+JuIReApT+RkYQf+2JHKT3oLQS5H19iA66uv4trHkYS5pxla8TNSU0vED5I5/dEOIsOj6DW8M7OaH6XaxIZLbYR6xal7UjE3FdFn3zuC4A31tLPZG0q4eyeb7R9n8+zbpUp6bujat3h8Nh63iSN5smMPqX/cJ2znOPrs7qKM2IYM7sjES++StD2V9nM68Vn1Yp6kZRARPZGTq28wvm8ZTrsXc6X/OpYsuKS8R9/gVjg6m9JurPayOgoERXRR5gX/p8g5kUb339567VrUANJLyY3WOG+MQtvYNpXnU+j/YBm9/uissV6xr6JmddieTym+dA2RWISxmwuFaY9wXr1TzVGkY6ZD7ckEvlt4gaC+7egxrT5S5JtymPdnaGer/L2wEqlED078xZnu65DKRZjo17FkwSUioify+6zTytJ1m/WWkH4ok043tjDoS1m9KNKL+qsgOHfkMhlW02dhkJvB09/2omdqhM3AvhTHnOb6akF2LOy3CdQ0b8W5jlMbpap3/LIrN4ZsUNLuFetV6cEKyrQ2mHoaYX/wEOOmp3NqXIKGbkFkeJRaagZAmzu7lUq9L6PQ3/8rlT1RcZwaG0/OiVgexDygRbgnxZl5ZBx7ovyOGjrz7IIsufrlZWwtZPS9Opu8hHtKZ5hi3UCPFGWUXXY5CXFHX0CIlBdmFGnN340Mj+LU+1eQlZeTHvIJFXWG+Gf+RUz/75TbhO2ahNy6iZAf/xLoWekqxfpU793rPQ8NcSVVOvP3I3fTb2gAHm/XOwzDDn5OddIdrboMoedXsvFJf87+nUrRM8FRrKjpq9zm3AplzrBTdzum6C/h6OJapfJ8Q3S+HsXA+VBalMrt85NwQBfX7oOZnXIHcusYKr2PtUM35ve3ZvrmvbiZWTGnwoymIv2XPpP/TXSJDEfH1IT8WynY9QujsGUwJbrWVMoMSMmxoapGhKtNFb66KZhnJ3O699dq+3f+OozvrFcp1cAtHe2ImO5MUaUBtsbltMo8QKFLILN32FGQnc/7H/nRzfYOVvcvUnv/HnGzjuDU3Y6mK5aw+1koz3NrmeZ3gcshn2iIkjWGN3TlN/i38CaS+1+AlsVXKDOxRySXY1BZiFhWS42+GXmGLuhRjY6shjr0kCHGXScdHWkNeuVlGORnIruXStXzXMQSCaUlZZQ8zic3LZfyrEqMHPWpKq5EWlOHWEeCbhNXEIkQ1VYhqqqEynJMKitBLEIkkYCC5mRoCCIxSKWCIQtgYAjGptQZWyDXN0anrFAwdCvKkZWWUPnkGXl3c3Dt6oRjF39EpmZ4XNyIc5se/JXThbUbsijKyaffe0H4ankGVb07Quv6ApDJXv3xes8Dt4WzSbPoQG6FGZ6+tlg/eYzIyga5oTGS2hpEenpQV0dp6n2ur7msRsPpvKgHdYPHkCD2ATSN3MNLLjNwvuBtVChTasMHJyfzkewZrWuN+FTsjPW5DBBbvLJd42Yewts+mg+33eF9nT8QFTSl++kl5O74DSvf5lTnF3H/+B2NSIGhhT6BH4UqS5Go4nUNXICk7amErG6JY//uakZuwsYEjW0Tf0khbFAePqlHcbj+F89jLmLdxhtxaT6ynn58/J4HjmNHctJgBEM3eFOSW8DJmY+R3U2mzxEh53V61lRiFp2mBCmmiJUGrlhHwuhPu7B9XSxnei5UE+XpPSKYO9ez2NHrJKtKxvH3b+eRy2SE/TaBmF6L8FDJw1X1+Df182D6GGMivkzkxJ9duHBEXUkVYH6TX3H6dDy9foSp86DTinFIbR3p39+RDSo1orufWoyTow9e6Yfo+cLGPz7oJGfbTaQGUNXFbbJtDn+snoPpXxsofZSNecum1BQUcyVwIoaAeoZnPRoaKR/EvcttLds1H9yU2zOj1YRV1qwM4LaP9ryr7huHv6DwCcg/lYZMDra9NOl5ijI1h5dA5ZbxmLw/hs1ZvZWlIWSrF2NSmUfR6mUAOLRpRoaRlKdb92Pt607xA+HuXH2bvxBHsmTnmvqI/vWLWbQOclYauKqYGF7CFh1Xzsua07RS6FNc+zhyOigSyXQfHhyoV/SOeX8r7dZ9ypW/BadXRUUt5bmltJnaFpN+A9loksHJiq5EEgUnbnDjlJgvjp2GRa3UIkxJF+6QBLRDE35jvUn8JQWJoZjq96fTvamT2nNUIDI8SqOcSscFoaTuv6GkYALUSeH95zOVtE+xjoS5R8ZpObOA0HVDyLDIZVXeHLWUA8sAM+Y4rHxlvVxVpO5JZazheQqv3QYEI3fZ45kUUf/ezVnYBUknH7os7c0zv3Aqth9E39QAHWND0s+k46xyPNc+jjh2aMFbCwV68YyeD1HtMZK8Byq/4YKYNPpZXeRW+MdUP69R1ikGsEuopKU8CdHuKEDI3x+5UhCpMroZT3obIT/4UtvxEB5F9xeshswP6vNUFQabfUQAfoXXSfntHkZuBuQkPyU7LhebdhbIZXLkNvYkG3dUe27HFlUhmbeMePOezJ17QxCEunFJw8C0XbceZglf+ctKrJWmVVDq1ZNNKWd58Pli5XLVc6bH31Vvu9nFynfyZ5NIZTqNKiLDo1i1tCMe14uo7TkAAN+hAZj0HUCuQw/CRm0jdlJ90V3Z5SSOx5bz/u5epEVe4o/lsWxa0xKJhTnWfs0w93lMcXI5OVcKGXS43uHUPeYbPjmYx7svjpN5vF7fw62fExnHnqjdz3nvaVS39Qd24RBiS0wDhlHMiI2EHYvAO/WYmrhdx1u/IBPrkPzORMruV2qUGVIYshfHH2XY0B+JaVAvWPn8CooZ7H0X1d4k5q1VhO2eDGgaubFdZjFlZwqH8uodPQVf74MD9T1A+Lfm7HyRJvHkTA4RTKRq+e+E7ZqkZI+p4mK7iRy5ton+8z2ZJrYnQ17N2TN/8QU6LJW44OD2DgU5sXy1u5rpm2G5xBVjUcOKzv+3OB+h8hFuTQK+J+zoF5xvMhILozqMLWpwNMjBJDcLUYmm6vvFr2IIIZBpU9pgMWQIcp18CjcspGJ/ChJPcxIqamk1qT8dgxew66d7bFgWR+LgjgwKbopPk8vAEfRNDagwtCK3oI7KSil6pbmvZeCaeBhSlVMLb0Jvb/Av4U0k978ARWtmQU0V0uoadE2M0G1ij8jKFmqqoa4OjIyR6xsiqq2BqgrQNwCplLrMh2SdvE76oUwMnfQxdzdFR19CXbWU4oelgFCCQaIvxsTeGI+BHdC1toIXBq1cWoesvAJ5bS1yqRRZbR3S6hoqc4uQS6VI9PXQNTbAuJkrYmtbZBY2SA1NEcmk6DzPhKoK5DU11BUVU5bxhIrcYuqq6zTqbvb4eTS1uXlajbZXIezwbJ55hFCBCU4lyejGn0NsZY2suIiaZzmIJBL0mtiTuPGQmoLiq6A6EZm7KJhli4QJneoESOFNHGDuxIWS50RJ3DH6h6JSjSHk4hpuGnWjvFqXFuZPef72ELU8tYbRvH+KsF8/IuaDnwVjcdRmADUhpUb3O/oFlx1HUCOV0E58ldqdm5TRkm4bhtHnUC/lthHRE/Ee1YIPC+dy9KsKznUU8pjXSZ+RIa/GbsBxQKCaWh3aQL8zQ7RS1iLDo9jrtVlZ8qPrlfXc1Ouilf4JEHJhNX2/MWHx0iDqQjvTp+Amvd89T0WlVHldCqx/Ub5ln88Wrq++StiROUQ+/4BH6QUM+zaEdjM7qEWDeu5oD8CpCYkak6//FPmn0ohaqUmZUyo8p57i9D0XZb1KgIpzKRh1FQxdEw9DvvRY1yjdT5Hj2JhhpNhP/8Ztdh0uZU3vq8R1nkGr5AOMnKkedd6+zoVUT0Gh2ONtN/RNDXhy4zH+Y7oRN+sIINTLHLBAyDmzdLRj0s+DAUEQqazWEJ+jC5QTLcU3dD89izTPnnRd1letH2ieGsOq3YYMXtiZhlC9n1OTUqCiXC3/UnX9oltT1JgPN7YlcWKX5jetiiZdbMi7XaRUvtWGxkr3qC5bPvAX7Jo6kH1fMNosmtjyybaXR91bJR/gQo4XZt00ae1huybRc5t6jp3iXGEHZhAzeA0g5OR/brOcr+98RuWTajVV9MjwKPqO6kL3lR2Vit5h+6dzq/koWpXEKmvUNhvkSuaZfPoU3OTpnDE8uZhKs97+5CU9YlyFQKNfUzhX2bd2XtRDKRaoqCWt7fla3r5Oob9gXLimxPHJjFSOfCNXigg1RPCSXpQP+Zh436Ha11/bRM2ebVxbfknrerd+TsikcpoN7KzG2qm5kExv6WH2173Fb1vvMOW3ehZR8JJe3Bu8hCbip6/Nkgi5tI5bhl3Zc1LKrRht2uoCGmOqqD6r2ovJ6Hb2Uas5bN/ZiiatnLHp0YXylu3JN3SG+RN5eDxHqGV8fi+9l9XT1U99ek9ZLi1s/3SqU5J5cjGZ3NR8jbSUv5ddZUS4jpIxFTqkI+PPDyN5R5qGkRs9v4QaI0slS6Mx+Iz25Mg7B9m9MU7r+p/WeJHpHfJSkamGDiHVZ3Zy+AVl+ooCXVf0fykjyuhmPAvm1Rfs2yRerGHAa2NKKBxBAN1PL0FqaEpcp2kax0+XVzFbmoVti9F8+cN2nPq3pNLUiHcL41+rHvj/Uwj7fSJXfSbRuvwsomux1JVVoGNuqrUc06vQJOkSUX8JjkQFugwK4q0uNdS8HYJbVzd0P/+adbEtePywgPUmS7SKjDaGN5HcN/i38MbI/S/ASad2WHroIpfKKUgpfemkSxUuvRywamZLaXYRBekFapGF14FlgBmmTUyQ1tRR9rxcaWS1n9MJI6cmiI2NEOvpU1eQT01hMTXF5cjqpEj0dNA1NUKsq4uOiRE6NjZgacvFiWuofFL9yvMqBpqp87oyqCCKzJ0HNDzc7WZ2wHD4B5QZ23OvzgN9SS0B2Ue4OnkFzcNaYB0UQHbn93hY4URLg3SMK/PRqywid9NmtdzF6BXXGp2M9Bremdnuh8je9DP2nf251GkRNe0EFcWQS+v4ZL8/oRt6M7EoiSliO8JfI3qrih9H76Ukt+C1FFsDk/ZinRJLVWoqt7ac+9dqyKlSwpp0scFi6w6sSzIxeHqX6xEb1QxrbWiRehLH4xu0KiEq2nHbWlfOZ7kro4dz6rLIcQzGs40QFl24pCM17fw1PP4AXa78qEYV63RzKwYlzxm0vqlSyfmb1KlUZFQRcmkdfRcbAmBoZsKPsi+5t/chOqbGfBO85qX3oWiDoIguDL71gdoyBfZ8GcfzjOdIpVLeH9+aqJWxasa3KhqWpbALsmR2kzXUVatTzFfmzNaI1P/Tmqxh+6bSc3M95fZlVNaGxpji2StyupsNcuUT0dcc6XmIJZKFnD9UnyV6oPWvXF15ge6b3kdk7wSFucS8v5U2U9tSNjkS5yu/c/rDbUSGR/HpFyEY6slY+fV5tfN2Wz9UzchonbiHvWl+3EsvI3x2e417UyiYqqKxZxP6w9vkXU9WowS3nd6eoakTOD6vkLMhc+kWG8nMuG7KydenX4RwJ7WGToESxB19X6mq6vuhl/L4qird339pgnNKNDFD1iqXR88vURqLIJTQ2rIqlr97H9HIqRbpipQsk+4bh9P7QJjyOtrc2c3eBwFKQ+Evv62UPsnnw8I5ABxbXMOlXtMB1MYG1Xt5GZ25S2Q4+i5OyMrLqch4TF5KlpLC2fLd5jTp6EtNSQXX+q/hyOlK+r6on5qwM5mZBj/xpFU/ZRudmP2cM2ELaDHUnZMfRNPCsUZJ/1Wow7ef04lryy+pXZ/li/rQYfuns1XyCWEtH+N8fD11ncPRqS6lTt+U5PGztdaQNvEwpHlYCzVxqNB1Qwj/W3DGKGjPh5dcxt7BhB6R7Wm1+wfu6/mrKXib+xjT7uuPkBUVkB1zBYmejhB91/IM16wMYMYsdcbLl1935tuvLrJ6RSDlA0Po+NUwev3ZVeOba+zdepUTyiHElqahPjy+mIqdrzMmI95HN/+p0ojVMRVypr3S/mbuOhi7Qbh/p+TzTJmZzC63H0nYmECnhd14cvmuWqT2fwNhv09UOp1app5g7PQMfl3rrNHHN4ZXUfAVaD2lDemn0yhOLsepux1ek4dRdjPhpSkGnqnRjJme+dK2aLgu5OIaqoysuRoojA8Kp26rkACNvN3N0hzOmEjZXGGHsUgoIaRon/8LdL38vdKp/E8QuvYt4rsvpHXRcUr3/4WusQEF956q5cla+JngFuLxUt0URdsNGRfCR+5xVOmb81Tsiq6ojpYPDoG0jvKm/qRJWlFQaYgoSBt/r3G8MXLf4N/CG7ryfwFsAi0pfZRHRWbVP4reZZ3MJgvtuVGvg8KEEo1JhcRQjFgiAbGIusIi6srKBbVGmQxZnZS6ymrEOkKnLq2sQmJkCBbW1Fo5vNLA1b1+Ry0f6vul5/gebyKiNQ0UI+cm1OoaUqxjjamoEpe6B0jTEjF1NMEmvAdJLYfztMiMzvpX0T38J2X9P+JUeTB6n/QjeNYNpL98z9jcOZS+MHC1DnbRcObFv06jh3HmOky9s4uhs0uIXAxi8T0O9pyM+K/P6CIyfeXzDDsWQdGJUxR8vFyoaZsriDq8jlGjiGC0GOqOpbuZhpHrN9abgtlbsFv/aaODT/fNIxHp6XH6w23KZal/3Of58TTSM2uY1+Iwt98bQWZBNZ2WfYTnwAB0Rxpj0Mqf9JYDcH8cq5Ffdc+rF677pzd63RHRE0nzgi3hURAehVwu5+7JwTgYOwHCIFjTTohWpRa7auzfMBcq8/MIlrbaQVVZfakYRcaYwsAF6BDmx4PWh+EvfwxcHBCLlQLLjcKtn5PSwG2Iq1sTub/nIk6ebmzv/jfSu/uIohdDUydgNnou82e7oSuW4iJ/yNmCQEKuzSLnyhHl/q3mjGaTrzMu537m2dlrVJdWk34oU6NKsnOY/T8uU6Nq4DaEYrIxc0FXMp+J8LWvN9KWfteODk9+p/zLrkq6bdoX0dR9fR4dS0u+qlzGxW+/wMk4D9M105HVGuLe14XTH+0ABKPAOcyeqsIybEseILIQSnPM/6YTpy5Vos0/eufnemXeyPAoxHMKGTlRRsKZWxj9GK8UBFPA4dxOIFRtmWtKHJneIRr3GXkUIFxJCY6InohILESU82y96RIZTqmVOxOGiHjYrSsSMYRGf8x1mzUsW3SZCBo3brvFRpKzZZvWnNpPdwwlbQfEn08hILUfEV4CPT82uv7aRn8WinMvTwiPou+JAUSgbuQuDdsECKyG7K9nAIKRG7b3M3rOLgbqI2GKWpkRCNd6roEKr6pxcGJwDKKZXxG5GlYsb82DPFN8m+Tz1CeYwMmBXBn1B7nWj7D64zut5a+sPJ3RdXGl6GoK3iYP+VviiF/KIRK9BxHwvg9XPY0o+OUTQDByz4QtYMOH+yh+nk/EIE9qQUnH7bneQ/j/NkSgTgv22bICSexhYoasxY21PACMxvliLZGQfysFUxd77P/cjfPyWYLaLwLzpOVbHti09eVR9GW161YYuADrO+2h36EgEs/fZvxKf3w3zEaU+5DccPXyPG5dm5P15zHlhL7tnV0wu0TrOzFjVgInZmVz1vQdsvJ0+fvAXb79SqAy+2fsISajir1N5/PVkhpqVd4DbW3U2Du3w3YVZq52XI4W8n19Zo+h4vo1HFq7YeLhRqxOL7798SJjotNw6OeNgYsDZanppHr2ZazKcabMTBbasp0fradIMHB2JPP4WXxGe9KkR0eNSGhDXNx0W1kHWMEIK3tWTtn9SsL2TWX43z3Jf/wMgM79OzBsZ3dyrhRSmlBPJHbOugg4UibTPk52vPULOQsXqpWw0gZVEbOQC6t5uGgFGefuY+ZkhrWHNZbN7JEVF5Gb9PLjGKydS1O/NY0qq4PmuBzXeQYeqaeI35FM4Ggfzk7eQwR7iCSKzA/3MXn7O8pth4gtOVT6kHNiQ8JFFiAWK9vnlQPRv4Dy31/epo0hdvpBwo54ctV5BB16FpK8/BcNocu6KilmHq6IdBNeqcK8f2sc476RY1L6FJmZG2biImrTUqgrq8C4uhp/xzzE0lrlPEsVOmaC+fG6QZ03eIP/BG+M3P8CFD0opeKBpviDnpUuVj7mGJjpU5hR9Mqo278BaaWM7Jvp6CRl8uTKM6qf12DuY4xbiAeGthbomRohf9GJ61lbCgXsRWJ0H2jLMFTHxq2aA9OK5a0piIY2U9tSV1lN2qG71JXUETfzEDpmx+i6YihiY2PK0+6TsP8GbRd/xPVmH+AsfoLpypFcVkSA5/6NQufyKopJxuvRlyPDo4j8HuAycQfqlxvoSzjy52QszL7AqEKssQ+oT2B6fu/OyXe9MLuwhb97FvOt0bfKSJli+4792iMWiQj9LFDrtWjL2QIhZ9Z9Tg2WAV5AvHJ5wMf+WAZ4IjEzo87Nm75LLfiCbWr7DrY9z6A1Us5iw54uHtz8/gYxwzdgF2SJY9umSHo4s26vAUkXHJW5dp2vRyE//DuXFp8lZshaQJ12GxE9Ue3eFZGQitJ06mqKMbNqhZGFGZ+a7lCq2y5deFEtHxfg9m/J+I+qF2B6ciaHTaHLGMgIxs0MJWzSDI7ZTmT1N+fU9ovdf5nY/fCVhRGhCUcxUKErA7Tr3ZbSokrSribXP/9G5h6R4VGwR5jAfrCuNzHrXtwTe4gMj6Ikt4C1W0yxc7KkY/tALHt40ZCcJ1Cbv+c+L4fnhCE8jtHM/VJFQ4Xt4xH5ytqPxlbm9fd4+3eYU/ai5JM3LYD3w6MgHAK7BxJSYkitlYNaPqki8pp37tqLyNjvpDdyHcXJCnbHc/wNfqR2ytwX5TVaMXNKG7Z22KGxT8OotYG+hEn9dfhru4QLh68S0mD7M+N/g3B1I9emLpsSPxMs3Sx49FU0u/bnwy1NZenI8CiGdQlh8kAwLz1DQfJDLKqj8OsQhHfGfbJOXOXygUdcCb+usW9DyHT0tapXK0qnAPSVHqDPdGuNdxjAuX/jJUoqz6dg+lMipfmFvD8jmx9rS4mIEb6dmu59gVavvD77zlaINh9l2uf19MBdTddzZpLQ70YABdFgCSjid/Eb4mlyIQijrh5U1ElpMdSd7PhnajRWsUSCrLwMl6UbKPhuKpOHzebr361410yHupI6StMqWL1UcExaOzch/UAqC5qXkN+qfsIfET2RbnHLmHiovVJUSoGTq2/Qa2ZbDHIzqA3uBQiOIcsAM7KuPCLx1+QXE+kkHrf/CeNR+wi3G4+hUxNEBvpUtu3JrL99+DBSBEeEqKyGAfmiffqP7oKLLJ4iB1+l2JMqpoojGfdnfWmcobMFB69qZP3kzMf0Wu1MRPREzkRDwMf76DbsHXZkOQBCaaqqJsLE3yrshZHfAN+P3E10h98Jj+6vZW09knekYd1GMB5L0yq4PncDLQf4v3ByXKHF0Ks0b70Nh3BPdEyNCU04qkGH7XHiK6ITWnMr5ha/O39F2855WF4W+hfzGXPoNU8K4cEvFzLbf5nOCNRjs5lfCCUAj+4mfttF4lu+T/7meOWmF49e5SMHM3Io5Oqyi1jfucqs2fG4O7cA7rFqh0yZ86tQkQaIaC2Y5T1OLlI6UiOiJ+LxthuL3beSmSQ4HlRTnd7b7M7QOWex7eVJIQpnfCagyaxRhXOYPft67+ZRlHYK9cvy3e979UT8W7LG8uLn6u5KG5EuHUTGbJPl0UFkgp2xudb2+d/Cze9v/Mf7xgxYTtiecmSWdlorOZTdryT3RspLDdxf1roxdnoGAM9MPcipsuSHjTlM+siVpFkK5+9pdMx0MHTQ03qMjl/0oPxpHlmX05W6BKrK7m/wBv8G3tCV/wvwn3SMRm4GiHVEGnk3/5sQ6YrQs9JFYiimrkT6yvzOxqCIBJjZWmHlYE2nLo64DRImif4T/LQK1yjQ8t3m/5oE/au87QrKjJ2ZOb9UNlEu7352Kb2/s3npvq973lcdw8LPBD1jXXKuFLJtSjTZ9zPpMzKYNh80Tv9RPf7ONQ40SY1hefEEZY5iYPdAVgQe4nSfJRr7uvRyYLJkscbyhteoOEeXQUF0nRygXL5HVsBuWT5/SJqzsu8WpkSEYBrqRccX0UTVSY7iOC7e7oz7vb9aTuWrhHeOLq5FJJdyqVeEUnVUQVlWXGfqnlSlqNKyZW0F8RkVfLWkkxqz4DeHNRTO3qyMjCz6tuML4RV1rH5nB7vnS5W1UV8XkeFRjJkeqlZWRts2qvfQGFqmnuD6M1dlTufygb8o1YgPd97Nxa9ilBTRhseGeoonoFECpjGERX+J1NCE3J+3k7Q9Ff/k/VSLDRkzPZM/V1pqVU1XVSivqJSyJLKDWq61It/4VdD2PBT1LFUR8LE/VsPe4UzPhRrbd1rYjUFXRrJmZQA5fgL9UPEtf7WkE7XtGjc2u28aQWboBGqnjVbSQP9edpX4M/EciNRTexfCdk0CqZSYUZuVec8KJ9DnC7rw/crryjrT2u4reEkvBpzXfJYfTgvFsa/6u2PdxhwLVwsl/TgyPIpTH1wnZmSUkHbi4sDdPecwsTOhsrCCnFsFyn7b0EkfI3sDWr7TCas56/jql0pO/1Wfy6h6bapK5396bOTW+psa76pCIbhtzzZCXW3q30UAfXs9qp/XYOppRLPuLXie+ITih6X4vReIWXAnpNYOiCtLkT+8R11gMMVmLhy4683ujXGNfg8hqwfR98QA5e+G/ZEiWqd6rRc23ibugHpk+HVSABSaBh1v/YLxo9sUnIpF39yYt26M5vuKL5UGg+hKIgZvt1Uym2zvXGXm7HhluyigmNCH7Z7Mo93H1L7B9nM68Uvrn8nOrqDXzLbKsUjxHe1puQnLjm254fsx+pJafLOj2St+DweLavx2jOPG2mu0n9OJt2+PxdLRjm8eTuTYnG97AAEAAElEQVTJmRxOrbnBteP1/eC4maE0/6w1pWkV+E/ww/KDD7ln3Rn3stsY3L8FYjFZf53UGHNVtQwcky/w1CdYbX3GoTT+2BD7j8bGhnn0infufzq+rq+er6Z4/7I8adVtXnbeZ/IadsryOSsvZYHYkWBze63q1/9fgWWAGcs7/EZtTY1axPtluLLlDrp6Yia0vgNbV5F+Jg3ndi48jE2n6rn4DV35Df4V/DsqOm/wvw5zH2NMPY2Uvysyqv5PDVwAea2c6uc1VGRU/ccGLsAmA8GIKsktIOP2Pf7YUC/K8zIDF16vxlpkeJRQzmGQJj1WsU5N3GKGZoQ57NePlP9XIadSXh8GVK1rutVo6SuvpyEaG1Qjw6OovqBenqYosUyZ+6kQtnn2pAzrO1eFSF4DeL3nofb7/RnZLMkbh76+mLY92yDWkfA0I5edstFUnEvh1JobbJ96nKwjQhQr62Q2EdET2bfcRHmMkMEdWbMygMjwKIxvxeOUfF4ZyVWdUALclVfRUmSArkjM8Yh8TEMFI6wkU5hk5P2pqXKdlfKQRa3Xv9SwPfFFHkcX13Jq5GUioidyPujTV+YkeQ2rF/UprDJQWzdmeqiagbtnhTnluaVKAxfAfLJ6hFGBmftGazVwW43zpfngpsrfYQc/V7Zr2l6BBrttraYAFQg54D+NEfKeP5oRSuwP8bRKPgAIjp/v+m3BIqF+cjp2egYbV9Vf/5zDY/ENbiWolr4wKlQN3GORqhVawX1EuPJ/1wFdtV5TQ9Qm36Hwj10kbU/FvrMVpuU5pHmFExE9kXdfqNNatzGn+6YRdL4utOXnp9TbaH7EVXJP1kdM/d/vRN9RXV563sYmmw0NXIAlLlF8lTwI+85WAHiPaqFcp6DrquZanuk2j81rPWiz7xMA3FLOKtus6zKBEvvTmP2ITUx54BWmlucYfyYegMERgnPGJF5IjYgZsVEp9nbHZzDryuYp70Mv2AeJRPLS+70w/yS7mq5nffV81qwMwM7dCY+2XoyWatYIvbv8qlqJFACpc3MAri2/RNGLCJmsTkbBg2Jlv61vr4e1lwVuIS3RtxMcdpf/Ft6v96eEcnRxLZHhUZTGptJt/VClY+rku+e01vx2TYljT5RgjPae1Y5v709TexcBqp/X4NTdjnazh2Du4YKhhQEdvuiPyYC3KHVvQ7m5M3J9I85M2s25jlO57TOEU0fuNvqcznx/S83ABQibr66l/dcyY8L2foaRhRmd+3egeWqM0sBdszJAg5ESMCmgUeen4tndCv+YmMFruLX+Jm/dGE1E9ES1iJg8yI+vWv2g/J5nzo4HoOev7dSOrYhYPQp4mybtWiqXR4ZH8fbtsRzefo7rJ24I6ss91UXwTNyckBYVYqFXiqGkCvmjewQ5ZWJpUI6xsz0gtP+pcQlsc1jFkzM5+E/wY1x4GW+PD2HNygD+cPkeu96eyhJCtzcnUnPqKHUyHeJ1OyGzc+L58ViNMVfPSpeZ4vpSQg0NXIChZ0ezaY36PTUGEw9Dwn6fSErCU7Vlp3stomU7b43tnbrbYej0+iV6pugvYc3Q35R9sCrEOhJCf3hb6343f03SWNb27HJ2SPOYJM3ghrycISJLWokMCd02AYDm1w++9nX9Gwi++tP/6fmgnmasisKEEnYNimP+55pzrsaQfjePswdvcrXMH5PmLhQmlPD01mNEEtG/eblv8P9xvKEr/78AdkGW6JsZkH/v9dWD/5uRsOk20edLCF9iBkCrkICX5s78ExjfiocIwcM8oWa+Mq+tx4mv6LXaWWP7LxYHczqogQDFygGkbRfUG6tLBJXqPGpxoX5gVUYvXuOamg1y1chFioieSLuZHbgx/GeWLqwvW7H6m3Na6ZCq5yQa8iMgHy1e6T8m0uyLlqTH108OH2cU0q6DHa0DTPHx7kJZhZzScjnb19XTWHfefQThUZwaKUwAZRcPcupjB+I9RjJrdj2N+/uoJ4z7SZOGV30hBf1gb+j9Hg8unaX74W84E1p/J9WlVWQcSoMXEXttk55TUx8So/IeHIzUxTj5Iok/7oPUXpzXUuIFoLakTJgEqtCVlceclEKVkxdlW94DptQ/x2gYdyKNratjmbsoGIP9U4kecwq2xClrYDZW7TYyPIrJc0Mw7+6ltkxRP0jxzvX8qT7q5mLfOGHG1NOIbc/70LWPnMPbc/l5jWAID+suOBASJ+xC/tVFHuSaYP1iH22G36AFnbQeP21vKglb1Kl7mW2GAUIbKHJwFQi5sJonK9ZpGE+SNh2x6BACGxN4frEAAxN1ZeDI8Cj+XlDGmeCZSC99hcKUqy0p4/NTU4mPus7h7efYsipW+Y5fXHSazjdr0Ka73lgk/WUYOL8jvh96YTM8FPewAi5/o+5U2NV0PTYD+nA901iZ/pHu1YN0hL7j4xn1kcx+Z4Yw/uRapltVE9N2s8a5Pp4dyqYV9dGqssDWWq/p2fk8NUGuGXtH0XZ6e62CZgooRZb8glDozsZo2S5qZaxGf3E2ZK7y/9ryKpr1DkReJ6Uos0iZ6+/a1Qm7QA/0unSn7Hg0Bip5hC4DPDkPEB7F+sg44gctoOuLEmyq70pE9ESCbm3jSjR8MiMVc3tr5bovPdYRcV94Lu4DnHGf+hE11y8zq3YR4mwR69oewjjpAbIOPSg0dUIkl2GVm4a4WJ0WqsgFVYWi71jcRcw3Xo/ZLRrFllVCOzd0via9NY6KjCqm8QMtFp3ko+kP8WjrxbBvQ8hpMOboWekyIkPQCFAImWmDKuPkZdG+ome51F5MpvnhXOYkjCTj2BOlA2VezMfYB1nz7HweTVOO8OB8En5jvRmVPUO5v1hHgqyuvk8rr6jPXazJL0THxBiXIysQBfcEqRSTuiKkOhIkFvUpDaq1fPPv55DXrReez2vIAWX/piqKlp+ShYGkmtTnFrg6t0dU9zt6Vrp0XjIYsYc3dYnxgmMh8b5G+TJV3HpvK7cTdDik0s+H7f2MmKE/aGwb9N14DtlNZpCjiHZPJiGXybj3woH/Y8hJLt+Mp6JNoHL7J2dy0DHT0UjreBmqysr5a0scaInQPqx11LrP8d8voKpxniWvYdqISWSJixht58AnAR7MMvyOdbW1bN4pYX/POiZ/8QhNPeb/PVwTB6sprv9baD2lDfGbbmlQltvPCsIs0I/anFyKUtLVghIxA1fg0msnr0s2HjXUlptp9lTVitBxExxzinQXHVPjl+36Bm/w2nhDV/4vwP8VxSX0h7dBJteqlPu/hcaoubUXk9kSlUZwL0+mFi/k7OQ9WvdvMdQdCzc7pRjLq7B5wmHysgQxLgUtsc3Utgy7q1m6YvHSIBIz9Bn74HNlSYKSs6lqZT1y5LV8JH3Ij50DaHr1P4+cN0s9jUVtrjJXTFUxd9qXXZXlYgDcU84wccY9hk8KUSquNhyYPd52Y1zFvFdSubptGIasdRdEV06DSIwosAOFNi2xvnKA0x/twH2AM81G9iOrzVDOPWqqNLBUoThHwMf+jHg0Ret5LB3tKHyag8vRtzkmL6bVAGFKfmJODhff+7pRKvLxASeUdXYjoidSfSGF1d+c4+TnT5XRI/cBzojEYg1Hge2dqxRXG7B4vjr1UBXGVub89JUpKV79sAuypOX3S6jet5OELdc5tuAykc1+J+atVbj0cmD7gKP0mNam0WNpw6/TTvAkLUOtHcL2T6fnJh/lPb0M3eKW0WepJSBEq+de66WhBn5icAx3thwnYP5Yem70Vh7X1NNIGYVRhbZv7o/VtmplUl5Gx3MIsaUir4Li5HIOLL5I12Br3n2+kukPx5GdkcPELYMAWDdiFxVFJXh19GXIomDleU9Nuc9eo48YkrqAmNaL6f0siiKPjtxoNYLQ8yuVzi3FfRTEpFFRBX5z21KUWEbg5MCXKnv+J+i6oj8l97OU7+/61T5Yk0shNmT5CJFsBb0TwLODDzPfqyPDu5vyGJYBZnj9vJpLbccr77Uh/Vyx/GDbHVz/4RJuPZ1pOnEU3zwajoGhhKePyzSUWhvC6vY1Cvw1lahfB6q0XPvOVvh9/j7x327HzNEUaa0gHti0uz8Grfy522IwboeXote0qbJkkeo74ZR8nsJ+PZWGsUPSRaZ+rs60aduzDUvbn6RPpDUR0RPZ82Ucw74NUXsH3fxb8N7y7uSfSsPRshr/PyZQ/rwI+w9HUmXphG51KaKrZ5FWVHJ+nlD/1C/lEKNmqBu4+saGNPNvzg9eO4kZvkGt5JcCp0ZepufvHZW/I6InYnvnKo7iLBJ8NWmUJh6GtAj31hqdfp3nrArFszv0zSWSLtxhf8A2tbq7f311nl5hNkp2i+I4IYM7qtGnVdvAIcSWx8tiMdSto7hKl6j1CXzymT8mAwNw7ebE/b8ycAixpcXgTlzo+i3d0n8iZvgGjWtz6m6H8+rlGOU/UqPy23e2ovRphZrQYdiuSaT4j8b7wQGlsvM/wcuMz9ehCndcEErme0spqTGiuW46n6ySUPg0h0PfioWayghpS7I6qUaahf8EP1b7bMfYRI+igkol28LO3Ymch/VVzBtjU6muC7m4hr5fGxMRPZE78grmi4vQN7DBq+03GJq44OLtzndFU5Ho6aJnaohcJsfUsxm99/fQeu+9RwTzScqEl9Zi/k9g6KT/WlUt/qfH7DC3M6ZdgkGiA9WVUFpC7rmrSkO3SRcb6qrq1Op+gyCIecRzAW3sHmH+y9fci07ErauH8ptrN7MD5m0DSPppP8/O5wHgMdwLz53/t1HxN/j/T7yJ5P5/CA3rob0qyd/IzYBOX48kJ/aKUvHy34D/BD/yLAoJ6NQcQwMxYpvGcxQFISbtYkwNERkexbzx7siDBhI1/pAy786ya0d4EdgcPimE8QXfcjnwc5Z+l0RtdQ36E1Yz5mgratOSiVMxcEUSCT49gjG5KGJhhhXbeKLttK+FQ7ccOLz9PoRHcWJWNvH2fVEISK37Vj16WztlBOh+ozRwHTwECpCOmQ7fdH4xgWlg2zSWqyw4D1QdCOoOjodHHvPwSBQQhT2wNvEy5XX6uOs94vMNBmTfzyQyPEqZc6mIUiqgmBjU1TzFO+sT9uuX4VldTw0+02O+xjX9/VU5fb8WPLUKAxeEyc1bLwSmVPN2jVdswP7+OdIPqU+4fGOX8+zSbb5ft48ZMy4h1SIs1SLAHelX7xE4OZDh6ZNhIUh0J2L//iK8TPV4uFV4Nlkns5n0Qx53NQ/xUmzvcZyeaervb5lbIFDDFoNvadgiivrFIDhwFAYuCNTZDxLDuNUgZHd39xnyrhcJ3vrwKE6NuUlMNFRmq5cragynxiUQ41Mf0emQsIMNs+aQ1cj2qhPU7iFWdLVPRqrnQcnNcrXI2rRdI4gMj+LeDeGpfbesHfdzjOm5CnoNr0NaWsaqb86T9va75D42pPnRNLKW9+KrJUf5en69+u6mFbEMmxhC0y7NKUpMYHj6ZKIGfM3DI49f6/5eBwonlsFQY6rKyimuMcZCv5DJM1KU39615ZeI4BLFZ1LZsCyOj6+i9l0WJpSoGbgA7+evVIuwRkRPxPL2dW7WdKTzgDPEinsyf0cW2fcvC9HBD7RHB1Uxe86tRtkc2rB84C/MOTxWbVnYvqnknYyF8jLybxaTf7MY6zbmWLpZIjHQB4kEj5xznJn7N6HrhtChtSU3EgoJ2zWJmBEbhXucmcyfA3yUk9Fs385KJWUQnC9nJk3kLPXP6f6NVEJWDyLyRP21vLe8OwDWPT2pRpAN6rF9DKKyIir27CPv7jOenMnBOUyg2Xql/c2oaZpv58x9o2FffUS7qmU7PpwWyvXrBejqSRgRrkNMwEQi+FkpJuUQYouOpJoEH+15gmX3K19p4Jon3OT6fSNavCOMDa/SVEi6cIdta1256qVuzKRdTebtr9V1DU6Nv8PXeYJRPuKTENzfUmdHWLhY4J0SiVwmo6RARiebNKyzg6n4LJjyp4JBUJFXgVwqpduTn9UM3MLTqbhNaYv3kDZkv7+E1bGWvBviAdQbuc8vFpB+IJVmg+vPe2fNbpqHp5Kd/s8rN/imHMbu/B9kx2mm0kSGRylz3yPDo+jYr72SwRX3Yzz91nSi7H4lJRnPECHHWKcam7vnWDMnnDKZD2Wr6h3Vj+bux1cvha6dflWrmXt7cyI9aav8Hf+irVQNXFVkyWs4Jy/FGwPqasvQ0a1P04nrPIPjZ75l3rFiNsieY2LZBq+2X6Oja4KDhytR7yYT10lILxJJJITe2UnfWaWNPhsdHZGagatarux/gn/bwG3smKVj5/Ow1gZ7nWdYlmSil5WGnqkRAR/7U5yVT/aNXDVndrf1Q7nceQGDliZStU8Y18OGRTHjnXPoJZwDhO/u+uqruPTKUhq4+vZ62LdtoXH+N3iD/wRvjNz/l8NntCd/DTqIpZkI+z7ajcUe28eQ3mGMWlQCoOjBy+vqVmRUEfPBzwRFdCHgY3+1OoWvgqmnER2Wjod3JuKTepTR0+sHmdubE/GtGceCfj3IO3mB0xsTXnKkV0PVoy8PEqKjimgTCJSteVcS6VH4BzHhXpwGgpc8Y8G8ZTgY5OF0/mtixv+mcVyJkQFBx37GrcMskq6v45HYiaai188FUsU06UoOIxjdd75YQ/71hZw6FsFO8RhhAxXq3OOY58oyKUcX13I+SPihNHC14O6fD5T1Kf8JMg+n4Tqw/r157teRTje2oBdzjDHrBadIZHiUkHMZHqUmsBJ89Sf4Stgvdu84xOJKjG17ImsxWuu5FNFDhYHbEG9dG6WxrHXiHpYeakKA/3gcqTdym6bEsuyCFbZDdfmsmYjewzvx9x+a925gqMvdPx8IeaCrYhn/eaiynm9keBTzPhlG+qFVANz16q2xP0DY4dmNRjRi3lrFyePz6UV9ZPRK6zH8mnqMFK9HmjtY2ZB+IJV3m91E/9AvcF6gZV9+oT6a4xekNBgiw6Pw7ODDk69zcOnlwAyz5VBeScwIQT3V9eoJ0r20Rw0UmBIRQkxo/cQ6eEkvrtcFUH3y9Saw5t290JvZgUp9PTKTLLVuoxC8+mJuvYpxu7F+iC6uoYdNR2Z/oM+9MUOo6blBiMYfaqVhxHVqUYK1yVt0MDeGBMiK06SpvgydbmxRRnleBkXtZReDbPbdaQFaSrBtWKZO7VaNejcUMlLk3gL4pB7FsvQxBmm/UJuVRVXYML6be0G5vjH6a0P8E6GdX6edQJqWQeIfKeTmVsExgQItzX5KwsYEvIqF+zX1NMLW0xY9EwOK72dhaWTIvT0Ca0PHvgmrJ/tz7W4xt6StiQxvwzdLO9Bi0weYe7XE8P/H3l+HRZ22/x/wa2boLkFAFDBIARMFBBEDu9dedc1V114Vu7F7DdS11tbVNTEwUOyWtDsQpHOYmeePcQaGGVD3vr/H87ufx/dxeOzymU9dnyvP63yf79M+TrnoLflu50vRfVd23wPpmbQ83YaB44Lwmd8IvXW7KfzNltcl2lvI/uFIU1OI/u0vvH+ppRQFchn9M3FTB9B3VPH337m8IiY5HzTGX0uO7KJj0Q7a5hVwe8VNMkp83uSg3nD4vXyscv+2mHPl+23/hchq49H2k7Mx3CV3mbRRomLgK1C1lgs/hctj90uKqCW5hqqdW9KoU7afLqu53rk+m1ZU5amrq9o1uqaG3F7yN6ZVran5dySfZg+FgnwMqldFpKdHwHw7tExMEBroKymrSiN8UTRnp/TkluevHDoNUqkY58w7FH4RwgJ5fZY0cAGSr6eRfP0CBo6qOgbwRc2/Zw8uBKlvw2jfesjBWG1cB6kbuLVG1IYnqIi7BY8spvfb2OhRs5cvV2ddkKuc7wig0eLWpDx5TaXCQu669cc6uAF82WyPe6mDXtXqOJVhvH4Nin4cL8tjl1ROkRdF/YSdU1deyAowRkQ+UpoF9ueqLJsebo64TL5M2/q5uL8+jkz0DsHT1wSt7kTslii8l/yOfvXa6OqqqvwrYGxpToc6HzHo68rHuA949AlGZGZKQVb+N4n+/b8AmUBAeoE+AoENhaZ62IrzKcw6j56FCZJnqgauta85x73msGqyalaEqP1XaF63Pj7icxi7GFCxpg3i3EJenCiux1qDG6JX5dtje3/gB8rDD7ry/wP4T+nKBo56anlVNUEx+bXt2wjPHuqCDv8p3HpVRyAUYt3Qi4TAcYwe/4AugwKVO+Dfi9L5IBXxP/Un+tHxfj+187+FgvQ9UChaNul8hguHWzOosQ/tojO+el15qs0fTyXx5/KLnJ6UoiJg9S0ImN9cSecDNMb1hWz/RY2up/xt/3CablYVitq8wpkBo59pPF8Bv5lNeHkxln3dzhJ9+BqdBgZSuaIM/QA3ZVmf3O5NnQ9Z9L/6GWujPCZPuvUltY18sffqaBJ9DfZxPmSaRk9Ij2FBSoVtBTwSjrLipB1TQuIpWLtYZZOl0bVVXGowUllH/6YPbR0RSdivJnIPVSl8C62uJKxjryuZA+VhcfutFBUULwbO9rmpNJRKeuRKPl+oJWLiMXlkpun9O9jrvifetfz0JCXvERY5mKQDifKYNOS5LhUprKx9zakS5KqyORK0uhNCfX3OD9xJyPFJxC/czPvoT9jFx/Db2DiVb+GceI5Bo58QFjmYcyvvcP3kLZXfS9bP7pEn6TqvdBIhqJZ4lgq5LzF4fv9LKqb/PjTRpDW1w4UL67BhdxbNm1fEvEn541bJtGDBI2uRfDoJ6+byNpx5IREvmw8MGVPMDShvfKoVUovQ39UpymWNX9F/3CPmqDx+WEtXR6VNzbgxHL+5HUj4K4rMlzlYuppROcgTqbiI51EP+XjlM+59XIjfkYSpuyFR464y42dd8i/sRvzwDgKhgILUdLV4ZsX7lNUXFO+6VjKD12fe03hNF+5vPE3a/UxsAyvgPrwrT7f9o1zQBq/vxhqzmdSoLFOmtlIoN38NWl9SHJWFkMgpvHYMKnPjqiSqJ57B9thKopWpT9RRb0JDtLoNoN0UKX97bVHbTFSUfd6TUfguH0FB7EMuh6kLTSjOm7+gLpMnyTeFBowNUrYbBYJWtCeteT/0ti3mxsIryn6UuzMcxIUUpWegU9OHz5V8MEt5TPaxfzCp7U3h27cqnk33Pi5UbNqQvJqNyNKvgGn2e2LqqYfu6NrosKbdQdp0rkHnG8OI33ed7Ff5ym/s1qs6Ffv35oh2N9aEa07NM2W2H0H359P+TBvyMjVvoJfud5rG/cCrKxHcuKAMq3p9LIl6Tp/54KFZc6A8lHxWacoywKSTg1gk/cAlWRY1BfokyfIpRHVJPFBYgQdNNzF/UROi7+vyu0skWpmpxFVpRwXBRx5kVWfVgmsqKvKaYOVgS6+fqxFsdB3Bgc0qqd3KQvCG7sTUmYyb/mOsEuXMDGklZ4SfP2qMb/5voXoXpzLTGSpQMcAKQytDKoc24OWJq2rhRK5JJ+n7hZExcaY/TqYpGAhysMh6jVZBFpd0QrkRBzWctOiYupaozquUKREzn77DdsGf/2fl+4H//8EPT+7/D+BbDFyAGnXdeHQrgaPbLvFszlWmvBhIzqesryZoB8qM/1PAf24zpGIxgi/KoTVybuHWsDYHNkazqFQqk3+D5odDIDSEsMjB3Fh4hXExm1g657Ly9+2Wi1HoEuvb6zK95n9vAkh5fQqZVIzVhTcg1JzsXoEzy27D6bJz2HV/MYM/aULzBVbfRUkEVAxcACOnSpTOGZjvVmxoTZnthzSyeKIPLyXOGhY5mCeuqpRMGz8LRpssUD3xGhxaroe/jxc9Wtjxqss7lXsAbJPkckyWRVf/augLtDlzZibnXIsXwzv/uEjlyGkq16jE7bVTZyHI5o9nnm9NLnirKzJ/TVm5PDQ5NZVmyyvTtYkj7z3UDZmvpS/ShGRPXwLmNyfcbLGa4jSAV/wheoz9BCWMESj2BIaHRlDFpQoclR9v0Koe107cpHl3f+7EFG9C5Bdp0WfiW7b1qEbibnXZs8oJ0bxyKzYkwyIHo2WihY52cdz0leM3UOhG1xzZBZmVDV5pWcrYKi3HqiApolbsfpqOTyPsi+fe7elhQJVGJpHJ+7tP3AG8V/enO8PV4toBljZdRe7tYmqed9xBMoSW5Er00Zn3M1c15Kj9GiRX4zl1IYvZofHcbzNUjWLn3scFw/HTuendi6FH6gCPAeSpXCLVF9xhkYNJj4SIyClENZn3ze9x7cRN2ty9x+awizRYdZdrJ27CgmiWL1FvBwqE7B3G0sIRsFM+hhkYaKudc3DqJbiVQO8RQSpMj/DQCDhaLJBVVFBIWORgdG108F/Uk3ORYhWNgzdvP/Im6qNKSilFTuDaY9oz+9hN+DmA2xP/IP3OJyxrm6rlO1Y+txwo+vVrIOjSYj5bVkNn1zmCN3QntVE3cveuJOXRZwTaAgIXt2Ov82ziL37kyFZ5u9hsMJ+7a16o3bfJlr6c679N5Vh5Bi5A3NwNwAaNvzW8vYl97xtxNeYD75+/p2GMLfU1GLjLOu+gVfd6uHb9sgm06CphwM1StmvJjYhsULI+fMMCuNdlLTOnqGoG/BOuTc7qPvBFoqi0gRseGkF4JDh/MGfpl2Mmrl/YLwIBkoxMClLS0En5gEXOJTJirpGS+BaTpk3RsnMkaIUWsdsvkHong/gdSeSl5eAoFqPj4kORrhGlER4aweplHqSMjaPHk20IbG3w2jiP6IbFEkoJOx+TsHMGxsxgmokWaUdjVYzdw+E6CP4eTmG7nuQdzJbPPfU9MXDUY5pr8caV9xAvKEFw6f9xFudLvY8oL4snzcYSMD+Hy5NP08D5EzFPKtB+qDf3v7C+Qrb/QlydQTjnPeTTgvCvGmSgmbK8oOVGxp0cSLJEzBtZIdOEduxrMIn218LZJ/3MI/LZJP0Ep9sz+KUPi7fd/LJZZgI8ZK1kBtd+Oq1239Iwt7PG0tacz5lCPlg5UVH6bb6l80P2ELxJxI06v/PQwQUPoyeYZb3hja0/wZs+y/OM/x/gW77nh8spVO1giLCiHSIddcV4+3tHWb6kL45FSdzw8VBWe/DGnhx0nkHcg3xqVNWjgnEBWWZ1CVzWDmlBIR9j7vH4yDtsF6jd8gd+4Lvxw8j9/yP8ERRFs1tyJcG4mIfcm7EfX8N7ODTZy8XRZQf5V25hR/U+LcHMkqdrd6pQSwwc9bByseDTg2dYVLdD29QEob4BoqcPWNZMTIR7S65yg95Xf1bm1fvm9xVP49LIi+xZp75zrOPvThjFCwxDm2Iqpd7JGJjwn+dYqz85iDdxiTyLX88Iv5r43Sg/9iU8NELFwDW3s1Y75/yQPRAqp5iWVEU0u3+bdO86aueXB5GrB16DHqsoHGZFrCYsUv63VINi9cSZ/iycWUyhDPlrADJxkXIR+fHKZyVVuiT0s+WUwpIpVEqik9CcC5JMFkveEy5yYHNud5yYKX/GwZGEq4vTKlHaM1S1QxWeHn5J/I4k5WK8LMikMrLiHiP7yqLBuV1lZAu3YX94IedazJUb9hq+z78xcBVpn3RydtOoubphUz3xDD1Gqy8aRk9tBJHw5ngSrL6Ig3OxOm3wyFoEf3nH/oM8SQ6w4sPlFArqeHHm9HSybGYR+Fsy0X7FaqwWD27y65i7nI2cQlToPOV3neO3Fu/4DNLeFetFhxweg/jJYzLvPkDfzgYD6+L+E9V28ZfvoKrm3vQP9TipF5lWGFsm023cZ8Ii7xPGYMTT49n863EGrGuNTCqjKD+XkoShv8acIXzcc04Eb+JmswUkf4eBK9IXEnRkOllnTtFvbTyZnz7T/iJQczXmLazZ3/YCaGmTVdmLEX/a8HbiCwiNYMsvYvqP/lK+nqqGrd6d+8yYXCxsFxU6j0YLW/I5/nmZMXMl20nHAYFo9apDWHwO4V8Uqxt3bkjNlzsBZ7Vr084l0nRRNMg1jIlYXp3nbj5q5z2594izg2KJaiOvx4NTL/HoVoLaed5BcnX6go+FnOu7taxPp3GjUVjBBhNrSz5nQ1aSnAlRnoGrKVd26f4bEB7K0ictGSs8DR52PA0cxogJTzlcR4hbBy+MPVyZUzCO6GVyT7FdjSr0XdVCo1J9eGgE4XshjG0aflWFc7vK5H7O5cPlFGV8nwJObSph4+2Eobsr93S88KqchVdlQ9wLMoip56k8L+T4JJqultfZ6jnO/DY2mpNXlhPtNwajavoa0/Zp8sQCXA+/DOFeSpqzwuOfYuCIQ4sGdLMJpPvVX4h/Ir+vjoU2s+oXx87P/Tkd6Sa5MZ8Rn03Ok6e8jbyKNC+PjDcZmCa9Rc9Un/yMPEQ6WiCRkG5VHVETR3wqWPN4+3FenXpH5rssJJlZaKcnI9Qv3qgu2YbfufsTBlyIhOCzs7gobIoikYt9sDUPplziyN/P+KvFWeKXbqcoyJX5LgbUXzqCqDaLuK4YS+fI1b4Vc0/ui3zCXsg3k34ZE8SLinVpHauHVy85Fbw05R1AcucaTn6GXGu+hJodnlE0rz9dJ8wkO6v43aPdxzB7nNybvmbZDjhQfhoyBRQbfSWxtOUmpp78hTDJa6ZJ36J3bxrh0nQAugss8BDo85QCtibd47V/VcIEehjevcfUsBu8PvMeiyHayGQynr/KoTQx0qSCBWNH18BDJ4HrWRaIhEUIkKFlqP9N7wtwfuBOBNq7ODH3OvPOJ9OglT/ZmQXoGYxl/gWP72aElUSlEBt5eNS/hLa+NjJDU8wcrak1whx9KzOuzDwHQNzqfegZHuZGqTVDyrX77I5+iEMNe7rXOIzseiwiB0dwr0lRYiwJOx//UFf+gf8aftCV/x/A91AtRfpCfCc2Jrn7ZNYcNaUwv6jM1CHWvubKHKsKBJ+by+R7LREIYEbALfQe3ybXpT6Ph4xXU8VTIGB+cx4fu4WNhx1WXTog0zXg5sA5ahO+ro0ODWe052njkTz6bEVzrTNKj1u1To6YzlqAbkGmWnxV8MaenNcQx/O9CNk5SCVG7ltR/952jO6fUy4QhTdiOXAsnSGWa/AdPpteQku6CywQCMrO32bjZ8GqwL9VUvccWqjPDW/N8akgN350ZXlYnNxE9NgjyuOKxYdngBexl4spuppogq+OJtHX+CCC50kq3o6GMxqTEvcSM+eKJPb8g7O3tBl6r68KFVBBnS4LJhUs+Dv0FJiaE9VmkcpvpRd84aERZKTeI/bqaNzrL8TcWpW6a+/iyKQhhhpzKoJ8gTqosFik6oDrRmQDxnPsjQ/NHB8R59a2zPcE+c7++PdDuXf+Xrm00IrODvwVcpKozqu+atBWqGLHyFNdvokpUZ6ISEkqc+WEaJxSb3AxYDwAZp5GTKy0TF6Grn6EGa2l07EmZH76rCyHVV0zxlkt+ipNtDT+NAqnIKuAW+POs3mZaj2369eInue7lRlnX9qAUahAz5rvi7V+BpUPzaV1dJfi39d2VXoPQw6NZub7/lw+cp2zI56otZ1/C51bD8gTa6Hbwgv3bq70eF3sze84IBBbK3j5TsrxHZcZNy2AxmdGcGXmOc6vukunxhImTLhDvRZ1aDqmDuGhEaxcWpOCni2wrGpB5bZByv5j7m3CBNslAGxfUYkE11Zq7+IbFsDbG495E/WR6ony1DQKnO54Tr6Z9R2onniGuVu1+cN6mcpYoEDpOj4xq5BLvupK58IbsdiFhfAm6mO5Krf2wda49GnBKdcwlsy+rFRABvk4LsmTavSWfk10SYEGUxqR33MUd7PdqGKSinPUKu5vPE0Vf2fSflvJlKUZpL75oHZt8MaeND/YmB0r7FUo+fUmNOTj/ZfKTTaBtgAjZ30q1bVHpKPFp6SPaiKKJRViFSr9Ga9SVAT6Qo7+rrZ5U/KdPBOOcPqFC31y/yCq8yo1psvp8e+Z97QjfkO8ygxxCNk7TCkIFbJrMIfsxlLT5iPC33vhNGogzyo1ZudFC6XCsuK60pRRHQttKnibK1MLKWKZQc60qjf5J174/szLrApUNX6Pw9NzpB6XW5E6xgbKc28svIJ33EG6j5PHop79NYmo9kspDZ9hPhRm5WncaAwPjeDPFU48dm0m/0793YjdkqB871+yi/lBpztE0fxwCJU9qjJvUD7Hk6qqCWyVhELVWIGT07KJ9h+rdp5D/CWGjZUzHRzalC1eqcCWYSf58Eyz3F5Y5GAkMhl3ZDm8oBBDhFxttAgDY0cARp8cSFfJE5w9R7EqsTjhWVlj7/BJgWpslv8G4vYkcGTrJarWcuHp3eJ6+b8KQSuJknO+360IDqYEUb9yMm+zzTkWlcP9i3Iv++kuF8v1MIf8M47+F0IZ9YspqTXrA8Xj0csj0Tw9/FJJz/+BH/hP8cPI/X8A32Pkuice50m2A2s3vuLTS/mE79uyLqGzfNVyBJaFxhfDOaXVgRoWybx0Cyr3XN+wAPRadyB53QYkYin2IfWQFhaqKTVD8UT7wbcrBejheGOnUkm2PPy3VAbLQnhoBHpGhizP+l3FE9l4bVdaHGmm/Pvs8MfKBc/2FZX4w6Mxmb1b0HLnFXSLNMfZgDxeycbfhycHo6k+5TcuGHYgNVsbN5s07COGc2dV2fTlbxH0Ki+u+MqGB9Ty0KbFjYkqi+PAK8t5blYXp7SbvJi9RFnukL8GkOvux9XaA1Tus6bXfrJSizdETG0smTfRhjdZ5hyPUk97oninXfYreXzhKamzJjN53k2ePlzKVKEdk9b3V/m2AHpGhow5oC4uVfJ+Cvi3rc+ooMfc9exa7rcRaGtTqU97su+cZUJFVWNKk9fpxMx8Zt9oJKeUakCzbn6YmmjRrcZ9Zbqnr6HBlEZoGeqTl5xG/P4H5apduiceV1m8h4dG0Oe3IHaslhuh3YYGcvtmMk9uq/cHTfVfMtZ2edpEkq+nqXxLbX09ds3WxeTzM64ZtyL2hS7OdhKaPVpabt8s3eY8+rrS++NYwiIHkxOdwKr5l1R+Lx2rGfLPOJquc0FLS8Aq61O82fEPMrHm8Sng+h8suteIkNn1NH479z4upIf9yct0c3SCPJS5G8NDIwjp6kdovTzCpsVRVCBXtH4Wdhwrg1w+fVlAaTI+gjd0p+DjJ65MjyJ4Q3ekHnXJPXKQmPabVcIgSn9z58RzPHNtwpKO2znRLkqNRvs1VO/ihEOrALCvwrkWc5XHK7ewY6L1KrZXWiH3AJZCaVq1Qi38qN9erkyPUjlvl/3Kr6rhB6/vRnzAGHZH6RAbE8+R2Vo8mzwZ/XkreZ7nQDW95yopp/4NFKlgJFIRlbePQZJfiEAoxCy0ObkVnFSEwryHeJGbmqVGk6w/0Q9RtwHK8crc2wTnYBeMqjpwf8NpJGJpuWE0Cph7m5D1PFfFcFekalNAEUtcK3a/2rgTfG4uKTt30/Ptv8uCenpCMs9sGzF0jNwwKWuToiQUccc6FtrYB9hRdeSvFNy9zNtLDygqKEIoEvDxfgpaRiIq1bXHup47gloNSK3ghgAZlskJZB4+ROabFHJTczCsYIxDmyAyH8Rxc8l1Qrb/wsTkYTQfX1fj88vy8ina4sy7Iyj4WMinM0n4ObzC7M/pGDjYEnpcAxUI+HOFE8kFlkqBOk3jmbWvOQd+Pq+MNwd5KsBqf09Waecg3zwcM15uWJ1qd6bMNIQKVEm4qPz+mlD6fVb8tEsZWzym1h66zFlPraCtGBg7qoXcaGkJ6NDWmQevtfCubYNv9UwsZnX7Jtrv92JJx+2snl8FkUDCoNHF/Id/ozvyb3F2+W1unrqNh39NKlUx4dSuYnZYWe9hVE2f+pO7kNRgCPfeVqD91WHKOm0wLQhDby9lnPEPI/cH/lv4QVf+H4KxiwFFaOOjdY+mrX3ZvVZuuFw/eQuf/bG0ONVPTRBD314XpyaOKruxF4LCaPlnPLfrjCF4Q/cyvQ7ufVzQa92BQgNz7Do0p+jdOyRZ2WQ80bwbamCpR9GnFGwubOdjzD2iyqAhlt6h/l4Dt9aI2t8kTvLiSBK718qNh/zsHH4VzFRJgfOHxWxAvlg/+9szyMun6+BAqnVyJcEVPhoI+WvTJh4XdeTRzniNz/CKP4ROUR4fF87gTdRH3kRNBaZiAXwEalxfQ6Ne/REf269RyOX+hgc0mNII/WYteb/hT5U4y9KLc027xv/Uv03u2qVEb4yVe9zbzeajZwNEcTdxcpep7YBH9d5MtcQe1Bvvi7F7Da75jKOG7hNGeHQB4H1kEr3z1hG/fCcOBYv4+2FdFja5zqYvxtT+xab0nlkIOXnIZDLCNkYTKU3nc/fu8u8h0KeOwIAWR5opYx7XLXfl1zGJjJ/oheRLeG3JnX+XxEgYrRoX3vtIK+4O10yNLgmRng5eG+ZxyuIkVFT9TZNIzqUGI5m9oTvNaaL87dDMGBKvyY2Cuv09Cdn+CzlF367IahAYxMt1O3Ds0pS8FerGs46FNo22jOT3R90JSrmoEvM4aZY/Al8XJaVRIoHFXV9wY15xvOgB141qAmMKKAxcgDHmC5lhMVxZLoVBbdah3xeWQhjVgHrjfYnSkHe6aocqpM/Zr9xdL4m4bYkQ+uWbBrqpKM1qapdR7Zei12UnQkk+Xhvm8X7/SYrKMHJbz9AGrnGx5mqoCUcb7OHKzHNomWjh3s0Vg4qWzNsHFe0lTD4zj8zDckGaSKeTZN3fwHW3HRQVFNJreBBP2w7Gfn46I8bG0/tYkpqH55D3Vm5EojLmCY2MOf/Fs770QdkGbtDqTkiPLuUZMDGyH83y1jPj1jgK63opzwn5ZxxZV66q5cIM3tSLK1P2Y+1TjcXCSWh9ElDPYqFyY/LVqXcMpwvlZQM/OSNPGSfZ7dkwAI76rSWgVxv+bneEw1suIdLWLtPAtQ2sQI3OAcRuOwfVPSmQaDO0RQrmwQJ0q9ZiX+vDpEeK6RpSRIXnxW/i1KbSv0rndG3ORZgjZ258hGL199JieSfCyIm5TNxu1THWM+EIeic38SJsmvKYS7taGHp7IcvKJD1WXdxIoC1QboKUfH+RjhZSsYSMeLmR69nfDZO9c9hTJUW5yegwO4Rholnsl6nnImu31on8bFUDd5PePJ4eVldQN/c2wX3jQmLq/6o8du+9CbUWF9Khfw88nCQ8GR+sdl1pKAxyj541sWgVim5QR9LPnFBqaFRuYUelhnYYWBpj5l4VoaEBsrg7WFfJIK1yLWQCAclxb8hOzsHI2hCbeq5gac3NJfLNraif/6Q5fxIcNYfmi21Unu0Z4EXbqQ1Uj5XKXXx2xk0uH7lOWDMXHpc47+zxGkrKtwK7l1Xg8/DeWP6xW3nMu0SMrQLJ19OYNWMvTXEC5OwWS61XvOk6gxAPD6UwnXsfF9adL850IHJw/Or3fOkWpFEhW4HS88XofT2VY9umfScwMHZUenYVODkjD+n543S92Y3Rv1Si+U+X6dvFBK8ryzj/f2DgAmzSm82Dz0doHPUbR+b3pN1k+Qa86f07ZHiXn+f9P6UnKzCn7jnaRttQr54Fbezv0ru+PelSM1xfn+RcCQq6YsyR1W2EWN+U9wa2iIu06WB2gZgSmxb6VSohNbP6j9/rB36gNH54cv8fwLd6ci1rmzLeWjWVSUnxlLJ20IIvzOeFTUOeu6lPrA1vb2JDoh/Hd6h6DybP8sN+spz2Vv/edtL0bJEipNKnO4iexJL/+g33/oxRoXJW7+KEpFBSrpCVvr0udf5ehnZOGuJr0WpiSqWhc+sBlY2Sscl8TJvponLLCfJ4MGFQC95aeDFwdDEt7Xt3Oec1X8uze2P58PY+zX+6zKhDqp5P28AKjDSQi9MoYq2+hmqdHLGcNpPrtfqp/RYeGqGysLCPv8yIsZoNa/j+8mwbeYpf+9mQW9sH69jruByfyaWJxbQrU3dDMuLlbTBoZUekDUKQnTumVAgN2TuMplt8VJ5/UZrJYukHWglMeeMXjp6hPVraxggEQsIiB1Mx7mq5ipglPSbLOu9gzTz7r6bEKQ3Fjm/+iQiarlM1aMIiB/PscCJ710erfK/aI+vw9GwikyovVzn/bM9rRP38J/bB1ipUwLLgPdQbo0rWxEw9o/ZbgymNuDbvEnXH1mdljU1EH76mojRess+W1X81pa4pCUUu0JLl/RqcE88xYVEmQ//sQMMZjbnWag33Hgt5kpiqMd4zLHIwNeMP87xdD2r9tZBWM+VpRWbMbcCsqar0ypL0UEW+1W9Vv1awKgzMTBi1p7vKb5/OJPEwPocmo4oXcIFXV3Kt9XgKP4vxuxVBhqGtktJ+/ov406qlnirK2alnk9i95QEjdnal/kQ/biy8wukltxAIBTQbW4eQyCmMu9uO3q2FfPaSKx2HHB5DSvUAhOvm8fzCI9Jjs1XqS0Ft1vTtreqa8XblVZbNucTEmf4IG3gQsmcow+N7s7LZVS42+l15btCK9oRGtla5z9WND3l4/TndetVQS2ukeP7XVMDdE49jEDFLqYcQsncYha9eknLvEbZN/ZiU+htSsZjV4y34HH8dnejDPD92DcdmtYkef0ypwvy9CDkRRoFlJS77Dv/quaWN6GqdHLH1dePenxfJSsql8ZouiCwsyIlLQFokIe3pe5W0I1Z1zXAOcUfLUJ931xJ5ceItAm0BdX6rh2lQI6Qf3pL+8BHJcW/I+ZSr0Tguidoj62Ae3IimG+Rxo2GRg2m0uDWtotr/a2+ZU8J5jt2vyPDP05UeR2tfc1IfZCDJk2Lta46tjwNm7lV5H/NASakW6QupO9oPA5dqGPQK45RFbfTtZBhWMODD5RSs6prhPbIT6bWak6pVkTyJHubaaVT8+ABRWjLvDxyjICsfA0sjjCpVQFYkQcfcVEVJ2m92CG2vqLJWFG3rb8/N3FxyvdyMASAfnzYIZ6nodZREyOExnKk4EBezd1R+do5kR196jpWPsYe8t6ptCgWEhzKhaAZBAeb4V3yEWKCDZfYrZajT62NJHP87gbR3yZjaWHKwwyWiOq74prooWZZ+o4PYukJ987lkGZNkeYyTvGacsCLBQhON47VinNO0Vvhvo96EhnR60F/lHbziD7HkhAMj2nwuV1G8amIURTKtrzL4/hvvaOLXgPzYWIpy8rjUJoKGJg/Q2rWG/M+ZZLxOLbOtwA9P7g/89/DDk/s/BI+ejeCs6rGSA3aNn6qqxBvBFyGNBVacHXkaTfuKV+sM5LeVHWm5bBzz1mbz/skrhk4IJDhxAeeiPuI3swkJQnfMkYuWFBqYY2BhRVHiYyyqmlLwsRBJnnznuyCrgIzX5afYyXtbQOHfO9Fxr4GuuwcB4UKNqRaUZZuqUKZUV+/ThMthkejanKPgY+F3qxeXfO6bR9vIzZbv0o87O5LS0Wnvoz8RkVAdiw0TuD3y2xY+T/5+wZO/+2lMfxEWOVhFCOmtewAL79/mxDVtUpJziIt5CMjptt+jLBxybAJN11SDRy+ZNvklYUDNOxuIKmHgAkoDF+DdpXtUtrSgoIRHI6rbWhWhr3yZlC3SFEKd7Mjw2IUxENSxAdPM1ivjzz54NETHQhvBmdsUBfgo24kCP41PY+EXwa2xB/vw7OA3F0sNG6WDgGj829Yn5ugN5eS/d73cOFjb9yDDtnUGYL7Deu5Wvqt2j6if/8TM0+ibDFz3Pi5Y+vpwrv826o335WYJz6iZp1zBNHh9N+75/Y57ig7Czg1p7JaCYlpXLCLDQyM46L6pXFG2kn0891ICVacE8j76Ex8u3cHcrgdp75LpOCBQo5BWaWSIjUh790R+z+vA9SuMmxbAwJqv+C3LkbdJL9Su6Tk2GaqthJny9946IpLCul6EAeYPbpH25bl5bwt4/k8iObkyLD2ygPVff6EvEJmaASDVEBawaal8EVpy+yO64SianJoK714ju3eRuBIxYLOE8xANsCHKQ7VfRiyR38f/5gZ0sj7BwivcPitfSDUDmq6oAtxnytv1KKI7m653Y9GiKhgmvFUaRwKhkF9Gy0XD0u5ncmbRKxXvhQLe0wYweZmcmtmk4AgXgA06o0m6EY3IUe49XP/LYdLeJRMeCfuWmHO3xH0uHLzKlhWOiOa0xTTyscqmhp6RIY8PJsJGefsuy/jKlhljol/s8ZJUdEBkWwX91x9407AXt0ffwa+VfPPgXFZ90qv70qP9VC4M24/3UG9SH389X7GujQ5+87qqxOEdNuxLqKC0bq4ct7fGMTZjKhdHHcJ/bjO0GzXh+bHi0bpKz7YUvX+LTCLDa5AnAteaiA1M0H79GnFmNvrmhohzCzFw1KNSfXts/b1AKEBWUIhDkBcVPCtj4GCLVlUXyExDaGTM+3uv1MSoSmJf2MXiGMdHX/6V+K6Xfj9OGMc1X/wFIQdHUvT6JXF/XVTRt7ixOZYGu4bjMeciF0qcX6VRDWq0N6UwI5vkhy/JfPsZfWtzTB2tce+jRX5GHkItIc/PxfF5zV1a9ApDz04X907uiPR1yXh+GavqVmBlwxNpDdzy75PY5zdeZRdhPaIpQktLdE0NEeloIdTW4s76Kyq5TAFENx+ic30WgDJ+3rVHNfRj98P4NEy8PIDrnJyeQ8vZhuXqHZRntER1WE6dERe5u+YOj5GPjRBCky4NuTFQ9Z61RtTmYO2V9LfLwD33LMLUfJLM/THRlsfpOrayZ+M/j8j8JA+vaRDiSmaMaqiKlokWzqFVeLTvqUqaMyjVVyJRmdc0YZc0lcroECgwVr++FDStFf7bUBi4IE/j8+FyCg/cO9Lj4Q3sku8iLod5YZeRQDTBlFYXCVrZUZmy6b8Bka4O4iePeXb6HhW9HCiSCjB9H8/LhNeYOVpTtXsLXpxQD5fxGuTJs/NPyf/Pnc0/8AMACP+//QI/8O14fuo2R3x3cbTBHhYuVFXiXbSotpqBCxDVWi6SIftQNt3s4qhDvHUPYL15OGd/vkWLU7/w6p8L1B1bH0HrbnzO0yc535ycIgMQCJB++oA4J59Kfq4Ere1DyJ6h1J/ox6tT71SMpZIwdjFQJpe/s+4GWXFJoKWNrmdNjefXv7f9m75JxQArnv+TKF/wfkHpibwkdCy0qdqhSpm/2/hZ8PnjVV4/2oqt4098On0JmaTYOHPtUQ3HVvYAPHcLLpNGWh7q/tYQy4c3CI6aU+7kmu5dB78hXrSb1pCwyMGERQ7+LgPXNu4Kh4x+Uf4d0M4X7yFefLpUvsr14wPPieq9WaOXXfEeJ7vXIR0JXV7pKH/zG+KlNHCV7xBzlplTrjE3SNXgKYyRe6knTiw7XvlbIJNI+XT6Eg2rZzJ8UiCBw31Yt1xd8ENh4AKE/l6P9cvlXl+RtjYnmx9TLly+5uUBuadJnFeojMe8WYr66z2kOZKCQgQ6OnjmXsF/S3uqVNJhzwXV9FNhkYM5Ml9Er1ejCLq8RO05pRdTa3rtp83j+UoxoYSdj9nfPJITM/MZ+GQ0WibyPUuvQZ6EHJtAo4UtVa5vtLg143+/p3LMslJFWn7ayE3vXmxyKD9HreJ93Hzslcemz1b18jm1d8WzhxvhKz8QHhrB4iYrycwpVOlDmvB05wmAMmO2QU7HU6BqYhRvqgQic3BWEzmJ3XqWqK7FKrUfTyVRb3xxTHmbaQLiwtSFdhRQhEI0OTUVZ58a+FxZrELx2+2wSqmmG3JotDK2VjG+KSB5+4rRv9embd9GEHeHkMgpiMUyFi6sgyQrm8ot7FSUXkvHgYZFDuaRa3MSdsrJoNfmHFb+tjRtLDm5UmV/VECxcWIbd4WQXYNxPL5ImY+zYoAVKdYeJFoGot9nMPN2yN/X2ESXjOvXsDHOw8s+Q+lpFA2fTPXuxUyBsuC3dybNDwThnChXVfWf24w14dEcy1ZnDoWHRnB6TwxCT7lhrd2oCW9t6uLQzFZ5jtjWiVenbpD9JA/jKrYIC/N5NXcJj/65TtabT+hbmWHmWAG3DjWxD6mHVoUKCLW1ERroo2Nri7GHC+K0DAru36Xg2TMwt8LMwazM9w8+N1dFxKf0+4aHRtBwRmN0LNTTPIF8Tgha2RGpuTXpzX7Ge8YgjKrpK6+N2n9FLVQlYuAROsUOoLB1H4ryCnhx4i0pjz8j1NbCwL4ilp7O2DVwxcrNgeTracpxzr5+RYw83dCxMEfPSheTytaQl0PVzYO4Vqs/6bHZ5L7IR2RqgjQnB30rM4RaIhL2xWucF1+n6CBydCYscrBSIK5v2gRGR5iwY4U9mbFydke03xi18SjkRNh3qdGXDDES6OhwsvkxfAeqz/9319yh3YUBjP/9HvvSmiHV1qNAoo3Je/mc8eLEW5zc7ajb1Ju2fRthaCAi7oAq7XmO31r6Z04EUGMHlSWedva3Z2rnSGUyHsjyaC40RSQQkCeTsl/6mSWS96TLis1ZRf2UHOfMPI2oFbsf/5uaU1n9NzDKaL7y/02ndOHlotXlhhbovHtCI5WtFjlEbjUJPjur3GeJ9L/NXHDv40J+agYPtl7gffQnLBrW4W6cmM/2XlRu7Y9ZSGNS6rTGZ5iP2rWWdTxwbOT4Tc/5gR/4FvygK/8/AAXFJfjCfM43noxDM1uSH6SWa6x5DfKkQqP6SKpU52LTySpxSGVRi8JDIxg5uRGGgWWr8DW6voZLviMwdTfExrMiDj+1Is0lgM9aNphKUzG/uIf7G05RwaUC5lVtMfLxAlNzpK+ff5NCso6FNv6LfqIoLV0lab1a+RR5RUuhZHkyLyTiU/EdWWIjVmzNYkgfCx680KdBeEOy3uSq5Motb/c191ICBo3k32SafxgPYobjWb8Zc67HIyxHUfnf4lsVSv+v76s4v3HnhrTyLWDChDtsW+lAoouqcTS36UqS355GV68Ck+9sYo53bx7dmY2z5yhsHTuyd6kF3cZ9Vnue4v5/2SxTi7s2u39baeD+27KXjOstSedtfDGcC0HFnqHAZe3UFGv9b24gpt6Q//i5CnjFH+JpgROe3OODnhMvMq1YMCNG7doj80VKEZ20c4msX6RKQx03LQAdf/cyn13ymrDIwRjdu4vv0y283HmEKoN7EZbQiTvnHiARi7F3ceTnlc3ZPuq00kPbvLs/p/eovldY5GAMHPXwOrSOAm0jfhqfpjwuux7HghkxLEn+XWNqmZoDPHjx2w6yfGrT5M8+nPtlh/I3TRRry4c3GP+7ZgVsTSjdpj0DvDA01qF7iJhkT1+CN3RnYuY4Qn+X04ubnJ7Oq8qBPHFtqvF6BdYUTFV67F8dTaK/9naiQotz44bsH87ywuH89ilMJb1aky19WWccxrOnmdw7fw+AWiG1lM8vjUohNqQmppP3toCY9Q9I+5zHw2j5grxt30Yc3XZJ7VvoWGjj3KIKtgP7suZTF45slRup5nbWDP2zwzd9qznz61PrxO9KKn3J386OfvnFay3HNvNFJO5+wtq+B/Hxq47fEHmMcXm0/cCrKwG5Rz3k4EhlrKTfzCa0vSanm7fqHcCgmrcZt9tBRXUe1Pt83bH1yXyTyqN9T/Ee4sXHuHcIhAKqd2iIUEeHCyMOYOCoh62PDRVqOqJjagx+IUhFOgiQIbxxjou//a1UlC7JlvG7FUHbqerPbjAtSKNOQmkErWjP5bCjSPKkBEfN4bV9Qyq/vEDh7RuIDPTLTL/nlHAek5WjlXGndcfWp3O8XGzrn3o7uTbnIj7DfHhyOgmPrnV4FZOEZVUrJIVFZCdnU5CZj46RDiZ2Znx+noq2vjYmdqbkpeXy7Mgrao2ojXHPPmgnv1KmolPU89lBsbzafRSHVgFI8/NVRJmUYkm6Ovz+Tz8aLW5N0oErJF9Pw9jFQEXIa2X3PcyaXFVJ31/cfitFBWWvS8pDjbpurDRbqEKVLg1N/XVy1BBkYhlBqzspBS/rPthF5wnyDUkDMxN2Oa1RCrYFxiyj5Rw5m6Y8z3NZv5c8pzA/lZtnOzNNaIev0Ih1ko+ckmUiQYYIWC9yoqJA8+bH/xVENx9iNSqI1UGHlJszi96P15girDQCY5ZpVKoOXNKGmKBw4l5oM9xwG1GtwtXOCd7UC6GxqdpGNsidGC6tPclLzUTH2ADzOjXBzoEUhzqcf+fO89di2tTPwu3KatLvJ1KYlatcE4QcHkOzCA9kUimTZvnjvqoDj4+8+0FX/oH/Cn54cv8fQvMF8sB75zYN8N8xifoT/Wh0bRUNpqnHT+hbmSErEiNIuIdMLMPM0wi7+BiVAXz0VFXxnN3LKqgZuPbxlwk5OJJGC1ti4KhHtqFcgELPTJdPSZ+Qpn7C/O0DHDIeYJ76hMLkVIysDanYwAO9ihWgIB/pmxfkvSqbqqRAtU6ONNo2mu0Vp5PVqn+558Y3UPVqnB34UGVC8ujrSlPzmzxzbYJbVgyv4p7yLNmA/pZHSb6eRsM/fy99S0A+GCs8XiD33DY2kVMK38oKib02DkNTB6Zcj0NLV4fq00Yg1PnvTmIte31bTr/SCFzWrszfNO2yRk4pnzqu+J4XDl5lwpe8wn1HvabB3S2E7Cqm0ybdmc2zh8tJuDmZPpJnPLozm0YCI1YmnCAscjCWL27x5wondSVanxqERQ7WKCx25HIx/fz6podqvyuerfhXGicX3iB2SwJCHW0+bjuFtpYAo2ry3IMlDVxAY0qW7zVw/ec2wzPhCAHhoaS9SC0+fmMd1zc9JDa7OjW0H2N47zx/X1c1cOeG12dHhaUsej+edpMlyjKVNnABls65XK53pPQ1FWd3JKrzKp78/YKo0HncPHUbBzdHagZ6M/Gu3CuqMHB/GRNEnX4eKtcr6iz3RT7XavVX8yYKfD042mAPOkY6aMLDzXEUFMn7U3q9NsrjijIIdbRV+pDCk/ytHqAqntWU/18rpBbVqpty/eQt1u+TCzZdrRfG3ai7/DXmDN5DvBB8eo9wevl1GxY5WMV4C97cXNXAPfAbMVUHE3MmifdXYlWuFdhW4vyJRCSS4k3FGtVVPfQl8SbqozJOebrlBpaYLWGX/UrCIgfj2cNN4yK70aqfyZi6nfYbqioNXICCXNVUViGRU5T9vuGMxhyfJWZJ8u+ERQ4mt7aP0sANOao6Fr5zVE3j9ejgS6pPG8GiSVZMMytmXJRL25dJ6bbWntxLCUhNi/M7KwxcgBN/XabjxDye3XvEmR7ymEu3hp6sWOKldrsHW+8qqerGjnY4hXhSqUE1RCbGiExMAHkbfXr4JakJr0Ao5IV5HcQ6hhSdOKA0ft5Hf8LAUY/AFT2K36mEgbvLXm6ch4dG0P5mr6+2w4DwUKgTgEsXueq+NP4ula/u4NO+QyT+fQOBlua5wSH+Es/dglWElYzbdQDk7U9hXJv27E3Nvat5FZPE++hPyKQy8jOKU7PpGuuhZ26Edc1KOAwZQuKBZzw78opKITZYtGlJnqE1OTdvKcukwOVh6ynIKkCc+hmZWDOBttdQuV5C/scUKvnKhaJKGrjhoRHkpmdy/HoxQ+H3f/op2QNhkYPZtKJqud+vJHp0MFUzcMvzDuqbyA3Vhlc3UG+8LzlBXTgy5yrG9+7wUFyc2zg3PROjusXx+iWNuJj16pkLSrIfXh3V7MEPixzMrPm+yGRSQMBOd3nM8jNZAc7oslHkRBFwRZYFqI9z/5eQ1KtJ1ppzrG9crAWhSHn2NRQcK86KEXJsAq+PJWHjZ8Gzkzcx08vj0OZomq5y0vxcj/qkxRSzloI3dFeupbKSckk88pC4bYncXXMHaU4OewR9mLrDggIx/NQwGY/E3ZwftIu7a+6orAmiOixn9ly5wveh42kY2Vp8+8f4gR/4Cn4Yuf+PIORgMQ01dts5ZCJtPvefzbzbgeg3bqp2/rtbT5FJJMjcfBDdfMiqkL/5baxcVbNeizpMn9uQ/ftfqxgKD9w7EhAeqpwMl3XewYix8TTd6Emr8x2ZWXMd0tVz8A0LQKglolJdB4QWllAkRlSYh6AwH11ba5xa1kPbzg6hoQHilBQyHiTy9tojtXdUwMzTiJCDI0kYf4Kmf1TnrzUXOfpcM01ZAR0LLQLa+XJwkRFnusUQv0pVATpuW6IyB+3wI7WwrVaZblr7lWIu51rMZcUSL+o2r8OQ3+WbBFZ1zbg87RZLW/1Fk9PTAShYd4Z5UTV4MPNnRmhlYlOQzdp0MQYCIUJdHWpM/w2hruYFflkoyzBTwKePO6e7qHoQvkVJueXpNmXetzQd+G/PzSrCNmUhLHIwZ3tew6SCBYEdGuDW0BPD94+45TEUgCJxNumfbuDsOYo6TfbgUnsmrnXnMl5oi0AgIPqPe3xw9se08BMNZzRWufeQHmUv/kcFFetxNvhVfdGreLfSdEyAv6dfVnrRhLo6/NLTEW1tIYaHz38Xfc7YxYDw0AgaXV9DyLEJ5V4bM/UMVp8S0LYwUy7+je7dpc10EecOXCUlS5tH4upkPkwg4b5cFXrSLH95yp1aPsTvSOLPjifLvH9phIdGILseh1ObSkAxFbZZN7mQkuKbPPn7hcp1Z4cmYOdgznKfw2o5Um1auKhcW5YXY02B3CpQjElXZp7TmG/V2EWee9NsuLx/KVIuKb6juZ01DeeGflcfOjZflfq9sVWxIE392iYc3iI3+pJuyKmL/h/20LhzQxZmjub+hgdE9dqItn7xQrNaHVXq+pmfLlEaCoVc76HenFl2m6abajJj8nXSP3wiOV41OCzFoTZp75JJeVecbuv9B82eLV0bHSq3sKPR4tYEXllOVNc/uDBsf7npffTtdZFkZjJhxnPyMrMZO60Ra5e5cardGTVBrqYrqjA3aL2ciVKvPpd9h2v0tmecv0hgh2Kl3EMPi5Vvzw6JV45zb+q3UvHSOMRf4tXRJI20wmi/MfwxRZ+V8y6RulfuJSzZf9r1a4SBmQmnu1wkLHIw5/pupVXvADrM8OOjZ/G7KMbKalcOY17NFi0TLbStLJBJZYiz85CkZ1DwRpV+mZeWS+aTV1R9H4109wauzrqg8nvDtWPYZj1V7Z0Aer4dpXbM4M49tfIpQlLSH71EHHWS3FS51zA99gnPD0bxcHMcKbfSuTDiAMEX5qtdXzknHpvYayrHFJvYIXvkY2ve5QRkN6JJ/GWssn/pW8oNekMrQwwrGKJnqo+kQExBthjz9j0QCLXlaZRmT0T65gVPfv5VSUdXwK2hJwUfCzGwMECkr096vGoYk66hfDOwqdMTao+sw6MTsWpp7kpuBLfyLVCOP95DvZXH64yux1PXEIb8HkS7fo2oUdeN1n0CVMbto3PlKQ7P/vYM/9vz8b+5gYKYBHRuybMKWNezVHluyWtXzLIDQCLS4eaS6xhdPkRczEM2/JVO/aJozo54wrCJgfi3rY/45Qu1+wDK3MOaEBY5mMpty86vm1/bm5kXp2BlF8KbJzsolElxFOiSjJjHMvmGUw2B/Lv827XCv4WtQSoF5vZ0GRT4XdcpvN3BZ2fRdE01/lpzkaJ8CQKhkDcZZc/XAPkGFsp2omgPJbVFFDl0AXJfvyM1Tcrnj2nYmElwvLqN+JW7KQu5tX1o2SuAd0/fY+KrOaXVD/zAv8EPuvL/AzhlURu9S5dx1nmhkpswPDQCkbY2p4YmEdV6AZVb2KnkeQU5zWSz0xISE9IpzBdjaKrH3ShVUZ3ADg0Y1Pg1QpmE4QslpH/4pMyfKV4xG3FuAbomBliFNuGjaxNM9q9UyUnXeE0XBK41EWanU2RpxyMLf9zenECQmkzW/VheXkrk4xU5XVXfXhdJnhTdCtrUaOlBws8bibyKSt47UF9g17+/g44T8ygNKwdbVoyF5CIbTLUzlTREBRR0yrLu6zc7BH3HKkT9/Cem7obMdI8gPzuHA4tNuF2zO7GyXFZIPvIBMY0ERgwSWmMhkE/w36oMqwlBl5eQbOVOgmurcs8rSdst+f6lF2LyVDOqXjjFef+G7lueIned0fUYmjOdlNfvSX1/icTb09gkcqSiQEd5nULgSVtfj7XhlXC8vp37tYfh/eEETysFM3RMEiebHlHbuT80M4ahp9vy8crnb6KNAWwcdJRBG9tiVE2f6qFumHTrwaQrQdw7fw8DfRGn9wXQ/KfL5OZJyr2P/9xm6Hl6qlH7NF1jH2zNCF15rGX3XwNxai83lkT6QqWAluRqPE2Kjis3Eywe3OT3CfK+13dUEHYtXVTom2U9q+R3WLLYB7fcm1z2HU6t2P1K6jCgkUquCeGhEfQYFkTPO7/yOiaBYSJ5rJW+iRGj9/X86vXl3Rdg5/KKHIqvQacTncs02BTtsnQfKlnWis4ObKy4RC3Pq4oS9sO9dP292HAzMDNh2EgvtP1UKd0KhV7ptTgWzoxRuUfdB7tI07GhUuQqHmw5T9r9TFx7VMPG10OFalry3Vzqu1O1hgXevVWf0+j6GlrNkC9kh08KpGPaepKPndH4HYLPzkJiYMJjU1+mL/5Il17udDI5wz1dP+YtekzO5wy6Dg6klfsrKn6OQ5Sfg+D1E3662EEpJtbb5Q4md09zY85exFkSag/1w8DHh0UZgzi9J4YhvwfR9f0ionpv1lgPpWEfbM27y59osm8U1xz74SW9xc3GozSOc8//SWTPumj0jAwZ+Fsd2tydqEbNXdx+K7scVmHRsrkybUytkFpMfDJALf936f5W8nuvXuaB6bx+AJhVsyf7zSdyU7OxqFYR/YoVEBkZItDXJ88zgBTDKlR+cUHF+65AyOExiCs4KL15X8s8UN7vjdd0QWho+E25kMtSuS6tSl8Sfy0vVgRXYNOQY+xuH6Oki2qZaGHlZUbK/TxlHQX9NRQK81XizkFOsb/w8zoMKushKZCS+yKfOqPr8ebGU+X8rEDDGY3RbtEe4Z0YLow4oDx+ZM5Vpcjhn0bhGNtZ0PXREJUyaSr74VrbNeZ3/jdoeHsTV+sMxDcsAFHnnxGePsDlyafxv7mBzS+C0NWBgVmL+VinPdHvXOgs2M/5JlMJ+WuASj/4mvK4AgmyPM5LM3kqK8BaoE11gS4fZWIqCLRpLzAnGTFDpK9wdPsVafxG3AX6GCHkgCyNBaJKeAoM/qO1wn8K37tbGbrRhg/PXn/TWsD/xjraTBdhbmfN9LG2eFxexpvGA/lldLE0acn7NJjSiJQ+M9TWXiWhiKkvzCng45XPmHka4RhYDYu6NRGYmivDGRTQtdHB8+x2zJJiuDIqgry3BTSc0ZgHHVZQP+0YifPXU/tklKZH/cAPfBf+Zzy5UqmUiIgIGjZsiImJCXp6eri4uDBx4kTS09PVzreyskIgEJT5Lz+/mPolk8lYvHgxVapUwcrKioEDB5KZqRrf0K9fPwQCAR4eHhQUFJT5ni9evEAgEFCpUqXvKl/iWwMWHa9E3Qe7lB4Sn2Afug/249NhuaHw6tQ7HJrZqgicPNh6gd7O1/i5nRad2lrQNlhPrrT6BeZ21kzOn8bzkE7Y3D/BgS5XOTvgPsvTx3OnZjcebo4jcfcTuRek4wrMj6zj450nyncAuDDiAKl795P34AGixw9wLEgg09YdsZMHRu41MK8ip5c4NLPFuakTXv1qUX9uf1KHLGbe/Dg1A3f+89Fq5ddk4IK8bl7kO+CSexPjNRNUfvPs78aCGTFU9pBTpkqWW4Er06P4UE++cSDOlTB4ZG0qOjsgFunyQlbALMlbLNFijagKE0V2SgP3e2Hqbqjyd+hck68auCAXl9LSsPt7aIEepzueU042muI7FZP493gvFdDkIVXg9oqbDNooX3ylJV/DwqYaFQU6BK1oz/Il8p38kY2fsHepBeMP/cwz1yac67uVuUvfcqNCe6olylUaSxu4IYfHkHgtjsS5V75ZjCM8NIKU1+8B+U7x3TV3uNjod6Unt3SZQB4fW/vhXkC+CRS4pA1N/uyDlrERTde7fdP3Uhi4AHvWRRMeGoFdfIyKQrSoobvSwLWsbao0cJ19amDXUu4hWFdtDdXquHJknpANQs3CHmGRgzG2NAdAKhNy2Xc4Ds1seSEtpo2tXeZGpkTu5fGf26zM977yxbAoKJRxZeY5Xp95z+RZflR0dqCya2W185ucmanigc+6mMi6fppVNsMiB3N2UCyxbu2o3tlVxbBTeJ5Lnvs19F/bUsXA1QSzd8VUdttqlTnc9KjSwC3pQas4exbO7SqzcKZ6P9n8wIeBo59yss4CPHs3wn9uM052P4a0VGyhoh+uW+7KlJ6ZVLBUV3S/qyun+hpbmhNYIZaojit4uDlORTgJoNG1VVww7oz25/e43YpgwugqOFjm89bUnfQ8PSpVs6dx54Z0PvUTj1yb8+mPtWRZOXO31gjS3iXTd1QQAytHIftzOUlbT/B+811Moy6R99MI5qYM4NKJ+wweH8Tt+9lIbR3L/YYV44pzp789n4xMLOP+vK3UOT+dq3UGKn+r1kmVpujU3pV1y13Jz85hTXi0moHr0deVGTN8GCmdp5IXdZHPcbq/HKH0BhrevafS5xTe26CODRg8PoiDi4youH4k4jwxBVkFXJ11gYeb48j9nItRm/YUhHQBLS0ERia81HdDV5ZH0uJNGsv61q057yyLmSGRrSOJ0Jpd5rcpPQ4aVdPH8uENwkMjePpPzDcbuHpGhqyTzWTstEYqZSyddk0x93UaGMiHIhu1e22yXqwSD2lYSReRtuoy7cWWA1wPU1WmdUs8gdi+Gg7Btjg3roZpZblXLnXIYjUDF+DqrAtE+41RMXCDz81VGrggFyC8s+o2fUcFsSRZMytIUa96dtYaf/8WlB6PFW3yevhl9F88pHvcIEK2/4Lw3GFcu7ri1N6VqN6b0d88D3ER/HygDq+PJdH0L1/CQyOoO7Y+n86o05A1MayeyPKZLHnDHVkudgJtkmVi/pKm8kCWxw5pCmMkL3kjKyQYQz68PII+Qq7Jsjkgy8DQpCpV0VN7TklY+5r/6+/yrbheqx+Ls0YDoHtbnZ5dGikmTswNr8/eXg/xuLoSgY4OurI8JT28NJ52X0pqoVm593x95j3SIgkVvRwAuYBj7F+xxITt5Vz31Wrny8QyLqV7Mz99MJn77+ITdwBhmx54CB4gvhbNp+tpatf8wA/8G/xPpBCSSqV06dKFQ4cOoa+vT/369TEyMuLGjRssWrSIv//+m8uXL2NjI580Xr58SWpqKvb29jRu3FjjPUWi4gXM2rVr2bRpE8ePH8fa2prBgwczcOBA9u3bp3ZdfHw8M2fOJDxcPTD/P0E36ws8eODDmG02zDlyEJvICOyaiamadYare4vjF16fea9yXXpsNtLdG/Bp0YrX9g25+7ESycnFBnzau2RmeM/Aed0ijJwysF7ys8YYSQUUuVNt/CywbGWuTAvwYGMsEItAW0CtX+Mxa9sWgbgAmVSGqWNFPPsXUwSNazjxpmZbTt63IT+7mMYc0M6Xsf6x3PTOpTT0jAzRNdRjzMjqvE7VZfOyi4yfHkDQ2d8o2JaJbtNgtL1dgWIxAsOREyGskI1O63g6YBTVLs2kdNKK4I09+fNRdRrEXsNp70Qem2dhZG7I7fQq7A5wQXAXZuVooycoXkiI9IXMDVqPf5u6uP25H2kZMU0KSK7Gk9FQXSzoW72sv//Tj/DQCLauqEzSF3Zlx0n5QBPC2MOOCkvp82mc8n5XNjzAb4gXngFexF6WT2pNTk1Vqrz+tzDoZH9+kb3FvlovSI3h4uh/sHw4hdZ9AkhqXksZawhyr0f4sU/4vrlKjqM3IFa7X1SH5cy9e4/6aQdov9iZrSssSHINLfP57n1cQJ0lq7JQ2TlLl6J3TxhzchgK83PiZhNatbany/FJdD/sT8rr9wS086VVkAROFsevTZ7lR+3d/bmtIf2LJm/Tb2PjODa3mca8uCXzV3db0JjGa7rQ4lhzwnq74w1cVXc6qWDEzq6Eh0YwYcIdwkDufZ1Q3NZfu8sXz/Un+jFDL5yp93/mg04Vxs54wx+zK/DYtRkV465ycZycnjdMeyMK89FrSy/WGumReu89z0o8s2qHKix41YWO3ZrCLHmc+JrwaJXvI/OVx77ZB1vz+VEGUZ1XUXtkHRV6o32wfIG7YEYMR2c24crMc8rfpOIiXmnoQ5tXOPNEXQQbuxpVVFIhnWsxF77Uwfsnr3g5YgCwE/tga843ngyA4Hos7adeY9KJV4Sh3t9O/HUZPSND2r5axsMDVzj562XObozB6ZgqfVzXUJ/h432p/mA1c9KHcvHQRbU0ZFfi5Ol4OvX2QnvLz8XfsmMAr88Ui/sM+7sm7duKlIq1dUbHYeLqTFFGJk6OTtTq3gyrt2c5N0jefxN2Piak5wNeGMhjC/1WN+FyiZQsa3Sj6TEsiO4O8Xi5aJGVUYOfCrYQGlKT897T1D9kCUya9ZxukUnYhhZTM1NupfNIT04FV9RRyqPiGFwbPws+XvnMK7dAmm2J5Teva1wt1U+M7KywNUjlw7PXymNz5tfnXG0fCI1AL/omUybdhDB1NfftKyqR4Co3Rm8h3yQ0sjHEwrmC8hyX7o05UNQZ41wJjd9sR9/YFBNRJrEuZWsT2ERGIMnN48mXvxWxut8KA0s9xnyJGy891zZe04VWp1oze44Pu48VKMdeAL9QLz7NSOXhI3lc8TrZTDIXHSXduw4hh8fQdL1cC+OP0MPwJUZ+Z6SAkqOfd9xB2o9LJYziUBZ9C30KsgpV+pGCXq+Adex1fh59n0MLLHHu0gSBuSX61nd5H32RF26N5fex11UKMZ7pcQVJWhrXwk+qiFtuye4KXGTBwrpkeBfHuNq1dCEVVZQ2FhXfWcdCm0arfia5dlus750gqqfqedW7OPH52Wd8Zg2m2ToXZFL5qC2+Eq/GzgCI6rKa3Tc94YMlibWGElLTh5yYy/xVZyMP8qQcXy7/Vg2cjfnryzWd4wdCvGo4UFjkYAKu/0HrGaoxs7kyKWJkDBVaU1eoulFtuf4X+g+cyRypnD1nolcBw/ob0XmyG0ejytg6dUH/9DBA8zjnmXCEXmM+QOh/R1iyPMTvSKLX0SBmTrmIQfc9HBiTwiXfERrPrZR4isJN+7kU/QG3ri68v/8Wt9TPTJs8h0PnZbQJ0iL/S1+vOcCDR4V6BDxZz9f8qm/PJ6vE8RdlFlFUSgvLuV1lPjxIJvdFPq2kh3ll2pHtO55yprIDIYEeNM8/xqsr8f/Bl/iBH1DF/wRdedOmTQwaNIjq1asTGRmJs/MXkYSsLHr16sXRo0f56aef2LtX7r05fPgwHTt2ZPTo0Sxfvvyr92/QoAGjRo2iRw+5WMX79++pVKkSWVlZGBjIPZr9+vVj2zb5rq5IJOLatWvUraseO/DixQucnJywt7fnTalYorLwZmxvnvyykYv3tGhWJx/v6AU8O3oFh7kzEBXlU3BkP+9uPcW4ognxOzQLJZRG1Q5VkIRvY+lOEW+evMXA2FDpnftWGDjq0XBur3KpcG69qmPXNoRCR3e0stMQ5ueAlja5FZxINnRCIhNR+fMdJOdPajQOSsMm9poyZsu5XWWeHXn1Xe9cGqWFuNYsvo6brxs9n/1C4PpDjBVWpInQROWamgM86Pl21DdNTCF7hrK/whg2LJZPql+jo4Kc7hnrVvZCreR1E2YEICplQJfliSz97PeRSRoT3Zd33YOd8Xj1cidXJmWK5DUpFFEj9ChaWgZlfg/XpJPYRu9Qqmv73t3K4is+BA73+ep7L15US6ncWRp6d+4zY/J1FYNzrWQGt8Zf4M/lF9WUnOu1qMNsyQwVD7Lima37BHB8RzGdbs9SS7qPK71001x/5t4masIeZ8a+4VzzYg9ReGgEnQYG4tJFg+VWBnzvbuV6rX7UfriXolVzvmwkqb43wKGF+sr485JofDGcIccbsNpgDldmnivOiVxGOYyq6ePVuyFaRgbEBIWjLZJST3yJFFNnJevAqU0lBhdNV16vUEMG+UbUmAO92PzrcQasa61y77g9CUqRpJLPDj47i/NNZ3zzNwG5EFk9TyHCBqr0/LLoh+XRYF0beJB4Te5hPj5LTOsZ2jTu3JCGg4o1AfxuRZD5x3JyJ/7BoNFPlMdLqxmbeRphV8ueisH1EZhbknHpCi+i5Zt4JfOiNjk1lXdb95C4W34vYxcDvPsGUJSTh0hfjycnbiu9a0bV9PEZEITIyKBcg+xzVBIWIV/SFu0fjszUUqX9lQf7+MuMGFu8cFzwagx5Hwop/Ky+EaWAVV0zlTKVRvUuTlTu1gppRjrND8hjsjUpq4M8LrrrvG+LHaz7YBf6eZ+RCkRcpRHzpl9R3tvAUQ/BoWt4cg+htIh2U6TK3yoGWOHSLfC7jdqScOtVXZmuqSRck07Sd5TckB89tRH6AW5KejzIGUUJe5JovP1XJYU4aEV71lZcQL0aBVyJ0+HkzuKxp89vQfR5M4PzQ+Q6E5radY3E08imDiHjdTqmDmZkvstAUijFoYEzxs6VkOTmIWrSis3vWxJ1PJEefVwJ2t8dc29XhPaVuT1pLemx2YTsH07Tzd40aFWPuTUOcMmqGzpaEp5+NCAzW8b7D/l4uuor25YCDs1slWEOJ2YVKg2m8hT8vYd4MdN2HctNFqqI/TmVkbe15L1qBnrTMtiYRbOKv9P3KrCf6RbDh4Y/0Wd0+SKYJccJmUzKg5jh5Kcn0EtoRVdhseiR4r5ZaXGkfrhMBfsQDE3KHl/LgujmQ+ZOK2ZT/F8ZvOv6HSL9g+qucOs+AXj1Kl4/BK/vxvmhe7/pfs7tKuPUtwOFTx4rnR//CfTtdfHuVx+Blkgljt7M0wjBrgtkF+ritqEHj088Rpyp9UNd+Qf+K/ifoCtv2bIFgGXLlikNXABjY2M2b96MQCDg8OHD5OXJKa937sg7R506ddRvpgGCUmliZDKZktZcGpUqVUIikdCvXz8KC/+dlH5pFIyYzeMP+mhrC0nP00Nay4+qXRoj1tZHoqWHrqUZFlWtMbQx++Z7Pj38EvM/xmLrYEp1byf2tPp6fEPjtV2VuQ4BDKz0kH2ljAk7HyNJSUErOw2JvjFSPUMQF6KXlUyVl+exWDeOB0OmazRwHVvZq1AlQ45PYvT4B0pakSYD1zXp5HfRc0vS0VbMvURRQSEPo++zKLMqpoiUCd5L4uHmOMIiByPU06XmhrkI9XTLvH9U9/VKAxfknuOvYdXpSkQMVFf81YRFsy6Tdq7Y815e2UvWndwzXLbhXRLhoRHMbrKYe9JcbHtWZ1K94YzlFe8QM1NkX6aBa3BHTkM0z3mnkj7qeq1+5Rq4tUJqsWSxD1tMFmo0cP1ufYn7fb+bCTPkHsagFe053VFOv7Vp4aJ8n4Ab65Aev4COjhArK30WmqozLOaG18etBBNzxwp77nt0VjuvLFpj2v1Mea7TErhkoZ7T9HsM3AWtNjFsiy3ufVy4U7Mbq73+wjOhuE2UFGDRZOAC5EUe58WDxwxOkdP4o9osIixyMKc7XyAnOoEaiafxm12c57Te+HYUdB7MMssFzJtxHbuZbbnkO0Jp4PrNDmFw0XSVZ5TMq5ufLY81K23gAhoN3I2DjtJmlT3S4xfK7UOlce7AVRXacZ3R9aieqHmDzDesbKXyweODWFAwkX1LzAmLHMxl3+EcD/pbxcD16OuKRKSDTeumXH1ZnP/Xwc2JPbX/Urlfemw28TuSOPfLDqI6rsDUty7a205Qc8EY5Tkhh8cg09JVGri2gRWoPawFWiYmGNauRe6HVBX6aO3t80nuOJacoC4ay6AYC0saIVFd/yD1b/W0NbaBFWh0TT3X8aiJqobbpMrLEWgXz22Kcc7Ew0x5zMha1aulQI3E09RIPM2D0SdYnDeMCPNpeAd5c7qD5vlF11BfxcAtr74A7hfWRCAR88mkKkVS1fm37oimrNuazLAttiy8VldlbK/WqjZadpWwrG1a7v3LgpaJlkYD1z7YmsLfhxChNZuzo1+iHyD3yJY02mK3JFChjoXSwK0UYoNWRVs8uruRW9sHnz7uhEUO5oDrRo767cV3SSOlgbt1RCQHFpvw1/Jiunt4aASXXlYh60MWRjbGVPB0Qqinh+2g8aQ+T0WgrYWehwei/Bx6Vb3Bn6OyaPcgjHtr75GZ8BRyspX5vptuloeX6OlrERU6j8K6Xvi+2U0P4W4Gm+1nlv02NQMXwLSSGSBPA1XaI7hssY9Sud/Kofi97294wGqnjSoGbtUOVXDqrJpr2bGVvZKVdLjWdvqNDqKiraGKgVsW3p1U3+Q/20++3mu21x+DiFlKJe+vISxyMAKBkJoNVzK8V0e2SVO4K81R+R3A2NwDR7chGJpUKzPMp7y1gqRe+SKb/wlkMhkx0iymSd5wbk9rHl75jeyMYvZcYqyq0Su0tPrme9s1dEds64R2hW+/pjzkvS3g2rxLSAuLVGjc6bHZVFk/EP+cYzzYGEve2wLcfy47zeUP/MD34H+CrmxhYYGrqysNGzZU+61ChQqYm5vz+fNnUlJScHBw4O5deWzctxq5ffr0Yfbs2Xh5eWFtbc1vv/1G165d0dfXVzt3woQJrFq1iri4OGbNmsW8eV/hIX4DGvqFYlOtCV27heLmbIF2xifQ1UOnIAvdN0mkPpNPqB/ua/ZqCrQFKnlyFTCrWQMtLSHO1Uy52HdNmc8/s+w2t07fJvwIcOQJ6xKicTy+iLSE58RuKDunnQIXRhzAe8gjrAJ9Eb9/T2rSCwRCoZrwiAI1fqqK5aTJfDKognbqA2q++cTDzXFEtV7A2eOTaLramRp13VRoiwoodtT3hV1ktcWicnPtlodrF05SX2CIVjl5cIXaWlT+pSsJ48OR5pcdh10SeXWbAar5gsMiB7N91Gl+XtkcgHCKY2lLT5juiceJd5UbEWsKpjJCdy7rF0UTBrw4kgRry/bMLtyhRVc05wH8mof50d25TJV+WbhdHYWRmRtLsnJxEJRtnEybLKchLoipgyLJVcD85lyefFrlvEMzY+CLNy0scjBEQurvqFHgQJ5mqu1UCAOiWi9gx4jG9ANEpmZq8XFLOm5nZbiY0/tsMbU3w6fgHC+MvXld4pywyMHkREKLMzNZglytM961NeGhEQydEIh5E1dC9gwlqvt6nlM2RqRNJ77WCGVeQmejt5TFqfgmsRuplL6rWrBs8U1CqUflynpfqG1lU9xLt5fr4Zch9GfeP3mFQ/wlJaX5/KBdGLILUeIJlZjX5odD4HAmcIVZ8315Vrt4PGm0uDVn/ZbAlUtUreWise+VhVtbYtE+cofxh35WOT5ggDOrFybTtrktp7S1vrkPlcZO/x3YvANK1VB4aATchaN+ezXG9lo2deE6QAlBnMth8oJ5DfLk8YnHWHrXQPvVQ4revuHPk8V9a/rTAVxY/hUWiZEJa3ZLaBrSDVNmEHJ4DJ+r+amkYXJoWJ2irGz0atUh5cgJlTHRZ5gPWSaV0JdkYZT+WilqpvCiluw3pSEePR/Wq242LK2/l5cznyjp3QsW1sVW7yOSUa852/MaUT//iVviCawynqHzbhhZTrW54fOzcpyzrpxHwb3bfLiZiFBLPR5Zy0SLxxl25BeJWDG3WNG3ZqA3zQ+HcPagjYrAjKb8wXqtO1Cx92LyujYlI15VoMeqrhna+lmkGzhyNLYyWVnF1M+A639wXasRoam6dDY9w412bfHb0J0HG07iM/lnTtv/iqv5WwpzNMfqfg0lVWJB7nXKe1uAOFespGA+P1b2XP/hcgrm3iZ4dPfj/fUEorqvVzvn9oqbKsJ1FQOsWFYwHrP7vjT9y1fl3Mbb25BwOQXL2qbY1JKSly6m8i9dOTU+HKdmEjKq1sf05V0+r5nOuzsfyH0hD1F6dj4JF+NiPQ27GlV49+glv/olce/LMQWFXhMaLWzJpYknid2SIKf+axgHLLQ/EzrPlGp1XFkbfJ5Mw3oIhAJuLbvBub5bVc517NWGrBoNAPnYLR/7in83dK2GWAyfktVDmMJDIzgz9g3NlpXQN1mpHkIQ1X298titSIAbzKu2lynVVmos41VpNtGyLGTIMDvengfVOvBRtzIibSMWG1uwK7N4nCo53r6PTNL4PcJDI+QCiL8ElLlW+L/w3spkMv6UpnBIloY7+phVqENm6n1ir47G3XcxJuYeDOhmTFaJfd/0GPXQAU0wdjFAt6YXKaaVsaiSTc0BHmWKDLr2qMbzc69UqO8l23lppD19j+uyaSSXSPV0b+096hkVr7cNKph903v+wA98Df8TdOXy8Pz5c5ydndHR0SEjIwM9PT3s7e1JS0sjIiKC9evXExsbi0AgwN/fn2nTpuHrqzqhyGQylixZwurVq8nJyaFTp04sW7YMY+NiL5+Crrxx40ZcXFwICgpS0pZLGtP/hq5c3bM7r59doCDvIwKhFjWcq2D9KYWKYi2qVzLFsmYVXj16zevYVGSAkUCIraMxoj5DkeV85FKiLm+evsHMSpsqH87y8clnJIAEGTIRSABpkQwngS5eAn2qCHQxR4sCpCxrNBOJOIsicbb8X1E2UkkhMmkhPZxiyUnP5sW11wiBBkIjPNHX6OEuDyHHJ9HjSACfXhYrQ/u3rc90z5NqOU3PrbzD9S9xk9tXVGLRAQuV2KfB44OIWFK8GF34Ziyv/7hFqP55Yur/+tV3URggsVfHIEt9QB+hJU0EJixruUltIipLMdH0/h0yvGsTuKwdLU/Lc4OebH5MYz7WG5tjidov31k+EfIPl34/jm9YAB3u/qx2bkmUfJf6E/3oeL8fAJ4BXlhWMODiofJTI3wPbktzmCF9ywihNRZoIUTAqMVdedZmKtUzbxJZ1Jz8QqFyx1/71kNmT73KmZ8u8eLwRSo3r68iYPJvYB9szZJ6e8lIySA3I4uxB/tQa0Rt7q4ppiyFRE5RKqoGrexI6MmWTIsZo1ZH4aERTJ3TEBPdApZHpLDVdZPa+5UVLx0Ys4yWc4oFOIRaIk4PeEhUxxX4xB3g9NuabF52kZVLa/LBo3jTrWqHKgzMn8L856PJSsrFs78bBtbm3Fio6lVY0nE74rx8lWd79nfj5ZWXZCXlKtvnovfjSbufqWIwe/Z3I3ZLgsr9nh1OZO969Xy75W1qnB34kKgu8vg8XRsdZtaSb4AdnQtX6g6m3nhfUh+9VzIp6k/048O9F9jVr87t9msQ1y32THgmHKHC27saKckN7m6hx2wpp/cFfJfqaHhoBCMnN1LJ6W3sYsBkpxUq502f25DZU6+qlLdigBXjLJewTjZd+f5VE6OIelSJAYJNRLWVx07XGV2PpH4RLFn1kj9HZpKzfD7La/5F9+ayMunzKmWbFkRGr4k8+OxIYZGAhKcSmtfJ03htjZ+qom9hxP3197H2NcfWx0Fp7Bo46iHJk6osEEsiJHIKUx91IXhkLeWxwJhlvLCoyyu3Yg9pyD/jaLrOhXHTAlg6R27U/2kUzuMDz5XfFIrpto6t7JV6C4px7ox9XQqTs1Se7xsWgEhXh4RDt6ga4srL/msIm5lEQU4ev4wJkhtjOx8rVa3/qbNDLaVNSVRPPKOi4rrdcjEyqQyhlggLtyqIGjUjY/dOzGu5c893LG6HJ35VnMzGzwKXLgFoOzioKQ6XjB/XsdBGkidRbiTUaFObvJR0Eg/FqegLlAVzbxPS7meqHde10VGrP5G+kIAF7RGZmZL37IUKPVPfXhcbbytMHSwx7TeAl2Y+SGVCKuU/Qv/eBc79skPlmZ69G5ES/wrniAOcq+pLw00jee4QjPaMgTzap5oe6N/AtUc1+qZNUBszSo49ZTGIznTTLM7l3scF85FjOZ0XSNILKcMeDyOr53h6jymOc7Z3ccTJxYbG9YQ0lEZzrdko5vitVbuXAuOmBaDj767ybgCrcqdg7W7H7/pLeJ0gb1srl9YkNc+I2VOvqtCTUz/EkHhrCkamroi0DREXpCMuTKeoMB0tHTOc3IdRwT7ku+ZQpZH7ZZyb4y8PkTvgupHbK24qzyu5AVyyLX0rhbhkmcecHMh+6Wf2yj4zRFiBtkJzwkMj2Ft7B81n7+KRtjZVa45hg/gfshPUNxC+huD13UBLC6GxKUXJH3h58rpyvCiNug92cSPXGweTNOzFz1l904fEB+/Q1tGma6eKOEwI5MPlFOX5NeMP03NsMq37BPBT3ZdU/PgA2d1riNMykLbvg/bpfVydG/2DrvwD/xX8zxu5PXv2ZPfu3XTs2JG///6b5ORkpQAVyONtK1asyMOHD3n69ClaWlr89ddfdOvW7bueU9LIHThwICNHjmT16tXUrFmTW7duoaMjV+b8N0Zu858uk5NbRH7OW9JTb+PoXEjW2W28yingk0CMQCDEWCrAACECIAcpWUgQausgE+gjEukhFOkj0tLH282UwmsP0UKACBAhQIjc0E2S5fNRgyCQCgRChEJdTE0M0BPnoi0DQY6EHKSkUERFtAkRmtBKYIapQH23vzRKp/gB6DIokF8qneVWp3Fqi4vSk+mepZbc9+hMo2uraDVTrmQ4Y24DZk2VG3mKCbhBq3rcPHOPA+4b1QwLkFMx9SrZcWP+AaZUW0lBXjJFhX9z/9IezBHhHLKbmRenqlyjycgt/X6lYzNLI/qPeyrq0kEdG+A3xOurlGtNk6x17HXGjL9f7nVlXasJjRa35uPNRNrvkst1ralanQqRZ6j26jQtVjshLZLg4ObElianKXrxVBnvdmd7HKd2xTBwXBAdb41SescU8OjrimlVe+XitN54X/QrVlBTWy4JHQttXC/v49dFKOOKrBxsGbSxrTwPaCM3AsJDWWW/FF0dIUe2XqLb0EBq9KlDi893+PuGlGVzLvHXcluVhVSPYUE4tlOn49nGXeG9hzznrCJmMSxyMMFnZ9F8ia3a+TPvjsDnl/rc6LAema8nwRt7Ik75rFL24AvzSd6yvVxhN0UdzpzXgII6mvMDl0TJdnK2/z0ee3VXMW7CQyNYtdST9x5+GN69x9QSIj8l20Hj6IW0mG+ucixwSRtani2ODZ//fDSbO53k6d0kFaOx5AKl0eLW38yeKL34+x4jt9/oIBWhJMeEC4yZ9YHcdPnC0NDClJG7yh/DdW10KDp2m+wCLT6kCnBzKKBO0RW08zPJN7bmeKofnzNkVO8sp5mHHJ+E2NwGybkTJP59Q2POWYDKLexwatMAmbiItLinCMfOpvu4VE7//pHzIeoiUCW9Gvr2uoizJGqew7Jg6m6o5vEEqDehIR/vv1SmlLOLj+G3sfIwi72TLtBtQWPlueGhEVTxrMaK3m+44aO+uVbWZl6Nn6ri0LcrRSaWCAvzyTezZd/7Rvy1Rr7JqK2vx5DR9TEO+jaafp2He+gzR4qtsx1pyemkvUtm04qqMOkXnh5+iW9YABn9pmCe8w6dnM9k7t2tssn1vag3oSGGbTpQEHWSF+fjEOeKyXqdS8HHQsy9TZCKJRq/bUnsC7vIT+Fynop/GaJzmhC8vhtXZhxSM35N3Q2xdrfGqKI5BhUt+ZzwQkmTNnYxQNdYRyUW2r2PCxWD65Pz4i1W09ZxK6QJ7r0aIaxoz+udh3l69DlaJloUZRZp9JxVCrHh89MMpacXUHqci7Jz+Hj/ucZ4WSg7NEZT6qOS0LfXpeGcn3jt9zPxn+3xN7xNwk9DMLEzUnrFgzd0V1K2QZ66aKXP3zT9o7rKvVblTlHL0V25hR2/CmYq/+46OJBqndTbYMjhMcp0cQA2nSrT4NA1TC18cK07R2WzXr4MliEoIUBZcqwM2TtMJYc0oJyXQLUPKYzcb9Hn0PisA78hsa7EhcCJKueIZVLCavUn5V0UWe/OU4CMn4WW/CS0VN47LHIwmTIJOxpacPLyTSpXsqe7tRF967lhpq+nsT8FLmlDzpuPSoO83nhfjFyrUZSWjkws5uOdx8rNMk2o83AP22K9uRXzkvdPXuHsUwNrO1NeJH4g7WMKE8N8VDZGFWmqDC1MGTLcC3/ju5jGR5P/5Cmd7/6MhW0FttbcgeEv08t85g/8wLfif4KuXBZWr17N7t27MTAwYP58eToJRTyulZUVR44cUVKcZTIZK1asYOzYsfTv3x9/f//vTvNTEgsWLOD48eM8fPiQOXPmMGfOnH99L6vKtuQmvUHfqBJ2NWoze3wFMttdJvtJHjI9AZUDK/L6tKrSo0wmQyATEHI8jKarigMOa4XUYuGAJWXuDH6SiXkvE5NGEUdr/4aWthFa2sbK/wpFethVr8L85OFYuVfhysxzOHeqjJW7A0cib7Hn9ksOSj9zmDS6Cy1pIzBDW4Nn16lNJUwqWbL+gerEa1LBgkEV/uFWr5kad89PTU6jxfzieI19CR64AJcajITQCM50i+GVkbPKNdtXVML601kyH+3m82P1dAkN72xGKM6n2QxtqCandOrqW6OrP5QNomtMkrzm1aOtrO17kGHbimM1pQWF/LnrBZV0pYT7q05OClGac1+hdZZOn+Q3RG7YlJ4AG97ZzD8pAWxeVjYded7K5DJ/+zcYmT4RcaXHJHCSyUJb/Ob04mymJVXu3cbRsynP7j2S74wHFJDwl9wQNnYxYLzNbkb4XeVKs8GUjKJyalMJ04UrMD23S2kQH5oZQ/i1OM76XFd7fsTAI6S++UBY5GAKP4t54N6RbdOCaP+hF4BSKM1YrwgJMFNvHjd3FW+Y7F0fjV7TP3i76wU79su9dgoDV/l9S9VP4zVdeH32JrP/zONVaARdBgWybf1LJs70537veMKXaI4Lm1lrDTO7NGDvgVR+Aq7P+xvPwxFQwshVqP2Wh2RPX/7q64pF0QhK+7u+psad7h6oNHCDLi0mdJ4p8xbU472H3MuXU8uHMDSnlgqfr3Y7FQM3LHIwWUDndhVo7n+cqC/FKmngArxsM5GPXsuwaaG+caAJYrGUwltn1dL1lIdew4PYukKVlvjPbWuWTBeRXliD8MVPkcqkbBpyjK1VVqnR4xWoeWYrYfvSGXOzG7ZvM/FeN4MjRW0x0pNSd3NvfmpwmatTd6Lwc8x914sLq6/SY9gaGl1sTCrFRm7VDlWwnziWd+YevKgfyqtT8vZt4KhHbFsPatT9xPmQ4roLCA/l4+0kXp57oyLwpGuuTaWGduUuGkuiLCNMS1+XXwUz0etiyGbjuSRL5VN5tU6OVHJUF8/p92cLbizRvMFZoa4Jj+etUasjK09H8q2deKzvw4s0E/LThRw7UCxgJc7L520yfM3EPRF+nTdPP5I9MwOnms4sbP+If5L9OLQXHBOOEvVFLdiogS+7E5zoXek1n7duLZMe+TUItAX4DKmFsYcLsqT75LxLIe9zHkX5EnTMtNA2Fmn0yJaGnA6fpOyX0pbd4CtGrq6NDtZelhrnX59hPph7uSA0twQ9fRAXklDifq7tvfkU+4oU0gF5jLVZVXsEevromhuTsn8H2nrw8fJdKtQtwNbPE/uQesjERWQ/e8XjyDi19vIm6iP69qohJ2n3M9EeYYGuZ00scvJ5TrGRW97ma7t+jfDo7kachjnP71YEV+rK23/e2wJeHonGoZonpmafuOEl1xTISir2KCYEjAKKjdx20xoSBexIPK4Ujho9tRHvA4oN3GqdHHny9wv5xk4JWeprl15TTcP7ljRwAR4efIpEko2VXbAaG03+t+qxkp7skgauMrf9vEvKMWpl20283fUC24LCcsdwTV7x0ucrWDYKWKzowczflhMjyybn1hQMjJ2ZGOpL5TMfqShQVYsGMBGIWFbRjLf+f6Alusryq/v4OzmTvR38Nb7Tk1ZhVMlPxM/MGIQC9GvXgZxsJO8+kHzvKU/+flFmeQBM38ViYVaL90/kc/DEvuD86iBvmwdw5nF9CiVFyi9bb7wvC6/Lx5AufXyobxaLya3TZCc+ISXhNQX5ebx/8or5HuP5zwMBf+AH/oc9uatWrWL06NEA7Nq1i+7duwNy4+/Dhw9IpVLs7e3VruvYsSOHDx9m5syZzJjx7aqfpT25ABcvXiQ4OBiRSMSNGzeoVavWv/bkTp9Zi7rvD5Jy+BjaBrrQbzRGaS/V6LzlIWTnIDJqBmP65iH3p68rUx3TOfEc9z7YERo9nLZXVL0hCkptWUqTABmyInZKU4mUZWCDNoOEFagv1JxjzdTdELeOtTGo6kjcpuMac/aVhkhfiOjSPRyMPuH48G+leAYUTwim7oZMqly2cvbqZR78Nla+SBJqiThcZwcGvg154xykTFtTGBNPvljI8I7yjZAdaaq52XQstFnT6SCDN31dCVmBRgtbMktvHj1CCpm55D2zngziw+UUHFvZc7LvWdy6uXF140PuX32qotwauKQNMdNOMC84AplUyvwFdcnyqa1yb4+EoypeyrJwustFzg/c+U3vu8tNwpmHL9kkckL0ZeKP3Z3Ahw+5zKt1CkFhvtJTvbL7HnLTMxk5uRHNzg1H3HEA+tkfif4SW1PSSJNdj0PgK1fH1bHQLlfJVRM0xZlvHHSUPc0jmfp+oJK+aXTvLlMm3Sw//hXVxUVY5GCMXQxUFl2lzy95zYolXhyKUaWIl36eppilkvc6uMiIW15fFyXTdO3wSYGYNHbV+Ft5C6rAK8v5K7UVldu6EBAeSuuLnZS/LU+bSHI5uQjd+7goldxDjk8ixrYHNfSeYXFuJ/0fDaLvqhYarwta0R4tp2pEtV9Kky19ERibcNlpEHpaRSppSUrDJTGSfqNfKdW2NSkmH5kvYtnt+lw4+HWl0pDDYxhwuS2L+n/mnodc1MmpTSWs58zFKD6GqF4b1a5RPPP0+Pcq9Gv7YGscli1k8dXaeLnpYhosr4uqHapQZXh/JHqGXOsyRcVr5zPMh3tr7wFyyqxZm9bEzVyjcfwzcNSj3ugWvA8dTr5MT8VTD/JYVXGumBq7I9j7vA51nLOx1knB6sBSpWcxJHIKTVdUUdKFm2zrR7PdfspYXJVv8884sqp4q3l1fcMCEOnrom1qQkFyCnfWXSNgaU9u1x5FwjtDzI2lOJmnM2qcPJfq6QnJnG+iyn4BCN7Ui4EJv2BsZqCSd7VkahrXHtWoUNuF6+GncWxamUqhfsTWH4G+KB+HQ/PUNi7CQyPwb1tfTdCuNDz6uqoxKXQstKn5sw+GP/XkrYUXT11VhZAOTr3E6J7FabpANUQE5O3MNyxAHgdP2R72stBgWhBZPcdjnJ+CTn4mBXqmvNGtxlt3zUJcZp5GuLT1wcjHi/zHj/lw6xECoQDDCiYUZueR/jod8yoWaBvqkZL0no+3P2NWw0jpqdYEYxcDCtOLNP5e2vDyDPBCW1dEhQoG1OlXvsq5ApOjhmjUBikLfrciaPul+Zz56RLnftmB/9xmvOk8laFjihUPhk4IpGPiNC4M21/GnVC2dwV2LbMmfdSvCIQCJdsBYEzRSyoItJksslO7x7uTSWxbWfYmsyYDtc9vQexYfVHlnP8mtko+cUCWjq6+DR3yCwkUGrOr5TZE2tpMONpf5VzF/Lu8y06lSGCLnv742lyjRUgjQgWmjBCp52Y+OPUS7jWt6OT9HIvMl2QY22N9dT/XZu9XYQB8Cyq3sFP53qVRvYsTlYYNoCD6HE9P36N62/poW5iR++IN18MvE7J3GF1PNcfYWIddS6p+17N/4Ac04X/OkyuTyZg0aRKLFi1CJBKxefNmpYEL8h05W1t1uqECbdu25fDhw9y6des/fpegoCCGDRvGH3/8Qb9+/f71PQ30RaxY+5LVRhd4uDURaX4B/tZ/8bTDFFz6ePD08AukBYVIC8WIDPQRiIopNZL8QmRiMSJDAy4O3YVb79tI69XEa3g7Ct9/4Fq4KlW43rj6yPJe0sL0JQI9A6bFjMGylhnpSZ8o+FTE1Rh9tIwNeXzkHVrGhhRl5SAQiRAZFCc9t5DKGJajxQA/F9a//cjy5M+0EAjpIzNHlFeAUEcb3+sR6GV+5FKbOdxYegNp/iWEerpoGRerdpZXpsbvd3DNoTeymj9hoC9XKi0okOcg1DI2JOc1NBjkw4Poh6ClR25WDgb6xfTpucs/AiAUQv2Qmmx3WIdbt7rAKhxb2fPy1AcMQushlUmRyt5gV7UXSRtX4NqjJiI9OfV8dfM1TBtSgdRd+siKihDqyo8fDTtD/LV4toeb87BOT4Taxd0o+10qlYMMcOAJK8NMeVI3Dy1jQ16eScbthBsiQwNunLihLIckNx+ZREKU/2KarTBlfoO6zJl5G3fZA57UNiXjsZzWaNfYmkl/CJRlmpU0kcLkQpY2lQu95OZJ0NISUsWtMtLCc1yPuMfVE7fIy5eipSUg7OJo5TvKJFIkuXkIdbRJfJFGQxMbdEVGSMVFSPML8OrvQ1TLtcQ3b0pqg2Bs469y8JIh0hM3MNAXsWn5FarMWcTrNENa5+9FZGiAS/dqGHwWKcsUc1dCkLEhZjVNSH+YSaOVbUm9nUD89gSVNgDIKZJCIVqGxcITget60uyvehxrdJDrCy7jOaAmhgIRg290oHc3LYq0tRHp6VDYohn7H8QQ62FO0uardDjdk+OtdnFwUwxHhrxg6VohhYVShHq6yvahZWxIzvNC3Pu4kHTwFQKRkOsrr3L56E0mHxvK/JA/mHppNAJjQwz0RUyeFqdse4p7rOy4mXFnR1KUkwdSKZ/fZpNyJgkfh1QqbpmEsbMdC/8BPV35+ff8B5XZn2RSGZKcXARfyqR4jlQqI79Ayq17OTT/8s0+Hb6DzspLFBZKadc3AK0Y1f5Uuak1ry98RiAScqXFVPqti0ewbwRrZMMZGwj+Zg+516A/nwGBSIRMIlGvj5w84nckYelrg/aWI6y+b4xuvgA7D1N48IgBuztBiWuKsnLwm9WU/K6/suxadS5vvcm8RrbcXLCfvA8iGl9tzJNpU8kxNlRpexZ1rUh/KPeoDZ4g3xCcMvU+E798dwChjjbSQjF6ukJuBo1k1JVNPLxsQkZqFkVFMkSGBgiExR6Yig1McWzixbt/zvLzgQhiN8jruygnj+fH3mDuspH4+y+VZS7Z9v5Y4YlsdA8udZR7rwUiEXXG+6Nf0YJCLR2mekdx0X+ssp4ce7eHwnyeLN5MwcdChDrayjHiafRrhHq61BrqRfav8zFKT8La25HMN1IKPuRgUkOXWqM78OrUDWRSGejoY57/HrFIj7elyqRnboBHH1+ytPXoWv0hH4SViEx0xOlLOICWsSFvdh7GQH8shg0bYlX3Ief6b2ea4X6kk6ZiVrsC2Y9zKcrKIWTnQD6dvkiFZjK0jA3lz5bJqHNgDenVnHiTa8nLT3p08j1F4bxLvDoeQx0HZzwr2CKUSYipM5p5164xa/ptCq5dUX7HkmP5wIe9SHn1ghRAS0tAUZEMfT0hbsRx68v59v26I9U1wHtIFiaBjZClJlP176kY1Pcl9tgttTYJcPX4DWZcCOdS2+J84EVZOehW0EOSL28v+blSRIYGyv7kPaw2OcmZmNbx4qWlD58LjFXqaWnTVRQ9SGJMgi6ydpvQEn0ZY5+J0NYSIy6SoacrlPf3NSPl41t+ISb2JphUseJ9CaaDYixXvLuenS5WbhakP0sm69VHTA+t43PSK3RN9DFzq4pN4mPeCoWsbF+84TLu7Ej0bKTIBELyswswQkB+Rh6fPxbhvXoR3DuJNDePx0ci+XQ3V9mfzGuZg44eklwxWsbayrFcqKernJ9q9m+MfvWqRHVepTbnlqwngUBAyuv3rP2tgAfB/Sj40sYU38sAyC+QIJUWj4fjzo6k/qyWfOo0hsoJJ7j4s6oxGLTlF1r8WRMrW0sG75Nvrvw0VwjI56foUX+jZWyIVCDCSpKMSQUL8tLScPJ0ourEQC4n5iDU01Urk6Ltneu7Fb32AQi/9JuBU1Ip1J1Nmz4BDG4xiaszzhK0dRBNV21j34W7yn5TEnat3eh6IJ7jO1TXTLl5EoRC+fkly1uUlcMioTwkQ09XyPRxrsw0/ZNf9/6iMpYD2Afb4Ny6Phd/O6hse4DGelKU6Xx+Kif0C3B3HY6dU2c+C7XYJ5ZCkQwdkeq4LcmVG6New+sifJevfM8ze2I4JYWl035n7ooNDBEZoC8QqIx7TtXM0NGCd4W2FJloI0FE3psPFKaKlGNE6fkJVNcRijK9u5JRbj29v/eB7Llr+XQzg5oDvdCtVY+8CpUxsnuEyPAOFwduY8PAu5h16gT8MHJ/4L8A2f8QcnNzZZ06dZIBMn19fdnhw4e/+x7Hjx+XAbImTZp813V9+/aVAbKNGzeqHM/OzpY5OTnJANn06dNlz58/lwEye3v77343mUwmEyfdlqXOGSzLux2tcjxp1irZMa0asuRTqsfvD54sO6ZVQ5YZ+0jl+LWWv8iOadWQFWZkqRzPP7tDlvHHJLXnRprXkl3waqVyrDAjS3ZMq4bsWstfVI5LMlJk2TEHZYW3z6gcvxx5WnZUVF32ISVb5fjLzftkx7RqyF5u3vfNZbro4SOTZKaqHM87sUVjmV78PkSW9PSNWpnOPiiQLdyVo3IsO0cs829zQa1MT59nyPzbXJDdHzxZ7T6R5rVkSbNWqRw7cuqdzL/NBdmRU+9Ujosf35adf5grK/qk+j4F146XW0/ZOWKV4/mRW2R5+5apvUuzrpdkh66rHiurnp69zJb5t7kgC1+VqHI8+VS07JhWDbUyfa2ePqZLVI5n/bNVNnRRmkySlqxyfNysOJl/mwtq9XTBq5Us0ryWWpk0tT1FPY2Zdl/leFq2VHZMq4ZaPd28+1nm3+aC7PXGCJXj4vdPZf5tLsg+phWoHP+Umi7zb3NBduNeuspxRX969lK1DY+Zdl/m3+aCWj31HnZD9uZxnMYy9R52Q+WYop5Kl0mS9Vljma7dTtVYpvLqafTqLFnR5/dqZUqZNUiWqlodZY4RF7xaya76N1Ir00Wfhmr1JM7KksXUqStbdzhX5Xhm7CPZMa0asocjZ6kcV7S9dymq/TIt6oTG/qRoe4/fqLa9whuRspN3C9T605hp92WjVmX9R21PIpFo7E+KMpWup8xb1zX2p4+HD8sylo6SFX58oXL8yaI/ZB8n9ZEVZKapHM84sEn2ckhHtTIVXNwvi338TiYVF35TmZL6tJelLFMd4wszsmQ3/H1ljyaMUSuTpnsUZKXLx6Uzf6scf7l5n+ySVy2Z+KlqGy5rLA9flSjzb3NBrT9lP7oty1o3SSbJKzU+/7VY4/s063pJrT9JcnNkcR2ayN4tnqZWJk31VJiRIku7e/6bx/LNO5/LMleN1zg/xdSpKyt4+1Ll+LWWv8jOVfOSSXJVy5SyIkz2afZQtTJpanviIqnGtpeV8EQmk8lkBUmq3yD5VLQspk5dWcbxvSrHyxojCu9d/K56KmuM6D3shqxZ10tqZUq7Hy17+eqV6jMzsmRXE9LVxr3MXKnGOfffzk/XbquuF8JXJcoC2kXLnr1QLdPcFp3LHPe+te2VNec+f5Wtse19b5luz1ohM0Aou3PxvFqZyqqn0auzZJI81XG497AbspDO59TKVFbbuxSXLXv0OkPleFn96XvL9HLtetlJY1e1tpf64a0s41akLOfpU7X3/IEf+E/xP0NXzszMJDQ0lKtXr2Jtbc2RI0fUVJIBIiIiiIqKomfPnrRv317t9zVr1vDbb7/x888/s22buipgWdBEV1bg/PnzhISEoKWlxb59++jYseN30ZU79L1Kbp7cU1QkkbEk3B2HXWHcWSX3DHsPrcWzs3Gk3U0r15NbcvdfsasceH0NES+acGrPVbbNM+OOZ1eQSr/Jm6Y4rvA82QdXpHJwTV4ZmDFsxVbsCwup80EPd4EeN2Q5LBa/ZVFBBZx1jZQ7e+u7bsXG0ZblvpFc/3UVBZ8kynt/zTtdf3Ig0/TmkZ6cwee3HykokCCRwqlpWQikEkadrs+w6z9jZK6LQ/tg3tT5iZPxlTi6Xb4T+9dMPbqE5aCnK2LgGH9MW9dRlqlG4mmO3LPjr9+rYpEqZs/oNuR9TMU6uCEnnMZhGFqXdW3/4PC2hjT/6TJisZRJJbyhC4NXUlgoRUdHyImetylKTaXT2RaIxVKOhGWh/ekNUrMKSq9DWfUkOn+VmVOvMS2mONcmQMMz4bSaqYeBvoht88wwf32fduurKHeVp1xSPb+0h9B/YVukdRuh8/ge5/ptxcTdFJ2dJ5k67YHSQzjl3HD2aWVzRpZB4qpxzC0cy+WjN9HREaIlEjDu7EgAFgStQFwk4+h8ITeCRimfGR60gqIiGdtWVmH6egmjbw3EwtmCYQWTyUnP5szvH+i80YlRx4cCMK/RciaeGIyWsSGNVnbh0ii54rFDkDnPT7wrt+0BSM7eZHn4FToNaERCfDqJ12IJzw2nzrHjXE/KIU8sxHl9XwYmj2TGrFocjZZx4/RdCgulLF5Uhxkz7vH3hCw6LTLGM9CbG6fusHpZTZJ9mwIQvegy/iPrIxOLcf+lJkPSRiu/QWkvTdDWQbT7q6bSo1Gy/gyd9ZlkO58Dbpu4v6mYwry06SpGHRpA8KZeSAslxEw8ypa+e0l984HRhwci0Nam7viG9E7sy465xtyt11e5U+57czM3A+Tq4WXt/gftHMrj6u0ZM+mR0qMx7uxIJPmFzA/5A309IeOjRnFyWhTxV+Xe6Qlf6kOBgCUdGPZiEB3aWCMSCqi+pB2vTr9T1gdfPE/jzo7ErbcL0iIpL4ZtZcaUG+jqFns5FLv/2hamNP94QznGlWx7ijHCc0BNHqy/q1ampU1XIRZLGX9sECEHRtJupzxsYcQEP7QCvdT6k++0JrS/0BZJCQ+TAqP+GcSTA/G49i1WwrfwMcU5sCrXwmPQMtSn7uX1fJo7h5eRbzV63HWstKi/dRIp1h58klakWt49hFIxAqmE6AYjlR6Nfb8d5afVbZGKi7C9E8WrDAuqmafgeGUzQkMjMDQCmRRxBQfiRs3Dspol6a/S+XTtk0qZvAb7YNC9DzENhuPQ1AbHNv58uBbHsyPyGFYFi6Bk/elY6+C9bzEphlWwTUtA+/UjLg7YorE/gZxFIBAKaPH5Drm7FzMjbQj3Lzxg1wxt8tcvxaqxH/nV66Cdn4Ho8wfOd11VppdGMZb7DK/D+/uvqDb7d9rO1aOoSMbxkCN8ajea9CITUhsEq/Qny1pmmG/8k8V7DVgadJkLQWFY+dlis2UzK/6xoG9bGU4HpxMzPQotQ31e7r1DfGwaLeeEKMtkG2JP8tVUZZkUnqfGm3rz+sRVXpx4TfVOjiTuikcg0CrTm2bubYa1uzWPDzxTKZOBswEGFnpIiqTkfcpCJi7CqakLFds2RVzRCVHibcjPR2jvgMzABNmLx0hychHq6JD+IJ7cT5k8O/mBSiG2VG7ijVRcBIUFtL3UScn2ADg8KplL7aYhyZGp1JNBVTMa3TxH3r4lvD52mefH5PGPMokUKx99LF1seRH9jsLkwnLHCGlBIcGb+rDbZiLVbXOpsmEQqU8/MVprKkVFMsIX1SPXPwBtc21salvxcPQx1iyIZuocfwRN6ivvU7LteQ32oSAzh6Q9j5VjhE2ALal304vPL4fBsrjNxjKZRop6cm5XhSFZY5Vzbsn5SVFPt7Y8JOZIsQZGQDtf3r24wZGI8WSnx6ElEuIm1SNwcSIBw301Mli+dW2kGMsVZRIZG9L05SXOOvhT8CHlm7yeS5uuYqf7doyqVqb14SCVMvU3tkD86iIbjF1ZH7pOeZ9CsVTpcR8fVTwXS3Lzmd9sncq4t2+KBFFBNgN+GszZz9msDvDB6lqWWpmCdg9HlibvOwKhEIyMie4foaSef48nF4rbnm0TO6q1rY+WuRlFaenkvHrPy4uJ6JgZUrV1PV5fjOXt+Q84t6mEQ9sgCt6+49psufZHo7U9Meg+nh/4gf8U/xN0ZbFYTOvWrbl69SrVqlXj1KlTODs7azz37du37Nu3j5ycHDUjVyaTsWOHXJ6/RQvNMWX/BsHBwQwZMoT169czfPjw776+Vkhtzuwvjvc7F2tOy7tPlEqXL6IeYmprRNrdNCS5eRrvIclRjy/07O/GW1M3UtOKyM2TUCDQAalcCEqj0qlUqvG4tqmQBpODEdbzR5SdwfZ5q7j08BGVDPXZk5OHIUIUOyVWIi2khWKkhfIYzIF/dkVwPZYZN7ow7S9Lov3GqN2/rDIdDdpI3oUP9O7jxJ9bBeQ+lwtStJhjzLrlroiloLXyLyqm3+WeUUO0iyQ0qJ7B3jwJFarYoS1+h1QqpxsZBrpSBDRe25WsRp3JlxWQ8lMV7knfc3pIR/J7j+Ghe0fYHEfzSy4Il7RlaWSxQT7+2CBK6qGOOzIQgbaAJn/9SoGjJyvzG5ObJzeuN7xpiaW5kM0LLhL25XtWeHiDsb/fY+9SC2WMIEDQx12As9p3H7LXDXjO4VZRnHffRfD6buTmVVJUk8Z6kkkkyuMXh+3h4upJXDmuDSH15LFCnvUIPZDI35vkKWemN5yO4YNfefspg6Z7fDix+A6jH28kse9Gcmr5KMsrLpKhpavDldr9VJ5XVCSv9QpHVtG162KSl78j+dI7FgaPxqpGRUZcXEtmejyBKzshc3RB+iU9Y1FWDud/Kd5gGly0nNWxHrxzVxfGqNreASuPKhj6eBOjLaZO83oUSWRUdzGlanV/nGLlomsOm4dTMGQqPV8OBySke9Xmcon4qd8nyNOIhM4yYMsKBx651qVn7DXeuTdQnuP3ay1kQMieoTTdWhuQqH1nxd9RnVeQWyJutGTbsNu7H0a/QSouokItA95HfyLg+h/kzpDw5O9E+KIE6hB/iTdjE9hpu5xYQCYW0+lubyp7OGJwaqWyX0gLxRg8vkntS+vkeU1vxBI+/YpcDKdETsa5H/txYe1VSqIoK4d693fCxBzy8qXM8V9O2IQG3CohTqWII2tyairTkjrz9O5NWvodJ6rtYp6VrhCplFGHBlAEGNuYkfMhVanoPOrQAPkzS5xuUl2+qM3Nk5CbJ1E+S/qlXAD3VhSPfdL8AmWZ9oUVIhLnEX0Mxj3uRW6eXFk85k4BgWL5tSXHPUFQKJJz/H/Ye+/oKqt3+/ezd7LTe2+EJCSkkkAIEEIKEEqoAqKiqIhIUZAmxSAoSpeqotIUEVEQlCIllFBCDT2QBgRIQnrvbbf7x0t2srMTwHPO797v7x7mGIwR3v32stZ61jOfOVXHa44VAzZx0vA3Tjd7ngXnq+nQtyORv7xH7Ls/88r8WqJj7qt+V8rl+L7VgfInxdh1cePaiB9YkyjiddsCbEQ5ELOX8wtP4jLYUfWclvX9nujlfZEBfWKXMOCpavdjYNLTe757rSUmR39GUlSARTsDrDztKX+ch7LZNdmGWGA0+nXE8adQyuVkHs9BWntWQ2nW1McQS3dLTJwsEInFGNhZUqtjjFVNJpJHd6lKTFG9s3ahVlRkVVGTrv5ONw7qxTb2fOF2jvQB3TC6+RvxmxLwrqzBYZQEpA1UJSSqnk3z56Rrq4Os8um519RSmZFLzolMck58zMIbdzDXq+aC7ySYq6muLqusRlaljUP6eT4YNRRprQWR+z5Gmv6YYoWc5d1Pc8Z7AY1Vfk5hZpx4UM3103fo//S6lHI5lRlFSEzkKjFD16FOaOtJODNuu6q+P2WHMOGkpKl/ag5FXT3F8fkUx+erLRdpS+nYz420E8nIGxQY2xmiZ6KLREeE/EkG2iVFKBvqEenoosjORFZWTnnaE3TNjTEaOBgT/+5YPk7CPiQfkbYEkZ4uEgNDEIv5YYQnudXm2BuW4v7wCLG9vyZ4UQRFSRkoFUpqSmrIu1yEtEQQGErdcZzSpHxklcJ1WgaaYupkTm1hOTUPm2rsBYuaerXnpLpOR1e2r7+AQiZn8Nu/MvmDeGTRwv3oXB1HXGU1skr4/bM4zq2ME1TDuwl1uSuitnBqSopK1ElWWU3i9qvqmgsKBflxmnYzzfun5pjbrG9t3h41H0fc35WMxUeO5D16QkODgk9atLkAw7pXcnKPHKVSSeaDbTy88zGP7t3GwNgVZ8/5nH+3nPjZB2FqD9W5N+KfpVeYNFJBrm9Im2OjiN8/alJ/ftq+tLwmebXQZiulUmTSVt6xZtdUUytn5I2xcANAwa8u35NQWU10jxnkXpzKLLEdurUNGm0ZwMwDH2hcf+M+G3ExaBJPlPXsk+cwSWzNK1/M4Vxos8Dx6Xiv/s5tbnx/7rk2Wi9yTc1haKaDSC5DpFRSl51L/u3HyOpkOLiao60rIeOQYH91/4972Pi7otulK2aeF/Aa1Z30bu/g88yzeYmXeDH8XxHkLl68mAsXLmBnZ8fZs2dbFZRqxHvvvceqVas4cuQIW7duZeLEiQAoFAoWL17M1atX8fHx4bXXXvsfPcfVq1dz7NgxMjIy/vW2wTN7crJXk4jSge3nOW6ymnUpTlRJ9SmoNqRKR0avxRdfyAu2ERJDfSqUEi4cFqTh356VS8w3Izk3Y/8L76PP1reQ+3ajwrQd9VoG2ClvowVY6Ej42dSNu3UV3FYKA81QkTFGrdgKKXv48dWBWRyQTmbEkXxih6x87nH9J/qhcL7HW94HkEl9KHttKEf+0VH54H04SxAXuRAcQWm7MIy1anH8ZQ5FyU8Y8s4J/Mf6oP9KNOCqtt+ia4nYuHuzLe8N/jasoEuVAZfD/uTgP9WMuHGHxZ9d4Y9/PEi/Y8qC2CncmfwKMw8fpDW6Q58t71LpGYxozxb6v9mdE0/FIg9s1/SJnD33NgCVWuZqy2OHrOTUP3NVarYgDBpNLIyYv7gXZ4KFDv9C0EI40BTAVJxNVRMjag0RH3cmY8YJsu+l45vyD1YnfiYiOxrjj+bx+YcTyM88jJa2Pi7eU9CWGHNH1JWur79F96srueKoS212PQYuem2KaTQul8xaSMSJaVxCEMmZprsU7TwdZBmCimJS96m0+3k6WpIPMXDRUxOz2PD678ye0QVL7qkGsiAEXLXWrpQYOPJEYURFgwE9S/6hc09HxP/8hkIq48qSc1yRSOjzZiKfsJgnMzPUzqutc77/9Lbl+wWzImoLy9JmUJXWNNESO2YTRG1hf8AvXG32XJqLjvQYFET0jNaFlIzqS9m4zoca8XIWLqti8V1nqkUZQCnjnM7QWPHVrkbwvG30vvUd54VWiYT1ymgq0tTFYcovxZPgMkkQ//pcsMjyTflHzcqjUZDp/VkRXL1WyrCFQgA/an7TIOzUh/fU3rXG64qOmUT/9c6A0FY0+sk2Qn45Ga2e6sMO/S5d0CspgvTW73nY6iFssFpFYbycBqm6ynrWkXvs/O5cm8/K2NOA+H4fY305Trjv54QANzpmkoZiNgjtxapbYUDb/tGnBy7VWJbxxjKcGh4CP2tuAEhr6nEb3Zfz/vPYsSuP0D7OtDv+HYqGBs4/FX1q9I9sKUozYLWmyAuA1f3zxM49gt94b8zc7NB3c8FvlhcdolLRtbdFrK+PvKwcUWI89/9q8kBuGeD2iA6lKqcIqyAfrvX6nEtJOkz1Oo/h0V8oTU1H28cNAxdhYsxlsCNaOtpYe9qiVCjU/JbbRVrTEH8UaipJWvgdYi0RuR1tAEjZ9YC8xHzs/e25f7B1T1af1/zIvvYYPTN9Mo/nqHm31nf1x+IdT/Jauw9BZuga6yASiyhx6szes3pYWITzShd3+O19Hs4ZRkt9ZZFYxMcDstESd1d7D2pzG+j0rj+65sboWllQGzES3foKHuyb9q/EkFqDvr0OWVcfUp5cjVOkLeYuVuhbmaJjZkJ9YRGZf8Vh6mSOpb87KBTI6xuQGOpTmJiJSWA2qZ0ise9kh2l+KvUXzpF7/T7SWimyejl5FzYBkPH0n994b/TbO+FgakzFoyxMnCwpz6ykNruaO5M/I/dMLkqpFGNPA4xsDbHzbwdARVYxTpG2ZMU+1aLQErUq+Ndn8xjk+kbEzMlHnPWQpE0LuHKhiKVP7ccuS/qq1p0WkkLI5EmcafG9nbT7ADFN45XGY7R2PG0TbUKXj2jTR/1ZivI2Pcxx27SOK10EgaXxPwx6xlOCOrmQTVQqZWTdF4QXx039kuzSwdRWVKMnadsKIfHCHaZfgJkXUoj4Z0KrNoSxw1ZDG6Jb8roG7kz+DHldA9JLyUhCnh+i7VlrwRuflKiuPwFYNuB78u/MxQUdeouMn7uPtnAk4m8uxMAFZRWGiHndxwGFtk6r61Y8znkhn+jW0GVaIMYuDhQlPCB55z20TbRx6GlDQ7XQfxUlPEDPPJey9EKVfVS1eyVmteqJjersAspf6UanVZ8g1zeiXNq6kOlLvMS/xX88Xbm0tBQnJydqamoICAjAz8+vzXXXrl2Lra0t27dv54MPPkChUODv70/Hjh25ffs2aWlp2Nracu7cOTw9X8wCoxHPois3IjY2ln79BOrjv6ErH7cIxDbIkOwzBbgNd6bdvOmsSxvEid0XW11/p/ValfJpS/hP9KO6sJIncTmE/T6Pfhvaq/0u0ddjzv4mVc2+xxciys9RU+AMmBKAjokBxanZVORUUJ1bi+8bARgPHkKhYxc+WbCYxAunWFtoQWuI3DtVTRH51If3iH1l7Qvdi8j9M+m32YejXzZwvsc01fLS06ls+jqOBV+GYGVQw4GLegwNacBGp0illuw91oN3i+cCTUqIzTvQb8bsZve8ai4HTuCWn5hFt1P5/PuzxB5rOr6lk51KTXlF1BZOfFrEgJVWbXbE5gEmeI8M4rfOP7BnU5zab823WRG1Bb9Qf1Xg0RYaB8p/fW1E7dqvVEqhJ9fd4PqJG63uu639NF8nZvU1bsUKghsP766jKj+GVxtMGCYyo8/ivuSOWUxMoh1DO2VxMaMdh/bdZ87FMc9VEA1eFMGVJeqKlB6jXV/YIkVxJQlxsLp6Z9jqIawxX0nyzSzyHj3RuOaI86t59UdnlU9qW2qf3j39WDUshce6PipF2D1rLZBsX821NU2WRoUn77Ft7TlOTUsjdujXquU9bv1CfJf3VPt/lnqokbs+W0cd5c2v+zRdx6pBnJ/f9HLZ9DBXKRpLLyXTX/YPxTt+5e5PSRrqzOe+u03Ok1IGDnRgqOk5JHUVpJqFYifK5sGQsa2qXhrfvsmCT6/zz1IQxeylYdh7bLjcic9kX6kNMrsl7MIk8Swy546cC5tLr2ubGbpI3T6j5fvVXO24T+wSfpe+Tke7ajrXX0L71nmkpeUafsnNn4tILEb5lEXS1rv704dHKHismQFq65waoWMhweJ8HL8ekzBgTlCb2zdHr6X9SRj6NcaSWpVfcmuI3DWRlC7vkVVhhptpIR1u/U7sW+rvW/f5IdSXVzMmfSrLVnbjSooe/+w4z7wvQtUmBlTqzSNiUdQ3IPbtzON1W5DWSnHs7o54zESk2vok9Hr7hX10n4XIXRNRyqSIDI1RFBfy8O84dAx10Dc3pDyrFI+xUVT696ZYzxHnnMutKiW3hPNAB1wGBlE54B3u1HpR26CFrXENZbV6GOjIcFg2UvXtuw13JmfxPwSIbmGUe4/YwSs09hdxfjWntYfw9ZeCavH8xb002gMQvFeDpvdFrKtDWWo6CZvU/cLdhjtj7eusUj829jSg+6I3iX37J7X1WlNtB8Gup+Ukgn24Nfadncm4kEbxzXJ0LCQEvB9I8f1ctPUkmLnaomtljo6vP1X2nhgUZyC/c4PsuAQk+hJS/0hT25/HaFdEYjGVeRWqY5n5GdGuR3vqK+swsDLGwMYCbSMDJN5+UFtN0ak4Mi48pCyxSm1fjn1skNXLkNXJqS2ppza7vtXritjwCmJDQ259c0i1jxdVZ2+O5t60q7Jmq/bVbV5PjPsP5N7yH1RBzIsg/NJ6Bn0lMAimLwij9+H3ufb1ZVZEbWHTek+cqlKZuKM9SoWSD7YPUfMA3jH9ODn3M4RJyGbBaMjivgy7IoiQyhT3ybqzhLIKPTqHayqpQ9se6m2hZT/zzdpO5Pn21FgeEBHA4OimUrq23rnWMMm5C7mP/2K92AF3kR6dk/bxxieaiuytPbfLW++ywOMflZWdd+pRVk15m5OnbvGddnuN9RvxvP7ad5wXxk7WXFmmPnlvFWRGwOJJKCU6NNy4qlJEtwoyw7GrM+nnH6rGDwGT/cm+kUnR9TJhu0UTKD4eq1Kgj/xtAkuqZzA/4Czng6erfIdf4iX+u/iPz+TGx8dTUyNkChMSEkhISGhz3cWLF2Nra8v48ePx9PRk1apVXLx4kdTUVBwcHJg+fTqfffYZNjY2/0fONTIykkmTJrFlS9tec62h/MgNarQUdLF4iHVhMlplBUz3vUBhZKAqMGnE36sMuRbQeoAb8d0otDz9sHx8H2OHVM5ajgHU6Yt+Id7QLJE79fxACrKK8PthBgsCz3E+eLrGAAIg7UQyHRRKLLrlcPr4EQbr6GusA2B+5zr95qk3Tv1+9GTCiXvYDNDsUHRtdTD3MFH5cWbsPEB0zAbOPx0vR/42ga+qZnDrp7voGRmiQMTxW4acP3SZeYFSdOLP03g3HN56FZpZzDXvCHRv3GGrQTqXvceQp2xg6b0ixg7px8xecO26BRWFQkfSGOD22TaWwvYR5LerRl+v7ca2NKGC2+WX6LBHc1DaZVqgyny9eQbKNsRCw0pE31GXI/MuwzGhDtv04VWuN7PC+DcBbiNWRG2h28Cu9JvVlSlnRiBdt4d1O2q4EhOLe+cJvHb7qTqrkSEFtWYoFUocC2/xVsNx3hoOsVufb5FxZck5pJeSCTkwgWtfC+/aiwa4AL2OTW3xhkL1kzzupmVQmNG6FcFtk0iqS64Tfmk9NQf+YufkICZ9chOvXgFq38uIL0K4/AX0PfE50TFf0SVxL7eaUcVDFvcl+40vWDFLCNI/vf8G/WkKcuO7vMcv02Lgqf/fswYqn7l/A3fULbdKU9NVf6uCRIRnl1UoptKtvSqwbWk/lP4gn5z7GWxLSWfUwBOcnbaPvjveQ2RhTUIbtg42i0cCn6EtraX4wRMalixkTHkdojf6Un8xhUE1e7gxYzUmqRdRWtly7Z1FAFzsNpm/ZncnPe4+n1h9rWbb0/h383dOyFCeY8g7ofDVvFatmBqhrydmy9pAJn1yk9o6GDcjotVM7IqoLfCMAPdZ8I37nY3nDenaWVfjt9YyRZG7JhI7dis/PHik5ovdGir8elMr0yVY/yaGcUeQS2X0/KI3l788K+xr38coKyvYbR6Nd0IJ3cqOUfXmAvxA7To7J+2DT0roMSgIkVsWCbPXUZbY1BBnnynAf9xczI7+9K8D3G5zeqhN2gBY3LnG6Vp93FYMoeRxKbY+NtQU16jsPfqeXIxMzxD9qgJskKPXqbdKlfhZMHUyR9lrANtv+XJs1wV8e3UirJc5vnbFeGUd53Szb7/d3I+p/6Q/8S2Cn+b2XcuTBhJ3QAhMf97gygMvzQC368xumIX1pDYpiSfn7lCaXqaxzqNDmRQkNwWpbr3dQVvdQ9Qy0JTK9JpW7cyaB7gCBdgU13dfQW7tQOf+JdTeuIG0qprq/DJKM8rQNdbB0MYUXQsFNNShW1OCuLSA2tJyHh5onc2VfT0XEycjSh80efSKtMSIxCKeXMxCXqvAc2RH9CxN0DJOpzYrl8Qdd9GxkGAZbIvvpp+42Ot1oT5SLFL1IVZBZq1Oepn5GaHs0ZcaPVPahyZRlqjer/8bu5vGAPfU2/HkHnfE/z0PtC3MubzoT2qftvuRv77P/Z3HeHIyl25zemDSO0Jt0lB1f+9eZdBTZhPAt8vP8y3jIUrI2Lqc+oaqh09Y/CiH9KPZyBH8zQceHgBAL09bxn07UI1lA3Bp8WkMxkyipqyC8TMm8tfUr7hQ1rZ13R8/nOPU0ehWJ1+eh1EfhJPnK1CComMmsWHENlU791XNPDU+SfN+o7UJhkb/3xhFGTmP9vC+2Ap3kR6uQ51aDXBbw4qoLQTXylQBbp/NY9h42xWJpTXSVnloTagtffY3n7Qjlc4f6WksL7peRvXly+hYmlOd06QyXp1bi56FCbrGOoAwhjBxc8S8U0fkr1Wj08GdW65j6BJRC0+DXGkHf+7tzIaK4y90vS/xEi8K8fNX+f8WUVFRKJXKF/rn7t5kCR4SEsLBgwcpKiqivr6ex48f88033/yXA9xffvkFpVLZZha3EZs3b0apVL5wFhdg7+/32Lc/j6krG1jzcAhZ7n3RS4lnwZMpnJqWxvQFYZjZWQNgUKE58Df1MaTX0v5oefkj1zdGrG+A6ZtjOXxas9ZVR0eLoDu/E3k0mvqLKXj5WdE1zIPq6gbk2uoNmVWQGSGL+9L3+EI6jYsgPe4+K99cQ2lFJcGlmkHuP0uvMG/eTfxC/TkxJ5dTM5s6+3Pn8nEd6qS2vk/qEWI+i8d73ADVspbG44mdJxJ34AqVxaXs9f+ZlV9cpLZGzk/r2lP18ybOTPy9aeUWBu8Bk/1Vf/cq3odt0kmClw7gqw726BlaMiI2He36KlWA27zTr+o2GLkMXJ0N2bpK3VPPyF392o0dDDh4olLjfryeNgW/8d4ay2uKNQckB2ddJP5YkwWV3MKWyIOfAMLzbcSzBiZdEveqOtHDXwm1OdeOC8Fx+tFssn1CCUkYi1xWjVf3sXRKPgDA+blHqAnsjPcb3pwLm4vsURqxw1ZjHmACQPsU9UxthxHqs8JrvrqA+M3JrZ5T9/maWbKQxU2UuMZgoRG+47y4+e0NVs/SnH/zuidkRVd9IwSdg74yRHvsZFydDRGJROjqNm2z45t2qr/rrgiMiFt+6iUKDRVVnLnXRCntP7srLfH1NDmfftmLk29cpO/JxST8lox36lFWRG1h1yexuA13Vt3zH5WLVdutiNrC2NxZaJtoY5OoHoD4J+/nnz0JmOYkahwPBM/dnPvCt9MhwF2VhX3yzzn6fe9Br6X9NbaJ/Gcuhss3MGF2BJKch9i+PQbbQA8MrQwRicW4mRcz8WQEnzqvZ5/1dMod/Oj221LMA0zoNMGXJbYbCfjqw3818H0nbswzA1wQLN1cnQ2ZEzuD6JhJOAzSnOhqKxP/ItB31MU85y59gsDZspaud3er9tlyvyGL+5LwWzL9dnYDoDy/mBVRW/hr4Xl0bQUqX+iKKLVtTNJv0qn6IsbZySilMkR+geiFCz6rbsOdoa6Gi5/+we2bRSx6rUA1yOz78zuqfUTun6karPp6GXJnwbcamTmAOz4jiZtzmPBL6wma3V3tN7fhzhi4aA40gz8LY4P7VlVb13jdc+fdQixW8vBABqUJFaT+kYaWjpgu0wIJmOyPqLoc7aJstB4monfzLGIzazpdb9tb29THkOBFEYg+WcrxhkgqKhroMSiIha/m8arsdzxOrqFwz19q25wLm6uR3dOxkOAa3qSnIZEIQxAhwNV8r7X0xZgMHcry0oloDRyJSCxCYiDBPMCEkMV9sQoyU63bvOTAfOxY0FcXECq+WY6utXrg2xKWgaYU3yzn0aFMKt278dA6lDsuryEb8R66luYUPyxEx1AbG287jNrbo5DKqE9OQvt+Ag3p6WScS9bYp324NcaeBoi1RRjbGeMe5YZIIvRVpQkV3NmaqKKLGjlZo2dpRvWjTFL330Beq8DYyQDXCE+MfT0wDzDFLtQKA0sjdCyE+2DuYq5xTAAjW0Pk2nrItPWoL2+asDzxaZHGd+71pnvLzfFP3s+eT8+qfUexb/9E8s57xM05zOn3d6rRXGPf/ZknJ3PpkrgXXUtzSly60Sd2CSAEcjd/TeKnD48wp1mA2xpk5ZUoZHJVGQDAsal/8tbrtczS/hzXj5r61JbfeNTozgDoV5zmZFoWTu5jNfYfEBEgCCwBs26PYP3oF/OUb0R0zCQ8R6uXCs2JnaHqh1oym56HCTULiFWUs1FRwDCRGSNFwvN8fLjtMWSPaE1/5aXOv6r+Tu41k7IyKU7t2lGAlGcRNhsp7s9CY8a1Ja4sO8+DA5cpfdS0D6eeDhgF98B9UBfVMpGWFvh3o3rweyR5v8Wxq3ooLZrG4uKGGpzcbbi3T5Mm/hIv8d/Bfzxd+X8DTjoG0VCgGSRZBpriPykKpU8gVWbtqJUYY1n2CEl2GujqkeURSVqlI2E1h1HeuoK8th4dW2tE5pasrpzI8d+b6M5dIrvg623CbxvVG+Bji6qo3b9HIxMQtnoID4csoFami+u2yYi1tajOL2Xkr6eRKZV8re2sWjfw7h5em1vOpDkRvF73Ew9/2KXqoCrOpnL6XAk1lXXkPMxCWlvH6InhWJnDlWsVDJovDOYif5/EzVW76fzNp1SbOXG1s0CpjjzyKZPOR/HotiAIc+rteM5P/7XV2fgXQYy/iI03HxA8ZDsLjy8jN+Yeoy1Oq2qd+2wew+0fjmJkY4hH9FT0w17juEWgmrhEc+omCEFf4pwYNizVrMUFWHxrGvX5DQKFbuUkyjt0R6alw45bPhz97cILn3trAciKqC1sWe9B+4IrjNnhTWmOMKjcv1JPdQ+b41t5HveVdWzUdiHyaDRSMxvKd2wnYfMdtX12DPLm1aVhqmWuQ51w7tcV7Y4+bG0Yp0bNbjyvY6uuEtLdBBfLKubNu0nMZ+VELTNl8twILCI9WRG1BUdPF3567Q5JM5eiVCjxGOSPcvQERkQ38E/wbi4tPk34mqHEzTmskYXrlHyAh4PH4Pt6F2TvzuadL+qYd2IKA0tuUndkM0p9A+ot2qmot823FV9NRNG99VKHyH0fU+wdwYMGd5WIEsDRxXWcD57+7IcC2Cdd4ou1BayeZ8wHMx9i6WRHYC83hvcoJ8enF5GH59Fvo7vGObV8j1oud+/qxWvLwjWWq87vKaW/teyAzvU7+OjfV4mc3dmVzJGdmu/aqYmJ9Nsq3JfpC8IwDG8aQEbun0nsyA0a24R8Fcmlpx6tjcg/fo+f15/jg08i2La2qY1ZdHEWA0tuanxDYfEbGfyFDl37BXLj1PNpaa29+27DnamvrMNtcDcu9V7Jiq+u88PXrrSrSNS4L1M/Dcekt5faPY/8Z65a7XHkgVlcaT8OM90q7LbMwqxnN9DRofjkWSy6BSD16UaqQXf88o8hkkvZp/0OvnbFGnTn7vNDVDTKxuPZubVrs6aw+Xve/Py6TAtE38qMrMupqgys80AH7APdUMjlmHTtwmWPSdzL0ScppYJbsbc4tFyLy4ETVPvu/FFn1QBVJBHh/ooLTlEh5J+7TnlWKe0j/EBHD/O567nxoAzP4jjOhc1Vbe891gObKZO4YjCQYxdkxB+7zpR54Ywu/YGaO3cw6NZdLVvXPEv7P4F2/e3xeHsgp8f9oloW+dsE0rq+S4Z3xDO3DZgSoMZKsg2xwNDKiEeHMjXW9RvvzZP4TGz97LDp4kF9cSkmgQE0dPBHUlFE5o+/kPZ3Oh1f74DToFBENvZIzWyQ5Dwk6Zs9aOtqYWBphK6xHgY25iratKmPISKxCKuOVpg6W6NrZox+5wCQySg4dhqlQoGBjblKtVbH3BRtJ2cUpcVUp6WTe/Mx1t4OmAZ2wmBsNEVLPqSuoJi8O0/U2EA6FhI8R3bk/uEH1Oc3qMTQyrMrce7p2io7q9fS/gy98GLaJJ8v7YmlfhXrd9SxZfBl7lj2o2PDHS531Zz0XxG1hVNvXaHo4nWqCytI+zudiAtriFoqTJr+0e5b7mxtfYKvEb9Mi8GnixPdJ/hRoJTyuTyLLJr6fDPrbji6vUF9XSHtnAsRH96HnUiCPRL+cO1DfuYRnJxs+CZTRL8tbzJgf9PEqqWTHcVZrVWJt47Wvs3m1xodM0lFrx3w+gWVAF9r33Vr+72nrGW+/Al9RCZMF9siajZZ/6x9tNaXtERhdiz3by3hTy13DET/Z3Naxp4GuIa7YT2wD2m+ozGmHMvjP3Fu5kFAKO2qfFyDrEJGxHejmPLkY743W6GiOYetGoS0ogrDTr7ss57F2+HPOtpLvMSL4T+ervy/AYqn9Sb+E/2wjgxF2q4jch1DLil6EX2+jpQf0jA0NaJX3w58VLmbssT7mIX1pEZhiIFESvU/B6grrcLy3bd5YB2KlSIPl3xtuvYLpGNHY4a5p2B2ZDEPVsbTft1Zlj0VrgkZ0p0syxJcgx8DTUFu7x9eY175HMp/qWHmhWHcfNqZlnWUcEdZy8/vDYXfmlRIS7VtgHJee7Kc2PHqtkw/fH1BVYvXiH1b49A11Gf1Vx3InS8sO91hOmHj8khZuE5FXQb42+A9Ht1uCqiKzl97oQC3R3QoI269yzdrO2G+/F1Sdj3guqKajTezae81ES2RkI30tq+iZutW+mx6g7pu/TnztNMupYLcKysYWPIaIcsHo+UbQMaGLRTeK6L/GyGc3HOJH9/bz6qCabi8PZy7Smjv5051eTWendvh5aHPri3Xqauqxuv0H+RNnIihlRG/SD7kt3mNQcCLB7itYUXUFj6aH05evwAeZ9ezMeUQY5+KV0/bbodmiAsiROg8JXA0p2mFrRrE5WUnVVTJkvwy1W/hl9ZT8duOp53VQY69o57xDI3/ngs9pjJofne1zvZc2FyiQUXb3LXejrGz0olaasLkVfEEbx7M9e8u0+7tr4AHDLsyhmhOEzfnMJaBpqprBKFDt7n5DzYbpxM/8zuqvn6N2QBPlWHPvbNZUBKe15NFl65pUD6dFw8kvcW9O9htF/Er41CY26AQaWGr3zRoNLG2YPDiEuH8W6DnzZ/UAolc3xBKo7bwwcwCfl9nw1uz85jjlsRZH2HrdPeB2Lk1qNUXPw8tA1yAY/0OMejUcNX/B3+ho3Z+H3zSRAU+ewO+3N90/rN0f8Q/5jt6x61i4HJzjn1ezV2jMFJnLARdQZCpeYALaAS4SbtT8B3jrRHg1l9M4een2YvX079kG70B2GH+NepViQL8Ug7xzlqAPPqH6XPjVNv3YcGXIfTN/UlDLAug/ZAQ0sMnM25DNYWxAmXSviaN8z2m4Tfem0MfazF8gcBoaBRpCx8RTNwBgUzYGOB6jHbF+Z1R/KE/icS4arw6WtNj0jqeKHRw+2MOj88+wCKoE4+MO5OWb4LdH3+y1nsHN061Lpy1L3Q7zqs8Ve9u8OBu9JneRWO9yAOzQEubyIZEYmMgdPkAiHsaBADGbk5IXN2wLCpTBbmZx3NUf/snz8OSStoN7Uw7IAq4/PQ+6VhIaN/XCWl1E2tEKVXyYN9j9M0Nse7qhXVX0Pbyg2ph8sFWnMcjy2BCFvfl0mJBproyrwILXSMUShHenoak3bWjoASy/AZjn5+rFuCqvtV7L84GaIngz8LUav+enMzFrot6eY5SKuN2ri2t5y+b0Dyw83rTHTN3R+qKywH1INfARQ/bV6KwDsmnuNdryGuLadjyLbfX7KF96A2k1XUqhpGWRIy8ogJlcTHyunry7jxS9Vdebxpj4d8RLTNTGtv28uRqIdvqZkteQialj8vwrW/AqFcIVsEBXFn8Fw7d7DBzsUFibIC8tp7y0+dRSGXomhpibGeCnoUpoqfUayM/H/Rys8lPzMZjtCuWnk7ot3NAbGAIBoaYdXQm/8Z9FDI51UXV1BXVo2dujM87nmo6HgGT/Z8b4L4/K4KySiXtbJX8ti8fab2Ut9f358zXAAu4/PTeNadKN74D1Z3CuNXxE6rrtei0LI9z3r3ZO70r2hNmcjXg2QEuQG5aJmbWJtQrFcyXP0EJ9MCQniIj/Jd/wNSlv5IUPwcQoZNrhlzZwDVlNRXI0co4hG27wXj0+gitJ5M5M3k30ewmaXcKh345j6mVyQsFuW2xWqzvXqWwU/c2A0sA15QzRHv3afP3RpQrZayQ59IBPd46VYBooL/a72LtJiHPRp2RludmffcqtJEdFz0VAg05upjbQ7567vn8d1B5rwZZdyllF67Qrp0XVUa2SCuaGCulCU00/XMf/032yBFkLl8IT4NcHXt7agf1Q1qZRzerHMCh5SFe4iX+Nf7j6cr/WxAw2R/rIf0p8YskXq8fFxSh6Etk2NoZUFdVTWFGDge2n+fjzA+58voOHvuOwEhcSSfZdRL/uI2peztidV7haqYNFlm36W2fTFAXY9zspJiXZ1B48x55F4pQdPdj24YOACReTcOhPIXaxBYalgola5238ebXfdRmi/9IycIMLaKmz2FF1Bbu7EpGcv0uX24Sgs7TLQJcgJj5hTj7dlBb1mtYd8ZO6o7Pg72AECTll0uIm31ILcAF6HdsvIpa5NCxvVrG8VkYcUsI8c4kmmHh7UK5UsY6RR7mNsE4dnhT1Un4HYnm1sabnJmyh4cfzVXbh3VXY+qO/UJ+/wlIDc2R1kqpvFfDnNovsXNrx7DXfHCd8yGyrEwCrLN4daQ9777nzpg+1bxZs4l/Bsew+usunMjyY6bJSiY2LNTIpP9X0Uj9Nu3j1UR1qytW/Z59L12Nrg1CxrF+6JsYeGqqk2sFh2N8oamS6ItZTaJiZWYuanSlJZ86Eh0zieiYSfzt9xMXejTZZp364G6b55zo3RSgWUR6cv/Ph8gqZDju16yJ+rTdNxrLYt/+iZKYU3Rf9IZq2fKw9cQPnoC8RhhoXfv6skaAa+ZnhHPfLqrsRsQGwVrsypJz9N3+PgBKRNzIcWDPWguiYyYxdedoTr55CfskTfqUbqWQLe+c1CTmFB0zia/ufsxdnxGCtY+OAQC1F1L4YOZDtr7/RG1gcmdXE62xtcHS+/vUabMBUwKIm3OYt6dpZq9iFgqDBzPDJvuIkKfPPvgzIRufsFKwTjsbLswqxYXMotQ/iOwzBZz6+JHGgE7HQp3WmX/8Hod+Oc+G13+nJdYtOa+6B2cm/s5fXxsRHTOJ1D/SkNfUqT0fqyAzrAqS+HqOASPGh3H/iTAIW7lKUzDKrXNHlD38VHYlLSF2aMfBm7YUZuTg26sTsxeFka7nQ+T+mRh/PEcV4Da/tl5T/NUGiwD6X63jlT3duX2nkrBuenjaV5NTbYZHzU2uLDtPeXI1lalpSEQyhhqc4u5PScikwr4Nb91WO6eI86tJSChV7f9g152tBriOfWwo8hCosKkbd7MiagtD4p5m3Z9muaozc6m5fRt9G3O09IU20GWwI+6jXAC4W+mB+XpNtf2eN7YRuvYtKnLKVcJ1zXFnayL58UlomZhAfR0oZdTdOcvZbC/iM2zQeuoH6jHaFStPe3RunqVn3Ge8Xf4Nuga6XInL4I+r7Tj7kdB+t0YNfx7a9bfHzM9Ig4Kd8/Yytf/r2upQV1xBj+hQnCKF0oKE7w7Q27al7nITei3tT7d5PVX/D5zeFYfxb1FfWtkq7dJnlD/lcRcpS0jF+tZRDNJuIq2pR94gxzwoAAv/jjgPdEDfUZfSjFKexN7g2vqTXFx4UqUk7T7KBdsQf7Td3FE6NfV3Xm+64xImsDhy4wupSqsl8+I9ZA8fUPMok9rseh4eyODRmXsUp2SiqG8gPS6NB0cfkH/3CfWVwnejrKuh7u456lz80LazJ+9CEZV5lRi4uyH3D6YwaBhSe1cknbti5dMehUxBTVENCpkSsY421l29sA0R2nTLQFOeTG0S5HLr3BGAQ8u1+HWD0K9MXxCG7UBP3nG/yjfLzvPo9n2299acaVrk9a3q77473gMgZtAxGrZvxMssGw+rUhwrBSXvwpQcjNM177+urY4aPX/5wE3U1xaCvIB7WvUUIsPP1Ih4qtmgzOeLn7PoErEd3+D1+HRfRWFBJX4ifX7X7sCfWh3I+PR1XH2nUlOmXr7kO8ab6JhJdPC00jiHZ6Hx/f58qfBOFXZqOtfGtkVeU0f8Azn19UK7EHvP/rn7lSuVrFLkIkXJ5qHd2bZeUxl+/uEJrWypjtltBLgffBKBSLsekUiM7OyJ5+7nfwKPT6dzY8M1FMf+wjLjBnd3tVTcaMI+n620r7iDZaApQbO786fDfLK1XLj70WLSg4b+v3K+L/H/f7ykK/8H4KRjEAHv+pC0L6FVAQm7UCs81i5m1Gpz6qqEWffZi8LQ7SVkXnRtdYhbJtRevrZ3oGqmH6Dj6x0w+2wxKUpfKjtrWp70vPkTDb9u4saGa889z3GyR4SLjJmgZa02qGnv587Hp0dSfLO8zW0Nn1oUTJkXTshPw7CaPgPpoT0YhoXTb0N7xnwYjuf4TmpZ2sZj7O24mZvf3mhr189EWPxGFCIt3u36KmcNpQyeEs87G0ZprLciagtLlnenJrAzAZP9seoXhsLcBvnta4j19Ejbf16tdiXyyKekuQ3Ctj6D5NGTsehgjnjD76R79wbg16fWPf9T+De1ksr4JIIM7jJ6btPMaeP2h2yq2JZXhE+P1ZhY+KuoUeNmRGCop8TZooZOdZeRVJeSbt8Ll5wLnIkUBIoan8e2DR146BXZ5vGfR6tq7hXckpLcZ/MYzkzejVOkLVMlSzS2j4z5jN9F7xLSPouHXpEq24zOSftYH9uBPtO7sCJqC0f77FdXNk6Mp7TOgNDyAyprl+iYSYStGoSOpxcN9h2YsNOd9zYKwWXkvo+59+OfZMXmsyJqC2tWd6b46eCm0wRfqvLLeXw4iz5b32LAX72f+3zC1wxlhdFyLC118HpNvZ6rNbpxc3rfOx9H4DSkqZZ1zchfkdbWadybRgRO74p5SLenXr+tZwBqzqdgEKZZL27TwxwtXW2VEE9jKUJzPI9y3ZrYk/soF9qP6EtW99dxuvonse/+TMSGV5hZNo/UK+oBy4vSxLvPD8G4Tx/KHDthUvCAVLtIpn+SyO61lsjXLKQ8q4wnJ3MB6HVtM7olT57aJGneN7uky+T59tQ4RsR3oyi6noyhnQXGob1IXPETrn18SXrtG7X2NGBKAPrWZhj2DKHft65q+w+N/x7d3DS1YD1weld0x31I/Y4fVW1bl8S9vD6nlL/9fkIskVCVU4RNWFfEBobUp6cj6d4Lub4xpT//xN2fkuj8UWe09XS4vq6JYr8iagvb9Ja1KX4UOL0r0uo6DaGzxm3t3Nrxw+QSrgWMpXfcKg7KX2Gw4RkS35tDp3fCGHJuFMcXlKJVU8GjjTuYJPscgM3rO+KafY4GUzuqDKxI8FUX9NK11cG+qzVWXo7Ul1eTm5BN0fUyAI0sYyNsepjj8/U8Cm38sM2MV7OAahTraYmw+I0UffsNEgNd1WRB5NFoKh19uD/2w1ZrodtCo/ZA83vpMdoVx95dwb8bGV9/x+PDWXi96Y7jsL7Iy0qpfZKLQXtH7m47jmNQe8y83ah8mKl6xo3OBY0ifY2wDDSl8yevU3j2suq8DVz0MHU2xjHIlYqsYsqzBGV2pVxJbVm9Bi287/Zx1PsGI6ktQ3HtItfWn6Q2ux5dWx28Rnojra4j83ImXsM7Ia2uU00Yh68bjsSnE7FR6hMMbeFZ7fuz0OfUlxQ4BqrZnoFgI1fbLOP3KOk7ch831XeLRCLmTxjDym1/oK+tRd/eYQSffsAihVASZYU2xchYr+WMu0izbr01NFd3BvimaoHaBPuz6MXN13mRZa3tLzpmElPde5ORug3f4LWYWXVp9Rht7actCnPf0T3p8UEn1W+lRwehrxTxpZa6Hsr/NJwHOtD+qwXIju7T0Nl4Eez9LI60G8KE3J61FiQGj3uprvwS/yN4mcn9D4CiVsG1NfGtBrgAeReKuD7qE+Z/2km1rKKm6dEppUqKC2sY3KNWLcAFhJnm33+kc/0ljcwewOXACS8U4BYppRQjw10kKJgeXCFRiWG9OtKehmp1CnFzwSHngQ4E1sfx9rQIElPrkS76kST9Hhh2784ZizcB6OgobZOG/Nr9yTinxLX6W1s4seY6Pu94Ir56msvF2hxVlvFqjT5ZqUUE3t2jtu7NX4UBn3KYIPsvlmijKC5CcT8Fw0lL0HJy1hBnkBuZ8qDEGt26MjyH+uHU04vJs+6rRJreeattL+d/i38T4AKIevhyo9MYjg89gaOni9pvA/IN8HRzIvHyDBKvzEImEwZKjhZSRkp/x0txh2T97nyZMpRJsx5wWNKkRtyYvW0Z4DpF2rYaqMUMidE49+iYSdz2Hd1q9sfUx5AdDl8Svm44WbH5TJ4rZC3VhE+ilhG0pjf3S+3JjblHx/dfYUDxDRKDx/F57QLVevcPxqttW+DXA2lQJ85ELsLcwUb12/n5x4gdsR6dJ/cI7Svcq15L+3PD4z1K1whKj137BTJn7m2Mbwud7t2fklSiIA/3nVWd57MQN+cwHyePZ/9PcWrX8+CvVE7MyVX9v/G3qKUmKgbEzu/OqW3TGOC2hdfuT1YFuC3RKLTUPMDtfvtXwlYJ9aKdZr2B93tR9PyiN6ErosgWqYuMHY8upiWeNajTNjZkUOVtHHp3RdFQj3ltLnWZT+gyLRCRtoR+fSzVths5IfyFAtzIv6Zj6OGKIj0Ng+oCEIlwUGTy5fIemBzeRuL2FCT6EtW5DF0k4urUtm3M2u2YrfZ/Ux9Dus3rySabZZhNm0XxvWzKz5yj6FYZ+q7O6LzfREUMmOyPVWgQujaWUFmuPimzfya6mclU31AfsD2asIXYml5qk3evzxGCmGtr4pGYGGHbNxhcvcDYFN3OXUmwGYxIIVcFqKaerhoBLtBmgAugra+LVc/OasvcXvVgcF0SC74M5duPqrgWIIj1JFv05sadGopMXDG2N0JLX2j7fykbQYZLHz7SEoLOI+H7sPttEb/WjUEpEmGZpe4IAGDuYYKhtTF3d93m7k9JqgDXyF0fqwAPlRBTI3Jj7jHLfBV5dp2xjt2h4XFstnh5q9eXZhRIyq4HajWfsYNXYJydTJdpQ9q8L63h4YEM8hPVhbOcx79Bcu+53LcKJfuS0CcUPSii7tFjqtIyuPH9Fa6v/4fSpArE2lpoW1pg7OakEiuU1zeglMk1juXQxQllQ4PaeRs7GGDWzgyJsQH1dRDwz0mK79ZTEF9K9y/fJSx+I4F39+CWepq+xxeSfzYe5dG9lO/dS+reiyqGT31+A9LqOiSGenSI9EAx/hMMJk3H2FNgm8TNPgS11fTZpinS1BKtBX+N+2mETY/WieRn+n2B7o+L1fa1ImqLWoD719dGDDMX7sGYzh6MEVnwz/vDcM56jDYi6mVy+p15hKmoicZbjhwlUKnUvK9tIS5kFn/5bOOj+eFYOtlpMMhaomUbl39cfVJG29iQAcU3MNDXei6rITpmEgVKKU/u78DBbXSrAW5r/eOLsCVO72uaPKmtziZZUUsfkclzt/vvwn32+9wz7IbE9N8f6y9FCf9sfo2CrOPIGip545MS7v/6X0tqvMRLtMTLmtz/S1CbXY+oZwBEbgZg29pzqno7LX0xK/peo3b7r2gOQRFEUFZdwjbEAqsgM6Q10uf6nwKUKmX8pCgkSVlLKXKMEOMvEjo0w8xE9g2o5LrvFCx1c6m1NVSbWW4UXoncPYVZj8ZjkaDPa2GFhHeQMv2rYrwCzcjrOYGCQi3emBJOr6uLONvi+F37BTJ2oAID7VoyvF9MhUBy/S5fLbwMp26ywHsjq27PZPnsH7BAm+EiMwIsV1O+qEFtm+O/X6TXsO7UxgiDArG2FrXZeYgNjRDrG7R2GEr/2E23jzuiqJZg7N4e0dPamSmz7hENdDZqoglat3dAIVf8K7GLRjSvyfm3ODttH++yj4jvRhGFMMOsJxKz8rGIY18c4qeVYzEzOsoPK2die2oxj45exnbZMq4/Mib+hECdcjavbPWdakTKnhSOPqqAcwkas9jnPv77uefYuH7Pmz9x9/VpOA/zpHE6I3jzYDYj0Gub79uigw0fPfXVbHdxFwNLBBXqxszt8QWlnA0vYf/ii3AlSVO8I6dp4GqbeIV8v2BiR3/HxLP2yC9/w48ZA5AnKjmy8wLHN46GaUEMACpbqQutKa7BIrJ1r8WE35I5+tsF1bFvfntDKJx8eh6npqSwYlMcHb98lcOhs9jlv1Hl27ixfiEew2cxMEk9CLQLVfdsDl83XBik0rTf5ji6uI7zMcJ99h3nxdv5s7l/PUV93U/rOPWhD302myJz7MA/8mFIOioZqHWCfL9g3jx0jz9+EOpPJ/rG0nwovFVnKY+APpve4MyUPUR8M5IVx9ROAbGePhLn9iiMTNEvzoSe4RxQvC4IVB0W6vP/+FwsBFet3OPmEElE9Nk2jsuu79PD9CCkJaNz/zaKhnoy5q2h7noZjRWdSfOOY/K5DBYKAz/bw4eJboWB4DbcGZOuXYDLgvWJvy+IRRQEDuPA7PMcQMQuewNVQHnmA3U11tQDqXSeMhuDqzE82nlIdZ6d3vOl8OgpdM2NMXRpyqRE7p3KjEMNOLbTo7G6veVzq84uQMvIAO3sx2QcOI19T1+s3PrwcPEa1To552+r/m5811VlGOO9SdyeovF3fXk1xvoGRP76Pgnf/o1cqsCuqwciLW2cTQs5ndOJoBHteXgggy/X5GBhZ45lVSZplwrR1r3OhNlf02lxT9IuldBY3HHh6TPrM2ogl/5Op8OI9tiFWuEY5IpZd2EAr5Q2qIlHNULXRAeJXwA23S6pSmPSD93jjw3CZGGl3BiL4AGAUBpg7GlA4LYvWXczQHXvGuE/0Q/j/V+QiybSt/yOscPzqng1UZVWq+ahW+nog664Affcs5SZaNFQIqU6t5Y7Oy+q+r/KChnGngYopDKUDQ1ou7gROCWS3KeMhYqsphbVLtQKEwdTdE0NKY6/rXbs+gqhn9KxssDYvhyJiREmXoZIJLqUXbmBYXtvjMufoH92GzX1DU+p6Zr0dIDSjBLaR/hgGODPWz8Y0a5DB1YtHU/sa98DUBRzGuWML+kd58/5gdFqvrSNuPpTIuxVL98QVLHVM8qNXuCNcOxjQ/aZArT0xTw+J9is9T3xOSvWaZ7ndf+3CFfKOKGrx+7bwrq7fzrEO2JL9mm5U41CFeBu03IlQ1nPExqQoiRA1Hpf3Raur7uK6TovGlvTyH0fEzta8CB83sTy4QOC2kDzvkViYvTcY/6oXEwmsFlRgLauMe06vqdxvIgNr7Di6TfVVmb4WbAKMqPoehmF2ScRa+kTzPPP67+D0OUDuGk3kg7KB6q+yMhdX03tvOX6ZSOnUScyQOf+WYYOfhfyzlOSdx4QY27TgwM6S/h4aNtssZd4iRfFS7ryfwBaKo8+CwFTAsiaupUV3+QR2MuNSbfGtUrl7bt9HCJdXSoTEkncc1OVJXYe6IDr4B5ou3sif5ymsidpDcvlOSQqa+kvMsFcpE2wyBA7kc6/vr5G8/ZGOHRsz6Rx9tR3bcosiyQi/Cf4Y+rejrg5h//1MYI/C6Pq7bmMnSUEko0dQ6qyljnyJ3TsshBrx35q27TVedj0MMdtgD/lWSW4bdlH9px3qc4WAiMzNzuUMjlFqdnYd/PAwLMjskJhAHRx0T9telw6D3TA2M6EpB2p+Kb8Q53IgPZPzjN0Uwfqq9U7g/VrAijw69Hqfv6raElzCls9BJcVV/BpSCa6qslG55dpMeQ+9YXducGRZK+2sx8NF5P59ddHFGbkqClWvkinHNnMn7DvjvfUBsBuw50xdjAnYVMCgdO78kuPnUR0qqHUP0hdHXfvVNA3RG/gBEqSLhPfEMT9LG3e6nANqZYeb31WzdyD7wFCZuiXDefQkkiQS6VoSSTM+2d8m/epOeWz7/GFnB64FFMfQ43JoXb97UlddJqo+DkMjn1FtbwtkZC2KG6NaKRFNy7762sjrvu/pbbuwLd6Efiu4Cf6+GAqPZb3pOMr3RgSN5rjQ09Q9SiTV5MFAbWfN7jy/swm79LGY2//6JiG2m/WkXsM6JBGRq0jSU/0GfDbYFXNIQgWTqmerSsEt7wWFe360nqMug0m90Ei5tePsNt+vpr6Mgh2T8/bb8T51cjOneDegWv4jAmlbPAEzMoz0aqpQFxVRsnJMypP6n+DyL1TSfN7Hffkv4h9VagvdBnsiLG9mUqptjWWQqOaNAjZ7RpTRzU1827zemLs3RGRlQ05Hn2oVRpQPGIwQbOG8TBiKuaKQqwSjlN84SpvPPoIgOWPZ1J5r4bI/TNRFOQhLSlDUd/Ara1CVi5odne1zG1z6Dvq0m3f19Qd2IO8XoqJrwdia1sUeTmIXD0oc+hE2WdCWGr11VK+PO7FnOH5WBWlctkgiv7+Ogx4/QI1tXJEYjGfHv2AFVFbGDcjQmX7FLoiigvRz56FMHDRQ16rwK1feyQGukimL8Sk+JHKWqklvO4dwzHlhIrKXXo6lU1fx3HqrSvEvvszYasGsa3DeoKXdMfU0Zii+yUY2uirAuKCE/fwtS/Hu/IiNUa2at8KCIquVnv+Iq3cHmWPJnV1t+HOuI4bgTw3h7s/n1SV2uhYSAiaHoa+n68q4AGhT+g0fTTZh89Q9qSMiqwqatLrCJrdHcP2jmSfu6VGn3Ye6ICNrxMGr45BqaWNTt5jHvy4h5zLBfi/F6DqsyP3TkVm54L24xRi3/251XsU8d0oxMYmGIyNfuGxQqMgVPCiCLIupaqYSNom2mwcvY/SnAKs2tnz27upZKzYoHJDCLy7h3eXyOk5oBPTUj9A9t4crlf64rV2iMr/vFPyAWySY9Xuz4ugz+YxPAr/kFq5nqp/C14UQW1BKXd+vqvyk+06sxumwUEU3n/AowcZbDp/h8NP8nl47iD62iJ08h4jy0hH29ycwqBhvDlb6H8NLUyZ/vsbbR7/RdBSSOtZaN4utKUi33y9xrYjXlHFEkUOnoGLWXtHU+OgLWhdu0s37etc6dJ2v9UIpVLJzTNjCa2tYqaW3Qsf498iaHZ3iu/nUJharBbUdpvXk5vfxbc6WdLYFxflnOXezcXCfvrtY9qZuSyUZ5NFA3+aBfBa6e3/Y+f9Ev978JKu/H8ZEjYlYDx/JDs9fmTijXfbrFWVFhTQ8OQJWno6uPd3F7z1XPTQMdQBpQKpmQ0F/ca36rkJ8EhZzyVlFRPEVozXsmaE2FwV4Had2e1fnfO4bweq/V+iI8H7J3Xt35Av+pF1Nf2/FOCuiNrCKzfeYe8dD6ZFh7PPa6vqt1OKCmzQxsqhr9o2P21o8mrsNMFXjR5UEF/KlSXnsPIX6KISA10UMgW5t/NQyuSYdPKm+GEpKX9dJ/Pvk0jLKxB36krgh91VfpstkXk8h8fn0gFI8h7GQ69ITvdfzLdLBT/X79b5qujA/90At/Famnd87l291H4bHPsKhqYe3KqqovopzavPtrGqAHfy3AhM/1ittt/A6U25kx7RoTzOFTN3qtCBPi9LfXHTHTXKecLnP6r+bpnheXQokzHpU+mz9S3Mhg3D2EhMqb+mMFHsa99z7k0hE2GQfgdFdz/cR3kxcn4tr88pRVbflLEPci7E0skOuVSgxMulUoIXRVB5rvXMxwd1n6nuVf/1ziT8lsynzut5criJpqalL6Z67SG+XX6e83OPvPCMe49b6tfbuJ2zbwc63xMEolauCmLcjAhenVeleo66tjoc7LqTIdt6o3vjDvZJl5Boi+g07x0uLDhBdMwkzk7bx/V1Vzm8RBgwSmho9bzyHj3B8NZtDnx5Ce+xHgBU1SjRk1YR8M8nnDrygPEV89W2aR6INvc6boTPO5oZ7UsSoX3RbaikqlO4RoALUDq+bZqkx2hXIg/MQru6jJq8YjxHdEMrKAQdWS3iWxeoP38GeXamhoL7i8B5oAPFPn04n2aHwrJpIJh+NJu7PyVh7dd25q8xwAUQKZXU6rSg6SkUiOydKHPpSq3SANu6dNz6eCCvqsYjaS9WN46Qf/I8hdM20vvVnpyalqbKBEpt2yO2tEZeV4eukz3dPhmIsacBtcUVeL0ptOUtoWsu4eGCZVxddYmHp1Iov3sPWfojim8koUxPo1DLAecB3bHp1J5r9YHcPnObw/c9eGQZjLme+iRb470MGdKd4A1NtOy2AtzIg58QeHcPwZ+FUZNeR31+Aym7HqBUKDEqz6L0zz/bvI9nHrshsxRUVLvO7Mamr+M4MfqcKuATaWnx4H45Dp0dSD+aTVVarZoYoodtNY7iTOJHzsf0vqbITee1n1AuM6Fv3naN32RPMqh6lIlI3ESVNnDQpSg5A2n6Y7V1TRxNueg9DcehfSi6U6YKhPSsLRDr6tB+3Kuq7wgEFWbTwE5kWwZQp2+JwsQShUxOz0UDMQ9uakflhQVoPUri6rLdbd6jmie5NBQ8i0/TyjZPz09aWYOBZVMmT1Yh4/PZ9rh39aK9pz1PrLvSYWKTyrLJub0c/CidgRt6CiVU2sb89FMadj18AGFS7a3ZBXya+R5dZ3bDzM9Ig64c8lWkRj8Y8c1IxMYmXHtiR1GNUAtrGWjKlSXnSNh8RxXgAoLnak0VRnIZHU2NeTUsgOr6BtKkRlwQ9SXDawjaHl486vYOEnm9qoSiuqScFVFbcE0586/uVWv37XlobJMPLddSt6o7o27FuGO6UPKiWsdewiYbCV1FBqxJaNuft7U+XN6tU6sBrtr+n6K04Ap1NTn0/S9QlftseoPQ+O9VQm/PgrGPB48PZ6kFuD2/6I1SJm81wAVwmyAkN6orHqiWZSbPZZk8hxwaiBKZYvJ/2O7oJf734OWb9B8A/fZ69D2+UGWb8jykH83m/PxjFN3TJGbZ9DAnZHFftE1NkNc3UJ1TRFV+BTqGOth3tkXf3BB5bT2S8kIa0OXygPV4psbgtC+arMldudjPkoI/NrNn4FD0DG3ImKbp/XpjwzX6bB7TZu1Na2jeCGckpqmZ0wNcXHjymcJVLaFjIcEp0lZNBfbA9vN02zSUGxuuYeZnhFEnI+KN5ESITJi1SL1u0ljWRKl6K3tGq8doKCwmdfK7yGtqMLQ2pq5ASl1pJYhF2AfYU1vYwIN9j1HUN1Bp5YaRlwfdZvTGzK91elBrHWi6d2/e/CiCHJ9eL3ztLaFjIaHX1R9b/a2xk3xtWTi71qvP6A6b8AUNCgXnlOoezcPGhTEy8VM1AQm/8d6YDRlEtzlCAK43+BW82sko9Q9i91rLZ3r2ha0eQtyBK3w4qymgbKzJexbmFs3gdP/FuL7SJNQ0bJygFtzxdWECQlZdy7mAIaDVVHnRWlCX7RPKz1PVB4qvXBuLw6TWa1dbotHPuLk6trxWgX/cKrX1GicqmqPl/RgRrU6Xb9xu7NpIVXakPCAQRwt1Ebb6/AauLDtPblwh9V39MdGqwGmIJ7GvfkvkbxNwSL5I5F9CPevFbpM59nk1yV5DBKsa4I911mrnU92lMyO+CCHaSpgo0NUBg8PbufR5LAbGwsA1bNWgVmvDGi1mGuE91kNDPOjbt/ZwNVVESkYp2bpu/PowWOO6AbWgBYQSh/DL3/DoQCrLPXewU3cKhX8dJO/OEyoe51D6559I/tqCWE+PhooqMmPiW1XNNfMzotMEX9X/W7av9ZV1WCafwcpMQf1ZTR8jzylCPfrBFUIbs32Di+r6AXa7fE90zCR+Lh+FVEtXbdtra+KRJt9Fr64cx8oUDG/FYuLqQFHCA+5v3kdtega1pTV4Jf3B+PAsZGlN906SnUbh8TOkHrgJcjkSL186RHZErK2FWFuLjiOCBbuhZihLrCL7jMA2sepohVkXP7Rd3KgtrUZsZkFpgxFaLm4YBgdz674Yz+4+DOt4H/dLm/B7/BfHExTU1TfVNPq848mXRus1NB5aw8OOwziU2Rld6yZF9s4fdcaqmx9yiT5KedsTEGZGCmoP7xf+DuzEzg2OVN1/pPo990oSa8zWcHXC/la3rw7rzv0hb1Of30Dq94LWglOkrUpJOMkuCrc984h9RbMe+96+i1xfd1XVFrkNd6bTO2HoGuupqMWNsPF34/ZDXdDRUWPr5ManUJ6cBjIpDiMG0CM6tGkSwtQCPWUN+jVFiHMe01AlfPeKmmrcR7lgGWhK8Y1kMvafeaa38LWvL3Px0yOcCxiCrAXrp9fVH1XBULv+moq+GRceoCVRH+ZJx/Zng/4SlsgX0e7kRoo7hnJ9eyL39qWi6BLCmd4LVAJdjvG78Q1yoXD4NDp/1BnXV7yIjpmErq4WOu9Mxvfn1QT+9BVuwwVBN2NPA7T09ajPb2rjOr7egdL+76KwcSS8/SMsPgoFwPz3v1TnbBloitebggp1Q3U90sIiytKyufbdDX49eQ2RSESpwpYGuRjbyodkuvVl/3VbyiVWnI2I5nDoXtXxJs16oLonofHfq12733hNsb1/i+btYaOVXGM/tORzdTp3cwYbwGSdAIoKcpgstlHzw/2fgErpWVbLo8Rv6CIyoJNI/1/tI/LwPLZYf8kTEz8NHZKW6H77V8TG6m1qp+QDXB36ncb4rjkaa8Wd3N/GN3gtHbssxMSmN+1EukwV2/Kh2OZfnfNLvMSz8JKu/B+A4xaBWF6OZeYcdXsckVislqF4nqptc7gOdUJLR5uG6gZhRt3GCC0dbVJ230Neq0DXVoeuU8M4EbKUdUvmcjX2Z0RiMXr6xtRWC8Gmg9sbuPo0WVS8MSWcdxzOoFeUiTw9jdonuWRffaBqDENXRPH4xE3VYKst/BtK0Iug4+sd1GiVIDS2UWMPkHJtATt9fNnk9j2dwgMYuqD1LOmKqC3stF6rNlB3irRF38YCA1MdzP08UMrlaDs4QEMD9385TFFyCY497HH+8D3keoacC1O3IOr5RW/0nBw4M1GgJEV8MxJl997sKBhI4t0ylg9K5MHkObQLdnsu1dIy0PSZkwCNHW8j5bHl8tYCv3qlgtfkaUwV2zJQLHRWkXs+4knACNrd2IvUzY9qI1tudBqjsW2frW8h9e/Flf4zVIO+5s818rcJxL7dZFORsieFA9vPq86j74736P9HiMa5bXr/AKU56u/P8zKk2saGKopY5IFZKuqjY/IFps1OJjpmEo8OpOI2wgtjTwPc/9rBLb/XiNw1kX471VkJMUNioHNPNuUM5cB2zQkeEGqsNxl+xbFBOxl07B0yLz5AtvUEJf7CvjL/uceu78+xeX1HjJVl3PUZodq24+sdVBnStq6rJaU5cs9HxL7xA+3626vUgkEI4gytDfi211+qOtvm+9V31MVvbCCisR9xNeAdQAhGrabP4HyPac+8p/8Wjee8ImoLB7r8SvyKCwLFc8H7VLt05lB+d44ceKTmFdxSNboR4euGc2/AAp6Um9BH5zw5Xy7BMcQHXScnMg+dUdEm/cZ7o6Wro+aHCkKGNvN4DsGLIlDK5MSveDE/6pb33fLuVfIqjYjK3UT6zoOtCjqVxN7j7LlCRn0VqrbcwEUP9/7uKBVK7v6UhLaJNhE/jKP6XhpZl1Kx9LDj0ZkHVN6rwX+iH0btbKnMyCM/MQdpnZzShAq8x3pgM2US2k8eUH79NuWZheTdzVf7vt1HuWDuJmRcjDw7kB46ESUijifZkZdbRwc3fW4nlPFKfwO8NgoZO8tJk4jrpS601eendxmwV/0aXoSZoKUvRl6rwKaHOS6bv0GnvpLdRf143fYcl4Imqc6xvrKeJydz6flFb24M+5ZeZfs50+8Lus3rqaY0HLZ6CA0l5apn1vvcCi6N/LxNUcKQ61uo/WWTWvvpFGmLmbMFidtTeHL4HuMKl7dqbweCgnL68Sdom2hj5WOGSCyi5GG5Wv9kF2qFrZ8jNUUVqnevOcwDTLD1scHCuz21BaWknUzF1teG0vRSim+WYx9ujaGVIWl/p2PmZ4SluyXWvs7oWltQlS5MIjSKP7ZWEtEIbWNDAib4YNY7lBsLt+LY1YlxJfNV7BQQvG1DfhygelcbLZpqs+vVsqUt0XIi69Tb8dxYuYeuX75P1fWbqufRfL3day2xSj6tquu16WFOp49HqbX7jbAMNKVz9NuqdUH4Tg0sDJDVy1RU73b97XEK8eTyl2epVypYqcjlhriewL5f4xvyFg7tzHCw12H3j02sIK9gX3z8LPl7m7o4ZbeBXVnW6TDf5L/GkZ0X+HWDE+Z/rmX4lTf59OgHbd6LF71HLSd2DfS1qKmVa3w3vX94jbMf7WVRrwXcjpuAk8e7/Pjo4gsfr63Sl7a2eZz8I0XZB/leZof9vygvq72QwoalTXZwbSHt71T2bonTWK9j6gnGz0xnzerOWEjKqZAZ41N0mgErW7dsivmsnKhlrSd2DPS1OPFnaKu/vcRL/Bu8zOT+hyDfL5iTr5+nQ5emQV9LCt4HMx+23KxNPD6cRdrf6WQez8HYzgTrLp6Y+7ihPaQddd0MUbobUCBTsHr+KO5c/pP3P/mO7w6U8PnPhbw+/XdembCerzb9wspVQRwfeoIjEX8z9tYUZPt3QUUpii6hGAwcTMf5k4ncPYXQFVEo6htoF+JJtzk9MA9omybz3w1wD3x5iRVRW+h5U+hMWwa4AG/NLqAw+xQGxm5UrRPUGu/GJWis14jomEnYhjfRyDxGu+I6vBcdfz2AqW9HRLo6iPV0UZpaInPuiI2vE4b2+igVSkQlBYiTNWnjl788S31uPt3m9CBy71RyB37IKUV/dv8YR+KFOwz/TMGpGZcwcW/33Gt+Xpb7/VlCpjrwJ3XD9+iYSRzsurNVZcZEZS0KwKVZR/jg5wM4nvuZGu9gDtRE8dfjLnQ6twH5hve4HWXNb/IitsgLeHvhj7yz8g92D+nCTnkRNxTVLPTcgEypJEVZy7Ite/lOns8WeQEKpRLvN7zVOsTT435hxlMP10aYB5jQLdwDh47tCRnSnReBtrEhA0tuom0sUOCa27Q0BrgAezYJnXLlvRqVim2tpybtvjpiNHPOhVFbr8C6vaYZfdCArmz/IJtXkz8g5X4tJn6eFMSXqgJcgF3fC9neybPu89Zs9YDd8tMFz832+oX6qytKv/EDAIZWhmo0wLLEKrzmvM+rS8M4PvSExn5rs+u59vVlVYALkLLrAdUG1mp0uBVRWzC/cx355eRWFdhfBId6CBM50TGTVAPigvhSis9cxNKnOzm5DcjlQqbQ0smOr78OxHdu61l0rcBgfHNjiKr6HdHJv9Az1adixIcUBA3HPqRJYf5JfCYlD9Xvr8doVxyChCz/lSXnXjjAjdzzESKxmK53d6vuyZy5txl4bxXK8lLqK+tUmSYQasrll5OJsozn/b+jNPZn529DQ1WdyvZFViFDWlAICgX65gboW5pg5iwM8DIuPkY3tA/SeWvwmzIcKw9LgmZ3x27ieJRiLUouXaeutBJZnVQtwPUd54V9D2+qckuQN8gQ2zvRrvQ21g3ZWJuLCO8uwdpMgUKuoFfDSZJ/vycI2YnVxey0jQ0xePczDPS16NovEP0XENABIYDyHiP0VwXxpVzt/C4XekzFaYgnutdjVfTdtL/TaaiuR0tfjF54JBb61fBQmJQx8fMmeFEEXaYFEvnr+xQP+4iCu+mqZ5JhE4yZR9vnoxSJkX30edNz2T8T1wGBWHQSjv2echuP9gpZ+qDZ3en5RW+NfYR8NQgLT1NKH1cgq9ekWXaI6oKOkV6rAS6ARE+L3IRc7u66zK2NN6m8V0Pm2WxVm50bV6gK4uwD7DF2MEepUFKbW4iOqSESwybbG7GkdaHBxnauoV4OdbWUJVaRtCOVfz5TZ+Ek3K3EZVQkLoMdMfUxxGNgRwys9BBri7AKMmvzPg4bF4axZRMzq99vPWDXOWpcAyh5kK1aPuoDQQCyY5C3WoAL4D4kEKW8dYXj4pvlXJq5TW2ZfaAbEgNdnlxsYgvomxuQ8td1qpVyPpdnc0dZg1fXZejqBqKQK5DLFeQVqE94pF5Jorqm6bjW7R2Y83koK+y3cqbfF7wSKEzC59TbcenzWJQKxb/2dU78o2kS0S/Uv9UA98SfoRjoaz6/gYf6s3zgZh4mbkDXwJ6tu9pWeW8L2/SWsXGdzzPXWRG1hZqqDHIe7yV6/Gv/KsDtnLRPFeC++VHbbgHaJtqqALc5wi+uw7w2hyNfSlEoxbw/8zFm2mVt1uIDZK76RmPZspXd6P2qppXbS7zEfxUv1ZX/g3D6/Z28jlCT13VmN37stJ2MRyUq/zAQhDoe9Rze5sx2ayi6X4CFd3uWxN5g7fFmdUvnrqKrp8+C9UexdetNSZkcpRJGvjEGZ/Mq2mk/wvrWUWKn7cMu1ArvcQOQ+YdwXiucu+k62FiAUkuEnqOCMN8EKr6MRs/UAMt336Zh7GYcdavI9vl3s3G5ygYOKsoIFhnRWayplugy2JGUy0LQOnyBnGOX1iM/fZSLC0+qrSeX1VCSf4l2Hu8Q1eE+7Zqp685f3AtxsK/Gvs9M/B0dCwkNJVKkNU10K4mzM/LsTOSVVeg01CEzd8SsTzj15VWUpheTH3OGguTWa1IvfR5Ltzk9qHPxp7DBgtR09d+P7bqA5bSvacfBf3ObAGHmVT9UoF/ZDvQkGjjXStlcxvlUMBCufVnaDKrSaslTNrBOkYcP+rjTNMjKPJ5D5vHdGC6t4nDiTm7diGdayl1Aga6+ISbKevQRo59dh2FiHA9lSnKU5exRlqB1fCijUKKQ16J/OhshhIbvT2wmYeAijfMyCPNmwC9JKkXd0oQKur7nq1JNvfQvlCXX9vuWmlq5SrTr3r5U3tYTqfb99ypDrj39e8g7oRADl4ImEQ3UX0xh3RKhgzc4tZuuXVcz/OQ7XN98ldAVUeh6e1PaIRjl5lVYOHQn+ZO/WFVSSxfdV6i6pznw/aZqATOMWrc4Gb5ATugPCYR9FKBa1jjgaswkDlsYTGKzeqxTExORZqRzd8dZghcM4dwMgbrpPdaDAleBAvwsAbnmsL57ldfm3tZYPm/eTaJjJtE4DdQtYZfKSuZF0JzaHvHNSL63Wc4M5XrkTzPs5w5cpaZWGIhO2jac0m2a+whdPoCEwSvJ18vFrCqbckN7Kp0HoDuqntvFTtgbV2Hj5YvL4BukH82m42A/JEaGGFoZUnivEIVcyYl3jjH07xEa+5Zcv4s0qClA9p/oR8mjQhULRVFWwtxFIYye2xQUR8dMgjfG8STkXTwtbWhITaaqoJKO8yZSbdOB/kV/Uh97sVXv1frKOrLj89Rom3X5RRTfEwIGw25BVB0W7nbnyQOYf2Mgt76+xe61w7FKz0A85A1KDG2wuPQXT648ol2wG/oy9eBr3+D9TMqcQ8quBxi56xP4xlhEV89i1CmIIEd77CsfUGtihizCH62UG7gMdMSqeyeUDW1TY7UlYvbMr6HM0IkUrzZXA8A1wgWRuPV58jNT9uCeeoo+E69ypvcC8i+VCHRxLS18b2wldrJQgxr77s8EL4qgYtpqMqXGtJNnkvzUnqs6MQn7e/e41EKttxF+470pXbMSx0FC4OU61Ikql84YNTRQ5hMOHCJ2WJOugGlEGMoSwSpG31EXuy7WuLw+kDqPrkhO3aImvQ7PoT7Y+slJ2JSAXagV7cO80HV0oCqrbXZSSzVhoM3+WalQYtzeHm0zU2QVlZSlpiNvaKI/W3awQM9Ul9y4QrT0xbgNaa8WXKf8do/7fydi5K6PWXsTtK7HsWv9uxTIbfn5EAzvK0Fa1wmXoZXYZGSj72SHtKaeoutlFCeUt+kv7PemN34ICsP9tgnfSaeYhWpe4wCeo704tm44H+Z5oCgvUy3vc3op4rxMau7dVy1zHuiAQian4FYJDSVSFU21Edqj3sHiynHqm3k2N05Yb1QUkE49v/65j29/tcTcwYbP36vDtvg02tVl3LDsRGVx0333aK/F+LWWXCr2wdWigtxK2CSZiQebeOzdh1O/TYD7CcQ2O37F2VRMej/nJX+Kf3YI/cPutZYk+LZedvEsBB97k0uKPJaIHZH1/PfbPzyQwYq6ZJWjRlsozDqBtrYRkyzEaBp5tY57+1JZNV/ILA8aG8qE2m/U7lNzVBy5C8vUGU7ha4YiKc0jftSn1Oc3sGbkr8J+vTQn/wC+WBpMWPpWzrscxeSb+4RF+TCiax6uN3cT23kSPYEwY0PgpU/uS/z38ZKu/B+ARkW+iPOrWf94MG90z8H5xp8ccPqEOykN6OqK8XTTRltLqZptawvePf0Y8YVAA/VN+QeL8sckf7SIOpGS/jeTsbTvi027QcgaKlAoGjj1fh1mKNBu7wJKJcqKMuqfZCOtrEbf3hotnwAqbT1RiLV4InLlxC1jju26gEPH9nTs5IC0QY5MpiA0SI9wg3gMc+6R6jqUabOTVef0l8+2NlVBW2KhPIvbyhq0gBliO/qKhYzwsgHfU12exptXltERPdYNEkbJR76UcqHHVI39zPJ7jQe3l9G17x98GfeF2m8dX+/ANO3lrSoxRh75lNghK4Gm2fPaPWuoupuEWEeCYYA/Cit7inbuIi0mTaPjbg0+73hiHxVOTteRbDvrRNyBK3QM8ub+9RQMzEw4OOAI8ooKzs18dqD7Iv57L7Jt174eHNvYi2qpFmtywOSpJYNcqeSypJr9dSXcow5rtPEXGeAt0uO9n+fikpnGK1ff1DiWUqnkqLKcNB9j7sv6YmrZmZL8S2Sl7eItsSVvidVtcFqez4/rvfhwVqrG7PhnX4Ww7PNLGsb3f7T7ljtbE+kTu4QRGx048WeoShm2+bkp45NY+cVFtWWN+1j9dRe17OuL0sHcU09huima9R5bKS6sZuRioZba5x1PjZrUltd5cIVETTgk8uAn9Puxdfuhw6F7WWywkkWls7myRFOsybGPDXKp4rn+jiBYUjzr3eqWsItR86tZsrw7ixY0facrVwVRHvBiNcvN4TzQAY8Z40DaQP7R07TfuJsBr1/g4EdPKD14SI1aauxpgMFfpxGJlHiWXiTDMoiy14aiZ6aHy3ereSVaCBb++tqIfO12uOee5UykMGESfmk9B+sGcTaumNSnNZS77Ner7HIMbt5WXU+HLp5s9v21VSrlsxBxYQ1yiT6VP28mYbNQTuI23BkDS0PMfdyQBHSl9mIcNzddUgtoW0PvjaNRKhWIdXQ48zTI07XV0dgu7e9UOjjK6ZezlUc/7cPKpx3aYz5A7+ZplX2Rfbg1GSvOEXlpLufnHgGECUCnUF90O3eF+lqqrl7n+oZL+L3rR/mTYhRypUrhvTka27kBr19g0ichqokzkUSkQXEVSUR0/bgbkrGT+LswjFCXLFUJjc87npQ8Lm71nYzcO5Uaty7cHj71hdpMELLliuwMzkz8HdsQCzpEdaHqSb7KS7bbvJ4UJT9B39yQhyceq93HgKS/sDj/J2em7KF7wk4KdZxwubAVUXt38nbuwbZXZ8RO7VHoG1NnZo/Bg+soyssEwa+CPM5+tBffcV7of/I5pvcvc3PJDkoTKoT7ZaJN4Ifdybx4X+1azfyMNCY82vW3x3VQN+JmH0LbRFtV2uE33hub8O6t0qj1HXXRs9IlcN4byNp7UrH7d9LOZhB+65JqrBC8KALD7t2hrgZpRgY1OQUYuTkjkmgjtrJBUVqMvKISRX0D1dkFFN3Lpb6ijnY93ZFW16r58f5b9D63giOiERiGC+/JzV+T6BNQr2orbEMsuDL/EkYGIkbdnq16PxthG2KBx/ol6D5JVVNoTlLWIp/3GilFSnZuXc/StduYGBWASCnH+EE8Sd/sUbvffXe8R0rQJNZuryMjMU2j7Q678i0TfuvIjIk2au1Y+LrhLOILDAwkjAytpajGkGWfX2Ly3Ig27eAaA+LA6V3VxD4b2/fGTG5zdeXG3z4+NoEp8nTCBg9g8onW2Xgvmlnev0qfqwHvtGktNE2WTo1TX2LPbCfD+/n+7Y3HPbaoilvvL3xmbXjAlADGpDeNtaJjJhH56/sonNxouHSO/JsPsOncgY+rFrK8eJrKz7vXtc0MXSTUH3/2VQiK7n6q40r09ZizX12EVNdWh6oDCYwIekk0fYn/Pl5mcv+DoF1WQICHCBNpMbUPH9Et6DG3Eu0pyKvlrZ7lNMwez49KJe2//JQDVQOJOZZFZpJ6o5lyOZGJd69S2Kk7erJq7ht1p330eEZ+th4l4OIzHm1tIehw9u1A9bkJpKcWYuluiY6hDrJ6GfIGGSKxGPN6KaYmJhhp69BgZEmFtjfX4oTj5dzPwNLODBtbQ8zNtNHXkSIX65DeoT8z5j5QOyddixcT1AIoVEoZ8FQRcJ0ij0vKSiQ9vLlz9hWqa2q4Axghps+REYSKjYk7poe4FQGH9tW/kmfuh56BvUaHcP/Ph1RHtU7/zf5NMyMmKylB21AfXVtrlKaWSPVNMW5ni0O3Kh5ma9bptYSZhxMKR1fkaGNkpE3vV3vS1UeLU4YBDOlryOkeYwhepNkh9dk2ljMf7CL84joGLXk2hfBZwVlzcS6Avd9NoLywgu93xeG44G0q79UQr6his6KAArmMoOBw9o7qhW70PtW9zftgK3nAibP9KbXuyO2Yp56lW97l9PgdZLwXy4wdr6JUnmVyQzk5j/7kPbEVo8UWGufjMtiR6KNN55sZAzzNXK7Kms18J8FAUdHdT23m+nh0MQNXWPLmk+kQBStWg0Ebuhr2SZeY/slFTk1/rLIqaj6QmDvvlmrfkYfnsfeylxpjoiXM71xHphAzYeZ1tCQfIU+9qtpndMwkKqO3wU51+rX3WA+amww3D3A7JR+g3+wCOgZ58+rSMI1BztALrxE0gFYDXIDSxxXoGL1Y812Wmq5iKLSGawFjiQYWoX4O/5UAF6Aiu4J+37oSHTMJbWND2m8Ulid98a2ayJSZnxFdvxjHmG8K6eDnyJddwWn/csqAvAtFtNu1CZjAHrcfKJhbQMeP36Ykpkkg6q5RGKePFmJspk/o8B5MD7/PLT8hwP3pwyMUPA1wh78Xhu8Yb1V2ouW9aBnMdXjqEwtw79OVGkGbSCzCdmAE6OoRO0AoD9B3VBeeag1PTl3DMTwAsU2TAFxrgfHeLXFs3eDO3ek7KIgvxSkigD9yQ3nXuamtsfNvh1fyUs7MPYJ9uDUeKxcgltYhSrmN7EEqNU9yKEzOQl6rUAXnAgRqaFuTMr5WuTTKPjW/Jz7veJJ5ORMtHTHa+rpI6irQEsPdQgca+TYG1qaYeThRkhyn8a5FZ73P+37VLxzgAqrvFkBbVxsdKwvMTYwIWWzD49N3MXRxQmJkQG1BqcZ9TPB9VfW3TKxDvVKHggs3sdPXR7FwA6KMy1ScOolRRzf0XEFRXoa0pIz6hxmU3M9B20Qbu2H9qVTKQSbFc2gAFf4FJO+8h46FNhnnU8m/VIKZnxFufT0xdnN6avd0Vk1pVqIvQeLoRJ/YJarJGYDE7SkYnU8HhDpcGx8b6ivryTyeg0KmxCXMnRqvHtTqmVFfWklthnqJz5Ul5+g2pw5jXy/EenoYd3SlMF54zkqFkuKHRWhJxIi1tSh+UIqOkTY2PrbUl1dhGxlCsJ0lKBQYdOzAxXm/P3eCphE+qUdIaLCln+wSjZwwEyMtghJ/VH1fqUsvce9GJXOG5nJ3lnr7ZdPDHL/PJsHDBGLfampvLigqWa3IRWvNd0hlMsYGuNN5/tdcmy8EV4ZdvPGdNByfiQoKzsaTuD2FmrTHeLhfIWrQEDYnphHxzUgVywXgfPB0LJde4dP511l2+xZVnQXP5rjZh/hyeR2Fg2ezcrcxqVcEsajNq8/R45ubLPH9hzP91CfGv18ZRzSgZ2X2QvepR3Qo3BL65R8URdSjZPTxeyBqvc2OjpnE6ld+UXMEaA3NS09asm3kSiVZSFkx2pGfYozo19oOmsF9lAvUCFaBcc+wCmxE8ge/qTzHP5ofDjFQ5y1onFSPnIzF0Br0H9/kzZF9uNtsu4vdJsPT/q1P0S52HrsH3wjvxaA3ukEzTbmOr3fg8bwDnDpRyoggzcnxl3iJf4uXQe5/EBqSExnQ4Uce/vw36Uez0d98gZkxv/Jroj/FUhHFT73s0IlOmAABAABJREFUMo9PxxJobN4Ckv5izCdNo2l7rWwKAa3fvsVcoaDfloPk1UuZtvwMfl26oyuBskolxoYi7G/7Iqu7Td6dApRSJQa2AnVVSyKmuqiKjAsPKLq+E6dIW3oumMbFXqM4sVsQv7kbl8Dgt0OJ9CmgfcUddHJzuWreGbm0KfCeuTCMi6EvbmbeSWRAorKGH7Vc6KDU4zdTGyTp+rxaZ0CAliUSRKSMi+DvPXv5p7oMM7QIEBkQ6mLJ8HBfOnq78NdnRzn94Akfiuu53coxnjVr+uDAI+xCraivbMDYzojaPWuQlQl+lWJ9A+S6+sglehgEBeFsZ92qGE1z6FhI0HdzocrUAW2kuLUT89feTMpKLEi9fh9XtyDe/KgzYi31Wh7XoU6IjU2F+sAl6vtsDGh1bXVY3GXjc7OPFufj4JO7HFquxSMdX8KDkjGz7sNg91pikfKjPIfzyiqCRIZEzjmHRM+Nvfn1ZA9qsn5qPEbzGhulVEnGwbOEX1rPiq+E9y+ZOnIe/clEsTWviM1xHerE46f0w0Y0ejI2x+JlwSz+7IoqwG1+TRc33aHXFH/ORkQTDQTd+R292lKGfCHh06sfcdxCmxmV1exffJHUK0nC8/0kkRmfhREb1rSfE3PzORO5iIqzqXy/Mo4+sUuYfr4vKzYmAamcGn+b2DZsQDsXxfDIPgwbV0cKHquf/4qoLUT7hBF8azul+vYqmlbKrgd4fu7DvavJauuHLO5L8utvc+jVIBXNt/n1PvgrlX1b47h+4gZzk/Zx23e0xvnUpNdRg3r2qM/Z5dQcP6pWh6pjIdEQZmoLjefQXLzreVgRtYWVmbNUYjmmPoZCrelTZq2sspr7j7KpqZUz02Ql0UzCPtyazf0Psd56AzkHTlBUHIBILEKsd52E3y/h/35fHh2J59qaeFb6JHI7Rti3Q/d4cm9nqo59+Z4Rdk46fN7ud2KHrFTR85xT4phSbc5XC4Xn5DtGXVG1R/QAtexSy2xl82+6taykU+/O1LoHotCS4DHalQf7Hr9Q8PbwQAY51/Lwe7Mz/hP9sO4TAsamapTaxrZJf8VHPHpKg60vKkVfF0RFTZRZhVRG1QOBxqpvpo9Y1oBILqe+oIj6kgoqsoqoKqjGNsRCQ70aIHHq34R6TOfS57HIKqtVTAjF7Hc01gWw+nAKioVeSL6eQ9rxu9Ttuc6o92PQ7dyVWIS2yDSoMxgYYtctRU2VWef6HfpItcn07qq2z5aTC7YhFvjNfZfYkRs0ju81cQTo6FJ08hzmnTri0scXsZ4eWvp6yGqb7n3g3T2YZ95SsXEAbnZ6g8gjn1L+yecUa+lgXFfCow0/kX40m7D4sRSadSA1UrOcQmFug/7Zv1GamWLQsQNyqZCF9YjyVDkbmDmbYjh2PApApyiLDv1ySEhLUF1fQXIhuodOYjpHszaxMRh26tYObX1dFLIynCJtKc+qRNfUEIOsFPQK83hcWoNVgD63hw3AY7gDKbuESeRra+IJmq3ExM8Tka4etaU1FKQUtpqNqwHa93LDwM6CSr8IyoLeQCySQ00eXiNvPbeNaPQyVy6ZSemuB6oA18zPiEnGu4kdJdj2BUwJIM+mjBGSFdyffAm5VJ1ib9begvqEm1xYcEK1rLiLHmuuPyDS0pKpZRaIxSBKapq4fnjqPsbOtigG9OWebmcMu79PRMBaxPr6iHMf09snmRg/d6KODeLgohK1icFVWosZwig++/Qawd/eos90IdC9sOAEARl5lIibJlIA4o9d50eHNxgwcDOWHnakn0+j0w+LWbEE/ph3hqSOdviiqdA8Y/8Ejls0CSDWlVQQHTOJe8pajinL+UBsjWWLALcle2juwfeI/H0S34pncegXTcZeez93VfkNwKj51cQ0C+wLkCJDSe23MbyRJMf34joNgbnmqCuvxTvcj2SvkDbXaY64Zvzn4YkLOAfo5aXRYNOeTHl7/CtOt/rtAoydGkEXl3K4n8iOrU3P533PeJqbLt3/8yFWj8JYs2Qq8K7Gfl7iJf4tXtKV/wPwPIP3yL+m86fpVC5fLWO95y5iX/1W7fc+W99CpC2h6NINkn5LRsdCQocBbiRuT2G/opSdiiLWaTnjItLFsY8NHotnEac/jJRMbdwdFXiZZ+N8cy8FsRfR0pVQOX0t5x46YWKoJMw6STUrHroiiuO91vPt8qYG2NLJjuWfmNDu0CrOzz8mqCOuXEK+oRvO+fGcjRDyZfqOujSUSNv0TmvEeUUlqxS5/KLlysDEvxg9t4KRE8Lxeq3J5xVAqVTwVY+/2PTF78SY2FBVfh9QYmEXhkJeh7zwBtu13NATidsMardof6URgHWfH4KRZwdEhsYgl6F09SVrw0bu73mAbYgFnqNDkYUP5VhlOP52+egseq9VQRLngQ44BndEPvJ96iWCKFI+DtTKdJErRRw4o+Da8RssXdGd6i6dKT2dyi8/3GCjbMFzA+fnwWWwI24zxnN64FIizq8mapmpqiPtHbcK26i51FQ+xtq+PQU5j9DRs6K910SsHQdg4+LIa2PcsXs7gNrsejxGu/J+VbRq+0b1z8x/7uE8TJ3aFbZ6CG/P3k68soptWq6tZth73tjG8M+Ed6AlhfjUhAQ1IZOWaLiYjPXEbqqA6vLWu8Ttv8zszyIw1K3ny4VXWP11F/ad0WJQqDb1XTVFlEJXRJEwaDm/HqhVUVyDB3ejz/Qu2CTGM2uOMNj7dYMT787MUjtPo9u3MJ4+AM+lc8jZuKVVwbOgO7+zYJ8z37v/rPL6bA7ppWQkIYKASOTheewQTWhVYbgtBH8WhkIm5+qqJquKPlvfojz4FSokllhXp3O5q6AcGr5uOOUDx6lltRrRGhX1vwLrp6yRFVFb2LDGn3w/od5MxZ4QizHycmORyzwUitaVQldEbaFTeACzb7/F/T8fqhgMLeHzjie24V0pv3sPQ0cbtLv14kzfhWrrfPvWHn6fW8NNeVcagvyJ3PexGiVS31G3zYB0RdQWTrx6VqWG3hoiLqxBu7yIWls3ztSHYarfQHBVDGfD57e5TeNxQ76drGq7A6YEYBXWnWMus8gp1uKPH5oGfi9Shx55YBaFR06ScfEx+hb6uPXzR1Zbp3ovtPTFOITa0i7MB20jQyQdvaCulsLjZ2ioqsN8bjR6N09TF9gXg4xE6t27kqXtRLp3b41jBS+KQD56EkaXD3Fmyh7VcueBDrRbsoh6PVN0D21X6SK4j3KhoboBh+4e6Ef0JdMpFIfyFDVFbzM/Ixy7OmlQp6GpDc44FKdqCz1TY3DIuc6ZvgvVnqHrUCfKnlSoqMTN969UKBHvPofdqjdJ2fWADiPaY/XFl9x7Z5oarbgxgGtEj+hQjLw7UhI4CLML+yi5nUrm5cfoGGrjN/VVlPV1KOVyqh48pqGiBl1TQ4Hp42CH0sMPrbIiYl9Zi4GLHr6vdyHjXCq2fg7kJ+Zo1O+6DnWioboBaY0U+y7OWHT15czE3wmY7I+Zt6uqzCB0xUD0uodRaeFElZ4lSd7DVPsw9RH6lw79vNDW11VrG5rDyF2fwI/6UxY1npUHHch8kMtrb3nTxTGfH/brcjcuATM7a7Ql2hQ90bQnbHwvzRJuMH/+DU7MyeVMvy/wG++tKhHoPj+kzePbhVrhu3AyFadOcW1NPDKlkkrk7HGsIbWqhm+Ujigr5Wrre66Yj0ipQHT/DqJ2rpwyfRNdbQUdv3sNqy6eaHt4U+wSRI6ynartbqTENkfI9S0MW6h+Hc3hN96bynmbMP9uhoYdWWvjh8Z93N6ZzLFdF4g+MQUjLze8//hSlV2VK5XMlmeiBOwGH0Ekbt3mLmLDK0TFNGVST019QL/vmzyXW27j9aY740rnaSy/pqjiS0UOP2u5YiOSPLdM5b+CiO9Gce7jvzWWt0bVtwu1QrHpCJ3uaY5ZQWCqpfSchmt9Mvp3z6t9g+GXv8U4aKDGNi/xEv8WLzO5/xcg9tVv6T7iICPnz0aRWKTWoNiFWpEeOpGMSmsMuzTQ4ZMipEoJSRXW9HSexlef78JLpIeLSKDTZZ8poKZkBRHfKLHziaCoxph6pS51Hl2x0TdAaWDEtsu2nNwjDLp2Wlvw893dNGxYAkoF1kZNA0SJvh6DR3piyH1E4VEEJH2ArqyGSh1TXJ7EUfRnE/X3RWlq/iKB/JagrCVq+zr2r5zG1c6a4hAikZgeFgbUaVmTG7aZLz5rT9q22cz58xYyaQ3fTBrJzR67OLf/SqvHGTQ2FHvvz4m2s0MkErHVYgVXV11CJBYjMjYBA2MA9IOiaKgXBsn5l0pw61+BpKGaugYR6RVW9I7oohHk+o7zwrZvMCJdPQp0TKgTG1IpN+JRiRlyhYgetg8Ri+3pNrArotcEJUHzvl7MAl5cP7ttLPX8hSfrH7PERY/NecOAJjXEP+tG4BsspijnNO5eItIfGmFpF45YS1BinDrJGaWyQfW8Hux7TDRCJxryVSSXPhdIaePLvyYp6TJ5vk1KiINjX8FjXBnae3fTc9lw4uf8o/qt5xe9ORX5I8M/EyZITn6Sw+mns9LRMZNw7GND7GtNmarcmHv8suGc2mBg7ZILnJg+VDXQDu0Mw3oG0sMTrt+vQyQWU1RjQN8ZvrT1tl2IjiG4qpqRzcUznp5HgV8Pjq4ewvm5R7A+PBQYDghib6meg6jq3IUqQD53JQXxpWqBYmNQd93/Lb7fNZHYsZoBLoDPuiE0kvlPj1zNH4N9+OB0KuZ9X0wAJT/hsdrEjIGLHkrPALInf0hlTg3Vzk/fW0ddMgZ9wrZjRvRvZT//EwEuQGGnJhVsnwvraXRWPLaoirgYMHA1JSLhCEP2yrhw6oHgu3sGpkWHq2Ulaqvraff+GAqSv2k1wA1fMxSJuwf5nn3I6WGPkaSWTO9wtXW0TbSpLimnRN+FL2deIRpQWKl7h7Zsh3p+0RuDoG6qbGrKjhNqvwcvioBR76Ffmk32pu1U7dujsnuJXD6AlH3xnH0Bf+/a7HqyfAcT+Vs1sW//RMKmBMI6OFFtL1YLcBvRYUR7zJasQuu3b1sNGm5/9TMGlgaUJ1fT4ChDIZWiY9pU0iCvVaBjqIOWvh4SL19KnAOxeHgF64ge1HsEopuXxo1us3lSZsjg9H8wHTqFuoUTSW9xnM4fdSb9TBIVOyeo3TsDFz2MvtnKztQOvBn/ARebsQfS/k6n98bRaDm1o+HGFbLGLuNhMzqs80AHzF2sSD3QennA1VWX6DKtDhMnS4zcC6hKq0X/209R+nngPdYDA2sz1TOwXrocG6WCynUryLycSVVarWAtpSNB3iDl19v6vPX5t0SOOobU3hVxZb7GYPz0uF9wirRViZAtNFzDBtO9WKTGUV8iBKXSaimuER4UxcVTXVhB+zcGY9K5E5UJiSTuuUnAuGBKbyZhkJVL+RuzgLXU5zdg7OuJn68nlXdTsO/irBHk1pbVUZVXjbWXJaYd26Ooq0PfURdTTxfkNbXoWEjoMrkHOk5O6Ia/RvnnE0laoa5u2zjpJw+XYd4nDL/xpaqgszmq0mopvJGCQ4cLTH5lBFYKKelju1GtJWL1uL6UrnuXPXe9NKzTmrfBQv2+UJPaSOm18O0ACMd7FKvOWmlE15ndKEnLJe+Pv9i4/Sq/K4rJRyoQPjJhUXgXArv7qJ4rgJ6JLtpPHlAUMBAr2yIUEj1S0sUUFUqR7kiFHan0iC4mz+UVnpSbCDWiBz/hhDyU0Js/qTxsQRAZPPXr+/T7PZg+m8eoauIbkbg9BbZH0Nr0sorh0kyUqxEfdzzNMXT45pWtqprcRhxVlvGIelZrtWO/uO2h9rmZByGqKchtHuA2Tgo2F3ib1PAFn33VBd/Nb6jqXgEeU48+IqyeDuv/pwNcoNUAF2hVfC/vQhHB0mQwNG51G7GxKXeyLdiZ2JnrJ+QQFYK2rg6OHs4Y6FnR53/0zF/ifyteVnb/X4KHBzKI6zmDMxN/V2tQ8i4U4RK3GWuDKv48LuP92ZlMmvWA5V9c4kuTr0nVldJJpK5SXJpQwa1py/G+s5N6uRYPSqy5Lu7JQ68RPGkfgbGxNu28XdGSSKgoLOFwdhds+oZQ9uAJPQv24vVUmbj38EDetDqJ3cPzJBqGMOaTYkbOr2XdEQfK7Lwxbm9PcAubmOfBVKSFG7okKGvQHTOeST9asCJqCyGL+2qs2zj7qWuoT0PYQJx3JFG873MSE69yhCVcP6fZ0TfC3kaLS0GT2Om5maInuVx/VZit1TEzRmbngtTCHpm54D+ZFds0q61rbQUiMVYmcuyNKqi4l66xb11TQ0TW9kLNU30ZFTJjcqtM0NVW0t68EpPaAtzdDJk6qFCtfut/Ck9ShKC7fa92dO6gPqivqlEi0THl42XrOfi6E9aO/VQB7vYNLtR39achyB+RRD0L2/fkYpRD3lT9/3frecz45C7aJuqz0+97m1MilTHqn3tIlULG1qaHOcPj32LXrw8Y+FYvQoZ0p/9adXueRm/l7vNDcBvuzC8bzgkqyC0w4ECTT3RBuQ5lPYVa5uLgPpx47TzZRdpo6T+7Wfu921YCpgS0+tvPboK9Q9ycwwBsFn9JqucgtXUaB6pKqZJeS/trzPTHjt2qsd/I3VPwG++tNiGilCo53O8QGdkK+mx7MSXjlsyDbr8tpebIQfIvlVCTXkduXCHK+CTWD9zDR3PTCPQXAp9GW5xG2IW27l34X8WYD8PVsnxxvWbjPNCB4MWjAJiSE80PWgsZfGYkAMYRTUH9+7Mi8OlkzRmLN9XatsjfJhB+aT2Z/9wja+hskOhSrLDiXr4JUoXmoPHuVqESrF3KUX4yENStn2VhAaClq8Ot9q+juJJE/zdC1OjJnSb4Ung3Hf2SLMQVxTyKyVAbhF9YcOK51l7NYV6by8Ou7xCyuC/aJtrc3nYGV8tqji8oJTpmEqcmJrJudWdEEhEOvfwYPbeC9wvn4RQptEN9T3xOxHkhGC++WU7W2TzM/Iww62CCWFcH3fbt1WyOdAx10DYxBqUS/bpS6pPugraEf6ojabB05NhVHRqkIi5/LmRgb/+gboP26EAqZ0bvpraklpr0OtXESOTBT/A59DP16DG6Q0KrNk1a7V1RmFjy+MRNVb1n5NFojD0NeHI6F6s+IYSuG6d2vs1xa+NNFDI5fm92xz7cmts/3KYutwCHN0di8OY4lRVQbHl3vrsZhH1UOHb+tkTumohi/hpKZ27Etk9PZpUuJGvIKBQlRZSYd0Aad4rIf+aSsieFH9/bT5/Nggd4bWlTzeuwhcGgLaHy2g3uH7xG6eNCjOwM0dbXJfVAKml/p/No5yEUlRVo6emgpSsm9cBNbv9wmycXU9BSynAZ7Ii8VkH5rSREBoYYujljYGuucZ3SGinmrmZYuAuTMWVJD3Hp7Yy2rz+6AYFY+pkRv+ICCRuF9sgkwJeIC2vwSD2psa+ShwUoigowtGu7lvHBP4+hqgLXmNXc8nuN0oQKim+Wc27Gfgx2rePapSdq67fMeo6aX62xvDavUPV30fWyVo8rEot4fDiL878kslaRhxwlUw3s+ERsxyCRKb2efvYugx3Rd9RFS19MzpUCMvadQCHSosG6HXJdA8rLpVw60iSOF7/iAh3Lr/A4R+ivYl9Zi1ZPH/RKsog8qq5FHPvuzxwO3cvn9c9mXUBTexkZ81nTvdv6FwBLljdN7P2c1Xrla4lSxk5FMQNFpniJ2hCOQLNdbo7m97i5r299dS2K7n5qAS7AdUU1ASKDVhlU/18h9Z2PebRxB12mBRJyfYv69y6Tkv5EyvUTTe2OrL6BjMQ0soqfr3HwEi/xIngZ5P7/AA/+PINUocXtM7dV3ro2ro4EOlyloq5BlR1tjrLEKi59sh130zx0tBWU1UooazBGSyRjhN8jpr5nyVtTQujcpzPllUqkrj4k3snkxwlf8fUAoVHKfFzGbd0QHnUYxMmbTce4ceompwo6UznqI3Sjhj/3/CN3T1H7f1eRITd06zhdE0BhhlDbNezKGPpseoMBY3pp+IHO/qupjqzfd26cftieDye7c/D11rO4AD+vF7InjbV5vVPWACCvb0C7rABJSS7aJZqULZGeLpLibPzNHuJdeEZNKbYRho42KPOyyDseh1FGAin55uzancOf+/N5UGCCblURfTyysP573XPvzbMQvq71e7vD/GsOdt1Jyq4HOBsI2YnGjnT4wZHstF6Lx6teoK/+Xtz3GqD6WylV4pkao9q2/1oHFQ0WhPt34tWzyCpkahMZ/mIZGyO6cDUuhkXybGRKJbPMVwFQnJVH4Lu+qkFKy87dNvEKIxPeY2LDQr5Z2wn/sT6q9bRNtDWe+5Y16hmw0+N38Mb1D59Lid+zKU5NJbIRnqkx7Nsax97PmozuW9YPx29rktQQSUS8lzFd9f/m1+Oeekptu9tf/8HY3Fkaxzz38d/08JFR3S2KgMn+GHtqfqvPwmmtwRi0d2w67igXVn5xkdKcAhQyOVvWnKP2QtNkj/9EP9yGO5N3oQjHPjb/6ljPgusrQtBq7GmAvqMuNj3MyTyeQ8kNYSCmbWqC5di3Wt32rbotvB6QRp+ipgxu5K/vc6LDJ+yvGcyZk+m4Xv2N2CEr8Un4BRsTKZVSzYHjge3niY6ZROzIDa3apDSiuRDbhQUnKPHvxp6/Cxi2vSl30G1OD5QKBQ8PZFCydx8lp86plHF1LCTPnEhxG+7c6nLduENYSXPQHjCM4E/7YmRriKVuGeLaSrrN64mitJjqYeFIjLXR0heurzSngKzYfFwGO3LG9HVmnOxJr6VCbl4pVeI1sisew3sgEotpyMlB18QAu1ArzPyM0NbTQaxvQMHf/6Cf/wiFTI4sP5+O1hWkGwdgbSnh9frtrZ6rd+pRnKwVjExdpMoUghDg/q43ifMVXbCsy6ZqSeuTCCWu3VFqaamyowDS1CQq79WglCpRVFaQ0uU9DKwFUUKrIDPC1w2n27wmZohVSFcqxs7De9FUbHqYozX8LfI6hCEpy6MmX5hoGir+h7d75ZC5/xRpf6cja++JVWmaMAliZcu5GfupSqsVFJofXeLiwpNkegygskpO517uPPxb+Nbn2KxWb4+qKsi9+RirjjZCRlwipr68WhWwPz6cRV7cDQx8fOgyuZ+KLl1bWotlbiLWfsI7cGPDNW6v+I2ajGwMOmpSUBuqpZg4mCIx1KMuv4iaogp0jPRBJKbBygmfD4YRuX8mnZd+CMDwPUFELTXhgVcTPyMsfiN2oVbUFNeQd/YaFZn5GsdphKxCRuzYrcTNPqS2PGh2d/b23EZ2K5O2oB6Mfb5U3cc091br2zRHWlImUqUCXUSYo4Wvhz0zXg2kj9iEqVq2yO5Uk3YiGcuODuiaS5DXKmgokZL2dzoWJWlUGDuiVVvJ6DDBF7i5n3fDsQPo6aoHdmf6fUH6Fs2yg4sLT/JF0FlsQzQFEUFgwKh5lEctU/39oWgxADWBnVXL9m3V9IwF+ElRSIOOMSX9d/4/7P1neJRV9/4Pf6ZnJr33npBKGoEQOoQSiggooiJioSgCIoKIoiCiAUWaigo2BEQEBEF6770EUiEkgSSk9zJJpj0vhkwyJAG87+//Oe7fcXC+Sq5rX3uuuvdea53rXK32PW5ZvLZwdu2NNrcv7PcFadTTRfB4Na7//4WKpBqy/snFauRI9lb3Inn6TsP4qLN3xs1FgkeIb6vj1n/7ePXNn+AJHoUnObn/A3hUTu6/Qdwfb6CztuPIoEX8pilhr66CDSJfRO1494LHBWAT7I3Ezga0WlRlFVRl5qKuV3G6uoY9ZUpy5ZGIhDrO7PuJRpWK4b6uxESH8ObYUYgd3RBqVAhUjaQ798NGUIr1zu9a1ddrD3sSzpN4PNFo4Hd8NZDYn3bhFjgFV5/Rhn2SSzeI0Zxg6PzmReqAMd04uNmYzhfeO5zE4/r8nBem9MZreAC9Ty3lnHygUZ5m3Ja3qE+/yel5B1F4mVCX3ezNF1uIcejqQtifOzjk3tPwfAJf8CPvyj28e/noo0APGLmdZ8Vg0T2WmguXOJ9wirh/3uPTvJcMtGk7d2d+dvkKk74DKV63vk1a2aPg1MPOUIe1rQmzLbGZ9rzFu7ptNlCQm9q17LNwfzqOg4xzRnstG85Tx0ehbmg0tDW5kkh9VHN0NFFbx4faXD4QOnN8yCYArF0c2DA5D6XClssdnze07XdwgSGy2zJPc+i4Hkz1OYikvID+q7zZN3Qf8bvj2fyVjUGMqe/Rz5CExXPEq9dDv6GE+DWY21ozdePodq/1wfzNuI0T6b++s1E/ny+ORjahX6uIRdP9DenekeEfxZIQv4bfbL80iMQ82K7pWvsd+Jgj9xV6/y2sQs1w2rYFx73fG1HTmnLmvlseSMPrIwzvwqNynx1irNus+dnWebcHMz+5ETtB5mpJ39RjlHz2NqXJmdh9toSct96m4FQJ/Q58TL5HV+z/WW2InDeh19JhCGJ6Iy7I5u7mPYYIeNz2GXx492Wej1NRFBpjaN/3x7HsCZxnKH/TBJ/hHigrlOSf0EebwiaGIp8yiwxxMKEVx6ndvoWUv64bffuBL/iRtinDqJ+IKRE0VNYaPU+7aKt2I1dNEMmFKDxMMLVXIDWVUltcS+j4fuwMS6CnYyq2Z7aiKi5FFhjIN42TAZgq/IY7m3Y/1FBvea8dYqxxjnAn81hGK9GhvmtfNOQYd34vFlMPVwRiEcW9x2JXlMyx3nMRm5vSL/uE4RsKmxiKbZcw0tYfxPfLBVRYuOOYeYbac2fbVft+FDa9d5S1/Y+2etf7HVxA3Ymj6NQazHr3psHahdr1PyF3sKZ+5CTk9RUkjZ9JpxXvUuYahuSXL7m4tFmqxiHGGp/+oWjVGlS19dw9c5uAEdGYxPZEde0ijWWVKOIGoEu70W4t6R6fD0RsZcm11XupSKoxKvVjuI9HFiEszSdp+SYs3axRltehblAj+WEbTg3Z1H/7hVFZnpirvyLZ+7uRwFK/da+Qufkg+ZeLsQ+1xmdwZ7SNjZyef9AQJQ8eF0B9pZLG2ga846MRR3XlaNxHrZ4RtP4m3eIcUZbX0+GpSGT2dpyc/Ve7Dj+RXGjY9+A324SH5aK2RNcPe3KuRfpH3OYp6KxsOPXCEhrLVOxzV/JNVg7WiPhZ5MN0k1x69+zMJ47mrcbHwBf8qCmqNnKOWIWaETFlMIIOodSfPIqqug7Lnt3Q2DhSYeePSihDKxDxyqx8tGp9Tu+vKzxID4xvszRce+Nc3B9v0P/X9hXlNyx3NsqFbomWz6fo+4W8POYp/MLn4Og+uN3x8nFLAja12zeviuM9Zhm12fnpWZJP36Ao9wC3rn3ObyIfbNpRcP43eJh2weMibGIoVgFenJj1D/3WvYLA1Jy8jkMY/7aeLRDaI0zPmqB5zho3rTfrvz5uKMn0BE/w3+JJTu7/w1B4meAS5WS0GDr8/PeGv6/oaokWmLZr4AKU3CxCbqsv2SPz9kLiF4Kl8Az3zqbw5Z4L5GtVKFzKKS0tY/j4j3Exr+S7r1ew83Yebk72PDe0P/V2HmjMTQg4/S0NeQWU32kdAW0Pn/e7xCvZnob/Y+f3waRnXzrtOMmt0kRcfZqNEtNXYtH8tpKxb/XgZcsdnJQPIb/cuDyOhb0NQ+bGkBi/hqfG92R81vscB8TZqbht/doo57X/T+FAOPtODkScc8tQ0kBqI0FmL0GkU3FlUJxhUeE9zA0TazOsPCyx79kFRCKCyquNJuqray7jmVHAnSP6CGCFZxS5p5snVEs7C8peeJ9LhV4Mj0mE/8DIDZ44jMUR0ZTUmtD3/c9bUTIzEs4Y0UEfhjMfH25VUqWl8Tf6xrs86KtOH/gBs2caF7TvVrKNgUN+NNCqwoUKArQm7NdVYnK/zdea96n+WfpASRP45NZI4DwW9jb4DPcgc+dd/lmoYdjHp9iNnLn7Eth38kvKbF+G3UWcKQth8NejaCgqZemdEahvaznSXa8GvH/YgXYXs9Wl5UbX1lIECSDhR4xKFh0eu5agT14l9ax+8br/g3KORUTxQfwafkzzNdQHbYnk0zdIvt/nX8N3MiFoOsqiMm7uSTFaSFo52QP8xwYugMxCivOxdRx9IPcqNd+MJUs6cfq2Ge73DVzP1OPwTro+0tmOgnR7Bu6/wYOL5Ya8Sk6ExaJT6RDJhXz8gw1ezx1k/pKjFP/8EybyfxD4e7bq5+6Rq3hKJCgrq4wo3rWXLvPMmJcIvfANR1q0PzphI3I2YnbtKnYfDEMgFFCRU0XmzrvEbZtO/gm98Mn1tUnEDU8mQn2N+uRkBGIRNr6W1GXXYxuljyre2pHJg3hQjAaMqZkRUyLabCOS61XT7QMcsQ7xJf/MDQrP3cCxZwPl2HH9fv5xzNwaXnipBxZVeajP57YycB9cmPf8cihSP3+OPLdSnx8uEtDxha5kHblhMOgBhFbNFNmLX5w1GDS2UfsoEOrnBXV1LRf79TWMc9fXJsF9g81z5x/YDHsWKstI3Xap1fU9Ll5+zo47i9bdvyfNBtbFqV8YDPN+HXxJdX2ajoFHqc8vxPrmabLW7aAypRZBZSkmJ7/mXAsDt8NzvtiH+SBzdUFdWkrS5kM0FDYiflGO6tpFzny8F41SS79APwr7v4pjtyNtKk2f+uAAPsM9DFT5Bw1cgKP95tHx9RCCxw+k7Goq1QVVdBjVjZtaMRUmTmRvMy7HdEsUgt/QcVj9foaKpBrkrjLqs+4iEAroMMwf+16dqQ/pRv6ChUb58QKhALc+EWjqlIg7xcJNfeROXV3LAdtmdeqW49Ya8UKyAHMnCxS2ZkgsLRA5OhLyUnCb9XDtoq3ouPgdg+Evs5BSQ2sjt2mcfNABDBC370NUSYmcmPUPaafTWKy5hzVifAUy/FLT8ezaFWWdivWaYrZmlRPj5sD53CJ26crJqVUyvlcUynOJreae+kolQrEI63ALtCoNFq4WKMuVZP9zBt/XnFBERKAtKTKo+MZtnMj5kCkUVpkwdKw3u9bpje1XZtxlceIVmHPJcL+arqc6t+1asIef/54V3WyYYbG4zf3tGbhg/Hy+e/4FAh2sOTokn8tf/mcGbluIX2RhND/1+2U8CZv170dF8UVMLTtg838TKzEIl/6n6LV0GAlmn1NepuSjqfdQhvag2NSLr3dYAHojtzCnOTUk8sJXfPHFTOYvutxOj0/wBP8ZntCV/x/CWW0Nh7XNKpKNZWrsgtxxiGmd6wOgA2SPeMRF58spvXmPyowcNGWlVDp0oD7+JTyf7oPMXEZXO2tu/LGM3w/fY+CYeQx4KYFT1+/h4eHJ6eJ6NKYWSJQVCLQahC4eyH28sOtsrGzYZ/Voei4ZTPXxNMoOGy8GTsW8xe9dt5DxVxqb3jvKuSH6opoiUxNEYhPEMqmhbUVSDX+X9GDjt8dJt+3Joo/O8jwbOTThBq/P1OdmvrVeH+Hb/JUNl07f4ekTo6g8msZXuncp+aS5IFviBr1AxmeLOyPQadFUNC8gg58PuR+pFaO1CME6ylof8fZzRuFgg5mDGVhao7NzxDbE26BuCfoF0u0ddwwLJbVQgliiX+gGdAkmJNyBT9fJ+SbhBH91+AS7aKuHPp+2cGT8r1SGRyHpFszAxXb0OrvSaH9LAzdkfCBWifqJwyeig2H73o9qWJSgzy3aNrN1uYImFAybTvTMLvz2dnNEwoUc3Afoc8iUp1L1dOZlbui0WgLTmyP4UQIFSbrmxVPyujQaqlovMKb1vsWB90tYo1ioN0r+eIPTXd407E+IX4M4KxWTnxP44JNuuFnWEL87nqcvjuXwn6epuZ2G6P5rXpdzr1X/oF+wNdGi+q17xdDvg0iIX6Ovb4t+MThifjcDTfpYrzm4puhpVBNm3CYhfg3BabsN/T+Ip8LzUBaVYT0kHq9dmw3t9n5Uw9bR51u1/zeQu8oI+WQ6yrvGdGrr65f4dcVxbGUVjLnUfA/9bu7Ewl5P0bO5fpF/iwMjjzyyjcLLpBUFWmZvgnloZ+oL1MSsmkFBZg7n9lzkRPeZ3PgpmavfXCHncPPCxjxAgc9wD0ztzRE7OSP38qTrR70NuXHnvzhFgOYGAlNzwzvYEjURkWTvySPrn1wCR0QRt+9Dqs4bX+8F9xe4HTgCiZUl2kY1TuGeeAxyoSZPiUAoQCB59LToPczN6P+kDXpjwsxPTtjEUELGB+I+wBm5kxSnjo5YddDnWdqFeCK3tSBadYqMcju6ftSbnksGIx/8FCnKDtSYObUSjBHJhUYGbvgb4eQ99S65QfF0mdUdAE2jFpmTPcFvjTaiS9clGeftNTkhSq9UYu2lnzfcB7kR/uEEBCIREVMijNqf++wkJ2Lf5vaG3Ua05fZgFdo2XbJXynKkplKCxvrTaXqzg+zByLObMAeNUsmdk2nc+GI9mTv1JaMa3QMQy43z9OQ2ZogtzRHY2CFxdsYh2JbQ8R0R21hz6oM9BkP6yPhf4bOZhE59tl0qubpBjXMveyONgaZ51cxPTvdFA7jxUzLliWloGhpx6+KDNnYAZfVmZFS54NnP+H3ooElCUZGL3EZPOzexk6FpaKTqXjUCoQB1h0iKzHxa5din/J5OY3klUjsbBKp6Q+1bgUiE3YAeCEQio3Fr+Cs9DX1YeDhi6WGHtqERXV0t5p7670NqIzE4cEDvnKk5sI/j7+hzTB+VV/6ggQtAQz2iyBhkjlL+PnKbU7oaLulqWaEtJHr+Gma9u4g3a7LYoSvnZaEdP3QOxRQh67Ql+Nta0t3bidLb5Zh7KQh8wQ/fEZ44drNBq9FRV1qHqlaFtZcV9kEuyK3l5BzNp+FmOjpTC4TOzff68Ni1xKR8R2WtEJEQIuMiDfs+++I2sz5ujgY23beHRSgLz5Sxq+sfrba3zMNtCy2fT56uEf9iHZe/bDtdKntn6/rU+4fp59dtwT8ane+Dc5TwQpJBL2NWwRTD9pqKNCysQx56jkC7NO0HUXCjdaDCzE9ulE7QHrp+1JstHb/ixI5z3DiRiHrKx+yv7sFHqzVcO3rN0O6Tt/XvZKcZnRHK5QQ3XEZZVUPHXuH86NR+lYUneIJ/gyd05f8BNNUo/HOpNVdDjemUTVga/TuxC/T/bxf5I2kRne2zejQiVw9OvrrKyCu6SJNHmU7DMnHbE3tb6JEQz4UBX2AqbeT9ycOwkOjY+tYzaO2cyXGNpbTRCltpBZ9MfZm0O3mc/uYjVNcuU19agU6t4dKyZlEIhZcJHwWu4tCL59ospxK34XX+8ZpFd8vrHCqKwFKhwc2iAoCxowZSXu2KX9i7/LTCB4eaTD44EM6NE3oa8oNGRWTSFp6bVc4m91UG73Vk0hbMD6yn4FwyKztt4tmBUmojI/S/vXEid7YdNERMQsYHYhPsjU6jQebmxt2dR8naX8SgsitcHToAl1AnAMozC6ktqcUxxIWawspHlvvp9/M4tnl9yPdfnMDS0Za5M70J0iayJa8bRw5kY2Fjxrys19sspfEg+h5ZRNG6DSSvSyNqeidG35xsdC9EciGRb0YbnkF48jZ+uxrEng2nGPFqT173PYm4sZYT3fS5oQ/SddvbFrflLZKCxvFRQg7VpeVGv9ltYRyfmH1hEI8YN623oSTOHHUOcoGQBaLmnFHrcItW5T5aUirdBzjTYeqLFO7YQ8mtYkx/3MyEGbcNZX4ePNePTr/DoLIrrSj/kUlbsCzNMJSw+mXKXgoyc9i43ImkoOGG41tCIBQaCXwA2EZZYu1ljWvfKIOy5IP3qN/+eRwZtIi20OE5X27+eRuBRMDpbxLp1iKXLCF+DZaOtkxZ17rET1tYPORHQ869b2QAzyX0btUm7p/3OOE0js8+ucTEd2K5kVpPr7ciHtqv9lwySxacBvSqxy2dJAnxa7B2ceCNn0c81jkKJALc+jiRc1C/SBKbmzKo7AoHHDuxsMuyR15v1w97glCIzMGW2t7PYnnnKg03EkkcspjqiPaphC1hHW6B/eat/HLMiV6dBGg66xVRe389inPdFuCiKMVcV0Hjp7NJ25SBZbApYa/24eTs3XgMcsF37lQSbQbgLCnAtuwWgksnqcu5x/X1V2kobMRvlBfuQ7pTej6xVaRMbCHGs5+rYVzwGOSC/6Rn0Vraok2+xr2T1yhKKSLkuRhevPUm1aXleIb68cPTlznec7ahn5DxgdiGdzDkTroPcMbay9bo93qeW0WDiRXymiLENeWgVpHj1x/7rV8ayvm0BfcBzmR+cpgY8xtUSuwQCgR08HGlbmMC9R17oLiXDg31HH/tO4OzzirUjE7zx7db4itiSgQm1uZGtFXQOy0i1i3mjKgvvS4vou5OHqb+3ui0Wm5tOmRES42YEoH1qJForl00oq+7xTmS+vFxBh2dwrVfz1CXXU/PJYM5OWcvfb55lvruQ1GtW03GgRQCn45EVavkyqr2I0LRM7tQlVvK7dk7WPSRvuJry++5pdKy7nwyvdX7DfVGFV4m2PhaYulmjcTUBE2DippZ32Dzw3sGUbLomV2QWpnTUFaFwtWB9K1nKDpfTreFcZSn36WhugG3PhEIo7sbSk/ZRlmisFUYvpu+hz5BK1NwvOdsEuLXGOibA587xc4Xrxieg1ucI3YBzui0OmSWpph6uyO0tgUTOeq7WZyYuR3PAS64dgumvqTCSDjtP0HI+ECsp0zjVEyzpsFa63KuFFfyndiLKp2G1Q6VXC4sI1Kn4GW5PTHdXXHs6M6X205zsaCCj7oHE+DraIgUdp4Vg9zFEVVlFcriCgqu51JwqgS5q4zo6f2ovpPfJkviQcTM7YGJiwMNRaVolPUIRCKDMnn4G+EGHYY5C7oj7GpsELY17/0brBz5k+H5XNvSl34CC8aJWov7PYoC/rgU8Zbt1eo6zu8byqxPfqDPp0vbbRs+OYzPPNeyrPNejgxY8Igrag3/tIOYaGtxuHkcncKcpI++bsX+iZgSwXuKZdxJak73+G55oKFE1YMpQ02QOUppKGw0fNdN88YTPMF/iyd05f8hXO88xuh/gVDIyNd6MP7qRJYs3G3YXoQKV5ojnMembKHj6yGtxFD6CyxZpLvHLV09/gITHoamQSb70FXCh9xAJZJhY2VBzr0C1K4+iAvu4CK/gdKqM0qtCV1CA/jzwAkqzp8jb98V1PWaVh7huux65mYb0yMjk7YYDPmz8zYyaLqeWlfqGU5phRCBwBIzqYqSslqeGuzIM79NIiMQMoDlv0+i/4no1kbYjnfoP0s/2G7uv4Wgtfq8vIIpUyiWCLEPcmVpx+2QraQp+7SlAm7clrfI7ziECq0Kh1snQavBxNJYAKgg8Y7RgswpzA1rH0doo+iAdbgFdv62aNVaatJvMyTiNEUTenHlQj4XbinAP5zO3mWMmFhOjsCKfO16WGec+ymQCIh8M8posdZUE7T3yS+ptXSF94xl+zVKrcHATYhfw84/v2ayVsekhFc5U6/jmrALZ25L2duSovsYk7t+QfUtW795lg3en/HHj+f56c3dfCv5mDMfH+bzY/upjXMnQxBIx8qdHEdfIzAFJRNdXKGwdeH7pt9+/s1e+K2LN2zrMG4wh5xe43KvV/EdJ8Y6MJAdV3+lZsULOO1+H62pxSMVc/sd+JgjoaMNEVuAgkw9RarJwH0Qtm5OvDvVjeo9zdsS4tew9UsLrkS9YEQfffAaEpYb05xb4tWqORAP5rbWhGuM/Yn/ZlHlO8ITXX1zft0zw+0hoXW7w8O+4LtXYtGoVBw4UIC3vx2C80noYkJbN74PYdcQuP98LiUqW5VuKL9XRNy26W3WOnwQOpUO164dkJpKjRxAS3uvBKWG32ZUcW5d+8dX5xZjE+wNgFxZBtWVlNzIJHBoKoWDXLi7v+1IvdH5JlbhvXouk6vrSHqjmXLXUFRK97K/ONJpgVH7ypRaLizVG4WuXTuQaDOA1HwLGh3FnFP7Y9u9Pz1K/6ThPlXWOSYIobUtdaWty2aoq9TUldURNNYfx8kTOKMYDKYVuGz40MgAPLPgCN+mzeLlGeXcScrg+NLZRv04vDyWKgd/QG/k+gzrilAhN9CIAaTFORR38KdWZo2tMAOBVoNUV4/Y/OHiM96DOtFoUYVi1y9ocwrIvVYIx49xctoW3HsfQigW4RwThE2QuWERW5FUw+HR3+I+wJnyrApsfK3x6BOGzMeH/H8Oc+d0JrU5rSmv1el1CM8fpY/rLQ7fV9/2GJSJTqszGk8BbvxynR4vjKU2t1BfI3VML0QWFlz5citOFvWcWdDMJmjSfBA5u2Cancjh+8ZbtlVKm5Tklri07ALOvewJ/GY0f/opWukq1JYo8X/Wm1tbsxDEhFD2ahCRU6O4+s0V6rLrcYlywsTanNQdN6jLrifs3Qqklno2j9RGQl1xJSKZFImpCeqaWizdrRCIBAjFIsycbZAoailPvo3F/RJBjWUqpGZS3LsH4drFj5wz6QiVNQgblK2YPqsXe3J+6FT6/TKeiqtJeqdrUSUWbnZILc0QunmisnVFXF2KMrcAU08TilJKqcw7j0esd5t55B6P+V2Bno3DOmPRvkvllUTcVxC2EIj4e8ooTi84ilAoIPzVMOyGD0F77y5P70khTmOC6kQZeZXNlPD8q9k4AwiFyO2tMHOoAEqoL2qksaIam+iOyBxTDKJf7aEtle8mJH6faCiFl8AadsztwfmEU9zaltaueNR/ChU6xG2kiHkNcYWHayK2ysNtiejrv3MprLV4X23lLUCH18LPQNBalbjuZCorPzsJd+DtlywQ3Ctq1eZxcOGeO+HORTjUVKG9l9tmeot1VAgFe5vZRXGju+Fec5oh/Xow8elQ3H55h7bcLE3P9nG1XJ7gCR4XT+jK/wMYO6UH3y8PQKPUkqJTMlqdwSpNAaaW6fz65Xc8l/4sctfmwcsptnWJgJTfU1vRcDoLTHFEzC5txSPPQWIuQuFlQmNNIxapJ0n84wcOHzpIZIAXtRYuIBIhyUrBRXUHjU6ET99n0Gi1nMvIofBM2UMpT15DXInb/T4dXw/hauhoQ/mSuux6kjccR2SqwMJMgFYHliYNuCsKqK4s4sgZoRE95vCLaxg8tpl+1Od4AnFbp6G2a44U7vjlJAnxa3DqYUf+iWIEQiGVd0vIXvM7VWeNKaJWoWbE7X6f1JAXyW90pEGogMZ6VFmZyCxNce2rj9569w/Ho6ex51dsIkXh5tTm9WpVGuTWppjam1N+Ox/hnj+YIvqeb59JYUxQEuVKGaVKM0SaRgJqLyITqVr14X79eLvRiOM9Z1Mm1f92S0Opy5xuRpPj2U+Oce7T45gWZxJpmU6o6AZ7N7ZeCDQdE7flLaP/m9DrzHJ6nP8WoX8gzzke58fF9nSM9kT+0gT6rXuFJNv+ZIs64KdLQ5Spp0eKBAK6C8zYVFhITVRrxeCm3/jjuxMGA9K5lz3K4K6sW5+Dg52Ezi65+KUd4nzkKySvS6Pe3pM39umvcdu8k+z/oJyv+hsbXj2/HErKwtX0PLeKHZ7vG+1rz6gc+Hx31k+8i6+kORez6fzuvTWtVU3Z8ORtLH92Y/M1eLVPrZq7bxLhvcP57ANXnu9T3W67h6Hf/nnkfrTLaJsoNrhVu/x96YRNDKXifkmPzGs36RWpIbPg0b7MA88cAzBEy61CzQhL2U7c6G4A9F8bStGBdOJ2v99OD3qY+cmRDh6B04dtOyIua6LbLAfWhOR1aWhVagQiEQKtBm1VJfmJ+ZiVZCIUPX5pjCurLrfKKTv36XFDBONBunFDYSPew9wQDx5Fo1ZMb69MOlUfIs7qIuayetQW9oa2kqgY0GoouN62im3+iWKcx79AvkM4zqbl+KdvbxXhBGh47w3+XGrNpFm9jcZ3tzhHKhyNc+rF/oFog4wj2aV7D+KcdxmtQITkbjqak4ewPfQr6LTIXWV4DHJp+153i8NNl83pj/dzbfU1Km40Myuy/smlOr8KTX19m4vYnIP51GQoubv/HhIbK4o7DsCxdzTliVUGFlHL9A2A429vNxJ0u7v/niFiGTW9E2ET9Q4YqyBzxPeyuLziIgWnSkjtO4cfLd/H2suK6FpjtXLQzyu6qkqjcf1RBm4T8k8Uk7wurZWB28Q0cZ84lriNEwF9DVWxQkb0TD1lVSAUYBHij2u0ng5sc2QjJm4u9Ns/j667l6JVa6jMLkDmYIdOrcGtfxdC5k9BpJAjtbJAKBFTnl1CaXIWnabp6ebKMiUyZwfEw5/HrWsH6hOvobx4ATt/O9bbf8XON/QOI7fEHcQsn0p552GY+3tSda8asUyMqZsjMjc36lwCUEvkCIryyL+ShWOoA3XZ9ZQnVpF36U6bQmk+T3Wj15nl9Fo67LHuXUuk65TkqRsJv1/BQWwhxqRnX0MZG1VdA2WenRBa29JY1mzYtnSI5B4upDgll9r8MnRqDUKxPr1HJBehaWhE4ORGp7f+XSnCh2HuvkmcTzhFxJQIg4G7RmysjZAQv4Yvn/71sei9D86Xdogp1rWe0ydr5/+rc3wQbRm4c/dNIub8ImQIcG8R+Gh5bitbjD1DG/6k6vLVxz6PlqhvFGCrKaTw8Bkur9zdZhttYCT+kf7Eje5GeO9wfD0lqCRy+l2aT35INyPRuCd4gv9/4Ald+X8ALamWGbp6ZmjuPrT9xj6d6R3mTWO1kpT1+vwO3xGeWLjZtpq0t2nLWK8t5VeRN1aPqbq3T1vBam0RkQIFX0QHETvjGVQFhRRfu4VIKsY+piPV3UcQ2iueV+J7MkWsaqWS+CB6LRuOtqGRgotpeI4ZQnlwb2SqGhS3r9CYmcnvISvY9/dN5GYmNNYr+evrQJ554ycWvhvPuiPW1CvVTL0whi9C1huEgJqwfYkck4Obydp/Gb8Pp7FN8ww2cXrKbNyOd0hc9AtVmbVYB5ojlokRCAU4d/LBolMkiESoXHyoNXemWmKDuaoMk/pKys3d0ArEeLo4cDYLRGiIuvsnp15fQUNhYyvBjJaIntkFubO9oTzR/wVCxgcaUZqbJtYD7xWhvXGZ+L3NtVzn7ptEYPpe7LYtRyiVMuz4M0T3D2dm/0wsj/xORfJtEr/X077NAxR84L3CcNyDcIixRqvREfTtIn4vHkDs8l6GCEyfE0sY9Lk+b00gFLL6qw7cDeoF6IVJ+nxpx/XTbyEzsSOk69JWQk+/u67k5j+3jDz07gOc8Z03nUEJxo6cwWN7EDGutWEXu2gQkmHTON39OTS1dRxcdpkBM/UCIHFb3uLFI0N483V3GqPDjO5by3NZt9KdtIDBRoqSTfv+WmLKxfDmGrYHll6ipqqeD8ZWo5rzhiFaGTW9UyunxMMUia1CzYxqwraHuF2zmZH4DEmn9Ll5B184o88xvI/uiwaQdyaFydr57O2/k9+DvmL9180KuIdeOs9as9kMDswmPbBFxPw5X1wHxCC0c+BmwDP4Fp8yULtjL//I8A/1IYfVy4Kw+uoNTGwtyB63kkatmMYhsW3mtVmFmuE3MBitWoOZhzMnZv2DyFRB99N/cvXFcbiG2xpUixPi17BWusiQc9kSsfP7oFY2cOd4GsqKBqrT63BMOodIqMFt3WyEUglSa0ujMijmAQqj/E6HpPO8MyuxVQrIw9D38KfUW7ugSDtPyYnzFCblYWIhw2bJMuolZqQEDm11vU3PMHZ+H658f8bwLnuknqBeI6Nj2gaDgec3youMv7IxD1DQ5aup5Pv1btVne3Dt64DV6p9wSjnIrTVb8egTxqm5+xBbiOm98R3OvLEKZV4DYRNDaayppzKvEp1Wh0f3DgjFIvIuZGAX4IxN71iQm6LOyuDO3vM4dfJD3ncgJqE9adj3KwJzC1CrQCii5MAx7pzONHpPRXIhclcZlu7m+I3ozvbQxQy2Ocu99+biFOmFwsWBwvPJhufsEGONlacNZZmllFyqwDbKkqBnY5DE9ESgUaHLuglCIZeW7jB6fr2WDuPesBk0TBtnMIjbQksRq5bwHeFJdX7VY4mpCSQCbDpaYO1ljXNsCMKufSj6fg0uzw4l8bNfDYah2EKMbagFhWfK8BvlhXNsCCXXbpJzPhe7Djb4jn+a9/Ne56WBKgpDuxqeuUuPMJI36L/J0PH9KE+6RVVeOebOVtj36kzqT7tRlinxGxiMUCLmwpIzyBylOEbY4RThRd6FDHQiGR23/83X++TEBlYTcXsTmnu51OcVoPD1QmDrgNI1AJ1ASP0vq7n6zRV8hntQmlHaKpf6QZG0bgv6sTbwW3zcoLf5JcTbfyF1+yUChoVjGtSB86FT+e2vWsQSERKpiIZ6NW8/U81XwZ3ZoC3BAxlLRO7IBW3HTLyGuOI1ZyqZn3/dbsTYKtQMuY2cyrvVhhxguauMTlP7Iug7BEl1GYKKYlQ5OWTuPt+KBdAe/J/1xnX6G9SbOyCvzEd19gSn5hor75levWZIYwLjcbtJpbk9NLWVmwj5a4ETp7s/x+dVGVSgIUHkbmh3+vvrfOz4M/1/aD2HtcR/QpleorlHiU7NqU9f5uwnx1qdm29kAAMGODLixly0jY1Iwjtx9/vfHqne/iA6puxAkzDHsOZ8EIY1yexChIU5aNx8EVWVAnqGUVuwDrcgZExXZB3DUV69gomnO6qCQqQBQZgMnfyvzu8JnqAtPKEr/4/BT2DCryJvvtIWcEOnxAQBVojxj+zArBnTGDtpOplOtjzl4wZCIV09HFCWVmHXtzsVwb2wnNiBOpWEHlV/c3vJagbu07CRUu5O6ELs7EWoPpjy0MFtq7aMX7UlDBVYMknoQGOafoKUODli4VFJztlbFKcdIqC2jv7hHTh67jLjA43rnAkkglbRL02dEq1KhVatBbEYkVZNtdwerV9nFPau/LH8LOoG/QKxQamn04z1TONAyquc3qX3tr7KHObO78YIYOXzf1BXoY9AyKsKOH4/hyvn4Ad0TOlFHnoaltrWBZFUSNBzwdQUVCA1lWIX5ofU0xNlahryjqGoZOY0ikxo0MlQiR2RmNsgQItFfQl1yemYWXRCLqwHgRC7YCvyCovaNXABlKVVWIQH49zL3kjp9EE0UeIehYT4NYjKJOz9fh8n3tlCp3PrYI7eEy6sKuUbx88B40jRkUwfnhMIkXh5ozmk4rWBVXy00ZGwyM+5o65lbmIaF8PHUp1ex9z0ScRtm472vUUGSnTs/D6IhoxGWllI9YH9nIyZSmiwKbn3F0yqMym8d7wa0BvLOq2WRd/X88PFH7hpEkn/2dcQS8DF+1lu31jK9L2vg0BkNInfAAMNsOk6xTIps3u/YqDPNmHvxlOYPkAtm7tvEok/Hqdu3n4Aul/8AfcPht3XbtTTrKddmUjXxK8MSrxz902i8mga3Rd+x9wuekPX9erfpEErAxfA9PQOA52vR0I8ccHbuOMTh+vNIxxuQcd9WA5gU59/d97IO6pPmP6SCUn51tgPuO+I2TWbw0992eZxysuXeef5QaT268GmzbkcGd98/zo850vJs+8yJ0MJBcXcGLgAt7AAo3v3vXw2b0jXoTuTS8ulyZHxexCJoI9XFg6qPARqNX1Wj+ZgxCd8nwqgj/hPmZnK7k+mcCrmLTo1voVOq+VKO8ItFUk1XEq6YLRNU1vHiQh9hCgtRW9wbF9wmrqD/3BSWYSzTmeI+jSh8GomygoldaX1dPngWUovXOd6rRlW8npM7G3IP5eMWGY8dbU0kOL+eIP+s/Tv5YMpIA+DsK4KmVgMajUW3i7ILE0RSiUUih24XujM8Ba5403X2wTlc1Nxf2EepiveJfH7RNxq0xA31qKrrabrR71BqyV9zHJ6zTrJiW7v0HD9Gvt0r/O4agkBc9+Ac1s5M+8PtGodNr4F9Fv3CtXJ6SgvXza8u3axkVQlpVNbUkvOwXwKTukVTO2irTAd9zp3LAOwWD3H8L4qbM0oc+mM+efvomlUceXljSxZcJrn3+xFXP4OQl/sRmNlDdW5xXrV20AvZD4+IBRQ6xdN9g01prnHyDmYj7pBjczsLkUppYbzLjpfjnusHw6R/lRF5iKzNEVib4c25SqFZ65jHxWA1NuHwKfDqcwuorGmHufO/hRfTSdv+dBHljFpy8CVu8rwnDKeQvfOFD1EEbcJOpWO0iuVKGwVqKpqeHdfDELvrtz8IZWfN2yBl0ajrlfj2d0HZXktnnMCqS+rouTaTawDPHDsHsGgnQPgF5g824zC0OaSayaWctRVNZReqcQq1AxRYAj2bu4orlxFq9YgMFHg1sWHiuwiBEI9pdn/WW+cu4YgkEgQiEQEdokGqYw9SSZkZFTxqtc17m35B4lChszSFEQi1LbOyCryUV8+R0l6Pu4DnHHpGkjmzgNtXrNTDzsKTpXgN8oLqYMtrwWcR6jToMjPRONgS8SUIVzp+h6Hr0g5+L4+rzWwawjH/5jNrSub2PC5FQ26UkYJrHlJaIukHQMXIHtPHt7vqrH1d2rXyLX2ssLc2YqK282sAmVeA1qVCoFIhk4iBQtrxKG2BLi6UZz04yPpywC3tmZxa6s+79l9gDOlS/YijFuKtktz+kbX5K9Rn1pK0vRPaaxV8dMKH16fkcmBWfkcDXx4PqzhXOu17K704/v+q9H+NZAHQ0ehAVIO913BXNqmIv+nUOm0XNLVMUpobWTgNmHvwH84MXMSsp+lnFXp6LnqZWhQ/msDF8Ah+SCH2zFwpZeuwzy90Fbxht+pK61Faio1KsXm2teBvKPGVGlbXxskDvbUXrhAY2UNJwd8TUDMPTxv7f/X5/cET9AWnhi5/4OwE0hYJHTjoK6SFF09OboGziam8t3WI4R26sqhQhVPD32PEqUFaq2QynoJtooGTGlk8wENVw9fAhw4OCaOu/vX09nFlj3p5Tjn+DJyzmwy/nqrzd+t1KnZpC1luMCKiUJ7BAIBGqUWTUUl2vp6GipqUJYpqUiqwTE0m97ejvx59BwVri5G/Zg4SFHmNRh52auy7mHqYod7XCca3AKQ1Vcg0Gmok1lR4uSOuqG5uE9jg55ydnfeZvwFfxsW7U+N7wn3nbBv/9FcZ3Vy6BHuxK/hjfd6Yd0vEGf1XTTJZzETlZGHjOp7dQS96I9ImoWmQUVDWSU1ORewDPZFZ26FIisRhUiE3DsKs+JMBIU5aOvrEdrYo4nsj62yGPucazQmJWLpZk2JY8VDJ9jkdWlo1Rocgl3aNHKb6lra9eyMbcDNNqmMTdg27yQ7nrnN+chXyNK4Uncombnbyzj06kYOj1nN4X0QwnKmrn2R760/Jsq3nk9N1zOiQcepufvodmkUAL+fsOHmpXPcvKSncH5U05Gm7FTrcAvUOXfIWbeDfj+PY4VsLt8fvslsmQeuvzzH+PL3+DXtEyOPdmK6lnnDstncoRdb156gzzOxzOx0AfHJfZgP8je0kykcAahFiymiVtf3XMYb/DH5Gz60+RqupjN8XFcwFpfFK8yfH4aeY1CCce6Ucy97Cs5W4D5xNBvDP2DnvnqGPxD16Zq4nOztR4229frjOYbdmQrxa5izoDuHu7a/kDk2ZYvhb30EYB91J1/G/V5Ou8c0oWW0eODz3Tn3yiQ+TqvnlRk39fvRRzn6f+vPwnbqEp5ZcAQWHEEC/LhsuFE5J9mCr/jmoBMVBXrDsjwsutXxW9eeYPJMCQL7Zmp99PXf2fZnETPHarH980tEg0ayuuRZ0ovjWHljIf2DO7GHZjXWvyr74wD/kWiNQCLBbdzT5K7/G51KhU6nwzd7Cj+d2MZknRYvpEwVORJ4P6cPIHPnXSyDTen840d8cHUQb84oo1fxXvItw5F4+1D+x6l269PGbZ9B/x+Csfd0YcIPw9A84vykNhK6LXya2rt5KJ39Eeh0iOwckSpMEYiyyDl2DY+Bl6ix6Y3Q1MygXdASXkNc0QjEJBa5crfvH/SbVk6RqA7P7KOoq6ow7RqLTmpCboUpe9L78965VYjraxjqkIr12ZWciH37kfexxC2SjElfGN6RqtwyFK91Q5J11yhXVVtfj9zZHkf0jqemiFfIuL7cNIskKOcAR1o4ZKTmcszr87lX5Unu+r/pZv0GE979kepaHV4j+9KQd88g3gPgO0JJ3d7LuMf6I3MPYGTnErJm66nETWOd7whPalyqDdRhhasDAoGAutIaqvLKqSuuNLBShGIRFhVVmNjbIB/xHPdsOlL+yRut6hQ/Ck0sDPcBznj2C0dl6UC5zobA9L2ItGoaP5r+SIdizsF8ZOYyVk85ytH+emqp65HRuH8+HbW5LZLyAg4PSYD7hei6JK4nQ9SB7afkwDn2xP3NybjmsSRqeiesIkPJ+EOf7x0xZTB/m7yEh3MNUapGtDXVaKsrUZZWUVNUg22AG6bBgZi4OqELi0GobkRYqXcYqK0dCXJRo+plgeT8QQNzyneEJxZdu5BvF4bLoTWcnLMXuasM/yH+6LQtShNJBEjMxTSWqbi5Jw23Lq4ohiswtbeg+mY2yrMJaNUaCqrrkZmbYBvijZs0jz6RbnQK7o6VSQP+2hv4LvkLrUaJqkHLqt8vMMHqWrsOupYQ1tdiGeyL+4D8NiPzIqkYhZMttoHF5OY1R2lr75Vgqa5H0FiPQKNBbWFFg703MXNyuXvoMtl78lr19bDny8EI/Zgcv4Y/PL8h8YfrHH7pJy79kkTsmkEEfPscSYH9mQscbafUGrQ2VMViAdmXb7Irbhde25T0E1gY7R+mOMRJoOf5b0hoh7X8n0RxE3VKlGiJFbSdh9/EdtEotair1JSdu0rGwUeLXLaFawkb2t33ybxmJen2Sg+VpFS02lZ6uwz52Wvc+Emf5jSw2ypKfj1DUmop0fETWrV/gif4t3hCV/4fwIPKsG3huLaKL7UFWCBEC+yLiODwrPMc+ON0qyLlcVveMlLB3Kgp4R9dBXcv/INOqiD3wwVtelT3ayv5RlvIBpEvloJmg6T3ypGUXEnF1MkG04GDEZYXcebtNdz2lzPp0AWuvDqM/D9uGaK3D1JrLYNNsXC1QGYuw9TBEtvYSHRuvlQ4BmJZmkHq3C+NatP13PMCi7X5dBn4NxKpZavBv+/3Yzh6X8SkCX6jvNgxei+R/mpCTdKYvtqM9960xfrTF7j55216LR2Gpr7BYGwrn5/O3ruhPON4Ct3236jJLcLMzYG07Zfxjw/BbNjTFLhE4ePtjfKPL7i6dAvliVWGHJ3Hyf3quWQw5WnZj6w312lGZ6pySzB3saE49V679LyWE2vHXuEM+yDGaH/+vnTyi9REvdycP2x/4wIzZ19j0qzerFnaTGNdsTSMDrs/4XTfL1m/uZC1wy8Y6Koxc3vwc/haQp7XC3g1CRcpT6WyYpHeIJ9/4S1DNDtu6zTUjh4I064i8OpAhls/5q+qpqq4gqdjTjL9nZlsEvliLhC16cVua3Lvcf5bLo+aaWT49V45kuNvbzdq1/Pid1hE9KPwZiJCdQNmlw9w5LX1hnq7bcE8QEHY+q+Qlee1qYrcpNTd8tzaoh73OruS8h/XGCbox0FC/Bq+KnnPYKQFjwtgXPG7hj4dYqxRrT3I3A9voFGpCOwawpujhdgvm4DduLHUWzhyNup1AJY9sx5rRzuDqFZb+DtBwq6Sbjx3+2Ojbyb8jXDKpn/Dn6etqK1p5MqR67y361UAOr4egqWvK/UlFZh6u5G26dhjve9RNzYzenalkRJ2k0rmbutIjlcVsCfEkeQbiYxR2BHRYMIvmhIyaWCK0IGBwmbDutfpZezVDMZaoaLH9S858tp6Ql8NeuS31FIZ92Hoef4bSi29UeoU6BDge3m9foe5FQ3JN8g+nEjBxVL8n/LG2t8dkakcbUMj6lol9WVVFKXm4x7rj1mAL8rw3vya1YOKChWxYQL6JC0BV0+qnYKwyLrEzW//IOdgPj0S4tE2NBoZpZvfP8a3T13hRPeZxO14h6pTZ7i49DxdP+rNuU/13+uDzBivIa54DYkl59BFaoqqcY32piq3lKy9d7EKMqf0SiXmAQqCR0Vx/beLePfzQmZpamBMeA9zwzm6A/mXblKRU0V1pqZNhfKHwcxPjn98ELVFldz8s9lB2fXDnu067cInh2EbE446IBKhuoGiH38lZX060TO7YDrqOVQmFshvX0Odn4dG2YDITIHYwYnqgK5cbIjCzzIfx+1fGeim3Rb0Q1VTy73LWbh3C8C0W3e0Jqaozp/k7KeH0Ci1xG2eQllIX/7OCmPP9lTK74vuvDS1N042GvqKjiI8vZ/M3ecpTipHKNazCpR5DQSPC8CpfyxoNGiqqhA7OLJWMROfEcb50l5DXLH8chWZo8YZUj8Ali8NJ6j8BKKMJJTZd1BEdUJjZWcYZx1irPEZGEba9ssoixsJGxeJ/JkXqfh5LQonW0RPPY9JWS6H4z+jw9hg/H/dTv2xTeT9vIHqgipKUiowsZUQ/fkkjji/3qa4XNjEUIrTC1s5W5162GHuZI6yvA6xTExhYskjo+YA/da/RreFP+FmKuXXp7qhbVRRW1CGwt6Su2dutTtO+I7wxDkmiMaKKuqKysm9mENjjdpATbaNssQl0g1No5q8y7kGirXURkL3JaNBo3dXCe0dqfMKI9skGFdNNhZXD5C7+6TRO/i4uLc3nXUr9d/Y4xqYD85fTcc1jXNfWwczvSKVRUI3IoTNWhTOyWeY/m6S0THCC0l89vGZVn096ncdvF15/Tt9msPXmkKu6+pYI/Ji8eC17fbTlF4VNjG0zdrJ/w16fjmUIYefBsA1wIuXVw7ELtoKl0i3dn/La4grFXcrqblbT/S0WOrLq7EdNpgGWzfyPk0g53j5E3XlJ/g/wZNI7v8j6C204Iiuisu6OqwRUZFUQ6dXQph+4TtOP0DJerDMQ5BAziZdGYdyNZxZv4jSvTcYIbBG+gDFSIi+tq4ZQmyjLLEPsKcwpcjIsDDfcY2I377AuZMjF6/qhXqKbxYaLcKU5XVGVN3KlFoqU2qRu8pwDFdhFVSJWJKDyN4XYWODfmJskfZiObkfJt/9jlhi7A1tWkAdfWNzK1XgjL+yCf0riG4nvyR+niU/rrDhdmAXmqZ2bWMjWpUKmaUpIpkUm/wkyiqCOaDozoiwK9w5/ieVuRX4x4dg0a8fec6RVGv0i251RRW+cYGYTnBDaGJCVXL7k7nR/ZRJsY8JI9JUzt0zt9sV52qOkLUfaei1dBgJLbRXbpxI5MYD98A5PoAHK4daSyrY/JUN10IC2HP+G26ZdSKg7BTCU8upGPoaW/+s4G7ybQYl2xoUgs8nnGJn/EleTN7G8++Wstq8nBzA3qy5XmLw8yGGvK6WojJdr/6CUm3C7DflbD/uyhfLVmAvkmAuaB3FfRAtn2nLEhWgV/9u+R7KXWV0++Jlfr7XlykRkKn1oyy8WZinycDttjCOS0OWG3JyATp/8ByjVtqxpWvrMivdFw1g2KzmPL64PXPpv8rb8P/PZgncAjq/F0v2giWPrUradH2AURQyZX26QfUTQCgRUVBtikaldyCknUvm7XOwbuVSGiuzkZ7Qe+Z7fD6QhBNKFBZyZn7Uk2Wftm1YvL7ajk09EjjygFPIxNqcKTP1BuO+eVUcf2eWYd/Nf24ROz8Y1d1CvlQsZPYLH1N45q9WfZv5yek8+2nKrqYiszRl5Gz9+31uz0WDQnONTs/kmKa5Q5a2nN7mnuz+/B10H+8GASwRufODtohV2kLKUPO8UJ+LrTt1kO7DPDBprEZ3/16YWJs/8h4/joHrM9yDYitfNDoxnsUXEOXepvzCNQRCIaU37xmiQx6DXLAJ8sLE2wtMzVBeS8TE0RapjSV3Tmdi6u2OKrgzDVJzngq9i40yj3ORr3KE+8Jdaz+jziOUmiL9gl2kkHN2oTF99PXnLTkRoS9Pc3neWhrKVQSN9ackuZkK7z3YHe+XnyZx8XqsPKyQyCVUZ9zB67lBaNx80UjlNHy3Go1SS+mVSoLHBSA2kRjUZqsLqgx5dDJHKT4vDCZr835DfVWxubFQVFtw6mFHTUEtNRlKrMMtsHK3aKX/ABgZuH1Wj0anUnPq/b/RKLVITE0QmMg5JhrEtdvwTpeLsD4dy07hNEpMkKedp+Dgacw9HJGYKRD7BnDPpyeZtW7Uq0VYNxQYnl9jbQPlt3IMEU1bPwdM66op27UXE2tzeu5PgKRLXPl8A0Ej0xj23DSGzhJgphRyTt2VEIt0bEvSERfmgaMjHj1DsPUvpex2ESUp+rE9ZX06CntLMg6kEPxsF873WohPVLOBe+mXJA5uPsPcPZNgj74s1tx0PXtj6LgedLy+grtRoxE5hOIq/5uzb39L1KRehuOLzpfjMxA6DA1DrWxAKJEgKcnF1MUOgUiErDwPdZreSLDy0guf1V+9jFajQ2FrisS8GjNHU9Q5d+ir+JNm14keclcZpi52VNw1nqtEciGF50spUOnL9Lh0dmqT9t2E2Pl9KNXCzN/3M3HWt+Tn5TBs4VKEwgzOLTmOQCKgz3cvEtq1C42161qViAO4veMOClszJKYmSM0V2PrZUpZVjihAiLpGg0QhQVlei0AoQKKQGI5rLFPRkFeAyFSOUCqF8lIU8tvgGUyeyAthRByu9fXUFle3osI+Ci6DA5gLVB9PMzDEgFZpRoor1/jogwutO2gDR7XV2CMmrAUzBSA/pFsrBf6WBi7cT2lJkHAu8tWH/kZRVh4J8WvQ6TQk7x5InMACwf2Uj7a0H0J+/pK8BYvI3pOHxFRf8/lhJcYeF1ahZnj/8Qs1AIfLkVuYMf3wKCrQz3Eh4/riMajMMEfaRVth5WEFgGvfKLLvl+QzjQjjpOtbbPmrgHkTwKVrEDnHz7T1k0/wBP8aT4zc/4dgff9xOdA8CZzu8mabbXt/PYoLi3cTPaM/leEfQZwtc+bMIfNWCmKhEJ2rjOleHrhGe1OSns/d/fewvE8nLUeN6EolNXnKVtS86vQ6TsZMJW7XbNRDPwEg51wxToJmZb/2ImjKvAZyqwvxGiZGU1GO5d1rUFmOzNFYFXDVXiXeXq6GgbsJF0esJuHyWcP/CfFrWFnzgSHvDEBcWQxYcjswzrDNb5QXdQWlqGrrkZia0FhRhXLnTqwGPc/Bw8WEvfAsPgNvUpV1D4uwEPJ9enCj1BOtTkAEejVNqZV+ga28m0dZRvtCKC1xYvZOei55Cptu0djE9UJbmI+qvJLsQ1cfWzgD9LUZJQ4O7JtXxfd5Q9nxS/v05pbodXoZU9fJ+LxSH608GTMVy2BTjqfU4jfKC5uuQ5nwrIyPUkypr6lt5Th4/l09VS4nuCfuKSeZMrOZrmo7sC9xgwe0oqo9PVcFXGNHgpS5pb+R53WHTRkq5oTboNR2xqo2D7lpsxr2g5PykZVX6Pd2s7HaZBju6bvdqLyAMq+Bw2PX8vzCbBjyDSHKs5xEHxFo6UwQxD/LJ/POGS0w1B0i6awK5PiE1obbrRGL4FSi4f+Pb4/h9ZlyRtgc50z0JJrk1cw6+HDxi7NGxyq8TLD0MG83D/txogUhM15g9y0tB94vYehKN1TKevw6BaLT1SE+e4DTH+vFzMpS9UZQ5rWb2D1v0W5/JTn5RkJVTTifcIpZZ9awdOEplLv09yFu40QyN+0l659cRBYW+rqS2WeYGl5gdGzLXHKhjS123Tqh8uvYlJ4NQI6ukZP9PTh4KYlngLjekYTvvY33hXJ0F5oF2SQCAVNFjthpxWzQlmKLmAFCS07O2Uvv7nFUWHuT84d++W4e7E/kVHWbxlVLmAco8O7lQ2lGkdHCt/uiAQgHPI206A6kHaLSuxNaiQlCWwesu0RwefFmozxbt9hAZK4uYG0HdTWk77yMQCjA2suahnIVuX0mcPS2B3FWWZh8NZPi4mb17IqkGoSXT5IfN5WIqcM4OvF3VN0H0+cne46MX4vEXEzP9e9SIUrncotjAIPh5tzLHvsAR9T1Kk77TKD7HK2RA7Py6HpWf34Cv06BTLjYHM03d7NHOuJ5WDtV/yxaMEO8+3mAwpSG6maHVXuwi7bCb3C4nm4tFpP/22ZyyCV4dAy194rpNMOZhsqaNqPrcb+9xqfKGQyI1dJ5VhkXl56ksbqORt8wjpypRyoVcXvHaXp8PhCVTyjSexnk7z9Fyvp0zAPuIjYR4zeoAhdVI06Wtlyc8CkXMpSETQzF65l+CGzsjcaeirtlFC7fZHA+9rK1onToZKz3nQehAJVQRp3OFPuya/h8OxQlUB/kjmkHXwQyGTJXJyS2VsgsTREIBeQU5aNT6dBpdfgP6Xg/bSDc8HsJ8Wtgc9sL8bn7JhHpF0V6ah4BNvY0WjtTeuIcddn1KIvKDbWzAYpvZOM+sAsiK2sa7txFffumvuatvTWC6kqqM3NxiLFGamMFwMWlx2gsqqbzrBicOgeiaWikLiefWz8YO08sg03x6uWHIjQED5nUyBnX0qBV5jVwO+/htd5VIycwcPiLKKtr8Yl+BbcQFyxCpiOz24Zt1GVKr1TScK8ASWAkEdOe4uiEjW32U19Zh0gmQSSVoLA1o+RmCZoGLSZ2MkwsZGjVWhqq69GojA3u2oJS5PZWSMwU6DQadPW3cHe9TYHUk3yJFy5d4vFXqck7uvWh19EeWtYFT9qUSsK6k0ZOd9owcA+9eI7DL//canuirpZuArNWOgNt4UEhRrg/fz4wD6+duAtyWq855jqt5Ck0xArNCBkfyG/qL2n5JVqFmvHnK8fI31DKr++9haX7HyhLq7Dq3xf4741c1y2b2JDox4CwMv75tIzTnV+kosX+429vJ2ZuDyxcLEn6JRX7AHtklqYUJuUZIvMAdUnJFMhFlNwrRjtzJqf35D2W4+0JnuBx8ISu/D+Ax6GJFegama/JIw8VvQXmzBbpY3YKLxM+ClzFN8uCyQvWl9cRSAT0PL6MK4o+XM+WE+1TzaQBfiTlFeOAmEFCS37XlvKryAfrForLebpGJmuyW1Ft2qPopOmUzNLk8I3IE6826rO1h/DJYdhEBVN2NZWbu9IIGRPOfJtVVFfU0amrC6vmDqKqtJrogauNcm8fF4X703EcpBf/EFuI6fC0Lynr07EMNiV8QhyS4I6g1ZLlM4BTWa40NOro5F1NWMURRHVVpHoMQacT4K7JwtrFk8aU0whzb1Ny4rxBlfi/QdePemPavQf1ly4YPKq2UZZIFBIjg709dFvQj+qcQq5P+pPF808TFBvKiPn6Ui++aYfJ6RZPz5/e4vDIFYCeFtdSZdT+xgVWrqvBxtGcThEWxLrnYLp8JpUzVpFe5oise5DR73kNccV75iRDnhro3wknH3emTnQ2KFOuHr+NZ14MNdx7gDqdhjO6Gs7qariqq6MRHR6uzjjeq8IdKW4CKRaIUCDEQyDlmZ1zyA0Y8FBFy5a48ON1pjpf4PLoaWjqWtfpbDrXj85MQV2l1tP3ZqwhP0R/vx6kb7V81ye82xv7AQH02z/PQGvumLID+5xLRjTnpmM2Oi/HrnOoIY/XfYDzQ5VhQa/C+/GKKjb13A5mFlT4xqCoLUJ47jDFl9PIPnmHoBEdsYrtzOExqw39yr5eT7nKgvkJWdSWtV++Cx5tXLdXw7i9Y7vM6ca1tReNxNcEEgH7Ey4y6vue7LpZyHJtAa42Fjzn6sLMpT9w2bY7XpYl3A3q1W7fyzQFXNDV8KPIGzOBiNgrP5E9432D0+Da+hT2bjxFaI8wPhhVgN3pPw1CUH2/H8PAHXFs/sqGxsUfGimAOveyx2dgBAwchcnNSxyb+AtOXe3w/fxDdjcOwsumioir35P0/Q48ewYilptQknKHijtlhLw6EALDEebe5sycDUaUzr5rX+ROzwl45p2m8u8dpO1MNtAv4b4A0pEd5CkdiTj4EWILc7SNjZRfv4ldbCQbnOcR4lpN0I45lD/3LpbKwkdGcVoic0caIzqkcj14pGHbg06eXkuHIYqMoWzL1nbHLpFCTqctX5P+4XvIzYRITaVUF9QQPnkQIp8OZH6zzhD1DXzBj/pKpVEupGPSOWbMut6q35bPN2xiKJLp87DKvkzDjUR0Wh0m/v7cDR+Jc3kKWR8vNnwrPRLiURaWUl9ejV1UEI1l5UaiOnbRVoS81BtBVDeEt1MQKExBKKDq/KVWJUqsQs2w8bHBPsQDhY8H2vp6Sq+kcvPvDKQ2YgKGhWLq5oiyqBRNfSNatYa6kmryE/MNYmZxv08ibl0kpfknKS04RVnhaV6ctZ9PS5aSvC6NTjM6Y+blQt29IhQuDpQMmkD1jMkGw9Iy2JSot58i6++TZO/JM0TFPbt7kvJ7Oj0WxaPtOxzdvq3IAwIM33lbz+jy6GlEvtGRC8/9QnfJWa4Nfwu3WBc8RvSj+kYq1bnFiE2kmLnZo/D1QVVURFVmLjnnsh5a5u9h6LT9PZyfmsA7Czfw1thY7CtuoxaboBXq1w7b7sUy2vkUjb99j8LZDqmfP5goKPPshERTT/03S7i+Ngmf4R7YdnAGoRB1XQM3fruOukpfVsg8QIG1lxUqpQpNg9povvIY5IKJpRzh/VrDOq0WM1c7LMKCqQ3pQZYkiMpGOd1KtpG/btMjKz20hLwdLYSE+DVYOdmzdeQpDj/91SP7ESnkRG35Gt+R8YytN+UpobVh369T95GfoXf8tzcWN42Jg8f24JWzLzImc4rR/gfH5rn7JvGFJp9bunp+EHm1a1Q/WM3gxk/JhjJZj4PY+X0wcXZE4BPAkYHGZZasEi9zIknOiE4FZAa2XxYO9IrelXdL0Gl11JXW0XHuK9xI+NXoObfUO2iifz/BE/y3eBLJ/R+AUC6EdkpoNui0/KktY6euHIv7j0veorxxXXY9BMLUmSkQv4b9c0s51nsu4upSXGyKEXnb4S24TU8Ha5LyilGhY6jAij8o46iuilGC5jpwkg5ySAU1D/d7NEnum9w/j/pHVTh/AMmbUgiobzTk7V5adoG81wqY8oYfZsuGkp9xFBf/SfQc0pEe4fGkbjlrmKAll26giu4I6COVgz/VCy7si9/N8Rl6xSLHQQGGiUBdpcbMxRa5q4zKlFpKE29iJxSgU2twdPLDz9GG4hoZIsH9ay7Kx9s2CWltKYLMVBrqlIjs7MDGHrv4foRpNO3mmfT+ehS6qB6oD+/mzMeHDdudetihsFEYItymXbpw23MAbtYuWP5+Rn9e/2IBohs+FrlIStH9+qepZ5NIvT+ZHbq2hXtyIY3OPob2Zo7mFNE8mWSXm3Mn6RpVZQ5cPXyVH4F9Q/1IDOpDW66K7D15mDn+0Wq7TCHDVNKA0whPLBYt5ZfflnJx0APRTYGI/gJL+mOJUqfliq6W9Hv15ACndTUUtqgnKBQKeGv8Glx9KrCOX8OWDj8gnPAui/b78+IgKAvrDOjzLtUNGgpOlXB46zm6PEaEtGkxZTJ1DldybPFylLIg8hvIwYgu3BLHjhVSPH4bWfUheKM3al+cWcTcfa3zeOG+4Mb9qFbc3+/yzF/dmMIzDz0v4bsvoHb6lm9ls9HU6+ipqyEy/xy1xWUoy2upy67X09lbiD75z57IJ0fsyc0uY618IQ7Th/On9BWjnOuWaCpd0x7aWnjN3TeJ3ie/5Hgb4iv1ZVV49fcwyoPTqXR8WDSNc7fq+EZbSE+BOat6dyZnVw5Xh07ExEbCm12+5VMvEwDcg7yNKIIArwjtOKap4lttEfECSz57vx6HgJ+ZeOIplo78DdXGU/Qe2ZW+H0djqoxh/5AfkHJf7biDfkxQCWUUpepZEi0j6/knDkILil7BuRICbl7FKaw35uI6dGoVTmHumIcEotNpcZCKkZmbkHfkEi5qDWq1CpsOluTlNUeGj078Hf+0V/ny7kjGvxlBbPR2NDXVNJaUcebjw7jGOGP+00IsL2dy9mIpXWb1NowLHbU6us3Kp7zRAqmdDamBQ9p9PtDaYWIXbQUjAnnQtAxbOpvTz35icECk/3WGkLAoZJameA9zMxirLaGpU3Jh6AR6JOgdS40VVXjaWNJQWIy4uoaqe82Tk1ajMzJwE+LXwAMG7o4EKTdGvkFdi23X1ybRs8N6bh64Qu6xArrN709hWDwetw5Qc+as4drkrjLuHtP3Z+Vhg9jaGrGXDw4xiRSdL0fhZYJzuCvK/GLExw4gc7RHIJVScuI8BTdy6bagn1HOc0VSDRVJNYax13uYGz7jhiOSSSlMykNVq6ShtIKavBIaqhsov1NhMAAUXiZIzcSkpNykZPc8btLswOi7dDzJAoneYMgspK64Qq/GHRHDpVI/OrQQfapMqSX34Hk85s3CZaEpEmUl9Xv+pvx2PvZXzyHN3UmJqQMWA5+mwtQB0Bu5oos30HTuaHhGBas+pufej7lsOYgBt3/g8DP6GuGOUf5o3XzRXU/BOsADkVz/jWnralEWlVKSno+pvSkNfo3UZLTtCHwYDs3WG3nd/XS4nNuMQGFKo19nakxsEenU7Pj9Oi7TutLX+x/EHp6M+qsHTp6OmKaYYG1twuszP4e1w1E3qBFKJIhN5YgkYsOYDHqGmMxcisJWgUQuwTpcY3gOYpkYsUxMfaWSxtoGBEIhEoWMxvwCTO0ysPVyoKDWiyuOT9PpeSXZx1Y9Vn4x0G67pjHx8K+Pd480dUouDp2AvVrDBUEtw3RW9Fk1Sl/aL+MuG52XP1RPwDAG74NrwK6Fm3nqzBjjfS2woPdnXD08mteE9kYGbuf3YlsxjJrQpB3xuAZu3yOLOGI6EqlIi5OiAjA2ckP3fIj7029gf/cKmW320Ixrq6/RbUE/BGIRZanZNKQktyrv9Thq2U/wBP8WT4zc/wFoldo2FyBBY/1Zu/4Km3VlRCBHghAnxFzW1aLR6RDdH9y+yJ9lGLiO3V84vnVyEDeXpwLZTJ7dm8/feZm88UtxFEgwE4iIEZiyR1tJnMASC4Rk0MCXWYV421vz1ozhlCbeJmvvXTRKLXP3TcJvlBelC7biIslH8vUrXAMDvblMp4ZHs3MMUFepDQauVqdjkfYeV3/tAte8uXAhFVsEOLoPxdddhMSjF4Jtzcp9C+edhfg1HBp3kduffQXoo4sVA14G/qbnksFoVWo4BYkbUgh/KZg7J9Pw6e9N8ro0so5no1KqEEmEWMSJcDQpx0tRh2WdnpKpKirCxC4bhEK0OsC/M5WH/sYitAMCgRBlefsRd5GpKSdlAxAM6U9v6wUcn/YX0TO7YDFoIBpTKzxn1CNsVHJnzUay//qS7BbHRs/swqVlj877idvwOh+ejOTKsSQ8g1tTnvv/GgUdo3i+sBdNmaSzrJfznt9LhgXOkCvvs4qhrHxPyssz9G3id8fzecA+Q/Si79oXyewxmTtBvfXP7P1l8Mtgep1dyeBP9PlGz4x0pig0CFW4BbcfUov016n7eOWbeOQCId0F5nSnObdSpdNRh4ZqtCS+N4f1360i5cIcYgZ/xi9d1rPnvVPAVa4ehoMHF3BkwAIqv9rLB+9fgnj48Mhb+H40ldtLfsB7iAsT6j/kB+En7apuNorl9PDKpfbIcXj3Rqv98z6NpaBCyoF9uWRc1r+j3k/r6WxZf6fBdydaHSOSSAyiTYbn8F0AUNqqbUt0WxiHSdfubFJkcMXMg8VfZfJKUAOHR64geFwAdsH6OotZ/+QaRRzyPboyP385Ov9G7qRVc3hIAn1e34nV/C2E2Nxh/NvGQlSv133QriH/MBzvOdvwd0shr5TNadiGWmAbZYlWo8Pz95+5FvIsF784SylqGtDRT2BBzq4chFIJvnMmc3vJD4DeKef6tBcvLR9g6Nsu2oqSSxXYCMSMF9qxU1vBSV01ogMjcPYaySs6LSYKOU5eznSbHEYD+tzPry6fwuu9o7zwRV+O9pvH7oR4TgU1W86WHuZGCrMtoVFqqU3LwDGmDJvGAqrTMkjbnopdej4ycxNcugZiFejFydm7yT50F5tgS2oKag3nCnqWiFvBRXqED6UWc06Hvs3Sr24it1Dw/awa1PUqowWnRtlgKN1y46dkevgtpnz9SUSfGz8bhxhrOn4yhdrTpwziU8pyJQovE3z6eiOSSbHwduHkpb08iKYSYE0oPFNG4QMRmAchlEro8ttcKsM7kdXgQYguEem9NKQ6LSX/7EdubULoqy5ITOVU5Ta/001RIvcgb3JS9fT1Dw5P5nykDsduNkZRbcBQN7z7ogFUjXqLf24FMC71O0PuMICqWmOIgN7lHlZns7EPtCdwTE/MnRMRioWUZRaT91MyDjHW2Ac6otPqDJF7ty7V9D38KXdWrm0zbSbrn1y833bAJjKIhspahBIxJo62KEsqqCmqoepmM129LrueOmDhjc3k0MgXInf+1pZTgxZHgUQ/1/QbQea788i/XIhTpD22BXdxClKSf745ZSFiSgSSybMZPKeWGfN6Iu/ZginzZwz949cw9q1QXnAs4nJHPXNp6cjf0C68xHvoI5n+M15FF9qLsyVOHDgDvxWN4eOUfhRPmsDd40loDyfi1rUDJrE90d25RVXSTeSOGiy6RNNQXk1VXjme3T2p9q2iJL0MqZn4sep0A2Tf1K8tQjSFaGqqUEbEkaoLQa5R4SjMx8RMzvVbAuz7zeVSpgVVxSeoKtbTxrsO6Ux6rbdenMtdn88ulLS97Cy5VIHHIL2Ra+lqTl1BPQ2Fjei0WqTmcnRaLcoKJZqGRnRaHTq1BqorsKnMxtPCnMu5joi8RtPtWzVX5v/02Mbc/wWaxrlXEpYxvz6bk7oaFreoXf8wA3fvkgsMntMFaBF5fURKas7NXxFILBigNU5VGXX9VYh/9T9Sam6Jfj+PIyHzaY7+dZbYwdHM6FvAg/KGp+bug7lteEHbgVpZj1lcf8wqqjj1QdulrZ7gCf6v8cTI/R+AQCJAbt2cg+D/rDev1cxl5pSeOG/QmyqlqMmhOep197UwAt7aSPeK7UY0UtBHuipKmwf4v/68RcPID9n0i8aQLzNWaMf7mhxe12VhrhVSjBoPjZTfR3fFtFtPTN1dUNhepSi1gIJTJWT8lY1TUTy2I7pSXKk39KwQIUfIvRbn9W+RSyMXdLU8FRVOTuZdggRy5g6N4Ee/IFYvOUH/0L+NhHp+WeHFzcCBHL4/tjYt3hPv/z/kqJ669978HjiY1VCKfqHn/1QXHGIKUdgqkFubIpJJqJbbo9MJsK3MQnr7Okhl6MQiKCtC5+CK0NULk34jKPxjA7qryeRdynoonbjk7FVu2Un54/uTPDvhcyZvdUVXXYUu6xYNOfdAKKSxsqbNqFrRxKW4ThAaKOdtwSrUjGvhkzk/+xKAwQh7EIsSulAbGdg8YRaW4h7jRmqGnsZ1fMbf7F8t5VjgFjam7mTsO3oD/wPvFcxN19/PoxN/xydNL+Ef9/skhn5QQkP8GhI+af6dJlrzg4sJyaUbLJx31jDR5mfcReFlQl12PX6jvPg5bge93ooAIP6vtzn8zCosgcFlB0jsvprMpBUkHVlAj6emGvWrNrUkcUMKe95vXhQLZVI6fDyNrBW/MKH+QwB8nu1H9p71Rsf2Wjacm3+d4XptIBV1Yu61U764pFrCqGsz6TZxBq/NMPai/9GGgQu0MnCbsHxpOEXtrAFCxgdye9RnzP7oJntfSSTY9DofvxdM8lN6YZqU9em4D3DGLsAZyDUYuB6DXLCrzCTj9wNGeXYKB2u++OQUfy0xZXn5HJb32Mrd5OZIa8fXQ9pUgQ58wQ/FB5+hWrGwzf0xc3tg1rMn9zZuRSQXEvxiEPa9OlN+8TqWz41h9Fpfqt4tYy7gl3aI7xdfgB+fxUWg1w1o+Xx8IjrAPnh55UBD/9Ezu9BQWYtzuCuaRjU+lUpmC+D46EUs+nAlBbc38rZOwqwNT+Ej0EeoUnVKdplUkXLxA9KvyFFqihkktKQq09hJ2ERz9h7mRnl2hdGi3qmHHSKZFO8LG7i0eLNBzTWvUB+pzdx5l64f9gT04jdN330NSryGuCI20V/f0T4fAB9QHWVJ98+ncvmpl3BzFGCeHYi2thZoptw1VNYQ8vYYCk7p82pHJ77Czk98OTxiudF5+3/9OfvUvYkPKQX0Rm7oawMQObuiyctFYCKjLHYU3M9R73v4UwZ+6Whg8bS8t5rGh+cwx8ztgSLQH8UzY0m80cC+01p8+5mjMLVAaemMqvZvPHqHYuLuRtnFRKx9HOk8ywmFpyvdYkGg1fD5eXsU5nJWDLrAiX16p0JDlT4q05batS5+NGl1vvTyL+TkcGNDvWV0D5ojsR7PDsJjWmdyvv3JkGet1eiMVPwBUnfcQLQ3GY+uHkTP7IKytKpVG03yVUQWFlj5OCM2lSO2d8A6VIhAKOTeqdaOQ1edBBVagjDhEELuSFT03fMhae56hVsrdys0DWpqi2vJ+n0P0S9LONziOq6tvobdhbeYl1yFZl9r1tPcfZNIYA1Dluu1ChySzhO4E159SkBw/5GUDRjP73eDeM0JQr6ZiPe9QhwmvkbSywlGc2OHsQOps/NEfucWeZeyEEnuEOjvj0gmRaKQYu5mj4m1Obb+TtQWVbYycmt0GlZoC3BCyjChJfZIaEDHXl0l5hIxzupa6nLyUYnl5BYpcLRswFmmwdXHhaN/X2XvxtYO4NAgBbbyMjwHRoNAiNjODm1dLZrislaq4QBatQapqSliWzM0YVpyDuZTcqsMCzdbzJxt0Gl1lN8po7a4GoVDDdKaGmQlOXhpGrljMZCkPEuq3V4l9ltX7i5e0SZz4f8LNI1zMSt+IaqhiD129RyP2cTZT44+9LiE+DVw9BrXHlI790GtjNqq2xTm7GXBvDkoFm/7P7uGlvha8QFHftVrf/TsLKHi/Xf+6z4vLDlDv7j+mAX4Aucf2f4JnuD/Av9RTq5Wq+XHH3/kl19+ITk5mcbGRjw9PRkxYgRz587FysrKqP2lS5f44osvOHnyJKWlpVhZWdGjRw/ef/99unTpYtRWp9OxdOlSvvnmG2praxkxYgTLli3DwsLYY5WVlcXChQvZv38/paWlODs7M3ToUD788ENcXIzrtjbh+PHjfPbZZ1y7dg2lUknHjh155513GD26dRTq9ddf5+eff2bcuHH89ttv9OnTh+PHj9O/f38OHmw/af/YsWP07duX7t27c+rUqXbbtUT2lDGoKqvJPnSX7p+P4mvLBZSXN9Ln3UhUdRq+jzFn3/lkBAIpGrWeOiaRWhPVdwOeoSFGi8aHoeeSwRQ+/Q5SXT02u9ew5d3tFD/rT15dIx6pufhlCZAIBPT94XlqM+8a1Udsgl20FT5xwaTuuEZ1eh1vq+/gIpAwR9T2PX8UynVqxmkymSd0YdxzHSn6aBu2sgrWH7PjxA59BHfuvknE/fMeRdt3t7kQb6sszYqq9/HoEYBFbAwNqSmUPPMOlnWFmF4/hq6+HqGnL2pTK0TKagRavUdYU1yEQCpFIBQikJmAjQMm/V9uM2da7irDLtgGgVBA3okCrILM6bD2K6oVDtgVJXNrwfJ/rfb4KHSZ0w2zuP5kuPcnvdSeihohZRVarp7PpUOoM30i1XTcMtUoMtLyHj3Mu9t5Vgyjkl432raq7sN2RZTaQvT133nmvRrD72x+/xhjFvcBMIoAO/t58GvgjxybqhcKidvxDs/v7kdJTj5qdR0p52dTW5lBl4HbEYkVrc67ZU5nU+7OfpsoPu2+3LC97/djaIiO40y0/ticf9KxtdSy7qc03vx1ZKt+QG/MJ4W9RmFoV7pe/YXnFomZuW0coFckXdT7e6P2D55T0/beK56G6J5cef1jnDo6GtXn9Eo9RnZQH6Pf/+CTbnQ2uUrdis/b9fg3lYAAfame6T9Y0nuAF6N8b2B9eTcCU3P6/9jRcH5xv71mJIzy+6wj3EnKMOxvOJ3Ksk9P6pWVe8xq/YP30WlGZ6x6d0eVlUlj35HsLO5GL89MHIuS2MswBvMPH57vi1gi5PzeS+RmbKQk42c26XwQCgSG53N5YD8KjrYdXQ+fHEb+tLX8uF1L8ukbRvc4W9fAD/5S0tIy6CEwowoNN3RKnJDgKJBQj5YCuQ6VSMTSOgecBM2ifFqdjmLUFKHCHxNMBELM/OTUZCgfWurmYTAPUKCwNUFqKsOtWwCS+JHcsuhMQUT3Vgv28DfCsekUAhoNdXfykLs7owuLYd6Fvlhby4h+tXXJl7h/3oPaGkNepl20FZYbtpFTY49MrEb4Yk86LX+HC47PoNKI6JH5A4dHf0vXD3tiGhUJOh1aG0cq7f0RadVY3L1G+cEjlGcWotPqyDmaj0apRWwhJurNLlS8ugCbhkJsg7tw5VY5+cFdDecid5XRdd0HZLr2oaTeEj/pbWo+nMntHc1CRX0PfdLKydoSPT4fyN9dviZm9aCHUuYfNT49iJYGUtNYrCxXUnKpgn4/jwM3b9TXr3Bi1j9tHi+SC+n51TNGdbBbnrOg3zC2XMzg4DfL2H87Fz9XB04seJO/bhfz0oIV3Jj+HA3Xcyk4VULn92IpuJptRCfvtWw4JVfTcXzlJYQNdXq2xfEEBiXo1cO7De3Cmd3NzJ2mus6dZ8Ugd7JHEhDEHf9BbLvkQvhLwUbjnLq6lpDxgXwVup53k8YZjPi+349B6OgMDfWUHDtL9b1yvCeOQZ19m4aCYhAKURZXYBXkg9BERs3tO9QVlqOwt+Tcl+dYos0nUVeHEKh+IAVpntCFrkJ9alDwuAAsZ8wmVx6ANSWsOOjJ+b2X2rzPcaO78UaXZETrliEQiTDvEg2qRooPnyJtW7pRXj/oc8rdOntiYmNBY3WdoSqB3FVG5MTuyJzsqbuTx7WfLyAUC7ALtsE5yhvzqAhudnyBtBI7bufo0Gqhox94zuv7r0Qe/y2sQs2oSKoxej6VHz3NmJkLiOz9Cwpzb6P2D5ake1SO7oNtVDodszR3aUTH1yJPBv09k3Oe4w26GA/r68AzxwwaBu1B4WWCcMdZPnz/InGju9Hl9eYxKiF+DfM+jTVQ6B8Hjt1smGGx2Oga4jZP4fa6v1EpVfiN6E7y+qOt6p4/ycl9gv8r/OtIrlar5dlnn2X79u3I5XK6dOmCmZkZFy5c4IsvvuCvv/7i1KlTODo6AvDnn38yduxY1Go1HTt2JDY2loyMDLZv386uXbtYv349zz/fLC60evVqfvzxR3bv3o2DgwOTJk1iwoQJ/Pnnn4Y2GRkZdO3aldLSUgICAujatSvp6emsXr2aTZs2ceLECUJDjRcQv//+Oy+99BJisZi+ffsiFos5fPgwzz33HAsWLGD+fOOJ+tw5vYHVqVMno+2HDh3ihx9+YPLkyf/21rWL/Gv3KLuoN4hyDpxn+lOLqcvP5pxSi2LVOI6+txatpgFzaz+8OniTm51HZXEyebc3sXXVHBJXPt7vnJyzF5/TyZTaKHjup8NMFzoyXKXF4fPPkB7eZlgQFJ9LJPfig+QUPUouVeAaXUvo811oKK9mzGEBnyem00NbTXfho0t8gJ6G3SQO0ZT/q0TLra1Z9H1jF1qZAm/P4bSMmx0e9oXh79PfX+fEjnMceuUKqFW0VaM8YOlHJJr25p/TIiaNyqNOa4rYxAYzU3N09fWg0SDKSKLqRio1+WVIzUwQCIUgEFCUco+K21U4dHIjtP/LWHW0oOSMsZHrF+9HUWo+LlFe+E9/mWrXYHTbfqLkaDJJjyEe9Z/APCwEjYkpWRV26HRgItWx8763NSc1i8NbAF5m10IZyX+co8OwMEzsbQw0wYctJC8uPc9X0em8a6e/z50HdSLYZTRefVOMRF+aEDW9E6NvTmbplxGUdtQ7qi6FvYjthJ2GNmMW92HJsJ+Y88/rnBs6i0OrXmaX5yzkUi3HYpqVMPt/HwTko9NpuXUtgbrqLEJjlyESK9i+RM6FFtHQBxcHUTOMnWRN0NeE3Ww45jO3OjqX7MRt5hDKfm3d/re3D5DwWzZz9+kX+eciX+XvlSM5ft9RnvhzMp3yarmT3lpIqteZ5SS0YIQen/E3cftC8RsQSMPUT2HrUMO+ExnODJ8SwbXV19g3rwphYz2HtELMMy/TKJe1K4TScjEoWreMmZO+wV6ajU3qaZCZoLV2QG5hhrKqhmvrUzhdq6Y7zUbui0v7EZm0hYS9XnRZ/Bsj3z/Jn0utOR7avmFhGWyKVWxnNHm5KO8VclMYztEj+QyXLCY/PZdo2Y8cX5/OQPT09g1j+zD7hZ8JFpggFAmI2zadinP6hcqDi5i4LW/RmJnJqXn7KJi2hvfn36ShVk+nX/plBKX3n7mXQMaJea/yyrglHLF0QSy1wMk6lGUZxzARCImZ24N6K0s6z/6GBO09XhLaUoCKa7o6bqCk7n4JIwVCXujozfxX+iGvqPzXBq5rXwdM7c3RqjV4jh2OtlxP29UAtsIS8lWtfcWJ3yfi3OsegS8PRGJhdt+g2sKAVi1bHLNgDWGfTzf8X3KpgpLAODqm7KBhwbvcTKm9L3q2iD7HEwxqy+c+O0mP88+TLI8h6tpqrDRqstx6U+jnjm/hPTSN+shiZYdqyhOr6PC0L3I3J2p1DRyu7MxzQHFMsyJ95NQolKVVCO/dQbRqHLU779KWbJXK3K7N66g7mcql6w3wVgS2BJBxf/uGdw7y7vkxRiXY2nJSPgotHQoyawlF10vx6e9J+Eevc2fdNjL+MmZyNAnMyV1lOEXa494vClV0P+K2ORtyW5uQMuwz5idkcHB9s/jdpdu5fHHuJkNs9Euma4mZWJ/WM1gkZopWAnNnFuxBeuwS6RoRG7aUkB3vTUKCfp+pjSVDe+o4c19k/McVvtwOjNMLytlaI/EPINs/npIGa6bmvctJ4Kv+qxjUov+XCmdC4VWErvqUofDJYQjdPEGjQVtZgdTMBBMvO2pra5HUKSlOvktjbaM+z9nJGa1UxqX0O2xOziSrvJpb0gKKlA3MFDrRVWDGeV0NDeiQIcBZIKXDfRZFh+d8AVBkXMEh2AytQIRE0n55ODtbMTJVDWfvC4LFzpci9/FCaq5A7iRFbCEyorULhAIEIiEiuQyZWIRjiBOlVypR5jVQln4XZ2cHTAP9sA+9Rf6ZYgovl2BqZ4p5xwYatFKkYh3WliLKKjQkZ0LssqU4/LSCK6sut3eKbcI63AKZuRSRREh9ZYORZoZlsCkWrhb4Pdubo5Nba1XY/bwdhUCIzPQ20GzktlVz3TXllBF761HfwgZtCXdo4CuRB9Ep2+j/bhlwoVV5opirv3I+8hUARk/qxZY1J8g7+PDoadjEUC698idfvX+Kjr3CjQxc6aXrMO8ciz46y54lg40qHTwMhWfK6DAvyEh/4c7mPQZnW97R7e0f/ARP8H+Af23k/vzzz2zfvh1/f3/27duHj49e4Ka6upqxY8eya9cupk+fzubNmykrK2PixImo1Wp+++03xo0bZ+hn3bp1vPLKK0ycOJG4uDjs7fV14NavX8+CBQsMRup3332Hm5sbdXV1KBR6xd+XXnqJ0tJSPv74YxYsWGAoNbNw4ULmz5/PxIkTOXu2OReqqKiICRMmoFAoOHbsGNHR0QCkpaXRp08fPvnkE0aMGEF4uL5EQFVVFamp+ojKg0YuwOzZsxk8eDAeHh7/9va1CamZhMipUVz95goZf2Ubebynf78drbYRkUhBdXkyyReSmTlmKOpcLatPbeRg8Gkc7kcvwiaGcmvPLZR5DXRJXM+UtfbkZ9ylQ3QQX7us4tiULaT8nc1YzW0a0JFDI0O7BFAmd8S8uHnRUXG37KH5OpqGRjSjXkcps+X1KXDhhZFsSc8ktvbR0vk9z62iYu0Phv93aMsxQ8joyydx++VDhLVVZLr2Yd1nepreoQk3DNRkuD8J3I/w9v81yqjvtSv8UE0bS87BfETPvMj72/QU8HmqvYg9PEGtovbadVS19VjZ2oOrJ4W/HzAsUGLm9kAkl1FzVH8Pc0pzsfh5C34DgggaGUXV7VxKbxXg3iMIk979cSgvIiP4GVYescRfJMf505cfeu0RUyLIPpFhdG/jts9gwtmnievvgu+0SENObFsoO3sZq7panLr2xVpSgV1NNq6fd8FdUcDFAi++Xax3Czx1Zgx4jKFJlWZ1yvtwvybqwzzIJZcqDPRv56/OUNPYhdLNe9o8l+LUe0QP7kTQrrm0jBtP+nG44e+E+DWg1qC4co26qAiUmdlERt/Bcc9qgwMjfHIY3A8M5d3eRFnBSQKjF3FylT8nYyYZDNyE+DUcfOcuCcvhu+WB3L2/fUziWH79eQtalZr9H5Qz6PNmVcuWqImIJPH6RWa/d9VoQdB0H15eObDVAqOpLq9bnCN9Hbehvnuaakk+1x7oe/BC43IHMkcpl2etpCKphoCpxgvAZ93Ps//ZP7BeHWiIoA440EjOpl1GQk5tIW73+zTauSHNSadRK+bEHW8c7ytoK65cQ6vRR0EjxgW3eXzaoJfouekaI9+v59DriRwO/bZVm04zOhto+Y49fEi+k4dN/j3MpBKWfpNHSU4+5/bpv80cXSM3dHX4vdKNX19byd98gi8yZgqd8Es7hDb3NGITCSW7d+nz5Fsg5es/qSupwz7Kivlf5tGobGBRQhfcFfmkBXTBZ7gHExv1+aVrti6kZOgOwlocv6H/e0z4YZiBtfDTqB68uOMkn6jvIQYCkTPa1A4fpQQrgYhT2hq23Mrh74+/Z5zSgn4taks+DjrMm4awrICzs3+isXYrjbWN9ynMG/Eb5WXUtomaD3rKtKpudysj/0E05dsm/ZLaSsUU4EbwCDwGGbNlGo82M4r6HllEuZkjHtyh6noyFmIxNU6mpBdZ0vjrfgpOldDx9RDCJvQn7+gV7l3Nw8LDAfMNX9B3zGSK/r6HVqWm99ejyO7/Ns+9o89xnfty+04Q3xGeiFSthYz6fPMsz36fxNSNxgyphPg1DOnkSuHy/87AfRAtSy+lbmythNt37Yvk9XwF1g5EmdeArJcJeScSsblXyLkxP5IQH4qFvQ1bYv7g2NStlIV15m0gv8tQMpOOUVend3Au+HYdsoGdMZWI2ZVbyLRgOypTaqm41ZoSq65So46KAOAF4IunfkGjUt2nlE/izNAURBIJf8f8zunAg3gNcUVuraAyIweH8EgAwmuOcWLOXhLi1yDV6Mgp1aBVqbE9/xfCRWdZYfsPN35KReYoRSyXQWU5yEy4nZrB7E2HOFpQgnbFn4Q7WhOpMCXczIxQNyu+3bSH34+eJ7e0El9HWzoF+xFsLifwah3+943Z3oK2y5LZ+Lvo9SrKS5HXlVJt5oS9ffuVFYYF3kaR3OweyT6aTAcba2Q2lijsFCjLlOhcZYjNREhNJZg7mSFRyJBYmIFIhJVIBOjfxawjd7EN8cYkPALnTj5U3KmiJkPJnRM5mLsmYRVdSZWJCWorAaZyESo1XGqIpOPkD+ju8P2/qg37sHzeypRaKlNqqc5vZgloVWru3p+HlGkNdMaUu3u+xGVYf6D9iO3UmSmG+Sghfg0mZqa8s3Ws4bv4dYUH6fcrHF3X1vGXrpzxQjv+eWEHf75b1mafAD8kdSHi/t9+owL5JuUUN4Pbn19i5/dhU6cf2PTpcUQSCeO3DjRSlFi6TL9+EMukiEz1851jNxvkVnKD/kXc5in0/0X/qyNf70XgaP2Jf+2yirMtlJMfxuhogonL41freIIneBj+NV25e/funDlzhl27djFs2DCjfcXFxTg6OiKRSKioqGDDhg1MmjSJZ555hq1bW9cwe+qpp/jnn3/46aefeO211wCIjY1l+vTpvPDCCwDcu3cPDw8Pqqurkcvl3Lp1iw4dOuDp6UlWVpbRQkWr1WJpaUlNTQ2lpaXY2OiVg+fPn8/ChQuZM2cOixcvNjqHX375hddee41XX32Vn3/WRz6ys7Px9vbGwcGBvLw8xGKxga7s5uZGbm4uAwYM4MCB1snz/wldOf2lp3Hr3bEVdUqn0/GU5hadBaZc0dWyf8m7/PXdn6zOzuFNgT2bdGVECBTMul9OqD14DXFlSdhGCrJTqL80kZNp90VChM68/GzHVoNOS3GVttDx9RCuTdhCSZUIgQCyU0+y8K1e7E54l74etjTeK6Di5h0qcyuwcLFslRPVhFqdhtfEOcQMe4/YYR/RJ0qHrbyaaTP1lOTvlwfwxv3F1r6h+zg+7S8kl25gN7MfF+ecYv3X+sX2kJd6EP6S8cLeuZc90xWfGSYXqY0Ev6E+5F/Px9ROTsDMV1Fn3uT4/YLkAomAPvsWUmvnhXnGRYr2HKY8uwSBUGgwgi2DTfHq6Yupsx2Zoz9j90ULTh9IwifUi1nPlHF30MhWYivhb4S3Kt3R1sLuvxGKMA9Q8IH3CkxtLJn++5hWvzN/UVc6a08jUtdzotujc2s6puzgerU/JVVifvzqOJ9lvM0frx3jxolEflnhhVRXj+TbBVz95spDyxG0NKgjk7Yg27TKEEErP5KGSAgWffQT4WcDvuHGgcH01ZozWeRg6ENqI+GTLt8a+mlC8cF0fvzKWE34j69suVgRhLR7ayOvvTI5D/5/aFomh4c2jxG2UZZEzJ9AQ/INTn1wgOiZXSiauJQ7VbYIYkJa/U7cxomUh/XHrKaAE7Fvt9q/5cMTjHvGkvqo8Fb7mmAeoGjT2RExJQKpuYKcs7dw/3oZVSZ2ZHR+ypDHmL41DRtLAfX9vcnVNRItMEXSYnws0an4S1vOU0IrnAVSvFOPYvPDe3r15hYo0qnYoC3lmK4KLdDd3obnfi7m2uUSbl5KRdVYidnBcRzRVSEWiRAKBZiotPQVWPDr3wkI0lM5E7cUbZfmSIB5gAK5lYyi8+WILcStci9bInxyGIk/tC5JA83P0a9TIKM/64VtlCVhbw5FW1/P4dl/UaZUERHvQcnFEqQ2Yjy7e6KY+RHmRbe4smotH+64xHFdNSHI+Ujkgpmg/SiU1xDXdgXM2oJ1uAVhE/pTlZ6NpqERu9hIBC4e1J48YXjvWxrATf9HblmJSeldDsd/1ma/nWZ0Njwjz9TjhjFx7r5JBI31R/LhF9S8/zb5lwtR5jVgGayv9VqRVGP0e31/HAs6HRl/HkVuraB43mb8fnuLi0vPU3k0Dcu+gXRb0I+nzj1v6P9BRE3vhMnLk7kze54hHSMhfg2Dx/bgXbM1oFYZ1fJtOdbtG7zX4Dj6T+DYzQaJXEJlrj5lp8vKdzhh9zzb9tbg38GKlBv693NlzQe8bfY5AL8vc8B869d6ZsuQ0FYlhtpC0zmvEH3Cu5eTOZ1XjLelKRkVemP6s/6d+fDQRd7uHsan772BRAgqJ2+qzV2wuXuFw0MSHklHbWIzxe1+H3VGOll7ziOQiXDroq/NXH8nhwvLTqCuUtNr2XBu7ThL4vF7/KQo5UJtNSqtDolIyMgwP6b4uuFhborjq+Oot3Ri+pTp7LucyrReEZibKzidV8rJlEyKq/TnbymXMSLIi7GxYfQY1Ae1sw/itCvk7j31SEeb1xBXnDr5ITFTIOweR45dFMX1Vqz7q46CO4V06x/E3o2n6BAdxOrg9Rx+sfVcFzk1Cq1aQ+6F7FZVBSKmRCCzNENirkAg0Tvv6wtLyDiYSnliFQKJgC6zuqPw8aD4zFVuH8g0MF/8n/XGpXckYt8ANGZW6IQidAJ9BQhxTRnaW2mUXk1tM+Xpv0Fbz/qUtprF2nzWirxwFkj/q74AKnUa3tbcodE2lNCuX/HB/jeN2rd1zOMgbtdsrniO4e+TYhwdTXjT8g+ODFjwyOPC3whnbeeNmJuJqKhSc2xb24rOAB4hvoz9Kq7d/W3hCV35Cf6v8K8juTY2NgQGBhIbG9tqn729PdbW1pSVlVFSUoJarSYqKoqBA9vOGe3QoQMAeXnNC4lx48axcOFCwsLCcHBwYNq0aYwePRq5XJ/P5+/vT1FREeXl5a088Y2NjTQ26r1FIlHz4mX3bj0vaOTIkTyIp59+GoFAYGjTEmPGjEEsNr5FixcvZvr06Rw8eJC1a9cyceLENq/t38D9zfEc7aP357XMvdOiFy22RIQGkHoFMSRXzmFMuEod44R2fK0t5CmdFQECebv9Z+/Jw+VqVzYVFGNl68C+xe/yzmffs726nNhtWa3uY3VO+9FE0EvR93zzFOWebjQiI8q1A+t9O/DtiRTCVyxBqlZiPqgRucgE86Jb2Mcko61TIgkIQmXjTP3OrZh3DOKTZA11iz6iujKSoTH1hBftQSn0oNeIrpzYcQ4bTRGjJvTirx9PEL87HuLjmRvdkXzA7UQAh7ZN11PN2hD3yT9RDPHNhkxjmYqyrFIUNia4dvGn0c6N0j+aF1xRb0VT5eBPmdiRyhB7rH0icUi/gNA/hryTk9HWN1CZUktiin7xHfB8JT3D5DwT44hv2iaKlx4i9utpaAvyDHkvMkcpCsfmyKLYQkzZziQkKy/w9Etd6BlYTkjWdgq37aLtokSPh+r0Orye9if7+i3DpPfHV7bwbimfLe7M3jM6PtkpAkxRPP8Hy+Y7I577slFuXRMS4tcwN3gEAqB32m5+BGoylJjI9d/B3FUaJr/mhetbXyF9xRYTeQ29jyzlwuLdegbBnG585vg1lw5cZty03oznFw7vA41QjGDUePq4OlEQ9xpOhX9zrNccAHJ3p1P+4efUaDQMFlkanU+TgdsScX+8Qf/7Bq5UKuSdyX4s/yGD598tRWF1ndampR7/fKrj9CPEIBuTEon7fRJY2XJ4SAJhX8yEwlxOfXAAhZcJaS//QE6+nNi1w3jQdeMW50jV1etY1tXSENmnzf6/iT/PSfVgOqQdoFJtgYW4GpMvZ3D+x+t8qy3igq4Wz2Qpb8R2YMKns9gufYmhFic4Ez2JsmmruBukF6bKDx/Xqu9XvE+RWlBJnOYODejwDOzHjZmxnJiyhUqdhvc1uRSg4qimirlCF+pKnHiqZ6xReaJ7ukamae4gR8hrQnukCFhdXITPpx0ZJzfjwMAZrPzkLaS6GqYKHRhz+SqV0X0NM4nM1JQjc/fR9FEKTWSErPyI9I8S8OjqiN/gSFQ1te0aG71XPG0oBfYwjP5Mfx/8BnWk6NQVMg9lIa6Hrk/70lBdT2OZisYyFfdM7xG0/SeO3C8rM1vkjEwj4JCuimo0mNG+katSPlxQz3uYG8qKeoMoVXlilcFpBsADpcaa1KjrWpSicQi25VyvN9Eo2y7D5jXElarc5vQH0ZxxbAt2Miixp268BRuN57VOc0ZTdv4a15KuGRnUTaKDoHcCOksLMQ8JJO6vWAo66Eg1kenL78TrjdyG06l4WFYSeusPbq/dgtxagdmYsUgKM5FbK4x+08NFxOG4FYb/Wy6+fzZLoGz+ZnI+XPTI2tFR0zth5qGvpSq2tqbqRqrhWsvTqpHZS1DXaFDmNVCy4x86vhXGdpEXO345yagJvbh5KZWCUyUGRsqNFt/7xZTW75xdtBXeP33La8sVVBQU88Z7veALPc+kcHce8zwdeUNeTaC1Bc62Vpy8nUucpzN1vSNZcjKRs3OWsu3VoVjn5XJ1arMjPzIukquHr+LYzYbCM2VGzsC4fR9yz6s7vTv/gNrCFoGdPYtz89h8I4PuSbfY9N6raPKKUFep6TKnG8T0QVVUgXTc6xR+MIdFA6MZEOzNwaJaVv25h503bvN2/y4EXkijoPwCf5y9zufP9OO1QA/EpnKmTOqEViQiZc8+bly+ycCeYZhbW+iNyOpKJIoidDotFm62WAYXGETY2kLJzTKcIrWoauowLc3HxE5JVYMjTq5iygor6OgH3T7vgqO8nPLv2qYIV98rQygWUVdY32pf6a1CnMJl6LQ6tLVKtCoVMhtLvHr6ITHJojq3jpLUHDw8XTFzscPKtwRlnl434tbWLKoLqnGNzsG8gxdiG1u0lRXoVGpQyNFpNEjNFa1+8/8CUqmQQXf3UF18jzOdJhAtMEWKgDO6Gp5pUabxQZQfSUOtEbRy2LZEjU7Dx5pcKqVmhEd8gKAdx5zZtavUREQa/n+cPHd1ZgZmvkrG9BHh989cjjwGDdl7mBsVb69CeA5cHQUEjenIsYcwMhTmJo/s8wme4P8r/Gsjd9euXe3uy8rKoqysDKlUir29PW+++SZvvvlmu+0vXtQvrtzc3Azb3nzzTWpraxk8eDC1tbWMGjWKZcuWGR1nb29voDc3oa6ujmnTptHY2Mjw4cOxtGxeLCcn6z13ISGtIy82NjY4OTmRn59PUVERDg7NUaSXXnqpVXtHR0dWrlzJuHHjmDVrFvHx8bi7u7d7jY+Dk0811900yr0TCOgvsOCkrhprRHz0/DvMFjkTJVCwU1fB2wJH9iBjsSafJSJ3A235QWzVlvFrTgnPPPcSSvN3WHVLypQV3Zn2+igO6qoYKDA2LB6nXtn159/m/8feeYfXfP7//3H2yN47giAhEWLvEZsqWnQpalS1VauUqlJKqaqqamu1qltbqjYxYoVYMROCyN7rJGef8/79ceQkR0Lbz+fzu67vH57X5brkPu91v+/3fd+v+Xz5RfniHuaLS3gDpg9sx/QvfuR2yngaNm+JxGpChIDIoEXT7Rk+PtKUs19Uk1OMg2S4mfQuLp7RyJVe6M0yxAXZHJKNxtsbDs4p4GjUZFoFKfgj+vN6n8HkH0b+gVT8+jeztz1uYdeV6Ci/UYVbsAcBpbkYq2wW4HazO6B/ZR6/Xm2GSCwitrEerdKJkKZWPKI74dPem/wER4+Of+FVgvP3cPXj74l/UO8tctZKisK8ib4xCo3IneQ8fxTXFxD3+zQmJ43g7uVb8FECe3vt4MQzL5MH5D3i/UpUYgI6+/xj0oznV/ay1RLV2QSH52YVs2BJJxp98TyvzVzGyQepstqyCqbMqADehQGw6NIb9vF++N3diBgMAzbQeFgDerQ9wvYWQ5GIoZXsHJav19Jw8GBEmWXE1xLsxVIJfWe2seUd7od4oOf6kcz83Z9mkZGYPbswLW2r3Vu6fMAG+Pw4RTlHUbs04oceW3j3g85Y20dx+/cU2OjIaBz3wySHMPVXZ3Xlqc4iPt90ByPwx+uZHK+bJsXYt3qQ/Hwr+99dkr6G92p+j53WBm7Z8ta7rxpCQZvhdF99nYSnFtsVEG26Hlq1JqKzJym1cgolKjHqUCVKNxVJq87i2+EWjdf3rtcTKNWUEOZTwPm8UHIKIbaxEtWlLDZYC0kSqhgmcicFPdPPXGH9y7Mwe15gXXB/Al/bQ8GMlDq5V7XvcXbcNKZcuoE7Ut7pHMmM00d59WIcLwKHhXKKMdOu33eYy7/lvbNHCJs8B7+fFgO2nMToCS1YuyEeFWI2SMLoc2Ezp9tORomYNedusA3g+At0ETkzPbgpqjwr7yy4DQ++G5dmasoCHUlJxDIpoa+MJGXeR+hKtWiLb6GvMBDQ3YeGvaMdapqG9A1AE/cC8PdK7vIBGzg8/X4d72dQt2jyk1IAm5exNLmC08k19ygSTBwRNIwQefyth8WkNeER44qTt8phHnZfNQSZry/aO3dJ+vSfResA9dbCzjqZ/0gFN2ZKDF7Dn8Ls4sXt32wRGHd3ZXCXuqVxasNSWkrawdTHHhPxQm9Sre5IOgznjqERvXzFpMqkWPUGG9vvgA24Kk00P7WGqoxsGgzsgDSsMYXfbnGoE97p/Z5wFuqLB6teS1yv/syhe248HehByZ0Ch3JU1ZB7yvCKcrfnTjYe1oDKAo09dzfyxSaU3i91YLdP/ioZ+a8vMf+ZZlj8zFx/dnKd+VEf6kTSzK0CbIrdVysTeP/c6/Z92HjfQF83d76+l8Mnvdsyv1EwRVtTWPDzFPqNGMTAWR/x5jvfM1HiKI8s7X6OwfEyprt+BANg62chlDYbSPu5ndmpGkNZmojnO/VDfOoA8w6c45drd5jx3BA++2UP21KLeKtHBzr6e7Ehu4IfR07ifmklFRUb6Zh3GT93NVX3sng13JcXZzzHyvgkPjl0FvN+mzetX6dYpg7thfZ6CiaNFaWmDLHKiXBfT6RyFVRUIfL1QiSRYCktRWwyIegNKDzdCGoTTMXtW3VI1KpRmaZDV1yB3FWNUFKEq66ACzcaUFyoxag3cDtLTNz6fojdVNxNq7+EWllGGW7BbugL6soZmYdykTvJ8WkhRySVYDEYkbk649qkAUovVyrS8zDpTFhNJmTurvhGBqB0VWAxWTFWGZEqJBjKK5HnFyLT6ihLTcdYqUfl5YpELqUqv7SeJ/rP0WZ6O+atsREgSgMucq7FSNpc/RnX/FTa9prEEWsFI0Qej0yN6Ol3nXKxFz4P5esG3ThJ09yj9F7mxPXE2ei1CqI6rkah8nXYo6vnKsC77yTV+f6r9/Rex5Y9YIJ3RNbRi4S3OELWV99yohZB4uPwy/D9xM84jZOnG68skHPlwXO0md6OZ1PqOn0+dV1B7rMN8WoWzM0dFx9rRHmCJ/hf4z9iV34UXnjhBX766SeGDx/OH3/88dhjDx48SP/+/VEqlaSnp9uJqv4t/vzzT7766isSExMpKytj8ODBfP/993aG59LSUjw9PXFxcaGiov6wyjZt2nDx4kWSk5Np2bJlvcdUhysfOnSIPn368PTTT7Nr1y769+/P/v015uL/JFy5Nnvvw+EnWsHCeMs9wlFwFR07JE0ow8JEyz2eEXkwQOzGOxZbTtAKSQheIimCINBh11x+HbqEXdZSDgoVPCfyZMPaV7jxQwJlBVp8W/sx74/zxAsVrJAEP9YT/E9gFgRGWdIYK/bmaXGN97LnumcxdB7IXXkL1v1ktJe9kchkpJ5fhodrNqtqhWZGpO4j6OZB+nwVaV/Mu308mNSBC6kwKnl/vs0af3jaPeIHLeenB3UyY15tyXP336BVr1YMnNuen+YcJf3Kbft1D84pcKgh2XvLGDL3nsRqtmJd/i1bDrnj5i7npfbpSKwmdGJn1GgJadyM0qsnkZ3YTer2E+SdLELuKaPNm13QF1eQmXiXovNlSFRiem4cj6FJLBpnf8SCFZW+lCQ64a7QEfz1lMeW8ngYEpX4kcJv3I7p3P7qV4cSMn+Haubj+rDe8n4d78rDguDvzTfVW8e38wdxXPr6JLpsA+1md8CkNXB5/WWHa+xfUEHmyrUkvHqI4cfHkbTyDHG/T6PPRls467z9k5lrzsRHJOWPJS9yetER9i4/S/JxxzDvefsn0+0h0otrP15n7kgpqXdzaHBzV51yLGBjAx1TOItx03sQMKCZ/do7l8vt5Bw9Ph9hqxV8bzol35znl+3ZNGnhj5ubjB2bE+qENe9fUMGApa58+FE7Klu15vsZhzAZzIxfb6uN6N3WHY/vt3M7wkYz5NfZk+bLZtcraKQLBqZZ7jNJ7MNTD+ZOiqBjh7WUM0IlapmUsU1C0T13nC+a/kif7zsAsCTFRlCkTddTIph535JNKWaWS0IIEcnZainiD3EZHxHE55Z8nNsPZeXFK5gFgY3WAvYI5YwbN47h207hnnyJrX8Us+39MF4UebHi6j4+S4xmnnERxi6DyT+2hz9X/YJ80df88YecA/NL7Z74x6E67Ezz5XwsFRX2vDivWDcivl6J/odNdcKlayPu+wm8kfYKLw9ToWkV+8jjqtFr4wtc+XJPvQqlVRD43JrPaaGSbyQNUT/CI9JhXlcHhvLuq4eSc/IKV2fuY83SE2z1WEnKT2kO50SNj4Q5K/A5/sMD0jNbeoPVIjw2z/5hhA0KwqORH56D+oPJCFKZQ/g81B/S2OTZhpj1Ju7tzqL7mc8wyZ1QnNlPVp8pOFvKyLA0wHvpc9z69Q6NhoYS2q89y2QLOb4jkdWrWtO+mSsHPGNxaSQhZlI/DIVFJC477sBgrMs24NJMTdvZw7jYfjYZJWp6+lwlXxxIyLa5KLzckfn7Ef/SZsCmACu7x9HvY9veviRlGgGt/Ci6VfRYQbfxsAZUFVU9tlxbdcRTcJwfjQZ3wGowUp6WicLNCamTClWQP8aiEnLPpdpzuwG+8/qYl4tt9Z+/WxOMk7GMe6JwO3le9XOrGzeys5MLgsBn1nxOiirZNbAzxgM1rPm/Wkv4wVrEOkkDQkQ1eYTVY3T4tVSurfiG/NMlXPnhBtNC/sJ8Mh7TwBcQxBJ+bTmK6ZYMFozqy6uLP+KVSVO4ffEqL+o9qMTKJ9Y8nm7djBZZVj4suEXOnHFgMjjsJUG9fPHtGon5QfSaT4vm4OoOOZkUnb6AR4vGSBs0BLOJvN3xXN+aQstJUbg2CkawWBCJRch8fRCr1GCxoLubTt7FNO4fyqp3D5K6Smk0oAFekSEoA/3Z4L2I32oZIw+NPsWR8Vvtf/f4bDjWDr0w/bWdpNWnAPBo4fq3eeoB3X0IH9wWQ0k5RTezqMzXYDFZkSolNB/bD1OrblikCtT5d7Bm38eQnYfM3QWJhwcitRNYLJQlXqAkLZeyzAo097SPTZP4b1Avy3+/YwyZtoil4iBaiZ3qnFP9jfwUstZuOKq97761byILLVlkYmSZJJjGokd7RB+VjvMwxFIJ8xZ2oM1vk0haeYagXr71VoHwiHHFxd/ZQcbouX4kr2e/SdqFFJ6f2gO9QbDn3dZGt48H28kuAdrN6cSVrRfqOE96xS/BfDHR4djGwxpwZ+f9J+HKT/A/w/+sTu7nn3/OTz/9hFqtZtmyZY89Ni0tjZdftpH0zJ8//z9WcMHGdlxbydTr9dy5c8dOGFVZaRPsq0mr6kN1KHT1sf8EX331FSdOnODAgQNs3ryZCRMm/P1Jj0Gbqz/z7Ns1Svify2Uk7ge1SIIPUiSIsAJ/CqWMEHvyjMiDX4QSmghKPpQEM9eSyZuW+ygQUY4F42BbjVNXJLz6QHj+3Ocjxm66xNNRnZHeTWWVOJT7goEPLTn8+XQ3oru2pOzW/ccWLn8UpCIR3kgpFBw3EWtsF66KY7mZriYyyoq3nwsT+pXivv5tFh49zw+ZhVglje2EVRsOB3DqL1v9Vbtn0WplxmxHhefiPFsY66ZWPxEPXPvuGisaz6Rsrm0Mayu4AHcDutn/HzYoCIIaoPa+gkdUE+4iYXK/IgIPrEeaHMDtls9x6JovShlMbQxSQxVSL0/CB8XSMM6ISCJB7umB1WjGN9IP/+gARGIxJ2dtw5C/Ga9YN7zCvTE5yTF9M5lC4J8X4rHhUQouwJkZX9XJ/f07nG/5AocOLKDvp3XJ0na+eJhLje5ReL9+pXnExO5cfmWq/e/aOdu3dl3AJ8qLjOwcXDu0pexUXUU4zbMj2btmczj0HgN1FWTuTqXPOlt41pfCIjIAlUiMHivfRK3nr+HnMD2k4AKE3kzgxINw3WrEb09k7siu+O5YRZ9jT3Ng3bP20kRgywUdUziLjoPa8ZLlG47IRKicbB68agUXILn7uzTK1qDZr6Wr6hxr7kJOWhYjJ3ZiVcHbdhKOasHheNfZMGADsboEEoCXPu3L7d9TUO+15UAKVsGu4IaPCGN165+4/tFVB0t7wyHBpPyVwSfSfIItcvrXiqiIEKmYJ1FRKJjYZS5j4+0MnBeGMXDNQqK6tuTaySsE7N/DnYg4SgQzMywZCAgslQQzbu9C4gd/xNp3nybxlxu8fdtmGHr3+XFwcSZSkYjXJH5onlrAtm1zyWndnPJZx5jZ9Hu2CAJdxM6kCJH4eMuRlDuhVbhzd+YfRCODyW8wDzj2N2Hf1QgfYWMXNZaUY9HWKDbFF8sfG6YLNsVtR/DbNLBa8JrfD81Dvz9c+ze0fyC69Mw6Cq4gCJwXqvhLKOOioOU1se8jFVygTgkuq15PyBsTWZ9Yxbz9k+1h6q2mtgJsdVB9XnqBQkDsZWMbdmmmpu2qaVhzMuxhwt3PfIasvICKw4e5+EUSFp3VXoLEPcqZNu+9jKDXcnPzHjx7VGAKCueiuidxP5cR/5ytfFVtwbXjpW9Qagrg2nnu/nnKLpD+pe+Pq9hC76gCPAz5bLvVhh2bE1j20XY6Rc7kxvYk/GNLUDeW4ubnRct7v0Iz236hzdMjkknJTbrt4M2rznts/+5zzC2YyoW55+k7ujPDM/bgHtyYxO+SaDejL8bsWrWbW7fmZkBv+j3nzgsdM0mN0HMnvW6KRDWqyzOFPTcQq38okSnJdoNBbUS+2ITAYf0wpN1B0SAUwdsf3akErm6+jnuUMxFPt8ZUUsr5z4+TtvkqrDvO7yudOd/yBW5SU1v9ZgRojqdwJqmSKbW8yzY2+WP2+4lEIlY/34nBO44zY88Fzpz7zU42N2vfRA5RzgpLLu9KAh2iA7oNbc8vQ8cjQUTXm3tokneAscNeRW8y0+XCLSZNGssOayleSBisNeCWe4Mxzz7NmDPnWWy1vcdeHVoz7nwlKldb+Z7Se4VYqqrwbuuOWCLCWGXzOIs1WtQqBVaTCWthPhK5AkGwovJ2R+rtDTLbczkH2r5Pi9GMSCxCrFCB1QpmM1gsIJUi9/XCK0JHZb4GTZa2Dtu7ucKMrlSLrrAMc5WOkV2vcSo8lNw02/ubVzqNGePP2eWI0mu3Ke47i7BhClqWV3Fp3cW/VXDBlnLk3SQD14aBeEcG4xsjw2o0UXg9AwQBRVEmd7/8nnu7s3AOV9Fh1RSorAAnF0z+DSl1a0BlzGhchDJCSu8hTbtCYULS/zwnF8CpkU2G/KTPWtBZmLd/MsI+gXAUbLUWES1S0+mdLgxPHudw3rz9k6mPfWDe/sl8aS3kPkY+/BsFF2y8G4sXJNr/fhSh2ytvdUXUI5KkB+vuo8ocVtyqrMO1sSNiCZEeAl912Uf8oLrRcr4dPCg4W+qgtMbtnsNhn7GIVtaNohRkcmS+jhEQPi1C0ZZo0eRbHtHTJ3iCf4f/iZK7du1apk+fjkgkYvPmzURE1LXuVOPmzZv069eP/Px8hgwZwrvvvvtf3fvdd99l1apVZGdns27dOj799FN69erFuXPniIiIsOfmPo5Js9qZ/W+c2gEBAaxZs4axY8cya9Ys+vfv7xB2/W9RW8HtMbwjia1rPMo+Ihkpgo4BuLLFWoQBgRfEXty3GvnYmstKSQjLJMH8ZS0jNNoHSbEOea6ZwBAnwrJEyB+QL+z9/iTbK9LIx7YxHqKc+ZJAplvu82q6jkVvLydqeCkx8umPJH55HLxFUooeXLvR0FDCXn8Zq0lPG81h/MJtXhgxVrvwH2qVosNKLiZGXPoRvdyF5bMclaTlAzbQq20+LzbvwZWrZVxNeKD8bDtC98Mf2IktLDrrIxmh5+2fTOL0VKrpucwGMyKTEc9WERjaxqEzKwm/uIUjb+0g7odJXM3zZc9PSQgmI60adiE27y6WsnKk7m7IJBJESiW66G6oNAU4Z6ZhLi2l8Nx1u6Wy+GJ5vZ6kRyGguw9NhnWi5Opt7p++/7een9oKrt1b+m45x7u9/djzjvRfyjxg06u7HRTagz+feux5k/13I/35bbCYyQvvjkUspaiZzWNZdL6MqPEBtL/8EVw5RtrBG/bzqq3K2Q8Uos9fLQPe4/r+Cvvv1UGLImw56H9ssnkEvEMCKMp09C6HZx52CNRcPmADMpMV8/XTJC48yOxjH2MV6QCbklsSn8ryj23K9ODVnYivJuCZ1prEh4SAg+cVTHvJRP5HYN76BcNe3kbSmRzS7lTR8KGxPDzpGvH7QeGkIqGTrY9BvXy5oLHQ6cMxXIx+lSa/zKD4oo1syGfBe1yff7XOew3sGMmsPy+QbTCwWhJqn6e14SOSMUHiw2CrO1+I8nl5+iI+k3zDMLWSOxE2QeWSUEUxZr6WhBEkkiMU5RE+Igz3nj0Z7DSP7WsnM6LqJkcPO9GtFunTpx+N5+TgcGa+NgapbBLTDhQRhpwAkZxyvQKpFM4t+43oF+svJ/ZPoHJXU7H3V0pvZRI8oh9QQ1DyyEiFX6ZSGN2X52cWwkcJLF7WgfS92XUEt3mbbe/epZka10BnGvSOIfWPxDrXOyFUstKaSwAyFouDaKtwfmQ4Zm34d/UmuH0jDIPHUqJw512vVKp9zm7NnXAO9kWw2q4jun8L1xNHiX8Qfu3dxJNzgSNJkzjRa8x5NHkVDFvlyaYPw3FVnaTpiMbkXcu3C5Jl1yox5+UiiWiBYBVI/eo3suLzCbt5jD7fxjKPuoKr1KjlnHN/Ovlm2RVct+ZOtPG+jPuVeNK3HySoewyDBgWwAzh8XobmQTkwRZA/00P/5I1mRzn6zFEaz9VhNRgxa0zoMrIJm/sG6XtrTDK+HTww6S0Y8/MpK7EZK3y9ZegvZCBt2pqANn4kbzlq99BGPB/OtfDRHL/uzivtrpMc8cxj33XU+Ej8+nZDH96aI0I3duyvoHePEbjWKgMG8MqMHnS9+BYFLfpSHjWasLJLSLQVFF5NByCkQwNKx7zLuOkZ0PpZ+peYmbd/MucfYZRZt9y23kjWbKbXoE2cmPO7g7fPv6s3IZ2boC+uYHRoIJ/fTieh8wyGb09hxK6nuSESM08SyHJLDtMsGYwXexOFisw7X7N98WjuWGxh7v7t26PX6hFJxDTy92Lx7/FsjT+Lk8qKUi9GIYgwXUpiWKs25K94gxKTwNEFfxF4vhKRSITVYKT4t++RK8WYzBKaDm2DuUpHye0cdKVayjMKcQn0xFSlAzJwflDvXR0WDM6uUFUJFjPqRqE0H9MM1zB/pO42o5pVb8CsqURsMiFWKhHJ5aiD/HH2y0YkEWEsMdWZq1nH8lC4KHD2d0e9fT0zJ69g0UflVJWUc/7gBW4t/QXF3rYY8o2k/J5KxIxCKpz88G4ViTrsxj820l777ga9v+mI0tsfLBYMVy6TmZCHd0Q6Ob8ctStplWk6jgZOoLt+D6Kbl5C4eVPk6svWvXKMRjUBgU1pHj6Q6A7ZxA3ZjVBWilWnxVRShjavmLwrmTh5O9lJOOsjjKwP1d+lTCpizI/pmExW+74nEomYIvFltiWT1xr4c2jch4xODWD8/XkM2DewzrUiX2wCxbZ9MU8wsl8oZ4zY216+qTaqI9iqYWzbkhVRzqx96yDZqen29upnaTW1FUovNxL7TuafqI/1rc1frUzg/aUdiW+7vM5va0b9iLOHK1sGriZt3yXUXmoaP9ef8yHPkXxFZGd6rkbMlBhKf/wRsdTR2CiWyfBs6IVfrPs/eMoneIK/x38VriwIAu+88w4rV65EIpGwefNmxo4d+8jjExISGD58OCUlJQwePJjffvsNpfJ/m5Q+ZcoUvv76a8aOHcu3335LRUUFbm5uuLm5UVZWVu851eHKly5dolWrVvUe83C4cjWqGaIHDhzI3r17/6Nw5WFjz6DV2ZaeGfumYtUb+GToJuYetVHoaAQrM7VpeJisNFO5c0xSxRZJIyzA/Ko08k16PneNwFMi45M+a4k+OJavKzPYRhhq15ratc1fjmSLVxSL33+P0PD+VJalMHHJRa6dOc7ebc8S1GgEXZ9ayrhvR9nPMWuqEEkkSNQ14yRYBSxVWkQyGRJljeX6C2MuN6tK+b5LG5p+uYKzlo4ELhpMdnwuVr0BsVKBWFZjV2n1yQiCJ77PpLnrGTbqFZJuCExom8LFVi8gmExInNSIxCLaz+tB3oXb3Nt5F8FiIW7nTI6PqSlDZK7SgdWK1KUmJOiTPmvR6iyIxfDuiRlIjydi7tHR3qdeXz+PKDwSq9KJSvcQZDs2c2bBAbonruWEqA+3MkXIZSLaN64g6vLXlCRdpSA1n/CnOpAVN5UfT3jSvKmcfq5nkMTvIHFxPABWgxGr0YRErUIkqVFaLHqjQ58AAnv6krFgN2evWnmuaymZ7QY+sk9OjVRU3dXZwtrFYnyunGXBezWGCK3OwrKP2tJi5xyuD1tF2+TPSJj6S73jJFisWLQ6Vg3ZiExme8awluGsCdlIcednuKVrTJfMb+3vuL4+NRwSyo6hv/PX1pOolGJ8Gwaybkwuqa/Np+R8Ee1md0D00utc6Fxj8TVX6bi89RrH/3BkYnxrxwRmW7MId/bggwtXKGjfp8631+b0Bi50nmz/9j4eshH5g2fvMqQdHd7sgEWrQyyXIVbY+hraL5DKxT9wM88NnyEt7d/eJ33WYjJZmb17Ekmbr3B6dxIffdiC5vd2cmTYJ/Zx6nRsNeclXTD36IhFq0ewWOj04QDuj3if7HKbgBh362OOvPwNnw3fjJO7Aq9fR1IpWHm6So6rRIbUSUVov0A8Gvnh3qMzNxs9TUTWfu6F9mXHbz+z4sP3mB4cTIfbFmJntEc+7k1ui5tjfL4f2rtaev76JmVHT5C84QpaQWCuJQOprwtvp4vxUTqxT1rJT9YSmkbH8lFVJVXXK+p8e8t7rKFBdFOeXzsQkVhExAtNmVTwBgaDhc9WNYfru5m3ZhOCwol3mnpinPgdHyw4w6hJ3Wg2zlZuLTgugPSdaTZCICeb10IZqECfY7CPU8f3e2M1W7jw6dk6a0RwXAD5F4swFhns4+TdwYeSyzYDglukmp3jDpNyPo0P5/giwUKAJoVTQjeWLTzFgoS37H36pM9apu+egmAy0fXjISR+cNTe14DOHniEuiN1dUOTU4JJZ2LsgSQsWi1LRUEOa0T1N4ZYTJePBmPtOwLNV2spvV+CVaulskhP+1Vvkvv7bm79eqfePsmd5OjLdQS2DkXu5Ym+sARDhRbl5OkktXvFvpZLJSJmHbaFl4cPCyFlW4rDOEVNiCb5iwsIJhNurbzw+Hkni9aUoK2opLKsijl7J9d5domzhUa9Q/Dt3Bpxi9YU+7fgRrvnbetb/FL03qFoFF54lt3lOHF8tOgku5ZJSOoxjbazOnH+kzMOfVIGONGgVzCekQ24+9RCnN8bzd3d2YgVcnp8MwFjaDNOdZ9J6KUDiEUCGe1s1RV6/PwmlWcSObv0mL1P7RLWsTO/M85qgUHi3Zzsv9C+7gFYtHo6vd8TiZsbErWanGMXcQ32RjN+PqkRAx45TlInFZ0Pr8B08C+kzirkXp7c2LIXuasTKg8V2RdyWRK+Ap3eilQqsq8RAFargN5gRSYV8WvrH7m4xmZQtZrMfNjzc5Z91B5vZQUhZcmIkxNJePNX9i87g7+fitip7dlrLeNHazFbzSGozyXx4eLziES2cdUKVt7yCyUz9S9cXFxQySQMDguinYcr2ccz2GsuJc1FwndvvUjfIQNJOX6M55dt5I5GS7tAf1b5hdGgaxjlmaXc33XHvu51XjaIZ44MQBAE/pyWR8lvf+A6bgI6Jx9cLx2i5Oxl7iekUn5TR/PxUbg2CECikiPz8kLk5o61uBB9Vi66Eg2ujYIQt+5Inm8UbrpClNpipKX5WAvzMGTlIEJArFYjcXFBJJeRc/gcFZnFqN0VmCxico7VeP2q96dWb3VA4eZE+f0CAsY9z1fFz7BzSwLOrireXxBJ9LnPMZeXIw8LA0FAqKqk4tpt0g7dRJNahdzdgltjN6pKLOju2xTf6v1JLJchdVcikomxVJixmsxY9QYajWhERZ6Osqs2A5HUHdpO7caBLmvo43KGG+PepuquDoveSOf3eyLtNZA0z06cu+fJhXP55NwvxM3Hk2bNvekVa6aZKIWLnSfa+9Rl5VNMy3+DFzeMcFwjzn3FTzndGeOzH2nGbfp8E4NEDAqFhBde64q7i5UzF7R0f6ONw5470pyGxWJhpF7NCIUvCqXCvo6ZLQJGoxW5XOywRqzRZnLOUMpml+asH7De/t6NJitms4BKKbY7bkIiG5J2Oc2+RnzSZy3v33+HytvaemWjh+fTw+2Pkvc+HrKR/eOucnz8Zvs4dVnaF839PK5uqfGOt3qtFVe3JmEqFyGWSWk1tQ1jbo3FZLJiMgt8vSaCsheeIaRDCDe/T8WiN9Lq1Wg8hg3FdP0KIpEIc/en8GhRl9z2CZ7gX0P4D6HVaoURI0YIgKBSqYSdO3c+9vjvvvtOkMvlAiCMHTtWMJlM/+mtH4uTJ08KgBAdHS0IgiBYrVbB2dlZAAStVlvvOQEBAQIg5OXlPfK6PXr0EADh0KFDDu3Z2dmCu7u7AAhbtmwRjh49KgBCly5d/qPnv5hmEboMOSbsOpDj0H5s0ScCICTvj3doPz3pHUEMQs61mw7t/fr1E14V+wjGco1D+/aP5gkuLi517hvZ6lWhVeu2Dm3Gco2wW9pUSBz4ikN7xbVbwqW+XYW8DWsc2q8dOCLIEAk3F691aL9XYBHe/lIrGAqzHNpTF68VYkRqIen0SYd23eFfhd3SpkLFtVsO7YkDXxF2S5vW6dOxloOE/R6t6/Sp78gTwktTz9XbJ8PpPx3aTQXZwrWhvYTivGyHdqtRL1Sd3iEYkxMc2ovLtIJu95eC7vzxOn0qeHecoNeUO7QnT55fb58++6VCWLXDKliNhn/UJ92er4Wj1x3nTpXWLKzdbRXuZpc4tFdcuyXsljYVkifPd2gvOJAg7JY2Fb7/M9+h/f5m23u/v/nXOn3aLW0qFBxwfAeZa1YKf5w1C/mlVsfrr1sqZL4xUrAadA7tL009J9x99dk6ffp6WC+hefPmDm3V41S29ZN/1KfCw6eE3dKmQupD396j+rT5h3vCbmlT4fpdo0N72a8b6x2njCXvCJUb3hWsZsd3/6hx6uTqK5yKe9qhTa/RCL9JwuudT8dbtBJ0h35xaK8eJ92JPQ7tW775XnBVyoUfNm52aE9dvFZ4cX52nXFavjZF6DLkWJ0+7Uy0CtrvltQZp2XfVQpvr6+o06f9Hq2FYy0HObQ9bo3YLW0qXH1jUb19Kt31k+N1biYJz06/K6Q6Tj+hoLii3m8vefJ84drQXkJhmeO396g14oOobvWO0+P6dGHUJId2fWa6cGVwzzrfnubiOaFo8SRBd9JxnKq/vYfX8pIdPzyyT7ulTYV7mY77lOb2pXr7dDx2sJDUu1edPh1p1kHQXjjg0GbVa4UVv1kEw4nfHdorrt0S9rnGCBXXUh3atZWaeueT7uIJ4eR1jaAvdBwobe49QZO4SzDnpTu0x18RhEu3CgS9wXF9uzVnhlBw/Wydde/W/cJ/PE4WnfaR397a3VZBf/u8Q3vihWKhy5BjwuYf7jm07zqQI2SmXhU0ZY7r551PvnjsOD08n16ZulWQylyF8nLHtf9Yy0HCb+4xdfp0Z8pIYW/0AIe26m+vZNMKh/asfKOgu3lZqDrkuI5pr14UTrVpW2ecTHeSBd3OzwVD8mnH69+7IiSllAhVVVUO7VV7vxfKVr4hmItyHdpTZkwTUp/rL1i0jsc/at3Lun1deH3xXYc2q9kolFw+JugP/+jQXnk7TTjRsrVw58OlDu3Va0Tuti2Oz1haKJxPLRYyi8yOfbp0TKhYM1MwlRU6tD9qnDbt0dvmwkMi6KP69Kg1omrTe8KM95Id2u9lVNa7P13aHy8AwgdLHMd114GceuW9xe8vEl4Rez9yLb97v9KhfcZ7yf9KNvpP1vKCfEd5oeBAgpCSliFoDjiuKY/bc9fvE+qdT9oflgkGvb7Ocz7BE/y3+I88uRUVFQwYMIAzZ87g6+vLrl276NChwyOPX7lyJXPn2khK3n//fRYtWvRvb2nHqVOn2Lp1K23atOHVV1+t8/v58+dp164dERER3Lxpywnp1KkTiYmJXLhwgdhYR/KSkpISvL298fb2pqCg/vwEeLQnF2pq7bq7u7Nu3Tpeeumlf+XJPdygG5YHxFMren2G0Whlk/NK7h+whWt+0mctM/ZMYbEuHY1KTpbEzESxD/3Ebizr/ikJf/ZkpksYH+5axvERH7PMksOpqiJcLfCtezSKBxa/oj8vsmbxj1w4MpaIVpMoLUxEqQ5k4LhvmB57iKhBY5js0oCnxO72Z3vYsufbyQufpr5Ypy7gp+SmPJ/wEje/tzF5XjdXMktzm/WqJvQeEQkffImLtZSX5pbUa620Gozs1Bfwq7Oe3R3bErr+S3zSkzjy1EeEPx3M6+Z3mR1fUxCm2ptWxypZy1rpfOoEi9+/BGD35B58K4tbDfojevslco4VYNZU0T55G04XDpNz9Dx+7ZtjLC0n59Q1Gi2YjknljjIvDXNOLs7jF6CP/x5rdjrmCg2y6NZofRqR//5C7u28h1d7H7ya+JBzPg/nQBUtpo5AHxaF/NppTkyryQ2t7cmNSdrGlqSmnD5wBb3BwkuvdiBqSS+7V+vhPgF0XNSHysx8vHp24krj50kvdcXDyYSPupLz9zyJCKqi1YllnJpnI2UK7OlL9pH8x3pya3s9Abul/GGPe7Un99OnNyF+4I2ZdXgaFr2RqJebcnXydnrf/pSE136k0dAGhIwehDH1Jmc+OGa/xid91qI3WJi7dzJxv77B8QnfAJArmJhYeRcv/6607LjAbp2edXgaS7p8areU7xp3g+MvfVXHmxbQJ5SWv+7kcHBnDPnFiOUyAq8cx3fj21zZcNmhT2GDQ/GNboC8/1BEFhPHu86i4wd9uTDwUy6kwsh2eQRf/oMbX2yn4EIVES80xTnAE7POyPXn1rNsWTIz3m6DrG+7OuOUPz6a6T8fZJUkFI1gYU55Cl5BsRgq01HJxcj1ZsqxYNFU0kriwhW1wIvd27LylRHor15FLBKQOjsjksu4vSuJovNlDuPU7vy36OXOSKxmRk1PI/3Wb/QITqPj5Qp29d3ArMPTsBqMfNj7CwevJ0CPX96iz9owDr5TzImnltLh2GekKlpRHNOBrh8NwNznWXbmdyZoZCyqBko0N0r/Z9Z/macb/fLP2dc4wWIlpKcnjd96BfOd25z7aD+mUhNRrzTHo3ljSq6mIVEokKrlFKdkc+/Pe4+MjFgW9wUqpZgtH/lyo93z9a4RhYKZqZZ0Pm7RmDZyJZp8AWMtVtfqPrk097B7kgBip8Ygkkq58IDt17utO8GffwpbVnHh80v2+RQ2KASJXIxrgBsVWSUExnVAiIghzzuKSW9nYjRaWZn/Dpo0A53iV3JnwQryjuXa+9Tp+KfIKwo46/U0sfHvcWLWLn6avp8xm2vCey1aPfqEa/RwPs9daTNcJFp8ty8nM+EKWYdycYvxxr+lHwaNgaz4XLxjVIR0acqt/bdoNqQFF9faWO17fP0iCFaOT/nJYZxEYhH9Sy6i3/EF5pBGSHSViMoKiR/xWZ01ol3COopUwQQc+JLTCw4A0PngcnZU9UdngLZhZTTPP8RZz6f4bO0tnhsbTWOvMvacVdNxeicaDW1AUO+2IFgQq50wFhZR2n8CTj9+gqnKwMVPz4DVymfDbd6i3+YbOdN7Nku6fMrhSdc5M+c7Oi1/kfMRE6jq0vVfRRrVjmD5aYU7Ly+weQLNFoFZuybSPfFzNG5BKPXlqPPvcnToR/ZxWt1/HbnpO8i8vY2YHr8wZ88UJE5qVvezMf9rNekkHhqHj0XM1g9fp3GzpgQ5yUhe/j1FiflYLBa+jZFx+HYmB1a+TeuIcMr37eX8mvNInVR4tnJD6a4g51gBMROaU/XaB7z2Tk1Kya5JaSj7jkO/ZwOFET1w3bOZvHOpGKsMlN8tQJNmJOb1tni2iwG5HGtpMVjMtsiCMi1SpRS5pzuKRg3JiByMAgNOpnKUlYVIc9IxZ9vyXMVOzoidnUEsoejEWfKTM1A6S1EHeJFxMgt9ji0/t/b+1O2vBViUzogunACrmX2tPsRZYaWVcwpu+SkUBcRQaPGixc0fKD5p836rfDyozMqn7E4uunIjVkFC+Y1Kh3FqMSEKQ6UZvzZN2Biygn0/neadhR2wdG3rsD/12DyOoiMnEcnkIJFwbfNV+xpRvec2GBBEw/HDqWwQQ6EsABlGRCIJGqszEVkHOD7iY8xVOtok/8jLC6v4ue12KrMKMFYaKL6ZTcxbz3Bt436KL5U5rB0rB21AoZCgVknYubUTQ8ec5tWfx9f59j7u/RklxfcozPyN8oJjeAfGsTY/HYnZglVvgLPXkfaxkZ/tspbyrS6XjZZgPJ2cWd1/nf069XlyASxiGTN/fxmpixOfDviCmfFvIJiE/6kn9+E+9fjqJXLaPI1+zlQyj9awjvydHFHfWt7759fIinqK4JT9aBtEk6VsRsvGjy699ARP8E/xr3NyTSYTgwcP5syZM4SHh3PgwAEaNWr0yOO//PJL5s6di0QiYePGjYwfP/6/euCSkhI2btzI0aNHmThxokM9XIB9+2xCftu2be1tAwcOJDExkZ07d9ZRcnfu3IkgCAwaNOg/fqbx48ezfft29u3bx5w5c/71+RZNFZp951F1jcQrNJi1r5ZzMbqGvXPbYhXnd5joInJhtTYPJSLKxArMYikGnY2ORVZlIL7vIpYP2EDZqaFEWRVcRcv+ihwGP1Bav1x5HIUqiMBGI7l56WskUiVdIioZvLArt4FegjPfld8nTGImyVrFaLEnCpEYwWLBrKlC6irFae1mDmeG0kV8n8GtCin4PN3ODP3UpleYNW4e5e4mPBp4oEGP4vtP2T29P/1W+mI0WjECS7p8as8V6SByZkNFIXsPp9A5Yqi9z7d/u4dugJVmI0K4vtWxImn1/arR8/hyLrj15/NNBeTOsQl0tVkG4/dCt0RvTvxlo8jvfXAhGYoANPGnqcgsw8XHiczENPJPlxDY9i+cYluju36du0dTaDN+AUJRHmJnF6RmE5r9e7m195o99yyghTcKNyfcAqWEL5mB1WzkVLu6xhf7WFdp0S6ZS6NXd7O/TIdfWBBRgWUUnKif9Km6rydnPSirsiYR+BQnoOPqofwc+TFKBbS5+BlHHhAuRTwfjsLNica7XiHFP44/Trtw7PczHJqRwZH+S+l9YAFH+i/FajRhNdatBWrVG2wbL6A7eZM1S225pRhq8nSqn+vq5usk94JOzTti1mzk7l+3qHp3AwFhsZhrEVC8taOGmC1+VM2m/Yk5E5nak4ZR09Hpa/KZzA/GsOvZL7jn0pz45o7EboLJhNlkIvdwBi0Bj6N7CbLc46+s1rQyXUbloab1ay1JWnnG3qcGr48l+6tvUOVuonKGjQEzceEhuscdxNikPxLBQGnzHjQZmkFAq1wEq4Bziwis3gGcvi7BZDCi0YuJObebBkfXU5R0zU6u8vmmfTREIEhie5/zmoezOjOf1j1m8NvsSC72mU+eYGKrj4zkwjJGOfmytEM4Ek0J6n4DEes0iPJzuLDy1zq55VajiXNtXqLNm+1QB/ry14dPoczrSfxTSaT9kYJ2QwKNknZwK6Ifiz7siKGNDqhhoI0ftIwWS87Q76OrzNNUcarNRCqOpeBqsXDi7T30XK/Gb+p4zIDmWs3cenie2R7GWm979RpRG91XD0Xayia4WTRV9t8NlUbKDxygJC0PXUYZAJWZhVz+LInOH8RxemF8nesv7f4ZexfpOdHRZiBTXLgC7yai01tx+/PLOveu/tsimNBYNNzJLaV/nxiiFj6D0d2PK6/MQ+Wpwj0kgJSf0tBccyx34hzXB5FWg0SdiHOQCp9G7iirClF064yw+hxmk4mgXr74z3wTWWUJp0Z+YGP7faY/VpMBN20uPg1DefmzflQXLTnR/nWHe1i0Oio2rEM67T2SbyuI7dKHuF+CYfQAatP3FR5KZdOS4wwak0RAwsckf32FO4A6zCaIlicXoXKBhnFRpO9MQ1cCJo2W8uQiziUfp8u5LznV/jWKjifiOfIZWk1qgWt0JIbsHE4tOGQXgK06DdLiHBBLQBDo9H5Pzq1MwKypwj3KGf9of+RVxQRoS5EFBdF2elsSlxwnodM0+s9sj2tMc/J/TeTI1hS6nPOiaZtOtPO7i2r9e4yeupKwL58jv83TmCoyURTeB10VxrwC/K4fIP6DmjJPywdsgAfpO4Pek8ADttojz61FMAnk/HmAmIx0Eh6McX3fHtSsEdVwaaZGkwqzd0/iwm4c6ml3mNcViV6De9V1hJvJ5JxJps20WHTFFbyYOwN0FsTyJmjKCgn/axSIPTm68jTav2whzzMOLeZNqZQ8i4H+764BoIG/D80rzXS3OBGFimNXbyOTS1GWFiBkipC7OtvnU0CLcNR+HmhzS9EWlhF46kfWLh/HrsuBTDOvQnPKpuRiNuGZfx1NZg6FVzOpvKdDJBMjCBbEghlBXwUmPeayMqwGI2IRKJxliGUyxCIBtFUElN5AEEsQEIHFDFIJYpUSLBZEMgk4OSMoVDh5ueDsrcKgMaAvLEOEHrPGxhdRzbZt1lRhOX+KskETcGvbHdPu7QzR/USlaxMUFaUgEmFESonOCcHFHUNhMaX3S/Fs6IVrmD9ifKnMK0NfrkMWo7Izagf18kVktZB57C4l724j66CWPa+nc6StjSCten+K+3EyiMXkXsqg8GIZzo1U9me0z7MqLXd/v83d31cCtnWJjr0odW9IdvO+VBd5Wz5gAzzgRlE3DEXdrAnI5Eia9WZnfmNcEjbX+cbm7J3M5tf2UJlnKwZotIjq/fb0Bitq5wY0iJxF8+deYNPyl3lPpWCRPgCpSAQdWtjn/CFzLrEiGW4SCUu7f2afC7Wh0zvmzM7bb9sfGyf9zqj7DTFtd9xD/tu1/OE+Rb7YBAQz/se2cnRXuv0YjxhXrCYov2FwkCNqw6K17U/VRFUA1pIi1KYyEIsxieX4WHOAJ0ruE/z3+Nee3HfffZdly5bh7+/P+fPnCQoKeuSx169fJzY2FqPRyKZNm/5rBmIAo9FI06ZNuX//PjNnzrTnA4Othu+oUaMwmUycO3fOrtBmZmYSERGBSCTi4MGDdO7cGYDU1FR69uxJfn4+ycnJREdHP/K+j/PkAmRlZREVFUV5uc0b9288uf1GnbTn5AKMebMHwYOb1TnuT2spW0UlYLHwgtibZ8WezOvwFldPvU6r7ptwcg0H4P7Jp+hSLuMmOlSIeU8SRP6BVLZ8aiPh+T12GwuX7qJQMPOs2AM3kc3WUSqYmWxJR4dtAV0naUBYrbIITVMOMn56OgC7u263lwMB6Hx+A9aSXLx7P8/HH3/My8VX0GQXE9CjDWIvbyrOnufShgt0++M9+q2yUUDNXdQFcccWDDPfYpLY166MVwvnteF77SxNq84z+P2aWsDVClH0hBb4PtWPd++P4c61bCZtfApwJGpZkTXTrjxEpO7DJMhxXjOTu0dv1yF66r5qCLKGjTg+brO9LEC9mwSOTMP/FIoLV1j0ro0gp3HrZqyWLiRxyaOLwf+nKIlP5euPj7NwaSeaOqXz0oxcug/ryGvd73AgozmZ2SbaT4iq99zYq79wMXo04PgefRoE8urEBlja1cyV7quGYNJU8k3UV0y8PQ1FdAz3m/QnLaLuPKl9vcryWySfmMx8cQCdxS4OxzQd1ZjxFY8uUVM99p8N38zBX7s6zKE/Wn5jV25ro8vSvg7fbDXco5wJ7RSGadZKWPIWN3+wMXM3H9OMTV2307udQOzumXblS3kx2V7Kat7+yZy2alhmzWduaAjdchS0m90B15YtOBX1Fh0r9zuU2rGeOM0rQ6PoGtWIrasWcVnRGbEIYkv3c3vJZ/+4LnL1e1S5OrPtPTHPvl2BSCxm7wINCZ1n2I+5+ctNIkdH1jlXOHsdUQdHxsue655FpJBj1esZsGcAAMMndGfH5gQ+/KgdgcpCBER24rhqxP32JqagcGRZtzBlZlKVkYvFaMKsM5DyW8bfzqFO7/dEGRyIMb/QPj6t34jFLaIRYrWKvr92czBaecS4MidgVb31sCNfbGIfv2ossmRzXqji+RaN+Oybr3HJv0388DXE/TKV+NE1+W7RN3bisX8LCTN31bRNaIEmtwy1lzPOsxcgM2rtRqwea55mrm4+aVfTqSopZ/qCbqi61n3XF7+7zgsdMih5+QWU7iosRrMDq2ncjulUNGpHUsyL/LU0kacW2LgDHi4nFzMlBs9RI6nwCcepIoeELjPt42Zp1xPz3t84s/gY3U+ttv9WfZ15+yfjFetGo94RqBsEIWrZDsu5k1z7/gQyV2faHTlK1dldCOdPgkRC5qHzBM+bRYpLRxobrqI4e4DyG3e4tO4iEpWYHl+9TGG7YZgkClKa1SXRObPxKsd+P8O0+d0InNKWgB2/EXj/DDkNOqE0274DJ20xyjuXKIw/6VBCpXpcO13YxIrEtjzbw0Bjw1Xy1I1pdPeAvaSS3FNGxDPN0BZX4hbqg8xFjb643F7CzLutOy2XTeNIvw8A2zxv/eYQjr76Mz1OfMx23VCe137FkZFraDQ4FINGT3FKGVazgEuImqpcnZ1ZuPc3YzE3a0W30a/ilV7BTIk/Hd/rQVVOEVnnMwnt3ZR9VRa+PnqRCzdt31+cyIVLgpYSLLgipgIr2957nWF+aqoychGJRVjNVlR+XsgD/RE5uYC2Cl36fRQBflg0lZRev4Pa1wOD1kTQqu+4N2Uk+sIylG4qNHkVaHI1OPs54R7qiXOwL1K1ColahVWvR19chlNoEIJgRTCZkbi6IHZ2wVpWikihROTqBlIZQlkx5ZeuI5aKUfp5I2/YCKu7N+LSAiz5+Zg1lVgNRvQl5fY6xnJPGR4RLmiL9WhStQR096Hxx4vId2uK09q3Uft7oQpvjKDXYch5oACWVVB4I4vS9DLU3mqajeqBSKnAUqHBWFyKvlSD2t8Li86AtqCUW7tvE9otiE09dtDjzVYO31ftufFh2ltUpunsf/t28KDZiI5IOnbHKlUgOn+C42/tcDi/08XNqO9eJv7Zz+tcD2D7x24ojBoEsQTp/l84OW8/bWe2x617F86FjeHjtRmMejGSY8cLST13A7VKwsFfu3JvykjGZL/hMG9ro/eWMRx5ZRvvtHudG2feYqLYh6G1Si5aBYGRljTGiL25OWi7/RrVRoXeW8bQ99eaShGvvt0Dz7hmDn2oLqP4v0C75B8YMbfKoS+RLzbBp00kxuJSUncnYyg3EtQ2AI/GAWgLSutU5/Dr7MlfExKI334agIDwUF4dHwiD2jqUFer0fk9UjcIQjEbu7TlHi+17eIIn+G/xrzy5paWlrFmzBgA/Pz97CHJ9+OSTT1iyZAlGoxEXFxeOHj3K0aNH6z122LBhPPvss//oGeRyOT///DP9+vVj9erV7Ny5k5iYGO7evUtycjJSqZSvv/7awWMbEhLCmjVrmDx5Mt27d6dXr14oFAri4+PR6/UsX778sQruP0FwcDCffPIJEydO/K+uI1MpKSmz8NL6kRybalvk4va8w+FBy0kSqnCyghExcSJXAHSVNr5ZpZON2VkQBArKKnETe9NAUJAk2BYov/7N2Ju4lqsT53N+f6XDwloND5GUyWIfPrPmo5JIGDK5LelH06hM0+ER40rI7UPsWhaBsiyXfitHwoCRwANBv+1k2s/tjJNchuVWEq69YlGHlKLPzUfIzkNfWknsa+0R5MqahX8/GAQrFpEIGTWhN9UK7t2dKTQaZmPqLojqQAFAdf3BKTeJf8CYeXXzdToGetOi6xTAZnRpO7M91BD9oiusWUwDss6j8wwmsR72RI8YV0yaSmQKJe1md+TKq+9i0dctWl+Nf6vgAny6tkYI79Xbn8S+/0zBPf/NNe6llTB5tJqofe851IutD55xzfgizo8mF3px5et9fP/D93gffJ/jzXcQAHw7YAMzHnh5Hka1gguOG3X3M5+x8GQAc2opwaWDJjJviyv3Nyfw+qvNOTJiFR3mJJJW56q2mnnVNRP8Ts7GBykdRM7230P7B5KdkMetX+8w/2xnPlpyFqvZ0ZId0yMG2dKrfLDgDFKTlY8+T8VoqrFs16fghg0KwmIw0mFeV+4duW63IION2bbs2jW6TM7kVC0Fyb1xELPankNiMmCorDGE6GNj7KWAvrTks08oxyugF/2cS+i4cTiCyYSpoIBOFXu4MX+Vw3MEeIh5Y84SFr09iQ++/oGXZ0fjt+ltjtZTg7gajWqVNwkbFET6XpvvoXpcLvwKf30Qx+4u65FlONYJjhwdScTz4Q51XXsfWMCRhxRcwKH00jz+QHkxmTbmo5Q+05W25buZ+ktn7lxKdSiDBHD/x79oMCIOfXoG2rxiDOW2NSdtz10seuxzyCvWrV7W8ZSdFylNPmb/u+vyAUic1SAWYczLd/j+uiWu5bq6E/NatqtzHa9YN7xbhtOxUaCD0WihOJDDQgWfX7+Lb8eX6Ct+UKpJXhN6J1GJca3MRbDUfGuNhobi3T4aSXIKUqUc54I7iCwm5J4ymg1viqnrYIJTXXBxi2Bi71xSI+oquMsHbIAfT9GpRUfUegte3k7cfhBRAraokmUZI1FpJTQ8nsKdL2y1IeXnr8CDkiBfmN6j0eqh6OJGUyh3wVlfjOiizYDqEeOKVa9HnnqRzKTb9Dy+nP5LnB3GqLocXXC7BpSk5VF6Nx+PzFxu/nGZyjQd7efHUFSQh/LSWXJPX0PuJEdXpkNiqCJCOI31+AGOzauhJ7borNz95RDm7/bR9MV+5Me4OpQb6fR+Tz7aYTMCGc0iYte/S7FFb1c2AWJebYnGasXi70XqrlsAaE/cZNB9AR7c6kybiXQHwhf1ZqnHKvRaE+OeGk7TUdu59esdjCUmu3IM6YCt7JT9vQOshsN75xE/aDll1yptCu6ap7nv3Q5JNlg8fIl6ubm9rIxbcyfcQtwwaPQ06tMQ366xiKQy7qfeYcep61y5l8WbYlvJQ3OVDqWHM5IAJ57dm8TZ67cJb9wYgBbuLrzfuy3d/7DJPBqsRDUIZHBECNa8GtZ4907tENw9EWnKESrKAJC52fZ2sVKBWCqhPD0PsxmyPvuYgqvZFJ0rxqWZmoCYADwb+6LyckXm6oyxTINZq0Msk9pYv61WRAo5gl5f812LxCASgVgEVgtU6jDl5VN8Kwe5sxKr2baOSt2LsQIihRyFexBIZSg0FUhdkzFXmDGWmKgq0OES6IwmVUtuQiHBv3+P+JX38RoykMoTJyhNvIBRoyUrKdMhOkXhJye4nReS8GYIIhEybSUS10Ks5nvIPNzAWkbm2fsY8o0E92lPn7YSapu8DaduwhJbdNGUOd2p7K2jNtReamT+fuicfSh3CkDUrwlxOxoQP3yN/ZiLA1+rU7e1Gs+91h2P5I8pOnnegWH5/OpzsPoc8ClTANE2EalxNnLG39+u4Mqr75K17SbE1b1m9fe4/FdgQDdiWzfDL/E9fnaXk/vs77y6xZaekI8JAwKhyJlcOte+T1UbW468so15bLNfr1rBrY3FlW9Tl2P+P0O1glsbnpFhyHx9kLi6oHC5ibOvE06+bhjKq8hNdoxIk7pK0RbrObazphb6W5N8idEeJdlL5jAGZxYfo/GwBmSdycWilVF3h3qCJ/j3+FdK7tmzZ9FqbcJecnIyycmPplhftGgRx44dA0Cj0fDDDz888tiwsLB/rOQCdOzYkcuXL7N06VIOHDjAX3/9haenJyNHjmTOnDkOocrVmDRpEiEhIaxYsYLExEQkEgmxsbHMmjWLESNG/ON7Pw4TJkxg+/btHDhw4F+dN+vwNLrtmEO/VQGYdHqiGgvMOjyLp9iO1FXKfb9ofm8j4/I527t/Q+yLh0iKR4wrurIMFCo/JBJb6Nq4N2M5vUfADQknhUoa1fLEVof61YeWk6JQ+3rQuryKn7/4g36NA/FpH41P2xZkHkjEIzwAa04mwrlz3Ii/Cq4f2c+9vO0GrcY059yK07gIkH31OtYxz5LTvgOhtw9ybNQnWHRWIl9sgku5LRzJLAj8ZC2mrGtThBNpNBIr6jzTL18lQC3LPtQI9vH7HY/NTrzFsGEnaBkXhbSXL8/ccDQ2NBnUGM/oJiTM3IVYp8HyU/115IJigzCUaiDpHCaNlswtdUMn/1uU59eERg7wv8SFf3je+A5pvPBLAUvSPfj0vdnwQMmtrxB8NbLi88mK/5l2sztwrDCcFv3eAmxW7RZdojnV/vEMhr23juPI2G/tfyd0eousN/ZztkM0/avr7s4sAJsJghMTvkAwCSR+eMJ+TvMxzTBWGUj7I52klWeYxxkMgpUxQiVDRe5IRCLknjJavBBNwfUsrGZbcMndPClLl7Zm/jvnHZ4p+XgyyQ90GLNZ4PVO9zif1pS8u48udRPcLRpFy1ZUHD2KSV9/EQX5xaMPQhq1RDwfjtzXi/vvLyKwYySyUeOJ69EDa24mYjd34kd+gSAIHBU0uPt1oVnrd9EdnEr51VQKb+bgHxOK6mIi+adLHO6hfudZpndvieTV53nv660U5GTzzL77tpC1Wmg+phlOAZ6Upxeg9nYh4nk5GWeyCOnVyq7k1sbphfE079oF04r5dX4bWzqHb1LCuBXRj+UDNrD8U+ooqg9j+YANLBnRAcXCkbwrTeRIj608n3SVHepomjg35PZvNYpa2h/pOPmex6jRoivVoq8woC/T241VmVtsynNo58YUX7xY5161FaTgOD/kbTtS+PP2eutZZrlFUxJZV8EFaDl5AKXdRuJ57i+6Llcha98FS3ISCTN30U/kxiFrORcFLX1xIzjOj8qwVnR8txuJH54grH8IkoQ9IJHg1tyJ8htVqDzUiINCUWblkn/pDoby7Si9XGm/bw0Fbk1IrfSne5SOuXMv0G1qzdyr9kae23wNHngvIja8RKm/M1nnsx1K1Ew40IOM6zVGmeo5bGzb0j5GWYDn5+PRiZ3x0OfidP+K3ehSmlxBQvJuwFaKLNevNdQqtLV8wAbmtbalCKl8Peyl4WKmuNm9X7d2XaJN1/3Ev2kbp7Yz29N8Yieq3AJwupVEysGaMWs/tzOVOcXc2GbjYVC6nSB6/SIyl6/GNzoMhZc70uhWLBnWllBVDpaFgxEN6IyP3lFYrq9EnbpbJDH1jOvpRUcYf1OD3qKgecFhit1UdF81BKmnB3d/O1LvfJi3fzJxv0wlu9VTXBw12+G3u/1mY7DIaRlYSIa4Ax59sti24ThDxR4E+Tnh1cSf0rv5qH3cEHv7UlClp//aX8ioqEKKiK4PjHLqQF/ESiWnjydz9vptXJyd8XGSkQbM7NmamMHd6JVVytFzlxGAV9o0g/v3sQByV2dEUltosEgQwGjAqtcjehCVZi4rt5V00hvRlmiRO8kpP7IPfYlt3DWpWgJiwMnfC7m3JyKpBG1uERLFg0gn4YHRTyRCJBKD1YqgNyDItCAW29qMRqyaCptybDBjMWkxVuqpyCpC5eGEwsMFpZc7Ml8ZIicXxAolId39ubc7C7CV7dEX1KifSSvPEBe7E22Ttih8rlNy+yold0vqpF8Y8o3oSrVYVM6Y1J6I3U3IFSrkBYVYNJVU5RbZzxH7+NE9/weqd+GGQ4KZvKRmb+mza0yd/TN9bzbeETdwBWRNW3PbtR1lzZ4l7ketveRgbeWq5Y0dMLMQj0BfZr4RRjvtbuKfdgxN7lnL6VCN6jJk8/ZPJqGeElX17ccAKldn5qeOZd7ru6lY1520yw+cGb9M5etRqwFwFUkcDLH/9Nob14STGPG/iQpzvnwJ3klyaOswryvKyEgEZ1fEhbnknSzCrbkTno18sBhNVGY7GhxkLhIEi8BTL3Xk9q0yPtS+zdmYyZRPibGnfNXGnZ22OtpSF1md357gCf4T/FclhJ7gf4MDnrF4rHuFEQtP4+nXBVfPmhBSg66Q62ffxqDNRSxVo3IKIrrzWkQiMfP2T2axJZvb3s1p0eFjxrzZA+nQRkw03GOQyI0DQjkTxT48VY/XthoNhwRzZ8EBkq5ZmdtkN8d6zGOpJZtiwcyn0gZEjY9E5qSiMq8Uj8YBqJ4awRllP7rlbiP+qY8BcA5XkbPpEj4uRuaNiqRFk0b0nn2Yrz8+Ss9hbRnYWUxz80XUN88Q/5Jt8/jWUshOoZRwlIwZO4AX5YJDmEv0hBb1CrlNUg6Rp/ci7PMx5FzKQu4sJ+LlfhSduWw/XqISs7THVwA8O6k7HT/sQKvpz1B++RoWoxmXsEASZu/+23GROKnpcupXTnUZhdTZTMsxrVF4eXD/SDKZh2zW+Li989jr9jIDTDs42rOugvEwOr7Xg6eTXrT//bV4cb1C2r/Fl+N2UJZnI39wCOMePhhrXjZHJ9YYmYJ6+RLUPpxzK2wCeOSLTXi5+G37uW2mt+PZlEkARHRswfBFXQDHkK79A/YwYP9gh2f4cbUvV5sPA2zhbB3m9aPiTpbNizBjCYcym9M8sJxWVzby+QtrmWPJ5FNJKL8N/A6AjzJmUH6jCq9YN5IWnsVogolp08k4doWi1BIihrbA/amn2KcejafagExswUtZQZCuilNdRmGpqvG21n7WwxOSMQc0RKKrRLibwtFXfwag11ejETWOhKx7mIuLubPnHGovm1W6KDUXY6XRLmj4d/W254vVxtdPd2L/X7v4xeLlUOfWv6s3roFu3Pr1ziPHLPelZrz2/V7aW1TMFQcgqaXohtw4gdaioMWhpSRviq9XIKgNhZ8cyb5zxPw5naFnX7C3u/p48uObhQxZWMNdMG//5DrheRNm9iB6USfyT5fQ8dI3JD5QjHqseZrj0/+sc7+4X6Zyp+UoGuafJvfrLQ6e4tqoPYeqx8evsydRrz8DEglYLODsiv7qFdL2XqDifpXda/Ewen8zltxOo3l5epa9H9VwaaZmfsM1dYS/nH2p9AtLRbJmARP/OolZKef3iUMR9xiAxKTHevU8J+fstNeF9G7rTvSrg9ClZ3J73xVafPEBsqxbpP+wm9zL+RhLzES9FGUPiW11/TfEVgsXo0dzdtNVjvx2hkEvdSXmpeb2Z6gvhDpu7zwMXsFcfnG2Q6hl72/GcmT8VgA6XPqWKqUn8i8X49aiCWVXb3FpXV0jAdjyc4u2XULdzdGbXK1w/zTnKO+MF3M/soft/r9PI33bn5h0JhoO7Yb6+ekcDInDO0ZJ82WzSfbsi6e8nJCcRKoO7MUlJor9YdPp4nSBi93GY64w0+ur0YhdXIl/cSNgUxZW7gmmS3sXXHpE1HlGhZ+ckC6B5FzM+9s6qS1v7OByRVPi9H/aw/jjfp/GiQYTKdXKGHjubc6vO0ynddMweQUhOneMM4t310lzaTTURjanL9WQc+E+EoUU0Vc78aIQ7fy3uLnjHqsbGzl5K4NZT/dimr87Bo0epYcTW09cZXtuPlcKywBo5u3Gkqe60e+NtzAo3XHJu4mouICMvcdYuPU097B9tyP6RfPa228gL86lPDefEWt/RKfR8sMzvQlq1gCRSIRYqUTi7Q1KFZjNoNdiKStHEKxYtTr0xbZ7SlUKdIVlIJHj+/YyClbNx1ReYf9N7eeBMjgQkVxO+aXrKL3dUYaG2KIgcvMQHkTBmCoqsVosyNQqxAo5gsWC1WRCsApIFHJEYhEFl+/UWa8UfnJkLhJkTjI8G3pg0pnsNZmrETYoCPcwHwpv5tjD8IN6+aL2csKsN6GvMFB8razO2ATH+eEXHYpL0zAkrq5YysrJOnKewpRCxDIJfs19cQ31ReHtYStBpHahKvFMndQe/67eyFQy+55cG6H9A5HIxJRlVmDWmxEsgsN8exRqR8yIz13jw4Wn66wtcd9PsMsz9a1z1Xh4rf0pZC1XNl5j+YAN3Dj3DgZdHq26f4NIJGL0vpeZZsmgZdevcHGvmUPfuK6oMzZRN3dxLXKo/R6PUnz/E0hdpdzedo2Jim3ED/gQsO2XYi9vUDlhSrlB6h+nyT9dgn9Xb4LaNqQiq8jB+Am2dTlyWCuKU7PtCuw/ur+LE/1L6l/rnuAJ/g3+NfHUE/zvsb6zH7tefBMAqczZruS+8boX4555HsFqwSdkAAUZewhvORuRSIwgCLzd+hVuJr1DQ19bDle/xmn8YbZ5CfYK5XQVObPkr+Xca/QshdH152j4L17EuRIpwzoVU7z6ewA6i1xYLeRRIVgwVhlrhRvdw2P/Nbp9WEBmk750XX6VMx8cpP27o3j7bAXNmrni6h9Mpk5MYlIhyScmk7g3jfO4Mknsi+qBElApWPhLKONZkScvSbzhhxu8OGAD+05V2nPJvF5+ieXZXnz2STRvzbKxJc7bP5lXpt8D7rEyN9PuAYocJ0bp5Yo6TIk2XY93a3f2LtIjMeoQ3Xife/7OVKXetoUbAfDPFk+RWIRLiyaIxCIM+UYyTt+m+dh+NHmhH8aqvwhu35iLwc/w+3e5uD4/BPh7JffOqI8h6bKtj8H+lCdp/tGzPAy/zp4OXsLXvh1e55irm6/DQ4aC3ocWURQUg2LPJnvbzR9uw4CaYy6sSWLEb9v4Y1MCKYnXaTgkmHu7s3Dx8kBTbFP6lquWQK2gqOkLuqGZXZODaywxcaIW8RQbh+MHFAPxgDdSpMBXlgL8pfHcv1XCKF1jOojiSWEoU299Qqm0HRcTLlMVn4fIjC0fbO0F+n1+hfKbd7m8/jKVLk5ElFx0qMFZW6gY+GJXMJ2HC6c48lBeVu7xCzh1GY76chK5Z65jNpjx79Acma8PJXcKULqr4AFtULWCW/2NVSMtIxKTcSvlEnd8qFFyW8x4gZNTv6ozJrUR8H0qP898mdEff8OXzkVMrfRG/EDRDT/1JUcn/UgCttDO5BtXCO0fWEfArIYh38i6T27zxg/HOHikD/1W+gLwtXIRUsNYpAof+o1sz7TSBRyvx+vg726yf0+JrcfbycnqU3AB4kevp/dBb0xuvqh93Oo9puGQYOQebri0aIJzuJryZJvwJ1PJMGZlIXFywtqmGwMXqxg8ZgIj/AfV8XzXRta+k4z/xWZw+XRVDAW1+qFJ1eLavi5RSYfVPbn2QPh1a6YmwyyQk5iCdu/FegXjmHkvo2ncFuvNdRRfLMe0fwcJi4/Zf3cOV1GWbjMmhfQNQP37l5xeGE+Dm8chMpoOYA+3bXP1Z3akt8ZjgaPnOe7nKZSFxOB+/ZiDwN1yUpRdwQWQ7vkBHz8fDN7uZMcn1WswkXvKiBwZiccLz9P/wxM0XXCCZ5Z2czim8wdxeAxzIbT8NF7T2pB19i75uw/h2TQQ19gY9OGxiF08aTk5BpHFiDgvA6Wv0VY3NS+DzDO3iYxogkYnwTn1sN0TLXZxxZBhi55oPKwB900NcHGR0tovizRsqQmlabmk/ZFOh3ldKU/Pe6Qx5GGoDOV4qvQYpN40eb4PWfE/UByfQIz6LGXpBSQ8EKZNKTeQNROwtGpPl+2xmC8mkn3iqj28/+6uDEw6E2UZ5XbuhV6n16O7l8HVnff50lrAuVsa4rp2YtPhs7y94k3MWbm8uz+RbVdu0d3TnfnBobw8tjch/QYi1pTA7YsI6RlUlJSj9HbHN6IBH0+R49IgAJmnO5fX78PiHYzJ1QPZrdvse3M0ZSnpiEQ2ZUji5m7rpNkEVRZQO4GTCyKdDktJKYjFKL3csZrMiMQiVD7uIJEhCwjBs100mIyYS0qx6A2IxCIEg80rKVittnVQ7QQKJZKKCqru2t6DSWtTwCUP2G4NZRpMVbbQZrWvJ1IPN5z93fF4KPTckG/EkA+gc2ivDbPBjMrHnRAvNypyKtGkask+WoBEJbYZ3xRivKLc0RZpHYx1tiijfNya3yCoTTBOfu6UppdSfqMK53AVVouAobwK54gmoNNRePB4rfD0B99JkAJ9mZ6SG+Uo/OQovWQO93h4vWw8rAGVaX+vbJkNtm88anwkLy487fBb12X9GJzwLLxUo1TWlhVq42EFN7JTFFfet/XhlRk9WDG7L7cuLcFirkQqc2FTp/lwcorN0/4AY9/qwa2Bk+ted0aePX3r36L7qiGPNfSbK8x0XNGZ+AfrsdRVimC2YC0vw5yezq0dZ+xrtUcDD0xVOgpu1F+dxGIw/SsF9wme4H+JJ0ru/wEcTTgFgIdfZ4Ia20phdBvgw+sDW+KFmFlb9jNn8gB8gprRLGEmdzBwWS7HZCilQWQcAWE2Befo/XBij/1Os27dGS724L2Ez+n3kTdT57pSvxgK0iM7GOV+BFNSEdn55cg9ZTQvttHK3/E0E5Sc60DMVJpcweWFX6P22sbJBwKiSO3E5aOXuXwULLJGaIpS8bx3gKqKNAaJ3DgqVFBitfDX/JGsafAlv342B+ON9dyJ2wjHagInV9zoSycgZkoMn2U+zftLzeS1aMmu93sy9OwL9g3jh0/9uRZZs+Fm7T+NsVJPUNsAPJ8PQu7phujkQcxGIzJPD0J6taIi7dGhrP8U+adLULgk4BMZhLHKzI3tV2jtPocvRo1Embufa9cSOXLNjW7NK/FcNJK0P9Idzu91ZCnjNtaEIMV0bIjh8KPzfR+FdnM6kZ98H7mnjLbTunF60ZG/Pwnocu5LFiV14tQn54joOJ/h1CihD1uBmz0bYd9AJ5sXMo/JfD+7kqcfDNfxHY5ZP03e70n6Y0iT3KOcafDLVuZscWf1uEIuRD/HAnEQO4VSkncuQy8SkHs05IirF4arXzPtnE35/xBwlssINEsIkyvpOHMiRc4tcf7iN5S1BIFqdFsxkOW1Uv9bjWlO6bQ2dsIU9yhnlO5K8k4WkfJTGm38PkHcMJj0w1m20KrugxAVpGMxmlF5qOsotVGjY+0e8O6rhqD4w6ZM5ggmfES2EKtWU1txrdkLGPLXPvJ9VCO2sIivFs9m8sJVKEQCE8U+iEQijk760X5MVpJNQBBLRMR9P4Gy81e4sMYWRuZATvSDLUf+aO8F9lDXK0DPl8zsXGDgy1vYCKUGDGCzehk3Zu3lkyW23M628ovUzgq+GjgUWGr/O6iXL5fmnaBdSJ7dG3jtvc8JH9iaW3trJb9jU7xcwtR4NQ1EpLClUfhEeFOeXIQ6TEllfhWnFx0gsKsfrnFjgVz2bDvJhJYBVOdW1geXQE/end0Za/soBwW3Gq9vq0l56bl+JP132Qiy5mH7tjUF5Ui8XDFo9OSdLKLF2AhaTvKyC87dVgzkaMhkRCaBnrHRtJstQt20CU1HZVKcVkRQmxDkLmoKrmfR6eJmzsROsCvJmRovh2c5s/Eqa5ZcZUeXdzheSzmIuf47fWYV06pXI97vbwRqDCHK1+fAxpcBm0f51IJDeMW60bhvC7uC69fZE7FUQm6CTdEO7RmEyteDKx59gEvcOl8TDVP9bVz57jTNhqdR7N4Y51feolnIL2QdT0bh5oy1UoOi3EYMpPRwpvTmPQz7jtHMO4AKv2YgCLgFuSFSO+GmtmAJr4ky0t9Lx1BSjlesG0HdY5Ap8+nXIYDA4isoxkYgGzWekMoiPJvsRt13AHfm2PLT/bt6I1VICO3W4pFr19nW4wCorV5Ue89rIzfxOpILKVQVVeEW7I5ELsM12JPaIdsPGzJqR7WcF6oYJvJg4Jk8jgt6Gsz4BIPJjEQsZnn7FkRfNEEFeMtl6N0DUGsrKD59gTvxtzCWmfGJ8qDJ833wcHNBez/bTpyW9vpcVN/uxH+YB7LCu3i7OFOZlo5ILLblglssWErKEInFiNVOIFciViix6AzI3F2Qentj1euxlJUjdXVFpFIDIISEg9mIVHIPidGIRVOJ1WhELBZh1hkw6wwoJBKQSMEqYKy05eOatAbEUgkSuQyx3IxRo8WsNyJ3FmO1WECwovR0I7BVIGKJiLKbGiw6K6ogWxrRo6IrAERiMSKJBGWgDy2ebWNPVbHorPa182Fyx9oov1FF+Y1UnMNVdqNPZZqOuwX3adA7CPfyMqoycrmXcNfhvGp28drh0EovGQo/eb35ttETWpBzKaveZ9g67QA5t+6zc7mcs63H2QkAr0/Zzka3Au5G9AZsnACDFimJ6RFjN2Y1uHmc7PZ1q3M8rOACfN5wkz302q9/M+TtbCRVRn0JLl4BFOfaFMVdo+9ydfoqW7pQLQV37Qu/UFVSl9dALJXUaXsUYqe1QerluF51WdqXa0+toDymhsumtsGxYb8QDIVFmKt0ZCbesf/m0kyNxWRFc7fwkdFGVfmPDrt+gif4/40n4cr/B+DhGYBUHczXeWW0nRjN81nTSD75Kl7l6fz16iBeuT2atOSV6KqycZNoMKmjcXZrSuNWvfi91y0SH3ioWl3/jdGzSug4qB29prX+2/tWM/Y9DEEQGGu5S2+RK+MkPrQYG0HxnaJ6wzXBpjxVh0MWZP9IWc5ufDyckToH4OK/mNLCJG6eewfvwDiCGj9H6sXFqF3CiGiz2H6N6vI2tVF7k9jba8cjiZaqc+hcmqlpOrAF7p3aYcrOQjCZkDdogLVSgzGmO+Y/tnF2ef2M11HjI/F9YTSvH4+zC4rVjImpd3Nw/mwGIrEYz24dMQc25C/LU1xLNRIWquClvGVc+2oXK9r8iNJZSfbtTNSuTqybp+RGxGCixkeyY8gO8vINlJXouHbSlo/2+jvd6bDxqTqhjI/rI9jCho5O+eVvz6kN77buRHzxIYJIzDVFB2Iqj7HHPIh1yxMcFNza7zwgPJRx6wbU+1tt/CdhUqH9A2kyZRSC2tk+7l6xbjT+Zh2qY3+gc3Lm1qkkDm0+TwZGMgQj9wUDmRgxICAG+onceMutIQNKL9VhKF+5MpbSlrbc/Lg979gZWcGWV1T7O6hNzBS3/XWMIc0o9GhC0Pk/uPuT7ZurzkOrjajxkYhmfkC7bnG0KzbxmsSPsEFB6CsMtHjjWUpOnntkeCmASCay53XtsZbxpbWACWIfhj8ivSB2Whsqpy7nVkQ/e1t9+dgtJ0U5eDxiayn5LW7+xfLfvFnwTB5KUyWbrrXh9caHMSpcqVzzkUO5rvaXv2P4OzUK/q4OP3LmgVez67J+3Nl/ya5sgS200aOJK+X3NOiyDYSPCENTZKJt/JF62ZVbvxHLrQlbiOIyFy1tMLWNrvNeaqN98jZcMq7Y0yREMhFdPuhPxrErdo+N1FVqZ3D/6tNmdoUcYKUll2LBzFiJN+G+znQYHeMwPmc3XeXMwavMnRtFB0M8gkSG9MppEIkwR3Ugwy2GH497kLAz0eGd1x4DqasU7zMniDyzzkGZAmh75UeemVMjkK9Y0YamP76JU/9BnHUfQqebX4DFQp8fO7Lo0hsOgrpfZ08CWoU6KHoeMa6EtA/Fe+QI+q4OrvNM1f8PuH6afRfdaRwqxs9Fj7eqgkZHP+f4W7/hFeNG9JvDUb/wDvr9m8BiRnByIzekPQUmb1ykWnyNmRikatKMjXGSGWj0yxwSlxzHv6s3TUd0thFfteuMqKTAzlYd98tUzkdMxE9RRMiF7VgDGmC9fhFad+a2ZydUYj1BJVeodAlEhMCF6Ofs/Yr77hV0zTtyum3ddaX6ngkzd9nKmMBj18/qHPv64NXDm07xp5kp9qe32JUEq4ZyVwF/tYJmHs64ptrCa6WuUiw6C0pfOW3e6IXVYKTifi66Ui0SuZSQEX3Bxd1hjVkz6kfEUgkfLQgm8vJWBC9fTFcuYSgqRVdUjra4ErFUTGC3Vki9bBEIxuwciq/dxad9C6TBoZju3aU8NR3v7h1A7YxyyBR0J7ZjlUiQZN+zKbJmk01pdnGnZPc+LAYj3p1aI/LyxZxxD11WHhaDCavZgkT+wItbXoXcRY3KzwuZtydilQpUTiAWg0IFVgvW7Awqbt5BsFqRyKUovGxrUtGVNErvlyBVSHHyccFqtkV7+UWH4BIdCYFhiLQarLlZlN9II+P0nf+InPHfojapXc/1IxErlWjvpJP44Qm827oT1r1prUguG+v8zm9O1LmOSCxm3/wyjnedXee3+tba6rb3Ts2ws8gv6fJpnXMPj7vIxeU/OnjDlw/YwPqxKcSMnMIccQDdxS78Zi3hF2sxv0rCHergVh/frn8b8jJKyLzpGBYc3T2GIfM7PPYdOYereDf8MybM7IFvvxpG5oVLO/HZ57cozy9m9xLBoQRizJQYPNtGIRKLOfPer3XkxUZDQ8k4luPAM1ANkUxESO8AZCrZP/LkVpNOWnTWJ+HKT/A/wxNP7v8BCIKFz/JKUYgkXN18nbeGLGJ0+S26jdvO1GwflGqI6vQp7y/tyOIFNR40sx6e3teYeQ+IhFwPfAcMIXFvEr3+wX0fZZ0ViUREilTcEGwCrt+Lo/DLuodg3VNvOKGyJAtoAICHb3MybmxDW1nOZ99spmXLKJgwl59FPqzLPkRh9kFkEjGfb/6EL7bVXMPs4lVv6aBVBW9TfLGcE/V4bqpRrfyJJTZrtrW0GHNlFaZKLWKlEsFkQnH1JDf21iU7qUbxnSI8XDwxmy2oXJ3RVVRiMFiYufAKF5JLkapm4eHnTeH3eVhMJiABgBNSCS/MaU70267Iz8hp1cYfJxclbu4qXLbarLTe7aLoEVmMqoWeKwWBXHugX527VMXA6bPhh0fX1X24j8C/VnDBxgJd8Mlqbv16hwY3j7NDNxivPs147s8Uui1ex4kOb9Dr2DKW18hpvLF/OLUpQw7NyLARTQEb5UtpOPk50FXVIQEDW06TrkxX53uRe8pofPpPZn8m8F4zd3Kad7H/VnyxnAZiuT23LnxEGH2i/Bz6bhEEsjByRqjke2sxr02I4uygCUw/csbOIBr38xTiW9YIIqbUGk+jOkxZx9ARNGYkIvFvNmHZoOeuayy/JbjRstlMnHZvfOQ7vfbNTeKGnmLoqJfZtv5TXmwZyv1DOQgmgdAuVzC+vpi4nge5992f9vDJ2qityA0Wu5MjGPnOWkQrkZqGIoWDUeGjDJuR5bM/3Xm4YItMpXT4++GQPuNr7xPX/RDxz37O6bwmXD+VwJX3bO+nJVAt6sXtnoP7GzPIfv8D0vdmU6wM4vC47fT51mbdl/V/GhYfo1viWvQqLxoazZSknsSQb8StuRNSpZSqQi0mjQW5pwyL0YzFoOfq5KlYtLa1ROoqRSwV4RXljsLDhQ4Fv9UxbtWn4HaY1xW5vtyu4AL02jQWbdo9h5BEc4WZo33e54/ZHRB9K0GRchC/vz7j9p9nUR/PJwEdcyyZiHOh5Wf36StypavIBYlIRERjGSMWheK2fCSpdwrxauyDX5dWiBpHkuUWzR9nvbl86iarP25F9MX1MGOBfT782WYbiftt968yKewKbpurtvzvC9HPkWyMBmwkU4Ne6kqjzWOwSiVgtdBWfxSrXzAZ67Ywb/8WHl6Zqwp09jDpasidpLg0CECQK3H397Hn5IOjIH631IPeMZW4yqooMriRXu5FuEqNYBIoOl+GpagY/ZVj5DbpidJUSaXMgxy9D8VVSoJdQWw1I0JALTXiKtUgVdsifUpvV5B17DINnxvAJb/BlPStCcs+++43dPjAjGAwkHP4dC1F9A/7MQXN1LRf+Rr3t/7u0K/4l7cAW+p8A2BLG2i8eiCwi7uH79sNAXcFA0ss2YSI5MwQ++PxoCyea6AzTj5qu4HWJFiRIkIkEmFu6gfx0KF/QzhUTHexC1Ri+1eLUKlagNdlG6jMzEPp4YJZb6KqqAonbydy9xyl6FYBfp09Cf9sOUPeE0FFJV2eak+z3L8oTbyAS6NgsFqxGEyYtAYkcikugZ6I1SoEkxlrVRXa3CL05TrEcjkYjejyCilOy8ergx6R1Yp+/3eIKosQe/qA1YJgMCCSSW05kq7eOAX5ossvxqrVIXHRI5bJkKqUtn/OasRqFZYqmwdXqlIgUSkQOznbFHB3f6xiGSa5GonFiFoqw0lTiUlTidTZCXmAP6ic8NDrUfu4IRKLUXi6glWgJDUDiUqJyNUdi1yB9epFdDn5WM0WAmKCcAt2+/8SrurSTE1I+xCkShma3DKKL5YTNigISWAwVFVi1tlmkXXLIdwufwkPYlW6fTyY5bUU3N1LBIa8JyK6ewwzR5Rj/fP3+m5XxxDf+1K1rOUAAQAASURBVOBClq+2zTWLRMLZQRNY1u1TsNY9t+jYGQcF96+liXDyChnPfUJrkZpN1gIaiRTcEvS0adGYjxpurGM8PvzmXeIHT+bCt9cdlNznp/ZggrCBeGz7myHfaOcYCOkbwI0FR1m3PMF+/ObVx+nx9RV7NNYHC2xr0pQ53TnVriYP2L+rNxaDEUuFBnNFZR150SPGFavZUq+CC+AV44bcSU5lQWW9vzcd1Rj/9pHIfH3BzQMUShoOvEZVRi5l2fWHxj/BE/xbPFFy/w/A2a0J975MoNUYG1nJyj+TULs0pqLQm9rGvGbqu/WeH/egRMIKlw+BMxwYcpBjj1EK/w5FggmtYOU2ekyClZKglhhCO9LcYiH/9I91T7DWrOq+oa0xGHSsWLWe5wPzOdV9CsYSE73FrnQQOZEq6GmMEtcX5zswvNbHTtjvuS5EaeI4fvGPOr8FdPexe5FEMhGqIAUKFzlVhRVIU2zvSV+qQVdYRllGyd/WHw1/qj0ZbjE0bOJFaGMv8rIrSEm8zrlLtlAbS5WuXvbeLauCOBYxgbjvJ5Bx/Q4e3s4M7uNGb8tejr9pU6bu/nmKSE8vTKHNyHb2tj2zWEz2vSJuxsXWueY/hVtzJyKHx9rDw3pvHUfxmUsOZQ/A5pHjp6+4ufMyAJ6WAp4VJXAUmFi+ko3CHCbEL0FcmA14M2//ZGKntUGzZhcHUkKY4PwLR/u8b9vgHyheLgHuCDI5l0JHIUmaQpvfXrWH8fZcPxJLldYxJ/cBIk/8zIQPNFSVlBNsKqF2xpTcU0aKqRkdFwzkzl+JdoKa0P6BBLa1leZI/PAEDVDgjITvKebip0doJ3Z2vMlDYcwZA2fCzF01lvj0GuEhekILshr1wL9jKjd/uI1gMnO72IvCvDJkzR8V5G9Dq6mtuNF0FA0rZTT6fgMzUtNYZvTHTySj9E4u8WlNGdRC4O6uzx97nWqMEXtzyaJlhuU+Q0QemM1apFJbmGL822cpHx/Fqp0/YXnA9Fndn9k7Xn7sdd/9xoVNHWwLyfoVCY88Ln7ISuL2vEN+sk0huBMRxx3gmwc1iwd+4MQ84DhxxBXvQNwikojhxWSfv49YIrKTdHnFuuEa6EJpehkuAS6Qc9NugFD6ylB7KXH2dUYZ4IvBI4huZ21GlsdBV1SG6YdvHNpqs34/jKRVthI2cS1+pjy3EKWrgtkj29K+pIIIhYzT+9I4atXwsZDHr5QQGejOxJLDNJFUURXgiW+nlkj8AtCGteQi7cnLlVNerqXP01EURkdQHWRbvYapR40hZkoFruMnse6aki7hKjp8NJEzpgjan7YJxtHfjWPLmo+QYcTn0AISf7lKxwVDqKjQcO74aRQWE06+rg79aDysAUHdY6hMz0ZbWE74iDA8GvlRkpaHQaNH6uKM9ep5eg0eQadmIXg/xHwNEO5ZTOOyJCS6SpwDY7hPMCJFDZt99olkGkS1RKduikUmodTkjkpiQipW0Lw8Ae2u3/Fq3xZL8zi8s69yeo2t94Z8oy0H0dMHN1kl1eas5QM28GebbXYm20eh5ZguxD/9Sb2/7f84iUvxl+o/cSGs7xvgEIZswEohZgoFM79ZS5gk8bX/5t8ymJSrhXxXkk+8UEELkYppYj9++to2F9o/M5Drh76vc5uH81MB8q9lE9y+EQo3J5TlOsRSMTmXsim7VknTUY3ZWdYTOM6CJZ3oXv4Hmj17KEnLQ6KUI3NWI5ZLUXo4I5ZKHiiJVqw6LeaKCowam8dZ7ORkK/EDWExWLBUVIJFgSLmFWCFHFWZCMJuwanWIZFLETi4gCMg83GwEU0YjEqMRkUqFxEmFWCZF4uqKSCpDsFhQ+bgjc3O1eXDlCqwqF3QqT6wiCWaJHAVarDIlEmcnBIsFqbsbuHshyOSIZTJbeSKsCBYLEoUc7+hGKJo2Qx9sIz0rv3qbotu2Oeca5IFHIz+aPCtGX65Hk6upw7b8bxA2KAjPcH+ufJtM7BsDEEfGkPDUYiw6K87hKhq/PgaKCyg4ftZORNmI2w8MJzYMin/a/v8D80s51m6ubR7vh1vz4dYj7v2wMa7v6mC7IipYLMySvFyvggs47Mn3/kzh2pcPIqhEIj5NOErfuAFMMaYDIoL07Qmr5xqaBNv3OqNkHl2vHqhROvdjD4HWputxDlchkYsJ+f0nXpyRB8vrrvkPpxstXtYBfWyNgqsOU2I1WSi6bZOxStOLeRiBrQIpuVe3HR6UZAt0RSQWUVVYN5JCJBPh8t6HpIrC0JrlWKxifFTlBHk3wKj2wV0w1XPVJ3iCf48nSu7/ATgZ0/jj659oBSRaK7kgaOk/bC5L3m3FjNk1i+MLM+tP7E8MGE30hF38ereEefsn11Fwe216EUtZ+T9iFAbYaC3kEraFKRU9PasKqXINp+T8tfpPsJiJ6RFD8vFkvP1tNQQDjPmI7pfRaeEgRFIZJckpXNl4jViR02PvXS24b3FeTvC23gyQLeHXa89zKWqk/Zhvpu5j2/CzNK8oIf6ZtQgmAbdQF1TuKvKvF5B+OAvPSBcsJitmvflvmWldmqmRtO9KscGVuDZGGiiycNYXk/dcJA2DvBn28mmHUNhqNGrVlLwRNobh660n0vi6kWnDNfj9toDLP9Zkk2UeySX8BT0WqRIfZQVt+sTi7CInOkJOq/Mf2gXmf4uWW5YjspjhgZJrKijEs20UXZf5cXL+QcBG/mMLOR3H4WXXsHr581VKNMOinGzlZH4ESGB0y71cf+5Ltn6Wi8vGDqS9/AVzpl8E7tFo//v2e0pkMiwmE94DekNhLqX9bSHB1YFgzVL2s/CALwuq6oZ7AXxyMIyqElvo7FvfBTLp4mXem287+4dP/fG7tpGKnHz81n6OfN4s7qVnkXEgh4wDObZvY8AYPvskGredH8Lc1fi5utPv/lmOhHWnx3eTuLv5N3vIZDXSI3uy/+MkiL/E7IVd7blUYCPnihu0l9xzNoGo4upNbmDh+qmrWK1RLJnezp7/Wo1GQ0NpMHMKlzz6M2/uZaxmC7sXTqD3B5t435LFGkkDbv92jxELL6DeU49R6BFQisQ0eeEYI/z/4MvVn9D9wHNoB+8C4NAvp2kLxA+zhcI9rmxUbXRbMZC44B+Jf2ajPYetzjFn13FZ0RlNq1h7yKVXrBstXuhGwuzd3Pr1Du7jbJ7C5QM2MK9jC9KHBNNgQEeKb+fhHmojjKlG8cVyPMI8qMzQ490imCYbf6KodW+0d0qRyMUo3VXoSrWYy8qRa0sfyUru39Wb8nsa9AVGdKVV6OsRtB5GyvYUen7W1e656/NjR+bttwm4nT+Io3ODECwVFbgeKOLj/StYnRHBzxuXkXT/JifHjCbjp5UYy6tQVmkRuXkhMRsIdC0mUA0dAk2EXP2TnBeb4D3tLbtiHvfjZJ450B+1y4tUravEMyCf4K8ukysT6PX9yxx7ECZpI06z5QlHPB9O58XDqegynNWrPubjzT/Z+7BueA+66cEt2B2fjjGIff1xlctxDjPaDIpd+uLu7If165UYS0qRe3vyutNWzgz9lNsPsRY3ebYhQUWnkORnYC0rxddsQBpspOp6Te7u/fgimn7/LP5plzFIVFhkUpSCFpz9kV66gXT0BL5K70oHswaXU5/bvaf+Xb0JHdgJIScDxdZJXPnhBi1ftBlqVQ1DHzlGwXF+aFbvI0Vshgc5rLUhSbrKpfds3qVPV8XgPH8k4zRvgAikMldEIjFNJ49A7rQbg0ZPVnw+Tan5tmuv1NlHCzishEWV6ahUYiY3bMxv1+8zyZKOAIwQeZC9bqfD/RsOCcY9zJeC61mU4qjklqSW4+xbgFuoDz5RoUhkUtwb+VPevAD3hn48V/gJz71kQbfnZyrKNJh1Blv9WaMZq8mMVKWwlQ+SSLCaTJjLbCG25iodgtWKWCrGWlmJGFuZIbcgN4yl5YhUTnjMXUvue1OQqguQODth1evBKEZUWoxMJMKosTEoCyabEoz1QUSESGxrs1jAYkHh54PEywcUCgSVExa5CotYhlGixCySIZGYscqViCUSRBIJIqkMBAGR0YC+qIyy9ALEUgnqKj1Ogd6ou3ajOLgVFRJPVEIVFr2JoitliKUiLG2seDWR4h7mi9VsxauJCWNrHUW3Ch5bIqc+tBgbge/4lxFXltGjfSvw9CW+T83edGnFJTJV8KzkE4pu18hK51u+4HCdBcen0HP7bOKHrPxXzoDqNfePqM0krTrrsPZKXZw4+kMbBk+8XEdWeHiN/vnLGqWz99Zx9F2ho03cT/Q+MJ4tIe3xDRlQ55xW139DfdwWwZUwc9djnzO8XzPcR49m5LJ/xvex3vI+mbGOeetyZylyZznFKWX1pqlJXaU4B3pTmFK/88CnjSdyJzkGjR5druNzeMW6EfPWcBYcaUrmnUKcXdVERHnTK0qJUe6MRuSOk/jROdxP8AT/Bk9ycv8PwNe/GcVFmfgE9aEw+xAePu1JnRpJ4gdH7UQH9SGmRwyfhG6yl3CojeoFuWnbSDvb5qNo5luMjeCl/JkcfOYYRyf9yMvmO5RgwQkxMSI1+1ZNoPDy7UcyY7acFMXlCb+w8oMzDHmuKe+84M/W9Z/yrKrcFjrl7kZp0pXH5ifWJ7RXPxfAt2tCqXztZd5QLK1z3H+D8BFh+M6fz8a0blw4k8m7r6poenM797buJONoMf1LLtbJ9wTbex3Qzxt3tRm5xEKM5Ryn207Gu607IR0bofL1oOhaOrd+vWPzRH70IbeltvLmrW59T/wzf09KVBvBcX58O2Qv83vf4FzMGHt7txUDQSy2lViQymwhcfm5VKTcJWvyembMTia0RWO2dP6TTdKp3LlbRXCwE4Oic3hvrYHx623Br49SmrzbujPLeyUAcxd1oaPyAiXKQEKObawTNh3Q3YfK/Ko6OXC9t4zBHNmWhE5vARD325vcj3qaxRtFZFy/U+99A2+cIjnbm9GZSznyyjYkKjGtX2uLS/MmWCLbsGnxMmbtPU3Rz6vwHD2LA56xeDaX49nIi7Glc+zXqb5udT5n+dHjWMfPwiPzMvGDltuP67l+JGm/JzDTfRWGKhv5SUyPGAbNq8lzits7jxf+6sqCNzwo0TsT5pSD188r0WTmc3XzdUrDxEzOSOPllk146nL9tXjrQ9z214kf+YVD2xtN+5KR8hXbRGF0ndiS+NF/4Gk4gWjIBFYOrJnvj5oHUlcph5Ymkbg3qU4O2famXzPy1qvM2z8ZiUpM1PntrDoQxjt9b/Ps2xV85/UxN3+4zZfjdvDat8NpN6cTSSttSkd1fvPlbTfY98NJ+7W7LutnN6yALT9X7a8k4tlOeL6zFu13H3Lliz8pvljuQDBTDb/OnrRYPA1y0h08tGGDgnAN8sBnUB9M9+46CHjaEzdxV5lovuXlOqRE617cjqa4lJnvdUPRJZJOFzZR4NSQsJTdlB5JwKNLByz+IZR7hZNqbELl/XiGPvUUCz7eRpsez9PIvRhfSzau+alYLidRfDUNpYcL+VczaDKqF1c6z2TXKSV3buYhCAI5t2zhmAfml3Ks+1zidkwnpdmzNNQkI79xDoIbYnDzQ3b+CLe3H7eXWgH4wbWU4wYN34+MY8iPB3j1mUEse2EA5oz7aLPzuHv4hj3fUKIS0/ObyZS16Il7ygkw6MnZl8CdfenIPaVUpuloMTYCtzdnku/cGC99Ngp9GSKrBVlpvq3Os0qNVael6vY9ilOzKUirpPul01RueA9MBiRu7pgjYsFqYYduMBtWHWfCzB48X74Wi18oJdu2kXYojUa9GmIxmsm7lo/aU+nQJ7CtHQ/nY7YYG0HO5ZxHMvXWh+jvp9BkzFyMJhMqxPQUuTBQ7M4zb3bixvZreDZzI+KF3kTMX09mQTESsYixeDFE5M5poZJV1jwm9u/C4rlv4X7/Bgdm/sSe8hIao6ClWI0qSIHcTepgDA3o7oNUIcVQoUfuLMe3RTDqAB8QrDbFTyJBrFQidnJCm3YXkVSC1NkJfX4RJWl5OPm4oPBwwVheRWl6EYJVwD8mFKWPJxInJ8yaSgzFpagbBCFxcsKiqcRUWo7lAVOy9IEH1mIw2rypnp64Tl1O6cczkCqlSFycMeYXYigpR1+qwVhlROmmQuHhgsLdBavRjLagBKNGh1OAJ+ogfyQuzghGI8aiEmTubkiCQzD6N6TCJYgKsScikYBaqMSr+BbSuze4++tBcpIKUPsrCWkfilvTBpSlpFN0uwAnbycbG3PLZlhiOpPr0Ry9VYlUZCZ410ruH0mm5E4pSncFno288G3dxEaApanCUFYJIhEeUU2QuLqCWIS1qgokEkRiMeVXUrix/Uqd8NjYaW1waRyK5k4GE0rnORDNGU7dZPWSE3z4UTv8Fg37j8KjvWLd0G06jja21T86fvmADXR5qj2LnNfw9M5uHPy1q4OsUF/ubu22jL9S+eGL43XaH8Znz/3M8qw3HsmJ8jCixkeS/taP5Fcoceoe+fcn/AeIntAC94gwh2gtVZAC1wZO+LUIBKDkbiG5pwvtodMA3VcP5WTXZSxblIhgtRLeJoLJo9VEH1zk4IR5kpP7BP8rPPHk/h9AdJd1XDq1iIqSq/gE9aFh89dJ/OAtbv5yk//H3l9Gx3GmXdjoVVXNqBazJZMMMjPbsRM7zMzMjA4nk8RhRoeZmWzHzMwgkyxmqdXMVedHSS3JkhLPzLvOme873mt5JSrqgu56nn3D3nMebesdSc3P4sq32nmTtitT6Q6H20l0RXR3fVzEs9uHs3TEtUQVhaaWWPgMwcYvSjM/vPInKV07lwBqD2D0MgFFlrFb1WVuMYFocxm6AYPAWR8vxeoKrb2gh5/XRbV3cPY1k/l27nIuu62M359+hNljOm4z+t7x8TLZVrRXxJWMIhqbpku1RQC91YAm7EOvE5BjMjFEgjn9yb/WRP4l6jmn98wmIosMGJZJeooGu1nmeO0CpG2radiwkx3v74qrgPY9ZQSG7EyUcJjUYVr2fXMQV7mLnN+/YOC04/HYc1h83j+Xrw65bkiHEqfep09iw2+b+HXAFKa0E0qKuL0IZ16GEHDhs2XyR9UwPnh3GY7MVNK+i/LliynoP7ifN+SPMYkCd8wsI7G+CHH1bi5/89MuP7v9gNywsZmsW/Oo3FvCM4+qKuDvvSzE/RdbMeym4dgK8lh2c+fS8j8L7ufFx1bQ/7HVPOW/i/ChYnLtK7nwhUe7vf6qARPw/bJXnWzzKbGAzOMpr7H9hx0cd944zLZXkYA1t3/OiefeCUDdOqeaHZjV+XhLXCM5sfRnVXzkxXM7rJvy2hmIfQbS997+hF5Uyddt949h4JoHOKAoTHvlNH4c9Cx3rm8mp5eEKARJMnpI/PJpVrcIMaWNTyTpnXlMevBB/lrzLddP7/uPJfKtmOO+nulbr8QztK10PTljKiW732Cb6Mf+/i72vJvBc3INV4spLLxxPzPe6NO2/6y5nUTCrCvXsvYeNQOt37SdRx9Qy9POv2EKhq1f8+QVo8jL6E/qeWeyIZKPs97DJ7uGACvi/ZPfHfMr5f5eGE89G55dw5JXtzDntQ3MBgb3UfiTtt+avkePDtcUqg2TNjQZFHWC4yspjxO1wwlu7sxM+txwPrG9O6ld07HUvnxJNamjwpgzt3a6b0NeOYHsWeNZchjBHX7LCF4suZPieWUwT81U+3RW8nb+xMEPfiDkDeMYPwp50xq23NFScKwojBbMPHv/5Zx7XTUnnnsbwSQ9GZl6HAYz1ulnUqorICdygHp9As1eI6FQhMq9JUDbu6s1M7Q850oGxXbjmvsmBxcdZPQ9J6OVd1L01VLqN3XsU9c3KzTLYQ59uht/LEqK34XcUKeWpqYmkTksm8bNLiSjSJ/TekIsRkLxBpwr1tKwt5qy+VVkTE4hb9pAjBMmgyKjuGrJddUi1lfSVDidxIqtFL/1GbGITO/zjiXWfwTmnv2xjm3AulQNYBz4dR3Zw3IwGQxoy/ayuf8VOGsVjj13POs3NrM/8Voesn+HIIr4S4IdfM3lATFyDish7kpwqHjhoQ7kpc9Z+ZQuruikxdAer1/wLGE5wu1iGlVKhIWKmz9jLtasNjO8xkN+TZD1yz7BozRz9XHjEZxO3t2wh+9x4iXGNJ2dS2v8eD//jK9Lq7FPSOFfg8ZgyUhF1OmoWbWVpuJGJGMgPiGvXl5P4eX9sWQmo7VZ1JJdIFBWicZsBFEk5vOhxGIoskLU40fS6zBlp6O1mGnYrZIsQRQxJaotBxqz2sssB4PIoTByVEYQRASdDtFsQgtoRYFwQxNKNIYiSYgaCcFoQGNXy9h1SQ6UgBfZHyDqCxD2+Ak4/fib/OitBrQt/dLeyjpqtldizbBhyVRLnxVZBo0GjdWi9vJGo2h8LuxyjOTGteBqIlJXj7esGmdxbVxsz55nxpTqQJuUiCXbhxyNIYgCWpMeRZbRFu8koyd4rJmISoxwswedWUdiLwemRBPWnBS0yYnIPp96Di33RUpOJpQ/iBp7Ad6YmeaQiT3lekzHC+ReHGKkdie6n95n9cPqLGfbu1sYdr2Eu6KRG39oI7gAL/5LnSeNXP0Uq5f/zWTlMExd/gwzn2on9Hf/+g5tVH+H2fOugXlQc3EBMKnzunZ4/cUB3HRHRxX6VoLbimkLH2NJu8z09D9mM+PVfH68L8z6oUdGcEHViujZeCqjT5vSbZVYr9N6/Fd90qZUBxprxzah5AGJ2DLt2Hvn4Cmtxlvr60BwB17aj30zZ/Pyk7tQZJkzrprMJb3WsuOU61j+D77ZR3EU/ymOktz/AUiSkQGjnor//dTTI/EMpYP6X1J2ekeC+zc40lLG9hj4+4Ost2pQmiLogRCQrmiwIfFpeQ13SOl/u//WIvVl1urziaIQbnIh7t/DgZ/X0POEUbiW/MQp22cz68826ZzZ866hIn0UvzxVRv3LCznQbwabP9nF/C9WxQeRR9N0PDrsdU58RNtpAGq4/Al45pgOy9pbvmSMTyG5IKNL+4n0icn46j0krV3C6bPyyU3rS0x2U2IZhGIZjEkKUwDcemUCA7d/SOXPC7HmpGDp1YMl137V6XjjNr/PTw0TEQSYmHOIzJrNDL66gh0f7WLVg3/R+4z9ZM8Y1aWwTv8L+2BMsiGIIrZ+PTtlSYu+WsrL8mJ6rRtG9N6HmX7yShZdMJdAo5uEFb/RvKeYhIsuZsOmfACuvKov2vED2P4o1M7fy48vLePSW6eQXL6Jub6LWLV1ONdlqWqJ7b8vhysoD7i4ID6Rb0XK54+z9F8dB+hzDlzHr6ldC2L1TVQzPHvW7OR0LuOPaapQmrh+J/Lowi73Acg7pYDWwq6Bl/ZjzjKVAJ0+qoHaXxSiwDK/m8N/FV/3fJM3Bn/CA9HH46TjFP9nLLrpu06fkT09Df/kM5FFiQ2+Qfi9X9JQ/RtXH38KzS43/Xtk8ezoR9BHZS48UcIghUlRakgqXseidv6pvWYN476fYtQ3OWhweXBVHLn/8XkT6rj6tgMway6mBBv+Zjd6wGDKZG/Az2SsLFXU430jN2E+8UHuWrEL7ZTxfHLrAthb0oHgDrpyIAurrfG/WwkugNmIOml8eBgJ694ggkKKoZmDWw5w5ikp3HLxhriQ2KJLPiB91xrW1iSy+aUpbPhjA6n5WQCIYwfCrLkM++YlVo2+nm0vfdvhmqwFJhz5KUR8KqEpXlREV+h9Rh46sx4CPpZ28XxiARlPlRd/rRNzekfbi/3fHSJj7EAKL+8fJ1xjH5qCzm6Nq0lP//E2OLSTfa9+w+YWEbTht4xATs5Am5DEsJsq2PL6ZkRB4IVR/fnKKPPm6/eybfmXXH/xOeQGaxk7sDdSnhWDIYTLkEpFIJ2SWh1paRqee3YYw/Z8GL9nnmVFvD5nOQu8v7LjumfjRG/pDer9sfQ2MujywXhrmmkuayZ9UAZFm/bz0eYGzAlazrFl8cDPy2isquOBM6YhB0OEPEHGPz4d45ChIMfwb93K/t+3kj+1gJAniLXAxIBbzyeUXYDb6ECUo1hr9hLdv4eI14++wEtoyyYO/VZB/knZKLm9kQIewvZ0Yo4sRI0aDKld1YA9xYDWakLweHEMcdP7jJFkTE7hFtOT3DR7MounPN7lc3Tt9hHxx8iYnEL9VmeXYjSDrhxIxB/qUBHU2j88+fmTkIaOggO7KfpiMb5kA6t2lePd42WuXE8hRqaLKtG8QEniL8XFV3tK+DLmj7tTp6Hl2j4ZpJHJjJCG750NWJMsnGq0UbLeyYXbdlGGGux83WLkyqlTUTQaEqprCboCJJ6WRNAVoOSPSgACTj/GpDC4vXHP2qb9VYiSgM5iQBBFdFajmtkVBRBERIMBrUNEZ9ahyAqCCBqDViW0koTU0m8rKQpSIKiWm4uCmhk2GRF0OjT+gFparMjI4SganQ5Rp1ZziRYzsXAAORgiFgrHCadGr0FvN6N1qPdIjsbw1gZI6p2MZNCpZDwcRjQY0KSkQDSK7GwkVnIId3EFOz7cTuqoJBw9EokEwrir3OjTdOROyiJ1aG8MvXtBQhImnQ5Jr8NX1YAgSSixGLLHjcZdj1nUoPU2UVNWixyVsWXaseamYcjORDSZUSIRBFFU76VGIpQ/iC26Cfw6X2b7qiIC7s69uiNmPMOct59jyXVfEwvI2EcPx9rf3cGer3XMWnjTARadpP7Oprx8KqEpp7HtpOu6FdicM2suc57qvHzbZ7sZctGALvfpChfX30lLbAEg/o5sj1aC21013ZxZc5nzfFuPf9JwO5+Jl3HypTKxj1TNhaxpqRgdpk7WhF2h+Jcyin/pHMSOj+9B+Gn2J926TRwJop6255U1LZXEXqlYc9PQZWWiFFd26r223nYvs9/z4mtykd4zh8t338jqs/4pTXMUR/Hf4Wi58v8Agt++xGeJt5NkjaGbcOQv11bMmTWX91/uyYF+M7okuLpELY+NfqPTfgtOX9wlWVsre3hCViPyFkT8yLwn5ZPa4gN6OMY+MIlTN6kltLfd2Zuzp2Xz5WO3MnD9NnrdfS2/aM/toO53OGZeMIH5X6zqtLy7wQDg+2ct1N55J57nf6PeZ0Q7vu2+ZU1LJaV/JkpMRpBESlcVx8vjBK1A//P6oshyl9YTU1Y8xwbzsXhCOvLsjfQM72PXNXfTsF6dIKdPTGbAwzcQ3rQeT0kVicMHIFqseHfuofnSB/l8TTZ+f5TcHCM6LRwqDVFYoONkw3x8X39Gc0kdqUPy0TnsaNIzUJLSUUQJ0dMEoRDhstIuBZsOx9Q3zybS1Ez5il3ozLq4SFPrOfacMTjuQZkxOYWeLzyBztfIS+Wn8efnnQe2w+91n6K/uOquMq66bSJzn1cJ7TfPO9B//Tpr2xHcDj6th5VniRqJe3+7kqE3DO0yyFC45xdVGOMf8OC/xpFmdvPr+gTysjWcnLCM1SOv4aVYDSsELyf3H0b+3momKWYkQeCvFzdx9nQYUfYVtT/8pqogf351p7J++7bNvPZBAwnJVjTRzSz56WX2bPodgzmZoZMvZ3hgMW8u3cTG1cupmXxVfL/0XWtYX5zItPeP6xANTyi0sOz4qTzxwqt8K/fs8lrWv7+T2ckfdhDcmTNrLr88JXHK/W3Z8YmnjGHltSnUZ1u56PxzeezZlzk9K53ixES27NhNT/Q8J+WgayeyNe29CymbeAU9ypahSFrYv5PAmFl8Wzmeiuow50500uO3Z4j5AgTPvBanJpW0Lx5Fa7Nwv/wI5396DAM+epGTHwSNXsct94zh+L1PEW1y8uuI5+OiVe++3JtDg6Z3GaxpxbhHpqJEYzQUVdJYpcO5bl8HgTprgYmMIRnU763HXxMk6o7iGGjDlmnrUol67AOTqN9VRsqgPNwlNez+dC9/zFlH/wF2Lth8HWseWxrv9WpYuRHH4L40H3MhAgpbB7ZlfabPe4C/Ei7AYQyRpzlE8rb5NK5cT9L4EewZfgUFK17jj+8W8tDuUopKVbJTaDbzjCmXad88xOex8znP/AsadyOe5cvjVSRjH57Gtq/WEtgX6HTuoBJrnd2CEo2hT0nkjp+X89vmIu658BTOmjSSgovv5tZjx3BrYR73v/8XHzbUcoGYxAViEkOuG0LyycfjnP8X7opGMicORpvfk8C27cRCYXSJdrTJqqCdb99BqjYeRKOXePtQOd8XV3L+8ZN5aMpg9CmpRPIHom2qhnCQQM4AfMYkrL/MZeunB/EWFYMsM+29C1k48AGkcQP4/sEV7Nu4h1f9D3Swi2pF/wv7sOfz/TiG2Mgdl4/ebsZdVoe3zkP22L7o01MQdTpEsxnPjj007Kno1nJk0JUDST3tBD675lnuri2hOaxmd3uZjDwlZtN7dCoavYaG3U2EmyKkjE9h5cJSipUQAjBVsJLYz4IxQU/9IQ8/1dTzjdBERBLJsJo42KhWEgxOsDFv7uNo+4/GUlVE7Xc/465ykX/SWDSJSSjRCEogQMXC9bjKmwl5wmhNWowOI9Xr6om6o0hGEUu+EUOCHmOCEVuWA0tOGlqHHVGnI9LYRKjZgxyOEg2ECLn9eOs8aPQaJJ0GUSMiaSUknQZTmgNjegqSzYqo0xN1Oon5fEQDIWKBIFqbBX16KlJ6DnJjDUoshqDVEqmpJdzsQY5EkKMy1t49kPJ7o2g0xIp2Ubt2B9asJPRJDgSNhBwKE/UFcB6sJhaOojVq8Tf54+rkk1e/xCbjNDKN9TiC1TgNGSgIJITrMLsqkQIetVw7HIJoBNnqQFAU5L071R5gSYJYDNe+UhRZwZiSgD41SVWLFtW+4EhTMxGPD+vAfizocxe+kEhJpczyP3bhaey6R/eW+ycxY9H1uEtq4L7nSCtbx+KZT9CraBFX3XYwvl3r+NPebu+fYN26mfvv29hpeXsrrr+bW7UuE0V477WB7O8ziZ67FxKU9R2cAw7ftys7vp/naFk77PJOy0ffO57iRbtp2NiMKc9Ajwk5neYuo+8dj6Io8baS/xTWrZsZVf8Li499tMv1klFkyNXDSBg6AN/+Q6ybs5KcYzPIGJ6PuXceQo/eRLdvZu1T8+PVGaljHLjfWsqn37s4sKmI2x6chHFi12XUQ28Yiu+W51hfmctFk/+rSzmKowCOZnL/J7Ds2k/J8Lz9Xx3jytuKYdZc7GlJPLzrStoXtzw2+g3mn7SAmb8d12Gf+31388SKEdSlDCRj3TfxXrhMQQfAWYKD7xR14ClXwt2SXFeJSlQkrZaxzb+qC52NZI3ty+sN53Co2MUnL2djC9Rx2uyOZcMLr99LXZ9U5h+mz9NdFnr2vGsIrNzDmfesAOkxuHdTp23TBuXgmDYJxdlI08YdHfq/7AVmnKVNXU7YANi0ksxZwyiTU3FHzNQacxl44RTK0zdRtrSKYHOQ6PbN/DL6FVJmhJkQXQzb12CZNIm9oRR69dCg10poxBgHKwT8/gjBsJ5gYiLGtCQCjW5MgwejWGwQi6GIEopWh2fNug5l14JWIHWUo5MFz/Svb2B34UWIVQsQN68j7dnnsBVvQI7+QHGJSg76PP8wReax8OhoQC29Kwg0U/L8m9x5dSMHR54W9wLu7l7v73cs9wKeu9UM3PPPDcW2aA7LWgju4YP0z6M+p6jCQvXbG3j5CbUCQY7GkNfuwiYvgHYkd+FLm0hONjLZOZ/Z827v9NnZ09PYct9yzot9wt7n3iP3z0I0FjN3jJrEct3xvLxtPHc8dRzB2fPopejZVlbO99E6XGIKpwoOnjQ8Dc3Dqe4zFWu6Ouh31bcuoFC+5wBLtj1NfeVCevYdxLBpczCaRvLai8PYceYfvAkEN8zvsN/AHR9jH3oajRWuDsubd3ppqP6acCQGUqePA6CitJkrdp/AhXRUlTWsXwBMj/99aG8tF3+9hAevmsqjz7/KCUnJXBFOZPLb/+L1ybdyX6yCfQQpxBTfZ/UD3zLmXg87j3uAWp+FQVOGsK25N5+9rpav31X7BpveW8Go24/n1Y0DOXVMczxg8cyyiYT8Izn5QfVY0VCYE2reonT8pRzoN4NhRWpv/Jc5r7K9XzcCdO0garWUr92Hs6SZQJXQgeACaAwamkub4r/NoTcMxZSeFC9NdAyxEXKF44EbU6887B4/sUAQe88MJr9YwNhpuzFtXUrEYmb8o8cg6nVse+VHQu4wo8ePQFRkrG615NKYpWfMA6fQmDMMX4OEJOiwx8poXr8FQ5KdQL8x2CQ38oARzDzez8yTJ+HqN4IFFTLXXXkxX01M4s+3v6Cs4S3GpJnIHF1IU6KD0Bm5zCut5qKH38OHzFTByrViKobDFL6DTi/emmb0VgM+UeSjJRtJMBu54/XP8Hr9pFpN7NhXysFKP2c22zHl63njUBm16SJpa3ci/LIKfUUYQSuQr9EwI2cQ+V4fWosZORRG0OsJ9h4G+w6SXJCBtWc2Ze+XU+Xx88I38zAVjOLimWchIJNdVwaCgNucTlgw4LBaCZZXx5/Rkqs+R+Jzhu76jjl3qu+J7t6Xez7fz9AbhpI0YRTNG7ayf97OeH9uxaJaht00nISzzkKWZXY/+kWnUvVWCFoBa490GiqruLu8mGQ0LLjhDGy9epCTl4uc2RNPQi4mfwN9y4vAZIFwkJpFL9FbaNOs8Oz148HP+7F6fmwZuzSxGAUaHa106DqPA92eXZgT7OCsR2PUk1yQofaHarTEGhoINzlJ6p+Lo1cGsVAERZYRRBGtUYuztBk5EsOaYcGSaiXkCRJ0BTClhhG1WgSDAclkRBMKE5VlFFkmGlJJvb/RTywiY7DrsWc70FlNKhFuyWLK2gByWB0jRUlC0apjrhwKIbgaUaJRNXNsMqNJsCNIElGvn1CzRyWagoCiNSBZLRiTbMhRmahfvedhl5fmkvp4EGnAxQVkT+hPJBCh53FDKbKNp6FZT5JBT5MhE0/UolpGxUKIkRBCKABaHbJRLVMVFAWhqY5QfQMRjx9BFNAnObDmZxELBNFYzKqFXyhMqL4BORxFkWX0iXaUtEyybC7SqGJyisK4AX1YV6Rn8a/b8TW1vVdFjYTNGMU0dCimAj+Rpv3EinYxedWLHN+O4N724CSYp2ZA+777AmtGtAUl/w6eocPjjgGHQ7dxOzy4lgP9ZnS5vv0Y+K+nRnFo6ESQZbUqBzpUnb3ivZ+alQ3d+vO+9uJA1rYjxe3Rfl7gLwlSl9hZgPTwlq3/BHNmzYX7NvLXOW33NWm4nYTcBEoXVyJqBPqdWYB9YB9kf4D6XWXoErXorXokgw7RaEQRRA7N39Sh/WDgnDt5fC0kpVroed4ETip+rts2u0PXfsDHXwcp3bqSiyZP/K+v6SiO4ijJ/X8B7np4Is8/rmbnkjKSaPi4ucP63x6PsXT0d8x7TWbW72pZ4/Szx3PJxHJu+HAUxVv3AeP5+YGDrH1yBSmoA6teEKElWROj+6zNns/3wyzoNaQ3Ze/cC4Avux/1p13CiUot0tAYmXsXgc/DfY/dytOPrGLY9GE8fFwRsRWlPLz+VKDtxf1PZdbGif35pOgPPliRwz2DlnTy0K1YV4z9tNMRmp3U7qzssM5fFSLk7L7/a9ltPzPuERc5k6YRSszG0XMi/qFjyHc4SBtWjCIraPPyGZ1VTo8dP1L65e/0OO0Y3g1fys5fnJw4w0i6xUsgpiWaaWBoby155kOYaisQUpJIGaFHtiepIlGRMKKnCd+mzZ0GqfGr3yaiM9EzGkKa/w3rn1+C59ftfNgkMpomKD9I485idCfpUSwJ2LITAXXyEjQm0eA3oU/TxXuRJXcj5hQrSlMDoqZtAr7wlkMdfG7nzJrLwks2xu0/Tit9ltcZy5fzRZ5JT2TItYNpuvUNuKMjSV47r2WQfKLjAP78k+txHHww/vfI7V8w5x61lPRPzDy5dQveocM6Pr9FtUx54wDrT30Jz15/vLd1+rc5+DMkmpq8VJx+PzOtFo632TFdcB8je2RR1uBHZ9Gy5rGfGf7HTAKKCaWs+77YgWXfYA9+jLN6BU8W9uXWNx7khoWTufNikd4rXiWamwg74fvb3mO61GYntOi8t0ka/mW8xxTULFT93loiy5uJKQqKoiAIAtPeOQ/Xrv3x8tmefRL58/OVuJcWYZvaLz5RigybzF/5ZYQ3b0SaNINZT5Tw6V7Y//4T+JoaEfceZPOrm1g6ZTbpLb9PryJDO4uxnjN6IFktFNUm8M5zrdn2GiacPJrJNw5lFSp51CQlcsJQH/1Kfkd/Si7Fv5SxdMpsFjy/EVDFPnqP6Efp50+RM7OOA0Dqp48AF3fw4DVs3sYj96+Lfwda0f/CPoTdXsrmV8UFROYnDifqUbMrukRtJ+Ehb00ztt65jHtkKmseW4qjRwJAPHCjyDJBp5dDi0sovHA4ukSJkpvvZsAjN9E47hzSV39FzZL1+GuD5B+Th5CWia25FE3xbtLGJ5I/fRBSbj6CopBsCZNrriXwwTc0Hagm77arOWTuS689PxNzpCINHIzgdWNKzmB4dgE33fssLz1xOw69llA0xnwFQl+0BT5SDDqmCFYSBA3fSs1UJTRwR5ODtHZBwc2f7KGWCBkFVt51rUIElt5wBk/va+Lhj34gJ8HC9X16ENjWDMAtY/qTP34gn63Zgc/pobq2kTo5glYWif2wkIe/msdlA/J59pxjMCangKJgKNpA0GzEkJ6CpncBfQv3k1VRz8Ap5/Pc8y8xaPJFZGck4sjqh/ngFmKCBg0Rwm5/p2cEcO6dTfw++bsOgmJdYeubWzsEsdorEm95fTNZuyqwptvwHgigsWkoOL03OqsJX52Lfd+oE2o5LPP+Q7/xRqyWKAqPSFnUzd0JYyoR7+lFWG8hJmqIafREMnvSnJBHcuU28k7IipcXt8dB1OBIHjrGi1ay6zX80fq80LLn+40U6nXokhMxZ6agyDKyx4viduMrraTpQA2pg3pgyslE0GqQw2EEScKYloQ1s5qIL4jBYcGYmoivqp6g00vI5UPn8CFpNETc3jjxMyYnoDHqMadEkKMx1fpJr8GckYjGqCfi8RPx+lAUtUdXY7Mg6nQI2jCiToMgSaDVYzzvHgJfPYsSDCDICoLBgBiLIYbDRINhYv4AmnAQQasHQUTSaQh7/C2qzRIRXxBXu8BcUmFPNCPGUpCciJSUQrKmgfTEKhyNB4nqzFhNyZg8Teh8jYh+N/h9YJARBAEhEobmRsKVVQiCiKTXqZ6qwaBqT6TVqiXcsowSjRCob1a9dR3WeH/xgKr5BFctp37nIXo5zAzLz+TG64+lKmUoB90ZVDZpaXbJSEKE+oIpWH11GGoOEJMkNhiP4dq7jQzNrKXP3h8JLf+OlUDfk4dRZ87v/B39dHfcovFwdNWmAxAeObjL/tzDt5097xqCq9reczMvmMAFY8ooKlDXt1Y7zJk1F7oguH8+7GN5FwR3ysrnKXv65XhvdCvajzv/V2h/TYuvaCtz9lYG0Jq0aK0SOROycQzshWAw4N2/h+pNtQhatVRe1Kr2VEJdZYe+fICNiSfQt5eBIdlN5Ie2sGh41x7YE586jjd3GtizZiMmYzdR4qM4in8TR0nu/wugHT8gHo1UCWtHGKrVyOKym39gNj+Qd0IWkXFfo3n6DmZc+BNzW/Y5ddPFzGYFMRQEoFFpKyk7Eq3YPv2TaPiXSip2e5KoWp/B7a6HqFu7gzWrylEiCtMecNJw5xOMyq6mjhw+lB/gwKY2i5aHnxhHpIV0tS+DPhxfyGFsVg0rxt7SaV3dOieFkSCCJBF0dezH0adoMSboSR6Q2Oll3Io1jy3FmLWG3GN64/hgIqvOfhK9I0bawFSSB/ZAdjZSOf1EDrT0+mRNayY5F3av2UWfvhMYOqiKlKqNIIi4EgZgcjUgOeuIBgLqRKS2AhQZ76693fbEvLprIgeK6nngsiiZBgMDVnzJuXeuoHDiYM7JLkLJKyDjNAexJV8RbHJizc9i0jMZBBubMbsqcCT0pfDeWXE12tCO7aTNnMKH5tsp+lolQD88Y2bREFVheOyWDzl1tkr+Z3wyEmaNZPa8a/AOmgyE2bRwMz/cezcfe7bha0dw34g8ROsQ/Ir3fj47cz4b5m/i0lunkJEYRRgzkPZD8sbBF8QnDiNuG8XmUdd2uvYJTxzLSbdVQv7L/HHFj9RsKMKWnYx7w2aOO+MvUo6dRLErhfz+Q4ja1DLNA80exqY7KDi2L0nD+hP84WMOPdk2oZCMYgcRjKAic8wJN7NTCfCAmMGQIpUvvtXjTbae/yehM0dRatSQioZflWbGKhbMQtvA660MdDjmLeLTjLimJ45Jj2N89hlG3zkef62T4MgZmIeMJ2HxXpp3ehnSVxVseuPp5fHf7IL7Gii6+6V22bJ5vLZ7FXvrk9CXrEZwNVNxoK2se5XiRQB6CW1ep9MW/QtfUg8WBUfw8ycd/bR93jDZ09OoWFSLc5ubRRe9T+8zFhEY3JMeJ4yLZ3ZycswU3jqFY/P2keTcxIELP0fc/RUDin5nbb8TeWTjG4x6/C1Wjb4eIE5w2/eg6dN0pE8azqFfuu/16kpk6MAPJaTfezd+Szo8tpSypVVkjmvzOg3X1BEJhMkYkYYxPQVNSgoD77qYzWknkUEtzs27cJY2Mfz6yejHTMCfmI3pwGacG7epvZN2K96sAVSRQ4apibQfnmPls2sYct0QKrPHISgKwZ070Y2fgj+1FyYOog246LfvMx7PqmfCtNFIy5tIvm8yS51RgtnjMCVkk/zo7aQ3Ckx8fBqm4SO4bu0Gzn3lS26PlXKXkIFNlNiq+PlJdtJMDHar37P7xAzs3gCv3HsDl43uyxA5SLC6AZdGS/mSahRZ4dqJhdx4yjFEamsJVNWiT3KgTUnCV9/AW6t28MhPSxmZbOecKcPQ2tyIJiMaq4WYz4dGkdElZ1LZ2Mz1pz/I+mU/8dIjV1BdVUlKehZ/PXw5Dm8Fem8DlbtKcHR6IvDcs8NYObjrgKN9gBlDgr5TpUl7eJUYRsQW1WU1iBl1qzY6K8JRfiuuYLe2ivpYhPpYhGBMpjd6npKycQjq1KRunZNFZ77KMR9fhsHugEgYrAlYtSZiRdsxp1jpdVoPYuEoDfuaiAVkdHYNcy2DMGXZEEMxnCXNOHd52SHYSRI0GAWRQE0Y18EKHHodkkFP894SInvV30E0FEWOxtRyYZ8PQZKIBUOIWg269DQSW/peRasNDEY0FhPaKvX6FEUBRSEWCBELRzGmOtBnpEEsRqCyBlGrIUGvQ9BqEbQaVVXZ4yfiDyFHZSS9Fn1WuipGFQioAlSxmEp0AUQJJRRG8XlUESdZAUFEY1Crr4iEEYI+YgH1mGFvEI1Rj6jVqCJWLf676ROT0WVnEzHZkHQ6ojXVZOgXgs+L7HFjsNkxmK0Q8KkZfrElMBoOIkTCyM1NhCqq8dU0xnvlI74gQadHzWjrtKoAmqyo5y+KCKKAqNUgh8JINRUED5Wx77fN7QTKdmLMWsaQK8aSO248jT1GUJuTiU1yowsH0ATd4GpC0OsY0/wbQ1ctYcs7KymrDJFzbAYj7xiNYdI0cle8T1suUsXJn0yn7ydXdPDL/TtM//nODi0lFb/vhdeWddquq4D88EsG0l6BYM/n+8mentbl57wReYjl47sOxGoaKtUA3G+PdLn+P0FXZL49Pno5l71tdrmEasPU1DZgyjOQ1D8HyZ5AzO3GW91EsC6MrY8JrUn9fkXrG/CUdBb9ytVXMrr2RyI76qjb1LU2w+CrCxGmn4LSuYPsKI7iv8LRntz/AcxPHM6/JryEpNVyz6+dezLaozvhgvY4ZsHDLD7ucQbv/pHz76jniTmj8Q0besTn41FiXB4rJooq7gNwt5jOFNEW3ya0ag/6CWpfxdAbhnJu8Q3xzzk7eoDZx4/hqv558QxWh/P78FK8w2ewxDWSBFOUPpYyLB8+if6MCzjhEV18u4tumkLOSQXxv6d/eyOHBp0ZLwdqRVf3w5RnYMAZgzm0dC+Nm13kn5RN2rBeRH0BaraV4qn2/mPfTldZqPZIn5hMzvg+aE1GIv4A5rxsBK2WupWb2fVx28v8cIL1T2jtb2tVV7b0NjL8k6e4a9FYHjyzhsiT96CzmhBufqhDv6F9gBmtSUvzPi+J/a2kFWZStqYE124fU147g58GPsXbz6p9lek9c5ib8gynrLugy3P4JxxJhqcV03+9m809ziX58bPjQjN/h/bq2NOWPsXe1ClYRB9frMnk2BFBTJogr38jcN95HsqOO49jDq5juj2DbeEmnh43mIK+OXz67ko2Kz7cSoyRg7LpJYv0LoqiQSB45VCeWFxEzYE9PCxmMWrLgbg4U+t3Kaoo3BJT+23LCHOjmMrxYgK5MzPxPPcLwyu+72BBNO+5DWxZtIXSoveoq5jPqBnfMnveNYyZPZGqi+egve/COJlMn5hMQk4CWReewbfGKxmVVUH2/NdZduuP9CxazNW3HcCWkshnPV9nTTtxKwCfEuOy2CGmCVa+XvMppU+9hOnFuVx8W+dsFsB5108m/9R+Xa47Zv6DBFavZM1jSztkxCaveYVrvytEZ9ByzimJ/DjPzWmPjO+wb3fidu2fHfzzb6g9Rt4xmvBVs0mY9yHL7/gFfZqO4deNRxBEtAlWNKlpYLUTTOuJx5JOcuU2hNpy/PsPUrftEAl5qUSuuR+XkIiAglHwk7n1F6p+XUTKjTfgtueQVLScaHkp4tAxCCE/QiRMODkbXWMVm+9/kx4TeqLEZCo3lcUn3xqbhsxxqQSe/4k77t7Kwsu3dvJiVhSF35RmloteBJuWUl8QfyiMglq5Pl2wMU20EVRkEgQNfQQDuTMz0Zl11BfVE2yMYEzRYUw0MuCGM8FoJpzWAwQR7e4NRJ1OnLsOsuN91c+5+tQsrv5+CV+efyzDYgLmFBvWvEyEIcNZu3o9L3/9B3/uKWFIWiK/zvuVFUsWccW9jxOKqG/0tNxJnH3OsfQvW8Zk9BR+/Xv8GVkLTAw8ZxTeijoOLijuINzzd6qs+jQdhiQ1g/flnkreCNWSrNNxbq9samrcVDUHMSIStAmsdrkosJnp6bDSq2cW2UOG0jsjBdsbvxGuCjPt3QsQTWYOfT2/yx5tXaKWIVcMx1LQCzE1A4IBwiWH1CyhJBGurSfqC1C5fj91W5rIHJtK9sSBSGYzm16bF88q583IxpKeQDQQIuwLEwur90dn1hGLyPgbvcQiMlqjFq1Ri6gRMTrMmDOT0ackIyXYW4hnCDngV8WdjEbEhERkdzORhibVAshqQTSbEERR7V2VFWJeD579pQiiiKgRiYVVcm3rmY2UYEcQxbi3LToDpovvJ/DNC8guJ4KuZZxs6c8VNC2ZNK0GORjEf7CUirX78Nb6yB2XhynVQaChmcYDdTTsbiZrTDpJ/bJQojEa91VhSrLgKMhFm5SoElpZJubzxwm2ZDIiWiwgiESbGvEeLMdVpgbl9FYD9UW11G9Wfy+DrxikalUkJkEoqJKiA6VozEaMPbIRHUkgx5CbGol5vDTuOBAfL/NPysacYsVV0UztJrXpavRd09DYbETdbtyHqqjZXtmtx25r1rQr/J0gZ+u6917uRXKgnHXDLuu0riu0Hqv9e87526a4BslbyqPxnucJ69+i3DqQvD+f/0ev2/8Wc2bN5dJbp5B5fME/XgPAO+Jj8ff/9HkP8K32Ek6yL0NQFFyWDKz+OjQLvydQ20jEF6R6azl165z0PiMPW3YSTQdq4vvr03QMvngYG55fd0Tnmjszkz6XnoSrcCovrRzIyl/WYTJKLPjmaLnyUfz3OJrJ/R/ACzNehUCMWKRjhuPwCSPAFbdPoejKIvqd3fXEFWDxcaoC5vl3qINQZPqof+t8rILEM1IOWxU/Oeh4Qa6hnras7vQvrmHqI/Np6H8K0YiH03s/AcW70ElRfIANic3zitj8V2PX53f5xwjaTzBHFCJAq7D+WI3EX3dOZ6n9LMwXj8ZzUkfbIdVL9A1mo/qtaRwOPLuK2NCFobu/JMjuH7ZjSVNlD80pVnQOOzq7lcQWO6MjFafoe04vXMU1uMo9HXrKalY2HJF33T8R3LEPTUEOR7COHEbDgGNIaCpm2aS7gRYfXMD71Wc8fYkZn5JEUmEv1j+3iD6BBzscp/V69Gk69DYDqaefiO/uWbj6HcOym3/g1FUT+WvYCA5u2UtNcTmnFP/7BHfBPXUsOeZBVnZxz/NPyibngbsJfP9FfICb8vKpvOS+nHkPrOO+h36F71Q15Y9vmR/3Fm0/6UgotLDqwQ0MPE8NoCyZen983b3f3cytP19ASrqdorVruGwtPNRSen6tmMr9QSdXL9kISzaiQWCQZCRX1rN+RwXfEGqrRphbzLEjCnl64nBeS3iB3w8juLVKhFfkGioI85CYyWNyFcktr8qy+VVMv+QddeLZDiaTWpoa8FViMLdlNnd9u4kxE3+ntKVEfNjOb9kdKiCf9ZSY81n3s4t3njuIpD0FzZlnEGoJ4LzygI01/ZZ2usfrFB8BZF56/kqiOjMpc57ljg9MnbYDmHL6WAbfM5zudJ6dv/6Bzmpi5B2jsfTuQckfqjJpdP7PvHaRDa8hifqYDotNz7RF/2LJ9Ic6HePwiePh76vDYeltxFca7FK06tDSvQyZuQmhTwFZ01KpXFLHto/X0nNaPmnDhhFOz8drTqNBTCcsazEnNmJqqkOX6CDv7D4E+wynLJaFICjkKIdI2Leaur9WkFTYCykcIKl0E/i8aHoXEDQnoRUlYglmXNYskoJenNvcOLdt7RSUSuhrIf+ksby9W1WsPpzgyorCe3I9vyjNzEhLIcVmYtLwNHplpNLX7yP6U3lbj2678nJnSTP+smD8s0K1YZrx0u+RLCKWRFzWLOyeSmJeD0vHz2HQ8cUY551FoDLEW1vUiXyDIHL/+h3UhcI0yzKlrnfwBEPkJdm5S0xncoOVlJrdnDp2EPU/v0Vj74k88fE+PnvxGt55bQuRkJcN93YMrHr2+ln7r2WMmT2RYVdnEGr24K9vZs/n+//WdkRrlbBmWIhZdGyqL2dw0E6G2cDXpVUkGPXYddAcChN2KdwlpnNa7yx6Tu2LITkB46BBKGYbZWM346lxIxqNYHfQ48TxKLLcqWQz3BRRSWEwiBgMgCKjTUlGsDuQmxoINblwldVTv9OJOcdIQl4K+uxslLRM9LbFeAkQdUepL6pHkRUs6QnYUxLiZbchp4emXVWE3GEknYRGr0EQBSL+sNqyYjYi6XXI4TCSyYgSjRELBIgFgoiBEHqzGVqcBuRIBCUWQ9TpkcMhFH8AORgk6g+oVjp6LaJOiyIHiPiCBOoaMcRiiK2SvbEYtGhICxotksWqEuXWdRoNmMwIXjdKJArRtrHatdtHXUI1KS09xdZ0GyFPmJAniKe8HkEUiEXUjGs0EEIKhhC0GgStFslsQg6GUCIR1TJOVlCiQdW+KKBmngVRwN/oxVXiQ4ko6BK1mLNSEDNzkM12RI8TCTCkJMYVnomEQZYRdHq0vdJJz8hAY9Sz79eiTs8ZQD9kOK6cwUQlHQnNZSSsW0rduq5JYncEd/q3NzLn/a6/ty+e+Sn4AqrwU7/pHbLABUXz4LaOQZYPX85jX7+O+ibtYZ3Sj9mo4+Gh39oym5qQF3n22Sw/Qmu5/xSt7+SPX1nGbFQLOdop7HdF8kta/jv9+1soeuZdEpc8yWogvGo3L9y+EoPFzCfptTTur0Fn1hFoVgNf5hRbB4ILUHBKXyy984AjI7l6q55YUxMmXz02mzqO9hnR/fz2KI7i38FRkvs/AnOiHV+Ti77n9GLfNwdJKLRwb/aLzC45TFRpZgEfzJrLvWt3IY4dyNRlc1g65e+d3f7Og7A79BIM9GoR9EiXtdQo6jEqft/LlBd+Zde62/C5DiCIEl8+vYCza3xk95uBE+gvGNihdO+LC3StzCqKhDeuRZ79aLcT8/g1NTpZfscvJA23M2bLR4g/fcSax5bS+4y8uMS+vySIvyRIxuQU9HYLwdoGFEVpsXYQSRpu/9v+lqjHx4K0EQy+pD+GQTlAebfCKf8pht4wFJ3dChOOpd6eiyHiRVOjnv+Q64bAlOMJ//wNh5btp/8lkLzpd9Z/tJxwU6RDtrg9QrVhoqEozh4j+H1bBjd9fwuLznyVksef57x/LeDJLW3bznvAFSfUlq1beOC+DV0e88b7JmOb2o8lXZDbVlRtqOPQuFs7LFt228+cetImrh6UR/SLN9mEam7v39f1ZHngB89x78MrGNjFukVnvcZza/vgsWZy9cR0TKFm1g/1MT9xOGZvkJelXCqI4MsUmTYij2C5G88hP1F3lGGfXcevn32Pv9aFbbOP9G1hNn+yBVpUve96eCLKnwrzFBcfyPVYkHhczIoTY23cqEQVscqalhonQ8kjE4hGVaIS9FditvUGVLVSTdFmEARyT51K1hQXT60swO+PMGS6nrydP1FQcCNbl0AsEukQ5OpqEuUYYqMuIjPQn0f1zH/h1QY42OSgZHtbWXZCegozT+vP5SX3suzaa/DQUglw3XT8VXWqT3ALtr+/lanvXEasRx+UrepyU54Bd2k1B0+6jpTCJJqfmkfvXnoaMzpaPbVOlD684U9qisu7fJag/obaZ3FT+iWR0o8uJ7MJuQkoZcUIGdmkDcqhckld3I815aILCOlteDUJeMNGZEVEUGSUhESU3AL2Jwyj0utADEGKyU3CvnWUffkr1VtrGHP6iQRNDiS9GUlnQAwHCRrsBAwJaGIhkiu3EVrXpu5+eFBKY9CgyeuFXSNyy/2qwE0rSpQQH8j1bFH8PDl1ONdNH0nY5SPk8qIx6jm0rRLXYSJUrfDs7fodKdaWow/5SfY2IdZXImu1NLg1NFmTyByVzsHKUlK9ajDh1i8X0D/RRpogMdBq5PQhfZh1wjQGDx1Kw6dfsOvjImLlJQhWB0LxPhw7t/HMeedTtO1rQqGtbPzrNlLzsvCt/61Tpn3vr1tRZOUfg4GHpBBbkyO4PG5KN5Syxekiqii8cNxozu6VrQo2mQ24Kxqp3lYdv26DTY99YB/EhEQUSwKCz4UiK2QMzUUOBhHqqlFiMTJGF9BU7MS124fGpsGcrUdvVS16fIcq4FCFWkpst6DXaFusagRCnlBck8BX50LavANTVi327Lb3vvdQAGtGEEua2kMvajUoUTV7mdQrpe2ZaES0ZiNas4GIL4ioEVFkRSVrRiOiIIIooEQiRL0+pIYGBJ0OyWJCMqk2Q8GycsLNbuSojMaoR2M2YspIJhonjerbJuxq6V2PRBH1OlVYzB/A98HjSHYrmMwQbXlXxGIgx1RiKyuqL7UgIBn1GOwqSa5d3YTeaiClfxb23jnoLAZ89R7Vesigw2CXkaMxwi6vusxkRDQZ1b5aSQJRUAm33oASCsati1TPW5FIoO29Zc4xonXYkY0WQrZUNHoTWr0Bvd6A4nETbXISdZUQCwYRBBGjxYKSmkXS6MH0DIS6HNMWnfi0qk5+5W2s0h1L4rETKbx8fwef5r9D1Z97mfFKW6nx5OdPYvldv8X/DvnUMf3QjXd22veydgS39Z23rwv+FfX42FtcxZNTXuXe365Uj3fYO05Tdahb7/Q5s+b+rerwkeL50z+BQFugcc6sufDA2hZ7pWf/dt/pX9/AojNf7bBs5p4neYEpBL0+SlYcINgQIqGXjag3hqW3EX+jp1NPvLVHBu4itWUm74Qs/rpyEX3O7J60CqJI45Y9JIkCkydMYvyc0Yxp+gU4t9t9juIojhRHy5X/B3AkpXytmLT2VU54VCWfKT0yqS9VI4WHR+e6s3b5O3Qnc1+08WGiUR+FY19AUWTCRZeytdxN4dgXEEQtZUXv01izgoy0FK6o1+BH5iW5hksf3s+b0zezZPpDTHntDHZPvY/BB79k0WkvAeqEOnVAEr1uuoQHD5zD2j86Eqwrbp/CzJ/P7dJ+ZvqPt7Ho9Jc7LOuxZxnNZ55AoCbcJbHvd35vjEk2GvZWU/5XNUOuG4IxycbaJzuLQQAgilj69Yxba/x/Axm7VqMTI5T2nwKog0TPs45Ry+Cye+BavLQDUekK/c7vTdapM/gy8XY+n7uRy24YgeOYfhyz4GEasoeR4DzEj4ETmfv8srg9Aqg2J+4bniGqaOjRuBGNuxG5rLiTZ+//JYZcO5iGW9+M+wi2IqN3bgfvV+i6VD9tYjK+poQOz2jnl3twuSKMHKTlOOV3NKV7WXThu+gStUx69RKW9L2dg9WaeBmvrCisU3x8IzeynxBpuSfxWuUeTIKEX4lxT6wcHSIvanIB1bM3/YwT2ZJ/Hjatj0zfPr5vmMK8X4r57d3xpGQdS49+qrrn9LPHk5+rpbZBZkC+zND3z6V+by1Ne13xCXi/vX+yo7EHx21/rNO9nvbehQi5vVh83OMMvWEoF6zaQ71YQGLaTVx00xQuMX3Lz+JZaCSFk/Y/xeIrPiVjckr36uHtoE/TMerWqUQDITY8vyJO7toLlj19wnv89kgIzYYlKIrMspt/iO/fmm3NOTaj2/72w39DU18/CzkcpnL5tnhW0JRnoM+sAhJHFiLk5CM0NxGtq6F29Xaay5vJndAX6dwrqTXl442aEQUZi+RDI0Twy2aaQlYCEQ12fZD+wY1o1y9i/fO/4S8JMuTawVTd9B5ZYhmJFVuJWhJxJfTA5qlEs3MdTRt2YOuZRXDWRZRdf3O8x/Twa+pzVj7OEicNG5spV0IskT1s1vo5EA6SZdDz1LGjOHXSUAStlnCTi6DTg6fKyaE/y//WaunvMGb2RPad/zJ9lD2sH6JqE/Q9pxeJfTIx9e6J61ApJat2IzcEsaSaSR+WhyAIKIqCbdRwAvlDMJbvpvKb32gqbqRunRO/EuNH2clmxc9+IYTZbGbFxiJsRpH0A4tYPPNfnc5DURRWKV4KBSMJQse4+AbZy7PaBkx6LVkJVnISrEztmclYo55MnZagK0CgOUg0GCVnbE8sOWkqYWrp1dQk2BESk1HMdgSfi2iJOjmWI1GQZUSDQf2+rNiBKcmMKdWBoijEgur3s35PFf5GPwm5Cdiyk7D2zAYgWNuAv87ZiQjpErWMvG0yvqoGKtaXEA1GyR2XR+r0CSiRMMHScnyVquKyITmBqC+AIApobZa4YFLE6SLi9iJoJDQmI7q0FARbAigysfo6AuXVam9qmgNjzzyEhCQIBqhfuBx/oxedWY8lMwldgo2Q00XI6UGOxtAY9WhNegRJivvyaswtWeJoDF1WLhrCiCYjsWYXiKLqVRuJoCgK2uRklFCQqMtNuNmDp6Ke3Z/ujV970nA72aN64K114al2I+k18TLspIIsNGYj4WYP0WC4pc9Si6jToLVa0CQ6EExmYk2NhGrr8VbU4611EQ3FaNjdFC9pb72/xkGD8OUNwWtIwu6txlBZhD+3EI8xhaTGfcSWLyDi8WPKy0aJRAk3OTH26kn1iNNIL99A1QefdfBTBtUKr9/jt6MIAkLRNvZ9tZjKJXVkTE4h843X2DTovE7f3a7KdD9Jeo6UEf05fsFJ8WXtx5XWlpHZ866Jt3y1bjP2oSncGnqUku0dM8aiCD2yTZRW+DtNFR7fcXOXXr3dlRAfyXxtyatbaKj1cPaTXfvsPHfqR/x6TxPLJ9zR5fqEbZvIefUSLqi8tdO6v+6o4NgX1d/Ro1tuio8FoDofGOxGfA0+5GisU09+axCqNTCWu2c519+uBi7+VXRLl5U+7cersQ9MItDoJvmkmRhmXvlPt+EojuIfcTST+/8wtBJcgGHj8llQ2rHRf86suZx3/WR4q3tf2lb89NhqXsl8neO+nxpfNnveNfiW7+HVp9qIn96Uga9G/fu03Vdzz6FyCse+FM9Y9Rv5OEZ7CO3Om3mydh8nCwkAbFzwK0ueUq2R1MnxDx2k4/0lQUpKKin5Yw4PbsjDPSONTzf1jfu4fvDSMrZMf5fhC2y8/+IyjDYLN9w6lOGJByjGytAblnYgwGnhMkrbZR2mf3IFGI0tZc7ga/Dh6JuNOVlV/3RXNOKtae72/mjMRqZs+/3fCkL8txiw5X2KR1wU/1vUSISqalj14F+k71pD7iWF8OIlHfbRJWo7kPqmBz7HIJST7otQOL4fsiww6p5x1OWMRB/1gyDQK8XLlXdMocfBD2mdSgQa3fTY/A3B4kM0V9RhTEno4InbHr7le1izyc+DU7d36e13OBa+tInTpomdlJS3vbOdqtNS6Dm0b1w0zZaSSPWBMjJ2raZ6oNoLOuquMbBTLffdUnh2fP/GbQFmNq2KP6Np713IZ+srkLQaTp9oYlnhXfFtJ71zDTPeHwKsZuYFE9AoIZ4z1FPtCxBAYezIEeg0F5GQPAxTlTrRMAkSk0QrP8ptPWC7Pi4i7AuR89h4Hv48lYcvzOBY817s5/dh3kdaAt4yFCWGIyMdR4KGVFsEg07DENv+DurErTC/9TCjr7qH2qmXkHPs8ji5mv7jbcx4R1UE/erawRxceYDtRfuZddGZGDP7M7V3BUsHPcSpf8YQXW4WtahiHgnBBRhwdiHeijoa93fMLrSf1Mx9sSeCazdin36453fswVYFheie4NLxN2TpISAHgyiKgtHRVmKdNTIDe98eiBk5RM0JaCJhNKnpZM6ykWWxEcnIp9zYk4agnYgsYdMFURAIyQaiioRFGyRJH8Yh12M4tIOwz0efWQWIGonE0UPxad1IkSie9P4EdFaMYQ+62lIUrZbkGZNo6j+VGiGrw4RNkWX0aTosWUYyhmSit1tYvquct2IVbFb82HVaJiQ7uMKRyzEpSWRmpxKoc6oZMY8/3l9pSNV1OcE9Ehiz0nEOHsl61MmfNsFGLBDE2KsnJKVS/PKPcZVqJ24yR/bCX+ck4PRhSClBl5ZLLCmDhJ4ZccKwVPHwtdLEeMHCTMHOiICZgqKfMJx6I7XBQUx65nhW3Ptnh/MoJsTTcjXZ6HhbkweowanPNhTxxIZqjh81go8euhlzNAieZqJOJ96D5QSdaj2ORi+p/0x6JLNZteqRJJRohOChMiirRJeahJTgQHI4iNTVx8WO5HCYiNuLKcmMqJHw1znxN/oI+0IY7EbMyWYSe6ViTLLFvViVWAxFUTClOkgemRDvrU4emYA9244cUklcQm4CkUAEjVGPElSzeZJehyCJBJ0eooEQiqxmXQWNFD++HI0h6dWe2Kg/gHfjDrQmNTMrh6OEXF6igRD+GvX7pE9TxassWanorCaiwTDRQIiIrw5vjRO91YAxyRY/ZiwSjfcGI4oIgkAsKpBw/WM0zbkJTSBAxKsqN0sGg0quQ2Eks0m99lgMORJBY9B2KL1v3OxCZ6nGYNNjSjKpQlAaCZ1Zh8ZsJOL24iqrJ+IPI+k0JOSlIoTChF0+tC4P+uRE5HCYWDDckgXWEovIHb7f4aYI4WYPmoMH0JcewuRwICSmgN+HYfNidF4vzUUl7Pu1CMkokjOmloDTT8XKWoZd5+cH3Z3MLLQgN7zT4Ts48NJ+fHHsDzzw7i5Sc1N5p7A4/v7p+9S9nPOshhsP+/0c+rmoy3nQJY13Q7tX2fzZjSxtV51R3O8YvtvxFZvm0YHgApy64UIuuimT85+dBrQR1Z/GfU/ifa9y3Dkr8Qc6trKMf+FyFp3X2SLyitun8MFLXY+vrUgd4+iy/3jaLcO62LoNf5wwjyUTvupyXZ+z8rni3k38+Mx9zHdVMfOpjrJzrQQXOo4FAKYkCwGnn+aD7i7fa9kT0zpkdvVC2zbdtbJ4qrzx/2/aX4U9LxV/9gAMXW59FEfx7+Eoyf0fwAszXuXJfxVSVzgmvixj12puuXPn30b1Fnyllti9Z3iSg8BHN82DA2V81e7FfsJFEzuU17XHnjU7OY6pHZb9MWcd29oR3J9Hfc7okkxCgVru+fNqvlWaMZoTsCUNBeD8G6aQd4oqbqAoCl7Byq9KMylmA1+8MJTyKUd2D7zvv8mOt7cxFLjzq+t4JnATf329mi2LtrClhRkH3F6275PpP87MVyuTWVx8A7Qk+6afPZ5ffvFwertBfcYXY3n22eGASnK1Rq0aebcYkIwizpJmjInGIzvBFmhsGtJGJMYH2P9rLLroffpfuJypr5+FlJ5BU7/J7JbzmSgKfHYwkfLkkUxf8woaTyO+JYtZN2dlB4KbPT0NvyyStGcxE8o+ZMz0M1jgmYDlhJMxL/mUpTeofZe9z8gjx2Fm88a2UtPMs08Cn5fd365DjsS6LVOcM2sutHxH7vcO4pWvb2DRuW+SOzMzLrIBMP2r65jx0XD1j/mb2DCfLi0ZNm1ycveWCzrsO27Te5xy5842D8MWbtgopcVL+tuj8IpClGCASF09z13lxnnHzZQVth1v5B2jOe7j4bTqhPe9uB+3xirR+0TOE5M47dxhDHzibXwxCxkf38v6dr8ZjyJjOcz4dt23+6n99gTOeuUanFWjid7/MNNnDeGZOy7g5sefp7nxM9566Wkc7EEf8ROwWTF8+EyX93PvbzsZoH8J6cKb+OaKxQybEyUychCE2iYF1h7pbHp7Pc2xIFf09JB9VoS8A/M5GFFYevyjZE9N7/LY3WH61zdwcPA59Fj4ajxQlDrGQdMeD1G3OsEecdsooi/fTmWVk0BzgMT8pH/rMwSt0OFvQ4KBom9XkT2mJ5KuzV4nc9JQpH4DCSTloggiiiih0btUBfKUnjiNmXgjZkJRjUpuY1q0oh6z6Mco+NHFAhgDLgzuWmRnI9qUZJKHDCdmsqEEfWTXbqA2bQil/kxScJHi3AnhoFrWGghgbyomsWwerVQ974QsTEmqF6g924Ep1UHlgUpu2rEHCxL5JgPnWVIYX2tAqIPmahd6rYTW2DLpdwZw7lLJpxz9z7K4k188hcoZ1wLfAcRV5hdespGVt39E2tBkdOaOw3f15mJ0Zh3RYIRYIIjO40TR6jAPHQyov9dDSogcdNwnZcb3W3b5+8xsuhGXJhnrmEkMvaG6Q/CwQlEnuhWECSkyyUNsPL3jIG+s38mlYwby+s3nonHVq2JCwSDEYujs5paSVgWjA7RmA4aURBAF5HAIUaeHWIxoS2mlJhhCDKq9qhG3t8WORi2LlXRaJL0OX50LX4OPQFMAb1mQ5MEJpBVmYclOVcuTmz2IWk1Ln6sOUZIwOoxIRjeWfCO2TJsq8BSJorNZSCrQEAtFEHUaPEVqEEAQBJSYTMgTRNRIiFp1G5WwNiFqNSpZbyW5vgDNJfWIGglTkhmt2YggipjSHMSCYQL1zUQ8fjRmI/rkRDQWE6HGZoJNbkJuP7GwmsHVJdhaPG998esG4hnraEz9Lflqnej0IoJGQtKqfcKIWiRBbFNgbimPl/Q69Gm6DuSienk9vU7rgSnJQtDlJxqMIGokvOW1+Oo9+Bp8hDxhJK2I3mpAkWW8dV4krUhCXgpai5GIN4Ck12FKlhDENoIC6vjoKqunbNV+6tY50afpmPjKFXgGTiL4+jMdgnz6NB3N5c3UbWgkFpDZ+NJaZm2vIX/lXJYcbkNz9Y+s//gAqbmpDB6exqKz23zPl028qxPBbVy4l6+ebyOQpgQb/mY3h2P2vGs6ENxWnHW3Oz72HF7Zdv6OWzlcO37DsyuZeV/n4wAdCO70725mxnuDmD3vGub/0X1/eyu6E9j6Jyy5tmuCC7D/u0M8uXUUVXfMUsunW67r17FfsfrRxYzb/D4PzCvkpPvHdNgveWQCsXAUb52v28CdqOk4TmbOe525mk24qzx0rdCiviPzT8rGXaUqhvuqm0hZPQ8GjjvyCz6Ko+gGR8uV/wfQGv3rruS4/fKuSly+ed7BOXc5GXP8SGZN0KDXRLn/vo0AvPpCYTwb1h268n1rj02yj0fkSt6X8tmtBHhBruFbqTdGQWTIdUP489Rv+PiVZXzd800Wv7GRpYqbcYKFDEHHv4Opr5+Fr6wSS598ij79iwG3nEdZ4Smku/aiO7ST9Y980m0f2+GY/PxJbJ7xL4bNv5+dX6yKZzwyJqegyEoHwaj0icldCkj9O8qwfwd9mg5HHxvWdCtao45Di0sIVIZIG59I5vA8rD2z0fYbSNSayLJJd5M6xsHAq47HX1yGq6QGSadh18dFjH/0GN7q/Tp/fLaS1Pwsnr1VYm+/WfHPmPj2DUTSehBd8CurH138b5+noBXInprebWZu+udX81zsNhobgjw6aSPKn9+w+uHubN1h00e7GHFZx+5axxAb92a92NLPpeLvAjlDbxjaZbl6K1qfUdPO1Zj2rGHjE593Sc5bv+PzT1rA0pu+4xfZyYdCI9ueuIHqt5cRqAwxcd0b3DVvGE96bu+gDLlIdvOyXMPNYhqaS6fy04c/UUzbIG9E4FIxhRmCDYMg8kCsgm2Kn4+kfJIFLckjE7Bl2rpUiQWwFpiO6HvtVWJcGTvENMHGUycMxZ7tiKvtHo7eRQtJDFVj+OvreP9Zq5CdKc9A7Pv19DDX0HjB2TRudiEZRSbOORlNj3yqf/gTT42b3vdeh1BeTMzVjPtAOb46Fwa7sctsdHuMfWASRee8TPOQEZ1+Q9OWPkV9WiGO395hxd2/AzB494+4hEQSY3VoowEqdL2wSW4ERSGKlhgS3qgZgJgiEI5p0ElRBvjXo2usBL8XxeMm5mpGNBgQc3viyexPTNJhqz+AUH4A97DjaNRmkOndh7j4Jxq2HyAWkYmFo5iSLHH/UmtmIoIo0FxST/3ehvhzmSc384Zc18kt/EExk7GiSog1Ng26RA1KRCEWkIl4ol2WKmtsmnggIf+kbAx2IzqrCXN6EvqpM9ibOoWb71Cf61c9XmfbO9s77a+1SmgsEhlDMtAatRyYV0yoNkzScDumJBNZY/tiHtgf2evBf7AUQ3oKv93yHbfESikUjNwpZbQd7x/ec+/E6vhVaUYAstERRqaBKA+OK+S87AwkrQZrZiLGVAdyOIqvphGNQYekVxV/AQxpyeh69oJQECUYQAmHiXl9aFNT1R5Tv49wdTXBxmZV9Km4nqaDLvR2HeZkI0FXSPXrNGpRZIVIIIKkFdGZ1d5cf6OfQHOIlIJkzClWtGYDcjQWf3fo03QkD0hA1EjYMu0Yk2xozEZESUKORGjcW0HA6VftpszquBUJRAj7wsiRGDqLDqPDhDnVjqiRUGQFORIlFo6gyAqSToMxOQFDegqiXof3QAlBp5doMIwgimgMWuy9cxBNRpSIKpjVSmQjXj/BRjf+RpUwJhVkIeq0xAJBIv4QEV8QRaMj/+1v2XX2icgBPwm5iejtZnQJNjQWk0psRQElEiXq9RFxe5GjMq6yenwNPsLeMP7aIBFPjJShDpL7pJLQLw85FKZu6wGyjhmJEolSsWQz3joPyX1SiQQiuCqc+BuDGBP02LLshH1hTIkmEnpmoHPYiXi8eFq8yANOP74Gn/r7OegmWBcma3IqfS+ahdKjD41ffkU0GCH5+uv4OXg877+2nh4D8rjsLBtj982lfuFybPmZKLJCqKlNK8M+aXyn1qSu8E8Kwu3x3LPDaBrcWZDzSBSYu1rXf988eubnd8jkdtUH+/QJ73HfH1cd8Xn+O3Bs38jQdS+y5Oovut2m8PL+CKIYHzemvXchS676nN5n5BFw+uPBe41Nw5S5VxHL6IGwbweHflxG3knj40Hyw5ExOYXU/hmUrDjYbXB89L3jWf/M6vjfk9a9jnb3BoLlFRhHjsaVPQjzsu9YdvMP8XfSURzFf4ujmdz/ESy8ageLDosoPvD4eJ58ePXfvrx/KHyfDYXrmPruDu7rP5/qZ98i64YrAdU/VBD+OYbRnRl6KzIFNevy9KDzuHnH5wAcJEghJra9vY1N2Wq0MaGwD4nCVs4QEv/xM7vC0pu+a/m/NQBUL38NeI3/xDpt1xcryNt1AcLAXgy79dS4wXlXpZx/p5AccXu7XXckGHLdEIwpCcjhCPpkB7q8PNIuU7NuYshPeNd2XPtK0VbUUL5WzSY07/ey450/SBuYTvLg3pQtVSe5qx9dzI3rllA9fTTHTTIhPXkGoNp6pD9wP3+EJ9PPUUN+j63/eF6j7hrTSeJfiSh/W3q66MJ3ufW5KjRWC0tG/XOf7uEEF+CejOc79TcP2/ktFUoP6geNxpilp/KT7SROV6sDWiepAy4u6NBf1h4xn4/gJ3Op2FnS5QCbc2wGC2/cj2y2s+QY9Tu2RHYzY9p4so06ilui0qUPPsGzkwaw+rD7Mkmw8GHKaF6tX4/m83k4sibTN3UMt2z/FA0C38tNvCPX8QH19MXATgLMEGwktbxeGzY200Bzt/fpSAM3FkHiXDGRD+UGJs47QKHQUVW5tZfWMcRGQDZQq8sl32BgxG2j8FQ1YUlPwJyVii4rE2X7Czg37WBfiwBPLCDTuG0f5tpGPDXutkyS10PDlr2kz5xMQmoWlOxD/8u+TmVs7VGybA99z9lNa+d4+9/QQv1pHHfoUxa1EFwAj5CAXgiR0LCfqMECOlAUAa0cwhRzE9KYcMpqP6RFE8Cm8aETQmg8jeBsQPa4VdIQCqs2Q6KIyVWJrDOhSBKEw9hqirCK+1GKdlC6YgdBdwhPlRdJJ5JWqD6n1hJMfaJdVc/VSXj2qpZXO5UAKaIWlxDjo+mjOX+BqlY6pDCJZJMRT7kfUSNgSjZgSTUj6TQEXQGch9xdlunpErWYMvVYMxKw5WeiS09TbWFqK+i17gl+GROgYVcp297paLk17pGpANTvKKFqcw0GuxFDog2ttZRQbUtJ6mQdYZcXQ0MDSixG1caDpA6Xmds7SuggXKioY0Nr/1xC73Rivq4npv5+elbv93NJ756cOrgXr3+1FhMix4g2CjaEObihVLUuM6pjhL++GWepE0uqBYPdiKiR1HLgSEStTGix0In5A8jhMBiNcRViyWzGZDCgNRkJugKEvWEESSDsDWOw67GkWtUS2XCUWETGU+PGXeUhGoziqwgRdUfx7C3DMcRGQo4tno0HtewylBPGnm3HXeUi4PRjSjJjcFjRWk0k5KWiM7sI+0IIomrnE/IEEUQRc4oZvdWg9suKopopNmhQohoESSTiCxINRvDXOZFjMfQOu2q7o1ftlORoTP0XiSICksmIZFZ/u9FmF8GGZry1Lnz1PkSthKNnFFEjIUdlYqFIS1myDjngR9KKxHyK2osrK0Q8PmIBVQxKa7MgGQ1qltliVm3tUu3orQaCrgBakw85EiOtMIuwJ8De71YjSAK2TDtSZjZybTWiRsSSasWcro7hklbElhlFZ1Y9uYOuABqDNl6+LUgSgigiR2Mk5KWSMdpB2OXFnlWHt85D2Bvm0PeLSBtWgr1vD0LHnss7e0exbkUJkUCQ8qJSthaPonfhdFKiEUhIYn/PE/hrVyrRqMJ1+YtYNOam7l41ACRu38Dd92xB1Ejc9cA4jqt6m8COnfjOvpHz7uycP/x51Oes7cb/+XAC+8ecdWxbtu1vPx/gunsr+fGjnPjfJ186iUUndf6M/4Tgjtv8PjvE4eyvMdEvw8ewVXNwbttLwoBeSDYb4ZpatIkJiPs/YdHfEFyAtBkTWXShmgW3DzBz3HdTYNYUph4/jtPHexlKJU1iKhvK0gg6FrP/5vvj2eRr5WOZTWeSmzTcTo9J/VTxtFjbfLN98HbkHaM7EFyABZHpDB/Xk0zpO3A70UYDMHQc8ANHcRT/VzhKcv9HsOis1zotk0cXtpVrdoG3XypgQ391Qj7u6kG0FueI0gfAPQDk+XfR2Z67M2bPu4bhO77m8V/zmHbauR0EcNLR0m/k6ezf9hpmJRkLImtlH4WSOlDfsOx07s96s9so3/8v0LjZReNmF6PuScAyfOwRi/G0R9TjY0HSiP/qPMzpSUhmI8HaBpp2HkTaV0rKzGkoHjc1S9fRXNZE5qheIMvxnsBwU4SGpmb6nTkW/YCBlM1ui36sHHMjd17aj+CqALt/KmXoDUORrr+PX2qHsWpNE/t7p3PFsOn0v3A1zeXN9LvgGMoXrIsrTrdiw/PrVDXFc9/8W+/Lw7GiHTn5T7Dwss1ctflcHrsySFGBao+0ZZ6qAAzw8KDX4DnV+qD9M+uO4EY9PuYlDP/bz/Q3+ll08nPxv/coAfYT4qxlB1m9rYmpr5+FMnQstSkDWd1yTq1oDf4MBELBBh5aMptnhz0AwJdZM/jr/NVkX/oR5yqJLFE8rJa9XC2mcIqQgCB0LNf9b5E7M5NT5ymsw8cLsRpek3pgEdrKw1qJp3Obm2Fr30FIzyYcCGA672ISDmyj5q9V2AfaidTUdlAXbcXOD/dgH2COBwr6nL2TDS/8gb8kSH1RLb1PHE7Zsp2dCG7ScDt9Tx7GwXnqZDAajKJfoJbLHf4bksYN6NCXby0wEZANZHt3IZYdQMorwCL6MMR8GMNupEiQkNVEndeEokBykpM01z6kSADR40QJBVV7E0FE1OvAaIJIGCnShGBVIBYjUFaJMRZD0Btw7j5A2aIqBK0Yz6ZqTY1IOrGl5NSKIElseHFNPAubNNxOrKwRd4OfUFTm6uVbGN4rh+/vvZwUYvhLK6nfVUYsImNONmPNVlV5g01ujA4TgXw/vno//qoQ+hQtGoMGvVWHo4cDvcPaorxbScQfoGF3eQdV1tbssL8kyLhHpmIaNwG5/BCGslp6Te+FMTmBQENzB9V3ORojGggRqm9AkCQMdgN/7ixmyd5Sfn70RgaVlrH7071Ycg1YM6yk9E4i8vtbnbK4B0YZeHzbXowGHWf1zaWnL8qdCdng6dhz6NrtQ2uqQW9tomF3M6HaMOkTIewLo7fqMWs1yOEoSiiEYDLH9xN1OlURWI6C3oDUYvcW8/kwJlraZW3D6K0GdFZT/PpioQieGjcag4TWpCUWlvG2PE/nNjchV5jUAUqHnlRREhBEAeehZiSdiCLL6KwmJL0OXaIDfZKDiNtL2OMn7FF7XjV6DcYkG1qzQVXmj8bQmI1oLWr/a6jZQ8QXVMuGATkcVXt+rWaVmIajao92SP3NCJKkBjMEESUcIhYIEQurpFZnUTPIrT3d0UCIiD+kikApUSrvvBghFkajl+JloRFfEDkSVXuHzUaQVTsgUEuvtSY9GoMOjUGHqBGJ+MMYUxLwVDnj5CX7tl7gdeMrLkORFdVuz25RibSitJRwx/DVNqPRaxA1klpSHW5CkWW0ZgN6hxVDRhqizY535XpKl5e3K2lVPydr/AA00SAD8mIkJuRTU5+LJAn0zY6ij/qJNjSgEQQOOpNZvfgQ/YZl4/n4PbrDMfMf5NiXcuEe1S7g92N+Zvm4K1mEKtAWFpOgiyLZrnQm2gf57WlJ3PDxmQCc/+kxbMt9Kb7ucHX1+H6BGDPPbVNovzX2PN3XOB05Rt01hlPujwHtRTmPVf+1DNkzL5jAnbk/I8difysCOOym4fj7jeGY+WkoWgM/CWfBM8sxJ9o5Z0IzvasWI8gx7EYr1i/eZ1UXStfDd3zN5kEdVY8LThmBxmLCV3OIqDdG8sgEjA4jequeETePJDpqGivHdCwozzk2g+WNArW2FDIUGe+W7Vj1Bmr6TWfsA5PY+OrRLO5R/N/gKMn9H8dfd1Zx7Att/VM/j/oc6ZQLOOkhgfwlr9MVNSn68gAzP5nA3dZ3WTTy5SP+rM2DzuUk4LhZc5lNG8kVBIF5JyUxYZ/Ci+5aTsDON4qTvrKByaKV8r+q+WbxLpZ89B9f5n+F6Z9dyYzPxnRa/nXPN9n23kYmDR+C1qjFMcQWL1s+EgiSRNIx42hcvCZedvfvQpuUgCCIhFy+eEmh8Y/9HXpajA4TGWM6WwesnD2Prhqq29ssJE2bwGeVw/joZXXg3rUKTnipH1l33gemDOT6XVi2d00QZ3w4FGbNZfZP/6zmOGb2RIp+3nLE3sLdYdF5b3M+b1N0mJtB6yS9fVVBd0GJsQ9Miiti/9Mz6nNWPkkF2TRuVrcvVkK8EqulLwbGChai7iiCQU9Z8nBS/F2XE7fi0aX3gyAw5fSxLPtRzeQd++V4ZvMR6YKO84UkzhePvG+1z1n5gNojdSTImTSQsvlV3Cmlc3OslDflOu4W07sk0zvf+Y1Bt5yFIEnUJPTDMiQN/1fzqfhr3d9+XsQfiwuZVS7eGM9C1q1zUreu62lb42YXroHVHfrHVmxUgyHtn0/qGHsnNc6Rd59OpeRBu3sDUbcbekroZT/aWAhN2I+AQkAwU1ItMrGgmcRAJfqy3WpWUBBVcms2gyKrzz8UBL8PYjFEWQaNFlGSUGQZ0WbH4LCisWmw5phwF/sIN0Vo3ObCXmDGc9BP/VZnnPyCSjI9xNja0FY+OXVQH95+5Vn01gQEZwVWixXJoEOJxlQV3kQHMZdb9UbVarDnpiBqRFxlDYS9KiEyp1hJ6JODv6aR6nV7OgShxj40BfPYcbiXLMFywslsTZ6Ff/BIDs7bRr/jTkHTQyKhoQmtw06orgFnSceJfLA5RDQYIRoIgSzj6JVBodEEPy9HNtlIGT2Q5D21RINRAs4AkUAYsWchYx+extrHl+BRYszVNbBkjQuNINDkD3H+j8vJQMsBQjw9cQiXTx7Kgfm72oSvdrnRJWrjARClHdkCUBQ5bkcjCCKCVqOW7bqbETTauP2OHAgQ9QUwpyfF7XNCzar6sGTQIWnVKUs0EMLRI7FFjVjEl+6i3lCP56CfWEDGXxKkNtIQ74nWJWrRWXQEXQG8BwJobBqSeostGdMYkiigsVuRTEa0tgB6fwBtowtRI6F3WJEMBmLBIFFfAFGSVLKq1aK1xNAHVaEmUatmOEWdBslqAVlBDocRNBIRj1/tF9ZqVYLbooIcDQTRGHRY0hMwJamCU0FXAEmrZpRFjUpoRZ0WXd/BRLdsQA5HUGS11L61ZBog4vEjtJYtKyqxj4VVAizpteitBvRWA+ufXd7BJsuSn02wpAznwWrV+1aS4qQc1D7LSChCNBRFZzGo59jkJuIPobOaSBzWHzEzh8CWzay5+ZtOJfrJIxPUrL7BgK6xjEm2AIIpjG9wFo3aDPRiEEvZQYrnq7UfUx4fyaBbc8ja8DKLumlVcWzfyLH3tBGhS2+dwvLj28YxX72HjEgVQ6cNZesS9RijZo5gxu0dg9ZdVbC5ahu7rWxbsLiJ04EJ69/ipIfbAoySCCOGONi0zcn0cyZQu+glJj51HCvvX9DlcbrDlJXPs2yiKpYYWrWHM/7VjfNDCzJ653K780E2PD4Py8+L6X3Mqi5J7oQnjsUwfCQrlNHsC01i/dIa+g6QWXjdHva98RWGhw3sqfEQaAr87RgflTq2oBVe3h99egqB8irq99YSqAyRNSaDpIJs9Ts6aip/RY7hcOWTvtecwZ9+BYMmTPBQGVUbD9InPwd/PwuWs65kVLtg2FEcxX+Doz25/wM4kp7P9i/dl54fQl3hGKa8fCrLbvsZUPvthlw6FkNOFkuu+vz/7Nymf3VdXDhhlxJgtlJJdt/LSDJuJctbz33mFLJGZHfr2doehZerRK4rf7tpS59iydT7u9yvOzukqW+ezdIbvuWYjy/j2C879x2n5mdx5VsnMvahKRxatINgs9rX1aq2+U840p5cxxAbpkQD/qYgzbs9HQb5Yz64mFDheAxNFeB1o3jcFH+7sJO33JSXT0WTkcWic9/s9nOO+eBidoy6mRVFNk4ZVMa+fscxYf1bnPK4Ll5eesxZ4xhz1SCMWfo4ke4uCNBdL2zScDuuA74Ok/1/B72LFhK941I23bGYuS3iH9191pDrhnBeyeGyIfDTHB3rhl0W/3vjhzv562u13OmXMV8Qcnqw9unBqvvnd3pGpjwDgy8chWnKNFwZA9CH3KweeQ1FSoB7YuWkoOFhKYsegv4fr+Xlc74g4Pby8vODqS0c22HdqLvGYMxMY/kdvxzRfQGY/sU1VA8/FX3UT/2tN3Xrm3g4BlxcQOqYQfGS/mWym+fkGu4U05km2jpsm39SNsn9sjqVox8phlw3hG1vb8NaYGL0M9dS8tEPHTL94x6ZSs2mA+itBhx9s1nz2NJuj9X6G7r5+SZMNiOrfm2zv/qu37v8ecJnnHvoEaJuD7rMTIJ9huM3JSMoMiZ/A1pvE7VZw9namI9ugqo0Pfn5k5DDYfR9C9rEufSqFmf4UDHB+iYEQcCYmYYmK5vA7t24Dlais5pY2ujCWdvElEG9SNVrqdpwMJ59LFfCNCQqHDcun8zcFLxuH99UN/D8ss3IMYVPp46kcEx/1nlCXPzal3x28fGcedpM5OQMxKaauE+p7GrGs7cYZ3Etnmq3WoLaw4G9ZyaxgFra2ipeVLPpQId3Qa/TepB31gyCJWW4D1XFe+eGXDuYpPHDISOXqDkBRdIgbVxO/Yad1BfV4m8M4isNxt89GZNTSB+co5ZfJzloHjmFvGln8tK/HuKs2iKqt5SRVpiJpNcSjQn0eP0rmubchL+qjovnr2VzZT3+QIioonCcYGOB4ibTbKTOF8Bh1FP6+/ugyLjnL6C5pA5HzzRErRZfTWO8tzkWihBw+tDoNdhyUzEPGojsasa5rYjanZWIkkBizxSaiuupWlmPElFIG59I7vg+KLISJ2ixUIRYOIoxyYYx1YFkMqolz14/ciiMHIupxFMj4dxbRtWWSpp3qiXyg64ciN5uxlfrpHRVOf6SII4hNiypaom1pJPQGnXo7Wb0djMaixlRq0GORJEjEZW4igIRr5+Q00MsFCYaVEmmNTsFc89cRKMJORQEQUAQ1QyxaLVDLNpSSq++h5VIhFgwpH4HWrK05sxkNBYzyDJRv6qa7DxQjSIrKim1m9GY9CiClrQn3qXqnsuIut2qAFZLdjYajOCrcxELRzHYVS9fQRSJBkJ4qpvRmnRo9Bp8DT4MdmNctG/6F9cQqaqiZv0eREkgElDvsxxTveTDPvW8jQlGtCYdklYiFokRDUbUbSMyxgQjjp5pBBrd8Wqb8Rvncs/vhQwekshJ/Q6SWqu220gBL4G1a9j7y6a4DsDoeyZjGjoU14rVHazxrAUmkno5yJ40iI0zn+GDLxop3dlmKZTSI5MTTuvDGemrCb77SrytJf+kbHqefzw/Zt3JG0+3CXD+XY9tV9v8O/29s+dd849zhYGX9us0R/rk1gVc8orqhz5xzixOXHYG6T1zOPf8PH78qYqyXW3iiva0JFy1ajCr94h+PFpxTYfjtVcRbw9TnoGFs9djt2s5cUgtdrlRbf+IOKhw2wiERU4wLkJ/cBuRqipCjc1EAyFKlu+Le0n/Haa8cjqiXodz+15Klh8g5Iww+JJRaG0WRK0G0WTEuX0fSWecStiehvLXT0jHnMDxj5uxpyXx/RmrWXzWiwy7fjjR6x5kUeUAXB4FvQ6um/l/Wwl1FP//iaOZ3P9BtPqBzpk1lxMvnsjgCwd0WH/7Xds4/dsiOLvNYDvcpBKSok/+vcjhqG2fc8a96kv58IHAvbSIGU8vjyviDhSMXHrd/Xz81lNkm8zs8YZp1hgZPPda5tSa/9HfrStyu/3z3Vy55XIu+HwQVx/B+dYt2EvqcWq/5kl/ncyfv/diX/6J8GXnY3925kaWvAVKNIanyo8lzUhaYSZpA9MpXVXaocTvP0HOsRn0OnUCUn5viEYI7ytCiUQI1DnZ9LJaXuTeuRfDwLFU5k/EL5sRUOidmkHm6PU0H6xk388H1Wzi8PG47dlA9yT3Ed+drL5bnQgUjSvk0V3fUSKkI0fbPGYnDVUIQ5zgTl79Ei8Wz4ROepAd0b6sb+gdZzGv553Mcn/OollPHvH9GLn9C868xwu3FQOPQAvBnXL6WKZfdXOnkvyxWz7EY0iG2ztHntsTXIABvSX+avl/576KFkuUTWisnSO+jnwbxpxMhFAAW91+hAp1svC53Eg+el6QctF0U0q86u3tXLrglHhm7bZvLgCgtgsFzv+ERC66YC4wlz5n5XdLcEdt+5wNQy7ssKx6e3WHku0poo2Nio+35Dr6C0bShTa14rscL/PZ+c3wH5LcdYv3UKEE6VGkoDQ1xAMo+jQduZOy0JiM8ZLavBMCDL66MC5GNeDiAswZiVRtOIiv3k/ejEIA9q7fTQQtAycMYteqHVx00xRi+YkkuWOUTL6WlFA5kquSqNaIMehEkGNoPQ2IrkaSTQeYpi2jtRjQW1aNxqhHHw4hB/yqh7TRhKDVqGI93gCKrKCz+9AoMnIkStgXojgY4sLP5wOgXbiBCwbmkyuLLPbXUxHzU6qEoR6+2RLiErOe135bQaU3wGWjB3DXhMHk9OvJZsXMxdeqwbiy6gZkjwsh6Md34BCiVoNkNCCHwgSdHiKBCHJMQY5FCTj9JFtM6FOT1Axfi4pwQl4K2dOjVCyqxZilx9/kZ9FF7yNoBRIH2bAPMGNKNpF49pnIWh2Ssw5tJEzM6gBRwJKZjKTT4K11403yxLPprjIPCTkeLFnJeMtrWFyjlqf3mXweSWU/se3tbehtBnpMG4RgVMuAS5bvoVYTYen+ct6dfQNvffodmyvqWKC4sep1VPkCSMCIpASUsoPIPj+1O8pJ6pOGMTMNJRIh5PK23HsLwUZXnKhGfEHC5eU0bN3Hns9VlQVrgQlvra9D5kiJKbjKGtQyWKNK4sK+MEGX6lcr6jRoW76PoSa1d1xrNqBJMCLqdWjNBpJ6J2FJM6Mz67H2SAdZobmkjkBlCEErkDU8C1CFkoIuNehgSrEjaCRiwSChxgDRYARjcoJKqEUBsSWzGfYGiYaiaPSqijOSBHoDgiKDrPbKCgCKDIqCoFUrCQCC5ZUE6ptRYmpmVWNQM9VRWUGOxeJCU60q3Yosq32OUbXUHiDQ5EEOBEnIT0NrNSNIEtpIBEmnwVlcS9AViItyKbKCqFF7ZgNOP1Vr6oi6o3Hhs4Zla/FUN1O3ux5HfgJyNEbEr5JXgFg4hiCJQICgO4QciaG3GTA6TKo9kVYi7AvTuK8KZ0lz/BnOWTOaPWvWM3z4FBK8lYjhEEJdJQc//6NDQCcWkNn51Xp61Td3sDHLOTaDvledjrvfBPaKfXh2ThG+dkJUgigy9/omrAffwP35OtVTGRi451cSPBWs1Y7jjdl/b6HYXeD838Xh+w5Z+xHO2Xd2EhlsT0jjn723hDmz5mJPS2LOMpXA1hSXs2CxnZ79Uqkvr8Vst/LZJUVoyjao3ylBxLXpPQ5sqmDsA5OQozHWP7O628D9uOeupCJRzwmJq9Ev/JXQxJPxSA7CsoYeCU7yfTsJffsZjZUNOEudeGt8RDyxv9VcaA9BkhD0BgwOK+YUExpDGENmaot/c1T9F4shRCN4PpzLwYX78Bz7MrCKvH7ZNM5fhCFVh/200/n00ADWr6tHlETy822A9h8+/SiO4p9xlOT+j+G3p9Yxu510+9j+YazjOws5/fj+crXUtOUlG3VH/zaj0h1aCS60ketWtI+EtuK0t7/mL1mi0huinDBuJcby8bd3aQ3zT3j/+t+p+3Qlv3MlZ1zVB97tersTL57I75+qJO39F5fBrLnc99gEfvf9yKJjnmbOrJ6d9pl82liWzBgMwLo56r7hpijZYwxYe+ViyUyOL/9PUf5XNenDKrH0H0LUbEeqLMN7oJSabW1Zr+otJfS4QEtFIB0BhXRDI0RCGPv0QlFkom6VuIQW/Um4trNdwPQfb4srS67+vS3SnZJmYX3zANpzteMvnMjYpffQ/qmVPfE8Q/64nSHtlpX8sjdu+wSqdcyTgz+hobya2fOuYdFF76PlfdbkHZlTXe6e5Tz/iUJxcRrQ+Ttz2aLTac5MZPp3NxPJyKfu9TdJ6JnBZ4fG0fuMfsymbeCf96AbWWtgxWGkcsCcGfz2r4dZNepa/qlmoHJJHZVLOgtj7VeCnCwkdCC40z+5go1DbqJA2cm22FCWP7CWCfNK1Os6zBKpFfpN28n+18l/28fc67QeXBV8oMOyETOGc9xdI9Vz+ZuS4dDrc+hZtJjifsfEl3VVZn+dmMruWCkvxqqZI+UgCQIamwZ3fRPLQxP/rSmCoihsU/x8qzjZtlsVCzEjMv7S5zhXTCRdUEWtPDUe2ND2BNRJayUDL+1HwOkndcwgFEWm36jhLDr7DZIeHQ3AwAmFNDUGOeWhcZwC9H55IXN+zuWEqTLuqJkUQAz60JhCGOoOgdeN7G4m6vMhNTVQ+btKcfNOyMJf78LgsBCpqYmr1GpMAQStlqivY28qkQhhl6o0G20RPHvt5Iks3V/OD3tL8YSj9E+wMjY/hfsG9aJP/55c//Fv3P3lfKZmpfD9nRdROKAvAHd+tYA3f2gLIs7sk0Okrp6wy4unoh6tSY/erhIPUSNhsBvR6DUqSREFEEXVIxagGcRQGEtOOsaUBNKH9EDQSGz/eBMA9gIz+VMLELUaIr4gYl0l2BNBo0XRqb9L0WDAkJaEtqVX1VXRRgT8JUG8fbw4+uTgq27i181bGDqwP/qEXgQck4GPKf+rmpwJ/TEOHwRA/TonS3v40YgiZ00dw1kJAvsXbSexZzKpA3uxsMbN19/O45SDGkp/WYE106FmLTWSSta8PlUJuKVMWYnJqmiSViIaDLP3u9UdStq7ElwLecL4G70tolWqAJSnxo23tm2cEhvdRFtKhPV2CxqjAVGrAVlWS3/T7FjS7GiMepAVwm4vYV8YWx8TtiwbOquJQKMbX4OPYHMQvU1HoqwQDYQINrrxVDcDYMlJQzQZIRZTCS0gxxS0Rm28l5doFMXnQfar9keIaim2xp6glmbrdAiAEg4T9QWQI1G1B7jlmflq1L5WSadFkFRiqrOq/b6xcFT11HX5kQX1e92wvxGtJoqjVwaCKLR44kbVbHMggigJaul0Sxm2xqBFlASioWi8Mqf/2QU4SxooXVVMNBhDjip4qj1EgzEESUBj0KA1SOox/RF8dRFiARnJKJLSLw1TmgOlxSu4aX8lxb+UobGpU0lTngFHoo7zb5jChSnzkef9SkSr6eS93IqUgmSSZk7HdnEufa/Zh+L1EiocT6m1F/WhRLYWm9AZ9PgAvdnIlJOHM2FwFGvRWyh+H0Gnl7I1JUz/5ArOexEayiVgfYfP+G9IbHdIyk4nvUdKvJvohRmvMhO45EE3t3ajog/dl0e3R01pHePHJRGdOpBoVEZT9Sf+ffvxlNUSC0fR281kfvc13+zvzeXRt4DVnY7ZikhpKWcmfkPz+z/icnqwTjoNPUHyxEYSN89j99xfOrUF6RKPbOTQ2DRqi4goIBkNcVVyjcMBBpNaZaPIWHtk4F2xgm1vb6P3GXk8/44a5HropENsHb2dcQ/N4CfhLL6cu4ZoKExO/3zSUv49u7qjOIrucLRc+X8Ax52zklt/vPKIt8+dmcn1wqPxv//pJb7m3R0s/X7NER//z+N+4/gFJ3V77JWyh6flakTgajGFk0VHp21acThxbl3WHi8+N5T6QaOP6Nz8K/bwSks/5uH+de1x+GemjU+kboMTcw8DvY8rwDF84D+WdUtmExNWfcOqCecQ8x2ZAm5XGHTlQFJnTUXxegmUlCKH1YlO094yKjdX/a267qR1r7PfMoIksQFdLEhQY8Yt2whE9VS4LEz742oCDc0YbroXXdDdSeDhSND+/rUnYl1h2sLHeOLA6Sz/aW2ndfc+OoF95ZIagOkG3ZWNvWd4Mk4KJ54yhkk3DMG+bTMf/xTk5ZSXkIeMY/mEOwDVyqhu8Wp2vL/r33pG90XLKSKICZGfn76VB1ee0mH9wks2tmRaO2Lgpf0Izn6DR96K0aN3Kqt/X8+nKS+w+9O9TFz3Bic+0nlScM1dU1i+soGitWq56WW3TSEvJUTfN8/v1vanFaljHEfsj7hbCXBfrJye6DlHTOSSc4dw4NviLtWzD8e4Te/h0yewaOFCnrxpNgcI0c9q5mSflVRBy0bZx0LFjZsYZ4uJnCk40AsiYx+aQu2Wgx0EklpReHl/ipccwl8SxNLbSMFPn6DNGMT+Ki8ZL17Msgt/oleKl0ELHsa5uxhvrRvzC2+TWrkZDuxG6FlA4/c/se2d7Riz9NjzrSiyjCXVSsrAXHRJDgJVtTSX1OGp8WBMMGBJs2NIsiHp1b5YORZDDreISllNVK7dB4AjP5kTv1+Cw6BjeWkNAE8dM4KxfXNZWtnA9H55DEq0Eqx3UnuoFm1MIblfFsaMFPwGAxnXzwHAZjLw6pWnc/bwApRQGEWRiThdRLx+lGhM7cuUJAINzfgbvR0EjCy5GWrPrs9HuKEJfUoyUlY2iBJEI7jXrGPfHzvJn9qHpAmjkLPyEYM+iEbwZg2gztADUZBJDpRj2b0KOeAn6mzukCFtRe8z8uhx6ZnEyku5+PlP2Njo5us/5qNP7BO3lRty3RASzzkH/ajj2Xf5OWxpauTCBet4fNJQ8mMC2XYzheMGYBkxgkhqLtq6Mhad+kL8M0bcNgpJr1WJeEs/qhKN4a5QJ+5Ghxmd1YirrKGTt/Xh0KfpiLqjOAaq5cRBd6iD8r0pz4AxUa8STYNE5ogeao+12RjvI/XH7YvUCXfI5cXf4CHsDWJOsWLJTMZdVouz1EmgKUDYFSUWkDt4jbe/No1Rj7/Oib/Ri6TTYEq2xkm8wWHFkJmKJjUdxechXFOrevVKKkEMe/xEA6F4RlVrVpWPJb1O9QsOhXGV1BANRTE6zBiTE1TxKCAWCBJodONvcBNw+vG7ZQZ98BGbzrgQrUkN1mgNEuYUM7asRPQJqpK0EoupWbRYTM06B0ItCs9yi+ewBp3VRCwURpEVBFEgGlTLymMRGUkrxtWSXZUelJiMLcuGJVW1ZbL2UMl1LKRaI3kr6mjYW03W6N6Ye+ehRCL4SyvRGA2Emj24KxpwlTd3ep8lDbej+WQ+9z9R0sG/9qo7pzA8q47UWCW7Iv15//MGjpuVTb90F+XNVjx+kYJ0L8Oc89l9//P0v2g6i4c/yiRpJatGXcu0dy+IW+gcPvc4knnC4dt87Hi2pWqo622eenokA5VtbJh44781V+iuHLq7uVzCtk3ce++mLte98sIgarrxlB1x2yiMPTJx7SlGFEWSZ05DbqjDu/cggUY30WCk0/UdKfRpOgacXaiW1JuNRDx+vFUN2HtloXXYEY1GYs0uqlbvRG81kDSkLxunPs77Xzm58SILTYNHMf2P2Zz80SACLQr8x547ntPHOOlbtgDD9Iv+o/M6iqNoj6OZ3P8Homx+Fcxq+7srItl+Hf8GwQX+luACTBAsFGJkH0E2yr44yZ0zay5/3VHB95oLcBzTr8t9u8KRElwA06T+aE79iGgo3O11v/biQKoOywT2felxCg9up/ynRez9eQ85DZ5/9CeN+fwsH3rSEZ9bd9jx/i7sa0pI7puM3mrA4LAQbFIzCYd//uHZQ6ctly2lifROMzJs3n3YLCYSJpxIWGumh0OiYU85B38qJbv4rr/t75z+yRXUjjoNXTTQSR2xPTYt3MyTr5zOslt/7HJ9fdYwxpo1LP+p4/KE9BSOPfAifUeeT/TSSZw6rIqrbmub1L79UgGl/ad0Ol7rYN8+67nyl3XM2rKVwcGVnPbITSwFaGdd4N+3P04U+56WxbYLzu1yYlGvRFiheChWQiShIU3QslMJ4CbG7BX5SC0J3dyBvTCa9Zz6m51b6Dz52PVxEXw8ncpZc6ncW8L7pqfY/WkJ/S/s04ngHnPWOC7842QOzLiG09stzwql8tXZf/Fo5a1cNm8KGbMK6A5165wkDbfjrQz8Y9nYAMHIU1I2X8iNPCVX8/qXdQwUjAx8dh6FgpF89EjtMtfWAhOp/f8/7P11mB1V2vWPf8qOW7umu+NuJCEQIZAECDJIgBlmcHfX4B5cgrsNLsEJEqLEQ9ytk7SkvY9Lnar6/VHdp/ukOyEDz/d9n3l/rOviIr1PnTq1S3bte9/rXiuHsnNOZlZ1gqlXH8+8zbsYKNi5XyjiqIFF1C1pJndkBn0XN3GakclHeiMf6w38QoBrpDyEh+fi7d1GE88blUnJmN64Jh1HXcEget6oklG/mR25o3hjeQ7SGoPLS+Yy980NHF9yCQvvnU2rnIpvgIvqSCk5ylqknDwqSw8ltvt1wKTct9LuhTEimfEEejyBGokTqPLTvC2EXqalMqiiQ0K0W9HiCeKxBHF/mLg/ZFJa7QqSReGcYX24+fsFyIJA0jC47ZfluH5dTSypcd/X85jYJY/7e3YjWR9DtskUj/FhKcjH4sui+cd38CeSZOoxZE0FTQNnCy1VkpCsFrR4wlS+FUTUcBRBDCMpEs68DGzZPkSbzRTLstmQbDaMpAp2J8QiGKEA1qwMHNkO1HAMrakJyWqDWAQ9vwRDEHESRNQ1JC0BTheGv5nw7j00727ucG9kdMvDsNmRPB5uPmIYkz+eyemnncqbn/9Kj8ll1KyrNY+3ajuR1bPJ61/MsI06ZS4Hd81bmdqP8+eFfHFdjMFnDybULZ9xT5/I5s8X4C3y4ijKpXljOaIiY81wg67jr6wnUOXHne9GkMya0eCefQv+uXrYyejqw9B1gtUhNFUn2hwlXJteTmL1WvAUunFkuVJ1p3F/GEM3kJ12tGibmJ+uaaDrhGv9RBrCqexmMhpPBXNaQk8TAASztjEZS9K8NkTT9hoijRH2zK9H9siUTSzGluVNUzBO1DciKgq6agp9abEEGqbgU7Qx1CIiJbZ4IbcEsPFESo3ZluE2rYUUGUGWkGxW9EQCTW1VV06g2BUcqKw+859Iiga0CR5pqk4iFEWQRKxeV1pfWkWrDF1P2WMpTruZ3W0VyLJa0FuEq1qpzoZuev8qNgnFYcOZ7cSZ50OyWlADIVPQDJDtVpz5Wdgy3AiyRKyiKiWwZcnNQva40BIqkiKlBblDLh9CxkH9uWeWLRXgSorCUX8fyQlZ83Hs2IJhsZFbXMjoccWM7rKTJDJxt0L/7Ga8egNisIkBN5+DlpFL1iWH8msL0+Wozw7n5+m5zDz5afOd0zIPOJAAt7PPfo81FBxyEK3Lve3nClMnvcJdDxyKOtxkSUx476KUdc++Alx31r6TBc2Dh3HpLxt56dGOC8jX3LCGHrfP5bQHD+vwmZDtY9A9r5CpyHzz9wkkd+4g3tBMtMFcPGne1fw7Pdw34jXmGCtZZGSXGehKFpmmTbuwZbixZrhT46HV60Tp0oUsW5BbzxPxPX0BBef04cnGs4gG2hh1Fx68Ed/sj6hZtZXSv4Lcv/A/gL+C3P8lmPDNzR2MwzuDZBd5YNxLHdoPJGP6n2B/LwBBELhKyuNSrZwNxIgYGg5BYsqMi/llBgw/6W0uPMDf/iNUopu+PDfVt737+OETWazqNzqtbczi51ltO5R+vW10OU2heef7bP54G12PL+4QZOaPyU5lDwRFofisE6l490vT5/FPwL8+TMKfRLKLxGpVvD2cJMLp+xxy+RA83YrTglxLMkqWW8OpxAlsr8DqdWI/yI9jxypqvvkp9ZLaX4CbNyqTyLbtXPRdhEhzgFf3osLujam2e7l58cROs8Lhmy5n/MRhfDdmCl1KPRxzUDMuKUzm2/ey8fXN9Cjry4B/TmQbpFHYd+616PB79+YdU5YAlk5p8O1p+U27/fS+9jyWXvFy2jWaoTfzol6LiEA3rGwgBhiMFJxc9e/XefGD/NS2OQVevD4rm5asZ3845owxfP/e/FS9btNt78ANawD4+czFzDzzdZgB7dfF80Zl0uefhyOXdedO7wykvEr03bOZtd9fgn7/HIMlL494RcXvKnQOEBw8JDnYZERZqodZa0R5x6gngYEdgcGCgxPFDC6+73jUky9E1uJ8UZ3Ptf8chtwQ5h6xiOGik7Jji8jqVUjh0Di2TA+1i+djE0TOkbKZYHh4Tqvhdq2Cc+PZnLxGT6k6y1YZa4aX5tzezKvuxSfvb8bhHo7Lp9Crt8DfR0fQ3zMrqtd/0maF0evv3elyxklsczTCwuUYTicZ4SoW7iXKBqaXtSAK5PYtINoUJlxrLgBEfTLOnJa6RVlCtFhSAYg5Ydexee2p7NPxJXncJopcMaIfr63YRChu3jMH9yghw9D4dvNuzsvPp7vDiivXibW4GDJz0a0OFCBHFhECYVBVMEyLIj0ew0gk2mi6uoHssuLIz0rRRm05mViLCk2VYcH0F5XsVvR4wvSNjsdRa+vQVdUUairLxxhyCAnFhmXTbxiKBQQBeyKIYGgYgkmfTdQ3EqhoQIsnUz7JYFIJRUVBCAXQ4zG652bw85TzOPTBt3hm6k280MWXqnWtm7+c3KLeSCXFeP1hfp58OFWVzQQcEk2yxG0zFvHkRz/y2TGTENQ4msVCn3+NR8wvhEgYbfVWbBmm0Exw5x62/7wTR74NT6GIoenEmkIEq9L9xi2ZCrJHIrdfFu4CH5JVIRE0g9pEKJGi0coeGUPVyRrkJatHNu7iHKyZXgRFIdHQlFIB1qIxYi3CUIZuYGgakYYQWz8vx15kpWBYHqIikwhGCNcFCddFOtVkaFoXwF5kxV5kZdfsqhTFV7KLqesrKubCVjIaI1LThBYzJ/LRhgDRRnNRxZ5heuuatbuC6RXcUnsrKea1QRSweknVvLeKZ5Eg5SWuawY2lw2rz0XGUcdR+fEXCIaG4lCIBxNEy5uJB2M4s+NY/eGWGlzB/H9LRtnQIR6MoSWSyMEYjmwPkkVGUmRkuxVdkZEscsrTV1PNoNjqsZnUbJcdxeVEsluJ1TWihqOpLLDidiDIEslwFLWlfthRmGuKccVM9WWTmm2OiqMfOBLrwYcS9xVQuNvGyGOG06Obk8N7VtK1/D1Cn8whardiKy6kh6FTlp2BUJck7srGbguTv3YG6s6dbP5hObt/qmbAeX1TpRyt75SFpecCT7Oz7zjGPnYcx848scN1PhAhqs5Q99MmDi9PcOhFA9Pa288VHprwPEAqwJ066RWmvgtMGrHP/Tp8Hqapt7J5P7+dMb4PL2+YzWeLc/jxw1/TPtu6vGM43v2kUl6ev4pdDX52AXsq6lvUuE2NgEBV4IDEpX4PbeOeTjKmUruhlqweuumnLEk4c72mT3RzE90aFiHXV1IPbL7qE767oy3AHXPCSIxnz2b2S6uQ3U5Kn/vTh/YX/sJfQe7/Fkx8rscB1bV2FuC24s8Ete3xXPwOOk4z29DthBL4ahcPiMXcp1fy3F5WJnvXIrZiwcuruWzFWVD+54/x61Ef8bcFHTOSP1UOILfd3yOnjOHHxHi6uZqx+hsI9jqEgbcqLLn1Ffas6GhREw8mUsrEks3CoJcfpPqT70n+ySAXwJFno9v4Pix9fDENv/nJGJyuiusqzqV99YBkF/HWbaF3QS6ZyRqSkoTicqL46wgt+61TIa+9MfTKg9Auv5OF/U7mgzsNymetY3ufNgrgoXcfDu1YrZfcNI5Rxdu56+uRDPlxE72uH5ZSKgUoOfpgRIuFi4406Fv9CbP63532e0Vf79/Ife979Nkn+1PVbzRlG2Zz62PNJOMqwYamDttPf9jGkiFnp9otmQpaVKN+RZhhM69CuuHN1DX6RG/kbb2e4wQv54jZONp5yXbfODMtwwymf2YwmEj93qd9Xk0Jh7XHkLP6MaTd33v6H8rHaz+hRixkZr/0SdOEf19AoudQpFiQuDuXnXfc1UFRuzM4ymxkdPWwdMJD+KwR+lvfBQ5MTG7yuUOZjJl5Vg2dLcRZa0SZoweYolXw4SdLGJk4AZ/PzVevnYIYT/Cw1IUMwXwN1D34LTZHNdxzFRVL0+uNiwULD0rFvKPX84ZezxaPyiXhLHyCTNX8Otz5W4nNu5bCVfW89+EDfK39jYkZS3FvWowt/yqCThej7puAvVdPSCRMwR6HE3/XYZTVLaZ28Ro8ZfkotbVpvysoQkoxWE9qJEKmKJCeNMzPNMMUeGpX99revkYQRSxOGTWqEmkIYRgGXRx2ygMhNtx7McGkzq6mAJOf+4RwPMGI/CxG9i1CT5rqtgAkYogAomgGHy1CQkY8hhYOo4UiaLGY6ZGqqqkAQHK7cHk8ppWQzQoOJ0Isgh41gytDN8x9Bv3ozY0kGv2m36lVwpKdSWNmD+Kig+KCelRHJlHFjUWLYVFjiJoKAT9qwKRDe4q8uPLcZkDttRMPxghV1WPbvRPRbsfQNEq8Tm67+UZuvfNu/nHoUEZ0zUeNxKlYXkWXZ08kWrUVR1Eust1KRs9ionXNvLlhB1WxOGeX5iPUVjLzjFcpOCyHvudOQnf50HeWm+dZkghX1rH5my3EaxJYfDJaIkmkIUioNpTKmNqLrGT28mJ12xBEAUeWy6xB1XWTDpzlwuJUSYTjWFwWpO4iil3BV5aLNcON7DCpyYIkYS8pMmtXwxEilbX4d5kLIZJFJlDpT2UPE40qFqcFQ9MIVjenlJw7gxbVCW2N4u3nTB2zJVMho6fH7M+eBkRFRnHZURx2sx7YIpsCUapp/xNrNoNAs2/2NhsgRUa225BdDtNKyNDN7HOL3U+rJZbksKMkklhiKrYWESnBaqHk+ltomPkzkqFidVuRlAihmjCx5jiJcEswrohIFvOc2bx2LE4rajRBtMn0ak6EkrgL/bjzPbjyNay6kaqrtjgtqQxzWwbYpC6H9zSAYZi05kQSxa6Y6rn+kLmNpqWCa11NkmxoQA2GTE9d1RS76n1yD2yDhxDzFSBpCf7eew1yjwSe8t8Ivb2YnZsqUOwKroJMxJo6xMYmDMNA6dMPOdiIxdtEck81TRt2kNO3kN0/VXf6Dhy5ZGpqEfFAA9xxT5/I1E7EBffGJ/9ey4eXVnRQnmg/Vxh42GCOb9FVefvqH2Bz+lgqiCLf39bMMzuO5fv35jPu5EP428tj2XwAAaf/9BPIfbDju6kz+Lrm8vLLXwBQ6rSj1oXZsakRR5YNUZYIV/854U2g5ZqL5uJMPEEyniQRVk2Vb5eTeHMwRW1X6xuxNlShZeZhu/R6XnihPLWfY84Yw7kHrWfl5av+9DH9hb/QHn/V5P4vwA+ZB3H/aNNw/Kd/LkjZ4fzR1cb/BLLVwozzVjHzpKd+f+NOME8P8oheTXGPMyntc+Ef2sfDu647YP/Vcc9OZs5V6YFU343fcc9bDravNNdB95Ud7np8Mc4cN3kTxxDreRAr/n4doix0WNEvO7aIaHOUhjXxfdoCZAz2kNM7h4at9f/RamjZsUV4H5uGr3E7se++TBO/au/j23XDLKqjmYxa9STrXv0aQzMQFSmtRg3giJdPR+8/POWt1x72IiuH3HUy2oCDmXf4DQy6YBCJYISGrfX0nnY/li0rWPbQhyy+d3mqjvbjxzP4+43m5HBvG59WdD+pdL+iS6MfOBJBklp8fv8cBmz4ihdnlXKXNJVZl3zY4fOD1n9GQc8B/FQ0nERtEL+R5HxtB8cIPi6UctqOacmLvLX7CD59tfN64Z8v3dDhGShaP58rr1//u2yDHpPL0nxO/wzyRmV28JL9PVgyFUbddyJHf2PaUWQV53PxayekxopPH3Fy90c1vD/tJkLN5qTQl5HFPQEnPQQzkDv4llFcnbiX29afk2IS5I3KpPapuWQ7InT/8AYWPTiPHpPLWJHl4bLXvgDgrZvPp/95t9KUzKDvzIeZc810sg7y0vfFh5g/8oqUtUb4rfuJH3Q4C4ddSMnRhZTcdzvMNO3PlINHM2vi3am+tK+PHHzpYCL1AWrX15LZLQNHlgstkcRf6TczplYJq9uGK9+HMz8LRAE1ECIRjBJtCqNG4qmJetQf44lN2/lwTw0vnXoEpx/cPxUMb20OsWLbbkb53NgTSVMAyGUjc3AfUyyqReQnBU1DC4dRG5qJNwdRw1G0ljpgySLjyM0wPXO9HkS3BywWUFX0cKjNQ9dqAUFET5iiTclonGQkzp7Vu3HneygYOxhx4HASjgya3cWogpVc/xasW1ei1tSgx2JIDrvpMwsIVotJoRYEohXV7Ji5BrvPTvdLTie5YyuBrbvxHj6GsnOmcHhA5trBXfEUmbY8Pd74nOanbsSak0m8sopEIESzP0z/Fz7j7MOHM/WJRxEs9tRC04Dz+lKxdHfaAlh7uHs7cOU5USNqyo9Ysos4SmzINplkLEm8TsVRaMVT5MFbnIEjNwPJaiHWaF5b03vWpBknghGiDQHTWsfrxFWci+2g4RiKFaF6F/6Va/HvqsOZ66VxW23qHvYNcJHdK5tEOMGepXWd1t52hq7HF1O1tBaLT8aRZVKjTTZAEsWhkNktB2/3ImSfl8DG7UQbAoiyhD3Lg9xCmZesFmSXsyWbaqDkZJkWQy3XSLRYzfsqkTA9ghMJU+TKYjHvWVVFC0Vo2liOIVvo+tInVN96PlooSLC6GVE2g1lDN4g0Rmgqb0aL6ymnBUtmWw7DUA1itQkM1Vwc8vQ0r4/Na0exK6ZastVi2hJZTBGvcE0z0aYwwT0hwtVREo0q7u4OrB5Li+euFYvTmgriEYRUTXBrRtnQDUJ7mqjf0kBGqQ9PcSaSRUENR1tqhM1gWbLIyE47lgwvgiKbbIfWfapJ87lubMZW0gWARK8h3PTTCNb9uibVxxmTvqV+xSYEUSBn9EH4R57AmfckiIfbPNg7w95zqufVOztlRo3/8S5+Oeq+TvfR3kKo19KPyZv//n41P8btpyTo9zDmoaM4bu6pfPx4BisGnNZx3/MeI5BRhvj16xTcNA2ANyaOIHd22zwlb1QmkYbYfsu1fg+uHnYGnjESS6ZJs45W1VC/oYK8od2wFReiBUNokSiRPQ24Sguw9OjJ5t6nMGdzDrIkUJan0sXdQI/t37Pz9Q/T3qGt5/Mv/IU/i78yuf/L0N7v9e2rf+CcaUf/6X3+eHMtZ34ylNodbZmkQ44dwRFXDwVSc80Dxvif7uHIJwpTf5dt+5DyDS8hWzwUdfv7Pr83/RE7J9/ScfXw1pKnmLL+wGjLosXC2MXPMW/klam2DX2OZd9VpiYmfHgpv/W7kK4rnmPmGa8y/qd7GHLuKBKBUJo/nzXPgrckm+w+ViKBfQulNK0KYHHKyDYJR5mNSHnsgI6//LtKJpwzk0RpHxzdS2lv7dNeQXddfT69s+ppWLRiv0FPvKaODYce3qkPX7Qyzs5vF+BesYHx715Cw8CJfLqmP1+9NQ/uhn/n/Yp/fZg+p/XhzY0/8su2UjI3PocvfzzNe+o6DXCBfQa4rdYUlQvWY3/yVegkyP3d+nHSJyNr+57ATXeOY9b9czr9zjm3N/Pjx/DY6Ke56pZD+GZEHgB/F9MVyRcJY1oTcB1w891jmHlo+jE5ymx8+qs3dVw//2sRM89+o9Pv5w7p/j8S5PY7qze2DNd/FOR2O6GE+Zf9xL3PtJ2fhoo9aRO3K1/OZM/2MINGv8C9o75g7V3TueCJ89jxyWwiDREyyjKw5WXz8qgNzDukjSo/YMoFTLx7AYrdxvf/GgTMY+vn5Yxb8xG/WiRuXLSRkx96lUd6X8pVji/Y+IVJoWv4zY+06Oe049QiEZqd5pix64cq8gb/Gy2WwFVWRHJF2/O3dxAiiALOXC+uhnCqllBx2pAsMjF/G21SiydM0Z8WRV6jhe5p6AaKQ0FTBV7cXcGHe2q4Y0gfTunbFTUYSXmsdnNaycv2EWkIEQ4nkK0yFpfNDBxFAXTDpMO3ZA4NTUOPJ1roseZvtU7sZbsVyW4zs8otVFTsThBjCGrCVOzVDQRFJhkIYqgqssOO7HISra4jETL3acQTiJEgiighOxOIgoYcD2EkTNaBaLMheTwIsoKeiCNarOjRCFo4gmy3ktk1y6yFDQWQM7OQLNVE1qyhORgmV8jG6rEQa47iLjG5L4rXg+DLQKiupnFzFXGfHZsoMnvNZrZu3kSfvqaVnTXPQuVvlfsMcAGyumfgyvOYNj3NcRKNpkLv3pNqyS4id5NTasWGoaeEmiSrBUGW0BMqzeUm68ae4UBxWM3zGgkh2A2w23H1KMVRnE8yFMa/q20hsHRMd/O+2lGHoAhpVmn7w+65e3CV2AhuixDaHjUpzJlW/FvDSHaRZDxJzB8xKcl2K44cn5nRkiQQReyFeUgeN6LXB4oF1ARGKISRiKd8cwVRRPBmmOrLmoYgiGhqHCMSRfZ4EC0WdNkUjrL63Oa59zoINjaya3YVhqpjyVSwZVuxOGVTRbklQ22oOlpUx5aloCV01HZ9NlSD6J4EoiKhqSZzwJHlwiabKti01Nwm40mScc1ccLCL2Ius2Hw2ZKs5kCZjaqofqX23sCgEsc0zWEtoODJtRJujxINV5rVVRNwFPhSnDcXtQHbYEW028/y17iupYRg6ifrG1N9aKIhos2HZvJJjJkykuHQ0h/bXOGT+3USr6sg+qC9qk5/kgJG8v3EwN9yc5KcFcSZeN6zT69xZ0mBfpT/Gjv2Ridtw1rWVwDim0Bbk+ga40p6XPxrgAmb5yqRTiT7YOffPkGRscT+O0hJ+ffUhxPo9yN8voX2vBFFEtv256b/NZ8WSnYmoKKhNfuLNIQxdx9G3D/Ht20kcdxYn3xJl/KmHcvna85FGHkZFMAOnXeCgLnX0Wf8R8S1b2Pjjb1TOqv39H/wL/5V45pln/sf2dc011/zH3/kryP1fjKrNHYOJ9gFA343fcfa1FVx84ziyJvZm1LJX+Nsdbdt+f9Q3zL3+K2bNgA7azX8gyTbhm5uZ+FwPpj6R3l7U/XSSapDy9S8gK27yuhwDgK6rhP1bcPl6c9sPl+E+8wLOvPJmxvWoTNWEtr5kxr95Dr+c9/bvHsPffjyO+PQo3z12HPNu+vaAjvuVC79CK+3BozfPB0bx3WN1rL3jGXo8/wju5b+QddCmVDa2YFiOSXmzWsjrn03dj/MwtM4nRcmYhiPLQdnYHNThCeLBOBldc1KehZ2pzwL8cuaLHHr7EYgtE5fOMCpzHVmrf2beJ/unJOtqkixLM44cb6efb/9qF95+DWQffzQZNRsZ1bcbve4ag8Oi0Wh/A8vX40g0qmzucxTFwEzgMp7tdF+tGP/GWfxy/rsd2lvr18q/q2T8tYtoalffDGbNMds7BrreVb9x6y3L0vY14eubqOg5gSQKlu86HyRz1ixBv2M1iWAz1/9wJdHPw3xjNHOU4MUjpEe0o9WfqbAdS1HvMio3lafaL735MKRD20TSBpzXl6zzz6ci5yB+nbIi1T7x/UOYghnkTp30CoIo8lTzzZSM6U3klMvou2kX23/euV+hKG8/534ZC86CTDyjDoFpnatodoYtU2bw9r2dLwAAvPhUHy67zlz8uO2HS4j/AD0FG3Mv/iC1TcNvfuwZTiJz26hiYx87junuC4C5qNEY3xVeSfcJn1Ixs4YmOZfSf5zOEV3K+X7xdfRzbCbU+xAqZ7WVUix59DuGXTuCla+spe7HeTjsNrL921OfL310If3O6k3GIflUf7/v49/563ayumemJs1aIpmiVEoWGUPX0ZM6Mb9JY1YcVoAW2q+MpJhB0ROL1vLG9t3cMrgX5w/tSSIYMWshDQPJqiDGJaJNYeLBuBm0WmWTFisrpvKxbt7bhqaRDITSglvJYlJzRUVAcVhRXE5krztFq0WSQFZMgSqbA0kQzTpeVUW0WBDsdkSH3aSN1jfhznfhK8tFKShAc/nQZQueUDWqxYkhiAgOJ0Io2JK1Nfelh8MIXhnR5UZtbEZPajjzMgjXhwmv34ijexnWTC/NexqwigLbtTglY3oTrm5EsVvQqrYh9B2EqtgQtm4hEU6QmePmKbrwRLKBiedczbTrzmPU8cXs+Kai0/vcXmRFTxqIskBGtzwsbgeCKCJZ6jts2wpBEUyrJbsVNRIl3hQ0vWJbrqMoiySCUURZxJnjMcWbWrKcenMjYjxmZkXt5m8Ftu4iFojjG+DCV+LFnuUhEYyg2BUye3sRJeGAJtTJQJJIVTwVEEfKY4iyQDKQJBmAJjWIYjcz6LLd2lJzqxP3h9HVJNYsH6Lbi+HNQrfaEWNhtMqKlKerkdQwVBXF6YaWGm1kCXSdWH0zVt1AdjnQ4wnT/ioSJbZxFdG6ZpIxlbxhmTRu9qfE2drT+lsht6uG0aJ6h8/VsGraPEkt9khJLVVDnro+omDSxhURQRKwOC2IkoDeUiagRlUzk9ui4qepOvFADEEyn1dJEc2g1iIjtNT7gtbWbrUg2WymIJsomNlsMMW9NA0tniDhDyNaZCweF3okai7ySBKTql9ikjVJ5Kv1xBJJ3IP6Y2Tn8b3jDHyyymVZn0JQY1Vux2znvnD3kitIYI5/e88vOmMStc5f7ph7DXU/zuOjK7+BFVv4+aK1zGw3x9rfgtAfRd4Vl7Lxg44MLqWhCtGbTbJLT/r1cKEs+4XZ7RZOLZmKSTNuVV78g3BkOZA8HvRgiESzaetl89rBk4GgKNz0cSmwkV8+XcjIGUuZcMRheMoS9CqtoHj5Z6x/+QsaN/kP2JP3L/x34sUXX0QQBP4saVgQhD8U5P5FV/5fgNiM15j4fE8cPk+anH77QOCVC7+ioWLPAYlL/XzZJu7YeSYOh8w5YyuwqyFeWtSHHmUWTl55A0uf+okR1x3JwsOnMme5wbGHqMgXTNinoXh47gamPTSv089aYRgGJZvO5uOtu7lVLGCU6ObafiexdfWjHCV4uFrK55A7x2E5djJzD227UQdfMojTd17Zob9744hX/8VRnx2e+vupxwfjnzCWeE2i03PQ55D+jByZzdstGa697YaefnwQWY+cQ8GJRxFetZrV7y5OZWPHPTsZI54gXFGDxetk0UNzsOVa6PW3Pnh7lWJoGnKGD9HlBk0jMOBwvqoezltPm7/lzcvC5XOjJlRevqSB9ade0qnIyf9XyFu7iIQuo58+Dv/6MBP+fQHRrTvYNW/dfgWqWjHu6RNN78VREzjmfleHz388dc5+qVgTZtxOcsuGDrTyVvTb+C2rGrtS3SAxqCRE8+D0VfZuJ5TQ9ZyTuL3iXC6eM7lDlnTklDGctMKkTba/Z1bpEW7XK5gmldJNsKZ9p+zYIown3sciJBDuupTNH28j6yAvA86bQHTsScwJjSCWEBifu4ZyvSu9tTWsNA7i7tsWM2DMIHZtqiBQ1zHDevplh/HPZZfgOOwIYr/OZcE9v+zzvPwevP2cDL/7HLa/+1VqgcRRZmPQ9BdZNPQ8+p7Rs4NNzOMnv4MaNe/b8aceyujrh6YWG3pt/JE3Z+dzl+8FNr78Oc+O/TwlrtX+vFkyFUZNv49gZlcqhDJWVmRQlKlyxOanTDGtdhjz0FG80+1GPn/jTub98B6Th/fj7GVxHj7mVV407ungKzz40sFs+3kz+YPy6HLUSGZdmu5f3J6B0Kp2PvqBI9FVlQ2fLUtNDrufVEr95npiDSrJgGn74iiz4S50pMR9WjNEVrfN9KttCYafnbuKR1Zu4ureXbm0f/dUthfA6rZhzzKFeAIVDanslGxTcGS78Q3oieh0msGuIIBhENtRTjIcRZAl04sViDcHAbBl+bB074GWW4wYDSJoGkaLt60hCEjREDQ3kNxTTbyuEUuGFzkzA8HjM/cfDlE7ZzHeHl0Qxx1NdeYA3GojzhnvmLROj4dkYxPNm8pxFmZjL+1iBkkWC9HeI4hbPdi/eYuGtdvwdisEXWf7z2uxuCx4Cn24CrN4d/NubvhkJjNuOZfD+nc3VXEDISz/OB9BTyLM/Y4tXy4ms2sWyXiSgD/MvUs38HVtHZMEL5eIuSiCgG+Ai57HDsQzehToGlplBbGaOiwZXkSLhfCuSpq2VhOoNBcQrR4b8UAMf3k4NbHtcmQBnkJTmKZpZxP1q5tJBpIIikDuiAyc2eb44ynORHGZ6sSKy4E1LwctHKFu+QZ2/ro7NXa7etixeiw4shy48z24i3MIVtTRuKMBQ9exOK007WhGDWqp+6j1OdubjdP9pFIijRHqVjalnilrnoXsfj6zxrcl4+wtyUZPamaAq5m13N7uRShZmeY7Qjbrb5N1tWaQphumr3A0hrNbCaIvEwwdIxJGC4aomreSpvImZJtM3oAiXMW5hCpqidQHiAfjJMIJfF18AIRqg9SuaNwnDTt/TDbObCeJcIJAZYDAlgiGagp6tdKZW6nMomw+L3rSQLJL+Hq5kCxmANwasAqiQDKukYwlU1R/SRGRrHJb8Btp8eu1ykiKmGJFtD6nYDIsnHk+rJleRJsNQ1XRonEkuxXRap5bQ1XR1SSy24VoNReD0DSMRAIxrwCiEbTmJqScXAxfDkc+UcgZV4yj5G9tyvVTJ73CZ4+6WDboXx3OTft5w4+nzE5ZD/1RjLj5UCavPg/4n/fmHbLuUyzvPEnlkq04XnyP8681fda/elBk4bC2MrEJ069lS5/JWIU4WdEKHCtns/yxT/GvD+Pu7aDvSUOo31BB7fq6PzUn8Q1w0f/0Q7ENGUp8zWqCO6tNj+quxRiqym8T78elxLimRZix9XyMe3YyO79fTPl3lVgyFQoPyUXXjNR7o+zYIvyVQYLbtb/oyv+PoE+fPkycOJEJEyb84X38/PPP/PLLL2zY8Ps6NHvjr0zu/wIEFixmyozHgLaB8uFHhuNvtxLYUGH6Orp62NMGpykzLu4Q5E18sTewlOvvHEvR5l+gqYGRF5qrma0ViXNv/Ab4hssvH8LKS1bu9/hqGn9/xU8QBJ759D0qhx7Lo/oe7kXi/LXvcxvwoxHgRCMD7p+D/MyvHHL7WBY9OM887p1t/dgf2ge4AJtqvRx11tB9eoHeseMC1PUq/1buQFNVan/cRO5RvfnpH79y5EejufbG1UyZsQlD1ztk4D7sOZV/VdyHJRLDfew/GJ7QkC0S9rJSBF+G+aL1ZKDZnPgzu1Gud2Vs2W7eavm+v6YBf00DGYW5vLZuONc9dz0zJz34u+fwj+Cgq4eRCEbSBDisN0zGohvsbskaBlauRTvnegpCT+4zyD3s8eNRCgrQI2GE0h7sfPp1ym/6lilA1polxJIW1AkjSDSqzPodFsDefS1c/ytXXd/mDfuS4aJPZjWlPhtV/Uan7l+Hz8M1H57O9q920fVsg9PGJykccQ0XRJxIisKLxp1cnLwLWhKsU2ZcjGhR6H7LJWx75GXWRCN4EDnn6X8gHTQSqbGGmSc/DZh2KpmbvwJgU4MZODX85qe27xryBw6nKTqSLVuj9MgpZdVON5tto1i5xtxu7fzV++xrtg+Cu2qQly1CDYUpOiL3D1Ov/OvDzPzHC2ltkfIYzywfzkhM+uDeOOrU4Xz7rkl5P3VUM7sDbdsUL36fyp3nMfNSM8N6ft0kPj53NmccrVPXcg0PvmUUrw16jaGeJXiXfotl8DgqPKM4VPg1FeA6ymyIsoAr38l7a7Zz6z19sTs93H/tpVzWzc2i9Wa9Q+n4wR2C3C0/bGP4s3eixPeAzdHh+Ne9vZHuJ5XiyHKRM/ogBLeHyNp1RPY0UjSsmOa1ZgCcCCdQIxqSXURxWwltNdWV7ZlWHJkO7BlmUBttiqSUYrW4SjKW4OPNuzjCl8E/XFmE60NtglKYWVjFaUO0KC22MmYdYSvt0kgk0AHBYkG0O0BWkL1uREUGUUytUFt9puiT5HRieLOIuvOwSgpSvIWeq2kIhm4KV8mKmbkC4g3N6GoSiyAi5ORhuDw4cjPQVRVrcy0uTzOGICJ73MSq9pCsqsVIaljcDqw52QhWG9jsJHO7sMM+gByhBiUSRZQlbHk5iA47+g9r8FeYmUdvtwIunjSaT1ds5oQn3uWM0UO4sncJXcafhG3PVojHCNTUU7O4IeVPHC4PcEljBmWiyLN6DYMNB2MFN10P74XnoMHU9xiFPRHAEWiG6hpEiwXRaVpMJWMqumaY4m7VQaJ1iVRAZslUsHltqFHTYqhxvT8VTBqqQSKcxOo21WDj/jCCKGLNcGPJzED0ZZKoa6BpZ1NacJpoTOLIsrVkCkViTUFi/qgp5uV0mLWnShu9tjUj2bgpXVfBmmdBSyTR4qYifrJl7dndxYHVbUOUzUykYldS2U+Trm4Gzf5tlVhqm3CWFKDk5oBiRS4ugaQKiQR6NILSanumxk06vK4jKG1TMkEUzHsjL4eMzEwyew6n+p3XCayoYMeWXbi7OMxg0i6mjllxS8Rq1dR5jDXHUoJSVrcFW26SaGWcZCCJoepY8yzILgkpKGGoOnrSwFANkmqSSH0MxWEyYkRFQrGZ/1ZjGrqqpY4RQJA0DN2kJ8s2M7hV7AqKw9IS5NpTGWPzeyKy026KydXUE/eb7yp3aQGi3Y7Q8nygGwgWC0ZSNe9188sYTg+C3YmkaxihEPGyQTz26FAaB6UHuIIodhrgjn3kGKa2k7iv/mUJXY4sYPdP1R22PRCIFoVm6zBu/+UKHhz/PMqyNSl15T+LqZNegRsagXPBCrQEuADv7R5Dt5Z/O8psNPQaQ7k/C7dVpaT6F9a/+V2KPVQ4upRP1m3Hv7qSgTvFlFDoH0FuvzxsZSWpBZwUI8ZhJ7CugsHqEn4dcgmvbJjFxde1LcxWzvqN+s3mYnHJ4UXkD+9FrL4Z/24//vWmOnh4dxSw/OFj+wv/+9CnTx9OPvnk399wH6isrOSXX/5YAuGvIPd/AVxHHQ1TzfBz6aMLudOzFP/gjhNagNt7PMOUrekBYWeB7pQZF8MMk366P6x8YeXvHt9HL3Uu1rM3Jt+hox8zHdfS23gksY0nQm18qfu0KgrHvYbDXQrLgUlnHdA+c9cu5robOyruvfToXDac/Cp/O2gszkwv4UY/nw96k6WPmp7ArSHVV1M/4rg5k3n9yTkw6RVGDQTaJZP2zoxNnfQKPD2HEwZsRfb6UAYfhqdhN7piIWlzmgqYgCbbiFvd+Pasp2niaTQB028ZxUv9X+WH983axKaqWr59t5b+d59B6YTXDiiL+p8i45Bh4MtKC3L3DjSqlu/AfmEWQrkZfB3+3Kn4N25nxXNtK6WSz8usntcwzLoK8cMX05SAG/4DH+O98dOTy1l2fTr99tLrNgHw+tPd0tQnTztnKLQwwmae+izwrLkoM+kVNFUl55GpcEsUXVfx169gqxGjp8VBr7uuYsfTb7LNDQP6n8C1DTfQdWcmFw1dw9ArD2LFc7/hG9KXnW9/Rt3GOrJ7ZdPvrN6sf3cTG97bwob3buOsz/bwbo8rmPZWA2G/uaAUCYToc0h/BEFg68qt2F0OCrrms2dnDf6aBvqPHsgxtplUNoRYN2UGskemYGQO+8LoJS/y2IrR3Fn07wOyC2vFyAvNydKWT3d0+OzKmlu56jiZ7wY/iFfYwu52nwVWrecp9920umQ3rw1x1I3DqWvHcHtn+Bssn7WDK7s2kdhTg8OxjMO7qWy58rbUNj2/fQ9v807eu/4Ornh3AaU+N0+/+goTPBEWnHo/WlTn3odGYtm5HvgegOIJeVTMrKH7pF64jz6FxZuClBid17gnwgk8xVZTSCknnx0z11KzuIGux3RJbdM6+cwdmYGnyEu0S4RAVQhHlgNXnhdblqdlX3EM3UANx4gHY+hJnSKblVjSnJgnYwIWp2EGtKqpKis77Wl1hQB6UkdXW7JVatKsmWwJaiWnM2UjY+g66AZiViZGIpGaiAsYGJKMrliRYmGEsN+kF4siJE1rI1FRiNY3m8q88QR2RcYoKMOWn0NsTx3JzevJ1JIkM/IQS7tj1TTiG03Kt7t7CVJxFzAMDIeLqDsPf9xBieBHDUbMuuWCQgyXB3e+C3uGZlKIszORfZl8cfN5vPD9PF74ZSlrdtWx9OXPibzzIKFNW2jaXoNkl6hZ0EgNbeyFAYIdEWgmycAL+pN58BD0nCL8Yhbe6C78K9bRtL2GfEXBqsgkI3H8lcE0rYH20KIaelIn0hiiYW1zh2ykzWtFsStoiSTJeNK8Vg47gtWCEYsQ2FFFuC69xteeb8GV58bmtWPoBoGKBgA8hT4ki0w8GEMQTYq0xWUHQSDuD9OwthnZI6O4zUBOUASad/lJxjREWTApnoqAZBGJNkdT6sWibG6vOKwmbT1uKn0bum763PoDCIqM5HQiuIowXD7Qk4ixKKIrTHJPNXo0ai56yHLKckW2ttn6hLeWI3k8ZB5+AvpbbwItHqU1CdMqShZMLYkyc2FBsogEtmgYqkGkKg4EsPlsCJKA7GrnsdtCYdZIr9dtRaQ8ltq/7JFIxkQMzUBPGmhRPZUFV9wSkt1Udba6LSh2U3hKcViwOM3zIlkVJJvFtEkSBdNbWNNIhkOpEgRTmVlN+U4jKybVP5FI1aELDieCy4VusUE8AokEwY1bCR/6dxr7tFn0vH/jL7B2K7d+17kY5rGz0ifcV4pTeSH/DuDAgtxxT5/IpBnHpRbnRasl9R6aMuNi1Bnw5CnvpkSv4I9ld39PaDQY0jni5dOZdcmHDD7nEOolL6omEktKhBcuoHquWcvu6mVn8lfzWbPHfB6ekLrQG/t/fDxgZnEzexdDdj6oiRY/57hpRxWLEfeHWDXBtB/c0fcIaNeHaFMEm89KiCgZ3fKQfV5iW3anAvFAVYBEo4rs/ivI/X8FZ599NkOGDPlT+xg8eDBnnXVgMcPe+K8JcnVd57XXXuPNN99k3bp1JBIJSktLOemkk5gyZQo+ny9t+5qaGu6//35mzJhBZWUlBQUFnHbaadx55524XOkUTMMwePzxx3nuuecIh8OcdNJJPPnkk3g8bUHaueeey9tvv02/fv347bffsFrT6ZCtKC8vp2vXrhQVFVFR0XlN5t44aVo+7ZnmyUDnAe7+0DqA+lYtp9hSydoDqLndnwjQ70G2WkjGO9ZSiKJCr6G3s2L2uXx+WDHMKuefQiYLjBA7519AzyO/QpYdVGx9D3/DKnofdDdX33FMpzXCUye9Ap0EuK1YMX8zo37zc/VvpuzU0k72sWv2ahAmp/7+2x3w6WPmdV2/xpqyidgb9RsrKTrcFDGKZxYSs3qIyw40UcFAII4NzZDYfVebANaSRxZwEP25bMVbnPW4M2WF88PsII+echgVMz/ZZ1/+U7QKqGx//zvKrr80pcw86r4JhKvqWfVS23mrnFXLuBnPUi2KTPjyBnb1noR1QpTxwz5j0b0fpTIhhgHa60+y9D+oCd0fVr+3nmXvzt/n5xdcuz3t79O93zEXGLPwGeYf2rH2Ysngs7jn1cu57No72OoPcS0wVItyLKDaYGV9iMl9xjNpvML3X73LWV81cMaFr3H60R+w49WP2P7VLsDMmPb6e/e0fc88ZRpjN57I2+vMQOz868YhCDCpYCXK+8/iOK4U0WajZuYC1r2/EUumQnxGgvl3tu0jGUjuNxNwx6xhrJy1iDn04N2N37K+z3H7PX8HgrnXm9np4tW38d3W3pS0+yxQ0YCkNHX6vfFvnIVaV09G7xDxeCkVmVbKilYR27oNm8uTsl/JWbOEVxbamVK6hrqF5oRpZ3OQk086kRyvi6EBkXGCh7NePIPYRW2+ygVDy8jtX0zGkWbtvUcOo+qdj5nNu/wkwnECFQ2U/TMnVce986eO42fzlhBZPbIRZTeaqmNxWpCsSiqjKogikYYQumaYgjmKSHePix/31OHKM7O9il1Jeei2KcOKLf8WWzK5Rlr9bytNUpAVk7rcIpAjtFoVZWYjRMMYkTBCcx1WmxNDkjFa6nmNpkZTNMdux4jFSQZNloCh68SaIiSjcWSXA8WbidCnP073TkKbtpHYvBNXl3yMw45CKSzGUl2LGoyYGVqXDzGZQHN4QRDIsgWxNjeRSGpmTavdieb0UXBwbwxNw1aQh+jLQM8pJFa9h/umz8IAYrrZx2QgQMPGSiKNEfJHZKUtyhmGwbNaDXkoXHnBKHKPnYCWU0TcmUW2WkXi+y9Y/vRSrHkWPMWZGIZOuNZPYPO+axG1qE6oNkjD2kCHd56rhx1nthPFrqAnNRS7xaSZx2LolXtQI1Eat9dhdVsQ+wmEK8zspCPbgTPHjSAKNO9qJFwXxlts6hVEGkKE68O4cl0tddQqibBpr5PRx91OqThGrD7eUj9KmipxLCtOwp9Edkn4Sgxkq5wSTsLQiTf6USNx3KUFaPEEaiCEGqxAdtpxAILbY9Z4J5OQSJBoMpWkLRleJIfdXOzI8Zm2SoYBLcFyMmnS4WWbTGa3TOJNaiojK3tknPkWLC4zMLC4LMg2mWB5pEXwS8Poapjnaq86TC2qQ7RNqGpvJANmJltQhFRgq0W1tGC4/bWzFyXxdZdb1JdtSNb0YKWV4i9aLCRDEbBaUFxOBFkyhaWicdTGJqR4AsntSomqpe9ERAwHMBQLgs2OxeOiibax5fGT30Fdu5V9YcInVzA1vQqDSCDE+q83pbVNnfRKB+u61vZWu6EUC8kucTQw7sOrmHncwwBc/9lZaUHq4HWfsar/KQy//uA0sct9of13Dzl2BLIsUlHeSPnqLdhcTkYfM5j8HInyYZcw4sYdSDYbccOKIum4LQk2fdWmKbHHK7JmvRngDhTs9MTW4fcOFPkD87GXFKHbnIi11cQa/IRqgxi6juJ2IMpS2j3Rfo7pK8k0F61iSQRJIrKzMm2BXo2oKWbCX/h/A7fddtvvb/Q7GDt2LGPHjv1D3/2vCHJ1XefUU09l+vTp2O12Dj74YFwuF0uWLOHRRx/l888/Z/78+eTlmUFJdXU1o0aNory8nAEDBnDcccexdOlSHn30UWbMmMH8+fNxu9tEf1544QVee+01vv32W3Jzc7n44ou58MIL+fjjjzscy/r167nnnnuYOnXq/2gfg3M28jemgyAy+7BbOnz+2aMuTrn598ULmgcPo/kAfq91AN1XoPt7K4itAe41t4/lrdfW02tIGSOGOJkzv4l7T9rJM/3tPDzLDHC6ClaOEr1crJXT48ez2HHMp+zc+CoA43+6EO9M81oc8doZHPXpuAM4+gNbFd3y2UamvjqXux84hHvvWJRqP/WmAJ885uWugc8y9Nqh3Be9lQV3teW8v3pIwlH5T5DMbE29pysJQyGoumiO2FFEDR2B0ZX/ZmYnSriLh57LlUDJ0YVcJtzDqjmrmHn3vRz1YRabXp1O7YpGrDkKoe3RtMmCo8zG4M+fxxaoYdbh+x8YWicku2ZWUXDwLPqdNpJfV/3EgrtmMuHTq+Cl9MWBOdd+iXX5auY3WJmkrsQW9/PbQVfT47uTEKbd01Jj+x7tq2D6ntGTwpMnMfE1M5N4ze1jcYztC8CEb29l4rPd0n7jsJMO4ZJx5eRt/AUsNnYbZiBw/nXjOHX19UhOB0d/dWRq+2POGMP375n3yJQZFzN3BizVQxw/4hh6Y2OgYKeXYGPs0V6+eX8O7+sNfHzetXTHxhNSF8KGzruYK+VPD+mK+v0K1q5IsGzGcLZv344IlH94B8rPu/F99VjasW7+uGNWcVufCXjO+pQRh/fh9N33UT1zMe5DBvLr84tIBtKD9T8iljHl+F38o4Uid9a1ldyxdA3aiD9OaRszdVLKpmn2agff/XsOj65eRtOg4Rzx6r8QSnvs0/LiyI/NF0bB7nq82W6iQ238cs5bAPQ7axeDLx3MqpdWMWjVy7i++IFfvqngINHJZ0IPGj/7kkj9FhbeeBFzjGZ+NALQbQp91MPpuWEuPdd+xKpH3qPftLtZ4jiCw4B19XkcH+h85c2Z42DP/HpqaCTvoE30+WcPNn6wtdNJt2QXadrZhCAK1CxuQHH7yRuWwFPoNa2FKppo3hZCcUvYfFZku8yqUIg8px1HljOVWWre1YjN60BxtmReZQlHjheL2wx+WzNyanMQyW41BYNCEWRXDLmoGEGxmKtCiQTEYxjNDRiJBMlmP8aeGuSaGmSPB7LNd1LS38ymT3/F18WHqyATi8eFJTcL0Wph5y/ms+ouzYd4jERuGVp2GfZwmJV3f40lcxMjDh6N7s7E0aMr6p4a9EgUSVNJ+PKI2bOwxZroFliEHGzEXVaI5HahO9xE3AXYjjoRS91ukypttaFbbOwoHY4B+JA4tUWJvPznlUiGhqewVcTODHJjhs5HeiNrifLhBSfQdcQAkrt3IlRXYRUFNrzwfap2Ol6ToGZtJaGazRiagSVTSS0ktqqvt0d7JXFBEXCW2lCcChanTHBPgHggYSoA2wIYWmUquAOzfi9/cCnO4jwMTaN58y4at9dRv6U2lcGy5lnwbw2TDCTx9nOSNyAfq9tG1YqKlNigu7eDnkf3JdYUomFbHbF6U8hpbyVoQzXShOOSIQ1vsQ9BFIhUm79ny/bh6lFmLoI0m/tvVRmuX7gC2W7Fluk17aMMHS2WwNA0ErqOGAoj2W1Yc7Ixki1+y5Jkbmszs24FxxyOXl+DK28dzbsaaSpvJl6noiV0knENi9Ni0oTtChaXJXUe1IhGrCGMFtXTRKoOxFJJTxoHPN5FK+N4uxroSY1IQxg12owaVUnGkti81pR3r2xTTO/USJxE2KwzBig6pBdKZoZZny6IYLVBSQ/QdYRIAKO2Gj0SRezZByGpgjcT68H5FNcs5dN317N07jbU3eZCY/s5Qut85seTZjLx9cFpxzx0wlAm3TQira11+5NvjbG3hnFnc4+h1x0KjGHO6W2ija37+PZelfkjr8BzxDFUfLuJ71Y3c/uVl6UxqTpD6+8MOK8veT1OAmDD4cdz6wNeLrp8EMOyt1Ow/AtmHv0qOzDFO5viLjRdINvaxNYWBoW3n5OKsLmQbUXgejEf8Q9SlbudUELeyP6IuQUQaqZp2Sqqlu/EXx7G4msm5o/iLvAx6KIBJGMqBUePYeXgS8h79CxTPC4/i0htE/kD86n+bUeHReHuE/tgz81Ezsj4Q8f3F/7C3vivCHLfeOMNpk+fTs+ePZkxYwbdupmT62AwyBlnnMHXX3/N1VdfzUcfmTzUq666ivLycm699dZUMJpIJDjrrLP4+OOPueeee3jiiTaJ4HfffZd77rmHAQMGAKYaWHFxMZFIBIejYx3ZY489ximnnMLw4cP/x/r4wmO/csydHuaPNLMhI24cmVZvumzQv9JoH+3xRzKyDz08nNc/CvL3qZ0Hld/eq3Lc3crv7ueZB+fxwpN9efr9CEf/fC0Dlmxl+Z3VjBZcjBJcLDBCOJGIY2BHpNFI0lS7MPX97u0Egv4nA1yAnqf0YQqQmAHvndeXM6qvS3122k3mBOTowxwsGDkT2SPT47gypt9iw+qvJJHTBSXURLJyCyHdhz/uIJwwV6U91gRDNr7NzNOe7/x3T+2KGklQ/l0lty4ezUsvbmZDucCAoSfQ+3ofvSUJ3WJHbKimdsZs1rxukqsj5TEWHmTqYO/tF7ov9JrcnW0zVjDgjksYdFE1q19dS3hVeg1pq/fqoeHvGbVjBTuenocgCvQ7uDeBHVVpK6ntYVJ5t+A+4xOCDU088+A8Hl+zhEG1PzDxsbwO28/9YhHrlxdwwQUXMfTNf9Ll5YfNCcIMaJUtm8In9Nz4E9ErzqTirBqG7LUPCfPlW4fKPDt8GmmCq0yrqy0IHCP4OF/MQREEEGCQ7mPe6/9m0bzZWB2F7Nr0NrbGXbwolZFAZ4pWwY0XXMhrv3smTTxSezW7L61mVssk0FWQiS1XIXQA7IrtX2zki3eX8mTzjZ1S01f2PzX1DIuyRK4juE9yXGd2Su1xxEv/oHbcmSmbpn98ewITH3ufQZXT2b3xR466tpwb7xqDQudB7pAjhrBqzmrcPifRUJytDQU4Wz5LhOOmii0w88zXyR+TnfqeVRDZWtuNIw/pRvdQBmdIPh7Rq3n+qQf55eS/IWCg5xRRMLiIxLefc/Ah1dQUno2ARGPJQYDpQZrdp4gdszdh81px53tS2dua37amJrzt0WphYvVYsDgt2Lx2GjP9GKrRQg81ayubNgZbslemvdd8LcLK+mZeGzMUNZLA4rQiSBKOTFN1udXLUwAz69RCW5YsiplBaxH10lU1pTorW2zm5DseA0NHT8RJNjSaNbqSZFq/xGIgCkjeDHNboS07IdutWIvyEYtKiS9eSLA6iCvPaQbFkoR12yr0/BLEzCx6HNetRZk2jpCIgzcDi8Np/nYyiSFIJCUzYBL0JKgJRJsN0ZdJ1JVN2OrDkgihuzMQ4hGEaBg5FqFX12Ecf+hQZi9djaomWfr6+9TGouQDjXKMrTXN/KY3U22ozDGCNKNxdk4exwzojn/9NkJ7mrC6bcT80Q7KsZIikgyZ58pZYEeyi0Qr42m1rZ3BFEBSUboqRBpiRKsT7TKJYocAWVN1krEEgqIg52STIUnUbapJU3RPNKoYqoE1z0LegHy8JdnsnLfZtLmyi+SOyCKndx5aXEWNmtZRnlLzSWhf69tK220/JjsLzGekZsV2BFEwFbEzvIgOJ7Fdu02hq8wMpMxMU7Csvtn8oiggKrJJh2+h5souJ5LDbga0koQWDmNoGlKL6raQTJLctgokCdHlQnHaceWai8PxrBhaQifWHENXNVPxuCVjmz8mm3gwQWBz6ICsk/Z1Xf4TtJYC0EKDNgWrzNrlZMzMnutJ8zgBDM3cvyPLga24ENGXgREMmMyHpIrYyppLJhFkBclnQbO70RUbcrABIR5FqqumqiJI/e5qfr5sE4QCKXXj9gv2R33RUfxGT5rH+Xv+752h1RVi1Yu/kezzSUo9u/1v1vvM+eq8W76nmO8pJiUrcUBYfN7nHGWfi/rp27i7jSPc6CcSE8mtWc3MM15NbSfk5CEJBlZZp6B5Pa25bP/6MMXARWIOAwQ7OcLvz+s6gzXPgivPg+hyga5BKIB/Vz3Bioh5b/kgFojjLZExdANXoQe1to5u715DXUMIR5aLpm3V6EkNQRSoXd3Q4Tc8vbqaZRberD90jH/hvwPbtm3j4osvZubM3yuo/PP4rwhy33zTrEN58sknUwEugNvt5vXXXycvL48vvviCaDRKVVUV06dPp0uXLtx3X9sEz2Kx8Morr/D999/z8ssv88ADD2C3my+pvQvwDcNAEIROC/OLi4upqKjg3HPP5bfffsNi+fO1A69NzePzdT2w7ng61eYZfSi0C3K1hevh3vk89PBwgnslRAp7lTKVV/jx1vrfzQC2YkTtFxifPMa+csPJbz7mzadv57xry393X5dfv4GfL1nPyvtXp1bHBUHgMjEXRRfIE2Ru0yrwIDJR9DBl9ZMA5KOQL5jn7+BbRkEnzGTZauGmL8/F1cPO5mdXcurSy1nwB+yP1r65gZ9+qkrz9y3sVcqgV/7OGkzKVfPuZoq2LmXHgJPJUGvxNVQR37UOI3s0gbiVYFSiNDNEr8TqfQa4AM5cL95/nUne4C8ITDuJf134NZu2J4kYTgxZxpCtCFrSFLGxW8ke7uugbH0gAS5A4TGH4duyjRXFk8m4YSL2746lfl3bi3r0A0cijT+WjGefR9y2HiE7l5Lbb0CzOFl95nUHZAZ/5XunMf7Hu3i08u/ceNMCoGOA24r63dU8ck81cCVT6DxA29LnSKx5lk5tL26YPoWpZzyK6OlJj4PupEusnqk93sN2/BnUnXgrFiGdyiTHVUoWf0pG/nFUbH2XeKSKW8Riilvuq9x+l7Nj/fPcNuZFZr44aJ/ev63Yu5555Wu/HXD5QGvt+owLZzNgZt/9bqsnNa6+YS3fLH2Z+Aevd6CvjT/1UEYNBm0f9/qsSz/ioKvbKHkbP9gKHxzMTGDqpFIAlFH99vn7U3ZeTNYlE0DcBJEwNW/OYm3LZ3urWbcPGgDu7vEZtfbhrMV8zkcKLuZXVbGs3MKY0mbEmgpyTz6OjU+8RZ/ePdlVG8ZhcSJrZvCaN7Q7isuBp9BD/kE9qF/fdr/Wb66nYHBBin7fCi2qY/WYViaiJCApIrYsBV0z0DWDaFOYSGMk9dzEDZ0PAnW8s303k7oXM6YwJ0U/liwytgwXhqajRuKIShRFkpDsNkTFDM50pXUCrpl1grT4mooCht2JYbEhalqLiFAUXU0i2azIGRkIbg96Q52Z6TV0DEFAkCQyu2bhLMhE8XkQnWZdYXBXDVaPhZKx/RH6DcHQkkR+W4HTYsXILaLghIlgc5B0eJG1RnSnF0NWkIJNkIghJSIothiCYaBZnUjUoycSSFYrCYsLWU8g6i3HH/SjN9QhKApe9w5eePhurrzjQb5Ztpq3Lzyjwz0iAjkoDMvxct2QXvQpyyW0s5qq38px5bpxFeeiJ/dQdERuys4md2QGBUPLgHLC9VF8JT60/CSNliZCO35fzTUZSKKGVSSLiCVTNms97SKiLHRYaGre5cfitODtoSJk5qB4fDSu/yFtm1Yl4YJhOThzvSSCUUI1UXwDXOT2y8PX1RzL9qwsN2nDTnMRJRZoo8haMs2goP2YbC+yYvNaqdtUQ82CRoon5JkCZoqCFgpiJDVEi2wKSbUsnLhKCtBaPHL1RAI9kSQZiSM7TEVh0Woh6Q+gReNo8QSixQwWEs2mRoC083kUjwtBkpCsClavE8VhRUuoxIMxAlVmDbEai2NoeovFnQ1RMmuKW2nX/18jVBNGcZjnzCwpkCka3hXJIhNtCNBU3kCgKkQypGHLtuLItGFxWrBnOM26dVVts1UCkuXbSYYiSA47clYm5JUR8RYStGaRAyhNmzASCSYe5mbXllxmntj23um58ac0oabOsGrOKm5f+wkrBnS0GnpFvo/9ffvIj0bDpNFMmXExay4x/Rv3ZsGdc83uDtngA8WADV9xxnXz+NsN1fz6yAJGn7IDSbHhsOk0/XsvS6NomHxbLdlWheQHHZ0NThT/8+yoo8yGI9tGrDmOK9+JIz/LFOCLx0jW19O4o4lEo4q9yIozx4FiV5BtFiw+N9aCPES7nWQglCohsFpsxIMxmnc2dmAHCIqA1KUUNbsI1ZHxByuG/8J/A1RVpaqq6vc3/B/Af0WQm5mZSZ8+fTj00EM7fJaTk0NGRgaNjY3U19fz/fffo+s6xx13HIqSvmLl9XoZP348X375JbNnz+aYY0w/17POOov77ruPQYMGkZuby1VXXcVpp52WCoLb4+abb2batGmsW7eOe++9lwcf/POquRtG/IOewTAzgV5/707eiD6Ef2tb65s66RW4dz6PVt9I05COS+HnTDsa4HdVb9vjyCeLoRMRq1YE/3UjX60pAcoPaH8TX+7Hz3dfyMwT2zLkroWbSd43nzvWPEXtzl0MHfcm96x+DCNiBlb1JCk34pQJVpY8soApLGDqpFc455pxnKW/maptAQhtjVJ4TG8W/M5xjJwyhsVT06mlUye9whdD3+GXI+9hCiY1/Lmpcznm+DJsP7fVXe+ZX0+/CwJ4kw0oySiRwt6oxcPJqt9On/pvSKxdxZ6lG1n6424GXzqYxm21KbrN4EsGYfE6WfroQla+sJJxfbvhmHg0m3OOYenMMF26OOmxYwYzjzWZBXurZI9+4Eh+veMnJnx5A4SDzPzX/unirZh55utM+OhydjS4WeZ3c8oP/6ZBymNo4bU0l9di7VKEULuLjR9sNQOhFox56CjidQcWSAP8ctR9XLmiKxtXd8Vis7BthVm/9HGPl9JoV+1f8CNuPhQ9kWT500s77K/1Bdd++9MvO4xxO27huESIOVVzOOy+b5n7xSIcV79N06DhWASRg9Z8xG8D/5H6TvHRxdiPO48vDtnI8feP4+F/9SX70V9S+83Xk3j0GeyYfwUvD85niGhmabq2+H3+Hg40wF393npoqT/++u15DNjHdtMHv8WDec+y7Eez7vn4OwV+OL6EwetuYVFTP8Z9fQFLHlnAyAsHou1jH634bdry/bI4Ri99mV9HXJL6e8jlQ7BfcCX1zlIqzjyNZPS7fWbx94dWCvSwa0ew/Oml9BfsCMAN/xyAWtdEDIMJggf5ioU0f1rHO0e56fHadZBUGXXPeKz5OYgZWXTt1RvdnUGOPJ9tX+9Ai+r414fxr++8ni5YHiGzn0mlTcaTiIqEI9uKzWOlqbw5lVGsMhJMVWup2hXn/hMO4x8ZHpLhOLLNXFRy5GcRb/Tj31VvZoE13fThzM5MCUppobBZlxtPgChi8bqRXE5EtwfVlYEhSijxCEY8hhaKYCvpAt4MdKcHzepAttowGusg4DezxDm5ZPYtNVV4LRawWBFDzfh6diFn1FDE/CI0SQJdw9m3N3pGrumvKsnEPbkYgkjS5iHozMVAwGetwLJnB2IihsNfhS5bqPANIdfqwZWIoWXmY4824q3bBbEoycoKInvqsPjcSIcezgLHMYQTMmc88jem5W7D11TNK+MuYHcsSCYShYKFLnkOhv5rKL5DhoHTTWjBQnb9uol+5xyF0LUXieVLiAdjuPM9KUVxV56bhs3V+CuCiJKAbJXJ7tsFR5aLdes3dnpd88dkI4hCG8XYY8Gd70KUJRLhOIpdwZXnZVPj5rRAM7gpQnDTTrJ6FyEPtCLQcXGw6IhcMsqySIQTVC7dQagmSunoLriLcxAtCtHaJuo37yEeTGDzWok2q8SaY6njUiNqqrYVTFaMtziDcF0wja0RqglTv2E3ll3mebBlmMcfb/Sn6rstbocZ+EoSgqQg2U3qvJ5IEiqvTN1v4bogvrJcrHYriUCIHbM34SnJpOjya9n1zJNEa/0UDC3BWZiNZLWgq0nUYBib10G4LkigKkBwTwxDNXDlS1g9NmSbZNomqf+53sd/Cm8XL5Vz96RljmsWNGLJVMgdmkl2r3wyylSayhtwZDmRFIl4MEYiHKdxxQaiTWHUSByb1463WyGOHl0xdINYTT3U1GMPBJCyuqBiwe8pxlsCUjTIUSvu4pgTS9kd6p4qR/GoHbOFM475njnXTE/zLV/RSdZ3yoyL0wLcIZcPSRPqbD/2ijYr/Z+5k6X9T4EH0u0WX9DuThMEbIWjzEavb/+N5Z0nWfJI28zm4FtGseK0l7nvjoVw3R4emHowvwwdAoCkRjnh7CMY+faprHp1bdr+muYtokixkCzfzpx7Z3d2aQ4Yff7ZA3uWB9mmEG0IEKjy0+1vo5DKukFSRd26hepF62haFcCaZ8GRZcOZ7cRdmIFngKlwnWxsMvULjj8dn65h27kW/8KlKeZaKyS7SM6wTEpG9yLSpR8xiweL8Zd37n8znnvuuf1+Xl+/b+/0/2n8VwS5X3/99T4/27FjB42NjVgsFnJycli71nzwW6nHe6Nfv358+eWXrFmzJhXkXnbZZYTDYY455hjC4TCTJ0/mySef7PT7drudN954g3HjxvHoo48yefJkhg0b1um2fwSbP95G9oAy7CVFgBn0EoDpD9vY9K99T3t3fLmRrif2OaDfeO+GmbCuc6XTVsyv7sn01w9MVbkVE1/snU6pvs+c9Puyh1Oz6xtW/3oZupZgwKhnWLfoepJanDu0Cv4tt4kAHagqdGeYOukVWAFTmJ/eBpy04uxUeyTWIrSigXrODRzRazo7Pp9N+XeVaP5mfDUbifkKaHKV0t1nYVujg8TaVcy75fvUfj1dCxFliUhDBGeOE1+/7shZmYx5yG1SE3UDsXIH8+uc9OguckrXFUQ/W0zuyAxqFzfRdVw3tiW3pShxtafeDHf8xMwTn2Dhq2u45fGqFpunziHZRfIPyaZyVi0z//ECk79xsb7nSWRUrKKq6Hi0y+8kW42gRhsQF8/q8P35t/14wOf1pfO/oKmqFqaowA4Ke5Xy3lP5rO17QgfaVXul72WnvIoxckDadWi/nbR0DdzZRl0/ZeYZzJm2HE0zCKIx6pKBDF+wkYMq3mEmZlB16k1+Xt4wm/K+hzPh/YsxdAP7iSfSdOYbrP72UdwV6+Dg/nBqW+AXNAzuQeEOvZIbyOcI0UPpsYey45s/JgQ2+NLBZB08iF/Of5cxDx3V4VxefOO4ToXUAEJVDURdbS/wgh4lRMacQFx2UOQJpU12DhTfPLSY428bmfr7pad6s7PvOH6dAYctfCblS12xpBznVT1ZuCOfQ9/9kozAGoZnvLNfEZTO/ENb0bp4kSso3CQWsM1qYBV9JA2D6UYTns8u46xbplOcJREpLqDikDOQ77+chu9X0PefhyHabKgb1rPpi6UHRKXM7OfFU2gqzybjSWL1cdObM6m1qMjCDiPO3UIlXtHKT+ceS+9sH3tW7SIZT+LKdWFxO0ybn/pmU8HWbcPidSIIInosnsoeGVoLNdluRXE5kNwu0/PU4TTVX1v+M3Td3NZiwbDZEQwDKeIHzRRWQTdAksEht3nrZmWi5RQixsIoOdkIFgt61W4kfyNGTgGJbgPQRQVLsB4x1Izk8BC3Z2DoSXRBQhckVIsTKSOXpNWFpEaJ2zOojmYiOAzk0iiGKGEN1ZPcsRXJ40HOysSVkWHWeiZirKuzkOkV6JXnJ7thE86Dj2eQ1U2/RBtT4pArx2HNzUYrKCWY2RXbqpVEG6OIdgc/H3kvK40IvQdnMbB7G7OjVdztsMePZ9u3ZhAsO+24i3OAjkFu/phsCoaUoMUTROoj+NeHcWQ5UBwW02bGpuDK9+HuVkxhdXOa6nsrQlUNuCp3okU6Zord+R4ki0Ksyk+oJooomyq+cX8YXU0SrgsSrouYStuSgBrTSMY0FKdCMpYk2hhPC5wdmQ6SMZWa5W21xLJHxuqx0FTeRKjS/I3CEfnYvHZkm8koScZMiq7V68TibfF9lSRsOZno8QRqKEy0IYDitFN0mFkzarQwCDyFHhAkPOOOJvn4E6gxDS2eQFeTiIqCIArITjtKNI4lEseeYUe2ychWCW+xmb2LNIQIZkb+kKjlf4LuJ5VSOHoAvpKdVK2oILg7grfMSd6AQiINIfwVfiqX70JxKKgRlaYdAVMd2mPBU+hGkETCdcHUoknWQbUMujgfJTvbtGKyO9G9WTQ6inBqfpzRBsKuPGyyjV+v/JTRS15Evm8afGyK+n25aygwJ3V8vYb3Zc415ruhfX313uhs4fAf2y8n+6IC3h/+HkdNH5/2majIlJx/Gq6pV2Kb8RODLx1M9pjhzDzz9U4DXIDgB7/hDv3CvHZjfmD2Rk55/FdsO9sCwXBLgFt2bBHP7piE0wGr9wpwAawZbrDYTEGvP4GuxxeTPagHoiKTDEVIBKNklGUj9h6AZrEi7d6Kf+tuKpe1FduEaqIIktCiaq4jSDKCooAoEHTkktG0nQXXvtap0GfuiCxy+xZgL8ghYRiIhoac+OMevn/h/z6ee+45cnJyOiQaW6GqB55g+bP4rwhy94fbb78dgOOOOw6bzUZ1tfngFRQUdLp9a/uePXtSbYIgcNNNN3HTTTcd0G+OHTuWK6+8kmeffZbzzjuPZcuW/Sna8rhXz2bm6S+m/m4vglR01CG8MaYrS/qYgj2tQVJ7DFvzIVNvmssne2W5Dnv8eGr/dgUNiSz6/vQASn4+E98Z/rsBLsCwp4/iqwfvYo00jNAQsyYyY7CHmwse/4/7l1UwlsFjX6Zq+yd4s0fg8vZhpK6wlDjXifm/+/21H2xgwD/3T/+Eji+m9oHVN2M+4dcZZg3NkU+ZL723n5lDxh1jGTjGR1nPAdi8puSiWLkDMgqpS2TSHXAmm/FvTX9VbZ+xHE3V6XJIV3wDeiL0HkRtwUC8PSux1u8muXUTwXUbuWr8eyR+W8b8E9KjHldxDkXDI2wpN9eKz792B1+seIvFQ8+lW4mFQPG5sJ8gV4vq9D7raCpnvQtgUkPv9KCuXE5B8RAe+rILFdtquOf6MrSP7vndc7c/NFW1+b4+92Q/es5+htl99x0gTplxMb+9s46H7v61A00rHq1l95Z3OdUSxhhVisPTjfyS45l+doA3rpnLTCPALCPIP4RMBEGgwB3iZ/lMJn6dZOLzPQEo/Og+yoGXrNdzzMcn0fsfNxJpihC4+GoaVvs7BExuQeJRqQtTtN0sHVHECa/P4cFFMqPZdx9G3TOe7ac9yJ7+Hdkjp5dfYRIcJo2FufD94xbG537MtxQy/tRDyZrYu8N3WlHwz8msm7Ym9XftzmqeWjSMM8c10CexgnCL4NN/gjVzV3Hjpu+pjOaRccvx9Nj6DXvyLPQ5qQ/H3GtPXYP6Zc30iG1nZKnIHU8GuOSiwzn8mHrYT5DbGuDuL9gFOEx0c9geTI4rcMgRPbj+p9n0LtoN+Pi59y0smZfkUreD2sVNZPfaiKcsn43Tl3eo6bTmWXB3cSBZROKBBPEmFV93D7n9ChFEAf+ueuq3NBKtjCO7JOIB03t1gxHlfrGaLh4n/z5hLDkOO4lQDDWqoqsakiIh2cz6VTCzbdYMN5LNRjISRQ+EzCybKLRYBgkoPg+yx43o9oDdAaKEFI9gyIpJrcRUSDbiMbNmVkhAKGAKUgG0vheCfhLBCK6yIsjMNYPkQBNCRhbIMtAEsoLm9BG3+bBFmxCb6zD8TUgZuQQyeuJIBFC0OIYgoIsyUXceuqhgBQL2XLSQefIjjmxkLYFsCSMKIoKskOgxGAwdy+aVGOWbCVo0FEUmU/Ej1Zu0sSGXDyPR2EhTeYMZkOVmozb5sTbVYnHlUD5zFc1rQ1TMXcIDehWLjTDWFVX0dl6O59h+aXYtx/x8Ao/UzTbp4U4nktNJe7TWWBcN74o9N4N4o5/cfrlkdlNRHKZ1UKutjMXrQi4owltSDnQMciMNISLbylM10+2RCCdSddeKQ0LXDBp3NJi0SquMntSQbTLRukiqjlWQBDPgjahplEpBEQjuCdG0LpA2xvh6ubA4rQTaUTDrvfVkdsvAXeBDtltNIaUWGLqBHk8gWi1ILof5f7s1ZX2lRaJo8QTxpiC6msSR5URrmaq5clzYHea+orVN6Ml6kwbqdZq/03I/mr7ALbZGiSSSRcZd6ECUTZVkNaiRDCQRFCHV9mdhyVQI1QYRBIHsUcPwdCtmz9KNNO9qxtO1kOxDckjU1LFz1uoOmgW24VacOW6sXhdqpG0C3PCbH9HlIlnah7C3iLjsQDTM6+z170KKBAgV5uBtNN/PF73Tleqtu1Jj3rvPmu/62+8bhX7wAHp5urN5P334Pb2P+t3VHLXbDHB/PPmXFHvu4DnTAIg1mWPZqpdWdRB/TDtXy1YT1wzmjTTdGax5Fgpm/8gl15mJhSP+NoiCXInTE2+maotzH5rK97ct4Mi/d3wnAdiKC1G9Oaat2R9E2bFF5A3uirW0BD0SJhmJYnHbcXQpJJZRiK2piuj2cnYt3JGymEoGksRrdJIBDbvPjh6OIHk8SD4vRlFXwqKHNaOv3+dvOjId2LO9iHY7lmgzoq4hq38uUP8L/3dRWFjITTfdlEok7o0NGzYwefLkTj/7n8Z/dZD77LPP8sEHH+BwOHjooYcACIXMQaYzwSggRUFu3e6P4uGHH+bbb79lzZo13H///dx///1/eF8nfDQ8zUKoPVpVb1uxd4ALplowgP/OmwEY/+NdvBL6F1NfmQs/7wZ289N1g5j4VEmH7+4L27/axfav0j3mmlYFmLKqoyfvgcDp6UFpn4tZ+vMpWP1vsdYIcaWYyzDRyQo9zGwjyGojgh2RLEFmgGDnWMGHW5D4+u15fN0JLfOQ28ey6MF5nf7e1EmvUNCjhLeHvMueMWfwa5+fAPjlvLe5e9kNKbXlpx+Yxz8vH8f59vn4ehQh5+SiRyOIWhJaFqE8S79l8U/pFMrWleZYc4wBXfJRJAlFi2PdtJzK7+dSv6UeNaLi30dmbmEndKKzn3Tx77sPZ7ZLN0WKWjC4k8DHXmRF6zmI8T/cwS9HP0DlrFr6nLcdcfQE9lDEqjnm9l3ijSzuRAH6P4Fit/Hy1AK29DmSyhnp08wJ301h4rSuHb7z8OA4P7xvXoe3ni7hjmARd938HavmXQyCSHbB4Uiynaa6pWxYeht9WhjN2chcJuZyrOBlwvsXM/FmM1f8MD2ZfOFhDLlmMAtmxOl7Rk+yHhxJ+ZYkvYHahQ0kg/temZcEAff4v7FixQZuu3UZAKP3se3oJS9y/F0SLFrTaS1V+2z1lyPeY+6Nc4BvUiJbe6PVkxfg+fA5QBtDQlNV1i/fiWdsgoXaKB4qh58/WsnMf7ywz760x3cTvmRK8i7OuWYVsJuvD+3DsltewJalYLn8Frgl/ZwsGnoeAC+s/QReOpv42RelPut5alf2rKnptE7blWffZ5B7yJ3jWHS/OZkccF5f8k44mm3GhdgXFrHjp8fh1LdZtibOwQMtZNIfWMX6dzfRY3KcRKhjZmnQWUOx+DwIokCsvpnGrXvwlmQjWWQCFQ1ULa1NBROSIpKIJ1muh5lqVDG0KI/3zjgah6ahJ83/nNlmgGVx2UxP2oRJYbR4XShuF4amoQYjZlDrcoAkYegGoqJ0CHDRNcRY2PTpNHSz3lI30AIBZKsNZAXd30y8pg5LdiZSZhb4GwmsXm/6vGZlQqAJfctG1HAYy4hRaHYXksONYegkLU4s8SBK0x60mmrC5RV4LBaasw4jIjtxCiEsWhRVsiGIOqKhoVqcRA0HBc4msmMVqLKdoC2TiMVDXs8GjCozANBFBTKzEWNRClwy4YhBSHOiZZkLjZYMN7u27+LxX9cRswn0jYfIjCbxFa9ibk0z3RfVMVxw8tXabSw2wlwv5vOt3syGpbfR7+C20pKxi59jd904jJsN00amnRUfmAGur6+bjLIMHEW5puoz4MrPMNkxdc1mdtJuNZWJkxrIMlZveqAMZnCgOCwkgpFOg9xQTTAV9FndFvzlYZpDATylTmSraSVkzzA9dWWbmcXXEjqSRURSRGIeFS3aFuiqETUtIBQUAU3ViQdiae3RPQm0LjqCKLb43Yoko3G0uAqEzfpuWcLidSPIEoLDjr0gB7G+idBuMwA0dN08LrsVq9O0PbT5HAhuxbSIAhKhmJmVTmpYvS4S4QTB6hBaQseRZUOymPeyIApkds2iYIh5DsO1fiINYcJ1ESJV8f+RIDfRqJreygu+QfbIZPZ1p+Yr9cvM9+/IKWPo+fcj8BSuSI2JAKJkLmjEmoIkwmaQ6+7tYOAZhxLpN4qQLYuw6EFCw6EFcCSDSNEQhsWGJRnF2LGFCR9eytS3dnV6bPrBJqNo88fbGHzJIFa9vLrT7faHKTMuZsNHG5j40jgqZ9WmlYdF7JlkAL4TT4CnFnb4bnv9icN+fZJ3qqx0ydEYteItNoqDuPu+dcSv28zQCUO5/G9Bum57h50vfsjMFn2ECTNu593qkZxxOZxcspxlnRyfWFBMQrETb9yPutt+kD3cR1avQuxlXcDthWAAPZ7AmulF7t4TXUvA7m1ULdqY0ktwFltTGfFEo0qkIWKKpxV3pbFwAOujvXDE9521kz1mCGLoBnoigRxqQtBUxOT/uUzfX/ifR58+fdi4ceM+g9xWy7//E/ivDXKnTZvGtddeiyAIvP766/TpY1J1pVb/wn1IpLee2D97gh0OB2+88QZHHHEEDz/8MJMnT2bo0KF/bF92iWdOfp0TzhnNiB4Bflnl4sKBv/Hb6EsY8/09fB47AUkyGJu3gXXD/4UgiYz79AYMSeKYpwshaWC3ieycWY/sdjL3lCc49Zxv6DHjN2S3+VKb+yvcCSTDUdD1VDst/08GwyCKyM70OuRkMGwKXTjafNXumHctWjiCZ9Vv9Pn0Bn57egmDLh7CFYEbqN1djyILKEob7S2pGSQSOiJB3G43O+v9+DIKqB9Sgjq3gam2JvIkKxOFQpIYVMWCfJxoZJFT4xalGIe95ZpKEoamIbudPDFxGs+sB04+l1hcQ9dJbXfpjaO4c9JwkjPCzBJFnjlxPJxsZmlv+PlqEsMHcZsk8fQJLYHKm/M5fupwtrzyED1m30hcdJGh1jBkz7eo9gGIWTn0/8cw1n6wDrXJHHx1NYkeixPYqrLooXm06gfr8QR6QkVy2BEkMXWetVgCQ1WRnA4Of+M8Ftz0HmqTihaJYWgaDrtEMuTn9NVn8UXpw8wSxdR1WvfeVo6Y8zDzjr+fZDDM+B/uREAgYXUgV+9EdjvRYhGMwlKqcg6i37I3mT5iC1u+W8PiofUIimJmsFpgaDpaJIpoUcwXUgum3/QDaxes59knB1A70mQOlB3bhZunX8CW6W196n9uP64I3IC/IcjUaQYX3jCOgskHpfajRWL4Z2jc2dL3bSNgzI8PEg4uQEoGeMszAJ+/pdpJdLJVKqVJ0MlzeShGYeCyDzh/Sj0Pv6Px8lO9UK87h5pf6+FXSOjmNd74cTmSzYJoUdj68Espmmn7Pg24YCB1lzxB18BK7po3lK0PDeH608dz6IfXmdcJkBx2Dv/oSp5oPJs5XywhoepMvct8ngRBYOwzk5FdLmZf/F7q3gO489frcHazU7nEnGymnqd2zw2iSNkJ3ai75d+M7HoL1uMmM/XuuUgiWK1SattwXQ2n36Ajywv5+bJNzDnzbWS3c5/XqfXeE21Wrqq9huqta3HYJc6+cgyLj78UBCuHv3k+J9wTw2GXEBQlde+NvP1wjGNOY+mh55r33nOXpY59xw+1FE8oJLhlO+g6llw3esvk11GQxSF3DsLZpyfbhp1DxYhJqeNZdP8cBEmi95l9yR41hBPeGYia+BkPIQx/A/4fPmPitGeI7gwxV9NT16n8pzpAQnY70/rUuLMJryGjOK3EglHTJ9XnMUWDmlUklxMlKaENdlIpyWxqDPB0bZAxniJePe0wsvKywGIlGYqSjEbJyc3GSMRJBMKEG8JoCQ1vWS6yz4ORTBBvChCPJrH53IguN4LFAjSDJCM43YAI0RiGlsSIRUz7DLsLrA4Ehwta1V/tDnB40GvrWPLYIooOzyG7ew6N5fXsnlnLIXdPQLDa8S9fRfO2KrKH9ER2uDEkC4gSQkM9tqZ6gv3GohU6cYSCNMxcye5F36A+fwlLd2Qginl0zVXJdQXIVXcjGAZhew5NCS/51gbkGR9Rd+KNRFQ7/epnEVuxglVvLEDqMYuCHjnklhRSt2YHXT5/A08fJ7XrQ+xJJCi6bSfT3/yZN5or0CWDPBQWrtmBPxzFurGlf04ocyfJkYvIyPBxFAXkPb+Sp26axMYl1/KMJjPKmc3TU63cOPMgiv7endo1lah9h5nZGfenqXtGsil4S3JAVkg0BTAkK/bCLAQjSbimCXt+DorXTayumVgojisWRVRk7CW+1BgMEK8Js3X6LjKHR3Bk283nRjdAj2ErdhCqh1B9GEM1SNTH0SIJup3UFVdRlqnwG0kgO3Wc2U50JLSk6ZFs9diQZHAXBFCTIgiQjJvZ/bzBxYhohJtVgjURglsigIbslskd6cJVnI0900kyptJcHSa5tRaLXSazbxmiLBJtDhEPxFD9ATzF2dhyW2rBRcEU9WkOIVotKC3Ppex2kfCHCXz3CVafC4vPg6jIiFYbLouMHgiQ8AeJNgSRnE50MUykIkR4ZzNNm2MgSDi62HDmOXDEDXwlmXi7F+PpahCp99OwtYG6RXUYqoqrpw9HvgNBEGhY0Zx6P7WOEZZcC5JdJLi+KX0esde4h2GlcX0i9XnrPGL5cyto1Rae8MUN1H37A5u+2kbj+gSN63fQ51+9KBnbi27jBTKOPpJN3U/AIUTJiuwi278esakWkhpqSW8S3jyUmB/PqpkkGpswho/n56vLiaz4DccN91BbNIRXb72anTPrEdxOep/ek00fbsHbpxuwuuOx7z032qtPstPOwAuHU9My3v/20lIGnz0QyWFj/ZjziF57HtesG4zrmh8ZMaoLP37YtsCd170Lt64/j10/17Jg0p0cPuEFXhr5LqsKhlNcqPDO/Q6kN1+m+qcHsG/OpDIWQ0/q9L9gEPmnHM/uruM5jCpKN31H4N/zkZyONg9vzHcuhoE1WEdDU7TtvO+nTwWH51G33Ez2ePu5KD2sJ66SXMSMTPTaGgJbK9DUJN7CQkiqaD98yeaf19OwohnZ7ST7IA+SqBHcarISnN3sZA8opO7ws/huS08WvrUbf+16brqhtznGxxNkD3VR9OZr+Bq2Me/Ye/H0dqIjEKqqR7A7kENBpHgMtD+/6PIX/u/h/PPPJxzed9KhpKSEd9555//MwRj/ZdB13bj55psNwJAkyXjrrbfSPj/55JMNwJg+fXqn3582bZoBGNdcc81/9LvnnHOOARivvvpqWvsVV1xhAMagQYOMRCJh7NixwwCMoqKi/2j/rfjqhypj9PGzja9+qEprr37ndeMbuZdR+8PctPap0zYao4+fbWzfGUprX3TM+cY3ci8j4Q+mtc8edKwxI2Noh9+dkTHUmD3o2LS2hD9ofCP3MhYdc35ae2DtZuMbuZex6uLb0tprf5hrfCP3Ml5/b0enfZr+7ba09rvvvtuYKhUbc2f8mNa+6uLbjLvEQmPD2rUd+jT6+NlGKKymtX84zzAe/ji9bV99CoVVo2LTauOXtXpauxZqNmpvP9eorGlKa49tWmVEv33ZiC2ckda+8/WPjW/kXsbO1z9Oa9907zTjG7mXEVi2uEOfvpF7GYG1mzv06Ru5V4c+zR50rOF//tYOfdpx2d+N2m0b0toS/qCxZPRIY1dlbVr7712nTfdOS2vf173X2qeGub/+R33a+967ctJ4Y7g7p0OfOrtOelI1otOfMTZcc9Wf6pNaaW6/bPXWTvu093VqfZ6i5TsOqE/7ep4qbjirQ5+icd0Yffxs47o7V6W1b98ZMkYfP9uIb1h4QH1qvffqvvmq0z7tPUa0Xict1JzWPmOFYUQ/fvyA+7R1205j+dZwWpsaNMeI+NLv0tq3bNpouBCNny66+T/q097PU+0HbxnrJ080YptWp7VPu+UGAzDW7jVG1E67zwg+d5Ohx6Np7TUP32hU3Hh2hz75n73ZaHgm/V7S4zEj/PpdRvSHd9Pakw3VRvDFW43Eqllp7Ynt643ox48b8d0bO/Rp0SEHG3s+n57Wrq6ZbwSm3WiouzaltYe+ftsIPH29EY/F0tp33X+rsXHrLiO+1xC3c9cuo2LLug59qtiyzti5a1d6P/1+AzCOPfrotPYta9cZDkTjggsuSD/GXZuM4MIvjaZF6WPzjM8+NgDjzVdfS2t/ctoXRm5xX2PGjPRxMjbnc2P5pnojGQmkte9+6Daj8aHLDC0WSWsPvPGQUT0l/X1jGIYR/fjJDtdpX++n4MYt+x0jKt9If4cH5vxgbPz7UUbdt+nPU9NXHxgb/36UEVyxNK294b0XjcprTzfiFeVp7euvusrYcOqRhhZJf0aWnjDZ+O3YiR36tOW8k42KO69Ia9MiYWPT6UcbDa88nN7X6t1G82NXG9FZn6a1Jyu2GNH3HzYSK2alte98/WPjx9z+RuVHn6W1b7p3mrHy6LFGZM1vae1bH3jAWHjwCCO8Lf0dvfLcS41fegwy1GD6GLHuvDON+QeP7tCn/2QeEY2pRnjux0bwy/Q5nLpzkxF5534jWrU9vX3HWiP4/C1GfFX6eyi+9Ccj9NJtRrIifYyPzfui0/fTdXeuMqpvPKPDuLdgY9xYubW+Q5+OPG2eceblS9LakuGQ0fjQZR36FIpqxsINzcbUaeljwb7Gvbpvv+p03Isv/ckIvXJ7h3tvf+/czsa9fY3l6/9xnLHpsnPT2rRYxAi/dqcRn/1JWru6Z7fhf+Iao/rlp9Law6uXGcsOH9WhTxsrDePKp/zG0k3Jvdo1Y/Txs41FyxvS2ve88rSx/by/Geqeig7H+RcMQ0skjHU3PvR/+zD+ayEYxv+hnPH/AKLRKGeeeSaff/45drudDz74gBNPPDFtmyuvvJLnn3+eF198kUsvvbTDPm677TamTp3Kww8/zC233HLAv33uuefy9ttv8+qrr3LhhW003nA4zMCBA9mxYwd33XUX5513Hl27dqWoqIiKit9XbwX4uXQsWgvVcsFTC5n56SIsFpFrp4zmuUfN1cDrvr00LUNYsvQ7rpmylYSqk0wa5JfmctH7bTYQe6/AtuJAViv3bt87k2voBlo4ksoQFiz9keoRR6Vlnp467qW2fbRkci0Wke2rH6SxxuxT167d2VYepLDscOp2f8uw8R8gijIJVWfZrIsgWYknsx+h5o14swZjiDlEw7WU9DiKEy68mYXfmaSda768aL99eubEV9PaI1GtQzbtk1HTUYaOQHNloOzazM7PfmbX7HqGvP0o7sgq9KZGAht3ULlsB/XLmtMyT6LSRohozeSOeex4rH36MudfJu20fSa32wmlFI4ZyNInfyJaHuDwF07jpBlm5vTqWw5FOXIEPU8sJlQToHpRgB6Tu2K79X7WHnwmh312A6HcHjQ8+AC1GxqI7oyl+jpo/XS8oSoWTri50+uUun4t12nI+s847/bmTq+TLAn0GNqbEx87mofHPY2aNLBZRe69/yD6fjmFpY/OT+vT3qvKnd17l/o3MLpnLmfVpnvg/Zl7T3TYGfr2Y6w483oS9U2prKeSoTDkopEsfnA2eizOQ8UhtIYk98pFadcpZ1QePZ5/mHXiUB58YCWxqMpN31yU6pNvoIc78x7g7nuG0Dx4GLLbSY9lX7B1+EnmMXbyPD0xcRqRqMaUHy+l1z/7ULuhjsHP3cbkxzwd7r2CHl2o2rKLaEzntplXHFDGvfXeO3jVu5xxTxuVsnWMmPDj3fyafSqP3G/W2l77zaUYqsqQqw6m6YonuX6KSRM85cIxnDTzLFa+uo5xH17Ftu7HUTFiEslwlIIxWfS9+yqWZp2AjkC+rQnL/ReRiCbZ+ZNJ1S+eUEDFzGqSwTCD133Ggob+TFB+4rhLb6V243ZuiWVQ5sti9MyXWXjc1eiRKEqWTLTcv9/sdOvzZC+1kd8vE0eGHdntItIQJFgX5Pxla6j0B7h+SE+G5uZi1Q3EijDhrVH6n9kTb/didERCu2sIVjUhiCIWq4DisCDaHRiGgT3Li+J1IehJVH+IaHMExWXDlpuN5HEhYCAoFvREgmRTs0lZFUC2yiglpeBwQyKG3lBPMhBEGTCYQH5vdMlCRvly5vzjmVSfsg/NJW9AIVoiSeHEkSS7D0QJ1GHU1yLYnSTraohV1dCwYRdZPfIx/nkFcjKCfeNSmpavAS1B/JK7WN3cg807DQwDcrIkhnWpwWc04FSDNNfX883CleTVb6O0d08aEzq/LlvFs5/OYIzgZqTgJCnGCFpAKPIS89iobQyiNUcokRSmfPEx4aU/UJztBbsDdctmwuW7ERSFH19cTh0qh/bNpnmNn1AfkZ0bwkw8ois5fQrQLr2DjMat1Gf2ZPoPS7n/1ks4S8zmtsuPYOXfXyKmihy1+VHmXWXWwOeNzqbLiDIUj4vwnmZEWcKW40N2u9GCfgw1iWCzEd3TSDIWx11WgOJ107B0Dev+vSV1z4h2kURtEN9gL71OOAhHcSHBrTupW1/B7h93AnKH50lXY4gWBWu+E1ehHU+hB7vXyu4F2whsVREVmZyRGWR1zyFc3USgogkUK74SH+6iTGSrBTUYIuEPklAFos0xglVhnDk2nBkWRBHUpETD1ibitQn0qI7i0/F1dZHRs4BkLEkypqI4LNgcErLDhuQwx714IIJ/dxPJYBBXvhdbdgZNO+pp3umn25F9yb38ZhLzPifZ2ERgeyWyzYo1043F7URwOAhtKce/qx7/bj9qOIYs69iyPSCKqFGVaGOcwNpmPL2sZPbOx12YgWSxkIzFidb7SYajJDUJ3QDZIqPYFbRoBC2eRLQ7SEQSxP1xbBk27E4JxSYRDiSpml2L5JHRAsnUWJ667fI5AAEAAElEQVQ1Igd3gdsUd7NIbHp3XdpYPva5v7No4HV0t5eTV74YvWq3OSaPGGd6PqtxGjN7UpUsIsfSSEHdCsTyTcTLdxJrDmPPz0bJyUJUrKZnKzrJZj9yWTeCpUNR4kHCb7/MymeX0+/8gRQcNYY5F5mZo4fGPoWmm2yc9mN2LK7x5X2gJML8evQdqc/uH/0Uogi2dvMFgGumX5DqU+o9dNYNJOoaOfi2sZxbfilqNMYF147Ge8zQtLF83Oc3sfb+V6lbUp827tlLbQy5YCzCoeMx5v3Agrt/Yewzp6ANPpTQB/9m5XPLOn3n2goFuo4ppXlPOKVSvq/3k+SR6XN8KfVba6lZEgRMgVNfzy5YPA4Ei4W6pevZs2YPyVgST4ETh0emuTJA/YowgiJQMDoHX3EGu+ZtJrA5jqOrmyEXjyVyzNnc+raPHv3zuWDYBjJW/kiieg83h25k87JNqXnE0PGDmXjH4XQ/qQyLXSYZjmDPy8Y7uA9oOlpCw33Bnfz/O9Zd9wB9HryB0JZyvIN/X5fmL3TEfw1dORAIMGnSJBYuXEhubi5fffUVI0eO7LDdwIEDAVi/fn2n+1m3bl3adn8WTqeT119/nQkTJjB16tQ/RFnWguFUPeHBFw5i9SXfULezCunQvlwDlBxdyK6ESdHSIlGzHvDatnqW1lrVznQT91WnmAyG+W7q4lTtJpBSzN0bhqal9nPE7Ic46uHstN/e3Wc0n90xj1MeGAuAnlC5ZvoFafuYOukVEgkdb/7J7Nxqehn64yMIB16jpsJFoGkPTY2V2J3FANidJdRXbSYcXkpZvyuor/qFsH8hhqHh9OVyc/x+Zk//NO03Ou2rrhOJdqzV0nQz2P3n5eMYctswNu6WKauupXpFOZWzarEXWfF0zyRnwmhCr8xA8zejWATcWRb2tPsdPRZHj7UpBuaNyqT/vVdDVTk1n3/T4Zi0cISsm29mduJg1tx3Dxf1W0L5nXfQc/R17Fi/G6ucJBEMEw9EsbqtdBmXwca319IreiNjHzueeEYRzywdyrzYFIacO5BHSt9kyR1vEtwE2Yu/YOnQaxj370uJrlrJ5q+WU78sgqGqbP5kTcrHNYXrG8juUsDIw7tz8rBqdgTyePCuBeR0LaFyUzmrF6yn37+Xc2M71e7mL2Eh0O2EEkr/NobYsAlc8HIedTs79zz7cqrCiVNUdC3Ozh+O5bgtMZJi59eps+vX/t5La1dVkqqKDGRPGMXYty9he7ej6bZ+OjNPmUYyCAvvNO+ztUaEBeVV3CkWkhTD5KxZQldtI0uGnE3dghq6vPkc0/QHCQUT/Hzub8z8xrxO3n5O1tw1m8jTc7jlluU81SL6trH3kR2Op/0xRqIaXfp2hRk6zVPe5JYbV8F9QIspUOu9B7BtTTlFvcs4+5mjMIBki+rgqHvGs+CeX8xTk1DRW57/rscXc3HyLnof3A8GjyHSUhs8ZcbFtBK8llz1GLFN93INLYJRLftc+ewScpf8jRffeZ+NvY+B6bAMOOjqYUTye1Dex3x+D3/uVJaOvgNhzTTk6w+jaVWAVqm6Q24fS+7AUhbeO5vyL8w69R6Ty8iqWsNxls38MmcZi5evYNDo53k3oz+PN92Ja/Aw9EiUZDDM0EtGsvTxxak+9T2jJ4Iopurz0p4n1cDqlEnGEqx62VwYW6SH+E2v5mGpmNN6dMHQdcL1YVS3QM6ROTgLsgiWV1G9clfK37fgsBzEfA8WlxVJ0EwV0NwMRK8PANHeDEYt0fpmRHQsatwMPHQDkipGNELSHzLrKJ12hOpK0DSSoQjR2kaS0Tg5eTnI2aU0KRnIhX0oOSKLxu2NOHO8ZPXIxV2aw9r3F7BjxmZGXDuexBHHItldSDu3gBontLOKrZ9sRTs+RtnErWh2F0ZWNs58H/H6Jiq0XERRx+eTicYMDMBrNJLRsJVvfp7DBQ88RzShppXh/P/YO+/4qOp8/b9Pm14y6SEhBAiEJr2LIEVERewVO2tZdVWwsmvdVbFgW13X3vvaRQUlIL333kt6nUymt3N+f5xkkiGh6O69d+/v7vN65ZXkzGlz6vf5lOeRBYG7zhrF1WYT+746BM3Ok3URoDk4opf45vQdRN13bxHx1hKqqmXrxxtxdrYTrA+S6guTCtSvqSZrZCqPOZ7gjU+6UjV5MmVzD5G99hqUgZ0wiyKT9lbwg1FhrjnEiLNep7ZMYJrtUxZe8w6g27DY8jJ1kaWGRkxOU0vvsiAimhS0YJBQRRVEQ9iyU1FSnPh27qF2Zzn2LhJZvTJx5GdSsmIP9DBhz3YQKK0kXF1HSq+u2PIz6TCwE5795ez4sIUUg953GKgNEdjnxuxUMZocRL3+hPiZbFFxZpjQQkEq11UgKAJZfeyk5DoxpliIhyM01no4tKgk0RcuO2RcuUbUSJTSVv3ioPcfG50WgvVBqj/aiiFVwZ5nwdkxBcmVimIxEgsGCXv8GOwWsnpm496nEfYEQFXpMKAj6V1SiQaDyB27U7d9H0I8DJEwwYZGvId0oU1JETG57NgzrNgzrIgGGblJzEoyGhLiW/EzQvgr6/X+5UgYxWbE7HKhBvyEG1RiwSbF8riEYrdhyXKgxuIE3QHEeJiY10fVjrqEaJWti5mYN0DM2+ogqyrePfVYUyRsHTJxdu/Erve3ocXjxEMBemz5nseXdOQm425S6g6gmq0IefnI8TiNBgeHpa5Y5QC5DVvJql9O1JmB6PcgOF2Y+tgx1FYTPHAYY8c8sFjRairRolHEPgMJm50IsTBSxE/amJHkbS+lYt0hdry/NdETG1dh2owxxOa2PLNv/2oasya9xtn3w8y502kN2WggFo4kjSOax1zN76fm91Dzs2v140u4uamFia9I2ME1P/fWTZ/NlifWcVXZQyy88ZPEc6/w1CJCZRWsGX5bYlvebbsof39eEnmN+5N1E+xZGaT2L2LLH9r640LL+6nHZYVkjexLqLyaQO1BYl4/6YNTIBIm5nYjqlFiwTBbX23xTWighrSBTrwHA8S8UQypClGPj4ZIOHHfdBndgW2nPcCDD+6i80lm7sz/BlZs4/Coa1lfmcckReW8s1xkWRvpuf0Ttj1/H2nnd8SSYSPk9hF0B4hHq3F0ydXL9qXfLuT6/xNyrziXnfc/S9Ffph9/5n9j1NfX8/TTTzNr1qz/9m3/ryC50WiUs846ixUrVlBYWMi8efPo0qVLu/NOmqT3is2ZM4fnnnsu0aML4PF4WLhwITabjVNOOeVftn9jx47lxhtv5JVXXuGWW275p9fXvW9eEmk4PK/l7yNFn954viv7Tsw5KIEv7l/C7rU7YFGymNHU6ZWc/LeNjL6l/1GXbSa4M+fewLZPdiSEdi549BTG/vI46qY1LLr9qzbLzZx7A323f8VlMyCr41lUlXyPqkXJK5xK+f7PUIwujOYWKwpnen9qyxcAKpoaoe/IF9m09PdoWozczjdw+hwzM0kmub2uLOLKmjsT22vG/Bu3M+HVXon/0/KyqSut5Iypo7g69TsWNT2oU7vUJQSlgmVhupyp70/F8q1E3B4MNhOK2UCXKfkJq4zWMKQq9HziXvakj6Rw/9+O6kFaY85nwxYoKhBYNeAafeLJ0FhTzxvvV/LWoll8L5zLBNty3E/rD4VYKMq2UTPwRYz88oUubLFu/npeuf4PnPPNmWzvcRYHvihmcDhEeMBopOzO9CvoRP3qjYiyxKxWBHfipSdz2sAAXy9RiMc1tm2qYvEP9XjrdCpTtutgYt5P/r64XfGl/EnDWND3T3zznYeaQ23tDJpxzkydYFWXzkNT4/SR2heE+2exv+uZFCx5heLrP0pMSx+cQlafbKavctNlSw1DBCv9t33OJXdu5McH9Zf+yD+PZ+nEv1Lx8DIAXtBuJ3fBHbzy1GL6j+3PxucXccWtY7i65nEEw4XEOhWxaNRdx9yXmXNvYEjfEZRvX8qyvSnH3ffrr8om/ELytGaCeyRuiD0IQNCvD6bGXzSSe8KP0NClP5fsvxmAL/u8yZpdqwDaiEVl9sqmOppK13M7se/rQ9iLLKT070V86feALvZSP24qRa9Mo/iv6+g5tVtCZATA2r8vms9HzugMNFXDmm4ld/otLDScQSAq8cbKXzCaHdhSejJz7g14mjIIHU7N5PB3B1gze1ViXWkDnbiK8lk9exFHg/tgHf4afUCnaRqfqnX0wUwfwYI1J5VIY4BYOIY13UpKYS6GVBeByrokhVbZKGOwGlAsRkRFQTTIuh2Q0QStBE4EUYAmSyA1HGkWikaQJERZSviYam5PQqzKW15PY7kHybiWVKMJuoCGgKtLFrJJweyyYslORUlNIa0wjf3bD3NowSa6jBpPyJGNVdqPZLUmrGbcBxvopBiQgj6Eumpkuw1RkfFFjFiVKPnpKnFVIM0cwOGvYse6tVzx0POcc/IAnplyMqGyKvbXNlC37CDdcp30v/4SNs06eu9T7thMNEXPrtXvKcfqMlG3p5JgWZhQdSRBDBLzD+4Mu8E065aEz7cajePeX4X7YAOySeaKk7py7cI1KI1rObNnOsEP9Gu567mdUGxmot5A4ng3+xITj4MEgqwQ89USqHKDpmHOEtDCIYK1HhSzQkaRHWuWCy0ex3PYSzyoEvKEMVhlrOk2UodYENMykF2uJkGrZJJry7QSagjrCt7ZNjRVo2p7i3p81zMKsOWkEqxrxOCUSStMI61HLorNQjwYJlTfSDwSw5SmJMhsPBjHfbCBmC+eRHABUnrakRQxIcAkmUVMKWbC3jCU12NyhnB2zU1YCYlGA2k9OyIIYkJ1OeoNEG7Uj5mvsh6DQbeLMTitxJusibS4qttjmY2gagiy1NS3a0CQFTRNRYvGkExGBFlqIrMSikO3M1KsZiypUWJhPVSuqXpvciwUTaj1irKEbJLRovp516Ia4Zoozl76PW5ONWOwGjg8r5xIfZTD88o5TDnm3Jb3oBbV8N5yLfc9cjfyoTqIhMBkAW8DRKMEO9s5XO/EYrCSHwkS2bIRdewUwpmFKBE/YjyCIiuYuvXB78jGWrqdwL6DyDYrRn8jxpAf2eIgZrTh6T6CwvMq2PHRgqTr+JOCvxHNz+XKVgHC1r+PxNxrN/FT1vU89chS+o3px58D97DyKBZx7aGgyfKuNRq2+ijIioApOTvX2nO+Ge35zB+JisU1FD06jPzTVyaNF49E1si+yGnpaKWViJKgq2tLAmFvCMXjR9M0wm5v0jKCIiCbpISVVtQbIxqI6r3vTciYOIan5mmEfH4uONOOuGMv1SMvYlVpR/p2qKGs1yjiQHnTD0D+yd3RmmzYQBdaQxQQRBHk5Kz5/1XYexVS+u6XOAf1IVJVS5cZ046/0L8hfD4fX3/9NY899hiiKB5/gX8h/leQ3IcffpilS5eSnZ3NL7/8Qm5u7lHn7dSpE5MnT2bOnDncc889zJ49G0EQiEQi3HjjjXi9Xu68807sdvu/dB+ffvppfvzxRw4dOvSblp816TVOv/xkBl7Vm4eKvmHid20tkMb/4xZmvZk8Le/nvyWyLMdCv5v66dYnAGv1l84lN41m6xY325a1WJr8flwJ29pbAW0Jdu9Le5K2ZTV1Jw0FYOXUR+j/3css/ttDZKQb6XlJ8gN8c6/zmIk+WP1FzOaKp0Yze/XpaNoTXPLUWKSfbklsIz17DId2vEYs2kh95TJkgxN/4x56D3+Wx3bc067f2vb3d5H5+1yqDyTbTBSf93zCv7f5RTb+8z9AYCW7Hvo+MV/V1hZbKXuRJaFguf/bQ8S8fgypCnmjcjDaje0en5MfP5+ajJ7YhUbqNyQTXEEROPmR0xAkifl1HejUQeSUzy+n+ZXWqbMDp2s4kUicf0TO5+2/LifrLwMZds4Esk8ZwLZT7mbJDkfSi6XrgCJMRoGMWn1bB+aUcmDOpwyecQDHST3BYCD1jIl483rzqHoShYZ9pC7/gsW/v4nud51Ct5Nfo6omzsofkgeCAKoapeLAF/TqI3HP4EvJ6XwWQ8f3IxKJ07eXhZ0Pn8yo+gZ6X3IHb2QPZ/E3q9FUlUjYjad2PZ66jQR9hwENxZBCfdUyMvJOp2PlgTbbGv/edSy9+4M2A0TQy6h2f3b0KzzlJF25tWDZGyxsRXBzx2Zi/fsHvPD5bva8MZHHXvyc9w8M4sk79ftz+aS76Tw5D9lmZe7CFqX1795tUeveuHAjY84bzjX1T7L7o5/odtc0Jj3qaJf0H4k1T63Ae1Y65vYvlSSEB/U9gTVC0c65cIceXHlr4CcUA38YuBahrg9Ph+6D/ev0/b70Dfp6LmvjpdjjskIyRg7goY/D3PfEW+TUX8rqe5YSyQkz5Ce9xN3+1c/ExAY2/1Vf15GZsGhuIZt+d39CUXPQHZ3xpXTk8buX01C7nu2rXuL+227gD7b3WD2vZbnMJ56k2+83UHxmSyTXmeck6ju6d2fgcIhwTTQxuNqgBdhDmL+I+vPfnJ2BINQS9YdQrCYMqS5EixmTS1fuFUSBWCiGwWrA6LRhTHUiGgwIsqRb+8TjEA7pWZR4HMkg676jkgSigNrKy09UFNSonoUJu70Iou7Pq6kaoYYwZWsOoFhN2EWReFoO8dxMXdXXbMSQ6kLK70zH8TH2f3uY6s11dPfU4E3Jx+RpQDRbsOakIztkXQk3FkX0NaB6GxHtDkRXGu6gkTyHF6fSiIpIZvAQcqiRP73xGXFVpSjNQf2+EszVXk49exRlqoi3shEkidq1DUe9pgRRIK1bJgD+Oj/BajclP+vZQVsXc0JpO3dsJmULq7lo9430G9OPbTNbPG/TCtMRRJFAfQBLqoVTe+Qi/LKWqtVfkNuQyr51esbfYDUQC4SRDPqwIx6JJfZBi8YQLWZEs5lgZQ11eypRzAoGuxmxwYuvyoNsUlDMChFvgJAnkAjghKsi2IssWFIt0CwsGY8T9viRzCLxoIohVSGjnwvZpJPqzL5p2HNS8FV5EkGc/NM7YMtNR1JkRFnCkevA7LIgKTJaPE7EG6B6RwWaqmHPseHIdRANRqnf7klSJJcdMqIsYO1oRjZJ+Kt1UiiZRQRJIFAXIFAbSlgaFQBpg3rpfsn+gN6S1FSyr4bCTRZAUuJYqbEYktGAKEkYHDYkkxFEkZjPnyC4zSKNCKKeQQ0EUaNRXTHcYkYy6YENQdYts0xpDmSTQjwS08+LphGPRIlHYsTCsURpbKCqJWhmSFVI65NC/slFmDpkIqelg8VKqOGdJBeII9/VpcVVGKx/pdPt1xN3ZRMxOTDa6pBry3D6KlCkrgQi+vcPVtVRYTsJd8hGlsNNVuggslKHO707rrq9RHZux19Zj72jgn/5MhBFjGkpiMPGcUAo5GvxAS41JlcwbXplEyfdduLqveHt23hzjn4NnzlzGCtPeMkm3Dm13cn2a0cgzryMtIFO6tZ7OGlab7a82f7oq+NpOYn78mgI2TPJ7l9wTJIr2ewQixEPR5FNEo5uFtS4RsgTRJR1BfDGck/SMrYuZp14NqE5YBAL6fdvlyn57OtzERve1LO/Y7bOpnbVRjJy8jl/53ssmtA2u5w+OEX/Q9UVyAVRQFKkFjV1oW313f817H3qNSydcok1+ih7/2v6vf3k//Qu/a/Evz3JdbvdPP/88wBkZWUds4/2mWeeISsri5deeon169fz7LPP8sMPP9CnTx9Wr17N4cOHGTRoEA8//PC/fD9tNhtvvvkmEyZM+NXLrn5xJXyygnkfLWMgsHDCQwlS1oxZk15rQ3Bziwrw7Nh/3PV/9+hKZi1NlsyfNmMMZqOWRHABtvU8G+uGjQkD8makDXQm/X/yo6fx+eCXmHX3Imiy9wmWhVkxcBqn5xoZ8dbdVF/bs91spiAIjBUclF34BJfxRPPEpHkeWHAnlVoaN9CI0ZKF2ZqHJFvYt+VZ5gZjjBLsSEcsM/6Hmcx+vS5pWmTZdgwn92oTpS2+8MU2+9XaHD6rdyYGq4HAvI+Jh3TyFamPJiwpjsSgO4agxeJkLP0E7469rG1l+VN4fgH5k09ByMgGr4dwVODUDjtY30QkAEb18lPaYGXxihDlVbqK5+NP7ebp+6eSplWxZLuDndvr2bGihbgMHJLFmV12IB+so+fUbglC4quox5rfgBaLo5jMSLEwA366D8lmQY3HcXS3ocXi9OrgJRq1UzS0F4pBxmo3cFIvK2PzdvH+c4/xyLwPMTWksrOinv2b36Rs942kZp/Cyh8EZi6tpWzJTwSe+JlBvxuOVzvMD7tr2Ldbf0nndOrJAHcpru6prI27GD7obmaVzsPXEkdIIFxWnkRwW1smHYvgAmT3Siey6gd+uenjpOm5z83md7NDrJn3KgZTOt/PTUMQdII7/5Y9FM+NNQUFSun5zVNsOkoy8d7GmRTf+D2DZwzlc/lKoGXGWUcETlpbBQF0T6/nm5XJ9ikAn812cfMLJmpL9EHL2FcuQczIoviCvx7zu17TRHDtaS6Kp+p95pa6QwiaxgNjN/OkMpQZp+7ksbkh/Nd8hvGd3mhRjXHvXsOCq9/BU+Zhds3t7F23id+tg5de+YrvntzKeZf1YZgik396B+ojFro3LqX9Zg8Im11J94lokHEr6bir53No2yP0xcyQlxawWhA4+dHT2PDGcqLr51NiHYyvqx3QSW7H03KI+MPUbG3f8sOYZSBcFUmyNvlUrac7JvoLejWAaNIjCHomK44aiSBGoygOG2lFeZhdVvw1OiEVDTKS1aovI0kQjeqDPZ+XeEDvW2vO8gqKjGgwoEVjqKGQTjxlCVEU0NQwIbcXQRRRLEaMdhOOXAdBd5C6XWWIhg1Yi7wIDjsGu06epBQnwexC5NQcel+9g7J1pdBQh1YgEq6qwZiVgTEnk46js4mF44hBH6rVgZgW0TPNRiMlVQJZNon0YAlhxYYS9qIqRjrk5sLGXcz6eiHpJ/fjylMHoPYYQHpFFZ7SDZR89O0xr6m6nQ2kFeXi+/Zd0gpcNBxoldUc350S6wGKpgxCdtgwWNdDTB/ogz5Q1VQNR34WpuwMrFnlSEYD1pNHUfjZErauXU1jqCPBhiCWAhPxaCuLnbpGGss9ZA8oQAgE0Rp9yFYzssOBe38VlWvqUOwSocYwaiyOvzqIs6OdeCRGxB/BfSDZJsW7K4BskvHu2IspvZaoN4DncC0pPe04OtixZtiRjAb81R7sHWykF+XoljV79O+bOzYTZ54LLRYnGokhiCImpwlN1Qh7/GiqirfcTcO+Rqw5ZswpJkxOvfy7dnNDYj/SB6dgy7QSj6qosThhbwTJIJI20ElKfgreikaCDeEEQTfnGqnYVKb3Y2ak6KrmaS7QVOLBMLFAEE1Vsabb8H33Hs78DOJ+P/FgiLgootgsCEYDgiSh1rmJR1sIcDwcQY3EUKN6CaqmaogGGcViRrZZQNQJsBqNISoKkllDVOIY7IJOmv1BooEwghgi4tfPQ7AsjKAIpPSxYc2wYHZZMGVnIHfsRDinkBpnV3r/rorqVR9xLHS6bRo7sicgCipWMUB2xI9aW418cD/9JmZRHu+AUKNnC8u9KVQ2KJg7RMiL+BGCftJL1lM/50esHdJJ6VFAoKyaqD+ol8F7A6RkbKWm6wS6dpZpePYnOGI8wzN/YvxFn3Jv7NEkK6DxX9zGhNf7JI0Xzlp8IVDJF73eYO0RGdzMrauo7jOMeCjC5hv/lBgrtMbBH9p6O4OezS2e+jqF5xdQt96Do3MHZk26vd2McrcrTqfk53eOeUwt1fsIHCcDGqurQ9O0xDPMaDcQj6oE6kPEoyqyMYC3ItleUzbJqNEW0tmc/Q3U6ddwp7NG8v7+HCwplZxz+QAWTGna/1ZjoLSBTjJ7ZrLnuwPEGmN6lUAw3BRYlJtstgQ0VUWNRBCE/95s378jci+fwpbf633JtQtX6u0z/8Gvxr+98NTcuXOP6rV0JPbs2UNhYSEAZWVlPPzww3z//ffU19fTqVMnLrzwQu69914cjrYDz+PhaMJTR+LGG2/ktdde+1XCUxMvXkogGGf+rXspnvwU793+E0813s7Wt3cc1ZPWnubiq9N/pPiqt4657u4Xd2Xe1O9Z9ksJJTv0LNqnz6Ri91Vy/UfduenqTPqIm1nd/6rEMp13LORAz7Htrq9u/i5em72ImXNvIG98FqIsJSKHrn6OpNLGo+GNG+fwu1cnH3c+0LO+KrrPaakW4b7UTBpqVtOx29XkF13Ll09aOf8IL9CZc29g/nPrWDNvXdK09jB2waOEly5k+YPFiWl547NIL8qh4WBNmxeUMctA0ZTuiSzZrEmvMeT0QQzqZ8U1Lrlu3NXPQecPXsfhPohUshctPQtNUmicM4eGg9U48tJQrp/OL42DObvyJdZ1v461+6yM71nFioPZvPuCTqien92XPqXfMeH5TgCcdeUocrMkhucdJt1/iCeWD2byKSre/rqNT8+dP+D67BlKlmyn8JJxBA+VgqpiPWU0sT07qF65BUd+FrVXP0J9xIldCeAO23jq+UM0VOp9P3s3/4n+BRp37WtkV6WXt9Ua1mkBTAgYEIiiEaTl0ZFlNHBSxEQ/wUJfwUKacGLxsx6XFZJ65z0oQQ/BOV+xv3g7ikVJ6j967sIPCfn8Rz2H7SF/x2J+P30nlYe+Y9/W5xg+6Ue69OvN5bPHAXrf6S+36uXu6YNTsLz/Lb+frmenTDYrIV/LNdVzRJ+k4EJ7+2HMMjDykfNYeNOniWnLXtnM4q+T4/4z597A6GencMZPkzFazYT9QeZO+p5Fd3yTNJ+t0JwoBx37+uVM/OJU+o/tz60rLsLVJYu9P22n+4d/J/zy0wnPx7HzH8GT1QNNEElZ9gULb/wkaZ3Nx7E1frqvloWn/jFxTN6UBzP3pZnUlFXjqQmgWiWCkRjpMYn+goV+goVCTPS7rhc7bv6MhoBC8bdv8daTv2OgYOVeMQdzOwOUXlcWEXT7qdpaixbVEtmdgbcNonz9oUT/7NGwVQtwX7yUB8QODBNtdJ6cx4E5pdgKzaR2deHqnIHU1IdozslAtFpRA0ECZZUcWrQTa4YVV5csjC67nqlVNb2EU9X0zEETRIOMIdWl+9kKItEq3bNUkCTQVGK+AHXbDhDxN/n0GiQs6Q6chR3xl1ZRs6MMa7qV7NGDiDV4iIcjGLMyoFsffGmdcexZiX/TZiyFnfH3PRXT4m+IeX0Y0lMJV9ZQuX4vna86hwN9ziM1Uolj3TwERea+6pvJy7VwY/5PCLEIQUc23m2rmPncG3y2YjOPX3cBt119MeqmNdRv2YOrRwGRBi+rZi0F9KzbsHsnEAsEqdtRQunqMvKG5mKwGhBliYyJYwjn98K4ax3utZuQTAbCbi/pIwaw4Lr3ARj/4fUUT32dlD42Grb6SOljI/ukbNLvmI7PlkVayQZUxURJ7gimXz+VmLuaj88Zha+8lkCdn2gwiqsgDdlsTJDcnAEFiIpMsNaDt6IBX7X/mJnnE0X64BSceU4sabq/bDwSI1DnI1AXwOgwUbfHnSCaOaMzECUBT4mXSH0MNaYhmUW6TuyMyWXDW17P3m8OokU10genYM+2YXKaE5U+e37YQ6Q+SvqAFBwdnMQjcSo3VxMsC6NFNcy5RtJ6pBCPqknPNUuBiR5TeuMtr6d6ezWKRaHDgDwcXfII17kJuX1IRgVnzy6IikLM00iorgE1EkMyKoljFmoMo6kqjg5OFLNe9h4Lx9BUXcBHlEUMViOSQUZTVURZQrGaEWURNaYS8QbwVjSgxjWMdiNmlxVRkZtIiIKmqoQ8OuEN1AeI+GMYrPrz3VseoNPJHRFEkcMrDiNIAj0/exVRjaH89BlL7v0x8X3HLJ3NRX/vhLdOz/LmFOaT1zWDLp2tjC2qonDrZ/g3b8Xary/xzDwkrxtCASa8rnvcnnnFKGakvs+BVz7E5DRTu7ua6lVuTln1Emc+ZEg8l4c/MIZ4MMSc096j95+G8fHlxUy8d3Cb0vv28PE9Czm4eU+bZ/yspkD+kWg9Pmv+fNy8+zntufw2008ER473mpfNHpWOe08jtlwzRVMGtdvO0hwYPBYsBSZEWSDqjWPOMGDLshLyhAk1hJEMOumN+KMtPeoOmaxBqYQ8YerW6xnerJGpiLJExeIaRjx0Kv5LbgcgNuu+pCBvM9obFxqzDPS+5CRM6Slo8Tj+8lqigTCZQ/ughkJgMOK49f925jJcVUtxp9F6RQbQ4/G7MOVlk3vZ2f/De/brcfjwYU4//XS2bdv2n3LlIzFp0qTf5Gmbm5vL66+/fvwZTxDvvPMO77zzznHne/XVV3n11Vd/0zaKJz8FgNFsYOsLO9jzxU54PbnUJrtLR+LxOGef341dT9163HVmT7+NA6sDhEMRXny2N1lqORXkcslD9cBBnEYbq3tflbTM0QguQNqEokS5ZmlxVdJnzQ8yQ6qSKDFsDydKcEHP+jbHJvMEAx+4G7i+4AIqD31Dx+5Xs6bfVGbSNqvWmuA2o2DHL9w4fTd/fGQkhikDCVdFWDjuftIGOhEUgVGPn0nM5yfmDxKsa6RkkZvRG+ew7OSLE0IP6b1SkgguwFmjFYZGf2JJq211u7Azmffeh+wpQaqrAE0lmpKN15ZN1P0xtuwUUi68kMWR/hhljcDWbeT1KWOHpQiDEKF7ToDf3TmGjVt8lDaa6RNvGYj3KABJjLO1Lo9uqUb69DTTN7KAZU2fZ5euYeGDxYleqZ1frUM2yWSV1lCzs4poKI7RaaVg4z/Ib3CjxeLUj5uKyWLi+dl9Wfzh49zzw3I6laYTFl0UCEYekfLYrAbYR5gYGgoCFkTsSBQIBrJjCoKUnFnPP71Du6VTXabkY+/gwlvuxtU9j4OW3vTc/S6rn1yeNF/ihe9rR6iqCZLVwsnLPks6R6OfncJeTb9qbCk9QFOpLp3LJ3/txLYXBBS7TOCUcxg1y4fstLP93flU+lMI+cuZdI6LIen76NatOzf8RT/mO1ZsZfxFI3E4ZL56c3G7+xGuirDt7Z+Spi3+eiXpHXPoVJTDuvnr+eMjIzn13Esonb+a+dM6UtXndKZOD7YhuAC+vUFyx2bi+Ps7TLxDD5Zd8elp7FvvYfCMLARJZHW/K5OWqc4dSGkklwFLHmfhrS396hlbVvPwU4cJ1dQnpjXfJz/cvwMzOsl91vEIL0wvwlNfjivzFMR8I0NLlqJgpIQI/1DreY86rIiM3aCQ+f7f0erW8/a77zFJcPJ7MbNNdUXr89Pjwnz6X1fEgfmbCZbpg31Rlo5LcEHP4nbGyLhu6Qx/ZCoV85YmjlN23ywMNlNTxk3DIiuIVhuCrGAKhTA6TE39tFFdQTYUJeT2oliMGOyWhJqzpmkQ0UXNADCakKxNPeSSBLEYUiyOwWYiGowSqNevN8VsQE5Lwwr4q9y6iIo/AKKIGo0RKq/EEAzi6FiN5vdicNoRLFYENESrBc3TSMzTiKapxMIx4pUV0AdCig1nk6ZEaqqJQ4d9VPTrhWvLHGY9+3de+Xo+RkXinRlXceGF5xGxuKhZvoWKjZWEPEEaDjckjl+kPsqSe3+kz7U9ddEhoMPoAYjdeyHUVmE49TIo/gAAe7dOCIKIbK5l/+ctg+kJ7w/h5dPm4CpII6OHn6A7gPtQPYKzM7IaQZUNxC0O1iwtZsPmrRRlpyKZTQiiqPf8mRWMTiuKw4YaiyNUNtJwsBpLmo14JEY0GKVhd3IW6bciFtIzvg2HS/EeDBzzfdSaeDbDlm/DmpNKqK6R0hXlCYKkqRrxqIpkkDHYLcRCEXKH5RDxR4j4I9TuqUOLq8Qa44llgmVhSsuq2mwjs1cajaV1xCMxUru4MDn1slBfSWWTYJSCYjMTqa0nHlVJuelBfM/+CaPV1NTLrJMOxawgKSKaqhHxhxMtLYIoEA1GkY0SWHX1XjUaw1/jRXT7m+YRiUdi+Kr9xEJ6hk0QBWSTjNml99hKBhlJEZFdVox2E/FoHEnR+9Tt2WHiUZVoIJgIyomfvYb5tDMQT+pP76sPsO3dnYyf+ycmP59DyNdSxjx6QgE56RpGOY6qiWB1oNgsxLI7cSBtKI1OK5G4BOgq8YN7xImv3kvEH8b5+DN0/vAFqlctZeqreYCeke93Uz+Usy5gn3U4ahmsf2gVf0n7gcUnQHABLnuq/bHP8Yiq2SQmxgoLTn80qRLvaAS5NbJHpVO5tPao8yVE9AZlYBw1BmhLco9HcCFZo0Gx6+XBYtN7W41rRENxwq18qO2dLRjtpoQugqXAhKODk2gggq3QjKWoO4rnMP5PP2BzK4KbPjiFfnddymfp0/l2RT2X+8clrg+A3GHZCKKI3KQsLpu9hDxBXf/AZCIe+7/tk1v6/ldE6hoSBBeg9MNvGLX8H795naqq8tFHH/HZZ59x8OBBXC4XI0aMYPr06WRlZR1/Bf9L8W9Pcv8v4ndfnYkX+LyJ4D77dH9qThpK3vgsCjoOIDD5WpTYCraXeo+9IgA1zqO9vmXB7Q9T/ndI2fk9t9/RUqL87Lthnr1nBGueWvEv2//WA4pZk15rN1P1WxHVNK4/vII/qw10//FiEFMB/SX0ynVfE1iyA8spbaXWZ016DabvBuDxh5Yz74EpiUyeyWkkY2AKkXoP0gVXYVu3gDWzP0G2W7H37pYk1d8sTDVi3RvwJ5UvnrLh+fM5lIZavnPnyXl4Hv6E1dVOzll/F6rdRnjQOBaGT0H0aEwc2R/BYKQ+ozspapCO4mFqtx0ib9mnTBlyJiHVisNg4dL61zl77BB2iP3Y7zqdjj1jlOw4wN+e20AsGsXisPH5tTspMFuQNqxm5MPjUCacie/bLwB9kLNkxqeJnkej3UDDHh8Z/VxEvEH2fzAHf42fvGFdsA+t5A83DOeFXvl8oNYxWUjhTDEl6Rj2FS305cSFozr9+Y/knfxVUpZcMot0mnIK0ZNGkr53I9ULltOj7Geqfl7SZvm3nu/MdXcc4E3L4+z98mC72xBEIekcDb13JNVn/Z7lu9JxZKSiaYVk5Z/N/i3P8+3bca58aAK+kirspdtY8nQxIx6aTMYdV3DrLZNZt2w+6xa2rFsxpmGxdyIj71RuLgqydtTtx+zHbd2HBvDxsxmEHr6DVHcHzuFKHn9oOc9YJzPji0/Z8/nfgL8hTn6z/ZWhX2s7q7oApUy55hTqLtUHtWufXd1m3mEb3uH2N60U9jTguTVZkG3xdjuNTQR3/h/2U3zWE4nPzKNa7pV5Hy3DldMfnzdIt373IogyN5bvTnwe0zT2EGKjFmDnvlLmrpuOpME1YjoXCC6EVgQ3s0mJuvX5sWS5kCaeQ2egYrF+TWz7NFn8rj3s10Js0AI8XlTI8GdvgUhIL/ltQsQfIVDjoeFwPa6CNASjAax2BEVBjoRxdHCiqRoGpxVJkQnWNdJQ0oA924FsNibUZ+NRPfulxfXyZ0GSEO0Ovc9TU9EiEURTXM+Cuf0JshgLx1D9fgRZwuSyEfIEibg9+gBOVQnWeWk8WEl81TYc+ZmYMlLBYEIVZbRQmGijD81qRhBEFLNCsKwSgxAmgknvHVZVuuRLHNof5vPlMd5/5GlKysq54+wx3DrtCjxFp3FIE+hUs5qytRWkdXOx77tD7WauWrePuLfsxnXSIOKFfTGlZLD8nk9IKVDoNKYXllGnoJb9kqhkaQ442TJtKFadjMVCUVwF6VTF0kiJHuCTxev5ZtFKvi1ewqkndePVmy4Cr4dAnQ9flZ+cfjlIRgNRX4DaXRWUFleRPjhFJ2kGGaPdREp3W7uZ3BPJUrVGw1ZfIhv1a2FIVcg+KZuIx0/V1vKkntLmXux4JEY0ECbqDxHxRxAlAUnRM2Emh5FAefUxtqA/B2t315Pa1UVq10wUm5lQXSP1+2sQREEXSjMriWyqZLOj5HTEnJkGsTDh+kZks5G07h0QZT0z4q9qIBaO6YJCTWrKmqqhmBVkk5LohQ579dJUSRGRjTJqXCMWihGsiSSOsaXAhCXN0rQOFRARZRHZpOjkxGzEmGJHcTkRTUbUUJicwd3xllRRtekAGbE5CKJIxB/mpGm9+Zv3SkK+5ADhqO51NEYsVHjMrD6cyT7nlTQMuIZl82vZuXIbgijSZ5TugpHdpSPdbIepW7edssXVdAx7CPt10nTTW+cm1rnplU0Mv9HOjLs3ApDZOZdRtw1i1OMT2fjWkiSidSycCDEFfdwxa9Jr3LN8OvbeaxPvoebpzTjlyTPYddbDTL9Lf94NOX0QE6YPSnye1Sf3hIJ9ikUPJP0roMb0oIi3NECoWj/vRz4z7Nk2RFkkWKN/ntkrDXuHVEJuH1l99OtJWLsoSRxr/Pf3UdJ1HNvidjb85GPbsi10+fYjNvc6D4CCM3Nx5KXqAoBNKva6sJ8uPCWaLKhHcQX5v4Ls8yay4tTLk6b5tu3Bt2s/zgG9f9M677vvPr755hvGjx/P5ZdfzoEDB/jwww9Zu3YtX3755W+qcP3fgH/7cuX/C5iXOrBdm5RZk17j1ee6t1Hm+60YeNsgLtp943Hn+zXlNe3hyKwqwJu//z5JEOrKP4zh/LzVnHdvMGne9sp/mlGvxfhjvIRyovTCzFaCXCWmcYGQiiQIRy3tPhJ/3vIHCn/+lMtnVHPJTaO5tuSP7P92BSU/V9Dvxr6kjx7G8nveI9ooc3r9eiZevJSvb6+i5t33sedn4T1cxdSK6bzreoqdH+/lpGm9Semejzp2CjvNg9hf68BljTE69D2B77/Be+39+FQ7shBjW202Y765BlFRsA0bAtEIqqeBbcNvI087iPmbNzB16cy09ZdyzpQcuqY1cKghhWVrg6z6cW2b7zL/tgPs63w6gbiZqCrhUPyk/X1GUr8vwClPn0Xd5r1J5UTjP5hGuKSMpTP1RqONaoAH1FIuFVKZKqXza9Hn2p5s+2AnWlSjx2WFlK4pO+FBxW/B2Fcv5fD89fT46DtW7vSxvdyGzaySYQuTZvIiCXE+X5nOT58so0fl73lr3U4GCRYuEdPIxUA1URruupBXX36FiDfMI8/Ownz339nw2Bf8/OlXBHwHydn7Jes0P0MFK/dLRxe8a4a9yMKQv84gsn4tS2fOJWtkKn1uPo8JH+h9jN8/EqX0kce5UX0IaP9eO/I6PuvKUfSd2qvNfEM2fQjA1U8Z8Na5OfOKUUzru5G1fZNfjl12LmDGX+oSZYKtYbSamfHFlXz7lxXIssh56e9y2rV38JTUkV6Cuc38zRi68T32qnmY7r2c8p9bGq2H3DOC+use5eeduVwfep59n8yn9z++Tzzj4iu209NVSt6KD9n9wVzqdja0KyKX2Pcp+Sx0u7ll4ToOPPw7DA0+6vZUUr/P3e61lTs2k24XjUHKyCReU41//2E8h2sxu6xYc9IRDTKByjpCbh/WnFRMaSm64JGi6P23TcRVslkRU1xgMkPAjxaN6GI+kQjenXuJ+oJIBgXFakKQJRr2lmGwmTFnuogHQ6gxFVvnPKQUJ6rfj3vz7kSfeb8b+5I+4RSCnfthqi+l7ouvQRBI6dmFqKeRSIMX42XTqLQX0qlkCUJdJWt73sC7n67i/acvxOFK5euXH6F71y4oET/hLz74zUFKe5GFvtPGkzJ9dtJ7KGtkKr2unUTN8g1kjh6KYDDo5dq1tYSq6ji0ZGdiUD7yLxO48tP5fL9xNwO6d+baUwczbfQAVG8jdet3sOeHfYSrIsgOmXgwnjSQ7n11D1K6dUSLxQnWNqDG4sSCYWp2ViUFjZrFnFoHUGWHfFTRst+C3LGZKGYFb6WPhh3epH5wICFi1R7yT+9AelEOgijSWFrL4SVlmNIULOl6UDBQGyAeUZFNukq3vzRMrDFGj8sKUeMa3spG6nd5CFdFEiWlkkHE2dFJ/ql9kVPTsF73IPVP3Y4W8Cf6ayWjQT9m/qBehuzQy7PD9R4i3gCSQSEe0XtyY6EoalxrErLSs7MA8ahK0B1IEGTFrGCwmXAWZCIIgq4kHggT8QaJhWN6FdKgkwj0HcN+pRcLtjiorg7irvHj9wbp2DWDvr0sdM3wURcws3JTLKltY9SUYVwwOkRUlVh/wMaBgwFK99eiGBXOnZLNGeq3lDz7Mvu+1jUUhm58j2LPUM6tfpHii/52wudzx6c7+PrtJZx99Slc/MO57ZbSHg+5YzO51fgojx+4I0lcrBmW9RuZ9dRO7vx+GqfXr0+6h443Hvlx4hwWzzh2z3x7aK1Z0Rr2Iku7+9ge0genoFgUaja6j3oP5Y3PwmA1Ur29Bt/eIHnjs8jsnYcoS/ir3ET8kcS1Eo/E8FY2Yn/+VQzxECmV2wmn5LB63M3EGmOM//B6ohUVRL0+tJgu4mbJTkPJzED1B/AfKiPk9pLWvwdSihNECfOl9/zqY/P/Cxq37GLJwLZ2ngW3XU322eNJO7WtfeqxMH/+fG655RYuv/xyHnroocT0r776ivvuu48777yTG27458b9x8J/ypX/g6Ni/o5sCv9F6/JVNvDc7H50ju7g0seUNv15Xfp358XztrH0V8jjj17xAutMYxi08ME2D+zW0dBpfz+LU1+6kLfyHuXTVxbz/ouLyJt7Q5vM2My5N9Bl5wKuv2NvG8I7W63Aj8o4wUExXgzGDN4L1fAlbqz5Z9E5FkCSLYn5oZVdEvD50w7e3NiXBz98EWZUc8WtY+g4uYhF6C8zQO9vbOpxlO367ZGam8UqxyAK7+6J7C0j01PNzIk3sBPoObUbrt5dUXqdxEbzIIxSlDGZW0k7uBa8DUSvnE4MhXzfVqJGG0VpMnt/3tFU2r008f3GLB2AXLafeIqTUOEADr23l79u3csTTw7GboyiKC2CEmaHjWCjnqVQDSY6VyxF3bYe755DeMvrWf95WwVjQRDIufQ89n7/TGKgWFW8PJHZcWsxZqsV9BMsXCqmJS078LZBCdIsO2ROfmwKi9rx4ztw28cMsE9j/V/XsfPjvYnpOaMz9Jeh1UCHkX3wHa5oQ8KPhdb9qQBD7hqGvVd35vWYyUmnlgDw4IMbCQTj/O7OMWRn1tP5YDH+rEJWLahFEATO2xgnTczmU7Wee+IliXXJTz3HKGxcI+Vz5sTRrL7nDf6ivs6BgTcz9sxe9LxkFR+rdXyj6gPufjf2TfTAtgfvrgArrns6QdyqltcTqPuYQdf/nnXz17N0WJPC+aT2l3/2gvfB3/JdTz57aLsEd/x717EkehJDtBWcedEY1qys5PzBFew6R9cLMOcaCZaF6bv9K9JKl+Cta6vWDjDjC73kecoDIwBImZgNQJkWOSbJXRsZyJOPreXVFz/AMPIMRj03FbLzEGoqMHp2kp6SS8TUi85TkonoENsWLJ5aQiWlmJxmuk/O4uCSfcgmmdxBHWk4XJ8ocZcdMnmn9se27QAsXMf+7zeQ2zkNa7pehh+qjrYZoNVsctNh0GHMgSC+wxVUbSlBMshYM53INguiyYSpaZBvSktBsloRTEZEk0lXtw2FWkrE4nGIxUCN66Ifkm5zIUoSpjQnBqcdyenQPXO3HQKCWHPSMeZlEw8EkRwOhPRspDSVlEgE0Aem9ftrSPP5UEKN1OYNIH3kYdxrNqNGIsgWM1FfACniR0Mg6khHaGzgH+89z9uzH6Zr79HMePxTunXej233SlRPA3uXt1VHB71lwt4h9aj3mjnXSMGozvhKKkk54rOq5fX0ulolc/RQwmXliKedQ9jkxDf7URSLMSnr9MI7P/H9rr28e+kEzh/V5BMfDqEGgkT8LdnB9gbTuperiiBLKFYTsWAYg81EliwhKhLuPY2EqyLEGmMYUpWkVhh7Z8sJaUCcKKrW1R91P4GjElzZIRP2hnDvryIWjhOoC2BKUzDaDUQDUbwlgcQxMGYZsHe0kD1EJ6MNJQ00lvqSykjNqUYUi4LJYcRgM+Evq0YJhLEC8UCQcK0HS3YqgiQR8weJR2O6cJrZ1KQMLmJw2hANupK05vElypAlUUBTRcwuqx6gEQXUmJooFw8Honom2db03cwmZIcNiyInPGANnbvgLhrFnng36htN5GSI2KxWqm0GSg7Ayh/WsGWlk5zOOfjc1dSU6EGwk0b347opkC3uJ7V2N3Xvvke4eB9D0k24Clzs+fwAPAW/tDq2/W/uz9NL+tKtUODgh3N+1fnseUlPvp70Gt+9u4Tbpl/E9vcfBXTydmSr1dHQY9rZ8AE8Ofx9bt51QZvPH/ijXlXzzIS/cjowaNlrrOqrqyl/M+h9zll3ZZtlmiGnpR5z2+O/uK1dMUL3gbbl9bJDRoufeL7K7Dr6sx3A2cuKwWrEV+VNvHsNViNqLE7UHyLoDhD2RUjvlokl04WmasgmA4ciHRh04AOKz30OS4EpcS8VT32dzpPzyD1Z76+OhyO6irgogqa2CK+Jgq4QnpJywt/l/zfUzF9G7U9L2/2s/JM59Jx1bAvD9vDxxx9jtVq58847k6afddZZ7N+/n4KCgt+yq78K/1P51P+Q3H8DnDzvURaNbN/s+dyeu9mXa0Qyi2T0SKNqa20b78sTxZ6v9jPo/n2sGnAN06HJM7Sea+4Yw6SvL2bTE5tY+sRxV5Mgnx9kPcviEbroQOtCpNalOq2J7i+3fs6nkyYm5qv+aReZE4varH9/j3E8PzKVOxwtOzNr0mtUbpxFsPQn8gUDjwu5vBaq4QDgF0UCpfOIxwK8U12StK4LHtX9kO1FFmIvFdLzqk8JnDecnGwD5/9yFc1FNs1lyM1I6WPjpKvG4Nu7kbPP74c/GqfBnEZGyQJW3fcGoCvE7vhwDzs+3EOnHXeiRQWKyuejbl0PmVnsG3A5GyqyGZu1FYO3FoOvDm9aL/rfeDq/3JzcW7HznsepWl7P2Fcv5Y0Dp0JTh69D8XOgNpNgQC9Nn3rLGK51P0nF0Av4YlMXwstv5fCire2+tI/MdGhVZUmZkNali5+odWjAnWJ2m77KR3Ne5vYLL2XP5wcYuORtJt0bZCbJJHfkw+PYd8s41i+v50i07nk7WtnxsdCa4I5d8Cj7c06hTohTsUfih59t2EKbCYfjpOVl0yXDT1q4ArwNmA1ljJ9yIV+9uRhBEBgjODhFsLNBCxBGJVNQyEHBKugBBFHTyc3yB4t57sL97LlEDxaITT+gB0Haq1RoDaNLoevELonj690V4KK3xrAu/7nEPK2XbbaQ6HpuJ9LzspJ8io/mWa1GwvQ27SIat9C3IMh3n1Ry2NebaFMkv7n8bFV9D8wTzkM+5x1i4cgx9xvgm7l6cCKt6dUwtvgvLBz/QJv5Nu+TUIwGzKqPXpf2ZvlJ0/noay+duriYmnKY0wwr8Sk5uPLy2X//3cQD+jPLseRzfHsPJUqu88Zn0fviYRjSU3UBkpoWn8hYY4xdny9lj9+DJAhYm0o4I/4I3kofklkEkq/xSH2Uw8v3kFHUSKDOj6/KT1afbKwd0pEz0vVe00gEtakcOQFRQjCZEQEtEtF7cDVVVzdWNRD1jJYWCusKtXYbcloagsWKFgpgdlkTKsySMwXRakWwWFHNNuJGC0qnllLb2u31dKqsQskvpFFwoQychKPBQ7i2HtlsJFTXiN1XT9hl4PMNh3jiL4+z93AZ50+9hRunP4YmmfAYM7DW1eLdfYCsPrlkFGUl7EcsBSa0qIav2qcTh6Og++QiJKPC9s+34vbdTO8ru7Pp5Q2Jz+NeH0oHB7LdRuCLDylfsw9RlsgeUJDoIayRYszee4gzXKn0c4cpW7wJg9WIYjURrPdRurp9Zdlm+Ks9OqmyW1CjMWLBMLLZiMllw5bpR43G8ZlFAgdDCIqAYpeQHRLhqggGq3xc/Ydfg9+aFdaiKlXL65HMDZhzjUgGsUmB3J+U/RUUPRMtd5OxZdoJe0P4qvxE6pO36ypw6VlZs4Iai1O7qwLJWAN/ewwtHsNgNxPzB6EpIyJKEqLZiBqNEvX6kEwmRIMBRZJQo7GmQIKGGtOVlONRFUESUewWJKOBWDBM2BsiWB9EjWuIkkAs7KFmVw1Gu4G0rumk9euOoVt34qnZVGT2YUNdF8pqBFwOGJRbgUGIEO2m4BliY0HRKLZvqqR8XzmBBj0IcdLofjw75Ec2XfUc9vOHInXpnLheAwdDRxUb++ncT1n+7CImPjY8kdn9LdiRdyagk1z1xS+xTZlw3CqjsQseZcJTevDbU1V3zHnD4TgzHtzMuk1+mvOPKx9bwkyWtCtACLDg6neOur4Vr29h1usrEs4Vzeh4Wg7dfn8JnScfSgo0p/dNwb3nxAM+QXeQWCiWdM23vpecHZ1oqoqvquUYCaKg6xqEIsgmPYOb2re7TlLNZmwjO7IlbCS6X3dEOHKcGgvHdR9nQUQKBBFtNgSjCSQ/it2KbLPoQUezGc2W7ObxfwlpY4ay6br72v0sUl1Hzc/LaFi5kaK/tM8ZjkQ8HmfNmjWMHDkSm02PXoVCIURRxGAwtCG+/xVwOp3ceuut/+1ZXGgZu/0H/4M4/2kHsya9xnu3JwvXzL2/ka09pxAsC+PbG+TgvDIGfTr7N29Hi2qs7Xs5rn4Oxrx4Pml7ljFz7g3kTCpqt/ylPXQ9txN/eXwoM+fewLZ3dx51voc3tIhizZr0GuZcXYkyqYT52UW6NVI7ZT3NBLe2/BfW/3IV6xZeQVqH8ZwmOHlLraVWi/Gi3InPpUIKVAmjGiW7fHmb9TTDuyvAplc3Yzy5JyNv7Mvk7ntYM3vVUecfOOM8xJFjqcNMqi1Gjq2RAvc6yr+ai29vkKH3jqTbXbox9+AZQ7lp+i56BVcTXDgfTdXYN+By3v7ZSXm1xu5wIcXW8/leuYBnXqlsQ3AztqwmtbOePd3y+lxq6/QBce+TT2JnbTrLVrjp2NHKD49EuHTd7ym+6i229ziLW50foIYjR41Kt36BVa7ekVBJbQ9lROktmHG1o4p85sxhicGyHNVfetqqZD+/5Q8voKodgvuvRl12bzKiZeTVb6J3Rz/bV2xj9QY3cRWmXtWN/uHl8OFL1C9aQeWb73LZost55/l8DKl6VkMUBAaJVkaKdgoFU4Lgjnv3Ghos2Ynt5N10DV8+qEdTy7QoORiS9sOZpZ+v9MEp9LupX9JnDVt9bayzPNv9zL92Y5vvU3h+ASc9rws/7fv6EFe9MJG3Hbqq5Pwrkq/PhLcgEBowFmf9fjbH+2JXgriyUil3t+xjc0no84/qwZJzrxreZttZW1diWr+Jk6b1plGL80q8msfVckamuxjQZNMz8em2ghRjX72U795dQjQcIb1iCxUbDyOLKrtWb+enT5Zx9e0lHDIUoQoipfmn4LL6E9nRdS98n9RTXFpchXtPCYLRgBaPJ8ScmlG1vJ4f1h9iSFoK6R1dANTtrcO9Sc/wpfdNofvFXekyJZ/sUemJZWr36IEVR66D1KI8jPkdERwpTccmCqqK2mwRFArr2VpFQZAVkGXd0kzVIBJB03SSooVCxINB3W7FbkOwWPXMQzyOJTsNS6YLscnORZAVnSRrGnHFjOrKpPPkPEAXIvIeLEeIhTEKIUqEzggDhiNKEuF6DyWrDhHZtolnn3qUab+7ntQOnfj5y4+Z+cAjiIoBoxyjNppKZNA4rPm6FU7mmeMZ/93d5J/egU4ndyS1u7NdQaXW2PTqZtb/dR2h8iCH3y5mf3FyOafvcAU1C5cTLK/ClJFK2BvBmm7F0a8P3c4ewoDbB/NObgi7QebBEb0xWI3EQlEayxsoXX2QPV/tP2pA1lJgImd0ht6/7A0mBs/RQBg1GgNRRGyyQ5GMIrJDRjKLGB0GLOkmBEXUFWHN/3NDGEOqQtpAJ5JZwpxrxN7VgmJViHhanrvxoKrvd5YBc66RzCEurOlWwt4Q/ho/kkEipbsNW6EZc66RrJGpRwhJRYiFY0iySHjnJmSjgiHFQTwSQ43EECVJt16ymBO2LPFQiHgojBaPI5mMGFIcmNNTUCzGpkqEln5dNRYnVOfBV+VHEAXMKfp72r2nEfemRiqX1rLt3Z0snvEtdT8txO/MI4wJsxKna06MQR3KyQodJDVYRmboEAXCfm44aS23XOVgyNheKGbdj1eSBISqEurWe1h2/88UX35irUWTi68lv3fXY3qJ97m2JyPWH13bAOC2O1vU8ct7ndyG4BbtnNtmHDKxieAeifbGLHEVVm9w8/dnurWZ/+SbTswHvTWikfZ9Yjv/+T5e50b2jp/BatXH7HgFr8erOZjvxFfZtu1DUPSAtaXARNbIVNIGOnH1cxBqCOPdl/ysjQdbtmmwGoiFk1sLmnu/JYOMLTuF1KI85IIuyJlZRAaMYW3+ZdiNESS7rc1+9LupH7lDC/XnoijogRlnCjj0ahrZaUfOyERwpaGlZv7L+o7/t2HHzNnULVxJuOLoPf1lH35D7hXnnvA6S0tLCYfD5OXlMW/ePM4++2z69etH//79mTZtGvv3H9+G9J9FM8n9n8B/enL/DdBsIdQefjpvQRsrkH8Vmh/UX88ysGrANf/0elpj5twb6H9zfy7Zf3NSZre9LJJr81ruuWd9m89VTeOi+F5EWycUgwNfw066D3yAkt3vYbbl0X3AA5z+45U8rZbjR+N6MYMpoiuxT09V3NWmnG3cW1dy2md6dvfRWUPb+AEP2fQhjr2r8HQbzvflg7jqVI3Ykk/wzv+J2h2lZPTOxzj5fFYaJ5Bnq8UVraZRSSN/67cQixLp3IfFjOXnJUF2rN2biGRPueYUel96FEEs9F5N9ccvWP7wAsZ/ejN37r+ac08zI4oaJ+97LdGLlH96BxzPv0LDrdeTM6gLtm6dWXj9sT0JTwQ3xg4wWLByvdTyYj918ZOc/rir3fmnzRjDR2+s4+tbS/hl9NG9q5tx8qOnMXnpRUnTfr54yTGJ95HodmFnsu6+C2PNIQI53dkkDGaAuhpbn9H8uEFlws4nWff050k+rq0x8uFxnL3y0sT/ra+1cW9fzaFvfknKFjRXIVxmVzBZ89j5/Z9YMeh35IzOoGJxDWNePJ9J309KrKvjaTmU/FyRWH7M8+cgd+tJbO8uGrbvw9ktn8V3Hb3krtOORdw0vYVozPujO+nYjl72LAcefpru10wGSaJ+6Wou3nsTjzw+jNDAfgz/0yl8O+aNpOqI1pUUR96Dsya9xryZdbw/egZ/jJfiM1rI7TKVnILzESXDUTO+g7Z8wkX3+sjukseZUzpz8e4/8Vn3x/jpx8MJmzKA52b348MfNJ653cn89MHt6g60B2cvK4Nn3QRA7Q8/M+BvXzNecHDlEX3ihlSFovO6k3pSIWo4QuOB8kSwztnLSsEpXTHYzTgG9EXLzEUIB4ju3oln10HM6U6MmemIRgPIMoKiINiaBlZBP/HGRrRoLJHtjQeDRBsaiQXDWDvl6qWGsoIWDKL69e8lWsx6BljVaNyyg1gogrOoM1LPk4jZXHjee4eKDYfxlgZwdrZTdMloIiPPJGByURLPp1DbiXnxV8y/9XMeVytYR4Arb5vN8DOmM7nzNoxRP8sCg1m7LU5NpY9n7E8kBP3yxmfR/b7fE161jOWPzD8hu5RmyHYr4w4upvrPN+PqWUD9xp2o0RiHVxzEs92vk69+6QiiQKczRyClphEtLeXVhWu5+5vFfHvvtZw2vD8Eg0SqqghW1OgesR4/nlI3QXcIk9NIWqH+bJHNRowuOwAxv66oKlv1vuh4KJSYFm7wUbu7kvrdHuJBFXuBBUuaBUkR8ZR52zzbmytXJLOIIVVBMotEvfFfJVj1W5A7NhNXQRq1e2oSZdyufg60uNpG/MrZy4qrIAVLmo1YOEbDoXpsWXbsHVzIJgNhj4/SNSXEQnHUmIbBJtNpVFeMGamk3fMcFfffiPdQJaIsIikSalwXlrJkODGmuYg2+oh4A8gWI0aXE9lpR4tEUMMRAhW1+KvchL0hXYhKkfDX+gm6g8SjKgarTMQfO2YJ+MDbBmHLzyHq9VGxZk8bi730wSn0euFBlIZq3PN+xpqbSeDMq9kc7o3DGKT/4S/Z//cPODDnxOwVj4Zj9bse7bnVvMz8m3ZQfO5z7X7Wetkjt3H17WMStn5HwmKW+P6N/iwoGH3Cz7ljQVqzhUcfWMHLz/akpJc+Xhn/yU08VHcTy75bzcy5N3BX7DA7CdEhI43ymjomCU5ulVqCklkjUxFEEXu2nZSCTBBF3HsriEdi+Gv8bYQSQb+HUnvayeiRRcgTxF+rfxdbpo3M/l11MbFGH6G6RkRFxnXZpVRm96cqnAFAR7kEr5DC9L9U46/3cPO9ozlX+BLRUwdBP1rAT6zBowdgho5CkxRkdxX4vWAyo6ZkELJnokQC2Aef/k8fx/9t8KzfyoEX36Psg6MLtYomI6eVr0AzGQiHkwMbBoMBgyE5IL9582YuuugiunTpQmlpKddeey19+/Zl586dvP7665hMJj7//HM6duz4X/Kd/qfxn3Llf3NM/GocTBrHe8/ncXD8eUkiLeP/cQuR/J7IW1aw8Hcf/up1Nz/QV/2KHtwjcayXjev882C2TixnfdYy/2N7b+dPhS/wYc5zbH17B+6+g9uU5QCMXv0yZw6+mB98h3hW6sS9WSezc+1DuLJGUFu+EHf1aparfgwImBDIQmGx6mW0aGfm3Bto+wgnQXABlmxRGHjE5+ff66f/2Cvoojno0ymKLClsfeZt7C6FvNF9iY49l03yQDKURjpVriSydCFlczdwMN2K8uQrNMRSkPwa2TkW9ltMCZJ7zfrrWENbDBg/gA3FG4grJizdujJoyw2UKKlsensTvzunN8HLzqC41aBDev5Dpk7fw3dP/oXgO68gmo/dW3Mi0DSNGmJkCnq2s5m8zXq8ZZ7zpo1O2OecdeUoLou8yfiHR/JLr7YEd8yL5yN3LaL4zFkt+z3uzNYtyMhGAw0bt7dZtuu5nTi0oKzd0sH8qecQDzUS3rwRSyxKv46wZ/rDDFmwkHxXA0JqOhk9Mo5Kcpc/vICZ7VgvACy49t0205qDM/FF1yCK+osjc5iLhn36+Vj0hy8TZdt9dnxLevU2arc/TO9L+lGx4SCL7viGce+6EBSZtOEDiFZXM+7da9otUxs1axLLGtPI6NSBmkN6T+ovo+9l7PxHmDg7h5lzb2DxyTMAKPlZt0brMkX3YhwaLGYxYC7oiMmgUXBmLgd/KGPUqr/BQ202BcDYN6bywbbO/DLmBlZoPtzEGXTya5gsOYnvfjSsaOxL75GNjB/jpKpe48D4P5DtjfLsdfW4tqzlnDnj8dd7eO2LOO7yKiSx/UDJ0eDZ7qf4nGfoc21PAnV+LIgEaNsPae1oRjYbUaMxoo0+/NWexGeySSYWiqDG4lhqqpENBr131ucn6PZjTnciWi2IZgtaOITq9SFJEpia1MNVDS0aRYtGUSMRot4A0aZeaUGS9Mx0PI4WjyVKmZEkBJMFwiEaS+toLPegxVXS09MRTVYMNhP2HAfWDCuCKBIoqcAcaiS1oYJAroM9kZ70GeJmbv+v2bguwENiB+64sjf7HHUcjHbGZWxkXGg+E4VViD1SOPRxS/VNaXEVpcUP8/E9C/nb0nNber/R7ylvRWO7g9pmKA4b0UAY34gppBkM7P20GH9pmP4390eNxhK2aXljAvgPlrJt+yEenLOUq/oWctrQfiBKqOEQMZ8uimQryMXU6EMQBYz2ACanGcloIFjXSKDOh8kbwNYhHVNWesKySTIbkWwWot5SNFUvs7VnOwh7I9SubSCWHSPo1s9BoLJthrj5mdFMcINl4aP20f4rUb/bgxrXkvqUj0YUg5URFIs/ocKrxjXC3hBaaR2CKBINRjFYlUSW1ZRiQpQlIo0BRJOZ6h0VqIEAkiISqA8RC8VwdLAhGWTdmqmpYkKLxVHDEaL1DajRaKIn12AzEfIkZzGNdgOVK2vbHKtmcaJAbYBQXZSuEzvjOm0csf17KVu5u117uNq1DSw+eQa5YzPJ6NmBmo172HmvHlh0TM5j3WPfUHzhlRTeKVFwx9Bf3VMtO2T+MvLlY86z5OVNnHJzv3Y/69SnkOJzT0xgp/kZaC+ykPnNdxQcfI/JT/flors9beb9+tylKI5RJ7Te46Hz5DwKPF/ypuVt9vY6iL3IwtCHrsDb82SW3dtSBdNHMLNTCzEyN5UDosbhquTzGvHHkBQ9GIIoEg9FEEShydKrbeBHdsjY8nVVbdlkQApGMaeYmkT7UjHldUCLRomHIwTdfmSjTNScQkxT6B1chbFyPzXdRpEVOsjfH8xiV2Nvetl3o/60hlgohCEnR39GShJCk22boMZBlEAxQDQCsShyNIDSeHyl6f8f4RzYh+DhimPOo4bChKvrmLdpLTNnJqva3HrrrfzhD39ImhaJ6Od6//79vPjii0ycqLcMTpgwgV69evH73/+eF154gdmzf3uV6G9BTU0NGRkZif/nzJnD6tWryc/P55JLLsFut/9LtvOfcuX/JbjqjlIePOlFRj48DtAFj1Z0vZ7H153C8gH3Mv6Daf/t+3QkwT357KFJn02crQ+YWxNLgD8VvgDA1Irpx8zwnvWQQvnE93G4nLyv1vF2dSn5PS7GXbUMxZiKYnSBICLbCyga/QZ/Uct5Sq1g5J/Ht1nXqje2MPaVS5KmjXpwUJv5cgrz6dzFQapToJtD7+/N6JFDzqmDYcQ4yizdUTXoVruM+NrleA9V0GViP3LvuYMdDflkUU4/yw5sVhFvXQNTrjmF5xvvO6r6aceOemmPufYQcU8D+9Ru1EVTMNmsVHidSYOA9MEpPP62/netrYANL62n+Ipjl2mdCHyoRNBIQ8ZeZElkJ5sxZ9Q/6HFRD66bPgaAogKB4slPEXqwpSfklKfPSvwtGgzE7MmiGotHTmfm3Bt42/EkM+fewN3fXNNGEKffTf0ouPQMOk9sP6Lo6ToUqbGefXM3UPtjMdK8z6jfqA84irZ9BoqBTue3Pfe/BWOL/wLo1+XZOSqpoaWsGPQ7/tT572TO/6nN/HFBJvTTDwTLwkhGA/GoPmD09R+P0L0Pkcoq3DsPIhj1Ms1mDLlnBNYNG2Hc2YyO/MjHZxTz6Cz9Phr/6c2Je+hIDLh1II48/RiHrOmMef4cto+4jXPi/0hkV7ZOu5efZ7SfMQkNGMurl+gl1YMFKzICJTtnUrrvEyKhlv4z2dE2Drp0bYgpp9k4KaOcWAwW7spCFlVS1v/Ipmc/Y9BovWKhZ+9UZs347WVnW9/ewepv9lFGhOymAExrNO72EXJ7CZRVE6xrJBZK7s2M+MN4St3UbthFcNsOIocOEWlosl0TRd0aKB4n7vcTrqkl5naj+b1J4lOxQJCIx0fUH9S9XUWxqTc3hBaNIkiynu2NN4tTSSBJxEJRPAe81O6uJFpRgRj0Ys7OIKUgk/Qeubi6ZBH1BVFqyxBrK8ip34o/YmCndSgf7zjEtF6dGSRaEVcWU+hehSiofL02k6XCOMT0TIov+ht7vzxIwY5fGLrxvcR3njixQxLBBcgZWsRJ05OffaBnenpf3SPx/65P9mCr2YtgMnN4XjmxxhjOnl1IG9pSbikqMvFQhL9v3I1ZFLk1vwNqYwPxinIC+w/jK60hHokiSBJqNEosFNUFjbw68W8oaaCxzIOvqpGIN4CoyIgGAwj6UESQJKL+ECG3F01VMbls2LNtelY2EMdfEaRht6/d7Kw514gxy4DBKSMZjq6E/K9GsCx83NLwZlg7mvVstEEmHlWp2+ShcmUtNTvrcB9qINwYIuKPEg00kVVV1cV+AnpwO+QOEWoIUb/bg3tTI95duiqy0OTJrEZiCYujSKNPVxKva0SNRJGtZgx2S8Kuyei0Ys92YLAa2hyrlD42UvJTkBRRtyOKapStKyWWkokwYDhp3bLbfLfWKFtYzcaXNyYJEB6YU0pDv0Hk58q8/ORi6l5dwamLn6TfjSdezluw+vgR+aXfrmLWpNcY+8vjSdO/G/4Jl88e1+4y86b8nDQGaf3c8+4KkPb2A0x4vhMX39u+beOSWz87kd0/Lrrt/JmVfyjG/eVXCf2KXp+8jJaezTZVt1Oaco0+nrpaTGe6mMX8bQdYV1VP5IhAYMN2L96SAIH6AIEqN95yvZ1IjcXxHWjbj2zLN2HLsmJ2WfR2DcBoN2HJcGLOTENw6FoDoqJfP/aOGSCI5NZuJPTpu+x//VPSS9Yh//gxO3qciTq0D+6bf0ek3o1ktaJGwmihkF6ubDAgRCOI4aDeKgIQjSKoceSQDzz/9a1P/64QZAFBOfYPApx99tmsW7cu6efGG9u6p1gseuA2KysrQXCbMW7cOHJycli+/Oitfv9qRKNR7rzzTkaPHo3Pp1e6vPnmm9x999189tlnzJ49m4suugiPp20w6bfgPyT33wDjL2rbL3c03Fh/L6cumoXhj0+wbo+RlfM28N4/6jk4+PLjL/wvxId3FreZtuy7tv6dJ4JjZYNlxYaz4w0s0rzsJMSSb+6n19CnSMsejSRb6FR0PX1HvUIs2pK9O3v5JQl7lWYs+HwFE79OJkBH9osFluzgnYs2cG3XZVxa9xym13ShCmf3AkS7AykcIDNaSqG8j4ZPPqZ8+VbSBvWm7uK7+Yf3TDo7akjfuxxzyE04rNFnZC96X9rzmL2q377T5A9bdoiSn1YzaM879Jr7COdeOYiGgMzo2ZMT8/a+ehz5XdKwpDjI/uGlYx/UXwEj+gstbXgGX1yf7GU4YPwAxNPO4bOZi3jrOb1Uy+PXHxuaqpE+OIWskalEJ1yYWCbW4CFmbNuXA7D7s31tpmWPSmfQHUOwdkhHbXATb9WP1DpgcUAoxJfXm27njiBt5MAk4aDDn8+j+otvk8zT20OXnQuO2gc+/IExib9biy3l7Y2wo9pNrRalY/c8bpq+q83yfs1G9Ra91HnXdxvpOLwr/W7si9VdgveH7znw03oUq5ndb36TGBDbCs18Ofod9leb8bz2MotOuZvic59LlNBPeLv/Ub+Ho1snNr68kcETB2FZ+i1yTi652qGkHtqGrT4WTPxzu8uvGPQ7lgy/TT8mgolnpY4U9R3N4V1vsmb+RfzZUUXjaemM+NNpScv1nNqNDh0snLLsjxRs+4a0FIFwWOOLuQG0vK50Gd+L1fN1H25/IE76V88e9TucCOaoDRgROU1oS5bjQZXGcg/e8nqC9clloc0+oRF/hL1z93NgwRYq1+wkUOPBaDchKjJqIEi8sZG410fE4ydSW0+srh7V50ONRBJ+uZqmIYgikkFBNMj6Z1E9a9isZqtGY6jBAIQCaLEoRrsRg1Mm5AkTKK9GaHSjdOiArWtHLJ1ysXXOw+SyE9m5HS3gR6krJ83so8JjoDEQZPDpo+h/c39ivgBSNES+dIgUp8QX3zfwu+VTGLrxPTpPzmPOxizOu6/lOZY2oa2QX7jBS7jzSYx6PHmAU7W8vo2uQukr7xA+eDDxv2fHfqoW68EoW6EZBJFKm41vSyq5JDcHiygRLqukcfcB6veU4a/xEguGCZSUU7erlNo9tdTvc1O7uxZ/rZ7BVCwKgigQ9vgJ1zUQCwTR4rookhoIEvEF8dd4CXv8iLKENcOOrbNesaLG9DJsySxiKTBhKzRjKTCRNtBJeq9UYo0xGvfomcfj9esKipDo1f/vQNpAJykddVLZLJ6mRTXiQZVIfUz3qm0I07BVV1sOHAzhrw7iq2wgGtBJvasgBUeuI3EcZIdOOBSrCVSVeCSaOJZRf4iwx0/I7SXqD6FGokT9Id3v1qwrNysWY5s+eFc/Bzn9cgh5gtTv89Cw1UekPopnu5+KF18hvmoxRpe93QDYiSDjtCIeenQ4Tz68jKnv92LJZZ8x/h+3HH9BYG+PCSe8nYlPJLc3LH+4/SoeoI1OxpHZ4tgVusCm7hmcjF9juSiZRQbPGMrQe0cyesUL5GxbTvmPu/j0vl+YNek1rrvjAG89t0hXGgZGPHQqPlMale9/ysb9Rjx1mzn78zMB3TFhgjGFOSMH83epgEelvMR2zLlGtKhGuCpCY1kjdftqcR906/7W4ViboIYxy4A51YwlzYbRadWfe6qKbFKQrWYkm1XPtgKiouAoyMbRpycGfx2sW0b1tlIaShqp/2YOddtaWlb8NQHMXQqQUpxooTBqsIlciyJiJIQQDkDAD+EQaBqaKCFEQmiRo9vK/f8OUQJRFo75IwigKAo2my3p58hSZYDsbD0glZ7evi1keno6Xm/7wZv/Crz99tt8//33dO3alWAwSCwW4/XXX8dsNvPEE09wyy23cOjQIV555ZV/yfb+05P7b4B5qQMZevdwyi96AE/URv/6n/D98B2mjFTkAUMpyTuZzTW57D6oIcsCDptIQVZUzxj6KthmGUEHpYL04vf45dbP/1v3/US9aVvjmjvG8M7zLb0tR74kjrQOUjWNO+OHCaPxvJSPQUgevKxSfbygVtKIis1ZRL9TXm2zzX5j+rFp0abE33eeV0dJKId5KyUO7KqiZMcBrps+huEvjierX2e2fb4Og91IpzOHE6+uoG5PBYIokt0vn1goyraPtnDyUxezedjtbCl10rODn0HrX0Dr2IWa3AGYor42fqXHOmb3/2UEQ769FYPTzqa3FtLzvIGYx06g9uPP2PLmNrJGpv7LhZ0ERWDsDw+xKOUCzhmexsjJ99P3lJvJ72Rj7j/WE2z0JZXPPjprKEPXPZ0ojW9WWP0t6H5xV3InDidSWc2y+38GYPTy55C9dSw4/dHEfKNW/Y3Ilx+y+snkSGPvq3voA3RRxNajC76d+5GMkD++Q5t+r2EzR7Fqll4rPfb1y5n4xalJn/8w/huW3P29vg/PTkmywqqatwvbxEKuju+nx6kzsNrOBtpes+Pfu451/W5hw0ErBw8FuWP8fjb1Trac6Ht9Hxxd8mjYfQjJaKDk5jf4rFhkwvS2FQWzJr3GudeeQs9L2vZxH+27ge4pubr/VYn/T1n51wSZbV01MeSuYThOHUPx5KeSthmNNFJfuYTKw3PwNewgM+90nqvYy8hreuO47S6UsJeXDpxOebkfNabypPlxIqeczZQ/6YOm0ecOTyiJirLEvT9cnzg/qCoDbxuEZDKckK9rUFO5Jr6fiYKTaVLGUedLH5xCapc0JEXEW9mIo0MK9rwMFIeNUE19ktCVZBbJH9+BTpOGI9ptellyLIoaChEsrUSUJURFJz6CLCFZzPqALxrVs2TRKKLRgOKw6RZBBgNaJELocBmxYIh4OJooRQ3WNRL2hjA5zaR074Qw9ky98sTfgBgJQtDPnlc+w+Q06/dCv9HsVLMYMagX7zz1MAPO/T2pWjVp5VtYnXEOmSY3cU2i3J/KJ1838LfRP3Pdj6fQoSCNP9ZOZ+VfkvsFT17zKhvlYW10B9qg1T1Eq0F8s+XH0plzGT17Mhsm/Blv/4E8XqRR6/Hy8/Vno3h8VGw8jLe8ydIspiHKAqYUXdE33Bgh6o2j2CUye2VgzbBjsFuIhSL4qz34a/1YUi048tIwOq0gingPV1F/QK8mcHVKxeSyUbWlhLA3kugdtWc7UGMq0WAUW6YNxWLEW9GQdO/njM5AUzWqVtUl9ShLZhF7VwumFBOxUIzG/f5/mULzP4NmdVtjloGcQRnYc1KIR2KUbyhDMilkDOuD1RDG6LITqm3AV9lAyBNElATMLgv2vAzi4Sghtxd/jZdAnU5eRUVKiFkFG4JocQ013iQ8FdeI+qMJIaaUPk3WRkf0ErdG+uAUnHlOJIOMKAkIosCOD9u3sToezLlGhnw2i4Opg7GIfnw3X3PC9j7N6HdTP+Zf8BlvPNO2X/Z4BHTs/EdYOKGlp6PPtT2ZWjG93eUytqzmi8UGBvQx0SezioL5L7QoHLe6hyz5BobNPBc1GKRm3U581V663vP7dkX8joY5o/5BuN6DMvUG1oy9iVhjjMr7z+J3Dz/HeYIr8TzsdWUR1qwULJ1yEU0mvDv2Ur+3kkB9gJp19Ulk1lZopuOwPNyH3G3e25nDXOT074g504UgCvhKaxBlCVOqA2NGKkpWFmgq0coq1EgEQ24HtE7dUSUFubGOmCONsC0do7+OoC0TtykHR7SOlH2riO7flwhIa/G4XjItK0hZWWg+H9HaWlBVlOwstE7dET11qA31WC5vX2H4/3esnnIN7mXtNbe14JS1P2LpnH/C6zzttNOoq6tjxYoVGI3GxHRVVRk5ciQul4sff/zxN+/zr8E555yDqqp8+eWXKIrCypUrueaaa7jssssSHr433HADBw8e5Kef2lbN/Vr8pyf33wTLHywmd+EWBt55DZ78/tgnnUXjt9/gSNlFjj0NT4qDKoeDlcsqSM92kJtuJqVyO4dfeovcNBuZE8egdetBtws7H9U2IkEM/kmMmjWJpTN/eyNvM8Ft70XSHgEUBYHbpWzuiB/iY7Weq48QoFmh+TBbjci2QaTUrEmst/vOn7j2joO8FL6fspnVGJ5bR8meajYt2kTq+DhXPZhMhi7cPIMNO+taDZQCREKr8W5tKd8MN4YwOkz0uKAItag/ihhnfOd9dDi4DAwGYmY7hlgQx7p5v+qYLN8EvS6bTqOo0GHyzVTOuJ5OGevJGD2EUV1zqTr/bqp6nHb8FbWD3LGZbSySAEY8MI7qvIGsW16BpkU5pUs1M8asw23PY+WiVIKNPnzuRk67ZCTTVk1l04AbWNhq+dTOaWT3zWPjyxtPeF8GbfkE7fWnWf/XdW2yuotHTmf8h9djzDIkyhGXDrtFLzs7guQmrmNVJVRSoWcxghANRuk5tRuKxUjIE8TssiaRwIXXf8RMdKGuJye/yb1zprGk1aUcKK1M2s55q25muSAxQXCyaON79BkxEVEyciSKr3qLzK038snfF5NTmE/1+JYy48LzC8ge0gNjx9xEefmQu4bx1SKFNfNWM+vTmzn06Q+J8jRBEbjpntG4xvVos50jceXh2/noz0aWP1hM/ukdsDYkX9PNBBfgz1v+gMEp4wFioWgSwW1Gxx69KRo6mH0bzqC65Eeqtz/HLZLA0xmncUnAzd2LTmHr0pbj6X72Gt5Z2x1YxpDTB1Ff25IVmnLlSJjTcn4ALNlpem8Wxya5EU3lb846wm6Ns8WUNp83+wCD3gfoKnChWPRMhKsoH1NBPih6j2fawF0EqkJEvXHiwTgNJY10jESQBBFsZgRZQYzHUTxe1Ggy2RFNRp3kCgIIImpzdlfVdH/Xpt9qPE7EGyBQq5fZ2rJbbGA0VSNUU48ZaLTlYDC5MAXrkBUPJqeZ6u1VpHY7jKl7A6qqE2y7EKHcn4JbsRHLM+DUdGssc6AWLWUAu9fu5LWBlyOIZTzW7R8U3548wB81axJvHByD3x+nbQjlCKjJ56gZad07YOzRA3vRYhbfNYexr9pYCGzeX8JdN1xFZu8e+LftSFQmNPfCRhrjGB0GFIuC2WVCUzUkg4wjLxXFZtaVVWW97Dvi1+/z5gyZIApYMpxEg1Hdi9MbQo3FEWUJW6YVNa4Rj8SIhaIYbCZEWWxSDdbw1/gT14Y1x5xQKE7r56RukydBdG2dzcSjatJA35CqEA/GERQ9gPpb7YSORGsLoeMhUh9FUAQy+rhQLAZq91Qnjq2lwITaUIdSkIYoS3gO1+Ip9RAN6Ndr2BfBkZ9FLBTBU+qm4VAjakwjtasTg9WI0W5ElCUkg0zt7lrUuIakiMgmGdFhwIdOco9FbkGv5Ejv3x3JatErIBq8GDNScRZkc2jJzjZl2/YiC6IkJHQS0genJNkFBcvCLD55BqNmTYJxZxOxtn22Hg+bXtlExitF8CsD7vOfW8fiXRKjWwkX+GuOntGqOWkoo5v+PtT0k0DTPWTJN9D7mzepNLowxfyoZ9gwaRIrAlnA0d0cWuPdFzqyrOhnXP0cZJTOIrWnnepVbl59RP9+xZqHaWTQeXIeWaMGIHTpgS+jC9ZVP9BYWoevyosa1xLZ/mbYsnV/cUkRk+wFDakK1gwr5nQnisNG3B/EYLcgm43IVrPupRzwE62pJVTbgGK36LoEQMzkIGJNRRUkYrKJkKsAp/sgtpr9CI31xEoOEalzY8xM14mupqLFdP0CLaAL/EUbGkEUUZp0DoiE0CL/80Gn/ymIkp6tPSaE43x+BC644AKee+453njjDW65paVq4rPPPsPtdnPFFVf8ll39TTh8+DCXXnopSlMwedmyZbrF45iWSrqioiJWrmxru/Vb8B+S+28AQ6aBmNdP2cJqyhY+Rc+p3bBPuxrRIBOuqMLYtYEC0x46dpHJyzgJkxKnq70U0R3CkmZjy5vbMM/dS9E5PbGkH70HznbHfQydIbFu+NX/VL/SbyW4x4uqtkdwW3vyrnrbx4dqHSM0G90FU2KeToKRBaEIeXlFHKrfCE3P9t09JjITKAPqi3ex5/3tNFTqL2GfNRNoIa8/XbiIhb/7Hmcva2JgItutjN6wnHmpAxOKidWr3GSPSseSnYbcWEeRsAxp9ya8u/ZhGz+BqrRelAazGW5pX4Wx3TLZM4ewZ1sl5cM6sLvcicencVm/zqyc9SOWbBM9LxiCzG9/6Oe88Dxl7WSVG/aUYnnjUb5aVI7FnsHV55/J1qtnMODWM3ns1htID0hYdi+mat5f2HSEJQ7A9vd3tZl2PFx4dyPdBz/Pyx+8034/sdVGzwUfsbF3S/lzyV+PUc5ut3J6/frEOdKzAFUIinBchdl757TtY2+d9QM9+AQwQXQwp+Ew3oZdONPa7yHLeekGTr/8Iyb0D9Cjci7N8hGdpk5BdaZR3CpjsGb2Kh5eMIfiIeex29GTrjXVCZKbOcTFyOV/YNkx9x5qft6F95lFXL7rJm6lmG43XcwFbxdx81HmD5aFE8Rww0u6mnne+Cwye+cl+qMlRWL/xt0IgkhW/lk8tO0LPs0KcP0Tr/DX+btQbF7MtpayuI829WD7hlLueWgU+8tF1q+ppFOfQjy1HurdUXpf35+Clz9NnJ+Ix4c0+iROfelCQlU1GCadkxDUao3H1HK2eSO88bfnuCTf2EYNNb1XKiVlLQIdvmqfnjn0hvVMqs0Bkt7vmdU7m3B+SLdtqdUzX1FPI6LJiCTLYLGDJCHbbcQDQdD0PshmCJIERoPul6zIqNGYXhYfi+mkN9rKi1pVCXvDGKwB3dIlHENr6kl1Vh1CdeRTb8zGJpuwSUac+elUbKqgZtthCgaWEW7qn7KLGiX1BnJcAn6jnR47PqP6h2L2rDpEj/dfBOAfr+mtBVofvdLiyMqKPbsauPAMC0cr/Js16TUeenQ46tgRSfdQM+p2l+McLdDj7JNYs2sVv9z6KZ2mD8E/ew8dDCpEIknE2JAqI0iC/vyMxIlH4giSiNFuwJJmxOSy6xZLoogW062WjE0CNorNjGw1o8biGFOdOFT93o2FogmhJLPLgihL+Gu8hBrDeiZRFokGwnpfqiSQPSodg9WApIhE/BEMVgNmlwXFolC/y6NncXNsVK5J9j1VY3rZsDlVwZpjJhqIHlXA7tfg175ntahGyBOmZqs7qe/YlOGg2ztfUfPwDfhKq5NU4C0FJkRJIB6O4KtsoHJNHbHGGLZCM66CdMQmkZ9YMNwkBGbAYDMgG2VCjWEaS49NbJsz351O7kLKlVcRsqYjoGH01WJrqIZQADnFSSfA5DAmgsSWAhNGuwGj3UBqFz3ok3/GCA5/cD1GQmzv0aLjsHTmXIbN9LH/28O/6ni1xicFf+PSgydW9gxw84qL2wRaD8wpZdpPYxg9Mbmi53hofg+FfnqbnUonQlEDtYFO1HtlxuVs5eSynzn98mvo2lHi/LKniRX05NI3utJnaBd6F5mwmeLsKRG4fvetLC/S3znuTbqN05B7RlC9agVyU1tRIyqGDgbyJwwi3ncEVa4iJOKUfFicCDIc+f4zpCpYUi1N/dsC5hwDYVkgHoyT0s2GIy8Ng8uJoCio4QiW3Ey9rz4cIdrgRXN78JfXoqkastWs6w/EoqiiRFwyoEQCWDzliAEvwbWrCfgCyGYjktGgE+Wma1Bruq9RNeINHqJuD1F/CLnJP1dQ47ptW+S/VhH93xmC3GL99K/Cddddxy+//MJf//pX9u/fz9ChQ9m+fTufffYZ3bt3Z9q0/z5Nn2Zy24xly5YhSRKDBw9OTPN4PDgc/xobqf+UK/8bYN/+g+TuXYhWVcaGF745puLg4M0fsUfrwe5KK78srGD/xt0AnHrBCM4aFqKPbynCuiUs+sOXxxzou/o5frWy4X83jiSEqhpj87KbiYTq6N5/JikZ+k3RULOWbavuYqqYxodqHZ9KXfnrGccXZLKnufDWuXnk8WEol42g57n9EQ0KEY9Pzxz07I71mgfYc8157P4wWQl4+ANjEESB2m2HUGMqWQMLiZw7DXOglvBXnySV1x6tpPuTgr+xf+Ee0r/+njzPFgQ1TsiSxiG5Oz0WPsWiP3yJq5+D7D5ZRy0H63Vl0XHJ5oiHTmXFI78AutJ1tK6eaEMjP532Os/++UnW/jSTXkOfYt29Boov0XuRDKkKHUd3SBpM/VpYCkwMf+0efFndsG0sZvvrc9otbz71pQsJjJqCMud9TH36UFk0jm09zz7qeltb9TQPLoJL/sGCcfcfdZmeU7sds6TO2cvK4D9eelQhr3otxlXx/fz91Tf54Luuiekz596Ac9N67rt37VGDOANuHcj+69/A02/gMYXWTgTCqq08/pB+bT3nvreNYu7oZc9y/4rRbPhlEzldO3LVCxPbWw2gZ5PP36q/3KypTp55IJu97gzee/8AGR1SmfLAiMS86p8nc9GjHxMJ1TIVBxcIqSiCkCBWPz65mo0LNwIw908eNFEibrAS/fojMh5+jXmpA+kw0sn7k39AMYhcMaaWvPpNvHTgdPpO7ZW0X24txpXx/fz9j7cQO/lFPvn7Yn66uyqpTzp7VDq1mxtwFlopGN0dNRbn4JK9uDc10nNqN7JG6OqqoYoqXVk0GCJQ4yEeiaFYjNg7ZSOZTQiSpIugmIzEG73EA8GWvjtVQ0lLQTSZIK6r1aqRCDGfH1FREuJKWjyeKHGO+YP4K3VlZVESiAajBOpDhGr1AMOQu4YRv3oG+9VCUgxeum76hOqfl7D9ox3YOpsxXDGWYfc8y5Jn7uG+hXrv3afPpBJ/9iEqNpWR2iUN70PvM/utII9V30zZXR+zbp+FGxoeY/Xjn9P7okFsvPBlil65PKGI3Izxn/+B4gt1gtx8Hb4qPkLpkoZ2SW4zxr19NYLZTMPKdTy/cB3Pb9xN8dgRyL4oKfkp5I4diBaOECjXBcBkk4FoIEz1jio0VSOzZya2nFSMaS4ksxHBYEA0mdBUFe/2PbqQTao+wNbiceQUJ7EGD/6SykTG0tHBQUqBXo4bdOv7WLOrBlumFcWsEAvrgkuxcBw1GtczlQYRZ56u7K1nLQ2IskTd3iqqN9QnSpQtBSbCVRHdpqjIgjPPjmJWqNpam6Tb8GuystCWaBwNzWXKR4O9yEKHoZ0pfOtLyu66itJlu6hd20DWyFQye+boCuMxvZKgbm8t3tIA1hwzzjw9I+4+2IB3l15hYcwyIJlFJKNISr6TlPxUREWmbk8l0WAULa7pZeERld4XDcLaoxA6FBBMzaPOms9BXzaiqOEwhEiT60htPIRx28qm7yvrDYWSjNpQT7iqBl9JFXV7q4mFYxjtJiL+CI4OTjLuuotrXs/j44vXseC0h497jHLHZmJ4+VOefE+ksGc6A6/qfWInoR08fc47xMIRBFHkvh9+1+bzhNXQH/ZTfNYTbaY3I0moqlWwNXf1D7w330kwFOXR0avbCMH9GvS9vg8RX4idH+/lkBbmlrj+Pva/+SD+4WdRb8yhQ91m9sycdVTxM0ERiEzK5v2yOs7KcDJcMeKv8RMNxTE5jXQa0wtzXg6iza5nUgHSMsHbQLS8nIjbQzwcQbFZMKSnIlqtut+tI4VIZiekkBfJ3wgBH8Si4HChSRJCwIfmrkMNhZBS09CCQV3cr6lapvFAObFgGMVqwt4pB0P3IlRHGmLlYeKBINZrHmj3+/z/jvWXXkfDyrXHnGfEou8xd/p1lj/BYJDXX3+d7777joqKCtLS0jjttNO44447sNna11D5r8Cll15KMBjkq6++Yvfu3Zx33nkMHjyY99/X7STr6+uZPHkyXbt2TUz7Z/CfTO6/AbbV57PcdC171Ajme2ZyxoB6On78pzY9VgDrgn156aWdNNYk92f+8sUKfvkCwErPEXfx7OzIMT05/7sJ7rAN7yS8eOc+vYYNxRuOO9A/0rNOFGV6DnmcPRsfZ9uqu8jKP5u8wsuRDXrEp1lAadbJf8R6jPWe/7vRTOtYzHqlG089s4dMs4f003uyv3g7tWsbSB+cQpfxvZA66Bmr3JuuIfeUdSy554tEiY85N5u6dds4tKCUnhf3wjRsBHuEQjqbYpSvbYkOH43gzptZx4bf76Xv+89gLFnIoZffJXd0PxpWbqPPJWdR3NTr497USCx09NK5E8mmhur0cz38T6fwWPweRp0KNkOUv927mJ2r3iUtezRrn8yjuGmw4ernoMe5A1Hstn+K5AYOhlgw8c+M/+Qmtg2+kdRhF1HZKnrfjMrTpmF+8U+sfmk98DPwXJt5WqO1F20zhHBbtcjWOF7P2OD7p1I26DwgmeQ290I3S1w99+ohMjq0kNxZk16De9fSoXsnergKk9REmxFye/ligcaa39C/3hqnLn6S0x9qCZ60Zwmz+OQZrJv0Gl89YWJ1/6MTXADLORdCEw/y13voUrUPS3Z/+gzKp7xUv2aaszh95AgLVqxk5oMv8dE3T7MMH3dK2dAUtGgmuADr7eMZ6FvAsiE36oO/h/XpWSd1ZPn3eqZ80Vcw/MxT2b5mO1fe1C/hbwtwSNNzj45vFzE5bTp9n3gMddFfMOcakW0SOf1ycBZk0mFgBGfvbggFhah7diKtbDG1bxaNikdjGBw2REXGFFOJhSLIJl2co9lmJdbog6Y+2nhQ33ZzXy2qBoKgE19NJziaqhEPhhJ/a6qKqCiIioxit2DwBxGlxlb7oibI0ZrZqxjfdx7Wwbn4Yxa01ExcPTuTPqCCquX1+H7Wz68xKzcRhPt0Rx+mOq3Ys22k9ezIO0ttHN62le1zd2G/U8/o3jjNgW9vEPm8qYhThrC5LDl/2/G0HCa8cRKtDSfmX7GK4ivKkO3HelpC3coNxEIRKrdU8N2hSiZ2ycUmidTXhkjtIiEXdAW/F7Om6dkbs4lQbQP2bD+KxYg1y5UoVUQQE3ZLoiMFU0Yq8VBIt7hRVURFRotGifn8RLx6uXI8qmJymnUF4VgcxawgyhIpHR2Jac1lz4pZQTNKRINRZKPcpE6sIkpKkxiZSsgTRjKL2ArNGB161lc/9yrmFCMGqxHZpODMt+uCUI0xZIeMKAu/iuRKZolY9Phlz/Fg+2J5Cb9fRUyI8fmrG4kGojh7WUntnIY53al7l3oDiYy3PU/3ExZlkco1NQkCLZlFtKhGoCqEvciCNd2KtUM6is2SEAJrLhOPR1Uks5FYXT1aZRVSfDk5FjMdu/VENdtA0xADjeCuI+bzIrtckJ5N3OJAlQ0o9moM8ThStf6MajzkR7aFkBSR+u0eQp6/oHR7ixuLT+W1r6e3qdQ4EmULqxny5n3ces1fKWsU6Dw57zd77abnZnH62V3ocEZbkba0gc7E3+VdR2POfS7JtvFE0HX129wx9iwkNcqB2x/5TfsIukWkt9swto24BtAr1p6X8qnRYoi5+URkM5m+/fj/8fEx1b0PZsa55atFKJLID8DXk0fRuWMKakzFkmbDlJWBmJIKJnPiHm0uh5XsNsx2G4LBgOBIAbM1UVKMYtAJrs8D0TCYzGiKk7jFiRTyQyyqPxvNFjCaIBjULYianrFRf4hoMIJiNSFazGgWW0KdXrL+95GufzcIknD8TO5vSPSazWZuu+02brvttuPP/F+ICy64gAceeIBJkybhduvPh4svvhiAr776iueffx63283UqVP/Jdv7D8n9N0C9V2TV2ga2Lt2Cpqp8/z7AVKZ+9xpnFu5ia88piXnTbhnFzX9bxhMPHb2YcceKrZzBFIQzz01kJWSjgbu/ueY37d/IP49PlG3+Vpw7MwKTXuO52f2Y1GcIG37FgF/TNG788TpOenEqN88ZQ+9hs6k4+BUle96jquR7TJYOOJAYJth4i1rCwSqsjq7truurJ82s7teDpUDXncU8cG9nuq15meJWdja1axuQTbvp4kzBNBEa0gtRhmcz6JYyVs1aimQWqVm1GV9VI4VndUGxGBGiEUJxGUFTjyuc8eOEb1HXQM5Xn6P6yhIKuIpZIVDn061NWqE5Cg/6S7j/vVNRGxvY9/kv7XoVHglzegoDbxuEeN6VdG8w0NV+iHm7dNGCSKiWm4enJKLpgiKQ1SsTU4dsxA4dgaMHSk4UxZe+ArxC+rXtiyjtLDrjN6+706RcABZd/PxvWt5SYCLWGAdFIWfhOxzZsR5q0F/IqzU/AvB+79XMcLe1ofjzzTKhGe0T7eod1Zw1Q2FNU5v2e2lP07b4uy2MWQZ6XtCLtNNOpbTnJH7pMSlBUlorRLcXLGotPtWMgbcNonTVfqpXuckZnUFZxgBE+RBqLI411YlYtoYOnjry825g0Td6hciIByaw9I8/sfSPP9Fx4Raeee4rls/5lL+7PExvrOTUC5/htk9fSNrO0LLPkjIgzXCMGZ0g1QArf9DFNQ5vbtEQ6Ht9H2pf24ARgS+2leG890eGTbwEuUMHRjx+GUJapp4tCPhRvY0IXXoQtaciatvxlgQQFAFRlhIq26Ik6TY1FjOyzUqs0Uc0ECTmDyKZ4mixOLFgGE3VMDitaKraotAtinrWIRbTBapUTe/9DkdQIzF9ACdLCHKLyjeAIIrIJqXJk1IgGogSNrdk6na9+z1duvdnn2MQMXsaSrciCsY04N65ir3Fum2ZkN6R8VP68PXbS1jy815+P7IXa59dzYE5pTzw/UfsLjyVYRveYUXIyCOPD6N4oH4NCPO/ShqUd7uwM0a7CXOagx8vCLK4qdNk5twbKD7BrpNNr24G9GqG7fEGbh6okwNHng1nfjqa0YwQDiE1eXaLBgPUNqBYjMhGmYg3kChzFEIhEEUkaxxMZmS7rUWMxmhAVBSibg+Bynr8NV6dbCkioqyTWVGREWWJeCRKSkEmYY+fQJ2PaCCKwWYgJT+VaCCMv9aPpqooZgMhTzChIGywmRJ9rLZsK9Z0K/FIjLrNHiSz1NRHrPuEBt0BzDkGgvz6Hl1BEVDsEvFg/JjZ3KNlh2WHjL2zBTUaRzbJifL5ml21NO4J4OhmIeQJIoh1iLJIPBLDfbCBeFQn6mpcIxqIJAiu7JAx5xiI+eI6Qe7iQrEYiXh8xIN6kCEeVQl5goS9ESSDSNQXIOrT7Wcayz2EG0Nk9dmLLS8DydTSLmTsXICamUfQlUtYsWGKNKKItcT9AfzVHgL1IdSY3gNsz7GTkq9nmO+5ycU/Fhr5Ket6Rty7qo244JFYM3sVzB5G9kAndLD/Zo2Ra18+A45itVu33sMHO3K4YnoFV91RyhvFP7CvR1tbuuumj4Gm+2fIPSNoKGlIfKb7oL/zq/erNcZ/cydzM6bhVCNJ10ehYKJQgGhqDoZYEPPOVSx//ugiRbJD5jtvFWmKQheDkQ1+P95gFEvHLGSTAWOqA8nlAqtNz8KrcZAVCOokVbQ7wOZANVmJWVPQBAE55OP/sffWcXbU9/7/c+y4r2s27q6EKAmQYEWLF6eUUqxYCqW4lwIFSikUaIsV9xCIhxgR4u7rdva4jP3+mN2zWRKs937vr/eW9+Oxj2T3zJmZMzNn5vP6vF8iCgKmpFgANxkDmwPD4baM9VrrIZXATKUQRBHBbreYMKkkeiqDnskiyBKmYaClVQxVszS+iuUQjiCC2/lfOn7/m0v4Pprc/8V1xhlnEIvFePbZZxFFkV/84heceKLF3Dtw4ABtbW3ccMMNzJgx4zvW9P3qR5D7b1BlIZXyCi/RAT3Yt7GzE/TyUwt5GXh2y3zUq87Kgafpux5n+iUKifUbcY8cwfRnDg8eDra71zLZ3KA4UFzAC9fFOfCr6w87A/h1h9n/KsAFa1B1/4xnue6GdTDj2W/t4nbs53WfXMr9Ri1bzTQJDLjybgTxAVze7gw58imKKo6jYf9HZDf/mdPFfEpQkGQ3kea1hIrGH7Le4dOGs3LoaAAGXzKQ0Own8O+u7gJwO6p+STPN6+fQa9tpeH79G3ZJ/eh36vkMi8Rp2FhD0RknU6jYSS6YS+uOWpSSPgRsCewHZXtNXvww99/buc43HvazZvCZHJDLqbj1RspWvc3cc/+Se72jC9j3gsNrwWSfTNuWGF89+DL9Tx9Lz5t+wf5Pf8ukR04gG46w/N7Fh33frjlf0bC0laNOqOYU72yk6jb8nm4MPHIwqa0u1s7ZzCTJspnve3pPDN0E0yRWOYRpH91yWMDyferIL/9M62OP5Lqodetq8fRy4q/wUjG+L4ams+uzTbSs+dfz0Ha9sZ19sw9Ps/w+ldybtrq1H89j42F0xx26vAVmjMGCk6ZXdzOLyxn6te7jrm/xiPKVegm5G3jOcS+73t33vQAuQKbB6jqmy/rifOL7OU3eP+NZjj3nyNwA7P6DvmsPdX+WX1zZSmO/o/EW+3AYMX5183iqglGqtG1E/7Ee2e2ktb+B3k4pW/KbTnfD7nfcyHuNAc6/8zh+1qcP/W6Yz2evXMX+kWcyY3oPVn1udVJXXv9E7j1aLJGjwZ7y2hjg0O5zB6skMMhDsiVOvqBwhhjiVaOFnx83mPcbj+DYAR58bfsRTMPKVgwUwM5NCNk0cjpOurmVTEMWySmSjqTItoRBFEm3RpHsNpSCfAS7A0GRUeMJsskMSvtkUkcGqausEFFRyEbj7SBWQ4216xU78nEN8yBgbFjr7tCb6dbftVQG2S4j2WRku/WamtZz4LN6bgNV0z+mfGaArMOHUdwDz5ESvWubWfmCpZXWBIm+3az7d15JkOcDt9C9feA89/gH+Pnqc3i3oTslM/pycBDa3rmd1+Tkx09BPXImyhefYOo6i4645rDXzMHnCCxX5fq1TYd0sNaZFlAc6XEja6YVN5IXtHR07V1uQRAwslnUhDXhkwpb3UHFqeAuzbcArSQhGwaCICI47Ih2G2IHhVlVUaNxMtEkWsbq2to9NrS0iuy0Y/e70VIZ1KTlMmwaBmoqi81jw51vmefIiTRaRiObyFquy/VRUuEUrpALxe1EzxrIHglPoQd3gY9EUxQ9ZSA5JRx+J848n2W2o+mYuvmNndavV0e3N9uqYqrmd3YA7UU2RFlAjeldQLSzzI49qCBKAqYuINlEovua+LxqDJka614Z35Mi3aJiC8jY3Fa3N7YriaCISIqI4lJQdRPZJ2MLyXiKnIiKBAUQ7BbMsRkykUT7eUoSqY7QuiGKqZq4qhwkG8KYhkm8MUYmmkZUJOx+N5LdZk1KSBJSwI/arT8JTxFp2WIE+JL7MBtqSNU1kY2nURwSJSML8FfkYWt/v5ZI4a9+H/GoE2hMyBjnXsUY+E6gCxYQbVkTofLY0i5SnP+u2tT/xJyJ1d8WFHAk1mTohxPewNGrpzVp235/nbj8CQzJTuX2VbQ+cPX3eg59H9r73r7HsfSzLJPGKIdt2qXd+XgadrD7tcMbXLqqHNj9NtKCycK1YVK6QULVuEMso5cpoaUyOIJeFL8PbDZrYj0Zh2wGnC4r0kcQwe7AtDkwFRuq3YOoHaTDNzRrwtEwQbFh2hwImtp5L1Dk9uxwGTMRQ4/FMXQdQZYQ292WddXozDc3TQQtY73f8e3skv/LJUgW0P32hf5n9uX/VV188cVcfPHFh/z9zDPP5OKLL/5vpU//qMn9N6iaGy+Ay27AmW7DHm9iV8EEfvNQMy6fi6cvqsvRfL+tBm15n9v/5mfX2kPpq/2PGMT4I/J4/tHDmyH90HrzYR+rB5/1rcscrstUdVwZPzd+d9jlD17us0dXs2rOagxDY8/HM2lF4xqxiE/G3MyRK+/jz0YThRXH0XvoTQCMnTmKo64ZAcArRguvGC0cfcrl/Pz9efxh5nPWOq/bz+a7n2HgtWej7t+HkU6zcOpjVPlb8Nx78eHprKKIf2RvBj11LXs9g+kRXYNtl5UBejA47ahpb/wSZIUDr36QM7SY9u51rLz5z126sf9qjb5hLL5hg9jwx7dzVNXhG99g7aAzAPB+tYbYsBHf+P7JfzwVNRwh1RjGUDXW/Xk9v9fraAuKPN2rTw5s9j69O/kDu6GlMnhmHE8qWEbLvXd1ce0+8p6j2f6Te2lIuJlizKHthee7aADvn/Es19w6kXffq+O5o+ex8pe/x5XnoM9PRncBTt+nvlXb9g3xJz1P7sbfZ37AwneWM+Gksbg9MjeKjzL3vOdxVTkoHVGcM3qa+syZzL/idcCKNtrxzu4u22s2VS7S9/DYTyYxcl+c4U/cwjEPFVrbGd6Xn97f6Qp4uBp/x1FEz7yWoq3zmHvKYz/os4+7dSLOo2cyf8pv6HVqFZckf8MDD44iMvTQ85xasoXH7lmc+y4d/B0ct/YFfjJLZc5pC5h/meUu3f2EciqOGkFsd3XOiAras3CPncjcn/0197fGOdvIZOFC8UWym9bzSPAB5r25jMbqOeze9AQ2NcGvJg9j/C1/RDrhIoQO98f28zP8r1dzyT/6cMXFJQySNyGaOp7GXWS/XIoyfgrs3JSLpgKoPKWSEz9bTvcBAxn9s3lcND1MYWofcjaJlE0itzVCIkZ44FRsWhL5k1fZ+MpSTMPEU+TGlefGNEyiNRF8ZX6KR/fDVlSAHosT31NNNpa0ImsALW2BId+IoZiZDNm6OlKNYdREyupAOu0Wpa69Y5uJJDDaaagdrwHoqoaWzJAOx5BsMna/p72TmyFWG6ZudQPuEqdl/OO2UTS8J8oJZ6BLNtJ2P4H6Lax75gWOeP0znrvyTCZffz/XPpCirb6J8cePweaQ+MXa8w/rZj7t5ctYO/hybrzJkoH02/YJF1xzoJ25cv63X2SiSOjIvrR+se0Qh+WOshfZeLDlALvSaZ50VtH7lB7kD+iGLT+EVNEN0+lGiIbRG+vJNraw7f3VZBMqesbIGSj1PrmH5TjtsuPvXYlSUoKpqZjt2ZmmpqPF4mRawrTtbSQVTuLK8+ApDtC4qRqb207BwEpsIT/Z1giK12VlIUfj6GlrGza/B1PTSTW3IYgioiKTaoli8ziwB70YWY2mLTUoTgXFqWDoJtHaCImmJOWjyvBXFYMokmoMs+PT7TlNbmCQh1CPEMnWJKnWFIpLwVfqQ5TF3H2ko7x9Xd/7fm8vsmGqZhdNbkd2r57SO8HQQfc5QTK/U+tbPCEf2S6RjWdx5bmQbDKK02IXqCkVZ9CNzevKGXdF9jfnKN42jwOH34m7NN/SnrdnTgPIfku3qSetcya53chVPawMVdMENYNeW42RTCG6LIMi0etBD4cRZIXE/hoSda2kwgl8ZSHrOhg0lLaywYSVQtxGlPy6DWQWz2fVE4u/V7TTgPP7ot/6OH9bUsZxY1MM2/oSzXOX4CwIkDrrapqEYnp+cA+Lb/7+ESlF40PY3HYaVjfn9sE/wE3hgEL2L64h05Alb4SfZEOa/qcNIjjpSNo27GT13bO/8Tv0fWvcrRNZeNyzbNplcH2391kweVaX1yc+fDxMmsn2627vEiso+2SGXz4Se16QbFuUujV7WBFp4/Kl1sTXXyaP4Og+FehZ697lKQnhLC5AUBQwDfRkCsnlRC4usajGqoapa4g2O+QXkc6vxB5pQGhtBF0DRQGXF9PmQPWGQBAR1TSCriKoWQsQq1nIZtAb6jBVDdHtQnS5MdMpqmcvRU1mCPYoIjhqKBSWQGsTSDJaZR88o/51htf/5tpwyWVEVh3aeDm4Rn74Hs6KH6bJ/U+tb09L/7H+R2rj8xsIiwXssg9Gt7up+ugB3pj8Ls+du4P4Y9+vixZ450lmzihi6OShVA3pjTvUqS3ZsmzjfxvABRD//vghf+t/bu/c/w/WoR78/70f13R5z+cXrmH0sSMPWe7o662/iaLMLKkEE/jKTLL0kUoefvJiQkj8tPxAbvkVn6zKvf9sIUSPwdcx972XONcWI9JiUe0yX66gaGApRqgIU9cxshpTltzIgQETDwtwbSGFkqNKmbD0faK+CjRDRk5GUevqWHXvK4csf/+MZ5l7xlPMPeWxHMD1D3Az9+Q/HDLgmfbhTbx9+xIrGucH1I7Zm4gPnMjgmzoHrWsHnUFg3Wrun/EsHiV9yHumvXI54sqNjLx2NE0rN7H09rmsfXJNbmA+alwV+7NZigd3Rt7seHMPW99dg7Mwj4Wek5G0LK27u2rAd8/5iiHb/k6/QA0twV4E+lblXtv/gTXR4prYn3MeOYp5x95DfGeKxhXhHwxwAfKGWtfywXqpjpLdTiav+8hyfDyo1l77KQvfsQxRlry/gk9f+YJF/a7lqM/u4IjHf0nlCRMBa0Caqe9kM5QdNQpnWdcYiy/MOIoscVTQx8gHr+KYhwr5eNp7fHbmF98JcPNG+Glcv5u8OS9Ys94/sJbfuxhx/05G3zCWS5K/AWBkw7uHXdY5oT9vD3kh9/us2ZfnAK8hWADt4IzgiqNGsOuD5V0ALlj65dpPO1kBE5c/wdJlLfQuTbP76b8jOZ3Me9OKACosP4aRU1/hGMHPHxZ+xckzJ3BFfhuP6/UsMmIkXHYmr/uIL21T6Tu0jJH6crwrPqT2+huYd/QdLPnNHLKuYBeAO+21Kwje8wd+cfdzLFi6gq8Wv8+OcDHbpMHU+fuRdYcgm0Er60la8eCM1JFubsMRcKBnDQRRwOa24wy68VcEcOV5rEFcImH9ZFUMTc8N9hSXpSPloI5kx+uGplv/z6hoqQzZWLId/Brt1Nl2PaeqYbSvT5QlZKcdm9+N7HbmXIBtfhnFpeRiheLVjcipKLZkGFeyGd3pof/IvgwL+Hhz3nJUbFT1t+j4wwY5uFV+hC1vdTXAAyuiaveIc7jxprUMnWwZbt35gvV9cLccqqmvPLa0y++y28kR89495DvUUYVjgwz85SRWkmaM4LYiRwr92MuKraxhUcSwOy1NH6BnsrSsiRDbliS5N42e6tQkZxMZwnubSTe1YmazOYBLe2dHtNuQ7DacQbflityuv9VVKxNXz2QxNYvejCBacSTtx1yUJdRYkmwsaa0j329peF12ZKfdAtHpLK6Q5WCdbE0SrY2QbktT0Dcfb3kBot2GnkqjJjPoKQNBEfD2dRHqEcJd4CXVmsLQTXylPvyV+di+FnnjqnIQqDz0PvVNJcqW/s5V5SB/VIDCsUH0lJ5zez74HHXc576PmVWqNUXd0ib8FQH8FXlINpl4Y4zatbXsfHsv1asO0La3kXQ4jppIo2V0ZLuMu8CLrzwPb7cSnFXdcFRWYCsuQgn4rWMTi5NpaSPVGCa2r562zbuILV1GcsUyUqu/JL1xI6kDdaTqm9ATSYx0GkGxkWlqJbJ1N6mmNiSbtR09q9K6aRdts+fgmfc63ffOpYUCdpZMgRPOYvxdP2Hoz4fgqnJ862fd/PdtqDddzm/y/0rL4DHMPeMp1j2zDpvfy80vBPnV9Zs4bv4p1H7y/dMAGpa2cuCzui4gO7I5wY439+QYIy1rIqRqMqx5YjUH3vmc4tv+8I3foR9S7jFj2LrHJBSQyc7/rMtro64fw74TbkaJNHYBuAADzx6As7QIQZZQE2lMw2BiWSGPjh/KX6aP4bjhffBWFuEpCeEIei03c1WzwK3Ph73/AMRBIzAKyizqsmlYExc2G4bDjZyJI0RaMBMxTNWaVDIcbjSXD1OQEAzd+lGzCIaOKUrW5AcgOl3IeSHEYB74AggOJ4pTwVPkx1VSYHWTUwnrHuxwYkhdHXj/o0oQclKXb/r5X9/K/R+sH0Huv0kVZfahmwIH/EOQA37mXfQSi8de9b01J0t+Mwfv5H5c+O4MnjviPa66ehBHnjgm93peefEP3qfHHjl8VMqp6y/K/X/qvHtonLONn7XcyKs3zT/s8jve6vwMHQPvWbMvZ+5ZzzD9us4Ux4OBbsfgvN/qHfxSLORzM8rp513FEX8rpBWd+WbnPnTU5MdP4YGZf6Gk209webuTSTWwcdnVmIaGvaIMm9dJZtE8lPx87OUlLL7xo87P8cyZeL5am/vdVWpHEK2vR41aSiTrxLA5qFu+6ZBoicOZSznL7Dw8/tVD/j5yw2tMf7IX21Zu5m3jVFxrvjrsMTtctW2M0/S720lt2Ijs61QaDGubwx/CN1M38FCK9pzu13Lv7UvxnXgSsqPzweEsymPaW1fT86wLaYmnWPripi7vC6+LUrd8EwO8u1k6/opDKMV1i5qYe/ofqVjzJoW1X5GsbcS99ivun/EsLz/13zehAlA+pgrZJx+W1tz3LGtyJbhsAYO2vE/v07tTMqkAu9I5EBw2dRgAjzyyiXXFx2E63ZjZLKNvOoKSoSXsX9z52UWPh2xrV/3dMiPOtJGD2PeP7cw9/gH6jOoPE49l3kUvfet+H3nP0Qy++Ggqjh2HnBciuXHTNy5rCymUTS08rOHE3J/91dKjtdfRj5YfskxHffnQ4fNnvxx9AQAzz52Q+1vtcVcfNj8Zuhp1XfKPPmxdsRlJMCkd1x+prOv2f3f/DC6TCnlV6snjg/szqlFlm5nmIaOOy3SLwvzbmx5j7uvziD/3FPMve6WLbn3zZTd3Wd/yvldw2ysFvD+7CLe/D8s/vpcDjQJtKQdtqpekPQBON6KaoahmDcaGVehZDU+hh/hOq/vqzPPhrSgi1LsMX/dSlFDQ0ooKlsuumlLJRBJo7R1ADAO9LYIei6O168bUlJrrYBmajppIk2qJkmiKdVLs2u8RHRpdAMkm48jzo/h9FrgyTAzNQHG1g9vGBJGaGG37WxHTCQRDR4m3Ihg6tuIijh/UnYW7atjdVsDujfsp6VXJ9NDqw15v3U8op/yoUfiNFoZPG86d0V8D0FJnReTUlI455D29Lz75sOf8cOXp5aRk6gB++flakprGJdP7UnFkKd4e5Yj5hQguN+gagq6DmkVtbSNR33L4dZWEcAbdZBNZsrEkmAZaLG6ZUDmdlvmXYYAo4irOI1BViOy0I8gS/jI/NrcNNZEmE45Y3fRMFjWZIhu1NL+CLJGNJTE0Hdll0aANVWs3n9JzebsdVGbTMNsnRBS8JQEkh7W8oRlINhlbQMZZZidQ6cdbGrRMq1pUApV+8vqUILdncR9chQPy8JV2gtyOrixYk572IluX5bOtKpJTJK93EG+xh2xCRVBEFG9XnXdHST45l0d88DPg6xXZnEBPWaZbiSbrmm3Z2pZ7dqWbLd1yoimWo3NrGS13HCWXdT6MbAYjncZIp9ETKbKRuPUTS5KJJkk0RQnvqqNtZw1tO6pp3bKXfYu3sunNdez++Evqlm8is3cvis+Dv18PiqYeQf4Rw8gb0Z9A7wrsfg+plih1X6yn9cNP6N26jEK9BsE0kcrKCfTvTtGgfPJG+A85dgfX7vf3H2JepVR17yL/eunxhbR8/sNj775eQ38+hIm/P+1r2//XDRoPLk8vJxt7nsG8d9fic8P2DzsnIMfOmkDzZQ/x2aZCorMPFdR7Koow0mlSdU1Eq63voCiJnNy3kmN7lyO77MgeN6KioLgdKH4fWjyBvayU+Mhj2NL3DHaVTSUZqgBRRLA7EH0BCOSh213I0RbMWBRTVREEEWwONE8Q3eZGMHUELYugqTmAa3YAVdNEcDrB7QW31flFkrH73Xi7FWMrKgBdxwy3gChhuH0Y4n8uyBUkAUESv/3nR4z7vetHTe6/ScnvvsiwoRaobFl76Gz9963GFWHmnvIYg87/hOlHjePuk39Njyo7JTP6UrVlAT+/bvt3ruOx6C00LG2lYTbfGLDeAez6P/8whS/fxi8XbMU3xRImduhvO+rNvyxi1mHXcvj1XnL9ZAaXhuGG9dx12zJmiX58SNxbHUHf+2sc7nJ8ocFd3jdr9uVsjYbAZ1FcAgWjiEe20nvYLARRRu07gvB7C8jEMnSbeRqinqVo/CcMmnUJ84su4Oxnd9Py7pd89tfzqZ69lO3/3EV8nzXAdcgZhoQXse+hP3ZxdJw6926OebjosJ8jVZPh8udO6vK3h058Af1GS394931j+GhJimc+/pKnjy6h29TBLPnNHEZdP4adczbTtvHw2YW7399/SJbg1+lMB9fare2OsIqVS9lRpmGCKNKtpwUSa8jip+ss9I439zB+0GPf2jk48O5cYvVRS9v96DBmAf+ctZB0MpPTLf1Xavxd06yB6TcYv2y9/GWqgIRqp6B+LXWKxIBf/4zuc6/iqAki615cQnx2iulLN/PIXUv43f17OPOCc+k5LsmAIzaS/96LLL19LrJPZtilI4is2UD3YyrI61vO8nsXEzE1NpPi8mOm0afnFrb/cxfbV23huFWOLtf06BvGdgGiAAdO+y1ZQ6F//ecYu7cQ2//NhmTZVvUbAecPKU8vJ/GdnQPvlc9vZMwlgzBV05o4aj8n7rVf8dYqG0O/ZV2yT8a+cBV1s1ZS0quScXWvY4ybQGrJQqAz9mfKhvv546tb2LsnyoNHraDnOMu9sdlU2doOAjd+cS/JlM6fdhQynq4DmIOd3sfOmsCv/xlh19ptCIJA9/6/YOPy69i1/ClGnvMzNEMmqfgwJQl1xRK0eAI1kcaZH2if4d5L5ECMosHt2i+z/REny4guNzaHA9Fuo3lrDemIiVcUEETLuEdUWkEUUGNJK3s1bbmDSjYZU9fJxtMkmhOkwtbxlR1KbuLINIwcaFLcTuz5IQtkZbI5kCXZREzDILzJ0oCGidL3shbMEg+CaVgdEH+QgQN7klqyDr++hXHTBuJ2S7gj6yifVoRsl3H4ndRvqKdtY5xgjyKEAcPYnunFGUcbKB9bXcpIQwvHnTeB7f0GEFy/iqFLHmTBlW8gOUXmVF5FfP7V+Kd+s5A8ZuosLElT5xRY+NjrJDMqf3n0AYbWrkfxeVDKysHutLJy0ylEIYzZFibd3EbLrkNjwgAc+QFktzPncG0kU6htUWSf13JfNSJkwxHS4RiuwhCiz4OhGdgDXuxBP62b95CJJi23a11HTaZQ49a5EG1yjiLfQSs3dQvYCqJlRmY5MVvuwXavA2fQRTaRIRVOItmVnLGY7LRbmmvdxFPkJNSzEGdBgKYNe3EVOygaXIEt4COyq5pEc+d9unhCPv6KvFzEUXCoj3Rzpy63cEAhNau6OsNLTglfuQdn0DKSysY1nCVWtixwiK7X281FpkVFlGwYuknsWwyxZJ9M2/429KxONq7l1lU8IR9fqR9n0KLrx+raUFwKDr8Tm9dpuZE77OjhsHX96jp6JpujhEsOK+u445iJsoSeyZJsiROrj+Y6jMm9aexFNjKxDJWTByEF/NbklMuNWO5DtDmxx8J4D+wjVVNv5fiuX0EgtBN0HbWujsjOA+iqgSvPyjqOexNd7m/fVqYv2OX3o88cz0/bnuSHOox8PeIpFU6w7+nvT33+ITXkZ+M56aaNmIbBsNIG9q9qAyxgbT/hVLa0FCEKh+a524ssnXS6uY3I/iZidVEku9x+DzMRZTH3/TANA8XrRlBk4rXNJM79NW9u7sf+/QlGDXNTFtiB1tSIHMrLmU4Jhg7xKGY2Y7EuvD4MT8ACo6aBYJoIHe7zsg1TVqz3pNvZMbLSaU6l6wimgT3oxV5ShOByY8Si6JEoSvcgujvw/+TY/lj/mfUjyP03qaV3zAPm/ZfXk7dhJTfc+BVnnjaJHif340g6Z//39p/yvcBmAxYtZtWjK5k1+3Im3HcMxy86/bDLbrvmHaad9DTTH+gKZL8OdO+f8Sx9xwzg1Lsm5H7vWO5gDeETvx9E3cC+XPs1cD1G9DBkwgPU73uP0u6nI4oKLz1ekXPm/eCe5Wxcsj63/EdD6zhhpw1f5CWefe1Stpp5DD5xMtv/MZvlR1+Du9xOZHOChhMfBh6mQxE872vAzEglKRAaSfpL6XH+Sez58Oncvt7/cOdyc25sYP5sS3ccqCpg82ubyLaqTHr0JK6P3cKpM318YC5AzKaYca+f3/7GekjNvjXCwol1uVic0zZfCuUwa+PhjbkmPXICez5dnVu+z097IiniYSnXnl5ObnY9zTV3DWbBGKtbNv6uadjyQ6x+/CNi22Yz4tZJCEC1mWWA0BXkFo4NdplJDgyyzAA6APjEh48nO/0MYrY+TP78YRZe8w5AjsI7+qYjcFeVW9oeVUUpKSHZfxzO5n1oniDCl4tYeM07jLh6JIrbyYr7l+S2NWTzOwRbd7Fwwg1dtu8pclM9t4HKY0tRH32TpnFjUPcuIjtpEvPbTT/KTldZ+chCtKjGyGtHW50d91qefHQANQMmwCsQB1ZiOQ53AMNVj65EcopMeeOG9rzAxSw3rXWG7nuX7YJ1uzxYPz5xxZPU+vuzZvjRhxz/l+f7yWQ07vVsyelg/yvVsd1BF/U/2KSYoT8fQuOWOuoWNeUGgIVjg2y6Zzlzf7+QWz6745AsyrFrf89bLVfzcfukUtXlQ3P6w8KxQXrNHI6zTy+mz7Ku03PPqSTy5ly8J52MesolzOw5nM/fXoWaSnNTyzVM7gsfvLSOllM7Xc3zBYXzVi8mlTGZ9fQ6nrrzcu7f9Tl7Pnsds9tQHH++i9UHOYPmjfDDTy9l16xtiLLEyGnDuHxmL24/5hFeeGwW5502jV5SBM/G1Wz/85sc+KyOquPKKBzcDdnnQYpb5yq+M8WOT7egxS1NY8HQIO4CL86gG8mukIkkaFjXjM0vt0fSxBFEEWckgWSTc5E0ieY4pm65KtvcdjKxNNGaKJHNCdQB1qBXkCQcimK5iIpYEUJBvwUSEkn0dBpBFLF5HOiqQSqc6kJDbfxsMQWT0ghuL2a0DVMQqRpgGQnqbz7CTaOGopX0Jf3px7nut3+Am2xEY+q8e9DtLsRYC2Nin7Atf7J1n55xOr/+7QRG//1s1gHhIaOIbXgNeAM9ZfDQndb3rON+/fvpTzAhqWFbtIxerhoW9JnO7Xo1bU0wJuDispkTueDo8VQZYaiqQCootOJCmupQG5vAMCyHVFFA8boo6FuEM+CkZWcL0R1J8ob68Zf7qV6yCX9lPsHeFUhuJ6maerZ/vJ5ex2p4FQUtGkXPZEmH42QiCdxFQUtWIYjY+/QhTxRy8SOmaRDZXYcj6EFy2NCSmdw+CKKAZLehp7OkIynsXoc1iSFLZGMp/OVBAr3LUeNJWpfvJFYbp3ho+wSgKJJuDlO/oZqiQYWUHjEAyeuh+cuNNGxsZOAZI0m3Rtk1dytaWsNT5Mbb10VezyD+ynyi1S3s+bCa4gn5RKvjOWAZGOShdXdr7nfZJxPq7yW/TyGGptN2oI3m9W3oKZ2CEQE8RV4ClQFi9VGa17YBoEbjtG2IosWS5I3w4y5w4yly58wjXVUOgt191C9vRk8ZaFGNZEOa/AEhBFFA724B4kClRVfVsyrx+jZSbSm8xT6CPUtwlhUjut2Y2XYXXEVB8npQDpogFWx2y1RIsCawzEyadHUt2XgaPWtYmbZuG7pqEK2Jsv/T2i4pAJ5eThwBO86gk2wi8zXa7aFOwYVjg7TtiJNtVSmbWkjP6X2oXrn3Ow0L1XWr+fz8uk7/jNkwFzhizfM4m/aQXrGsi6lmYJCny+Sys8xOoKePpq+6muV1yJEO2V708BPT36dKJhUgFbqZ8vFQbI5GCir6sLbfeLaYKdynD2KPCifs3kGvkWPol6fz9b5x96MqybRGUJMZMrEM2YSKrJtk45Ypm81tMdPUNmtCUfZ6SB6oQ5Qlfn6/RrRpEQAnTx3DrituoHFFmNE3HYFv0kRMQUBUM5BJI/oDGIXlxEKVaJIdezaGqBuodg+aKx8BA0e8CUlNIyailvNyNgv+IGqohLQziD3dhq213src9fos0ypVxchmweFCU5w4ov/1Cd//rSWKAuJ3GU/9WN+7fgS5/8eqZfAYhOOe4/VnFn2ni/G31apHVzLm5vF4+vVm3kUvMemZR1j07vJDlrv39qXcy7DDrsMd8pNojfCsfJfVAT0IQE46edwh65s1+3LqDoq46ADCHf+6gL8c2MD4d37FhnOvZWvfTq3ribeN48SD1nUA+IVYyG/2VLP/8RsZ5nYy76ABdWRz1xnw0etexr34HRZc9SbjfjuZja+uJL4zwSe+4QTWreZv72e55YwQgy9ZSLB/dxqHTOaLpc387GQnhXecwvxp1mNn78c1HPXpRdSd+jqn77mTpbe9yckN72P8Dmq2zuOWR+JAPQAfT3uPhRM7KdP6ss1w5xK+rQ7OPs4fFfjGBy6AZBNJbduGUmdpoQVFwDjxPMxEC9Gt/2QHGf5597t8U5/26zmswapAl052sqaRA0p/BjZ8xvx2gHtwHZ46e6hhV3DaFJo/+RxBESibVEjp7x9mblN/jl34ZJflql5/EfOPd1M9t4FkS5Ief7uBuliCOXmdlPeBF/TD9IXodXwVW1/diad7OXoyhW31bMpGHE3N17a95onVXWh/espg7gkPUTwhn5ip84rRwkjBTUA4/K1StbmprF3GroOAy6jrx2Bc9GvefTtBS32YBRf+hqLxsw/RUH1bDb1iKPXrDxzynvC8rZz70CJm0fm97oh4ObgGXnwsDT6N6387ETP9Jn1+2pOmbU2Uj6rAXZrPxj9/SGz6ZQA8/+hCrv3HWpwTLHA18NKZCLKCUViWW1+fYAO+oQMQmmpY4z6RC0ZsoUfFGJ56YBH1+1pw3TyGzz69jXn9Ovdr7KwJnHztFq69LZ/rPO/zR8PE5ghy19IjubHKYFP797HXqVWUHDEQ28AhfBAfS/8jwhw1OcTEgk2Er/kVx++z8Y6Z4vN//JErSuxsnb061/XOxLOkmiMYqka0ugVbSKFweIh0JENsWxvQGc3Vtq8VXbXOU27gn9VINFngWJRF7F5L/9eRkytIAopTaY8EEjHaHWs7zHgMVUPPZJHsCrLTgexxWQ7OrW3o6TR6OosgCjj8zlxH9+DOULwhgr+mFluZpZM1sxkqSixTswMtUUY2NyPbHbQ1teHt68LutVE2spJoTSvxvO402srpkVmMsH0DA5pqufmOK4inJXqFGsmfMAraHcAfnteHQ4OvrEqmdI4904qki7auZ483RZHi4dPrz8W+YRfb/7mLve/sIT4qwKALp1vOq5k0eluEbGsEoz1ySbLbEBUZb7cStLSao8bGDiRxBp3EGxMoLptF58bqvobXRUmNaMNVkSAbiWNoBs48H/H6cI5tkqxrsuQm5RZNPltbixZP4Mzz5bquqZYoWkbDledBcTuR7DbSLRGyiSx6VsOh6dh9LkzDwFMSat+vJpq+CqN4JdRkJpd5HG+IoKV1Qn1Kkbwe0jX1NG6uR3ZYQK91dxPR7XE83Z2IkoCv1IO3JICaSNO6O2zFkqU19JSBf4AbZ8hJui1NbG8STw8nskPuvLZcdtRkxqJNh2RMVcLmseWuzWzCyujNtia73OcUV0d+budgWE9ZrIOS8QVd5ACKU7Go3u30eysLt4FEczwXkVbYvwRbyG+ZRbVrMeW8kGVKBFaElt75zLRcsgFBxEimMDJZRFnCV+rDWxJAcTtQE2lESUBXjS6+FPGdKeKkgLZvuCI7y15ko3BAMd6SJIIo4CvPw1Np+Ue0bdnwnS7F8y58rsvvo64fw3phJJXdSvDO62wq9PlpT2xuG20bO73vDc2k8cuW75WNrH3tOfSDyisxmwyPvL2ScNbyrPB4A3yitwEQ/DBMLJ3lmufeYvDI9zjl5BMYapooB3FWW3e34K8qRrJZ50iQRGSHlRPt8NmxeZ25e5bsbL/HCQLBQb2xbbR05ZKiMCKziMXtz/1kQxhfOoXg9FquxwC+IOlACSmbD9HU0SUbGZuXhOIna9pxCCnsqTBkDMuDImNNnGr+AlKufHRRxmGaICtWp1ixWXIFhwPJlcWUZUvXG/3+z8r/cyUIuefPj/Vfrx9B7v+CGnLZIAomjgGv73u5s97y8aVdAOK/CnRXPriUiQ/6mfL0GXDFEI4EepxUyWXZ277X+69+5UwA9hzmtSPb13e4mvbW1azseSHcsuqwry8d1dnRKpo2nun/GJt77bjzJtC7m8Dx2+4h72+zYV41KxdvRP8WafMRa57npJsTXDXrHgYc/QXvTXiWM6e/zcKjbiPvqCPw3HoyVz38MsVLX2PH/lbyRw+i8Ji+XDE+BHNg19eASHzePJ5dV8nppws5Z9F+Z/figmstfdB79yvsvuJ6Ft/YCSJXv7iJOd8BcA+uiQ/OJD3jPJqHHhqYPfiSgYQG98JQNWwDBrNw2WpmG20Myrro/9LT3P/CXD7UW6hDxYHAOMHNBMH7rds7XFTD6se+hMfG8l+dc93Z5yS6FVYy5awEbxun8stbFvHZ2Q8w72vRVYubB9Fns9URaF7VRvOqpQiSxOSXr2bfK28hAK6iIOa+HSguO71P7w6iwL556/CXBzj3nxMPO/FzOCp03eImnjQaSGPwS7HwG/d9+fBObfjoG8aSufgW9hulvLXIwZZlFn35vt/V8JsvD43O+aYad+tE3GPG4K3cQNHAWtb/ZSOSU2TB79ey5CFrxv3+Gc9y7wOjiQ8bnntf/3N7UzCyP5LPizp4PMM8W8nfs4K5JzyUW6bHVBeKx0XjijCP/mkHJ7WbOI4LbmbfIA9Df34M2pDxKFtXWVE9He/78u80jDkVRc8wZdOfWHPfPzjp58fyFEdTv9sygZt37D1dPsf2j9dzzj2TGfr29Szft5G63Z8zcvojbFu5g/LQR3RMz0Tu/CcJUSOuOojUi1x0io1C217y13zKuk9rKRAUzhzSi/uefpFBwwZhruykNzd9FSYbz+IttpyMq6ZX4q/MJ9HQhppUERWpvYuaJJtQ0dI63lIPJSO6k2mL07q7iVRbHD1j4CnyWgZGSkeHV0G2W9oxy9hIxOZWkLvL2NxWXqvRYWbk8yD7PAiShJFMkWkJ5/S8FrXThivP6nzlDTKJNyRI1Vn3hlRjGNFmQw4FERwOQnkhXA477+2oYWzATaixmfCeJuxeGwV9C/B2s/wVPM27SZe4EfZuI9vUjD7iKEodUfplF5F9/VO2f9E5YF+zYGMO5J595WRWr2xkaJUVg/Wbz36B86gxnLu5ibp9H1NcNYbP//hzipOtLHt+UW4dzavaSB/bgC2dxlA11GicdDhmdXA9TkxNxzAMJKcDxdVpyJRpsPTN/jIvitNGJpLANEwceT4Ay+ArbXVi9ayK3e/BrG0l2dSGQ9NJh2P402nEkgqLGllXRzaSwF1ZAoaBur+OTCydcw0WbTKmppMOx0m2JJEdErJDwdbheiuKpJvbaNrWhBbVULySpd21yegZlWwim+sGZ5tbad1Ri64aFPQroGVbNS07wjjL7LjyXQiigCvPuvZi9VEM3cRf6SUdyeApc+Ir9SKIIlpaw9dDRpQE1LROujmDKAnY/G5ERUZxxiwTKruIIFoxWNHaOLFtSbx9XXirvPhHjSKyahWyYg2Cs4ksWkbLRdJkGrJkYml8pX56ntyNSHUELa2hplS0jEa6zTLNsnttqEnVogHnu3Dnu3GXFSB7PRZoTSUxs1nLZVcQc/EvpqpaGvR23bQgSQiSRLY1TDaWzE3muIpDVsyQHMOdziI7FDxFCQxNxxVyoavGIZ1dNabnnpUd5e3romxEKf6e5fgMAwwTLZVGkCVCZ5zOlKMnE122glhNC9ve3JWT1fT5aU8qfnIUal3dIVKbxk3VDM9+gX3nZpa82Dm+KBzem2RdUxe5hxbVMLTvFz4iSBJ5Rx1By7xlnTnb31G7zTQLPEmWqAma5qc4Z2R/Nth/hUmM8SNaGbFrMUdNGUV5ZRktusAzexRef+Mj7vrtTRQaEheK+RwpeBAEgXhDCqmDZm+Y2NwyDp8dUZbwlgRw5PkRJQnTNCwDsYQ1ASUHgxw1oxvz5whMmN4LffaVuf0zNB3SScR0AtJJsNlQ/QWWJwJgVxMYokxMCdGm+tFNAcFmWh1+07RMpAAcLlK+YjKKC7uaRNCymG4fuH0I2bTFmmrX5ZuyHcE0MOOx73UM/y+WKH2PTu6PGPh7148RQv8G1bJ5JQ23zurSJft6TXvtCpqGHMt+tZJewjbMv/6hC9Xvf7pGXjua3+U9QSDk5CcTNW66qatD6+GAdZ+tc7jo2r3Mmn05zjI7tw/+4yHLH87E6eA6+szx/HJY58PprHsV0vHDZ9OdfNFEnvxlMb0aMlwnfbPxVsc255y2gPf73M6T9y+itE83LnnhVI5tXZPLJwwM8jDyTivby4xHETw+1tz1Yk5T+PV9nzX7ckomFfDY+DfY/ZWlhX799yG+GthJ/c4b4SeyM8Hd45+m18h+nHHvpG/cz3G/nYxx+qXMj4wimhSZUrWHbf1mHLLdRxpvzFG5BpzflxPfX8Smlk5ql4zAFMHLFMHLYMGFJAiUTS2kYXVrDvD1OrWK5u3NtG2MM+G+Y1BjyS50YrA6w1OePvsHU3HH3Toxl+k74f4ZHL/w1NxrV9486bBawdSSLZyw/w/MPafzs1YcXcINnnuY888JpD98hvD8Rdj8HlrOvY3K1f9kzUOvY+oG3Sb0pHVXI2Xj+vCTLzsnBWS7jRvfu/Cw+/hPo5W/Gc28eNbRFH104Dtn88unFfHpZQt4/0Xrc5180UR6VZiM9m/G+/ELrLh/znfGYdhCCuPvORlz8BhSH76Dlsqw99JnuPEmyxDtmlsn4pp4+Ezsjup/bu/Dx2F9R0247xhEmw2lew+MYCFitAW1oIKZd3t4+0E3Xw49l6mf3wmCyNprHqRibDcyN/6Bi67dC3R+fyc/9hOWzPoAPWVwxOrnuOQpP+/8eQinXvooH/z9dl7XS+i+ZRm1AzqnuO6f8SxX3jyJ411zkVbORXK7EQqKOfD3t3NMhbip8ythPxVFAV45cQLxrQ00r2/rMkHR8+RuBHsU4elRiRQMorW2kG1uJbq3nkh1GNkut2szBTzFASSbTDocJ94Yw9B0ApUhqzvodmJkNbRUBnvIB4ZJqrmNRGMELa0iymIO/Eo2GT2r5YBwhwOzIFluv6ZhYOoGgiTiKS+0cnQTKdRkhlRrHEkRc1FGssOGPeTH0bs3Tyzdyu+eehGnTeGm447g3MpC7O3AC1FE8bio/3IrnmLLEMlQNQqmT8IoKmep9wTGR95n/lGdk5GT/3gqaktbzmStzy2/IBUqx9m8F81XiHfUsfh8Pu6eMZaz+pTjHzMKPb+EcH4fXJk2pE/fYMksi2bT7+xeOPN8Fj1YEnHk+a0ukaYjtnf+EnXNJJqiKE4Ff1UxSsAHhkG6qZV0OI6e1UhHUkSqI/Q/fSy2kWOg9gDRDVss8CqIbH9rCS0b26icUkbZ1BGIg0chttSj7tlNuqkV0aYgO+1E99TSursJNaWS17MAd1GAdDjO/mV7ie9JEejvxV3gxhWyQKmW0ajf0JDrLuaN8NNtQi/URJrqVQcIr4uSN8JP75lDaNywj2htlEBlANMw2fXuPrx9XZQMLcHmtlnnPK0S3mdNdPrL/Bi6STqSwtB0Gte2km1V8Q9wUzK0hHhjjFQ4ja/US16fUkRFJtkYJtmSIFobtbreBTaycY1MQxZnmZ3y0WXYQgEqHnuZreecSLIhjCvkwua2dLvxxjjxxgTeYg+mYdK2P0KqLouzxIanyE2yOdnFLNFV5UBxSTgCdrzFPryloZy2XHI6kJ12EES0eIJ0OGZpZUUR2Wm3tLkHuYh3TAoJ7dp2ya7gKAghyBJGJoueymDoOtlIHD1jadzVZIZsIkvB4CqclWUIskL6QDW1y7dSvaQBd7kdR8CO3evAU+jFV1mYOw+KS6FsVHecRXlI4yaR8pVgvPrnHGto4vInuPGz0QRCTmaNXsYXY36R+9x5I/wUDy4hWhuhbkUTilei93G9yRs1iLYN29k9bxuRzQm8fV1UjqukZVcz9UsOry//esleN8e2rumSN91RwaE+otvj6CkjRzPfNbuaM/Rd5Ac8HHnCz7jm1HEEBh9NwZ9/jfun5zDzrs6c2Euun8zGLQm2rtnDyWcNgjN78Wy4nlVmgr44uEQq4LTzhuCvKiZW3USiKYbisijK7uIQjqJ8y1gvnUFUZNR4kradNfxj2z7+vGUP9fEks846nhuH9+DLR+aRbVUZesVQfD3LsVVUWK7p6RRqZV9agz2RDJVg83akaCv7eh9LWPUhAn4lSjDTgKdlD4KuIegqhsNNPNiNmCOEL92MI9EMgkjKlY8z0Ygca0FQsxBtAyDVZxRKKoL51Uq8V3SdNP1PqW3XXEnsIBPUw9WgV97A8TUDyH+nqq2tpaSkJKcDX7ZsGc899xw1NTWUlJRw4YUXMnnytydT/HfVj53cf4Nytu6n8tgxKC77N9JPF17+HJMeT1E98iq2Gv3pe8mvGS3/4RCzm/+pWv3Ylzxw120s/eVcwlj6rsMB1C5/ax8QfxeQPbi+DpbHjzuKz3o+xYEGgXeeXwRkGTl9BKNHeDg9+uecw+K0d69j7smXc6wBz5lRTjODVAr2Q9a/+Ol18L51DI95awqjj01w3HkTGNVPZ0y51fvQ2wfSbRvjmJEwVPREK+2JpjipHFdFeN16xt81Ddpz7OecPDeXu1rxxO/ZfYsFcM+7ajJfDeyb2/ZT57/JhZcNpNv1R/D2kBf48t7DO+N2lHvEcPbYyygPJOjt34L9vVe48GvHcvzxYyhcXkiP6QOgvavyk/IiNrVEuEQswInASMFNgdBp/lM+rYiKCf2pmb8AgKl/PovYtt25/MfVTy1k3Mu/Y2Btcxe3b1M1aVnZSZW1F9nQoto3AkJ7kY3C+XN5Z38hp6+ch72tjquXzQA2UjmwJ8/1+Qvzpx46OTLtlcu5b6uG89LOz+rp5cT3xLMcubQbACtueQk9nqBsbAk+tZWGz5fkJh/6nxZk3TPrOPBZHbNYmLv+OgDuwaAbwDBN3jJaOVEIkP/mPr7PvHyPmaMpLRQo7F7G5KN7ctKAXRQteaVLNM531cQnfobWrR/yni2sfNC6mEq+Oo7PLz+Juec9T/ChVYx445fMPeOpw76/8thSnHk+as0s2800LWiUDcknr9BPeUant9tNujVFc7uZybTZt1LfbRySqWHfu5LovHlIXg+iJJHeuBFbcSM9hl3GVtPH5D+eyoZb/oCaVBl0zngWTXucfVtFYG9u+4FBHjZOuxU99R4Av/hbJYmw1eXdsWEn1vQKXQAuWBNXp9Y9yrwL/oKnh5Puk3qgJjNd7oUeQeJWs4TfNtVx6edf8sSgPgT6eHKfBaBhYyOiLOIqLURye5BtNkSHg3h1E+lIBmfQ0sZqaZVsLIkzz4fN68Qni4iyhKswaOWCyhKyy4mjKA9D1Ug3tZKNJdHSaruBlNUddgS9mIZh0UpjyRx9GUB2Wo9W0wAEAcmmILndOR2jIAoYqoaWzqJn1PZlTWRnGq2+jqunDuX4ma/y4J//xm3/fI+nfS5+c/RYzjluMjIGqf017JtXTem4LOUTBmLv2YtEn9HY5r7F2PFOBF3rkte67fVF9Dl1PH0vOoHoVxtpePNt2npUsn7dViI6/OofxwLwsxkTMKpr0KoPINvsrHf05f47lwOn88rmn7N+wCmoKZVgexfW1CxTIkmRUXweZL8PPZnCrGnEX1mAu7wIpbwcslkS23ZYmcF1bTRvbyXbqqHGNLJHx7HrOoZuRTZJwSBCQQnlY2qpX7aSdCRF08pNFLvdkFeIUliIYLcR27EPU9ORnXZceR6rk6rpZCIJ4g3WpF6Hu7GaUkm2Jjvjm3Z3shT0rE60uoVoTYTwuiiCIhCsChKvbaZmRT16ykCUBCJ7LfASqPRj9zqQ7Fa8Ue3aajKxLHk9g9h9LvSsSsvOZuI1qdzElq/MR3hfK7HaJMHuPoI9ipDdTuLVjaQjlrOxKAm4ih0EKnxkE1ky+VkUl4Ld50JyWM+uWH2cbDhFXs98HEEvaiKN0JzA5pYxDZPwnrZcJzIW1bC5FbKRdgqrImALKegpg2yr1t7VdaAmUlbn2iYjtmtvDVUlsreeRLP1md35Vsc5HUm106tFZIcVh+V0OxBkCUGwgK4WTyK5nVanV5bQ4wna9jYRb4jlOsmuPDeiJKFHoujpDImaJjLxTmDuDLoQZQnJJtO0qdNsccD5fbG306p1uxvXytnMP0gWs3jc1Tz2wgWo/Ucir+sqh2pZE0F2SJi6ibPERrAqgKswiKlqtOyoJ74nZZnteW3Y/W6C3XQie2KkajLIPvkbzQ+/qfwD3JSPrsBbXkC8tplsIovNbcM0TGL5IlqDyYOj+zP19isJNW1FqJnPmjmbubepHAhz9pWTGVEV5ZVPo6yduxZ/UR7HVW7gq6jEHVIZ64wkfzWauEk/wKJVMrNkkVAk3X5/sVzkZbdFU1bjKbREql2XnmRbQxv3rtrMCUN6Ux7ycd+rH1EaHc/MmVX4q4pxVpZZetlAnvVhJJm0Ox8Ab7weqakWZJmMYcchZfFKMfzJBuypMKYkodtdIEpkHH7i9iCyoSLpWUxJIe0IErXn4Y60N3UE0WIICCJZmwdHazWZ1KFxiP8xJYi5ZI9vXOTfvJU7bdo0lixZQl5eHmvXruWSSy5hxIgRTJ06lc2bN/OLX/yCF198kTFjDnX//++uH0Huv0FVP/sPovsaCG/9ZoqGFtWYd9FLTHsnSGvvI8mKDvKPO5HB4Tgbnv/maJL/VzXttSuI9T+SqUUFzP/5a0CnjvZvj5Wz5ZuNOw+pY8468rBOvIfrBi+9Yx7behis+WIPk08Zxw1112JEXqb5yX3MbQdlQA7szhT8vEcbfzOauU0qO2R9S97vOkmQTmmM6a/R3VODbfQ4AIqOzKdmtvWwbxl7Mo2U0L/6Y5RwM3rIx7R/XMINNT/nwmv9lMzoy/yDPsu+K6/l1eeeJ0w+BwZ0Atz7ZzwLTa1MDqxl1ao2mldZD+r8UYEuA/eO8g9wg6zQrX45Je48HPU72fjeCh75853UxzxUBVrp9s/bWfqryyl97QoW97qSkDPBwH3vc9b6Pfxl3W62mSlukUoPWXev0yYhSBKBQR4km0TrhDMI9t8J7Q6OqZoMra+93gXgBof6CK+Lsv4vGy0HzYYsBYOCdJ8xikxzmK/+8iWuUnvOyKPPT3tSccEZXPJXlX0bF/IiElAObOTzX+5g7omXc7gAqqLxIeqHn8i1yRUcPAUw+uZT+LS1J9eGbwEeJl2bAUHH7nWgvPJH1rzQSdU8sGRLl3Ue7rrqoPyBxQQyMMnw3Vqsjtr0ymJOVK/luEtPx77iRbStEeb/gEzgsqmFaN36gSCQqemk8tUtaqJu0fMADHh/FjtPu43qj67mlPJVfNlOVXeW2Rn64TNsEoby6ptPcb9uRVf5XA5SmyKoX1kD7YDTTn9VYYLhYdYzl7Kz2zG0ZHzEMjamhz8m1RLF08sEXUf2uBCDeZx3eh5zvoSSo6+g+VdvW8fqqOP405ObeOY2Oz1mX86Iq0eyZrY1CdTrdz+lI0AmWOAj3G4EHsibgK7+hX8gcrFU0OWz3yw9yo6XZmOqJn2PH4SaSHfpRhdPyKd+STO9BAe/1Yu5fU8Nv2pL8IfhA7qsJ74zhdoni5ZMIYdbEWw2y8lVlki3ZVCTKpIiItlkZIfVBRNE0XJD9ruxF+bnDFCEdp1YuqGGRF0ryZY4mXgWSRFxF3ixt+dMau0AQUtZbsyCKGDzOJHa1y+1UztlpxVpg2nk6IxKew5vRx6v7LA0u2okilB9gB693Twx6yquOe1o7nrwcX7xxlzuW/gVVx57BOOa23IASnK7MfKKEHWVVH0TypwPiLdG0OI6giIw4pejaNiwn2w4ghkKcvUb83l7Tw1qO5064PfxK+DeS8/A6XGTMAzaNu/Cl83SvXdjLhqpBeu82b0ObKGgFTGTTKE3tSIqCnLAj2Czoze3YvO6cBSEkDxu0FSydXVE91uTEI2bW3ImZwCJ+lYcWzfRvHYb6UiK4IwSNF8evmGDKJ+yH9Mw2L9sP6lwgu5nTEcIFSC73NibWy3jr+ICHPkB9OzOHG1Zy+j4ynxkAxm0tE42nrXol1h0wINprJmwSv36BrKtFvU3b4gfT3GAA8v35Ci0bTviqDENV5UD2S7lOpeZSILmVW0Eh/pwF3hR3A60dJa2LbHc/aRwbBBvsY/Nf7fia4oG5SPZZFKNYerWWd91QzdRHBL+Mm87/TnZeay9TvT23Y3XprB7xFw0VbIlRrIlia4apNsyhzgPZxMqesrAFlJwFttwBOyk2zIYuomnyI3D70Rq74hLDhu0X8tqLEl4X5hMLIvDb0dXjXY6uYauGihOCZvbhtIOojo6Nnomi57JIus6pqaTicTJxlIkmuNkEyrOkJNQD4tyr/g86MkUeiqNZFfwFHpINidzOdeKy46oyLTs3Je7zznzfDj69mFZz8sYaq5icfvY4+CyorZeonxaEfmjArSsi+TOd8PSVoJDffhKPbhCLrRUhuSBWjKxNN6eLpwhJ6Zhkg7HsfvdlIwsotHZRLrx21k4zm7tOteDIuAqxlYSGtzbMqHLZHHmWRNZqZYo8YAADZCc10DNeReiTOpD4JjpiIrEtJMG8e4Li6k6qS+tQJ93t7J2Lpx/8UCSdx6fW/9Q0cVbM8axzC1x79zVTH7hQ86oKOWsqjL6uWy5SRg9mSLTGkVLWZ1cXdW4f/NOKvKD/OnpP+BLtVCrPs59Szdy4cPXINodlrFYIA/d6UHQNFAcqJIDVzaCPVwL6SRGSRUOMY1Lj+JKtKGko4halqw7D1VxYwoCqmTHFATsqnU9Zxx+2uyFJA1L+21KirV+QQRZRhcVhHAzevL7OWj/X6zOLNxvW+h/Zl/+1TqYIPz0009zwgkn8NBDnbKp3/3ud/zpT3/6EeT+p9SeD/cfQnH5ppp7ymPkj3qRAWdNQOzeg/zRg+D/B5Cr1tbSPKyMbeNuIrj+BgYnvmDREdcwa/bl3wlwr/7NRJ64r7NzNue1L5jzHd3dLt3fV75gzi3NzJ9yQkfz9BtLEUTOF/N4xKhns5nq4iB8uI7y1i+3sWPwWOJ53UgUe+mWNOlz1lR8eV9Q9PNL+bTNGlgPaKojsWU7tat2ceD+Jczk+cNuv2FpKw0DTjnk776CENGmVtru+E3ub96+LpLNXWcwvX1d9DtxMJ5+vTCb6hHDLdAvSLagAoAhKx5ncO9BVN/2Z5a2g/ymIcfy7nspTj/WSXbTelo3NXG2mMcTRgPvGWF+InaNVpAKi8HpZuBZR/DFbZ8x7KvZ7Bl5NtPeupoND/2dxhVh1rUb2HSUoXb2NzsGgulIBtFmZVlmW1XG3DgNe+/e7B54KksOlJJVYd/Grhm6Z1w+ibknfrNmfND152Isejk3kdJRanMrMxKvsfB3n3Pk9B2MuvFI9HiMdEv0EFp19dyGQ5wzD651L65EckqdIFcQuEgs4GmjkWGGm0nit+uVweoSLFkzG2Z1na05YvVzLBt56Xe+v2Z+I93mfoLktNO2/fCZi45+/eix5M/su+yVnAdpYJCH0jdf54V1PaiuSfLsIw9yVO8KXnzqQXaVnEwfZQfO5e+zavte5sxbwUfLd/Iw9bxw85NMaXuKKaKPM26bztrFmwkHHUyRJMx4FLm8knRFf6o89Ty+JEqf7oNon9NnV2A0BRUaG/tPASzzro7aedBE0+AhQXatMokkTRzuCir7XcrbW56hv+HkCNGTW27rCx9S+ch99P7ZCiKDp+J5/4Uun7tqcn/ql1j3iwGCk9uMUu5sruHaz9dxs1iC1D7A9vRy4isLosaTqFu248gLIIeCIAgYmkl8ZwJDN8nvHUKUJStrVdOxeV0Wzda0KH3ZdpdUORYnVt1EpNoa7Es2EbvHhjPPh+JqN5JSrcGvoRnoqo5sl0EQECULCImKgmi3WQBXkkCSkBz2XJyXoenoGUszqWc1K/ZG1dCiUexNdTg0jYEegZcvPZnNGZPH56zg9lc+QdV1ejicHNfiYPzOGvpnDHoEvSSTGbLxNKnWOP7uXgoG2QiMGIyrrJBdH63k10++xZKWMDdOHMrYnuV0Q8ArKWhNtZzx82vIJhqwNTQQ2VtPePNuupe9xiXX/5pIzKTXnJsJVzlwFVg5sKKigF3HnhdE8rhAktAjbcSrG/H3qsA0TdJ1DRjZGho37EWyybgL/Yhy1xGaIApkmlpzILDbte1UzVAhlZMHEdtXRyqcZs+H1QR7bCA4biSECnCUFGGoKnJxCaLbhWNXDU1bG7B5bDj8TpxBN4mmGK27W0nWZrAXKNi9DjLxrtrPDsdjZ5md0AA/7nxr+we799pCMrZQ53BJkKzYnJZdzcg+2dJKVxahJVJEqsO5e4mryoG3xEc2kWlfj4ListO2t5G6r+qJ70whOUVsIQV7dy/OoCuX6Wtz23AXeNHSKvGWCL6du5Ds4C32YKgayeYYsfqYZXKlHjohJ/tkbG4Fsx0hyw7ZiqAKWGZUzqAVN5UKJ3CX5CPIEloiRTocI9kcJVodR7KL4LfnTNOcQRfuAgnF7bRozYCaSAHtALjdgEpNpEmFEyRb4mgZ63thK7ET6lGAv28VSmEB2bp6Mm0x9HS2fbJHJ7I5gSAKOIMunHk+RFnM3bcNzSTREMZbVImB8K33VUER6HvV2RgNdVR/vpIdb3Y6g3gK3e3uz5beW5Ql3PkevMUiilMhHUnRsqsJX6nfylRu1b6xi2svsuGtcOGrDJDasxsj0zmx4SnNR5AktLYIelZDcTvRUhmitRG2NcUQgXwUWtZEyEQ3MvL0M6kYU0mPcrjzvrGk2x8l3Ut0Rk4fwckHHmbuQeyWwrFBSoZVcU5BiDOmH8HvX3yPp1Zt5dV9NYwoCHL6qH5MF0WqHLZcfrSqGzy6ZitLqht57Zk/sJAZHFm+iZ+eNJO3Fq+mNmtSkm6z2BSiaOVfCwKGzYFdjeOM1EFLIzjdpELlFMT3YI83W7m4ooRucxJ1F6MLMjY9hWgaONU49kwUQ1JI2ALEdA8CJoZsRwRItT+XHS5kPYve0pS7r/4nlijyf8pdefv27Tz66KNd/nb22WdzySWX/I9s/0dN7r9BHU7H8V+toVcMZeX5r/Ha6/u5/RcO9vX/r/Hfj7znaGSPi03/WEjzqjZG33QEH01/kecfXfit7/vwLp0Tbj98sP031bfpc3+IiVbv07uz4809GKbJdfp+bAgEj/8kN+v8TTXp5HHk59sY3zeKQ8qysT6f+iaTvt0M+gVqKKteRuT997sM7gEePe3vvHt9E4vlY8jqIqP9m7vobzuq43O9+bAP5bWnclTZkkkF9Jw5EiXop/nLjfh7VWDv3ZvaQTM5kC6hyn4ARc9gUxNIH/ydpbfPZfKSRwD44rhbcg/iqXPvRmw40EW/apgmLxrNvG2GKUAmicFMwc+FUgFTF9zHrqIJFD1/Y47+3v2EcsrGD4BpP8G+ZwN7Xvn4kHzeb6vJSx5hxj2+w76mOB3c8M7PvnMd/c+1Mny/S2M67eXLQFaIfrn6O+n7giJ8a+5vR5mmyUNGHevMJM9I3fEJP+waBus8X3jtZEpmdHbw80b4CVQG2PVuVyA75ekzMJKpLu7ZHeWqcjDmhhMQ3W6+uOXV3KTC1OfOpW7ieTi0BDYtRSyZoe+4qThcXoZMegtBkHLfl16nVlE2dQRbX13Aqi/qWFCQZnYsSiSRwo6AgkAcg3uPH8+U+izdjuxB8Kc/Rbc5eWLXsQztYyKMHQjApKV/YNH46w77mYsn5JNqTVE6vJT0bc/iEFKUrnmX6X8bhWka1O17jL2bPuIGoYDJonV9GMs3sWS1ym+1O/lkxH2ckH49F3k0+oaxyGdfRuSxh3MgCGCFEec+o5a+OJiVV8FJt52AkhciunEbzVtrUFMqxUO7ITvt7P9iG/XLmnPnvXhCPrJdIlZnDa6CVQF8ZUEEyRqcZxNWV1bLaKTCaSRFxBFw4vA7UZwKdr8b0zDbtYoCNq8rR1lWUyqiJGD3uVDcDuwhP7Lfi+h0IkgyZjZjOdOKIqamo0Utiq0ajZNoaLP0wqX5SHYbStCP5PWgtUWoX76JQPcivAP70WKKzFu2hjmrNzN36x7qwhYDSBYEBhSHmNmrnPP6V1FUEMRZUoDUfzDRT+fw9KuLuevAPl67+WKOryqkduFamrY2UTG2G6HBvZB8Psxsltj2PehZDWdhEMluw9ajBwgi6t49qLG4pb21W1mpeiaLs1s5oteP0dZKtqkFW0Eeoj9A/ScLiNVHke0yqbYUBX2LsHldNGw4kItA8/Ry0uuYvgSH9iO2bTcNGw4giAKtu8Lk9wnhr8zH38eSJLRu2EEmZkUy+crz8I8dhZFfgqCrmLu3Edm8k/Duhva8VxdqIk20to1IdYzYtiSSU6RiagmZeDYXu9NRzjI7riIH7gI3ilMhUh2heVUblceWEqzKJ9EUZc8n+ykcnUfhAIsN07Kjnuq5DQw4vy+B3uXEDzSw4+MdpGoylE8rwlcaQHHZad3dRO2SBiqnlSLZZPYvqCHbquKqcpDfN4SkiLjyPNi8FsCNVltcCLvXgc3jILy3hWRLEsWl4Aq5kB0K2Xjaym82TFJtKbLxLLLDYizE96SQnBKhAX58pX5S4SSpcAotreXM0PL75GNz24jVR4nVxakYW4kzz2d1h5sihPe1YhomnkKPRc22yShuJ+7yIgRFwchmybZGSLdGSYUTuW4/kMtm1VXDMuYKubD7XGTjKUzDxO534y7OQ3I7cznSeipDZG89Oz/aS6i/l5LhlbiL88i0xUg0hNm/rLpL97+jBEWgdN1i3l8Z5KrBy3i7aSIvPtY5Jvn8qp2YTQ2YmTR6PIEWT5KoayYTTZKJpS33bdVAcSo5F3XTMGja2vSNk6Jg3ZMLB+Rh6CaGpueuMbBYOdYxs54Z0doILRujeCoduXX+Vq/GAO6VLF3lwAv6UTRlLOHRJxCq/gpj7072fbyM3e/vx/vVGvqKW1k15Jzc9m0hhb6n9MHmdZGNJUlHkuybV43hEdgYMPiwqYUvappQDYMSj5O+hUHyPS4W7qqhJZXm1Esfpq52FD2H9+WZKZ+xevlKJt76JPNuuoAxvcqRPO3Z1Q6nlYdrdyLX7cGMRRFC+cSqhpO0B8j79HlEpxOxW0/SoXLCvkpSpouCzAFc0TqEbBpRy5LK70abp4wGtQDDFCmXqwlE96PEWi0nZYeLbH45tuZqWj6ajT0/RP5v//SNx///cu286WoS67/61mX6/fVV7KWHMhP/Xapfv34sXbqUUCjElClTePbZZ+nTp0/u9erqao477jjWrz80GeK/u37s5P4frXXPrCM4ezjPvfYQUmPikFy1H1rL753L4IuG0OO5JyhXXDg+fB6H7bvBwg8FuHB4A6cfWgMv6Md5Ddfz+ex9zJ1xL46x97JpxQ30a/iCvOIJ3/rewf1sdAvF6W7uIhRrheJhyFIeo90bcL79V3bO35AbpHXUE+e8zodHf8y8I1+i6rgyKm+7gVppcJdlDgZ+d9w7jtWDh1g0ZKxoA+/xJ5LIr0I1dPL6D6O1oB9tQh4tKR82SSMU3oW8Yx3ZmloaN+6l9+ndkev3Me/sJ3MD+Glv/gpdlq0H1EElCgIXSwX0NOzsMjO8bYZZZsa5kAJioSre+CLINedeAY+soMdJlRQO7saS38yhcOyX6M99ysBZ/el+5kY2//ndQwaIHVU+rSgXXXHz4omA1f298uZJPP2g5dL6vOu+Lt2+b6tYfRSb225FckR1yieUUHrEAKoXb2DfZ7WYqsmEB49HO/JkjDf+hJ7VvrVjC3wvgAtWN/cSsYAL9T2sN5Pf6T59uDrxgoldAC5AwcuvsLX/8biqHF0GbS+W30M6Y9KPriC339m9qL/lde5brnBz481dHEj3vL2A5gfeZuRVx/Buq84Vtz+GhsHko47hkd/34Zq7mpn24U3MPeEhsoksclVPehxt6QIr9to5w/Syw5Zhh5YiYRq4B4e49aOl/MpTwq/6FpBXswcxmM/PRm7D9fKjdCjchC87HXenPnMmx7w7LfcdrV/SjKAI9PtJEaXb3sdobEDoOYRjzhzPnNeXsvap8xj2C5lHNr9NDIPjBT99A7UUTPJTe+dXNPcQSa+1Jn08vZw4Tj+XzbYhDBo1AA4CuWNFD/cLFTys13F5ZDdzP/iCK34yjdJYkli9Zehk6V7VLgAXINGUtKJNsgaKW0FXDbS0iuISMTSddCRFOpJBS2vIDhm7z2HROhXr9WzMGiCryawViWO3YnEEUbAAa9LSO5qGgajIljGPJCE4ZcuV1rReM03DyiGVJEy3E9mRIBVOoLVnwYrJFILSud50axRnawt5BYWcPnYwpw7piWma1B2oY9PuGrY2tLI6HOOPKzbzpy+3cM30sYxHZseqN1m4dC0f19Zy6vC+/GT0IFLbdyDbZcpGlhMc2Av7qKnE5n4Ahp6j9SZqmpDsigVyHU60eJJUUxuuwhCioqAlU2TCMVzdLaqhYLNjKy5E6NYbY/dWDE3Hne/Gmecj1K4FTDZFcPgd5I3wIzskSkdUsfbJNZRMqqHHMcPofcMx7PvT34nvTJFubGBvtIYhl+kUnDQTbySKTxBR4wmaNlfj6VGJ3q0fUjaFIFndRVeeJxcrFG+0wL/NrSAoAoIioqYsyvrXy1XkIJtQkZQU2USWlnUR8kcFCPUsxBH0kgon0FMGzoATTIsmnAqnsYUUbF4nkV017PtiH6maDLaQgqfQiyPoIRtLEm9MYC+yurJ162rJtqpIThFfuacTXDntOaMyxWV1TjtihGS7hLvIR96xM2lbMIdobQRXyIUz6MpR3QH0jIaeNZB9Mo48BYev04NCcSlINpF0WwZHwI6n2ALg2USWSHWMeEMUyaYgSGJOH6y0Rxl1rF92WlR7U9dR48lcd7CjZHt7NJIo4vBbnV5BFK1Ypvo22va1kmxJ4y31UCxL+IJ+y8k8k0VLpJBsMv3P6Iu7OIS9IGSxHpx27AEv8cbYISB3/F3TeGfs0zz90GbKekqcPz9IpKET4AZLCzEbFyPYHQhOJ8iytf+GgZpSidXHadseR4ta+nVPkRt/mQ3F60KySUhOEUEREWXhENPAokH5OPxOorUR0pEM2TaTiotPp+a19y0n64il/3WFXChOBS2q5Z5LrabGejPJFa5i7EFL6rPppa3s/nwP4x/3Mfd0y5DzqJcupPzmIey3R9l/4S+7bL//Gf3x965ET2fQ0lnUZJZsq4oQE5hcHuT4HmVoNpFVTW0sbwpTk1U5EElw0oh+XHvVJVzx90EAPHniGvbc9yKv7tiHIooMLMlDdLrA67Ncj00DwdCREm0YkTZEf4B0WT9aHGX4tFYyLW24uvswHG6ydh8J00O+VoenYTtCLGKZEggikW4l1GWLiGbshBwpFD1jRQWpGbDZ0T1+MnYfcvVeDNXKtP5PLeF7aHL/3enKAKeddhqiKBIOh9m9e3cXkFtTU0MoFPof2Y8fQe7/4UruTbN43NXAoUHnP7T0lMG+L3bT71IVb6yWxTd/gl+ZzWtfvclZv2757hX8CxUoLuD50P34z7kYI5P+ThdffdlmXn6tmpeO/pzpT/YCYPpj3WDGswQAf/5I9m97/jtBbp+CMFXZrYifvIFy4x/o9+nzuHtNxzP7VRZ+g87yvdO+YO5pLwFWVu7ejw/tdHUAv4r+3cmMHAKQc73MXjqLL7NVyBikTRm8w6mtc5BRoVt+huHZFcRe+TsA7tJ8At2LaNywL/dAtBfZsH26nNsWCUw9ffgh2x7328ksv3shk0Ufk4E8Q+YFo5kRL1zE37cMZ+3SbRijrdtBojlO7apdFE/Ip/fv76BeiaDP/ZBUNI6n0AM00W3LQuqnHJ0DXUd9dgeRjz7Kgdx1Cy2Ae/z5E/BP7ces9v3Y+a1HvrPyRwUoHtoNb5/ulB4RoXHtDop+fR225mpYvIHep/QgUh1GsCl4ynqx6oO19Dl+CN2nmKzduIbAIA/5ffKJ1Ue/Vz7t6HUv4wnvY/6UTvp4vqDgRqSef4069cFLixnU/n/DNNl3fj9OHjiKgFfg2N0SpwuhXNbh0kU17Nu4kztWr89dG96+LlK3P8+tt2xAy2T57SU9uqx/78dW6u/8rXs5/8k3mCh4OF/M5/xzxzC33zReWfsCHycvws5DVB09AsPpwVFajL/SS3JvGocgcua5w4g3xtj/aS0DRvVFAP64fie9V3g4p3cpeiZLwdgozS1Rpr35Ky5fdRpcM4Wi8SFW37qMY/54KJPDVE02vLqKog17Ufw+el/0Oy7atY0bS/ejugu5/qE3+PzEPJ4xGlknJBneZzS9XlvFlLv+wbbZcdb/zRIhjLhiGhFvGbomIQwbQ/6o+V306gMEJ/MvO55X9tXztzXb+fuCVTx13BGMcikkmpJEq1uwex2HTGx0dFw8vZzY3DKSYg3EJXu7M3BzKmdaVjKpALvXjmy3MidNw3LOjdVHSbakceU5UJwWhbljYKKrBiStiBhRkRFtiqXxdbpAEKz1ZLMYmWw7N01EVBRsXpfVQU5lMDQ91x0TFRmb224B6LYYosPR7tqsIzoclJQVke+wc2T3Uq4qL6YpleWRjxbz4OylZD9cjCQKDCwIctmEIdz0k8lk9+0j1RjGU2Z1jA0TlLEzkb9cYLmiCiKZthiplii6quNvCyMaJtF9dZiGaZkMtVNb9UwWwe0FSUJwOhF8QTSnB721DXdREFvAi+LzWK/vq8E04ihuBw6/i3Qkia93N2ANdYuaCFTsJXXarfQ8tZb8/tvxjBnF3FMeY/1fNjLx0iuQPZsRJAlbfohYTQuxnfvwDYqjOX3Y8gtRmpqRHZbjcSqcJNmSxJXnQnEpeHo4c+fG4bN3mWSSfTKKS8m9nmxJY6omnkJ3O+C0unXOMjuCKBA5YHVWDd0kNMBPojFC9bJaUjUZJKeIq9Sec+4O72tFlARKhhVhaAapVsvEyN/LmtzUsxqiLFoUddNEz1pMAKkd9Bqa3g4aPZT+8tfUf/gxqdYUwW5BJJtCNmHdf0VJQNVN9JSBqZoY7RRlQ9MtHbpiQ8toFsgs9uEIdk7aaXEdNWWZqnUMrRVnu54zq2NoRi4/Wkum0FIZMuEYajKDKEs5cGt1QU1sXhl3aT6yy4kaixOvbqJxcwOZsIrNL2P3WHp1I51GT2VINrYSq7Uit4pH9UYJ+kHX0WNxjKyGaJMpGdkDLaN3cTu2HzmFAYURjrjFT0lsPSf8tnPkP3bmKH47/kvMdQZks+iRNjJNrRZTI54m3hjrotX1l3vJ61WEqzhkRWHpB/D18RCo8CHKEo1bmnL3jaLxIRx+Z+77bugmzjIPQ/58Ly0L55JsSeMM2HEGnNi9DpxBN66qSO56+8Bow4bI0f4grmIH2VYVUzVJ1WRyz3OADSOu5M5HDvCPnnez9GuZ9YH+3ZGLSxCaGhHr2zv/RTYceVaet57VcLldHDOwOycXj8JWbMXgiQXFNPSZDH+vB2DR+OtIjvHw7ObdXDC8D9q+WjKZDPaybla8DyBkkhAJgySjFVdR6+lDVHVTnNpOJpFCcDjRbE4yigsTgcD+rzCq92J23PP8QaqzZRwIu3AoBjZ3FnQQdA0MHdPhRnP4MESZTF2j5SD/H1yCyHdrcv/N66qrruryu9vt7vL7ggULGDnyX8yV/oH1I8j9D6n/CsDtqPC6KMk/P06srg2wBrPrBp7G+2ue56TffL9suB9SbfVNnFZ/KWy2fq+47iJemPZZl9xPAPfar7ht1kpoz5mdvq3XYddXVHEc29fejZqNotgOT6Wt6N+dSnUHypx/suz+RRx7IyRWraEC2PreN7sfzz3tiW/9LOPvOIqep8TZedSROdrnwfVluB8um4YiGWQ1iUpvMw7JS9AWpcfW99jwwEs0tj/oBl7Qj8IJI6gI+dn7cQ29T+9OxYmTYd0TFB9zLgeTe4vGh2hY2sryu7uCkYmCl7+KLdywwkHVcJUnbxRZ2f98wNIRVx1XRrc/PsJxs7I8/nsPO277rMv7WzNe8gcEqGlo5Kg5t/Oe7SyOK7GowpMeOYFntxbz8A1OKve+TNe0228vTy8nY279KWa33piygrBnC0IsTvklZ7PRPZrBO9biyvPgLS9g+z93kWhZxOSroGVtG/K5frTtFqW6bGQ5hRNHoja1kGxZlBugHFw9TqrMUbBPvTkB5DPnL+fwfMHtnPjOyWx8cQsZTOyHmTbtdWoVZZOGIvfsQ6J8AHFHHkW7l5JcuZzGdXvY9e4+nnusJ7v6WQD3KUczn774AQVlxyArHl4Nv81S4twqlXD8dUfSMX1zx63LeXXzO6wfcArDX7yf42/ciaHp5FeUkN72BiOuHom3dzckj5e978zHPmEIPa9/lCnDB9D/rMX0P8HOyp9akzjLh1/EketfwbbqWTRAadhNti2S68QXjQ9RMmMSye07aN0VRnHauWfmOFbtrOP+XXsZ+L4HKWVQUdeK3e/mhl3ns/urrwC41vcAtAPctx7ysOprxnHJvWn27K2meKpFqcqr34QQDSN48zi+3x7OveunvKs6uerRd1mZqsE8qzsnnP9bfnHtLOLXp3BVOWhet4OQ+hcCJ99CbdFIBv/8OOav6pzoyh8VoGJAD249cgS/vvsOrrzrUa786HMenjCU4RmDxs0N5PXK49vKGXBaMUCqgeSwobjsXfTmDp8VZdIBOAxNJxPL0LYrTqYhS8pnaRAVtyNnmAPt2a+6iakbGFnLzMqyWgZT1y3DnUwW2eO2ALDdhi3gtXJ322OItFQGPaNi87tR3A4rmzaZQorFraxSrFl/2imoomzllhYFfTx89gxuOG4CCSQK9QyKpmHLDyEoCqn9NWQiCWxeF6amk6huxA/IwQBo7cZbokCgRwmCLFkuq5raDsgsrbGeSpONJa0Bqc0GahbcXlR/AVI6QTadxh7yYysqQCwognQKbdteFLcFlhSXnQ3Pb6Li8vOZ9mFv5p7wEFte3kHRLAdbRl1C3+QT/K72QibxmHU8JRs2pxNTU5F8Ppx5PpJNbQRiYXRPPkawEEHZgWRXkGxy+3nK4iv15bqluQ6ly0awu49MQxY9ZeAut+Mt9mJoBrG6KIl91uDeWo9BJtJGKpzE181tUVNrYhiqjrfEg680QHhfK+nGLJJTtCYb3QrZRIbwXkvLnd87RKhXMfG6VnzlHqTulvYzE89aZmY22erGpVQSzQmcASdulz3XybWArnUPMrImjoAdm8eZu860jIaatCbiBEVAb9XR4iLJliTuAnfOOVkQhXY2gtHuBm51NAVFsHS0yUy7w7J1jATRYi6IsoTisoypUk1tJJtjpCOWMZDDb9H4RcUyc9OzmrUO2coezoRjufFCwaA8PIXe3PlRo3Gr013fRqI5gWy3Jk6MTJZEfSuxujYUl42S8YPxDSqnXOsKcnc+8DS9x31O67Zq1q2p5Z03/8weqR+9M18hzL6Z+PONeLuVkGpoIVZrTXTavQ4ysXRuIgOsycSiwZV4e3VDdLvJ1NTi8Ntx51vGXImmGHrGwF5kI39AAG+xNXZQU1kM3bQmJdwdEUwietz6bmoZ69y4fS6KBuWzZ281qmnyidnGMYKPboPyLBq4Q8o92w+uIfveZNCYc1j6y65P0ClPn4HUow/ErOPaMRkW7O1rz/a2op1sXhfuskLs3aswQ4UImRSNPY+kUS8C6nlv9MvM+0Tn6m17GNyzkisqSln75Br6/LQnpROPQgQr3ieVQI+0IZWW05rXm5pEHm5bFkfTPjIAThemKCEZGn6xlcy6NRiajr20GPxB0oXdqY04iSYEAgUGbjGJoJuIasbKZbY70WU7sm75ITjzA2iZrrr5/6QSxO/Oyf13d1f+Osj9et18883/Q3vyI8j9sX5grfvzoRz6ZSMuYRYw5ubxtFx0N2+sLObTV77ossyHE97ghCVnfON6Z98aYeHEGwErCiX60AfURFxM+Oe5rH2yPYN3Nsz9w6HvvW3Wyu+17y5vdwCSsb3484Yc8nqwtJCf/6yAHRecRnhdFNlrzT5pZ1wOmxeiZTrNJybcPwPZ7yXb2IKWSrN3wZbDPqg6aukd8+COeYfcmiY/fgqLj7ibo/U5aB+9h5ZKs/qJ5extNy5pA/Z87T2bXtraxel4x5t7csYa3r7/ZMrC+1kweRa9T+9OsuVQrXfh2CDlHhtnKz2Y8/q9bD0iw9L+f+1c31tbeWHuHsZsq+LsK0Xq22OPpi64j9TcT1l+90Jiw0Yw+K5p1Myfy7xj7sLLXYiP/YRpH93Cpvuf4/IlH7LjOfh2NW1nHfG7KSw69mmefbueJXIx55XsZGVzbyJFJ7O2to1NT2/hneGz2PDJWjKxLJF26mq6NpNbx8HmVJte2srWf27/1nzb3e/vZ9q71/F3+xWUzd7HaadVsOJnV9Nj7ytsAmpR0TDxPfhX1Mkz6RYIExDb2BSp4pLffXGQI7gK1FPQbQIjjjyfiSerDLp/P02am3Hz7ufKP77GZ2++wa/FYqY27AVgl1TJ48EIv9YTvF5/Bsm2zh736xv6ceLWz5l57W5A59xfTuaC+jsxM34aT7+JzclCRhgr6G6zMfl5K6LnzPUJLnj0U95sPpvQtiRDfz6E/OOOxlz9KaauIUgy0U1b2bOgk/JbOb436Dr2gnxG/moGuz9cTuP6Fq7MFHAV+3jqq71cP7Q7rXtaKB7i4pFBbzN9fg+GXTmMWU93SghWzba0xq0booz7zWQ46TykT//J6qcWUjXZyvUVDJ1NA85jc32I0+rfouXMa/jr9U2MmHIK13xyKcunBHj0pTs4RVtGARZI3rx3G7CNaX36sL7PeZT26Ur/lx0ytV9spOqnx1IdHMET9/4WuW4/Nyz5ikePn8D5o/vj6l6J4lzG1let4+sf4MYRsNOwtBXZIZHXp9Tqzu1vIhOOISoyBf0KcIYserKnyN+FSqpnVOIbG3IMBi2qtXchA7iLgjhCFiUyE0mguJ3Y/G4kuw1BkjCzWWjv3JuGiZHVMDJZy8na5kRyOpGcDiLb95FNZMjEMtjcCZzBZI6+F69pJnagydLuloSQ4kmMrIppmtgDVnfOVFUwTAq9LsvgynRaoDqRbI95sX5Mw2jv1lkAKbFjD0YqRbS6BdMwKBk/GMntao890vFVWkZPhqajpzKWK3XAi15TjVRQiJpfjqY4EbUMm9/4ksjmBP4BbkY+fiPx7iNYe9YzeHo56X/yECSnBXY3l83k49U+TjvhFfZ8WE2fj+5EGjeJnW8tYtJnr+fOtXPfRgiFrM63pmL3u4lWt6Dt3YXdG0SMt6HFE5iGSTaexuF3UthfxpXnyeW6dhg5uUvzSbdEcRd4UZMZK4+1JES8rhVDNy0TOnTLCXpTNS07wnhLXZQMqyRWGybYLZBzUjYNE2+xhv1oG83bW1FjOq48F+G9YaK7E4QG+AlUFVr5sw4bpSO65UzPpJY4pmEiyiLR2gg18xsBS/Yh2SQysQyJpoTVZbZZ9zlPkRu7w4OoyGQiCfSspRtPtWZI1WRwd3PgqnSgZwwysSyuPFcOLKejGXTVIJvIoLbHyYiSgCvfQbQmSqwuhiPgwBmw6PnWdWpFZMUbItAQIRNLk45krI6tx4Zsl5EK/Tl9MEB4dwOtc7eSOJBCUAS8FS4qj6hCVGTLuTmZwe6TcPXpiVNVcYTqsO2qIRNLk4kk2q9JjVRbiuolDQR7lrD+r/MOmag/8FkdBz6rw9PLiSAJrBxm+Tw0YXXnS8YW0LCxBkPVrSgmrwM9q6GmVAr65lM+yt4O/kVEWbT08a1hEjVNOAPOXE58R/U7uxeyQyETS6NnrYmwjgxi2WtdY9mwRqYmfVj9MMBWUsQxmOYMUDamF87yYkSHg8E35mEEC2l75x2chUEcFeUgK/x6z89zJoNgZcNHNu/Cb5iYpoHR3lmXHQpFlVbEj6nrCJKEt7IIJT9k0YyBumEnksXOwg0+7r5vDPW33cknZoSWaJz72wI07LWYQZIi5qLOUDOYiRiCKBLpMZpN8V5EUjIDHduILVqEIz9g3YsTEQLJKMLebTTvqSV/wihSgyZQ7exLU9qHTTbpV5ak1NGERw1jUxOIqTiaL4+0pwBJz+Latwm1vBjJ66HmgxV09eD/z6mOe/S3L/Q/sy//F+pHkPtj/bfVygeXwoPTuOLm8Vw3owBpwFCEaJi5p/+RL2bDp0/6OfbDYyjpVUkqnqKtvlPb2QFwAfZ/WgufjsQNfHsktlVPqb/ll8rdAHx+0VfMPfPpLrpeV8BHsi2K010OgkgyvuewIPdXV/YknhUR2qmKpm4QW/Ml/gMrMVqa6T51INF9K/F399J28pWogo02LYBbTjJ48MvMXXF4h+XDlavKwdhbT6V64kX4s2nq73niGzOSv28NvWIoZ+39JbfNuAKgi6MkwNi1L+Ja/RlNX6yh8KzTuO7j2bz6UQu3XPwoJxHILZdVTTLpDKYJk3vX47tkIAU/PYUNedPpflo5tHeF1WicSY+cwPL7PiXbqrLw2veA9/6lfV925wKOmvk5PS4eTq+6t+CLrQw88lKavAHOGTOH+bN+y9L3LJDSQcUD6xw1zVmMqVtg9uAooG8CuN6+LtwFLgZeezYLyi6mt5zi3EEvMn/SK3T0e+1FNsLnHI3w+2dZPFdi6cIl9BrZj2lH9aJ7foJgaSHJSIzhkwfhdivU18bY9MUGPt1Xy5ttW9m1/hEEUcE0IyQi9fQe9hvuvtHDvAteBOD81X+jdlk/XnzgJ3z+yhmMO+5+Rky9hIEDApxeuZIHPh1IcQ+VSy6sYNLKW6lesBr5nqdoU/30s+/AuXo52GzU7V7K5GkzqVy6m3lH30GIOxh0UX/yTjuZ3RVTCWkNNFx7DaEeBQR/dgGFDc/lKL/O4gKMrDV4loNBrpTuhOHwZOY2zpkb5+9GMxf1HMaw4jwykQRN737IR5NKWfKbr3LHMvPFFjQdmNQf/wA3tlAQee96EglrgKv4vegN+xBaGykr2IenLIG4oYa3Wk4FmjjmrCM5otswnM+sY7Xg5Rcvz+FxqRtlgkVZKxofIrriS0r7TSb2zttdzmNkTwzZLmFEI5Rk9+CO1PHwtFE4PW6u+3AJjl49uGBST/xVe+ggyssOmVD3PBq/DGNzK4iyRRW26MgmgmhambkhS5fXAW4NzaJ+aulsl04vWCYwgmhpgEVZwgAUtxPF60LxehAUpd01WbUciaHTXVlV24GOlHMU1bMaelbHNMwcVbaDKt1BlzZ008rBTKsW1dqm5EAG7QNgAQlT1dATFvgzdR01lujs4pomaiKNlkwT/2oV6dYYaJYRkKRY+yfY7FZUUCpp5eHabZ2foX2fTV3HDOajKU4L5Dp86FnruxfZnEDftJbG8im54+UbNZxdf/uAHidVYogZruk7n/W7rQnCpq92sPXmTwDLwCcTy9Jr5lD0ulpEt9X1Nk0DZ2UZwpYDZJtbcTXXQTKRO1ZayqLROoPWfmZiaQxNt3TV7RMOssue01nb/VaHNtGcQFcNAn08SDaRWH2MaHUcu99GYf8SHHl+BFG0DKJ0HTVuAUWb20ayJY6hmQR6enD4ncQbE7hK7ZaLbyZLqjGc64p27KfNbWm5O2J5OqqDJtzBBuiYkIiv/TLnTJ2JJCywmlJJNqRzWmC7z4aW1ki1WqBLy1hmU/GGBNEdSTw9nOT1KkKQRNREGkO3DKIM3URuP+e6alh5uCk1d00ZumlpflWDbELFbN8vV8jV5TNpqQyxuihtm2OYqpmjgidb4mRiFg3f7nXgLgoiOFwIUgYl4MVXVWx9l4J+RIcdQVHIGxTGOE7D0a8fbQ8ePkdBcoo4AnYUl9KFrVM1vZyySUNJ7K8jE7FcniPVEWIHkoT6+vFX5uOtKkV0ODCyWaI795OJ1Lbr8VOWXvdroLqj2yzZ5JwzdaLaioDqeA5p4W/vQK4xkviRGDuyCEdBCDkYhPxisoEiUq58QtMmEf1iGc5QPiuLT2PUTAcV6yy2kcNvTQx16PnlYBDD4UB21iGnrYmfjpgn2WFFeomBIGYygVFcyermHvQKtRAKiCxaJ3P9UcP58P3FTDFdFEhKbh/dRUFMQbToyskEpqoi2GzE7UEycZE8d5ZA4zaamyM4SwpAUxFTMYhHSezai79XBVqf4ex1DKAhbnW9891p8u1hPGoYWc+gpKMYDjcZTz6a7MCebMVoqEMpLkZrbKB+dXNO6vOfVh3xZP8Xq7GxkRUrVrB7925isRiZTAaXy4XX66Vnz56MGDGCoqKi/9Zt/ghyf6x/qZxl9lz0wtdrZe6B1BXwLLjqTWYvHotm34OjtZpL501n8tRSzvJ/zKLD5OR+3yod1RPWwYXXTsbYOxf32q/goO5uss0CraJkw+kuZ/CgFHJBBfW7D+SW8eYF6eZpoKJmWS6vVU+maHn6Hja9tJX+5/Ymf1gfjrjvbJpH/4RGo4DamI+99RIn96lj7nnfH+Ae8bspuEaNZkP300mmbQxgAyt/IMAtmVRA/0uOz4EmgLP2WuYUhwN30977NTfPHcR5M/rTd/CXbHKPouWFBzgSD3MzEU6SA7llz1lwFjNv/CO91/+Ruf2fZszN4xGiYYaE/0qs/5G55Ty9u7Nn0hWsKXuYBR9u5KqXv7lT/22fo4M+26Ef7zwrLwN0yc8N9QiiuOzEtlnHS0+mWHl8Z5RE95mVyHYZb1ke6/66JmcY0v/c3kg2mYKxQ9CGT0QwdNa4jyTcqjD9k58zv/2aHXLZIPKPGM6qEdfyx59MZdqIvtz4wDTuum0ZjfsbKQkEUHWRn57bn9Fl1ZSFF9Ec7MX511qz4Kaps3XVbSj2EHZHAUWVI7E7j8bl7cbRr8IsXgRgm30YsbhJjwF3k1f8d5Z9eAORRXfQPb8IbjmboqJRnDKliBHL72HXB0vpftxY9pge+kUWs/udf7Jidy0ftcY5sHMV113/N474fSXaGy/SuGEfRaedSEPFKErj27GtW8TquQ2UjOzBRa8P5m9HjWPz37cRHOpDLshHa2klWV2Pt38nxb9mfiOnCEGWEGPWsg0suP5cUmu2s/WtbWRbNwJWR+Ge/i/S+oc1TP3JcK5c9SzOrStYdd9rOZ152dRCzHSKzEd/BVHEX7+VgJpBL6rki3/uBeC6vp+z6ML1CILAVWIRu/Q0D+h1/F6qYNjP+iM7FPbM28LQQR+x5NWuMVapmgzpkgxqaxjv3rWQTuHr2Y3Hjjue1LPv86snX6Z7jx6M87rIHxUg2ZzGV+olf0gv+ouiFW+SVpGxzHJkp5VnqSYzaBmLIqqlrUGraZi5mB/ZIWMLKRiaibPEhivPcp8VJEurKhgmok22OsAuS7tnZLKYqmYNHoUOLZ+OYFj031yH9yAjn4MNkgzNyFFOFVVHTWZz+9ZBpdYzWWyiiJFNW+DEMME00JKp9t8NS++rapbWVLMiVNLhJHUP344z5AFRxJXntUyDJMmiWGfSqE0tpMMx/D3LkdqjY0RZQo0lER12NE8QTXagiTacaorhPz+KxTd+BEA2HCFrWoPo+M4Uv95zETc8eiIFnz7H1ktOxXbd2fQ5YQjV+Tux+y32zMAL+pG45Rlq+k+hedVCJj1iuYtr4TCiy4lYWoHDv450SxRbTXX7QbJ0yh2d2w4acDaRRXF20pizbTHURDpHz7V5XaRbo2SiaWxuGX95ENkus/Oj3egpnaJB+bgKg4iShKvYor+nGlvRMyqSTbEifhoSOEN2gt1COR2vzW1NnmTjaTKxNHavg2wsmaMgd9B6tfaJCleVA5vHGpJlYmm0jIbNLaM4FQQtw/67bkGyyWQz5DKZDd3M3eOC/bzIdpnWhjRaVMMWkkmF08RrUjnmgafIjey0W/m17bFGhqqjxXXsXhuK05osSUczXUyloF2v3JBGjekoXgm5WEaU269lTc+BSbvPQfER+egZDcVlUcXr1zegxnScBTZceW7sAS9mIoapqogeD65gEEFp12I6XRj+fBjsIxzoScmGj/l6deT+RjYncpN29iIbzgIbxYOLKTvxKKIDJ+PfsZzE2q8I723OLScPkXEV56EUFoLTiZRJw879hPe2EN7TRrpRPWxkUCqcwlvsyTlhZ2PJ3HIHP4cKxwbRVYPIzsQh61ljJhjj91E6pAKlpAQ8PnSXD83mRjQ0zGgbajJD2/xF9L9oGLrLR++zpyO4vehNjegpy2RNDuVBMB+hqQ5RtoC37HaipzKWI3rAi1RShuHLg6BBa0FfmveIfPCRzq611iR1nxvvpIlHGSK4uuyjoekIpgGaiqlmQdcRbHayph2XTafS04iwaafFBPB4rPtMPIpWb00ouCZPZVdgGNVtAQwTQq40AVsMn9aKXY0j6polafAVkrZ5sWfjKOF6stEYtuIy2rauQP+GyKb/hPpendz/ZVVTU8O9997LggULME2Tw4X6CIKVtz1t2jRuvvlmysvL/1u2/SPI/bG+sQ7uin29OgDuwSDl+9TBHdvzfQ+iPaSx6FuW/3rdP+PZ/4+894ySo7rWv38VO6fJWTlLSAgRBQgQmGCMMQaDCSaDwQTbJGMwyQSTgzEmGwwGk8HkIJBAgJBQQjlLo8mhp3N35fdD9bTUSPiC7XvX+793r6W1NKeqT9WpOlV19t7Pfh7+fmclSyf8uNSW6xkgUlvJm6+s44ktM+HVncOXb7xlD+67oJ7uOS9x/+zfc+GvIVJbiShJzDh0DEPWPc7cs+4FXAmdYcd9D7tuDOKzV7P6+fUMS2sMO/M4lmdGMSLcyfhYggON5cwZf9lOj7f/XUfx8a//UdYWHOkj/tPfMC/ZRFe7wqTGBKG2NTv9/T+zimGVpcXy4HXZme32y91ZeM8C9LphtL/by5NvVjJz34PYkxV0p0wmCD4+c9IYjo1S7G/pg0vhwf0ZFAyaf+tn1O+/js6Pe6nb90WGHtFI29xuNrz8MdWrNlB/5NOk+wc44P5jmX3Bi99pHOMv/AmdH//pW+/ftN8k8t39gOvkiqrCiCvOZcOtD2HrBnW7j0WpiAKgx7fJCTWccDS2P0yuopk14iSSBQ+bNitMHZpi+XMuHH6fG2YSP/5SzNf/xPIF79C+4UvOFRsxpk3ig+fO58Xqi5gqfMoLnfvy08p3yT34FMKwJlpn7A+4Tm68+3P0Qh9jp91IKDqW627ai+n9L3LTlr3Zf1cw3oGD/nIq6yQNXZeQPT4+f+AUHtxjNo+kerg0tYHLz72J/XZ/i5+cdji5zk5GHj+TDaP242/Xns2zr8+iNe1mLPwehft/cSI/mxImrwQIzTyYVOszkM9Su/QtjI4OepauBSA8eSKdT7UiHF4PQOUIl9mwf+laNn6wiVFH5IADqBvu6i/LgsBFUi2XdLVxy0eL+OXQWionRqkYVsny81/iuSUWf216BnPdKnK7wOeFfTgouh5PSAWytBzagCfkwTZt1H2+j9G9CUeWETIJ7GgNhx45DFUehjP316V75BNErpAauNDawlwxw6HTp2DEB9j40QZWPvr6Tt9FhYTmMrNu2QyiALaDbGjccPVv2LJ+DSdffQdzfnkCjdNcGZrwsAbUSVOI5jVMbQtWUcJElF3yqUIyTz5RwCxsY60ddHDdjKqDL+ZF9ko4llNkrZWRPApKqJhptPNIsoTo9SIoils/6xSZaYt1ubZh4JgWgk9AkBUERUEwXJ1c2avijbiZMZel2XEdIkV2j6UqmAF920Ko6CAPjsUxLbeuVnJrdJ1ihm0w0zxIsOU6gK62dd3PziD/yZvoyYzr+EUCiH4fdqGAk81i5vKuNmooCEW4M6Li1uRKEjgOgmPjKySQN66kMONIZj7TSPLLJUheLw3mFjqK92zpnKV8uuf+xC5+xX0H/KyP7qVbsDSTfNzNnq14cjW3dK/lhWXPsWjS8e61jMYgk3avpySXZIL0+ACy3+cyV4tiCdotiEJJHsYTciHnZl4jH89g5AbhvxFEWSLb6zIx+yv8+CqCWJpekvnxRnylLLskesj3DKAlsyW5mcTWBJZhExsaxRP2u/I0KZ1Aja80pwop93iFZB7Zq+CLBZA8CpZmuDI2uk24KYgv6nWzs/GCCyWu9KMGVERVpeKHx9Pz3NNke1z93kBVENkjIygiFJmfB0tq1AoFT0TFtpySgysobk1usrUX23TnvCi5jnK+XUMOSngjg4zILrrAKvYnKhKS4mCbDkpIwl/rRQ0UCaSKwZKu5d3kugqMOmIEnojLLJ3tTZPqSJFZ7yI7qsZHibRUIwf95Da1IioynpoqhGDIDcL0uMSFYrAXta6R2kKGOWc+VHremw+pxxvxYhYMBjYnyt4FLfs14q8MER03DLN5FHFPHdKIqaitW0hsSZX2i7ZUIHk92Pkc5LIuBN8wyfRkyazPl/aTfCKST8I2HURZcJnWQ95t+sC5bUH+7b9DlSOrSpn57bWWBxyTDWj8Ysp4Ao3V2OkUoseLYG8LJggV1ejpPH1rtzDpkBU4fV0YE/ZEzqcQ0kmcdAY9nkQZNcatlU2lsDQDf3UE2e9za+YVBaWqCqOmBUeSMTwhDMnLkBqDpxe7a43R08YxMf48ADHKmYy1ZNY9p2JAzgEQBURs6vwJ6pOrsRJJ/HUViEG3RMJOp9AHkq5EWPPutKYq0UyBqoBGhSdNkBReLYloGYi24TKU+9xvkDfTi9PT6Uo76gU2fLAW+N+ZyfxWJv7vcnI7Ojo47rjjiMfj7LHHHuy99960tLQQCoVQVRVd10mn07S2tvLZZ5/x/vvvs2TJEp599tn/iKP7b+vkPvXUU/zsZz/j/fff5+CDDy61n3baaTz55JP/5e9PPfVUnnjiCcDVprzjjju4//77yWazHH300dx1112Ew+UkQZs2beKGG27g3Xffpb+/n/r6er7//e9z1VVX0dDQsNPjzJkzh5tuuoklS5aQz+eZNGkSv/rVrzjuuB2zT2eeeSaPP/44p5xyCn/961854IADmDNnDgcffDDvv//+Tnp3bfbs2Rx44IFMnz6duXPn/pdjH7RFh8+k84O2b73//6TVLP+Cnol7fuP23Zb9nWMvS33j9u1tyoFTOPyKPb71sQ968jTuEC4j3l9gwbsLv3G/93/yCS8OuZqHbt+R6fUfN4lkHribZY+tAGD22ftx72Mvs8f3XuGdq5I4osQdq7/HAbuajH/6HNq/3MT4i38KWoE55/6NQ+OLSjrGNXvGGHfygcj1jXS9/n5ZXeyg1ewZY8x9v6c9Mp66zHo8iU7amvYhpnXh++hF5PpG+iceRGRgM5t+fxeyR2bYmcex7ObHSazL4KlWaN6jmVRHgrZZ3fiHeqnbpYb+9f2lDNn2tvd2pF87k1oadH4/OHEem/Y4mWU99RwU+oIvdj0NgE/sNLfanTwuKFGfVwABAABJREFUDaNGUMp+W7tPBR//+jPGHDvWvR/vXcPcimPZr+dZZh1xyzfej2+rRTt4jG/Dfgww/pQxZVqpVdOijHj8T1SNm0b+uTtITzqAj9NT2fuZn7LkgSWl/WKTw4x9/C4Ex8Ybb0PQC2jVQ/hC2p9pwhf4ezdBcoDcypVox56H+vwD7PfKWrZu6mKXfR/kt++eC7jZ4BUXvsrer53LF7fMZfK5u+A5/zJu/nA8C95diCP2seCdMwlVjOaoc19n6MgKhjUr9A44vPvSEnKJFC9PfIwFd3zBqGOH0XTo3ghDRyMUslhbNmHpOouXreP92ct4cPNWJtbEePnnP+KZ9gGu+dubaJk8BwQiHH/ABCZOHE59KECksQ6h2a0133jvX9j8VjvjThpFsLGqxICa2JpAUkQqR9URGlKPkcoQnDoZY8sW5t38LrbpsNsv9qIQT5HpTpagh7WTh3FfNsDv7/ojr9x7A2O/fzoxvZvImk/pmngYkmNStXUh5rIlJA8/narNCzDXrUJuHkKheRzetV9CMIL3++dSmP0sJHpZOf4kqoVuwq/+mblFpvLQGH8Z1PA0cyMzhBBPv/EH9NohqBuWMeukR3Y6JyqnRqgeU01ia4JQXYjKcS10zF+H4lP4UrA45YUPeeWK0zl04kiEmnrsQBixr5P0goVoyW1yPZZukmxPomdcMhlPSMUb9pQcjlxXAStv461RaJja4Gq/DmTpWxdHT5hM/OlkQiOHIHhU7FzeXagMOpmWVaqHRRQxM1m0eApLN/DXVKBEQy5jsmlhZbNYeQ3HsUvOqZHTUPweN7s6CA3V3YV5CaKM62z4amJgOxTiSSSvircy6sq9JDOlDKcgCshetZj9NZCCIer/8Di9152D1p9A8XvwN9Uhqip2oYBtmAiyhOTzYSTcRbvkL9ZsFp0/degw7NomxEKWdXf/hVEXnlwiCJxx748Qdt0LyxPgiGtVTjhvf4b9cGzZfbzlsId579g5FLa2u6ULT57GIc/uw+QZk7mj4c9YiSRyUzNOJoWj64iBIJ1vz8E2LaqnjEJtasLOpNF7+5G8HqyChhZPlqDZoipjZPIUBjJketIYeQNPyEu4IQLA5k82Ex0SpnpcI5ams/qlNRhpk4Z9q0uap2rAQ6LVrdsNVLkZ5761fWRaC9TuVkGoLoyRN8j0pF3pGL+nhApQfG4tJ0CgOoQvNsiubBTJvEQQBGzDZGBzX/E+iUiKSKg+iuj303TX0yz5wffItvUTrA3gi/lxbId0V4rUlmzJAZVU10HwV/kJ1gTJ9GTIx/MIkognpCJ7JDc7LIpo6QKpjkzp+YtODOKr8GHkDBS/gpEzsAwbf4Xr1Bp5wyXy8ntc1uZiTWuybYDe5f0YaYspZ01FVGQyHf0k2wYoJDXycY36KbXUThmBHA6iDyTpXlwMVBaRCHpWL9Ulb28thzYQG1btsmb3pygk81SPb3KJzepqESqqQBAZmDUbPZ0jUFeJr7keqb4R8jlSi5ay9q3lJFdmCY3xM2LmaBzLRpBEtGSW/vV95PoLZQ7u9u+XcEOoiAowSkEnUzPJx/MlSHPNfg3s/uFHLDp8JlY6S6g+jCAKJfZrNaDyZlcvl3y8mC1/v4uaqkqczjY3cJPPYcXjOI7NnAvdkoxxJ42i/nvTsYZPQFy5ECQJsboOsmmyq9aQaeuhkMzTvyFO49RGoqOaUaqrEH0+Vz4wFMUIVyGn+1ndfDhhKcX516fIxrc53Yf/UObqs/flfmkImb9vxDQdTt91BbH2pdi+EGIhi9DbidnbgxgIYOwyHVnLIPV3uoGmQMglnBvoxxwYcOXOxu/Kq84xqIpDSyRNjdyNX0/hKSRwRDenJhk5TDWArgYJ9axDaF2Plc4gjxjF5kefY8OrW5BDAQ6NL9rpO/9/u7Vefxn5lf9cP3bYvX9Brdu5r/P/N7vssst46623uPfee8t8xG+yDz74gIsvvpgjjzySW2+99d8+/r+VyV2wYME3smjts88+mObOIQeWZfH8889j2za77rpN7uSBBx7g0Ucf5c0336SmpoZzzjmHs846i+eff760z/r169lrr73o7+9nzJgx7LXXXqxZs4YHHniAZ599lo8//piJE8vR/M888wwnn3wysixz4IEHIssys2bN4ic/+QnXXXcd1157bdn+8+a5ipBfp7j+4IMPeOihhzj33HO//UX6FpbctKPz8v8XG5v6jF8d9jB/dq5za2W/ZstmnMK4i+ew6vPl/7SfK985B96B8avfZOXY73+rYx/y7D7Ap//lfondj6Ri0hiuZMeM5lFX2fzZceu9BEXg9S+aMfQBDC2B3NNGfshExgyXGS9/xYZZq4k2h9HWrmXpEx+zfXV/1bQo1WNr2fr+l2z8R3lt4KDV7VvF2JsuYUt4AjImpuwlWz8RGxFvtg/bMLEH+nHuu4E52xF4bfzHnUw6cwINuyl4KyMExo1BnTsfx3aIDa0k1FJLpKWKxSvLX/pNM2u5Y/7uwDxevUXli69BvrvfXQN3F+tn+/oYMvshPJ8s4ou/baOD+tBJMRLPDg4uuCzLRz6+lScf+orfDXmOox4fzylne0jP2TGYAG6UPXfXa9x0dwe2ZXH+kz/e6X5fP8Z/ZfX7VyNKQpmDC5Dt3G5RIgiE137GjFEWwaOPYo+Qn4ENnQxsHmDYQePwZPvJvPoSq2atJlgTYPTpP2DPEeAZ6MBct6q0uBhywvV0FixWLZnD7+56kUUra9j3lsOYe+U7bJ7dStNVCVa+7N6H2Ik/Zakwjt3Gabz0x0fo2PgiTUNGcNtjb9Bc4+W9hfDFgkRJTglgwR1udnndi5vY+OYW9r/7OFoPOBv/iDSx/vXsHgrSVDD4cnM/GwYyXPG3d3l09WaOHz+MH8c97PGDMQTqKsl09JHv7CfSUIvQ3UF+8xZy/e5CVUtrBHHrPkVZon5KC5ZmsOGDtTTtnqVmt7GgqOR7+jHSJiN/OJTgbruirFtX1Hl1iUyC06byyxUreScY4ufX3s59E09lZo3G/Kv/wtgfLiI8ZRJGVxfpzR1UfP4yZjaHICs4mRTe9YshFAV/UaokkwTDICyliA60ko8nERSB8Cg/k8+aia3peJobSU+cwaRJhzDPybDp8ReoHt+CEyqH021vgeoARt6ga24fA7UpqiYMIVAVQBBF/rpwNbuOaGa/gIrR14cC2Jm1JNdtwRMLEQj4yGztZmBzP5meLNmt7nySwxKSImL5FApJjfSmbbDEbN7CHO9qrRZSWsk5sE1XP1QABMX9rDrFzOygOY6DlcmS7xlAT+dcR7PItOyYlgt1VhRkyWWmdaxiW9FhFj1qSXd0EJoryJK74CzWcBmpTKlmtrRPscbL0vQSQ7LsVYtZYRnB52bk9Kxby6qGg4iq6kIjBVfOxi7W9ua6+l2n0aNiZrKY2TxywIfY1YksCiC6WSEjVlcad+6AYwm3LuGMD3YFNvP3P3/MbxWB8SeOKQsUnrXqDG7L/Iq9rz2AD099git5gpknngGVdQjZLGgFsCxEjxdMk1RHAtkjI3pUCEcRTAPRoyJXxBBzeTfD7ykShOU09LRbZzpYf+2O2b0mgiS4LMGyRKotjR43iE4MFpm1XUbiQYdQDbgatHpWJ7kmS3C4+7tsXxYj7zqt4cYKLN2FIQ+ycxt5F2IsewbZn91sbbA+hKjIblY6nSsRQg1mAyWPUrq/ilch2hIp1vK6fRQSWglZ5a8Lo3gljEJR29YjI3tk1ICC5JHxhj3IXgXbdJmVtbROvnNbHengMWVvcV+PjJYquDD5Igzb/WcjiC77tG26z0Og3oc0xM0CW5qBKIsuNDnkRfHn8FcGkXweHMNwA3DFazV43O2zV00za6mZ0IS/rpL1by1iy9wNBKpdbeBwY4zgyKElqKzV0YaZSJbg445tU+jsQezpRwr48FTGGH/c7ti6iZ7O0b+uq/RtFWXpGx1cOSwTqA7gi7k126n2JEbBwiyYWNo2VElwpA9fzA36ZLryqKqNL+bHVxkuBZYAPlu1gSnNtdQEfdiyilhTj6N6sTvbyWxsLQtYZfuyCBXVOLKKoHpcmH5dI9qIyfhyWVY8vwAzY1E5NopafD8KkuQ6nh4f2DZKogdHkiiYKvFCA9n4tkIggKcfdAuBYkjsvcsAL80NstYYxehGCCW3Ijo2jlbAyuVBEFHSfQiOgx2KYflCOJKMGu8EWUaKRhCq6+mom4LZJtAYy1Ot9BIoDKDoWQQcTFlFMnVsSUVXg/gz3Yj93ViFAnJlBWa0hg2vbtnhPvxfs/9txFOffvophx122LdycAEOPvhgDjvssJIf9u/av+zkvv766/zsZz8jldp5Fu+cc87hnHN2zCwBXHPNNdi2zY9//GMuvvjiUvtTTz3FddddV3JS//znP9PU1EQul8Pvdx/kk08+mf7+fq655hquu+46NzoO3HDDDVx77bWcffbZfP75NqmXnp4ezjrrLPx+P7Nnz2batGkArF69mgMOOIDrr7+eo48+msmTJwOQSqVYtWoVsKOTC25U4vDDD6elpeU7Xa9/ZnrP/wxdun+ol3y79q2ybFXTovR9meDjfX4Fhz3MecJ1PH/Bg9uYjoumxw2OvnYfji723zitnro9x9P/1fodnBKAlWO/z7Ajm9j0xn8uc71o0vGl/79yq48fXVH+wTpPuI4rOYfnLp2N/2M3e+QND+AEw/jWLOAYzzKsFZ0MLE2hBmTWvT6f9JpciV25dnoVNSMraf1sQxn86Os24YrTWVcznb58mLAnj+1tpCGxgqrN75Ocv4j1763cgcxi5nPnk1q4mAW3uXO2alqU4ML1JQ3UdnqAVTs9Xtusbq6+6h98tvgGvtjVnUP7f3oXh/8+6O5w9zZnNLl2iwtD3s50x+ZLJ8sZ4jfzGK4bewhzDnuYrj0O585rbVrHjeHrYPCZr13CD/62G/lUBi5b8o19/Ss26cwJiIrM5o93VNjNt2usF8ZSBbS/8ylrnlqBWvEwe71+K6HJE+laspnUxiz+U+pIPv9cae4OkELxvUPT/h0seupjBpamSrB7/41n8Zu/foQ/NJzdL7uSPQWBucDMNy5n7b1PMXrNC6ysDRCsDZCNtjD7g7e4++qzyOkGvzj/55x7xs/wBVP49a3M+0ChsrGKy6/dl5wusqXDIbRpW9bSytsgCJiOjCb6EBwb0R+gcsIw9ows592+Vtav3sxx44dy1bAhZINZN9vx1lcMLE3ReGAN1ekMdjYLtkOoPkwPA3Qu7Eb2Km4tYEanaa8Y3qoo1WPjrH52PaufXc/Mv56BnnQX6LER9TiRSiR/G95YkMgIN5ulrV1L+riLuOh373BJpJ9bf3saM/70O9JrcnQt3owgCCQ2dWPpJovv/xueWpWpP98HDyB4VMRoJWbAzZQ5uSyCZdK0+RNX+qKhllE/Gk6uP4ORTLmwOMsi2LuRn5+wF8c/+z7PvbKS3V9rpeXQb45Y104egq2bwBa0bp2tc91npXnfcdirOmiOxEis21qS+sj0pMl0Zxn/kz1RK2KIXf0kWpNlmWQ9bpDbXEBQ3Gd9+/elYzjoWbdeMdmaLrULolCCCCMKLtGUXoSJDpJMaTqFvgSZrgFs0yagup9fM5tH0HQkr9fVR/UHEDQdu1CUsvFYxWOIpb4o/l8QRRzBdWId0ULPFFCDbnZMVJQSxBpc2LWedSVrvLZThByLJTki2zDxBDzI4WApkywG/WBZmJks+d4EllYkuNF0tIG0W4MH2LqJWiggKAqhujAbYntw4EMnYGVzLBdGM37Zk/zs3tuZ+dczSOz6Paw/TyY0pB5YXQpMPnr4XDLvBfAe+D24fjYAuQ0b8YcjbqZbcyVH8AegkCs6jaILl5ZkHF13gwWqimDbbl2013XgzbxWum+DsG1REkrXp3JEjEC1ixgblMcJ1gZc4ijDcvWLNRNJEZG9EqZmYeQMfI0ewg1BNyhi2MgeCW/EV2RetlF8aondGFz9WSXgLTEIe4rs27bl1lSDm/XT0lrxeCq2YSIqLkQ2UB1E6zdL29MdmTIHzRvx4AmqaBm3r0HHepAJWfG7esuFZJ5sb45Ma6EUwPE1eoi2RNwx6yaekBdBdKWNgFId8eBcGtgSJ9mapmJEBMWnuJrEPqXoALs17o7tkCts++ZZmo6V10h3xNEzOlWjawg1VWPmNZKtvYTG+KkZV03zwbsj1Tdgtm1lYF0Kf52XUF2YUHM1it9HZv1mMp1x+tf3oWcNwo1hGqaNwDLMUkBHL+jERo3AqarFkT2IWg5zwxraF2wi3ZZDDaj4K4N4wioZdnRyq6fE8EZ8ruRQPEfvooT76MkCVt5G8olUTYsie2XM4v3NbylQNSNGqKUWtSKGlcu7gSeflzmbOzlt3ynoa1YjV1aAzw9VtUjDRxOJRHG0ApHxK6kYHqN21xFuwMi2EGrqUapr0atbiEeGUjt8gMoRs5FUmWBdFH9dJVIoiODxgurFkSSEQh4kCaOiHgeBjgEv1UMa6N2yLVGh63FEIIREy9OXc8LPbkYWTCTdAFFCcBysQsHVwlYUZC2PFYygByrR1SCiY6HIfQj+AIK3mmTDBDZmm6gKGTR6uwnne5CMApJZwPCEcBAQbBNLduey0tuGnU4iqCpU1WHL2/RxldiOQff/K/btiKf+3/Fy8/n8NyJsv8nq6upIJBL/keN/Zye3vb2dq6++mieffBKfz0dtbS3d3d3f+veffPIJN910E7W1tTzySDkEbdBhHTTHcUrFyADr1q3jiy++YMiQIWUOLsDVV1/N7bffzrx584jH41RUuHj/P/3pT+Tzea644oqSgwswduxYbrnlFs444wzuvfdeHn/clVCJx+M4jkNNTQ177bVX2fk0NTXR1tbGWWedxXvvvfetx/zvmq/RQ6DeVyZevjOTfCItMxsw8gZts8rvSeXUyA4Omn+olwnHTsbIaXQvby+rre37MoFaoaDHDa585xyGrJrDU0v+xoXHvMRHB1290+PnNhdYt3nTDqy+X7dNb7SVZVx3BrP9Z+1ft7Ls7RU7fqxK+yxegy/YwtDRUzEWXcWWls8Z6swm9eGHxNe6L3/Fp9A2qxvJJ1K9e4TWx1+gc3YX7e9sizDufvneJad00EJj/CxsOQHJtBirrCG2+lO6/vEen+wE0uwf6mWPS4/kiuzltOxSoPX4B0rb+r5M0EfiW40bKN2LyqkRJp4+k7+nv8/b177DfM8BXPvbL/jRmfvzC+UhZh29dIffKgg0ovK2neAwIYJP2PHFOvOZc+BENwvfesO29hn3/JALei8hEPTAD/fkl9/6jHe0xgNrdoCpzXzhF2S/Wo5/3/0QEvFinc7Xzu2VX5JkLUZPJXKRpEePG3w83a3zjE4MMv2WH2Om0jsEZzb+o7WkkQuU5v7bTy9nkZNj9MiTuLVxZmkOrhtxJN4/HsJq20fnx/eQcixuOu44Xl65mT2FAOeLjVQ+8DabHnCZYfe4Yh/+9usz8CZWs+G6P9P6bgcTgWmPnEhuYyuZjj6CDVXY+TxD3rsXMeBHjFZAMIwcCnLFHWcyzKxn4Zdf8othXoKtHSS3JksM3IIi4Al5yXf14pgWic099K3tIzY5TNO0ZvIDWfKJPGbBIt+boGvx5pLcxpgjJ9I16zNs02L4gaNchkxArqwgoMhIwRBUVIGs4DFz7Lv6bS6dvYnfnvcDzvj9w/xl8ZN49Aye9UsQRJHCQBrYgpW3Sbd2421qgBHjycSa0NUg0kCPS4AU70dWVfQtW5ArK2g+9ThsX5D48y+UBWD2Xv4i07dewCNrVjA+7mPoodNo2CNZpvW855X70jZvLfG1HQSqQ6X2tlndPGn1oQ7040SGsrZtC0ZtZIcMwVeFz6geW0mwNkLliBh6wizVLg7a9u/aQVIg2et+MhOtyTKZEEmVsfIFrGweKeDqhpqZLLZuooT8xcxoAUtzHQbFp5Rq+yxNx0qbQBol4MPXXO86sIqCYFluZraYzaXofAqigBxws0dmNo9tWUgelcJAmryml9idAYyiJuogK6wa8iPKIoWBjAuhlWSUWW8jODZqOAi2jZXJYebyZNt70NO5kqRR7aRmzLxG/5o2ZI+MrzKMEgzgbWlE8HjJb9iIKEuM7pqNOXkf+ORdJiVnc3fT3UxlArN+9jjwOLcc9nBJhmrwGeu+502Sp81kyIvX0nhgDdGWCvwjhoPXj53LU+juRY2EkEUBK5WickQ1vsowUiAA6SRWMuXCuQ0TO5PBSOeQAz5kv8/NNssSeiZPfiDnQnb92zSQ1ZC7j5nNE2mK4T82QLipCks3SHcMkOlxmZe9Udd5zfXnEESBihERvBEfgijg88ioQR+yz1PUoXVK5FeCKNC4x0g3My+ILkN0VRRRdWV1zOL+QIkoS/G57N+C5MKLc1/MRpKE0jkntsTLHNyhRzSi+FUkRcJfGcSxbfIDLtGVltaxjDyKN0emO182d+WwTO1uFYQbIih+D2bBoJDMk4vn0LN60Vn3uvWoXpVUe5ze1f1k1udRKxTCDVG8sSCSV0VSZPL9KZKtfWR6suT6XObnkT8c6hJexVOYBXd8ofowgdoo3rpqtL446a4UlSNiNH9vD4Sxk7EdB9k0mXLGHgxs6CTTkybZniTTnS0LSlVOjVAzoQnbtIiv7XBlnRpiLtFYJg21TYiZBHZPJ4WOHqrH1qKlt7Lh1S2ltdXX+UeGH9VCti/Dxne27EAeFRoTwBNWEWWJ5r1HoSWzdK3oZusTLxAZ56dpv0nI0Qg4DlbWRektrxtOXzrHftVRNr23iK4F/dTtXom/Mkj1LsNRqyqwCwXGH7c7giDiHdaCUVGPvHYxrwz5DWs3mZw2YiPVvSvBtmjYYwyiKuNpaoJwBCdZlC90bARdg3wWu6YJwxNiSt87TO1uZffud9lQXMcElyzm7fse45FlEqPWfIhuxhnW9wWi5b6fTK8bKHeZyH2IqooZriQdbSGnhpFsk2ChH0f1Uqhooj0whlV9NWTyIofXLybQ766nLDWA4XHfz4qexRFEJFPDF2/D7mxD8PkQahvRo7WoG5Ztu8ZDvhm987/dvp1O7v87NmzYMGbPns3FF1+MLP/XLqemaXzwwQcMGTLkP3L87+zkXnXVVTz55JNMmzaNxx9/nAsvvPBbO7mWZXHBBRdg2zb33HMPsVisbPspp5zCDTfcwC677EJNTQ0XXnghxx13HD6f+zEfNWoUPT09DAwM7OAQ67qOXoycS9K2Qvo333QZHn/0ox/tcD4//OEPEQShtM/2dvzxx+9wQ/7whz9w0UUX8f777/PII49w9tlnf6tx/ztWOTVCw65NZLqTJXbAb9x3lwimZpEfKNdoq5waKZNdGTQrb+OtrsC7Xdv2jq4eN5jxx2OYc+HLbBk3g4mAdsPMEpnRv2NXvnNOyTm95bCHefuarJs1/m+yWEMNXr+XO88vMPtiL6e+3cHyt58m1raKNW8uZ5dTptP86/ORUv3UTJhFqq2fzR+00fnhjg791x1cgOY9mqlf/yR2vA+ts5vZt3z0jaRduc0FZl/wIofzIq3/oib2sCObqJk0lC9ucWu/+xclmbPoZb6/7HhWsDee4/fhypVZpDkiPHbWTvsQBIHfSQ1cZG3hCbuX86QdqdtnnbhzQqvfaFexfuESAK5b8teSRuG/Yl93cA+4/1gyI3cnaFnYHj9W14od4GTBkT6MumEEP3mZQi6P4i0nzwDY7cqf8sHIXzJz5W3f+lzesBOonioq62cA7tw859IZ9LeDbkJLlc4SO8tdcg9Oq8wlYh2H1lWi9xhl/aTbemk78SIyG/PU7V1F/f7V9Czop2fuInL9maIUSc6VYdENAsNbsKobsGUPwuaNCENGMb15H47afSz+FZ/BkMYyjeoRPxhCw767oIwYhRPvI9+fQk+aREf4kX0eUss7SKzL4G/wkB/IkevPIYdlYsOigMveWsoCRKIYoQpUQ0NSPBCJocUasCWFlFJJ2gpSO2o0Pz7/CZ677yQujDVw3VW/ZGhVJ7bxFV899hXNh9RTM8EliRAkiVyskYIaIpjrQ/jgPQqbt+CdOBEyKUSPitg0FEcQsLwBqvbZjd2DXr56ajFat84GYyQ/PP8prj97Ak9O8TJT19GT27JB0YlBAqOG0XHHpyWZkrJ76CTIz48DKwEIHDBmh/ucWZ8ns76NppkG4YYoVeMN2rt3rAcctGCtD6kIM/WEvKXs1qDlepMEJKnIHGkjBwPYuoml6YhF5mXJ58UTtUAQijDi7bKopuWWM5gWSiiJqKplDJSiorjZ4q8HObeDOA5mKI2chijr2LqJ5JOKDLhuEGgQjuw4NmLafaYcQ6frwbsJN7nMwbZhYhsGyY0d9K/vI9Odx1fhIdIUIdnaR9v8dnKbC1RNizLm6KF4GhugaRi2ICBs2kzfuh5qOreQ/WIRi+5bSOyr63n3mU+ZCjxy9uuc/cgPAPfZerr2rhJk2ffgdSTOuYdcVz8Vw6sJNFS5UkiWVSQVs7F13UUuWBa+yjCyz4OdyyNYFo7jIAX8OJarP+wUs9VSsZbZzOaxdAPFvy2rKXlUZL8HJeh3icFsByXgxRMJ4K2KYuULLhNz3kCU3Oubi+ewLRNpEAaub6uNVoMUJX+cEnGZKEtu9tajlmqx1ZAfQRRJbeksQdAt3SxBngNVARS/p5itF3B0nYFn/oyVd5mzLd0k3bbN0fPUuiRTlm5hmzaudrcr/TNYR+pYNnrWRuvWkcMyaoWM5HHnxaDjbOlmycF1inPTJe7yogS8JDb3kmhN4o16qDumlkBNBF9lGKGIHBAkieyqrXQv7UOPG8hhGV+jB3+VmyUfhGN7YyEsI+nKJ2WzWPkCvqiP5gOnILUMw7YtxGwKDA1Bligk8/QuH8BMmWXf1ejEICMOmYCnIsLA6s3k4jmCNUH8tTFkvw8jnsAT7cbq7yWzfgt9q9sJVIeon1yP7O1FzxpI6jYHV/KJNOxbi5YukNiQKXNwI+MD1E6sI9JSVZLS8tRVI2xpJ1iZIPvmIwzffzhSIODOpWLNvFoR4d3Fawn5vIy2bNIZvdRvuKkSOejHGEii9Q/gq6t2GdkFEaV9PZ0ffM5TLMfj91LdspTv3V4LRLjynQ+Z8cdjQJahkMdKpZAjURfSP/jO6Gol0NWKtnkz3YvW0bGgq7QtM2VXVls9VA1t4N2VjRwyTiSodiNmNRx5WxZVUD1IgQCC10PBH0OT/YiOjc9I4ykk0QOV9ASHsylRRSIjUh2x8Of6EGwLW/VhKD4cQcJbGHAdcMdCzqUQEr2gqgjhKJY/jKRlSS3dVvI2OC//L9qgjvk/3+l/5lz+E3bSSSdx1VVXcfrpp/OLX/yCadOm7dTZtSyLRYsWcdddd9Ha2srVV+88mfZd7Ts7uWPHjuXJJ5/k5JNPRvyOWk6PPvooX331FXvvvTcnnHDCDtvPO+88stkshx9+ONlslmOOOYa77rqrbJ/q6mqqq8vhlblcjgsvvBBd1znqqKOIRCKlbStWuIRDEyZM2OF4FRUV1NXV0dnZSU9PDzU1NaVtJ5988g7719bWcu+993LKKadw6aWXcthhh9Hc3PydrsF3sdAYP7UT6rB085/Ce1sObUBSRFIdaba+3wm4TkCwLoA37MG2nB2YCKGYqRBF5FiUaMilxfcE1RJUFqB/0Som/3xyKdPy2TWz/mPjG4zg33LYwxx+QwAOe5gPTlvErBMe/E79nPbLGTxxz87rRAEOP2lfdhnl0BweIPLaPVS818sYvNx28c34pEYApJlHsjK0F8Pfv5wVzy1D69YRvR4mPXQdKy7+PXZh53JJM9+4nFeCZ9AeyzFw4aHUjKtny6cbv9HB/U/YsCObGH7KUa68B3OZcv4UZK/Ksr8tQfzLnYwJB/msSFJl5e1vdFQBGgWV08VqHrR72MX2M13clhWr2TNGzxduhHj/O47k7xPuZM+7DmDr+53cMfk1Nh51MF+2NzB/yo5OxKDtccU+20lKfTszdz8QAYfk+P2JLJ/NZze7QajY5DADRQ3jYF0AKZug0J/Ad/BPUAeeLmP6rpwawa5rYUO7xMzGbxcRzDgWHzkp6oaczlXvnV8Kwrz3XgfRygDhiIeNs2/nVrudmRPH8+drfsXqY2/n+qnb2KEH53TX8u5StiF933v8/S2du896iPa3PyaxNUV2a57c+BxVo6oJtdQiRivIhWpQCinMdAZREKhOb0JNduHUt5CvaAK2yVQJooBcWUHvqH2p6FtLZGsbjekC3oiPQGMN9YaJv7IfSZVLmc7aCXUEGyqRfV6U3gSeSNBlNq1vIhuoRTQ0RG8AIxAjFWogLUQRsenPB/lqZQ5vbCb7HHULzz9xJf39fTzy+/OpGb6G5oO2MuTgXREEgXxPv8sWbFtU9K5BjPcgjt8XtVAgM2Qyga9mIwaD5KuG4GtbhZJOQqyS8JSJTDRtela0EfNsYtjuEqNu+CU/ueIP/NzSOWUZSMXAZs34Wgqt7aVM69czLS9Wj+Hj3WPc+pY7797oTfBNxSVts7oZd1KYSFOMLl/fNz63RsFC8sgUEhr+Cj/+Cj+wrZ68e0UXteDKEBV0Fypsubq6oiIjeVQkv5vhFUQRI+s6mGZeK9bz2q6ja1oU+hJu5rG4L6JQzFC6NZ6IAliuM4ptu86wbbuwQsmtt3VsBz2dw1uUFnFMy3W0vSpyOIit6aiRgEt2ZEPk2DMxP30VoMQ227umtxRY1bp1qsdUu9DNYhaw78sELfvE8Y4aBVoOVC9yKIiRM7DzOWIH7sfesRBHXb4NRfHEkPv4FDj3shk8dPscTu7+Ne992MNHB12NryZGs7aO5EAGb6yYUR4YQFZUrGyuBOdFEJH8Pny1lZiZLHp8AMnn3Ub0VXBlkgazoEiurNPgwtFfGUKQXBZm2edBjbg1yHoy7dbnioLrlCoyVt7N0gdrQqgh33bQbxvna4HjQcfWdXrtUl9qyM2eG5kcZl7D0g23/jarubBej4ypmRg5dy5Em6N4Y0XW2uLcMAyb6E/Opu+vD+KYBRKtiTIJP2+lgpE3sHSzSColYOSNUjBG8SsofgUtrbtOZ6UXxa9gaiZ61ixdm8E56GZvXQmkQakjI1uge2kf3ioPNeNqCTZUIqrbHCLbMLCzebJ9WSSfSHh0EDXgzmHF73E1mQs6it+V6kp3pVB8Cr6aCler2qsgej2QzyLms9jJBGZ/HD2Zwci7sj626V5zyScy7PAW6nYfixwJoXX3kh9w37feiN/V666qQtuyBTudLElLZXqyFFIa0eYo0ZYoelYvC1hFx4WQPRKp/hxqVMZbqRRr4kUmnjgddegwFx4vCDjBMEImhZrOUD1ZJXzM6VjLP8EaiLu1+I6N6FFRqqr46Il3mTGyETT3PeLOwyC++moEWUEb6CHd3o8SDkIuj5TOoMWTbPpwM7lpGVK9cVI1o4Bt5YGCIOIU8ti5PFYm5wYZLAvB5wOvD3PrFvS+OEY6R6AmwrgfV+A59TyyD97DV48sR0JA6+vn3Nzt6KldsSQV/G4wYpDxWVBVBMtEjETR1BCiY+HTE3hzcUSjQHdsDJvStbT3yagK1IUyCCkdW/VR8MbQZS+Kpbn9OTaiUUBMD7jlK6EwdrgSW1JQOjaw/l13ra5WKHiC26de/m+ZIPzv0sn98Y9/zKZNm3j00Uc5/fTTkSSJ+vp6IpEIqqpiGAapVIrOzk4Mw8BxHE466SROOumk/8jxv7OT+5vf/OZfOpBpmtx4440AOxA9DZogCFx22WVcdtnOJVm+bq+99hoPPvgg8+bNI5FI8P3vf7+M0XlgYIBCoUAoFCIYDO60j/r6ejo7O+nq6qKmpoahQ4fuVMNp0E4++WReeOEF/vGPf3D22Wfzzjv/hsBr0bwNHjJrtpFPVU6NEBsaK0KOHLZ+8c3F+HX7VtEyYyLJDe1ljnDznk14IoGSbEIhkSdNruy3etyVsRAjURBEvAUNX1tvCaYMsPwvq6jdpwI5LO9UO+7r5mv0MPGnU3Bsh3x/Cks3Wf3sjvWU29tgVlf2qJjfAhUw6HxMmD6Jo363N8cvv4QnOKrU18wXL+TgRycBFDPE45l87i7EJo1m5atfIAgCUwU/bzoJHMdh92XPMt+cQNXF32NeEea91+9m4KmvJ3jGcay69JZvdHIH3pvFuGVP0P5RD0lg1FF70ljQSSzfEab8z2zsT0fiCfvx17kw+3RrN6mOJJIiUjW+mfDkidiZNL3zlrLurQ1semMbxFkJ+gjvMp59Zx7ErO//4TsdF+AIIcJKIc/tdhdBJCaLLlSoee+RTPrFJKis4YwPD6H1gzk0FIMosw67CbiJyn/Sr6/R850dXABbUgi0r8Lp72HOhU+X5t2UC3+AOZDAyuZRqyowFnyOkdGomLY/PU88UFYjmd6c46OZv+Nn131Ebjvyn6/byGOGcmbutwC0b3wee+3DHHrqVTTPPYMr3zmHYas+4vUldewyXOPh2y7g1ece48KDpvHbu+/F/+GLfP0uDz47WrIc+vrzWUcxa1Y3B/3lVCJDN9C5aCNaukCmO0XFhBHY1Q2YkhdfehMWgKyg5OIgKxje8nfXIFRZ8HgxRBfyKvt9BOuiSKqCEosQCwWJjjMQZAWpuoaqbNpdeNk2VjpTlJJREesayFcNIaeG8XnDWEEVW5RJCTE+XFPHyAaTRE6mp6Of3q29RKuP5Ifn1PHmE+dxxOaVPPP7XzDunHr+ZJ/PfmNTTOz/gGykHlnPwfoVGLkCoR+ch5nswBFEqG/hq/ojaZA68GW+wC4UEKMVOLXN+Gq24m3rQ330FlJt/dSs6eXxM4/i1Idfpo8QV48eRvXwGJZusuqVL3d6P+v2rUJL6/x6yih+fvBeXPHM21zw0kfcLDYyUdg5BC4/kCPSUoVaobhSKmEZX71aBonMbs0TqPKVGFNDdeESbwG4Dp834iHcEMXSRNSI66Q5tuNmRnUTKeA6YXLAdB3g3LYaUQShRJqjp3PYpoXs8yB53YyRYxhu7bG4TU/XMkxXLqhYVzqYCRYVGRzX4XJMy80qazqC7EIPB2HPStCP5FExChaRAw8lteJDrHQaI5MD28bIbVv826aD4vdQtctINr+7LcCw6L6FHDh+JPnlKwiMGoFcXU3thDriXy7H+OXNPNpzBrCNQOTTq111goqZY7iuVuW1Sz8l8bJL5OgZNQp1yUfkg14CDdVIXlfL14rHcQyDXG/SDdrIEpLflTOyDQMr7xJmydEIWBZWPu/KQikK2I6bUTOMYoaTkoTSoEyO6PXiGMZ2clJF8qxMDi2ZdbP3kQDeyjBWQcexLCTVZblWfG5flmGXIIZO8b4POodq2I/kVdGT2WKdqk26M0EhpVE1qqZ0PLNgoAY8qEFXesjIFkpEYWbGpGn6wWz94z1o8ST5+LbvkVrhOrCSIpYWx6ZmYWoWjuUgeVytXXe7gOKVUIMqlmFj6XapfVBv1TJsF5od8aIGPKWa4lSH62CF6oKoIR+2YWLmtaL+sDtvc/0Z9IyOv9KLJ+wiHsyC60SXSXIVdDLdWRSfQmSEXdJettIZ5EgeWyuQXb+ZdFsvatBHqC6M50C3ZlMNeqndbTRqfT1IEmZvD/nehHufgqobnMjlETNpbN3EKX67B2Gg+Xge2eOyZQOk2lyUSHRiEMWvFJ/vYAn6LXsVVyd5n4PQVR+insdS/WjeKOHWJcixKGpjM8r4PbA2LsLp7d42v7weDEli/rLVXLP3xNI5Vk2LUkjm3cy8YZDe2kumJ024JY+WdNeC3liIfLvGzFt258NXFiI/cz/wM9498j1mvwNmKoUiS9i6G0gzBpIIYgqlugohWomj6RT6U6VAS2ivPVjtG8uws86jpfUmRmy2eHPFRt456REO+8dlJIbvDp4wkm3gT3a4KBNVdTEgoSgAfi2BJxdHMgoYvgjr042s71DI5W2GN0GlksCWPeT9lWTVCKJjo5oF18E1dcRCFgp5sCycSCWWL4hUyJJbvqIUwPZUu/Xd/1ftW2Vy/x+zSy+9lCOPPJKnn36ahQsXsnnzZrZu3UaEJooizc3N7LHHHvz4xz9mypQp/7Fj/4/p5D733HO0tbUxZcoUDj300P9Inx988EGZk1koFNiwYUOJMCqTcV9eg6RVO7NBKPTgvt/GHnzwQT755BPeffddHnvsMc4888x/5fRLNvzg4ciHDiM2bTJOXRN0ttL25id0r+igalQNdZPqyHVsKTmeg9Z4YA1VY+rp+nIt7V904qlVadq7noqRdWS7E2S6EqgBl2hC2AnGPzTGj1UooG/cCIBjWVROGEb9zL3Qu7pJrNtK24KtyB6ZCT8dT64/Tesn7ehxg+HfbyHbl6Vrbl9Zn/l2rcQg+11sMAM257Vvt+8thz3Mik+XseKwh7nlg23bqpfNZwkAS5g8YzL5wHp2Xf4CiyceB2yDe44VfDzrxLl2v2v4RedujLxoV9q2W9TO+/0cl8b+7OvZ743f8dGMbcGdWw57uHS+i+5bWNa+yxHVrLh0R2j89la/fzXBmmCpdjk40kf1lFEuecT4XYlXjyGS7SHmWHRHRjM/2UhQNRh6zwk7lS1y4dPbINSDQYBvW9MsCgK/EuvI2O3caLdzs9DMKMHLwnsWoFYs4Z4f/J0f/bQJ9fAmorcuJPjrI0o136tfWM0rj31M3fBmbrpIQcSm4cNH2PDKXEb//Dhm/fi+b3UO21vhrw/x2XbXdeLp4xAvu5ncU3eW4NmDJocCHHojrH5mLWZ6G1Rr8Fn57LoPAZhw6lhs0yLbl6VmQhNdS7fQNqub2LU3wRVZrnznHM43NzNu6jSOuuYwthazhtnTjmHsvDi32l18ImQYM+0qpB/9hpfag5zme3OH6zzo2m5f85aZsivK5DAHPng8QiiMHPAx5OBdKXT3EV/fhTJ2PNlYI+HVn6K3bsE7eQp0t6G3bkFtbEQVRYS2NkJj/Iw+fAKBplpSG9vIrVpN5caNxDd1UEjm8VUECTTVYk+YRio2lAGpGt1RWNNbSUssw2hrOcGNi7B1nWBDFd5hLXSOPZguvYZqp5+8N4om+wnnulmVrqWv32T40RMJA0fMWU1rZy3/eOITJGU0U2Y8yPrF17LHj8/izEP2ZpHVwK5rr+WjYnZpxh+PIXnA8fg0lwdAHOjB99V8PrzwZeAG+ovXZvtnKTY5jFkwS89Fy6ENTNrcy+VCPXfYnVy9YSOXr69DLdaORycGy4jcWg5toGZCE4GWesRAAE9fnEd/cTybr/wjd3R1cZ80hLAglfZNd2UYWJqib20cQRTIt2tuhuh7zdTvNQFBUZhT1HL11alUjqqjfjc/eiqHJxIgNrqJEYeY5HoGWPnMKpJtaZfN1qvgjeXLCJ9sy8IuFErwU6EoF+PYNrLXV8wcKtiGQbYr7jo4moES8KKE/GgD6W2wVs0oyc0MEhrZpoWpuX8HqkPIPlcX1rEdt463WMtrpDLY8SRGtuAGQT0qqupmTQRJwkhl0NOukzj1Vz9k3nUvkW/XGHpoIz2rOll69vOIhvvN9dSqaN06el+c9nlrseeuYuTR06mdsTtr//YeK7tGMOeVchX0KSteJCeFWTv2e2jdOr/49FjUcc1MOnMCm556nVBDDF9VFEvTUWur0bt7yXX0EBw5BEl1WZElj4oUjWCnXdi/IApuljwaQ9+8GStfQPK511NPpEAUilDxEJZuUBhw54wS8IIo4hgGma3dOLaNNxZys2miiJFIIfs9peuE7WBkC4iKTLAuhhLwIgeKzl522/0GN8tu5LSik+dmLz2xEHoySyGZR/F7CDdWYOQ0Bjb3lZiGJUWke4Vbz6gG1CKRk44tug6eUTCK77dtAedAs8vuq/hcojHLsN0abGXHbJAoCRiWQyHpPqfeiIdQXbhESGUWTMyCUSTQ8pe0fDM9GdKdGUYfOQY15CPTGadzSSuyR6Z+16EUBtL0b+gjH88TbgxjaiapdreEIjwkQLq9n2R7kv7lidK7uWpa1CXpCgeRa2pprq+l88P5iKu2IMoi2V53ztdOn0JVOFxiKhcUFUfT0Ds70eJJ9HQOI+uiWAaJxpLrt2Lpm/BVht1yAUVB8qpUDK8k2Z5EEEXyiXzpfKITg3ijXgJVASItVXgrItiGgRzwoTY24DSPxAbkfIpcpIGst4JgoR9ECbGqBiftOmjpLxeh+FT3Oc27UGt6+/FKIulEjpSRRlJE/JV+Ik0xtLj7O0F0A5dbP19XQiM1HljDPjfM5JZnXIWJL26Zy5XMxbr+foasuhBxYBFi5yYY6EcQRcz4APmuXqy8hs/rw7Es8v0pElsTdM3tQw7P58/Hz+TeXzcz4rJzee93GTTOZpVT4ODKenrlBrxCgYCZRNTy2KqLjkAQsfxhl3FZL6AHK2mrnMLq/jrmfJFHEHRGDA9QF3LXT63hSeRNLz67QNTpR9UzSIWsS6JVyINpIERiGKFK5HQ/uTkfMe+mT0rv9GBtgNiY/0w95v+T9q3Ylf/fc4LHjh1bSnTatk0mkyGXy6GqKqFQCEVR/ose/jX7H3Ny7733XoBvnaX9NnbVVVdxxx130N7ezv3338/dd9/NgQceyPz58xk7dmypNvfr9bvb22DW9rvIBdfX13PPPfdw6qmncskll3DooYf+W6LFgdoYSrBIIvLVIlb+fW6J+KliWCXeWJDa3apKUGRws72SKpNqc5eL1RMr8UZ8+KtCUNS/y/ZlsY0ketYg17FjJtITUks6jlIo6Gqsme7CS1RVoqOakTwqa19f7VL3N1XSuKfFlvfbSHemCFQHGHXsMOIb4/+Udfh/0royQYZcfSAov6exOcQ6xnLFpQvhsIe56Lf7Edh/HABH/Plcrj33Gi78eRXVh44h/bV+Rh4zlAud33Eo8MmRv9/hOKOOHYaR08ug3QC57eC+32SiJJSRc2XW5/nkirc58JETmeX9Ie+9leP2sfNwertoGJklFIsTSHWwdMG2yNeIo4cQqA7x1SM7Sjd9W+d2e1MEgd+KDVxltXGt1c4dUjMNgooeNzjoyAn81P8qKy/7Az1fDJTRYk29bAq7pCz0dwwCv3gJTfaz5u+zqRhWiT3Q/02H28GGHtGIGvTirwoRX99Vti3YVANagnlfc3C/rc188UI+aP45u/mX07BsFtgWrZ+6MkoLJp/ElcX9Tt5nDDd/No/LJ+zCKbs287N9dmH+hS9wm93Jl06WO6ZN5Lzf1vBUMEgu75CffiQHzp5KNtaM/NoTrHppAYmV6Z2Sww0sTRFfsprKvX1Y+QL5njiSKlM3bTR2MEqgfRX9cz7DWxlBjNagzX+DTFsP4ayruZrr6kfrNVjzxnJk7yqSa7LU7B5D8Sn0Lnch5U171xMe0UQhVEufWEfG8GHaIgVdQBVN1FwKbAvR55IbUd9Cn1lFWvdSq9rk1DCWI5P1VXJE8iV8Z26ribn/lo95+9o8nzUPp29rJx7PUK5/bBWLf9TC0+98hsLnrJGaaBHc7Iioqijmtjpqu7+PBXe+VXZNtieMq5oWpWZcLZmeNOk1OSLjA26NYm+OfcUQXkRuNju4XujgOrEBRRCpHluNnjHJbS5Qs2cMLV3AWxVFisXIrl6PqMqoQ0fz5x/uz4EPvcbddhfXiA0IgkCwJoRtWgyQIrM+T769SJSSt1n34iYyPZlSZi46MciQ6cOJThiBFA6TW7/JlafxqniqKxBVmei4NjdbZbn1kka2gCAV62BVGVGRi9IrbrZ18HsjeVTXIS3KA1HUnXWzgW72y8xrmHmtWP9pYBaMbXWfllNyZsRBuSFRLJN6GXS+BmWObNPGNlw5FSFbQApsFwQWRSSP4p7/0NHs89il6EsXIVfEGFi8kt/csYS/nD0Rb0WYe4Y/yD7n7oKRzhKqC9O/oRetL463ONa96jawDcjv2pIJx6JWbFvMVE9oQfJ5UUMaoiITqNsOG2JZ2IbhZpvjCTebVmSMtlKp0vbBjLWTTqHHk6XrjSIjpNzspuj1gG0jqQqCWChpBYuKXMqAq0HXaRU9qotwUrZJ9ww6sno6V4Qz+9wsu+zKPW2ffbFNu6SlqqU1RKlYu9s9UGJuVgMqRk4j05NG8Sl4Iz6X8bgvjzfioZDUyPbm8EU9WIaNrheZuDUTx7BL6JbQGD+xIVEC1SG0dAGz4DpMlrGN0dmxHVeuqBj0GJQJ8oRUl4gs6CPTnSzBdi3dLOrflgdSZK97XV05JY1cfwHZK1MYSKNnNdSASqAqQLipEi2ZxRN064T9FX631jhXHqSXvTKRoTXITS04oQjksgxsiaMGPESaokRaqlzHv7oGu7IeR1YQ9AJCfzfpVctclILPgzcWcp3W/hSFZA6zYODYDrJXIdTkMjybiRT53gTZvmyJfTrZmsZIm64EUIUPX9RHuKkSf3012kDSleGJhhEUFaGQRUz1g9eP6ssgG3k8yW5IxrHTKQo9A/goynCJLhmckdNKc6Il5GdToYAUFdHSbii0ZkITksd1yr2xEI6dKuNEaf+ohysbfg4MEGvYVkrnfPgG0o/GYyl+FFlBVItsxU1NOI6DkUhhxePI0Qih5moyPe7qxkyZ9G3tpKa1lfviJxEIz8Hjr+e9fJLzPCHiWohGbw7Z0rE9PhxBRHCK5RuOg2CbGIEYXeHRLOupZ/lak1Q8R0VNEFkSyBsyA2IU3ZaRRRNV0PFqaZR8osji7kKW8XhxQlEkLQttm2ifvw3p5wmrBGtCKJEw/1ft27Er/79toigSDocJh//77/P/iJO7adMmFixYQCAQ4Oijj/6P9VtX52rxDR8+nLvuuotcLsdDDz3EH/7wB5544okSRDmf3znjLrjZX4BAIPCdjv2zn/2MF154gTfeeINzzjmHt95667/+0TeY4A+ip9KkWlfSvmATfV8mEL0efM0hDFNCNNxaL0+tipmWiE4Ko4YUcmkLPZmicUotnsoYgiRh6Qa5gTyIIopPQRc9OAUNKSgjGwZmNg+2jRwKYNoKqfY4nnCAgKqCx62bEWQJweNDVD34a3XCw8OkenVMO4ntSHjqQvR8MYCgZKjdt4baXYcgB/vp+zLuwoRUxY18F802TOyChuj1uIuPwXZNx9YNJL+vtCAEXEiYYSAF/GURLStXwLEs5FAAv88NYJx43r48fs8cbBv8Pon7b/ucS+Zn8B8skUzqrO8JlvZ99O7P+MfzFxD/+DPO+GwcoVAI8eeXI4cC7sc/mytFfDe/38tl6iWsu+U0bE0vjenOg+/DjxtNBr00puw7X+K/4zOUWy4E+Kdj6v4yW5In2n5Mn/z6Nfa6qJ2mk/+A/fFWej5bQkUyTXRsCtvrp3m/0cBa/DVBgs019K7pLvVjprNuzZ1/Wy3L18dUarfsnd4nv2FyXb6Rq5Ue7lLS3CQ1ERBExp80idnF+zR4vMEx5Ta7i+QpF0+lYsm7fPzzv2HlCnR+3Mual7eW7b/93NveZjx1Dndnz+bUqaupWPYh/o2baPskURrT8ueXMTL9UNl9ajm8mWBDjPWvtrL+Dw8SHh8i/kV2hzHNePhkbk6cw5rZmxlxQR0xWWX902/TtzhTuk+7/WoPzILJ2L4k4Z/dzHsvP8ytb3zKfbMWgz+LgcTvCs2MXqwz54wn2HfBT4g4/RiPPoI4dRw+SWHgJxdTt+kq0hs3gte9H4gi/mERaiZVug6HpLg1ZtkCXat7CdWGaBg3BjGTJPv553QubWf4EXWIOPSu7sTIG2R71yKqHoKNFdRNb0LxKqg+mXzveuKr8jimBrhOg2ngLswsjaiYJODJUXD8BBs0msyNyPksqF5Efwiaa8hVDcG0RVTZxhI8JMwQuiWzZFMzQ3/4o9J9GpzzSl8boYpdyPW5z5Pf5+OESDMHp8L8qi7AHXKKvx+zB5MOPxijog5LUlGNDOaGJaTWbUHvd2GmVi7PHUc+gr/onCkLljNp6R+w8znC8RSR4XWoQX+JLTW9IceeQhW3iCFusjp4WMjx+91H0HTo3ngqVmJbLnPwpg83o6Wy9C2bS+fKBGOOmoQWa6BK9fBruYHrzDbeDZocKUZB9RDfXMy7iyKC7EPeLj7V+XEvgiRRf3ATQ/Ydi3/EEISqWhxZxfhqNQNbBgjUmIR8ARxBwhfzIqoelKDXXVTbIrIqo/ollGgEKeDH1gzXKdMtrIKOoHpQwn5Evw8kCSuXRU/nsBzRlQ8RJWxBxs5pbn2n14eFgy0K2KaNlc8hySJSwI8kS8ii4DonloFjgyMpWLaIZAOyB8fRXBkPjw/BEbFsG0e3MY00uY/fwLZsBI8X2ePFRsLZso6+6cdhDN+PSL6Xyuo69umdxNJdnuO1t/rZ8s4CTjx6JPlUAWSZcEMER5AwMgVEv5/6JW8gy1MxTQefVyzNJ9sAQbKp3TuGZQvYmono8+EJBd0MtWkiBoI4goxSVY2VL6B1dSMH/cgVLlml44Cl2+51lGUcRcXM5NALFt7it9xBRPQHEEMBRH8Qx3FrbR1BRPJ6UEJBJJ+Klc0je1WUaNTVXpUkEC1En42VSKHnDSzDhZV7a6rANhEFB0dSsRwRy3RwJA+OoWEVNGxBxjAFlEgINRZBEmxEWUTLW6gxBTXoRfH7cLS8mylTXMke0RBQIzKyx0by2kiBAKJHxMqZqF6JjiceQ/WpGKKIf0QMb4VCsNqH7JUxdIt81kKUFJSAgp0rYKYLKCE/3mjQdY5tBxELIzeA5PfhrQriqQxhiwJa1kAUQYkEkS0Xxo3qxcq50HlPRQTR56eQNRBEE9t2UAMKcjCIYYqIPj8+nx+PV0D2qYg+v+sgShKSIpPuWkumQ8M2VOSQihSWkfwuXB5BROjvI7FqM4H6SpcISjcRvR480Qhm0yjywVoEy8DfvwUrMQCSgremGikYwMm7tc66DqYOpi4ieyRkvwu11lJ5Uu3xItxaRPKIWJqJvyFG1SQv/ooA+YE83qjqMl4HQ2htfcheD6ge7FwWclkcR0CqqEK12iCdRN+yGS2RxkHENBxS77+CGgliZdNoGQ3bEZCLZFxHTxzFHXMXcUwuTGXBQxadYYe6jNR2Po/o9SJ4jW3PSHFtZGSS+H0SF7xwEoQCWAWduVe+w7Af/RbJ1ED1ukz4qQR2dSOqL4CwZTO27aBEYgSG2US6B+gKFVGNPoln7FOY+NMxvHnEw4yacCJLVz9MT18fwSE6XiuLaBsYfvc5Exwb0dIR9TyGP0Z/eBjrB+pZt8mkq20AxaPg90kIgkNaU7AciYCq45c0AnYKbyGJaGhY/jCilXYlwMIVWMEocs9WMpvb6fkq4X6LA358NRUEWxrcErr/o/ZtdHL/3TyuZVmccsopLFy4kDVrdpT6/F9lzr9pM2bMcADn/fff/8Z97rjjDgdwTjjhhH/3cP/U5s6d6wDOpEmTHMdxHNu2nWAw6ABOLpfb6W/q6+sdwOnq6vrGfr9pjO3t7U40GnUA5/HHH3c++ugjB3CmT5/+L4+h65VXnM/32N3p+cdrZe0dTzzmfDhyF6f/k0/L2jfecpOz+ewfOnrn1vJzu+1qZ+2JhztmNlPWPnuXI5x3YrvucNye68910k/cUtZma3mn79oznc47rilr19q3OG/Io52l5/y2vI93P3bekEc7a66/r6x9y2PPO2/Io50tjz1f1r7m+vucN+TRTs+7H5e1Lz3nt84b8mgntXxtWfu8w89w3pBHO3oyXdb+q1vbnEOO+2SHMR1y3CfOedesL2szTcvJv3iX8+try69vavnafzqmx/62qaw9v/Dj/9YxrTnvNKftklN2GNM7sV2d2bscUdamJ9POG/JoZ97hZ3ynMX3TfVr16N+/05i+Pve+aUzfNPeu+UveOfOy5d96TLPHTnYKs18ua88tX+SsPfFwp+/Fp8va+xM5Z/8ffeosWGN+6zFlHr7KyWaz32pMiT9f68Tv+NUOY3ontquzYtNAWZuVzzltF/3EWfbz88vbk33OlnN/5Gy85aay9vTiBc7yow50Wh96qKxdW/qZs/iQfXeYe30vPu0kbr/IMTs3lrUX1i108m/82bFS/WXtvVs3OsvWdTqGaZe1n3z+/J3epy/XDjinXry4/NxNw9m4fp1z4W/K30tGPuv0LJ/n5DcuLWuft7DfmX7k7B2ep65XXnGSd//KMdrWlLVnP3rN2Xz2D3e4T0/fdbOT+uQFx0qWjyn1zL3Olwfss9O5d0r9kB3G9F2eJysz4ORm/dXpeODOsvb8ysXOV98/wOn5+5Nl7ZnPZznxm89z9BXzy8/xnRedrb841smvXFzWPvDsQ86GU7/vFFo3lbW333a1s/6UIxwrVz4nV51zirPqp0fuMKbOK89w2q+5oPzc81mn/ZcnOH0Plb/jtbYtzoZTv+/En3lwhzEtP+pAR19aft3bnnnRyf/9Vmd9V/mcib/yN6f1vGMcbd2ysvaHXuhzph8529m4pfw7NO/wM5yNp/9ghzH13XOl03P9uTsdU989V5aPqZBzun97qpN6tvw9ZvZ2OOn7L3Oyb5W/C4wta5zE7Rc5uTmvl4914cdO/MafO/qKL8rasx++6my94Dgn+9WXZe3pfzzpdP/mFMfoKn/v9dx3g7Px9B/s8M3tu+s3zqbzfrLDmPpvudDp/sOl5eeezTjzp+/prLr4wrL23KaNzlffP8DZeu9t5eeyaL6z6thDnO5nnig/5tuvO/P22sMZmPVW+TFfftpZevgMJ72ofE6233+Hs+HU7zta25ay9s47rtnpOmLjr8921p569A5j2nD2j3cYk1XIOfOn77nD85Rdv95pu+gnTu698u9NauF8Z95eezidf32srN3o2ODk/vp7J7+wfE7m577ptP/yBCcxf15Z+8CzDzlbLzjOyW8ufx9u+O2vncWH7LvD3Ou6+ddO4t7LdhhT4p5Lnd7bLy8fUy7rLD18hrPp2vL9zd4Op+2inzg9j91bPqalXzoVsuw8dd3Xnr/l85zu35ziZD6fVdY++H2at7D8/Tb4zTVzqfJ+Pn3NyX78vGMbell74Y1Hnb4by783juO+904+v3wOWKbp9C371EltLH+GzVzaSc1/0+nr6ihrX7au4FzxcN6ZvdQqa+8e0JwN69c7hd72snZ941In/95fHDNevtb+prXR/1XruecaZ+svjv2n/4yezn/rGPfff78zevRoZ/To0f+hs/7/rwmO8x1wujuxAw44gDlz5vD+++9z8MEH73SfmTNn8uGHH/L8889z3HHH/cvH+vTTT3nyySfZbbfdOPfcc3fY/uWXX7L77rszduxYVq1aBcDee+/NvHnzWLhwIVOnTi3bPx6PU1VVRVVVFT093ywf8c/G+Je//IUzzjiDaDTK/fffz8knn8z06dOZO/fbQyu7r/8Fuc4eZK+KJ+JH8SqIXi96MkO2J0mmO00hngbbJDykGklV8IR9+OsqUQI+MhtbiW8ZoH9DEjNlERkRoHZsNQMbe+j4bBuMeOgRzQQqvCS39NL2SaLULvpEKsd6iTTF3CxpVZjAqGGIwTBWTycdHy9BCQUQZZFgQzXe5nrM3l76V2xm7UubS/0ERnhILon/xzK59xz9aBnUXNMsXt71Kb68r1zzdDBDOPPVX3PUk9tYtHN5C1GEP941kaHpr/jM2Q+AA3uf4sIjr+R1b4En5eGAm/W8cb97kGUBtZhhuuyzK5jy5G389M82r1yZ48e3ulHWlw56h0JXD/NvmoPo9TBi6dtc8JtNXPLBRf9WdnpnY9qhvZghvM07wGInxz3SEBoFpSyTu+nZhRw9bBmKmSN7320s/+vab5XJHbxPM1+/nD+ecAc32e0cKkQ5zQxj6wbzHl7KF2+7hD9P/z7Al7uegmMYjDllAhte3TYPKj7/kE9WR5hw+m47HdOon45j87tb2e++n/In+VecPewjPG1r6ZlwCDXr5jDnxAdKYx0c0+6X7cOC2z9zJRmiFvs8cAGYFp3vzaXlt7+n5/6bWf7YPIZ/fwTKVXdgijK1vSuQtm6AYBB97Vrm3fhBCUpsazqhkSq7PnQtT8aP4vjFF/DlnZ8z8PpCCobACckH6P3oU5wLr6O6YwkLLriV9Mo0u1+5P72rOgg3RslddDtD5j/N3EufwsqV15MM3ic54OPOg+/jH2etY17jT5nkLMK3aBaL7nuH7Ma8K8Ny7D5k1m3G31yPOmYsZmsrW2ctpGHvcei9fSS39uOvrSAydjiCVyW3fjMrn/+C7BaXZEhQBIYc0kSkKYaZzdHxVReW4VA/pYHqPSYiRaJuisMXxAlFMAMx8qEaAvFWcCza6/bEdkSGfvUi7ZN/wOm/2sIVb51TNvdeu+xdvvpsJeP2nsD48RU01QmYpsC6TRojh6kc+NopPPrIAm63O5mw5x2cftk5/Ojj08HjI3LiBZhfvgWmwcfnP4eVy/PebV9wxO8PAtxM8Q03TGaXeXdhGyZbDroQv5DBY+fpcuqpcTqo7FzOivrDGZ1dwB+Ov5A7N29g31HN3PmXp+j3TWNXaTHqp29h9PdjZrLkUwVq9tuD+eN/TuV1x5Ju62fED6dxzGNv0JPIcv+wkdjrtdJ9qptRXybRNjj3pt92JMrUPRDjvWSXLyfb2omguO9nx7LI9WXQkjki9UE8FRHUyhiSz0NybStWXsNfFcRTVYGZ00qEMrah42gaoteHJxZypVsMk3x3nExHP7agovhVRFnENm0K8RQCDp6KCIrfnWe2aaMNpMC2EX3b4MaesBdZtDHyBrm0S4DmOEUZmUIOJehFCfkIN0RLLLdaOk/Dr6+l68E7sHMu6snIaRipDLmkSc2EeirGtLDx/aX0fN6HXdC486hHeW7SU6x6bTnDZgzDzOUxswUCDVVExo1EDPhJLl3FqhcWM+mnuyKccDZbLrmKaHOMyonDkWQRx7Iwsm4ZjaXrbi1wwSWpEXx+FJ9aYpgWsRG9LnRX8nmQ/H6MRAr0AnIkjKCq6PGku83nw+jvozCQxlNV4bLQWhYIDoJtIYeCiMGQe/yEy2bur69G8HhAkkFyIc5WKoWdyyEoHgRFxtZ1UhvbEUXwxULg8aLFUxQSGTzhAL6KIKIsYpoOhb4kZkFD9nrwhDzIPi+W6ZDriaNnXLi0kUwz0JpECfvxx/yIskS2P8vAim4EScLfFMFf6cXULERVZfjV17L1jhtdAjJw+1VFHF3DNEDLm1iGjazKKF4RWXJQQgFsRyjBsx3TIN+bBEUBXFi7ntXREmm8QQU1FgYERFl0YcfxJFoigxQMogS8FAYyWLqFJFgEaiJ46mroX7GZ/g1xjKxBrNFD034TMTWLbHccbzSI7Pfx+e/eLb3Lo5PCJJalqNotQuWQMFrOxNBc6a1Ue4b06gxWLo8UUFEr/QSafCh+CQEHr18iOrIBJegn0xknH8+CVSTA8rs1ud6oD9nrwUhnWPvyauSIn6qJFURbKotyTBr+qghSJEq+O07/ui4C1QE8fgWroGHaIhXjhyH5fOh9/Qys2oSW1QnUV5KPZxnYnED2ytSOjhFqqccRXdIz/5Gnkf3H48S/XIanIoy3MkquN0Hnknb6Fw7wh/RG0qrIzf7hRMYHmXzhUdjpNGYige1Az9LNdC3pwVvpoaIlRPOxh3LkU5O57MOLt60XCjoHPnwicy54AUEU2P/Bk7CGjUMs5BCzCbAsF4kgKdhd7QiCq6DR89lSVj+zlhnPXczb0VM4dMXv+cWWn9O+Yh26PptFH97GCccfzyUnHUV92IcjSliq362jdSxMUWWVMIl1HX5SGRu/XyAcgFRWQNcdfB6BqphNbTBPi7SJ8MAWJL2AGYyhe8MEejchGBq2rCIAwkAvA58vpGvZVjo/6sQxDNSqIFMv2AtvYx1STT3eI3Yuffi/3XrvvQ5t/cp/uk/dNfchV9f9S/1/9dVX/PSnP0UURXRd/1+fyf1vhys7jsOXX7oL4+nTp/9bfcXjcR555BE++ugjzjrrrDI9XIC3334bgGnTppXaDj/8cObNm8err766g5P76quv4jgORxxxxL98TqeffjovvPACb7/9Npdffvm/1Idg6XgDSolkRPJ5sA2Tjnmr6fysFytvU7tPBbUTGvDEQhiZPLIioHhc9sa2LzaWpF7ksIyjicTXd9Mxt7tMEiMQ86AGXEISJWyixw0ERUTvMensSdMbHkDyibTs14jiU/EOlZCCIcycRqptgGxvDn/lZipHVFMxbgjVU0YSbq6ia+F62uZ2YySKuoBeh2Hfq8EXC5TVjNoFbacsxVZu53DyfKFczmPsXhOYd90n33gdZx19FxcDra+v4W9/ciWFbBvGrH+VWUe6WqkTTh1LIhai39SR0zlMOcucPy7hszfnA6AGQ+QSKa585xzsUIDqmdO5IGJz+HWfgMt7izJ8BB9f+AIA068/iNs+rub7pzRgvrKNIXtwTNvL8ABY2XKG60Ez09lv327bSOkcaSfNmSznF2INh4tRHMvCTGdpPnIsg7RNe1yxD/vfcSRb3p2/Q/2wrRvYurFD9+vuf5rxWZuTbB8P2FupEmv4xVETeWxxG7m8ew26fvUrvDUiXU+v5rRbP4bpMGLXMew3o45ZH+VZOHsBY3Zy7tPn/5kjr5GoP7GFrrpheLMOHzsHMHrCGBr6v2LWD24v239wTP6pu2KmXWbWET8ZB/ksm555C9ORkBqG89WDizDTBooqoSMjOA7Ook+ZdeHLO72uAMHaGLlQHftcsz/zPurhwAePx156JY5hsPzlz2iYOpTQGw/y4aVvAHDQk6cxf/LF7Ln8flpf/ZCWTx+nb8+j2fexytL8GrRxJ41i1d/WYaaz5PIWXzQeT3bKZOYBM+79EVMvPJQNL3xEcmsCvacXI5vHSCRRtYLLNGpoSB4ZNRpG7oqjqAKiV8ExdBxdwxf1kO9MEx3to2ZcLbExzTi2TXJTJ5ktCQo9OlXDQoiqDIaGo+sIHi8O4IgispZB6u8AQUCpzSM6Fuh5auKr+d0NB/L05DlsWLyGg47dm1P27WTZr1czecZkRo+J0NtvEAqpjG9IM6QSWgdUortO4NcvHsItP7qONV89gWGdg5bMIgUE1BHjiT92JwtvdwN/+396F6vawoz88kUe+6iRId0Zpmx8ljV/n4We0WnZ92gynhgDVNCXC6IGqoj4w0xc/BDL/vgy0zfZBOwa7t3SyeE/OJqHb70OY9XnrJ29hsbdmlECPjw+GUydkJqlYeoQ+lQH2bK484ApfO/JNzl1wUKulOoZLnipmhrGSGZA0Eq1jk0za8kPFOiYs5hhdTWYfX0k126hkMxTM2koSsjvOhuGjiyaREY0olTEEP1FqGxhDbmeJFgGZs6tqZV9HpfsSPVgyW59rZ3LYlNkYhUcPCG33EDxSy6rbkHHCSiuLI2WB9lyoaS2hSgKOAjY+VxJCxVDg5AH2yzCDNFdLdKC+9xqyTyFeBbB1AnWhFzSJlUhsMtU0DXsvFtzKlgWFcOraayK4q2rRo7FUOTF7DX3jxQ8EcL3+Qnuvx/NrV3YuSx6sdbUSKbQOtrx1Fbjr4kw5bQ9yfXEER65l4aJ9QSHNiCoKlY64waBVBEzl8dKZ7HSOWSfBxDxRf3YloWecEmC/PVVLqy8oCFYIhgaIiaoMoLg4GgFHL2A4JWxcxn0RBorryEJNpZWcCWUZGm72mcNp6Dh5LOI2K6uacGFD4teL4KkIvn9rkTOYKDV0FA9Ip6KCHI4jJFIku/qxdRMJEzyRqFEjoVhYqbSWJksGAEMOevKPxkmsmhTSObID+Twx7w4tkWmvQ89ayJKApFhg7h5Aztn4xg2lm0T2m0PRMFBwEANqMiqg6VrZPuy5PpzhOqCeMOekuyPW9sHGAZWwcTUCyUtXK0/U2KXNvIGWlrHG1SQRbv4OwfH0N1aTFFAwkRRBUzRwsjnQBYx8xpiXx9GMo2ZSoPtIHuDiB4Pemc7di4HIQ96fx5fowdBEWicVkO6K42ZziIJAbR0gXRXCi2lI6kSoUo/eo1DbjNYWZ18ViffmkBQBMKj/MjNEcx0BkfXSbf2IEoCvpgfSYbo0Co3+JPMUEilSXelCA31ExsaIzq0Gjng8iHgc8te0us20bumm3w8TyDSSDadRc8U8FcGUati2OkMWl8cUZYI10ex9AKFvgSOXqBiZA2Vu45DDAUx++M4po7cNIJcayeiLKJ4FcxUip6lm+n5xK2z1bBxdAulzqR6eAh961b0RMqdT5JEvidOZk2cDND3WSenJy4FbNRKq0RkeMthD3Pzc3Bl1lUREVQFOdXn6uMqKqSTbv1rKIqdTYNlIVdVERteh5lezKwjbkblZsxbD8fjVWmZPJamlj2orfPy92dv5Jlnn+H1B/7AtPGjcBDAsbElBVuUyRYUFAWa6qA6WECVTLYQRFMFAl6bqFcjKGcIpHuQtByWL0TOG0O0LYSCG0wULAMhm8Lu68ZIJEis7cEp8hBUT/IjYruOufPNigj/6+2/USc3m81y6aWXst9++5HNZpk/f/6/1tF3sBkzZvxTXqRvMkEQ+Oijj/7t4/+3O7lr1qwhlUrR2NhIQ0PDv9XXoYceypAhQ1i/fj2XX345t912W8nRff3117n55puRJIlf/epXpd+cfvrp3Hrrrdx1110cdthh7LPPPqXzuuqqqxAEgUsuueTfOq+HH36YiRMn0tHR8S/9XvKoCLZZjEJ7EGQFK5UpMdgOmuxzyTNsw8SwbLJt3RQG0mVOVGRkAEu32fpZ59cPUyQbySOpEnW7VuMJeUl3peiY24tjOJgpEzMFPSt7UAMeKr0e5IoYolwkNpEEcv0F9GwnnkiA8JihBCZOYPjIYdTttoktc1biiahIiqv9F2ioKpMj+q62A4HSt1RravnBGCiS2rRMGEH3S3eXtg2yE29Go1Jwp/8NNQ8z6x03e7g9Gc6gPXDbNhmcD06ch7Z0m1TT5ze9z6WX/5rMwh6W7uRc+v74Cewx8dud+Hew88Qa5llZ8tj8ye4hg81xYsUO+w1K+Bz44Y30rLyxjPX3m6z1XXceHyFG2eroPCT0kxp9Oeed2MwuapLUjb9j7fOdfHD3Qhbcuo09dcPiNew9vY7f9P0S7yG1fPTSjn0/uukA4BM617eyen0Dl+4+nzcG9qPXV0Hmipt3ej57XbUfWrXLthgc6aP6lJOwJIlsXwZfzbYxR8YHqJg0kqSVIZDtZev7O5eZARh+VAvDjj2Y1b+6lPaPXBTHp799uWyudn8WB1zUgKAIaOP2pD/rRRs1lXUvPsa6Fzdx0PsjKNQM26H/hhOOZtXfbueLR5fBi5+z67u/ZTA8M+fiVzjg/mMZeshUvrz/gxJzrjaQRt200SUPyRtoXb1YhunW4xcXXWYqRXxdB7n+ApGRAeonNxIdOxSlppr8xs30re0j1OTHE1PwVQQRahvBthH0AnYwCrKCVEgjkcbu60H0+fAaGWxRgkAI0Siwu/w51y92P0qtmwZ4KFfN+Ze3UBcuEPHEWd1TwajqBPVCG5Vti2ls2QNnncHGe57gsiaZG1Z/ziH5h4rkSG6gqu0Ll2ht5ksXYXz+IT9e+hDVnWOZ/kuXTv2LkT4y611HaWymmwG1lrzlpc6foCm9Env22yx58YsSwd0UMcBnvzuGk16ez9FnXMDJQiXHCjHUoIq/wk9seC0EgtiOiHLQ4fQ8fx1rn98AwPMz9+D8dxdyibWVy4YP5Sigf1GSkccMJdRQgWPbBBqqWfPqAjb+o5X6PTa7LK5ZHW/ElXcRJAklFiDs82Dm8qj19QhVNa5DlEkVyX9s8gM5Csk8Rt6gZkKTKy2Ei2oQZTeTZulmifxIUmU8kQCyz+NmEzXddURygzIoYklyZvBvQQRRpnStjbxRRkole7x4o+79tHQTLa2jZ3UKyTyyV0EKFGVwdJeUSlJd2RTHdlxd12wWKRymdlIzP7gaHry7jrMfmUFnbhSxUc3E17SWmIEFUURPZpGKmW7bMJBUxZVD8nkwEmk38FI890EZGjOvuUzTfpdEx3FszGwe27RQ/C45FIBtWUiiWGLaRRBdGaWiZrAgSVi5fIkFWfK7hI62YLosu5IEouCem6ZvI5gCsB0QXLIuQRARVNVd5BcKpeN5qysQ/S5zrcuobOOvCiFtrxdrWgQaqgiPGYoxkCTfM1AirBoklBFEEW/EhzfiI9WRpH95CjNl4h/qJdoSLRGLibJIIVlALErsyF4Fy9KxDAs9q5NP5NEzOmbBRPF7CNS4hJSDc0pSXTmpQUIm2auU6eeKxTkSqgvir3SztQyScZoWlqa7TrwqIykyvuooZsGgkMyTKsQxNYtUe4pCv4G3UiHT42ZhB6WxtIE0eqbA0ANaXGc2rZHcVCRC0kz0rF4KvHuCKoHqEJmeLDkKJSkvM2NR6NHJd+ko/hz+Cj8VzbWE0jmio5qxDYPE+nYCw1vIbmylkMyjZ916+6H7j8ZT4ZLbWHnNJVZTZHI9A3Sv6CCxIUOw0YepmeQH3HsUqI0ieLxYXd1YuomvMoynIkyhL0FsKFSNVgg21yLFYtj5HI5hoBcRCdmeBB6vhJ7OkWztKyOS6nAMpgSD1O1aTbC+guT6reQHslRPUlGrKvBGfDt8RwDGvPEUBTnAaZd2glnu/DmRShxRQjQN17lVFBAlHMUlFdX64jimhRQIMPH0cdimjTcWJL5yE/f85FXaR87gwhs7aRlzJlc/cgaPXT+T3z34DG/86SYE20TAwUbBlFzEV01Ep8afJiInMRyVuM9H0AtB1SDiyRIiiZrpx1Y85ALV6JKXoN5XJJ1yELQCTmIAM50h3ZkorUdCY/zEhlYielREr9fNRv8ftW+nk/uvebk33XQT6XSaG2+8scxP+u+0qVOn8vbbbyMIwnci+P1P2X+7k7tpk7u4GT58+L/dl6qq/P3vf+d73/sed911F6+++iqTJ09m48aNLF26FFmWeeihh8oyts3Nzdxzzz2cc8457L///hx44IF4PB5mzZpFoVDglltuYdKkSf/WeTU1NXHnnXdy1ln/GrzC0nRszZUQMFIZbE0n07FNmkfyuRM+3RHH0i1y8RxaWqfQp5UJwvsaPehZo0zfEdwXiBpQyA9k8VcGCdbFihFdAz2rUzk5UgbVS67MYlutSKpMbIKEbbqaifkuvZj9FciOSeKJ9SMFAgixSgITxlHbnyTVFndZHjUTPZll9A9H0rm043+cfXnIxJFsWb6e1hUb4O5b2aPmDxTiKb56ZDnrnQKLnRyXiC7cY9bxroMbWboIrvjyG9mJH1FvZN3fyrWCzZRZ0n7cmd10zWcl9t7/pLVhkMfmfLGGAcfkSbsPPyLfF6M73f+jg67mwFm/Z8u9j7DxH63f6hgznzkH66cP8UnFKJ679ydMv7MCXXA/dsNXf8iCX26T+QlURHj53I1IbXcw6/rZ39jnq3/Zlonfe4pE70038qN9JiKFgny8ML7D/hNPH4dvWAu2nkOtUNj9N8fwefQHTFBWEW6IEGyuBiAyPkjjLtXI1TVUzH+d1LJV3zjOyqkRhp17IiT6GXvuMcDLtH/U843BmJZDGxh14cm0330n3hfPZ+527Mlv+49HMBzU7fbf88p9yTWOZeTqD7jll66007KnyhEIsy94kfGnjMETUdHTObR0Adu0UQJe1EiQYE0QPZ1DT7uLU1vTkaMRjHQOSzeJDgnjrwwSGlKHUlUFuNrKieUZdjl7IoVkHjXsx5ZVCrFGFC2NI0pIWhYpk4SBXvLtXSixCL5Cgoy/CtIpxEAYby7FO1fHEE0dmEsu0oAjSoQ6V4Oh09I0gS8mnsb2BR4HPng87Te+y6pHHkVedxG+r750mVkN13ENVPtRKxQ2P/UawbooAGtf/oyZfz2DORf8lcz6PJHxAeon1+NIChkzgCA4DI9/QeHNV1n92mJsq/wDWb//QfzxB1fx8jWncOtL77M+ZnBv9VDSbSkiLe418YkFFvgPJr9mG6t/JGlyu9TMQ3YvN2/cxPxN/Zwn1uCvDFKxxxTsxmE4ikrNmlb6vkwwsKYVrShPJXtVtEQGOeBDrqxACoeRslnXIRIlN0OYzyN51JKki541KCRdTVzbtFztVttx5YSkovxPQUfPakiKq1UqqgpicaEnefQSS/LXNRTL/xaLGqQGWkankNRwLNu99gG15IgC7vs8kccTtFCKC9hsfxY7l0P2SEXpGlfPNZTOURkOExo/ig+mfsGsce77UVJlcj3uMyspoguV9YKlG2gDSSRFLjqQBTIdfVRMHFGEgMbRUxkkj4ql6eT7Uxh5NzspFctZrIJeZMhVkXxudtvSdKy8C/UtqQJ4VDdAoOml62MbrsSSEigulgXRdWxtB1vXSmzTZhFtI/k8rv6wZQHuNXe0QinDBK68kqCqSJEojlbAiA8gyBKhpmo3cCG4UkZyNIKt61iZHFIwhKiq2Jpeul6D2re+mBvI6F/bQao9ha9exTM6iL/Sj57VXZKriK94TSQEr+sADQZFFL8HNeCyafsr3BIYX0UQNeRmwO1sAbOgo0YCxfvjfscFUUSUhNJc8IS8rlSR3+MG28VtrMxGTisxFQ/+U4L+UvY3Fy9s0zatLUr3bEqjpzIY2QK5/gzprgyhuiCh+mhZ0N7X6GacQ3VhPJGAG0zRXUfTE1Kp27cKb9h1fre834ZjOOhxg4F8iuox1SixCGpoAO+woeTXbSDTk6FOUUhsdt9KskfGUxUgNHIIZjpDvrsfI+s+l7qRpWdVF/3LU3hrFMINISTFJeoMVIfwNdTi5LIYqQxq0FsKbAAEGmvcNY9Hxc6kybe2oyWzGIZDVfH+FJIFUh3JHeQVE6JFc02IYG0EJeQn1dbvMnVHwlAMaHzd/npPExu1OqYtuh/b3Kts2z43zMQMRBEtA8MXQs6lELx+9z3k2EjhME57F5nWTrxVUcJD6uldvon2hatJrsyy4sk/MPWi90n1nsvy3jiOM4nRUw5m6acvYXiCeApJBNsCQUCXfHhlk7AnT4XYj2oUsOQoPsVExMGn6ITENNF0B9gWWrCKrBrFY+VQ84kiKyKQy2KlUhiJFJ0LtwUAGqc2uNJgPg8onv8nJXL+U/bfpZP73nvv8dJLL/GnP/2JquKa4X/C7r77bsaMGcM999zDAQccwIMPPvg/dmz4H3Bye3vdifzvSOxsb3vttRdLlizhxhtv5N133+X111+noqKC4447jssvv7wMqjxoZ599Ns3Nzdx6663MmzcPSZKYOnUql1xyCcccc8x/5LzOPPNMXnjhBd59993v/NvWTzfgD7uR//iGgVJGY9Bc59Vky4dtOyzEgyN91O1Si23aJNuSJFa5UdLQGD+WZqPHTTIb84hygXBDCEGS8EQCWIZJqq2PtrmdGOlyxw0gvSbHV2uWIygraNi3Gku3Ssd2DIe2+e3k+jOEN3cRqK/AV1NJeGQLStBHtjNOrj9D2/wNFBIa/io/w49qwdRMupf0oXXrOxzvv7LdL98bf0MNc375GpVTI7TsM4Jkax8b/9HK+FPG4KsME2ipJ9/Vy4LbPufEOw6idvk8Xv8iiOeh0+nb2F1yep61+2lAYX+hXO4nOXlqmUN6y4x7WPzHNeiGzZXvnEP4/ClUTt+dWSc98k/P9ZMHljL3H19Q2VTHVecMx/6WGejvYs/Z/bSgcqgQQRQgZ9v82e6hAYVdRXdho1YoROZ8yoPPadxbcTuJV16hYa+xSKpUJmH0TXardhGHLDuHByftyuVWgeto43aphQpBZuPYg3Zw3mc/s2MfTTNrWfm7OfzpD+V6mZdesy+HrL+Tdo/Mx0U48PY24ugh5OI5etd0U3tIgGy4jnGf/J1fvdzA1E4ve6x6moRpE2quoe/J+4k2B/HXVeLoOgv+8MIOgZ6WQxsY9avTWd70AzySzpKTfkD/oiRNM2sZMmMi7R99+I3XofXdDlrfvW2n2zzTxzF12XPEnju/FCxZ+Kd5mINyR0VkwBVNd0ET3HfnRDonuGiSlU+tofHAGqr32ZX4whUsfXApG9iCr9FDeEgAfzKPLxZAlCXiqzaTmbOcre934mv0MP64XYjsMhYhEgNDR9u4ka5lLnqjctpEtM4ekps6kD/5CO+B3yMbbUKyDeSs6+Auf+AV+penqN+zmtG1tWQmHYLR04OUz5FrbWfTRyuoGFZJ/fem48suRu+L4zQ1oE/YC+m1v5Zdg1sOe5i6p3/LtD0P5+EFDzClOorV1oOe1fDXxNh4801s+sdmaveMUD1pKNpAmp5V3fR9maDz48cZd9Io6g7cw2XUtB26wy2ojkFITCFvXsWKFxaWvRM9tSqTTprC6sr9sSyZS67/PXscMIOzr7mT0z9ezJP7TCbdEcee9THDJYnk8BOZ/NsZfF4MvgysSFExKsDVaojxyzt5wO6m1dJ5o2p/jFGTme85gIGcyuFnw9b519P5VSeOZeOr8BWl2fIMmS66i1PHxszk3IBBOIgU9LtMwbEQvqybUZK9CmrAQ+tnG8j1FXAMB09MwRv1EhsSQw358cZcbdtsT5JMZxxPJICkKhjZPNnetNuPR3L1MDU367t99hTcTK6pWWipAv1fJUulKglcZlW1QsHf4EFSJbSU+w7OeyUEOYt1xXWl2jg5LCP5RKy8jeQT6aSX6KpOKkdUo6UL7H3tAQD0LttMamUXofpwKQgAIOsmXV+1oQZcORBPJECgrgKtbwAz34WZLwZm0zmyve73yhvxIXlUzLwbDJB9HjzRkMv0X1zwWfkCju1gpHOIiozs87qBA83N3AqiQL6zt5Q1FVUFracfK+86lkJRHkmRJRzTcuuZPSqIInYu70oHOTZOJuNCnX0eRJ+vmNF1wLZxdA1BVVGqqxDTGYSiU6719LvZ+XgSNRJEDofR2jtc/dOaKpRwkPSWTrwVYUJD/GjxJInNPdiWQ8Ouja7mbpE3QfIoiKri6hpn8wQb/CBJJF94FG9IxReqLO07mP0fhM/r6Rz5/hSWYeGLBRAEgcJAhlw8V3LkBiWEZI9ccnAHHdpBR0v2edCSWSzDwhPy4q+OIHlUEuva6F7RhaSIaEl3Do04egix4bVYuklhIM2C2z6nbt8qRhy2K96p08jVjeTzqWe6/YZlmvatBSDcGMNbEUZP58j1Z8j2ZUuZz+BIH7ZhkenOl5VcqRUKatBHfMka4ht72fjhGizdJjokzIpH3ybTnWfqOfu7c7tngMzGVnpWtFFI5BEkAUu3SwH9un2rqJ3YSKChClFRMHN5RElyAxOFAt76Wjdrr+toPX3YhulKWBUKWImkK+uWzLqBAQu6H7kXM19g48sby96PvkYPIw8bSeDprajVQURZIt3ajeJTqJg4AqW2li0vvc/6lzeXflO3r+uE/OyXbUAbsFdZ8D321ZesAialP0ZYuQhJknCGjcHxhxFzKejohHAEb30tcjCDWluNncuz7sVt37mpF+1G5IdHc0jrPiQSGucenuCDNWt4e+sW4kvmMqQijB2IkAnWkbQjeGUDUbDJEiIhxshqPnRTIubLMdxeR3jVApzEAIlpR5BWKggZcSL9GxD7OkHXcDQNs7+fbFs33cta0bp1avepoHHaMMy8Rq4vRWUsBqrqQlP+j5ogiP91JlcAwzDQtPLyP1VVUVV1h927u7v53e9+x7H/H3vnHS9XXW79766z9/RyestJrySh19DRgGADUVTsqFfxioooVmxg773Xey3YUBGR0EF6CCQhvZycXqfP7P7+8dszJ4eEctv7+l59Ph8/hjkzs2dmt9961nrWuuiip/RO+p+sN7/5zQwPD/OrX/2KX/ziF7z0pS/9v7bt//KRdPvttz/t31/1qlfxqle96r+6mTm1YMECvv/97/+HXrN+/XrWr1//n9reM33HRt10038Ozci6RGWiglWyDwG4QPjY3Mcb7KxqiA6ta7mohkJmZRIzYxJriVEv1CiPV/AcH80QDIFn2ViFSignklFMGXv6qSUEgRM05ZwHV3VfHbfo4dSEBMpsy6FETRRNxa5Y5AcKlHZXUUyFRGeceHsSIyskb4/9ZON/COgueH4f1bEZBu7ezlH/ejTx/m5hLjNVFPmaJ67GX3sSA5kjiVPkpOgXufeaW1lSfoCtG5cgvfEd7Fn9cgA2B1XuDyq8v7cPZeTQbllq0yO89z2hzNUN+OPNo82bS/pll1C8YXbGswE2pNe9gye8FSz70WV8ovvrbLzhfgCmBkfxj3v+s/6e/5FKo7IfGxkhb3mD3Moe3+Iz/giX085JcgJ72mHiiOO4fMu9nPuu8wH41GVHE/z01Kd837VvWcsTv96KNWZz0QmTDFVyxCWFa5Ru3meO8oneKLdc+1Y2veQLT/keB9eVuS9Q++SdnPS849i3c4zhHfsBWJUdIKj0su3fdx32dbt/t7/57+XXzaemJbh5YDnlwhAv6nmIx95zO7HWKE6hQO2J24i3xFHNCF4hj2eJRZHZHWHeqb0YmTjx3g7ceIZWZZyW237C7aGyoGVpp+geH1QLtt3KZVfsetZ5w5uOu2TOQqwx1wmzkvuGDL4BcBs1dNs4S14+9/2cksfkxjySVkRLKMQ6TbILckztFGMJvhugJaKC3VE1qNewC2VUQyWzJokci6GlRQPHLlSIDu8j5nkEmo5czoMfMLOthFt0yQ8U8EuCjVGzGWr7D6Al48w/YyVuzcIZn0BracFc0YHbMY/R1FKSF76Jh/u/ws0/v6f5mVdefhFWdYa7ntjLpasXEknFREcanwM/+RWB41CbrlEbn6E4ND1HOZJZ3CsWkjt34tYs4kuOxTNVIm4VIgbpeck518XF5y0k2tNBB0MkaqPITp1V517Kh1su4AOvPpor7t3EL1+1nmhHK366lbRewjzpFI69ssaB+3bjVB16jp1HZaLIeVMOfaM6H5dHOPtbv+OHJ1yA0hfQlyqh7Jsk3h6jNi1GPCJxHUVXGdwwRmbeNPGeNiRNw63UqIxOEalZxCI6ciqCH+bZAqJRoakM3T/avO4JBU6ZykSV3MIMqd4ckXQcSZaojBdQLUeMl5TrQrperGMrEoEXYFcEu2akI3OkyyIPVUhXD1cNFY6RC+XJNR/fDQCXwR9e32QutYSCGlewHKf5ecfGphm7d5qes9p5/Gf345Q8zFYdSZEpDBaQFYlYawxFk0Nm2sWpigzbJCLDV4mIKLOmCZ7vNzNZVXP2u4j/NgTgdIQEWTFFhm3gByIT1/eRG/OvB5VVqOBZNnoiKkZ7QnmnogtWWY2ZqPGokK4C+IGIiIvo4r0dq/k7SOFiMbBtAsfFt23csjAkA7DzJaxCheT8LvRMCi0ZxymWcUpVlEQcxYiALDfN/WJdrcKQUJZQLZt4R4bc8gT4vjjXKnUhdY5lxX16ptRsZtilKs7u3+FaLpopGHDf9XFqYv9EW5IoukplvIBdrqNFQ7lqoUJtphJK2FUkOWSVQ0bfc3yoWqFsWEc1zTBnWawpGvL4wA9wyhWKw3mqY3WS82Jk5iexp2czdT3L5sD9g8QXmSx54QlMnv8v3Lx7EYlCQCrcP9nlwmjNrljUZirkB6aZ2Dw1R5HWOD8UXT5kvCbRE8Wt20zuHKc0XKW6r06kXRfMbcIg2Z0SzYZQgu5U6oKxToqGSD0vfCJajknTvrKL5Pwu1FwWv1zGrdbEMRf4qNk2cfyUilT3D1EanBDHUOM4Dr+zmUviVGpUR/JM/+jfKew71Icit0zIz6O6Sl0CSZEpDheoTFTILOsXBmYl8f1zR6WeUvV23fpvN+8nH/zIE3z1E90oTl3EjxWKKLKCZybE3GskAoqCnIgTaWnB7+hDmRgiftBYyKbvbOT0E47m+ccXsDyNvtH7Oa0lQTyiseLSK3nFWSfy0fdcgacncRwNx1fwHJMKJpanULVV4rpDj3yA5Pb7cPbtRWtro6YlMPwK8fIo8sw4QUXMa3vlEnahRHUiz9S2PJF2nY7VvahmpMlqS5ou7mnyP65c+dnWH/7wB66+ei7VcPnll/O2t71tzmNBEPCe97yHRCLB+973vv+bH3FOfeADH+Duu+/mi1/8IhdccAHRaPSZX/TfUP+47ZK/o0p1p5ncUkbWFDJrkgSej112Dzs/qSZVWlanUTRZBMaPiwuWrCqoERUzrWFmoqT6O/Bdj1S+TG2mgme7qJFwVset4Foubt0hvTCJ7xaaixlJk5oOtM9U9rRDabhKZp6YWZJb2zFcj9hkgfxAHgCzQwTORztymPN6kOMJ1igKW3+98bCA/uBa/orFyKrC0MOD5DcLFnbVWy/EWrQWc3gn0ck8WS9A6exmLLuUW7Z2MDGV4/IL3wjX3MqOd17Di6+9lwuvGmiyjrf7JfoiBv9y0UloZoThB3fPAfFNgAt84K4rOPmeX3LPXVHMzoCxb30Xq2TRflKWVE+G3HuuJpAVzL/dwOrhb2Oe+1yWWUk2bhCv//OHKtz5P8DiAqyT4vwlKLAbi0UYSJLEe+UuvuqPca0/wguDOm9QhJR3ZOVJs4ziex7m5Lfew6lvXXvY9526/CusedM+EgOPwd6/cJvzauYDl9z4Qa7/VR/3/uZlPPftH+VXf/k6e5/7nmf8nNd+aCFDxQTr934Bb8kMz93xHF765lMZrleJ/+lPz/j69Ko4+ZbFpEuDzG+bz8pXJRi8/KXkN5fJUybWlWPex7/E+OfeR3HvMPVCrXneSJpEojtHYuUyvGIRNt5LfPT33P6JWenw1p9vwZ5+tMlcAYdlqZ+uDga4T1VX3/RGUpse4btH38lVr/TYt/rM5nk2/dBmpvfMSrcCxye5JM7MJjGnVxuysEp283vFu01kTRVGOZqGOz1FaXCCwPfJLcxCxKA+NoVqRjDbc3j5GaRqBaWlTTBSsThezTtoew6q7+AtXo0yOoZbraGlkyCXhWFPJILX1oNs1egdfYDnfLIFuGfO9wsyLWzb/DiT5Spnrl2KFjOpThSoVTyOueHXPHzRK+g+ug3PdiiNlue8duCuLRgpk3poXrT4tAHIgWpXwRYzeyBUAf1nrUFNp7DGJsgOPgqjg0jJNFPJ03DNXj53zEreeO8mfn5gkjf0diLZdcpujGLnChJL96Bu3IcaUYj3tmOXa2SXpjhjVYYT21fx+ns28/yXXsp1X/oprzg6TfGOOykNl3FKHtEOg1hrgmh7hsF2kWHs2y5aLIakKqHEtIpZr+NbdaxChXqhJkz+urIYLWnMVv2Q5l5pexVZEc22tCKjJ6LYpZowmvL95nyt5/j49QC37uKWZ/ddg+UUMlaf8q4akvYMGYuyRKzNxK0LKbUUMTjuxp/ywPMuIbDr6CmVSEInmjPwbDGqYhdc6uNCAt2xWjBxpdEi9byFU3GI5gxkVQkZCB8jFcGpObiWR3VK7G8jExeznRG9CfyiBzMWoSQ78AORP+r7aDETLaGL41BRUCJKE+gqsRgEvgC84cxu4HkougDTkqogheZKyLKYC47FkDQVuTHbGPhIYZapX68LMzFZQonoAtjWLTHrGwJwr26LeV5XGDRFUjEhZdZU8TxZwvM8yrsPIIdzrKplo2XTGN09+DNTlHfuxZopCbY+ogsJtqqgxQQQs0si99WtO0LiXLWolV36PvYV9r73cgxdDY8NAXT1mPgtGyx4c/Y3CPBsB0kWHhmKJsCrGlGQVdGw0WM6bt0h3pFGVhXRHACcSg01NLaUNfEZnEqdesFCT4nHjZRJekm8KWkWM94K8fYYWkc724rCR+G82G3Nq0U0F22yxaOPjx2iuGmUmlTx7EOvq07dozhcIPAC9LhK0B0hvTCJFtUxMzG0mIkXznkHvo9nO0RzonnUmNONtkRpW95JckE3WmsLkq7jTEwBoBiGOK5iCZiZorpvkJFH9lDP10h2pwh8YQ5nZIQ03HNcaoMVpgaqrP3xT7jn5IuB2XM80q5jpEzscp2YplJ1/WbTINmVINLXi9M5n+yCVg4wwsqXr+POR/7I4guOhdvglss2c/Z3DvX0uOFfB1G2PCjmcDM55HQGK5bB0WPITh0llQU7XD+mc1jxFgzHZu3rT8POF6mMCrWIMzrK0vE7GO1YSz3RxuLjjmL7ymX8eONervryD+hafRwvf9NpeIGE5aq4vowXSDiuhOtLrEoP0fL4rZQf2YSWjENLO6pvk6yMoU0O4k9NENg2+AHOTIH6VIHyeJnakMX883uIdbVgTRexKzbJrpRwNw/l1v+wJfOs5MoXXHABz3nOc+Y8djgW9wc/+AH33XcfX/va17Asq8n+OmEzb3p6GkVRSKVSh7z2v7N0XecDH/gAv/71r9myZQvHHnvs/+j2GvVPkPt3UIquohoqWlTM1zSMI+rza3iOTz1fpzZhEzgB3Se1o+gq5fEypX3VpoQ4mjOQoxq+JxZEkqqgx0xkXUNS5FBqIww8xE1J3JBjLTF812PGKeGUXIw2HaMlcsi871OVPe1SHi8RG5lEX3kEyrz5ZBDSOdUYpTZdozpVwRwVi261bhHJpph/2gIGYwfIby09JaiWVQXVjJDuSyEpMtXROmRamE71EzPSZCSJ+K6dYNXp2nU761fo/HlLDxOqMDgbu3ea5OnL+Ngjj6J96hE6P3kx+d+PckRvF6mLL0HetpEli+djZu6dIxVqlCRLJFYuRpIlyruqPLFrZ/Nv1aV19K9+jp037j5o4Xo7/Xy8CZD+pwAuwBFSlCQKd/klFiliZi0lKbxP7uQCbyfjzJW1//KzGS6+UjCB9/zhAT58+7XcdvqhXb3v/MkgkVjDqUev5Xjpb+RCPLLheZ/k5589n13zXsIFn/0J51/8Gj6zrA9j29MfIytHb2Kn8lKGj34RmV9+TnSibwL9qBQPH6ZjvfqyVVSnys39cfSnLufG/ErOm7iHJX/6JhPbx+aYeey5YYDFP5zHvrv2Udg0dwaquq9OeWSa5FqV0u4Btvzi8TkgY8nFC2k/egl3vefPeDWf3nM6OfDXQw3b/rPVvfVueqxd3H/kawAhh3//tpvZX+mYc8zv+ON21Phs51pNqiw4YykPb3qw+djBi8FMf0bIVvMFFM/DGp2gMlnBrrjMu+g5bHjJ15rPPf2ri0Uc2dgEET0CsTioGtE+g9L2KvH2GIFtY9QLjLeupGvlKPaObaiZNGoiLsyMfA/JriNPjWHt3sXJF3way/J43Z/P58BfRzjxw6cjTSxk4+btSJLE2myCwr5RpvdMYdUVli1eSKxdzA1Wpyo41bnH5pMN9hY872HM1eAkWiCZJpKIoGc12o/oI7LyCKiUKD+8lejkmJi3rJQwVYtMMslSS+P1Zx7LB39zGyfqCiv8AKV7PdHyGPt+fyeDG8boOKUFWVPRE1HaV8WQZBmzJc2Nl72FV7z/C1zxxgtZ9P434H32/uZnUkwx7xrtamPR+gWhHFZFjppEWrL4W/ZTm6lgFsrIui5AbtFCjShCUho1aVvRTml3dU5TJHdUCkWTqU5VgQlSfS3oCZPKeAG37uA5AsS5dRfP9vFqPpImoUTk5kLIrXs4pbnjJCAW2HpapTZiEzg+alLFyGlEkkJGLOJjLDxJI7Z4IdHOKE7eRdYUZE1pznp6totruXgLxee2SpZgIyMqWtTHSIvZTkmWcC0BNs1MlEhCPF9EIXlNmbKsaUJFZAj21rNsAR4BSVXwbRdZlVEihpASh8Bz1rRJAlVBDplSDZrsYyNeR4noQvanKqEEVUXWdaQwkkjSNGRZbgJUv1rDC+d6FVUsFL2KYOUaIFg1DNREHK9cwSmJmWIlEUeS5OacsWpGMFqzVIfGhXy4UIHJAtF6HSMIqA2NUpvIC/CejIv5YbkxJ21BEDRj9lRDsJF2qYqiRzDmzSc9rx09qlIZnkSSZdGMaE2hmhEK+0absmxZkZqeGw1g2yhZFaquSMJAT0SR5CqRVAwrX6Y2mReGYCGDDMKwUjTHBUOvGmqTIY+3xUj2ZIlkUwQDE8TbYwxuGCPZdTdHrjmHk3Pj3HXcv86eR7qKHovg1h2qA4c28c1u0dDy3eCQJriaVCntFU2hTH8G3xVMfbw9SXmsSLKnBbMtg2+7VMensQoVAcYzCZSIhl6zxDEbM0j0taOmkuKYyRcg8NEzKZRkAimWgGIea2iYqe2DTO+ewUhHmvPQDYM3gMrINKOPj1Ebnl0rNM691lUZork4akTFKtXF8S1JQo4fUWhfMx9nwSrq0SxmiwAYSjxGakWM8257EQAbLvwyhAzudeu/3WRzbz/tas78yweQZibB8whaO3H0GIEki/9pOkyO4pfKKKkqWr1IoOk461+GUZshMT0Cjo2zdw/S3u2M585mv9TFmqWQGtnBSq0T+AFLj1yH5evIgOPJ2J4sIqkIyEQdOjffxPQdf8N3PaIL5+Gk24jXJjGmBvDHhvGKJSRFwS2VqU/msUu18FoHmQXtYka6VBXz3jEznKGXhFHVP2gJ46lnaFQCqqahadrTPg/gtttuIwgC3vKWtxz27yeeeCLd3d3ceutTj2z9d9WZZ57JmWee+T++nYPrnyD376B810MzNVzLpV6ohYsFj/JoBd8VHcvGBTO/f3qOmzIIeWPZrRFtCYi3CcOQ/K6h5qxXYn43imkSuMLARmQa1nDrDk5FbM9Mm03HRQA9Juay6uMOXSe2ATC5fZrqPuF6mFoUozYdOgpO1hh8QDiXJhbNQ0mnaDnxSNJLZzhw+6PUixYT28cYfWwIu+KQ6Eygx3Q6VrXTv25Rs3tcHBhjZNMI5YE6btFly4+2seZNq5n/otOQE0kwTKiWaf3r97DGp2DpIqrPeTnJsR088bGvMXLnp1kMPNluqHrUWuaf30Px079g203ryCnH8vHHn8PrzlxLz9B9zHtVO/NepxFoOrdsPZrrFvwbG17wOXhSRu3BVdpeZfP2J+Y81pCkfkv+yCFxPc9Up931GdZ/YraT9kxSWUWS6EBjgLnMkCRJ9KOT5CAHVk1i46qXsOC9t7Pn0R0APJg+l56zvnQIwBg7MM3GHfvp7jqNSM9x3HF3nvr77+Qjw2/ioa/ewppXn8Cvf/1LXvScF/CmqSf4uNJDrzTbPTzpmjMZfdkHeO9ny/z0dbvx7t1Aet2F3HlgIfO+P8v+PZUka+eNO6kNWZxy3XqKL3gTX9uyHKqAXZ4TR/Xkquw5vCrgiZ/tRNFVajPVQ1i0yDWfY/IT7yb72IO8+6qN4sEnTTQ09sOpn38+d77zhsNuo/+8btrXzOehL96LV/PpOaudwQ1jDK04hSHgmHcex0OfF1b937u1nXVvWT3n9bUhi2i/wfzzezAzMca2jPLwFx+c85zMGuEQmuiIk+jK4lZqWNMFnEqd8liB4lCReHuM33W/kxOfOJ/Ny4VMfuj2h+l7yblEujVq+/az/XcPIckSi5+7nPpxZcEeWTbGxD7keBe7l1xAb/s8pK0P4lZrqCtXw+QY7sP3oaaSyLrO+4rvRYlHUV99HkveEAHDJMhPMbJzJxkzQsyI4Bka4/fPNLN2Jx/KM7N1glR/jMLWw8dlRfsN1r7uZEbufZzI4ztpP+9MqguOJLO0D/tnYYPJdfCmp4l1tWAPDiJpGtXBUbpX7aHSbrL0+Uey/vTr+PPFy3nTDXfz0V2jHL1rgLKqsPePwhV94uFp+k8r03L6ifgdfQRbN6LEE9yinss1X17Huy45lk9+63reTQ4I1QSby2zdt53O/dMsf+15AhjVakiqhtqepDxexkjOyt4T3TlUQ8Mq1cnvG6c2VSTekWbZxUtmnW0VSWTV2i7VqTL5gQLjW6dYvH4pmqkzvWea8pCYSTxYAh/tN9BjGnpcD9m5gHrBombKBylyZh3xe0/tQNHVUN4qJMR6TEdPCBOhIAR1sZYohWKJ+qRgZzVTI5KIYGbE9dkqWUztmsL3AvSYhpkRTsCpvlbcuo1bs7ArwthJjahEcwn0hIkWjyFHdBEVZNn4joNT8gUba0aagNSt1fEsp+ks7NYsZE3F8wQY0uIx4TIsy+B6BI4r2FpVQ0vPXjsbrsmOZSNJErKphKZT4rcJAsEEC3mkOsfECsT92CmK7p5iGki+j1+3CCzB4spREyPdDa6LWygKs8hwjth3PSoHRpvxPPHedgGMKxXG7nlUpBLM7xIZy6NTVMYLTalqoiNJrCOLW7MEs+y4uHWbWHuGSIdgz7VYhOrIOIXBGWRFQtGEfBdAT0TF72a5zUipBiCTZBlFV1A0BatUDxl1Dc928GyXyScGmdmfJzMvTbIni+T7VCZKJDrTqGaEeqFKebyMoiv4nti/kiwRzcUpDk4z8cQw9YKFmREN160/2Q4/eRkLXziPY688nsd+shF72qEwWCDVIwB8bnWKWt7Cs3xkVUJSJKI5g+L+ypxrtaRJLHpBP7WZKk7NoWVxG9kV84Xzc6VGJJsiOc8i0tOJlxdu1k5FxCVFW1Po6aRw2q7WxPxyMo5vu1T2HiAIAvRkHGPxYmFOVipS37kTa7qArKlkFrSTXdyFJMvM7B4h3pFGT0apTxXZc+t28pvFcXJwpviSixeS6MoSySZRoyZOqUx9qsh03SbuuAw/vB9JkbjvE3dx5pKFqCtPogGbJ+5/jPf2iVGg937kZLhJ3IOOvepEeGzu9VJybPxyidLWnSRX1Yn7Hp4ZR6kUoVahtleshDTPgwP7kTs6GWg9nSXle/D2ibnhwPOYvPdh1urfYceRryKwFNx0G1/74lfp7etn0ZozUSQPXXHQVYN4xCYbKdFu7Sex60G2f+OXpPuytJ6wBql3PrJrEx3aiDs6Mjvn7jjkdx7Adz2skkVpnwC5se42rOkC5bECZiZKrKtFxCAB2M9MsPyvLVluNr6eup69MdV73vMeisXiIY9/8pOfZPv27fzgBz8gEokc5pX/PfXjH/+YtWvXsnr16md+8lPUpk2b2LRp039q9PWfIPfvpALfbzIcii6L2atpF6/mYY3ZWDMO5UyFwva5C8TcUalm10eLas1/K7o6Kw0zwjD7ulgsKOH8ke/6gl01I3iWEzq8ipu/H8pqoIxnuxgpk+zCFHpcJZLUSfVkKA4XqOfr6DHRnR1+ZB/mnjESXRn0ZDSUb8nEWoR5jl2uY5XyTG6dJtpuoBoK6nABzRQSa6fmYGZNzKxJYaBEdV+dwoEp9NReIpmUmPlNp1AXLEHW91HduZtUphUn20nb8s45DN+TK9GZJvKp1+GX9vLyS8/h1OMltue76FZV/nbFN2Zz6H4xzYYXCAOhH7/hVzz3P7Ev3+R/mKt5dvOcjbpj3bv5618+wDlf6HtWz98R1NlBnaulzkP+tlAy2B3MdslP//ol3HbZv/GOV2m87VHx2I+uL3PhkwAuwKlnzePnO/YzcKDG/HaVUr5K74Ic6fg8OmeqPP6z+1k4NsOnpF4+wCDXesN8XZnHiR84lVvXf5tr7q/Q/WiMdOs45340xl/et47YK47ltBP72Pos4osa6oFIbzeqZ3PuqhFS/hTW7/fPkRT/R2rzD5447OOPr3ih+MfPjuXHYa7t4SKk+p64E+2xnx/2PSLtOgtecjZ+rcqKly/Hdz12vO1XcMysY/tDn39g9n1vuJ8zkuoc0AKCdd67b5CnqtLeKlpCwUhFsEtikWCHxj31ohXG1dR5YeVHPP6aWffCndfvJdpyD77jMrF9rNlcmH9mKFdMRkVkg+eSLg9TTyxiLL2M3tYDyNUavhFDybQgT0+J2cWoSWnrbjzLJtqWIbZ8CV5HL9LoEBPTRXIxMUt5sBFRo6wxG2lhnMyaZNOV9cm/gVOu0nfRc/GmpwjKZYz8CMVp8dxN39/IumULCAIfc14P9C/Bf2ITUzuGmT+2g9Z5nQxd8nH++muJH7/jUl7+3i9z8d2P8Ilt07zs5cdidkeoDVn0P7dXzE/2LaWQ6qMlOwDxJLsGAk5aqfK6807lHZ/7Lq9TUuQktbmQBRi5c4KlL6uiRFuRZQW/UsYdnMJ3wuumI6JbzK529HQSt1JjZvcIY1vH0WPTTbMfIAS7paaZlOf4uEUhVzVzSWKtMaYfL85h/fWshqxKeLZgOiRZxgulurIqCWOelFAGNWKM7IqNoSpNZtAqebNS6pjRdHHWTMHyNuZcrWJdMF2uL6KGdAUjHcGte/ieiLlSI0I6K6sKqqE3Aar4cFK4YJOQNRUtLphhtyKMojzLQfM8ZE1FUhVU0whjhUJG2g+a0UHC8bdCEPgCjEoygeuI//mBAKtSGK/kawSBD7aIHPI9D8L3lEN3az/cLrLcBK+SpgkWRZmNFfIdB6dYRo7oqFExE4wfCDY4HkdVFAGSQ+AceB6KoVObyFObqmAVyhgZYaClJ8Q8bmVoArtcQ5Jl9FikKQtWzYiYyw1VVwQBWlQww5Im9lFtqkh1qoxmahgpU0ieDb3JiHnhcdiYuW0cI7Iqo5niuNOiEeGe7fnUZiqURosEfkCsxRT34dAZWVaFSaUaM3FrFoUDebSoJhokMZ1IwiCSijWbJopebTozN2pq15RgP52A1NIY8bZYyOz7GGkTSZHI7y5TDUFty/kiEu5gFVnrUWlxDEZUjJRJvKtFMO6hs3bgB2i5NO7UdNj4q6HFDCKpOFoyLtQBlh3KuUU0lWc5eLaDaoTSec8lqNSwR8co7R9BiehEsqJx4lZq2KUqekxvxiLlB6bnXBca1X1GB6k+YWQlqwqSpqHGYxiaymS1TlpRqOUt9DC2yxkdY/L4fnpXLgfuakqqzWQc6fiVAKy4dCnJVcu56flFHnvrR2lQHI9/7DssvuAYzM5WMT9u1ZGMGIEiGj9y6JYdeB40zMYkD9mq4oUNHyUWJbNqMX61Qk99B7YWY8zo5i+33Mrr3v4pLN8kLefRJIesUSYrT5Gb2YW2dyvFjY+hxyIk+toFCeF5yPUKQalIYNnifFI1vNA5W1aV0DQvINpviLGEQgXX8oi16iLuS5bBc6H29KNs/5tLknjmXNn/gPnyqlWHj7BsyJMbsar/U3Xttddy+eWX/5dA7l133cXXvva1f4Lc/1/Ld30qk7XmQinwlTluxiAu+rUhC0mTiC8yibWZxFriqIbWNCfxvQDX8tCiEeJdLajxGErURG4YaASBMMJQFFRJZDB6toguauQ0NmZ8GuC0YeOv6Kowd0iKaIzGfI8146AaKnqbjlWsM71nmspkOQS1NrVpi1RfgnRvGj1uoEU1PNsXkRO2T+A5zZtpvNsk3S9+g/ZVFsXBaWKtCby6TWVoHFlVSJ/cxc4F51HqjbL6jmvZ8LxPsu6+L9Pyogvo3TNxiNz05I+fQ3V0iuwZp/Dln/2ekmUTO+LV5Gsa5inLuf1J+6LhkAswuH2Qd36owtnVZwZnQFNSBHDa3Z/ljlOu/I8dB2bimZ8U1g3+DJ1onCDFD/nbIinCHUEJJwjQJIlHviCySDOfej3wTgB2PHR44JcLCZFH7thK4K9A1RTev2YDSu1Eus48n67b/8Rd7/kzWUnlzXIb7/MH2UyNs1cfwZfCWdd5bziVj186zSUb4Yrb1vGvCzNs/cl2+s/rpu/so5+SEW1U7zmdkGklPbKFzOQGSOdg6TIyKx+YY1gE4FXr3H/e6/Ge5T56qnoiZAqfzKAf+ON2rnvHHfxy0X2Hfd1x7zyL6trTsb73FeI9rUxf8l7y4yox5hqFNOoznz6S6dWHNwY6uNQnAWGRYe0iaSWiWcGsVafKTO2ewUxHiLfHKA2X2fP1nxyi9Nj0zdkEZ0mTMNp04SyrKgc5zCoYE/tIGWm2OUvpyHYiH9iHbFvge6g9ffhTE0iaRnFQLFyNbFIYUxlR/CBgqm6R0VSe+PVDzQXgk/ePHouQ7EoReH7zOelVcbILsuy5YYBN332IdT89HTnTAkP7kQZ3N2NB3KJLYesuUquXIXf1Md61hoyZYEGuhVL7EuxAZ/NYK699YZGpI/7I15V+rvQG+M3UBC8DFpw9n8pEif43CGfHiXQ/eSlHLtMCsorvQ2skz8XLuni3JPF7f4bXyi2HLDjqI+PEUmlIpqFaYXLTTqySjaRImBMFJFUh1t+Dkoijh9KzkU0jTWCvZzX0rIo97aImFeLtJkpEANMgKxi4SCZBy9JZ9YzZHSHWaYrn+D6BFzSZY2FMZVMbsvDdAMWUMbMaRjLSBKNCxjr7PRozxL7roVgO41/+KHizmaUQMpo1IZlWIw5qRCHWEhey1RCUe47fZM0aYBcQ7seGjhyypF5dsLKypqFExH3Gsx0oVdESUWE8ZUaQI7pgRh1nTmSS77jYIaA5GOBwkHSUMFqomftbqyNZtjC4clzBHPuBmK/1fWGGU6sLJ+WIjqrrzdlbSSF8f3HPxA8IPE9I+AMfr1JB9n3kZBo5kcSbnBRS5Mk8drmOamjNe3N+n8id16IRrEodqyR+LzMbRTV0PNtpNkfcmtXMSZZ1DTVqit+kUGTiax+nMjKFV3dIdmeazLP4Lj6yJiTIB0f+iOzjRuPaa8ZwNY6JykSJ2nQNI22gRoQMWUjkAySZ0DF5nOJwAS2qhTJ0wdY2GhpGJo4WjSDJElO7JokvMqnsr4tmjOMz8vAEZodOdoHIghWyZ5HVa1fcZhNHMWW0aISI48/xBnHqHlO7pkh0Jkj3p1HMCKV9w8iaKvJqE3H8uoWdL+FZDkpEx2zLoLdkxbFXKotYo7IATkK9Jpy2lYiY93YnJggcB6dUxS7XiSdEQ6Y2PsP0rhECPyDeniS/b4L8QOEQgOtV62y74l/J9meI5DIQ+KJ5GPgEjsOfdw9juR4n9LURGamJ91tkMvbwDnJnD+B1z+foK44VCp71UCvOvn/nuafhTk0esp6wSjZaOoW8dJWQQnsOnmageB6SbAmVgxK6k2s6xJJIUoAXS6P1zQOrTuCKmXwSaVSnhqXFufuR7Xiuy7xV5xIEoEs2RlAl446RGN9JsG8HpV37yO8bJ9GZRs+Es7S+h+QiFBOyLMgVWca3bBqZ6U7NQTFlMvOT+JZNbXpWBdEwesN1CLzDx/n9I9Szclf+/6wGBwf529/+9p9+/YEDB/7Tr/0nyP07qHhHhoghNS+8gR9QGp7tFDbkwXpcJ92bJtoqJERuzRLzOpqMkQqaYNHIJdGzmWbwPUGAFDHQF7SBVcevlJEtGyVqiuB2yyYIfIxsErdmNRexkYRBsieH2ZbFqwkzFXOmRGWywu4/72u6deoplfxAHtVQ6Dm2l0SfmLWwpoXTo9maRk8lCDyPzMJSOA8cmmCYBooZQWtrQ8pkxcXSc8F1yYULbFJZ/EQGLxKDqSEyX3ob6X+9hpmzLgV+g75vK7/rvILjvnIyp974Te56zx+aN8hGhu1yAj76m1s5jySrLpu1s71u/bf5+byvsulbc7VAx73nJK761BvhRggQDs/PJl+2AWruuOnwIOep6rr13+a6a6F1XhffuLzMw08zz2sFPvcFZV4iZ1EO0/FbJpm4BGwOqhwpxeg7sZ+2T5zDhhd9cQ7DfNaPX4dvW+y/4S723DDA/PN7eGMY9VMrlrn3Tw/wx48FTMUX88p3iObBtXvvaL7+CMkkHdGY+JcL+WXu7fz4i7tJ1CfJX/s8HvvlbjGbfBPMu+/LzP+AxYOXfpDhj36c076icsfbfsOTa/krFtP1shfiR5ME+3ew/4Y7my7L/ed1M7XpUIlz4HlM/vXuZ/MTP6tqNCn+evFd3Pq6n9B7/lJ++sQf8L80d0YotSLGyouPR4nFmPj0J7BKdSb/uo3SR9bTEK59R/84jTCJxnEwHe5XPavRcWwrnUct4NHvP3CIlNpo0ygXDwXD1X11Ci0Fxp+YaM7plqiimDJtx+aoTh/eyCWzJsmCM5Yi6yr5PaPUpopijm9gErtcp6W1HX9ynNSBvSw9+UIGzKNYsLiIv3MLbqGEW60RacmitraS7m8jfcxq3JkZdvzqLqa338TyC1cwPVUg4vhzFoBP3j+Hm3k+8svv5Z7k8znrsp+w4YLPsPWT32XFWy6EWILq1q1M7pidtfZsVyweSwXiv/giyhnP4Y997+Bb127k1PNbeMv2y9CSce4CDElmnZzgen+aR762kRPft46Oc04Wc7x2HSnw2TnTitt7LvPLj7HUlFiw92YGNtzPxbk2fjo5xjavzpuVNhZIs3Kujd/+G8svLJA77STkdBanZlPYWqGStBi7d5r0qjhLnidhdraidnYTO/kU1ibj3PWePwPCsC/Wa9K+qo3pvTNIiphvjWYlvESYWWoYpI+cx0pd5cHP3o8aV0h0xAn8gOqUyElPz8uimWK+1ak6VPaLeKLyrhqV/XVaj0qTW9SCkUlQnylRGi1SHqvg1j3iHbFZ2XTNoXbX3U0WKRLX0aI6mqljleqURopMbxeRRIsvmI+ZE9J5YURUxalaqIbWdPmXFeE6K2sqsi4YVgFafeGSHI+ipV28Sg27WMar1ZEVBS1tIpsmihnBKYoYnwZw1sPZXLduh9vT0UIHZVnTxHBGODuLLIdZujGIx4QCwbLxPa+ZsduYBbanKwJYpuO4NWGg2CjFFCx3w8vCmZiGqXzISMt4oxPNezCEwN6MCFO4EBRHUjFMVcGp1Bh8cL8wq0qIRrFnu8TbxTwtCOMo1dCJduTmnD/1sUmcSh1r9xCB6wkGNyOav418WV0WAFFWFeozZcrjJZyaQyQu2LxG49qpCZAdSRjIpkayK0X7Eb0ohk51bAbPdom2JBh+ZJgFZywk1tXC7ps2MvHoDF0nthFrTTZnhhtzuYn5Iu3Artjkd5bxah6ppTHSfSmMlMiXtUr1MKtZxqnZVKerlIarJHvitJ7dih7T8V2f8niJykSF1NIYekzEHdWmLXKLM3Ss6SOSy4jMcDOC2ZZBTacEiJ0pEO3vIXBcISmP6AS+T3X/EPWZMvVCFatk4dQccgtbSM5rQ41HcctV7HwRHQRbHzNJ9LaiJ+NY0wWGHtp7UN7tU48g9Z7dTjZWxGzrQI6aoZGZRXVolNLgBF+87WFOWdjNEjNK0G/g2R57bhhgx67dpLdewdEfeR3uZe/lum1Th7x3+fGtxNet48ybPwQImfLUn24SGdLZLE4shVqewTfEnUcuTRMUZpAkweIGHqixGIGqkQ6mkDyRI03EEA79rsv0vKPZ58/H8RRuvvPfSaTbyXUuI6aXyVojxKb2w47HqY2MYc2UcGsWmimaCbJhgKoSRKLCMEpVUWJRJD1CYInmpuf4lEaLlIbLZJem6Dp6PuUh0Twx0wZmaxo5Ft45PU+4LP+j1v9QTu7/y/r973/P73//+//064MgeGZ2+ynqnyD376Di83uQ6BQXC0XBKxaRVYXMmml8x8PMmmTmZYh3CoMHJLkpvwHQ42bYORedSVnT8Ko1IcGSJWRdR1EU0bFTFGQgUMTfCUJHyJoVmoHMlZwFYbdbUhUimQRqNIIeNykOFdGzKvEOwfaWRssU91dIdNRIKgpaWytaWytB3UJJpyCRFozQ1ATuTB6vVscPFx5+uYpb3Y9eyKNmcxAxwHVwJyfxKhWU6CTqoqVUU10oQ39DNXR2O314gcSZP3g1dy9+C/aMRNyaIfA8tIQ6hwXvPLWVHVqEiutxrpJuPt4ANAcD3MZjn/j121ETMc7cdye39p96CMCVH9iMf9zhZSAHv8+zKSfwee+fLyOS07Fvcnj4W0///IeDCnUCTkuk4TDjjYs1g37D5NH5Ea78wOsh00q1YxEnvH8d9x3kLDzy13tQdLX53fb+cXDOTGr30n6MsVv4yr3HsvLkFr606hdseNEsiJIkiURbFzfd76KtqJM7+7zDft67TvhXFm27haN/8Vn03d9kw2EALkDXy17IvsXr6Z5+jHve+rM50uSnmnE+eB+5pcPPej65UitiyJpCaW+V9JL4IewwwDm/XMfV/ASA7B+/yea/7UUxZfqf20vPWUeDH6B2dLL/Fzce1rQMELK+rIZTmmUrTrrmTCoveSu5+3/Hjp/dTGlwguzSFCNjs1L7lmPSJDrilHcdXr58uM/r1fynlOuf9W9vxC8WuO3Nv2g+tuZNqykNC8Z3Zu8E2j33NRmubMd9lJeup5brRXnovmbsSW14jODAMNHuNtzJSSRVo2N1L6XhMtO7x1FlGVtXaDs+02STn83+mehczeNbdNYuEhLvkTsnULTfsvCCE1AMg64juyhsDWdyAyEXDepVxjbuoSdxLyetX0z9zUdRrooYE+mci0h8/w5K26vMJ0KNgBk86jMl4rKCu/MJlFQazbMoVmXG9CQLfYe06eA8sIWd1+/lZaRYJqt805/gCm8/z5PSXCq3EJVE7NrEE8NEO7ZjLl1K66r57Lx+L0EoCcxvLuOeaQmZqzGFHImgL1w05zune5N0HreUeuHRpru7YsqY3RFyC8PrsqYSnddN+0lZJjfmqbWKBWMtb2FNONS6qwS+gWpoJLsSKJrMxCN5AicgcMI4Icttxjk5NYfaTB237jUlp3osghKP0fOp77Hzskvwa1UUXZnD6Dp1b3bWN4yUEYZUajib2XhMbrK/cpgfKusaiqnOzoeGDsqSojTllHMqCMScc1yMuLiVWpO5bSxyhPOwjayGxlGqMgec4nmC2Qr/JqS/PpIfsswR/SAnZ79pzOi7XvMx4SrsEciCUfQsG7cu5pndENQrESET9mdKYdM2aL6HZ9kCCNsWVqmOVbJEprEizLlcS8g3IwmjCRYlWRZOxqUqkqqI7xz+hpqq0XHt99j/jlejR+Rm7JCQgQa4VdEQaLh6A5hps8mEC3bWRTM1ojmR1SopMoquocUMKqPTFIcLqBGh2irvqpG6rBe9p4fOtVMYyZCJLlabzsJS2EywJmeY2T3C8IOj2NMOelbDmnGY8fOYWSv8blKTIbaKdaySTW5xhlRPGiOTwK3blIZnKI2WCTwf1VBRIipKRPgQJLsz6Omk+D6qgtmWEc7yxRKSJKHnMiGgE+eOWyrjliuUhqYoj5fI7y9S3lUj2m/Qf8ZKtFwav27hWbZgzBPx5sx2JJ0Q8uyBSWZ2HjpW8eTqPaeT7PI+Wj/0Dcrf/5iY33Yc6lN5CvvGuW//KA8dGOPHLzyVsc2jJDrj6DFhpqeYMqohZPPTUhtwKMg1z70ARzPQ9m6BbCt2rgvPcgg8YQqo2DWk4gxBSydKvQKVMoHjIGla6GwszjupVkHzLAJZAT1CYMQoty0EIFqdZKlWZtroYOO9f2bhqtMxIhIRxUGrlJGLUzhlcf1WDF0YkzUcylUVjCi+HkFyXSRNa44piJEFScRZjlWQFIlUt5iTLg1NCQf1aAQ1aor1aQPIqM9sqPS/thpjHk//pP/yZn7yk5/8l9/j2dSLXvSi/yvbear6J8j9Oyi1qwvBFwL1GpJURk/FaF/RJuQdukq0NU0km0LLZoSphldo3ozNtoyYazroxAg8LzSdCB/zfaiUxYVHlgWb4TsC9IYzup5lYxereLaHHjcwc0mMXBKnVG3m6oIIq+89fl5TZiKrClpUx66MYVdsrOkiWjKOHI+jJJMQS+DHRPdfBuRyGacoguMDT7iHzuybQtFk0v2txHvaUGIxrMlpSgNjTGwbI9H5KF0nr+K2d/+JnrPayUYKzBu+l/JRZ/Pvvy7y+edtQr3rNgJdp+3I7BxDpZE7J3g0pRHVVHp90SE86Zoz4T64af2fuCNk1w4GpuVdNdRETNjiP6muW/9t+NC9h8TM/EeAbaP+4M/wLX+CY6UYH57ufsbnB0HAn4MC/eh0VA7NksusSdJ3Qj+XPGrwxQefYKJzKelohOiWe7Fi5pznTu2eYOze6afcVrY9xcCic/hg+4Mod/yBR665c46M7Ngrjyfym4dJp+GF66zD3J5na9eys5G2/ZVdr3zbUz6nMO9Idsx00r/rZ/+h2dvGPjK7I3g1f06D47DbOcj4aPKhPOs+8zzuevfcOKMG83rGt17GbW8S87irL1tF7phVuGtPAWAm2oqRuu2w20itiGHmknSd0EYtXyO3sFUwKi1ZhuUcscHh8Bgdo++5XXNf25Mit7S7aZT0X63HjngD73z3o1zNLMhNLuplZt8kdsUmt7CFoYf2kuoWWvXowF5aevbjaFGCag01lUBLtlHcM8To44MkOsaItSaJdbYQ721n/mkW+YFppLpDqVwnv3OulO9w51CjckelcCSdlrSEbpWajw9uGCOa20zb2oXEu1swuweoDVmMPj5I7qSjkKIxorkYU4/voiXy75x7SpkgI3H/Z+9n/rYhcgszlLZXyUjiFpfHZdM3N3FKXzulgTGyx6xC9l1aki45s4r+xHbaV62lPjbLGq+VY3xFivKHYIZ/86fYYlh8/axjaUNhbNMkRmoX83q6MBf0N4FooxrsnDNTQFMU5GxL08AKoDhcokfT6Dp2YRPkejWf+riYE2xksSrJJG3LO0VusiyhmRq+IxaXTs1B0WRxrc7EBAMcUalNC1d+Ix1pXrO1mEmsNYnvinnpWEsMPW4iKTKyaSKbUTFKEmioEfGb1QtVKpMVSntFY0vPClNDp1KHkCWSVSUETAqSAqoh2NzaTOUg0yOpOaPYWLw1wAqyLMCrLBG4Hr7jiOfK4veTXa+ZaSs1GVoBKEXEzmwztuGi/OQKgsZzws8jSeJuG94/DycNbIBd33bxLMEeN1yGAZyKLCTOho6ZS4oc2aqFXaoJxjrMUW1E+3m2SxCfnXduAD4RA+ShGhpazBSMuOOghq9HklGjJp7jIZtRoi1pZNymI63I/w2jftTQtVpXBSD3gmY8VQNUG5k4Zmu62bx26w61yQKlkTy1mZqY+a9Y4rwsltFsm1hvB06lTmWi1Jwn96yQmTd0prYNzWkCpxfHkTUFt+5ilWwCz8dIG9TzNcpjNWpDlpDft8RQdAFm3JpFaaQo8pY7kiKzN6IKdloT/iLC/VqowJSoSeDONjbcYhl/poBqChdku1imNpEnfyDP5GP55uhHtMXA6O0msG3qY5PUporEOnIEgS/ew3FQTIPy4DiDDwwdorB5ci184TwSXRkiyShSxBSy+vFJrHyZ4tA0tXydH+8ZZGlbhpPSSXbuHSfZnaQ6PZuMkV6YxE+1UHQOb3S5MXUOfdoALZX78cfH0Bd7aDEDLWYStHVjx3IYpRk8zUCrT+FXxf1NuI9LBJaQD2PX8WQVT4ui+T7e1k1Et28mWHM8SrWAlJ/mti172bPjcd7x+i8QjfgokofsO+DYyIaBJstIUhm7WMWtC5M42YziGzF8zUCmjizJBFK4ng3PrdJoGWvCIbsiRaI7h2JEsEr1cC5dFwSPpoPrhGzwPy6TKz0bJvf/I6L3uuuu+3+6/X+C3L+HkiRwHIJSEXdmBrco8inNXJKI6wmDmDCPL3A9fNsWHUhVQYuZ6KlwllOejZUQzOzsmeDbNsHEOFJEF7MPgT/b/Q7nNnzPa0qvzIyQPWuJOF4oEXMqdeyKhWZq5FbOF51C18OrC7OMVE8VNaLiVGrURibQ0xZ6VweSbSMXpgQLY1vIhiEyC3Wt6QzpWi7VKbsZQZGY393sZE8/UWL8/pmmdHVwwxgsO7MpBT3mD9vZ/4GPM/bwJCdfdyFL3/JSBjd8ec5PfNsdj3FER5azr7kEubuP+3su4e1nGdyxToCZs268muvClzwbifG1nzyG0k1w7FUn8shX7j8sKEu2Zp/xfephc+PBoEI58IhLTx+CfnNQZGNQ5YNy1yF/6zmrnXlnrGbo3q0cO+3huR5XXXMd3/7YVdgjI5T2j855/tMBXIA1q9P0DP+V2878wJzHu89oY8n734o8NUbu5sdQ7b3MY+/TglwA4zNX0HtmJwN/GT7kb5k1STxZY2V2Pxte9f1neKdDa8nFCzETEZxKjW2/3v6MQPfg8q25C5lcT0fz33t/L5jvzlNbSS9fgJzNoU8OMj7/BIpShvnHrqJz9+QhLGpha4WNWx9p/nfzt/7RNk585Nw52zzc7xFpyTzrz/9MtXlYgNdTP3s+d175RwD0ri6yC4c4cN9eVEMn0ZGkMFSgMFBCNTTa+xfi5Lrwo6Yw2lFEM00zxwQLkTCpTxdQDJ1oW4byWAGp5lGvu9i1Z/fbJ5YKYNWW38EpPT7aHXfN+fuem/aLSJ10kgVnz2d67xQjd06Q7LqDvhefg6Jr2OUaY/c+RlcySRCaCx3cHEiELuOlwAcJ7n7fzeSOStFyxsnU9CRZuUY3A9h79rDY+AMVde75p0kSL5ayXPScpbxz824uuvk+rj1mBQuGLPaXhug6cRJ9xSp6jlsI7G7uZz2dFPObroM7PYNUKs+RcU89UuBAx6MseMdlSF+4b465lNmWQUmIqCdJ1Yi2ZVCTKpG4Trw9iZEy0ePl5kysW5/9veNtceJt8aa7b4MplGRZRKd0pjFSYu6zMUd7cDXyVwM/YGr39ByDMLNDpzZTxa7YwpchNDdsGETJIftoZmTyA9OURkX+ZdxyiKTjoYGSJhqtIdgTcRli5tV3XNGSbcRiNEBpqDBofNYGMAoabKzn4duA6jejhhr3Pt9xIRBRM41zzldFrBOyAKq+5zUBrwC34rWSLON7nojPcVysUh3PFmwogGdXcSp19ETYPAwCVEOMG4mms9T83SPJKMWh6eac8ey8sYxqaBiZBFoiiiTJBIGQYIt4o/C7KmEsVC6FVyqiRSPCTTkImqy0Z7vhPkngVC2h5ApnolVDNKQjqThaIt40ynKmitRmqriWiAZqVNvyNiqj081jR8z7iqaJVag0jzvf9Q5R2WQX5IikYniWTXWqQi1fQzOF03jgBCimQiSlNxlnt25TmShhlWzaV3VgZuPNKCU1GsEuVrEKFRFT0yZMuBrNAklV8GoWdrGMW7fR4gL8VicKlEaLFAfLc7wNuo+Zh2wY1IZHmd41GjpNa0iqghOufdyaxejjI00zyqcqNanSsrx3ziy6V61TGZ2mNlOlXhRrsEemC1x20hFUJ8pkViYxUgbl8dlG67zTVjDQdSJP7I3x83lfJTGvg+fdeVHz73VXZUzppK2tk9IddxED0keuQkokcaNJFLcOnotjJNFK4i4sm6aQI5eK+GEsT1AqUldj1BJxuhITFHfu58B9e8jv+B39Z/egJw0+8qd7OfWoVZx02hkYmo9MgKcaYERRMhmkWhWvWsOtWSIXOWqK3HUjhq/oyO5BrtiSGEnzahbV0TqKKZPuTYuZZWiORygREe1FEIATvl79x4UmEhKS9L9rJvf/Zf3jHkl/R5W/+340fa5EIfADATJTSZRYVOSHBQFeoYhXF0YZWjyKpGlipjYErMKUxGvmBUqqguIHyEGArOsE1RpBqTy7gIjMdswUTSXe3ULc94XhxFRRWPTnMsi6hu9M4s1URBRFqRqafzgivL7eMC2RKY8VyQ9MY6RMOkIHS79ex7ddlJiJ3t1NJJMjskQBzwPXofV5cajX8CYnxQVPlqns2kdhMH+IE+2Tq++CpTTG0ss795LQtKaTKggG4lE5zUknn0/5hAt43FtFfe0aouFrrlv/7WcNcBtsbWntUQA8+OnZYforP3QK2kkrnvb1jff48udWMbLyJE6TEvwIwR6N4RDnqUHuPX6Jr/ljrJdSnBRLklwSp2ttF7GOLNF53SjZHH4hj5EyWbq0nesSMu+67X5WffenvOD9X2f++L3kHtx/2PieM3/was75xckAvOaK03jRXW9g7JsfJVh/Amdd/zYqGx/Fdz0Sq1ey6Qu/4razP8xJ15xJNXoB92+4lrd+/YP89Fsv4/7rfkd1X53jrz4Fo6uNwLKpT0zzwKfu5fHvbWHNm1bTfmUvhYFJSqOicz902zixFpPxt721yWo921r1eiFxTfa2YU+LmbLMssQzAvhIu97s0jfmtptS9XelWPSCd/PAlV9javcMC57fh5mJYk/N4Nfr5F90Od+6ox8zqtC/9OOc/O3dLLvjx8htHVjbtnHPh/7ylNnPZ914Nd/adzLPuXQ+3fe+7JDvq2c1MgvaGb1/6yGvPZhFf3Kd+OHT+dtHbj/s39qfu5SrmZvbbA8OYramSXYlqEwU8V2f6e0FrDGbzT94gvzANPPOWE2kq4P64DA6EDvuOOZFdLb+6n7SvRUUXaU4VGg6rpqmhmvXiWT0p2VAFjy/j3R/K4P372H07kkW3XYjbVGTrb+4Y87z3KLLg2FW7erLVjFv3TImHp1h5/V72fX777DmsjXN+dCgVkPOtRyyrUSoZCkxy/pMPVJg4pY7qay5iIGZOCvMSe7/1C3Y039mzZtW03JMmsmH8rQck2ZmS5HEwii5eJQbLzmLf73+Nv717kd53fL5vGBHwAOf38ApX1tEctUSli/pZ/EFJTb98E68eh3pzPOxIkkSW+9m0+d/echn23fjEH0fSBF78BGO3/oNNrz827hFl8rwJHoqgZISn1lLRDFbdVzLRYuZGJkEsiIxsX2C6mSV+pTT/L17zmqnZWkn0bYsQSCu05VRAa4abKGeMEPW0cKpWrh+hU6Em7I1XaE6XT8kJ73RkJjZJxjlSFInmo02pa9uXchzIymhYFAiGtO7x5neO0N5vERmXhY1ZqJEvCZwE98tJhq3nodfrgjQUrdmWTpZahosqQ3gGroYN8Z1IMxytRw0hBxZUkLJpO/NAuHwdYSgTdZUoWQKBGMrhSonSRaLTN/zkBrS5ZCRVTS5acTYYFCB5v9DyCo3pNSh94SsKsJ1N3xtY6xIiZmhu7QAWo2c0KBuhZ9VQokn0KJCDaGYBpJrYbS3CpbOE1FKDXmqrOsEgU9g2bNmX6EBklMsC2frUhlrpkR1okC9UMP3AjRTI9GRbEZaNRjr+nQRpyoAjVNzMFJmMylhZl/+kDiwtuMzGJk4qqFDEDTncOuFGnosQufRs2aZsqpQL9QY2zRJbcgS6pdsXPiCDBewK1bz94skDFqWxpB1lcDzsKdmmpnK9ekilQnRUPFdj3rBop63QmWEOC86Tmlh3rplROd1M/PAo5RH82FEloFTtTARDNrY4wcYvnvsKZVE8UXCEbpzTScdxy3HnilQHS+gWOL5hX0j+LZLbkknimlQqNaYvvUe5pkRKhMV9LjOzuv3EmkXx/TITdt5wRfv4MhkkvXvXsom4IxbLuTX58eJfugLFFJ9zMh5bn2iDW3Zi1iSyiFZVZBkhuadyEi9nbhWpS8Sp2S2YmgjyK3teJk2XCOJ7FoEqk6ARGRkF6ZTZp8/n7HcuSTfeiq5y6tMLlvPrt/s4y6/xGZ/kg1vvpjW3ASq5GIGFXxFw820o+gROLCX0v4Rhh4eRFJkFvb04LT3U49mUVwLrVYQjSYUAtfBnphiavsgWkKhY3U72aV9yBGd+tgk9YJFrDWGHhdGZlQrogGWyuLH04f9/f8hShbKln/Wf0/9E+T+HVRtuoicEeHwcnjhdm0h25JkicBxBRhEhIVLEZ3AsvFtG99xmw56vu02zTMa5hpAcxZKNiLCbTA0m5LDmSLC+IRIa1bIwMoVpDDmwa07MDWDXao1DUb0WATfcZqzUcKApEZ1ukrg+9gVF6tgE20xSM+fRo2ZTUmYb9kEloUU18TsLUC1QmDGwIwhtfXgP/4wd7z9txz3npOYd+YaEh1Jkbt3UDUAyS2veYRNn/15c05RLIrFwljPaiQXxLDaTKZuuIOlv/wlD17/1I5ON571e+466M9upcYda56HW5m1s//lom9y8a43H/b1zwbgggDSIzfByQ98g/M/pBC943VUS3vYFtRZKBlzntuYb7zPL/Npf4Qz0xl+9PYXk1y6GExTyM7jSXzNIPA95GSG1itOwTJSXFad5tH3fYwfb7iPt12+CWVkPx1HdB4W5DYALsArxz/F7o176D//JMbOfC1K4NKaaaPS0s+kGmXyoe8AcO81t3LzHZ9n6fmtKLs+yO3fPUDgBCy7ZBHxk0/CbunB1aIcMFYQv8RkqbKd9IFN7FtwNjI+SyYeRR3YwcILxpB1ndsvv/5Z/X4Hl5k2KXznY1hTM0xuGz5kgSJpIlalfW0LE5unmg7lRk47BIi9+apT+ean7+TN79jO1Td9BhBmWA3DEjmiM/n4Hkaf182dv5t1Wz7mi4sYuf0hskv7MBf0c+ZP/wUCn81f/uUhYHvfgrOJ7JLo338rt942foiLcv/ZfZjtuWau7sH1VADX7I48JcB9qtr1p4foXNtHsjtLZaJIcbg45/cY3DBG4G+i71SH0sAYyvAkiWKR8uA4uYVZ8gN5zIxJvD3RlBDGA5nRap2yZaE15icPcw4Vh4uohkYtL0BKad8wyQXdxFriwOGbE9tv2MGyFy1n6YsWsfXfthM4AVrcRFaEgVDtwDD1x7aTWBptGnItf8VirLJFx1+G+W15hqOlGNGwQ+7WHebvuonYgpOIDI40mX9ZU9GiGqkVMfpPXcLKS7vZ/qu7GNs8zsKONB9fuojVi3q49q8P0Nnfz4mDEiO/vxlFVzFbUsTOPZ+V1RqjD++i9cUpdstLWbLUJtl1E5PkD/letd/9Evvis7h98ds4/eszbPzqjYw/MYIkSyQdAbys6QLx9ljTLKnBUtoVh+pA/ZAFuWroKKFs06vb2BULz/ZQLXGv0KKzkXFO1cJ1Ara/+TUEjiXcmCtOE+AqpkxySZxIQhj5uHUxW1kP952sKsTbU6G7rtyUJEdSceJtAhh5lmBB65N5FEMXKp6I3pzLRfPBsvEtG69uY82Umm7QWtxEiwozqqaplCdYWcWdBa5++G9ZV0OgKgu1Uig7DsLYnyCYZVABAv+g5rAPsgrI4X0zBNqyKgwhASHvDhlf3xVAuyFNF+8j3l+NmU1WtsGq68k4sq4i67oApBG9CWqbkmlJxq9U8Ov1cJ7YEMorz6H2m68i+Q5KTKwBJCVk4jWXwJ1lw4K601wXNACuV60JI69A5A97lpAzS7IEXhC6QYv3VA25uXZw684cJ+3AD6jNVCmNlKhPOUT7DeLtJnpczHc3jaYKFaxSHbtcp5avkd9dxmzVSfelkBVhbObZHvmBAvVxm8TSKInOOKXhmVDVVaU6Jo5tPStmvz3LoT6Zn7NPPcumNlPBKlmUxytYBRt7WlxPzU4dU4sQbzdpW96BJEtU9w9RHs2jRlSS/R1oyThepYZiRhi8d9shufEHV8sxaaySjaLJwrgralLfM0i9UEUq2wx+4K34tTqJ3laiXW2gKEwMCPVUXyZBa06hMCTuvY1r7Q+/KBp71xSvpHFHue3sD7Pu/q/yJ+dcnj/xGyKZKkHQRt3TmWhfheGUSYwLj4J8PULV0chFs0TcKpJrgW7gq+KY9NUInhpBcS2QZCJOmaRRoe5F0CQHwxNNCi8I+Jk/yXFGnGNTBgV/As2z0NwaqlMjkGSkapn68CjjT4yS31wmvSoOyTROJI4nayhYgjyRFZACgpow9arNVIm1mURzcZAl3HIFK19GNRQiiUiziRV4HpJuCvPRf+CZ3P+N7sr/L+ufIPfvoKItabSYiAsQ87I2mjo7K4vnIclqU74kQzMbEWguaJBs1INu4L7jiJmicCGgppJCyqUqYImLSgM8N+Z/JNlvXnQkWcQMVScK4fyEFEoVo8JJMwS4tZkK1ekq9bxYJJX31AicQHRne4aItSZEnp9pIAU+7tQUim0hm7XQnEBGKhUIEimm25cTveMWAGLPOZet7eewatnPmdo9QSRh8Lljfs6uh7c1v3tx+Tp6fnQ2S3/7rSYj1yiv5mFmTD79h8eIIHGcdOjMy8FztLLxpEBs36d+YGROTMVTAdz/TN1z3L/A+m8TTfRTLe3hF/4UKyWT/oOcXEsli9vaa3xpaIRzl87jp1e8HD2ZAF0HTcePp/HMBMgKvqxiGWluzR/Ng/dVKRctnJXvZMdfL2L/lsdo2/IY1SkhmTz9e5fyndd9hx/4E1x6yWkQqhK/8vmV8NB9zH/Xmym0LaHoJ+m1duIZMTS7SmJgrgv1w6e9k9f68KU/38JRcg+r5Sjb/n0XE9u/xcqvfJhCupPpSpwDUxF2eEeSTqxhaItERwvksyliLcfy8FAnyzvytB2/4ZD4m4MrvsikvGsWLKVWhDNdVaFuGH9sas6Cv++5XbSt7BEurIAa2cOeoQECJziEgQDInLmM3119CvF165j63PXkHr+FnT+4gdziDmG41pIF9vP1n8w2Cd75wXXsWbYcgI5T8qx82zI2r3wVjw9neMkl44w/+Ns54HSsnuWV6T9w6ykfBzhEpWBmYjjlwzskH1wNtrHjlJaD3D9FPZs84ZE7J1AjKh1r+iiPFbBKNn3P7cIq1ZvAfOi2cYrDZWRFojJo0bJ6iNzCFtL9bZRGi1SnqsK9NyXyQy86eiE/+tMIDweV2Wirw5xDkw/lqYzUmsBy4L59LMkmySxoJ75oYs4+bpQ1ZjO1c5T2I/pY/KIFFAZnZsGSqjD1xACFA3nWvPoU6pN58vtE5Fhmfjtf/emvedWLz+fr/hhXKiJXul6osf0LP0KN/IzM2UfT99wuBv4yzNCDe7ErAgDE5vcQHL2OBTMFJrfuF5mcns+bXng237hvK9+dGicRZCFswOlZjWNe8hqi605j78fuYN5Vw4yqRxPE13DEWUcf1p39wU//jTOe+3tuNi9k5MzXc5SisOv6OyiPFfHsfSJmJWS9GrOdAJ7jYefdQ/ZzJCFGQWTDAFlCdRwUTUTSuXVHyD4dV4yfVEXzJvAD/PwkcpivqugykiYRm2eQ6k00JckC5Hq4dY/KiE1t1MazfaI5YUSkRLRQeuwj6ypmLhkCljJOzaE6UWjKbPUUIh5H10W2bPj5A1+4FdsVASYCL5Qox8zZed4QHPuOI+6FB5tO+b4YocFuHnNNUPQUDp2NfFuAhotFgIdnNcy2JMHcNpvGgQDHQRCaSwkWGUkSGbSJKFoi3mSFG8AXSRbAVlWRFHUuW9Pw0Ag8EeuiaQK0ShKBVSewbXxk8Z6K0jTXalQj+sh3nPA4FaaTTkGosdya1ZzhnTXICudbNdBMvclMB76PosjN8STPdgWDrQiJcWWiSmG7uH5mj0iSXZCbNeLSxTHaYH+rU1VKB6pYYzaKKTfnlBVdZeLAGHbZpe3YjIgVCyXymiGa9pGMhhf38SwBsKtTJfS63cwUFnLoMuXxMrXpGuW9Nbyaj2LKRPsM4u0iwzfZlULWVAr7RqlMVsSsryk+r97VBekcxTvueFqAG2nXaVveTmFwBqfqNDNwtbiJVqrhWi7O5DiRpEm0q03IhQFMIzwvo6Tbs+E41qEGgfd9bFbFoiZV8okeWlQb8h7xsZ2csnQx87ydFKRW0OKkXJuufffQHt2Mr5vI03VsM43k2ASRKFLgo5UmkXwPqVYRMmCrTnR8N12tPrVIiuzAYwR7dwBwe1BiEIcrnU6mHt9Fdt0Iku+hWBVxHgUB3tAgk5v3Ne83qqHix1I4qkmAhBSE1yJNA9vGr9WwChWcqkO8PYGsqc1j0SpWMdMm0VwCxTSEIsGqI0VFzm8gP/3Y1v/qkvlfNZP7/7r+CXL/Dspoy6CooRtdI6S+ITNqgFZJgnC+JvB9ZF1vgrLA85AQtvmKGQkDuGt4oXuxrIROjWEOmdK4APs+kqqFkicHr17FdxwxDyBLyLqK73nNqAnN1JtGUw1HyMAXNyCraFOfcprOniCYpwN3DpNeHCfVmybaIuRQbqWGNDGNYoiMOrOvm/KmzSJ2aNfPGdkzhZ7VuDX+YrZtkVnaN5+O1b3s+MM2nCNcOhb0MrrnALe85hE2rPkmX7v0en5zyTHAk0GuzzdufYLfBDO8Us4RfdK86zde81sYnaA0sxVZiaB29TD//J7mTJ+aiPHc6Uf4S/Yo3FLlP2Usdbg6/esv4fa3/AoQrO4j57bzoWGYxuM93gGeL6XJSSoHApvbHitRxONFC3v47ptfjOL7wn3bsAmmp8A/gBLKu7VMDrlzPvmSxP1/fkj8Bm4MWdZ58Sd+SJfuUJiaZiRSZeayj+N4go35wRN1MqHn1eKbPw39C3ggewF7hk06Mw7Lxp+A6UnqW7Zxz6fuPeT7nC0luaPV5ocTk3xO6kWSJKYeKSA9dBfRMzpYFPXJmVlu3ZKjUIS1i2yyRplNQzk23FJhwRKb43rKTFWefpazZUkWI12hMiJAULQlio9K5u2fofre16ElFKyD1iktSzsx23N4NYuxR3c/YwRUakWM4GVvgpFtJP/8Q3b+9RGyC9tEVEXURDYMUv0dvPT5HXx68y6+9YUl7Fu+vPn6rqPmQSpDTK2ytENFHU1z3JUnM/nEAXzXY8El57JZtdjzkc81X9MAV43yXY/CnkNndJ9c9bwwb3kywAWQNJnc8kSTsW8A4ifXgb+OkF3QKuI8tleJ5gxaFrcxuTHfBE8NVhRg4uFp2pZ3oER0Uj0ZpvdMUZupNuM/jjtiPkc8uIW7gzonzAiQ++RzqFEHS2FnNhUZzO6g88h+5p08jy27ZptYc75zwcKp1Ej25EjPb0fPpAT7V6szs2+GyYfydK4dRdZUYq1JnKpFYWCCU5a08YEjlvC+Tds4w0/yto9ewGi5yls+9RtOkRK8Clj8xosY+MuXm02WtuMzqAuXkk90kj7ueHrm9WKPjhH4Pm3tLdz97U/w2g9+jvfuGuBsKclr5RZS02BufxB70RoAyr/7NdlXncNgIc6qY08FfnvY7/XYuz/L+mvr7MmczcwpF9EzPEpleJLaTIXJnVMUd5RRkyrphXFkVQ7BrndYSbiRMoVxU8gSKpGayDj3xMxmvVATs5F+gFW28SyXSEuK5T//I7te92J81yPeHkOLakQSumCsVLk5AykyeWebM1OlQnMGU42ZTSVSEPhoMYNYWwrf9ajNCBMrIyXAlxIRTV0xmiI1o30aLsVO1cIOs15lTRUL7QZADc2qlIiOL7nNz3awsZUfZs82/ib+LgvmlFkTKt9xZhvGTXY3EPLpcB5VUhWR99sYBXK90IRKXK8aM8BCgiyygBtMraSHbG3o/CupszPJjRlygqAJcgPHFWC40XANAtx8gUCSSV7+KUrfeB9BtTZntKmxIA7C9/TC8aWGlLc2U5k9NkJpuVMV7D6AFp3d1sEz2lapju/6qIYWnn91qtPCnRtAS4i54+p0FSNlYkb0kEEP8BzxOym6TLTDQE+r5BZmiLenkEK33dJgFaMlQqong5EyqUyUqByoYXboJDrjGH1p1IhKZbKCosn4rk+9UGtKxX3XwypZVCaqzca6pElE+wySXfFmnq+RilKfKTO5c5LqZJ3c4gyyWmfisT30dHexbf4FRL/38znnUdvxGVqXtZMfmMb3AlqXthPrakGLRqhOldBiBnLEINrdgSRJ2JZP92d+xPSn3x6u22QkXUeNC78UOZtBz2WoF3bM2c7aM9bS1R2HgxVkRZex176Wld/9Jl40ibb/CVbotyJXitj9xyD7Hr4RQ54cQR7YA/U6ak8f9f4WAk3HM2IEioacn4R6FS9fQI7FkLItOI8+TCS2jWj/AqoPPsDE4/sgofBvM1OcJMVZJBkM3DdAx0sGBFh2rDDS0SG/az9jm2d9PZJdSTwzgSdrTYAbKIpgYWs13HKVeqEmItIMTahHPDE77dQckbmcjovILSv0mUkkQZL/sUGuFBrDPv2T/q98lP8N9U+Q+3dQkiwhaSqB4+LVLCEl1lW0jnYh6bVt/HIJv1xGNgxkMxp2ecMbeq0qGNnQTCJwHZx8sRkx0DCVAkKJU9B0sZQ0lSDwkVQFLZsGwB6fwq3Umm6SsTZhXNOQCPmuJyIEVAUzlyTaWieajbL31oFDDH/saYfx+2eo5S0UbQI9phFrjaHoKomuLPWZEnouM2e29YxvvYzn/PZM3uVKnPGVddy3tcBJH38hJ554JKu2vB/1DW+g/v1vsuFlj3DWr95K2/JeNqy6aM52V1y6lOJwnpv/NsTFa1ZyZTbHzmtu44sfF+Y2b33vqeTDTNjH7nkLAEPzzmP+299Auv8GNn71kTnv99jPtsJPRN7nLW9+gg1Pk2N7cB2cldsANPvOeCvXrT8HECB3zY2jLJMNRmSX1akENxaLlByXjpjBSxYv4A0nrGJxZwuK61GbHGN65/AhsTULXziPeS84HTUxzZmLBrh37RL2PLoDRTWZt+yNzMxsYcyapFrI43ke6dbl5Cee4AVSmjc8NoTyvZM4yngM1zoP6kVSkQpH9ZZZPHEXm6/97iGy29SKGIt+8T2m1Xb6Jh/iQ9dfz4s/9xN2YrEEsbi44+2/BX7LyQ98g8f9BSgyXP+9u/iTaeDUhKnHFz+7mrFVR7D7oPc+eF724GoYnOhZjf6z+4i1pSjuHyEDJBb3cdz7FuBOz1AbnUAJO+j5HQMMbxw8rET7yVXYWiE+vptK+yKikkRm1wGSC3pQEnEkw0BSFCKtWRakJ/jru4a5dbnYr4svmk/u/R8SHe2RrXT//jP0GgblU19AtGcB/UcM4Lf38kDuebSqeea//VKWXCFDucgDH/rhnM8wtnmY0uAzM7kNtvNgeW6j3KI75/seDuA2atO3HiPab5BeFWfs3umnnWX2aj7lsSL1Qg27XCeS0MkPFOZk37503QKuuWMj7z9jKdYdz2RFNltDt40zdNs4PWe1s/CF8xh5dKxp/KImVXKrkqgRsbAV86QzPHCYhosS0Rh7/AC+F5CZl8WtOzy0+uUcEQQsJsL31Ela6xE+9sPfMRKU2RRUOfFPcdo/cRT9T9zOvuWnA7DspevYv+Asuma2UG1fSLRaRvNc2jram+MRHwgi3Cy38QN/kge8CtcqPWx4xXean+Whzz/AMbyZFZe+BW14jNO//hI2fvXGQ1QEU48U2LD+E8AnOOGDp2H0dRNduxYv10lfcQpnxzbufOcNjI1NM67N0HN6B3pMP4SxV0yZ2kwV1ZgkCHwUw8DOF5sL9UhcRzWEy3FlokS9YIm4lpR4D88WGaypvhYCP6AyXpij3hFspoxn+5QRx1/gCPlqw5HZaM2KeJZqDadcFY6+KRO37jCzL095vIKRKhNrKZPssUitSIoZ3ZAtkiI60fYMqhkJGVQNWVdxq7XQoEZDIvSa0GIoMVAPYnK9aq2pYBLfyWnO1DYq8AN822reE4Gmm7X4uy9ye1vSTQAb+KFRU7XWNGKSlDBtQNcEgA5l0p5loxgOviwhNeKBmsZEteY4kTCSdJqy6FlfjQBnRpy/QeBTm8ijpZIkgerQBH5NHD+SLIc5xBJBEFCbyOO7vvgsCKlxI52hYZZlFcq4dae5Xxrf17VEhJKsKuIY0VRaj+hH1jTsfJGxxw8w/tgUWkJBNRTajs0Qb0sQb0/h2Y5wjw4/v2cLdUAkYZDqyZDoaye6oB9ncpLpzbuZ3jslGgiaRH3SYswZbZpedZ/UTmZBO7HeDrSWFqR4HCQZb3yU8q79lEemcS3hLl0v1JjaOTPHICo2zyC3MIOZiYYO1zLVqTKDfxtp3lPs6Qn0rEp1X53hR4bZ+4338YK1C+fcU5e95GR8x0UPVUBmS5pIdwfRhQvEsVMuY4+MIBsGkZYMkVBea3S0IcfjEIvjR5O0xsV+HFFjqJkMhcFZB3lJkzj3PcfR99wu+u/5PJLvcce6dwOgx3WSM/uwYjkxZz60l+k1z+F7Dy5nYF+eT7zY40DLmWwbT3NM1xBdhSeYNHtxukw0t4bsu2iBD/Ek1oqTGDEXIhGw9wWzDdbcUaLhsPnIKOO3Onx2+RLY4VDaXmX4339Ly+pF6J2dEI0J8kWVaV/VQfsqSPW1kFixhEK8HVsxUAIXR4shmR6KNI5frVCfzOPWHSIJA892KY8VmvFjAGYuiWoawhwulNejanhmAleL8o9awozv6UHsPyHus69/gty/gwr8AL8uwK1brYmbniwR2DZBvY5fLuOGEkZVUZAlicB1Zs2jNE0Ebwc+OA7UQUsnUWOOMJqo1LELFQJXsMSyLm5igedRGxQLVC0eRY3FkHQdOVKCEIQ0TDJ8x8GpWqLrDOLmqigiL9QMMDJxUv0xxp/CcKaxEI8vMkX+neZgpGqoht7saJ/x3Vfw0DHv4oAxzdVvOpvspx9k+Ufezsa3fwr36NP5m3wqp0tfgPE95GfEzSJI5Vj18De4NdxOYmmU8p4a6cU9pJb3c+Cv93D5svnMu+IdPFETl4aPXHs89aOWwfpv89o/v5Z7wtdu+/dddL5BIXPBeaRv30F5/ywL8KcQ4F590xvZcBNs+9U2lr1k2bPex6d//SVIS1Yx8JcP86Z3zHZzj9/4Q+4/8jVcdcpKXnfHw6xb1sf1p62lVqohhQu0aEeW6NIl1JYcQ2J0F9XxP8x57zVvWk3kLe/mZyPHcfedY7iOR2l61hW1a8FFdHERj9z+ao497nhO6jD5/G83IAOXyi1IksS6v30QSVEobNvD0IN7OeKqS6k+9hj7Htx5WOBTGbRI3v8H0i1teIMH6HlkNx3pOPeqNZbkBcCcDlzuCUpM54/hxj8Pc8K6XgDWnrqSS872WHH7J7lj1Vyjr8UXzSezsJPJJwZxLZfSaHmOwytApFUYhii6ihccJNfsmU+w4liSgztxR4aoDY4KN9To4ed7njwPC3DrOdfQeWory171HJILe0RTKZXG7+jDMZOUjuzgO3+K8fETheFR7zmd9F1yAVv1pdyzM0smuZZ1zz+G9q23EJvYg+Q6EEvgRZN0GeOMWa04Cy5g/syDzPzmD4cA1N4TF+HWbTZ9c9NhP/OT68mv/89UdV+doDvylIzvwbXnhgFyR6UoD9XQEgqSMvd2u+jOPElF5rK7NvKxoIvW/+BnGdwwxhGvX0n7Kg9noYMky9Rmani2j9pQ8QcB03sPD6DTa1eQOfNUinffy+Z/fxQ1LsCFJEm8U+nkOnWMt3z8S6w6ah0f//jHeP0bLuPRoML6sZ3Ep++l44OnEVu1Er+lk3m7bubu13+RzOIkiibTsrSTxLzO5m8kSxLrpTQnSHE+6A3xIW+QTyu9dEg6ved0cuCvI4xu2s+SNbeT37iF2EtfydILhnhgqwDnT5bfg5AtRvsN1r7mJDh/BSOtxxFZfAZHbNnN49/bEoJK4VZrdkear1dMGcVUGLx7hMyyMrmqcFB2axbTOwrY0w7x+SaZ/jRGSp3D/nkhM1eZKhPRg3C2Vg4zcCVUQ0eNRtCiJtFcXYDag84d4cNgIaslJFXBCHNrnVJ1Dqhyqh5eTeR7KpqMkaqKhq4RmZUi+76YwdVUDk4LCFwPX/FQdTF72rj3QAhQG6ZUli3ugQhgqRp6M16vIc9t3Deb7GwQhAqpoCktbrzmYIDbAMVKRBMgPASuDaOqIBBSaXxfmGdVxb5pMOuB4wiAGzonN+Z1JVUJ7/lh/m25glOpz353TzheA7iWTRBKoxvS4mb8X8P1OqKHrGwQxkppzfeRVdDjs4ZYQpEloyf0WSmxIbw69EwqzA/2wzxeiVibSSRhEElEMDMxoezSVPSEhGLoYkbedtBsN3Rs1tFTCSRFwQnnM2VFQjMNYqvj4bFji1lXXSazoJ3kkvkoPb348TS+biDZdZR6FS0RRZkq4tScUDZdOcQBWVJmAUKjmTO2eXxO01RLzDY0yrtqvKz8DeyDDDjFJSagfGAUp1In2ppCTcaR0xlQNeRSESs/QmVkkuSiXhTTRDIFKJMMgyDTgm/ECGSF1oRNNhFj5/5B3JYIkYROiWrz3D/r+rfx2NJLcX97Nfd+aENz+/n9RZw7b0GPRxl5eBtazKAlFuf5x3XyvYkIJT1LlmkqtQwHyq206AeQ8aloKdJuDc2uECQzeNEUZSNHRKpjeBWOeP1KHv/eFkA014Ig4Ev6AS7o7+KoJe3kzSIzm4rs/vM+rJJF25oq0fl9SKkMiRVLiM7rFsdzIknQ2kldjWFLBorsIgU+im+D5+HX683kDEWTm2MWjfOlMSPvO044jiehKApEY/i6ia/N9Sb5h6pGzOc/67+l/gly/07Kr9dDQwi7Gavg5gvihlcs47tC/qXGo3iVarNrKswlIsgGwqHRMMAwUJJJ/FoVSSkIljYRFTf1wEcK5cuNrLxGlELgOEi6jhI1UR0BkBtGHUpEB1me7Tr7AeA1sw0VXSPRmaTUXZ0jRXxylXfV8N2AaIshDAlaE5QPjHHaV17M5/T3kb/D4sy3nw2AJnt8ffIi3njpvfiSjKb4kGsDq07L6kWsTcWQ7Dr1A0O0n5Ql8IKm3NApV5ns6sbxfRYefSyRmSHOafsbU285jfpRS5ufZ1cw9yZ521kfpPPUVvKby6gJMcPb9+CNcMX2Oc7Lv/3enXw4qx3CXD8VC3n7W37FdevP4WrgxW84lZ9/7XfIisEbv1FixBvigTsrdCdjXLh6IV7dpjYinIJTfS1EFy9k8KgX8/3buzjmiHWcdyGMPj7C5EN5es/pRH/Le/jifUdwx2/vOGS7B5eiGPT0LWBtWgCjAIiEPUHBuh60nx56hAc+e89Tmh25RZd7rvolyy5cSmblQvpPWsKLqgV+sXEHrwzSbA1qfNofIY/Hxnefzke/+zdO9G/hos918OjKo5kAGp/25s8+xInHxjnX2EBkdA8EPonjjoF6jZn7H2Fm08Nztp3siot5s6pFtEPAKElRQJKxzAxaKoc8NREu0Dyi2SjdZ7SJz2252BUxYxb4wWEZ3pE7J0j3PkDHqUcLlsl1kBwbKeJRUVK88EwVbr8dNSmYxcqjm9jf8WZ++e27CXyfbReeyKvWXUDfvtspdS3ngLaIoVKKrFXniZE46/pn2HTZBw9h9CRNInrJq9EK4/AsQe5/V9WGrKc9bw+uxm9mjSGMZw4Ca3FJ4RN+D+/3DvBeDvDp4PDZj09XpZE8Tk1kMEYSEXzXY/juCeILTHxPKEmeinGWDJO9yy5gvhFF+d1jlLZX0cPztFfS+arVwxFfv5joyedSMVvoNwx+VZ/hit07ePCDv6P31C7GXn4NXaVt6Lu2YI3ZjIbZuWYmetgOe1pS+ajSzVXeAb7sj3Gt0suC808g0bEVLWbgjI6x/+6drFp0F0Z7C4op03JkmiUvOvGQfGYQTYd7r7mVExyH2CvfzdbCAk5641s4ruVn7NmwVeSAViwUfXYh5LsB1Dy8ms/YvdN4tk+mP4OiKTgl8XjjeEv1BmE+pYpny80c2cLeCrrpUC9aRLNRYq1hNF1TJiyhJ0zMTJR4X6UZieRaYt636vpNQCipClahTG2mkecqYmMsbCRFMJ6+6+OWyqgIR+SGAZOsq0hh9i4AgY/rC6ddIVWWm58HaAK22ViicPYTBakhH27EJfmBuAeGz2sAU6dSbzKQAIruzZnB9R0nBHoKihlBDt2RG58v8ANwwffFYt4OYwAbGcENQCxrKmo4NoQfNN2Q8QNxJQ5/a1lXhSqrkav7pJizZmRNyKC6dQfN1JrjRJ5lCwY3Zs6acoWRPI33des2MiLTOZJJIEnyHGOswPNwyxXcuo2RMmldpRJric3KmxFxO3rCDEG7kHlrcZEX2/i+APbICG7NIrOgHVkV+15LRPFtBytfFuy5phLv60TpnYfT2oOnGsiBh14t4tdqomFfE/vBqTk4de8QNYOszHqSuHWHyR2ThzSScsvSzfMM4O43f52uY9vIrEnSfVQ3Lceuwh6fEvm+mQRGaxY1nQIzBo4tWMrpAm7dRk2nkKOxZq6rFIvjh/9WKnmkUoFlPe1s3Labcs4gv6NMtN+g59huzPVJiBis2PAJ7jgI4IJYJzU8RtSkSsvqNLXpG8jEbuJj//KvTDOP1qltHD0vy2NDGeKdK1k9fivVZCe6VUSp5HFSbVhmBt2r07bzLryhAbwlfcCW5nbyeIzU6pyRzQgH8O4EgeeT31xmzw0DVKer9NbqxJctQu7qQ5VlAknCVzR8I4YlmVh+BFVykZQAXa6DYwujs9AkT1ZVrJIVOpPPjgQ0/9/38MNmTURWcFUD/x9YriwihP73c7XVapV8Pj/HUyEIAhzHIZ/Pc/vtt/Oud73rv7ydf4Lcv4OSVAWv5M66OTaYVsfBqwmDEFlVxE1VUQgs4ZQoNcypbBvfD5CjYpHXyBmUAcVxZ+VgiINI1lQkXSdwXDTHaXasvUpV3HgjOmpU3Ki8Wr0ZdaBLEr5ti+gG30dSNKSImIOSXQ8zEyU1P4E97Tyt8U11Xx1rzEY1VGKtCTE7ZdlceuweWjf8iNvD511x5WOk2nO88V/ORXHrHOdsINB0JEDv7SWTy8L0JJIs0ba8k313753dxtgMO0KGIr3mNMa6O+nYcjNrPnQ5DVgTBD6PBwLwLWO2c9jIPHVLleYs4dWH+R4HA9xFL+5n12/2YY3Z3Hjd/SRSBuvesuaw33/6F+fz4F9vbP53HzofOWEVl552JNb+cQYfG8JzfNJ9adLLF+B3zWfcbuHO393Hnb+DX69azze+1sf+D13L4n99Fd/ZezSWdahZz5NL1ZPcdscA0Zech85vsQlwCdAOI365/7q758QwHa4WX7CQ1uedw8zCE7DUKBcOvJ1v3L+Fq9Ij7MqXWSWZvFJK8NWHN7L3mGW4kk7PWe3s/PU2rv/Onfz5OX9EUhSu+/MjlPLLmXfxcazsCJDtGnY0g5EfQU/tOKRx4HsBtZkKeiyCokpUf3KtWBhbVYzyBFJFdKiViE4kFSPWniG5cjFyNIY7OUn+iT1M7RxlenfhKU2advxmN/HuFmJ93fjTM0iTk0iKQu/SKYxf/Jo7w2544UCJXt/n/k0OR525lleu92iXd3Pn8DL6JkeR2hfzxwdTDB0ocsn5JvNaLIbOet5hf9fVr1/NgeQq5peevlnx91TVfXXB7DJ7/PVKOp9SenmfN8iV+W1EMmsxys98fDZqcsc0tSERAZJaEUM1VAInoLS9+szMtaahSxb1bE9zvnfZhUsZ3jjI5EN5ZEnC+9tGkm05kobJv/itfEAe5PjP/5rPvOQI5p29jj1I6OUp3GKJo684loknhsSYwS2DtKwuH3azGUnlZXKOL/ij3OTn+c0vbmbz4DhmNMon+vsxoxq3X349K1+9jPTyBH2nLIV1zwUOBbmNuu8Td7F2psTKy6/hL5Nncvxrelm99FdMPfAY5dE8lclaM1YqcAK8gxpSkw/lUXSZWEuc1KIY048Xm4ZrTtUjuzBFJGGEgLnOPcefQm0gj6VKWFlxXUv2ZEMw6uGFrAyyjJmJkV3goegK5aEatekavuMha4owyqpYGKmocNcNszBVQyPdm6SeskJ32kjTOdp3HLREHDlqzvn+DfOkxlyuHOamB64Aow1GtzErix9AQ9khy0j4KKYRRgopzfdszsKG5UsuEDY7w7lUzwqwfNEU8F2v+bgamjzOzeINQXDdbjLCDdDcdJyWJDG33HBiDnwxexiEc7i+32RvZkG5aBi4dRvJtRl696uRXJvgYBa3kePrehiZeAhwxXYF4JUFePc8aDDPqoKEWPxJsoSejKMmReNQ0nUxUyrJuDMzIvZPV8ku6mgyzbKmiejAch2CQBgHhTnEswx42MhwXKwpETtltGaJ9HYLsFivEVh1/GoNs8sT+1KWkdMZ3GwHrh5DCgIkz4b8FM7EJLWpIna5jlW2capiHyYWRpEUGbfuUt5TQ9aEHNZzfGoz5cMaDCY6kkRSMSG37sziVOo89v3HmX9uL6mFPWI95XnEe9vR0imRZuH7SOWiGB2r1xmxbH64dQ+vWbOKFS1t4DrUb/w2aDqyXYNKAWam8G2L849ewUd/cRP7syncootbdNlbG2D5hStwd+9g6E7R0Ow4pYX2Vd3s+MO2OfeHltVpNFOjNFpk5M4JOnZ+kGXXvhtlbIClwEjquUzVoiiDu1GW5vBUA1XVUMszyI6Fr0UgJDfqE3ObgzvCJr+xpUI5XiLWEsfMmuQR17nRuyep5+v0Vy1yrR0EUdH4knwPyXOwA52qF0GXFVQlVHZUK9hNBYeMoinUZqpzZ8cPmv0OfB+3ZiFZ4XkpSQT8k8n831qWZXHVVVdxyy234PtPjROAf4Lc/y2lGCZS3BZgN+zYepaNYhooZoQIorOrpRMC6BpBM2tQkqXmTEPgOsieJ4b3IwYotsjBtW3cchUtnUAxDMEaF0pNeZJTEoZTSkQYQWmtOZREnIiq4FVrSJqGmkwgm1GCwEetVPBKZZRYDDkRF5mC1QpqzCS1sIcFz/Gx8yWmd40eYvajZzUirRql7VVG755kZmeRhc+Zz76/PsLAlRfMee7VN72R69Z/m/OuMbjl9Zv427u/x+L1S4UETVfR4lG0TKo5m9x9VBfJF7ZhtLcwfPdjbNq6F13TeLx8Ct0ffT4b/n1X870/dMqHGNr0L4wFAvJe9JJTOeuyS3BSrRR+8iOqk0Uyi7oolmS2feOeZpPgcOZT0X6DsS2zeaf/+qISffv/0JRQH1zXPvebDN76EnKdZ5BtO54v/EuG2Bd+xh8uvZc/L4xxcdfdtN34c/T2VuRojG3f/T1Db/8t8AEIt71/8y7O26zznS/9lNuKbSw4bhkLgDPCbZx6z+fZnTmORdP3kf/Jj4m85d286D01dKOF/MSD3PhrHYwc1CdxNvyNE9v2c+FV5eZvfvD3/NNbr6d2wesYV7qJyBYzTpKEWkWXbAgsDkgRHp3oRZLg/IufzwUPb+cPW/dyxUlH8PErL+MbLxFRPBbi9xvcMMYxn6+y+KY3NnNbr+a3cBOset6X2BI/kUyqSN/+22FoPwCLz1vI4IMHmszRyJ0TZNZY9J3Qj2c7OFUXVbKRnCHkfXuojE0QyaWJLVlIDAg8V7A9Vh0CHz1ukOhICvfd57ZgtmXwLJv6VJEdf9yJNWbj1XwmNg9g5NJoHe14xSLW6ASxrjxb/+2J5v4s76oRaWvhms4fsOFFX2T8Sjji+rfxze+Oc9Gbk/x29EQ8z+GaFw4wc/W7mqZmAEe8fiXJ+V3s/MNDrHj12djHnUP6L1/gtit+f5gj5/9+qUlxe3imnOrDseGdks51Si/vDA7w626Nl++oIwWHVwU8udpXtbF7l9j3h1ukPrnii0yWnLeC1AteSD3ZhheozCT76HzOOrb/dhfRtgzJn36ZVeMPYt9+M8a8XrYc8WpW7r+BF7xwOaec8mpe951becHXfsVxt23k/Z89gn3P/8CcbTRm60fvniS96WG2Dse58L43zYluuvrrr+PWD36Dr06M07/D5/iuFh4t1HnZl69n44dfzcid/8aWH22j45QWykOTuPHOZ2wkPfr1R+HrL+T5P38z4y3rGTvxYnJLj6Rl7xb0P9+JU3EO60YNMHbvNNH+Kj3HddO2vA2rZFEYLDD1SAGv5tOyIo2ZiaInDJK5TrxaDWtMfBYBoPwmK+ZU6jiVumD9UjGMbJLcsm7qU0V23bSL2qhNpFUjmhPNQt/1cWpOc9Yz8H1yizvIGoLlEsDLpzpRQClUiKSqzYidRixQ4HrCFMr3RVa7JthNN4zAawBY2YiEYNdtml41DKDUVOKguKCQyTUiTdZXzMc6aI6DFjOarK1TtajPlIT7cGh0pJoRlMbnr9XxarMmVV7dFrE84XdtRO80MnOFgVdSfL4QtEuaBh7N79oAvooZaTamvbqFWrPwPR85ncMdHWpmBEuK3ASVqhnByKXEfSol/lvSNHE/j9uzHhwh0FWign1tbFPNZYVhkKaDHgFNR+2eh1YpQi1U/tRrVHbuRUvGURNxooGPH0YTyWYEPZ0g8DwKu4cojxVwLdH41lMxEqefhZPuoKqZuIpBIEkkpvehVEtg10WMoGXht3bj6VEBcH0X2a5i799PZXgSu2LjWi7lsQpu2SOS0VANEfkVJHRqI3a4nwMqEyVG75trytdyTJp0XxrP8amMF2g/ajHqyWdgxVs5dfkfKO8bZmb7AHbFovP45ej98wnqVWp79mHNlEQjIZeClizn/vQvTBYrfOfh7Xzv7a/kxScfjZTMEVQKBMMD2GMTVIbGiaRiXLhyHu93XH7+lx2cIwt/E2vMZuTRATJHraReEOfv6N2TjN49iZ7VOOvnb8Yv5PEqVSY3bkeSJVqOXErfyVO4NQtlYghqNbTh3Zze9Rcmc0vxehZSj6RwlAhpz2HXuz6MVbJZ+bKT4MijkRNJHvrSA3PGUn7rz7AEgx5XY+zeaSRthviCuc2m/OYyj25+lMXjBdILOtCiJnJER+9oR2o7iYoTwVMUYkoVxbepDwyR3zsmVFS5eGgQZmOkJOHybs3eTxoKicAP0BMGbjKHpcWR/5FzYp+NXPn/Y6b3m9/8Jn/5y1+Ix+MsWrSILVu20N7eTi6XY9++fRQKBVpaWrjqqqv+W7b3T5D7d1CSoSPVNeSQZW3M6TRckBsukb7joiTF3EsQOig2OnSEcg8asUC2kNV4pXLTyApFQTJNFF0n8Av49TqyYaCHrs2NG6ysR4TjpS6iKHzHEVLlYFYSJkfCXD5CwwxJCiVcgiXWUklUM8LUrqnmQlUxZcwOnUx/GkWTKWyvYI3ZlEaLKJrMqZ9/Pne+84bm75J7/AF496N0L+3H2X8DgRMws3dCzFmaGq0rejB6uvDrlnA+TMbR2lqRsq20zBQY3DfIgt4uFnT5bDsI4P7iPb9nyxfOpC9a43lSC98PJll58VupP3IzxvLl6Mkobs0iccrJtD739ez68VxnWIBbXn4fG26CzlNbMZIRVEOjtF0wyR2F7Zzzhb4mKAU4EFgMbP8BkyO3UStPccRJLyaZPQIufyMVIJs1+OlX7+CG1iyfvPpDdNp74d+/ydBt4zxVffRbHq/8wqrmfx99xbE8/MUHufPkdwIw1PjDty7laiBz8XzW36gyOXwL0cQC7PokEwVIjd0GHDtHjn31TW+k/4nbGeR9TFlJ7nrUYMfWCfITo2Ta03zsFRVUz6aopBkYlSiXXU588Hbemo9ycfsSVhhJrC2bud0vkkRmHoLBWP6KxejqXqIPf5fXf7uD51+4mAVvWUt5V437nnclx77zdPTWnFhwT+XxamJhnehMNEGumlSJZsViOnbccRjPfT0T17wRzRSMTSSXRu3oJMi0ILkuTI5S3bFbnFOGgZaME3V9Yu0Z9LBx5NsO1aky1phN2/EZOo/sA2DH7+8nOz+HmUuSXrsCr6XzkP3wZKn3Q4tfy59OfS8bXngzp207j4G2djIb/8LA6CwLeOxVJ5I8+SSCqXEWnXsk8uKVmJP72fGnQ/Nx/6PVYPf+q+UWXbrPaGP0vslnjCQ6XHVIGlfFF/D+zQ/y7vRCTq88u9tNdkkX+aPyT2kWljsq1WQmoTECIZgFY3gHLb0qnqLjzcxgdupURqeJUOdA2zH0nWwjWVW6/AGq9/8NNaJyVHuKv718LV96/z7+D3vvHSZJWa7/fypXdZ6euDOzOQc2sUvOIElFQRQ9BswBcxYwBzCgBxMqoog5oChB4pJhCcvCwua8szs59Eznrvj7462umWGX4NHz+3rU57r2UqZTdXWF936eO/ywoPOa81/FN4IksyZEeQEsvnABm67bStVTeeqpUdRjf0QLQvpw9OdOIjZjFjedfzLSySfStfhCVm75KdsdjSPe/DE+fN1NvCYI0NMasWyM3L4ci7c9QPNdd9K18IQX3CdrXvtDVrzvMbLHHQHxpDDjcXxK+6rP+zp7RDgqq4ZK4PvEm+OwEkaeyVPsL4kJW1MD8666lvypp6DqBfS4Siwbixz0J+o/3UoN3/VCradgSmTnpSmPVFE0Gc3S0CxNSGFsFy/MWA08kc+qxca1rG5lHFC7VRtJLkWRUHVKrRSmCviOMz6l9YPJ7sJhHmyg+yjV8Zz4uvYVIAhjdQjpw0AELAPGjaEkxjWDTkns24mxN/VJrDCvciZpeevfpf7/66/T4zp6MjZu+AgQTpclRRF59zVbfOfAR03EwffF3x0BnF0Ppl36LfZedAHYwhCpTlmua4jVmDVOp6/re0OPD1lXUeIC2Mq6jlRPZqgKRhhmTLhAq5qYpEkSku+B6wgfjnBiLrJ7VXHv98bp1L7r4dfjYQpiv2mWhpVNYDZncVPNOHocX1JwVANbsdCSLeiqjlLOC1Ary+B7yG6NQBWMHiU/QmW0IByjIy21hGLJuFWPyqAdXQfcvEt1qIbT4uA5PmpKxQu1zIk5FtlZjaRntOAUK1RzReyxIvrebcSUndiOi9mUEfKCUlUYnQ0P4pXKuKWKaG5URSzVgzv3MzBW5MGvfYRv33wfb/7Wz9kzOMql1/6J8i8uwx0eoTo4Qv7AMNpwnuyMNpZKMe4J8ryEdHTcyqpCedc+eh8eJDbDjOjT2UVp7H37RGbx0pWkhnN4jos6YxaJ6TOhkKcyfQlqrUg13oSrGLQMbCT361/T9LIzGJh1DJ5qCNd7x6Owt4fc1r10PdKFrErIoY/ClqDCRipcKrdH9Ng6Y+ZQNbh1kMAPsBriKIZGIvCJSSVUOTX+nTyH2miB6lglysD17PKk86PuWl5vCNX/W9Y0PD2GoxhoeIfchn+HejHGU/+X64477qChoYFbbrmFbDbL2972NtLpNN/61rdwXZfLLruM3/zmNzQ0NPxDPu8/IPefoIKqjVsoCu1rzELSRfSArIeB3qG9ejBh0VG/KQeBhGKFGp/6zch1CCpl/HJF0IvCG2r95i7F4mimRVCriYiDwBcmVyGNK3Adoe/VVCQtgVTnzIeGAoHjhiHzAX6pFC46RASE77jIgGyamB1ttK9oRzUHomB3PwyeT05Josc1Bh7N4bsexYESe259PNonS9+xhI0VYeZw9AnTsNcLammhr0h1qEas1aRhloM7Oka1fwgjm0Y2DZyBQZRSCadQZnv3ILMySY5/+NJI/2kHPn/63ivw3ArDQwUG0mkYg8prP8RDksblZ76a00/NcpzxAG3lyRf7iVPcatd+5p4/k7bVC6j0D4fGCgLkvvRzYj879hgL7nor7/ML7MVG2fMHsq3H8YcLj+DyfYcxb9XCKDpg+RsXceuZV5MfHOGij4xw42UKa5/lHvudby7hAx/dGP33/i17Jj1+x8t+yTU7H+STN7/tkMdZ7vd7uCwweFjK0lccZHdbE2/xfsWa1/+YTz36Ibhtsht05W3nseR95+OveANr1+xjtE/QuOPpOM1P/hWvcxbV1gTLZ6eYGesm0dfG8ZcthpkLcJ9+gs9/+VfcEozxFrkJLbyJ7rp1L8s6ruCcp98C9PCTb/Xw0eueQD92EfaIE+mQjv7cSRGFT9E14k1x9KxGdlGaRIug1uX2DpHtF5EGvhtg54uYjRnUmXPw0424VgrZqaKGbqSKoQsH8QmadFlTI1O3ZHsDVkcfdsmJDNbqjsOZJQkWt2RRC8XnBXwrP3A4/o/eyoNXPSX2lTfG3Y+3csTy5cx/5X5mnVqiNloktWwJQSyJ3y2YDtJAN9U9eyc5Ff9P6x8BcOvlOT7Nh2cPGVX0YmqVLDS59/kFTuLF37SmHzeH4fVPHPIxSZZoWd0wSZe776HdJDofwR4rIuvrSC5dAh2drHzfmfjVGgPIbBxqZ6T5LBZVH6dh1yOsCaew9QbYeWfM5VbvIxQf/TiXlHfyJaWTudK4jGHTdSLa6HOXPMoP/nsBs+/7LPeEj3U/sp0Z6RSNr3stX939CpaMqSyatYw5xWG+9flP8b5LvshINsvXTliOHteFtrC3hzv8Ft77y7ex5g0/ecF98uT31jNvYIzmpbOQNZWBzf0v+Fu7eZfBjcNImoRiyMSbY1gNJopVoringlP2SDpiGWBlLayEMBs0kqagKdsusiqHIDegPFwMtdKmiFFRFbKzmok1lnGr4v4hKLLCeMip1herPrWCaFippqB/MmExF3jC3AhZRp5AZ5R1DTm8r/i1ccq0rCgopoEUxvRIhnA/V93weYEfxQUxkUFQjxSSpEjTG01SnxXLUwf2MB45NO7CLBbmQRAIWrQ+vpQSNGUJ1VCF8VIyJqjDoVljPWqoTtGV3JD2XPfZkAQ7yy2J5o1TquCFSzVJllAsI3L9lWTRXK47TwPC4Cqchvt1d+kQ8Mu6Lmjhkkxg14Q+WVLBroEigCuKIlgX5RJBqTAhxaEyIYNZxi8J4zAnXGc45RpOqYqRNIk1JVF0DSOTRE0mCOwyuu/hGglKRgPlII6pJ1HdKpLhoPiiUS45NdTSKEgyUrmAP9hHNVfArToRTVw1VXzPoTboHOSJUemuUeusImsKiQ4Le0TEGqqmQrwljdXSiNUmk/J98T08DzeXo+/RzcRb0qTmTMOaajG2eSe+7aLGLTG5DuVbkiwx2COuO0s6W/jxhS+lUYHv3HgvlwK3/vUBjmxK4pSqjB0YC88HhVVSnOv8ydfQsa4Cyik67ce14tZcFENm4SuXE585lfK+bqyONnqnHUX7qjz+QB/oJr4Zh/5ejOIQrpUibzWTqgzirb1XOE63zqbHa2e6XqNhRhPl4QLF/jF2/VkwY1pfN5vNvcM86Oe4288zDZ0jpRf2TUjOj6GaqmAoVO3QVGqAVGWAmNaI7alIBALkjolc7Lp7d910KvAD3JqH5/goGqFmV45cvX3HIdBMHMVA8Z+/efcvXS8qQuj/bnV3d/Pyl7+cbDYLwOLFi7nxRjHcUlWVT3/60zz88MP88pe/5Pjjj/+7P+8/IPefoOzhHG6hhGqZKDEEwI2JC48wzlDH9TeFYpS/J4XYVlLr7okiPiiwbYJwQSCH+Z5McKPE80DVkJIGqOHN0/NEkHitSlCpRJl+kq4jaQqBY4+7QyoKkq7jV6v4VdGNl3UBpP2ajVuzUVwPJZmgYe5UAj9gRBumcKBMEOY1qoYCKRFdYqYthjaPTnLRbTxyGeu2SjR2trF8VhXngSqqqaBoMvaIg55WqY2V8Lfvo/fJLtqWdqAnY4zuHUCPi+bA9r5RTizBgxePuxHf1lKm3NePoliM4PH0mJiu1QgNPtwyn/vwf6HKMtvfcR4zz31/9No7X/MA79j6VvY+vQM7X6Th019A69/OA2d8mROueBkwOXZo+5NfZoM/wpFSgqM/9Gv2bk1y8ZdOgaMWw5mwb8veSc9/+0dP5JpvCjhe/tG3DzpOOq/7KB+45KfcdscQ29dt4d2fOGFSvt5rhr/N1e5y7vzWE1wW/wa+bVPYsY/13xkHCzMlg5mKwTvcPZx0yivwegWoko5cHD2nDnTnvvwI1vzX1Rz7+OGUxsQNq23WVL7yjiprFvyYU657M2PNx5PUarT1rOf3q77NAw8MEuvdxX2/+wbP9HdztpTmPGkc3MTaDR7/+lrmffrrbF8naL/6sYsO+q6xww4D0yIY6KXa1Y1TqtB53BSS7Q3oqRhe1Sa/bg+PfOFGTnnTpaiWDp6YwKDpuFaKmpFCR0I1TKwZU5HjCTEFq1aQS2W8Ugk7N0ZlOI8WM7CaM5EBk5XtJdGSiLZndGORHTetm7BoP3RN3NcAo3IT8biKvnMDD373Po7+zDkkTl2Er+rIvfuo9Q+K6A/HEXFahzAz+39ZfQ8O0XFyCy1HNkSmbv+T2kaVX3pDXCA3Rg2P56qex3cx7YRFz/mZ+d0lkjMmR0y0LWlFSSYYfHgzXWt6WHLhKMZ7PsaTU9/GCvVJxjwxQRmrmpi9O3nm8p8d9L7N37oS7eNjHHvOdYzc+0ou3X+AT8lTWCnHo8bP6g2/4uJlr6frNkhtuRH4HQBdt/fQdfuNHHVpjktW9MOgxPCa++npGuL8RVOJvetVvP3qP3L48DDnV9Ni2uk6HL8gj11axoLXzZnENnmu2nfffgLfx2qIR8yGF6qJdOhKr016ThxZlbDzPuW9VezhUQCsBgvJVYSOTtcEaAknYWISHFDozeM5PmbaINYYJ9aYxGwUrB2nVMGtOnhO6C2hKsiKh++Ja6tdspFHiiF1d3KkTzQB9X18iEybQFBspcDHs73o/iPHVaTQ/EnSNDGBVFXkZApJr4qGbTAOaOt5vIHnjWfBT6goKzcs3/XDzxcGdXUQrjgusqJEJk2SX586i+e7jE9z68ZPIlNVANF6fnH98yMfjvAeD4K55ZZFKoIfTrSVMGJHT8TQdAk1Lq7HkqJETez6/bme5Rt4nlhTxC1hAKUo483xWlXcvx13PMO3Pv3WdZAV/EJ+vHHuOKJpXv/NHAe/WhVTu1xBaIFtl1qhSnZeO0YmGTlV+46DOjqEoumQkZBjHpIUYDhFlFoJuVYBxxafZVeR8rmIiWYPjYjJas0NGwcKekKnlrej66TVYSBpUjQJ9RwfSZHQEzpaUsUecWiYkSE5q1PQsv0AKRYHw4BiHq9coTpWRY8bognQ1ILvbsMpVTCasygxSxhjAfgB+XwRXVVQ8qOU93Xz2ZXzeN9KkZf+wdsf4cdL5zNF1yj1VtDT4dqtUUEbnHxeWlmxTkm1p+nf1Ee5q4rR1ICcTBGfZ+LNESytaudCTFkRU+7SGKXuPtSRHLKuMyWZoNY7wN6HtjDvnefxkHIU5ZLKXKPMaF5MUO2aw6N+kRuDUTb8QiQ76Eh0ovNuuQX5Oa7HE/0qrIxBqiMdMRo826U0MEbDyH5i7TNw/AQBErJnUytU8UJKsu960fXA9wJ8T7A7Al/BKdciKYFnu+g1GxQTL1DxpX9f4ykxJfrXneQGQRABXIBp06bR399PoVAgmUwiyzLHHXccd999KMHf317/Abn/BKVlUmgxDUnVkMNJLr4nDCkQQHWScYbrIRlyNIXFEB1JyqXoRiebJnK96yyFjpSaFNKRwht8qMeJaGCSjKTp4r0kWXxmHTj7ojOuJJJR/IEcj6MkksI8w7YJyhWUmAWBL8DuqHB2NlIxjFQJp8mjsKfMnp0H0LMaelZl6pGdZOZ0RHl7G68VwMfLF5h6mMoxF03niLFbGPN9srOylIaKNCxOoegyvU/34lZdrIzBaNcInj3A2P4CRkpn+nFzKMgBbU1xmjuztC3t5Mlkmp9/61c0tbZDLU+QUzEbLdQxj2Qg9slQrwCZJ83uoPX4lQS1CsdcdjZaNsPu39zK627+Badc92Z+86b7ufLuHPGGi1DOvJp5j30t+j0vvu2dcPl5vOzmx/nm966Fzgv50zX38/r3n8hphd9wjyZNogZDOCX+5rjh0NM/fQaAmS/rjHSc5z39Fnj6gfHX3jb59ZdfC699zwkcM2eE4D6Phy69kcQ0k/SieEQZn3F2ByVDpvcP21m+cR33/X4yPXaiJvfii8X/L1z9Xb5/2XdpdHrZfM65bL5KLCbuvvBnwM848cpX8LqNb6Nn5x/Zt/XHDB64nQULF3FFZgYLipOjGUY3Fln6jiXw5efu0GWWJOg+7Gwe6JrFUNxnxmmwtOkAMzfeKI6t0Rzl3V1MWT6N1PQafqVMbawk9F/tbdQaO6laDUhBgOzWQFZg1kIC30Ma7KG2r0s4lnseo7v76F7XOymKIjbDpDJSoTw0eZL/fCBv+UXLaVixiKBms/kXaxh4NEfTqgyz9t/Na//660gPPvzkFqz9PcI9vVLDKVXoefIAscYY2dktHPnJ09Cam9h9/d1RLvDzVdOqDPD8WbgvVEarjtWsPydoqlPmW45sINWRpuvebnw3oPXwLJIs0ff4MG7efU6A7uSLnC9luS7Yx0NekZfIKY6UEnRI+kHPrX9edaxGvDlObEYl+m2sDoNkZwwtpuGUHRpXphleP0ZyfozGJbNxxwrRubLhhxtYnfgesTf+gEF9KjN/ezEL29vYc8K7GYkdxZTldx70e64/7ALee+9Wvv/V+0ke/Qey1uf57Pa7OS1IcaacZj4mP9qwnJXh8zcuPAcQmdGrLv0v/EIed8Xx7E0vpC2/nYbXtNGwYyPr//svNG8uccGsTr50/1PcPn0KP3nDmQC0XfkWhm2XhnmdnPq703E7ZiHbVUq3//WQOcC1fpsd1+856O+Hqmcv/kFMdmt5m5YVWdyaR2WkgucZuMUipaEiuhZE0TBa3Iymc3apRq1Qo9hfodJdQ0uqNC8DMx3DKQqaqqwqxFsTyKpMbaxEolU4+I7uH2Wsq4AW0/Bdj/JwEc3SMNOWmOCE7r+C3iyAYX3C61Wq+LaDloyL+06dHux5BDUbH7EmxPOQDFM0byVJTCprVXzbFm7LoVuzpCj4lQq+O25kJykKiqZG+t86ONPiVgRYJVmKMnAJ9b6KoYMk49cErdgN3dwBjHQcoyGJlkygJOICgOtG1Ij2q1WCqht9T0nTUACvUsMezQuDyNCJ1mxIosRj+LUKVmsWOQgzRUNKcn1yLWla+LcAWZOjBncd2Po1G69Ywi0PCXq0Hwg3ZU1DiY1PuwPHERmxTVnRBHddwd4ydNxiWXh6FMtUhkap5gpoMREjVAdAgeuFGak2sqqgFcqYgDqlA8WMk8l3kQH0fVsJSgXRkNA0pFgct7+f2sCQOOYKZUqDBSqjgm6vWRqeI+itE3Xoyc4YscYYtWk2XsgekGSZdEea6ScuwupoQ+4Q8hNv/14GH30G1TJwKzUKfaKxPmXlTLRkXPw2ueEoeko2DQLfp7yvO3Lx7t/bQ0yWefqauyJWWbwji1sqkdA1Lt66gx8uFDKG5gXNVGMGt+ZzrJbGm6bTzmgn2ZbCq9kkO5vxXY+hdaM88PFbmHF2B53HH8amK2+Y1Pg/7vIzUWIWRmOG2uAIqiQj2eI4blncyeiC48nIZRbqB7AevI0n1x3g4UaJn23vYo+fY/Xc6VzzspNY3WAx/Nu1lLc/vxlgYqaFkdSpFWzskkNmRoto1OgqXtUmt6sX57GHaH9JK05sEQESBAGeLaa1TrmGZmlhBJUX5XJ7jo8e16gVaiKTWZFQdBU9kyKvxQn+7VNg5YOacP9K1draSnf3+Npm2jRxbu7cuZMVK1YAoOs6w8OHjgn8W+s/IPefoOS4hWQZotushk7IbthZrucHRs6IWtSVRpJAN8PXBGICTKiR9TyhNdJ1MekNfPxqFUnzwhukAopw3SMIxOd5gi4mmdbkz5al8ctOuMBAlgQg1g2kwBef4dU72jKSKiYVkqKgxUWuXuD7VIdqkZGNFtdway59T+ykMlpl1unLaDtukL4Hh9h/93pOP/1pdKeEPNgtzD/UuuZLxEZolhaF2qc6Gyn2jjCyfYzhnWPEGntotAwGCxU2PtDL5/bt5ZY9PTSkk+SGevjQKau54o5HyKoqqz2LjKLScXILWQQVaUVbI05PD/41n0OSZMoLjkRW7wDgJb85hpj/VZ555EaWHH0K6cblTD3nJMzPX0HjQ3+gsGUnC752F4nMQuZ98DKmbTmbPwG/ueo+Km+5AH55AQsvWPicx8MHLjmeBY1zqBVqNH3xy+y5+U2HfN7xXzuLBz55KwA3HfM7rBUr6bv+W+y5by/3hgvbZwOXvX/t5onQNfTI+R0UN++PHlvxvpU8+T0xjb74tndy4pWvgFXH8/R7v8jyB3+MO5I7KJcQ4L4P/YVTgt/xUWkQSdaZu+IT/PQXn2Rk+dGH3O7ml74Efixo16f+9WLWnH35pMdHNxZZnO8im5jOlu02ff0BgzOnceaSM2ka2Y5aWE9uVy+e7TLtZcdRvu5LpGd3oDQ1QTKDVhxBrYrFgRQE+GYc2anCWA6nr49K/zB2oYxnu+R7xg76TuW9VcoIbeuLrey5rxSup/t3M2XFNOLNcWa94wIGO1cw5ZSd0ZTOrdp0PbQdzdLITMuG1K/xKVIQSgIm0h+fr/K7S8TajRecAD+XizQI4HSo2Ktn18CjOfxVAdlFaYp9pTPRid0AAQAASURBVJDWagDiZmSPOCTnx3CLXjQ9dAsl7mg8nPMwWK5M51f+EL/0h/kpQ3Sic7yU4FVyFvNZN3XVVKiOViI6bttxTTTObsJsSCLJEvkDw+y9q4vEHIvOVR1IqoJbnrxoc6sOy4r3sj+7AsXQ6bp1LbNmzGF927msePWr4EdPH/QdX2rdxVWyiV32mTb3M3xkgcsXb3yIu7w8h0kW1/3xTNqe+R1jn/kEdslmzqtO4I6ln2N/9gBTBjcgeQ6dg+upJFuRAw919iLmnrmTdZsf44Mr5pFffCQ3/+V6buov8jbPxa3aWI0pocNUVcrJKTxSXsHhb1pA57pdHFjT/4K/y/NV29IWep3+SdNcLa6RaEmi6Cq1lirFgSIPrT4O3w1IT0sK13JDw2hqwKjZ2PkiynAe3/XREyrydAnVVPC9QGSnIyYxkiyLDNm4NR5RF+a3FnrEdUhQFoVOV1YVjKSJW3MjOqpqaqQsMVGTJElk2AbjsUQAkgKEHhWyLOP7AZLrITmOiNDzA9GYdUWjOAAkVxL3TlWJWE3CkVmcE2rcQq4bXtUZTyHAHb+nKRM0r2F+ru/glCv4tvgtA09E9ZhNGbRUAjkeR7YscY8GJNcJM+7DqbU3/lm+E5pm6VroIu0hKV7oVAxjV3xERAtJMpIWToID4d8hSaGRVeALPW2YzeuVKwQV4ShdN+XybRff88Z1mGG2r6QqIWAXgFZOpfHLJQHIQ/DuhcdDqXdENCe8AA0w0okI/NRGi7hVG6cirkdGsir04JqGrKro1RKUi9hd+4ReWFNRMmmoVSns6oquzZVcmeJAiVpBJDFo4TFXK0y+VtWPJQBZU4gndGKNCRJTssQXLxRDgMIYdnc3o1v30r+pD6vBigyRtJg4ZtVEDN9xqe7uojw4Rqw5jT00gluqUOwZFtTxisPwwBgmEvntRSRNRpupkcjo7H77q7h8xVxee8cjnJdfT0rVKPx+K304xDSVN8qN0TbLikTjsnkoyQRIElomxdSBIvvv7CU7pw0lEWN0c2HS93zsG2uY+/LZGOk4sqpgTW1HntKJkhhCsQaoeTZzyuvRtz7OTXet5VO9u+naVuaVp5/ED974Oo7vSCD3deEOj6AvamHX9n3Pe+2QNSWa3hb68pHxnGLoKKZJvKVMcX8f2eEu4okZeCgEqo5qaiIb16nrbYXbdVD18F3hBC8rEm7NDRs5Cpoq5Ae+pPwH5MrSC09y/w8bTx111FHcdNNNPPHEExx++OHMnz8fRVG45ZZbWLFiBZ7nsXbtWpqamv4hn/cfkPvPUrIkgCeA6+JXxqdIkiQTSGE8giyMOCRFEVFBmi60NCD+rhlITg2/WIxu4EiSCEUNAnFz1cLXRpPe8KQK6lqA8cludLJFVt8ekSeALIvXSsKwQo7Fo6mvbJhi0gzEZEH5sgplJFlmwB0mMztBLBvDrTrR9GX68TUapjdQKwitRnbbA8J0ZDSHGrewGuKYaQvfFRqowPdRDB3V1EnOm4mkKqRnjlLprjG0eYS2mMmv+/r5DZDao5BCxhkrcviZX+KGrVczTTdIEWCFdvWlxZ1s/MF1AHQPj+LZLtaxx7D+Y19jycpj6Hm8j5OuejVf/lOZJwIBFKulHtKNyyGexJV17nnHr8kHHnlvFzOWfBhp6y3sX3R8ZEL152sf4NbPlgi+8VKeesmXuGudxns3vw02i11662eK3H/sQno2rOebV/Uw+KmeSfFFEyfAZ99zLhdzK5t+uwVeuxCYnLX3XFVokaAPcoUK2oS/O+/9PKe+7FF2Tz+NpwemcKMPCxpGcEoOXbc8RGZGy3O+52NBiXRC5aQ3PUD/nhF+fafKxRNAc71O/Pa59Pzh5ui//Z6uZ78Vbcc1YXZtYv7i2XRPm8qevRUGhhxysxpo9j2cwSHhdJm28OevgOZpOPkRfLeCluvH3/ykYBxkm/ATGXGMjgzijYxgD+ewC2XKw0XGDoyR25Q/6POfq4xWHcWSJ4FiNaVy4g/ewiNNr2S+uo0Gu0rjkZBZmGfnvHMYrKRpnJAD13LUYSQ7+8h3DTDaNUJuzyjFnRWREZg0oslHw6xWZpztvuA01x45WJd2qHoh4yirwyA1Pc7oruLzAt6hdaNiCtEu4bseg1sHJ7kvF7aV6Ty1FW+2T+/9g0iKQuMpRzN891pmeQafUTqoBj5PBWUeCYr8Mchxr1fg00o70ycYPTXObqbQl2egW0xbG6Y3YDWmkGSJ8uAY23+/C4BFr11MZsnc8DuO/y56VgAFHr2XmUtGsSWZkT059J//jhmXLEcu5Fj9iaN5/OtrJ32/4i9+yuWXX8O6nTH+/PNHeM8bXsXsW3pZF5T4kt/DzRv2cvvHx4BL+eF35iPvuY29vTJzG3RGGufiSwptux/ClBVkt4acG0AL9ZMNms557/kDax9byrrePK8cyWGmLeJT21CTCahWkAKPex6p0DVrCW/71Hs4sObzL/jbPldVumsUOwvMf8VC+jd2R9FouQ15zLSBlQkpr6pK40nH0veXB7GLdmQEoyYT+KY4tuogzkjpJFo1VEPFrbmUhkpkphnCUCq8n4gsWWFG49dsEqUqpaESvuONT2hrgtoq9LsedsnGc3y0cGGsQGhEVKfwOqKZGk5lkRk3o5LGG8FyOLkNAl94SNT1uZKMpLqRrAZZAl+iPr9UYhYKhOZPE0BuCHqlOtW3Dnzr7s81G7dcixbzWiyGloyhZxvGWVmGKe7t7mRKdB28Tyyh2Q0nr5KLrGkC2AYS2sz5uF07x5lXCJqzpGrh9wkIAin6HfxqFTs3JuJ9wu2NJq5yaBrpegSI7yxJsqBVJxNC4oTQ4brF8fiXQlc/1TFxvUq0pvBsYWxmNWVQTOFOXcuXsUs25ZEytYJNvMmiOlYWTQ3HIXBcqv1DVEfy6MmY8NOo1vBGx8jtFk0dSZapFUUD0C16eDUftyojKxKBNz51rpfvepSHyjTNayI7pw0tEUeJi+aC132Asa27KfblKA4UqRVsjKQeAWPf9aKpvFeqMLa3j9H9IvaoNlaaNE0u9BbQR1yGbYdRzWXOkiYSLQniU7L42eksWvcY35A6eajRwczEyG8aoVPSeO8vPs2uN3wv2t7snDa0adMhloDCGFK+QNuKGey/s5f133mCoz6T4KhLTmRsdy+bf7ENENf6oR0DzH3ZKiRNw69WYaAXr1AUE+H9z1Bcu5ZP3/Iw33tiK8ctnMnvrvooLatPQ/EdpO4NomHheaSnNdF5apVC76FjlgBhQNeYwMymUA1VxPYlLRTLRE0YxNoaGdq4l2z3PlJThsjprTh6XMgRNGWSIZtX83HzHl5l/Hj3Wl1cRULRBVNCjlm4Uhh/Gfy7G0/9605y3/72t3PLLbfwhje8ga9+9au84hWv4PTTT+dXv/oV27ZtY2xsjB07dvC6173uH/J5/wG5/wTllypIeMhxojger1gSmiPLEjQnuyaoV4qCVAe1fhBqZtQQbDohoPUjTS9AUKuJ7nFdm6So4qZbnwSD6DS7jrgRh8+Nqg58/fDCUwe+ngd1gwBZhlgcya4JR1vDhFgcqmWUeIx4Zysxz8NqEsZBTsVBNdRJLnLdj+0g1Z5hytIpWI0p/NxwGLPgoSUTxNu8SVl9XkgTI6QRmY0ZmuY2k5maoThQ4Ot6A0+O5Nm1todMoPDloJe3yk1cd9flNE2Zyo9WLeHb+7roDyr8xBvk1u/8ninpOPFUjFHHQ29pQT/mlYxt/SK1226kaVGWM258CXu3/DcjdaQf7qffJ9/D4zflOSMI+LE/gIxE45TjYevBOZhbksdy2fY5DK1ZB8C7r/g4h982k68uu5m7j/08AD1jFoP7eia9biLA/fE7boL9Qk+7+LXPPRVOzo8x+9R56MkYQ1sOsO/OA/zXMfO465Eq77rvCa4/5xg6kjHaTlrNmFvhl7yJM/2NnOPcT751PvgwtrQVzdJILZjF1JccOKQ5UldQY/HsGbRMnUr/nhGeXPMkyqKDLy/qnPlkRnKc8tOjuCp5Kbx6weTHUyqZqRmqW7YwPZ7khDkvoTHdiudLzCptQHr6UfK7u7Ea4qTnTEWSJeKzl1FcdytKMQdjI3jFMko8HjaAFORSHr9UFIu+Qpli/xilwRL53aXnBX/1KWLTqgzN85tJdDSB77P1pmcod1VZ8Jp5tBy9DOIJjsjdjDw2BIU8Xj6PkxtjVve9zA4C7n7376L3HHxsE/EpWWLNaQa3DUa0u7HNJWRtGDMdw8ymsaZOwcimGesuTKKs/W+VPeLgTfHJzE5QSlaeM5YGoGftAPFOkXN6KIpzsb9EqkOAHCVmcuRffxLlTQOYksxRUoKjSLDSj/N1v5fNQWUSyDXSccEg0fqE42dfnsAPMBsSEcUQQj3ns/SUAM3LGigPjrHpd88w9dinaVk6i1knz8fIJBlWEtg7d5CYN4tVH/FY961xyn7P+r0sKz9AetEKjv3KQti2HkWSMEM5Q+XdV3CT/Tse/uwa9t0GjR84nEVv+i+2j7QwWprCvNYibZUSWmE7aDqjD6xl+60iU9lMWzQkPFaf+ib+9MuP0ym38sbjZtJ8+AIC38fu6SGZ2Uy1Mp8nnxji0XNfyfHfeJwHL/krjcvSDG8Y+5tNxQYezTH7zGVMOzaBrEgR9bwOeBNzLFKzmlnyg+9T23UKqiwotHahjNI3iO95uKWK0NvWXFRDFbKAuEElV8Yu1YQZUj3DNgjwbRctHhdsH0nCyCTITM0wsns4BIgBnuNTHauNAw1v3H3VrdSi6B5JHgdtgeuBCnII0LyKjVcZdzJGllEdR+hKwymwX7MF4EXkz1I3HJJkJJVxtlIEfseBdeTIDJGxYn1K7NdsvBA8yqqCGjPQYhZK3EKJx5CtmHj+RHmQ545Pj8Ntqm+3JEmgqSHYFNph2ZCjx5EU4q9+L2Pf+QSS70YTY0nXIxptHdgHfoBXrmDni/ih6U89s1dSxw0ofU+AdEVTJ4B/Ndp2cc2sO2AHeJUqo10j4l7Q0YCRjlMeHEM11DBGqYpTKFMaKmGXapSHq3g1H1kRJly1sRJOqUp5cJRCXx49bpCU5Si6sDZaoJoXOcpCzy1hpHQUXRFmgIBqqshaAGEut6RJmGkDt+aixTRal8/GmjNTUNLLFdzuAwyu20zPk90YKR0jaaKaqmCGKRJu1cUpB1SHR1E0sY3lkTJjewqohoJqqJSHy2JarEjYRZdjijF+hcQ37V5+Pm0OpmUgGSZtH/0Ctfe9ltmSyeFNTcw9+zAe37qWU27/NL/030g74yA3s3wRbus0AkVFy+dwiyViHW3R44986T5O+NY5TDljNiN7hiPjv/6HR1j4hjT+sqORKwXkagm8fdQGR+j94018/M51/HFfD184+xg+9tH3UGqbx4gUo8HtR8oN4VXEfot3tNCZTlDo6mds89aDrhuKJaPHDbS4hdHUgCTLDG7qwinXUIwqaiKG3pTFs3dS2bef2Pw+xhqbqWkJ9GQMzaofY3Xna29SM9YecaIoofpzZCuGT93l/B9nnvh/riTp//Sk9oVq2rRp/OpXv+LKK6+kpUUMTi6++GJ2797N448L89mVK1fygQ984B/yef8Buf8EVRsYQjVUFMeNIgW8ag3JtgnCv9UNJfA85CCAQEfyA0Exrk9ZfREdVA9Zl8IQ+okGHH6pBHJFgGXTIrDiBKpYXNYDvjGt8Ruz64h/4VQW30dybLDtyLCinkMqxZNiG1SVoFomGB3BX7yK/qUvo63vKeS929BaWkguXYzT348zlkfPNpCe1c4jX7qPA2v6WfKWLKnpU3CKJZyBQaEtNg2UdAormcCv1pDjMeREEndwgPK+bhLzZuGNjuGWK1jNGQCaV84H32dppYb0vQv4y6q3ggfXBqMkkgv4aVxi6cpZNFeL3NM9yD7FZkEqyVMjY7zqsNncunUf5XyRBDDjbGGeNfDV2/Ev+SV9+0SO6RRN5/pfv5P3fnI/V18h9LTym4/mnp/8nHkrP0sy2xH9xvXM38v2fIjBw8qcdcs2fvFdARafXPJqjn9wC1su+X70/PgJCydNcJ9d7/jxyw/628k/ei0oCs/88JZIo1nYVuapbU+x+mNHku/J41V8em48wCcTWT6Z1Xjr0wf4w+9/R5M/QPy2n5M4YhkH/KnIbT6JYi/67o1kXvUSguYpSI7N1OOHKA+XD4p36Q0c5jy5n08d/mY2feEPXPa5hyeBh3qteelXWfKWhQy97lLe0/enyJ0WBCDPTEtTGiox+KfH0G57kobpv+eE5gxupcZDIb20aVWGprlNlLoHsO5bQ/yIlxGsewgPYcxW6hlCScRQfQ+5OCrMqw70MLxlfzQBnFjPF7kz57wZpKc1E5vShJptAEliVrGKnjDZ/8guNl33u4Ne03lqK+nOBrxtv6Bx8UxO/eMHCFJZvE1Pct8hMnAzSxIkpySFg3QyJoxkZBm9KcuS/zqWvrlbX7QO828tPavRuCTD4FM5htaN0rQqQ/vKdpQjZYohfe7Z5eZdxjY/d3bu6MbiIcGvYsk0LE7hOT7lviq1fpv9QY0UCqdL6UnP3XnnVqYdNY2ZZ01l941dIW33YOru7nt2ML1mY6QT7LprPL9YgDkB6Hb+aS9cdg1v+9Bufvjf89m34ETaf3gBckMjybPncaSh8+jlD5JeFGfJReeyPn4sN96j8cyjO+nbleZA2yyGD9zGsYcv48hPfoJr/7iN+YjmjPSOj7NA2UXa6+aplmMIkKjt2MGDF9920LaOdo1w8n0fQf3NrUhSmu/5/cQelPns21+Ku2Al/t1/ZfuV13Hht85jzVNZhkoS8tEns/ojuUPqc+tldRg0LcriVJxDumBv/O1jLHj5Ycx++VG0Letl+62bopiQ4s4KTkWcywvffDrYNfxqlfL+Xh7+/MHGH1NfMgVFE7TdRGsKSVFwKzXcqiO0mXWXVMeJ6MV6JkU2NEoa3T9KZbRGpdcmcHy8eT5GUkfRZHzArXmMHRhFj5exGmJocSuc9IT0XNuNnJDtQhmvFjKHNOFkXI/LqQPSuvPvuCsySIoTGSzJIUCUNG1cChSZQjnjZo1BHfiKhbrkB8h+gK4qaNmMAIYTI/U8T0xVXUc0g0O5EG64/ZKMbBrIliWa1vVJbKjXlerTYsfBK1XEPRkxucX2xgF8uRICdgV7ZIzqSJ5KrhSZ+sQa4yENXEdLWCLjNNw/sucJ+mnMQjYNvEIRSdPw7NHQ9yM0k3Qc3FKF0b0DpNrTQqbQkAREM0qLW/ieR6lniHx3jtGuMexRl8AJMJoFoyI7pw23UmNo2zCjXWN4NZ/GuQ2UBvM45VCbqalYGSt0tpYJfD3KW4Yyhb1l7FEXPaNidRjMOGkayc5mqiN58t05ln3oZfhTZkD/fkY3bKXv6f1olkbP2gHcvEtijkW6s4GRXTn2392LrEpRk/PJA4+TXZiM9P4gmnVmxkSLaciOT7G/hJ5QmbE4zeeLs7h4727eec8TXHv6kRQODNEM2EXRFBjdWGR0QR+rN/yKl3yyxC0nfpAHw+PvhG+dg734KGpmhsTwHnAdrEWLqMw4jCOeOpfaD65gw4+eZmz7PhoXL2X+BSfQtnQ3G3+5ETfvcu9Ff+Ckq0CasxB70zM8/Pnb8So+waWn8sd9N/Kl5Qu4cHobkqygOhU6Ck8RPHIv+x/bwpTjl6Fm0kipDDpgNHbBdQeD3MalaVLtabRkDMWyMNsNEkOjSOF5hywTnzubZHsDue0HaJ/+JPEjp1FS07R2tJDKFQRTQ5HwXQ5iG3kVH7vkUh2tocU0GmY0ISWEZtkP5H9vyvKLycn9P14LFizghz/8YfTfzc3N/PnPf2br1q2YpsmMGTP+YZ/1H5D7T1CSpk42j6g7NVZqSLVwejsx3kD1hLOyqgracQhu/UqZIDQiqBtc1A2khI73WSeO6yKVi0iGR6CFuXmKRqDqIrfOc8R7h4Ye4jWha+WE98aVBDUsPyq2XTfwSyV82wZZ4cIP7gca+c4338nc27+K1tqKEheLAiWVwjKNaAGsJ2O4lSrVXBHF0NF1Pco7DMIpNYHIA5Y1DbM5i5zJ4lcqVHaP4tUczIYEWmMWSdVwR4YJHriF7l9tR3lDhiDwOPMt1xJ85/Xof/wEW558jPd8LM/0p2/gU3cIULYwk+CPjstNT2zhbcCjzRlqjQvou/9Otq79BEs7mnm6e5D3LJlN048u5sizfsqjt66jZ/f1PHTzz7n0iEV86jureDx2GOU/ju/um78U8NBqsbh8o/Fbbm5fRiUvplsvG72Wdc8yOvpba//tj2CmRR5gy8JW8j2juDWPxtlNBH4wyZwoWYQ/f+I8TvryT/jFFz/GV157BjXHoXsAqnYao6MdU8+jp7OMTltOXmtkyshG3FKFKcvaMdNGNBVaftFyij/eR7aqsOmXWznxzTfx4CtfyomfvoL7jvvYQds5dmAUi4D+tmUc/bmTKB4YpDRYwKk4FHoLVAZt0jPiqIZCdaxCJVcmt1dsu9Gqo8U0SkMlRvePwqZ+Dv849D2yiUSjhdWSxWrK4OTG8MvP4Dsu9mie3if3Pqe+8YWmY2Ndg5EDs1OuMbxrkERLchKgmHJCM42zmwQlLx1Hz6TQMmmkRct5ovEsNh5IcOTppwEHg9zO1VMx0gkUQ0NPJ5ANHXtoJIxYkEhPa6Zx5chz5sb+PZWcESPdkUY1VPbf2Uthf1no3ywtcnv9R5VX8YX+rZ61rUok+1QqNZ8SPinGgUhhW5nS7AJ6wowMpg5VhW1lqosrGOkEnvPc2/uBLwrd8L6FJwJw+p9P5d2fOIGXP/ohHr1cLD9XfvDlkMxwYDTOXb/9A/u2Xs1Qz71oRgNTF72Xmy5qhsNPYsFlZ1L3QdZ+/wOCsSKP/GwDJ/7kXWxf/FqMpcuZ5AoXVuexC9GyGcw2g/f0tVD2fa7w+3jt5h3MjycZ3rGf/Xf2sljtZ9bUFHOyQ6jrNjO05cDz7tdKd418Oo+sHdqRtLi7wsjOPpotE6u1kZknzOLpbeNRZF5IN5etOCSSyL5HMh5HsR49iOmgaGK66Lvi77pl4NVsKrkyTsUmoamocUtQfsM8W0GpVTAbEliFKpWRSkRxr43ZYqIWalzdqoufFNRfPe6ixQUN2Q8noHUK5EQGUN39WFCGHXzPQ5l4v5Nl0YSV5GjaTAhWqcf41CVAE00Zxz8gmsAGjhuCXwGspZiFHI8LirTjiueGGt4oRzZ8fTBhqlyfDMu6EcmGAjeM8HPcyEDSt12QJRQjvP9KIrbIq4R5wKGkyC+WyHf1h7+DiDCyGmIif1SV0JMC4EqqyBSuN9OB0MAynKTXJ83hPnHHCjihRla8lyKcpyXh8KwlYniVGm65RiVXopqvURt0cAouZouOaqokWuJRbrIe14k3x6gVxnNvFT1MkPB8jKSImJJVhVq+TLlUFg0QL8AecbA6DDLT0viuh5GOo5g6qmWQndNG0NKBXClQ27uX3qe66HtwiMQcK6LIFndWGDD7I5aKN+G67+ZdxvaWMBs1PNtHsWQkRTRA9LgZ6Uzr8VmvTHbSNr+F/7r1YW7p6uP85QujY7H1mCwLXncSXqHIjUOrgPuipteydy1FWXkUxVgTZm0MuZCDZIZy50IG4zOo+CZz3vBGVmi/EVTpe+8lNns6jScfy4qYweNXPIqe1RjbvAt17wH6ntyLV/FpWpXhR+u3MzOb4sx0g4j6yo9g2VX8/XvYded6cntH6Th1taC3K4J6j6JgtOoHSVTizaLhKqKpVKQgEFpgTcOt1MJIS4dYS5Zqrog7ksOqjVGOpVCTYppbN2GLNO7PqroXhaLLaHETzBgyHrIkE/CvDfKev17EJPdftAewYMGCF37S31j/Abn/BFXXEPmuJ6azhPl3YRe1broh9DnhRUfVJoNWzxMOx2EUAIEwsgAR70PdPCoI4xpqNlBBDnykuIdkuKDpBIomMvL8kLbs+6BqBLJYAEgAii0WA6oGTo2gWh1/X88TcUSqgjOYZ+0xH+Zi4OQ1X+IvgycwN7yw1m+iYgNl2o9rxUybIjfNcVEtQzwn7LATCDMuJ19ELldQkoImLZsm/tAA7lghyiS0pjQjmZaIQFAUBh9/ho+c8U1+MONczn/TGZz2xdcDcN4nS6QaFvP0Vrhn038D0Bw3eeO86fx2424+eOP9HLVpExf9+I+USj8HYHFnK186ejGv+MPdHHH6kfj5PB/LXMWx+x5hz+Y/0T7rAj58VgLHTHH517fy5x9ewF8WfIGXpB/hoRVvBuDK1/yay68ocuEHF/LI2kHajmsif/8DVIdffHTMcZedzoOX3DHpb1MvegtycZRt3/01jXNaaZo/BbMhidHSRHl/z6TAeQD7xsdZohk8cs8TPNVTINWepHG1RHefR2MyQyIzlcKsZraXZhDUJJLJEWKZFFoyjl0SOXmtx2RJvva/GL7qTzRIKidc8Upu4lzap8Avci9nVupTkzSbAPvv7OWIah8PlVcx44IvM+13n6bQO4pbcyl2VXHzLubypihnzymLbm9mSQI9LjrtY10FynurKPEYhU076Hmsh7bDMhgNIrpieGMXQzuGcUoOqqm86LiVZ1ddf1YaKuGUHQr7y9T6bfIdk3VM8847BjXbiF+rRotZOR7H0wxM1aYx7RMgcdjbFrP95h3RoiI2w6T52JXIphlNbvxKBbdUEfmQlVq0aP3fKEmWMBsSwmSlVKOWt6mOCiACgs5ar9K+6t9Mlw38gMKmHdFCpzxUxrP96L1ODBJcxyBf9nr4pDKFRmn8ljTaNUaqI8BMG8/19oAwmFItg85VHWzZtuOgx2dsuZfSh7dzwbsnR27dc+8Qp5fHHZa9w45krXkK37nkAbat/wK1ygCzlnyQ1qlnIisGL78B/vunn5zkyrzhp49Epk7PXPFrFn29Ezd9aMMM9bSXIY/0EmszqfXbvF9uZaPl8t+3PcJ77t0aNaHatq5h1UKDttwWxp7ayO4bD9atA8x+5XSqYxW67xk4pK4uvSiOmTGo5UWsR2VwFKuZKGO1XvXfqLZpC7EpTcgNjUitHRz7lZex9/Z1dN0uZBMNy1LoCXNS7IdbqYVUZZGT65Qqgrobvndd/xo4LlrCItaYoJqvUW11qPXblPeK/HQtqeAUBKUxMStACTW/vutF9F3PdsNoHJGxq+hqtBgMfD9aVNe1vLKmCbAL4/dKSTwmLCrEUloyx4GmeE7oYeEHBJ4bTV/rdGAQwFtSNSRDFyZYXi16LAKtvg+BmOr6oRZVbIIUJhmMA+r6uR/UbNx8UchwEBRrxTKRdQ1vpJ/AEznA9czgQA5w8+JakduXw3c8FEPFSppRVJOsqSiWKX4H10PW9QjMSmEEk7hmBUi+H7ky+2VxHRJO0yZWdhxYKoYegeVSz27GuoYo9BUj4JKaGyM5RcQDGkmT/IFhFF1oPBVdpTxcRDVU8Xg6LrS9uSL1fGLf9aiOVSj0FYllTcp94r6VnZemeWE7xb7RqOERa2tETaWQBrqxu3sY2bKPoafFufRs2cXz3Qdq/TayKuG7AWajhmYqWBlhamk1Z4gNjuLVbKEjbkhyxqwpLFy3hQ2FMm+Z3oY70E3L8llMfcurWd/6CpYW7+PMxGNkQ5nR8ouW03DeuVRTrdiqRaLQQ2BaOJk2huLTKXkxvEBhqGkBbS85mdK6dQxs2EOboWPMmEfq2KNZXq6R6GxhZMs+SgNjxJvidJzcwtRj5vPYr9awqDWLXXTwG3383DB4A4w8uSU6h6PzoFYN13cBUw5vZmj7yKR9FWtMiN86ZonjOQhQLDOSJXg1G79aRW/KYvQO4RSK6KURlNgU5FgcLW4KvXpoKHeocoseiiUMRPVUgsCwkPGRCJCCf2yD9f9SSWFT7gWe9f/Ltvyjanh4mO9+97vcc8895HI52traOOuss3jXu95FLBZ74Tf4O+o/IPefoILQUAM/ICB0Cgxz+Oo0Jil0n1OSCRGVUL8pe+EUt1YNowM0QUt2x50j6xSreofYDzvOAEogVBCS54HhRi7JkzrZvofkewSKLJwbJSkEqhJYcYJ8HntoBC2VAEXBHhrBPPJovD3CuXfb9Vu5/Bv38/mv2FT6BtGmTBlfEITUrkRLArfmYhfK6MkYejImuu6eJ0LrPQ+/WqMyIBaYRroibv6aSjXUjtWD22XTxC/kKe89gO841Ao1Bh94jB3fOJHBO27gYE9VeMerzuKqX97AZ884ioa2LNe++WXsLtUo/vkqdn72LeSHxzhQLLOgo4Vntu4FYGB4lKJd4wPv+xJFF+at/DRnXvgJdOmLSNU85VExMYL7eflZt0afNXXeVLav28KuPVXefr5B3xeHqIxUDmn403ZcEwv+62SUVIqNV91A/8PC/dmYNpU5W+9i6r0/Rm5uxWvuoJpoIlbK0/vwIG7Nw0wZWGMlzLESge8zZXkryhEqRtKkPFxkZE+O5rzEuqDE8PoxhtePcc4XH+Rm6Tgqtk9PtRnXlzkwIkBGU8dUFk3toPDMloj2O/PkxTwuLcR1XY773AX8dcVlfO+y+5FkmWRjhi+vvZ/exccc9L32vuuDnH75RxlmMeV+QXGr5ZwIEHu2i1Ou4da8SLtjpHTskktpfyWiP3mlMvcvfxkAQ4Ybafx237LvBc2WXqjUlEqhtyhMSjSF6mgt+o0mutXGZpjinFJV5FQrODb+aA43l0Pr2cN8YK5moO0foDq1lUWvFtMvqylDfN5s3PnLCVwbybGFzmpkCNMTZii10QJ2aQinLJyL6zTTf1RZDRZmYxotlaDNdhnrGiK3dzQCTbEZJrEmQdkzM8YL6kKfPRWQFDv6fYCDwFhaUvmy0snlXg9v8/ZwtBTnHLmBhZLF6MYihV3lcTDwHLX3r93IqkJ55ND75l0f3s61V85g+4Qu8Vs/fCInTN+Dfn2KOefNYOoH3knvd7/P2PtEtI9hlDlqzOGmL0xnzQXjWdkDz3rvicfBwKM5Ov94PZnDD+Poz53E2i/cG+2TmadMwzGSsHVNpLE2JZn3nLCCb9zxKCcE02gNTVfWnHslx39jB77jsPf+7Yf8Ti1HNjD1w+9G2beDWOM9h6Szj20uYR1n0XF4Z2iKZIiM12c1TCaeQwtfP5eWow5DTaTg6FOZO3UqbcufpHBgUGhPLSMyY3LC6V2sKYWZtqiOVagVqih6CaMhPUlmU78H6ckYDdMDFE1mxBLO5sLde3x7irsrqKaKmTKE47Dnhb4LwlF5HMxK0b/6NDeQZQJfuPwjy2iGNT49hfC+JkxxJMa1sfgBgewjoYxPNUOqcQRwYTzjtq7RlaToeQCo6rhnBuPmV75tRxNSfAlJDYG5XYuYSX4IHOx8UVCMLUO4HJsGODaln39NaIFrdpTra+fLlIfylIdLVEYqaDGNWELHTFsouhY1AwLXw7UdZF2LNMVC96uL7zBB4yubZujGbAtqsywJ6vloUYDtqo1bqqClhEHZyK4BhnfkcPMCtGQXpUm2JYk1JpEUGa/mUOjNE2sc12rKqoIW0zHSCZGxXK5RK1RRTY3AL1MeKUc04xzjGnwzbSHJMkbSFDnEiZjIvvU8em69n9y+HPkDxYMaqy+2zCYDzVREoyBjkWhNkehsEZT0kHGnJuKo6SSSrjNj2hQGUdA7OnDX/BJz0SIeaT6PbQcsrBlHkVLGt1266FKqdh7J9zDcMq4epzyllYKepeyLZqIquxRJMTL7KLKaTrPrURkaFRPZZAONxxyOM3spUzo3UNyyXVDB50/DWriA149JXHrlNbx9dYZmU8MvlfHKFUqDYhvUlCqOM7sGdi0yQmteMo1YY4LhlkFGdxXRkgqx5jRaJoVsGkiKSuC5oauyEV0/As9DTWcwsykC10MtjKBnK2BZaMk4Xs2J4sEOVdUBGy2pwnSQDTFgCcIG0380uf86k+zh4WFe/epX09vbG5n6dXV1cfXVV3PPPffwm9/8hng8/gLv8j+v/4Dcf4JSYybBhBSTutmErBkoE+nGoY4WKzbuxByaQcmKAoYp3I1DM6boxosAum6xLAC1oiCrSkiNDvByOSAnTHp0HUkPnTJ1PdIC4TpCXyQ2kMGlZ/D0onOj97/8zKu5NvU1Ok4/CqVao7r2YXa8/jvwtVXMP38BFwOL5qzEnD6FgbsfRtZU4cgZOlZWxyrhxEpQogLfxzSETs+3bdyxAvZoHkVXcco1ygM5VMvAasmiZ9NC5xT4QsNULAnNyII5BNUqeiaFfsyJrDnl0yx711KOuvR4HvnKA9G2X/bVVaxe/wAXHXMp+AHuyDDL/IDlhoG+9Gj8/j0km9uZohooTpVVi/pYcvc63nTNnwE4adEsrn7v6yi+5IOMVDVuGPkG+eGAd35M4jW1a1nz0q9y321w9BPXcM6lPqzbwl1vf4bKxt+ij57B7jPaxzutYZ285kvIxVGoVkTXVZKZ9d2vY8XmcNeWNvJZOOfuz3DPRX9g7vkzMZJmlDGsplRGNo8d0nU3syRBw4wMiq4y6+T5rI573PLAU3hBgCJJrF35NupBB/M+cDj6W97Hbu8YVkzN0fGTD7HmW4+RnD/eeXvkKw+Qema3OAa3bWHhGwZZfOxh5Abz9Gzfx1V/mMJ37r2Me066ZNJ2DDyaY+CUT0fbq1jyJPA0uCGH7wbPu1iZckIzyY4s0twj2H75b59TC/q3VmyGSaozQf+jwyEoO7T7JAhN68wTZ4g8xVqNoFyisu8AfU/spDhQItESp3/DUASG5pw3g+lvfQ256YeT15JU/BqZsS6UsSHIDYvYLcMkWH0ibrwJBZg6uJvOXVtwRnLsXbPhb46VsTqMSWBsYhUHSlSHx9ASMQo9uUluzpImYY+4yGot6sZnFiUZ3Vx4TqD77EaNV5GY+tbzOfCLv0RA59m1ULL4vjKDu4I8d/hjfNzbz7lSA2+Vm0Sj4kU0K55r2glw11ueYs2Cd3LyNa/n9OsFXfniM+azDehfkmD2b67htz0raP/zp3nqVHG8vWKwxM+CPEd/O0n8zKv5/RUNGL/7HlbnFO55128P+TnTzmgnf2CY1Lwi5smnc2JDmsEntrL5F9tEhNRv3j7p+ZIm8UrD5LpkjKuMPJfH27H31TBadZx8Eb0hfcgp9tLNN/D1WzppPxDnXYsfJrluA5klg4c89vseHGL68Qsw21sEowdQ8gUSc6xociNpGp1vfAUHfvEXtvxqB07FoSU3htaQhnSG5MrlxOeO4Q6P4JYreFUx9dOTLtVcgfJQnmR7FqsxRWU4T6F3FAA9HUdWxLXcd1w8WzShEu2NJNobaVlcY9+DOw+iogdOQG5DPsrUdKs28daGKLNW6DRtqmMVYY4TM5A1Mf2YuKCuN3oVQxdgMTRcCvx67I4Ax16hiKRWJsTzyZGzstg/6jjryHXHafz16D1JEgZQug6aIZq/joPkKvjB+HkS+AH4YbSf54HjIpUrooHruGI6Zjti8mqKmBbZ0MV0t2qjzFtBZe09eOUq5eEC5eES5ZEqgecjKTJW1iKWjWEkDXzXozQozJ18x0UxbLSE0LtGbslS2DgIzYgkVRP7sFoVxl8xK/w9xHkbn9JEbbQgNNCqQmFfHwNbeikPV0m0WijTRGMi0SroxEIXLBruySkpfNdjeNdQGD8mM+P42TilCmNdg7hVB8/xo6SFQ1VyfozySBlJHqR15Vy8SpXq8Cj2nh723r/zOV2CX0zVde1ty6YRm96B2tAgNNSeJ9ZJioKVbRTrIVXDT2Qop9tJz9nE1o3PUJ29HC3bRtC7g/0jFq9pvY8+ZQ5v/lAX8z79AK/68vGMKk3IsSwduY0obpWH5FOoFWUShktMszEUh4Rcwg508moWq2UmicOGcYeH8I0Y3pOPsv/hjUw9u8r+4y6kcXEXWq2AUi3RN2UZb2yfz5e+/zOeUF2Omz1FGJBqKi1LZ5Ge1jxZfuK6SJaF2tZOqr2dxNgozasEKA48b1xnrgvzRsl1hFeEqqDG0kLXq+sQTxCbPR1ncJigv4dkY5+I8cukhZa7UntOGUngCAq6ZoloL9mpEgQSXvBvHiNUTzv5F6mrr76anp4eXvGKV/Dud7+b9vZ29uzZw5VXXsl9993Hz3/+c97znvf8r33+f0DuP0EJF0ZBK6pn+BH4kx0fQXSVazVx+oc37MgYQ6mbTPnCfCoEulKovQiCYNxwwtAn0bMCJ5gEjOUgAMsKb8Q2lIqCmmwYUVxR81O3csznT+HRr93Ll08UAvLA95ETSTRFpTa0g6X5e6l95kQev+IBlr1jhXAUHMlNossFrodbtamMVlEN4ahYy4uJjNmUGf/eoXlI4LtURooomoyZTaG3tYjJbVG45/qOi2ToqFM6IJZAyg1hzJzH4K9+w6m/fTebDruQtDLGkp4P8743n8BRLTto+PMleJaBOnU6Xm8PTr5IbSSPmkqSOOqljP73xyjcfg+xlgZic2YRC3we/sr7ubs3T9X1efni6TAyBL13M9i+jAf3z2Jah8Zrqj9hzcu+Hn3Xcy4dv9ifds1hLDvxDbTtTXDU45/m8jOvjtyTF75+LtK+7aKTnkqDquKNjGCUhmnUExwzz+IP9xicO3sOwEFTnHincdANf+aWe5i5/x52fvMa+jcOYaRFjuW0uIkbBKjHZwkezE16zfrvPEHb+o/zimPm8vjX10a2P8+eJm7/y14Adv5+K8e3fYj3XvRtBipT+OWfLJpaEgy2LqFhWWqSS/Czgfmk6V+YT/tC3fjAD9BTMaZ/5tP033wbY88M/c102kNVrd+mb+/BBj6HKsWShYZM0/ArZbxSmVquQK1oM7RulNHU5KlCrVCDsRzxUj8xaQh9tJfq2oeplCtIkiQ0ZjELPZES7AlVJ1BUpNkLMZpHSG3Zx6EMmJ5dakrFbNEo7qxQHTiYISBpEoql4JQchnf045SqDG6b/J0VS0HPqlQHnAmA6LlNug65f0ydpT/6Cr1/uBX3OUAuQFJSOFdq4BVShj8FOX7mD7EqiLNM+vupTA9/5CeoKTUCuBNrdGORzDN3c9zKRpKP/YYvf1xECn1044PcuWgpXduvZP6KK8huuIM1X7rvOT9j1jnT6DxpOd33b0BSFQrZGQzd8f3njIDqOLmFmS9ZTqGrnx9fcBovvfrP3H7yLD7z7pMxli7HbmxHKeZo2tk1qalxzBdPZS8tLFmU4pVTn2Dw818WxlrPU8WeIbRkDCmVisygYo1m9Js++zfaddM+kZWr96EYGvH2ZpSYJaaq9SmqJKFaBjFVxrOH8WwXxdTR4ia1QpXSYJ7A94UpURi1U29gSqGjrmqZtK/oRItphzTMKnZVUXQlMk4SE9uQneQHVMcqeLYAnXoiBGQTcm5lVcGtivuaXHd/rkcCqeK+Gk2ZHRlZ85DcCQZV9VxdWQ7j9/yIRixJMgGh9jbMhUczxg0a6+/hacimH1G2J2bzRrTpiRIlXROgfAKw9qo1PNuj4dy3MnrPnVSHC+R7xqjlbSRFxsyYobxJimi+EzNKZTXc71I929cPB9jjkU6B40QxSZKuIxkm7vCwmJzXbMoDI1RzxSj71qk4jO0fI7+jTOuRjVgZEzNtoScsysMFAj8Ic+yF5lmP68IB2fKIt1holoZiaFRzRXFNhOec+IE4v7Jz2kTUDyIuLN81wMCW/kleE//TmnJ4K7HGOFoqgdrcgt82TehlXQesOL5m4sTT+IpoOjmaRd5qpqWllXsH78E14mSmzme/Defv+wXbPn618Kw482q2rxP3uLbKbpFx7DmMNcxkbEglbbnoSkhjJ0DDRpFdNK+G7DlgmKgtbVSTTaiGjl2yKW7dSXr1ID2xuehxG9Mvsa/WydLakyiyhJJKEJveITxbALWxEXOaT2DbyImEmBIqCkFDE06qGbUwjKybyI0eaqVM4IgYrsjzJZwqyiH1X5iWmkia+C3kRBKlUiFwHdRaEV/VI9OyiFX4PBVRc30fBQ9JCiKX5X/HkiRJ7P9/kXrggQdYsWIFX/va16K/LViwgO9///ucffbZ3H333f8Buf/q5VVtMSXV9ajbXqd5jRtYhDdGW9wQJN8bpzTUNau+0OX61SqBLwK3JU0d1/zCeOyAohA4Ln4IiIWZh7jh+jUbxbKE4VTg442NCnMNXRcXfdtm7SU/Z+kNP+DLj7wWgF9c2UH2T3PBiiMlUsRdBzatI37EEZx0/dFQLRMU88imSbyzVYDRkGbmOw6t4Y3ed1xKg+Pd4sBxcEMNkiTLgsJadVA0A8XUkRNJ8ZmehwzIJoLO7Tr4+/fg5gvoDU0885NNlN98PVd/4Umu+UKCjdduofWe5WzaW6VxZZqFrz4atVrBK5XwHZdCzwhyrkIToFgmT/9YGLX8+Qtf4wOvcen8wxc48azXMJyahrz5djZcczuL32iTSWQ5e3Ur80rrePT13530Ox/78iN46KZxx+EN923g4m82suFZE1fV1Cnv2ovZ0QaZRuzGDpTOEspgN5n8MKnEbh6b/ire9cCZvIbLDzqeDqXtfeeHdwCdXPa1m4m9/RSG1o3iOx5NjeJ46wkcphzi2Ox7cOiQC9CJ5YXUIlWCJ7+3nlNW/4R5iRTxC97I1j4TX1KYfuwschueAsQCf9r5Z1DeshU9u3PSxFmxZHw3eFHZr4NPjCCZJtMBI6ETn24epMFqWpWJdLQvtp6L5qymVNJz4pMmT8nOmNCPQ+iOKhaORkLs10PpkRtmrCXT2wuex/CeHjb9ehPJmTEaZ2eJt6RRzRKwGTXbi2yYYJh4U6ajxJNosefXp0bbNTNGdmYD6akVeh4cPOjxltUNFHrKFHeKuCA1NXjQtrp5l+TMGIEzPlH/RzQRnq9kSeJVNPAbhtlFlWX8/SC3PsWuN5FOvvcy7pmgzd13/R1M1w3sqfP5zbc62O9OZc/SVXxMaeOTQ5vZseEb/Mi8lQs+9BRPXPn4IT+jcUEHkixRHCiw9+aHaFv9kkMCXKNVZ/bpM2k+YjHqtJmUeoY44egVXKqk+dJV13Hca1/PqhmrSZQGkLp2su+h3dFrp75kCvIZ5zGztJF5++7i3pf+YdJ761ntoPOmYVkKp+JQ6hnCqNRQLTHlMzMWMLmpVa/ACejf1MfUo2ZSHipQ7BvFaoijGNqkaB9Z1zCSMUFdLlVxyzUUXcNMW5QGC7hVMZX0HZGlKjSi8oTJqkpqZjtGOk68Kc6Btb2TzlM371LsruB7AjCppsjnBQEI7aKNUxETQAGgxDnnu14kW5AUGa9qC6aTHxAE/iTjqsAV5k6+40Su5vV7j5JUwJcEKK2/tn7fUkBCTKmluknMxOmLrIAmlHOCiaXhh1OywJu86Jd8n2BCVJI8wTQr8Dy8ShWnKq5J1dEK5eES1VFxTOtxBT0uvrddsnFrlVDTJ4X7YvxaVs/l9UPatKwoovnguBF4V0wTVdUIalUKe3uQZIlqrki+ZxTP8TFTBnbJZmx/geLOCoolk2xLIsmi2Yck4dmecEsOmwzVsUqk5dbjOkbSQI8bEeAW216j0HNoucHiCxeQXTQTvbMTAKe3l/33PsXo/vzfFa+WnB/DyhjC72FGM2Y2LdgLhokda0BVdQJJppJopaIn8UK/ACVw8SUFJ9Bpam1nYGiYUa2BJmBnZQbSnz4dmTICHPPSIyhfuoWSuZXm3Wuxm6dxwJ9KNu7QYJZRZRdV8lAlF92rIPseiu8ie7bwQ0mkREa0otA4tw1kmdj9f0R7yUWMOGniqoHvS1z5o19QcVxeds7pyDNmQ6kgjiPDIlAUZLsWUWF9M04l20lFT5HxHCQzLia/1RJSpSSGG7ISDk/GY7bq0gHJMMGKi/WgaaGkUgTVKnKlgG/GketGpUHwvIaAIM5XSVEIVA058JClf189LvDiJrn/hwa9vb29nHzyyQf9XVEUjj32WG6++eb/1c//D8j9Jyi/WkVRpQkujuNZfJiBAKoTnCLFiwKiZlc9H8+2CUJAGHgeaKqgaCmKmMp6nuhOh0YCkdlFeNOfGCwvGabIGS0VxqlanidOQNfh6K+8kTUr3sLFwCl3fp69n/gyxvmnge/hx1PIbR2QGxYXQTl0azRjKIqC7MQJalXRTazZSKqC0dpM4LiUurop9o9RGa3i1WzUmCUo1TUbpyz0S5IsURoqoSdzmO2jyKYlttsKp+KagdvXS3HPATzbIVap0nFyCzds96jki/D1L4nd5ox30O3RPFqzsMb3ajZjB3IU+keYDTx8yV8BWPKWhVy+diM/y6zi9Xc9zdxTX0pftYX2RIahdaNs4h4WAzP7fsODl9cDA8brhPcuJ/juUzx8ywSgu/hVAMw/YlFkirP3wT0YyW5mnuKSmjYTAKWQwx/sR5o1n12tx7H18Ty7ntx2yOOpvlCcckJzlIdZr0s+tY7b3nAi9637C57t06ppaLLEnpECU/6HV846yFXC1zt9/VT6N9P6p1tZce6Z8ESVEVlm1jnTcCoOncfMx+3vZ+uf1x8yWuBFf27FZzA0ASp0l6l0jXP+FUumcWlaGNj8D/VZz672o1tIdzZMArl6Qkyv5Fhc6NqqYhue78a++55dxDf1kNtaiL5/bkOe/PYiLasbiWVjyKqMKcuoSQ9ZllCKo7g7tpJ7kRNmPa6S6mykYZZKvqc4afresCyFXXInmZA91z5yqy5Gg4akSZOe/79ZHuAQYP4vOWw+mzq/8097UY1baT+zgL7h5yy54E3I3z4XPngDH/Rb+Hrf3Xz5PWfx11Mu54Yf3XRIuvLuuzbTeUSZqUfNoZorEDuw5aDnzDpnGk0LO1EtUzQzDZPs8UfRvfzlHDG/g9VP7uHtn/wCd3+zSnLwABv/8ni0iE8vijP18i+ww1zKkq2/Ys1Ffzjo/TuPm0LLYdOpDIvXJKe1ombS5J7ejl0oUxsrCR1j3CTZlqJpVfk5p2DD68dY/IZpxFqKjO7qpjxcjIBm4BsR9VWJWcRnJijv66aaKyJrKnoIfBVdLC9818OtOkJHGQJcxRJmT2roNaElY8QaEwxs6Y18B0Cc47Uxm/JIGT2uiwlg+L61go1T9qjGalhZCzNlCP2pH6DoSnRP82wXqOCFZk11ACi74l7rVkIGkONGgFXWtXHHZQjdoifochmfGtelRLIsUgao5+PKsgAIIeiUHEfcWyfcz31HmP9ImjbJB0PkPwv/DLtQxq6Jx8q5MtWxGk7ZQzHk6LkA1VFxfupxDcUYX9r5rpjqyq6HD3glG8XUQRv/fXzHDSncMraTozo0SqFnBD1uRFIit+qJzy45VLprKJZM8+HZUJ8tPls1VGRVRjXEfi8NlajkKiQQk3VFV1A0BbfmUjswTHmkzOiu/HPKKaac0EzjYXNQkolQt1yldKD/eWnNL6bSi+JMWTYFsyGBrCokZ08T2l7DBMOiZqaxjRS2apKTmyk6Fgmtgi7ZBLKEHyi4gUqicQa+77N3wGHObEgZFRoOm8fSzV+I5FwP3/IY73jga4x94ac0mnFyqWnkSxad8SFUyUWRXHRPUHVNuzBuuhQEoOn4ZhytMoZbEtfw4a3dVIfzTD3sMRLN8+h2p/HoQ3fz5d/+lU9c+CpmnnAGZd/D1HpF08GMi3WTL9ZvgaJRiTUxarQgEZDSTAIkoYOVZJQgEIw9ZZy6D0RabbHG0gmsOFIpD5qBFE8S2DZStUIQS0dxWuLYev5J7sQSSnn531uT+y9WtVoNy7IO+VhDQwOl0v9cZvBi6j8g95+glHgMOQgNLtxK6CqsombSEehFntBJC80zAEEHKRYIqjUxlQ3dlbV4PNIX1eMI5PqBFoJcSRFxAmpTE+60eQSKirp/B87+LvzyAQh1OZJlgefh9fUiGTpyMoU3Msxxl58pPm+whxnvfyt4YbRCIYc/NCCoz7ou6NNh9zrwXCRNQ25sgmRGdP2qJXxVB00n1dqKrCjse2Ar+b196MkY8Y4W7L5hCALh2mcPUxosCcfQkSIdp65GTiQJqlWq/YORq3RdwzW2q5umeW18uPfDfOREhf4nqix711KaTj6G2u7d5LZ1UR3JE2zdyfD23kjfp8Qscg+vFW6ewOt7PwzAKR9cSS+wYMsTlJefxhMt53DCt9Zz7zGXs6OscPZxD9J632aWXPL2SXRlgBPfv5zkzzex8k2Lo79dfubVXPzF46L/tkddvJpPZXCU7Z/4/iQToBW//2/e8+HxXLsdf9zK3FeNG+qcesOHWHPulQAkWhKAALn1Kdapv303fvMqjrp0hB23Po2qKExNxOh2HQ7/0LFs+fMzk8DM1JdMOWRWar2mndFOImPCr/ax/HPncOzxx+LG06Rz/ax76VfZ8qsd6FmN1sOb0OM6PQ/2k+/O/136KaNVJzk1hmqqjGypMHjHA9R6Jzv/KpbC8NNjf7f51MTqWTvA/srkfXFgTT+Nc1qxTplJoKpomX6sag1p23Pvs/r09NnlVfyoKTG0aIjWJW1k57ajWCbFB9ex4YcbgHGq8aGAaXJ+jFijiVsV7I/k/FmkN+ybBHL/lulH/XWxGSYtRzYwtrd00FS8cWWaWGOM0a6xg6jsgeczeMcD0Tn0YmoXVXxglvTiptYvVPNeMzsySlMsmeMuf3mUV5xZkmB0Y5Faocq9Cz9G3xSNvp0eR59wHKf+uhn+62okH/67/x6efvDdnNj7CS59eDPaMYui96+fc8PrN3Did88jfdp81n3sO4fcFi0Zx1ywAHvqfJ4xj+baR6rMtBt4xapBfnfOEk57Zh2nveMzXNk6i+NetojDPnA+zsxFbEsdzX7ZYXH3bWz/0fWAMJ9a/Paz8JYcSSXWhK2a9MmNqJI4LvbbaaquxlHmNxl+7GnyB4bp3yj04Ye/fzVTj4qhml0Mri8d8jeq9A2SOnI12qlnIdfKyKNDOF378Mri2FWTCWGEmMqQTKXQ9u2n1D2IJMs0r15C4DrYuTGKBwYj11xJVUQua1xM6P1iEWQZPdtANttAes5UWhcfEMCqLJzF3ZpHsa+EU8iLOJy0ipkxkDUFN29T6a5RSdroWZVkewJFk5FrguZcn+i6lVr43/XGST6aeE6cKE50NZU1NaRXh8BXVYS7bOgj4YX0bTVuoVpGFHUn67pgPtXNGcMpcN3JGMajeiRJJpDDSXGYjeuM5oWreqmKXayQ25fDrkLyoYcp9hVwRmsiF9UJKHtVKqO1yKnWDCeTiq6GdOE6mHaphUZA9QZEfTJfd8GVZAm71Edub45awSbWaFLL23iOj6LJuFUPM2OgZAwSbfGoqZDbm0OPzK5UtNDp2qk4oTbXYe9fu1FTKpl5CYykTq1gP2eDJTk/xtwzFpKaNxNlSjtebw8H7nyUnX/Z+3czSdKL4ix/52miKQ5h00FD7piOk2kR5kdIFPQsDjp+IFPzdGxfJQgkfEmm5ptUfYNcLU5ZE5KhJ3eUWb7Ex/EUaoND/GHzQl69+Qb4iLieb//9LubxVtZf+gcKBZ1ZqT7MoIzuVIiVh/AVkWAR69lGoJu4iQakwMc3YoKlNtiD3t5OdtZsjPVPCk+Rn1zC8d94Kd8bfAs3fP9CTjlqJe/41BcYUpMYgZgIu6qBp+g4ikFNjSEHPuUgTsUzMQKbTDAsgKUSHpeGRCAruHocX9FQ3Bpy+E8xTDHldR2CRAo32YhWqxDoJoEZF5PiwihBUweY4vwWUrRDNzAgvJfpqlhHOjaaX6OqxP6t6cpI8oswnvq/M8r1nyeKUJKk5338H1H/Abn/BCWpCn5JRJXIoYOdbJriwbqBVOiAGEUmBD644c2xWosy9qKIIUVQTSRZFsYYrotfrYEsRRECbl7cTNW5Cyin2onle/BzQodjTO0QXc26MzNi4lr/fNk00U0TKRYXcQj5EZwpMwlkBaVWQtFNsKtg22F8kTLuSClLohMoK/iqjh8XF1jHSqN2xkjEkszNpqkOjlDLFQR9WhdmHPg+ySkZklMyDGzpZfvvd5Fsz5JaMIvK/h561u2iNFgiMy0TapJkcfM1NIr7+4XL8FGLUVYeBbmBcb2XIuPZLntu3R/9LlOOTuFmFOad28mWX+3gDe87kddv/zj3hxNXSVHZ1Wew9qEcr3/VV5j2yVOY/tUvsts8jP6HR+h/2de54fMPce7nj530e69e6PN8vc0Fr1yA73qMdo1MAoPlvVUeOuI93LHmS5z+jVYArv/x/dy07moeXvVOjn38R5z2GYmfbb2NbQvOZMf1ezBadbyKHwGi0UeeIHOEj5ZJRbl/M9MJ9hXLyLrK0tevRksleOxba6j121gNMU69/v08dulPIgAz+5XT2fXnfQB03d5DrU3ckHJVB9+wcPU4mqLQcXIL3fcMYI84EVDWsxpN85qo9NnRFPNQOX3PV4EjKFBmWqFxcYyn3vgevPLkifCLoTv/rfVc084Dj++j6YQuyDSCrKBl0iTbUkDPIZ//Ympscwnf642yJQt948A0cAJc5+BtsToMZp86j5FdA9TyeQo9OazmvhcRR/DCVY96MRu1g34rSZbIzm4h3hSnV+mNjllJk/CdKts/+SFaViUY6wpe1DT4Mb+EgcRszL97uwEGt42zGZoPz6JOn0nTqgzDG8bITEvTuXoqkixznHMHOzqO4qRpOaas+xNr3vATAI6Tk3Rc90c+9vZzGep5J3+9JcUrwvdLzo9xQ8O7WfyS37H/zl52/fkh5r5aO2QTp+PYxeRf9nbuGV1IV7fMls2jODWXIxe5zLr/B6z/9cN8d8E83rN1G58qHuCGpRcgrTibgaCN9mA/2U330vW7v0bn0vxvf4HtqZWUXROJAM9VqLoquuLi+TL9BRPbkThyxnwSPX0UenJUumsETkA1V0C1DOJNcQaDER576dsP2t5yf47EYD9yuhHPSiIFAWpDHlnX8W17PMou8JHMGHpTFqdYxilWxH0mkUBzPfRkSUxTJRFhEzhOZNhUB3YgWDiKZZDoaMFqsnFKFexCmfJwidJgGXvEEds+YON0eCTbY8gzYtTyNk7Bw6v4OGUHOakjK/XcXTsCujBO3/VdD98bB7cwDnCj/FZNGDTKqjzBEDGIzJQ8242cmH3bEZ8T5gJrrjOu6Z2YeRlShie6TtfzcN1KFbdSo5orYpdq2CVbUIP3CMbHE+e9E8US21g36qt/b6/ikZhloejimq6EjuRKmJ1cB7diqj0euSTJEp7tUivUCHwft+YhKxLx5lgUB2RlxptNscYYTsVBNdRoap5qT4rPmLA/fS+InK/r+c2BI36fwA+o5Q99vW9cmWbOGYeRWDxfXE9dh/13PR7db56rXozzvGLJzDxpLur0mWLSLknifwHPSuCpJq5mEUgyMmHTgwBddnBkhYITQ5HDZn0g4fsS2eZ2APbt6+bGx1dSs5PsPumHPPj7Xfzpmsksqvhnv8pIwSRl2sS9MWpqjLg7guzWCCQZ1alAfhQpFkc2xEBC8j0ku4rb2y3kYp2zMM6cyuqazeNXPMrQU9vpGrkaQ5X43hVfQ5UlwEb1bRzNoqbFqakxyn4cx1WJK2WcQEWRPUypiu5U8FRD/JM1ZN9DMpKUjAbkwEP3qqhuFTnw0DQTRTORnSq+GcdTTTRFFes43UQ2TIJ8yHIKtdie4+MWn3u1I6tCM17X78q+h6J4wvn837UkXjgn9z/1ous/IPefpCRNQ667G2uauFmE+oe6gUDdzdGf6PyoKFG8QV1/ix/g2xUBcqOQe8Hzd8cKyIaOmkzg2y6PfOk+jNa1NC3K4HsBVsZixrknQ0OzeI1dFQ6/IQ1LCo0IpMYW4exs2+CJ+BQkGV8x8GMGnhFH8lwUp4rk2EheGLPgOsKd0Izj6yaS54TRKUWkwKecbqeQbCfR2E5q/zbcnh5k00BvylLp7uPRr69l8YULaLnwDTQ7VWLf/Rm77trCLN/HLpSpjlao5W1Gu0ZRNBkjZRJrjGO1ZKPMYSWdEtteKqKYBlaTcIMMgmBSp9hqTJFobGX9h27ghIvuQMv9hLXfEdm0R3/uJErLT+ZUax8P3q9x9U8P8JY1/RxY/S6Ou/xM6nO8T2x8A/GLlvPUVU9F77u3X2fqhN/+80++j6O/dz73vu96Zp0zjcTUVka27H3OCeo9p36Gu65/P6ddc5j4jFuW8EoguPX3/HlFjUcXjFOlpx3fQaqziW03b8RI6cLMy4qhWBbF/gqJ1iSzWhu4e3cPdr5MZuEs1BmzWHzBAOu/8wTbf7+L9Ix1zH/pEmLXvo6n4ycgGTlm2BdGmkNjVBx/w909KIPdWMEBglJhki6pXg0Lkuy/v2cSCP1bAC4IAOsUXIL5PlZzktmfvIhtn7kK3/7HA9sXU8Prx6js2IU500FKpFBSKRLth85KfaGyOgy8io894lDuqjKsDWNlrefMGqxX23FNLHzjaciZLIWeWwj8gNGuUTx7B4Hv03FyC7Kq0P/E0PM2ACRNIj0/Ti3nHEQhfK7fSdFlrMYUWsygsWRjj7l4FZ/GJRlQVKa+7a3Yj95O6xKXLX/cPOl9rA5jEhV6IHD4S5DjpVIG7UXe6BuWpTCSOo2zm9h03daDHq8v1vWsxuJPv4ueGccy9aj7yc4ao2XFXPTWZvIbt+HffwcLV44glYsE9uTvOvPCN/PTIMEPj57Lj79wFgNShgvlJlZ/92Nc+vUHufPCs9l/5084sKafQu9kjZGe1Vjwqvk8feZXuObXRfZtXocsS9RKFV76xuNoiw0ipzMc/vHz8Wct4PYH7uXVV13PSR//Bp/5rMVZ511Ids/jjNy3lqEdwzStyjDnjMPoziyhWIvhBaH+0peQpADHVyjbKsWKRLEUcGDxkUw7LEe6b5j0/BHsokutUI0AX3JeiuZz3sDeH/wEv1SL2A+KHkamFEfHdXmaKv7V/SLqFF1JRjZNtEQMO1/GKxRRG7PIMQsjk4zMZ3zXw6uGvhJ180RCB1/fF+6tiRhK3EJLxlB0NWz0aOhZl1q/TeAEVLprJNtjmGkD1VSomTZ20aU8VB2X36iCFqvCBOMqAXx9LxjP3Z1g/AREr/dsL6Le1rNbxx2evUnfSQA6OYrs8Wt25OhcT0sIf6TIwKvuPutWbdyKiNBxyjaV0Qpu1cOtuni2T6W7hqxrTH/vu9j/s2vRYiKCyS66eAUPryK2Q49r4xnGkVxCrCU824/MqGRVAU80CmVFir6774rvHW8WcR7VfA0zbeBUHAo9ZaysgaLJ1AoeaspAszQ8x0PRhCGSyEQVn+vZXqSX1kwFo1VHseRwWuxQ2ndws0vPaix89dEYS5fjWwnksSEqG55+QYBrtOoRqH+uyixJMO3oGSSmtoFh4SUyuEYCTxUA3lUtalos0t3WENNaPwibBVJAydEADU3x0GUXXfVIN7QgywoDfQdYMCVg/W7YtN1mYI+4N55y/tGcuspl9Ssv4LfdS+lstGmzhpFdPwSQQierOBXU4ohY40kyUhjvg+8SDPWR37kf1dRIJZIUlp1M6tij0X+6nu79Izzx2P286zUvI53NIrllJFUczxU9RVWOU/YsSo6FrrjC3EoS/6sgtMUlq5GqHMcJNGTJxw9kSl4MTXawtCqy5iNLHnEtjqmNodglfNXAVQ0CVSNQVXzNEEMRxgTdWjNCo1D/ee83XsUf140HAYrvouD+e9OVQ4nDf+ofU/8Buf8kpSYToTtyEHV3JUmO3DAh7L5Wa+Nh8LKEGrNQkonxzrDnCdqyK3LvAlkWwFlVkC0Lt2eA3NO7qY5V6Lq9h6kvmcLcT7yLakM71v7N2Dt3IBlG6PLsi06nJUOlAr4TTYgJfGFMYBigxAl0A8m1kSWJQBJmBYGq46o6ku4geS6yU0O2K3hWAl8zQZJRx0YJerpw83mUhkHiHVXsdBuleCtSh4cmKwSJFLXGaST2PgM8yKbrtqLFr6fxhKNIdWQZ3DqMXSij6BpN81rGO8iqIoLbs2m0TFpMrt0K3lgeZe92aoPD4feQ8Wqiiz6x9t3bx7zW6ZS7fB6zTuXYgWtZdN5SamMlYisP57SLbW78Shc/OLfEj7pOh6vE62rDOY7/xkt54OO3sOP6PczdeidL3l9h48JzADB0kR08/3xBM+48egqVY18GXE9u3yjDOx/Gyh5aw1CvNed/l7v+ejGnfWcmW9Zu5Ls3f4Le3/2Fzb8Y1+kue/cy4u1NjO44ICiyVMiv6EF6ySsZWHg20x56CkmW6KnYTGlICa2bLOH3dRPvaIneZ3R3Hx0feDc3VM9iqBeOX2DTuaCD3t0jPLh9iIZpCdgMwzu6yN33ELnd/eR7Cofc7ol6u7+nAidgbFuJWl5l5UcuYseXr/l/BnIBRrZ1kZUlzM52JF3HbG08pBFQvRRLPohKHZthIqsSTmG8820XXfS4i57QaViWwq26uEVvEgBd9q6lNJ5/HqNtC4mX+jGSa9BiGsMbRPZx06oMrYvbUHSV0a5DR0tNrOYFzZjpGIXe0YPMkyZucx0Qx7IxFMtEUhXizUlS04sUesqUh8oo8TjNF7yJ/Wtvx4gZzDptOvmeMcb2F/AqPqnpcRpnN+OsstncM8LFj24go+l8+hWriAXSCzoHT33JFFLtaZyKg9mQPORzph01jcafvhNfNcjFmmge2cbjN2wSmZ7zO9E7ppNOpkTDbnQEv2kKcuFgSndaUvj42n4WyM1cxzCFw6awsfc1BP7D5B57Knres6e4C1+9kIbXv54PXNXD4L7x6b6sKlQqHluHW3CWvpGhchLHkzmpbSN3f/l9vP83a/jkpy7mL7fcwV+/8REaVi4mMbUVJZlAae+kpbKPtDZMWU1SCWLYvobjK7i+ii0rmHpApQrbRtuJzzma7MgQvutRGythl2wquVHcmgeKxrzPvp/i2j/jFUqM7S3hVXz0ZExktCImSoGsIMnjUheRla6EWee2MGzShOFQbWQsjBzRUCwDPRnDD4Fx3eRIrue0+mJJGzVuVSVKDVAMHUVXUU2FRIeFllSoDog87epojViTEmWvBn5AddgRrsMhYLX0WLSvVcsQ08rquDY38MeNcSblB3sBaqh59b2AuhOxZ7t4jodnTzCDHAudx2U5cjI2SlUUQ0PRNZFqUGdgeR6+6+PZQm9byZVwysJAq1awxfld9cLFfwi+NQnZ0Jn32fczfNvv0TQ3Aq2yKhGoQr6gaHLIzhlfINe/k4hiEvtdNdTou9fp2JIs4apyNPktDZWIN8WRVYWxAzm0mEKyLUE1L647iq6GjQJvgmNzEGWaB36AXarh2QJIa0lFTJzDff1s2nHjyjQtC1vQDz8CJ55BG9xP8bF1rLvyYZ6v1JSKllSeNzrO6jCYc/oizOYsSiJGoGp4RpyamYmAbYE0jq+KjFYpoFCzcHwFVfbRZRctnOA6nowkBeiyAL65okr7zBV073iUYxa+h/W7A9padWYsncvep3dw9/VrOW3VKmqrTuWExB6qgUWD3S+mxZ4ncmElGaU8ipTPQSpDYMbH119Add9+in05Gud34o4MkxjYxcjcY1n5vg2c/YPrUfF551nHi2NVUrAVU0TxoOIF4nogSQGmUkPGQwqX/Q46vpZm1M1Qsg0cT/z21dBh3NJcDCWGRIAkBTToBnHFxNILBMj4siLo3YqGL2sEuinYer5HoKpi/ekHLygZityXfQ8p8AQA9/8xPhr/J+tfLCcXYM2aNXR3H2zEuHWraEpffPHFBz0mSRKXXXbZ3/3Z/wG5/wTljhXwfA95glFHFA008cbrj8cAKZYxTvUKTaT8sjDXkDVtPDKhHqfQ2ISzbx+JE0/EeHkT2z/xFQDSnRm6px6F4VewCnnskTG0lmYkz8M342LSWsojZRrGc3JNi8CIIdXKwiUmzOxVR/rEpLZeqibMqxxbTE41nUDTUQo54eYnyTDUh5fPI1sWQaVC4a+30LdhH1ZDjD07hsltyLP0HUsof/RKbuEEXv/00Wh/vJq1X7gXJkxHN+7cwgnfOgfZNHBGRjHnzCbICo2NXM5jb92Mb7uocQs5ZiFbMWSjwNi2vQzv7EezNNLTJk/f/PDifETDVrwrPs2an2zixO+ex7r3/4nLuz/ITcf8jpdfegFg8fWvlyKvUi2VYMfZn2bPvG/SlIGCl2Pqul+x+MIFbLpuK8ddczbfP+r3NN21jauvuA+qcOfT9wLjeskxSi9IwVpz9uV87+QWkj+8jr3BbCz1JgBOvfkT5O+9j8eveBQQbsY3fmkt8xc2EEz1eOwZn3v+9Cg//9a3Sfz8ch767R2845ilZJYvYt+N96NZGtmF01n9iaMZ3d1H68c/hrJ/K0f89ix6n+qjpEjcoDl8ZfcuDthV2AxxXaXl0TzrH3siAnDTt9zHlqEWHl5X5qKzhslc+3ke+9rzL1qeXc8XWRM4AU7u/x2wBbHIAkQOKjtpXJkmOyuLmY4x9YR27JJ9yOmpV/GjBZpT8Agc/yAqr9Gq0zAzJZgIDXFmnNaJYhl4lRq5rXvZ99A+Fr/6cGJnnM1I8zzi5WH0nRuojlVQTTXab0PrRinsL0+irT9XBU5ArVCj/fjltJzVydQTd1IdHBERMSE9cWRnHyAW0IquohoqhX29OOUapSHh/Fr/LmqIOzf/fAuBW8Fo1SPKLAjnY83SsBpi/Ky3D8PSueVt5zB9ahtyzGLaK05CyjYzcvsaRvcOCKfgoQq5DXlajmwAoOepHkr7K2TmjjDlhGaMhI7n+AxtHqHSLXSd9x/7EQAOe9ti7v/Jpuj77r1nE9rrvszTfc38+tqN/OASndatd1NYdjInfjvHfR+8AYDDP7Sa9d9fh+zARVs2MfTttdzw/Vcw/8lvcdgJ72L9JU8ccn8e/qHV8LaP8sf+FaSb+omn42Qa43TvHmBwXw93X7+W87+1kHl7/0rQ38O+v9yL/IZziDVN4QdfOYqjzjqfD33gIj5/36c59sRLWHD0ANNHn0Lp20N813riqkqDFcdJt2AbKXS7KFgzQUAQ1xmZMp17D8zjaXkBhx0h0dSQpbZlCwceeIZif4mxbSUUcxwIeggKYWxmjMSsachtHfjxVKgTG3ckrjdN8T1q+7vFsZBMoDVlSRo6uU27qI7k0ZMx9FQCPZsW/gyBL+i6E4ycJE3Qev2aHU15A9/Hq9SwC2UkWSbd2XBQfFDf48NU+myMZi2a5JmNGmbGQDXUcGrroFnCyVnWVcGWUhXsQhm36kxya66/t1tzI1pvnfrrOT5OoYpTEXRb3wtCQy1P6Fbr029LRjWFwRIggKehCp1wSHcOfAH2vJpLebiKPeLiVTwkTUZWJdRU6LKsSqgJhez8NHomBUDjnEa8UonKqADWeij1UU0FK2OhmlqoxVXGQXw4sa4D8LrzsaypKLp4vVupIau28LnIlSPH6vJQGTNj0LKohVqhhl20MdMGpaFSRD1WTbFPNUuLJsOeH4RO1R521cVI6diKgz3qIqsSiTkW9ohL6+FNtK+aTWLZEtyO2Uhd2xm49tfh9fSFy827FJ/nmnbMF0/FaG8T+9M0RVpBugVXNSNKrC2ZEIAXKALYSj41V8ULKcklT8MLJBxPxvXA0iU02aPmqlQqPocd+VKeuFtIGxpSEjObCqyeHefmR45mqL9ETLXZpy9itJKg1RqhqiVo7n0aua+LoLEFZBVpoBsUhZGZRyAHHmYlh1bNI1dL6E1Zpp03m9HDTsH3bOKP38ZVe1/F7Bkn8Vjvj7jhB1fgLH8lWyoZCjUdWQ5ojRfJaiNo2HiheZqCR1+thaGSWWfZ43gSAzkJ1wXPB9cNUGRIxGWUMC6ybgbe3hgjY2WIqTa67BBXiiQMC0+zcPQ4SjyDZg4h1ypi3WWa0Xn0fGUkTeEfUy6h2SVMxUAL/o1Brvxi3JX/b9GZt2zZwpYtB5sx1uuGG2446G//Abn/QuW7HvbIqFgwWoagOekq9pjoTmrJeNjx9vFqNkpIG5bDiapXLEWB8lHGbniSRBpY20YydKhVKSbbmX/5J2n95S/oeu9P2dub4NTG9Xj5PHomKfLPCqPIxXCa4bmCiqJqICsEmg6+KwBtSEGWfA9qVTGB1nTQDQFuq5Xx7N7AR0qkhBNltSQWTn6Aks4gNbWAXcMYGkGSZUZ2j0SAb9uN2znutD+xdM67ufyu+XiJb/DmTS61/zpjkonOwOObaT/9WNSE6NQHoZkC1TL4PlomiZxIIDc0EiRSaIpC2vfR03EUTcVozrLgdUX6nunDLrooCaEJ7AvaWXD4IvjJJp6+5q7o8x7+7BouZg2Xn3k1T3clmQqc+ut3ctfsD7J1o8yMjoBjMhsZlZsYOOI82lSNTddtZfvvd3HUe+Mc9+tX03jb0wB89dUbOfnJD7G6cDvug2so7Osj3tFM4HkMbNhzEGWrrmPtvmcA5p9FYo5FdUAAKXvTM6ROPpnjsmke//a99D8xQudbUvzpmvuj168+43Cacg+Si8cYrTlkCXBHx3AqDrtv6cLqOEDDzBTd9wyw4/r3AhBfGOPJWXFu397F7ZsOsCqb5srVh9HSmaW1vYkd/y3iVeoLvnd/eBsX33YipwF7j3+aw1/zVvgbQe7/dmTN31ttqxvRLC1y+xxeL6anelaLAPpzTU7dvIubd8VveYiFWn0/apaOkY6Lc1pR0BrSNMyfRq1QZdedG5kjSzSuENT2Wtd+SkNF3KpHbIYZgc2/hRKe785T7u4j1ZhFnzcffY4fadcoFVCtLTilKtVcgdJggUKfTWWkQrGr+rwg2qscDOQBRvflsYs2T/YOc/r8acSGxhgeLZLsbEZvSMPwCKqp0TivHcXQqeYKOKXtxBpjZGY007xQiSZ1Izt6KPTlKfaXomn3vvv2s/oTR7P7rs08MwHgAjRc83O+9ReD7U8+RXk0z9qBEzh+ns2o3MTsznFRQT06qGlVhjWbmiiOTeX08z/Mtd/9LE9cupfJSdWitvxuC0fNewTr0ZvILF7KW1+d4JJPrTvoef57X8WaewaIzTA54hMvx8+IZpsx1s87p7pc1d7Mzge/zWtevgo/kCkk24kpOsZYP1JxFKlaQdXyyK6N2t8FVZFZiR/Q1tpNe8sMJAJsxQLdRNZUYo0J3JqLXXSxh8V2OCUnMomJZU2UTJogliTQTXF9r4PMKAZHZJO75Qp6OomSzkA8gWyYePY27FJNgCtNRQnvaxFbyRWMI99xhaQm9GuQwgg733HwanZEr022Z6NpYeD7WA1xiv0lil1Vyl1VFEtB0iT0jFjS6HERB+RUHJyKjRYzCFwVHzEd1gFJruLZzgS97bhOFYjot74rPtepOFRy4vitg2oBdsW/wBH/61V8JG38PJBVCUWXI22q7wg98LMZGVR8FEtGz6pIhiwmoDENK2OhN4QazQlZwao5Dp4VTUZPmKiGimpqEXW6zk6q06nFFFdoIBVdi/TFtXwZuyRAbq0grhVaTEOLifO+0FegMvL/sXfecVIU6f9/V4cJm5ccBQQBURGzKCpmzCDG4zxFUc94p+epp2c4xZ/hTr2vYjz1zHfqKZgxJ1QEwQQoKoLkDLtsmNRdvz+qu6dndnbZJUiw3q/X7M50V3dXd1d31aeep56qx7BNElXJ3A50Kzvu1zCtYJ/SdbFiJpGSiGfZTZNamSbWLkJxuzjbDGxLq349iPbbgUzrjpj1NSx+86NmC9zmEN+2uwqCZJrIkgoyxeXK6miYuMIM3JNtkcYxjGAMrohJko5NfdqiLm3iulBVa+A40L5SnbcjBSXFBnsd9BsmvHwHADX1kupklNV1NhVlkt49KikyF1KVLkFKWJksZ1aiPYMj3/Pebx5kj8v2omyX/lBShltaSb1dgulmsO16ItVLobaa9O4Hsbi8O7NrOtM6vobtO21D1YwEX61W7cNu+w1n1up2rK41SWWgXblD1EhhSBcHk5RrU5eJkHZN5q0qorpWEDQL01BX7/rx0dSoNlOQzkiSKcg4kEq5GIagOG4iRJSUbVFkp4gYKXUdTRvXsHAtNU+0cNJg2kianmXAx4rZaphdJo3ppNT0SU1GLdnaaU7gqZYzc+ZM7rnnHiZNmkRNTQ3t2rXj4IMP5uKLL6a0tLAX1Ibg5psbTnP5S6JF7maAk8yQrq3HzUS8BoGhepTrk6ryzTiImGrguukMbjqDYVtYRXE1ftdJBUGrRJGpGiEZBxGNYJaUIp0MqYULsVu3IvX9d5TM+gG594H8dN6j1CYi7NJxIaWL50A0gkilcFYrm6ThB5ZyHSVYozE1LjeTgZpqJXK9uQOlk8mO2/UfUNfBra8PpiXCcZBVq9SUSeUVUF4JZeWIRL2a/zeZwIxFab9TV9J1Sap+nI5Mu7TdsZI1U79kUPGTrNpjJB98soZb7qvigBsmMSr6BO8MUVbpBVMX0ukw1L6FgZGsg/panGVLMWKq0SbKK1XDzbQRxaXY3Xtgd1LBIygtp206Q6QkRvWCVRixKKlvPqXO3JmVg3/DQf9WFo9lEz7n1OMOCKb8+cv4c/jo2K+ofe47bn74Q4TxKUf8Zh+2Ka/hq7rtmTrTYHD/MpJjswL5yOibWLv2A5TIXb0qwd9umEG7bXZh4P7HcU67G8msWImwbSq3bU/nA+tzxriWdy9maUi4uBlJyTYxVk+r4aMrXmebw7/CjmeDBF1acz0H3voXHhuXwLJNDtw7jr1qMa0ryzlom/Y8NPFbhrVrQ/udujL3jYXUzUnkCJLlMs1VdSv55vWv2KtvD247aHeGdWlH9fwqomtSWEtXA8p19qsHvubmIQ/mlPHU7v2JTPjHuj4ijeKmM8x95LkgovYvSetdy2m/0zbE21U2mNKiJYGvGhOgTr1LzRI17YsZsTDjMSzHQVSUY7drS2WvNfz4whxWTf+Ync+uo6R7Z5Kr1+CkVMMiWh7B6CUKRnJuilRNhuUz5mEXxYnvuRdOcRlOVI3Ts2pWEVu5ErFsOWsWrmTpjBVNBpNa2/0p6RXHqXeZP7OKuTV19DEsfnh5NnapScfd6ihqXRxYkeOty4i2bUW0bSu2dRzs4jhGxMIuihPt3AEjHqeoZ3ek6zLvtY9ZM3NOcH0zdclgbK7P4DEncMekbiTqVwcuc6+PX8LP/Xdg1+3S9CyQ320fvpufVsHBx+3MEdsZ7DH2Lm69/jlOMlo3vI5pycRdRgJw2HMVvHPiPfwFSH08g9tvzI6b90VF3ZwE75//HAeP74100jjffsMHf3yRQa7kyfGvccFfVrLM7soCs5LSaIoB8XexFs1FShfDjiD9qWtiIJICt7YGsXwJXXosV2Ps3KSaS11K7KIosfI4pZ3S1Be7LPjP86yeWUVqaR3R9hE196plI01LRb73piAx3GzAJKeuHsebMsssKYbyStx4KQbKEpuqVW7DdnFCzWleFFdT2nnxIYQhyNQklMi0LYStXJuRruoQtcxgLG20Vbk39Z2Lm8qQrqunrHMZTtqlbm6C1Mq0cuu1BJlih0zSwfaCNKXrUqTjSYSp5nJ1IZheyEeYXoBGzwJpWCZOOpl1pQQyyQz1K5UXglViYsXU9r7LsIsfFE+C98i5GYlhCS8iutqX71FRyI1T2MoSLEzlemzF1JQ8birN6rdfJ7G6llRVAmGInCmVfDdlkWcB8r0tfMuuCqRlBtMwZRIpUmvqWbO4mnSdcplOVannxIwng3eHf22j7SNEyyNEYibSkRi2Etjhcc1BAC9HBlbsRFUS6Uhi7SKUdimidc+2tN93AEaXbjhlrbGqV5D86ouCY+oL0ZSHj8/ul+4JdhRicdyiMtLFlaQj6j3mmBHqIuUkUUHbXGlgIImaKSJCCThDFJF2DCKmmq5xSVKSSkOy1CCZsahLWWQcSZtOvem2/X7859mXSMaPYfHqCK4LHdpC/w5L2fbnt5nW5RiELfl2UTlvvj6Xgb9T74sV3y/CzbiUH3E4Na17IKRU7sGug5FKgB3h+/hurKgqYkmVjdnapb79tiQ+T2NY/QH4v3+No/+Bf6BVOcQiktJoipiRIEWUlIxQk45RVR8l4wpWVAFIDEOQdiDjSKIRJXodR1lzDQF19ZJU2iWZdMmkXUxTUFIcBSySUQMpodRWrsrSMHEMW41vtiPK6IEKjhp+fhq9l4bhtVnTasibm4Zf9ZhcNril9qeffuKUU07BNE1GjBhBx44d+fLLL3nyySeZOHEizzzzDEVF6z8nfSGGDRu2UfbbXLTI3QzIJJKYERu7KIoZi6hebic7ob2TTHkNGdXzmqmtJ1MrceqTWMVxNW1BNBIEmfInrQeQmTQynSZdXYMRiZBcvopMfZLK7RbSttVqdqn7CnvaT8jaNUghkOk0iVVVRCrLlXuPP/bKlV6AEWW9dddUQSajepVDrtXCNNUxU9keaplKKuttvAiEIPnzPKw1NZhVq9X6dEaN/ZISoyhO+YAdcVNJtltTR0lnZdVYMOlHal7+iqP/GaPykBP4938i/Pe+D/l8t8O5/OjHmP3KfPoetzOirDxrPV61nMzy5SSXryTappUS255FykjUQl2tN67MUMGwipV4KEunvcAiLpkpb2Lv3Y+v1vSm18Df0XnVNFr37Mfv7PEs+O4dyjIr+SHTi0+vmYrjjTXb8/BdOX73RbROLODH2j05YY/51Iw6hR8mqDlOex3fHXPqRzkN/8Mu253zhnaj+0En8LA4h/vKr+HsHd9kzZOP8uUDX2BYgp3O2oGSLm2Jd+uKW1ePGf2ARR8uo3LnMlr3VPMVxlvFWbOwhuUzVwbio+P+bZn2yFtUnf8cQ0Pl7h2UyDihpJLz5y7hs1XVnDT8MLoeOjcn6NWgm4dwzL9fZdWKNbz7xL3s1nsbUq++wMofFlK3vE4JMVtFVZz1zg+NlvMPBl3WgqeiebiJJN+c+9cNvt+miHeO0nXfLrTp141Yt66Iylb0PmlWME3NhiJTnaFqRoZUVYZUrRJCscoShG1jGQam10h36l3mfjKLLhmHTH2SuuUJMtXOOkWYLu1TRLQ0wprFNdgzfqZrrx6YrqOmh3AziJpqUvX1JFZUs/KnpgUuZO+PsEWDKNpF3WNU9qggXZ+m+ufVsByqpqwkY5SQqc6wsnKlsjbWpqieX0NljzI6myax9m0o69EJq6Icp7YOpz6BUdkat7IdtW26M8/qSb/K1vz4QnYany/GTG2QN2f3/TmhYgkze3XgHxOnU9GhLbO+mMmsL2ZSdsEBDFzYcC7O2FvPcIz1P4Rl8+Qlz5JyHLY1GkaB3u+zMbBXdpqhJa+9G3yP7NuP6z7/mtTu/dnh9L7E+m7H8s8nZ/MVL0E4DvWLVHTWg0QZj8vVPPXfF9nniD8Qi5qkSw2sJXOp/WEW0dYVmJ26U1fRhUTbvhjSwXJSxOtXYq1ZQYWznLhVRFnVQuSyJSSXr8LxogHHK+III8msm0aTWpodGmEXRZXlVkocK4ZjxzDTCSwvKJM/hlbFfrDV9HaRmIqyamXHyDopVSbTa+pUPeW5JgtTdcZmauuRUmLalhpKEoupaeu8usx/R6ogTpYX4EoN7SntUBY0ouvmJrwowy6p2jSmnVCWRM8dOVWbDE0f5M0tK2WwvS/MfWtuEEAp7eKmHeVenHKUiPWO45S5wVy1YZRV1w0Erouh9m9lLb2FBa4au6rmkjUQptcRkEiTqarnh+v/FnSIlHUuI1oaJVKcnRtYjTU2POu3F606b9iSGk/td6LXU7eihtrltaxZWEN6jdNoh5sv3mVahgQ1wXhowxLBlEVuxlWi2szgJDNI18QusomWRoiWxijtVElpt44Y22yLNE3MhbOp/WY6M1/5quCxCxFpZTfpJbPnFftQuvsuKjZIJIYTLw2CTKWtOEmriARxXGlgiQwOJqZwiBn1wXhQxzBJWjYuym05HosihCSVFqyqs6mqNUgkXEqKBbvufyq/Ofk4rn5wAZ3adSBmu7QrqqXX4g/IfDeNbh37Yr34KG1PvoyHv53HcX+BvwAPH/IiN0RvJVPamtpoBbFMLbaTwE6uQdpREu16MHNpOaVxR1mTExEWVvamtroeO7IN+x5xAU/f/1dKux5Pv4OVW3bcVvdwVbqMlGNRnYiwYo1Jbb3ENATxmGfFzahgdbalHvVUWpJOSzIZyapVSdIph2QiozrFIiZFRRbptEFJsYEhbCpjEVzhWcQNC8dUw9FEfa0KoOU4zbLkGpbqvJKplIrb4mY20gzpWwjGhg88ddNNN5FOp3nmmWfo3bs3AKeccgr9+vXjpptu4umnn2bUqIYR9jcmq1atYt68edTV1anhKwUYOHDgeh9HyMb2rvnFWHTlmcTKY0FQDjeVwfWmFQBUAAtP/KbW1OXM1xcEkPAmmDe9QCGB+zKqd9VJptT8uWUlIAwcbwLm6DZdlYW2vp7UEtUAKuraCaO0BJlIkF6xUs2rVxTPRm82hApn7zi4iaSaINwyMcvUuCE3kQiik5rlFVkrbiqFm0ioyJOxGEZRPLSfBEa8CNG2vXKPW7kUWdkGDAv3h+ks/fRrVs5eQb8zj+C9Ha7g/12XdXs1LJM9D9uVYQe47Lr0ZeSsb6n7eQE1C5fjpDLEW5dR3LldtrKXyu07VVVLJpEiXZvAjFjEWpfhpjLUr6hmyfTFuNJkp9tvwK6ahbNoPm5dPSIaIbFwKcV9ezF7z9N5fnI73nj6YwBG/ekADur8Le1mT8QprSRR2i6w5AAc/Mz53FxzPu889wn7HrMnJw2up+97t/P+hf9rUCZ8S+juh+3GoZfuBsAu055j1K2CZF09V/xlAHu/dyXTnvyIVj0qldV2TQIrZtNmh24IYeA6DmY0QrRrZ9zufRCZDMbKxcy4+9lgPlaAva4axLb/+A9/OfNk/nj8IdS060V8zRLS740n2r4tGcOizVnX8bdD9+KCw/YiubKKKXdNbDSgxMH//T3vnHJ/s8p+Yz3y8c5Reh/TFyeZYvE3i7BiFqUdSnEzrrLqVRZjRm3qV9dTecrZzL/nn6SqaqlfWb9ec/CCakBVbFdCedcK2u+6HXarSjWmvVNP1pR3pWLpTIxELanWnaku6UiNWUGH6u+xJ73D3DcnBfMsb2jinaMqQqkpyNQoEbsh5wH2ibSycTOSTHWG9vu0wkm5jc5p2RQ9ju5CcYdWtDvzAtITX8euKMVNJKift4j65atJ1SRw0g5FbcpYWZdg50deZnTn7gxYEgn20fnAdkRLYznXtKh7DDNqUNm9AsMUuI6k5wmDWbjf76i7aGSDqOTR9mp/4Qb8wc9dAK5k5Q4Hskh0oQML+GDpjowb+zPL5i3hgZs78kPfQxs9twPuHs7Ai/+PVek0Y8zujUaCzvdoyMefvzrMfrceQbq6hpU/LMSO27QfcRID//IkUsJDj/+HnqlpxJfNJvPNl8ra2X1barrtzLzodsxe1QrbdIlaLjErTavoGrZd8D7yu29YPmU6K2YtxzAF0dIYtctrWDGtGjdlssP/XcP0P9yIm0iy01k70Hq3fpjdepKuaEdNWWfqImXE0zW0+votnNWrgve+U5+kdtFyiju3Jd6nj/LOWb2CJW98QCaRxoxY2eBHqUwQnMmM2GraNm/uVvCtjrYKruUJ3cA12nWV8LWyna7pVVUkVlZRv6Ka6oVV1CypJV3nECmxMCMmriOJliprZzDXrVde3IxqgPviz5/z1RfCfnTgcEClTMIJAi05KTdnHG5YvDr1TvBOE7Y31reZwy6sMovSHkXB2FZQ0cFTtQbbXXMl3197M7FW0GmXztjFMeUanM6QSajrqIJ0RbygVxZmNOKNIXZwEsr9O7Gqhpqla1jx3eoGEdTXRsWOJUSKbcyoRawsqizeqUxwTdU4XDcIauUL8fJtOxLr0gmjtAxiyvW6dspUFk/5sUFwu0KEo843xc6/35k2xx6pvM9Wr8Dt2F3N4uBmgo66mva9SURKyRgRMtikpR3MLR1zazFlhhqzgrS0SThRajNRquqj1CYNMo6gth6WLs+wbFkdrVrFMQyY++McBnb5gPFTLLbd+WR6bxdn164r2H7BeMSyRRzyxB5A9nl/efREpk1QXlxnXnIAu3ddSpFRS+uauUjDpCbWmsVOJ75fVsZPcx16dLVYsVqyclWa7l0jvPS/75FS0nfncv55yXbsvP85PDDmL968vjb1GZsfF8VUjFAJa2olhoAu7SXpjCCZFqQzkEhKVq12qFmTpq4uRX1tipqqOmqrVB0qpZrL2bItSipLKC6NUV4Rp3PnGNtvk2Z3YxJpK05dpJxopk7VjYt+VsaMOXP47oVJTdYd8c5Rth++I8VdO6j2aZ9+pCvbgzAp3f3wtZaLrZHUpy/hrmx6+sHI4FMxisubt79Uij322IMBAwbw2GOP5ayrrq5mjz32YPDgwTzwwAPrnOeWkEgkuPzyy3n77bcbFbc+TY3jbS7akrsZYFiqMnfqk6Rr63FSGVW5e73mQFB5OKmMGn9WHA8aAumq6mB7FXjKyroMZRwySW+MTWkExxuj46Yy3hgpA5IJ0suXk15drXpgLVNN6eBF0XQzSpyS9HqXpKvC3HsVrJtOI4Shgkd5AbBcT+RKVwbz9krHwU0q12p/vUincRNJMjW12JUOlm2BN4evBbg1a0gsWkqssoR2MZuambPYY9epHDBsbz4YO1GdS8ahuNimmzUT5s0itXwlNQuXk1yTCHq6nUSCVFUtyaqaIBhCEEQk42DF7GD815rF1ayYWoVVWkzpfocy74+PUrdoOa2260SkooxVsxaxbPpctjVNhu3xO5Yv3ZUpb0/FELCCtrQqa421YBbF7qygkd592IEs2+lQus5VPd9T3ptOr213p8fAIQz6f9Us/vx77LjNnPfnUr8gyaEn78Nbz3zC529O4f89cArvnftfvtjxRC4ADnrretKZVRiRCG22a02svAi7OEZx+0rMqE20vRrLK5NqbmOZSMA3UxDFxVDZit7DB1G/8i3ql6Xof/pulOywPcWxCImVyxCuQ/HKuSTL2hEbuB9yzvfYsQgRy4LSYsziYuSK1U2Kq+YKXICKfqWs+qoaYQvKtiui+oc6Yu0idN23C2U9OmEUxYmUFqmI1m2Vy2JQRl1JXVWSykOP5JvLR7Nm2opmH9eny8Htabt9Z+LtKoNOpkhlOVaXbXDadmJ1m+2oN0vIYFPnxFmVLKa4bTc6WEtIijhpaSOlIBUtI1ZWRkn7Mrof2ZlMMsP8d5a0OD9N0ViDtKXzDK+NcENyXaNhV+5cRmnHCmLtKonvMRh3+keIWBwzGiOaSAYWs3R9mtSaOmKmoDRi8X3cZYC3j/J+xcTK45S0LweyIrduTgJhCyq2KSfpzdm5dMJUYlOmM7PAtFu7nTeITH0iKDd2aQmpbbbHFSaTqncgZjvU2tvy5bQElm1x3bX9sW48scF+SnrF2evWs1n53gTuq+/CtHQdt3frSbkdb9Sibdp24OEB8Ow/KvlixxObFL8fXfE6AL1P6kmHoUOY0v44ttvpZ1777630WfYONc//j5r6JG333RURjUGinpJZU9g+NoNuHXuTipTgGBYSQTRZS3LCB8z43yRWT6vBjBtU7lCWM/TBKo2yzZkn8u1lN9PlgNZU7tATs1tPnJJyNc4OsNw0phsSGP74XOmyZpFy97Yry7FME5lMYMWjWPEoZkS9VzP1ycAbQdVpyg3WsExvih5lXUzV1JNYvppoKxerKA6GoSIT+x43/lAYQ0UcjpQW4WYcSr26smZJrRqrGjGQjqR+ZT2ZokwwtlS6Mscy66RdpCNJ16Wxi+zABdiwlLuw66iOUcvLq5txkI4KPJWJZQJLlWlmxay0BE5atljgAjj1auogw7PiClPVs9HWMbqefgILHxlDNOoEYtwXuJlkBjtuq+vuiVy/vJNxwI9q7LjULF3Dsmmr1umdESm2MWwTwxTqGqZdEqvrSSccpONixaxgHHFR62JilaUYtkWsUweMytbKDbOulsyyZUy955Nme5vUL0gG3iB2qVlwCEav47vT5pgjkHYUsWgubn2divKbSmCkE2rIlWFiZRJEhYlpZhBmDCFcStKrqY2UU2+UEJN11DjF1KajJDMWtSmLuqTBmjpBfUJSV++yalWC6pV1FBXZ1NakSNVZjBo1iv+N/yNwMuk0pFyLNe37UFRUFuTx5iEP8pfx53DMX/fmn2P/iFvWmrmd59MquRiBS128FQmrmGWp1syvKmX1GrAsQVWNZE2tQ0mJRUncxbJV59G223bg4KEX8fYLdzFrwSV061iClIJk2qSmThKxIR4TVJYJbEtiCklKCjKOErg1tepc6mvTJOpTJOuSJOvUmGvDMAAT13VxHIdETQInncF1JSWlNjVJC8cLfCYRKlK0Yah4AOCNn2+67Ecr7WBIHq4L6aS6V+avWJo0K7py892ZLcvilVdeKSgoly9X3oXGLzhl0d13382bb75JaWkpu+66K61atdqox/sVl6TNh0wyhVuf9ipQL+KkaSK82YP8RoJhGcQqS9X8gcXFQc+2GY9hVZQjkyky1dUI2yZdXYNTn1CT05tKFCMMMnX13ny8FkY0grNqFW4qRWrFKiX24rHsC8eVKsCVNw+im04rV+n6ZDD+Jxu5UblMA0HgEAwDSxhIL+ozrhu4YagxUcq67CZTKqBWtJ4Myn3ZTabAXULdgsXULlpJpDSOXRxnxvNf0LPqdv585u/ZbtuDePuthfTu145T9l5Im0mvUvPD7EDIRoqjRErjCEOQXLWG1Jo6FTkylVF5T7tB5EwnnSSTSFPRvV2DOfeqF6wmFreId2yLm87w8wfzSC5J8dNLDwMPc7gtuG7iv7jilRWs2qk17fr0oPXsb3Gqq+l7/omee3c1ZS8+wEmWyaB/XkqtU0SpOZeVdGHxUbcwrX8xsSh0uTTJvu6n7BabhuMMJJl0SA9IA/8N8vPuoderqK2AaatpkuziWHCvAdy6etI1darDo6YOYQgsQ+AsX87q7+bQtm9btvnr4VChxgbFIhHqUiqYmDBM7PoqkuXtifQQONEienbtyE/LV1P13U+snrOUkl7xFo/1BGUl3GZw52BqmEwiQ1H3GJ1376gs0F7+VQAzGyMep3S7bsRWrMbw3fJq66lfsopkVS2rF6s81BeYd9GMGwhbBXLptGsHituWESkvJlJWgt2qArN7LzJlrclES3FNS/X+C4MVRe1Y5rRjeX0xC+dHqEtIpIRYVFUsq6oibN+9mNZF9USMDJX2KuK1S5HSxS6OU/73v/HY1O0Z+N0uLbaU+Kwtsnb+eW5oobu+pGvT1K2ogYhy5U2vqsKtWq0a5TW1OMk0TipD3co6apfXEiuLcub2Pbh/2izOPmwfylDRWotal1DWqys9h1blBF+Ld44GFttoe+WSOfeNbO93h0Ft6LLntpjRCJn6BE4yTWn/HZBtO1LVsR91dhmdvnqFPjv3oSZTzH/fscmkM1x7NkRvOpkZTym3e6vMYu8rD8I48CheTR3OFZNr6NVhJTde/1cOOeRQzv5/f8RevZR3jiwcXKOivXq+9hrci8kf/URR3TxqP/yWW8vruOKKwhGZfdrtsh3TtjuFVyfY7LHXnvzvoWo+uXMMzksLabdXJa3696Z+5ixW/rCQVXNWUb8ySe8j+9Jqj52R3bbDiZdi1q/h27e/zplipTHLSu+TelLWoRy7fXucknKcaDFSGNgZ5cJpOdnGp5QymO+1dnkNdSvrsItjlHtjbq2YH9HYVvUJIN01QWAnf+oeYQhi5XGikVjQrsskUhg1KqpyMAzH8Bp+hkAII5gbHsNQQaW8ejNVo54BwzLBAmdFgnRdgkhJJoh47M8/m17j5HTWqamC8AI+RbCLIp6AVHm2LBM892fpujhFNk4yE7gQS2/srbtG7aelQfPUuF011tVFuVCbEUGkPI7hjZcrblOEieqcdZIpnFQmmLYnbMU1InZQF0icoN51UmlWfLe6xe8KYQsq+pUSLYsF9y/ttVlqltTj1LvYpWqccrwiTmnHCqIVJRiRrBXdWbyI9Ooq6havYPHX81o8nEKmpefOXbhB3m3kibjROMbCn8msXKGCTKaSiLo1kEpArAg3XoJwHaxMPUI6GFKVzWiyGsewqDZbUUspiUyEurQScvVJA8f1rZ4ZampSrKlKkEk7CCGwbJOYF6QylVxFt25xurTNYAmX5ZFOmG3ac+RvO/Hak2oc/qDP7uHdzIG8H3HoXLKKzrXfY6dqcQ2LZWVdqE0XsbyumNU1BlJKystM4lEwDYvKMkk8ospj6w4VlBVLDhz2J9564S4effAu/nz19biuIJExSSSURX3W1+P54KV7qatdjWWanHD2/6PDtvtRU+uSSLikUw6O43pGFYNoUTQQ0QCu4+JkHFzHJZN2qK9NUl2dojZRhCxRZSw8r61Mq2Buathd08+AmttZeJ6HLiSTiHTqVz0kt1nuyi0YsmsYBl27di247pFHHgFgr732av4O15PXX3+djh078vzzz290gQta5G4emBGkEAjTG3PuBb4wvUiIbjpNui6F60BJ5zYYcWXBderqEK4Ey8YoLYdyE1FUjHQc0rVJsCVWPKrGS6F6fY14MWbcE6OOS3qlGkspioqxbeUWTTQGrlSVo60aFW7aQbpAxIWMwHVdpOOSTqqXo22bpOqSGKaJdEEa3njBjAQJUphIwwDXJV2X8iIvutjFUUQkhmHaKiKzYYGljumkHdIpibQiGPFiYu1bkVgyg+lP/ch2yXs55YSfOeTMgRQl5xGfMoHqb3+kfmUtbsYl0qqCSEkRdnFUuWevrsEoEtiuiaxJkk6kiZRFMCyTTHU96bo0hjQwi0uIt09jla7GLFVBKip7d8a2wWzTjszCxTh1NlapnXMLJw/+Azs/MYVly5KsMDtS2a035uplkE5T/dU3fPvCNBILPcFzw/uq0XBMdzofcxCLtjuTFx5WFWCn7bbhh0EHMNJ6nMv7LSJR0g7780lYXl4A7Eqb5T+tpKh1EUZREWZpCSIWVdb0qLIsSiuCUWwEwVWk4yINC6tdO9p13QaKS5BFpQjXRRoGbdq2wY2XgB3DKW2FY8Vw7RhOaWvsed+zQ5f2LFhZTV1VEkfYWGUlWKUt7/3rc3If2p54PJ0O/IrPbnmTznt3pbJXZ+zyEuzOXSFeBHU1JOfMIZNyMBwwKyoxikrUPMdVNdStrqN6YQ2J1Ymg8df+wM7IRIJIUYRWPdsTLS/CLPY+paXIbXrhRIpwzAiZSDE1kRKqaEXStcm4auoIiaAuabNyic3y1ZKqqjRLF68kk3axIybllXEqKiIsWVBNSbyc4q4RojGHiExj11ZBSQUlfXthzfuSC5c8xrKDejH7jbnBVFTNpc3uFZR1KqeofRUrvli91vQqOq7ZoExuSlwZoWZVGjeqynzdijWITJrE6jW4GSVu6msla5Y4mDEDu9zmxP59eeSnxSzfpgPblhXjpNJESoqw2rWjTf+e/PzOctrsXkHbvu1xUpnsGGjLoqx7eyLt1uDWuxRvG6esWzsWzVjCsqkr2faIbhS1KcfdZjsWtduZl77ehlGL/son/3iHvR/vyjdtDqVLpzi/r3yWD/e4Te3Se972vPIAInvuhYOkqgZ26fI1F4/8O122O4I/3fh3pPU91NXmPJ8+A284lP/zhgW0adWHe4pu4rODv2bSDe9RtybFazc6fPpxw+185GEn8MaUYr6d9B1XX9yLVhXlvPbOzxxVWsHKGSlmv/0lC99fGtrCZOmPK6ncyyBZ0ZH6eCUl5iJab9+FSGUpkaIo8yYsQuRFwG67rwq81+GQfSGTUnN12jFcK4YhHSKZelzhiaKiYkRtLaSVS65rZDCKiqhZXM/y2SuxypcSbVWOWVKiLIkRVdfYlo1dlQzuPajoxelEGkeaakxkxMIqMjEjEYRt4UoDIUyEHc1OqWGa2favnUHYDmQkZomFbVjYlelsp6spiFQKEivTJKslZtzAjBkqEqx0VUesZ92IVBYrC27MRHpT35kRE2wHEc0EgtwfgwrZ6YZcs5Z0bRqnRgWFNGMq+FdziLSLYFi5LVarWOXdillYcYvi1sWY3nsu1rocMkmI2Ep4GAYiamNGTKyyMsyY5Q1lUmOfZcZBmDaGmSaThmSijnS1hVXa/KZfpF2Eip6llLQtwS6KqNkgapI4VQkyVUkirUqVuK2MEiuLU9y+HNO2cDFIrKxFui6r566gakEVq76rDqZ9K/TMrI2E5xyTv22XgzviVrRF/PwDyaXLMeMxjNIKJW6lBMMG0wbTwnTSGLgY0iWSrkMgkQhK6pZjFklWmu2JWg5SZHBdU3XouJCIgClcyKSJRQTx1nEqKywMYVNXqu6hKVMIKVldY1EcKcKIgesajNz1W07doys/13fiayEpSbv0KF1CmzU/Ea1aTKaoAidajCts6jNR6lMmBlAUFZQUSWxLuRkXR13iEZd2HUpp17EI0wA7Wkn/gecw8a3HWX7uxZSWtyfjCCzTZdm8L3nk5t/Qvksvem6/N4vnfsedVx7FKRc/Rrd+R2EgiUXARBC1baRrYdkGUa+cu44vgiVpb45oACEzOA5Iy0ZIFxOJIYTqBLNUZGVpmIhIDKu08eBT0TblYEdxpRGMkzekRG5ZM+RseJoReCqdTpNM5naiRyIRIpFII1vkMm7cOJ577jk6duzIiSc29FzaWCxbtoxTTz31FxG4oMfkajQajUaj0Wg0Gs0mJTX5ddxVi5tMExk0nHHj3+Yvf/lLzvILL7yQiy66aK3HGDt2LFdffTXRaJTHHnuM/v37r1eeW8IhhxzCoEGDuP7663+R42mRq9FoNBqNRqPRaDSbkNTn49cucvc9HseOr5Ml95577uGuu+6itLSU+++/n913332989wS/vnPf/LMM8/w6quvandljUaj0Wg0Go1Go9nq8QJ4rSURtm1j280fopROp7n22mt54YUXaN++PQ8++CB9+/Zdv7w2g08//TTn984778z//vc/Tj75ZEaMGEH37t2JRqMFt9VTCGk0Go1Go9FoNBrNFk5qyhu4q5uemSEycBhGUWmz9+k4DpdccglvvPEGffr04V//+hft27df36w2i759+6oI+SF82Zm/PB89hZBGo9FoNBqNRqPRbOFI4U3H1BQtDMz1f//3f7zxxhv079+fRx55hNLS5gvk9WXo0KFrFbMbE23J1Wg0Go1Go9FoNJpNSPKLt3BXL20yTXTvYzHizROqCxcu5NBDD8VxHC699NKCFtw2bdqw7777rlN+N3e0JVej0Wg0Go1Go9FoNiXCIJg0fAMwadIkMhk1bdztt99eMM2ee+651YrcDXclNZpNTCaT4Z///Ce77LILRUVFtGvXjiOPPJK33367YPo2bdoghGj0k0gkgrRSSv7+97/TrVs32rRpw6hRo6iurs7Z3xlnnNHk/sKf7t27b8xLsVnxxBNPIIRo9D4sWbKECy+8kF69ehGPx9l222254oorqKmpKZjedV0eeeQRdt99d8rKymjTpg1Dhw5l6tSpBdNPmjSJgQMHUlpaysCBA/nss89y1r///vvNvm9CCN5///31uh6bGxv6/vzpT39q8vrdf//9Oen1/Wkea7tPPmeddRZCiKBhU4gvv/ySYcOG0alTJ4qLi9lll124//77KeTYVV1dzahRo2jTpg3dunXjtttua5Cue/fuzb4/Z5xxxjqd/+bOhro/33zzTZPXb++9985Jr+9P81jb/fn888856aST6NixI5FIhHbt2nH88cczadKkgul1PaTZGEhE4LLc2Kcl/spDhw5l5syZTX6eeOKJjXdCIZYuXcrLL7/M//3f/zF69GiuueYabr75ZsaMGcPrr7/OkiVNj0VeF7QlV7NVkEqlOPLII3nnnXewLIvdd9+dyspKJk6cyKGHHsr111/PddddF6T/+eefWbFiBZ07d2bw4MEF92maZvD93nvv5aGHHuLVV1+lXbt2nHPOOYwaNYpnn322wXY77bTTWucda9u27bqd6BbG5MmTufDCCxtdv2jRIvbZZx/mzJnDjjvuyFFHHcXkyZO57bbbGD9+PBMmTGgwfuT888/ngQceoLKykkMOOYQlS5bw4osv8tprr/Haa69xyCGHBGkXLlzIkCFDuP322znhhBN4/vnnOeKII5g2bRqdOnXK2W9xcTFDhw5d6zn9UgEbfgk2xv3xG3knnnhiwekMevfuHXzX96d5rO0++TzwwAM88sgjTaZ5//33GTJkCKlUiv3335+KigreffddzjvvPCZNmtRg+7POOot0Os2MGTNYunQpw4cPp6SkhPPPP7/Bvg855JC1Xv999tlnreexpbEh74///Oy6665sv/32Ddb36tUr57e+P2tnbffn2WefZcSIEWQyGXbaaScGDhzIjz/+yNixY3n55Zd54oknOOWUU3K20fWQZqMgxAa15G4OLFiwgJtuuon3338fKWXBzlS/8+bggw/miiuuoEuXLhvm4FKj2Qq49tprJSA7duwoJ02aFCxfvny5HDx4sATkq6++GiwfO3asBOQf//jHZu1/r732kk8//XTwe+HChdIwDFlbWxssO/300yUgr7vuuvU/oa2Al156SVZUVEhAAvKtt95qkGb48OESkFdeeWWwLJlMypNOOkkC8tJLL81J//LLL0tA7rDDDnLZsmXB8v/973/SNE3ZuXNnWV9fHyy/77775GGHHZazj8MOO0zef//9we/33ntPArJbt27re8pbFBvj/kgpZUVFhayoqGhWHvT9WTvNuU+u68obbrhBCiGCdOl0ukG6RCIhO3XqJA3DkK+88kqwfOHChbJv374SkC+99FKwvLa2VhqGIRcuXBgse/rpp+Xee++ds99u3bpJQL733nsb4Iy3LDbk/ZFSyj/84Q8SkOPGjVvrsfX9WTtruz8rVqyQZWVlEpCPP/54zrpHH31UArKkpEQuXbo0WK7rIc3Gov6r92Tth882+XHq1mzqbDabBQsWyIEDB8o+ffrI0047Td57773ylVdekR988IH89NNP5QcffCBfeeUVee+998rf/va3sk+fPnLQoEFy3rx5G+T4W1d3geZXy7/+9S9ATXS9xx57BMtbt27N448/jmVZXH311cFyv7d8t912a9b+C4VA93ueNLksWLCAkSNHctxxx5FKpRrtcZ41axZjx46la9eu3HDDDcHySCTCgw8+SGlpKQ888AD19fXBur///e8A/OMf/6BNmzbB8uHDhzNixAgWLFiQY10vdH/8e/drZWPen59++onVq1ev83MF+v74NPc+TZ48mf33359rr712rcMgnn76aRYuXMiJJ57IUUcdFSzv2LEj9957LwB33nlnk/vQ90exMe4PtLxuykffH0Vz78/zzz9PdXU1w4cP57TTTstZd/rpp3P00UdTU1PDyy+/HCzX9ZBmo+HPk9vUZwvizjvvpKqqijFjxvD4449z3nnncdRRR7H//vuz9957s//++3PUUUdx3nnn8cQTTzBmzBhWrlzJ3XffvUGOv2VdLY2mAMuWLWPRokVYlpXTcPPp2rUrvXr14ssvv2Tx4sUAfPHFF0DzGxKnnXYaN9xwA9OnT2fZsmVcdNFFnHjiicTj8Q13IlsJV199NY8++ii77bYbEydObHTC8ddffx3XdTnqqKMaTGpeXl7OQQcdRG1tbTD2qLq6mgkTJlBSUpLjCuYzbNgwAF599dVg2THHHMPkyZN5/PHHqamp4fHHH2fq1Kkcc8wxG+hstzw21v2Blj9X+v40TnPv04knnsiECRM49dRTmTx5cpP79J8N/1kJc8ABB1BZWcmHH34YjLcuKipi+PDhXHjhhSxbtowZM2Zwww03cPrpp6/n2W35bIz7I6Xkq6++ol27ds1y19P3p3Gae38ymQy77rorhx12WMH1/vCKBQsWALoe0mxc1jYeVwrR4imENiUff/wxQ4YMKfisFOKQQw5hyJAhTJw4cYMcX4tczRaP67oAxOPxgmMAASxLDT/3J5eeOnUq8XicKVOmMGjQICoqKqisrOToo49uEBAC4LzzzuPMM8/kiCOOoG/fvrRq1YoHH3xwI53Rlk3fvn157LHH+Oyzz9hpp50aTTdt2jQAdtxxx4Lr+/XrB6hALAAzZszAdV369u0b3M+m0gN06tSJ119/nfvuu48OHTpw33338frrr9OxY8d1O7mtgI11fyBrhYpEIowYMYJtttmGeDzOzjvvzN133x08qz76/jROc+/TIYccwkcffcTTTz9N69atm9xnU/fUMAz69u2L4zjMmDEjWP7QQw9RWVlJ3759OeKIIxg1ahTnnnvuOp7V1sPGuD8//vgj1dXVbLfddtx8883stNNOFBUV0blzZ84555xAaIXR96cwzb0/5513HlOmTOGcc84puN7vmPA7HXQ9pNmo+NGVm/psQSq3vr6+wbjztdGhQwdWr169QY6vA09ptnjatm1LZWUlq1atYurUqey6664565cuXcr3338PKKvv0qVLWbhwIaAstHvvvTcHHngg33zzDa+++ipvvPEGTz75JCeffHKwDyEEf/7zn/nzn//8y53YFsqVV17ZrHSLFi0CaLSi95f71veWpvfZa6+9+PTTT5uVp18DG+v+QFbkjh49mq5du7L77ruzcOFCpk6dysUXX8w777zD888/nxPUTd+fwjT3Pj300EPN3ue63NOysjIeeuihFh3n18DGuD/+8/Pxxx/z+eefc8ABB9C1a1cmT57Mv/71L1566SXefffdQEiBvj+N0dz70xRvvvkmH330EbFYjCOPPBLQ9ZBmIyMEcisKPNWjRw/ef/99/vCHPxTsFMonmUzy9ttv061btw1y/K3nSmp+tRiGEYylGTlyJD///HOwrqqqipEjR5JKpQD1APkNiTZt2vDJJ5/w6aefMnbsWH744QfuuOMOMpkMI0eOZP78+euUn7/97W86/H8zCLtEFsJ3BffTtTR9S/n5559/tdNrFGJdrrfvrnzttdcye/ZsXnjhBSZOnMikSZPYZpttePHFF/nnP/+5TvnR92f92djP0IEHHrjWe6RpHP/52XPPPfnpp5944403eO2115gzZw6nnnoqS5Ys4dRTTy0YnbQ56PvTfH788Ud+97vfAXDVVVcFY3p1PaTZuAgvwnITny2IESNG8MMPPzBy5EgmTpzY6NRpjuMwefJkzjjjDObOnZtjZFoftCVXs1UwevRoJkyYwNSpU9l+++3Ze++9icfjfPbZZ9i2zfHHH88LL7yAbdscfvjhLFy4ENd16dy5c7APIQSXXHIJH374IePGjePhhx/OmXaouTRnCiEd/j87RVNjDSu/Ief/X1v6/O1aSnOmbtgap9dojJbeH1ANw/nz5zcY/zZgwADuuusuhg4dyt13382f/vSnFudH35/1xzRNXNdt0T1tCc2ZokbTOKNHj+bcc8+lVatWlJeXB8uLi4t56KGH+PDDD/n666/58MMPOeCAA1q8f31/mse3337LYYcdxpIlSzj66KNzglbqekizMZFbmSV3+PDhzJ49m4ceeoiRI0dimiYdO3akvLycSCRCOp2murqaRYsWkU6nkVIyYsQIRowYsUGOr0WuZqugtLSUjz76iFtuuYX//Oc/fPzxx7Rt25aTTz6Z6667jr/+9a8AVFZWIoRocizMMcccw7hx4/j888/XKS/HH388119//Tpt+2uipKQEICc6b5hEIgGoSr856f3lfvqW0qZNG5588sl12nZrpKX3x9+msQAvRx55JKZpBnNUr218Yj76/qw/JSUlrFq1ivr6eqLRaIP1he5pS7j66qsbnXdcs3Ysy6JHjx4F1xUVFXHQQQfxxBNPBK7MLUXfn7Xz4YcfMmzYMFauXMlRRx3Fc889hxGKaKvrIc1GZQu01q6Nyy67jKOPPponn3ySKVOmMGfOHObNmxesNwyDrl27sueeezJ8+HAGDBiwwY6tRa5mq6GoqIgbbrghZ7oTHz/gVHP8/Dt06ABAXV3dhs2gJgc/GEH+2CWf/LFPLU2vWT829PW2bZtWrVqxbNky6urqWixyNetPp06dWLVqFYsXL6aioqLBev0Mbd7oumnj8sQTTzBq1ChSqRSnn346Dz30UINxhLoe0mxUguBSTSb6RbKyIenbty+jR48GVLDYmpoa6urqiEQilJaWNpjBYUOhRa5mq2D69On8/PPPHHTQQcRisZx1NTU1TJ48mfLycrbbbjsefPBB3nnnHX7zm99w3HHHNdjXTz/9BNCsKRw0644f8TIcyTXM9OnTc9L169cPwzD47rvvcF03p3e9UHrN+tHS+zN9+nRuu+02ysvLueuuuxqkr6mpYdmyZdi2Tbt27TZSrjVNsdNOOzF9+nRmzJjRwOLuui7fffcdpmnmBDbS/HJceumlzJ49m9tvv51tt922wXpdN208brvtNq644goArrvuuka9sXQ9pNmYSJTLcpNseRoXUEFgP/vsM3766SfWrFlDMpmkqKiI0tJSevXqxS677LLBh1NsPY7fml81N910E0cddRTvvPNOg3X//ve/SSaTDB8+HNM0g4na//WvfzVIK6XkiSeeAODwww/f6Pn+NTNkyBAAXnnlFRzHyVlXVVXFe++9R0lJCfvttx+gLPUHHHAAVVVVBQN3jR07FiCIgqlZP9bl/jz++OPce++9Ba0cjz32GACDBw8u6Cqr2fgcccQRAIwbN67Buvfff59Vq1YxaNAgSktLf+GcaQCmTJnCuHHjeOGFFxqsW7x4MW+++SamaTZ7zklN87jvvvu44oorME2TRx55pMnhRroe0mxUmjWF0JbFggULOP/88xk8eDCXX3459913H08++STPPfccjz32GGPGjOGSSy7hwAMP5KKLLlrnoK+F2PKulkZTAN8ie+2111JdXR0s/+ijj7jqqquIRCLBuNwzzjiDaDTKq6++miN0XdfluuuuY9KkSfTr148TTzzxlz2JXxndunXj6KOPZvbs2Vx++eVBoI5UKsW5557LmjVrOPfcc3Ma3BdccAEAF154YY6QeuGFF3j66afp1KkTp5566i97IlspLb0/PXr04NBDD8VxHM444wzWrFkT7GvSpElcc801CCG45pprNsn5aFS8gI4dO/L000/nCKnFixdz4YUXAmr8lGbT4M9ve+ONNzJlypRg+Zo1axg5cmTwv2vXrpsqi1sd06dP549//CMADzzwACNHjlzrNroe0miax8KFCznxxBN599132X333bn44ou5/fbbefDBB3n00Ud58MEHuf3227n44ovZbbfdeOuttzj11FM3mNDV7sqarYKTTz6Zp59+mpdeeontttuOffbZh+XLl/Pxxx9jmib/+c9/goAePXr04L777mPUqFGcc845jBkzht69e/Pll1/y448/0r59+yAS87rwwgsv8OOPP6413dVXX83222+/TsfYWhgzZgxTp07ljjvu4LXXXmPHHXdk0qRJzJ07l912261Bj/rw4cMZMWIETz31FH369OGggw4K7nMkEuGpp55aZyvh8uXL+e1vf7vWdPvvvz/nnHPOOh1jS6Ol9+ehhx5i//3354033qBnz54MHDiQ6upqPvroIxzH4c477wwsvy1F35/1p6SkhIceeoihQ4dywgknsO+++9KmTRveffddqqurOffcczn66KPXef833XRTs+Zr1YF1CvOb3/yGd955h0ceeYS99tqLQYMG0apVKz788ENWrFjBvvvuu85TcIG+P4W48cYbSaVSlJaW8t577/Hee+8VTOc/M6DrIc3GQyKQa/FHXre43ZuGO++8k6qqKsaMGbNWD5TzzjuPt99+mz/84Q/cfffd3HrrreufAanRbCUkEgl57bXXyp49e0rbtmXXrl3lSSedJKdOnVow/ccffyyPPfZY2bp1axmJRGT37t3lxRdfLJcsWbJOxz/99NMl3pCK5nzee++99TjbLYcDDjhAAvKtt94quH7+/Ply1KhRsmPHjjIajcrevXvLq666SlZVVRVMn8lk5F133SV32mknGYvFZIcOHeRxxx0nv/jii3XK33vvvdei+3b66aev03E2Vzb0/VmxYoX805/+FDyHrVq1kkceeeQ6l/df+/3xWdt98vGvQzqdbjTNxIkT5ZFHHikrKipkSUmJ3HXXXeVDDz0kHcdZp7x169atRfdoa2RD3p/HH39c7rPPPrK4uFjG43HZv39/+fe//12mUql1ypu+P43fn/bt2zfrmlx99dU52+l6SLMxWPP9FLlq6jtNfjKJuk2dzWYzcOBAeemll7Zom0svvVTuv//+G+T4Qsp1nMxLo9FoNBqNRqPRaDTrTc2PX5KpWd1kmtLt98KMxn+ZDK0nu+yyC7/97W/505/+1Oxt/v73v/Pkk0/y1Vdfrffx9ZhcjUaj0Wg0Go1Go9mE+NGVm/psSfTo0YP333+fTCbTrPTJZJK33367WdN9NgctcjUajUaj0Wg0Go1mEyKFsdbPlsSIESP44YcfGDlyJBMnTmxU7DqOw+TJkznjjDOYO3cuJ5988gY5vg48pdFoNBqNRqPRaDSbEiHUZyth+PDhzJ49m4ceeoiRI0dimiYdO3akvLycSCRCOp2murqaRYsWkU6nkVIyYsQIRowYsUGOr8fkajQajUaj0Wg0Gs0mpGr2NDK11U2mqei9K2Yk9gvlaMPw3Xff8eSTTzJlyhTmzJlDWHoahkHXrl3Zc889GT58OAMGDNhgx9UiV6PRaDQajUaj0Wg2IVWzp5Nei8it7L3LFidyw7iuS01NDXV1dUQiEUpLS9d5ys61od2VNRqNRqPRaDQajWYTIhFb3LjblmIYBmVlZZSVlW30Y2mRq9FoNBqNRqPRaDSbkq1sTG5TzJs3j9dff5158+YRjUbp378/Q4YMIRKJbLBjaHdljUaj0Wg0Go1Go9mErJozk3TdmibTtO614xbjrrzrrrvy+9//nnPOOSdn+dNPP83/+3//D8dxgvG5Qgg6duzInXfeyc4777xBjq8tuRqNRqPRaDQajUazCZGCtc6FK9lyLL11dXWkUqmcZRMmTODGG28kFotx1lln0b9/f+rr65k0aRLPP/88Z511Fi+88ALbbLPNeh9fi1yNRqPRaDQajUaj2ZRsgXPhtpQHHngAy7J4+umn2X777YPlRx99NEOGDGHUqFHce++93HLLLet9LC1yNRqNRqPRaDQajWYTIhFblKV2XZg2bRoHH3xwjsD12WeffRg8eDATJkzYIMfaursLNBqNRqPRaDQajWYzx4+u3NRnSycej9O1a9dG13fv3p3Vq1dvkGNt+VdLo9FoNBqNRqPRaDSbNf379+eHH35odP3XX39N27ZtN8ixtLuyRqPRaDQajUaj0WxCpBBrDTy1pXHvvffy8ssv07dvX/r27UvPnj159NFH+fTTTxk4cGCQznEc7rrrLqZMmcJJJ520QY6tpxDSaDQajUaj0Wg0mk3IsnmzSdbXNpmmQ/feWC2cS3bVqlWMGTOGd999lxUrVtC9e3d+97vfccIJJ6xPdtfKnXfeyXfffce3337L0qVLATVVkJSSzp0788477wDw1VdfMWrUKGpqamjdujUvvPAC7dq1W+/ja0uuRqPRaDQajUaj0WxClCV3w44kraur46yzzuL777/nN7/5Ddtuuy3jx4/n6quvZvny5fz+97/foMcLc8kllwTfV61axbfffsu3337LjBkzsG07WGcYBmvWrGHffffl2muv3SACF7QlV6PRaDQajUaj0Wg2KUvm/0yyvq7JNB279cRugSX3wQcf5Pbbb+eOO+7gqKOOAkBKydlnn83EiRN566236Nix43rle31JpVLU1dVRUVGxQferA09pNBqNRqPRaDQazSbEt+Q2GV25hUN2x40bR/v27QOBC8pleNSoUaTTaV5++eUNfBYtJxKJ5AjcmpoaUqnUeu9XuytrNBqNRqPRaDQazSZlw86Tu2bNGn766ScOPfTQBut23nlnQEUz/qVYsWIFzz//PFOnTmXBggXYtk2PHj04+OCDOeKIIxBe0K1Zs2ZxzTXX8Nhjj1FZWbnOx9OWXI1Go9FoNBqNRqPZhEiatuKq8brNF8FLlixBSlnQHTkej1NeXs78+fM34Bk0zsMPP8zgwYO58847Wbp0Kdtuuy1t2rRh8uTJXHrppRxzzDF89913ALRp04Z58+YxatQoMpnMOh9TW3I1Go1Go9FoNBqNZhMioVmW3HQ6TTKZzFkWiUSI5I3VXbNmDQBFRUUF9xOLxaivr1+3zLaAP/3pT7z22msceuihXHLJJfTo0SNYJ6Xkgw8+YPTo0Zxyyincd999DBw4kH/+85+ce+653HvvvVx88cXrdFxtydVoNBqNRqPRaDSaTYg/T25TH4CXX36Z3XbbLefzwAMPNNyfF1u4sRjDUkoMY+NKwccff5xXX32Vc845h7vuuitH4IIaHzx48GDGjRtHjx49uOCCC1i4cCEHHHAAQ4YM4dFHH6Wmpmadjq1Frkaj0Wg0Go1Go9FsSqRAruUDcMwxxzBlypScz7nnnttgd8XFxQAkEomCh0skEpSWlm6001m2bBm33347u+++O3/84x955plnmDFjBo7jNEhbUlLCPffcg+u6jBkzBoCzzz6buro6Xn311XU6vnZX1mg0Go1Go9FoNJpNiEQg12J/lEDEtnPmmW2MLl26IIRg8eLFDdbV1dVRXV1Nhw4d1jW7a2Xs2LGkUikuu+wyhBBcd911CCGIRCJsv/327LTTTuy0007079+f7t2706lTJ3bYYQc+/PBDAHbYYQfatWvHZ599xsknn9zi42uRq9FoNBqNRqPRaDSbELmBoysXFxfTs2dPvvnmmwbrvvrqKwB23XXXDXa8fCZMmEDXrl0ZMGAAANdddx3vvfceH374IV9++SVffvllEFG5tLSUbt26MX369BwBP2DAAKZPn75Ox9fuyhqNRqPRaDQajUazCfFFblOflk6Ue+yxx7JgwYIcl18pJQ8//DCRSIQjjzxyA59FllmzZrHTTjsFv/faay+++uorBgwYwG233ca///1vRo8ezeDBg6mpqWHatGm4rsuQIUOCbVq3bs3q1avX6fjakqvRaDQajUaj0Wg0m5QNa8kFOP3003nppZe44oormDZtGj169OD111/nk08+4fLLL6ddu3Yb9Hhhqqqqctyhb7rpJtq3b8+TTz6JZWUl6PDhw/n666+54IIL6NOnD7fcckuwrqysjNra2nU6vrbkajQajUaj0Wg0Gs0mxJ9CqGlLbsuIxWI88cQTDB06lBdffJGbbrqJVatWceutt3LWWWdt+JMIYdt24I4MMHXqVAYNGpQjcH369+/PfffdxyeffML//ve/YHltbS3xeHydjq8tuRqNRqPRaDQajUazFdKqVStGjx79ix+3srIyJ+hVmzZt+OmnnxpNv+OOOzJgwAAefvhhTjzxRABWrFhBeXn5Oh1fW3I1Go1Go9FoNBqNZhMiad4UQlsKvXv35ssvvwx+H3fccXzwwQc899xzjW6zZs0alixZEvz+9ttv6dWr1zodX4tcjUaj0Wg0Go1Go9mENC/w1JbDfvvtx4IFC/jiiy8AOOuss9h+++259tprufjii/n888+DOXNramoYPXo0P/zwQxCNed68ecyZMyf43VKElFJuiBPRaDQajUaj0Wg0Gk3Lmb1gJbX1qSbT9O7Whoi9ZYw2raqq4uCDD2b77bfn8ccfRwjBqlWruOaaa3j77bcRQmDbNiUlJaxevRrXdSktLeWpp56id+/e3HHHHTz00EOMHz+ebbbZpsXH15ZcjUaj0Wg0Go1Go9mENCfw1JZkmSwvL+f8889n8uTJ3HXXXYAapztmzBj+/e9/c8QRR9CmTRtqamro0KEDp5xyCq+88gq9e/dm3rx5PProo+y///7rJHBBW3I1Go1Go9FoNBqNZpMya/4qauvTTabp06010Yj5C+Vow3DRRRfx9ttvc/rpp3PZZZcVjK4cZv78+Zx11lksW7aMl19+mc6dO6/TcbUlV6PRaDQajUaj0Wg2IRKBu5bPlsidd97J8ccfz6OPPsqJJ57I22+/TSaTaZAumUzy/PPPc8opp7BkyRLGjBmzzgIXtCVXo9FoNBqNRqPRaDYpP8yvomYtltx+3Sq3OEuuz3vvvccdd9zBDz/8QHFxMf369aN9+/ZIKVmyZAnTp0+nvr6enXbaib/97W/069dvvY6nRa5Go9FoNBqNRqPRbEK+n1dFTX1DC2eYHbpXbLEi12fy5Mm8++67zJgxg6VLl2KaJm3btqVPnz4cdthh7LrrrhvkOFrkajQajUaj0Wg0Gs0mZOa86rWK3B27l2/xIveXYsuIQa3RaDQajUaj0Wg0WytSIGXT4261ZbL5aJGr0Wg0Go1Go9FoNJsQf5ogzYZBi1yNRqPRaDQajUaj2YRIWKslV9N8tMjVaDQajUaj0Wg0mk2IBNxNnYmtCC1yNRqNRqPRaDQajWYTIpsxJhftztxsjE2dAY1Go9FoNBqNRqP5NeOPyW3qsyVTXV39ix5Pi1yNRqPRaDQajUaj2YT4ltwmP5s6k+vBfvvtx6WXXsqECRP4JWaw1e7KGo1Go9FoNBqNRqPZaPTp04fXXnuN119/nXbt2jF06FCGDRtG9+7dN8rxhPwlpLRGo9FoNBqNRqPRaAryzZx6quqaDj21W6848ciW64g7e/ZsXnjhBV5++WUWL16MEIJdd92VYcOGccQRR1BcXLzBjqVFrkaj0Wg0Go1Go9FsQr6avXaRu8d2W7bI9ZFS8vHHHzN27Fjeffdd6uvricfjHH744Rx//PHsueee630MLXI1Go1Go9FoNBqNZhPy5ezEWkXuntvFtgqRGyaZTPLuu+/yj3/8g4ULFwLQpUsXTj31VE455RSKiorWab9a5Go0Go1Go9FoNBrNJuTL2UlW1zYtcvfqHd1qRG4mk+H999/nlVde4aOPPqK2tpZYLMYBBxzAd999x88//0ynTp144IEH2G677Vq8fx14SqPRaDQajUaj0Wg2IVKqT9OJfpGsbFS++uorxo0bx+uvv05VVRVSSvr378/w4cM56qijKCkpAWDs2LFcddVV/PWvf+WZZ55p8XG0JVej0Wg0Go1Go9FoNiFTfkqt1ZI7sHeEouiWacm99957efHFF5k7dy5SSlq3bs2xxx7L8OHD6dWrV8FtjjjiCBYvXswXX3zR4uNpS65Go9FoNBqNRqPRbEqkmiu3ada2fvPlrrvuwjRNDjjgAE444QQGDx6MZTUtRTt16sTOO++8TsfTllyNRqNBvXzvvfde2rVrx7nnnsuIESM2dZY0Go1Go9H8Svj8xxSrapuWZfv2jVAU3TKF7r/+9S+GDh1K27Ztf5HjbZn27q2Q0047jT59+qw13S233MKoUaOatc8///nP9OnTh88//7zBupqaGnbccUf69OnDgw8+WHD7IUOG0L9/fxKJBAB33303ffr0KfjZddddOfLII7n11lupqanJ2c8LL7zQ6HbhT0twHIff/OY3zd6uudd3U7K2c1q1ahU33ngjBx54IP379+fYY4/lf//73zqna4wt4VptDPr27cuIESNYsWIFN910EytXrtzUWWoRX331Fdtvvz2fffZZwfUtKRcbK20+v9ayptFoNBpNPhKx1s+WTNu2bVmxYkWTaT7//HPGjBmzQY6n3ZW3MC644AIOPfRQXnjhBY4//vgm0+6zzz689NJLTJ06ld133z1n3cSJE0mn09i2zUcffcQ555yTs37FihXMnj2bfffdl1gslrPu5JNPZrfddgt+SylZunQpb775Jo888ghfffUVTzzxBKZp5mx36KGHcuihh67LaTfg/vvvZ8qUKRtkX5sLTZ1TXV0dZ511Ft9//z2/+c1v2HbbbRk/fjxXX301y5cv5/e//32L0mkacthhh3HYYYdRW1vL2LFj+eabbzjggAM2dbaaxZw5c7jgggtw3cJjeVpSLjZWWo1Go9FoNI0jAXcr9q/9y1/+woUXXkjfvn0bTfPuu+/y1FNPceGFF6738bTI3cIoLS1l1KhR3HLLLRx66KGUlpY2mnafffYBYOrUqQ3WffjhhxQVFXHIIYfw+uuvU1NTE0QzA5g8eTIA++67b4NtBwwYwHHHHddg+ahRozjzzDP59NNPee+99zjkkENy1vfp06fgdi3l66+/5t577yUSiZBKpdZ7f5sDazunJ598kunTp3PHHXdw1FFHAaqz4eyzz2bMmDEcd9xxdOzYsdnptlZ++uknWrduTXl5+TrvY6eddmLs2LHMnDnzFxO565Pvt956i6uvvpqqqqpG07SkXGystBqNRqPRaBpHSrH26MpbEOPGjeOTTz4JfkspefPNN/n5558Lps9kMnz44YdNapuWoN2Vt0CGDh1KTU0N//nPf5pM1759e7bddlu++OIL8odeT5gwgd12243BgweTTqeZOHFiznrfxbmQyG0MwzA44YQTcrbf0NTW1nLZZZex3377MWDAgI1yjF+a5pzTuHHjaN++fSAkAIQQjBo1inQ6zcsvv9yidFsTK1eu5Mknn+TEE0/kiCOOCCYSX1c6deoEwPfff78hstcoGyLf55xzDhdeeCFt27bl6KOPbjRdS8rFxkqr0Wg0Go2mcfwphJr8bOpMtoDddtuN8ePH89JLL/HSSy8hhGDmzJnB7/zPa6+9Rk1NDWecccYGOb4WuZsZ06ZN47e//S39+/dnn3324a9//SvLli3LSdOmTRt23313Hn/8cdLpdJP7GzhwIKtXr2bWrFnBslmzZrFgwQIGDRrEPvvsg2EYfPjhhznbTZ48mbZt2zbpUlCIoqKiFqVvKTfddBNr1qxh9OjR672vRx55hD59+nD22WeTTCYBNUbw6KOPZtq0aYwcOZJddtmFPffckyuuuILq6mq+++47zjzzTHbZZRcGDRrEtdde22AM8oY+pzVr1vDTTz8VjC7nL/v666+bnW5dyL9Wm+I6hUmlUrzxxhucd9557L///tx4443MnTuXU045Zb0sh1JKHnjgAWDjiNwNne+ffvqJSy+9lLFjx9K9e/eCaVpSLjZW2pawuTyXGo1Go9H8kkgE7lo+WxJdu3bl2Wef5fHHH+exxx5DSsmwYcN4/PHHG3yeeOIJ/vOf//D+++83O/bQ2tDuypsZp512GgMHDuSKK65g5syZPPfcc0ycOJGxY8fmmO8PPfRQRo8ezddff50zPjafffbZh6eeeoqpU6cGc1BNmDABgP3224/Kykr69esXLAOorq7m+++/55hjjmlx/t966y0Adtxxxwbr6uvrGw3m06pVq7Xu+8033+T555/nnnvuoU2bNi3OW5h///vf3HrrrRx22GHcfvvtRCKRYN2yZcs4/fTTOeqooxgyZAjvv/8+48aNY+HChcycOZMhQ4YEy5955hmEEPztb39bp3w055yWLFmClLKgCIrH45SXlzN//vxmp2spjV2rX/I6+UyZMoUXX3yR8ePHU1VVRTQa5aCDDuLYY4/lgAMOwLbt9dr/U089FczF9tNPPwXj1teXjZXv1157LafsFqIl5WJjpW0um8tzqdFoNBrNL41vrd2aCBvLhg0bxiGHHMKee+75ixxbi9zNjGHDhnHttdcGv7fbbjtGjx7NI488wh/+8Idgeb9+/QD47LPPmhS5e+21F6ZpMnXqVE466SQAPvroIzp27EjPnj0BGDRoEPfffz+zZs2iZ8+efP7557iu26ircl1dXY5YdV2XZcuW8dJLL/HCCy+www47cMQRRzTY7uGHH+bhhx8uuM+ZM2c2eg6gGtTXXHMNJ5xwQoOxvi3l0Ucf5ZZbbuGYY47hlltuaTBH1+rVq7nssss4++yzATj++OPZf//9mTRpEldeeSUjR44EYPjw4QwePJj3339/nfLR3HNas2YN0LiVPBaLUV9f3+x0LaGpa/VLXae5c+fy4osv8uKLLzJv3jwMw2CPPfbg2GOPZciQITljydeHxYsXc8cdd9CrVy9atWrFpEmTmD17Nr17995s8702gQvNLz8bM21z2FyeS41Go9FoNgWSZsyTu5FEcH19Pffffz/jx49nwYIFxONxdtllFy644IJ1nqc2n5tvvnmD7Ke5aJG7mZEfTeyUU07h//7v/3jrrbdyRG63bt0A1ZBuitLSUnbYYYcg+FQymWTy5Mk54/d8kfvpp5/Ss2dPJk+ejBCiUZF74403cuONNzZYXlRUxEknncSll17aILIywHHHHcfQoUObzG8hpJRcccUVlJaWctVVV7V4+zCPPvooN998M4cccgi33XYbhlHYYz98fWzbplu3bqxcuZIjjzwyWG6aJl26dAksfy2hJefkj6dubEprKSWGYTQ7XXNpzrXa2NcJCCJyd+nShT//+c8cc8wxtG/ffp321RTXX3899fX13HTTTbzxxhtMmjSJ77//fp1F7i+V77XRknKxsdKujc3ludRoNBqN5teGlJILLriAjz/+mCFDhnD66aezcuVK/vOf/zBixAj+9a9/MXDgwBbv99NPP6Vr16506dIl+N1c1uV4+WiRuxnRqlWrBm67tm3TpUuXnDG1AGVlZQDNmstzn3324f7772f58uV8++23JBIJBg0aFKwfMGAAxcXFfPbZZ/z2t7/l888/p0+fPo26z5511lkMGjQIKSUrVqzgySefZMaMGVx00UWceeaZjeaja9euQcTnlvDvf/+biRMncs8995BMJoNxev545JUrV2KaZrMi0958880YhsH06dOpq6tr1JqWf+6+O2m7du1ylluW1Wgjf0OdU3FxMUAwX3E+iUSCjh07Njtdc2nOtdrY1wmgd+/efP/99yxcuJAJEyZQWVnJ4YcfvsEsuKDcft977z1+97vfMWDAgCDy3/qMy/0l8t0cWlIuNlbatbG5PJcajUaj0WwqpNw0Uwi9+uqrfPzxx5x77rlceumlwfLhw4dzzDHHMHr0aF599dUW73fkyJFceOGFgQFv5MiRCNG8ccXffvtti4+Xjxa5mxGNWS9c123guuc4TpPbhBk4cCD3338/X375JZ9//jmmaeaITdu22WuvvZg0aRJ1dXXMmDGD008/vdH99erVK2f7I444gnPPPZdbb72VZcuWccUVV6w1Ty3hvffeQ0rJ+eefX3D9wIED6dy5M+++++5a9/W73/2O3r1789e//pWbbrqpUdeJxsZINvfhXBstOacuXboghGDx4sUN0tXV1VFdXU2HDh2ana65NOdabezrBPDyyy8zY8YMXnzxRV599VWuuuoq/va3v3HggQdyzDHHsP/++zfLbbcxqqqquOmmm+jcuTOXXHIJoKa7gvUTuRs7382lJeViY6VdG5vLc6nRaDQazaaiOWNyN4YG/vjjjwE49dRTc5Z37NiRPffck3feeYeVK1c2K35OmGHDhrH99tsHv4cOHfqL1tda5G5GrFq1qsF8talUivnz5zeInOpbcPMtGIXYddddicViTJs2jUmTJrHTTjs1sHoOGjSId999l9dff51MJpNj6V0btm1zxx13cNxxx/HII4+w44475kwpsr74EVTzueWWW5g5cyb//ve/iUajzdrX1VdfDSjL3QsvvMDhhx/O4MGDN1hem0tLzqm4uJiePXvyzTffNEj/1VdfAeoeNzddc9lcrhWoMej9+vXj8ssvZ8KECbz44ou88847jB8/nvLycoYMGcKxxx7Lbrvt1uIX6C233MLy5ct55JFHgvGlPXv2xLbttY4V35T5bi4tKRcbK+3a2JzKmkaj0Wg0mwKJ2CRTBF1++eWMGDGiYMf0ihUrAAoOQ1wb+R3Wt9xyS/DdcZycfS5cuDCYwnFDoacQ2oxwHIcnn3wyZ9mjjz5KbW1tg0BO/pyavp97U0QiEXbbbTcmTpzId999V1DA+sueeeYZYrFYk8GsClFRUcGtt96KEILrr7++oHVnXdlxxx3ZZ599Gnx8ob7PPvu0OL833HADRUVF/PWvf6WqqmqD5bW5tPScjj32WBYsWJDjLiKl5OGHHyYSiQRjEpubriVs6msVxjRNDjjgAO644w4+/vhjbrrpJvr06cOzzz7LiBEjOOigg1oU0ffTTz/lhRde4Pjjj88Zg27bNttuuy0LFy4MAixtTvluKS0pFxsrbXPYnMqaRqPRaDS/JL67clOfjUFlZSU77rhjg872KVOm8OWXX9K3b99mDQlsDp9//jknnHACTz/9dM7yIUOGcPzxx2/Q6Ru1JXczIh6P88ADDzB//nx22mknpk6dyrhx49hxxx0buA9PmTIFgP33379Z+x44cCD/+Mc/AAqK3G7dutGlSxe++uorBg0a1GzLaJi9996b0047jccff5yrrrqKhx9+eLN1I+zatSuXXHIJN910EzfeeGNwbdaX5cuX8/HHH9OmTZtGA3etC6effjovvfQSV1xxBdOmTaNHjx68/vrrfPLJJ1x++eWBRb+56VrCxrpW60tJSQknnHACJ5xwAgsXLuSll17ixRdfbLYoTSQSXHvttbRt25Yrr7yywfq+ffsyc+ZMvv/++xZ3omzMfK8LLSkXGyttc9hcy5pGo9FoNBsbFV157enS6XQQy8UnEok0GAJ18803r3WWg5EjR9KjR48Gy5csWcKf//xnAC666KK1Z6oZTJs2jTPPPJNMJpMTSNKPFfTRRx9xyimn8N///nedg36G0SJ3M6KsrIw777yTW265hRdffJGKigrOOOMMLr744gai87PPPqNz58458081hT+GtqysjP79+xdMM2jQIP773/+2yFU5n8suu4wJEybw8ccf8/TTTzNixIh13tfG5re//S2vvfYaL7/8MocffngQDXd9mDVrFpdffjl77rnnBhW5sViMJ554gjvuuIMXX3yR2tpaevTowa233poTsbq56VpK/rXa3OjUqRO///3v+f3vf4/rus3a5q677mLu3LncfffdBXso+/bty4svvsjMmTM3qMgNsy75XhdaUi42VtrmsjGeS41Go9FoNneaO0/uyy+/zF/+8pecZRdeeGEDMfr888+vtQP9qKOOaiBy58+fz5lnnsmCBQs466yz1nvqTp977rkH0zR58sknc7RILBbj3nvv5euvv+a0007j7rvv5u67717v4wmpQ1BucSxcuJCDDz6YP/3pT4waNWpTZ0eTx1tvvcV///vfRucE1mg0Go1Go9Fowrw7TbK0YbiWHI7eFaJmplmW3HXh66+/5vzzz2fZsmWceeaZGzSY7H777ccBBxzA6NGjG01zxRVX8N577zFp0qT1Pp625G6BPPfcc5SVlTWIgqbZ9NTU1PDUU0+x9957b+qsaDQajUaj0Wi2EJoVXVmquCGNzTawPrz99ttcdtllJBIJLr/8cs4666wNuv+amhpisViTaSoqKhqdmrClaJG7hbFq1SqeeOIJLrvssmCeSs3mQyqVYtCgQYwcOXJTZ0Wj0Wg0Go1Gs4XQ3DG5G4M33niDSy65BNM0+ec//8mQIUM2+DG6devGxIkTG0RW9nFdl88++4yuXbtukOPp6MpbGPfccw8777wzp5xyyqbOiqYArVq1YtSoUesUal2j0Wg0Go1G8+tkU0VX/u677/jzn/+MZVk89NBDG0XgAhx99NH8+OOPXHXVVQ1mUKiurubaa69l5syZOUGp1gc9Jlej0Wg0Go1Go9FoNiFvfgVL1jJ73tA9oDS+YY971llnMWHCBAYPHtzo1H+HHnooRUVF63WcTCbDaaedxhdffIFlWXTv3p2SkhJqamqYM2cOmUyGnXfemSeeeGKDjC/WIlej0Wg0Go1Go9FoNiFvfLl2kTtszw0rcjOZDAMGDCCdTjeZ7p133qFLly7rfbx0Os0jjzzCuHHjmD17drC8c+fODBs2jHPOOWeDCFzQIlej0Wg0Go1Go9FoNinjv4TFq5tOc/xeULaBLbmbilQqxapVqyguLqakpGSD718HntJoNBqNRqPRaDSaTUhz58ndWohEIrRv336j7V+L3E2MTNYjoltJl4xGo9FoNBqNRqNpMVubyP3000/p2rVr4Ob86aefNnvbgQMHrvfxtbvyZkDiw2ch4/nC+7dDuiAMEAIMAykECIE0bTBNpBBIQ/VRSGGqdEIgDROJWieFQPr7ALU/UOuFAQJkKMC29NLJULrGEDQsNobreOtckCCkq9JJF6RUv6VEuJns9t4y/8kWuLnXAbWfxsg5v3D+XEcd1ztvKYzgOklDfXesqHfdjCAvUpiha2MSrWhFfXWVCuvuXxchgmsoEUjUf1cUuJZSAH460eC6FrqOAhmkD7aR2W2aui9N7ldkl4X3F8bft7+9v43IyZEEXAxcDOli4CCQmG4GQzoI6ar/bsP7bzjpnHsPIFw3e++9+y6kmy0bAK4LrpP97W8rwezQHWfxHHAyXmhCJ//EC18kKbNlxMcwwTCRppn7vBkmrmEjTRPHimV/CwPHsMiYEVxMXGHgYJIhQp0bw5UGrhS40iDjGqRdE9cVOFLguAbpjKA2aZJIQTItSSYkqbQkmXTIZCSplEM67ZBOOdTXpcgkM6RTaVKJNKm6BDWrq5Fuw+dDGAbCEJi2TXFFKdFohFhJjGg8QrzYplXrOMVxk6K4QXEc4jGXNsUJ4laKmJEiJhJEZR3FdcuxUnWY6XqMRB0k65CrVyGTSdxEAieRxEkkSa5cg5NKkUmkySTSOCmHZE0Cx4GKAw5h2WvjcRIp0vUOMi1xMxKZLlBGbYEZNzBMgRnxziFiYsUtTNvAtL3/EYtISRQzYmFYFmbExoiYmLEohm1j2CbCshGmiVEUU98tCyx1P4lEIbi3hnpv2hHvvWmqd65h4pgRtc57L/j3W30X3nNv4mKG3gsCV1rB0+JK9fw7mDhky4MrBY5rBs+cHzXTleo94kgRPKdqG0AKVcQROQ0hP50QsmBxV69XtQ8p1XPulxoBdGsD81eoHRoiux8Db39CYgqJbboYwlVpvOdYnaP33xW4CNKOgQzKucCVgowLjuvl3xU4LqQzkMmAC0gpkTL3cRXeD9OvwlR1iBBgGuojQvm1TPXfFGAZEttysAyJZbjYhoNlOMTNJJbIYJHClmlsN0k0WY2VSWBkkhipBEYqATVVkEzgJhPIRAo3lSJdvQY3mSJTn8JJpckkUiSrE6Tr0zjpDJlkBifpUr8qiVPvklmTwa1vvP5qDGELom0jRCtsitsVESkrptVBh5D85jPsqE2sbQVmURFGUQwjXgyxGLKkHBmJ4VoRXNPGNaOkoiWqfBomjrDICJukjIfKYrY8SvwyYgTvJydYT3A/88uR47+S19KSFOF7iFeniNzyZgoZlDX/vtqG4/2WXtlT/wWo30Et7HrLw3WVo/Ytvd9SBvVV0D5BtV2COs9vpwRtkYZtmXA61VYTRCrbk1q1JPdChNsMfvvAa3MUaoe5RvZ9EH7H5LfJ/DaHv28gaH/47wKJiZSS0aP/xhvjX+Pt9z7GsuPBfrJXKLQv6dXu0sj5nf1euC4NtzcMv80gvCMIiSEkJtl7Y+BiCgcDFyFUvW5IF0umVFsCaN9rhyZK09bLa1PX7q58wsAtx125b9++XHjhhVx44YXBb9FYmyyPb7/9dr2Pry25mwPJenA8kes3WH2R69XowhdzVgZpmAhhqILiN9AM1QhTy0zV0Dcs1VAPv1xRjRr/JUtImGULnhGkk6HCKJqoxXyB4gvSoBLxhYl0cyoKERYYUnrpQue+lmPKvHNpmMDN3dYw1TkbJkKaYEiEYzQUyUKq3AsDYUBZh24kV0/FlTJ0HJHtgPC+S6GmDAoqAb8iBKRwoYDYVelzKwglcLO/RLDPhgK5MaEqRHgfoUsSNEaEd2QvrQzvWwZ5UOuyeQo3HgzhehW+g5QuQjrgZpQ8dx0kric288qBtywrUkMNh1ADAunm/vZEbs56AGFg99kLZ9FP6hlyHXCcbBr/GSqE27C8YVpgmAhHIE0T4bpIx0SYJsJ0QVoIYSGlajBJw/LKmaHKjjBVq0066ppIQBpI6ZUBKbONSVeScQUZVyoR4AgyEtKOJJURZDKSdEaQdrxPJvs/mYGUY5DMCDLJXFFvWKZqPFoGlhDYaYGwDYyMwHSV2HalQUaqBqojJdJrtUpXgnBAZMDJIJyMuq7pFKST3n//exJSSUglIJ2AVBpSKWQyjUxlkIkEwo7R47I/s+L118mkEkrVqIMiDHKErrAFOEDaQGAgUwaGbUBKYEQiCGEiRAZhWBiui8gIEC5CuAjHRWRshKOeW2FIr+Fsqw4vB/UICeE9lK4qr0KiqkHhlQcHDL84CqQhPfHlIA0lLpWgU8+GFAIpXdU4ld4tdtXhpPdR6SETTAGhRJ/jfSArcJVQ9EVsVsg6nkgNHgeUUMwnLCR8Cgrc0AvCMmFAd4N5y51AsBhCYBiq6e0LSkeqS2cYwntn+Xk3AvEjpRLnGdcIhKxE/c843nrX/w+JJDiuxHHUb3Xs8DlIDEMd01/n9ediW9nvfn4dV2AaEsfw9yeQproR0suj5W0khIGBQGAQ8e6B/z6S3jsL1/E64TKqc9Z7FoSjngORSStvrEwGUg4ykYa0o54NddI4iUzBDp2miLaPYJoSE4nhWJhGEW1/dx4LL/8MIdMI6SgBJyVIr0PXdcHJqM5vQ6oyIsERqry5gCvAlRKJ65VDGYhYlT5bNjOuKouS7D3LuA3LUbZeafx8cgSuUMcyPLErvZrHkBK8Mud4nR2mkEgBridQhVDnIDwx7EqJEK63FxfXE1D+0yeE6z1cfp2jrpeE4LeQUr2fvbpKnYiLb/8RwXZ5bZxQuwbDpKhrH9IrFuZ0svptLyGMoD0VtMcME7+tAY464Zx2RtbQIXCQfntAGNl16iBIKVm+cjWzZs3ip9mzWbBgAaurqvnss4n8NGsW/XcegHRdJG4gXP0uKmRI9PrfpQx+eznxvvt3K3Rvwy0WofaXbTv4z6i6N0Ko++PfJ9eX635bwlXXs5Gmza8CfwqhphP9IlnZIAwbNoztt98++D106NBmi9wNgRa5mwNOWllyg0Z3uCdQKMuD11gXgDAcpC/aXIEw3GCZNEy1vYl6MwlDvXCEUC8z/6UrHYTIlVSBaApZ/MRaHqawlVXkVBKExE2euPUtvmELr18xhK1S+bVmWHBDVrxIJyt6w6LI34ffqAGvQhDkvEXDVmNcT+rJ4NyVZdJ7CaN6V9XejaDBLBBK4ISzG/QMexWGJyjDvbC5AterPL0DZ8VnyAIfErtibTcnRCGLsAj1uAaWoJD4zc+f/1t4FlwR6rgI94J7B2pQHgrtLyePwgg6S6TfKCDUWSGM7G9hqMZoQbNV+JguuA2TBOm8vAb45cYwEY4TNOWV6FflyHDT/p5VE9lAlQ9/t9LAJIMp3NB1N5HCVQ1rqRptvkjwMbwGoN+gF4ZQFk1p4JoSyzaRrsR1JWbawbRMhGFgWCZuJtuwMkwT0zIxTBPLtjEsA9MysWwT0xSYpoHhWcFMMyQckFlLiHf/gkZcUx1cwkD4nXGGwLQN3IzAsEykZ4ITJpi2gXQMpCkRplfGLa/ceOkMU2DYpjpv20CYaj+GZWJFLSXco5ZaZlueJdfrhLBMDNtGWOo73jKEgTDVb3XCRrbzQ4S8ZITf6eUvz3aAKa+NkKcGIU+O4L/Ieb6lL1Rp+PGa1KochQSulCJH4BZ6bsNW3PzGkNHIe6ExgZtPviVV3d/cDVxXqLrDW5xxjWC/gSU3I0LLlHjyBa7j+suUwM1klB6UrsSVIZFriKDd77pK7EqhnkNDqG180YQBuAJDKKELakeqU0LiSAMD6Vku/Xe4gSsMZekUJobfWex5cwjDKyOGCB4UYRiqfKVF4C2hnj8XYbiqjLvef0dixg3cjEkmnWn8oucRaWUTqbCwYhZm1MKK2VgxGwArZmMaEsO2VJm3raB9oASUKsuuMLNeXX6ZE2ZOOVJvU68TQmbLmRvqEAgLWbcRK162nBR+TeQLXPDfNTTwGPA9BMLW+eAMPGtu8N170rLHydZDayOot4LOaJm1zKoLkZcu1xst20nrW4PD9WUoD146f4nAE6jgFWYjlMbwjuW1Z4SBkA4upr9xdp/edo7j8Mr4N7n/wYeY4Vm9TNOkffv2VFa2ol+/Hbhx9M3stvueXv0psxUa2fdL+Br6otf/nd+ZHvbgaOp6h+9T/rbZ9kXhyrm593FrRNJ0h9GWxs0335zz+5ZbbvlFj69F7uZAfT1kUqEu0dCDH3JZxjSVu51v2QVVEZtWjkUXw8S1o54Q9i2NIrA2hgkaddDAXXlt5AjcfGutdx7Cs76FK4ms2M1a8HItu1krXUErrY+TzbMIVRYNT9J7r5uANLx8eNbjpoSioa6XmUmoXl2/IYxAGHbQK+sKU1k7pfqef42E3/sZdDI4DQ4VrmxEqLc4WB9qSAMNKh4ZWN/dBss8Wepdp9wKJziuKCxo/f/h5rkQEuF6LslIz0U5JHQbVZVNVIxeC8l331LlJLTeMFR5EcoFS7iOJ1Q8C7rhCa1wJ0fQYneaYc0NbWcYIDKqkeGa6rtlBeVUCgPDdEHaCOniYmORwjVMXOFdFyOCJZRbfgYTYUgMr4GdMVSD25AS08i1TgVumL5/pq3ybXj33bIMDMtzZ3UcLNvyLp+yFgthYEcjgbi1bJtYUYxIzPY+FtGoSTRqEI0IIhbYlsQyfVdAN1fo5lvZ3dx3k7BMSAsMS4ltpJ29165U7t6AXWQjHBvDOy/X8azGwa5yRa4vlg1LCV67KIJpK7FrRiwM28IuimLYvuC1MbzlwrZzBICIRLJuypYFpoW0LDAs9Y40c8WNNMxAJLiBm7IZuBK6/vAHXzj471cplNsyWRdl/7uLck1W35X1MxAUIVHrolx+w2I014IrciyzDR+j3IW+sHQLpPcFR2NvWCnBFSLoJxIiK4ayaZTFL3wMN+yWHDqHjOPnh8Bym0pDJiNxHOkJ32wmTU/kGoZQbsn+byExTSWcDa9q9DttQFl0pRRYSDJOoIABE0xwpEkm6JyzEULimJFsp6zlYLqOKjOOg3CUd4hyg7eURSxjY7oS6bpYUStnyIAwBE7KE0Fm9nplqpsWusIWRFrZFHWIESm2sOM2keIosfI4donyTbRKitQ7o7gYIx6HaAwiMZVXw0SaNq4ZUS7LhuW9k0wcw8bBzCmfvruyI7Pl1bfIO75F182WS/9+hjtfGpxDgcX54jbfRdkXuFkBi2fxCwlb34U51BEXrEdZBQMvI/UUkeumnBWrYYGbu1wGnaxNidsGbZxwJ65n/c+/IIEw9AVqsN67kp7BQUrX6+AVQae6EGqZLz6lJ1Znz53P2Rf8ge++/4H99t2He+76J322246u22yDHY3ldbypjvvscQnqVyGk1/GaXac6OLOd6YYUuHmd7w0suAW++/j3KrxdIIJl/n1xCxekXwmum1vNFmJL1sDjxo2jb9++9O3bt9E0n3/+ORMnTgxcnNcHLXI3B1xHDUzykDkCx1ECzjSzJT/P/RjLVY05wwVTvZQNwwhemL7QFUZeA0gIT5zl7rdZFsIcgev3avoW2myjON8NuVFxm+9eDF4/c+PHVT2dXr5lQ+EYPs9CCOk2eFnkWqYdMtXLlZua9PZj+Md1lFyT0nNvFBjC8VxtGjYbDemoyquRfPri2D++4aULW979KhxCFp6gEi2wX+kiG23C+ucoGxWe4cooWBZqOITz22LCnRL+90ZMAVIIVTZ8oZuzUuKsXKRyKZSFKWcf+aapAttnv7uAkRW6/r0yJMLxOosyIEzV0WQI1UgUrqO8KaRAoPJgSAdTqHtmCWW5zaDGkJkoq74rJIYh11qfm6YqZ4YpsDCVkMi4pCM2dlTNJZcBz6vDE4aewDVtZcH1rbi2ZWJZRtaKayih7Y95g7BVo8C9NUKq3FDnKgxlKTUsF+m6yoLrSgzLwBWCmi8mY5gGpm0AFtKVyvU7j+w4YtVhof4rS5lpm4HV1he2wrPwBtZbz3Lr/8c0EaaVNVcHHjFZyxee9Ut6y8MCN2vZFbnj8MMWXP+7LPBsZruFAhGh3P7yLLw542wbCtyg6OYJC0PkWnJz3XwJxHD+I2XklTcJLKmSgQ8LqP0aZPPlW3jMvG1dlJu9I0WOuG0ocrPiVqVTLsphges46rtfzILRBi64Ia8DaajrY1vSc8jJnqPhWXTxXJcDS7L3zPnX3pXKiut3AAadFaFhLRgh6783Rh+vMy3fmmvaypqrLLnSG1OungN/nLlTLxp1W7bKLMy4QaTCCgSuHbcxIyZmNIIZsUj9OE09A6aBsGwlbP3OG9NEWjbStJGGpc6HUDkN5J//CXXEeGUuLHDDnSjhjpUcp5e1NBMaeASEBK6/Pixw88tl2IqbHcPrlY+QwM3vjG1wzLCQ9Z+6vIciLHDD2+XXDzljc73t/HWZqmVBWyZ7fP+d4Htpheo9mbXqKitu1kIbdFoLNyedv/7jiZ9zzh8vo7Kigpef+w8779w/uNeA1/YzPa8ngrotpzPddy1Wfzyh23B9QWsvqjzktxWzA7pC9Ulex3r4f5A2aE+sZ7tia0AWbAZtNVx55ZVcdNFFTYrcd999l6eeekqL3K0FmU5lA0/lIwwkasyNekEWKP1mKrDyCsOz9nrpA2tuELzKt9qq8bvBON68Yzaa13y3YMi+8HOstp5oDY2PLChoC7lo+9nwrXCFCIkQKdyGec7/7bsohvKcU1l530W4F9aB+pmTlBub8NwepXL9FoabtepKJ6jRwwLXbxgHWZKqIyNwBQq96BuzAIfr7KywDbkvF7hX/nI3qFANb5xS7n6CY9GwEspf32jPeLhHvEBHRYO8eXlSFWue+7E6mFdG8rcTyqIStvgDuA7Jbz5Qm4at5DmeATQUu+H1QUvcpYF/vt/AdT0rj+8pASAMVal7Al0IE2HY6twMMIW6337D0vDclx1XIjwXNEd624ngMVWN5pCaUA15Q431NPxzV+LWSTukoxEy6XRgGbWjEU/cWtgRm2g8QjRmEYvbRGLKihuxBbalxmNahsQ0lKXEFG7DMuC/N3y3f1MF5hKmCb7ojCiLrTAEjicEpCtxMw4Lb7sG25KYxVHcjNPAiutvB54l1xPpvngwLBMr5gWR8iy5wjKx4irIVNZV2UJEIllLbmC9tQMLLoaJtKycgGKBoA0L3MCKG7LgBpZcM+cZC1tws8LWCCy4votsYDHLcQPNE7gtbNyEhUFjQaeyrujZZWHXZdeBD7/1D9xwB8ITkoYAJ991WQoSKWXxC1tq81/rarkStlnBK0mnZSBuHVeVi2B0glDlQvVPqA4V9V9imkKFnTBFYNl1vDHKpgGGdy1NQ3rnZATPWEYaCGl6QfNMDOEqt2XPsu8alnrOzazQFaYJniUX10VmHKStrLl+p44ZURk3XYlhm7iO+m9Gveey1PICrrkIz0PDLjUx4wZWzMSMmNhFNrGyKFZMWXGtmE20vBgrblM/7l+Y8ShGLIbwrbh2RAVMM21cK4JjRnBNdR6OYSkLrrCy4lYaZKTyKHBc0xsXbiqXc5nnSeCKHIEbdqtvjHD5K2S9DZfTcMea76asxoH76V3vneRZb8OWXBF+2kLDLPLrqnyB61tsQ/W+Wrd2C67hjX3OD37oF9j6mZPUPn3341Dnu/DfoX5bQRjgZnIMC6p9Jr2OWtUpLqW3zLvmU7+exn2PPcXLb7zDvnvtwQN33kZ5RQUy6AT3vLOEEXSs4z8CUg2r8ju2VbpQWy4QuqHOb0/oqnXhDrdc8RqI2ybck4P7I0L3Kc+Km70nW7HKWwt+c2VrYdy4cXzyySc5y958801+/vnngukzmQwffvghpaWlG+T4WuRuBsiQf4LId6sMubeoAD8FKhhfl/lCwTVUQAzT9Fw/vLG7IddngTfuwwtOVXiHXhZCQioQxGEXnXCF4DqNWmpVWllY2BbquQvaXQVEdzB20h+XGxK6eUIzsNqoE8hWMv7u83oRsysMIh17klwyOyefAkO5zIbG7/qW3PwxzjJ07PD4H/+6hSuTsMXZCIltP30gaqWbtSwVEKXh5b71qHGnxMLCNryvIF1I4Pr5bwq/si1kvQ6sx8IfGVbg+jeW31A6aZjY2/QjPXcGDTpE/FaZ0bDM5qQJxK4LuLmuzYX6WDzvBOmqBotyLfNdrxwMV52fIUOBUDwjmSlUYCMX1dg2hRKYKnBOqHh6WTYM1U/kj891pTdO11QC0I6qV7hhGoFwtGxv7KptYdkmkYiJHVEWXNtS2wZjcr0ATcbaxrNlFbi6p6YFphOIXcM0wVLBWgzPjdOMWIiITashw1kx9r+IVErtyihcbrJjHLOWXMNSrsuBW7JnwTVtK0fg+mNuhWnmjr8NrHDexQ199y24vhU3LHADK633nPkCt8E43PwxuMEyQbjZnbXY5nZ8hQWuf5nzi6mfxv/eEpSbJ8H+cwJceRYDQ8D2nQXT5xcY4yuyolPFzsvm3fEstxlHCVzfUptrwfWtPp4VVypXdSWEcwWu66jx5kHAHyEwpN/J418bZSWVErC8t2+QJ4nj5F7HbHCl7O+wNbeBhT7nI7yx5nmfHEuuPybXUc+noZb5z6t0vf+WsuaKjIS4NwTBEkTKLSWEbQMrZmFFVYeOsuJamNEIRsTGiMeI7XsEmWkfq54p37Ic5MkMrND+GGM36KgRyJD7fHD+5L7fC3sSFBa44XJSqGMlLHBzfue4KOcK3NwqWnoxCtysy3JoG3/fORbDQp2xofoqn7DoDTrnfQq4KDclcAUQ6dSL1MIfs/sP7U/6LvN+Rzm+0cK35II/Xjdn6JEwcJ0Mb370Kfc++jSffv4F3bt24aar/8xvTxqO6Rk08GKF+O09Akuu/5tA0BbqpAje/Z7Qlfljc5EQeo807R9Gzv3Kt97mCN+8duSv2oLr4cqG7+Etmd12241rr72WlF//C8HMmTOZOXNmk9v9/ve/3yDH1yJ3c8B7yTbptxiOyJG/3MQTlq5y1XIyqvHt7zNoPRuB4AUQwsgGgGns2MIXxOFxJLmiIagAQpa2oHLwRW8ofWFB28RTHbKU+nkKrpfrKqtRUEP6lurQbz8wh9d49dcHllFfcIW2B8AwiXbejuSyeXkBsVwlZHxLuB/Ey1XXPXBbDMbZFLacZnuTaZDOH+eq1mddmoKGuS+gGxG5nuOtCqiCG7jq+cdrPkbQcEBmhXm+IAosunku5k1O/xS+7oXWCxV8Kt+VPXBfRr0w7e47kp7/XUNB6vtzulL5POZ3lvgCN798+t4Hvnt6eL+GgR88TRhmth9GuuC5K+MNAxDSxTAcXGkGQtdUMSYxMEPTZOC5LXuuzv7yoONfBAFWDCGQhgoeZZoGdtRGGAZOxsH1wtNath90SolgyzaVm7LtTc3jPRJmI67K+fdAeg37oNHv+40ahmqoecJTSBfDlWr4BDbScRFWhMqhv6HqzRdxfM8L13s+vJrct+IKL7CP767si11f3Oa7Kue4J+eJW+GLgPB/w8x2epmmikIbclkmJHBcb7qxwI0VESwPxuOqkdUFBW7O/zxx63dshSkU4KXhbxoQ7sfJdx/MfaV75SckYMLpdugqmLFANhhO6ITENzIrWiEbRCqVyXVDDo9ICefRdZTYdBwZWHYzGTcQvr7ADVyWRVgkG/gxFV03e1vBfxd4je/QSB5f6PofRwoMr5HvC7xCn6zXQl6vkxcZTrnoC288ukojjPBHPWeuKSCtyrUZ8YRLRmJYQgVUM4UStrFsYDUramLHbaxYBDOqAk6Z0QhGPE50r8NwfpyiztswlWeCn09PjLteHecLXb8MuvnltJFaIGt5F0HHSv66tZEvcLPiNSxws+I2e7+y42zzrbdhweSfiU9+fRQeTpOTJmQtbIys8G04BjdH4Oa71ZoWkS59SC2a1VCh5LSX/DrfCISuRARDpwKhKwwSiQTPvvIm9zz+DD/OmcvuO+/EI3fezBEHH4Bh2tn2hbe9ELnvmILvmaBlkHvOBYVvyIobnqKs0KwOaxviFha24d/538G7pk21hbd2pFz7syahpS25TUXXrl159tlnqa6uRkrJ6aefzrBhwxg2bFiDtEIILMuiY8eOdOjQYYMcX4vczYFGum2ywSx8S5ffaxuyRIa9XF1J0CL3XTcNw4tOH7LI+ZU3qPlA/WX+djJXEKixjqHWQ7Ai+9IXrtPAihu0SLw0TVLoqc4TroBXmZMV72Sttdlxdp6lJixuc8bhZRutOb2t+S9W/xr5FUe4kvTcg9R2Ro7wDjeKs/toypLqkj9dtZBOMOdszmUKNcDDojeMHwjLxQzGCLs5BSW3Bz//vHMtqlkrazD/bXMaDCEhmk/+dW+4rYEUXlM0sCKJwq90P1K3kwnc5QsSfjYCy66bW14LPYemCf50Sd55hbcTrrLMCmmB6wTDhk3AclPe8TwBgsyOgzfU2DfbFERMC9cKixpBKi2CbBmGxHXDLswG2AAWUkZxHFe5eYZEoxK6BpGISXFJBNs2iERUsKloVAWcskyJZSgXwbDQ9QnGKPrPj2kjbKmGRYQ7fQyBEc2oBr7wrFwpNfxCmsqt2i6KYpLBSXku+424K/uWMWGawXfDUuMShRcx2he2RjSSFbiWCiplRKJZF2Vf9NrRAsGlrAaBplzTCkWlVYLBnxM37KLsEBrv6NuPZO5vP6hP1qpbGCHAkDLHUtvQjbmh4IVsECBQT2k2kJTMigbhjY+FBkGj8sk/dvg4BPvPWvKUqIVkKjsFkCqzWUutv1+1b+lVCzIQxK4jvfLrrQ+J3Kw3g1BVklePmaYfEEl4Uwap/Dq+sDWz+bRMvM4jMCXBHNWGN62XIw1Mb0yu65cFIxtpOXBbNi1EJhO46AtvWjHT63SRjjf+Nu2iZjvwO2wkwhBIV2LFsmXdMJXQjRRHg3mfzYiFFbWIlMY9kRvBjEexSoowiovVtYjF1UlGol4ANVvl2bTVvN2eu3XW80DgShMXwwu4Zea4zqsP3phqr+yG5jLOL2fh8pBPIXEblEkjGwk5WzZlSNiqdJaRDX6XE2gqLHBDwjfspmyIbADEsLdRfn1VKNhUQzflXIEbeKPli1v/d3jGiJAbskoDCK9TXnrtBZRHWNh9WUVSVkmldDj5/D/z8ZSvOOqg/bn7hivZY5eds20OXJBqm2xnuy9s/Tgbfk+p73GWO4TJJxCzwYJQG0D4+SebpjF7SEjIFuqUaPDJc1XOWd6cuDBbKTLvedsaCI+/3WuvvTjkkEPYc889f5Fja5G7OSFlTpTG/JIuXa8pVEhwhl0s/dYxULB15QegClt7gwi0fle+P95V5B4z/D3shux4UQXzhW3QCsvLiJ/fpsLI+RboHFfkvN5lIcCwcsYbI4Sq/AO3xGxAEcgVeMF+CAn5/PMk1NsYEmf+dRHeXLGGnx8hVU97eGypX8k1Qk4zWMqswM0Xv16cZH+sDphBRaeuhy8gcwNZCF90552PJFeMNiZcc8fgNhS42crXaNCkb8pdLJumCUEMDTpJZJ6IzgY0a6Q8BSLVyG2lhQSuLLCtcFCNXH8foQ4cIUOdE9IFoUxNQkgleEMWANXoUCPjJCJnvJlluFimScaRmF4k2SDisjLHE26FCAOE57ZsR0wMx/DGMnoWMNMIpgpSbsoCyxbqvyUwDG8OVIPAapIfxMW/xoHLrjCU5VoIz2JqqYadP17Z+29EgBQQUWLGv3aGZSFNE0/zNhC56rz8IFZhC27WPdQwTYyIlWO5LRhkKme6IK9DKLB4mV7nV9aC61vvsoGkjJCrp1FgDG6jzTYlEjxxC561cC3isjGaErjQdEPIF7jCExDNyYN/LGVlzYpen7AjkbLIekLXE7i+pVa5JsscYQv+Mhls7wtcf7nrWYH9siFRZUKJZTVUx8+Dcl5S4tWb9dQTv164Bhk+n+wx1XmGLO3+J6gbQp29OZ2rnhXXyHo2+FMM+eUW1BhhBwKBCyBMF+kLdzMcrMrAipqBuPXHmwcC1/uo6ODeO8iyVcXjC1zTVmPMDTOnzDa8t+HymStwG44Tz7rH58yD24i6KeRgFha4+d4FQdn0BK5h+CJVDecIR1IOuyrn7J+1C6FCdVlOTAnf8ygsjH235TyBm+9W613U0O9Qmyj8H0LtJem1uXyX5Fz3Zby6WwqDB//zPBM+/5KxD9zO/nvvkdMOksq0ihAh1+a8Oj54l4e3ybk22TwLZK6IBd/O7N0zGQhdv7MWsuUhpx4vdK/yAlD53X659X9e3buVibyW4HcgNsWWfHnmz5/PK6+8wsEHH/yLHE+L3M0BQ2S1ZWOi0PTn7fNdpxoXZCpCTUisBr1yebVRY9Oq5Ft9w2nz9xEWF07oWIHIDguKvHMSeRVDcKysNTZY7gtey851RQ4ErAhcKqVhIU2LQpbbsDuzqlxC2YNcASclqeXzMZx0jqAPzjt0vQSq99UfE4WbKzwbu7756xsEvAhfu7CrtXd9XJGdcsCvOP2polSvLjn7zj9W1nbY+GszHKQjmC4otKyBtTksdP1ece8cwtvlXoO8StizVAtvjJIALyqGVzlLN+iAySz8IbdDJZ+wxTbse+zlRfqDBUPLgiSmEpS4Xpl0Pbd8kQaRnfVQCJOsj7jKv+mmlShSagPXmwfREC42GTBVxR+1fSu7Nx2SFNh29np4BhVltfLW+8F3TNMIBIKPGRK5liWIx00iEQPLRAWcsiFiKStuY5bcwBvBMHENG2F5nQBSIuxU9j4BCAPDUeNzZTqtrKyOoyxYGNR//iFm1MQUMdyMm9ORJ10ZsuIagRtoELXZF7eeJVcIEYhaIxLJvhd9F+VIJAgWlA00ZWettp6bsopCmzsO1zEiyvIVGs/oCCskbgVSGrmun4Gl1g9AlRUQ/nqXrLCCXLGQtdZmrafBFC5uVnSERQOo4hpYOj3BIETW9TzsChrcK9Vb5EVNVuPAXS8Ps5bIBmNr/blsw2Nkc54Nz60u44RckL3/mYwSr9nHKmuhlZ7wdaUSuUocyxxvhCDP/vhW4Y1tNUQwrlYY6jx8Dwcp1ThzR6jnQzh+J0H2E3QcBNc829ERjF/1rKC+N5AwLTX7QSgIlf8xvGBobsYJRRV3sKImjiEwrGzHdTDmPBRcLVIcDabE8gOs2SXFGNGI+sSimCWlEIuT+Xm6CjZlmrixYjVNoKnKsmNGyFhxL9hUNuBURto40sRBWXEzrhUEnPKvgT9dkGpcZ4NNFRK4jU1Dpd4FfjnJlsngN1nvAn+YhmW4OWLWEC6WZ7X199eYBTc/8FRgAczrhA3/DlsOww9gsCxU7zYQuGEB7Bc2/PpaWW8zS2YX9CbKysVsJ4pfr4Xdl5EOGCZLly3jxjGPcPbJQxm8xwDvvet3+Kp9uf6TLFxl+cXwxKj3W+R2cvv/De9eSl80e3WSl4lAPRWaVsgXuuH73WCIRKjzoUkrrpAIt4AFV7o5AvxXiWxQhLYqli5dSqdOnX6x420xIjedTnPXXXfx6KOP8sMPP1BcXMyee+7JH//4Rw4//PAG6ZcsWcKNN97I+PHjWbBgAR07duTEE0/kmmuuoaSkJCetlJJ//OMfjBkzhtraWoYOHcodd9xBWVlZkOaMM87gscceo1+/fkydOpVoNFown3PmzKFHjx507tyZ+fPnt/xE8y25QuQ05HLIF085rSAn+4KDfJ+zbJrGyLHciqzIzF8Xdkt2C4iFxizTwn9Vh/Mf2nchgRt2R/bWSe/6ADlRUvMtt9K39hIWlZ7LUDi/Oeflkvh5eraSC51HbkUZvm7KQua7M6vKJu86F+ppD1sm8yvivMOEA1T4FZtf4SFDy4TvruzN44toKHQJVdaNUChNuDe8KcLTR+XvL7ugQIUmZPYcC0275G/jOqRnTspGxW5U6Obdw0I+d77oDc95qcym2TpXSjUe1zWQ3n8hQnmU2XtjSGXNDaaP8sc1e0LXxMURLpbh4pqqselYhhKzXrRY0xMZ/igF1xBZq5AQXtEXOf1EpqkiyVqWgWULbEuoKMqWwLJ8F05yrCmNdXL4Qle66r/wraO+kJQ2wpWeJTdPoJgmwpXUvfYkppBI2wYjO0Y/f0wugTXMc0k2hOe2bDQce+tNCSRMS1nY8vPlCVzfTTkscMMW3NxIyrkCN9d6q5pshQSub70NrldofSBwyRW4/vy44aBT/vp8gRsussGlEtnLXSiYTz6BW7RQrdXsVFvqOJN+VOI2THh8rbo9ufvOevr76bLWW1/ghte5Xrn13ZL9Zb67fVgQB+XCkd44byM72sBAlUdXgqmmLhICXEMGYq05jcTw6YbrhqBDNAg6ldexHBp/m/1uBMv86YRUhHE3GIMeuOIH02IZWDEVsdmMqHmeTdvKEbgiElEdN6ZJZvrHXjTlqBK4/ly4po1r2g0Eru+irP7nus8H5+33qUuCTpqwRR9yO2UaoymB6//PWnDBFA0FrkFou1BZbqpcZ49fwAunqTrNt+IWWE7YRbkQ+QIXEI5D6sepjR5L4jJvyQoef+UdqmvryDguGdfFtiz69epO/9496derB7XJFH++7R5s2+Lq3/8uu33YAuwNeSH0O8hPyGobtuRmLbpN09i0QkH7wdtDcIw8gRv+Hr5v+Vbc7LXJ/a6nEGKrCzyVT58+fZg2bdovdrwtQuRKKTn55JMZO3YsFRUVHHLIISQSCd555x3Gjx/P6NGjufrqq4P0ixYtYp999mHOnDnsuOOOHHXUUUyePJnbbruN8ePHM2HChJzw1Pfeey8PPfQQr776Ku3ateOcc85h1KhRPPvssw3yMmPGDK6//npuvvnmDXeChdxYwwLXb8jlu1D5NBaQKphOxc22VJrQtQ336x3LNLOiOezaHA7Y41tyG5sSqDF3lEbckIN1OeLat/Dmjb0NBHCoQZJnvQ1bP7NZUIIkZwqbPDejWNe+JOd+m10euDMVfhlLA4S/SIjCAq0Q+R0HhdaFBKqqDFyQIqjEsj27apk/R55v0c1aqHOtqY1ZV4PD51htsz3fOQ0Fv7wW2C7fgluo0ZQ9L1+tiUDM41l1EarhGI5qI02LSM9dyMz8LOS9oLbPOR3PJVllNe/6hiIsy0bLr58mG/1GuA7SUVNwCRkBoaydfr6F62AYDoY0cKVJ/qhiAxdTOFjCxTXU+FzHFTiWxPLmxvUbm+ryqnAlUqhxit6Jqn9m9rRNL/qyYQosM+umbJleYFZDffLnpmxoXQ9Hmg1FHjZNhGuC67nkWxbCtnOvl2GoKMvCoOTgE6gd/x9IpdT4Sf8+hDsTjKwQUBZbI0foGrbyzMh3Tw4Erx+IJ0+YBJ1doeXSmxJMhsfbGtmItL5IVcF71i5w8+cbzYlemxeIKie6sSsaiIlsFGBwQ+JXdYzQgPxxuP6y8L00hOp2AREIXbUMz7IDe/aCid83FLqQfRScvPh/2XzmClz/UfOtt77l1vHut59W7TMrcMMu9wDSUWLcNQTClbiem77rqsazf3wVPdprgocEbo4jTLizICzyyO2ACN5NXp0R1LnhcuWtb+CybJqe5VZZc1U5z0Y9z48a7o81Dyy5EU/wxpW4FZGIGmNuRyBWhLXDIFI/fYk0TVw7imvY3lhcS333y7DwhC1K6PrjcP0yKfJMcoGHgcz+zo+mDI1bccMCV/3P/e2LHdUn4H03QuNphWwgcH3yv/ufMIWstsG6fCtuEzKvJcIqV5xJMAwi2w5QQjdv5oeFy1Zw2xNjefSltymKRejYtjWWaWKZJrWJJA/+71Vc18U0DSKWjRBwx18uprKsBCmzAakCbyevXvfz4df7knA05axHV3CNPJdmtR61D3+ZR37dnLXoZi22YZflBtelMct73r0LBwdr6KrcsC3xa0LSvE66LZWrrrqKiy++mN/+9rccdthhdO3alVgsVjDtwIED1/t4W4TIfeCBBxg7diwDBgzg7bffpnXr1gB8/fXX7LffflxzzTUcf/zxbL/99gBcdNFFzJkzhyuvvDIQo6lUitNOO41nn32W66+/nttvvz3Y/xNPPMH111/PjjvuCMB9991Hly5dqKuro6ioqEF+/v73vzN8+HB23333DXJ+wrSQwg9SkxV9OeI27MLrV7j5/mthc07YRdNrdUjHyW7TiHtmNlPZ/Tc4fjifYVHgOA0FhL+7xsS5/1IOn1PYRbqBK7JvsTFyLLeBsPXnsjTtrMXSH1voN2a8sS8GjnodhyqMYAyrUMeOtO1KYv5MhMxaxaUwMNx07vUThhLAroPfkxB26y14rUOWdpk/lZP3os8KdyMY5yu9bf0ovwjVGAymMjJCDVjPnUhNbyRCY89Eg8ZA8D2/ERES9H5DQs0Z2NCine+anT9tUr5VvQHSL1fg+V1lrweAmwkEEa4LhonVqRfpHz5X1qmw1UVKMFxws3mS2RZ44eOHjwXqekuRdVn2nyuhrLjq5ISy7uIfVpUjw3Awnaxrb8aIgLBzetpN4WIbuR0hhoBUzCSVUcI0lVZBXMHAcfwGfujeCX/6IYEwwDLVuFvTUNbbaES5KCuRK4lYEtt0lauy1+BsEHTKb5L4AtBU8/+6UiKsqHfcbNkMxueaaYTjIH13ZcMiOmBfkhNeQiZMpOPkiNswIiQWVORmzzVZGAjbyk4T5LsnW7an6kNjce0Injk7K8otq2GgKc9d2THs/8/ed8fbVVRtPzN7n3tvOikktBB66JGOFCkiTUACCij6CtIUBSwUwQKivKAoiDTpIKgISi8K0kFa6ITQa+gkkH7vPXvPfH+sWTNrZu9z7g3g+1Ey+d2cc3adPTN7Zj3rWQWcC7fUecUPl4P21IHbwNYS0KWhw8xufDwQ2Fs2EfUKDAl+XTAlI4AGQERmZE7u/FOZxZVMWRgX8ONMgV6l0rgIw26DAqXkWXaMwqTnrM81CwBFSYoWT/oigGBmcI0FikKaKjsWtwxMrQwoReewkoOPDeCXrs0giVhnys+pkQEoYSITfaXoudg/l4tx+qi0Lfx+K8Gd6wtW6GgOQpXD6iJYCWQZKXMcumargqyR+/Fb6mCKLE2vA4tLPufsf5sN6CKA63LwqkYD2ZDBxOA2OoGODtiBg2E7ByFffHnMe+MFGKXR7BgUFDOKxm6hO4jJtTlKZChthl7T8EoYn6cZ4bm9abIzU5YWBHJcpkUCXKlckW0tTZRzN8dw1GT+5Jk5jQnQDiyFMe3VTJ6B9O3Na5UDuLJEvrietW2l4A1rReSzCyDy1bVAPmZp9D73MNhG4N0ZM3Hs+X/H2VfeiIGdndj/K9ti2JDBeHDKs/j1D/bBkouNgVUac7u78cTzL+Oxp5/HjNlzsft2X8CokcP9c5bG4LIbbsZfrvoX5nZ3Q2uNtVdfBdt8fhOs+5nVgoLbN4AJ8oEDsm4QerArgW41dSKgrQlKHwVksN5apUZHLU5tD3BrcxizEoL3s/z1aS3GthVPAAS56GNYvva1r0EphXfeeQcPPPBA22OnTJnyge/3sQC5F154IQDghBNO8AAXAFZffXXsvvvuOP3003H99ddjpZVWwnPPPYfLL78cY8eOxdFHH+2P7ejowJlnnonrr78eZ5xxBn71q19hwIABAHgxDYUWdlXZDgBLLLEEpk6dij322AMPPvggOjo6PvgDMqBNWETF5skS+NUVKbRzrk8JbqVgX7Zhq6I60bEUaIPBRhkArzR1lvcAKs8BAFa3mLgiEJcAXGZjfG5LjRA4RoBc9r9lEMfAF4hAXRTtWLlomMJ0xms+XeRN8G/W6jOzaK0I8CCfJQapyiYplLjN/XHtzZilTyqztopNjnihSpsT1rEaFsxZkLFU5ha00gHc+iI1rX5bxOTGeQV5m1Qi+HNq2G4ZyKi+xIoaby4stltm3yXLL9tQaYS0UxpuIKOS/zkBW5Uc1e6YyGRZSn0OZLNyw/MjnFrItZE2JZTOa7XfxNAZaEVRYnOrYbRBR0PTXsHolaJp4lQvyr0+Lv8t59HVLtBwHtjbPAvNxjlyU3aE3hXl+8qoDMopSXy0WZNTuFrrGNy84Xvft0PeALQDAByVVjC5roH9OPa+uQxyHUurGFxIxZ/MfxsFmYoBrh8PPJcIM2UfpZy3KR0D3Jr0QL59kt+kYhKgqQ3AjXQoUAngEvvc90wjik4rWZW+DBADMFZu6qlPAULHxq+TdgAyMZ6IAC4zpyF4VGB2+wK48rOu8DpsjHX6PRtM25OSvrp1U0P9PUiI90b73mpERWNGZRlQuPnX2eR6q4M8i1JnmaLOvSJECte5dqxvhnxAJxQD3LxByhwBcNHogM07YRskZ7BZcszcag90WSkTAkslAJd9bznCsos2zWBXlvkxmUyDTKURvmV6oLQL0xy4fZompwAqAU215/TB4vZZpIkAEMs4xtBLKsorb76DFb+yv/+91orL4vS/XwdrgcEDurDbYf+LG8/8NQYOHIiBXV1Ye5XxWHuV8UFecve466HH8dPfn4UHJz+FjddZA8uMXRzzenpxybU34OTz/4odt/48jj74QCyyyBghK4RnBrQb32JtToBunQ+sVMTy7zD/xMfJdq0FuKkCo062+BSbJ6elP+bKH2eid8cdd6zFVv+t8rEAuTfddBOeeuopz7TKMnv2bABAntOjXH/99TDG4Itf/CIaiQndsGHDsPnmm+PKK6/Erbfeim222QYA8I1vfANHH300Vl99dYwePRoHHHAAvvKVr3gQLMuhhx6KP/zhD5g8eTJ+8Ytf4JhjjvnAz6eyDHDmeLGUkazcSa5Wz1C1Ym2tqQe0xvhgOzbRmjETy2DWcv1cfYhFTAZoH2CZTEw1LMrATKeFTQ5lTl8XMCYIq4p8kThiqttudCMyR/Zpdlxd5cQfMYi8OWLFgvpfu/Y32qVMUdaZIhvyT2SToBoTZga3qiyqrGHd8zP4FTl/PbPMkZkdwNOAXzIi/1y3/BCDG1hnKEWstWC0Zb7gqGpCU52aE/l0CyakEeK6KxgY3QhKhJrAEQwuZL7icF+ur6BfrAYMBXwhd+OMpG5m1a0wPGQz2rJkp70gnXtHsAyqBI1DbnNhWhaBXmly5tlcocRxWm32BdZlBmsN9YCi9A3MeFurkZmCBIKsKwgFTmOe6VKIBHS9gR2GQG9GPrXNgp60yBXK0voAP+52nrlVmthfyoNLoLfB6YKykDYo1waZNiH4i2QJHRgjwblBPmGO/QQAlTV8JHHFJp0lMbnKBZ6yZUmsrgO5esAAmk/YpLzVO6FDGqJgtaKgGg26Tya2c5ognjd0RmCAlVxZYG1lqqCUwWWgkAaZMqCAPalPrWRw5XYGESF6bWhPGm7VhV0CXD+UFQG8TJMAmWcWnVkATgyMU0MeGlICXAhQzPukWo5Nljnbc55ZFGWoT6npLLq2FfEFhZ+toSBTPkeuY2eLwiCNmMzBpfxzJJJcaoLPzC5v5wBU9HzKK3NYIe0VO5rOkYYdQGvQy/3oTX11BmMyF7mYsgYoZ6mEPI/meg1QBGRnRp8ZA1OUkaUF3VuRObJMgdXIobu6CNg2GmSZ0NEBDBjkwG0DNu9AOWAIygbJIkXHIJTQDugK82SV+SBT0kSZwSyPT2OB0mgXAVykDrLwqYN4jAHVpd3h+2ispT64afAz7eYbUujxecFEuQ7gMiPo7+vePDZx1sQ7B4ArjxXK19Saqk8wxa41Xpkbs7eRH65cP5Iy+fmXAQCfX2cCFhk1HFPfmoaj9tsdu229Kd58dya22PcwfPuXJ+GC//1xrFx11372xdfw81POxbW33Y01Vl4B15z5W2y49hp+niyVxiXX3IAjTzgNW+y6J6449xQst+wy4LgczOZCAN3INJn3qRDDQwJd7hefHxeW0g+B5oswZ9noHNlXoZ/9Gxa+17G43NYMwj+lxaK9SP1xL8cdd9z/6f0+FiC3q6sLEyZMqGy/8sorcemll2LgwIHYaaedAMA7NNcBYgBYeeWVceWVV+Kxxx7zIPc73/kO5syZg2222QZz5szBTjvthBNOOKH2/AEDBuDcc8/FJptsgt/85jfYaaedsNZaa32wB2RTVDbZ5ZKaFmtUgS5QBbhuIrZS/d4qAJSxHnx6tlc5QMrMoSlof1mGCTk1rY2eR+yT6VeUdk5UybFaPr8KbAx/Z/AqUn9431zBOjHAJRMbt0y2YQ3JItZ6uU8h9mMpAcx96xVYWFoMXKoejoRo2UxTPg4vghyISyyK7YoyAXASG6grALTt+VYEpZAsr/DZSRc/zq2XXqcO3HL71LGzaNPGXCRTVpviIt3G7K1fjEmQjQJRORPx5kuTY1Ba8j5xnHZAjOmp+fFNh1P6SAkPqCiOfNtb6+oPLyAFNjf2gYKCX+TJjE/DKOMEQ8D6eE7kVwsQu+VfVxuqpTPanuf0ybHqOCWRdoJn5qIp60gQSfrDJZGwjsnybC5bUJjCKcIco8vveQNA041hQ5VrPnwrjak8C/NMkreZ+i5mcqFcaha2avEg1z2QMCOV+zzA5XGZAFyvJPMMrhibnoGtpt1oCXC96bHzwxXnpQC3TniR7CoD1ExzX7u+ioI+kQmvvJZW8fmRj661KCWTQ5f2xVhgyqvWB3CqAMOIwIoBrnHsrXUAlggvB66F721aIlPeFvOclP3la6cZ7OoAbv3rmVEwNh7/0py7XakoMXicu1y5rVJnWWdloAGyeipKKBdl2T+fU9xE6a9yMrdXXZ0B4OYNMrvo7CKA3eiAyTtQZh0wOsPct16BEVYHsu5GBdZWsrg8HpnBdWpKD3CDyXI8ZvsK3hWBSiXGGixZiNQoW1qdn26rXJu3RwxhPcDtV31bBKnqK4hi22JMtA5t/dk1Mef2S/wglhkhFh45Amce+QPs/uNj8bNTzsPaq4zH6++8izfenobX356G1956B3c9/DgWHz0KZ//qMOy81WY0BgEvR2lY7Lr9Vvj8Ruthx72/jx33OgBXnHcalltmKbdOJ25Y0Jgzdy6uuO5fsBZodHZi5MiR+OwGGyLrCEFUZR9YOIsRGzO2fnuLdk4ZXG5zH9RKKCFC/RArJD7JKK+PYt3c2r783zGh/63y6KOP4pJLLsETTzyBefPmYaGFFsL48eMxceLEWrz3fsvHAuTK8u6772LvvffGE088gSeffBJjx47F+eefjyWWWAIABZ0CgEUXXbT2fN7+xhtv+G1KKRxyyCE45JBD+lWHjTfeGN/73vdw8sknY88998SkSZM+mNkyAz0W1ngbQC97Bnjmtg5LpADX+cS1BLZ+kwBgnmCxAMifjnCuowwYFEjtewvTMZXYilnj2FwJvtg02fvisg1lHoNYv3ry77BdAicJcEO01KqgmlSU4jYxi5gI3tqWmPP2a8jrJdOAMJz5cqwBtok/jxWBI+pnMAVdYQBq6yyfyVKgo1aAmLWirYBu7fFIFp4E3KZCRapYoOaJTZS57n1Jm95MSikSrpUcNwxaGexSezdfmuyBvYUJQjO/VyUHTTNBYJfXY418ltUrbBhUtax0YstpSgd4yffRa7FNCZ1RuxhOF+SflwJ8SObDJiZwHQ0S7ovSolSUE5RNOJViBgveTJm3ZS4nLmUgC0K/Z2E80I3ZXP7075fO/LNZnUNlbr7RLjgelwaAktI+2bJE8fh/oDINq3Ji2uVrFpnvI5gpuz6KAkve/T2uAAEAAElEQVTJOVKpCsD1AJYBrvPDrcuFG7F2SkZTVojy4CY+uNR3YR+3kQcUCSvLwiI/aloCeRmiC2cKPm2UBjG5ErQyKLYWAaC4i2fKeHARmrj9O8cg1wLiXOVfHdlV3hTZAVzrAG5IIWT8trpSMVdP9km9rkI41qcSYuZWCyCryWohy9hPOYx9Vu749m4DiCJlB48HbyGSA9qB2zLzIFc3GrTeKrJSsJmLmyAjRAPe5D7K7ZwTkwsJcPMGTN7hAC6lCOL4EnPefs35yMcA17LlgUtvVaIG7DLANY655bHNOvA+QC0Q5otWv72JcgJweVs4LwGtAgzV9RMrAAMj2Bpgta2/jeWhFGz1VdoeZw2aLz8Rb6tJ88hr4Q6bfhY/2e/rOOaMiwAAnR0NLLrwSCw6aiQWXXgEfnXgXthr5+3Q2dXp1jV4tyBZRo0YjsvP+j2+tPeBmPit7+KK807DskuPC/UV8sKdd9+Lw356ZHT+mDGjsduuu2GX3XbD6NGLhPU7BbS8vAmwW/c7Bbhpf6V9tCCa8qeznHHGGTjppJNgEjT/0EMP4ZJLLsFBBx2E/fbb70O518cO5D7//PO47LLL/G+lFCZPnozNN98cQDBfrgsYBcCbIPNx77ccd9xxuPbaa/HYY4/hl7/8JX75y1++/4t1dpKPWysAYK2TekoCuswUun22cEGQHBNry5IW3sj80qISFKosYZ3/kE1Mb+RC6kGDrooI3kfKSR2KgQaDVu+DZfxhFJ0vBIuqY2Rqg0xx4BilaLFnwMsRUVk4UcqZIwYhNC2xeZPQKgqQZ1WOhZZcBrNfoDRCBiR4cUAkZa0XMAlwwZu1Kcfi1mmH68ycbMaNw4y3S0HBgBSS6Q3pgOj5CCAz08ym1OFZEeXVY6ArW6W2npzDz5knc7tE9fZ102KBDKAv+DKDgrm0YHxTdsIAUBkx5RqkkNHaRG1OCFKha+UN0fP4HWQaDtCYARyGZfBqwNOdogeBLQth0qyrUp6PnurYR2WdyWKNMGVd/tzo/AaUVTRWTIkMBRqmh9J7KIMSOSw4YrLxCixlLUymkCmLQmsyWc4UtNIoSoXeQqEoyEeXhxEJ9QR2OzgekwYB5oxAbqasZ3EzZZwvcJzKg/uCWo7BoKFxoyxUlkObRugjpYCigGqU7h0ugbKgNlIaqlOjsf72aN51JVTRUz8PgZ8hUYCxkiI1U/aAN/dzg58HXJApBuWc51emCjK6gVI3yCxZAl5oVPLgyj8RZCpicREHmvLdz6Q1AjCldgsAQ85DLt0rskyAMtdfuTbeVJNLYO7EkBMgMWKdBXNHOrjA1mmtsN5yCv952qI0DAzj5SjkzGWwa73psjRftp7djVlcpRU0Gx7pAHYzCADr2FkAFf/dLNPQmUIjzyhqeENTiqycxnwjJwDcaJC5fsMF2va6Uzf2lUJFmeO5QUtjvdRkklzmcZpApRR0WYTI3nnTm+lLFyAaFyaMae1SDHFeZ7/e5bT2O5DL7G3ZOcinBgoWCDmGLrkC3nv1RVIquCBppcpRIgSaYjPlwoHbpsm8CT33fWG0UJAgArtyrUzFERm1W5opZ15x5iIo66pSJjJxRghA5bfVMIM83nNVyF7y16xfW/uKoNwCIDuFtIzGnJoq1xa/fmToXHkD9DzxH0COL8HgxjFBNA7be3d8dfstMXjQICw0ZDDdl/PsOtnI62SFsoxkhMxbby08cjiuOPskfGmvgxzQPRXLLDWuotAeOXwYAOCyiy/C6quthqeefR5//uvFOOvss3HyKafg0EMPxbf22geUPzuL7quUrSj2eD9EHQHE/SpArxbtq21weYrYXr/t01t4jv2klttvvx0nnngiFllkEXz/+9/H2muvjTFjxmDmzJm45557cOKJJ+L3v/89Vl999U9PdGVZxo8fj+nTp8NaixtvvBEHHXQQDjzwQMycORM/+clPkDkWoJUJFGuY+2TM+igDBw7Eueeei8022wzHHXccdtppJ6yxxhrv72Jdg4FSROs1ZRDUeVuz17G6LMU4IMHRW3UOaJd4XmewxTxacBu0UFvtpJTCXSdvwCKDVY7x7e2hF6vREbMrvT20iMu8wNZSfXRG91VaCCcFFGjBVkwrGeMEX6etZkAL0EqZN6iezMIw0Ms7YPM8CLAWTljNaxldlVFqEDb/tsYxrDphPzlIkHZsICz5DLtFTWvCM1opdAxeyAnMGgqZZ7+VNc5kM3dNYqHQQ0KPY7fA6X3cPZU1sHnDoVKW+ArXr+Q36IE/M/EdnaQ40JRWxQtPPD6UBqAAU8CqzG8nwGi9Ga1W7jBXH+UCMwXWUyg6XGRbH+lYsQluwsTy4q81xXbUYbMSbVBVjMSMuTHOdFpn8N1kMxrbSsFmuTcrt9b5OcPQ2INFNnwREhjLwgGihhsDOY33sqBtuQJMB/0ueikKsHwepWhfWQIdnfSbI/iyWXre4XxBXX/x02X8HjgAZskf16iG67uMhG5bwqiMrKbdubmmdlfKvcYGUMqgWQKqJBCSu0HZLAjM9igGHsr5tjn5WgGNjANMWS/kawV05EBDWyhN/rk0JBwA1pYCV0VCLpsLZ06xw+bKbG2RUYRpa2FNDpU1nNBPfowwBsg7kC2yFJpdA4Bep7wpm/BMrCy+n3Ixtt3Y6+gUVh/EuNuM5ghvouwtQBQF62Hrj6wDFiA//bxBz5NlgAs+xyyvIsgFBe19ZRW/X04UIyFPvjdEu1p3TCDfrUgBRPMpKZvc8dY9DsIrxSAydyBXw5kpW0uppjLrWUlrFQpTwlpSgMhSlAQYwbogo/yUokCgModTkih6rkUWUsi1hcmcPtUCvYitA4oCsKV7PXICqTYHmgpoFgR4XaBh588LFCXdp5FTy1LdgWYTKAAM6FJhrCkGY7wMKbdOKzRLhTzX6OqET4nVaCgUhiwcOjuo7Tsa9CpaS+9BR07jO1duyXFLWyOjpdTrYsFztRtfyGGzHNaUFAZAuaBr1gI98+jhGh00nt0NVbOHgK4IwgalnEuLghowMIDbzM3PHQNg2Tw5z2GzBpknZw0/p0BRVObOwcPo/cs0rGo4xUwOY531gc5IqWY0lAO1CmSdoB2EKC1P5S4HN2ic8NjLNCBHU+mMX3JeCuRc47ZnKuifjLHO+gCBsQVdXCmK6q5F5GTyLXfWKIEuBGwwfc7AdbJONHH+1v5VY+Dt/PmZnbW0DmlH7SuhhKbphfLHU9ylLET243nJ6ljGYmsVXveKJtWs0QFkOa1DjQ6g2UNzj1ijLdwaIuZPqzXGLrYYjXHFDc/EgA11qVhvucmDx6xSGD1yBC4752R8/cAf4xsHHoa/nH4ixo0d6+VcpTVWW3UVfGbC6jj0Jz/Hmp+ZgIVHjcK6a6+NH/zwh/jjGWfi1FNPxRJjx2KrrbahtFxgJVDob57frHX7rZv5VBzdHNYpPFy/SdW2hoXSGpot/ExI46hYbvoUF2rX/9+1+O+V8847D0OGDMFFF13kLXABYOTIkfjiF7+ICRMmYOLEibjgggs+nSB38ODB/vuuu+6KsWPHYqONNsKxxx6Lgw46yO+fN29e7fnd3d0AgEGDBn3gumyyySbYf//9ceqpp2KPPfbApEmT3td1ujb/mv9evPYMiil3I19xfeSLrxC2P30/iifvQ2O97ZCNGee3N+//J4pnHkLn1ntAL7Sw3959/fkoX34GA79+KFRHyEE158+/hZn1HobsGzPP7/7uh9BDh2PYPj/z22zPPLx3wo/QWHIFDN7lu357+c7rmPOnX6Ox8roYsOVuoY4vP43u685DY41N0LH250XdH0Tv3degY71tkC8fFAHFk/eiePZBNNbdFtnCY/32nqfuQ/nWS+haYwvogUND3Z95EM3Z72HYahtH5pHTn3sMRVFg4fGxkmHqc08izxtYdNyyfpsxJV55/ll0DhyERRYLL1izpxtvvvQsBg9bCAstskR0HZN1YODosRg4WtRx2uvofmkyupZcCR2jFg/XeWkymi8+ho5VN0Y2IpjMN5+4C+Wrz6Bzra2hBw/323sf+BfM9NfRteFOUHkweZ836Z+wvfMwaL0dorrMmvQv6M4BGLTa5/w2WxaY9fBNyIeMwKDl1/Tby3mzMevJ+9AxcnEMXHJ8uOesdzHrpSkYkDxT9/Q3Mee15zBozFLoGjHGb5/71ivofvMlDBm3EhpDQt3nTH0GPe++iaHLfAZ5V7CcmPniE2jOfg/DV1o36qd3n3kYaPZgxMrrRc/0zpRJyDo6MWLZ1UKblyWmPTkJnYMXwtClVo6eac6Uu9ExYgl0LRX87jtX2gA9j96CxrhV0FgqXKd45SkUj92GfNWNkS+5Utj+xN0oHrkdHZt+Bdmiy4S2uedalM8+gs7t9onep97bLoF582V0brs3VCMofLrvvQromYeBG305eqY5912DrGMAhq66UfRMrz03BV0DB2LMYqLde5p47pV3MHJoJxYfPcxvf292E5Nf7sHiozqx1OjQjs+/aXHPM8A6yyosL7wyHnoBeOQl4POrWyw23Gk1ADz0gsXU6QafWynDkAEBWE5+aR5mzSuwxrJDkQmg9NzLb8IUFssus2T0TG899RBURxeGLbeB32bLJubcfz3yoQujS4xJM/td9N51GbIlaNx1fXFfAED51sto3n0V8vHrIF8xjIPipckoHr4F+Wc2Qz5ulbD96Uk0R6yzDbJR4b3snXI3irdeQtdaW0MPCm0296n7YGZNx+DPbB7PEc8+ClsUWHjF8H4AwIvPP4csb2DskuFZS2Pw1PNvYODATiy12Ei/fV5PgSdemomRQzux1CJh/eB+GrtwB5ZcOLzDb77bxDOv92LZRTuw6PAQBPG5Nwo896bBhKVyjBoSxL+nXu3FG+8VWHvZLgzqEttfmY0585qYsOxwZMKEffKLM9DTLLHm8uGdBIB7npyNPFdYe7nwThalxQ2PFBg5RGO95cMYmDHX4pYnSKLaYe1w7demA/98GJiwLLDWMgCPpUdfBK6fBGy1JvCZZcJ1bnqwwI0PWHxzqwZWGBu2X3JrD+6bUuKHu3RhkRHh+mde3Y0pLxX45d6D0NURxt7v/taNGXMtjt4zDvp45PndGDFU46CdQvv2NC1OvQ5Yegwwcf1wjffmANc8aLHcosB6y4V7vj3T4OEXmlhqdI6lRof+eGdGN956uxcLLzwcCw0N8sXst19D95svYdi4CdG81/vUvTBTn0LHetvHc/mdl8O8+SI6d9g/miN6broItnsOur4Ym9/Nu+NS2MELYeAaX/DbbFlg2pT70Rg8DMPEvFc4YN250EgMH71YqOPcbrz42ntYePgQjBkZxuQb7zbx1GtNLLdoBxYfEfrjmddLPPmaxXpLa4weFtrmwRcMXnrbYrOVFYYODG1511Ml3poBbLOGjpQpt0wu0NMEtv5MLELeOrkbAzsU1l0+yBxFaTHpmZkYPijD+LHhXZ3XU+Cpl9/FiKFdWHLMEL991twevPzadCw8YhAWHhHW/xkzZ+Htt9/BqFEjMWxoOP7d6dPx3rvTsfCii2PAwNAG774xFd3vvYMRS62ARmcYT++9+CSK2e9i+IrrQIs5YuaUe2F75mLoZzaLnmn2pOuhO7owcPWw3RZNzL3vamTDRqNrlTDHd636Ocx75Gbko8ehc1kh67z3FuY9fT86Fl8enUKu63nnNcyb+jQGjB2PzpFhMu959Rn0vv4cBi7zGeTDRvntc1+egt5pr2PocmsiGxCeddYLj2MRpTHpwYeQ5WFsH33EoVhxuWWwy7e+DQB46OFHAACf22gDTHt3Bk7545kAgLPXWRcnnHACjjj8cKyzzjpYd511Ql16e/HSK29g6JDBWGT0iNAuc7sx9fV3MGr4UIyK+mk23np7GkaPGhH103vTp2HmtLcwarGxGDAovGczX38R3e++g+FLrxzJEZ/WwpYyfR3zcS2PP/44Nt988wjgyrLEEktg8803x+233/6h3E/ZD0ppfgTK8ssvj2effRYPPPAAzj33XJx66qk4/fTT8e1vf7ty7BFHHIFjjz0Wxx13HA477LB+32OPPfbABRdcgLPOOgt777233z5nzhysttpqeOGFF/Dzn/8ce+65J5ZeemksvvjimDp1ar+uPffeq4FmDwBQFN+ihxgEDgRlLVAwS2hJ0+V8b1H2wjabntWyFOYSdt48ChiVdXjNozUW6O0mFsRpoU3TmTV3zyNmqdEJDt2plKa6ZDnQ6CC21pkgq7JJWsY8d2adlB4EpiBGR6b6YH1g3hHyW+YNR5dqoKMLaBDzYr32U8E0uiKtp7UKJiNtN4TJcsmmrpzf0P02zOSySa1nEoIpWTDDLR37ZsgMy5KWccxyq+LtJx8EbAmOmKtgoYpeqLJJWklnPq7LHqhmE5wzFbDUnxyEypCWP9KVM4Pf6HSBtpyZkmPlbEdnnEO3LOhZMxE53DONKqRb4uc1pTPzdowz+ye6YE6eaaaGAam/axhbVyHvq8Om1dY6ikRci5/J++K6vuKozKKPuD8sdGD3QYynLYn91syMukjVqmyCAzgpazF4rS0x956rgJ65ji2yZDpsLTHlpgx14femaALd80B6ZWYCNDHiZeEsFJRgnZ32vnMg0NnhKNeMlM5KkdWBML+31sI0usivzkVCtTpHdz4Ahe6A1WRiaJGhQObMjjm4lkITOcpSo9donxZkXjNHUWr0Fgo9BYHYspQ5VkkL3NkI7CyxLMSidGTWMbYWHVkBBTKB7XDsSodqQsPAuiiYubLIbS80SmS2gC56kZkmMlOQf7FpEktV9EIXvTSqrQ2m+j3zgKwDXZt/Dd03/4XmMOPaXjIdQHhHnAky++TTuLZA3imC0RHNYF2EZc/Y6oz4Ia2dP66LQJt1kC+ppoi5FEmZ8hWXjukCPbEzWXaMF4it9p6Ahk1+hdkhAGMUCqMjE04yBxZ9A+3NRJmtzLTrD2faaR3jxf2h2aTTUj/l4lU1UGiWVFet4U0JC5OhtySTaq2A0moUJd2311C7aaVQmFB/C2DHtTWummTQUyjqCqPQ3QxTgjFAaS16eoDeJs2k1lqUxqK316DZtOhtOtN4Jcgux+R2JN44zQIojEWnmMa0Umi690BuB4DCEHs7oFMjywKTWxpagroaFHCqs+HaH0Ajt+jKqU4UvIusdrry0kUVp8jmCgYNNJHr0o2AApkt0SjmIiubNPZNgazshW52Qze7gWYvjYrSOOsoQ+O65DmeH4opdEVzR5YRQ+zmDtPogs07KCVQ1qAx60xkObp/qckyavTyq+Hl556BURoFOpyJMo0rozQK03BjTqNwY7I0NFY5grKxQNMQ02/FvMEMbzsmV47v0p3b4SxD2GQZloPmiejKzhJIK4MsY+aPnpHiUFrvvqp4RFrjXCrozeRRH9I7CnNlN9jEmxrWZFOQGTybOVsLlM1oXYG10Kb025XWwWzYWihvLSfcgKyzToMzEchyDFp7W8yZdL1jcjPB5Mo1V3uXK6Mb7omtW8tKaF47eVXKcs+DxmuucMdy29ka6u3p7+HSa2/AY08+jXsfeBgvvTIVE1ZdBd/Y7StYf911MHrhhTFg4ABYpfHq62/i/Iv+gn9cfgWGDRuG5557DlmWYdIDD2DIkGGuJhQrhMyWwySUMrmy/6y1Lv4D9ZP2FnClHxeZITN0lCW0LQClkDnLNg1goVWDMvXTVC64scRLb7WHZd/bIcOIIR9Pxnv11VfHrrvuip/85CctjznmmGPwt7/9DY8++ugHvt9HnsmdO3cufvazn+HNN9/EhRdeWGuG3OlMaZvNJlZbjVicJ554onIcAEyePBkA/HEftAwaNAjnnHMOPv/5z+PYY499fybLPHFZl9JH5/TJpqympBlFqWAOayxNspaEc2uKYOLKxwAEnjkQhjHBTLt7Hpmb9fQSyGBprCSNseL0QUqT/WRvd3D44qgfpgR6y2DzlbNpjRN+tQKMCBhjS6jS0iqq4YAuCbLWFKDhqIIwaw3IRNKZJ3JQELBATwsB+3qSIGpd8JiQy9b7dgn/GG53nkpc0hdYwC3gGjAK774xFQUy8sdi8Gopdo5vd+6rsvD2XNYSwLWmiAJQgf1G08ImnCzcawccy4KuIxYXBQPrgWT8PqjCmUQ580goDWUKZ3anHbBvMQz9tUS6EnlfWwbBQi6wLMTJQE4AlGmGKKXO1NVH/QYoqBng/aj9pZ3ww9GUjeFUPM4nV7mo0KYETIGe5x4iMOvMuVXppHM26WfhgOvG37OM/Kf5fXK+oMr52NHgMAH0aw1YB9IyJ4xloZ+C0sA6k1oaF1KPqE0JrUqUhiRGaf5KUwD7W5dQyiJXZNZpTRAgtAbyTKE01gmnoUeVC2BEvsuAAQmcmSIfR2UsuTXYMHSMAaAsjKb3Kfh1Oj90Y+hcZ2QIa2BdH2mQ2R8FpSKhxbJTUZZBwaD5xF00vrnd84YDtYmvmwQHfCwrfUSaCwu4d4T621pqc+tMmCPvPVdXDiTEz2Tg5gnlfBWhQHCazIz5GizkWxuApHXVM4A/l4cWzR3s4ynOEUDCuiP847PQ54FYSLnhwYEyApTE8WFLE3wug28wnIJEoSiDB74FUBhK90O/6XkmPWfQ3XTPa4PlJkD1pu0kkOtMwZQWzZLAcLOg62sNdz8hoCl6FQpG0/5FIDPXppsOgz5MQWsyQ46GRk7g1qm2CNyCTJczDZ/ps7Sk2GGwDeXGoyKAm6mwzlrXB96Vw/IYoA2ZAw2UPk6DjfmNzqFzl6ZPcaA77dwYEpFKKTJhVQpWO4WK1qSsdQoYq3LyD0dYqxQszdlQKDX167Q3X0cJRcAWIb9tCQ1jtOtX7VNYlZzOKogX3h+8tIiUYzwWeFykpeTpTgfDWQ2af3L3TmVwQc9gPRtFCh/nkgHnPQMHftw1OOgaz2+8n9uD3xevYGXNi28rhO3sfiR8PYOLEV/LHe9ciLyMxYUV0m6fDypZFnS+n5vcoDUGsE1ah4pet86Fa0pf3FAfakG/trCbGhMSPO+5QKB0zZAtIFyDxjg3hDUlRi40FN/e/cs0vqzC/Y88hjMvvBiH/vzoKNDPv6+7EisstxwOP/RgHPDd/XHBhRfh+N+dgLIsMXfuXAwZMsStLSVADkmoxlMgpbJ3A/R95frBWDd/iqBhhvZZ96n5mj4jRXuA90kvVrTnJ7GMHTsW9957L8l1aXA2AGVZ4p577sHYsWNrzp7/8pEHuQMGDMAFF1yAadOmYZ999sEmm2wS7X/hhRfw1FNPobOzE6uuuioWWWQRAMA111yDE0880fvoAsCMGTNwyy23YPDgwdh4440/tDputtlm2G+//fDHP/4R3/3ud/s+ISlWO18xKYhzoKaC/decv5C18EGokMegiX3YoosTgLUiyBQs5fKDsTDNZhwJUmto0WZ0uPOdaPcMTk0s05wqGfmDGdUsI/+6zD0z++GyjyMHmWJwpDMXUZJYmTJzAgO0Z239JwejAnye3MiXJa2zip+ThU1ZZsyeC511UKAEnRNIsfTHgpVyqVII4Ac/E6uSQFx9FFqEeQwQi8TbCFyHvk1zDYcIxjQ2VLJNqTYpiSLtrEoAdVj847RB2o83v6jXHqcq2+O6wvdfXB8DWAqUZZltdWmFKAq1Y6Kh0HxnKoH3zDkUOiE2vrcEvSowhi5Im3+PtIYP/8sBqVipw77krJzx9EPStpxOyDHIFNOKfI0y45h4flU1YGxsaUCAp4QG5bLVNkPpAn9kioLJZMqiMMyEB/9PrazL1BOCwFDQInjNug80hdhXimGsHwcsrijyXTPOh620DWh+n42GgoLOAWsyx4QEv3RrLczbr0A1OgCbe2GzXYmUUdy2QtHgGQwXdda/ey7IlHH+uTInLufC5TlCBpoKgYfi7xxkSvaPBJg+8rIAuowRjA3BffxzeVnUuqFmfZ7iTJU+GE8ICBYH0Qn3D/XyaWBc3TnvqbyvUoAON3eRmx3L7Cw0Xnjb3cG1baaJjS6NY/cU1z9E9wYI/JYlMT1GBx9aWeoU0z7NkEUlEjHndw5RlJUHs5pz4WYUbIoDTHEU8Y6GC9Tl2NuO3PiI0xxkLdOhrSV48m0MDaMs5U3WdEQGDZsTGNFZCVtSKiFlOqCavWFcp3Mkj2edUY53BrcuGJrJGmHOFe1kVO7XuGbWCaMyzJg9FwYZDDIUNvdBpkqbobQKhcljZUfi28iBpny7i9ew1TrJVWIGVymEiMkqBEXj38TcSiBrg29uEk1Zi+80suL9lTEjcsFzu36gtD9tSgiYaOJ7C+V5VBStQz7AlNvmr6eDhVXlVK+E1zDe4krMfeKYdqUu+rJSCut+ZnWss8YE3H7P/dj/kJ/gnWnTAThFvSW10eBBA7H7brvghN+fhBEjRmCRhUcBlvqB2oL8/9NREgWb9Pe0vs7Mqnt2Ha6fxb6652jVVp+GYmv0v5+kss022+CUU07B0UcfjSOOOCLKTDN79mwce+yxePbZZ98XlqorH/mRpJTCvvuSP9d3vvMdnyIIAKZOnYrddtsNRVHgO9/5DgYNGoRx48Zhu+22wwsvvIBDDz3UL6a9vb3Yb7/9MGvWLOy3334YMmRI7f3ebzn++OMxbtw4vPbaa/N9bgB1eZjYWID2pnss+CVsZJpIXE6GxnoGlwR8igDpAW5ZtkznIIvSIbBU++PEMeK7j1Ar8zv4QDHKCwF9AVx/fAJwfQoQx+b6dCBQQSBm1qbmj9IuhCiVJAxTHRZbcim6v08xEiKyct3JrFH7hUk8eCyo+34xLf9ClEdWvbuE9oZYVFWW9Fc06Y9NQ01Bi4kpvamVkppqsS/6E+alrP1mEE+5A4347f54cXL15OP4zw9Hz7yraBu1DTNL8f464YaO47EiTLeUBrIcA1bblAAPjyHJiHP7u1QgPpI3K5Z4W0MEevFRvsVvBrg+GIwK95H9nRbfP65PENqT/kR0SRFh1INQZZCrkkCvItCbaYM8I+Ey18I0mVMFJVFO0zRBrXIc+raWOTN9P4lPP+aVN8P2kc/9X07t3ehA19rbuEBQZDbPfVX7lzUqxwRFWOaFRR98TpzLKYE8wFXaAZbMR1L2Fh/iuer+PJeapBPi9kkBrnHMWDg2BrhpYbAgAW6mS9HfJqpRCnAZ0EqAy8Gyovtwv7vIwnUl08CWq6vIHJqnaQa40dStXS5aBzhzF9k4E38U+dj9NVT1z+1r5OF7phX99vsVcmea7INN5fDbGzkZD+WZDX86/sxczmkGuDKaOL9z1ZwBPPbDmDE8xrJGlG+ZI3pTdGQ3bvlPO9PkRgds3oDNO8hcPuuk62QNGJ/misZv6SJ/01/uoyhbnWOJsWMBubbxWPDjgN/fuP/TbemSL5Vr6RgFoqU8ArhyTLQDuLrm2tz2aT37mpvqSgrQU0Vtu/NsMpdX0g6m11Gq9s9mDb8Ohe3xGuTvCVWps68Tz23seuXHYCzLyOP7Ks1mgcN/9Wvsutf+GNDVhUMP+i422XhDXHTxJXj1tdf9er7QQgvh0Qfuwz+vuYoUTBBg1bHy8g+AmykdeBXmyWn+4v6ka1qQRoiKtbbPv49z2WeffbDiiivi4osvxsYbb4x99tkHP/zhD7H77rtjs802wz/+8Q+ssMIK2GuvvT6U+33kmVwA+NnPfoa77roLt99+O1ZYYQVstNFG6O3txb333os5c+Zgq622wnHHHeePP+WUU/Dggw/ihBNOwHXXXYdVV10V9913H15++WWstdZaOOqooz70Og4ePBjnnHMOtthii/k+17qIjhwSngxAjGPrgomKZ2mZgUry1/qUQcxkOZWQtQR2LR/jAC6M8SytB6jGwOrY92J+S3SuZHEZOHiGN/4MwFawM57JYfAaR1QOYFYnn7Ggngp/ksOSi46C8mZAGgodHR3EZCWLb+bqo5X1dWTzWijH3KYpZVz7VsxxmCZRCj51kDUU1FjuS5kCgIATK0Usm0cprw21LrVQnYTrTaAURZ6ESq7B1Uvra0tSyLQpKTNReV7A92Xb60BDssnxPhqn2cAhNH6Ma3t/n+oYZh9a/0y5q09ZArKPJcnvgbEOgEsIMRWwCzhzYeu1/14B4L9btMFAdA1m/JSBhkKuyDrAKAurrGewlGByWdCUaTwUYgYGQCSotCoe2Cpi0q3l90sDyjoiuiRgaQ3p2/g94/bVmgJD5RlgM7FAZ9WxnDIgWjBhCUPiAa5SkOnEIoCrWFCsmSts4LErILcmHVBqIpwyuHIb0DfA9ayYYBc9s5jkmOR7SNjL4CYCuDX3VIp8HmkkEsuqLeVvZl5Mw2LYQA2lLbTxdiPItEVpQtRUDek2r5Bpul7mjCYoGC2ZhGulxFiL62QtvHqdj+eilXLLg8v9nHGKINrGuXEbOf2xYoeZW/5k33NOwcQKo5RNbKlUk2boSoXxopRzvzCBIuB5OWEW/bh161qZdUQKGf6kY7X/7u8JSoVXKlKsdXR0kNKGxx4rWCDe1cR1oa8cydST/VB0+zRBAuC2OK+veSUCPy2+p8VCuXchZnPTY6C0B0v8rqtoXew/QPDHs8VSK07I9TOtQ5kX09K1LdSnBZgTyvAAvnWQC63pc71My8yZM7DXD4/A3fc/iF/8+Ef4n912wX4/PAy33XEXbrvjLrw9bTpOOfG3dHtrMGjQIAwaNIjM+ZWO+yRtupqq+Ly3HiC3T+kUrv3xBm4fZrGoKqJqD/qYls7OTlx00UU4/vjjcdVVV+GOO+7w+wYMGIBddtkFhx56qE/3+kHLxwLkDhgwAP/+979x0kkn4cILL8Qtt9yCPM+x6qqrYs8998Tee+8dmSWPGzcO9913H4466ihce+21uPrqqzFu3DgcccQROOyww6IIzR9m+fznP499990XZ5555nydx+JHtE0CGg90tJ9wyZ8QcLluBNgl4GqbRTBRdubJVjK3xpks1xRrLHxSQ8DZtzmzlBaMrmJB3+3nPLkqy8mM1LNoiQa0hs3xpocqqwgFVgixbH4oWVy/SDihpI4ldHxaraAqJ2QOJlmCtLNK59DWIDNNaFuCQmo5/y5rKIUDBzly4NEygHRtXgtw5ae1Ls+u8e0YmSyxCS3cIqpz+jRBGcKg18IE0x++bY3Jc502WMk68akqCHlhI5kPx8eJhTppU+sUARJ4ROfybzfOlQP45AsqAbjzzeZmgxZjkIJcVR+K6515xYEqFXx+V2ftEJ8jmd0sbvP0mMTGSDlfUGbIUwHLa7brhAXBNrGAZ1y/k8CZ+f5LzVPr2BY22ZTmynwt3/Y2Zjj9NgZWrv2MplQlBOSFUGlp/Ctn3oyy6ZUhxqX6YZDfrqT5JF1FPQhm8GBcujDODc3mfqmlR6lyDyJ4jjA2MGIBKOoAJG0wCe7LPNlv46nV/ZYsIfms0nfJKHbogsxnIQAY4r4n1laH+rg6sbmyP84GBjkGO/BqPKuozsblCdKIwSiNFZfjVisPbuTzKQWoksyK2ZxZ5t3lY/x4FN8rLGLNdMjmyJkHuiGVEStwMk2BpQjQwoPZRhabJ+c6KA7qwG5qMsttqcR3BidGZyhtAxngfNU1lMqglfbzjX8XataxIu8Kihe+Zos5mMeqURlK5KBE6kBhc/KRluuXTcakGAue7Qf9bgV667BTnYky+eTGyjKAxlcmvvN2jaBQ4+38TshxXgd2U3AkgS4s9WF/gGsKfnk9qZ2HVOD1FUgZRAqMrPY+fh3gNTl1vfHH8Tymo76uAOFEUUf1oPcQ8p1O1zdW/InrvDT1NXx9/x/izben4eKzT8GG664NozJ8c7cv470ZM3DvpAdx1bXX40cH7I+ll1nGnRj8jZUtE9kofpZ27R6bJpvkMyh9FSuCFxRfmJBqe8z/UV3+W2Xw4MH4xS9+gZ/+9Kd48cUXMWvWLAwePBjLLLMM8vzDhaUfC5ALAI1GAwcffDAOPvjgfh2/+OKL46yzzvrQ7n/++efj/PPP7/O4M844A2ecccZ8Xz+acNko33/asL1d8SausYkymydLgNsfM2VfjPML7Y9fKQNdZhcjM+Uw0QMQptitNKRhQWAGKTbfkfvqAW7KtPCnFG5l4YWUruMenzL/UYAEBSgHrDVKL6z4BaZu4le0KPvE8VIS5DZNnTAYLJclvE8bn+cCPXnG10dfVH5Bjh9KAFsbxgA016N+sYdF0CQr0qBLP+agMU/Okz9rxmwrgBsdAx4vwjc31coLnykJivw4bbMIe76K+4TN4Vl28P62KgBcIbiGB5TSfE1fyne3n+ZYQZgTuSPBoNVAWUVARFkYZeGI1eQ4910InK183Wrr4EAavXPu0/2jsQ/AhZsBnFDPTupWA6YI7DdA48blfLXI2gLdyAogAbbcPt6lQTAebOmR+uqnAFcCd/knAW4ADAEYyH0hajLPOXDHq9AHoq2dysmDKu8b2gbgRm2SzlOSaUxALd/f92ENsNGwMIqALouvBEiSY6AciHU5Ta3y3c4GJlpRwKI6gJu+gsnMVCkEpJSPVcjm0hxIygMtRcGMMs0Bu9j0m8yTGXT5T8ngtvEJlZ8Ary3unw1zDNx1SNHGOXTD/Ji62pD5aU6RkpUYX+lc7e8Z1jcDDSB8LwSwrZxrg0IiVb60am8uqf66zge3FuB6ZVp8I43qtjrlWn/npHZFKibaHieVztF2oVSNrmn9+l1hUcV8xGsuKd5Qe5ysQ3xfeWwMVoOCl8aWb6t4wo/qDAD3P/wYvnngoRg4cAB+tP/euP7ft+Ltd6Zhu623xKYbbYCNN9wAvz35NPzhj2e7ywXm1kJFv9Nr98es2Pczg90Fpsj9LizGf1JLb2+v98NtNBpYfvnl/6v3+9iA3E90caNa+jlWRrnwrYQPouNARllS2hNjYJmxLQVza0RUvL482lkoNbZvP9wU9DpAywGnVJYRi+tNPZlpE2ae/HgRoFXh02k1oaT/rY4FV6goiAwgNPBCAKzs68O0sLQWz7/6HnpMzkZi0CA2L1e9LhCPAbG2AhRZFny0E+pDxGww2yuLMDN3jU/fOYJy2s5KAdA+wBFtE5pitmqQi6VcZBhoF3T9ytMzyNCaAHB0HevYOuuBh9T4WtD6S8J1PNYicNiiyAXeOC29tiW0cf2nKYATnMkljMKcZx6kJTVrAIYCgikt3iVZ/PjXxMhKM0MjFDHMgEv2NsujFE1pvf37q8M1FOAVFjLwFgu6kf+4ZE1tEDh8twiAZEEpZawls9PgLxrXi4VUFvylmWGdaknez1jtGAREg0Q5s2nWyGurqE9U5n25oTNKy2EtZj/7ML3DWRCaLLdxVFkhNIp25X2pKZ9nO5wgyPODt/Zw7cvbiG3MxHwRW3R4/1tmcQFvFuxBiU3qJ+YQ/h58n+PHyxAY3IYDuLkLMBYpI2Ar40Eyy6X/LgRPZX19PLh224xipQUNEK0UoC2UdSHqrMXdT5cwhqxXSGjnMRAUftbSFM6+v6xPZWAl9abzK6QpoQvNs2CGzICWU9RIdpGDdnnfc22RO5aWTPxRMVGmfjBRW6dt79uz7hncOFJuPdI02TiSLQAd43wzZfCzZtZZVVakAAgKpc7d2KSxWtgcxmo89+p76DU6GgvyDTKGGX+F0gRw22p98yRk9G5bv4+VA1JhxtYIEvjmoo0BBEa3po2lYiFicpP2b1ViJbSK2FyO3g/x6eLF+9/e9NcFNGTwSApr6kdlFSnqgLCGVYJUxrIKAMx6/jFi5rOambWGKq8EiaoDgmzJxBkm3HFpMDdWjMyYOQvnX3oljj/tbIwcsRA6Gg387LgTsMjohXH2RRfjmPdmYM/dv4pMAYce9D0ccuB3ndWXuL9nauuZ3HbPkD5LytDzmtGuELj+9BYS7/uaQJNF+b9ULr74Yhx55JE49thjsdNOO30o19xggw2w7bbb4ktf+hLWWmutD+Wa7coCkPsRKDTx1u3QxH74dCaupOxukDTgfXHBu5MJhZkrf4u+2VkPXNPr8DUqGs6al0+CwFbHiJIKuiFXXGABPUsDjZS5rQMOgXUJ5p11Amu4r8WMuQUyKBilQTlEHQfg6yD9hon1cm65BG4dIGUeh67L2s1+SoXCRLltYXCamMApufCLe6V5BvkaFjVsMO92QoJvNhYeEg2wNGOeXz8iPoeFbWuVM5Etxf0YMALNOTPJggA2MCrs267C8ylrw/hXSrDBrq+id0Nq013/euVMrGn3dZb+9Gnfzqcmm8drAIVC2ODgHk7Q1NaCfGQJyDAAqXvVJJuVFgMFbWOWJX2PyD+dgmdRlUjQpsAkBgYZqFVL12cGxez3wDkjpeJDci9xm1bHTWrCbKFCXlzB5FYUYK7vpHkyKxEiAJmCSXA7tmJuY6VClUmt9ikDhthcNvbDrSuR8gPJWEDcVwxCojp5pVMMdA2sc7kA3plFlVbJNZX4Yt3oLp2pszcsETlYZZv0t0iAq5T1IDfTqARR42M4Wrg0TZZtmwlgKz/r2Nt2DHoqkLM/uoUNViXpWiVdbJx5Mitb6q8Zj2upiOHoyQYKM+cWYjxWlTAUlCwAXL/GtRij1X4IAJfbye9DUNpUmd0asJqYLs+PFcl/o0gAzP3GyjFpqQS4PvYWQsFMuZaBFdt6587y81zburQCJzWgt6/AUry/NBannHcRTjzrAsyeMxdDBg/CtOnvIRuV4R/nno4N1lsbu+z1Xdx21z3Yc/evhnso5eBSUKjK+6Z9lta9bSApHhP99ctdUAAAH5XgUs8//3wU6+jDKkOHDsUll1yCSy+9FGPHjsXEiROxww47YPHFF//Q7wUsALkfmVKZLDxoSvSwcvCzWTLgfXFbeaxzvlvytw0hRwCAUwf5Y2VkZGH+qZiJ9ftEzerYRjZFFqlW/L702JpiU0ABIXRL00Uw0I1ZKAl4OQ0IC7NAvOizgCuLVsCEZRbC4y9Op/xyCk5jXK0D1VcEn3JA1yspHNDlNmXzp2pQpxaLhk9nw+0aQJc3oVWKItBWzKOE/1Gq9EjNaKXZNQfBUgLcAlAwJDBz4KgaoEvtEq7Xr2iXAtxEygoWTBLTLQDQeYaFVlwHMybfDRQ9gBLWDo7xDRp81/4e6CbKBwl0I2sCHY37WnNl51skge78llQZw9vqvofbOxGlxZoohc12hhnt7hPeMYK0pFhCDHQdq8UMCR1bwmYdWGjFdfDulPsof7EMrtPCeLVOgIxMON32KKK6Dsyt38asbgJwoz8ZsTgFuB4QV8EtfafPlCmTZsqyRIyWSxPUCuDGwFYFwJ1YpciSCVBiGNg6xQUpQAKI4bhn1oHLL6yS49+PlmiWsTIlrhM9RWCNEV2vLrpzX8X7brp6ZDqkwGJTZG+ijFB/BrIMbml8hwjK4bpBwE5ZRN8nKh0VxiuRgHhtVhzngNtEKBWhdIjuLXzDvfKF+0yuXX5cs0KF1jIGuBT5nwI3rr70cDz6wrswpcyHHL4bE/yiva920h9SPGjF4MoSoiVDtGEAuPXXiNvWXyv5/UEKB6Dqi81lRWklIJiTBySj6xlMdsvx4FbcWFqTILyHSmcYPn5NTH/64WCBJY6rFNnQfB+0AI01k3sUpMxarLHlTnjtzbf8tlmz52Dn7bbGcT89DEOGUiaR9db6DM6+6GJYa6vEBKpAt67+8wtWo3dHPEefjP37UIx/Ukq/dOL/ZQzcbDZx8MEHo6wLnvoBy80334xJkybhyiuvxA033ICTTjoJJ598MtZZZx1MnDgRW2211YcWdApYAHI/GiVl0hSCRlDxpGPhk4Gn58jvHIRKk7CtebI3FjDso2X8IkHnhOjKUWRkx+B60MuLgFZkilwBvTqYKteZMjMwi561NcBtZeIjmRojAG7EODlzRABeiAViMJsKrlK4Bcj4LMsUCpPBGg2ryUzXCPbWM8vOB4sU/Za6RFn4SMvGsaPWuvXV5cBlc9kySYIu24qBaQJwOeBOmn6p0m5u1ozZxRY+om18epVo/5Z+1LL4NnImpS3OsWIcpKyGEnBRscAqns8oDZXlMFnuA1lo/3wp4A1gV/aJdfuV1bCm8CFkObImm82HwGiqMnapL1W4FzKkwomC9QE3+BkrbSGAV2WbTB0jx7uNzWXlbaVg2SdjyKovYQnlTZYBMPNKgaVY+UBiOACKyu6f0fneuv6xOm8bcbjSHglDHvngg5lbYVGRAFvvl5+YJAfgSuBBBpMqbPzbt3XSrlHfyGAwLcyUeR/74eYiDy73iywMbriO0jS1lTJOgmdrFTLFij6QZX4bqUhBoZF1IM9MADMq1EvocVAYLcYbwNGR2Qe0TvpqZ3nH9yHfW2q7jsy5hujYn1aazdK5zjQZAXRluvTHpGOfP1WyvQJw2VLCksWCgoU2Ze17Y5WGzcL8xuxt6XxxmcGlAFJSwcNKVzaLFaAVmfsMfU8+yrQWNY2mfmBgK8AumSzzfNG6zWVJGVz/XQBcObZlf0SKG9EP0XWFUkH2RdSONihPKvsQxybg3xWgmxzH/QMXS4OfTiMAV2XZ79adaW11/QsN5e5fY6GU5dBZjjJrwKqs7Rxfe2lpbQQE2aym2KR+1lqst+YE3HnfA/jWV7+CpcctiRWWWQorrzRenKPR0dmJsqxeVzLVlXb+EHxpaU34/89MflwKxT/oQwnwX67DSSedhBdffBH77LMPTj311A/9+muvvTbWXntt/PznP8ctt9yCq666Crfffjvuvfde/OIXv8DWW2+NL33pS1h//fU/8L0WgNyPQlHCPEYW59MZzFBVkDiUBmpSqyhnMquUgvWMbQb2z7IwUMaxuolXXl8A13+XzKxMN5SunjLgFDO6/LuV+W3KmsEBDMHu8fbUTLniw5ZuF+CW9rtrie0MhgHfZDA2TP4ehPG1ZV0dmxkpI+AWD/e8zd5evPbWNDwz9XU8/dKr2H6DNbHkmJGIU0UBnJICbGJLFQWkKbHS7QGuN0t2ANcE4Ndy0alZlJm9ph8s8bLpl43Y3PprCsYCMTDh9onaVrAe1kGrAHKM18LL6ng225Q+MFJgaYNSJzIpjpQIjtWN+hPx2BVtlKYNiu7llBnBpFrUFyxAW8jIynKMSmsDuS81UWTWpg7gsjDKpR9prqNiLTEglv4TfcTm7IH9CEoI56cLF5XXKvL/BGC1gFnSltq3n2x38ewp6yXmgTiqug5zgjRFrpsboCoAt+5T+p4C0vyzhgVpw1AFUGBaAoG4LUIdua/9tRD7aUf34VZUnN7JwFjto8Snx4oKAqBATkrUKaupG09Jsn1K30YtQAorEW2VPQymsYGtzXUIHpXmXZVtlkYJ595tBW75sxX48vWyyTmt3EoiZVvmzeeNzioA1ygN4yIkV9aQdGyKKNpBwUX3KU0GwwovC5Tus0451leJzJGjfml/TtpmEuCm15btXVdaAdh23+PzBdDlY8XcFJmUK7eWyTZSwQ+3XVq3NGOAXKvoeZ3SQnF6ub7NlqPigLFvNyvIjT7PBf742/+t1DX8prq9+NIrWHrc2FoWt/6y8wel0nmp/t1qB941fLKzfioHPonl/7e58n333YdzzjkHv/rVr/o9Vt5vaTQa2HLLLbHlllti1qxZuOGGG/DnP/8Zl19+Oa688ko88cQTH/geC0DuR6CkzFg0ETBbl4PAqXeEEnlylYZqNLy/ocoz5yfHDK4BR9JVWsEUpQe64TYBqHpwK4EtEIJJaQVkLoUJ++sqt82Z0CpOF5TlIn2QC0CV5BkN4FeA2RqTW9aUlyp3DG7mGQ8WEABUBEQJaoPA5Vgx4xQCCNpwLg0fdEWh1epHAnYGowylkuDgUgCefmkqTrrw73j73Rl4590ZePWtaXj9nenRBHbFbffiht//LGYPAY4W03LRrVbEiTc2/I6ux2Yn/QW4EdBg5tIt6N50OQa66cJfy76J4ECthPW0GBfQqNQ5MSpeEDA+BYfRGekDlKaaWe2e1UFGU8ZMq9vvA0Ux0OUm4LbIQu5mZs19vkvRHpzySwbcsAL4c7ob2ifq1Qcw8G3nxm80pkX7SZ/LlFHsS1jxQNYrbhxYEODWWA2tDChjr3bCrmNuXT2IEUF4NhvSHhW6wykCqiAtVhRVFR6+Dfow86wDtgBHR48VCB5EiHmhLuesBLitTHG5vVvtU3A5XLXxZspc26gPwKAxq8xfZHZLGaNJkQbKRSsAIJvqAsxWKWIFRH24pZkFtVb5OX5QowelaQ1yJdtdMZdN2qYdsInZQlMBsmk0ZCAew+k2CWplKKa6c3h7LfjlgFS2XhhXTvGYukxYCWid2XypGxG4lQwtEN41mbaqlcm8sdorXJsmQ1EiMLlWKGmFgovhnyzG709BatwnMUCN5xOpeOBrtYIjsv3bWRIwgK1jZNPvdffwQFfRPKYQzJZ5fabjaO5l1xp/jRbsbaRsq5mP5G+Wn5q6EyHmRntAFz2HO1YLBblUsqTXmh8AynV9/qWXsfS4JVsCyEiZ3aa0lh/m83hfPwoEllo+LSj/92XmzJk49NBD8fnPfx4777wzLrvssv+T+77yyiu47rrrcOONN3pgu8IKK3wo114Acj8KpW5iSf0klYVVLpCR0uB0HD5qsdFkDQs4UKuidCjKbaNAwI61MlWT4oi9jfZRHlIPcBnQZsGsWmV5YHazjKUYD2CjZ03MPT3QZxPECCAJ0OSBbI1QKwRFGTQmFcosFN54bSpOOvYQ3P+ff2ONdTfFAUeciNGLLhUJCk0D3P/sPJQGyJm8loJpUlejXWoVU8BYi72P/B1ee+sdrLHichi/1Fhsvu4EjB09CkssPBzLLDoGL77+BnY4+Fj8+V934OtbbeSuiQR41RTOnauc0oN9Z5EA2xr/25Y+wJJV9QqP/mlTo/QufK7/VKKd+ga4ksXl3z4wiC2Dlh5wZmEW7zw32bnRUkRSpQ1gSvg4s8yKK4psXcfqInMBRkqEMcoMufxzkVPjXMEEJtKonEoIQjIYjcyByMWbSCoC4QxA0iJBIgmhigJPgfQiAGKA24cPnDQTTAVKA0QAVr573gTQAszmErBlX2cG8xZvvvg0RfHVWa0g1ZcAmQJc2ke+thE4T8Btuq0dwA2gIwac/S2cHojOq5/SuR2jOcQx5vy9lSDP4ItYWWp7rl9kKioASmCvtN/Gx2eKLUdIgTH5xRnIVEnTtgCcvp6uDZUDbFrMp7qm3h6Aquo2rgPtj9ltNrluB5BSwFr7mQI5tD+nP7k6rdL0nithBaVUBHDjqN66EkQKCOMSgLcokKxtulaVlsDbvU93o7cM21tZGtS1k7Wq1pqj1TiVgcCkmXJ6/TqwVcfoRu2Iela21THtjq/bF50rLaOAsC6lftXpdZP5hre1mqsA4JWXX0YBHdivmnR76bV83R2TK+NnBCVO6RUqtcEi+1lefPkVrLdONZptxe2mxaDoC6y+H5PkNC4JzVmiDT+FhXipvtuy2Wyip6cn2tbR0eHT83A59thjMW/evLbX2nPPPbH00kvjyCOPRLPZxNFHHz3/FZ/PMn36dFx33XW45ppr8Mgjj8Bai5EjR+Kb3/wmJk6ciBVXXPFDuc8CkPsRKJYnxrpJQmugLGky8MynjSZtlWWwKGMBnfdxsCm+lrEEAkQgpHC4Ts4Nwr5Sygc6UswcsxkuazOZvfUgVzK14TNicR17G9qinuWRiwtrbOU5MXOTpANxxxir0dss8I8/n45zT/kVBg4eii//z/fx72v+gv2/uhGOP+cmjF2aXqzMLezdvUDOTEMCcOGYrgDgNF5+/XVMfvJp3HzXvXhoyjP45xm/xgafWYXYLUPRgdn/dtklFsEuW2yIA044B3++4XZMeXEqFh01Atf99nAMHzwgAK90vHhmVbSVScxvY7V+60VR6frvPr+pYHH7sGmTFgnsLyz91FounmjP7gFCMFQB3PJzlWVB9RH5dInOFUCX76NRC3TpHobGsHhuTgUi815akX+Vrqs8OGWWPgK8rATx7RCb3aaqmkwZlFZDVAxQLoaZst4MVavATwA0ZqlrquxXXaFZILSv7wdbFU55O30oOtMxJZ7NsSGXowS7zdJtd8HWavtWsrktQG0Ar/TueX9GARpSlptAQuKTa1UV4Nq+AW41EFPClLlz+2KtrNMO+O823udz7cISSBX9Sv0U2iSqH19BsJpSkJbjIlel72+rDGxp0KGDdYG8jm8jpdB0vudZAsJaMbkVM1ZRFwmmdbq9j7ErryXvl25veTyq74hXNKWgSYnx7uYZfjetUj73bV8ANx2nMuCZbMfUooCB7LxmALWpDBz7iffZdO55q79JyRAUHelYnl+3h3alDsimSjegqthLz6XfGgplBJpYIapgK2A3yjkr6uO/twC0ch7i+/rvRewCFo/JdH2Lr9PKMoaslUJU7uA3G8+hU199Ddf+6wYyYS9L/Oe+SSjLEt/YdWdsu9WWmDdvHt54620steSS/v515f0C3PktttIicGv4h3qbj2ex/XuHr776ahx++OHRtu9973s44IADom3/+Mc/MGvWrLbX+uIXv4hHHnkE1113Hc4880yMGDFivqvd33LFFVfg6quvxr333ouiKNBoNLDFFltgxx13xKabboosm09T/z7KApD7UShO8As+fBkic8osA0q3tjIrKtlSS76ELO5aa+kcZR1zSya0YNNca4GirGdsgQrA1Y3cg2loBdVoQOWNwNqmwNazuJru6wEvbbN5Z2SyzGag0ixUpmDgIB6lyr3wEEWgFEFkZC5JKdhOm/YOrrvsIlz993PwxqsvYofdvoNvfOdoDBg0FNvuehAO3mMj/O7IffHrM/+Njs5OWEU+YhuvPACTnu71gphcZH2EQw38/o/n4PRzL8DMWbMBAKOGL4Tvf+tr+OxaEyhPqoXrY3jTcRiD0w79NpZadDQeeeZFvPXuTLz17kwUFoDOnVCFGHy6EhQFoZ/SMRVtd+a00SImTbRqTJWj/onu7bal5qM6mO8Rs527/dqb8QGo+D7582WbRs/iTH4RFn5+Dp1lGLPcKnjj6UdhTUngkgWGjHPXUuAYz65m7t1yeVzhhQ0XhIqBmFKwWSP42/GYdL53oT04XzID3KpCga8n2Z7oEVmotMaDt0ozqJDyRanS+aHploJJXfHMoQOyFGiKlUPaAysIwMfmoNT2AXgpdzz7ufko7PIYpbDUMsvipeeehfUCZgxoaZsEqbFPtq93u9/iUyq7UnBbiZ4sWTFxbr9c4RzbLhnVvtqegU6pdNROaXvw9XQNw6jdfaRfMSDAqwCKvj+Ta2YoxLYMyy6zJF54/nmAgy1Z4+cs+X4WqoHo6uL+KRCRQDmqD9/XQcC07SqRcCH7u8qgvZ8S6hju79Ny+ejwbo4VgYsMnRQpqqR1hlFszp27cRV8xeuULXXjsbA6CihlnBvCF1bpwI2PNFGIIVHnLpyCp7R96Xf4LplaGWwqNWFO+5V/S2VZqyItHbhtGbzWAV1Z/1ZgN3pX5HlOEUesZAJmRVAoX5cExAKIIrL7fVCwRqFu7GUKWH6ZRfHkc6/DeIucULeK4sYiuj6PeQ0DxSnG3PzAJsy0LX5flDV49rnnses398KMmbPQ6Vi8VVZaEcaU2Pf7h+Knh76Bz224AQBg6aXGzdd6UQdu+xuMqjawomCqg5VWUAhDWS/PflqLNTYQUy0PArbffntsueWW0eaUxQWASZMm9XnPqVOnYv/998d2222H1VZbDdOnTwcAzJ07139Onz4dQ4YMQaPR6OeT1Jcf//jHAICVV14ZEydOxPbbb4+FFlroA12zXVkAcj8KJfW5qJOwWMvFwaiYzfVMaumALqVa8eyuVYAzS/ZgtyiBPAOMgi3jgEcVH1wHdFSWQeVZZIbsAa7wtfXASwJeDo4kgBkxfbkHFD4tT02OwcCC1QBc6Mh/jQFuaTMYC8ya8S5OOvYQ3PqvywCl8Lkv7Iwjjr8Yy6ywBkqrUBiFwUNH4ct7HoGTj/4WdtpwGBZZYhmMW2ZFjFtmOWx6zol49MF7serqE9BoSE0vmcYCZDby579fjiWXWAKHH/QdrDZ+WSwycjgyWwLNue74wBxCObNhrdHIc4wftwQuv/UedHU08Lvvfwujhi/kAJkAMMJM1/9mpUHK6EgW1g8fx0a0Ki01u7r6ncGvByiSwQ2+07YfACwSIlosbBWtvVwoZR2cv5VVLp2SCILk2xMIi6iykIGiwNYUgik3ukFj0I1JNk+U/rhUAedXBHjTstRbrZWZthTYpOADoAJirHsebRWMADN1zGNfQIBZk5TRhdOW1TFiHggmSgoN13QI7C5vBxClUIksNzyojFnZvkButC9przRNWMWqw8bR1kN+13qA299gPpKFAupBr382G0By3eW57etY4SDgJoK+M1dOc+9G4AQWWpXIjAC5zq+lw3RDlYX3qQZCIB1+P7UqBfClurNiIq6/ieopwWMEdPsQmPk9M/6dCgqudMy39g6tL3UAN+yrYfmUfLcD8C91w7eHZG+9AkUoYP25kr0Vv8lUUUUBpUqjvLuM7SfL098iGfRW5sz9YclblfSdSH8DsXIkVZS0Y3aryqEWaYWSF6wSnVhaiQilRKSQQOin2ud0Y7JERjNgErwsNcGXz8PfFaxTNHIAP+PmZ+lT7J7bvTeFAQ469AgMHDgQ/7ry7xg1cmR0j6P+99f47R9Ow7Tp7wIAxo1bstIe89On8xNtub95fj1DzQpmoeT8NBaD/kVXbjQaHxhwcrnvvvswe/ZsXHPNNbjmmmsq+3/5y1/il7/8Jf70pz9hvfXW+0D32nPPPTFx4sQPzee2r7IA5H4ESt8sUGLaIdlc1vQLMKQ0SMBnuyY3p1uriM3NARSli76cFC38IZx/rgS4yoFXJUGsu2/E4mYEYJE3BLh1LG2WRQCXPoMpqI+a6jXlgeWrAFwRibIUTG7hgP2UyY/gxmsuxlf3OhRf2v0gDF1oYQeCgdIoLzBsss3XsejYZfHqi5Px6gtPYuqLU/DYpDsAAN/f98vQWQObb7E1dtltd6w+YXUCuIpMg777/YPxxptv4cffPwCbb7IxBUcyTQcWBJhyizABRAK6X/3Z73DdXZOw9WfXxF//91CstPTYEARJiX7VOg6mzQC3Jvl8/TpcJup7HXLv1pRK9OAagFsxT+a+hAqKDMkEJYCXF7I0Si5QfQ8kq6IQzM/4isFHOWiGyXSZ2FmlDaTfrLWGHt3GUTWtZiDmlCpZLsZj5s0SQ7swU2BgEcyo5bNTPW3UDqwMaFVSxoeLF0gUnC9k+O3PFcd7TwUVBKk6QZMZXWmiCncO7Qv3kEA4Fs5c2iBYD3gNMyPQvq4MaP21kk/5zLVANgG14RlicBtdMzVP5rFn0+tFzVIbUTkFsnVmy950HI4dawF4fduK0s4Hla/Jx1kOlOTNfkP+XRHSKAJy2pTITDOAXzcHdBTdQNn0TK5/J3VQWJWahKo00Fyd4JyC2jSATislir+mU+yS0iQIzNbG7xbPKwplC2VPFYDPT5GmrpVAeklwKTl+JcAtU9Ak3GhSc2UJcDmCuvS7ZWcjLu1SWvG2VpGU09+kHGk95tq2E4PLmvml9vgaoOrBrZw3E0sJP48ln7QvAF13gbb1pc9qfA9pXi5Ny2XdZLuwNUyBjJhc8Y76YGZtQC4/BweOsw7OSrDrU9ohgN0XX3kJj01+AtZaHHDw4fj98cdi9MIL0zWtwaHfPwA33Xo7Tj/7PCyx+GIYWWOGWvc8deXDSCcEBGDb6jdv+9SW/jC586GY6E/ZaKONcN5551W233nnnTjnnHOw1157YaONNvpQ/GQPO+ywD3yN+SkLQO5HoLCvZv1OweA5kKgAeDa3dEGmrHbRjQnIMhOlhH27KkvYogTgAKunMEz1niI1kGrk5IPLIFdnBGLZTFmaJgsTZevMPVMml/0cPeiFQpl3wnh/RzJvLXyESjJZLm2Opm1UclyWJiMTLwduOV+ghcLw0UsBAFZac3MMGDIG3c1YeOCS6Qwrrr4hVltzA+TaINcWnTm1y2nnX4mbb7gK/7zmH7j873/BSiuviq222Q4rrLA87rztFvz7pptxxmmnYpvNNgRMEYQoB4iUVlC2RJRL1S1Wb703E7ts+Tmcc/TBAICnXn4Vt93/CPI8wzd32BIyAIPS1ZRR7VIH+fOsgW3ULBpZsnAlTHFlodGuTzn4UnLfqlCsPRPEJrqpUGOVRqnymHV27VN5VoTFnevtoysrMs8nc3wdsVFR5EqrPNjlCMxxY9HYYwVMqTu8qXXqSwvEAnw71joFBD5YDUKeZ38ss4+2/l7+uyMBq4xWjfktWPBSFcDLxTiG2N/SBhNmKwQ1Ah0xW+HbIfIHzrzHc4kGTCLA8rNG7ZMAVV+3FiA3Pa5OOZCyZbytcq4AEpX6sS6hpotToKthXR5cG9hUERSK68HtZpJ284IxxPhCCMjE20pkpFJwfnpaGVBc5tL3j7al/2OAq20JbYpgBunq3TV3GlSzG8qU5LcuAq7JuToNLlc37tMAOa0EZHktz9AK6x1mdkqdxxY/Unlm43erUqf+mlemIEvF6gar8ojFZga7ZNNWMb4icCuUr3Wmyd7PFmHdSktqTRCUL6J+6Txg43GcAk82UwYQmSlzScFuO39ctgZJmVepVGNbGgla64Beq0LuGeLaqh7oSkqgjsnl8+WcE/ygSTVUSqWFjSPby8LPmrlm6ikaMDbOGSyDqbXy1+frGKsD1PaWGDqyNFCg+BvKWoxbZnncdOONePChB/Hr3xyPrXbYGSf97nhstOEGgMrQNWgI/nnV5Xj77XcwZpExRCSgDZhNFFOpj3OrKM/t+q32NkKupfWFlPqafJJaGZZ9Kgp5ln24ILavMnr0aIwePbqy/Y033gAALLfccthggw3+T+v0YZUFIPcjVipRV1sxu5LNZbZQuaVGG8AqKDi/ThNAl8ozWOMiK2cA+cnFbGCaGsgD3LwRmyEDgbn1LK72aVcILBNzGwUv0sEfl30cTcLiyhyDpc6DmbLVlfQazOBKgMta8SmP3Q8AGDZiMRQm1owbq6AVLezGopJP0liLe56cjfGrrIGVVp2A/b//Y9x9x834x8Xn46w/noI5c2aj0ejAT3/2M2zx+c2hym7qH1B/WEjNq4Vf5nWIpLj0Eoviuamv4+Ib7sAZl1yFSY8/hTzLUJQlZnc38d2vTXSdLiIvConbchunIFGOFwbWSVFWmOqirdIbgZllVlP44EpQINlfJwwywLWp0Oi2GRdIKNwLtYpKXgxlTl5rgZefe8YJUpkTJCgaZchF6xhmS2NOQTC8qWDIfuEOrKcpj6rsLLdjEP49gEm01QDi4DTOOzJlD9gXTwI1bhcpVEh/UH8fWw1YI06OhJtU6QDEjK6FYs1CEDAVH1MVNL1AK4RVY+H81BR4hFVAag2wNcmx/THHjtjblLkV5qDyePqUz59es3Lb2pJGoU0BrpzVIwWDUCi0Ys8YwDobFrDbQ/TOu1bMVEHg1pR+DGa2CODWEoDVhraxD+6sB29ENm8mUDShyqZ7phAvoS4Xd2TdkTRan+437jx/PQa5SsPYhlvjSg+sAU4Txu+gJRAs5gL+bqH6VDrF1XXvBgMieT3xnBG4FUwfv7f+GA+MVFBYod40WQJcP/ZtAJRaAVZRtNV/PlzAGE7epvo9NvsqdVGT+1PS+SNye0jNlMEWHzIKefUYX4cEPNX9tnKealPHum2RMkyA25BaMIuALfdfzcWgYFEY4K4pc2AtrUGGLSdUSMVGQN/Wv+fu2plkctnyImJ3yVpG29LPv0suvTTGLbUUNt74c/jRj36Eb+y5F4755dH46q67wKoMXQMHYey4Qa6+sZuPbFsgANlI4SOAbn/ad35L1KdKRds+jcXYamC5BeX9lwUg9yNQTNZRZa6sJYYXCWjh46SNm+EASIryoRqny8xA5slwYFZrArjW+vQyfiqRKWuyDCrLQ7RkBrfM1AJtga1lJizLYJnxk8DWRaP0QaagUGYdURoGoxyTazPnX0siXsHfRXCppslQGO3BrTEKM2fNxG3XX4xLzzsOa3x2K4xeclX0NBnchuaixYeCTFmlnLkfLTYKFh0NjaLpmBfdwEabfgGbbPp5aNuLd956HcMGD8CwIQMAWwYBSCkALldxlgPW0uLngj9pXfplZfyyS+PSf92GfX5+PDZdby386fijsOn6a+F/Dj4Kdzw0Gft982vhPOuCJ7EA59oyjJkqa0ILVVbPZrjr8ncyt3UgWgqyadCllgGYYoal1HkIyhIBwyAscq5jFjcq490/hwi4oXRkFtzIO1AUvUEo4MA5zE64RVur0pt/SQlRBsLwfuDuGYySPsZVkCvP92CYBRZUmXcOTGM9ZIl996T5PeCdESKf2QAEYxDIgnNpdCQ0k6Dl0KqCM6dT3LBiPHAdSejSfH0bWAn+zqysSj7rmIquDo3ennj8tWJmU/a6jqWuK5K1TdtJbvP3qBEiWpl9coms/cVzBjYszvkqryXbVNbFB5YSCgjpv8fXylFAqxLahlzMmYhYzmM/K5viHaDPrOwV4LaEMgV02esZW2VK6EYXMOs9oGyGnNpAEnFfBTeUD1KE9Q+tDyoC0spZ/8h5htqCwD2DXdKN0YzC4DQoFOuVI638dr3eMJln+Bp8XmrGCiDKf8tjiNcsMj8WQCpRQLFpcqhfXN+Q2xYY1GkxS2QCUfW6y5ZFgkrJ4tJzV1netBD4rirGWgFarzxIAKqcCVJTfXqu9sA1vTfX38/LLUB66CPpoy9Y9kSmkMG/qK/q68QKiUGdCnN7rVOck9JL65C/OlV4Vaw1lCUm17se2MhKRM4rPkigDecPGjIc55x3Ab73vf1x3gV/wq67fTW0qZ9P6hQJ7rfM2NEC6LZyJ6q0dSLP1iucUpk3ROdv0dSfjtLPwFMLSv/KApD7EShWazCbGgT8mkmkP8KF0lKdSpe1xNzaDN4EmRneSIgR7KySoNYzuA7Y8jkCzEKRwOKFF2bEsuCTS+xY7gP5eNCgMpS6Qb5NksG1uWBvs1r/WwoepVEajWZhMeWRu/HPK87FnTf+Hc3ebqyxwbb4nwN/C2NQySsIzWZFsbDAE3umgTWXHYhJT88IDJVbuLXWWGTRRZGhhFUuejIoei4MoEFm4cZFSozMZEXXfmXbLdHdW2Litl/Aissu5ft4kw3Xw//+4Uw8M/UNLLfk4lTBkhYpq9wioshnlPvas5JW9DHcgpREmSShkOrlfVItB8YKY02mzmEzXlJGBEWFvGZd1FEjFzyn1Y4CtNQINFUNfvp+cF9pLLnkEnj2+Vdg2GNNUTuR4OO+a0txqRS1E8NKADAqKAo4krcEtPKTQSoghCkhDLPFAd07REynZ9B+nNSxCVYKw5UWkUKaZCEDgGMBWgJcai4Fo+CBbmTmlzDF3EfULqGtORcq+5fxdymAASCzZn85C60VVlhyFB597h0YEwuvqZlxur0d2JXFiGMk+JBtEl23DXPbqvDUK9OqxKad9YK/bGcO8sWFlQhSwSO9A/m6PFbZMsEfa8tI2PHgFjZibjPTDGDWllBlE7ogkIuSju/a8Ivo/ufZQFGQ4ss4BZiJFUJeqfl+cslI1xa3JqiGy/Ht1gSlSmf2akixl1EVVGYpGrozVDIu5zJULO+1C3YTKeQSJYucZ6i/UDnWz1fSYgAhRRUg3lEGTGJM+t+CufVW3S3ALV8v18DGKzVw4yNNNKu6s34VCXDlNu3Hdv+v1Wp8+/1Rm4ZOSqMl16Xdku96GnSKz2sLgm36M+5rZm35O5uNS9miWWYe2Mo+a1VyDWy4Yo4bHm6iaRQybdneAlZZ5Br+vebYBHw1LdpD/lnvhxue2ZstK6FMgMLjjz6Mr+y0PQBg0KBBGD9+RVqHlB9grvECSK20qQC3dUA3atMa02W5L/7dQjGZWJ/J+89PBOhPWrGwsPOjvfovlp122gk77bTT/+9qfKCyAOR+FAqbG8soc4BDX06L5vLlRqUu1KJWFE2Z5xkXxIj8L5VndyW7p7yQ7qLO5nmIlixTAPGnq5sHt8zg5pRqyAcgiqLShoA7qe+thYpYPw7kUSIwuK0ArrEaRalw/qlH4car/oRpb72K0YsthZ32OBybbPtNDB+1OIxVKMoAcL123LpYsI7k4ib3zesFmSBAs29RBag4gK5t6UxwCeha7cxiPUBQYTJXGkuMXQKHH7gvgXqxOHzra7vgnL9ehl+ceDou+P2x4AjBFsFkMGIVVWBirTfT5Yhj2gNeOeZ8Sh039uBMfGVEZwtF/rdJzlv2kYuGY2LSy33JTAhH3q2LYJku2inI9dVGIvRYesbSMcIMD7WSgoNbqDUzXuxT6vpXmCPyc0n2OfXD46jaKcDgZ/IBSpQCc3dSKPbtJRhcoJrfmfu1VUkjBAeGSFWmhaifoIBEUJSCamjbcE7JdbEqEsrks6e+qcQ0BKHftPKPqwG7clsrzqDuPM+AC/Awv+C26nfHn1X2NvKlTS7Zrj0Z8EpHEcnU8DF+lpGBo2xYB9I+jACu87vVRWBywext04FcUwTlWG8T6O0BW3jYkkCwlesOr0X9BLpRKhCZWk6uJVlGkf8zA+icwKy/gAt+aEpid1noF/Obd0lg94uakgLcFPjI+aaV0s2DInF8ag7P21KAG97N2DSZr82FFbF+n40/W5V2SqC60heG4OBpKZjtq9QFsGsVXVleM30fpUlzqHMV8ALVPqsAbLHd2thPmpQUZJ4cK85jtycj+qEu/AXrlXtL7UAKoJRrQ54j2E9ehXeV24xHj0ZQelWUX9I1RMZDUBYrrLQqVl1tdTz+2KOYM2cODj7scBrzwjyZFZR0YngfJJitTfHj97l3RPjo9lX67TLgj+M17dNbjLEwfTC5n+b2md+yAOR+BApNbyHQk/dcURZQDrAw/ec03JWiaIoE4CQnB2KzLDbwj0xZESY7BricEijj4FIhiJT3/wVgs7zip+XBrvDdNHlHSLniJrLCBfORpqzsd+s1rVajsHklPVCTg0y5NAuFUbjm7+fi4rOPxdY7fwcbbPEVjJ+wMQDtwa2xQFGqSGAI7K2KtGY2YsNoGwvoEIAlc2mAmKWkwDLOR1VpZ1qs4YMg+UUpZvbSKLxcOgZ14PAfHoDvHvIT/OfRJ7HeGqtD6Y7gs+LO8cFjIvNb3pYEX6qLnmPFft6UgGhOoyN9U2UanfA8cd0KNCLhD+x/auNl3J1cW1LBKgWJbFXQYzsAQ6x5rrSILGuhdQmYsNDLduFr1gWEqgjGNawr75MCiRSI5blAvTDHNS1NFpnM9UeoLGsF6EQQdAyuZHPLStu6gFRthGUeY8zwRmNOCFByVPD3wmSRBQOXdox1HdhIj5HH1bG29J3v1V/WVgro8TbpdwuENpR4LxKyWygrpLDPQaloxJmKubKGgXbuCt6vNvV7dSUzBZRjb3VZQJsmtAsmBTcPqWYvVM9cUpoWTXAvmVnvwc6dQ6DWWNhmE6ZJzK4p3JyiXTo5Hd49GY3ft6GnB7UPYqgatGaoTETqL0tSqjoXGWiX2ijLvXSiAViTwyhSV7kD3PPr/gvS4n1NgWp/z2MW0F9HgCW+VurLGRRQMcBN31MJpIA4uBQPH84MENWvj/qHcYbks6q0ia9bVfoaa70CMQAmRL/rAth5JYIKfvt8zageLUAvUG/azNdoVdK+4j6UmRjYGswY5eN6NAsGuJSFgdujro0AysgIAPOaZJ+RaSDXFoUhc2WTueBwOrYESZVk9EnrmLasvCb1MGxyvAO4sIDOM1x82T/xyEP34+u77oibb7oZa6y1HljJqvh8dzXuC9onFMJOUeQVaSqATl4328b/qBlIrfqnzvSZg+iZFlkfPhXF4iPD5P43y8yZM3HdddfhiSeewIwZM3DSSSfhgQcegFIKa6655od2nwUg9yNUvHCkWPQVJWVypcTI2vGKFClAr59IhKY7AilCy84gl4NG6VyAXDfh5404EEkCbpnFLbMOD+YAVHw1fQAey8CCBYkQYCpibQXAbZbAqy8/h/NO+jE2324P7HXIKZ7c5vRA7TTjdcGmAOd75MyLi9K6xRFuoSEAxb63kUbfBUSBNcTqogTluBMCrTuO+7sutQ4dZ7HDF7fFH846DyeffT7W+uMp4RkioOdAtDQt5a5WAcDLOkjWImBMkRbH1QuKllI24ZVKiTqAK/NXep9TWwXwEijW+Wam4I6FgrpgRMoqlKV1vm3Op9qNIw8WLPk5EstQohI1VYBcb27txmBat5TN4WdggUOyCrxPgtz0GVnLn/qE1ZXULBfytxCg2wl9dDzVgA/zgmWf62oMhGU/SVDGsxS1B+gdQgxoWwnmFSVGq2cQwFb+/iDgNi0pMy23A9VxOr+FLBhiRkZeN0Cx4GvPCjP2O0+FTG0oBRADXFW6PxeHQZUFBZYqmmSaXDTpTr09MN09sHPnwZYlrLEwPb1kPVKU3keMwa2SedKByO1Fuaj7/lilKF2dNQRsjVPaGgulsyojbI1jnJ1VkIgbQEL/fLZzDYsbzdvidyulmnzXI4VXwuD6YGcC4NbWqeX2WBlmbXi/m6Wl6Mvz0QCkQAm/U19bbvrIeKwN+wqEwFgVBaWSIDUOYJcqfeSxUhEk3/+0L97Pe5zOvRygMgK7RqE0GqUhBrc0Cs1SwVgVuTnVXt/LGEBvAZQlz6ukTOS4HwClrLPG2TMxoPXtLlcO52+rDOVD55gVUkGggBJk9afFOv7KK1NhrcWW22zvx3V1ngrEhmvoKOhaZPKfRltO+qelKXIfwLbVtmBG/f7m7E9CsfaT75N744034vDDD8ecOXNgrfWK0ttuuw1nnXUW9txzTxx66KEfyr0WgNyPWKmdlJQGhIlaHIjKgU+YSJNOjkxiokjNuGQAKXkfrYEsj02RZQogd5zh4CD+/qgNTFTqRhACHIAofWqgAG59GgYEbXnKbJVG4cnHH8IVfzsbD9x9E9595w0URRMLjRiDbxz42wjclkYI/5aFhViQVzYWNowDChpkbtRbatzxRDcyrZApCvYARSa+dJwSYJcUEwRuEQFdjvQr+0Ga9tYWBZS2RKPRgZmz5qKpOyvjwuehTKIfWs0mTWIsqepSVzdPpuyyVEow08lmu5XgOjZEW7agNAzsw+bbuAaohnvXC5om2S/PM4XGA8/MBJB5IUmDtOHWhryDRmkXlTS+vuwDBup1TLMUlOi5wlilOoYzomsnTA8XD2q80kVFIFCCnqgNEmHLgz0hzPlz3OmsyLHWsblCuOwzOmnCRDKLpJwQB8ADXymmsUBmSuC+p2ejEmSkxX3S52pVWoHbFAC0EoxTYV9Gfe3PObKf3497qrwORU6Ox080ApWFMkHYZLBLPrmiTtb4qMla+OGqko6j7w7gNnuBJgFdWzQx78JjYGbMhGkWsEUJU5YwvU1SkhkTCV0SvNJvHZhbANAa2gUtlMyv0qHVlDuOJuvSrXHW+QAbKJv0UE0WgLpSZxVTOSYBuHJb3bESeKbWGQH8IromA9z0/FZmyrLUjb/eErj2wXrD/Xbjr3WwtHopOWVvw/Z6oAsEmYXdTmDD9SWojS8Yb+Pz66It1ymTKsrCmjZLFRByPo5cnoxCUXJsD2LLi5L6z5jYVLmuvchSDLjodmq7Ru5qZikmAeXJVmRNpByXACd/CLcaWIVMkTpQ+3FJ6mcpF8q5gcHunTffgL9eeBbuu/sObLbFVlhxlQkwNiiyI0UD95fzP4cL0hj6hRRLBGJjP10gyB19vWdRO7Ww+qoUvke/r/zJK7ZfeXI/vuXRRx/FD37wAwwbNgz77LMPnn76aVx33XUAgPXWWw/XXnstzjvvPEyYMAFbbbXVB77fApD7ESu17IAzV67k02UTZRdUJ+JK8gYqJQW2IhCINEdOTZE5WjKfY5WCyTqjfKIAYBgMKR1ALDO7CMCpiQ5i+UyILlvY4AM59ZWX8ehD9+HVV1/DG69PxRuvvYI3X5+KN197GfPmzsaoMUtg4y13wahFlsJCIxbBsqt8Fl2DRqBZxCAXEGyOALTGBPmK9xkbwG1htAsWYTFscIaZcwCrLTLfNwaZ1cTsukU9LFbOr9ozt2mkY1evBOAGRUBYlP900YWY/MQU/OWSK9CtBgoT3JAcngPNyHuF/Je8vfWEKUP210URlkGiJHtJi6N4Fhv72JbQKEzuBUAGmBpVAah9nEZR14QNZcFl+CCNGXMpdUqmKMiUgkYG4/10FTh9g4nubwW8cBf34LUuf236XFX/Tbo2P6+spz/GARffqh6ck6lf7RyAViaQMbNTa72gaAe/wgbKmS1TbeI2DsfINk+fj57RAV+I6UEEOuHnGD4ow4y5pXuG2keL69APEacO1L5fxhaIAYAEu9X0KuG5JLho1Wd0jo0+w32ATDtv8ij6anjPNQJzS362pfhOpr3siqCsQcZRk0sHcosmFAeZKgLAtXPnwDabsL29sIWBGr0kmq++gbKnF6a3gDUGZW/hWV0APhUdg1ol1hMlGF2lFXSeQeUZdOY+2VRZDgCtCYDTieFaJcU1QFlCcUwDB+zZ4iRYBslx3lqRUqe0qgO4MStbPV7mSjVie7v3kselMfH92qWzCp8OZFlg4WHA2zOqyskomJkck7WBploDXN4vS8rwylfMiJdPmjB7BZe4j1RPcFtpiLlYzL9xfVpHyo7OQ3XeYECb9lOT/W+FeXJvQQC3KBVKAzJXNkLvYsPcGt+D321g7CiF198FAHKTyjTNH5mmuTtzrLp2fcC/Zcm1gdYKuabVksBovI5LU2ZY4LWpL+KQA/fC8iuugkN++r/Yadf/cRG/rZcTqFZhvYl+gwNaOf9b5bZ5UB2AuE87yP3TZt5r2S9t31N/4U9tsbDRu9XqqI9rOe200zBw4ED84x//wCKLLIJTTglWihtuuCH+9re/Yfvtt8dFF120AOR+UgpNFHLFq5qhVdSIdebJcvJIUz/w/ki1m4BbBq15oxI8is+3ULA6R+l8bb35sjNr5Qi00hw5sGOcBigHB5PygMIJD1OeeAT7/892mDtnFoYMHY4xi43F6EXGYsLam2DhRZfE2KVXwerrfgHQDQKzrHU1Acj6xSkRGGRzGUPRk9MmLl1kRJ7e11ymgVsnd/v4XTIsRAkdNNJu0fFsYeLvUldS815LKldYKLzx5ls48YTf4su7fh2rfWYdYtAUKosSb+N7EZhzmnEAnMM1vq/wIUtMp2WgqAi8JmZ9HOBJCo9pf/aWYXphOwTjFuYU8Mf90KbNhCAJkHC1yrgBuPvJOS5Yg4F2JuWl0sisofHowC4F52IQkwBc3xdBoE3Nqa0NeZllXT2zkPit1h7j3gRLP6JXP13+I6BcI0j79Dg2eQYhnKZtGzPw6f3i61WnIQkq3POwXxhEtGVFz5ZpYLWlunDnlLle8dSutOv7+Li4vh+ktPJHlE4jqS9uO4BbByI8MHb7PUMrhM74+KDIYtZWO3aFg0gpacZrjWBuA4sLB3ThQW4BNJsB4Pb2wqgMQ3f+NuZO/jbK7l6YooQtDYruXjJbLkoY4QiqM+VBrge00mxZKVhjoY0FOpxPrVZu0nUxIjIQQ2wpxJFnaisDLh40PlK8tZEgXBWkw7pUB3BbnmeDC4UErylrK0GyTA3E12D3gb7uJ48Hgk+9r4tb03INbDg+w9WTShT9eI9qx1Ry674sEOKctjVziQBCktmVz9WqLq2KnCPlNdodW3dP3s995XOQO5lBAtyiJFBaOkaXwG5kVU/P6L6Y8Nr50tkAdlgHOPNGkj/IuoWALmCRGQDapWVj80xdxXKZWxBonNGiz8GoZNvwLw3gLxf8ER2dnTj13MsxaPAgkgEsQObO8MBVtpFkeEMsf2GiLNclabqcAtQ+Ugn5w/rL5PZz/ye5UNidjy+I7as89NBD2GqrrbDIIovU7h81ahS23HJL3HDDDR/K/RaA3I9CSYJJcV5U6YMV/Cc0/DzutN5QqhL5mEGuNCf2YNVdB4APKmVdxGMPbH2wKB0xtgRyM29ybJWKTFn9Nmeqyowtg4Y6JozNht57bzoO/s5XMXap5fG/p1+FIUNH+eiGYWFSKCxg3aJkTOp/G4BuuhilVt4AnUNpfWhB4YBUpWBjS6PBZnuF1sigUBrrzHopgm6GEIVQRkJNizQZSn2F+Puk++/F4Qd/D51dXfjuj36OXttw4DWwkmSGm8XsrtbOR0cwuU7rGhjaoHCIBD++iqn6m6ZCHqWdcCBXmvGKCJWF1WiWVfPCuhQsEbPqhENjVAwqHODgY7jerKjoKTMo5wGdWesXb/7ULvqyrIdna1MzX0ihKFmcbQDxdWCzLqhIdQzQkYCL0yzaITbtDvckJQIzSYjaIqofYgFbWwvOb8lsLpsty/rWpTSppNzybRfqy0+kFSDjd/Pz8xY2BXw/pZUZcV+AuK7907HHx1UZa/rMomey7t1zv5N96bZ0nwS4HFwmV6WHYMzmumgEEYObcaRk96lMCV02wz2sgbIlVNFL24vA5KLZKwBuDwHbOXNhenthegjkAkAxtxdlTxNFdy/K3gLNeU2YokTZNM6ELmZyGew2BnYia2jB8CrANvzx6ABUQcBXGYcAPNB1a5tRqDVJrmF9mE2K/ejbK6zknCbnPP5sNdfJeVoGlOLzyAoofifp3nGd+di01DG+stB71b60UmgRjqqfa/tbpJInBbqtWLwKQLFocWTr0g7ktHNtSFl2GUGZ8942yxBkinxwgZ6mdkDXxWMr4aLcwssWrOiRVmHyGQGFsrAolaLQJs5aTBlWyLqQJwpezgAQsbsB3FMOZQB+rg7WYS5IlbUwymLFVdbCJReegWeeeRqrTVjbH8vcLNXMzTFCqcYySmBvq8xudN9EASG3ySJlnKiJ5gfofnox7ie+zJs3D4MHD257TGdnJ+bOnfuh3G8ByP0IFGWTWZMj4abg1ulWoyJDDqbAVgY1EqbJ8hgfPMr513JOVO+XKXKGggFtTfAoYjZzITCQMMD5bSXD1zRZhZVqlgq/Peog9PR048gTLsXAIQtT8AcHeNikmKIlKwFkVWSazAtQO4DLhQBuOA8GsJp8XDJYH1XRGMHDGAOlrQM1InKhCguJBLitfZ8ScGk1epoFzjz1tzj3j7/Hamusi6N/cwYGDRkZm664+0htbGVh4mP4XmDDxwy9vQXuvOsOvDt9OlZdbQ0svezyUCosb4UNfcP1lAwGDzmTLliWcg0WRkasrAofBJAF+yzAIAt8rNigY5mdlmBaMJXi+taSdpxFZb5GyuQATkDwY7QeyLJwlD6DBLgsOHlTRFaO2DYehCoIfa08DSs+fv4zBqSSTWklSMfPFguqEVNtwzX4WQNT7KruNPwpa+tZByXuY2VgmypY7qvwuJhfcCvP5ZL64KbHtQoyFR3T5hrpvjrT5NpzBbj1f2ztkERU9pGVTen9bv11rAUY+JZlALjM4LpP61ICWcfmmmbTBz+zhqIoW2NRNkuUvQXKpvFMrjXWgVvXL47N1XkBIEfWCE9qjYGqmMokcK3dgEitjuRpfQjLUpHXqqTnSB/7aG5OmNuYwUXtO9myXjXjq+oeEPbJMdmiKcSx8Xl9lToWt909QqyKqgl/K0bYP6+bH9p55ffXgsMfXwNsqZ5hG79RPg0Qz9dG+N8KE2UGuMYARWFjxbmxXs4wJuRR5vnU5m6+NIDMSagUxUQwRjlygpTjmZMhiOh16cQUrymIIxiz9MH3gnJPSizv5tvuigvPPhF//P2v8Idzr3TmzHHAKvBYZTcnAW41DBCqjKAgFj67CPvlVGdVVp0XRQqitv3WZsCZvgb8J7hY23ee3PlVGn2UypJLLokHHnig5X5rLe6//36MHTv2Q7nfApD7USqp+VmN/60Vel0FTfnZBFtLO6QZsorMkmUqH8v+t8IMmfxtG7XAlrcZpX1AKaMyD27JDyT4ZpbWBZQSbK0F+cQwKGDh4OpLz8Yd/74cR/zmrxg2aiwxtqUEPbSgcEAIa4PPjPSdcc0XN2ubGSEAXAVoArbaSeeZtZg5zzphhuZ4oxSUTylkHEdINyiAWm1p7X0FiDSgYEbHHHUwrvr7RdjngCPw9X0ORp5pNI3Bqy+9gOEjRmD4QkMAwF+fwW5ggMimOtX8G2S+b35yxCG46vJL/L6tt9sJvzjuZOSNDgAI/YUEiEtBQvj5yOfhfvVmYIZNeuWRdB32R2IgCyAE+vCrLUctjoGYNOlTFpg1zzrFBwXJMM5cWUb2TBlZapcg2EbbOWWV+x49p62yN5xPkfqG6qQUmWin4Equ3Vy3OsGR75UK1n67FWNIAN33WyKlk2DUrQC8dBz1WYmQXkdbfgYKTBVMeul6s7uNf3/7U7x733wKvq1Kqz6Q4JUFPnnPtr6LNUqs2F+55py25skB5Ea/RTRlbQrP4GpbUqTkZM1A6cyViyZQFvRnSgoyFYHbAqaX/mwGFG9O9etPALrGM7mm6axDMgVTwPvjZg0yZ2ZzZZ1Z6LyFeicVepnCSguvV1q3998T8SBaHpO+N4myS75D0uedj2/ld5teWz5SK4UqXbNmXw3ADdezDqoAM+c5FxQ5hwilVSuw+WHhBTIsn795xrJGTwEck6Gyb36uxd8r1jfxdu6v1BKs5O9OriidktwIgFs6EFs6s9GgOLd+HjPWSv4BRQm8M8OiLFiz55R+OsQHoX7guZ6OscqZNLs5tHQWTLKdwnqivHxhoGketoDSGfbY/wgc+cNvYMrkR7HiKhOQBqwKanoTwC7It5eDYLJyXinrATK1ZQx2uR+kP3UU+LJFrmra11+F5acb5PaVJ/fjjHK33XZbnHzyyfjDH/6AAw44INpXFAV+97vf4cknn8R3v/vdD+V+C0DuR6EYQ4KIKMSuAnABBJDBBRhxfhE2GAfWAana/LURK+ui6IpIyBxZt9SNKPpvGoyI0vuQX600+SxEnltvtiqYPQIIzu/F/waenfIgTjvuB9hq5+/gMxvvgtk9xNayP4yMcCh9b40AuQD61H5JsKRB1nvsIqYVpTwALDIdfKH+/ZhFrjW0tl4LahQtdlpTMInSsTEE3OaTxXWC1PVX/QNXXnohvvqtH+ErexyG++6+A3fdeg3+c+u1ePO1lwEA235pNxz8k2MwbNgwP8mxaXSmjDdd9tdGEM6aNscN11+Fqy6/BIceeSK+sN1XcNuNV+LYnx2I5VZaE7vtcZAX4BjAAa19HiVwYEVFb8H9Da+coOet6wt4RpcCcyACbtGxsJHwKJmUorS46XGDTGvkmsBurg1KWCBaqKvX9amAkoXWmwULgdb3HUJORQkKpbmyUoGF9uZiDOidyTBFvqR3CcoAqdBWYxbJCpH0eSQw0ooYA93iXagDkNzu3uyfGY+aPlFOeJOCtQ/Q5MdkaIuiBO6YQnCf9rV/R7Xo5/kF7il4rTNNlvupvXwrUJ9I37Ua5UFshSAAqQpMVR2zW3d8VmOIqhBy4mamCW0NfZqCwG1J32FKZM1uksw5yrq1UM2e2P+2aAK9vbCFA7e9vbA9vSi7uwnklgSAp//+CNjeHm9izL64RU+BspfMlU1poX3OtRJZg564bBool7dMZzmxvY0cOs+gcxeFWYeUQpw7lyI0kxWRz8nOMSA4cn9S4nQjtBq1E6q5H+vef95WipgQKXvrz28hjEulHCtJ6oCuViEyOVAPbKsm8/E4u3Wy8dcKB8XHhnPTT6GASd8HN7+m960rVN+glJPvQ13x8y9bwShbBbp9lDqmNt0uFRN+vvQKSA3DgNZyJGXlfHBJcd7bpLWkdCbLnsn1gJfGP8kc1q8LHDl5ngHOuN5AKUr7nOcKjTzMldaFL6Ggl46tzVgpYp01FQAHXgG3RgolL68pJUCKeN4Giw02/RJGjVkMl118Dg79xSnOI0BYhfAcZbWXGQjMkhJFiznNg125DRZAzNrKgFahv1sb11uOYRJtayVffIpB7ic8uvJee+2Fm2++GaeffjouvfRSNBoUJHe//fbDlClT8NZbb2H8+PHYa6+9PpT7LQC5H4VCEnBlc7R4WxfyvSbfrY/wx/nNJLBlBhfE0NJ1A+A1DtB6tlapyATZKk0sYBLAo7C5D8zjTTtN5tkvBrbNMvMLDAOfopQAAbj5mgsxdMQYfO27J6KnGRYrZmhbmSF7X5kkIERaOAaXtWExZ8PvsnRAF3Cmy+Rvm7mgEEuOBF59l4QZuEDW0ICyLvCXDx6hEUQXZ1TugWK1pOzALTdeBQAYMHgYvveNzfHU5ElYeMzi2GCz7bD+xlvizVefx9kn/xL3330bDjr0aCw3fmUsseTS6OzsglIW87q78dRjD2GlVVbFgIGDI/8yYzXeePMd/O/Pf4DNttoJ2355byilsNWXvoknHnsE5572a6y14TYYMHAIdN7A8JGLVsBNFBRVhUBSvM8YhZ5CR6y7SYS22BSPFmqlFEorAKwUBK3yx6TsBX+qTGHpUcCr0x2LaMkMTAmf19JmtcAjFWh9VFBhdSDNrLnfmBFIGU+AmH4CmARwQ9RR2gZVZW7r7iEF7Lrn/rBKLGSHZ0kVFVz4eawTnIi5TYUS9z66flt8hMLU6SQ8tTO/JD9pYeLcRtB5v8x1CnDldXRSqTh6bPU6UgiUUcPTe8n6pqbPFfZWWSjjYjHARibKFGyKQC0FlTLhO8duSAFuWXqAa5sFbLOgNEGG66OAjg50fmYDFHfdDNXTRF0xpYUtXbRyDjzlPvk3gdrMBaLSxOjq4KsbgK7yAaooH7umT/5rkUuzFWtLTHzrkoJUZu6BdkxSOLc/15TXqlPW1fvjVs9Nr6dUWLOWHAm8PA3emqKuyCFcZ6JfB3Dj8z+8yaXVtZjRnR9LjZSpBdK5MSgy4lgJOprPrN/nFOY+rkdQmPNxZckmywRwy9KxuiYA4CxTUJoD7AGPvcTzN3xdWM5QCs4PHS6VkDNbNvxJsoRXEip3HIJ7iFXcrsEKyCoFlTew/Zf3wl/P/R2+/aNjMGToQu68ELRKwYJz74L0+eE9kMwuYh9ddo1iyygA0TXjbTXmy6h/j9rN7/1RfnxSi0WQ6T+JpbOzExdeeCFOPPFEXHbZZXj77bcBUI7crq4u7LLLLjj00EMxYMCAD+V+C0DuR6BYrQER9RVArRZbWTZCSS/AZiQIDK0IHFXnX2tdgKhSglwE5pZz2DJz61kvcGChLGLCUnDLGtReB3xSkPvM5Ptwxz//hMkP3ILXXpqCzXb4NozqRFm4R7IheFRq6kgLlg3HlfG+SvO4bZ590u58F+1QphRiTbW1NHmvvazCa5MMCbzsV+PipACaFjpl/fQeNKR87/pFOU018b0jTkZH5yBccNrRGDR4GH591g34zNobk9ynLHJtsNkXtsWxPzsQPz14H/ccGkssuQzGLLI4Hn90EubNnYNBg4dg16/vg733PxRZowsGFJjr2CO/jzxr4Hs/+QMKmwOWFs49Dzga9/7nZuy541qujRT2/sFvsOPuB1E9W2pag58s+0U3S8EG9mOOZlAhcWB6nlbKKylYey3Bc0NZrLm0xqvTSmL/uU0VK2PYXIv6leoeSmqOyP0k+wZggbM1KAz9bCOgy+a7HPiJ91nFnGgV7PrfidDGhfxig5ARTRXuvq3MJmu3QZhg2iCksTAoC4NaIAa8UoHkczxaoJFZTBiX4bXpBfVFaKZICKf6uuftA8BqhSC0yTZBaxY3BZwMcNPtsg9S0JsyG3UBpUJ9bO05cd1sdJxKgk1p53sLa33qIGVtiKxsrQhS6CbC5M9KP9wi+OFCBJHSXV0YOvFbmHPvnVB6XpzztlUfZM4f10daVvF3F3GZUwipLCPhXTn2Vjmgm4JbEUeCn612zetnSYVlKZS3OmZ+inJgoV1J57R2PuapMtE666JcAxOWyvDq9BJFzf3qwG3d2PfH17w7/SnpsRzUri+lkwdEDrjPbwy6VOlXN1fWRbhmmYMZd1aeG8tWS0GecOmkUTpAG4Au/S4K65hdJ3u4h9AWUA1gh/UbmPxSVUnEQBdwhhcOFJMFWjBfZq5DQyoQyW/3pReewI1XnotnJ0/C935yKpZabiUAtM8ag0cm3YaVP7MBuuf9EvfcdgO22G5XQLn52t1b5t71ANgBVway7J/PfrvR/CSYW7+ipi4fNe9Xyz5dAHJrizUmBO1rfdT/SV3+G6W3txcDBgzAEUccgR//+Md44YUXMGPGDAwaNAhLL700Ojo6PtT7LQC5H4Gy2g57YJGRC2GtVVfCOquthI3XWROjRizU1jGfCyfr5u9wgNboHGx+zPt8Oh+IAFIqdz60AcQyS8tmXP4PwYxSMl1B2Fdh8XC+mT1FCMtvjMKcObPx97N+gluuPBkjRo/DSmt+AVvv9nOsst4OmD03AFfA+cgk73KtkJ4cJKMfpv5KSisow78t21tG1yXAS9pVACgMpxZyClDtWDpYaG1ROoFZ62rlpHaf7hgH9uG26xqyGA486k/Y6+CTkecNDBg4AKUlVke7IBUjRy+J4/94OV6b+hLeeet1vPD8U3jx2Sl4beqL+Po+B2PNdT+HO266Bhec/Qfcefst+Omvz8di41bAJeefhP/ceh1+esLlaAwcg7m9QljpHIlj/ngrHp10K7oGDsFjD9yCs044BCU6sM0u36u0PT+HVAowsA3+0kEj3h8BivtG9hvHrPELv0KUFSucSyf3lBQB22QajVK7e+sK2JCRcbUysVCEYK7NTC0XH7zDJv5dJnlANltWClpzJGnlwSHJM/E4qWN1uY7pYq9hnYKFBIpMxYuhUeQ3Z5yyxm+3VdCWlvAOy3HK50vwZ+WjumcIIfFk7khuH/Z9o/PD/TxTFYHevupJx7HlbPpYnO6H9sXgU4LbFOTKW7djmTJhKiivFV0mAbWtGFwfLd1FVNa2RGYLZKZIzJR7ApvL6YGc+4oHuKakSMqlCzLFoLa7mxjcnl4Y548LraFdsBxkBCJDWiANnWtkHbnbbqCzEqZ0oNYB3LwzQ96ZI+9qIO/MkXXkyDoa0I0cWWcD2n3XeQbVaNBflkE1cvqeNxyTmwVWN7J8+ODF90vSr0E5G7//7UoKpLhIhZ9fd9x9rQMirdYxr9gRSiZvbeTeP4vgPlIXoTwol9oofeS72k+Am0Y1l8oZfjYFW51bxLOm5v/8zP2xxEiZWrmtzi86lUWsdTnvbfC/ZasyZnGL0hk9FBx4igAtmyeX4s+UlL9UsmxkbaRQuMnIlE7hrYGyVN7KjA0XAPLBLRWZNbP5MrPzrEzlCMxKAQ/ddQ1+e8SuGDx0BJq9Pbj4nN/g4GMuAABMfX4yTv/1QXh00m2+Tq+/PhXNUsO7yHA/8jqq4N2uSCkf5m45p5VAlJs3VdIBYR7j7/IT4pr9Ye2jvvw0g1zbt0/ux5no3WCDDbDttttixx13xJprrolll132v3q/BSD3I1D2+erOeOixyfjn7Xfj9D//HQCw6vjlcNSPDsAmn10nOraVpswD3Bq/Wi4MbH3KH+Fb64V8aDRNHgHb0rjoyYmJJvslAsJ31rE/pUv309N00QxLi4fvvhZ/Ofl7mPnem9hxr99ik+0PBFTmGbyeXvE8IuBDnalqX6UySbhFSDt7yBCBN8SsNiYAEQP44FgE4sicKNNkzgwEVte6xcimgAeoAFogZv9Sv8eugcPcsWSCR+1OptGFQ3ljllgGY5ZYBiuvsVGlPcav9llstOWX8b+H7YF9vvJZbDXxW7j2kj/iS7v/EGtsuAMK4RjGbN+QEYvis1/4KqwFPrPBdihL4Lzf/wDDRy+FtTba3h8XKQJs2MZ9zxEqWeauA7l1/RfMycM5zK7zgm8dsKu0r0k+3TgurfPHtXHwKjZszBSioFJSgJVsZqi3Eu2gIkGqrrD5OzO3fYF9zecIc2YWBimAEz2DZTAo/LakmXMrAVOWiD2um0uS0yTA5Xef6hzqYG0wKZQm2kGYF8orMS6IXaD2CRFc69soXDaYe8t2ZYGuDuBK5YYU5KRwx9emDfVsk2Rt24HcCguSCIayfhol2BdOMrgpqI0ArhGp5ZzZMsoifKaMLvvuugjJiv1iUeUElFbIGpnzuc2hdAnb0FGE5axB5shZR14FuB3OHzdzpsuOxVWO1Y38ciXNxfe31itQZKDEuqIQ8oFD8TtfHddy3awwufNhNpuek47V1IIijD/lfXJTgFu9dvzbiHeLf2dtqtxurlGovjd9lVaRyYEU6MbbgERpVwN4+yqp8kGC2zSuQKSwEHN5JLfYoJituEOJwFL8WgUz5xqAayy0i+bPIVWMpbWxNAAKG/JHmwBc4dYjVcKbLwNOMcrWSm4uLIsC55zwA6w0YSP8+PjLceMVZ+GCPxyKtTbcBs8/9SCu/uvJGLPYUjjy91dAKYNJd/0LE9b9PLUZWxM5ZSJbEDG7y6bM9G64+cqGvLxAVSkHILC9iM2bg71UfO78Aty635+mwuPtk1qGDh2KSy65BJdeeinGjh2LiRMnYocddsDiiy/+X7nfApD7ESj77rUHCSJK4Y233sbt99yPX590Gn51yllYf5PNas+JtF5R5OMAYFmE80AUIZUPfzY9a8ssDqf4gfdnic19HJtlQj3ioFAMconZmz27F/fe/BfcfPmJeO3FR7HsqpthjyP+hRFjlsXsuVQrGamQX25praE9q1c/8bGrVh1TxZvK0lLABwSgy34yWlvP6FIdiEksSvL1LApaGNjEiIOIaKVQOKG6zsJPMmGpSSh/VhmyYNLJjHGmLAqlkJkgwEs/57Qsvux6+M0Fk3D2CT/Ezdf9FeMnbIyd9znW+TvHggHXk37T9Xbe57d447WXcPKRu2G37/4em263byy4qdCukrUtCga8NjIhl4IfR6yUJc8DgOTr5rkCylijndVZLdrQR3ACRG9JAcGYiU/zt2bKwCoVcv0KwJpaJET+szz2mck1oV8r/W9Zex2bL1trXYRugDMrQ8VCLIMfKZQrUH2r5tzhOz2nBjT5XaXWDKkpb3if4eoWTKPl2HWPE41bpWhe8CysEGAl2DUA3pxhXQTxUOdwLetN8gB4cFP3qnMwrXSffC4G/RLcSlDpnjQKEhcpAwSQbhUhOUQzt+LeRlwiBr4VZkNsz1B4M2TOh5ub3ijQlLIJwOUUQS5dEExJwLYogN7eYKbcG5hbW7joyHkGGOWjI1tjYMsSvc88TkBYKeRdHR6oUnTl0gdD8b68WkHnGnlnjo7BAzy4VQxuOzugGwR6VU7myKqR02eWC0Tkgi7G/iI1DV/tDbJg0tAo3ZoHcF5wUhKF9k5ZIq+oYsGcLTU8IFAwYlvot5r5MwXUiVJWvk/yWMlwBeuG+Nq8z1p6j6zfH/vr1gHRlMXtD8CV8QEYaLU6JtzI1V1Uum4tfj/KhNQEmT7DPB2uLeQcG9YyDoQYLMwQ0gUZpwNi1paZXBPYXGtiVo0UjeF30ST5RRmFp14u0NtrkDeUZ3i5j7IszHE+g4Obczn4JVkvhfzwWincfdM/8Oarz+MHx/wND95zI2bOeBedAwbhhJ99A51dA7Hr3j/FTv/zI3R0dkEpYJ2NtqN6lVRXug4AS7KEskEZKPPvkjKVu7PG8qRGIRgdJxhfeR6XdoqS2n7vI2r6J7l80gNP3XzzzZg0aRKuvPJK3HDDDTjppJNw8sknY5111sHEiROx1VZbfWj+uACg7CdZZfAxKa8/83iIaunY1+2/8jUsvvjiOOUPJ7U9V0Y8libHhgEumxU7UJvmA2yaLPjR+mBRwiTZBnNUGVRIAqwUJPECcu/Nl+CS07+Pme++jhXX3AYbfvEHWGqlzcj0R4Ba+T7Xvdw+PYWqAt0UAMu5US603uxVB3MgnZEJMjOGFAiCj3OAyPnPhIWHvueZEDDE4pBqIOMcvmGRrmMA+FMrizyjz0y7RVKCNoso+FFaeksyx5r60rP40VfH45Djr8dq624dHVPtO1lPoKd7Lv522vdxx3Vn4VuH/Rnrbv410daBhLFOcDAmjk5Zlq6tBArjXINSaNDatTlrvN212XJRAqBac2XRT3lG/TKo0yDXJmI5uZ8UyKycQU4Kbn3/oMYU2e2TPuatQK6CC16WCKKNzPj7a2XoWVUpwJLrF3+/AHRTViMVJNjaQvqfUZvGDKd8FpkCqVlqb9InA7UY8d7HUUUh+iy+fn+ZomA+LN6jOh9C0Ybcr1EaKga1um+Ay+eykqM/ppOhHsy+BrBL9wrfw4wrhOOEF46YW/9H5sp50R1ALufFbXYD1kA5UBtFUi5FLtweMk32waZ6e2F6egnAIsyvfr0pS4qy3Gyi6G5GvmC25Ly5BqYwzldMvE8uenLHkIEEcJm5zTNkXV0EcNlEmYGu87/1THKjkz7zBpkt5w3Yji5ys8kblM4uy1E2BsK4yMtkkZSh1LkPlshK3lLl3i3H2Cysg9EaGCKXz09+XAAVNx2+BlAP4qSyLGYbq2MrNV0O2+W4oU9eC5SqN1PmMZaaKc8Pg5u+h3VzSHqsHPP9cO2ulEgWEO0q2yC1oqkDt9KiTAJcYxWaBUdVdqbKpcW8buvlEvK/JYUiRVQmBpcV8czoGmPR7C29dUPeyNDRyDBgYA6tSb4goFsve3Q0yDKMFbgsi/Dcasomfrr3mhix8OLYfLs9cNLPvwZrLcYuuyp+ccqNGDJsBPI8q8yb6VzJ++RcK4+vs36pKkZsZS6Vwfbq5lku/bEokv0IUFtNWHZk7Xmf9HLkya9h8rPdbY855Wdjscioxv9Rjf57pdls4pZbbsFVV12F22+/3fvrbr311vjSl76E9ddf/wPfYwGT+xEohW7AwnjA+vpbb0NlOZZdfjyeemEqhg4dip6eHsyZMwdz5szFgIEDMWrUKIwcOQpAYGgloPUTvwFeeeVlQGmMWXxZv3jzol5YHeU2lYnSWYD3+WpNYHHZlAcQgEmY/zx633U497ivYcW1tscWuxyNkYuuBGstunuMXzi4pHoWmX9OEWUUWFjB5mnFUQuV94e1ZQC8RrMAGiZPMjFSIsJjMI0FgmbdGAJNE8YBj78S2C5Oah+0sRC+ifGqLgFC+F0VhqSWlPrTmaeCfYEpL6l17GgKstJSOJD7+tQXAACjl1gJjsiJhYUaYYr7UGcDsct3z8D0t1/DTZefhLU3/Zo356Y6h3NoXFg0CxIKmi79QpaF/Hl0bevGTegX6xhO5bcRg82KBmutj0SpkvHGLb7mchzVMtRHKQUFMh3j+jIbT+1mA5uTmiajyrrLvuF6SmayXZEMNZvQWVjnL+8UIzYB5EACiwLbxN+lkMDXyBQpyrQNmnoG9NV6CaGixTOkEbJbPVflOW1QWKy4mMKTr9mKP6FyihIflMs/e/X9SO/F56e/WwHclJGIQGkL9gGI3y/enykfu9xfJ/4zFYYjLcpaKGuQ2ZjJ5QBT2geXMn5CjK5lxWTL330UnTBBt2QFjIW1BrYoYaAwcLMdMeOf/yArYhc0itMIeXBr6bd/Bk0myFlHDt1oeBZX5VkAuA0Cv9CaPjnwFEn6rqMS7ZU1gMrIJFsbmiOsgbIKsGTVUIe2+mPiKPs89X+HiplMntjlPk7NQreqt6ThsRrmffGewTpf9HCsr4Oy/h6ui9x2aqbxiyk88zqnuqqyYynArXvuD1pS65CwPZis8r3eLxnVirmV20yNQkCmc7JunZUKO2ll5pWzFkLhHrPR6XvjMjdGbcHH5Bmw1ToN3PpI6d2ZaEIO85mXeTLlMjkE0/PUVUoDuP5vJ+LVF5/At484F388Zk9MWG9LLLfK+vj7Ob/A4GEjkWWcq52KDyTF8pi3IAKAEBfCM7I8PlXoM81yjuIx5Pa5cUnf3VgVbxw/Y531SitLlnbv6/th/T8pxVgLY9PV/5NZGo0GttxyS2y55ZaYNWsWbrjhBvz5z3/G5ZdfjiuvvBJPPPHEB77HApD7ESjz1GAYHaLc5YM0Xn/jTfzhDyfhD22Y3DGLLo7PrLU+Jqz1Wayx9kZYZrkVo/1TJj+M3x1zGB576F4AwCZb7YwDDv8Dhiw0yoMtny/Oh9InTacRi0CzCWfCE5v2cJEpfDjc/vV/PR7GlNjy62dD5114991uH7jBFNUX2DN5WoWoux7sKA9csyx8Z82o0vXabu0ncTpP7gPgFwgZYbk0wnxSA2suAzz2MgMn+H3aWqRMMV9TltQnt87c1FoF6KA99WANFESIGcVgKhuza+n9fI5T93o//9QjGDBsnFcmtGKRrQ3BvngBX37C1rj6/B9i5qx5aHR0eS2z1qlwAPT0GK8JB+AWe3eMA8K8TynlA6qmfUdmyQpgc3K34Nqs2sZZprDWMgRyGdwWzlecTcIAeEZcOVBtW+TB9fVNFtlKYBlF+ZSBYIlQ1xcseLQqKQscAV02mYQQFFTQoDMrKdkmA0AhQ+l8qwAHchNALE2NWSDntraWc/xWS6sgOsa1txSCraX+XXkJhadet9Hx/KmUewcVjWcFG/ns0oEhCJysB7eXZHfTwFLhmHC8BKcAMxkp89q6z+T1idU10IqYWOXY2LrzOUCgr5e1Lheui6BsCdjqotdtM3GQKZdPPfjiCjPl0n33DURA0rOohkCrygBYA+MAbtksYFUDg7fcCbNuvgbaNilYlPOv9WDYLQimKCOlpFIK+YCuEEHZfeqODh9gyge24hc++hRas9RUw1pisQHYLA/CvIbwuW+dJ5dVmZGiQllo6wLO0bRLjC3iNCnWvT8mAcP9KRLg8j25RgAQ5bBmQOvrGPZJv9tGBoxfLMMLbxUoTAh+Vr0HlVZKq1Zzf/2xAvDPR+mPsqHVveg7fcro/ZKt5ePlcQHUhmuQNQ4rPgWza0AKWWdVxJZH/FpxJOWyNKjDGryOlWVwH8kzYJv1O3HHY3NgStnftiJ/8NpqDK0NHNRSruevvPgELjvvSGz15e9j3AprY96cmXj4nn/h4Xv+hZFjxkZEBp9kAK+YYRN3K4YVzffSBF2J18/682hP34wvH9eO9Y3PR2Vbq9JCN/ipKGQ10EcDfMIa6JVXXsF1112HG2+80QPbFVZY4UO59gKQ+xEoTdtwJjCkicwHLoR//PNeTH3lFbz77nTMmjkTjc4uDBw4GAMGDcLcOXPx9puvYfIj9+ORB+/Bv/95JcqiwAabbos9vnM4lh+/Kv505vG44I/HYdyyK+KoE/6CWTNn4cwTD8c3th2PNTfYButtuiPWWH8rdA4aHkU/Lg3Q25RaToveZog6yCCGwYo0NzZu4i8Kg5XW+yZeevJWPHDLOVh5/X0gI8bxSyxNWbNME/umlTdzVc6vxTrNodYK1jijYM3AlKRuo+XkzqA7pJ8x1kYaVe2YCg5CxUC3zu+TQZw0JVU2pIehg+rOi4FRC0Il0twTgBHXEGyBXLCZVa9jZrnvllttc4yfsDmuv/hYjF9z+1qQnT5n6FdqpzFjV0dZNPHGK09j8aVWo2fXFKFaPpscGx5MlwEI07E0bpR2QTVKEjKlDMmkjjdfTVh3fr5W9ec/es44AAoDQvJdrTK4fF95vboSQCEv3sqzK32tPcaS6MN+ubWmuUJHXicYMEiT21noUVCwioX7cL3oPq5t4I4qK8xpeA6tLIyNmaf+mCHWMa+8ve43Ad0ANuqUVrLU+kHXFAa4aduxyTEfEzGxfQhg0hTZZQpHZgq6pgOqCrbC4kqQq1xUZMXA1gFd5YCyj5psAyAO2gG2m3ROhYLtpYM1oIxP0aOyjEa8m+SsITbVRtmuHYNrDXRHA1lnB3RnhzvegUljoYsygF44pWSHMEvmPwFwFU+qWuTElQGlOBAVF2toflHOB1Upz3zDunjlrp0Y4HIO3TSXrmSN5HtV6VMBZtsd127+jK4RvUPuvVcheq5/VD6G2c8WqNOb48O2BAvt3gfJsEbbLV+n9bn9LR+UfUvBrQwgVVEWJ0rHNIgjf/cWTzYob+VnyuIGn1wTrWUAKXRYjpE+6v1JuSVLXVtfesYPcO+//4RhIxbB0OFj8Mzjd2LUIkth528dDQD45g9OxqsvTsaKq2+A8autDy0UQnLO5Gvz/JgqD5QK8z0rOYGYEOB9fTO+rk08e+uu1YLV9cc5K4l2XrefMAw3f+UT7pPLZfr06bjuuutwzTXX4JFHHoG1FiNHjsQ3v/lNTJw4ESuuuGLfF+lHWQByPwKl1+Yoy5iN0R0NLLHMqljcsTReQ+mOWWE1YMMtvgJrgdlz5uHu267FeSf/HPvuujEAQGuNr+/3E+zyrR9D6QZKq7DSOl/Ev688F/fedgVO+OnuUFpjmfHrYJ3NdsOmXzoQAGk5e5vOd9Ixtr1N481QGcjyAhCAK0izWdC+zoFjoXSOnh6DubPJvyCNeKy9H6aCbWSOuVWeuc0yRaarAuwCho4xpIaXQBdABHa5WEvLQH8K3cN67XC745QK4CneV9VKtyp9adxFMGShjQ5sbYgqHM5jH9nSAIsutToev+8aNJshWjWXOmGLNdpcho9eDgDw5tSnMHqJValvrI2AOQPiMCb4mvX+1paVEpbNmgOTzrmISZBBFA1bRYCZ258AqyEKE8YJNhQ4RZqqh3EK17dpHysVsyzVfJbxsZLVlUA3Pba/pdWiH7TsJgJhkdkXNQNgmeUxfl9FuGVGW4xfZUmAtoqFFKcIUM7EMgG63AbyMy0tAW1kJh36xTN10kICHPGUaecWjYQAPiXL3Soacsre1pketyvhPONT/7BfLYNcIABb+k6mzAG4puCWwKQHyFZI4On95X75kmkFWAVlXfo4x+bScU6Lpy3QJOZUKQXlUgnpjgzaWGJyGzk05yt0rK+1FmgE0EsV0XFwKQ9yBcBlQMsBp/i3dPJPns0br1sVtYtsCfLH/fAC1KQmzIADWm7NrTsecK4BHjhYfx4QxglFSK/Zn8zBfQXoYf/O/jK30bMk4CO9f/39Phxhu7/zYV1shFY+zakPszRNDsdIYEv7OfK/tGzi18laknGKwjhf3FA3JeeqFmwb5YJ21vjO3SqKEyIs1mR545UnMWfWdMyZNR2LjB2PL+99DLbYcX90DhgErSzW3ngHrLfJ9r7/+5Ib2BWkekDM9PJzeeDL9bQx4AXc+mQ5n24YS8HIxgWQnE/QK0tY2z69xdpYuVJ7zP9RXf4b5YorrsDVV1+Ne++9F0VRoNFoYIsttsCOO+6ITTfdFFlthNH3X94XyDXG4Oyzz8Z5552HyZMno7e3F+PGjcOOO+6Iww8/HAsttBAAYI899sAFF1zQ5/W++c1v4vzzzwdAHfzb3/4Wp5xyCubMmYMdd9wRJ5xwAoYOHRqd88ILL+Doo4/Gv/71L0ybNg2LLroovvjFL+InP/kJFltssdr73HbbbTjmmGPw8MMPY968eVhttdXwgx/8AF/5ylcqx+61114499xz8Y1vfAN/+tOfsOmmm+K2227DFltsgRtvvLHls9x6663YbLPNsOGGG+LOO+/s89kBYEbPQBGgKGgvo+BONSY5dDxQqk6sscnumLDRbnjo7usx8723sPT4tTBuuQmY2aN8pGPbuTg23fln2GjHn+GdN17ElAduxJQH/4W/nf5DvPdeNzbe4RBYCxQOqPJfT0+BojBo9pQoihKmMOjpblZeRGsMuue+h8fvOhHPPXIhhgxfFiPGfAHTXp8WHZc3GgRUcw2tKCdj3sihMy0ArsvVKBheMvnJaCLMtI++6yO0agVbOpMazltnULGC42JsDKLSw4wFprxCASoYNvhjPJsnBZa6STvW6LcqDDaYzSWgFvoYQMS2pxGNo2T2Bnj56fvx9CM34YHbLsaS4zfE3HmmopUO9xbALmFJOweNwsKLr4zH770cK62zEzTLtqJuHB27cGboktlvpdiwDr0bcTxFrmZBU/sFnWLVVJUODOinvIJIuKF3iUxcrbsGb2OsVDFHth4f9Fn6Ethkf8vAU7TP1UEKmgy4UtClTbQ/c4J/Hcj15nxKobQZRVcWAqMUriliN1kiaHb+1UAOC2Vcih8/4J1w7hQSpEiIG0m3EYSNAZ5/0wplTMzAGAfQ2dRZqSTFkGJB1pLvGuJI1amQLoFsVgNumcH1bK70r3WsLJu0SrDaqvAxmSmCLy2cmbEEuhLIAh4kRveQvrd8Dvvm1jVs6ADAaG/uoJSlNB9Z5qMoqyyD5es77ZjSGjrLYLMM3Q/dicagAdDKQnd2QOUN6IEDXLWMf9lss4C1BjIFkQ8mxcyxNEWWLK07znUUEunfTZYGMCqwvToL+eK9j7J1ihoDtDBV9mNBvKx1IA+kK42sGfy7hKBUbscAAyo2QQacT6OYZ2zs3pLmyo4VZAnoV/S8r0wriWNOQE6rMdqX2XArgFu3jsl0Yf0tsklShWH1WH7PpckxbSsl6E0YWzrH3aPGjSe4+sS+uMH9Klim9TYNiiZZonHUZGmx4OvqmDZW6mZKQekM904pACGrsKIecN4DIsiifzWc+9O3DrsIl519CP7zr/Ow3dcOw3KrrEfzkLLIM+sDUqWlZd/b9v0fL8uxIpT6OPiG1wW04t+pmTPXqS9T56D8SZ7nU03hUjHWwrQyV/sElB//+McAgJVXXhkTJ07E9ttv7zHjf6PMN8g1xuDLX/4yLr/8cgwYMADrrrsuBg8ejPvuuw+/+c1vcNlll+HOO+/EmDFjsMEGG6AoitrrlGWJSy65BMYYrLHGGn77aaedhrPPPhvXXnstRo8ejX333Rd77703LrnkEn/Ms88+i/XXXx/Tpk3D+PHjsf766+Opp57Caaedhr/+9a+4/fbbseqqq0b3+8tf/oKvf/3ryPMcm222GfI8x0033YRddtkFRx11FI488sjo+HvuuQcAsNZaa0Xb//3vf+OMM87AfvvtN79N17J0N/MIDHDU3EJEd00nci7WEoClorHKujt4jfTcnsDolSXQLCg4UFFYdAwai9U3/hZW/uyeeOW58Zg5Yxq6u0sKNOWY29LQZN/TXaAoSjR7ChTNEs3eJqa9PgUDBi0OpSnCW++8d/DKU5fj2UfOgyl7sPyaB2DJFb+GZreFtXN9fZXSMJ0GOtdQTY0sz6BLEnYyo2G0hs40rLV+cCqlkEETw+fQSFkakRJIxaxuH4WZx6xdskFQu906mReo9teUgoH83so8LT63dT19fW0AuLyIs480L9akgS7xr4uPxK2XH4uOrsEYN35jbLX779HbDJOmTkAWUNX6hmZUmLDh7rjtil+he84sdA0a4irlPlj7beJrcOqFFFi3SnLuzaycKTSbl0c+TCpoobmUBrj5cRkBmxVFxD7ygmyV8v7WrQr70LYqffnWAv1nLPh6DIQ1ApgFhNZbALMUBMcXow/yMSShmNldvq61jmVwvr7EPjsFkbWUYkJR6saSlQQlIv9ca+tBbStT7dIAk563FXDLhYEtpdwIQDdsD/0tUzJlnplXFcAAJGbeCcCl9jYB/CL41SprHVC1gWkV16kr7Fvb2vyYQGsdoOXzQ4ME9jYCtyYBwFEFKG1UZH2sHZtrjAv8ZAl5GQurDVSj4XxdM8Aa9Nx0KbJO8qPVjQaQ51B5g67j/HI5L5gCPChVIuetB77S7zZ2OHd1S4ApA1z/LHRNm4JkwJspM9utbQmDDApV31xrFZxKp7bf2pWUvU1NmCu/kzk+BJgSJsq2tRm0bCZTM86MBaZMLf2xfSlf3k9pB27nt/R3HmwV0b5OuQ8EZWaZzCcEYgUpYANh4EGxA7opSUBrqUsXxNZICVPLZsmVYFROWW+gcNkdTSil0JEjYnBpGHP8EBdNmY0Z3Jo1ZNgIDB5K0YQ7ugaItaFePmjX/+kY65/la1hbSYdkvRWZStZdz/AimC0biFfYrT0UsiIwv9LUmdMb+Xv453H36k+VP6mlP+bKH2NdwJ577omJEyd+aD63fZX5BrnnnnsuLr/8ciy//PL45z//iWWWWQYAMGvWLOy+++64+uqrceCBB+Jvf/sb9t13X+y777611/n5z38OYwx23nlnHHTQQX77hRdeiKOOOsqD1NNPPx1LLLEE5s6di4EDBwIAvv71r2PatGn4+c9/jqOOOsq/hEcffTSOPPJI7LPPPrj77rv9Nd966y3svffeGDhwIG699VasvfbaAIAnn3wSm266KX7xi19gxx13xIQJEwAAM2fOxJQpUwBUQS4AHHLIIdhmm22w5JJLzm/z1ZbuQkdmp+mELSduNlPlwiBWFqUoByxrLBkQ9fRSQAXJ1BaFwax3X0PXwEUwd24Bay2KpvEmyaYk1nbm9Kl44p6zMPvdV/DuW49h7sxXoHSOzgGjYU0TPfPegdIZFlvmS1hyxW+io3MUeub0JNE4NS0U1lAuxTyDKV1ETq1gTQadOeHVKOhMAwUBYgYtxlpiE7XyydjnR73MwnN/SqaBjVcG7n66vQ9gO/DTDvD2p0hTq+CTiyiSdWlIcTHtzZfwt5P/By8/9R9s/pVf4bPb/BBQGayhPgXgFQNUt9b3Nc432lqL1TbYDf++9Kd44v7LsMbnvinqRs9mTPjuTZJtzBDL4yv3chXSur9G5aFkGthkFeDOKbEwYywAQ+A2044hT5DY/PRFuz6u8+3t93Uhov0mwZJScNsS4MYXhHYZeA10fJ6y4BzZ/t6KjUAduwASsgkTKZcb2laAbq3gVQN0lVJYc2ngwRecRURlf8LqIhasGegqkCDFeql27S0VBZIhj9pSBXBL7VANHMVRj9OAUf4+gnmV7K3igFEJuFVGoND6iDbRdT3Q9b/rwK11L6D7zeYtJf1WLkI5UrALwU5lOTo/NxHN+64npUjmIiKzuTIAZQyQlVVAy/XgzmJtYN4I27xpAzGzIVCCCQBXXMPyb04P1CJHrgJFXFYg1ozbXoJdm4jLDE77Aq1UFQao7pO1Rm3OkY+cAl0+h+oV/w71VbXrjFbAiotnePLVNPBX9VggAJW+2Fz5rJV7fkiSdLsUS7Sdntu7vvjj4c+LzJA98HXXF+ytBLe0L14nydrJRufTPaw7v2p9xO+JdLfh7VrRutLIFXb+XANX31MSi6tpu7dGkgyue004fRBg8Y+zDsENl/4Oux9wEsYtt1oEcCVz35dyQ/Z3HU7qa52qA7ahH2xlH49vd3MHcJUb+6L+CLpIBrwy84F/H9xBZR/1XFA+vuWwww77P73ffIPc8847DwBwwgkneIALAEOGDME555yDMWPG4IorrsC8efNaJvS94447cMwxx2DMmDE466yzon0p08KmqLz9mWeewb333otx48ZFABcAfvrTn+L444/HPffcg+nTp2PEiBEAgFNPPRXz5s3DYYcd5gEuAKy44oo49thj8a1vfQsnnXQSzj33XADkEG2txejRoyt5mpZYYglMnToVe++9N2644Yb5artW5b1ZGk0n/8hACJ7F8pN36vNI24tCRLhz2sZmEQeJstaie16JZlES49csyRS5ex6KZjeefPBqvPXqcxg0dDEMGLIYhoxYHoOGjUPRLPDUpPMw5Z4ToXQDg4Yti+GjP4tFx+0Ka5vomfcWtO5A16DFMHz0Z9HoILPyoqe38pyUigLoKeZ5U7m8I4d2JmxZnkFnwXQ5yzV0LgQWp+EyGsiksMFmP0JbyiVlYP2kKwNcCY0q/dG+TAMrLQHc9ywAE2tVpemNTrZVntsrKR0o7McEzooLHynZEkgwAuhaG4KCPXj733Dl2d9BR9dQ7PbDf2LsChuhtwcASpgWK1uIYs31V4EJN9bJyQpDho/FUitugofv/DNW3/B/kmcLz2SdQsX7aTtGtu6edA7vC6Z8SgHQIb9gXZ/KohSw8ljgzifhtZsEcBWgQ7onIKQionoggIoIaKVtJEBTDYiT9WhX2Fwr02SClimLXBlkukSmywrbSNcMIIx/p/6iLBxIs0pvmsxtihAxtmQTTmcVSsK7AxPWadiNgs6ofwpnNl4aEu8p/2h4LtviOzO3mQKWHaPwwPPWz1e+/VHfnjLyM+ffta7xJZtb528ctZVrr4xNkDkrqrLIUHpwy+ytTOfDYFcysnx9Nj/290zMkD1jK1jcCjNbVyogV7K3NtpWa16i3L2MA6HW0VZZxi+o6xxDgWuUS+vTOQCNlddB+fwDgCmrwNOnKDJQXUIylUXWRSnyv3X38qUScMp6YOxNkpWG1ZkHw1bnsDqDzRo0hiWra0oyr1YljM1Q6gasG1gGGVDzvsr3JVTXIvVToPdQAcqALSBkeh+AlS9W4t6oCawliwPr9QoxQK4rCrb2ndAKWGJkhqdfKyrRx+tiQvj9LSas/8fee8dbVpXn489aa+9z7r0zQxnKgDRBBQQRxIKEGLFEUCxgQqIJahRLimiMkVjyTUx+RolRBHs3RokFC2oQKSIiCkhHgRl6G/r0e+8pe6/1/v5417vKPvvce2cYFXXW5zNzz9ln17Xbet7neZ93rufVXKWJFtKaQaumASMQ+19AKYBY45viegT8psunJEAqbU5ZW5kvekYgqI3StB4O+ke3ZHmfaaVye2twRkDYf8fv/aI00EahNApP3bfAD65wgFYwQbLM564ookRZxh5FwT3xjU+9Fed840M47k0fwfOP/TsvTaYIkBspL3P1+Xy/tc03V5k4aWmlAqA5DkrGW0qu7XgNpmk7qWw51HoOz+x4Lf8+Y1wub/i7I1e++OKLsdtuu2HXXXcN3xfaDj300Ie9/Y0GuUuXLsW+++7buvEddtgB2267LVavXo2HHnoIu+2228g81lq88Y1vhHMOp5xyCrbddtvs91e84hX493//dzzxiU/EjjvuiBNOOAHHHntsAMyPe9zj8MADD2DNmjUjgHg4HGI4ZHCVJi+feeaZAIBjjjlmZH9e8pKXQCkV5knbn//5n6Mo8i466aST8KY3vQnnnnsuPvOZz+B1r3tdaz9tTJvtUQC5bS2AGkcjA0xxAwQEQPDn4dDFcj+elR0Mas45qSycZbb2oXtuQlEuwtoHb8WG1XdidsO9sDUbRWnThVIatu5j173/FHs8/vXQaiJjZze1kXNwAGztX3bWBuMpcoS5FGZ56Z75H9ALmyfPkUkBrVYxx0q+j1jujwG6baxXOjRtA7zjpFYpwHVeptybWY9vffoEXHXhl7D/IcfiiFd8BEW5VSvAjPvkgansj1OB8RHJd3O/n/gHf4nvfv71WLfqLmy1dNfWPm1Gxh1FuXJWnzhZNt0X7tLRF2k6sGxi3Y15F8j+CTvYplbfGKY/7mc0npp3XpHLKgFecdo4gBvzmsbniIokDMgH8PG4FJzSbCAl++BlyzywzksKgTjwoD2g5Kh9nD7XsabS5Bz4jn7ODeL8sajx50Ek5enA3iHKlwGEPuV10UhfBomySurTUlKfVthYooydFaCaSoYzlreZU+sPKmVm52utADebQcd1p8wpgMwe3jnuCQMoC8BEMMGlfsqYI1t2eZnuJODqCG5lP6jBvMq2xx2TAGRK9kdpUFHkwDk9puCOrBKAa8KDOADcxGxK+pxEsZBKwEFjR8pt94cwTwJm2xqD4bgOrRKg27KNeI3GutULcSBe6PNnnLokn54+axe23o3dl1bg1AJw21jG1FAqe981wG2TtW16mAAx5zbdRvrejERBDMo6R63vyTZpMj/3KAu4cv6thvYvE8PUbgC48pc/8/hCpMpGA9dccibO+caH8Io3fwTP+5MIcCUHV/Jb58rCknxuohjQ3Ng2FxBWKsrDm9Nj3yTvcZUGKRGIKvG8CIu5fD0p27uArLPf2Ta2tnk+169lXzZHe/WrX403vvGNeOMb3xi+L2RMDiAoah9O22iQ+73vfW/sb7fddhtWr16NTqeDHXbYoXWez372s7j22mtx6KGH4mUve9nI73/zN3+DmZkZPP/5z8fMzAxe+tKX4uSTT87m2WGHHUbWPzs7ixNOOAHD4RAvfvGLsfXWW4ffrrvuOgDA/vvvP7K9pUuXYqeddsK9996LBx54ADvuuGP47bjjjhuZf9myZTj11FPxile8Av/4j/+II488shXMb0xbtaZCVY+CsbwWaVKPM2HMuBwPT08f1myeYIPk2FqHYb+CrR3qqoatLKy1+MVFH4cpp/CMl56BopiAcxb96YewbtVybFh9E4gcFi15PBZvvS9gAYeHD3ClkXOwVR2PyYNbpRNGsdFCPV0lEdFo8CC/MQhVmbuhSIOEGdQK0MYztmEsxS8g+V76u6MwCE/mtlwZecDPy+SCX9IpI2hU+gKX+fPc25TJrevofL3q/jvxhfe9CGsfugPHvOHzePwhf+Hr/I0iv9xcyoMm3z8sAc9dIJvL7vuUo/H9/zkBv/jZV3DYC98GAFjzwG24fflPsN1O+2CnRz8liaBTkqsr9Qf5b1FIBJ+v3Vg3lwBoBiFJTdQ0eNDGmAdPGxXJGMqDzmNbkC023hcpwBrH4o6e66REFY1Gr7Wvg1xoB60JhXaByS2UjdtB/Nt0+9X+3pu3xA3lbG+NEk7pMM0JswsFLskSJbwGHEl2ntnVmgceWlPwCgjy5cbAqOkVkA1Ok/SL2IfUCpbTDATJq87k5uE3/jjuvov95qLRlAe7BjW0s5k0ubDDLK9WJMZRfpzIjkckxQ2mdhMj8XMarygvgNUFiByU9g8JbQAy/iFR+e8J0BZ5paxHK6DseLdjA3QmeLapJbHWrj/mbNtKAUXJcsNAj9m8P/y8ORjPl82OMzPQ8kDX5+ySNhmwJW3iNNkUco/WoHTwsuU0J7ctz1ZaYHibpmoA16qOeDVul1SUz488cJL39TwPo/mkwg4qiy2kjNd8kmIXnontqTIb65487vIcdaLPwW36bpPpTadkR+Aa5w1QO1pBQCUgN39HAvkllf9OoQ68VI5w/l0aA2xJ2cFmcFpUAj5gCwBlaWCMQqcj3zklS+kEzBqgCKA3lSsDl/7wS3j03k/CC/7s72A0weg4nkjfIWEfQGjKuY0PnoTDTthoAcAyOV1Xyni3jUHSeeZvec3d9F3N4yp5j6oA3utAKMR3bLP+8+9jW1Cd3N+idswxx+Dxj398+H700UcvGORujrZZSwi9613vAgAcddRRmJiYGPm9rmu85z3vAYARoydpSim87W1vw9ve9rYFbfM73/kOPvnJT+KSSy7B2rVrcdRRR2WOzmvWrEG/38eSJUuwePHi1nXsvPPOuPfee3Hfffdhxx13xKMf/WiMyx8EGPyefvrp+O53v4vXve51+MEPfrCgfR3XerMVam++lAINqcsGYISZawIIAJlZguTVCsCtK4tqUAVw66xDXVW477bzsPOeL4QdEuyw58HIFBZvdSAWLTlgs7C2czVybuSGlgirHJNyBKeiUVQEuh7UpvLkFoDblL6KTNmIx4mKIDiYgioe11xzu0RKc3DbBmzHDrYTgBTqISYvqiaAkunpyzstXC951V98/0sx6G3A8f/6E2y30+N53vkGPQt8eDaPpTu5FfY/5Fhcdt7HccgRJ2DVfTfjs+9+OpytAACP2utpeMaL/xW773s44HOnw7EkuUxEzJgIwA3nXvKexkTVxx4PAT+/KZV3I1MBpMGItvPTJnmVNp8MfWQ/fe5dulzmKuk/i+tvWhKomW/bBGXi+sssIbJ5w/Y9qBDgJsfnjIbkFGq4AFKEbVKybwFARuaJc3E5aqBkjf6C1UqF3Kk2gOsIIKtwzR3IBqXSN2NZLZGs0cL6nmXakcmWcxFKBY38i3m3AnAF8IJirVvp0wBwvZQZ4njsDyarazvOFXM+57r5WstDgoxJtsnZ1BD2kyiO0tNNywOv7ALGhPzX6o7rQFoDiocEytp4dXkjKdIGzpR5vzgNqgFFcSMhpxbRYVmmkdI+bxbcZ7qxHOCBrUr+NgCUvxJT1qo5T/w9XgHNthDwOeKcnwDX1LF8LgZNHJhByJYJ+0FxXW2gVXtW+tb7a4i78rh55zqWdHub0jY3wKWW6fHZMZpnG5bN5svB7bh9FAY3XUcbi5t6D7CjfwrOeB+Mj+EopVCUmtlbpfCTXzoO0CfBc5EmG4OMwVUKWPPg7bjjxiux656PZwdlBRSaMmCbvj+kiQQeKu37JMgaDxrRnT4Hu22tTfqdrGrOZfNgtErycZN7xI+byL9jjFePBZaXEJ5VZuHo+neuMaE1d5D0t6l33ve+92XfTzrppF/r9jcbyP3IRz6Cr3zlK5iamsJ73/ve1nm+9rWv4e6778ZBBx2EI444YrNs97zzzstAZr/fxy233BIMo6anpwEgmFa1NZFCy7wLaZ/85Cfxk5/8BGeffTY+97nP4fjjj9+U3QcADAc1BnV8iAJxYJ8C2LRlNUcJcH4UKexukCTXDs5aZnJ7Q9S+BISrHYaDGQwH61CU22HYG4DIeUb1N58PICC+acQpLdab8w9TybFdAMDNGdwoT05fRHIqfnEXeXOJCG5zFjfu0zjZmv8xkxW1gd147Py3mU8kztjWEu657Rrce/tV+Mu3fQ/b77xfa/RP5FVt/baQlvYpADzjxe/AtT/7X1x23ifwwMob0J3cCm94zy+w8tbLcNH33oOvnXIUdt/nmTj6DV9DObFkpM5gPD4foEkGGQYyoGgZjDqCGuOE7Rxw2c183oCFA1IgMq5Zfl5DHtYMYqTAK2NblEi8xwNmeekHYKsomz/Nt22CMgG4bbLMZr6oGCiR0nBKQ5MDeRZYAK7sRzrgZfllA+iCAtAVM6pma7t2+TMfzbV3tAdx2lrb+XOkEgDeWE9LkKLpdJ6bTLloNpVIlEcArmdmWwFuALmJpNg7D7cyuErz7xtzcbaBYqUQuRzPeoIlwSoFtam8WPZJoqfe/ImKAtBFcDAerlwBMiW8rpk35+cnpTgn1jOpvE5iwKo0tEvKkwmoTR7cKWjNjKFIA67O2esGwA2ssLC5bXKTFBwD2TbGAc85AalgUn9v+PBB+D2aUI0+O+Zav1HxeZgyrPM1ee7c8UAF5de9uUyh2lqbAdx8ra02fBPghmOHANi4jPOAuA3gNvN0gTxolpowth5PAwSLqigFx2nwV/uxAwlSg8R5dP4+0Gw4pb2K7GfL+T0U1WBRGVZkYwvC2gfvwjtffTCmFm2FP3/dv6LwSh+tKQ+MJqxofjwecKeAN4wtErCbsLqybFtQXdq43OZwjua4JNIxUdx/CfqSlyurZF4PcCFgF4AT1+VNC8T8LrQFyZV/m1Buo51xxhnYd999se+++46d5/LLL8cll1wSJM4Pp20WkPvhD38Yf//3fw+lFD73uc+N3flTTz0VABbM0i6kvetd78IHPvABrFy5Eh/96EfxoQ99CM961rPw85//HPvuu2/IzZ2LHo9FwRd+5ey888445ZRT8KpXvQpvfetbccQRR4TE6o1t0xsGGDZ8mpogt60JcyuMLc/PRcybjK2rHYb9PkcvawtnLcg5bLP9wbhzxf9g66UHY3Lxw5NdP5zm/ODcSm5uevw+Iir5L2kNuvR7U54MxJyYosjBrFIKhYmyIQGuElHlz8Az9gUuvsmXNkmj6EmUUlp6icVLiUZf5kmEW+qPkn/YpxFXIAJc2wCMzssKF2+1o5e1q+AvA2g45Wv4QYWX9TgTKIlKh/7SKRsZ5Vvb7/xYHPSMV+G8r3GdsyOO+yg6k9tgz/3/GI/e77m48arv4jufejluvf48PPbAl0TWLslvEnmyAFwpzaA8mB53n7bhX635HL3gYOCca3jgkwYqZLk0KJFOS1tqftF2bsOArwF6w+8UJb7NJvUOjWKJslYOxuflmgR0jStpwxJZKZuS/x3JIfUgjQGBgdUFnKpyNk8BjnRyLHEYL8N355lRLYMoKPj6RKETmo+mbODoPxcaOHx/LvNUzxM7k2g+592OBhiafc57EpmPNH+ZJcmRDZf+1N5QqnDDKFf2/WZcNd4VOQG3qq5ktJwYSzm0SY0zhjFxDM7kvOnvbQcJxNwVpQBl/LtKwKLn2pN9CauUd1sCGCXvlbwRFBUdTOz9VPRuuRrwx4oGsHW6DFJhuda0qwBnI3OkVATCzeOTnFu/vzFgUGfziCw5zK8NnDJwwlCHfuX1k9LM1o4BuAvJUfRhJF4ePphC8XoiKOj0Gd4ITKVMsZi/pfeGURTKAkW5Nhpke37tpECTfDDugD06+MUdw7FIowlOmwxrmD5Hd2SgW9HIs7Kt3m0KYKnxbGirdSvTmyUSiaKhVGosJYZRbYxtBGSUrb/5vE/9LMTTQm4XgMcX1lJ4F6blBeV9WBQ6C5wDcVzR6Si85GnAWVfFd6YoxYzmcYXRFJjcaqrEoDeNP3vNP2G//Z8IrW2WgzsXsz8u35lTgPjiJWoGEygDx3JnjgQlW/o8DSKkfS3Lp4AWSAO60rdRKRffr0CtRkspcbB6DhT+e9CYbPrNE02/qvb2t78dJ5xwwpwg9/zzz8dpp532mwe5RIS3v/3teP/73w9jDD73uc+15tkCnK972WWXYdGiRTj66KMfzmazttNOOwEA9tprL5x88smYnZ3Fpz71KZx00kn47//+7yBR7vV6Y9fR77PR0qJFizZq26985Stx+umn4//+7//w+te/Ht///vc36RgKWEip29pyLduy4DwOeacMhw6WFLplBB2aCAPrMOzX6BYAiOD8I7A/HKKuLDrGoYCFUxakLWZ7QzgHTE0aAAYH/cH/w/U/fwd+8bMTsNcT/g677XVEeFhVg9VYvWollmy9F6aSviEi9PoORaHQKePo2TlCf+BQFgplMr22hOHQodPRfEy+VZVDVRMmuhqTHQVTKpgyPta7HYWyo1EUOgA4pYCJTlpsHT5nSaHbiS8gpTi/RytgosuAlkswcnklrYGJTv6QtUToFPxCUgooDbDTNhql5gdOzCvxfU3+RZYOAvyLwBg/VuJRHSr/AikUIHJeIt7H2vH5puSl4hxAiitxWOsHCUTos3MTdtrl0ViyZAlm196GTvkkDCteb9eQd4/k/LP+kFCUsu8qGK5WNbs7FsJma85zclC+DyIA5hrLvI9Hv+ZUPOGpLwJgsOs+z4V1QKfgbe//lBfj4u/ugTX3Lgc98SXolulVrjAYcv91y3is5IDK8jmb7CgUpUJR8DoFFBWGGXRtWDJbO59WWADdUmH3HYCOAQZgUMV1CmNAQhjblByTd6jRuSTMD5XCeZWr0Tr+rRAArZLppFBoeBm2v+Zl33XMwypNZHEL42AUUMThMQMzf8tr5aCJALL+u2cZffBCEQM349lJAFDEIC2UXvFOHrVnLaFjFWCn+X5V8IMvuSbBud98H/HvDnw9Dv1DqtB+cOOPt6q54woTz6tyUbL2qKU+v72Gv+a5P0x6PnxflkauyZRx4PNhlCxHEGZA5pXf+Eoj7nMoGACFIgAMcA18wMH/5XzS2O/KL6/IAvAMMpISNXXF5XTCtvz/lufPpCeS1+pBmxgpKQLgLMgUjdE4L4OiZMAov1nPHJe+pE/K0AKAKuO16yxga96GiXZcpJQHyV56XHjQ6ve52HoHUNEBbAWleTkix+7GphNAJkEBjk8kG5JVEFQYGF+VgFyRdXuZswQPYCso5TgvmCiC8FBPzPjyQQbQBQK7q9m8invGeKDLx6A8s5wWItOKv/mCQ+G6TRUczneeBNpC7i4RnH+HSL0TIq7jTX4dUADfNcT16v21mAJrm1zvfI8JkON3eBqUA/j+U/CkuxyHBpYuMSFHPlwyFN+L8dXqQSflrJoEUZvTgciYyj1JxODO+Yea0Xyssog894z2150/ZqlDazQAitx27fh7GqxSyh+rv3cdfMkyG0FzoYHa729t+Z/0l6S9+Ft45JkS3sUqGowbHUUXnQJwhi85o4DegLc72VXBOwIAhjWPM6YmclVYbQFTKEyUQKcE9thRYbLD5W8KE99D2oNcDvoRCg1M7bQDjnjxK3Dh97+El7/67z0gjiwueaDadFbmYxLVXwSznMqkYAzFIAsBleWghuTtWse/D30fyPPT+Wt0WEewKdXJlAYGlX+u6nhLO+K+ND7YDJA3sOS+KQy/F+V+c/6a74RndqyNbkmhNPG9PVeK0u98c/idMp4644wz8LOf/Sybds455+COO+5onb+ua1x44YVYsmTJ5tkB2sQ2OztLL33pSwkATU5O0hlnnDHn/B/4wAcIAL3sZS/b1E0uqF100UUEgA444AAiInLO0eLFiwkAzc7Oti6z8847EwC67777xq73mc98JgGgc889N5u+cuVK2mabbQgAff7zn6cf/ehHBIAOO+ywTdr/H16ynv7srbfTDy9Zn03/+g/W0LH/cBtdvTw/ho//7wP0kr9ZQXes7GfT3/H+m+m5f3E5Tc/U2fTj/vbn9MfH/mRku4/e+yjab7/9smnr1q0jAHTUC/8sm37rHdN02AsvoPd9eHk2/ZIrVtFhL7yAPnfabdn07559Dx32wgvou2ffk03/3Gm30WEvvIAuvXJ1Nv0jX7qX/vTvb6W77h9m0z/6jWn6h49NU2/g8j74XkUnfb0aOaZTv2PpC+fl8w4qok+fS/T9K/N510w7+spPHV12sx1Zz1lXVXTjPXk/3vVQTedc3ae7H8qn33xvRedc3acH1+fr+cUdFX3/yiGtn83356LlNX3zUkvDKp9+xs+JvnzhyK7Qh7/n6LNn5+vuDx3925cr+tJ5eR/ct9rSOz/Xp2/9JO/HFXfV9E+f7tG5l+fzX7a8pv/33wO6/MZ8/edfXdO/fHFIN92dTz/9ggGd+KlZundVPv3Vf/tv9OYPbxg5T+/9n2l628fz65qI6MRPbKD//N+ZkWP6j6/W9LUL83U/tM7RKd91dN41+brvXkX0uR8SXXVbvu6b7+Pzesv9+fzX3+3oW5fWdN/afPrVt9X0vSuqkfN06Y18/qq6cf5uGNI51wxGjun7V1b04+vyfq9qRz+7fh0tv3NDfqyDIS2/+U669/5V2fTZmWm688braN1D92fTZ9Y8SPddfznNrs6nz957G6256kc0XJ+vZ/W9d9EdN15Pg0H+jLh15Wq68sYHqW4c05U3T9PFN+T7SER0zjWDkWMaVo6+9jNL5/8yX8eaaaIvXkB08Yp8HXc9xOfpylvz6StWEn3hR0Q35o8I+sWdvP7mebrmdr7PNvTy62P5ndN0+YpVVNf59DvvuIPuuPnGkWN66LpLae2KK7Jprq5o/WVn0czyS7PpdnotzVzwFRpc/7Nsev3gXdQ76zNU3ZSvp7pzOfV+8Fmq7sqfk8Nbr6bZ879M9ar8YPsrfk4zF36d7My6bHrvup/S9E+/Sa7K+37mynNo+pLvjBzTzE+/RbOXnZUfUzWk6Z9+k3rX/TTf99kNtO6qH46so1r3IK258oc0e+9t+b6suo8e/MXPqLfq3nz6Pbf4ay9/lk/fuZxWX30BVb3pfPqNV9D6y84aPaZrzqf1V5wzsj8PXXcprbrpmmyarWu6/7rLaNWdN2XTB/0+3XbTCnrg/vz+2DDTo+tuWkn3r8qfQavWztJVNz5AD63N360rH5qly1esorXT+T7eeu8MXXrDWprp58/+5XdO08U3rB15Rlxx8wz97Ib8+ImILrxuli69sZdNq2pH5187S1ffmt+r0/46X3F3/qxZtb6m86+dpVvvy/fx7lUVnXdtj+5elT/jb7mPpz+0Pt/36+8a0rnXjN5PV9wyoHOv6Y8c08+WD+j8X+T7SER0ztVDuvD6xjOidvTtn9d00fJ8m2tn+N6+9KZ83StX8bOg+Yy4/k6ij59FdN2d+fSLlzv60Hcc3d54xp97Nb8rHlqXT//ahZbe+7Wa+sN8+infHNC//c/oMb3vqxV98sx83/tD3uYZl4x77uXT71vr6LuXV7Tinrx///crX6Pzr52lexrn6Y4HBvTT69fT6g359Jvu6dFF120I14O0q2/r0/nXzo6cp5/cMKRzrs7PBxHRdy6zdPY1+ToGFff7D67O5121nugjZzo656p83bfd5+i/vmnppzfk039xO/f7L+/Ip192E9Enz+Z3QNp+toLoSxc6WjOdz//72t7yb9fTs//80jn/rbyvN/+KHiHtzjvvpAMOOID22Wcf2meffWjfffcNn+f695nPfGazbF8RbbwuYP369TjyyCNx8cUXY8cdd8R3v/tdHHLIIXMu85znPAfnn38+vv71r+PYY4/d2E2G9tOf/hRf/OIX8eQnPxlveMMbRn6//PLL8dSnPhX77rtvsJ8+9NBDcckll+CKK67AwQcfnM2/evVqbL/99th+++3xwAMPjN3u4Ycfjh//+Mc499xz8dznPjf77Qtf+AJe85rXYJtttsFHP/pRHHfccTjssMNw0UUXLeiYjvuHG9AfEpTSsJYwrAidkk0NpFW+nlungC/xwvmzw4FDvz9Et1RQyjED6Bxmpweoa+cZ29j6A5swubHN9iw2rLkGde9GODeAgsHUVntiWE9hxRX/jN0ecyT22v8EAJufyV20uIvJxZMwZQFTFiBwxH7pDovQ6RRs7mAUHAzKjsGiSf6uDTOQ5JmWbhnlyUZz9Nhonl4Ukc2zjtkgZn69Xb+X85QFofQOv6UBDt+/gwuv64XIfZSURoawGWmVyL1SXhYKL5PykW/nlGdmFUen/WcbIvwKVcURYaM4Ol5bYFAR+gOJPBMuPuczOPN/3oaXvfl/secBzwfAkW+RJUser1LkI7kU9nFQcR91inTfOQLM+UPxoERdUBjPZnip17Aiz74RQIB1Dj/86ltw9+3X4ti/Py9jcokI/SGXtJrwhJSUjHIwKAqFyS6XYjCar5/a8fnsyLnzudSWZN8VJrvAX/4R8NWfctTaaIKUVhYm0BHvY2miHEz6oTDeeElJtqMnnkTNmxjOMJNLI6wLgc8fEKVktWMn5Y5hJ2WjHf9FDaMtOtrBwMIoy0ysZ2mZMCGUbsBSZFd7yS28TNSxxNNZaJEnS1RXGLai6xm4Ek4ZVKqE0xpOl7C6hIWBRYnaKVgYkDJwpGGJSwzVlq9wrRQqZ0L9ytopLyPUgVFw4GvMudw13DmFyjIz+/I/BL72U2YJiIChjaxLvE/kPEUlheZkLRD4OjUq5q0B5PuX3aqj/Jv7t9QU+reDPpSrYVyFwptOFXbIfVgPuY8VoKycC4KqWRYa5MvOQtma3YutjbQxeTqjrkK+a7j4mAbjacYzkprZRyhwDqwpcvkyEajseKrLy3Ctp/ZMLrwKkjYdpyuyvO+I8ztd+pvBy3tNyddHYIsVlj7hD7D6hp97qbJmhgz+JChhVXk6l1XyCggv6RaGUlhrUReQ83INrfl6BX9X9RDaVrkyW2l23C+6oKLr83LBgnPyOcCNXGXneDqz1oqlzYldG0uX2XzKQvua2SowtnzPArVjejBNlxCZplKRwiTyahiowOSm8/OpV5xX6hlhVoH4Z394nESH4EzR4OcXJleaVsBhj5/ERdf3PMseL786mPqk62l/P4kMuO29JdOlX7TiknKBtU6aSI2ZUFSBURQFS3D89esdWMUrSlM6PNMoZn2pPHZoo7Kidp6xdQnLrWJf1pbfr0XCeirN71Z5pvDlz+/4Yc1pM2VMP+dxV83vtU4JFD7/Vin/3lbA1CTXDzdeLVY7nrdTsDrpT58OfPsyLulYaELHIDybjGZP+0Kzcubeu2/DG1/xxzjqpcfh9W96FytRND/D5ASG8xTYdU774V2OtaVZ+s1jDa2iXN46jcrxNcjXJE9zjplcR6wKrGp//pxC32diCDtuiWBr7jNnyT/WYk7zsM7zjeX6rz1jy+W447VP8CpFrbJS33E6j1fKAnjp034/2dy/f/f1uOb6DXPO8+UPH4hddho1990c7dprr8XHPvYxXHnllXDOYe+998bf/u3f4hnPeMYmr3P58uVYv349iAivetWrcMwxx7SWdFVKoSgK7LzzzkGl+3DbRsuVq6rCUUcdhYsvvhiPfexjcfbZZ2OvvfaacxkiwuWXXw4AOOywwzZtT31bvXo1PvOZz+BHP/oRXvva12b1cAHgrLPOAgA85SlPCdOe//zn45JLLsEZZ5wxAnLPOOMMEBFe8IIXbPI+vfrVr8bpp5+Os846CyeeeOJGL79hfR+9QT6tGiroFpONYT+6EYszcV1VGMzaVtOo2V67O3Lb9CXbHghse2A2bQLAro97DW755SlYvN0fY/HWjwu/scvv6HqqmlC1TB8OHYYjU4Fev4bTNcquhrEORalRFgz04GWgBbQfK2ouM6B4EG6gQl6MA2uYRO5SejUg+fcr/6OQiwvIoAtQmtDR/BJSXsoIIqxYOYBRPFhN8/3aDCEAlkjGB7fPafQDIhlAiA8igfNRC2LJLjmRshGmN6zG3bctx8o7VmDlHctx750rUFUVdtxlHzzjqDdhmx33xMHPei2uufRMnHbKq/DmD16FbbbbNYAFeQmJTKv2uZQCdMvCDyZ8SlwsUSGyZX8MfqCnNRj8ePmmtf64tJdE+ZIMg1phOJiFUgykeR3+evUDiv4QIb9aKaAseDgzrAHl+IVJfnwt0ielWXqqvPSM/ICqssBPV/AgR86PDYNTOSZ4OazPiUqcsTn/U/Kio1xKBoiCH5WXx4qMjI8nXgDiMiwSMhPON/krwIHIQWsvMSZ/sGShlOTVJjm3toaSuq0+z1aTDaBLwG8o85KYCylbB1AO5aAKA0UMcgTQEVjeqcnxwBeAc9r3G4XBtpUBZnas5AfLibstIihI8+es4/MzqPM6ls4PpHKTEjmPyM5BGFgpL1V2XJIplCBy/t5U5IMWxEFA8D+EOri+v10FeJAlfdo0lFKs+YeqB+GzSIEh36Xf5YCsBeAv+qCd9hJcZwFtfR6D17BLPqqAXEH2Hmjyw4ynk5QFSuvJGslDjXFqIopA2wND8lEcUkUAty6VVSuFDStv8dewD7P4PFgGipJPy2BPaQ1NFkTRAIvjPCrOB+OvZQDKAATOSyWW6EIblrPL9SsS+7IDazqwugzbVhTl4W0yPlL+2akYWpNoj31/EMiDXn52+UsGcnMHaTG1lbTyzzxCkBn7qUESHOTN4RzwsZLcg2Cpu/XAULatkINdv3TYx3S6U8CKlUPY5NkOxKAaA5I4v/aBMScvv2Tfwj40jlXWIZMtosGWpaSfkK/DuXw/AKDyZlEuAboCsLNngFPZ+yp9dtQCtJyUTMyfK0C8HhyhUdwwvp+HaT8m66/S25jYy0P5PqsdkwksdfYgDZxqQB6cdUJqBV83l9/CK+sW3nNBgm+aQa646tfDAd791leh7HTxyuP/Dh1dh+C5JnmWxfdZdv78QVnSyXWnUPhrn4O0/gUKB6N4BGJJ+3NFoVY9EUvspZRSauZVWcTp/nNtORjA50nGoD4GJyl0kuaigJ4VaTcF8kH72F+lKSurpBRAFcvHkdxnv5eNfnPmrxdeeCH+9m//FsuWLcNf//VfQ2uNr3zlK3jd616Hj370oyME30Jbmn97zDHH4LnPfS6e9rSnba7dnrNtNMh997vfjYsuugg77bQTLrjgAuyyyy7zLrNixQqsX78eu+yyCx71qEdt0o5KO+KII7DHHnvg5ptvxoknnhjygQGu4fve974Xxhi85S1vCcu8+tWvxn/+53/i5JNPxpFHHok/+IM/CPv1rne9C0opvPWtb31Y+/XpT38aT3jCE3DPPfds9LLVoMIwAZ0SreYHhE6mKzhrgxOggFxbVQ9r3+drO+3+Qtxz6+m4++bTsO+T373Z16+SCL3WOjB82V8di64bo1AU2kcCVcbepqZSaU06Nn6QfBN+CHcMeZYzvpCkjinnRxJWra9htPNGOBRe+s26pukAIBhC+JeQ89Pku9Ie9jiFqt/H8l9eiRt+eRXuuOV63HX7Ctxzx41Yv/Yhvx2F7XfeEzvvti/KsosrL/wqfnLmx/EXb/4cDv6j4/CyEz6Pk//hSfjah1+Jv/6382AKE41e/UtNg/Mz+cURDahUPmYJphpZ8yCZyRjOUZN50xGh0oAihaKcgK37wcij9XxrqW+McE7FWEzOVwp84nUiv0UTMQJwy30SBW85JuXZeoXwkk3nkRyoUCKqOfJDui+U1SnM56GR+YW9FbMp+Rv+JWZIqaGUuP6KEVJw/hVmlxJzJCeuyRogTnATkAc/YOJ1q/hX+VJCfhCrlWMHY/DgCklJlLSMStqEUU/7OBrfIJQdkvOTunqmLMxoH49sKkzL8guVnDs5txQHioi5z0o++z7WHswGgGurkJerbRVG0gx8a6i6HgW3NqkL65KRYbqzpP0N5bhHnEOoX6v8chKgVbr1wKMJkwpmTCGoIOAPPjiDZPv+2hDgyEyujmysNnA6f/X3162CU4bLCIGfXSnITQFncBj2QZnmPofzhlgah4MHGko5OBj+zWgoqYkr29AGte54wzRvGgmfUy7rbRkBh+Wz/WXVQROcZcs1fms+z5tlglJGN6wjqDhiDm22PhWXl4CnXP/p82bO/STg3jU5jBtnLNWc1va8GrsdpECc93D8PqnG9zg9sLItAJenxbxkmWZtvq50+WYATVjZdLvNNhdMSGveShOGFvDAtjGukDGFOChrTegUrAQzinD3alb6lMYxY6uiysT4Wuiz0+vxzje/Ejcuvxaf/9/vYulWk9Cqis+plnJy6XmRzxrpNa7glIIlA00KJO7EzkAr5z87zqHnCIwP6KqR6zXvf4oGVI6rOlhHPvDtgwvSyd7nxIGQVrZwPrAsQWdRZEkwVZQTSvlHporBzt/XtiB35V9B6/V6eOc734kdd9wRp59+OpYuXQqAQekRRxyBD3zgA5sMctMmJYVmZ2exdu1a2OTGJyJUVYW1a9figgsueNi4DNhIkLtmzRqccsopAIBly5bhn/7pn8bO+8EPfhDLli0DwKZTAOZlfBfSOp0OvvrVr+J5z3seTj75ZJxxxhk48MADceutt+Kaa65BURT41Kc+lTG2u+22G0455RS8/vWvxx/90R/hWc96FrrdLn74wx+i3+/jfe97Hw444ICHtV+77rorPvjBD+K1r33tRi9bD4aoB7/aerQPpw36D2I4WI1tOtts9nXrwkAXBoWXKpvSoOyUKLslSi9VLjsGZWFQlBrdLkue5SVkNEuRjZe/BJOfIoJZkbBqxVIhMXMojQsvIgG1pbbQigdyhXbYe7dtcNvdqzxrkbO5zdYEuskQm5kxcL3S2gIX/fiHOOf738SFP/w+erPT6HQnsMdj9sOue+yDJx/6POy0+77Yebd9sWzXx8GUk14apNDvzeIL//VafP1jf4PH7f8HWLpsL/zViV/Gh9/xbPzo2/+B57/8X4BSJVFvlQ0MAKBZ0zRtbSDDWniQ7M2JZFwfyCrlpUyETmcCturzi07cOcXpGgpSOlNcsQPI9S9ddneWeUYHGs16xt0CeMHBxO7KlIMlKfdkdF5/UAaDAm7lemgr/5MOHAPAIsrqPDJQjB2nwEGTCcPS2RTcdlTlZbUWBjW0Y6fflMnVZGHsENrVObD1YCxjHIkZLCXSVs8KKq2gnYVTsWSQDsAMcOIYw3QSjFJwyrHkDQrNpxGDZX9eFLMmRrORiVaKmXc/oOeSP/zCKjTwvAOBH1zNagW55tKKUGnwIRiPJOdPpM0SZJD7VSnp+zyIICCeAW9kcY2roV0FY4cwdsgA11bM1DqbfQ5Athr6EbgHu45AbeWCIpXBgUljwEy99ibIXo7s5MITcJdGXMQwrMiBrXcYToFqBNPJ9ZnsTwCbAmwRl3PKBAApZYC23+OxuO+u2yMjB55PBtESOlCK+Lr1oLPtOSj7IsEFmU/AaTot7K+AU6VgVeG3HYfgUtrJizGzbcnxyXHJPrftWloCSII8BAWjXAO0UdYXI6xaAnbTQFC6Z+m2xKVZlk+fFyOAt/EMFoOng/fq4opbBgEAbEoZoWbQKgDTBrhNHZN5udF1BVbVmxyG9wxG2dvIEqoAVoU9FKPFNudemSd/fyUu/TS6P+n+cmBUjUyTVhb5gYnTvzgjax3HGN0yuiTLeELSJTqG8LTHlbjq1iE0LIy2IYWCn00Wg/4s3vLaP8Vtt96Mz37+yzj0SftAY0MMwoEDmW0tDW6l96Yjf72DQa4TaT5p1KrwaSgKTungcM1gl59TzgFWx+sYyXUQGFxftlD+klc8SNpSs/EryAc8G+91oxVUTd7oUsFoYpdlT0445wPZrb3w+9GIfJB67rk2+3Z/+MMf4sEHH8RJJ50UAC4AbLPNNnjHO96Be+65B8PhEJ1O52FtZzAY4MQTT8R5550HNw9j/WsHuZdeeilmZ2cBANdccw2uueaasfO++93vDiD3wQcfBIBNLrHTbE9/+tNx9dVX4z3veQ/OPvtsfO9738PSpUtx7LHH4sQTT8ykytJe97rXYbfddsN//ud/4pJLLoExBgcffDDe+ta34qUvfelm2a/jjz8ep59+Os4+++zNsr5HSrv9+k+g7GyFPfZ93WZdr9Ia2hgYY6CNB7rGwBQGRWmYsS0NjNEoSo2i4HxNAT8SWWXQm1v2lwWFfFvjZYxNCVGhXfYikogrf3YoFGGyW6BUFUTwltYsTVuaH8PfeYAmLx0HDQOF2jn8yzvegjO/czr2euw+eMXxb8IfHP587PqYJwK6E/J1h7UJebz80OPtmEVT+Kt//BT+9bWX4osfeAXefNIPse+Bz8QLXv7/8P2v/Dsef9Cz8dgnPAMu5PEkUi+dD2T497nPETkCaRUi3hoKTvuaqS7Kn2Uw0Ztdg+7UNvEcN95WWufln3hAMVrbWOvI1kZ2Nwe4cr63WcTsuHI88Ei3zXmfFJwr030yKVhSNHbQ2DwGh1yeCOTbDRF8D3CNtlwqqMHgKqIAwIIcmcjLlOtcTiusrUiVhVFUCkpHvoY8mMrYXDgoUp5ZUxFQwzHLr1R2PTOb4AfdEjiQSDwiTqPwW4zI8zWSgF1/frQmKCc1dxvXxJgRjYDd5vcUEAv7LkoL4fMg+w/EXGbEPg7yZOtzbV0NVQ25T52NEuPhECDHwNZLGvhzchRaA8qxGsVpkHZQUt5noS1NwAxAVgcHZCnfk/3OBxlAo9PispyAGJE7I2FyoWA9k8uOxQZldwJWl3yIwg7BhGCdrFf75BHSqpVRlX5XHkCK03EGTpUeAcfZIL6tFq7sa1rzN1lWlktBebMv4n7kADdVLaSNK2YtrAxRtj8koIrydXoMMfrs4L9NsJuzyQqLJsbxbnO3Jps7Tp3R3P98miybvzPkWdhMUWAgG9nbrE5uwtLm5YDiuyrdbsrcxnnzv7ze+EWHvmvpj/SZ0gDA8mxJA6pShaBbOlaF+bxaYW2NcigLwuKJLjqm5iCQB7ZaSbCtxtvf/mbcuOJ6fPWrX8UBT3gCCtfn5xHyUnAjfZ+kC8g1HgI6qCH10OU6ddDQ0CwgIQ1FBpYIijR7hGiAnOK6zSq+V2M/xmBDPH9yfihKlh1lQYm0ScUGUkn8j+Lta0JAOm5b61iGzy78dvuda0S/mTq5l1xyCQDgmc98JgDAOYder7fZK+J88pOfxNlnn43FixfjsY99LK677josW7YM2223HW6//XasW7cO22+//Salfra1jQK5Rx555NiLeq72yle+Eq985Ss3erm52l577YXPf/7zG7XMkUceiSOPPHKTtnfBBRcsaL4f/OAHm7T+R2ob9B7Aqvsuwl4HvBlFuXElluZr2gNa0ykCwC1KE4CtLnSUJgeZsvJgN76IOmUEt0ZHy342fPCyIuMCwybAtmxEW8OLCfKZr/USA4CSeqSNl1GWs9b4HpgFsBHPP5/4D/jBmd/DSR/8GJ7/oj9FTWz6M3QKtbP8snIaZBxHkSWSLRBGA1tvtRh//c//g5P+/jn49zfsj5e+5r046uVvw4qrz8M3P/MWvOtjnP/OAwjepxhJzyPgzUBaOhDhk8SDWe2BbhzsqCBf1iA4rUCWUHYm0ZteBYUYQZf5eXU+opswuAJghbUVcKoSoJuDm1wyBqhQ3om3xX+FoTVJaQb+PYKjFOC2DYjmatn6EgAdAyZJLVwBt3CeXXRxgNOSe5vKaeEZ3gB2hXn0LC6ABtCFH00Yz/gmUjgBvdn3XCqXDnKDxBIUcvSUYtkbs7cqyDRd0i9EPLiWuody/ki1SDqVDOSRBDaS737fdLKPqRRZzkH6d+RcIY7WlKsZ4EpNWJEli6mUMLnWgurKs7d1oJbINtgWa6EM165VBggRpgVdRJGVFQMqAZ4R4BYZe9uUD1PCyoZ5kl6WQfHoAFkuYF7eooRFEqiDgkvkvgqS96ojkGuMtgTIhhrcKmFzU+nymJaxzun0sK98p0WpdgIAMD/AzY4FamT/m8vFmrOj68vWrQiaRgM449bbJkVtyviz/U18BDZHCyxzA7TO15oAd+R3CFPblCdjBKSm/+S4U9AbWOUE4IZUrTBP0o9p7q32ChO/jG6JpAlrC0TzL0mVSZVhhTfDKw0HywXkGu3QNQxkS8Mb75gKBaowhtBwuOfuO/CB/3wvvn/WWfjER07Fwfs9DtrOorDDrLZ5GFekEQXEe0I+Q6mQsy4pBU4ZaO3glIYjA+fvCwvD96DjHPha8dOaFIXSQlpJSo8aMS8jR+G9b21+HiLgbTwDfFRU3vVKKaAUvwdINS4on/0h74hUwjxfTfXf6eYWVie3qioMBrmZT6fT2WSm9ZZbbsGiRYswOzuLd7/73fjRj36E4XCIXXfdFW984xtbjaI2pZ1zzjnYdtttceaZZ2Lp0qU4/vjjsfXWW+Pkk09GXdd473vfi6985SvYdtttN8v2Hlad3C3td7+tW3UVAIcdHvXszbZOpTWKbgdFWaDsdlB2O+hOdf33AkVpUHYKTE6UoU5up8NM7uSEQmH4BVQW/FLqlhTArQDbTmEz5lZkyCmoLXWdvYw0HEoaBNDBksrdsHi4BmRtkMwJ6JAmeW7jGBR5Ef3bf52Cs878Hk750Idw5AueD4c+b5U0Cl3C+UhrTRq1K4KrrSV+QdTeGMiSwsFPfTpO/t+r8dkPvAmf/o+XY2rx1qirIXbabe/gXgzkgwsZfITpLh90SASXCKy0pNG8JuWBjfWDNK0RgC4p4DFPeB4uO/fDeOjeX2KHRx2QkS4S3eVIecroptP4pVsUUpMQgdVlWXrMsdZKHJ+lHl8cCAapuh8cpiAYQAh4pDm58w14uZ84Ao6EpRGpu6xDrrGOrhLmlv8WqGCo9jm3/Leo+9FUyufgprmiKXMbckXlBBoDOAvShuubGoQ8XQ2AyMFoA+vTQ0ny3CU/l31iI9D1/4QXEPMsQMGA87oMfE1G8EBJkWe9UtKKuO8Kf/6lTmTboLopI5RzFwdfyO5lvgZbcnGVi8eQgGHtc3HTYIK2FVBX0PWQwW1dAYMBy5LrGmQtA9u6BtVsshSY3CwXPVIVCgwoVWqX22Ql2W40/lUKZKIsmZQGFZ0E3Krs+ZI+VwAkANcHs3QZgmpBTaLiQFgkjhbxeSWs14C63tgoAitmdFUIMIhbvFz3rZ9Vfi3F+0SYXGTzNluTSWQjnrwfhUWej7ltm5betylYb5sv9BFHjmCVzvZPKYqsimJlOjXXEYIGeSAmbE+ewVBjgS4lz+1NaW25uU2g65Jz39xOK6BNwGgqU56vCdMb/Nz8e0fksbJuuc9Y0hwdfYFUrhw3GMzGNUCWA2pFQ47Mt2t8z8g7pkgCrBIwl7+FIXRLwlaTVeaxYBShY4bM5CoHYGss0TMwyRji8//9Rbz3vz6EbbbeCh8/6d049vCnQM8+COU4JQWuMaZoBoCSNJQ0HcVpNpGT+tVOGVjT4b8+n70yXVgq2E1fGVRUwAGwzgNfpWGVhqpzJY70fzQe5P6Wfym4rSuvImlcMAxwY11hZykEt5U/B1RqKE2sznN8aDw+IV/UYDNFdH6L2i23T2PbbeYGqcYobLWkwLe+9S38y7/8S/bbG9/4RpxwwgnZtPe9733o9XpzrvPVr3411q9fD6UUXv7yl2OfffbB+973PvT7fXzxi1/E29/+dmzYsGGzkJUrV67Ei170oiCJ3n///fHd734XAFAUBf75n/8ZP/vZz/DlL3/5YTk6S9sCcre0OVvp83AfuvfH2Gn3F26WdaYAV/JwmwC30zFeohwBblEwwBX5kLyAyiJnbQvtvIyIwstIQG4qIypUDQMbzH80WZR2kA2G199+PcxgJuRBMiPkckfTJGeu2Zw2mO0P8InTvoFPff6L+Pe3/wOOPuJZsDT0jIpmIxZFnFNDGgYaxptHOK1DXo12njklBaMU9tjzsXj3R87CnbetwE/POx2d7hSe9AcvQFnkAwJxsZTP8lsY3PgXjCJ4B1AOGAhh1TQZAvyhJnJlabvt/QyUnSncdt05WLbbE3n5JDzcln+b5j6FnCgjDF9ke4tUpuynEQEXrXAhwi8At5lnO8I4KYwA3DbZbPPlHQilZP4AsBL2lq87G8AtD8NtBnCNq/y1xrm32lWZNDl8FoBrq8jkkr8OAQa25Mu7pFaX7AYWBlCkTAwEpCxoAIMEygAKAPJ9p3hOzkfme806/91H7qVsiPST8wGTn67gEac4mjsa7WhhbjPWPgOyLXm7AZDnwCrr80SqnOYxA4iBArkhfN5tALjWwlVVDm6dQ5To+3CA9gBYJzfdRrZMipwCXA98+fmSgls1siwDWZ3kpjbMabz82EHDUhKUI+C2e9Zg6FLH1vyecbwhPlcj91ID7BK4/1XjGmsZtI6TPGd9M3ILumzfRaQe5ke+/00GN52vaSwl7O7I/CoslAFbWUcwpkrnlf0NzyA5nvHAelxzDrjmtsGI8mZjms7OZx7IaLb5GN4YHE0AP9rTEdqWy6fluZ0pwOVbLl8oOPv6v80+kbzOca0JcLWO5WxCkDW8a8izuKz86pg6S2vq6iH4DV7j3nvuQeF6ofzb1Vdfg38/6QN41bEvwb+9+XVYMtGFHmzwaRI1dDXwQUyf/9+mcBDzOf8ZxvhAWgnSBsYDXq0LKBAzumTD/R/uTcXXqlUmyJVJkTeKGt3sqGQ89rkYTzGzS61GSZzOoAKbDp8yQ87xGICYVTYmBlXknGkFWLOw++J3rf344ofwnGfsgPMvenDsPIccvC1mexbHHHMMjjrqqOy3Nhb3m9/8JjZsmLsk0VFHHYXhcIjp6Wk87WlPwyc+8Ynw2wte8AIcddRR+NCHPoRjjjkGS5Ys2cijyhsRZTm/u+++O+6//35s2LABS5YsgdYaf/iHf4jzzz//YW1H2haQu6XN2bbd8RAs2+0o3Hbdx7B0x0PRmdhuk9dlypJZ20UTKDudAGxNWWByURedjmGgW2h0OgaLFhUoCoWy5HJAZaEw0WVgyyCXpUPdwnlmz7sjKzfyMipVzZ/hYFQNTQ6l7XtDmgg2jNTNJH4RqQ33o7BVMKIRV9uQXOIlgNCjOXikFL75o4tx4qlfwENr1+GEvzwGb/qTP4brrYI1HZA2nAfno65OGTitYang2qbg2qUCfge2hNU8CBWzj9opPO5xj8Nej32XfxkpWOdCVL0pGUsj9lnUXJi4Wn6j4J3jrAwI1MiAI21KK3QmJrDTo5+EVfdej07HM1zJWzSVJssAoyyjLFkMKMQJO42qdwoKIIjlYgyOHloPZlH8ZsRkKsu9ahl4BmYwY5tGI9LhfEqUOR28K4YdRpQCKWurfI3bJIjSqXvBAIllyTVM3ce4EjYxF9dxzqiAMRkVagNlNaBrXwy6GBnhaX8CiTTn5gproHxEf0TOHNlcZkf5aB1Yrioll4JLOPFAmQiAagxIobB62svPiXHSXLBGJOQZuIVXanjWtplHH/PeIsANztXCjDf61xcU9zspzjd2lMHlIsA8yHM5iwvNsI0CF9q40LQW6sjnVvg6uX6gGhhgf55JzKV0AWeKDNymJXUygJuCO6VhVcFMTmJC4wS8yr/EBE++DzYAjuIAKR1uy9XUZF2b7G08f/76ofy+amN+29xkm/dgE3CSz3dOQjGt+5TKkeeSKrcBzSYAle8GjgFiAnr9DK37EPaFVLhKXAKspQ+CcVUrCOTfVk971qyxv5tiQDWSp+sBKhSF90Mb0M3BaJ6LG9al4vqb4FX+CmsrAFdS3p2N4HYE+NLcADdndVUwL8/VQ7mplCiESqnF7t8rUqvbKA6id43FVDFE1wxD/e1CVejYfgxYDixKZ1HUAwx6s3jLO/8FB+7zGJz8xlegU22A6q+Gqivv1F5HU7vwPKI4rkg6U5kiPkfkpVh2OKXB198mU8B1Jrg2ui7gTAnjatSmg1qXqHUHRpWAAbQr/D1dgOXChNqpkXck9yMDWS4lJGyu45KB1jGjOyY3VypjaAXYQgd21zhft9dpH+hWQR5eFMz08snfSF+D34H2mpc/GsPKYaslBdZvqFvnOfLZy3D2jx7AK/9s9wVJk6V863xtcnISAPCKV7wimz41NYWjjz4aH//4x3HllVeGnN1NbcuWLcPKlSvD99133x0AcPPNN+NJT3oSAAbrq1ateljbkbYF5G5p87Y9Hv8GPHTvBbjvzu9h973/aqOXT+XJRVmiMyHS5DIwt92JIrgoi0S5LJm95eLswuBSyJEpfJS1U7D5g9SiM9qioxPzBziUqgquoCITLetBBjaUq6HrgR8Q11BQmHzaCzG46BtANUCokJ7qopR3U228Ie5ftwFvPPkL+L+Lr8JLnvFU/Mff/CX23PVRoOEs5zDaCs6U0KYOTqdOaVhd8qBHsVtiLonVUNCcG6mEcfEMnge9ROR/iwMFLiFAnl2LzrfwgxAZJzAjxp/FOZfPn2eRx5xfkSwLyFy0ZHv0pleHKG0oExAitZLvFB2yBdwKQysu2RHUCmagiB1A6Bjgjw/UOPcax+YaHhxlADcZUId9Tof9DdCateRrmveZsYc+mGIa0mQNC5HLSiAlANyEvQ0AN5Uhu0aZIJ8jGkyRAk3vQikaZf1RWMPgS4x6ktZW9qXZT+nxKuLrBsTnzZEvo+SZXZCwN3w9NVtXEw5/QoEf/sL6upS8srlkjUGujJxpT/NyM6myAN2MhXax7jCNAin+0kL3JKNr8oPPDOC2GB8pnVBDsfPifErl/9JtB9ltYpzk5yGowN4S1EjdWmkCxgQUp87ujjRLk73sWOaX1AjePYWDHrMVrrx5Q1a6QwCwgLLAgId7RJhdRIbTz6eVY4OyBNzKuUvPg/Y1cJssahsAbYLRNDc43692oNkGdMO8Kmdzs35NtuEay4+wuC0tbMfPqwFv3kaeiVbt8yfrNBo4dJ8J/Gx5/2Gxuc3jaMu/X0iby7hqoa3NaArIAW7qA9HW+N2TT2tKb4F4ezbfNZICI34eAm5LEysxCJPb0RUKVaNAjQIVCjtEp+5xcBwO2+77VKz/xU+gh7N4/ye+gNvuvgcXffp96NZ9qMGsT4uoQ3oEVTWCkR0fbPsBKjYXhNJQoXxEFzAGqigAUzAQdhZUdqBMCe1qTmFJ39oaqFHAKh2ChErphkomqqRSi30xnQrnzDO4zj8w2kyo2LtBnmcusLuA9s9s//xIgh9yD5uWR/PvS1tx8wY85xk74tvfHy1HumRRgcOetj26nc3fQTvvvDNWrFiB7bfffuQ3mTY9Pf2wt/P0pz8d3/ve93DFFVfgyU9+MvbZZx8YY3DmmWfiSU96Eqy1uPjii1v3Y1PaFpD7CGzODrFu1VXoTu6EqSV7/KZ3B2VnK3Qnd8Cw/9BGL2vKEkWniBLlTgedicjicpkgwyC3ZIlyxzspd0rlo6zM5BaG2bzCMFtXaOdfQDawtoHJ1ZVnbRnkdqg/IhM19YANfrxMVNkaetiPeY/QUEUJDGaBQT9GWmWEnkZXk/b9y36Bv/7IaVBK4Sv//Dc4+g+fzPMNe/ziIYIqOtCuhvNgV9gaHsw7OM0vAguWmFoYL11mgxMZgCol5k+cv0tQPp+WAturvKTUEQ9A+SUVwYbyLJz1eEneuWIuxV4VCrDRgEordlkWybLWcZlFW22Pe2+/GuKWzF0lAz2EqLo4ZBdFBLcpc9t00W0CXPmtNGKC5XM3VTtga5YDMglAAiJjlTaXDJybwDYAXERpMkMSby6FJBe0CXAT52TdJkMmirm3AdwmpW3kGsxPGONR4wCnoLQHaEnOl+RwNlsKRESyPG4gqxS8TJmXzIHuyIpRGs5jdgp+GckXzmeV67kpNQ/SQjnnSGTK4XMsG5QeU/Z93Gi5qW0M1+p4jkylF6zydb61/E3Bbpp/23KFCagVNUgAu9FlOHVFdsn5azO8S2vDMtRnNUhqIMUMHPskE3GefGEE+CbnAz7HkqIhjciRedcFiApw9d0JESfnwQWSoAki4CUoSHykTS6ctibgTZ2fw/XaWM9IdzfBbbLePH826SuokWXma/O5KgvQzeb3gSRJDWn2QWEkqLBxtW/HtZE6t3K+W9pCtjkXQJ4vVzc1pwrTki+jbLGcn/juSd3+4/tIbi2V5NnGlBjj02DKgjJ1ULdwQT1SaFaGFapGiSFKGqJwQxR2iLKa5Wc5HJQpYKoerrzqGpxy2rfwr3/1Jzhg522BmXVAvxeALXmDOzfwzu1iM42cjQ7B4cKnQmkOqKvCQHWGPDYxBihKoCg43cRWoKILKi1MUgtbAptGd1CA3Zij2z8hrSXfFiQAYrxU5MkiJQ9SZhf/Ks13Gj/TPbAlQEuVBqVgfQ1xXl77bAgHKSX0+9oOePzW0Eq1gtxn/eEOuOX2aey391abfbsHHnggLrjgAqxYsQJ777139tudd94JYPNUyHnta1+LM888E8cddxxOOukkvOQlL8Hznvc8nHbaaVixYgXWrVuHm266CS9/+csf9raALSD3EdVW338JHrrnfKy+/6ew9QwAYMm2T8DOjz4a2+98OJR+eKfL2j7uufXruP+us7D10ifiMQe8FdpEuQORxfTaG7Fu1VWYWX8LhoNVUMqAXIXZDbdjt8e9asHbEnA7uWRxxtqm0mRmcQ2KQmNqqgh5twJuJ7oqAbYMbicK62vVuWAC0TVVYG2N/9fBAIZqGFvBuBpl3QuMrXZcH1NXfai6ZpOfmhk19HueNasB40tyrFsLDHrseCcvIWtBzpcN8W12UOEdXz8Xn/3xFXj+gXvj48e/BMu22xZY/ZB/oxooY6AmpqBNASpKNpkpSpjuEE6XsEUHThcwBTO8UjPSqgKlrvzgNA5cLRnO3aUoP6wsD/elHJHImkVe5ogZOaekjqE3EtJRJWRtdD00WqLpyr/IPLCFAkw+MNEe5M5ueCiYfsg7U2sVDKVSd2yJpst0paJcLM3VNDqCW2HyorGUuLrGebLrMWFhWZrnJcbJtDYTHIEU6e8iSeb1uJCTJcxn5posJmZeAl949YAYSyln+dprSpMTwBtA7qCfy9oAgMrA5AqQUj7iDslHDXmpc480A3hPJMsh/zAZpEtJE00EqFj2Qbo8BQTC7sv5SQfCzYGvrF8Gl2G/Moky4uAsKc+U5z9zHWLp/1hj2AXAH7ZpOOjEA8USSvJv/UWmCr7AyXcvHINbpfxvck93OuEzy5OLcM9DmyThTycuygpkTHBPFudjZm9VZHF9iZAIevNamWnfWSqCmZ2DRk0G1plYL5OkjmZczvjuGFqDyjVunEZrluFKVRApEG7Kl5v3mQswXMMoDupo5C7Mc7U5S+A0mODmda/TnN5m49hf9l1Mp9Lm0vWq0X2KdUfj93RaYHTHsLnztbb82ub07LDCPubzh9cZ5ddRutxcTGpYj19nW5mfufanbb45mVuvJokVtPx+OwSnfV4/B1HLQkEb5U0q+R3XKeUdw8+asiB0ixg014owUdQhaG6URalrTKpZdOtZdKoZ3HvXnbjimmvxp884GLquQo8Wa+7Hv3z0v3HA7jvjLYcfCHffSqCuYadn4KoarqrgKk6FcFUFV7OTbgSIDeWN9jXPC8N+FcZAFwZmcoI/lwVUWUJ3O9BTi6A6HajuBFB2oBZb6HoAU3RhygkYV8N1fIqKjvdop/DlxEjz2MBJX3lXaksB+LoEyIpMOYLeJDdX4q6a83KddSxLNhrKMgh2RDDyntcMbgvvVKg38n74XWuPe8xi7LbLJO5amRtGHfGsZb8SgAsAL3rRi/Dxj38cn/70p/Gc5zwHU1NTALgE7Le//W3stttueOITn/iwt7P77rvjtNNOwymnnIIdd9wRAPCOd7wDt956Ky677DIAwMEHH4w3velND3tbwBaQ+4hpq+69EMuv+FdMLdkDO+/5Umy/8+HoTd+J++78P9x41Xtw54ov4FF7/Rm23fEQdCd3gEoi+s4OUQ3XYNhfHf8OVsPaHsrO1ii7S2Gradx98/+iqtZh6bLD8OA952N2+k4s2uox0LoL54ZYff/PUA1WQZsJLN56H3QmtgORhXMV9n7S/8N2Ox8+73GINJldk0tMTE2MGEtNTJUMcgvtJcoK3a4OubciTZbi66k0uTQMblOQW+g6AlxYGFWjtIPI2rqawYUdMFsrAGMwy6VDnI0Oq70egpNqwU9q6vdBgz4Pdv1vzVqZV911P177pe/j7jUbcPKxz8Vr/+ggKK3hZma8xIhZYSWApCg559dZOGehlYYqWLLqPLi2uoRRNawuYFQNpdg9kWvu8sC3IoImDSIXBrIwPGhxUL42nh/cKPj/eDDAkrkoE5I8LFCUgQlhJeZU8CWFstTDxgtpyTY7YXrdfQAIqaOyTsBtWgc3ZW61FgCabyMweAnAZayQDLATQDwiTU7AbQSn7cxsdj0nDGdYhzfVkdxPAVXKxTIQChRk8WJixtdilZhKRZY1zfdWkoCW/Aa53pxt0h0+yt+8EdsHCXPbwsT+EjZXU1StSd5eakJGhFy+DIRRaqrO1ZoNpwL4oJhDLU3G15J72yzLJABXWNzgptyQKWtEYA8g+9sq1/bgU9gSyaHlEk3eWAomSsP9wDMAXA9slbC1Am4DjRTVHinAFeY26yhgRI48rqXOwgIyrM/FZZd2E2TJAnCtD4Q5F+XLgoss6fBIS0FXChJDySq5Lyhh1RJGVwsI9MER4U9levoP4NrSvmpzE0/6UxTB4chvC2RX03nbQPC4Y04fb7L9WFpodH+aMueUcU6nj7sT2xjmCN7mPj5xwh7ZJ4q/p/sg25mrNu5CW/ZYephy5rm8H3RLJ4iqSFo0IhYGlwPmUhIozb0tDYVqDDK26OgaRtvg5dGfXoXOFKGse5hduxpPfMHLAADP+sZHsWzxRNju7bffhR//8iZ89rVHQ83MwFY1qKpQTc/CDRng2mENV1vYwTCCRQ90JSdZJw/HAHAF7BqDzuIhdFlCdwqYbgduOEQB+LrfFuhaqLITgrSkNIzSHPjXNRw0CmhYZVBoB2cULBFqJ2qpxG1aBgVjWhPgZrJlB1gQjH9BWc/UalJR1SNB0qDcUcE9+/e1/fTnq3Dks5bhM1++PUx71E4T2G/vh2f6NFfbbbfd8E//9E94z3veg2OPPRbHHnsshsMhTjvtNMzOzuLUU08dy/JvbNt3333xyU9+MnzfYYcdcMYZZ2D58uWYmJjAox/96M2yHWALyH1EtPvu/DZWXPVR7LDLs7HvU9/NgyUAS5bujR12fQ6m167AXTd+Cbf+8hTIw8aUi6GgYW0P5KrGGhXK7jYwZhLVcF1ghbd/1LOxx76vw8TUzlj70BW4+6YvY2bdTXBuACLC9jsfju0f9Uws3mY/6E1gjVmSzOZSRbdE2S19aSAxlGI5cloaqCgVOqVm1rZQXjoUi683pcmdwqLwDI787ajKA1x2Sza2irkyrmJzn2oWuh5C1RWDS1sxM5bkyVBdMaBN5J+zXz8Vdv06SPIQWcsvJc/kzg4rfOyia/Bf51+B/Xdaih/97Z9g72VLYWd6/GIqyzAQVmYIVXrTh6ICyhKwNXTJjrjk6pBPA4DzdXUB49igCgbM6sIEsKtAnMvrB7OaNODA14bm/FsZ4CpWBQWgq5QCCGi+w7RqSunidEv8lxITqma0f/HWy1BXA1T9DZhcvDV0MtgoCh4Up0ZTIlFWigKT2xj3ZwrQMA3MMP9s+RDORVAcXpaIslfTALPBsKgBblNQK+vKBuWKGNCCDaWEuRX2VgBuKlNWLjoosyw+cVFuA7guYRxT5tbr+SgBaZkE14MparyIFiyx9Me4EFYpC4oglS/zmmQeR8ClN/ZBjvvczTFYl0MxyoV5UsmygNqstjXy8zrCRMvnxBkdEkRoNs3AUxnP5vr7NjBwgaqMuXEqUWhEcKvjxZ2U/chky/67uCc35cxNoKs8hExZXJc4JEd479lbiuxtmqMrAFfKkgF8if10eYXKRrlqnuuadJFMk/mUgsDscD0oMQhSAdRGGXIOdrVyITc4q4PcBKPjpPMt1/b8igVRFYwGEwSY+xnaFg6N2VgKNXQzuXOSUpJ6Hsj3XBWRbJcaG/HNOuDnN/VhXf68bQPZbUC3CW7nA7BzrX9k3hZmeK4Wn9MqA0RNh97mMum6m88PDZ8+I99VUzGU17yVMnSFJnSMC8HzMKYwwxA4X3X/SjzjsEPwhH33xgff+WZ843tnhe1sVwLozQBVjf6Zn8HXz7sISyY6eOHjdoPdMA07GMINaww3zMIOhgHg1oMadmjhagtnc6AL8PsyHEth2JHYg13TKeCqGqZbwnRYBWYmOvxerX3aFTlmdBUbPklAzZQ1ClXFYLlmtrp22oN8Qp24Tacu1MoHC5xnYtECRImoEaBgNthadlfWTvlj0x7IusyJGXCwiNL839f2rMN2wH0P9PHZ024P1/0Rhy/DxVesxh89ffPkqra1V7ziFdhtt93wmc98BqeeeiqMMTjwwANx6qmn4qCDDvqVbVfavvvuu9nXuQXkPgLanSv+Bzs9+lk4+Dn/BWM6cJKf4Qe0S7Y7BDvt+TQM+muw+r6rMJxdheFgLZyrofUkjJlCUW6NzsRSlN2lKDtbZ0yvtQM4O0DZiTKHbbZ/MrbZ/skPa7+V1jDeTKrsdjCxeHLEUGpyUQdFadAppSSQwuQks7diLFUYYLI7+vLpFv7FkzC3XVN5Z8PI3HZIHA5rFHYI7SoUVY/zH+shS5P7M+xOm4LaQR80HIIqnytTVXDDYTg+cgS3ej3s+vUQ8xlXO7jaYljV+N9f3opTL7sea/oDvOGgffAPh+yPjnWYvW9VkBmZiQ60MVCFgTaGI69TPWZ1ywKq02Xgu6jPkkkvY9YTi+BMCTIFSBk4U6IsJ30dvDKYVNW6DMXfhcExuoR1BrXU3XU8mHOOXyYOygNfHlVZx6CzOY6UEj3ZOVcANNdITaN66XydrpfAUzXiaJnmQ8l0lp9L1DjPu023GzBGmrcJwqBGqHkr87Yxt02wK6AJGB1gR5llrL06F6hlObIwheziK8AW3lmZpclDpHVvWZrMQaqRkjaBuU3NQxSUY+Zepayhl8VKzdU5a2gggqiUZRoHblODHJEguyTyzutTAeikDstKESobd8fMwyRnuZ/JOsRJObDwPj0hnFt4Zt33dfpPJUEEyU1uOUgeCBruewUE0KkCvZlQ2MZwqoIxfB46ncjiKuXv5QTkag0yZWRwBeD6fxDTqMSlnaXKDYAqZccS92SC5NhqDF2ZS5P9TV2TzsCtgF85rJk+MHT5NRPv6dHAhASQAFZdhFIk/roITGdyz7IhFbxHAF9ThWIHb4ICBdlyvBdT6XvzushPX/y9OU+bZHlk+cZyBMUstPzSzNWFSrYpYFYFoJoC3CAlb9mndL2BJVajUn6lCINmLHuOlkuSx4PQuQBq0x05XVcMhiD7zp9VfIRRe4BCa3DdbglmEgJw4ttl1Mm/qexJS9M5R97UKM5nTO7pwf8IE6ULlRlK41Aai0lTZYqwruqjIDaXmu5xOZdfLr8RR7zy76C1wpFPeQJ+cPkv8fOfX4VD9tgJNBzC0f246ba7sNc2i1GvvB/rBhXssEbVG6K/ro+qV6Hu16j7NWzlMFxbw/YcqHJwNYGq9mvUTGqoUkMXCmZSo1hssGiHKXQWdVBOlignSxQTJSa2nUWxaBLF1CTM1CQKpaEmBjB1xWlZ3QqdosvPROOgNDPQlS49Eij82IBQFj4YVvA5tI6lxjYAXD5faR6uAFxn8+ers4A2GrDwqi4FZR2oNLDWX/N+uphVmgUEV37XW7ercdD+W+OqX64DwK7Ku+w8+Svf7uGHH47DDz98s63v4osv3uRlDz300Ie9/S0g9xHQXvzXP8egkkFnfNC52jvXeXOC7tQEFm29I5ywiY7gyPlooGUTAOf4cx1fqcZ0YUx3s+5zd9EktDEoyhJFt0RRFphcPBnAreTbTkyKNFkFx+TJCe+cnLC2nTLKkuUFNFHUmWNy4Q2lxMJfmNvSDTy4TZjbup8zt8MBMBzkrG2vBzdgkJvmy8SOK7Hdu07FPSf+FVxvFq6u8fOVD+K82+/DmbetxMrpHl6y1y5480F7Y/clU8BsH0Mgy6Oxw5pzaDoFVGFgqgLkiHNo6oLlRXUJrQ0zu0XJzJ/SUKYCFSWcKaGIz6czJTRZWF2yMykAqwic4VUACjA+p7AAUAMwih1SGYj4gQX8wE4paP9bKotrtiBfBjxzEQGJo3wAIvmiSkfnRlFsCsBNc3BDtLjFWCptaUkZkTUXBnjWE7q48LpeGGi1AVwxmWrKW8eBW/ksubaaXJAjR/CUgtwqAChNLEUWc6mYa0sRcHm2lteRUGoCxtISN9yZEmEAtIMSIVpgDYvIGAaqpGFMBBH6IpvenGdcS5mq5kA8AASVTzMaOOzxi3Dx8pnMubcJOsY548r0ImHd+XzGnGgBuFILN/7zgDbNYZ6vJRKDcCjksly5EadT3cLgNgGuMOwpgxvkyhHgxprbKhpOJbVvU4Ar7sLC4tqGNFkYUkuRvXWh7IsK+ZmFBp53UIGzrqpRBzw/eh2kkkIL5RlZDpLxfYkA3OR5osWUhpgdsp6wlPJUQAPwKX6+JOmVI+Bz3LXTBlTbwG2oNZxcrCPrREPRoPgYUla6sQA0eQWMivuiE3fqEdky4vqaILq5D0YDf/j4Sfzk+h7sAi/lttZkROf7rW1aKEe3QCASsi8WwPKGdwrmBrqSAhOWa0h9+Dbk0jRRLUTBQZmD52xaWWqL0lRBmlygRsf1UTgGuXvuuA3+6KlPwp0rV+JTb3sDti6BfbffGnu/4d14zn98Due86c/x1Efvim3e8gHc9uGvYYduB/0106h6VfjXW91D3bcYrq5RbajHAtq2ZnsO6OUnnSyhu1WFzuIIdHVhMjZc92aZHTUG2gfkjB1yfV1dxHGUttDEufFGMaMbTCANoOsYnA4y5oTJlbJOLqmX28wt5tQo5c8rT3C1C4y1GFTJ33oj+ud3tZ134QM44lnLcNUv1+GAx2+FJYt/O+Haq1/9amyqzPmGG2542Nv/7ey137E2tdUi6EGMiAFR9pF+J+dQVzaAWwG61toM+FoPcuUveSD8cJrSmpnIgvNrO5NdFGUZ8m0LbygVzKQ8ezsxaQK4Lb2x1OREjKwW3qq/U0RwW2gHrQkdYwO4FeaGSwF5gEsMakWarG3l3ZJrmCG7GSpbMYPbnwUqZnHdcABYCzvbywHukP+GPjfcZ8PpHpbffR/+5ZJf4rIH12C7bgfP2HEpPvyUJ2DvrRYDNdBbM+v7SSUgV6Oc7EAXGnbAJhG2MCgdyMf7kQABAABJREFUwdQW1ClYXlTWLGeua6DDDrpKeW2vszCFhXOcp6uchTIllLZwuvSDScdyZgAKhvNs4AGuMCRKexmoDki1TkGviuN78Fw8IFXwDyjKgC6Mj9a7RrkerTDorQeAKFVuROAD2NWegdWShxkBbrOEQMreGh0Hs5m0NUxrkbAmAClKliNLGxjdZBoXX+Fc25S5Na4On4W5DUytTJNay5mhVApghQrxg4F0Wn7gMcJgCr980qFFEdnDqCnLAFL+TwXJKwCB+e33vLDZpGD995SpakrIuUpVfj2YDIDkYFamI5k+mlqcnzeT5kNnAJcC4xy2JwGF+ZrWnm7w0gVTeOM5AbomA8mqkbvLfZ6YS5liBOBGmXIOXsmXBUpdlaHEVEoHYBvUG95YSthbuXrbAK7z56l2OjivNwFuCj7S2tn8vXkuEOQe2oMfCZhpyp8j8HJlmzKesj7FA2MFzsszfttybSkva9f+c5PNHdea13G6XAoo099HwW27lFmu/bnKBaXbC88UBWhh01vus7ZAU3O7CwWTm9JC3yTpBwsBuhvbhNUNn1Nxir/txqVhjkiTE4AbnjVJ0C1Nj5GgaVQSYRTg+pSnQrGU17ia69/aIYwdoqj7eOtxR+Mlb/5XfObbZ+Epe+2Kxz/ryfjhP70KB7zzYzjr6hWgQY3nAVj+wFq85wl7YuahGQa4sxWGMxWmb+1tFLCdr03f3MNwaY3uDhU6i0p0FndgOkUGcov+ACTlhUwBpSPILSRoZrRXxhnU4nOSlPXTVnEMz3HQwBqWHGs1+vyXJgA3DVBoOP+cRQC6ImEGEGTMQfXw+1xDyLdjX7QrZmZrfOjTN+OIZy3DD3/yAI55wS6/6d3a6Hb00UdvMsjdHG0LyH0EtO12WIxBFVnc4GDnQYQk9TOAjbIQcbarK5uBYmctF+yunWd6uZRI7QFcDpJHw8IBpCkvuS0LGGOgC81/jUZ3soOiMB7kshR5aqpEUWh0JN+2UK25tpNdF4ykhLntGBsYN628NFkP/bSGoRTVGXNbVD2WJKfMrdSlq4ZAVYH6PZYUJdJk2xtwzox3ObTDCtVMn/NmLAFlFzsBWHnbg/jLH16MRdrgvx69F57cXQzqE3BbH/ejH/utVNCFgjLs6FhMFOgs7qDoFii6JjC63SX9JJ+mhJnooBgOoTsd6G6HywEMB5zPW3aAooQuSrjOZGB2qejAaWZ4nS5gdQmrC1jFbG6NIkgEvbgYtbfxrx0D3cJw2R0GH4ydZBAsuV9eTRQHxtoHXISMTN50grMGvdWYmNoKE90igGRhbrsdhJqEAm4LE5lbMZ8S5hWIwFckyTGni01DAB64yH0jgEgjB0khhzOAXJsNSHk+y6ytZ2QLX24qY2hFApvUstWuGpXEhr9ifEQBzIYyValEGYhgSmsAHtwqRBCV3agq1EskkbYbA1d0GUxpw1L3osMgyV8nTsBTQ+46bpAND0QcwCDSg5FmM2qUkZXLw2gOGMk5advOXPnRusHcZuxtwrQbimZfHJiIBlTSZ6TYHZmUgtIF58Jr74IsEZiiyBhglVuIZyAWIk9Oga2OTHsAucaEHFzy2yOoEHwQcMvnyMTz5PPwU+dkOWfWs7nBYMoZD3qjuVRldbh/AQTndUACE9xqF3Ny29IjQz4uKDEfi6kOI2BX5hfw0TCTEwbTIubopkEPYXQX4rbcXKesY64WtuW58LnmC4BYtbPcsj3tgwfBddrfL+PA8Tjmdq4mAYr4vclitjPdsV9GQSv7MORANy0bJOeNSOblLxI4kd/iNsMBZsum2RjWEcREPpjyuvGmUylbK0A2vZ6K8F7w4FbnMuVOESXKXWPR0TVKU6GjKkyq2aAIK+wAncEGdiau+lDDPg7faxmOf84h+OUd9+CMi67Elb9Yjo8d80wcvNN2+NCFV+OzV92C9Z8EPnrw/njUA7O4/6aHMFy9EfryTWjD1VXYhpnUqPavMLntJCa2nsXktotYadfvwwz60NUAanIRis5Eoirifu7qqPKT98FExwfEuUe5fwsxseSxprLeDMsp2Ma13aybay1BOXFrBpx/l4UySf7cyjnWY+6x37f2wEMDPOcPd8BznrEDliwuf9O7s0ntpJNO+o1ufwvIfQS0RYtKmGF8IISBhqUE8BKbrDrn8x4i+LVW/rpW4Ous8yxwZ4QFbhbwBvjBE9z8lIYpDUzB4Nb4f52JknNsS+MBreZc20aNWykDJLmXheGcmJSxLbRDmTC2gbWVWrepoZTtB8fkwNwOe1xrNGNue7HourVw/X7Mu/XMbd3rR7fDqoYdVhhsYJBrKwfy7sr/c9NdmK4tPrJ0LyxdpTHb64/0WdZ/pYKZNCiXMFg2ZYVigoFu0eVbrqwtyDLDTtay9NEbW+lOhyOw8va3nt3VxoMsxwNA42CSHD4ATNQqljsTKc/kiskLeBiliGvWgfyANDK6RvPgQ4u0SAGkY+Td+AGb5GS2DWxW3387lu64R+6gLOYfHuBKiSCpSxiclZGztUoxW8sAmHcizdsUJtcoG0brhS9XkwKnWA8wB0kpUFJECTiikOOt4AEtyJtIxTzbIDn2ebVpzqdyiXpCOjABxmF6E+CmnWmS89sCcqkoAF0wwC3KCJ687DX89cxgKFODyOLOBW7TsYsGWPY+ZlDdJjOWc6UVry8FsW3bTNnaFIToBusuAQmRe6eBiGg2RaOjeelbTx8RfG6zJu5ramEQ2qgnAa5AViYoZW3j5wh8A8AV+XJLIzTYXqVHmEUAAeCGQIVM9/m2LgF80tI8yyA7DeA3TmtrouwINa9BQtiOdBdzovLM4ecPs7M50N3Y1goU5wB56TU01zpkOXGrnnMf2u6BKCEIsmXtHaMF6KrGvgY1xTwDeoXRTp6zhFKjfNF8LQXXzWNr1sdtO/Zm04qCu7KAZ6XUyHlPAa4E9PPjGGVxeR9ygJuaI6XzSJqMyJQlUGoU+fJANUpVo1QVSjdAaQcoas/gDmcZGFZ9qH4PnXqADx/3fLjZHr5xybV4zZfPwlN32AbfetEf4uZ7V+OWDfz8f/TQYNWK2Tn751fRbM9h9iEel4iarLv1DKBjqTOtDdSwD60NCv+OKGzh1XIWVlsUThhdfkdbp2AN4AquZ2+tYgWYHx+2MXRttXMBhJgtz2ShdXInWiZX5JXptjC5AICzf3Q/3nj8Y7B2XfVbC3J/020LyH0EtKkpIyVZcxaX4IGsRM8YgDA4jQ+Tunb+c2R+68rNCXxjjbMxTK4HulzblFlcNgbQKEqN7kQBo3UwkyoKjalJ/pzm2050Yo1brfhlw4XWvaGUf+F0TM2sbVLzssQw1Ls0jmVERd2PANcbS+lhP9a6FXOpQZ9r2dYVG0sNh3CDYSZNrnuDBODWqAc1BhsG7Hw4qGGrGXzvqYfgv2+5BS9R22LrdWyBP1+jilBXNer1nN9rJjWKiRrFRAHT4Zehq1lKXkx0QM5BlyXgCNqXilEFSyS5XmqHwVNRBiAkubFaV2EkQB7YCngT0xoFnbC6Am59bg1EehgHIlooGcd0jJPxvwyGHbMzAnalCaB58J4bseMuj4tmUjrKxUSerjUy+XFTiiyAV8v3BOQ22b4rbloLBcCX2BuZrylNzoyKEqCkaJQJ1K6KDK6AW2FtvTwZQZ6cdJDcxEAudQ1s7zxSWtUcsel83QDEzAjaBIZfGFyRsgdzI6UCKxiYwwWMg1vr5AoATudrgFfZeyI+Pyxrp3BuEH6Pg2vlYbcw7On0GJiwWUBCth1Arouy8hF2TmlAcXkkvv75buBpjoNIzjIrK+dGaK0myJXfRIIccnAb4FbOk4BWAbg+H5fCMlGqPOf58P2Q5eNKjWyKdbGDq3LCskV5sorAAgqVA8643EHsCOa8LBU/DzLwSszEAlwzGQCMZwUF6I6ccwVAwBVx8ESH6bGlsuX0mpiLTU37qu3vaJ+6DOAG8Nn4O9d2sv1pAF05R+nBpYzzQppzhItumIWdp45xWH8L0E37LWVX29rGSpTT6wzwQFeONwRHOIZkbQS2KcANcmOfi5veCsLwjUiXE4AbFT4qAFz5XQKqohQzilAoyxJlVAHgFvWA/TwGs9DDPjDsA/0eaNBnt+TZHl6016Pwor33wId/ei2O+ONDsX0FLB44XPSUwzBz29qFd9pmbrO3M8jVXkk2nO6HurriIaCGfU53MiWMLlHoAgUqWGV8PWCLmnQgJWrLOc2FY1Mo+VfXKga7PDvbbKkplZhUESiwtiNlgqwLoLmuHkbi+e9Q++tX7QXnCF/7zt143XF7/qZ3Z7O29evX4/vf/z6uv/56rFu3DqeeeiquuOIKKKVw8MEHb7btbAG5j4C2/bYalU1AhEh3/IODkheC8xKf9OVgHbyMOYLiunY8TwKIay9bbgLiZtPC5Cr4ouAa2uQPuU5He/fCWNt2ciKytSINmigtg9uEjSu0Cy8acUru6CGztort743jFw8DjbwUkNS6Rc0gF/3ZYCiF2suRB31QzSDXVTXq6Rm4YR1t/Ksag/Wz3sq/Rj1gW//MIGLG4dY9d0StFV6sttmkc9tbOQCQsrsGdd+inCpRdE1wRuSSAB0UEyXM5ARKa6G7HS7u3ulAd1iCyq7MFmRLBsBKMdAq/ECOHEuW/TicoFAoi1oVIJ+TS5oH7bVSibyQ2VzjHV94fMRAtzCNAY9hWdm4QdADK2/E0571cnTKONCQuoTdkrxEObK2wuinJX9SoyGRLo8Dr92OQX+Q5kzSyMB2VJrsUFCVgSK57rSvb6vIcRDF59tCSgC52gcfKILVRJbM52GeEWJbDq5KwJMHUuzGW0TglM2v4Mpuxt4SFMvZEyZXpOxB+qqKrPyMgNawzyqCFAoUlPRrkp+LOJhOZcgpGAGAyVJjUHE/FwmADYxlMiCPrPsoyx7kyy5hbREDFArkz2eUijeBjYBb8iXSuBau8lLlCiATp6Vd3QxgJKxtNJBSOZsLBOBKPm83LIMIeiPb3s7YZvsPlQHcFNyGHF0PZAXEimy5DeDK56kOMBiOg4F5PwQwEa4Bka+KcoPLHc3H2LJUOl5fThHn53rgyz+NXlNNA6fmXss9DvhcQGA04NHs1xbAKQxnm4w43WYKhsfJjdN88YVIktvaRAnMOP98ToD1yGMkANicgZW/zeXm2p9Yeiiuc4yaeCQuJEBXC8D1QFNa7c+7jGHmkymHACyQBVBTxVCYT+fqsUJTUI1xtQYGuB0MMFHPYKK3hsFt1Yce9KDWrwEGfbjeLKg/gO310H9wNarpHqqZPo5/9KPwkhV34P+uvA1PraYweLDG4n33Qj29emxf/jra7O19DFfXGO5eoZgoebwzqNDZeoiyqlBOTEJbm9Rqd+gWk4BBqDnvAEyUBWKSCp+0svQGdlaHtDljdPbXNtl4/93aBAXbHACnTQCwmec5+PvUtFa/cwD33HPPxTve8Q7MzMwEggUAfvzjH+Mzn/kMXv3qV+PEE0/cLNvaAnIfAW1qwqG2CBIfeVkwkFBZxNM6FYgF+e4csbGIAGFLsE4HMMvsL2I+bwP8Nlv6UlGaDaO08WYDmg0Iuh0GuFL7tDDAVDfWtZW6c92iHnG2bcqS2dGwCpJkZm5rFHYA47imqBhK6arPdvj1gI2aqkGQJpO1oKoCrA2uyWS56HrdGzB72x8G5nY4M0xAbo3hTI3eg0PU69nav1iyCG/+xQX4f1ttha1mzUg/bUwTdhcA6q3r8DBXHsxUs4PcGbHkWzMwYlrz8fIJ4uVszS8rzcwjaQsik4O5BCDIQEvkb1kunWdzm1SKCgDH70eI1Oezyq6vuv8OrH7gTuy5z1M411bF/FujI8CNwDXm4PI1gSR/FgHcRvCTXEvgwcveuy/D8lvuDQGbNvlsLAUUczgN1QHcCmgyNoJa5fh7Bm6JWBZP1J5TO641R/xzyWiBdtlrIl3OAZYKTC1pLjdF8CwuvHOvHL0yY1nctoF7k8llrisei2vkPo/k02qF/R69Da695SHA5ddlGGwnfSMMe3qughw5MLSUnbcwnWgE4Kb5uAxYENlXzUZeCuBUAW2giMszQeYDAHKxvJb2JlTpuUnypbPzgghyZVoARAmDuzFtY9g/oD23FsgBrtHAkQdpfONSQmou32wCXtJLuQ3IErGhlJbnSZoTOo+MthlYgeJh9qY8fSNAzgFuM0dVpvH17fymdQZw07+t+y1X9hznR+T+8AGGhUh/pZUGeMpjp3DRDbNzniM+rrbHjcp+l32W1nadzAVw08dX81HG45B8WWFT03m1xohT9DiJctpi/mYEvrL+TGSRTleIQdTkGRRUYnYYAe6wD/Rn4Xo9uNkeXL+PeraH4fpZVDN9DDb0sQcKPG7RFD55593YW+2OxVstwTOvORNnLz0Y9YaZuQ/gV9zq9TyOGew88D4gA+hOAV2WKAbe66MooU0BYwoUdgirClhd+DQx65V2CrU2kdH1AYWUzU0ly6n6L2VpJT1OWivwleYn1Vvkyr+z7dprr8Vb3vIWbL311njd616HG2+8Ed///vcBAIcccgjOPPNMfOELX8CBBx6II4444mFvbwvIfQS0qY5DFVhbfmC0RduJgNo2HDL9tHSsTaRQ2zbgi8jiUmR9m43NQ1WU+QiDK457WqFTSmH19lxbqW07YeoMqEjOnbA1RlloOJQ0ZBYtYdOKuh/ALQToDgdQ1YDdT31JIBr0GdzWNbO31sL5+rfC3tazg5B3K6C26lVBmjycqTCcrjG4fzjSH5NQMA8nkSxp9foadlhClw7aWNT+hV31cpMK0x0ykNWa82v1EKpb8dva1uHtLWBMqRrKGSglDr8OKs1jFFMUxSBlPtXbXDK2tiZS4esvPwtaGxzw1OcG9tZokSIjANzcITlKyNK/GcBFlLGm+Zky+C1VFRRTApDy/U7AvndLDrVthQH0qgEp/ZPVtbU25NMqWyU3m//bIvvPRlxI9HTjqJe2nE4ggrLkewRPKhhMCZAKJWig4Tx7KE69gf1rY6YEWMSJDOITwEEU65oCEXyk7HrOyvoBKVgmnJ47JuxGWTlhcDVcALjGVRDWFkCWf8vLjbK30fwrOSjFWYZQGl5MC4/S+TCJEBBtALnNi75RvknHc0W6QGBuBdzKb1AR1I4Bt3LdBsCuxsO7NoaxLeezjcVtAzXzxWlaYmALAiUsb455uWZevnjulrKizem5WqP9OdD2eeQ7edVLC9BttqaMf6FAF5if1ZXtRnCpsr9jlxvziEm3mboRN49lY6TKzfmlTm5zegiqJqwrS5hV2Jlx+x3ArI7jEv4Xv6egV5Zpfue/iVpEnvkCcAe9CHBnZmBne6hneqh7Aww3zGKwYYDBhj6m1/RwSGcxvjzzAH6hZ3Eolmxch/2K2+D+IYYzg+ADossCpixAgz5UWXCpwqKALkp2kNYlrGbZcq0MCu1QaY1CE2rNJYSEHTeGwayMC51VcFqxU/KYIh5plRAAcL7UZfqbNKUVG39uab+T7eMf/zimpqbwzW9+EzvttBM++tGPht8OO+wwfO1rX8OLXvQifPnLX94Ccn9X2tLJWWZtEV9gAdwiytF4kKK8bDlK0GqbzB/Y3dwpN/7NHQ6bg5022U9k5ISVk7xab8dvCEazY2FkaPlvqetQ7kMkiJIHKbmPhmp06p439UnybatBNJRylnNuezOx1u1wyHJkXwqIfBklkGOZjmdt6/4wuCbbysIOLdeuW9PDYMMQgwerOZ0QeyBU5FBuJOsyrk3f3EN3mUVnmwKdRRzlNKWOZmDOQRcGrrYwVQUzwcAdRcE5u9YCXb5aVFlBKQ+ELb/ltQcAWpmQm6uVi3VyRWKqyDMuMviQnNxYU9clQCVtecoohevmxmt+hMfufwi2226rUMtWcrGNyJSFxfWRdY4c58Zjparz3FlYFFQlgNTnJvsRzKTbEFQJbWxLCo4yUJs6JXvmVtl4vamqHwAu31x14yZKWL+0n7SOjJ8UBhwjwcryOcVIzAgTqEJnz8UOki48oNXeZCqWobGq8K69BVJjnVSuPE6O6SEhA97GfE1mK82rlTI/aRDCgbgkU8LSAglI8N+lRJPUI9bOonDDERAr5zPuUGOw1IjgsRwYzOcahPNHfr0iYc6WbZGgjwQbeOdHgW0iS47zq3gOm/1NzvPkFI6Qj1f5gJW/j0XeHVgyf1bkmY4UZIwHQ/EdoLLv/nBGWjqNbzVfRsRLmCOYmI+t5WXnnY+jICEYIhJdKQnW1poAdwTIJtfIXKwsRzyi5VJ6z7TJk2WbfL4lB7exb1lObM7iNlnVdCzgkvmsHwvM19oZ9vx7Cm4FZ24MuyxjjrQ5UtFjr8H2pqCaYoxuZH/TwEkb6NVKqqbFwLt4Psj6ed0U1ENaauRqh46u0VEVOhigW8+iHM7AzK4HZjYAvRm4mRlUq1aj2jCLaqbnwW0fG+7bgP7aPi5YuQofefAe3I8K+2ECe6guHolt7S3TsEPHJpqO/5VbrYdxDsbxFaYBlN3FAPi5RkaBtEJHd+GMH3s6DVsQCqNgC6CqCWWhQI5NSKmIPi9aq4BzxeTU1Q5WSlw2Sl+2ecIAQLFFrvw726666iocccQR2GmnnVp/33777fG85z0P55xzzmbZ3haQ+whoE8UwyHZSlkUMRVwyvXa+fIQHuc5x7bIIhCOg5e8iWVYj8mfe3uj+5BKgUTZOKwa5KWNrFKHUEeQyI+fYOCoAXGZthUHjQayLciFbs6mPBxl62Gew4YFuKAnkwS35ckDC2oaSSI58zVsGuHbABdldbYNzMptMzQ9wB+s3AAAeQo2d0dls57zJGBddA6UV6gFHSe2w8rV2DVzFn1HXLFs2hvvCG+UociDP3kKCB6Q90OWeb7K5MthrSpbl/IdIO1qILMSBbHOZ7sQEiFwwlpJauFGeHPOzlRJW14a/hWf2C1XDoI7Rdl/OZ4TB0xrOWhR2GF6Y6UCWlMrZPmCsU7Iwt9qy5D04dQvIdc7/lZsndUMmoRr4u3NRXuxcBLotebWteZ0poPXzZcZEUvPWgygpQRMG2cow6EU0nAIgEHRBDFK2m8JmtRj7yOemlFzk59bF/NrUOKqZt6ycy8CtIvLqDi8bJxoBrnO1JoMbjy3MABBfH0QqexgSjL+ftJ81SpZHzon/LNth5twsCNzyRIoMqUj/iE1YUiVGALXChI9pqRpIVt/MxU0BLcAD19AtjUujTZ6sW6bxZw9452Frx4LUBoAVoBtN9CLQzZYT9r6FwW0DtuOuI1LaBxwQzonImLmN3j8ZeG0LsLUwz21qCmC8vNyB1VmtucP5pTuWWQ9y85Z9nO95kM1L7fOnDG6TeZblJNCe+o1I01qhrdrDuJbKlGVskpWdC+OV5KwFtRAHzqQWLgZ9n4Pbg+v1UG2YxdCD3P66HgYbBnjowWm855bbcVF/PZ6kpvDP+lHYMwG41frpBe/7r6MNV1cYbDNEOVViODNEMdGBHQyhu0O44QB6OIQqh9B2CO26MK6G0TWXbFRMXJhEjSX1iY03tpIKHCJRdi1uy2Jw6gTkJtU9XG0hqSHNtLm6eHjpYVvaI7f1ej0sXrx4znm63S5mZzePS/kWkPsIaBNqACvKOImqIxqMBIEfKVhtGLxqbzRiPPANEXyO/ErubnDbdJSB3mbODJAOYCh8V4pzbNPcSalrKwZSwsAZbYMUOQxyIWycB7hUo3DDYPgj0mRTsWtyxqJJ3m1dMbioq0yaLDVv3WDIMmXJ/XDM5ArAtcM6/qtcKNI+H8CtN8zgi0ufiA12A+7XW2NntflALsAvIe3zneuB9fWJNepBjY4vL2SrGqowLMGuKmhjPLPIzE9w+U1yc7XzLG7C5hpx+VSawYPkSfuoubC5WilYyt0xjaZs8NWUf8lnowk77LQHrrn0HGgVpckpo1vo3FBKrh8BuFwP2bKztjgdC5tnB7FeLRAu3rXXX4wCYwCE7F9g5ijmb7oaSgCz70NdDaBszfm2dc1BFWHPybUzuAAzgxYR7EL7/RNaA15Pl3SYuO62GBdlhkUyfzAzajCJCaMosmQnZkYJCN7YfE5pUkZkLmDVCnC9hPjW2+7ip1kCbttyZuV7UCIkbLu2tb/ekxzbkYDB/NF/DgYYPh/E5YO8PQ6a4/YM+KaD9Saw9dvO2FsxCxs3/wJQiUiWVYMtHDkmGj23CwUtjhScBb5xac6gNXdJN0ClOCzH3+feTgAYXr0x8rsab7mVMqeyrvRvto0E4DYNy4D4HBh7Laf3tQfX49hNeSePa6KCkOBQlP63M7jNY0l/sw748fWDsdubTzLeNl8bszsOZM/VZDyRqsNa+8uDW6kSYe2mbS+VKQcJbRKIFzWS1giGU2mNZg6+1wzq7BCqHgLVEFQN4fp92NkeBuumQ/5tf10Pdz6wAW9evgIP2Ar/pHfGH6rFGaCrN8zgnO2evPEH8ytsVBEGD1boLBqinCzZj2TA/1RnyH4mVQfK1jD1AMZ0YHQJbTo8lnMGRjtordncS9LV/DghV/21BT08mHUuYW7Js8o5k9uULLt58s63tN/etvvuu+OKK64Y+zsR4bLLLsNuu+22Wba3BeQ+AtoSuyaY5qTyNpfJDj1YRcGiX/LcKPnPlJQ+IIXas8DBdZMQWeAxL6ERds4PSFJnZAEmHSMRvwhkcwfbaPADIIAV42qUdc8PXD1j6yqYYY+BrWWgC2vZvr+ugIpBLlU1ux1a/ixGU9aDXGctM7i1RTXTgx1y3q0d1uivH2S5t8PVscTPuKaMwQHPfha2O+c0XOqmcRCmNsv5lkYVobdygGoDg7Z6ive9nCxRL2KmV2kN618gZsom7q7+JLkaqJV/6bNs2bhGXrEGahSA8oN8DdSOpeY1dFTSOoA0X0UEDozIACYdgGqVD1SVAnozG3D5JWfh8gu/gx122g2lcd58jJlbo5nVM8qGAa0w/h1defMxZm8LNxyph6ychan7SSF7ATsKepsdYdc95I8vZztbk84FZHkWN+TbOsvMrbMsS7aWI/zOy8XlpZxoOpVmkKmEtdWKGXZT5APm8LvPlzUxhxZFOQJcyRQ5+5gAKP4eJcxyzFIP1+oCVpeBvXVK3HgjC9U2uB73TOCyVJRNa4IEndS2DRJzn5YwNdnFYLYfcqEZzNII4AjBB2FyXZSSa1f5eSj0hywXjoVce6BDxcCBMORSczqs3wdO0udvkEaTy49W+j7pwxhsyLeTnq/seFOwIdtUUUo+cgiUHys/x/m5L8/4muR9kPs2zNW0P7/LtgHuX+sJzJZgJ7LpCMchwa2wnwmLK2qNUOYFFKZxICT5DGTXT3bsKl5TzbzbME/yzgnMLSFcb9yHcwNc8uEEPleW7x+KQaVYWTu6W6fbl3WkiodYSilKzDVY0tlWa9fIpQzFYwLFvxgibLtYY9U0ZXu/qYErgIPWYXnKa+XCM+gjfZRMGzHD9Ndcm/N+bX2WkWVzM44TtrHe+XbyOJIK155IlgXgFoYw0aGQGsPjlihXlndQoVldVlCFsu5hetX9uOm667DfJLDE1qjXbcBg9TpsuGcN+ut66K8b4Jp71uBdd98ODeD9ZrdWebIyBts9+1CsOv9iflc8QtpwdYXpshfMuia2nYG3pObyQkrD9GcApVDqAuRVPx09BWf42WKNhvNVFmqtUHjJMufkajhDsJYCq+scwdVRpmyrGtVgyOOzBOS6OeTKtthSQuh3tb3gBS/ARz7yEXz4wx/GCSeckP1W1zU++MEPYvny5fi7v/u7zbK9LSD3EdDKuh9kGyH3J8mpC5+h/OCVs90sDAqlUFMRJWr+JWuSARD5QZC81IT1bbbm4ERe3GkJlwBydZXl2gpb22bwIwMN7RjkSjkg7Z2TRRYaat161hbDIYONumZ5cgpurWX21jO3AnDt0JcM6lcB4NaDGtUss7fDdTWGqyvY3vwPUTM1gUO//3m8YOsf4lvr78bLaDtsPYcRzKa21IyqHtQhH5fl1RV0oeOxEue1KGsBbf3fggfsUubG1wgNbJln1hwl9XIloIGYfwvNvxnNANdon3OVDEZCNDzNyQXh/ScejV9ecQF222s//PVbTuX8W58DlZaNKlRkWaQustQqLKhipt8OORBiKwa4ZDnaXPUDoxrK9pgCk48/FLMXfYMDAAIgmy1xygUQXZGDc7Jna+X6C9LkBOBWFfd/bQHNAJeUSgCsgnKa2VxbIzxe090R+kEl//z+UBNNoMHaJgCsrUQNJSZTTfZLPjfB7Xzf5Vw169mOSJX9eQ3PAsX3ulYKOz1qV9x9y3IoVwcFR6xxm+fUBqaeKJeSL1DGqFqAbgo8pQ9VAB3+uUlJDnVYTnMQSZnseCMo1SPbkHMhAYbsXIa8zpEODr83JehSP1eCnKH3/WcBuJZ8CkvigDtvX3mi2hjgWfsrfONSQu3H5001D09LAhJNwNu4bDKAO4cCQBjeuByFv7JcKjVNAW5kdGPurU6CWk21QBujK01kygTVeg0BuboqXV+rW3MzANOyrhFmOjO+YrbMefBpDHDgnl1ceF0PVeIauDE5tOkyzc/zG1nlz5HUDFMALl9/SPxAovClqiNz62xSE3cMezyqJEg+J/m82qfDaJ9GxeWCXKy73ihdGHwffGDry985G+/88OcBAAfvvgxve8ZBOGybJRhs6GNmbR9fvOlufGHtfXg0uvgXswuWqvYhs5mawCHf/9wjwl252Qb3D9HZpkA5JSWFhii8Co5qnx4mPiiO38Ex5Sx6aEjeM/f7qDS5rUWfEfLgNyruxgHcLe13ux1//PE4//zz8YlPfAKnn346yrIEALzhDW/ADTfcgAceeAD77LMPjj/++M2yvS0g9xHQTM1sEZAzUVISRAY/zktQ2USmhFYWjgy/6BI5IoFlqZY0DAl7q6GdDoYYrYNZGVQkQATwIBcJ0PXApFnLUpMLeXUywDC+5mgmPayHCcD1TJ1IkwXgWs+meZAhrK185rcnmym4mgGvq20rwK0HFoMNQwzXMsClauM0UkforfG/uBPfdKvxGrPDJpzh+Vu1wUIZBVNq1EUdwC4DXgdl+JiptkBVMXNojAdiNWANlDYcLPEjj3AeqMGAeEaBP/u8Pz+oMopggQB0tWd+UymjDFx58MDXyZ23/BJH/+Wb8fq3/hck91ZytpuSdmYsIvtfqiEKV6FwQxQ+R4rl61VyfbSYQDkHFPyA1P1Znq4UyE9rk/fyhBToRufkAHIFQDsK/8I1KCM1C5BWUMbwnaQ14DRIOygLPjcN0CQtsLIjyEBnIDYznWoAqxQQR+fk6KAsywAILG42rQlu55FQNnNxR8CJBFN8oEskx+Kka7xDugkS8THAIwG3KZM6rjWZ7bQvwzyZQVfMTY7GYCyRUqSy9ShyPoDUYHL9+p1OohdJcCFlZZvlkZpuv2lQM+xrmm/dALXMCnLyRwZwSWeBy/lAiwDcZtMZAEK4x8P+qxxwSA5uWD4BbOlzQubLWNz03KegtqVUWOrKHf9FcKuS513W30237XH9kaguAvj018dc90Mz+NH2vRloihqUFnDfmD/+FqeJwD79fVMYXTlXbQHvtiaGWMHA0gfMcyaXpdXWIlRzsBao6zzlRd4nCwnINGN/6XUp/4xmgNsx0SNEPAHk+mHwa4PPg3IWx7/4Ofi3T/wPBlWNNTM9vPy0szFVGCzRBv3aYr2zOEZti1fo7Tab8eRvog3X1qiWVKj7FYo+A109HEJV/t1a10HRop2FNg1vFaV9MEHFIIPmMUMoh5g8CJw39CNycOSCNJmIx2tb2u9vW7NmDb70pS/hQx/6EL71rW/hwQcfBMA1cicmJvBnf/ZnOPHEEzE5OblZtrcF5D4CWjnYANh6JP+u6ZwKpWBNJxjJSN6d9dFFSgbEzg94RdpMUKh0kQ2Y0pZGk/3wLPueDmzZGKgKDskpa8sDCwqutdozt8KWabJc69ZWUNbG/Md+rwFwLWg45AFmlbC4/rOrI5trB5XPvx2i7lfeVKqPemBR92vU/Rqzd/YXxN62tXuIy9NsNyaKuzmaGFFpr1er+0musH+R2P6A50Hi1Vt2oAIrqKC0CcA2zc1Nz6uDz61WFNekhQiVUir+MvRXilyaAmpNMmjVCviDZ70QPz3vG3jdCf+MyUWLoBSho+swsJB6yKWqQn62Al8n3Wo2GICYegBthzD9mShdF8Ox3uyodLjkPGla/SBfw8ZAFaXYbwLK1xSWt3IzKc3FgEmgJcLvzl9jFWjgzc78dQet+aVelj5BUXO1F6e9c68DVJm7oxjDLLPkawbmT0Bvwsom8uQRabK/JgK49ekMovIQoAR4htGnNqSAKRwiRj+n0yJbFvslTUuQ35qO6ZKaYPzgvbSceqClbFOS1zwCeOV3/znuzGjeqxxjOIZG/mtgVRPQyUoGx/2GZPUuH3xloKmRQ5uul/ssN5dqA99tIKuNMZRzGJ7zSqOmEpYMLBlUVMA6g9oVPgajcwMfxa7okX2XPfQAixg05bJkBaOpNZiVdGeUGDeArTwL0uUiKMlNyeLvlKmEAhhJ016C4iQFuVGW3JS9t0rgR0MU45sEPoivD14HAQpR0j6GwTLKxj2kyAynTfnzAO+RMBJswnhnZv7rAV5ywoMUGvMHN9Jm/XWzELfmsC2Sv7GCg00enY5Yliw5t7UHuHXdogzQKruOFkAMJssmfeElyx3j0DF2xK1fKcoMDSfdNDp1H0Xdx0Shcd2n3o1n/P37sHVZ4gtHPB3X37MK9925DpeuW491sDif1uNiO40nqimcYJYtuK8eSW1w/xBmUqO/rgfTKfhftwPd6QCDPnRRgqoOjC5QmA4K1CiVQa0LlnkbSkpGsmSZ6+Ty+vMyVD544hzSihHOj9u2tN/vdtxxx+GJT3wiTj75ZLz97W/HbbfdhnXr1mHRokXYc8890elsXu+bLSD3EdCk7qaYrwc2lxygDZQ3GSLNdVDFKh9OBhxeXkWR8VHecEjAbjqAbTOhSSPJzYFtE+hq2MDUpJIwKf2R5tYJwA2yU5EnpwB3hMH1IMbnRVLjXwpwRdbL050vEVRnAHc4XW8SwCVHeOC6FXhffTeepKbwQrXNJpzdjdheRbBDh2KCYl05CY8DHAn1oEvVbEalrAWMDSAtBBO0RXCIRRxUiteySJdlKMbGUzk7wPPlrpWSWxcdk/m3l7/6LbjgB1/Hx/7zrXjHez4OBRoBuIWq2VDK1zxNc7RNPYS2A+jay9arPufHCsCtKlC/12DzCehYuDX3g/p9QHmQ61jGHICu1pwLqykfSQU9XZ5nm+jv+DebSKy8eYaCY6drcsj1yNKBiaxY5MnjWgPghiBXYAUTabLfx8gaNvL2VQJmmxLXMQGuuVobyG1j09Lngbimi8y47s8Gk682lrYV0Mr5kXPSAvyDRFjmSfooBZnSR/H36JqctXQSce6jEnYuvWzC9mOZp3HANgdE46Y3Djs9h/6ciQdDTSZhb0dZ9yawUgpoYjwvzshYtHWz7QB3VIYsYCquKw12yT5koFe+NwBu9jc8nxZ2vaXMbRugHQW77UA3C5BAJffVmNzoFsC8MfcT4PuKVGu93Na8eH9OZ/qOn3E+QCGH1GR252uSssSsLH8Wc0AAI4zr6PL5usb9xseaA9vmb0C7ZLktJzcu13hPheAJBfZRzAxLxWMSI6aGqFHaAQrb5xrotsIuWy/G/77i+Tjq02fgjedfjgO3WoIH183iJgzwJDWF/dUk7qQhzqZ1+DNaimWqHO0TR9hw3U2tecaPlDZczQoxMeF0Q5Yri4pJebWdcjYGLb1kWfo3lhmU8xoDFUSNcUvSBOxuaVva/fffj5133hkAoLXGYx7zmF/p9raA3EdAUyLNFfSqXBj4KmdB2g9KHKC1jRVJAAQbCnJxIEcqAN8U7EIhHzz5F2MKZuV7+yAjDjBimQ92Q01Lu6h0sGvr6GJra++cXPv80QTgpuBWwG5dB2AntowBaHjnYfISZZEmM9B1AeDWfYt6/aZFD++ZXocXPeHxeKpahLfpR8EsJNT8MJrtWbjaZIXQVWphmIAscj4v1wM1ZS3IuAAgUskyM+wuXAcaTfmff1nJQJMA50fHJo28J4PX4Jrsp+2x12Px9+86GSf981/jRX9yHA568tNGAG6hKpR1P5SNYtavRjGchbZDliZ7d2PV7zG49bnZVFewMzMhJ1uuBTUcYubLH4AqC45KOxdNoMiX8QnauJZObwNWFIEvCWMsQRYJODkd1c+UDDGbNrMp3TAiqVXeTXlugJvmewLIBuKhTJA2CfNnEoCbM7htzG12+I3BdrOkCxCfBzIQSp8H8gwIn53F+puu5GliIJUyuTReStomQc77Jem3ZP+zYAD0CAiFAN2RDWaJ5nEdLSP3dL3pdtvAawS/GwFEsmMaBbgj4Naze3PJWNPAVbqcdcA511IYvPLhR4A7rv6tBLya0uS4rZS9Gw9whW1LpzW313z/AGNA7QLBbVivz4VPAW7+uzC74Pdny+rSwILcZ3k/EUBJsMSvS4Au0aisWZoAQHKEy2/ph/XxO34U6M4nXY6eXBHgynbGL9NyTdMoGI4sb95P8grLpvkNpkZSG4OBRoMv8RpLy9FxKTobPAIKx34PRdWDTqo3HLDjtvjhy/4Y/3PZclz3wFrsrrp4sdoWh6slUEphliwutBtwBc3gBS3BbjsziwsPeuHCD+A30Nj7Q8ZJXK2BahlbeaAbnt2xSoZS0Z06HY6MaynQTXNvt+TgbmkAsM8+++CXv/zlr217W0DuI6G5JM8QPlKpCSqVVyo2VyDHTK5z3hlTGSjJoU2cR6OU0Q8PwuBXpH5zsLmNN3kaMZec27TWrZS6ECmi5NWx0UydmPtw/qOqBxHYe2MpDPoB3AqodQMvV64tRwmTB7Ot6mA0VfeHqHpVkCpLiaBqlgFutWHT/OhvKmq86q9eg+ed9lN06l/9A9r2HOr1FqbLpY5M2zZl8JsCXeMNp2wFKA3tapArQNqCnIWBgjGjUjsuR0WAMxDZslPE5XdbRnPpQNYoF9lcEIaDWey7774AgHUPrUTXVOiqoY+g1yioQmGH6FYzDHAlL9vWMIPZKE2uhsBwAMxMww0HoOEQNBxyIGOmB1dV3ryCwb2emMDkU/4I9qar+CXd6YBMAWWId9jaaAyVat3S79KcJJPVwc1bajGLwZmcA5UYb6gEnMaOUr7eQgPcpgyvnA+lQhmhXLqcA9xQ6zb5bnURlBqpUV0T4DbbQgGuSJPD7ifgVmTJ8jwIufcQR+Qamhw62+yAetXd/OywnPOsJJDQ1iTAh2gAlKZuNI2kQp/4c9qUDruEcVWeocUCDOTGSV2bTF90322wWi2scrpu6c/msvKMdsrAomD+yQNcqZ0+ErCgmFvJ54jBbBq0yhTXfh6AL8U9tgfueAjJOyi6JguYlc/817O0CsGYBmg3L0zzIsVZXX6THP0AlpMSdLKfczG4bUyuagRO2s5h3ufag8+YgxvALeJ0xqghUWSkuSTvvXktGOWy38I8pAFFXkbuAWwDKGvFKSQ7bG1w/7pa1OYB6MKfthTo8rR2lpUQrw2J5lg3ei05Py2tr1xblRhLqUymTOR9AYl8maDcZCpbv+P8Tof5APb43+K1iABudcLglqrCBM1yPVxfLsjYITq9tdCDHnR/BpheDzc7g3qmhx2g8Jodl2HN6ikMTV5a8HZwOlGbszIAqLLErq94Ce7+0nfYoPAR2gYbhugsGqDudWCnunDDIRt8dhMDKsvPcglSBzZXIeTl8qtNhWAFgIxhF6Abygg9ghynt7TfbHvnO9+JN73pTTjuuOPwvOc9D7vtthsmJiZa5z300EMf9va2gNxHcFOSF0S5XA7wL+7wEm+AVRfBrwzy5LVK3lwlmFSlA3CRCDUGn22DilSaKIPWtOQHS5ZtqHublWqRyGEAFalEWdhc6xkzCQ/HQbEADmZ5vfGUS0yoJJJYEVxNG200Je2BrsbnPvtZnP2tX59joqsJZCnkrmQSn6T4ehgZWDadgrZQBXnjqcjoSpVlTRZO6zhI9AMCIgNSMnBz0NrL18axFhIx9wD30p/8AGd87XO4+CfnwtY1dnrUrnja05+OUtUcRVc1ClfBuIr/2iG05b/KMthVVd/XpB14kDuE683CDYegAQNcNxiimu1lEnUAKMsuFh11HNZ+6GqomvsA5HgA6DSgna9fqz341BGs6uTaFxvQzOysFhpFZBQItjE6kSFnL3qZ1sLaBuDVANtjWlu93NzUKJUmPzxTlPnkkvw3BtNC/j1Edl5FV+SQj8/zTO2xHzY8dHf+LGi5uMYynfNISMcxt9lx+WBfC7Zv7QcF/wz1z7YmqG0NEjQY5XTaKAA2nr1r3wdSMY9aPBXaGTUVQEnz93HsmFaApchAGgUcvKfGylUWNpmnCW6bkuRsegsITgGuKAIE4KZKkjRfN1t3CgcTgCutzT25rTSVzDvSUhDbAnTbGrOybcEZHZUyys2pmhDjP/i+IV+iTVjdMA/i/ag1sPcuXTy4voYIfXLX8xzoNn9P5wHyayNeP/FoKHHplrxdye5olqeSv/JYbVobtG2fsm0nvehL0KRNQP1CWnrNaLjczND/08M+9GAW6M9ycH0wDOUG677FcPUoSD3frce2MHg82gfjZqKDJ37qP3Dv6WehfgSD3LrPAXQp8SNuxyrzpfBqsHBvc2s6qcfXWDSfSltI8SG3hcXd0kL7i7/4Cyil8NBDD81ZLxcAbrjhhoe9vS0g95HSNmaQmoBeRQ7yGMqcJX0OLwWTFc7BDCyPDL4ajqLN9QBNkEvJANaNDGql5AcE7LbUIo3hXxseqkEWKuB1DMuTFhNPP7u6aXKwacA2djFhOfoPax2btN3KwfZ4/5s5LCoFVryTof8kd1QZSpiy5DOQAVz5rD3AJRD7JWkXB85jQIcGA9xfXvUz/ONf/yn23f8gvPnE/w+77/FoHHDggdhhu2183dsqSMQKO2QTsnrAjH/NYFdVQ6jhIJaMqgZw/T5crxfArasqZu37PBgJsmEAeuiDAbUFmSgvVso7HQvQJcemULCjYFf6Msi/4+dwHWoN5XwerpcZK2P4n/bmVhJ8SEcBTalyI4c0O/fz6MBSgOuScjipfHnc4HxTWpNFAyLAjf9ckJ03y/9oV4W9Ua6Oz4O01jAQ+kJpAYQ8TKeEbW1jtpvSZJ4v74fMqVjpAHvknpDlR4CszKMA1zCcGwdcx/3eNr8A3HEyba5tnBiGhRJx47cr3UAJgB39PZe6plDMZygEc6n5DKVkfQsCuP4t1ZQmN12UWwFuQ1qelkabD+Dm78TG85Qss/sQoJXLzbPzlbG5DRCmVADKGmwo5ZQOAFYa95O/un1fK/4vA7qgJNgS8nZVOAcW8fy2yZPnArrjmpT/yY7LfxeAa12svxyWawGtIZ43zytY2Nw0F3whjRLUO+r0nV5PLjC4RT1gz4dqwAzuoAf0e3C9WdheD3VvgKpXYTgzClAfoArn0Tr8pd4+qB9+WxsD3NzLRGh4uX/S+wtA1qdaqRgAU3KuGeSmYDfNz20GLba03+929NFHYyHlpzZX2wJyHwmtKH1dTW65SUrSAgPiAFJhwKy866MAmzBgI5vJ9XQi25P1j5PepQOCpnslSxXZPCiythTKAiFldL2xQVauJTE7QM3uuanJVHhzGi6P1KZnIqm55gi2kr8MDu3QwQ4cqg0W9fpNkypfRNP4Bc1u0rIPp9meB7m19dLrIXShuZRQVXGxdUTBHNW+nJC2QOG4j9OBcyJzBQANGxitQmnYxKXUkuLRnoqDrHHvJ0UVTn3fiXj8/gfhi984F4UBOqry4LaHgip0bB9G2FsPcIvBNJcsSOXJG9aBqiGo34frD+CGQ9TTM6Oy9N4AdhjPp9IaheT7WAsCsbx4OGQJtzFsQEWJ1kGkxVpHGXPC1gbJvKgM/DJKexM4wF+XGqrwxla+nBOfBxPXLdtPwW7SSCmW33qpsmyLz0/MOY0y5GgulaYijNzDiVS5rbWCHxmRJkxdcLT1xlICYg3VQaosebfGDvk6EvM5kc/7Mju64kCGBL14R6L8G0qDHB+3MgYk5lBaBQm3OMw3S/XE48rzY6WPrSpGAwCNLhCZaKNT2vtvAQFJ3gcZ8Kls/5rbCAy5vxfZEZ9tcjgH14Tz3NYkHxeKYNsMteCBT1Oy3GBkjPbAW0VzuWYZoBgmyIFJs6ROm0Q5fBYnZbAcXpaLYDiVK7vs+suAbYs8OX1HyfJZG0nF4S3y+ff77wFtE8zKezasCvG88vkmOPLXuwe7KZgN1xjpEKxIWV0g5unKpmWeEIhAIkVv3LPyQRhdIDovZ07b1B4AaXYTqwiSWGqDQZbfqjqJWzdYXKUVtCOQZ2ibubmbDnT98nPgJ6WIFUT1AKaahenPQA97wNpVcLMzcNPTqNZuwGDtBqy7ew3Wr1yPDStG3/lfdauwGAYv+hUbT/46Wj1t2ZTT5+VytQA/ZvBsbiQ1GmW7AqjlEoPaAMaoEeCf5uSmqqstbUsDgJNOOunXur0tIPcR0JwpoxFLlr83OpDjh5BmhrblBZ4OAKRohEaTRUiibUoFMMwTkyhyIxouubcQRjABuMLUpAA3OP4KwE2ZR5HHjJGxqJCL5xk4TQF0cJRwPNMLYJMlygBwJw3wYXc/DnPb48FzfgKyv16pjasZqGeF1KUWsLEwxjsrGxNdgAG+djxokpzFtI2wJGmOm79ayJe2EBbCjBl4fPsrn8Xy667GZ087E4UBDFxgbwuqEva2igyuHeYAVwIclc+7lX+DIdyw5pIDHuCyLD1hZbSGLjSUAgY3/sJLonyU3xEIVsaXUCj4u/KsrtRLyjq9wS6G3ERmhFMHZWFvBeAqrXOZsjEBuIXzgjmY2jQXF8LOjga6RljKxkBVgBXR+HlGNt0cyAtDBHEqFXMpF0CtcXWeeyuOnGSz+x5EULaCXXMfYKPZHJAH0UhAnueg4BSUTuCU0u19F3Jh0z7K+0sCBCEvt/Fsi/swf0v7srk/TZYwzYtuWz6dFhycyQn/xAwuiV2cX1fTQwFR0QM05Kbp874BLIAoVxU25oF1vC4BuMLUtLU2cBv2B8gYXAAxBzeRJGfmdw3DwybADQxTCnBl3gZ7G95H8m5s0c2mQUAGuHx/qxHZsmlfRoLLaCsRJMqYtP/9O2kORrW5rsC4h+mENdN1q9y4yeq2ne8U6I5j+I1nlB21XzPh+CnWyrUuSpj5NwqPUn7Vj+bkjmtz5d8uZP6Qq04q3hd+bKLrIVQ99PLkAVyvh3p6FtX0DIYbZtFf20PvwWHLNgg/oWkco7fFhOJx1y+ohzswwJFq61A7l6z7jYwVNrbZnoOrxEAxUYst8CQtNBDhtsiTt7RHSNsCch8BjXTBTBy1ANxGE5Y2lSmnv42unHxELsl9obAAlITuyUYmpGUAF8CtDDaa+bd+kJYCXGVtnoPXrEfqGn+lNWsZCMsmgK7lAZqC3odjVb+BLP4/ew92RIHX97fCz4967Sava1ObLhS0UZksO7yQ/HcOyCf5oZ45JFOATAlnygBdAX9tKNMCbAmUyQWRXB/8xzqFW5Zfi+133BlLt98eN91wDT7y/n/Gn/7F8XjSUw7hQIpyvkSDDUYfIwDX1iMAN+RiD3z+7YDrHbPBVMyxTqPBAnB1YaBcjfX/czLMRAfQJV8n1kLBlwwi4ki1B7ogz54YMypXJpe/7P1IX6UAV8Ct/6tS1tYD1aweb1v+bQp+w3ztzsHZviCylAtx6h0HdFOAl0rSuBsSl224TJ4cGFxfaiKUEEsBrpjMSV64tRhce8Hoc0D6HIBSCiTeYISR517K2jbVJ81nVto/QbSoRNodgeI4k72wzTn6lwfSAnRcax/L781zMHfQgZeR2uYCdFMWtw3ojmPmxzO/Pg80PGYJP7/FMvCEsDUJ2ExY3FSSnG4rHEFGltPIfCOlgxq5uK0AN5ke5hMwOw7gJuwugPDObO4v/HtUO+uvmdS3wrb3bbpOtOdVt/UNAMjbuA3QymdNfFWl0x0BN9zVy4DvQoDuOOly8xUZ5Otq1IGb508CPBQBblS7UiZZti4CXL7lF/ZO3hzS1nDFkELwBqk5NQbVEDRgxZDt9TGc7qO/bha9tYNQqz5t03DowWF3cO3Ob9MafN49BAA4G+vwfrMbppSBne39RsYKG9tcTSEVihrP4WZLncznMgcb2Ya/Pxxx2tm41LMtbUv7dbQtIPcR0GzR5QHEAgZcCsyKwufYNn9v5qilOiNNLdLdBEyHgVQyyGwOImSdXPc2AbfOlwgSkOucz7ltfk/Arq15kJHmTWkdLec96Ahlg6RGbgb8UnD78AwOZsni3XYlZmDx/5ndsbjbxWP+6Q245T8/BTf81ZtJmEkNM2nQ3aFEOVWi6BbMVmoFZXQwnFIFS2N1WUJ1OkDZASam4CYWwXYmURcTcIHRjcyV9nK7lD1qY3NdNhjS+Oh/vQNf/+JHAADLdt4NszPr8ejH7I1/fMe/otRcosEoi5IGKN0g5N8WVY9lrPUwlgYa9qNcXcoDpSyud8/OXsIAlFYwncIbb2kowyDXTE1i0bNfjMGl5/r+kVxzzwgCfI3DA1SnISxvkCunTSvAaSZxBLzKsnFn+DykZlZFGT+LhLnFWKppOiWMu1PM/o6T5AajqUaOqZxbeXI06+KmLQUUslyTPYOKAEMTG7dImTBxTzZumAW5NFmuOZk4qAPgOtjkUO6+P+pbrwnPrdgZcn41L6NFWZIz537nAysrz7bUbVqONc1VFkd5C8P9l5rwpOkYAagmz8FxLNZIv5qRPh0HbMe52TfnFXmyFTdlP2Cf78mmAoPqt0Ve2spXP5cYkudB4oasFfCYnTRufYDh0Dhw27x+pDWBLU8TR9YIZrVygcFNXZRTkMvLxtJUAPI8wUSiHIIsqTQ5CcSmfTvOKZvX5etgZ/eayvK0m0EU/hIDzm1mVbK9EGyBhqUGy5uA0zS4mAJdeGZ1l+26uHvVkF/ngdGN62raUKRAF4ju2yN9oBCujRTo1kk8uq1JfjCQvNYlZp0A3LS1rUsky23zhPzeOZps0/p60lEBYfz5IX4WDfugmQ2oVq/BcN00BmunMbtqAzbct6FVpgwA05B3Jrcfuw3YDxP4K7MDTrR34Ye0Hi9S20J3yl/rWGFTm+3Fd2vzHZu27JmW5OTP15rlg9yW+rhb2m+4bYTb0Zb2K2uSb6dNACbpv3S+rC0kQpYmUiAZMFCspyoDVnFMzWpeIg4mZF7dZG9ddFiOUmSKEmxg9O3WFkoOh9kYCM/zQG62TTGdupUG+H92Je7GEP9udsVOqgPd7WDvfzkButvZ6PVtbCu2KlBsVaCztEAxUaCcLFFMMNA1nYJZy8LwX8n/LAqg0wE6XZApw/WzUclNEHli/CfyQgCohwN87+ufx7HH/S3+/YP/jec8/2j8ycteg49//muYmuiEwapGBEHZ9WMraOtBrS8nldVFJi4RBZcbh6VNgK0O4L6A6ZQwnQJmchJTz3wRdLcby/oIAA0HqPNrCgkLnt4fSkfgKnm2ZQlVlvF7Ucb+lxxcY3KA2+aa7Fw2cA/HlskgY5ApBXTBMbg5iM5MdRZ2b8Rghkv+cR1J7cs98bl0GDWXYgY3PD8SBjcDuEThfCsCisccxBu3Lfm48oxIGd4FtMjgNkymEoCb6xUaTGsC71kebLIekX95GKD9Xzpf6zJJyZ+26VIayCWgVsCQzDe+H1pAa7ifR5lE+T3OBxhDeNzOBqUWQNrO3gLRWy391wyUsPQ1AlyWvUeA22R4gQRYQ9jYBODK+hOAG99hnhtNXf4Rf5d1Z+tr3CtZxYBEpZDWgpd7Nw32pp/bGN/sOmsp+zQi01bNcxXn0wrYbYfuaBnuliBBZsDUAIlNwNLcJoBMjtwGStN1jjOIVzoaFDWXbWspg9sYsoT1tTW+f5Tf18a9BeUDhn4c5XXVdjBko6nZAarZIarZ8aB0J5TYH5P4hlsNR4T91GQoJwQA23qe6Nc5Vng4jSoaPz7aWL34lral/Ra0LUzuI6SJ86fISoHRAUraormUz9GdC9hkEXHRFEWzE96+8lFPO/omynJ9PbAdA3CzvFtprvE51TV5CS4AhALA8ruAnk14+HLpoPkHzQ9Shc+5B3ERTWNnlPh3swseq9rLBPwqW2dpAdPVKCYKdBYVKCZKD3Q7MN0Os5gmAlxVFtCdLtCZAEquDdvMwZ2rhcExiNk7kpJCKjAJBMIvrr4Yvd4MXnD0y7Dv/k/EES84Glo5dHTlwZGwMjEoEgInUjLGy9ZjbeS8ZBRLmhqyPn9N8ODGM5aa2ewA+AVsAhFcyqjLA+MUwMrILgDgFJA6hzZ58ljX83SUl0qUdWQapewQUqswcgAxBaKAcA+H/L9E5tys9woImOW8wXED63GtDZ4FSRohMP0poJAyQCEHV1QbIxLlBOAKKLAWkEG0q/2xS38gfw4gz4GEcxmZO1eZIPk9zVkWsMvMsJ9nnv4aZWnHzNMGOkcemTmL27Z9QppzGafZOUoGzdWk7mlr/i2/XVrmTwFPBLdAZABl3iaYaluXgLWsTFBTotwAxWEd6fUIjADWDODK54S9Ddun+A7J+O+UvW+YSIX55H4kCbYyS6u8dFlKPwUWt3EMaUAl3GUUQklj+80vwPc1Rdmx3C25sdf4Wrgpe5xvx7O1GJU7Nx2Y55IqS/kprfgxtpB46sYA3WYJIa3VwhhEf92L+7PzASenDJwus2CkpL+wsWOF+9fN4sduHW6mAZapEo9VXTxANXZQBQ5QU3iF2Q5vt3fjZzSN66iHp6pFuMabUu6syvl37hHYMnY1Kc+4kLaRMfSHpa7b0ra0h9t+a0Cucw6f/exn8YUvfAHXXXcdhsMh9thjDxx99NF4xzvegW222Sabf/vtt8eqVavGrq/X64UCxESED3zgA/joRz+KmZkZHH300Tj55JOx1VZbhfn/6q/+Cl/84hex33774corr0S3214U/Pbbb8eee+6JXXbZBXfffffCjk0cWBtglIAIRhtRaYJKosiACrmXNhvY8TR+KYfSPinQTUxvRDLZaqrSjIwnJlMhgt4Y5I6AXmFyBOwsNF8jmFSNsr8jDJ2lBZs/rKUa77R3YwCHN+lleLbaCsXGPsE3Q+ssLTG5tItiwqCcZHA7ue0iFJNdFFNdmG4HxWQXZtEi6Iku1MQE1MQUMLUIbtHWcGWXAa42oETCKXJNpw2sKqIjb8gnjP1pBOBqGSRwqZzLLjoXS7fbAfvttx+MtmHgyjVwmfkzsDA21sGVWrhcA3cIVQ+4Dq6zQF2HXFyqK1Aln21kdIk8mI2PJ3IUgW36d5Ij57rTgbIAjIHudCAlfsStN+TMyvWSgF524GmcFAGvbZLmtmu2jcElFxPhNbObSjMw5/Je3hTOFNDKs3hEAYs0gZyc11SuLJLd9NymAQwBUilA0bAj4FaYLAAZiBA2C4k8lFMVUgbXZiXCQnpCNYx9UtfRrTo7IIpBCPhD10UI+KV3PAPYBpj1y7nwN5UrR+liCjzGNdfIo20DYuOA8IjxVMv25gOtIidN90MYKYeEqUoYwRHAqfg/lp/6CV62jARQRdaPXZUBfgYgAS4psJJbhUuOoWU9eQ1cmU8hMstNiXJbsKVpMiV/m+7KPJ/NpgHga695PuZ6xzRN4RRBJQFf8ayQsl2KqCX/W2f53uE3zF3jGGDDPgAjebrSpwJ002kyFyVgF5RLlwGKADYswdcFJWON4NSsgJFLSc65/8ElARTrgNrHKp2jsSKMYHDWAK8pS+z89RnjhhKM9PuhFUwWQ2wEizy4rZ2GdiaUwDLKYVhMwpRDmIlFXI99MIA2hqsxDGusXD+D1918Ix50FXZGiYeoRpV0xLPVVniV3h5PUlP4plsNB8IdNMA1NIsJKGzdTKv4LWhkuQpFKCGUpJBl6juMPl+0kiDLAre1BeBuab/h9lsBcp1z+NM//VN8+9vfxuTkJJ72tKdh8eLF+PnPf473v//9+Na3voWLLroIy5YtAwDccccdWLVqFXbZZRccfvjhres0yeD14x//OD772c/izDPPxI477ojXv/71eO1rX4uvf/3rI8tdf/31ePe73433ve99m+34SBkegCg/sFO+vq1nabPcH99GIrZBfqlHBlwBoI4wr/7tpg1X64Afk2eukhHgBvbWyxFTgJvKEMODUqTLQAS66d9x/REqzifLJ02NKT6+se3LbhVmYHGy2QM7tURkXVXjzs+fDldtWhmihTQzqVFsZQLALbrM4ppu6f8ywNWdDvTUJHR3AuhOAFOLQN1J2O4UyBQIxkW6yEx6nM/35NzEIhv0NwfsAfgoLoExPT2N//v2aXjWH7/Qlwrwok6VSJQRZa3GVVGy7MtJKSkfRTEHG1KeR9jc2mYBD6UUUJjwmUEvMoCrOwWkbuXwuksZBoQyPhHYKgGqAeg2ctYBvvdI5WA3lS3L/GFUJvccxd90y3oBBvZACChBKV5eKYzknZKDov+fve+Ol6So9v9WVffM3Hv3bmaXDSxJcpKgJBWJiqgEBQOIoASzoiI8A9FAeIoKguhbFFEQREAQJCfJ0SWzLCy77C6b440z3XV+f1Su7pl7N+jb9/ndA7N3pmN1dXX1+Z7vCZoiaSFWufZAXqxk20vz2bhS9sw3rPlsmAMT/nqmmV1jvCpkUTf31yzPJLJZLzoPjTwP2XPAsd1Nyt+06gNz7epv6MLcLLtxWT/5z0IZw1q2nd+HZSyt/e6zZC1Adhnr26rOaZyfbzDig1tzfEaEeUszu7ysHFCwrz+mPHCrwLB03yP2tgzgcuZAaQxsm/61LsoewLXj1DPgIjQOl/ezuTYzTlxVAuaNMXssz4hojtXKcOL3kzJch9ua8eCD4lIhYOHyesC8xuMu1gksUxtv5zH+6h4wxc5CZStQzL+aCmPPVkk64ZSewrO8OcAtvQzPeSPPnZeWqYioptKQOQ4BbvF44Ych15+MtHGXpyqcR6RgSQJeUSFAopLg1b5eLMob+DGfjB15O/pJYi4a2BAJHqYu/I9chAfylaiAoQ0cX+Hj8Xu5GNuyNpzEN8BYrTf8J3SFdSVNY2S9kJE4tMZ4YgDhvXHf9Xy1DvSyIRmSdSn/J0DuFVdcgRtvvBFbbLEFbr/9dmy22WYAgFWrVuHoo4/GLbfcgq997Wu49tprAQDPPvssAODII4/ERRddNODxr7rqKpx11lnYfvvtAQCXXXYZJk+ejJ6eHrS3txe2v/DCC/Gxj30Mu+222zq5PuIcRMZF2TAvJnuyA7plYoAnAOf6GG9jlAHDshCB6VIexBOroDbTrQsA14JmB3AtYxvs57G4NiuF77rsKSTWmthCY9MuqAr08AHBLks5WEal5YSWUIa7aSWO4WNKAS4AyL5+PH/y95u3Zy1FtHFURqdI24UCt1XjplxRbsptNQdwa7UCwJXVNsikqjIpe8qYZXANuGUJciS27mYZwAUcU6S+57jgnO+gu2sVPveFb4QAF56LsnRxm0Fspom7lZ57sgE5MreJxOzHj8niPGiZ+c61y7aJzQVXymj9/r9agOvHyxom1wJcU8PWUQSewUXoNvpvbi9jcuzWHI9TX/vy1/njnZM6TsEIpZ8RFoJeUxO7WV3WOGFc/D04VkzTNFnnA1zF8IbPpAOyXuZ046EReG6Qfaazf93nzUu8nNH1+qLgSWLap2PrbLwyELDaAXzyWO0AwFJ5X8XPQ7N+jI9TWl83Og9QDm7Lnr9W5/bFBy5lYNclE4IFRIVj6JhbAjB9XsPGcJrjF8BtkHFZA2BvuTF+CRYCS24SmQV1N6PsyZG7cfjXA8C+i7IHcF1SRAdu/Xdj2Hdwxi7PG8oZiDXQZWp/MmWFBronzJyP2/sT3CeYYlmhIcWPy/b71hci4M35vYW7aM/jZ2j2tjJMbXl7m01jLsOy2cbEvUrJnI3Ss1E1A7q2Qk3E4kpSANftR+AEZAC4NJEnTBn+PRti2M5w2pUw8bmuP3ORIOca6KYVIFE5FpK2KqqdNew7ZTzGvPQ6LmrMx9cwHjvzDmwG5aV3IBuBvdgw3E0r8ajswsF8BN7Nh+HdfFjxOv/NusK6FJdd2cuB4VkfmiVANVKICx/K7DMk67H8nwC5v/vd7wAAP/vZzyzABYDOzk5MnToV48ePx0033YTe3l60tbXhmWeeAQDsuuuugzp+0f1FuSzFywFg8uTJmDNnDo477jg888wzqFTWPtFAxisA8sJLXMhGAHQJKMQSAd6LrsRqrS7IxMhlCoB4k5jkApRUIHmqvuu4Tmcd1+qZD3B9BdcDp47V8Zb7mZX9v4a5M5NsM4BrQIEkME4K6GSeMioJIhWQmQRPJHgqICoSPGGghAFtApRI5L3hW/heWgkB4GA2oul94bUqtvvFD/Di18+F7OtvfgNXQ5LhCdomVFRyqZqAqCYQKUfbqHZUOqpI2qpI26uojh4BUauC12pgtaqKvx0+AtTWAaq2I6+0IU9qaFSHBUo/YECul12WJ8hJuLIkWrHKvRIlUkr09fagrb0TK5Ytxk/O+jbuvfMW/Pinl2PSpIkQLA+STAmWBcmJhHZV5nnDKxfUcG7Kxk09a4AamXVVpkbm4m818+oY3TC+VtWnZQFby2o1VPf+COpP3K7GPeNgaeIArQG6SeLAquceGxhYjEbnA1suilpWnof7meMYsZphpPlpr4liHd1yeoIxw25K6xYpjXtkAdAxrZq2VlCUws3BkMMHF4ADuHGSKbvOgtpMuSwbQwZJda9zL6mYOS4XSHZ4L7LnHgTyRhF0+BpSWUab2A24JMO0BZ7eOkki6CN1qJA1c/0BG8fnCwcVwI3NOm5WDCJuthmYHcw2lpFuwtKb/ST52yJso7+PXiSYdN854R0TKnj97XCOc+xNCHT9hEgxuDVzhN0fBtxG8bYggBC4yNt9fHBLfmy4FxpjjLaRi6UJyVHHDFldd2Ec0GE9pocYyIXOMAVwJZRu4PZ2tXQ5wvJCNhaXqfMxMHBISMbBSdc/Zhzc3hu9X1Qiyiyz/W7/AlPGtWPWgl41tcSxvN628bEUo0sWMKqEzaa0kDaAcM36EoIK476QZnFtCg1mxhi1BLo+e+szuOqVr1YahhgZaXdjBiEYkkSBbSGYdq1XU7ljeKnJ9KmAbk4JGqKKJG0Dr3aAddSRjBxhGzuWM/z5gN3x7dufwZlyLi5hG2MKc6FoHUzgUDYKh/JR5Ren5d+hKwxWFlADd8kVWIIMnRD4GB+NEay1G7WpRGFdlr0QMj80DfCf/aJxoaA7m+zKtHaVLoZkSNaV/J+wwYwePRpbb7019txzz8K6DTbYAKNGjUK9Xsfixap+mWFyBwtyP/OZz+Ccc87Biy++iEWLFuGrX/0qjjzySLS1tRW2/c53voN3vOMdePHFF3H22WevxVU5+fp/nYUbbr0Ti5at0CUwnLup/TsIKXNHLIuzABQDIkUKSirIRQVZUkWeVJHzSqFUR7hjxOrYyu+yCHC9WI9gX19xjdcZ0dlqTcZcv2wOT1OIVJXXMW5HPOEQqfowzsBS9eEJA0s5RFvYh4/JLuzGOtDR4mXA0wRTPnckeLr2tiDRxlEdX0HbhArax9TQPrqG2sg2tI1sQ9uodrSN6kClsx2V4e1IOtpCgFvTDG6tHZTWkKc1SFGBTCrIeAWZqCgg6318JteXeHwYxfiCc0/H+3bZGB9633Y49IBd8ORjD+K8n0/FBz58eHmOWYqVUV951Z4C5t76Y0SqurUm6RRIWkaeca7ckVOdwTjOKJ3obMeJSrzF0gSsWkWy1a5glarOhqwBrkg8MOmBVvO9WVARF6ocUJLaY5DwMp9znxV2JYYKEgNjm6CK2Rh4AOUJ42LFwboms2CZ2X91ExQNRoxq7+63dPc8CkWw99/33DDPM+dINt7OY8J9upEXv3OOZtSAARJlANdtM/j+GIjdlR7A9IFm7GIaf+J15hxlYLWVR4Vl+QZ1NWZfGEhpl7mEUua3N4drkDBhVAJhbC7m7H6iKC/zut1PL48BrgG2gceHztgdjifvA68kUGF+kRbg2ozHEcD1x6Ubj967J+ikFi6Z5nwycyyxUfLhtceb7wrAvFlt4KAfw3k4MCiUMLmMAeNGVsC5Y9CDe8FCg4Rrs96eRcsZrDt5LHHbAGtnDl7TjEUuqy2mVevYQa0TSZIk5Dkh13+zjNBoEOp1iSwjnfU56rsWj7udJ3QCKkormLWyB5c9+gIuf3Y6bnrzbbzV6MfnxmyINnD8QdfAXV1Zl7rC6sj9ciVOzGfiFlqO2VTHHbQC385nYzE1zxhNHpMbi++R12xMxkBXvdY9pl6Wfx+SIfnfkP8TTO4tt9zSdN3MmTOxdOlSVCoVbLDBBgCAZ555Bm1tbXj66adx4okn4oUXXgBjDHvvvTd+8IMfYPfddw+O8cUvfhHd3d04+OCD0d3djSOOOAI/+9nPSs/X1taGK664Avvssw8uuOACHHHEEYMG083kzdmzcd0NNwIAtttmK+y4zdbYbMpkbD5lIjabMgmUZVi2fDm6VnWBZIYRncMwangnCISu7l509fShu7cX3T296O7tRU9fP/IsR5ZnyPIceaYy2O74jo2xz87bY8IGo9XELxJkSQ11CCxf1YvlXT1Y2dWNRk8X+vv7UO/rRb2/H43ebnAGHLDHLhjZoYF/E+WhAHybic6q7LvKFCx/pmZporb3reqMJLhUbsaikiDVk7ZoSCQ1ibRdx04lBAFAZhwslapOXIPQAGEu1fEG9WGzf3M25croVJcGEqh0pKh21pC2qRI45m91RIfKotxWA6+q+Fum3ZSRVoFqFTKtqSRTIlEGCQ1uY2W/EK9JriaudV3UxnoGwozXXsENf/4dDv/E8Rg5ajQEF/jEZz6P0aPHOAYGJcqbr6wicmUHQkVTGoCr3JZN3LV9CTIeeOsyz8gBAOBcKRA6kRRLFMNqsiszLtQ1MQakqQOyPPrrL5cSgT7HuAa3wgHRkkRsalum68FyFVobO1hYJjNia7l3zCAuuJlLssdSNgF2gAKA6q+6MwMxus1c0oLYXN/107C4JUY0AM6YVXiGo+sq+Lp5/oir6fdW1g9Nt41Y3Bjg+ol/WvWfD3D9/dWllDNpg2l3GdAuA8Rlv30Wt1XMr5812cTe+hDbfC9jb9V+4bog9jb6xOxt7DXgzqeP540tLp2XgY2/9ZZZNlfmhX0LBt2ycc6Y20a7KFtHYi9jsnFdBukgIqaYXJPcTxn0imEGft95C+wzZ3qcg0CmPq6Zj0tApz2Abb5zTfafGIlof++4gIubJOj3AHMu7YxgY3Pt8SwwZZYdLW2Zzlo1gJfrgKIqKbiTx/mvAYIQzDLKTDO+zUCvfw+IMRAXeGHmXOz3nZ9DSomEM3T1N4IzTML6XQLIl8dlF34m5+P9bDi+xMehxjjmUx3/lc/BWflcfFdMxES2GtezljdQ6koYgSt0Kx1wSIbkPyD/J0BuK/ne974HADjkkENQq9WwcOFCzJs3D4BiaPfYYw/su+++eP7553HrrbfijjvuwB//+Ed84hOfsMdgjOHUU0/FqaeeOqhzvve978VXvvIVXHzxxTj++OPx1FNPrZXb8nV//jMWzJ+HRx55FA8/+ghefPU1/P3Oe7Cqq2u1j9XRVkOtWkWaCCRCQOi/eZbhl3+8AQAwakQnxo8ZjZ6+fixf1YVVXd0tratGqpUUH95nT3zmkP2w/y7bqteu56ZcZHb9N6ZRhtU6Ihkyep4PlMmYbP6SlGB6whSJAGU5eJpAphlkQw1hUW0gqaWodDRQ7+5HUhXI+nMLnPO6qsOa13NkfTm+On8iLlg+B1/LZ2NX1o7/4hNRW0fBJSxlSDsTJMMFho1vg9DxtgrQClQ7ayqhVK2ikmBUK0iHD1Oxt9UKWKUCVq0pwFWpqBJBlRryWgekYdyTKhqihoxXmgMfz43VrPddHA3Y/e0l52Hi5I3xne//GKkex5alQRhLxwM2QwaKqjsvL7YmBryAutfEdPyst629/0ZbUUmguK5XG2RNrmgDRbUGUB7G3gIeuFTLfBZV+b9FGVOFKjdBfpIqIGB/KNexvDqmV5XK4eGYl/Yfdw0ReA4AYKws69hT41URuClHRoxCV0dA19xzB0LK4hR9MEKWwbKMmV8yyGNu1TOfOarGXKsFDZ7ZPy5xZQwPwrDvrs5zkFnaurI6tiw2PARsN7k+MOCvwLAOkAzKAsjoN9Cc+S2LfS1jacuk2XbxnYrjdmOiRMV9hseKwS0A61Jsat2a7XjE3PDoGAG41QyuQB4wuLp4iwaBnrHEA7Tmt3NXdmzoYFyT1fcok3L0zolBNQCdt8LvNNMWYyRyYNds78ahmi8tuNWxupxy5TFj5wToZyx8PoOxYfpcM7+B4aVkPJYZIuLtzNNlxxgjSLhjMwNu9QFDA43rlpwYslx9HAOr1nGuALHpDilVFw5Umt6OOzDbUKYbQkRATpA6U1bg6EWkvblcQiopVbJ2/9iBF4IpX2XiwPU46OntwzHfPR+bTxyHe8/5MtrrvVi5YDHmzn4bLz/5OhqvdGFc//qtEi+lDP+kVXhArsJ09GEvNgxf5+MhdAdvyCo4S0zCWflcfDF/E3uxThzCR2A7tBVciwHNtGrdyl9r3/HMe9494xiPjZX+MckB3CEmd0j+t2X9fqIHkIsvvhjXXHMN2tvb8eMf/xgAbDzu2LFjcfPNN1sXZyLCz3/+c3zzm9/E8ccfj7333huTJ09e43Ofd955uPXWW/H888/j3HPPxbnnnrvGx5KMY9z4DXH44YfhY4d9xCqVyxctwKzZs1FJGMZ0DsPIjjZwyrBi5SosW7kKnDEM6+hAe1sb2js60F6rQghRUCoMAF20dDkeevYFvP7WPCxYugJt7e3oGDkGw0eOROeIkRgxfDiGdw5DZ8rRlnK0pQnaUo52QVi5qgt/ue1u/PGWO3HYNx7Ertu8A+d/5Vjsud0W3oU0YXBjAG1q43pvUMpzBXqkVtM83ycVg0mAZNY4Dc4Vs8CZys5rE1Fx8ES98WSmYk5sunxJyPozJDWJ3SojcdmqBA/TKvxSLsCf5RIcJzYIm9lfx/RzLobsr2MwojIlJ6iMTGzMbW1kG5JqAlER+m+CtKMNSU27XVcVsBVtbWAG4CapAm1JAiTKxUplh0xAPIHkrhwQAKfcN5FWjNfb8+bgvrtuxXd+cB4qlRTG7O8nmYl/B66s5NgVtZDbv8QFGNMA0E/2xHWCF0kggUBTNwwuAKt9M5PpOEnAhArIskmlOEf2yuOaZkosmAyArA9uA2ZWA1w4xhRJqtySvVAB9TwJO7YZ4MYi6Vh5w+qaRE3cdyg07fBKdPn90ULIa28McK2xwk+Q4+8bAyeUM5Qxcxuvs/c42r4Y6+gx5B4wyKY/BYBQYHWtG7kDts6tfPAGp0KZpYjVdsuLz4Gv2q0OK9vsmWq6fJDg1t82jtsstN1M7xFo90u++Mtid2XjwkoEvLWo3xo6BwtwDYMbA9y41q3dtwTs+mPLuf1GANeCWg/gwp3DB7dlY9gXW3av1fjSz5bJUWENSi3mWOYZvUxMrwXCCO+zuX4C8+6VB1wDMpbZb/OW9KolrLVBJa6hyzRbTGAa+DEbowt9PgNkc2LIpcpOXLhGRhCcIZew9XKBohuzLzZTs1dCyJhApXa9phxgjOnszmE3M8ZseaHymNDy8xbaToQ58xdgxuy5+NN3v4Bh1RSyvwdtaYLJwzuAzmFYXM2Q9a9ZduTV1RVWR3ooxz+pCw/QSjxPvRAAdmUdOJVtiL1ZpwW4RjZmVVwmNsEdtAK3yeU4PV+F3VkHTuUTBjbke548gDGqkA1riN3Th2RI1nf5Pwtyf/nLX+Ib3/gGGGOYOnUqtt56awDABz7wAcybNw9SSkyaNMluzxjDKaecggcffBA33XQTpk6dijPPPHONz9/e3o4rrrgC++67L8477zwcccQR2HnnndfoWIq1ENYirMAbYezYMRg3ZqRlUXiegcsGRnV2YJNJG+oLK7I6BQaEcRADxo4dg0MPfL8GSgKSJ2gkbToOWB2DU44kr+vkMypLLs8bGNZWwzeOPRJfP/pwPPT0NHzvF1fggC+fgY/tuwd+eNKnsPG4UU0uTobffQVZJz8gy/BxZ472XUwBpfTYci7cZWjlHLyqQS5j4ImwcTE+yM3rGWSWQ1QS5PUMosIxfNMc+y9N8cCyVZiJYrIIWW/gtXMvGfD+Gea2bUOVUCqpOUBb7aza76KSgqcJ0o4aRK2i44sTxd6a5FJJAlSqCuSKBJTo8gdpRcUViSRkF+LupjDTZlBCJVKWOQh/veb3aG/vwIcPO7LgpmjrW8alP2xNy2Kct7l3ZNhKcx8NcOGetqKNGvAZW0Atj5JOKQY3Kda8ZUA24xkEmZMNY+iBW+Ll5YMC3YxzSJF67dd9yIRlcUyiIat6yhzM1nVVhphC4FrUFj8e197HiDlS9WCLCnIsPqupMrILy9y6azTrDaPr7R+zawZk+OI/s757sr/Ov15f+5FS3R8wFDRSL06ahAB4ovvE63+feW8hFvgPkKE4Xm6YzzImNQYLZfuXAeNm61vdx2I25ubblDJ9JaWGzLXFAFcBU88ICsJbi+uWIVT7ojAf+HMBt0B3YIAbtNMCWQ/o+gDYegiYuu5UCnDDd0k0F7XySjLPCknH6trnPDIm+QB3LcXMmwZsmmXmVnKCKVpklwVAloC3l/R6l+GusSyrsgW0OqY7PncsOTFkkiPLmXVP9sWUIzIiySXM9+vkBlMfZwGT5wNdIujMz+GJ/GoJMVnoRa4EgNeX2OADuH7ZcuONsOmkDXHP0y/giO03AWU5ZKOhDeBr51Y7WF1hdeUhuQqXyoVYhRw7snZ8lY/HXmwYhg2QWKrGOA5lo/BRNhKPUBd+It/GDbQMn2ZjwMTAloEgfKDMMOrfi4LtcpCWhyEZkv+A/J8DuUSE008/HRdccAGEEJg6dSo++clP2vWMMUyYMKHp/h/5yEdw00034amnnlrrtuyzzz740pe+hF/96lc47rjj1viYhBRgmX7Jkk70qlRSIg7GOWRutBSAx0wKwbJEgH5ZyxwEEbgImhJDxDjAE4BzCO3SI6UGMHoZI6g4R5nrkyrmkDGO971rZzw49Xxce8eDuOCPf8O+XzsX53/paBz13l1Vhj7DzkC3K88AWddtFMZsrQJrGplSbqEy55IQrnRArV2DV31dWT+YECCROCYwz8GrPaAsU4pJroBtrV5H3t2tQDSvIOuvg/IceT1DtnIVsoZEbewo9PXVMe/Rt3HAyJHobG9H32JSbCGAZHgHdvj1eZh23NcAliNpr0LUOESFQ1QYODUg2tuQtFXAhUClowLOJQQHRHs7eCVVwDZRln0uOHh7B5IOHW+bpgAkWJKADR+lYkmFSnokeQJKBCitqdq3IkGetqmMyEwoxpoxJEwq9VKSBZYSqs8kmI3XA4R++WhFjgDOCNNffg4HHfwRjOjsUO5FZPGnVV45JKAVY84kOBGEKQpPEky7DhOlymqvXdgprar712ioey9JsdRJRY2rhnZz7e3RaTMrjsHnDMgaCtSmVTUWE+3WSmrMIEmAWgfSnd6PxnMPgvRySryYXKbmDGgW3D0MpNpgsidDj0mps6aKBAaYqedJ9QFxAWayiVMO1ujTml01jD/KMzXWE++cnINkDjCh26iMWyQSdZ9EotuZQoqKYpMMOORCw1MDfFUXGdBKHJDSAeYgVs8ydCq2UB1FWhdQwUgzKQxcKmZH3Vf1vDOm87AayoZz1T/GoJDV9XV6rqCks3VW25C+cz80nntA/Qa5OcIYFDTzToByWU5ryrCgDQNSj3nwRCUnY9waG9Q8YwwSLqsymFAjnfQ9JMNehoAms6HTkQuzVKDRzEWm00nR/qG9hAwAYIHiTZY9M9u5Z089f2qIkRl60t1XwRx4yXTCKuOSaVVOFdaOhBujhmqzKe2iticLiAzASIUDXcp2Q9hqcjtmvN1tD64YXgLnXikhRjp5lARnZN8dHDmgY/K52lm9PxhTbpB6LAnmYmxJKiVa6FGumw/oWtvQIQ+mO5nMNABk2l1W3+O8rvYzsfnWCJOHBi/oeVBqzxIh9CmNx4Z6FsGYrjXueUt4uQEY4zoNsbF56TmGqQz1pt2AeiaJyM7BgqkhoMaFTsIE84zBXq25T0I4UMpB2HjDTrz59kpI/+km5ZKshr9nUCGClGqcmrFEcImbuJ0bVb83tGuy4IAgQsIZciJkmQLAQjtoZLl6feeZqpEr9Fg1dsf+hrqKSmqmAgV0+3ToayVxz0YmCVm/usJqqrfV/ZXl6pyVlCmHpkQ9iwRVQj0VQJqo784F33t3eXMEY0yDMY6P7LsXbrjjfshPHajBOUNOHDmqyLrU2Ek6O+BLtqob4BxJR1thORMCor0G3t6Gna+8EM9+5luoL1oKlqYQNRfCRrlE3tMLXknBq265bGSQff3gtWqQtEr21/Fy/0r8qrYCuyfjcBwfi7EsQd5XBzUaEB3tgUEg7+kD5Xmx7d292Ft24phhKe6mFfi0aIfo0NswDlZtUzk/kop+t6pJiDOVlTthhIwDQqq5IOWESsJUoQTd3EQwtFXVu4MTR1/KUOdM3TsIkK4r32hINDJCrcoDd+d6QyUVa6txC5Db21qD+CEZkkEL/R+Snp4eOuKIIwgAtbW10U033bTax7j11lsJAO23336rtd9nP/tZAkC//e1vg+VdXV206aabEgA644wzaObMmQSAJk2atNptIyJasWIFzXztVVq1fFl4ngVv0eLnH6b6iiXB8p43X6Rlz9xDWU9XsHzl68/Rkuf+STJrBMuXTn+WFr30ZOG8C155hhbNeCFYJrMGLZn2IK167dlgeda9kroeuZH6XnsqWP7iM09S7x1XUGPGM8HyxqyXqPeWS6nxZnj8+rP3UddvvkeNWa8Gy/v+eRN1//5sypcvCpb3338t9V59Hsl6X7C8+y+/oK6pZxeuaekF36Dll50ZLMt7u2n2F4+g+ReFy1e88To9vd/e9PqPflg4zpP77Utv/fY3wbJld91Grxx1EC2/5x/hcW67juZ981PU9+q0YHnXrVfR8gu/Rtnit4vX9Nefk6z3h9f07N208snbC21Z9PKTtHjG8+E1ZRnNmv4SzZ87O1je199PL894i+YtWBosX9ndR8+9Np/mL1kVLF+8vIemTV9AS5b3hMuXLKfpM96k7u7uYPnSt9+ieS8/S42+cPuu6U/Sysf/TrJRD9tz3zXUe8MvC9fUfeUPqeevFwfLZH8f9Vz1I+q795rwWlcspt5bLqX6tPuC5dmSedRz39VUnxn2TX3Bm7Tq0b9R/4JZYVvmTKeVT9xKjeULg+W9b0yjlU/cSlnPysI1rXjq9sLz1D3tXup6/JbiNT18A3U/c2d4TY06rXrsZup5+dGw7T2raNmz91HXW+Fz0Nu1kt569Xlavjhs48rly+mNGa/RyhXLg+WLlyyjV2fMolXdvcHyeQuW0Msz3qK+/vB+vD33LZo9/UXKsyxYvuS1abT4xccL17TyqTuoe9q9hWvqufeP1PfsXcHyfNVS6r39f6j+4sPhtS6aQ713/o4aM54NljfmzaDuB6+jxvw3wj6Y9wYt/df91L9qWdjGt+fQrOkvUX9fOBfMnruQXpoxh7I8D5ZPn7WIXpixoHBN02YsopffDOfULMvp6VcX0/S3VgTLe/oa9OQrS2nm2+Fcu7yrTk++spTmLgqfg4XL+uiJV5bRwmVhG99a1EuPvryclq0K78eMed306MvLqbsvvB8vzuqmh15cRY1MBsufntFNj7wctoWI6MEXe+jx6eEYaGSSHnihi55/M1ze3ZfRE6+G48hc01OvLqF5i8NnfsnybnrhtXm0bEV43qVLltAbM16jnu5w+eL582j29Bep3heed+ms6bTgxScLY2/Z9GdoyfPhmCEiWv7svbQqGksyq9OqR/9GPS89EizPu1dQ18N/pb7Xng6WN5bNp65HbqT+t14JlvcvnE0rnr6T+hfNCZZ3L5hNi55/pDD2VsybSW+//AzVo3lvwZxZ9OZrr1Ceh9f05qy59Nrr4dxMRPTSjLfp1VnhOy7Lcnp2+kKaMSc8Z2+/mndmLwjn7BVd/fT0q4sL92nR8l566tUlhbE3e2EfPfTiKlq6KpzHnpvVoFuebtCKnnCMPfBSTtc+klO9ES6/9iGiy8PpjYiILr1N0pX3htv21SWdf31O1z4YPpMLl0s6+48N+tujYVtem5vTWVfV6b5pYT8+96akn98s6YXZ4fGfmyXp2kdyWrA8PP7Mt7to+ow3C2Pv3FO+RN2/O4tktPz+HT9Et4/auXBNt4/ame7f8UPBsvqKVfT3ZEt67ODPBctXvTyD/p5sSdNO+m54rXc8SH9PtqRXzw7ff7OmXkd/T7akWVOvC5a/cPYvaEOk9ODtYSdPO+m79PdkS1r5wvRg+WMHf47+nmxJ9RXh+Gh2Tc8d/gGadfoXgmWy3k899/yBeqPnrLdPzW8vzA7v06yF6v7d9VS4/M6HltPBxz9Ht94TzrdT/zST9v7w/fTY0+F8+5NfvkJ7f/h+emNWcS4bkiFZW2FEa5sT7z8jK1euxAc/+EE8+uijGDduHG6++eZClmQA+M1vfoN77rkHn/70p3HooYcW1l9yySX46le/imOPPRZXXnnloM9/3HHH4corr8Rvf/tbnHDCCcG6++67D/vvvz+SJMF1112Hww8/HJMmTcKcOXMGdezXZ87Vgf+5cveSOQQkBLlapKbGrZBqWeBCCM2GGNcqj7mAZq9cpl3tFsaNS6RmF6S2xHOASc8lLM/A80yxEZSDEWHZ8hX4xe+uxhZTJuKj79sdo9pruOT6f+Cs/7kWT112JjadMN5Z0EkCWUPXyNQX3K+sjtTfB9T7VTskuay5kGBcgLV3OJdGQB0jzxUDRNImTKC+HmVm5olibvNc1V/t6wHlUrlnayZX5jlkdzfyTEISw3F/fxh9WY7fv3835N3dKmuj0FmbO9qx5dTr8MqnPwJqNMCrVTDOwBOOSlui+qNWA09S8ERA1FLFepAEr7UptoBz8FRoVgxgbe3g7e1gOt5WkawC6BihY24FKFFxtyQ0o6djw6RIFdvDXHIuk5goJ2gXuxQ5E5p/FchtOZLEsgKGkGMM+PkFZ+ORhx7AtbfcrxJGECB8loZJcMoASOV1TKoUiKAGICW4zGAqkoqsD1zm4Fk/WF6HyBuKjc0zVS+3vxfo61H3VJqEY2ocMKFL9+hxynyGMKko5rCi7gukVL+TCqhaQ9t7Po6eR25U9IJx8bbPAaBM00nolmji+LgIMw2bJEp6DLjlUh/HxUIzIkDXiy3Eukqpyw0lzmWcMXV8Jjz2UjNHJPX9Vyx+Jiqa7YF1tXYJxJQbqvL2YC7BmK59rPrQuTCGTK5h6DNwylR9Y83QCdmw18QpVwxIVncJp7K6Cl8ABfH3LGsAlIMZFzqTaTnPgKSK2n6fRt8D17o+l4rJJe0xAS5c7yUJ8rQdJHTJD82oZYlepmPRpQRyrmKwbWIuEqiT0K7GLucvA9n4Qc6ca7LxgDDzoZofQzbNsCVELGRsfaqcFDsWu1Aat0/D0pFd7phcF43BAibXLgfT7JvP5KqVPmPrx+eGTC6se3Iu1XdbXxSKxmMMeNeWI/DMjBUuLpcI6pnXHhy2N3PH5ILsWDKuxFxfKze5cfMcyguEQVBmXY8Vk+s4yeB9Y1hYOGaW5XXVJm5i45UnBXJd910I+05kph47Y26MqU7WE58ee4zpZ1O7/HMXCkL6OVfPl/aIYor5lWQYXAHiLimc86YRepl6JqWeg/0xSaQyGfvL7bgxsavcjVPOgO03G4vnX19s7pq9JmnHmBuULk7WDSYihkwy5FIxZtK2g6E/48hzvS0xnTaDoZGrcaNcjYFGpv72NxSryzVbbabQ/rp6HkxkkVne26/GWeJFIGU5ob+u9hcmPld7J+RSMYRJov6qOrmqzyoJ0FZlqKSGySUIQeioSqRCoipyVESOlDVA3W/hT7+7HNdc9xf09PZhzMjhuOfMk7Ehy9Do6kV96XL0LF6Jec/MxdKnFwNSrhGTKzo7cMCsf+LujfZG//zFa83k/rZnLm7rX4TLOrfGhomr/rAmTO7fsiX4c0cfjuNj8eHqKHRu3o724QzDxo9A+4QN0LnZJIgRI8CGdQK1NuTtI9A7chL603b0izb0yzZ0Z1Us6+9Af0Ogt8HR18/Q3UdYuDhHf1+GrJGhv7eB3p46li9ehVUrekGNPshGw7qCry6Te9OVxZKhQzIkqyv/J9yVG40GDjnkEDz66KN4xzvegTvuuAObbbZZ6bZz587Fddddh+7u7gLIJSJcddVVAFTs7rqSfffdFyeffDJ+/etf48tf/vJq729qxzEwnW2RK22HlBqg4p+ExXpEucpKq1/YTnm3qUAAziyIDWKKmO/WZZQF0sqvVHqCVIqJdf2ybmcKVF7x11vxsz/eCMYYvnbB5XjvO7dFd28v+vp6kVSr2g/PA+GcAyxVCo9WPhgILFFuYVZRYUqpZKKis+Tql67R1pKae2tal1EJJoap3zK3wBeVBFRLFdjIc1CFg3Thc2qvgvIcj854C/e89iauPHJ/jJg4ApQPg9T+iyQleJt6YYzcZBxkbw8AqJjfhKtSP0KAV1ScKEtT8FrVxo9aJc0kStKlaSAEkFZsLVYSKtGRrNQUmNGANktqLiZM106WEE6PMUYJ5NaNXDIBSRK5qBlfOpggZ6kTLOXErZKVNTL01jO88vKLWLZsOYaPGAmhXZOJJIjpeGlT7zI3ZTxyBWqItFujznRKUrv7AuACMs80qADACCxNAVlR44DpUh0a+AfowAT6pG0u1tbUpWUMVDH1b3WsLaBjlxPtiu+yGBtlMI6rYwDIZmD2lGkeTokmc7heqfvDuQzbZFLSK3ihx6xtm98Gc3w/oZRWmKWOfpIaBNiMytq9kYwybhVl7f4oYZVnda/NWckCK7O9gVoSAhwMxBkg62A6Ph5mLiCVNZrnCthCutqkyBoW4FohAmTDxeoCusawCaHQHcaYMyDoZ5msj7zJLwBIpvMGMPU85DreVur9zP2U+rokAbke1xJcK+8OQgEKqOXG6IEw7tUAC7OOMQ94lsTCFsNNmXX9NH1sj6gBR5zMp1lGWgVQwm0ZI+TSOsLaq/JBrdrXtdJLYm6XM6ZBETk35sQeVs3/ajnZ0AQDhtUyMwcQgBzQCZZsjVsbT+vHeBdjbE2cn18SSP0m55ocxOkaA0ke7mO2aWThRZt+K7HhE5M2Jpfp9yPjAiQzHRqj3JpJpFbpplxqAAwY13jS/UXaDdmMMyIJ22t2PHBtbPKzHbvtATe+nOHDWC6YDUhlUJlr1RvWLFO3h/wRrbMoE7z5wcwLjCCJ2XcCSfVskI42IKjnUeoEU0ww5FLtk2sQyrkaN3kOSKnDYrSR3Lo1W6Dt4mlzO5UyXQZIjcdGpgzzeU7WvTiXyh4mCeASEJzAhdovkwDTkVTWZVk/aATCvXfciGcfvw933XYD6vU6Tjr6KByy1zux85RxGLZ8AeTyZUB/L2RvL2RPDxoru+zYyVZ1F8YMpCxdTnkeLM+7Vdw0NRrIGsVatbLegKyXLO/rh+xTeUHmUwN/yxfhk3w0xvbmyFA8b97dU2xjSduXU4Y/yMU4qGsEPiBSSNkD2QtgeId63vt7Qf19oL5UvZ/TClhWV0YlXgGYBLzs6cYAkUnY+YjA0N8A+urK+FFvqJtebxDqvcV4577+8vjn3r61i4sekiEpk/8TIPess87CQw89hA033BD3339/kFAqluOOOw7nn38+br31Vvz2t7/FiSeeCACQUuKss87CE088gW233RZHHnnkOm3jhRdeiH/84x+YNWvWau/rK6NGbMILkqo8AQdgXgqAekVGGUD9ZDmG4StLnGEzQervxFipMhCLsTrnUmLc6JF4+MqLcOM9/8R9T/wL1bQTV5/9DUweN9ZdC+ksyVIDAxNmYRNIMQ1qhQJKJjGRZsCg4xYL5VYAxxYZoE8SkIk6p5SAyG3ZIZbnIK5BrmGA8xwXPfwcttlwDD6y69ZKIdCAWDVdsQZdt/wBaVsCVLSFlHNwISDaqhbcsjRRILdai5Ii+dcjbKkUShLFGogEJIRibBOVWMokBctFxTINQXwYfE5oYGEolprI8xz/uPkGXH7JBZj71ps46EOHoXP4iGAf/7tfQihQRn0l1Nxyfb8YaSZFA3DwRN0rc0/9sjsy0oSYZyiw37lXYsZLKMWAvtf/BclUEioDfO249+PUvbaSt5x5oMmPq1XPCQODOx+A8D4wkw1cBNcPqGcwPr/rJ8fuhhmTNbCNtjf7uGe9uN6/Z/E9j+9pkKSGuTFmyrLYvtJAwtbPNc9cyb0vtlcZ4uqvPq6U8LI2mzmLc+etwNMA4Nq5rGDMc31BxAuH9rMMlyVP8cvtlPXZ2kjZsVrdk4H2BYCy5FJxu8sqe5jzxFmSAfVaIQnMnN9jAa5ZbxLP2Wcf3v4WpHrzgJ4fCn91HK7v8VAGbuPEUkHNW29bH+CGXhglSrK/jBffgzrXsOrXKJmPWb+mw8IYbv3EUOHcAZQNgcI4YQq8zVm4Mkzk5I3v+PgDtg1kEz8ZLyOlYhAApvIucOgYbw08dew+jE0KsMCY23aEF6SngILkuQK0uSQ9pZAppa53YOC6ogLsq0Ax2jaPIdPjlTl7OGNA1ujH975xLADgqKOOwmlf+yI2GtmGav9KJL0ry8fJWkreV8dzJ38Ped/aZVcmIlwhF2E4OA5jo9a6XffSSgDAp/gYAABLw2dA1av35nTvuQwSxHmlxbjOxwHY19uQDMl6K+s9yF22bBl+/vOfAwDGjx+P0047rem2P/3pT7HpppvisssuwwknnICTTjoJl1xyCbbcckv861//wowZMzB+/HjccMMNSNO06XHWRIYNG4apU6figAMOWO19Y6XTiEl64QNdpTgwcNKMmfOHgy2dwVigGPovPmNVJjiwa4AuSL3wC+1gJtmHkuWrulBJU2w4djS+dNRH8OWPf8gyqeFVCMfckn5hAQCZpDUsBKYGGFqg6GXM9QA8AIB71n3/TWom7ExZSw3gBeNgFcdWPfTyTNz18pu44vOHIh3RCVu/N8vhe/DL155B0ubchQwo57Wacq1OFMBlSQpoF2UYFzkPpFlwpkEu8SRgbnPtlmyZK566MQAHigYqkTGQcBB+d/nPcenPz8P7D/gQLvjlFdh62x0D5RaIFFkP3A5aLIhziV3AhQWDFuASFRVRxsLERiYzsU4IY/uUKVffxpK5AXsbg8sw87jrQwd0vWaTM/iQt4+/vTuYoSVEcAwDrsPsyeWgVZ3HAHLmgJwFvawU1A0kzQCUD1j8Zz2YIzwga7LdmufLBxV+CZcC2PXSbmbzZ+odSjQixpShRz8PJBINdBP7HBCYMmIgBvrOK8HvH/PLzH3aExJlGWkHK4MBDzazuW6Tu8TBGaUGc46yjM+twE0ZwDVi7wYjLF5RVyDGB7YRwI3LiJmMvQ7Mujq33Hp6GBfi3G7nxlIIZP2auKVlgfzf/pjz548yRGWeF/OOAWBr2vqbEYEgy8HuANlsC6eM7onJfO6vK/tbJqbXl63sBZjGxk1KRtljRQYRA6q5TkBl8KhKxKYSg3GvpYDlme0608umLJCnejSVwAZBbpmUhEZDelmZ9bg22ZeZYohFSbcbMGvO7dd2ZoxQrVTwxW/8AFdcdiGWLl2K8RuMAat3lRxo3SE0ajTw1hXXr/Vx7qKVeIS6cPpgyv0MQhZRhvFIMdwbv0x718jczCX6HRyAXWfUZkH/6mM45wL7e0iGZH2U9R7kPv744+jpUa4Z06ZNw7Rp05pue9ZZZ2H8+PE4/vjjsdVWW+H888/Hww8/jFdeeQUTJ07E1772NXzve9/DuHHj/i1t3X///XHSSSfhN7/5zWruKQOAYUQpcep1Y15exBk4SUhyL0wgBEMulqjI5NoC3/olr7JlmhesVKZZU+OPadBLgMl+SjLHLfc/ggP32k3FNclcu3tJAKlT/O1FqAmUjNIscwUIc88N1Eyy3AMEjCvG0wMMah0PWSR9TNWN/vHygO21GXEBrOjqxom/uxl7br0pjjpwbwjO7eRumFwAQJKietBn0X/nlUBdW2hNjda0qgCtia1NUshKWxgPaoB5xC5K46Kss3lKJnQMpjNO+GKUPBXTZpZFTBxY0TXd7O8BVkkSN1x7FQ4/8hj84EcXmSM0VbDM2vgdpu6HYv6MEURdL2kFS1p3XSRQ9Y+li9Nm5p6TG2v23nNeYGwNGDIxmJYBTavo2HoPrJr+NJQbK3Pn9fonvJ7mpUG4ZjKbgvpmzGUJUyuNYqEZeQBFI1JkpDL7ldXDVcdlBYDmYnWbNM27t2YscKZAiHEzBaDAiWyAywzcxOXmDf38ZN4988BJ3E9x2SZRQW3n/dH37D0A5QGbZowUlFQ0qE0gRYJM1ByTG81lpm8dTOctr9/Mq83WlwEEdVvCvwNJq+1zKt6zsudttZi4MhDTZDt/fVkNXMEI22w8HK/OXm7eMhDMZFV3fWjHjskdocePGUNcA11bfs5jcx07VAS1quNkOJ8HxhRpt1G/I4Omty68eBvfYy5WhXlw731S1mfQ7wKIYNlgTBXmvUr2OAA0m1t2jziTDui2GGucMWw2eTTemLPUq3HrhIhZz4QY6BbGijFO2OdChURJpl79nGmgq8etCQeQxCC4cpvngDK6E0BCv3plOZtLUmV1VhnLoVyfc0J/v0Seh/eNMRV/K0llbQ7XaRsyV/Hp5qMAFyHhhIRLCJbj81/8Bua8+TKeePRBcONBQNLpGcaLTIcf8UGU1WkloqMdez98HR7e+6imrsQDyUvUi8vlQhzEhuM9vHOt2mMkrp7Ok+jdIcmGdEHmKoeGzPW7QJeuZBLCm2k59zNZu4zyimnX/eqXARySIflflPUe5H7wgx/EmuTG2muvvfC3v/1tnbXj97//PX7/+98PuN3ll1+Oyy+/fLWObWKggBC8qN9evA7j0LZm5WJE4YvXZ4GMgh0ryQYkEjP1NBWzC5It1SvSbpuPPfcCZs2dj8MOfJ9WZAEbHAgokBzsqF0+NZNrXUh1uvqCNb6stqlx/7UiHHCGV/9UwClCWUP/9pQg/f1bF/8Jy7p6ccdPvgnRMcydnwjMB7mVKvjIDcDahwGVuus/kyTJsLK67E+e1nRcqLDXKbkDOga8SJ647xq0Zbxigaq9VcaaaowQFuC6WqbxffYZLcBTbvXfJx97CPPfnovDP/7JgtJV5tKpjq1BmgGj5ClmZlx6iqRlXT3XV7MOZJKG5cEYCIwYgOpT774bQFQwHjAB0TYMxm24rIZwzIa76yrSBNJ4BTBRCnRLa6FGT44F4Z5nhWPio9AAZrgT3zjlgF14XAeWQtUlamMzwOODXfJHi4OMhokL4h1NP9g4eAdw4/kqqAWsXch5xwjLHPnb2IRqPLGGn9x3VW4CcINzUbH/Vf+4ubAUUJa4/q6NNGOJ4xHUrC3+fta9dQAGuNU1+PvGALewDQPaqkI9epKCeaCM0QWi8eOBWcvglgFc6QxIZeDWuSGXeI6UvSt8d2a4d6edS6ynRZNnhQwkG5wyPhCj6xspbB1es84r1xTMnd5+FpRGxg4zo9eqaem53PFLgG50HnXB7lxkkkyhaIiJhTM1TzPtrsqh4sp9dq+ZJcAAXHPLAvLdu028zN8e0BXl6sogLRL4tVidu7LzOFjw9mz849a/4dtf/6pNnGeNJ97JGWM2OeTaCOMMndttESSDWh15lXpxZj4XW7IaTuLrjoTZgKVYRKtK1xmvNgV0yaPa9dzuhylpFte/1/bDVXmn0lAJzkrtT0MyJP8pWe9B7v8PYl0C0VxBNWJABYyLcby+iVufOo9OiKEBrgEr0BbcOCbPP6ZROv7nur9hs40m4X3v2lnhWiY02BbwgaRzCRUAacs214pzzux2NttzSVynz97F11EKkNQBdad6ios3y/75rofwp3sew29OPQGbTJns9olc4gC4BDnVNlXDFlDAVsfRGsArhUp6lCc1q6wr1l0gjqmVXCBniWPsNBslDbuoFQ0XBytVzTrymbfBGX0CFzltvb/nrn9g0uQp2PGduwUjrQzgWjVWu4NaFl0bW4yBxLC5kglr4VcMv0uURYwrJSOBipG2jLzKlhrcQ88d2b/3ZGraegyvTUDEvfrLCIGPH6uu1pW7MgMKhKrngfRzEo6LQi/FDG7Jsf3nkMPZg2zfS7d9GbscHz9QWqNrbbXMfLcupJp5cwc3IMMAFG9eolABKoAOzzjVsv2+sYLreHTzYQLEmgNc1wd+33ou3yXbxX3hiw8S/fjcsm1Wh2U1YnrWj8ksO35Ze8x+awJ0Y4Dr/+bRNgO9bwrn892UPRdlC3rJGUtiBjcGtwCcF04McCPNuBXALRqGI7BrpJV/bQk72uz6fYZXLdPv0iZj37yjjDHLB6CAM8TEQNc2rcWzHK9fHTHPTC65ZWztuug34ECNclc2LLFax7lOpK3FJJ0iSaGbMpE1iKrjMZh4Atbk3jTqvbjmos/i+cduAADU2ofjA0eegoOPOgWrls3F6y8+BFAdm226CTbeeGO8+do0XHn5TzFs2DAc9+lPaM+CCOj6ngKcQaQcyfAE2cpsjfpybWQxNXBOPg+boIIz+KR14qZsZAwSdEOijyRqjIOlJX1MKsEkkQobY9GzaJ9n7aVlDAq+QcLcOx/kryngH5IhWZcyBHLXAxGUg6ho7ipV2jwX5jIpxPlF+7oFjs21L2gNnBlYqUV2/pKluPnuB3HWN04GkqpjKYy7I0UuyIXr8bb3rfVN4qhCxi5kOP3ztnQh9da98sZsfOWi3+FTB++LTx7+YQQRxGXmRh1bm48Yo6yepk2afSIdI2pcj7OkpjIcey6nCtAySHKANicHaFU22CL7KpiEgHEVysGRW9fA4AUNgokztS8aaNaXqXsiIawS1aj3Y/ToMbb0A6Cs+H5yHgsYSCmK0gPKhlVmJDWozXWmXmiAovrclJNhkoOZcSZzECVgIg/uf+iNoMevAbSAB3TN+HceAdIYIgxoisa9YVQNo26BEyuComDo6FZxL1lOKyllE/1223Ozwj7cY4eCeHoPHPvGBh/QcY8rdKy9LAXDBqD4bqbqI53bqSwauYoXJkOPB+8a1YlK3EGFiluWSdXGoZv48yypqbFj718zJjuKUY5icX0ZLHgri6Et3YZCUBKfq+VYGkRMrr2W1WSXYxBbdl5essxnd+1jZnrTZ24DN2U1fgK3ZAMg4CnEXibuIKGUb6ArY2590BonB6LiXB0kpgounNv1tlxYwZhFxTE6SDHllXyvqHC9W1ZkZcuBbngA99WMOxasDgFwDJDL2FwwBGNLEockXsj4TWAWlKruIQiVnlsZ/5hKraEy6xIgFYMXZwqPl5W+4jnTzlYhK+v2IeR5jqvO/zDmzHgCO73nE9h8m72wbNFM3HbN+bj5qnNBUoLrwF3pzUnv3GU3XHzxpRhV5Uga3RCNHvB6H1i9D5Q1XKUF3TBR4RBtHNnKYjv/ndIgwk/yt5GC4ftiItrWsYtvqkeO0XV4wgLXbJISMsshJLnqF3kOZt4HZg4gXVaQKUZfcKbdxxlE5KbMmUrOyXSSTpkN4p0yJEPyb5IhkLseiIp7bf6yDlgp8/LyWU0AMaCNWSR/X7O9YXaVB5MXV9mEzf3DDbchTRJ86tAPOTdcwLpgEqmkHQZ4NRXr2twCZPpsnafsKwXCvOibuxiZPjD909dfx7HfOx9TJm6In37vG6BK1dYPLT0/ADCBnulPqUzHiccs6SywPlsruUDGUw1y9QccORJIMuVPtGKhS5wELKk5pae0MmYyGzs30gAcMhUzrdhHDlNSSJIIFC9foRUiQZY7a7XPXkmoJD1+DKOv4ipl0SiImsH1lCmTvMwc0sbGEle1ILhQ955xnaRMlI5fAEEiqfieBkmdSGLlmy+BiIJx78e5GvdXdZ7mDGFw640iyZ1RpaytTduPENz61+DW88I49fs83IbBZBAuA1nqr0sSosazD3QdwGUgp8AYcBKzui3EARXNjMWZz32REn0vPqQyl/OkAHCNMaPVfWkGIgdyMy0DEDHwt7/V5FcADPHvZsctayNH0V15XUh8/sGA6FbuyyQJr81ZCSldjxbArtlHzz/cU4LtccsY1Yjt1SccGOCWoaLYNXld+0Hq95d/jrXxaPddlv1My2VAt+wv4Awskgiz5i3RxvDwfRHvE7RhNdzylbsx2ZhcldxYgVnBFfg1niiDsQ+wcls5VIkgcuWEWPntBoClC2Zg5ksPYLvdD8e0h67Fy0/9HZ/66m9xzhXfwnOP/hVjNhiPx++5Bu874FC8e/d3YcGc17DhBqOw/XZbooo+sL7F4Lmp1V4Hsgao0VAA18SjSgLlBGqsnleDL3lPHx7/0OeR9/St1n5T5SK8jj6cLzbCCLbu1fG6necGEFJJOZl0z7n5G4e2GILWxuXa6BSm3b+LrO6QDMn/lgyB3PVAuGZym2dvjdweI7Aa7NJCcY/3tcsMYGnirmzkL7fdhcMP3h/DR44Mj0AMRFpBKnE1K1yXjncMstrGbfIAjTqGuXZT57dEgWUOGMRv4d9cfRNemzUHD1w7FbVhI5CjhaLktTfr7QalbZbFNe2S3HM51uybias17scSHBklAbA1FnTfldFXvBVTAgjhlXJhpNyIEKb1V+7mXLOpgCorxezLSP0f9kNHRwfenjcHK5Yvw7ARY4L+tmPKuOyC7Hd1HA6GPBqHpt+1CzMzwE9AMqnwj8x1jK5USpIpueOzIPE41qyevZ96mzhjMTGOetcK7zgMsctwzA6uDsg1AMdnyv371SpGr9D+kvV+cjm73HNbjtnf+NiuvbIp2IkBrs2C69U6LjxP0XOsPDy0xCCkWTIf7duYr1josidHANcYhMw1N2PXyuKTm2lugwG38baEFol7vN8ABgQNoRt0KKsDywoxtGXg2mNr42PHrsn+MWJGt6u3bu9vAFw95TaI0fNBL5zhDdFvvySQWh968ZRmSm4BcEtDNaL35NpIDGxXN7NyM7A52P1ihtcfh909/XZbsy4+Z8zmDnROBth3hllqgC4xgBNZoMvBNPPJtMcvC0I5jSuzrRpICuhwSaVAljMgR2TrJuCpey/Fw7f8BJwL6+E2dsMtAQBS5nj8nisxedOtcOf1F2HJglngQuD5p+7Bnjc/hr3e+35UeAMcdS8pWq6AbtZQVRfyHNRoQDYakJliMvOGRN675owj5TkW3/XQau3zsFyFv9NyfImPw1asbY3P3UoeoVXYAlUMazWGJdms1mE4imegYuaDID7Xx7Hcc1nm2vDJWhlAh2RI/gMyBHLXAxEygymYHSdWIf0KM4BClrpGDTyRhHGrZmeuwZFjggCAaXBCpM/KgK6eHrw+6y185XOfUQAvzhZLBLBGoMAE17MGrmGFTMOlyn5J/cxIWV62bDl++ts/4OijPoZNt98ZfZZZKFc57Tm5wLjNt8OCN15WsUQeOAoSR5ECVjmEYm1h3JI5MpmAwGyGVYIBuqb9rp1CM7ecqUyGguVI0EAi1ScowwFtz9fGCTCVMde4RTMmNZhgsLGvAI4+9vO4/to/4aB9dsUnjv48vvKt79sXErm7qa343Flv9RoDepULtAOcit3hFjBZhpM4uGEqiQDJAV/BbdL3xItZpn1Dg9mWCYHRW+yMJa9NU/coGgPWKMFEcP8KdWubABfOTF/7/V4CNgZglco8K8xy0s+Yf2zH3jowp+4OD1yUTaZbX8wYKJMY4Fp3UzJeAiXPhXU7pULm20KcI3Ox0yQEkFTQvusH0PWv+0AgWwPXzy7ezOBg5jbfqNJ0Ww+8lV57dMtKGS4GCGPYMSCBFfeP65OrbigCE3+dkcGwu2XGigB4lsTY+tIK3Jrlfn9xzrD9JqPx8ptL9JzvnnnH3njjJcqmbJhd2JwBnpsyyI0fm9DM84yw6zxwa9yLY+bWdqgs/+4vG0RsuB/T33pjQpPHybVPX6edD33gWQJCvZlWnQIlxmcP9AoOvGOTDTHjzfk6rrUY0+s1xgLd3DfuMDcWzW+utAoAXE3PzGNWufZSJiDXwDYnhlwy5N7tMiWF1PU5do9Ilxry1vnNlP53/YNzhkVzXkDPqkXYce/PYPjoiZi4yY5YtWwuACCr92HvD56Ees8KLFkwCwAwdvxGWDjvTbz28jRsOmUCBHIIZBCUWRZXgdsMaNQhe3uR9/Uj6+1Ho7sX/av60Lu0H3nvmnsGJJ0d2O/NB3HvJu9Dtqp7wO17KMflciH2YB04mI1Y4/O2khWU4ynqxuf4Bk23seDWPH+24oGa621IAlN6iWASgnEITpa1VXWWmU1AZX4LIdRvzq1+WybLFj6B7pWvY8yG70HbsI3WdTcMyf/nMgRy1wNRcZNKDJNqmDMwwGaB1KAjFtbk5erAQKxY698Eq0yYpEESsPGU9Xo/rvrLjXj86Wfxxqy3wDnHu3Z5J/wYR+OqbECVcfuzb8ASJTZ2tY7FxTI6F1N/XcyQxTU0Y0Bx0a+nIs8lvvb1r6MhqoGib49b0j5wAS4EGrxqAZTZ1iTUN6BWAVkXa+u7JPsA11i/YwXZB1PqZZIrwIvQNdBXEo0wyz85UGo/FCr9G06YiOtvuRt/+fOfMPXyX6Jz+Agcf/LXg35gWsE3rsv+cuO2rICZS1dleD4D96GND0qdU2OLQSdLM8nKWrn4mhjayF3ZLvPckbmpmauvWkYssO2NwPXXMb5lY8At0y7hjGBcwkufwWjfZoxOmedFmQGqLJMys67r5WKuyT+vtcJ77WYtjAyF6wpASPPtHWhgAehVhgidKdtcq4mHZsX2mjb7z7Hqg+L9i7ePWTB/3xjwxUxt1AAA2tBTsr934JaAOwY2RpoB3TJDS4F5bgFwy2Jv42PEia7MeiHMu6XI9CoPErJzZgBwzTxqktSY+anE/b0lwC10xiCW+b9bgdWBDK1mzLbwJPjfEH88M0BlFjbrIvd5f/z760vBbTQ/cKb2BJhibpvOMCGwJebcl0Eu+RRjivE1oFa5rTZxuyiR3fb7Il58/Fo89/BVYIyjc9QEfOjYn+Ir5z2G/t5l2H63g1CrAl864xrMe3Ma3p79CjbZfBvs8d4Dg/7xE54BsLVgSRIoyyHrGWSWQ2ZyrQCukXT4sEFv+ye5BN2QOImPQ7OEW2sr/6RVkADex1qXIyK/f/Rf13e6H5l6C9lHxWNxGXdZsZUruueyPIARScoMLz1xOgCJWa9cjvbOTTF24n7YcofPrOFVD8mQhDIEctcDYUTglsk1LyOjCOnYHZ1AwyjTcRzfYBjdYn1NplghD+gyMDBOIOL40S9/galXXYPd3rkjNt90Y5z29S9js803V1ZdC6qNOydzrqlMgXOfiYmBidq5HFSYfhgsoHUsHStc4+zZs3HVn67GV7/2DQwfOwkNSDBOlpUonN8Dsubl02ApSAO8CEIGyW+UG7L7TlQEuKVKsU7oIFiOhEsLco01WshMxeOqm6j2iWJBnZoibfyXWW6yoRqZOGkjfPWb38WLLz6HF6Y9467dlJbwgIJpN5iv0HOQx5iZTMTmfGoLxTBL/d0wv5yra3BuzWG/mzHhl0byOsptj+L2Eih1SzbHsax7SWyr+S49qODurGJTrcJfyrQ5sDrY7Nf23KHffrCsLO40ZglXJ1mRb/xQbfXc4A3wMOuNO7+UmoWL3E6De8Pdx9a79p55ppgg55asqy5GcwAjss+4un424LxmrqsM4Mbb+FIGdAOwrEMHDND1j1EA5mVZjktAR5mYeaEZMDX7G4l7IwA8TVycWx07FruPN979msp+4inL8FvWloLnOigRZI7vu8L72ZL19oX2lIWVrEU87mCygIcN+PcD36bMbxNjmWpWEegOtA+gjSzmnWCAKGD/US7KgBoyHiBmir2LSwkBLtGU6aq4yzhnyHMFqPOS8edAEjBuox3wxfNexKK3nsOqZXPxwuN/xm1/+BZOv3QmKtVEO48w7L7fJ1FJP4FqIlFNJNJKPwh196715n59EvVXSsg810mXJLL+bJ2A3MHKG9SHW2g5juVjMY6lA++whnKfXIldWQdGroNYX2ssNeERAdhlnp2oRL9pUkZo1fJX8PpzPwUgsePel6HevwSvP/9TzH51Kjbb+tC1bvOQDAkwBHLXC1Ev/RxgDDZvDLhWLkwMpAKOvEnsLIGVAt2YEYpffibzLjNMIifklGL+/Pn43R//jK99+Uv4+pe/YLfv947vu28ykgqMMVMnMYd1Z2XFjLGxlGei5YW/OUQANk0yJwvGIrn62hvQ1t6BIz/7FXRLFffCQdoluIwtcP3JdVv7qN26iKk+c2DV9W0IYlWiKQQA14h6D3jMGiOkPIdgOVKeIWEZquhDIusQMoOQDdWf5Cys/h30Y8bKgIO5R3HfbzRlU9x3121o1OtI0mpwPWDaiY202zI5xZ+BIMl5FZg7QZyBa5aXwGzSJknCjhGSKulVzPIEcbZNriHYzl6YzqzJharFGLkmm56W4CAKjRSuz9w9y0uSmQVmDZNdtgwoULhPDIyYN94McDDf4xqpfmkc/xgDScz0FmJxIxdTk1HZr28axGTlzo0ZMnNZlX2jhM48Qly40k+Adjk39ycFATaWnUyZoLJYW6D02TeGrPB6iwxts/X2HBEYsC7OFG5vzsf082sykPs97INe443hjycWDgor3M4lsM9UmGU2bHczlta0oVXyqdKMyjDGKLLznGFyTcI7lUlAgkvnScItuC26KDs217C7UQ1c6bLvl7oom/aWuSavDqj13yUxi+uxoebd5Cez87O3l43Pf6cMBqg2mwf8Oa30GTBkKoO+jywAuhwquZUPdIkxCBByqGCXHAyCkX6BqR1zSdYYbKYCLhXg9V2WzXoifUukcsEmpssNeb7LjDN0jpyAEaMmgDGG4aM2xNU/OxyrVizE6LETQJwhz4FM29MUyOKo5wKcJc61lufIkwp43m/r2iNNAc418CLITCWgWpt43NURSYRf5QsxGRUcxkb9287zBvXjVfThNDah6TYkqaUbsamVq579sGYuAGucN+DWGipsPC6z5ymTxfPuRffK1wAA82Zej7QyHCRzDB+9A5J05Ope8pAMSakMgdz1QFSWYyfNsoZahq4EIAxkvfWBoVvmWAspgZmvv4Z58+Zh1112wTXX/gVppYrPHP85ZLxS3h4z2ZFjt4i4VnqYZUoVaCmPl/XbYq7Fsmp+zUwv7tUypfp6MhKlLDUR4R9/vwn7f+CjSCqdyEx+EsNMsOIEbxxwpVZ6X561DP25Kz9jj0+hQkGe0upvUwa+Y2WTMR1/y3IdT+SXd8kDJXKwEt9rH5Aaxf7IT30W1/3pCtx756046JAjwv1t7C0QuOKG3m6eGG8A7tze9R0j7Z5sWH998VF7yxn8uP3xciJgwZvTLcC1cDTwAmAFgBvfF39Z7K7H9T2yDCcrYdqi337/mzPapGnQir9P4A6QBZX0XVjtTLpRsqnAMGFYODjWthy8t3ZVLm+Ejnckia6XHgGIXLbtAZixmIVvegqdpTZcVt4//ralrK0BAkFDggOYcp7uGHr7GMz6z5hZ7y8H3D2KwW6ZDMYNuZmUAVx3XNLjjvDa7MUgb4yoZ1dacKuAkZuLAgY3AriFEj8Ru1twUS4DuE3ibgv11AsXzIvrYoBrxuY6ZGhbvXvXVPzxIonwxuz5uiKAe+e0AreF42lQa8ZuAHTj7cyzQa5EkBovLMiwzJljcf2yQQWXZY/hNekLg3O2yMS7YM6LAFQ8rkl0RfqvlDr8hwi5SepoyiNZ/UFYAxy4ABMCjHFb8gZQpXXytciunHX34oGdDkHW3dtyuztpBV5FH84Tk5H8mzwEJBEuyxdgMlLswTqK63NqCjyt2OfQ6SgG1HL7/gsN94rlV78Hk1l5wsaHIUmHo9G/FF3LX0H3iukYveF7sMk2X/i3uXAPyf9/MgRy1wMpZRtaPOSF7TWD65RnXqr+xC9DBRaBv153DX5x0YVYsngRAKCjYxjq9X586JCPoG3YaGSRAhe2RWVWZUQK51AOSVwxemRK/uhkTGV1TL22xayNiXs15XcIKu7VuAXbJE/aNdiIYVCf/9cTmDd3Nvb/0FFoSK80hI0voeL1eIopgSGvA7lMgmMH7W7mghiB3wJoCwAuKYCrP6YmbmkSoCYSAFpy1tYY6Pq/N9lsC1QqVSxduqhwHMssMQd4/WsuMxDEQJdIMfhqDLjMz0pMTLdzuw4MHSy8HrLfQxdnYgxZlkVGlJD1i+vLlj0HBuDmHqQw7ts5VNy5AQVWUTRtKgEnrVgYtc5LwBXtb+KAByqR00osS+wD3MjzInBTjvc1n5Jjlkkci6t2UPdA1vsB796ujjRlp7wEPqUu3SVeGuGyAUI7DEiNgC7gwO5A8bqI1sdg2KxTSYJay2BdmUv39QCu+S68HAAAkDUyp8xGT4sPbO1fvy8jgBu4I3vbtFo2EHu7uiEAbscQ4BbzU3A7TlFiXLPbDcLosq4lbkuWeZntqTiflUlZlmU7rjXQzaENkozZBItuW6j7axheFiaM8mM0idx3H9jatmiXZUDZIrgGqdawHKs1RHjwph/igZvOxZ4Hfx0jxm6sl4dA1yTEMn+VfqAqHCiAqzO7i1QB3DQBryQQlQQ8ERApB0s5sDYuy1Ki7623y+PLtaygDL+Xi7E/G47tWfuan2sAuZ1W4GX04SdiMtJozMrMm38GALq+51iz569s2h+s1DomYqMtjlmznYdkSAYpQyB3fRCZW1BAjCvXYVJ8mJ+kibTbaEEYnFuzZk8Qu7Dql6Ga13R8KwE/OfdMXH3VVHz4sI/jo4d/AuPGjccNf/kTFi1ciK986weoU6UFO2JYIFg2UilJYcIk244oIVRZIif/xW0SOfkleDKZ2BeZuZ4CoCQgkxy33nwDxo6bhM132BfdDeHYE5CenEOWIxbOGd6zVTseernH1vQr6wO7fYvJXlJxvQG4BtwmLINAhoQa1k3ZJnVpZQjRoFbpLc4VtWgwCBWi1197BfV6P7bYajt7H+yx/T5lwKqVK/HGay+je+UKdHevQm/3KnDOUa1U0Dm8EzvvsgtGjRwJBob+3l5Me/ZpzJ0zG7VaFYd++BALrIiH975wTZEyyTTjaUGaH6/JOIinmLL5FnjzjdfVWPDd873Y25jBdc+Di6O21xtdvzEOkFYOhQdcDCNaxuSa9bEO6owN5jl053RAWLjnq4WUxgd77C2AIGmZaa+Nl+ZKL+PIHTjxXJoLsbjhyYHS0kGGKeOASDHinfti2fPF8hpqLpPaddnLhh2NgXA8UInLcgmgHYjxJp3MD0UvmAKghrvXFpiCeZmYQ5HeNvZ+evHu/nHN8rLzlrWh7NpajZHYNdksM6MeAAQHttpsIl57Yw5UmS/lpixkw4JcbjO7kwudMGMqArhMu8BbBtcHwYCXwdVbVsLcBu86HzzEZUmauLzb5T7A9Vhcy+aasWr358XtzLpBhlIMxKqaYzXbPv7NGcOWm03Cq2/MC+u7m+0HiMsPvAsMCaf/6oACPV7VqFC+ZRwEVUKIaUCZSV0nVbssEwG51OVjtAuPYXh9l2WTgVkIHZsLBmIA5wQpNZvqG4CkxB1/+iaevOcy7H/kuXjfYadpdliBMzIsrlTnF9IB3ExyZFwgYQKZqEAkFfC8Ap5WwCo18FoNor2OpL+OSl8DeT3DsCk1rHi1e41r5SadHfjA0mdwx+hdmmZX/p1cDAD4HB+7RucYjCyjDFfKxTiIDccOJUCaGgTKJWTe5DrNcykzsCCTuldXXetPplyUEMx+eMLBha6ooNnyIRmS/00ZArnrgVgmRQNUFY/rgK6xMA+2XJA5Zlzf76Ybr8c5Z34PADBixEjl6jl/Hr539gU46lOftdudcvq59nuzuRAIlaY4ZpNDgrEEnOcBCAiUSc8N2YCw7p5e3H3n7djlXXtigwkbOyBCHLkPcqWOEvFdTjXglQT01yUevPOveP/Bn0aGCiinQDk0Ljc+2PUVTsC5EjZy4RWuDxVGgFlLJg0ASnygy7SKY9gTzqTrN3hKYQmbG2ebNg0w97wAuLx4T/Oa6lrVjTNO+yo2nDAJ22z3zsK2XatW4qH778S0Zx7FtGeewIzpL4FasCmMMey+596QeY5/PfsM6vV+u26ffd6PEcM74ZccUv3lAUHvdwBqvG3iDMaGtQWgyjeBBcxbgan1AK6/PuijEuXUgBXrks4YQJqB8DaPwVJ8DH8bf1uT7MosNx8Krj1MeFUK9iL21u0bAtzBege4xpeUeWm2qeeXaECrWu6Ya2WUWXOm2lx77A5s1w/Spdtngv0xGDw/rAkD64MGT0zpFiDy+ig5jlnuHdgeP9zEzbPxsrLrivfl0f5OUTW//WOSnc8di+uPoSIbGwDcAYwyPsBV+w8AbldHfA+QMuDrx/238Cbys4Q3NcY1cakfCNyWgdFWAHeg+cTIQOEOQHF+8gEvUwe14LeQcZkBjFSZO7KuyMwCWJNhOWyT2Q62Xq5JTuXfYmNoM9sDwAN/+yGeuvdyHHLcpXjX/ieUuq86j1oDuJnVAUxCPmlyNJja3EKAJSlYkoKnKZKa+lQ6UtTGVdA7t79wnnUhL1Iv7qaV+DIfhxHrIBFUM7mPVqIOwnEtyga1FGuUIqd/lMw/6rciArhOSKbclVVsLk+MO7iJf17bKxuSIVkzGQK564FYpkRPFmQUao4A6AKwisDqvlzzPMfPLjwP2++wE/bd/wNYvnw5+vv78Z59DsBue7w3yCAKhC/jZsc2bk6WEfCTE0AndzK1U0uUn5hRIzCcfeb3cMuNf8HoMWPxy99ehy233dlaaOsNif56HTxtt1mL3bHUXwV8gacfuxvLly7E3gcdjUbGQAKIKTXBqMTD0rVT6C7OdF1AwBU8l3D7OkWSBadopYgGH0SfZsoiM9A4XBZ1auk5/TM0Gjm+c8rJmPvWLEy95ja0dXQq9ZYY5syeiT9f9Rvc8tc/oaenCxtvugV22uXd+OSxJ2O77XfCqNGjMWxYB4Z1tEFKiazRj6WLF+Hin1+AB++7G7u9ew986zv/he7uLlzyi59hv/32x7Dhw9XxPQDuwA9rGWdnuAUCAu8Ed02Gh0hgItsHApvm4y/z/w4kDpxq19UWu5EG3s2Alw++deOtlI0Bv68GAgPx/tbdVI8x4yVQ3FFlz1aOjGWNjjIrx6s940Ox/YM31AX7xQq6B/IHA2rNPq6NfmZlo4E1yW1gjFglWZjt8VBsC/fmJOYZROLyR/F5yh99Kmzf7Lr9bayLPcK52md4fZDLWB4kl/KNInEmZeYBVZddOTLO2b9Nsibr/VuKYXFjBhdoOQ7L9ilka2+SIyLYx4LfwQHOwbyb48RyZds2/d4ki3czoFvqshyNc5ULKmR5GWD/4dHz5sfm2mNosGvYW1Cxy/zYXJOAiojAOdC1YjGWLZyJVcvn4aFbzsP7Dvs+dt23HOAOJHZeNWy8dlkGTwDjslytQFQrSNqqqAyroDqqgfrSxjrPtJwR4dJ8AbZCDR/4N9XENfKY7MKurB3DWTGBIqDclY2bsu+uTCY8RZItteTXs/cNY4bFtX85s2WEuAjr5DLOwIWAzP4zib2GZEhiGQK564Fw2QBJGViRlaWYCi9YW1rFX6cljks0IvMGzj7zTCxauACX/Pp32HaHna1ibaevKDOw/91M+WVsl88ICF+ZMowuk2HiHu/l6p8j067JTz3+GPb74GF4e+5snHjMR3HMid9Bd083nn/mYbw07THkWYbtd90H+3/083jXez+Kansn3PzM7Pd7b7sWEzbaCmM22hWrehkSUVQIE0HBSxcImdZEd2F/QyCTZmJ312pYYM6YBb3KFdAokuVlQQxUNVkgE10TVyBzyaakzmgYK5RNhGn3y0LMsD6biVMiYvjlRefh0Yfuw0W//jM233J7SGKY+9ab+OUFZ+D+u/+O4SNG4ROf+QIO/+TxGL/hpFAh1t9zEBgnJNUUG07qwI8uvNSu+8ffb8QFPzkXB33gQzj/p79AjhRhajWvffGYomJfmb+FcQMGE82Yk7BeB368sD/m/D6Ix30zFsR3JQ1rTeo2adZLMOPuV7zfzZYb4bp+cHhd1vzjmLUyN8XoWQQQJfkJxxADqbHlu5zKPBxfXlylNcDFDFzQSaG7Z7B8EBKDAgOWgjwD0fEIrLQ/wuPq+0Vh3/v7qnto7muugawDIdIDvnEW5rK+D9oXuTW7LLOhoccfJ1K72JfOG02Y3DgDQ7ydP16dJ4pj+rk9TqbcFGGSTEVgN56PrBtyDHBlOcCN3ZTJV6SjexnHNgZZkUvY2rLvJia/hZtynFE5eP8Gy7Up076bzTbuHey/j4uhOcyb61qD4DKjm7V/lFGmCIFucCx9TgN0C+M2is/1ga7QZ8r1GZh5x0EDWs3mOm8oFrxPlYsyA+cEJmF9mDlnkFK/N1X6frw9axqu/MlB6O1aCgCYuNm78J4Pn2ZvuzEuq9tbnKvNu994d5k8HpIJ5DyFEAlIpCCRgFUqYLUaRCMDZTmqkjBsXKeKz60IdM3tRf+CeuEcayo30zK8hTouElOC61jXQkSYiTo+wUa33M5PPGVqBkNKUJaD8hwsy1SYisxtZnVOOYTRV7j6VBKGJGFIBJAIhjTlyBoCaTVBnkvkjRxppYK8niHrX3f9OSRDsjoyBHLXB/GUBALANPOjMm6q15KJ1+XI9UtSsyklbslK6VAv73ojw7e//W3847bb8OPzf4rtd9jJAmQgVN4BDWrJKHhFwFtmlTaJjoyrEWNkWQzBc7iiMkXmwyZ4kqrO6bY7vQvz5szGRVP/gf8+5xT8/tIfonPEGGy53W74/DcuBBNVPHjHNfjFmccirVSx/W4HYvt3HYhtdzkQ4zfaGowxdK1chicfuB4Hf/J0ZDlDlgNZbqzQrt251LUwGaKXs3phZxK48UmJXLqEG8wcg+uXPSnrNWOA0NqBNICZzIs/Ujo9Btew3xwubpIbt0A/tjJmVEw/WkUuZBoChcu7ZxIMD91/Fz76saOxx3sPQG9fP264Zip+/csfYeTI0fjOWRfhgx85CrW2djsGuI7LZXDJqIwiZLYB1PXPnPkGTv/WV3DIR4/AD3/yU6SpsJmWm4k/Bi3AY6FBxHz3x435+/Lr85H7iceM90ATpiuuZRz3kX+vSt0LfdZV90Mcc9kM1Mb9UAbiAWi3dQ/gggIg6tdHtn0YgengPCWA0AJfC2LIsnADuSWXii4lBD8bicyx/Ll/6hOunoLHPKCrgKksXHeZ2HvgAdnguF6f+dvF7K7vxhwdoNz1uOXFhMxuWbviWrcxuF0dYOt/jw1UwbFBIJJ4Y+ZMZwQJsih7iaZK5qOCZwFJO34KGZXX1A25DOAGF9/Kq2DdgooCwPXfozGw9QCu3T+Kw/Wf+WbfARV3+srrb5fG47aSwbgxtxJD9pnTKlAcHs+PwTW/7V8K1/vbGVm2cCauOv9gjBgzBUd/+1YQEcZN3g5pRdWQjWwWLSXWUQjMVWnQ7spIdAKqRH14JUFSS5G2paiNqCKv56sNcrNV3aXxuIuogavlEhzCRmJzVlutY66uLEWOXkhMRnk1DACghvcOkVKXESJQnoOCnAzmPeA96zqHCGOkDBcgCK6SVtuYXMGQJAJCcPCEQyQCojIEM4bkf0+GRt96IMy4hjDP0kpSuwMxFNyYmVZnycTHaMRFLn7XyM033YR/3HYbfvHLi3HABz9qjxEr1T6rZcBtYTmF2zrFSmefZYaFUa5PDARIYa3FZWyHYThyqZjcnXffH/fd8VX09hO+ec7v8ZUzrgBjCXKptu9vMLznkC9g4bzZeOKB6/GvR27BNZeeiqxRx6ixk7HPR76MFUvfhswy7HnQSag3nMWZey9fxnTCCs4C9xtjkTap8tsrQE9GyOx+mjvUzC64A7PKyO6ArYRjcQyYhtqlAHYZIzDpmBMQ2RqmxdIczmVdNVcnKdPIO1S8QraSwNBoNPDIP+/BD759Ep567EEsW7oIhx51PL70rbPR0dGp9vVulWRkga4+cKjo6+U5cdx0/Z8xfMRInPHD/4ZI0jATZzTm4rHgfy9L5uRv5/9NU4GsXuIO5QHxmLE11v4YNAdisWw58+aLBLMgJk461EqKgETaYwAoBbhqeYuwBcabMv9NPQJKXEoHExvZEkSQSoDHK1WdYblcYvBKcGOlDOi6c7ukfP6yAqgtuWZ/u3hMhm7M3N7L4J42uey4XFCwn35mYvfRZgaWGLiuDrAtO04ZwDWGlFQkkHm9YPQotCsGuJ6BtrxD4hje8u3isIUy1+SBAG5pXVy9TcFNuXDskMWFBrAxi1va9gjgxuXLADP/DC7RVPDdm5fSVKC/noWX32JObSaDBb7NjstB2rBbzApu33EcyPNyUGtiOaV+OTx258UAgGNP+wfaO8cM0Pbm6+JnioiBuLunkglwnqh6ubqkEE8TMCEgqhWkbSoJVaUjhWjjq+e2zDlqG01A1ytvBF4Iv5WL0A6Oz/DW17UuZA4pYD6ZNQe5Rkx9XAV0FdhFnoOktPqoTThljF/Q9Yc12BVcJ57izALdJOUa8HIFdAWHEOWu00MyJP8JGQK564Ewqd1DYJQvqBcr5YhdqSQXMC5XBKask5qRMhlT4bn5PfLIw9h+++3xoQ9+ADlyleSGabbLuCYhBAGG4TLA1r4wyL1ImiV7ca66jjnwXYABFACzlAyZVNez7a4HQEqJJx9/BO/c+1DkMtEZFNX5+xtAlgHV4RvjPR/+JvY+5Jvo7u7BzJcewrSH/4JbrjoDedbAew75OlhlA3R1W2frwCWZC2atkAYAM6YmagN6KwlwyC7Anx9mNqukAciJ0Mch6GQL5DJLApqNh1JBmLt2k2SKMwkBqerishxCZkhkXWdVVpmVmfRBbh4wTqY/jSrKwK2B3bzQiXFI7Qau1VkQMZx13qW47k9T8dbsmdj3A4fhY0d/ARtt/A7dS0Vlmawbm47DigCcYfIZCN29fRg5agx42o6yRJW+4tQMZATjyjtP2XacM2w5ZQymvb7EvriNezyHtEBcWpdtF/9tj1vikq87Uh8nZOMteNHA3xqNzHinkH3zGTT/mpoBWkAZvuz3EmDn90epwsxMlLgBWgSTLRWQYGSuIxILcqRNvsMYN/U+YEvvKE3V7dcsNpwLDN/63Vj2/EMFyKTYQTMPuWMrbxUPsPiuy/7+VDRslC0rFR9s2fMEjfO2KwKuZuAiyKBcZiMwc5DH6logXMK0Bsn94utv8ruVu7Jb5rwEBBE2mjIFc15/RWdVpSBkwo/DLQDc2K3dc2G2bTBJywp9EeeZYG57TygCrPH3YnZvb2xG4NY+P56rcjMZ0E3Zfo/Kn4EF4BYATOUAe+zo2W0GbM06zhg2nzIOL78+P2BzBwNwDaj1jSv+u9/MYa2PYYy5IZgElOeT7wVhgC1jahpgmtJV70PgrRlP4qFbf4nF815D18pF6Fm5CLvtfzI6ho+Fn9zQxOJyxgrTCytZBsCGlZqQFGnvh2ZykwqQVoBKFaxRB2s0INpqSNurds5inKGxZY6+xf2DTkSVdLRhn2m3Bmzuk7ILj1AXTuUbor1JjOy6lNnohwCwIdIBt6WckDekY3Ez9UGeW1dl8+Gk9BMhcqQsQ4MLpIIjkxKVhCNLGSo5kOcMec6RVhNkmUSWpchzCZlLJNXKkMvykPyvyBDIXQ9EgVwTdxb7/Ki3hVKqQ3YXXOjyQxr8klQvBjKqE8Pjjz+Bj37kwx7MCTO4trIElwFcP4NhcA2+0mZAnXmxmkvxLMj+8SQxZDlDTgxjNtwc4yZuimceuwfbvPswW+zdlAqoNwApSc3F2qOGizZstv2B2GTbA3DAJ3+CRn8fOkdNQH89VKzMy5IxgEuAEqbZXJX4ghnAYgCv1n9yqcoVEFPbAk7fZ1DuusxjDZveZ1/hjBJPBSn6KS8HuJqpL8us62cDtQqWp0D5Sb62f+e7sc1OuxfqC8cS3GNzf82NtrFeDvQxEHZ511649qrf4jeX/BQnfeXU8mN5/dFs3WDFNidwUzPKmGMA/VJBfn8E16uXlTFYQbIgj6mNXZcHSoIUA1x1DR74iGKwY5AfM7iBcszC+xUYlZhQ4JG0Ym80Tn2sAMQzDjDdBv2dmAQzaVALF9UMbKxegqk4KZXP4pYl3FvtLNHe/gMxYEFiq1auy/6xDYDwQKteUbrOBx7xsZtlRA7aGP8uS05VCnIdwOWUOzBBXtmfuD/M2IwArloeAlxr4Bjs/dFhN0aaegcMNJ7MuI5q4g6U6CwwqAAhGI63jQFu8PxFXhUlADcGumXgdnXnw9XZXo03BGMQ0GNDWdmb7htXM7D7wYBRt3uzW9jftwpTf3gwGOPYepcPY3J1GGZNfxjvPvAkvV/z83NuALp3/jKgq2dXO8+be8aF+iuEdldOwVLluszTBDxVbst5I0e1s6JK7WS0RvG5/STxa7kI72TteB/rXO3910SeoR5sy9qQtOhDloZj1MTnknn+4uRTepl91jWLy5m0epPQSaeE8B5By+Lqv4lA3uDWED0kQ/KfkiGQux4Iy3P3kjdJc6ziSHriz8E8ptaE5YILpbRo5ZWRelkxEN6c+SbmL1iAPd79LjVJce7cH7WSY9vAwuQo4ctXveCyTKK3uwsdnSMKhdt9hMdVw5VCp5VpE8vjg2Rjcc01yJWkQOcO7zoAT/7zFnzs5J8DLEGuk8DmEmg0SLkuS4LysCE1HxOBJJBWR0KkartYOFd9ybgCueq6AckUs8sZgIQss5tpzzB1fHVdJo6Xafc60uZqdV3qhS9BEMGLuKiMKn4gjsc1SYFcVtNSwMUMU8c8N7vQJS8GQX5CDt9l19/GgLbS5CUhfrQgL9fXY9yZ9z3oMHzxGzNw2c9/hJUrV+CU03+kXe3LX7wx0G0FussApGW34WJxc/0ccA/I5LYmLbfeCv7rNnBdjvpDeudtpi5bVlcrWM2yLvsg2mdw1d8wQZRZNhAwKwMF5rlT40SBEDtePMBI2qiiTqAALShXD4ZN1MPAeKIUIc+ttCUTNlAAHRnjnZu71HJnPTKgvpm78kCgMziduacl/RmA6WBbsiyXmRn9uroFA4S3f+FY0boY6IZdF4JU87cZqC3btvyv8xyw7wEfBHvux7ZcUBPQG3auB2wjGXQ5oAjolq4vO7U1Bq+GQaXFsdYk87d9rux3b44tAbhlxjX/WK2+m7tlxlCzeXOwGcfhHQsIsywzqORQuTYmx+eI43AHc6v7e1ehv3cVNtt2H3zsi1M1ptLPRguy3/fCsudvcatcOIrzarK1u3kCJKnKsqwzLYtaRTGa2nW3Nryu20SgBqG+tDHwxXlynVyKJchwDp/UErivK+kjiWnUg2PWwi2aiBwI9QxVRh8x9bONyzLXH8aUV5wiBpSrMmeAENyWEOJCgAuBfAjkDsl/WIZA7vogRMpNhGn3Qc6VognA+r3CAV4G0nXldHIqMFVrDppZIwZw4J5770W1WsWe797NgqiYzVXxNc6ia7AzAMyeOR1PPno/au3DQUT402/Ow/y5M3HiN8/HO7bZDdu+c6/SCTy3jJYXs6OPb4AtEWwZoFyaMj2quPs+H/4C7vnbb/H4vX/FLu/7BHJd/D3PgSxTIDfPyb4gs4ZKeiUJLmtgTIhzpovWaxDLCQC3LsqSCEIwIAOEUDFHOTHUM2fYJMvuKkBrjJ6i5B3WjBF0ALeEdSl7y0fJXfzjE+PaOu1iyFACKIP46kgpKgVNLZItxYqXUdSNmsQBHHfyqai1deCin3wX+xzwUey8216FrM/cOwbgxlxLt7kSAM6I6bGgxhQ0owqGwGBjkqk1izv3z+1nvw3YWrj45KYlgaxBYHBxuXFZHwDBd7VNxN5GbpPBuYODA/7pHag1YC3X95BZdkq5J6sRCkaKvYVSgEAMjDhIhnGBFLBnJbGUeWYaqAxwBmiSm9tCMOsBzBIQGvbfwEqTD5L9c6kuKk9q5Y/zkPEq1tU1+5jfrfcfOLa3KUhtAmoH3K/ELd56jmjvH5mXu3kXsymHLC7icbq6LG5wsrUHqjGL67aP5sSS34UyQaWuyiGL6xsXC/NuBHBLQWsJwG1mEPQBgjVPNJkvB3Q/jgwtZVmW47nPiPLOYuE7tsU099JTt+PaS7+McZO2xvHfvRkTN90Z1TbHbnKm3r+xnSMGuEG4Udk7VxvPfa8lXdtBAV3zlwswrhNQ6Xq5PE0hqrlNxJTU+pA2JGRnDpkTZEbIVmbFk3rSWNkFAHib6vgrLcPH2ShMGkR87LqQ56gHdRDezYa13I4nusyPp7SYazbMLZF2SI+SxQXGMZuACh7AVX85Y7qsELMxuTwRpVmxh2RI/t0yBHLXA2F5AzCKIONADs2eSKdk6tg4IgniApzLwPqtXlm5Aj1aCbv7nnvxvr32wLC2KohMnJt/YpXFVZIDvf4L9qIfnoJpTz+MXFOae+xzCCZstBku/2/lhnrOxX/Hznt9wG4fvvRYYbl5YeZSAUgTa5tLlf3YuCRvsNEu2GTrPfDE/X/B1u8+ygLaPCcFcnMFas3yrCEVk1sCBoO4Hg4NcJVLciMjCK4MBCpGV6XE55n6neeEy+8A0oRpMOyuT3BVtsCwuZJcoinVtWS3ZXAuPhyudBBnXkIH664cKYfMOJgBYMofSOq/xBikSD1lS0By4V7osZKljQrGlctvp71XJUo7gBLm3uzg7rNgZFnPjx39RVz7x9/gpuuvwva7vNe7H2p9MxbViHGVD7rCa6t5X+aS8Nir3WAssS9fEXkpqOPxQrbwTIbKqWIuEAJDs85zPfWBbrPkPxLFpCwFUKIVhgBwmHHjsaXBPfSVa0/JLdRPBiwrFyzywDGzo8/UtiR1YwQHkzkI+j4JD2iTBMuE00Y9ttd999oic6x4/iEYZjhmZAkuYzyj3LZLid6esZaxtqVGoMB1O/KOKQG1/nYBoLZY1AsRCNjkJn1faGR0rCbPn1nWjM0t27awb7NYb3L3kev+5JSD5YT5M14slguSblw6V+QWNXFNG4yxpoza0+8sm2gqisttKbE7cMziWmOw9+4p8W7xj+ezsP52ASCNn7n4L8LzqjnWlPobnIGx2XcjOQEvvbFI76tK7tnLKHFTNxJ7CQSX7wFdaMO00RE4MZVsEQQGjpwzZRwjPW96h82yBm677hKMGD0BG22+C8ZsuAVMxYdpj/4NU3/yCSRpFS/Pvw0vPvE3zJnxJPb55rebt8u7HSbEiHNmc2mYcCL38eZdj3U2JeMylkLwDLmogFMOShJQWgHLGkClAZbnEO1tCoRp5jHvr1ugxnTW4BUvNQe52apu3DlmVwDAX+UyDAPHkXx00+2biWjjqpZtWUKLFvIUdWMCUkwaIB63MjpBUktUuaSUq/70wafUlnv/Wbcl5zSwZXECKkKaMDQyuAzLqUDSkEhSgTwVSCsVS0AMxeYOyX9ShkDu+iAmpgmAjbsEB8ncsh2Mc8yc9zZW9PRjh623UEooB5hRGLXrMmSuGBhiWNXVha233AKcpC5H5FnhPHc1w+aa39CuSo1GHQd86Ch88Ts/xYrly7Dh5M3RyHK8/spzOPNrH8UL/3oYO+/1gcBNyTJqWuISBARV0kdGILeRKaZWxb8S0ko7GE9Qr0trUFQgVzoWVxJkTsilhNRsbyyWleMMTCfFMGBYCB60DQBYDkXN5orxnTIGeHu5YcjdtpJgX/qmtJARl8XZvBTC3/Zc8Pq8bFgwpfj7ynmQBZSLAOASY6FrFkLlKuiXyKBhtpWkY6u8dX6SsFaSk4IlDASwBAccfCT+ctWl+N6Pf+vOUcIMlB0/HkfMaxNj5GXsZBjdwbGiJ/f6UkXjhm0LmQ+fCTGEojq+VIrVIACFYeTKQAlvcl8NCLHPYKmLchlo4yVKNgORp8R712yNFNp1suzOETgYkwCZ4zPlyiczPefooljklSkjDsZyZXAxwp3LvDo58zRVhqRzFBpdy4ttM2BTt8OAxZhdLYtBD0vXhAAp3qdwvBhoRyCnGatrjmnnlIjdjbcPzg03Sdis5CXSLBNy/D3YJ9hGFt3gDVBtcbxq+zA0uleUHj84Vwxw15XEADQGvU3d4iO6b6B9jEEmEr+GrnvGihmVy4CuWu4ArBkLMcAdLLgtnSPB0NmeYmVPVtjP3kafhAbZ/QYjLqO4tcSoygD6KC5pHWBKBKpmMjz/5N3448UOtE7ebEccetwP8ehdV+GZf/4FO+xxKI784uU463OTcf1lX0DH8A2wzW4f1ceK3r+DjH5gzDG66tPkHapjcm0ZIcZBPFFsriknlDbA0gSsoVxqpWYeRSqQVBPk9QQ8bc3iMiEwZr89seTeR/FK1os92TBUB+mZINo4WMrBEwaW6jHQUOxx3psPCvC+Sn3YjrUN6BotKhwiVZ81YVfN+OAw+gxsPhPGVFyuIREYVwnTuBCqlJD+K3MBmQ0yQeCQDMlayuoHoAzJOhdGFH5kDugslybe6a23F2L7I7+EvT97CihrAHZ7L0GRdPUNOeUYPXIkZr81J1SkfUu9p6D7gMtMZJVKFf39fRg2fCQmTN4MACCEwBbb7oJtdtwDr0x7NGBpzcvZGAPVR8faEkMmXc3a8K9KKNXICI0God4A+nq7kVQ6kGn2VmXrk+57Q/3OpQK9JoFCnnu13zQIlrliffPcbW9+y9yL7dXxvbleJkA4fA8GwQ2obsFoxvfUAFtfMUARAFnWJVIY/eRR9uMDXAN6uIgArn8XPQAUueK2Ev8abfIxCwiLHymZtZzn+l4TGN6Y8TI23WLbaDyEH7Otzeitj5eTGqE5cf1h1sggJbMfzhh22KRmQWrcDr89hsXNySQzc+eJ9fVmxoHgHkeAgUHVPRYeS1+WFde/360AbuwaaRQ1yRRDUQDshY+3TcBomfGj13GvjiRjSgnUv8GFdYm3QEBpMvYTlF2JFTvOMWzznZQBDj7L5+Yf1Qg9J1HcH+758D/2GN5xmu3j36vAJRzF4wwkcR4DB0rDWOEyMOnPBYFRJE5CF6ZIG/Bjzh8DXLtNBHBjwwpnDGM22kxlj9f3AeTta+7J2oLaiHltWX7KxE+az7o4b3R8f04tk7KMys22A4oA1//YbWPg63+sp034yaFiGzefNBKM8WCuDI4ZLRto/molgW7gjc2yLnjhqfsweoNJ+PXfF+Fb59+Gnq7l+NUZH8XMlx/FZ0+9Cid+/wZ0jhyHd+93HNJKDZ8+5Wok6cBuvNx4YZmEU4bNLbddWOBbJuYeSm9eM3G50C7LLE3BK4rlZBro8oRb1tMA0DIR7TXsfttUiPYaeiExDANnUxZtHNXxFVRGp0g7BZLhAmmn+lRGJ/ozcKbkBknMQj/eMUAdXpYy8FSojwa4Jma2AHZtaAIV5kc/1MoYGAJ3ZcF0Iiqma+Wq5FM84RBpCpGm1kNxSIbk3y1DTO76IHkOZGFiA8Y4IEhNxozw+HMv2XVz3p6PjSduCNKsr2IZpXthc1Uy5KMH7YvTfngh5s6Zg0mTJ4P8iUx/5Yx7cYRKBFORuaNGb4DFC9/WTK8yuZpEFFvvtBeuvvwc5FkGLtREbFyFAMcKKmDoARQCGhnTcbUmazKhvw4LPqUE+nu7IJJ29Pdr0EpAnitga1hblXyKIDNZCj6DyzUxIiZehAGAyvbHcsXq5poe5EK1N9dxKzIHchvwqZlO8vwPoSd332BgXHlMJsLAzUeVDVJQxatFV8JeUPTblJAyL2tbKsiAHw2EciS2bE4rZcewTAMpRAWGPt6ezMtPjaV6o4HHH7oLx558ulbKQl1TecaGzK1Zbtrl31POFF8WC9PZrnPJFaMeuSqbMeC7P1tjDDzDDNMlMljILAum2Tj9jBg1NgYpgkXApISR03DegZjonvvtlhFzq+6pCICraaOvONtj2TUMkqkxRlAMK/O+S3NeBuRczQcmTlMtFw4UydxTor2bBQWUdWc4Q4wBEb5ow5y6XpWHgNvrMMyyzgxg2FTTXq8/1fLmmWqCfTRTzeBcn93xnAGA9PEJ5e7M7niOJVeXbAaMc8GO2+rfF9sVHtMcA2H1vXh9rYxUsQHAHrskWZefGTk0sBRjbJsBXOdyrO+d7+7tuyQDCpn4SWdit+XVlNKauNwDop5RxrTJehj4wNXPaWBDQbSBKAK4vrEx+DsAuPVjRM02ZjlQrO/qr7PHlMaAHM7DPqj1PQzsOBoEzl2drM7Wk8mbO194+j5su8u+6Bg+BjvufjDO/M00LFkwGxtO2UF7bKmdjvjCr5XLKnPvAzs8dMiPEW6fLfMb9rfPHnKvMoJ1Hg9Ibq/fGVPGu6QCqb3kuD4oa+uzsFRIQtruSgeRJMgsR9ukKnrn9g/IrPaCUB2AUW2bVEX7+JoFl8YgH4tsz5H3ypbxwLNQRwbgHazadBsDqKudFVQ6KkjbUqRtKUQlUS7azBgty9tt31fWO03pNAmX4FwgESqnieAq+VSaCuQ5IdXkQ6VWsQmokjRBI03Q19UzlG15SP7tMmROWR9E6vpkeY6Zc+bjKz+/Ejc88ARmvDUPstEAZIbONmela9Qbyl0syMSb25gpk6H3qEMOROewDlx5zV/CEjW+lRbkxYY6q+38ebPwwr8ex8jRYwEUlfptd9wD/X09eP2VZ+zyGKAQhQA31+xbDHCzzMXbZtoluXvlItQ6xoQsrAHB9reEzAyTK4OPYnXJCzEhC4rNCyXPpc3KnOfSukQrF2iyoNcH6EDRBbuZBFZw7+XgeDYv5g1wltMS5RjwGAMLgHxFjLnlLFKmBgKwcAy8EUn+dYb7+7WSA0YX5l4zMJ5i8y23xx03X42lS5doVlYbD+y2/kf3s94ul+H6XJYws1DjybTJsrzkYuXM9gX2g8rdAmNmpSw2uJk0A7jBNpZpa84cBiy+Z8BwPgDFj399hs12SrkbG+a4Zefzz0lcaIOKN8YMq2uYXVOzuwTg2ustidUMTx4y2va3xyD4fVt+3BDctWRrDRscrQv+RsvteQptoFKAZrxkyvb1P9w3eNj5wOPwSuaPgteP/4mvJwDM5BRVH+CWjUOiJvdqNRTSZmyt/9vbxv+stZTE2JYaX6J43cJzEQPcJiED/vbx9zhruwXFHmMbzzk+KDbLgjaVAGlzrtLzl8xz8bp4+9DrhduPa6N6PyxdsgBvTn8W2+68rz1W+7CRmLjJjoHrrCSAcw6+FgxeMHRY+Lu4PhzThcRhXABCs7o6ARWSBCxNwKsViGoFopLYT9qWIm0Xg2JWR0JgGTUHpW2TqqiNraI2oopqZwVpe4qkJpDWXJwsFx577bkxl8lr1AcOYFM0B7mV0ar9zlVZeQfwRLlogzN3vyKgWzqP2DnJuYwb44PwmFwVo8uRpIn9iDRBkqYQ6RDHNiT/fhkaZeuDyEwBXQCvzJ6Lqbf/E1Nv/6ddPXJYO9LEub90d/eAEYEgoYgPAcWHqGMYlmVYWxWfPuwQ/PH6m/CtL52IyrAULruy+S8CvUR4cdqT+OaXjkZbWzu++M1z1ORFjs0FGLbc7l1oax+GaU/ehy222922zQe4/sfE3iogGQFcabImK4DZaGToWbUYbZ3jtPuxyqKcW/AqbQkhxfKStRYbMe9S0rG1kjNwvU0OUmwuMeSqUC64VBklJTEwqSZsScCiFSqbs3pJh8C2zMpsJ3s45T1INuUZFxgjMBm5bcYSKWLQL2nLUPgKl68otQC4bqQMLE75Ub99gGu3sU1nqiYyqXOc/pPf4xvH7odf//fp+M4Pp6r9WZEV9tvoZ9/2GQ7LEmsxGbwJDF19UgFhYjpeLMwKGsd9NYtTk1DJVQYSCVirf7P7VqoYNLvHWuKEOcF9bcIG2azRkcLLQN69C/ez7KWJ/zeMmhmtNi+AhOQCjJi6aJLK4s8c40d+bK4PcL1xm/d26fmqCBwd62cYWOkxg4Z5lXa7oI8jgBnE4TZhYuM4X7+f1lT8WN1g3DUzYiBkpcsSRekNy8/XbMw1Aellv5kPZAnI+ntXH8SWMunRw1a6r7dNyXFCI0k5gxwcC3ATvgXOnvu8z/oWjuXmVPe9uWty6TGaZFGOn1mzDPDm0bL5NFqmnn+gtz8HSaZZUCpsz+Bl8WZhFu+mQLfkXEZ8gJt7wNZURXjuyXvxy7M/h/ZhI7Dj7h9U1xWwzIPpPSeGzeVN+r7V8UKmt5nx0IT4JADPrNsy04CXiQQ8TYE8h6hWIPMcMsuR1DPk9QRpe2rZ1vrSRsDokiSsevE1kCRMYCnmo7zkUGV0iuqo1DKqAJA3JEgmkFmOrD8DaUO78mfhOhmVQNYoB86vUR+moNI0BrgyOkUyTCCpKcBu4o15osa7cVtWSbeaGyHKDHfuL7O6j0k+Jbiqk5ukAiLhkDkHpYnS2VIais8dkv+IDIHc9UEaDeuufPDOW+P2c76CD531K0hJ6KhVMWpYBzYaNxqnf3pXnHb5tXjihVfxzi02VpMzJ7A808hKqJcbF4BUL+rPf+Iw/Pqqa3Hz7XfgyI99rEDdc+vypRSKB+69A9/++snYatsdccElV2P4qA3QkEoJhpSQTCm8aSXF9ru8D9OeuAdHHn9a4SVqWFwFbJlOKKVr3WZkk0yZbMmNhmNqVy5bCCKJatsY1Ot54JpsGFof3JpEUuS9YWUO6wrEGAMnbXXPFcA1gFe9UKV25eYgoWq/cg70N4Df3i5RrXIIDpg6uL74QNcHr5yTl30wB2cSiXZRFsghWAauY6etuzIM2xS6B1omzk805SliZr1NruExfmFbQyWIQwZMgVEuYtfvGODGy30gbPSLHBwTNtoSRxz7DVx12Tn46ncvRlt7u2VejTHEHcsdQ8IxtPZ+IizbowwvQJ2Ah15ReUBVZmTl1hzoSRRee6wsMQ281TaIVqIgNqWSx9gGhqII4LrvXgkQD2RKFBWInCX6nnLrDinjhDbkMmjHz5/JmMptQiepjSMqgYyCnMZlVGgFmdT1Mqa/C5WF1xybVHZ3xj13SB+glClZMseqV57QbXLMXU9vH3r7+jBm1EgFaD33ZCJSbsv6nPpA6hgxsPX7VANjc44y93/T5hjomnsRZ2JuWbwTRSOSS+DTHDCyaHvHQpczyK2koHiWsbgRW1tgcGWOpa+/iEHXxfVE9bP5HhkiPJdk9VP3m5Ru4iQKx00J4C1LPBaIV4HAT34WM7jWTZknblvfy8EDuFJnqrfgFx6L6rOCEetqtythY6W/TQmobLUsJ2DazC6/YwrvcvLmSOOy7C8Lto3ZYQu+/XMKXQVB5UaQxPDAnTfipWmPYuG82Xjs/hux3S774qTv/g7DR0+0Rmzf80m9o+G9w733RgkW9QFu2S2PjefKIEqBd1VZbLJkXl4DkYDJBBApeCrVfFOtqV7XIU0iygDMOENez1DtrKAxsoHGhjlkI0ffkgbqSxvIu3vw4Ds/DABoB8c8KoJcn8GtDa+i2qnclW3ukCxH/6p+yCy3OUZISnDBkI3IkNdTNFblyFZmyHvVcyKJ8BR1472ss3A+ACrmd2SCSkeKyrDQTVlU1F+mY5CZUJ45zHPzN31o+8G8iZjyNBGcAvdxU6GiknKtjymI0ailKgSGZ7Y/G3UF8jOWIW+sXh3iIRmSwcqQu/L6IHkefPbZdjPMmnoujt1/D0wcPQKzFy7Bg8+9inq9gV223ASPPPeyUoikokRt7JTMYVK/m+yXm06eiF122Ab3P/y4tuAXYwfN93q9F+ec8R28a4/34LIrb8ToMWNgS7Jo4MD1X8YIO+++H17618Oo9/e1vDz/pSe9F6HUWZJJLzcgt2v5fABA27ANCgCXYgRmzmHq43rb2ARUJWC4rKauKkOkv0uljO606cAxY4ECGbG4ZUm9fCbFsSyqI5TC3fx8hVqOUTsGYgvNev/Bj91rB0q4GDOxwTqjVOj7vdmWO6BR78eqlUsL692xQoDr7kf4id2bDeieOEql9Mqlcy8uU4bMOfx2xOInfGl2fb40Yw3K7jlQBGlGaTZln4wi5rtPxkyR7TeYJFu8kKzGKtnmukvGjA8KjNJuzmf8Ae35fKDgMcx+cqD4inUHoTJmQjBm//nks9jto0djmwM/hq+ffSEWLVmm+8ZzG7ZuzMUkUq6PY3fiogtzuTvxwECuDCyWbleyfqDkbgX3YzsnFF2tB/qYtsZJuILl3tgrS8TFCKiNHDvgda2RlBk+WrmslmxfCnBjRdxna1sB3BJXZjWOHcAtxJHDPadBAjdtfCob94MFuLF7cLwM0MATwAYj0mD2kdHHP7Y5vm0nFY8bts8BXDOvmDnXzMlZLnHeaZ/EzVf/Ao/dfyNO/q/L8d1f3IXR46aE4FZ682yTYRR7Xg0k8ea+HmHOE5+rYHj3WH7F5gqbaRmWzXV/mXblFZUUSa2CtF2xr9XhNedq3CmQdiZgaYqNPvdxsDTFdOorxMdWRqeojEiQ1lTGZpXUSmdxriRIqupjQGjwaVfMb3V4BbUxKarjK9Z9eTr6sBQ59uTF+rjJ8ASijSOpJUiMK3TCtQu0ABOKuWWM6/JJzMXlRmEngDGWFefNwJONqwRUzlVZs7pCsbpcfxhnqn6ucP0wJEPy75AhJnd9ECnDpBwAxnbUcPmXPglwhnpOOPuaW/Hdqddj640m4OHnX1XZl3kCkjmY5ACTIJ4ooAvF0EoAXAK777Q9br77Ae0KyOGyKzNwUmiOiOHuO27DooULMPWPN6GtVoEkCYCruqDaLgxop0bGMGGjTZE16ujpXoGR1RrKaC8b1xi9BC14kTr+1SSTIsKKJW8BAIaN2sgCXNtVJe9GH9TGy4yllAmVAENZHF07JREE1DohwvYnHDjk3Ryv3ywLU7uJR/F/By5TPsBlnirETN/7iu3gXvg+6Anaou+nX9YlBrwxi2uYS1DIAJjfTdvQxO3NF/8eNbQBhHPhWfd9psIwqeXHMOv9ZX7iL8YZdtw4wfxlDWSkrlyixOXNGDiaXNtgsk7bPkMIAlqXC3JgzfS3PZ4FmIBfpsdniiSJQpt9hbhMeVZtjABhC5bQZ+Asc2bYVbMejhFmXvXNZr1mz8M42qdsg/qyhXhj1hxcdvX1+P1fb8Heu+6Ek/f4GC6+8s+455EncNXPf4x3brd10A/m5vslekxfro7Ebs8tt4VfMsiVHFLXGi4vO4f9PRDQLQGb/m+33eCuNXjWSxNNFe+/PSdnGD5xEyxesRiQHqPSZF4iNC+BpA6owF/LtptEVINxb7bHLQfMpe7Lpq0xwGUekC01/BRLBPl/geIcQtEzqJ5LlyAuDvEoA7v+b7VPdOmMYfMJ7ViycmWYv8sbZ+ptHc3RgzBY+t8tyIaJ83fLGeP4w10L8b2T98XkTbfF+z98ojZW+zk4/L8UAN7Sd/ca2lLMOfxj2Leqfocp40DR2GfmVuJC6QIa2JqMyyzNVaZl7bZMUoKkRKWjquNYM4iUoyEYku4G5HACa6tix8t/hGeuuxlzexv4DGsP2lvdQIFVUU1UpmadCFNUnAouM64ZXAGZScfkJsqlN29IJDWBpKbKCjVW5Xh0ZTdGQGAbtBX6KO0UNg7XAurUgUp1LdyCW+YZhgAUDEm+sEgL4Uy9c1U1OaY82YSJy/WyK+ccMhGQubQAV+jrNNc7JEOyLmUI5K4PkmXq4wtnVsmrcI5zP3kwHnxuOp56bRZGdrSDNeoAz8E4VwwlY2Ass8kUJADOlcK4x07b4dKrrsO8uXPwrxdfxbDhw7HXnnvq0jhmQsvQ39sDANhk441AkPYFaeqGMp0aBeAwdXUBKKaX6fmwxKXXlyLDBk08u+RSyxfPgkgqqLVvoGJmzb4+S0vFOFwAhQyNJBUQUi6QDuhCwnlhMgL0NlKqayHWXIH3xVy3AbbCuPH4cbfwk3u5jMo2GRhJMC/Dskkgpk7ACydsxjYoSyuDqjmqS7bocwowZczwGAZJPAC66vDqt4qPctfYShmJQYAvr09/AcNHjsGIMRN0Gamw3X7+aD9xFeArRyw4jx0RpLIfAyaZFQBS8bJxosqyd3XTchMazCo45+LEbM9Fbsr+tQdgIwa4LSRQoo0bJBVZogDg+olg/L4nQDIVY2vPD4rGXLE9cVZcxejqB9QAXSa0R4RoCmIU4NOuqroNJ33/J7j+1jsxeuRwnHbycfj68Z9CkiT4+IcOwLHfPAOHHPdl/O6/z8VB++yl+s0ASQPOWBPlx7eCoAiAY4NQeVs9l2UgfOb8jMHevWYlywczYTQDsQGzOqiZp3iM+PilwNY/j+1bt4xK2uh2juJnA/fu4iThYqL174hpD4Au4PZvZYjwH2TuWFr/fM0yKVuAy0UAXsFC7wmbbKop4DXsp7AZ7NX1eSxoifHJB1vxb3/UFhhIMNdF0d2haG400Y3OaOmOFTr+h8cIgCC8BH+kSv/V+zPcePXFeO2lZzB/zuvY9b2HBnXuTTJJxfi6knsGjJra9gBcdYQ1ALiSoPKQ6P1zqQwALFdJB3PGwBkHJwLXXi4CLpTHlkojASkFmEghicDSih2nDABvr6tkTEKoskIVVfYmaasj76+j3l1XLrc9yihEusLEg2kXOsDx7sowJO2KSa2MTNA+pmaZWsvc1ioQ1TSoV1vpzCCzXOk6eW4zO5u/eSOHzCQqw3pQ767j8We7sffw4WjvrCLvlaCGhMwIok2gOipFpUOB67QtRVJTH1FJwVMdn5um+qPdltPUgX5hEg0mwfvFN9ZaIz5nSAQhlwyVFDp2nNsx0KiIgieeiTHmzIB+jkZva6/AIRmS1ZUhd+X1RIhk8NH+tDBvC86AbSaPBwBsMn6Mzt6kMzjJTGVaNlmajfuydoV7947bAgBOPft8fO4bp+Goz30Rf/zzdc5lVis8I0aouI6Vy5epFPEwJW/IutcprxaltFcqyiWn3t8LDsdkmgQEayorl87GsFEbBUkQApY2dlscZEHzeL+BxIKE6Ph+AfqgTJFhcuGURwUyw9+xounAUMmbvwXT6ytk5e0P2WT/LxC5LDdRbAuMpVGIB3l/57z5Kur9ffifn52GF555BHmelyo4ZQDXKY2I6vU6JSd0e4bd1/aR2S7K1hyLO2+RVVkdKYvRMxKzd3YfXyH2XIZbMuoDUTSRxEmHytYFx7eDOVLyLYBwv4sfht6+fkz9yy340OdPAQDMmPUWLvr+N/HcP67Dt078DJJE2VcnjR+Hv//uYuy31+747De/j0ee+ld5u8r9EVerD5pda7kLbwn4bOISbI9TNEkUPn47gtCRyLW4cM4Wn+DckZt2MwA8uM7yAJmN/2+tMvgxsWv1EhigPTGDWwC4hX094OoZlJybcgsXZe+vArWqRFsOEWYx95/jFgDXN1gFbsKx23LJHNJMCucvcU8uPVcJwI3nVCKGc799JK761fexfOlC7PfRE/CRo//LsrZxLK4PcM06I63clGXJ89xqCMnovCYployuzeQtMCX27P22ruwM0O7LBtyxJAWvVMB0/VxRrdiaubZuLufgqbDuwADwpOzG+zpHYOTkNtTGpWjboKKApnY99mvvMqGPlyYqm3NbDWlHGyqd7agMU9/TjhqStirSdvWpdtaUy/SwCt6iDHPq/dhn9CiknQKijUO0Cf3hEBWhmGOdIdq4SZvzMlsr1xiEdDyuAbeeu3/sqh/fI6Pz2e4UyjBjXJYZd5mWVSkhDiEEhF+LWAy5LQ/JupchJnc9EPIVL2lYRanckJEDnKG3v47X5i0EAGw8frTNxgxAsbnGPksMLM/BhMo4C2LYcMxIbDJ5Iu556FGMGzsG+793T5x30SX42EcOQXX4SPt63HTTTQAAs2a9jp1Gjwlixoy7MoN2SwGhrb0DANDf123jdBljWAPdM5AVS2Zh+KiNmq5X51DWw4FiewYLgMuECHj9bdL1V7XFuAkj6ICsaWNYT7VMyTV/CwqrNj4AHhvSxM1Uei8f/0Vk7pb/VzCJnDjAXHs4qazSQVbYiM1V16DuKwfZDMlue9dhBBbUpv3E509D+7DhuO/2a3HDH3+BkaPHYYdd348pm2+LKZtvi4023gLDR45F27CRSNI259oO5wJnxPSA74osibBghXKkNy7MkjFV8xYOPDMGu4zp9lu3ZiK7rJXEZbRcu3zWdIDx6K33FdhAYV9DgN30nPp+lo2/VuInFQK89toxFh1D9++/XnoVx5zyfSxYvAQfPXBfzJ89E3dddWmpRZUYR61axdQLz8LhJ56Cb5x9Ph684SprQCu4BkfM7WCBVFnyojCrczHbsu+uXAY27LPVpC+LLs3NmO8ioC7drsQ4Et7T5ve3CJ7NvCRBxFHvWt7UCFiW2To4Nws5Qlsn2Ge7VyOZValEANct5+XbGOVcA9QyKcTnekbD8NlUIGnOvHn45z8fwWOPP4avfP3b2GjKpgVga2JYAWfwir+b3/H3eIwF7ssSWNaVaWNd6eXoLigfqyYRlX+t/jrz2+U0cG3q6+3FUw/dhhO//QsccMRXLHsro4oJ6rtKKmnncS/ZlHlXr7GLsg47Mu3kiPM2KL3AgF1O2tuFOfdxAtMZ41VWZSYdoGOcAyJR74M0AeUZWJpofUrF6fJEQjZM+R2OpKpZ2ERg+eOP4c3ebhy0wVi0ja5qd2RuGVwDcBXYdEBTAd1UKRJpAkhSZIckUJZDVBrI6xmY4KBcKka51sDNixZhRJJgj3GjIerq+cp7JQSgY3GFjfU1WZWZjYHl4DrumHmxyBDCekA0c+2P3/0uFMvVyeVMuStLCfBMgd084RA5QQqu3JUTDp5zcKldlhMCF6Jp3pUhGZI1kSGQuz6IT0kB9jtxlfnv9mem4/vX/AMzF6rkPRuO6HR1eGxclcq0DChPEpY3rImTccLeO2+PN+fMA2cM3/nC8bjmxr/j9jvvwhFHHA7GJBiTGFZV2e6WLpoPwXIFthhBWmVA+flK4uCcMKxDxYHUe7sgOKkXC1MvOqFS3SJj2m04svQFHx3HwRhDo28F3pr+IHZ8z+f1dTHrcgzAKd1aZ+Ictp6typocWoSDfUsUYrdOrefasskYQ0bAtQ9K1GocaeLyMsQuyo7d1Aypt1wZBcJamMZllBsmx7C5ROA6eZhVSKwLoVa29bbmPZPzNGAagmuDaY8EtPLCGDk3ZagSBQboxkoQafCWqwbAAF0zZE2/xec07eAM2OQd2+Gr37sEXzr9Yrzy/ON4+N6/4dUXnsC/nrgbq1YsDfbdcPI7sNcBn8CBh38BI8ZMKt4rfS7uscmSGB5+1V05Y3oMMtNOjxk25BK5kkQ+0I3PY8TcT9svNkYtLNNjf+v+smDJ9CnT6/zfpo0l7/UAcEVAiynUCkEq43m8rlmccDMp25Z5N9mPkyW7T3hOBZgIn/zqf2HyhPG4+bcXYbMpk4Fls/X1NmEBGUOlUsH53z0F+xx5PC698hoc/4mPYcTwTt2O0ODTdPAN9lq1+3URoBoW0ltkAah//nIX5rLzNLsHA5X7Kd8nYuCjbQcDjpvVv10xe7reIMwwbTIuq2sP47GVG7twk7JxnSVyRlj/2YrdnYM2DHKsepmUTRI0ex7zdwB3Zwt8LYvrlsU1cSUTWLmqCz/92c/wxz/+0RoCPvu5L9g5sgBuwZwLcwR0Y7fkGFA2k5yA52f1A9E2sQ13TQxkBtjaNpFOwEcqmd+iRfMAAJM23dZWTJCem7IqA0jOXTkLsygb92TXxvj8ze992Sr/HWRYY8kYsly/sRi3hudcCjSgdCDGUoABOU+cYVmoZ5TSio1pBgAkKXhF5QPhOmOmqFVcIxizgDVvKHfi+f99BkaCMBMNjJwy0taiNTGxAFzCqTRB0lYFr2iWOE1UXKwQVucBAMpz5N29EI0G8kYGylRZo1V9/bhpznx8crPJGDmmA1l/hrzfhbwxwSzrq1yV1TnS9ip4mlhgzSsJWLUCVq2AV6pApQKkFdUfSQWSp5A8Qc5T5e4NlyBRdYMyECtwS5AcynU5MUYHIM85koSrcSAJRKovsoaaI1QML9cAV0IkAkIMAd0hWTcyBHLXc/nHs6/i4z/9A3bceAK+fej78dj02Xj0lTe0ssC9mV5PGGbH3DG9BOCMLx6Ll9+Yha022wRTJozD3u/aBVde91cc+pFDwCtVdHd14Qdnnolhw4Zh773f40AakS5DwuzUxiHBiGH4yFEAgJUrlljFmjRYNC8iAzh8HYRz9XLkTMUQPfi38/D6C/djylb7YOaL9wIkscPen7N18wwQJancgyUheBEA4W+zn1nuC/eKnluAW8L2miyB792e4Zk3Br5PPoMbHMcosR6IDFnbYsbCgovhAAlz4njOUsDkxdEo0GsLCAEM4JFyNJjKdQWAG2LFwO2Nc4ZtdtwTW+6wF0zZhxXLFmHOrOlYtXI5ulYuw4vPPIh//OVi3HL1f+OUn9yMHd51YHB8c5tsSRIGpIKw9USG6W/DU6wUovUZZbuvJgIlDNvrgK4FLFS8NnMdg0pQpYGuYwaVcs9YkU0cjFLqs/HQIN1bCU5hnF1cizl2kxws+FVjKUr45Fv0fW5WA8eFixdh4ZKl+OkPvoVNN54CgFAbNwW9i+aUa6ze8bbbeksc+oH98KNf/gbn/Woq9thlJ3zps5/CQfvsrTaNwe4gxE9aVUgOFQFUv4auuf5WzG5pXG6rtjRhV8vL/vxnlDyCMni1j52InkVzm98jf7mJt/ZAvxqbIYgdNIO7jq41yHzsg2CfkSrs4wBtAHA9Rf6CCy/E9ddfj9NO/x4eefQRrFi+HNtut4O9W83ibJsB3NJwCTiGskwYAzbeIMXsxY3SOXZtJGyz8X5xnjRLFiiQO3LsJOu+7CeT9L8b4FvG2q4OuG3aVmNAJDWvSane05bJhQK9JjZXMbpcx0mHsbnci83lPAHjuUpGZdyWdUwudKwqT1NbrSEBbBxpIiUkOEYeciQ+N3cBzn30OXx6u83wrkljVfZiU4cW0OBYZVQWtYoCmtWKZVOZ0Lk0tKJDeQ7y6shKpozwV746G/15js9sswlSkSjWOA3Hd9qWOhZXA1ufOWbedanrTGzyLRWLK8L49SZGGD+ESbkoA1mu2FxLYngEAhccLJfKZVlykHTsbZKmyAAklSGQOyTrRoZA7voqWisfpdnS3v4Gfnj93WirJOitZ7jz6Zdw0G7b6xk9U242UplSGaCyLgNa8WCYMHYU7vvDxSomReY45YRj8Mkvn4pDjjoGm2w8BQ8+8hikJFz+q4sxvLNNZ1aGYosgvQmOI4dKNjVu/ESklSrefmuG2pQpHdywubF7rwG1JoaDOMPyRTNx97U/wOjx78A/XzkHw0dPwYc/93uMHDsFeU7guhk+2DU1biVngDSgOgKX+mWgusABWyP2WHo51/XxTNsAIBUM792O4/lZyhm8jIUuE5/Ftb/hQIddFmU6DRJOxUlwbMyeObFw+4F5zJQBRIFd2t5LH+gycHDNzBdYYAOKGWzypYAtLAH1gXsdoaA4mW3U7WPoHDkO24wch0y74O110Gfx6S//DL/4wVH4zY+Pw8+vnxveN25Qc1i2YNvJDNPnKyZBba7ASVmCFVMLtxTElgDAgososZhMaQlw/GPGILkVwDXgzAe4BSbX/YDwAVLIMWmG2dXHNTVy/fFnzxEBkwCUUzie/GRQBsi/PnsuAGDTjSbrXRK0bbgJehfPAygynRgm2wMf//PfP8TZ316Aux58BDf+424c/ZVT8fFDDsJ5/3UKRo4YDgLDgoULcf2td6GRZehob8OG4zbAAe/bC221WtP+tKc0bsm+q7IHdkMXWy8plbc+dmFulrV5sMzqugK3a+wWzAQ6NpiE3iVvK6XaO078HdCuzjGgjZ+dCBg3bdvqXK/P4gbt934PwgDis7gDbUdgmDhpEjjnOO5zJ+C555/DsqVLgicM8DP7Nge4ZYytYXx9NrX00hmw8bgK3lqSrRNga6/Rm6PzPMeff38RJkzaDHvteyggqpBgeOrh28GFwJhxkwMWVRoWVbq69yQpYG6b3d41AbjNRJJyJjAg2+TsVG3kkETIwfXbjtsayJIEGFOglrgACQFIDTRNpmWd8ZdJqdhWKN1BmoRUOvMxKjWMOvRT+PwDt+G66bPwqxdexx/fMcmCWwN0GWdgiYDQcbg27tcH1Z47PstzUKPhnjXOsWBlP3719Cs4fqctsPG4Ecj6GuAJh8z0c6ozFJtYXFGtWHdlYRJMaTaZeTHIEAmQpDYm1xmJPC+HyPvAN+JzT9/z87JwA3CZyrQsM2lLCpEU4JIgpAP3PBFommhwSIZkNWWNEk9JKfGb3/wGe+65J4YPH45arYatttoKp512GpYvX17Y/qmnnsJRRx2FCRMmoFKpYNy4cTjiiCPwxBNPFLYlIlx44YXYeOONMXbsWJxwwglYuXJlYbuZM2fi+OOPx8SJE1GtVrHJJpvgy1/+MubNm9e03Q888AAOOuggjBs3Dp2dndhrr73wl7/8pXTbz3/+82CM4dhjjwUAvP/97wdjDAceeGDp9kbuv/9+MMbwnve8p+V2g5WdN52IrSeNw/KeXgBAb125pPzXlX9DljmXZOSZSzqV6yRUMgfLGmB5w9bQNfFY++6xG/58yQXYdOON8Pb8BTj+mE/hjpuuw3v23B2mJI3JBMxANgmVn4gqERyTNtoMb8181U1oBuD5eoeXoMkzaKrfQi344DEX4Tu/Xo6Tf/QiNtv+AwHbyjQANcC1VZytWV/G0pqJVh3PY3IZ9HIHiH2Abtd7ANhdG8Jrj0FSIdmU/u39jTWB4BiB63KkHJPLmhsksWlRu9XcQ3NP/ZqdA4m5r+4ek73uZuKYAeXi5kpMqNbmxqVJA920NhzDR2+IFUvno7trZdM6uf5xAC+Tp3QKo+naOBogwG0eM7G24iu9vsKqlnvui02SX8Via8TGxpIozjv+cO9ZLYB0s1XAYEWxiS0SSgUflW7OXRvjeO6V11BJU7xjkylr3HcTJ0zAZz/xMdx0xSW45Ec/wF0PPor9PvE5TL3mr7jwsqn40DEn4fxLfoPL/3ANzvnpJfj8Kf+Fg446Dl3d3SXH5ejr7y/v3wHiVtXf5gOjAFZL4uvj7WNvjmBe+A+wty5+f+DxF4Cusu2bxroODEIHc/6BJGRuXdygXzYojitsnmAqYnEZx9y5c3HNn/+M2269DZMnbwTGGPZ+7/vx/HPTsGqV00nimtrBPOAB3MC1WbOLJouxKtfDWn4K7R5g+1YfKZmN7zVz9O8u/SGu+OWZ+OF3jsExH9oSXz9mT3zpyJ1wwx8uxKdOOgfVWkfghhy4CxOC+NuS1xokkf2sjZi5WkbncXO9yw7t96/9xJmWuQCJRGVITlL7V31UDVxWqYDXahC1KkStBtFWRaI/6bA2VDpUDoFqew0nv3tb3D97PhbnOZL2qvq0hR/RVoNob1NuwtWKiv3VSa5Yos7HvPPzit4uETj99sdRSwS++d6dVKKqYTXrmpzUUpukyrgpG7DL0yibcpqq8+rzIEkUwBWKybX9AwdwTRIvNe7LpUw9Uwyv1qESbvUwkXCbfEqxvMLWzx2SIVkXstpMrpQSH//4x3HjjTeira0N7373uzFs2DA88cQTuOCCC3DDDTfgoYcewvjxKhPwddddh6OPPhpZlmGHHXbAnnvuiRkzZuDGG2/ELbfcgquuugqf/OQn7fEvvfRS/M///A9uvfVWjBs3DieddBJOOOEEXHfddXabGTNmYI899sCSJUuw1VZbYY899sCrr76KSy+9FNdccw0efPBBbL/99kG7r776ahxzzDFIkgT77rsvkiTBPffcg6OOOgpnnXUWzjzzzGD7xx57DACw6667BsvvvvtuXH755Tj55JNXt+tWT7SP5cIVXdh03Gi8Mnch3rP1pnhixmzUsxwvvTUfv7/jYZzwgb0VuDUZ8qQAmIqWY8YiR6lzweMCq7q78Otrb8YXjj4K7997D10+QVs3dZ1E69KjX/5SW0IzCDAQcq1Q7LL7+3DLX36HDx72GWy+7e7IJbNsrmCEjLkYSceA6jpqBLS1DwcA9KycjzRNXXytxwQCAHSdW0YMuZ5euSRIrhNMSNikFLHELsoG4ArB9eTL9QSs1pn6bhbkckUimnhcP7OyYxTJW6cMAZxpI4GNzc2DpFKBaCXXsLm+wksmtRGp0kOkTdfK/ZU7t0pySpxS1PQyba4wyw3YBaAZKYmcKSUrJwEipqKvvYRF1nXcuNwahh1+ohV1fKOEGAAbuLeBFRSlTNdZlJLhhivOxKN3/RGfOeXXaOsYEShKXjUpG+dt3OJMMhTGFGCQcKWvSscETIkgx7JKEIQdo4b7jEoIlRgDSMNRrplv168s+t4kYRNQely1ba4YYEAXgiKrlJtzF6/NM3hAqthvj41Tbc0DltI3VTRPpOTKUinxgCBjWLhoMf7011uw/dZbIKlUlMEttBRFx/PHaglg4gJHHXoI9thtZ5z8nTNw+k8uwuiRI7DrTjvgxu+dio0mTgAAvPDyq/josSfhGz/4MS4443S8+dYcPPjYE/jnY0/i5ddex+IlS7H7Lu/E548+Ch/54IFBj4WsdbFMUMzo+svDvhhYBuOWvDpMbLn7bUk/Ruf1S0WpFRGYpZDRL2P3Xby2jm4nHdJiGF7N+pI35okJGE+joPSQsXz6RVV98dpH/qSs1zUFuPp3wEaBWRY3zrbs/82IYf8DD0K9XgcATJmyMR588EG8Y4utAQCz3pyJbXfYOWBnfZarAG412Aq2pRAgD2QsVF3EUFZKNAbazY/jtlu5YikeuudvmDtrBubMeg2P3HczPn3S97D3fofjzpv/gL7eHlSq7fjgx76IA4/4YjCXK5fkEND6pYLWJVOr2q1mG+H9Ns4CUkXfKN2DGcOyGosNwxAyspROxtKA3iFwsCS3zCXnAlxmDmRmVUUWcA7Kc/BGA5SrShayv67ex6mK162M6sRh79oWp97xOO6auwgnbqJySzCd0IMxZsElr9W0cqGfG84UsFY7KD3AhJ1lGVijgasfmo5bXnwDf/jMwRg/cZyK0dXxuo2uXuv2axhRw+Qa92TrGq0BL5IErL1DxeJWaqBKDZRWAqCb80T9RaINM9waZXLPOGOY/Vw6A4TNuuwxuUQApYQ0V/HMRhhjIEnIGgxCDDG5Q7JuZLVB7hVXXIEbb7wRW2yxBW6//XZsttlmAIBVq1bh6KOPxi233IKvfe1ruPbaa7F06VKceOKJyLIMf/jDH/CZz3zGHufKK6/EcccdhxNPPBH7778/NthgAwDAVVddhbPOOsuC1MsuuwyTJ09GT08P2ttVge1jjjkGS5YswRlnnIGzzjrLAphzzjkHZ555Jk488UQ8+uij9lwLFy7ECSecgPb2dtx///3YbbfdAACvvPIK3v/+9+Pss8/GYYcdhp122gkAsHLlSrz88ssAiiAXAE499VQcfPDBmDJl9diKpuK7qQLuBS4J3/rD3/Ho9FmYMnYknpgxG6M62vDz4w/DLU+/hHOvuwNH7fVODO9oU7O8gPIHFiJI/MFkrl6fQrneHHLSqfjXKzOw5847YPd37abKFQLKNZgDnJwCJyEgkCvlnQCh+1owFZvy1VN/jGef/CeuuPhs/PiyW5XO4r28uReH6LuymHftE/dMhRApNt/xAMumcj1ZCs6Dl6UQDFlWBhAUKFVdpxUJr56usRqac1u2l/luysxjek1bGZ5/07m3lumEAGz5pLJyPaYffQan5TiIv3vKtE3owgHjtswph4QARw7JhGZ+Q0XP7O+7vfqsn2Q8SGBkmQiTSKakdm6h6RHTYNkC38peAnClBcAMzzz0N9x81bn42Ak/xvs/fFJ0PPfd9L9xT5sxn6ziN5BuZZjoZlLmstxqW1BzgNrsmMoN2XNV97M2lyr5zdf5YNpfNpBRxQIdMybMM0pUDpSCnRWIzrIML02fAcpzzJs/H2ecfxH66w38P/b+Ok5uW/3/QN+SPbNhapI2SRssJCmkzKcMKTMzM50y4ykzM7fpKZwyQ8rM3CZNG2am3ZmxdP+QZMsez+6m7fd3+7p3n7wcz8okybL0fB787+3Xxlo0ENTPmFT1YprlV2vr1HvJXrz4yL2mjjKR8Luo9MsPHsh1F5/D4SefxXOvvgFA2zZtWHeNVTloz13ptlgXnnv1TQ4/+SzWeuRxLj/vDAYtu3TN+jRmNhpXrQk/+bzzoTbAXVQz40V5dnyNL3Rx84o2wcIWzpxK7PIRC1AkKUsSqgFy4r8sU0DXiZDiiMsxwHVm+EZ4h6exES5vbt7HnhdROauZzbFIaLQ/UmA4DXSllPTt25cpU6Ywa9YsxowZzWEH78etdz2IlJIP33+HwSuuEvdrCuA2Mn58gJulRoGqhvEzKnE+8OlTJ9J5scWRfpo9OweXGup59rHbGf7K42ilGLL6BgxZY0MGr7wOrdu04/MPXuP1Fx7hk3deJFIRi/foTacui3PMWTez1c6HIoTk0JOvSaInY4NNxUJL9zwv7sL/o4i4foRl7fmdpNYZt9YoB8qdFlcTCUlEYESzIkRIG3hKBihdQAbKuCaFNrq792xRLOJ8YkQUGcDr/NO1oPT9JwTFAl06d2DDZZfi+R9+54iNVo/HrjAS9ARchoVEOSGEMRf2NZhu/S0UQEp+nzKTU598k/3WXYkd11gelDJ1KIZIa+GnK1FioRYESJsTN46sXAhTdZDFOqvFLaDDMNFsO8FjRpjq8wcG6CbrsNPom37XqfciU7yWBeFSGCVFIJHOLFwKq8ltntCmhVqoKVrklfK+++4D4Nprr40BLkD79u255557EELwzDPPsHDhQp566inmzJnDLrvskgK4AAcccADbbrst8+bN4/nnn4/Ls76TiW+nKR8xYgSffPIJffr0SQFcgHPOOYd27drx8ccfM2PGjLj8lltuYeHChRx77LExwAUYOHAgl112GVprbrjhhrh8xowZaK3p3r07a6+9dqo+Sy65JHPnzuXQQw9d1K5rPlnQq7Xmla9/YeU+PZgwcw4X7rYFqw9Ykr2uf5j1B/ZlzoJ6rnnmLQN8ouxWSSSByvxuWLiA06+5na9/Nj609fX1sdmcMXmNkCpC2r/jTUSJCWRssKIJhKZYV+DAI0/n84/eZNSv31ZpNh2lIg/b8qhS4r3nr2fVjfajc9eljAZVmrxqJkiBzbMmPHNlq3lNzJgTzWtYkPHvIPCCHHjnpcyfpSCQ0gDrGPQSPyfS8Po3ZnFPK6RM27KaPfe39NqbBrg1tHV+IKoswHJaXV/Dq62JsnLvy4AZ/53FOXiF0zMm9473cR5fFWsuXQ5kQbodi0KxlkKnmQ5zjHivPGCslOLhm45n5XW3Z5u9z8jcjxxwbH5XIsFHvwrKUT7AbYzhrAV2m6OESJkjNxJIprl1yZqr5oEhEevNdUpb69wK3FZuWMC0qRMTk3i71Tc08NwLL7JwoXF9SGmxPM1XqVLhgWGPs9kOu7H0Kmtx4RXXxCbKYN7VA8OeYMUNhrLFrvuy5R4HcNAJp7NE9268/OjdrLDcMl6jFfMnjEL7z2sOoMysA8ICXL+uPm2/1Ra89fQwbr/mUl589F5++fBNHrrtek4+5nD233NXnrzvNp6873ZmzJrFZrvswwVXXk+5XKm6Tx79VdPavzuw1KIC3LxUOaljWjNn0ph44Of5qqa1pX7aMseke2XeWELImHH2ta4uIFSuyXNi8pOpQ7reqcjKQuJrcbVfJ1+Lm3uvagsDjeCGm26lXfv2tGvXjmLRaOqOPmx/9t7/EG6/+TrefO3l6rpbympx88atC/DUnC1Sgq9HzuPhu67isF3WYI9N+3PQ9kN4ZtgdNNQ3xHOu1vDgbZdw743nsnjPPvRdenneef0pzjthF3bdsCe7btiT80/clQljR3HQCf/h4Vd/557nfuGa+99l610ORwiZuJdkBJP+kPV/+wDz/4KyaQKd9jZLrs5OcJqkFSI2DY8BL4nJcuSiB8sAJQu4fLk6MMCPQp3R1BbqEAUThVgU64wJc13R7AshpfefQRYkslhk+1UG8v7IcUyrL6dS9CT7MAaXhAXwIhtTKCZBoIIAUShSkQGH3PMsi3dsz9X7bWN8eeuKyDatCdq0JmzXhkKb1oRtWxO0bkXY1vwOW9fFvr/G3NmYPmcBLkEIMvRy5CZ+6/46Yfo5PaYj53qkRGxpkHURgvgzNXxXYLTaMpBIq+F1pspNuaS1UAstCi2yJrdLly4MHDiQddZZp+pYt27d6Ny5MzNmzGDatGlUKhVWXXVVtthii9x7LbvssgCMHz8+Lttvv/246KKLWGmllejevTvHHXccu+22G61bmwBMyyyzDFOmTGHmzJlVgLhUKsXmRYEnEXvxxRcB2GmnnarqsMMOOyCEiM/xaY899iAM0110+eWXc/zxx/P6669z1113cdhhh+W2bVHJSLHSC34UVYiUol+3zrz94yh2Xn0Qx22xFquceROf/Pw7Jwxdlxteeo9DNlyVpbp1SQIXVCTooplpZIDQBT7/aSSHXHEXoydN5dJjD+SWx1/g4WdfYdN1VkfZXHFCmOiCAMoylEom5j7KRuIUGDPhSAfGv3ezbbix6+K88vS9HH369UZwqQzzIGUS3TYw/JQBqlLw42fPMmfmRDbY7kQr7LSa3Agr4RM2mmGy0BVlgFagQkkU1dZ+qEgTRSpOIeSAra/BDa1viAO/CcA2gLiuINh0CHz0q5mcw8CFyvc2oZFSx+bLviY39nk1PZkCHEIrpDKCBaelrTJVjm2ybJAoVUaLAOnMAWUCfiSRWaQ9k1JB1oQ5zYS694o2Jq5xZGbhnaNlTd+beOw6v9qYKUtrJXwT5tjszgt4AjDyh4+YPnkMR5z9cPxdOwlxzDwJr0u0YSQLEtZcGj77zZoV+88g3z/Ip1r4RWuBEmBTBKO0MWWO72v9k9z7zposu77Pw3BG+yqtNsG8exVVeOjhh3nrreEst+wy7L/vvizVp49XIR8kqZrAa86cOey4/faMGTuWIw4/nDNOPRmAhoYShx15NO+9/wGDBw3knttvoWcPY+7rmyHPmjWLnffcl99+/4Nthm7BCssP4q77H6J/v77su8eujBj1B6edewGffvEVe+28A3vtvB2tW7WifZtW9F2ql3VvwNPqCdr26Me8iX9QK31MFWjLaVsW4CQmsQkNGrgcg32AnaH111qdN/83jGNOP5fb73+YXXfYluUHLpvc19PqZZ9bBQybSX85P+wiUnUu4ETTmj7Rt/0P6LD4ksxNAV1jGo8QRtCsjblxLLyzfwPxcWEZ4nSEZVsPtP2YVDz2tQhMrIh4fjKa3QCo25kAAQAASURBVDwBQG7KIMc1e8fd/JeA3rQZMmDdc6Td29lZBMlemHms/4Bl+O+Tz7Lz9lszdOuNefLxYQDsusd+TBg/jpOOOYg99jmYf591KUFYiBn/SAsiFcRjxs89m8xNIjF11vDik3fz6rMPsvIaG7LfUedSKHjpaoAF82ZRmfIpT9x/DauvuyW77H8Sn73/CrdeeTL/e/gmjj79WvouswIzpk3h+SfuZIe9j+XQky6P38/EcX/w49cfMmXSGNbaYFv6LbNSXI8oJUBM5mqXLsgJJH1hY2KqnI9sZWYcNmW+nD2/OeTq44JOmd9mvCZphYS1KAAI0VoQiIJ91xIlJaEuI4MILQICJ5DRChEUkFEZHZQRYWj4Mxv7RKjIKBBcHBQREK66KeUvXodymR3WW5kTH3uNV34ZzQEbrBrXWbggT2EIbdoagClNsCnjG1wwz1Y2rkoUETU0cOjNj/HVH+N545Lj6dClC7qh3vCMQRgvckH7enS5YkyppTBg1guCYvIAW6BtA0xRKEJdKwPoC0WUM1MOCgnw9wShLkhl5AkSzPtN9sobH3G7hVNaSDs9KMJMNGitNTKQhISELebKLfQ30SKDXF/rmqXff/+dGTNmUCwW6datG0cddRRHHXVUzfM/++wzwGhHHR111FHMnz+frbbaivnz57Pzzjtz7bXXpq7r1q1bbN7saMGCBRx33HGUSiW23357OnbsGB/74YcfAFh++eWr6tClSxeWWGIJJk6cyJQpU+jevXt8bN999606f/HFF+eGG25gv/3245RTTmHo0KEstdRSNdv4p8guxoFQbDCoH69/N4K2dQVue+Nj/rPrZmy+wtI888WPfHrhkdz/7pccdNsTPHvKfrRt3cowmAHOQQaANz//md0uuoXl+y3Fh3dfwaABfejYvi3HXHYLh+/2DeusNsRIRi04FSJCWpCKAikia35oGBEtRBxxWWtBXTFk2132478P3sZeh55Gp8V6oQUG/CkRmywbDagBkVrDV+8/Qe9l1mDJfitQKmtAI2ITWdMVWhg/nyBwDILN6apBiqBq8XSLrrYLnqMswHXWAdLTCJu0QcKa1Zg1YIU+gk9HAsJpodNaXCEM0A1cLlzfZNmPsOz8W52GNdbuJlGVYxCjlc912BaYhVRgtLoGSFhzZfvuhPWl1RYYS4jBl5CO+cxoNDJaSAe6EFBD0RlTc/3AalGs5dWCj998jM5de7HMCuvFaaLA9LnyuiFrMi4FLNMDvhhVLTmOn0M6PZCyF/uRIZtfZ8cUa4KmT69JWb/cW2+7jetvuJF/rb8ezz73PPc/+BA7bL8dB+6/HyusuFKVht9F0fapXC5z+qmnMmPGDPbZa0/uuPNOVhmyEkO32IznXniB9z/4kHPPOpN773+A7XbZg7tuu4VVVh5i72e+53seeJhxEyby0tNPsPzgQeioQts2bTjjvIu44dY7mD59Bj179uDJB+5ivTVXi0GcdJGTs8yskLTqsjjzJ42uOtQscFvD2MgHU1lz2saoVIn48LMv2G7o5o0C3L8Kbv+vqPFUYo0LB1J+/p65MkLSplNX5k4Zb5j4LAmRvIds1HfMWNaeabLI2Ei4sYVwgMMCXd+32RNaVMdFTz8va6Yca5O9c2ulDEqDXhGD33gvnJbKlHVZrBtbbLUNTz3xGPc+9DhTpkyld9/+XHvzfTz+6P1cdtGZ9O63DHvsZ9wrshHmTXvSAr08gHvDJccyZI0Neezeq+gzYHk23cbEKfnq07cZ/vLj/Pzth/w+8icm17/I0oPXAGDz7fblj99+4uZLj+ecY3eIn9tjyQHscciZXl0ES/TqzxK9+sfPdz2cB2591xLTjgzAbWK6dELI5tKfAbg++aA7/lsboaeygExoidQagQ34ZYU4RpOriaSNnOzM6wPjG+vYIsNXRYlgRUmraY1MhwQh4dIrU/nuPRCCxbt1Zf2B/Xji0x85aPN10VqR8rsNC8YH1qbrsQgQFRTMt6AiG+m8zBFX38NT73/JQ2cezlorLAulElQ8DbEFySII0KWSAblCGJ/f+KV4wiFnFh2GEHgmyk4oZK0uECI1L2Yjh/tzo/TWY8dLuQDJzkLOCaaF4zMd76UTs+UgDNBaE8j/78+1LfT/G/S3jqSzzz4bgG222YZWTaRzeO2113jvvfdo1aoVW2+9dVwuhODUU09lzJgxTJ8+nbvuuov27dvXvM+zzz7LVlttRa9evbj33nvZZptteOCBB+LjM2fOpL6+nvbW7CiPeliNxqRJkwDo27cvWmvWXHPN3PP33Xdftt9+e+bMmfP3aHKFSRruJjo3UwgpufWg7Zk8ex5r9O/F3W99jlaK/dZZkQkz5/Lc5z/y6JG78M2Yiex54zDqG0pgfUWIKpTqG7jvlffY+fyb2HCl5Xj1urMZ1KcnKMU+Qzdk3SGD2f+M/zBx0uTY/DVlupy3OdNlY/ATR3Hd+6BjKZcb+Gj48zY/mmMTdCpgUyATIXyxVRuCMMRY8CRmxoEUqb/D0JghyyABqca8JX2eFNb8WLhIyIl5sojvKQlkYtYsA8+U2fmLCKxm17we6dXZBZ1KLOrSv52Jb0pr62lqnRY3Lz8uUKXFiDVBzpw1dQ/DdcSmy87cPM/kXKtcE+o8asxnNa6XaF6glLwylQOsx4z8muWGbJDyMcs+L/VsUTuKo08qxfgkWuemmDAHvnOPkVnsPfOt2AQR71iOqaJPM6ZP48677uLQgw/iwXvv5v233+Ss00/jk08/ZfuddmGXXXfjnbeHm/ZlTNvdVimXOOWUk3n7nXe44bprufjCC9hy8805/ayzGT9hAk89/QzrrL0Whxx0AM889Th9ei/FHvvsx7PPGaGlFpJSqcT9Dz/C3nvsxvKDBwEgpeSic87ktuuvZvedduCUE47hjWefYN01V89vjOujHP/I7JaiRgBuFrBkoxdnv7bG6L5HH2f2nLmcd+qJVdf4EaTdff2613peY8+vZZqdayJbY8ujqkjXzQAKeedWtS31bA/celpRvw9i8o9lQGftNuSbQMdmzDljKD0RyHRbELnXJObLCXhN6pr2xc2jE/59OssNHMxZp53I+httRhiGCCHYbZ+D2Xn3fbn9xsuZNWN68kydGRM6AbVZgDt75jTuvfFcttjhAK6481UGD1mHN154mNmzZzJu9EjOOnpbvv/yPdZcf0sAlll+jVTE+d79B3HFXa9x1b1vc/HNL3DxzS9w3YPv07ZdJ0+ImAQIdKbIvoAxFRjQA7g6s/2/JP81y0UwXfVBeLqNJmiX00Y6LiYiINKJubLZhyhpoizrIDTazUIRXahDFzyT4qI1Yy4WoWADRhWNZpRikYO3XI/hP4zkh0nTEXWtTHmrNtCqNbRqjXKBnoqtUMVWqLCIKtShCq2ICq2IgpBjr7+PYW9+yD1nHslOG65lwbExOxYOLBcKsUZWtGqNbNMW2aateVZru3fPd2bRFuA6kGvMlMNU6iBnquysHHx7tFrvzN8SwOsF/hTgux/G7m1ebBQ/hkoLtdBfpb8tT+5NN93EsGHDaNOmDZdeemmj544cOTJOzXPWWWfFkZj/DL3xxhu88sor8d/19fX89ttvccCoefPmAcRBq/LImUK7c5tDt99+O++99x6vvvoq99xzD4cccsifqT4AIgxBtPLUl1ZbF0X0696F5ZdcnEqkmNdQ4s3vRrDJoH7sutogznziDd749948fuQu7HLrk2x9+X306tKBqXMXMG3eQsbPmM3sBfXsueHq3HHC/hQlqEqJgy+7g4pSPHTBCWxwxFnsc+pFvHzHldS1bg3Wv1NYaZ6wpl1CaCKpEcqaZ4ok2mykJYt1bk+37j2ZNnksoY1gpQREWscSPSVcEwVRAN179OXHz1+hWDBa3igy5lEuubszYTYBDbTNjpRjyqZ1KgCG1kbYCQqhEz/eOIKy1eiGoTQ+uM7vV0IhNMA3kEmMmzCwwlqpCQMD2sNAWw2u0eJKoQiFIpARgYhMWSwMqCB1RKArab9ZC0zxTJXd+xeeNldoI5k1wWoFWmKkwqpi/kYiMVGXjdZS4UcPVVbLbHyQTKAppYNEO++BuciaI7n8jQa4q7jMRVlOAbqMOV5Wwyuw0Znt0JZCx0DXaMKhVeu2RJUGpMuFqxIRgDMTdgtnHj/vp6lKxoU5V+nkHqbc3VDHf9fS5rp7gAdSHCP4V7W5wqggTj/jTIrFIkcdfhhCK1rXFTnswH05eL+9eGP4O9x5z30cdOjhbPiv9bngnLPo368v2rMEmL+wnoMPO4IvvvqKm669hk033hCAKy69mK2334mddtuDKVOmcvUVxnyxW9euPPLgA5x5zrmccPKpjBj1OycdfxxffPM9s2fPYeeddkSJINauCRTbbrUl221l3E6kC2rn95MLpuXNYdoHKoL8F+ddH//2gI85lqehbESjCWTNhCdPmcoDwx7nhjvu4YC9dqdnryVjEU1jWts/pcnNPFs7C4zssWbycVoEcYTnpkB8ck0NYVEcMTmxbnB3rAauTuuamBALkZgpo80oFLhAdkkE5djyJDZ/NvNAVUCqTBA2/95JHUiBYadN88F0Grj6oLZaoyviryfpq1iz62lx3da6dVuuvPYWdtpmUy6/6BwuvuqW+JlHn3QWr770LJec928uvOJOCq3axv6fPphVmKCJw19+jPqFC+gzYBDLr7wuD9x6EUJKDjzmAjSCjbfei1suO57dNjSC98W69+K6h96nY4fOrrLVRj4IBg9ZF0jm3qym1vy2x1JlxG3JgkM/0JSLft8Y6K31eTdmqpynxc0KNBu7tx98yjdZVsqsB5FyFyZjIHCgTQhCO46kKKKCgECUCaxWV6oKMiqbTVXQMkSoihnT1kxZuLnQMQttO0CpHrRil03X5ZyHX+CS/73FsPOORTs/30IRFdYRFVp7DZWoIDS8loqQUZlbhj3LAy+8xe3nHM+uW22EsubLQkWIYiv84KLx832TJycwdhGafRcPIUxeYGl8cpUF9DoooCzQN1GVbcolx81oSS3hrxP+G6s7gQ50rFEX1gXMVdEpHCD2ukIrTRBKtA6QLebKLfQ30d8Ccm+88UZOPPFEhBDcc889DBw4sOa5P/30E1tssQWTJ09m2223jbW/f5bOPvtsrr76asaPH8/NN9/Mddddx8Ybb8ynn37KwIEDY9/crP+uT4mJa/PFlT169OD666/ngAMO4OSTT2bLLbdMmV0vEjnzkLhCykRJFgkzMH3eQjZYtg+73fok9x+0HdfvvhlbXj+MXW97irdO3odhh+/Ef178gOnzFtK9YzuW792DxTt3YNs1VmD5fktZh1jFH+Om8t83PwRgu/XXYNilp7H50edw4mU3cdv5/4bATOQS45crMZpBZCKhlkRIoWKmAGEWycV79GLqpLE2hQ6ANFGYhTC+q4EBE25d6rvsysydNYW5sybStkMPMy8rk57I+fE6sOvSBOS7lonYD0e7a4RAx3lwEy2u09ImgaiMibKbnB3ADQJACz7/zdUh0dgGVksdeGV+dGUjA3Va7iQoVGyqXEtbmzTIA7jWpM+ZEIM1VTVMZNV9hMQEa7MdRpJ+SKT+uQQ6NaSy2OdpkAgzHK3JNYhcJidLWVNj8y7S67CjsFCkUm6I37kDv75kPgtwtTY+u9+MTqcX8skHqan2/YmAWvn3rw2Q88iBAUf3P/AAbw0fzj133EaXLp3xzdaDIGDLzTZhi0035rU33uLiy69iv4MP5eVnn6Jjhw7xPT766CM+/vQzHr7vbv613rpGQCYknTp14qYbruW4E/7N0C22YNttto7fd11dHVdfdRXLLLMMV119DT/8+CMN9fV0796NwYMGpdsokhQyjQVMSgGWGDhq5k8dX3NubS64zfOTzaM8H9TPvvyaXfc/BKUUJx93FMcfcWi1BjD7jJyy6rrnMOhUR6dOR7H2UvOwCJG8awC2Zl3rPScVVdmWK2DutMkGIIlsuqBMuqE48r5Kf8ykx4l/XXbMGICdmJvn9Vf2o01pcX2NL9lx4gHcZvaVeZ5b39IA1615S/RcigMPO4a7br2ei6+6JT7WqXM3zr3kRs47/SgO3H1Tzr38LgYstxKvvfBfPnnvVb794n1kEDBguZWYOmUCI374EiklSik23mpPoqhCtyWWonO3ngBstcuhDFhuCNOnTqShfgHrbLw9rdt0QGkYMTFKxyjwKBUDIQfYQn6AKNd3eVHvfYCbB2z+LwIqN2aQkAS19M9PgFOWlPXP1W7vtNlaGuE7kkhojPNVYK2ybIpEWUjdSwtJAGhl/MiF9dv1pASUR/+AkoHx340iCkXJfw7bnQMvu4Mrn3iVUw7Y1fi7hkWisBUVD+QaSwYT9VkCs2bN4qp7hnHIrtuw1/ZDzazqQLXWSGn92Wv5/Dt3Dq2MSTMYLQMY/18hQIbme4nNk30z/oxFCTL+Fkx/NzIHe4diba4QaOE0uTq2mnPnaOHcyWwwKvl/MLha6P8v6S+BXK01Z5xxBldeeSVBEHDPPfekct5m6d1332WnnXZixowZbLPNNjzxxBM1zRObS0sssQQA/fv359prr2XBggXccccdXH755dx///2xibKLKJpH9fX1ALRt23aRnr3//vvzxBNP8MILL3D44Yfz0ksv/blG1BkNKmB8oioVA0qLAqFC7jlmL7b8z12s3q8nXTp14OwXP+KrswbyxLF7sMU1D7Pnnc/w4r/3ZfiQQYgg4PtJU3n0/a85dbsNkK3a2Mh5xgzl059+A2D9VVbgrueH8+rNF3LHeSdy4DlXseYKy3Hw7jtaCaD1stLamC6LANBgo/VWbNgdISWRNhNXn779Gf37KEJpgjEJpY3MPNIxPxRKQSA1kRIMWsmYg4/+6V1W22APIxzVglJFEymQoWHNrGKbhgoEShBmJsBSxUiZw8AGnIhM2JSF9QbU1hWN1taB21JFEATQui4Bt2AYhUJgrHkCq9n9fox1X5FQLFgtrrBm12gKUhEGitDuXdRbaUGaxGyObZKAkBKhLY8WeZJgCyANZ2FAMUFosKYwZthaGYbMvM8AIUzACpRNbSADhAgsQHWZXrH5XzV+tGWNCZilhNPAmmBZINBSxn1fUdoEEsMCDJ8ZUsYcSWnTR1pD2Z4bSp950jREpp8LYVqgVImgoX4ePZfsTyF099aUKkZLVAwTsGrqk/j9APw0LjkmhdG8+0YRfuAzxyi5p5v3SCJAwAhhQssXmH4TsbVAIbASa+wzLY9hTOo0n330LvPmzGajTbekGMokZYJ7hAPsEr747HNuueUWjjricDbdZGMjiJA2mJVloFx0+a222JSVlh/ETnvtz0mnncmt111F69at+fyr77jy2uvp168va625uhVOmHGvkay+6mp88O7bpm0irkUMPo484ggGLjeQs88915gmX3iBYeDQIEMr3rBKbxVZrYcDOtqMbuvHaQLn2ZfiLBM0LJg+2QhkHCayIEYIYce26V+0TvzTbE2VvchYMLi1QtiUJdpYNAhXF8z3EdfF0APDHmfp/v147P4741gOMbOmbC5cKZNBgMc0pwRJOh63Qkj/bFsuvLrrpFwGXmsM0y1UZN6Hd77fphQId6Fk7VyQLc8GLNTKAliZ9KN/vpSCWC6jAR0xZ8ZUo1UTAivRRKvI/mn9FW3Ef6GMxlY69wcl0NaEXMvQtF1rowFWFfthuvnNgoPIBpzKrv+qYmZJz0fSpDJy59tgV44pV3a+CuzE4Rh2N2HIQvx9KzsfKhkaH0b7Hp3VCwSI+Es1faTBjlNBly5d6NChg3metiaXAjYZuiN9lh7M2ScdxMG7rk+XxbpRLtXTb8Bgtt5xX+pLZd56+XHq58/m7MvvZ8PNd+H9t57jqvOPoKF+AQOWWyF2jQlEyMCV1jFztvuUbD1GTLTxMLwu0xgBnxTe6BVGg+nmPUdGs2lGoZv3HESy2MnM2ULEwZzKFbMm+3O5FIkSsRCaSuhAEEWaBqtFLXifjdJmjRaCVLnGDAMpzXMheXXlKAn06NyF0BBh6lIIk+Fjpxkz98v0NRrDbxjrLSPWcT66ZjHWaAFahER2OhNamrgfSiKUCbwo7PorrOWV1hqishHgBMZ6oTT5d0ShaOdJM1Z323Jjjrv5Ua545DlWX3kF/rXW6kShMU2OCm2SoGTWzSqMTODUW4Y9Tblc4dQjDiYqenypqpiUkIU6G5zKapbLZdMRQcLSCxVBpYwmgsAD7UKAnfcoFNFh0ZgqB6H5Fqz5MkGAFgUQMg445dJNBjg/aBH3uxurZQkVuw4HwigR0JoGbd53sShQFSMSrQSCBsxYbVUUhFKiIii2pBBqob+L9J+kBQsW6J133lkDunXr1vqZZ55p9PwHH3xQF4tFDegDDjhAl8vlP/voRun999/XgF5xxRW11lorpXS7du00oBcsWJB7TY8ePTSgJ02aVPO+G264oQb066+/niofP3687tSpkwb0vffeq4cPH64Bvd566/2p+pdH/6gXPn+rLv/xfar8o/89ogE96qtPU+U/P3q7FgI9fczvqfIttthCP3bCXlqV6lPl/730DN2+ffuq5x6689Z6g3XXTpWpSlnP+uJ1PWfUd6nyUv1CPWrkCD15ypRU+Y8//6rbtmuvx0xJ9/PYaRX90pclPXpqlD5/nNL9lltVf/zZ16ny937U+q43tJ4+N13HZz9R+sYXlK4vqVT5fW8ofd0z6XtrrfVFDzfoG54upcrqS0r/57GKHvZ2JVU+bY659/B0U/XCktaPf6T092PTzxw3raLf+naBnjAjPY4nTZ+rvx8xQc+dvzBVPn3iOD3+5290qT7dN3NGfadnfP22VpX0feZ/9Yae9/GzVW2a89kret6376TKVKWsp3/zbtV7Ki9coCf9+LmeNWF0qnzBvLn6jxE/6xnTp6fKZ82eo38eOUbPnD0vVT5h2nz96c8z9cy56Tr+MLakX/u6Xs9dmO77j3+t6Oe/KOtSJd1nr30b6Wc/q35PVz/4mV5xpSGpslJZ6UffV/qt79L3mDlP6YfeVfrDX9L3mDDDnP/dmPT5v09W+n+fVPTvU9LP/WVCpF/8oqSnzE6X/zCmpF//prpN3/y+UL/z/TxdzrTp21Gz9Re/zqhq00GHHqVHjp6cKiuXy3rEyFF6/IQJqfL6+oV69K8/6umTxqfKF86bo8f//I2eMzU9L9133716xeUH6ddeeTlVPnvaZD3m1x/0gnnpD2fq5In69xG/6Ib69FwwYfx4/dvIkTqK0m0dN/p3/cfIEVVtGjfiBz3p93THR5WKnvjTl3r6mPT55Xoz9mZnxl793Fl60o+f67lT0m2dP3OanvDTV3r+zGmp8jlTJ+nxP3+jF86bkyqfPmm8HvPrD1VtmjLuDz3m1x90VEl/39dfc6UeO/KnqjaNGfmzHj96VLpNUUWPGjlCTxyfrmNDQ4P+beRIPWVy+r3Onz9f/zZyZNX3NGf2LP37iF/0nFmzUuWzpk3JfU/TJ43XY3/5Tpfq03PHlHF/6NG//ljVpgl/jNRjRv6c26YJf4ysatMfI37Wk8aPSZWX6hfqcb9+X/XMWmNv/sypetKPn+sFM6emyudNHqunfvehbpgzM10+9hc94+u3dWVBek6Z9+tnevbnr1TNe/O+e0/P+eK1qjbN+eI1Pff791Jlbn2a9+sXqfLywnl6+rfv6bnj0mOyfu5sPe6Xb/Wsael1a9bsOfqXkaP1rNnp9zF5+hz93YiJes789Bj7feI8/enPM/X8+vT7eOW9n3Tbdh307NmzU+Uf/tygn30//c1rrfVjb/yub390eKqsVFH6xS9K+pNf0/0yZ4HSk2dF+pvR6WdOnhXp5z4v65/Hp7/h36dE+ulPK/r3ydVr7hMfR3rizPQ89skIpYd9oPSs+eny17/V+oG3tW7IsGuPvaf1HdWvSV/7dKTveCldx/qS0hc9WtYPv5UunzJL6UuGVfQLn6Tr+NsEs0a/+312Dlb66qeV/vaPdB0/HaH1ba9oPTY9deiPRyj91CeRnr0gff7Xv9fnzuUjR0/Wv/w2rqpNk375Wk8f+W2qrNbYqyyYo+d98JSu/+WzVPknH32oAf3gffekyufMnqVH/vZb1Zi57NJL9VEH7K0b5qbnjpkTx+qJP32pywvnp8rn//KZnvvRs1qV0/zOgs9e1vPfe6KqTfPff0ov+OLVqjZN/+ZdPev3H1Ll9Q0N+seR4/ToSZk5eE5Fv/hFqWrs/Txe69tf1frH9FSj3/ku0hc+XNYjMuc/+vpCfcw1s/T4qenx0UIt9HeQ0HoRbHQtzZkzh6FDh/LRRx/RvXt3nnvuOdZaa62a51955ZWcfvrpAJx//vlccMEFi/rImD744AMeeOABVlttNY444oiq459//jlrrLEGAwcO5KeffgJgnXXW4eOPP+aLL75g1VVXTZ0/Y8YMunbtSteuXZkyZUrN52600Ua88847vP7662y22WapY/fddx8HH3wwnTp14uabb2bfffdlvfXW4/33329Wm+qHD0tEo6piNCNKGemcDVNfqV/AhufdymId2/PxqAlcvesm7Ln6IHRDA51Pvo6b99ma/dZbBREEHHjfczzz6XcM7LEYn1xxEjIsGJOVula8//2vbH7mddx/5lFc9fjLbLjK8lx93H788Nto1jr0TB665BR22PRfNtpegEYTha3QYdH6agREokBJFqyPZ4gmICLg3fc+4PADd+eZ17+ix1L9UVpSigIqSlJRVvqNC75hpM0P33ERbz57Fzc/9TsiKFrpsYi1dbHJlDLSXaWSfOlaG61bQ4PR7hWk0QBHkaZcUZTKRmhZDG2aIKuoqCgjkWxdZ6MqW8Wn0oJiIZEg1xVgt3Xgf58qK600Jsqh1ISBSf1TDBSBVARCUQzKxt+WiFCawFyhLhFQQUQVhFYE+KbLChGVECoisD66KGXSCpWNdUEsmXWBWZRN8xQU0EKYvH5Cop1ZcxCa9yYlWhtvWi0CVFiIzR2dj5gSidYMjHYkUtK+d5dPUNKgQiqR8ctxPrsVJW1evESTq605VFkZPZYTxrrAJmU7xENPEzF//hxO2Hs1OnbuziV3vE3B5qPU2mjc0UlkRlfuxkYgzbvaZS3BU58YzW8goRAaywFpx0iigXXabGsSjbaB0MzNzXgzv8PA7AOr/XYprAoBBCKyWgFzvkDzxSdvceqxB3HR5Tcwd/Yszjvr3+y5zwF88+XnjBs3Jm7voEGDGbrVUG6/7Tb69+/P7TffRJeO7WKVcJyGymnMPK2nM7/84utvueya65k6fQaHHbQ/e+6yI0EQGPNBpzXz/EydtsC/hzG3dFpJc25sOmvnIimcWbsttxpbowm012plUlmgUxpFV3chA7ovtzJTR3xjNIzaGSwkwUdcXYyPuFfuaXhTdbcaPCUCq2XzljBbdyHNOJ06bRobbb4V1191OZttsrEtT+qp4j5ItKd+32Q1jdk+yytP8honmng/ojrODz/WnGbqnilXypo5Z4MqORNyr1ygEu10xpxXu6B1wjMr1+Z7WHLAQMaP+jXWyDrzGRG3yZ1vjgmvF90zXTqgWHtoo8QKZdR1QrmAe3ZC1xEmxV36/WkZeD6GKi4HUhopjbBas8Cq7tw7NOuCSctSQEvnVxgQCWFMUUVg/Q1NfAKlsXNhMgYiJawJt0AR8NhD93Dv7dfzwjs/GVNY2wsVLRk/9g/223ZlhAw48exr2Xy7fQkLJq1QpKBUauDcY3dgxI9fcMtjn7LEkv2t6bFIacEASsqsk9KbPwMJW64c8PJXUcbcONHk+lHplfY0vN5YqijiuBdxl2szj0fKztnxuisoV0y+eGelEym7FlfMvcJAm6w6CrTS1JfNeM22qb6sa2hyRZOa3CBeSIyWuRCYWEvCWdlYTW6bOmyGBGJz1yDQ1IVmzQ6ERkhNQURIqSgG2sbQUIQyQuoKEmWssygR6IhAlxFRhUCVCW1ATrS2a7ezUjBa2I4rbcDcr99C1M8zY9zmm9UiYH6hHU+8/AZ3PvRfxk2YyOmnncoee+xp+8jMBVIriqqe5194kePOOI93nhlG3/5LUw7r4q9NqDJCKwo2rkegyoiojCw3ICv1ifWG++7KJVPHIGO0qSLjI1xoZf1wTYAtk1YppFRsRyQKVGRIpEPKKqBB1aFEQEVZni6SzC+FNvew4dkqkWBhg6BUcRp2Mz4aSppSWVOqaAI7LzY0RFQqyh5TFISiVIpQFUWxCNefnM6g0kIt9GdokW2Fy+Uy22yzDR999BFLL700H330UaMA97bbbuP0008nCALuvffevwRwwYDSu+66i6uvvprImXp69PLLJkH76qsn0T+32morAJ555pmq85955hm01qkIz4tKBx10EFtttRWzZs3itNNOW/QbCNBSoIXl6G1IeGtLBjoiDEP23WBV3v5+BFHDQmbOmYuIKiyMzKJXwAAmohJjJ01lQLdO/DBuCs98+BU0LIRSAzQsZP2Bfdl5vVX4980PMnfuXD7/4WdEuYHl+/Rgk1WX54LbHmLGtGm8PPx9VMMCL19bxQCyqIxQZQ+oRaAroCOW7N0HgHFjf7MmPQrnCeMiLisMYNBag9CsveG2TJsykR+/ftf462IWJgcybA+ASKLeO9CrlGFEpF0MK5ahiKxvlYnKbIKAVOJyQWhBr8b5jIrYFMdZ42oSBtisG8b02jDjhvGWQlmgbfYqNje05+kIdGRN6mx7LCjQKkL7AXyisjF/ikqJ+afWiEoZUSlDJSnHmkqhIoTdx2Tvqy3IMP402GfazQMoeJtQkWF+tblWaSs0UK4PjbCiEiX5EzWCcmQWt4oyjI/jwSILSCMLNF1k7Ugnx+648gTmzZnBCRc/ggyL8X0Ng2bGQyUyTE85MtcAMWiuOCt/r7xiyysq8e9V2tTDPddxX66N7pnx67BMW6SScikMA+fKjOW4ed//++/DLNFzKTbebGt22HUvdtljHx575AGW6t2Hu+59iKefe4mLLrmUSZMmcu0117D6aqtx752307Fjh/T7sMFFiMw3FZsu22+QqMJqKw7myfvv5J3nn2SfXXa0vmI+gDDnaqVSY0NrndqaLjfjRSkdAyfss0wgOGUAtPXlUkrH5ypsuWWwXTRYndw8Pt+B8LjcbtrLCxIhvRyMOslrqr17WzPduC4a5sydx9y5cxGW4YxcahGtiZzQRxiTxPheWIAtbNA7b4uj0dYo11rbOSVplytT8Zwo7DNF+rt0Tg227XHfu36336XbUu8p/mZp9HzTZzrpMydccPWz7zTJ6k3mfFL3cfVE23pqhbLzmxt7Rjhnx6Ly5kMrtPO32Pc4nqvst+qCmPn3cGahbszHm5sM3Dzr7pUAezdn+2Neu3HhwFw8lsx8123xXkyePIm3Xns+Hi9uLmjVpgNRFNG+Y2ceveda9h46iAtP3p/nn7iHuXNmEoZFZkyfyty5c5k2dUoMcCE9t5VU8r1UFJTtvBolVY/nWb9caShF7pqk3K19pchsrtzNkaWKoBIl+cgrypgWlyoGqLg4j+UovTkwXa6Y88uR2bs6ur/dXlqT70qUbJF1X1HxM5NrhDWtdmWVyJgqgykvV5LN1cW1PVtHtxa4/rKrNJEFZZF9v06oW9E217E1bU6CL9l7urHjhFH+GAITkVmGsXhQS4kotmKnnXfh2f89yc477cSZZ53NhRdfTBR/UCrmFR554mnWWGUl+vTrT8XOWZH7bkVggKaQpn7xM4xgKP52tHE3wObGTX0faBN0ygnNbX9oiO+vtOlv5fFNCvPOzFovqOj0WHVjyhe0lCvp9yGFubah7MaYiMtLkaAcCUpK2MChLdRCf50WGeRecMEFvP/++yyxxBK8/fbb9O/fv+a5P/zwAyeeeCIAd9xxBwcddNCfrqijLbfckj59+jBy5EhOO+20FNB9/vnnufTSSwmCgJNOOikuP+igg2jTpg3XXnstH374YVz+yy+/cPbZZyOE4OSTT/5L9brzzjvp2LEjEyZMWORrVaHO+EWEdaiwaMLUB6FBdGEYh3xv26oVFaWQQrCwEiEKIaNmzgVgwBJdTaJvIZk6dz7brrwsq/TpwfNf/GQmPZe4PIq44fBd2XyVQfRarCPXHL67yblWqXDZ4Xvw2/hJ9N7mIHY/7VJ+HjU6lZrGSfjd7zhKsI3A27VLFwDmzJpuJaTaRhw2Pqtm7yIUa0KpWHbQEIIgZPLYXwilphia48VQUwiTfSE0kt0wMP44rmvCAJtSyGr2QgNiiwWzl9Y/p2DLXWCpQmiuCwMrSQ6JnxFIE0nZaYxDYTS4gTD1lvEe4rRBVIUs+dPBjeL0QKmyxE/TLwMMQHXHPfID+cRaXNIBWbLXxNeSDjKRCu6iHVOfX38/tZDjA5w/cCCTKMjTJo/h3VcfZe8jL6JHr37Wj9n1XSMdRO0UQj65+/gaXFc/Vyd3L3e+qbNO5dDNCw4kSa4fNfJn3h3+GltuvaMZbwLOv+gK3vnwC2645Q5WXmVVei+1FNtusw333H03lUqFXr160rp162SsxKmhkt/gxoJKUntlx5gXEMrXILprq/qkVqASj1La3jjwiEiNIXOeSI8x/zpvyyvzx5N/r2xAqNx7eHVw5X4d/Dr36dOXpQcM4LiT/s2j/30yAbVeWgyNYWS1MGFfEsDqvupF2Nx1ee0QsrpN2TpnzqnVp7W2qnfpv8O8dyTSmu3ss5Pf1f3t3ltT46ipsqYor11VlHdfT/vf6KV5eXk9ckGdNthkKAOWGcSbrz5XVa+OnRbjousfo1v3XkwY+ztTJ49n7B+/cv0lx7HHpn05/4Rd+WPkDxx9xvUMGrJ2DHBTSmyqyxqtl05vzurJUSK8IHVfHYOQ5HnaAyZZcseVdgKd/Pok+ebT76upubwxqpU+yNUja4i4KM/y1zeXVsgIb9z3bKydUsGX3Dck3HflFg/vuwoKlp+zAabCVkSyYCwIwjrOPPtczjnvAh64/37eeP3N9LelNd/++BPrr70WShrACdXzdvUcIlAuBZDLe2v/1kLYyM52EyI5Zp+hrBDQtSsWIuL2Zm5TcT2tsK/Gtxl3S40X4rJcSLuPUz1aSx4ZLvo80UItlEeLFHhq5syZXH/99QAsvvjisQlyHl1zzTVcfPHFlEol2rdvz/Dhwxk+fHjuuTvuuCO77rprs+pQLBZ57LHH2GKLLbj22mt55plnGDJkCKNGjeKbb74hDEPuuOOOlFnyUkstxfXXX8/hhx/OBhtswMYbb0xdXR1vvvkm9fX1XHbZZay44orN74gcWnLJJbnmmms49NBDF/naqHV7G/lBxZpToSKTC80GD6AYMfyX0SzRqQNTZs9j67VXImjXnpGzTCCp5fr2Msm/o4hp8xawWNtWrNmvB2/88Du6vgFCaz8iJF0LAfcfvZvRGBcK0FAPUrJCr24cs8Nm3PT06wAs3b0zslIykQVlhFAhIohQQYFQmXQ0Lq2QEor2bYsUi3XMmTGFgqggA5Ob1aVTcMELIi+peKVcQaOpKwpaFyOUNREz0nOrB3YaB20kr36+U6VNPnathQ1cZSWLFZCetLxYwE6q2GBTSYAKV2ZAGHHU5EDCl78bE6cAA8qlBbuhTRsUCB3nCpZCpVjOPIoZo1hlrBOAkuVSlLewObPJzKIhSKfDQGsvQE8GAGSAbh7QUDpIUgUgiFKmncQLm9Pi+u/CJ5ltv32UWRQ1gYDXnr6D1q3bsdl2B8RBbGwTkstE40yf1vDJyCRit7Tv0Ae47j4O3Jq/dWwa7HdrIFT8dxwt25kQ27+dCbMUipee+S/XXn4uS/buy+577R/XK5CC7t27x4HIBOZbGNC/H0cfeQQ33nwLa666Mltutom1ivCBbrWQw3ShNfH02++litLYgDE2GFMu6GkmyIjPc8yV/7e1DshLR6O9QE1CmyBLsyaNMwx11tzWMw9urI7+GM7725RVn28qAY888gjXXncdZ51zDov37MmGG24YzwvmfAk6fV1zgJU7Jx5D2GBLaKPt8e7hIpO7/qn6bvEY2ZQgYRGZvSpBV953nqQ0cnWYNmWSmZcz6Y7ic22k5Lg2XjoSY27pNMXJOMmbA7OR5POFeZU0eM68d79tqeMO1Ap/nguS8hwSWmOnpFyKta3lMj//+D1jR49im532Tp2jogo3Xn4azz52J0JKk+oFuOTmp9lr8/6USw189sGrtG3fkfU23SkFcJsTFRlMML+vflcmqF+mrnnAFqrBbfzMDMB2a6b/XFfmA9xFISlF7OLh5ua8+v4ZUrpaO5MaLk18usrOk+YLlabERg2PMOPBhNU086iZ+12kcNvHzuTftUVVWDD6R9CKKCjG4FHLgIosUh+2pULBgEUEe+13CG+88QY33ngjG2+2JYEV8E2dOp1Zs+ew7LLLxgDXCTch+X5k5vvSQqKCgnWLsAGysN9mJlq6WdxkAnDDIpEsoEVAZFMHRSKkQoGIgIoOqejAmiW79FhpwYg/PpI11uwdj6WlsVIREqRbrwMTIM8JobXSCCkIw784SFqohSwtEsj95JNPWLBgAQDffPMN33zzTc1zL7jgAt5++20A5s6dyyOPPFLz3L59+zYb5AKsvfbafP3111xyySW8+uqrPP/883Tp0oXddtuN0047LWWq7Oiwww5jqaWW4oorruDjjz8mCAJWXXVVTj75ZHbeeedmP7sxOuSQQ3jiiSd49dVXF+k6JUPAppiwoeGFipDO7EtIHnrtLR5/93OEEJyw/UasNKAPaM2vk2fSvUNbunTsgI4qLCxXmFtfolvbNrzz82h6d+lgtLgAopyEIxQSYU2CCbQ1aVFccfBOvPjxN6y/0nK0KQToShkpbcxdIUzEQSEJVBmXVshRIDRdunRh5oxpSGEWAJOj1UgChYgw0fgM6P3g3Vf56bsvUFFE737LEEqNEtY8DutDaKtozIwMN5KkBnCTqzkvkIkZKQik0tZnlFhj60ySA893JwG5CcA1wXI146ZDIUjSBUkHduzmyP2umW8VHwh40U2bQzLxRcy7r/NF89NsZFOz5AHcGGTEjE2SC8/535rfaebHaXZrAdw8JiMLXJVSvP3SI2wwdE9atzER0LOMlHWvi/1r80gDv08x4DZ+jx6YNffRKdDtA1wf9PrP9bW8PsBNIlQbE7WLzzmRQSsM4YbbH6Jjp874PqzJ3gBcB2SPOPQQfvrpJ4449gQuveAc9tt9l5oAN6VlSmnxHSDS9vsiBY7SfZQWdFQdtz6j2WOCJOWNG7/OJDX+beuSAnTeOAeYP2emFXJkQEpKI5gPbP3jzT0/q13s0rU7l/znMr766itefPFFNthgo1hTk3ePWuV5ZMCqiPcJZUasTVMD5Pa1OZAWLOSlNGqMqt5J5jvPNCp13dy588B7164+8d+iOiVQak7L5LtdZMqAcwenTTR3u15V9TH5Glx3y2YKCKIo4u2332bdf21EWCgm13vPOuGIvfn4/bcRQrD51rukrn/71f/xzLA7aNuuAxtusTMv/e9+zr7iIdq260BdqzY01C8giirsduDJdF7M5L9tFKhmAK6bF0dPS19UdY9mANxa1+bdt7E6NkZOMOmAblZQWUtwmQVHTT3D7PNP9tPN/RlNshVv4qBwo2PJWtlUpo01b0CafLdaBkSyQCUoUqZI5HLTWzr0iOM49IA9eP+DD/jX+usDMHn6TAAW79Gjaqw7YSgQW/e4uiID42dB8q3YkPgpwWPCK1hNr3Da6kSba1wpPK12rLX11n43VzYxJlwaQWHjOBjeSmBknoIAG2HbgmBX9icMPlqohXJpkUDu0KFDq8xDGqNJkyYtcoWaS/379+fee+9dpGuGDh3K0KFD/9TzHGBvil555ZVFvrcKCpQqEZ9//QP9lupBr26LIaRRS5bqF3LEf27jybc+ZIkunagrBJy9z/YmgkMU8cvEaSzbqztIExZ/2lwjhJgxfwEfjhzLvzdfKwG5gAgD488UmFQOIo7uZMoEsESXDkyaPtP4goaAiux0n7BuSoZI95fdBaJCly5dmD1rOhLD1AVEFuBqpGfG9+wTD/Gfc49HSsmGm23PyqutTSAVkRb2PI1QMh5vZsEEsL5gsYTZICEHtoTApXK0kkNTFobJwud8Q8PATbqJNs/XAhYC2GCQ5OMRUc3ZPAt2G6NFBreLQKnckDkmpEAVwHXmmO6YAbZJgKnIk966Bc9pcVPadLvg+ZrSLMWMj2WKf/v5S6ZNHseGQ/e0PswiFTjFkRRO4FH9CoSAYqDZdEXBWz8kx2MJcpYfFo0D3KwZc6yVz5gsJ2Ww9vobMX7saDp26JAAYR8Uu986+btVMeTW66/mwv9cxhnnXcTsmTM4/vCDY4CbCxY85sbVwfwdoTD5rBOgay/JaAQbA4Lubx9g+8DWB7rumKuHD6z8Y6ZvJd1792fKmFHoDJBpDohrXHub354sSHBjvHefvkyfPgNFUH19LYBbIx+kGyPNAZ+GZALk8vCtD3yb0UZ3TaquOe8kzmWerbf/voWk15JLMmHc2LivqvLdxkA3stf6OXG9XLhNmV7kkecrm9zDMutaN2oSHd/iTyAaoRUKyUUXXcQjDz/MWedewH4HHBIfH/HrTzz+6EN8+N5bjB3zB2FY4JCjT6X74j1TX+ga623KamtvzG+/fs+7rz/DymtswCprbUyr1u2488nP+fdBm7Fw4Tw22GK3ZtfNkZsPAwkbDpa886PKzZWbB3BTx2tqqv3fjYPkWvfxhZEmT1H1SU0B3bzXVstUOff5te6RV0bzx6efMq/6mMkgL7QCGdB2uXWY//PH8begREBFFijLOio6tBlwbV3RrLnOvxi8/Ircc+ftrLv+huaADazmfGOBOP4JVM//2uQ8Mrycq6swgSjNYhakviHtzK9lsncBRVUcjM0GnnRA161cOtmbZ9d+P1KA4zr99TilzbXnSFemhYmhYmO4tFAL/R30l/LkttDfQ9c/9BQXXXU9AEcfuA8XnnwMUkfU15fY94wr+fCr7zhsl62566mXeO7KM2jdpQtUKvw6Zjwvf/kTR2y5LiII0Eozbe58AM54ajhLd+vMHqsONCDX+uWKimVWgsBIzqLIRF62/rwEAbuuPYTT7n+aBXPm0KZtGwuACwSyjA4LiMBEmFBBxYBdWSCSIRrBYl06M3PGNEJKnHvu2Xz/3Xfssc8B7LjLXuaZWlBfKnH7DRezzQ67c8HlNyNkQKQ0kS4nYEpDqByoMmAqkoJQeeayNohMJfA1u+ZYsZBetJ0m1oHaLKCFxHcTzHkFqWnfOiAQJnBMIFSsKaxFWosUE+ugTcIgSrImp3kJ3U1y9IzPj2+OZ/OJOmmsOxYvUC4IhZXUxpvvO4iI+9v9LuswZZaktKSsAmM+rk1k5kgbc3KoBrhZP1dHLgBUbD5eVwfA8Bcfon7hfFq3ac/USeMB6NytJ1269aJz114UinVxALAsSfuOOraRFKTK0QQn2vdYY+/VM/G7zVxDcq4UygPBiVDDgdcddtmbU449kOlTJ9KjR4/kGqcLEFEMcGMfdq0IJFxy9uks1qkjl113M+1bt+bQfXatArOp9uAds1phLQMLPa30HkU6t2v1uDLvo/ocKaIUoHDAywdNvpkqWJ4qa9KcuqmkUNfKRPt2WKYRjWyqrpnzEqCbA2h1Amb9a/17tG3bjnHjxsbMW/YetYBuHmX9n2OAKZI+848bss/V3rskEQzUAs5+G1PlOfV0ZtGQANxUvzgc6T1XCuMG5ItynJmy8N93RtAR1zv+3YQ2N2Pm3lwy4zBHm+sBebNPLF6a0r47U+w777yDRx5+mH79+vPAfXez9z77I8MiTz0xjAvOOY2u3RZnw0235N8bbMZqa/6LVm06VAG9Dh27cM3dL5hnu7XKzpU9luzPbY9/BkLSrsNi9hxzXZ42LA9omgPQobUZO7GmNdPG7PyXp5F162OqHtr7BnT1ffyAY/45bs2tBXydNheINbr+c/NAaWLimhzMriUuR3pscUXizePHX5D+XG63IMfiKivscj71yW/rjyoCDKa0gkitEVLZzPIQtG6HCuooh3WUg1aUglaURCsqOqSsE1ZbmgkAhGDXvQ7gonNOYd78etq1bRWfF2HWct9UGZIxrqxgycRqsL+dHbeKjDZZe3Oruy4IEz7BmvJHspAE13Imy56A22lzHV+W8F7p95l9py4rghAmV3FEWpvromZHkTbnBG4cyji4egu10F+lFpD7D6Drbr8n/n3iUYehZcDMWXPZ59iz+OHX37jv0rM59uJrWXm5AZQ1XPbwc3z1yyg++v5XenXtxJm7DY0nsVZ1RQIpOGbDVTlr6Lq0LoYG4IJdnYRxiHCaWyltpEoVmzL/a2AfKpHi859+Y4OVByJsmgdtpYwS0NmQ9ICSAYt16cSEiZP55KP3ePyxRxm8/Aqcf9YpjB39ByeechZaCIa/9iLTp03l4COOJwwAIlwSdrOYKJSdoKVdaEwCd2Jz5iSSaaIBVDrR8gYyvVg7YOsWRoGO0yhkTVVrgZ/subUo1tlVaZTSADi5ub8YWcBiTQPd8cT/TCTMnQWx1dqujHkyziRJxCbJfh2dFjdZyBKAGy9wTrDgtSsP4GaDODmSDlzZ8n7LLM/+x1zIUw9cy6tP17bI6LTYEvTuP5il+i3Pkv0H02fA8vQZsCKt27aPBRVghBgqSmus3Lv037kPcHNNlT2Am6q/u6frOfu7++KLA8ansWePJTL3UjHA9QNImb9N+clHH8b8uXM469KraN+2NXtuPzSuRy6I8QCueddJIBT/HC2CNEDxqJZ2UmuRZv7yzJg9c+XkvIyZa7rG5hwn7CENbJsClDoz1vPa4FsjZO+ZrXv226xicJsBcBuvsHuW91j7LrPPMn2YBqC1QKIPVBt/fvIeHJObbZOpj9XYopK+EMKC0GoNcQzmhXN3AV+b+6fICfzie2b6vhHhyZ8JYAUkPriYfnjk0WHsvvvu7L3P/uy4w7bsvcfOzJ07l99H/cYeex/AqWddQlCsi8eMr6QUDqzoPHN1W08EHTt3rQKKeVQT4Oad29R3k3O9yvnu/ec0pbVVf+FV+9SUuXJemchRycapz0T63Oz1yXxfva478oW+eV2rhRUca5kKAhhJECJAWpQdhXWUwtaUgtaUKVLWhdhMOU84vlTvvgBMmzqZdm37MGXKZAC6duuWrDXefJuKY2C/QY02AnQrcDLfRlrY6dYIkz4rCajlQK0DuCmNLZ4WNzO3JoKSRZsvfW2uIyEFUhuwC+6d/cV5uIVayFILyP0HUIcOHWjXtg3PPf4w7Tp0JEJz7LmX8suo0fzvzutoHUoaSiW+/uU3djn9cjq3b8sqy/bjwK025LCt/kW7tq2gVAIpGNSrOzNvPRPq6xMNbhzT3Tk/xGjR+tp6ZmFKMWiJLnRs04qPfviVDVYYYPw9tBciQ2ukDBKfXktShXTr0plvv/2e++65hwED+vPMM89y3333c9mlF9O9ezf22vdgnvrvg6y6+tosvfQyxFyhiJAW3DpzZfMow9xKC7BUrMlNQFfFTcYW/DrA66s+8jS28d+ZxSeeX71FscpUNmfBqkXaanH9v01+1eoUWMkDZOr8RItrtbsiL9Jj+rfO/HZBpfI0uJFnkuwDXF9yCxnBQUYYUB2l2Nbf01xJkUiA9zr0DHY/6FSmThrHgnlz6brEUmgk06aMZ/qUCUybMoFJ40cxdtSPfP3Ja7z81K2oKEJKSd9lhrDVrkeyzS4HJ12WI6xwTE4ewM2CW9eGpP6aOHp2jk8uwOBBK9C6TRvef/cthqw8xGMJdKxVS0VLdgBXJ+zDhacez9y5cznxvP/QtVN7Nt9g3RigNsnMIuKONtoFGyylmWaeVffTjnFMM1WQBj+x5tIDP00Bntqmxk1rc7Nmt+ZYPritpZEtlyuEYUhDQ4WC1Vz6z6nyhczp+3iuaKprNbFWd9GoeeCt9n1r9LH3vtK/JU4Xq53rh2d+7L/X7Dz2V8gx/SlT55onJwx7tt15WtzmUqlUYuLEiQxZaSWWX34whx5+JGNGj2aVVVfnyKNPZKvtdwEh86xvU5TnZvF3ktY0Od5qPb85Zsr+31nt3KK0K8+dpNbz/WPZaaqWmXJa6Fz7vr7mNr88PY9l13JVY/5QIjCchhAGQwoN1vXBVbkctqI+bEtJ18UBm3zhYSo2BJpuXbsCMGHcGPr27cO4sWMpFIv06N4tsfyxa0bjkcyT70A4P1znq2XLjaAwiK284r1ITJWNQDtI8QaQCAH8/llUylp+m0jKxAPBRVYG3QJyW+hvoxaQ+w+gefPmMezRR+naozcVXWHEiBG88tY73Pif81l55ZWROuKPD19h6pTJRAvn06d7FwJVQZRLiHIDLJgHQiAsmJFSEGltwK1OQK62olghpZGMCmnMlYUAv6wQsmb/Xnz442/oBfMRUQRhAYKSifhsQa8uFBFBGRUWUdJoeQf3781d9//BqD/+4M6brqVON3D4gXszafxoLr34fK6/5goWLFjAdTfcTJ1sSDGkztTXaRZDGSSBD5wkXaY1kJEWFGQ18PVNsBzVShlTi2EUWvPlqBJapzV/sYmUd4+myElZqx/itLHC5PLUdvXXyeIUn+dMlBGJX40zS5aJmbKTzPoLWGR9gpSnyXWBpVx/Ki2p2P6O/D63pnc+EMhqQZsK5JSYXOpYqwsQhJJeS/ZOvbP27TvQZ8Dgqq4qNdQzfvQvjPjxCz599wVuvfRIlh20El3br47ARGx2z8v63taKmhzX0QO27m8htJfSKNkHqPjcsC5km+124vHHHmafffdnsS6dEhm41jGTkuSVTv825ymuOe80Jk+dxgnnXcaHzzxEp06djHmcv9jbIHQCRUqz5zEzru7a2zeX0vdUqXIRxyLNaId9YJurNYbJE8bGEdWhNthNXeeYMy8oWvb8PO1o6poMsxoWinz68YesukI/+vVfhk233Ibtdt6TpXr3S+7XhGbCCAWt8CLTuyltkWVM3e8sZc2aU8cWYU7JuzY7r+VrkL02ac34CZOtdiWeHOM2+sHGGiNnwvmnqNEAUiI17+WZKY+fPIVLb76bPkv24rhD9qOuWKx5P0fjJ0xAKUXv3ksBcNppZ6SEgGYONO/V5WitpbGt2axGzpfoFGBwsQnyKFLwwS+RF4CxNi2yS3RGgJkHeJ0W1zdVbvq+f62OeTjHDyjln1NLixunpRMm9Z9bB9J1ESiB/TK8OcQtWXYd1RiwKrQispZszm9WC8mECZOYHSzG/HKbeB11a0goKtXzA5q+ffvSr/8Arrv6UtZa83/8+MO3LDNggElbqMominLsj5tpHzq1jrjvNA40JTwBuccbxO2JTZSdFVeSLigVeFInecT9ubXWWJXCsC8pyzk7n7j3kjJrFjG7Y4JSybRFUQu10F+hFpD7D6DBy6/I0sstj6KCQHPXfQ+xePfu7LDt1mYiAoJAscTiixOWFyKisp2Ejd8mFqTWIiGFp801ScK1FECEtFE4hRQmabkQVCJFp9Z1vPb9KKL6ekIbeZmCAbJIhQh9HxMgBKkKrDx4aVq3bsW5Jx3L9ptuQKTKaCG44KzT2HqLzfjo088ZssoqrLfe+ghKKb8xl6fS3NP5jCmUM7/VAumlIXKRmpWQ8d9aG0mjjANS2T5ILYwZc7xG5tOZ81WVRrCqf8kvXyQSjuVxER1lptKyitFLR0uWKclsSkKLrAlwUyAXcgBuWnCQqnIOwPX71kmtFZ6/oa4OXhSfL5w5s0DmvJRWdXUMWHYlBiy7EmtvsA37bP4806aMZfq8VUF4woccwJ36TbVJss98uL+dEENkgK5/H4Hm8COPY/gbr3LkYQfwwEPDaNemDhdsCkgFC6ml7QyCgOsuOJ31d9yPTfc8jHNPOprthm5metFpu2yAES2CGCQlvrIG6Jq32LRDUxVQzlD2WAx0rTg+T4Nbi/leuGBhch+RA1ZzONSEmWrcFDn1txZVx+PztGDotjszb948Bq+4CmNHj2LYg3dz163Xsf0ue7HMciuw9Q570LFT55p94t24Sksr3Ner44K4PKv19tuHMIBhzpzZFIt1tKorxqaPzaUscM3rg7zz/f2ChfXwVyMkN1nRGqbYOdrcbP5RI/CRVWPFjadfR43msedesZdI/n3kIanzyuUy/33mBR5+/H+st+46nHDcMXz73fcA9Ondu8mqp96jSISQzSU3txng8yeAKDBldnVdcuv6J+5f9byc65syZwYSPuNP3LfKWl1Xl/mU9cdNH0sLLWvFsHLzun+LXGsBDXFQP8+qwPEvioCFCxQlXTQxLLRMrRGBi7BPss4INMViyOVXXcfeu+/EhuuvTblcYscdtvc0uGnhkr9+pIIU6uq1xQm+/RRzMb8Qx+/w+C933PFSHuBPuYcs4thP9XeNwGRgg4tGTovbAnJb6O+hP+fY0kJ/Ky1cuJD5CxtQSH4a8Rv/e/Y5Dj5gX2NSZ8VeWRPUGPTkrQLKTBQiDExQKQtiHWltglDpKEJVovi3rkSocoV/D3uFJz77kdkL6/lh9ER0uWISz5bLxiy6UkZUKogo2ctKiaDSQI+OHVi4sJ4+PbsjVYVAlQlUhYIqs+5qQ/j30YeyyTqrU9QlQlUiVGVCXSaggiQiMCEXkCgCIgIREdqtICsE0pQVpNlCoVJ/FwJl9xGhVObvQBHKZAusdDXZVLwJ7+9ioNhwcB1hUA2O/DRCWe1fHujNW6iqNFqeKTJWa+vy2fl+tlj/oGRcJMerTJBsT9YCuM482Zko+wtblFnsUu1pBOBKfJPg5G9zXbpPskDFNyXPbu56IWDWdBO5ffHFe7DZigUKgSe19+oTCCek0I2/Q1cTz0TZtdN/rzLzjgWaJZdakjvuuZ+RI0dw4vFHo5SqMknOAt28KMpLdO/OK4/cycBl+nPoKedw7R33p79vq803/mGh1ezXZjiyfevea2Pn1mKes3VNg9RGBGxC0rv/0mDrXX1tdf0Spkum6pUytSfxF9fe2M1uZnybAHbr/GsTrr7lAQ4+8kTOu/QmXnn/B04993Lef/sNrr/yfA7bd1sqFZXUIWeL+yp7LK5XNQhPge0cYH7/PXeyzmorsNqKy7DGKoP59JOPc9tSa8veuznn+ySFoH+/pVIWFn+a/oZ7ZAGuPzcm62A6TsHaqw6Jr58+c1ZcroXgi29/YNOd9uTU8y6mQ4f23HXf/Ww6dBtOOf1M1l9vPXr16pVU/29krpvbFXkCWJn+7AklbLuaJKzxqTUzEPH/V6lpn2SzV3/R9tu3uEqvHWmA6feZm91S37ib8a3LlAnO5G1IIh0SEaJFyHL9lzBrMcJqjhWhUHHwwuSO6bIhQ1bmf8+8wK677kqf3r3ZdugWxu9XJUBXqsj8rf0Ahibrg1BRNcAVWSGl9+1k1wQvEJ8/j1WBW0TqHcZafVvuBzXLksuVm1cOxPypq3ZzI2u3UAs1RS0g9x9A48aOYZcdt+GJJ5/isMOPYMCAARywz16pcxqT3FaRDT+YNUOO76V0sjlwW4lQ5TKqXObdEWMAqAsDHnj3S3SpAV0po8sG4FL2gG6lIQG6qkKgTeRlEVUIolK8hapEGNlNlZO9KhHoijf5RxbsVghFhUAYUBtYAOwAbyAiAhkRykoCdi0ADqVZXHxgm7dJuwBJqeMtEDr1dxiIOFquD45iLV+yFFYD2xyTm8SEUSW5LP3Fxwe1diMGsr5PbhrgOvMjB3BjP1wSTa4PcB0A8HPfOX9mfzFzC1me+XdeMCcf3PqBPhzY9QFsVd94zEeuEMFjVsaM+hGAJfssTRjY+MIi/exUXfx7Z4BqzHDEIN17fgbg+vX0j624worceOMtvPP2cB555KHkvBS4zecA/DEwoH8/Hrr5ao7Yfy9uufch5lstqLYmZ+a3NU23e79D45HohGGp5/gMS22T4VqAqMoCook5yY1BXzMZM1NubEMGLFaD29wtBSwzYDgW3shU4BQfFGsErVq3Zfd9DufVD37hhjsfZ9SIn/nhu68aB5NVTHB1uWMQU+1tpI+nT5/OYot15bKrbkArxauvvNQo0G50q1HnKmY1U69gEbXHzSEXJK05lJrvMjRvwULW3vlAVttub3Y6/CQeffZlq3lOqHWrOhbr3AmAp19+g4+//BqAr777gR32PYS2bdrw6tP/Zdh9d/LS00+y8korcdIJx3HX7bfSXP+/tJVK88/9s8A5C3QLQfPq6c739/9X1JxgVHmg1UVlrrW5a2r79DqterY8R5iassAxZXnBBf11MD23yKrvTOmAiNBwKjqkokMCKa11meE/CjF/UokF9zHPYf92Txo8aDlOP+1UXnz6CdZdY1VjpmzXj9itBYXQkQG1Kkr77Hrbn6Vs25M+qJ6//g4f9ERGlX6Xf4uwrYVayFILyP0H0L2PPs/8+fM564xTadu2HXfecTut27RNGGMnvXOTW1RGVMpGk+rlwEUKRBAiCgVksYgoFIwm1zIwMjTqLiGFCUhViVClClFDCWW3hgX1/DZtNgBbLNeH+z/4hkmTphLNn49euBC1wOxZOB8WzkfUL0TWz0fWzydomE9QMnl6ZXkhhdJ8b1tAoTyfQnkBYaWeMGqgENVTqDRQsL+L0ULqKguoUwspqnqKup467CbrKYoG6kQDrWQ9re3WSjZQF5RoFTTQKijRKizRKihRF5TjfV1Qpigrqc2B44KMKPq/g+R3QZq+jbXG3nmh1SobwG20yQZYKW9pMJTNbeco62+rvSiHJnddsmkZooICKrB7EaBkaP1sCrG/jUkHYEUCvh+ullR0QOQ2FVDRkkiZvyvK+OMqLc1vJYmUjNMFVZSMTZftUEsBXNsMm6on0ZhLT5LthAhOUy6lJpAq3mLhQpWmXRNIbxOamdMnUijW0a59ewD7PH/TVXUxeyscEX5Z8hwneZf2nUphxASBX5bDrEgiNtroX2y33XY8NmxY7HebSN0dw5L2dTXmZEHVts9uOzNv/nw++eIrAD79/Cv6rb4BL775rh07IgaRCTCsbZpWC5D65XnANgFDMlcLnIDWdKC0qojfcX1E4qLgAVvby/g9mviGBXFKi/i3d8yNbbdFVI/1SGWut2PffRtDVluPvv2X5fTjD+CzTz6IrRvSjG3aAiLPrM+11deE+AxzFpBrBK3btEVrzeAVV2HhwoUMXmHl3H5oavMBfqqevmAgU6f0GEh8zSGZr0SK4faig+f56Wb9kLMuF5mx4qxVEo43/bdG8PE3P/LL76PZeO01EMBx513GkKG7cc9/n6GhXAZgfn2J1q3q2HbzjejfZym23/9Idj30OPY96kSWH7gszz5yHysMGsi33/9Ixw4duOWGazn6iMOpa92m5rfRFGBIC8p86xDvuPtNIrxz3eIEf1Xd5IPpGvx+HqiRohoY+3s/92ha22nqmXdtU5SVjeRFQYY0WE18fnXVFimbClCZaLtKaSNgdeXefbJ1lF57nWAzsLEZYgG2nfcFiRWRWe9CyiqIf5u5xIDXCqEFtGZzUZPLukCDKlKv6qhXxgdcI6gLyrQOPR5F1CcCe3uHUBjrtYAKgagYIb6uWMF/2fjjOiCrjALBWcZJZRQIMiqnNqfRdWsOccwHnfp+4/5LrUU5QsSczWVZaC45b7rse5LSuJrJQCAlBNKkFAoCabMltgDdFvp7qAXk/gOoX//+vPLGB3z+1Q+88OJLLNmzR8JgoJIJS1UQKjK+TW4fO7RYxkAKC2zTq1bNxUcptFJGk1uJCLwZbN9VlkUIuOWtz9DlCqqhhC6X0ZWy0eh6m6hUoGImZsCWlZBRyU7SZhL2TXDcJCxVRKAqBKqC1Mr81hVrzpyYNRvzZbcoVGJz5qxZc2iBTAqoyKTMSVp9gCM9cONvYJgDpx32jzk/m7S+yJMaa/93rdQgHhCxYDfF6DmNrA0yFYf6d/42Djj4T4+Bj89gpxcr3xQ5NlXWZsFXyl5jtbfNWdh8M96Y4bO//b8d2BXCmBZ78MzTBOuEUfGYxOQeMHCF1SiXGvjucwP6YqZRuvun65IA1yRasp/P1m3lcj0vPTuMYw7amc3WGcgFZx4PmfebBrcqYW61ZtCgQUycOHGRpeq+JkvJgKUH9Kd716588sVXCK156MmnWbBwIVfcdDsjRv0BSsXma/61KZeG1Bj760xDLaCbtEFWPTfbRvDBYLXWNq6vz2xVvaW0GXKU8Sfz/cyrrvfGv4J4C4t13Hz/8/Rcsg/HHLAtV198KhPG/cHc+XPjc+J2ZLS0tSjJgypyNalu67VUH2bMmM7ii/dg1dXX4or/nMe7b7+Z0//V/dDU8bx+zV6TR1l/8j9DWcGHuWEjQce8Yw3lCn9MmMyk6bO48Ka76dOrB1eddSJP33ENX7z4GFtttB6nX3Ydvdfegg12PZA1t92D6TNnceT+e/PMfbdy+5UXMWfOXJbp15dH7rwJIQTHnnImW++yJ2tusAkvv/p6k+8PqoFucwPiSKoBZa17NAV009fm3C8H7Gaf7QPdprS8PgBujKrb1fR1+X68yQbEedGdVrexe/lBsdyzpUj3Z7wGC11VN2e55LvsJPt0LAtf4BZZF6CKCuO10z0rsK5WoeVTpIi89SKK14rYNcYDpk6Z4cyRhccvOQ1urN2t2lTcKY0B2tr9WT3nZrW4KauvZnw/PuW5HUlhIir/HxiStFALAS0g9x9BARGtWhXo0L5twjRbPww3YTlwSGZiAxKHB2EBrs1/CwbcOrNl45srEULGIliTdsdu1jf3pm3XoyAlezz8Cu2KBe56/1tmzplnAG65Eu9902Uqxi9XRkayTqWCLDeYskoJUTFmyzHYjSf0CtL67Uod2YiCBvRmzZpDVUqAsDVpNpLQKG3WnAW8IgG3PtD1/w7t5mv10Jrvf59t2Gjv/MBqbx3YiUGOJ5ioyaTUWmxS/mZpwJNESBTe74zWzjd79hn7RsyP0toqqoJMufI8RqMWgMsyEe6pTqKeilacA2aT7kgzielNs8Iq67DiKuty6VmHctZF1zH2jxEp0Oreof+sKnDrmUPPmjmVe269iu02WZnzTz8GrRSDll+RZ596jNkzpqW0t9nelCKKBRp1xQKVSiV+1+Zb1rl+2I78KLHufQohGLTc0nz8+Vd89tU3vPLWO6y+8oqMGTee9bfbjWPPPA9sOhc/3UseiHF18PvVWRrkvcfmAqFa16eu1ZqxY8bk+Lwlmrqa4DYzdh0z6ZshZ/1y47zOORpMH9jmaSm6dF2CWx54iRPPvIIXn36EXTZfmc1WX4rLzz8Rk5O72nevsd+QTrfhP+u/jz7IiUcfzBeffcyKQ1ZFCMFLLzzDjbc/wCqrrcnxRx7AW2+8WhPQ+u+m1vbSC89y9mnH8+ZrL6UZVa+/wYCKP8ZMRFvGO363ORYoee+7yRRA7rm+ubxIv39/mz5rLpvsfyxDttuPgVvsxujxE3nkukti7U7fJXty44Vn8MHTD3LZ6Sew2oqD2XLD9Xj7yQdYc5WVCMOQnbfZktOPO5JiscgOex/Mvkccx9MvvBQ/f7mByzWrznnk5o6ax1NzVwbQivzy5Pzq+0gBFQVvfhdRaabMwZdx54Fa/7d/XmMANX19+sS86xqTq8VANtMeB3aVN6ayGtzm1C8WrjotdY15yp8f0gA3iIGuA7axZtdajJR1aKyhtKCi4Lvf54BOrxMSZU2PVcwXJAKkNMANVMUKLjPmyM6Czwo1zd+VeHOdlrIW8vyNsnN99huu5g9E1Txm+qnpd+BTLcsAIUXKX9ppblu0ty30f0Et0ZX/AVQUJaCSAD2dTHaBKiOjSgwOhapUO8IIYVL8AEQSAeggQCgXqxaoRMnUJgVC21UgIs6lazbFsp3aUVaKLZdekldHjgPgsxFj2HRQP0S5giyYYSOiIqIQ2RRDFVARst5GUm1YgFw4Dx2GOD9TZGDqFZbi2c35nCpZyPUjxAdyMqAiiyjpJS4XkkBE9rebqI1XL6LazwSqNUo+/5iVTiolKAjlgQNvORB5LJqKpbMp8z4PaIBh8oWwEW5tTlQE1k83qNKIOXDr+97qOAiGV2bbX1WzzCKeAIKkzc4sOTYn8xa2tAQ2nf4k9n1Fp+rsNOHZRVUKker7hNm212FTaTTCSIYhnHPlvdx9/Xncf8e1TDz/31xy3cNsvOX2yXvyfGz9QB+mHcn7HPbg3Vx/5YVIKdlup93Yd/9DGLD0Mnz5+Sd8+N5wZs2YxOJdO1QJMWJNvU4AQTEMqFTKsa+UT6n+yWH4s+cduu+e7HfUiWy776Esv9wyPHzLNRQLBYb97znOvvw6Dt9nD1ZecXAaMGaAriBJJyS0F1FXCI/DbFzW2RiQ9cdBttxR2bpUONNk/3h2jGbL3HUq75wcjarW6RBZWQ1qXrlPMhDstt9RbLTljoz69Qd++v5L7rrxEvoNGESXrt2YMnE8ex10DKH1v1uwYB7vvfUyr730P2bPms52O+3JTrvvnwqcksUlpVID1195EfPnz+ODd9/ixjsfoW+/pRn+5mvstMcBXHPLA5z57yM45fjDOfL402jXvj0dOnRi8SV6WCGUZoWVVqGurlV1/b138eJzT/Hu8Nd57uknuOmOB9lok80BOyZ0Ok2HE8wAaQsUt/dzPdcyVfb7PR5nXsRmbca9iH3LZRXKaSiV2PnYM5k0dQZ3XXoOQSBZc8gK9Fyie8q9A2DZAf1ZdkD/1DO1Pf7A489w6oWXASZy+RJLLB6f9+wTw+jXt28jtU+Tmc+J0wg5koASyRxgcoDbb0yA1CbitulnAfaYy6sbl0MqmryK1ycP6CJoKCfAIRfrZiNU22dlz3djpFb6IhMJmtTcL6VhOwxgTECnAyr+udrdYxFBUVyXJlQvRvBq+ta5KeeZKvuaW4VAaMPu5Lk2uxRnWku01AgVEAkRW3mhoayCqvkkFqjKCK2sH64zP6bi+cwm3wCY+vma20BVEDoirNRbFzWXNsh+Z/HfmXcshAlAJSQ65iMkzvoIbXgM8y2CH1XZBaZ0WunIunpkLbzMluYHar47kR4Tyd8CKRMNvRKCwBOgR+gkMn0LtdDfSC0g9x9AQkTIqJICQ2afE7hDSMxUnS1TJiKv0k40ZrS6SqOFJjWDeIGnsgBXK03PNoZ5Wqlb5xjklkomKJUEtBToKEJUKjGjIMCA54rR5KpyGcoNxrxamBywSAN2RRTFv12+10BGMeAFH9glZrxaaQI7YQuhY98+IVSiwRQSJQzTETPLIs0wu/v7AMuRW1+1XUAHD1icn36bhPIZvwy4Ne3XiUbPYwLj99hMqvJl9Bi7LMD1hQKpMs+kKL5vFgg4Uy8nBLCaXN/vNktZabgDvG5flZbH6y/XrwoHvJL3kPSh+aUS3q8mCTQ9ey7JRVffw9oD27HikNX46N1X2GTL7VLgNhs8KgV0teLu26/n5usuZ6/9Dubo406mc+fO9jzF0paBHj1qJIOWHRC3xbeiyGq7CkFAuVxBx8er338q7Y7H0WXP22KD9Xj7mWFMnjKF9ddcnUJoUlfsMHQzzr78OsZOnMiQFVfIFw75fZWXy9bvYw/sZr+H9PusbXJfE/BISf9+/Rj1+++JcsF7926fB3BdmcIwW7nnemM8L0Jqqp6NmFpnz+narSddu/VkrfU3Y/q0yVx/2enxOW+99gyVcokZ06Yyc8ZUoihixZXXoMtiXfnPeSfz9ZefctaFV9O6datUPVwfPXTPbcyfP49Hn36DKy4+kyMO2IUgCDjpjAsBCMOQS6++jfPPOpGbrrmEIAiIovSc3637Ehx/6nlsu8OuqXIfuPTpO4DefUayZO++XHrhmayx1nq0bdum6n1JIVi6/5L8NuoPyHmPvk9uk+Qjnmzf2nHvBDwmLVYybmfMnMkpl9/I9yN+440Hb2XIoGXtdaIK4FbdO/OuH/jvU6ZtUrLx+uuy2cYb8sHHnwLQr0/jKYNqjWU3MrPPyjvPnSNJgK7WScomH+iaNSxnqffKCoFmq1VCXvrSaHNj8Kbzz6+qR/w8c0xrY9brgIufvi0Fbr1nSAn+MBRCJPOcd24qZSHG/zKqkTam1rTVnOBD2RRCjWnXtRZEWDZIZgSOPmtkwXAM9ACtTWb0ikqzywIdB7AMA81KA7ry828TcQE0U76wmeuEdcvytbVSVYxvrQdqgRToTb9gU9c4/aCopa8m5oGUCIhEaKzEXGyDHICb52IR91GtqV7oVD50IUhNJ76wxAiea2YTaqEW+tuoBeT+AygdSS8jwcuQtibHWhkRWWyKHKmM2XJozM/CwEj4IoxUTynzt6cN9gGuqkS0EhIpYOLc+fE55bKJwmxAqYDI/HbPdzxzW7vgzJ83HxoaIKgks5s0ZtRCGUArpJlskQE6LCSmuEJa0OyiDAdGcisDhIgIlEqALQIhdQxwDcMQpECwNRqy/ZdhsBthfGXMIDgD3wTQpgFuWrPXVKCWamlstUYjFZTK03ykwGwM4tPBhVJasCzYzWmvA7hKCSpRcjxhInIYXwsYA5HsnebWP+6ApqPA1UE4bYKT7gpPQ5yM/LwFNZbak2hrJ00cx3qbbJN6Zgpki+R7MppizY3XXMK9d97MsSeexhFHn2CkzZ458uxZ0+k/YADPPvs/hm6xKVLKFGhNAUBbViqXKRYK1QIBD1inyqv+Tl83eJn+DF6mf4q5+eTLbwBYpl/f6s7JodQ84p4nZKJZ87Q47txqsOsFJWqCMckDAeb+uuqcxgCuyhvPOv27MWCbZ3LXFOXNucefdhn9Bgxk5dXX59cfv+K9t16ky2LdWaxrN7p2W5y11tuEXksuBcArzz/OJeecyKgRP3P1LQ/StdvifPv1J9xz63V889WntG/fkSmTJ3LYMSczcPkhXHvrQzz/9GNsNnR7evZaKn56WKzjP1ffxgWX3kBYKDBv7hymTpmElAELF87nvjtu4PzTj6V33/6sOGS13Pov2bsv48eN4aY7H2GPHTbluqsuZv78eSy5ZG+OOf5kJKJRYJDbP4tgs5jS5maEOmPGjWf4R58xbuJkxk+awvjJU/nul5EA3HrRGSmAm3vvjDAwLrPnP3TLtYweP5EVBg+iTdu2zFtQzyNPPMUS3bvTsWNHXL7pRttaA9DG34AAqc1Z2OFttLmJllZrH+ha7VYjQBcSra5/jf9sU5aAV0c+iE06Jfmes1rdLNCN24bRtTsA4mt24zqSBr+1oiz7Gj1/77TeeeQAru/GUjMAV9OftGe5awTeKFVlGhvPfyLpL6WNQD2VP96uUwJNIIhdmELbqyYwYYV0qp9srluzhoSqFJslu4CiMiqlK423RmQArpm/rdZWg5ZWUJyJjeB4KiUNwI0IEz/jGgDXn1eV13+1KDtOfQArJUjlBHA6sQqQwvomp+9j1uGaj2qhFlokagG5/wBK0sqkNX/G7MlMzEoERmIZhKgY3AYgKwnjEVVMWQGjQZUCXS4jTKjCqpRBWmuiUiUGt2iznz53PkrD8D8mxnVsKJdthEOr+a1EidY1ihBBgA7KFIDWxQIzps9AzZ1t2pUkQzPa5TBEBKHR/ErjQ0xYiM2Z44BLQZhofO0WBEUTadjLE6tkiPNRddrOyEYqdiBQCekxwh6D1Mhk6hbbkAra056nTFWxi5BOJLTpvU4tcglAaiSvXQrYJloM5eXDddekI+ka6Wwe2IVaAFfEALdKi+s0tJiFKJBOG4qXgokYGDrAay5N/06RSJhT6d5JbMKsUR4T50zLamkYA/uMPn2X5s2XnmLn3falU+fO/Pjtl3z43pvMnjWDZZYdxJCVV2HZgYORAkb/PpLbbrqWF59/mjPOvoADDjoEZ94lre8UKC69+HxmTJ/GqN9+4/lnn2aXHbbLb49Hs2bOoEOH9uZeNgib/03XAglVWtKMpthRqVzmgqtvZOP11ma5Af1q3MtI/k1vZgQq8dhw0UV9SwBP4JC9p3uXOfWv1R/GNNV/dhNBpjxwG2sT7Hl+cBc/7VV87xraW3NtbvWqSHrjMgb7WhAW6th5r8MA6L/MILbaYa+UdYIRzsDXX3zEj99/zQabbMX7b7/K7tuuT6VcpqGhnqWXHcxhR5/CwoULWKxrd3bd6yC0FnTq3JX9Dj7WPsv1U9KGoNAKDbRt35m27TvH5XsdcDRvvPI8v/36CyustHrSCAHz5s3l8Yfv4f47b6RN23Z07b4ERx53CtdfdXF8WrlcYoMNNqbLYl1YdpllcvujudpbYzKpMWaRxqb11bc/5Pyrb2RAn6U4ZM+dmTVnLuMnTqJ92zbMmD2H6+9+iIZSmR7du9Jrie70Wrw7h+6xI4fuuROLd10MTfWcmDyvhrWLO46k5xKL06PHEnZ+hLZt2/DCE48ipRMQJt8JQlqgmd8Hrl+lBu0JhKrOteBXCkGUB3SFvRHEL9utMSr1Dbm5MXm2n2bF/KyurMwb+1474hAewsw2MeA0lbYazESjG0hiix9rK5YCtNJWKFI6paFT5iFIGxm5up8SoJvfj8leSpECQYkvp0idn72Vtv1uhLauj+16LoVdqxIBg7lPkibO1FsY82VvXfRBt4ncX7GxP2yQSut2JtA2voiKY43gC7odqNUmgKjQ2rh72SjJVZSRIiR8ko75oPiY7RBlI/W7zAsVWTQAl3RArSoNrr/3BIq1yH1NiWlyIrRxApJY0+8BXU8mblyYhAG+UoNosV1uob+JWkDuP4C0EMimEs45nwsXfdeWAQY4pm6ojdYUzGwdRPnmjPaZOvPsxVu34poNVuGNsZPZZbk+3Pn1CCbNW5h5hOaHcZOYtbDE+sv1NYXWlqlzm1ZMmzUHXd9gzgULaA2DIQqFBPC6rRCZgFlCmr9lAKoCMjRtCQzINc+OEMqk3PE1s/FxdIrpdYy+A4KCxEew0S53DK+IzNU5Jqg+eE2BmUUAuPYhSd/mAFxX9xTAjcFtTjAjHyCQLOLktFkKUxygjZY+rpKXN1hgI3PamLgZgJuXV7ZRLZE7JLy/Y02GMCbnfveQZkYgMUcGOOOCqzhk720Yuv5A2rRpy/z582jXvgNdu3bniUfvQynFEj16EgYh48aNYbGu3bjsquvYcaddUzAroEKpoZ7rrr+e9957j+uuvJyTTjuDukJoGJJMnZLmmLqNGTuW3kstWSUE8fMj5/dHpr01LDne+ehTxk6YxAM3XG4EYDjgaf2xtMLa49n7RCnQJCCxHLB7YzmhrWYg0e5l+7tmnl8aMVeOSUIMrL1v02Om8gBu/B1ntAtVFgoxGM6vX2OUV/dsm7I+rGCZfnvs1Ree4KKzjqZrt8Vp36ETvfsNoGevPqy8+joMXmEIQ1ZdK5Uv2DyjNjWuNdHcfctVAAxcYWWe+u+DTJ08gRnTp/HHqBF8/eUnCCHYbe+DOPSoE2nTth0HHnoMa669Pm3btuH1V17g5uuv4J47bgbgjbc/ZNn+vZrdP80Bvk++8ArlSoWfRvzGHkedDECH9u1YsHAhUaQ4dK+dOff4I2jbutqv+E+ztxnhYJaCwK0PNS6P32gTjyHR3OLkpJrMd+Z8cxOga6qYNk/2tbqQr9mNgShunwZ+aS2sX569b3JBonF2Ze4eDoz48y322UY75wNdo51Na+iyHeyD1ub4dMb1sJWXFvxkX2ktLW4s81eu1ul5QWIaGeS0MQZpHrjzAa5vteSyA1R9H+jYFzeOlqwqZCMkS2X94F2miTjqVo6bWraftEYnkBGREZMkVnHJ/Cq0sYBztlIiU/e8eRWq50+npTV8gBHoZE2Pnalyak8CdJ2ZuxSgpUjlUs4KMVqohf4KtYDcfxDl+e4ZUyjLxMoQraWdrISZLIUEFSFEGeFih2gNhQKUQQQaLQ2gNAuFJKWVlBIZYjS7CmQYoJVil+V6s9vy/ZCFkFf+mMjo2fPi6yOlOPqRVxj2+U8AbLPSMpy9zfqsuGR30IqVluzOJyPHokqlTHx/aVIZlUq2PgbQiiBA1EUJ4LXaXREWQFQMwI1MufEJtppdHcUmZ1oGRpIstDFvtgtZFcj1NFdNMuYafh81KvapSQPYapNVmYl2mwtw8xyvUo+sBXA9c+S8KLqxabaoOpZ+nOsFgRIkPWKl9qEHwlKLukw0unGuwdhsy4JfH/CSSMWzpGLOkDTYtYyiEJqsIWFeICoD2hVfj5xB/6WX46mXP+DDd99k6uQJrLHW+qw4ZGUKYUBDQz1fff4J773zJkIIVlxpCJttvgWt6upIYJUxOf/u22857bTT+f2PPzjjlH+zeLcugIno6gQXuf1qG/LH6LH07b1UxvVAJ+A2zwwt5161jr3z0af06dWTFZZbxpzjMfbCA65GniHj+6WYfu+8BBiDM2GGNNit1dbmkFLw26g/UFnNqwdkwYFYj7H0Aa7tvawvrn+/LLhtCthmzxUYrZNvJtcY0HW/5y+Yz4N3Xcf9t1/NNjvuxVkX3UhYKNSwYmi832oB27x6TJs2BYC9d9iQIAhYrGt3OnXpSo+eS3LKWf9hg02G0qNnz+QOQrD8iisjhOaIY05kl932ZPgbr3DR+WcShiEjRo2rMh1sLs2ZO4/Pv/6W6dNnMOL3P3jrvQ/5/udfOfXoQznhsAOYNGkynTq0p1OHdmitaSiVaF0s1OoEs2/CTPn/BVWZ5jtgW+t8D/z6QajMvUgFosoCXSAGu4m5M/F5kYbXvi4bf1x7vvLu7VMW9GbBrqurD3R9s2UHdLUDvCmQl/OKMn3itHe+NldaIJM1W073d7J3AFdYgLuopOw7iJR5B7FptbBBpqw8w3d9ya5XPsA1dcnYnaRMm1X8DUEi2DT7REPrTJNT6R/9PtDalHuC0VSdXCcpYXilquOeRtcT2LgxJvGtBJPxvSjzZVWdvXcpvWBqi3oPYd+Hki0phVro76MWkPsPoLTWx06cThKnhQF92ki/hDb6JqEk0pn1Ki8yZiTSq57WVgvq8udGFmwm2jCtrJbV+uXG9wokQbFAn87tGTN7PiI0+XePe3I4j3/9CzfvuTlt6uq44Pl3Wfey+9hycD8u32kjNll6Sc5+/j3mzp1PmyA9WwkjlkWEFty6TSlEoWDrGEAQGs1wEIAKEVabq6wG2DdhNs3UILUBu1gzWGX60QQ7ss+1mq1Yo5X7PhKAUSgUqZTKVceyQMQHQHlaXv/d1qJGAa7TWGfBbsoX11/gEsDg11HGugMdg0kjBDDGbtJbN139Q6lSgNcwSC5HsAec47QJtt2eX6xfLydBjxk+RKwV8Rfd1LUiDTJ8MF1XkDSUIrp27caOO++Req5A07quyHrrr8/666+XXOuArQW3E8eP58477+TRYcMYNHA5Xvzf4wxadmkmTphAl86duf6W23jg1hvSYCNnMZ88ZQprr75KPB6y4LaxqLQpYFtjrPz2x1gGLtPPmtaa84SwoNY3CLNjPamnb/pJNdCFzO/cxy8SwHUUhkVK5XJcl1pa2OzxtDYl/bcjH9zWYtQaNS/1rs0DunnU0FDPZx8O56N3X+PtN55n7pxZHHrsGRx89OmxBsL3Mfce0izKa0e27P7H32TEz9+ycMECll9pVdq0bZO0y4EmnW4jgFKKj94fzgfvDuedt14nCAK6LNaVMAyIymVq0dhx4+m1RHekFCkf21F/jGGvw45hzLjxAHRdrAsbrbsWxxy0L9tvsQmFQmgtG6wRrIBWdXWJbCsrzGkmuPXnwOaSyyn9VyirxUVjBYZpS5OUj7tIxqAfiMrdEdJgNzZhzoDd1nUwr574/CwoqwV6IblHyr82C3RJA13fP9dd465PRVsWaTPUKMfaNrcvcwCzX3d37+zvpkhpYz5vNItpoKqFMVdWVmbqzMoDm7s9a8WSqi+JQNedF+tFtSAoBERlT4Fggap0IFdHiCjR6DYWTC0VbCoulH9pDPua26zQDKrnGH8MZ60SEkGNBp2MOzdG8rS7qbrUaIIQIhamt1AL/R3UAnL/QeSAk5uAlLCBmmLpmyeZ04nJSygEIqwzE2mlbHw7hIwRi9AKEUWIQoEADKANIpx/bUwu+JRdpYQQyDCgX9dOvDNqPCII+Hr8VIZ9+TM37rYp+642CIDtBvXh6a9/5eJXPmbdKx/i3M3XoBwpvhoxhjWW6JKK3ox9vpACEQbIIEAWQ8I2rZF1RQgCZKEAYYgs1iX+ulbLK6MIHYYmaFUQGt8USJkwC9duYYNVaZUKTmX6UoBOFpo8zZmUgl69+zLut5+Nv3PqPVVr5LKgNvVuGwG4WRO7aiArErCbu098cbMAwqW/0EJ5WgVBZJyv7LUkaXv8Omc0tXH7PHDra28DF4DLk3bXJJEAGqUlSvhX2YA1mfr4aYDcPpQwqM9i/PjbZGPO796PSNch/dvcZ+6smfznP5cycdJEPvn0M9q1a8upJx3P4QfuR10YIFSF3osvxmH77M5tDzxCqEq122MpiiosnD+PICpVa/I9M3dTVqN/cpgbMIKcH34dya5bbWatOKyVgnYgLUqC78QA1wpIvLGutcm/7Pvt6mYKgWppmKtAiBXQCRHQp3dPRo4aG6eISpkoY/Le+uVxJGWdaHCzwDcOhlKDMauqX0ojkz63Cgh6Wh///jOnTebp/97NM/+9m5nTp9JrqX5stvWu7L7fUfRask/8nMjdMwY2+XX9KxQW6hjs+eImUW497SHVqYJefuEZzjz5aJbo0ZP1/rURWw7dmrpikX69e/DbqDFmHs18t3+MGcsGmw1ls4034v7bb7SMtuSb775j3yOOo1PHjgx/9jH69+lNXbGYFu7YTokjK2f74E9oZnP7sQmuWFizfPc7a8lghKAQm/uTAbSWDBAkBXQFOnaxiPscE5jIjGczH7lvwgj5zP2UB+LisWsP+vEIgkDzr0FF3vyuRDnKyrHNH0HmvcVjXpAC1sb31oJb25sR1qdSm7opbXxytTaCH2G1mpFyvrgJqEl8dk2nJCbPJNpcEu2sM011YDpLzg83m+fX/XbxNbNtVcoCbeF+p68TwsRwMO0xr09KL6d6juVKbGbrWS/FpspCxebKUgj6916C30aNASdA0BGBKhGU6wlKC0xe24rJaxuDVZd1wj0o8jW9noUNpIWQGUqNbWftpyMgQBKZtb4RKUHWLcSfQ6RdZ1warbjMfjJSmHESl4m0oMdlqoz705+LveBTUpg0Q0qJPCV1C7XQn6IWkPsPJmWjBIPzJfLACwHSSgOliuJFRQiJjMroqGwmPOvD6zSmKIVQOg7zn/LHtYGlRMUcE9KsKH26dGD05z+hI8Xrv4ymfV2RvVdZFm3BcKAUu660NFv078WuD77IWS99RDGQdA4DKvXlOKiVrykWVrMcFEOCcogQ0gSwKhTMRB8WTHuC0LQjCowJtgWthL7G2U6hgfFbFlrEppxSYYGuY1hyFg7yNVQOhEgd4QfwaUpjm0cuOIt5jzk+tB7ATcq8xQ+qAK67rpZWLNUWy7BJFEpLw4BZ4Bun7vHamDLj8vIEy/h4NeCsZc5Vu1PsMywQd8yj0ajJeKFMwLmvgXaBPnzJdE4dMsAWzPsrNzRw5FFH8fMvv7LOWmtyxsknsc+eu9G+TatY+i5s0JDZc+fQpVPHVEAQLSRKKeobSrSqK8YM6fabb8ztD/2X5ZfpzwG7bBtzmrFfbq4AJKcMTwtoj//422gmTpnGRmutigt25gKPOFAqdJQS5ghhmB5Dif+t+x40IsX0u+OuvLEUR/mvtAbIzKKFpu6jMybKOeD1zwBc93cWJCSRvZOTfa1uuVTi0D02YNbM6Sw3eGXOvPhW1t1wKOCAZUJZAU3WvxyS76jpHs0n5wvsm0zmgVp3zEA3zU8/fEOvJXvz6lsf1jQJ9OcqgJ9/+RWAN4a/TRRFhFLy7EuvcMo5FzBw6aV58PbrWaxz59T4iINQpe4rq8ZQlcXG/wGlvqXGzkutETKplzd0s3OVAzQIG0uAZJ5yYNdpS931tSMpp7W7QKxx9WtfHVE5C24TzVp8jfecuB34Wlx7P3c+Jh1MAlgNok8ERK49HhC09zdAJQ10iXSi6cv4YMb9nye78PxymyIHxrPaQ2OB5PWFSOqd/K7WbLprnaAX7HpIIjT1rZhsLVJ+uDIqI1UZGZWhUo59clHKKBtcjBVrr2uOGYF6ldY2ww80Sl4MCOf8U9OCyAmwrdDGjxieskiIx2iizc1qcdP3xXvnTbsaO19cKTUtPrkt9HdRC8j9B5CfN9BpcxNTVA8AkZiKuYU7sCAOXTDa26iMAgIZxqbJia+rAa0iDNAVEFLFWs+4Llbq6tsB9unUjvpKxOR5C1i8XRvmlUpUKhEyJAbGWmnaCLh8i7W4/oNv2XP5/vRt14aooYSqRKiKStIURRoZGC1x1CAJ6oogJUE5RBYq6GKIKFTM1FyI0FHFmDJrbZlxM2zdNBiDDyETM6rApIlBWIBhZI7JRVmw6+7lM2EpBr+25rbquibes7tfdsHKmijH5Q7cZgEuTruVBKHKI8eYgUbFpnCS2CdHuEW7enGHJIJxnqlwwgR4eYEzADdvcY3Nn1JMYiYaqH+OpzWWPnNh7y2FQpOpg5f2xgBM4u/r1Zdf4pNPP+OJRx5k7dVXiZ8pVRSf4/yn+vZcgvETJ/PLyN/4fex43nz/Y958/2PGTpgEwMCl+3HzxWexyvIDueTko/nmh5/494VXsN0Ga9O1S6dEkNKIqXIu+I1/mPfdsW1rwiDgh19/Y5O1VyPOj60TgOuYJXc/jUQIZfY2QFUi9dfp7yHrn1ujXk1RMl+l473maXFzo3rWCHyS1eI2qy6LiJ/ygC7AR++9ypRJxiT3u68+5rSjd2Oxbktw2Y3DUhrVrIlynkUCJMC3qeB3eSSETgW98p/rA91sWyqVCp9+/CHLDRpsrAByAJLfD067//2PP8XlJ55+Dg2lBl569Q123GYrrr7oXNq2SQePyoJknwP+q0DX79uU9UBGclHLrNMvN4y9GffNBcJ55M+jMdD1QEICdD3QDDHY9U2PfbDrg+F479VSU51qpRbo9UG1Eskd3BeqtZfWKG5X0q0O6LrIzJD462YjLmuRlDmg6+fp9QFy1lxZNoJmnRY3+1qtUZIxP1ZpQJwC+kITSE97K7UpEzlzrw9qRfUxE3jRxim2e9N+F025YqIrR2VkpYQol0BVEFFkrMI8qzYXWDNFShleTWuDI1ORxiUpCVU8OGSVUDIvTZbvi5sSBovG5yMhzPjxtbnJ/Rq/rhbpRZnMW6iF/gS1gNx/AMWaKhusxjGjShaIZAElglQKHIlL2VI2WkqU8U+NykgEUkh0oQzW94MoQkQRslBIy9ZVvLLERcJFXK5Esflnn84dAPhh4jSW6doRreHHCVNZaXETlMdphFW5wqAO7bht87XQUUR5/kKjyY10CuhGZYUMhAkXHwYExRKqXCGoK9i/Q2ShQNi2hCyEBuAWTJmMIghDo9UtFBGFOgPUw2QoGxMYB2wBrEbcC8gj0JYZS/wWs4yW1AoVGamszgG28fOaacKZPpb5O4fB8qMpVx1DWC2utHAunSc3rhtpgOqYlUhom2s5YcKVJ9HPAtrsvbJg05dmJ9pTXdVfKSbVMnTCY/4M0BX4OXcRVD0r1ugKTaQUIRVU3BNpM+F0jmJz36efeYY1Vl2ZdVcbgnCS8xjk2iiY9vwdt9iYm+9/lPV32g+AAb2XZKuN1mP5ZQZQCANueehxNtvrMFZdfjk2WH1lvv7hF4YMXJqOrQOCSr3X+Mw4yQ08Yr8/Uc3E9O7ehQN2HMpVdz3E9hutTb+leiXv3Prng7VcECIGvooAgQXA2oJh6bS4yfdgmHOS6MtQJQSq9S7d3zHA9fy8IqXikZAFuCoH6ILzAVw00OGbyDV+Xk5bMlrR1PloPhj+Ml2792T61IncPuwdjthzA6ZPnUR9qUTkBfbJ+sDXBE7N5O3yQKgDTpF33KXiQiTAOgV8EVx9+QWM/PUnTjv7oqr5LqoR3X/+goW88PIrbL/tNiw/aDn++8T/aN+uLZdfeC777r4LNjSinU/TADalzc0AXSBzrq8xyqdmaWMNFLP3T4Q6DtDW+u1iNjiwilY2HrhI5lqEFSglfphKWPN6QXxtgDVZJ4km7v8POomijK8dFbHJsdYY1ObaJQSVyAQA1CRjINU/mpTGMu4z5z9qQaYxVzZ1Vfa1BNIGyrL30Nau1Jkug7u3jk2XndlvpNJANxttWQLami2D8+lNAlE1RlppglCkAK6v5TNmyuZYbAKOb+psgG0YaEKpCQNNXRClAinm+eFWC7oEofTMlIWyqYMqSBQBEUpFFFU9xfICCuWFBJV6ZLkeUapH1M834DaKoFKBSjkRLPoBN8NC0lCtTbnT4DqNr0ur6OK2eK5pcf1zeJK8ec2t49oCXxm7NUmjEbfj2pksgyBAEWE63IQx9YXjZl/LH9e9o1rCRyO3FS0phFrob6MWkPsPoGqNnpm4DLgNiAhQOkDFYYMUUkQIERjmVAQgNEIqI5HVUezvEeehtZuoRElUvpwVxkViBswKqDTLde/Cij0W44wXP+Slw7anLgx497fxrNitc2zurLW2EZoVOopiUOsArgPCzj838kymAZuvVxEUC6hKRFBU5nilgFQaqZRhl0oNNhqwBFExAaqcj0umLcm0bEyYyYlK7J+b+lsbTfCkkT/kam7T76v5QKA5VGWmnDVhjgFuAhji4zlBJHyGtkrLRMLcB145JGDW/faP+Zrb1DU5ZdnfVc/PAQN+UJUEoKejNzsGddTvYw24tYBZen6F7t25MqE1Y8eN590PPuKy8870ImI7MBxVAeJui3Xmvace4J2PPmPwMv0Z0Gep1DW7Dd2UF954m0dfeJXrH/gvO2++IbeedyKtwgAyOQ9zBSK5YNdZJzjG2ognLjzmQN786HMOP/dKXrnzKoJCSKyBdYy71e4Lx+A7s2MbpMpodT3/rhwz5awmt6kAP3ljEEBpzcjfx9vjf05TlqVYK9QYiLTkm1f+WQs4jWD27BnU1y+gfYfOXHLGIXTs3JVLb3qc5VdeCw2Jli5Vz7+hvTlTTp7WNvEkpeqY1oIvPn2fYQ/exZnnXcbqa64DViSEhgjNiN8nWDNM56tqomL/++STmTRpMtddcRkrD1mJow89yPu2vPHyTyD7kn2gCyTjP/4dpIAuEP/tA92mrACSeAeJJhdtNaw49yEdl7nnxBpTncyL/jzsa15ds7TSvPejEZhZHJBXo/w+sZTOyWsF5rFmN2NgrnUMJv2AVEbTa65PaWnxtLciHYjKBajCW+8NVrP1sWV5WtxsZGXTHFMfSYIFlYJMjEuEMGWB1HYPodQUApXqaxdFOdGa56+V/m8/47cUEUJVGP/bL4RRiSAqIaMGhNXgykrJANyKBbkW7Gqd1CNpYJB0ZrY7HMB1wNbb55Hjf5qiWNDsjd+4H7xx7VeouQLFxqgxwCvyxnILtdCfoBaQ+w8grRNGIWuyqoREaQN0U/5WmtgWyPnuKqFA6iQAk6iYyTK0fq5BAAXvleeZBim7YhDEIDQE7t59cza57Ukueu1Tth7Ylyvf/pK1e3VjlZ5dTXViIGsXiBjUqvjvVJuVYcsUICoRlYYKgZJopW0aI40M06uWlBKKkfHddZGXo0ouwG2Msr6GjVFdm3aU5s8xdaZaep5HVRquxkyia5yTd89cbW+81IpG/RZdMB+VOTcXfDYCbvM0qk1RHtjNAyi1Al+587MA12yKNm1aUb9gQayxjYGrB1SltZJYsGAhp59/EUt078Yu22zhWU44YYgHcL3Vt0PbNmy/6b9sRZ35sWGMC1Kz8xYbsPPm69NQ30CrojWndwC3CW45Hg95pvIW4DpT5A5tW3PXRacw9IjTuereYZx5+L6G5fNBqY6NCw3bmmO+HJ/jabOcOb8DLtWmb2kT+vh3ztj12cA2rVsxb2EpbarstLg1xnVuP3ljJg8kQG3mqzl4s1YgqijSjPjxa+bNmQVAh05duOXh4fTqPSA2+c1rQx7wXRTKBr5KKmr3Ivk7BrpZDa792+WIHbjCEOuznZ7L2rauY+FCkwtdKcXDDz3AlVdeiRBQqUScfs55rLn66vwx+g9OOuYo1lh1yF9q26IC40UVFmaBrilzoFwn7bfANu5SD+jm5c31+yylffY0uW7v++h6uDJ+f6koyv48WtVUw/J3aieZNc9ATJkztrLA1wfL2nuGMTlOBlEV0LWAL/apJQ10cW2yQFN75/oaXZ+yaYXAi9gss/N+pl3a3t/T2AqRlNf6toUzSbbgNpSKQqAIpalg5DTSiKqMAKk1MmW6bGNRxNZM1jRZV2jTqg41dx5hpR5ZKSHLDYhKA5RLBuC6YFIZwacps5pa34Uk1Zjm8Su1qIoH8dZTtHu/ibBFkARTc8A3HudWOFZVxdQgz6lDDGp17hhpoRb6v6C/9uW00N9CJvKiREmruZWh2UQYa3ANUyhRWhJpT7vrnZ+k1QmtGNOm2PHyzsamv3VFRNFuYcHkpPVT+oQ2YJUUIAXLdOvE5dusxyNf/sImSy9Jrw5tufOzH00DYg2tAQbVgNYuEi6qsjQpi3xSFuhGJbs1lKjUl4nKFVRkgG2y2QUj+xzhSTn/Imlh6rjYUv1Tdc1CrLwtXZ8cAOD8a70ttw61QG2sxc0DFznXWEBR0YGJZGy3LPmLd/y3k1Y72FID4KYCdyBy92CBZLx5DIUD4x5YqerZTJkkIhCanj16EGBTNViNbfq3Ab4Txo9nnS224/2PP+PqC86kfZs29hwbidLziceZOKc2I/GOg4doDxSrCKG1Abhax5spz97HbqpiTKWtW0F8f3udY4rinLu2TmuvsBynHbg7V947jE+++SEG2zifX89EO26He6euDO8cPOGD1qlzU++4CWCS5wMphWCpnt1ihr6WMCaPUn7dvvl8zKx752bGYi1f06mTxzNx3B/oPJCgFLNmTLUBUkw9v/3iI47ZZ0OmTBrHKRfeyqU3P8mpF9zKVecfzY/ffGraFGuDki1uazO3PFK6ekvdV+f3aZ5P83KDVgLgl5++r3pO9h2df/65XHzxxQRBQH19AzvvuAM///Irz734Iu++/yEnnn6Wue/fGBymKYFZrjCuGUA5L0igL9hyx6rGejzfVMcayP4dXyPSZSa4kwNijQgORbL5feGfHwSaIX3rCAJbB0HV5ubo1Fwtcs4n8TN1x3zTXVcXd158f3duE6/dnSNEYmbs2mmsbkXq3Ozmk89LOI2t+d2E4FAkz3N53h3AjQVjOsnNLaW2JsgqjkHhk7T3cUEPnS9uQESgKxR1mcWWGkCgKoiK0d46TW5smhxFKQmAENJWMuNj6ws9lUrAcTNILMK58TV2rFSt78JLESiqfZOz/dMcanHBbaH/19Siyf0HkNYBFVlMaXOVkFR0IQa2Chmn2hBo6xcREIjABFkSJbSQhJQgBBkVAbvQSJOqB0BUygilvQnU/dboStmYGtcLRBRZMKURyphI773qQN4eOY6zXv6Q9fr0YPzs+SmAm04TZP1tU5pdbeoS5iQxt8dVRQFlZChT4NJFY45nyZjja1pLlg2+4KflafS9OEm7DBKpfexX1rxZvaln1GLsDJhNpwpSIkgB3BS75Wlm87VK6TQtWQYtW5+s323qWA5DmjWTzgMljTGxjmTmGX49nbmyJIpNrAL7zQRUTGAPjF9tfA8H+FBceu2NFMKAT156gt69euLS7EAC6BJQ6saXio9n+yir0SXDUKc7yDsX0uqOGmM49j1z/knOT1lITj9gV9745CsOO+8q3n/oJjq0b2s1UgqnoxNOy2gd8ZyfLtpqeT2NrmmXGzfG01IIEWu6IF/D60f5Nk1Jj00n2TflCan4eKbN6FgLBqTTsvga04w2DNKaU011lOFJE8ax5xbLAdBzqf4ccNRZDFh2RT4Y/gKTJozm/TefZ+6cmWyy1W7ssu+x/Pf+63n39adZdvAqXHfvawxZfX3mzJ3DITutwvQpE/nx+y9YbqW1qtqQl46rKWpuNFHtfR/SzgWuz7QWIFQSkMoDTZ9/9hEAq6y+Di63Z3xPDzxPnjKFJ594guOOP4GHH3qQBQsW8PiTTwFQKpVZvHt3ui62WDyHJPWymuOcwFJVbc37lppBeXNblVWOZ3fqtLkJoPX8zK3lgqmziCPoO7Gbdn0kIEm1lYx1fy51fa/sbx9EuTFr8pE7U98cQWDK79VfN3SqPLAa+6rgUmRNnPP9e5X9Jv2vT4vEv1bja4Rt+iPbZrPkapuH1mrktDuPxNcXg+ckgH+dsv6+GpSw9/BQj5+6K9U27WuUrWmy53HlA+kE3BpAHkpNIdQULcB1PqeR7W/nZ1uUlVhLq7UgqhTjdxlKA35bBQ0EIiIQESFlAiJal+cSRCVCZXJMF+rnEiyciyzVWw1u2ZopV5LOERJCkQa2bgxHLnaCHceBfU+BVSBoo4So+mq0Mi9SuLSR6TOchYKLVWJUJvZSt9Ja1xgXmEzbs6SdV8xcg52frSLAfSJNfMaNLXf+uJVCoKT+q4rrFmqhmFpA7j+ATNCgIAZ1JoddkAK4fg5Jt9gHdpmKRIAQIUIomy4nQMkCIki0MwqQxciYLsfSQZ0AXWfOXCohgjKx4UklsmbLhhG7evt/sdp1w5g2fyHfTZrOwnKFVl5kQNMGE7XZTxcUlWszPlopG5TKgGQhpfHnrUSocgVdCY05dFTb/NMEkfKS4OSY/cSAsYa/a9U9/escM7KI2osmtco1GMJ8DXAa4PqUNdPMMoTZSMruHKgG4o2C3xrX+McgzeClz6kmB2Z9gJynOZFOAyx0bH6cBN7JaFY9cOu0mR9+/iW7b7cVfXouQcofL/MO/FQ/uRGRs4C1EYBbxfTn5VHIGwPOdM1dA8n8gCIMA+49/0TWOeDfnHbN7dx+/r8BBZ6/oTmXmPGJ6+eZZ/o0ffp07npoGI/971lmzJzF2musxnZbD2WnHXegVV1dUt34W5DpvzPWBSmQ2wicce/eH8Put+/bmAq2Y4GFPx6dCbO7p183gOlTTHTkfQ49hV9//JrLzjoUgFat29Cr9wA2324vui+xFHfdcC5vvfwEXbv35Iz/3M0m2+yFlJKP3nuFs4/ZKb7f8iuvndselTvKmyCd9kPPI+GArG2/0joxadZJHymrgfF9ct9582WW7N2P/ksv1+gzXnrxBQAOOugg9t1nb0aOGEEQSBbr1Innnn+e1954g8svuTCptgUrTbev+vtYFIDrX9MsoAuQ8c/NjawMgIzXDz9/rjkHb6z5wQyx3L0vmPEiE+OtPzoZhylfXXssvldc/Wq3GL/F+V5GWeSQ/4cxTc6Uaxc12TTWmUIbM2Trp6uTPKhOlOba45srx3f2gYs7x74iF4wq0qTicjSlDUxHTRaZv5Nn+lpcp6UG810KbQR4sRm/0Aa4ysgAYGsxZ+5tjhWkOV6QBtgGokKoyoSqRFipJ4hKBFZgKqMGzwe3bEyTM64vufbVbuxFkfVT0KkG2aFmypQw8VfcvJ4S7GRctzw+KCs4dibsqWjLGT9zX+ho5pXqFE1Zchh9UcgFIjN+33FrW6iF/jK1gNx/AEU6sIy5J9W0ANctjm5R8TVx7lgkQoS0QEArhDVdVjpMFlVpMosmZpYW4NroywReAJ6S0ZhqoXFpvIWUaBXRoVWRk/61Cue/+jEKeHXkOHZYrg9CSutLq+IJVxaMNldVImRooxi7/LuWjPY2689r/XUrJoBVVKogwgBZsMEakotz+7M5Pq++hrQWKQTlhvr43MYoBmg+0GuC2XWaj8bumU0bVPM+HkjIA7gusERNDWye/1EG2DbWrrgOjSxO1YxbksPPf3bedSKWK6ejJUsVUW6oj60TXJkPbt092rRuzfOvD2fCpMmcfsxh9Om9VPWzfCbcB7h5QDinPKbcYFKeqiP1HG/MxE50/n197tCmlUDRr2d3rv734Rx5yQ3UFYv8+8Dd6dOrhxHou/eR8dHNY7DGjp/Irfc9yLCnnkMGkr122YlePXsw/L0POPP8i7nt7vu46Nyz2HCDDfLbmm26LxQC6hvKueelBBveGHagwI8c7AMDX3uZ+pu0n6O7r6vTwBVXp/sSSzJ18ng++/ANAI4742rW/NeWTJ4whuWHrE1dq9Zssd3e/PHbTwxcYXWKrdsCMH/enBTA3f3Ak1lm0GqLzMw1RvnBhBJK+2GKmkAXiL1JHTM/bcok2rRtR7lUoVhXSGl63TtSCHotuRSVSoXffvudFVcczNprrx0LjU4+6QROOfG4DEBsPv1VgOtfmwd0gWqwmwN0fV90940I/7uzQLcq4jLpb9VWJikTidGF9oBDjFDsPWIrBXKENyTnZWlBvXOpSJMT8PiUAr0ZwBvnzPXBbgboJpfpFNDNBqMCN+Z8gVS1b67wgIsfjEpngG6WhExrqLNa28a0uNIzsVUahBJW++hFViYBukCsUDAaW00oKxRkhVBUKIoGmxrIbGFUIqw0GGCrItSCOchSQ6LBdbyV28AidTsPVzmm2r8j20mxj64du1KCipIxboW4eTE/0vEU0gJ/X5vrrBmyAps4qJw3H/8VkjLpgsbIjYm/JWhfC7UQIHRTzg0t9H9OX4+cQUA5lfoka4qqELE/rtbpXHWtggYKskyBEqE2Esa6ygKkqiCUSYEjVAUZldL+hFFk/EYqZSN5tBO0mjcXKhVUQ8mYLzeUjObLalrryxXWu+G/TJm3kC2WWZI7d9441R7h8vHaxUuVykYj6/vXKKOp1ZEiKpUpzS8RlSqoSjIThq0KhHUhhTZ1hK3N1mrxrgRtWiNat0a0agPFIrpdJ3ShiAqL6KCAlgFRUDR7WUBbv2VndmzMfr2UO00A2P+L6KFVgC9HA+iDWwfxzO90uqA807fscd//KH4GicmdD3KNKaSq8tHxr8trSywVdr9J/3ZaWAClg7hNkQ5S9Y21tsLsnQY3wJgSJ5GSlfGBIq25lTYlkI4qfPbN93z706/06N6Nr3/8hevufgiAK885hQP33LXKV09af+9EM5wzPWYl8+79+dqq7LWea0CTABnI2mvF4NePpimNW8ONjz3PNQ8+yZx5C9h4rVVYb9WVWG+1lVh50DIUCkW0DI0VgEzGvZYBc+cv5Po77+POB4fRtk1rDtlvbw7cew86de4cP/OXkaM496JL+fCTT9ly8824+Lxz6LZEj0yAvGoLg9R4TaUGSsrM3yI1bt21cbt19dg21zV+3C/z+ef7b7uMR+6+hlKDiVTbuUs32nXoxNg/RtC6TTv2O/wMdj/wRKSUKcEiwC/ff870qZPou8zy9OjVr/a7o/obaYqaAn1pRt+c6+evNt8sqTRe/nlff/4hRx+0I6uvtT433vkodaFMW0zYb37hgvmsv85qLJg/Hykl3bt3p1/fvlz+n0vo3Xup1LfnnuO7BwBpKwpIfxc12tq0v3fz4xbUvC42w8yY2GfnWmuO7K8T7phL5eeb5PuWVsmY88aPN8+a7kiXO6rVA02Zvuf1Qd53YOqVWSfsq4i0+y7tt6uT4y7glNaCSPnHzRYpe549p2KweMqjKPLKTAaIZEpsyk/TaWWBOLtOGBjwGwTWn1ma6MkuZZALOFUMjD8uJH7HxTAyQaik0dKGskIoIiIvVkVRlglFhZByzFMVK/UIHdn8txVk1EBYPw8qJheuMU0uG5DrgVtt3cGqGuWTylkThM10UdfKpEgMTdpEHRbQxVaooADOBcU4O9uYJCYuSxQWqWjBkadfQMeOHbns/LOoBEUzruPxLYh0mIxlq1iJdBDPzS6GR0W5mDAi3pcqgflbCRs3QFCqCKM/0aCUGTOVKBkDkdXYlituSdTxeHKRtoshnLxztVtbC7XQolILyP0H0BcjZiF0RCiimPGoZuqEnWhCExUwlrZq6oIyRVmmIMqEokyoytRVFhCosgG52gDbICohonIMdIWKEA0LEC5vW7kEpQbUgvnoUgldrqDLBqBmGfJ3fh3LDnc/S/d2rfnhtP0IvOgSwqYhElIYkFyywaM8AKtseWQBcGlePZWGSpxLFyAohhRaFwhbFQ3IbVNH6+6LEbRrm4Dcujp0244JyJUBOigQBUVUULATeWAnd1nFuCRAN5+RaN++PfPmzGn2u2yuhqIprUYW4DogYf72yrMAF5Fmov4GkCtz2K+s1jYP4GbBrTMX9AFuFQOIiK8zdbDaWRERqnLKHFnarU3HTtTPnI7QlRgEf/7tDxx22gWMmTCJIAiIrBi5W5fOHHXAXhyx3x4UinW5IFdY4BwD0iwD7mmIq8p8EKvSTH5NgOt+5zHyKf/XDND18iXOr2/ggRfe5JX3P+XTb39i/sJ6WtfVsfqKg9h43TXYb5ft6dK5UzzmF5TK7LD/kfzy2yiOOmh/jj7kANq0bVvtY2veHs+/9AoXXXYFKlLcdMN1rLX2OskYyvEThwTQdmzflllzFqRGhOmWaqDrl7v7+2X+3/4baC7YnTp5ArtvPpCd9z6KJx++JT5nlTU3RGv4+rN3uP2xD1h68KrV9/E+00UFsbUY+eYGbEl9a1Zblc3z6bRS2SBHgf3704/e4bhDduHwY0/jqGNPSvndd+rQmjlz5yHQTJwwjpEjfmHyxPFMnDiRxx9/nI032pArLv3P/wnIba4QcVHSWDV6XQ7YzQo9tRAxGEgJGnPiIuTNYw74mt+i6nhjAh1HKfNfoGvHAtNml6tWi8ai6jcm9PHnfeej6oBtLaDrAK0PdOMyC1grUfK3e54DOLWAbmNUrb0VhIEPbP29tuUG7Jp0QeZaiQG8rQsVA26FigFubOqPibTcStYbgKuMv22gyhTKC5AqQqoyIjLAVtbPN8GlooigR3+i0T8aZYGKjDWcA7g64WtyKdsZttEiCBB1rQzADUMo1kGhiCq2NmBXmDXANDBIQK6QqLDIU68O5/BTzwNg5JcfUte2fcwDufEd4YFcO25dNo/IBT3VkrIKqkBuOZIGyGpBpESjIFcpvHJtZACKWPmhvDFTDOGkHVscc1vor1OLufI/gJQWYBl/X5vr+5Iki2dGAizcgiOJCJAolFA2rZDyctc58xMJWD8R5cyWo8S0xoldXXAqR775ixRsNKgvF22zHue9+AHXvf8tp22+ZqLBtQAXIdHlMiIIkDZ3rm2w0SI7ZsOmDZLW2cMq4uJj8XObMmHJAxBCWIYlDXB9ZsVcWj2hSiHo3q0bc+cutAE4GmfGaqUSiY+nzFKDhNlrxLz6z2iEfCDxZ8lcX5v78LW0QJqxdiDVCxAVNzWj8fCv9c320vdLmyg7gCu0yY3boUdfSrOmmfGM5uXh73HoaRew0sBluf0/Z7HGSsszY858tNZ069olYWgzALdRbss7FqcG8vvDDtrYDcBdkzVLzgO3eX/7KYHiPrf+5DZojvmwDYPTpk0bjtpje47ac0dKkebb/w97/x0nR3F9D6CnqntmdxWRQAgFEBIiiwwGTDLBZJMzJoPJORobEGADJgeTM7axjU0ywWDABBNMziIpIiEkoSzt7sx0V9X7o+pWmp7dldD3/fB7W/qMdqY6d1dX1bnn3Hu/HIfX3/8Er7//Ma664wFcfccfcMg+u+Hkow5Br169ccZFl+GLcePx+B/vxtprrGbuiTmkB3C1rBP42S47Y9NNNsZJp5+Fnx92BM4843QcffQxNjVNUaRvbfjgGLzsUpi/oN36clEbDXxw/bbmN13l6mKf3Eayz3jfVDgDBgwcjBVXWh2tC+fjnkffwswZUzHtm8m49pKTUW5qxqAhK2LFkWvUXUtnAHdxo4Z2ZTs/lZB+T/Q3yUjC7OVY1QOClhyae0XS5B9tuhUOO+YU3HPbddhtr/0wdMhgvU/GMHjZpbBwoX5HBg8egiGDB4Mzgddfew0PPPAAerS01J3X4jCy32f9zlK/NTIW1kmZPRmz/m2EtsE7V59+K/bT9YNXmRMAvDZObZbSswRdKjUhD3AGEeqNPzoVzoGVBvXAnAXzApVr4N/rbRuck7sZel9W0q/scpJZawkzAwr8dKXxg/V9dCX03ML30U24D2aNbN6TL5uoHQBU4KfbqBB7C8D64lJd6IurrEyZpMjkk0sAOPEY3IQJlxLIPK8UEgkTKKuKA7iihkRmSPOKJglErtMDiRys2q4JAjCU1t0GYvwnQJ7r+CE+sPXHBfpNXwn5ARoUA7CRl4Uw7Q7md677fCnAJPedvM1z5wBzfrm3/+GvAIB+ffsi4c6A7Mvx/VRZdB+sXBmd5yIvKr5bbewvDRX9NpY+LlUnM6zu0l0WvXSD3B9AkYpDKQmlEkjGreRMsTDoTUNLtWKQJLGCljDaVDpBBFkjwZQ6zyyj4Aj0EbmNsKyECAJH2cK5Bpuc47QdNkWrkLj82Tew+vLLYo8N1wBjXKcfomvjJlJzLsBKuqNXQgA5gUuFREqIKjd5cqU9nks35NIO6dRGnXe6cQRY+jjrvGMU43vrWEpnlTfZCd29LJzgFdR53badqNYFHelYiteIZbaT2Ojc/e8N24xvKIn26QPMjooPSOM6+1t1vK+QoYqY4QgoxwBX//ZZIoVqpR1nXHIVttp4A9x35Wg0N+ko4wP69SmcINedWww0owjM/t/4OmNwW9ceaLuuTOzjdWyQLFXfHjyGVzGGtJRi/TVXw3qj1sCJhx6AGXMX4K6/PII7HnwY9z30GKSUyPIcd1xzGdZeYzV3yE7a4dLLDMAf7r0bV19/E666+ho899zzuOa667DCCiuEp9NgYuS3Vx+M8ug2yXAjOgn7PfbJ9SMxx0DXbmuO+8JTD2HC2DH4yQ57YsTKa2LEymtCKYZevZfCJx/8FzvveRjK5aaIJa6/F0DHAHVRoys3KowpexwCuwR0rRupAb361EJgq++bO9HDf3EaHvrT3Xj0b3/ESaee29APHgBqtRpOOOEEjFpzTZxy0olL5nq60K90uH2R720XjlcHdj3GTPvve6GTyCfXGJSY3abAT5fq3AHNeYYg0walisBt3W861+i5xEAOqAfCVCQLdlZ3bj7YJd9d62urVIdAtyvBqGIfXTp/3gDoAmGg4bgQe+vLlsn/Vl+H+02AKiHZMjO5cplCwnSeXAK4vnJOjzU6+nKKDCVZRSpqGuCaD6+1gws9V2Ii0wxutaLnTiYIlMpqULWqA7Xm/vpAVt86cyM8mXLgl0yphZIESHMgZ2belQCJTjenhNB3nEmdNjLyvV3Y1oZ3P/oUAPDLU49HS7mEHGQscgEKGSdDjjPYWGWWr/Cyyg/WYd/HmbLKgKIYUpyZoGMsCljm5VDudsntLkuqdIPcH0CRiiMT3Oamo86kxL1O2PxNmTQBoXRhMMERWK6DJcAFRrCds8hMJ62lyUxk2g83qwEVbYlUtRpUnmkfklpNRzOmATBJHENLOXTTFIxzXHDAjpgwrxVH3vcU+g0cgG3XXsW/MLA8g8o0cCb5jspysCyzeXN5QsGpEhNZ2UQqTBPtl9vShFLPFqQ9W3Re35LJ60ujHLHS3ERXNnJOybw8wkznErZSWc//Jga69NfYT5GpUl30yjow1wlYC9ZTHkCErNums+IHUgnkn97fWAYno3Xic/dzO3Z87PrrrGN14dqsf5sk44FhodGE1we3XEkwqSXIiczroycztw2UxF8e/ye+mz0Xvz3jOJOzliauiYm+radowV1Qbn+2isAEY266phAhHgK9yqggvN9Gulx4fYvhIRLYuL1oyTbPslEswP52hq5llu6Hc086BsceeiD++MgTaGpuxlab/ggrDR+uL6lAtk8sbizXTNISzjn7LGyz7bY486yzsMfuu+OJJ5/CoMEFQby8tm8NJ8qB4BiM0jm41CfMXHkYqTto58otc2lazDE8tQsAvPjMY/jt+cdgx90PxiG/OCc4/tY77o2f7LB3J8+AGLCoPgK08ePtSrTlRpGVlTdZ1BNDAyA0BoGwhgJdL6GBR6N3q6VHT+R5jj59lrLX1Kg1zpw5E62trWhuaUaSJHV9GeDacmfgtdgwtPi8zSJvGwTiEa4fVLr9MyahuyuulzNNWbq277c/Usv4PuihP7rGiF7fzHSoHythZvVtmEpRHx3m0DXfGwbq8w2drvjpi+j9c+uSAcCk9oFmbgk3KWbavdRsL1NmXNFRgkwKIacyoPRCzPP7jQ0z2oOEBe9LjPP0dbq/xOCGMmUNaNNE/+UG2KZcWf/blEkTIVmgzMP4JwCc/62soSSqaKotQJJXwQXlvM3AK60uanKeAVkGZaTKJBmW7e1AtWplyjYjhJR2PkVIX8VqueAhaoM+YwycjP6MA7ym52JC595VSmpiIdEjhFb66LbWs7kZ11xwFhQ4Dt5nNzClXQv8Ni1ZAq50WiXic6UBu9TCVYEqpsg4qfskzxoZLUPigk8lXPftSsFmxlMKts0l3e643WUJlW6Q+wMo2sfWTGKgwRXlcwskZ/ACi3gAgwAu5W5LVI6EZDamo2YiB69Vdedo2dscyKra99YDoz7ABaBBbZKAl0qABboaZCaM466TDsL8q+/D/tf+AU9deBw2XmVFEz5RQWQZeJIYmy1JbBgUgWYpwVKFpFyCkgpJWVkmNymnSJrKSJrLSJrK4E1lDXLTkok4kRhAS75VMXubBEEWbFom8jPxJyae/5TdB4D5rTXkijs2JZ7kFbGYyv0OAGQ8uYeCZYdVx2C3q8FHGgUcKfrd6XV428WscWeTWssUG0suScNlARvun5d/z6wkWRm/8hjgQk8kagvmAFJA5Dluvv8v2G3bLbDSCkMDeaOfK9OX1rIImHYUHEeRtMtbFDC43n4aBq3qarGUh8fgGvkkM4xKUDqK0m2W9e3TGycefpADxY3W7wSUKTBssP76uPTSS3H4YYdhypRvLMiN27gCsLCtYo9VJyv22kCsWnHRlfV7WSfBVNF3s8xndmnZKy88jdHnHIFtdtwb513ye/BEv9Mh0GZ1ANVO0AvuSSN/XaBrwLar63M45tYHRH4dSZeVYec4Y/b+SCiT6xKoVSvIalW0ti505w5gYVu1rj0MHjwYd95xB84480z8bI+9cOvvb8Raq6+yaABzcd6BrjhpdnUbs65/zhRZGTDtTHnRl5nLrauNdLQdB5gzpgWphsx6uqsLZZ91N5XYR8I7Xp2+jHoDhYJ+lvNaM9M3Nr41HUVqDt4LFS4ng66TMLNCVlcxWOmyMQlAedJlfQ/tHbMsMNXZPLnQQ7gfZZmWx8UHt4AGTARyCeAS4CWAm/h/mbIA14/z4LO4xN6WRBVpXkGatWmfWxNQiuc1oFbRcyYzf1JCQGWGGGAC+eSv9HeSKtM8SsoA0AZZJBoEpGLUQNLE6r5tZglybmWUEslYHhIYgy0x7gqH77u7UbARd67ME6E2a4wvLAGlFVqUwjWm1k294FKEtoG4QKkem08Rt+PUUt2S5e6yJEu3Z/cPoCgTnY4svy7gQ5FFTCI1UpsS0wwuWSETCO1HYsBtklfB8yp4VgGvVcBqFS2vqVaAahWo1QNcHQ1QuY4UcAA3TTXILJeBchkoNQFpCaUeLfjTuUdhneFDsedld+HTydMBzvH425+g92EX4Nbn37RMMMlwGNMSZJ4m4KUUvJwibS4jaTKBprxgU2lLE5KWJnDD4tpIg4kG38ofBY0kmXxupYmwLJBagEv+y7lKIBTXf2H+ep9MJvjqm4XIpP4tzbq0Pm3j7yc361EkbIoeTHU277EZXt13rj/mucefoL0UsLjUjqg+risqVoJUAHB9MO+mAvX7ilncwrZtjQpJsK+ifdr9+T64/icKasOUwMKJnwJS4OPPvsD4yd/gmP33CKTFFBCKgCc3Ece51LIvijYen0OjUiiV9INUfQ+GKnjv6PcSLB2mrPJmzx2tV6vV8Kc//QlnnH461lhjTayzzjodHFBiyrczw/vLwgkmgOAZx78pyBKPltF32qe/f8ANbm+88hx+ffqh2GKbXfDry2+zfsSLU1zE2OL3ymRydpevFv1TtE/aFx2bouQu6qS0qbknDjz0F7jvjpsw+euJZn8Kk6bORlEMyq233hpPPP4Yevfujb32OwB/e+TRRTugVwIVSNE70ugGNFqvo5tWtK537CDgnOlXaH1GT9Hvf6jf8Q1tXj1Fg2eQdW03jmLt1/MG9X6/rFUJCuO+mQ+lCvblvw/R9kXLOOrfQcvcGSBv/Vu97349gUd/mZMNKysbppQ+CfeBqScx5iaAVOKW+R8zxNttEu7746ow4JQHbNNE/065NNJkaedO+ly9oIaQIcDNq+BZ1c6ZeLXdzZmqFahqRavd6JPlUO3tqDxxt14mhM4mYUCwzHLILNMpEWs5VC7070wH5PQ/VvEmvXHE3CwWp8cC3DpKBe+UM7jTeOobYp0Btq4fjRjuxSm+D65f5z9z99sZQLzYpd1y5e6yxEp3dOUfQHnp04rOH0sdN9OdcJnnTuZnCkltEib0X+RIZQ1cCRckQdRQbp+rZTYEbrMa0NaqJclSQQkdv12ZNEHKdrDS5rIlaTLv1ctJhAlcpmkdezR3wULs8MvrMGPufLx4+WkYM/Eb7H3F3QCAib8/FwN69QDplFQuguOK1nY7EFBJe7ZoBre5Gby5Cay5Gaxnb8fiJgmQlmykQZmUoNIyJC+hVu6FPCkj5yXkvIwqmiE8EKqNCX4ETF2kF4CKMWDo0mVMmVULJ0nRJDqW7frr+RbjOCVPMPkomOQ3Kj449KN4+nVAyE53xs75x+PeecXLAxDSQK4cbxNcnQcO4mjMlCqIQyJRecDecooSTgBXKbu8ZcBQVKdPwk33/RmX33ofvn75EZRLpQ6vt8NSJzv2JgpK6ejLvs+V8XOvi6zs+f3pG8sL/avrUg0B9dsCUIlTLijT/mVa1oDURNYkI48vV4b5q+D9hltO9ZQ6BXAg125jvr//wYc495fnY9z48dh5551xwYUXon//ZeCz43Yf0GLI/v36Ytac+XUtOm6T9cYcVvfd/o0k+EVpWej7gT/bFH2W6ocb7nocpXLZ1pNB0V/XPj56l2T0bqliBjcGto2uaVFKCNz1X/du6uUOlLixw08pxKBZLAtsoFBpX4j9f7Y5GIBjTjgNu++xN4YM7IfZc+bRnTAmPAfkqtUKRl98Kf7yt7/jT/fcjq0209G1feCnf+v2y8mX3Xt3GoLcLkxBllQat4aRlqNAf/F7QnU2YKH3XvhRmPXf+ngPcf8XL7Pn57UXv00xBgzs1wPT57R1qC4o2k/R/sP3CHXvDL0b/nshve92udKRdZVyxhdJRhjzkcpF23WBHl1gKvpdVHzA5HxuXZogn8EtJxLcyJQTJpFwieYktxGUCdjS3InGmlTW0KM6F2nWjiSvIKm1g7fODxVveQbZ3maZWiIEZJbrORPjaPrRdqi++ZyObUJAlSIHe3MrAFAkX/aNmJxr1VuagCcJeDkFL5eR9O4FVm4CK6WGWEiB5h7awG/UbIonUCWTXcJ8JC+5tHEmfeKXk75BS48eWG7QYMvwCl7Sz5MlxujOkSO1BnlKrVSTqWfA18RMJhMI6dqAkAyZcN/pOdsUQ9I9dz+tlG4DytaVU+CEnbuRbnf5/qWbyf0BlDh9S2DV9ScGdvJiOmfPh6ScV4wVUn94raLTA5EVsr1NWxkr2hKJPHfyZPoY4AkgMLGyJK0HuElqQSbVL9W3D/5xycno2dyEPX9zB9YaPtSe+1G3PYwF1Zpmc01Hzkqp/lDHXiohaS4jbWlG2rMFaY8WcPNhzc1gpXLI4tLE3t0gfT+NfyKlgSA2NWBZZYJc6s46j+roIxXH8gOaLCtrP14off8TsLUFH+ENGFY27U0qFHxml9VPgIrs96q+zm9TXSldBbgN22/BeVF9cD0Nzim8+iJ5ssfuGoC7YN5cKJGDK4WW5VYEALz2zgfYeN01NcD12NtGHz9ndFCv3DHJQm5TbhGQlQR4hSd1plHcgV/aBwALQuNPo8Bidlvv+ovSGS1OiQFuV8qYzz7HXvvuB8Y5/vH447j+hhuw9NJLd7gNYwzL9O+DosjovlFHr6vCT3GLt31jwOz627CwfulllkW//sug3FRv+IhT+CwKg1B06322tSHbqxp/wn2xABQAjWXNBDK60hxaevTETXc8iFVXH4XR55+BC355Ogb0722fUdH73tzUhF+ddzaSJMHYcRM63H9nMv3OAC4xrf6ns0LvbNGnaN/B8T0WzLYvMmhBevuS9v3nxo3C1kHB769MBvDCdtth2/YYXFIvcCgkDFhu6Z7Be1S0vV0WMcHWCBEbJj1m164bGUkasbrE0vqprHiwLGR2OSNg6n7bdQKGtp7x0wyusqmBXKogJ1HmVp4s3XeSKJs5k2NwHcBNZYY0r1qAy6ptWpqc1cynClWrmTmT98mFYWVzSAk0b7azBvSGrbUxSEzMEAK+0p9vSeU+uTDA2AuARjeGfi9i8QMznnrhZdhs132x/ja7YMznX7jnHalsFqfwoO25vx0xuj6rb/fD67fpLt3l+5T/GZArpcQdd9yBTTfdFH369EFzczNWXXVVnHvuuZg7d27d+tOnT8dJJ52EkSNHoqWlBSNGjMC5556LhQsX1q2rlMJVV12FYcOGYZlllsHRRx+N+VFu1MMPPxyMMay55pqoVqsNz3PixIlgjGHo0KEN12lUGoKAaMAiBpcr7X+biipSUbGWSF5rB6+1g1UMwK20Q1WrkJUKFElnCgCuH+GPMeYCTZFmyH5SzaRyT2Nkvg9cpj/+dsHxGD9tJm575lUwxrDPJmvjnfFTsMvv7tN+x0mCf3z4Fa58+jXtF8eZliw3lZE0NyNpaXIAt6UFvMkA3HKTPjYdj/Ow448mNDSBl1aanBiwy5Eb4JoZYJtJXS9k+AEA4QFfAsX6uwPNKgK8HQJfsDqwa/cTAUN7HR186tZpwAYUtq2CCW1XB7o6WXXB+dD3RscoMurUTRitbFBixnczcfw5F2ClzXbE0B9thwuuvUVfZ5bhjfc/xuYbrA0lBb4cPwlvfzQGlCbLfrwc0THYtZNiArwG1NpJMDG2QqfcsvvwmV19YzyAG/rWWqt7nT95pNmqv9ldeiaLW3wWt1H55JNPAABffvklfn7IITj6qKPw0EMPYfbsmV0+TtGkvLOJeiOlgy9jDraLgO7wkatiwrgvguX+3/j7opZYTly3vAMg29G6VGKg638nts0v9YGw6p/rcoMGY/as7wAAL//7OQD1Roe4jL70MvTs0QNbbf7jwuVLim3tamkEZDtaz5/0B4DXA7GAN/kP5MsG/Cln7Krvr5wEtlC+vIhgN3Yn8YFv/LHn3QA0Nzx2kYR5kYAuAqAbLysGrcqysBqoOjDr1/ngNgbFWvEW+t6m3AFcArcJi31wnVooUTlKoqLnTVnFKN+qQK3mfG9rOmKyrNYgazVNDhi5sc5C4RhbFUmQAxDrsbdUJ3OdWtGu09V+XpExVYZ11mjjjVlKYtLkb/Dgo08CAHr17IkRJmaFL1te3D6waL5Axg2gPvp1vJ4vXe4u3WVJl/8JkCulxD777INjjz0WH374IdZff31st912mDNnDq688kpstNFGmD59ul3/22+/xSabbIKbb74ZLS0t2GWXXSCEwJVXXonNNtsMCxYsCPZ/yy234K677sJTTz2FMWPGYObMmTj66KMLz2XMmDEYPXr0Er2+jvq1mFHzByeutF9hImpIsoqT2pDvbVbTfrd5FqQGCmddrrOUxpJI+W5hJMuwMknmwG2SQEUfArqrD18evzpwZ1z32L+hlMIem6yFx889Eu+O/wZ/eu0DIElwyn1P4JLHXsKzY8bbYFa8qax9b5ubNcBtbgYvN7kk6KkHrhtIP+09pbRBNKz57K3H2BKYzSVHJkImNyeQq8I6Lb3hHQJZe8wO1vGZXTv0qjAoVhGzS0A2ZnF1W9J/Y9/AzooFCwUDlj+J7hB4F4BdarfUlgsnXVDgTIAriTGffIwDf34IRv/2Cjz73AuYPn0aGBRq1Qr+/eob+Ol+h+PF19/CZWefhDOOPBh/fUpP0K+//6+Y39qGDdZcBYed+xtstN+x2O7IM3Dipdchy2oWtAY+evGH8kV77I4GwLlNuwUhdHRyKTS4JSY3BrgeAxu2S8fmktqgjtFdXHM2RUn2pcoNyqKyuACw/75747GH/4ZrrroKRx55JNpaW/Gr88/HT7baCh99+H7np1dkUOkC6I1Ba1E9L1rPfJ/53XSIPA8ZKx84WOahSNFQfC3xo20kUV7c/LkdbetAdQf9Xyfv/jdTvsYH770NANh0sy0L1/FB2/PPP49HHv8Hzjn9FKw0Yrhe/n9geOkIKHfE0ALoXL0R7afumDEA9oCuY3Uj5tY3whUxuox6ceHAbwxCGwHd6J2gv10BwPbaCvpev87fJwcCWXtXgW5Y7zF1HtAln1kf7DpWV7OwnBNQhvfbA9Kcct0qlyKIAC13Hw14dVRlG2oy8sGl4JyUJojlNR2Yk5RvJoqyZm0zyJoGuAR0pUcWENgF4Bha86H5VRHAVZF8OShe6sROS1EciMCFQOHjL8baRX+/6yb0aGmua1uLU+JtyVhhlxecPrWRztJGdZfusiTK/0R05XvuuQePPvooVl55ZTzzzDMYMWIEAGDBggU4+OCD8cQTT+CUU07BX/+qE1+ffPLJmDhxIs477zxcfvnlAHSwlEMOOQQPPfQQRo8ejWuuucbu/w9/+ANGjx6NUaNGAQBuvfVWDB06FG1tbejRo0fd+Vx11VXYe++9seGGGy6xa5RgSEBpCkzHZwCD7qC1ZTLRIZNsgKlU1myAqSSrgGXaDzdODURRAP2ipHLWyFyAcrcpqc+CkVzGjwBBwZ6SUgAydfRX6JxrQuD0/XbCo6+/jw/GTUbfvn2wxsrDMGTppfDy55Owzkor4LsFrQCAIQP6g5fLQKlkj8MSLWFGmup67jHIZrSz6VK4AdkG/PoTd2ezdaytDiKl/UkIxJK/EX2nwhkwaaZEe5a4CZCxVic0yPuySX+ybPZTN0mAQkIRf73JhJ/SgCP8TfvxASb99X0T/WVdKQz+uTce8GLQqtA4RYlZIby+DgZTHY6KgkBJjB/7Jd5482288ebbuPuBPwEAmsplVGs1AMD6o1bHH68ZjcHL9AdTAvvtsBWe/+eTuOquP6Jv757465PP4bnX38FdF56KSiZw6pW3YJUVBuP0Q/auQyYd5dx0VnAyBHmy5DyrRzlFo7KU5v2hdXidgUbnO+TmWDpfts1dGPvnFhUzK/T9Bn1fXMD4DMa+uOY96VAq7d0LukfrrL021l5nXSgwnHjCCZg5cyZ+cdxx+NX55+GJp56ta38KwNz5C4GoLTc8VoP2py/Vi9xMLh5Q9noSU085w6GAzz99H/9+9nH8+rc36fdMMRdd1nS18Tkz1nXiPDYkWSNTEQZbjLmki+1Lx9E7kYzZVEtSwURTVujK68+gMGz4Shi5ymqoVavY94BDMHXadzoqs+k1K5U2TJ40EV9PnIi/PvQ3vPjyy9hy8x/jwH33DvslHwzi+wHfhvmn/dIJW9whm+y1Y70uffHSBpk6iqSum4gbjzlT+j1S1O6Ut29j5DPqIWqDZFBiTJkxPQocyOr7dP8e6zYPzJnXhiJtDvXdfjtOvHcEUOFWZjzy029BufdLR+JWNmWVPr4+I2neN/0KmSjLEjbFEFMaoGr/XTifTPteuAi+yqv3HlLwqy6IlQHSaeIiKPs5cC24peCcPLPAlvzMy6LdSJR1kKkka0PSNg+svVXPm2oUpySHqtUgK1WoLEO2sE3Lk41/bXDW1Rztb72EvK0dTObm5DkgAEgJmcsA1Oomo/t5ioGin6We3zBfpuw2CA2oSoEJAZUATHFnYJXQ8yElbbTi3bbeDHtsvzW2/8nmWH+tNQxjLMG60mE0KLGnGIPr4/w+lOZJQOe5k1Un4Le7dJdFLf8TIPfee+8FAFx77bUW4AJA7969cffdd2PgwIF47LHH0N7ejqlTp+LRRx/F8ssvj0suucSuWy6Xcccdd+Cf//wnbr/9dvzmN79BS0sLgHqZhFIKOupbfQcwdOhQTJkyBYcffjjee+89lMvlJX69MajQ5+ixXr6/ohRukiG1dBK+nyFQGKFVEYuryMrodcDkQ6IkmJ1oRxFfKUCpBZQSjKdQMgdLEpTKTbjjzCNxwKW3YMTyQ7Dnb+/E3NZ2HLnTFjj5rkcAAP16tmCdFYfYfTPrA2yY48QEtyJZcgHABU+geOoFXEjNZN5M4imasi8jlhxCMuQmojXgBz8I79N743Vb4IyZZwBAMSiyQDOdm5Is1wBsegjGALAwNRRNFTQQZl6d2QY6Lx1NOmxdBHD1uToxXPBsvTQjjUpwzC6sWw9eHMjw62jd+JoYXXO8b9/XDQo7bb8dlu7fD7vvvCNOPOpQfPjhR/h22jT06dmCNVcahnVXXUlPxE0QqpWGLIuVlMJhu22H2x96En/554u48ZxjccAOWwKMY8y4Sbjy3odwwA5bYdCApRtMpOut4HRu1veWAK5ler1tfJDM9JMGZP1obdoy5VQEYNMvQOqJM5RJCyFzB3QbmMMdmPWC5gR5c0kKXRBsahH9u1gMEMxzXmaZZbDvPvvgoosuQnt7O1paWqI2qjD9uznBdnX77gD0NjSoeAA1boO0z+eeeRyXXXQORqy8GnbZff8Or4/SXfy/LIXvlMZUBsgWbNOVd53Vv+vN5TJuvPV+HH7QHjjm8AMAAL1798EKK6yAmTO/C5RRKyy/PG676QbstP22xijWgEn9vy4NAGwjYFvUb8WphOx+TWouXR+lFYJ0aYdMPWMSUPo956BnZwxailKzmGOY/TvDijNdNDhxd44EeBUw9bt58eLg+qjd+EYh2gcZM6XfRzOXzgsMwXc6TlCndK1bh9m0VVAmbRVTEJLVpRkCNLjlBg3ReJvYc4xuAXN/fXBrozVHAFczuBrgWh9cZp2BYI2pXoBO8sPlhhxAnpvsEtJlnDDyZFGtQda0Go4AKwADUiWAHHP+fLthX7kGrdKwu0aWXMfW0rV623ATdIpxM//0jJVBoXGBcqbT/M9sQwoEZZ84cM+VF0EmJUiYNo2kfr8FpWg+2pXCbJvpLt3l/135nwC5/fv3x2qrrYZNN920btmAAQPQr18/zJ49GzNnzsQ///lPSCmxyy67oBRFWO3bty+22WYbPP7443jppZew0047AQAOOeQQXHLJJVh77bWx7LLL4uSTT8a+++5rQbBfzjnnHNx444349NNPcfHFF+O3v/3t976+RsxBUccS+PiQJIWse/Am5n4ONsOu2tx+0B2rxsHa1GpBL2B9QxiFwZMCkKneR5IWj0gsgZJCA12lO9tRq66ET/9wNa588Am88dk4/Ouqc/GHZ1/FxxO/AQAsv0w/VKVCS2qaIcmjLaBlZAa0QFenC0rNX5JKp1BJCZKXIJMUgpcguU4jJJAEvrNSMuRCg91cGPjVAOByBqw/nOHDSQpC6hkKnRa4BrOKTg+OGbAsHXTCdMZooKAn6pKtC9BkIgmZT+ZYjDg3L+Axz3BAPWg7UV1RIKm6nL9QwV+7L29iFK9btH7RPu3vmE2FCtpzS1MZu+64PV5+7Q1cdv6ZWP6nPwEzkZV5XjOAOAz21LTiKOy42cb481P/xiG7bosjf7ad3f/5R+2Pvz33CvY7+zd45JoLsGz/pbwL8wJ8RHV+4Kk6/9pGxU/459usLSBlNtpl3cSFMX1MYQxGjBvDEQ+NVD77asGsB24BC6Lt84oBLrUd7xy6OonxuCtb1lt/fQghcNIJx6K5pQXtbe3Ya599sfOuu4MxhmWXWQozZs6t8zfrikyuw3WiSRRN3CsLWzH612fi2acexbY77IrzRl+DNE01xjBsLmlaSHURsMXfIyJyo9LV/t1eRwHQ1d/r8+QWla4YE4auMAzPv/I2pk2dgiED++H+++/H+PHjsNzAARg2bBiGrzAUKw5bAUv37+/k4IHsd/F8cBVNwjupD/qKaP2OgG1HvwHvWfuA127AveMaw46RKutzTCwAZkyCKfOW27FVA12uRARwHdAl9YFdv6Pigb2BS/fFtJnzdJfUwMhYVBeD3Rjo2hvgAV0Fw7pFQJib8dIHusxtbM+VALA0xmFIZsCVBrsJg4lCDW+bsJBRh1vJspNFxwA3ZdICXGJxE6ZVb34ww0TljsE1AJfXqtq1KzdqN5P6Rxl5sqiSPDm3PrSuGCCbpOi371GY+8i9YLkIZMYEcgNqEwBPkwDgsjSxbmIu6FSRZct3jdEGJ7/L0gbJxLS5xPbZTlrP9PJOSqO5BRAakHwDITG2nRWaR0k4Nvf/hd2su/z/fvmfALlPPPFEw2UTJkzA7NmzUS6XMWDAABschaTHcVljjTXw+OOP4+OPP7Yg9/jjj0drayt22mkntLa2Yq+99sK1115buH1LSwvuuecebLXVVrjyyiux1157YYMNNvieV9i4+FY0kt04XyCvVyC5IjdMqAH4mnn0WVgd8U9TAzT4kd+I9hNhWeadgNTsqhA6wrIUQFrSVsa0pI3ZMJP2tGSHV38irsrNkFLh1/c9iv9+/AXuOPto/OKqu/DRpKnY5Fc34aPrzw0HAEqcR5GbyQeYMai0SadOSUx4/CSFSJu1hZJrgJvzEipJT9RUE6qqjKoooS0rIxMcmeCoCQ1w9bjTuEMupwrDl2V4Z7wOh+9LpxIJw/A6AEkSZn0ZurMnS7UvbZY0YBPYtJZqBzL9VCAdMTUdBSujfdk67zuPjle0Tt0+IxDc0blZsE7nCW7UlCYgixfEJZEZuGFzuRIYsuzS+HryFD0JgbJ+r1z5AaPMgM0YSssOw083XhvfPPuAnjLa6MYC/Xo244nrLsBuZ/wGa+x1LB6/7gJstp7pGwrAbeG11DG3ngXd3lAefpd6gqF91Y3SIE0hE92eA6m/YYeZkmBcX6PK4eTL/rtE6oWU2n/JpgySxide//ZkkR64jVMF2csvYHYdGOZBHbG6NNFZZZVVcNRRR+PV117FsssORC5ynHHayRg3bhxOPe1MLNWnF76bOReI2oTNddyl9l0MBgK5JRTmzJ2H44/+OcaN/QJXXHsrtt9lLyjjCGIPzahfDIEB866ZMYArBeEtXxw2o/CaurCfIsDis7mqYC4Z9j3u/SwMKkTfOccKKyyPVUcMxi9+cSyUEvb95MqphHyAS5PluXPnoqWlGS3lkq1356/lvmTBJcBn2UYCtJGF1we6igw//jX6ILior+oC8La3LZAuC9OOnAsDg5Yx07kA7jVXcMYQzmENOPSu6bRCDlyShFlv695N6QFQum+BEsK2A45+fXviu1lzjWE03K6z4gNaUhrJeJnfpsx3ki5LU8cZQWQGqaj/57DSZbNjOi0tT2ZWwqzPGfZvkaw/9pEPXIMYbP5bDWi1G1fKJUo888CtQMJylETV+N9qH9xE1FCqzLfpFXmtoiMpL5gPWasCufa1FQvbtP9tlkFkOWQth6hlUMKxuBa8AmDNLej5420x6y93AbXGgUkJ1IIx+52nGtDyJNEBOFOTfYJHuXEBo6JLLEusZR7MvkeM2FtJ71LI5naldARu666ngKBhXkPiTEEoZgCtrucofu76GZteuFuy3F2WUPmfALkdlV/96lcAgF122QXNzc349ttvAQCDBg0qXJ/qp02bZusYYzj77LNx9tlnd+mYW2yxBU466STcdNNNOOKII/DOO+98L9my3+n7FvuG69fl+jNBlpIETJDfXwIkyjJRDNAWSkgwyaEg6vfrM7m5gOKZtr5Wa7pzLZMsWmmgC2i0Zybx+tw8VskM+Kcfvj8GDlgG1z3wd5x28B74+c7b4Jk3P8Qjr7yNQ7bdRANy8hdmniUzLQFJWgcUVFIyzG0KxVPkaTMUSyB4CsFT5LyMDGXUVAmZKCGXaSHAzXLWoWslNz9sbC5GTK6ebXLAStv1Bm6OQAyugBm0zaxUgCGBNIwMTWycDJoAL3G1vpy5yGpfVBhCf6t4eCtihov2QccpYkc68uG169iPaVfgqFareOrJf+CN119HnmdYbZWROHCPn2Hwsktj4bx5ePjJp3H97fdil223tMDXpu6hXLQeKKRZpwbNcKynx36uNXJFvHrPldjhhAtw01+ecCA3OOHwnVJwkSfJB83dQJ+x9bbxG0+U01aluq0qI8EnwAkAnHENbD1ihzHzrnrgzuZETFzuQ8mSgB32AW49cxv64xaVjsBvEejV58pw3i/Pd6AaDNddcyXuvP1WHHzIoVh5xFDLJthtCgBuAJJIDWGZpmKJp22fDJgxfQaOOeIgfPfddNz9h4exxqj1rFelI5vC6/Olmu56VPS7YCJn6ogZ+39dbB8RA9/YMOUHHvLeUbu+Z4AqPI7SKp+bbr8bV954C4YMWg5PPHgvlhtQn0rKAt1OT77gBi9O6YpPL7z3NHI5CPo8Jd0dILDgnacG8BTTQWn5MgCSMDMYv1XmJMxW1uwpqlydfw0N2jidjmdw8VnajsYH/9qoxKyuv28rZfbeheA7jKuOonMwzC2YkamSAZdZcKP9hOHAMHRqpKLihlQTUMoagoHEY20J6IbsrQa4icy1NFlm4DLXATrzqpUnW4BbrULWqkaanEPWahCVCmTNAN6aYXAzl//WDx4FAMyAXVHLgVruroN8bQncxtfp+eI6AMzRYaThRhHplNSAN0nCui6wtsCigdtFKUvq9e4u3WVxyv80yL3pppvw5z//GT169MBll10GADZFUFHAKABWglyUSmhRyhVXXIGnnnoKH3/8MS699FJceuml32t/fpFGzlNUKDiGlT9CT2wT65uaa+bVyl60NVCZgBnah6QI4NJgqQGuBIAawKQGcUyUNJsryuBSmXy1EkyVNJg258Y4t1ZcZQLtMAAH77YDdt36xzhu9DU45bp78Nir7+D8g3fD2QfsgmmzZuOJ1z/Ayx9/id4tzRi8TD9sPmpl/GSjdYBSk5EjG7YqLTtpMk80e5uUNcBlmskVSJCrVINbmaAqElRzjlwyZLkDubUofhCRyPSdVEm5YBASdrBVxtqojOWRQw/Amu3Vg76A9slKEFowtUSZW8s5t4wAM7LmUNKsGShmGJmOByA/AIkPdP3SGcD1pcmNGN5GADeeUHNjSKH1a9U2/PygA/HhRx9hrbVGoWePHrj5tn/juhtvxtL9lsLM2XMAAPvusj2uPv9UcAK1RqIcpPQxwT2YpQwk6jRP3kRh8IClsenaq+OLSVOKrzsGbjBA17xvge85HaPD8JAe65okFuAqZr575+bHp1LKWOSTJPDT1cdzabP8FEQEeC1TGwFc55vLvHW6wCYWANxgeQf7OOqYY/GHB+7How//DZtutJ67LR7ose2oYAYUA17nP2ikotGEfsrXE3HUYQejVqvh/gcfw4iRq0BBuwuI6DwZwa8IzHJmmCdv/Rjwdua7S+vrfTVeb0mWIkWjrzCJo+oG8dqD/kEiz3P8+/nnMW/ePAxZblkMW34IOGN45bXX8dOtt8SQZQfghZf/gyuu/z0O2mdPvPDyf3D4SWfgz3fejH59ehX76nqzXL9faSRb7koJ+p46KXPHN77ImOK7Lth9E6trj+lcEHwAz0BjsvPV5fDkyp6vLgFcBtT76+qdecflXp/qrrtQohwbZqK+OVAGeEYd30jj++gG4wAFbIu2J6BLAaos0GXeGStlpMn0PjiwC1YfRqsoiKPP5JLCKQa4JFP2AS5FUE5ETYNcE6AzBriUB5fkyTLLISo1K08WNR2cUxjw6gNdkekxjnP9V+YSspqDJ0XgVrcF6lZtfRRoqi6iMrVXqUL7hzJ+4ZbBNfuN5Mv03Dt6K5aUSqWzUhSAqrt0l//L8j8Lcm+88UacdtppYIzh7rvvxmqrrQYASIwVq5ElzMqKvqdpqUePHrjnnnuw9dZb44orrsBee+2F9dZbr/MNC0rCdZTBxPozkA+KZvs4d0wSM6AVPAGg/V81k1PWA5AUAJT2nRUCKDcD3PiaMKbD4wNAqQngAigrbemrLdQguNxk0Z5KEqisqnPllspauiQAKQR4taLPNUkAlegAVVxBCaHPL/GC7Bg2+ZvvZuOV98cAAPottRQE56hKYKNTf4dcKqy/8oqY0Tofz334BS77y9PYe7vNcdv5J6G5pZcGBwAkTyFLzVA81d95goyVIJhmyiRSCKQQqmSjKWt/XB1RWUqGakZ4yAdxQJYDpYQh8eYk70/Q9YzpyYybPGrgW0poAHbMrlQMpQRG3uw6dKkUEs7MvnSRSk9HEuPUq8CMxEeCgyHlbqIKKAjp2oyrN+OdYiYYNjHDlsAy67tzpGFNvyeGoYMCyQko5AqjnZtrcWvD+mb59QxKy9ggnVTbDK//ePRRfPzJJ/jHww9hvbXWAFcSrfPn4Yknn8KM72Zi2NDB2GyDdTB0uQEmZU9m96mNAPo9YCIzsyA9c8q+/kxfqFKwvkz65rgJI2N498sJ2GmzjfS7QUHXkpI/owKlEFK8ZI6b6Xctr+ljJKUQSIvcvG9mP6RkkEID3HKTiUSeQHEOyUt6cktB1ZQEZA6ZAzxhZoKi12UmjQV4yb6PNk0QSZXTspE/a3mkUsxGPrfgltqBvTf6eTl/uIg5IlmqB4YZ/KiYzEyCyejmWBuYltW7dx/0798f8+fNw+zZ88Asa+P2xIwc1alXPFWE38aU0hNBbz2lFBQSSJFj7NixOPXk49Cnbx/c8Pu7sNyQ5e05EogR0hiVEjIk6DMhQ1aa6PeWVJu5cO+NcX0DoJBLLb3kcCoQBYVM6vvBPdYiJ68QRpJWuiYt4aN+xjYlcxy/ngH2nU+d3dIWxpRdn3OFlCtIqYGQzjXqQAKUV29agTa2ScyaPQ+TJk3Chb8+Hx99/DGEEGhra0O5XEZTUxMA4JobbsLO22+HlHMstdRSuPa3F+HTz7/EYSechp32OwQnHXUotttqCwxablkHJKXua8C5NUgxKGdo5T7rROOXV0/7oZtg16f6TN8lT9Ghm5hwfYQ7gKnndj+MjmHGUdcXaADu1FXMGFu0NJcpqYMcgoGbY0upDTA8MayYMYhKqX13lXXn0fJtKaUB1VRnNDx1RkQ9J5g1ex6gJLgXaE53e+Yt9cARhdOgccuub8AQ5woOMTEtvQVDwhUo5r5SgJRmTDJtxrxGEFL3NQk3oMqcYy400E0SirCsj50LhYQx8ER5MTAYhCR21ntMTI9zCYdLD2TvhUSJK5QSYnIVEggwSKQEdKXOjZvkGuAS2LWxHbKqBrjmIvX7zSBrOh2Qzl+fQjIdqV1mFb1OWtYA1/wT7a363jQ1Q4Fj1iN/gZQMSkoIliJpbgLl1GGc6TEkTYFyWc+pmsraKEIuYOUyWHOTGazN9aYloFR2blvmfQVLgFQr3Gw9oMcVTmq+FFDe+8S00ZWxxLUsTkQEdwZd6L6fQRtRuaKx3vRNyhzOhZxAauqV0q5dUE6QJ5UmmHOhl5HRg8agXOhdkUuyUkCpa+Rzd+kunRf1P1aklOqcc85RAFSSJOq+++4Llu+5554KgHr00UcLt7/xxhsVAHXqqacu0nEPO+wwBUDdeeedQf2JJ56oAKi1115b1Wo1NWHCBAVADRkyZJH2T+WbWZl68eM2NXV2LaifNnOh+vSrb1Rra2tQP2fqJDXz49dU3rYgqK++/bRqf/z3StYqQX3b329UC+++uO64sy47Uc264fygTrS3qRm/OlzN++N1QX0+81vVeveFqvrGk2H9d5NV+/P3q9r4D8NzmT5JzX/zSfXduDFB/SUXX6w+/NP16uUX/x3UV758W9190Wnq008/Da914udq6mfvK5HnQf2ESVPVF+Om1F3Ti5+0qxc/zcJzqUl13eNS/e01GdR/N0+qqx4W6tn3wvpJM6S69Rml3h4b7vvLqUr94RWpvvo2XP+TyVL97b9CfTsnrP9gQq7+8U6m5reF9W99lamn36upLA/r3/iiol7+pK3uml4ds1C9OzZsA1ku1etj5qkxXy8M6tsquXrni1lq4rdh25i/sKI+/HK6mjYzXH/W3Db14ZfT1ay54XFnzJqnPhs7WS1obQ/qv50+U305dqKqVKth/TeT1cSvPq97TmedfqraaIP16q5p9kf/UfM+ezOok3lNzX/zSdU25vWgXiycq9pefFBVP/9vUJ/PmqraXnxQ1SZ8HNRn08ar1lf/rqaMeT+or07+XC1443GVzZke1LeP/1DNf/NJlbfOD+s/ekm1vvRnJbPwvay88Zhqf/HBumtqfeMx1fph2K5lnqkZn/xXzZn4eXiO7a1q1kf/UQu/jurnTFcL3nhcVb/+LDz376aoOe+9oCozpwb1C76bqr797D3VvjA895nTpqpJX45R1UrYF3z7zTdq/NivlBDhc5o8aZKaMC5q8Eqp8ePGqa8nTQrqhBDqq7Hj1ZRvpgX1EydOVIwx9eKLLwf1ra2tatzYsWr2rFlB/fy5c9WEr75Q8+fODernzJqpxo/9qq7fe/TRR9VSSy2lPvnkk6B+0jffqU+/+kblQgT1n02cpT4YO7Pumt76Yq56f2z4fmS5VC990qo+mBDerwXtQv3rg4r6eFLYp8yYJ9QT72bqi6nhMSfOEOrxt3M1YUZYP2aKUA+/KdS0ueE7/+54XT+vNax/9fNcPfpWrmpRH/HKmJr614fhu6eUUq9/tlC9NzZ8t+fPn69WHD5SnXjSqUH9lClT1GabbaFOP/30oL51wQL1nxf+pd5/562g/o9//KMCoO69996g/v5771Gcc/XMM88E9fO+maBmfPqmytrD5zd3wqdq5sevKZGH93Lu5++oWR+/VndNcz54Sc3/NOwLZJ6pee88oxZ++XZQn7fNV/Pfekq1R+NQNneGmv/mk6oy5YugvjrjazX/radUdcbXQX3lm6/UvHeeUdnc74L61klj1Jz3XlB5W3SPx39ceE0zx36spn/+Xt01TfnqUzV1YvieCZGr8WO/Ut9+8014LtWq+mrseDVtetiGF7a2qc/Hfq2+mxW9N/MWqjFjp6jZc8NznD5rvvr4q2/V/NawbU+aNl+9/+UM1VYJz/2Lr+ertz+frfKo7b0/doH67+dhP6OUHp/e+iocP7Jcquc/alfvjgvb6oJ2oZ79oKo++Tq6X/OFev6jdjV+WjQHmlNVb3w2V82YE577jFnz1BdjJ6m21uh5TBmr5r37r7q+vPra46r9r1cpWQ33M/fWi9R3lxxXd00Tjt9Pff3L44O6vHWh+mS3rdW4X50V1LdPnKA+3WMbNfWWa4L61o/eUeOP+Jma83g4VrS9+aKafv5hqv2dsJ+svPGMWvD7s1X2ddhWa289o9r/fq0S88L+s/rec6rtxQfrxqeFH72s5r33XN01zfjs3br5mBBCfTl2ovr6mxnhOVYy9c4Xs9TYqeE7PGt+rv71QUWN/Taaj03Xc6Bx08M28+FEqR54WalvwlNXr4xR6o7nlJoVdsPdpbsskcKU+t9Ry7e3t+PnP/85HnnkEbS0tODPf/4zdt9992Cdk046CTfffDNuvfVWHHfccXX7OP/883H55ZfjiiuuwLnnntvlYx9++OG4//77ceedd+Loo4+29a2trVhrrbUwYcIEXHjhhTjiiCMwfPhwDBkyBFOmFEsj4/LKmCok+foYS2vCFZqSHAk3VknkSJCjzHNwJpBIofO+iQzNtflIRKblOMIEVGidZ1hbbqMGyloFqFZ0gnOe6nD41ar2PWlv1UEViOUyRWU18FIJvLkFzAuKkJRTsKYmsOYeOiBVWgJMABKkZc1g8QSqVIYynkcKDD875UK899lYpEmCpXq1YNUVBmO1EcPw9Gvv4p2/3KzlzgD2PX00Xn3/U6w8YkVMnPwNjj7kQCy//FAsrGRYZ731scYaa0JnD05QkyblO0shFUcuE7TnZbTWErTXEmSCY+5ChjxTyHOF9pq2UHMKxMEYGNdWxlIClEqabS2lwE7rAU+/r63hqTH0J57BP00oqT08VZ6yVkmSKGupFyy7Auj1hdTG05RTMChYkyhjmmEC3DJqJ2ngp6TZG30++rqYoXHJLk8ECDNsrSQrv0cLKSN70pZzmONKaDsrHQ9WMmeD1BhGjtuoj1pWnPj+f0ph130Pwsjhw3Dz5ReBSSNBVkr7SCmpz8fQZkzmYHlNfzfRwW3QKUF5CLVlurzm5qh9+iogcs3GUD5lfcFQSuHwi2/E2CnT8PI9V2vmReprUklJr0QPUOZGP6yjUlo/4FpNH5tzzydYWSZXEaNKQdKU0tL6tGyifmtLfA4TdCpJXSAfmYOLzATe0tfOZW6vlQFG7mwk+yRHTkoQabMLdqMMW0PnAf3bymb9CMyG1dHtMGRPG9X7TK5eT/+VNp+33uc5Z5+O/7zyMi75zRXYfvvtMWi5AZg+fYZhapXtX2yAGaMsgAkk5rNv0rxPPuN35lln48mnnsKee+6FH228CXr27IWNN90MPXv2Qm7ZQifKleDIJYz0UvcvUnEoxZATQciYrjP3K5eabmAMESMF17a89GMZuSrYe8hMftAoWJRZXypohY53f2Mml94dYTqPMr3DNsCdBGe6L2BMYsr4z9CnT2/0X2YgsmorPn7nFVx20WkYNGgINt5sK7S3tWLunFn67+xZmD1nFsqlMlYaORJX/u53ePXV/2CLzX6MHs3NYNAME2PAW2+9jQkTJ+Kg/fZGVqni0SefRntbG474+QFeo5GYM2cu7nzgQdz1x7/glt9dgh223tLkXBeWsbRBpSTJPLndXl9sHrQxywib94PeS7uNFJpVsvsxbckyuYG+0zG5cdA5s+/QN18/EJUYwZvng6vr9Xhn3zWiTo2yQjcRHTxOgZvgiV4AOCkhSdUBYma57ePhvcPgHAOXXRbfTpthzo3aN72vLDh3BWVy0FIyI/fOSzCECh5mxyFm+kFlFEZCmOfA3bsOwGYm0EoHZhUfmUBQT49EmPePF9T7QYTJJ5zY5sQoEXTAK/1sEy7RxE3UZCbBVQ7OcjTJKhITyDARGRgFmRIZWJ6B55lmcOfPgapVoYSCNDLlbEErZGsrRKUKoRJkbRWT9kdBVdp135mUTPogHXAqm79Qd2WlMnhTM1Y8/0JM/t0lkK0LkLSUkTQ1G7mynl+wvAbe3ISkuQk8TZA2NxnVlQRvagYvl5G0NIElJvsCA9DUDN7Sot1XeGJVZGjpZahP8zFjkCrpwJyKJ5C8BKsQSMpa6ZaWIVmi+yCeQKZl5KwMyTgk4xCSki6VXGZhyZBLDqH0e6OVcYCQHNWcm4mPzlghJdNxT6Tpw5huM0I4t6+UWxIdSuk2I6RRwUjD6nKFI7cNx5/u0l0Wp/zPyJXnz5+PHXfcEW+88QaWXXZZ/OMf/8DGG29ct95aa60FABgzZkzhfj799NNgve9bevbsibvvvhvbbrstLr/88sWSLAvpZfsBdQxuokWVFOhBj/FGEkIDvhR6gi7Mx0j8UPNC42c1N9PKqraOSRPyXgKqVoXMwsAJKs+hahUwkUClCVgphUpawLIMSrUCpZIGuqrZBj1gUmhpjpRgJjIyeIrj9t4JB56r/aeP+Nm2uPYPD6PfUn3w5YRJmDB1BlZcYSgkS9Bey9Ha2ooPPv4URx5yEK6/9U7kuT6vrX6yNW6/6347idU+uAmESJArjlymaK0lqOXaF7e9ytDWrgFulivkQhl5rwObzA60DLk0vreKYYVltZQrV0aqyLTKO0lIZm5AMgMo+iMzz4kzZQZwJ9MT0k3gfNebzJNqcjiATFJpgCFherbLGOzkPGFuMKH9w6xPA6UCLAgGLQYNMqGNi5l6ae6uhA+abbxQwIuSTBNL5UVhJem8gp6oijzDmC++wh47bAvkmU4DJIWVkNVFTRaZAZHkl6t0+4Y38ZUCKi0j6T/ITpKZOaYFIpxj7JRv8fBzr+D6s4/TQFw/BA34/MkwvVdWtiwN8DcjsGT63aJl5pkqsz7dScXgcjcbeZ8GVoBMtO8sKCUVFBJFPnAwUmFPqMgTe8+1e66Ookw+uFIpY+wxE0dmkoyRjz1zE1BlJLYu8jnVe89fKbu8kfXT2cAUlAcipFL44IMP8Nijj+C6G27Gdj/dHgxAzx4tVmJsgb25HubdR90mlY50y0gwb45kQNEHH3+CRx59VEe233tvM8Em8CEtuJWmreqPtB6USumgb4om0qae+mB6Tvq5asMXeUj6k3MC34Fvo7fcXyaV69/9142koHER0m8BsPchlwD58iemb2FQmDDuc1x+3iEY98XHAIByUzNqxi1l0y22xTW/vxs9W1osUKD8oWSs4kxhpRErokdz2bRtYe6NApMSG2+4PjbZcD0oKVEqpdhvz930c5PuWQJAv6X64pxTjse7H3yIG++8F9tvtbm5cyT9pVQmnhHVPFdbR5ZCki3HNnhyx9Eb01689T1PP0kGuvCYRQGqbF9AARl92bIB3hRU0T4xkYXnyExbFDlsCGMDPhmTWjnKSKKsYyQzxgCR6XbAtGMLuQ8oKQwoBpiU6NGjhzFo6jfPvaEM1P/qu+HGG2rPdJ9sX+D5cCrltpEGfVAd+enSO6/HBtj9C8lcewf5out6Oj+lXDAqAjFUbAw/fy5jshBwOiATgAKYl/sWSoAxbUzlxgeXiwxcZtpASkGm8pr2wc0qev5TrWiAW6tBVWtQlQpkrQa5sA2iWoOo5RDVNuQLKxCZBrka4AsoWdM+t7mAFNovV1QFVHsVvIdAn/U3RG1hO7gQQHsNqpbZNEE81X63rFaDlAKsnEIxqdMGpQmQZ1CQOr5JkpjsEroeWQLIxNXzxLQ9CXBpgn8aCxi5z5Dhg4IVmndKSgnFmXFv0dJqxWm0d++aHle065Ht1wCbmVIo564hTCgModxyeqYUp5QyKNHcheT0ri81smXaPu0GuN1lyZT/CZCbZRl22WUXvPHGGxg5ciSeffZZjBgxonDdHXfcEQDw5JNP4rrrrrM+ugAwb948vPjii+jVqxe22GKLJXZ+W2+9NY499ljcdtttOPHEExd5e2kGEWbm0Zw6KJhQBUqzEZl5XAnjSJHZQETMBOcBUD+AkxOXyUHr9qwLSwmUEkgwAxOlE+IcnHMbjIpzBiWEjkIo9SQIQgAlE94lSUw+3QQsT8BKQkd9NkGxdt10XWy05ip4+9Mv0bOlGdv/eEP8+ekXUS6VsPSyy+pIyTzBVpv/GG+8/xGyLMdyK4zAux9+jpNPPA4fffAezrnoarRJHUBMKYaaTF0EZZmgJjjaqhzVjKOaAdUa0F6RyIWCFApCKNMB0wDmwKkQzABeM9lCgizTPnfE2HIOpJJBGBdHc3s1o8ncLWfMsDKM2Ftm6+nRADRJZF49M4O8YUnJ75Ym/gSoocC4Dv5RFASqKDVLvF5drlxKLUIfprwJsbT75Eqb/n3QEn93efkUXnn1NVQqFWy05spI8ypg0gVBSTCRh9GTlTJAWANbm/vZOkHShJiDMW8yTEFc7MVpxvPye/6G5ZbuhwN33saBW7qRZj9BZGSWGDbBpGqgKB6MfJTdPbNB1gqCTBGDq33HdaA0wcMuV/ukSi/rkIm0zML0KZRjVzLDBjFtOBK8VBdQqi6iMrQ/oQNpoQ+uaxt6stMQ3dK5+BGfPQANAG+9+QZKpTK2/ekO9fsnh1d77fVtx/0WAQBk5lpuueUWrLjiithrt12d/6UXedm2bzfHLgSS/jlxpYNQkfrBGhNh3l3zHGxAHaVc5HVvIm+j1TKa0Hkg2Ng1nNrDXWtHxe8rXCAp1+fMmTUNpx++DZYZMAi/u+VhcCYwZdJY9O27FEaMHIk11lwHzSUFDmEBruEL7ftsPTONscqlCgpBbGcBnajsvdsuOPWXF2HqjO8weNkBdcuLAk4tbhCqwly6Xl0IbhufP1PC3WxA4wTGYX0amYmLYfti0xcwbo1vFrwSe2ui5FL6KskSbcpSAhQcjhCfMr6+BDas0YuAqWGGmdL9vgoCTRW/zxbsFkRgVogDS6E+f64HdOk7HY38hmlC4e9bvxvKe4don3Svvfse+R/HqfM4gISbwFJwILfEMqNoy+2nlLfrSMoiBxca4PJqO1itoo361SpQrUC2trocuO1ViGoN1XkLdcCpmv7UWmtBPlzGmQk0pY07+q+CzAzgTfSDlJkwaYYUVJpACoWkpJ8PTwElmReZWQX7jwNOKemUL4rp+VtHJRjD9M0N6lwwQhOskMYG+ij3vSslePU66RoohRAZPDjqA/iRP25xa+4u3WXxyv8EyB09ejReffVVLLfccnjppZcwZMiQhusOGzYMu+66K5588kmcc845uPrqq8EYQ61Ww7HHHosFCxbgzDPPRO/evZfoOV511VX45z//iUmTJi3ytiQzJOubZDARCDVNp5kJE9yCcXATYbSuFPU0FGxGKf2dSTdDMmlsFKBlwkLU79JErVWMgUk9U1PSBJgygBeAlnH6aYDsxQk732QAOE/wxPUX4vybH8Dm64/C6Yfujc8nfoOkqRk9W1qMMJZht512wGU33AoAePfd9zB0xVXxykvP47Lr7sKyg4Yjl7pTFgbkZiIJ0gT5ADfLtPXbB7jS9LBKaOAqvNPmSoMXQcZRCQjhgChNYKViSGjiyoPbagM9CWKFGVmzYfPtCkXzKualGdLzHqZgIzRTOiI7p1EK8XjWqPiTaDsJ8evqoi+7ie17776JqVMmY801VsOqq6xsmVufrS0CKlOmTMHrb76NsWPHAZAY0K8fbn/gQWyy/trYeK3VtaUdnhTYRk2Wug0pFQJem/c2mgR3NCk2AHfMhCl46Ln/4NqzjkVzS0s9pPABbiD3M8c2VLgiBocrKMksEPb3E0c+JtlwnJuWJpjBpYAidxirvPSet35QELxk2SI7YSkAuNJLGeEDXD8HZ9E5FE0v4hQwfpog/xgAMGniRNx6y03Ybfc9TUq16BoVZdiMDCsRwC36rsDwxeef47nnX8BVV1yGJEnMe6LsJDs8bwLA7rueyANgsIC2aEKnwSCxwe6dBxxwJTAQg9eOgK7dfwR0G5Wid1xPEB0wuPf3F2HBvNn49RV3YYONt0SP5hIStr2NPqtBrbSgwU1jvXzVvrEtBradWTwKylY/3gQA8Pb7H2H3HbYtvPDvE1lZ76BBX7AYALdwHcactJp5UcNs/0jvgWNeYYAtFKX+okjgtI1THVAU5jBFFndGG2+f8I7v821xxHF76hYkO0AbF38dB17rUwrF2xS9a/65+MXHbDK4t97+vPWsEYa53M42arIxziRMQGcczsGlCHPgEsCVmTacikwHKcwzINdB/FSeaQN9lkOYPLj64wCuyISOqpxFfZ+JqKxZXJc+SF+/6VcFEKfHUB5xIIUC4zLY1u2Du3EECEBvUfqh8GZHhlv/vMHgu6p0pRDoDeq6mjuX+k86NWh1EL0RRe1Eq2y6fHrdpbt0ufzgQe6cOXNw/fXXAwAGDhzYoR/tNddcg4EDB+L3v/893nvvPVx77bV4+umnMWrUKLz11lv4+uuvscEGG2D06NFL/Dx79eqFu+++G9ttt92ib6z0hKqIkVNKC5sSBgt0/WJ9GD1re53FncAtZ2CqGMx2eHpSmcm90pGVAahEhNZsITTwBRzak2ZSY85JKZ2kvHdLM248+1jb8Y5aebj2XWQcxLQtP2QQ7rr9Vhxx9C/w7bdTMWfuXADAM08+ipVWXR9DVxwJqTiEYqjmKWqCI8sZMpMHt1IDqjWFWqZBrhDuo1Ww4SDDGLMKM8I2tQx44r8CVS/VEGeA4gxMaJ8hvS4Dl0adDWOlNLaEhLsUC3bM4syCXSp26mTALqUjAhQkM6kZlO/fR8aQ+hKzuDS5dekZiiewPnv75OOP4JwzT7HLdt55Z5x91lkYtsLyxndU2O1nzfwOb7z5Fl57/U28+t83MWnyFDDGsMLQwVBKYdbsufjRuqPw+0vOs9t1BnCZFMXgNpqIQgpkn73u5IpReeCpf2PppfrgkN3rmcUOCzNTPgtwzUSSSTATMVz5ANBYzSlCqwW3MNIwz3IOeEyKae/EJClwB3TpkgnEGvY2Zmzr/tIxaOLlAdxguTcRLprY6rr6PqcI4E6ePBnHHnM4BiwzAL/89UV2uVQK02fMqpPFF97yDgAVg8LNt92OoUMGY4/dfmavJGR7JXz/w0UpFDUgnsQHbGwMYD2gSwYrH+jG+/DTCnUGdP25qs/i0jLyy534lXa/Off4vXDWhddj7wMPh00ZxLynXqDQIIOVUsDMGdOM3Lv4OXTE4sYGk4HLDsCQQcvhg08+tSC3Uc7cYmNLB/fFN4J0yMzWg966ZQXFAgFPglwHdhmz4JN5/QCzKYMIxCvAA6D6ngtQb8yYBJewMugY6Op+x4BaJTBzxjTjJ82N4S1MrQXPAOW/Gz47WwhQvXZf13YbbKsBS/h++AYgez8JQJtNyRXAr/Pbp8/kEuBNDHtLLG4CnR6IK2EBLpe5B3Az7YcrhAa4UngAN9PyZEoVlOXIKxnySmaArfCArLQAlXFm2VslJZRHQ/KEQdaqGH/ZbwFRA2uU/7FBYSQPA8DSREdeptDEhfnBoj45jo7vq5XqD+YZRpkblxiDUvWp5WJmd0nn0W3UD3azud1lSZUfPMh988030dbWBgD48MMP8eGHHzZcd/To0Rg4cCCGDRuGt956C6NHj8ZTTz2FJ554AsOGDcP555+Pc889F7169fo/Oddtt90Wv/jFL3DHHXcs0nbWv4EpO4ZSsQNWlPOUrPN+WRzLOE0+/Q69bh3jVEHDqATAhICyo5TpktLcAGlFTjb1++oqBQlg6622xH/ffBttNYWlBw5Dqbk3fnfxuThw1w1x3m/uxDa7HqRTAuWGwc11HtwsBypVhWpVoWaCTdUyaZhcafxEjI8gc4Owvhc6zy/jgMqAd76USEvMSrAUp7QnzD4rzrX/HhOsjtWlfQMO7NJjJA9CKow5H18oRVn1QECXKTNlKjCGUPFvuT954B7wjVka+9ebCD/37FNYf/0NcPc99+Jfz/4T1117LXbYYQdstNGGaCqXkdWqmL9gIWbNno0p30wFAKy80nBss8Wm2HLjjbDZRuuhX++esKyvFPq+iappH37OWwdorW9uZwCXihQQU8eamX+9DHnwgKXR2tZu024UFd8PtX5hxMgwDue35zG/JFM21nhtPQ/ZVrrXhUyuaTiMSc8c4a5FwfjiWgBbnwvXgWEHbgFAIqkDt/G5UN3XkybiqSf/gYULF6DS3o5KpYJarYohQ4Zi0x9vhvXW3wBNTc3BxOejjz7E8cccgV69euGOux+o61/nL1gYTJ1icO3/1c+jvh8bO2ESnnj6Gfxm9AUop8btwrJcKGSYaPJuwZDH5vpMb6NtKQcoPYbYvuIDXTvB99YrmsDFQLez4s9xfRYXAIQQ2HrHffD5J+9g5KprYac9DraB7gIwi/gjLcCFuY+t8+c5X3pT16iPKXo+cZteZaXhGD/x6zrZfZdp7EUpXRz3ujI+Bv7CAYMLOO9seu8dq6sM8LX+tMot8zTJZkca0BLQhTLrFABdvQ+9Xev8efqX3+71CvY+UG7dmMn12ylUPRCuuw8FBh+7LAK8AaAuWGbvJ1jYnv32adhby+RaWb1OEUQAl8PkwpUZuJIO4CphAS4TuUlBl2vXqTyzcUmUENr1Kssga5nNh5tXcxdoygSWIlCrHxnTy02HQEqwpGzaghCY9fQTAABeLoGnCZISj9hYptPEUV7cuHCTJi9JzHeSlukxxTK9+kbT5KPw+ZkDAh6I7ar8q6hN+HX+NHFRjYnB6TXoChZhithdukun5X8quvL/r5ZnPsihlNI+n1A2qmCJC0+yo6U6zbyKlOVIkaEkqyiJKpor87QPSqY/LK+Btbc6K6bp6FWtpmUy1NkLAVmpGutmrjv+XEBUMwt6bXARzm1ic55yJE1lHXW5nJo8uiUkPXuAlZvASqnOw1suA00tOj+g77OYmFyhnJipBCJtsr6LgqcQPEU17YFMlZGrFDVZQi5TzFkoMPqsQzF54pe47ZExmrXNOGqZzn9LzO38BQLVqkBWk8hygTyXKPKDob86wjJDkuiBhjOG5iaGE/co486nc2TCLDP+umnq+d9yHU0ySbTPcuCTm4Q+utyAYiCuJ6Dp1tODv2NydBRVZVLvaQu3jr7t2ggz7cRZxl2AGR/MAgjrvAnwhx++j8MPPRRHHHEEzjj1ZHAlUGlvw30P/BEffzoGWZahqZSid6+e6Ne3D9ZYZSVs/qMNMGiZ/hbUArCMrJU2S2HBbaH/LdVrbXn9i+IrEMgZOi2jvPGuqL77jHFq5ToaqsnR/J8PPsNOJ5yPJ266FD/ZaB27eeCXa75LAAvaKiiXSmhuKrvz8wJiQSlwkbnoS0YWTYGmKMKy5CXkaZP1o3W+tPUjOJciuG/++cWgluoas7nMMre0LgWmihnKorL3bjviszGfYIVhK6K5uRnNzc0ol8sYN3Ys5syZjaamJqy/wYbYZNPNscmPN8PkyZNxwS/Pwiqrro5bbr8H/Zde2h0Duq2uMHQgJk+ZBlA07gLJuw+uisoZv/w1Xnn1DfznhWfQ1NSsn5cfwdZcu1SJ19qZve74twB39eavNjay4F4JL3KsMsZIGf2299kqQVy9W9cto9LAplhH3hBra6OvQ+K/Lz6G+2+5GJPGfYZ9fn4CTjn3cqQJUDL+i7o/MMyXkXjq56GNTdz4mhKQGLj8cMyYPN6+d+55LBoTyqAwddp0HHLcKWhuasLTf7nP7sMyuQWS4uD5K/fdHt+LO8Gg3Ltplvn7jVnczoJOdVjqWLLQkFbUjyj/OxyrZqMwe4ol61oQuyF4BisFBvAEyy4/AtMnT3Ahw+r6CNdu/fc/Nm757Tuo89q1jH7H350BLWzTXQU9MWtLf1Nv7OJGUp9CZ5SwoFYJlEQVnFhckYPJHEnWrkFuVtN/8xxoWwDUalDVCmSlAlmpIps3H3l7FXmb9sfN2qqozGsPpMhZe2b9bRsVnjDwkmZdWbkZq916Jz4//hgkLEfalICniZ4rlSj4VGI/LOFIm8s6U0UpBS+V9PfmJrBSyQFdM7dCkujgnhR8qlTWbSzx5lWpi6ysTORknXM9tcEKBS/rqMosMRGVE+S8DOLIJXT0ZIEEQlEkZf3JlYusTCo6IbkNPiahoytTJG0/uJRdx+sHKWAV1fueSSkHjv5pl5pSd+kuHZYfPJP7/2/FTWYc+LDWeV/KY9K0WKmnm0XBpkSg3kMI40sb9SpS9ypKepEZLbMbynWUicDMDEBjidBAI2fg5K9oL8LIbHiiAW5SgkpTF3E2SQHTwZKsU6RNEARwWQrBS8hVSYfzVymE0pGTk3IzdtjjCFx8+j5485V/Yp1Nd0GWM9RyDXCrNYVqVaJSEahWc9RqAjKXqNUE4tQoSeJ8XwisKsnBE6YjEEqOgf04pFSmQ1ZIEqZZW/MhZhegwBqG1WUmEjN3EmaA/G29YFI+q9sAeFC7sN896zgBYBZNGBLyuYOTftG2RcBWH0Ph+X89i1NOORVrrTUKRx1ykLaQK4GezWWcdMwRFpBoYObAnwYrwv4GYCMn+2AxkCdr3Xg9wKU22pXCOHivfkDR5EpJbLzmSGy81mo4+LzL8fB1F2GTtVfXm1n/OYUsr+Gqex/CXX9/EjPnzAPnHMOHDsLqI4ZhtRErYJctN8YGq68c7ptHE1pGzC3r8kRPn4fHdBRNjFn9BDL2v/XBrWZpQlm0D+QAw7wUAF6lGHr16o01R62Nhx59Srdh0zaklPjyi8/xxuuv4Y03XsPtt/0e113zOwDAdtvviCuvvQnNzaHPs25nDE3lMog07fhehICHypRvpuKRx5/Er885E81NTQDqGWh3TP9tC+9bV4oNjuWxWCFTpQNRSe+378ogFd1PFkiXLfMbBaPq0vnAMbjVSiuuv/gXePnZv2HDTbfFeb+5DaPW3sAwYLJephx8HIMbMLacodzUZOp8ALpoAHfS5Cn453Mv4Ibb70ZLczNuvvLSRhfV8P220n37mxWeR6MSn18jgNuVfRI76zbiQb8B6PbmfnvMrmFmCZDrHXJzPU4ZwuhdV6pjVhdKPyMGHeyR2GDGo/ZZ7Ke7qMVcQdhnIOwztLxZB6Hy3xVE28XFBVBzjK0vUSZwS4YZ8r/lSvvgcinqAC6XuQW2msUVzsDvGfUhJVRu2NxcBIwtBZWKFW0+mwtocAsALGGWnUXK0bLicLCU6/HdkAFpUwrGOZJyasGtXqZTMfKEcg2awFMeM8u4i/PA7Bjjsbnc8+G1hhMyjtSzuHacQLhekVS5KAiVbxgpen2+L13WzeB2l/+L0g1yfwCFQ7nongXFsrkg3xSyxhdbuvVvM7gKnW9TWdBrOnIDNPwO3QFar7P3J+ESAKQOvEPnZhleTVuyJNE5c43V0QLcxIBdnkAkZQtuNcOVIE/KEDxFzstGkJSipsrITOTkXHG0VnJcdv4x+PLT97DKqI1x5Xn746zf/QMrrbUdMg/g1moS1WqOaiVHVhMQQiKrhmmROGOQQk/wGGOagU30BEMqhiThyEx0xTyXkJI7tRkjHM8s8BVCBRLmJNGTWxNoOph661tqpiFF2MxMsv3nb9sKc3WM2N7IEOIDXB6B3RDkesFnoDBhwkScedZZ2Gbrn+Cma69EcykFlLD5b0PmzQBWRMytJzEuTA0UR0tWsj6CMsmVg5si6eHV3zB/tWikLJdKeOzaC7HP2b/FHqdehFMP3hPH7rML+vftDSkyvPXpV7jktgfw3w8/w9H77IIfrb06FrRV8Pn4Sfhs3CTc/9gzuPqev+CMQ/fBxSccWn8MC0a5nYA0Ymwbn7ObsNL+/eBRdesTywNvwhKxtzFrE09Ygv15gPewI4/FSccdjs8/+wyrr7GGm6zyBKuuviZWXX1NHHbUsajVcoz55COUm5qw2upr2rYfXlcI0PXEftHiAQDAR5+OgRACe/xs58LlvnxzUZgki7zN3yKv0VBeXG8cCNKjoNjvtgjoAuF9rzu/yAcXAGbNmIJLz9gHX0/4HBdc/SC22WEPBxL8PsADDe7d99716H2mzkYDma4BwLj87vqbccPtd6GpXMbuO++Ai887E/36dN0tiIwW9oKVQhycKvhtfeaVA4SGDS0E4osIcOP1fMDLbJ0Bp76MmWTLFiYCjNwXqN4Husz1lyRfVki8Ni2hmJcbGN5zMgCagC5Uff/n1o/8dKMAasF6Ddp5vL/gGB3IlGk5FW5+FymOAtUB9PKE5MjGB5dLEQaZksIBXJMTFyIPJMrW0C8cuIVSJu+tjpbsUgM5BRtPvABKHrgF9NyHE9A1EZSTEgcXlBuXW+Y2aSp5vzUw5YkGurRumBnAs6SbuZVNKMyYywVvgG0MdgnUuvEo+vizgYiJj5+ta+GRVFk59Yrvxx2zuHEp6vf8flO3l/rtukt3WZzSDXJ/AEWzt9Q3OfBCElQnPxM66AJZMZUAU8SWKScPFc6CCanT/SiRQ2WZsWYqa9kkHxWVC0jhLJwEcH25Mv3laQJeLmnJclMZvGz+tvQAmluApmaocjNUWoZo7qmTqPMSZKIZ2ixtsVIZknFmKJt8t6kFtm15GZngyCVHLhmuu+govPrCoxg4ZCS+/ORN9F92BVx22k+x8jrbYa1N98eoTQ9BngNZTaLSlqFWE8hqOfJMQHi5f6nwJEGS6jQPWqrMwROOJOHIuURqetpaTSATEgnnEIkGxEo5abPvR63rdOeeJMavj7JTJF0LqGDBK3NjGoeWs5NMmSTtCRdBG6GJArUfNwF2UlHAtC9l8g8qiWq1gpNPOgnLDhiAGy67GD1SDkZ5aX0gayZ1XObOp9YYWyhqsouK7Pvd5pa5jZldqnN6JVk8OtJNJqkyDez2pplAMGY/DAC4Qu8eTXjk6vMx+vY/4doHHsaNf3oUA/r1xeTpM5ELgZWWH4x/3HgJNt9wnbrRVeQ5TvvdzXjw6X9rkGukyfUvcGKlyf7EorNCk1LJ0oCZlWZiW+Qb6YNcCR5Y4YsAbpFcWZ92OHEGgHU31LnHx40bh1VXH1VoeJPg4KUUo9b7kb5HhkH290mTbrqdwYTKgEoGAjd0L4oBijDGpqamJsukWYaMuWsnUGcZMP86Q4oZKJho+emEAvDLmIsOy/R/YVohs8AHuvAAMOCt7x+3a8oNDoUxH7yGy849EGlawvX3v4iVV19bp1BhReNEGKiHwwAH5SmAvLZFfQKXojDqa0eFQeG/77yHG++4Gyf/4gic8osj0atnT3N5BrwZNjYIPmWl92ZcUdJNrplZzwBdil4QRi9Wwb4d87mIpYvXq/sS06aUsEBVtz9zDZAGaJpzVjDnpQcAraCQ1hgGSE3aMmavC0ofRoGuGxThCYA2HEqlTKA06vOE/e7ZLOreg+KLQl0zJKBL/uv0m/Ztg0vZtk3PzbTxgqPWGV2YliZTOyWDbMJyY7x3wQ1TUbMgl0vN1KZ5xbq/cGGAbl4Fy2oumrIQ2kUrNxGUa9r/1ge6MXMbAFwjMyZzowW5nPxqmfG75eAtTQCAco8mMAEkJSdN5qXUSpM5BZUyIBdGxgzGXdCpknYB06RB6mTK9Ne4xfjSZBp/wo+TKROZQDLlEPByok+c64aRLSty4fAMpVIaObtC6LLhgV733Bed4e0GuN1lSZZukPsDK75UGXCDgx8ZN/Bps9LPAhZXSg1qlQwsmpQCyAe30mTitn6rHsC152I6ZNtZJ7oDZ6UUrFzWPrjlJqhSWUdLLjdDpM1BrlDBU2RJk/MJUZqfzlQJuUq0PFkmqIkU7VlqgkrpiMkzZ0xDn34DcfCpt2L85+/ikbvOAQBM+Ow1fPXh85g+ZRw2+9mFyHKhUwUJdz0UTTmWHlHwqSTlUFIhNXVJwtHWxvD7vy9EtarMnNgN31IxHbCam6jH1OmbEMgSAJOA5EE2geC5diZXJCky+eJxK0t2jA0F6yCmPwza4fLb0iTXl4TShBcAbrvjTowbPwFP/vUB9O7ZEkgGY4DrjWohwFUek0tGl1iaTL62gTy5AOAWTT6L8gTKHNUPntfStGCya4CwyfXcq7kJV596JM4+ZC/c/di/0FqpYoVBy2LVFZfH5uuvBc5dMBjzgMwhE4xcfjAebmvXp824mxy6hxnIlP0gH51JBgmwAvCkxxTIBoWT99D/NgS4wX59X9QCUBdERTXbfjtVBxETUtltAQeC/f3JuhsBwERo1ZNuAFLi66kzIVT9xLcRqA1YPQALW1sBAGnaeLiyMtIuFOpPpf4RTN7tOlGAHsqd69iukKXV28ACXbsPwILdovU7suUAwMxvJ+H+3/8aLz3zF6y57o9x4TV/Rv9lBloZOR2nQ5lyzODGAFcIzJo8Dko2DjYFhO2L1mttbcNp54/Ghuutg3NPOSHIS1+8j4gv91hbAGF7CBhdYd8FC3QbAFvbrnxmd3FBsF+ktEDXBqtT7i3wwa7P6lrjm8WC0jQ5DWT9oHbKGEtIuqwIHIscsyaPN8/I4dK43fuMLhl84mBUnakd4nVihjdmgf35ilIMSYHbTSxLTpgMAkrpd0wglVkAcMkw4wNcArWQnlJIkuGUPk7FRiyulSp7ijV7jZzZj35kDsTq5Z5rU+IztSa4lMow5fJfganM88HlwX7JmM7SBIxArYmirOuMDy7nDuCSD26SWIYWZjmlqiNjL6njnKLIZ3TNeGHHpbpeIqz3pMlk6JDK9ZFBbAGwwn5Mr9dhU6tvJ7zLdqfu0l26VLpB7g+0WF9LGhgK5Mx+hMwAJACeJ7/ni0vAVin9Vzj2Vls3pZXxhAOAHrCtNJnpjpqXUt0Zl0ra2lhuBkplqLQJstQEmZYhSs2QPA38bXNeglCpCV6gQW5NliCk9rvNZIJanqA9SzD+q8/x+B+vQp4LbH/ABXj4jrNw5elb4biL/4XR987ArBmTcO/lu6HaPh/jP3kOG+/0a+S5tAxunhGIl5CePFsPZgkYl0gSDqUUeKKvjxt6RkqGT8ZlSEua3dXwTAMolShQiBZAAYmJe8QYuFRgiW/hDCeuXbFU0jo0riUm6FQRc8PgJMpkk7Ug2As0EzCy8ILPKIWPPvoEW2z6I4xabRUUMUwW4Nrfso7BDdhZn731ZcjWP02G/rd1YLeRSTjiCZSCnP0tNVR7rsqwKmAcjkoHBi7VB+cfvk/kU1swafSOP37KNIwYOsgGjKkPRsNA7G3A4nbyoGNw6jO0dr/mGvzJrAO4rHgfDQAuTcd59HyVYpBS4qknHsGNV/8Gw0esjG133B3Sy+PpT3qFKmaG3f2gI+v/F7bVTNasxvcjBrZ+efWN/2KtNddAS3Nz4fKiibvvm2tZJ3ofG5wHrceVa+n+hN4CXU+mbIGrB5L9dYN9eOsDsBLmosKh8NoLj+CaC49Ej569cdqFt2H73Q9FmrhnEqcWomMFjBkcwI3ffx/4Zq3zO4E+KHw+l159A2bMnIk/3/n7OoDrGzF839qA+dQnbd83y2h6QBUGUBYytrFsGQV9x+KUov4HCALOueuR4Ttq+sogCrMHzBWYBbo633YUvd1KmQno6ntfa52vtw9YZD/asvSMBY0jxseAtyjisnsXQJ7DddvE6YL0bSr+rd8JaY34RUoDkiEzqCAYH0VPtgDXH0f8IqX7kIrNm99Q7JGiAJRJSRu5eaKgpAO4PE0KGVz6JCXX5mtffIjUMLtuXW59a+1f5vng+gA3Taw0uQ7gcvqe2oCdX06ehtc++RK9evTANpush779mwODa8zWhgHNfH9cB1wDgOuxuLqdh+OIisCtN+UMH0snaYeKjH3dbG53WVJl8SMTdJf/80K+K0UWed9fKPAxioEEYEGrZXCNbDmQKdtAUw0SlfsWSc61xTFNdFTAchloagaamiFLzZDlZg1ykybkSROypBlZ0oSMNyHnZRsxOVMl1FQJVVFGVZRQESmqufmIBO1VhdHHb46P3/4Xxrz3PO6+/CDseeyd6D9wBN5/7TEo3htJeRlwXkJWbcMKq2+vpcVVLVPWQJfArk7yrn/nyKqZ/Z5nAiLXkuY80z68eSZQThSuO60vSgmlHlKQUkEqk29Xammsj898YKv/xoN+g2dNDC0zMbuYZolpUqCt3yHApb8pE4bJDVMtUERKawk3QNd+V8oG9Jgy9VsMHTzIA6/+x29fypMpG1ALUg4IB3CtZNkB3NB/3H1vKFGmthwv80EzS9C85f5AUgraPvPOr+7h0D7o3bGKCDMhiyZQ4yZPxUrLDw4ALlnFtfXclymz4CE3ylnogCwP/3oANljfW160L98aX1R81lV6kxUJhlmzZ+PoQ/fGr88+EWutuyFuuushpKUyBLgGtGaiIxQPIm5q634YgdOv08COY9URy4EV3IOiEtwHc57vvP8hNt90Y7tOh9F9laqbaDcq3O9Xo8k69b1AOHF3Uc9pmXds7x3Wk/rQh57WtxLmBqCeKYkH77gUl51zAH60xc6487Ex2GmvIwzAhdsPGbLgvsP7zgwP48CuJ1P2gC/nDMuuvLa+toL3v1F56bU3cP9f/oYLzjodKw4bVtw2ved0Ejc+AAEAAElEQVQeg65A5VC3zHtviH2yF+8m7A33HRyX2+26VIpAcoP+wy2n/iQ0BLptZdhfAo37Vv83zHPgHANXXss8o/B5+scK66g9OMOGPTevrXRUB9S3U7ueH/Cw4GMVRUxagBswtz7AtWOUdD64QYCpTANfJQOVUZHRkQylwVxHeEC3wIjKOLcpf/xUPzxxUZGTcoqkrP+mTfpD9Wmf3ljx1oeQ9OoVzJX8dm3rojmUBbhGHUefRgBX16U4+dq7ceJVd+Cwi6/Hirsegese+Ltld20Eb3gsrnmnrGIoNobW9xjW2OeAL4K/9L1uvFoCdqbu0l2WROlmcn8AJeESUkEHX/AmL75U2Q4KFqBIOwACCCbpAEKg63X4MssD/1tRrXn+KcoOBFQYZ2AJ9/xLtC9u0qMFvEcLeEsL0Kx9cUVLL8hyD4i0GSItI0+aUCn1Qu5FSpbKsLYqQS5daPpqniIXDLnkqOYM1YxhQSvDSqO2wcQv3sCRv34eD167H2694CdYfuUt8M6L92DqxDGYMvY1rUoVGZYasBHGf/IO+vQfiUpb1ciU9bVmXlokuq60VAJPtW9MkuiAEKmQxjc3QZYqtDRx5JlELpi29Cqu2Rhv8EoSuvUMUiotf6b7x5hVGLlYEg0mtwwmrQKQcud366eUilncMs/qrOIJRP1E1oDaeGJEE6Fvvv0Wyw/aybET/uBcF0VZW90tg0vpgArkyf7kjtqjBb8kMY4lyv76fnuWLJQsm4knS8ueVE1AMV/KSRPc6Lo8hpdxJyK1MkN6IIxj6nezsPrIFaGSkt4H6ifUMimZyUQU+dj77W/r/w7XCy3pMAxoHASHAk35YDCwwkeTlvi8hff98Yf/gnffeh033/soNtr0JwCAXDowR1NKywgrI68On5CGLMoZ5oS55wnnZhsFDmLq4LW1BsGCzDk3NzVBCGFZpEUtdtLusbkuOqyTLWtjjVkGpn0NmbTPgcFsY3x0ncy7sY8u4PoKGYAFw6oXzAaf+vvt+NPtl+LQE0bjgKPP030IlO07kg5ARV2gOabApKzrB3xXBS6Vdj+JgRzgWEP7Wz/7efMX4MxfX4ItNt0Yhx6wj1sOx2bH28DchWD/SFzbZrqvseBXeUGXOOCUHIDNMG4MXbptGN9dZrb1pNGOPQZsQCilnJ9tVzWS9lyZM5SRKsSem388//guIBXTG0Ip7bvLmDJAhINDQIHcBbjtY3lCfvoK8K6TmXts7zkxu/DGGvsMIxUKHGsbSJC9dyZ+T/SfxiiGlvmuV1Zd5LVN8r/1g0rZWCPE5HrsLRlTY8NAIatLyjXjhyurNZsbN5jvSGVkx8q6MDEuLeDlNjAUs6A2ZHS5lpCXU/CWHkjKKYCyGVe8tEEmcBRLKIVQYlMFEdhFkoCVyy54JwFc77syAFfxBEOWG4Dmz8bh2H13wX8//hz/fvtDnHrkwdYXV/CSNsCa/OoudZD5DZM2iIyTCI2YQjFrrBTK+eJKqZ+gsL65XqApOHZXs7ohOO6ocAbt1tJNvXWXJVi6Qe4PoKQG5MaMHSVGL4qOqzt8VdfJF01U4qII+Ho+uM4Pt35bK7sx/rgsNcER0pLOh1sqQ5XKkCbXrUjLELyMPClbgJvbNEAJajKFkInLs6Y4aoIjyxkywVDLGSo1hraKwvYHXYHrzxiFd1/6A35+3gv463V7Yfwnz6DvMith7ncTUCr3gJQCP9rpOjz7wF4AgN2O+xxZtaaZV6Ul2Fm1pq9dKjs4AUCKUnCtkrmJi/XdUcp22EwqIFTl6e0MTouZWj9IIrG0RcVfxr11Cfi6oDKeZbxBgJmi4DJxLlZffrxg4UIsWNiKoYOWdedTwDDY7X2JciOAK6Xzl9I3Xu9XFADbeNJib6pyNyRYLo1q2ZMukkyNk/8bC46rDx4xOl3QRCnGsNaqI/HB52NDdskvZDX3AW3Bvq0/VMDa1u/Pj1RKPnCF59YBwC1c1/PBpX0DwPCVdVqlv/3pbiRJGWtv+GMkxvIfgBUvd6y/X0BPbIXZNzfsgI7KHW6v74GOsqxZBpcyho7ng96FC1vx3cxZ6NGjxyIDXJIsx9vZ/pOFDERcp2WckZyTwDGD9dE1iMVJl0HPjNpgBHaVb+iqv6aH7r0SP93tUBx4zC89JtjcWzJQWQjkXY/33Zo3lPfbN3x5/QC1VRbBcFpeJHu984E/Yc68ebjmNxdpf/aoFIFdIAS8vpTZHsvKdF070O0ChpkiWTCzQNeuUyBddj65zO0TMADaHTdwBizST9ZdYH1nH/vpWreHRuvRuXsSY0ADe3vv6Ny9AF1kq9HX6d1rFQZlU8z1hWFqITeA+YajoojLfn2cVsjfBxU/dggtIzY3bqPufkTtkdqsZW41exuof5S/XEUGU88oI41rFvnjenOc2JivpCoAsU6WTMv0X9fHWz9a8x1JLFlmXtAp7oCtCTBlfXDTUpgLlyfW/zYAuEwbe68+/Wj06tkTNz74GJRSWGPkcAtwacJBDC4BXdczGAmz32NELi6xwVR667h8t+i00DpFecHjV826dHQD3e6yhEo3yP0BlIRLcOWYk0CSCgdkQpBSICXrQFpWVHSHL618pyjQFEtcEAWe6I5aB5sqgRmfXJLPqCSFMEA3T8ra/9YAXMp1K2SCXKYQSrO2lEycAG4146hmQKWqUKlI9OgzDBvveAZef/parLHxodj92Efx1nPXYcInT2PBnEkYuvIOWO1HZ6PaNt+ed9v8hchNNGWZCygDdMNrc70oVwkSa9XVg5rIBaQwnbzUkmSewP1WCkzBWjH94FJ1wNZjcf1iYlTp8zFMUcK1TNmPpEzsTQxwE1YMcEOQa5hXz/82TpTCzYVJWb9MbxMCXO5Z2X0fXCgZgVgP9OoDFABcD6TahinDEdG/UcE6/m/vGL6/XHzTCYD6PrlUbx5EDDw332BtnHvVLZjfVkHvXr0KpZExwK33gYq2aQDYOvKlc5dK8KZ+Xz7o7WwftN5mW26PC377e9x/1w047tBdMHjoMGy3097Y5+fHYpkBy9WBYh8w+8clMEhg15/KxuflR1l2YJcAjQtE9NeHH0VbezsO3HfvDq+nK6UI2AKom7z7oNZ4eYZAF2G6IB/oArB5dGNfXHs8FqYlsvcDOpr3zOlTsNYGW7i+IQKKjYweHcmf/f3Yv5GcNf7eKGja/AULcO+DD2H/PXfH0MGDCtdx+4iMCP6yKNhUkBPXB6UWsEn7buntdDCqDoGuEsG2jol1BjJ73EUFulS8gFR+CQEsMdTStHUTN8D65ML1QaaPVtHvhvu2oDapPyZLCoBu5F9rnotvxPGfWVxfxOL6bc83ytP69Z8wECKdr5VnB8ZY5dRA1GZJSWQY20AtFD8bJZ1CrSDYFAcgpPutpCc3BmwgKd/Plphaty9izk1gqQjcUrogTsCW2Fw/ijIxuJw5WTLjDuAyjgXtVfTq2QOKMfTt2xfXnnsiDt9rJ3z01USMHD7custotjZMGWQVQ4yBAhbap6G4A7HKBZtyLC0toybpvkeZJqnJLlIJXs1Fs2V2l+7SYem2l/wASspNeiAukDKJ1IuWmzDPz5JSw5h8pD7w6AzgMkbBD5iVcLLQoUz/oY6fOmHvOy+n4OXUdc7cWRzJN1FxF6ZeMgvRtfzFBJbSKYE0wM0FQya4ZXAdwFVorwhUqwIb/fQM9Oi9DJ7906kQqoR1tjoTuxz9LPY94ytsvNMtqLQtwEf/uRAA0LPPCFTb2pG1V5C1VyCyrA7gAoDOjaf9coXx3SXfZCG0xbe9InDuDTNQqZrJkAHCskEPrrGTu6c2000EcBvlifPZGs3oe5Jln73104TEDC4I1Errb0uTBP3d8081nx7NTWgqlzFn7ty6ZX4uXCaFkylHAJdFAJf5f4ll7QzgdoU9iZnfPEP11YeBvBYC3bqH4/nLUiRKPzolQpbJ+noxju033wRSKfz16RdsSgY/eAf5PunfNLlwdfb0498RmC6aPMaAJs49625Nx+xtUB+BVQWGXff6OR584i3ceO+T2GCTrfHIX+/BgbtshIf/fA+ynEHIJPC9FUbCRh83IXJBqZTS6bM+nzQbQiGa5nLL7NYFRDHXJYTA3Q/8EbvutAMGD1qu4X0rAvRxeqQ6oEhn4q/n+eb6AZx4tNxfjwddKG0Lx5NYOXF4Hr6/rt03U6hWdSTp5uYe9jxpOUVZj48bHlsVX5sKQYUPcJWUmD3u48JYDP66VM656LcQQuD4Iw8tXL9RKYI6gDMS6e+mbcB1nnH7oJtQ56PrKTXcMrcP+h346MZKCh71AYtYCnPw1iEA36iggnrHVqrAtYSekQZ0oW91vK/AJSUyaNSt28gw0qC+qBQBXH8/9Uo0WVBX0Pd5htLgntAYJASQZ2AiA2Tuxq2oFKvTfNDKgpQ/Sdn42pYSD+A6djbcjwG9eQ0zfnc2mMxsLlxeSl0u3BjgpiVDFJQcYZCmoQ8uIxZXt9NXP/kKA3c+Avf/8yVnrGUMa622Cg7abSdsuO5awdhk2VvGgr7VsrEekyvjpxGlDbL3EmFu3DjHbmib7vj96Sy7RHfpLkuidDO5P4DSlGRQXHfkfpTclOUW3HIlkYgMJVE1ARlMMAbKEadUOJD5A7mhElmiQwDzslmHcyRKgVsfFSOTiuQ6SUuz7rBLJZsXV0uVS87KmCR1kxHJEuNzq1MDkY8H5b3NDcjNJUNblaNS1QC3tU2ivSKwYF4VQkgIkWKz3a7GM/cfiA9evhcrrLYXsmqmP7UavnzndrTO+xrNPZcHY6VCUFtUyDdHpAmSUglKSvAkQYoUkknkAGbOziBYCpt/tWBCbW6lvndM3z/NyDLL4tpjKhfzVUdMhmVt04Ry3yqUEg1mU+5kyinPLbhNTI7BFFldUKnE5LANmJrIau6X1rY2JEmC1taFHuPrJhbcAFqdV5cmGfURlJkwuYiJwSXQS3Vmf4WRlP1zK9I1SQVwLT91zIlmc1X7QrO9kfWRv1yR5sk7nyDfrS8lNgBXGYv40CGDscs2m+P2Pz+CQw/YB4yndfdS8lIA2GhfYWqhcBlQD3z1vVdBM/PZXaki2ZmKfH198FAgX6bv5GslzXp0Huts9BOsvdHWOOb0S3H7tRfgmktPxzP/+AvOHH0Tho8cFdxC77aBBI7caimd724lU4AiH0KAM2JsuZY0M4AZRonYJyiJG2+9DZOnfINbbrpBB/aKH2XB/bTLCiZYdiJt2Fz/N+UEpXOE/51pDwWlwhy6DJrdSpiuspGXQewtQwLt6gCmII0vNaM6OAUIXUdWbQMANLe0GICglxPArfO3ZSoAuEXXbD+B60LUfmvVOoDAmB8h2JV//+d1HH/koVh+yODCe79IxZeWkv8tnZsiY6wECbUtO2mk5BTYjynNxkqzDlgCkNycZL2KeSxp4q6XWF06F/JPBhY/n4kixrYg4rKVNBvW2WeVzbX425jY3pC1qunLHSOst3P+uY4N9pYzisKs7Hp+WiEqMWtrf3v1FG25qHRmWArWJcBaoEhjMAZWu44C5VynsYdlNYCALuVazzP9PctsysQ48CO4ji+ibAogctmSVslVeL5mu/p6b67UPg9JUwlJKXWEgvHB1XOmKLgU+d9yE1QqSQzQTY2lTANclZSgeII7Hn8OAPDbex7Cz/fa1RppJZELSUnfdc/31pINhsUVSC241extfTBBmqeR8dL64nqsrjBMru+La7+rRfPFJRZXGwddXXfpLkuidDO5P4CSMoGUCZRYrhldCPM31x+ZI5U1JCp3AFdFbC4Nxv6gzJxOlnmdLhivk9HoyIHuw8upDjDVVHYA17NEOgdSF7gjtDDLukGOOkJJQQyk6TglkAsgFwq1TJkUQAK1mkClPUN7axUDlt8Kw0ftg3efH43Z0yeisrAdlYVtqLa2o7mHnmwNGLwNqpUZi3z//aTwSkkopX15m0vA3RcPQXMTK7QGA6Zj9kgDW9eJ2yexOwlX2u3GRFImwFsURTkGuBwFUZM9PyUt/fKY1kIuReGSa28GA7DXjtu6SYT5EHNrg4FYcCsCgAubrzD3mFwP4NrRLwK4tNw+jJDZaPzQzD7SEpp/epiOrtzZNvEzoHVjgGtXcN3jUfvvhbETv8aHn32l2SCfzTUpHToDuItbGgHcOkYsssJT9GTAAVn7PQa4ESPbq/fSOPOiW3D9vc9hwfy5OGbfH+PO6y9EW3vF7ldb8unRMjfR8Sz8nAPrjuyvfdztOl4kZp/RhZPUXXnNdbjuxptw2iknY9SotQLmPGZ8F6fUMbu+D6H3PfhrWN1CoAkXTdlfX/8tOE6k7qD9VdsXAgCamlu8/iQEuEXz8K4yb0EQKTK3cY5lVt8QjNdP4uOyYOFCVKoV9OnTW++jC+3aRiL3Pm5ZyML6RlK7fsTq+uv5766fysu2j4DV9XznPSbM3Rxf1eGNb/RpVIqWdXRfCmb+AfsZy3ihU1LpZ1Qsi7YGzUj+a5dTmyyUqHcMSL9P6SjSeXzNADpGRYHbiwwBrvS+Kx1AMzZQUPpDYmxZ4gJB+Qyu/l5yQaPMx5dluSBVJkBVSwsGjL4DSY+ebm5VKlkVHLGxjHEnUab2FkSldEbWUHHEMK9V52r/ZsYs5EIFANcSDNzJlGXUX0paB57iJvouIgaXxpFQtkyPg1mAu7glnjvF9d2lu3zf0g1yfwAlgQdsmUDKclenDMCVGuwSwOUiD2SjnUqWvY7T+oMYGU1iQCyBWv/Dvb+BHy510F4Sdka57EwqAB9YUVHQUfl00CntC5MLhjwH8hwQQtlPVsuRVXNU26pom9+O1X50DpKkGW8/cwpmTxuLysJW5NUaevQegTybD8ZTZNU5EKK6yM9ACu27q/1vZQBqGwNcFnznnAUyxDo3UiIOmBvTOIfzt/X8cOsBrqgDuP5k2wJcUORUEQbu8I0P3ueVN97CvX99FBeedixWHKJTCFk5vAWyBtxKH+iGUZJ9eTKLAWw0OSm8KVIVA1xVsM2iFm8CjGiCXfQ9nhgrxjBi2PIAgFlz54LklIq59EE2LYM/QfcBLz0pX1ZJh+vk+mLpmD8BARDUAS41UAB6I7DrA1xrtTfGJ6XcPkZtsDlu+9ubOOTY8/G3B27E0XttgHdef6EOSPtAl4rv56oUg4gCnTigm3jSZYb5Cxbi1tvvwMknnYRTTjklvH8xsI8AUsMm4E+oo+/0OwjqFLGjRUC30X5tmiEfBLMiCbPy581gDKhV9US2paWndzx3DD+FEY/Of1EKAdxGfrfhe+Lu9ZP/+jfyXGDHbbeuZ88LwGwj//KidQJJZd27FMqNnbw5kjXTew733tE7HPQBBRLmWMZcd/4+4G0Afjvzpw9XLjDy1a0TPVvlAGpsSC763mj5/0VplDe7q6VL5xffM5r3UG5c81Ei10AXBG7JXYtrKbEHXgns0kcb843c2Hwow4QlAez2bj4FIIiW7Ny6eFDvcub6wNZrT0ambN1pEq2WO2bvXext4KWSl7aOe0DXlym7dEHfTP0Wd991N778aqzrf8nA6BlGA2MlgdgA2ML2935ZUn653Qxud1nSpVuu/AMoZVYBKKqv9Z1UFtz67C3Pa7DRBoUGuUyIEOxK6RjcJAGkggI0QKXgCkkCJYReHsuFos6ZN5WtzMb+LZedv4iJpMtEjoRVoXgCzjVAB4O1EGYyQS1PUMmMXFnogFO1XMuUqzWFWk2iVpPIc52rNqvlqLRVUW2roH2hxCrrj8YX716Ed/99GIavfgIGDN0ezT1M8BPTq1bbp6NHrxUW6RkoqSC8tAJxwni/cKbTiHCScyfMxTNKKGUQq+uwNXMLlFInTaa/5VRaH9yUSZST3PrfpiRNjuTrXAqksubArdTg1k8PQvekEZC69o778aN11sTRe++CJK+6iYbvV+v53dr6OD2QD3pjBhcI/W7jVEFdZW+7Umiiyn1gSx8W1YcT3TpwCzMJ5wl69tSgY96CNgieugl1g2In6XDH8L93BGz9FEF2u3hSEgE6+k3SM7/O/laOv3H+tY55pajJgZ+VAtK0GQcdcz622H5f3HDpSTjvuF3x090OxQnnXI2evfpodTiDSYdj4reSDFfROTAoxZHDMFMGqMVpkhgUxnz+BQDgpzvsBAEjTWUumFhHJX4mjaLJUiCpaGUjL2Y22JRU3EmQ4c5Xpxcy8lgo+0wcuKBnpJyM2Zwb8yaM8JguCYZqxfjktrQgoTGBwfQFDuCGANr58Te8L7Y9KgAukBNFNKbrD8CtH9zMtNtHnngaP954IwwaNKjufn8fRkdHS6bzp/aLQJ7MosBH1JZJ6q5vN4NSbl1Isx86tyIJM2D7N4psrKXCdG70pYt9U5HxrIuzdxdkK3xOQWM174lN71QkWzbnoa9d97O27/EiLSOKPk5tuaNiRNZdup5G0eGpj9OPTLdL/W6Zet8o0bUDWaCr8sywu0obopMELNX5oJUNLqXAUmGyTLigkwCKJcucgzGXlYGKznvLwZq0DxhvKoMJZvPfWtmyUcHRnMr53vrBO/VvP00QksSmp9thy01w4/mnYMqMWVBJ2UZRJvWL5Kn7zjgE0+PUpCnf4ID9D8D06dOw3L334s+PPoull1m243RBnuFTKQQphAj40tjhA1ySKquwuYb3LArIR7fbBePrBrvdZcmVbib3B1ASCCNJzqws2bG3mQa4MgcXhskVNQdwZW6log0jDPqBEzygaq2UJvgBL2t/W97cDNZUBm9uAm9uAmtqBm9q1j4kpbKOAEgf45NLkhrfEm/zsVHQKen8cbNcf3KhGdxaplDLNMDNMoGsmkMKaaIcS+RZjrxaQ59+a2LdLe9BvwEbY+xHV+K9F3+OSZ/fBcZLWGrZHwHQIHdRCwVdkUpCdWEyYzETMywucyxuknhMLXPgNk2U/fgAV/+VSLgLOhYDXD/4mJ9bkIABAVzmg9IgBYOq/0iBCVOmYosN1kZKE+eIrSU9apweqLC9xQDXr4/rigBLo/teNNGJZXsR4+ID3CDgVCRptNvGLI7HJAHAG+99BABYdeWVAqa20QcIJ/0+wAWKWeRw/RDg+oxsw+Op8NgqnrgAti4GuM5iT9+9R2mOMXiFVXDFHc/itAtvw6svPIrj9tsIX3z6Xpct9gFTQOcHJ12mT9++/QEA7777HmyAKo/p7YghLCoxq+WzsvTbZ0SDVD2eHNn+9gAmB+okzIh+dyRjDpotFKrtGuS2tLTYdfzrKAp+1VnpqB023iaS7UJLld94+13suuNPg2VFRhe7n0gy2ejj7ydmd+v3RYDVY3DttrEkmQfvezGzG21j9h2fX2Awi0u0rEixUbjNIhYXKbs46FTd9yJ/1yVQSJXAv+f+FtuNIzYexLJzYkoNOxrkp6VUQP48qJy69IgkNfY/SQJeLmkpsr8upQYiJpdHAJfmW955OMIg9SNOGv/bEODS2KV4AsYTHLb3rvjlCUfWAVy/vfoyZck47r33PixYuAA777obpk37FmM+/RjC73MjFld5QNaXI9cB3Fh8VTSke0KtwsdYQAR0l+6yJEs3k/sDKKky0QFhJjKGzU1EzfpCcmH8cD1wS4F9mMg8dk0Z/5TYfKZlL7YPsdY07uqMrIdR4ATqkEtl1yFT7rZSWQPctKQDI6QpVFKCTMsQicuRK0TiorFKjkxwVDNicR3AzTKFalWiWhWotGWoVnNU29rw0as3YtbUdzF/9jjktfno0WtF9Oy7ClZZ79cYOvIgTBn7IGZOfRFDVtofPfuMBGMJWueNRb8BGy3ycwgkykqhvapw+K++hkrKSL10uuTb4/4STmJmvCI218iRuZ7YWqBrUgQRwOVMIeFOmkzBpjoHuNLzw3W/g6ib8SQn8vXq27MH5i1YoEEtre+zv0qFvrd2mQdwVTjh8m6if3P13zhVUNH3osILrPqMAXmGynP36/fHDvYxwOV1ADeYHEWsrJssuwnr3596FquvMhKrrzISnYU1q5uYNwAWwXoETg2TYc+jE1DrFz+Pof/XlybTdjHAdb674fkArivRx2PYfo8jsfZGW+N3v/w5Tj/8Jzj2zCvxs/2OQZpyJNGkV0rgnS/nBddk6CXNIylYgwEtX2mV1bD3Pvvh+uuuxo4774r+/ftbNoqKz4wuTiHGqqOUKRSMqo751QSt/W5Tq1iKFsG+CVhwxlxkdo/p9i9DmnEgTVPTl9C27vyCiM8esI6LH1BMmX+AZv1oG8UYICW++/w9c3v9thsCzdfffg9CCGz5400DgOuv01mJwbA7D297y0RSBbd1msHkgA3ABAQBsijgk+F5LXvuscNQJtgTgDivrq4z+7UBsFxKK+fH3/h66+5FDNgXo90qKTB7zJvaGBvtP8612+i9CNaL2n2j0hVmd0kVktuCmbZqDEk6/VExuwopTP+uHLA1jLDNRcuN4UQILyUYB7knwXNPsixuke+zn5nCEP7MBKNiMsO8G8/RczGSJTN9PiGwTWxclCBVUJLq74w7gEsSZK+eJMoxwPUDTfky5SwTeOnFF9HW2oqnn/wHzjzvImy+5XYQCA2glpggEEuA1qsD3NgRPDfvd8ziLkqxKdm6mdzusgRLN5P7AyipqBkWN9PfRQ2JzDSLKzIkeRVc6lD5PK/qiMp5rgFvXgXLcx1ZkD5BcJ+ox/F8Q2y0ZPqUy2BNZbByk2ZuzQdNzUBTE9DcQ3+aWqBKZchyM1S5GbLcDFlqRp42I0+akSVNyHgTMlVGptIgXRCxuNUaUK0p+2mvCNQqOtBUtZqj0lZD28KFGPv+3Zj17TsYMHgbDB15MJp7Dsa0SY9h8lcPoGeflbDq+hfgR9s/gmGrHQ3OUywzZDtM/uoBTJ/8T9RFVlzEwhmw9FKph4dcwAnyv00SzeImCUVUdmxuwumjkCYO4Pp/E65BbcqlTiHVCOBCFgBcWQ9wfZ9ZG2XZ246GM7PuysOGYOzEybq9EIurvCiWsQyZfGRjgNuIxfWLr2myoLfgGRUFT7O/WTgB4QlYSy8366BtaHLgTRh8gOt8+YokyiEDvGBhK5558VXss+uOHbaXwgA6HsDtCLRahtLIlP1lNBmJLe9+ACjhM6JRMCm/XtZZ8D1wrNw50qOJcyTSZ+Dg4bjyrn9jxz2Pws1XnIYTD/wx3n7tOQjjB+cD7KaUB5Mk/xxpXT8YlQLDGWefBykVbrj+Gu9ecMcwLqL/X8ziBnUFeT2pPngSUbohWtdndOP9BdGPEbK6/nL6LDdY+35P+OqTeqaZAC8dg4XnZNuhbwiJ2NY4ZROtw0pNhUy533b/88abWH7IYKywwvK2zl+nqBQZZzpbXszsFvnrmmUdpBuqZ389Rtf+dt9jn13f5zdmdztipU1D6NpsvYP75weP4qVywfJi1lb38eHvom3iZQ3PoyvrdBBkqrPSJSDtGSxdnfltl5EvbBoCS2JxKRgUMbbE2pZDNpeCctpPkP4nCVhfXZ8iWWppsDS1ANcuI8KA6cBTRDjUAVxfEecBXPoQwJXcRUtWzP/OAoArwfHa6//F119PAgCccc6vceiRJ+jYCDSGBGMD9duufw19c73npcJn1pmNu/5R+n1p54++u3SXxS3dTO4PoJSzVsCkX7GgQkkkouYF+9HMLcsqLjWLFHo7Lz8pKKpgnmvZrVRQIg97HBoUAC2jIYsjdb5pyYWzT0tQTT2gjK+I4qnrhHkCyQ17y0uolHtrcIsyqrIJNVlCa96EWp4gExyVPEGlxlCpaoBbyxQqFYlKRWD+vAqqlRzV9hoqbVW0L2zHwjkVjFznXHz+zoUoNS2NwcP3BgAsmPsFsuocezml8lL2+4hRp4KBYeyHv8Oc6W9gpbXPCJZ3tTDG0FRmuObswTju8hnIvQTxScLAEwNsE2bZ2iQB0oTp25boT1NJ2uBSaaLAGFBOpE4ZRICWS5S588FNmOd/6zG4qaxZiTIxuDbStg0WpQNF2esoAp4eU7vKCoPx4NP/Bs9r9Yysjdgtwv3468X+tf4x/EBTMVAGGmuYqE0CjsH1wa0/2Sk1oWnzvVF56c9Qhs1VxodJJWFgDrst4IHYEJT6k16atD7571dRqVax5847NGRkgwHfn2jDAYZGRRl/VXseqPe/VWBWYhZva7crYG9tcCdvUhKDW3o89VZ785gQ/qbL4aVmHH/uDdh6pwNx9/Xn4JfH74beffph/U1+gh9tujU22fwnGLr8MKw1ojfe/nIehNTpdmCYXChAMu1R6V8Pg8JS/QfipFPPwBW/vRj7HXgo1lh9NShQOhOTaiZidv1SxFRZlrZowm7Ox19HgQHM+ekCJg2QuW+Br655RpRqKPDXjdbVh6Pn5opUwLDhK2PYiFXwn+cfwxZbO6MKAefEk0/H1xGflzIMqL4Obs9Hty7oZUxPwpdZaU1M+/IjPaagHsDmUuKfz7+IbbbcQu+rQIVQVBZVjqpAjKNhyGDiSVCwJRq3lLL3sM5flzFr4LR4SLk6phigNJOnt9HPC+aekMGMxmHfT9e/1I796oskzR6YBur6n6Lt7G+eYKmV18OsMW8BUujnBsdgW99l45vrGGy6huLnEOwDnbO29J7VvVuLAXC1v7EAPUlnXEm0yoMb1lUmzoKkFMCkBoVAeLap0OOFMFGMVarnLd4cSeUCqpTqv94Y1ij+hr0+39DqgWwrS25qRq9Dz8XCu0frMZjmWARyaU7l+9+WmwJwq3gCVSrblEE+exuAXrAgZZ0GuQyCpV66IAahUqy/0Sb4+WFHoU/ffjjs6BOtMbQj/9s4XZA/VnQ1ZVBX+AW/j7ZjCt3ibuDbXZZQ6Qa5P4DC85pOaA43KFEgJ+blgmNSaNaWwC1JlAWlb3EgQpk6RVEH62aovvXTA7iMeZ2xAbmlMmRa1h2sycUmTUcseAmSp8iTsgW4mSqhJkuoyRTVPEUuGGqCIxeAkMwyRHmu0wVRqqBaJUO1vYZaew21ShVZewVLL7clBg3fBxM+/T1E3o4Bg7dBpXUyllrtmMJ7maY9sPK656F1wXjMmvYKZk17BT/e+Xkw/v2aOk2uuJFOkS+uvpUeu8tDBjcGuFqSrH1wfWmyD3AtuC2QKBcGmfIBLlRDYFsUjGqV5ZfDNzNmoXXhQvTq0RIysmYffnApvZ0KwS0dq9HI1qURL5qEcW9CGPtdBdZ7j7Gy0q4Q4Domxptcmv0Ek0vPGk7HU2B46oWXsNG6a2Pw4EFQZvuiSamK9kdAoDPW0ecL9W8PsNLHA6yAY1Zomf/dTwXkA1wfvPrsLW0bp4iIo2haAOXbQRjD6utsguvuexGfffRfvPfGc3j3jRdwzaWnQUqJ1dZYG599+iHGj/0Sw0asYvfhrt2cV8Et2v+gw3HfPXfi7jtuxtXX/b4OpOpcnzI4t6LS0UQ+2CdzIDs8jpMe66A7cOer7I6C73pdkkaqYF3aX1xHTX7L7XbDPx66JwCxPpMbMMAFgN0H3ho8kETZLGccVroMeO+FJ9mN3pVb7rwHU7+dhv332ydgWv11OytdYesYQmmwz7jqnfhS5lCirLcRul0w1y5oeyc/1tcVS5gBWDmqBoZuHV3C/rTLAN43csV9UIPyfaT4HZ6KD9o7Wq8TOXMIUKJ2WmREalD8NsqUsH+DdRg3+xSuH2dG1sykHofJCKoUbJw5ycBKsL65Skone2bcjodKKrAo3ZBSqlgiDYQgl4ywfnRlpuz4xMjNKwa43l+bJojmV9xTHsERCgRowVgQQZnyufsAl9LNNTX3xHm/vtQaTa0qyBsnGoNZvw4BwHX3qcuPurDUuYt0g9vusoRLN8j9AZRE1ACRBeBDA1pdp9O3GLBLCc8J2AYgV4XsLVkvZRTBllN0STMwSK4HBrJi20HDdJiJ9rsVSdmCW4rkJ3gJgqcQLEWGMnKVoiZLOpKySFETXAeYMtGUcwFIqQzAVRboZtUcWTVDrVJDta2CWrtLAzR8jROQpj3x9Rd34esv7kKS9kTfARt2eE979FoRrfO+xPIrH7bIAJdFkxcOBmXkyYwzC3T1umYbziybq31xHcBNyKjLyBdXR1G2PrgkT2baV66RDy6XXrCpRgDXDxhF1xP72QIWvK66whAAwFeTpmC9VUaEQNasV1dXJE2OmV27bUG9vbHm5sVW9CKAG7C7ntTYTC7AjTco1XkAN2Zoad++ZDMAuB6Tu7C9ipdeexPnnHSsrvMH+IgFDiSgAfjseDIcSzaLAK5Nv2Mn7WZbD9ACzofUB7guurJjZaV0wJgeQZF/ri9b4wzRhETZ9cA51lx3U6y93sY48qRfoW3BHHzw9sv4+L3XAQDHHLAtRqw8CqeccynWWncDIGJzOf32Sloq4/iTzsCF55+JPffeD5ttvmUIPBdhMu0Xfx/02373/GhjgwKdX+yr60/2rQ+uXdddlIyArb9Pv27kKqMwb+5stC6ci169+9p9k0w5LkXBf+pAOnyw61hqs3O9nmcIEkrhjTffxkefjsELL/8H/33rHZx64nFYZ61Rhe9AfOzOSrydBRz+M/HXofP2wS6D8UHlth+y77ii99pnaKM6Yof9OxiBXRXkk20AeLtSAmNYeH+6ZCzoUNJs/FYLDTiIfofv76LI/ou273SbxWJ4TbxsFfriWjUOtIFZ++py49ivLLsLGRpGGH0XwgFU4wCqlNTEvfTaCdBxC/afhU8QAEaWrKxCjlEUyhjgGjl1CHA9Rtf623psrpEn26CHHsANfkf51AngCg/oxuNEkeGzo+JHVF4cFje4nb7RM2J2u0t3+b6lG+T+AAoTGZiRiwKwQaQCcEvyZB/kmhylyoTLt8yt2V5JGSzTO+eAYm7Wyjls+iIkbgLgT/5Jmpxo1lbyErK0yVoOBUshkCJTJeQqgTCfXGqAmwkNcGsmmnItA7JMmTRBEkLoDwHdrFpD1l5x94dxrLDqEejZZySmjHsQw1b7BdK0R4f3dMU1jsOcGf9Fe+vXi/9cOENbRWprrYILLOURIIw55tb/TkxuYgAvAVzOlE0TFOfBJYamEOCqBgDX+s16uWqlZwn3wW0sM1YKKw8ZCAD4auIUrD9ymGsnQNgei5hb/7fdZ70suuDGhusVaZOKJMqezN4GQGMMKs/cBJ3AbwBwWTCBt6cXAVx7HMCC1pdefxOVahU7bvuThhN6a2G3v2nyUC8vLirSj6SswomJzXer3DLATQYCcGuBbX3kZOlt58vNwn2F7G0cZIS++49LeeBUGcDKFNCz91LYctvdsPVPd0MuFH51+R2444ZLcdKRu+OpVz5H7149o3tggC70/mhCvec+B+DJfzyMiy88H0//6yWU0qTLADcAoB6ba5cXAOYiltVfh+6/ZXTN+QaMrtnW31cRsxuwxt5Eb7nB2vA0ferX6L3qKHM8OJlyAYPbmNXVR7VAMPpLx5dC2Lbc3t6OE04/B8+/+BJ69GjBumuvhVtuuBa77rRDISDrShuPt+loWcDgwgO8cfApA3Rh7xA8WCedIZfugwWwsfFJImB1AXtvfAbZpYBSdX0JvO30SgV9RRGjG99Pry+K75c0Lk3/FyUGsIu7j86KPkbY//uyZTLIUL0yz0BRsDCmoJiCMkE0g9eOxj3bl1OHpQEu40ynTaQ66cZDRwSYfryBFD02gFPmCiQJVK0KJByMpfXquLQEp5LTPrj1ADfV6h+mvyvGMGXGTIyfMh19+vTBGqutasc0UgrROGWDTnnjR+BvG4wtCMaTYHnBuEHGzpjF/b8ofuT5TkwN3aW7dKl0g9wfQEkqrYDvE0lAVQoHHAjo1qoBsFVChyhW1n/SsLnC5Hw1YJgSo4OZvG2GcuRSgaUJrL8SEIITfzBm2hckT8qoJj2QowSBBLlKIRRHZhhcyodbFQmqObepgmqZjqTc1i5QaReoVHLth1vR4DbPctQqVdQqDuD6ZelBW2DpQVt06Z6Wm/pj+Jon4asPLsPQkQejZ5+RHa7PTD47TtZfzlDJgGMu/hYtvZpQKnMkifukJYY0YSilDKUSQ7nE0FSGCSblgkyVEmnBLTG4ZZ7rQFNMWAY3ZS66NodASnmRPQY3ETUQW0tsP5dZlMdWWUALIGxPfp2SaGtvx/ufjQNjDHPnzwfLquFN6cCftzBKcpE/b+MbHv2OBrQi/1sjRQ4iJSuF9tcf1YN/mjqjTAB4mbOM0+HMRL9OnuwxslmW44a7HsCo1VbB8OErOmu5B2zdd5pghL60nZUOmdtIdkx+U0Xb03dibkPJcThBKZKiAR5g9qz08TUwD9xxA860D5fOjavPXS9VUMgF8Prnbdhs65/hrddfwtcTvoJUOv8shwYplItWGCBJrK4GdAznnHcR9tljB7zw3LPYcaedG9/LAslyDHRdcf2aPzkPJvveLNqCUSjLpBT56jKqI6Dus7zajOjutTlXGYEDC3K/nYxVV1tTn63NmRsC3SIWt+6+MG2kI2CrWAKuyK9Tn+PkCWPBFMOsOfNw1HEn4osvv8Sdt9yEn267jQWFkoXAzO2/c6XCohRfTuuzkdYHF8r+dt/D/oaZtsmUy4kLxgDl2q9eru+Hon7T+t86n9342HXkp98/NpICNzAK+OA2vAdhnwQpMPuzt4NlcZqnju6zH1lZ/+4gCrPf1iPjzvcp8bsWAFqEOXO1Z7HQAIzrlDxMCm3XBEzcBQ4mOZQwrCngxrrU/KVAnKkhDlI9N2KR8s1Jlz0mtzNKknl5cxlQ+fu1ev5QLhtwy10EZfLJNcBX8QQqLVtw+87n43DBTffijQ8/xcBllsbqI0fg83ET8c00lw5xxRWWx647bo/dd90Jq662ugW3NP4IlVqAq4Ert3EcYh9cX67s++PSGBIDXFk3fph1vgeL25HfbTeT212WVOkGuT+AwkQOZDX9gySehqUNAIrxzVVGokz+tjqIgvTYXL29okALtC4ApnN2mGMZEGxS4ejBOkF99Fxj1VZkB4T1GhUq0eytkSfniiMTmsWVkun87BI6H66AThuUKWQ17Yub1QSyWm5z4cpcQOadJWnpWuk/8McAgLYFkzoFucHz8AJMrb1KMybOiKXKsBGV05RZiXLM4Fq/XA/gpsYPNzHgNmBxnQ22DuDayMhS10HF0ZQLGFvTdqbNmouZs+dgzRUHg3OO/3wwBvc8+SKefP09tFaqGLxMP+zyo3WKQS1QDF47A76LUvwRLYic6QFcz+8qzG+ZgC89CGLed4GVG4xFfk26q3MTQmOxj+TJBFoB4Jrb78HHn32BJx681wFcHwj7oNdjbmPAqi+lgGWzLGxkcfcmJT5zG0uT9XV4E486Czwtc+u4fYWTGLsPVb9f+2iYqVfKPjIfWPrL9H70xHWpXhwTv/4Wj//1Lhx10q/Qo2dfgCbOxAQrBwQ9Pg0AsPqao7Dxppvh2qsuxxZbboWePUMW2DWX4hlWo2A5+gy9c/fq7ITcv05vsu8zsA5Ee6xsxOxaGbM5Vszw+mXZAcshLZXw6YdvY8utt/dcI4rZ2kJmtwH41ayZB3jM93JTM+69735cec21SJMEf/7DA1hn7bXM+XrbFwG0qL5RWaTcxip8Lpa9NeesK3nwnXlsq2ULGfHnAJT21Y3TDen9x0GcQn9cn+ENzhMdsLpRKTQOFMiYfYDrb1vq1Re11gVdOlZHZXFAa2eAt2F768BXHoAnoXffLeA16YTAdN+q3zWpQaMUehm33Yd5nsaoIU0nxKU1bri/pm0Qk+sBXsp3W58nxzdkFMmVOfjAYZAzJnv5bz0mN3GMLRliF9YyPP36m/jrv17BM6++jTVWWhGXnnkSvv1uJj4bOwF77LQdNlxvXYwcuTKmfDsN/3jmX/jjQ3/H7++4GzvtsD3OOfssDFtxeB2D2wjg+v64/vhUpO5pVPwxwj3jjrfxS3dAqe7y/+3SDXJ/CIUkyEHqHwK5ynbIFpT6ANd8isAt1VkQDOjOnOvhW1srNcvLTGAGP0BJUAzYtUwhYDtQqbgGt9JIlAXXPriSQUjH4lZrLhdutZqjVslRreiAU1k1g8hym4JkSZS01AtpuS9a532FAUO2XeTtm0oM5x6xNE67bg4E40FUZa1QYjaisk4ZpGywKZIlE8D18+Amlr0VXpApoaXKBrwmMvcCTbmUPj7AtdLkGOD60bYB7Hf+7/Du5+PRv3dPDOzfF59NmorVVhiMs/ffGTttvDZWX2EQSmnq2l5cOmNt43U6Kg4dNQa3/nr2N68DuIoxoFxG85qbo/WtJ3X79XzJfb9b39+2EfPkA9ynXngZ1952D8455QSsu/Zabh8+uLX7Z1CKO7AKN5Gw+1asbiIYg+EiabKuh5ukePu0oNUDtEoBwvPB9ScuRbLkGODG4JYeM2POw8E/Pmdw+/GAmwBDAh1ZfO0Vm/HnPz4DMIbd9ztSbwsXH4augYCuvV/e5PiiSy/HXrtuj4svPB9XXHUdksWYLRWxun5AKv9c6tgs39+2bsfkp+stZ9EzLwC7fr1fkoRh+533xn23X4P3334VJ591EdbdYGO7nc/i1gX9aSRbNmyuBYs+OGQcg5Yfhiuuuho7bv9TnHP2WVhm6aUbwJbOwe2iBk2KjQ+FOZD9k2H1ILVOgs0YQqALwOTWZcyMpfF9iNqE9dn15Ml196SBrLXhtTbqe+r6u+ie8AR9V1wDMz97B8pzR2kkbV5SpQjUxoahRgDXLzGLW7ecJMvG3YGCoDHT1zIYAwZPtQsXxWDQlK8GukqCEQNPYFfpZw4aG6wVj4Vtx5MuQ0ndOQWIrwFDT2C21ITyVvuh8o9bASUcsPVUSCpJACNDFophnQNOwrSZc7DhqFVx80VnYv9ddwBranHRlOHSBQ1faQQ222IL/Gb0hXjsiadx9fU3YvuddsHBBx+ME048GX37LROMO3Ug1rRua0pXwPtv/QePPngbvp36NX7+i/OxyU9+pi/fypdp3Fk0INvoNjUqRd1FN5PbXZZU6Qa5P4RSbQdIKuqDWgNyLUAlQOv52iohoLIMygBjRTJlA2xtaHwDQhTXEi4pFViqTDRAE3lQ60+8Ga8D3cx+pJtMKWVZC6UYMqEBbs2A3FrGsLDN5cOtVATa2wXmza2g2lZDxURSzmoZKm3tqLVXA1/cJVGWHboDvp30OAavtD/KTf0arqe8NAKcc3DGkZhE70miZUlpypGW9N9ymaNcAkopQ7mk0wWV0jAPbimRKCe5l/tW58ItsyzMf8uMPFk69jaVNUApL7iU1PmRI99bG2gKCH25PUZ3szVXxrufj8feW26IWpbjkkP3wC4br+1NOpQ2tDS8OR0A2oZ+t52MUh0BXCBicCNmluooryBgUyvQepYBJfkypWDwgGzR+Wi5scIFv7seO2yzFU4+7pgwkiUYBC954FYDXIGkcJLRqDgWN8xVGANbvz5OA6T/hqwtvcJTp0zAzOnfoqm5B5qae2Dg0JFISyVPVsbqmNsY2BbaO6BVDD6ba5cZ9lYb0BQEuEUF06dORr/+y6J336WhYPoMc1xOTJuhZCRjRuzsDrDiiiPwm8uvwtlnnILeffriggtHL9ZEKA5yUiRhtutG52CZ5qImz/xUQ873NmAiFQvqqJ7OxS+XXHkzdt59H9x09SU4+qCdsdW2O+HkM3+FESNXDQCuBb4dAQg6LvPO3Uj9p02bjrnz5mGFlVbWx73kEjQ1NRXurTNAa69hESbERUHZAm8ZCzwdm+3uqQZONn2OgVLunuhoujRuKZY4CbM1PtB7Q/yh10aUW2bPx3tONuhV3QUUAN86OXIxI44C0Kr7NSeLJWazqCyOr7Rmsf2UTY2jjRe13UUteh8cihQPxtggTQokyROdJg/GzMD00XXwZF2vfXVNf68UGONGjaYcIaAkGE/sOFjoBgYE2+jfjhDotFiQa3IYN5VhDbg0RjFm5dU0Zn373RxMmzkHd1/2S+y143Z2jBK8BMUSO+bYnLhm/OHlFHvusy92+NnuuPeee3Hbbbfh4YcfwS+OPwkHHXo0yk0tJrCUl3vcjCf0WyiGubNn4aLTD0L/AYPQu29/XHzm/rjyruexxjqbgaTIjWIy0C0rKr4doaMSuKd3g9zu8n9YukHuD6EI6QJJARZgdhRQigAulHQAVyrzkQgCJxDAlQokywpch0jq3ICN04FAzPcGA5u1EBoLoJYpM+RC58OtZRIZRVKu5ajVnB9unmXIqzWIrAOgtZhl6MiDMf3rpzDlqz9gxKhTOlxXD4pmokMSbgA81dP2JOFIjIxZB5RyUuXYF1dLkrU02QaZ4s4Ht6MUQQRsNVtr0gWZ/Le+/60FuZ6kXQ/meTCon7P/Trjvny+jpVzCjccf4AwYXS1xu+jKKBYztVR8QGv9yGX9MiokJ+YeextJjAEzWWYqmEzGcsD6fTtg67bR/qXTZnyH/ffaHSwJAW7I3jJIArcNrOhx8XUSFrAWAFwXEdkBXD9KMu3Lj4apwPDB26/g8nMPxtzZM4LjNrf0xOrrboZR62+FzbbbBwOHrFTH3HYEbhs9Tn85YHx0lQPCtK+1N9oK9956OZ58+AHsts+hxpcXZsLatUBSu/xsD7S1tuLCX5+HHi0tOOvsc77XZKhRdNlGk3l/8m8qCnaq/8TMbiM22Advcdl0s59g4023xLNPPYJbrr8M++6yBbbebicceuTxWHf9jey1LyrQffhvf8Nf//pXfDV2LBYsWIDevXtj/vz52HWXXVAul+vOrW5f0U0vuoedRRQv3G90PP0cPD9SSMfE+xL5AjZXr0RMLlCfbshJmPX+IhkzbQ8HtOuvq74P7SgoVRHD3RHA9Q11RU9iSbO4jaTI/rKO1qH1OipdYXT9gGjWwGnNXhoEQ+lwfYoDTAoXeTmSLCugnt0FtOTZV835CiMkuo7T70YXy5wh1kb5T+05kDRZG2z1RIHA7JSZcwAAqwwfBgqUWBg9meZVzLnXKDA0NbXg2ONPwl77HYSbb7oB11/zOzz4x/tx4mm/xPa77Im0VLYsrjWYWsMmwx3XXwghBa6842n06rMMTj/8J7j1d6fjxj+9Vf9MugBuu1o6Arfc6wP1NKwb6XaX71+6Qe4PoeRZkAYI0IDLAlrfOtnI/9aPoGxKnOCcFWhGtAW7i8Uyhp60p25/gFBapkzYXQgFaT5C+GBcQQgBmUuIJeiL65dSuS+GjjwYX39xDwYN3xstPYc0XJcxE3wq4eCJBlTffKcTuyfggVQ5TTV7qz9aopyaKMopN3633LG3CRNatgyBBAIcRqpMQaV8ebIS4DJ3QFaZ6MkiDyTjzEsl5eeyDeTKSmHpni04ZY9tcdXfnsWuG66JLUatHNElXWgBdY44nbMVdaUI4PpFSjdpCCIp+9GP3XKqE20L7ETWnyD4gaXqWFyPDaljVZIEh+y/N268/S5stdWWWHeddexEo1GahiKAS/Lj+lsZAl3f2l7E3tJ6xNr6+/AlyUoxXH3BkVhm4FCcdvE9WHbQCqhW2tG6cD6++vQdfPLuy/jbvZfjDzf/Cutu/FNsv9ex2HDzn+lcjgDyPEOSlPSjiIAL9/PjNmguRUBXAVhYkVhno59gpz0Px41XnI1R626ElVZeDZq1VTrNjmFxwWhyX9y/7HfAQWhvb8Plv70EvXr1xAknnFB8Ml4p6qtspNwg0rGTq8YT8XhyXgRaY3kzRYuWUb27X52D+yRh2Hm3vfHTHXfBE4/8FX+89zYcfuDPsNygIdhsi63w4823xrrrrY+BAwfqSXzhebty00034Ybrr8e222yD4449FiuvvDKWGzQI8+fPx29+8xuzTX0pBGhBO148oNWh2iEyNATHsOAV7oQtqC0AvXZX9RJm2z5io1cEdvV5NAK8iHyCG1xT3EfGBoMI4LpjAXmlzbzvjSMw67qug4MiQ48PZDtb/n2KCt57zzgBugZdR3mPlZEYM+jnZ41k3LDqekNAcbNLaQJTCUCxerBr/XYjwKsvPD5Z/6Z5343iKEkhF84xY1y96sj3xVWMY/w30wAAQwYN0qwt93LcesGkbIBD5lxVfPeY/ksPwK8uugwHHnIUrr3qcvz6nJNwzRWjsePP9sFPd94bq6y5PjhPg7HpxWcextOP3IeTfnk9luo/EEIx7HHwKfj/sPfWYVcU/f/4a2b3nHMXN92Noqio2CgodgcGdmEndvvYgd2JYneL3YViJwrSSMNNc9c5u/P7Y2JnZmdPAD4Pn9/3fl/XXufs7Ozs7O7szPv1zpsuOQpLF9egqkWb+LvKJ9ggyY+nGNLBrVrmm/BtE60mIoytqmymiVaV6l+6AywrzHS1fG3SNBksynVb0P9W1pN+s5a5MkQUYUIoiO/BK8uA+B6InwJJ+SDpDEhFJUdx6QyQSiOoqEaYKkPgpRGkypDzMliRboEs0mhkaTSGKTQEKSxtyKA+6yEbEDRkubny4mUM9fWh4Yu7dFEd6msbUbeiTpgrN6J+We2/oskFgCBowE+fHoHqVhth3U2vSKznZ9Koatkc6fI0MmVppMvSSJelUN2iDKmUh0zGQzpNkUkTVFZQpFJAJsVBbspnqEgF/D8NOMClITJeNoqiDGG2jKwKLuUxDm79oDEyTQaDl2uM5b6VIFfX3tqmycrMXQlGeL0VtXUYcv1DGP3nJOyz1Uaoa2jEIdttjoO33dR8CPmAajHaX4dmIrk9x8oowa2fMgGtTLegmYCBUIReSpmGqTISMRjSD1eXhCvNQB7NSUM2h8GHHY3aujq8/cbrSGcyivGQANcMGGUGjwIizau6XQugyjIV3VLT/gYSxGraWtssWdbTyw7dsQOqqlvh/pf/gOd5kfmsqF9fV4uvP34Z77/6MP7+YwzKK5qhxzqbAAAmj/sBF9z8OjbYbGfn66KESQtBHjSUMG6tJ8plpN+IUWFRymMw1NetwFlHbYfFC+fh9hFvYJ31+vKxTiLTWyL81nm58lJWZXK77967cPedt+PoY47FhRdehEwmo65pU6JAroBGUglBYL4vXQOvn2do5h3vOrTOK5akHgsAwjDE92O+xBeffYSvv/wUkydNAABUVlah19prY4MNNsQuu+6GbQZsq549FfGuf/75Rxxy8ME4c9gwnHXmmUVduxC45ffjHufFUjH1dfCumyMD0TsnTDx5KYwV/+Nljjq6SbLS8sp2Q+1YvCy6kSJZqQRgq/a1eciuH4uorM1d6j8hRplxzCiLxqgeNE/VS5ivXP8B9zvi3WfaO4v+yzgU+ntTARbFe9MDLyrhLphw3ZHWS6GxTopOR2ulZa6sr5kATFNmwGgjL0mrIvlfCl6F362+fsl1Sq5hx142HBOnz8KnLzyq1idprmyAXZjuMfJ9BIiAq3R3yTEP48f9iVGvvYB333wZC2vmo1l1C2zWfxC69+qD5i3bYPSn7+LHMZ9g+92H4OIbngChHkIGTPjzFww7YivcMvJz9Nl4Gx40VLPsiQSp5qPRhaGlDn8XuJX/fQ8YvPm/42feRP9vURPIXQOo7vmbwRoEyFWzh2auDCjtrfLJ1U2UtejJRn0H8eTp3MeUeB5oJs3BreeBpFIc7LpArp9G4JchSJUhoGnUpqvRSMqQZSk0hGk0BCksaShDfdZDY46gvpGiMQcsXc6QzfKAU/X1HOQuWVSHxvosGoQ/bmNdIxpq65DL5pRvLGPhatXszp3+Nib+dgs2HvgQqlqsGztOfQ/psjI0a90c6bI0yioyKK9IYdtNyzFupgfqUWQyfEungKoKgpTPkPYZUgLklqe4/22KBkqDm6GNPNCU5X/rhdnITDkM4IWNKrAUCXOgYQ7QUgWBhSC5HGAv3NICQJdC21G5ASAI0JjN4dKnRuGXKTMw+q8pWKtDG/xx98XJZsKlkm4pkHR+kgZY194SqvIK6iZfzPMVI8GoL4778Nt0RXbRHH67mrQcxGLyNHBrmB9bTKH8//uf47D34AMw4uGHsf2OOytGMIAXaVpd+Wy1X8AGOnGmUc9rK+u7QK2u2bXrTZ/8F+67/lT8+cto9OqzKW594lvoKlfZts64TP37F/wy5gNMHv8jli9dhFwui8l/fY+LbnsX6/XbLv6aRHMeZQrocmDKy2QdHexSytC5JcXsxXw8Ll88Fxeduh9mz5yKm+9/GRtvuqUw34+YYY8GCthFQZZCA+gyxvD0U4/jphtvQLdu3XDcccdj7332QWVludnnEpa3JNBrmLPbAFcHBQ6wa/wWMF+X5EoLpIAczN85s2fgrz/HYsqkvzF50kT8+P23+Oef6dho434497wL0G+TzTBt6mT8/NMPeOSREWjVsiVeevlleMK8Uj6fZs2aYdmyZYlawHzANh/wKUQrA/jt/zro1UETAA6OACfw5eUm4DXqsqjdqMNukFtII59EMY2ty3xZeLmXtWiNuiULAZi+wDoottMJGcI9FAa5RnsOoFvs+8oHcuWvnEH1d8ZzwYfGe1IuPIzXB4vqQX9/YfSuCZi2VrK4BZTlGkZiAFcTbFhzSCzfsVhzvPY9EMybDlASaXDluuOlVNnSukast+sQnHncETj35OOUmXJIPQRC6xppcz0zPZ16aloeXDH35KTwlVFkswF++/UnfPf1p/jp288xa8ZU1CyYi569++LQoedj4M4HgHq+sgD68M0ncefVJ+KZj+egqrqVZtocjbEklxbb6icf5dPa6gJRnwL7bJ4Q7KuJmqgEagK5awDVPjuc578FjMmXCZBnmCfnAgPg2hpcSTbIleAWgAK4hBLQDM/pRlMpwPc50C2r4Lne/JQBckOlyS1DXboZsiSNRpZBI0uhMUhjSUMZGgIP9VmK+kauyV22QoDcRoaGBp4fd+mSemQbeWTlbEMW2cYsGmrroxRCIsJy6Aj8IMF8qUCYhTn8/MXxyJS1xQb9b40dT5WXIV2eQXUrCXLTqK5O4Y6zWuD6ZxsREoqM0OKmUwRVFdBAboiUF3KQS0KhyeUmyhnaaJonMx5USpknC+2tFzQapsk01yikzjllfkyCbEwq7YzKLcGtbsKuS6oBXPvi+7j3na8wfcSVyKQ0rwVdo6rKLDNBm/TjhaLe2u9UBu6QIJfKfEx+XDLupwzmgVEP8NNotukuWPLLp/y7IDwiZTEAVwb3AODUeIQg2KjfJjjjzGE47oRTFEMRaMyEnfJHnivNj9VjYwTj//wFI+65AYRQHHj4ydhywE4wNLmaeavtayuZkag9/hswghlTx+Pco/ujTfuuOGjoJdhi4D4or2ymzrUfO9OYFZ1Baaivwy0X7oNJf36H6x75AR27rRO9Yo0hsTW6HJhqQEyCYcKZlV02TuHj3xsRhjzieN3yxbh82BD8+et3OOHMy7HlNtujd58NkPI8lVaLA18T5BIifjVGedxfY3Hbbbfgi88/R+vWrfHY449jvfXWi/ptLW86853EsDuDKSECdvmArjzHLov9L8AYxvL95gN3OgBmIb4d8zVuv/Um/PbrL+oc3/exySab4vobbkCvXj2taxH06tkTk6dMgc0OFKu1zQd+igFGherYINIFmvhvBJoADeRqANbW7PLywmBXts87bPWnlBgHFhU0YQYFoRRt+2yKeeN/5oJgh/UJ/41rcY3jKwlyZT39eD5KArnymA5yVR0JXjWAS1gIT1o0ibVPZRvQ3qMCsJpgV7n5aK47utCY13FrcWPCMYfputLWAoCfQsU2+6N2zBvcuk4TsiqQK579w8+/jktvux/fv/MiunTurPxwQyJArjRRFmCXz4RmerqAmbEgAmhBphg35Q5CuU7xd5bLMTDiK4EpwNeFxQtrMHTv3th0611wyS0vifUhP8gVj1xRIaBL7fmMxMGtGhsE8Cmw92ZNILeJVp2afHLXBNK1cGLmUGCOhXFgUAQRe+GU2lsBKgglPCccoeJXS2yuRGriV1/A5SLDQhDKmU5PmuHSEAEj8ClB2ucTZTrFmXXun0uRSjNkyqJh53lRFONUjufKNaJCA8b/UBwLhW9y4AXINTQWfh7UR6eeB2HS77cjCOrheWVRH1Ip+ClfbB5SGf7rp6jqIyU8Jy7fRIApFWRKbBbA9Unkf+shMruSkZSJBnKNyMlhACLNsbRoySSXjQCsbppsSaXttFPGOxTPckj/jXDDKx/hze9+x5BtNtYHiqgXmbcXNFPWfdzyjVW9ndj41HxwlSmeBLT2LzXraG0ysXraANcO3JHvF5DMIEEYhvD8dMw0ObAiIut+tYAJdADglWcfwZ03nI/uvdZFWXklzj1pMPbc/2gMu/Q2pDOVTq2tfJy2iXLklwtkszmcdlBfdOq2Dm5+7BuUlVep/uuvw8WchFa7qXQ5zr3hdVx63CZ45OaTcNndn4CKOcFgaEAi81lw39uQcU9WInx3bT+tSFPNUFnVHDc/NAoP3XYJHrj9CjxwO9CpS3ecfdH12H6XvVAK9VlvAzzyyEj8888/OPOM03HkEUfgiSeeQN8NN4zVTQJK+vMCIgaXETOfbfR2+bu3zycw8+TqdfTjQBzEuihff4kQANjHCCHov/UAvPjy6/jyi8+xaGENunTtir4brI/ycqnlLm49KQTECwH5oq5h1XelEyqtXdMH1+lfa/vtAqJ+ki+uvv5RVT+ff27J5AC26r+OCICiAK6LSn03iV1F6T65yd8LNZ+j/n6YmT9XBQzjTrgA06Nqy8BhIUA85aPLr8FnLIDX5xfS/ba1gFShnBPtb8QBuKRgFuAWRwC3ItJArnKbAQGjPkIADzz7CvbbdUd06dIFMk2QWoMsgCv9bw2xgKXBDWDmv9VjO+j500EpZx20tSHI5XDVWYNRVl6JY8+8vqR3qs/xNojNd456dJrm1nikpLCsvImaqFhqMnr/v0JSY6sDYptcs4MocwJcpdGlKnptDByr62vSWCFxpSyKEuwpP1SGtBcqE95UCsikCd8yFJmMh0zGR1lFCuWVXGNaXplBRbMKVFSLrVklKppVoqyq3NgyFWVIl2X4Vp6Bn0nDT6UicF6AKqvXBsBQt2xa9Hh8D6lMmm/pNFKZFAe4PkUqxRcu3ydIpylSVrApGUU5CjRlAVwSwCM5HmxKmCh7YY6bKkuT5UBsYY773Ip9kssBuSwHu0GWA9yAlxlbEHCgK+rzSF+5qFzmVZYb45G31+3UBjv1XRs3v/YJgmw2yresmz8rIO3YHOPTWaZv+rkG4NXGrBK0SGbS9EuzJeQqf6X269bgStMvT6Rl0PaNTfjdgmLuvBrU1dWhddv2UfoFeAjEf1UWejzYmpCiB6FnHH/luZG4/bpzsf9hJ2PES9/g/mc/w/lX3YdP3nsFZw3dHQsWzI1MjzXmJAgjja40S47yF3JG5oVHOWNywvl3oay8SmOETICrb4C4jlUeMiBdXoWh5z+Ecb9+gU/eHGG0I9uyKdTOV8yWA1zzfX4P6XQGwy69DW99PQP3PP42uvXsjcvPOx7jxv4av0AR1LVrVzz51NPo0bMnjjrqKPz888/G8ULmpJKFNMp0DZ5Ds2qbXtrXcZWbWqz8W6Fr2fdm1CEE2w3aHoP3PwBbbL6ZBnBXnnRNtgvk5ANXSRugjxkHaNaOueo427OYfh1AGAKtWLncqLuO8vMXm9KwybloFTbtGccArv4sEwBu3vdWpOuJ6xsxAUhcqFJsO85+2e/Z5f+tnrkjcKBrrqdRcEAZn4HJvLNUC/4krX2oB0b9KM2cJ/LZFtiY7/O68jzKBfeqbaodI+IahOCPiVMxdcYsHHHAPgbA1dekaMxZY9gBcJXVj1bmArhyvbCFn59/8BLG//EdLr/tZXTu1rvgO7NfUYJ3g/M8fVOuLko4p5UTFptvm6iJVpaaNLlrGgnxGKEUKuk7JUBIQWjIJY0elxYShGCinNBI0shCZkZSFgsD8T0QQkB8maScgKR8wPNAPO6XC98XJqNadEBw0x/GeDRgRjnA9cIsGJ+tAADlvs99Uj0Pad9DWUDhex6yOR6IKpsjaGjkYLcxGyKX5SmFgoAhmw0QhmYE5iDgoD7aD5FtyCEMAuSygUg/lAOhBLlsDkE2m9d8uaJZdwBA7fKpqG6zPjIV5QrgpkWgqYqqMmTKfGQyPjLlHibNDlFWxgUDmTSQ9rmZclkqVGbKKRogRQOUeY0RuAUHuOmgPoqeLLS3fq5epQji/kEBaK6BmyWLtEAkl40CSAU58atF4FagUdyvrvkW5t4SSLIEocgl+w3Cztc/ijfG/I7BW6wvxhqNxoZkKKRJsU52m1LjW0y6IRlF2aaY2Z4NdDWAS2WqBSC7dCEYpXwhF1EqbfNk5dukMUURQyEZA2owDF989TUAYNOttkWO+UbuQWkSpmtyJVOxqGYBRt57DVLpMsyZORVff/Y2DjjidJx24c1ghCJgwG77H4+1+myGy888AGccMQhX3PEyeq3Tz3hkusYWiLRcOuicMPZ7rLXe5th4q10RJGhtbVMyE+yabQPA+pvuhEF7HY/nH7wIG/ffG63adUHAIiaXCMANFpkuB0JXwnNWgutnCBAAmL80FOZvnMWKNAAEzapbYNMtt8WG/TbDqUfugYuGHY1nX/sEzVs0R7EaR0nV1dV4/PHHceIJJ+DYY47ByJEjsflmm5XURoxBZ+YxRggIAu15xcexrKe0tohHYS61H0nmyzYYTryPhHYk1dbWGvtJkZNdWttSNLnudEPxstAR4dpuI2KQo/Q2oegrsdqMTLpFbl1YbcDMr8vPkWuf/lxJrE1ex33fhXzC80VCNsEpRcPypdH8ZJvNwnoPCcBWN2FOIoJ4Ci3XOaWMZ6MPsL8Frs1VIIyI6MhaPR48ja8xAfW5GToRz1esA9IcGRJA6SbKmhmzNGFnmi8uk4JdeW8FrJdiQcG8FHJLFvAAU4xpwFvGkODr0odff4+K8jJsvsXmCKgfgVyXDy6Lx4CQm25JJIFvYABc4ZITakBYE0RKeuWJ27H5gN2x3kb9i35/ysCPmfuF6tuaW0ObK9YRgNvJeE2a3CZaTdSkyV1TSGpTAWNWiAENUY8IUxnd7Fhuuhmy9L0lvvjvm8d4GzTSAlNq9sUmGc1QBoVgwhyXBPBpTgG+lBcg7QcoS4UoS4WoyIQoSwMVZQQV5QSVFR4qKz1UVvqorPJRVZVGZVUaVc3SqGqWQVV1BpXN0iiv5FtZeQqZshRSGR+pTMra0mrz8mh2/XQVMhUdUF83Heky7oPLNcNp0Y6PVMZDKu0hleZa7Re/ZAAB0qlIg5vydTPlSJNrA1zpd+vU3oaRllZqbqUmN6611f5nNS1uqGlo5ZbLggU58Su0s7bKTgDmrXt1xqA+PfDgR2MEgBa+3TLImRBsKFBtma0bZGt4dSS1mijGWBAObJdP+Z1fSgKLIgAuZyyoChwlfZ6UbQKj+OC9d7B+343QqlW7yOdJAlqYAFdpcQPgolMH4/MPX8cXH76OGdMn4cLrHsUpF9zKc+pqms5efTbBXU9/iarqlhh2eH/cd+MwLF44nz9OEOMRSh8pCUob6uvx0RuP4ddvP8TO+x4XsxK3H7+tyQXiAFevc+iptyJTVonH7zgNTDGC8XpSI6yuA52Z4m4K308MEBhDI87BZDJluPHOJ7B82RJcfekwrGyoiGbNmmHkY49h/Q02wCmnnIJ//vnHWY/o85hjU/U0bQM/LwJW/LjSr8fr5tGCFdrkObpWI3bcca14H7R7SQC4jDHMnjOnpGdejCY3SQub9xxEwoGCGmAlBIprvAytrq7ZlaajLm0t3MdCQ4NL4+fCKpcuFYCp+XVsxr07zpf3GTKGhTMm8znZAXDtdtTzszS/q0rO6OWOsVsMmcIR7XkljK3Y8xfvhQsrIwFoNL9HsRlCTZMbCTd1TaynCfeJpoXVrqXXJSRSBFAPjIWonfQzn/uk5pZ6Vnogik+/GoMBW22BdKYsBnDVWLPWo9jYTghuaEfo13+lC4w+hzc2NmLy379hmx33L+p92UaCpRgp6JpbW2tLZSBDyEj7xWuIm6iJClGTJndNIPlVM8bBpUhOTigFA8/1BgCMhiDgOd0YKEgYRlrdBExK1CwjwK8EzgIcE2F+w49JsKzPUlHDUQRCpgBuSDw+UTHum8tIwBdeGY+BhjyKAABCQniUIGQEqRw3xwxDhiAAGrNScwsEIQMLIbS9Idf2+iFoLuT1swHXSIstyAQcyIt7C4Iglo6Ieh4830NVi7VQt3yaAripTAqpNAe4mbIUMhkf6TRPFVSWIRjYl2LsPwS+Bx5kyrfALRG5cB0A12M5BXB55GSuzVWRk0UkZRIIH1xpXhwG8dzJQU7432qSZxV4zAKXgaXN1lcMjZFlYYhdNuiFG9/6EkEQwJNSccYAEoIwITjxAJH4NAK6hCaLcg3UY0nEizGdc9WRvk+6dBwEzPNR1r476ubP4AwBoQrg6nltnRpcK2KlLgH/++/x+PTjD3DVjXdFPk9Scg6HBlcwEuP+/Bl///kzrrv3dWw5cHfnY5GMSciA1u264I4nR+PN5+7DcyOux7uvPIxuvdbHltvtg0NP+g88L83rhiG+/+odfPXBC/h5zAdYtqQGALDj3sdi0F7Hmu0rLa2pCTaPyf14HQCoqGqBo86+D/f85wB89d6TGLj7MfLlKO83OWWF4D5t3D/Xem0EWLuDh8lzCgeI69i5G6648X5ccPoR+OLTD7D9jrvCK4FpVn2vqMD999+PAw44ACefcgpeevFFVFVWlNSGBLoSJEjmnYl7lf66OnAjiDSKqq7efwfjluSDapRZz8AFcu19M+xZMsCV1LJlSyxatChvnXzkArjF1rXL8gEy+9na2nKQJM2j7oOJSENP9HIJCMX71+chw3fXalM/bnR25XQIzudDPTRr1Q7LFs7jwkgbIEuwsxpBrfs5rh7K+52IMumXa/wnJHrXgPaMpa+umKGIB4g5iQe1CsW6ANBQPCcWqndNCD/Gx4Gn5U62+h2z1xWacUKQ6dAL9XOnRkIKfd2hHpatqMN3P/+Gqy4+1/K71YSvNsC1RQi2ibIV5M4wVWZm9HY7cNSShfMAAK3bdhRP0KGtF3P8yowFV0ApvdyVek7NU00gt4lWE62yJvepp54CIQQfffSRUX7ssccaQCRpO/bYY9U5jDHccsst6N69O9q0aYMTTjgBS5cujV1zypQpGDp0KDp16oRMJoMePXrg9NNPx6xZsxL7+fnnn2PXXXdFu3bt0KxZM2yzzTZ46aWXnHWPP/54EEJw9NFHAwC23357EEKwyy675H0Wn332GQghGDhwYN56NhGpTVUiLukjSwwtq4qQLDWxvuZX69hoyuca3FTKPOZH4FYBXKUlJpFWWJqu6n0Vmg5uestEbjuh1dUjo5IQHmFq8z2eaiedYqjIMFSWAxVlQHkZQXkZzztbVUlRUU5RUe6hrIxqPryeAJ58iwJDefBTPgepaelTG9/SZWXIVJYjXVaG5q3XwYolk5GpKENZBdfiZspSKCtPI13GAW4mQ5FKUZSXUWzTh6A8w02UpR9u2jJT5hrsXEyDy7W4WQFuc4YGl9oaXNvXVoLcrENrm8uCZYXGNoj8bpX/bU7bZJ5leW4YRseCAGu1bYEVDVn8M2+RqmvkZhbaXAWqtTzOilwoyq5T8COwtRok+lWaW6GlFcIXLl33Ud6+u4jATNVxA+Bq2hbDRNnFRIjtkQfvQYdOXbDHvkNMgMtMwAtE2sulS5fg1itOQccuPbFZ/50T25aPUUrffT+NA446Bw+/MQ6nXXIfem+wBV554hbcf8PpAICJf/2Ii47fFjecNxjTJv2B3Q88BWde+RiGj/wGp17+KFLpTEGleT4TZb1c3zYduD8G7n4snrzzdMycNl5rJ55OQvfrlc+Dm+gC63SkXD6SD/iIY4N22hMtWrbG+D9/N8pLpZYtW+LKK67A+PHj8cUXX6xUGwCcml1ebmlbpYmrATRtrWpc06Vra10aWx3Q2vuudqVm2b5G3nskBK1atowEohoVCqjkBGS2ebx1R/naMP47tL+u78kod2h0zY1GGt2kuUECDpjH42X6Ftfk5u9H8mbcr2iLEIJmbdqDWBpg4xkkmSgXOF4MGeNtJf0lC4EkOwewKtdBoNR4Us98xrq2XfOTNs4VGthQurooTaxvaHd1v1174+uOpza1znhplHXsyaMoO6L7M1B89d2PyOZyGLTttuYapcaf9PE2QW0M4NrHmPnFu9LR6c9e2p7U1MwFALRo1T561gVebaGgUMogUC7ZsrdauZzrPCLTxEUAV9bxmnxym2g10Sppcr///nucccYZzmPbbLMNcrmc81gQBHjxxRcRhiE22WQTVX7//ffjkUcewdtvv4127drhpJNOwgknnIAXX3xR1Zk4cSL69++PmpoarLvuuujfvz/Gjx+P+++/H8899xy++OIL9O3b17jes88+iyOPPBK+72OHHXaA7/v4+OOPcfDBB+Oqq67ClVdeadQfM2YMAGAzy5/ro48+wkMPPYSTTz65+IdUBBEvBRYGHGxqICLyh5VcqOZDIrR3JCmarTYTKQCtA2fP46DZ90XKFgF0PY+nDrKCKugLJAe3AsQxIoSoBL6MXEgBwvj/tE+QYqHyFwkZQS4V+Y8EIU+Dks3x/2FIkAu4lre2jv/P5Zjy4fV9ilyOa3gbG7lvrudTBCIyc5ANEATcXxcAqDDt9lM+CCVo07kvJv/+GMoqCapbVvEAUxkf6RQ3Ua6s9FUu3IoMf4YVZXxpSfkC4NIAZX4jB7kkJwJN5ZBCI7wga2hw/Wyd0OJmOZgNA9DGeuGLm1N+uMg2RkCVhYAwNza0tbpJMWBqdbV9fQyQkPt2x/10ed13fvkb3VpVo3N1OVg2x98/JYavkxSuMCHxTtTq6oCUMSV9V3WAaBxGg1PzA6bKXEwyGpDBQLTgIMrkTJqXAZxxCTmDFNCUaZYIm6EgCJlnSsqlBBwU06ZOxXtvv44LLh8Oz8+oYFCMRcGllLQcBGEIfPHxmxhxx2VYungh7nj8U1A/Fctpa5Pue8sYUN2iLXbd/wTsuv8JCIIQ0yb+jk/ffRZ3Xz0UXXuuj2sf+BgbbDrIZFgs6bztg+sCt7I/cdAb6yIOP/MeTBz7DR689lBcft83SKXLlNejrtFdndR3403xzVef4OQzzosdk/dug0UXjXrzTXTs2BE77rC9KnMB1qLIFRlcP53odbg/qd5X/Z2VdF1HfRPgFga0hfxC872+6C0nkw1M7bKkuvK56AIj5zlJx+RUAytyLzMjXav/6jeKpqunsOH70TsjjnfmKtPbMe5Nroerg8RHxs1ZzWu5tLeFAlTp6YNWrjusqHMLAWLzvQjfdSI01QxgxBP+t8JPV0RUpiwQ1hQRj6TenYodQNR7kPl1Ic+FJ7S7ABgDYQQMZu5oZ39J/Bkr02UAzEvx2Ajy+WpWRZ98/R26d+2C7j16REGm8qxJpntMHNjqAFcKhAKj3F4nosCFALC4hmtyW7Zp79TiRu8wrs1NArqmMASqru1zq4Na/TxV3uRI2USriVYa5I4aNQpHH320U9MKACeddBJOOukk57ErrrgCYRjiwAMPxFlnnaXKn3rqKVx11VUKpD7wwAPo0qULamtrUVHBzc2OPPJI1NTU4IorrsBVV12lJrlrrrkGV155JU488UR88803qs158+bhhBNOQEVFBT777DNsvvnmAIBx48Zh++23x9VXX43Bgwdj4403BgAsXboUf/31F4A4yAWACy64AHvssQe6detW0vPKS9KvNmSAJ0GLAKFABEzkbANEUncPbu5UM1OW+8Tjr1uaLXNQ6wsRm2eADJUDTtOi2RJWGgZ8Evb4wkGF2W5Ugf9I7ZcECJRQhEobxMs9wn9zAfd9zQU8aEI2x+BRAo9SZD0GxjyedoiGIJTA8wgYY8hlucmy53vIZXPwvIjBIJQglUmBEII2nTcAAKxYPAFtOg5AOi0iKac9pFNUAdyUT5BO8fNTlIHQCOCmPMtEmQTwwEGtDnAj7S03NabCJDlmmhzokZE5yGXZHJgMOCU1qyJtknioxtjgf5m6Xwgwyqjwr5UgV6WmYmjMBXj5x3E4d+ctQUGE1lYAY4R8nMiAHWEEdAFwE/p8Il21MlqrlR41WU9VZVkySDCrALAaj9I8LJLqA5KZYKb21qEBkEGmkogxgkcfugctW7fBvgcdkSgtlzRz+mTcdPkp+O2n0dhiwK64+q5X0K1nH3AElO864nVoTIe8PgD06L0hPnv3adx5xdHou9kgXHXP+6BeadN1Eq/mArhJ52bKqnDy5c/j+jO2wvP3n48jz7o3AhdMS9zB3GmFSiE+6wG7730QLj//ZEwY/yfWXXe9Qqcl0py5c7HpppuirKwsdswFNF3BZtzmytwvUi8DIsZfPhXjHMf1koCgs28xoLvq4DYfFQtidCq5fsL952O4JVFE/ZOBpxIukh/Fx9IGRefJ9DTm8QQTZXueK9KKpZDAI7qvuHYz8ZwYoDX9e/MFu1oTSAe63DXAFJbK749X1t+bXUah0j9ppsyhBLjy/RIALOKtCg5jJ9AVwlbiAZCm0eYa9NmXozFo2wGR1YBjTbKFPlzwagJbVc9ynSmkKbdpUc0cEELQvEVb3maeoagD3UKUzyyZaGXKT1cvE+03YdwmWl1U8liaOXMmhg4div322w+NjY1o37594ZM0+vLLL3H99dejffv2GDFihHHMNpfikTojad2ECRPw7bffonv37gbABYDLL78cVVVVGDNmDBYuXKjK77vvPtTV1eGMM85QABcA+vTpgxtvvBGMMdx1112qfOHChWCMoV27dujf34w416VLFyxbtgwnnHBCSfdckKimRXWYHUflfqwMMiKyvXmambKfis4V0ZRBtfN1gKulE2IawLWJB57Sgk8xLV0O4RrONM0iTXNIi4BUaS+HtJfjQam8QEUnzngBMn6IjM+DVKVT3Kw5kwbKMoRvZQTlZRTl5R7KyjyUlXsoK/OjSMhlIjBV2ueRksu1rSyNdFkKZRVptO+2ESqbd8K470eiXPjglpX5wjSa8gjKKR5J2fcZJs9l8DwmUgSJTQTZ0gNNUYSJADcKLsVNj+OmyTlllsxNkXngKGV+nM0hFGl+5D4LAm6yrJkmy+BPLNTMk2Vda0MYwgdQkU5h9KQZPO9woXwxLkRUrAmcYXasm8Vbv5RGAhbdmkAHryIdAwhf5OsWzeOLvQ56DVMxYjAT+UzC5sydi1Gvv4CjjjsD6XR5IjORC0K8/PQDOP7ArbBg3izc9OCbuPGBN9C9V5+Cms1isMfuB52Gg4Zegr6bbY8jTr2uKICbr91CqbZt02Oduq3dD4edfhc+eeM+fPDynTHtcT4KGTB9QVhSqu8ddt0bPXr1xtWXnoNcLlc08yaB3gfvv48vPvsMnTt3xswZM6LjCcDDNkm2jxn7UuNgB6dyBKQyjicAV9fmOibb1M2RbTNn3i+mtnzXs2np0qWJoNgt3imO9LtIPK6himIArl1PN2s2QID+fRdjxmwHqLLMmfMGm7Lbc5kva5vr+bg2vd7yJYtU265nDMQBrV1vdVJhM/jShCzyPQCaRQAx70uf0+PlcqPm/G+ZMsOuI+vpQaUcmx2MSverlesQA4vy22p9mDR9Bqb9MwODttvOMot3rEkWaI0BXIcZfyFSQZ7A1C0tqpmL6hZtQFNp8b7i55RCSkZNTLNkHeDKMl4nKvNIaPSN0iZz5SZaPVSyJveyyy7DE088gc033xwjR47EmWeeiblz5xZ1bhAEOOOMMxCGIe688060bNnSOH7UUUfhmmuuwUYbbYR27drhzDPPxJAhQ1SOv969e2PevHlYtGhRDBA3NjaisbERAAwt3ttvvw0A2H///WP92W+//UAIUXV0OuSQQ+D75uMZPnw4hg0bhg8//BAjRozAiSeeWNR9F6RUCpALggEypNZMSiNZVKafr5/jSB3E/5NIK6YDDM/j2lwdWOh+JR6f1JWfrmwOPL0PFSlsiNCicW0uBQ9DRUFpqCZsGfY+Ffox08+UJyLUhkT9ZnyKXEgQCBPmXECQSXvIBQyNWQ+NjSGyWZ9reXMBcrkQoUhJpEcKpR6Fn6LwPArfpxi472V4/6nTUbvkEnRdqx/Pg5sCfI+gvIwHmJI+xH/OZChP5YTvbah8cDO0ER4C+JDa2yzSuboI3AqASxtrhd+t0N7msqZpsggoxRobDZPkMJvVTJW5NldqY5lDi1uImANlEErw4CE7Y8jIUXjg8x9x+g6bi0BmItgZBb8uIfzV6+PJlVbIJu07VHX1sSe1t35KjTVIs2TfVybKksEIaQogUaRMyRQtnfOP4YOr5xp0pglKALgMBC8//yQy6Qz2HXIMcsICATCZ8Vkzp+P6S07Ebz+OxuBDT8aJZ1+LTEWz6DsQ9SiJPk2XZsxm6PXjqVQah510lXZMe5RISOlBCoNPA1BYZsquc2Wd7fY+BfNnT8Hz95+D6pbtsfXOhymzZSQws/L+f5sewlMMjgYErfPkaMpkynDVjffguMP2xH13DsfZF1wWvw+4taMAcNppp6n/rVq14tdS86YOCOPfj90mA3EGobLLCRjUqVKWY6QaKqBQLECxFEJMu15C3/O2p9dlDDXz54lnKoqIGVjLNltOGoOACbrsctd/SWGB4zYF9hgQ1gQMxHhecqzYZszyPsxfcb+WOTMgxi/096mbK5v9dQo1dKubPKbM8lzjGTBg4bw5qoZOScA2H+AFNCCp5T/OR6537prXksBt0vi0v2WmpRQytPS69tYyX+Z9k/uamTKz3ithyowZkNr6yGyZV0p4N7YSxvIhXjJ3JkB8DVxHa8enX36NVCqF/v37G8e5AFUDvZrbTL4gUwBMwau0jMvzDinhWmoPPMDniiUL0ay6JYTdVuI5+vXytR09pgjYysfmUU14FwPc0THZTlMKoSZaXVSyJrdPnz544okn8O2332LDDTcs6dxHHnkEv/32G7beemsceuihseOnnnoqjjvuOOyxxx7o06cPWrVqhYcfftio07ZtW6yzzjpGWW1tLU4//XQ0NjZi3333RfPmzdWxsWPHAgA22GCD2PVatWqFDh06YN68eZg3b55x7Mgjj4zVb9++vdL6nn/++YnpKUompUVNSj7u881P8U0Pd08tTa4qS2ma3pRow4trcT3fuLZKbaCDYo1sKTJBlHZDanQpC0GJ0G5q2k6fiI3mjHRDfD8yBVYaXj9Exmf8N8X4lo5MidNpilSKIF3mcW1uxkdaaHfTYuOph3yUl6WExtbD5tsfi1bt18I3796BTJoY2ttMSvje+vx6/boTZLwI4HriHlSQKQFwPT24lKbBVQDXFVhKaHGlthU5/htmuRaXBVGAKLmF2ahOmAv41piLNllmbXYwKiY0vrv06Y6TB26Mq98ejd9nzouAc8ynOzIvJi5wGxMDa2bJ8lwXwBUCFgVwldTcBLiynVCWKek7RbOO3SHN6Q3JvM7wFQC4IaOob8jh1ReexF6DD0NVVXV0rgZwf/nxa5x0yLaYO/sf3DHyPZx12R0or6iKNEAWw1eqNDyJ8mmH/1vWhwedOBzb7HI0Hh1+ND5980FVnk9LSwmwcTfqTD+RjzbaZDOcdcEVGPnwPXj8kfuNY7qGwygXz/7zL75AmzZtAHDLnN//+CPWfjEAN985LrCsgJImLXBpWwuRHYyKM+YspqW19X6yL8Vs5vUI2rRtawiObc20675d+za5tJLGcZevegniALv9KLd0XIBlaMcKaHcj30gKQ8tLtE0/x9bWutotoNW170knQghateuo3lGSVlj91zWcRnl0/0nPvJTnb1OpADeJdI2unQc4ZrGTpNmFdq6tCTbeYxSoKlGLK9IUyU1qa1UALOqhukM3U3OsvfcvvhqNzTfbFBWVVdH4EGtSdM/xb8Veq4p6do5vSs0PJAKelFIhGtDqSXmCY85yBZ0ygkw5NLc8PZD4klS6IPEUtWOebr6szWdN1ESrSiVrci+++OKVulAul8N1110HALFAT5IIIbjgggtwwQUXFNXmG2+8gQcffBBjxozB4sWLsddee+GJJ55QxxctWoT6+no0a9YMVVVVzjY6duyI2bNnY86cOWjXrh169OiBfPkCjzzySLz00kt48803ceKJJ+K9994rqq95yfNMrZxymBOzB9XKGDE1ZI5gQwYpnxFi+OfagX6YnmtXmC1L0xwJIGySUlRATE4sBAGJpm0CgEGkdtFC/xPha0JCpcnlt839+HwQBOI+KGXIhRQk4N3OBfoizQBQZLN8gvQ8giCgCAOm/AGp0EKm0h48SuCnCDzqY4Mt98XYb19FJk3g+0DK5zlwM6koRVDGZ+jSOo2ZCzhjKAEuz6Qa5b/lvyKolA5w5SaiIxsRk2UwKGVWnI18Z5mIgCz8cZnQ6IY5K4WQHC76GAjka09eEFVKKu49iSt3749vpszCgQ+9hg/PPRw92rfWxpMl1LCZMn1c2AGl+Asw9z0vNv7k2OOpp+S+BLtRoCkJcKXWFqJ+RYs2WDJ/DsCYwfSYPk8JjCeiwB4fvDcKNQvmYcgRxzuf29uvPYVbrjoLfTfpj6tufxrNW7SFnabBeCyMayGkRtPWetgS9CQtsN5mlNni30vvoZPeDwaCY85/BOWV1XjyjlMxfeLPOGrY3Uhn0rFzJJPiUaBrG4pxMwMwRBJ8eQ/5hABHH38ali9djNtvugaZlI+jjj3OWU9qfiR17twZ344Zg2+//RbXXHstjjzqaLz9xmvo2rVr4rWSmCr7Oev+gE7NFtTDivpHIi1SsZRsOmxrdFfOlNg4j3hoVt0cNQsWOJ+C7Wvs6pNTU5gEbB3l+cyU85lmujS2si3ptyu1gc5+Wtp31a7znqi5TuuH7QdnC4NlKhy7GpgT6MYrUlQ1b4GFC+aLeVu/dBzcusgFcPMFFSt2flmZaMslg14i/HNhph6SbUm/Xf15qmeubsPUBEckLDLgxb47V6RnY182Tn1UtGiNJfNng4l+yrrZXICvx3yLYaeflndN0tvUA0fFBBIFTJVjqc20dUOnimbVWLJoAcIwBKVUXc9YZ4jkN7R1KyawjIAzEA8slaS9lfO/DsDl/9UlHG6iJvqv+Xe/8MILmDFjBvr164fddttttbT50Ucf4b333sPixYsBAPX19Zg0aZI6vnz5cgBQQatcJE2hZd1i6MEHH0TLli3x/vvv49FHH12JnlvkpSJtrdTY2tpYw382QYtra3Lt85XG1vTL1QEukwBX+JQoQAJdkqrNQEq7wFMJURZoWl2u0fWQE8BQpBZCpBFN0Zzw381ZKXkCpP3A8NlNeyJPrcctvH2P56+VqYbSafFb5kWph9R/6XNLUVZGsdb6W2PhvGmoXToLmRSUpljXJKcoR4weCeHRIPLBlZpcluP5gcMcaCj8blmggVuRGkgGlsrl1MayOe5Ta2hts6b2VtPihuJ/KDZma2ct31xTc8vMzWKMK9IpvHLifqhIp7DfvS9h3tIV/IAS63JNLNGBqxwbgOHH7dbc2lJyU8AiTZQNwKtpbzmjYvpSQUngozGpa/jsoB4xcKtrccXvS888hk023xo911qX35b2jF544l7cePlp2GPwEbj14VFo0bKNekR84Y62QmTLi/R9/XyX5Nyoq4FEov3SEplOYrVhk54WwvdTOGLYPRh6/iP46r3HcdFRfTD6/acQBkGsDeNZ6H6jJM4YG36lGgN8+tkXY+iJp+PG667AA/feWZJv71ZbbYXnnn0WzZs3x7BzzkPWyp3tul6px20NqrOOpYUtZtPbz6etTapXaLP7V+yzKJV0C4cYMy8Y5ySAW4zvoV1Hv0Yhra5evzi/3UjrZ/jv2hpeW8sr56ME7aurX4n3m6d+EgBT1lmxttxa5DWddAAp941j6r7dfEs+3+qQesZWUEOvaW7lNYz1BzzgZ5DLobyiUq1JsfvR1iSj3PI1l6SbKuejfOtR300GYvnSRZg64VcAkXkxPy/eTtKm19c1tDrANX1u+R174pfXDdX/Ui1fmqiJ8tF/DeRKM99itbTF0GWXXaaA7TnnnIOPP/4YO+ywA8aNGwcg8s115f+TJLW2+bS3NnXs2BF33nknAOC8887DDC24ycoQS6XB0hmwdAZIpfmWKeO/6TJzyxS52eemMka7TGyhnwbzM2C+KPN9hF5K+eUymVOOaL65FnGT5QjoShNeP2yEH2bhsyx8ZOGTLFKkESmSNTeaRYY2osxrEFsjyrxGlHtZVPiNKE/lUJ7KoSKdQ2UmQEVZiMoynmu3soKIjaKqykezKg/VzXxUV6f41sxHdTMfzSo9VDejaFZJ0aySoNc6PGpr7aKJqK4I0Kw8QPPyHJplsqhMN6IilUWZz5nitMf755Mc3yDuLWhEKqiHH9TDzzXAy9WDZhtAG+tBGxtAs/VAYz3QUA/U1/HfhnqEDfVgDfVg9Q0I6xsQ1tcjrG9AUMf/B+J/UF+PXF0DgoZGhA2NCOobETTEtzCbNbYgm4uZKsugVMZ7o1RFYm7XvBneOPVA1GVzGHzPC1jWmIOdg1moy6GCpFFqmsHrgdB0IY0IhKYEL2KM8zGYicZiKgPmpfiY9FIIRf7C0EtxpoN4CKkPmZ9QMiIAj2opN+6LK8QqzFP+4coEUWdmNQa5Y+eu+O3n7zD86vPx8w9juESeMTz+wE245+ZLcMTx5+CCq+5BKiWilOumX9A0lJrZlmKNFZCMzrH9lqLNXOx1kEmJVReaqZe2RUE95L4jGIgGonWgK40+qCbHMMYNAbbf+3hc9+iv6LHOpnjw+mNw9WnboW7FYktyH92fDDTiyevDNE9Tz80CWZQC51xwGc469yLcc+etuO2m65xztc2wS0ayuroad995B/4YOxa33n5H/F5WAtQlBaOSxwgzslmWvEVuH4HDFSTIW6/ozQmeLTNo3TTaIYSIgeUSGFMXwDUAisOcNmmT9V2AOtS2QPjYq9Qs2pygfhk1N6uOuXnCn1LMM2LjWjiqLJh4nACZB1X0y5qvDKClHYu2yP8zMaBVDIBFgMp8NtT4XnTAv7pJH1/F7LtID0Klmy7rAoOYIMECoVGQKGqaGSc+74TNAsH6ewWidUheOyQeCPXQpWtXTJk2TQldZbqgpDUptMqKeT7yeUoy1yNTYwoA6/bdClXNWuCzd18wQapzTXJvnpjT5UYp//Upg0dDHrCThLxc7PtElNNAKA9EuTxG+DlN1ESrg1YpT26xNGXKFHz//feorKzE4MGDV1u7HTp0AAD06tULt99+O2pra/HQQw9h+PDhePzxx5WJcl1dXWIb9fX1AIDKysqSrn300UfjpZdewltvvYWTTjoJ77zzzkreBTgAlXnWGAOCbKTlUqbLAQ9cRDMR5xmG3AyWhRxsGJOhyAvn8Tw4TD8HDPDTyjyUVxB5ef0016hJHxUWAkRofQlVoBcAQAgI9cRlqUgbwusTKqZUIiy5WACIyZ/QUC24ITjIooQHQ2CE59QNwUA8Aso8eCyARwGSA7KUwksxNHo81VDaJwAjyFJu2swYQSisenMB71o6BXg+gU+5WXLAgMbaGjRr1gwdO7RHRSqE73FWKEX5f0pCeJRhdk0dZyTB4FGe4oQSgIZSa82XIM7YEx6IKwy0wDCEPz/WyCMmEwpQH2HAAMLAwhxYLseFCB4VOXAZwlCYNqcyvMzzAFCwujr+XvyMMYRYQx2I74Gk0hy4Usrff7aRR9pOp6E0rCwEcjmQFAedRKSw6t4hg9eHHYp97n0Jpz3zPp447WD4KZFHiYCPJV1ry8TY8zP8uBwXTIw9EbVRaXPDgJ+byoBpaYIYFYyJn1GrJ6M+B5mUB0Lj4088AzDxvHj+5iULF0RMHUS7jGueOdPA+0YlqNW+Kw72OCNx7S33o0evdfDqi0/gvTdfwHp9N0FZeTl+/XEMTjn7Shx54rnwKB8/ADdJC0I+5jxpjS0YhKxwNZDlDHzsZAMO9qiGHkPGEIgcv3rAjZABQciDdkgwKgOMSI2mfM0AE4HcxJAjfC4JGeGZqiCCeYhbZ+L7CBmQ8aPrAbycAUh5UV2ovvP6hAA91loXFwx/GWN//hJ3XX4Q7rz0IFx8y8uorGoeMVUEmDw34NplAarF6+DfNKR5s5pSQCnhx8FU5ZNPOwstW7XAbTfdgE6dO+PIo45VYyvSQBBAMWhRKKBNNtkEF11wPq6/cTi223Ygth0wIALvMnCeZZav8pCrcv7gJMDm9yGPyYdElBBQsuIyQ4CheZJtgAHanK3ScxEzjFFUbpplMzUGLEAY67u4VZVijKr2+ffBsHjhAgBRGijOjEP1Rz0DUV/2MWLMuZkwIdxdRcLoULxCSoghMAkcfWcgCMX3ZN9TIEMFWDLWMOTnKU8c8WBCxvtHxAdFxDsKGRGCFt3kXDxMInLoyvciU6oRM1BVyMwxJsFDyKRmSroThep5qb4T/X0LIYItONbGgU6LROYHQkzgw7T+2FZWUo+hpmar7wz8174niGO6248sg1afWn003IS08S2fjVmfRWOYyPfEx4veT7v/RKvLW+FphUCicc3XGx6Znaq1SaQfCvnoNNy+wL8bwhiIjPCvlfMmqXpmspwRyuuDGOsQP8Hj9QnBdttthzfeeAPnnHsuqqqqIUdOCDX0VBnPmcsnSqKNbX5N+T1B8VaMRd+HR6My4e0UlTPI6RG5AEhnMtj/8NPw4ZtP4ujTLkd5eRWykmfSohsz8PY5qIVRHjLBD2lrFH9GDD5hQlDKgS8THfA0ISshfDFjEMGpJNhe/fKWJvp/ldgq0qBBgxgA9uGHHybWufXWWxkAduihh67q5fLSV199xQCwDTfckDHGWBiGrKqqigFgtbW1znM6duzIALA5c+Yktpt0jzNnzmQtWrRgANjIkSPZp59+ygCwAQMGrPQ9ZGdNYis+f4FlZ000yhun/MZqP32W5WpmGuUNf33Daj95mgXLFxnl9b98zGo/eZqF2UajvPa7t9mKr16JXXf5t6PYil8+McrCXJYt+eE9tvzvH80+1i1nC34fzZbOMPtYv2wJm/3XT2zp/NlG+bLFi9i0v/9kSxebfaxZuJBNmDiZLV9hvpsZcxex3ybMYbX1WaP8tyl17INf6lljLjTKX/+OsSc/i90Se+gDxp770ixryDL27Fche+AZ816X1wXsy7HL2cRZZl+WLG9gv0+YzebWLDXKVyxawOaN/ZbV1Zj32jj1D1b78ZMsN3+GWT7mHVb75LUsWDjXvO7LD7DFtwxjYb153YV3X87mX3NK7J5mX3Icm3fT+UZZULeCzTr3MLbgoRuN8uycGWzeZceypa89ZvZl4li2aPjprG70O2b52O/Y8ocvY1O/MZ9N9o/RrO7FW1luzhSz/k8fs7o37mXBkhqjvGHMKFb31gMsbGwwyutHv8ZqP3sudk/Lvn+HLf/NfIFhLssW/vIZWzrpN7Mv9bVs9l8/sUWzphnltSuWsykTxrOFNWZfFi1Zxv6a+A9btGS5UT63Zhn7bcIctnR5vVE+ZfZyNubPGrZg4RKjfOy05Wz0n0tZ1hp7302oZV/+uSJ2T5//Ucu+HmfefzYXsnd/bmDfTzS/yaW1IXv7x0b261RzvM9dErBRP2bZ+FmBUT51fsDe/CHLps4zy/+cEbBXvg3Y7EVmH7+dELLnRods8Qqz/KPfQvbk5/yb0On17xh71vpuGGPsqc8Ze+1bs6wxy9t+4YPxsXt656dG9vs0s/GapTn22R8r2LR55rOZu6iBfTduEZu3yHwfc2qWsd8nzGbLVtQZ5e++9wEbP3Eaq28w25k5czabOGkSCwLz2UyfMontveeesXv6Z+JfbNZUcx4Lcjk2/e+xbN6MqUZ5Q309m/b3n2zBnFlGee2K5WzqhHFsUc188xksXsymTBjPli5ebJQvqlnApkwYz2pXmGNywdzZbOqEcayh3nwGc2dMY9P+/pMFuZxRPmvqRPbPxL9Wzz3NNeex2hXL2eSJE2Lf0+IlS9nfE6eyxUuWGeXza5awPyfOiL2nf+YuYb/+PZfVWXP5pBmL2K9/z2W5nDWGpy5kP08wr8kYYz9NqGF/TDGfYy4Xsh/G17C//zHn5tr6LPtx/AI2dbbZxyXLG9hPf89nsxeYz71mcS37bcIcVrPYnIPn1ixlf0yYFbunWXMXsr8m/sPqG8zvePrMeWz8xGksZ429qdNmsomTzPmKMcYmTZ7Mpk2fbpQFQcAmTZzIZs201vmGBjZp4kQ2b665fqxYsYJNmjiR1SxcaN7rkiVswsTJbPES89ksqFnE/p44Nbbmzp5bw8ZNnO68p78m/hO7p4nT5rBxk8w+MsbYuEkz2cRpJi+VCwI2buJ0Nn3mPKO8vqGBjZ84jc2eu8AoX76ilk2YOJnV1MTvaeKkSWzJEnNuXlhTwyZPnOD8nqb9/Wfse5r3zxT2z/jfY9/TnCnj2cwJf8TuacaEsWz2lL+Nsnzf09QJ49h863tauHAhy2Qy7O23zTV30ZLlbOyEmWzhYnMNmbVgBfthfA1bvNx8H5Nnr2Df/rWYrag3+/7H1Fr2+R/LY+vTmPF17NM/zPHLGGMf/NrAvvzLbDub43P2dxPMbzVpfZq3JGDv/tzAJsw2+zKjJss++a2Wzaox60+fV8++/nMJW7TMvO6U2cvZj+MXxPi9Jmqi1UGEsRLsdB20/fbb4/PPP8eHH36InXfe2Vlnp512wieffIIXX3wRQ4YMWelrjR49Gk888QQ222wznHzyybHjP/zwA7bYYgv06dMHf/31FwBg6623xpgxY/Djjz9i0003NeovXLgQbdq0QZs2bWLRlYu9x8ceewzHHXccWrRogXvvvRdHHnkkBgwYgK+++qro+1rxwzvcdxPgorowFCoarZIISBRpeIWILgxFuW8qcoMAUmOriBDuHyrMTGU+Uia1bACYl1Y+ubyAISS+qs9NloWkUGglIbQaQj4qyqUZqdSmMXGtyPQqZFLDTAHNdCcXckl1DilhckoRhBTZgKIx4FrmIOTphXIBQW0jRTYAPEK4RkxINnOhkEqKwFKUMiEVZXj/5bvx+hM34sVPpiLlSROdECkSgnrcR8QnDD06VGH6nMWgjEdYpsghxbIoa1wKL2gADQN4YRYkyMFrWAHSWA+SbeDvJcgBDQ3cB7exjvvgMsJ/pR9ufT33tSUe980NGVgYImyo1zS5UNGQw7oVACG44+eJ+GXuQjy05zaoSKeVJpdmykF9olQeJJcFSfkgmTKuvRBaMhJkQcrKQHyelod4HohURKUzGPnFz7j0+fdx+7H74shBm/OxlI4sDpQ2lIUqBZDSSAQ5oW3WNblCZ0I9sFQmiuRNfaHwpmCeD+mDG3opMWYImJdW/lLcNJAhpL4Ypz5ad+yM+XNmI2DSbE1qfIWpIhPSfs30K2RAwCI/Xz7UCYJA6B+IaUiXC/i+RyFMGUW5prHVzcZyAddmUU0jJusTwPhWGSOGpFzFmAMfx5EmAlHfQ6kBje5HlVOhnYH4FgIpcY/uhzEgm9M1tkSV65pcmROXEIhvDEinTFPoMGRIecCnbz6MJ++9GLc/9T06du0JghBpH9i4u4+x/zQCjJsqMybN2SKfLKlpo1o5hRhfkCbZ/Nzrr/kPXnjuaRx/wkkYdvZ5SPuR5owxaY5NDPNbhAEWLlyIQw4/El27dcXIB+/j7ixFanKZpck16jMZ7CjK6S7fIFOaJ1vz5ioXpsTywWp9IWCxPiLIFdV3uxxazmU51tp07IIFc+dw6wmhi1GmxLrPIeNaJr3vUmMrNbkwopZHmtzoqRClVYb+fIGYJleO1zCPJjdWLr4FCmYE4CMIRQA4U1NEWKjGuKFBYqHSmkW6bK7JVWMMkSZXatwjLaboY0yLKQId6Rpe/bKWFlP+b9+uHeY40jXq9Q3/ZDX2TCsC+Z4MdkHT2uvaylI1ufozyFcuNeiy72bKmNDUOOvBxVj821bPUdMc8/IwKtevq2tmjQCOxX83spxbpvG1pXXHzlgwZxYCNbY99cwYITjt1NNQV1eLkY89hcj8HQhD+b1LM3gi5nKxZhlzAbiWl8i74cfk+kSIpmlmPPUivyeivl2ArxMh4+vWA8PPxpcfvYqTz78VW+80BB6lygKJ99/S5BrvQ1omyfWASVsrbsJMIcZ+CAYGwrjGVrnNiJti4KbP8j1RQtC3lxYAs4maaCXpXzdXZozhhx9+AAAMGDBgldpauHAhRowYgU8//RQnnHCCkQ8XAN59910AwOabb67K9thjD4wZMwavv/56DOS+/vrrYIxhzz33XOk+DR06FC+99BLeffddXHjhhSvVRggP0MxDCHVEWqbRvfKJWdlHusmekFV0W98skxOoMmuOLqsALaViIuKGaHoqFmk/w4EKBzqEhWCBiHIoJzJpvMRCZc5FBSsLhAgJBWEEDB48whcAygIOJoQVi0cZUiAImIAvhMKjBIQynl83hMixCzWZQ5zHmWoOdH0aYvnCmUhlKpCmMtURE2Y13OfNY7ysWWUGKZIDEIAix32MgwZ4QQO8XCNo0AAS5EBzDSD1K0CyjVqQqSz3vZXBpWT6Hwlshb1oGAQIG7N8sZZgVqxOrD6rAK6Olr6cMA3fzV6Arf+Zhcf32Rb9Orbh5zbUgQUCtFLKTZgJuGk1CQEm/WzT3M+WMBAPIJSbbxE/BeJ5OH7HzfH7tJk49f7n0K1da2y30TpirAjzOt1hUze3I0QETot8yOS40PPfcpNkzQRejQWZfgHC/1YIRMAXaMOfinGAWl5RiQAUIZFMuBaQCoLJYFEMTd3PiT9WyaQCEPyDtDbnJvXCrIoBQRiZHzJEzGwYmjIpQggoY6J9ndHWECwkQ8IEeI6YTUmS39KBMkHEFMqZgslH73GGhOnnEG6yp99nyAgP6s6kmXJkOig++6gvwizO9zRzY+1ufY8/n213PxJPPnAlXnr8Zgy7/H4BVoHWzfiXHoLBQwgiQCxj1lsifIxLUMdkYBJRV2bcvvTyK9G2bVvcdcet+OnHH3HbHXehffv2Rp+YbmctnnKrVq1w/TVX4bCjjsEJp5yOO26+Ec2bNzcYX5vscgkA4uXRe2UkYp6JvD2rDVjlhgGqcnUQ86UsD+K5fgEooB5rP6k8yCKalQF4PsorqwAmfPeVKa8QALEwWhiESS9jFNG3FLUvTedDcVyKYYz079p/CXatO9LKTbAUBAQuCrRblaAoBFEfiG46y9c2/YpRnuOA6b6MAhCw6JmrtYxFQIsLNxjkmswY02tCvt1In0C1Y5GpKS8LjX5G98QDaHI3H/tpafdlPC+i3kdULusyNTfqJEGw/UZC7VuKWoGjL3Z9c7xK4MmsYyqfeCwba4jYJcIQem8i0YGWu1q0RqSwRn1P2jgImarDD8r3J9uWY96TN2V0Q2aW4AISgvKKSrVGGe0INsnzPDQ0NAphbDzPLQPUMeWzLqaxyIc9uvH4u5VjKRJUqZRTkpGSYxdSoEpw7LAbsGD+XFx/0VHotc4tuOae19C2fRfjXiPQq81NhPNT/ElHbltUCyjFH04ktJRzPwE31ZdBG2Ubsm0K93feRE1UKv3rgafGjx+PpUuXonPnzujUqdMqtbXbbruhe/fumDhxIi688EIE2so2atQo3HDDDfA8D+ecc44qHzp0KCoqKnD77bfj66+/Nvp12WWXgRCC8847b5X69fDDD6N58+aYNWvWyjWg58kVPogq6JPn803uUxGIR69TYEuqa/vZKtAhmRsZ3VaLaCvJjG5Y3DBSjJ+WVzIqizQ6+uaJiMyUhCK4AQ9UoIIaiN+UF/L8th7PcSu3jB8iJaIyp7wQaRE5ec7MKWjdph0PfECja3ANLo+gTCElwSHPiatSBslcuFmVNogEAYhICaS07mGoVikWBGAs5L8iyrEEuAhDA+CamwlwZY7bO3figpz5tQ0Y/NIn+GSKNvakFpcSvpEogBRN+fy/75lBpXw/+u9x395bjz8I226wNg67+VFMnrcQscjcUmNPiBbBm4J52nii0djlkbxTYkxHYzIknsqLK60F9DRBKpiUCPRhpAiSiziRjEI8cqn8r/8C8aiueuAjoi3U1DruSl4v9wt+A8T4jIyxbgeYMoNNMWsTTIZgHjytTPrwelRK3819SmUdoTUlMDaPxq/vUVEuzxX7UsPqUYbyijIMPnwYPhr1JJYuni+uLf0LzaBT8rnKyJp6dE3qeI5GeglKcfKpZ+DJp5/HlKmTMXjfvfD116MLPnsA2GrLLfDoQw/gh59+wp77H4Tf/xgbY/RXlYpJ62PPc/b5+aInR/XYKkVttvurxr5+XeYG1hKMxPoElvd3VahQpGW9Xr7AVa469rygAv9o0W2TNrs9e95JPMfa52XUuUWsmvu4HUzKvu9SylcnucZG0n7sXDsCuzWGXZSY4ifhuKyT9I5c7SdFyC5E06dPR5eu3Vb6GUtQLMkV6C3yi2VGHWPN0YMSgqG8vBz/ufVZ3PHE51i6uAYjbr/Y+UT0YIZ6vlsZcEryaDovpQJSEZPH8iACUol5X9oBJs2JTdREK0v/OsidMmUKAB4calUpnU7j+eefR7NmzXD77bdjnXXWwQEHHIB+/fph3333RS6Xw0MPPWRobLt27Yo777wTK1aswHbbbYdddtkFe++9N/r164c5c+bghhtuwIYbbrhK/erSpQtuu+22lT4/pH4chNrA1PNhpw9idhRkVxsyaI8EzK56RGwgCnBIEzU9yJSdeN0EvcSIdCjJMBmE1EwwJ9Dl+9FkF6UcMidN/ZdH5ePaWQlg016ItM83DnyjYykaYOHc6fjq4zcxaMc9RSQ/HuVPpjXyEKjrAQAVAFdGi6YiJy4JA5Agp35VEDBpIyrNeSXYFYAWIvgFE8c44I0Arnqm8pi2L8mjFGW+h5M3WQc7dO+AE98ajW9mzheglptQgVIOcH0N1KrflAhUxSMgE8/npssyErLnIZVJ45lLTkKrZpU44Jr7sbiuAcosWQJbHdRqghIlPJFjT0bttscdiDbWqHbMBLhq6dMBbpEMnJ2GQUrOkyjOIJhA1/hNALqFIs3awFIyHEmbBKoR6BRMhgZSJasrzcZUGgcCJV3XIzFLZbwnTITlJo/pm1lHB7eIzgFDuw5dkMs2CsFQGBmK6AIs8TwVsIUG3rXn5wR2GmjaYsut8Maod9Gnz3oYesyRuPuuOxGGubzPHQB22H4Q3n7tFbRq0RIHHHI4nnn+hZJSE5XKhLnepzrmiHzsOofXTQCsBSIpG33RznUCbGuelv+NY2rsJ0eZNurb5f+l9CBJKYjsucEFToF4CiK7TrFg167vulaxICvv/RYL1EoAvStLSd9t8n5ojCcXwC2WigG6NlBNOp6U+im5bWutUfsUM2fORBeRq7vQGgRo6xYjMYBrU74cs64sALawFAA22HgrbLfrgZgy4Xf3+qRH/BftSHAr10F7jifWvE+060tgq34tINxETbQ66F8HufPnzwfAgeDqoP79++OXX37B0KFDUV9fj1GjRmH27NkYMmQIvvnmGxx//PGxc0488US8++672HbbbTFmzBh89dVX2HTTTfHKK6/g4osvXi39Ov7441c6/y+jPkKaioWrZ9bmBMM62LW3JDAr29NTGFA/Bm6NnKQ2gNUm75WlGEMntLmqTNP6SKArNUIS4PJw9ZFWN6UDXQvcpjyed/f5kbegsqoZDjlyqKG9VRpcIrxlWIC582pAg6xIi6RpckORCzfMCfCai2txBZjlvnwCxLJIiysBrG36mGQ6qZ4bpbjtuz9RnU7hnK02wAN7DcDmndvgmNc+x4SFS5WZMrU1tqkUB7cpH8TXtLcpXsbBrR+l+vF9tKxuhlevGYZ5i5bhkGvvR0MuVLmVbVALMX6ifMtCe+tr49FLqbGnxp0cX3LMgZh1oJko20CXMcybP1+YC1OD6Uhi5ooamxaDbgBdB5AtRaObnHMwAfwmgGBby0s1sKkiWApgamhyiZb2gZoaXhfolZpbqb0liMCtvKaU5v/2w2fosfYGaNWmjTBlCzFhVgNYGAmn5PdLtF8C8Y3r370O8Kz/ktq0bo1HRj6OYWedg3vvvQdnn302wgLfDwB07dIZLz//NA4ZchAuveJqXPKfq9CYzZXE7OcDu0kaibwA1AmCC4Pagv10aYZNm2EsnDNT2fw6hQqaxQ0QB7r2e3IB2XzfRSlCg1Ipn2ZXr+M6JrW6+eo4QW8eTbELjLqAqV4WMGDOvJoo7kAJgHZVwXOpVHD+cwBc9Z/Ex04pAFdSIaCr1ysEZGPnOJ5lCGD+vHmaT7sGcMU48FN+5Iuepy29v3p5Uv5Y1/N2pmdzWADZ5W3bd8bcWdOQyzXE1ifbaojK2Aly/i9Be6sDWyNPbsK82URNtLK0yoGnmmjVaeGf34Jp/lNOxqXAa7LPKWayNmxYEs6NJmzT71Ky/HaCdbsNI2iC1Za+b4IXK48ci/IY5pjHfS41X5ac2NfbNG5Tm0xnTZ+EQ/feGiedcQFOPu1MJUk0zWbExCvyU6ZzdfDCHGiYhRc0ctDbWAsaZIGcALu5HM+JmxOpf3IiuFRdHVguAMtlwXIBwmwOYUMjB725KNCUYcYMRD65ujZXRkcBcOp732D60hV4/+g9QShBbS6HnR57G+UpH48dtgt6t28NKjS1NOWDpNORKbLn8wBU0uyY0sgEWea2JRHyYdTD17+Px17nD8feAzfDyMvO4KmF5JiTY0O+axG4jANabtKs/G51UKuPJ8ME2RNBpoj61XMdmmOGKDPliDHVfHKZuXTKMl7PzfTFNL+6ZsaSqtvXkRSyqL7r00349BLJbsPIL2oEm4HRL90nWB6LmHbz/HzaTB3ESz+syHcR8CnX2h69Zx/0H7QHzrr0VvgaA6ObJruk+kAyUHKCPwej/MEH7+OM00/Dcccdh0svucRs02F2K8tefOVVXPKfq7D1Vlvi/rvvQHWzZs5rlEqueTwRFDsGSSnn2+ckaqkcczT/b2ugqPFfHjPLo29PHde+QcD6dmxQyIg5jhPApPpfQCtrPIdCz8kGUo76rtzAtim9PXZd7cWOOdp19vFfYvRXN9AtFtTmA7eA9VyKYEuLeT7FCIFWhdy8kjlm5dq0687bY+dddsX5F13O1zZmfjeMEQQweRsu4Ija07/qULuGasfBBxn+8DaYtr6pieN/w0lDtkb7Tt1w2HHnYa8Dh8L3TR9y3SRagVRxvmuO9zRQK+tIXkuS/S4pIVirVzc0UROtKv3rmtwmKky2BjegKQS2Zpf6yZpczU+3FH/dpITnDMTU8krAIzYXwNWpGLOeQpSoIUDch4/76AZCihjEN+F365MQrzz7MJq3bIkjjzlemFRGmlsOdkUgqjAHn+XQqWt3+Cw0AC43V+aaW26qzHPjqjC20jxZamol41lIUCF9aI2NRv89/p/6Hvbs3Q2/zVuE6UuXg/geqsrL8OhBO6IuF2C7+17BC79O4Bpa5WOb0jZpmpwCUilNcxttzPcjDayXwtb9+uKxK4bh9S++wzHX3YuGIIzqe16k3fXF+FOaW9/wu5UaWX08yTEXWRsQS+hhmiabAhWKrl07g5D44l6sD59eP5+wxHhXDuZW/68k6dJfyfJ9lW0Uu9ltKGm5YCI8yWxIba40Jya6NlZELybmpsrzbFTf4NAUU4b5s6Zg9syp2Gyr7Qxri416VgltcmhobnWtrW66ptexAW4c7EZmjrvuuhsuvewyPProo/jqq69iADf2vsU8dfCBB+CpkSPw6+9/4IBDDsc/M2aa77pEzWnSNU2AzZxaWv169rkxkJDHNDmxXH+WWv7ddt17g+fhTTZXdt4HYQZYSQI0SeTyvy6W8n2jLu2YcdyhaS3UHmBqdmU7rvPt//a8lM/X1z6PgQCEokfXDoA2F67stjqpEEgvBuDqGkrn95BwJ/9Liml9CUWXrl1BSPL6U1lRiRUras12ingn1PqVzyof826vRTowNd6Ltc707rMh7n36E/TttxXuuHYYXn/ufo3vitxO9Lncjq1ga251oaXOa/H5PgBFACJ5L7EREjjuqomaqHRqArlrAIUOU2JGEoAp9RPBaVGbAMv5ADOTwYQkqCUejAAXtjkz3BpflkddVcxiq0+OaqK1J0zNREaaLetbigaG3+2sGdOw7roboKqy3AS3EBMsC7lpMuMgN5Upg8c0P1zGAS2RADeUADcHketHmScrc2XA8K1VK46eqkD60PqeBm4jUCv3qTi+a+8uKPc9jJrwD6jngfoeNurSDp+fPgQNuQBP//CXMEX2NR/cVARujc1XYJX5vmX27gvA62PfnQbi2Rsuwrtf/4iDL7kZKxpzMbP5UA8sJU2TaUoFlYrGFI20syrCcuSb6woylTS+Muk0sBLMm645SmRWSwTKLo2OLpwxmIqVYFENoEjcwFeCXo+EwmdKA7xFgF5786n+PzQBsdb22F95YL9NN98mMlujDBUZD5RGzI5ttmabruW7/+i5xn34CGEYeswx2GabbXDpZZdh+fLled8NEI2nbfpvhddeeBYNDY0YPORQTJo0iZ/jAqtOX9fCZsi8XjKoLRRsqhiwnaQBS64fAgRIZcoKfkIELNnkGfm1ofmO/ZtUDNi16+vHCgWnstvQr5cEWu328wXJkvUJgEw6tZoh6qpREtAsBELz+d4We43/BSWZNMt3lE6nYybKGscCz/eQy+Wc47HQOpMUE8L137aAUW2QZMCrb3033gLHnsotYTp16W6YI+t8l+46ls8sWQouI15LzveBZgod5hX8NVETrSw1gdw1gLj2lmu59M2p0bWAKk+z4vbfdW4xra07SqPpG0yszQS3NsA1AlYh2UTOte8iHehSycDDmlhJENtXAaWklhch5s6ZiY6dOhoTrkdy/D8Llc+t9L/lLyiIoikHORFNOWf54bJIiys1t9I3UAO4Mm8jIXoEZAqeD1BsngfqmwCX+p6xNavIYOOOrfHNP/O4/60wS65uVo4erZujX7cOICkfVGpvRQRlE9j6kYmy+JXAFn4KLJU2tLmMethj+wF46fYr8c1vf2HwuddiUV1jZD0gAa4SyAjLAqoBWc3sWIFXYR1gRFYWx+xfezwZY0ljLl1jz3mOrVERTCfPhRsf48WQZCycUZIt4JIUTTkJcNrHdeCrmJAYgNUAbxGgV998z9LqCtDLg05FwiRKQiycPxuVVdVo0bJFLIAIJdG3q/tk6QKr/AA/NDb+DTGDqeNlBDdefx0WLlyIK6+6GvW1K4x34hwDYj5be61eeP2l55DJpPHgIyMLv+dCgNMG5kVobN3nJdRLiJ5cKECVvIZervfPFCbk1+ZG5xTW5iaV28cLla0M5fuGS/XX1ckVnMqulwR2iwG89vn5vpD/JhX7Dg0hTYnBpVb13Zdqqpwv4FQx5v+qTAO4Oi1atAgtW7Yy6uikInprbSreJ8HE3Y78D23faCMP4HVtrz//MKqbt8QW/beP8V9Se5sEcGPg1lImSK0tYdIlTIBeFmhbU+CpJlo99K/nyW2iwpTz0mAkrhlw0eqWbK4OiZmtsXVO/Hn8fHUAo/pFHBoPwgAm6xNQ2ZZjfbcZNTlRz509C7vssitSJAsPOT65hnxiJYybKauJVpzv5+pBcvXCNFmmC8qKfLgiJ24gtbk6oBXGeJSAQCaGB6jv8UA8lPAAVJrZIADlrwtYGmBEIHn6khX4fuZ83LDPQPgV5VGAKUrQr3tH/DZrAbzKSuGD6wGZMhUICjJStwgeBeEnC+ohTGU0TT4V2lfT33q7rbfC6w/chIPOvAzHXn4LXr7vJt5X6kXvVfOzNd6/Zu7Oyy0wK0yVjajKxjgxGUNiAF8t6EeSdkXzxzWOa35QOsWZ2ujaruPqPYHFzxWvMinNg36u+u/QdOh99LRLJDFchgaKmXVtf90kMkysNYCug9Rli+ahZavWSNFI4OSL81LIgWmg12R+7V+3r15srnL0mYChW5fOuOo/l+OyK67EL7/8jMceeRg9u3WNTssjWGvdqhUOGXIQHhzxCK6+9CJUVVUafSsGTMQYfQto5qvrqmO3YZ6fzAzK70yeK78dwkIwzTTZvg4jIneoVo9B5CAlNF5OmBpHqkz7BUHicYCbLOvfo96e0Ter3PWNFSLVJ7uckdi3ptdV/SfmNYnWdwqWWM9FSf3neUzjfZHH7KEg+726gG4hHqOQMMJ9vDj/2/8FsF0ZMgX3RE2Q+nxrCyYWLqxBy1atnYJVF6lnJB8Jia8N9rnG8yvAFyVRLpvFO689jSFHnoyqqjIAgRkp2fq1gwW6BJYS1BIw/o4Yov+O/pGVfC9N1EQ2NY2kNYBCxM2KnRpc4iEgvtpWyWxZbTS2xTW3+TdJLomyK6ecLC+GbCmky4fPmEwRWlrayFf3s4/ew8KFNdh4w77CNDngkZI16aEEuRzQNmLZ5N9AclmAMWGuzLh5soiaDJkmyAK4qv8ijQ+UX20U7Zj6VvRjsc+1sqko9Y8sT/vq2Ijv/0R1WRpHbb0xaCbNg0uJAFOb9OqCX6bNAaPcTBmpjGmeLHLd6ibJ3A9Xmhpzc+NQRv2mKRV9W26bb7wRbr3sHHz8zQ/4a9pM5QeufqUVgBXZW1oGKIsFZZ0gzJMV2E0GuErrAYqAAf/Mmo+QxQHuyjB9IeCEDXp5Me0nHbPTLNjmubopsick5vaWrOUNnZtu5ZB0jkdDpyaXmyaHyr9WN1u22128aD5atGyl+cfzCOVTZ9UALFDMj+mTFflmKU2tpqE1zNi0eQBIMLcTTNMhQw7E+2+/ibq6ejz40AjjHRRihIfsvy/q6urx5jvvquvo13SRS1vCr+UGuO66yRrb+PVMrZi7T/H0Qa6+IAxQ888kZXniqufqa6HrGceKNE12CX7yCX1WBhQlfZulBLZyHbd9dQsJzPJpYe2RHTBg2qwahI6xoGuBk7TBpVC+ey4EcN3nFO9/6zy/QIqsUv3lV4Xs9xWtSQyzZs1RcTdsoPvzTz+gdsUKrN17HaNcUlhgnAHJzzmJk3LOjwU2SkL8/edPqF2xDNvtsLtab2z3MCOoVB6zZN0NTCoSCCKtrf5fHf8vvcsm+n+DmjS5awAFxINb7OaV9LGXuuBzib4Xa8Nupdg+FGvS4wK9rnoEIZQ2wiGhJEJyHmPALD8wAoZcYz2uv/ZKbLfddhi03UA16aqJVmlz+UQrgW6wZAE88V+lBrJJqcf0xZyCeeCaVADIAcwDCAIRyZgBIQEI45pW4wGFgO8BIYH+eqSPbsCAV3+biMO32ADNqsqVtpaIvLWb9+6GZfUN+HXWAmzSu7tpkqxrbz1fRU9W5sQeF67ouWvFDcVue+9ddkDlNbfivc+/Qe+117YCcRD17oqJwK3ArfULxAEuL4uuVVtXH2Mq1DXyAVFb25vAHOpv3AVwi2UqJcAFzDGqM+6275WsUwwR5xzCRBRbJisZ90CJ3v+4ZskFOpQJMjShEwmxbOkitGjREp4Aqh64NUJdXT1knl5DYKWZHUfdZYi6GgdWSRpIeVy1zUKs3bMH9tt7T7z65ij+TRUpWOvcqRN23WlHXHb19Zg8ZSrOOf0UpdGV/bK1ee7+FGnSWaR/bSFQ675WaHwrUlMrryu/scYVy0Bgzs3yPvV6erlRJ482N9Ye4lpeW5tb2j2WrtFNIpdGt5TjIYgRTMuurz83o11H/+06y2sbgSLGnbyuqvdf8H1W1zIEQsna20LnAqVrZf9tKiQcWVHXAGg+uPp5Ix95CL3WWhtbDxiUt33n/EuKW2OSLCCS6tokv/CfvvsSFRVVWK/vxpHlTYL21hU1OdpCZZEn52Z7jk4SCv4Xh2wT/f+cmjS5awBxeZeHAHHNakB97q9bhFZW1/KujLZX+kMaPpMgznqFfFZcUuokrW4h0sFqbCPmZmuL5DZh/FjMnDkTZ55xOvcbcQJcbRJmDIRQNN9oO+4ny0LBgDukz5SIJKPaRoUprTBlIr7H963ctVTkrDU2dSxlbT5IKoVv/5mLuctqsf/m64Ok06DpdBQ5OZ3Gthuui3bNq/Dslz8Z2lvm+1GuWsqjIYd6FGTPj/xoPT/SyiaMPy9TgVYtmmNpbV08D7PwsTW0tVJjKzZGiBjn2phzRFQ2NLjCZ1yOH0Io1u7ZGZTEGQub8pkq83IoX9xApArStbelANwkjSMQF8IAkZbW1u4aQaYSNLVJfun65hNbC8ujklMRmTwpOrk8LtuQ7egRzSNtMAUgfbP4sRQNsU7PjvAJMyX7Ioq51NS6fLN0qb78VvNqcjTmST7ffhtviPnzF2Dx4iXmOyjAQN9zxy0498zT8MSzL2DQ7vvi1TffNqKj2+809v4d/rf2O8/Xj5IArrIoYW5rkjwaXYALz9r33pAL0Vhcmxu1w4z+uuraUfHt/6VQEihaHaCtFFAcE5wVdGmI188XXCrfdeVGCUGfXu1BHZZTBdtZjVpem5LecyGAm8//dk3U5MUF9XxdiszTPfTq2ZULt2GaI0+dOgUff/g+jjnuZFBqHndeSxMW5etLkkl/MZvLOkge+/6bz9Bv8/5I+Z7JUzmCSkkezBnEU8Q5MTS1Yg6RlnNSm0/DADRs0uQ20eqnJk3uGkABUpGmJUGL4aJVqUMQQqoJnf4xJH5uMf5kSeQEHUUA3mixjDS6Sdo6EwxrEkjG8Mevv8D3fWy03jrwWE5MtJoJDdPOYSGfcMF4TllhqswDTIUcdHkef1Y05F8R9QDPCnsfcF8WFgRgQY6DV5ETlwBAyPD+7xNx9RufYb9N1sWFu2+j3ZT2rGWQKs8DKMELv0xA55bV2GqDteCVlQuQ7Skz5FQqjUN32hrPfTwG159xNFLpskhrK31sqW1KTBF6KQReWmlhDVN0hxaMgaC8vALL6rPIemXx41paH1fQKJdPtlrAdc2t+jTiDAIDhUepyJ3MHMdNhkAat6vrarkIZcApQGgrreGdj7lwkUsLapfp2lC9XJeaS0pKt1LIbzd0aOF1cK+XJd2D3Tc7vy1FiLJMCiuWLUaKZEVZwINkUQoPWQCh4Y9lXMcy5c1H+Rh6G8R2at8OADB37hy0alEd9zFNOL88ncKZp5yIA/fdC1cPvwXDLrgEH3z8KW69/mpDqxs7P0++23wAO5/ZphPg5jPzVHO4rvUzNbpm3yioZk2ia26L0eaq/guNE7+Wp+5X19qCRftq3hYaKKnNdR2LXc/hnyuvVQytLPCWVEhDqwNd+d0m+hkX6LO8d49KwV/8uN4H1zG773YfYnXgsJBK2I+Xr7z/bb5vcnVQsePDza/EhZvRNxV/P7KNJ0Y+glatWmPv/Q50rku2UCSvJYFjDcoHB+0vPt9aBADj/vgZP4z5AlcPvwceDdRcD8D0tY1pbTn/RAgXWJLQ1NxKJQIQaXDzR2pv0r810eqhppG0BpDUHhlbTBcZ3wKukyx549ORhxBc4xYyDyHzxIQr6igtW6RRs7W4tsY336ZT3miFCWmHzOiqha4mIwBK8Mrw+x9/YN11eqM8k7Ym3jC+8Ao/WydTqmtrBdhVAZ2kSTD1oGt0QQmI55s5a0V6n9GTZuC3GfNw7agvURuG8ZQ/6TSPkpxJg2TS+HrKbDw5+lcM22sg/LJyHiE5lQHSGSCdBlJ8O3KP7TF/yTLc/eqHIg1QFAE51FMEyfy1UqNr+MjmsRoQ0cArKiuweMlSp293Uu7lpNzMHOwSp2mynoohcVwlAFz1nRVgcAwAbgUQKZY50ikpKqYL4OoaXD0PtLxzmQfXpdGVT8P4yg0tbmCkFZLRyX0SwDf8auM5po027HPANbayXiaTRmNDfSTNF5J8AHGJvkvCb3yT+TW2iZulBWjZvBoAsGTJEv7sEzSqSWWdOnXCw3ffjofuvg2ffTkaew85HBMmTS55LKhrlAhwY5SgrU2sq18HbqYyWcucAGIc2lybkjR8+r58Z4D+TcSv6bJ80MvttguBopUBTU7QU6QPr55uyNVGIU1rofkn3/GVnbsKUdIzLBbgxs5zaO+KeZelUr6xXCy50gPlE65+9ulH2GfwQchkyoxjxfRPF0aW+h6TAK4BVC2roQfvHo4ePdfGnvseKLjLaM1xAdwoJkqyabJSIsQscpiw4tHiMSBULmNN1ESrg5pA7hpATjDqAr4lbnzqcQHc0oGvBB+FgG8xm07GApEnr65OsVQiOrhV2liT8f399z+wUd8NtImXJTNoSROslucVQGSi7ElQK0GvuEfKtabKX9bzFNglKZ6X9oD+G6rmZyyt5QBYAFqSSSsTZJJOY+ychTjsnuex9TrdcfpegziotcAtUmmwVAYb9O6F848cjP889BxeG/0TB7F+GqGf5r/UN1L8yBRT3Dw+FTMtTgKwA7bZBu9++BEWLllWctAzPn60sQVqMnwOcCvHjBo7zFFmMXZOxpElH9cZjRiQLtI3yga3BQGuxUCoO3eY4DtBLSKTMmW6rB3zlEMEL7cBrNxsMKyDWr1NAwSL9ssyKTQ2NmqmalEqCIrAALU6mLXBrm66nA/I5gs8I+u2bNECALBo8eLoHZTIQDEQ7Lnbrnjr5edAKcXeBx2OUe+8X9S5ha5VCOCujB+uQSsZPd8NxhMioToAqV0n6XjJ/SqyPX28uPb/TUoCI/nArnF+HrPilQW0eY8VM6flEVpE5cUDXKO9EsBtKUGoVtbsNTbna6bJtsuMs74GcOvq6jBn9iys3Xvd2BqWlHJK3ruxhiWsZ0l3p3NZRrAvB7iVa8yvP32Lrz7/CKcOuwCZFI2BWzsdkOS55HwveS57nlcWc2LupqGMtMwBre5qQTST5SZqotVBTebKawBl4SNkpS/ASeaLgFhgrMOuhaqQxFyajbhzKMZz3pWaksgFbEvxG0rqgy5JXL5sKf6eOBHHHHGI8AOJtLQceIuFllFzcg2yWPH7F0CQUybKsn2ZLgeEgAQBB7ky6jJCXjckHICGQjMsg1apZwls2mcttKwsx6IVdfhtdg3WX6ubaNcM+PTXzHnY68aR6NK2FV6+6gx4zSqFebIP5nk8kJRI/SPTAP1n2En4ccJ03PnM69hr992iQFKizUhAEWluA8qnBAZS0JycEYpjhh6HRx9/Eg8+9hTOP+8867hLI2u1k8/q0lrkXQt9AIIJ0xcgYJHpmD1+JGOZxORxEysCpi36pVKSVsk+ToEYwyEZCX7cYkA0cJzEaCbOG3k+o1K1Avb1bHcAAobK8jIsWlgDP1fP5TviO5s3ZTy8XENeLWpCJxP7a4zNPMKx6upmKC8vw9vvf4jdd94RhGpmuXn6ocx1tflgrV498eaLz+Kciy/FqedcgObNq7HdgK2j9goB1jz+rrG6RZoo28xgoaj1sl0GChmEioUhFkwaCxbyL6WQpokhbr7M+8KMd6HqWkIjuTbJ66h68hthUGbL+jm2r6I6XzcbdpkEl7CulvrtJwWisp+h3od8QNcOWiUpYMDf0xeo6MouUOS6tuvYqgD95Dkovg6r/WIsAvIcy9eHQiTHKuD+NvJ9L/nWL1uoGjJg0vS5yIXmOjVz5kwAQJduPWLrV6F1SdbTQbOkYkyUXVZEeiApWe6JsgfvGo7e666HPfbcy/C3lfWooVTQNbcRr2Vqa6Ny7v4VRrxPkqWcmuP+fWFUE/2/QU2a3DWApISwVC1tIIwC7S0EQcCo2uz2XdpcPlG7NcGuX1PfpGngVjL9kP4c1L7efsImKR/Ifu2NUWCMYcdBA40J1Qxu5P4UwsZ6cYHITJkJc2T168m8skQLQCX+q9y0HpAS6XtkMKh0GiSTwc79+gAA7n7nKyxqCKKUP0JT+8uMedjj6gfQvlVzvHX9OWjZsgWv4/lgqYxKA8R8nwNcqa31Mxiy5y74cex4zF68HIGXFtraFAKaQl02hxfeeh9f/fCzCG4m3rHDxNjWxsvjrdq0xfHHH49HHn0UEydPtawRuDWAtBDIZ0lgjiv3po8RvawxGyYwAm5GIl9ewoIRQF1gdmXOscCsrrmVDIUNgqO6cc2ueyZI3jzkEt6CuXnIibriPJJT53qIpPRemMUO2w7ArNmz8fNPP0US/DAAy9bHTZVFoJF8W5KJMhBpdPh/FtskeZ6HW667Cm++/R7uefCRvO/JRfa8UFlZgasvvQgAcONtd2JBTY3qQ/FtroT5aBEAN6msGG1umGssvU9IFpYmaaDjwhI3AKKIM+j/ZpTgQt/+qgBDoHihUj4A3Jh196FUgdXqprypo0oEuPnMlvXxYreVpP2z23b1RSe1jpQAcGW9rL4OiWPZXA4AkM5EMSuSNLixvqymIGH292OvOwQM333zJb795iucefYF8Cgx0gSZ1kM8qJQEuHpaIGOeZppGNwyUxjZmshxGmlzSFHiqif4FatLkrgEUMoKwxNDv+STWhiSXMARS4i0nd3EuhZb+wa4jrkHAlEZISoHtX4jWeKXS0gYkm2WtvPxFTqAA8OVXo3Hd8Jux7567o1OHDmBiopXAlhGCmgULkKIEraurRGAaEUDKS6FZvx2x/Pt3eB5cyZwyxs2PA4BRgIQQ6YH4MRDCD4Sh+M8AeHxf3haN7q9Dm5YAgJ8nz8AuV9yDG47dHx1bt8C4GXPx+Aej8ckv47B+9054+6YL0KZlc5X2hwNsrsllUpNLPQReWgWV2nH7bQHcjIuH34luXTqjsbERs+bOw4KaRRjz488AgM6dOuKbzz5SoDYpCJTzvTHg5FPPxOuvv47bb7sN99z3gHluwq+L9PEU09y5IhuDR1feYK12+GPSfIQilVMxJoE6yTEutblJfVP1V5LZdpook3gQJ/246h+gJOm8LCH9TklUHCNhMIXMLYWnLMDArTZHl86d8NKrr2Grfn05U0SAduv0w/xxPwEscDWffF1NO09YEI1DHXgmaDLls2CEYPDee+LvCZNw+70PYJcdt8d6fdZFY2MjRj75NLbdZmtssP56efvBiGnh0aljBzz58H0468LLMGj3fXHJeWfjiCEHgFK3pkjXJK1pzBthDPA8tFt3E8z9+1eVK3e1tY+EdEKWZtZYU6xAVEZ7eTS68rik1R1JeFUpn4ZVpxBmGiIAoJSg71pt8cek+WCOMVSKhrZUba4TWCacX8x8VEqQuSRQm1jfEmLLNhR/47BAUPUT1xwzLZABZFV0ZYo+a3XAn5PmGjnb5VwVhCwmgE0i1xqpZwAohXSAq68rVCsHC3HvnTeh70b9sNPOu8TWnuh/pL2NHdM1uaHld4swvmZY7mKxsbKSbhZN1EQ2NYHcNYC45jReXihqqqqXZ7F3RaCUxwO52DlAr6zPQJQ5oryGHVXSBLx6BM5wpRgN298lv+SVIp8k+aZbb0O/jTbErTdey58PAWRuYPm8Nh6wIzq2b4dfPnmblxMq7lG0K7S00aLJIywbQJdRPjGHPFopCCKwCwiAK0wlLWb40iP3w+vf/IK6+kasaMhiv6vvV8e26NMLj118Eg4YtBVSmYwC5lJbzPxULFKySv1DPLRs0x4H7bsnvv7uR/zw6x9YULMQjdks1lu3NwCga+dO+ODNVxXADeWz0dIjKNmIJXiQzy9dVoHTzjgbl11yAaZN/wddu3U3jru0rC6hiiy3I6fa5+i/di2beSik5TCYZmLWLhS9tRhGUTdTlufEJOo2wNU2s9wyNRM5ZV3aitVF+TQh+j5hDB5CDNlvb4x44hlce9E5qCovU0OdsFAJmAqRGcU30IRLslwDjbDmIouJlSa055xxCl4d9Tauu+V2XHXpRbjs6uvwzbffo2uXzvjq4/dBCmhXbYC646Bt8fm7b+D6W+/ExVdei5dfH4XHH7gbLVs0L3h/vD2SDAJW0Q/XychL4du/QPr1bJNlo14CmHXVkZQv4nLSOarcWj9XNnfsqmpxXZQ0/0lyAd01nYqJopxPg2u0Zd17IS2tJGN+zgNo852n/G9hCXsd61l0nq7BjcZadXULAMDChQsLrk2uOBE6kHb2O8FcXifbbFkHuAQMo7/4BL/89ANGPPYMKInuwlx/NPNkHdha4DXS5EYAF5r7mGGuLMeI/e5ZCPwfG/tNtOZSE8hdA4ibFTsOiLJiF1ljsmMFwsczFisLtUlN/7U1TTpjbUsKzfNLAwS828ngxqaY1lkCewgQGAaYPGUqzhl2BlKZcoR638TEumjhQgDA7Lnz+OIGAqICIQnAR30A5gIkmV5CeVohCD9dbn4TRhM3ocYkLv15pU8vYQzNyyrxwIUnY+/zb8Tlxw3BDpv2Rc2y5ejWoS06tmkNafrMc8vSCHATwk2VQXiEZNFuQNNadGSK2265GSHxsNd+B6Cisgrt2rXF19+MASEEL7/wHMqqWyIgkSmxND/Xn31sQbaA62577Y/rr7sKr7/+Bk478xwAQDabxfhxf2L9vhvzZ1rsu80zVFjsPUgJN4cGhUCtiznW/dc9otUjLAY3SmV4bf8ol0TdALYxE7FQ81UUoDLUwWWcaVwVoOvWnBQBdAVDc8R+u+Peh0firEv+g4dvugp+Os37Hma5NUTBDhCABabPrXxnxJxXmKat5QeoE+gCQCqVwvVXXoaTh52HHffcD+3atcXZZ5yGO++9H7/89jv6bbxxUc9Cp1atWuL266/CIfvvi+PPOAdHnXw6Xhj5MCorK4x6cq5Q8xIkA54MdN3PZc1i/GICBQtsyrRFBkC1ga5LyMUXGL5vpRZSdSwhri3scPb3fwxsXVSqVvV/Sfb6zv8nW5QUA2KLBbfx8oRnpr16fS5wCSn1ekA0j0TBpUztrQScdhm/bASIA23tbN2+M8orKjB18iRsu0McxNp9SirXn1Is9ZsmpDUfhQludashfc25965bsdkWW2LgwIHmWmTHXdB8bAEo02PVvjRR1vxvVR15rshcIc+PjX05Hv5vfBJN9H+Amnxy1wBypRHQt0K+uWpK0ssZn2wDxqeqEFC5QO029TLZjrEPonx77Wvak79rA5B4zFVXPZcijseepaZFmDt/AWpra9G9Rw+HCS7f/+nX36zzhb+pBkS5hpREmzALZlRqTYWpsOcJ82EtRQ/1jH0Z3Vj65c5fUY9bnnsLp9z8MDLpFDZedy2s3aMrttp4A3To0B7Mj9L/hNL3VvsNheY29HwrQrIv/Gw9BMRHQHwwxtC/f38MHXocAIAQgjbtOyowrACuWuLifthJftuZ8krsvOteGPXGKwgZMGfOHBx75EE45IA9cc0VF5c8DgqNj8h8y80UJH1nNhlCGl1QQyRTALXZlFRuH0syRY4xHMS+20h6LgOmRRGII18oOy0PLwtL3rwwF/OL9cJcLFqmUU/5XWVBwgA9OrXHY3dcjw8+G42hZ1+Khnru0y79rQr63gofLd0/y0w7IbQB0gwOkUYgMZiJoJ0GbYvP3n0Tj9x3Fz548zWcdfopaNeuLR5/6lkFmI3xYs83zlzPBFttvimeGXE/JkycjEuvucEdbyBh/inJPzehTWfV/4JZdNL1CWPamDcj4Mv/qozEy4xfZQmRoBl0+NLq31AptDLn/Zt+ws7r/Ze4fxegtfeLBbiJbVsCOhsUuwCu7XMfa9uhQS7OemTlAK7inRCtR/oxgKJbj7UwccI4g6fT21DXTSjPB3BXlZYsWYw/fv8Vhx52JAgh8bVH0966tLZABHAjzW4c4MqIyrDiLCiFgJj7XXEVmqiJVoWaNLlrAHEwGu3TEuaxJHNkBre0W3rFRdqhaEKVZmAEpjmZZEZ082bJoDNo9cVkqM5FspQ63yKoLyT2Oaqv0CWz3GRZanMZIQADJk+ZCgDo2bMXr6drVACAUPz190QAQO+1ekbaUWG4DRZi0e9fgYYhQDyjL1zRFyjzPMYYCKEgVEzY0nTZ4af38qdjcOUDT6Esk8bUmXPBwHDwLtvi9EP3xQZr94wWNaIxxBJcy2BZIghWKCMqC2Bu57hlEGbIoGjeogUWLV6CKdOmI5VKIZvNojEI4fs+mDAFlYBWPlvTJCv/+9ln/4Px5msv4v5778DzTz+GdDqDw446Ds8//RhOPO1sdOjYOfGdF0sxv6aQ4bdJCxAU4GPyMQfGuNK0uvY3lA/QOtu1zMT0/VIArs5gJDEafN/NPBZL7kBGcaYWjutIiT4Ywx7bbY1n7roeR51zOY4adhGev/sm+DQfYyr/WObIluuDOs6044QIpooWBIwMBJ07dUTnTh0VQDv/rDNx4WVXgFKKiy84F+3ats3bhrNdQrDRRn1xzhmn4Kbb78bJxx+D38f+hT/HjUdZWQbHH3k42rVtY/SDgK2cj+6/oNFlYYh5439e0xTFsXVI99HVv1kAsbVOb0Mn15qyUn37L4PbMGTCH7f09fS/RYU0uMXwAska3+Q6kooxmXfVV/uWibJrHZRljY1ZfPn5J9i8/3aorKoCC4FfJ9UgCOJC1/4DdsDrLz2NxsYsUsKyRV7PuL4uPHO56zjqF3rviUEPxTZ50t8AgB49exqChpjvrbb+xMvMdQn6vnRRsYUWurkyANtkOXJNaaImWjVqArlrANmyY6fpskbJExufBCVIdgXo0JkBCXrVRCgZeTmXKuYTMfAbqvqmH692U3qXYv0vpHVzkT6p2xM8s4AuAEydOhWUUnTt2lWdIxnlZcuW48qrr8God94BAGw/cIAChBQBQnigALx0GViQixhrYTJMwwBMpBxSYFc8E8DjoJc6guIQgpufeBnt27RC37V74tA9d8Qx++2G1sKXT92RnSJFaJhBImaeiQjPDCQCuBq4lffDCEHIPLRs1QZ/T/gbbdq2R3V1NWpqalBbl0NVs3JzQbfArb64Aw6gKWjTLQdird7r4oG7b0X/AYMw/Lb7MGf2TDz31EjULJiPDh07rzZJtH7dlO8haHQHNYoxvQWYYWMsO8BuKRTTOGlgttB5+QCu7QsLALbWI8Ysroa0NYnXsPvAGHbeegu8cNcNOOjMi/Hoq+/glAN3M841LiHfpTItjAebMnzvlVZUXFvU4cytBo4SfPL0skOHHAgGghtvuRXvvP8BDj9kCM464zQ0r65291UTlNnHD9xvb9z9wMPYZd+DQClFj25dsaBmIX74+Ve89PgIUKoFodLnslLMlgED6K5qMCv5fKmfRphduQjLhUiaLfP/8UBUMeEqHObNGtAF4imG1LUS/PmjvqxZoDapPy5/3HSKoGE1vKKVeQb2Oc74APY5eQCuW0ub5K9bnEbWDPDGgW4hXkPXmOplSQCXgSAMQxx96L4Y+/sv6NK1B26973H0XrcvUp6HnCZtlW3uvs/BeGLE3fj6y0+x3Y67x65t9McRYCovGNa/ExbxZsUIXgHguacfR6fOXbBen/WieV23jtHXGwvg8jJrfYrtm2W806bZsrhJs58lBilsoiZKoiaQuwZQGBKUFtTSYXapFckgVtGEpoFdGWRKKjMRaa7kBGn761KmLWaivmTWQ1mP8WOxSLEu6W6CdFGnQiDYvXhFmh4GgilTp6Jzly5IpTOQUXMZgIaGBpx0+pn4448/MHjfffDSK69hu20Hcp9WxlPfUBYAJIXm62yKmj+/A8IcIg0qQSgjCCqzSgYSxn0OpdQym8vh8+9/xUvvfYaxE6fisZuuwOBdBql6ARAx7xrT6wK0cl88TDBQpb1lUqtrAVwGgiOOHopjjzwUE/4ej15rrY2amhqsaAhQVqXlxrUWd943d/5Z+10RQvHQk2/i+zFfYufd94bvUbzy0vPIZMrQpVsvw6zLfGvmuy8lOjKhFOt1b4lfJ9Wo6MrG8QTmNLEcZiAq/f5cdYvup2jLkxpajW2yUwQRhEY+Z90s2Wb4lE+U+s5M4KnXLbb/sfpWWy4JfIxpZSG237wvrj37JFx0/S1466FbMGizDRP6EY1zwnjOafXMpXZGWGhwBpYHo6KQY5aCyPyP0l++AHOr02FDDsDuu+yEkU88hZFPPIVvv/8BT498BC1btkgEuvq9S2rdug2+eP9t/PTrb9hwg/XRvl1bjP7mWxx67AkY8eQzOGno0TDYTxaCEU9cQ2f4LA2286GZQDcv2WbOFgtMKEWbtTbA3L9/Vd8Q04Vp9pxTJCUFiNJ/tYOyc6YAAKZwFUAi2FX18wDSfOnD/puUb+5wAVyPAut0a4Oxk+apXLmF2il2fkry5Uz+jQNcF1gtTkPriilgzTcJAFkn3R0gOk61eSU06th5thmzLJgscAuIAKEg+OWn7zH2919w2bW346VnRuL04w7G9bc9jJOP3g8/TliMMDTHWa/efdG7T1+8++ZLGLjDnqrc9WXnSy/kdLch1ndixyZhyWN72rQpePftUbj8imuQSqXEGaHBz8XNkk0Bq1x/dD9c2weXhDmlCOAdi8yZtZsz72slhVFN1EQ2NYHcNYBCJLIyxZOYE+xk8jp/ozMAAZMTCTE0v4TPbsZ+SJjS8qo2WPRfP8+l4Y0xNdb8JU2bY7fk0MIlSvoNppZrfaZOnYYe3bsr82XeJsOFF1+CH374AZttugk6dOgAAFh77bX4+QSYMGkqKsvL0LVzR34OpWDwTeaQQmhrSbQYCHAqmfEgCPD1dz/itfc/xahPv8TCxUuxVrcuuGLYidh31x0MkyoJnuV/eyGXvsLiQWjvlKqAWS6Aq/v5bLLZlrjptnvw8ovPokWLlqipqUF1i9YItfsKldlyfpNl1ztiIGjRqg122XN/EDD89usPGHHfbdh78BBUVbcwpdNaexpLsnLpf0qkfOc4meSE6isTyKaQJjeJydAl4rI9HXDq4LYYDUqMCmliLGDrArWxuizEKQfvAwB49OW3MWiT9a0L6ABIj6gegtimyUI7AwhmlfH5RgqRpOmy7HepgKxli+Y496wzscceu+OIo4fi0KOPxTOPP4q2rVslnmN/p4xQtGzdGjvtuIPq+4Ctt8LJxx2La4bfikw6jWOOOFQTYBUOSBVpQFe/j23Mb5iLG/KfU+L3KUnX5vL9PBGR1TKREJgqAezKdvP19d8Gs/8Gc877XLyZdaLwylGeL1iRez8Z4JYCbl3187lbFKPFLVW4JdfMWJkD4Ar4BwaCWbNmAgD22GcIBu20N84++VBccMZROPnopZj1zz9o36lb7GvdcbfBeGrEnao8n3YWCXWc96AJZPXvJQTgJdRfsXwpJk8cj8dG3I+WrVrjgIMOjtXLt27oyovYMU3oaQaZcgDcfILYJozbRKuJmkDuGkD5NLmlZn0IbCad2ZJhE5QQwjTAy49TnbnQTJWVaTMjKgqtdpoBfBVwia/PcUqY0AwzNE1KmQ/gRv8ppkyZgm0GDOALgWhq1KhRGDVqFLp27Yox336HFbV1AID6hiwP0pTLYvu99ke3Lp0x5pP3+DOlKYBxLa1knmko7kv644KAUn4rss7FN9yJkS+8im6dOuDI/ffG/rvvhA379AZRGhLtXpU5spIwxBhoqbWNPSdC+SYWYR3g8ji9VC3cu+6xD3bdYx8cvP/u2Gbg9qCer/ohNa1qYdcDYeRZcI0FmgFLlyzGiHuH46VnH8X6G26C8y67Prm+RqUCXJ0KMZeu4y6NifMzLNAtW+vkIpW2QfslYDGtLgA3mLV+VT1EzEJek+WYOViCdtcGuy4GxgK2zlQQoswTc9HoX/7AB6O/w27bbK7V0bSDLEoVJL0vASiwy9S1KSTQjYFZGRNAB89CW1os9Vl3XTz/9JM4/JihOOTIY/DUyBHo1LGjUccAUnnAtDx22YXnIggDXHbNDWjbtg323HVn0TdmAl0AKm6AZoLNH5VDu1uMf26CFjcmYHP0m9dPEG6VKERQ3bFAiFtI6a5rl+maYhvsyrr57mFV6N8As675qFRQvroAbj6w6zJRLuguUQS4dR0zyvKMdS4YKh3oAoiZI+sbYAp6GSNYtmw5PM9DOlOBdFkVRr7wMX7+/isAwMVnH427Rr6FyspmUfsgSGcqkMtllRBZv7azT0X2X41xnTdyaG/nzZ2Nl58biXdHvYxZM/7h5xKCq64djrKyMriYsLjLS3xfCV+1dQgycJRmjcTLTYBrrk9226v/m22i/zepCeSuAZRPt8NY6QuqrcE1gG8C6NUl5Nwcimt4be2uPDUADM0uYwSUhKqODnZVzBnHvFXsgpRojuNoS/7OmTMHHTt2Us9k9uzZGD78JnTv3h2zZ89Gh/btsXzZMgBQOWg//mI0ACCdyfCIw0EgwKf5DhavqMXjz72EM447Cp7nc4ZVW8DGT5qCx196HZefdQqGHX+UAWzNp8/7Kn1q9XKnxlbT+OjPRmpx8wFcuXDXrliBv8b+jiGHHav5AEUmWfqztVMJ5aNsNsAbLz+Oh+66AdnGRpx2zuU4/JiTkMmkE0dwobGtCy+SKAjijJGLisk7WTTwdZB9fSMirB2EygFwXVpcVV/3z9W1txYgBpBXSp7IKOZhaIz7SgK2rusJf9kwl8XWG66Hg869BofsNgjH7b87tuq7LjzPg66hjICcyBJKCG9fB7QsjICu9NMV5XrgGYjylQE4vXuvjReffQpHHD0Uu+61Hy658Dzsv+8+qKioyHueDd4UUQ9XXHwBpkydhpPOPBcnHnsUzh92OiorKxTQlc/NpdWN7il6TgbQBeJgt4CJsk1hwM0Ok8BrYvkqCqb0+doWrLrqyDJ5bdvHPh/YXZOpGIAbhJFbg4ucQLZI4OwCuPHfMAZw7XmKHyvO37ZYkOwMfidIWTpIH1xjHihNwOUiuXaG2hq6YvlyVFRW8fmFETACbNZ/W2SzAWrmzcVNV56Fq24ZCemaEAQBPnrnFWy4Sf+i1lOH142TKDHXR4M3YvxJ/vHbD3j+iQfw8QdvoixThj33OwibbLo51lq7N3r1WguVFWVIWuFcFmX5vqW4ENaOoGwB3HzrUmn+e03URInUBHLXAApZoYmtdEYiliNXaz+EBoJ1qZ+KmiwBDwQjLo5JZYNYaEPxH1KKyDyn724oGHrJvCcx/8l3b2rKYrkRJZ9nMUzV1dVYtnwFGrIhnnriMdxz9x0AgLlza3HY4UfguWefQe/evbHlVluhY5fuCAB8PeY7AMDg/fZDDh7+mTIRBB6IZ4LL2x8ciYdGPoGtt9kGm2y0YQRE5PERT6Jzxw444bhjEaTSRv+idxJN5AFNGQytzRQwEB5JWRyX0Z6lqbIedEr64OoAV///x9g/wRjDen03Q455qm9AJNWW/wFzCUxilefOnoFzTjkYkyf8hb33PwKnnv0ftG3XVowLMSYsoKeTizktisIQYycvyNu3QtfWy1zMBymiT4bvYR4fNwlujX0N4NrBpqQfLmFh5PfELxhjKnSNbpJ5cb5nkMh0ODS0Li1x3OQsBMIc6r4bhWeuPRvPvLMxrnzoGbzw/udo3aIae2yzGQ7ceSB23moTgHqQvrYMFGABn4cI/y+PSxY/CehGoI8fhxaEphDpPns9evTEu2+9ietuuBGXXnE1rrnhJhx79FG44NyzOTh3uBPozyAmnKEeLrnwPEyeOg0jHn8K3bp2wbFHHq6C4/A2tO8b0bjjx+1na/nVkjhTaAPbJO0tCxnmTvg9uv8CvrhJ+yVrnxwAV/3XmyqG6bcu7WnrhItWxWpkdVA+gZtr/mCM4a/J84wy57lJ5UUCW/2/Dm5lG3aMDcNn07I+ibWXx9fW1tYaYDaPBpcgsgCREdYJiwRcRLg1JFokWCmD9LR4umWTnj5x+fLlqKhshlwYralBCHw7oR6nXTgcV553DOrrG9CydXvU163AhHG/Yvrk8bhj5LvIhqsGutV9Cws8/gwipQSEgmHBvJm456ZL8PF7r6FLt54468JrsO+Bh6G6WRUIGDwRByJkzBobQmBo8SrGtY21J9LiGkJYDeByv9zIT9cQlIYJ79n7336fTfT/H2oCuWsCMVLQ6qwUIoTFQDO1mTzjgtGxUEyU0SIcmfrKgBdU83FVpzIYvrt6OTSNMNc6atJoza/KdR+8CRfw0DTA7ltB6zZt8PyzT2PUm69h1syZaN++A2bPnoUTTjoF4/76C61atUZ5eQW6de2GEBQLFy7Ae++/DwCYOXsOQuKhvLwC9bXLtQWfR1f8YvQ3AICp/8zExhv3488FnDGvq6/H+598hjNOOh6pTHnkh2NrZTQpswSr8h50hlfeXsR0msyqBLkyWIwNahWUEov2JJE2oHnL1qpctp8vuqNhhm69j/fffgWzZkzDyJc+RZ8N+kF69sp2i9Wm2H65rvPs8VJVkcby2ijsaCkMXdI1iiUFZvJc0wC52tjPB3ABICYRVxd1A1yDUbTbMM63tbZW3xPMnG0wbZYltUlAW7RDuHgejtpzBxyx+yD88OdEvD36e7z15fd4+p1Pse/2/XHPRaeidfNqBVqV360BYHWNJ4zvRzG2QnvsImPOsEh9Wxqwa9a8BW4efiNOO/UUvPTyK7j/wYew5eabYccdti+o8dTBrnz266y9Nj7/4B1sv9temDh5auzaWkcFaX7JdrtWROZ8mtp8AF9eO13ZDA21KxLvx9XPVdHi6mRraWOaWz3ug3bdJO2ualf7Jm3AW4xVx3+TignGKOe5kjS5RbSbf26MAK5exwVoXcCX78eFYDEgvBKB8yJXh+ibL1agxc+P+Bg5E6v/FsCVABgAyioqsXzZUjQ0NsJPlQPgCoGWlR4G7XYQLlxRh9effwjz5sxEOlOGPn03x0nnXI8NN91W3VaxQpbkcUpif0PGQAnBFx+9gesuORll5eX4z40PYI99DobvCzNuFip+LGKfktdbps+9eSIeJ5k2u9YiVR6aFkf8gu71pImaaGWpKRnVGkCMrb6Nt0eMDYi0xaE1qfNJXG8jmuBDcSwMTUkmz+urST41fxWZvDxgJFbOrEVDY/HVZj6X+H0Y/XZt2rXOu/Ay7LPf/thyq63xnyuvwezZs3DRJf/BF59/hp9++gHDb7lN5Y595513cfhhh6O+oQHt2rVDXV0dGPXQoVMnwErP8+iTz+Cv8Rwo1ixaosoDmkJAfDz61HOora3DnrvtKkyMCTd9Vm1QxyZBKrVSAFF1PtM2Q3Mrzg0JdT7nEBQBowgE8B2w3S5o3bY9zjv9aKxYUWe8R+Pdac/Sfh8hYGxTJo1Dr7XXw7rrb8LHm3xXemCqhMiR9kKetLBTsNgxjwK9OreAR4WmwakljTYasS58n2hJ72Pmw+62dMo3GuXxpF9Xe3q7gKX90MyT1Xniw7WZCuUvJa8hJOg8GjhT0nUuYQ+jTUjc9XaJOC9elovalW1Kf6ww5BshKNtgIGdCQx7ibMv118bVJx+BH5++EzcPG4o3PxuDZ97+RPTf8tdS96NpB0Q9ZfEQY5TErKL31SFF1N+WUW5EXqXo3qMnDhkyBACwaMkS5/vKR3b72283EC+++jq+//lX45uO9YvIjWpl+jxAYlvUb7OMWfOH3i9CKVp3XQuExiMq2/eQpLXV95NAhm1qmgSu7G8EcICshO8o6Vs1vvH/ciTlfOTqj2te8AjQo1OrmIKr0L3ma9f13Mw2TYAbE8K53pnxjTLzG9TfjT1nyPCb9hyjg2n7XesWKizqr90nFxnjVV/fIIW80RoaMioiK/O1cZtBe6Khvg4P3nENgpAhYASEUGzYowwEBLsOPgb3P/817n/+a9zx+Kc47+oR2GLgnnwNFhuPwxLfbJ4nEBGd7c3FszEQvP7iSPznnKOw1cCd8dzbP2KP/Q4H8TyDL1D3p/Nn0PmrKJil8czkPJRPYaKBWsOVRTGnYRzg6uuPNm6aqIlWBzVpctcQWh3mUxQsxu8Rzb+J75taXt2vA4A2YYnJUByiVjmIqdm1fXL5uQxUTKB2FGZdMq9fPkl+x+9Nk+w7nheBqd3dsv9AbNl/IAhhmD51MgDg4QfvQ6asDM+/9AZ6r7MuXn/tVbzz1pv4+KMPsM4662LRwoXYa6998NVXXylfz5DwWNEAMHHCRNx8620AgGbNmmGfffdTvrQEDG+99Q6G33oHTj35RPRca20InZPFBEpTY8vkUJdeGkyv/I0zmvrCY5gpu7S54rd9xy6444HncPLR++Dy80/EjXc/DU9bCHWyg32p56z5/wDA9CkT0a1nb+OcVaFC2n2tRPUpiWnW9wuaLdtjy8ZPKF4rne+6NgNvmynb/XNpM2KRLIEI4EJjIADjOP913HvM3JgllFttAnEfqkjiFv0qCwai6q+orUOzinIcs9eOUd+EFtfQ6BKhpRGRlxVAE9peqQEm4psoROb3GE8tIo83NDTglVdfxX333ouOHTti1513LmoMxCIva9e78Nxz8MfYv3DsSafhxacew/rr9TH6we8rMhnkTKUZoIqXx+ePWLRYx7NIAvVMBLIqBGgLta+OlRg8Rp+/Xf9tzax8B3o9dTxPGeDWcK5sv0ulfNd2zklggPUOkuau4tvLf/1iAW7MDxMRQCmkuXWZJCfGAkjoJ0M8H7YRhd1BpkDJikGhz86aYF8Hkj3XXh+nnncd7rnpIoB4OPncG9RyrcCjpkxIIpeLWszNzOB7tHO1/5I3m/DXr7jt6mHY/7CTMOySW5Hy+JcDZvJiISgoCVW8FKnRNoRkUtPLAGVJYz3DfLls4+tPJAxVADfJPUY7r4maaFWpCeSuARSsJnPlAPHJUF8ndKAo6wXacZmqgAecEmVyriIm08Bz58qFgZeFjIISUxKvjG0F8NEjN0cTobaY2uBEpjzSmRbtHmSqIr2u3Q5hDB279EQ6ncHixYvw+DOvYq3e6yFkwHbb74xcLsCAgYNw5eUXAgDad+yEBQsW4Kdfx6L32mth0tSZSKfSKC8vw7Czz0HzFi0wf948nHDiKWjWsh1kdtwx34zGeRdehMGD98e5F1yEnON+8i16Rv8dk7wtSTX8iZgb3AawNO3it/cGm+La2x7HhacfguefeBCHDT3TCXLldfTnqgstJNUsmIdNt9zWOIfxE0pitEphAImANtF/bdFM0Pzku7ZOEaNvSvxd5yYxxa7xKDXJvMzth2toMCytrcFUMgYaCkbDOMfMnSuDfsj2ZFux/hpmygkMSOg4P4EhIYyBUc3kVl0bSogThiEoJSjzveg6YQ7cpy7KiRv54VMFdBHmRDRVzT+XcOZJ5c5l1MYHkAFpbBDHNPBc39iI5559FiNGjMC8efOw55574uKLLkJls+qiGTBX4BYAKC8vx6MP3Y/Djh6Ko44/CR+99w6aN29ugmJNcEakiaHDhcG4r4S5pRDol2fpmh79WehtFC6L5qZYPxyGYzYINcBLvu/UsNZksWsaAk+7Xj7QjlUX0BVDxQA4fZ8Y/91a2mKvk68s5n/L8gNas9zcl//5r9m+Ya1htaUoH1Mk52USzS/ym+fzBge6/Jvgc4Ddmu2mE0JqbCPtLbOs1qSV0/5HnIlcSPDALRei31Y7Y4sBuwAAsgFFLjD5uSQFhl7HVo6qaPx6pHjtnVONH5MxVj5+7xU0b9kGp11wK0B8BCxU/FbEi0mzZa6UkK5jeln0LhgoCdR8zYGvDP7n+L4SXFaSAC6xgC5/KFLQmXI+syZqolKpyVz5/wjZZiwuU96orqk4kWSbBCeZOeumzZEpj9zkgkCc5jIhg1oUbLNktWCo61DjWKw+HPeqHdPvKbTravVCUFDPx1ZbD8TQE0/HZltspY7ttd8Q3H7PCDz79OMAAEopjj3+NLRp2w7nnHkqxo4di/332R3bb7sV+m/RD3PnzsEVV/OUOBtvshlCUORC4IknHsdJJwzFFlv2x7U33AwGny+allkyI2IxtTZlkiz7bJkjB9RHAE8sxB4C5iOU+3Jj0a8yT9YWaN0kmTGCrQfthk233A5//PKdAXD19+8yc5djJRpHDDUL5qJlm3aJINnWBLsoSduZbwMY6huyvGfCRE8u1BL46vXt/VXZ9H67tqT74OWhWcf2Y9OYRgDWf8tE1zLrM+pr5r/qPMscMDoWbcqMMAgi0+Mw1CYCt4mZYbIsysMVS2Ll8twDd9waS5bX4qJ7n0C2MfKrVvcZDSLtXh3MUZGUD1zogo3zzz8fN954IwYMGID3P/gAd919Nzp16lSwfXv822bCcmtW3RyPPvQAlixdhqeeec5ZV7ZnmCuDOM2UlVmzY4v6knAeCLIN9QoFFAo0lVy2ahrQ2Pi39u26sTLLRNf1reYrt4+typxQqL189Vz7DEBDYxZImFuSrpfvmdmrZJL/LbDqANdljmz0wZqfkuYoW0gXM512mC27SDfLt5+CXC+TAG4gzIgHH34mOnTugW+/+hBBSLCsjiEXUuTCyKVLKjA4vjNNkwPNPNk0WUbi+TaPpvrOgB9Gf4R+W2wP4qf4OSBRHaXFjdbj6B7jgbeidqM5wp5LokGSB+zaAlIXwG0yV26if5GaNLlrAOnmLavShk5RKHm9jP/qQFdKDM3rR5rRkJlSw6gecZsyy2swZgaoiprleXlF/6jsd6ROMO7BBkfGfVrSfOO+7OdJgPseeUZcwpToMxBs1G8zjB/3J04fdj5atWmLiy+/Br/+/ANeevUt3P3ASNTX1WHmzBnYeptt0dDAc+umMmWYPXs2Lrv4PHwz+ksccfRQnH/hJfDTZZDGhkm+gGbX+HMlCGPHeH2egFcuPLINffHSy+yAGbofrS297tJ9Lfz+87eqDRvMyv7JY9K8XX8Xy5ctRWNDPVq1aa/OTQITdjmP5p2fmc23D4SYMmOeccz+lf9jPluWNsT8hvLL/+x7dL1TVx/4rwZwrfERCzIFk2kw2tO1o/JYjIFgBihOChQV64tLY6udV7R5Wa4RDd+9pV2EqnMZIejdpQPuOvcEnHfXY/jy5z8xdN+dcPgeO6BVi2qo1EFCE8M/EmtcMu4QILW50LQN8jxZDzItkd5t+e1YkYXHfPMNDjv8cFx55dVFa/b07zBp/Ov12rXvgIOHHISRjz+BY44+ClVVVca9RYF1QrjcFwCLoVxJjMlYiLnTJvL/Du22a18v4+Wrx8SXID7ny2vZzzSxzBFwKulbTXpPrnm42P6vSj0nACZcmDf5n3nOOqW05T7fAW4TzJPl/yTzZOOYrr1NAKVJoFU/XycjTZDWvp03m18zbsVhtIXIWsEAgg6AG0qQCgFExTrbscvamD9nBhoDgs/+DBQAlbekfxYuHi+wyggBpKWatKhTLJI0H4a0pNN5KYINNx2I9994AksWLUTzlq14zD4SfVHS6gkk5HwX4dZ3PFIzhSfczWSZfEaQliSS1xCmynktRCygW0zqurzuL03URCtJhLEmkcn/mt75KUCuwDddTO40mmdCd/rrJJjI2McUIFV4lEXWQroJjVVOwIw+qYVNjzAr23b0MbYY5wNDBc51pS2yfZWXLlmM6upqZSJEALSoLseSpbVGawsWzMdeOw8ApTyaa0VlJa4bfgcGDNzOaN8lUdeBqgsA2WQDWL3fusRVlktTKxvk6hJcaP+ff/wePHrvtXjvu7liQUwwvUV8DEiaN2cmDtipD2598GVsvd2u0b0TBk+aQ6nxEA10ao2BpOdBHO9OP9a8WQWWLKtNBLlJTJyLbHNL3cRSfxfGOQWemf5rA1ylxbB+qdRcyHLGQMNsxERKTUcYWCbNIkgUvwl+nVCaL0cA13n/BYCt7LOrPLGM+vA69EQwZ0p0LKYpJPhx3GTc+fwojPrqe1SWleHOC07GQTsPAKQ2UuaI1swUGRUB2ggV9QgvU2b9vH5AU2pfT7mlm+TargDXXXcdXnn5ZXzw4Udo06Ztot+0cR+OcZBPEAIAM2bNxm577Indd9sNt95ys3jGljBGAw4uigk+SiaCiuoWWLFsidHPUk2U1X6Rpsr5yC3sSzD7LKE8ybVgZUFtvnZWBfDmm+cSz8lzPXf9uHtHofy3rnLpMmHUs8yT1Zxk1YuB33zCM4cmUQEtPUCbnC9AEdIod7wM6JijaeHSE1lB5ZjPgzyJLaf951pTylMGMf6OA6Fxve3K4zFr+kQMf/RLdGtNMG0BQ6gBXSBaM0vh4SL+yConVrlWb8miuThi1x4489J7sNeBx4FSpngyuf56eoBFsT5TEirrJ0/9Boq7kKGvPASgLBBp7fga5YVZvh+K+mEAL9cAwoIobVAYgAZZIAhMIazrncs1yEuhbMcjCj+wJmqiAtSkyV0DqHCe3IhcvCkpYhKlzkXcPCGAmT830vKSmNRQLjf6WixzPkrfXylFBOSkbeZy0/06bQ8Piohh0EGpLtmP7j+eEzEm4Tc6Gn8ShDFUVrdCoN07pQSd2zXHomWNCLWH27J1B7z+3mi8+uLTaGiox7EnnI7mLVpCZfFkGsDVAL2teU1ibgxTYAvkymOG2bkFXGWqAx3cSuALmNraTt3WQn1dLebPm4O27QubY9raXAAIAu6V7Psp477ysbW6BjcJnMrnof47gK9HgI7tWmHF8hVgivkyQa0EJ/L0fEAgFojEGHvuOrr2ydXHQn5ulEVMogvwuoK06NGF+b1pDIPhCyVBsXa8VDBrHSuoBbYo3ac/6uZOdUvnhWZ3sz698NRVZ2He4mU4766ROPbK27F+zy5Yf63u4FOGSC0EDegy4ZuraXOZfFZES4LGQuXP6qJYflhGcNppZ+CN19/A1VddhbvvuReEQAVo4f3Jr8l3lbsAYscuXXH1NdfggvPPxzYDB2Lw4MGwfWsJGODov1PDT+I5fF1kjFNK0apDZ9SuWKbmOVsA4L4f7X8ieFw5j6jY/I381iFJAga7PF/QQnWthHsphooFtnp/CrXBhYMEHdu1wvLltTy3aQkg12W+GxP4WXOSbC8GaC1/f5f21k4DZNcxyhPcLpwkjnGtLRBpFImaH2wrjlgTUtDFTDcfHvXYU2bJudBX4DYQ5sQS5EptbsiAFq074/cfv0TICDbpSTFlfojGHIE2DQuQ6ebdovfBf6l6LxEvRogOfu36EY9U2bw9qqpaYPHCGuRCCg+M24YJkEvBwChfgyjh74qREJ5wW5DfRrR+6y41BBShCrLJ+TNubcLTtjG4AlEpE/NQX580H13AnSu3SffWRKuJmkDuGkzFfuf5gK8kCWx0zaqtydTbIiQCUjJqsx6pWUYN1vPvEgFuTTNmc3ZWZsyACTaJuR9qGt4kE2X9mua9OxgZ5zNKZlLl0s7/R2yCrNe6fSecdOYFRn2qgXejfxYI1YFrjJnTtLTGL4v8qXWwa9eJ6kbtyWvqPtbyWOduawMAZkybhDbtOscfkvWcXJTLZQEAfqq4YBF25GQnMHT5hTnP08FlHNzKY8VG7YxpGyOeg+8yosCWLrxw9S0RbMNiJLUy3tdkZj6vRk8zUzb8dpMArq0xzKelzVe3CJLgmwNFzfzWMsVt17I5Hr18GN4Z/RM+/u5XrL9W95KuY14zP7jVyf7+W7ZsiauvuQbDzjwDjzwyAieeeFI0RxIz0nEpFAHH6FsdPPgAjP5qNK684gpsvHE/9OzZwz7JTZYJM1EgwLxn53g3vge9b2bUZhfA/Tc0t4WokObcBYrt8nzCRVtoWgoVC4pXLqpyvCxpPjTrueeJJGuWQgDXZUacZJ4MIBKu2ee7AK4+Z+W5L/X+lLlyiMj9If6t82cQ//6NmB2WibLp8xoBXAbdP5YgCHl/WrTuhEULZiEn8F0QEvXfxV+5SA/0qQJ8Cn5Igt6ASZ4uCgxKwJS5MyEEX3/0MpYuqUGv9TYDY7wvhAgrOSbaDkOlfPCINE0OAEY5iJWBqQj/T1mIkPBjKgozoudXEtlrigvcynorZZHSRE0Up6bAU2sQSemfLgVc1bZssgMJRfUt4KSdr8CVVqbArtZW1HeiQJldJsGWHjRBXd/eZ2Y+Vmc/tQnXPleva9dTC1zSZoFR90IYmTRxSBMFwJJBoJKCYdlbLBCVdj2ZK0+W2ZuuqZX5/IzAXswKQKE2oEPnnqCUYsa0SXnHnmtBk2VBjmtyPc93glQXubS49rkuhs719DiFUdAn4QOk6khmTN93bMZ1NHNhvi/aVH3TArUk9ikOcPV2Y33RAG50TIBl66UYeWNjADSM/XcB3FigKMlcaGbNNsORGBRED06lb0mUBJpZiJTvIWQh0qk8MthimSBmjp/C1aNxvscee+LUU0/DzTcNx+OPP8aP22aS9vnOgE/UMIdmRJ8TuNnkFVddi7Zt2+HMM8/A0qXLzO80T8AoYw7Rcm0bm2uOtIJb6X2VZYUArj0XR3X/O2xF0jenHyu1fr5vObEfCYHnXIHoCvUlX1n+ewuNLal/QPwbTpyXtP9RPRabG2Wbsh82wAWgFpZovovmG/vavH4Ym3/sOVzVk6Rd16bY+E9ch6HWVQPgyoBQIQe4gQC6zVt3Qi7biGVLFgEAgkAPLAXkAiAI40Gn9CBSgQhCFWrrr4zRFITRtaMymAE+QTBj2gTcd/3J2HrHA9Fvq10NQC7rhgZPFgW2Uveq8TKB4mms7Ax2gDsxp0G6OiX55sc09izxWBM10eqkJk3uGkCrAmoZCgQ50Q6Vot3VNbv5tLqyngxQRazjIXFogjWtLr++pdlVyl9TS5uo3dX7qzFs8rm4GLEks7XoQfD5dsmKLFgIZQKcWF2YUhPCuNk3GCjjOXbzvh+56Fp91LW2qkwAWlluPBv9XM1cWdWVi5TWlRAEfroM7Tp0xYzpkxCCxAKR6e9ZjjVpsmz3z3bv131/5K/hG20D2ALaW1cZEKK2tlaYeefRlhajybW0uAw8yIm5z2JaXX5My9Nomyc77iMGqnWAqzOCGhnmxxbFIg7rjGYCwDXu2f6vt2tTKUFBggBBzawIbEptbh4aN20mGrM59O5W2Hz+36Zzzj0PuSCH66+7FhMnTsQVV/wHZek0n5sKpOaxQaIEt3zfBJiVVc1w930P4sjDhuCEE07AyMeeREVFBa/D3Jo5hni6G2P+E8+cEc/4JmSd6B4I6mpXiHJzXjQBsHuu0u/nf0n2d520Nur37yJ7XShWQLIy5GrbfT2GFbV1gJov8n+DSULGQtpbfd8+Rphj3tIFcUAM4CYK3ByCRX5+wn3p5XJN1TS6BDQK0AR3ii1ACHes/PGBFmgqEgxHgvdARksOifK3lQC0eWs+R9XMm41ZC1srUKsUBOLX0z4P3SUM0NZSRrQgUwzQ1tmAEUO7K/mpgAH1dctx80UHoUWbjjj9shH8mozIzEkqSFUIBhKSyK2MAZTK1I8hAsb13jKPrgxGFQkAPFAWqP28/FMSxSyEXOvQKjDETdREFjWB3DWciplI8tXRF5Aks2Zbq0uJzchEFUIxQ8uIytJfF5AmzKY5DUCEry+LJnUJeEV5oNXVr22DHwkkpeeHsZAzCcKTn4sr6qZxXH9W4IvZ3zNWwGXyZLdhSMkl8EeUx1UHd6HVLxuwuvqeFETKzXBqER5FOzIypN5vOR46dVtbaHKJlmtZNSD6rjgI3h6LgopVVbcAACxftlidy1lnFgO68rghPy/GN9fB3EkQOWf2bLXkmtrXZObNRQSATHLPGWREZnEAkkyYeZlpmsyvZwJuXUNilsUZQ12DazOKBpOoa0UAxSDofrix1A0Az0ULB4gtBsAWy4AQAoQ5ZH/6gO9TCwhZpsr8HIpPf/gNnkex1Qbr5Gmbxs+1u6kFqop9T1qQmiRBE78FggsvvBg9e/TEVVddib/+HIt777sPnTp1cgKGWB9k24QgZJ4q0zVK8vx11l0PDz/6JI479gicfNIJuOf+h1Bd3Vy0RFU96wLxPluFRrAzHeBCgF4GzJ01Mzrb0Oaamtvosv8tbe2qaHZWjz8wUNw6vCrt5zvG5wFg9uw5Yj8ZxBrnOb5TJ5B1Cd0sK5Z4mRVcisXnOQCqXM/nbbRlWYkoSpqrCQWEHy7R5mY+lgmiXNIiF7YULhGqAk/p6fZywg9XDzTF0wBFmlwJcHMh4QYqTP4CVS24i8/sWTPxzs99AfD4Stqt8zJiTn96QKnQKtPNkkOjXDxL3aQZwKjn7sLcmZNx42PfI13RXAUxlUCYCn9bQgiY0OhTIp1uGBjhazmPtSHXHk8Jtj0xXxlrG+F5d0PqgYQM0i8XIuqy2z9XG0/amhS98yLefxM1UYn0vxe/NlEirY6FtZDUzWWiGsuN6jBjNgIfWfV0gGWbK7vO0YMxJeVkdZoRWybJQGTabJs5x9pxnGubLoEQdGpdBiB+TmCZUgda/3QTYmX6hGiLmUlp96WbIMfu2wFw7bYC3TRZnhNGZtRSm6u/787d1sbM6RONsaA/G5fZuf6eq6pbAgCWLV2MQqQDXKN8JQCupJYt+fWTNBD2vmtLOs9uw2XCrO6rAMB19Sf5mpbJIYqQbruYWvXiTO2tYbKYz7zYHBSlS9gJhd+rnxuQOqKlrqirx+3PvoHBg/qjqqJcq5swf0lQJgLKQIuyGrVdTN5XE8DZIG7IwYfg+RdexIIFC7DXnnvi7bfeUmbDsh+uvsm2k9wmjPsAwcabbIYHRzyOv/4ci0OH7I9x48YljNhSNm0+0Uyd5bNghKJ5qzYxE2Zdc6troF0At1Af/heUaL6bp6fJba36W4jNNQnHkkyPW7Vq4TR9Vu0xZmyu/vN6YaxM7uvHZZvGOZaViTM9kAVwbdNiV7A8w7LEpdVzHbdMppPI4BkcZv5qLWWa3y1MgCtxWRBGADcMCapbdgAALF04G5v0hExLbpgWy+7rKceDIDoueZ7Aca5ZLvooTJuDEAhyAT55YwQG7Ho4OnVfX/VP3YMwqw7C6H5Ujl5Is2lpog3D7SlyGXPMJ/ozzTPXxl9GguWQvRY1UROtJmoCuWso/RuMQSGGw8XD6kDXZVKr++vKesZ5juMuH1+7fwZQ1idUB7Oo969Y4Fsc+CXo3KYMIPFzXfV1sGv4yDr8Z5M2e/E1zpPXlYsyIv/meHJ4uUEDuNHip2+1tcuRSmes52m9T7tc7C9etAAsDEEpRe3yZUgifWnUy2ytrixXxzXGDzDBpIwS2bJVqyjaN1jct8z290ron5MJdJnUWfuGRs9iMJ2aZcsE0LhnA4wy4/xiSPkXy3ZshsHW8BpmzEUCWttfLtHEkAHUg79WP4AWDgC1aNlyHHTxTVi0dDmuPvkIAVrdQZBWlgrNq2bKKPN6G264Ed4c9Ta2224QzjrrLAy/8UbRrzxzKokDWZ05dAHBLbbsj+dfeROUUhy43x64+85bVxpSRdcxXRj064NQtGzVigsKrL7k096WAmKT+rYqVKz/K5AMeOP1Vg3AlrK5+pbkT0sp0KplSxBrrCWBWvt+ovoOgVqC9YvtfxvVcQgd7XaZNZ/ZAFjrvyLmmIt00sqS867y8ihievTLIwFrb8ASIqu1GwJIauum9Gnl4DOKrky8NNp17o0Zk37BZr24NlQHrowxJ4CV/3XAy/R1nJn140CY923k7Wdg4YKZ2HG/07S60s9X4wm0dqXQWgJdbq5tAt0QEiRbQnc5p1jCxNgcqM/V+dYI7Z2ZZU1At4lWDzWZK69h9G+AW9c18jHO0szFfUym/onqSF9OWSbr2Olm7HOAyF8XiMxkZX3bZzhqxzSptZ+ZvLckX1xJhaZRebbty2pfU96vfKSBvA4joIhSJRFokZYTGMl8fXOZKNv3bpsiGwAXpgBB0u8/fIkBOw12vi/5JAhhhs/ugnmzcdf15+DLj0epdvpssIkyVQY0rW1S0BVHuft/BHBVmUtrqQFcXif+FF3nFfIRLYacmhOnP1rxANds3wzYUhL41RlNG/wWo5kthuGw6yjT7uIB+tWPvIjfJk7Dm3f8Bz07t1d3Z4BbC/iuDoq0sYXbbd68Oe648y5suOFGGD78Bmy51VbYcccd87fPIhGPKnPM83pZj55r4eU33sO9d92GB+69C7vtsTfWWXe9guuDPsfEy0QaJkbU5Jbve0gCuP+NNQqIWzOo8mJMdfO4phQCuv+WKXYxptcra4Ycv1Z8/rCPxQFnHODa9WMA11FPB7hJ7SfHBUieuwExFzCmLc4hojRipiBNCXZ06wREcS0MDaVaW6P1XgFDCRJDDShqALTvFnvirx/fB8B9ZPXYFPwvU9cTHTHioADRdCxNmqNoyjIGSbQvj02f8Cs+ffMhHH3O/ejee1PuQqTVld3g9UXax1Bcm3KXsyAkIJQhAIUHHlEZCEVcjxCe4Af48fjzit5JIC7qfG3qXVkPxlwf1JoUIslFrImaqFRqArlrEK0s81Aox649oea7VgQQtfatdnSgC0AFpkpKNRQHThFIVWCXMeM8vXuRz655QPq72gs6QzwgizrG3Oe460btMaM8zqwa/rmIAG+oBR8CkpmvQu9e12AD+uJrglogArZ6ecDi/QSApYtrMG/OdPTovZGQYvMTlN+PJjAghGHi33/guy/exXMjb0OmrBwXXHk3MuUVaN/h/2vv3MOiqvY+/t17AEVBLgIKhmh5QZPMS94T81VTxLwgmlkhydFjeezi6XK0tMieztHKXivxwjHDonM8iXgBj5nii5oKSnZBO0WWHUUBL4GYgLDX+8fM3rP3nr1n9gxQzvj7PM9+Zmbd1/rNXmv91rUD7uzdH2LGpdlWTupaKGdt5Xt0ofxuLUfb5cm2iiGsv+0uV9aXt/WAHutAhHlPl/OdXUWHUOu7LD02ii9jVoVePZusN1MjKa8yd3JFVpzlUSu4TFlehnHUwZbdYWtUGRWVqiPF3+GB4QMwtHdP22tqbJYcW/41sqXKyhM/zftxFcqZRpjy91dbOeRtlBOO4/DY7Nk4evQIFv3lL/hszx608fdThm2gLpcGx3TsvL1bYP6Tz2LrJ//EJ5v/iRdeTLVJn40/O3Wf2d6kfFc4SDIzl6k1/uZWbB0NtjqL+h23XsdipK6X19/OvRfOXjmkGYa1sdG2l7nTcqJXjo6UW9FM7/5buXv1AVN67iRzmRKrGJTTWrIqV2716hhOVi8z8bAp9QyirE3lOAiWd9x88rhVOZPPUIqnDJu/8+aZUGY9aEpc7ivOjppnQc2f9fVA76GJKNy7AQAgCEzak6uG52VtPwfFrLzYtxIERRbMh0tBez/vD6cKAABD738M9Q0WRZazjAOKA+uW3zzHzMeW8JxldpkDz3HmNAk8TDwDYzx48VNKgwBxwafA8QBTtu2C5VA78b5ch4NwWgOsgv7/gSAaCy1XdnMcKbiiGyPuAPudGcNhqNyply5b3al/27GTjyLKFD3FEl2Znd7SZXvhqe0ExqHslzrFcf/q5dLydEhLilRLouTLkHWXJmstf9ZwK8+zutzEBW9qBVdLERfxDwjG7d17I3/3ZoUb9b7qutoavLF0HuZMHYAP0l5D7JjJyNh2DA9MewxjJ0xH3wFDdTt7WgquiG7nzHBHk+Fq5S+QlGtRKbQTNmBnpkA+Oq1hrvfbSDyKzqI9JVylyFv9O1ZMOS1F1t7yZTE+o48jbJY8CKg/951+ui3lfO16Db754WcMiuluY2f97bqipSdPa8fXuaaQ4zi8kvoKKisrsXnzZmN+1PI08B54e3vjgcmJ2LFtC2praxR2enWYXj2lOXtscVdVVWXjVx6PFur4tepSezSVgqu3XNfRUl6FW4PXABlZGm0krfb2z+ohygiATam7gpYSK/+tZecQWd1mN255Xaah4FpXrlhPYXY0yyslAZxK2bUu1ZfaUdU7IbZzgDhby1lncnUecWa3c4/BCI3ojqzte1Bf78C9IF+yzKRHseVI49HazxvcrjMAoPj4Z9Y4JD+qK4nk+YH1u3VPrmhuWTQvlYHqUfWxFGUuCddFtYKWKBPNACm5boxRpVPuXv24GqeignMiHHljIg9Ha5+unoIqhaNS/OR2Nu7thKUOT0RgQElpnU3YauVWy7/+HlntRx2GeICUkT23yvLjrI2jrHw088wAgEPCowtx/PCn+OE/X0phiHkQefPlP2Jf7j/w5IurkHOkAs+lroZ/QJBNmDxkI70ypVbdGdP7roV6FleZCQGXK8oAQWf4XCs8g42pNCMo/pbNFDoTvkLxZrb51jrERRGWhpk0G6eexVVkQHXysmRu28E0jN59uIrReFmYQgPqT34uyUeaeVF1hK7X1oExhrZt/O3H34RLlR3J0doB1o/zxo0bCA0LczpuLSVF7z2YkjgDlb9cwd49u+0qk1rKrhZmd9Y8CQJQXnFJKULVFUfqOOyVnTOK7m+FswplY8K39xgKS2PoAEzApYpyGD1syZwm2xlb9W89BVevzgKgqWzq7rW1qXs06iIHYbmK3l3Qkr1KWZPfISvaqxVEQLlUGTAPePUZ8QgSp8Sh+mqVbj9L3reR780121lOKIaqvbejMHfv/T+4856xyFg5F7W1NS4putZ8cwp/iv6VpSwUfQzZYHCj3ne9QVeCaCJIySVscLXSUl+NYzcOB/WYWhG2+9hROm3Dta/syuHAoUt4C2m5tVoBVsejN8srN7P3yPOg1Zm0iUdDwVW71RqUUHPvqKlo0cIXXxbuVwwwiP7rGwQc3r8TD/3hBUyY9gd4eXsbKDsGnhMUZ0kDTbS0T9ZB4zgOwaHtbA5kUbhX/dnknR+rme3Iv/Rbpuwq5CGeVKsTt5ayqza3dipVS/3UnVKjHT8mKHtgkn9m26FQv4T2FFitUy/VadLqsPAmePUc4vjgqSbeZytHKTNeIU/jYdi6f3vlSgQEBGBEbKxDv44UQxG13Bk4dL69C+7q3Rd7dufY2NnrvDsyk+LkOISGhkjvkJaCazT9RmmqWVyX4m6MAtoIv1IYDloCTT8ch5DQULv1nDKd2gqu3iFTWr/NZvJBOeVMqw12ysGevOUztYpwtRRfA2Ut3oUr/ZYNVqnbVfU5F+p2U0RLUbXOxgIxA+Kxdk0afjr1f5pp0lJ2lbO68vCMKbwcx2HaH/8XlZfPIz8nXRm2rB3X8iv2MZR2YlnI/dkOwlu/a51Sb7Be1Rv8IAWXaGJIyXVTXJmFdTUcV+odm/6znTDkI6laVxM5ikO9jEZv5lUdp6OH44B2Qd6GlklaFU+l8i02JI4eaV8QrI2ufNmy0kyp4KrN9RRcdUMnwnl5w7e1P2pqrqvcWfN9o64Wrf0CIC5nUiM2eeY7+ASrgmtgSaZmeco7KXYHJTj4BwTalZGj028V10rITphV36Vq/m5fsTWHaU27fEYE0JkpgXYDbzM7K9/bJs3SMsmdoiMom8W12QelDtfetQ2y5c7SIzSYHykswdpJUe+34nh4dejmUIn1beEDL5MJ3/23VBm9g+t+nEE+++Caf2vnuajoOLKysvDsc8+hTZs22u5lVweJ8cs7iYCxZacMHO4ZNAQnigrBNCpFrTpOPSCmlx+RgDb+gJ3rgZoSI/WA0e0Kdvfa2ylTvbAaOxPreCjT9YbbX7oz2V4eBG0FFHqDa/oKr42CqxWmqn5ToDpzQH5lEDTqLIU7lR/bsGV1m2ikGrxUvG8adYa5LVP+loK2USw5yUx+4rFYtYa274yUlBT8dOqgTTvLGCA0mJVh5cnLSmVXrfAKAoMgWJXeBoEp/AoCENahGwbcNxO7/vE6ampqFOFary+yKrOCrJ+gmPGFNX+Soiv71zao+jWKMhZXOBmtl410KOkaIaKJICX3JuL3HN1W01QdG6Ozps6Hq/7U33fW1Bjfm2y7DNneLK7anyMzezPnWgquln8xDJ8Wvqirva4Zr8lkQvvbOqP0v6d14xNxZcZWa7b6t0Cz4yNThNQzforZXidWBACNe7edWb5ntyOu+SfQmpFRKa5y/+owmmjkvbVvSzw8Nhar/rkTv9bUKi21Ok9OHmqlKWsX9+Oe+vY/WLxoEXr2vBPTpk2zH7/OLK6R/4PcT5++A1BRXoZzZ//rVFpdRa2MuxuK2cgmUDCNxHcztd8ihgYUtAbXFGGolyLbr4+cXhKuGsjTD9d4PWi3btdsX82ftjO4nKKvoe53qBfNVFdeNNsLTPGIZnK/6rjF8OzmSzbDK/odN+NFVF25gAO56zXD/LnkS2S9/wo2rXoaH733HCovl1vdQdk/MNqmObuyw367RAot0XzQ6co3AV6ylXxGm4emrBb0unjyKkzeZogn76lPAVSHJdmLdpzip6Z/rfRo9XEVM5Gq9IjO5adKu9JVM/HKTykshZCYNPKphfHBTeOJlSbJRH+c0pzJ06hqlOXI/0NtQ0LBcw3gees1QZJMeaBr91745VIpTOZDa82fMJex+Ck+5tMcLdcnWdIpPer/gEaWOa1vnJYfXlq+x3E8wIszC6K9rKOrVQDS8kxzOhknphiw7C4GLLO8nNy9ZZZfjMW851grbUxKj6T8yz6ldMoFB4BjllNnGWfpWXFmNzzMZnI7cIC4jJAJljRy0kyJdMoxJ+uNyWdyea1lYxpLix11XOVX+4ifvAkwWZa2m7wAxitfVsm9+fsTD07ElvxCfFHyM4bc3dOSbtGP5VN6RPnI3HA8ON4kmTPO/P/gOB4cb3bPOJP0v+EsZSXKXKvTpjY5e+4ckpMeRofbbsPf/rYcJpO5rGw74OZ08nYGs7TC1xr8YuDQr/8A+Pv745uvitCxY5S2CHR+W09K13rfONk7xEl1b2OVXHu+jIWo70rRbmj6ZDo2ljqziRV3e/E1WRwyGdlPC6/6LasDOauZtU7iLLPU8t8Wd0ysq2Qwc/2kCFusizjLeyBuTRDbNHmdBVjqJctVQFDXSxo9G8UVYhr1gfjO8yZwvAkcZwLH89J7L77vvOUN4HnrkISJmdtKE29JojlkNPDWfAuWdg3M/CmID6zX+1iqAZi4OnjzTLdTJa/yAFUfhbN1p2mn6mvdFtUNI+JTcHDnOxj5QApMPr7mtpgHys99j789dS8AILxjd1RdKUdh3j/w/Bvb0Lnb3eABeIltulicPMDx5pOaTTyztu28+URmDjx4jlnad0s5Q3xMFnlY5MpZCs7UYG2LwFvbIF4lc6ldItWEaBo4prX+iSAIgiAIgiAIgiDcEFquTBAEQRAEQRAEQXgMpOQSBEEQBEEQBEEQHgMpuQRBEARBEARBEITHQEouQRAEQRAEQRAE4TGQkksQBEEQBEEQBEF4DKTkEgRBEARBEARBEB4DKbmEx1BfX4+3334bffr0QatWrRAWFoa4uDh89tlnmu5DQkKk+zK1npqaGsktYwwrVqxAVFQUQkJCkJKSgqqqKkV4s2bNshue/OnUqVNzFsVNxaZNm8BxnK4cysrKMH/+fHTp0gW+vr64/fbb8fzzz6O6ulrTvSAI2LBhA/r37482bdogJCQEkyZNQlFRkab7goICDB48GP7+/hg8eDCOHj2qsN+/f79huXEch/379zeqPG42mlo+CxcutFt+a9asUbgn+RjDkZxEZs+eDY7jUF9fr+vmxIkTmDx5MiIiItC6dWv06dMHa9asgdaNglVVVUhJSUFISAiioqKwfPlyG3edOnUyLJ9Zs2a5lP+bnaaSz9dff223/AYNGqRwT/IxhiP5HDt2DNOmTUN4eDh8fHwQFhaGKVOmoKCgQNM9tUMEcfNDNy4THkFdXR3i4uKwd+9eeHl5oX///ggKCsKRI0cwevRovPzyy1i6dKnk/syZM7h06RI6dOiAESNGaIZpEm94B7B69Wqkp6cjJycHYWFhmDNnDlJSUrB582YbfzExMbjrrrvspjc0NNS1jLoZhYWFmD9/vq79+fPnMWTIEPz000/o1asXxo8fj8LCQixfvhz//ve/cfDgQfj7+yv8PP7441i7di2CgoIwatQolJWVYdu2bcjN+bv1IwAAD31JREFUzUVubi5GjRoluS0tLcXYsWPx5ptvYurUqdiyZQvGjRuHb775BhEREYpwW7dujUmTJjnMU7t27ZwrhJuY5pCP2MlLTEyEj4+PTZjdunWTvpN8jOFITiJr167Fhg0b7LrZv38/xo4di7q6OgwfPhyBgYHYt28f5s2bh4KCAhv/s2fPxo0bN3Dy5EmUl5cjISEBfn5+ePzxx23CHjVqlMPyHzJkiMN8uBtNKR/x/enbty969OhhY9+lSxfFb5KPYxzJZ/PmzZg5cybq6+sRExODwYMHo6SkBFu3bsWOHTuwadMmPPjggwo/1A4RhBvACMIDWLJkCQPAwsPDWUFBgWR+8eJFNmLECAaA5eTkSOZbt25lANhTTz1lKPyBAweyzMxM6XdpaSnjeZ5du3ZNMktKSmIA2NKlSxufIQ9g+/btLDAwkAFgANiePXts3CQkJDAA7IUXXpDMamtr2bRp0xgA9swzzyjc79ixgwFgd955J6uoqJDMP/nkE2YymViHDh3Y9evXJfO0tDQ2ZswYRRhjxoxha9askX7n5eUxACwqKqqxWXYrmkM+jDEWGBjIAgMDDaWB5OMYI3ISBIGlpqYyjuMkdzdu3LBxV1NTwyIiIhjP82znzp2SeWlpKYuOjmYA2Pbt2yXza9euMZ7nWWlpqWSWmZnJBg0apAg3KiqKAWB5eXlNkGP3oinlwxhjTz75JAPAsrOzHcZN8nGMI/lcunSJtWnThgFgGRkZCruNGzcyAMzPz4+Vl5dL5tQOEYR7QMuVCY9g/fr1AID33nsP99xzj2Tetm1bZGRkwMvLC4sXL5bMxdHyfv36GQqf4zjFb8aYtGyIUHLu3DkkJydj4sSJqKur0x1x/uGHH7B161ZERkYiNTVVMvfx8cG6devg7++PtWvX4vr165LdihUrAABvvPEGQkJCJPOEhATMnDkT586dU8yua8lHlN2tSnPK5/Tp0/jll19cfq8Ako+IUTkVFhZi+PDhWLJkicNtEJmZmSgtLUViYiLGjx8vmYeHh2P16tUAgJUrV9oNg+RjpjnkAzjfNqkh+ZgxKp8tW7agqqoKCQkJeOSRRxR2SUlJiI+PR3V1NXbs2CGZUztEEO4BKbmE21NRUYHz58/Dy8tL0XETiYyMRJcuXXDixAlcuHABAPDFF18AMN6ReOSRR5Camori4mJUVFTgT3/6ExITE+Hr69t0GfEQFi9ejI0bN6Jfv344cuQIoqOjNd3t2rULgiBg/Pjx8Pb2VtgFBARg5MiRuHbtmrT3qKqqCgcPHoSfn59iKZjI5MmTAQA5OTmS2YQJE1BYWIiMjAxUV1cjIyMDRUVFmDBhQhPl1v1oLvkAzr9XJB99jMopMTERBw8exIwZM1BYWGg3TPHdEN8VObGxsQgKCkJ+fr6037pVq1ZISEjA/PnzUVFRgZMnTyI1NRVJSUmNzJ370xzyYYzhyy+/RFhYGG677TaHaSD56GNUPvX19ejbty/GjBmjaS9urzh37hwAaocIwp0gJZdwewRBAAD4+vpq7gEEAC8v8/bzU6dOATCPlvv6+uL48eMYNmwYAgMDERQUhPj4eJsDIQBg3rx5eOyxxzBu3DhER0cjODgY69ata6YcuTfR0dH44IMPcPToUcTExOi6++abbwAAvXr10rTv2bMnAPNBLABw8uRJCIKA6OhoSZ723ANAREQEdu3ahbS0NLRv3x5paWnYtWsXwsPDXcucB9Bc8gGss1A+Pj6YOXMmOnbsCF9fX/Tu3RvvvPOO9K6KkHz0MSqnUaNG4cCBA8jMzETbtm3thmlPpjzPIzo6Gg0NDTh58qRknp6ejqCgIERHR2PcuHFISUnB3LlzXcyV59Ac8ikpKUFVVRW6du2K119/HTExMWjVqhU6dOiAOXPmSIqWHJKPNkblM2/ePBw/fhxz5szRtBcHJsRBB2qHCMJ9oIOnCLcnNDQUQUFBuHLlCoqKitC3b1+FfXl5Ob777jsA5lnf8vJylJaWAjDP0A4aNAj33Xcfvv76a+Tk5GD37t348MMPMX36dCkMjuPw7LPP4tlnn/3tMuamvPDCC4bcnT9/HgB0G3rRXJx9d9a9yMCBA3H48GFDaboVaC75AFYld9myZYiMjET//v1RWlqKoqIiLFiwAHv37sWWLVsUh7qRfLQxKqf09HTDYboi0zZt2iA9Pd2peG4FmkM+4vtz6NAhHDt2DLGxsYiMjERhYSHWr1+P7du3Y9++fZIiBZB89DAqH3t8+umnOHDgAFq2bIm4uDgA1A4RhDtBM7mE28PzvLSXJjk5GWfOnJHsKisrkZycjLq6OgBAbW2t1JEICQnB559/jsOHD2Pr1q34/vvv8dZbb6G+vh7Jyck4e/asS+l55ZVX6Ph/A8iXRGohLgUX3Tnr3lnOnDlzy16voYUr5S0uV16yZAl+/PFHZGVl4ciRIygoKEDHjh2xbds2vP322y6lh+TTeJr7HbrvvvscyojQR3x/BgwYgNOnT2P37t3Izc3FTz/9hBkzZqCsrAwzZszQvOrJCCQf45SUlODRRx8FACxatEja00vtEEG4DzSTS3gEy5Ytw8GDB1FUVIQePXpg0KBB8PX1xdGjR+Ht7Y0pU6YgKysL3t7euP/++1FaWgpBENChQwcpDI7j8PTTTyM/Px/Z2dn4+9//rrh2yChGrhCi4/+tVzTpdazEjpz46ci92p+zGLm6wROv19DDWfkA5o7h2bNnbfa/3X333Vi1ahUmTZqEd955BwsXLnQ6PSSfxmMymSAIglMydQYjV9QQ+ixbtgxz585FcHAwAgICJPPWrVsjPT0d+fn5+Oqrr5Cfn4/Y2Finwyf5GOPUqVMYM2YMysrKEB8frzi0ktohgnAfSMklPAJ/f38cOHAAf/3rX/Hxxx/j0KFDCA0NxfTp07F06VK8+OKLAICgoCBwHGd3L8yECROQnZ2NY8eOuZSWKVOm4OWXX3bJ762En58fAChO55VTU1MDwNzoG3EvmovunSUkJAQffvihS349EWflI/rRO+AlLi4OJpNJuqPa0f5ENSSfxuPn54crV67g+vXraNGihY29lkydYfHixbr3jhOO8fLyQufOnTXtWrVqhZEjR2LTpk3SUmZnIfk4Jj8/H5MnT8bly5cxfvx4/Otf/wLPWxc9UjtEEO4DLVcmPIZWrVohNTUV33//PWpra3H27Fm89957CAsLkw6cioqKchhO+/btAQC//vprs6b3ViciIgKA7d4lEfXeJ2fdE42jqcvb29sbwcHBAOjd+r2gd8i9obapedm0aRNGjx6Ny5cvIykpCdnZ2WjZsqXCDb1DBOE+kJJLeATFxcXIzc2VZiLkVFdXo7CwEAEBAejatSvWrVuH6dOnY9u2bZphnT59GgAMXeFAuI544qX8JFc5xcXFCnc9e/YEz/P49ttvbU7p1XJPNA5n5VNcXIykpCQsWLBA0311dTUqKirg7e2NsLCwZkgx4Qh7MhUEAd9++y1MJpPiYCPit+OZZ57B5MmTpTZIDbVNzcfy5cvx6KOPoq6uDkuXLsXGjRt1T0+mdogg3ANScgmP4LXXXsP48eOxd+9eG7v3338ftbW1SEhIgMlkki5qX79+vY1bxhg2bdoEALj//vubPd23MmPHjgUA7Ny5Ew0NDQq7yspK5OXlwc/PD/feey8A80x9bGwsKisrNQ/u2rp1KwBIp2ASjcMV+WRkZGD16tWasxwffPABAGDEiBGaS2WJ5mfcuHEAgOzsbBu7/fv348qVKxg2bBj8/f1/45QRAHD8+HFkZ2cjKyvLxu7ChQv49NNPYTKZNO9nJVwnLS0Nzz//PEwmEzZs2GB3uxG1QwThPpCSS3gEEydOBGA+1bWqqkoyP3DgABYtWgQfHx9pX+6sWbPQokUL5OTkKBRdQRCwdOlSFBQUoGfPnkhMTPxtM3GLERUVhfj4ePz444947rnnpIM66urqMHfuXFy9ehVz585VdLifeOIJAMD8+fMVilRWVhYyMzMRERGBGTNm/LYZ8VCclU/nzp0xevRoNDQ0YNasWbh69aoUVkFBAV566SVwHIeXXnrpd8kPYT4vIDw8HJmZmQpF6sKFC5g/fz4A4M9//vPvlbxbHvF+21dffRXHjx+XzK9evYrk5GTpMzIy8vdKosdRXFyMp556CgCwdu1aJCcnO/RD7RBBuAd08BThEUyfPh2ZmZnYvn07unbtiiFDhuDixYs4dOgQTCYTPv74Y+lAj86dOyMtLQ0pKSmYM2cO3n33XXTr1g0nTpxASUkJ2rVrJ53E7ApZWVkoKSlx6G7x4sXo0aOHS3F4Cu+++y6Kiorw1ltvITc3F7169UJBQQF+/vln9OvXz2ZEPSEhATNnzsRHH32E7t27Y+TIkZKcfXx88NFHH7k8S3jx4kU8/PDDDt0NHz4cc+bMcSkOd8NZ+aSnp2P48OHYvXs37rjjDgwePBhVVVU4cOAAGhoasHLlSmnm11lIPo3Hz88P6enpmDRpEqZOnYqhQ4ciJCQE+/btQ1VVFebOnYv4+HiXw3/ttdcM3ddKB+to89BDD2Hv3r3YsGEDBg4ciGHDhiE4OBj5+fm4dOkShg4d6vIVXADJR4tXX30VdXV18Pf3R15eHvLy8jTdie8MQO0QQbgNjCA8hJqaGrZkyRJ2xx13MG9vbxYZGcmmTZvGioqKNN0fOnSIPfDAA6xt27bMx8eHderUiS1YsICVlZW5FH9SUhIDYPjJy8trRG7dh9jYWAaA7dmzR9P+7NmzLCUlhYWHh7MWLVqwbt26sUWLFrHKykpN9/X19WzVqlUsJiaGtWzZkrVv355NnDiRffHFFy6lLy8vzym5JSUluRTPzUpTy+fSpUts4cKF0nsYHBzM4uLiXP6/3+ryEXEkJxGxHG7cuKHr5siRIywuLo4FBgYyPz8/1rdvX5aens4aGhpcSltUVJRTMvJEmlI+GRkZbMiQIax169bM19eX3XXXXWzFihWsrq7OpbSRfPTl065dO0NlsnjxYoU/aocI4uaHY8zFy7wIgiAIgiAIgiAI4iaD9uQSBEEQBEEQBEEQHgMpuQRBEARBEARBEITHQEouQRAEQRAEQRAE4TGQkksQBEEQBEEQBEF4DKTkEgRBEARBEARBEB4DKbkEQRAEQRAEQRCEx0BKLkEQBEEQBEEQBOExkJJLEARBEARBEARBeAyk5BIEQRAEQRAEQRAeAym5BEEQBEEQBEEQhMdASi5BEARBEARBEAThMZCSSxAEQRAEQRAEQXgMpOQSBEEQBEEQBEEQHsP/A6MYk/Z4R7/BAAAAAElFTkSuQmCC" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], + "execution_count": 11 + }, + { + "cell_type": "code", + "id": "73482021", + "metadata": { + "execution": { + "iopub.execute_input": "2025-07-17T22:07:53.905523Z", + "iopub.status.busy": "2025-07-17T22:07:53.905414Z", + "iopub.status.idle": "2025-07-17T22:07:54.212895Z", + "shell.execute_reply": "2025-07-17T22:07:54.212641Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:11.700249Z", + "start_time": "2025-12-08T21:31:11.312919Z" + } + }, "source": [ "# checkout how the 2D filter looks like\n", "import matplotlib.colors as colors\n", @@ -1004,7 +1115,33 @@ "ax.set_ylim([0, 40])\n", "\n", "plt.show()" - ] + ], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:10: SyntaxWarning: invalid escape sequence '\\l'\n", + "<>:10: SyntaxWarning: invalid escape sequence '\\l'\n", + "/var/folders/bj/m6g82c6n41g83y3_dx02y7ch0000gp/T/ipykernel_8833/391237137.py:10: SyntaxWarning: invalid escape sequence '\\l'\n", + " plt.colorbar(k, label=\"wavelength $\\lambda$ [km]\", extend=\"both\")\n" + ] + }, + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 12 }, { "cell_type": "markdown", @@ -1024,7 +1161,6 @@ }, { "cell_type": "code", - "execution_count": 13, "id": "f5842a7f", "metadata": { "execution": { @@ -1032,30 +1168,12 @@ "iopub.status.busy": "2025-07-17T22:07:54.214110Z", "iopub.status.idle": "2025-07-17T22:07:54.297184Z", "shell.execute_reply": "2025-07-17T22:07:54.296936Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "<>:18: SyntaxWarning: invalid escape sequence '\\l'\n", - "<>:18: SyntaxWarning: invalid escape sequence '\\l'\n", - "/var/folders/cw/ddjy53ds5h51szdq1630n50r0000gp/T/ipykernel_16130/2571876925.py:18: SyntaxWarning: invalid escape sequence '\\l'\n", - " ax.set_title(\"Transfer function for bandpass filter (400 < $\\lambda$ < 1000 km)\")\n" - ] }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2EAAAGcCAYAAABQn6jRAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAikxJREFUeJzt3Xd4FNX6B/DvbMmm9xAIhIQQeif00EtARMWCPwURVETxgteCei1IEBULdq4VhKuIiOV6VZRO6CX0DgFCgEBI7yTZ7J7fH2GXxGzKtsxu9vt5Hh42M+eceWd2z+6+O2fOSEIIASIiIiIiImoQCrkDICIiIiIiciVMwoiIiIiIiBoQkzAiIiIiIqIGxCSMiIiIiIioATEJIyIiIiIiakBMwoiIiIiIiBoQkzAiIiIiIqIGxCSMiIiIiIioATEJIyIiIiIiakBMwoiIiIiIiBoQkzAiIiIiIqIGxCSMCEBqaiqmTJmC5s2bQ6VSQZIkTJ06Ve6wADh2bLY2dOhQSJKEZcuWyR1KvTjqcxMZGQlJkpCQkCB3KDYRHx/vMMfWUdT22qutHzlbHzOlrKwMrVu3RmhoKIqKiuQOp9Hp27cvFAoFwsLC8Pzzz0Ov18sdEpnJkT4DysvL0bZtW4SGhiI/P1/ucBwKkzAXJUmSRf+c+YO7JmVlZRg2bBi++eYbFBYWomfPnoiNjUXbtm3lDs2hYzPXhx9+iPj4eFy4cEHuUGyiMT035Fzs8dpzpv750Ucf4fz583jppZfg5eVVZ/lLly7B19fX+DlW2z7u2rULd999N0JDQ+Hu7o5WrVrhiSeeQGpqap3bsaauI/Hz80OrVq1w9epVvPvuu1i6dKncIdVLWloali9fjqeeegoDBw6El5cXJElCZGRkvduw9Dnk66ZmKpUKc+fORXp6Ot588025w3EsglxSbGysyX8ABADRpk0bk+v//PNPuUO3ud9//10AEGFhYSInJ0fucKpw5NjMFRERIQCIzZs311hm8uTJol27duKXX35puMAs5MjPTX2OtTOZO3euACCmTJkidygOoa7XXm39aMiQIQKAWLp0aZXlzvKaycrKEn5+fqJZs2aipKSkXnXGjBlj/GwDIJKTk02W++qrr4RCoRAARHBwsIiJiRG+vr4CgAgICBCHDh2qcRvW1HVEOp1OjBgxQgAQ9913n9zh1MsHH3xQ5Xk2/IuIiKhXfUufQ0d83Thaf9bpdKJdu3ZCo9GIlJQUucNxGEzCqArDm9bfP6Abs7ffflsAEBMmTJA7lGocOTZzOdqHgrUc+blpbMeaSVhV1rz2nD0Je+eddwQA8cILL9Sr/Ndffy0AiLvuuqvWJOzIkSNCqVQa2y4rKxNCCFFUVCQmTZokAIhWrVqZTPysqevIPv30UwFAdOrUSe5Q6mXJkiVixIgR4oUXXhCrVq0SH374Yb2TMEufQ0d93Thif37rrbfM6ruugMMRyeVdv34dAODp6SlzJNU5cmyujs8NycVVX3tCCHzxxRcAgClTptRZ/urVq3jmmWcQGRmJ1157rday8+bNg06nw4ABA/DWW29BrVYDqDjGS5YsQatWrZCcnGxyaJ41de1Br9dj06ZNVl9/07lzZwDA6dOnUVZWZovQ6sXS+B9++GFs2LABb731FiZMmIDmzZvXu66lz2Fjet3Y2wMPPACFQoGvv/66QV9PDk3uLJAcC+p5JqzyryzHjx8XkyZNEmFhYUKpVIp//vOfQgghTp8+LRYsWCCGDh0qWrZsKTQajfDz8xMDBgwQH3/8sfFXn7raT0lJEQ8//LAICwsTbm5uIiIiQjzzzDMiLy+vWr38/Hwxb9480b17d+Ht7S3c3NxEWFiY6NOnj5g9e7ZISkoyljX8ul7Tv7//Wvr777+L2267TYSGhgq1Wi1CQkLEbbfdJjZt2mTxMapJfWOrKVaDpUuXCgBiyJAhNjvGBnq9Xvz8889i3LhxomnTpkKtVovQ0FDRv39/sWDBApGRkVElhpr+VT67UdOv9EIIUVhYKBYsWCBiYmKEj4+P8PDwEO3atRNPP/20uHr1ao1xWruff2fO68aSmK153Zhq4+jRo2LChAkiNDRUaDQa0a5dO/Haa6+J69evm6xrab+19jinp6eLf/zjH6JFixZCo9GIiIgIMXPmTJGVlVXrmTA59tWc9xlLytekvq+92vrR39eZ0z8NzH0vFMI2r+sdO3YYh8vXxx133CEAiLVr14rk5OQa3y8LCwuFu7u7ACC+/fZbk23NmzfP5HupNXVt7ciRI+L5558XzZs3r/Vzob5OnjxpPGYNMZzS1vH/+OOP9ToTZulz6Mivm9rOhB07dky0aNFCABAPP/yw0Gq11eqcOnVK3H///SI0NFR4eHiIrl27imXLlhnbyMvLEy+++KKIjo4WGo1GtGjRQsyePVsUFRXVGlfv3r0FAPG///3P7H1qjJiEURXmJmGvv/668PDwEO7u7qJnz56iY8eO4qmnnhJCCHH33XcLAMLb21tER0eL3r17G+sBEMOHD6/zC91HH30k/P39hUajET179hSRkZHG+v369TO+eQghREFBgejcubMAICRJqrJNtVotAIivvvrKWH7JkiUiNjZWhIeHCwCiSZMmVa5/M3xJ1mq14oEHHjBuNygoSPTo0UMEBQUZly1YsMCiY1ST+sZmiyTMnGNsUFRUJMaNG2csFxwcLHr16iVatWolVCqVACD++9//CiGE+PPPP0VsbKzQaDQCgOjcuXOVfXnjjTeM7db05TE1NVV07NjRuL0OHTqIHj16GJ/X4OBgkZiYaPIYWLOfptT3ubE0ZmteN39vY8GCBcLDw8O4z9HR0cZ4+vfvLwoLC6vVtbTfWnOck5OTjcdToVCIrl27ik6dOglJkkRUVJR48skn60zCGmpfzX2fMbd8ber72jMnCTOnf1r6Xlj5ebLmdT1//nwBQEyePLnOsitWrBAAxAMPPCCEELUmYdu2bTOuq+l6lYSEBAFAuLu7C51OZ5O6tnD58mXxzjvviK5du1ZJnnv27CkyMzOtavvOO+80tldTomAte8Zf3yTM0ufQkV83NSVh27ZtEwEBAQKAeOmll0zWWbhwofD29hbe3t4iJiZGhIaGGmN9//33RWZmpujYsaNQKpWia9euIioqSkiSJACIsWPH1hrXrFmzBIB69/nGjkkYVWFuEqZUKsXkyZOr/MJdXFwshBDi119/FXv27BF6vb5K3ZMnT4p+/foJAOKdd96ptX21Wi0mT54scnNzjevWrVsnPDw8BADx9ddfG5cbxn936dKl2ofs9evXxapVq8TOnTurbauu602ef/55AUBERUWJ9evXV1n33XffCS8vLyFJUrVfgetzjOpSV2y2SMLMOcYGkydPFgBEYGCg+O9//1vlOS4sLBRLliwR+/btM7m92sao1/TlcejQoQKo+AX86NGjxuVXr14Vw4cPFwBEeHi4yM/Pt+l+1qau58bSmG3xuqm8z7feeqvIysoyrtu2bZsIDg4WAMQ//vGPanUt7bfWHOeBAwca++65c+eMy0+cOCGio6ONyUptSVhD7au57zOWvi/Vpq7XnjlJmEF9+qel74WV27fmdT1q1CgBQHz88ce1lktPTxfBwcEiODjYeEa+tiRsyZIlAoBwc3Or9lowuHTpkrH++fPnbVLXUvn5+WLp0qVi+PDhxkkdAIjo6GgxZ84ccerUKau38fPPP1dJip5//nmr2zRoiPiFqH8SZulz6MivG1P9+ZdffhHu7u5CoVCIf//73zXWUavV4vHHH69yVuvVV18VAISPj4+Ii4sTAwYMEJcuXTKu/+uvv4w/wG7YsKHGuJYvX25MsolJGP2NuUlYp06dRHl5udnbSUpKEkDF2YHa2m/fvr3JX93/8Y9/CADizjvvNC577LHHBADx4YcfmhVLbV9oLl++LNRqtVCr1eLIkSMm67/33nsCgBg9erTJfbD0GNUVmxC2ScLMOcZCCHH48GHjdrds2VLvfbE0Cdu6datxe3v37q1WJzs72ziblKnn3tL9rEttz401MdvidWNoIzAwUBQUFFRb/9133xm/AFy7dq3e7dbWby09zoZjJUlSlWTVwDAEra4krKH21dz3GUvfl2ojRxJmzXth5fateV0bzm7+9NNPtZa79957BQCxfPly47LakrB3331XABChoaE1tllUVGSsv3//fpvUNYdWqxW///67+L//+z/jDxoARNOmTcWTTz4pdu/ebVG7puTm5oqwsDABQLRr104AELfccotVbTZk/Ab1TcIsfQ4d+XXz9/782WefCYVCITQaTY39x1CnS5cu1c68abVa42vC3d3d5Nm7e+65RwC1n+XavHmzACpmfiROzEFWmjJlCpRKZY3r09PT8fHHH+OBBx7AqFGjMGjQIAwcONB4U9FTp04ZLzI3Zfr06caLVSuLjY0FAJw9e9a4rGXLlgCAX3/91WY3BPz111+h1WoxYMAAdOnSxWSZu+++GwCwdetW6HS6auvrOkZyM+cYA8DPP/8MABg0aBAGDx5s9/hWr14NABgyZAh69+5dbX1AQAAeeeSRKmVNMXc/rWGLmG3xunnkkUfg7e1dbfn//d//oVmzZigrK8PGjRurrbem35p7nP/8808AwPDhw40TAVQ2YMAAk8fw7xpqX819n7HH+5IcbPFeCFj3us7IyAAABAYG1hrnqlWrMHr0aEyaNKle7RqeXzc3txrLuLu7Gx8XFxfbpG59nD59GjNnzkSzZs1w22234YcffoBarcaUKVOwdu1aXL58GR999BH69u1rVru1ee6553DlyhWMGzcO//rXvwAAR48etagtOeI3l6XPoSO/biqbM2cOZsyYAV9fX6xbt87YT2vyyCOPQKGomh6oVCp07doVADBmzBjj+1plvXr1AgCcO3euxrYNfTc3Nxfl5eVm7UdjpJI7AHJuHTt2rHHdTz/9hIceegiFhYU1lhFCIDs7u8ZZjGq6+WhoaCgAVGn74Ycfxvvvv4+EhASEhYVh5MiRiI2NRf/+/dGvXz+oVOa/3A8fPgyg4oNk4MCBNe4DUPGmmpWVhSZNmlRZX9sxcgTmHGMAOHbsGICKL8cN4fTp0wBQ4xe/yutOnTpVYxlz99MatojZFq8bU0kNACiVSrRr1w5Xr17FyZMnq6yztt+ae5wN+1/b/nbq1AmJiYk1rgcabl/NfZ+xx/uSHGzxXghY97o2fHGt/OW0spycHMyYMQNeXl74/PPP692uh4cHANQ6Y1tJSYnxceVZKa2pWx/ff/89/v3vfwMAoqOj8cYbb+D222+v8RhYa+vWrVi8eDF8fX3x2WefIT09HQBw+fJl5OTkICAgwKz2Gjp+S1j6HDry68bgueeew759+9C8eXOsWbOmxvfJyqKjo00uN/TnutbX9n5qeN6FECgpKTH5w5krcY53f3JYXl5eJpdfuHABDzzwAEpLS3HvvffiySefRPv27eHn5weVSgW9Xm/8NVSr1ZrdvuFXGr1eb1zWtGlT7NmzB/PmzcOvv/6K//3vf/jf//4HAAgJCcHTTz+N559/3qxfYXNycgAAaWlpSEtLq7O8qV+ratoHR2HOMQZg/DXf39/frnEZFBQUAKh4fmvSrFmzKmVNMXc/rWGLmG3xujEkPrWtq7x9W/Rbc4+zYfv1ibU2DbWv5r7P2ON9SQ62eC8ErHtdBwcH48qVK8jOzja5/rnnnkNaWho++OADREZG1rtdQ2KRk5MDIQQkSapWpvI2Kyci1tStj1atWsHDwwPXr1/H2bNn8dJLL+Ho0aOYNGkS2rdvb1ZbdSktLcX06dMhhMDbb7+NFi1aICQkBCqVCuXl5Th69KjZox8aMn5LWfocOvLrxiApKQlAxedNixYt6lWnpj5qiLGu9bV9lhr2SaPRuHwCBgAcjkh2sXLlSpSWlqJv3774/vvvERsbi6CgIOOvvllZWXbZbuvWrfHNN98gJycH+/btwwcffIARI0YgIyMDL730EubMmWNWe4Y3iaeeegqi4hrKWv+Z88FvS4ZfoP+uqKjI5tvy9fUFUDGcoCH4+PgAQK1f/K5evVqlrNwcJeZr167Vua7y9uXot4bt1yfW2jTkvpr7PmPr9yU5OMJ7oSGZrum52bdvHwDgzTffRNOmTav8qzyktXfv3mjatCleffVVAEC7du0AVJyVuHjxosm2DUOs3N3dERERYVxuTd36mDJlCtLS0vD1119j2LBhSE5Oxuuvv44OHTqgZ8+eWLhwIS5fvmxWmzWZP38+Tp8+jcGDB+Oxxx4DUPFl2XB225IhiQ0Zv6UsfQ4d+XVjsHjxYnTv3h379u3DyJEjjT+myMWQhJk6S+6KmISRXSQnJwOouA7k72OLAWDnzp123b5SqURMTAyeeuopbNiwAR999BEA4LPPPjOrHcOQsR07dtg8Rlsw/CJV0xfQM2fO2HybhmNi7nNo6pe++jD8WmoYBmmKYV2HDh0s2oatOUrMx48fN7lcp9MZh0xW3r4c/dZwrE6cOFFjmZr2oz5l7Lmv5r7P2Op9yR7q6p+O8F4YExMDoPZ+BVRcO3bt2rUq/zIzM43rMzMzce3aNeNZ/R49ehiHSW3dutVkm1u2bAEA9OnTp8rrxZq69eXr64uHHnoImzZtQkpKCt566y107twZBw8exHPPPYeWLVti6NCh+PLLL2s8S1iXo0eP4p133oG7uzu++uqrKq+Hbt26GctYoiHit4alz6Gjv26AirPHmzZtQkxMDPbv348RI0bY7Ufw+jC8hgzXj7k6JmFkF4bxy1euXKm2TgiBhQsXNmg8hiEUubm5Zl3getddd0GlUiExMRFr1661V3gWa9OmDQBg165d1dbl5eXh+++/t/k2DRf1btu2Ddu3b693PcNroraJWEy59dZbAQAJCQk4cOBAtfW5ublYsmRJlbJyc5SYFy9ebPJs6KpVq3D16lW4ublhxIgRxuVy9NtbbrkFALBp0yaTidSuXbvqvB4McIx9Nfd9xtL3JXuoq386wnvh0KFDAQC7d+82uf7QoUM1npkzJN1ARQIuhMCHH34IoOLHrLFjxwIAvvjii2rtlpaWYtmyZQAqJnqpzJq6lmjRogVeeOEFHD16FIcOHcKzzz6LZs2aYcuWLXjsscfQtGlT3H777Vi5cmW9Jz7Q6/V49NFHodVqER8fX+26TmuTMHvHby1Ln0Nned0EBARg48aN6Nu3Lw4ePIjhw4cbJ7lpaIa+a+jLro5JGNnFkCFDAFRc+P7bb78ZlxcUFODhhx82DhuxpRdffBGfffZZtbNCubm5WLBgAYCKi8LNucA1MjISTz/9NADg3nvvxTfffFPtgyEtLQ2fffYZ3nrrLSv3wHy33347AODdd9/FkSNHqsR0//3322XIYJcuXfDggw8CAO6880789ttvVYZDFhUVYenSpdi/f3+VeoaLeTdt2mTW9gYOHGh8w544cWKVMybXrl3Dvffei7y8PISHh+Ohhx6yZJdszlFiLigowMSJE6sMQdm5cyeeeuopABWzYFUeFiJHvx08eDAGDBgAIQQeeOCBKl+WT506halTp5qcbfHvGmpfzX2fscf7kj3U1T8d4b1w1KhRUKvV2Ldvn82HWr/66qtQKpXYsWMH/vWvfxmvAywuLsa0adOQnJyMiIgI46ymtqprjW7dumHhwoW4dOkS1q1bhwcffBAajQa///477r///noP8/vkk0+wZ88e9OjRA88++2y19YZZ8eo6AylX/LZg6XPoLK8bPz8/rFu3DrGxsThy5AiGDRtWr2HetqTT6Yxn0g0/vrk8O019T04KZt4nrKZ7yuh0OuPNagGIyMhIERMTIzw9PYVCoRDffPNNrfe4qqt9w70mKt//44477jC22bJlS9GnTx/RqVMnodFoBADh7e0ttm7dWq2tuu65U15ebrzXD27crLBnz56id+/eokWLFjXew6g+98WqS12x5ebmiqioKAFAKBQK0a5dO9GtWzehUqlEy5Ytxeuvv17nfcLMOcYGRUVFYuzYscZ9DwkJEb179xZRUVHGGzb+97//rVLnp59+MpaPiooSgwYNEkOGDBELFiwwlqnpHkapqamiY8eOxvtJdezYUfTo0cN4E9+goCCRmJhocj+s2c/a1PXcWBqzLV43hjYWLFggPDw8hLu7u4iJiRFt2rQxPgd9+vSpdqNoa/qtNcf53Llzonnz5gKouJlv165dRefOnYUkSSIqKkrMmjWrzvuENdS+mvs+Y+n7Um3scZ+w+vRPS98LhbDN61qIm/cA++abb8yqV9t9wgw+//xz482Dg4ODRUxMjPF+fv7+/uLAgQM1tm9NXVsqKioS3333nRgzZoy4ePFineVTUlKEt7e3UKlU4uDBgybLpKamGo/dhQsXbBxxVebGX9nFixdFUFCQ8Z+Pj4/xs7Hy8pkzZ5qsb+lz6Iivm5r6W0FBgfE9oH379uLKlSt11jGYMmWKACDmzp1rcn1t9yUVQog///xTABAjRoywYI8aJ54JI7tQKBRYvXo1/vWvf6FVq1ZITU3FxYsXMWzYMGzatAmTJ0+2+TbnzJmDV155BQMHDoRer8ehQ4dw/vx5REZGYubMmTh69CgGDRpkdrtKpRKff/45tmzZgokTJyIwMBDHjx/H6dOn4ePjgzvvvBNLlixp8CGWQMWvWzt27MC0adMQGhqK8+fPIzs7G4899hgOHDhQ49T/1vL09MQff/yBlStXYsyYMQAqhgIVFxejb9++ePvtt6sd67vvvhtff/01+vbti4yMDGzfvh1btmypdVp5g7CwMOzduxdvvvkmevTogYsXL+LkyZNo1aoVnn76aRw9etThxpg7Qsz9+vXD3r17MW7cOFy6dAkpKSlo27Yt4uPjkZCQUG1SEDn6LQBERUVh//79mDFjBpo2bYpTp04hPz8f//jHP5CYmFjrfaEael/NfZ+x1/uSrdWnfzrCe+ETTzwBAPjPf/5j87Yfe+wxbNu2DePHj4ckSTh69Cj8/f3x+OOP4+jRo+jRo4dd6tqSp6cnJk6ciL/++gvh4eF1ln/88cdRWFiI5557Dt27dzdZJiwsDMHBwQBQZcSFPZgbf2U6nQ5ZWVnGf4bZUPV6vcnlf2fpc+hMrxtvb2/8+eefGDFiBE6dOoWhQ4ciNTXVptuoybfffgsAmDFjRoNszxlIQtQwrRoREZGDi4yMREpKCjZv3szrDFzE8OHDkZCQgP379zdYckNEljP8KNaxY0fs37/f4olGGhseBSIiInIaH3zwASRJcoqp/YkIeO2111BWVob333+fCVglvFkzEREROY1u3bphyZIlSElJQVFRkU1ubE5E9qHT6RAVFYV///vfGDZsmNzhOBQORyQiIqfF4YhEROSMeE6QiIiIiIioAfFMGBERERERUQPimTAiIiIiIqIGxIk56kmv1+PKlSvw8fGBJElyh0NERERERDIRQqCgoABhYWEWzfrIJKyerly5YvaNA4mIiIiIqPG6dOkSWrRoYXY9JmH15OPjA6DiQPv6+hqXa7VarFu3DnFxcVCr1Wa3a0l9c+uYU97a/WnMnOHYyBWjvbZry3bZV12HMxybBo+xqAgIC6vYdkoK1P7+Nm2efbUGdj7uzo59teG36Sh91dK6jvS5mp+fj/DwcGOOYC4mYfVkGILo6+tbLQnz9PSEr6+vxR8W5tY3t4455a3dn8bMGY6NXDHaa7u2bJd91XU4w7Fp8BiVypvb9vWFutLnmC2wr9bAzsfd2bGvNvw2HaWvWlrXET9XLb1MiRNzEBERERERNSAmYURERERERA2ISRgREREREVEDYhJGRERERETUgJiEERERERERNSCHTMKWL1+Oxx57DL169YJGo4EkSVi2bJnZ7ej1eixatAhdu3aFh4cHQkJCcO+99yIpKcn2QRMREREREdWDQyZhr7zyCr788kukpKSgWbNmFrfz+OOPY9asWdDpdJg1axbGjh2L3377Db1798aJEydsGDEREREREVH9OGQStnjxYly4cAEZGRl4/PHHLWpj8+bN+OqrrzBo0CAcOHAA77zzDv7zn/9g9erVyM/Px4wZM2wcNRERERERUd0cMgkbOXIkIiIirGrjq6++AgC8/vrr0Gg0xuUjRozA6NGjsXXrVpw5c8aqbRAREREREZlLJXcA9pKQkAAvLy/ExsZWWzd69GisWbMGW7ZsQdu2bWWIjoiIiAyEECgt16NEq0N+cSnSrwMnruZDV+m3YgmAJEmVHgMKSUITHw2CvTVQKCR5giciskCjTMKKiopw9epVdO7cGUqlstr6Nm3aAECtE3SUlpaitLTU+Hd+fj4AQKvVQqvVGpcbHldeZg5L6ptbx5zy1u5PY+YMx0auGO21XVu2y77qOpzh2DR4jFot1JW3LWNfLdHqsDs5GwmnM7HtbCYyC8twXauDEJVLqYBDu+u9fbVSQlNfd4T5u6OpjwbXsxTI3ZOC8EAvtAzyRESgp83iN6u8nY+7s2NfbfhtOsrnqqV1Helz1dpjKAlR9W3P0bz11lt48cUXsXTpUkydOrVeda5cuYLmzZsjNjYW27dvr7Z+27ZtGDx4MKZPn44vvvjCZBvx8fGYN29eteUrVqyAp2ftb+ZERESORFlSgnH33QcA+GPlSujc3Rt0+1klwIlcCSdyJCTlSdCKms9aKSUBNwWgvvHPoPKXFcM3F50ACrWAHrWfBesdoseEVnpoqv8ua1dyH3cisp/i4mJMnDgReXl58PX1Nbt+ozwTZgsvvvginnnmGePf+fn5CA8PR1xcXJUDrdVqsX79eowaNQpqtdpUU7WypL65dcwpb+3+NGbOcGzkitFe27Vlu+yrrsMZjk2Dx1hUZHw4fPhwqP39bdp8TftzIasIz/x4FEdT86uUb+qrwdB2IRjaNhjRTbzhqVbCXa2Eu1oB6HVmHZtynR4ZhWW4knsdV/JKcDm7CHuPnYXKNwRp+aU4k16IxAwFsuGDT/6vG9qEetc7fnP3txo7H3dnx77a8Nt0lM9VS+s60ueqYZScpRplEubn5wcAyMvLM7necNAM5UzRaDRVJvQwUKvVJp+YmpbXlyX1za1jTnlr96cxc4ZjI1eM9tquLdtlX3UdznBsGizGStuw5zYrt30sNQ9Tvk5EVlEZFBIQExGAYe2bYHj7JmgX6mO8vuvvDEN86hunWg20dNegZbCPsX5E8RmMHRsDtVqNPeezMOv7gziXUYS7vtiN+Xd0xoRe4XXGb+7+1hichW27Emc4NnLE2FB9Vc62LK3rCJ+r1h6/RpmEeXl5oVmzZkhOToZOp6t2XZjhWjDDtWFERERkOzvPZmL6t/tRWFqOTmG++Hpqb4T6yjMUr29UEP785yA8/cMhbEvKxHM/HcHu89mYP74TPN0a5dcgInICDjlFvS0MGTIERUVF2LFjR7V1a9euNZYhIiIi2/nz6FVMXZqIwtJy9I8Kwsrp/WRLwAyCvTX4z0N9MDuuLRQS8POBy7hj0Q4kXSuQNS4icl1On4RlZmbi1KlTyMzMrLJ8+vTpAIBXXnkFZWVlxuUbN27E2rVrMXjwYE5PT0REZEMr9l7CP1YcQJlOj1s6N8XSh3rDx90xhpkpFBJmDm+DFY/2QxMfDZLSC3H7oh34af9luUMjIhfkkOfhFy9ebJzV8OjRo8ZlCQkJAIDx48dj/PjxAIBFixZh3rx5mDt3LuLj441tDBs2DNOmTcPixYvRo0cP3Hrrrbh27Rp++OEH+Pr64rPPPmvIXSIiImq0hBD465KENbtOAgAm9m2J+Xd0htIB793V72/DE2f/eBg7z4ahn2PkikTkIhwyCdu+fTv+85//VFm2Y8cO49DCyMhIYxJWmy+++AJdu3bFF198gY8//hje3t647bbb8MYbb/AsGBERkY18sPEs1lyuuP76yRFt8PTINjVOvOEIgr01WPZQH3y6+Sw+2HAGvxy8gl2eSoyKK0eAg08QQUSNg0MmYcuWLcOyZcvqVTY+Pr7KGbDKFAoFZs2ahVmzZtkuOCIiIjI6n1GIL7ddAAC8emt7PDyotbwB1ZNSIWHWiDboFRmImSsO4GpRGX7cn4rpQ6LlDo2IXIDTXxNGRERE8nlv/Rno9AKdA/SY3K+l3OGYrX/rIPxzREXi+M3ui9DpRR01iIisxySMiIiILHL0ch5WH7kKSQJuDdfLHY7FxncLg6dS4HLOdWw8eU3ucIjIBTAJIyIiIou8s/YUAOD2rs0Q5iVzMFbwcFOif2jFGbClOy7IGwwRuQQmYURERGS2nWczsS0pE2qlhCeHO8d1YLUZ2FQPpULCrvNZOHk1X+5wiKiRYxJGREREZhFC4O21pwEAE/u0RMtAT5kjsl6gBojr0AQAsHRHsszREFFjxySMiIiIzLL2+DUcvpQLTzclZg5vI3c4NjOlf8XEIr8euoKswlKZoyGixoxJGBEREdWbTi+wcF3FWbBHBrZCiI9G5ohsp2dLf3Rp7oeycj2+33tR7nCIqBFjEkZERET19suByzibXgh/TzUeHRwldzg2JUkSHoqNBAB8uzsFWp3zzvhIRI6NSRgRERHVS4lWhw83JAEAnhjaGr7uapkjsr1buzZDsLcG1/JL8efRq3KHQ0SNFJMwIiIiqpfv9lxEau51NPV1x4P9I+UOxy40KiUeuHHTaU5XT0T2wiSMiIiI6lRWrsenm88CAJ4a2QbuaqXMEdnPpL4RcFMqcOhSLg5ezJE7HCJqhJiEERERUZ12nM1EVlEZQnw0uCemhdzh2FWIjwa3dQsDwLNhRGQfTMKIiIioTn8cqbg+amznplApG//XB8MEHX8evYq0vBJ5gyGiRqfxv4sSERGRVcrK9Vh3Ig0AMLZLM5mjaRidm/uhT2QgyvUCy3enyB0OETUyTMKIiIioVtvPZqCgpBxNfDToFRkodzgNxnA27Ls9KSjR6uQNhogaFSZhREREVCvjUMQuzaBUSDJH03BGdQxFc38P5BRr8b9DqXKHQ0SNCJMwIiIiqlFpuQ7rj18DUHEPLVeiUirwYP8IABUTdAghZI6IiBoLJmFERERUo+1JmSgoLUeorwYxLQPkDqfB3de7JTzUSpxKK8Cu81lyh0NEjQSTMCIiIqrR6htDEW/p3AwKFxqKaODnqcbdMc0BcLp6IrIdJmFERERkUmm5DutPVAxFHOdiQxErmzqgFQBgw8lruJhVLHM0RNQYMAkjIiIik7adqRiK2NTXHT1dcCiiQXQTbwxuGwIhgP/suiB3OETUCDAJIyIiIpNWH705K6IrDkWszDBd/arESygsLZc3GCJyekzCiIiIqJoS7c2hiK42K6IpQ9qEICrYCwWl5fjvwStyh0NETo5JGBEREVWz9UwGCkvL0czPHT3C/eUOR3YKhYSpN86GLd9zUd5giMjpMQkjIiKiav7kUMRq7urZAiqFhPOZxcgulTsaInJmTMKIiIioCg5FNM1bo0KXFn4AgLP5TEyJyHJMwoiIiKiKLWcyUFSmQ3N/Dw5F/Ju+rYIAAGfzmIQRkeWYhBEREVEVN4ciNoUkMdmorG9UIADgHM+EEZEVmIQRERGRkU4vkHA6AwAwpjOHIv5dr4gAKCQgs1RCWn6J3OEQkZNiEkZERERGJ6/mI++6Ft4aFbrduP6JbvJxV6NjM18AwN7kHJmjISJnxSSMiIiIjHadywIA9G0VCJWSXxNM6RMZAADYe4FJGBFZhu+uREREZLTzXCYAoH/rIJkjcVyGJCzxQrbMkRCRs2ISRkRERAAArU6PvckViQWTsJr1igyABIHzmcVIL+B1YURkPiZhREREBAA4mpqHojId/D3V6NDUV+5wHJafhxphnhWPDUkrEZE5mIQRERERgJvXg/WPCoJCwSnYa9PaVwAA9pxnEkZE5mMSRkRERAB4PZg5og1JWHKWzJEQkTNiEkZEREQoLddh343Z/gYwCauT4UzYmWuFyC4qkzkaInI2TMKIiIgIBy/morRcjxAfDVqHeMsdjsPzVgNtmngBAPbybBgRmYlJGBEREWFnpevBJInXg9VHn8hAAMAeTs5BRGZiEkZERETYdeN6MA5FrD/D/cI4OQcRmYtJGBERkYsrLivHoUu5ADgphzl630jCTqblI69YK3M0RORMHDYJS0xMxNixYxEQEAAvLy/06dMHK1asMKuN3NxcvPrqq+jatSt8fHwQHByM3r17Y9GiRSgp4c0ViYiIAGDfhRxodQLN/T3QMtBT7nCcRoiPBlHBXhACSLzAs2FEVH8OmYQlJCRg4MCB2LZtG+655x7MmDEDmZmZmDRpEt588816tZGbm4uYmBjMnz8ffn5+eOyxx3D//fcjJycHs2bNwq233gq9Xm/nPSEiInJ8xuvBWvN6MHP1jTJcF8bJOYio/lRyB/B35eXlmDZtGiRJwtatW9GjRw8AwNy5c9G/f3/MnTsXEyZMQJs2bWpt58svv8T58+fx9NNP4/333zcuLysrw8CBA7Fp0yZs374dgwcPtuv+EBERObpd529OykHm6dsqCN/vvcTJOYjILA53JmzTpk04d+4cJk6caEzAAMDHxwdz5sxBeXk5li5dWmc758+fBwCMHTu2ynI3NzeMGjUKAJCenm7DyImIiJxPfokWRy/nAuD1YJYwnAk7lpqHghJeF0ZE9eNwSVhCQgIAIC4urto6w7ItW7bU2U6nTp0AAGvWrKmyXKvVYsOGDfDw8ED//v2tjJaIiMi57T2fDb0AWgV7IczfQ+5wnE4zv4rr6PQC2JeSI3c4ROQkHG44YlJSEgCYHG4YEBCA4OBgY5naTJs2Dd9++y3ee+897Nu3D71790ZpaSnWrFmDnJwcrFixAs2bN6+xfmlpKUpLS41/5+fnA6hI4rTam790GR5XXmYOS+qbW8ec8tbuT2PmDMdGrhjttV1btsu+6jqc4dg0eIxaLdSVt11pu9uTKkaF9IkMaND+Ya+25OirvSP9cTG7GLvOZmBgVEDlgjUed2JflWObjtJXLa3rSJ+r1h5DSQghrGrBxuLi4rB+/XokJSUhOjq62vrWrVvj8uXLVRKkmhQXF+Oxxx7D8uXLjcsUCgVmzpyJOXPmIDg4uMa68fHxmDdvXrXlK1asgKcnZ44iIiLnoSwpwbj77gMA/LFyJXTu7sZ17xxWIrVYwpQ2OvQMdqivBE5jb7qE784pEekt8HQXnXF5bcediJxbcXExJk6ciLy8PPj6+ppdv9EmYZmZmbjjjjuQnp6Ojz76CLGxsSgpKcFvv/2GZ599FiEhIdi3bx8CAgJM1jd1Jiw8PByZmZlVDrRWq8X69esxatQoqNVqU03VypL65tYxp7y1+9OYOcOxkStGe23Xlu2yr7oOZzg2DR5jURHUNz7vitPTofb3BwBkF5Wh71sJAIBdLwxBsLfGouZdva9ezrmOYe9vg0ohYf/Lw+DpdmOgUQ3HnSqwrzb8Nh2lr1pa15E+V/Pz8xEcHGxxEuZwwxH9/PwAAHl5eSbX5+fnG8vU5plnnsHOnTtx+PBhdO3a1dj2o48+Cp1OhxkzZuDDDz80ebYLADQaDTSa6h9GarXa5BNT0/L6sqS+uXXMKW/t/jRmznBs5IrRXtu1Zbvsq67DGY5Ng8VYaRuVt3ngUiYAoE0TbzQL8LbBZlyzr7ZqokZzfw+k5l7HkSuFGNQmxFDAqnhchTMcGzlitOc2HaWvWlrXET5XrT1+Djcxh+FaMFPXfeXk5CAzM7PO6ekBYPXq1QgMDDQmYJUNHz4cALB//34royUiInJe+29MJGGY4Y8s17fVjfuFnedU9URUN4dLwoYMGQIAWLduXbV1hmWGMrUpKytDfn4+ysrKqq3LyMgAAJNnuoiIiFzF/osVSVhMhOmh+VR/vGkzEZnD4ZKwESNGICoqCitWrMChQ4eMywsKCjB//nyoVCpMnTrVuDwzMxOnTp1CZmZmlXZiY2NRXl6O+fPnV1leWlpqXDZs2DC77QcREZEjK9HqcCy1Yuh/TEueCbNW31YV91g7fCkPJVpdHaWJyNU5XBKmUqmwePFi6PV6DBo0CNOnT8fs2bPRrVs3HD9+HPHx8Wjbtq2x/KJFi9ChQwcsWrSoSjtvvfUWfHx88Prrr6Nv37545pln8MQTT6Bjx45Yu3YtYmJiMG3atIbePSIiIodwLDUPWp1AsLcG4YG8P5i1IoI80cRHgzKdHgcu8n5hRFQ7h0vCgIozVNu3b8fAgQOxatUqfPrppwgKCsLy5cvx8ssv16uN7t27Y//+/XjooYeQlpaGRYsWYdmyZfDy8sK8efOwdetWuHOqWCIiclGG68FiIvwhSZLM0Tg/SZLQN6ribNjeZF4XRkS1c7jZEQ369OmDv/76q85y8fHxiI+PN7muTZs2+Prrr20cGRERkfO7mYTxejBb6dsqEL8fvsLJOYioTg55JoyIiIjsRwhhHDLHJMx2+t2YnOPAxRyUlvO6MCKqGZMwIiIiF3MxuxiZhWVwUyrQKazue29S/bQO8UawtxtKy/U4ctn0/U6JiAAmYURERC7HMBSxc3NfuKuVMkfTeEiShD7G+4VxqnoiqhmTMCIiIhfD68HsxzBV/R5OzkFEtWASRkRE5GKYhNmP4abN+1NyoNXpZY6GiBwVkzAiIiIXUlBSjtPXCgAAPVsyCbO1tk184O+pRnGZDsev8LowIjKNSRgREZELOZqaDyGA8EAPNPHl/TJtTaGQ0Cey4mxYYjJv2kxEpjEJIyIiciGHL+cCAGJ4FsxuDDdtTkzhdWFEZBqTMCIiIhdy+MbU6bwezH763pgh8WBKrryBEJHDYhJGRETkQo5czgcA9GQSZjcdmvnCx12FwtJyuUMhIgfFJIyIiMiFFJaWw8tNiXahPnKH0mgpFRJ637gujIjIFCZhRERELqZ7S3+olPwKYE+GIYlERKbwHZiIiMjFcFIO+zNMzkFEZAqTMCIiIhfD68Hsr3OYL7zclHKHQUQOikkYERGRi+nBM2F2p1Iq0J3JLhHVgEkYERGRC4kO8YSfh1ruMFxCbyZhRFQDJmFEREQupFu4v9whuIw+rW4mYUIIGSMhIkfDJIyIiMiFdG3hJ3cILqNTmL/xcXJWsXyBEJHDYRJGRETUyGl1euPjbkzCGoyb6ubXrEOXcuULhIgcDpMwIiKiRu50WoHxcWSgp4yRuK5Dl/LkDoGIHAiTMCIiokbuyOVc42OFQpIvEBd2kGfCiKgSJmFERESN3KGLuXKH4PJSsq4js7BU7jCIyEEwCSMiImrkDqfmyh0CAdifkiN3CETkIJiEERERNWKZhaW4mHVd7jAITMKI6CYmYURERI0YhyI6jsQL2XKHQEQOgkkYERFRI3bgIs++OIpjqXko0erkDoOIHACTMCIiokaMSZhjCPZWQ6sTOHKZU9UTEZMwIiKiRqtcp+eXfgfRPdwfALAvhUMSiYhJGBERUaN1+loBist08NGo5A7F5fUwJGEXeGaSiJiEERERNVoHb0zK0TXcT95ACD1uPAf7U3Kg1wuZoyEiuTEJIyIiaqQM14N1beEvbyCEdk194KFWIu+6FucyCuUOh4hkxiSMiIiokTKcCevGM2GyUysVxuchkUMSiVyeTZKwsrIy/Pnnn3j//fcxf/584/KSkhKkp6dDr9fbYjNERERUTzlFZUjOLAIAdOOZMIfQKyIQACfnICIbJGG//fYbWrZsidtuuw2zZ89GfHy8cd2RI0fQrFkzrFy50trNEBERkRkOXqo42xIV4gV/TzeZoyEA6BUZAKDiujAicm1WJWE7duzAPffcA41Gg48++ggTJ06ssr5Pnz6Ijo7Gzz//bFWQREREZB7DUMSeLQPkDYSMekYEQJKAlKxipBeUyB0OEcnIqjlrX3/9dfj7+2Pfvn0ICQlBVlZWtTIxMTHYu3evNZshIiIiMxkm5ejR0l/eQMjI112NdqE+OJVWgP0XcnBLl2Zyh0REMrHqTNju3btxxx13ICQkpMYy4eHhSEtLs2YzREREZAadXuDwpYqbNPNMmGOJiah4PvZxSCKRS7MqCSstLYWfX+0zLuXl5UGh4CSMREREDSUpvQCFpeXwclOibaiP3OFQJb0jDZNzMAkjcmVWZUdRUVHYt29frWV27dqF9u3bW7MZIiIiMsOBlFwAQLdwfygVkrzBUBWGM2HHU/NwvUwnczREJBerkrC7774b27ZtwzfffGNy/cKFC3Hs2DH83//9nzWbISIiIjPwejDH1SLAA6G+GpTrBQ5dypU7HCKSiVVJ2HPPPYcOHTrgoYceQlxcHDZu3AgAeP755zFo0CC88MIL6N69O2bOnGmTYImIiKhuhinQDfelIschSRJ63RiSuJ/3CyNyWVYlYd7e3ti2bRvuu+8+bN68Gdu3b4cQAgsXLsTOnTtx7733YsOGDdBoNGa3nZiYiLFjxyIgIABeXl7o06cPVqxYYXY7BQUFmDt3Ljp37gxPT0/4+/ujZ8+emDdvntltERERObrMwlLjTZo5KYdj6sXJOYhcnlVT1ANAQEAAvvvuO3z88cdITExEdnY2fH190bt3b4SGhlrUZkJCAkaPHg03Nzfcd9998PPzwy+//IJJkybhwoULeOmll+rVzsWLFzF8+HCcP38eI0eOxK233orS0lKcPXsWP//8M+bOnWtRfERERI7KcBasbag3/DzVMkdDphjOUO5PyYFeL6DgdXtELsfqJMwgKCgIY8aMsbqd8vJyTJs2DZIkYevWrejRowcAYO7cuejfvz/mzp2LCRMmoE2bNrW2o9PpcM899+DKlSvYuHEjhg0bVm07REREjY0hCYvhUESH1aGZDzzdlCgoKceZ9AK0b+ord0hE1MDsMnf8rl278PLLL+P111/HlStXzKq7adMmnDt3DhMnTjQmYADg4+ODOXPmoLy8HEuXLq2znZ9++gmJiYmYPXt2tQQMAFQqm+WfREREDmPfhYrrjAxD3sjxqJQK46Qp+y5wSCKRK7IqCZs9ezbc3d2RnX3zwtKffvoJgwYNwoIFC/Dqq6+iZ8+eSE1NrXebCQkJAIC4uLhq6wzLtmzZUmc7P/zwAwBgwoQJuHTpEj7//HO89dZb+PHHH1FYWFjveIiIiJxFiVaHY6n5AIBekUzCHFlMpSGJROR6rDodtHnzZgwbNgyBgTeHPMyZMwd+fn746KOPkJaWhhdffBHvvfce3n///Xq1mZSUBAAmhxsGBAQgODjYWKY2hvuXbd++HU8//TRKS0uN60JCQrBq1SoMHTq0xvqlpaVV6uTnV3yoabVaaLVa43LD48rLzGFJfXPrmFPe2v1pzJzh2MgVo722a8t22VddhzMcG3vFeDAlB2U6PYK93dDMR32zfa0WhqvDtFotwL5qVZ16l6/luHdvUXET7cTkLId+rdqTK/dVubbpKH3V0rqO9Llq7TGUhBDC0sohISG4//778fHHHwOoSKDatWuHuXPnGie9uOOOO3D69GmcOnWqXm3GxcVh/fr1SEpKQnR0dLX1rVu3xuXLl6skSKa4u7ujtLQUSqUSs2fPxsyZM+Hu7o7vv/8es2fPhoeHB06ePIlmzZqZrB8fH29yBsUVK1bA09OzXvtCRETUkDakSvj9ohJdA/V4pJ3euFxZUoJx990HAPhj5Uro3N3lCtGl1HbcS8qBfyUqISDhtZhy+LnJFSURWaK4uBgTJ05EXl4efH3Nv67TqjNhhYWF8Pb2Nv69fft2SJKEW265xbisY8eOxvuHNSS9vuLDZ9y4cXjrrbeMy2fNmoXU1FS8/fbbWLJkCV555RWT9V988UU888wzxr/z8/MRHh6OuLi4Kgdaq9Vi/fr1GDVqFNRq82ehsqS+uXXMKW/t/jRmznBs5IrRXtu1Zbvsq67DGY6NvWL83/KDADJwa5/2GBsbeXNFUZHx4fDhw6H297fZNgH21RrVcdyXXdqFk2kF8I/uiVs6N61XrI2JK/dVubbpKH3V0rqO9LlqGCVnKauSsGbNmuH06dPGv9esWQNvb2/ExMQYl+Xn55t1nzA/Pz8AQF5ensn1+fn5xjJ1tZOZmYnbb7+92rrbbrsNb7/9tnHIoikajcZk3Gq12uQTU9Py+rKkvrl1zClv7f40Zs5wbOSK0V7btWW77KuuwxmOjS1jFELg4KVcAECfqOCq7VZ6bM/jwr5arUCtZXu3CsTJtAIcvJyP23uEmxVrY+JqfdURtukofdXSuo7wuWrt8bNqYo4hQ4Zg9erV+Pe//40lS5bg119/RVxcHJRKpbHM2bNn0aJFi3q3abgWzNR1Xzk5OcjMzKxzenoAaNeuHQDA38SvfYZl169fr3dcREREjux8ZhFyirXQqBToFFb3j5UkvxjDTZs5QyKRy7EqCXv55Zfh4eGBJ598Eo8++ijUanWVGyBnZGQgISEBsbGx9W5zyJAhAIB169ZVW2dYZihTm+HDhwMATpw4UW2dYVlkZGS94yIiInJk+298ke8W7g83lV3uQEM21juyYmKzE1fzUVTK+5cSuRKr3qWjo6Nx4sQJfPTRR/j4449x7NgxdO7c2bg+JSUFTzzxBB566KF6tzlixAhERUVhxYoVOHTokHF5QUEB5s+fD5VKhalTpxqXZ2Zm4tSpU8jMzKzSzkMPPQSNRoNPPvmkyhT5BQUFePPNNwEA9957r5l7TERE5Jj2pVTcLiaG9wdzGmH+Hgjzc4dOL3D4xlBSInINVv9U1qxZM8ycORMzZ86sdmapV69e+OCDD9C7d+96t6dSqbB48WLo9XoMGjQI06dPx+zZs9GtWzccP34c8fHxaNu2rbH8okWL0KFDByxatKhKO61atcK7776L9PR0dOvWDY8++ihmzpyJrl274tChQ5g+fTpGjBhh1b4TERE5in037jfFmzQ7l5gbZ8P28X5hRC7FIccrDBs2DNu3b8fAgQOxatUqfPrppwgKCsLy5cvx8ssv17udWbNm4bfffkPHjh2xcuVKLFmyBEFBQfjyyy/xxRdf2HEPiIiIGk52URnOZ1TMxMczYc7FkDQnXsiWORIiakhWzY4IVFz3tXTpUiQmJiI3Nxc6na5aGUmSzJ6mvk+fPvjrr7/qLBcfH4/4+Pga199222247bbbzNo2ERGRM9l/4yxKdBNv+HvyhlPOpFdkRRJ28GIudHoBpUKSOSIiaghWJWFHjhzB8OHDkZOTg9ru+SxJfEMhIiKyF8P1YByK6HzaN/WFt0aFwtJynE4rQMcw82/6SkTOx6rhiM8++yyys7Px8ssvIzk5GVqtFnq9vto/U2fHiIiIyDYMMyNyKKLzUSok9GjpD+BmMk1EjZ9VSdiuXbswfvx4vPbaa4iIiKhyfzAiIiKyv9JyHY6k5gEAet2Y5IGcC+8XRuR6rErC3Nzc0Lp1a1vFQkRERGY6lpqHsnI9grzcEBnkKXc4ZAHD/cL2c4ZEIpdhVRI2fPhw7Nu3z1axEBERkZn2JN+4HiwygNdgO6nu4f5QKiSk5l7HldzrcodDRA3AqiTs3XffxfHjx7Fw4UJbxUNERERm2H2+IgnrHxUkcyRkKS+NCh2a+QDg/cKIXIVVsyPOnz8fnTp1wgsvvIDPP/8c3bp1g5+fX7VykiRhyZIl1myKiIiI/kar02PfjftL9WvNJMyZ9YoIxLHUfOy/kI3bu4XJHQ4R2ZlVSdiyZcuMj8+fP4/z58+bLMckjIiIyPaOpuahuEwHf0812jbxkTscskKvyAAs23mBZ8KIXIRVSVhycrKt4iAiIiIz7T6fBQDo2yoQCt7k16n1iqiYnOPk1XwUlpbDW2PVVzQicnBW9fCIiAhbxUFERERmMlwP1o/Xgzm9pn7uaO7vgdTc6zh4MQeD2oTIHRIR2ZFVE3MQERGRPLQ6PfZfYBLWmPSO5P3CiFyFTZKwFStWIC4uDk2aNIFGo0FISAji4uKwYsUKWzRPREREf3MsNQ9FN64HaxfK68EagxjeL4zIZVg1HFGv1+P//u//8Msvv0AIAQ8PD4SFhSE9PR0bNmzAxo0b8fPPP+PHH3+EQsGTbkRERLZiGIrI68Eaj14RFWfCDl7MQblOD5WS352IGiurevcnn3yCn3/+GYMHD8auXbtQVFSE5ORkFBUVYffu3RgyZAh+/fVXfPLJJ7aKl4iIiHBzUg4ORWw82ob6wEejQlGZDqfSCuQOh4jsyKokbNmyZWjXrh3Wr1+Pvn37VlnXp08frFu3Du3atcPSpUutCpKIiIhuqnJ/MCZhjYZSIaFnhOG6sGyZoyEie7IqCTt9+jRuu+02qFSmRzWqVCqMGzcOZ86csWYzREREVAmvB2u8DEMSeb8wosbNqiTMzc0NRUVFtZYpKiqCm5ubNZshIiKiSgzXg/WJ5PVgjU1MpRkShRAyR0NE9mJVEtajRw+sWrUKV65cMbn+6tWrWLVqFXr27GnNZoiIiKgSXg/WeHUP94dSISEtvwSpudflDoeI7MSqJOzZZ59FVlYWevXqhffeew/79u3DpUuXsG/fPixcuBAxMTHIzs7GM888Y6t4iYiIXBqvB2vcPN1U6BzmC4BT1RM1ZlZNUT9u3Dh88MEHeO655/D8889XWSeEgEqlwsKFCzFu3DirgiQiIqIKhuvB/DzUaN+U14M1RjERgTh8OQ+7z2fhju7N5Q6HiOzAqiQMAP75z3/i9ttvx/Lly3Ho0CHk5+fD19cXPXr0wMSJExEVFWWLOImIiAi8P5grGNw2GF/vSMaGk+l4Qy/4PBM1QlYnYQDQqlUrzJkzxxZNERERUS14PVjjN6B1MHw0KmQUlOLgpRzERATKHRIR2RhvxU5EROQkSst12JvM68EaOzeVAsPaNwEArD1+TeZoiMgebJKEfffdd4iLi0OTJk2g0WjQpEkTxMXFYcWKFbZonoiIiADsv5CD61odgr016NCM14M1ZqM7NQUArD2exqnqiRohq5Kw0tJSjB07Fg8++CA2bNiAoqIihIWFoaioCBs2bMDkyZNx6623orS01FbxEhERuawtSRkAgMFtgiFJvE6oMRvaLgRuKgVSsopx+lqB3OEQkY1ZlYTNmzcPa9aswciRI5GYmIiioiIkJyejqKgIe/fuxYgRI7BmzRrMnz/fVvESERG5rG1nMgEAg9uGyBwJ2ZuXRoVB0cEAgLXHOCSRqLGxKgn77rvv0KVLF/z111+IiYmpsq5Xr17466+/0LFjR3z77bdWBUlEROTqMgpKceJqPgBgYJtgmaOhhlB5SCIRNS5WJWHp6ekYO3YsFArTzSiVStx6663IyMiwZjNEREQub9uNoYidm/si2FsjczTUEEZ0aAKFBJy4mo9L2cVyh0NENmRVEta6dWtkZWXVWiY7OxutW7e2ZjNEREQub+uZiiRsUBsORXQVQd4a9I6smJ6eZ8OIGherkrB//vOf+OGHH3Dq1CmT60+cOIGVK1fin//8pzWbISIicml6vcC2pBvXgzEJcymGIYnrOFU9UaNi1c2a27VrhyFDhiAmJgYPPvggBg4ciCZNmiA9PR3btm3Dt99+i5EjR6Jt27bYunVrlbqDBw+2KnAiIiJXceJqPrKKyuDlpkRMRIDc4VADiusUitf+OIHElGxkFpZyKCpRI2FVEjZ06FBIkgQhBL744gt8+eWXxnWGe1r88ccf+OOPP6rV1el01myaiIjIZWy9cT1Y/9ZBcFPZ5Baf5CRaBHiic3NfHEvNx4YT13Bfn5Zyh0RENmBVEvbqq6/yPiVERER2ZrgejFPTu6bRHZviWGo+1h5PYxJG1EhYlYTFx8fbKAwiIiIypai0HPtTcgBwUg5XNbpzU7y3/gx2nM1CQYkWPu5quUMiIitxTAMREZED23UuC1qdQHigByKDPOUOh2TQpok3WgV7oUynR8Jp3vaHqDGwKglLTU3F1q1bUVx8894Ver0eb7/9NmJjYzFq1CisWbPG6iCJiIhcleH+YIPbhPASABclSRJv3EzUyFiVhM2ZMwfjx4+HWn3ztPgbb7yBF198Ebt27cLGjRtx++23Y9++fVYHSkRE5Iq2Gqam5/VgLm10p1AAQMLpDJSWc3IzImdnVRK2a9cujBw50piE6fV6fPLJJ2jfvj0uXryIvXv3wtPTEwsXLrRJsERERK7kYlYxkjOLoFRIGNA6SO5wSEbdWvgj1FeDwtJy7DybJXc4RGQlq5Kwq1evIjIy0vj3gQMHkJmZiVmzZqFFixbo1asXxo8fjz179lgbJxERkctZf7LiBr29IgI4GYOLUygkxHXkkESixsKqJEyn00Gv1xv/3rZtGyRJwvDhw43LmjdvjrQ0vlkQERGZa/2Jis/PuBvXA5FrM1wXtv7ENej0QuZoiMgaViVhLVu2xN69e41///rrr2jWrBnatWtnXJaWlgZ/f39rNkNERORycorKkHihYmr6uI6hMkdDjqBvVCD8PNTIKioz3raAiJyTVUnY3XffjR07dmDChAmYPHkytm/fjrvuuqtKmWPHjiEqKsrsthMTEzF27FgEBATAy8sLffr0wYoVKyyOVavVonv37pAkCe3bt7e4HSIiooaw6VQ6dHqB9k19EB7IqekJUCsVGNG+CQAOSSRydlYlYbNnz0bv3r3x888/47vvvkPnzp2r3MD55MmTSExMxNChQ81qNyEhAQMHDsS2bdtwzz33YMaMGcjMzMSkSZPw5ptvWhTr/PnzcfbsWYvqEhERNbT1JyquB+NZMKosrtJU9UJwSCKRs7IqCfP19cXu3btx5MgRHDlyBAcOHEBgYKBxvYeHB/773//iiSeeqHeb5eXlmDZtGiRJwtatW/HVV19h4cKFOHz4MDp16oS5c+ciKSnJrDgPHDiABQsWYMGCBWbVIyIikkOJVoetN+4PxuvBqLIhbUPgrlbgcs51nLiaL3c4RGQhq5Iwg86dO6Nz585QKpVVlkdGRuKOO+5A8+bN693Wpk2bcO7cOUycOBE9evQwLvfx8cGcOXNQXl6OpUuX1ru9srIyTJ06Ff369cPMmTPrXY+IiEguO85morhMhzA/d3QK85U7HHIgHm5KDG5Tcc+4tcevyRwNEVnKJklYWloaPv30Uzz55JOYNm2acXlGRgb27t2L69ev17uthIQEAEBcXFy1dYZlW7ZsqXd78fHxSEpKwpIlSyBJUr3rERERycUwFHFkx1B+dlE1hlkS1/G6MCKnpbK2gU8//RTPPvssSktLAQCSJGHx4sUAgPT0dPTv3x+ff/45Hn300Xq1Zxhq2KZNm2rrAgICEBwcXO/hiImJiXjnnXfw5ptvom3btvWqY1BaWmrcJwDIz6845a/VaqHVao3LDY8rLzOHJfXNrWNOeWv3pzFzhmMjV4z22q4t22VfdR3OcGxqi1GnF8YkbHi7YNvsh1YLtfGhFmBftapOvcvb6bgPjg6EUiHhVFoBzl7LQ4STTtzi7H3VGbfpKH3V0rqO9Llq7TGUhBVXdf7++++444470KtXL7z66qv466+/8Pnnn0On0xnL9OjRA2FhYVi9enW92oyLi8P69euRlJSE6Ojoautbt26Ny5cvV0mQTCktLUXPnj3h6emJ3bt3G4dKSpKEdu3a4dSpU7XWj4+Px7x586otX7FiBTw9nfPNjoiIHF9yAfDhMRU8lAJv9NJBaYMxK8qSEoy77z4AwB8rV0Ln7m59o1Qnex73f59Q4EyeAndE6DA8jBN0EDW04uJiTJw4EXl5efD1NX/YuFVnwt599120bNkSmzdvhpeXF/bv31+tTJcuXbBt2zZrNmOROXPmICkpCfv37692rVp9vPjii3jmmWeMf+fn5yM8PBxxcXFVDrRWq8X69esxatQoqNVqU03VypL65tYxp7y1+9OYOcOxkStGe23Xlu2yr7oOZzg2tcX4ztozAC5gZKdmuG1cV9tssKjI+HD48OFQ2/j+neyrNbDjcc8Ouoh5f5zCJRGEsWP72KzdhuTsfdUZt+kofdXSuo70uWoYJWcpq5KwQ4cOYfLkyfDy8qqxTPPmzXHtWv0vHPXz8wMA5OXlmVyfn59vLFOTAwcO4P3338ecOXPQpUuXem+7Mo1GA41GU225Wq02+cTUtLy+LKlvbh1zylu7P42ZMxwbuWK013Zt2S77qutwhmNjKsaNpytmRRzduZnt4q/Ujj2PC/tqtQJWxVObW7o0x7w/TuHgpVzklOjQxMd5z246a1915m06Sl+1tK4jfK5ae/ysGuSg1+vrDCAjI8NkMlMTw7Vgpq77ysnJQWZmpsnrxSo7cuQIdDod4uPjIUlSlX8AcPr0aUiSBH8b/xJIRERkjbPphTifUQS1UsKQtiFyh0MOrKmfO7qF+0OImxO5EJHzsOpMWLt27bB9+/Ya15eXl2PLli1mnY0aMmQIFixYgHXr1uG+G+OoDdatW2csU5u2bdvikUceMbluyZIl8PPzwz333MNru4iIyKH8efQqAGBA62D4uDv2mQGS3+hOoTh8KRdrj1/DpL4RcodDRGawKgmbNGkSZs+ejddffx2vvPJKlXU6nQ6zZ8/G+fPn8cILL9S7zREjRiAqKgorVqzAk08+ie7duwMACgoKMH/+fKhUKkydOtVYPjMzE5mZmQgODkZwcDAAYMCAARgwYIDJ9pcsWYKmTZsaZ3AkIiJyBEII/O9QKgDgtm5hMkdDzmB0p6Z4Z81p7DqXifwSLXyZuBM5DauGI86aNQtDhgzB3Llz0a5dO/z8888AgHvvvRdt2rTBxx9/jFGjRtV4VsoUlUqFxYsXQ6/XY9CgQZg+fTpmz56Nbt264fjx44iPj68y3fyiRYvQoUMHLFq0yJpdISIiktWJq/k4l1EEN5UCozuFyh0OOYHWId6IbuINrU5g86l0ucMhIjNYlYSp1WqsXbsW//rXv5CZmYljx45BCIGffvoJ2dnZeOGFF/Dbb7+ZfaPJYcOGYfv27Rg4cCBWrVqFTz/9FEFBQVi+fDlefvlla0ImIiJySL8dvgIAGNG+CYciUr0ZEva1vHEzkVOx+mbNbm5ueOONN/D666/j9OnTyM7Ohq+vLzp06AClUonk5GTMmzcPy5YtM6vdPn364K+//qqzXHx8POLj4+vdrhW3RSMiIrILvV7gj8MV14PdzqGIZIbRnZri35vPIeF0Bkq0Orirzb8tDxE1PBvcArKCJElo3749BgwYgM6dOyM1NRWPPvoo2rdvj2+//dZWmyEiImp09l/MQWrudfhoVBjWvonc4ZAT6dLcD2F+7igu02F7Uqbc4RBRPVmUhG3fvh3Dhg2Dr68vAgMDcccdd+D06dMAKu4e/cwzz6Bt27ZYsmQJQkJC8PHHH9s0aCIiosbkt0MVQxHjOjXlmQwyiyRJiOvUFACHJBI5E7OHI+7fvx8jR45EWVmZcdnvv/+OxMREbN26FePHj8eJEycQFhaGF154AdOnTzfrPmFERESuRKvTY/WNqelv786hiGS+uE6hWLbzAjacvIZynR4qpc0GOhGRnZjdS9955x2UlZVhwYIFSE9PR3p6Ol577TWkpaVh0KBBOHXqFF555RWcPXsWs2bNYgJGRERUix1nM5FdVIYgLzfEtg6SOxxyQn0iAxHgqUZOsRaJF3LkDoeI6sHsJGzHjh0YPnw4XnjhBeO9uV555RUMGTIE6enpeOedd/Daa6/B3d3dHvESERE1KoahiLd2bcYzGGQRlVKBER04SyKRMzH73T49PR0xMTHVlvfu3RsAMGXKFOujIiIicgElWp3xSzNnRSRrjL5xXdj6E9c4EzSREzA7CSsvL4eXl1e15YZlQUEcSkFERFQfG09loKhMh+b+HujZMkDucMiJDWoTDE83JVJzr+NYar7c4RBRHTjugYiISCar9l8GANzVszkUCknmaMiZuauVGNI2BACHJBI5A4tu1rx8+XLs3r27yrKzZ88CAMaOHVutvCRJWL16tSWbIiIiapSySoCd57IhScC9vcLlDocagdGdmuKvY2lYezwNs0e3kzscIqqFRUnY2bNnjUnX361Zs6baMknir3tERESV7U6vGIwyMDoY4YGeMkdDjcGw9k2gUkhISi/E+YxCRIV4yx0SEdXA7CQsOTnZHnEQERG5jHKdHnvSK36gvK93S5mjocbCz0ON/q2DsC0pE2uPX8OMoUzCiByV2UlYRESEPeIgIiJyGVvOZCJPKyHQS41RHUPlDocakdGdmt5IwtIwY2hrucMhohpwYg4iIqIGtmp/KgDgzu5hcFPxo5hsJ65jKCQJOHQpF2l5JXKHQ0Q14Ds/ERFRA0rLK0HCmQwAwISYFjJHQ41NE193xNy43cGynRfkDYaIasQkjIiIqAH9uO8S9AJo7SPQOqT6fTeJrPX4kIphiMt2JiM9n2fDiBwRkzAiIqIGotcL/LDvEgCgf6he5miosRrRoQl6tvRHiVaPjzclyR0OEZnAJIyIiKiBbDmTgcs51+HjrkK3QCF3ONRISZKE58e0BwCs3HsJKVlFMkdERH/HJIyIiKiBLNlecZuXe2Oaw00pczDUqPWLCsKQtiEo1wu8v/6M3OEQ0d8wCSMiImoAp9Lysf1sJhQSMLkf7w1G9vfc6HYAgN8OX8HJq/kyR0NElTEJIyIiagBLtlWcBbulczM09/eQORpyBZ2b++HWrs0gBLBw7Wm5wyGiSpiEERER2VlGQSn+d+gKAODhga1kjoZcybOj2kKpkLDxVDr2XciWOxwiuoFJGBERkZ0t352CMp0e3cP9ERMRIHc45EKiQrxxb6+K+9G9s+Y0hOCEMESOgEkYERGRHZVodVi+OwUA8AjPgpEMnhzRBm4qBfZeyDbeKJyI5MUkjIiIyI5+O3QFWUVlCPNzxy2dm8odDrmgZn4emNI/AkDF2TC9nmfDiOTGJIyIiMhO9HqBxdvPAwCmxkZCpeTHLsnjiaHR8NGocPJqPv44elXucIhcHj8NiIiI7GTt8TScuVYIH40K/9eb09KTfAK83PDo4CgAwPvrTkOr08scEZFrYxJGRERkB3q9wEcbkwAAD8VGws9DLXNE5OoeHtgKQV5uuJBVjB/3XZY7HCKXxiSMiIjIDtafvIZTaQXw1qg4LT05BG+NCv8YFg0A+GjjGZRodTJHROS6mIQRERHZmBACH984CzZlQAT8Pd1kjoiowqR+LdHc3wPX8kvxn50X5A6HyGUxCSMiIrKxDSfTcfxKPrzclJg2MErucIiMNColnhrZBgDwacI55F3XyhwRkWtiEkZERGRDlc+CPTggEgFePAtGjuWuni0Q3cQbede1+GrrebnDIXJJTMKIiIhsaNOpdBxNzYOnmxKPDuJZMHI8SoWE2XHtAABf70hGRkGpzBERuR4mYURERDZSrtPj7TWnAAAP9o9EIM+CkYMa3SkU3cL9UVymw783n5U7HCKXwySMiIjIRn7afxlnrhXCz0ONGUNayx0OUY0kScLzoyvOhn23JwWXsotljojItTAJIyIisoGi0nK8v/4MAODJEW3g58n7gpFji40ORmx0ELQ6gQ82nJE7HCKXwiSMiIjIBr7adh7pBaVoGeiJyf0i5A6HqF6eH90eAPDfg6k4c61A5miIXAeTMCIiIiul55fgyxuzzD0/ph3cVPx4JefQLdwfYzo1hRDAwrWn5Q6HyGXwU4KIiMhKH2w4g+IyHbqH++PWLs3kDofILLNHt4VCAtaduIaDF3PkDofIJTAJIyIissKRy7lYmXgJAPDyrR0gSZLMERGZJ7qJD+7q2QIA8M6a0xBCyBwRUePHJIyIiMhCOr3Ay/89BiGAO7qHoXdkoNwhEVnkqZFt4KZUYNf5LGw/myl3OESNHpMwIiIiC323JwVHU/Pg467Cy7d2kDscIou1CPDEpH4tAfBsGFFDcNgkLDExEWPHjkVAQAC8vLzQp08frFixot71t2/fjmeffRYxMTEICgqCu7s72rdvjxdeeAG5ubn2C5yIiFxCekEJ3l1TMZHBc6PboYmPu8wREVnnH8Oi4emmxNHUPPx1LE3ucIgaNYdMwhISEjBw4EBs27YN99xzD2bMmIHMzExMmjQJb775Zr3auOeee/DRRx/Bx8cHDz74IJ544gl4enrinXfeQa9evZCenm7nvSAiosbsjdUnUVBajq4t/DCpL6ekJ+cX7K3BtEFRAICF606jXKeXOSKixsvhkrDy8nJMmzYNkiRh69at+Oqrr7Bw4UIcPnwYnTp1wty5c5GUlFRnO08//TQuXbqEhIQEfPDBB3j//fexf/9+zJgxA+fOncO8efMaYG+IiKgx2nImA/87dAWSBLw+vjOUCk7GQY3Do4NaIcBTjfMZRfjlQKrc4RA1Wg6XhG3atAnnzp3DxIkT0aNHD+NyHx8fzJkzB+Xl5Vi6dGmd7bzwwgto1qzqNMGSJGHOnDkAgC1bttg2cCIicgl517V44acjAIAp/SPRtYW/vAER2ZCPuxpPDI0GAHy44QxKtDqZIyJqnBwuCUtISAAAxMXFVVtnWGZNAqVWqwEAKpXK4jaIiMh1zfv9ONLySxAZ5Innx7STOxwim5vcPwJNfd1xJa8Ey3enyB0OUaPkcJmIYahhmzZtqq0LCAhAcHBwvYYj1uTrr78GYDrJq6y0tBSlpaXGv/Pz8wEAWq0WWq3WuNzwuPIyc1hS39w65pS3dn8aM2c4NnLFaK/t2rJd9lXXYc9js+FkOn45kAqFBLx9V2eoJWHRdhr8+dNqoa68bfZVq+rUu7ydj7u9KAHMGhaFl/93Av/efBZ392gGb43tvzI6w/uYHDHac5uO0lctretIn6vWHkNJONgcpHFxcVi/fj2SkpIQHR1dbX3r1q1x+fLlKglSfR06dAixsbHw9vbG8ePHERwcXGPZ+Ph4k9eNrVixAp6enmZvm4iInFuhFlhwWIlCrYQRYXrcHuE8kxYoS0ow7r77AAB/rFwJnTtncmwIznzcdQJ465AS6SUSxrTQ45Zw53m9EzWE4uJiTJw4EXl5efD19TW7vsOdCbOX5ORkjBs3DjqdDitXrqw1AQOAF198Ec8884zx7/z8fISHhyMuLq7KgdZqtVi/fj1GjRplHOpoDkvqm1vHnPLW7k9j5gzHRq4Y7bVdW7bLvuo67HFshBCYseIQCrUZiA7xwkfT+kGjVjpUjLUqKjI+HD58ONT+/jZtnn21BnY+7vambJmGf646gg1XlBg/pCdGtG9i0/ad4X1MjhjtuU1H6auW1nWkz1XDKDlLOVwS5ufnBwDIy8szuT4/P99Ypr5SUlIwbNgwZGRk4Oeff8awYcPqrKPRaKDRaKotV6vVJp+YmpbXlyX1za1jTnlr96cxc4ZjI1eM9tquLdtlX3Udtjw2i7edx8ZTGXBTKvDhfT3g7WmbMxoN9vxV2oY9t8m+Wq2AVfHI7fYeLbDpTCb+d+gKnlx5BF8+GIOh7WybiAHOcWzkiNEV+qqldR3hc9Xa4+dwE3MYrgUzdd1XTk4OMjMzTV4vVpMLFy5g6NChuHLlClatWoVx48bZLFYiImr8Dl3KxdtrTgEA5ozrgM7NzfshkMhZSZKE9yZ0wy2dm6JMp8f0b/dje1Km3GERNQoOl4QNGTIEALBu3bpq6wzLDGXqYkjAUlNT8cMPP+COO+6wXaBERNTo5V3XYuaKA9DqBMZ2aYoH+vGmzORaVEoFPr6/B0Z2CEVZuR7TvknE7vNZcodF5PQcLgkbMWIEoqKisGLFChw6dMi4vKCgAPPnz4dKpcLUqVONyzMzM3Hq1ClkZlb9ZaZyArZy5UrceeedDbQHRETUGOj0As/8cAiXc66jZaAn3rq7KySJN2Um16NWKvDvST0wtF0ISrR6PLwsEfsuZMsdFpFTc7hrwlQqFRYvXozRo0dj0KBBuP/+++Hr64tffvkFycnJeP3119G2bVtj+UWLFmHevHmYO3cu4uPjjcuHDh2KlJQU9OvXD0eOHMGRI0eqbatyeSIiosreW3caG0+lw02lwL8n9oSvu2Nfs0JkTxqVEp8/EINHv9mHbUmZmLo0Ecun9UX3cH+5QyNySg6XhAHAsGHDsH37dsydOxerVq1CWVkZOnXqhPnz52PSpEn1aiMlpeLmgrt378bu3btNlmESRkREpvzvUCo+TTgHAHjn7q7o0oLXgRG5q5X4cnIvPLRsL3afz8bkJXvw/aP9eJ0kkQUcMgkDgD59+uCvv/6qs1x8fLzJZMrBbn9GRERO4ujlPDz/U8XoiceGRGF8j+YyR0TkODzclFgypTemfL0X+1Jy8MCSPVgxrR86hpl/nyQiV+Zw14QRERHJ5VJ2MR7+TyJKy/UY1i4Ez49uL3dIRA7HS6PC0od6o3u4P3KLtXhgyR6cuVYgd1hEToVJGBEREYDsojJM+XovMgpK0b6pDz66vweUCk7EQWSKj7sa/3m4D7o090N2URkmfrUH5zIK5Q6LyGkwCSMiIpd3vUyHR/6TiPOZRWju74FlD/XhRBxEdfDzUOPbR/qgQzNfZBaWYuJXu3Ehs0jusIicApMwIiJyaaXlOsz4bj8OXsyFn4ca/3m4N5r6ucsdFpFT8Pd0w/JH+qBtqDeu5VckYpeyi+UOi8jhMQkjIiKXpdXpMXPFQSSczoC7WoElU3ohuomP3GEROZUgbw2+m9YPUSFeuJJXgvu/2o0rudflDovIoTEJIyIil1Su0+OfKw9i/YlrcFMpsPjB3ugVGSh3WEROKcRHg+8f7YfIIE9czrmOiV/txrX8ErnDInJYTMKIiMjllJXr8c+Vh/Dn0TS4KRX4YnIMBrYJljssIqcW6uuOFY/2Q3igBy5kFeP+r3Yjo6BU7rCIHBKTMCIiciklWh2mf7sPq49ehZtSgX9P6olh7ZrIHRZRoxDm74EV0/ohzM8d5zOKMGnxbmQVMhEj+jsmYURE5DIKSrSY8vVe4zVgi6f0wqiOoXKHRdSohAd6YsWj/RDqq8GZa4V4YMle5BaXyR0WkUNhEkZERC4hLa8EEz7fhT3J2fDWqPDNw30xuG2I3GERNUqRwV5Y8Wg/BHtrcPJqPiYv2Yu861q5wyJyGEzCiIio0TuVlo87P92BU2kFCPaumECgTytOwkFkT61DvLHi0b4I9HLD0dQ8TPl6LwpKmIgRAUzCiIiokdt48hru+WwXruaVoHWIF/77xAB0aeEnd1hELqFtqA+WP9IX/p5qHLqUi4eXJaKotFzusIhkxySMiIgaJSEE/r35LKZ9sw+FpeXo0yoQP88YgPBAT7lDI3IpHcN8sfyRvvBxVyHxQg4e+U8irpfp5A6LSFZMwoiIqNEpLgdmrjyMd9eehhDApL4tb/wa7yZ3aEQuqXNzP3zzcB94a1TYfT4b07/dh1ItEzFyXUzCiIioUTlwMRfvHFZi3Yl0qJUSXh/fGW/c2QVuKn7kEcmpR8sALHuoNzzdlNiWlIl/rDyMcr3cURHJg59IRETUKOj0FcMPJy5JRE6ZhJaBHvh5xgA80C9C7tCI6IZekYH4empvuKsV2HImE+8eUWLN8WvQ64XcoRE1KCZhRETk9NLzS/Dg13vw7trT0OkFYoL1+HVGf3Rt4S93aET0N/2igrBkSm/4eaiQdl3CrJWHMe6T7dhw4hqEYDJGroFJGBEROS0hBFbtu4RRH2zFjrNZ8FAr8dadnTA5Wg8fd5Xc4RFRDWKjg7Hp6UEY3VwPL40SJ67mY9o3+zD+053YeiaDyRg1ekzCiIjIKaVkFeGBJXvw/E9HkHddi87NffH7rIG4u2dzSJLc0RFRXXw91BjbUo/NzwzC40Naw0OtxOFLuXjw672494td2HUuS+4QieyGPxMSEZFTKdfp8fWOZLy//gxKtHq4qxV4ZlRbPBzbCiqlAlotbwZL5EwCPN3wr1va45GBrfD5lnP4dncKEi/k4P6vdmNA6yA8G9cWMRG8uTo1LkzCiIjIaWw9k4HXV5/AmWuFAIABrYOw4K4uiAjykjkyIrJWiI8Gc8Z1xPTBUfj35rP4fu9F7DyXhZ2f7cLQdiF4ZlRbXudJjQaTMCIicnhn0wvxxuoT2Hw6AwDg76nGS2M7YEJMC0gce0jUqIT6uuO1Ozpj+uAoLNp0Fj/uv4yE0xlIOJ2BUR1D8cyotujQzFfuMImswiSMiIgcVkZBKf69+Sy+3Z0CnV5ApZDwYP9I/HNEG/h5quUOj4jsqEWAJ966uytmDG2NjzYm4deDqVh/4hrWn7iGW7s0w1Mj26BNqI/cYRJZhEkYERE5nMzCUnxx49qQEm3F3VxHdgjFS2PbIyrEW+boiKghRQR54f17u+OJodH4aGMS/jhyBauPXsWfx65ifPfm+OeINogM5pBkci5MwoiIyGFkFpbiq23n8c3OFFzX6gAA3cP98dzodoiNDpY5OiKSU3QTb3xyfw/8Y1hrfLD+DNYev4b/HkzFb4ev4O6ezTFreBuEB3rKHSZRvTAJIyIi2Z3LKMTibcn4+cBllJVXnPnq1sIPT41qi6FtQ3jdFxEZtW/qiy8m98Kx1Dy8v/4MNp1Kx6p9l/Hfg6m4t1c4Zg6PRjM/D7nDJKoVkzAiIpKFEAK7z2djyfZkbDh5zbi8W7g/nhwejeHtmzD5IqIadW7uh6+n9saBizn4YP0ZbEvKxHd7LuLH/ZcxsU9LPDGsNZr4uMsdJpFJTMKIiKhBZReV4ef9l/H93os4n1lkXD6yQyimD45C78gAJl9EVG89Wwbg20f6Ys/5LLy3/gz2Jmdj2c4LWJl4EVP6R+KxIa0R6OUmd5hEVTAJIyIiuxNCYNf5LHy/9xLWHktDma5iyKGnmxLjezTHIwNboTUn3CAiK/SNCsIP0/thx9ksvLf+NA5ezMUXW89j+e4UPBTbCo8OiuKsquQwmIQREZHdnE4rwO+Hr+D3I1eQklVsXN61hR/u79MSt3ULg7eGH0VEZBuSJGFgm2DERgch4XQG3lt/GsdS87Fo81n8Z9cFTBsYhYcGRsLXnckYyYuffEREZFMpWUUVidfhqzh9rcC43Fujwh3dw3B/n5bo3NxPxgiJqLGTJAnD2jfB0HYhWHv8Gj5YfwanrxXggw1n8PGmJHRo5oOeLQMQExGAni0D0CLAg8OgqUExCSMiIqvo9QLHruRhw8l0bDhxDSeu5hvXuSkVGNIuBLd1C8PIDk3g6caPHSJqOJIkYUznpojrGIrVR6/i441JSEovxLHUfBxLzcc3u1IAAMHeGsRE+KNnywD0jAhAl+Z+cFcrZY6eGjN+GhIRkdkKSrTYcz4bG0+lY9Opa7iWX2pcp1RIGNA6CLd1C8PoTk3h58FhP0QkL4VCwm3dwnBbtzBcyb2OAxdzcCAlF/sv5uDElTxkFpZi7fFrWHu8YqZWtVJCxzA/dG/hCylTQo+8ErQM5nsZ2Q6TMCIiqlNpuQ4HL+Zix9lM7DibicOX86DTC+N6LzclBrcNwcgOoRjWvglnIiMihxXm74Ewfw+M6xoGACjR6nAsNQ/7U3Jw4GIO9qfkIrOwFIcv5eLwpVwASixbuBVNfd0RExGAHi390TMiAJ3CfKFR8WwZWYZJGBERVXO9TIcjlyt+Jd51LguJF7JRotVXKRMR5InBbUIwsmMo+kUF8ssIETkld7USvSID0SsyEEDFbK6XcyrOliUmZyHh2EVcva5AWn4JVh+9itVHrwIA3FQKdGnuh54t/Y3XljXx5X3JqH6YhBERuTghBK7kleBASo7xl+ATV/JRXulMF1BxzURsdBBiWwdjQHQQWgR4yhQxEZH9SJKE8EBPhAd6YmynJuitSMbQkSNwIq0YBy7m4ODFivfKnGIt9t943/xqWzIAoLm/x42ErOJsWYdmvlArFTLvETkiJmFERC5ErxdIyS7GsdQ8HL+Sj+NXKv7PLiqrVjbUV4OYiAD0ighEbHQw2oZ6c/YwInJJnm4q9G8dhP6tgwBU/Hh1Iau44serizk4kJKDM9cKkJp7Ham51/Hb4SsAAHe1Al1b+FeaidEfQd4aOXeFHASTMCKiRkgIgYzCUpxNLzT+O3W1ACeu5qOwtLxaeaVCQsdmvhVfEiIqviyE+bkz6SIiMkGSJLQK9kKrYC/cHdMCQMWERYcv5VVM+nEjMcsvKcfe5GzsTc421o0I8kRMywD0uJGUtQv1gYpny1wOkzAiIidWWq7HxdxCXMwqxrmMmwlXUnoh8q5rTdZxUynQoZkvOoX5onOYHzo390XbUB9Ox0xEZAUfdzUGtgnGwDbBACpGHpzPLKyYhfHGUO+k9EKkZBUjJasYvxxMBVAxsVG38JvXlXVu5i3nblADYRJGROTAhBDIKdbick7Fh/bF7GJczCrGhaxCnE5V4qndGyCE6bqSBLQM9ESbJt6IbuKDNk280bm5H1qHePFXVyIiO1MoJEQ38UF0Ex/c2zscAJBXrMXBSzk4cDEXBy/m4ODFXBSWlmPnuSzsPJdlrBusUeI/qXsR4OkGP081/D3cEOCphr+nGn6ebvD3qHhsWO+jUXHkgpNhEkZEJBO9XiC7uAxpeSVIyyvB5exCbL+owOafjiKtoBRpeSW4mleC0nJ9DS1UfOB6uinRMtATkUFeaBvqjdZNvNGmiQ+iQrx4douIyIH4eaoxtF0TDG3XBACg0wskpRcYz5YdvJiD85lFyCyVkHkxt97tKhUS/G4kZhUJmtvN/w3Jm4caPm4KXCwELmYXI9jXEz4aFRQKJm9ycNgkLDExEXPnzsWuXbtQVlaGTp064amnnsLEiRPr3YZer8enn36KL7/8EklJSfD29sawYcPwxhtvoE2bNnaMnohcVYlWh7zrWmQXlSEttxiJGRKubL+AnOvlyCwoRUZhKTILy5BZWIrsorIq99qqoABSr1ZrN8RHg4hAT7QM8kTLQE+08NPg8ulD+L9bR6Cpvxd/ASUickJKhYT2TX3RvqkvJvZtCQC4lluEb3/biPZde6KwTI/c61rkFJchr1iL3GItcq+XVfx/43GJVg+dXiC7qMzkJEvVqfDe0e0AAIUEY8LmVzmBu3H2zZDA+Vc6++bv4QYfd4dNIZyGQx7BhIQEjB49Gm5ubrjvvvvg5+eHX375BZMmTcKFCxfw0ksv1audxx9/HF999RU6duyIWbNm4dq1a/jhhx+wbt067Ny5Ex07drTznhCRsxFCoLRcj8LSchSWlKOwtBwFJeXIKSzBrmsSUrcnI79Ej7wbH4I5xRX/5934kPz7vbQAJXD2TK3bDPbWoJmfO0J93FCaew19u7RDeJAXmvq6I8zfA018NdXuwaXVavHnlUMI9tYwASMiakQCvdzQxk9gdKdQqNXqOssbfvwzfB5VfCaVIafSY8PynKJSpOUUoFQocV2rh17AjOTtJoUE+HmoodIr8fWlPQjwcqsYGvn3s3F/S+B83dU883aDwyVh5eXlmDZtGiRJwtatW9GjRw8AwNy5c9G/f3/MnTsXEyZMqPNM1ubNm/HVV19h0KBBWL9+PTSaiulAH3zwQYwaNQozZszAli1b7L4/RGQ/5To9rmt1Ff/Kqv5fotWhuKzi7xKtDoUlWhy5JOHImtMo1oobSZa24v9SHQpLtcakS6ur4SIrKIHzSXXGpZCAAE83BHm5AaX5aBcRhia+Hgj21iDY2w0hPhoEe2sQ4qNBoJeb8R4yWq0Wf/75J8YOblWvD14iIiJ3tRLuaiVC63GjaOPnzNjR0EGBvOs3zqgVlyH3uhZ5hh8Xr1dN4HKKtci7sby4TAe9AHKKtQAkZFzOq3es0o3kzc9dDZQp8XPmfgR6aeBfKYG7eR3czQTO10MNZSNL3hwuCdu0aRPOnTuHhx56yJiAAYCPjw/mzJmD++67D0uXLsWbb75ZaztfffUVAOD11183JmAAMGLECIwePRpr1qzBmTNn0LZtW/vsCFEjoNMLlOv1KNeJin96Pcr1AlpdxdAH7Y1lJaVapBQA+1NyICRlxTpjPT3KdHqUlutRduOf8bFOV21Zqe7m36XaclzLUOLLlF3Q6irOUBmSqxKtrpZkqSZK4HJKvUt7a1QV/9xV8NYoUVaQg7YRzRHo7V5ljH1A5aEbXmp4u1WMsb/5YdeVSRURETkUc5K3ykrLdcgr1iIz/zrWbN6KDt16oaBMX5HIFWuNyVzu9TLkFGlvJHplKCrTQQgYz8oBElKSsurcHlCRvPm6q+HnoQJKleg5sAThQc79uepwSVhCQgIAIC4urto6w7L6nMFKSEiAl5cXYmNjq60zJGFbtmxxyiTsSu51XCgADl7KhUpV9Sm8OUuaMP5dXl6O8/nAvpQcqFSqKjOpiRt/GBaVl5cjKU/CnuRsKJRKVFlZ6WGVNipt62/Fq7Vf+Y+/16tvG8JEY6KGGAUEhAD04mY5vRA31t1YfqOcXlStI0RFhIY65TodTlyVkLbjAhQKZc11KrVteHxzec119De2o9ML6ISAMDzW31yuF+JmGX1FXV2ldTqdHhmZSnyTuhd63GhTX2m9sQ3caKNiO9obj7W6isTJkETVNOueaSrgWKI5FepJAgoLai8hAZ5qJTzcKj5QPN2U8Ljx4eLhVvG3Rikh/Woq2ke3gp+nxphc+RiTLBV83FXw1qjh7a6Cp1pZZcjEzYSqCxMqIiJyWRqVEk18lQjwUCLJFxjZoUm9PhfLyvXIvV5xbVtmwXVs3LYb0R27oqBUf/M6txsJ281hlRUjVoQA8q5rb9x6RYJG5fwz/DpcEpaUVDHUx9Rww4CAAAQHBxvL1KSoqAhXr15F586doVRWnxnM0HZt7ZSWlqK0tNT4d35+PoCKL2Ja7c177xgeV15mDkvqf7MrBUuOqfDBsb1mbEmFj47X9wuyEotO7DOjbVeiBC7Ufn2P/CSgINdurSsVElQKCSrljf8VCqgUErRlJfD28oRaqai0vuKxRqWAWqWAm1IBN1XFP03lv5WVlhn/lqCEwMnjR9G7Zw94uqvhplQYkyx3dUWi5aGuqFPXdVFarRbr11/CqBFR9fiwENDpyqHTVa1f+f/6MLeOOeWtfe9pzJzh2DR4jFot1MaHWsDG27Xl/sjxuWq3vmrn4+7s2Fcbfpty9lUJQIC7EgHuSjT3USI9UGBUl7oTOK1Obxw2mVVwHVt27YOH0vaflZa+D1hKEsK837rtLS4uDuvXr0dSUhKio6OrrW/dujUuX75cJUH6uytXrqB58+aIjY3F9u3bq63ftm0bBg8ejOnTp+OLL74w2UZ8fDzmzZtXbfmKFSvg6elpxh7Z3oZUCTuv1fwLgFTtwc2Hpr6mmvruarKciT+kmtZb2Ha9y9dRrspjSVRpX7qxXqq0D4bl+Ns6xY0Fhjp/b+Pv6wwnTiq3V62NyjFU/luqKFvxv4BC+tuyG+Uq/29qmaGO4bGxrLGcMLZnaFt545+ijseGNonIuShLSjDuvvsAAH+sXAmdu3nDj8gyPO5EjVdxcTEmTpyIvLw8+Pr6ml3f4c6EOYoXX3wRzzzzjPHv/Px8hIeHIy4ursqBrvh1fT1GjRpl0RAlS+qPMrOOOduwdn8aM2c4NnLFaK/t2rJdOfqquXXYV23DGY5Ng8dYVGR8OHz4cKj9/W3aPPtqDex83J0d+2rDb9NR+qqldR3pc9UwSs5SDpeE+fn5AQDy8kzPtJKfn28sY00blcuZotFoqkzoYaBWq00+MTUtry9L6ptbx5zy1u5PY+YMx0auGO21XVu2y77qOpzh2DRYjJW2Yc9tsq9WK2BVPK7CGY6NHDG6Ql+1tK4jfK5ae/wc7qq22q7XysnJQWZmZp3T03t5eaFZs2ZITk6GrvJFHTfUdt0ZERERERGRPTlcEjZkyBAAwLp166qtMywzlKmrnaKiIuzYsaPaurVr19a7HSIiIiIiIltyuCRsxIgRiIqKwooVK3Do0CHj8oKCAsyfPx8qlQpTp041Ls/MzMSpU6eQmZlZpZ3p06cDAF555RWUld28C/jGjRuxdu1aDB482CmnpyciIiIiIufmcEmYSqXC4sWLodfrMWjQIEyfPh2zZ89Gt27dcPz4ccTHx1dJnhYtWoQOHTpg0aJFVdoZNmwYpk2bhm3btqFHjx54/vnnMWXKFNx6663w9fXFZ5991tC7RkRERERE5HhJGFCRQG3fvh0DBw7EqlWr8OmnnyIoKAjLly/Hyy+/XO92vvjiC3z88ceQJAkff/wxVq9ejdtuuw179+5Fx44d7bgHREREREREpjnc7IgGffr0wV9//VVnufj4eMTHx5tcp1AoMGvWLMyaNcvG0REREREREVnGIc+EERERERERNVZMwoiIiIiIiBoQkzAiIiIiIqIGxCSMiIiIiIioATnsxByORggBAMjPz6+yXKvVori4GPn5+VCr1Wa3a0l9c+uYU97a/WnMnOHYyBWjvbZry3bZV12HMxybBo+xqOjmtvPzoVbY9jdY9tUa2Pm4Ozv21YbfpqP0VUvrOtLnqiEnMOQI5mISVk8FBQUAgPDwcJkjISIiskJEhNwRuCYed6JGqaCgAH5+fmbXk4Sl6ZuL0ev1uHLlCnx8fCBJUpV1vXv3RmJiosVtW1Lf3Dr1LZ+fn4/w8HBcunQJvr6+ZsXkCqx9rhuCXDHaa7u2bJd91XWwrzb8NtlXTWNfrR37asNv01H6qqV1HaWvCiFQUFCAsLAwKCw4y80zYfWkUCjQokULk+uUSqVVb6yW1De3jrnlfX19+WFhgrXPdUOQK0Z7bdeW7bKvug721YbfJvtq7dhXTWNfbfhtOkpftbSuI/VVS86AGXBwsg384x//aPD65taxNkaq4AzHUa4Y7bVdW7bLvuo6nOE4yhGjPbfJvkqWcIbjyL5qn7YsrdtY+iqHI1IV+fn58PPzQ15ensP/MkXkythXiZwD+yqRc2jovsozYVSFRqPB3LlzodFo5A6FiGrBvkrkHNhXiZxDQ/dVngkjIiIiIiJqQDwTRkRERERE1ICYhBERERERETUgJmFEREREREQNiEkYWW3GjBmQJAmLFi2SOxQi+pv4+HhIklTlX69eveQOi4hMuHjxIu69914EBATAy8sLvXv3RmpqqtxhEVElkZGR1T5XJUnCu+++a1Y7vFkzWeWPP/7Arl27EBYWJncoRFSDbt26Yc2aNca/1Wq1jNEQkSlZWVkYOHAgxowZgw0bNsDf3x/Hjx/nrIpEDiYxMRE6nc749+bNmzFx4kTcddddZrXDJIwsdu3aNcyYMQN//vknbrvtNrnDIaIaqFQqNG3aVO4wiKgWb7/9Nlq1aoUvv/zSuKx169YyRkREpoSEhFT5+48//sDgwYPN7q8cjtiILV++HI899hh69eoFjUYDSZKwbNmyWuskJiZi7NixxqEQffr0wYoVK0yWfeihh/Dkk0+iS5cudoieyHXYu6+ePHkSzZo1Q3R0NB5++GGkpaXZYS+IGj979tXff/8dPXv2xN13340mTZqgd+/e+OWXX+y0J0SNm70/Vw3y8vLw3//+Fw899JDZMfJMWCP2yiuvICUlBcHBwWjWrBlSUlJqLZ+QkIDRo0fDzc0N9913H/z8/PDLL79g0qRJuHDhAl566SVj2UWLFqGwsBDPPvusvXeDqNGzZ1/t27cvli1bhvbt2+Py5cuYO3cuhg8fjoMHD3KYE5GZ7NlXk5OT8emnn+KFF17AK6+8go0bN2LChAnYvHkzBg8ebO9dI2pU7NlXK/v++++hVCoxYcIE84MU1GitX79eXLhwQQghxIIFCwQAsXTpUpNltVqtaN26tdBoNOLAgQPG5fn5+aJTp05CpVKJM2fOCCGEOHnypGjSpIlITk42louIiBCffPKJ3faFqDGzV181JSMjQ3h6eoqffvrJpvtA5Ars2VfVarWIjY2t0sbtt98uJk2aZPsdIWrkGupztXfv3uLhhx+2KEYOR2zERo4ciYiIiHqV3bRpE86dO4eJEyeiR48exuU+Pj6YM2cOysvLsXTpUgDA7t27kZGRgejoaKhUKqhUKqSkpOCf//wnunfvbo9dIWrU7NVXTQkODkZUVBSSk5OtjpvI1dizrzZt2hTt27ev0kaHDh1w8eJF2wRP5EIa4nP1+PHjSExMtGgoIsDhiHRDQkICACAuLq7aOsOyLVu2AADGjx9fbYrr0aNHY+rUqRa/EImofszpq6bk5eXhwoULiIyMtEd4RHSDuX11wIABSEpKqlLuzJkz9f4iSUSWsfRz9euvv0abNm0wcOBAi7bLJIwAwPjG36ZNm2rrAgICEBwcbCzj7+8Pf3//KmXUarXxwn8ish9z+ioAPPfcc7j99tsRHh6Oy5cvY86cOQgNDcXYsWMbLGYiV2RuX3366acRGxuLd999F3feeSc2bNiA33//3fgFkYjsw9y+CgDl5eVYvnw5nnrqKYu3y+GIBKDi13EA8PPzM7ne19fXWIaI5GNuX7106RL+7//+D23btsX999+P5s2bY+PGjfD09GyQeIlclbl9tW/fvvjxxx+xdOlSdOnSBZ999hl+/PFHxMbGNki8RK7Kku/Aq1evRmZmJh588EGLt8szYWQTFy5ckDsEIjJh5cqVcodARPV055134s4775Q7DCKqwx133FHlhs2W4JkwAnAz+6/pbFd+fn6NvxAQUcNhXyVyDuyrRM5Brr7KJIwA3BwH+/cxrwCQk5ODzMxMk2Nliahhsa8SOQf2VSLnIFdfZRJGAIAhQ4YAANatW1dtnWGZoQwRyYd9lcg5sK8SOQe5+iqTMAIAjBgxAlFRUVixYgUOHTpkXF5QUID58+dDpVJh6tSpssVHRBXYV4mcA/sqkXOQq69KQghh81bJISxevBjbt28HABw9ehQHDhxAbGyscRr58ePHY/z48cbymzdvxujRo6HRaHD//ffD19cXv/zyC5KTk/H666/j5ZdflmM3iBo99lUi58C+SuQcnKKvCmq0pkyZIgDU+G/u3LnV6uzZs0eMGTNG+Pn5CQ8PD9GrVy+xfPnyhg+eyIWwrxI5B/ZVIufgDH2VZ8KIiIiIiIgaEK8JIyIiIiIiakBMwoiIiIiIiBoQkzAiIiIiIqIGxCSMiIiIiIioATEJIyIiIiIiakBMwoiIiIiIiBoQkzAiIiIiIqIGxCSMiIiIiIioATEJIyIiIiIiakBMwoiIiIiIiBoQkzAiInJqQ4cOhSRJcodhlQsXLkCSJEydOtXqtiIjIyFJkvHfqVOnjOsSEhIgSRLi4+Ot3o45ysvLq8Tk7M8XEZG1mIQREbmA7du3Q5Ik3HbbbSbXP/bYY5AkCT169DC5fv78+ZAkCe+88449w2zUGjJZ9PPzw9y5czF37lwEBwc3yDZro1AojPFERETIHQ4RkexUcgdARET217dvX3h5eWHr1q3Q6XRQKpVV1hvOkBw+fBjZ2dkIDAysth4Ahg0b1lAhkxX8/f0b/GxXbRQKhTGehIQEpKSkyBsQEZHMeCaMiMgFqNVqxMbGIj8/HwcOHKiy7urVqzhz5gzuvPNOCCGwZcuWKuvLysqwa9cu+Pr6omfPng0ZNhERUaPEJIyIyEUYzmIZzmoZGP5+9tln4e3tXW39nj17cP36dQwePBhKpRJlZWX45JNPMHr0aISHh0Oj0aBJkya46667cPDgwSp1v/nmG0iShPnz55uMaceOHZAkCY888kiV5enp6Xj66acRHR0NjUaD4OBg3H333Th27JhZ+/y///0PI0aMQEBAANzd3dG5c2csXLgQOp2uSrlly5ZBkiQsW7YMGzduxMCBA+Hl5YWgoCBMmTIFWVlZJtv/4osv0KlTJ7i7uyM8PBzPP/88SkpKIEkShg4daiwnSZIxua18XZSpa8DOnz+Pe+65BwEBAfDy8sLIkSNx+PBhs/bbXLm5uRg0aBCUSiW+/PLLKnEPHToUqampmDhxIoKDg+Hj44Nbb70V58+fBwCcPn0ad955JwIDA+Hj44MJEyYgPT3drvESETk7JmFERC7CkIRt3ry5yvLNmzfDx8cHffr0QWxsrMn1letnZ2fjqaeeQmlpKcaOHYunn34aQ4cOxZ9//okBAwYgMTHRWPeuu+6Cp6cnvvvuO5MxLV++HAAwefJk47Jz584hJiYGH330EaKjozFr1iyMHTsWa9asQb9+/bBnz5567e9LL72E8ePH48yZM7j77rvxxBNPwN3dHc899xzuu+8+k3V+//13jB07Fk2bNsWMGTPQunVrfPPNN7jjjjuqlX311Vfx+OOPIycnB9OnT8eECRPw448/4t57761WtvK1UIZro+bOnYvx48dXKXfhwgX07dsXGRkZePjhhzFq1Chs3LgRw4YNw7Vr1+q13+a6cuUKBg0ahMTERPz444+YPn16lfU5OTkYOHAgkpOTMWXKFONzPWrUKBw/fhz9+/dHQUEBHn74YfTq1Qs//fQTJk2aZJdYiYgaDUFERC6hvLxc+Pj4CB8fH6HVao3L27RpI8aMGSOEEOLNN98UkiSJjIwM4/phw4YJAOLAgQNCCCFKSkrE5cuXq7V/7Ngx4e3tLUaOHFll+aRJkwQAsXfv3irLy8rKRFBQkAgPDxd6vd64fMCAAUKlUol169ZVKX/69Gnh4+MjunTpUmX5kCFDxN8/ztatWycAiFtuuUUUFRUZl+v1evH4448LAOKnn34yLl+6dKkAIFQqldi+fXuVYzZ06FABQOzatatKLEqlUrRs2VJkZmYalxcUFIhOnToJAGLIkCF1xmmQnJwsAAgA4q233qqy7pVXXhEAxIIFC0zW/buIiAgRERFhct3mzZsFADF37lzjfkRERAhfX1+xefPmauUNMT399NNVlhuOob+/v/jwww+Ny/V6vRg7dmyV18vf1XYciIhcBc+EERG5CKVSiUGDBqGgoAD79+8HUHEWJCkpCUOGDAEADBkypMp1YWVlZdi9ezcCAgLQrVs3AIBGo0Hz5s2rtd+pUycMGzYMW7duhVarNS5/4IEHANw862Xw559/IisrC5MmTTLOGnjw4EHs3LkTU6ZMwahRo6qUb9u2LR599FEcPXq0zmGJixYtAlAxXNDT09O4XJIkvPXWW5AkCd9//321ehMnTkRsbGyVYzZlyhQAqHKG7/vvv4dOp8Ozzz6LoKAg43Jvb2+88sortcZWm1atWuG5556rsswwVLPy9m0hMTERsbGxKCkpwZYtW6oMn6zM29u72nDSiRMnAgCCgoLw5JNPGpdLkmQ8y2jvIZRERM6MsyMSEbmQYcOG4c8//8TmzZvRt29f4/Vfhi/gvXv3hqenJzZv3oy7774bu3fvxvXr1zFmzBgoFDd/tzt06BDeeecdbN++HWlpaVWSLgDIzMxEs2bNAACjRo1C06ZNsXLlSrz//vvGmRm//fZbAFWHIu7evRsAkJaWZnJ2P8M9r06dOoXOnTvXuJ+7d++Gl5cXlixZYnK9h4dHlftnGZiaeKRFixYAKq6bMjAkGAMGDKhW3tSy+urWrVuV41zT9q21bds2vPfeewgNDcXatWvRunXrGsu2adMGXl5eVZYZntuuXbtWm3bfsC41NdVm8RIRNTZMwoiIXMjw4cMBVEzG8a9//QubN2+Gl5cXevXqBaBiFsX+/fsbk7O/Xw8GADt37jS2ExcXhzZt2sDb2xuSJOHXX3/F4cOHUVpaaiyvVCpx//3344MPPsD69esxZswY5OXlYfXq1ejZsyc6duxoLJudnQ0AWL16NVavXl3jfhQVFdW6n9nZ2SgvL8e8efPMasPPz6/aMpWq4qOy8mQe+fn5AICQkJBq5UNDQ2uNrTb13b61Dh48iMLCQtxyyy2IjIystayvr2+NMdW27u+JORER3cQkjIjIhXTv3h0BAQHYvn07ysvLkZCQgNjYWOMXZ6DirNicOXOQnp5u8v5gb7zxBkpLS7F9+/YqQ/eAijNQpoahTZ48GR988AGWL1+OMWPG4Mcff0RJSUmVs2DAzS/1n3zyCWbOnGnxfvr6+kKSJGRmZlrcRl3tA0BGRka1mw/bawINW5o5cyZSU1Px9ddfQ6VS4dtvv6127zgiIrIfXhNGRORCFAoFBg8ejKKiIvz66684e/as8XowA8Pf69atw+7duxESEoJOnToZ1587dw6BgYHVErDi4uJq9yAz6NGjBzp27Ihff/0VRUVFWL58ufEMWWV9+/YFAOzatcuq/ezbty+ysrKQlJRkVTs1MVwft3PnzmrrTC0DYExybHlGy1IKhQKLFy/GtGnT8P3332Py5MkOERcRkatgEkZE5GIMZ7UMQ/X+PiFDnz594O7ujrfffhslJSUYOnRolet+IiIikJOTg+PHjxuX6XQ6zJ49GxkZGTVud/LkySgqKsJHH32ErVu3YtSoUdWG7vXp0wd9+/bF999/jx9++KFaG3q9vtrNpE0xTBbx8MMPm7zHV1paGk6ePFlnOzW57777oFAo8P7771dpv6ioCG+88YbJOoGBgQCAy5cvW7xdW5IkCV9++SUeffRRfP/995g0aRITMSKiBsLhiERELsaQhB07dgyenp7o3bt3lfUajQb9+vUzORQRAGbNmoV169Zh4MCBuPfee+Hu7o6EhASkpqZi6NCh1W72bDBp0iS89NJLiI+PhxCi2lBEg++//x7Dhg3Dfffdhw8//BAxMTFwd3fHxYsXsWvXLmRkZKCkpKTWfRwzZgzmzJmD+fPnIzo6GmPGjEFERASysrJw9uxZbNu2Da+//jo6dOhQjyNWXbt27fCvf/0Lb775Jrp06YIJEyZApVLhl19+QZcuXXDs2LFqE2wMHz4cP/30EyZMmICxY8fC3d0dXbp0wa233mpRDLYgSRK++OILY0ImhMB3331XZXgqERHZHs+EERG5mC5duiA4OBhAxUx+arW6WpnKQxT/noSNGzcOP/30E6KiorB8+XKsWLEC7du3x969e6tdH1VZeHg4hg4dCq1WC29v72o3KjZo1aoVDh48iFdeeQWFhYX4+uuv8cUXX+DQoUMYPHiwyanlTXnttdewfv16DBo0CBs3bsT777+PP/74A6WlpYiPj7f6hsJvvPEGPv30U/j7++Pzzz/HqlWrcM899+DTTz8FUH3SikcffRTPP/88rl27hjfeeAMvvvgifvzxR6tisAVJkvD555/j8ccfx6pVqzBx4kSUl5fLHRYRUaMmCSGE3EEQERE1Fhs2bMCoUaPw/PPP4+23327w7RtmO7xw4UKDb7s+hg4dii1btoBfP4jIlXG8ARERkQUyMjIQGBhYZVbB3NxcvPjiiwBQ45m+hpCSkmK8ju/kyZNo3769bLEAQHl5uckzrkREropJGBERkQW+++47LFy4EMOHD0dYWBiuXr2KNWvWID09HVOnTkX//v1lieupp56qcmNnw9BTOSkUCsydO1fuMIiIHAaHIxIREVlg7969eOONN5CYmIjs7GwolUp06NABU6dOxRNPPFFtYg4iIiIDJmFEREREREQNiD/TERERERERNSAmYURERERERA2ISRgREREREVEDYhJGRERERETUgJiEERERERERNSAmYURERERERA2ISRgREREREVEDYhJGRERERETUgP4fCF35kDY9PIQAAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" + "ExecuteTime": { + "end_time": "2025-12-08T21:31:11.824180Z", + "start_time": "2025-12-08T21:31:11.706047Z" } - ], + }, "source": [ "from scipy import signal\n", "\n", @@ -1081,7 +1199,33 @@ "ax.axvline(lambda_max, c=\"r\")\n", "ax.grid(which=\"both\", axis=\"both\")\n", "plt.show()" - ] + ], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:18: SyntaxWarning: invalid escape sequence '\\l'\n", + "<>:18: SyntaxWarning: invalid escape sequence '\\l'\n", + "/var/folders/bj/m6g82c6n41g83y3_dx02y7ch0000gp/T/ipykernel_8833/3163728639.py:18: SyntaxWarning: invalid escape sequence '\\l'\n", + " ax.set_title(\"Transfer function for bandpass filter (400 < $\\lambda$ < 1000 km)\")\n" + ] + }, + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 13 }, { "cell_type": "markdown", @@ -1103,7 +1247,6 @@ }, { "cell_type": "code", - "execution_count": 14, "id": "50540884", "metadata": { "execution": { @@ -1111,18 +1254,22 @@ "iopub.status.busy": "2025-07-17T22:07:54.298259Z", "iopub.status.idle": "2025-07-17T22:07:54.453204Z", "shell.execute_reply": "2025-07-17T22:07:54.452884Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:11.830519Z", + "start_time": "2025-12-08T21:31:11.828901Z" } }, - "outputs": [], "source": [ - "# you can use this function to get the grid spacings from lats and lons\n", - "dxy, dt = tobac.utils.general.get_spacings(relative_vorticity, grid_spacing=4e3)\n", - "# but better to define exact grid spacing if known, since get_spacings() uses haversine approximation" - ] + "# Set grid spacing and time interval\n", + "dxy = 4e3 # meters\n", + "dt = 3600 # s" + ], + "outputs": [], + "execution_count": 14 }, { "cell_type": "code", - "execution_count": 15, "id": "3e9c25a5", "metadata": { "execution": { @@ -1130,11 +1277,58 @@ "iopub.status.busy": "2025-07-17T22:07:54.454454Z", "iopub.status.idle": "2025-07-17T22:07:54.461246Z", "shell.execute_reply": "2025-07-17T22:07:54.461044Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:11.845505Z", + "start_time": "2025-12-08T21:31:11.836481Z" } }, + "source": [ + "# if you want your WRF data to indcate the track locations in lons and lats:\n", + "relative_vorticity" + ], "outputs": [ { "data": { + "text/plain": [ + " Size: 546MB\n", + "array([[[ 3.138932, 3.150467, ..., 5.20407 , 5.191312],\n", + " [ 3.202842, 3.218159, ..., 5.133 , 5.111225],\n", + " ...,\n", + " [ 11.466752, 11.446242, ..., 2.244073, 2.288456],\n", + " [ 6.06062 , 6.087327, ..., 2.238939, 2.280738]],\n", + "\n", + " [[ 3.063716, 3.038443, ..., 4.815409, 5.123763],\n", + " [ 3.141597, 3.124234, ..., 4.726799, 5.030745],\n", + " ...,\n", + " [ 12.680849, 12.979313, ..., 2.141634, 2.294254],\n", + " [ -1.421874, -1.235242, ..., 2.125223, 2.277909]],\n", + "\n", + " ...,\n", + "\n", + " [[ 10.169939, 9.744318, ..., 3.209985, 3.176951],\n", + " [ 10.194508, 9.936515, ..., 3.136149, 3.103187],\n", + " ...,\n", + " [ 3.718061, -0.572581, ..., -28.510893, -8.78719 ],\n", + " [ 14.069323, 15.725659, ..., -28.109968, -8.83858 ]],\n", + "\n", + " [[ 9.703144, 8.762362, ..., 2.785694, 2.797884],\n", + " [ 9.489581, 8.667569, ..., 2.672183, 2.686641],\n", + " ...,\n", + " [ 9.156374, 7.913566, ..., -32.878235, -10.757242],\n", + " [ 20.767054, 15.039678, ..., -33.59285 , -11.135064]]],\n", + " shape=(168, 469, 866))\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1kB 2008-07-14 ... 2008-07-20T23:00:00\n", + " * south_north (south_north) int64 4kB 33 34 35 36 37 ... 497 498 499 500 501\n", + " * west_east (west_east) int64 7kB 741 742 743 744 ... 1603 1604 1605 1606\n", + " latitude (south_north, west_east) float32 2MB 15.03 15.03 ... 31.98\n", + " longitude (south_north, west_east) float32 2MB 90.04 90.08 ... 124.4\n", + "Attributes:\n", + " long name: Relative vorticity 500 hPA\n", + " standard name: relative_vorticity\n", + " units: 10^-5 s-1" + ], "text/html": [ "
    \n", "\n", @@ -1156,28 +1350,76 @@ " */\n", "\n", ":root {\n", - " --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n", - " --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n", - " --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n", - " --xr-border-color: var(--jp-border-color2, #e0e0e0);\n", - " --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n", - " --xr-background-color: var(--jp-layout-color0, white);\n", - " --xr-background-color-row-even: var(--jp-layout-color1, white);\n", - " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n", - "}\n", - "\n", - "html[theme=dark],\n", - "html[data-theme=dark],\n", - "body[data-theme=dark],\n", + " --xr-font-color0: var(\n", + " --jp-content-font-color0,\n", + " var(--pst-color-text-base rgba(0, 0, 0, 1))\n", + " );\n", + " --xr-font-color2: var(\n", + " --jp-content-font-color2,\n", + " var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n", + " );\n", + " --xr-font-color3: var(\n", + " --jp-content-font-color3,\n", + " var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n", + " );\n", + " --xr-border-color: var(\n", + " --jp-border-color2,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n", + " );\n", + " --xr-disabled-color: var(\n", + " --jp-layout-color3,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n", + " );\n", + " --xr-background-color: var(\n", + " --jp-layout-color0,\n", + " var(--pst-color-on-background, white)\n", + " );\n", + " --xr-background-color-row-even: var(\n", + " --jp-layout-color1,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n", + " );\n", + " --xr-background-color-row-odd: var(\n", + " --jp-layout-color2,\n", + " hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n", + " );\n", + "}\n", + "\n", + "html[theme=\"dark\"],\n", + "html[data-theme=\"dark\"],\n", + "body[data-theme=\"dark\"],\n", "body.vscode-dark {\n", - " --xr-font-color0: rgba(255, 255, 255, 1);\n", - " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", - " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", - " --xr-border-color: #1F1F1F;\n", - " --xr-disabled-color: #515151;\n", - " --xr-background-color: #111111;\n", - " --xr-background-color-row-even: #111111;\n", - " --xr-background-color-row-odd: #313131;\n", + " --xr-font-color0: var(\n", + " --jp-content-font-color0,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 1))\n", + " );\n", + " --xr-font-color2: var(\n", + " --jp-content-font-color2,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n", + " );\n", + " --xr-font-color3: var(\n", + " --jp-content-font-color3,\n", + " var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n", + " );\n", + " --xr-border-color: var(\n", + " --jp-border-color2,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n", + " );\n", + " --xr-disabled-color: var(\n", + " --jp-layout-color3,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n", + " );\n", + " --xr-background-color: var(\n", + " --jp-layout-color0,\n", + " var(--pst-color-on-background, #111111)\n", + " );\n", + " --xr-background-color-row-even: var(\n", + " --jp-layout-color1,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n", + " );\n", + " --xr-background-color-row-odd: var(\n", + " --jp-layout-color2,\n", + " hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n", + " );\n", "}\n", "\n", ".xr-wrap {\n", @@ -1228,10 +1470,12 @@ ".xr-section-item input {\n", " display: inline-block;\n", " opacity: 0;\n", + " height: 0;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", + " border: 2px solid transparent !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", @@ -1240,7 +1484,7 @@ "}\n", "\n", ".xr-section-item input:focus + label {\n", - " border: 2px solid var(--xr-font-color0);\n", + " border: 2px solid var(--xr-font-color0) !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label:hover {\n", @@ -1264,7 +1508,7 @@ "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", - " content: '►';\n", + " content: \"►\";\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", @@ -1275,7 +1519,7 @@ "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", - " content: '▼';\n", + " content: \"▼\";\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", @@ -1347,15 +1591,15 @@ "}\n", "\n", ".xr-dim-list:before {\n", - " content: '(';\n", + " content: \"(\";\n", "}\n", "\n", ".xr-dim-list:after {\n", - " content: ')';\n", + " content: \")\";\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", - " content: ',';\n", + " content: \",\";\n", " padding-right: 5px;\n", "}\n", "\n", @@ -1372,7 +1616,9 @@ ".xr-var-item label,\n", ".xr-var-item > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-even);\n", + " border-color: var(--xr-background-color-row-odd);\n", " margin-bottom: 0;\n", + " padding-top: 2px;\n", "}\n", "\n", ".xr-var-item > .xr-var-name:hover span {\n", @@ -1383,6 +1629,7 @@ ".xr-var-list > li:nth-child(odd) > label,\n", ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-odd);\n", + " border-color: var(--xr-background-color-row-even);\n", "}\n", "\n", ".xr-var-name {\n", @@ -1432,8 +1679,15 @@ ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", - " background-color: var(--xr-background-color) !important;\n", - " padding-bottom: 5px !important;\n", + " border-top: 2px dotted var(--xr-background-color);\n", + " padding-bottom: 20px !important;\n", + " padding-top: 10px !important;\n", + "}\n", + "\n", + ".xr-var-attrs-in + label,\n", + ".xr-var-data-in + label,\n", + ".xr-index-data-in + label {\n", + " padding: 0 1px;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", @@ -1446,6 +1700,12 @@ " float: right;\n", "}\n", "\n", + ".xr-var-data > pre,\n", + ".xr-index-data > pre,\n", + ".xr-var-data > table > tbody > tr {\n", + " background-color: transparent !important;\n", + "}\n", + "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", @@ -1505,6 +1765,14 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", + "\n", + ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n", + ".xr-var-data-in:checked + label > .xr-icon-database,\n", + ".xr-index-data-in:checked + label > .xr-icon-database {\n", + " color: var(--xr-font-color0);\n", + " filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n", + " stroke-width: 0.8px;\n", + "}\n", "
    <xarray.DataArray 'rv500' (time: 168, south_north: 469, west_east: 866)> Size: 546MB\n",
            "array([[[  3.138932,   3.150467, ...,   5.20407 ,   5.191312],\n",
            "        [  3.202842,   3.218159, ...,   5.133   ,   5.111225],\n",
    @@ -1530,7 +1798,8 @@
            "        [  9.489581,   8.667569, ...,   2.672183,   2.686641],\n",
            "        ...,\n",
            "        [  9.156374,   7.913566, ..., -32.878235, -10.757242],\n",
    -       "        [ 20.767054,  15.039678, ..., -33.59285 , -11.135064]]])\n",
    +       "        [ 20.767054,  15.039678, ..., -33.59285 , -11.135064]]],\n",
    +       "      shape=(168, 469, 866))\n",
            "Coordinates:\n",
            "  * time         (time) datetime64[ns] 1kB 2008-07-14 ... 2008-07-20T23:00:00\n",
            "  * south_north  (south_north) int64 4kB 33 34 35 36 37 ... 497 498 499 500 501\n",
    @@ -1540,7 +1809,7 @@
            "Attributes:\n",
            "    long name:      Relative vorticity 500 hPA\n",
            "    standard name:  relative_vorticity\n",
    -       "    units:          10^-5 s-1
  • long name :
    Relative vorticity 500 hPA
    standard name :
    relative_vorticity
    units :
    10^-5 s-1
  • " ] }, "execution_count": 15, @@ -1730,14 +1962,10 @@ "output_type": "execute_result" } ], - "source": [ - "# if you want your WRF data to indcate the track locations in lons and lats:\n", - "relative_vorticity" - ] + "execution_count": 15 }, { "cell_type": "code", - "execution_count": 16, "id": "dd6652b1", "metadata": { "execution": { @@ -1745,9 +1973,12 @@ "iopub.status.busy": "2025-07-17T22:07:54.462204Z", "iopub.status.idle": "2025-07-17T22:07:54.463894Z", "shell.execute_reply": "2025-07-17T22:07:54.463701Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:11.852737Z", + "start_time": "2025-12-08T21:31:11.850688Z" } }, - "outputs": [], "source": [ "# Dictionary containing keyword arguments for feature detection step (Keywords could also be given directly in the function call).\n", "parameters_features = {}\n", @@ -1757,11 +1988,12 @@ "parameters_features[\"n_min_threshold\"] = 20\n", "parameters_features[\"target\"] = \"maximum\"\n", "parameters_features[\"threshold\"] = [3, 5, 8, 10]" - ] + ], + "outputs": [], + "execution_count": 16 }, { "cell_type": "code", - "execution_count": 17, "id": "4b67e685", "metadata": { "execution": { @@ -1769,24 +2001,12 @@ "iopub.status.busy": "2025-07-17T22:07:54.464753Z", "iopub.status.idle": "2025-07-17T22:08:02.414214Z", "shell.execute_reply": "2025-07-17T22:08:02.414011Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "starting feature detection\n" - ] }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "feature detection performed and saved\n" - ] + "ExecuteTime": { + "end_time": "2025-12-08T21:31:20.925482Z", + "start_time": "2025-12-08T21:31:11.874184Z" } - ], + }, "source": [ "# Perform feature detection:\n", "print(\"starting feature detection\")\n", @@ -1798,7 +2018,18 @@ ")\n", "Features.to_xarray().to_netcdf(savedir / \"Features.nc\")\n", "print(\"feature detection performed and saved\")" - ] + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "starting feature detection\n", + "feature detection performed and saved\n" + ] + } + ], + "execution_count": 17 }, { "cell_type": "markdown", @@ -1812,7 +2043,6 @@ }, { "cell_type": "code", - "execution_count": 18, "id": "6539bedf", "metadata": { "execution": { @@ -1820,20 +2050,24 @@ "iopub.status.busy": "2025-07-17T22:08:02.415245Z", "iopub.status.idle": "2025-07-17T22:08:02.416925Z", "shell.execute_reply": "2025-07-17T22:08:02.416743Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:20.949631Z", + "start_time": "2025-12-08T21:31:20.947791Z" } }, - "outputs": [], "source": [ "# Dictionary containing keyword options for the segmentation step:\n", "parameters_segmentation = {}\n", "parameters_segmentation[\"target\"] = \"maximum\"\n", "parameters_segmentation[\"method\"] = \"watershed\"\n", "parameters_segmentation[\"threshold\"] = 1.5" - ] + ], + "outputs": [], + "execution_count": 18 }, { "cell_type": "code", - "execution_count": 19, "id": "874b3440", "metadata": { "execution": { @@ -1841,31 +2075,12 @@ "iopub.status.busy": "2025-07-17T22:08:02.417906Z", "iopub.status.idle": "2025-07-17T22:08:11.375622Z", "shell.execute_reply": "2025-07-17T22:08:11.375355Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Starting segmentation based on relative vorticity.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "segmentation performed, start saving results to files\n" - ] }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "segmentation performed and saved\n" - ] + "ExecuteTime": { + "end_time": "2025-12-08T21:31:30.914421Z", + "start_time": "2025-12-08T21:31:20.952264Z" } - ], + }, "source": [ "# Perform segmentation and save results:\n", "print(\"Starting segmentation based on relative vorticity.\")\n", @@ -1876,7 +2091,19 @@ "Mask_rv.to_netcdf(savedir / \"Mask_Segmentation_rv.nc\")\n", "Features_rv.to_xarray().to_netcdf(savedir / \"Features_rv.nc\")\n", "print(\"segmentation performed and saved\")" - ] + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting segmentation based on relative vorticity.\n", + "segmentation performed, start saving results to files\n", + "segmentation performed and saved\n" + ] + } + ], + "execution_count": 19 }, { "cell_type": "markdown", @@ -1890,7 +2117,6 @@ }, { "cell_type": "code", - "execution_count": 20, "id": "a123b09c", "metadata": { "execution": { @@ -1898,9 +2124,12 @@ "iopub.status.busy": "2025-07-17T22:08:11.376789Z", "iopub.status.idle": "2025-07-17T22:08:11.378812Z", "shell.execute_reply": "2025-07-17T22:08:11.378612Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:30.942625Z", + "start_time": "2025-12-08T21:31:30.940464Z" } }, - "outputs": [], "source": [ "# Arguments for trajectory linking:\n", "parameters_linking = {}\n", @@ -1914,11 +2143,12 @@ "# require that the vortex has to persist during at least 12 hours\n", "parameters_linking[\"time_cell_min\"] = 12 * dt\n", "parameters_linking[\"method_linking\"] = \"predict\"" - ] + ], + "outputs": [], + "execution_count": 20 }, { "cell_type": "code", - "execution_count": 21, "id": "2d0cc7fc", "metadata": { "execution": { @@ -1928,22 +2158,15 @@ "shell.execute_reply": "2025-07-17T22:08:12.775399Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Frame 167: 16 trajectories present.\n" - ] - } - ], "source": [ "# Perform linking and save results to file:\n", "Track = tobac.linking_trackpy(\n", " Features, relative_vorticity, dt=dt, dxy=dxy, **parameters_linking\n", ")\n", "Track.to_xarray().to_netcdf(savedir / \"Track.nc\")" - ] + ], + "execution_count": 21, + "outputs": [] }, { "cell_type": "markdown", @@ -1959,7 +2182,6 @@ }, { "cell_type": "code", - "execution_count": 22, "id": "4a7dc14b", "metadata": { "execution": { @@ -1967,29 +2189,37 @@ "iopub.status.busy": "2025-07-17T22:08:12.776825Z", "iopub.status.idle": "2025-07-17T22:08:19.048259Z", "shell.execute_reply": "2025-07-17T22:08:19.047946Z" + }, + "ExecuteTime": { + "end_time": "2025-12-08T21:31:37.280534Z", + "start_time": "2025-12-08T21:31:31.725579Z" } }, + "source": [ + "# Plot map with all individual tracks:\n", + "import cartopy.crs as ccrs\n", + "\n", + "fig_map, ax_map = plt.subplots(\n", + " figsize=(10, 10), subplot_kw={\"projection\": ccrs.PlateCarree()}\n", + ")\n", + "ax_map = tobac.map_tracks(Track, axis_extent=extent, axes=ax_map)" + ], "outputs": [ { "data": { - "image/png": "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", "text/plain": [ "
    " - ] + ], + "image/png": "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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "# Plot map with all individual tracks:\n", - "import cartopy.crs as ccrs\n", - "\n", - "fig_map, ax_map = plt.subplots(\n", - " figsize=(10, 10), subplot_kw={\"projection\": ccrs.PlateCarree()}\n", - ")\n", - "ax_map = tobac.map_tracks(Track, axis_extent=extent, axes=ax_map)" - ] + "execution_count": 22 } ], "metadata": { @@ -2004,6 +2234,11 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.9" + }, + "kernelspec": { + "name": "python3", + "language": "python", + "display_name": "Python 3 (ipykernel)" } }, "nbformat": 4, diff --git a/tobac/tests/test_tracking.py b/tobac/tests/test_tracking.py index 70be714c..bd70994f 100644 --- a/tobac/tests/test_tracking.py +++ b/tobac/tests/test_tracking.py @@ -385,7 +385,8 @@ def test_keep_trackpy_parameters(max_trackpy, max_tobac, adaptive_step, adaptive expected_value_adaptive = tp.linking.Linker.MAX_SUB_NET_SIZE_ADAPTIVE data = tobac.testing.make_simple_sample_data_2D() - dxy, dt = tobac.utils.get_spacings(data) + dxy = 1000 + dt = 60 features = tobac.feature_detection.feature_detection_multithreshold( data, dxy, threshold=0.1 ) diff --git a/tobac/utils/general.py b/tobac/utils/general.py index 3b1ff9b2..3e6eb002 100644 --- a/tobac/utils/general.py +++ b/tobac/utils/general.py @@ -180,6 +180,14 @@ def get_spacings( """Determine spatial and temporal grid spacing of the input data. + .. admonition:: Deprecated + :class: warning + + Deprecated in version 1.6.2: ``get_spacings`` is deprecated and will be removed in a future version. + We encourage users to calculate their grid spacing and time delta themselves as it leads to + more accurate outcomes. + + Parameters ---------- field_in : iris.cube.Cube @@ -221,6 +229,11 @@ def get_spacings( from copy import deepcopy + warnings.warn( + "get_spacings is depreciated and will be removed in a future version. ", + DeprecationWarning, + ) + # set horizontal grid spacing of input data # If cartesian x and y corrdinates are present, use these to determine dxy (vertical grid spacing used to transfer pixel distances to real distances): coord_names = [coord.name() for coord in field_in.coords()] diff --git a/tobac/wrapper.py b/tobac/wrapper.py index 18db5aae..0808641f 100644 --- a/tobac/wrapper.py +++ b/tobac/wrapper.py @@ -18,7 +18,6 @@ def tracking_wrapper( segmentation_3D, segmentation_2D, ) - from .utils import get_spacings warnings.warn( "tracking_wrapper is depreciated and will be removed in v2.0.", @@ -29,12 +28,6 @@ def tracking_wrapper( logger.propagate = False logger.setLevel(logging.WARNING) - ### Prepare Tracking - - dxy, dt = get_spacings( - field_in_features, grid_spacing=grid_spacing, time_spacing=time_spacing - ) - ### Start Tracking # Feature detection: