From 6f26ccba9ec6fdc0cc0ebe75210572d8de160424 Mon Sep 17 00:00:00 2001 From: Jaspreet Ishar Date: Fri, 10 Apr 2026 14:36:35 -0400 Subject: [PATCH 1/5] adding notebook --- notebooks/upgraded_qc_notebook.ipynb | 1122 ++++++++++++++++++++++++++ 1 file changed, 1122 insertions(+) create mode 100644 notebooks/upgraded_qc_notebook.ipynb diff --git a/notebooks/upgraded_qc_notebook.ipynb b/notebooks/upgraded_qc_notebook.ipynb new file mode 100644 index 000000000..4d700af19 --- /dev/null +++ b/notebooks/upgraded_qc_notebook.ipynb @@ -0,0 +1,1122 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "5ee47297-dbf5-48c0-b003-7d45a7d3e466", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "env: ANYWIDGET_HMR=1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jishar/Documents/celldega/dega/lib/python3.13/site-packages/dask/dataframe/__init__.py:31: FutureWarning: The legacy Dask DataFrame implementation is deprecated and will be removed in a future version. Set the configuration option `dataframe.query-planning` to `True` or None to enable the new Dask Dataframe implementation and silence this warning.\n", + " warnings.warn(\n", + "/Users/jishar/Documents/celldega/dega/lib/python3.13/site-packages/xarray_schema/__init__.py:1: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", + " from pkg_resources import DistributionNotFound, get_distribution\n", + "/Users/jishar/Documents/celldega/dega/lib/python3.13/site-packages/anndata/__init__.py:70: FutureWarning: Importing read_text from `anndata` is deprecated. Import anndata.io.read_text instead.\n", + " return module_get_attr_redirect(attr_name, deprecated_mapping=_DEPRECATED)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.14.2\n" + ] + } + ], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "%env ANYWIDGET_HMR=1\n", + "\n", + "import celldega as dega\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "\n", + "print(dega.__version__)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "336f78c3-0ea1-407d-aff2-37a37503df2c", + "metadata": {}, + "outputs": [], + "source": [ + "sample = 'Xenium_Prime_Human_Skin_FFPE_outs'\n", + "data_dir = f'data/xenium_data/'\n", + "path_landscape_files=f'data/landscape_files/{sample}_06_OCT_2025'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3208f5bd-3eaa-47ea-af42-df9a7510b321", + "metadata": {}, + "outputs": [], + "source": [ + "# landscape = dega.viz.Landscape(\n", + "# technology='Xenium',\n", + "# base_url = f\"http://localhost:{dega.viz.get_local_server()}/{path_landscape_files}\",\n", + "# nbhd_edit = True\n", + "# )\n", + "\n", + "# landscape" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "df07c2c7-57b0-49c6-9e06-f47e7b58ba79", + "metadata": {}, + "outputs": [], + "source": [ + "# ROI_gdf = landscape.nbhd\n", + "# ROI_gdf.to_parquet(f\"{path_landscape_files}/ROI_gdf.parquet\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "18df03d2-f0b5-47a2-8890-093783989f12", + "metadata": {}, + "outputs": [], + "source": [ + "ROI_gdf = gpd.read_parquet(f\"{path_landscape_files}/ROI_gdf.parquet\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6a674535-958e-4468-a5ca-62769de6e911", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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coords only\n", + " multiply by image_scale\n", + " No division by w.\n", + " \"\"\"\n", + " def _transform(x, y, z=None):\n", + " x = np.asarray(x, dtype=float)\n", + " y = np.asarray(y, dtype=float)\n", + "\n", + " pts = np.vstack([x, y, np.ones_like(x)])\n", + " out = M @ pts\n", + "\n", + " x_t = out[0] * image_scale\n", + " y_t = out[1] * image_scale\n", + "\n", + " if z is None:\n", + " return x_t, y_t\n", + " return x_t, y_t, z\n", + "\n", + " return _transform\n", + "\n", + "\n", + "def transform_gdf_micron_to_pixel(gdf, matrix_csv_path, image_scale=1):\n", + " M = load_transform_matrix(matrix_csv_path)\n", + " tfm = make_transcript_style_transformer(M, image_scale=image_scale)\n", + "\n", + " out = gdf.copy()\n", + " out[\"geometry\"] = out.geometry.apply(\n", + " lambda geom: transform(tfm, geom) if geom is not None else None\n", + " )\n", + " return out" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "a21e45c2-7ecc-469e-b2fb-9aa038a2e7a3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "before: (368.75850468473834, 1832.7945150086534, 2933.04024681672, 4270.710123099385)\n", + "after: (1735.3340095428257, 8624.914717877951, 13802.54130277036, 20097.45789551118)\n" + ] + } + ], + "source": [ + "polygon_gdf_px = transform_gdf_micron_to_pixel(\n", + " ROI_gdf,\n", + " f\"{path_landscape_files}/micron_to_image_transform.csv\",\n", + " image_scale=1, # or whatever you used when creating transcript tiles\n", + ")\n", + "\n", + "print(\"before:\", ROI_gdf.geometry.iloc[0].bounds)\n", + "print(\"after: \", polygon_gdf_px.geometry.iloc[0].bounds)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2056822d-c97e-492e-b3b9-3723e7e183fe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "polygon_gdf_px.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1c7fff7a-f752-49fd-a49a-df797008a002", + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "import math\n", + "import numpy as np\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "from shapely import points\n", + "\n", + "\n", + "def get_candidate_tile_files_from_gdf_lenient(\n", + " polygon_gdf,\n", + " polygon_idx=0,\n", + " tile_dir=\"transcript_tiles\",\n", + " tile_size=250,\n", + " x_min=0,\n", + " y_min=0,\n", + "):\n", + " \"\"\"\n", + " Lenient file selection:\n", + " use the polygon bbox and include every tile in that tile-index rectangle.\n", + " This may include extra files, but should not miss relevant transcripts.\n", + " \"\"\"\n", + " geom = polygon_gdf.geometry.iloc[polygon_idx]\n", + " minx, miny, maxx, maxy = geom.bounds\n", + "\n", + " i_min = max(0, math.floor((minx - x_min) / tile_size))\n", + " i_max = max(0, math.floor((maxx - x_min) / tile_size))\n", + " j_min = max(0, math.floor((miny - y_min) / tile_size))\n", + " j_max = max(0, math.floor((maxy - y_min) / tile_size))\n", + "\n", + " files = []\n", + " for i in range(i_min, i_max + 1):\n", + " for j in range(j_min, j_max + 1):\n", + " f = Path(tile_dir) / f\"transcripts_tile_{i}_{j}.parquet\"\n", + " if f.exists():\n", + " files.append(f)\n", + "\n", + " return files\n", + "\n", + "\n", + "def load_transcripts_from_candidate_files(files):\n", + " \"\"\"\n", + " Read transcript parquet tiles and unpack geometry=[x, y] into x/y columns.\n", + " \"\"\"\n", + " dfs = []\n", + "\n", + " for f in files:\n", + " df = pd.read_parquet(f)\n", + " if df.empty:\n", + " continue\n", + "\n", + " if \"geometry\" not in df.columns:\n", + " raise ValueError(f\"{f} does not contain a 'geometry' column\")\n", + "\n", + " geom_vals = df[\"geometry\"].tolist()\n", + " xy = pd.DataFrame(geom_vals, columns=[\"x\", \"y\"], index=df.index)\n", + "\n", + " out = pd.concat([df, xy], axis=1)\n", + " dfs.append(out)\n", + "\n", + " if not dfs:\n", + " return pd.DataFrame(columns=[\"x\", \"y\"])\n", + "\n", + " trx = pd.concat(dfs, ignore_index=True)\n", + "\n", + " # Make sure x/y are numeric\n", + " trx[\"x\"] = pd.to_numeric(trx[\"x\"], errors=\"coerce\")\n", + " trx[\"y\"] = pd.to_numeric(trx[\"y\"], errors=\"coerce\")\n", + " trx = trx.dropna(subset=[\"x\", \"y\"]).reset_index(drop=True)\n", + "\n", + " return trx\n", + "\n", + "\n", + "def transcripts_within_polygon_from_gdf_lenient(\n", + " polygon_gdf,\n", + " polygon_idx=0,\n", + " tile_dir=\"transcript_tiles\",\n", + " tile_size=250,\n", + " x_min=0,\n", + " y_min=0,\n", + " predicate=\"covers\", # covers includes boundary points\n", + " return_candidate_files=False,\n", + "):\n", + " \"\"\"\n", + " Load transcripts from all bbox-overlapping tile files, then keep only those\n", + " whose points fall inside the chosen polygon.\n", + " \"\"\"\n", + " geom = polygon_gdf.geometry.iloc[polygon_idx]\n", + " minx, miny, maxx, maxy = geom.bounds\n", + "\n", + " files = get_candidate_tile_files_from_gdf_lenient(\n", + " polygon_gdf=polygon_gdf,\n", + " polygon_idx=polygon_idx,\n", + " tile_dir=tile_dir,\n", + " tile_size=tile_size,\n", + " x_min=x_min,\n", + " y_min=y_min,\n", + " )\n", + "\n", + " trx = load_transcripts_from_candidate_files(files)\n", + "\n", + " if trx.empty:\n", + " empty = gpd.GeoDataFrame(trx.copy(), geometry=gpd.GeoSeries([], crs=polygon_gdf.crs), crs=polygon_gdf.crs)\n", + " return (empty, files) if return_candidate_files else empty\n", + "\n", + " # Cheap bbox prefilter first\n", + " trx = trx[\n", + " (trx[\"x\"] >= minx) & (trx[\"x\"] <= maxx) &\n", + " (trx[\"y\"] >= miny) & (trx[\"y\"] <= maxy)\n", + " ].copy()\n", + "\n", + " if trx.empty:\n", + " empty = gpd.GeoDataFrame(trx.copy(), geometry=gpd.GeoSeries([], crs=polygon_gdf.crs), crs=polygon_gdf.crs)\n", + " return (empty, files) if return_candidate_files else empty\n", + "\n", + " pts = gpd.GeoSeries(\n", + " points(trx[\"x\"].to_numpy(), trx[\"y\"].to_numpy()),\n", + " index=trx.index,\n", + " crs=polygon_gdf.crs,\n", + " )\n", + "\n", + " if predicate == \"contains\":\n", + " mask = pts.within(geom)\n", + " elif predicate == \"intersects\":\n", + " mask = pts.intersects(geom)\n", + " elif predicate == \"within\":\n", + " mask = pts.within(geom)\n", + " else:\n", + " # default: include boundary points\n", + " mask = pts.apply(geom.covers)\n", + "\n", + " out = trx.loc[mask].copy()\n", + " out = gpd.GeoDataFrame(out, geometry=pts.loc[mask], crs=polygon_gdf.crs)\n", + "\n", + " return (out, files) if return_candidate_files else out" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9db0ce8f-4667-4f29-9c32-cee11de0837f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "candidate files: 1882\n", + "hits: 6129511\n", + " name geometry x y\n", + "75368 57 POINT (1748.600 11003.460) 1748.60 11003.46\n", + "75427 83 POINT (1749.120 11050.880) 1749.12 11050.88\n", + "75481 103 POINT (1747.210 11048.900) 1747.21 11048.90\n", + "75578 152 POINT (1742.430 11018.820) 1742.43 11018.82\n", + "75658 161 POINT (1747.350 11016.100) 1747.35 11016.10\n" + ] + } + ], + "source": [ + "hits, candidate_files = transcripts_within_polygon_from_gdf_lenient(\n", + " polygon_gdf=polygon_gdf_px, # transformed polygon gdf\n", + " polygon_idx=0,\n", + " tile_dir=f\"{path_landscape_files}/transcript_tiles\",\n", + " tile_size=250,\n", + " x_min=0,\n", + " y_min=0,\n", + " predicate=\"covers\",\n", + " return_candidate_files=True,\n", + ")\n", + "\n", + "print(\"candidate files:\", len(candidate_files))\n", + "print(\"hits:\", len(hits))\n", + "print(hits.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "db6a7a41-cfb0-4390-a112-eededd1e5965", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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namegeometryxygene
7536857POINT (1748.600 11003.460)1748.6011003.46ACTN4
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75481103POINT (1747.210 11048.900)1747.2111048.90ADNP
75578152POINT (1742.430 11018.820)1742.4311018.82AKT2
75658161POINT (1747.350 11016.100)1747.3511016.10ALDOA
..................
90687329973POINT (12246.910 13433.090)12246.9113433.09ZMPSTE24
90687332774POINT (12105.070 13503.820)12105.0713503.82LDHA
90687349322POINT (12106.180 13516.760)12106.1813516.76UnassignedCodeword_7651
91459951917POINT (12251.540 13433.900)12251.5413433.90FOXD2
91459972881POINT (12251.690 13433.530)12251.6913433.53MAD2L1
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6129511 rows × 5 columns

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" + ], + "text/plain": [ + " name geometry x y \\\n", + "75368 57 POINT (1748.600 11003.460) 1748.60 11003.46 \n", + "75427 83 POINT (1749.120 11050.880) 1749.12 11050.88 \n", + "75481 103 POINT (1747.210 11048.900) 1747.21 11048.90 \n", + "75578 152 POINT (1742.430 11018.820) 1742.43 11018.82 \n", + "75658 161 POINT (1747.350 11016.100) 1747.35 11016.10 \n", + "... ... ... ... ... \n", + "9068732 9973 POINT (12246.910 13433.090) 12246.91 13433.09 \n", + "9068733 2774 POINT (12105.070 13503.820) 12105.07 13503.82 \n", + "9068734 9322 POINT (12106.180 13516.760) 12106.18 13516.76 \n", + "9145995 1917 POINT (12251.540 13433.900) 12251.54 13433.90 \n", + "9145997 2881 POINT (12251.690 13433.530) 12251.69 13433.53 \n", + "\n", + " gene \n", + "75368 ACTN4 \n", + "75427 ADD1 \n", + "75481 ADNP \n", + "75578 AKT2 \n", + "75658 ALDOA \n", + "... ... \n", + "9068732 ZMPSTE24 \n", + "9068733 LDHA \n", + "9068734 UnassignedCodeword_7651 \n", + "9145995 FOXD2 \n", + "9145997 MAD2L1 \n", + "\n", + "[6129511 rows x 5 columns]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "int_to_gene = {v: k for k, v in gene_str_to_int_mapping.items()}\n", + "\n", + "hits[\"gene\"] = hits[\"name\"].map(int_to_gene)\n", + "hits" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "81e763f7-bc9a-4e52-a815-7c011618e37c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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transcript_idnamegeometryxygene
07536857POINT (1748.600 11003.460)1748.6011003.46ACTN4
17542783POINT (1749.120 11050.880)1749.1211050.88ADD1
275481103POINT (1747.210 11048.900)1747.2111048.90ADNP
375578152POINT (1742.430 11018.820)1742.4311018.82AKT2
475658161POINT (1747.350 11016.100)1747.3511016.10ALDOA
.....................
612950690687329973POINT (12246.910 13433.090)12246.9113433.09ZMPSTE24
612950790687332774POINT (12105.070 13503.820)12105.0713503.82LDHA
612950890687349322POINT (12106.180 13516.760)12106.1813516.76UnassignedCodeword_7651
612950991459951917POINT (12251.540 13433.900)12251.5413433.90FOXD2
612951091459972881POINT (12251.690 13433.530)12251.6913433.53MAD2L1
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" + ], + "text/plain": [ + " transcript_id name geometry x y \\\n", + "0 75368 57 POINT (1748.600 11003.460) 1748.60 11003.46 \n", + "1 75427 83 POINT (1749.120 11050.880) 1749.12 11050.88 \n", + "2 75481 103 POINT (1747.210 11048.900) 1747.21 11048.90 \n", + "3 75578 152 POINT (1742.430 11018.820) 1742.43 11018.82 \n", + "4 75658 161 POINT (1747.350 11016.100) 1747.35 11016.10 \n", + "... ... ... ... ... ... \n", + "6129506 9068732 9973 POINT (12246.910 13433.090) 12246.91 13433.09 \n", + "6129507 9068733 2774 POINT (12105.070 13503.820) 12105.07 13503.82 \n", + "6129508 9068734 9322 POINT (12106.180 13516.760) 12106.18 13516.76 \n", + "6129509 9145995 1917 POINT (12251.540 13433.900) 12251.54 13433.90 \n", + "6129510 9145997 2881 POINT (12251.690 13433.530) 12251.69 13433.53 \n", + "\n", + " gene \n", + "0 ACTN4 \n", + "1 ADD1 \n", + "2 ADNP \n", + "3 AKT2 \n", + "4 ALDOA \n", + "... ... \n", + "6129506 ZMPSTE24 \n", + "6129507 LDHA \n", + "6129508 UnassignedCodeword_7651 \n", + "6129509 FOXD2 \n", + "6129510 MAD2L1 \n", + "\n", + "[6129511 rows x 6 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hits.reset_index(inplace=True)\n", + "hits.rename(columns={\"index\":\"transcript_id\"}, inplace=True)\n", + "hits" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bf79b8e1-f8b7-44d5-8e22-f0d3ca555fff", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "f8ddd1af-4a9c-4337-b85c-9912d59ed05e", + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "import math\n", + "import numpy as np\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "from shapely.geometry import Polygon\n", + "\n", + "\n", + "def _cell_geom_to_polygon(val):\n", + " \"\"\"\n", + " Convert stored GEOMETRY into a shapely Polygon.\n", + "\n", + " Expected stored format is effectively:\n", + " array([ array([ [x1, y1], [x2, y2], ... ]) ], dtype=object)\n", + "\n", + " So the actual ring is val[0].\n", + " \"\"\"\n", + " if val is None:\n", + " return None\n", + "\n", + " if isinstance(val, Polygon):\n", + " return val\n", + "\n", + " try:\n", + " arr = np.asarray(val, dtype=object)\n", + " if len(arr) == 0:\n", + " return None\n", + "\n", + " ring = np.asarray(arr[0], dtype=float)\n", + "\n", + " if ring.ndim != 2 or ring.shape[1] != 2 or len(ring) < 3:\n", + " return None\n", + "\n", + " poly = Polygon(ring)\n", + "\n", + " if poly.is_empty:\n", + " return None\n", + "\n", + " if not poly.is_valid:\n", + " poly = poly.buffer(0)\n", + "\n", + " return poly if not poly.is_empty else None\n", + "\n", + " except Exception:\n", + " return None\n", + "\n", + "\n", + "def get_candidate_cell_tile_files_lenient(\n", + " roi_gdf,\n", + " roi_idx=0,\n", + " cell_tile_dir=\"cell_segmentation\",\n", + " tile_size=250,\n", + " x_min=0,\n", + " y_min=0,\n", + " tile_margin=2, # safer for centroid-tiled cells\n", + "):\n", + " geom = roi_gdf.geometry.iloc[roi_idx]\n", + " minx, miny, maxx, maxy = geom.bounds\n", + "\n", + " i_min = max(0, math.floor((minx - x_min) / tile_size) - tile_margin)\n", + " i_max = max(0, math.floor((maxx - x_min) / tile_size) + tile_margin)\n", + " j_min = max(0, math.floor((miny - y_min) / tile_size) - tile_margin)\n", + " j_max = max(0, math.floor((maxy - y_min) / tile_size) + tile_margin)\n", + "\n", + " files = []\n", + " for i in range(i_min, i_max + 1):\n", + " for j in range(j_min, j_max + 1):\n", + " f = Path(cell_tile_dir) / f\"cell_tile_{i}_{j}.parquet\"\n", + " if f.exists():\n", + " files.append(f)\n", + "\n", + " return files\n", + "\n", + "\n", + "def load_cells_from_candidate_files(files, crs=None):\n", + " dfs = []\n", + "\n", + " for f in files:\n", + " df = pd.read_parquet(f)\n", + " if df.empty:\n", + " continue\n", + "\n", + " if \"GEOMETRY\" not in df.columns:\n", + " raise ValueError(f\"{f} does not contain a GEOMETRY column\")\n", + "\n", + " df = df.copy()\n", + " df[\"geometry\"] = df[\"GEOMETRY\"].apply(_cell_geom_to_polygon)\n", + " df = df[df[\"geometry\"].notna()].copy()\n", + "\n", + " if not df.empty:\n", + " dfs.append(df)\n", + "\n", + " if not dfs:\n", + " return gpd.GeoDataFrame(\n", + " pd.DataFrame(columns=[\"name\", \"GEOMETRY\", \"geometry\"]),\n", + " geometry=\"geometry\",\n", + " crs=crs,\n", + " )\n", + "\n", + " out = pd.concat(dfs, ignore_index=True)\n", + " return gpd.GeoDataFrame(out, geometry=\"geometry\", crs=crs)\n", + "\n", + "\n", + "def cells_in_roi_from_gdf(\n", + " roi_gdf,\n", + " roi_idx=0,\n", + " cell_tile_dir=\"cell_segmentation\",\n", + " tile_size=250,\n", + " x_min=0,\n", + " y_min=0,\n", + " tile_margin=2,\n", + " predicate=\"intersects\", # usually best for cells\n", + " return_candidate_files=False,\n", + "):\n", + " roi_geom = roi_gdf.geometry.iloc[roi_idx]\n", + "\n", + " files = get_candidate_cell_tile_files_lenient(\n", + " roi_gdf=roi_gdf,\n", + " roi_idx=roi_idx,\n", + " cell_tile_dir=cell_tile_dir,\n", + " tile_size=tile_size,\n", + " x_min=x_min,\n", + " y_min=y_min,\n", + " tile_margin=tile_margin,\n", + " )\n", + "\n", + " cells = load_cells_from_candidate_files(files, crs=roi_gdf.crs)\n", + " if cells.empty:\n", + " return (cells, files) if return_candidate_files else cells\n", + "\n", + " # cheap bbox prefilter\n", + " minx, miny, maxx, maxy = roi_geom.bounds\n", + " bounds = cells.geometry.bounds\n", + " bbox_mask = (\n", + " (bounds[\"maxx\"] >= minx) &\n", + " (bounds[\"minx\"] <= maxx) &\n", + " (bounds[\"maxy\"] >= miny) &\n", + " (bounds[\"miny\"] <= maxy)\n", + " )\n", + " cells = cells.loc[bbox_mask].copy()\n", + "\n", + " if cells.empty:\n", + " return (cells, files) if return_candidate_files else cells\n", + "\n", + " if predicate == \"within\":\n", + " mask = cells.geometry.within(roi_geom)\n", + " elif predicate == \"contains\":\n", + " mask = cells.geometry.apply(roi_geom.contains)\n", + " elif predicate == \"centroid_within\":\n", + " mask = cells.geometry.centroid.within(roi_geom)\n", + " else:\n", + " mask = cells.geometry.intersects(roi_geom)\n", + "\n", + " hits = cells.loc[mask].copy()\n", + " return (hits, files) if return_candidate_files else hits" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "65b35d29-b993-411a-bb68-e0dc84d20233", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "candidate files: 1459\n", + "cell hits: 0\n" + ] + } + ], + "source": [ + "cell_hits, cell_files = cells_in_roi_from_gdf(\n", + " roi_gdf=polygon_gdf_px,\n", + " roi_idx=0,\n", + " cell_tile_dir=f\"{path_landscape_files}/cell_segmentation\",\n", + " tile_size=250,\n", + " x_min=0,\n", + " y_min=0,\n", + " tile_margin=2,\n", + " predicate=\"intersects\",\n", + " return_candidate_files=True,\n", + ")\n", + "\n", + "print(\"candidate files:\", len(cell_files))\n", + "print(\"cell hits:\", len(cell_hits))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0b314e5f-ec15-497f-aff1-59371dd3bc70", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.0" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From f9d8ff77e9fe9ae7a4b1912dcbdd8c61ca840fed Mon Sep 17 00:00:00 2001 From: Jaspreet Ishar Date: Fri, 10 Apr 2026 14:54:02 -0400 Subject: [PATCH 2/5] trx+cell extraction from dega files --- notebooks/upgraded_qc_notebook.ipynb | 1063 +++++++++++++++++++++++++- 1 file changed, 1036 insertions(+), 27 deletions(-) diff --git a/notebooks/upgraded_qc_notebook.ipynb b/notebooks/upgraded_qc_notebook.ipynb index 4d700af19..c2f13ee7c 100644 --- a/notebooks/upgraded_qc_notebook.ipynb +++ b/notebooks/upgraded_qc_notebook.ipynb @@ -516,7 +516,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "id": "c24bbaf3-a46e-4f7c-8dc7-8382e64158ff", "metadata": {}, "outputs": [], @@ -529,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "id": "396ffb62-d0d2-4001-9c27-108d727de26c", "metadata": {}, "outputs": [ @@ -685,7 +685,7 @@ "[6129511 rows x 5 columns]" ] }, - "execution_count": 19, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -699,7 +699,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "id": "81e763f7-bc9a-4e52-a815-7c011618e37c", "metadata": {}, "outputs": [ @@ -867,7 +867,7 @@ "[6129511 rows x 6 columns]" ] }, - "execution_count": 20, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -888,7 +888,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 17, "id": "f8ddd1af-4a9c-4337-b85c-9912d59ed05e", "metadata": {}, "outputs": [], @@ -902,14 +902,6 @@ "\n", "\n", "def _cell_geom_to_polygon(val):\n", - " \"\"\"\n", - " Convert stored GEOMETRY into a shapely Polygon.\n", - "\n", - " Expected stored format is effectively:\n", - " array([ array([ [x1, y1], [x2, y2], ... ]) ], dtype=object)\n", - "\n", - " So the actual ring is val[0].\n", - " \"\"\"\n", " if val is None:\n", " return None\n", "\n", @@ -918,15 +910,17 @@ "\n", " try:\n", " arr = np.asarray(val, dtype=object)\n", - " if len(arr) == 0:\n", - " return None\n", "\n", - " ring = np.asarray(arr[0], dtype=float)\n", + " # unwrap nested single-element wrappers\n", + " while isinstance(arr, np.ndarray) and arr.ndim > 0 and len(arr) == 1:\n", + " arr = arr[0]\n", "\n", - " if ring.ndim != 2 or ring.shape[1] != 2 or len(ring) < 3:\n", + " coords = np.array([np.asarray(pt, dtype=float) for pt in arr], dtype=float)\n", + "\n", + " if coords.ndim != 2 or coords.shape[1] != 2 or len(coords) < 3:\n", " return None\n", "\n", - " poly = Polygon(ring)\n", + " poly = Polygon(coords)\n", "\n", " if poly.is_empty:\n", " return None\n", @@ -947,7 +941,7 @@ " tile_size=250,\n", " x_min=0,\n", " y_min=0,\n", - " tile_margin=2, # safer for centroid-tiled cells\n", + " tile_margin=2,\n", "):\n", " geom = roi_gdf.geometry.iloc[roi_idx]\n", " minx, miny, maxx, maxy = geom.bounds\n", @@ -1004,7 +998,7 @@ " x_min=0,\n", " y_min=0,\n", " tile_margin=2,\n", - " predicate=\"intersects\", # usually best for cells\n", + " predicate=\"intersects\",\n", " return_candidate_files=False,\n", "):\n", " roi_geom = roi_gdf.geometry.iloc[roi_idx]\n", @@ -1023,7 +1017,6 @@ " if cells.empty:\n", " return (cells, files) if return_candidate_files else cells\n", "\n", - " # cheap bbox prefilter\n", " minx, miny, maxx, maxy = roi_geom.bounds\n", " bounds = cells.geometry.bounds\n", " bbox_mask = (\n", @@ -1052,16 +1045,31 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 18, "id": "65b35d29-b993-411a-bb68-e0dc84d20233", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "candidate files: 1459\n", - "cell hits: 0\n" + "cell hits: 15792\n", + " GEOMETRY name \\\n", + "479 [[[1637.0, 10922.0], [1632.0, 10925.0], [1634.... 311 \n", + "480 [[[1754.0, 10891.0], [1733.0, 10901.0], [1723.... 314 \n", + "496 [[[1639.0, 11005.0], [1634.0, 11007.0], [1628.... 259 \n", + "498 [[[1685.0, 11001.0], [1677.0, 11002.0], [1669.... 268 \n", + "500 [[[1676.0, 10970.0], [1670.0, 10974.0], [1670.... 312 \n", + "\n", + " geometry \n", + "479 POLYGON ((1637.000 10922.000, 1632.000 10925.0... \n", + "480 POLYGON ((1754.000 10891.000, 1733.000 10901.0... \n", + "496 POLYGON ((1639.000 11005.000, 1634.000 11007.0... \n", + "498 POLYGON ((1685.000 11001.000, 1677.000 11002.0... \n", + "500 POLYGON ((1676.000 10970.000, 1670.000 10974.0... \n" ] } ], @@ -1079,13 +1087,1014 @@ ")\n", "\n", "print(\"candidate files:\", len(cell_files))\n", - "print(\"cell hits:\", len(cell_hits))" + "print(\"cell hits:\", len(cell_hits))\n", + "print(cell_hits.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "05e4c674-8200-4bf7-99d1-1edb327fee27", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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GEOMETRYnamegeometrycell_id_str
479[[[1637.0, 10922.0], [1632.0, 10925.0], [1634....311POLYGON ((1637.000 10922.000, 1632.000 10925.0...aajgonna-1
480[[[1754.0, 10891.0], [1733.0, 10901.0], [1723....314POLYGON ((1754.000 10891.000, 1733.000 10901.0...aajikoig-1
496[[[1639.0, 11005.0], [1634.0, 11007.0], [1628....259POLYGON ((1639.000 11005.000, 1634.000 11007.0...aaholcad-1
498[[[1685.0, 11001.0], [1677.0, 11002.0], [1669....268POLYGON ((1685.000 11001.000, 1677.000 11002.0...aaidpdeb-1
500[[[1676.0, 10970.0], [1670.0, 10974.0], [1670....312POLYGON ((1676.000 10970.000, 1670.000 10974.0...aajhaeep-1
\n", + "
" + ], + "text/plain": [ + " GEOMETRY name \\\n", + "479 [[[1637.0, 10922.0], [1632.0, 10925.0], [1634.... 311 \n", + "480 [[[1754.0, 10891.0], [1733.0, 10901.0], [1723.... 314 \n", + "496 [[[1639.0, 11005.0], [1634.0, 11007.0], [1628.... 259 \n", + "498 [[[1685.0, 11001.0], [1677.0, 11002.0], [1669.... 268 \n", + "500 [[[1676.0, 10970.0], [1670.0, 10974.0], [1670.... 312 \n", + "\n", + " geometry cell_id_str \n", + "479 POLYGON ((1637.000 10922.000, 1632.000 10925.0... aajgonna-1 \n", + "480 POLYGON ((1754.000 10891.000, 1733.000 10901.0... aajikoig-1 \n", + "496 POLYGON ((1639.000 11005.000, 1634.000 11007.0... aaholcad-1 \n", + "498 POLYGON ((1685.000 11001.000, 1677.000 11002.0... aaidpdeb-1 \n", + "500 POLYGON ((1676.000 10970.000, 1670.000 10974.0... aajhaeep-1 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cell_str_to_int_mapping = dega.pre.boundary_tile._get_name_mapping(\n", + " path_landscape_files.replace(\"/cell_segmentation\", \"\"),\n", + " layer=\"boundary\",\n", + " )\n", + "\n", + "int_to_cell = {v: k for k, v in cell_str_to_int_mapping.items()}\n", + "\n", + "cell_hits[\"cell_id_str\"] = cell_hits[\"name\"].map(int_to_cell)\n", + "cell_hits.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "739cc82c-41c8-408b-bf18-0963072be5a7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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dDXuz9fsGNP0v2J4uXlXtH7FJOZKYWSCP/rJFez6tKK9wKNv09/aQiEAf+WTpbv0avDJ7uwZE1K7UIRHdNKsbeEw9lzZs1Ab7k2PjlAMpQxbRmbEH5PNle2T+9jTJKihRVnQgp1gZzYHsIk3LGTz4Y6z2xfV7fr7EHXAuyP8mNiflqPk2ys4ilJi1BOpujcJkSOtI/dOtUXVDDXBZn8by6oWd5dwu9WVdYpZ+LzzAW+4c3lJFR7lFpbJoR7o60gT6OsUxOUVlcuvX6454Xm/P3yXvL9pd1TN5CFf2ayxvXdKtWrN+nQBvVwDs0iBULuzRUEa0i9RjWJFRUKLBmRTphT0aaCC9pLdz0xIW4C0Rgd7afoH4xoaNf61534aNExnUy2j8pjWAdBtpxp/W7ZdGdQJk6c50bRZvZelTnHPPIO3joxWgXVXbwr+FfZmFsml/jtYLqfHhIFMTBBHaHVB2ntft8J8Dgg9MkvqiUZnS/3dW53oaJGOTcpVFv3FxVwmqSr9+tSJR+jSv4zoG9wMmuCstX9lo/xZ15Mq+jbUZ36r8tCpUwWu/7ZBbh7aolmrt3TRcEtILlDVaERPipzXfMzrESPcmYdK7aR15csoWGd0hSib+vkcu691IDhaUSqvooP/5ntqwYWAzRRunDJiqQNrtkyW71fVk1uYUZVkto4KU2ZCa25WWp5Zk1Oq+Xb3P9bvUtBCFEET/TRDsXpmzXTrVD5azO8dU+xmpXWqiYHdGgexMy1fBUGFpuet3TdoR9GoaJgFeHhIZ5FOtL5PAuC+rSFOQiZmFKrYxYENweRVLi92fo8GPVOljv26W+3/YqGlRBDN1Arzkhi/WHOZjSgCeuzVF67YEOwNSvKQ9r+rfRO4f1eqw66Y/kYAIU73l63W6Kbh30ia5sl8TuXZgMymrrNSG/b96NmXN87dx8sMOijZOGezOyJdrPl+tqUAaxumLG/7qQk2Tvnd5d9mUlKMM8fLejcXb001uH+ZkMohR/sk5iShEqXlSxywuK69Ww6T2d92AZjItNkWaRgS66oqw25mxKS6/0AZhfnJpr0byxrwdrr5A2PCvG5KU8eLe89z0bfJ7fIasqUqdWnFOl3p6D+j/o6neYGjrSJfR94/r9svI9lGyL7NAU5hndnIG6YfHtFWbOR9Pd1W+WhHk6ylBPl7SsUFIteu96IPlaiaeW1QmOUXlLkZMEAXmPf/zc6ye++bkXD3Ged3qy4eLd0vHeoeO91eA5/3gj5skwNtDlbs2Th3YQdHGKQOcUabe1l9Gt4+R+IwCVVnSakCTOE421NPO6lRPflyXJDmF5fLVir36ex9e2cPlzvJPoWndAHWbuf6LtbIyIdP1feppBIMbBjVz1e2od767MF6vx1jTERx7Ng2vlqKE8W3en6tepKQoC8vK1dWGQARozF+8I02VuWd3qS8PndFWVZ79j2BgwLF5n1UJWcqiB7esqz6qBviR1hTmwLhJv/azmIEXlJZrnZf7n55XosIeNgLnv7dMrvh4ZbXff/qcDhLm7yWDW0Zo6wgbgtKyCjUf+CsBQ/7wih6SWVgmmQXO+2Pj1IAdFG2cEkC2P+6D5Wou7eXpJu2ig2X93izp2ihUnVkmrdknXu5umjKLDPZRqzdYEDAKSQOYFoHj/wPScrWxT4JBck6RnN25nqZwCXucY00QQMzrEd3gFnNOl/ry5YpEDWQAwRDM1wB7tjYxQVI/1Fc++z1BPruqpyzakSGN6/i7Xl9eIfLr+iR1+aGlo3ODUOnROEx/Tlp06sZk1/HMMOMxnWJUpFTucKiq1bA/Au4f9TG+Nne7zNycIkNa1ZXconIVDtEqwv9jFn5+9+r10O/X7JO4lDxVDsOAP1u6R4rKK6r1W/6v4J68vyhe/59ULBNTUNzeOcKZMmfjZFLRNk5e2EHRxkkPetZgKGd2qicJB5meUCjXD2omWYXlEp9WoAEAj89Brepqnxtpv9ZRQcoia+t3m7UlRe75foNaiv2vIA2KOKUmGPv0yC+btT4I+6LBnpFWsLgL31+mdTwrZsSmyGntIrWBH1zRp7GmPFGmIkAZ3cFpQDAvLlU+urKH1hR3phUogyP43jqkudxYxbJIbQ5rGylPntNBjcFD/bx1M/Htqr2uQFHbOC08RrFhW52QJRl5pRoMP/09QZW8RwOtFaRuQ3w95ZEx7dSAgKC67UCeCm8mjG5TjemCMR1j1M+UFPiSXRl6n6z+rP8fUBtdnZCpYiKuxwre57KPV8rB/BOjf9XG/w5bfWrjpAc1qAd/2qR1Mhq+UUlSv0LtCONCYQkrYVEuLavU/j78O+lbfHb6Vk0DmpoWoBF9d3qBNI/831OqzesG6p+aizJDdjk+NcX+LSKkg6v25iYfX9VTgqtaI2BisCPMr0k/IkIxgD0ykeLDy7vLy3O2a6BZsydLDbVhjvi61g30lW6NwiWkjVNgQ9BdvSdLLu3dWL9euCNdxTceHu7qPAOOprol5dm5YYj6qTKEeGibyMOurybqBPpI+3ohMnltkozqECNvz9+paUuuDUZmaqGHz63spgaTny3bIwu3p2vKlWu2PqPaUFbBfMcj8wA2S9RiecVzM+PkjmEtXS0j3h7uukEik1Czj9LGyQWbKdo4qcHi+uXKRHVVObtTjPx37nZVL7L4jWgbqZZuyFhgH9THEI8wRJdmdZgOUn/cVl6YGacKS2YKwrIIEEbU8leBRdtN3KSgpEK+WbVXvzZg8PEPa/frwk+KtOezvykbvKJvY7lrREtZvzfb9Vp6C+lR3JiUo+d6Vd8m8vV1vfVnb17cVZvcYWDW0U/UGGFDBky08PVwl8bh/tKn2aEWjCOBe0TbxuNntdff3Z2Wr0KZ6yau0TRxzVRqel6xOtfQYz+8baTrHDLySuTsLvU0IBLoSGPXhLenh3h7eciNg5vL+P5NlNmyCWBTwTUcyc1meXx1p5yauLR3IzUI4POwMzVfHv451uW4w33/9vo+2q5i4+SGHRRtnNT4eEmClJRVyuV9GklEkK+M79dUQv29xN3NXUa1j1ElpOmLYxEmHQkig721bYN6W1Zhqfp9to4KlNmbnT//O0AAu6hnQ63VbXhspDbdA2qf1LqMxRo1Qc6LtCosrm6Qr3SpmjQBaC3x8/JQ5x6sz2BkLOo0zOPcw9DdmNBDqlAEPbC71lGHmOANA5urwrNRuJ+yo7xagpPBtpRc2V7V6vHj2v3KuFbtydSgEuLnKZ8vT5CMvGJl55wDIA1M8L5+UHNVkBLIqCdyXVjvAdLL1AyPBvxp20bjZBOuIqH7Jm+Sqz5dpf2TNUF6/PXfdhzxWG1jguWB09uqqcFbl3TVWmq9qnMBR5sfaePkgR0UbZy0YCG/pFdDFc5gFI2K8/SO0fLfi7poDx5Ciim399cBt/T3IcKBAVI3e37mNrm4Z0O5f1QbZVb0MyZlF8sNgw8ZWANY0KO/bJYPFsVrcHhz3k6ZsyVFZfy1sZw/AoGZmtYz07a6GA8M8Z1Lu7nUpsPaRMlPt/R3CV1Ic5JWJe1IHx8DeRmzZBSzS3dmyIr4DHns1y16TjC0yWv2689gVghs2tcPlhsGNZVZmw/o97k3pGSLyivVKeZorHjBtnRtrAeeHm7qa4orTou6gaoynbslTdYkZsvt36x3tVgwbDjUz1O+W5UoK3dn6nlz37nHjcKd593SInI5Gjw93NXAgDFTDB3+9oY+R7SjI6VLqviPQIoUJsqGgU2BgQm2axMzdSPBMzqW49k4cWDXFG2clCC4kO5sHhkktw1tId+v3isP/BirsxKZsmBA7ZDevd3phXJul3o6nBYvzel3DNBAwM+YyIDCsn6Yn3SoF6KG4qb/joBLwCSIvjV/l9wxrIUGH9xmSL3eNeLwRvSjASUmQpsvr+3l8u8kMNR0hKk57aNeqK/WvTiHH27qK0+c1d71cwRBzSMD1WHm1w3JGshJEwLM0G8e0lwDP+ISLN1gz6EBXpo2hS2RRj6alyj1WKP+5L7cO2mDPHVOe63fbU/N1fQoAiYYIWlgBEw06pNq/WVDsgxoEakBnmeGOOiPfEsJ7AT15nUDVPzD/Sfd2i4mWD6+qsdRf/fPpD9hvB8s3q3XBhNnk9Xr2XkqXiJQ1gvx1Wfco0mYPHNux2M+ro3jGzZTtHFSAkEJwpHY/c5dPu0KPZuEyR0jqqsZr+7XVM7v3lAc4tAFfVCrCG0PeOTnzXLnd+u1BWFuXKp0rB+ifY4M66V/Dnk+YDF++YJOKv64bmBTuWFwc/n51n5yTf8margNi/gzBuLfr96ngeG5GdtkVcJBZSqMUzoSOD7q2WU7M/S8EQUhHrK2KDx3XkdNvWIcXjfQW24e1EzZJC0XtHtQX4Rl0vNHXRBVKm0nhoWRbuYaGCv1zUqnEtUKw1gBG4gBLSM0yNJWsiejUBWjpHkxWcdzljQqCt9VCZlSXFrhEiyR4jUpY8B1P/7r5sPeb0X8QXXFgW0yOWPgiwtUfftHQps/C5yN5t07WO6u2tgEeHuqWIta7/c39lF/WAzlezQO/0vf18a/C5sp2jipYPrIflmfLE+d3V4nXiDyYDoEASO7RiM2rC8zv1R8PT1kdWKmeLm7awqwSZ0AXRRhiNTnWHAJQHnF5ertaWUz/IxJ9d0ah2n/IaIdWgwYz/TM9Dht/zB1sj8CARGrtDd+26HzDc019W9RewM9QYsU6CsXdVcBSm1WZ0y7IOjN2YoytEC6NHQqVbkntKoAZiyScmTB5/36tTgkrtm4L0eDJwEa55+jgbTto2PaalBeGp+hqtReTZ1BY8G2NO0zJO1IIOa18Rn5urFgk6FMe3gLl+p03rY0rY9aQUC9Z9JGDdKkafs0C9fWlfGfr5IRbaO0hvpXwqqg5ZpeOL+T/v/9kzfK5LXOFPQX1/T6S9/Txr8LOyjaOKlAAHzox1hNrT0zfaumRIvLKqV9/RBlPPUsfpsAKzWELKRY4w/mi5ebmzIQBB9MbbAChphZWCq/3TO4Vmk/IpzNyTly/cBmusizeMNQCYgE3/i0fD2PDxfHq6jEyooMYGqQPBSVMM0+TcPEy9NDFm1PUxb5blVQou+QlB4iGgQ3qbklWq+jVQQVpRW8NirIV1OmGH9jyZaQUajBl3YGmB7Xg6AIp5x9mUWaFsaggJQkzA9wXUy2oEZpvmcFgZfjpeaVqK8pzBUFKpsGWCj3Znz/xuLt4aHep9Q2O9UPdT23mZsP6ExH4FTeOnRDYVW4QrqfP6+jeLq7aQsI0zFI//I4MBr4p0B7Cw5BsO++FoN0Gyc+7PSpjZMK2YVlmtJi0b1xUDNlGjSsEyALisukYbifjowyggnSeiza9LzFpxZoepRZggQva0qQGlKwn5fWGWmbwDXmtm/WuYQp4Iq+TbQtAMHO67/t1DYQ0m3g6xWJ8vq8nZJTWKqqVuqG8WnV06I/r98vL83apoyK1CZm2wTWF2fG6YgrhDYwJSO+MUrOe0a20usM8/fW9K8VnPe2A7nSpI6/5BSVytiu9ZVdkg7mPlCHBGwAYMG0ICCygTXiYLPnYIEkZxdpy8PpHWMkLa9EpscecrWxgs0E58j8Q+4N93hkuyg1WWfcFJM3pmxI0ffp1DBUBraqK/8Z00Y3JgTsQRY7OcQ3wb7e1QQzGKEzYJi6IA5EGLy/s2CXvDp7m9q8MUuxNiB+wscUdsnmpDZl6p8FdcUlE4bKi+d3Omrvo40TDzZTtHHSYM2eTK0BUvuCXVG/IuVJoIJhBPt5y9PT4mR/ZoEyF4IY46NeOL+ja/EliJBepM/PgMDHYnzH8JbK8EijLYvP1uCG2pHUKQvuur3ZUlhSoZ6cpFdhdUE+nip0oSmdIIawhBob/Y5XfbZalj4wzPU+fZtFqH3ZD+v2K8PiHNzd3SUlr0Tyiyu0PQARDOlNRkbhOkM6lIBCgz7pXitY/HHeQTBDnRDbOBglgZ8RT8wnNG0GsFPuCSlLxEmA88TZ57Zv1ut7Ac7h+fOcKcSawJ4Npoly8/VxXVS0w6xhAhznxoxK7jferQQSUs0InHhmBFtqsgYd6ge70q4GEQHervrl3ae1Ujci3o8UNez72gGH/GCtYHNBqpbNEb6vjJ7Cz/b/i7+6hmnj+IAdFG2cNJi/LU2mbkqWlpFBKrRhfBHspk10sCzYniZdG4WoQIMFEVFNdkGp3PrNOrnrtFba0wezoy5VEyPaRcmb83fprEXDRga2rCuPn9XO5faCBRiLLgwsPMBH7j6tpdbrCJoYbiPGwaM0La9UWQZsh9FOVpeVAB8P2ZyULRWVlcqasIIjsOFXSssDgWP9viy9TtJ26/dlK/tCjfnuZd1VVUoND2UnINBjCk4qlHN6bmwnZVikNXfxHlX1RwJ+25ggTX9ihQebYpyUmbHI1IuYGtMuaoIxXG2iguS137bLyxd20fOAbU+ZEScXdm+gbPO+i7oo26Z/kY0HjLtv83AN0gQzarEGWNVZQcvGmZ3rqRcpgBl/vWKvnNu1nt6LV2bv0BpjbS44P9zcV1PRqI9JOZNGH/bqQjUyMM/Phg0Dm/fbOClAfQrLs0t7NdZAQb2pfqi/ps1IAdKKMOSVRTp/D7bzn5+d8/9uG95SUnKK5OGfN8noNxbLmDeXSFpe8WFii2fO7SDPje3g+h6LOEzUCDGeOqeDPHZme7m6f1NtfTC9djSgI9tfm5gtL83aLkVl5a7ewvziMh17ZADzxM1mWOsoKS6vUNs5hDMEbF9vD5m9JUV2pOarcfnUjQdkYMsIra+9VCX+IOCRfiUNC2CvsUnZylYx1m4S4S9dGoXKjM0HJMTXy3XupGZRsCLUoV3i9DeWSG7xIQcaaqK1GW4TsGFhYGtyjny3Zq8GmYnLEmToKwu1kZ+5h7ias/EgIIL7q8QwXBtMmA0KDPxo4Nki0OE9Ycd3fbdeWSNsDbY4866BtQZEQMqb2i6bGNLLk9bs13vK8WzYqAk7KNo4KUAPGTJ/0oRlVYKP9xbFa7Ca8MMmFZdc0buRPPrzZnWwubBHA/VB7d0kTBlV32Z1NH2I+MTHw+Mww2tYSM10GcyG9gfY3srdB+Wt+Tt1oScAGbPw0ooKFfHwOupoNHsjiEHEArsa1/OQmAchzpV9m8hp7aM1fUoa9qbBzbQJn1TqNQOaSnJ2odbuGob5yeLt6dro/9DPm5WRMraJkVOwQgPMvpkCYoID8xBpSn9j3k7Xa2id+GldkqYvvTzctA5IapO0s1XkYgWpYK63dXSgBndSs5f0aqSG61jU0bu4MuGgWtDRnuFeFaQnr9knYVUTPmDgfI85j75eR1+KYNZ1mNn41lJZtvugdG4YqveQYMlz+SOfVe4ZLS7fr9onvZqEq3E6Rg42bNSEnT61cVIgKatI/H08VaRC4/hlvRrJ/uwieXv+LmUJLIiMV2L4LelE2jDiDuTJ+Imr1YB7TKd60r1JeLU5fwSF2mpUBsYgG3ZFD2S/Fod+94yOToeX7lU9bKhEsVdDGEKApuWDuYLWlgPaCczopWfGdlQTb2qjnD8K0m9WJkp4oI8qYCvT82XRzgy1YcsqKJNFO9JkcOtIdXYxKUZUpKg6M/JLdUyTqR8uiz+oSlKDAS0iNMiZ9CVtB/dM2iCvXthZv4ahwsQfO7OdxKcX6MxGmvA55hfLEqW4vFIGt66rrHhUu0g9FmnN5nWD1G+UtC4iGQIbDfGvzN4u941yskVUtX5e7q4NB2lSWLT1GdCcT/sIMfq+ka01/Uxt8NU5210jtAAbA7xrOVeYvTUFizEBQ5lbRQVrrZNj2DVBG7XBZoo2TgqwUIf7e2ttjLQYi/Ed365X0cfpHaI1CBAkWHDHf7ZKxRnUAGGXpO6YnMHIIhgPgIXgoXk0z08DAmer6GA9hsGRJimYwbyc7+W9G1cbymsCIoBREkxgvMaXE6s60n6m9QFTc8QoXBPMiTQqLRM43JjeQ0QsWK5ZFZej2kcp67K+L431BgTSW4Y0dwUNhEuwSQIRk+8R+sCqqYVSWx3epq6qfuGV7eqFSlmFQwVBBDTu8ZrETB25xDXT9oGYiWtAwDRxeaLcUjUeCmXttxZzAFKyMFpaZgD1Wu41x4UZwvas4qIdqbkawGH+eN4aUM+kR5NRVDj7YKKOAteGjdpgfzJsnBSYvSVVJ17UCfBRH9PnZ8Xp4s4UBVJsd0/aoNMvEHkwJzDc30tC/Tzk/G4NdHFfvDND++S+XJ7oUrLS+G8d0ns0kELF+5QGd4IurRfAzDmsCRbuh36OlS1JOa6hwIB04lNTt2qrBMxtWXyGfp86KD17LOzXDmgq9UN8JdDbQxkU/XIJ6QWalqR9pKxq2gW/Q72NdO6crSnV7pUB9nc1HXc4pk7S+Gadfk0fJEE5ObtYAzEzEzEEIMBRoxvaJkob6GGB1Pk+vbqn+pASPFG+YjROCppA9uzYjmp6jhoUtSr+pqSs9VxW7ZPdGc6pFATgXzYkyfaUXN20sEF4fMoWtbMz7P2L5YkyZcOh9hBfL09VzCJYsqaluQ8wTGP9R93Vho0jwQ6KNk54/HfOdg0sCE9o5kZwgdAFxoKQZdaWA9q8npTltBzz8/aUgwVlEncgX1kEKc3vVu3VVNxV/RpL3IFcnZYB86stKMJyEOOwyGIGTv0QRjb69SWqbERNiUKUlB3indIjHKNrw1AZ0S662lglBEFTNiYr04SN1eZ5umhHhkSH+EndYB9tscBIOzzQW+ZvS5WujcNczOuqfk3UPBw1KUwOlSlG5bSpYBIAfl6fpPfMgHqnqSX2bBym54kTEEEcf1dS0OWVlWqW/siZ7ZRNch/4PaztrOA9YHItowK1ZghbJeU6uGVdvWbSreOrJn+YdDQsjnomAZRUMN6xsHlmXGJNx/xFAyZZIOz5dKmTFfJeCIkQ9ximTi2UDQtsmHOdfGNfefvSbn/q82Xj1IJdU7RxwgMWggE3DAKLNjdxqEKxXb0gVVXSY7erJF9ThizELLDubk63FCZn4ACTmFGgLRAYTXMs6ljUwWjQrgma4J+cslUb85mWwPthwIJBNCm98f2d/XbYr5GGxFeV4EKgRFwCUHPCrmqCdOh3VVMeqEvizAPbpFYGS0J88/KFnbX2dsvXa3XiB8GGgMyxCYKAuhptKA+d3lYCvD3k9/gMPZZzsG+w1l65b4hjCGg+Xu46YouJGXh9Un9ESWtAozzjt6hHwmJRylLfDPXzUqEMAW1cz+pOOgbvLozXGiTniikBgWvOllQ5t0t9WbIrQzrUC9aNDMEdRn/vac56I+yUVgqeJZuUvJIyNQLYlVagxt/cI7ICMEpESGBdYrY0CDuUuobxB/p6umrFMFMbNo4GmynaOGFRWVmpLO+Sng3lmv5NlRlGBflIucOhsxN9PTy0sT23uEJZH3ZvafkYR8NKQqRjg1ANTCzI9cL8le2Rtistr5BO9YNl8f1DXHU12gswsIZFvTBzu9qMwUJReiLY2bAvS+45raV8V2WkzeuoYZJmvPHLtVrnI0gdCaQaUbCS6qP2Bvib9ydNSWBEgYogyMC0a3DOOmC3qm4I04UV+ni46yaA4IdpdSZ1P4dDa3SwV8Zd0ZdI715yVpH+HgOCuRZELFZ8sSJRLuzm7Dfkmmij+Hxpgnz6e4K0iTlyQAQw+NfGOcd1MXcRcRHPg/flnjOpA0ZNwPT1dDb1A5xuMBiAPXN/uP6+zSPkvxd1VvZoVKWkkw2oKaP2tc5bhCkDFL0ofm3YOBrsoGjjhAMCjXsnbZTHpmyRSav3yqfL9mgta3l8hgaBQB8vCfTxkNySMk31DWtdV1kFAad/83DpXD9EbhtWfU4fzi8wpjM6OtOZOUXlkp5/qNbHvMEgXw9lRTTLwz54T1Klnp6YclfqQg+DI0BRn8RGDUUkAZTzgKHVBmqRuUXl1cQvVsCYnj63g74H9TJAcKPGR6BNyy1RpmbYEqYA21Ly9HrNLEDUnrSVINDp3DBMFmxLlVcv6qzsmu+9XKXkJHj9Hn9QmSLpWwATxTqPmh4Mc0asc/wUwXpAi7pVxgLFGtSem771sPNXFyA3p0CGoEVwIr3J9Tx7bkfJKiiRq/o2UWMEhDBkbxHd4CV7Vqd6Gqh3ZxToJgA2CZPna0BbDa8BBPqWkYHy+64MZekmfUoaFnBNR3oGNmwY2EHRxgkHamBJ2YXqFJOYWSQLt6drWg+m2DgiQFOmGfnF2tLAaKK9mUXqx3lWpxgpKHFowDDzBE1NMjWvWE3AS8od2rP4wRXdlQ1h7E3QwBUnJbtYvUEJFj6ebnJGh2jp1zxcJ79Td+vSKFzVpc/PiNOggWKT+YykUFnoaX2oCdKvTKGHQSFuqQ0EQJgSzNSjirmS3k3LLZb03GINTtf2b6rfIxic2TFGhrWpq8FjUMsIeXn2dtcgXNoiCN40zZsJGQQRUqLdGoVq6pG6KMcY+vJCVd/CDEkVw7h8vDy0nYR+yJ5N6qgxwoM/bdK2kBdnbnMxWcRNpDrN+SP0IUCR3sXizjBRfFax28OtB6Nx7nmIn6cOah7Xq5Gmcwn4vCfmBxz38o9XavoVwD6NsQDKU8RUi3emqyk8NV3aWAwwMTBDjm3YOBLsoGjjhAN2bDArZP5MKKAvrnezcJl8c1954bxOWiPcnpKvgSHIz0ubyeuH+YuHh7um46jbmWZ0AhIpNY45qFWkNp1fP+hQOwKLMswQDGkTqe9DyjI6xF9/z+FwU2XjgJZ1lXVR4yJgwETpk2OOIb2RZ3aKUZs4A4IUdULen5aKIN8jl/dhvzBj7MxMK4G2JUQGysW9G2tQ6dQwRGdAMr/QBAmmcKACpfnf6EuZ00jaGZaGMTcslWvKKiyTFQmZMn1TstZFEfI8M7aDimWooe7H/cWN962UorJK3VTAkqODfZSFI3L56rreek4wS1gjQR5WeNd3GzRoXvmp0wrvgm4NlBV7ezjPk3NhAHG3xqHak0nt9ewu9bW9hGBJIIOVc/0MekZNi6kB4GfmWZJ2ZfPxxNnt1IXnxi/X6JQPNg+wf8wcnNM3/j3w3O+bvNH1mbJx/MEOijZOOBBAYEFgR0qe1qwICFi3wXJII7aLCZEN+2h3KNO0G43z7WOCVX0aEeQjI15dpAzGz9u9Sh3poe0DNUG9yrilEChvHdpSJ0pQxzuvewNZuitD8qtmOJLmC/Pz1mHEJl3H1HrQqcZYI1KUpFdhQfitUi+jR5IgAhO1KlapLTJnEAZsQLCgjw+BEC0UtG8w+Nb07XHd1OzART0aatsJqV2YHddxaa+G8v2avdrIjmhmeJtItZij0R8mDQhQAHZXUuHQNGjb6GAVM3FdBPWHftqsgQ5wD6dsSNLaqPGQpQ5LqhPnG9K5nOusLSnSv3mEOMRNmR9tMvQ7Gps2TBeoO67aQ39jiXSqH6K1Q3xceRaPn9XetWkhnUuLBa0tMFpqjYwHS8opUuOEoW0i5YEfN2lgvnlwc32fo4G07XUTV6tP7d8Bul9OaxfpYuk2jj/YQdHGCQcCCMNls4vKtMa0JjFba1SkGGEOxaWVOrwW9pdTXC5tooPUkmxNYpb6e9KLSNsCCyu/FxPqp7UoXGNqApGKFagZCV7Pj+2olmmkHE3bxPRNB1TEY0DA4bjm/60I8/dSqzlMBPA5Bc5xS+Vau8ssLFGGCDjP71btk1EdoqvdAxxaEBXBgmAesCPTToECllYRIzIxtdj/jGmrxzuQWywXdG+oga9F3UBN+3K/ejTBqNvpLMO9RDULqMUxbJjaJCpYmuHP7hwjF/VooL2egFFTi3akS2mFw1W7w8Ac5hYd7KfjvAiMu9Lz5cGfYjX4k/rt0iBU/59UNSCQTd2YpC0muP/gHYvqFnb5xm+H7OkACt2LezaSSz9eoe+Jm8/nvyfIaW2idKTW1Z+t1k3RJb0aHpODDSl4njnn9Xdg4Y50+e+cndUs9GwcX7CDoo0TBtTzvl21V02o37m0m84GZIRSt4YhmoJj0f1xbZIySRZKBuEGeXuqnydN7Syg53evL+9f3k1uHNRUvlyRqIpUlJ0shhv2Zh+15kRaELUlhgDM6PtgcbzcPMSpdIR1wmasybmEjHyt4U3dkCSP/rq52rFgjs0iAqV303CdvThx2R5d0JfuOqgKWhx5aMoHBEfOvU/TQ0wWJkkKE+aESOiTJQly01drtRXDnA/K3MyCEvmmyiWmf4sIaRjqr640MGZjkcYkEfoVqdNyXtTm2GB8vHi3KxULA6MhnvTt/aPayNV9m0jdIF/dVCBO4nxIXxJcMUTndW/P36ksD8ZGkL2savgxTTNX9m2s9UOCAxsUUuHURMH8ran6HLMLyrT2SZDFjJ3X1hzoyzXQ4rHsweGaskZtGlXVw7loe7q0qBsgC3ekqRHDsYB66xsXd/1DRvlnQaA2rjxkGYzC1sbxBzso2jhhwPDedxfs0v5Bggw1pxu+XKN1rFuGNFMG1yY6UBWZ9MAxhR4BDZMlmNCADyoWa8xV/Hl9sqbIMvJKNG2KmGbdviydsGFQs4WCBn8EOyzeXRuHqtk2izKLHIHkxQs6KVszYM4iqbsG4f4yrschhxUDeub+M6adBnumetDMz8zBm4Y018n1tFg43WYc8uKsbVrfJJ2IqTYCk3uqpk2w4J/ZOUYGt4rUwAcI7izATOdgwDIqWFpE5sQd0MBhWNOyXRmassULlDQpgZ9zKit3aCrauN0Q5GBwgBro7cNbajsLxxr/2Wp547cd6p5DUKVmxnEIqKSaqeNFBfvo9cI88VDFqB2c162ButswWQPjdtBMW1EcGnAJ+qQaD+SWaI2y5ozF2hg9zJlngqCHUV0vX9C5mp/qPw3ET59UBUUmn7x0QSc1pbdxfMIOijZOGDx1dget/yG6wKeUheWHm/rpwvnGb7vkhkFNtQ517cQ12p5BzxtBioWddCUpNANEMQQhWhEQwcAQVicclI4NnGk/7NrKajjRIDDBJQbzcQQya/dmaWBlhBQ1NBZvFkAazgHsiIDDYF3EIQBFZE3w8071Q9XN5eEx7TQdC2v8YPFu7Tek1vbTLf3VbIAWC1OnNGDqBTMkERgZwLxgPLRhLH9wuDq6IAK6pGdjTScaUN+jP5Ggwn0a8OICFa5kF5XKp7/vUQYNDuQ4GTQKUbFMvKAmiBgHlSuTNgBKVeqLtEsQfNHT4D/LMT5ccoh9GhB8SZ9OGO0M8rcPaynt64XquZPuffOSrso+AQyWOuKF7y+TdxfuOuxewlip6WIdBxM9rX2Usvof1jrHaf0RSOE+O2OrS637V4DPgTEkMBsB+kNtHJ+wg6KNEwLU8sZ9uNzFWkgdwnJu/XqtqiI37M+WhIxC+WFtkk5IuKR3Iwnx99Ya39y4NF2kUWIaMEAXgQnimwd/jNUxR2M61dcFF9ZIipTga525d/OQ5srEYDyk6n6LS9XWAcDEehZ96oqmN3Bnap48d15H/X9SmbDcCT9u0kBpBSlHAoW15kWq8I1xXVTMQp+jwfC2UXLH8Ja6+NdWlyJYYRQAkzTsiZ7Kz5clyMh20YcFJJxeYF+kVDmvJ89up+yXpvqJ1/TS46ih9pZU/d5vW51BFCu6qZucQqEvr+ul4hsUp6Bm6nF6bIrsy3La6ZHyrgk2AR9e2VPbXgyoXeL7io+sCVBc26jXF+s9IV3u7+VsqzGm6rDDn9Y5gx8bpYfOaCv0+BO0UeIeC7hnuYVlKhCqDTBgAid9mSP+u6iab+2RwPWZgc0GbNpIqdb0nbXx78O2ebNx3AN1I+0PtDgw0V0DpBo+Y6DmJrtS8+WtS7poepB+PdJ1BBjEJ9TozuwYrQN4CVYPnt5G1ZUoMpkbSFP9faNaqVK1S8MQna7g6Z6irG1+XIK0ig7SXrracNfwVjLy9UUS7Oup/XvTNxVqmwL+oIBzMO40LJ6kAz+8ort+n/5EfDwJ1gSTmkN2CcjahlBLbyPXde3nq7XR3mppBubFpSkrpuHfAObHdcFS77YwFkDalGDn5+WhhuKIWgDMl5QnwZfU8LA2kaqcRGTz9rydugnp2yLCNfqqcZ1A9SKtDfRqMloKscz3q/fphqY2iztSqyZow65wKWK6idks8P6kxW8b5pw0YmC8YwncnRqE6L02Y6NSckq07vxnpmI8cXaHI853pPZKcEeVTEr6sV+3KJP9M+DZXzdxjTQI95PhbSOlYdVAahvHB2ymaOO4hpP5bNd6IcEH0kBgY3r7J1f3kifPaa9tCMz1gwkNaVNXa4czY5O1Pnd570bKVJh3WFhaIZv357hUjjiooLikVkV/IqnKgtJy6dooVFkTjJDU6pHAYvzlNb1lVAc8SgM1bYhAxkxxoOePNgdAnY4BwmaBh6US3KgREpSOFTBR2jCePqeDBkTqnsw+5FwY8UQ61JpG5T3S84plwqjWcmWfQ+bbvNaIPQiIMDMYFecIEDPBCAmIDDSm5YN+R0QzgX6eOo3ErYrkbDuQqzUzmDgeqfsyC1wMCoETvYJZ+bjfRDgVuVGHDwSGkV87cbXraxr/CWSm9YbAXuFwaGrVBERYPb+HaThgTiaK25u/WudS3fJcYZZ/hpEZ8/CawB6PQdDUa99fFC8Nw/1co73+DBCEjekUI2d0rCcBPsde68RkAkWujb8XdlC0cVwDppKQXqiLPvZltDiQTrzt2/Uy8jXnBAr6AxkwvCs9TxZsS5d3LusqXyzfK7O2pOp4IhSLONWw+x/brb4raFDHwrfUAKHJaxd10ckLX6/cK4Vl5XLVZ4cW6pqAyREoYIAwOtSY9AYy7mjrgRxVttYm8KCZnMBMWo10HbU3AxZvaxuF1FCzztlyQBvwTeBF3YlwBVeaMH9v7bPzcj/0zxq3nzFvLVUrvLsmbXC1WFBvY4o9qVGMxGGsVjABg/sxqFVdneQB2CggCiLI9W0ernU+3o+5lQx1NvcENkg9VJ9fRaU23X+3Zp8UllWoAXnfZoezXxxvjJIXEHxRwyK+4ZxfmBknXZ+aq+IZA865rNKZWuU1ZBRIb5M/gGkCUswMRv7/AkPzse8u0/Qv7DUm2Fdr1hgd/FmweSCb8OHieE0PHysYLo0Jgo2/F26OUzipnZubKyEhIZKTkyPBwbYn4vEGPppnvLlUIoO8dUdOEDmjU4zM3ZoiBcWoGw+pDllsqRt9tHi3ClI+WbJb63yMi0Kdij0atcVptw+Qr1YkqpcnfYmIHjCZBiykNJcTbmhyp55GEzxB8lixN7NA7cjw+qSHL9DXy9VEb3oF6a3kX521vgcrI7jSoM/ibiZtULsb2rqusjiEJTCxgS0i5O6RrTVNTNB49cLO8tS0rar+pH6I4AemxwaC+Ye0amxKypYuDcL0e/Q2IvzgPUnv1uzFtN5/+vyoLYLnZ8ZpMHfOVMRFKEK+XrFHruzXRIUts2JT1Jt14rJEef3iLtqTCGCzTCqx1gxrYtgrC+Wz8T2VkQJqg9x7jBg+WbpbujQMO2pbBRsjrP4QE+mIqqJyef/y7spiF2H7dnpb+f+AzwaWd6iT6dHEWcffy1NuHNzssA3FsYLzpC5ti26Or7XbZoo2jltsTsqVRuF+6t5CHfCcrk5VI2lQZPyoMFFZMrLJKEUJiCZt2C7GOcAWUUZZpUNbFGjwRmmKfyp1sp+qlKIwTkYxUbN8YuoWZaWkJ48UEGEgCGlqgmG/1MxuHNRMfotL0wBHcKFuyO98unSPpuasAZGf03KBShPBi2GypEqfmbZVf496KIEFEQtOOoDUIWpMjkUvIz8naCE8QQhCsCMF+eDpbdWJJiWnSL+/Iv6grN5zUNtUSJ0eCZzn5+N7ur4msGC2ThqWoE0A//iqntKhXog8MWWL1g2pSU66qa8rIAJMDo4WEMH8+4a4AiJgjBdiJ4D6loDIfSKQ1Abqe7BePgecI+Kcc99ZKt+t3qsetP9fwPj5PDC/kg0P9+LOES3/54AI+F07IB5/sIOijeMWTGEnoJEaG9U+Snam5msNDnNoGN2gFhHSJMJfazyfL9vj+j0WT9oi1u/LEV9PDzW7JtWFMIcWCizPkO37enu67NSW7kpXhkVwQfRCXfFoQGmK+bQVMAlEGNQLUbMibMHnk1rlQz/FqoE5DMMKVI6cPyKUF2dt1yBGzYzULqzn4yt7qGiEBR8/17tPa6Vf3z95o/qW9qpq6P/oyh4axEhlcu5cH6lMABv85MqemgotLq9UNyBmHPL7p7+xRFkQf2ivqImatTXquXPjUvU41CE5X+q9j45ppylZU5M8Vrwy21kn4/3v/n6DS2mKuQCMnueBuIYWGFS1CKb4nrGWM+lmREIEP1g4UzyoL75yQRcVxPxRQP4zGNk+qtqoKhsnH+ygaOO4hJnOQE2MGhbOL+zWEbKwSDINw9/XU9NkLIintYtWmzFTo2kdHawBMKuwRBdNBujWDfRVYQ1pNhjhkFZ1NfUIE8NBBREIwQcXmtom3lsBa3jpgs7VhCGED+Yrvn1JVx2Ee+/I1sri3pi3U40GsA67c3jLw2pVLPIoGGn5eGSMM81Hm8jG/TnalgAQywxv42x1IOBjWUcwQjFrxCHgzuGttB5XE4y3wvCcMVMZeaV6zZghhAV4aZsFrK+maITXUEOsCazhjB+sESzxDGoyN8wHJvyw0VXHrA2ke6duPKD3/f5RrV21Uq5t/b5stb2jlkpampTweV3ry2O/btZ7DTA0oC0GR6DCknJpHO6vfZ+wy44NQvQzhAk84LPB9JL/D2CznS3pcBsnH+yWDBv/OtjtvzpnhzKmszrHaMpz2sZkZTKYfT95TgdN9WE7BkNctzdLAx1T31kcUUcylZ1g99TZ7V2yd5xDCDiFZbRoiFzVt7H2LjK1nQWfgIsIB6XktQObyurdmS5TcBgkNcVjAbW9Sz5aqeOmLu7VUM+9f8sIV8M8dSjEGa/9tlN7D61g5JRVXYiTzTlvL5Vvb+ijIhZaKYxxAPVJrgtF55Tb+utEDOYTWoG1HQzViz7FGipK1JKgpMJpiUcAgaGRQp44nl5Dd03z0qdI0KOux+ahmSUAYvZNXyPpTRi3FQQyUtMIcugphe1hnlCzN9IK1L17qn7PmopkA8SGBWGNn5entn68eXEXPRZDhFEGg7O7ODcwMzYdkAd+ipX+LZyzGzFmQORzaZU5O+dGa8iRZlbasGFgM0Ub/zpQlr69YJf2gNG/dfrrS2TB9lRZl5gtS3ZmuIIT/YKBvh5SUl4u4/s2Uf9M/mzal63ptWYRAbpYEghuGNRccovLNWgwQSHQ21NW7zlk4bZoR5rK6qk94t5CvRE3HPohCXJnvrVEU7XHCj8vd63lkYIktchgW9jNF8sTtXaZcLBA+wePFiDaV/liIgKi1peWW6qBhykQsF6MzQkO/VrUUeENTKi2/rtpsQfkx7X7lWlaQcAltUr/ISOgDhZgyF2mNT/OGVZKDyiMmwkck1bvk4Xb01wtLJwD70ed7r2Fu1wKT0AAv7jKXIF7wHvRdoAi92ibITYnpCNr1uawQ+M5Upukl5RAfO/kTeomxKaIlDTPCcESIpuMgmKJDvaWtYk5+ixmbk7R+YkGsPRvru+j9+1UAyYBGA2wybTxx7CZoo1/HSxUn17dQ95dEK8CmLqBXrIqIVuZDvMIWZSv/2KNNmbjYzp9Y66M7dZAXpqzXf4zpo2c262hLNuVLj5VDdcwJVKBM5bv0f5EFtz80gq5rE8jZTGk3BqE+ikbiUvO1bRcRJC3EK8w1MaSbYz2kB3+z4NFHD9TmMePN/fT7xG4HhnTTqbHHpCbBjdXIRCYGZuiZuOQNX6PHjvUoxiWk4Zj4QcEIUYrEYhITd79/XpNwxJoqJ/ml5Rp2pj6Kr9nFaTUBmqX/C4bhpqYMKqN9vtRy6NGm5xTrKpdRDukbLnH1FYRMBEoqdFhBg4IygTFr1cmypak3Gr1w9fm7tQAhRCGvlHqe9zXu6t6CGvDjNgU+WHdPp1PySbGGB0AlMF4x8Jo2RhxHtRN92cX6v2DMX+/OlFt6Bh3hdVenUD+ILIql4+u6KEbEAI5m67axoKdKlixO1MzJrQI2fhj2EzRxnEBeuJ+uLmfLLh3sLILJlu0iQmWke0iJauoVANkQXG5socRbaOVVcIC1+zJ0gBw/+i2GphMHyDMb+7dg3W8EsGPhZ3pE0a8wVBeGv8JYEy9JxAwVopaGNMzjqQsxIictCJ1TitI717Ss5HWwehdBHed1kqFKaQiMaX283KTedtSZd3ebFe/HWyJaRIoTZHnY1TAKKbZWw6oofn3q/fqpuGKPo00wNYEv08jvgFBCcaMuISghGDHClS73Dt8Y0MCsMFz6LBf7Nrm3D1I7h7RUs7sHC2v/bZDHWo+WpKgQ3+BYaXco1cu7ORyjQHMCGSTwD3jGSGKIaAfzUkGsVJxaYUGQ2tABARE/EppG3H2XxYpo1+dkKkp3A8X79ZNBWpT7kHTCH8NoIiUqM0yy5Lm/gd/2uQa33WqgvaY6XcMqNYaZOPIsJmijX8NpOeou5EyDPf3lu/X7FPnEvrgCFKkzdjlLt6Zrk32pMMeObOtxKXkyS2DW4gDz9O92dq6MaBFXQmpF6zpPhZG6kekLFlUsYS7uFcjHexL0CI1+dnve6RJHX9ZvDNDFY+oOH/dkKws58KqlofagJMONT0mxVsBE0EZSf0QVgOof6KSxAybBRwGiGCIkUar9mSpQTmOJjPvHKRzBwkim5NzZM3eLGVF9KW/OneHXNi9oQZTI6YBpHbrVFmsWQUyBCWs2FCeIm8hxWms2IzaFVELFmqT1+6T1lHB2vLCPeB3m0cGyYqETNm0P0fNzWG41inxBFkCb8caQ5PZyJCiZJMBq+eeMyHjSCCw0taBIhbz85qgdYRn+cqFnXXyBiwZgRFBfVd6gTQO89epIN+vXidnd6on+SUVqlZuXjdIW1sA14fzj7lPVhEXnxFqjuY5Hc9gk0eGhHrx/wKeK5aCNo4NNlO08a8A1oM59u3frtd5gh8vTZC9B7EHK1MBDQs76bi0/BKdtP74We3UGYXWCxaJ3s3rqDNIu/rB2vT+3qJ4TQk6x0EV6aKbeLBQ06WoSVkoaewP8/OSiopKWbQ9TYUrNPMjtiFFi0MLytaj9Z6hsvzuhj666zZG1AC2si4xU9/TCmphiEgI/Khfv1qeKAWlFRqQv1+9X1N7LP5PTt2qcwFRocJ+8XQN8vPS68ZqjSBF07hUBTo2EABW9vsu5wxFkJpTpI383EfuQWRVW4bBuV3qqRAF15fzu9XXFCMB6IEfYzUw3vzVWg2EU28foGOyqDei7OX6sDljs0LArgmmZ2CuTgqawcsPjm5zxHvIeV328QpVmtYWEAEpVfxRiW/jP1+tdVVSpOF+3ioQYl4iqtXT20fL1pRcTWfjXwvzfX7mdg3oz5/XSZWoVhDg+z4/Xwa9tEBOf32xDH5pgfZ6Hs/gufNc+Nzb+PthB0Ub/wpQAeIGQpoTZogFGwsYiy/OM+zkqRchrKBJH2Puy/o2FtT9oX7e2oSPtygDa2ETsBdSrqTZvl+zX+coUh/877gumub7dvU+PSaLIlZvzAGk5sYCjQqVmYdMvsBImwWemlZt4PxoqEexaUYlAdSYV/RtovUuKxCcoOZ8f2G8rEg4KI+e1V4mjG6j7IUaHZuDID9PDUKwTc6RpnXSxQA2Qzq2f/M6kldUpqpYrnNQ1SQKmB+qUlLIIDWvRG4Y2EwGt4pwDRy+67v1rvMhnUn6FDOELcl5Wq8jCNJ4T7Bevzdb3Wq4D6RUSbOSLr7/h0266SBVWzMlqvZvGXnyy4ZkFTqhFmas1pGAwtWkmEFKbpGaFrBhgIWbYN+hXrBkF5VJq6hAtUVbmZCpNU+ukc9MZn6xptBzi5xB7dYhzdUUvkGor97H2iz2Arw9dXOF2IjrQ8jjabHFOx5BpqFP8zoqArPx98O2ebNt3v5V8PH7esVe+XpVovYSkiJEpYkIBKY0uGWEeHi4K+OBOczZnCJPTtuqaUhqgk9P26ppNNJ6wX6eMnnNfrmidyOZvG6/CmBeuaCzLuxI9IvKK1TAAvKLy1RIgwUZadmeVU3wBBlqaHHJOfLhVT2qTWMA1CMf/WWz9GgSpg33pGN/urlfrapSRlvhico5kkYl5QpLo5WCUUuMjDIgEFvTY7BBs6jDemhsP71DjPyyIUmePLu9ywwcFebm/dni4e4un1zdU+8DPqj8nPtISpY+Pfo2YXqw68rKSnlmWpx0bxKmdUeCuXF9yS0qVaEKrRSkGT/7PVG/T58lXp3vX9FDg4kVj/+6WQU7b17cVf1KH/55szxxVvvDXlcbYNAEWzYPNw5uKs9O3+aaOsFQZ/oo9x4sUmZLSviMjjFaZ52+8YC24ozsGCPBPl7StK6/4MPg4+mmqmU2PbR6RAT5HPfp0WMBSmkCOapmG2LbvNk4eYEijh5DamQ0e/OBhAk11d44hwxpEykPjG6jdmsEUOqE/VvUUWcXBCgM14U1MvyX2YCYay9LOKjsZXibSPl5/X6547v1csZbSyU2yclCYIekK2EjecXl2gNoAGNloX7inA6HBUSAhRstItS3SLtiP1ZbQFTxT5WZNSnd58/rqIwUizXUn/TncT2kRkndvjArzjVZAun8t6v2uo5FzfSKPk00zYc7D2wO9G1WR0U543o1kvcu767fQ0iE6pXguDezUPq+ME/TwVzTuA9XyIa9Wa4BycnZxWofh00e4Fxv+NKZPn1r/i6tNSI44k9+abk8doRAB/OFzbGhwff1nUu71fo6hDUvzNymfq5mTiXWdCh2Hzurnfy6Plm6WfxNGavEfEw+D1+t2KsB8bav12rQ53w2JeWoivjdRbtU2PPgj5skItBXAyLgGcGuDWDZMHMs6ayp7+MVBHXYIc+De2QHxH8GJ/4WysYJDcQR2Jud1jZS03ekQfccLFQDbxrtezUJU3NuFgfYCwyIlCspSdiXs9euVOqW+GirxLgeDVU8QtqVkUyk2p4b21GDxAeL4mV1wkFlR2bgMOzUyPVhRniQIsR5dvpWFecwVxAQ2GjERxji9MH0U1EJgak2oDDtUD9YJ82zmHPuBDSa6gniBDaY6o1frpVPruqhDeic/wdX9FB3mdaWWpsxwqY+uSMlT88BEOwIKtQsH/hhkwYPghFsd39mofZ0Xtqrkdqv0dOHghXWif8qnps63LiKuXLvua/UELku2joYqWXAonwkcB33j2qjwZ02DWMvZ4X6lpZWyM2Dm8uI1xapWTd9pzjPGIcYWLWZAwlznrH5gNxzWkt56KfN8vIFneSDhfGSnFOigRB/0+hIXxVaoTp9dmxHvTaD5KxCWbb7oNwxvIW68vC5ufWbdbop+eq6XvLz+uRq8xuPR7w5f6fWSpl5aeOfg80UbfyrQHVKj15eSbmTCXm6Kxsjp48N29rEbHWveXRMWw1ENISj1Jy4fI8GGYbqkp6kpgfbnLIxSRbuSJPrBjSTlNwSbZPA2o26JMcmuBFEYJXgop4N9fs0u5M2RUBDDQcV6pfLnalDI3Yw3qCksRIzC3V+ImOXagOzHJnv2LlBqAYaWCl1VAIiTAenGN53zl2DtLn/rhEtVXkLaLrnegxyCsvUooxaH8OMYVowUQI4k+ipHY7v10RrfbRxtKgbKPO3p6lyF1bIRuOMN5eoIGdVQpY0jwxQ8RHBC4aWmFmgNUw2GjcObq734T9VdnNWwDbZUNQEKWUUsARHkwJ2PotkdSmCscGIOT9aJdhI1DbxgmyAsXnD/s7P00Odjno2DtPAifKUzwCpdJgxmxM/Hw/1qmXDsq1qDNjzM+LUl/bB0a0lIaNQ22gANWRSxtRzcRI6ngMiIEPy1Nkd/u3TOOXwp4Pi4sWL5ayzzpJ69erpP/Rffvml2s/z8/PltttukwYNGoifn5+0a9dO3n///WqvKS4ulltvvVXq1KkjgYGBcv7550tqavV/bHv37pUxY8aIv7+/REZGyv333y/l5dVVYgsXLpRu3bqJj4+PtGjRQj7//PM/ezk2/mVc9slKZYXU/EiHjmgbKd9c11fHILWtF6zpPYQt13+5RtsVAAwmOatIWRfrGiyABXLyTf3UNLtX43BN5d0+rIVMXrtf7pm8QT5dmqDpM7xSaVHYnORMQQIYBoGSxvn7RraW87s31ABiLMF4f1otHj+7vbw5b6cGGtK0tQ2iNYCdRQf7aO0QRsR7/7o+SdWmsDTELpgM3PLNOj0OKVJUtoAA17nBIQl9ck6R1gRR6iKQWbIjXSIDfbSmdtvQ5lrjXLsvS4MWm4vL+zbSXj3YED2YsC4mWTivO0fTptTlXp69TYVHMHOrKMXUOq1iI87/25V7a02L/rR2v2QWVO+HxJCAmuqVn6zUQIYoifei6f7CHn+cBry8T2O5dlATPTfEOzBNmvTZ4FBrXrorQ2cZto8JkdmbU+T2b9bL09O2aHDkOjFK6NwwTG78aq0aFrABYcLIZ1f31M/LiQA+Q7gW2TjOg2JBQYF07txZ3nnnnVp/fs8998isWbPkq6++kri4OLnrrrs0SE6ZMsX1mrvvvlumTp0qkydPlkWLFklycrKcd955rp9XVFRoQCwtLZVly5bJxIkTNeA99thjrtckJCToa4YOHSobNmzQ97nuuutk9uzZf/4u2PjXwE6YlBu7dxa+ED9vZRODW9XVNGBUiI/OO6QPERcVAHNgCgTMEmZC7cykE585l+M11nQl9UoEK94eHrL+sdN0QW1fP0gda8y8QvDb1jR5efZ2/X9qjQQX6jjMaFy0I11n+t19Wkv9HkzptPbROtG9NsBqMQcnmNNb9/pvO/T7sDkWd1KcHesHuxY9/FnB+d3ru8ZU0WJy8YcrXBMjSCnCuBiYDKskJUyPJn2Xs7ekKgv+/Pc9eq1jOkZLq6hg6VgvRMUx+7KKtF9PVavuoqpP6rEERsYgwba5Z8ZL1IB7T1uHATMsL+/TSOuPMD8DarfUeZl7adSuJrBSR8VAgRouaV5GbeHlSmqY4xtwbeZaDVQZGuIvD5/RRtPK903eKBf1aKgbF2qYTEjRYCkizeoGyEOnt1aPVkwVGB8WHuijfa7PntuhmoG37epi4y8Piqeffro888wzMnbs2Fp/ThC76qqrZMiQIdKkSRO54YYbNIiuWuWcXoBa6JNPPpH//ve/MmzYMOnevbt89tln+nsrVqzQ18yZM0e2bt2qgbVLly76nk8//bQGYgIlgH02bdpUXn31VWnbtq0G3gsuuEBee+21P3tJNv5hICiB3aCe7NwwRGcdPjM9ThvoTcM3c/lIuS3cRuN+jgY67MhIPdKr+OvGJK39UceCVeDvCBBqfLEiUS54f5kqFs/oGK31K9xqPN3dZPqmFO0DtJp9k8pDNIOwYfKafZpGxJ2Fnry35u1U5oHZ+NcrEpWtBPt6aLoQ4YgVBAgEMtQTYbCw1a+v6+Nie/TZdagfqsH7jYu76t/dqvroCE68F2pS2hLO7BxTrfUBdxlmG17Wu5FMurGPBjlStNT/CLIDWtbRNCKCF66B41CDJBXcpUGo1Anwkv+MaSdvX9pNAyJqU1pZOIearQtsTrj/CKAY6/TLuv3K0ptEBGpKFLZLPY578OO6/doucd3AptXqoPRzYrjApsLby12bz8kEUF+lhvzL+v2u1+KjatKmVvD8YeWodvlsnN4xRtOivPfT07eq0pXULSn2ZpFBOrXEsHfs9KiXMsEDr1Q+HzyvTk/OVrZvBaIfrunPgJQ0TJha7T8BUusw+5oORTZOgJpiv379lBUmJSXpP64FCxbIjh07ZOTIkfrztWvXSllZmYwYMcL1O23atJFGjRrJ8uVOQ2H+7tixo0RFHarXjBo1SmW4W7Zscb3GegzzGnOM2lBSUqLHsP6x8c8DwcvG/dn6NylB+g1pKmeBRxRBsCQI3TOilaYLC0srdYH7dUOSzNx8QB1OYB/UAbFxY6wSrADwPYLmixd0UvaHCTjT4AFenvS5zY1LURXkIz/HqlCDYMmxEeYw7xBbMYIm3yNg445Dird+mL/WEwtKKtQ8e/xnq/U8AAIOapuwUWqhsErrMk+LCcdsXMdfF24CrxX0ZM7YnCJ1A73VcBvGXBMcG3BsAkz/FhGqpiTVDBMjmD7w42b5ZmWiToyITcrW1CV2ecPbRUvzKrszmvYxYD/SwF7qpw//HKuCn5u/WqcqT2q0AKY2tE2kTFyeoCnou0a00l4/hu4SCK2jpljAeX7dG4XJo2e2leFto7SWSQC1GoVjakA/JkHGCvxeqe3SisOmCCce6pHYvRFkUavSHzmgVYRa2xEgDeOcueWApmrNcRBN8Vzp7+S6TRB86KdNcsOXa9Rl6M+AdPClH6/UNPg/AUZjvbMgXntGbZxgQfGtt97SOiI1RW9vbxk9erQyvEGDBunPU1JS9PuhodVtogiA/My8xhoQzc/Nz472GgJdUVH1HbzB888/r70t5k/Dhke2obLx9yE+vUCDHEKQOv5emgpFaHJWpxhNk7E4UlPDpYYGd5qtIQCwHxbQ9vWDVegCC/Fyd9PvEzgBilT68xZsS9c64aQb+yp7Y1IGrRwEQVgZwQf2dtVnK1XKT2vHvG1pMq6nc+o9wJqtVWSgngujpZi3GBHgrYF2dPsYee68jsoGEw8WyFsLdmr67rxuDVTAwgJMMDHALWdXer6E+nq5BhsbENioyZEGhKFRrzSDbAnyMGtSxWe9vVTbPMa+87v+jBQzqUEmW8yLS9d0Kayvd9M66mG69IHhmsaEYWE9Z1gUASHU3+uIzj0oTzvWC9b05JfX9par+zXV9LY5D9xVSNv2b+FUwVpB+hnQE8nEE1pcYLzt6oWogvjJqVu0rkkLjQEtH9M2HqhmJ2eEJoiVSB9z7vSd8rnBxxYzA54jm6eKCocGKSZBGFENI8Twf8UFBuUs18ofejlJGxPwQavIIBnZLkrbP/4MeD0jrJho8k+A9yPrQZuQ7WxzgrVkEBRJg8IWGzdurMIcRDUIc2oyu38aDz30kNY8DQigdmD858AunpE+NLyz6BLsflyfrHZrWJ1R56MGhCvNa3N3KMuAUU3ddEDrjigGWbCX7MjQtBo1OGpH1O9wrgGlFfR0tdD2AgLCF8v3aMvG3ZM26ALIrEYYE+bbZ3akV1CkTpC3DgXGDzTI71CgQMhBnY4FmcWof/MIZYqwDeqeJvVJqg73lav6NXaxPhgOLjEGmILTNjC/ipFgKHDPac4JEnimwlZpWUD9ahXwrEnM1KB/w8CmUifAx+VFSuqSa6GXcMamZE3/MsCY3yW9CFu+9KMVOrg3xK9Uv09QpyZJrbDm9HieDeKV76v8aAe3jlSGZgVqV+ZC8kyoF9Y2b5LJ9AB3IlxYqMHSMoHYaE9GvtYdUY9amTKLPKYEzHS0wur16ryvlaoWvu3rdWoAHuzvJdHBfnL9wKYybdMBTVk3Cnc65eApy2eEIPnGxV2qTRZ59aJDw6HpGaUma90gILy69vM10iSCmmZbbRupCerB941qLf8UyI7gX0p7EulmZoQiJDtRREOnbFCEoT388MPy888/qwgGdOrUSYUwr7zyigbF6OhorQtmZ2dXY4uoT/kZ4G9Tg7T+3PzM/F1TscrXuBugeq0NqFT5Y+PfASmyR36J1ToXCxGLfd9m4Rr0SA1e/8VqDR60HSzfnSmd64eoRygBg/ogaTqC2WO/blFWResGi+myB4frsRgTRSr2sTPbuRZUFg0mMJBaRPhCjx8pVBZ06pd4ijIU+PqBzTWtRhAa2tq5sBNICNBYyREESdsRgGFmMErYH6/hmCy6JkjwN+zMCtgjf2Aowb6eEu7vrOMRdBEK4fUKewPUSUn9sgngnOijXBp/UIU/9HMSWE0vIPeSP9ZASqsBYiIEO87Wjb3SqX6I3md8Sfk+lmkqGqpqKaENw6dKoXkg29luYlKgWLud07m+OsPAhhmmXJuxAYD1G2A3Rx8qKWnaNRBMXd3/0OxErj0pCwecWO0l/aMWCSaLkDa+e2Qr8XRz095KAi7PmmBJHZY6M4wWaz+Umz/f0s91bx76KVbrx1aRFJ+BmiIfI3xC2MWzgXEeD2CTh2L57HeWSp+mdapNKQGUq46miLbxL6RPqRXyx72Gl6CHh4daSwGENV5eXjJv3jzXz7dv364tGH379tWv+Ts2NlbS0pwja8DcuXM14JGaNa+xHsO8xhzDxvEFFnca1ns2DpetB/L0HzD9iUxbOKdzPRndIUrG9WgkaxKzNAU6YWQriQrxlR/XJWkLBjZgAKHN2Z1j5LoBTTVVyAQJRCBXfLJSG51X/WeEsihqW6QJCZQshOy037q0q6btEIuQPqVX8M1LuqiIA3ZAne3croemX5DmpLl+Z7qz/400INfh5+2pzi8EWUCaEWXosQwlphF7RLtoZXgwPjw/CQ60TMzZkqobB4K9mcIBW6OOx/XQJ8miZwIZ4OvaFkJNozYLl7M619deRO7NQ2e0VdMC7v2UDcna02lQUFquNcFLezeSe0e1kSembFWPUpg5vZYwKoQ64EgBsSZQBsPwSX+iBibVawIiAQ7GQ2332oHNNL1aE9QIES8ZXDugmQqE2Dit3JOptUBqgoifAIwOcc6EHzZVuz8GfZqFazregBQv4hUr40U9/MjPm7VW/ciZ7Y6bgGjAM1oyYZi8fGFnl30dGYDRry+Wm79eJ0NfWagM2cY/GBTpQ4T58ce0RvD/BDWC1uDBg7WnkB5CfkYrxRdffOFSq1LLu/baazWNiQgH4c348eM1mPXp41TqIcoh+F1xxRWyceNGbbN45JFHNA1rmN5NN90ku3fvlgkTJsi2bdvk3XfflUmTJmm7h43jDyz8r87ZLrszCvT/sSfz8vCQoa0j5OtVe+WFmdt1AXz7kq7y7mXdlBUiwcfkmXl/NLATRPA5ZXHGxJngiXBlxqYDGiRZAFl0x324XL5dtU8e/ilWF/UrPlmlvYHUowh+hSUVaoQNUyopd6jyEWk/PZLMXDRgsfzpln7y1rxd+jWsFWENopvmdQN0LNUPa/fp4vrcjLhahxKbhZY+SRhJz2d+0/ohAg1qYfQmwggRoax+ZIQem3mOBHFAyoxrIhUbl5KrtVVAAD6a8pG2khu/WKvMwt/LU/scjb8pxgAIk6jPUt9DIMRQ4fAAL11g52xJkeLyCg3CMOWU3GK9l38V2LTQmvH1yr2apkW1Sl0WNk/a3AAVrTFYp52D58Q9pq6JcOny3o20XcbqoENK/oHTD03ogNkbsLkwbS+AYdOcg3WyCfcBE3KyBycKMDrgunBzos5sMg42/qH06Zo1a7Q30MDU6GjDIAB+9913Wru77LLLJDMzU+uKzz77rAYxA9omYJM07aMIRTVKULMyy2nTpsnNN9+swTIgIECP/9RTT7leQzvG9OnTNQi+8cYbKuz5+OOP9Vg2jj+QAmWHz8JXXF6uri0B3p7Srl6oLLp/iKr/SO09MXWrijOigny18R2RTJ9mEdL5qTnKKFmsKyortXZFShXxRmxyjg4ghlmSKiWYwigZcRTo66npu037s+Xaiavl/cu76e9SuyMVR+D7+KqeLoUfacXzLHUaakcTr3HWughUFQ7REU8sPIwuCvHzdO7U20VrkCKAwcTovTP1Hhr/sezq0ThMlZu8L+0Q7Pqt8HD30KCN6Oez3xOUpVArBL2bhMvnV/d0MZ+dafmumiZ1RuzusIozYDNAXRM2S+vCLRabNjYH6nLTMVrPnd7DS3o3ktu+Wa8tH8t3H1TPUNKZG/ZlqQnAx1dVHxcFi66tpngsID2M/RoBjvFUmF0zIJp2C9ihAc/NpAjZJMGASIlSE+3bPFyv1xrkQLCft/4xoJ2HZwTzs4JnxABogq45Bo3/DC/+4PJuOroLwLARB70xrqum0AGqVtp1avZ2/lug7xSBGhsANlg2/n+wp2TYUzL+EVz0/nLte/PzdNeGcoINTmavjeuiizcoKi3XtKSvp4cuVliNZRaWyp3fblCmxPBfBCr089GziONMUlaxeHiI9uIR0AiKpJUQSRBMaRJfujNde/boV6MVgH6+mpPewQsz45QpkJqyOrOw+J/VOUYXYRjawh3pkp5brAOKCa6wOZhOUVmF3Duytc4nfPjHWPn4amewpdn98Slb5Imz2mldDVXr0UBLCt6lMCAYHira52fGSXSQr4yvIZAB1DjvnbxRFt0/VIMcdda03BIZ3qauGqrDvgigBDlUqDBX2k1uGNRcGfjbC3Zqszy/Q2r2g0W7pVfTMJmy8YC8dEFHFQ4R4GHmtK2Qhly666CqQ/9XIAb6zy+xMmVDklw/qLm2dmDe3qVhmF5vTXCepEqfP79TrSOhEPCQNTBpdoCJAlmCL6/pJS1qBDDYMQ5D/VtGaM8o4BmSirVa0P2+M0M3NCh7eW9UzLRikOJe+fBw3eAcD+B+sl86VWqKuX/j2m0bgtv4R/DGJV00uDGdgYnztCGM7VpfAxtN1SxmsCyG6sJc3NzcVUABmxjYMkIn3rOoI/QgcH2zaq/MvmuQMskF29I0DUjtilQYtUJ6Hns0DtcFH+ENjeT1Qv1VZIEQwyoyMSA4kzLkWIY9KCN1ONQHlYBHKwLpOyYx0JJAoKB2tmRnmtw+3Kkm5XwwEYA5ksakV7BdTJCM7Xa4Cw5BhkG7ZmMAULfynjSZE8QAaVXrBAnqpQQ32DciGlgodm7cy9Hto12zEJftOiiX926s94v7S32QoEyPI4D9cF30XTKwF6Z+x4gWUj/UXxf8qGA/1zURbBmXBdOzThY5GkiJI+wxgM3gd0uNlEBNLZEMwBvzdoqfl7umqA2c92CXPgOYPywdthgd4qPtGYibaLxH2YoYqHvjVvLl8j1qEACTRjjEpguruJpBkWZ40shWFS7Hs6pUAZkG7hv3jHgTl+KsL/P5orXjeAmKx7uP64kE2xDcxj+yiyXofXJ1D+0fQ3BD2oyZhuM+WK7z9JisDnNEVOPv4+VSjyKK0f40yz96xDCfXtVTgxfeniyAsBkMoakHodIkBcvx7xjWUmcNvjV/p0t1SJ1seXyG/r4VjOZBzGECIs3iTesESGZBmbZ4AIQopH7pQySVh8oTZjq+fzMVkwCCHKOhaLRmbiFpVzNUl/dkNNRnSxOUdSI4IbXLPTKBANELaU/qjMYYHAWqab4HuO98siRB/16wI905KDnMT9kqCzb3jKCDYfk7C3fJqHZROiVjeuwBfQ/UugYs+hl5pfLbtjRtlSAgcj4oUQ0e+3Wza7RVy8hAnQACYJzW6RRWsGGBqXO9/O47C3aqWTep3pS8Yn1u1AU/XpogG/dmqVCG2izBHnAdHJ/7G+rnJRd0qy89m4ZprZEUMOdILyupYARJXDPZAtpK2CDQFsLcTWtQNmDeI0KkLyym72QgCL4G1Iz53AxlAHNJuU5UubhnQ22loc2jtmzDPwnGZb270FnvtvHXwQ6KNv5WYCrd/vHZukBSn6EdAjbIgvLsjG262D87toMuNggpWHyoEyJG4R89wpZ7RzoZGGABxLHlvUW7NF2GIILUFosui9hpbaNUMYp6ctnuTO3lgzFRpzOBh7omQY7eyJqw1qg4Z9gBQYB0rcFrFx2qB1LPu+Pb9do3ZyoRLMY0u8NGezUJ16Dx9DkddDQV9nNXf7pK6jE5vqBUAyZtJu8s2KXnR9vE6oRMZcikbR/80Slwoe3DOiwXoQ+eprQ8kML9/oY+6g40oEWE1iER9fD+qL5pf1m8K0N2ZxRK10ahyjJJUXOvadngvNvEBOm4LXxFqZk9NmWzHtsAYRSqU4y2qfNR4zMMsjY1KowOAQjCF4ZIAwIO7Jm+UazmaE1B7HLHsBZySe/GasYA88WBZtgrC7Wnde49gzWosdlhg8B7kdbFwYeNEv2SuBwZJx1qaluSc10MkHSilYXDLAm6MGTSwLcMOVRrhf1bU7N8Rt+6pJv2wmKqQDqb53LH8JYq2vk3gViJTAIisJpmEDb+f7DTpzb+VhDY8DclOD43fauObILxRAZ5a3sEU+/v+HaDNsVjAUa68ZuVeyUisJ3sPVigg4KtdRIWAyy+aG1gccb8uXGYn3y+LFGnrM/cnKyprlEdojWNBlBdGuUl6Nk0XFkc7wcIRvSjGTZngt1vcWmaWqwpiLF6kq7cfVBbQiat2a/TH0yAQGWrgpIRLeWSD1eoqIMWhDuHt9Jp8gQLHZIcFaRM8cL3l+k8QYQmpIthlKRWh7ap7pjCebF5oC0ERS2CD+qz/JlyW3/XvYIBkSJdtSdLWWHbmCBpHxMk7y6KVwZJXx+pVkYzkWLkmGwgCJAEaFK41EoNZm1JUQ9Z7lGbsiBllwR1UpNW8D1I/TMztsonV/bQTcUjZ7bVzEC9ED+5oEdDTaF6uImy/EfHtJMnpm5R9XCbqEAZ17OhDkpmmgXPF+bLZsAYCVAXJqVMrdkIiyICfKRtVesEPrVnd6l32DMzoDb7wGhn0z3s3gpr8ASkislY8NnB9OB4AgGaDQHZgf9V8GSjdth308bfAtov+r8wX8UbBAfs2DCrZibeD2v26YQHUl3M/RM3p1rz7fm7VNFJ0EE4gYKS1oUJP2xUhkE6E9bw5iVdXQGPEUpfrNirCxeDZ0l1wqLOOMpg1ss+WqFemaQ5Ae4vpCyBYXsEidfGOQU3RzNhxsrt6n5N9PUERIIWTAvxyxV9myhLxOmGmiIpv5sGN5OLezaqVouCLa56+DQVeHAshEDMifz09wR10bHiko9WuNKVBAfccAxoZudeAQQ3TOTAk3XyTX3VDQfFd8f6oboJoFXDyooIgLw/mw68XWFCxhuVDcTYrvX0OdIWY3oNuVZYvhV3frde66zMQsTyjVQz9wW2XlJRqXMbYegJ6QVq2EDfJOO6SHF3aRSmryOdCmO+Z9IGTWmyaTCASSLCYjCyAYH6J4sH6cuztmk2wZwj6XnzDGHc3Kdj3dCZ/ZiVpR8voExgTXHb+Gtw/D1pGycFaK9gUSYFxqBXphV4eLhrawbN8gS5vZkF2jOIYwyvbV7XXyc/bEoqVH9RAg1skbTZk1O2qD3cDYOaKjthkaduh/NK07oByn4u7NlQU4+rEzNrHWJrMOX2AZpyNQpFFl2COK4qTHv/4Apn+wEtETBcGCO78trgVrU4AZgX9VJ8OFHOGhXl6A4xGiQRyhgmx9QG0nUmDWnk/ghTqOvBmGAABADqjqk5JRIR5K3XbNgo7wfbIkjyvdzCMg00BHZeSxqS3ka8RRmpxHvDsEmZwh7ZWLCBsIKAgTUcohpqnsxlpE+RlOMrc7brdcFOrS49VuBhS/D/PT5DWSACIFgvtb220UG64UH4hPCnbRQtIxXKCOld5TpJz/50cz/x9XRXRo0alHqxFaR564ceUvByS03NF3Bf6T+8tHdjbbOgxogBPZkBfHHZoG07kCvvLIzX6SNHArVDa2qY+/rUtK26mTLP3MbJB5sp2vhbkFdSobWdr67tLWseGaG1LlSj1GSoEdIjN6RVpC6qhAlqgYgySJdRy4lPy9damAo/wvzUAJyASn2KobLUEh/+ibpXoXRvTN2uUqfLX/HpKunXrE61lCspPSMSMSk2hvHCRpmAwfQMFlIcXGr2vb09f6cu6EfCjRazaQwDkOrT60dAhDHRPwZwsCEoOieAZKiRNddOqpCvDb6vYn6kgAlInPtXyxNVnEK/I36s1utgOoVXlYPUkl3peg6k/b5asVcCfD11VJTV9YZzYnSWMdiumRbkvGNC/VRtCxtD/IJBOfMsETghhDoSYJY3fbVO61z0YSJCuubzNRroeb8Qf299/ihOnzm3oyxLyNThwPwe18Yz9PfxkGdnxOm5YRkX4uspO9PytM0FVszr6PW88P3lUoLAZiITLtLkt61VgwJyijXFaqaXwG4/vrKbphkxd+c8PlqSoAwVs4baQO0bZlkzBctnkwDLRs/GyQs7KNr4W0A6E8a1Ij5Dpzo8Nz1OfUWNg8iXy/fq3MP3r+ihzBHGg3iChZGFje0/ASY+o0A9KAkOLNYRgd76OuT2lVKp46f42VNTt6qIglod6Td6zgw+WByvqksD/EcRx9CU/d2qvbpYwroW7EjTtKoB4g0W5prOMSzyONTUBIGXNCSLNmDAMBMaAIyJVpMXZ27TafHUyAg8sDHqrAawK5Oy5D7QI0c9EqEJcwutwR7mg1DJKHOpiyI0YTL9C+d3lOW7DqrhOSBQGGEMExe4jwQM0pU14e+FcjVUKJ2a36d95Y/EJTDT9vWC5fGz2+lr2djkFJW67kdNUEfEvQhBzu70AlX/Lt6eIeP7NZXxE1fr9TPyiedKWpd+T47FJuLJc9prTytGDihNjSsNmwncjka1j5L49Dz5Yc1+WbAjQxvcEcvQ79go3E83WzWvh1ab+ydvlFW7D7qCKt+jTQfTcjYISyYMlY+u7K4/w83oru/WV0vv2jjxYadPbfwtYEFbtCNNm99Jg5IiG9k2Srw8nf2H71/RXUrLK3SKBQsutTKmVsComJqBDB5T7S+W7dFpGQScnMJSTSnCyogNpNyYpE6tkfaIGwc3U0cS2j5I1VKPun14S033mWBHjYlpEByLhbRhWIQKQ2C0tAhsP5CnNTeUoue+87sse3DYYfZttImgnASk/1D/USPkjzWdiPjFyPZhJqRqL+7VUNkQZgJvztvhai0wgQ1lKPcHMQoqUoIy/ZfBfl7VBD614eYhLdTyDjCKif4+I8JYuTtTU8zUBDlPAjFMuV3M4Z6jPAOYOeeFWfcL53c6pmfOJoY0swkobHQI/jwvrPAILBi9o5aFddJziqiHYHd5n0a6oTH3mpmUsEOCnNO4PVuZM5uRB09vK1+t2KMpcNKgPGvDzEltvn5xF/V25R4MaVNXU9TXT1yjDJU+yO2p+fLugl1SPwwTdm8Z2KKuTI9Nlg37nfecYMlnFgbL76EUbhTeQs8LVbEBnytS+Yz3MrZ8Nk582EHRxt+Cqz5dJQ3D/KRFZIC4ibs27SPuwHIMKfzM2AOangvx91TxzA839dW0Hrt71KXU82B0iEGaRwTK8t0Zygpign1lT2ahTrH39PWSBuH+mvI0aU/GMxnADACLO20SLKgYbjNtoKC4TGtVMM6wAB9lWaTMvl6VKN2bhGnAYBoEAdoA1sAUBoIxCzBCGlJt1My4FgK3dVLBf85oW+2erE7I0rrfWW8tlV9u7a8pxNd+26G+q4D0MYx1RNsoZxozxM/l0EIA+SN8vGS3XNW3ibJPFnQC8hNTtuj4I9yCAL2Uc7emqBoUtSvq35r4YPFutVJrERVwxJmLNcF1E8hnxKao+hPggmNqu6TSaSHgZyiMzQYApS3PoyY4t5/XJWmw4V40DvfXjQNBiM8EbjwIaBIzPfVaezQO1RSpSSsjqDEbElpr2IyhOiUITt90QIpKy+RAdrF+1prUCZDvVqFGjpFfNyTrTEwwee1+fTZMpLAqkw04JtfykMVr1caJDzt9auMvA2mtr1cm6gKJWnFXRr66yKBVoF+vdUyQphC/X7NfU2v7swt1yjuLGuzl143JKsihdrg9JVfWMzEjLU8qHZUqsqkX5i/ztqcpIyHNikqS1NrFHy7X3kMrUIAa31DYIos7ixwMLa6KXdDuASs6vWO0MioWbYQVCDFQvWLJBmM0eOO3nfo3PYAEU0DwRkgT7Oepx0M1amCYHUGTwJycXaitGkyrIHCx0GKGrYbkDoem40g7Y4COX+cfgd+hRmlghgwTLLh27gk1U1KkJoVJbRDhEu0HvNYwVKvCllFUCFJyCss1+B8L6LXk2rhGni3gHGgxgZ3DAknb3j2ildw8uLkKYJ6fsVUmTN4oO1JzXUpXronNB2lo7hMpXtLX5jxNTRWf2gzac1JyVWyFqMY695CAyPuy+UJUxBQSNkRgTKcYuaBHIx1jhWAGg4Amdfzkrfm7pHH4IZs4WDc9lYit2NDVxNDWkbLxsZH6mbVx8sAOijb+ErCYwVRovCdFR9rs2+t7qzAhu7BcWx4u7tFQokP8dYHs0zxcxvdr4hSKeLirIwsMcvrGA5KSiyglXLKKyrQl4ZoBzbSXDoXhpb0aSlZBmVp9scjRwG9NU5LaZBHFfYQdvgGKy7tGtNDAQT0JttewToCOk6LfDeZJ4MAJ58rPVqkEn8BMQzwLItcEe4IFYut2w6BDPW60GZDie2Z6XDXVKzU22C6+pzDPj5fuUZcaJhlsrgritKUApnbAijj+msRseXt+vOs4pIe5r5yHNXi9uzBeHvtlswYuWjBgrqQAYeVX9G2sC/qlvRrpfYMpAyzRTu8Q42Ke/B4BCccaUt7UZzkHGBRTM+hv/CM4p4DsUcaHaKl9ldsNeGb6Vh3PhLk7GxhaNs5553d56MdYyS+u0HQkRguYkQOYF58ZwGYBs3AciDAiwCTdQMd0uYmmYgmcbEB4pgZMGuF92ZCc17W+irse/HGTqoCNiQMbpVu+XqcpXdTPDcP9NFVtfh8HpPcu667K4CP1Pdr2aicf7KBo4/8FBC30cw3/7yL1w2QIE833SODPeGOpmjGz0MBaaDj/9oY+uniuiM+U71bvk6enbpGL3l8mz0zbou0Z7h5ukpCRLy/NilNBCg3oLEg0qpMyu35QC+1p3JlaoOIT0mQYOsP0YBjvLdilrIX0m2lzYOFnkvqGfTnqpEIQfeqcDjKmY4zK+wGL6rld6mvLA2lVxDS8DmbCUNfi0gpXI/2wNlFaC6RxH6ZGEGHxpfZGoIahAFoMOAYjfXjNhNGt9fjAeJqalN+crYfSjvRzcp8MCBJ3fb9e06tWezZcZnAIgjUZRosxOrU3GO8VfZpoC0Ztzd2kELkvBEGCIqwH4REtMKh7uzcOldJyh3h7uB/Rxg0Ul5Xrs0LYQzvI5+N7Kctjk0QAQnVMT+KVn6wSXy+ab9x0I4NglinyMG42MWxyTB+imf4BSK2TPsWyj4HCgGPT+kJgJHAaE4ZHftnsCqwIigjybBL4LFDnxJAAEwLq1w/8sEmDKTHttqHN5aKejXQyCMOrOR+yAqhMSfuyGbJx6sAOijb+J5BCpF3hxVnbZNmuDIkM8pHdaXmyeOdBTYl2bRim44Dqh/vrkFsmCqDAJJBk5pfKlgO5GiyXPzxCnj63ozZu/7whSfKKynX6Amm/37alyuUfr9TaE6DeBhNkR0+P3U2DmmlQMMAHlJ+xsJMiNSAV+On4nnpck1IFCFoMgzKCD5jb5+N7aCCm/tS7aR158fxO6rpCrYrrpo5IKwBBT51ZUvJUvAMzvOf7DepwU4iVmpeHslKs1WCQ4/s7Zz5aYWqgMGbT/wd7Iphae/++vLa3BmCrNR0uQIhHUGYaI2uYy2ntojXYcX211QQJ+KSH6YEkIN7x3QZlydQbV+3J1E1HSYVDf/emwS2OOlQYNW1hqVNoBAhShsV+vSJRAz3MkbaaiCBf7V9E0Ypt3m1DW6oAKSLAWxWjgPvDMGIDxoAB0tyRwT4aoDk2k0xooxnQsq565oKHz3DW9jB9uOe0llr/RckKMBLgs5JbtZEa14uNitPW77etqVJUWilbDuRJ7P5c3Zz9emt/ve9sQth82Dh1YAdFG/8TcHKBISKsWJOYJSt2Z6ry7/xu9TVtedNXayXI10Pq+HtrKoogdyC3WKeDj35jibIqfDYxd2YxRhX4weXd5f7RrXWB3Z/lbBh/6YLO4u/locrNyz5aqZMUCARX928is7emaM1qxH8XabBgakGH+qHq8kG60YCF15h1W0FKlZaO4tJyDRQILH7fdVD/0MBOEMabs2+zOjpd4uOluyWrsEyZGQEFdxjqjjS10zZCfeueka2V2Z322mJtR0B1SfqU8VUGBLGaONKAYhMocLnBG5TJH4fOv0gCfTykdVSgtlgYc2gUuAiHDEjdWvHy7O3qNUtrC8GR3yUFizUeQbxF3QBxF4f2MBq2XRtgxJv256qXLUOADWByNwxsJrcMba7WbmwWGoT6qvAKJSgBjVFRp7WPkk37c3SzQI3xaCDlyzNCjEWqU+dedmugpuHG9xRRktZZt6Xp+5KqJm0LWkYFumYkkqaHjRI0yRbw+bjikxXSp2m4pOQWyRlvLtbzIWCyocNU3capAzso2vifwKLy3Q19ZHCrCBnQoo4uKLAuFtoVCQdlR0qe9uERMLzd3eTZ6XHKxmCMj53ZVupWSdsZJjx/e6o6lyDUYGEj/UlP3lsXd1VBCOwnr7hcmSULNSlPGM6+zCKJT8vTmh6LOYEQs+atB/JcNnCAGtKtX6/TeYmmf5HUHhMZYJSP/LJFR1gF+Hjo9fywdr9eC0KU87vX1zQaBtPvX95DWy5I19EP2CIqUG3VCCJbk3OktNKhAZMaYL1QZ9r0jXk79HeMobgZQAxgUgu2pR71PtPuYYQ6tJWQ3jNwpl7dJDrUTx2AqIsClJqkYA3oxbTi6XM76EIP86QfkbonjkGkMvFwRdDE5uJIE9yZdMEx9xzMl+aRAZoWZ/NgAJO+47t1crCgTPsjbxvaQpbsPCgzN6dKi7qBWrdls8Cmh5ouWYLJN/U77H2sA4ephbIJmLMlRdPo1PuwECT7ADOm/9AAVkqKdFXCQU2ZAjYTZDNgpRgbcJz7Jm/S4Epqv1PDUD3XskqHTgkxwfREh5mIUptQyEbtsIOijf8ZD/4UK4t2ON1ZEg4WKNtAlu/j4a677wqHQ11i6Fejhketi6DE4kYqEgT5eWpPGSlIUls41Zzdub4GIVSSRjwBC20THaSBkMnopPZwJJm6KUUDJWKdFy9w9tMRmAkeeGdSH0KcMm9bqsSnF2ibAOA8Pd2cg43xY6UeduWnq1TVimvLHd+u0+D4/aq92iNHWhDhBgsMqVCCJg3nsUm5GkhgvveNbCX3jWqlgYwFmBmBpESt6klYH+IQgjQMmmBmhRGBAFKF1ElhkdNiD+h9tJpWcyyER9TXSA3CxqmTMaeSWqABjes0oBvnHII97E3HVxWU6n1l5uKk1ft08WQ8Fk49JpAbZajB/G1pWrdbvzdHAzEMlntuGDAinhfO66z3ChP0jg1D5Ymz20lUkI+8fnFnrdFhx4cQiBpibTVP7sOK3Yecfsx5P3lOh2qBkj7GcR8ul+2pua57guiK1PdQar9V9x1xFD2xBEmul8/L/KoNia83XruZ8tal3WTCqDZy76hWWssm1V+zMZ/sAv2WJwooZZz/3jLtN7VxbLCDoo3/GSgbSUuy7pC6nLUlVRdZb0+PqnmG5aripCb4wqw4+WJZotaGSDFS72LBd9b/8nSSBg3VqDARnYBrPl/tqicSGFBUjv98tWxLzdN0qb+Pp6a4mE5hdZ1hQWPRo4ZIkOM9UbG+XjUNwiA9v1Q8PTy0EZ+0LOm4q/s11WNxXBZ7ams0i7PYIvqIrVokUVIyxQKfTsQl/VvUkYd+ilVT8u6k5rw9dGFGlWoYHIyPYGQWdM6T60PZavDynO2uUUCYo6PKRWgCs768T/W2A17H8WCmc7akquKW+8QmhTmDMB+CHJsVevUQ15h2Fbxe6cHkGth8MD2Dnk9YHQONSYfCMtgIENgMwyZYYapADZKxVJf0biTvzN+lbR+0yhiQdiWYDmoVKYHeHvLxkj0ysFVdScou1vTu5X0bazvLkcBGhV5KK3C3qQlqqVf2baKuSADBEbZ/1GAXW1LWnDebBlg1AZ/zx1g+MaNAkrKK1TUI8RP3jzoy1nl3frdBNxxW8HmaveXEsXljswLYiNo4NthB0cafBosdghcWX+pE1wxoqnUp4g11H4y+SUWWlDskPb9E2R3OM9TYdqbma+oSYLXGNAQ/b3cNpt/d2Fd7yFjA6Xf8+Koeh/XJIaSBXbBYUbdCNYmXJd+rCdK1sE+YCC4nLNqYCiCsYBoFqVrOD2uyyWv2qxk57AQmRLCpqHCo4vPN33ZoAGocHuCS5qfmFWsK+f4fNkpiZoHWqzgX0rhLdmUoEyVNSuCjPYXgRw0OlxaAAveRMW3lybPbuwQ2gJDtaeZKbjmg9TOA/6qxJeO6MCJYuitdyior9dqomdF6ANbuzdShvDA3Ah4B/LqBTVUZCxvkeWA0QAoY43GCz4RRrdWS7pyu9TVQspiS0iYoc/+4HgDzwijbqIm5h2wgEFZZ66LUgAmq2NBhBsB1X9mnsQZXLNjUyu8oIHXKKCuDmgOhDdjkmLFguUWl2hrCe3POVlMAhEds0IzKFWCSjoIZA4EbLS025jp/vqWfXNn3kNcs4HNG68uJAtp8Zt81SD4f3/PfPpUTBnZQtPGnguF/fo6Vrk/N1YBG8FhBTeZAni6gZP5oy6BdYVtKvqb7CBKkL/083SUzH//K/dpczrEqHQ5pVy9Yp1OYVglYES0RtHXgk4pNnAEBitoiDIyUIPZvsB7MxFmQrWyR4Iz9Fu9D6hXxDs3eBEYyi3dP2qjsAPbYtVG4mlWTqmUu4xvjushz53WU0AAvnSKxfl+ONtbjBENgIsARq24f1kKPS/qWBReTAIJ5qL+nNr4TRG/+aq1MXL5Hpm9Krua3yethnwhFSG8ZRkzqk5QdSto2UcE6exLQGoBHKOC6MAvYvD9HmRh9ltRbu1b1SKbklKgIiHYI6nZjuzVQ9tQ8IkDZEhZrbEB4bwIWQY109JfL96iYaPaWA5JRUKIMcXT7aLl16OFDdUe2i9aU7c7UXG1VYWaiFbBBmtq534h+2DhN+DFW21lIGZv+zCMBkQx1RxS+4K35O7UFo7YxXmwgCLa01fy8fr/8uj5JmSH3mMDM5mDhjnStdeaXVLjSnw/8GKv3lxQs97cm8Nq1qoWtdcsTCaTcrfZ0No4OOyjaOGYgpadOxLQAAxxqwv2x3WqqLQKoFtmld28UqiIOdvwITQrLKsXh5iY+Xh5aaxz+6iId/0TwQzgDcyHowYzaxwTL+V3qa80NZaMBrMfKCGmLYEgu9T0C2sUfrJDYpGxdIEkpwnxMkzqL5ONTt6iLDJMkzugQJU9Pj1MG6OXprPOReqPuCUOjmZ2UZG5xuUr3W0cFK9sCiGkY4gubwMUGj00DBEaDWuC36av+qtQq521N01SouW+cq1FMYlQOa0IsBPvCdu3hnzdLq+ggDcgmxejt6aaN9CzMyTlFyrYJoKSoX5i5rdpzOrdLPQ1YbBSorZIOpT5JqhHGSboW5TCtKn2bheusR1KHPNutSbnSKipYZm9O1VQtqcnaQPr38V+3yPuLdktpGXXbUvl+9V5ldKRmYa3YtBHguefbDuRJ3+bOIcZDWkWoEIqpF2waCMT8TvXPmkNZqBmthbk8CzvZCdgu56+fiYpKDZg8D8733cu6a3BctDNdU8Cw4tu+WSe9moQpY6KeedEHy3WD5hCHZgN4znxO+dzwvnwmULBaAdO98/v1f6iStXHiww6KNo4Z1MkmXtNLPr6yh8y8c6AyJUYwkWJDdELtrE/zOsrgfliXJOv2Zuv3aLxmsWEBYuEa1CJClZOoHX9/cJiOVOJYmQUl8vuuDLmwZwM5o3OMzLpzoNbwUI0+M22rCkNoBDdiFIzE7xzeUs+LY9HH9sAPsTo0mOBL7csAYQhtDaR4YacM3MVKjUZymsIJVCga8VYtKMWEQJRFEKxJwZLSNezmgm4NVEgEUCvCvIBO8gjxVT9TevOyi0qVgXVqGKLpZd4LsABTOzV9eDPuHKiMhFrVnLhUVU9Su4KFm1TzhB82yeakXNmUlK3MsGVkkLyg3p+FWn+zAks8U41jA4CQBLaEsIU+TdK1sHN6KyHXBwtL9WcEcGq7tEvgOnR530aHtWRwP7DDwzi9vLJSNzzMXpy1+YCmdJtE+MvHSxJUzQk7pM68dk+mtjr0bBKm1mkYcsPawv29VbTE35gkkOYlYN/05VoVxaCQtTbyA1KlZCAIhgCvUowiyBYAni3jpfIKy2Tk64uV7T91TnttizEinIt6NlQW2SDMV2JCfHSmIs/woyW79R5j+8b5GZD2ph0I5n20OmhNsBExNWQbJw5sQ3AbfwqkOKPa+WqQo/+NtBqpQQbxAgITbIRaD5Zq1OBYGPy9nQbQ7PxT80s0YOBo88iZ7TTVxutJpxL0WkYFSXQ/PzUF+HXDAU2BsljSLoErjcloURMzoA4X5u+tTfD5JWXSOjpYp68b+zeOyR9YHnU0giiLHAseTfsEAs4B55P80nKd0kEaF8Vqel6x1reMYpbZhowrAqaexf0gPXrTkBbqjsKsP3ogEeD0bFJHAzeAFRIIrHZwqCoB18h0CP68Nne7poB5HQGAe4cJQKf6oXLbsBb6fTYfbDrMAGRej7gG4RCsG1aDpRzN96hu8Qe1AtZNOrJZRKCeA/XdYa3raooVd5iPruwh1hgAg4KpOdl9oVrVMe6JzcDv8Qe1yZ00OO42bH5Iy8LWqO3xmeBeF5VX6DkSoNiEwBC5LjYZr83doeIYWkp+Xp8sV1U13tcEadX3LuumzJrgiWjGPBNqrBf0aCBzt6bJTYOa6+cpKsSnWr2T+ZDUTTEMuGHwobojBu2AiStWzIhN1uHKRo17rGDzwAbEahhh4/iHzRRt/GlQw3ngx03qEjIzNlmFJAQf6kdtooJ0p04rBovVoJYRyp4Q5JAaRZZ/TqcYaRDqr0Hkhi/WqJjhgdPb6MKNWpOdPUAEgcPK9YOayay7BkmDsAAVplz84QptrDdABPL2gl0aOL5amagLOgpW7L1IoyJMMYABwd7oaaTeBmCADLIFBC8s5XA2I1AQfDD8NgER0LKBCMiAlCbDgg24rgd+ipWd6fnq42oCIrA60lgBkyPNSV1w6a6DujCTyiV4cGzOhQAIc4NdEmy6NArVepgR6iD6oe5IKhMTa2pJbASOBBSJKHMJSqQcZ945QNbuzZa20UE6xaPm75KmJM37yVU9ZOP+HGXpDBImJYlqledE/dbUH+kB5TNB2hh7NWp053Vt4BJkgXtHttZ6JyB4/veizhrsejUN001RbeCZRIX46fX9fEt/DYa09JAGx1OV4dTUj2nO5/P11fK9hw2KJnNgRlwdDbyGYdbHOi3EgPv/y/pkbW+xcWLBDoo2jhn0uRFg7v5+g/Y/AV8vT2WMpAQRbhBgWCCpP94zaaNaiFGPcfdw15ogXpSvzdulwQpXGAQuBJngKsEKLNCIG+gJe/PiLtpjRovFyHZRkltUru/x49okfQ3qVGpTLMAwSoIxI31geU6VaparDkmLBRZhgGNSbyQYYO7N6ww4zth3f9cJC7WBmqmpdRnTa6zJaAg3ePmCjtpGgWOKFdRTawNM86p+zvodI4zO7dJAnXmoydE68dIFnVysFyAMMSlDGBzKWRgb1noYGNw5oqVOhrCC19GvSABGMBUZ5K0bA9KogKz0JTrv0VPFTFbAVkn5kioND/RWloqyFubL9BNYYU0LOzZDbGIwNmAuJKAOe8fwVjoeq7b7Str4wTPayOj2MWoJV+uGbHQbZZswe45HDyxtPrRSzLhjgH5OSOvzWYgK8dW6r3l/QP8h9c7oED+tgb4+d4dc9vEK18+pZRvRFm1DTOvAVP3PgBQ3TNvY39k4cWAHRRvHBHbvl360Ui3CCIidG4TIwBYRcmW/xtKpfohaZw1vU1cXXkY04fZyUY8GOoaI4NO0ToCmq2BRLH6dG4VKl4YhquL8cHG8si1SWggmDJidN6ZTPRcToofv29WJyizfWbBTHvklVsUe9JrRC3fLkOaaenz49DZyVqcYPS5jqjDFJuigrqR1gYZ9alEEEcDiSo3OgKBxWZ/G0qOKXZDW3JZyuDrRgHFUpCy/WnnIOWZvZpEyTBZv0yQOaB6HxRB0rWOpSB/SBwnMQgqbeuzXLXr+pECtQYcUqqlrorikLSXUz9s1gZ7Qe+/kjdXOk3Qu/YST1+5TFS+jt87qVE+emx6nzJOU57iejTQQsElgQohpIUFwRM2RDQYCGNyMWkYGSkpusQaA2kCNlGB5QfeGGqCYeGFS8CZFSfrWag7AKC1qxjB3AhHBmM2RXpPDIZd+vFI3VLglGVBHNECxTE2VodGfje+pbRd3fLfe5SKkzze/RPtree/nZ8bp67GRI9Mwc9MBl7EAphIYM3DbcVn6M+D6rOdl48SBHRRtHBNI05FCRLFIQKQmR3/e8zO2yTsL43XUEEyxW+NQaRwRIJ5ubhogWTRTc0qUoVDro8GcYPTjmv3aOkCtB6EObQm4sCB6ACx8ZoKEAY3oLPqrE6hROtkMwhBUMeUOp4QeyzKUnaRHSSVe3c/JEFjw6Mejv/GdBfGqEsVggDrXlqQcl9MNIDiRbkP4YVJh6xKrN3FbAdtA2fnZ1c5eMI6J2pJ+PIRDMFQDfFG3HshR158jsQgWf4YDI85BTMR9wS4PmJSiMenmvdio9G5GW4mnPDbFOSkiwNtTGacVpJlhd6hWQd1gH7m6f2PdrMDizXuf/95yeWnWdt2kYKUG2MxgHUd6G9B/aNx5zIzD2tKzsEv+0DLC7EIrsNm7/os10u+F+S7xFK/FLH7D3mx9xs/N2KbpcoJjck6xTBzfU3am5WsavCbY9BCI2kUHqyk7WQCchpY8MMy14QCw92fGtteNHDVoBED87r2TNsjU2AMa7GGSG/Zl6RSQ+XFphxkJ2Dh5YQdFG8cEFsXF9w/RxZN60pytaRoEYUn9m9eRUe2idNEqK6/UQED9EOUkC3pYgJf4+3hoQzmCCAIqC1L9UF+JCnJ6jo7r2UCu7NfEFQgJorAYKz4b30tbBxgQjI2aQxlFvgoqnjirnQo1+H0Uj/2aR6hKlLoObIDWDX4XNnn9oKZy76jWuuhSryNYWDN/sCOC9MIdzvofLSMj2x/ZFJp6KAHCuOWQzqV9gu/R52dtI6G3s26Qrzw8pq2LDdLbaAUtB7CsfVlFandHUObcYVSkFGGGhsG6VTEvAihm2Wd0cAZCzoXa6Oe/J7hGPxEkWfBheph1U6Ps1CBMnj+vg7J3w5x5LsPaRsr8ewcr0zPBkg0M9VGa4/8InOvtw1rqRoraKDVR6nMZecUuBx+8XAe2qKPmCTBX8zlDvIS7DgKVH9c5e02pSyKIwjSCczKTK2C0Z761RE0XiKvUCufGpWqa3zpf0QqeC/2oMGuOdduwluqnSmb7mv5NVIiFoIg0cniAj5RVVGjK2MapATso2jhmeHi4qWLT2JaR/kP1SaBMzStR1tK0bqAuZli9lVY4vUtZbAigBEhVrwb56sKExRqDd6n/4Y6CbN6YQMNISLlhMwY4Ngs9AebhM9rqFIvPUJL2aKhTOujV61A/WIa3idLgS/1zyqYD2us3oHkdZTRYktHTiBE0BgIwWZ0g4eZWbVTTb1vT1B+zbZX0knohrQhHgtV6DcCKjBsLvXVDWh1SLWJVxwQH+gsBJug104+kKmHMiFYQeDgnUDh00C4MjftHkPpkSYLW1LA0Q6xCDeumIc31GPzOZR+v1NQgGxVwbtcGLhUmz830TZL2RVEKi+W5fHxVT7l+YDNXjyfIyCvVzQ5m4KS4CWycgwGBF8MBAh8/6//CfCkur6iWQnx7wU55buY2VxM8aXgUppy/af0gSNHcz72njvzp1T21fst7XzegqTI4NkRcN58JWmX6Nq0jIb5eyqqX7jyoAc2tKl0MA8XHVocSW0Dd8b7JG7UWi0EEWYUXzuuozy0uJU97KamNb9qfpT22pOVtnBqwWzJsHBOos2G8TD8ihKhVZIC617AAmSb+YD8vZYe8lvRW98YhUulwk6yCEikud4inu5c62xBDaL94dmwH7YV78IdNarX16e8JrrmAjFpauTtTR0ShJNWmax3W6xSMMLmCRZMFGONtmOKo9jFq4n3/6DbaM0e6Dxk9CzkN5D2bhssjP8eqmAM1LOzo7Uu7HXat1M5gZvSqwU6ozb10PkKXP55CDxCfjJuxXBWq1rQdIIWIUtKwSlomDKjlkTZExQlIBRMQVidmiZu7m1zYvaGmsQ24hwhPYFeABZ1AhWML6WxUpNNjUzTYUdczgYfGdBrmSR0SkLGnw5oPL9sj4bNlCSqEYqxWeICX3PjFWnn5wk6adobJwaypLetQ5V4NtTk/0NtTG/oJ5LgcwRbpR/Vwx4D7oKpYaf+gn5WAZkAAov/TKE2n3DZAr4uAzde01eQUlasxAc+HaR4066NeHdy6rtYLYbSkwAmebCwQBh3ISZcGoX7yye8JmoJ/aExbnRQCE+f9w6sUxmQxUE3jgoNXK9mFmiKikxEIxUL8vNSJ6FSGzRRtHBOQ1hvDZxYdFhAWUxriWaiQx2M9xj8qxvTQJ9eibpDWAX08PTVownZYWvKLK5Q9tn1slizZkSGPn91BxTQECNJhLIDeHh7y5DnthQEKpBiR1wPGBCHwIb1IKwFG369c2FmFDSz0KElJ2XFO941srSyPvkPGPTHcmMDIPD9qndSpSOcusRhHG2Uqx4G1YPKN6TetB7XBNJFbQTM5izBMprbRTSsTDroWHizbDH5al1SNnbFgU/eEwWDpRkDk3hiGRpr3fYsN3qZ92fL6bzuVaWG9pi0q1/WSTIs9Gb8Du4oM9NHrQ0CEwhUrtyPNTiTFvDsjX587DBY1LK81kzgQ79wxrIVmBWDvKIQZT0VAwiieBn9q0QT9HSn58sHCeP0s0Q4CW6vJ4hAQkWL/7PcE15QKFKEwUfpetX3F3U2npBD4UNzSt0grCKIk059p2iieP6+T9GgSprVfPqN3n9ZSre/2pBdo+8ZX1/VWo4GPl+zW32XIMEGQzQVN/tZ2nJMV3NMbvlwrj/7qrEmfyrCDoo1jAq0EZ3eqp+ORWJBo0oZJOaRS7d32HCzQ5nmCIpvqhuEB2m/H4ofogcWHf3ikURMOFmraEMEHTA87uCs+Wan1NmpJLEjljkpts3hyapxcO6CZBjXAe5NeREWKcvW2b9drwPzs9z3qTGMYGN6Zpq1g2u0DVWBC4KRxmwCN8Tj1SBS1NdOfAJEGjfvndq1XbRK8FQQdVJ8AhSSsBWCuzdxI3p9AADO1wgQTfp8AaYInNT/rDEMMBRDjIKShLgdDRkiDIlXhcHNZzyVlF2prCG4vBAbqpPMYthvqp3VEM57p1/XJytxeu9gpaOLYVpFRTZCGJY3Nb5PaJtDdPrSFbjgIXrBi7vioDjGaKmYOpmkdWbIjXcZ2raf3l7Ttvae10Raa24a30IwA6WBqv9TwauJgfqkGW7MZIiWNIxDpe6aiwN5QlJKtgOU1r2LxbBgQaZk+SP5GMIMwCbMHBlS3iwmRx89qL43qBGivpU5m2ZKqrSmkUWGvtJGQUmYjYuqqJzOoSV8/sKmrLehUhh0UbRwV1GTenr9T+j8/X+tBb8/fJeP7N9GgFJucI+7iphMwaLmgnsTiR1oPb0wWeAICYhyEFCzwLNoEM4Ik4obrBjTT4MNYJHb8sBFUj0yyoA74xTW9qp0Pix7qTQK0zimsEpyQBuUYNcEiZ230BwQhggViIFJ1nJ8x5KY2hpCFobkhvp7ynzGHvFcNWNgJ8NjOEYCMGMeYVRPUDUsh3YgytLYRSF7ubnJV3yYaGAE+oqSJrSA1iS0ag3hnbj4g6bklmjIF2MeRHgV4q+L1+p8z2urGoE/TOvLqhZ3VSxULM2MgwHkRbLgH1PY4vnHlqTk3EdATik8o59Ckjr+2s1zy8Qr9f8DXCIsAvZG41JiNyY60fJfCdvnugzJ/e5oGHj4n3F+CJ5sJxDEGBH6CJZkHPhcma0lA5r6yQWkSEajBmXT2Dzf303q0AQGe7/MZ1PeNPyjTN1Uf9WTUwKSyOVdaP9YkZqrxxPUDmknPxmHy9LStUlBarpupUwHcWz7rl9VwPToVYQdFG0cFtlmLd2SoaAKjblxqHp+yVVkdPYir9mRpkGNhGtCyjopmWLDKyys1gJHuIugMbxspH13VU94Y11UDyej2UVob+mn9frn1m3WqXDUyewIUjIN/qBwLRmDSlPhqsquvdHOOxYFkYalmBQv+G7/tlOTsQpfVlgHp2Y+XJmirAYsnNnMJ6fnqtwlu+2a9jrciKJNiI31WEygby8orVHjknOpRqQzY6rUKSP/R88a0+dpAEKR2RrrZtArAuq0CFgQx1D8JYLA/DA/4m80Kr2cCBapR6pQ8G1PDVLPytlGH1cJIDxrR0m/bUuSDy7vrM4rdn6M9fjVB6pPn9upFXeStBfFaQ+7XLEJ7/ThPlL6kmgFpRuu5o5yFLfN8sPIj7Y2CmKb58f2aSOcGofqcsYsDbDQw6zZ9nYNbRqgvKmIYAqn12NZND4yOgI57DRmHQF9PzWTw7Al2qI0NcL+hed+A+wMb5Dy9vTwkNMBbW0IIqqp+tjsxTjnYQdHGUUHaadJNfeWzq3qqepM0HO0G1GxgciPbRWqALCwpk+dmbHfWFX2Q35dLXkmFBg3cZ2AA1LKQy4/pHKPGy4BpDCyGNw1qpmIM1KZ9m9XR9CVgCPHQVxZqYGRBNz2IKA6pVzGjkWNaQbov0MdDnpoap44qRnFJPQ1GhZLUpERhDU9M3aqshfoVAgtEKi9e0EF9OWsbF8S1s4BynsZdBocYLNAIuqTv+D2EMtQizbVYQSDDJJt7aFKbBDQmpCM8MeB3SXeCawY0kQu7N9DnQdBjg4ASE+aIPdrRzKe5bwRONiQcR1O3uzO1PggQK+HTWhMIjmCXnCeCHmqlBSVl2rsHUnKKXD2T9HXCCK1g43Plp6u0NcU04QMCMeyVz05cVVBcHp+hQd+oZRn6/PaCeH32vBavXCvYGBQUl+sxEF1R59TG/9Q8Sc0tUjN5FK7+Xoc2NhiWm35JXgsrBTcPbq6pVECNk+zHyPbRh210bJz8sNWnNo4Kduf0/705f1fVQNcYySook7gDeWq2TJ2HnT8BcFT7SCmuSqFWVNUpmDDxWtXEewb8MlmBFCVCkIdPby0P/LRZFzOs2WirIDhhKg5YuF/7bbuc362+pkyTs0t0ziEpRhbqXs3CdeEy08VhO40j/HVhVWENg2V9nR9xgtS1n6+RqbcPcPVBkjZ7d8EuCfPzVJEIqT3EGiyIsfvzVMk6YXSbw+4JizUwAgz67KbdMVDZRnpeprYsEDhfr6rb1QYCGC0XjCsyiltENSzw1BKtQATCpuKL5clyVf8mLuZLPyH1WYIpwZ0pD5uScrSdgnYLgpCZ6vDM9Dgdw2VMrRHo3DbUGQQ4dkJG/h9OgDivW33ZuC9HlaPtq2zdnjyng25WEONM33RABx5bQV2YtDbvsSs9Xzo2qF6fRW1rrp/aHv2u+JqSUmUSx/bUXHn0zLZy9WerZdKNfav97vuL4zVdWifQWx1nHj69raaiEVGd0bGepOeXauuOVUBkrZ9iJk5mA5iNCfM5aVGB+dOWY+PUg80UbRwVyPkJiACBCkyLRYf/x4CZIBfk46GLCqpDAiItDaT8qNsRHGBcBLvpdwyQMR3rycGCUknPK9WpDCg/r+7XRD04EeWwizfCF9Jmv+/K1EBF/zlm2ixWqExhDiPaRKnIAiEETd0vzd6mwQbmgtUcCzDpS9NSwIxB0weJg8kNX66RJ85uJwVllbqw3zioudY0aYkgQH17Q59jukewFNMWgT0YxJDzMaBGieDGCtLJOnzZy8NlQcZ5v3tZt2o9k4aBcQyGGFtTwYiZ+AfMJoPr4f95Ltd8vlonl8SnHRp/xP3iubjO2dNd1u/L0mBFTRalr1Waj2q45tR7zACw7hvcOrIag+IzQZP9faNaH3buOMpgbYeS9uzO1QcVGyBmMqpf7PV4pqREyTpMGNVGnXGw9iO1bOqpgPRmZIC3zNuaqrVWNgEob0l/06O4aX+OtKoR6Am25jNAcz5qZAwODNgcBXh76kbLOj7KxqkDOyjaOCpgYjcNbqY+pezISTtS+6OVIbugVNkCCywN8wQHmCJ1J9xY8LEktWj632BSj53VTi3gqOMs2J4u024foGIGbM1IaxI8YGiAKQ03D26mI6gIMigdp25KVkcW0oFm0CyYtjFZ60A0xuNqQ83q8SmbXSyEYbPt64W43FgePKOtPH5me11MWfRhf9QG+QM7ph5ndaKhHcAEh9pQUVEpd363XtkmDev04AGCy2tzdyojYU6fAUwXv01qbdYUrZkYYQXtJwSkmuB5BPl5ajAloJB25bw/vLK72syt3nNQrwU2yrOyokuDEPlu1T7dzKAYHtDiUL8kilRaIAiWBJpPl+52/Yxnoj6sIuo7O21TsqYdmbFpHYdlBYEGr1Y2NaTQrbh/dGvXM2Lzw+eJdDr1agYwm8wBjO+6L9bIf+fs0MHEAIacV1ohZ3WpJx8t3S0zYlPUa5bMAvXmZ87pcNi5YFKPsQO9ifS9UjOlh9WA58XYMFpmrKbvNk4d2EHRxlHBIk+7A3MM+YPEXS2wvD2ViSGAIJVa7nCo6CO3pEyDEqlFmvFpy1iRcFD+W+XdiXsI6sdr+zfROYCkXpn4DhtgKgR1QsNoENcs2pmhqTn64B46o428PGu7qil5f6ZBAGp3Kgi5soe2XRBwaEegh9IMqX3y7HYq4MCkG6DZ2JaaJ1Svvri2l7SKDJLLP14hN3651uX0guuNGS9ESpSUqxF31MSLs7cp0319XFcZ36+pS+BCqhEhCoEH8YcBgYrrhi2aNB33yComIR189aerDpsHaECbAkEQUHe857RWym4IWs0iAzUNyxgpnh9pQwKdQWFZhUwY3Vr/n80Mv2cmhTDOifMllYsvbAnGslWpdNA8MkAufH+5CmnY3GQWlmo7xpGAEtlN3LTWa1osDNjgcI+N8pV6HueCEQGfM5r/aSMhiBWWlOu9eOZcZ7Azfqkd6gXLgnuHaKsGnwV+78sVe2rtu8wtLNXNExkQAiAbLlpWdqXmyy/r98tP65OUVWME8GfHRdk4OWAHRRtHBYvGOV3qqb8pjdIErNPbR2mrBWkore01DddG6CZ1AjQYEARgSwSkfPw53dw0aAF/b3f9/k1fr5Nbv1mv36MnjOMPalVXhTkcDzBL8ZzO9fT79JftyShUKzeYAosxKtDcolLtkeT9rP2GLPSPnNlWYpOyVW2IOvbJszvIR4t3ayBiAgSLI719y3Yd1GPghQkbNMIRGDFtGwTne0a2krb1gjXNSp3MBIkpG5K0yZt4ob6s7m7VVJykGampwXRbRweq2IfjsTlIz2cgbydJzinSoGBaNQywqCOFyH09EqgDwrJJK9Ogjs8ruLx3I1Wp0hZDsGajYvohARsQLO8MMBhg2DBg4gdiJgIFgdG0ulz+yUpl2gwWxjkGpvr9qr3V1JwGsHoYnwHPlQDOZ4katTX4Uws1BgcMGSbDQFr3hoHN1MJvz8F8+XLFXj0P2nhMAGbjw/mgFmVUFJmI72/so16mz451Dgy2gvcc0iZSp4PcOrS5DHlloczenKLjzZ6dsUUW7cjQ9+TUjF/skUDwvvSjFZq2tnFywQ6KNo4KUpsvXdBZBraqqz1rBBJ8abAQI72EGIa2gayiMjWr1gbzXzfLivgMXRRLKipV+HJF3yZy76SNalqNTP7uES21pw6MaBelPVI1d+ZMUaBGB+sk2GAcTuBiQSetR6pz/OdrtKXh4p7VAwoqSyZysKi/MGub/v5rv+3Qc6aOyTmd1jZS2RTpM1JxjLOiT8v02TGkmHpqQWmFtmbAPAlm1EBNDyLBLquwTM8fEQs9kdyPmqrVaZuSVF377oJ4PT4N4ncOb6XXTMsL18m5WVsoSEtjmm1m+RGwGWdEELamdDldUs+YnpsRWIzdYvGnpkpqletjc3Ek+Hh5uERJeNkioMrIL1YmbybHUy80VndMxkA4FeDjVWtql+eD5Z8BaVruH4EZhoybjQHHwhYO5bGnm1NFyhDrtXuz9PuMs8LYgFS+AcdB+UqaFZccrOtembNNWfGTU7bo1zVB3yMMmGfEfaYsQMvRw2e00WeDIKxFVJBuuFDXmsBIMMX5h7/ZEGHg/uKsbcpI7Y6Nkw+2+tTGUcHCsGh7usSn5evIKOpWEQHUsrw0zYWMn7QpKSzGOrHLhkHszyqWCA8PKSgu03RjntaVmuvi+Oy0OLX3+u3eIfoeLEhPTduqtSDMmFFz4vrClAsWYm9PN52fN6BFHXl6Wpw2dmOoDetInLdTSiuc7R7W5n0WPlKxTD43KVMEK0x0h+VSewwL8Km2oMNQqF+xAJJuJBAydJeF1DTtk7ozTjlqLXeVc1yUAUF4ZLtoHcZLMME8XWX/Djed7cf9Q5B03cBmymYNI7UKaAz4+V2ntXalCml3gKlSZ4P0UfMjOODOY1yHuHdg0fY0Oa97A0nMKNSUI+yXGunrv+3QjQDP9a15u9SEARVsak6xBmueab1QX2W1vZqES2uLUAXRCyndAzmFctf3G2XmnQNd9cCaMIboQP1Y80r0WbIZIOAygNnankFwn7xmv8y8a6DrnuDcw6YMcQzerVZwrmy06AV1c3PIwz9tknph/mr9x+fDtLFY8dKsbbIvq1DNCmihUcehknI1jSBd+uv6JK17tooOkq9W7NWNIFlr6uJnvrVU65o46bDBYEoHTkukXm2cXLCZoo0jgsWMGhueiLipUGtDlYccn5oYPX37MwuV5ZC6JHg4012FaqrM4jPxmt5yd1Vt6/KPV8qNX66T87rV07TiIz9v1sWZ4+MBuiIhU6fdk7qj5nN1/6b6utZRwZoGpMn/4p4N5ZahLaRNTLC+F/hp3X6tU1pTck9O2apMgrSpScficTlxWaIGvNpMj6l9wdyY4WdYDjUvQKAkUJuASNA16chZmw/VGAk8pIqxy2IRnrctVRdw0ocs/o3D/ZUJcW9g1XjEwlStNUOMA2qCYNsqMlB8PDw0RcpsSsQkpEAR5/DnxkHNlA1yXgQ6Ai2BG/s545pDoOM+MR8Qls8fnjEqTGPEzozMHo3rSPv6odV6LGFQtD68uyhexSi/VfUqcv85JvW/2rxgSXO/t3CXBi5qxzxLgqMV3DPUwbgEkZqEpTNei01FoI+XTsng+VuB0xJ9k1wLKtOXL+ikilTS3ChrrUOceX6IuM7r2kDyiso1+9A+Okg/q7/vzpBujcM1E5FdVKoeuUNa13UtjjtTc9VsAks9GCabJT4nBF/6RW2cXLCDoo0jguG//KERnrYHFnHs2RLS8zStR22uXqi/dG8UpswkPj1PFYjvX95dHj2zvTauE7yoJWHC/fX1vaVOgJfMjUvT1F50iI9auk2+sa/MuHOgnNulvsQm5aptGCk80+zNwkPfIcKSi3sdYgwebkyOaKCLHQuZFU+f216HCdPqYcC0DaMwPRI41or4g3q9zlqhM/A1Dg/Q7xlxB8x1cpW9mTXlaRSrNMqT+qNFJMTPU6d9EKxOs8xlpLeQAMF7GBEMQerlOdvlrXk7q50XjeudUP62qKPTLWqb2EFamb5LrpmgYnBl3yY6dgnwfc6XIHz3aa3UUL1NTJC0iXaeN4OaudcEUwK/mX0IEMRUVFZKqK+3pg39vTz0flDPJIXMtRJECWBWlWmXhmGSW1imFnD1Q3x1I1DTT5Q7eF7X+tpSQXsHrTGkVWGKbGrYNBkLOKefbIX2Y+Ktih8qY57YILApICNw9/cbqwmL7pu0Ub1PabeB3dYN8pb9OUW6sUMFTFvMLxtoo3GTMzvX09YPWjbANmqr29M1oOOSc/obS/RcTO20NqcdGycu7KBo44hgtxz31GhNe63Ynam7alKn1F1IQeaXVGiqFPVhl0ahGhCoNSIMYbEkRdXlqTmasmPRWbgtXVkTqTQcb/geixwpVf7c/8NG3Y3jzkIAoWXDCr5nDQY3Dm6uzI1pCZ0bOpvJDRjkO+uugS71KYs7DIz2AAKWFag+aQOh9eHTpXtkbLf6+vXE5XtUwMH7Gu9Q4/NJ/Y10H+41CGwAUn8YJsFuA9M+qkYfkX6DccIurGlSxmXB6HDQYQoG2HYgV2f9YSFnBWObMFyn7/O9RYcmYxgQTLk2gpK1lYANAAwdJl0TMHtYKrML8VBlk0OqHLN2apRnvrlUx24ZfLVijx4nLMBDGed7i3Zp/yGtDaQ4scUDpEe5BgPs9sgusEHiffhc1QTm4sXllfo5Ig1OYOv61By9Lq6BySMEvpu+WitrErJUHAVT7dMsQp2WcKoxIDBOua2/67mAH2/p5/rs0IOKqQQPaEQ75xBoapAEOBgsA4WxtTPgM4TJO6+DGLJZoj8XcwhGZtU0fLdxYsMOijaOCIIMshpSfl3V5stLazYsAqS70nKLNKVIIz7p0z7NI+SZsR1dnqX0JLLbh1UxdJbAAttoHOYvft7uUlRSIVf1ddYBSUnB+hgxRD2KFoyzO8VUpfqci86LF3SqxkAIvM/P3KbDilEcWkEApN8OhSzBimCEwwztBlaWQosJjAJVK6lh6qO+nu5aH62sFPli2R7tdyRIoBxFKQlQKcL+sFkzQFVJapT369Wsjtad6of6K8OtDcb8mzQrw4cB187/X9PfyexgfQiWqI0CejMJDlZQj5u7NUWZHQbjmG0b/Lw+Se+t2RzUBPeXNCBpR2zuqFme2TFGW1AwWTAKVUQ9pHCp09YLDdD71Cg8QPtWjYiGOiDHIHB+sHi36/4+8usW2Z9dqGYCXRqFuFx1aoLjwIL5LDUM99PhwxjNINyifWfWlhRpGuEvm5KyVWm7cZ8zfY6NHPMVrcGe1LK1z9QoigE+vgUlleLp6S71w/xc5uwEX6ZnYAZgxFaA4GqeB5+z5Q8N19aSdYlZsuC+wXbrxkkGOyjaOCJIhxHMSB2xg2YRJPWJ/RbBkLocDIxgiYABEQJBiJSoWYjoKWRxBTtS8lQUAzPKKiyX3s3rSGqVCpF0nrcnMxudzeiT1u5XAwCC0LUT1+hr6PNjPJQBTAzBSs2gQ3vDszPidCQRtl2MITIwrSEGLPRYudHawEL64Olt1G4MS7R7R7bSMVVsCGizKC6t1EkUBFwY2Yi2Ua4hy+DhM9qqQcCw1rA6JyNE+UngwCXGpF4BrIw6G2lnGKMJ1L/FpcjXK/a6FlraLcwUCZ2YkZKnCuApG5O0rguYA1hW7pBf1idrXRQRkgFpPlgtLNiAxZ8aG/hxXZKqQamlzYtL095PAjuM/fsb+qjYicDJc4Cp0gKDmIf0NhsC66xBwggiIowUzqiaHsLm6KXzOsnC7Rk6Qiw8wEdnaKLidT1Hh0MtA6dq+rLqWG5uek+W785UJxw2KPRMEugY+UTKljQovaRspkjxHw3cK1g9vap8VhlQjCcqIjDS9HwuX7qgo2Y6EPBYwT0nZWoN3jBkVKhsvP5XwDitnwkbxwfsoGjjiECZyMLft1m4WmyxeR7Xo4F0aBCiI6BgfSy69PIxp5AxQQg6SJsakUNGVdBDifnpsj3i6+mh7BOjbo5HTQuQvmKxMXMTOSaLFSwJ1ggQqxBkDNjNU6eqOcmC/jxScCyayPnP7BQj136++rBhvwBBjDGINgHj2oFNddEl8MF+COIIYwg4pC+Z7AEQnaBy3Jqcq7UmWBUN/rimWNOkTOzAaQXTbeptZtQUaU4YFXVaw/ge/mmzMlIDBijzHvw+LjU03HNveU+CGOlWxCYwNxgSmxRS2gYEZwK/lTWhojWmBPQYoqBkSgjqSupzqF7ZnLDpIai9vyhe1u/N1uM+dU5HrfuyAcB2zgruF8+H75teQpyOUvOKpWeTMGVX9LquSjgoRWWHAjf9gpgc+Hp7uGp1Bgyy5rODtSCfL4Yc8yxI6V/Qo4E+HwYzRwZVt5erCVLaZALYtK3anaU+rWd3cY4fQ3hFK873q/fLQz/HqkuPs35epM5J2Ade1sf5GeH12gYjbjphpbZxZccC2oIem7JF+2NtHF+wg6KNWsEOlvoZogd26yzcCGaYYo6FGuyDsUcEr1B/H1cwg3HBrs55+3ftMyRAPTu2g8Sn5kmXBqG6cFPzoX64N7NI1u/LVqZAQEQ4Y0AwZmGibkPjPrtyY9FmBalVamkGpBsJPLSPwA7oJyPdSxuDtcbEaKvXLTZxBiy2LJDGy5RUH56eZiQTG3tjEsCCyHmzyI9qF+2aCsH3jSpx0uq9en7UxrDGe2u+U0ADe8TJhvTihT0autgyAdw6047vIfqgJxBhEg32BGzGTiE4gWfgl0p6F9EOrz2rU4yrT/K0dtEqVvH0cFPGSR2XTQS9lKRZMWPgPehFpT6LabfVX5T3gGmf3iFKDcGHtakrFRUOZbJsUgxgbEZwwmfA3C9qgXx2UJRSm4UB0m/YKMzfFQDHdIzWmiB1Svo+YbG83goyDu9c1k2zCebzSUvJj+v2abtQbY4/Vvio12u21nyTsgp1Y0augXQpYHPCe7x0fic5o0OMes0SqGkXouaKWAmgwIY5/rg+SduPTEvKnxXbsIlhw0BAt3F8wQ6KNmoFtaUvliXqAsrijZiCNBvNzgS1F8/vpOk0WgGY42eAsOTe01qpWANfT2p+czYzNBaZfLa6t7BAoTTF5JkaFAsNtS9UkAaktV6avV1rRQ/+tEmb3mktsBpVAwQxnKsBfp6McGKxQQhTUoZSsVIeOqOttkQYzNySIltTcpXZsfDXVHtaYfoJAYwZ9mYFm4CmdZ1qXJgrrRGAwISQiNoqrQUMWn7zkkOTMzDWXnT/UA3YmKYTZIL9vDQNSZsHKUauF0caTLJhrIh2qEUSzDA9IHUM+0GgQh8kgp6FO9LVqID3Z9PC5sDL3V2ZJpNLUHaipOS4eJJyXw27tAY0QJoUxSsWfwu2pcv9P2yqxmQJYgQEmBRMmDqbdagzTfC4GpFWNulenHsQMJk9UPO6QfoZYCPRrVGovDRru0xa42TjRwIbNjYa6xKzNWtx9ttLj/p6Mgaw68yCMvHz8VRnHO4nfZeAc4Hda2q2rEI3czj3IERiU0Tqlg0PQ5tRVQ9oXkd+WrdPrfFg7he8v7zWIc1HArMw/zPGaV5h4/iCHRRt1AqazGniJv1Geo6aGmm4aRsP6MJM8Hvtoi4qvKElwwrSZ6+P66J9Zyz0i3ama/qPYEhN76lpccrAYEn0IxK8YHa4tZgaC7W7r6/rpQyIlBtN91M2HqjWIgCoO8EwDFiQadaHofh4uUuwr7falllBCox62B3DWmp6FjZAo/YfgQBac14g58faTs2OQE6q07BE2DQDeqm7cT247pg0Hwsp7Ne8FjUkjfMIYr5ZRb+fQ1kvgZxpD5f1bqS1sJ5Nw5RhxQT7aADj/wkgMGvYJzVUBuliP0baEoEMzBZG261xqNZrCSYIekgb81xI4SGUwTfUGvAAgaJX0zo6N5MyJ6z3hfM6yrgPliujo+YJSSIYE5TpyySAGLA5UsVxbrHsrJpOAXAFMpsNGFp0sJ9+HvhsXd2vsaRbzqO2DAGbBK797C719XNlMhWwXKudnRVsfmgJ0o1LVW34ko+Wy+O/bpYbBjZV1Swgm2FNN4MvVuzRFD+pVXBRz4Ya6DkGMxv5HHyzKlE3Mgw7/iPAykkH2zj+YAdFG7UCJkeNLDGzSNkRNSGY3f2TN6q7R4fHZ2urBWODznvvd3nwx02uNCbMgQWLFKQZv0OARKDB7rx30zBNyxIMWYxLyys0IDLfzlqfQrlJyo70LV6W9DKSrrLWnQiK1gZzRiAh7CGo3D6spVwzsKmamlsBo4OdsZjiBkMqkGOyKB8NMOR+VTVQA2MeTf2TIGbMzGGw9NZZrwe3HGMKQE2rRdXCi4sK5wRbg0nDzLGpwwDd3DsYOUEVVSzMt8qjWxkWGxNjKsCkCJgj45qigny1jkpAo+XBGBHwWjYnLOCwxc+u7lV1jm6HKSl5lrSXkLIl3c310lJDfQ7BDzVZE9g5pSFsLqooIErhUD9PrSWm5JWoYIlrBdb2GYIm3rWoedl4cX5sBAzwvLWCjRH3mgHT53SJEW8P5zOgbnjWW0u1TkovJPfUgECJ0CYxs1CzBzDE58Z20M8fv8sYs41V7wlLpHZsBWpjwFgqc/5jOtWTc7rWlxBfhEnNZH9mkY7BIqtiBWYLNdPBNo5f2EHRxmGArSEuwKnmgu71lfUREFGjYgRNwzOWaHEpuVp7gX2wEKOc5B8/8/zeWbhLG/+ZTs8OHM/IB0a3kTcu7iJX9WsqzSMClS0xaQELL5gQaTvk8jAWk5aEsZJqgu2QyuX4KP9qgh08o5k2J+XqxHVm5JG2Y9dubNoMCA4IQVh8TRAgsFjThpwbiyhT3LmeI9WMSImiXIQR48FKgOC1sAoYkHVRZrIE7Ii05u/xB13tDih7Odcvl+3RKfRju9bX2iX31dThAPfwjm/Xy8j2USqK+XRpgrJg7p1BgLen+Pt4aMqP1F56QYkyOUDPoak1Ip7BN7RtTIi2P5Aah/nUtJujmZ5AS09gen6JMuHv1zjdhtbuydL5jZwjnxlM3dfuzVb2T88fnwnSu0nZxapWbhbpvEcpuUXVZhgChD+ok+lhZKKGVYBCmphmfVgtjJr+Sd6TlPScrWnqfGPM69mUkIqHKdOfaUzJf1jrrD0SsEjlP/rrZvH38ZJPr+6paX3GVnVpGKpME/Us9wPQh0gdtklEoE4HoX+UOjZpcT4b9JlyfmwAuT68fQm0VtDuYotMTxzY3qc2FCzkGFyTdsS2i+ZpZt1hefbD2iQNGud2qaftCqTNmkcGqYDi4TPa6YLFAjhp9X61UaN2g7KS9CtKx3b1giTZ3U3mbEmVwrJyFeug4Jt0Uz99b3xQ8UjFD5PFFPYCczvv3d+1fmed00cwswpmDGZvSZUejUP1/JgQQaoORoVbCa0WtYG+wh6Nw2RE+6jDgsG0TQdUGUsqE6cVK7PBis4M2X162lZVbBqxDGAzgILVTHMHkCkcWPibsUY6pLmqQZ+A8u7lPeTdhbu0b+7RX7eoNR71W+6lSQ1SO0WNSeoXQRCbANK2sBejBMXk2s+7pQYwfEEv6dVYF2neg+f11cpEuXlwcz2OmSNIWwbgPsMsrdM6cJPhnGdvPiA+3h7KVvma+0G9E4ZHGpiWCnoRSaHeNKi5vDAzTpv5YVxju5XIgexidcnhswWTa2DZgIAnp27Re3hOy7qajfiuxoBnghv3nazF+5d30+wBARcFMAIi0p1sTOg3xUCduY+PT9mi6WBYcYNQf/27X7M6MuHHWN1UXPTBcrl/ZCsNerBP6q5suGjMpx+TWus1/Zvo5mJmbIrwuBiTNqZjgfx37nbdtKCGZQIJrJvNybsLnS5KMEeDmu49Nk4yprh48WI566yzpF69evoP45dffjnsNXFxcXL22WdLSEiIBAQESM+ePWXv3kNy+OLiYrn11lulTp06EhgYKOeff76kplb3e+T1Y8aMEX9/f4mMjJT7779fysurTy9fuHChdOvWTXx8fKRFixby+eef/9nLsWFZdO76fr32XZEWo1mc0UGkwxgSTKpvJ7UdN9E0KHU5msixByPAkVokOEy6sa/8cmt/eWRMW1kyYZhMv3OAM0iG+En/lsz8a607foIvYNfNsVjE2PHD1lASkhYkmMFerAGJoFlbQKfuSFb1odPbSJdGYapwhAVa2y1qAnNvmCnKSStgIQhGaMEgtWYMtzlXlKZmCDKslQG71l49wDSRNlFB1XrQnKrLKK2ZIfpA+MP39D4Oa6nXDOvgD+/Je5NeZoEGsBICtbeHm+t+dKwXIu8v3KW1RgOsyfTf5fokTdmSRgQs9qd3jNa6KGyWhn1z76iL8exIH1N3qwnqj4hTSGlyvub9EVjBCnmP7KIyvQ/XD2ou3ZuEqVGCSUHyfYIZYiIM2FExGzWnNe1tNj9YAta0saNtolVUoDorsWHCEYkMBKKYd+bv0s0X95DPET6oCK1o/ufzA/JKymTJroOaUWDjwf2FtVMvp04MUyU1zPk9dmZ7bQMhxc0Hng0TUzpO7xSjqVVPd3e9X/RystHgfnx9XW8dVI1JOtmPo1kJ2jjJgmJBQYF07txZ3nnnnVp/Hh8fLwMGDJA2bdpo0Nq0aZM8+uij4ut7qI/o7rvvlqlTp8rkyZNl0aJFkpycLOedd57r5xUVFRoQS0tLZdmyZTJx4kQNeI899pjrNQkJCfqaoUOHyoYNG+Suu+6S6667TmbPnv3n74INrTkRxFY+PFy6NQqXicsTdQdNXQaGAjuEScJQ9mYVyQdXdFe7sa9W7pVLezfWKRioFAlE7IwJStSKEFCs+s9p8sbFXWVYmyjdrZN6NW0HsDkWojtHtHIOJl6aILd8vU5Tnig1WahMcIGNjnp9satOacCiBHui9gaTRGwD49mbWaDpRitY1Catdlq1cdS5W9M0XWkF70PQJn3KYjlzc4qyyp/WJck3K/fqgkkAeWZ6nCpwUVVa06uYlsNSSPXBJA0ISPTVGQMBUnVW82/aLRAgkWo01m6GFVOLhJnty3b2zrERGdo2UidhkJauidHtY3TzYVLC9A8i4mkeGaiuOGQCDMPGj5V7eud36zVg0wZDzY1rp/3g6xWJ6lpEjdKcG8+EFCW12Yt6NNDULq0oUzcmqTAGAQ5uQBd/uFyvmzrk7vQCZc98NkxKm+HBL8/aVs1xxnleKS7BDO/DhiQiyFfuG9labdhIW+NVWlhSoR6ul360Us+JNKi1VcQAtsxz2Z1RqBkPNlcEMN4D31zTgsPnhs89xuiIu/hMseFDvMVWAJei3Rn5ct2AZnJa2yiX2TwB2bjg4APLYGwbJygc/w/w6z///HO1740bN85x+eWXH/F3srOzHV5eXo7Jkye7vhcXF6fHWr58uX49Y8YMh7u7uyMlJcX1mvfee88RHBzsKCkp0a8nTJjgaN++/WHvPWrUqGM+/5ycHH1f/rbhcFRWVjpmxiY7+r8wz3HdxFWOzk/OdjR+YJpj8Iu/OQa+8Jvjlq/WOJ6autlxML/EsX5vlmPhttRaj1NRUenIyCvW/3997g7HM9O26LENYvdnOxZvT3N8tyrRkVdcVu13l+xId6xPzHRM35Ts2J6S60jPLXY89NMmfc+pG/c7zn1nqWPvwYJqv8PPrvhkpev7/D1tY5Lj9m/WOWbFJjs+WLTL9drLP17h+GZlout6v1+997Dz55ymbkjS91qzJ9Px64YkxxNTNjse+TnW8c3KPY6bv1zjuOj9ZY7/ztl+xHv54I8bHUWl5Y6E9PwjvmZt4kFHdqHz88z7cO/BpFrOqbS8wvHgDxscI/+7yPHlst2Oqz5Z6bj7u/WO//y8yVFSVuHIzC9xFJeVO5KyCl2/8+nS3fozA85/zpYUvbfmeXy9IlHP88w3lzhenBGnz+6pqVscN3yx2vHugl2OeydtcGzYm+XIKihxpOU4nyl4a94Ox8UfLNfzAvx8wg8bHI//utkRuy/LcdlHyx3PTd+in5cz31zsSM4u1GP/vG6/48vle/R3CkvKHQviUh0P/7TJddw1ew46ysorHBMmb3RsTXb+u3xv4S5HWu6h9wapOUWOJ36Ndbwye5t+zTPi+AbPz4jT+5NdUOr63m3frHPM2Jjs2HEg1/HYL7GO/OIy/SyuTjioPy8oKdPPPMfi/qTkFDqaPjjNMWNTsmPR9jT9XHFu4NU52x2LtqXqZ9TGP4+/c+3+S4U2lZWVMn36dGnVqpWMGjVK0569e/eulmJdu3atlJWVyYgRI1zfg1U2atRIli9frl/zd8eOHSUq6pCpMMfLzc2VLVu2uF5jPYZ5jTmGjT8HWBGq0pu+Wqc9bNiGBft4yuBWEVo/5A+pJkQh7O5JOT45daumzrDOMspT0nxj3/1da3GIOu4Y3kI83N1192wYD1Pv75m8QYU731ZNqWfHDiuB0RSVVcqz0+OUfSRmFqjyD+u4l2btkPi0vMP6wWgbmTi+p4sVoYyEPcI0MwpKta/P/A6N7Gd3jlEWxGtqKgUBgh5qhs+N7agpvYP5xWrYTQoQIQ//GmFcRuBCqszqyQqom8Kaj+aL2aROoKuWydBjq8CoNhSVV8roDlHSPCpI076obOm7g6BM+HGTzqmknsV9BaSOqVvCAmGzNw9prq0MTO8wKVDS5DDDpnX9dKgx39Y2Cjc37SFFyMMxSJ3e/PVaZZ8ARn7fqFautgruWZmqgh06sJgBzzB/fg67RNxE2pZz4f14nsycRLiFow7CHz5D9PtRD8VNybRI0ORuVZIi0sHGD+ZoRC243BgVLJ87nsmrF3VWyzoD6n+kQFtGB8mT53TQ50g90Mx+pDUHsQ0MkPsTFeynxggIi0jZ8vkySud7TmulNoWIe/gZ/yZsnBz4S4NiWlqa5OfnywsvvCCjR4+WOXPmyNixYzU1SpoUpKSkiLe3t4SGVhc/EAD5mXmNNSCan5ufHe01BM6iokPNw1aUlJToz61/bDgR4O2ppss/3NRXXhjbQX6Pz5CsojJN8bGIMeqJet3glnVVKMHieUbHaHWmYSArYoTbvlkrF36wXD68srs2V+MmA/ATJT1FkGPKAQbjHeuH6jGSsp1pPH52zjtLVRhBSo56H6kwWhFYjDj+G+M6a3qPupEVLGDV6o65TrEOgfbMjvVUak+db+LvCbJ6T6amNOlP0+G/RwCpMOOpSu1O600dY1SViCcq1ncs+vS44Q9rHVFlQMp57lEWS+6JOW9qiWw8AMOWAXZ5xkeWlojx/ZrK3ae1liAf5zxGamz0x706Z4cG+ZKKCt204KfK19T7aL4noCByQvxED6M1pWuEToHeXtoGghE4Ey6a1PGX4W0itQbKfEuCfkyor76fCbiIWxDzkNa987sNOo+QlDHPh3oj701AZBKFASpmXsMGwGxeOGeCKilN0pMEUIQq/lXOQRdXvVdmfokGu1V7MlVRi2CI1GZNeHm6qQMPx2YzhBCsNnB/SdcbsIH5fHwv10QUHJlaRgbJM+d00Pf8ZmWia1MASPmyOaAdx2oMYePExl/OFME555yjdcMuXbrIgw8+KGeeeaa8//778m/j+eefV/GP+dOw4eEs4VQFO2pUe/yjf3tRvDIqRjJRa4RB0DT+4qzt8vHSBG10R8rOwjXt9gH6//Tv3TS4hSy4d4jusIe0ilS7NepwBiys9A4iUEDtx5iiC7s3lA8Xx6vt1dIHhklEgI/W3KwuOezEXxvXRcUeLNpGxPDR4t0aLK2CFn5GHRF5P7WoFQkHNYAkZxXKOwvjtfaJaXWDUD8J8vGQZbsyVPVpghotJjXbL95aEK+WXwt2pMkX1/RSEQibBK6BuhYBlIkeLMAEYhZaFn2Mr5vXUt8CNRdqNhEwFGB6DhGPvL1gl14fG5N7J2/U71OzpY6L4hSBEebgl/dpJA+ObqO1RpSd9PshEDJiEhr7ua6oIJ9qY52MYvXWYS206R5Pzi4NQiQm1F9GdYjWz8APVfMN28cEqyuOAXVXvFdx4YFFY5QQ4u+t/YJlFQ71vaXxH4YKXp69TQMPwZfAY4Q4vZvWUcaH+MfqFgTjRYnKM2KDdfXnq9UzlgD63Hkdqw34JcuAOhUs3pEh907epP9Pbfe56YfGX1lRUFyuI8cIxmzGTA2ZOiiTTqjpEgzvmrRBN4f87ED24RtuTBuOtsGycQoHxYiICPH09JR27dpV+37btm1d6tPo6GgV0GRnO1NFBqhP+Zl5TU01qvn6j14THBwsfn6H5slZ8dBDD0lOTo7rz759TsGFDSeILbQTtKpqKmcnPGFUG3lgdFu1xUIk8uttA5TBoVZ9Zc52lysHLikIZBZsT1VhDgsyrQQoLgEBg0AxvG2kKglZEOl1Y84ejIuWD1jIUzVYDE4oPZ6Zq5Zv9DaSzjIpu01JOZp2s5BETfkRVBE61A/zVxUmw48J5rznPSNbOwfkenvqiCPaRmB/mA88M22reoVaWSegiZ5gTiBkk2DYC8Hrvcu7aZB/d9FuScst0TFTNMHzh147M5rICoLGh4uco5UMSFEG+x3qkMKJBj9SBjaz+HNu1tYUQOqV5nnUnAhB9mcVa/sIzyKzoMSliiUQIgghpR3s76VG31aE+ftI/xcWyLTYAzrTkLmHUzclq/nAtpR8ubpfUxnauq68v3i3tI0J0o0HrRUYLtBryaaASSO3D2uhmxZUprRfEBgX70xXRsbzp/8QKziuAys8fg6wTTNqWBx5jJUfTBgLN3oPSU9ybSijmbNpNYHnc4UCl7meoH+LOtrSAhDRmGHBgBSt2fTcPJTWlCjnffH1UktCvGmZroIoic9SoAq9KhFfaAmAzztiq8KScvWO5fOFerg2sZONExN/aVAkLUr7xfbt1SXuO3bskMaNnWrD7t27i5eXl8ybN8/1c15P0Ozbt69+zd+xsbGajjWYO3euBjwTcHmN9RjmNeYYtYHWDY5h/WPDCXbBW5NzdJgqgYLFh/oevWwsYqgFqcPAGACpOHb9ppZIKvCRM9vK/G3p2sBMkzcN5CwiyOCfn7FVrhnQVNNe21NzZXl8hkrXAcGTlBlN4rBVK2AULLCdG4RqCtQspIDxTgyDrTZcONBX61G4jRCYWEhxd+G9z+4So6lFggXMmMUVJkYwJiiT7qsN2KnRcsDGoCZgyLj/0KpR4ajUNgqYENfCPTKG0VbASrmvJjUKCDBcBz+DFcH0UFHyB3ZCiwqergBlqHHfITDTCgAIWLSxUIMjSBqg9jT3GfUwvqpWNkx7An61b17cRfs2+RG1RNxnLunVUNO5pHbJAlCfZeoHt4pnZQI153Pn9xvk1Qs7y7PndtRWHtpOcELiPUmj3ji4maZHeYanv7lEHv1lczVVcHZBqWYj6M8EZCg4TnJOsaaXOQ6s9Ktre1e7nyha92cWuhTNfOZcxgluDtl3sMA1kxNl8mO/OnUJpObZcJAq5rOMww2uOniekjZ+a/4u3RwwMo1UOIYMPA82OmxsSB0bhx4bp3DzPjXDXbt2VWuNoCUiPDxcxTL0E44bN04GDRqk7RKzZs3S9gvaMwBpy2uvvVbuuece/R0C0+23367BrE8fZ8PuyJEjNfhdccUV8tJLL2n98JFHHtHeRgIbuOmmm+Ttt9+WCRMmyDXXXCPz58+XSZMmqdDHxp8HqU0WJmpFz4ztVO1n1PuoA9VkGDM2HdCRQtR2cPVApMDCAXsxIJVIQ3VOcbkyChrX1yZma/qS1FS4v7c8MWWzPHZWexWbkLKzgpaN725wbnRIVwZ4e+qCTgCx9geyKGOETb0TAYqnm5vUD/OVy/s00aBCChEbLlghCyvXSYN2cVmlzh9kzt8dw1vpYgcjZooEMAGXDQK/SztGTWAjx2Bg+teeOLv9/7F3F2B6Vtf68Hfc3V1JiBEguLtb0eJVoEChQktLvbSlhpSWllIoFKdoW9ydICGuxIW4u853/dY7e3gyBHrO+Xr+h4RZ15Urycw77/vY7LXve93rXtGo7seLTjPFmLt0TerboVHKDKo+zryI8/z0s+jSHChaAg+ITdhkaBVQk/N11134t84GSD7XxYoBDaG0v/3AiEDK6nGEUep1ufnfUGj2fRLr+o0bQwzz0+P6V1CVGvL//PKkSNKQfg7JwuZg126lWqtwDJC3eijxluTbu22ttGbdxqBomzUosQxmTZ5/55CYi5idZOJ+r14fx4UZ8G8MwH6/fiG9dvlBwQTwe23bpG7UfivP1NRv6RwZCYyds7xCIGODo61D24VeR1R4bnvxrBEICdf3uW/sn77z4MhoJ7GBGzpjaSRgjIPfF+d0Xrn5+yc9lCDQ8VVGAv8LSPGdd95JO+20U/wRkpt/5x5Cwhr1Q8mMgvTmm29ODz74YPQu5rj22mujzqhpX/JEhT700EMV369Ro0Z69NFH42/J8qyzzkrnnHNO+ulPf1rxmm7dukUChA71TV599dXxWRSoVfHfD0iKUEJtiH+khUpzur6to65/JepxRaNlFJLkQ31nviB668Vx80KVJyQuiYopt8Z9CM5r2ZhZ3OYsXR29Zmpdf/3cbqG4JLDJtBgEqr8NTVdc1I1fOu4Pr23WU4hihWCgAcNja1QrSz1aNUjtGteLWuU+v34h3T/ErLxRgaS+dfj2QTlSp1rsUKEUmRYOdS+L5Qk3vBaLXo473phWsYhXDvUsbjxCsnVdTJ/ItcEcrp9jdW51a9SMf4ehdioLUYu6VIM6teI8oU2hnsiGTS1TUhFQpPO84uGRWzweyUidTK22crjeD124d9DFEi+qc+W6D0y0qUOfGzcvkOb+vUtmA8NmlsZ7CdcIas++raXjmZsuvntooMbKRgaUoBAx39cc3smGhFNSKleAXv/ZnYKChFZbNCi9Fs2eqXLWbZTIL33rgHTZA8OD2kTjesbc98o12ltfK/noDuravLDhWBu1QyxBiRpeHs/P9c9NSJc/UKLPBTGSocpTF64KcZH+y4eHshF8v2KzxI7OHxvJT1pA8sRf2dJPqJdSKKtdV8V/GCkecMAB/3Z2GOTmz0eFRn7N/x9lACDQrY8//vi/PZahQzdvzq6K/3lceXz/8HpcuXZ9uuGFiZGkGHiz7urfvnE69NqXQlhjB24ho9Sj8uTwwv0DeujZplFq1ahu2F3t0rVZ2rdnq0AZO3Vukq5//r1AIJLiFUduH9J9Qbn32Ij3Yxe+73Yl8YVFilyf8wkf0ga1a8b73Pba1AqBBlSoDnT7F3cLH9bPlyMXA3/NFrzysTGxoJ2xW6e0Z/eWMbWCkrXY3K0mlj1IJSAtGg3r1IpaKNRGcAFN/OWcXSqas19/b37UKP/6+d0iSainqZu1bVIv3l9iMfXj1RkLIvlavC3uf3h+YqBdtO5u3Zunq54cG2bX1LJEHezK0Jaf2blDIO5OzeqnS+8bms6vRNs+8439QxCEUvyosKhDBpUpX5sOGx+10T+9ODGt21gWalR+oAQ4lz84PMwb1H6hZPcDmjR5flCXpuFdihbWEiKsBfv0bJWmLVgVhu6XHb55be2WVyfH5qfYmiJpS1ZqdBIa79GDt28TSk5eq1xiiLjUISUy1/Sa0wZG+46k2939q5aiFghlQ7yOo2itJglI9J4dYhvmEazZWO0R+V54QI/4/vf/MSooa0uaTaHPQtN6rjelskD+fhew9r89eYeK4cnYBYYRFx+4+aDlT0I4DyWEIlvg95XgbI/um/uyVsWHo8oQvCpiUfjuQyOj71BiUguyMFiwdu/ePKYA6C/s375Jxc7dQoRKhDwo89QQ/3TWoBAoUAGagsG5Bp1nkSPAQJsd3q9d+unx/eP/3otJtcWUawzFao4lq9eFiMFi+pU7360QUUhAapVCbef2L+wa9dDcb2gnrAXhl0+UpqWzrVNzO6hP6zjmnBAtonbUaLQcEJLJGb7GaPrtKYsC1aHSckJUf5wwb0X6xmG9QoqfHVsuP3L7UEZC1xZzikSqSf/OtnAQlbaO03bpFBuIk3fuGEKdrx28XVq/YWM6fdfOQVFDije/MiUQzQ+P6RsJ8OZXJlcct3slmWY3lS0FhxWipC0FhLhz5yapYd0a6bLDepXGGNWpkQ679uXUrkn91KheySpO2MA4Jsm9erXqgWAZY7uucT8eGJEeGTYzvTtjSUWrDAo615o9F5V9TAUxjTr00de/GtMzzHkUxDrZe/W5sUY1za4QfUFukP93j+yTvndU39S6oeReJ31mx5J1nPC5nmcbLpsTSTbXqb9zZJ+wf3N/OSNd9vfh4VJzRL+2UTetUa16xYzIOwZPS0OnLYln1DWQTK559r3NnhX3lWsSOhvi/KSEzYENa9F7F31sfJn6aFV8fFQlxaqIxV8rRsemdSORqdVIAo3r1Q5/U0NyCUNQl4MnLQwbrwvuGFIxTPaa03aM+XI5LDpfP2S7mC6BEkRJNqhVEsyYZ0dmDz2hrTRGWyBNbIBOLPrMlY2KYtossdi1V6blMr1286tTSzWnNesjIUG13zysdwg+duzYNN13/p7pzJvfjMWV0YDJCcIiBvmYtJAtufhZaiFgX7djx8ZpzOzlYeNWHDIs2eyzXat04p/eSAuWr0vfP6ZvJFuJTP2NIElN0obhkkN6BdJxTGLPHi3TTl2axcLs9SZKOC8biMP7t4trDJmyocvz/BheQ2aa7nPCqVurerQwqKNpoRDoQOio2A8I5WvRIBIpBgPxOUvXphN36hRUJhqRWcFnd+sUg5715n3pbx9MBvEs2AycskvH8B792WPjAkH5voX3rjdnRHKFdtGYas1vTlkYSlKWbH99bcpmoiLxy5N2iFqoZ8V55JofNJ8pdArm3M7hPCQw5hK59xPCJrB5eeKCNGVBKSkxJ1dDVlPGdEDyaqzCvXE/ZixcFcOMoV2qYudv0HFGhcRk/Ge/vF/3eMZtpChcs0JWUM+++4NDU8O6tYI6/sPzHz2k+pMSzi0PVa6Kj46qpPgpD/WTyx8cEQvTb56eEP1vUMKlh2yXRr2/NE2avzKEH9oDLGI/eXRMNDU/OXpO1N1yQGvmxtmd26mOnLUslIx6xszTa9W4btCqazeWpbUbN6WduzSLPjR0KoXm947uG5+rJw7Vo07nvV6fvDBdUi4CsQhnA+v8mUQrFlG9iVoKLL4WP4v8rt1axDHrf+RvSl2L0oWUNKxLQgQTefFHtf30X6PDAJ1xOTUqJWOxlipBWiTV+Ey7h4xz6Ne0uKNjUa6OAx1HqCQ0/Rfjt6fskF6eMC9oRMnR+Khv3T8i5ir+9Ph+4bdKCPS1Q3rFNYLW9WUSwxD+OJbc4H7v29ODphQ2HKffNDjmDTK7/tE/DAIuiwQESUtW3z6idyBxaGtQ56YhMtmre/PYSHit5yGjRe+nTvrnl0otGbhGCcL7Oe6erRrEtSK64kSkRrlu/aYwVfd94hWOOhktm5/5yNCZUc+VTH2Oe+JzGQ5sKWxqFqxYExsOI6Dce/cWpU75qx82t/00qlcr/EmJbTgy8Yrl6yrB2aTdP2RG3PsfH9c/KG2fCYk3qlMzKGQbGgnVed81eHoJ6ZelmJJx4Z1Dgup3zBC2tpGLDuyRvnJAz/RJD449Wk6q4uOjKil+ygP9tNKEgJrVg2ayeH3+1rcCMf7g6L5hcfboiJI5M7Pq7x3dJ6g7tNi1p+5Y8T5TFq6IxerWVyfH7lx/l8GtaCfIimWaXTnkdWS/toEGrzl1x/TCZQeEEEICQdcykTavMRtvc7+hmLPDPeevbwWFRukqhs5YHAIhaAmCO3O3zpHMKweaDtr5x/D3YyG21EO/lK/qbqjVnz82Jn3mj69H8vR5r09aWFGbydRl/tt7OX/Is+iIUkSU6pMWY4HO9f/i94XvmzWoYZ24529vTA3xj/d3Ptpi1PO+cueQeD2almWeDUMO4hbIXRKWqKBuCebGswfFmCObDsYHFnFmB4y29f65N7OXrUmjZy+LFgmbi9Gzl4ewJIwBDtquQryCHie8IlIxZR5NCjl6JiQPMzeheYhZTyF6XE1Zf+DCFeuCAofqhc+i0r3q8XGRVJyrzZF6n2MsTs9ATwufwxVpxuI16dA+raO/VO3bfa2eqqWm9WrH9JDcC1m3Zo0Yxow5uPKxsYGuKU5bN6obVLha4IUH9Cwfktwl/enMnWO4M1GYc7M5Eo7LqC3PJlckqBjtDfHnsCkh3CqiyE9qQN36Xqvi46MqKX7Kg+OKxDVn+ZpwsVGP0aQOQZnXpx4ocVx415BwPKlTo3rq2bpBtBugurK7TNfmDSKJXXFUn5D9a6rXo/bFfbpHIsqSfos4CbxE0KZJ3ZjYkAMqpfj086g6C+nJg0o9eJSHvzl5YKC0TFX1ads4FiP9iyzooJ03J5dGJQlokMJTUOIBhBboucvXpF8/OT4EL5q8OzStn/bq2TLd+rldQnACsVggoWPIA0pTN0KzFUPdME+8EEUB2mMjZ0erhrBJKLqvCMdlVqXFWYyfuyJ6PJ3PlY+ODTUvIRHaFHIUkCkqNU+Iz7F09YaY/CCue25CHJeaMIoQegxhzPqNYRCwfdtGYQwwb+maoFhthEyLRzs6/tXrSvcT5WmChpC8oGDjoCSiZ8snW1AGA5P3vjUjhCcCS3DLK5PjPqvzvjRhXiSiPBPSvXctrjppQPSrmqPo+frZCQMqzufPL5VUs+qqglJWeI7ufmtG1K4fu2SfqHXe8aXdI1GXpWqRBCfOXx5tGmht10C99rWJ8wPhQeyur4ks6pUHXf1iPG/ck279/G6RlG1Cvn7fsHIBUcv0t8/vFnaGxprZKNxw5s4VEzW2xqj8HFbFh6MqKX7KY/naDdHOsHFjWTq8f5vYKVNBWtBRZprQ7f4P79cmajh6Dg2D/ebfh8foJEbR4rY3pqY+bRtFU/bTo2eHuhAqrPxLeM3T42PyOjRmJ65pPgdEZQaedoBcB8oU3mF920ZysFg5ZjTpxfe8Gwjs6AHtIpFqpkar5SCZzw406qHXnbZjoDVenkQHtWvWqJhFaOjug0NnxfxCn6l1w2ehnFidQVK5rpfDhiDX/i6++91008uTo0VA7Qalh+aUVPP09yIF7NpBpRZwsWHDpkheqGAm3TYIB27fJr07fUn6/lElw4p6tWrGz0hixZCALPas6ByPBd9ll6LXbdwYnzd+zrKgabWOuC/fPnL76NlrUf5//YAPDZ0VtVmKzn8MnZWOLHcjKl3L1nFsR/Vvl44rnyT//pI1wQ5Qq2YzdjFl4cpIiK61hnq05BMFwwCMgDFijpMvqlqmz5SsRe5ztcFyPd1vx+UzsoCnaNjwk+P6pV+dtEOauWRN2m+71oE+jbtCi6KfqYLVvNUabQ5sjLq1apAe/eq+cU8h6yfLLeIoNolRvL9nl5Bs164tomXH/SXgykYAzse//50avyq2rqhKip/yQA2hvtTxJIv73p4eQ4R36mQ6xNo0oEPj9PbUhemet2YEYvr7OzOTNeHt7x0SA4XbNq4Twhly79tenxYTD+55e2bU2qhYQyp/+zsVUyosH6g1AT1YHHNAqrm5mCo1+5GiGc++5c20YWOpaf+s3bsEGiKzt3CR6KPIIMDcKiAs4DmIW/Kk+X23axkJU9z2eqmfTVDHQj16/A695qWY1oDaVSfU8qFnk/BHSMYs8Eye9+8dOjQJ1SJaESJpUq9k9g1VfL1QSyTisdlgvk4V6/qgB03d4EEqiDwkBtQexFy3XFoPiUuw6MzKQVRD/Qqx8UFF60H1WiX0+EFd6mUW9z7tG0etFFp1vzXXcxS65KDtIpmqFaKoaxVmHDrvc255M653jRrV4phZuEHKlMIca9TrJBj3kGBHoIH/PmRm+uMLk9Lnbn07NhJaQGyItJrccMbO8bPUnpCdY8rtG+hKtdK16zems29+M00zx3DfDwwDis+N1+pNveCA0jXUVI9m/eWTYwPx2TTZSGXq2ebBRsI9IvZynAI7gVrfUhASMRfwDFMEYyzc83NvfXuLr6+KrTOqkuKnPNRI2IBRFUKMmrV7tW0UIgzG3+fs1TW8T2csWp3Gvr80FgXqR/SimL5oddq9W7N0xUMjw3PTYnPhAd2jHoW6W7Bi3WYLnR0/9PVxMW3RqjgWi6RAj1Gm+lzBuYYQJCtSJZkrjuwTidwCGV9bsTZ964ER0eSt568Y7L0y0titfGyQOH6nDum4HdsHenvya/tFDUpAe5C0425ZTpdKDhKwJHXjy5MiETimRavWh5WZ4xUxbqh66bglErVWJgbQpGNU47MZ8bfGcNdHUz53H4ktT47Pcf87M1LPVh+uX1GeqrtqXeEqI4iZOrUoff7PTxwQ99lnsKYT+kadY77OxDvqv9ATBW8xHIemf5Frnnv3aBHUIyGU60E8Q1SFEraxsFHJiO+e8/YI6ltiQrFqJ5FUL38Axb02Etq6jZvSj/9VsmBzHZwrhkCdFOLEPuQ+1i2FhAYJ22hgBvbu0TJYDi0e3HdQ1NkAwTNp04Xahj71ShYFVcX42+ulIcfo2scu2TcQsHt9/v49g2FgOFAV205UJcVPeVh4NTQfOaBt1H6YIU+cuyI1bVAr+gZRSdxTNK+bnPDl/bpFIuAQU/r5GoEQZy9ZFWOZ2jWtl4ZNXxITEsw5lFyp8yzYEB+XGYvkxwX0QR2Zw4IpaWffU0KJ7PgiIECTISCvvMBDQl/Yp2u5afXmY8qKkXviBHSb5/Pl9xGSZOcWDdLPP9N/s4Z5rikcTc7ds2v0XRLfOGcONNl2zEL7w3+UPD4pPyfOWxkJ2QaC3dxrExcG4tCWwQxdUuH3SQSyJVquS8sGm80IpEa1qNvc9G7XMI2YsSSNn708+ufcJ+4zrpUWEJ/555cnp3vfLilQ120oC5OD3M8GLUqaWVAk8jH4zNyr6by1mZy6a+f4mbzBOGaH9kE/orB/8I9RFfVcP4eRUPOlzLVR8DViLm0XassSJYHLT47rHz/zzOi5aeTMJYG0v3Jgz3T8Tu2jP3P6whLd/VFxxcOjor3IxsdzQblrIxfCsNMGBh3rnEwckXTVWY8f2CGezXx+lYPFHEaBwjkH6tl1Yzxhg4BlqIptI6qZNJw+pWGeIi9WEzM+7ebgxA2EJxY5tT0UpSkYNs+n7tIx6EeSdt83Vw6Ssyi8Nml+2rgxBVWlSRuauvqZCenAXq2i9qjdg7iDQrRbq4Yxh/Cwfh/Qmv+VOO3Pb4RbTTER/m+GBC4x53qfQP9KKsV+SZScxVbyOfPmwemJS/cL2zSONCzBvnVY70BQWi30s0GckobEKlmiOy+8e0jU6iAaqEMrybcfGB4KUOgkD8Atxq+fHBcmBpIPxxjiFeIo6Py9ecuD4tYOg0K87tn30k+O7xfN72qOj494P1xsUNveX5N7ceJEPteM7AlwstG2gKw8B7xra9SoHghVoin64hJo2RTo98u0pMietcL5o1BNtFC/dl2L/qVGfb02aWHQ15yFJs1bGbXoGYtXBwp1nVyvyvHwu7NSvw6NUq82pffS1qMVxyaJeEzvq+cTze1I1GixHcRmVKXOj+0edbSEWrwmUC7FsWuXxTa+bmi2fIrO/7ih0lWxdazdVUixKiLUmto2rhf052d37ZyGTF8UaMXimn/RJUQLG8ELtECmv2bdpuhRMxSYcpNY5JefGRDtD1AU9xejpKgDRbVy15Ac/86LUcLRj3bg9pvTZlCIRvf/aVA8flSgNlmhFeOV9xYE6iwGqha68Nq7v7xHXC80HBTBoo2IR+L61oMjopal1igh6t/TD8mR56/n7BJIxJxCLSaQNWs6CUwCLRpk50U4JxqCKMlIvRfdqBYIrREeqYPe/eaMOJYHh8yK45DALzigZ/r6ob1CSQzZZy/PYuT7Lfmg03NwADLZgur0mbElSpoDkFoi4wKbBkEk5Tz5uuZassgJEdrTbvHAkBlxDlmgpB2H4tYGbcW6jdGmcv2z7wUNrgf16mfeS29OWhhofv2GTTEvU020GOhj5gMV/1+5NiacOA7nanP3h9N3Sn3bNQm0KxF69iXbnES1kUiWla+JTd6Ze3QJdEmlKqDXjZs2xbPwSXK1qYr/eVQlxaqIQGmhsiweR1z3cvr5Y+NitmKebG5x1uemV+7vb8+MJm6Lg140gpms1rRgN21QOxSBRBWXHtwzFHxdWtSP3bq5fDksun98YWLFGCTJSOsFJWIO6IoICNKxiydw8L7MjfWkEblAHVxbfF0SdQ550fLe6EACEK/VPM6wIM/4c8yVTZ1/f8ZOm6kbfa76n+PYUngtupVTTMk8ema5uXrdNGLWkqAOc+sKFP6dh0YE0pFQHx05J64lQc3bUxZHndK1JD6BHomecqD7tEOwJTvjL4MDaVrYIUJiEvSx9gkiHRMr3pzCe7VVemH8vAofTEpTx6VOq+E9905mA/diaEPJbjyOn+csNCrpZNROvar9wbFlEVIOvYWVkZPPOe2mN+LrvG3/8vKU6KO0sVCD5FOqnUXd9c0pi1OLRrXT1w7ZLv342H7p1EEd0w6dmkZ90+aDNSDUWwyes8V716B2zRCD2azZIOTo3bZhTPzwdYIbm0HiqovuHhJTMbY08kvYoHmOPU8Qsz3FLefuGv2VlSdQ6B81wJoJQ2XD8qr45EZVUqyKCFSaBnaUqboPJSQ6CEWol+zkG18Pp5KdOzWNJAQVsYFTTyOA+exNg2NHLiAirR1233lKfJtGhvkuilqkxdYCaOoEBWuW81NV3vzylBjUm2tHVJCUlRIY6kpbggXpogN6hhpTn6P5g2p6J/7x9UCeRCuQk5CkWcgZd2SxpYJE2flcC7Nkn23eclRusjcz76X35n+oJaNySG5GIg2fsTTQkvfv1bpR1FCdI9WrhKwnD2ojILFZ+OVJA2NxVrvNEyIkSYtvTipMFVwzCdE5UbuaTgKdoHnRtIzQhZ+xILtWb0xeFEjdhiA3yQueqvoUbQg4vxBEfeuB4Zudj2ThOPI1YdNHVGPz5BkoWrep4en1lCiy41A2z86hV9TgZTMuJeajB7RPPz2hX1CneiI541AFu15+VrJU592uVaO0eNW6NHf52qh/u87ORStKq4a10yHXvFShyK1MN/ModT/UXi8ot4y7+ukJoYDOdK1nv13TOpGItQO5tpUTeRHxCgidGhr1/P3CXMhi/O31adEPCwlXRvxVsQ1NyaiKbScsbHOXrU6r1m1K9WtVjzrJDafvlBrXrx0eofVqVQ+FoAXvhIHto+/LNAwIT98ihEAoomfx9F07pTcmLggkeQTZf7vGFY33omWj2umPZwxKN786ORZxriPQX+vGHyAJAhqLHmcXYpUc70xbHA4lO3dpGkKU7z08KuzaqCxRdhZMdJe6JbFQUaHonP749vS0e7fmgTqhEypHny2gMojs4wK6tXAXEUiOp0fNSe9MW5QO6tMmEt3q9ZvSD475QNJPiCFKFmbT4/OaNyiNLqKy1VwuoUHkECnhi5AQiyFpcgBCi7p+BE2ciPTNff3Q7cKzNfeMChsSoikbhydGvh/3EW3r/unRlHSoQSEZdeOrTtyhYm7l5oOnl8UmCdL54SOj0+f3KfUQ2hS5FxlF5pFhxDJs0bLrUDEYv5+3f/f0rfIp9UXDauOwWjaonS4+uGdcx/x9CuZbX58atUtJ0L2D2l1j///n8FmpW4v6YTawZ/cWUeumiOWFSpilVjh5/sq4npC5+4BizWbpXHq+9Ld30o+O7Zd+9pkBscH7x/BZQanmZwQ9PGzG4nRwn7YVQ5WFMoLPyr2qlYNJvI0UpW1VrXHriSqk+CkNVNcl97ybLrpraOy0zRr866tT04HXvBTzEyfMWRqLtMbr5lSkw94PJeN781bEAs7QmaIRhUrBqa6oUd6Cp9G7cpy2a+dQMH5ur65pyNTFsZhUDrJ5rQgEDhIQilPtUM0GoiLi8XULTa75XHhgj0AHHcrpMQs9NxiLM2QKtXK5URvVbD561rKgKXNYeHODv8hG2HlnD2FJyDMLZtvFeHzU7KgNZtMA6KqyipEVHBRHfNOwTo30i8fGpX4dGkciyeYGkFj4tZYjHfVBCSyH79uM5ECRXnlC/9StVf10y6tTIlGgBCE1f0qK4naBBBeuXB8bhfP37x4iEklC2NCgcz9qnJAEzsZNSBB6BH/26NiKRJERvvonKzrPC6S78SO0e2zlcqIR6qyu9W2vTYma7G9OHZj26N4yrtVS00jmLI/rwJ5MLU8vJybgx/8aE/fb9TESbPt2jaOG+bPHxsTg6pLZ/MRIwjZ00ZtZ3jdJkMRcHKUtjCJDz0p2ztV9/+E/Rkc9NIeNysiZy+L3IBuwC/VWqujKzEIOKNLvSlVC3LqiKil+CkPt7tpnJwQFhXaCophHt21SJyg90zIWry7NwLPIo7YgMOIUSeSrB/cMy7Mv/O3t6H3ja/qFfbpHQsoUaq7XFcMCjQK0mBcTh3ogxaLWgrNuebOixqduRdUKFTCb1rIgBk9ZWIHa9NlxjkHXfmmfbumpUXOirshhhjhGwtDS8cyYedEErwkf4iyGZJOP1ULm8792X0l+T7pvcW1fUKIWg/WZJPvkqA8SWDEs6sNnLkljZi8LcQkD6tXrN2yGBH02s++iwfqNL04K2jOHpJfPPxuMoyMleyO9XB+z/X7//MRY+DMK03LzhzN2SlMXrgizcbVG7+s+m2TRpnG9hBlEz1YYLJSVBQKHSIvHyRLNiCcbIMbczLCFRC6ZZDqVhZ+46K53A4nlYA6QA/JEe7+/dE249kD0hFw2M5ShGupfnDAv/GmZgZv9aHNhg4KVeGrU7PDtpRJGxdatWT16FLUISfpf3rdbbNokSD66i1euj9oeNa26o3v86nvzg9IuGkh4DxMw2P/lkPyxEgYj59osep7IBkthI1cV205UJcVPYWiRsOj96uQdQq7P9HpQ52ZRU7H4r93AtLla1H9em7QodrtdWzQIL9Nnv75fIDJoxG591pJV6Rt/H5a+cuc76bbXp1R4mVp09KoVg9UYWpVikTdqDnW3Y3doH7XABrVrBo0qoBtz8vxNnLJvz5ZRG1q/YctIhAMNVxs9e9CDBU7/H/oP/fiDo/qkO7+4e8VkiRxqnDnJSnISyjcP7R1IUwJhFpBpM4nDlBAKSQgJKtUG0bK80T+HcVlqda5nuyZ1QwBjOPD5+/cI8YqRVcLCbCPApDsPTxY8ZyHQ0r9XR43VYi3hSzbmOGqHOXHnTmHRhq60YBPLaEFYs75khUfwQ8zi/NB8X9i7e2pc39iqRVEP1qS/Q4fGURO2wIs735yeFq1YF7Z5kgqaHY0K3bs+NlKu0bNj50WyLikzOwZroEUkozD3If9bSLJQmoAY+al6hq45dWAFctSe4XPQpWqTzBJq16wWSJAy9MfH9g3h0KH92lagak4zL4yfH8YLNlaO2fOKlfAzWIY7Bk+JiSQ3vTI5qO5Hh89OQ6Yuik1T5Wdo1PvLKiaO+D2xMSB4MiGG0YBAHaNg2csV206qYuuPqqT4KQy7bcDIoq4+N2vRqnTLa1PT+k1lobyT6NRBNJcfM6BtmD6jBzX0Gxkl7K7venN6uubpCWkVtNm9RQgavrJ/ScygLlQ0eRbtm9SLJmc77KMKPYcoRH+IetQpJbDKcfM5uwRyJLYJY+g3N5fiQxj3vTUj7Ob01UnwkgSnGwuqxa52rdJk9Q+3dizc7GvUjfrjzFNkQ2ZgK99XNm8SkoUdsvJevDUZTBuBVIwj+7eLsUNQkOG2x+7QLkQxxi8N7Nysor4FuZg9aXguKtM9cW6oVf6hEJUZgrxDvYYLC2QvURVp4Jywjb2Crn1PMnCjoanuLRumg/u2SbOXrQ716A0vTArnIkmLkOm4ge0CqQl+pn7md8+9F5QoodF3Hx4ZyVCi0jdqHBXjbxZsAl37qyfHx8BgITkxfCjSpcLGp3LkWYqoSbVW8ySXrdmQbvncrqH23LQppcP7to0eQzR+3Vo1IxGpZTsmtVQbqUP7to3aILXzr54aF3VX955hvE3ByYM6hdXdftu1Crbi6IHt4+8cNh8EUgf1bh1I0AYMjQrhG6Z8YO+WqX+5GhhlWjRyqIptJ6qS4qcoJA4oB7oxYBcdZmG3aOhtQ2GpVel1M3ZIYjGqSSJ6b/7yoFvZbll8S+OTmsci7ueWrd6Qbvv8rh+SpYuMNkpjhxoGhVk5OQkzBBt/BBWFHrWwSYjaEvhtFoMYx9QO/WdQjDqSuqNBsRY3i/VvnxofPYHQTY5bXpsSyYcCMRs958i0rN42FCsUvGJdCSVJvlAOJSZ1K1RMFZtD+4brjKrLG5FfPTE2FKZ+VoTnaauG6ekx86LuObe8fmoTwlPVwuvnfnZ8v0CYx+/YPoQmxExQ8Avj5m42Hw9i05pBQUlgYwJGvw5NA6m6Z9BrjWrVAnWeMqhT9Cky4dZ3mC3thGG7kjDFsGPQ+gKhSUQSh+SiJspku2456vY9aLp/h6bRP0rRuyWHmDwVxD0ptilw9YHs/nDGzjG+CgVKEStsUPqHqndJHDOk6Fq57qzqbKbUmZ2/85Eo3UrnxakG6rR5Gfn+0qDS735rejyzxm3ljYCwYRFGiUl+Nj9f2Ltb1Dg/t3fXpPvj5ff+572xVbF1RFVS/BSFX3rycPWt8XNWhOpQjQ/VaCEjgKFQhBQgRpQR8YHF56/n7pr++rndAn0d+NsX00/+OSqUqnbvduddW9SPsT5bCsmUL+ZPjuubRsxaGqhiS0pOfX6S28cFVCERH9pnc3WjBVMyz8IVfqf5MwiBJOHTd+8cC6LkkONrB/cKBPqHFybGBkAETVcutLDgSnb6+07bpWNqUb92oOEerRtF/yPkY5IIeT6Ltxw2EpJYRkHcgtTvskoznwu/UcmTCfXN5+4a9cCMRgTVKzGHmp3XD522OBISJCNpEQLlkPjYkTmOn/xrTLqxfJE3aFjCgCKhzUWr1oYCVrKkxFQH3nu7kh+qWqNzUj9u1ah2JC8CKRQi1Oh42Ki9O21J9EXmxCZ5HtavTZq7fHWolG2YKm8yRK7Jub7ONQeK2/k5Tigb/Z7p3Bx8eL97ZMlHFUpDGa9auzGu6ZLyzc5n/vhatA5JsNgOqBOVfNEBPdIunZuFhy/7uDxtI183tPM3ytG+a3rZAyPCU9fmxPujrd13it6q2LajKil+isLk9x8d2zfcN+QLO+qDt28dC8zgKw4OyszUcgmRUTYHEehOjYdFG4Rk+jgq09glrjVk72pH6jB58oRAARKCCDVJNbVDr305zKjzWKgcpZ19WbibVBYuEmpIeHmxksQJeyC4YuwSKsMPKNninEOLHuqSaANd6ZjzYm6RfrrclDsrLdmoGRfl59TV1MrUQNdqPTisV/SxnfmXwdFzyc9z5dr1MXarmOi1BrBQywpSaNTw3Zwkc1BbPvfNA6IfT6COoW2LcO4RNeWCEnT9ho1Rc5s4f2UgasKhotLX5oMIRjtGh2Z14xyYWUsQAjNw8T1DQ5TD8kxSoigmKvnNk6X+RddHPQ0yvuKovkGLQ4AS1MhZS8II/rrP7hjDkH//3HshHMr3Bl08feHqGNH1wJBZMRrqo+K+8/eMupx7z1ZPewPlr8RrBBn/17o1q0W7hA2G+qyEbHNDQFNkF7S9eEb4vX7v6L6BegnEGIRDlFDiTx8dm0bNWhYqaPXyorWdEoKNScPaNcMUwabgi3t3i/o3ipuTkXvnGZb8i/XwHF4HHUPSVbF1R1WF+FMSdu1+2SUA/2ZvBX0QWtgNCzVADfzVUmlhzWOM0HFi1MylQYlZJL/boU9QVdR+F9w5JHbwebq6MBNQWJT0JEogZ+z2gYdmMVCP6o2SATFPMdjJoXHViRgLoOn2265l0GhZaCEgrmLkY85qW7TpT47vn35xwoCYxJBrXZLx/UNmpN+fvlPF67UASEIWejVFSV+SlSRRbt7PDEATJdCfFmyATeKVZNs0qhOWbSjRp7++X7zn5AUrw4Gm6Ke6pXANXFe9mpIAj1P3jOOLFoAm9WumXjUbxv1Rt0U12igQ6VBS5laXLNrxHo5J396dg6cEWtQDesurC9Idg6eGoAiiWrzaEOaySJwQt6SRnwthJJh7b0OhNca5SkZEPkKSPXlQhzgG8w8l9bvemh7ocUusAETIJ5boShuFTQ0btZJqtnqpDWLW8ngeqFz1zeYpHcXw3uhUDkDtmtRPO3XevL3k/WVr4tmilvXMoPIlziK1q60HrYxl0BqSY4fyGujhhfq3WnLP8r5E9/2eN6eHEOsPp+8ciBwLY9NWFVtvVCHFT0lILiTtfvF36NQsam13fXmPzRY+Evdxc5envu2bRg3liqO2D7GGJAqxWATNRsw7ZVMI1Gb+dOagmHKv/aAYkgrZPapvYIcmgV62FGi8M/foHDRmZRcU9J1GcSpQ9SGN5xrWM3r8qMhIi0iCwvCkQR1DSahlAa0JlQoI4eUJC2Ixzq4oEqLQXE8ZyoXGAvitw0tN5xDOceX+nhZX1CLByjf/PiwmvOvllLypKzMytKEomokLiaVY3yz2PqIT0czqlszQLf4oTYs3W7dvHNIrRiNRQ2bzAY4v6qYW/twe4Z5JQFDMIX3bRTuHJnkTKghuworv3qEVY5M8F1SgBClCDdprnJ/zNAvR9YCqWdrlMJOR+Mr5SprQnjYJNdAthWcCDW4zA3n3btMweh/d4xg7tnZD3CObEQjt4oNKtUhzF4m+/J0DAwAhV95wEFHVq1lKsMZ5QchqultSi15637D427OeLfncc2xHcXwX+7dsTOAZc321/hD22EBVJcStP6qS4qckLHaEF4IvKJrqQ1FWFgkKguCLiWqCGuyAJVXKwN+cvEM6bmCJ/oQsiE8kRL1pqNXc7wdVSUboRaITi1xR1FAMyWZL31PLU186b78eoWxE+9rgE7cQ3HxcPD1mTurYrG4s6tCXRMc15egBbaPfzDQFVJceOGOqmGpDvcVADVoQx85eGhQeZKNn0Uw+CXfzS1cWicLGwDxEyCUPNRZj5iyLDUhuSdCLxxA7T1tQ+/I1Ac1JSq9NWrBZzVDi6dFKIq6e/jVydiRnNKd6rvd9YuTscF6B9nLSRwXrgTQOTFK+9ODt0poNm9KX9use4p35K9aFdRsxSoy0WrMh/eWVyZEQBGr1jjemBe0qtE9kNIralnzDFWbfbjGWSkDlXH5O3LlD2JxVDpuBu2KocJ304rh5Qa8/N25+alqvVtDD0Gifto3T2PeXxXWUPHMvoT5UdHaxfotF4L9rA7RgxZqgYwXvXjS/Pk6bQc9NESHaCLhv0P6fztw5Wot+/dT4OCfPnroma7sckqX6ZDFB2mhC0fl36/9lFJ+NqvjPRVVS/JSEX/45y9bGLltdJPePQSoa500Qb9OkXiATLQ2GqXoNxSp0QNX4tUOJUtpVDGrlJYq6s4BAhIde83LQhJrxDR1WY7z21B1jR00AwgAAQpBcBErv42owWQ2LgnVc6ltGUfn6lii5YqBs16wvC3Tw7cNLsxkdx8m7dEo//8yAdNnhvaPeRwAjaXKaye+JjkOLQSxEGRxhUIxqVhAXEY+RTMVAsVJJUnUa5USAJFy/rLrkR+paCupeSFNbi3AMEJHwN+eWr949NNSleaMBmUFEmu7VIH/3/HsViV0z+6j3l6Y7v7RH3DcJ0/UlEJLcjUfSC0qEsn/v1tGWINijQZJocqENRy2NQlj7BeoVys7mBZWN0m2YKGGpZB1LmAJMXpi+f3TfqHdmKzjhGfNs2GSYiLF7txahMFXTGzx5QbQEocolTRQ9953mDWtvZoq+X6+WwVrYrBUDoiSiMW1kzOxSUqSOpaRlsu7zbAqKPaqfv+3taOjHRlz1+Ni4VkKCo/BV/87+qJ4V9UbtMVmk47nfvl2jUPqeXpjL+f8iJPSvlaPbqvjPRlVS/JSEXSWK0M4bhcSKa+PGTenCu96NnXjuG6SAtJDkHbUeNmKcW87dpUKcoK5CgPL06LlR56pfp0Ygt3vP3yN23VMXrAoqVPLymRZy7+cX+TsPjgh6Df11+YMj05Ryy7HieCL03WbHXlYWiY1zCXedj5oAanHLsWr9xvT4yNnpzN07x4ItHGOROkO3XQ3hVq8WtSt2Y9n6q0aNapFE9bpZpIlGoN7ZS1an8/frlu4/v1R7mr9sTfrZo2PSg+/OCpMBfpcoXslDkrjo7hLCIut3HDuWDzxWq6Le1MRvo1J5VNXw6UvSwI6NA+FIPAIic01rMVZYsCJd/9md4vua/I3tyrUur0GxEg/p3/MZNjL+2NTYYORAXRYHKnMl0rs3qHPzCrTpvuu1rBxqyOhC5woVM5DXa+m66oGUbG0+cphRCK0bzXTZ4dtHkuc3egOUdkivdP6+3aNWOmz64qB00ZQSU9FV55A+bcLzNQfVNPMFITmp82I4JCwio5tfmRIUqIRXHAclOTNXZx2Hqt69e/Po/2RGbnMBVRbjkL6t011f2iM1rF0jNapTI9pabDZee29BoOT/i8gesVXxn42qpPgpCepQO/XBUxaFCq/3959Mv3xyXPrbF3YLM+hc+9KOYIjw1+4dGhSa5mmJzwgkrQzQjv+rSaHcUI9s2OyuJQ5IkIKR/VuuD1qUH7hgr4rPOKB3yxhDJRnY4WckJFGyRCMeKQZqVe1Gnn7tOwdtsbkfXctbNAdHFmjjsZFzPiTCyQFtQHjfuG94XBMSfPGXcwYFJSmxX37E9iFMgZSoGNXhLrhzaExfQFea9N6tVYO0eyWBkPjNU+PTMeWLK4MA12GPbi0CgTk29T1o7p63pgXquqYcQfv30jXr01l7dA0qEPWLGvzXsPfjGKEhiYzbC1QPNdroUFzmkKioMG1eGBcUlbnFkOjd88oh2aJXhU1DkXZEyRYt6HKoyf7ppUkh4ir6gdocuMc3nLFTzOqE2CQtx6g+rYWDdd/F97wb/YkQJhGVntjKIdFCbzZmQuN+ZRpR24n6LhbA88m39piB7So2RI6lab3aIQbLSuhmDepUPHef2aljGjFzSYU7kyDMwiAcOUA5YVF6bOT7wWAQXnVuvuUxU/+b4X5kMVtV/GejKiluw0Ftd/kDIwKd8Y48dmC7WBwhj77tGkWdMA/5tbBQOX7r/uGBMNTQLM5++SQPYgIuKI+NmBON8ahTytUj+rZNF989NOjA1o1qpzvfmBY0XQ4LLuo0L9jst1Bm0BSU5vOJMca+vzQ9Ovz9oMqKkvti7RNiWLB8bcWIpGIQoUCUzlmgalF/n9ury2ZIqHJIpNxornvuvUAl4p2pi6MthcCFOhIC2aVb80CaO3VpFgmS2MRnTZy/Iup6x/z+tRCJ5GsJFavzsSAT5ku6BlShDAy0IGgNoFa0qDIlh0oFdA09oWEvPKBHUJKcdHze6rUbwi9UA30Oi/wrExcEqs8haagval3ZvWvTcCLaUg1KPXFLhgsfFyaUbGkyhGuWW0uKwURc8rLpgWLXb9qUlq9eH0OCTdTgG7to5fpIePo1WdypE6ovokqz2brw865/ZhMiMVSi0h94Z0bQwK0b1g6jh8/u2mkz2te/oVlTS7IgafCkhfFs2ghCyOqRhEL8aKFfyNDn2mCpNe7UuWn8Dpyw4+Y0blVs/VGVFLfhkFz8QkMpS1dvCIGJDT+Ju4kFO3cuzUYU2hTYen33qO3Dz/GqkwYEymDhpjYj0aEiT9+ttBhr2JcsatWsnh44f88QIaCtoBq1tRwT5i6roHlKg1nXhB2XxUxCNMXALvyl9xaEuIQgKIfWh2KjfUxUeH1qTHuoHNAB+pLxgOB4g5ottmYUQ72QAAUiWbxqfbrssN4V0yLMBYRGTXc/744hqUm92pEEXD+iCshQ355eROKZGYtXpSMHtI1FHSoyANlm4qmv7VehOHWtWb5BYAQaap2oSgbdaMJoPC+/bhSQbNr+9NLEMF7Xm9ehWf1Ade8vXR3N+5Cz2haETFWrNnbGbp3SD/9hFuXKdO/bM0Ik0rBO9dSxeYNAnNnPUzh398N0+yz++a+E52X/Xq0rJj9QAUO6wvkUFanUpJiDn53QLxSgvFaF+92qsSHCi9JXD+oZzkGSJpEXqhYDQayjoX70rKWboVL1U0IfKDA/49khKD8jNlnHD2yf2japH6i6cv03R4PaNSsoYv2ONl1qhgRXNkSe0SP6tYnJKode+1L0Xjo+9dedOjWLY69efhxVse1EVZ/iNhyQCf9IPWT8RoV61F49W4TggJ/nM6PnxgKtjwsSyhPHJUm7eRMAerVpHMjGgoTuRDlBIlSA3lfS++I+JZeaXz81Lt5D3x+UuHDF+tStZWnhgLrQWUISZaeV0RnkWDks5Go8OVCHh/dtExRbZXSDmiRQIcTIFJgFEoK1kGeVZw5Jh8r2z2fvkrq3bBDJ6m+vTwnE4lrwDxXUmlltCWkBHAN/8nTUnxrXqxno6PWJC6PPTiLVBvD9o0vHXEQnppKcUH7doBCLvvaQg/u0juM8P3o9t492jpmLVoUq1LVHjwoeo5Ia5WhuGaFy1Shfu0bNqE9SnXp/9U2071fueCdtSqVh0OhrzjRCEkVZmlrxrxFzAwV1alY/bPI2bCpZ8lU2Tc/J+oyb34wNBNRnWPBNL0+Ket3plXpQXSuI/r6ee6Rrnp4YtcVck8Y0OGdJiz0bqpJAKz8DkiJnIwpTm69+hXvNXcmxfdS4pgvuGBIbFnVCZugGSleuD+YgJjp7j66b3auzd++c6teqGddKjdqzbVKKDcmyNeuiNCCJU1arWY748eHp/1WYfYm+/3fDrqvi/19UJcVtONBul9yL2jSdolEo+5TvtBNwMvHvKQtXhtVX9u202EgwN541KH7WQvv06HnphjN3iqHBpiUY0VS/dvWoxX1ur27J+sS78vdn7Jx+eeIO8VnPj5sbM+jQi7n2oaaT6zo+56MEMzm+d3SfSAwWbSIRSsbJC1eGgIbooRiVJ67nhc7i/bMT+oclGzoye66iwSyYFm+JSDuEzYHkqXZUWViCwmMRZ+MA0ULcFu8h05akCw/qEcIUyK04mzGHz5DIUZnoOUlBkpQQtQvw02QTh6KGtqh8L7t/RDqwS7O4L4RKjNK/fPs7QeEZlGyCByo2J4djBrSLGiKxDWTF91OCW752Y9TKfJ77vzN3mpXroka8fO36tHbdpjg2o7K0lFDEoqGh/hwER4+NeD/Vr1MzkLJxVdS4UJbNkE1W5Xho6MxA3oRdR/RvExsczIJAP/KEtbhD7HorUcI8ZilXoe9sClA5oDjXuThIuhjMAn70zzExCYY5xYzFNm+lOqQNy1VPjEvXnrZjvDb3nRbjuXFzQ8iD7ZBY/YyEjWKXNz1DGBTTTf5fKk5tItk0om2rkuL/blTRp9twWBTVoQhE+Iqi9PxiE0LYCTdrUCt+yVB8DevWCErt4KtfSl+9d2gkFGIENNLfL9gztWpUN+qRkJaz2jQAAQAASURBVCKRCR/Pn3+mf9CWqDR0ns+yoKEJ1R81XOtr3FLYhee5gFv6npDAKBYJRShk0WA//deY9I1DP1A0/rtgPkCkol/RsRaDiblWErUlbSIWOWIgC30x0IuSDHSIrqTohORsLiTJsk0p3ffW9FDzUjVm4ZBEKgFBob8pnzFok8F8gGpzt24t4ntEPYf3axNISevLpHkr0/7btQoU7rj1lVJkSgjoSRMviHhYx+V4e+ri1KZJ3UCRapyo6dcnLYoEjPolXlFzhP5R2Ef0K6GnYTOXhEDmC/t0i0QDJRZ7C/mcXvvs+KjtmlRhg+GY/YzrgvrdEqrkyqOWS+UsCd5Tfn3U7gh1clO/Z5NDERXsnYOnRsLLddgc0KhnU6h1m9LhuroXRVPxZ8bMSbOXrEmPfnWfYCs8M7MWl9p54n6v2VBh5Vd51qfwXpkSz+H3QJ2UYlrPqk0K5bDn5PTd/9/5oNr8vPytA9Ofzx70/+wzP61RlRS3wcgiDxSZX2i7csiOSGXdhrIQiUiSkqGvrVi7PtWrVTMm3190YI90RjlKIM23uKDzoDNzFNUn1eEs7H98cVIgLC4rFh41IQFBQIuS8JamjltQCT+yJ2cx1KhynVMwYKZs5cXKYWfUTw4PuvPjAjKTkNB9Eg0kZlFDAWexiUVeH5xmezSvc0In79a12Wa+qQKVKml97+GRMRNy2MylkRh27tI8EjUlKSuwJ0fPTUdc90qaVN5mYoJDNrXO1CHkqyeyGK6x5vOMpK95ZnzMBnz4or1jeok6aj4OdUKtGUROEoiamwVeXVOYywgBo6ptVE7auUOgvGWr16Wbzx2UrnxsbCSyrx/aK1pEOjatn3598sBgByA5qPSbDLZXrQu0r5mfR6pNgI1Uphm9zrPz0oR5oUhWyyzGirUbg7YkPnp78uK0T88WoX7Wd+l8s80eD1dIbOHKtYEUJXOfIaHlzZEkmZ8J98pMzKufGR9J0LMsJMiHh86MnlvtIa6Na7567caKnkwJUT3QBkcrksSaw3xMZusQYh4JlZ18bv/CbkE5Q8dfvO3tOHduR43qfCAI0/ahleN/M1z/yqO4quI/H1VJcRsLatP+P3oqHfP7V6PnT3KwnKgrTVtUGhWl7oYmJBzxC24HzXTavEDKS76b1z07IXrAJJGhM5YEokIb5fl6EoE6mgXrtjeIX3pUeJ/aSZ+37+Y1QotW3u0L9azK5tjCLj0P9BUWSmpMSchiaYN/+xsfWHxtKfKCma3ACDYuPbhnLPBUppLIVU+MjV2/Wp2FVt3KhBCtEBq3iwFB1qtdM6aJQLcSCKs0P//ns3eOcUSEF+qpJr5nmzALfmXrMYkonzeLuRXlc/sgoPjauHnRi+ecJQYJFkUNCUKlrr/P97dePupN10XPHSUl1aV7XLtGtTC1NimDWIdZ97Ty2qEFnABLz6D7rxbq8376r9Gx+J+0S8dAfxyEJCMK3QO335yulCzkxyseGhUOO8V+RNdX8tFKowbGzYct3tE7tI/P+fbhpWkUNiR6Fk219/0/vjCpNA9y5tJgCLK9mrYHxg2iZNJdMmeAfHMPo+MGGgd0ahpJz2xGyZbzT2WGwFQTiTJPVMnvC2VnYZZj+9ytb4VDjk2JTYTPRV2qodokqfFmkZJ635l/eXOz6RtVsXVGVU1xG5yEweDYomcXzXFGYrMY1qu1NtSRWgFQp4tXro/FVc+hX3TJY0NZWZowa3ksqm9PWZQebzU7/fS4/pH8LCGazKk6G9WpmQ7aXk2rRogQLIQZRXzvqD4Vrjc5Hhk6KxZntb+PmlSuCRvqVHuz6yfoqOxco97FsDuHc0RZfmnfDyhPYhkU4mOj5gT9S8CC6pRAULEWUNQjmteC/KuTB8YmgR1dl+YNYhAvy69rTi3VnoQ8BuGqb/5z+KxYPNHDf3hhUqDk3312xxhGrK9TUlRvlDgYHBTVuBxy8hm5NxIVlMcBRqBmt+vxQa2zX7tGgaq10bxw2QHxGu0I7oN7oM/SayXQIwe0C/QmmVCISnaul9ejBU2nf+ySfSIpG7HEZWfRyrUxnQIilyDVi4ubFTVEvZb6K/OGR5/lpYdsl5as3pCuPKFftPAU74l7Bm37uuv90IV7VTAG0JbJK2qWl/19eKiZHasNi3qo42ERhyYsmYNvHlo1oEHI3OYgt++45mqbnk1fJ9LxXHMWysn19YkLoqa6Y6cmqUm9mnF/1GYpoD0Tf3xpYrr04F5BVWpjItYi3vJenh9uRuqUn9m5Q1D4RRYErc3QPDtFVcXWG1VJcRuLLPRAUfllh25MDbdAUG/GL23N6mnEtCXhhCIR8NQ0lqhOg1qpmtE97RoHiqRGfHbsvNS03vhYUGcuWhmtAWpFw9GzQ2akhnVqpatPHrhZ8rLASCA5+RFqqI0R63xUQF0cQr52SK8Q7VCXftR0hWLc8urkoP0kdOeiXmZag37K3OOodki4cvqunYJGhYKcoz+QEJpXEoMUoEt0o8WxGI8Onx2o+6Fh74e5NNWphdJnSnqO1TWWjF9+b370fPr8m87ZJX5eMjU5Q/I131ELhkRExdi3XeOK5njUnYZ2o5NYk+lvREHmqRdZVYyydP98HsTTuUW96KuzyO/bq1U0luuBhIjUeilqKSlzwvvNyQPj2NGZaG/UpmM77NqXY1IEhAv1LF69LhrufYbzxRKgcCVzcwbVHCvPTYREUX2O5SsH9NxM+WvzksVB0CcHGs+KdqCrTx0YQiQbp3yf/zF0VjTfo0L7d2gcvqiSvaHRxeQNlUL06EWWbJIyl5qimbeZmV6j7zb70hI3+T2hyjbVZMXeG4IahdwZumMPmFBAieZc2gCaLLJ2/abNnsUtDc2uiq0zqujTbTROufH1cPVAiaL6hk4vzaRD7+nhkrAs5CT+KESGy6X5h9XSprJN0VcGUXZuWjdaCFCBnZo3CIqUorB+rRpp/rK1acXq9el7j4zcTPCA6rN45LCgUfTt0OHDjd057MZRU/v2bBmL1n/VrUMytaOHuixcFkyLnF7MX3ymf3pn6sL05TveSQ9ftFcM0uXHWnRnyf9mBybpkdsTwWSlpK9dcs+7Yc5NuLRhw8ZAK2i+Vg3rRkvEgb1LNa/LHhie6taqHknI+6Lg1Kr8H8LSynLSoE5B+THZHjZ9SSzuRk3l8HoN+5LSsB8dFjZkDcz5q3Q9UHfoVHVDNcbXJy6KnkDDdtG5NjotG9YO03E0KacZ91yt8JZXJkdStajv27NVGBJQG2v/gHiy5Rx7O7VjSl1tE+ZGzlmyOpIYgZbETj17yi4dA72Vjmt9JH9hRFPlVhgJ0TH4fNNJoC/HR6nK5ciGJUwaVqyNOvao95dEbZKaVN0bNWpT8Jty958capG/eqL0NWpbnrLZRDxHh6Z1A4nnhOieUfuqge/Xu1XUn11PylJMgmN9ZuzcUBsTBikneD2h0LszFsdGZ/dfPBsK1arYdqIqKW6jgc6CfqDD2UtWBUVlxNPh/dul03brnB67dN+QpkM9UJkeRMgwCxosupLmsrUbYmEjtLD7hhDUiCQJiy9kqvZ05b/GRKM/JSfkUFwMOctwr8l9clsKn0U8ovH9wXdnblHRuKXQOuGztGsUa0TQGEn9SxMWRB2QsAgCYT8n0L1FBeIX9ukaxym5Vz5254fWNaGCmTb68NB+bYNCzGjWZxAAqWP5d5dm9aLtBTWqMb04gBnVN2T64kDUUMiQ6R+MwSK4+deI2TGpAj0qcRIIZfFHDudGEcyFxT2ToEwGIf5xTIyqiXx4kBqV9cNj+gYdaYODckUlC4OToS8/4znQEiGhikHlyRLli0pHe7ZqXDc2L/e+VXIi0v5hQ5LrwBKaRPdRobb800fHpNo1aoTQyTGh9FkLooBzqCuq9V5+RJ+gpxkB/PW1ycEESMpqqMVkNHfpmrRbt9IxEJfp06wcjN3RpzlsXGyiupULfw7uU0qi0C3rQhZ8GvcpZB9+d2Y4D0HsNhPUwUat2egUvVmrYuuPqqS4DYedrgVlv+1bp84tGgTtiSYleNEaAAlKnBaqto3rBEJQg6I2bFU+1Na/356yMC1cviaUkxPmLU/HD+wQfYKXHNIrnG/eX7Imeu4OvvrFNHXhymgDqBx295Sl5PU8QyGQLEgphgV7SwKcjwqITi7MdbsiYhXOzWy/bBqd44t/eycQimOASNBoQh3MMGOhVvezx8YE2m7btF46d68ugUIzJapWp6cRioJkJPUeLRsGiqxVs0bQdxKj+qweSCERQ+aSgYZ7fZ+OEXISrMN8X22SkOTZMXOiTpi9PnOgZlHGhh0vWL4uponUrVUzEql4d9qStHFjSc1bLVWL8xIGHXvfdRtLGwLHTeGa4+QQ2dQIVHTs719NNatXT22b1Ktow4C0CF94iaIs1XRnLVmz2YDpnFxyoM9df+euxqoFg5/sT47rn87fr3sg0rUbytIPju0TiY54xUxJtoTuk+vrOqm7/ujYvunY378WymnDqXNIbpySsrrYZqYYrp/aKNFNUd1MdVzcTOVkCfH+/LGx6dcnD0iPDJsZQ6QJirSXaE3yM5Ijc4nKn1UVW3dUJcVtLCgZp5QPZ1UTmrVkVWrRoE46Yad2gT4sNiXKam4699a3QnXKN5RdG/cZNKlfcsNr9c9p19ixc/PoqbOAEEBIPBKmFg07bItEr7aN0ym7doqFUsN+EYVZqP7y8qQQOvz11amhZrTwbsmVhJXc5/bc3B2lckhk339kZNCTkCmUY13joXn/OyUEJCx+e/RoEQkblZfDsWkHQSf+6J+jgrpVcxOas4lK1PoOufaldNcbU6O94MzdOkciOrhPq/Tzx8fGa7UjmJohiFSyvRy0Z8EkJoEyiWSIgSBoQg2T2m85d9e4R4QmroVewolzSwInghmIDhI/qE+bNHXhqhjPJFH5PNfTIv/GpAWR7H733IR0zMD2ITqJ6SMPjAgzc6hV8pi/fE3Y+qGCCV06N68XyVDYKGVkrB9yzPvL43oSZrlG6GD3W420S/P6FSYJjAKgRMdatFkTualdvdMzyPmHyvbLtw+JZ1DPJBs6LRLn3zEkkKleUuyA59FGzbPVvkm9dOXx/WNDpV0GolX71HICGecZnI7PeCs9kBSjjuuiu9/dzDcX8+F9UJ9F+nxLfrC+ZtPoetrw2WAc0qd1+tXJO4TDEdq3KrbdqEqK21jYlV9y77B08p9eL0d+TJRrpfvemhEIzTDdNyYuSDc8PzH1at0o6DeL0boNG9OKdRvCMQaA69i0buyGmVQTegzsXHLAuftNJsqzKwa5CmrRjRvLQpGnJ3LCnOUxFDiHehqhjj5ICRdddnH5/L7KoR1CskTjqZVtKSgpUVYSQh54jKKcsmBViFdymLjRon7t+NyiKlD/psG2WkwYFKCOMzrVMG/hfWvKwkAt/To2DbWiuYNQIeScZ+xJfGfs3iXQg2uDDn1pvEkhGwL9iEfKJ3fYUFiM35i0MN7j+w+PjPc/99a3K/xC1bO+vF+PQPfOT73Xe3/lgO6RGH9PjPLM+Lgv7jNUPXzG4mhrEKfu0rGkoG1ZPxZ2PYpQ227dW8TX3Yc+7Run+cvXVdCL0K72lNyqYERSFo5INK51VnnaMEhokO3c8iRl45Qb4isHM27nbOOkxsyE/pbP7RI1PAOFxejZSyNZGVKNPSB2cm8+v1fXuCdUzJ65uD71a8WG5dcn7RBTX4w4c5/0ztpwPDl6dgjLDChmGlFUr6KGXaevHrTdZpujPBg5h/dxnTggdWpeN4RcDQI5l6hdx/RRbjufpNAikq9bVfz3oiopbmOhZmaHb8F6a8ri1LJBnfTI0PcDncTkiFo10op1hDWto/9QkrLILli5LjWvXysdt0OHaPx+cszctHHTptS5Wf30+zN2CqPtVyfOi4Zni2+eC5gR2a+eGhcCCqOUoJFimMZBdeiz/vXVfdI3Duv9IcoqxxVH90kPD5sVdBvFZzGgFbQWhGVRNwMxU1fEL+qoRfRJxLJj52axKFNJQlrERhCm2LN7i6ApUW/s0/T9vTutJJJhGEC5eMj2JScYKOu8/XpE32R2kkEjS4QSseMoUaGbIqmdvWcJLVnc1W4hKggM0pq2aGX4qarHmmzvPZ8YNSeQHVFSXM+TBsR8R0nUvdIcT6lJ9Uhsoq+Sfyo0dv/5e8ZnQb5EL1otIFcDmVGxamw2IZKa94d4MlqSaAxNzj2inGcM07Ux+PE/R0f9j3G31pWnxsyr2Dgwa3ftPo7qVsvMpgXdWjaMZANhqidm15qbztol2oigRQYN6HCbDaVaSUu/outqeobPYtZOtIXKF2hvz+3ZNw8O8Y/76Gdt9PSB+swckq3k6H0pY5khtC+MKbORsLlRE7YJadmobhgbqKejxIu06yc9vrJ/jwrz/qr470VVUtwGgyLTVHMLth26eo+6moVHUrSzh8L4OZaVbYrFgJLStIgXJ8yLxNFPk3Qq0WhoMzRYi4Z1062f3zU8QIsyfLU5KsS5S1dHokJ7ZdGD+NzeXSvMni2Sub0gXGXKSu4zmcaSwKAXi9rc5dDIpqgxcZO58rExkXRyQBV+nvKxcs1NFFs6JEjm495X7a90XN1iE6HR/KjrX4kEQpnIdFofouHKn9m5Y7Qk8B7NUaqNzUlPjZ4dptAQCCWisVeGGwvXCo1JvFRU4lr0tUloaxCUlc5dkskI9JdPjK0QvlCYanthweY4edVKaGqHaN3VGzalR4bPimQmmVDiCvcQC5DdeSDPyrUv153xNipXeC74oPo5zj4UvFCyFhHH9p0jS+hSQs9088fFtc98MJ3CJoNYiBKXv6jz++o9Q8NYwj13jyXROUtXR+M9YY3JHyh35wVp50D35jmIFLMQ9er1LA2XBLKVxD1D6pHaXSoH6h+d+sTIOZsN6iXweuDdGdEfSkTFLFyf4tWnQKZLY3zX1hKu75Zamqri30dVUtwGw2ghdSwyd8NnNSrPXb42FnxIynQLfYhDpi6KnbHxTpIZGs8iw07NAqZ14+KDtwvRiJ2z0UaQCmTUuXn9dOqf3wgqVEI6Z88uqWurhiGF5woDGaDZBOFNsY4j0FM7/vTp8Fr95v3D0q3lVmZEFabGW8wZCvD4RLdZiH98bL8PWbCpNenDrPz+6qSSUg6N+hb3oqsOBKJJW51JC4pNg/OWFFGrD7w7Mxbg03fvXNGTpn61329eCNRpEwE1PjJsViBRCFSfZV5gtURIAiNmbG7/ZSGGmATUh2ZUh7RhIJ6xmbGxkTRQ01C1RTo7AalTSo6SsARGDCOhf+O+YRXWZVBjnUBc1SoSeWVhk3qzGp4asNBuYNPjnl52/7Coc0ogEjAFbA41xOz8wpThq3cNCe9XyZ1oKdPe6quQvfDZeme51jhX18/xS06eSQrWH/5zdLrp5cmh7rVZ4cfKhP6nx/dPX7jt7Q8NNvZ5nheI/vwDekQ7j/fSY0hgJJHn/kFiKc8jlydzGtU4jfMqztpEDQ/o0DSSszpv3rQxnbjv7Zlp348YVl0V21ZUJcVtMIgU5AhroMVg+MylkWDMztP/BW1x5bDDtnCSn1sILRZqOMNmLotBwF5j2vv978wIgcfX7xsetTUikH8MfT8WXs3NXGNiEa5ZI7387QNjMdVvtyXf02JikFAs9up9AzuVkJP+PN+TzD+/d9dYNNX8WJ9VVjUKYovhPzpsM/WjYFd3QcFlZcz7S6NOGdTkE2PTebe/k65/fkJQaM5bYlGn0nJy6b3D0pf37Z6evHS/LYqBNK1rBYH6JGl0pb+Lcwl9npoWFFmZTi6GDYqaGhWm+Obfh4dxABWv5AjxEE+pbUks2iFcf9cMncoA2wguiVLdK9PSWeCS40t/eydd98yEEPrkoCK1mVGfFGrHWk/UEM/YvWvMjXQv0K2eqcrhWmr+J9K6/vmJ6fXJC2Kzo41EcARqUBtS3pjenLIw1a9TPf3gmD4VBuXoXOclbj5nUChj1ZT1Zp5/xzshclHTdh2Zz2ftlqkarrVhxWquNhOM1N+auij1bNMwBicbunzeft3i9YQ79gY2TgY8E82ggrXXPDdmTrr9jdKGDG2q3qx84Dgk5+89MipNnL881alZLY3+CAP7qti2osrRZhsM0nmTAiwCdrgWR0iCCp+EPLu4iLCumr4k5PySpgZqPWfaD75y55CQoZuNKKnaqc8tnxeo1YD9mIWtiNIkKSKc4tfs0KGwYv8fatAfC/2Vj45NF5cLICAoaIf6zyJJyHHViQM+9nwlX+8jWUgaBCwn7NQ+VILQj4WT8KVOreqBOFCaaGFo4JGL9g5ksXjl2jRvxdq0ZOX6SKYf1Scp8WeKMs81FJKYxJ1D/XbNho2BirYUEIjPnbl4TTq8X70KRPfNw3vF/XpjUqm+mBvGHS/hhPNDL0JQzMBZ+hHB2Jz4zCwoQpMft8MHn33hgT2j7eap0XM385ZFe+/do2XFAGfjpVizSbLeS9vIR4V7bEO1Zt3GYBi0O3D6gRSJkpga8HI11/DYgR0Cqdt0qKH6PPdWbZjpQPOGddIpgzrG8WEjXFv3v3k5QpXAc6xev6FCwDN90cpA246T8CYHqle9dOnqdeFQZNNkg4O1QP1v17pBOup3LwdDcukhveNrb0xeEAlUTRhz4ByuPL5fuvqZCfH7QURWFdt+VCHFbTAkOhPj1VkkMUNwKRvzwF7Lb26ZMFnchHkLETrQlHS9ihBH33ZN0k1nD4qkw2jaIsff0egpdCfZP/GDJMsNx+KGPrOQk+XbzZdEDYsDQQg0Y5HC3BC2co0CoeTQJ4gakxQs/t77sGtf2myqQY48yueaZyakUbNKCOVnj42NyR7aTq5+anyg5b+9MS2QhuQL6UF2kuNX7343/ebJcened2ak65+dGMj03xkHqMUx3yaEyXHKoE6bUXFETgM7frSDj/mB7oDEYP+Aqntu7JwQJaFB0a6S7HeP6hMqUFSgBVvTPYGQ63n5QyMqarGoSW484vSbBsfftw+eFhskIRGy6ENJFsPiz6lHYiGm8hmuuVaXjCC9h9FalcP9QKNTLd/3zoxIgN8+fPs4b8lVaPzPSlMbE3QmOtx5um82WtCwmidUOKBD47Rm/YagRcuqlYW1Ww7PkjYYG6xOzeqlKx8dk649baegWl0Pz14OiU3rD7rW9wl0ckDU5mCaRKL267nFRjRvUCcEPfe+PTM1qF0rTO7P/utbcU0GdmgcdoFVse1HVVLcxkJPGrrJzpgLB5R3wxk7xgw+v/wS1XcfHhn1QLVACjvzA+vXqZH+dJYEWDNUlhYVaj4IRsLhXfq3N6aEswlUZqq6lggo0CLM2mvq/JWBatQc/Q0ZWLNRcCgtoRGdaUAeC2QMk0Uq95RZ5NXV/LzEYRSS3juoUmKvHD/51+ig06Al9Two8cv7dUu/e25iWr56XdhxWXgpZiVqakPI0ftKftoncGvH7tA+PfX1/dKPCmjjo0K90jEW/Ugrm1fzD7VpKIbkkjcE6o3QN29ZGwtJBSpH3S1fuyEW/l+dtEMITPQ4co+hDs0qUsIcri6oRhNNXC+JNOzbalcPJx2bDXSgkPSIgSqHetkfX5gY8zEpVyUnrSzaEByjsKmpPNTXe53+l8HxuZxnjCTLxuRQXEbRKF4OPUJtkpgHfSo5U85K9s5R4vnW/cMDSdp4cZ75xr3DYkMnJD3TUbQDeRaO/cNrkXihP5snDj8UrY7B/c3Pmvf3LEOCY2cvDVrZ8/jbU3eIn2Wf5zlmAUfRCn1ecED3dPaeXWJzp8Zso9SkQe1Qr1bFth9VSXEbCjv74//wWnpp/PzUtF7NUNFZbD/7lzcj6ZlEcMINr5WUmmUp5O7QjjoiGowht/ohZeX3HxkVjd8WrtN27RhKVTVKU9+hOjPmUFZQGHcT9TUowCJEsafG+Iczdo4FsjhXMWzWqlWrUEJCKhb/PFXD4sgJ5iePjomJCSYpqDeavFE5LHSSiJqX9pGzbn4zUDJj59lLVyV5ForldCIpE604NhTvqrUlZx8q3Xu+vHv4ZBaRXl74/16eVIqh/QMdyeoO8q0calPZRq0Y3HEkIfHc2HmRxHbuUkoeJ+7UIa43labk/rPPDIhEqwZMHGIxp7jMTirn7tk17i2D80xL+94/h88OIYwaIJWr6wxhcZ55duwH7Qk5NME3bVA71KS3vT4t7uML4+aHMEljvZAMKtdFWfah6G2aUJLEWe491xjPoU0PBLhLl2ZBw2rOz+OfJC5oWJ2ROAmN7DlSY27frF446Axo3ySs+iC4XGuW6PnZosm58Pi+sDGDhF0XxuKeb0OZbSxsXDwTBiczM8cguK6Pj5gTdUjtOJ4NEz96t2lY3sayKdS7WlnUIBmvS7x6Iqti24+qpLiNhIWGHZXmZbtxA28tEnbNnFEuunNI7OJ/c8oO6bC+rQN5dGv5gUMJ9EeOzlDaDpp4xgJ95O9eTmfd/FbMu7v9i7uHzRlVpj7IB4fMjCQDNaExt4TkthT62yzakoKFFF1XOodN6TsPjUhn79k1/eWcXQJZdWxePxIYz8vKAWH96Nh+6Q/PvReJqFOL+mnOstWhPDRvj1DkxjN3ioX/szcNTncNnhZF9JGzStdEwzihD0Qaw2sHT6to7XA90bgov6ygrJyQiZE4/+TwOTYa3odQqBhEMzYYFLyCwUFMeS9vGbCJQBlKlmE9Vq2kxKWQ1aRPZSos1sZauUcn7NghrVy3IeqMwv1CTRLKCIrhE3cufR5E9NjIDydF70NkBK1jEqA41mY2Qp4RtegthUTn+vs8aPGcv76VXp+8MERLVz46OiZV8DOVqNWf//zS5ArkrP7Kk9XmZdLc5emBIdNT73aNoileQqX8nV7+TOVzYxJvksWNL06K9iLJ3mbAvaZQFmh21wqS9hnU1Po/tdXoq52zdF30dwqMSbFO6XOIs9jYfe3eobEhsrH58T/HxPPq61c/PSGek0wdu99Vse1FldBmGwklOc3uaohf2Ltb+tbhvdLKNRuCnuQ206ZJvfSNvw+PBaxnqwaxoFgAJcOfPzYmFrnnv7F/tF8UQ0M8utNr9PWhoixWEEGuvRXnBf5XA3LQJD7hZ0dWiEzGz12R6tcp+XeiQ40qOmmnDrFIXvfZHWMhgowM80VhmpMI3aCKzeCziDesXSuosJK1Z7XUpH6dSOgWZyj3ttemBhWISs3KUghNAmY+oDYnvJ5Q5fkJ80L007P15rZ0EkKXFvUrjL79PBQo2RZnCxaTqNl+XgPVMOtG//kbGnQMxDKZZuYRSrDCsP1Hx3wwbUL/HsUsRFdtTUmYlIM6F22p1mazoTdTE7/r677v0KFJJPuicQL05g+0dfM5u0Tbzg0vzI6fhbSokz8qFixfE4YH1392p7g2Jmi8V7tGGGpDeEzJBcERJbFQiy31U7ZPZ+3eOR39+1eDEp48DwW7MTYJ7iPbOug0b0gcNxGO49yze/PUtEGpNYe4SGuH0BqDQvX+FNYofeIxz7aNRk6wULPrXblvEwMged7yytT09rTFUe/1WZIs1Pz6dw+qeOaJkhyLmm9VbFtRlRS3kSAigTa4p5DfW3jJ/fUr/vGMnaOXyxgcO2Rrop34axMXpveXrk7N69cOpd9tb0yLVoRiaHgnm6eilBBFbsT/nwYaS43z4O3bbNZgrLYD+fkaxMCaDOXbslGddPvr09Kz4+aW29KVhD/ff2R0eHOuWFMzRCSoWK8nte/RukHQX97LtfBHMpdc1Y2KQXoPReeElOOpMXPSqbt2ClrZEOHKSe7I/u1iAUZP6q8znf2D+1GW7h8yMyhBKNHCfPE9Q9PvTtsxKF0N5toMNMubYfiKVpbWjWKhlZz1D3ZoVjdQXLdWJRs1tVF0oMWc3Rl/z5MGdUivT1oUatPduzWP94ZsJM5oRUjV4hyIivQ2bsmTBfp0/FpL/PzUBSvCElA9+oqHR8YorS2FSR8dm5ZobwN+b311avi9zlq8KvVs3SCUpd7bHXYPMw3KY3XETOKg+rGBQAub8KHf1PPrnjFkgHzHzF6eBnZqFon8ya/tF5u4a58ZHwIf4bU1a1QLtqKECjtU1EGZJkD6aNaiFZ1nJo8Gy/dSOw6hmWt3wf7dA326b6hhbMjtX9xts+emeK+rYtuKqqS4jQThCFSBTnrwwr1ilA76jXuLyQvqIof2aROqvRfHzYskiipcsKI0iufiA3uke9+ZGUbbJPp2x3bsFhU1nKtO3OG/fUwSAwpKQiLDt6CxFJOsIcVMm+aA3tZt3BhiGUhMUiPAUYf88u3vpEGdm6UdOjUNNAzJ8PB8beL8WBghroXL10WtC8LQEI/qFSbLo0orz/bLceSAtumwfm1CZEJZ6v0hJosppGIBrGxnxl7MQqvWpzVFQrLhUNP681mD0u95y7ZpGPfDrD+bkr26t4h2By0KN529S/TVoQUdl0TPbEGyR9FBNZJ4cdwWBEhRzMz74Xdnpe8f1Tf95snxoaT900uT0/n7dy+JSjZtimvwlTvfTccMaBubEH2Bt35u1y26nBDjGObrdfedt2dqUKdW2ONpk4DGBZq0NCWjbiQ24T137NQsqMVjBrSPRIV2NIZr6eoNcW2gfOjPDE4BsWV3Gopig5lXrdkQo7jET/41Jn3j0O3SQ+/Oinof9WqNahyC6gQKllBnLFq92f3wnLHB40CUP8fUEIIcpgB52HXx3n2t3AyBmObtKYuD7s7tM8aMSbSDujYLBaqovJGqim03qmqK20hEr92qdalv+yaxmGib+NK+PdJfX5uabnhhUrru2ffCykyrRotGpTFRbZqgkGoFUiQ0+OWJO8Q0BjZcf3tjalBEduxG9lD/6fFTu/uvhgboaQtWpj+9ODH+/7X7hoUdWdeWDUMtaHpFMSy2fFp5gl777ISwIEOJ/fRfo1PD2jVD+k92/+TIOTEd/Z/DZoYVnPNAoU5esCJQzaJV6yomrlNjQltygZ3/liIPthWmOEAY6DrJ3MK/JcNrNKDrLAkRtmiT4BeKCoRq0Hr8Tn2+IbU2FxSX3394VKhMHTM0Bv2hPSUr1wSlrQZnWkhl5AolS3KQpMT52Mj3U9eW9QPNmJd41u5dQjyyaMW6oA8dV/Xq1UPlKohfmDRI3hCpc7zjjanBEgzq0jSuIaXv8tXrI/mYmOK6uG5f/ts7IcAqOgrZQED3jp1t3eDJi6Iv8AePjA7q/oqHRqZz9uwam5ostKIUzk5HNnHqjAds3zo2bpLdE6Nmh6nENacODHRN/UmohXamhqWIPnOPzqFQzeHzb/38blETtQljk5f7NVHGrPhyC5JNFmRoSgf6l6KVCXpOiDZkdw6eGki+VvWq5fHTGFVIcRsJO+P8S/3t+0cEbUVlqaGZBL1/+8bRjGwwLbcV1Bbvx716tAo1nmTVoHbNcNc/sHebqLtBNEyaH3x3RixYEova1H81erdtHL1rGbFxOuFokt8D5aVGBjlkL9CpC0zpKIs6KPRC8bpszbpo7ZDINWQTgnz/4dHp9D26pO1aN4qkRZBCVIJahDCLieSiA3ukb9w3PCgzxuTCQq+GR3VZRB1Mtnu0bBAWa2jifFzFsKhayC3WHH6gcYYFi1etDbWiYEsnThpUWrxRuhbmyw7vXWFr5tpos5DoNctLjmYEGlNFMFUMi73Fu3b16umOwdPT01/fL2pjNg8XH9QrDSgYCezbq2Uknsq13lcnLgy1LsqWYhfF6I8WjA5N64eiWDsIoYmElVGlDcAhfduEOKpoysAp6c8vT0ovjJsT/X5aQJgMMOK+pNxyzjMkuNrY8GQlss0AJPwBEpsfxwIFL121Lm3XpnHUJSV5NnQXHdipYoQVQ3vPp2cFOs01UveBV6r+x3blaNZ4LWFT+OX9uscg7IeGzgp7wB067BOjqSRb4ihMxZ9empTWbyoLz1nqXZvA7ElbFZ+O+G9vhV5++eV07LHHpvbt28cvzSOPPPKRr73gggviNdddd91mX1+0aFE688wzU+PGjVPTpk3TF7/4xbRiRcl/MceIESPSvvvum+rWrZs6deqUfv3rX3/o/e+///60/fbbx2sGDBiQHn/88fRpDTU4CkALAhRy+ZHbp+8d06eiAd4ii34aNmNx7JIJHM7Yo3PskCEZ9CK66WcnDAjaS32O4tO6aPwRCowryZas2259dUrQhJUD8pOsNZ+LP5yxUzqs7we9e/rjHho6s0IoIc7as0s655Y3g9ay8495g7VqxFR7lBzkcuGd74ayUE1PcnG8kgukVZzjKPRTQnBaUiDpHFSVNgK5RSIH4++NqSw1a1ArKOktBfGK2p6WDqhORE9fWbUKIYZ2BO0ukDYTgQpE8+qU2LBAMuhSFC1KFC1pAZaoMxq76vGxFX6l4a26eHUcs+vifaDoyq0SjNN37cpbdXOPWIEi5BozphztQ4OOwcZBk7zk4rigLnVI1xYaZAiPbiR+cX35nUJcaHCjty4/sk98nskMR/VvGxuCPm0bpts+v2sIo9DR/xz2ftDJqGhtGJJ2rk27fyhLx8OPN1u0sr/r2aZR+KxCuDY+TBig06/fNzQ2ECh+x+R6EyYNm7mkpFxeV0Kj1NTaddSn/S7YADE7R7V6ZlzrsXOWReJnDGAEGZobQvV7ArlXxacr/ttJceXKlWngwIHphhtu+NjXPfzww2nw4MGRPCuHhDh69Oj0zDPPpEcffTQS7XnnnVfx/WXLlqXDDjssdenSJQ0ZMiT95je/ST/+8Y/TTTfdVPGa119/PZ1++umRUIcOHZpOOOGE+DNq1AfTuD9NoSZVv1b16Lvbs3vLoA8pOIsBFUl6BgVTj1rwLLoG8zJ+1lKBljLdXPLUj4hCVfO69JBeH6oBCrt9PpOVWxByWFSyalPSsvBaFM/961tBMaqtUScakXT2LW+mb98/PNoMtBNwdEHj1qjBjKBeDMeFNK45badYeCEL/W2EF4Ja1cQOkc2jTfSAEI/q365iXJFQo2JWINlrji+G1ontWjesaJ+oHOb+oR4t2hCUoNLMYhKBorTJINjQtgHliFaN60QfKUT0u8/ulNo1rpsO6NUqjkFyuvGsQXFsuQmdMlVyrFOjWszCnLJwVbrjC7tHjU8i4F2qlzKf71cP6hnIXwJWUy6G/YLJEQyvvT/jAE48vzllYMV8xRy+7w9VL4FWbqI3fxDVKSFC/J6JWYvXBANh9NVOVz4TmxAIEP36o3+MDrTmudKmQdSkHmqDlqeHQJTs1iC127+0RzAFnsviBAubrga1awbS/uahvaKebJyTxH3cH15L33lweHpr8qIYlTZixuJop1Ej/fs7JQs4NDgUSYjl+fnB0X0rkDBFMutCPrKe9d26Nw8zB4m/sinDJzVsMvR+osP/t+Mfw2ZV+MVuk1H2/yP8+MMPP/yhr8+cObOsQ4cOZaNGjSrr0qVL2bXXXlvxvTFjxsTPvf322xVfe+KJJ8qqVatWNmvWrPj/H//4x7JmzZqVrV27tuI1l19+eVnv3r0r/n/qqaeWHX300Zt97u677152/vnn/5ePf+nSpXEs/t4W4rWJ88vembqw4v9zl60uW7p6XcX/H353ZtlfXp5UtmnTprJnx8wpe2fqorI/vTCx7ODfvlD2z2Ezyx4cMqNs48ZNZaNmLSn7/XMTyh4aMqNs1589U/butEUf+ZkjZiwpu++t6f+l41u9bkMcz3XPjC/7xt+Hli1asabsB4+MLBs6fXHZstXryl6eMK/si7e9XXb2LYPLrnl6XNm37h9W9p0Hh5f97tnxZes3bIz3WLdhYxy/mDBnWdm37x9WNnrWkvj/hXcNie85h+8+NCK+NmbWkrJz//pm2dQFK7Z4TH94/r2ykTOXlA2Ztih+7r63p5ctWL7mY8+j8vXwmTe/PKnsrcmla/+Lx8eUPT16dtlRv3u57Lzb3y57fuycsg0bS8f83txlcQ7Pj5tb9vNHR5fd9tqUsovueif+Lobr8Y+hM8vOunlw2dfvHVo2a/HKsr+/Pb1s+sKV8f173pxW9vL4efHZ7tvfXp9StmSlazuh4j2+//DI+Kwcv3pibNmr782Pf89YtLLsr69O/shz9Bz5DDFs+uKK95m1eFXZ8jXrK17n+FaU/3/V2g1l59/+Ttn42aXfpyseGlH2zOg58fX8mWPfX1p28d1Dyt6YOL9s0JVPly1cvibO/eZXJsfzIf704sSK65VjzfoNZbeWH69zvvJfo+NcXp+0oOyC298pe2fKwrKv3Ts0jvPyB4bHMXtf19i19Bx1ufzRsq/c+U78/KX3vLvZ+3u+fvvUuLIv3PpmPBNe4/wd/9YQfhd6XvFY2bfvH/6//lm3vDK54jn8v4r/zbX7P74N0oB99tlnp29961upX78PW2a98cYbQZnusssuFV875JBDQhDw5ptvVrxmv/32S7Vrf6AWPPzww9P48ePT4sWLK17j54rhNb7+aQ3tE+p36DVU09VPTYi6XA677wa1a8YOmVCDND1TcBq+7a411KPHICDo8dcn7xCUHVS5pUC7odo+KrJ/prjl1Snpp/8aExTYxLkrQnyiBURNUHuI+qBp8dVTtRCH6I/kLoImRXuhHQ+95qVwNhF6GmvXrBHiIqGfz7lpFVCTFLOXmRvZ+0NTNAQkYDIERMcG7Y7BU6OmCKl9XEC8xYBsqEQHlzueaDWB1C89eLuY9D5p/spQhGbq1XaSqpUg6M0pC1JZWbVAfLnOKtDE6mas3C4+qGf604uTQ1ELIQq06z7btQxKFWLVvrB87fr02cJgWR62qEn0JQTx7SO2j3vt+XA9GDRsCXEYwIsWzo4x+vcy2uf6476IsvL3x1II9VxI7rdPTwjFrXYUFHruB/SZ6EpsxrTFq9J1p+0U9UKoQx0xB1q1RuEzrnl6fAjJ9MmqBWMEvnd0n3jfeUvXxHNUrXoKBGkqiZ+99+3pwT5sLCsLI3XOOtgMzzkBWOV6K4ahfu2a6aKDekZvoucI9UvQJW56eVL6JAe3ppE/Pjxqxf/b8YV9ulWM5NoW4z+eFH/1q1+lmjVrpksuuWSL358zZ05q3Xpz1aHXN2/ePL6XX9OmzeZjgvL//91r8ve3FGvXrg1qtvhnWwsL/S8eGxtCAgsk2onwQVgsurQsPcwoRQ3MPCb5TRIaUDBKUBYHfo/oqxmLV8fPocu2FB81yJR8f/jMxekzf3yt4msXHtAjJjWgCzWGc9Pxy6UP0ExDizfFpjqkRcufq08dGL/wWRbva4+XO7NY4LKgwqKfF1/CnSuO7lOxiOuHoyothhrdXYOnhr2dICw5d69uFUKcHFkpicokbNlSSNj79GwViVyyk3goU6kuJVxJ4JqnJ8Rr//b6tKBSKTU1DUr6Pzm+1JtJVfqrJ8dVvC86W2uA7xHI9G3fKP311SnRSiM5onGZfrPmQ/lKOtmqDkVtYoU6pR5ExyH8nE3PRwVHHa/3mTYhxZAAT7nx9fjcHNS2xTKu2qqBvI7X9UBvEiFlz1cbDnM6ZyxcnVo2ql1Rr356TMmBiVq3GJLgjS9Pjg2V6/bjf46KDYzNA5NyG7t2TeumFg3qxJgnGz+bEfVD4lHiGhsRFOpvTt4hfj/Y1hUnnAgbC8pZRu4oV5NIfPYXyk0HJPhPenzcqLaq+D9Kiup/v/vd79Jtt932iZz6fNVVV6UmTZpU/CHg2dojT0nIoQbyy5N2iPqZmhMloq8ZM6R2mAUYkIwFVAvDLZ/bNSYU6CW0aFF48hFVW1m4fG00tnN1+e+EhfU3T0xIPzz6g4n1nonLDt8+jg26yDUl7QePX7pvIBKhXmjqulYSP6OnEcLcuHFTRXO6kKwl1kDGs5fHQpgjS/Kdp2OXPC+4Y0j8fK51tm5cLzYDW0J/AsI44DcvhoCDLVtZpdZ3C776ioCIoGxN98WAdNTlNOJngY/j/NxeXeJaS+AZTTtmDfOX3T88DL/9LENttTsbiuqJ/V7X9L2HR6Xrn30vaqr6I9XXiu0m6pmHX/tynLNELqHn8wNY8y5fvZKSVjLO9Uf9kX86c1AoUm1WikhfjZD7TUZx7o3En9WfrpekqxYM3RNLcYU58U+vhWhF+ByzEgdPXhDMQINaNaJ387rTdoxEfuzvXwvkl6d7UCxfsF/3qJXavBERLVy5Lj0/fl4ItKiDTbaA/rSgODctPd87um+gdIm5V+uGIbzx/Ktbqr8aLp3DNZDoIXrJ0NmoKdsE5HVMA39VfDriP9qS8corr6R58+alzp1LtIvYuHFj+uY3vxkK1KlTp6a2bdvGa4qxYcOGUKT6nvD33LkldJMj///fvSZ/f0vx3e9+N33jG9+o+D+kuLUmRu0Vhube+ca0dNkRvUMtB/lJdDkh2N1asH78z9GxEEgQaMqi56NAjUqg5O3+thhob7Bjgjhj+sTytdHQHnTWMxNisdFGYIddDAnKoj1v6er01rTFqV3TOmn+yrUh+sm9YJIfEUum5IpUjMVQEob0csO0xRnyemvq4vT1Q3ql/X/7Qjptl04xBgoqc0xf3rfbR27E0GY+w4KfF/SS9VezsH4rhqQJHWr4lrzNZYScM0VctEnTZ2ix52EK3boWxEw5CD3Y0UkS2gvQfhcd2DPaW6g2qR9d8+wBm4+fp+kzY+fEpuGbfx+W7j1vz2ik5+XqHteuWS1M030f4kEN5mQvvA1F8Y+P7RcJp4ggfGbfVFL7SgTGTTluApobzti5QlgC2UUTe6EFw/FVFuRUptKh1Z8e3z/+v2+vVun+t2fEs0m8JS5/cGQ6vF+bEPtAbRgLFLe2FBZ77tX9Q2aED+mDX9krjOIdyy2vTAn/VkgcTYqi/fYRvePe3PjS5KBcPSPFcE3NB73++ffSW1ccEiyATZCEV6SOIX3qVi5LLRrUSucf0CONnLXsf2RfWBVbf/xHkaJaolaKYcOGVfyhPlVffOqpp+I1e+65Z1qyZEmgyhzPP/981CJ33333itdQpK5f/4ERM6Vq7969U7NmzSpe89xzz232+V7j6x8VderUiTaQ4p+tNVCQlkGtFhZbfXW8RCVA6ACKMB5K2O2bemAR0cOHOlSjUXdkaswC7Ogd2kePI4SnVkWlKjFcctB25a0Ly8rHOq2OBUwzP6oqe1PqHzM1HrVl2sARA9rFAmpnv32bRpFgJC8KxEdHvB+1pYOvfjHoQIFis0sfOn1JuufN6TGGSvhMSk2IzJgodPAfzxhUsahxTKGohHIhN+8JAQmI4+K7300bNpZmM1pAc6AV1ZuK6FJw9IGSOQLFXMnyRGWjsP9vXkh9f/RkxTlLcBDvvtu1jONU0y1uODinSH6caChtJU+jnvT2QT0Suq9BTMVw/bVoSGbGcGk+t5jbWLCzg/ZsfqCeUkvB8lAJ57C4u94O3cZDYtxS/PT4fnFcPkdCdD9zSwuDgYsO6rGZyTsDeJueYng9pCkk6KJrUBgb7Ng+klM2AUCff3mfbunnj41L705fFPVlBt8Sml5af47q1zZ9vdxxRqLcqUuzoMaxAvoM73l7Rhyza+ReS7CVE2IO6PO7R5bqj0oDn9urayRXydjmx73kwvOzE/pHyYDJ+92Dp0XLzX+nJ7cqPsVIUT/hxIklhxIxZcqUSH5qghBiixYf7JRFrVq1Ar1JaKJPnz7piCOOSF/+8pfTjTfeGInv4osvTp/97Gcr2jfOOOOM9JOf/CTaLS6//PJos0DLXnvttRXve+mll6b9998/XX311enoo49O9957b3rnnXc2a9vYlsOu/fRdO6Xxs5dFMzb3leWr1gf1+ccX3ksN69SKiQGSiWSxb8+W0ZR90zm7xjSBxavXBp3Yq03jWEBzu4UaXnHB09LQpXkJoUBIKERiCovXqX8eHEIZC80vnxwXx3HyoD1iwYFcUGVFWlLifHjozHCqMcX83L26xMgkCeV7j4wMukt/JB/KDqZjrNsQyNEILNRW+yZ10yX3DY1WEUbcJnXoPaxdo1q0c3AvOW+/7jHxYceOTQMdQ6dFmy8LoL5BbQOMx7VBHNy3TSyyaE4IRSI4/LqXAx26Bqg41KH0aNAy9EfQBH1qKZGQOcEwRcjUrtB4vmT1ukBK42YvTxcc0CPqYtxjbAD0gRLo5LFYNjLuoyQD+aBBh89YGhSpz0IX5kHLNikSxN7btYqaMecYGxxet+qLHFmO3qFd+vljY1O92lve+0qkp+9aaliX3NV5nSOTa5S2awLNQbIQsGNWm6zfqkYcu+sgYaPejf+qHI7Vdfn+UX2CWl27YUOgWyO39ujWPMwl9LBOX7gyJpU0b7AqJmD/Y/jsqEuijtGc/FGvPrXkPcscYcK8FbEp4FVamamoHPorM/X55KjZccyeG43+6pQ2O54BxgNoWJtKfZwfVUOvim0//ttJUeI58MADK/6f6chzzz03aon/lbjrrrsiER588MGhOj3ppJPS9ddfX/F99b6nn346XXTRRWnQoEGpZcuW6Yc//OFmvYx77bVXuvvuu9P3v//9dMUVV6TtttsujAT69y9RN5+GMCGC8bMk0ah2zUiII2YtSRs2lKV6dWqGSfT6DZtiUSVIsGCik4gPGIJ//ZDeqXat6rHQVw7JFI2JpoyBtW0bRYLQi2aRt/OXQC3Md781LRqeT9+lUyREr/vMDa/FnMWMECQLDF+TerXDKUQylLxenDA/DKH/efE+8bnLVq9Lj16yTwy5ZXgNeWj4Vhdr3bBOLMCS3HvzlqUXx5eEL52a14vE7bU+w3BhStLdurWIxKQ/zXVCYfZs1TA2C97jt6cODHTwo3+ODjQpMRg026u1TUCtqMNaUCEoiMvgYIgE0kMRP3bJvoHqJG/OP/0rOZ9kV5s/LH4vaFiBEq5Xq2b4nkJSJprY4JRMwhdGUiQ6geCgeY4waMiMaDnouL5Qzt8GTwsRiffxWqrb2UtWpzN37xKOLBZ/i/u3Dt8y5XnHG9PieDTwf/ehkemmswdFgs+mBxKH5wDaguiJoCQhw6NtNh54Z2YcP1p3S8HHFTPBJQfqgryZez82fHbcg6FPj48xYWqBkq/m/Z8c1z+uhfMSEnsuB9g8qdl+47DeUWNGg/67cP+u/NeYoOMJuQzJznS9DZhaMVclRgO+fvO5u0Q99+ZXpsTvSVV8+uK/nRQPOOCAD7mGfFyoI1YOqFJC+7jYYYcdokb5cXHKKafEn09rQEsMldFkJPDqfsb1mD9IRciPE21qOgLBA5Vf9vEkUMgWZhDGLx4fl35yXN+gGO3S7aghJF6VEpKhxVoE+I9yBLn7zRnRIiBBqvmgnfbZrkV6afy89Ksnx6edOjdJn921c9C66l+SIp9LdSfCF3J59SO+nTlKCs/5QUuee+tbqU2jOlGPozREk9WtWT1Nn7IqFlgJUbK/5rQdQzwEMWpil2SVwZat2RDDaqkgh85YEkmPuTVFrc0BJxsN560apfS3z+8W9KShvRAhdafNGnqTaUGOTNFJUD85rl9FfdKcPckRvfiHLh8W7EgmjiUbc/OWlUQlewkRjQ1RGiXls200RsxYGgkSSs4JcdaSVYG0Vq3fGCbtNhbuu+kWFnT1UQKlhSvXxvuqPRJdbSmgOD/DgcZG4+Vvt6yo4aIUIWbnh/q00aHo9J5QqE0Yj9y9eraMuYimcaBxoetHLtw7nXnzm+kfF+8d7yd5+hnvgfpmwiD5c7eB9By/e8LHldUcdHrmzYMDgQvPnICwb3h+Yjp5UKeow976+V0D5ak/nrdfjxDLhPCovOHf/23giI1cW+cyawlThkbpsP4lL9pjd2gXNOkvHh+bJs1bHvdXsvZsMNCvik9nVHmfbqVB7KK/C4Lh7PHABXsFGpqyYEUsaMykCTAMfZUEmGK3bVEvareVnTpQYTt2apK+/vfhgQz1KGbJOmELqlHtjlenmXccWTi4MKO2uKj5QFkWE6+R6IybMkEB3XXyzh844RBiEHBAtaizLLax0WIgfc1pA2PxJdu3iEGVaFuL7JhZy2LoMCuwmKvXo0WgCO+hvkR4c/EWrpUkWwwCIX9yXPbA8Eg2+jLRhNo0jvn9axXtGpUDEtPniZ41zNaxQNs8U9Uw9XYW65eUrhK75LdTp2apZ6tGkUSzsMZ7MOs2meTBd2emJnVrx/0hismKXMFVxnuo6/Zu2zC8RGvWrJ7aN60baFy976DeraNnT3itTdCWXFnGzF4amyoJUS3ZNa7TsJQU1ahNiBDoUufHWk1y19oikZ5ww2tp/16lyfX+uH8/P6F/tEkYs5UTLJR500uT0jcP6xVo9PYv7BoomGUfyrV14zpBBRtxJbmiy81nrDzZghhs127NA6maC/qNQ3ulZ8bMSYtWlmqc/xj2ftDfOSlS8Pq3uut3juwT6lT3DBPxtcN6pe89NDJ6R21WbDquemJ81GaJcS45uGdqVv/je1W3lYC+ORRlEVxVpFRNB3/6lAb1Kap26dKlW53oxk7YjatWrp6zaKjh2X1rDzD1/NcnD0zzl6+J4aySGuRjYdCzVey7QpMa1XNon9axOKIDR7+v9rIxzVm6Nn1u765RE9IXaPGFJCk57dghDhTlTaZLrN8Ur7Wj79KyQbriqD7p6OtfiXqluuZtn9+t4jO1ORQH5ErUaNqP8pr0OS9OmBeqyt89NzEEMGp43ls7xs6dm4ahdtGw+uNC3Q7isRFAmZrjJ6mYxpGt6PL8yLx4yGESmSRh0SUkWrnW9a4XizprPKi8dg0DiavFseXEB9WwxINytZiglTMtKNyXjk3rBlL504uTSohpjy5Ry1WH1cQP0Xg/53jra1Oj7kdRTDgC2fu5Hx/bNzWpXzuO95Q/vxGJZ0tTPtR31fvu+OLuIZqyscim8u4F1aljzkpnNLPvQ7IEP5D7j/45KrVvWvJFzeYId705LeqUFKXs6Ww+oH31u+8cuX2813XPTIjhv73bNUmT5q0IZOp1Nhme2S0ZcDtWHqyEWLxMUajqyEQ0Ng+fv/WtdOUJ/eM4LGl7XPVcevGyA9N785aHsvT8O95NR/RrE6O6CHYOvfal9MvPDEiH9GsTfYmmubw9bVE6ZPs2gYCxKswVis/AthDqzzYnlLV+P7fWWPa/uHZXIcWtNCrP9/vsTW/ETneHLIs/oX/63bPvBeWGvtKPiE5CFzFYFpIoRGiBUztq0bBWenfakliQ1ZleHL84kpFkKGnk8DWiiz+9MCnd+oVdw6CbGMJio3Z53Wd3CrWfJOCz7cQhzmIUE6KAZkxYsEBL2AQ+2TDaokn8ovdN/Sf/MlvYJRPmzhxMJKYDtm8VSUs9tXiNYlRSWVmgYhRjg9o10x49mqdfnjQgNS1PTmvWlcYpKWdVXgxNDyG8cdySkn5B9ONX7hwStTfmAZDM4pXr0z+HTw2kCB3y/EQZSoBUwJA1itb/LVA2GWqqEuqsxXUDQYbKct2GmD3p5z+zU8fypv1VUX+zwZBozt2zS1xnZtZoSDQyBC8ktOEzFgcS21Iwvlbvc10gRsm3uGFBh/I8Pbxv29g05VFN7pHNmPvx5X17BFrPLR8QJ0ERGp9IyLOG5pVw7Cg8M0zgr//sjmlEuYjoS/t2i/d0H7/Xpk/FCC/hPHu0ahAbvlEzl6azdu+cnho1JxKZYPzts90z5gk5MetJRMliK7wvRCkhGqdlF9miYe306Ff3iefl0eGzQ+164o2vp9+dtlOYg6OtPYeuoXtLbY11qWu4dSU/4a0tfvbY2Lg/ZmgqJ3wS+8n/r2PrcLutis2C8OOI614OJaWw2BrT9NK3DkiH9m0bqj11RQhi7rK1Ybjdp33j2GnnhJjbFaAPKBCKnDRvZdq1S7Oo36DQUE9Pf2P/UPqpl+mZO+p3r4QQRB3RgiZJnLJLx0gCFvoQkpQ7y1jYz96zS9C6ao8EFD4rW5nl8FkWfX1z+iSLo3+EmXeiVgEFotm+/eCIWAglI8KMp8bMSfe9NSN97ta3w3Bcov/ibW+lfX71fLr8wRGRUCU7jeLaU/q3bxLJICfPi+8ZGkIOaK0YFkgtCuporhtURX2aHV+YehP5SHA2AhryOaGcs1fXoK4tPKhB11o7SlZDuq5qZlC/OYuOUViAqUZtRoT7rI2G2End0zDh60/fMbVtWi969NCGKHQzNHOCkrS01ZgwUjkWLF+bHhwyI4b3fuuB4WGN5pgkMqFtBhJnik0dizZ1/4SpJtnwgJAI7SwZfulv74TBuHqmOi4qGNUJ1Tl/GxIUJlr/uXHzA/naoFicbaQkomJCFM4fGiSGgQIJZZatXR/tSEZp5XOF7JkN5FB7/s3JAyMxug6Qn2kZ0KhpK+fc8lZsMO57e3r62WNjQtB16cE949gN2BZjZy+PpP7U6NlBHd/15vSoWW7tQfUttLxUJcQtRxVS3ArDomynmxfza58dH4kMOjIFHsV0xZHbp/P27xFOIOqPx/3+1ait2a1biNWhHr5w70CLK9esT/NXrAsxDCm/9yHP1/8lIahLvj15YRrYuVlYpqkJQTYUlJ/ZuWM6bdeSWQPUQR1J+CEgRI33T35tv0iU+g95SFoAhR3+v0a8H9PqNZEbICt5WOyyclMizZTqra9Pjfqb2t8Zu3WKBYw6UWgrgXwgHEIWwh/H/qPj+gXNy9oMyrIQSMDaDKhnB09aGAunBXy/7VpW9D9CcehY4hAqTkhYD6aZgjnq1qwRnqM1a5ZGRqnHVtu1tNAYyNyjdaOYRmIT852HRsaAYJuGXOOD3LP92l/O3SVaZX71xLgYh+TrFmIKzjweaeiMxYFU1HR7tGqU3pg4P1SnlJP6F9UQzRgkZHFPsndpDu/h/CVY9TaGAIunLgo0Z1iz9/pZhwEVMw5zPs3qZAhSgv5iuRUeVe8fXpgYGxIerJSbNmI5IEDHQeWp7njINS+FA47jhOxtKo7bsV0kHZR+5aAuffpr+6da5dcLhXrcwA6RlIsOS44rO+AIKBT9C3FL9N1a1I9nlZp0zboNMdzas4YiJyDSIjJv+bo0ce7yEE1xV2Je4efRvliWmUtWfaifdGsMjA8BXXFYdFVsHlVIcSsLicfMPB6al9wzNFRzS1dtCDWn3T7za2KRDeWlYgmIylGDPjrIZPNL7x2aJsxdkV4YPz/95ZUpoXAkOpBQIcabz901BvlqVdC4r/a2S9cW0Y/IhgwdWDLv7rjZcV3zzPg0c9EHi5Xj0TeopmVBvvX1KaHazL1lfD7/OWxW1EUlUDtxCzJqkOoVbYaqpFoVErUaErQFManZSXaSDgpSMpW4JFS1x59/ZkDapUvzmBr/wrj5FTtjqlvHIblKyBKkINQRkkYOQhcJUUiIalQ5IBR1NokO7XnFwx+MLbvl3F2ifihZen/XbPnajWnv7T4Q+DQsH8ArNP6jIt2Hz+7aKYzRl6xaGyhbrRD116FZgxhWLLE4DgIJ9bc8E9LnSKIvv7cg0JX/qw8WqTPPgLreEf3axeZnxVpqy2WR4PbotnmPceVYv6EsWAFomJtSnVrVU+N6NaM++JdzBn3IdtBmw72Q4G95ZXJcg507NY0F2bUvIcnSuVcOz4vWiKXlZgGSG7rThsL5oTVzeD7d6xw2VhKqhGazZFMIfau73vnm9Nj4QKWYEP2vc5euTd1b1k+zlq6Nc0FbG2jNdMHPqcdjHiDJrT38DlQlxI+PKqS4lYVcp5Vh9foNQfOpD6AjLcBoSAkRjZk9Tv0S2EWfsGP7QGPH/P7VoPqGTV8cdGLJZaRu1J6+tE/3+P9pf34jNalXMyarS7Lk85Y6lKFoVKN6OOXnRdAiC2VCSqZWFONbh5cWL4sgJWlRRGHnDvmg8FBVFmyUFnNnjeV67UxR0Fvo+Fi5vT11cSjlIA+1LkkEokX5/eapcWmXrs0CCVOIWrzFVSfuEGKaHJq1JWS05Rf36RptK8WA/qBx9CsajUBEUIa6Hq5RbpPIKsn2TeqlQ/ua8bgoVLcawCkxiYvmL1sbykzXAF1L0FO7RvV00PabG9qb0GETwAD9+4+Mik0FBNapWb2gKaF0TfoX3fVuoJfrT985anToSuF4oeEXx80LilRS/Pv5ewbiESZxqGc2qF0zrPckHvcHrbhwxZroIa0cnhGiKq9dsGJN+ufw2XF90Iq/PHFg+v7RfYPK1IsImWuFMaxXe8WlB/VM33l4ZLryuH6B8t1j39+xc9M4V1Z/2A73HdORFasCSrbZybVOAh5lApsvJg1FRW3lqSZMGca8vzw2XNc/V7IkdI/32a51/L6gcmukapHYsQjMH7q0aBibHmYUkipjgUXsCevVDANxvZiV6+BVsW1GFVLcyuJPL05MT4yckwZ0aBpCA3UkThwQi0XRAiMpQhg5IC52WnbUdu0/Lu+xoxSlHNT+oP7yw3+ODocSSGnm4jXpni/tERTczl2aVyTEHCXLt1UxRNei5M8tr00N2zK7eu4hBDKcSgQ1n0RqESS+YRZtwVuzfkO67NDeYeIs2bCbQ5Hq45P4nK+6j3FS590xJP35pUnRVC8gYPVTmwPI6b7z90y/PWXHQI1qk69OnB+vU5+0O9aPmQU6FkTI05SQPCg4R24TkcD5dOZA1TrG028aHAlZXe7nj41JX7t3WJq9bHXUcb9+3/Doi/vrq5Oj7xAlSsVoc5KpUsiPmhM17FiEpMNH9Zw9upYLdDpG4nhgyIxA9epizktzvoTAnCCraHnS5uQPKf7z4r0D8QNtWIA9fvFcJDeWaY7joaGzom9VgrVhcq/OuuXtqPHlcAzvTlsU15rRA9bgvndmhpLT9TEEGu2opsu0W7O/WrBWCZuOxnVrpDZN6qaLDuiZ+nVokl667IB4T4lOvZFwx7MAvf3h+ffSvW/NiM2VsMHRtnNhoZXGcyXhQ+42U66Xc9pSSK6Ykdu/sFuUEWyqODzZOHJFct09Rz9/fGzck9q1akSytUmy4aTgZmwusdvktWpUu+KZq4ptP6qQ4lYUFgIL129PGRhUlF9sqCgjAYnuszcNTgf2bhUqRDWxnJBI9+csX5NGzloSKOT03TqFUpADDgEOGgll161lw5Bro0ZDwKChvtzIuhjDZi6JHfXl5SjKQgMJoiYt+gP1Pd43PD6HuMV76W2z6ECkkpG46olxUSfq1IK0v6RQVZci0LFQoWP9QZlCPsQfP/tM/wpUketdakOQyn69WgctF8bX7Uuo9PS/DE7n7NUlPTlqbrrmlIHpUY3izeqlnx7fNzVvUCf+bCmyuERyR7cRZ0jSvF1tBprXrxWzHFs0KItxVhLZIX1ax0godcgerepH8iq2v6AzWzWsHUmacGRu+RQKvYd6Pe98c1rUhAl0vnPE9rFxcD+48RgRJV27tihTmw8JV/IVmZbmSgNlu+7sy5i6czKC+Hwm1KqNxvWVPNTkBnZoEuxDjuuefS9MvJeu2RA9fWjMq08ZGIbyTpBTktoeZuJPZw1Kb0xeEPSmQLNDYJCuY4LO2jerH+phPw/Z8531/HqORs1cFgjfRqNR7Rpxr9HbWUhDHY1ap0a2wQlLvqmL0vg5yyK5S8xZ3CX26NEiygo//tfoYEjq1q6edu7StALZE+WgULEpNg/qi0ZSKUP4nYB0KXI9I5gLbRyvTSrNyvy0xOKVxFe1PpVinCqkuBWFB/Q3pwwMZEA4ACGZAXf5AyPSVU+MjV9ujfPj5qxIMxetSs+NnZNWrikpIiVGVODePVqlDk3rRrPz1eXTLlCYe/dsET/LfFtCREveNXhaONIUJz+g/qAf9Sg7/hzF2t8F+3ePOpEddhbVCGj2jN27BDLLxtEa+zXyizz+SB0ueuVqVIvkScXJn5NBgfMv0mxFWhmy1KNZDMjZn8dHzA6UZRAvRIeCW7PewN+yEHoIyRyCzUGIAT1858GR6ZUJ89KNL06Mvk0L/dED2gbi/uLeXYNSPKh3q0BCFls2aOha4hHiHzMpBZQERWYxj4R3SrnnrJmAGsdd1y/s0zVaYizkWAD+sQzM1cm87+yla0NdCZn1at0o6EAh4Tlez4mEBOVrucEGaCGxcWEa73teg0K+963padLcFZEc35tbMmEXREhQZ8em9dIlh2wXrARad+rCFelfI2an43fqEBsmwh4JCRWcxVGOF3Pg2tpQaZhny+bZ+sE/RgUKM/UiBFO7dk67d28WGwcJ/LrnJkYNGnOQgzhLzRZtm7/unqmt/vTRMRUG7cUwp3HZal6rG9OJO3WMthbx/pI15ePEVqXfvzAxnltJFjr0+yQHXHPqjqEM/syO7WNz47qjoT8tMXHeirTzz55JX779g6ENn6aoSopbUeivYxVm4VNjklgkD0IJdJMeLtQjz1HOL/wbNdX/9LExQZ3u16tlCAggkSZ1a4WCVXM3yT3Bgx05SpG5t/YIA1/vPX/3ClNv36eONDjYAptpRsnA7p53pci7S/ZbxTl00Gbus8ueEag1iypFIiWo8/n2A8PDlUd7BAShRkR8Aik692J4vT9cd9Qbiw3xqEXHJtmctUfX+Hy1IkpPptc2F2jmnLgtujlZQ8Fqc+YfWiBfGL8gei21oaAhUaua9n/62Nh0ZP+2gSptBCQm8/7UPb0OWmXkbeEmRHLt1d/0z+UFOYd/f/Xg7aLG53oQthz3h9eifol6hrJbNa6bLj1ku2hjgKwpjBvUqRXnudcvnw8xTQ7X2KLude4xMRbaFmV9/u3vpIlzV0Qrz/pNZaGudNvyXEUJnMvO+LnLQ/ACjbr2Lv+3DusdNeQ3rji4gh7fUrgfhE/VqhkEXCeuy1vfO7g0N/L598qNuBunlWs3xsaLhdvqDRuCXcgBPepnhGzzyC4bBMfqvqinFhOokKy9huH8nYNnbCZucu1cTxsVfYk50NY2XEztPduSKeGUDaLn+dM0wLdjs3qB9D+tUZUUt5KwqPIavf31aSFl//1z74WjPxk9mowbyLjZy+LP5Hkr0vPj5oXyDrLwtTx/ERo7ZmD79I3DekVSQ62ZN2cElbqh3Tp3GDv8Hx7bL7VvUvrl0KR+22tTo84FveX6mIBENTjrBZO47MIp/oqjd/SyGWWlJURrRk6cFhvJ4+X35oeYwWJEqCJRPj16bozBQnlp4jZ0WEBiPkPoY/vji+/FZsEiWIzfPj0+jhOVaJFEQ0q2BBP584sT2KGR3HLBrJzy1sYCWvPHOCx1PZNCLrp7aNQDD+7dOs1csjrVLxfcQBuQRlZU2hQ4R/Uv700V+/zYeZFwUHM5KB3ztaSUdX94xqIw0ZtaW/SKDurcND07Zm76/G1vR1tMDp6vFnNJpJiU8hBkMWXhinT3l3ZPF941NE1fvCpmFRK7aHxXo7YRgK4yfaZ/EaNgoxCDgJ99L9kHXfvshLieGIOid61NVPHznQu0pYleoz+HHiwAVCZhT5i3LGqRrrvaJ9FQx6b1wyUnh+vG47ZoQyapEjwRNVGharHx/KtPQs9yp8+x8UBvF5kF9WyfvXePFiGcOvlPr6enRs0OBgSlrWZqu1arevWgT6FW51p5mPe2HHVr1UjPf/OACkXxpy2qkuJWEmpaPCUP6tMqNa5XO1332R2jEZmd1g1n7hz/nrKwZJNmd3/RAT3SDS9OCuRAPfe1Q7dLdwyeHsbZjLc1xOsxs/CpUVIGqjFBo2zhzOTLicNiaWGiANVEjTaETHITPvEDOk/TuukWFnAUajG0FLRsWDuStZpg6WsbI6nnnjbn4DzVFEvJvm7USyXXh4e9n76yf/d02k2DI1HqJxPGTT089P1Qe1oEufgQj7CA4y4j8gBe5/HKxFLyyCHhFBPHB8e7MWYfjpmzbLPp8xLaX16eEkgJ+lKnhWJzZAPrykEcAzG6phCPzcn4OSvie2qDuXHeOfz6qXHprN27pB/8Y3T042l61xsKeesjJSJyvZic50Bzxt8FI2tJorh54UC0qTxxc+MxgeNzf30r2lugaAlOIhbQF5pbPdCzwdjhhfFzI3naMO3apXmchzpujjcmL4pm/BxMvtds2JSeGDUnnjthQ8eCkFk9qtim7dw9uwZiZNCeBxTncJ3UqVHeOdDkt7w2JX3htneC4qce/fNLkwMBUvwOnrwobPbcZlR0MTglQevEZ5Ar9P38uPlRr4WEIXLvA80jM4iQ3pi0IJBp/Pyb04MV2dajRvVqn8p6oqhKiltRcC+xeOq/yogHChTqJgQYamIW1ptfnRI1nGtOHZj+dOagaBk4vG+b8Ou84sg+kdj0HFo0804adUrIg2a96sQBmy1Cn9u7W6gVIR9JRWtHVgsWWxPUnfxs0RA718zs8I8a0LZCZv+tB0bE4OCs7CT2sYu3OEEIkAWUJ4Gbj2jBmjx/RWreoFYFQoEy+rZtFD1+DMUlbsdCCJPFQRAdN5gbnn8vaMAVawqN3jOWRs1R72axp08CW7VmQyCUfJ6Q0bcfHB4LRpfmpeQjeaP2hGPPtHDxvQSxhgHEzk1bxPHERc3rxWersUmy6Gefi+4loPFaKAXy0TpB2HPSTh0DyRC72AhIMizoCENuPGvnaMzOgSnwDAj3DC1r2gmTgo0bN0XdeYdOTeM5oMyFmoZXak85Z48uaWDHplFzvv+CvcLE/V8X7xMm8BgKxyrM8OQD+6XyVh2Ia/zs5bER6dW6YYiI8nXRlnHhgT2CNsU68NKleEZtFulv8cNj+kZND5OQQ2JSi/35Cf0isQ3o2DR996jtw+6OI9P0RSsDJXPzKbZRuJ7aLCTU8fOWxUZv9fpNQcHaX/z+eSOjJoeIx4bPuC8bSmpdzlBxHwe2Sw+8MyMSZVVsm1GVFLeisLhYUFBbVHemmrMfY1v1rQdHBLWqLvbdI3sH6tI4n51C0JIWU4uLxTSjIYEauu7ZCbFrV1exYDO2rhwSFZNnC7VFDpVYOewtIdHKPvO+ds9bM8J4PIeEXvRERZ+R+kNDFnN0I4qXKw9UBgFY6P2ZtnBFBUrp3LJBDFFWY8qGAhxbsvqUWwtE8PLEBalpvdphXZYDMnrlvQXxnijCc/76VtB+2gLaNq0bdKcRTQKyevAre8XcQabbalfERahT5/vFv71T8tdMKUy8XfPstKIey5HlysfGRv3RMRDcXHTXkEBJkhbvWtQVj8+v3j003HCgmjnL1qYH352Vrnn2vfT+0pLjj9cTwkgs+k/t6ln4QdXZyNtmJu/2HZ/nBR3MG9RMxyMHtI8kTLTy5dvfSdWrp3Tdc+9tdt+Ijb7z0Ih4HxsdtH2x3SeH8VxaNyRD9ejz7xiSDu/fNg2ZviT98axBFRsvKKxvu0ZRE5e0IGHP7ZMjS2KnHJ5JqD82OE9PqEBqkqx5llDl3j1bBa2NqVArxiqcOKhjqFQha+1KIjMaWls8H1S9HZs2iOQGYRMhcQU6eZeOgQ75yNqo2MSwu3vogr0qBFxEaaft1vkjFctVsfVHVVLcimLwFEKTsvTZ3Tql7z40KsQlFupmDWrFxAQ0HvrxH8Nmp0sO6RWKQLXI4294LdWoVj0amO3uiRrU/FiyiQUr14ZcPgtnJsxbnn7yzxKCy2HG3y+fGBt1F9Tbc9/c/0O7evHHFydFy0dWkuaAhG4pF7jkuP70ncJyS4SJQJO6QVUSwHzv6A9e5/8SnikZu3drkZ4ZMy91bt4gGrwFSy8G1784cUBFUzdVKJNuoU7Wq23jdO95e4ZPag5mBxC3uprkBmmgKolMCHy6tjB26QNjcX+rf0qIXE9Qdfo7hc93XXNrwJ7dW4aaVa1KLFqxNr07bXGgyjyXkSjH4v7enGXlKK50PSUgCPmBd2cFIkZJn7VH50B0HFnc08uP6JNO2LFD3I/KnqGSEvFVMdTszr7lrWiFUDN+dOTsGD2mfUKt2r3cvVvL9KNj+0Tt0r0+/4530sUH9kx/+8IH003UWh23mq5z80fCPXpA+9SyQd0QsKBFnQu7P4kK3SvJZLSGERjYsVk6a88u8fnGkWXnmhwMAahvbQCJgzyfwv3JKmfPhWSYg2BKXZzl3R/O2Dlqpo4NZSpskojGPL8EZ5TBNlZ/fW1qbNqmLVgV7+deeF7jGX3uvShLFMOx5PaXqtj2oiopbiVh979uw4agO9Fs5tKhAu1yf3BMv+jTa9mobrRdnL5750h+FiyJzi84VFGn3MjaokAww5SZsrCkQmwUO2oS/eHTl6bffbakzINItHzon0OV+eO9K9OjOUbMWJJu/dyuH1qoHYe+STtt5wKlQkjZLPukP74evXdGE3l/yc3sR4grx4NDZgXayf112kyEvkeCCFL7HPNWrAt1qJqh6+BniHEg7Czhdx3Z3mkVYYhA5fqLE/uH8bdry8z6rJvfjIW5iJa1NajDQiOStYBWXBsoQ1iQucrk60DhqYex6NHpZ3lRjnp/edQiUXU5ICpjoCAkswfRgOp8+ve0O0CalcdkZQcfdUVDpovh/VxXNeQnRs6Oc406dbnvrHM+Y/dO8VnTFq2K65/7DrnvCAnG5gV9r++R8IrNns0WS7eOzesFja9/0Lm43qXN1Lio4Ql1Usd5L2PzO4bEMyfpaScqBicjGwjvqwk/n6tNyOWHl3pjtxTuM4o9h35Pymu1QeKmHJ47zIiZkFpGtCGoXaLjTUvJ99WzWXRD2lpD3bxY/62Kj46qpLgVhF9ytZAm9erEDlqN7e1pi6NfrHebRmH7ZfdN3HLkgLYV8nHtE+olKDW0FoeRHHwf7eDVktQBOdmYgMDVplbNahUuKRajK47aPvoZ2bj9u6DQ/HfeiuzYNH6b9cjNRBO3qfHOMScGSeqr9w4LAUUOlmySivqRPjf0orBwQtFFys95a1bXFC8ZqLVSbVKkHn7ty0EXclUxv89isX27RqlDs7rpx/8YE1Sy+u0RA9pGD2BGxJSLi1eujf5M14yysRiSvePL0zPCPegfoyIJm97BODsLTiCenGgYIBSbz6FQ9V0E9Pxla9K/hs+qoKN97pYQuvjZo2OilcPmojJ9bSP02ncOisZ+rQ8vXbZ/TKyw+EvoZ+zRJTZMkJQJCt84tHe68exBIaahcs79j1efskO0pQwxtaNd4+hTxFZML5+zOG3RyhgsfcqgTmF4vnLdhvSNw7arEPwY8+Vcbcp8vnFM6NxTB33wbPksdc8tCT08l8XWDPcqh1o655uiBZyN4EHbtwpWofKcRs44TC5sNjwLrisUD7Xm36GLD+pZMa1kaw7nwHyicqjx/vrJcXEtq6IUVUlxKwiy+N88OT6SBiGBRaxz83qxeBkGjMqy+JC6q11RZwoqUtMiJFKLYTa2zrQQY2VtF5IYKm3nTs3CpivXIaEsgS60aOTF6OOCSTfXEoKgXLOsHHqgWGxBHGg1a58Ex4or79ApWXfq1CT1KyxkvlazevWo9ZDiqzOWznNOxSQNC6pfcj15mVJTu0Ml33LuroFYD+rTOhI8lHzKja+HQve824ekhnVrpXvO2yP1aqvmtTFdes+wWEhJ94XkKennYbzoXhRsDosqOtAAYCHRcwVBRarXcWNRc3Rd3EOBDq0c0Ju6owRbq2aNtGvXFpEgHNPImUujFpeRVzHQg2qxqNcsgCkGVMYOT431a/cPjw0VCpFHaF4IKEvR38WkKhFnpEY/xKx93fqSaIWYSe337D27Bq1pE2Los0kl+jfVcA/sXXJWMuLKNdYbC4Gp43pWf3/GThXPFmr2knuHfsjPdEthkc9CIoKny/4+PNo/8lxF73X5QyPTe/PNGW26Wa8hml77CDrcyKtiFD1po674Xxxc/UkMtXEbQObxlOOVg7uPksdfqlBkRVQlxa0gqC4tzicN6hS04R1vTIvF1a7Z4gLloC1PvvH1qImoNYnXvnNgJLz7zt/jQ+jip8f3S1ce36/i/5IFyk9tkhJTX+I/h/33pOcWUnQaWvLMm9+MZIy2qhxmPkqeXEbaNq6Xhs1YGgKcCw7oHvSpcCxy6s5dS431+tDUp7JIJotofCaqkHWYgMbQwsX+udL4p03RvvLHFyaFZZqERvEK9ey7XWnOXssGdYIqPKxv21gsv31kr0jcFk0KVIiuOGRWY3pGfgIah84ttnro9PcxVZfQLjlou6AJUXEoW/cDsoQEK4d74PwdQ0wGOapEF8a8ybnL0+oNJeeVjF7zfEOJ0AKOLt9Ss7nPljxWrSEA2hj36qv3vBs9pujKvImAtnxujrP26BJJRA+qJMTk/Kmv75d++/SEOH/JNidRn/HbkwdG7RE6pXIWNj83vjgpvFzXrt8UAiaWeY8Mm7WZQvSmlybFsVdGdVsK7wG1+3yfu2PnJsGY5PA5Ng8vjVsQxt7FMNtS2UBryCUH96wQJwnIV9lAm0Zu1/H8VEbfW0O4Ls6tWHstxk6dmqZrTxuYvnbw5kPAP82x9ZPl23igFqlFISY0oDoaI2wUIbcSYoTnx80NObm5c/8YOisQCUSQvU+L9T27Z2iyWH8TmrrtJr3vvGVrI+kUp7H/VwJFRc4uKfOcRM2YdkEVCR3lhdoi3KB2zaB1fd6vT94hdW1eP6afq4fdeNYu8TqtIdCMyMcLKbF/y4umPrp+7RtFs7XaHy/NjCDzYsYP9uGL9gpE89CFe1X0CwrHcP87M+OaqRVq2NY+4Vw0yl92WK+4Htx2erRsGMcn8eQJDl7LOcdgYwNcWY81rV8zPmPTphQ04LEDO6TbB09Lp+3aKajUA8r9Wv2bQ03lyDQX1MtuLSc/KlnDhGvVaBbX0kbh4XdnBUtgAZdoff5HhXYaRus7d22aFo5ZF4neaCStNswbJBdIXd9rDvSoBDln2er0+sSFgdbRn1Cz5Lto5fr0uVtfS8N/dFj0Bmb6+zcn77AZ/Ym6loBcV72i6DqUKiScAzJuVK9WxTzHfxfug+eHL+pz4+ZFm4zaaA6I+K4v7R7zFSlec/hsNobUvqPeX5b+cObO8UzaSKk7Yjm0YPhdQaf62yZRWxJHpv90EMyxIMRoFKnf/0S4H8VadeUgHssWeP/bsXbDxuhjJZb7JAuVqpDiJzgMdLVT1ddmltuX/vZ21MQOu/blcKehZtQYzdKNilO9xq4PcuJUs6XwC35NeeM7ijHvfi0qapWst279/K6lMVPlNTvBNaToVgJBVQ41PAIU1m0SuXqcpGPxtaDnaN2odohULABqNqhCkwrO2K1LuvTgXnFMduoSYVZ+CokVzUPdmINyUvO+SRrm3mXxjVBfM81ecs0J3kJcXKwJhv545qBIMvoif3Jc/6ihXX5477Rw5fqYsfiDY/tGS8eFdw+JlgXJg0OPXbawOZFUtQ9QLlavXj3cXyzYdWvVjJFPmu1R1jYI2foOii82/ufI6lRIWwO+lgkuOlee0C995a53Kxr00eqcb358TN9Ai0Wf2Y9LJBKZ97PxwThIiK73SX96PVBsMbTwQMTuY05W6oGn7tI5/FBtgphqRy9D4T65xt5Tb6cgkGrZqE4kVIu0RGy48c8KbAV/1PP36/Eh27YcRZGS4I5EAXzg9q2CKXDv1QlzSOA+ky8tGjSHQ3Wv1mzYmE7brWPcy8wsoMr1L9po6FGV6CfNWxEbA0OI/9Oh9eQ7D/IuHhebnG05xry/LDbvecLLJzWqkuInOCxcmtGJSPSAWXxMMjAFgwflrMWrQupv4dHPZlHUjHzmHp1jnuCWgkpTuwOkoxFdv5ig/jM5nYm0BIGa9T3ihbxQNyhXnNr1vzWllCAlSn6ZGuTVwiQxOQfNiJ78/tF94nsxPSKlULfqF9P/VZxEITjZUDeyPJtQqaXATp6owkKbRUBCDcuuU3O7Xrki7XfBnUOCluWiYzMgiGAuvGtIbCpy+EwtC+pjEsW95+0RKsQ83QK1bBE1hFdChtjRomhf76fkZPjxZ3ftHHVY9CyLuhmLVgaFyiWI6Tk6tEhr6t2TyCtHnl6P4jUs2PVDA/7qifFh7p03Clcc1SeSug0F950t1eEkKJsMP3/x3e/GRoOVn4XfRiG7C6kZckmChIqOP9Sevds1Cr/aLKByjWeU2+wZ72SmYjbXIdw67g+vBirQ4kI9/KW/vRP0HfGTPk/PBkSmj9YGQniWDV0uCo6KgSHIm7LSbMdS7Vy/rBYdgi2o2/Odw+t+8MjItKpSbZtK1rgr14avav4dED87YUBJRNWuccyx9GyggT2n81d8QJX/p8ImhYvPJQf1jB7jbTl26twsvfStA8LB6JMcVUnxExp2kKVBuGWpYe0aadGKdbEAGNljF45Oq1enZho9e3kIC/711X2iNvbdh0emBcvXxSKiBlRsJxAWUaIbC/2Llx1YsUjbSVu0i0G+r59LEFGQrGeZO6GLxdPuPlo53p4RCjdfi6npZ+4cC+HyNRsDPWV0xhGF6wofUtL8bG+WQ/JAI/Up0LtoRPU0vWREJMVJFpKS5nroAi0JseX45YkDAjm/8u2DKuhX56StQgIttito6kaDCsnFjrbY5I+mREMTK1nIJLsTd+4Qx3XJvcOiBuiPmuVvT94hEJy6GjWw83FshvxCO0XbOLvnYrh2+Zq4bmpCztlEies/u1PQtZXDtdVruaUgJsIacI1R85R4JH5oyTlfcOe7FVNC+LV6LzZzkpqQDJhkZ1ME9xc7YZOWQyJyeyUpFK7ar3uLKSBa+sLeXeO8/Fx+3sxPLG6I0GpdCpsdIQnmNoJ/Dnf9a4bBg4kpniabRGWFv70xNfo9s2VgDvVXmwU1y2Kbht+h9k3rhghqS8bXVLPQP6RPLHTR3e/GOKnjd/yAOflPhvr6Nw7rvRkrsq1G/do1Y9PxSY5t/y5spWHhLY17Kk1rtws2mufOL+6RfnnSDum03TpFYrv8iN5hhA3J2dGaN9iiYe1YKP7+9oz4xRcWfH1jxajc51YMCNGMPA+xhbzoD2oSvQXNbl2TOMXigA6NYwdIuXjLq1MrFj9op7iQZ4OA216bEkpB9SAUHJuvnJydRzEAF4d65m6dw6916oJVsWlg9/WjY/rGog/5Sh7QyOp1GwIZGcwbYp5ColQzu+MLu6f1GzbGAos6I7owIut7j4yK11z9zPgKQ28h6TPcZlheRFCOE72m+VwSgX6IPxgF6LEj+qGWvX/IjOjzRFebMJL7/nzuQeV13xyuZbY0kwi1m6ifovIk3WLYLEC82jv0OfrbtRSeGwnX5sk1rlU+kcNxP/zu+9EGIU7cqf2HWmigXihWEpVMWAPmujRWIBS827eOa+4ZyJuNx0a8Hwv7Lz4zoOQw06V5atGgTtwHSeaQ8nNlhO46ZWTrXtqk5CR5wwvvRT0a/UnkIyRyCmMbivP27R4/q2bu96RtozohTrqwoK4WasgX7t8zNgaeldwGYwNnBJjjOW5Hdnv14zxzKYEl4kmDOsR7uw42mF/Yu1vq0eqTvZhXxX8mqpLiJziinnVMvyjwc+iwwHIisYj4RdWWQSSCVly6yrT3KSHCoSo8oFerMHTOCI2CsvKswVy721L87tkJFZPYCXCgtMqJDWX7ub26xeLnWB8fNTt67IhBPi4s5uqOkJBEjcYy3zAHpHTiH1+r+L/a462f3y0ENKg/Pqf65NR/whD9hYkV5tioUk49p/z59Q+dm/O98K53o95plJQES6iT2xsypUu9+vd3pldsJiRk19OkjiLiEGhsjfDWU58tAQgtLscMaBtJk9sN+hf6JPfPCDRPa5AACFpK71eWmtevHff454+NCaqWD6qe0mJIdBffPTQSZ6aMUcTqlnnDI/nqGTRWjKr37SmLI7mhypkTaJHo067JZrVImwR/8pQM18sxOcZrnh6f1m3clA7v1ybO9wePjKpou7EpYzQuNMJLluffOSSUnPkeHj2gXdRI9Z4WnYVMPYEmcxuNn1VfK47WsrkhsPrBMX0i8dqojZ29NJIkwYxrUKwVu2+ur8ktKGq1a6067y9ZFcehZpgVmfm5gEopNY3lkgxtjDwrWnhsVv5d/21VbBtRpT79hIak9/io96NeyGGkrGxT/KL75d/jqudKjdML2WU1iYWDHZkJ9uKa03b80PsR4aBWUbD8RiHI7z40MupBW0qWVJgmUAjKSwspZ5ibX56Sztu/e1CO5PnENRYvSkoS+39ctPdmJgE5UHSUsqgsixoUIDIis7iOn7s0aE5ICSVsMc5oltADPYbi9W+ohLuL1z399f3jNdEk//b0NGvJmmg5qYyELeiSBBoTBcw6jUoU1enrxCCCeTg6zsJ70NUvVbitQN6oQfRzvk692zSMZKrmhjIkfrKoQ2mQhcUUynC9GJFrn/F96L9by4bp6TFzgzJ+ZOj70Szve1AhEQhREKHQjWcOikRZjGb1aoVXq3YdAWlDPLd/cff4P9RFqHXarp0j6S9YviZ998jtgwZEOUsmqE5m20ISXr9pU7RMYCS+es+w9MzX90t/v2DP2BQMm7U0arkSrOtCPIU2zT2BEGveOBHm8LDltpQ3UGpzvu6YbNwyhca8W7vGkf3bpH3KJ4z86Nj+sbFzr/N8S2ETwGnJ98x/hMZtrFDylRvsL7t/RDp/v25xv5gseBa8F2GR+6e26V6hSOvVrB79mtCnzYsatf+7bozF3eeiUGdbC6zQ1+8bFrX0up+iuZEfFVVI8RMYfEntbt+dtiQaodGCE+auTL94fFxI47uU04uMsv0SU4la6KAT9Fyx5pa9N6EYzfDoRbXKv702NdBV5YSIYlLf+dbh21ckFcmEuk9PHZ9VKIIy0iKZXwN1oSZRt8WA+lCL6lSzl3ygiJXwUHESmWN/buzc9O0HRsT3Ltive5q8YEXFzMQcXp+btflqQsYQUw7Xwtcf/MqekXz9X7+gJnOLMnTjPPz7ew+PCsNo6ESCJdgh53csFvoj+rcJ1CDRoe0oL1GPxRmR6mrqZNDr3KVr4vXuGwcayJmF2F2Dp0ejvmHPv31mfLr8oRHxcxbae96eFudDDWqBtzEg3iHqQVv/6Nh+8e+aNat/qIEclcrE2s9QYbqXUGPl10h86sK/fHJ80LmUyfe+NTOmqGjszu97z9vTY+OiRcF7qQcKohjtCd6DqQM6UyKymSkaBDjH29HSGzdF0tP7Z3HRgoFiP+/2d6LVZNjMxRXDqG34jK6yUbv22feC6s2I1+SPyuT+HV/cPRLbyYM6pJnuV6OSVy7EV0SJjmGP7s2j39LXzaQ0w1NdXEKEVs0chSJfmTA/DN3Vh3fq1Cxo3bxReGbs3LD6c8/9rhXD7MhsF7i1B+vDO7+0e1VCLI+qpPgJDDJ9NRY1xXu/vHt6f8madFi/NiEaeWH8/NSwXs0KNadF77GR5tWtj4UOpTly5pKggoZNX5z2uur5oEK1LNz2+rT06nvzQzjx/rLVkeyKYTH58b9GV0x9UCMjdrjutB3DOecb948Ixxb1Kp+bFZ3i7SmLYrHU0F1MfBIsKgplRUmbE29QWncPDerzB4+Mjgn3X9m/R3yuhcwuPYsgcq0H4spDgcfOWRYjfYqOMjYLRBhQgiQL4dlI/OKxcUEfSpKjZy0NezwLmvYTNmMWT/UzFPOJf3w9etiy/6W+RipPog70bXE+obFF6lamhaCqUdijZy9Lh/RpG5sNiY23qY0DwU12tDEnErI7akD7UBzKS6Z1eL/ebT9QT0p4jASK9+fzt74V15WVm2ukRYXJApNvf0SubxaPc/DkBWnO8tXBELCqY16+b6+WFazEnW9MC7QFGXmOrj5lYEWi4T507TMfTM9wDTTNF8OCKgkTJP2mfAP01tRF6e0pC9PX7h0WzAOhTMPatQKJxrNbv/Tv/Xq1Tr86aWBQxTZbWiBuPmeXuMdaTbJtnufAfVu7oSzt26tV/JuQphieIy017imnFuyKTY3abEannv9XJi6I++sUbRRtbBgJQIu5fqoFA4UM0ec2GREm+394rUKgtLWH+4zJqIpSVCXFT2BwrenVpmFI+k0dkOAeHjorDeraLGg0O20Loq+ZlmAKOUeWCT87Mr11xcHRY2j80pm3vBmJwS78pJ07xEK4XetGabvWDdIDQ2bF9IWiSweq68v7dk/Pj52bvnT7O+F3SrpvUVd3+tVJA0L0ovdLfaaI5FiomYzAmDyHJZV6DzVn8W/TqG4ct+kRUItECX2tXLc+tW9WPwQQ0KD3Ndg2L8q5x9HgV8lLQIJ29cVeSqhOIpF8oDHiEglt0ep1QSeiKvPnshqDAFCALMr+fPagMLLmECQBbErV4rzRaALiVGsTzuFb9w+P+6CNQ73M9Hao7nN7dYkZgXr52M+pT2nTgBh//pkB8bk3vTylZFw9b0VsMLzeuYZys0vzihqnRJMBIsRvwdcwP2XBinTWLW9GYoT2IDOUNMm7sAnhegQRCe+7R/eW4fDCDAHiUuf0Wbn1R3ZAv7qmNmP3vDU9kPhtr08JIZF5ih8XVz0xNgY7Gyxcu0aN6B90DVDLrrGa3rjZy2OGZD5O10U7hHPSimEkFeSX67Jn/OXNUIlmRBZzRKctjtqeZ9y96VZQTHuW1b89q0zxsyG+sEHRV0o0BTFST3vGeLR6zydHzU07dmqSnh0zJ+41StHxSOSel8phU5DV2P/dcJwfZYFYFf/3UZUUP4Fx9PWvxKJl+oAFwOL89Kg5sdDpj+MY8/chMwOZnbprp6CU0GAW52h8rlYt6lc9WzWMZPTytw6IRSFaAaqloJAev2SfGN1U2XSZ9J7AhmzdouL79w+ZWb7wo5OMHmqWHrxwr/KWi9KCZSfermm9zehMjfVEMY6N04q/CRzsyolZlqxeF443Xz+kdyRHtb3jb3i9IgmiXr0/MYwwXy/PY3Rdbjpnl4r6npi9bG3Qp1ohHD/vVwuQ5GhxPGZAu2iid70a1K4Zkx7Qg97LeUIzarbaCGwgckCjo2YtCxTBfUTt1DVSN4N21NIgrDN275JO3rlTnKPFXj3xi397O11wx5AYmyXJ+WyIzCxAIpQh05aEa9G3Hxge0xz0gL40fl4kGUEl+vrEBenWV6dGrZRp9x+en5i+ffj20YJz3/l7BoqpvMhChwQvuZ1Bcja93qaCEvSBr+xZQZdB309cum+8j8R91u5dQvgkqRqma2OTHUgIfkzZQIne9WbJXk5889DeUedW5x02Y3Hq075xXAPXR6JtUrdWtIMU7dSYuu/Ts1Vcf7VUFGxWtbqe5+3bLTWpVzv9+skJacjURXE8+5fXHcW1z06oKA8I7Ar1rXo11PmdI/tUDL9Wf2d6DxXncA6eSRS2JKiG+cbkRZHIoc1+HUqtK5V7JyFJdXsswf8keJHu9vNnNxOvVcUnJ6ow8ycw7vvynmnNhg2xuBvCqgftppcnp0nzVqarPjMgqFQS/GwqXTkkQMbWFgiU5Q8fGR3ok90V2bqJBihGqI7bisSSxR8WLdQT5KRmKAlk6yyT0XOgoL7/yMh0zak7VtBNkIFENnLWkvSVA3qG12flpAvpSvgGxVqMG9VdEXVIi9WpN74RiETtKi/YFnZ2a8KCmVtMBMFHXvTQZBrAj96hbQgG1K8gC8k69ygeM7B9LLiCJ+ulh263mSIWIujZqtFmCIDaFGKAoLV+DJ1WErTcfO6gUANrVn90+PsxkBgFCqXlxVIi5oTTrH4p6eYgQLG5cP6utzYaFn3XPTch0NySaYuDMkSxUqV2a1k/armSDcSrFYEYJ6NAoh515GKNT2M8+zvxz2GzA3FCQrMWr46Ziv3bfjTKqVOrerjcPDVmbrrs8N7x/v8aPjuuIwaDClev58ByKltkezIuNSjRL+7TPSjcr907NPVv3ySeEcisRUHByX8VUqZmNenlj2fuHHVx5hLEM4JxgRYgz8HFB24XSQzzMGfp6kDJRWaiZcPaQUnnlh4isBwQvVFkxFooWc/RA+/MDMTo2qk1+z0gXEIv22RMmb8qEuR/utaGgTEsHKWf5zZuizFx3vKtUqBUhRQ/gdG+Wb00Yc6KQAc3PD8xqBq0W9eW9UM1+a0HRqQnR8/ZotVaMSjvlq7aEC4l/EXVaSyKEN6Pj+mTfvromPTtB0viFoNlhXoad5jsGsO7k+ghtwzksKj3ads4BCbZfsskDYu8BVMQUOjFyyHx/uyx0ZHcJEzjqyhcJePO5ebRN5+za8UiBCVCUD/515j4P5eZXNMj0jjvjnfi35L/Ede9EmbQJm1YgL2O/yb7LiOKcmQ67crPDEgtG34gMrr++YmBpHNCtPASFF31+NhwZnG+FJZ+nuhEL6YaJApT4v3Mjh0rpstDpxCZzcsBvdrEgpzdfGwyUJ0WZsmNYGXv7VoGulmycl368r7dAlm5plDanYOnBv1oYySh557FYqijFudbSjRfuO3tdPi1r0TycB0hvbCYa1CnotVmS+FzD/jti4HOUdPqrhS6nHSE5A69SnyOq7JJNnrafRXuwYHblwRLbAonzl9ZoTYmqhnQsXE0rntPiFeyUJstnguGQWsJxiH3af7yyXFpn1+/kO758u6bvRZtq8XnR/8o9ZtKpHkTJBatWp9+89T4eF6YYaDYCde4OGFYtBNBmHlwtXt46SGbC2z+E3HViQPSPy/e+3/FR/WTEhs3laVjrn/1Q+YcW0NUJcVP4MOkpkH9pz9Ne4JamHob5Z/2jG8f3juUiXmx3VIQW2gh+OE/R6WdujSLxQPV9MC7M9Pjo+akG16aFDQmKlYCyH1jkEfuNxNQkh61IkKDYniX/uaUgeHFKvkVEQq7M8jta/cNq1g41Y+oGlGj6DhoQGSUiWZzfqgqi5HaIqrOZ6OJRZEi1GOXEawaFWRsQnxRMKDlpLJf5pZCrfDUXTqmv7yiflaahmCyxr1vT4/NAVWnWqNFTL3K7hdKImyBctXp+JE6PiYHDMj5yEoAErnwvlS/uXUAquZpqx9TEvM99KjByHr03P/durYIOlZyHnTls4EubIqKFnUouLo1q2/modqgds1ouH/s0n1i83H0Du3DQUjfoD2Be1cUr0gkEBkK0b2U1Pbu0TLaOa54eGQ8S0RKOYya8lwYqIzJyOG+SaY5UaFPWaVR7nK7ofDMARFCnkWjBijwwN6tKzZghFwS3JvlloJqxo7H/VLbrsxCrFq7PizdJDStH4dc81JMLclh8+U593tlcyOBEz6hln/6r9Hxe2cs1m2vTYvPLiX+/zzSsSnCEmxpXuS2EjWqVwsfWmr4rW24cVVS/IQFgcNJf3ojmvTVjG7/4m6xgOqDI8CA9lBbwuLBym1LwduR/P/4gR0q2ggsOD87oX+8r5qbRUoiql4QlOiXK9JFFkP1vmxinQUQKFAohMcqhGbRR/dBQuqcy1ZvCEu04we2jzaAKx4aGYrMa0/bKXVr1fAjR9kIhuXqO2pyn9u7ayg3zSTc/RfPxWIuiTPDNgtSWJyLrRI59P8VRzvloI5El+bg/sPA22y5MAp4bWq67Y2pgfwglXu+vEf05VnMDi+vr0l20AWq1Pd++I9RkYSvenxcmLNzWMmRLdMYEIR5drlFmYVdW4V6ZfQwtm0Y4hw+rOs2lIWBAKsydTU+soQxkNvgyYsq3hOKMtLKPZSUIVCICg3YuG7tqNdp6ZHUT9mlY2yCIF9DnIX3h2DV2wh4LNQ2W9lg4IYzTMyoFvXhHIRJFMTov2xOLkzqKIY+QC0ePvupUXPintoASHS+1rN1g3huiiExEctI0JL/jp2bbkaDonIl7osP7FnRI5mT+5Oj56bVazeEItV5Q7jFmrNAkx4/sF06bdeO6Y4v7haom2KbEhtax2boEfUeekGr4n8eyiBq3/mZ31qiKil+wmLFmvVp167N0tjZy0MsAXWgmDRSvzZpwWZJEEpD32XPzmLs3r1Fuv/8PaNRPYcFT5LUQD6gQ9PUqkAfFnf7xgvleHnCgnRRpR6thy/cKxCTBA6pEAbp/YMy7dKFhflrh/SKyeb6wbK5NkoNYpVsP2o+ndYHiObmV6bE7EXiHWjwhctKgiEJAMXroyQC1G+2G1Mz0gagBeWKo/tutnBm2k5vYdHsBm3XtnGd1Lq83mWqxgX794hhwhbKgZ2aBFpRP9xSEOCY+uDefXa3TjEFwgZm0tzl6XsPjwznF65DRbNqymG76T+9NDm1qF8r+ki11VBt+lnTG9Cc27VpkB4d8X4s8O6N5G8qxCsTFkRCUePLE0A01kuqOdybk298I1CPe02s1bieocfjKuZRWvghOmpNbjuSVeXkpmXh6AGbU33Q+3eO6FOBdmxU3IuiUhOqRV1LtuqUwgYPbam2rE45ataSip9375zDUf3bBW3uc/fv1briM4iUXMOny2udYunqdYHybIzY6XkOPW8Yh8cu2bfCXD2H9ydyWrByXZi7YzBsCDEWEjGDfbVpbUhvTv1ANFYV//3wrEKLuY1qa4mqpPgJCwsjlHXKoI7p9F06RW8ehKXH6p2piyPpQAmK2OqMp+/aKepp6iFbqikygoaKSpM0Fkcf4i8eGxuJycJhEZTcchAeFI2wrzqxf8WoJtQSai8vUui8dRs3Bh1qwdIPdt5+H56FJ6kX5/xRU6LPitMJikEEg8q0KPpsSR8tmt1NJFPzIiUSylALPLrRwsoyjCBFs/bYSs3sQu+c9pHi3DqK215tGscGY+aiVUHpqd1lYwKJ+IQdO6YbXpi0xeO96MAe6b53ZsRibCNw1WPj4vyufGxMoHIzCwmlUIjZJu6Hx/aNv6HK3z4zIX3lgO6pRrUUwif9c0zdG9epmQ7s1TqQqHmAEmBcv0kLggK87P7hYWmXo02TOhW1P6EGvWqtKR7V4vVdWzYMFsAxMltQb5Oc+dZmf1qK0lxXExKFRQ1SRSlnj1rsgetDJYuqVKvWy5rVoGhkvbQWRn2FmUa2uQnEunOHYB98z7P755cnx4ZPfc9A4B8e0zdGgkmoku03/z4s+gYhxFxXtsHBGKCIJf35y9cFmq9sgl8MXqeQ98G/fSlYjSnzV8azg4q3yTBxBIWtXowu/3d1+6rY9qIqKX5CwgJlXJJFW18YufjfBk8LPj7X3VhcoZIsrlc/PSF+xiKABq08WVywz1IPM1WdWEadyzpPGfqT4/uXrMAWrUoH9P5A5i55EpfkIHLJIhxUJPoqF8+/d1SfkKx/VHLLURkREnzce94HLQGV49cnD4y+y+8e1SeSl7reuNmlBAdFMe9G+Ule/ljQ0XPOhRn4oK4t0v0X7JWO/+NrH/pswqFiDVRA4ENnLE4dmtSN65TPz6LLuJz1GdMDi+el9w6tMN3+4PxSUJJqi65d3drV046dmqVfnjQwzlWCNale/RH6VefMdTdtEuzvNKwf3q9dtCJoH3hl/Lzwh20bCapauuetGSHukeQ0xuv1tEnYs3vJPzb3bmrZyLFs1fpA3ahE583ZRVCzomvV1bx+QnnrRul7DdJ3HhoZ525zwl0pB4pVO0YOlOOhfdpE3dsGxYbNM/nEyPfDg/VH/xwdCW/9xo3pwN4lCvT65yYEhapVyLMscf/++fdCEQ1lqhcy7/7ZY2PT1w7dLtpEbMbcfzXAZavXVVDv0KHRWuGRWrt6GvKDQ0KspUzwcUH486uTdygZvY+fH+/rWr45VZ26dmpct0aaG+rWWRW116r49ERVUvyEhB5Ei4iGem0GFi1J6zM7d6xY2P3yU0gSM6gT5Trft4/YfrPFMFNnajqn7dIp6l5+6alYjTBCsWWzbDt+rQUVk7Hfmb6ZTPzv5+8Zu3ehdsW2K1vDQR8Pvjurotk6hwU1iyV4S0IB/93gEgNhittfnxb1K2GR2rFjk0DORCuum2Z9dnjNG9aOn9PQTUT013N3DVQrkWfqkypTO0kOCfD5sfMiCUtCFlyqRYIO1BxqzWc4V8hV07i6nYBMtQW4L984pFfarXvz2MS4X4Y2T5m/IlDd6X95M20sr1m9HyKipRWI2X00w2/Fuo1htfb9I7cPZNykQZ1ArpCyTYu2hjlLVoffqQ0NKtnr2jauXTHzsnJ89d5hscg7XtchI3yJB9Ut9P5latszgSZFuUebzKyl0UYhfAbUtv92LUNRrN4nCTJUsGF4d8bitGzNutSrdaOoydrIuVaQPCs97RI2NHpv2zT+wJYNqsMwfO+YvrH5YSmnT9Qz7bl1P6DUJvVrp6fHzkn3D5mV6tWqHvTqklWlRn9Ut3qrp1hdt/LzWDkkcSpULUZs3LAQ6l5UvxLk3OXroh3Fc8NOrio+XVGVFD8hsUvXZrHIQH6S3fpoASgtKHkKAhrJeCPqQNTox4XEpkUie1tSAHLy2G+7VtF0brcu/G0Y7zNj5kSvmJ1zprpEcXCtRvdHLto7algWO689f7/u6YxdO8WQ15xYua3o6RMSiZaAj6ofCglPEpckthQSR4NytLxgxbpAj29OXhQKVVQjtChBOT4JXIuERTefh37K3IbA45G8PwzXR84OupDbCvGIWqD+ODTaI+/OjJqX2qi6GBN1mxWCp0y9srDjOypB/PX1KdGisn/v1mnp6g2RZO94c1rq3qJBTKiH8lCq0AnKWUDw+/zq+Tj3EP6UpTRu7opIKFBrzZrVArWpAS5buz56/IozLyHpke8vC6eYLQUk37xBnbhGxdirZ6sY/iy09uRNEQTs/KBF14D/bd6YEG71bts4PTzs/aBXb3p5UlCXl94zNHpL+eJqiYCUOcRQnYp9eraImm1OgtiBPELK/WNEwFQhq4a1xPj+Dh0aR/LGAPCmRUPTFjG2hzJtvGyAoEX3FvXKCIIi+N95kmo1+dvnd0tvTFqUDii3nMMyUNLe/daM+FxG75K0nsyq+HRFVfP+JyQIBNZu3JRqlUkSq6JO9v2j+4V6LjeoE95Y6P5dkK4XpwsUQ5L8y9m7VIg+/PLff/4e6brnJkaLBSSV6Vr0a/smpVpN5Vl+BrGqv1mYUWZ6E+3me7RsEJJ/qIhgQyuAIbtqTNBs5VmJghjEuCkJ5qEt7PLt3vu3bxyfd9fgqSG7H9SlaSAugguJZu7yLffeQSLOx2JsoZd4oUr1MckN9ewaG5asqR5d17lFg2hjcU94cUrKFvW735oWDjQa+S28an3qiNCf3kvoVW+kBZZKVHIWjULcMjaoXWpNMwaFxR/SZC8X1GN1RGlZHIP3rVO9etR9tbmcvUfnqL8VA+X6s0fHpD+ftUskI/eiGFC6PZH6c6l9pPS51LMYB3J5rT0SuFBbZnDgvFHl+bl7eOjMaOsgSnFsaE+J8Zv3D48a5pJVG0LAo67IXpDYaJ8eLcPVRvLKiZxt4QX7d69gGiTLQV2bpxcmzE/7lycn91JpQLvK0jXrgwWQrL59RJ8QU/l8zxtTCv2SdWpUCzpY4ieWcuzGQLGyK4ZrcONLk6OW+9L4+bFBNOPS5BChfQmV6zrt3rV5JPbFq9dF/bUqPl1RhRQ/IQHZQX/cPYwQ0jd3/7sz04S5yypk6xai3FS/pYA43pmyKP3uuQlRc/qosBvP9TzqR43r3zi0VzjZmLOXA0ql1IRwKsexO7QLz02hNmXeI/NwdCyXG+0NP/zH6Kg3OhbG3EXashjUtto4bjxrUCDKohWY4BSDtiW+qVurZlCaGu+1k/hsyLXobGKnT2zDaebnj42NhVB9zGxDNdZ2jesGlWwBpW612KIYCZkEB53LD98+Xs9wW98m+nDc7BWhSiTjR0FLURbvPbq1CMEKtIdKJSbJCVG8XI6+NpSVRS0xtzdY4Lm4oC2pIdHikB9hjmvlrvMh9X6r1m1KP/nX6M2uC5pQLx1za0rPc/76ViSVHJAYowdzFFGxxZAsvVYdlGjJbEpJnT8tBAa5hQfo/BXh1epauC/qfp4d10xv5OH926VV6zeUmuSrpXTRAT3ToX3aRlK5TWvL61NDqSwJe86K0+UlMt6qnpl8vGqzPzmub3pu3NzwKiU849vq/bMpt3tu0zB9AdRdFpvI0qZlRrAX+f2E58l5dmhaP3x8F69YG9efWT7aOCNYSV1rjE3LsrUbgu5t06jOZkbgVfHpiKqk+AkJi6WennP26hbqOjtudcVL7h2avnrPu+H7SbKuLkP4Ag1WDosrw2Umx2bXmS7/cQEtWdzzkFk1OsmtmKgtyGy2KgeK1+JIjYo+/Obfh6dzynseLd7qgFcc3ScWV8gJKmN5JiQPCMfxWmgP6NU61a9VI/r++Kx+/b6hgXJyzFu2NhxdINCz9+wSHqPaSjLigKYyApWY0ZL6Ii3ce2/XIupneRPAHo9ABC2Y0QRRCJ9LHqEWXw4xL0yYF9cHZQ3NnfbnN6LGCFVaaB8dPjsEURKmz777y3sEkvezOfzstc9MCIrS5kCPIKRvTFQOx8LuTCL5yv7dY+ODml6xbkM8A3v1aB6TRFCbkjhEUwytIBZw0+7VWrMICC3esG6NQIXHDmwX14TBdw5J3ubCtYPgjVqSKLOJuFqxKRDo2xvP2jnOkzfshHml76OpIVMtFoQ/UJt64Mj3lwRljinQQtK8fq1gPSRdg5o7Nq0Xhu/M1D0T6HwoW3jGMRyUnxIiNgJSNFw4o9Yc7skRA9qmL+5bmpnonhD1aBUxyUXfaN4o8jH1XGA++OMSK7FQLLbIqFN2aFY31apePb2/eHW07Gwqg9s/mvavim0zqpLiJyRI3SWCLIBRA7TIGR3ExLpe7epRN5k4f3masXhV2LEJv+zUqEJya9OkXiRVxs5bEoUSqlBUCqjJ4rVn+c7aAllUhHofCKe4u68c5PAW3O8etX30RmbxisWK0EJcc+rAeJ+cuKA+iQqqQrGymrNg5e+RxNul5+OVaNQHoU/vQZl7+QMj4loR0JDW54nz2gPU9pw/5eUR/dql21+fGjPyoIJpi1ZG4i7OJ9SobUNgyG04nWwsC8Rz4YE90natGqbfPfde+sGxfULZKIwkkpCNFYKwvS9KDvL57pEfUJjaXVxTyAUy1ZYi6X//kVGxMXCdzrr5zbjOxC292zWO1xPTOB5/1mwotZqMm7s8VKyo5HyNKWEdL9cVptbDZi6NxCmc3Zj3l6f2TeoFAtTkb5CykPifHz+v4r5L3sZrzV6yOt0xuCRqmr98TdqxY9NUv3b1EErZtDFqIH4ptjx88ba3o+athSTckcpKFL3zVZ/t0Kx+PCPUpURjlLfqkVAhBPf9coUxYdb7S9fEexvhtHztxtSIAKZr8w/N/Ix7cOagGGnl/DxHNh02QVgQ14Yq1rPjd6ZFw1rxeyIZS7Jzl6+N+rFn7hePj4nnabduLaItY4dOTYKaXb1+Q1DZi1duGzMTq+K/HlU1xU9AaIO4a3Bp1I9d7vPj50et48X3FkTNT00ppl+UL2j3vjUjTZi9PIQgGs5RbUVxjMguElCcRQfis5u+/52ZkVQtCOpG6lofl/Qs7D4jvwZS1ZqgrYFTjWROKVgMCzfaD+JBbUIrfzprUMX3fR1tqN5EOGFeZG4mV3fTo1b8PGKLHxzdJ9ANZApBOz+tCwy0TVDQi+dYzQhEXWb68uePjQmJfm4elzQri5SoHwlbduveIn3nwRGBejTb8+rcWJYiyaJi1VYfunDvUKcS35hqodaq4d5nc2pRo0T5lRxVmqQDem2qcCCSCLF13GacH2s356cFAUV8++vTU/vGddPKNRsCde7erVm0UkBxkhrkqi7oGVDrtIhb6M2wvO+8PdKVx/erMCuAgmySqFcpSbMfqZBIobvqqVpsLCg2F6xYE4OBxz0yKj4HBf3SynWRsM/dq1skMfQ6xGgzoI2kQe2aMfZKndbrDIaGdDN9+eTIuZHsmQ/MXLwmkhe3HkyrZ9Lz3ma7VnFdmtQrjd16Ydz8eHY8D9AuCheSzuKcHBKepGqclrCZ+/4xfcO2TW00fHXvHhrJr16tku3d9c+/F+41Z+7eKXovNf1Lku6/ZK8d5/7z9wpmghOP67sNO7FVxUdEFVL8Pw6Lz/XPT4gGckjFaKQFy9eGCtBO2eInCaJOD7r6xRgtBAW9Nnlh7OzVt4rTK3LY/UMYxA45IUI0FkSjgc74y+BYOMxb3FL4WQshVJPrURYhTdR6186/Y0jUsiwqlYMHqQVQK8M1z4yPr2V1IXeak3fpGEnBTn/x6vVR88sGASzVimjVIsoyrV7tmtEe0L1lw0hqxDPrN5Sldk3rxrQQGwe1y8r2cfoF1d5QhBZvyVJ7QzH4Yzoe6lWU7y9PHBAbDYmiR+sGsYBbbIkzBKGNaeVEm7e+OjnuDZS4cv3GsE8zkoqcH/q5qeD7+McXJsaGIrdAnLtn12iZ4brCaQWKHT17edS0jGB6ZNjsGPP07Jh5ce927NwskLJ7CLVKAhZ3/Ye+T9DiuqPWnY+aq41E5WviWWA8LlkCzGq6fds1CUoRIqTOleRsWgzYtQlBvbrv6szH7dg+xj5pNzF7s2/7JnFe3VvVD4rbZ/7+uQlxz73HqJlL09cP7VmxYfKZqE7JU62Sbd1z4+ZHLVNitsFD/9tUfHa3LpuZej8/bm7FrEfRsSDccl39zjhmmybG2449PrN6tRDNGExNaOU6EQ8NnrIo2mUE6tUwZqjSRrBz83qRkKvi44Pi3MaKEGtbiKqk+H8chBBlZdXS/JVrY4FBZ9rdSmp25epPL75Xas62C0d5Uj5anOxi89Bd4WfUZeyuCUcOvfalVLt6taC4UFLCAmxIsPoPdPNRDfSPj5odSZG0PjuIQJcs0LiKQDuoRVMNKofkIiC5PBUhh3OwMxcWzR4tS/82mUFjeLEFRJTmLJYsvYxGQi9a0Piaoso0rPNYRPnt2q1ZRWsIBOT99LgJi/NN5VPqi4494puH9YrrDrVd9djY9NunxoWAY/majSFEURej0kQ3rlm/oWL+oiRCAEONCTnapJjpx/OV7F8rhffNAVVapHO4drxdtXaEYcCmFNQdkwbOPLd+bpfYhGgdcc8NMq7sXOT+5dFYObQpCMlJr2vlcOzs9ySXMbOXpeufmxj1QXW/o3bQ7F83aqf6BSE2dWev55srGbtvmAz1YAkMmLJJqV6tetCYvGVHzFwWLSXj5y0LtTAvV6iW+AYBXJaqBcuAKvYearzqzKhpi6uSwcS5y0LkdfZeXSoUpFTCzhk1695kpXQOyc8m0TliV87ZSw36A5R8aJ/WqWW5+pelm8HYtcunmzBSQJ0bs6YFxKi1bB9YFR8dPIK5OmWD/q09qpLi/3F8YZ+uMWz3umfeS1MWroo2A43FkAZUtSmVxYDWRSvWBHqRECwEpO2Qm114DkmSYMDCedYendOXylsJLEJH9m+XTv3zG4ESGtSumf518T6R7CxUuY8w1zMFl5iz9ugajeI5oKHHRs6JJnPJ6qw9u2yGQvJiLCQkKPS0wvQGoT4kKbI74ynKhk5dUSI1SqkY2fRasNuSlLMSV30u188EqnPi3BXxeVCuTUO3Vg0qapWu5cCOTaLOWAyoiqGB113+4PCg5eYQY6zbkC7cv3vU4Y7bqX0aPWtZKBt/+cT4CgcZ1x9aJAJC4975xd2j/w/itzibgciuzzE/N2ZuDIh2vdTXskqUqMT1gHJq1aoW91gSRAczXj97z87RfqLWBy3fXbDky1FUnDp3DenDpy+JOqPNS+XXHvTbF0MMQ+DknknE0PCPj+0Xx0sEwz7OcRnppdn9yuP7h+Al16NR/Gq5q9czJWgWatC3Ji9Mp+/aOVoomjeomdo3Re+ujj5CdVu9oZA939OvH7JdiJ5sanI4BoYErpH3q65e2qphWr3WwOb5gcDdK4Itr2Em4fVENVqCKvfCeq5vemlSiHRQ9vG1tRvCis5rnxk7N31l/x7RWiNQ7EwfGtWtGQOqJWqfV9x0Fo3kq+KDQNtvK1M/qpLi/3Gw6YJALBIPf2Wv9KPj+gbqUIvTMH72Hl1jN//YqDnpwa/sFUOC0UkWrOmLVgc9KtTa9BiaekDBt3Dl+vTM2Hmxw//r50ozCsnNSeMt2HluoAZsP3PCDa99yL6scnzt3mEhtkD5VQ6LTJ4kLqFQDl514g5bRKJQkUU/y/vVpbSiFP1IbQoG/PjpSK4W+ltfmxLowQIowUnoxTFRLRvUTq0a1w15vikLDLwhCT9HvMFTFJ2p5zCHTcCVj5ZmNT49em6gZ/U/Ddt+lvDj+XHz07DpS0PGbxCwYykrRy0ELGq0rPB8FUoiFMq7Z+eP/lTXvWPw1BCNqB3yLFWHJBLiQfql/brFPbGmN6tXMxKR8/vLubukXq0bx+dceEDPQC9qY8WwwH/rgeGbfa1aKimAJfHKISmikCF2qPCSg7aLVhiBls6bKMeCXrfRcC3cGzXkvCl5ZOjM2MiY+Th72Zrwbb3xnF0CbWrVWbRyQ9QsKTmpYz3PlLamplC1FltWsB1s+35wTN8wPujXrknUlZmeQ5FdWtYPhIk1YYxO8XpNjCyrGWiVfymbOYnU/UGj57aeHTo1TSNmLAkWIKPDyw7rHeeJYi2a7P/0+P5RQ7ahQuezkMvxjb8PS7v+7NkwvqiKbTuqkuL/Yehf4/u4ct2GsNQiroB+urWoH/1advBUfEf0a5uITX/wj1Hp8gdHpL4/fDIWrscv3Te4fEIGribmD+q3QtHZ0XPJeWRoiTYVW/IpVXeCNr2fnX8xoLk73pgaKEX886t7R12tMsWZd+AWc7tz/p167YQEXrnP0blp04B4iUE0umusRnE6Bwn+H8NnpTo1qseUeM3x+idtREv1pQ/L5KHCRnVqRGLWCE/mb+FDiZkFKclcc9pOm/2M2hZELWwMIAoISp1Wknp0xOwKJxyLbJixb9wUPW4T5q6IzUzbJnXC4MD3Lr773YqNgXAvtVP8fUipB/DA3q2iF9E9kjg4yTAl+NtrU0J0Qm161ckDo7ZlEUeLYhHOvuWtSKLOp9hG4LpKTKjdinOqXi2Mw71fcZORQ5+r+qvjN0fQvcy9eGYqShBqlp47QXTERci5SJIobIjJ9SD++cI+3YM+9lxMXbAq0BZ7QYwk0QwKdrdupWdBzdD5//6MnStoz6/dOzSERkQ1zo+BAnob9cli0PHZQHl2bVgondet31TxDKqjNq5fKyzfYqjwpk1RPrBJ8xmeKQjdMdsAqTfajIyctSTo5YGdmoWAKIffQxsnqNi9HzN7aZQifP6X9u0Wz3hVbNtRlRT/j0KtgoekZEYRZ2eKytJeYbL41acODAEHFaQUQCJO9Uf+/uezB8UCbseNuuPPSISikRsqKqumnrcqPTdmXgz6zcmOirGyvF1rhPmGB/VuXeHJmQNFBR3sW95XlyfLVw41IIuznTUUZzJ9Vr9CK9BSMVCce/f4oMEaJWyuoH4y0y0gEwjlpyf0q6ivcsZRL+SCkmc/El3kmir14Ak7dYx6EMQDFauZnbNX1wpaRw2raPDs69kzloQfXctD03Un7jG4GPLwdbVJAhQqSKpTfqRoVO0jKFmnCPWqB+aAZNUrNfij4S68e2jq0qx++v7RfWMxt/i7TrVq1gh0U7d2jQr0614ywubLqg5GyFI58ixDrRrFGNCxabgLQZaVQwKU8Cz0UC5aOtPmKEjnrn2G8Es4ZxTyS+PnhSBJ0nWeV/5/7d0HuJxltTbgN733nhBCElIgJBB6Db1Lky7SFVERlCoqoAdQBEUBKVIEUZAmHaT3ltDSO+kJ6b23+a97zX43k02wAuLPrHPlELNnz3zzlVWe9axnHdo7AqPNFdacqfC8xqon52b6ghWxRWXI1IXpuO02qvx80oPYyJKFI258I3rkEqO5mK0r10QgQj5jeWzG5yFjuX7g1D02aR1rvVSLDARqbpYzkzzeeuI20Xt2bAKiClSiQVfYPf7wwGlB1JGMSYIEe8+SHrrPGDR5QSSUkINH3p8WMnM0Zn/z3JiAYbUc1mfuFWNVVcUnyva/ZeWg+F8ycB1IT0AIAe05S2PMoU+HJiG7hdX5m6O3CAdlxs6slwe2b0cD2vPS9S+MSXOWrAgCjZ6P/YGzFy6PTBf0yMF5OPV7QEZMwOLQ1+dcT9mlc7r/9B3W+XeO5Y5Ttv27KjrguCNufDNgNb0ZG+kFqByIVBGlkGXetkDblWH66SkKdCBKbE/MSZCqACTY+vP1CoYmQkh+b9WlXp4KhxSZgNetdaMgqWC+2iNYKm6OGbo+NmFQ+9esjQpRRcSZI5r43IO2aB/n2zVSuanmzLmppgQQSYjzr6pWzaokiCZYqcQcK9ajgXFLk9+ZNC8IVFl7VpCYu2RFOP1TdtwotkFgQ37zzndi88mmHZqk4dMXhjCCf5cgZLP/cH2asnq/z/ygX+UmjvXZjw/cJCBr1VNeB0Xmz4LhfO2zGUm56JFhsR7LSAvbsFm9SNRUbCouMCpilZk/yZTqvG+npun2k7cJiT8Bg+V1XK67hMH9jYx13bF9I8FBdFGhl5rvjJE9ae6SgH2xYB96b0osIGZQAFD18OmLQoGIWY/mPnJsgqznAdQMjVEN67eTtNNOIBMHhUE4Qp7C7haIoQ/Fz6iWjtmmUxCfBPyqOzqzYbbu9euXI5kp2/+ulYPif8E8iEYVVF5XH715ZOOUPpBXbn9jQggvG0UAJcps/ZcIsjmubYIBuTagIQHh1J06B5lBAERPx8r7/fFbp/4/2jP98oje0S86aafOlSuZSofWOQr9rW/88Z3oo+T+nwFr8NvfE/Fmfg7ifeX83eMYCUjrFQmOW136bMCk6zP9pfxZggvnbds5h5mZrpxzhthAaUYVmjaoXelUi79bLTZjOEeYtGbWnFtVXcCehXWr2WdHTA/ItKrpNT4xaFqMe3DydlhmE/SsPlJFMA7Ve4AuwdQqOudOlYsUhXmJDFOrerVYcwTuNbqwS/dWafAl+6QXR84IRaJc3SFFLV6+Jl7HoZ/yx7fT718dF4QpM4+qVJJz2LD9rnoxXfnUyMpjQzxZX9+QlSrAIKOc+IcB62zTcP5Vxb86cvNIZP6e+Y52I4JbBXSVkkW/iD+G/Im/C+4fzFoS5/3u/hNjNGLLjs0isdD/zrmYahAr97RdugQkqYIG8wqm+1/zatqtZ6uPLQaWfDw5dHpqWq9OVNcSKEIAkoJS6966ONMrQcG6lUhS0XEfCajIZqfstFH67TFbpFEzFsd9rrKbu2RVICagdMHZPSz4qyJtGdEvJsNnTtWI1PpMUkhGDixO0KFs/7tWDor/BUPp7/+jvUJHs7jAtkMQAlQT+kH6JtiOHDnoBzHguZEzog+EDHPRVzaJigm7EJFGxel1sm50c5m1OSvQ4Pr6f9meHTY92HRn79M9oNVSJ2SIPVcFqYJYUhok/R0s2+MnT4XTR9zJzmzXbq3COeS+VFVD8wfZqR6wPvXJwMfPn7NrzFQyfakz//J+VHtMUoAdWWr6W5zu9/bYOCoMMJ7eFqcJnny3ogKKc96wTtqgaf11zodgeM79AwO2FnCtRvL30mJa4oCFi1HqvBI8ANH+9d2p0S/z8/P36xHkJhUEeJvW6MDJC2KFkkF431MQen7EjAhW+o/M+2E6kuYjk0cv1AykxdH0b61Yal6/TgQ+fUsQIKWgbEYG3pk49xPhvGwClR4u+BCzNF9HCRKG5fp6j0ygRhKSiEioCDBQUkJmEiRB7m+Omxsi8MhJIPy8sFmPFruUgbPBteBmFajrbd7S+9fG0BFUVq2NofrrXxgbkH2pQQKO2KqYIEAZ1sfAZRSVJEhmaG0/AYmq3n0miToEnfFzlqRfPDkyrotkwfnw2oe/s2PcD7kSb1nRy6S1a/cniNd85q4lu0dLzaYZM8YWef/wwcHrMKfL9r9l5aD4XzBOCSEFW07T3xA12JQjeWn0rMh4VY+ciof21DvfSdUKKZh31t2A5Ozty7qlxLAFmdfGzgk9SCLY5r84YQ/pJ5l+neoK8++bd74bgc/7CLLm62xB4CQ4L1k8piqIEhy2zeXPpdfHzI7N8VUhWc4WgWd9zhZUmWFjcKJdfCBJ3ynDUqqz54arDGqme98uOkCvz+9nVs0xZdKDCgshBOwpiApUqhp6oNm8/2m7dlnnWDA/HbnrYM6RQ/U5YMB8nbAgnScVEnhXFSLofrNf59S+afG4kTf0777Vr2usoQIbulYIKk8OmZ723LQIc74+dk4EcYFNZa+f98c3JwZMHKzK5auj4lq6am16eXRxhACEevXRW6QaNapHYCJsne1aFc/0xYEUrM8EIWpJqlJwqor7V8+Mis9Zn0mQQNnZ3AtIYNlAmNRmVH5XP1ckiIHehVhVqHPOduzaIvp0xlVUjYKPjfeWQ0sQBGKQPBIViPL0P72bfvTwkEg8tApU06Xm3zdp1ySSIOMY/qwPxfA8TF+wLO29aesIut47s7Pve2dKrN7y2Yf2bR/PVsO6tQKdIe5AiMLvU1cKCbp5S2NEyPd1/ExiY4SEsEDVQXViCBIq1anEiJrOv2tQF+xhlWzZ/geC4iuvvJIOOuig1L59+3AIDz/8cOXPVq1alS644ILUu3fv1KBBg3jNCSeckKZNWxdGmzt3bjruuONS48aNU9OmTdOpp56aFi/+aPs3Gzx4cNpll11S3bp1U8eOHdOVV175sWO5//77U8+ePeM1PvPJJ59M/wvm4dnj1y+nE27rn064bUD6+q1vpe/c/W6ogTz+vV3SxQf1iqwX65Mg86FbtE83n7BNBIFz9ylCMwKpBxv8KBPHbjR6EaosB2ySbn9tQgyFY0PmBb1VTWavOgEdvT1+bjr8xjdj96DxDHCWKsb2B5/xwOk7RgDM0m13nrJdatqgVowZgJQEOwGYs/rBvQMrl/oy1SCo71t/eicEBRBy/BzhQv+p6jC94Hfuvj1jaN/3ydm7/2LsqlYE4ptfLvaPVGVgM1Uiav7UeUvTnW9O/NiaKlAaVRvHyNGd3q9LQHDOq7EBsZ0AAB1Tx0fN58H3p6Q3xs1Oi5eviupCRcOxU9Nx/+sB+pnP8+/6nhRa9CcJHeiTCSYCDOgVU9RwPJEFvTwMVvqdB2/eIb1wzm5BtNE3Uy2G8syd78RYSbbSYBDJ0Ylbr7MVotT0VZ8aVuzPuYZMAoX4U9X0OLEw3UcILLRkBQGzjLnqUW1qDVpTRY5P9e6cL1i6Mq69+UPJ2k6/fCHmLzGfvS/G6f6/fSWdt0+PmEvN4zvOfd+OzaJytFNx+cq1QaKp+n2ykpDjcd7B1vv85pWPBcZbXvkgEoSFy9bEvKd7muKPnqIVVyBV982YmUtCOMF5hmZoXWBgq3pVi+Z53UN/fnNCOuMv76XrXhhbKcAvUEkW9SxLTQ/85hO2ih4+JADD+N81lTGU4ZOSnbJ9wYLikiVL0uabb56uv/76j/1s6dKl6b333ksXXXRR/PfBBx9Mo0aNSgcffPA6rxMQhw0blp599tn0+OOPR6A97bTTKn++cOHCtM8++6ROnTqld999N1111VXppz/9abr55psrX/PGG2+kY489NgLq+++/nw499ND4M3RoUR3/i2iqjP1++0r06yxfFXT05Hq2bRJ0dXOHVhxl26Ri753+lUBgES5mITus7wbrVZNRZZ1259vhwH537BZRhaG8M5WjDNeQ+jG/fzN94853ouppWLtmQIKCZIYfG9SuGfBRFhtH6tF/xMgD44FAwbMqMw4DM/SyJ0akHz88JCBeZBdwJKco8FtBpaq13BVT0+YIhJABE+amk24fsM53ADGqNjEKBUyLaNHsVXL6lObJkIky+xJRJRvBAJWR/+aZOiY4WZRrr2FRCHpEVCsH9G4XgVcwEtCGT10YS3MPuu61OF/7b9Y2GIhYpirGzTdsGoSNxwZNTQ++OyUYjKok8DNH/+B7k1PdmtWjwnD+KMAg7SB93PutHSp7uo4PPP1/jw9Pf31/SjCOBV2VHTO4r5LUW81Lps13PlaFhLI+y9/79N26RMLD3APuIySVP65nFZgZVPel4fVHBk1LB/QuBqL7350cMKSgjmikp9myUe2A6f829MNY9uxnTerVjtlU1RZGrTEiPUasYYHGNTUsj2ADnrc9RC9WAFIlEzxHWNJT3rciCNqE4Xlw7HlDjBVZzr8tHe9Nml+5TcV9L9mQCHZv0yDmQT1fiFMqO+uvJEKIVvR2s0n6nHvf3bUGj0tUqPMY9bBKS2si7yf1PS46cNOPnT/8AOfnrL26x1Lpc/buvg4p6l8xikgvnLNrJI1l+x8Iivvvv3+67LLL0mGHHfaxnzVp0iQC3VFHHZV69OiRtt9++/S73/0uAtukSUXHPGLEiPTUU0+lW2+9NW233XZp5513Ttddd1265557KivKu+66K61cuTL94Q9/SL169UrHHHNMOvPMM9PVV19d+VnXXHNN2m+//dJ5552XNtlkk3TppZemLbfcMj7vi2qc4yNn7BRBpHG92vFgUxzhOCm0cPQG9T1MsmABTMWBwKIflq0olzW+EsIBxeWsmVMiNXb4lh1S7Vo1w6HmUQtwEGbc/CUrQ/zaaiI9SaMAqstrj+0bDkigUxFw9mCkrS97Lio0jj3rdjJZtu8AciTlpXIQVPQ67T60T/H42/oHy1CFcMRWHQOW9f5ZAMAwd4mQzsfs8idGxucIxr6vpcLs+ZHTI6EAo4LqCH+D/zBfZe3EsUvhW85bX7Zr60YB/zmnYFL7Ap8fOTP2MxIO15d8cdSs6JlxhiBdwtzEuyUYhuhV8Sqv2jWrhfMFA4NKXVfrhgQ3FbURGnAkvVrXtJR41KBOjRB/f+S7O6WD+rRP13+tbyQyx936VgRsEKzvLVnKjFAB4+DN21e+BzZxvu4Ck89VhW912bMR0OcsXpUeeLc4pzp1/tJgmhLo1n8t7Rezx763cyAOVic9+O0dY/OGgGREBpznGkuY6IieslOXVKNGtZizPHyrDqEhesYe3WJDyA/36xkV7I4bt4ikQ+IkSOqLq968dvK8ZVENCpaqdddBcgH2Vi2qkLQX5A/eA+HICId/0z8OgtnOneM8qVqZYOu1YO0xMcw/Iwb/BVJzr3qLqrdbXxsXYymuh6Csn4jpPXHu0nTUVh3jGTSjqBLev1fbSqH6UvPM/vqoLT7xnkU8EmxLFaL+WXM9zfl69kDBZfv/sKe4YMGCeEjApOzNN9+Mv2+99daVr9lrr71S9erVU//+/Stf069fv1S79keqF/vuu29UnfPmzat8jd8rNa/x759kK1asiCq09M/nbTLK3xzdN9YqofqTdDODpo9Bz7Nt43oBvzhnH8xcEnAN9l8pxGg8QO8R4YEhH2Q5M6QKgQbbkXEMiCBMtaVnss+mbWKzhOpIJWdfIlhpr6tfDkeLlGBVFfIMpqvqgVP0emxDDy6IB2RmkJ2DFxC9V43q1SOQ6C/RleRwMEtl4f43koSK8rHBxQCBGXvz8R9t0Cg1TlCAle1zkByc6lLv0+cI6uc/MDh6R7Q1MzNVwNL/zMYB2pBg9pGQN+KKY/U7oOwinFhUqiEdhuQkmfjNs6Pi+oyfvSzmKo+46c2AWDds3qAiQJiPbBQ92dP6dU3PDJ8eQfq2k7YJQs/+vdsGZKsXKQBwdK6Tv4MOVfqqWmxHDElEEBWkJEKAqQr/qvRAgmZcwdU3vTw2Kpu4JxYujwF//V59OZW5a/WbozePY9qzZ5sg8YA1VcffuPPtdd5bAoHNaylwrkwvfXxExdxnkfzEaLpi4xohkgg416o35x7MTMz8zlO2jQRQ0De76Bj1Mq89dov06uhZ0dczpD9k2oLUa4MmcR8bW7n+a1umO9+aEN9B5Wr+s3vrRgGb/vLwPkFQQ8TKGz8uP2yzmNNlqsejt94gFhIj9SBWGccxl+teOa1f57Rq9dpK2UHHpF9P+m+nri3T5YduFhW0YO0ZdM89NWxG6Oquz6ACgjL0p6ph+i5YvupjOyD/GYPMXF1x39366kewedn+P1kdtXz58ugxgjn1D9n06dNT69at1z2ImjVT8+bN42f5NZ07rzvb1qZNm8qfNWvWLP6b/630Nfk91me/+MUv0s9+9rP03zS9Kpmg2SgEjx8dUAxIKrSjtt4gnGRem/S9km3yHFsOlve8PTkcPYfByMJlo+qBAMHxxib1xnWLGxxWrI7ejQBGt5Lk1js/2SsgKoFUZs8RbNSyfuwfVJnR8ZxiQXCtGiGx5XX6hYImpwgi5IzBkjZp6NHQ3VSRXlKxe1BvZqdfvpgG/GjPStju2G07xp7IbOuTgjPW4f2O2bZjkDVU05k52qRu7ehFqdoGTJgTUmK2KyAYEdhu17hOEB6yWQXEIX6jX1GNhdMUGAQdECfWru9rRo2zRibCCFV12qhB3u0rfdqm5avXRlUu+KjWzYz6/ogaDevUCMd+9TOjQ6xAhUGiTrKjUjdiowJyHYxkGD4/9pa3YkmwSlAPt0jyMQpQIxIY1zoLFTCvVTGB+tw7emuOu3mDOnGuCI77XMfr2uhJg9yNi6gwrXtSJYK2Bcmq5rtd+fTIIGkZK/jWrl1CsH1cSU9aUNJHPWH7DdMNL42L4XzBj+3YpWW6/sUxUXE7R46NOhMdVYmZojZDgqpDn6E/rSKfsXBZuuON8Wnj1g1i9VZGBGxS2bV7y7iXnQ/3iiSRuT7+5PueRuy970yJaybxM/qBnCPIB9N05uJgejNVP2EHfV3IwRVPjojkFAkMcuA49OJVjAg5VS00YUcXWcESgFLzPH4S8/ofwd4/eWRo2m/Ttum9yfPWkcL7tMx5cD6yilHZPsdKEekGjKqquPHGG9MXwS688MKoXPOfyZPX3WL+eRjGnYrLyICZqFteGZ/enjg3tsCDhfb77avrCF0jhrw0cmY64Q/9o/meyRLEp6sSVNzw1ghddcTmH3tQVUY7//LFdPKOndOVR/SJbJuDUflwqKo7sBBSiP/qX/k3TkafRhAVRA7p26HI2OvaIqpQzvfZH/SLpa+tG9ZJZ+3ZPf5dEPeZCCi92zcOAoyH0Zong9ZVs+hXx8yqXAckcPjOiBGYmdiXuafD7O1TnejPTZqzLGA3sB7xAzOXb4ybu06VJVhghXoPzkBVVtw4siCgZkQMLEWJxHfvejf6uFR1vrdn9+iDeV9VJZINcQTO1TWcOn95zCO2aVQ7nDdoeqduLdKzw6enHz80JKovlfDPDukVlaX5OMQPQVTV7PthUuYKwTlCtor75BN0pwVJ5xDDctiHCyOoZLvs0N4BTwrO+oB5FlJCURRDaBsKMj63Z7tGQYTJjGPJAgavaytx878F4Z26tQxUA4QKkl25ak2gFFc+Pbo4C7hsVeW91n/C3PhDLGLY1AXpJ1/ZJH17943TTV/fOu29aduAOPMx3fTSBxGQBGJEM+pDAva42Uuj+suvc82sejr1jnfWOQ+uEYQk2zn79Egvjpyddu/eOsaRVIIgUZqlgvvEucvi/PrDJJaqbecTqUiQnrt0ZbQfJJ96ioKkynl9pmpF3jm2ykwlA3l/0vaZv2fuF2NaYHmJc+4Hf5qGF7Dnr19ep99ets8hKOaAOHHixOgx5iqRtW3bNs2cue4c0urVq4OR6mf5NTNmrEvLzv/7H70m/3x9VqdOnTiW0j+ft+nD6EGdd/+gEHLWo+OUMtsTg808mf6YhIID3a1n6/SXb+4QGbJeEIdfuhjY60BOgibavQe2dMidGSnATt2+a4vUoE6tSliIQ9NbycZZcETEx/VgBKTifFoh+nYGlI/eZsPoySFTMPCUCnQK0kPFeAbhbuMWsvCfHtIrvjP4rrTyySYjP+n2tys3wwuYeTsH52Js5Iy/fERx1/v6zu5di787d0mQLQQHlayKSOWINMT8DPNVEoKY43g4fP05YzDgXf1VPSdEmKFT5qd9erWJ4/V6MBn1oZ89PiyqMASR5g1qRRZPtQXENmHOshhW92/6g4KoXixBAQ72ppfGprc+mFMp4aaKMAxueD6fQyMsP9i7W1S1R930ZghsQw+Wr1xdmSQJ4oIH9Z6NWjRMNx23VbBm12fUaXwPgejk2wdUKsro6TrG7Tu3iGuEXHTETW8EsYgUuFlQox+lK5mGTJmfjrzpjUiUCGi7V0/bpXOavnBZ9FezOa8IOCpTggCqWu9700vFdV6Cax4zMDvYtF7tqDq9x96btI2Ew2vAnhIkpKO3x8+JzR0Pf3endb6f+92MJiUdlb3bzghKaMNWK6TFK9akE3folH5xWO+opCEdWKaquwwDg+cFxDmLVkQgrVuzRiwXtnpqxy4t4t6AinyS7bdZu0+UPvx3zee9HYL3jYPt/WmbhFe7pOq4FPgZ03mYFWZfcqv+WQXEMWPGpOeeey61aLEuvXqHHXZI8+fPD/JNthdeeCGtXbs2iDf5NRip3iub4Iq8AzrNr3n++efXeW+v8e9fZLvo4aEBX8nkv7VL57R4xarIWD2cIyq0Q18YNTN1+8nfwqlkBX/2vb+8VzlYbgmxLB+cicH54weHxFqe7PyqGqdQuttPVclB3P7a+HUeBBCVhbPgKkzDyk0UhRTbJzD+GK1OLFOQIBFozlAFmmXVXhk9O3QnkSSQLS4/tPfHHkQViR16kgIEEMdovVCWHcsVgZmtr/ZtHz0+AVTAB41xgjaJCE4YpITDQbPEyREdGOKJbB+J5ex7i6uhbJoQLPUdaXZ2al4/xgn0BPt0bBZOVOIRupwbNktbdCxubdDLW7m6SPeXFDjVGMLGUgRAMKJkxZaKFvVrR3WNGWvnIgiR5YW5qqy89y8Hf+xjrzcCoSermlepC0jYswIi8feOzRrEayRM+fdBtWY6s9iBc0Q39bGBUyNQDPtwQTrhDwOCGARhaNOkbhr8032jb0dLF0lFrzdL+llf5f7Sv8aCffWCPSJJAp+CVMHbPz5w0yAkZdu0XaMQOCeE0K5pvbRtp+Zxfr6+Q+cImCff8Xb6y4AiOkP/FQHHuIZF0BIOVTRo2bnANiVi8YO9ewRsXvXeQUBT9f/xjYkBI2tBYAj7/vrgeth/fW9qMGlVh5c8Oiy1bFS3Ul7QXkxwu+QTXCzpk/CpVvVtIRGun9aDe0YFSRzfyMknPWP/rpXuRDUHSZHKsu2qy6E/DSOpB7qvapKwDk3rRmLyZbd/OSiaJxw4cGD8YePHj4+/Y5cKYkcccUR65513gkG6Zs2a6PH5g03KMEWxRr/5zW+mAQMGpNdffz2dccYZwTA118i+9rWvBcnGuIXRjXvvvTfYpmeffXblcZx11lnBYv31r3+dRo4cGSMbPtd7fVFNRfeVzduF5qQKbOM2jdPhW3UMB6lae+T9qeHEkRG+u9vGMQZxb4V6B6ciu+esMRq/d/d7EZRUEe9NmBcb46nAgBRl8lVNv2ydnXq/fjmydb2eZ0bMqHzQVYh5bED2mB8SrFi9Nw4D4WPA+Dnp+hc/iEqIEwM1lUJ595y2fTp33+6VFS1HLODlkQOGws+5NqhdM6AiDv7VsbPiMy0D9t1AfALvb58bEzvu9Kmue35MfAeO1PtjIiLMGNZv1qBOBC8EGOdMoKNXaYTCBgUKQsg+zrFMnILQVc+MCsdJGAGECC4WjFUxqkLbGUCGVx+1eQRfZA3VNI3O1YW16ernRqcurRvGe6juVHIcsyr8sidGpgM2axPwI8eqOsNwxEgtTQ5eGT0zNouALxFl9LUEOg7s10duEQSps/fuEdeHchD1lFJzDt+bOD+0N80NMguiMT0FMn1f0KeAzQRVDE02evriGCMAgTP3lx7s5LnLgqhy5NYbRLWOUes6SUL05lSpxi6y3fXWpOg/S6iO2qZjwJEuP+WjD+cvDxUmScUD70yOmVVJDeITaNn7NKpbI66vhA2c6RqCitdnJNgwmGm4QkfcB5ce2itYwhI4WraOjzi9OVKEIP1ucD/7ycPDArqWhEi0VJGIThu1gA4U9Wmb1audPpi5OL7XpY8NjevrGn7S2kDks3+HcXr6n9+LBDibc1x1efJ/ahCOUonAqmZUZfzspcEm/7LbvxwUBZ6+ffvGHyZQ+fvFF1+cpk6dmh599NE0ZcqUtMUWW6R27dpV/jFXmE3ANHS/5557pgMOOCDGMkpnEI12PPPMMxFwt9pqq3TOOefE+5fOMu64447p7rvvjt8zN/nAAw+EkMBmm320FPeLZqrD7971Xtp541aR9XuAjBlwrjt0bR4jEWbhRk5fHLAQEkHLRmS+ZoYTEMS8B9UTDD6VjD2MtmIgjsieGUisqmH/5bkpgfXFc3aLGawrnx4VK3qsyKmaAZ+8U+cQHp9RsT6JEyLHttWGTdNlh/WOfoq+EzvtT++GUkoectaze2LwuqQnThIEmA2bVEVz9v0D47uMmr4wSBL1a1VPN7/yQcjeHdK3fTp15y7FpbL79QyGLqcJCpZVEw4QyMDQINKiWtDqSCgMr+vN+B5ISY6dqSo4an9UJObksD5pXyKC7NqtZQRWlbQg6/UkzfS2jtt+o4CBXbcdujRPIz9cHOxFa5TeGjc7RmU6tqhPQzrkz7AmbWX421n9golKSFtgUJlkM6qxaPmaqIj0owQ8FQ+2qu+jP2bGUyAOos+zo2L2DpyZ7XcvjY1z9fy5u8Y4jHuLqAG43LH6nnRxc8X13LAZAcWDhwdPLVb/Zk1/++zo2A8pqCCjIPXYeGFg/Tu7bxxVN+Ul2qGCheSFSXh+eMAmQWwhPEBr1LwnfdQ5i5bHkmBkJKM7r4yZHco8erk/uK+YXGMA79qjdfRfBQhbYuzErLp2LJsZVkmH4JWNYpAEigawBBE71piK112wX490wGbtogXhnDqX+qwCAYlFhKlJ85bG8SIqOS8gbn1xm2qa1C+2JCKI//bV9cq4SfBUkv+Kuefr1/poO8pnYRLRa54fE+jJJ+kZSyz+eMq2n9kx/H8dFHfbbbc4sVX/3HHHHWmjjTZa78/88XvZME0FtEWLFgXhxTxiw4brEkP69OmTXn311WCwCrJYrFXtyCOPjDENoxaG9gXYL6o5Byov/Zqm9WsGlfu0P72TDv3d6yEcPWTKwlDqNwCs0f6Tr2wajh6Lbuq8ZTF0zaG1alQ74BZZ60Vf6ZU6NKsfLEwCzfe9PTmqxBwcS+0oQuEvfxBwGFuxZk04HfOPKr1nhs/82HoimbMMm0NUwZDqOnnnziFY7kEDc+ZlxSpOlZXgy0CYVRU5BPdSpQ99N/NpxhmQXM57YHD69p/fDc1PGwwElmNvfis9P5L+aKeAAff57SuxTFhVqeL62aNDQ4Emr+vx74glpME4dIQWyYCKAgkpzsXWHQP69DMB9nu7bxzjHQLH9PnLYkD/pB07RyWL9AGeDiZqhyYhNg7yMx9nDlEvEuSoilKZqZKWrVgTbMgNWzQI+NvohfNtJnTxyjXp9Q/mBLs1q/4g43hfFmzMgzaNDfZdWjcICM/Ix76/eaWyijBbKRkBK4M42T3f3D6QhNmLVkZFD/60nHf2ouWxHUQAkExlq1+nRmi3qkolF+ZJfUfzkRi4qi1VonsC7E7GTj8Y8Uky5R6TSLRoWCvu7bz1g9386rh01VOj0nkPDCkSe9o2DqQBpE4IXHVmAMY1vuzQzSqE5evG5+ipUWqSXEkAMZn1IbUcqhpik3YDkwQIxBRljJaoukHaoZZTIRAvWErW9G0Fc9WYn+szW11FWUgRSMzCphOQOki4Xq1q0e/3/HVu0SAqUMG2qmkRSApKDaGl6hA/yNbaLMcugVF5fpIq0adhUBrX1DOa4fay/ZdGMsr2kVnuC96SzaNx6weBbNDxB02ylLV6wIVIJkgKtiTs+9tXAtJ6dczs6D3++RvbxwN2ySNDY1xCxv6Th4ak8/frGTsZVR9/fH1CrBtCTgAXIQKARszH6fd9MGtRVATYgEYFfJ7g8Z3dukYQAOX6DMw+WbXj+vM3ir1exuEiOXBWHFw2DhXUaUg7O29EBSZ4cVi2T3BK2Th+RBMV0osbt4xzJGBx4JwQh8ox25cnwLB3f7J3kHqY4/S7AoCg4rX+DsYqMjTbxIC/YGZI23wimBAb9fRduwaR5s/9J6Xxc5bGZxe1PteEnijZuD99Y7v4Hs5FyJktWxW/qz+oelZNWi3k+4FYL9h/0wiWu2zdMZYPq3QRU2y3F3iYjRgdmxVnJb++Xaf4NxWToJCTCUIOqio5CmIWIlBWMnLNatWoEefW8auE3R8UXfTYyAKaU1X1gi5dc33TEysqeiYRIEUHzmSgYoEnKyTZiRgsxU1ax3UVXCQuTHBS4SNzSQhUs0ff/FasO4Ne/PLpkenD+cti3dTqCqa1ILLPJm2DGIN9fWDvdqlXhyYBZV/51Kiojn2Wa2eOUn8ZU1li4n5xv0FKJE5mPt3nrp+kwqA9+81zoyKx5PNV+DMWrIjdlp4PvUujR4KtpNC4yIvn7hZiBoKi7w5FwFZVQZrDrF+nVtqwRb301vh50eZoUrdWJHm+D0REr7GqlW6gySbZcF2sgcvmmYJemJN0LZDCPmv1mtJF1GX7+1YOip+TxQDyEX0q//fVFYoYnMwNL46NAHTVEX3SmBlLwtnc/+6U9K1+XdKNL42NmShZvx6iEQd9rhsspa1pfrBFDFgbkpYJm7PSrzJ3RVScA0Nv/0qf9ulHDw2Jyo+zRTKR6XMwnLvZvgET5qWff7V3EBdi28CuXQPSrWqcGOMgOGOwkgqQpFfVeS0OVWWgh3PZob3C8Qk4sTC2daPK2UNbNTIFnaP4/Svj0u7dW6W7vrF9VGHn/3VwkA9KRzNk7qBMQgA5ANvyjrmX9zCWOqocsJkg9/D7U6I6UDGT9pI4qBCWrFiV/vrelFho3KNtwwi470+cF2QNC2w379A04Dnn2kJagUF1ettr44KMZMbO8DlI3Gqv2Ioybk5Ah+YWrS9q1bhOQHQqdU7afCiVox5tGhb3/e3SJd07YHIIDqhAz6mY24MEGKZ/4L0pcf4Res5/cHD0+E7q1TY+C3P2ngGTA1YX6FXEEh+BG7kEyzQHxCwr5k+pWSnFnHuOXTKCXev4NmlfRAecW/+mwv5ZxVzqEVtuEP3durWrp1N27hIkLmLbBCBUz+5L8CSCDwPpTpi1JOTuwON6r0ZsHI9rLfExk6qylXSpHvPYyhl7dkvXPldktj43fGboAYPZXXfkKBBnoaKdgNSU0Qr3vSTIfet5UPn79xuP2zINnbowiDfPzZuVateskRatWBWvc84kahIdTNWa/2TF5ftlJnSpuafAxO5J1yUbSFviVbb/npW3ZHzOJrA9O+zDtO3lzwX0JeAJPr88vHdUdH/uPzFgNnDTlp2aB5zWZ4PGUUFxQIbsQWdgLFiPClFQvfHrW6ZfHbF5kESw5TZu0zAG0zkgvTzrbAg+c2SGuLEQOZw2jeoEHIb5ysmClWT9xAUMqOtblc5NVrWfPjYsHXPzW5WvydlvNsoqIMUnztw5lgKDjPTMfvro8Mj+swmIKpbcL8JixF5lKkAzeBn6cd70P5EHjtu+U7A/a1QrvteFDw4NRmJsYi8JiMdt12mdjQ9MtazvdcL2GwVVXTZ97n49Y2s9EfZBU+aFqsilh2wWvTT7+EDKAtIhW7QvDpL3aJWO237DCHaqEVW1f0d7B1c6r2fc/V70gyUu5js5WnOJHLwA2KRezegrc8x6qeByS6P7dWuZNmheL3pevg/rlbdUHLVFOn23jdOb4+eEziYVHEFEBQ9O//buRUgaI/awLTukI3//ZlS0eliqZ2Ln2fQvS/uTpeZeAr3lDRd6buBq4zZxrerVSvd9a/uAwZ1vPT6ByP3LaNy+N2lu9FxB7SpECZpKFdkJuUxy496TwJFPE2A9F79+anSM0wgS7g09O8SZPONKtcY+TXAkRSWjJq7byTt2ij5sCFi0bhgVfmZyGtlB5hEwBTvQPCEEiZ7v5DZS5YN1wbmT5yyNY/dax+f7gbSNAv0z5rldX1XJVNbYsaWWWcpl++9ZOSh+zqayANlRasHu26NHq3A21zw/Nu1wxQvxoHAQgoSghYHXfzyIbFY8nPtuWoQbJ81bEn0ePUU0cnCTXXEYkqjpdhrqm8mSBY2nvr9reuPCPUPf0TgCRRnjDOfvbzFwrYBZrSnCLv3Wn98NVZIfPTgk3fbaB8E8/CTz/qC6TBRQJZTOUGKGZlUdGTNI05iGubOqA86/eW50JRHgm/26VPZGBQE9uNw3VGHqzxoFYRxVlrnjHPVh12d0PLMZX+DokGxUGAy0Bi4EaRcH+BtHRQtek7js0r1lBB7SYCoMx68/KNgIeo4T+xTZRp8RPEgEwDH9+KGhsVoKe7FRnVoRDP07yFL/+OSdOmk8h/ansZdlK9em3h2bhrh4KasXNA4e9AdLVKVBtUZ/TMWqt8exOkfIV5KwXz8zOr183u7B1lWhWHVVSuyACqxvea5gE4LxdWpGcBX0JGOuA+KGOT+VqOC09eXPxmeDGNs1rhtiB8yxr15diKobLGv8QhC8e8DEIBhJvk7dpUuMbuTRBLOyRn7mLaMlW2TKqoAljYLw1yoYkt5HdYlNDHJ17yCTvDNpfsw+SsDcI6DRTCJzzSRwJBYpD0kgaJzqQy5aoY9YKy1YujpIWI8PmhbjOb6vRMmt6Vx4Ls+9f3D6V8zn0zLVH86m4qT9GvfwSgjF6nThAT3X+/v/aOH3v2Ke/60ve/bvslG/zFYOip+D6X2QTuPIu7dtGNkqRiPm57G39E+/fnZ0enfCvLR7j5YxS6YnZp4IrAlW4pix5CxPBSsKmC0b1I2HG4SHoq8ik/Hr5ejBcWKkzx7+7o6Vs3Fs0w6NYh5w383axHJgTgujU29GBi8rN74Bbitm8Bz4vPWun0I2MEsGisoakAgNg9dDQmCG2gUPBibLZrwCGxdUhwXIBGnwL0dJaiuUasYWN3Yw2b4Kjsnyb39jQjjpPXq2rhwo16tTeXFEApfPz+b8cm4Ypaowq5wEk+x8bHr3834Ve/dU6eYTvTd4EqSnz6t4FbjAajZlgDfzGIvzY0Tga9t1iipJkPTft8bPibEOcDNyki0gP3t0RDoNXP21vtEDVcHqm5kFNFLCHNukOcWNEw8PnBr3B/UcwRxLk56tNVMCBQPBfrNf11BLqoSdC6T3lkUClA3Ry3fI5lqDOgUba5OGTVtU2W90HlRrNpUIwoQU3ho/N97XfeqcIVAVe9qFNHTq/JBM69q6YXx3/T0VMjILSb4PZi2NoGVzSoPaNeO+aN2wdsDytFtdf0HbfYqB61q5V0rN/SkxojSEWU1LV6JYrO7WRjAnSE+Rx98hIJipy1atjnnXgVPmR+Ln/M5evCpg7uUr1wRB57dHF2Fk36tjszqRLAEg/lUJtpdGz0wH/+71qAzzPQb58PybOf7Da+PS/z0+LI2vGHHB5sV6zWSdLf7v2UqS3H9qEoBofZQgOmX7yKoVPs0U5H/MCIIb/8CA/SzVbUhNgQpBOBxqw9o1ArLheLDOIktcuToeTM7LsmAOU5VF5QUkqYLJFZisc31NfZkmh+H3MtQIypTpGldgCCdIIoIZRQ4zk7e9Oj5YdQ8PmhrD2AKwylSQpObSpH7NEEnWb8wVBDPgLPMmDQd+O2+/nhGA8+4+ZhxAlVD6b17ju2cpLwPp4DLB0b8hMsiqY43Qb15Jlx22WRx/VsPhHAQEP88G+qKZaZ1Rnrez5eGMu9+PigmhQqXt77lng2jxld5t05KVa8N5N6hbK8hPmbb/m+fGpO07Nw82sAF854RQN2hTtT5oUlGflCYqgQIzjwKWShGM6Vo6PyBp1agKVJAUrARMlZvqklNUqbliIDtQ7vpMP/Y7d72XvrZtx2ACE3wgb8as38IwfvD9qenB7+wUhKj1GZIWEtJd/SfFzCPzPogumM/5vYgVqKbAwnrVAnQ2zOObX/0g4GS9XDOzxikEPCxp/4Zl7V5zPWzeuP3kIt0fpAmyp1D0te06pute+CDdcfI2lfAwRulBm7eLoNCoXq1IGohSNK7rHqoW1R0I2xxkNuiEe1KfXIuApqo+sYTigr8Ojuvg3lLl6vHt85uX0zHbdIxro2oiVedxmTZveWrRuE4aN9PMZM3447jcw45H31y/EtyN0fnLw4sB85PMPSThsblDMDV24x4pRVIgBp5RougIOeaVd+/ZKsZL+nZsGtW3c6sn+2nPLv4v28LP0HeXiTafgwk0v3l2TBozc3KQBGhDFiXHGgSbDvNs7doUJAZbBjgoRI4DNmsbfRRMRcErMwDJw3GsAohgpCKi3uGB04fLtHC/66FCE8hECvAsIo0RDjCjisz8mQdYP0UQFEQ3btUgNsvPXrIi1FXASRwHx0155OGBU9KPD9g0iDpErAX7fSbPS93bNE5QUVXCL54cnmYtXhkQVWbXCdyGqf3cdwchCb4Cf6ECOrv5leKs1/6btYmtFUgk0C+OTSVgIF/2XBoUbVYHq5USccipmb2iVGKswtyi48hBkVg1hRWOUYDilOi2MnsLBVrnAQwH8pXAIGUEealto9SsXq2KkYNGUcn4DliyjsPrVHGo/o3r1IygLzvnmAVCgRKUKVnwb+Yo6ds6H75bVQUX5r4gisBAr6pNAemOk7dNT565SyQ71GSwi/2+dPfMPTYO6TKMVtcYCYm83b0VSZXvQg6tVItWb9U8nvm+HHwgB6BYTNZDtmgXij5+V+X/owM3jcXU1x+3ZTp7r+4x73f+A4MC7ly6Yk06tO9H0ouG8t0rNom4D26rNT5GJHJQ1Bt1rSUzIHTSgRIg97Ug7nxBUqAK9noKWBNnLwkNW+e3evXiPKxZYBUvuJ5wgYozS+KRslPhOkeSlCHTFga5zZiIgEvZxesHTZkf17VOjWqRnEInxLMly1eF7m1Vc38SqNerFjw9f48OnpbaNq6T3hw/t5JcV2oUkzzP2MeEBXbv3jIC6UUHbpIa1asdidA3dmlYDoifo5Xh08/YVEW3vz4xyA179GwVVZX+xEujZ0fmKfAIEJr7AggY0v/+cOHy9OTQD2M8AzMSrOIBUSUKWnpKei0kuCiqgBpVbkYrOCvG8dqcXsosFARVOVkQ3Pt5mLO8G4ciiz5m207poM07pL+evmPATAgiAg6KPCWUuUtWxZA8dROjH1RTfvXM6LT5z55JX7vlrXBknAO5rTz/CIJSNZ95z/vpqze8HgE9Q7vICxRyVBlbbtg0NicgXSAVRTVmFOXRYfFa/1Z1HoyDm7NkZVRy2fwexykzpzNqtjOLC7B7rI2qVzP6iiBgM3Kq0NjL2KZROEJVrhVQKjk/u+b50RHwBM0/9Z+YZi5eHtWd76n3C6ZFrjE4L3Bt3KphwIOCImg5V7vmH416qBL+77FhAWVjrQ6tIMOUmgAgoLl2KjfOXRATPI/bbsP4Xd//rgGTQqfUuZ+3ZFWQd0bPXJxurRBa1+8jJEDJJScpqvQ/vjkx/u6e2vPXL4UkXk5gQI2M6ACIGQuzfdP6cQ/+7sUi89NIyJ9P3TaIM7ImYz2jZywO2BTU73gykWe3HsY8ip/tHpo0b1kQjPIya9fMQm1tAcHPQmB7OH1/xDEGJsVqJoSBaEY0wTXx/VTBxlAgA+BqmrRQGMt/CWEw41A56ZBwVfag7TBduCKO132OINatdYMiVFqoFmgKs+bORpuqIJu++c+fHJkuf3x4JKrui2/oqTepF2pLVQ0a4ri1U8DlEqInyD/26xJVuvMi4cothbJ9PlYOip+xUR5p1bB2BCoO0MMOxvMgvjx6djg6bE+DzR4K5VKjejXT17frGOQZfSvZs4zdeiZZ5WF9N0gzKiBLA+n6k/pY/mt7uX1uHlgD66o8fy9V4AAD5sApqAqKjM8B8e7dq21lX44j+eMp20X1471UXKA7v6M35qEGBXPMZittbLewWHCwusjgP83Sb/zx7SDScH5T5y2Pqguz84YXP4g+2EbN66dHz9gp5rfAfyBgTi1biIQf3CscIaizquk36al+0g47DggVH3yWDYmCWo7AB/oTHMmwOZcgzR26tIzvqJeofyZY+H51alYLKbUL9u2Z3p04P5y8c2cNmN8rHsuyqFYO3rxDEEn03fy+TfYMEUfAVKkI1sYNVMz6ns7b2fcODMdvbMOYR4bDVV+2l+hTY7f27dQskgQMZJUR+BDqIAk7ePN2IfNGsYgJqJw+p25rCNu1R6sgVQlyPovc2nPDp6fT//xu2v7nz6WvXPdavK5u7ZoRaCQZzKiFfrNkxcA8tGDBspVFolX1aqHks2J1ITRWr31+7DpMY1Ua5AGDk1KQ+UCrsrIJbhIIfU49decHbJpF7kG5Ai9IkTrQxm0ahYi+BcTn7t0jEJQ2TepUiA8UR4OoCWV4mCH5kNHLyQHUZuCUovCFqnPkjEWpRf1akfhJar6yeduoHv09dGVHzkxn3zdonXvM3tCvb7th9KARuUCmxPOdj6z847kxdzlt/tJgT+uDg99d/x89NDRY1pi8d7xZZKFL0EDOZfv8rBwUP0Oj0QkOVH1xvAaxyWPJRDkJfzhxlQAyBWgJWw77jTIJIo25ROMAKjGSbvocYL2WDWqnXu2aBNvu4oM2jV6YoMqpyrRVIfoTqsuv39Y/7fLLF6JnqQoluswJqpr8virT/xYgf1HRNyw10I0hdfqVnCkYzdwX9ivIMdbvHL1FfEdwmUpRNdmlRf2AgP2bgCAQP3t2vxhhQObB4lRlOk97/eaVtN9vX/nE0QDGkQr6f66obBA2mKCPPAQGNTOXe56l1qRe7XTxVz4aYEZ6On/fHjFysGTV6hioN3iPsMGp1qpZLZa9clCqCuxWUNzcxUXobP6y1bG95OXzdov+blTa7ZtERS2ACrKYqViWgvXp/boGPFYq8qx32qB2zUiS7vrm9nEsqjgwIIkxM4UvjJgRAVA1lOc5HYvgmwlDPl//7IrD+6R7Ttsh3XnqtkG+ck+p7vK5QiTKUndZTGDC7KVBnIEeOGYBFLpw3r49opeV+44IMKTfzMdmBRqVpaAuyJmV1femPKTCEmz0DLfYoEnA+lVXmUkQB02eF/Cne0gPFpHKWMv42eZF16YdNm4Z7FpBtxTtEJRUhNt2bhHPF11Y182z4zp8/573Kxdwg7DBkbRomRGLnzw8JAKm+z4q+w8XBQyul+lch3pSq0YxziRoyXgkrq0a1U1jZy2J+0GQRmaD7Ngu4fsQYJ8yf3mgHHVr1UxXPT0yRBDemTgv1p0xULzPAssSTa9To3q0OLz3Vhs1C1/wuxc/CPUZa8nO3bdn5Uxn2T4fKwfFz9AQBGSJtjAIVEYj9Lf0DhEB+m7QJLVoUCekvzhScJsAVL929agKDfIKcioAjkgvBhsSpPL1HTpF1cHZeS0oVoAdMnlBqN148Mi6gSMtlL322C0DRvvl30ZEb4RTwD47fMsO4Uh8hoCSTX8sj0AwSBE1Eo5aP9TYgN7fTx8Zku55e1J6eviMtNVGzdNuPVul587ZVd2ZlqxaE706ItE+A0S6729fjeFzvTHV79Bpi9L39+4WCiNPnrVLVGufZIgq7/1kr4CZGRIHlqKMWyDRK7MqyUyeoFdqiBEq3Wzk48BiZLaon7w7aV7sGzSmAlamwWog3xiJ7yuoSTSo7QjAvdo3ioobpOragLpUALVr1AgHrLcIelT1WOnl82O1VIkEH/KN6gbjlFF30ePU4wWpcbqUgMbPXJzOua84AqAyGzFtUaAIpUYP1WhEDtD+7/mRs6JfKNiCf+3hFIRKDVRriFwVxCELjKpHIx2/+9qW0f9kKsev9G5XCeWpGgUm93auvLbp3CKqMT1NBBnLnH/44NB0/bFbVsiQf2TUfI7bjspOtdCQVTlvtkGTSCIkCdAH19aKM9Vpl5brBlUJo2rV87Rz15YhcCDpFDCxbyVumMCE8gW/DJeSUpScgTYlmxItPVLoAMaqqvKH+2+SDtqifbQ6JAsSyVPueCf6qhIb7QC9xb8MmBgrrrbdqIhSICyBQRmtVxW7ClaFLnDT/UWgg6QYZcICvuDBIXH8EjT3d/061VPHFvUi2ckiGWX7fK1MtPkMjOOSnSKSaOBTyACV+iPrJQDctVWjcMQ0GjlzzDrOl3IN4kDdDjXi4QVPFgpLo7+jIiuFB82necgwOc0/ytht2fjpY8NjWSko0DoggZSD7tyqYUByBs896Jnw4WHVn7LBQ9ZLWQd9/KHv7lipMqOfs2HzBqHvKBjQCqUKo6fYrH6dypVRsQeyQj0GBb5mzerppq9vVVRUadsoHbN1x3CAIei8ZEV66dxd17vZPDs+yjDEBgQlDr9WzRrp1hO3jp+rTM9/YHD0/gTmP781KWBpfSbkJIGl1IwXYCYi6/hesnZB6cTbB4Tj3aVEecS5zPC399OX4hA5egHXzka7F59btCK0SE/duWu64/UJcS1eu2CPCIIYoCrxb/frGtWw86WKykZ2rGjgtakRbG1oUMH3694yHXzd6+l3X9sibdahaVTQAiRIjsP99ZGbx/lxj5x8x4DQYeVkBTLB4JTb347q7ReHbRbrkpyzZ4dNj/5Wqe2xSZsIJE9TiunQJGDwB9+dkn5xeJ91GMME2CVYNpW4n1Wa5+7TvSg8Pmle2qZT87i3GWZtkMiGz4z+MOk690TpKIL+r9lDAQZJrFvrBcH6NYAPdibRBh5lKmPQu2PIRudXBapvKrGbOn9pVGsq6McHTY3KyyouIgoIV9k8X6BZyYFB/0seHR7QrVVWhC/83f5dCZBEa/DUhdEvFqDIvwn8rjE1JAmC523/3u1jptHrc/CnlER4QW/SM4oVDvbO58d+TdUxMQ6knNmLl6cPZi5JH85fEdWjlkJxWfSHoeP7WQqGl21dK1eKn4HpVZgjQwjw8FlJpErZZ9PWQegQNrD2ttvIloWFwawTJK54alR6e/y89OGCFWnAeM5xVfSIVIv6SlYSyfpThYMB9egxvThyZvTZzKqNmbkonAC46pdHbB69u3GzFkUvUF+FIwCjqQzMlXk/lRHH6LNJbIGe9O/AYdmsXQJh+R0Qpv6c3ubuPdpUBkRmZ97zI2bG90YaQTiQpWOK/uXtyemo37+VnhwyPWj9e1/9SjgoAbl0hyLWnt9XKUssVFCDq+x8ZBs2rxe7J0G7/cfNDcdhKwQnBsbMlue7OGrnn3GC4GZJRqfmDSodp4CEfIKAxEGCeS89dLNgDiI/ITOpSrBuOWTVDLTWrtk/nLxNsYqo0ONUNemL/vGtCTGLKqCuzx58f0p8v3vemRRwra30WJCH9m0fy3JVxBzwr54eHaMpRjZU/Tv8/Pm4r2jKqphAfCDyV0fPTg99d6f0zA92jb7e127pH5/z+JAP004l54Vx2uYoOX1B6WePDo/7FlKQTfXteNwnPds1qpxDdQ4ItLt2+onZzDTOXLQykg/BE+Tv/jKDC8pnem7uX/efY1apffWGN2Jllp/ZEpMTMj3dTPjJBuVQkUtYSCKCop1jiYpjlxhkhaRs7vkdu7SM6lZCBXkBHV/x1T6xWkz/8P53pgTBx33i/ffr3Sbue0zhQ/tuEOdL8iLxrVOjRpx7cCtJOCIYhBGgLm+MmxPPhwXczFxn/j4XPzos9evRMpIkSJLj3OHnL6Q73hifnpVIN6wd7YY/vzUh5Pq8pmyfn5WD4qdsBm4RJfSoZPsEr41hBHsuVY9B+VmLVkajXjUBrhFUplSIERdZdoVwvA3rFje4T1+4IqA37MxbKlbTeGiwOPVHSF3ZVE+X85YTtwkYhnmAyVU1bVAnlFUETHNkHKBMViWpF8VpEWteuHRlEEn01ErnwDiY/3tsePydc+YsPkm6CqsSy1ZFpNeJJWqA3uci67xz0V7R70L8MW6B3PGVa19NJ9/+djgjBpLS6wG9Yu9xQrlqKDVED86Nw1axUr0Bvd349a3WUYHJ0lnOS2xmJ2LQvnE4NtChAC9JEZxBYD9/YkQEZr0gvR3GKZuv261Hy6j4Deoj0OgzGlHh2Mx7+r76TPqTNn6okBFDDLNnko9eU+maLhXtwX3ax+cLbo5dJQ4iFYiweH0OaK5B7ZqRKDlvIHMEIk7Td5GsuF84VQFfH7BOhT4sI3mW5xqrmvsLS5d2rPsQQUoVqhKkz+uedm/qc+WxF59rqTOYV69NkGG+GzEIiQ2iWFYuuv2kbdIfK+YVQfMgRfetnwsoYH/VngRs2oLl6ZwKIguo37VTLSNsMTD3QwOnxqiM/jvoE4RpppKYt0TFeESpeZ2+vXaD7/XYoA+jd0pYQA+QnKIqGJwLVsYMHzN9Scw/lppevfYBIgw04JZXPghkgpg8ebvrXhiTerdvHMIAklJ8gFL1pv16tYmE0zU76Q9vp1te/SASkv87pHfor5Ik9H35CONcoOuyfX5WDoqfsunbIKCYeVKhyGJRSvUwbD/nCz2UDDEE1MnBIS5s1LxeOOJXx8wJx4PRZ3icoouqycJZ1ZwgcOXTI+P9OVwbEFQ8pTN62cCvFE2MN+zRs01Alfot37773WC6vjRyRii+PD10RmhpyuyrzsiZocOArewtri1EFlzVfvG3EemSR4ZV7grMjt8uekzIEA6vgEp9X7qQArDKB8Xd7KTqQW9TlcGsF9IjQtYxFM8xg5IZZqh+kSFyYus2lkswBGCv1eejMcuxYCnmChNBBCyqugCJ5iRClchp6gWTRgNxWYH01/cmR7Wqp8rBCfocOrFujFHBXe8QBIsIA16TaByyeYd03bF9i9sgjuhTKaCAcVwqvqBv9cHsxXFuKLvo6fm7eTqV4xY/eybmVhEynEMVjffTC8N+dZqRRfREwdz6cKqyK/42Ih1x0xuRnOVRBL3s9dnVFSu/fD9B3S5FiYAgdcZuXePcXPX0qIA9zYTqZX//3oEBsWJPmqGEWhjLeHHUrGATCxqYrflaCrp5cN25eHbE9Bg1ch1aNKgbZBl9weueHxv3oIoTUWzZitVxTyBlucftLFQpEjGQfNJWpUIj4Lse7gmD78dss2GlVi6NVYHYDtAfH7BJ6vOzZ+J3ITI58NqOIhn9cOGK2OeIILffZm3SrhXnr7Ry1gJ5d+Kc6G+77sZPjI9YyOw7YvjqV0Je8rOQVaG+vdvGFaMnhXTNMVvEImMtAnBy9IOrVYvnQgWKtQwSL9vnZ+Wg+CmZysd2ClAVHVNOhCNX5XFUIFL0eM17zuzSQ3pFs92KIEHU4lUOT4MdG0/GGQFx1doIRCozTD4ZOIe7xQbNQj9U7+vv7Uj78UND1tl2TzTcGqLBkxeEaPgNL48LYQFO0KaGvJ+PZTktDpwT08PS++RY8p5MSh9ZDJyA9em7dYkgoE9pewUDJenxVDX9R59h2zeHpqo1EqBHqN8JWjMU/rch04qbw58uOm4C236XM9H/lBAINM6fik+gQ+oxE3frCVtH8oEoIflgN7w0NoLcnj1bpX16tYm+qwDAMao0wakXRoVYXFgMLvRdiFiff//gWJ6sYuZ8MxzrZ706FOFmDj16lpPmVvblXP8Tbusfx62PWdVUf8S+9Y05WUHKd3BMT5y5S5xT0N6jg6YG7IaQ1aVVo5h/FJz22rR1jIJ4vb6w+08lqR/lO8U9umptQONgRCzP3OOLqmnwh3EdEVwIkKtqfbdT/vh2zD8SM8eaju0SFdsm9I2NtDi2bq0bRZWtNQCiRzRChDGvuD6jAev5EODeHDc7qnWw7abtG6Vz9u4RzGTqQ/ZzYvX6Lr07NA0hiFEzVGNj08PvTwv5NM+BfrxgjkH9+KAP0+m7dY2ZXd/xmJv7B8Tr+CUbtlIcueUGUeWp+DNr2X2nQkV6u/6FD4KQBuXZ75pX14H3p85bGiMhm7VvGuL2nnFVIhhakNe3z5sxIBIMLGotVqld+tjwWLUFEVi47OOi+3qOqklknU/LnA/9UkkNYlXZPm7loPgpGNjroOteC5jDjkNwH+cuq0U+wAT0kOc1TzHs/NbEgLNAZSofM1mtG9eLKgWEBrrxc7AZFRq9Kpk39RJBkNrHP6NyweGVskhBtsgm9grqaapqOKRfHbV5wK16WHkpKiUQjMr8HX9w78A43p8+Oiwo6eAhsGt2uvZFkrLiFMCSudcoaJUyP5mhfXqUeSAbvOSP83XrCUVCBfgoV1KG5DMkCnqSxataSuff8vsIGoSnSWhZOcRx+W4+E8XeWiRrnQSIp4bOiNf5DiTGnGOVy/zlq9K2nVum/zu0V/rZIb3TwIv2DuhbxY9AcVCfdnEMPk8PGVScq2ABQjAU2FX4roGemZ6mKiInMf49z486R699MDsctaqCQ8zfzXgDpie5sB/+dUil4IH7gsDDd3brEqMVqhIjFzRv3VN6rK51rs5UIyph18Z3OeDa1yqvtfENAdvGlAN7t4+1XWYEiUeo/FTr227UIqqdpg1qxf0geQNp6mnHfsWGRdHvA/q0D8h9m07NooJcn2FgSnoQr5BrJCXGd3y1+ctWBsT//qR50fMj9+bzJQmulWoQWuKcqajcc1jL+tMCiDZBXpHmXD/7g34BazuWix4eGt9ZNW5kRF/Y/ew52617y3imsMB/dWSfQGHAsiHuUDHSwTzXvruxpLP36R7kKOpCEiFEpd27t47RmsO26BDkJSb5mzx3yTqwuSBMPGCLDZrG8VQ130F7RcD9tMx7EcEgGFFKpCrbR1Y+K5+CqZ4M3Q7+6T5RmcS4RcemMQRMrFig5Jg8xByaPhjohsP2IDWoXTNgJmt2kAQorRjVUNFxut5H3wm09c8YR4udxzgTzEnD4Hb6Xfb48Oi9yHR/+/yYYL+qRjEIVVqy5DxmoE+XlwKDXDE7PVQeVNWQ7J1jzwPpYEhsP4H/10duEdUlog1JNJVcqV38yLDYyNGvyq45Tky1w1Ro13+tb1q5ppC+tUvXGOPwczDbK6NmBbFEL2d9ZudkMeisDUgTvCpYEw9QlWHS5u0aZM0QowyTc/ok9aj5IFjkeb4aNaoHm7F2reoxAG8EhVweQ+0/4bYB8V2ZvYo/f3JEXOurnhkVVSUW8ok7rqtp6vdy32zczMXBElbpnnRHsW+Wgye2r/7kDS+OC1EDxJNsnLYk6rfHbBGB2e/kAX/Qn+uoVxsLeatXj8XO+rXuJSuniuMF1SIQEH/Qc9WLvOW18aF/iiErIFDpUZWZRzVDKVBnFSEVpiCRxzeYCrt728br1WAVfCEMgtjS1WvSH16fkPp/MCeCL8ILcpNjCgF3SyEr4EcBzb2LYdqnY5MYQQExaiWA4rUJXNOLD+oVQdu6q9wvBeGCn/V4JUYY0A3qFDeLUGzCrL38b6OiAiZEHqpRY4qatBIDFaW+qmqT9BzERo/fWNKaNYUkf3GdjNTs1K1len3M7EhAM0z+1b4dgomsX8ocBzQIPP78qJkBj6/PjAYRm/+0TKL0zk/2Si+dt3uM35Tt41YOip+CcURuMFk6WEjWCRJBjFAt6X9w3ubhPASgnsUrV8eiUs5Dr2rZ6jXpkM3bRcDpf+GesakbNHr89p0CwrGSSGYN3iyFctZnFqVmtp4+EgfE0SCPoJ0Lehwa2vsP9uwWAsck2kBnd39zuyDu+E7n79ezcjQBpLZfBatTAGecIEhPdo48kh3A9S+MDafBgekTZtiy1JynHbq2jHPFcp+w1Dq2aBBw8um7dokqIS8S3qpT03Tjy2PDuYK+qhp4UKWO5IABmqXVVAjeT0UjkGCOgkDBjgKN5cf0OFVTX7nu1XVm+ixKblqvZlyDlo1qh3NRsTDMRIHP+WVZdBxEDSqVWPg31Z7qR4/YOSHXlrN183Q+nyEXWcyb4U1BHJlFX9fAu/ED5ud0Oq0KU+Fw5BRTzKg6X399d2qFqEBxBdauV70Yn0sxSPDVs7Oomqn0pi1YFpX/nCUrAgrHGCbq7T5WfQqcd/afVEniwZJtVKdGBCIJgASP+grYVKW4dMWqEEDIQgOOzRiMSlwyogKTjLinokJftip9Y+cuoasqcDtXYOHiM1ZEFxyD8/rSyJkxrC+QS15yAqHCRv7x/b6ze9cIYlZsIc5YR+U8QDmQh4zWSJwksMTkOzQpisETf7fL1EiE63j23j2CSHXf25OK4hhrCpFUet4lfJ5v5BrEI3KNIG2tCfyCbFAOSaLkUL+bGAMEI9ZF7d8z+v3rM4xyggmfpjmW9Wnrlq1o5TPzKRpIVPCis2nZrLkxToiclwa8FTXgSexFDyZHYAHsiTt2CkgPE+/FETMD889MPk6DYv5Lo2fFclfro8ykxRaHZ0enp4Z8WPn5FEH0RjAENfOzcX7H79Ap6OMG5wVBJmh0adMw/ezgzWIoHSwkiIABS2EeJgjYOGAWT3DhTFSOlhsb/yidBQtFmAqlDk4SWaaqqd4yE1R1hsSRLfcrJQSyfA6PY7jmudHBtlRBH9SnQ3hKSUa2tyfMiWxeNbi+QKxSoixCVcYx/m3ojMpZQYFz/KyladzspdHrRVypSOrDBBjV/pS5Rbanal8lkH/XkugMZ7vu4tmomYsCHkb8ybJ6CDocI6gWRGj/JcsEC/Db8GkLAs5FXFLxG/gnu+e/nL55zNwbxYI87c53ozISlFREYEgjNQIxUzUKTN4TASyboHDAta+GyIPz0KNt42A+Gh8QFNjlh/WOKpCKkEBHMF1SpGcMpnxu5MyY1XO9zdyp2iQ8qmikIclhroLMkqoA3Wd62H5mhZT7QL/dNaMi4zWUnPz+yA8XVY5YnLRT50AnwJbIPRjYEjGJDhO4nOvc53Uvc/7aA54ZwYAGqRlASI37WLDUz/NMtG1SO1ZGma389TOjUt2a1SKhvPedyQH1u8/1T684vHckp6T8fKZEdtaiVZEAY3ODvQma59VPcU9Lnnq3i88G2VLMkRR0btUg7d6zTVTe+sh6vaWm7/dJG0/K9tlYOSh+ikaL8tULdg/CygV/HRTZ6r6btgm4Ze7ilRH8UNQNz2OSGh343h7dQrz5Qgt9Xx0f/ZMJc5eGYwGDCnKSYBmlXYGCrYePQ+E8cvNexaSZL3CZYfNQZ+OEVBqxc2/i3AjeggfjoD2QstrSHgPSA1JHqYEcwVQGqSfMXhwOiaMwkuAPE8xyFiqr1zcB/YKlSk3AyzR1UBJHlO2XfxsZMBTDfjSnpx+G9o8UozpAztmyY9M0bcFH82uqPaMPApIKNicOmVCAPJIhaMF2524fzewZQVlbWBtVkflAUG2GcWPv4rSFMdbi981mGsg+swKeU1HRuMxBCIzmd4hRC+Jk+S5/YniwfJ1rVZzzAtJU0QvU9ulRPjnrnoHBSgT/Im0IJO4BVRIxBFWW6hqbkoMmTWYgnXSfjRlDps6P9VGCvs0Y+fgFUtellDUMTlZ9U6PJZkwn9xlZ+yZ1Y45Q/xWScP/bUwL1IBwh2TGrd+Ze3eJc0+8UVPVPJXMSAX21A/sUjwMxJ/eZJWohll67ZgyrgxcRVvTRBTtbOgjhq8YE/ttem1C5rFml6n0yy5ld/czo0BOVvElaHI/EzZ5S93ivDk0CIVARg8T1KvW5z9ijW7QG9ADNFCJneaYIcn/jznfjXnp66IchjuFYfEfjSdMXrAhhdIiP5PKQvu2DVKSC9GyesXvXSFBCJs5KsE7N4p7HLhfkwM6n7LRRvH82MDTSUampLvMS7P/Eqio8le2TrSyT8CmaqsCeOlWP+e1tOjdPc2KNTcuAEcFEWIpo2FltBW3eALKqS7Wmkhg8eV78jmpSIOR0wZF6ELJ2GagALENlAg76twHzSw7Sz1kVZJ7jb+sfARHZglCzB/3wLTcIeLVUbJtVFdJGoCDUXGr6haki4xWcwEuODWqa4atxs5dUDikjyPzsseERMAmeczhMj0sABlUxx3jLu+NDaJxDNq5hlpEJbgIHliPqvTEVzkaQMF7yh9cmpK/23SAqSUP7KgUkDlAvp/j9vT6CsEodxK2vjKvc55ht4KQFqVGdWuGISsWjXTsM4RN2JEtWNAPmjkuvz3nJ4xZMVWcOdMR0uwDrpdN27ZLq1aye7nl7SjhDvVf9OmLoEg/wp96Ra/va+bunY255K5y78+A7Pj9yRkDCFkmDQsF9nLs/WIQWS6vaBGEVbB4xcS4zgYncmwq71BCWwPRWamXbd9O268zUYWMShXd/GGWx1aJatUJApqD/JStXRSUnUPpcsCZY++A+HQKqJFlnnRgrZUm7huQKXxw9M1538i4bpa9vv2EaMH5OOmXnLtGOII1obhBDW2UpCbz66M3je1pR9fbEeTGygSQ0b+mKdOGDQ6M1ITg5poFT5gWM3rZR3XgG/DsJN+xt1bUkyTMJvTGPaOG0ZFUi07F53ajoJCAnd+xcXMs2eUH62WPDIkGjMlS7RrU4V75XjWrV0+sfzA6I3CJwyIng+8MHh0QfF2yssvRc0ZfFJn9yyLRAA/ARmAQTG7fUOrX8aI/ov2NaBBIlpClVMr3Ysv19K1eKn5K56Y0PCIhgF1vG/Zs/oBYDu5yULRmCSrZdu7UK6IvDU4XIIucuXR3ZsDVATwyeFtsnPGDe60cPDonKKq9RYiDK0gcHjKdqMebAuQq6BpVVmxyD0QHMyb9nlFtycKtqgpwNHGa6DFMLwNn0GbMYM1NxGQ/A9FMp6ROd/9fB0a8DPXESHMQ3dimSUEBPqtpsnK/j0OsSPIhVgx5VkO9PnhcBlVMSJG0HQZJRJWACW6ScYclSAw8bGciyW9nsk+SIqyYM5s/sKSw1lSLyDKLKqX98J/7NdVQdgQ4nzy9ud/caQupIJ/pRuZp0TOZWsRZVOPtu1qa4u69WjXT3N7aLpCFEH5Ccxs+N8ZOtNmwapCxVj4BJDPvaWGLbJT097MMQji79Tr9/eVzl9gnQPBix1JwzfS3JWDYkkfwzJrjo8wmKNrJ8Y+eN4vxIwgy550RHj9Fnd23dqHjvTp2f2jerl37y0JDoLa/P9HIb160ZyddVT42OexyRi3ABEtKlj42Iaooykj4dyTNV2s2vjovA414iT6cXCfJ95IydIpmiWCOBnDh7WRo2ZWH67TF9IznRomC/fW5MDOwjTIHET91lo3TJY8NCQANcLdg+MWR6CARs1r5xwJyeKb3kh7+9Q2x5mTp3aSS2WZ/UM5rvW7/TrnHdSES/0qddMMldy2O37ZRuO3GbQIXcK+Zrj966mPwx4haeH5AtEyB3lGBVkN3+FZMQGl361TMjgxCkskXAKts/tnKl+CkYJzw2GKbVYhcaSbYR0xbGA8ER2qoA6UHWOGWnLvEgChQ3vjQ2HnZwqgpLEESW8DttGtdL1zw/JiAVM26czwk7dIpAoj8pS8+m18LAQDJ2rFbzXCAmf8xu/ebozYMg4Ng4bSua/p7pSZVWj4bBLztks8oFvQSj9TCNBZirQ6KQ1evVoJ/nSi/DqpivMn1BEMllv17t0iWPDo2fgbewQ1nenQhKVHGphm09QFm33d7DjvyBtcn5XXfsluF0sQnBuaof5xDjF7THeaus8gB5NsftcxBnOHnVNhbqDS+OSX96a0LlRg2OWIVgQL8UdnT9rCwSbjFoVSw2MlAruvCAnqGug5moF5ZHVogUlPaHXFMM2wM3bx/BwXtwniBLQYnDBT9+7da3IljYvsCM0WS5P7DjlU+NjJlF9w0lHVCgBOupYXQzW6YlK1al8x4YHP1X5KksLo/hbJzAuVWJ5g0egvQljwyP+xfrkmwdrdcnFi4P/dz3Jy1IJ+/YOW1RkYjpg+ZgTwwccQwU6dxw6K6Ze5PKUWmi5TvNW7o6hBugBK7dD/86OAKs76I6+9uw6SGkb9flPf0nx5osbGqzgoS0weyCqHM14sMFgYY4rwb0MUftwmSSDAkUlODD+cXesaCqLyxxvOsb28b10rO89eDNQovU/8aQ7dd9cVxDIy8SOPexVsUPD9jkY88gA1tDEQRrsLvALTCzI296IyBjjHX3etfWDSorenAwhR7nyjJozwp27d8z183oFAg39j5WXA+JsEqXSRSH/HSfvzvPXLaPrBwU/0PjkE+78500eMqCUA6RxTasXSNgD4QNQc8aHNqcqh5ZtADKGYG+EAsM9MsSQYXj5yyOgCH4oN/L9FWInGCrhnUjA7b9XJZd1VSpluY2qbtuVeMho8ohkAke59w3MKA9yhwexNKFvX96c0IEQw6KUxLAMQVBpAgHZLGyecgO7NM+ggT2HWiWg7n5hK3Ws2h5Qvr5V3vHQzx57rI4TsQKTpsANFM9Nq9fOz3w3pRIFLKB+HyWPqh5Tr/bomFR8UOfDBSqMnvsjJ0rAzkCC+bh2rVrA/IS5HJAz4YUxfFcffQWcU6uOmKLNHzaoqgCGWeuur3wgGIwYij8p//p3dA5Ne6SzeA4OFOlC3oVhCkX/W3IjNhtyIkPm7Yo5gmNunBcjp/2rTm1C/46JByymTkKJsSvOXL9PAlVqVoR9uldb00K9rD7z+d8GGMCxd2ZHKz+I+gdA9TeP0HX+WBIVM8MmxEBz+/87NFhAXU7z8hRN708NjWoUyOg2l88NTIUicBw9nwitQj+N73yQQzIMyvMttmoCLkev2OnIOXo2WGH2ixPtIBMn/tPkpOds3tFT/PRQR+mc/cpBmu9dIPvYD73DSLKfpu1i16e+UjH98HMRSHL1rh3reilmxNVperd5k0vvpe+c1WDErRrWpSCwxYGjav47HxU+QpurqFjRHoRbNo1rpeGTkMCIl23Im3cqtjnk0iBYgVK9yFxfdfD7/h8Orx6vc6PJApSA74V8BiW78l/eDueqc03bBq9fonLO5PmhR/BWs4JVal5L31X/VdatfSBLz9ss7hf7x4wKSpgrRTPL2RofUpXZftkK8On/6G5kUEhbjxzd7JrTsf/rlu7RpAuZNqgK8QBWe1Nr4xLQ6YtCCFrlG4kE8FJ7+aEHTpH5i4IgubQ6/WrNmrRMAIaskfrxrXTBQ8UVwllwy70marBy7+6WVRuZ93zfvRrEHq8T3F7e/V4sIdNXRgb1zkejiY34mXv+kiXPTG8cqkrR2Vfo+xXgEZxt+cPAUaW++273ovXqeyQi0p3BjJwLweZ2a0yWvObe23SJpi6+n8Z1kIkkWHnQXhqPP6dCb6Cq+XAmJgZKtyle8tgMeZMmT068MM4984HQQDHWrpn0bnAlsxD0wLUTx8bFtU+EghTsey1advKRbS5HwpOiy3zFXbe/YPi/BrsVxlLZC5+eGhU88g8qlL9KufKaiQQnUTAeTJTB4YGm6HmI85c/uSISgKGHiRmaO4TZnEAx/jjh4ek3X/9Uoxl3HDclhEMiVYLIJIwGrUCjqr9vP16hug8u+KpkTFCoprjPAU3snGhQjRoWtquc4voP7l3wJKSBDJ03ktA79amcXr6+/0qj0e1lUlaErrDt+wY/XB7QV//YG5Uv9AO9yiiSakhpdhoP3z6wghE7nHBcvOOTaJXmEd2wOWgZuMs7rNjtu0YPbg8vysw+E7+XXCoau7xzEgWnDyz9k/aH6oqNah/1l7d457f5coX01dveD3uZW2JG14eG0gOuTlJhj4lSFwv1io1pDQJlvd17hyXe26nri3DH5hbRowyWiOZhYx43g+7/o0Y4bAth+/wfECG3A+SadyDUjnAj+7tqcFQpxF80/FbxUiQ3j0UCXLS/0d7RrJJEH7Aj/eMqtF9VLZ/zsqV4n9oZqQ8iJc/PiJo5apDsJqgo+kPVjLoLXPm+Ozo+9af3kmtGjVMp+7UNaoIkJGHBVni508OD61R4xvm4OZUzNKB2aYvXBbbvW3dOHmnYv+CA+DgCYNTqAEdyi6L2w82DLq7pa2ExMFF2HEgLf0PfUxVG5hJxq5iJB4N+gVZ5YxeION8vKeltde/NDbExw11c96G6EOncdycmIdEaig17FoOzrEZcHfOwEocfQ5knJ734Rio/6ga9ZhQ4Tlidt4+PaL66dWuURx7JsOgtFddP0W7EhyJTGOGktMW0AXHCICPDo9xkrwJBDQ7aMr8ShiQCRKl+w9Zce/e2phro1aj+uTAIAASC0mHHq+qkeOjE0ocwXFDBAg0HLhDu7imjCP9ySPDwhFS8Hl2+Mz06Bk7xb3g+6nYqlWcHyQjAU8SIQALss6npGv0zMUx3C7R0Hd9e+LcqB7P3qdH9LEdt1EVVb/KxugAw4a+4smRMVenSgd9q35Ab3d/c/t4jXN39NYbpFHTl0SlbJ6yVBD+u3e/F5V5FmigykTge9KcZRFwVE2UXVYXChEcmICiz67iaVavVvTznq4gDZ2x58YB7eZAC+lQ1enTW9z8RMWxs2uP7Zu++ce3Q84Ou1MCR7FHRaonB64ujrEQNE8hTn/biVtHUob05lpCeRB7gsjUrnHch1od5ODc0whcksxa1aqnqQuWxTlXWQtaORnyXLVaz/wfhZ8fPTQ0FKNKRep9Nwu3g2ndf1La66St417gK/bepE2weDtU6XlLlKFJyECxOKBiA4d+pmeuFPHJ5hlCiHNPln5+2T7ZypXif2gcwbn3DQ6HNX/pirjxZJLICxw+koBGO3Ho3x27ZTBD7RcEvXGosnv9Bk6UqDQnjEAik1WpcHwPvDM51DVaN6ybvtWva4xFeGA5OQ+77Pb+b+2Y+nZqFmxLwUyGKWtVcV32+IgYTAaz5QW6tgmAcWSpZgaxWZn3suy1VO2iuGi3frzvd/fYONhzZtv27tUmaO2ybRWSGSw9OE6s1Iwf7NGjdTr//kHxPRhnk4MdA4NluMs5W75ybWTfHDRHz3wnDsjWe7OAeovZ/HtVE+A4Rd9NX1FioJ8j+Oy7WdtKQo1K1q68BrVrxiB2/jfVAWeYkw+EKZVMVLPLV6UfPTQkZgoRXlQvlzwyNMg1AycvCLYkB6u3JTly/jATjQtkkWjO0AiEQGp4WyUEelYNC1RGNuxalIToAZ58+4CoAG55ZVwEbHOrHKnPoroiATKHeMKOneK8uSYCNgfsHmzdqHZApZICuxXBf+b3NmrVIHrBKiPJkPOGVJNNQjZm5pKoePR6BXB2+2vjg/iCiCS5EmBWrS72x6wPI9ItIAoUzqsgb6xDr47MnFYARqYAa7YQ81QSpAorHQ+iO6s6pmmaIessru0zR85YFH1t/T9JmfVTzL0PkhYoITVLV64K+J0ij2OwmslxeA5B7Hrkzp8VYe51x7XlRs3Saf26Rmtg8NT5EeRVsZtt0Dg0ZyWY7ksJI81Zz8W6/qF6QOF6nQJyfJ9B06LXzHe47u7FpvVqx7nxPka63KOl67uYkZC9N20diMnI6YsD0mYSNAnB+ow0I4YzlnjZ/jkrB8X/0Dh5BBMQ1uR5y4N1B15DL8+bK9zwIDgPD9IG+SlO9rt3vReOSdZn8aj+kT6GngVVDkHLID5hYhn62NmL1yGMGMRHvsnSaEZC1ke5FrSuObZv+ss3tw+xZkGQYaM5bnBVVaap2T6zjo4L9JSNsxK0VC+PDZwWxI5tLns2vTdxbsA339hpo0rh7mycC4k083kcAuIH55IrURsrZO3IOIKRahtRRfXFsVclyTiGNk3qRrUhefhHJmDqFSHS0Nn0XTmRDA/7HOMSTerXjgF/5hjAejmAISf9+c1J6dSdOocSDRjVS0FynJ7zBK50vQQ3FZlALyBmZrDvqw+oSly0bFV6fPDUcHQ/P7R3OG0MR5UruBWUDlrU47X70doqvSqszEUrivCy3YYqPv1BRl6PWpHP4cSdS5WYAOr4LRvGWuWoBY8z7no3Asm1lI327h73aPNGtQPSVcHonbKvbtUh+uEHb9E+Agf4nUEz3vxgVkCXAg9C1+9eHJtMdEgADu7TLr6XezdEK0bNStVSIbVvUieuAUiV2PeGLeoFgxnsqvVQVZPTAL9kEtkGqcnzgvhljhdzFbwMUlRJYf/2bNMoUAmzp6o+MLoEkqzbd/foFlqtANY+HZrGf/2uZ8A5x9L0/u5l11CyYRTlwoeGxD3nuTVP6d43PlU6f+tnWNtQreUPAABVHklEQVRZiYh55pHdoBVIX/m5NY7DJDkg6gseHBwJrnEi6Ab1HX9KzXU1s2nvKiKQILx81eoIoJ8kvG6cRYsk95PL9o+tHBT/Q6Pu8dzZu6ZLDu4Vg+OqA30p8BcSB9iL60WqQaKoV7t6VH+qgOuP2zJk1zgC1QYFD/v70MU/mLU0ts0bHbjoK5sEnCLrLzUKL/p7zIN4bBVigRm6vJYqz1NZ9IuEoepQWViOur4eDCfMcZn7e2PsrErZOALheiuM06eJSQCaUxN8atasEcy6qjb8w6JKC2dZr1bNyqoQ8cZSXzeihACEJ4g71tzbKzUQ6HkPDIpq+f7Td/gYXFXqkErPEwcnuCKPGLQHx2VpOb02smZ0YP1hsnpkJNA4p/7q2FlRHSLeEBG/89Rt00G920UlKZgISJIaCYHP2rNnEQJTKbnWL4wsBi6VhdVOf31vSsBf8gJMxp2ueKGyKo2NKB2pqoyOHjToU8BUbal4f/HVPhEcrEYyhnLT17eM/rOvzqkylQEUAJMVUsBxqiiNJTi3jvmig3oFrIkc4l4F19OsdW6ck0sOLlaLjsF9IgBDGLwPAxlaJiyR0AsDsZvTPe++wVGRPTywuFnEdfc9QfRIIkZ29P8EOgG9af2ihqneJFShZ0kPl116yGaRVOnBur4qzD+ful0kLkOnLEg/OWCTCPhINsadiCEIjoIB8Qb35XHbbRjH4R6zaHjSnCXRTrjp5XGRzEBDvr5dpxC4cG6dv6eHzYjRp+I2Dbssa6SRHy6IZ1g+ZXUVNCiPr4CVCUg4v+4V5KtsNx63VXrw2zvF3wXsUgUodsbu3WJVGFNBPn/OrtECYO6f/IzqsV7x1d6pX/eikIfXerazxGBVE3D1GauOH5Xtk60cFD8lc9NddeTm6Y5Tto1MV99vwdKVQVw5vO8GUdFg4FnTZI2SQMWQYIhNCwRYh2jrLRrWjWWj1apXiwF3GbVMtuoQ7y7dW8XKKbY+fUS9lOxos6kmVUY0TX90QM+oNNdXbRndCMm4GtVCF9W8mcFsfR8sUAQVx8rBE5ZGUlAxqCJVY1XNUPn4OUsicAg2lZ8z+MOAHMHGx23fKbL19ekycoYCosqNk+J4BAoOqVStw2wYuLkUxuKEJCWSATOOHAwY0bLYrN5CoUVfF1TJwHE/2r9nOOK2jevEcap6tu3SIv3++K3SqA8XpUP6FtcrOTb9YmMb+neCxp6btgl4WG80L53O30MAMgtH5UT1o0dka4nAxnx//2ZHnx60QCfT9xlGErLwNrhTovTjh4fGde3SsmFUXkxFd3jfDnEvGnhHfBFoVXQ3vDg2khLf1/lSoWBQZ9u+c4sYkcmEKfD1gb3bRmD3PVQ/elQY0wJBiwbFZcd606BUlbA52D03aZnGzVwUVa3xGVUryJq02obN64XAgV2XqqUZC5YFUkByMG/1yP3KfD70+Xb/1UshNQhC1F91T7l7bdvYZ5M26aJHhsYwvCTMd/ed9Rjd4kZVwKWtGtVOD3x7x7jXJs9ZGsdsvIQKj3vJdbC7UcV22i6do9IWxFTbe2zSJgL5vGWr06R5S+M+wiBmiHREHrz+B/cMTEff/Fb8u6RDcprva2gAckypOWd0irNBmYri7qvXkUC0iUbvU1XsOjI9SJXt+sx7lIoxlO0fWzkofsomc7NhXMX4g717RMb6ythZwUjjzPTgaFNWHWjm4MyftahfJzJug+fjZy0OEs6db0xYb5Mc1dtcEytlJ2YDw2WiiOAhm1dNcgBeL/tHsffZVQ1T0HolfaBLD+0dQVlPkkME7eqzCOQCDYfN0d9w3FbpogM3qawCBRyrfpgH/peH90nf27P7OmoxqjAVxA8fHByOtqoJaN5HhXb4jW+k3h0aBwwqSKk67PAjh5Zt7pJV0Qv0exyKwGduTVC2pYCzAbuphLymtLBUwYCqsfq269I8tnOYK7v08REBc6pmBBLVnmSEkztpx86BAEiAOGEQ4V0VW+qRifRFzSdKILJhdSKWgP7yHj3OtKqqkAJEbxAEj9hBQbNUON09EUlV9epRBduSkU3wPnrbDdO1L4wJAojrLfCH7mfz+sGQJZdH1cXwvwDhnH7jj+9EkuS7uF8cP6cKVZAQgen1sgh9ZyYpQhEo2h/38OCpC2L5MffSrlm91LxhrUiWJBDtm9WNAf+XRs2Oay/RISBuU4b7UJAuNeo1lkkjFwmWmNiCm6TN93Cc7k1Qrt7oY9/bOeDtq58dE71tIwqSiueGTw8oHlN0t1+9HNff9zTziHSmv4v1LBGILTGR6NaLPZNg+kXLV6bBUxcG8vPNXbpGr1ggcl68J8TjsBtej8D/yMBpwREw65srf1Duv2NxzprWq4T69RwRiPwv96Ogpyda3gL16VmZffoZmBv1wgoYi8PJJkBw0rQVD9+yQ5AAkF44JkxBECTlEc52+188H2oe5rzsbBNUq9qD708J4kZV81Bju+aenb4UgWuMQBsI/hn71q5dYw4qfy7nDGIC+4GFaKzSouScHC9yBOdfOr5wzv2DApJiHNf6Vl9hCVJ9sQldoK1q4C8wG4jr5uO3qtTz1JfkgPU7Ka5kEzSw8QyX61VyUrZLPPDu1NS9dcPYuIHQZEZPtl6aRYOyET2+u3vXqLw7NK0fBBLEk1KxA6SVrMDDISFEYTOqYo03gJ45M+dF0lFYW+zRguA4N5UGshWVFRVdhqKJNRiRAKdb7stpI3W07lE3vTF2TlxPg/GMlqoKDDvVwuqq5nz74w5A3z+1gpkokPZo2zCG81W+pAiRa2zmMLSPTGNbBigTXCgxYoKPaumJoR/GbJ+RA4FcsqJH9rrEr2XDCDKu5z6bto6RFP1xS5kNkIMWzdq2aVQv7nei3livAg3GMWTj0fenxs/0MAUjVdt1z4+N6l5lasTB+yJqOSbHy5xfvXzHo1/q756No7fZIHqggjlyjWF+Kj56gWB0SIw9lof2bRcjSn07NosEkswiyNZMqFGKu/tPDmQFrF6npioupcb1aqdlK9fGyIPEy+eo3FXMfzx5m3T3gMmRHCNnlZrroZqkQ6tCBI/q7a6PDCMhynKO+X6DSPgMicSL5+4W9wn2dNk+HSvnF5+R0SdFVOEoZZChUtG+SXr9h3ukx7+3c/TW7u4/MYb3BRmCzTMWrQh2HzNfhJn2wwN6RqZYSnbJBhJEXqlqBulXlqxVMmDPuXlwVQoYgwL0cxUkElWNecBS4wBLAzE26paXPhsZNehV5m3Ug+LKlYf3Sb8/YavKmTKGzHD01h0rRw98RukqpmwIN+Cg8/ftsQ4blalAsQyNfghCOSAys5RZScU+x7zVA8kFrDx42oKo/FRDghAm351vTYpzosIwRC0ggpdzH9IspbEWC4r/cOI2UQW89aM9IyCqmDLjEWxb2qO5/eRtY4HtyTtvFCzbrDFqO4TgNWDCnCAkGRFhhBRueqXo6DNkprIQ5MFsAjOUQCUlsHLSKij9a2gD1ZhbXh0fx845ZrhR5at6Zip4FTZGo97ejx8aEudIUNQDRA6TsOyyccsIxogjGK4DL96nUhMW5PrzJ0cGvMqRY2Wa+xToVN3OnyCuup6+cGWQqMC4A8aT36sTvb3Xxs6JYxacVavYv5y4nqIKyt+RYGzowLj9yhbtYyMMa1CBTugDS3YyZJ77slAQ6MTUiiB6xI1vBLROeB+EigWsaluxck3q0Lxe2qdXm+ib3nri1mnu4hWBUAjWBvcHjJ8fa7RchyZ1awXaQMoQZOo7ecokZpSm9NetGAOrZ0aq4PXSebsF+1tAFbT1+x8fNG2d+VhmLtmoVb7vsGXtTP1nDUwL3pdkgeZBwqrcsn06Vg6Kn4G52WWjHJRqRUZv6Sx4CGwjIwRV/fTgzQIqBaeBqrACD/7d60HSAcOay+J8//D6+ErmmuCat7UbPj5xh490QrORA1O9YM2xWNXTpF6MHHgMVRfIB5nIomex1WXPrtN/5LBBaTmQycCRGB4/c5fQbET2sLngJ1/ZNJxyHrbPJgMvXSDs+TdKUNUELk5z1x6tK0lD2QQizoPDA9GVEoIQRxzHfr3apj++OaGSXSfgYdUarkeCULlyTILlc2f3qwxmzmHssntwSPxvkBRhBL8DOq46NC2zF6zOvm9gyKoxAUyFIgBx2HpFfs/3lBSptkBwDevUimpBAFu5ek0s061fq2YQhjJJw/mllykwCk6qyAN6t42dhdaDqXAEL2YezYD2uDlL1mEbe3+sUaYfLDEyv3b23t3if5tlVXX86plR6bRduqSrnxsVwu4IYtt1bRG9YN8lm4B8xu4bR3DXM1apuV9jw32dmhFkLWY2vgHWk+iB5kG6+ud614IXXVezgFAFxJ+7BtjYUZT8A4s6Z8gz/3dIrxBzkCRKyFT4oF9wPZj6kwx8jtWN/KT3+PXtNwri06gZC6Nd8NDAqUF8yvsvBZMjtu4YVfvxtw0Ifd7OLevHfeZG1fPO/fs8c+veMBusx35wn/bBMpW0CKD+zvRLjXu4FyUwZjdve338Ots8tAg8/1SMMuPbe2up/LMmGXF+fnrwpqGJi1WLEJfJcP+IeFa2v2/loPgZGAf5wjm7BvzYtVWD9OMDeqb7T98xfmaWTWarqspQo74KR4BleFq/zvF7qgoPHTtiyw1inow2qgCQpZ9kxaWkhNKHhqJJnu8T7MxhCQRZZ5EJMrY9qAw4Af3OCx8cHP1Owtin7LxR5eZ51YAZRcekqoyq8+Rt1ishBZrCwCw1jo9vqFqRchAqAQFc4Co1ARnb8ndf6xvHr2/DUOwFG0PizqVsvvQ4BNkm9YqLhKmxDJxS3IXHCWUn4fzK0PMGdJJYrgFH3XI930lVsWp1IapZM2a2m7iWqlVjCKVmzswKqt+9MDZd8dU+MTrh+MB5ZlhJctkJqEr52i1vpQv/OigkwqAGKlrVJvIReUD/NfxvAPvBbxfvIddPlaW6ViXka2kThh6znqjNHRIVwVDlank0SBebkqNXgYGRBWFVt8qIGLl7oHSXpnPuniFXNpmeZ2zGWBPVkArScbvfEYZUf64juLtlw7oxu+s7Stzc66Tm/vL2pLTtRk1Twzq1Q4iCuAGIW7BAPjLn6toiBHnfk3baKBCT9bGMz39gUFx//d+dN26R5i4uwuzZjLIIfN4PdHvANa8GVAmytl3Fc2fu0fkUvJ3TWYuxaatVsjkFf7OLdka6H0ONpmD7SvfoH7tvkNWygcuJHkjmrHATaEv7wJ5xQdS1JhvHJBPFnvHft4wCZHMsPzlwkxDp+PWRm4cIfunaL9dh68ueW2eet2z/2MpB8TMywUolJjs+9/5B0Uv0UB2xVccYO0BGaVAxPI7RZ26ufkUwk1VjzAlYtnSffMfbAY9YNgxKXJ+wbxa3ZhQ3LHulEco87H/99o4R/FDwQT9ZRs62AUy7+07fIaA1DoKz9MDl5a0M1DZx9pIg/lBBEfhk8Qbaq5pZqiXLV4eDKzUaj/mYSo3jNWJBGzPbU0OmBaEDy/Ck222/aBtVnnOiat60XXEZsuMFRyE75ICnf+RzBCLzg6pHr1NJZWiOxiTyjL6uCn387KVxzZBrqvZ2BEGOW5AFsb0wclas31IJq4ZKz9NzI6YHW/fqZ8YUJb1q1UgHXfdaKPrcfMLWURnamehQ9Qk5VXNviECZTGH/pu/y9R02itfnLRahU/rYsPTTR4em0dMXBqwnqOXe60l3vB2MzG6tG8Q58m8WEWPiHndL/zh+vWFkFddetajHSmrQOdALFLSNJaiABccz/zIwBOj11iRIPdo0DJKJsQmJXV4ndslXNo11aZIYgURPW8Amyyahkqj4zvq/Nas778W9h6futFEkefqSjlsVrf8LkmSlpKxS09t+84PZwXqFCtBHtZXjiJveqAwM4GT7F32u4336B/0i+IBUye/pT2oFCJRfu7V/jOVES6NG9bRT1xbx/d07KrnLv9o7oFP3FsgXciDRMjIFbSAmoZ2RzbjKmXtsHIE5BzwJD7TF/aJf6p77JFvfmJRErOq8YU6Kd+vZOoQ9SlsipONcH2pKZfvnrUy0+QyNE//98VtHdv712/pH0Hn+7H4hBHzkTW8G/IcxiNQycNK8WAnEuQtqAqeAIJjqH5yyU+cgJJAiq2oYrqjqMsNHv7dz9EU4k1tfHV/BMq0eQfDiR4aFk/Kw+/w7Tt423XTcltE3opkp2HLkFrxWtTfHz0mPDZoaWTvHBaq5/90p6fdf/0j8WwDX41OJ+AwZdalVpYajv9/88gcxn5mVSrwvwsucRSuiSpo2z1qs5pU9E76CLmcmGAlY1GRC2muPbrGjL7+3oPOrZ0cFYYmpgPWkGEdqb1+xf1ZcSsuJel9BqXSbhRVMsxZVVFM1q6fLDt0sKkfVcg5k2cbMWBKjHFiyFz8yPCBXbGRjGre9Oi69MGpmEHHMJuqT0qz03cC2yC6qOufOsXPO1iEhYKlyXVcQpzEFx+yeyT3Jc/ftkfb9zSvRQ7X2SD8UVLpp+0bpmufGxuJq1RCBAu/rnjAWxLmrQNwv4F4EJFWk31fdew/9Q/eR49CLNvMnCNnXaRyAxq/EBHGmZo21AQUL9HRc//DaxBibuO7YvqFYY1RCUuZaOHVIM5ACyQsoHStWn9Czogok1H7PaTusc44FMTOK39ilazr8xjfT9/fsFgQnAUNFKhElXuCc/+nU7SqTHH0+CIFqmoyd/qh75wf3DUq/OqJPkFjc/5IGz8LvXhyT1q5NAUO7tyWL2hxQEMnQNhs1CbShONa0JhKWrONr0fPb4+ekXx5enDVkEg1JiVYGcXzkovWZhFPf+PrjtlpHTg/bVOJSap4XaIBrayRqxoLlQSCzFUVf37W2Uqxs/7yVK8XP2GSMYCNVi0XCttabs9KUzxR6jnWrjZoHkYRiyffuGRgsPk5CNYD9hjnKaWUyCw3SDMvIjAXEBhWMQ7CbjD7PHxpSvvnlcRFk6WTW92A2rhMVgT1/BJuz6bs4VqLVpaaSPWvP7qlpvVrRp1Gp6c18757i9nkVjSFvjraoy1gtIFmfub5eInuxQokj67hKBlQ1oDNV9co1a9Iem7ZN13xty+hpgW4thfWgk7aSoVuVJTgZf8jMTKan65xRoDlzz+6VRJocXN8aPzeqgt8ctXmongj2J++4UUiYmanjPHO/D8mIFJ++I8fJOWFKVg2IYEukH+olejwSGNfDOIZj0wdlAtmEWYsjyCAj6TmpRiQB4FwLYb+5S1E5R58KUYjDY6rGG47rm87du1v68Vc2jVVQ+R4A2anUwLf+7vhUNzY6qAaRMvSSb3ppbAQk96ZzB8pTwQiMGzZrEH3MTNICHYKivVZQEbRUo6o0AVIgxBgVMMDOGMpgQefQ8PvUBUtDmQlUKmD9bcj0tGHLBnH+3T/ODcgyKxeZU/RZ7sHXx8yO/mVVA1erhMHB5hDNhkq4KABhf4LAmXuwtOoHfZOfQ1orbV8cuw2UomGQ4ogNZCRm9PTFcQ2IJAi4lgrrc6qYJRVdWjWO94QcULuBduRn0nnAHyD6kA30TMLP85F/zjJHgAm4YHfShFVVppyjqigRvVuLBQRR58LxgGz5lgE/3is9d86uwSIu2z9v5UrxMzaOhHNww27buVns+dOPEOw8ABxyvtHtCDxki3Zp9qKVUbVw/hxaEeKrEf+ul8MEG7AjyFGV8eaP9kxPDv4wnIOHCcsvMz/pLr42dlaQDwaMmxskGM4mlrquWB3b0XPwjLmoJlblLEhHForVYzZw2GYd2oWzNSvWsVndgOSYzD+LaSPuIIYI5gg/iEPrMw5ZnzT3LR2LwNqmUd0gDyxfXQjnKkvn3CJJqJ4ik+f4jJ7YMsApnrpL58iqVcSyZBVVv26tgnmL/Uc1x0qtl8fMipkxx42VedquxTGQEPZuUT/0OjlT1ZLj4ZyyUlCxl/YRecj7nnT727HdQjUFSna8roeAp5cI5tTT4gDv+dYOUeWoNm57dXzsJhR8CE6rQlVMIE/nd4Eq+pVx6Rv9ukRy0KlFvcoK+JQ73onVVcZ1sgn2qrF8zdkvnxoZFY3hdEGL2DcCDN1cTjkPh2NfzV26Ij37zsw0b8mKoPwjgklqVFNGbbzW+iu/J3gbP3jhnN2iYhY4EHaMvBjVkOwsW706xhG+t8fGsWbqO39+L6o/PV5KP0ZdztyrmKz8/LDNIqlRtTkfKldBEbtUcpgN+xfR5c43J8bQv6F5CadgY56UhB6Gt/PvPGXyF0k+lT9o0XU3ApURA5YrKc+oz4Y6uAbExhl2rGCqt33BA0PSvadtH4uy9aBVbhIaydmm7RqlbS9/LshogiwiXDbsXa9FBCp9pvTYEenI7CHcYaz7TmB6GzgQtKxRW9+cskTIeBABAhX/jAUrgnzFb9SvXax3JGVl+9esfMY+Y+OUmId0yfI16dSdu0SAoxN57fOjA+bh5N34W3VqGn0vGazKhOPHdrQChpnJOr6iqb/VRs1iLiwbB4AwwrGCBEE6uZeB7ENEu1PzeuE0Qmd19dqAhYgaU1NhjoMJZIJvdpoCNKcloPsZXVJVKO1HUnX6WpwAuFglgRT0/PCZ6ZFB09K5+3SP3+FYJAjf2b1rpRC34G27ATYnSAtMacawYV2iy8gYNcOBeX/kI8eHOcthW6T8lT5tY7UTQ6TgSGXd706Ym9asAeUVHYOApfID0UokJBQ++9x9u8cYQRY4WLhsZWhS0tJUSQm6pXbPN7evZKUKbI6bE7/6udHFTRbLVkVVacEz5RFVws2vjA+4WW/nj29MjABuxtM2kmb160Tw1du8cP9N4p5wjq85eovoVYHiLvzr4Ji5++1zY0MeT9aPLSnwn7tPj0qGrwo9qyTl48OAvO75MYEwYFcaJj/73kHpjQv3rHyd6tUewgffI/e3NqpGA+wYzBNmL44EKkPJBO1r1izueFT55usIupMQqcDO/+uQIPwgP6mInR+Jm/Pz0PvT0s3HbxnVp92jqj1sVvA/Jq86X6/NFhXXEls7z4diWd7w0phYSmxtlWMixv7Tx4bHe3l/QcSCZ4QTiYzgy9w/qqcz9ugWvbr/e2xYvG/V+UH3rz8/eXhoMG291nfCAtdqUB1esH+P6BN7fiABWKQ2lEjc2jerH88dshKDFph59byrfm1oqTdiRiRyqn/sc89W0/o1g7QkeOvT771p24BAD+nbIUa0bMagrIMQhagjOXSOVLY0ZQndWzSM+AZ+r6odW7Z/zcpB8TM2Dy8HgyByxdMjU53aNdIhm7ePLQXmrWSY7ZosCihTL05mnbfVc4YPfaeol8hk5ypMBqqpakgDRjpePX/3yhlDQY00Fa9xyyvjU6M6NULo+omhxey5VEUlMzhztSGImW8TJMBGjlelIHipLIxDMBJhlx+6WbrzrYnR2/q/Q3vFolMBAMnCloPz9usRWqwYpn8ZPjkWKGM0qk71Jul6Iis0rmtYuXvlrByTJJBn+9auXYq098Ur0l4btkkdehQJBJzXylVrYhYQoeUPJ20bIzD6japWUmTOqeDo/DmPlE7MWHKMoTo0ZlYE2wy9gROrCpGXjmm89cGcIDL8YK9uIcMHVu7TsWmQNSQTZPBUyFiZriPGobVRqPcvnbt7ev2D2cFQJXEmgDk3u/doFb3U5hXJTIuKmUKQMaKRhbuH3fBG6H4iLbkuYHNVj6pBn9heRUHwpD8MiHP922O2iPPDMUso/vSN7Sq/A4UgQdbnb9isVlq1tlokOyA4sBzizNqKCgo8B2an5GNYHXGr1CAUrpnkBXQL3u82EOmnYfrqlh3jfncPnfvA4Eg2SOW5lqrKSx8fHv1H7yEQQkdAjIIABELios9K/QdaIQEDM9Pd1d+sUa16enrYh6Hsg4zi/na+MtM6IyHM5xnS16qoGhQFcFdYxW3ExL1wyPWvp5N27JTGzV6a7jxlW6lcsFctOvZcvTp2dogYvL1sVVSCp++2cSXsSSknr9PyTGkJGBeatXBlzIAyq+M2btUoPWltVfvGEchL7zv3rT/Oh8Tuxpc/CF1ZvUQJJ+RBfxSBb5v1LAMo279u5ZTiMzYOUgBQoSEV6MecfMeAePhtVDhxp05p2arVsRpH74Z2ZQ5OHpzSoEWuKmeBMshS+nWuSrPwMjMuADZkembgn/37tAuyhb8LwujyeQVNVfPAcegYdxwvsWYOE3NPn2WHCtblLw/vHU4eNIXVqffnwcZCdZwIRXo1WViAkgrzukUrVgfUKvvlJox95IDIEeZZS187M/JAUJxWNrFKxcWJff3W/gGxytD1xrwXZ6M61G8zagL21HsywA5GVkmAt4wUII3khECmX7wOaytl+Th0QQS8bOQAxAkmRpwBf+e2JvjN5/o8rOGDN+8QCQXW5ZNDpoXqit8j4fe9u94LePXl0bPTZYdtVgl5cf7GDR4aOC2G2/O1RyAREEHFPhOM5zwjcUhckIHO2adHBfGlevwRKP0366ay3x3bN6pkr21TIbbt+D+YuSQc+stjZoegNAN32mW4aNnqYHJWHUgHAwpAhuYFzTP33Dht0LR+qluzZrAuIR8UkJDGnOe/vjc1WNlmQvWUv7dHtwi+Fx24aVSqxAqOu+WtdPyt/eOY9B4NuHsPwUFlBXY+dIsOUf03qlcrqlXShT87pFc8W8QmXPdSE5zeunDPOA4mqcjygq6xvitEwrmCVqjKj9yqY/rJAT0jMcvvoa+swlbRBbu1XcPonZb2AauOKx2yRYcYn7Bt5Iw9ioHaOXMsKkxQddVErNSPIOS9+cM9gzxEHYr4PA6CpPHrO6y7DKBs/76Vg+LnZCqG7Ts3D6q5YGfo3eC1rPaaY7aMTRjj5ywOeTcOCNPU9m+kk9K+UZ4hA53oRWTj0GpXrx6wnAfa62wAEAyzqTxApwf1aZcO2KxdwFqYsVUb+tk4Z30hW8mZwXCZrsWpggOnzWTer46dE+uZQECn3flukE04bRn7VUf0Ccf47d27hjPXq8oVidGNcQaQa9eM6ifDzQxE9etnR8d3U3Ge9ZciqYdlEgxT6UksMEdVy5KPt8fPCy1MQVEvVtBEUkFMAZERH9Bbs0kCPOazOzSpG+dP9eoPeI6BhFUrvg91ogffnVKxp7DY+wNlYbgKBHlfJJNQgLcQQDhe11TgAxlfa6t6tWqpQd2a6ehtO0Y/Us9shy4fjXcw1fPp/bpEkFZZqQRzxbpmTSFgTMmHvjPI+6aXyZAVHa2hezOqO17x/DqzckzQkTBJrFRfKuOWljpPnZceGTglvTBqRurYtF4kFqpEJKXGdWrGmifqSL9+9iORan24799bvDbXPD867o3eHZpGUqC6HTBhbjrhtv4B8UEX7OOUuPlD8BwbM0PdttxLlvS1z967RyRKIEaCA2BTgcozIZFz7M6F99+1W+vo/1LYMd7ynbveC9SgamCSZErysl3xt5FB2Nrr6pdT15YNg1C2jjh6lxbp7PsGBetZv5UZvRDMPQuRoHRvFWuvyLZBPySjf8/0ZO96a1Ll//YdoA5Qln9kkmkJAl1j58c5Jp5QOs5Utv/MyvDp52TYboZ5v9q3Q8yrMYExm4fMZg2SaRru5tf0Xqix0OG84rDNYo+aKgABQHZfanoy1788Nva/ZZN5Z6egykK80LO4953J6e63JwVURFvTQ5m3yJcaJ1tKdJDFgsOwDimZZEMSMIuXKyrwlx7p7174IGAqVZMAKkDmsQwsUzOSPds2DLbk7MWroueCEp+hX1k8EoYs+aw9u8X4AqO6ov+WN8MLmrL7OjWqB1GGU6YK4xjMsRkBkJSoAlVbqirHpeIRbDBtD+nbPipoWbfzDXJFluGAUeSJkJunA30XKvpoAo0RC99NRUuRp02TOtHTnL1kVWpSr2ZUoVcd0bsoAj5vWbr3Wx+NF7i+quu8wJl0np4eA1tzyP93aLFSwxJmVHOyCYhgWw6SEaiulqrFeq99sHaP6RvXHcIA8tu7RCbPOXpzHBhwcSQqerf+26ph7bRo+ZpgMG++ocXFDWKuTxIDBZDU5YF9591/sTLdlz4LIgBCBvnp49340tgIQuYWbaEQXL+2Xae4Xs6hSg5sHHN1E+amCbOWhDgDaF9FRaBhiw2ahAADopBEw8D6ufcNSktXrEkXPT80zvFfTts+qlctAskPVZr9eq2rbVvVKPwsX7kmqmi9bpV23drVo/oTmCVBGLl+pjq9550pqW3TorCAcQrVGh3YSw/dLHr6kgMQfK8OjStnVyEQ5gRLK0AwK81XEKhrj29ghOOEHT+uTvVJRtnKM/TsiJlp41Zj09lV/EHZ/n0rV4qfk6m4OHZVGec5ZEqxCskGWiNz5WHU2wCDUQXx964t68f4ABYhcfD1PegCYIPaNWPoWBUAogKP5rEBs0ygPpAaKOuwvh3iQf3BXt1jvkq2XdXGz1ma7njjIzUMEI8AyhFwkNlAcsg6Ao71T3ectG3Awb89WjVUhEFBR/m4wX36eraIg2U7NG2QbjtxmwjsGKmlA9oWzOoNIi9kNiBSDbguK9zoPaHFL4wZsiUxlM2hqg4xE21oEMCcH7Y2wlpxMPysPbqF0971ypcimHNYxlVUMVkTlnC08+i79+3ULKT7mP7PzcdvHbCt5CLm2JavSW+Mm5M6Nq+bdtm4Vfr2rl1jXRiGIqebtW0FA5vkqbL43s6HlWLZkJlKq+Gqpsozd1p6L7gHMFXNGmZ4k/N0T+j3SrAynG7+0PUC1+fl1u4vVeyOGxOpXplmLVwe8ntHbF3cpIGFqmJ33pCWkIKYXq3+nmsNFQCJz1+2Mu5d57B5fTOHy4NVOXhy8b4H+/p+FuWCsIdNW5iOu7V/6Om6XwRrZoSkVs0aEYy93+ODp8d5ImzwzPDpaYNmddOVR/QOJMIYjr4dROWkHTYKpOGTTP+5WiGlMbMWB1Qc5KrqgnuNuFfdoxkK979V0vqXRCyIHugjS5KKSj21IqnVz6xZ09jGRwEKUpETU4mFe8Xn2KpiBImpxv9ZMTaJAWUeRCvEKs+ve6eqPynbv2/loPg5mswQzEbd/qePDfvYzzNlnfOk5yjDVPkNmDAvdW3TKDLJ0koBbJhVY1RdMluEDnvWcsDIJnvNMmCMIxJ4wYJ29OVqo9Q4IsE6W6aSgyn9TtWH1fFwtDJvr/XwWzr70uiZUcWoAMCPP3poSNqvV5s0avriYDzK9MFCRirAr7nHg5WpgqFKAiLMUl+kv37+VQP0xb6i72AUwHYH309wEnT0hxwyyE7viXHSf313avwdQ5LAgIAHCtUTEhAF+e/e9V5UvdiZxhh8L/AnNqgqS7C5+JGhUQkh9VhZ9czZ/YI406ZhnQjSL4+eGQHv1hO3iT2NAhgn6hgO/t1r6eZXxwWxCENUBZ9nDpn5zXsGTI7+pfOaq8dsKgysRQ5RcAHpGTEBB06YvTQ+b9q8ZcEA3qhlw6hqwLOG+xmH3LB2zRA+9/3dLyM+XBBBGwPUrsDpi1ZUCEnUiUqXIYKpwEdMW5iueHJE+tsQlVGTqA7NjoLc5y5eGYkLsYJCqhYB8ozduwZph6g4hvCpOxfvH/Cp5AyU7D28l/EUA//IV4K7SkpSJ8D4zsx94mfPj5yVZi1aGSpB2KDOt/vAn4M3/+Shdfe7jTSk89w/gmqpmUMtnXF0PPrexj0oVUEOWjSqE3B7Zi5TojIGVGqBUFQkLu6ZuO9WrA5WsgTDd/C/z9rz46vfqprzJjiryM2xSnpbNqod39mISNk+HSvDp5+T6ZnYG6eHt2OX5vHQyRyzo/dwYESqwBrUphE5OdibgqTxi8z0LDVZPxjKvCN4R2YLtgIdWntUarJZM3n3DpgUUEumq/89Uy2tT25K76OU9i1YZOZgVfvDa+NSrRpWELUIlReBqEHjupEYIE3stWnryixX7wiB4jfHNI+Fs1iMDJSmR8b56xfKvH1PvRtJg54O0opzifqOzUrVBBS4QdN6lcLn4NhMyGFUam58eVwEPXBp03q1U//x84oLe1s1jOBP7IAz9L4cPsdcs0a1GFExPoMkJOALqoK067d7z1YBMZqH1OvR1+PUVeeZjSjh8XuC+2+fHR0bJUqNgowe7uE3vJEe/E6R6SlByAb6JTR+er8O6TfPjI79m9d9rW8ozJhHVVXd8/akQCgEPQ5UdSRJMZcnQTFC4hyOnLEoemMCDCTjpJ3s6auemtarGczQm47fOnVvW4S0V61dG1WKCrxnm0ZxPrA4sTpHTFsQyILhfUFLIJbgOX+9OjRNF7dpHIhHzWrV0kWPDAsNWJUg0xvTW6QWpHq+/92p8RwIrkhhzrfZvWkLlkYSIWFr37R+VG2+u9Eg9+tfBkyM8+pewspU6Qr4xoLco2Yq3dKuJ6ueipVdae9Rr1LlCspnnlO7I91fIEtJGQa243eNjt1uwwjM+r1VV7yZw63XuUW8f4ZKPS+7dW8VWrLXvTA27sdMaPokEzj3vvrlOO4bvr5ljIogZ/muWMalyjdl+8+sXCl+jva9PbulBctWRyZsPvDUP75dqfaiekKCESjAUt/atXNoTiIWUJlR/XDqzAOhWuGkvZ4AwF++uX3Am+bWUPZLyQRMBWBDAXq6SsUW9aqLjqua4Fqq2qLyEiRPvv3tqBCyyVQ96FUNDGYNE2UZYxSqWb0lGxJ8L9vdzWTlfojvA06lAQsGyyxU1aqHH+Rmnx0T+MbOWBxjDkYF9N5+fdQWESw5ZI5Y8AYlcojMei6zbOAyfcZjbnkrID8zbRbwcuLWCy1euTqcdb/urQMic970u0BkqnFkjQP6tAunue1GLWLZMtjXRnlD1I+8NzVk+ozbZKeqgnVt9C9VfubzsDmdl807NkstGhQVhrJ+K6KJ6lgllRnIKrAsCm3GVCC3qHjCnCWROAi4esDGFUB+GI7HVIisSzwwcgUpxukL5Ob8tuvcIshT/rd76Iq/jYpFyQK6WTr200eL/VwmeN124tbp5J0/mvUTWHbq1iruW31BxB/D6xICM6VyPyiBBGXItIVp303bBPy7zvOxR7cgmW3YvEFAlfq+Xi+h9F5LVq0OYprAosrr0a5RbMAAl7tGZOfIv3mO9DgFydhc/9TIdModb0fbQgVe9b6vSsYRRM2SCmhMckEQXOLqtcg0esFIYZJWbFv9+PXtPCWHl99f1agXLjjSUgXLOz78gWyeL6zcrCiEAa6H7j71fLjXIRmQGc+IJJM/yMIZZfvPrRwUP0czcmG+yQNLEYYo85NDPwxH69/ASBygh49jcsNzlAS4Dehiu3EIlzyCMVoz1a5VPTJ+UKXfw75jVTdnYDYeev3rUU35HIQVqigG6j2Uhqj17aqaqo1z8hoknckgrSUr0lVH9qmsvpj3NaKRA+H59w8K5w8+RRzBtpW1G2EQEIhCly5OzWblECYnVqqlyD4/ixaAZGmygpycA5UJndhRHy6KbRVeax/fSyNnhrOyaeKR96dGZfintybE+0ggrGNCxHhz3Nyo1nbpXtx4rzqQjauAOTyV2NadmsbQ/ffvHZT++PqEqArsYfzpQb2i6jCo/8HsxcF4dc2cV/3Wdk3rB9FCZQsaFvhsosckdc3/7/FhwRIVLMGuRLvJ8tF8zfNrqu4BP9oj+oQ5GbIhJcPijodSkf6ewCiBElCP/v2b0aMSKLUV3Quc58HXvxZB1vkQWFUWlJUMqVPheXb49IDnaO36zuBF39G1cE0pyDCB1zop91M+LpadOEi8a+uGUdFjiEZF16Re9LPNaDpeiRFhgr1KhKq9l6r0hw+qQldF8ua7Ow7X5umh04PkZVBeNUv39cYXx6bv7tY1SDczFi0PIldeNbZbjzYRZCEzIHCVt6RJ8NA/zOaalx6DzRl6lkhmkhafrc8vMXXOvL/qVY/VcwdinTZvaTxX/8iIyl9cQa5zT/ge/m3LkgXB7hmVY05FveYXfxsZ7YBnz961sl951ze2D2QCgmJUo2yfnpWD4udoslkPFpo+0sHZe3ULmjuVERklGAREI9M1jE7OCmx04LWvBiTWvEGtdPB1r6Xv77Vx2v+aV9ONL30QWor/yIwE/PGUbaMfgm3poTNwfFjf9hFUWzSoFb1KEKwKsnJf41f7xEPJacuuv7tHt6DtexgzfMppyMCzsorhYpRxtH2Zu0Cm+lKx/XD/HukXh/cJRmGuLDPxI5sAoy+qUsv77762bacgTxyzbccipFkNVFk39WrfKBzZc8NnxrEft/2GMRIBikJIkrmjvoPIOCH9PopCqgDHrR9nfpBQ8/kPDI4qktli7v0sfXa9VFdLVq6KfiApMtfC8mDOEiHkO3e9m074w4CYXaMeJJA8OnhaHDPJMBUl6FR1Z/xju41aBBSqYlUlCEzBCP7m9uusSDIo/72/vJeurdijKJAgtUiiBCGbJaCxLSsIQpw0JrDgf9njwyt7kGT0Rl66X1TcNrWrXBCiYk7yzQlBvhJgSQAK1sZNBE9BVuUlyHjPbL4/UYFsEgIQMNPL8x3AxTRKl65aG9WfczW9AtaU1KmY9A8r79GK2U9mBtU1ziurEK4IQLiW7gusYMmHkSaC3MZiJJz2TCKzMddKUrZh83rBdjW+Uqox6rvRstV/z/bDvw4JXVhyicYciPA7P9ZfkR9UrTo3qsNs+pGYsfZAlr63/uHVz3w0tuKzoQ2eQZaDqOMFcWeTiDz1/X7R72eSGomBpc35ffiHbBSHSmdPy/afWzkofo5mWFxWTwVq7tJVafTMJVER+HdzcbQZOW9BBbOMZqaGOmiLDJjB5CfP2iXVr1MrND0JGYNkSg2sWnVnIUgxZ8cyW3RwjMO7B0yMLFpwYKo4TEkED+YBVo1d/+IHaduNmq8zzwiS5LSIEagGszO3+QGh52u39I8KQ9Cm0hIU9o7N4gEmpcZhecBR1lWypctQh01dGEofBp05Uf0mkJMe0lVHbh6Vne/xuxc/SNMXLou1OZwJYoa5w9teGxeVOPhUEDMwr9JmYKhv9esSgaFRBSwJFn1n4txKYXTVw9ylxTk4e/UkK9/cuUtUWgKATe3gXLCV828uDilIv1ZvTuJha4JjkHQIACpuM3AqJfOoghBo9MqnRqX3Js9PF3+l18dgPdUCaDzDcvrAjqlORTX72+fGBLmDBFmzBnViKbMKWvXhfL01fk5avZp4wOyo8N6eMC/6dY8NnBZSZwIXVR09VUFaBa0/pk/tOplzFcQdBzJRNkHrzQv3qLynEFyyIIMA7LpKWJasWJW27Ng0yDl+x6iKgXfwtGMkaOG1rr3rVr9W9XTNMVvEvCv4XzJ3+ZMj0rR5yyPgSQIgJO5x1arATt1FYiGZY1Rt9N9B74S1VcsCl6TjggcGVwaqvwyYHOiHYA8xYVt2ahqVmsRDr/Wse96Pe0KPOfcXkeGgCHGfTlsQwujUpXI//emhH8boCeH/bSp0gZnzX6pClbVX9UNBoX/PzAnbMIIMBM435J/N8/G9u9+rbCuU7T+3clD8HM3DxZnbCmDUADtv8rxlAdlwUJc+MSIIIiorzp8jsN8vC1IzA9z6KiBFIsycUSbDqL5O/MOA9PMnhwfMpp+TzWuMXggeft8xPDlkRsBcqiXmd645evOoyLJxqExgKjVwqwfUfB7HjdnoAY0q9KoXQwwb/MRhERlAClCNLqqAxpA+/tJ/UvSe9rr6lcqFymBXkCRnxxAbsukVXvPc6IBzzZLdf/oOkSw4r/p6Ah1CiH7i9S+MTQde+1pIwyE16Qmp2lRTejmk0zo0q185/qDS0H8TdGYvWhHQpmFzDhgb8/Gh00PaTOau4uL89dsc91l7bRwjMCpEoyD7btY2qtxJc5elx87YOXp/Pjezdw2253ELpB3Jxr3vTIqem+Qom+0ZVj7lKk2A9g7k4/R3VYgqOe/r2tukAWKn+EMjE6N1yLQFsWTW/QXKdJw2Vphj9NnzlqyKHZ6um3EWVawgxVHnJGiwxcsVq5yylYpag7Qb1q0V99jsxcuD8OXnHZs3CDiVMpBqUyUtGdAzRowxs7jNZc8Fc9Y4BVJM6ViK62lBt8THair3Fyk90GX9ioTGCMnIDxdH1ZgrREGVERqwHYTyDdUcQV8yyTxzRAQkoU8MmRaJi3+ja2r+Uw+VLjHCFNF3iYNKzzMVkPTC5emml8ZFPzyvi5Iwea5Amp6JrLrknjfGU3VJMHOv6v/+I9O3xBh3XgXvbO5TiStd2bJ9OlZmn36OJiCSaDJyoH+iIpk2f2kMfyMVXH5Y78h4DdLrq2iwcxaqC07JPj2mv2anoIW/CBtgMnJdHrDtOjcLeLZ+rZqpVr2PHJdK6cP5y+M1YCOZtIBKNDqTab6928bpmJvfTBcesEk4WWo44KqHv7NjDImXWn6QzQ7ucMULAXuCWTlSvSDBxPYIFZi9cPo9TEYtQMqcOW7rtDZp27hSzNoDP3Px8uhBfm07mp7F4CGb13Nz/LZVcHQqNGQQajZ6Vufs3T01rFUz1ahTPc1avDzgalWgQXTVpffUWxKQwL8qOabvB/aMHXovjA24jKNDfuHIVOt/7j8xht1J1qkUXhldnE0rBs1JQW4xQG4PooQBNMrRCmwqOipCem0+Qz9WhamKJIvGaV72+IgYYicXJ3kAr7n25iCzuVZYi66NgKfKth6IY+ek3VeqYlUOnVEM3hAjOG6rdPqf3o1qnhN1zAIsiBAK0LJRnXiPH+7XI/3+1Q8iKTAzmwk+GI92QIKMvVepuU9VUfpsL4yYEXCyoOH86tk+NmhgJC3uE5+5cauGMcqQxcSdM/Ahkk/XVh+psjhGELYk5W9Dp0egs5sUnInVmw2a8qdTt/1YHx0EKthKBFwbOchtJ20TyIaKq2/HJunXz4yOcw/Ov+750bGLVLIqgFv8LcGUYDx6xs7xzAjMR22zYSAbIOCDq2yvcAxIP+7vHx+4aSVEqs0hgXTdqpJ6yCyCo/+ReSbXl5DwCQQhjAeVstnL9u9b+Qz+FwxjT+BADjA8DcaTqSPa6B0IMCAfVZrgowqrsrovnIFMV7+pXsWDL9NdurI49yRwgvTyTsWdurYMarseH0KOQPCDvXukLTZsVgldauaD4zi350bMrAzkyAUPvFec7St1hr/424iYD8N8Bf2BrUjZ0foUVECzNnkIfKXGOYAYv7fnxqErCeb8SO+zUTpj925RJY+duST6eRz2JY8OTT8+cJP4DqBfVd+373o35hBtPAD96uuB3PbcpHV6bUwxIHz7z++lxwZ9GOdBZUXhZo9fvxRBxOxinJ9CitENJsM3CiOII9IIvjQ36XjqG5k1PfvegTEkP44odM/WaasNm6b3L94n1FEwUBFMQHXF8RhKRbOD8CHIWcCrByuwYn069xIk5952jQffnZrenzwv4GXVFBP8OHMGwrWZXiKg16Ty2+EXz0fCoDoHaV7z/Jh06WPDYm4Q6Yb94vDNYs2QXqBkS08ZSqDSnb9kZSATtE5ji33MkC5Kt79mw8eMcOQCmcDnOCVt2UjvufY0Xo0ULVqxJgKAQGhsgYg3YQOQtqp2g+b1K7fDMwkfM2NJhQakyS58cHDA4a7PWz/aM535l/ejEhMgnQvkIco9YMiqQ0OECARUKlISjGHTFsX9iKwjIbID9OnhM+I9jty6QyRXVpXpH++1SZtY1NuuSZ30i8N7R3LhXvFfTGl22p/eTfv1bhuIQ1XDImcQGcFLdeu8QTbWx071nFbdy/mvmkRU0lpV57Vsn1NQfOWVV9JBBx2U2rdvHxf94YcfXufnHvKLL744tWvXLtWrVy/ttddeacyYIlEg29y5c9Nxxx2XGjdunJo2bZpOPfXUtHjxunNagwcPTrvsskuqW7du6tixY7ryyis/diz3339/6tmzZ7ymd+/e6cknn0z/KyY7rF2jRow9tGpcu3LAV9Uo++P4VUmvj50Vzo9uqcCZRcDBUObMQCo/PmCTeDAO7NM2rSmsrWR2EgzODE69oSwOzYnIgJmH9pdPFfssMmTMQ0SCDNnJis2W5T2O2VREFsbm+T2ByWqe7+zeLb1y/u5RdcpgZbhYp7aEMH1G4yVXHtEnbdSiuN19fWZcBTkHccQ4Ab1IToVe6cUH9QoyDdak96KlukHzevFdQLPm8G45ceuAwUCiIFW/a8cieE6CYKO7mbaLHh4SJCeqLeyrW22QGtcrbqfPKjaug8+VtMgfXho9Kyqi5WvWxvferkvLWCMFcjQs73yAJouOm5h3o7imgoPqwXVD6qAfCtbUZ563bGUEE7NvKqdT73g74Drmu4EmCQqAjwWgA3u3j16wZMD19xkcumTJALnvoLorhTglTSqyg7ZoH4HVrOivj9w87blpmwimuTIWAK0rQoRp36R+5ZzrE2fuEgLUepXZEKx8jvlMyMPcJStiFETl7Tj7bNA4jlGFv2PX5unWVz9IG1dU6Nn0OgUr11PvlTkef76/d/eAW1VpWgvGJASxU+94J0g4iEE/fXRYENKo0DhP7qhfHdUnNkcQXnfu9SBtLgGjG4A/rV/ndO9pO6TXx84NkhJSFOiZfOGTQ6an8bOXBgTu+ULqIV6A+Ob5oxvs3tfDLbWiyEK1SHJUlvF8LbUayuquBuv4SEnTp2kq6UzOKdvnHBSXLFmSNt9883T99dev9+eC17XXXptuuumm1L9//9SgQYO07777puXLPyIRCIjDhg1Lzz77bHr88ccj0J522mmVP1+4cGHaZ599UqdOndK7776brrrqqvTTn/403XzzzZWveeONN9Kxxx4bAfX9999Phx56aPwZOnRo+l+wXu2apB5tG8YA9MRZS1KrRsXFqLa3m1OS5ZPnOmjzDtETY+j8YEQPPkFwJgB6aOlIyqo5aX0PQUVVk7fal9r39+oWNG4/9wfZgglwft84BOiJUyfuTe6NPmmpPTpoasy9nbVXUSbNWARYylwVZ5gNPPWDewcW5yffmhgsQg4mr8dan4HOsA8RWRhhZ6LVeRxBb/GON8ZHP8nxqxBVWSjrqmwBDVFEwkE7VYC2mohOKTEBOpMqdGMSXKj3UNFmxZFS49RaN6qd3h4/J/2pYiTCOe3XrXX0FY0wfOW6V4OIpOricO3KM8yNSKKvZO8k8krsFVQ9LF2V9t2sTdqwWf043mDzVq8e8Kpri8GJEap3CmLFzBz+4YJgr6qEES+O3nbDYENCE6gLYVhiZV77wpjirsM6Bt2XBdGIqX5It4FdsWxvP2mbgE+xTC081sslm2Z5MVaqbe7GF/J2esFb4Fq9ek2woFVtKmMCCZAKveGhUxam7m0aR28ydv0tXx0JWJ8Oxc0vZgQ3aNYgEoxSA7GDtRHAEIQELhVjDnKQD5JtArPf1WIQ5O48dbu4T9yDjk01Dl6VTBz9+7fi3jOC88h3i+vXBE+zwkhFlIQQySQB7vmLDto0PTZoavRXHz5jp9gFyVSj1mv53RN3tCuxRhCvPKt536Zk46H3p6S/DZkWwVsVnnvw5hddp1J41z3gGv09871LK/J/ZIJuGTr9dOxfPov7779/uuyyy9Jhhx32sZ/JgH7729+mn/zkJ+mQQw5Jffr0SXfeeWeaNm1aZUU5YsSI9NRTT6Vbb701bbfddmnnnXdO1113Xbrnnnvideyuu+5KK1euTH/4wx9Sr1690jHHHJPOPPPMdPXVV1d+1jXXXJP222+/dN5556VNNtkkXXrppWnLLbdMv/vd79L/goHf7BykDDJuztLY6D5y2sLocx211QYVEmXVIliOrZCg4oQtHQaZepgx0jgzVSLneN87UyIogcWa1asdgbe0/1CcQ5udzvrLwPjfd7w+ITL80rkt1ZZqA7nHQ2kf343HbRWfXWpn7dl9HfjII27+7LInhodTzZ9HsQNsSS0GnV01I9NnVTc3ZDOrJohi2zLfwcwZsWumYluzpriJXc+zXs3q6fv3fLRBQzYveHGYVGfAhWA6PU4w3SVf2TQk1XxGwzq557Q2YMeqdvmTw4PIYCgePHXbaxPi+MlrmdlUBaho/a4qePDk+WnhilUhhaaSUwURfjdG8fMnhscqKMENhKh/aHZx607NosryPVUfghShdNcCW1KQ2ah5g3T4lh2KSjiLVwRqIAkSfCQbFgLTDTVGY7vFlhs0jUCF9GHLB1lBRBNB0PX2M0Fy4fKVwfLlxK0427Rdk+glYzjqVYMOSdvZfmGHpMH9Vg3rBsnrmhfGpEcGfhgVlM/uvUHjOPeCF7KYAPL+xLlpwbLiXCQoVaDCKC217q0bRZKU1X6ufm5UKP1c+dSICD7F/m9RQNv3gQyc/9dBkcQ4z+5N+yi1GgS4KfOXBeRP7s49qoIS1I0/6KXrzRKPYH/+xnaRzNz88geR1JVq+kJJtAAsif7r6TtFr5BRkNJz/Mrm7WKdlKrw/Ynz0mNDPkxHbrVBCDlkQfBPMiM6zPXTSig1Va+k9NwHBlX+2yc9K2X79O1TTS3Gjx+fpk+fHpBptiZNmkTwe/PNN+N/+y/IdOutPyIQeH316tWjssyv6devX6pd+6OmtGpz1KhRad68eZWvKf2c/Jr8OeuzFStWRBVa+ue/ZWbhOELyZ8gUHtKxs5YE1f+D2UtCIFuWrlfE6TCBT29CZk6pf8yMJfEaM3YqCLDb7j3bBBHBol/jEaUmgHK6Wf9Uv7C0n8E5/PTRodHL0YNRxXBWuVootar/pgcnMIyevrhSQstgvQ0T4FjHLAghbyAFYVkiopQmVJlFa0ibg9Pbyya7zyo9jls/0vC5jHuzDRpHYDnv/kHpuFvfSje8MDbEtsGKhr1V2CoJUJiAbV7R9zaQDjJTwZgJxK7M8DQoDCRK5Ub/FVFDtcPBy/4l+kg0vvPx228UvciOLeqH5NzJO24UAYszV8nL4vV32zSuF1WhNVXeX3WJ+arSlxxxkBKIHbu0CDYhXVt9LBWbz/zDaxOiYpc86TMikbgfVN6WKQs8Q6cujARl3rJVcT31MI3C6K1x+tAJ4zGqraN+/2Z6YvD0EJDwHe3HVGUhCilsLti/ZxCgBHL2y6dHRk+QXB9yjd4jtSLJHbWdI7feMBIB1ZUgZCyFys2U+ctDuNvqMAzT0pk+hngkEHD87v/xs5aGUpAlvlYqnf7nd0Om7tRduoTWqNd4XkDTBA0woFW9iEb7/OblGAF56dzdomWQTeXnfs6G/Wz+V7/PWipC7zVqVA892pzQ2ZZiPZMxKFqwxlmY5I7IhPtcdSZ5ca0b16kVs63/jOV9jqBderWlJokxFoIzkO2rN7wRfXR2++vjA7Uo2/8A+1RAZG3arEus8L/zz/y3devW6x5EzZqpefPm67ymc+d1HXp+Tz9r1qxZ/Pfvfc767Be/+EX62c9+lr4IJkicv2/PcOoeKBmxTRCyeLNRCAS2XahwOPwcGAgTY5wiieQgoVciW+7XvfigcX4IMHd/c7t4aL2/oXcUc0FBtQb6KR1CZqrM4dMWpV8fWbw+Kp/c8/MzgSRvsuDAQIccmgBNRm7fXu3CyWQzSG8Wb31Zs+OiwpINZKtiEwCsOiqtcJmg5l/AUAKqKhFEiZ7/vT26x3gLaFb/z5gBR2VQPa9LwnxEHMEOFMyY76KHxEH5mv6rAuM8zaA5/6oL31dfU4VqTdBVT42K90EwUTEgAgke9jaet2/P2JYwaPKs2ByiaqHVqW/3yPvTAqIcP2txSJSBb33PbTdqFucKuxNpx+aGXTZuGcGU81Vh2ennPnjrg7kxFwhqveftydEzBZ1f+tjw0NI0rO47zV+yKnqoyCZOpaDtXtObpYpCZP2Kw3uHvij5PefHNX15zKx05u4bR38428Q5y6KnLBFCckGUAte6z7y3zzUyoDo7fvsNI9mxFUSPVA9X/3z+0tXpgXemhGgFuDObe0dCdfWzo+K/+ud/OW27YMXadPHY4A9DD9W9qAcLcQCndgm5t9XxrEgIEYjoCUhQ9MOr3j9Vzc9Vw5IXc56IQfqtH4neV08/3K+YFDDEuDwkX0qYAftKsiSkU+YWBcP/FfO+D5z+UfDL86ilDFv2xJk7VxKK+IEVFazssn0GVvgPzK8/9NBDlf/79ddfj3+bNm3aOq878sgjC0cddVT8/fLLLy907979Y+/VqlWrwg033BB/33vvvQunnXbaOj8fNmxYvPfw4cPjf9eqVatw9913r/Oa66+/vtC6detPPN7ly5cXFixYUPln8uTJ8Z7+/t+2OYtXFDa7+KnC9+95v7DFz54uvPnB7MqfnfSH/oXv3f1e4Y7XxxVOvWNAYdXqNYUXRsz4xPeatWh5Yfai5YVFy1cVvnvXu4WXR80s/P7lsZU/f2X0zML0Bcv+4THlz/hw/rLCU0M/LIyftbjwzLDp8W+vjp5VGDNjYfzdZ51z38A4rn/XHPOdb4wvDJkyf70///NbEwoDJ82Lvz82aGrhg5mLKn/m73e8Pr6wdMXqwtXPjCpc+9zoj73PyA8XFq55bnSh0wWPF064rX/82+Llqwq3vPJBYfLcJYUlK1YV/vTmhPiubPWatfGdvc87E+bGuVxZ8f1GTV9YWLB0ReHRgVMKj7w/tTBg/JzCmjVr4zVs7dq1hWeHTS/MWLCsMGnOksJrY2YVPmvrP25O4cnB6z53ZSvb/6+2YMGCz8x3f6qVYtu2xax8xowZwT7N5n9vscUWla+ZObNI98+2evXqYKTm3/dfv1Nq+X//o9fkn6/P6tSpE3++iAaae/7cXVOjOrUiYy1tzMtGQZp6WWBFkN/6IM1seXYKFIj9ia5tWD1baQ/x7xkJKaYibdukeF6zALTsOBtm7K+O3Pxf/s5Vj5ko9ydZ6VaPLP+WTeaes3ds1fWZ84XZKzP3XwbKNfqRzXB5NlVxnq2sahkeRoIqtTxWkmcRs5UumP2szPhI2cpWti9YTxHkKSg9//zzlf+mb6dXuMMORYjAf+fPnx+s0mwvvPBCWrt2bfQe82swUlet+kiuDFO1R48eAZ3m15R+Tn5N/pz/RQOBglWrDiKD8/SW/Fez32zTP0O/RnTAfuT8q77nl9EEOn3NMnW9bGUr2yfav1paLlq0qPD+++/HH79+9dVXx98nTpwYP7/iiisKTZs2LTzyyCOFwYMHFw455JBC586dC8uWfQT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transcript_idnamegeometryxygeneindex_rightcell_id_str
07536857POINT (1748.600 11003.460)1748.6011003.46ACTN4500.0aajhaeep-1
17542783POINT (1749.120 11050.880)1749.1211050.88ADD1819.0aahoobof-1
275481103POINT (1747.210 11048.900)1747.2111048.90ADNP819.0aahoobof-1
375578152POINT (1742.430 11018.820)1742.4311018.82AKT2498.0aaidpdeb-1
475658161POINT (1747.350 11016.100)1747.3511016.10ALDOA498.0aaidpdeb-1
\n", + "
" + ], + "text/plain": [ + " transcript_id name geometry x y gene \\\n", + "0 75368 57 POINT (1748.600 11003.460) 1748.60 11003.46 ACTN4 \n", + "1 75427 83 POINT (1749.120 11050.880) 1749.12 11050.88 ADD1 \n", + "2 75481 103 POINT (1747.210 11048.900) 1747.21 11048.90 ADNP \n", + "3 75578 152 POINT (1742.430 11018.820) 1742.43 11018.82 AKT2 \n", + "4 75658 161 POINT (1747.350 11016.100) 1747.35 11016.10 ALDOA \n", + "\n", + " index_right cell_id_str \n", + "0 500.0 aajhaeep-1 \n", + "1 819.0 aahoobof-1 \n", + "2 819.0 aahoobof-1 \n", + "3 498.0 aaidpdeb-1 \n", + "4 498.0 aaidpdeb-1 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trx_in_cells.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "10d4127a-862a-413e-997e-f1ee163d6a55", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trx_in_cells.plot()" ] }, { "cell_type": "code", "execution_count": null, - "id": "0b314e5f-ec15-497f-aff1-59371dd3bc70", + "id": "de2f925e-bf24-4c6b-8743-ac6ce6e7e113", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "52a58545-b4d7-4c33-aff8-895f67e641e4", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "def summarize_roi_metrics(\n", + " trx_hits,\n", + " cell_hits,\n", + " trx_in_cells,\n", + " gene_col=\"gene\", # or \"name\" if still using gene int ids\n", + " cell_id_col=\"cell_id_str\" # or \"cell_id_int\"\n", + "):\n", + " # Basic counts\n", + " total_transcripts = len(trx_hits)\n", + " total_cells = len(cell_hits)\n", + "\n", + " assigned_mask = trx_in_cells[cell_id_col].notna()\n", + " assigned_transcripts = int(assigned_mask.sum())\n", + " unassigned_transcripts = int((~assigned_mask).sum())\n", + "\n", + " proportion_assigned = (\n", + " assigned_transcripts / total_transcripts if total_transcripts > 0 else np.nan\n", + " )\n", + "\n", + " # ROI area\n", + " roi_area = cell_hits.unary_union.envelope.area if total_cells > 0 else np.nan\n", + "\n", + " # Better: actual polygon area from ROI if available outside this function\n", + " # pass it in separately if you want exact ROI area\n", + "\n", + " # Cell areas\n", + " if total_cells > 0:\n", + " cell_areas = cell_hits.geometry.area\n", + " avg_cell_area = float(cell_areas.mean())\n", + " median_cell_area = float(cell_areas.median())\n", + " min_cell_area = float(cell_areas.min())\n", + " max_cell_area = float(cell_areas.max())\n", + " else:\n", + " avg_cell_area = median_cell_area = min_cell_area = max_cell_area = np.nan\n", + "\n", + " # Transcripts per cell\n", + " if assigned_transcripts > 0:\n", + " trx_per_cell = (\n", + " trx_in_cells.loc[assigned_mask]\n", + " .groupby(cell_id_col)\n", + " .size()\n", + " )\n", + " avg_transcripts_per_cell = float(trx_per_cell.mean())\n", + " median_transcripts_per_cell = float(trx_per_cell.median())\n", + " max_transcripts_per_cell = int(trx_per_cell.max())\n", + " else:\n", + " avg_transcripts_per_cell = median_transcripts_per_cell = np.nan\n", + " max_transcripts_per_cell = np.nan\n", + "\n", + " # Unique genes detected\n", + " if gene_col in trx_hits.columns and total_transcripts > 0:\n", + " n_genes_detected = int(trx_hits[gene_col].nunique())\n", + " else:\n", + " n_genes_detected = np.nan\n", + "\n", + " metrics = pd.Series({\n", + " \"total_transcripts\": total_transcripts,\n", + " \"assigned_transcripts\": assigned_transcripts,\n", + " \"unassigned_transcripts\": unassigned_transcripts,\n", + " \"proportion_transcripts_assigned\": proportion_assigned,\n", + " \"total_cells\": total_cells,\n", + " \"avg_cell_area\": avg_cell_area,\n", + " \"median_cell_area\": median_cell_area,\n", + " \"min_cell_area\": min_cell_area,\n", + " \"max_cell_area\": max_cell_area,\n", + " \"avg_transcripts_per_cell\": avg_transcripts_per_cell,\n", + " \"median_transcripts_per_cell\": median_transcripts_per_cell,\n", + " \"max_transcripts_per_cell\": max_transcripts_per_cell,\n", + " \"n_genes_detected\": n_genes_detected,\n", + " })\n", + "\n", + " return metrics\n", + "\n", + "def add_roi_density_metrics(metrics, roi_gdf, roi_idx=0):\n", + " roi_area = roi_gdf.geometry.iloc[roi_idx].area\n", + "\n", + " metrics = metrics.copy()\n", + " metrics[\"roi_area\"] = roi_area\n", + " metrics[\"transcript_density\"] = (\n", + " metrics[\"total_transcripts\"] / roi_area if roi_area > 0 else np.nan\n", + " )\n", + " metrics[\"cell_density\"] = (\n", + " metrics[\"total_cells\"] / roi_area if roi_area > 0 else np.nan\n", + " )\n", + " return metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "f6045467-dffd-485f-a4c8-9fba9a92804b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total_transcripts 6.129511e+06\n", + "assigned_transcripts 4.264783e+06\n", + "unassigned_transcripts 1.864819e+06\n", + "proportion_transcripts_assigned 6.957787e-01\n", + "total_cells 1.579200e+04\n", + "avg_cell_area 1.218729e+03\n", + "median_cell_area 1.072000e+03\n", + "min_cell_area 4.650000e+01\n", + "max_cell_area 1.152050e+04\n", + "avg_transcripts_per_cell 2.707799e+02\n", + "median_transcripts_per_cell 2.080000e+02\n", + "max_transcripts_per_cell 3.391000e+03\n", + "n_genes_detected 9.138000e+03\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "roi_metrics = summarize_roi_metrics(\n", + " trx_hits=trx_hits_gdf, # or trx_hits if same rows\n", + " cell_hits=cell_hits,\n", + " trx_in_cells=trx_in_cells,\n", + " gene_col=\"gene\", # switch to \"name\" if needed\n", + " cell_id_col=\"cell_id_str\",\n", + ")\n", + "\n", + "print(roi_metrics)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "a2160e38-26c8-4044-ada1-5f593888a3b9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total_transcripts 6.129511e+06\n", + "assigned_transcripts 4.264783e+06\n", + "unassigned_transcripts 1.864819e+06\n", + "proportion_transcripts_assigned 6.957787e-01\n", + "total_cells 1.579200e+04\n", + "avg_cell_area 1.218729e+03\n", + "median_cell_area 1.072000e+03\n", + "min_cell_area 4.650000e+01\n", + "max_cell_area 1.152050e+04\n", + "avg_transcripts_per_cell 2.707799e+02\n", + "median_transcripts_per_cell 2.080000e+02\n", + "max_transcripts_per_cell 3.391000e+03\n", + "n_genes_detected 9.138000e+03\n", + "roi_area 9.668889e+07\n", + "transcript_density 6.339416e-02\n", + "cell_density 1.633280e-04\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "roi_metrics = add_roi_density_metrics(roi_metrics, polygon_gdf_px, roi_idx=0)\n", + "print(roi_metrics)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "234ade95-f64b-45b6-ae69-3540b20fd106", + "metadata": {}, + "outputs": [], + "source": [ + "def extra_roi_metrics(trx_in_cells, cell_hits, gene_col=\"gene\", cell_id_col=\"cell_id_str\"):\n", + " assigned = trx_in_cells[trx_in_cells[cell_id_col].notna()].copy()\n", + "\n", + " # cells with at least one transcript\n", + " n_cells_with_transcripts = assigned[cell_id_col].nunique()\n", + "\n", + " # fraction of ROI cells that got at least one transcript\n", + " frac_cells_with_transcripts = (\n", + " n_cells_with_transcripts / len(cell_hits) if len(cell_hits) > 0 else np.nan\n", + " )\n", + "\n", + " # genes per cell\n", + " if len(assigned) > 0 and gene_col in assigned.columns:\n", + " genes_per_cell = assigned.groupby(cell_id_col)[gene_col].nunique()\n", + " avg_genes_per_cell = float(genes_per_cell.mean())\n", + " median_genes_per_cell = float(genes_per_cell.median())\n", + " else:\n", + " avg_genes_per_cell = np.nan\n", + " median_genes_per_cell = np.nan\n", + "\n", + " return pd.Series({\n", + " \"cells_with_at_least_one_transcript\": n_cells_with_transcripts,\n", + " \"fraction_cells_with_at_least_one_transcript\": frac_cells_with_transcripts,\n", + " \"avg_genes_per_cell\": avg_genes_per_cell,\n", + " \"median_genes_per_cell\": median_genes_per_cell,\n", + " })" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "fa6c8923-284e-4df2-bbaa-ef6a655bfce0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total_transcripts 6.129511e+06\n", + "assigned_transcripts 4.264783e+06\n", + "unassigned_transcripts 1.864819e+06\n", + "proportion_transcripts_assigned 6.957787e-01\n", + "total_cells 1.579200e+04\n", + "avg_cell_area 1.218729e+03\n", + "median_cell_area 1.072000e+03\n", + "min_cell_area 4.650000e+01\n", + "max_cell_area 1.152050e+04\n", + "avg_transcripts_per_cell 2.707799e+02\n", + "median_transcripts_per_cell 2.080000e+02\n", + "max_transcripts_per_cell 3.391000e+03\n", + "n_genes_detected 9.138000e+03\n", + "roi_area 9.668889e+07\n", + "transcript_density 6.339416e-02\n", + "cell_density 1.633280e-04\n", + "cells_with_at_least_one_transcript 1.575000e+04\n", + "fraction_cells_with_at_least_one_transcript 9.973404e-01\n", + "avg_genes_per_cell 1.933636e+02\n", + "median_genes_per_cell 1.650000e+02\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "roi_metrics = pd.concat([\n", + " roi_metrics,\n", + " extra_roi_metrics(\n", + " trx_in_cells,\n", + " cell_hits,\n", + " gene_col=\"gene\",\n", + " cell_id_col=\"cell_id_str\",\n", + " )\n", + "])\n", + "\n", + "print(roi_metrics)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "2d3db277-55d6-470e-a306-7d2096475438", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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total_transcripts6.129511e+06
assigned_transcripts4.264783e+06
unassigned_transcripts1.864819e+06
proportion_transcripts_assigned6.957787e-01
total_cells1.579200e+04
avg_cell_area1.218729e+03
median_cell_area1.072000e+03
min_cell_area4.650000e+01
max_cell_area1.152050e+04
avg_transcripts_per_cell2.707799e+02
median_transcripts_per_cell2.080000e+02
max_transcripts_per_cell3.391000e+03
n_genes_detected9.138000e+03
roi_area9.668889e+07
transcript_density6.339416e-02
cell_density1.633280e-04
cells_with_at_least_one_transcript1.575000e+04
fraction_cells_with_at_least_one_transcript9.973404e-01
avg_genes_per_cell1.933636e+02
median_genes_per_cell1.650000e+02
\n", + "
" + ], + "text/plain": [ + " value\n", + "total_transcripts 6.129511e+06\n", + "assigned_transcripts 4.264783e+06\n", + "unassigned_transcripts 1.864819e+06\n", + "proportion_transcripts_assigned 6.957787e-01\n", + "total_cells 1.579200e+04\n", + "avg_cell_area 1.218729e+03\n", + "median_cell_area 1.072000e+03\n", + "min_cell_area 4.650000e+01\n", + "max_cell_area 1.152050e+04\n", + "avg_transcripts_per_cell 2.707799e+02\n", + "median_transcripts_per_cell 2.080000e+02\n", + "max_transcripts_per_cell 3.391000e+03\n", + "n_genes_detected 9.138000e+03\n", + "roi_area 9.668889e+07\n", + "transcript_density 6.339416e-02\n", + "cell_density 1.633280e-04\n", + "cells_with_at_least_one_transcript 1.575000e+04\n", + "fraction_cells_with_at_least_one_transcript 9.973404e-01\n", + "avg_genes_per_cell 1.933636e+02\n", + "median_genes_per_cell 1.650000e+02" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "roi_metrics.to_frame(name=\"value\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8285ade2-50c0-4797-a5b8-5fd51641c88a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "91bc64d9-e200-4f3a-a074-f3ada6ddfbce", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jishar/Documents/celldega/dega/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n" + ] + }, + { + "data": { + "image/png": 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/X5jy4OfF1MmlQH8KinT6a/D3nv+nKd7oa8H3RRi5Yus4W0/5WTCtR1HH9lY+l9j/z6Tg/xf+DeE++V6YhmPbsxkN5P9xvsdPPvnEEhKMgLDo+FJ+b4Q05gp3uQhZnBYtWniyZcvmOXv2bMBt2GIaERHhOXLkiOenn37yNG3a1GoHZWtg6dKlPd27d/fs37/ft/0777zjuemmmzz58uXzZM+e3VOlShWrlZRtpIHaWwnPgW1uBQoUsNpCW7du7Wsdff/99xO89vDhw36v162AZpunbqFkiyHb6/jF8+FxuG+TwYMHe8qVK2e1dt5www1WayhbW5NqbzW59dZbrXPo0qVLgueS89klxvr16z3333+/9Xq25/K2ffv21uNO2ELq1mLsfD9sb2W7a/Hixa2fFc+fbZbO7YYOHeqpX7++1T7Mz6dChQqefv36eU6ePGk9z7Zg3mdrc+7cua3Pmd/zM02svZXw5/jAAw9Yr2OrI3/fFi1aZH2O48eP93st9+vE7XdJtyez7ZXvi/uuVq2a57nnnvPs27fPr5X2zTff9L3/hg0betasWWOdY2q1t7q1nB4/ftzTqVMnT6FChazf9TvvvNOzYcOGBMcNtI+5c+daj/OW/Pfff54OHTpYv1P8+fB3o3nz5lbbugnbbNkOzf8D/B0sXLiw53//+5/VXq7hfgO1mwZqb123bp3n3nvvtT7n/Pnze3r37u05f/6832v5/vg7xM9Ztw8n9/dGuLKE8J+0FjOCkFHgFWmtWrWsKyTmm4XggCZivDqncROjKELGhHVXTMWwriWto0DClUNqNIQsi1tXBVMprGVgMakQHD935u2ZUmLYX5whBeHKIzUaQpaF/fTLli2z8sUcuMZcOb9Yk5CUDbiQeWGrJ8UGB5KxAJDFybTnZt3J5bZZCoKQckRoCFkWFiPSS4DdAmyJpUkRQ7Mvv/xyep+akIawOJaFf3S1ZIsnO5QY0bic4kRBEC4dqdEQBEEQBCHNkBoNQRAEQRDSDBEagiAIgiCkGUFdo0FzGU74o0HQpRj5CIIgCEKw4vF4LDM3Gqbpqc1uBLXQoMiQ7gNBEARBuHR2795tObIGIqiFBiMZ+kNij70gCIIgCMnj1KlT1sW6XksDEdRCQ6dLKDJEaAiCIAhCykmq9ECKQQVBEARBSDNEaAiCIAiCkGaI0BAEQRAEIc0I6hqN5MCBTBcvXkzv0xCuMGFhYdZ8FGl7FgRBuDxEaCQC52Ps2bPH6hUWgo8cOXKgePHiiIyMTO9TEQRByLSI0EgkkkGRwcWmcOHCcmUbRFBYxsTE4PDhw9i+fTuuvvrqRM1oBEEQhMCI0AgA0yVccCgyZLR08MGfeUREBHbu3GmJjmzZsqX3KQmCIGRK5DItCSSSEbxIFEMQBOHykb+kgiAIgiCkGSI0BEEQBEFIM0RoCMmmbNmy+Oyzz5ARyEjnIgiCIARGikGFZPPvv/8iZ86c6X0agiAIQiZChIaQbNiBIwiCIAgpQVInWZAZM2agXr16yJcvHwoWLIjmzZtj69at1nNs1ezdu7dlRMWWzTJlyqB///7Wc2znfeONN1C6dGlERUWhRIkSePLJJwOmKzZs2GAdh/u59tpr8ccff1hdOlOmTLGe37Fjh3V/0qRJaNSokeVJUqNGDSxZssTvfBcuXIjbbrvNainlyGEe8+zZs77nDx06hBYtWljPlytXDuPGjUvzz1AQBEFIHURoXAFi4+Kx7fAZ6/ZKwEW6b9++WLp0KWbPnm21abZp0wbx8fH44osv8Msvv+DHH3/Exo0brUWbAoJMnDgRn376KYYOHYrNmzdbgqFatWoBDc1at25tiYe///4bw4YNw8svv+y6LR9/9tlnsWLFClSqVAkdOnRAbGys9RwF0F133YW2bdti1apV+OGHHyzhQTGkefTRR7F7927MnTsXP/30EwYPHmyJD0EQBCET4AliTp48SW9x69bJ+fPnPevWrbNuL4eLsXGeFl8s8JR5fpp1y/tXmsOHD1vvc/Xq1Z4nnnjC07hxY098fHyC7T7++GNPpUqVPDExMa77KVOmjOfTTz+1vv/tt9884eHhnv379/uenzVrlnWcyZMnW/e3b99u3R8xYoRvm7Vr11qPrV+/3rrfuXNnT7du3fyOs2DBAk9oaKj12W/cuNHa/p9//vE9z9fyMX0uaUVq/Q4IgiAE2xpqIhGNNGbXsXNYtfek9T1veT+tYTSCUYPy5csjT548vojFrl27rOgAIwuVK1e2UhQzZ870va5du3Y4f/689bquXbti8uTJvsiDE0ZDmOYoVqyY77GbbrrJddvq1av7vmfKhuiIxMqVKzFmzBjkypXL93XnnXda0Rfaf69fv94abla7dm3fPqpUqWKlhYTMA9Ny/H06fvw4Msr5MNonkTFBSHukGDSNKV0gB6pfldcSGdVL5rXupzWsZ2DtxfDhw606Cy7aVatWteozrr/+emsB/+2336yaivvuuw+33367lZKgcKCA4OOzZs1Cz5498eGHH2L+/PmWHfelYr5WO63ynPTguu7du/vVgmhYK7Jp0yYEBRcvABtnAPuWAyGhQOW7gGx5gYIV1fPHdwD5ywJh3v+ycbF47tORWHn0LMqH7MfN2IBtKIMJ8Q3xUJ2KeLl1zSt33jsWAWVvBULDE56nlz/mzMPr38zB2blnMOX5Zqh2VQGkJ++//76VguPvHkV10aJF0/V8BCErI0IjjQkPC8WknnWtSAZFBu+nJUePHrXEAkUGCywJax5MGOW4//77ra97773XqpE4duwYChQoYBVcUqjwq1evXlb0YPXq1ZZAMWFEhHUTBw8e9P2RZvtrSuF+161bh4oVvQuqAx6fUZVly5bhxhtvtB7j+ztx4gSyDOdPAAPK+D+26BN1W6wmQG22fwVQvBbQ5Q/r4d0f1MEH0ZuBKP+XveEZi9f+aY+V24+gRpdBQG474pQmIuODssDF80B4NqDQ1cCB1UCxakCj14Dy9YGIbDhz9hze+30jcleuhi9Ch6DXl2dQJvQE3u7TGWWLFrH3FxcbUKj4CZqIS5s7s3D1Ruwe3wetPUvwDIA2HYDy5z7Eqc8/xNFs5ZE7fhvWoCBK4yjyALBm9t76HHB4DdDsQyBvySSPceL4Ecwb/TaqHPsVxfPkRt4HhwMLv0LM+p/wTnRLjPO0Q5n8kZjUuyHy5cyGE4f3YPKnffGT52Zs85TB8xX34dE6ZYDQMJyNi8SROZ/hfN4SKB91AZHXtgT4dYnvXxAyhdBgdwI7CNhtwAWpbt26GDBggLXoaC5cuIBnnnkG48ePR3R0tBUG55WDecXAEP7jjz9uFfcxVN6xY0dr3wyRa+bNm2cVNK5du9a60n7llVessL/JoEGDrCvuAwcOWN0MX375ZcDwfXpCcVG+cK4rcqz8+fNbnSYszmSagp/1Cy+84Hv+k08+sR6vVauWVSQ6YcIEK/3BVARTGCzyvPnmm60iz2+//db6OTM64uSOO+5AhQoVrJ/dBx98gNOnT1s/o5TOh3n++edRp04dq/izS5culk8HhQcjKgMHDrR+tyiEeOX51VdfWb8jTz31VNYZdMcF1CkyTA6ssL/fvxw4usWKHJSiyHAhNAR4J3I8wGzdx5WBZzYmT2xcykLO7SkySOwFJTKsc14NfN8OiMiO2L6bsH1AA8zNsQ0eD383gPmeF6zbC4Pfxz/tl+Kma65Wxx/eEDi0HihRC+isBJUlPHIWAj6qBMRFA2HZgDveBkrfDBS9TgmSxAQKOX8Cy8e9glt3j0WIEZirYikJoBD/id9mfX89jvq/dtEH1o1n43RMqv4F2t7eBPtGdcKZw9vRPf4pNK/XEM80r2ptc+LoAeT+ojJa89efp3HuMDzDm1g6kYd6K+oXPBI/E3NPNkCDt4/h8Vo50X3dI+gUCXTC74j3AKF7APykDk3HGsu1RmebNk5F/OSuCA3PDVRrBzR9HcguKUQh45Oiy2uG0HmV+9dff1kLASecNm3a1K8V8emnn8bUqVOtBYzb79u3D/fcc4/veS5kzZo1s8L4ixcvxtdff20tcK+99ppvG4b2uQ1bIllPwIWFi9Dvv//u24bdCRQir7/+Ov777z9LaFDUBHvOleKBIo8RAKZL+POgGNPkzp3bEgY33HCDFSFgC+r06dOt11FsMBJy6623WnUVTKHwZ0nh4iQsLMzqSmHqg/vhz0d3naRk0imPw98TpkgYgaEA4u8CUz6a0aNHW/cbNGhg/S5169YNRYoYV8KZGM+yJFp1c1jLoD/5y2KdR9XdJMn3Dye9TfQZJXbG3eONUFxI3r4pShjJsHARlxfPY8WMUagWqhZxrT/1bbYQoMb4G3Bu6F3AoLpKZJB9XkE18nZgYG1gQDklMkjcBWBGP2BYfWDIrerchzZU2w26xf/c42IRve43eN4vg1p7xvqOeynwtfesehKeT69DiZP/oFLkYcyJehn/LJqIT6ausI4b/XlNhDmO4TxkxdAL6Br5O1ZEPW6JDPOcKBKT9Qc79jSwfJT6mTEaJggZnBBWhF7qiw8fPmz9wedCUb9+fZw8edIydfruu++skDxh9OOaa66xvBN45craAPo6UIDoKMeQIUOsK1vuLzIy0vr+119/xZo1a3zHat++vRUup0cE4VU3Fzhe9eqcPyMfTzzxhN8VvAkjLPzSnDp1ynoNz5vpBBNGZih46NsgI8KTx6JFiyxfjS1btljRjsxOWv8OrF+2AJV/aR5wgeF/zJCn1wLjH/SmTmoCXWZbV+2Ht/2Hwt80St6B3lDFyK4wGjDoJuCY8lmxeHASUL5B4lECXzSmLBB7HgiLssWAJjwbrj/zEZZF9U7ZIp+/PHDne8D49klvm68McGKncb8i8MA467xjB96M8JM7kNZsj8+LMqEn08crIMd1wHOL0+PIggCuoXnz5nVdQ00u6/8Gd06Y2ye8imaUg8WFZo6dRX3apIm39GYwUymMRPCEmSbR25j70NvofTAawmOZ2/CKnPedZlAmTM/wQ9FfFBnCpcMuAka2GBVh9IORBkZDsoLISGuO7N2EKomIDGI9xStWiovey3wigxQuUx0xRWsk72AUE26PHdmiIgemyGCEgmkJHU34qi6w4Tf3KMf2P5XIsPYXDeSyo1BWYegzG9EkdFXKRAZTI8e3KZERmowCZFNkWPe3AINvxpl3i14RkUHKpZfIIOfU30xByMhc8v8PRhCY0uDCwhA9Ya0EIxLO1kOKCj6nt3FWeOv7SW1DMcL2yyNHjlgpGLdt9D7cePHFFy1xpL9YzChcOqzL0AWjrJ9hhOnnn39O79PKFBwa+WjyFuCJndUtIwuMMGjREBaOyG5zgAcmJL0PigkT7kMLicndVZEpKVAB6LcVOH1ApS/IkY1q0XdLqeRypK/O7LO/j4+19rOrwM1W7UGyYWrEt4+LKXih49QQHMTm8/7sBCErdp1wgWFqw9nRkJGhrTa/hNThkUcesb6ElLF65z5cF7fWtawhAYc3AFvnAHPfVekTXSjJyAa/KjRGbNEaCD+4UhUTuu1zUjfgnmGqVZavoWDRQoL77Pm3ikDoNEl4WaDINXbNBGHR58rxQK2H7FSKrz4jMD88ey86fBiHAaefQenQ04j2AFEhwNb4wsiLMygU6o2IaFit6Um+wNAFpsHK+bwFkTu9T0IQ0iKiwQ6BadOmWV0jJUvaLV/sXmBaw9l6yBZIbezEW953Pq+fS2wb5oDYbVCoUCGrGNFtG9NAShAyIp8PHZaswj8f37VTgoBQIFAoaOJjEd7oRZxp/Q3eqjQF2z3eKF+hKvY2B1Za6QQrisFoBgUFBQvhLQVIIa8IIbztOC3heUzrA4xoYkdV+DrWjZBwbxdQhPeWURKvB8j3/e5H6Ve3WBETigxSIfQw8oY4RAZJgcggwSwyKLKy3/V6ep+GIKSu0GDdKEUGc/Nz5syxiuRM6N5IcyY67mnoecAWy1tuucW6z1v6MpjdIczzU0RwMJfextyH3kbvg+kZHsvchqkc3tfbCEJGZP7qLRga8eml74DCgELB7BYZ3x65pjyCN06/jnKvrFL1HN3n22JCo0UKhQSjItxOR0ecsC7DDQoeU+hoClVSkZHndnjrSYz9UpiwFdasBaEmSUQkXHKFehBBkRW+aaZdb+NWiyMImU1oMF1CbwV2lbBNkvUQ/GLdBGGBZefOna22U0Y7WLDZqVMna/FnxwlhOywFxcMPP2zZT7Nllf4L3LdOa/To0QPbtm3Dc889Z3Wt0IeDQ8DYqqnhMdiKyfZY2lTTl4NttjyeIGRE9h48jDnff5SgBTJZMGJw9ycq0qC9I4bepvwrzMjFyT0qOkEvjE4zgA4T7KiDKVK4DzOK4aRqG/eWVe5L74OCQ0daeGymX3hcvV+e46ENKgrC1lkd7UiiyNPqtknxBxSk3PCoXW/Dz5mftwgOITPXaNAwiTRs2NDvcfocaDMtTv9kBwincZqGXRqmPJh2oTCgAKFBE02f3nrrLd82jJSwvZXC4vPPP7fSMyNGjLD2paGrJdth6blAsVOzZk2r9VWshIWMSudPJ+EbmmldCuzumN4XmPWyihpQUBxT/hQ+itWwRQAXm9F3qSgGxUGPRUoI6OeSal1l/UW3+cDe5UDV1qpAlNAgauarQP1n7BQMj1GgvDLW4pU1H4+9gLhBdRB2ard/nUfzz1UKJhFEZCSzNuWx31RXkllvwxSZWccjCJndRyMr9wCLj4aQmr8DI3/9G38t+AnDsw27/BPTPhe8kuUik6ckcM9wIOYMUE7ZflsLPq9yNUWuBQ6tU7UTnngVgTB8OVy7Urhvc9E6ewT40Ghd7vW3OjYfsyIrlAgeoHBVxB5ei3BnAoT7ajlQGW0Jl8V3aIYH3vjO/2dlwvQVI0uCkNl9NARBSBrWD01f8BuGRV2ayLDmMOs7TD/QkZMLP1Mj7A45tQcYc7cqGtVtqGbBp9VBss62MafIsL5fkbD1lZhdKWbx6Z8f+2836GZg40wjfeM9y8NrEogM617bEVaB6NnsSc8MERKn1aN91Te63ob1MbpN2UyRCUIGQISGcMWg1XxGGe9+pc6F7d/l8mfHT1GfXnKHhPUyD7A8Bmh75imsO3RaPcH0ia8F1WOnJ1h4aRZ8dp1ni47C1yR9QGdXil60mC5xsmuJXXuR1HuY3NtK5+Q8z4EewqXCucc5SxnTefmzLlJFFeAmVuArCOmECA3hisG6mqAZ++6FM2UmPJTjstsw+fpakcDEqP4oMrQidi4YB8Scta9idWWDjniYhBqio9s8+zVGC6ofgbpSWIPBdInJmp+Bi8kc+b5nScIQv3Bpf7TdhIRZ4CudKEIGQmSvcMWgB0qWmbqaTH5bewh35uU1aOpRKBQoNLsnwO7uotVV2JwjzHf9rezDGengfV0MqussdM6eV75JFYPqRctJ4SpqIuxn1wNxZ4EL/l42QgbArcaG9TtDmwEnOD+qANC4D3BzFyAqWDxUhfREIhpZjLJly+Kzzz7ze4wdOW+88YZvhDs7eNq0aWONgr/66qvxyy+/+LaltTtblFkASVHAMe3s/DGZN28ebrrpJqtjiOkH2tDv3KlmTrBlmVN32f7M4iD6nSxdujRguuKdd96xBvNxe06A5UA8nq+G3UytW7fGRx99ZI235yRZtkJzpo6G3U3PPvssrrrqKuucOHCP52jCY3PmDt8z3/vRo45x4GnE4gmvIHsyRnZcMgdXAb8+C1w4oQpEv26uikA5ct2tziI5ra2BFq8DawD6NuxdoUSGkD7UeTbx57ct8P/ZsxaHfiuWyCDHgDmvA/2vUuksFvkKQhoiQuNKkMHCmG+++Sbuu+8+rFq1CnfffTcefPBBHDt2zFe4yHbiCRMmYN26dVb78EsvvWT5mJDY2Fhr4efIdr6eQ+w4TI0ChnBffP2///5r+ahQONDEzY1x48bh3XffxYABA6xtKQR0C7UJPVm2bt1q3dI3haKBXxqayPE8xo8fb51Tu3btcNddd2Hz5s3W83///bclnrjdihUrLCFEgZPWHSvzZ0/HB1E/p7175c4FwKfXATuN1ARrN9hpYtZZ0OBr2Vh1m4Lf19iLMbjwVUPVLcKC0/H3p/EbEgJS/VHgrlcDP8/i3nGt7fuFrgE2/h54+5Vj4fmggntRsCCkEpI6SWsCtQqmI4wSdOjQwfr+vffewxdffIF//vnHWpwpCihENIxscBGn0KA4YTsTW5maN2/um9J6zTV2gSFdYPv162cNWiOMmATiyy+/tASANlmjqJk5cybOnPFfCPPnz4+BAwdaHizcb7NmzSwX2K5du1rHo48Lb0uUUNNDGd2gpwof5/tjRIbvjQZwpFKlSli8eLG1TVqwfPlydO/cEX+12HllLbIXD7R9LXjLrhSmUby+FujPbg8PMPUJ4MU9CcPm/F3lgjO5h+pOKVELsZ1m4u7XRmNm1Oor+EYEV2p1A1p96P6c9kbhkDyTqJzK4yQR+Dvq+aI22oV/hZ9efSAVT1gQFBLRSGsCtQqmI9WrV/d9z1QDUxymJfygQYOslEfhwoWRK1cuDBs2zFrISYECBSyhQvO0Fi1aWIv4/v37/RxbmQK5/fbb8f7771uRiEDQnp4pGBPnfXLddddZIkPDFIo+X9rZM91D8cBz1V/z58/3HZvOsUynmKSlVT3P776KsSmbZ5IaHN2sfCpYs0FBq106KTJ+oUmWbjn1AH8N8Y+waUFMwyeKDLJvOfp/MwFjIpRAE9KZw14XVifmNN7TjpqZlkkbpGmxMeriU2j97k+pdLKCYCNCI60J1CqYRtCV1enBZtYzEGcqg2kPpkwI0w+MCDDSwOgCUw2MOHBYnoaRAkY56tatix9++MFa5P/66y/rOdaCrF271oo6cB4O7eY5G+dySOx8Gf2gCGHqheeqvygunLUlV4piucPxzDV7U3WfG2MicCEiie6O41tVemNKD/sxpkmYi1/rWEDmvm0tThv3H8Fdn87D4mV/J+gI8RSrgfpbX0EJ+SuRKpyJB1aWaHfpO2iTMK1ocXCt/bOjEysn4JaoDTyxDDi5D4iLTtbu84RG48eYzsDufzNMmlfIGsifkLQmOQOsUhFGIcwIA1MddLdMLosWLbIERM+ePVGrVi1UrFjRNSrB51588UUrBVG1alVr/o2GwoP28RQq99xzjyVM3GChKWs5TJz3k4LnwYgGIxw8V/NLT/Jlaod1GiZaGKU2rHX5+YlbUz1lUi7yIiJiVB1NknDR0Tn3NYmIvH3L0fuLH1H48BJ0nrQfa+K9IfZiNRB771hcOLAWDSKTeUwhUaj9P4y9H+P3RF7aDh5f5N6KTCE5rL7jYBeBen3V9rEp63iK5O/tyNsRP+gWZfwmCKmACI0rwaVU+V8ijRs3xtixY7FgwQIrrcA5MmbaISlYU8EuEQ67o+fFq6++6rf4U7RQYDCiwU4TigkWXXIx53A9Flyy44PPUbTwtWYNh8kTTzyBkSNHWgWe3AcLNFnMqQtLkwNFDQtQH3nkEUyaNMk6P9ab9O/f35qXQ5588kmrHoOdKzwO6z3Sqj7j6yk/o2Up71yQVILxKS5PiQ5ja/89UMwwcWKunlel1nA0kxDVEgtgHcri58jXMTbyfSyLehztYl7Gt9W/tw4Y/tPDyA65qk1N3oz8Ae+Fjkv5C1sPB3YvVaLCWVgeSEj+1Eltv+CDSzrX0GObEM8CY+lIEVIBKQbNYlAEcLFlsSY96N9+++0URTS6d+9uFTPSXIsLPotGGd347Tc1NpztoZyoS3HAFlHWI7DdlK9jRwof46J/8OBBFCpUyIpomMWlJhQInNLLVA27NFhsyvoPCoWUwIgJRcozzzyDvXv3WsfltGB+BoTfc9Lv66+/bhWcsn6EE4P52aQmTFndv+VlhFziRWsgkpJdnmI1EXJ1U1X0xxoLp70455ns+lcJ3Zod1MC04zvw0SfjMSpSFRfmCInBDaGb8fW/efFQlNeiXEg1tHa+pEDXlK7qlrUWBa9WtTjewvIVuW5CdbcrxvgYYHAd4MZewP5ll3TOoee8s236rBRLc+GykKFqMlQtQ3HHHXdYKQ9GZdKblP4O3PX6L5joeRg5r2CccEFMFVzV53eUL5pPhbqHN7KHp8XHKZ8NwmhH59/tLpSwcMxbvR03/XSTJTLOeSJRM3oYht96Bg2W9b5yb0C4ZNa3no4yk1tbP7+AhOUG4ryW9ZfD/eOBa/53+fsRshQyVE3I8Jw7dw6ffPKJVTzKKAkjDn/88YeV7slsMG0TErPpiooMXiJ8HXkvShfIYY+Fp8jgELVmH9kigxxYAQxrqDoT2KEQF4uG1crh33sWo19MN9wUPRCfNs2PBk3b4JwnLR3GhFShRC0M+2VBApFxLKKEmqirSQ2RQX5oD2xfkDr7EoIOiWhIRCPdYE0HW2SZquHnzeJQpjSYbskIpOR3oGDVW3Gk7Zor4psR74HVOstSPZ7Vofhs6HmxD36KGuDb5kR8JPKFJnKly+JkRja0xwtnpHAgW/FaeP5MWww4/Urav5Egh394L/nX5cW9WLHvJK4bUxURIXbB58H4HAh9aDIKf3cn0oRu84GiVdPdC0jIGEhEQ8jw0OKcEQzWdZw9exb//fdfhhEZKSEu+iz2XyGRQbQ/h5Y+RUIvYEKkLTKIU2TE5KpgT27VbdamxwtFBtm/HO95hif7XPbHq8iKkHIu69el/y2oWe4qdIh53u/hoqHn8P0f/wJFqvk9ntTPaD/yJ++4wxogZnB9aX8VUoQIDUG4DA4fPozxHUqptsB0JCmRE3F6K3B4vRIbdAzlFSkHr7mMeA87o+bWJIfhsW3RJmQgYqKSOcFVSCWUgd5Jh0A474nAk4deUT9fRh/ajwcKVEjy92NhzLX4o/5ErI0pnuSRI4+uxeGdUjAsJB8RGkkQxJmloCc5P/teH3+HdlXicKU5lUhWxA3fQkOxcXQrcGgDsP1PO5JxibwaMRE/5nwHkdHit3HFObAWA3u3wqr4ctbdrfFFkT3Ea85Hd9fIXECBcsCxhD445m82f837x3dAl5nRmG31sCTNkHnp73AsZB5EaARAe0+YjphC8BWrkkBD4ZjuKXpxJQI8nabkibyMlMWETqoNlgPSwr0RjVxqTkxKoYCJPJu6viFCMhlSF5Wn3Y+o7jPQKfvnGFL4dcQUrp4sF+KQ8HzYX+QW/BxzE2pHD8QxFMDd1xXBsPi2Sf5ebY4vgshCStwIQnKQip4AhIeHW54RDI1zoaG1txA8kQyKDLqNcqy90/CMz02dOhU/LN+G8VETr+zgNAMe91B8ThQJ9R/ZzoUi0Dnti8+FEkc32g/EnsdjMU+hSp6SeO5MEuPHk8nheKCw/He5MuxfgcoRJzA6/xhVb8O2Zs66oSso0ye8pUGb2YFEYk+g+H0DkeNgDpwetxzDH6yFG8sWQM21h1AtehieDv0Gj0QsRERIwt+nq0MP4Zl9TwNxs6UoVEgW8lsSAJpV0YyKXQd0uRSCD4oMbWNuQjOy9o/1Rt3eaTtqPjk4RQZJTPiUCE04Ir4ZluD3HTco+9FUgCIjMbET7KTks+G2gy7egt6dXwDGtkrwfFxIDlgyWBf1MmUSGm4LAKtWYy6w/lfgp0fsFxauYkU87igUjs3v2dGsFa82Qbdv/8a3O9qgc8hCe7qr45zD2S49awDwF51HWZ/D6J/Xsvz5nUD2fCn/YIQsi7S3JtGaw+Fdkj4JPhjFCmTdfvz4cbQZMBZzo16VxVS4Mm2wtTsByxLODIqJB2L67Uau71sqseF1DE0QaaCZG31UdEFwt3lqum8AKrzwCyZFvo4aoduwMr48OsX0xeOhU3Fz+DpUD90NoBCAROzJRWwEBaeS2d4qQiMZH5IgmHR7qh965PgN10fyD276EsdJnfEXE5+DImRpmq1vhtgj+9Hsujx48uMfEgoIPUaeQoRmbl0TFxlk9d5jaP3lQpQOOYS9noKYEPmWV3SUQ43e422r+0DU7Ai0/iIV3p2QkREfDUFIA2688UbM3JsPUTiV3qeCs/EhCEllkXEqZcM+hXQmPh7YfDgWo+vvx5MF5mHL27Xw5Kg5OHJaFTJbmH4ph9YrG3riHNCmiYtFtahjmNKrDrZ7iuOqkKOWyCA1Qrer1MwdHyd+YuunpO4bFTI1IjQEIZmwVicyVwHMuGYYros8md6ng5yhHp95V2qRWyIjmYq/Y/NjdJ0tKOHZb92vGLoPPXc8iZvf/UOJDYqI+FhVJGp2o+goh2FJb8HbEerxar+2w46+FTD3rYfU6/Tr6b9SuSHQqH/gE7vrkzR/70LmQYpBBSGZPPTQQ6hTvRSqhJ5AVkVqTjIXt0QeZ8jC77EqobtRJWQHvpqzGa8e7OPtRqnp343CSIaOcvCWUY9CFdXEXxaUEhZ8MkVCkdLiM+DMIaBMXTVTR6dhAlG0oqoLMYb4CcGL/PQFIRnExsaiYIVq+KjQuHQ7h4Exd+He8CUoFpr+0RQhYzMt8lWcLD4MWK67UVb4d6Nw8Wd0QrfEMuqhox9OKDyGNfC+rjxwfJudhmFhKQtMnXB7PT8nUIGqEDRI6kQQksHS5avQscSmdL3if6xNW7xWfJA1VE0QEoO/p/mmd7Mt5p0GXlz0ufgzysG+FkYuhjUCfnjY3ibcpWDUEhne/wTcdxfvPmh3ns9hEKZdZylmGCkRghYRGoKQDAYu2IbWEf9e8eOamiLHr10x2PMBnrzY44qfh5BJ4WL/4CT3iALvM8rBaAehqZeOVpAuc5SIKFbD/beS+z59QKVjfukDnHDYkmvXWTK5uwxiC2JEaAhCEpw5H4M6R35Kl2iG85Dhh1bhva73IUaynkIiePKWUd8wLZL3qsAb6hSKkwKc9lsZKFIF6DoH6LHInv7rjJKwvoP1HE5aD7G/p5hhVIN1G5tnq1shaBAfDfHREJJgwC9L8fSyJukyodUyazLu7wkrhYfP9sCcqJelcFNw5Twikf3F7aoQk5EELvKJ1Ukw0nB4g+o+YZSCKZN+W4GoXAm3o6hg14lZ5MnHhzdJKDYY0Yg1hvYxMnJkIxB7QYmV53Yk6echZGzER0MQUoEDJ88g/q+P020MvO+wBaviBHKhZNxuERlConSIfV2JBDMtYtZJOP0zKBaKVVULP9MsdPV0igy9Xe5iwKoJ6ta0Oe86W0U97jbaWk2RQQ6sVCKDUNBwerCbj4eQ5RChIQiJ8Fb/9/BCxPT0Pg3g6Brkg5pTIiJDSIzXW3knuDLiwLZWzeQeKmXh5p9BGF24ukngKEP0GaB/SWBqb3XL+xotVmp3NFIxjl9Upl50gSkjGnPecT8PIcshQkMQAjDx7634InJQpljYT4ujp+ClVpki9uLfZqh/m+qORf7+GSu+T369xOqfjPJkj/e+A93NwsiIWcrMmg/OV2G0RBenMsKhz2PbfBEbWRgRGoLgYPXq1Zg/fz5GTZmM8EzyPyR3JjlPIW05R8HJLhANv9cRhmI1gbhodWsRoqITH5R1FxvOFEsJIzridl9z4QSweSZQtKr9WERB9biOmnB6rD6v8Chg3D3AiCbAoQ0iOLIg8udJEAyio6PRsWNHvPPbHNwfMjW9T0cQUsRR5HCPMLB+4uhGYHwHdWvVUhhtqtu89RIUHPrWmWKhcCjqTcvw1hQSmrNHgA8rAP8MAQ6usR8/+A88H1fGjp2b7PPqNENFOmKj1WOsJ6Gfh6RSshzSIycIBnFxcVi1ZR863nECD0e4tOwJQgamVOg5205cQ7fPjTNsAy3e5iluO3eybmLeu2qh150ihSqrDhGd2mBXCotLWw0EzhwEytV372CZG3j+CTOQ24Y+ADwzB2UL5lGdK8e2JtzQtEQXsgQiNATBIEeOHLjugVcwIpt0dgiZj/3x2VDcdABlwSYjDLEXfK3S5zyRqDkmGhWyf4XfHsyjOkiG1PXvFKHIyFEKOLdb3WdaQ3eMaH8OuoKaYoNRkKWjEz2/RhGb0XLgz5j6+sOqTZbzUrSVOVMouhXXfA9CpkeEhiAY/LP9MF4uMFVEhpApiYg1CjCZfhhym08g8Ff6o5h78LvnRsQhDOvPh+GO8Rcw66XK9twTEy0yiCkydGGpM+rAdlXEJXp+/H/1UPSPQFwHNZyNIqPItUDXuSpiwn3KELYsh9RoCILB20OHo13EX+l9GoKQYmi9WCgy2i6qpG+GaSkOoGX4X5gV9SImRb6OMMRh81mjjuPeFAwMZDGnGXWgqPnjrWSdY0SjfkpQaGFzaJ26z/N1DnVzFqQKmRIRGoLg5cD+HfglaoBEM4RMBxdw3++tLqqkb0b+cn7bVQrdZ93WCN2G0iGH/Hcy8bHAB+g8U01u9R3QW/uhoUg4tDrJ8+Q5Ru9b602bXKsepNfHpO7qnPk1wlsMyq9Anh9CpkKEhiAA+P777/H7h11FZAhXnNQYAnEmtICqm3CmN9p97TPJOueJwNr4Utb3a+LLYJfH67dBGFHweLs/nOStDEx71j86cmQDMLyhvfjHxyX7/S3ZuAn4hLUZ61SNRqvB/vblOi1jRj10gaiQKRGhIQicZzLxbzyc+x8EE0E75CiDkRriNrfnGNBmiGpjLXi1ejBnEVVbwbklD07CV9eMxbUhqu7iupCdyIUz2PF+M7UtIwzZDeFhcnKjmuzqhPUVevEPDUv2+/sichRw/pi9D77WdDDl94yW8Jy014YUiGZqpOJGCHo4nbVLpd0IDbJoRpC93SxNvAcI5cI8tCFwbLN68OwhYFRToEh1oOss9Pihim/R522v0F+w42hzlM2XAxh1J3D+UKID/XzkLQWc3O2/+PPWbIlNLtnzK1Oxx34Hts5VkZH5A1QKhYKDj5sD3IRMifzkhKDn7jdHYn7UH+l9GoJwySy4mA0NhtZ396U4tMqyHs8Ze9wvnbEc5THm45lY/Ggee/iagZvIuBgSiYiefwGnD/hPb2UHyZGNuBAPZAt1CKDEFO0d7wExZ4Cv6gGnjC4XwnNiJ0uFxiIyMjny0xOCmpmr92BQ6OdSmyFkaupGxrqLDMKIRtlbsSG+JKqE7rEe4u/7V5GDEOcJAb5LfhItND4Ge06dR8nCRlurUUtBkaELU3mbrCjhgDKBn/uunRU52XjnGPw8bih2FLsLr7WtjWJ5XabLChkWqdEQgpreo2ajasT+9D4NQbgsIhCoIyMU6Pyb5VHhoU+Fg7CQlFXqhIUAowcN8H+QkQ1dS1HkWnxRfhC2xhTB5xWGYB8KJL7DXx5P+BjdSU32LcfVo2rguZjB+HJnKzTqPwMHThqTY4UMjwgNIWjpPvBXvJr9G4lmCJdFTIauqo0Hdv1tRR2ugd21ccGjijc9RoLkSHxEsvb4VPwou9uEbqCcvPrwFK/L5zr0iR6BCm+vx1OPdEh5yXHHX4HndwA9//Z10eyOL+SLjFAYdQsdgyd+cJiLCRkaERpC0LJjz2o8FLE0vU9DyOREhmTkP+kRVtrEZ/dNYRSSDdlC4hCXvzxCnt+BTW1mYGN8CRQKvZisI+QOjVOzT9ZNA/qXVJNXP66sOkgI0yj01TiyBadbjExG+64Rafm6ueo4KVJFWZz3XoZRMTX89vFUxAKU3j4+sK8Gxc/m2e4TaYV0QWo0hKDk+hc+wrKo/hLNEDIEZ+KBXJd72Ze9MHD+MBCWDYjzLrJFvaZY2u67QAVEems5wuiLsfsf7NuxHw29Rl7JwZO/IkKcs0/4PSexct+MREzubhVzVi5RCzEhQGSiezQFgwdY/RNQtp5KyeQvixdDZ/v9P+X3H0d9Cwz9T1mXc/Q8ofCgAKK5F4fFcWjcczvs54V0I8TjSQ27mMzJqVOnkDdvXpw8eRJ58uRJ79MRrhCnz0Xjv3eqoEGkt5dfELIyD05SUQcNHTlplkUjL+cMk0TgSjEi/1PoevetqkjThAPR+m1T3SiMSLA9VVOhOTxbpgUW9SxWtVxFvQ21Rasp3w62t/Ih08zLCd1Key5Rc1IoMJzzWvjer26S7PcopM0aKqkTIei45a0pqB8hIkPIonASqjbAYnQhd1HbNZRFm51nqQU6BSKDrPKUQtdeLwJ5SvjcRi24L4qMqFxqyBp9MUyjrQe+Rki1hxAfn1C4LKz3LdB9LvDiHqDFQKDbPNscjO2tiYkMwqjMsIYqVeMUGYxoMG0kpDuSOhGCihW7j6JX6HhJmQgpJ6ooEH0QGZn4sCiEsraBQoCLL1MYQ25VwoMFlhQBLsPWkkON0N3AV3VVeqRodaD2o0DJG4Ci1/n7XOghbeYk1nsHIbTN5/hnzvfIO/ctLENFFGrRH01v8QqisFxA7YdV+kNPkg2LBOJijDPgf1oPkK8scMKwIz+83j9So+E5MG3CfcpU2HRFIhpCUNFr0ET0iJiT3qchZEZ6cwy6IrUTzqm1v9C4aOD4TtsaXBtx8ZbphUtYaC/m91qac+HXXh2MOkzvC0zr478xF3U9OdZc2L2L/U0N26Fy2avwQORiNF39VMKCTqZdGrwEtP/eITIIP6QIJTLCouyHKaIooFiv4S14tcQKJ8xGnwEG3aQGs3FYG89NhrNdcUTeCVmWd999F0uWLEF8fDwqV66MW5v8D/Oi+kk0Q7g0htu5/tT+HUrV/XEKK4simUJh5EHXO2i7cC7KxWoAB1YmuauLucogosc8YMht7lEQPeyMKRMu4CwS1eKGx2wzVB2Xxajc1ow66O4UCqDcxYBtC4BJnexCTvczUjcUVJxMe3y7/RSjF90X2tELipYPmSKKtoe1Db4ZnhK1EMJoh0Q3rhgS0RCyLHPnzsW0adMwffp05M6dG4tmTUCEiAzhUuDCdUq5amZk9ocVUyJDpxSObvI+4/jFD3H503/tPUCflUBer+tn3oqI6POPmjViioy8ZW0hwFu2zhKKBtPKXI+r55RXXT+hJ7YS3Z3CaAPbZH9or0QG0beBoGDRIoPHscbUG5EUsmqCLTLMt75vOTb+/Xvi+xdSFREaQpalQIECGDVqFNhYVfa21vgk34/pfUpCZqX+8+l9BkmyPv4qFH9umVqENbrgU49eJ7zlfScbpgI5CgFP/m35V1i3jBI4R8Df+a6/IKAQYTSDosENb1utXYz6B9BhAtDgOUOYOHJHFDBtv0m4r5zlVK0J0yS64JSRk0ndlaixhE0TlSaZ2tv1dE7kLI+Jc/5zP1chTRChIWRZfvjhB/z3339o1aoVjs76SFImwiVhNUv87GKVnUFgfUe3mD645tX/VOcHF+F83oU91FvLQPGhIw+8dUtNxF8EOJiNKQcT5wj4AobluJ7gaokXI5rBGgvd+cJjsbaDkYyO04AxzYDv2wHjO/h3r5hdLM9uAaq1Au4f730wHGj2FdB3qTLzogDqNEO1r7Ya5N+dwu9NIZW3tHWzD0XxyaFb0WFmAbRqY7T7CmmOCA0hyxISEoLnn38e+a+/F89m/zW9T0fIpGT0P5KcizYs8nPg3WLKx+LMAeCEt2gzPhrIW0GlLEbdpSIPjEAESk1QEAxvpNIZ9KXg9lqgaChEuMgz6qFrHcx5J7y9uinQZbYSAvpYjGzQDt0UJIy4mIWdhGkanuORLbj+6yMYFXM7Xou5H9UnRtp1FXT95HnSH+Tn3qrmRFOspn87b+9/rShIiWLF0LfIIkxucRbXVapg7V8KQ68MYtglhl1ZhtmzZ+OZZ55B2bJlcfHiRURHR2PL9l3odX9d9IucnN6nJwhpDv+anwmJQm4krE2w0C2uwxurYtCClYFWA1Xagwu8Na/E2y5KKCaOblMRCBOdAjELKt3aSPmYNtLiaxjRYMGoriNhwapuT9XoSMj+Fb5JsHrkfLuYlzHxrSdV3Yd5nj0W25EXvj9ingvrN0wTMXak8Bzc3oeQ6muofLpClmHYsGH45ZdfULx4cURERCA2NhZX3/synowYnt6nJghXBC7KAUWGjkYcXGMv9Ec3AtOfVe6ajCIweqE7RHRaxKWg0nqew9TKN7AXad6y+8RJ6yHqVnef6I6YtiOBghXs4zEK0WaIqgkZUtf3fjQcrDYx6l2c/uw75D5rdJuQn3uqCIopMNzORaPfv9k1I6QZIjSELEOFChUwZMgQtGjRAlWqVMHAwcOwvsZwRIU4itkEIYvCCMBaTylUpbmWG5N7AAdp923AyAYXW9Y+EKfZVuHKCdthWXfBtEWgiAD9K1b8ACwdphZ1RkruGWl3nzCKQdty1lo4j7fUpQjUIIHIMDtPpvSwRZI+r7NHgKWjgaJVlcgyIiY+MSWkKSI0hCzDSy+9hL///htTp05Fy5Yt0fSe9shWXESGEDwi48+LuZEf8dgUXgiVQo/o6SE2TpGhObUX+LE7cHI78NB4oFh1YMX3QNU2qsD0nmH+qQddd+EWEaDIYLuq2UnCNMdPj9mpEnOBd0ZCpvVN/ps2UyD6fMzzyp4P+NBbGEsoPvS24hZ6xZBPWMgy5MqVC02aNLG+ClaogYmbTvjleAUhK8Pf8waRpzk20H4suYv1t0YXxuj/2d9PfULNIdHzS7iAc3t2iwSKCKxhPZRL6d8Roy6DxaRc4J11HRcvwIOLyTtvQkOwyFz2Oehz1Oc181XHuU0CSt2ovpd0yRUjoxdUC0KKWbFiBWas2IyF2Z4TkSFcMkFTJX8xsaifRwkHigCKA7bJ6voGFpa6pU0YBfGTCo7/hIxoUFzoQlF2uAytZ4mMf6aPTlRk8MJhF4r5p4JYV8Jz0DNWzG6Yeg6LdH2fx9ZdJ9o2XezJ0wyJaAhZjpfHz8HMAh+KyBAui6D59UkqdWAJB6hiUW0fntjsFKZaGAVZ9ROQsxDw44Pu+z241nAMXW+1q+7akxc3RQY+Ff6fLo0D/qKFHSi0Htdiw4xUnD/hvwOmdXIYnTBmvQZhLQrTRIzgSEol1ZCIhpClOHH2At4PHSEiQxDcaPSW//0iVYGbeyb+GgoH4vTKCFREyagA/TyufwiofJf9Gm3OxcWds02GNfB/3aF1WFO0ZcoHzFGkaNdT8xwYoaBjqOmvQd+OrXNsgUOBYfp6sOCVtSjaQ0RIFUSyCVmK2m/PxPehQRP0FoSUMfc1ICQC8FwEClQCunpbQqc/xdU58de6jX934vTN4Pb6NRQXNOwqe6uaQ+JMTpWohd7t2mPVp4NQIyQFc2Wcosc8BxMWsA651RY9FB2MYHAejNPAzK3IVcbNX7mIxp9//mm1D5YoUcJyXpwyZYrf82fOnEHv3r1RsmRJZM+eHddee63Vcmhy4cIF9OrVCwULFrQK+Nq2bYuDBw/6bbNr1y40a9YMOXLkQJEiRdCvXz/LF8Fk3rx5uP766xEVFYWKFStizJgxKX07QlYiLha/RD6MmyL3pfeZCEK6QFOr40ltRJFBjm3yLvjMNybz/4xOTQRaaLkQOzs/tHPo181VSyx9M65t4Z+c6vanJUgKxR1DjdCUDK8Ls+sxdN0Fa0icIqNQZeUZoqHIKFAeaP2Vv8hgoWti4sV0TBXSTmicPXsWNWrUwKBBg1yf79u3L2bMmIFvv/0W69evx1NPPWUJDxopaZ5++mmrBXHChAmYP38+9u3bh3vusaue4+LiLJERExODxYsX4+uvv7ZExGuvvebbZvv27dY2jRo1sor/eJwuXbrg999lKl8wQvE6/u1uuE6SgUIQczEEyB/wWe/C7ptzEqIGj33gHal+n54romC8YX6977Bh/ynExlkTX5ImUHrFKUBY78HFnzCqUPS6hFbmTmtyV+KAjbOUJTkdRykEOFBNw333WOQdWOPg2DblJqrrNKxjZnMvcnUTUMKVsSBnRGPy5Mlo3bq177GqVavi/vvvx6uv2m1FtWvXxv/+9z+88847llVp4cKF8d133+Hee++1nt+wYQOuueYaLFmyBHXq1MFvv/2G5s2bWwKkaNGi1jaMinBuxeHDhxEZGWl9/+uvv2LNmjW+47Rv3x4nTpywhE5yEAvyrMHOnTvRuOsArK8zDpEiNIQgJalW7s/LfIk+LeqqLg1GMszppry658KbtxJw8Qxizp/Ee7Ft8N3F2xGDSJTICcx5/k5ki0xGyiApK3Iu7HQbNa3H2Smi0xT69Uy1UDQ4Lcrd4CA2c5S9hqKBmB4gZs3GPUP9nEgTnItZRDr0NvUZiW15itfQVP+zXLduXSt6sXfvXms899y5c7Fp0yY0bdrUen7ZsmXWHIrbb7dVJ10cS5cubQkNwttq1ar5RAa58847rTe1du1a3zbmPvQ2eh9ucPYF92F+CZkfRrxKV68mIkMIahITGZvji+KLjfnUAko3zurt7MgG6xW4gJKTm4BHJiA0NB5vhH2LFVHdEIkY7DsLNPtsvntkw2wVDYTZekrvC1M80DXUTFPo9MzxnckTGcRNZNDSnPs1C0L9zjtaCRDal5tD2Jwpk30rlOkXPyNGWR6eoiJAm2erSIqQJKn+p/nLL7+06jJYo8HIw1133WWlWerXr289f+DAAevxfPny+b2OooLP6W1MkaGf188ltg3Fw/nz7pMJ+/fvb6kv/VWqVKlUfOdCevHdrBXwhMUiJpnRXUEINiqGHEQVqNbUtycvR9lXZ6PS6a/wfNTL2NPVa7xFGG3YsxThcepvaI6QGNwcqnwzth67gF0HDgHLxqorfLfaBevKv56fN0YCAaHNvwh9ObrO8498ULRwP2aU4VJo+BJwdKv/CPk8JW1xo0UMu044Y8X03yA8dxaPsjuGNR3W+UUDwxqpdBPrTQaUUeeaHLEVxISnhdD466+/rKhGmTJlrOJRFn6yeNQZgbjSvPjii1YNiYaiRMRG5oWC8tffZqDUTXUwM9sr0tIqCAHg/42fcnyBtyffiSN/D8Sm0J/wkach5p66Ex0/+wVf952Akp6jygBrmm1yFecJwar4MrgtdBXO578W5YZ76yqYdnlxr2pjNWsXhtZXo+YNbwx0X+CfZuD37cYAE7sDOQoDF04AEcUCd4skN2WUrzwQcxo4dxgIi1ATZ3Vxp+aBH1QExzk8zumbwXPhuWtzskDREwqQIbcB2fIC+5crAUPhxKiRkDZCg3/4OW+CdRss1CTVq1e3ijU/+ugjS2gUK1bMKvJkLYUZ1WDXCZ8jvP3nn3/89q27UsxtnJ0qvM88Ebtd3GB3Cr+ErMGWLVvw5BffY0+D30VkCEISRMXHw/P3m/gsaq71/+UlzLO+yIbBQ4DHv1eLpUFYiAdLs/dBhCcGnnNh/iZmNOSiV4a2/XaOmCc0+HK2ibIQ9PMa9v2PpwLPbFSRgRSKDKL/73uOb7O+t4RHnLezRk+KZfSC0RoKDy0oEmvV5ePanMz3YUQA3G/RGsDBVXZ7rik8+P6HNQR6eA3EhNRPnbD2gl+hof67DQsLQ3x8vK8wlCO8Z8/29m8D2Lhxo9XOesstt1j3ebt69WocOnTIt82sWbMsEcG0jN7G3IfeRu9DyPrsO3gMexv8bo2PFgQhcUJxHq96RYaTKh7vYqlTGrp+I1cxS2SQEI/DZ+OqWv61F7ySL+4w52JqhNEDk+nPJzyBWW/6d5xcAvp9me+PomNd09Hq/DhG3hlZ4TG1HboJH+e5m/D9cT9th/l7gBSieDHsTClqOElWuHShQZ8MRij4pdtM+T2FAoVAgwYNLM8LelzwObalfvPNN2jTRtnYsjaic+fOVgqDhaIsDu3UqZMlENhxQlg4SkHx8MMPY+XKlVbL6iuvvGKlYHREokePHti2bRuee+45q2tl8ODB+PHHH63WWSHrw86kVb8Pk0iGIKSAQP9fjkeVVIJAi4a+G5RYOGPYfZNCldRtcW9Lqll7QUtyvQAXrKyiB4wKMEVhLuR3D0h4Ane8bouWx2am6vudNfoDd++PxLwxuG3XuSpKQyiA+H7cakzuHQnEKTHmQ9d0CJfW3koBQe8KJx07drREBYs0WQsxc+ZMHDt2zKrT6NatmyUA2A6rPQ+eeeYZfP/991YnCLtFKBR0WkS3LD7++OPW8XLmzGnt//3330d4uP3Lwue433Xr1lnFp2ypffTRR5P9XqS9NfPywhvv49iFoxiWjVcXgiBcLhc9gCdPaUTe8Dgwl/YEjqv8wlWBgpWADZOA214GGvb1X7xZDMlF2w1nyyjTJ1OeACJzA80/UK2sJltm+0+UvQzmxwAN3j6aME3iPN8WA73dONmSdgNloeiORcrllLBg1KznCM8OdPnDP1WTBUnuGnpZPhqZHREamZfrXxiLZVG9JaIhCKkMF4SQBL4c4QmFR+5SwFMrAnhl8IrfY4+ST6nvhFWM2RA4sPqy3w9jDZG6foR+ISxO5fwWv+JT6x2rlNFzOxIv5gz0PtnRcsrhaprFPTdOidBIGhEamZP6L/yCKZGPoUCot+BLEIT0wRmpMCMA5HJmg3AompvRVgrg6ka3VL+BsEwJPb9TiQme7/Jv/Tpt8OAk4OomgXeaWOSGPhtsgTXp7WIAlkVIN8MuQUhr6odMFJEhCFeQCx6X0GFU/oQTXM1ZKEnNRUkKsxbCSY5CyRIZB50iQ9dPMO2hWTrK/p4RDZ0OCYRZtMqIhrYw52spMuhSSuvzpKbcBhFZM54jZFku7FmBtyP9B/kJQjCjUx2pbVlubpctxINYhCHcnPD65FL3AsvUmnCqi0NZ+zCsMRBvRAoe+RlxoRE4vmAMCq0e7PpyvrdiHSYA899ztM2GACVrq8gEHT45Gl7TaYYqauVzgd6Dc4ot2TZfGXjpdldan3M/MunVQiIaQqbhQkws9g5uKXUZgmBwqf8dkvv/SG9niYx7RgM5vY7M4+7179RIiwmnXKSZ6jBFRuFrEJ23HJp26IkXft5uTax1hRGG0jcBtz2vogw+PMDo/6nznNzdjj6QX55U81WSeg/OyA2jILolmLcUGJcTzcliiNAQMg1VXvsdRXAyvU9DEIITpgkWfACcPeg+xTStJpyaqQoWdXabh/kLFllWCiO+GY97/70Z8Vr8aO7+RLXoflIF+KG9v6kWC0K1GReLOKNP288xurHfeA+MVGixkZjNOLto9Lh53vK+4EOEhpAp2HjwBHJ5TiNXRHqfiSAEF5bVYo/Fah6IOeQsPMrfjIvf+wa1RSVsWb1UdKqC6Yh7x1gpiRtvvNGa0k0PpqsqVEbow5P8X8MIw55l9uKvoe8Fu05M4WKKELajatMxvhemQ3wzXG4LHOkwxZCuy9DC5OIFVdjKryCdhSJxHSFDQ0dZGrXNDLsFCws8J2kTQbhMtqIkKiD5V9yhzYcCOQsCM18HCl4NHN2snuCod165644K86qez428I+Gck0Akp7ZjSg/fbJL8nf/AnDlzsG/fPpQvX169nkWZjFDwloWk3BfFAs+J3SDtvgYqNFJ1GTUfBuo9o+5/3dxroc4Bb3NVbYVZc+Gc4aKjNWYniRZD2hGUx9CzVMKz2QZePDenQ2kQEFzvVsh0xMXF4bfVufFmvUEoHuo+lVcQhOSTEpFhka8Y8LF3mBrRYsPZUWHZdhvzTtzmnCTlSxHId8IlLZOtUEWUL1PaLtzkAm6KFX7RE2Pbn8C8d4Hx7VU9hln8WaQacM8QJS7MwWrlGwSe4UJBEqiTRIsh8zWxhksohVByPpMshqROhAzN0aNH0eum//BIlMsURUEQ0pzNv37s/0CJ2vZIdV65b56t0gOWbfc8e0ZIcls7k1PbESg1YRafEmcBJr0yCpZXCzwxRQY5tFqNgqdAMOE+2IHywASg5UA1mI1Y01nnukckGM3Q78MyB6uQcJviNYOy3VUiGkKGJvvp7Xg297+SMhGEdGB9fDEUP7rAd0nKBo+4en0QzgWd4uKDsio1YTpqMl2SkhZX1nZQnDACEkicBGopdQoUt0iBFincJn854Pj2hNvwuYWfAXV62K6ho+7yn2ZbOJER8Nx+skOsROZSNR+HN6iul3Zj1HyYIEubEIloCBmX6DPIM+4uERmCkE5UCTmAfKF2/yj/K26ZN17doemV2WnB+4nVWpjFkbp7I85by0CRwWgBowiBFmLdUkrYgsoaCl18mlj0xJwwy/HtnENCQiP9W1vnvg30v0oVfvI9mCKDsBA2UDeJ2/aMnrQdpUQUC05N99EgI/iklZBpiP3qTvkFFYR0xCnyad71+PpqmMs7pW+2Z4RoE6xAtRZmHYYu0GR3BztZzHSDWVwaCKYo9KLO/TC9UaGxuu802uJxGVE4tQ8oV19FI57fYQ9EY23G/I+AP/vb+1/1E3D9Q+r8TPGQWNrDjJro98f7oWF2K21iUZcsjvwdFzImpw8g7PiaS3cjEgQh1bk75k2ciMih7pzmCHkd7fCodtJAqQyzDkNHQbiIx8fZC/Sl2nXnK61unSKHDG9s12WY6R09y4RCZK2jNfaqWkqocPoqRcpPnYEjSdSImakdpoKObgVO7lXfl7jM95cFEKEhZEh2fXwNSovIEIR0R1uV8/aIJx/+V6OkWqBZCKqv+rmIMkIQaFE1r/hNuBgzXcJIRnJrOtgd4mxlDVRQahZ/6vQORYZO8fA9HN1ob1O4svrSkRG2pmqRweMxmuK0FjfTRbp2ZWQTu3bl2S1KlAWxHXlwvmshQ/PgC69gbGS8VBAJQjpzISQHsuGc9T3FRr/QH9C06b3AiCZq4S1aXaUudFrCLNg0F1XTZ2JSNyUAuIh/3y5lo9T1ov7Y7/7ixBQypsgx21n1wDTuQ58/n9diiTUiPA9dBEoR02qQ/TxvaVnO1+lx83wPzkiKs3Zl19+JT4MNAkRoCBmKc+fO4WxsJEJdCrsFQbiCdPsT4fvXAlMf9z3UtOVDyHd+j90uenAV8J1DLASqQeBzRaoAXeckNMRKrHZBiwumIbQJllOcOLtS9OM8lrNGgw6dZrtrj0VKMPB1Zv0Ht2HrKwUHXUmJHlt/bBvwYQXl3eGMpOi5JzqiUfbW1B02lwkJvncsZEj3z+nTp2PcuHHYfj43ltT4Ib1PSRCCm5ufAErUQHjhyvBMfxohcRfgCcuGfLXbuvtcpKTQkQutaYiVWO2CWURqmmCZx3OmLpzHKlZVfQWCqZDEzpuCQ6dLGMmgyNBGXBQw5vugGGKkhekSRjJ0wenIJAzJsjgSnBbSlTVr1uCJJ55A27ZtUahYCXx47XJpZxWE9Kbhs+o2IhtCntsKNPscIZ1n2g6a5jwQwqt+LrzJnedhtpwmtvCatRemCZZp2sU0CE27eMv7bE9dNlbdumGef3HvfnTbLSlWU90yymEei+eo0yX6vTNK0nEa0GIg8PAUFXHhudDWnGKKEZTjaTRsLhMRXLJKyHCun3369MHnn3+Om2++Ga/9uhVdK2xK79MShCCnLJA9n/qWC/eYZnaqgQszuzH4pdMZvJ3UXaUZzG1SctUeKLVgmnlxYee8EdNvw0yD8HbdFGBiF9UFM/UJ4MU9yoDLRHeUONMxOt1Bky2mUyhIzDoQniOLOvttVdEKtvcy1cJoBV/32zNqxgvh/nThaF7pPBGhIaRrPcaFCxewbt06ROcsiBrldqKaTGcVMjlxHiAsM0flev7gMKLyLuRkv5Gy0OkGLqYHAmwTSEwQnU5gNIR97Lp7RUc4TDMvM2WRmN/GxM7GHY/yxLjx0YTb6VoSRjKcbbes6ZjUVUUvdN0GozV0/qRpF8+RQkcLFA1FBiMuFEOMikx4VG1f5Fqg86yg7jyR1ImQbpQqVQpDhw7Fm2++iXdnH8PXoZ9L2kTI9HxxsTUyLQWvwTs/zsLwl+7DHa99hyMRRbxCAP6pBtPpk1fsOt1AGBkwx8frbfVcEo5bP7zRXqQpZPa7pBbMlANFhtsMFUYdClUJ/H7oiQHgzJkz6NmzJ5o3b47ly5e7z1DhaHsNxQ0FBtMxLAAd1kCJBn2O7CxxturyfXf/UxWOxl2wtz+0Tr33IBUZJDjftZBheOWVV/DLL7/gf8NXISriYnqfjiBcFpZzZt83ET9wSqa8ijt9dD1ewStAJNDF8zvq9T+Dn1+cikLR+9QGesKpc+Jq60F26oSRAYoE02/Cr9ZiHTD+QaBQJeDIJnVLEzAKjrylgZyF1HbOltVAfhvO2SN6LDtbV72eGCPH/oz69eujcePGePzxxzHxxx/s6Ipuu53YVXXREF3DYUZzzJknpmcIj1P/OSAkTL1nfjEqYnJofdC6ghIRGkK60qRJE9zy0BPo07AAsks0Q8jkMCKXbctM9I9piRcjf0FmE0m5Q/zfy8Kofuj1YzkM7nqH/8bOAkcurnrhNf0mdCrEGiHvrbUgJ4zBZhQb8IqFk7uAAWXt2grnIDWNabhligHt6UFBYtRfdAi/CnM9L6NIkSI4efxYwi4Qnr8WGYTW6BRVBSv7G3qRsEi1vRYoFDU8jmnQpT8LRklio4O2NkMjQkNINw4cOICFCxei2i2N8VLk2+l9OoKQOlw8i+cjMpfIIG5pSz5WdjuHqDmEhjPawEVZL7zHdykjLmdRZKffgCH1gJO7XY7u7fiw8ABrJgO1H7ZrKdgRMryREipmTQe/N91JOfPEpf6iSOxe/Dl5NIaPHI377rgR2DfUPj8tZEyhRAHjjEpo6L2hC0l/6mSLJ5/76GI1Wv7EbiBPcRVh0ZGgICXE46GODU5OnTqFvHnz4uTJk8iTJ096n07QMHr0aEyaNAm5c+fGgw8+iCqLuqNC5On0Pi1BuGy848WyFIvrj0Pdxs0TPmEWd/KqfsHnwMJPWBVppy9MUaC7OpIkREU0uA+9oA9vaHtoOGFNhJmmMQ2+Rt3p1zET22kGwsMC+Frwdc4Uiol+TzqN43ZOYVHedlkjClK8pjL2yoJCI7lraNZ750KG5umnn7Z+IX/66SdERUVhz/HTCF8UoN9dEDIZWU1kkLpVK7q3oOrIwfkTwIAy/i/igtx+vJpeSudQkiyRAeCZDWpR5yh4ChTWROjCSj3ePSzMTlXwfHSdhrN2pNVgYEhd9dz+5Qg/tkWZd7m5iOpbN5Gh7cl15whfe8hxTvEx6jfAFBnWcVcEdX0GyYz1SkIm5n//+5+VMmEgbePGjWgxYC4KhQdtUE0QMjjesL/TGIupDG1yNdBry+1kxitKZGiDKy3Dwr0mX07qPQfU7Qvs/As4uNbuRKHIyFXM3o4LujlLhPUYAWtHwlSxpkafuxZJOpLB9+JmNMaOFkZMui9UNSP6NfQZ0efEllZLZFDomCkgL4WvSdiFE2SI0BCuKE2bNkXVqlXRqlUrDBkyBPli9yJcfgsFIUPBhPp30RWBV/eqhdWaAWIYYw1rqETHkPrAWY6Ld+HEFju6ofbqvX/em0qIVPd522clsPADYPEnwE8dVTTD5MwBW6jougynQ6hutdXtqrp2pOGL9n54Ltv+dG+71S2oet8UCN3nq/kspiA5e0TNObHOCUCn6fYxtVMqX9t1rjL/OrxeFYsmxzE1iyKpE+GKQ8txfpEaL3znG0MtCEL6E+MJxfXRQ9DnzuvtdEJ8nP9GOpXh7MgwyV4MOO8iQrgoUyy8sFv5UbBVdN4H/tswQpC/PHDca9Jl4QEavQrU7a1qMtzMv9zaYPOV9t933qvs7ymgzAgIX6ddQ52j4PUxchf3399/39qpGD3rRKdXdEHpvhTMgsmCyLWkkG48N/xXPBA6R0SGIGQgtl2Mx42VCqNro6vVA5wZsv5X/414xZ4Ud7+nrLz1VT5veV8XX7KuguPTeRvq/CMQCnSb6/96RjTmvq2iA0SnMZzpEu0aqkUCvTS06RhveV+LB46sd5qRmWkVjXmM0/v9T/WmLvZr+F70a00zsCLBnT4RoSFcUU6fPo0NGzbg3nvvxY/rY/BTfD0roiEIQsagciQwetcTtsjofxUw/117Ay7W3eZZIuBiYv93C1ZQhZfP7QAenKRued+t++Kmro4H4pWgYOqDr+PQMp16cQ4m4wJuihm3Bb3NUFVr8djv6rW6w4StqppWAwN3hpiigYLksZlAw5eB53fac2GIWe/BfTG6UoT+IetVe64e3BZkiNAQrhjfffedNaV1wIABWLRoEQpjL/6J6iMRDUHIQKj/jt4Cy0WDE25w39fqyj08GyIS+7879Sm14JqRi0CFlwfWJny9XpyZJqnZwb/2wjS/YgQjUHGoTnnQRpwmYqO801X5mDMdxOMkNW2WYoWCZ1RTYNN0IDJX4HoP3ue5HPL6bPCWLbFBWKshNRrCFWP48OGYPXs2QkNDsW7zelzzbR0RGYKQkdk4PeFjv70IPPC9tdjvz1EZxc8FqNNwDldjdGRofTV0zPSvIJyEqn0qLKnjsRdnvQ+3llSiCzgtAy+jOFQ7h5ozVTS6I8V8HaMnicFjUozo/TjrLtzGwTsdUQ8FpxW5RDSEK2rusnjxYktwbBjxuIgMQciAWKlMtnVOfwG47r6EG9TpqW7DwlH8mcUYee1Y3BHdH11jevlvV6CincZgyoCdGhQZpmMooSj4urkSGZzS2m+L+wA1t9oJ+6zt23gjssAohtneqlMsuiOFhZ+9lyV/rL2ZQkmq40ULoq5zVY2G8/0EEeIMKs6gV4x///0Xffr0wfnz5/Hq//Ljnshl6X1KgiAY6NUg4EVAgWuAXgsTLsqWz4bXYIuYMz4Yidg2Hxh3j/9rOPG162wlOJja0HDh110bzs4Pt4gGF3mKCg3rQcxjObtXmn0OlLpBtZ5eiltnoHH3iQ1+iwtw7pkccQYVMhw33ngjevfujUnTZuKd+CZo41kmUQ1ByEC4/n+s+ShwTTPVFsqODbeFkouoFhmEIoNwAabIKGkIAc2BFUpkTO7hX2jKyEBi7aXOtIs5p4SRA6Zh9H3Lx8KYWRIaAfzax3usWsmPZJjoyAox5qn4ojQseE3sNUGIpE6EK8aWLVswduxYLM1xK7IjmXbEgiBcMWLc4tvbZgOVmwLFrkteVwZTFWZLKqMLuiXVRLecmgKl1SC1rVlQ6Vb/wAU9UHcH60AenqIiI21H+h8z/mLCGpIkuuQShe+bkRkNz9mts+TiBWDzbOk6EYS05pFHHrHcQMMKFcWMyH4SzRCEDMbIi/USPnj/GPv7QF0jZldG41eMuSa6qHO9v/dGocqq1ZR1Ej6vCdZlhCQsqEzQXlpTRUEoRobWU4u32d3BOpCPK6vICCMaWtBQEJj1GrpwNAA9e/ZEhw4d0L1798Dvn++74fOO6a2L/Hd08QLwQVkluHgbhGJDhIZwxbjhhhswceJENAuZhdzymycIGY6cRa8HnmDtVIT94LRn1cJqtm9yZsihDQkFx5Qear6JGdEgvN9miL0dB49RHOhoBEUIhcLkx909MfR2rL/goDQdBdEtsLmLAXlL2ftnYSkXfL6OdueMbrAepOscJYb4lUjaZPfu3Thy5AimTZtmRWLj4+Pd21f5NW+A/UKeM51OTXYs8m+/dQqRIED+3AtXBP5HveWWW/DX1NH4PPKb9D4dQRBcuPv4t94ghEuKwUxfsMWTBZyB0htcUE2TLd5n+6qbF4Zl1e21ND+40t0Tg8dgSoVRgZ97+kdHKFB4Hid3+wsbveCb3Sr84uwSPb8kACVLlrQKHFlTlitXLoR64lWtiTPawi/WmmgY1dGTZDVlb/UXT04hEgSI0BDSnOnTp1vD1Pbs2YMRdXdJykQQMij5cMzrS1HTP8WQsxCw+Q8glzEnJLH0Bm+rt0s44IwLMaMLZjGnk4Je6/Oi1f3FiCly2o6wW2B1bYaFRwkcuolywb/E2oiQkBD88ssv6Ny5M374fpwSMhQ5Znssz42RFHbYED7n5sURkc3fHdUpRIIAaW+V9tY0haPgO3bsiLlz5yJ79uw4+1Je5PQObRQEIaNRAHhju23RTbiYDuCCbywVxaoDB1Yl7ABxtnEmp62T2wxvrOzAC18HHDZcQpn20KLH2XVC9CAzRjucLaYUR6zVYBqFIoCLvDmMLTndJjw3Z2suBQOjEtzPhEftaAyhiGL0RL9vc8haWNZr8pT2ViFDUKlSJdSoUQPt27fHgQvZ0KbmLXjes0SiGoKQEbneu6DqFANZNtZfZJDanYFy9dwFhV5oWTSp75s4xQcNtlizQcxWVMJaEC0eWntrPBg10Iu23jefZ+0DW1u16AiLAOIu2mmY7X8Cc9+znUCTam01W2opVLgPRk/MY5gwskFhYXmKNFGRF+12WsIhyIKM4HzXwhWDIcivvvoKb731FjaeOIXns80QkSEIGRVzQBjTDVy8q/wPmGrYgpPq9wJRudw9LrjomxEGvcDqKAndOrkIM1LBYWcndnmtx62dJTwn7ocFn6zFMKMZGu6XM0woIFi7oSMMWmQQLvi5ithFpLzluWgx5Yaz5qRABbsexJeqgb93CF/D96NtyvX72hfcY+JFaAhpSnR0NLp06YJbb70Vz8d8KiJDEDIy9Z5QAmPFj8Cv3gmupHQ9oHwDICqPctXU6QC9sJpFkhQnbjM/tBjR6IJS7buhC0bZ9bL8O2DdL8Ch1cqES7euag8NpkB0RIT3tYCgyNBiQ++TtubdF/gPW0sOjE5Yx15v3xLe5i0NnNzlv71uuzV9QTQlgtN6XCNCQ0hTXnnlFbRq1Qr3tmmNC2++kDAEKwhCxqD0bWoB718aiPc6e2p2LVRfvKr/3esb4RuCBv/UAl1A9X3dompGB5ywNqPbfOCnTsCxbcAPD6moxW19E9Zg0BdDR0TcohuEhaI8N2d9BFMuFAM6mpLYEDXd5WKJjGuBTr8Bn1Sx31OXWcBn1YC4GHWf58HPzrRSJxRR9wzzT/cEIdJ1IqQpLBTiePhGTVshW6iIDEHIsOxaAAy9LaHIMNFD0Ygv3aFTC+VV5IELtLNF1c9wqxbQY5G6JVzIaQ1OkWFGQXRbKrs0tNcGazic01O5bwoLwlsu6vp15hA201ODt4kt/KYw4nvas8z/PX3TSokMvudnvbbjPK7uhNFQZBS5xJkqWQgRGkKaQle9o0ePYteNnXAu3jABEgQh42Et9snMb+rFnTDSoIWCjgI4p5hq51Aad3H7x2bYaRF6Y2jh4ZZmML02NNyehaR8Tose3rqlSHRxKgk4AdbA6USau6h/y68uWuV7Pn1Afe+c1KrfT5zD1CwIEaEhpGlra6lSpfDOO+8gDtnRNuY533RIQRAyKkn8Jy3fREUkGBXgbY/FQJghOrggc8Fl5IAzR1Z8D0SfUaKA6RFt9EWBoOseGKWgAOFrGL3gc4kt0O2/V+fJfbEuQosA5+h2p6OpaTAWyE5dd8XwPCiMKLyG3GoPijPhcfm+9D4YRem+0Ps67/mNNI4ZpIjQENKMcuXKWbNN3v5kKMI8sRgWOVSKQQUhA3IwPvnbnshdAfi5t1p8J3YGTuz0d8dkJwkXXO2/MbU30L8kMKS+f1EncRp6USS4DVWz6iuM1AtTFjqFwuJLHlMbgXHhZwpI74PFos7i1MTEh35cD4LzKzStYo+ep9CiCKGY4PFMU7CTexOmeIKY4E4cCWlKZGQkHn30UbyxoTBqhaxFqdAj6X1KgpDpiYnh/63U2x/HeBRNwSVnvpXD/FMI4zt40y0elU6hwGCkYMdCIzriAY56vTIIUyvaKdT01HCOXdctoVZ9hbEtxYTlCLpO1W7wvi7uHN7QjpRwHzFnjTHy1yYsTjWP43ycmCPnQ7zp3+PbgDHN7JQNz4PH5fvR7a+6ILZEcHecEIloCGlKXFwcCuMgJkW+m96nIghZgq/RJFX3F5oqq4BXUHDh/bCiigj8yxHtOoQZoizFCWsYmFrRs0fMmgmnjbm5QOttidURsk6ZZDHSwOgKTbIYvXB6XIxoDDz4k10PQs8NnqdbTYh5fIoS3tcj6Cmq2G6r4T5YxKrRI+r18Sky6CLaOXiNujTB/e6FNIXu9i3vfxRvVtojKRNBSCW6RDBknz5sjy+McqGHlWigm2ecS91CvNco6+Aq1ba6fzVQtY2KdrjZfzudQrkwa/tzN8yog1k3oVMVOgJhsnSMUQ+yXAkT1lewvsSKtmyxW1ApLKyoCKMUjYB7RtgpH5OwqITv3+zKobCh90iYLLMS0RDSjLFjx2JtxbsxynNnep+KIGQZ0lO0lw05rKIRbYf7L7KFKifcuEBFlW6o/XDiIsOtVoLj5gMVUppRB984em9hpk7HPDbTP5pyUxf7NaYwYY0JRQePNcJ7LHat+My51gETH7OLTXnL2gzWaPD9U2z4vecK6pYRkK7zRGR4kU9BSDPGjx8PVOmKs1HBN61QELKqyJk86DW0eX28vylX1znA8Z1qUWaKgSmNY1tUisPNkpxQeLC2wlkrob8PZN2tox7azEu/RkckWJQ5tpWKVISEAX3XKWt1HSnRhl+m26eOdOh9UjDo6ATfTyFvESjb5iJzqRoNYomNSNu4q/ufqt01iw5Ru1QkoiGkGRMmTED2yDhMi3w9vU9FEIRUok3kAhVpMA2sdv0NFK6s2l1Zl6BTGhQKHC9vCgcu9jqKMaGjXbtRrKZaoBOr09CYZl40xKLI0N0ktEDX5+aJA0bfrcQHn+d22rSLEQfTG4M1G9qFlCJDj39nVObIBtvFlOLINB/TIqRgJRW5MWtOArXQBhkiuYQ0Y8zC3Wge+jfCpD5DELIWh4yZIlxcOUZdRytYl6DrJCgifnzI9zIut99+9hwejdQto1zAvX8g2JXCRZxW3m6TWgPhHOrWcZoSCVrsUDQMvkVFIfQ56gjJY7+rqa55SqhjmXNa+HqKJnbRDKlrHy/UiKjwfLXtOEWIGX1xnlfn4C0KDc53LVwRPpy7HnlRCwM8QKiIDUHIOuS/RqURAk0o1Qvxht9UUaix4DwaOd96qV1r4t0PoxDb/gTmv5cwzZIYzpZU1liwRkPPTrG2cdib61H2euorZ5IwDULhY7alUjTpyIUeL6/FD/fBSIlOwTijL4FaaIMQERpCmhEZE4MluZ8QkSEIWY3jLmPSS3hTD4e8aYachYA/XnF9OUVGfIILkBAgV6GUL8461cLtzQmqjLg4oSjQYsCc+spohIYio8VAoHo7OwJhenjoxygyrPH13uhOy0GBz6uE97NhGiUI6zeC690KV4xflu/Gzdm2IUdIcOcmBSFVicgHXDyBDMf944GKjYBRd9ptpjmLJvqShBcgHmBKT/tuccNO3K1jxa041ExlaCdPPZeEYiA5nSDsJKGb6bKRdrrD9PAgPCfTGMzy8qibsNiVFuzrpgLXtkhYEBtEYiN43qlwRXnyh6UohiK46AEiJKIhCKlDRhQZJH9plbLQIoOcPZjoS+I88NZveV1FnV0grQZ6u0S8EYrEFmgtBCgAzCiCnpviVu9hjo03R97rtl1nRMUUPOacFhNd7Ko7W/R7++1Z9xRTkCBCQ0h1Ll68iAIxx7Akd18x6hKEIODTIcPw9PNvqg4M3aGB3ABOB3yNJTKYoqCZF1tCWXQ58g7lXcFoxs+9/IVLoAXazfDLvM+uFNcT8I6NP7wR2PkX8Ftf/+fNmgtnYScFjGlNTqHCc+VjjKr4ztuoY+F8FtaMBKEluQgNIdWZ9cdsvBs1UkSGIGQCEtZKpJynMQbxA75GqHdh3RB/FcqH7kViI1k8hasg5KpaapHmwmvNCFmnIhuMZtBIy8RtgQ7U2ZHcaAFFwcgm3nZYb/SBIoeTZPXsFNZVOP0+2J1CscEojtPLw83VNIIeGwuC1mMjuN6tcEU4FxeHtpFr0/s0BEFIBqlVrK1FBqkSuhe74oHShlOTx17KgXxXI4S1ExQTrJ1oO9JeyJmSYAupWeDJ6axura7Ozg4u8nxtchdz03ODZ8YIS80O6rWmiMlX1rAcD7Hbed3MyPSkWd3N0vgVoFx95fkRFTzpEhMRGkKqU2vxUwhJxemSgiBkrshItENkkJDwokDsQYTkLQuc2Gw/wULKHx5Shl0cN69HxjtTINr8Skc1tIunT5DUsmsjzOiGWzGpfqxkbUP+hKiiTbMOQ4uYE+aYd49/ZMOtS0Z3qehox3GvWViQRTI0wfmuhTQhJiYG02f8jrWxlfBSxCFJnQhCkEZGopye0wUr22PiT+5IOJCMPheMbPT8239BdjO/YoSDqubgShUx6DRdOZPmLmqnW7jdtvlA2Vvd7c/1vpimMUfZW1Nh19vRCl1X4QbTITkL2tELM7XD8+f3nJ+y3ytEKKS6zg5KsRF871hIdRYuXIh3330X2bJlQ0zlWzAt+0IRGYIg2DBtoJ1ECUVGu3HApE5qTgjhc0x7OKMQhKJBRw7MAlH6XwxvogpQueDrLhKKAKY3zE4Wt1kqfC5PKeDUbnV+5rasv2BdxYcV7I6R/OWA49vV90y5DGugjqkFEtFRFx5LiwzCaA1TO4GKU7MwMutEuGz++ecf1KxZEx9++CHqhf4nIkMQBH8oCFp8DoRGqPtWAWgpW2ToiafaN0PPQmFEYEQTJRr0pFZOTjXRXS5c1FnLQdtwXXdB4cD9Eh1xMGepEIoMEhZhzz7R20blAvpttY8ZlUcJGhMtfFgwOvQ2+7wpTvQclCAnxOPRPrLBx6lTp5A3b16cPHkSefLkSe/TybTwV+iHH37AokWL0C/3LygdmUF7/QVBSB+Y4jiy0Y4MEKstNLsSCEW8ZlqMfDAiwMXaDYoI1lUMKGvXVRSrroSMTo1wwf+grD1Z9tktCbs9KGZWfK+MuUwYmXAWkzrPh9uQSd1sR1GmRSwLc4e3BoXLxfPqvesR81kodZLcNTTFEY0///wTLVq0QIkSJRASEoIpU6Yk2Gb9+vVo2bKldQI5c+bEjTfeiF27dvmev3DhAnr16oWCBQsiV65caNu2LQ4e9Dd34fbNmjVDjhw5UKRIEfTr1w+xsf4uk/PmzcP111+PqKgoVKxYEWPGjEnp2xFSAf4etG/fHlVub4/ucT19IxAEQci6JPu/ecmbgIYv+osMwq4TtpFykmr3hUpk0Nb76DY7ssB0BkUKKe6dPXL2iH9dxT3D1D508SdTFuZkWYoM50RVbkP/DkZWNDym2T6ri091wSnRhapMf/C4ZlrEKTJ0tOO+b9T5ZTGRkRJS/K7Pnj2LGjVq4LHHHsM999yT4PmtW7eiXr166Ny5M958801L5axdu9bK32uefvpp/Prrr9YYcYqR3r17W/viFTGJi4uzREaxYsWwePFi7N+/H4888ggiIiLw3nvvWdts377d2qZHjx4YN24cZs+ejS5duqB48eK48847L+9TEVLEoUOH8NJLL+GPPM0wIdt7kjoRhCAg2f/N9/wDzH/fcN/0dnno9ARrIQhFho5EWOPWq9jTYS087jNEdG2E7vJgpEHDiAaNwMxuFdN3g2mRHYuBvFcBBSvYhaNWesRjd7Bozwwz0sHjmi24fF+MzhSqDJzYBcR6Iyr5yyoRFcRcVuqEV7KTJ09G69atfY/xypaCYOzYsa6vYYilcOHC+O6773Dvvfdaj23YsAHXXHMNlixZgjp16uC3335D8+bNsW/fPhQtqvzyhwwZgueffx6HDx9GZGSk9T3Fypo1a/yOfeLECcyYMSNZ5y+pk9SBgo8C7+FCE1A/ypzKKAhC0BGaC2jxEbD8W2DXQvvxHotVdKH0zeqWosDsCGn4EvBdu8T3zciAtho3i0V9XSTXKtMvE12Eqo249CwUnYrRE1q3zgl8fL2dMyLhPA/nvBV9zvm9xaFZzKwrzVIniREfH28t/pUqVbKiCkx53HzzzX7plWXLllkW1bfffrvvsSpVqqB06dKW0CC8rVatmk9kEO6Pb4rREb2NuQ+9jd6HG9HR0dY+zC/h8hk6dChuvbMFbgkVkSEIQU/8GeDnHsC+pf6LPSMGXKx1vQQjBKYHRZ4SdsEnb1n3YBFitJMWAjbPVou5bn01O1IoMgpc7X8+OqXBaANfp9MgujOFXSssODVFBus+fJEUr0EXCzwpLEy0C6k5eE1HOoie2jrSW9w60mUfQUBoaofQz5w5g/fffx933XUXZs6ciTZt2lhpkfnz51vbHDhwwIpI5MuXz++1FBV8Tm9jigz9vH4usW0oHs6f105v/vTv399SX/qrVKlSqfjug5eSJUvizWVZR6ULgpA4yYqDmzUZXOxHNgWG1LMXXC7AuhaDtywOfW6Hih7wlp4T/F6nTJhS+biyWvQHlAH2rVSLv9mRwoW9zuOBz4mFnqzleGCCXcfB+gqzZZZEnzHO32MLlYNr/Os3TNGgHyM8BiMZTLnscDH1CjJSPaJBWrVqZdVhsOXxhRdesNIgTH2kNy+++KIV4tFfu3d725qEy6YGliPC27kmCELWJln5di7qJuzQ0NEFLrhMVegR7rxltIG1DFc3UbeMEDACoqMDNM/Siz9vh9W3fSooGihKuMDXuN+/gqRodVvMaDOwfKX9z40GYiY0ELPMvByMuhPYt0IJHDNCYY2Nb6weG9ZI+WWwNmR4I38h5Cw4DRJS9TK0UKFCCA8Px7XXevuWvbD+gqZOhAWedJBkLYUZ1WDXCZ/T29CbwUR3pZjbODtVeJ95ouzZvT9UB+xO4ZeQurDM57vQDyVtIghBOx/FN8XEvv/MRpUmmdglYUcG0xLjO9j3KRx45U+RYWJOY+XC/VFFYzaJAcWIrqEIywW8uAdYM1l1llDwcN90CTULOdnNottTTZdSvT89Yv77Dkp46POkSZdGRyj4uN7XwVWqRiMsGxDnFUb6nLWgykJ1Glc8osGUCFtZN270Ws162bRpE8qUKWN9X7t2batYlF0iGm7PdtZbbrnFus/b1atXW6kYzaxZsywRoUUMtzH3obfR+xCunMi4o2lz5JBohiAEMYbIaPSqWuiz5QN+6a1EBtMiOk1SwHDa1PCKn0JApx+YumAtBjtRTHGiLcQ12rZct7aa25a5RYkMFpwyqsDbuFirqzGeRmG1H3N/K+waochgVIVtrD0W+LfBmujOmWMu6RAtMky0oAoyUiyrWIOxZYs9BpdtpitWrECBAgWsgk76Xdx///2oX78+GjVqZHWATJ061fK8IKyNYOtr3759rddQPDzxxBOWQGDHCWnatKklKB5++GF88MEHVj3GK6+8Ynlv6IgE21oHDhyI5557zmq1nTNnDn788UerGFW4stx0XX6JZghCkBDjASKd/99pvMV2Ti689Z5Siz4Fg65N4JW8NsMyu030dNMydVVkYHIPbzrEGyHhAk+RYraZ6pZS0+TLhGJieGOEHViJ/SiC4jjkF33o9ORLGFL+d+SwVj/vcXgMncahuRbPRVuF8xzogXFiNzCvv4pcmBNlyey3An9ghaqooWwUGVpQBRkpFhpLly61BISGgoF07NjRMsxi8SfrMVh4+eSTT6Jy5cqYOHGi5a2h+fTTTxEaGmoZdbEThN0igwcP9j0fFhaGadOm4fHHH7cECE2/uP+33rJ/mOXKlbNEBWtBPv/8c6sgccSIEeKhcYVhi3P+HOJkLwjBQgKRQSgyGMmo08OOLFBQ6HZT7XehnzMns5rtqc4ICRdnXaip54/o13L/Tm8LvuToNoR70xgUGVtxFSpgry/6UOjsZq/IMEbDF6+uaj58O4lOOMzNch6daRdzFjS6XvTAOGfdR9c5SsQwXaLTN0HoqSEW5OKjcXnExeL0mwWRW7SGIAi8YmfHCCMX5oRUt8iDxtVyPEBEwxz97icA7Md3b1mJE+MeQ7VQJQhWxpdFgQdHo1RFVRT63ZdvoPXhL610ryc8O0Ke945xN70vmJLpsVA97rQfn9IjoUmXz4zMS44iKrJT60HlZJrF/DNSuoZmvXcuXFEG9myA3sXT+ywEQUhrOJk9YRGoAxY98so9fxn/CamMPGjfCyeMTFCgaEfQLnPU6zn6nREAihan2RXvO1tG+fzI21Fq33IU0cPb2BEXugOx+XOpOyNvxwMnlsNTvApw++sIqdBYCSBGJ8z0CetK9D5NF1JGJtymyFJkdJigxsaPvBM4dwiY+ZL6IqYYCkLkOlS4LLoVtJ1ZBUHIuiQpMoiuQWCHiK/FNEQZbTFyweJOp/8ERYjuyuCCHR6lpqaaba7mrBJiTmDVBZmG+IjCRd+mnsJVEI541XLqfT7kyAacmtLPvwW37UgVyTD3qbtetCfGz8YQNtaX6Emu3L5sXWDrXMBjH9vHvuD0z9AEp7wSLhtawT/6yMOYHGDIoiAIQUjfDUocsGPEHHxGj4ljW+3IhXmFzwWdCzZTEFzoGeFICrPtVdd5MNqg96OPU/gahIRFqrQIhQE7XngeAPJc2IOYg5sQWbSSnYZhOoTpEbOeRAsdCiTt20E4VI3bJdV6awqXIEUiGsIlwRaxbBf2IFKkqiAImqXj1C3nmZimWd7F3bcQO6/wdamgdhA9tCFpq24tAAiFglVj4VFCgXUijEK0G2P7W/D22FZ4vOZcq46EY+m2o/5pGKZDGOVwS3E4oyhajPAcmOYxRUb2wuq2SDX39tsgI3jfuXBZ0DDt9VuCto5YEAQ3/voSuK2XMupKzD+ULZ8xZ5Wg0DbgGgoCigZn8WegoWRuQkGnRKxoSU2/eoqQuGhcbP8jiuWrhiLFSqh9m3UYgSIPziiKeR5WN4k3ihIWAZw/rB4/tDqwcAkiJKIhXDKDLtyWvJkHgiAEB3d9oG6Z/tD1Dm4c2aDaSSkoONZdm3mZcOE/vNHuMHFafutaD2ekgcfWFuGj7gJa2dYJFkWuQcTVTZTIMAUEIw+tL3FUBtNFz25RqZm4i/6zV/IHb8pEI0JDuCTeGjcLQ3J/L0ZdgiAoIooD196tFn8acjltxwPBCEarQSrKoc2/NCMaq04Qs8OERZ2m8CAs1OSsE20brmsprFuPLUTo68FWW7cIA9tWKXwCTVh1EzwmjOKYKSI9eyXMG5Fh9CY5KaEsSHDHc4RLptjakQiJTO+zEAQhw/Ds0oSOoE7ylARO7fF/zBoHH6KiHNr8S8MulFP7/FMbxCk8tLcFn2850H1ia6DUS6B2WWc7rnMbHle7hxKzFZaCRs9WiYtVY+h1+oYFq12Cq2ZDIhrCJTE3vrykTQQhE5Jm/29ZEGnWRfjwhj1ZhOkUGaT1ICA0zH2fTEGUq+/fYkp0W2nRGsC6X/wFAIWFOX7eLNrUi7tzzLvufNH7dkt3aL8PDVM+ZhqH8PxoUEY3VO9sFVgRFqMGZX/wtbqK0BAuiaGhgyRtIgiZkCdiHksbsaFneHAx5xwQHx4VyeCEVL1Qm0PK6E3BRZzbmNDSnN0j2kuDiz8Xb91dQmMvTkqd9679Gt0NwtkkFCa8dUYOnCkQenswOuGJt8+XrbKJ+X3olM+WOXY9yNDbgKNblUGZ00ismCG8+Bkkp4U3CyFCQ0g5+1cgt0xrFYRMyZeRo1LxIiECuO1l4MW93oX4ArBtATDpcXuTgpXsSAYX6gcmKJFgXuGPvMO7TYi9GNft7W9b7uwu2TQz4dRYXRPhZvLlth/eDmuoxItug+W+hzf0iod69gRZp2CgWPq+nV0PwijGxMf8Tbx0quYeQ3jxM+BnFUQET5JISD3GtJJohiBkUlLz/+6Zll8hV7UWwPBGaqEFUyBx/hsd3eR/P19pFXUwp7BarzWiH+3H2S2qOv3AKABNt7QgWPSZPROFt1d7C0OTwjQII86iVXaO6KgEbylEOPeEUQ5GZUjeUsDJ3Qn3bU6pNetB8pe1218loiEIySD6RHqfgSAIGYBFy9epq3+fUHCIDCdmzYSuu2AXCMWGhpGNYQ3stIZOc/A49Z+zt4u7YAuTAlfbr0mO0VebAG2sdBHVnSMaChEKCB5fixKKDFqlE0Y5OCeFWJNa4xIWnZ400i5BGNEQoSEIgiBcEqEXjtpX/8nh0V9VdIJiQKc3ePV/z4iEvhuMdnBAmzmcbc7b/gWZWpgc25T0TBGzAFRHVBJsE+P+Wna+ON8nR8mzhbXrbKDbfHX+FCRD6gLDm/i3suZ3mc0SRIjQEFKGzlcKghDUxHmAOw5/DY9pNZ4UXzVQ0Ymv6gIH1toRiyG3qghBj8V2x4g1qOxW/2gHW2AZCWGdR1E19t0P1k24pSWcBaCE+2kxMGFEw0loJFCmrl17oeF5lm+gBBMjFGYKhk6npidHWDjQcZo6Hm+DqLWViNAQUsbEbul9BoIgpCIp7UA5GQ+8EvMgwrz6IgQev30kur8T3jbQIxvVlT/rH8wCT4oN3TGizbdaDgLyl7fFB9MTHO/e5NWE+6fvhltaws0ng4t99Xb+nTB91ysRc+839mvjY5QZlzPdws4aswYjkLvp8R1KUHHo2tTe3uFrwXXBFlyySrg85n4Jz/qfpRBUELIQKf3/HB2bDXMi7wAiJln1BjEIRWRI/KXtj1EAmluxxsPs0uAt20bNaakUGNpHQ09b1QWWFAkUGdwHJ6lyeqw1fyRbQjMtM3XB59lCyxQNB8F93dw7xbWWXXjK4zJKwhSPuQ+mXzQ8ZwoktsmyaJQtu/uNY22Z41+jweNd3QTBQojHE7y2S6dOnULevHlx8uRJ5MmTJ71PJ8MT80ZeiBmoIAQ3MZ5QbO+yGpXDjgIjWgPxx6wohhYY5vdJQqHAGSGMGOjFnxEALtaWX4YDRjoIUyAaRiBo6sVIRs5CwMeVVP0E9619OEigwWz6cecxaYmu3Uq1m6c+P70Pt33yMQoOosXICMMZlKLo+Z3+rbtZfA2ViIaQLM6ePYsI1kmJ0hCEoIbRi8qTW/p1Z5jCIqDIeGIZ8OUN/t4XvLqnyGBRqK6j8EUUavpPdWVqQosRcyLr3PdUKoVRh4E3KpHhFjkwx8przGPyeGaERIsM082Tr9f7MF+rJ80S52NHt/g7g9JDJAuIjJQgQkNIFlPnL8dpz43oin/T+1QEQUhvnC2gJiHhgMelxZT64sU9wMofgJkvq5kmLL5kFCKBIddy5UdBGGnQvhQ6esD6CB194LZczH96FDi5yz4e963dSk1YH0EBwucYBdHHNEUN0zB8ve5CMUVOYnUf+ntz+uzPPe3XcD+FKyPYkGJQIVm8seAYOkSIyBAEIQBhOYG2o91FRo6r1EIdlUst8HpwGhfyAeWBn7qqq3yzBZRpBw4tK1ZVfU/7caZMBt2o6jD0tly8d/6VsP1Ut8uaVuIUGR+UBcbdAwwoA8ScNWac1LS/Z92I2erK6bK6LVfj1rJqzkwhdArd7xAwQYhENIRkcQ02IJfIUkEQSLb8wJ3vAT8bVuNP/Qf8O8Zl43xAy49VZMK1rTMOWPOj+nra2/LqrKMwowfHtgEfVwb6bQWO71Sj5H/tk3C3LOS0zMTW22kMRjJ0USYX/WH1lcBg9ETXU+z5F/h3FBASChxco4pCJ3ZRhavcDwtSGQnhOZpTYfV5thqo2nUJfTUKVLAjQLzvNhk2iyNLh5BkbcZjXbri1ZCR6X0qgiBkFNqN8RcZOSsAOQolTFXk5sTTaGB8exVJiD6jHi/m4oFBZr/rPqOEC3kBb4urFgmcFsv6jkBRAqubxRhwxvRKzoL2PBUNIw5MzfCY546oyAlFD0VGx19VZOOwsR89B0X7cWjRoH06fu7lP++k6xwlNoLUrIuI0BAS5d1338XBQvVQFQfS+1QEQUhnWGbxiqcnVo00RAY5y+jCjoS1G5Xv9m/rHHKbt7YiBCjoUqtQu6N/esIcwd59gT31lUWbFDVWC6vDKZQUqAR0nmWnNphGoQcQbcrNYlRCQzCmYnicma/7P/fXV/5GXOYcFLMuwznwjZ4b2gtkbGv1ufA4vB9kZl1EhIaQKF26dEG2mM2IkGmtghD0xMYD74QMRrWIfQmfZP1FtXuNiEFIQkOs49vstMbRjf6vD40CRt9pu2k63Tx1Wyhtv3XbqvbB4GOP/mbvi5bkLDp9eIpa4CkWDnqHsZmw4JPCgSZaPM7B1f7P3z3A34grMpd9nxET7UJq1mtY805i1WNmsemh9UE340QjQkNIlMKFC+PrbIPEpEsQBER4VwzXvwdDG6ore6YK/veJSo+MukMNPGv+OfDodP/t85fzvx8f7R8pcHZ1bJ2jUhxsV+VCvmysSsVQbNAK/IhjSuz0vspTI7FZLLrgU0ddDq1V6ZLqDwDPbFRCgoWgGgqkVoPtibNMs2iLcUYrfPNOblXeGXx9ieCdcaIJvhiOkGwmTZqED74cjXn1bdc/QRAEV87st4sgrQXXu8AfXAVM66MiAdobg98/NFFZkOtx69rDwlyQzXHu37VThZkPTwI+ZF2EB5j6BPD8DuCb1v4uohp6auhizPDsdrdLYrDd9p6v1PdxXpdPDc87NCxh+oR1Gs55J0yh8LHORsFoEKZNSHC+ayFZvPnmm7iuSStkC/kzvU9FEITMhGUtzqt+x8LL7g5GJVgTYc38oDlWlIp2MDXC5/QYecJaB9OtkxGFwXWNOgsPsOQrd5FBuG9GWM4eUdGFo1uB9b8C89+1t8l9FXDuqBo7z3Mwow4UCOa+6d+hJ7867cx1a6vens6iPGaYi1FYkCGpEyEgK1euxEHkSfHQJUEQgoOAfxsY0eCVPIWF2YHBRZqL7s7FRptpNDCpm4qGTOnhvx8u3roAVHP2oH181oGsmeR+Dqy/4L6/aWWbfhW7Dqj3pH/dSIfvlchwG8rm9MrQIojvjcWevNWiiMdo8Lxd5Epn0VF3+he3Biky60RmnQTkQkwsNr1RHdUj96b3qQiCkAQx8cBR5EDx0HPpeyLaGdS05XbOBxneWEUniOnASVjYyW4Sq05jF/B9O8f+IwDPRevbIwwcmM+FRgDx6rkE6PPhOZjuoBQgTttwt1kojE5o/wxnCkQbgWnxZNJ7WZaNaMisE+Gy6TpqLgaEe/veBUHI0ESGAsWRziKDaGdQXb/ABZrGWjqNwMe0yNBFoRwbTxhpoGunrtcgejKrb/+2kKDI4JWyVZtqGmNZ8FHjOtqsp2ABqZ6BQiHR2jsC3kzbaPQ02cTEiGkEZuJmXR6ESOpECMienTtRIvRkep+GIAiZcVnRI9u15bd1xe91/dTpFKZYtMggpueGhiKjwwR/a28nj80Euv+pWk6JZe7lCNZTvOh2VA1FBrtDWAfC9A1NvdxSHYHmmmifD46Y1+kY3nabr9JGHB0fJtfz8gkIfpw/fx4nTpxAWFgYYjwXcC4eyCFyVBCEZBOv0h9sOd023188bJ0LXH2HLQKYNtEFlOwoiTmjohJmRINRgYqN1deGGcCEB/2OZkUz/vsaWPsLcPG08rHgAv91c1sc6OMz9WGmMczJqlah6c3uEQtdq6EjGhQshzYAk7ur1/M9sL31zCE1st6czhoXYDx9EBGc71pwZefOnWjZsiXq1KkDXDyDhaWmiX+GIAhJU6sLsPoHIPa0WogpMrioaudOLRomdFSOnebiziv/+Dg1s8SamhoBPLVGdYroIk7C/VW5CyhcFTi8xv/4K8bZ39PHQreV8numPHh8HdEwF343zBQL0fUcHacpy3Pug/4ZpoihUKLrKN87R9Zr6PMxtL4ST24CJkiQa1XBR4ECBazCnquuugodim0WkSEIQtKwjbX5AOD5LSqSYdpsUyTcbrSSxkUDEx617zMSwLoIc2ZJ3EVgZFO1oE/qqqIM2i2U++0xH7h/fOLndGy7ilbw+GZEhQLCdBs10zg69WG2rJrTXtmOqwtCTZFhYqZV+NoPy9t1I+ZzQUbwSSshILlz58aMGTOwatUqPPVjYSyJeEHEhiAIgWFNRNe56nt9lW92m+gCSl2YSV8LbUOufTJI7qLqObajEi7OQ29Tk1rJvuV4ulMbtOnSD/Xr1wcqNvKPlDitzDnEjdAgTKdmdJuqWWtB0dDlj8BdJWaRJ295n9EanUZhWoeP6zqTItWBHQtVbQqHvun3QwpUDNrCUIloCH7MnDkTHwwagwMRpdAg+n3EBG3zsyAIScJBZ6xHcBZLMprA+gzflb8HaDEQ6LctoSU3xQg9NOg/oaecUsBokQFgy+koPNd/MF588UX1AAWBU2SE5wRaDratzMkBY8AZxY822zKPrw21+D6ck2PNoW16kJvpo0EDL7OY9dBq5YLan9bjNZQbqW677Rq8haHB+a6FgAwePBjbr++DXDiDvqETECkRDUEQXLDaSud8DNzxvH+xJCMIukhSRyn4XM0O9iKtayRMgUKrcnaX5C+tntMRkiLX4M2NpRD77HOoWrWquwsniT0LlKytogy6BqR4DXt7vcinxBJcD21jJIOdJWbEg6KE6Rz9vnVERH86a38GPN7xDfT2oHFYkHahiGGXGHb5Ubt2bUQ3eAqrc/eWtIkgCIlCm63IN06qBffwRuDkXiBvCXvmCWGU4vHFatF2dmDoCa1cqM1ZJw6jL09oGPbv348SJUrY+9XHnPiYKvrUr2Pnyle3Aqf22B4c7Ghp/ApQ6iZgzzJvpMLhOOqGadblTA1pwaC34YyUAWVtZ4/7vgV+9O+QyWrmXWLYJSQLtrKyJuPvv//G4sWLsXnzZnx0+3gRGYIgJElYPBC9ZyWifn3SjiKwLoJzPmjBrestuBAzbeFmesVbpllYcOns+vAuyvxz5CcyrIN7LcV7LLLFC7tUOLFV10boAlN2t3Aom4aiRo+aD9SCaoogc26LsyvFnGXy4h5g9U9AsaoqXRIWpQpgSbiLj0eQIDUaQcy2bdusdtYlS5ZYkYxx48ahQc8v0CpsWXqfmiAImYCwUCBqRH1bZOi6iJu6Jd/0igs1Cyx19wdvk1M0SSFALwvWg7D4kmKFo+TNAkwu9G7owk7TtIudKINvAf4ZqdpSzfOlyPCZgVVQx3ODEZRlo9X+htUHCpSzn+PkWHOOShAhQiOIiYqKQq5cuaxIxscff2zlP5fF5MWI+BtkkJogCJcGF/fpfe1haKyZYDTDOaAsgZgwJrImhenoya/+V6mIyE+d7AJM1oc8u0lFPHRBp0YXdhKmX7RQOrpJnTuLOZkK0efLiMbDk9V7Y4TGmjxr2KL7TXs1RBdTOkWu8X4OtVTEJQiHrEnqJIihX8b06dN9948cOYKHPxqGl6IWSOpEEISA8ELE728ErcTZgUFDruPb7bSFdghNqhDTXKB5y+iE+TqNTnEwamEu6Boes/145Tiq6zAicwEFK/nPV4mPt/e36y+3dwism6o8QYY3Ag6tAz6rqjw+zIiInpeisYpUzWLUWsBjM9Q5s0A2kPNoFid43qmQKAMHDsScnbswJuIbERmCIATkYHx2FA01WkvzllItpJZHhldkEKYa9BRWLSzMegYTRg9MGJ3ggk3xogedmTUTtBl3g5GKCo38ay8oWkyRYT0eDfw3Dlg6HDjsrb3wIwS4toUSExQZ1muMqbCMbLALxQnPk50ljGSc2mfbkYeG2+LDWeMRBEjqRLD4+uuvsSmsGopEuBjgCIIgeBkUew/OFaqu7jBycHK3st+e1N2us2C6gFbj7NRg7QPNt9xSDRpGD5xwYTZdQc2aCS7k+Yz6B3L3JwkLPPlaPQ3WwriK+q1vQpGR/2q1n+d3AGNb+79W39IinUJl5B3qPfFr82z/9/dLb1V8OupOVUfCItBE00ZZGxEagsWXX36JRz0zJJohCEKiKZPpngbI8fhclRaJY4OrizlW94XKVtxXTLkOGN5QLcacduqsU6jaxl8EmOgIgLPG4/Y3/bfLU8K/ZdUUJkx18HzZFULjMCfsEGEkovdfwE2d1ZwV87UkXwXggQl2ZIPvaWgDYEAZ/+m05nG1WBp1F9ByoJrrEmRpEyJCQ7DYuXkNnsk2Lb1PQxCEDAwvRMZ0KG90itS0n2RbK9McOiXAwkfWbmjYufHVLSrCwULOA2vV1T5FB1ML9431RhN2qgW5uIuDp3bk5G0hr4uoJl8p//umMOF55r1KFajSOMw8b+tcLwJjmqkaDwohMwKh4SC3bHn93xNbeHULLQXJqgnur92/XHmLTOmBYEQMu4LcsGvhwoXWMLU1v36K+87+mN6nIwhCBuZCjpLI9sxK+4qcV/DDGqoUhK6pMF09aZTFqAef1+ZZTopWB45ttiesPrvFnpLKdlC3GSSEAmV4Y1V/wX00fhUo7zKine2vk3vY8060GdjG34AfH/I/lwIcgrZN1Zcw9bNkMDDPGAqXpyRw39dKKCXAO8+Fx+Ck1xG3u9d/9M46pl3JXUNFaASx0OD7vv7661GwYEEUrtcS03J/KKkTQRACc9844Nrm9n1e/TNCYcJFWhdQEkYnOE1VDzpLChaXsu6DCza7PgI5cmqhQ+8MtrVSxBhGXOyi69ixI26uWAiv5Z/ifz5kUjf/IlGnEGKdCY/vc/v0wkJU1oiYNHoVmPu2fZ9pGm1AZr4mi3WcJHcNldRJEMNfkPfeew87d+7EF9lGisgQBCEwoZHA1bcHTk9oKDK0d4ROe8x+I/B+GY0wizUpMgjFBbs+nMPadI0HvyhCxnfwT19snWsVZx47tA/r1q3D7P+2+KdQGN1g3YQpMpp9DvTbmjDVw1oNFoZS/OgJrE6RQWFVp4edjuEtu2106qfwNcBjvyvxQeGSRURGSgi+dyz4cf/99+P75ZvwIzbgRUiNhiAIAWg7LOF8EC6aXDx1+oTQs+LCWeD+cUDF24HtfyZcnDUcolaxsarnWDleTT41owAcH699KbRI0CkQFlf6psMaUQkrunEelcKjsGnNRuWjERqiijR5HIoME+7rem8KhS26Gh5Pp2t6L1XFrBQfeiYLa1IocCisRjczalm93+iBaofXA59U8Z/jEmRiI7jereDK6phr8FYuqc8QBCER9FW9E9ZPmLUIdNckPzwIFK6snDfdKFpD1VTojpLSdfyfZ1Z/iDcyoNMdWiRQYEzs7L+vRi8Ap/YrZ08SG42IkU2AXv+4T1vlftklo306GCkxTcBYb6IFAd+jnnWiO1gogvTwOHbcaCiEKK7MiMnF80HroUFEaAgoHXUY1UN3pfdpCIKQkeEizi4RohdnYs398BZCOgkkMkiD55TPBBd3pk9qPwoUrQYcXK2eP+J9rR4Fz2iEjiYw8mBGSVp9CUw1Brtp9EA3cwAaIzBMyTgnuJqj7nnL9xjoOXbcMI1jwhSJVRRbC5jzjv9zYZGqKJZpliAcrCZCI8jZcvgkznsiERsPhEvFjiAIgZj9lh2t4GLaxZsC2MVoQzJ6CjjRlXUeh1ap++YI9YOr7EiEEx6L9t2miDAHp5ETu/2f1wWlzoVd13W4FZfq9lk3i3S35yhEzLQO6zAY+XCmZ0IjbL8RK81yV9ClT2RpCXJeGP4blkT1FZEhCELiaJGhowx6+qoVGdCDzLIBeQOkBSzPibPJT9Fw8WbKhOkNZ6RCD2zThDr+gN3/rXe0u3dh1wZhgSbIBhoVb6LTL6YwocmXdY5DlRcIn6cA0cWnbJeNN6zL3Y4bBASPpBJceezMMIREpvdZCIKQoSnCgWIe4Oha+7E4b6cHF9jOs4GTe1XNBe+b3hU63WEt/E7L7/LA8W3+jzV9Gyh4tSoG5WLOFlZnyyyLMH2pippAhcYq8sHj8ZZCRB9Ld6sUqZIwBaKtwK1psLer13O/3eYlLHx1g9ELDpJjGofnQeFhRj+YVvqoordGw/DZCDILcvHRCGIfjROnz2DnhzegRuj+9D4VQRAyI73+VoKCCzdTI7e/rhZ9LtI6QqANt8xFNywbkL+MqsPw86/wLsbaD4OixRykxmFmLLI0UxV60dY1E7q2QgsHYooAt8gFa0/MdAePxfHyiaU3uJ8h9fwLYRndoKAxtznsHbBWpq4yIgsUMcmEiI+GkCRjf50nIkMQhEvnm/Z2KoKpEXpa6JkfOtVA0cHFlbUcuvuC0RBd7OnnFuq97uV27NxwDlLzzVYJsVMVhGKEQoEW34wy8HWtjJkmTL3odIUzBeIGj8Wpr86ZLCbcn5vzJ1/DDhZ+BjyvIbcC895Tgiqp42ZRRGgEMSNWHLI6yARBEC6J08ZYeA1FwrY/7ftuU1QZYdDmWPxem1s5h6SZhmBMveiF3awRYSTDrLug3wXdSn/u5T9NNrFuD0ZB6IuhoSjg+erJsZrzJ4D5H6lbnps5M0X7bvA1PD7PI1A9SJAhQiNI+effpegWOk3cQAVBSH04H8StAJMihDbmjGJQNFAAMAXy2Axl3sX2VsIZKbpGQw9S6zrPXti1WdaBNaojRUPxomszGMVgVMOq71jvXxSqow7aYZTn2Pl3oMdiVTeioyxaIHCbPUvVpFZajfM25ow6d050ZZqFqRmmcnwTa9erdJI+Xwodt8m1QUDwxXAEi4c+m4qfy6xJ79MQBCGTwOBnsq9LdKqCqQLryt9bqEkmPgbERduLMbdjyoMLtO4m4fNMgRBdT2HhPQOmXbRZlknbkcAvvexiT6ZXdBGpOW5e131YwiXEdhttPcS/OJXChQJBb2/y1zBg83R7Pw1fBsrWtd8rxdIRb6cOz3fkncrYKwjdQSWiEaTkLXoVqkQcTO/TEAQhk9Ai+jXgxt7qTvHaQNGq6nstDnjV7hztTrigskVVo0UG0TNR9CKuIwmskRjWQE1JZRqCCz1TJFqsxHprPUx4bDqRmqPkzVZTfU5mhIWCSO+Tj+38SwkE02jr6NaEIoNc3cR/P9+3Az6sYFuPR5+2zzP2vO0eGoRplOCRVIIfA7N9LmkTQRCSxfr4EuhyTxvgxvJAs3f9R7DrKaj8e8IUiNtId73g7zPbXa8Fus5VUQf9nInp/Kmfc+7DhGJGH9O0+DaNtggjJb5WWCOiwdtf+yhxoeH7Mq3OC1cDrmsJ3NxNzVBxnreVzvFaj5uRkfDsQKHKdkQjyNpbRWgEITPn/4XbsCe9T0MQhEzClls+Ruty8UpcmIZVFAl6YeVVPUWGc46HroGg9Tef1+2uphihGFjxPTDVGzHRaK8MbQmuRQP3QZFDEWB5WHijFub5acw5J2bKhK2ouhXWPDY7WwpUUPblTu+PdiP821f5nr66DThmmJm50eUPVXOSmCFYFkZSJ0HIoLHfIltEep+FIAiZgdhcpdFi1wd2CsMsZjS7Qtyu1PXizteyGJPPR7i0efL76u2McfGMglRWC7ROg5jbU+AUqwp0m6+KMdk+x/ZW5/mZOFMm3Ife51W17GPztvufdgGq+f7M+Sd6n4FEBoUFKe6tFSFB2t4afO9YwNiS45Jf1CUIQvByYy+E134QGFLXv76AEQW2sOa9yo5UaJHBzgp91e5m+R1ocikFyLNbgJU/AP8OVQPZvm5uiwwzIsFFn8fVc0s0iR3DzRXU3CdrMxq/ApSrr84lyruPQPNPXDHcP3l+fN3k7koEBWERqCb43nGQc+LsBZyOCUWeSG/BkiAIQiCqtwF+7mnf59U5HT7Z3qkLN7XrJjGFABfVQJbfbnDRp7AIJBycomXVhIR1HYlNR3UbjEZRpPfBFBBnkzitx3XqxTxPvQ9zsBrbYrvNBc4e8Rcl+1cE9Yh4IqmTIOP7RetRIiL4+rgFQbgEtsz1H2jGgks6fJpunrqV1SkE6KxJzC4QHZlw85MwX68xxYmZpmF6gzUVZqqFRZyH1iF6SOPA6ROnKyhFCcWJPlZSXhdmKoi3hCKL76/nEqz+ey6Wbjtqv0/T46O419ArCEmx0Pjzzz/RokULlChRAiEhIZgyZUrAbXv06GFt89lnn/k9fuzYMTz44IOWN3q+fPnQuXNnnDlzxm+bVatW4bbbbkO2bNlQqlQpfPDBBwn2P2HCBFSpUsXaplq1apg+fXpK307Q8cjJYQiTvIkgCMmhTreENQqc1mpOT2VHBRdopxDQzppEL+7OhTpQvYcu1nSOcWc6otnndseJ2XnitSePOroWs0e+nrQxlh4ZT58NFn12nKbu89yG1lMW4k7cUkE8r/xlceLTOqg271Hkn9jOjnqYIi3GpSU3SEix0Dh79ixq1KiBQYMGJbrd5MmT8ddff1mCxAlFxtq1azFr1ixMmzbNEi/dunXzG9TStGlTlClTBsuWLcOHH36IN954A8OGDfNts3jxYnTo0MESKcuXL0fr1q2trzVrxIQqMXKu/S69T0EQhIxOiXpA6XrAhRMJIxJMLdARU0OPCL3gcpsHJ9kCwHTWZKTAaRfO+xxoxi+ij8UoQRFjeuvm2UD0GWDUnaoFVcMhaw4uIgJN9g1UHhyJRSYYcTFdPBmpMe9/VTeh2AhU/Hp8B/KdU3bsFbKftOtYmE7RHN3o37IbRFzW9FZGKygouMCb7N27FzfffDN+//13NGvWDE899ZT1RdavX49rr70W//77L2644QbrsRkzZuDuu+/Gnj17LGHy1Vdf4eWXX8aBAwcQGal6ml944QUrerJhg/pB3X///ZbooVDR1KlTBzVr1sSQIYY5TCIE3fRW5g5pKCMIghCA/fFAsVDDBbTPSiBPSbsugT4Uwxr6DxSjWVfX2UkXbVptqB51pW9OYyV8roujWJILvTWk7TwQHgXEGmZfjhbY6ALX4qsNefFUkSX2c7Q1r9jY3qf2/mBKg+eg/Tj0eXI+idnOykhH94X+52TWaBCvqPCMvgsh+5bDU6IWQtwKVUnzz4FaD2WZgtDkrqGp/m7j4+Px8MMPo1+/frjuuusSPL9kyRIrXaJFBrn99tsRGhqKv//+G23atLG2qV+/vk9kkDvvvBMDBgzA8ePHkT9/fmubvn37+u2b2ySWyomOjra+zA8pqJj1ZnqfgSAIGZxiIQ6r8Z+fAGJO2/4TXOydU0tpRHVwrepC+fNjoMN4FYFI4MS5XM0FmdTVtgbX7HcpluQEVx0dcRMZxrj4qLwl8dTWOcB4Q2jQrZPbtBmqzsW5+HPfjMCUb6AWf7azMpJBDw3TIt2tgJN1KiPvUO9Di4ujWxDCkfCubqIhwLQ+wH9jgq77JNXfKcVAeHg4nnzySdfnGaUoUqSI/0mEh6NAgQLWc3qbcuXK+W1TtGhR33MUGrzVj5nb6H240b9/f7z5ZvAutjE7l8PwvBMEQUhAAsfges8A37ZS35s1B04Y5YC3m+3vwcAzG+0Ugtl5Ys4fMWFEwyyWZORgzjvux7r7E6D0zfbgNXN+iROe82Dvts7UBc9HiwzCtNDji+3IRgmXc2JKhvtk8akeW6/TQDwHihdGavTxitcEru9kp3yCsPskVYUG6yk+//xz/Pfff1ZaJaPx4osv+kVBGNFgoWlWJyYmBnsPHsJVR1dLn5EgCMmn6cdAmTreCajr7OmpWnCYi60WGZrBtwDnj/l7ShCz5ZX7azVIiQ8WmpopDtZQ6LQKoYU3h5PxmNP7+rfVunWsODFFBgtYtVunM7JAscF0iRZJZjusNW/F+95979vbVstIho6+cJ4Lj6en04aGA8vHJK/NNwuSqkJjwYIFOHToEEqXLu17LC4uDs8884zVebJjxw4UK1bM2sYkNjbW6kThc4S3Bw/6D/zS95PaRj/vRlRUlPUVTOzatQsVKlRAzf91wr/Xp/fZCIKQkaFU8L8WuejfmcFFk4utnpxqLrZOKDLMK3g9oVULD7eZKNY+jRoPbYDFWorOM4Hhje20Bhd8nguLRs0JsawXuaGTSlMEggWs7JwJlL5wRkm0L4hb+oafC2e2EO7TbP1lVOSk15Y9RcZfWYtUvb5lbQbbUlesWOH7YnEn6zVYGEpuueUWnDhxwop+aObMmWPVdrCAVG/DTpSLFy/6tmGHSuXKla20id5m9myvmjW24eOCDSM2gwcPRkzFupZLryAIQrIXhGWj/DsxuFD+3Mt+vkClpHfKuSEsIHV2m5iY3hpmZ4o1nN5bS7FnmS0yXPFuS21S7V7/FlxGQ4pVT5mnhbOVlRGKUU39t8lXDmg9VEUsGAnpMiehCMlvTLENUgvyFAsN+l1oEUG2b99ufc8r54IFC6Jq1ap+XxEREVaUgSKBXHPNNbjrrrvQtWtX/PPPP1i0aBF69+6N9u3b+1phH3jgAasQlK2rbIP94YcfrJSMmfbo06eP1a3y8ccfW50obH9dunSptS/Bhimshzt2Qqdsf8i0VkEQkuaeUfb3Rzeprg7iTJuQqvckvi8u9hQHU3oBBY1hZKaXBjtL9P0h9YCJttWBz5CLEQX6d+jhaYSRCz17xPSs4O3pA/6LPlMuLE4lhb2RmUALvhY9urZEH//Ebv9oBTmxHRhWHxjh9QThmHr9Gms67bygFBZOUvwJcDFv1KiR775e/Dt27IgxY8Ykax/jxo2zBEGTJk2sbpO2bdviiy++8D3PdpmZM2eiV69eqF27NgoVKoTXXnvNz2ujbt26+O677/DKK6/gpZdewtVXX211nFDcCP58/usylIZ/ukoQBMGVIt7FklfxrGEINSYwOi3Fb3kc+PN99/3c0BVYOtzuSjExfTZMK3FnNwvTDRQruq224UtA7qKq1dWs6Qhkda7twcMi7LHtPIbblFni1pqrJ86OcEQzAnXMOMfSHzFmvwQpl+WjkdkJFh+NSi9MxtqoRxEhEQ1BEJKi31YgMhcwvFHC7hA9Wt1ZIPllbcdOQoDndwBjWydepKl9LNilwQJKE3MImZ+fhjdFweiB03NjxyIV+WAagxGMARQodgreF2novsB14Y89sB7hQ+rYD9A8jOKBYoERF5P85YDj2wN7gDhFS+es19Ka3DVUehCyOOfOnUO90KUiMtKJ4JXxQqaFpn4UGG4tqIwqOAsaKTxo6hUSpu4zAtJvixIEDV5SooBdHk6qP+DfpWHC0e8PTwFWfK8EAwWEz0/jgpoma9qEaztx2p6zNZWvGVo/ocjg0DQWbrqJjIsx2Db0Ad/984Wq+s9ZMdM2lkX6X0p48csUGTwXOp3S08NpVx6kSEQji0c05s+bh1KzO6N82JH0PpWggP+bzFqYztHdUD1kL9qH/4qiIuuFzEL1h4Eja9QCqaMOHKMeEqrSBKxzaDvSP6rAxX3NZODaFirdoD0lAjl6Er1vE6uGYoaKRlgFniFKuHx6XcIaCR2d4CJuRhxYgOosHOV+u83zm87KTsWwsDArPb979UKUmtjM99zm+CII6fUXKhYtqB7QharETNuYUPiYrqlO59GTATptMinp5gwqZCzKFcmB0iIyUp2L8UCEi3D482JpNIjc5bvfNeRnxMGDIhJREjITq8YCTd9TltkUE1wgGc2g8RXhQsqogk4ZED3ifUY/f/FAkeG28BNuxyFp/41WtRRWAeVcYOV4u4uEt+umqc4R01eDMOrCxZ8LPzs8tH04j6W9P/JXANqNBopeZ1ukH9+BD0ZMwKIlf4HX2g/c2xL3b3/Bb9dXhx7CC1+Px/vPebts+Fq20gaC+2U0xawz0c6jZW8FRt2lRJpbmiWLEzzvNEgJcRZXCamCm8ggpsggdSL9vV4EIdMw8yUVTXjRexXOBd07VyRBESTRaQJnhIJX9d3/VNv9+Ii/4GB6hY6Zelqr7iL5Z4SxgxDgqlrArw6RoeHcEhp3scND15UEiiAYdROtL+RH66/+Q5kC2XHw1dIIyelIswB4qQj9MYx2XhNz5gn3z+/NOSmEoqLsrcpKnZ+V/sy0/0eQIEIjC7Pl8Eks/n0iHhHfcUEQLgkPsOon29WS6ZNCVYAjXpfNfFWAse2AkzuBHIWBc4f90yGcXtptrlrw6b9BkaHdRPmc7gRhNINeFFywrWmuq+1T4NU/oxHakIuERgLxMQmNu3QaRS/+ZmeJY2JrpWzH0ejLSShXIAqjctrGY95kjXWbp81n7sWmPFdnoafZ+cJunbajgIIV3IerBRkiNLIwL32/DGMj5qf3aQiCkGnR0QSvyyZTF5yImrcEcGIfML6dvSlFBnn4Z9vYikJi9P/8C0u1m2hUHls8JGbLzQ4YigYKDgqK47vUsDSTSd2Ae4apiEgSbavx4dkRGnseK+PLYZenCHYdBU4VrYI8JzdYxaIhHb4H/ngbIXcPUG2txOx6sVxK/0hY6Onm/slulX0OkcHojY7cBAkiNLIwr4YPQZTUBgiCkELiPUBo03eUlTfTG/pKnYssF3nePx6g9mvNVHt7q27CpXtFe2swXeKEi7AWILzlfZ2m4Pfm8759rVT1I4HaSA2XT4oMkyrF8yJHzwXAyV22QLh3pIpe5CikikfNrhfecq6JOa+FdSiMxPDc9MRa3jrnurQZGriQNAsjXSdZtOvk6OmzyN2/BCIlbSIIwqXQfjxQ5X/+aQe2jyZFZF7g+W1qsc1ZCBjWyE6RmOg6Cp1aMEWCWf9AnGkKRjZ0YaoT7X1hYk1dvd1fnADY0eFPlKxYDeFhRtEVu2fY4ssOF4os+oowVWJGNJ7boR7jebBGRLuSmp05+lxJFp1xIj4aQc6XP/2JCMPQTxAEIUWwy0TDBZLj1LW9dmLU7qS2Z9rhw6vdRQZTMrpY00xBbJmjRIE5F8Q5c0RHNvS5sEBV26PrFIw5O8WH95paz0ApUQtlK17nLzK4/dDb7DZa3tKPg6KC4oIdJLxllIPnxsdNS3ZGVvY7zjXMqBVJcE7BgQiNLErJzYNktokgCJfOnx/6L4pcMHmFXvKmxF+3zSsWNv1hF2wmwAOsnew1wvKKBMK0zIgm/sfV6QdTSOhzYfSix0LVdcLv+Vi8VyzoWSo6OqIFAcUDBUOgFMsxhzBiAetxr7i4uontw8H98ljm+TOioY29zLqTOG9Eheek56IEEVkrjiNYMBt26GIOQNImgiBcKrw6d7ZhcmFuOxz4vEbg1x1cpV530OgccePXfkDNDqpuwUyDUBDo4kp9TLcR686uEn6vvSx0m6mOKjhnoTA645bGMLfT3TEUDhQUOtKii0N1Ky2FRo/FQGiY/5A3fa7nTwBz+l9ae6uzhTY5zyf1mnQgY5yFkKocPbgXz+b4Pb1PQxAEADEegFnMLBNh5AL20M/At63sx9qNAyZ3tlMOgeonTOo9Z1/Z6+Fn+ntnB4pTVATC6WVB0y4zApLUAqy3oxCwUkchwM89rfez9XxejMveCX36PIm83zezj6OnxZriRZ8rRcaAMrgkkpqV4vY80bUoGcgYLP3PQEh1sq/+DpFZ5Y+aIGQBMqXIoF9GoDbMcvX8uynmvZPQHjwp6jxmL5TOqICzIDQ5i6UvleHtSGHHiznXJLlihUzpYXTNKEFRIftJ3FKlOD5//Wm8VsA05gpRRbJuYmDJVwn3ndz2VrfaFPP83Z7n+8+AxmBSo5HFiIuLw/mZAcY2C4JwRWFPX6YU/Zym+vDExBf41kNUeypTH4k5EJvDyEj1R4Bu84Gdi+2F0jLsClPFlVwsD6wFhtyqahrM4WmB0Ff3ViTFo86r+0K/uSaur9HFmeb35gJOkeEtHo3xhONUSG6cy1ZERUqcRaZ6sTf3VdjcDkDT91U9SaA0CF/H98rb3MVUhwvhLYtrzX2btSsURNrzI1BBbzoiEY0sRqeXP8WoHHHpfRqCILBc4WI4ikVmjD/2KSIuGp5PrsPcG75C4xYPOJ5zhOzZPaKjG04K1bCNtggXx1F3AsMaqPvaRZRX+bpNlJNeTa8LLvash3Ab7a6FARdUU7SQpGobfNEULtYe9Trn+zEiGpEhsdi77m+88NJbQM5sdi2IOTiNi7352XScBoREAJ6L6vbGTkmfj94fu2lM7w5+hr/09k+V8Fx1rQiHuVH0sSBVz4SZ0lMZmfG8ti1QlqcVGiUuwNIA8dHIYj4avV56AYMiXcJ1gpCBptoKmefnNvaaIXikfQf7QV5Rm5NSWwwEqrYBjm4FhtX33wHHx+cpqTpJuJDTmvuw175cww4QXr1zSFtiOP0xTG8M3fnBY1jfh/h7WThrGxLzBOFxtOkWF2g3nw+9H72NnqninCLL91b6ZmDX38q63OxYcTqImq8zI0tx3sm3zs+O50mcrzMt4t3QPiCpIDbERyNIuQ9z0vsUBCEBIjIy78+t/foe2Lj3gB2258Lq89MIAab2Bj6qqKa8MiVioker6ygDF0ouhBqKAhZRMm3ihuF5YR3X9KGw9mtEMVoNVosvb51eFs7IAUWGTksUq5kwRcHFnyKAAoJRA906awoWXfPBBVt7fpjpDO6Lx/m6uXqPpsjgOZjtt1abr4tHiRYZ+rNjhEV/Htp51C+NQyFobOcGoyN0Or2CiNDIQpw5H4MyMP5TCYKQbpGAmHhkCVhj8s2339qLI6/wufgykqHrE/TiVbRqQs8LJ/cMVWkBExZHMuTvu18F6LEIeH6nWuS1g6i5ODuhWOHx2CWiKe44B7P+Qo9w5/mYKQqKC1MM8LjJLUjVXSvcr97nPofYcSvitPDYUQzf/ozv9YwVU/RYx5sF5C/n/575eWmR5oSPM7pyBRGhkYWYNXc2ykQYClgQhPSL4GTC0gw3LnqAEqUr+C+OXIyrt/OPBDBFwEWTdQkcvNZykHpOzyYhvOVCp4tH9eRVvq7ll/ZBj25QhaE6WuB0ENXuoDplojs5TGMu0maIv0Bwmn8x0mC6jGpxFEgMuDqOOnC6qJZwiB03AzIz6mNGMczvKVzYRqujJ/p8GDE5vl2JN3busCZmzzL3LqB85ZWl+hWu0ZBi0CxEo5XPSIhaEDIAG+OLomLEQWSFyMxd0W9hYvM7gFNerwvtc8HFjrl+RjIoMrjgcVGmkNCLnPZy4Jc5u8TXGlvLLgJlDUIgmM7QhZk6jcL9Pfa7XR9hpi50yywxjbZIy4FqKFq5+vbjTo8Np8EX71smXd4C0EDD2zSJ+XaEOZ4j/Aw0idWbOCNEpiCieAuPUvu36kG8RaV66D0/X6a2rrDIICI0sgpxsbhw/oDEqAQhnbkQD/wQewtei5yCzA4vXCY83hj5cgRYnLQttzkO3byS3m/4P5iFnHqhZbeINvdiDQKvyrlg6qmtWigwfcEFnvUIjJgEKtA0Dbcm9/Cf6MpJ9l/WRY4TG63v44vVRGjXAK2mbmLA6u4wHEdZUBrIYVTvw1m8etwQHub8EzMK02qQiuYQN6fRQL4hphDhz+XZLcBfQ4C5b9ufL0VZcr1EUhERGlmF+Z+hWKi0tQpCejMl9ka8GpG5RYYHoQhBPDzFa6FAiauBrXPsxVCnO0wjKDMCYEY0WGjptO8meqHl42bkQA9aMxdVHsvna7HO33/DzcjKN+wsYepDiwwSemAFYo9uQ3jB8r7W0vjiNfFT3u6ofM11qFGjhr8YMMfd8z0GMulyEhdrCx+3ThhnFObn3gm3c5tGa5qd0TfENDrj8SZ1U22uZvutW83MFUCERhYh5s+3ZbSJIGSAVMM9Ef9m+hQmRQbylUXIo0b0wInzCt3PutsLF01GFRiJoEunM2zvlmIwF1WmKyY8at+ncJnzrn3fza6cOFIfK3adwKJFi3B/trIodEGJjnOeSBw9ehKlYAuZ0P0rcHD/Pxj99Vh8+eWXqFixYsL95S0NnNylHud9vmcKG7eCUbfx9Psc4oifV4OXgLxXqYJWHeFJbN9mysQyO/MWhpozWHyf4Xmg/Xjg6jvSzY5cAu1ZhJ0xudP7FAQh6KHAyJROoG6c2OEfPXAu7rorQzt3xpwBvrlHOXpOftw/qsCFj/UNXHi57ebZttunORLeRA9IM11HG78MHDDSDLEBit/N6a6d/8APEybi+MnT+P6C1yiM0Y2QGJT64XZVH+Gti9h6Pg/ufvBxNGjQAGvWrPHfH6MtrBOhyNBFsLrGxNkNo4tGD2/0FxnEjCzwM/igrJpaO7KJf+uwZWLWw90d1Swo5XYUK74aEkNkaELC0nXmiUQ0sgD/bN6NGyJOp/dpCIKQlShaDZj9jn0/LBvQdY7yy3DadA+pDxzdZLdocoIrhQcjGXrh43asE+CCzKvspIyjnAPSWL/BAk7DrdMSIYFqJYzoSI4cOTBlyhTcWLsWthfMj3KRx+3trEJU1W5bokQJdHntNRQsXBR9+/b13x9TOvq4ujU2d1ElrJyTYnVaw1ng+sAEoEJj+1xZSGu21tLYS0d4mH7S++Zxv6oLPL5YfV5utSjWZ+1iBc80T3mHkdoVRiIaWYAfRvdHaFa5ihIEId05GwOg7QjgoNfKmsRdUKF93ZVhmkIdZe2Dw2T6wBqVLjFNptjtYSysX7/VBTH717u3i/LqXkcOSGikipJ0nWebVGlTrEDeGl5efvllTJ06Fd169MRVr61TNQ265Zbn542aZD++AePe7IwvPv0EkWGhdisrowXHtqnUjfWaa1Wnzc+9Enp2+HWCeAtcredr+osMortD9HspeytmzPoDdz3wOI6Odli/H9tqR4V02oqYUSP9WfOWHiQUQ7xNh04TE7Egz+QW5HwPJ96/GqUjUzg5URCEVON0fARyh17MMhbvHG0f+tx2hI+52z91wQVaF4Ga9QBFqwMHV/uLDS5wZ4/4W3THx8LzQVmEXDwPT3h2HI7NjiI4phZhzunQBY3EzZZb25BzoWWB6nftEj4XCGdNiWkhPuou/xQHzcP4gTLaUbQGcGyTEkicw5KvNHBko39kxfxs3GbBnDQKXPm5MZKhLcmN+4dPnEbr1q3R58FmuO/QAPf3wePolmDrPEPt4lG3YtoMsIaK0MjkQuPDcb+i19oHkEMqQQUh3ciKs1yiI4sg6ul/1RA0XplTDDgnj5qLN0P9K75XH0aN+4CxrV0X27jYaLzYvh7erBuP7GcdTsZm0aizkJKLKgeEcS7KminA0pEqRUPczs3Eufg7O0UObbCLMFOCTg0FmoPiXPAvemsyEkkdtW7ZAkc2LsGn9c/jxqvCVRSF0ST+DHgc+oDolAqhgyrTI1dIXFzKGio1GpmY2NhY/LF6NZ41XGoFQQg+kZEW5xAVc0iJDJo8mVfJzmFiXPhZJ8Er9Ju7qhebvhq8NYyuwjr/gS7PvYvsvxuD2jS6aJQj3nksPfmVxY66g8WNQEWhGjenTzP6wffmM7iif0VlbzpI4zW94jYFK6m2UWcEQb9vZ/dMnCE6nDUZvE8fEr3d0S2Y3OwUQq6/iNgitZQ9uhUlClFpK0Z89CRcDdNJ6eCNkRJEaGRidu3ahdGhX6T7HzlBCGb4/y+9xUaaHZtX0asmKLtxLTJ0lMHpPMkairveB2rc798OWqBiAqOrSjc0BlbX8i+Y1JNJua0WAjwmF1cKGWf3ht95Gq9xw83p04RiQQsAcscbwB9vqBSJhUfNduHnwIXdNPIiFEJuJmLOSMrDU2yfEW9NhoWxnf5Rhh9aDUzsbKeutMuqtl7XzqHa1CsDI8WgmZjSpUtjr0fCGYKQ3mQlsZ8gmc7prO+XAQ6s9W/X9C3M3hfExwDT+wL9r1ILqW4HPbbFv+CRxZt6MBvrKhj6Z9TEOZk00LRVHyFAocr2IqyNwZLR7pogxeCcujq+g7rVhZx8rmYHO83B97d5FjC8saojYRTGbTaKM5Iy+n/qtRyC9uh09byOeDjbiI0iVT+X1UyIRDQyMeH/jsUNkcfS+zSESyS9r4IFwQ3X30nWCAypm/g8EpOFX6g6DbMdlBEBihZzMJuOQHDhZ7rEWdfgnLbK9tA/3gJ4tc/228d+U14fNPEy7cYD1ZEEinhoIcLICUUNYcTAWf9geXs0VqkTE22Prus1tFAyIylFrrFbfTkEjYW0hJ8p60vM+S8cBsfXMnWlHVnNrhbTpTWxSE4GQYRGJibm96eyjjlQECIiQ8iwhIQDHpfoANMb+csDx7fZj93QFVg63H+7NROBhs/5pyuYdlg2MnD6ws1q25nyYMcHRQZhISijHWbnh3MGiZnq0amHxGaTlG+As3muRs5Tm9VjrAsxX8NF3SkySGIdH80/A/atAK5rbRfIOj/TkXeoIljn6ylAdE2G7shxfiaslTFrQzIgGfOshEQ5ceIEhg0bhpLnquKBHIZ7nSAIWYb0jHidz1YM2c7t8R3fdy5crFt8ptordSdKoxcSCo32X7vbiweaaOqGjkToBVxPbNVDxEwzMB8h/jNIrPHr2qp7uWqJdXpZOIi9cM59KJweYsZ2V+0vwvQKj8OohNsQNTP68fsLatAZ34tuT9XwfegIj3YV1Z+ROVPGdCnVU3MDDZjLQEiNRiZkw4YNGDx5JqqEH0nvUxGEoCUmPu32zYX9YjpGvLKft0WG5nG8oeoxhjWwCzd5G5kL6LcVuO5eIF954PFFQNGq7vbigezGyekDwKTH1a2uzWD9AxdSigzeWl0nHuUlwQiArqvw4UlYJ2FC3w2nnbfJ0S3IG7PXvk8xwwVfR0Z4fH4wrClhGoftqRQZutZCiwQtkszox0Wv8yeFwyM/q6iR09bdfN+BTMj0NFttVOZWG5LBEKGRCalTpw5yNeiIWhEH0vtUBCEoORoPRKShEKDIiEhHh6OV8eWwPz6f7z7X1oYxxgRXDQsbt/8JjLsXWPsTkCMvUCiZdRzmwrltAfBxZWDVd+p29z/+C+i2PxMOEWNhJq/gLZdPr2OnLhjVqRndoWHCVMswtttu8F/I+T0jDRqmiDrPUqLIjIxw1grrNio1VeehhcGIJkqMaJFAcUTvDw1fwwiEjnSYqamGL6vjuLXhOnHav2uX1HSczpoUIjQyIfRY6x36o+T4BSGdKBCStmkNXuumx//veA/wQPQzOBGbHScQ5RdhuT/yT6Pzw3tyvJ+nRJKLI6OwO3a4LJpWpKAJ8E1z/8dnvukvEOa9a993Lqhc7B/7XXWUMMJgdpZYXhyzgR6LgTDD1ZDdHIxOmFEDs8jSur8N+Lq5in4c905rdeKcomqOpj+6FWj0CvDYLCVaKMq4P4oW2olrwqPsWSRm90sg4UABY4oLRnYCddNkEDLmWQmJ8vp7H+Nx/JnepyEIQcmVqJ1IryvAmJwVMC7kY5+Xg8b3fvUwMV6ZMw1AHwgu9Il4VHzyySf477//cPr0adx///144AFjhodzcdfsWwr0XGQbdHEbRi70yHTCiAQHimn7bb3QOgtK+RgX87gYl+N4R7EznWEWWZrPa5t17X+h0xxMkehpq1a3iFcIWf4WNYARjdX24VG2oZglxHbZdSb0GOk+X70vXZeRWB2LTpvouSas1WBkR7pOhNQm8uIuFItI77MQhOAkrQ26NniAKE8hlAu98jVY2c4Z3SQG5zyR1lh15CkJZM+rFl3taEncFkdvncK8ObMxcvQYFChQAHfccYe/0OD22nzKpI23uFQvyFrAsGDSNMfSuLl9mpgiIjQCiDfm0lCs6M4Svg9zwixFgi44pWhgi27VNv4FmGaxKttRyYXTanvrddFAgQoqisEIEEfC8z33/BsxeUojMjwyoT26W1GoW9rEbBHOwEjqJBPyHL6WtIkgpCNp9f+PAubjfCNxVUh6FXonLAx5Bc/gXM9lKl1yao9KdQxrZKcc3OZ6GEWN3zU5hHZt26BTp05o2bKl/851aoPRitvetB+f1tO/8JOLORd3yxyrUcIWUS7gXOgDweN0nKbSJ6bIcBphWdGPbLYZGUWCOSmWPiBDb/NPFenF3ozOMO3C/ZDwbGpGC4tH9X73r8BzL76Ea6tWx+oFUxOmnsyi0EE3qfZYPpac1EoGRCIamY2LFyDBDEHImm2lPO5XJ7sgPL0uJLIVBS4c9HvonZ73Abvn+4sQelhoceE2rMy48s51chMmjfwDBy7mxLXXehdtE20zvuF7+zFjQbbSClzMfVfy61Snh+580dsndXXPVI+ZPgljOiU64YLt9KnQraTayIvj4nUaRb/WWUjKSMwjU5QgO75NiTO6mOroTYlaWDb/KKKjo/HUm59jcvOKyHN6i+1wynSOfr+MhLDTh4WlXeekrEU4gyARjUzGPzO+SZA/FQQh9VpWExMZK2OiElp0pzLhLlGFK8Z1LYBefwMROdR9LnwUAUwXmH95ONdE+1q4FYJaKRHvlXexmiiQNzeurVzJfr3ZBkr4OlM4OCMV/NJ24CQsm3Lt1F0dum4iMayx7N5iVqZEnt2kikQbvKQW90B25ayBoAGY6YpKkdHscyVCtLAy0z909jx7xN/Y7MhGFSFhhKbzH3iiz9MoWbIk3v/gQ7SemhNnO81VYo6RHIqWAuX9z5+tsjxOYi3CGRQRGpmMNUt+T+9TEIQsS1Itq9Ujoi8r2pHWIuWyafyiWlBf2K0WWl27EJVLfa/hXBPtYhkwlO99s5yCanZ4sItjSD2VFuAV/6aZagKssw1VRyrYvcG0iTn3gy2mFD566BlFihYLThGjoWBgVwqLWZ/fpaISI5uomglrdLvhreHm/9F2pP/+fu2jzsstpUFxRnHknM9yeL2K0ISF484770S+fPnw+uuvI1eefMiRM7e/tXiMYyItRVUmSZU4yTySSLD4w1MDj/2/vfOAb7Ja//gvaZsWKHRQ2oKssjdFpsgQQaYgwpVxUVnKEJQrqAxBvNerskRlg3qVexFR/he4ggzZyF6yV9mzZRQohbZpm/f/ec6bk7xJkw5omqR9vp9PSZP35H1PDmnOL8+E5g+eYZhcIysR8aQuFY+PrSoSpt46qnL52yjrfdl3w1m1T+03fOkGkRkeS/tarRfkgqEiWrQhy6qZ8ReAJb2s17p/LWNMBlk3Lu3WBFwmq+4Nsjw4cuVoxYYMYo3ZmHnLdvvXRALMPnBVG4Rqvw70u7YjrJ0YK1SoENasWQMLdE1t1kuipnBYzyVAlRe8yoqhhS0aXsTU/27Hj4Yv3D0NhimQeLw14glxkPxpxZFrILNqn/bdUAl535GLRFs1s/ILVusG3ZZvag3IpG/1Ij7jJLBmpPX5suV6dgpeOXKlOGrZbl+dUwauDtqm1sWQr0nGaNC1SKgd+glIuqdaWOTriIxWg0Glq0WLtMAQJFYos0ULxZJUauW1IoPw3pkXQEwHFkKnqTnDMEze4XnWCJpQ7qmf20agFNWm0DbwImSPD22qKR3PDK2lg1wI0s1C2FgFzK9Bu9HLDV0+V1s3outctYusFtqYqWEbWStkMSvZRTWzhmPSlUKWDCE6zFkijsSKtO6I1Np25tTXADWThdCWAidkl1pasyE7gP8NUy03sjOrXF8parQWGHota0ZZa29QwKqXpLE6g4WGl3DhwgWcSfaH4ueJH3gMk79xZyaKc3LXxBJEu4EskCU7nRKUMUHCgKwJFMioFSHO3AxaKCZB1oWgcVTFU1oaSAjIwl9yo9daSUgkaOtG6H2sgkdaCqJ7WzdtKUrI4tDxC2ubdWedW7WuFMtClDa3dD+ZMe6ERIkl9TUZOLYcKNMwo2tHQvN8EKeJvfjTtp29vagh1xKt16gzaplyyjjxojRWZ7DQ8BIGDhyGjc13eOCHHcPkf9LoS3c+/9sronWk3zBvelTFUm6SskGYvchwFBNh/7isg+FoXEg5dXN1hP2mTyJnwFprYzft/4l20xYppc/bvh4aT1aIzNJCLWLlpBoH0mW2Y3eLEBs61XJBYkcrfrTQ4+WfdVxxVIozbWVRbaXToTsdt533QjhGw0t4rZEPiwyGcRN++oIhpiyITW+wmpGh5d5l22wOZzER9o8fWZp5USptLISMWaAsELnpkztExjfQ5ivjPEgEkSCS5cBJlDjjv29k3hXVft4UB0JuGu14soBQ0CpVSJUWJcqA6fy1ms1CXWwp7TWijvmE5jEvfgV0nG59XFoppIuJLEWtPrTtlSLdJV4uMgjvfwUFBIM+0d1TYBgmHyOKhFF2Q/Eo9QHpRpHQN3n7OAP74lbSxE/pqlQHgopbyYqa0hJAYsBZDQ5tATBpySDIHULHyfJh01+kniqIzEWwxKb9TWvgtlmIUCVQKtIlA0i119K6c+S8jYmq20Vb/8I+ToPa2FOFVC00Bzo/CTQSDJRNQ9C85rewpuHSGlDMBs1HKyBWDFGvI9coH7hLtLDQ8ALSHsbjr34H3T0NhmHyOyQyKPNDm2opN08SGY7iDOiHrAoSskRMq6RumNRXRJtCSps4iQeyVJCFwl6kOGqBTiJDWlhkvAW5T2TfEymIpBWAinFpK3/SOajdO3VO1V5L694RFTnTrQLBWdqvo/4sYRoRQ4/JdF0hqszzt6xNkhqzEVnL+pj2NdNxGdyaDywZkvzzSvIx9zd+geLsNmEYt+CZgaAuQmaTSJM+CQjKfrh/3XkNCdp45Tdy2sSfG2cVF/Z9RaSlQIoC+9oTjsp/0ziag8w2kb1J7AUR3dI4GUtCIoOgjZ6sEPbX0gaaOoqv0HJiJVD/NdusGCmu6Hz2Td5kl1uKz/iurXVOMrtGa0kh6482g4isPwe+8+i27zklf7yKfI4x7oy7p8AwBZYCIzII+41NWhHEMX+1hsTKd6yuCnsrBN0WK2X9Rk/PES3VT6tZKzq9bTdWR23du85Tb2V2Cx2XabdZpdEeWpJxjLNr2QRi1gPS04GbTiwaJevYlkun55LQkdh3fZWCgmI63tykHku4DkS1UN0/2kBZEmb2GURZdaP1MlhoeDiHrtxB6IU/AK6fwTBMXmJfpIssBNS/Q9a4cGaFoPgDqk9xfhuw5VP1HBRvMfB3dZPVxkRoa1w4ymCRkOiQFhU6vzZ+Qc7BUsvCbB0gkUMuk4iaztNxtSJFtniXbeSDo4BGg4EjPwELWph7tyi28SDaomX02rRuIml18fFVXSX0Q24lKuilFWaB4RlrouSzGI0CEEvt3QyYvQ5l/OzK2DIMw+R21dPO820fpM3XV9Org1JD6Vu6o0qgZIUwNwsTiLTMslahQvEWtPFqRca35owTupWbv7OqnnQtqr9BMQ9kHZA9RiTa59KGHVRGFUa/vg2c22TtY2Kf6ULQa6H5yrlKd8+9C0CJKla3B1li5Bjt/GSWjLYxmziP9X5augnnb9yGQj1VRDEvs5mMxItoJ68RGeRyyUduE4KFhoczWv9twTLdMgyT5zxIBdKie9g+SBt6muZLzuu/2hbVImSDNNFxdIi6ucqNnNwulu6qddX7coO/ddoaFyFrdmTaoM0sXmRgpb0Q0T6XrCf3r6i/k0hYrGmallm3WfuS6VRHo0hxaxdaupUlxbUBpVIwrRgGRJhfL0HVQNPTMGfuPNQcPB0bZg6HztL7RAoLJePrpn4t+UhkEPnr1eQzrl69itY44O5pMAyTzyH5cHXNJJRvN9IqJq7affbEHgPKalJeaZOd1Ri4f9EqGC5s0wRYHlLdFwTFWMjgTDpO9Ti0kEDRxlvQ77/0BTpOVi0rhLNUWkexGo6CM2XTNVlcSzaGs38+BWeSeKBMEioMpq2ISmjdRvS6pGCieho9FgG/vGp9/XfOYs6CBTjZ5Rz0OgeBxTTGUVBsPoMtGh7M27MWobifu2fBMEx+x2AAyu+fDOM/I7BzXDRajvkBKN3AdpD9/VOrrCJDUri41SJAMQtSXNAt1dUgSCQEl7F9nqwMSpssCZ2v6wKnVwFf1lQ3YnmMNmRqX+/ItSBdOvR8Oj5oq9VFQbckkkjQWKw0iuPnU4aKTUt6TUVUR24jR69DkpaMI6+lCJEhZqED0hoOtlpGyBVEwiYfiwyChYYH00R/jt0mDMPkGQYd0NRwAVv8R6DjjC22rg8KqiTIBUEt1lePzniCh3c0qa2amAWKQ3hzsxp/QCmrsuW6OHe0bZM2+/PSfW2HU/uNXs5HxmEQdNwm9kFRN/NvWtlWFXXU3VXUyTC7MiTkFqLzk1XnzO/Wa9G85RrRbVRzIKyq9Xn/NwB6TXEvBTr4tvkI6PcbEFpRdQVRzZGsKpZ6OflTPuUTbppSC1YOP8MwHgF95vzm/xHQ+ziQoqlKTL9Prag2FNPZmVsLlVZbutv39SAG/A78p6ttRgkFd8rOqVrhQO4SsmZIGg2yNnaz75Nin1JK2S72cSQSSi/VFs+iWA5HmR2iTsYGNYhUW6RsfktrxVF5LUJW/aS5/NDJep+gpmi+/mp9j6DS0FFVUBJA85upxwgpzPJZSqsWFhoeyqdLd+Bz/XIWGQzDuAX67FG+rAmdTCul2+QEVWQQSiqMLf4Bw94vAZ9A4OEVtfomWSxow9Q2CKOuq/ZdSrVFvrSukMBIILwmcPM4oPcH/tPFOilHpcrt4zBkN1b7lNhyGhFELguysGTWhbbi85rxmnLo2msRcj3IPaRNB5akpQC9lwKVnrcWCtOei4QHnSOfpbRqYaHhgTx8+BALd13FuKLungnDMAUZ8T3H0uLcdhNNVvxg2voPGHRk7r9rKwSofsQbDmpUENItYZ/9Ib/J0+8kMgiTOcZDQpYE+z4p2mMUh6GtzUFWE3KXkCVDiiD7jqgkMEj4aIWRFD7aANPv2qkBn/JaZImRIkMSWQeIdVD0a8tnqtCwD2oV9UU2qHEh+ThGI3++Ki8nMTERfXxWszWDYRi3kxpYCn6J10UMQpopHb43j4nH/ZAKH0efUZTGSkW9nBX+ooZstKnK6qFSPEjod20rdm3QJj0mhYLcrGVPk5DKwA8vmjNKooGXzXVB7FNiydKhLR9OIshRaXUZCyIF0JsbVfcIZcwEl1UDP+0zc1pNUOuHaCuqasumy3PaZ5n45z93iRYWGh7Go0eP8N7Iv+G7iqvdPRWGYQo4tMULkUG/3zyFX8MGoRtUoeFQZBC0wV47AKwdbW3KJlNKSRzQRk+brLaKpmyJTtDv2noT5HYgi4B96fKBdnEU2vLhNAeq7SGurenRsmyQ6hOS94PKZ8yc0dbI0IoB+iEXzK/DrS6fvqtsBVOFFmqMiOyForWShNil4+bDWAxnsNDwMPbt24dbJ3fAUNndM2EYJrc2a281TmrnrTOlIDr25+zlKv6rrfV32tSpDgVZAORmSxkpWvGh3YTt62XQ5k1WAm3/E4JuybKQGXTtnkuAn3vZpqpK7EVGp6+Bp811MOzLodP1SDxoXT7HlgMjT6mWDdnbRM5N6z4K0ZRZz+eprI7QKYooPlsgSUhIQFBQEO7fv49ixYrBU7j46xSUP/ipu6fBMAxjIUXRw19nyv4TKKgzMdbahZU2WBIYVDFTBpeSe0MrHiRyQ9YW37IPGpXjZEaKFqrqSbUw6Bq0xUmBEVEHiI/RWEw0kAtmzGVVLFCcB6WcSqh2B4kDKuRl6fRqdus4ynbRCgoiO68lH++h3v0q8ykJBx10IGQYhnET9G2UREaO0u17/AcoHGoNBrUXA3SfrBzmzfb8+fP4YMw4hFRthBnjhkKU/bpzztaCQK4SygbRWjXITUElzf87UBUX0qVxeQ9QJExtiCZpORr4pU/GuRYrDQzdYY3/sAnYrGENQLVpJ2/+jk6ihSqiVjFbcbTN4bSN2IJKW4uP5eNUVkdwwS4Po87L76Gc0ZxfzTAMk4eYnNi3LfU1c+ID0uvVDZvEgqO0TzuXyYSJf8fRyq9jU2olxHze1NxwzZypIaF4DLIqUMEssjrIAle/DlNFBmVxkMigDJMfuwHL3rR9/sZ/WLNetD1Nhu1R63xom62RFUaktZ5QhRKlqUaai4zZs/Gftm3kLWXYNY3YhMgwL2A+TmV1BFs0PIRJkybh9OnTGBB1HsW47DjDMG5AlsrOFcilQa6KdKPt42HVgB4LM7hMSkW3RMitG5ij/wJ19NfUB+3TR+XmLVNWacOmzrFyY6f6FGTJkPe1xbOIO6et8SLSwkAbvrNma7LeBYmFeU1VUeKIuMNWC4XWGkKi5uFdIEHGgihAh2lAg/5e7zZxqUVj27Zt6Ny5M0qVKgWdTocVK1ZYjqWmpmL06NGoXbs2ihQpIsa8/vrruH5djVqWxMfHo0+fPsKnExwcjIEDB4qUTi1HjhxB8+bNERAQgDJlymDKlCkZ5rJ06VJUq1ZNjKFrrl7tvZkaly9fxpUrV/BWwCFOa2UYxqMgl4kppKLl92wTd8RaTZMo+hTQLWNcxpKP2+PTO+9il/9IPG0wiwyBj3ojyomboc1em7JKaLufUlCmvE8xGrJEuLhvznqRPVFkuqmjzrGiFLmdBUPbA0ULjdM2aCNrCJVb70cVTu3LiusLlMh4rGDQNWvWYMeOHahfvz66deuG5cuXo2vXruIYBYT85S9/wZtvvom6devi7t27GDFiBNLT07F//37LOTp06IAbN25g/vz5Qpz0798fDRs2xOLFiy0BJlWqVEGbNm0wduxYHD16FAMGDMBXX32FQYMGiTE7d+5EixYt8Pnnn+PFF18Uz508eTIOHjyIWrVqeV0wKP03nDx+FKV/bo5i5r+t/I7RaG3oxDCMZ0P9VksHlYfePlMjM8JqAn4G1QohK2DKjZmKad2/ioWzhuB1ZZ/DL1j0EWEgC4S0OhBkiaD+IBQbQed8n8p8BzjO7pCxFRSESlYMR4GnEnLHyJLoMrCTurNSmqzExw9IT7XeJ+tEcDlrWqt9jAb1M4m3c4WPvQb4ByI/kN099ImyTsiioRUaztI1GzVqhEuXLqFs2bI4efIkatSoIR5v0EDtBrh27Vp07NhRtEUnK8jcuXPx4YcfIjY2FgbzLjRmzBhhPTl1SlXHPXv2FBU0V62y1sRv0qQJoqOjMW/ePK8TGoI93wJrRqEgwb1cGCY/owNGX1TTPylmQot5EzaaAENmtnXK+JBBk7SJn99qey6Koxi83XHmiqMUVUc4G2sjGioA8edtn+dbSO0Gq32OfcaKr1lgBZUFhvwBFApGfiG7e6jLg0FpAiRIyEVC7Nq1S/wuRQZBlgu9Xo89e/ZYxpC1QooMol27diKGgawkcgw9TwuNocedkZKSIhZG++NJJBcwkUGwyGAYzyCn3ziz9xVVAY6vACq0tO2I6mOwfNPPTGSIa8hv/2RxmN9cFRlaVwrFUTjqwuos7oKcGekmHLt0E8dPnMx8rLY1/eA/rAGklhPZNUQjyKpCmSqWMcmqG+WdP/OVyMgJLhUaycnJImajd+/eFrVDVorw8HCbcb6+vggNDRXH5JiIiAibMfJ+VmPkcUeQm4XUl/yh2A9P4pTRdl0YhmHyipxofpODLwnnSr4IhNfOODiylrnvyFqg109Ax+kZA0SdzYmusf1r1bLwzXPW2AxhITB/fsv0U0K2k6dbbbt3iuswjyGR8fKcHXhx7j70+m4/Jn78d/WYFAfOqnhSPxL7+htSeNB1yD1D16Xx1LCNLC3yfBVaFri4jDwRGhR70aNHDxF7QK4QT4DiPcjCIn8o+NJTOHAhFk/53nH3NBiGYZwijBjtJ2fYOB4pPnjqtfnA4C3AkJ1AiKY+xP+Gq+3lv2sLLOkNrB6pFsfKzvXogi1GmRut2XU8vX9FbcFO4oNEiLhGG2uKKomRh/esQZyUopqehsvxj3D0mmrNfuAXin3HY9RCWnQeEgcUyOnji8OHDws3PO1lAq1woTRXih2hQl10SytDsRx0XRIbFK9B7hyyhAz0/sJcHik0pMiguIz169fb+G4iIyNx8+ZNm/FpaWkiE4WOyTFxcXE2Y+T9rMbI447w9/cXc9H+eArvLViFEvp0d0+DYRjGwklTSbxpHIGhxuGYZuyGhyNigIZvqPEGGnzbTUKAkgz8PgEoGgH0/tF6kDb5ec1ty39TE7QsiDMFoH7KLLXoltbiQLESMqiUalsQJELmNLF1f8x6Bki4YD0hpajeOYuyoYVR56kg+CAdNdNO4qt3e9mmx945h9jj2zHybyMwc+ZMfPHFF5pZmf1FZGmhwFISFBRkKmtl2LtdZFZLAUfvKpERExODDRs2oHjx4jbHn3nmGdy7dw8HDli73m3atAkmkwmNGze2jKE0WouSBIRgqVq1KkJCQixjNm7UdAg0j6HHvZHCyu2cpY0xDMO4mOvNpqBEuVpo2bQ5hnw4G4Eh4Rix4L/YfUux+bwyVGwKTK0I7Jmj3lIsgjZO4a5dEGU2eDV1IsZ1b6FaCLQWB4qVkGmnZNGQCAuHOXaDxj2gPJmM+ProsWxIIxwvMw2/BX6CKken2qaxfvs8Ipd2wte1j+P0yRNIuBevumOoz4kUFHRLgoLmJvu2FMBCXNklx1knVO/i7Fm1xW69evUwffp0tGrVSsRYlCxZUqS3UoopZYNoYyjouAzupPRWsj5IsxSlt1JwqExvJbcGiYq2bduKGI9jx46J9NYvv/zSJr21ZcuWotBVp06dsGTJEnz22Wdemd56YNdGPL22GwdGMgzjUdw0+SNcL60PQViPcLRRYrL+rKr7KtD278DcZkDiDU3b98wxmdSCosRl/8oo+8FudUPXZnGQq0J2RY2oC6Qm2qaQUuAlpajOfha4Z24HT4RWwpKwdzFn3gLUiDBgXs191mMUN0IuHTva/i8Y64ZEQUfXonocFFsiy5yTi0X2Lsmsb0s+xmXprVu2bBHCwp6+ffvi448/RlRUlMPnbd68Gc8995z4ndwkw4cPx8qVK0W2Sffu3TFjxgwEBgbaFOwaNmyYSIMNCwvD22+/LUSHfcGu8ePH4+LFi6hcubIo6kVpstnFU4TGlY+jUAbxbrs+wzCMJ6SjJxuBAG1dHSkatM3IqBKotrbFkB3AsjdUt4e2gRu5V34eANw/p8aMDNqID159AYNmrsa3M6ZifImNCHygESLadu+pSUgIrITrjT9CtY2v206SLDUU7EnX0M6D5lrAgj4T8qKOhrfjKUKjz9h/YJHhC7ZoMAzjtdBG4uwjLM5UDBH6bJQT6P5v4I9JqptEbvxSPMhy4SaZgWIWFhRsSY9Rsa2yjYEfXrQ2PwurCvzlX+J5yrRK0KUm4ZFiQOM7/8Cu9xog8AfbEgkWYSOvRcg6Glq0VhVCO9cCFPyZ4Cl1NJjMSUwy4mXdThYZDMN4JUbocQ3BTkUGCZAjaeb000zGoGo3YPs0VWRQMS/paqFNnjZ+WbRLxGtQA7UaqgCRj1F9DRIF2g6r1OuEGqtd2ilEBlFYZ0R0sXu4m2K3/VF8h6wKKoM4ZR0NEhbaOAxCex3tXB3V9CjgsNBwM2sPnEV3P+dFxhiGYTwRsoX/YqyJ1Gbj8RTMaaQO2I/KqA+Ni8IBQqScXqb2RiEo5qJENfV32uCldUFbWIsECQkQm8dOZmx8RuMCw6GYA0WTFD+EhJVEyfLVbceSq0W2cbeHMkuobwlZPEjcUCyGFBzUA0b2U+FgUIew0HAznTa0ZWsGwzCeDwU8dpwJIFi0Cbsa1RXdJm6A3/Z/ZGqpaIAYhBqyV6DLhtvmTJWku0DcMWsRLrnBh1YCikZmbIg2yFzLQ4oIul05Arq0ZCg+fiikS8WMhBHw/fYFoF5fa00Pcn/Iwl8SWYKcglEpm4asJmQ9IagdPWW93D2nWk7omgXIbZITOEbDnTEaVGnui6p5f12GYZicxl/o/ABF01CMIKvDLU13VldCLecHbVYtD1OplkaKKg6oaBZZHLRN1WTJ8gUtczS/+P7bEVqutrUpG8V+aAM+JVSI61YM8HMv62Nk7ajcGgWJBI7R8ALWfejuGTAMw2SJMLraiwyCNnGz5cCo+cqa7oqvr3FHEHtyB3BsubVQF8VGUBCotjiWLENOdS/sRYaPpkeKHYdNUWg49wJu30+wWjEWdQeKV7EdSK+XLCnL+mvO66/GdzAOYRuPG/n5WAJ6unsSDMMwT0L374QLYdOyhWh/fYZ4yMdF7uCIpV3Mqof+UdQATso0kWi7rcoYD8lflwIpScB/7dJVzZxOewqBSMTfv/8vZt4zx3wkOIjZ6P4tcHmPbV2QVxZa28QzGWCLhps4cOk2Whg3u3saDMMwj01KWE2gRFV8sHAN2l1TRQbhKoe8NZ5NUZuqkRtl4Yuqm0RaMWRgqMbaIgJKKz4PlND0YNFA8+1h2I5D/kOxOzYTlUTnIQEjslPMDdXotmLG2lKMFbZouInp3y/AIj8HpkiGYRgvwffWcYz+5GP8U5lpE9TuLMA91wp+UWqr7ORKwkLW1aBKoWTlIAFCAuCNDWosnIzdCClnsYbIuh/k8jGY50RzmxO+CnBU8qPVBKDZ36xprxQbQm4bmRLLOIUtGm5itvFLzjZhGMarIRfJZMy0bNRZkSufeT6FgIHrrW3Yhegwd3aNO2xtuEauDRIZ2sZm5PIwN0YTIiOguJi7tMDQbe1+XwFkqbGnyRDbjBISFxT8ySIjS1houIlhpoHcRI1hGCandJisuktk0S4SHTK9VQsds69poXV5UDO45Ds2AkgpUQsBRcOAHv8CXv0VqNQOaPUxMPYa4G9tkcHkDHaduIG//99ezDLMZYsGwzBehat7nWRJsfJq8Oeqd9T75D4hqwXVr6D4jOWD1c6qZO2gfiT2NS3I+vDeWbWlPHV7tUN/+xjwTSv1vAWsnLgr4RV0A4cObECIprsxwzCMN+D2L0fN37VW5ZRN1mT8RXg14I2NGetpaKGsFHKf2IsMGddBpc+1sR+HfgLqvMLukSeEC3blccGu/fv3I3HZYDxnyLwkL8MwDGPH6EuAIVC1XhA5acuuTX111LY+tAIQf15zzJxCS/fJskHZJmzdsIELdnko8YYIVMB1d0+DYZgcUnC/knkQt86oYoGqda4Ykr3naAt4ydRXEhI9l1jjNciiQSJDHqMME3PQqLg/71n1unQuJsew0MhDZs6ciUE/7MEyNHX3VBiG8Ta3AQMc/skqFrLTKVXbq4TaulO/FoJcLsWjrFYNcpvIAl90jDJMNEGj2b4e4xAWGnnEuXPn8MknnyAdPqiH0+6eDsMwjPdBnVK1DdRkVom0WtCt/J2KeJ3fahUm1Nb9pTm2HVhl63dZnpzawZObhDJMqE4GVRPlzqxPDMdo5EGMxqJFizBr1izUeu55+Ct3MCtgCX87YhiGyQGiwBalmZKbQxvwqY29EBYLnSoqqLOqbLxGlgsSFYoJiD2sNmhrPQEIjAAWtLBeZNBW4MZRoNbL1nRW2WDNWYBpASYhm3sor1oesHz5cqSlpWFzfEmcLTmbRQbDMEwOuakAEdSlVTZQI8hqcWSpxmpxyPoEbeM1smIUjVBjLYi4I8DiV6D4BOBuseoITTgJ+JdSu70SK98Gxl7NKGqYx4JdJ3nAtGnTEBkZiW7B51hkMIwXYjQCx02l3T2NfItJAa6ZMh8TQZ+dXzWwBmSSyJhSHlg53DpIZ8j4RMomcdJZVZeejNG32+GyKQhI0QbpK8Dhn4H5zdX4Dg4EfSJYaLiQFStWoGfPnhg/fjxef3s8VumfdU37ZIZhXIrBANSccABHjSw2XIFeBzzlrwZfJpgyqVnx8IraLC1mI3Buc8YUVcVod2I/NZuEeqFIC4cdM/xmo6z+vu1p6J89C2xranAg6GPDMRouitH45ptvcPr0afTv3x/Xrl3DoLX3AUNhVNfFYI3/xFy9FsMweQD5+G/86f7qmAUdGXPh4w/o9ECandhwBgV7ppv7oGTBkRrvos6JL23LmQ/+g90ndnCMhptJSkrCvn37cOvWLZQuXVrkmtTSHcPHuoXunhrDMDkknizwFGDIaa4uFxD3AishODGTgobSipGeAgSXB+5pLA0UUxFWBYg9omaLpBuBW+aGa9kUGUdNYajy4nvAvS2qJcNZOXMm27BFIw+yTubPnY3G18Yhmt+nDOOVsBXD9SQHlkfA6z8j1icM4V9XhD4rx76PQRUSks6z1HLhFDAqAzipPsbUitaOrlnwc4XJeKlHPwQEkPWDs02ygiuDegibN28Gts1kkcEwXgyLDNcTkHgRe4+eQI/5ezDLGO28EiulplLshRAZOmuNi+jeak8SmZVCt9RwLRORoY0/fRhaEz17voqAKzvUQFPteZgngoWGixkxYgT6R91w9zQYhmE8nkpbhyM2wYj2hjPOxV3ldoAp1XxHUS0ZzrqsFgkDgspY7iYElLeIC8VuAyzSZhwwrRLwYzc1m4XEBpMrsNBwMStXrnT3FBgvI0nxc/cUGMYthOof4j39bFTRP3I+aPt0a3lwuiV3iSORkZIITC4nOrWSqIg3BaBY8kXLpmdumWZ7T8Z/0O3FHbn62goyLDRczNjfjrl7CowXkWQCvgoZ5+5pMIzbeNNvX+YDmr8HjDylFuGiMuGOWriTNWLdeBsZEarPaKGwGk0UIDTKVsA4qb3B5BwOBnVhMOiqVaswfFMqxhomY5D/SfbzMtkqDHUFQEUHdYcYpsAjA0BJCHxwEYlGE35ZvQlrT8ahaXQdDHrqMgrH7YZp74KcfYsuUR0YtEX9nSwZJDIcCRjmsfZQFhouEhrp6ekIDw9Hv74dMK3oShYZTLa4bgRK+nHwIcNkRXLDoUje8wOC9UmW6qJU+OuxoYBSZ7EejEM468SNXL58GUOHDsVTDV/C5wEsMpjswyLDsym4X8s8A0Xz/xCwb65FZBBPJDIIrv7pMlho5DI3b95Ev3790L17dyTU6Iz/KuXcPSXGi2CR4dnw/4970bni/8GviHrLbeBdBguNXGbp0qVo3bo1XnnlFcAAdNddcveUGIZhGGfU6wsMP8BuExfCQiOX6dixI+Li4hAdHQ3jlTPYhafcPSXGS2CzPMO4gVajuTCXi2GhkctERUWhRo0aOHXqFIxb5mN8+nDeQJhswWZ5hskd5hjb4O/GXlgX1BPjjH91+Bn8m7EhMPoSUCjYHVMsULCEy2Xu3r0r3CexsbFo2LAhOmAfbyAMwzB5BGWfvGXYIFJgq8fNwlbDwAyfwUmKDsmd5rLIyCPYopHLUEv4+Ph4dOnSRbhQzpd7iS0aDMMweQB91lqyT1KTMED/C8LtdjmjAjRJmYNrSfzBnFdwHQ0XFuxavHgxZs+Zi00tjsCfCzAxDMO4nHRFBx+dIiwaKamAP6wpsJJTpjKIfH83gosGumWO+QWuo+EB/PWvf8WO7X/gDdNgtmowDMPkASQyrreYKiqH+peq7XBMNf0VBCddzfO5FVRYaOQBtZq+ivOy2SDDMAzjMs6ZSmBv0bZqCfE2E22O2XzfWz4ESE/L6+kVSFho5AGju9SBtVExwzAMkxUXTOGP9byv07piW8wt9U65JkBwRcsxm5jQG1wJNK9goZFH/Kv4O+w+YRiGyQYm6BClv4lTpqdwwRRheTzNlPVzZxi+waS7I1RrBdXGGLYTCK+hHixZDygZrf7OlUDzDBYaecSQUZ/gDrtPGIZhskRvdnJU01/Diojhlsd99dkrbGe4ddxirdh6/h4qXh6LDimfYvSl+rjafh7QagLw2gou0pVHcNaJC7NO7Ok08p9YVXQq19VgGIbJjLBqwO1TqtWh/1okzGiGYg9icNm3LB49ikU1gzHTp9Ou9q/KM9EhdT0+O1Mc43RLEeGXCB+dekz9DNYBY68C/px54uo9lOVcHlKmZCR0D909C4ZhGM8mXh+MUOo/ElIeW3fuQYuEGKELyqRexiVDCFXDyPT5JCQGxLwtbmf5ZzymogDHlgP1X3PZ62BU2HWSh0wa0gtJ2fAxMgzDFGRC4nbj1KyuwKPbCFjzjkUc0G153M3WObK2HOuAWi8/8VyZrGGhkYdQcZiOxk85KJRhGCYLkVANV6B8URVVfS87HPMkH6NGMoiw2yTPYKGRxzzf+FmcSC3u7mkwDMN4PGSUCNbbukkOm6IQ++omHAjp8ljnpC96poaDWGTkISw08pgJL9dDqIOSuAzDMEzmUJ+StJ6LEBagx964pMe2lgSk3s71uTHO4WBQNzBBNwDfYpa7p8EwDJOnWDM+Hg+DDqj3y7OicdpbT9I/iq0ZeQpbNNzAwH7DcNgU5u5pMAzD5CnZFRmZxbFZurM+CXalyRnXwkLDDTxTuRS6Gb9Ep5R/cGAowzCMGfo8/KfxLziihOTKuTJQ8y/A++eAIvxFLy9h14mbKBPog5jEskgBEODuyTD5jic1UTOMO6D3bHff3aiuz14KqzPSFeriavdgpzlAwz5PdF7m8WCLhptYNKwFGutPIYA3AyaXYZHBeDPV9VctvUnSQqvZpLHeMumytAIrjkQG8dvI3J0ok21YaLiJ0iFFscdUTShvhslNSGSwS47xNiyfhVR2/M3NwMAN8I0/JVJc6dAHxlexJa0yUlPVOhiO3uPnjEEYEzlHPUcGkl39EhgnsNBwI0YY0CaFC3gxuQ9bNBhvY0NqdYDKjg/cAPgFAH9Mtxyjt/MUwyK8YjgDgwHiR6L9/Kzgdx99n6+jnuPpwbYXeHZcXrwMxgEsNNzIunefRTNsc/c0GIZh3E4oqYewSmpHVWrxfn5rpuO1Zcm1j11ZOBy3HxmBLlOs4oJuXxjtyukzmcBCw41UjQjGBP06/vbJMEyBp25xoyow6Oe7NkDa43WgPI1SeP//DqvnqdcdmHCHRYabYaHhZnZV7J9vXCdp9DqefR+o1M7dU2EYxssw3DmJ6ROHYu+ebcD1Py2PG2VvkmxAn6U/mDpix+lbqliZVV+9JdHBuA0WGm6m5cCvsDvVu6vUXTYCt40B8A2tBjzdC7i4391TYhjGyyCRMNL3FzRY9zKuI9zyOIVjaGMyMoOsw7X1l/B5nTtWsUK3dy+6aNZMdmCh4QEMMU31aqtGGT8gzJAM3D0FZWZ9GNPuuHtKDMPY4amfMUZFj+nGly0uZKr8GabcfOzXONb3P+h+5m+AXyH1QcpACSmfizNmcgoLDQ/gjRZP43RqMLwVm2AsAH4e+oHGMAWZvIoFy6mgMehMaO17ACbFtqfJ4wgj0V5eH6veSU0C+ixTM1AowJRxGyw0PIA3W1dALEogv8DBrQxTcHmc7xl19ZfR2fgRjIou9z5HwqsDFVqyyPAAWGh4AAH+BmxNUyvhMQzDeDOP0/TstL4iYpQKeMn4MZKVJxcGSlhV4M0tLDI8BBYaHoDRaMSSdcc91ofKMAzjKh4agYpNeuJQqWlY4z8Rvn7FH8sqouVGRCu16BfjEbDQ8AD8/Pww+t230fIBd3NlGKZgUcQA+O78DIXjj4n7vmlxItbrSTh3MSZX5sbkDiw0PACdTod+/frhpqESdqRGuXs6DMMwXs3lu9zXxJNgoeFB/O/dZ7EE7d09DYZhGPfwzPuZHt5b71PAPyjL0/T22wGkJObixJgngYWGh5Uk/93UGEnsPmEYpqARWRdoMwa3y3eyi9HwtxxvdGMpkHI/w1O1qbGWgNTDP7t0uowLhca2bdvQuXNnlCpVSpj8V6xYYXNcURR89NFHKFmyJAoVKoQ2bdogJsbWXxYfH48+ffqgWLFiCA4OxsCBA5GYaKs+jxw5gubNmyMgIABlypTBlClTMsxl6dKlqFatmhhTu3ZtrF69Gt7OosHNcCk1xN3TYBiGyUP8gP6rEXvuIEadqYGPktuJsuNGHdUXSgHCawBd5wKxhxw+m1rHZyDQWl2U8TKh8fDhQ9StWxezZ892eJwEwYwZMzBv3jzs2bMHRYoUQbt27ZCcbPWZkcg4fvw41q9fj1WrVgnxMmjQIMvxhIQEtG3bFuXKlcOBAwcwdepUfPzxx1iwYIFlzM6dO9G7d28hUv7880907dpV/Bw7pgYUeSuNokogEnfdPQ2GYZhcI+sg91Tcn9ECkYtfwELDVHzsv05tB6/cUw/fPIFvZvwdNxHh8Nn+BttrKCRcKr+Qey+AeSJ0CpkgHvfJOh2WL18uNniCTkWWjlGjRuG9994Tj92/fx8RERH44Ycf0KtXL5w8eRI1atTAvn370KBBAzFm7dq16NixI65evSqeP3fuXHz44YeIjY2FwVzkfsyYMcJ6curUKXG/Z8+eQvSQUJE0adIE0dHRQuRkBxI0QUFBYo5kXfEUFo7rhL6G7e6eBsMwTK5wxBiOOgbnZcUfoSgK44HT47RLUQEveet0HID0BiPh2240p7fmAdndQ3M1RuPChQtCHJC7REKTaNy4MXbt2iXu0y25S6TIIGi8Xq8XFhA5pkWLFhaRQZBV5PTp07h7965ljPY6coy8jiNSUlLEwmh/PJGtpfJPR1eGYZh4ZN5i4VdjLaQ7+czbbKxmERdZVQulw76VGrLI8DByVWiQyCDIgqGF7stjdBsebus78/X1RWhoqM0YR+fQXsPZGHncEZ9//rkQPvKHYj88kQVDu+H5lE9ZbDAMky8oXaFmpsfD8BA+DkREkuKHEshp9gj3QPA0ClTWydixY4WJR/5cuXIFnoivjx5tn2mO71MqsdhgGCZH0GeGez43nJT7Dq+NSr2nOX0WTTWszyw8UnxsHn9YpAyeTpmHt0zDLa8ny9flEwBUbJXjmTOuJVcLwUdGRorbuLg4kXUiofsUOyHH3Lxp66tLS0sTmSjy+XRLz9Ei72c1Rh53hL+/v/jxBsa+VBeTdd9j3s4hGKg/Lv6nDAVKFjLuJCtfeE7PlZ+b7eXmWmV2Deo3ZvkIKFIReHgZKFoS6DRFZFjcWPspil/diFEpPXEVpfFv/XRc8yuOuNQiqIer+MLwKjo81wlP3/kVD47+iKJGBUbqlGoAEgtVx+b7QTiFMAwxbERQjZfhe2IJEFgGeHQLX5naobNxCy4jCE1wEetQGY1wGWGGFAgHd71BwIufA3HHgXPbgPizQPlmQER1oEQ1tefI6EvAztmIT9Nh8dZjuIvCqB94Fx1HzEd0kTAc6ncU3373LcJ1d9C1SzfUeboZ9hlN6P71erS8Nwkz9XOxKqALXkteiN2ohiXKC/j6pQooU7aSuiaJN4GoFuw2KSjBoBQISgGhBMVBkKvEPhh0//79qF+/vhjz+++/o3379hmCQUk4UHluYty4cVi2bJlNMOijR4+wcuVKy3yaNm2KOnXqeH0wqD17L9xC7/m7MEn/MV4xnLM5Rv97aQrgpwdSTGp75fz0gU5vTm99OfR/k6IAAXrP2djouf80tkd1XQIOoTR6YROC8AiF8AjFDMBD6PC7sSHmmV7CGP1PaIATuAZ/VEOS2JROGOoiGoeRaAQOoBbWK7XwoW4JEhCInxGNIdiFKUpXfBDwJwKU8zABGKEMQ7mUPzFSvxO3zVURitJkKKuAvmjQHgE/KMZUxKAUSuI+ApCMlWiALtgj5kUXp7y16wAqqHfFj94QgGA6g38xCsKCEQ/xyKh+gzqNMCSjKCriGq4hDEUMhXDW6I/mOIE7KIbv0RHP4w88i2viXA/hg0sogcqIBVVqKEVz9AHOpQciFEm4hpK4iRA8XzkUhhajkGIIwq4L97HkRAqCLq/DGSUC7XV70cGwG5F4IOZR2LzuMQjCQ0MkonEaJiPwByqhDOKxHbVhgoKWOI4w3BHzvITSuFPiOSTfOoWSuAXFUATNhs5GWGg4cHEHUP5Z3kwZjyC7e2iOhQbVuzh79qz4vV69epg+fTpatWolYizKli2LyZMnY9KkSVi4cCGioqIwYcIEURPjxIkTot4F0aFDByEiSBCkpqaif//+Ijh08eLF4jhNumrVqiLFdfTo0SJldcCAAfjyyy8tabCU3tqyZUtxrU6dOmHJkiX47LPPcPDgQdSqVStXF8mTxMZKw2uoYd64bpuKoK1xMg5+2htnzxxGu4XX0AuL8U//NY+1ETna1OndYdRZSuaI+6k62iCKiI9mC/qygOmy+ntkE5x7pCDw9n4UMtCGkI5CRpEpj0egD9kqaGC4hRDcFQ2VFIMPiiFdPDXdCJxEJBINYWjhdwnotQgoGgns/Q+wfxYQWAGo0gpQ0oAStYCYlYAxGajbH/jzG6Bub+DRPeDMauBeHBIeXkdaui/SkIZYQ0XUgRRqvsDL3wDL34IRSbhgBChiR28AvjK2QSU8xP2KnTCwbDzSHt7Dzr37sVcJxju6bThkKA9fYwoUPEBtQ6L6jc68HrRhEbTJDDaNxX7UwIhSMRiSvgipVbrg+L71iMZxMeaheU1oo00Ib4pSIQF4eOEYUtJuw9dkAv21+Jo3Y3HOhu/i2MMi8CnzNIqsG4xiaQ9wxbcMonADRYuUQCGdH5B4RoyledyFH0JABQb02FW4NWqmnUJAn38jsNzTOX9zMAzD5JXQ2LJlixAW9vTt21dYLeh0EydOFDUv7t27h2bNmmHOnDmoUqWKZSy5SYYPHy6sEZRt0r17d1F7IzAw0DKGxMmwYcNEGmxYWBjefvttITrsC3aNHz8eFy9eROXKlUUND0qTzS7eJDQspKcBd1Shh+KVMrRBTjam4dvfdqPIvq9Qq2EjhN7Yi5+uh6Jto6podPBTOoF1cERjwPQAaP85sPcboP2niD13HI9WjUUY4mEKr4rA3t/DN6QskHQP2Pst0OgNoFDmEeQMwzBM/ifBVUIjP+GVQoNhGIZhCmodDYZhGIZhGC0sNBiGYRiGcRksNBiGYRiGcRksNBiGYRiGcRksNBiGYRiGcRksNBiGYRiGcRksNBiGYRiGcRksNBiGYRiGcRksNBiGYRiGcRksNBiGYRiGcRksNBiGYRiGcRksNBiGYRiGcRksNBiGYRiGcRksNBiGYRiGcRksNBiGYRiGcRm+KMAoiiJuExIS3D0VhmEYhvEq5N4p91JnFGih8eDBA3FbpkwZd0+FYRiGYbx2Lw0KCnJ6XKdkJUXyMSaTCdevX0fRokWh0+k8Qh2S6Lly5QqKFSvm7ul4Fbx2Twav3+PDa/dk8Pp57/qRfCCRUapUKej1ziMxCrRFgxamdOnS8DTozcJ/cI8Hr92Twev3+PDaPRm8ft65fplZMiQcDMowDMMwjMtgocEwDMMwjMtgoeFB+Pv7Y+LEieKWyRm8dk8Gr9/jw2v3ZPD65f/1K9DBoAzDMAzDuBa2aDAMwzAM4zJYaDAMwzAM4zJYaDAMwzAM4zJYaDAMwzAM4zJYaDAMwzAM4zJYaOQin3/+ORo2bChKmoeHh6Nr1644ffq0zZjk5GQMGzYMxYsXR2BgILp37464uDibMZcvX0anTp1QuHBhcZ73338faWlpNmO2bNmCp59+WqQ0VapUCT/88APyE5MmTRJl4f/2t79ZHuO1y5xr167h1VdfFetTqFAh1K5dG/v377ccpwSzjz76CCVLlhTH27Rpg5iYGJtzxMfHo0+fPqLCYHBwMAYOHIjExESbMUeOHEHz5s0REBAgSh9PmTIF3k56ejomTJiAqKgosTYVK1bEJ598YtMsitfPyrZt29C5c2dRepr+TlesWGFzPC/XaunSpahWrZoYQ+/51atXw1vXLjU1FaNHjxavo0iRImLM66+/LlplePXaUXorkzu0a9dO+f7775Vjx44phw4dUjp27KiULVtWSUxMtIwZMmSIUqZMGWXjxo3K/v37lSZNmihNmza1HE9LS1Nq1aqltGnTRvnzzz+V1atXK2FhYcrYsWMtY86fP68ULlxYGTlypHLixAll5syZio+Pj7J27VolP7B3716lfPnySp06dZQRI0ZYHue1c058fLxSrlw5pV+/fsqePXvE61y3bp1y9uxZy5hJkyYpQUFByooVK5TDhw8rXbp0UaKiopSkpCTLmPbt2yt169ZVdu/erfzxxx9KpUqVlN69e1uO379/X4mIiFD69Okj3uc//fSTUqhQIWX+/PmKN/Ppp58qxYsXV1atWqVcuHBBWbp0qRIYGKh8/fXXljG8flbob+vDDz9Uli1bRkpMWb58uc3xvFqrHTt2iL/fKVOmiL/n8ePHK35+fsrRo0cVb1y7e/fuic+vn3/+WTl16pSya9cupVGjRkr9+vVtzuFta8dCw4XcvHlTvJG2bt1qeRPRfyR9iElOnjwpxtAbSr4J9Xq9Ehsbaxkzd+5cpVixYkpKSoq4/8EHHyg1a9a0uVbPnj2F0PF2Hjx4oFSuXFlZv3690rJlS4vQ4LXLnNGjRyvNmjVzetxkMimRkZHK1KlTLY/Rmvr7+4sPIYI+bGg99+3bZxmzZs0aRafTKdeuXRP358yZo4SEhFjWU167atWqijfTqVMnZcCAATaPdevWTXxQE7x+zrHfLPNyrXr06CH+77Q0btxYGTx4sOINwIFIc/TFi8ZdunTJa9eOXScu5P79++I2NDRU3B44cECYxsiMKCGzVdmyZbFr1y5xn27JhBUREWEZ065dO9Gh7/jx45Yx2nPIMfIc3gy5Rsj1Yf/6eO0y59dff0WDBg3wyiuvCJdRvXr18M0331iOX7hwAbGxsTavnZohNW7c2Gb9yAxL55HQeGo+uGfPHsuYFi1awGAw2KwfuQjv3r0Lb6Vp06bYuHEjzpw5I+4fPnwY27dvR4cOHcR9Xr/sk5drlV//nu33EXKx0Hp569qx0HBhC3qKL3j22WdRq1Yt8Rj98dF/vHzDSGhjpGNyjHajlMflsczG0IaalJQEb2XJkiU4ePCgiHWxh9cuc86fP4+5c+eicuXKWLduHYYOHYp33nkHCxcutHn9jl67dm1IpGjx9fUVQjkna+yNjBkzBr169RLi1c/PTwg1+vslPzjB65d98nKtnI3JL2uZnJwsYjZ69+5t6czqjWtXoNvEu/qb+bFjx8S3IiZrrly5ghEjRmD9+vUiMInJubClbzifffaZuE8bJb3/5s2bh759+7p7eh7PL7/8gh9//BGLFy9GzZo1cejQISE0KBiP149xB6mpqejRo4cIrKUvEd4MWzRcwPDhw7Fq1Sps3rwZpUuXtjweGRkJo9GIe/fu2YynzAk6JsfYZ1LI+1mNIcVLEd7eCLlGbt68KbJBSJ3Tz9atWzFjxgzxOyltXjvnUHR/jRo1bB6rXr26yMLRvn5Hr127NvR/oIUydijCPSdr7I1QdpK0apD77bXXXsO7775rsa7x+mWfvFwrZ2O8fS1TzSLj0qVL4suXtGZ469qx0MhFSHmSyFi+fDk2bdokUuW01K9fX5hlyRcsIZ8ZbQbPPPOMuE+3R48etXkjyTea3EhojPYccow8hzfSunVr8brpm6T8oW/oZLqWv/PaOYdcdPap1BRvUK5cOfE7vRfpA0T72sldRD5d7fqRkCPRJ6H3MVlLyL8ux1B6Hn0QatevatWqCAkJgbfy6NEj4ePW4uPjI147weuXffJyrfLj33OqWWRQOvCGDRtEuroWr1y7XA8vLcAMHTpUpHRt2bJFuXHjhuXn0aNHNimalPK6adMmkaL5zDPPiB/7FM22bduKFFlKuyxRooTDFM33339fZF7Mnj07X6Ro2qPNOiF47TKPTPf19RVpmjExMcqPP/4oXueiRYtsUg6Dg4OV/zI0ZmQAAAHMSURBVP3vf8qRI0eUl156yWHKYb169USK7Pbt20UGkDZtjrIHKG3utddeE2lzS5YsEdfxtvRMe/r27as89dRTlvRWSj2k1GjKUpLw+tlmh1EKOf3QNjJ9+nTxu8yMyKu1ohRNet9PmzZN/D1PnDjR49NbH2SydkajUaQCly5dWnyGafcRbQaJt60dC41chN40jn6otoaE/tDeeustkXpE//Evv/yyeBNpuXjxotKhQweR90wfdqNGjVJSU1NtxmzevFmJjo5WDAaDUqFCBZtr5FehwWuXOStXrhRCi9IIq1WrpixYsMDmOKUdTpgwQXwA0ZjWrVsrp0+fthlz584d8YFFNSQoLbh///7ig1EL1UWgVFo6B23OtKl4OwkJCeK9RkI2ICBAvC+o1oH2w53Xz/ZvyNFnHQm2vF6rX375RalSpYr4e6bU9d9++03x1rW7cOGC032Enueta6ejf3LfTsIwDMMwDMMxGgzDMAzDuBAWGgzDMAzDuAwWGgzDMAzDuAwWGgzDMAzDuAwWGgzDMAzDuAwWGgzDMAzDuAwWGgzDMAzDuAwWGgzDMAzDuAwWGgzDMAzDuAwWGgzDMAzDuAwWGgzDMAzDwFX8P1noV4ko5lNXAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "assigned = trx_in_cells[trx_in_cells[\"cell_id_str\"].notna()]\n", + "unassigned = trx_in_cells[trx_in_cells[\"cell_id_str\"].isna()]\n", + "\n", + "fig, ax = plt.subplots(figsize=(6, 6))\n", + "\n", + "cell_hits.plot(ax=ax, facecolor=\"none\", edgecolor=\"black\", linewidth=0.5)\n", + "\n", + "assigned.plot(ax=ax, markersize=2, label=\"assigned\")\n", + "unassigned.plot(ax=ax, markersize=2, label=\"unassigned\")\n", + "\n", + "ax.legend()\n", + "ax.set_title(\"Assigned vs Unassigned Transcripts\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "4c5231b9-000d-4946-b2ca-1dfc14b13973", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "trx_per_cell = (\n", + " trx_in_cells.dropna(subset=[\"cell_id_str\"])\n", + " .groupby(\"cell_id_str\")\n", + " .size()\n", + ")\n", + "\n", + "plt.figure()\n", + "plt.hist(trx_per_cell, bins=30)\n", + "plt.xlabel(\"Transcripts per cell\")\n", + "plt.ylabel(\"Number of cells\")\n", + "plt.title(\"Distribution of transcripts per cell\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "6c34bb6e-e45f-4fba-84af-46744f80bed5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cell_areas = cell_hits.geometry.area\n", + "\n", + "plt.figure()\n", + "plt.hist(cell_areas, bins=30)\n", + "plt.xlabel(\"Cell area\")\n", + "plt.ylabel(\"Number of cells\")\n", + "plt.title(\"Cell area distribution\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "05c5dc8e-c4b7-4e8d-abc9-5a5b03f74286", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "assigned = trx_in_cells[\"cell_id_str\"].notna().sum()\n", + "unassigned = trx_in_cells[\"cell_id_str\"].isna().sum()\n", + "\n", + "plt.figure()\n", + "plt.bar([\"assigned\", \"unassigned\"], [assigned, unassigned])\n", + "plt.title(\"Transcript assignment\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "56328acc-d81b-441d-9931-a36c5ab53713", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'trx_hits' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[37]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m gene_counts = \u001b[43mtrx_hits\u001b[49m.groupby(\u001b[33m\"\u001b[39m\u001b[33mgene\u001b[39m\u001b[33m\"\u001b[39m).size().sort_values(ascending=\u001b[38;5;28;01mFalse\u001b[39;00m).head(\u001b[32m20\u001b[39m)\n\u001b[32m 3\u001b[39m plt.figure()\n\u001b[32m 4\u001b[39m gene_counts.plot(kind=\u001b[33m\"\u001b[39m\u001b[33mbar\u001b[39m\u001b[33m\"\u001b[39m)\n", + "\u001b[31mNameError\u001b[39m: name 'trx_hits' is not defined" + ] + } + ], + "source": [ + "gene_counts = trx_hits.groupby(\"gene\").size().sort_values(ascending=False).head(20)\n", + "\n", + "plt.figure()\n", + "gene_counts.plot(kind=\"bar\")\n", + "plt.ylabel(\"Transcript count\")\n", + "plt.title(\"Top genes in ROI\")\n", + "plt.xticks(rotation=45)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d8dfb8a-8dd3-4de1-b8a6-56b912504267", + "metadata": {}, + "outputs": [], + "source": [ + "trx_counts = (\n", + " trx_in_cells.dropna(subset=[\"cell_id_str\"])\n", + " .groupby(\"cell_id_str\")\n", + " .size()\n", + ")\n", + "\n", + "cell_hits_plot = cell_hits.copy()\n", + "cell_hits_plot[\"n_trx\"] = cell_hits_plot[\"cell_id_str\"].map(trx_counts).fillna(0)\n", + "\n", + "fig, ax = plt.subplots(figsize=(6, 6))\n", + "cell_hits_plot.plot(\n", + " column=\"n_trx\",\n", + " ax=ax,\n", + " legend=True,\n", + ")\n", + "ax.set_title(\"Transcripts per cell (spatial)\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f0a47dba-20eb-44be-85f6-c36c5ecd8040", + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure()\n", + "plt.hexbin(\n", + " trx_hits_gdf.geometry.x,\n", + " trx_hits_gdf.geometry.y,\n", + " gridsize=50\n", + ")\n", + "plt.colorbar(label=\"Transcript density\")\n", + "plt.title(\"Spatial transcript density\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aec520b5-9aba-47ab-a574-89849ac2bc06", + "metadata": {}, + "outputs": [], + "source": [ + "genes_per_cell = (\n", + " trx_in_cells.dropna(subset=[\"cell_id_str\"])\n", + " .groupby(\"cell_id_str\")[\"gene\"]\n", + " .nunique()\n", + ")\n", + "\n", + "plt.figure()\n", + "plt.hist(genes_per_cell, bins=30)\n", + "plt.xlabel(\"Genes per cell\")\n", + "plt.ylabel(\"Number of cells\")\n", + "plt.title(\"Genes detected per cell\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a006eae0-1b6f-4a8b-837a-d428494c8601", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d6bed534-6dce-434e-af13-80e6d120c1c6", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4cd0a5f7-a854-4644-9b6b-40ee484d7e25", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0f23468f-fa3c-4e55-9f8f-93c04684b798", "metadata": {}, "outputs": [], "source": [] From 52adfd360c90db4638c25072d727fb614b1c3380 Mon Sep 17 00:00:00 2001 From: Jaspreet Ishar Date: Wed, 15 Apr 2026 12:20:43 -0400 Subject: [PATCH 3/5] added roi specific function in notebook --- notebooks/upgraded_qc_notebook.ipynb | 2154 +++----------------------- src/celldega/qc/__init__.py | 23 +- 2 files changed, 250 insertions(+), 1927 deletions(-) diff --git a/notebooks/upgraded_qc_notebook.ipynb b/notebooks/upgraded_qc_notebook.ipynb index c2f13ee7c..bb62c6a81 100644 --- a/notebooks/upgraded_qc_notebook.ipynb +++ b/notebooks/upgraded_qc_notebook.ipynb @@ -1,9 +1,17 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "563f9dfc-1a64-42dc-b794-0c0dc75ba6e7", + "metadata": {}, + "source": [ + "# Imports" + ] + }, { "cell_type": "code", "execution_count": 1, - "id": "5ee47297-dbf5-48c0-b003-7d45a7d3e466", + "id": "a9f94eb0-94f9-45a5-a43b-a24bbad4ef81", "metadata": {}, "outputs": [ { @@ -41,10 +49,24 @@ "import celldega as dega\n", "import pandas as pd\n", "import geopandas as gpd\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "import numpy as np\n", + "\n", + "from shapely.geometry import Polygon\n", + "from shapely import points\n", "\n", "print(dega.__version__)" ] }, + { + "cell_type": "markdown", + "id": "33e04043-45a7-4a69-8010-189fed64ec29", + "metadata": {}, + "source": [ + "# User Inputs" + ] + }, { "cell_type": "code", "execution_count": 2, @@ -57,6 +79,14 @@ "path_landscape_files=f'data/landscape_files/{sample}_06_OCT_2025'" ] }, + { + "cell_type": "markdown", + "id": "ee239bc2-63d4-46c8-9efe-c467649eefd8", + "metadata": {}, + "source": [ + "# Annotate ROIs in Celldega" + ] + }, { "cell_type": "code", "execution_count": 3, @@ -67,7 +97,7 @@ "# landscape = dega.viz.Landscape(\n", "# technology='Xenium',\n", "# base_url = f\"http://localhost:{dega.viz.get_local_server()}/{path_landscape_files}\",\n", - "# nbhd_edit = True\n", + "# nbhd_edit = True,\n", "# )\n", "\n", "# landscape" @@ -85,2019 +115,303 @@ ] }, { - "cell_type": "code", - "execution_count": 5, - "id": "18df03d2-f0b5-47a2-8890-093783989f12", - "metadata": {}, - "outputs": [], - "source": [ - "ROI_gdf = gpd.read_parquet(f\"{path_landscape_files}/ROI_gdf.parquet\")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "6a674535-958e-4468-a5ca-62769de6e911", + "cell_type": "markdown", + "id": "7254d797-685d-4879-9116-19e7f74cd089", "metadata": {}, - "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", - "
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" - ], - "text/plain": [ - " geometry name cat color \\\n", - "0 POLYGON ((553.695 1832.795, 2112.041 1867.581,... dermis dermis #7bf18b \n", - "\n", - " area \n", - "0 9.668889e+07 " - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "ROI_gdf" + "# ROI-specific QC" ] }, { "cell_type": "code", - "execution_count": 7, - "id": "f7fe1f5d-a0d2-475a-bb13-e4c75054f23d", + "execution_count": 5, + "id": "41904e75-e833-466d-9731-8fb9f508ea4a", "metadata": {}, "outputs": [], "source": [ - "import numpy as np\n", - "import geopandas as gpd\n", - "from shapely.ops import transform\n", + "def xenium_qc_ROI(data_dir, sample, path_landscape_files):\n", "\n", + " import time\n", + " start_time = time.time()\n", "\n", - "def load_transform_matrix(path):\n", - " # match transcript code exactly\n", - " M = np.loadtxt(path)\n", - " if M.shape != (3, 3):\n", - " raise ValueError(f\"Expected 3x3 matrix, got {M.shape}\")\n", - " return M\n", + " print(\"\\n--- Loading data ---\")\n", "\n", + " segmentation_parameters = dega.qc._load_segmentation_parameters(os.path.join(data_dir, sample), \"Xenium\", sample)\n", "\n", - "def make_transcript_style_transformer(M, image_scale=1):\n", - " \"\"\"\n", - " Replicate the transcript pipeline exactly:\n", - " transformed = M @ [x, y, 1]^T\n", - " keep first two coords only\n", - " multiply by image_scale\n", - " No division by w.\n", - " \"\"\"\n", - " def _transform(x, y, z=None):\n", - " x = np.asarray(x, dtype=float)\n", - " y = np.asarray(y, dtype=float)\n", + " cell_index, gene, transcript_index, transformation_matrix, trx_gdf, trx_meta, cell_gdf, cell_meta_gdf = dega.qc._process_xenium_technology(os.path.join(data_dir, sample), segmentation_parameters)\n", "\n", - " pts = np.vstack([x, y, np.ones_like(x)])\n", - " out = M @ pts\n", + " ROI_gdf = gpd.read_parquet(f\"{path_landscape_files}/ROI_gdf.parquet\")\n", "\n", - " x_t = out[0] * image_scale\n", - " y_t = out[1] * image_scale\n", + " print(f\"trx_gdf shape: {trx_gdf.shape}\")\n", + " print(f\"cell_gdf shape: {cell_gdf.shape}\")\n", + " print(f\"ROI_gdf shape: {ROI_gdf.shape}\")\n", "\n", - " if z is None:\n", - " return x_t, y_t\n", - " return x_t, y_t, z\n", + " print(\"\\n--- Sanity checking ROIs by plotting ---\")\n", "\n", - " return _transform\n", + " if \"name\" not in ROI_gdf.columns:\n", + " print(\"WARNING: ROI_gdf missing 'name' column, generating default IDs for plotting\")\n", + " ROI_gdf[\"name\"] = [f\"ROI_{i}\" for i in range(len(ROI_gdf))]\n", "\n", + " fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", - "def transform_gdf_micron_to_pixel(gdf, matrix_csv_path, image_scale=1):\n", - " M = load_transform_matrix(matrix_csv_path)\n", - " tfm = make_transcript_style_transformer(M, image_scale=image_scale)\n", - "\n", - " out = gdf.copy()\n", - " out[\"geometry\"] = out.geometry.apply(\n", - " lambda geom: transform(tfm, geom) if geom is not None else None\n", + " ROI_gdf.plot(\n", + " ax=ax,\n", + " column=\"name\",\n", + " cmap=\"tab20\",\n", + " edgecolor=\"black\",\n", + " linewidth=1.2,\n", + " alpha=0.5\n", " )\n", - " return out" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "a21e45c2-7ecc-469e-b2fb-9aa038a2e7a3", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "before: (368.75850468473834, 1832.7945150086534, 2933.04024681672, 4270.710123099385)\n", - "after: (1735.3340095428257, 8624.914717877951, 13802.54130277036, 20097.45789551118)\n" - ] - } - ], - "source": [ - "polygon_gdf_px = transform_gdf_micron_to_pixel(\n", - " ROI_gdf,\n", - " f\"{path_landscape_files}/micron_to_image_transform.csv\",\n", - " image_scale=1, # or whatever you used when creating transcript tiles\n", - ")\n", - "\n", - "print(\"before:\", ROI_gdf.geometry.iloc[0].bounds)\n", - "print(\"after: \", polygon_gdf_px.geometry.iloc[0].bounds)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "2056822d-c97e-492e-b3b9-3723e7e183fe", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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q4uswv4FtsUPDCFeAytsXwyalCKOkW/miuwI2YvOA/fLLL/l5V3YOlu1pDho0iB9O7t27N1+elpbGn/fy8rL4PhambJncxjxc5eXysge1YaF5584dq31bsmQJ/4Qi3/z8/Gy45cAGbPzvZKrobgBoFpuve/iqMApLwKQUeqBIwB49epTvxbK91U8++YQPaNq3bx+JNn/+fL77L99SUnDhb1tiZTk4jQTwaLLYpBT/Pkb/PpIouivwiGx6sJ/tOb799tv8vCwbgMQ88cQTfBDSxx9/zA/pNmjQgA9eYudKzfdi2Shitoxh98eOHbNYtzzK2LzN3SOP2WN27JyNXraGjTZmN7C93dFpFJmYKbobALq5vOP/bb9AsWk59EFQILk6o6JSi2z6W2PnVtnN0dFytU5OTlReXm4a8OTi4kIhISGm5XFxcbwsp0ePHvwxuz937hxlZGSY2gQHB/PwZIef5Tbm65DbyOsA+2FTIS7dhWu9Atja5hOpNPbro3QjF5NSGGIPltW5JiQkWJTLsD3UOnXq8IFKffr04TWrbC+yadOmvAznu+++o08//ZS3Z+c+J06cyMt52Pew0HzzzTd5MLIRxAwbEMWCdPz48bRs2TJ+vnXhwoX8ULO8Bzp58mRauXIlzZkzh1577TUKDQ2lzZs385HFYF/fRVyhK7dwtRAAJUQl3eYXC1g3vgsFNvYU3R1QskyHTe7Aak/vNmHCBF6rysKQnevcu3cvZWZm8pCdNGkSr31lZT3yRBOzZs2iTZs28ZG9bPTv6tWrTYd/maSkJJoyZQp/vRo1avD1L126lJyd//hMwJax9V64cIEPqmKlQa+88kqFtwVlOo/udn4x9Vm+n3IKcc1LACW5uzjSR6OeoOEdGonuii7lKJAHj1QHq3UI2Ef3zs/R9G1EkuhuABjGlGceo9kDWpOj4287LGCgOlgwjoSMPNoQmSy6GwCGsubAJXr9uxOUW1giuivwEAhYqLIPd8bwS3ABgH2FxmbQiNXhlHgTk1KoGQIWquTwxRv8jxwAxB1BCloVRofib4juCtwHAhaqVKP3jx0oywEQLftOCb26/jj98/Bl0V0BKxCwUGk/Hk+h2LRc0d0AgN8/8H6wI4ZmbT5DRaWYB1xNELBQKXlFpfRpcLzobgDAXdg84GPWHaWMHFwqUi0QsFApq/Yn0M08zCoDoEankrNo6MojdCYlS3RXAAELlZGSWUD/wgTkAKqWnlNEL34VQVtP4cpWoiFgocI+2h3L5x0GAHUrKi2nt348Q0t2xlA5SumEQcBChedD3X72uuhuAEAlfHXoMr327XHKwaQUQiBg4aHYbJrsWq8AoD0H4m7wetlLN/JEd8VwELDwUL+cuUanMWgCQLMu38jnIXsgDpPD2BMCFh6osKSMlu2OE90NAHhEuYWl9Nr64/TVwUuiu2IYCFh4oG/Dr9DVrDuiuwEANsDGOy3ZFUtv/Xiaf3gGZSFg4YF+Pn1NdBcAwMa2nrpKo7+KoHRMSqEoBCzcV1p2IV24niO6GwCggDOp2TT0yyN0Kvm26K7oFgIW7iskNl10FwBAQRm5RTR63VH6bxQmpVACAhbuKzQGIw4B9I5NHvP3LWd4KR67cADYDgIWrGIDIMIu3RTdDQCwEzYN6ivfHOOXwAPbQMCCVeGXblJhCaZFBDCSwxdv8npZdjF3eHQIWLAqBIeHAQwp8WY+jVgVRqEYg/HIELBg1f5YBCyAUeUWldLr356g1QcSRHdF0xCwcI8L13LoWjbq4wCMjI13YrO4Tf/hFCalqCIELNwjJAaHhgDgj8lmXlgbQdezMaNbZSFg4R4hODwMAGbOXc2mYSvD+GUroeIQsGDhZl4RnU3FlXMAwNKN3CIau+4obT6eIrormoGAhXsGN6HWHACsKS4rpzn/O0vv/nIek1JUAAIWLITi8DAAPMT68Cs04d/HKKugWHRXVA0BCyYlZeW80BwA4GGOJNyk4avC6GJ6ruiuqBYCFkwiL2dSXlGp6G4AgEYk3SqgEavDKfgCKg+sQcCCCa6eAwCVxT6UT/rPCVoZelF0V1QHAQsmOP8KAFUhSUQf742naRtP0p1iTEohQ8ACl5CRyw/3AABU1faz1+n5teF0LQuTUjAIWOAwuT8A2ML5azk0bOUROn4lk4wOAQscZm8CAFu5mVdM476OpB+OJZORIWCBsgtK6CSmQAMAG09KMe+nc7T452gqLTPmtaURsEAH4jOoFLOyAIACvotIovH/Oka38403KQUCFjB6GAAUFXH5Fg1bdYTi0ow1KQUC1uDYfKIH42+I7gYA6FxK5h0auTqM9pxPI6NAwBocu/xUVkGJ6G4AgAHkF5fR5O+jaMW+iySx4lmdQ8AaHGZvAgB7kiSiz/bF09SNJ6mgWN9TsyJgDQ71rwAgws5zaTRqTQSl3tbvBDcIWANLvlVACRl5orsBAAYVcz2Hhq8Mo8jLt0iPELAGhsPDACDarfxi+vO/Iun7o0mkNwhYA0N5DgCoQUmZRAu3RdOCref4dan1AgFrUPlFpfz6rwAAarEhMpn+/M9IytTJpBQIWIM6fPEGn8oMAEBNIhMz+cUC2PlZwwXsoUOHaOjQoeTr60sODg60bdu2e9rExMTQsGHDyNPTk2rUqEFPPvkkJSf/MelzYWEhTZ06lerWrUs1a9akUaNGUXq65flA1n7IkCFUvXp18vb2ptmzZ1NpqeWQ7gMHDlCnTp3Izc2NWrZsSevXr6/s5hgWRg8DgFql3r5Do9aE065z18lQAZufn0/t27enVatWWV1+6dIlevrpp8nf358H4NmzZ2nRokXk7u5uavPWW2/Rr7/+Slu2bKGDBw/StWvXaOTIkablZWVlPFyLi4spPDycvv32Wx6eixcvNrVJTEzkbfr27UunT5+mGTNm0Ouvv0579uyp/E/BYFiB9/44zN4EAOpVUFxGf914kj4NjtfspBQO0iP0nO3Bbt26lYKCgkzPjRkzhlxcXOg///mP1e/Jzs6m+vXr08aNG+n555/nz8XGxlJAQABFRERQ9+7dadeuXfTcc8/x4PXx8eFt1q5dS3PnzqUbN26Qq6sr/3rHjh0UHR1t8dpZWVm0e/fuCvU/JyeH72WzPnl4eJBRnE7JoqBVYaK7AQBQIQPb+tCnL3agGm7OpBQl8sCm52DLy8t56D3++OM0cOBAfmi3W7duFoeRo6KiqKSkhPr37296ju3tNmnShAcsw+4DAwNN4cqw9bEfwPnz501tzNcht5HXYU1RURFfh/nNiEJiUJ4DANqx53w6P2SckqmtSSlsGrAZGRmUl5dHS5cupUGDBtHevXtpxIgR/PAvOxTMpKWl8T1QLy8vi+9lYcqWyW3Mw1VeLi97UBsWmnfu3LHavyVLlvBPKPLNz8+PjAjnXwFAa2LTcvngp4hL2pmUwuZ7sMzw4cP5edYOHTrQvHnz+OFedohXtPnz5/Pdf/mWkpJCRpOWXUgXdDA6DwCM53ZBCY3/VyR9F3GFDBew9erVI2dnZ2rTpo3F8+z8qjyKuEGDBnzwEjtXao6NImbL5DZ3jyqWHz+sDTt2Xq1aNav9Y6ON2XLzm9Fg9iYA0LLScokW/3ye5v90VvWTUtg0YNmhX1aSExcXZ/F8fHw8NW3alH/duXNnPggqJCTEtJy1ZwHco0cP/pjdnzt3jh9ylgUHB/NAlMObtTFfh9xGXgdYF4rDwwCgA5uOpdC4ryPpVl4RqVWlh2Sxc6wJCQkW5TKsTKZOnTp8oBKrVx09ejT17t2bl9CwEb2sJIeV7DDs3OfEiRNp5syZ/HtYaL755ps8GNkIYmbAgAE8SMePH0/Lli3j51sXLlzIa2fZXigzefJkWrlyJc2ZM4dee+01Cg0Npc2bN/NBVmBdYUkZhV26KbobAAA2cewKm5QijNa93Jna+nqS5st0WFCy4LzbhAkTTBM9/Pvf/+YDilJTU6l169b03nvv8fOy5hNNzJo1izZt2sRH9rLRv6tXrzYd/mWSkpJoypQp/PXYZBVs/WzwFDsEbd4Xdq73woUL1LhxY15v+8orr1R4W4xWphMam06vrT8huhsAADb1Rq/mtGCI5anJylIiDx6pDlbrjBawbCJtNtcnAIBe+Hq6U/DMPo9cI6v6OlhQt/24eg4A6Mx7w9spOgHFo0DAGsSFazl0LbtQdDcAAGw6w9P/a2M5H4KaIGANArM3AYCe1HRzpveGtRPdjQdCwBpECA4PA4COzBrwODXw/OMiMmqEgDWAm3lFdDbVcmIPAACteqKxJ03o0YzUDgFrkMFN5YYdKw4AeuLk6EAfjggkR0cHUjsErAGE4vAwAOjEKz2bUbtG6ptUwhoErM6xuToPX8TsTQCgfY28qvFzr1qBgNW5yMuZlFdUKrobAACP7P+Gt6XqruqsebUGAatzuHoOAOjBoLYNqF+AemterUHA6hzOvwKA1tViNa/D25LWIGB1LCEjl5JuFYjuBgDAI2HnXX081F3zag0CVsdCcO1XANC49o096WUN1Lxag4DVMczeBACar3kdqY2aV2sQsDqVXVBCJ5Nui+4GAECVvdqzmSovpF5RCFidOhCfQaWYvgkANFzzOlNDNa/WIGB1CqOHAUDL3g/SVs2rNQhYHSorl+hg/A3R3QAAqJJn2zWgP/lrq+bVGgSsDkUl3aasghLR3QAAqFLN67vDtFfzag0CVocwexMAaNXfB7bWZM2rNQhYHUL9KwBoUXs/LxrfvSnpBQJWZ5JvFVBCRp7obgAAVIqzowMt0ch1XisKAaszODwMAFr02tPNqY2vB+kJAlZnUJ4DAFqseX2rv7ZrXq1BwOpIflEpv/4rAIDWal6ruTqR3iBgdeTwxRtUXFYuuhsAABU2OFAfNa/WIGB1BKOHAUBzNa9D9VHzag0CVickSaL9cZi9CQC0Y/ag1uStk5pXaxCwOnEmNZtu5hWJ7gYAQIV08POiP3fTT82rNQhYnQiJQXkOAGin5vVDndW8WoOA1QmcfwUArZiow5pXaxCwOpCWXUgXrueI7gYAwEM1rl2NZuiw5tUaBKwOYPYmANCK94Pa6bLm1RoErA6E4vAwAGjAkMCG1Le1NxkFAlbjCkvKKOzSTdHdAAB4oFruzvTO0DZkJAhYjQu/dJMKSzB7EwCo25yB+q55tQYBq3EYPQwAatexiReN03nNqzUIWI3bj6vnAICKORuk5tUaBKyGnb+WTdeyC0V3AwDgvib2ak4BDfVf82oNAlbDMHoYANTMr041mtHPGDWv1iBgNSwEh4cBQMXeH26cmldrELAaxSb2P5uaJbobAABWDXmiIT1joJpXaxCwGh7cVC6J7gUAwL2MWPNqDQJWo0JxeBgAVGrOIH/yrmWsmldrELAaVFJWTocvYvYmAFBnzeufuzUR3Q1VQMBqUOTlTMorKhXdDQCAe2pel4wMJAcH49W8WoOA1SBcPQcA1Oj1Xi3Iv4Exa16tQcBqEKZHBABV1rz2byW6G9oO2EOHDtHQoUPJ19eXHwbYtm3bfdtOnjyZt/n8888tns/MzKRx48aRh4cHeXl50cSJEykvL8+izdmzZ6lXr17k7u5Ofn5+tGzZsnvWv2XLFvL39+dtAgMDaefOnaR3CRm5lJxZILobAAD31Ly6uxi35tUmAZufn0/t27enVatWPbDd1q1b6ejRozyI78bC9fz58xQcHEzbt2/noT1p0iTT8pycHBowYAA1bdqUoqKiaPny5fTuu+/SunXrTG3Cw8Np7NixPJxPnTpFQUFB/BYdHU16hr1XAFCb51DzapWDJElVrqZke6csSFmwmbt69Sp169aN9uzZQ0OGDKEZM2bwGxMTE0Nt2rSh48ePU5cuXfhzu3fvpsGDB1NqaioP5DVr1tCCBQsoLS2NXF1deZt58+bxveXY2Fj+ePTo0TzsWUDLunfvTh06dKC1a9dWqP8syD09PSk7O5vvTWvBi19F0LHETNHdAADgPNydad+sPpovy8lRIA9sfg62vLycxo8fT7Nnz6a2bdveszwiIoIfFpbDlenfvz85OjpSZGSkqU3v3r1N4coMHDiQ4uLi6Pbt26Y27PvMsTbs+fspKiriP0Tzm5ZkF5TQyaTfth8AQA1Q82rHgP3oo4/I2dmZ/va3v1ldzvZKvb0tDyWw9nXq1OHL5DY+Pj4WbeTHD2sjL7dmyZIl/BOKfGPndrXkQHwGlWL6JgBQiU78Oq+oebVLwLLzpStWrKD169ersg5q/vz5fPdfvqWkpJCWYPYmAFALFydW8/qEKv/X6zJgDx8+TBkZGdSkSRO+V8puSUlJNGvWLGrWrBlv06BBA97GXGlpKR9ZzJbJbdLTLWs95ccPayMvt8bNzY0fWze/aUVZuUQH42+I7gYAgKnmtXWDWqK7YZyAZedeWXnN6dOnTTc2aImdj2UDnpgePXpQVlYW39uVhYaG8nO3bGCU3IaNLC4pKTG1YSOOW7duTbVr1za1CQkJsXh91oY9r0dRSbcpq+CPnwcAgChN6lSn6f1Q8/owzlRJrF41ISHB9DgxMZEHKTuHyvZc69ata9HexcWF71WycGQCAgJo0KBB9MYbb/DRvixEp02bRmPGjDGV9Lz00kv03nvv8RKcuXPn8tIbduj5s88+M613+vTp1KdPH/rkk0/4SOUffviBTpw4YVHKoychMZi9CQDU4f0g1LwqsgfLQqxjx478xsycOZN/vXjx4gqvY8OGDXyCiH79+vHynKefftoiGNkApL179/Lw7ty5Mz/EzNZvXivbs2dP2rhxI/8+Vpf73//+l5fxtGvXjvQIF1cHADUY2t6X+jxeX3Q39F8Hq3VaqYNNvlVAvZfvF90NADA4VvMaMusZql/LjfQmRwt1sGB7mNwfANRg7rP+ugxXpSBgNQDlOQAgWuemtemlrqh5rQwErMrlFpbw678CAIitecV1XisLAatyrPa1uKxcdDcAwMDe6NWCHvdBzWtlIWBVbt8FnH8FAHGa1q1Of0PNa5UgYFWstKyc9sdh9iYAEAfXea06BKyKHb9ym7LvYPYmABBjWHtf6o2a1ypDwKrYPszeBACCeFZzoUXPtRHdDU1DwKoYpkcEAFHmDkLN66NCwKrUxfRcunKrQHQ3AMCAnmxWm8Z21db1stUIAatSezF6GAAE1bx+OAI1r7aAgFUpnH8FABEm9W5BrVDzahMIWBW6kVtEZ1KyRHcDAAxY8/rmn1DzaisIWBUKjU2ncsNe4wgARPkA13m1KQSsCgVfwOT+AGBfwzv4Uq9WqHm1JQSsyhSWlFFYwk3R3QAAA0HNqzIQsCpz5OJNulNSJrobAGAg8571p3o1UfNqawhYlcHoYQCwd83rmCdR86oEBKyKSJJEIbi4OgDYiauTI67zqiAErIqcTsniJToAAPaqeW3pjZpXpSBgVQSHhwHAXprVrU7T/tRSdDd0DQGrIvtQngMAdvJBUCBqXhWGgFWJlMwCikvPFd0NADCAoA6+9HSreqK7oXsIWJUIxuT+AGAHXtVR82ovCFiVQMACgD3MG+RPdVHzahcIWBXIvlNCx69kiu4GAOhc12Z1aDRqXu0GAasCB+IyqBSz+wOAwjWvH45sh5pXO0LAqgAODwOA0v7SBzWv9oaAFaykrJwOxt8Q3Q0A0LHm9WrQ1L6oebU3BKxgkZczKbewVHQ3AEDHcJ1XMRCwgmH2JgBQ0oiOjeiplqh5FQEBKxgCFgCUrHldOCRAdDcMCwErUMz1HEq9fUd0NwBAp95+NgA1rwIhYAXah9HDAKCQbs3r0IuoeRUKASsQDg8DgFI1r/8YESi6G4aHgBUkI6eQzl7NFt0NANChybzmtabobhgeAlaQfTEZJGHyJgBQouYV13lVBQSsIMEX0kR3AQB06B9B7cjNGTWvaoCAFaCguJTCL90S3Q0A0JmRHRtRT9S8qgYCVoBD8TepqLRcdDcAQEdqs5pXXOdVVRCwAmD0MADY2vzBAVSnhqvoboAZBKydlZdLtD82Q3Q3AEBvNa9dUPOqNghYOzuZfJtu5ReL7gYA6Oo6r6h5VSMErJ0F4/AwANjQ5Gceo8fqo+ZVjRCwdobpEQHAVlrw67w+JrobcB8IWDtKvJlPl27ki+4GAOjEByNQ86pmCFg7wt4rANjKyE6NqOdjqHnVVcAeOnSIhg4dSr6+vuTg4EDbtm0zLSspKaG5c+dSYGAg1ahRg7d5+eWX6dq1axbryMzMpHHjxpGHhwd5eXnRxIkTKS8vz6LN2bNnqVevXuTu7k5+fn60bNmye/qyZcsW8vf3523Ya+7cuZPUDOdfAcBmNa9DUPOqu4DNz8+n9u3b06pVq+5ZVlBQQCdPnqRFixbx+59++oni4uJo2LBhFu1YuJ4/f56Cg4Np+/btPLQnTZpkWp6Tk0MDBgygpk2bUlRUFC1fvpzeffddWrdunalNeHg4jR07lofzqVOnKCgoiN+io6NJjbIKiikq6bbobgCADryNmldNcJCkqk85z/Zgt27dyoPtfo4fP05du3alpKQkatKkCcXExFCbNm348126dOFtdu/eTYMHD6bU1FS+17tmzRpasGABpaWlkavrb2+iefPm8b3l2NhY/nj06NE87FlAy7p3704dOnSgtWvXVqj/LMg9PT0pOzub700r6aeTqTRz8xlFXwMA9K97izr0w6QeoruhOzkK5IHi52BZZ1kQs0PBTEREBP9aDlemf//+5OjoSJGRkaY2vXv3NoUrM3DgQL43fPv2bVMb9n3mWBv2vBoF4/wrADwiV2dc51VLnJVceWFhIT8nyw7lyp8I2F6pt7e3ZSecnalOnTp8mdymefPmFm18fHxMy2rXrs3v5efM28jrsKaoqIjfzD+x2ENRaRkdir9hl9cCAP2a0gc1r1qi2B4sG/D04osvEjsCzQ75qsGSJUv4IQD5xgZP2UPEpVuUX1xml9cCAH1qUb8G/RU1r5riqGS4svOubCCT+fHsBg0aUEaG5Vy8paWlfGQxWya3SU+3PKQqP35YG3m5NfPnz+eHrOVbSkoK2QMm9weAR/WPoEDUvBo9YOVwvXjxIu3bt4/q1q1rsbxHjx6UlZXFRwfLQkNDqby8nLp162Zqw0YWs3XJWFC3bt2aHx6W24SEhFism7Vhz9+Pm5sbD3vzmz2ExGByfwCoulGdGlOPxyz/l4IOA5bVq54+fZrfmMTERP51cnIyD8Tnn3+eTpw4QRs2bKCysjJ+TpTdiot/m+A+ICCABg0aRG+88QYdO3aMwsLCaNq0aTRmzBg+gph56aWX+AAnVoLDynl+/PFHWrFiBc2cOdPUj+nTp/PRx5988gkfWczKeNjrsnWpSfTVbLqeXSi6GwCgUawcZ+GQANHdAHuU6Rw4cID69u17z/MTJkzgIXf34CTZ/v376ZlnnuFfs8PBLAh//fVXPnp41KhR9MUXX1DNmjUtJpqYOnUqL+epV68evfnmm3zA1N0TTSxcuJCuXLlCrVq14pNRsHKfirJHmc5nwfG0IuSiIusGAP37+IX29HznxqK7oXs5CuTBI9XBap09AnbIF4fp/DX7jFYGAH3p0aIubZrUXXQ3DCFHi3WwRnY9+w7CFQAeoea1nehuwCNAwCoIk/sDQFX99ZnHqAVqXjUNAaugYIweBoCq1rw+01J0N+ARIWAVkldUSkcv3RLdDQDQoA9HBPJDxKBt+A0qhE2NWFxWLrobAKAxbMRw9xaoedUDBKxCcP4VAKpS87pgMGpe9QIBq4CycolC43D+FQAqh4VrbVznVTcQsAo4fiWTsgr+mOYRAOBhej5Wl0ZhQgldQcAqAIeHAaAycJ1XfULAKgBXzwGAypj6TEtqXq+G6G6AjSFgbSwhI5eu3CoQ3Q0A0IjH6tegKc/gOq96hIC1seALGNwEABXj4ICaVz3Db9XGcHgYACrqhc6NqRtqXnULAWtDt/KK6FTybdHdAAANqFvDld5GzauuIWBtKCQ2g8oNe/E/AKiMBUMCyKs6al71DAFrQyjPAYCKeKplXRrZCTWveoeAtZHCkjI6knBTdDcAQOXcnB3pgyDUvBoBAtZGwi/dpILiMtHdAACV+0vvFqh5NQgErI2gPAcAHsbFyYHG92gmuhtgJwhYG5AkiUJQngMAD9E/wIfq13IT3Q2wEwSsDZxJzaaM3CLR3QAAlRvTtYnoLoAdIWBtYH8sDg8DwIM1rl2NerWsJ7obYEcIWBvAgAUAeJjRXfzI0dFBdDfAjhCwNjCwbQOq4eokuhsAoFJOjg704pN+orsBdoaAtYFqrk48ZAEArOnb2pt8PNxFdwPsDAFrI0EdG4nuAgCo1Niu2Hs1IgSsjTzVsh55Y/g9ANyloac7PdPaW3Q3QAAErA3PsQxr7yu6GwCgMi908eP/H8B4ELA2hMPEAGCO5epoDG4yLASsDbVr5EmP+9QU3Q0AUInej9enRl7VRHcDBEHA2tjwDtiLBYDfjMXMTYaGgFXgMLEDTrcAGB6bc7ifPwY3GRkC1sbY4aCuzeqI7gYACPZC58bk7IR/sUaG374CRmCwE4ChsaNYY57E4WGjQ8AqYPATDcnNGT9aAKN66rF61KRuddHdAMGQAgrwcHehfgE49wJgVBjcBAwCViFBGE0MYEj1arrSgLY+orsBKoCAVUhff2+qXd1FdDcAwM5GdWpMLhjcBAhY5bA/sCFPNBTdDQCwszE4PAy/Q8AqCKOJAYyle4s61LxeDdHdAJVAwCqoc9M61BQjCQEMA4ObwBwCVmGYOhHAGLyqu9Cgdg1EdwNUBAGrMBwmBjCGkR0bk5uzk+hugIogYBXGzsd08PMS3Q0AUNjYrrgsHVhCwNoB9mIB9K1L09rUyqeW6G6AyiBg7WBoe19yZldeBgBdQmkOWIOAtYM6NVypz+P1RXcDABTg4e5Mz6HmHaxAwNrxOrEAoM+/bXcXDG4CGwTsoUOHaOjQoeTr60sODg60bds2i+WSJNHixYupYcOGVK1aNerfvz9dvHjRok1mZiaNGzeOPDw8yMvLiyZOnEh5eXkWbc6ePUu9evUid3d38vPzo2XLlt3Tly1btpC/vz9vExgYSDt37iS1+n9tfKiWm7PobgCAjaH2FWwWsPn5+dS+fXtatWqV1eUsCL/44gtau3YtRUZGUo0aNWjgwIFUWFhoasPC9fz58xQcHEzbt2/noT1p0iTT8pycHBowYAA1bdqUoqKiaPny5fTuu+/SunXrTG3Cw8Np7NixPJxPnTpFQUFB/BYdHU1qxD7hokYOQF/a+3lRQEMP0d0AlXKQ2C5nVb/ZwYG2bt3Kg41hq2J7trNmzaK///3v/Lns7Gzy8fGh9evX05gxYygmJobatGlDx48fpy5duvA2u3fvpsGDB1Nqair//jVr1tCCBQsoLS2NXF1deZt58+bxveXY2Fj+ePTo0TzsWUDLunfvTh06dODhXhEsyD09PXkf2d600sITbtJL/4xU/HUAwD4+GhVIo3FhdV3IUSAPbHoONjExkYciOywsYx3u1q0bRURE8Mfsnh0WlsOVYe0dHR35Hq/cpnfv3qZwZdhecFxcHN2+fdvUxvx15Dby61hTVFTEf4jmN3vq3qIuNfR0t+trAoAyaro58woBALsELAtXhu2xmmOP5WXs3tvb8mLkzs7OVKdOHYs21tZh/hr3ayMvt2bJkiU88OUbO7drT46ODjSsA/4gAfSAhWt1V4yrgPsz1Cji+fPn891/+ZaSkiJkOjUA0L6XMLgJ7BmwDRr8NognPT3d4nn2WF7G7jMyMiyWl5aW8pHF5m2srcP8Ne7XRl5ujZubGz+2bn6zt9YNapF/A8z4AqBl7Rp5UGBjT9HdACMFbPPmzXnAhYSEmJ5j5znZudUePXrwx+w+KyuLjw6WhYaGUnl5OT9XK7dhI4tLSkpMbdiI49atW1Pt2rVNbcxfR24jv46ajeyEmlgALRuDgU2gRMCyetXTp0/zmzywiX2dnJzMRxXPmDGDPvjgA/rll1/o3Llz9PLLL/ORwfJI44CAABo0aBC98cYbdOzYMQoLC6Np06bxEcasHfPSSy/xAU6sBIeV8/z444+0YsUKmjlzpqkf06dP56OPP/nkEz6ymJXxnDhxgq9LC5eww8yJANpU3dWJhmMsBVRApc/QsxDr27ev6bEcehMmTOClOHPmzOHlM6yule2pPv300zwI2WQQsg0bNvAg7NevHx89PGrUKF47K2MDkPbu3UtTp06lzp07U7169fjkFea1sj179qSNGzfSwoUL6e2336ZWrVrxMp527dqR2vl4uFOPx+pSWMIt0V0BgEpi0yLWcncR3Q3Qex2s1tm7Dtbcf6NS6e9bztj1NQHg0f30157Uqclvp6pAP3LUXgcLFcdmdaqG+UsBNIUNUES4QkUhYAUWqfdvY1nHCwDqNuZJXFQdKg4BK9BIXGEHQDPcXRxpBOrYoRIQsAL1alWP6tX8YzpIAFCvwe0akmd1DG6CikPACuTs5EjPPYHh/gBaMAYzN0ElIWAFG4HDxACq19K7JnVtXkd0N0BjELAquJ5ki/o1RHcDAB4Ag5ugKhCwKhDUAXuxAGrl6uxIozphcBNUHgJWJYeJHTB1IoAqDWzbgGrXwGBEqDwErAr41alOnVG8DqBKY7vi8DBUDQJWJYIw2AlAdZrXq0E9WtQV3Q3QKASsiiYQd3XCrwNATUY/6cevEgZQFfiPrhJe1V3pmdb1RXcDAH7n4uRAz3fG4CaoOgSsiqAmFkA9+gf4UL2abqK7ARqGgFWRPwV4k4d7pS/RCwAKGIuZm+ARIWBVxM3ZiYY80VB0NwAMr3HtanyucIBHgYBVGUw6AaCOmZswuAkeFQJWZdh8p428qonuBoBhOTs60AtdUPsKjw4BqzLsU3NQR1xhB0CUvv7e5OPhLroboAMIWBXCaGIAcTBzE9gKAlaFWnrXosBGnqK7AWA4vp7u9Mzj3qK7ATqBgFUpTJ0IYH/s3KujIwY3gW0gYFVqWHtfcsIfOoDdsD83NjUigK0gYFWqfi03erol6vAA7KXP4/XJFyP4wYYQsCqGwU4A9jMGMzeBjSFgVX6h5xquTqK7AaB73rXcqJ8/BjeBbSFgVayaqxMPWQBQ1gtdGpMzLhcJNoZ3lMphNDGAstiMiGOexOFhsD1cukXlnmpZjx++ysgtEt0VAE1cw9XFydHsJj82f97y61Y+tcivTnXRXQcdQsCqHCvVYSU7/zySKLorYMA5eeUQcnV2JGdHR3Jx/v05868fGGAPDrf7fu38+2uYf/3767k6OZLzfb4XQE0QsBo5TIyA1f4HJWuB8qCweGAIsbBxvPvr38OoioFn3hcWqADwaBCwGtCukSc97lOT4tPzRHdFNRMCWAun3/ayfn/M93r++NrVyeH3PbDfQ6XCe2AVDCdna+v/fe/PyRGXPgMwIASsRgzv0IiW74mz+XrZ//179l7uDi4WTvcJlwftgVUq8My+/7d13vu1/HqYyg4AtAABq6Eygt8OM5oH3oPD6Z4wlAOPB9xvX6M0AQBAGQhYjfCu5U6T+zwmuhsAAFBB2H0BAABQAAIWAABAAQhYAAAABSBgAQAAFICABQAAUAACFgAAQAEIWAAAAAUgYAEAABSAgAUAAFAAAhYAAEABCFgAAAAFIGABAAAUgIAFAABQAAIWAABAAYa+XJ0kSfw+JydHdFcAAEAgOQfkXLAFQwdsbm4uv/fz8xPdFQAAUEkueHp62mRdDpIt41pjysvL6dq1a1SrVi1ycHBQ7FMRC/CUlBTy8PAgPTPKthplO420rUbZTgbbah2LQhauvr6+5Ohom7Onht6DZT/Exo0b2+W12C9X729mo22rUbbTSNtqlO1ksK33stWeqwyDnAAAABSAgAUAAFAAAlZhbm5u9M477/B7vTPKthplO420rUbZTgbbaj+GHuQEAACgFOzBAgAAKAABCwAAoAAELAAAgAIQsAAAAApAwFbAkiVL6Mknn+QzPnl7e1NQUBDFxcVZtCksLKSpU6dS3bp1qWbNmjRq1ChKT0+3aJOcnExDhgyh6tWr8/XMnj2bSktLLdocOHCAOnXqxEe9tWzZktavX0+iLF26lM9wNWPGDF1u59WrV+nPf/4z35Zq1apRYGAgnThxwrScjf9bvHgxNWzYkC/v378/Xbx40WIdmZmZNG7cOF7E7uXlRRMnTqS8vDyLNmfPnqVevXqRu7s7n1Vm2bJldtvGsrIyWrRoETVv3pxvw2OPPUbvv/++xXyrWt3OQ4cO0dChQ/nMO+x9um3bNovl9tyuLVu2kL+/P2/D3kc7d+6027aWlJTQ3Llz+evWqFGDt3n55Zf5LHVa29ZDD/mdmps8eTJv8/nnn6t3O9koYniwgQMHSt98840UHR0tnT59Who8eLDUpEkTKS8vz9Rm8uTJkp+fnxQSEiKdOHFC6t69u9SzZ0/T8tLSUqldu3ZS//79pVOnTkk7d+6U6tWrJ82fP9/U5vLly1L16tWlmTNnShcuXJC+/PJLycnJSdq9e7fdt/nYsWNSs2bNpCeeeEKaPn267rYzMzNTatq0qfTKK69IkZGRvE979uyREhISTG2WLl0qeXp6Stu2bZPOnDkjDRs2TGrevLl0584dU5tBgwZJ7du3l44ePSodPnxYatmypTR27FjT8uzsbMnHx0caN24cf/9s2rRJqlatmvTVV1/ZZTv/8Y9/SHXr1pW2b98uJSYmSlu2bJFq1qwprVixQvPbyd5bCxYskH766Sf2aUHaunWrxXJ7bVdYWBh//y5btoy/nxcuXCi5uLhI586ds8u2ZmVl8b+3H3/8UYqNjZUiIiKkrl27Sp07d7ZYhxa2dedDfqcytpxti6+vr/TZZ5+pdjsRsFWQkZHBf/kHDx40vcHZD5/985LFxMTwNuzNLr9xHB0dpbS0NFObNWvWSB4eHlJRURF/PGfOHKlt27YWrzV69Gge8PaUm5srtWrVSgoODpb69OljClg9befcuXOlp59++r7Ly8vLpQYNGkjLly83Pce2383Njf9BMuwPj2378ePHTW127dolOTg4SFevXuWPV69eLdWuXdu07fJrt27dWrKHIUOGSK+99prFcyNHjuT/XPS0nXf/M7bndr344ov852yuW7du0l/+8he7bOv9PiCzdklJSZrdVrrPdqampkqNGjXi4cg+JJsHrNq2E4eIqyA7O5vf16lTh99HRUXxwzTsEJSMHVpo0qQJRURE8Mfsnh1m8PHxMbUZOHAgn4z6/Pnzpjbm65DbyOuwF3YImB3ivbsvetrOX375hbp06UIvvPACP4zdsWNH+vrrr03LExMTKS0tzaKfbJ7Sbt26WWwrOwTF1iNj7dkc15GRkaY2vXv3JldXV4ttZacYbt++rfh29uzZk0JCQig+Pp4/PnPmDB05coSeffZZXW3n3ey5XWp4P1v7H8UOn7Lt09O2lpeX0/jx4/lpp7Zt296zXG3biYCtwi+YnZN86qmnqF27dvw59ofMflnym1nGQoYtk9uYh468XF72oDYsnO7cuUP28MMPP9DJkyf5eee76Wk7L1++TGvWrKFWrVrRnj17aMqUKfS3v/2Nvv32W4u+Wuun+XawcDbn7OzMP3hV5uehpHnz5tGYMWP4ByEXFxf+QYK9f9k5Kj1t593suV33ayNiu+VxEuyc7NixY00T3OtlWz/66CPeb/a3ao3attPQV9Op6t5ddHQ03wvQG3ZJp+nTp1NwcDA/sa/3D0rsU+6HH37IH7PgYb/XtWvX0oQJE0gvNm/eTBs2bKCNGzfyT/ynT5/mAcsGkehpO+E37AjTiy++yAd4sQ+QehIVFUUrVqzgOwBKXV7U1rAHWwnTpk2j7du30/79+y0uc9egQQMqLi6mrKwsi/ZsdC1bJre5e7St/PhhbdinUDYK0h5v4IyMDD66l33qY7eDBw/SF198wb9mn+D0sJ0MG1napk0bi+cCAgL4CGjzvlrrp/l2sJ+XOTZamo1irMzPQ0nsUJq8F8sO3bPDa2+99ZbpCIVetvNu9tyu+7Wx93bL4ZqUlMQ/JJtfnk0P23r48GG+DeyUlPz/iW3rrFmzqFmzZqrcTgRsBbBPgyxct27dSqGhobzkwVznzp354Td2rkvGjuezf9Y9evTgj9n9uXPnLH758h+B/I+etTFfh9xGXofS+vXrx/vI9nLkG9vLY4cT5a/1sJ0MO8R/d6kVO0/ZtGlT/jX7HbM/JvN+skPY7DyO+bayDxvsg4mMvT/Y3jE71ye3YaUH7J+f+ba2bt2aateurfh2FhQU3HPxaCcnJ95HPW3n3ey5XWp4P8vhysqQ9u3bx0vPzOlhW8ePH8/La8z/P7EjMexDJDvNo8rtrNSQKIOaMmUKH+5/4MAB6fr166ZbQUGBRfkKK90JDQ3l5Ss9evTgt7vLVwYMGMBLfVhJSv369a2Wr8yePZuPzl21apWwMh2Z+ShiPW0nG2Xp7OzMy1guXrwobdiwgffp+++/tyjz8PLykn7++Wfp7Nmz0vDhw62WeXTs2JGX+hw5coSPvjYvCWAjV1lJwPjx4/moxx9++IG/jr3KdCZMmMBHXMplOqy8gZVNsZHcWt9ONtqdlYKxG/tX9umnn/Kv5ZGz9touVtLB3ksff/wxfz+/8847Ni/TedC2FhcX8xKkxo0b87858/9R5iNltbCtD/ud3u3uUcRq204EbAWwX7S1G6uNlbE/2r/+9a98+Df7ZY0YMYK/wc1duXJFevbZZ3nNFfsnN2vWLKmkpMSizf79+6UOHTpIrq6uUosWLSxeQw0Bq6ft/PXXX/mHAVa64e/vL61bt85iOSv1WLRoEf9jZG369esnxcXFWbS5desW/+NltaWsFOnVV1/l/yTMsRpMVhLE1sHCjv3jt5ecnBz++2Mfitzd3fnPmtUZmv/j1ep2sveQtb9L9qHC3tu1efNm6fHHH+fvZ1aCtmPHDrttK/vgdL//Uez7tLSt+x/yO61IwKppO3G5OgAAAAXgHCwAAIACELAAAAAKQMACAAAoAAELAACgAAQsAACAAhCwAAAACkDAAgAAKAABCwAAoAAELAAAgAIQsAAAAApAwAIAACgAAQsAAEC29/8BoIynS+HYDVMAAAAASUVORK5CYII=", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "polygon_gdf_px.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "1c7fff7a-f752-49fd-a49a-df797008a002", - "metadata": {}, - "outputs": [], - "source": [ - "from pathlib import Path\n", - "import math\n", - "import numpy as np\n", - "import pandas as pd\n", - "import geopandas as gpd\n", - "from shapely import points\n", "\n", + " for _, row in ROI_gdf.iterrows():\n", + " centroid = row.geometry.centroid\n", + " ax.text(\n", + " centroid.x,\n", + " centroid.y,\n", + " str(row[\"name\"]),\n", + " fontsize=10,\n", + " ha=\"center\",\n", + " va=\"center\",\n", + " color=\"black\"\n", + " )\n", "\n", - "def get_candidate_tile_files_from_gdf_lenient(\n", - " polygon_gdf,\n", - " polygon_idx=0,\n", - " tile_dir=\"transcript_tiles\",\n", - " tile_size=250,\n", - " x_min=0,\n", - " y_min=0,\n", - "):\n", - " \"\"\"\n", - " Lenient file selection:\n", - " use the polygon bbox and include every tile in that tile-index rectangle.\n", - " This may include extra files, but should not miss relevant transcripts.\n", - " \"\"\"\n", - " geom = polygon_gdf.geometry.iloc[polygon_idx]\n", - " minx, miny, maxx, maxy = geom.bounds\n", - "\n", - " i_min = max(0, math.floor((minx - x_min) / tile_size))\n", - " i_max = max(0, math.floor((maxx - x_min) / tile_size))\n", - " j_min = max(0, math.floor((miny - y_min) / tile_size))\n", - " j_max = max(0, math.floor((maxy - y_min) / tile_size))\n", - "\n", - " files = []\n", - " for i in range(i_min, i_max + 1):\n", - " for j in range(j_min, j_max + 1):\n", - " f = Path(tile_dir) / f\"transcripts_tile_{i}_{j}.parquet\"\n", - " if f.exists():\n", - " files.append(f)\n", - "\n", - " return files\n", - "\n", - "\n", - "def load_transcripts_from_candidate_files(files):\n", - " \"\"\"\n", - " Read transcript parquet tiles and unpack geometry=[x, y] into x/y columns.\n", - " \"\"\"\n", - " dfs = []\n", - "\n", - " for f in files:\n", - " df = pd.read_parquet(f)\n", - " if df.empty:\n", - " continue\n", - "\n", - " if \"geometry\" not in df.columns:\n", - " raise ValueError(f\"{f} does not contain a 'geometry' column\")\n", - "\n", - " geom_vals = df[\"geometry\"].tolist()\n", - " xy = pd.DataFrame(geom_vals, columns=[\"x\", \"y\"], index=df.index)\n", - "\n", - " out = pd.concat([df, xy], axis=1)\n", - " dfs.append(out)\n", - "\n", - " if not dfs:\n", - " return pd.DataFrame(columns=[\"x\", \"y\"])\n", - "\n", - " trx = pd.concat(dfs, ignore_index=True)\n", - "\n", - " # Make sure x/y are numeric\n", - " trx[\"x\"] = pd.to_numeric(trx[\"x\"], errors=\"coerce\")\n", - " trx[\"y\"] = pd.to_numeric(trx[\"y\"], errors=\"coerce\")\n", - " trx = trx.dropna(subset=[\"x\", \"y\"]).reset_index(drop=True)\n", - "\n", - " return trx\n", - "\n", - "\n", - "def transcripts_within_polygon_from_gdf_lenient(\n", - " polygon_gdf,\n", - " polygon_idx=0,\n", - " tile_dir=\"transcript_tiles\",\n", - " tile_size=250,\n", - " x_min=0,\n", - " y_min=0,\n", - " predicate=\"covers\", # covers includes boundary points\n", - " return_candidate_files=False,\n", - "):\n", - " \"\"\"\n", - " Load transcripts from all bbox-overlapping tile files, then keep only those\n", - " whose points fall inside the chosen polygon.\n", - " \"\"\"\n", - " geom = polygon_gdf.geometry.iloc[polygon_idx]\n", - " minx, miny, maxx, maxy = geom.bounds\n", - "\n", - " files = get_candidate_tile_files_from_gdf_lenient(\n", - " polygon_gdf=polygon_gdf,\n", - " polygon_idx=polygon_idx,\n", - " tile_dir=tile_dir,\n", - " tile_size=tile_size,\n", - " x_min=x_min,\n", - " y_min=y_min,\n", + " ax.set_title(\"ROI sanity check\")\n", + " ax.set_xlabel(\"X (microns)\")\n", + " ax.set_ylabel(\"Y (microns)\")\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + " # --------------------------\n", + " # set geometries used for ROI assignment\n", + " # --------------------------\n", + " print(\"\\n--- Setting geometries ---\")\n", + " trx_gdf = trx_gdf.set_geometry(\"geometry_micron\")\n", + " cell_gdf = cell_gdf.set_geometry(\"centroid\")\n", + " ROI_gdf = ROI_gdf.set_geometry(\"geometry\")\n", + "\n", + " print(f\"trx geometry: {trx_gdf.geometry.name}\")\n", + " print(f\"cell geometry: {cell_gdf.geometry.name}\")\n", + " print(f\"ROI geometry: {ROI_gdf.geometry.name}\")\n", + "\n", + " # make sure ROI names exist\n", + " if \"name\" not in ROI_gdf.columns:\n", + " print(\"WARNING: ROI_gdf missing 'name' column, generating default IDs\")\n", + " ROI_gdf[\"name\"] = [f\"ROI_{i}\" for i in range(len(ROI_gdf))]\n", + "\n", + " ROI_gdf[\"ROI_ID\"] = ROI_gdf[\"name\"].astype(str)\n", + " ROI_gdf[\"ROI_area\"] = ROI_gdf.geometry.area\n", + "\n", + " print(f\"Total ROI area: {ROI_gdf['ROI_area'].sum()}\")\n", + "\n", + " # --------------------------\n", + " # spatial join to ROI\n", + " # --------------------------\n", + " print(\"\\n--- Spatial join ---\")\n", + "\n", + " trx_gdf_assigned_to_ROI = gpd.sjoin(\n", + " trx_gdf,\n", + " ROI_gdf[[\"ROI_ID\", \"ROI_area\", \"geometry\"]],\n", + " how=\"left\",\n", + " predicate=\"within\"\n", " )\n", "\n", - " trx = load_transcripts_from_candidate_files(files)\n", + " cell_gdf_assigned_to_ROI = gpd.sjoin(\n", + " cell_gdf,\n", + " ROI_gdf[[\"ROI_ID\", \"ROI_area\", \"geometry\"]],\n", + " how=\"left\",\n", + " predicate=\"within\"\n", + " )\n", "\n", - " if trx.empty:\n", - " empty = gpd.GeoDataFrame(trx.copy(), geometry=gpd.GeoSeries([], crs=polygon_gdf.crs), crs=polygon_gdf.crs)\n", - " return (empty, files) if return_candidate_files else empty\n", + " print(f\"trx assigned rows: {len(trx_gdf_assigned_to_ROI)}\")\n", + " print(f\"cell assigned rows: {len(cell_gdf_assigned_to_ROI)}\")\n", "\n", - " # Cheap bbox prefilter first\n", - " trx = trx[\n", - " (trx[\"x\"] >= minx) & (trx[\"x\"] <= maxx) &\n", - " (trx[\"y\"] >= miny) & (trx[\"y\"] <= maxy)\n", - " ].copy()\n", + " trx_gdf_assigned_to_ROI[\"ROI_ID\"] = trx_gdf_assigned_to_ROI[\"ROI_ID\"].fillna(\"UNASSIGNED\")\n", + " cell_gdf_assigned_to_ROI[\"ROI_ID\"] = cell_gdf_assigned_to_ROI[\"ROI_ID\"].fillna(\"UNASSIGNED\")\n", "\n", - " if trx.empty:\n", - " empty = gpd.GeoDataFrame(trx.copy(), geometry=gpd.GeoSeries([], crs=polygon_gdf.crs), crs=polygon_gdf.crs)\n", - " return (empty, files) if return_candidate_files else empty\n", + " print(f\"Unassigned transcripts: {(trx_gdf_assigned_to_ROI['ROI_ID'] == 'UNASSIGNED').sum()}\")\n", + " print(f\"Unassigned cells: {(cell_gdf_assigned_to_ROI['ROI_ID'] == 'UNASSIGNED').sum()}\")\n", "\n", - " pts = gpd.GeoSeries(\n", - " points(trx[\"x\"].to_numpy(), trx[\"y\"].to_numpy()),\n", - " index=trx.index,\n", - " crs=polygon_gdf.crs,\n", - " )\n", + " # keep only things inside ROIs\n", + " trx_in_ROI = trx_gdf_assigned_to_ROI[trx_gdf_assigned_to_ROI[\"ROI_ID\"] != \"UNASSIGNED\"].copy()\n", + " cell_in_ROI = cell_gdf_assigned_to_ROI[cell_gdf_assigned_to_ROI[\"ROI_ID\"] != \"UNASSIGNED\"].copy()\n", "\n", - " if predicate == \"contains\":\n", - " mask = pts.within(geom)\n", - " elif predicate == \"intersects\":\n", - " mask = pts.intersects(geom)\n", - " elif predicate == \"within\":\n", - " mask = pts.within(geom)\n", - " else:\n", - " # default: include boundary points\n", - " mask = pts.apply(geom.covers)\n", + " print(f\"trx_in_ROI: {len(trx_in_ROI)}\")\n", + " print(f\"cell_in_ROI: {len(cell_in_ROI)}\")\n", "\n", - " out = trx.loc[mask].copy()\n", - " out = gpd.GeoDataFrame(out, geometry=pts.loc[mask], crs=polygon_gdf.crs)\n", + " # transcript assignment\n", + " trx_in_ROI[\"is_assigned_to_cell\"] = trx_in_ROI[\"cell_id\"].notna() & (trx_in_ROI[\"cell_id\"] != \"UNASSIGNED\")\n", "\n", - " return (out, files) if return_candidate_files else out" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "9db0ce8f-4667-4f29-9c32-cee11de0837f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "candidate files: 1882\n", - "hits: 6129511\n", - " name geometry x y\n", - "75368 57 POINT (1748.600 11003.460) 1748.60 11003.46\n", - "75427 83 POINT (1749.120 11050.880) 1749.12 11050.88\n", - "75481 103 POINT (1747.210 11048.900) 1747.21 11048.90\n", - "75578 152 POINT (1742.430 11018.820) 1742.43 11018.82\n", - "75658 161 POINT (1747.350 11016.100) 1747.35 11016.10\n" - ] - } - ], - "source": [ - "hits, candidate_files = transcripts_within_polygon_from_gdf_lenient(\n", - " polygon_gdf=polygon_gdf_px, # transformed polygon gdf\n", - " polygon_idx=0,\n", - " tile_dir=f\"{path_landscape_files}/transcript_tiles\",\n", - " tile_size=250,\n", - " x_min=0,\n", - " y_min=0,\n", - " predicate=\"covers\",\n", - " return_candidate_files=True,\n", - ")\n", - "\n", - "print(\"candidate files:\", len(candidate_files))\n", - "print(\"hits:\", len(hits))\n", - "print(hits.head())" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "db6a7a41-cfb0-4390-a112-eededd1e5965", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hits.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "c24bbaf3-a46e-4f7c-8dc7-8382e64158ff", - "metadata": {}, - "outputs": [], - "source": [ - "gene_str_to_int_mapping = dega.pre.trx_tile._get_name_mapping(\n", - " path_landscape_files.replace(\"/transcript_tiles\", \"\"),\n", - " layer=\"transcript\",\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "396ffb62-d0d2-4001-9c27-108d727de26c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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namegeometryxygene
7536857POINT (1748.600 11003.460)1748.6011003.46ACTN4
7542783POINT (1749.120 11050.880)1749.1211050.88ADD1
75481103POINT (1747.210 11048.900)1747.2111048.90ADNP
75578152POINT (1742.430 11018.820)1742.4311018.82AKT2
75658161POINT (1747.350 11016.100)1747.3511016.10ALDOA
..................
90687329973POINT (12246.910 13433.090)12246.9113433.09ZMPSTE24
90687332774POINT (12105.070 13503.820)12105.0713503.82LDHA
90687349322POINT (12106.180 13516.760)12106.1813516.76UnassignedCodeword_7651
91459951917POINT (12251.540 13433.900)12251.5413433.90FOXD2
91459972881POINT (12251.690 13433.530)12251.6913433.53MAD2L1
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6129511 rows × 5 columns

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" - ], - "text/plain": [ - " name geometry x y \\\n", - "75368 57 POINT (1748.600 11003.460) 1748.60 11003.46 \n", - "75427 83 POINT (1749.120 11050.880) 1749.12 11050.88 \n", - "75481 103 POINT (1747.210 11048.900) 1747.21 11048.90 \n", - "75578 152 POINT (1742.430 11018.820) 1742.43 11018.82 \n", - "75658 161 POINT (1747.350 11016.100) 1747.35 11016.10 \n", - "... ... ... ... ... \n", - "9068732 9973 POINT (12246.910 13433.090) 12246.91 13433.09 \n", - "9068733 2774 POINT (12105.070 13503.820) 12105.07 13503.82 \n", - "9068734 9322 POINT (12106.180 13516.760) 12106.18 13516.76 \n", - "9145995 1917 POINT (12251.540 13433.900) 12251.54 13433.90 \n", - "9145997 2881 POINT (12251.690 13433.530) 12251.69 13433.53 \n", - "\n", - " gene \n", - "75368 ACTN4 \n", - "75427 ADD1 \n", - "75481 ADNP \n", - "75578 AKT2 \n", - "75658 ALDOA \n", - "... ... \n", - "9068732 ZMPSTE24 \n", - "9068733 LDHA \n", - "9068734 UnassignedCodeword_7651 \n", - "9145995 FOXD2 \n", - "9145997 MAD2L1 \n", - "\n", - "[6129511 rows x 5 columns]" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "int_to_gene = {v: k for k, v in gene_str_to_int_mapping.items()}\n", + " assigned_trx_in_ROI = trx_in_ROI[trx_in_ROI[\"is_assigned_to_cell\"]].copy()\n", + " unassigned_trx_in_ROI = trx_in_ROI[~trx_in_ROI[\"is_assigned_to_cell\"]].copy()\n", "\n", - "hits[\"gene\"] = hits[\"name\"].map(int_to_gene)\n", - "hits" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "81e763f7-bc9a-4e52-a815-7c011618e37c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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transcript_idnamegeometryxygene
07536857POINT (1748.600 11003.460)1748.6011003.46ACTN4
17542783POINT (1749.120 11050.880)1749.1211050.88ADD1
275481103POINT (1747.210 11048.900)1747.2111048.90ADNP
375578152POINT (1742.430 11018.820)1742.4311018.82AKT2
475658161POINT (1747.350 11016.100)1747.3511016.10ALDOA
.....................
612950690687329973POINT (12246.910 13433.090)12246.9113433.09ZMPSTE24
612950790687332774POINT (12105.070 13503.820)12105.0713503.82LDHA
612950890687349322POINT (12106.180 13516.760)12106.1813516.76UnassignedCodeword_7651
612950991459951917POINT (12251.540 13433.900)12251.5413433.90FOXD2
612951091459972881POINT (12251.690 13433.530)12251.6913433.53MAD2L1
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6129511 rows × 6 columns

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" - ], - "text/plain": [ - " transcript_id name geometry x y \\\n", - "0 75368 57 POINT (1748.600 11003.460) 1748.60 11003.46 \n", - "1 75427 83 POINT (1749.120 11050.880) 1749.12 11050.88 \n", - "2 75481 103 POINT (1747.210 11048.900) 1747.21 11048.90 \n", - "3 75578 152 POINT (1742.430 11018.820) 1742.43 11018.82 \n", - "4 75658 161 POINT (1747.350 11016.100) 1747.35 11016.10 \n", - "... ... ... ... ... ... \n", - "6129506 9068732 9973 POINT (12246.910 13433.090) 12246.91 13433.09 \n", - "6129507 9068733 2774 POINT (12105.070 13503.820) 12105.07 13503.82 \n", - "6129508 9068734 9322 POINT (12106.180 13516.760) 12106.18 13516.76 \n", - "6129509 9145995 1917 POINT (12251.540 13433.900) 12251.54 13433.90 \n", - "6129510 9145997 2881 POINT (12251.690 13433.530) 12251.69 13433.53 \n", - "\n", - " gene \n", - "0 ACTN4 \n", - "1 ADD1 \n", - "2 ADNP \n", - "3 AKT2 \n", - "4 ALDOA \n", - "... ... \n", - "6129506 ZMPSTE24 \n", - "6129507 LDHA \n", - "6129508 UnassignedCodeword_7651 \n", - "6129509 FOXD2 \n", - "6129510 MAD2L1 \n", - "\n", - "[6129511 rows x 6 columns]" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hits.reset_index(inplace=True)\n", - "hits.rename(columns={\"index\":\"transcript_id\"}, inplace=True)\n", - "hits" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bf79b8e1-f8b7-44d5-8e22-f0d3ca555fff", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "f8ddd1af-4a9c-4337-b85c-9912d59ed05e", - "metadata": {}, - "outputs": [], - "source": [ - "from pathlib import Path\n", - "import math\n", - "import numpy as np\n", - "import pandas as pd\n", - "import geopandas as gpd\n", - "from shapely.geometry import Polygon\n", + " print(f\"Assigned transcripts: {len(assigned_trx_in_ROI)}\")\n", + " print(f\"Unassigned transcripts: {len(unassigned_trx_in_ROI)}\")\n", "\n", + " # --------------------------\n", + " # extra cell shape metrics\n", + " # --------------------------\n", + " print(\"\\n--- Cell geometry metrics ---\")\n", "\n", - "def _cell_geom_to_polygon(val):\n", - " if val is None:\n", - " return None\n", + " if \"geometry_micron\" not in cell_in_ROI.columns:\n", + " print(\"WARNING: 'geometry_micron' missing from cell_in_ROI (BUG RISK)\")\n", "\n", - " if isinstance(val, Polygon):\n", - " return val\n", + " if \"area\" not in cell_in_ROI.columns:\n", + " print(\"WARNING: 'area' missing from cell_in_ROI (BUG RISK)\")\n", "\n", - " try:\n", - " arr = np.asarray(val, dtype=object)\n", + " cell_poly = gpd.GeoSeries(cell_in_ROI[\"geometry_micron\"], crs=cell_gdf.crs)\n", + " cell_in_ROI[\"perimeter\"] = cell_poly.length\n", "\n", - " # unwrap nested single-element wrappers\n", - " while isinstance(arr, np.ndarray) and arr.ndim > 0 and len(arr) == 1:\n", - " arr = arr[0]\n", + " with np.errstate(divide=\"ignore\", invalid=\"ignore\"):\n", + " cell_in_ROI[\"circularity\"] = 4 * np.pi * cell_in_ROI[\"area\"] / (cell_in_ROI[\"perimeter\"] ** 2)\n", "\n", - " coords = np.array([np.asarray(pt, dtype=float) for pt in arr], dtype=float)\n", + " cell_in_ROI[\"circularity\"] = cell_in_ROI[\"circularity\"].replace([np.inf, -np.inf], np.nan)\n", "\n", - " if coords.ndim != 2 or coords.shape[1] != 2 or len(coords) < 3:\n", - " return None\n", + " print(f\"Mean cell area: {cell_in_ROI['area'].mean()}\")\n", + " print(f\"Mean perimeter: {cell_in_ROI['perimeter'].mean()}\")\n", "\n", - " poly = Polygon(coords)\n", + " # transcripts per cell within ROI\n", + " trx_per_cell = (\n", + " assigned_trx_in_ROI.groupby([\"ROI_ID\", \"cell_id\"])\n", + " .size()\n", + " .reset_index(name=\"trx_per_cell\")\n", + " )\n", "\n", - " if poly.is_empty:\n", - " return None\n", + " print(f\"trx_per_cell entries: {len(trx_per_cell)}\")\n", "\n", - " if not poly.is_valid:\n", - " poly = poly.buffer(0)\n", + " # genes per cell within ROI\n", + " genes_per_cell = (\n", + " assigned_trx_in_ROI.groupby([\"ROI_ID\", \"cell_id\"])[\"feature_name\"]\n", + " .nunique()\n", + " .reset_index(name=\"genes_per_cell\")\n", + " )\n", "\n", - " return poly if not poly.is_empty else None\n", + " print(f\"genes_per_cell entries: {len(genes_per_cell)}\")\n", "\n", - " except Exception:\n", - " return None\n", + " # --------------------------\n", + " # global metrics\n", + " # --------------------------\n", + " print(\"\\n--- Global metrics ---\")\n", "\n", + " metrics_ROI = {}\n", "\n", - "def get_candidate_cell_tile_files_lenient(\n", - " roi_gdf,\n", - " roi_idx=0,\n", - " cell_tile_dir=\"cell_segmentation\",\n", - " tile_size=250,\n", - " x_min=0,\n", - " y_min=0,\n", - " tile_margin=2,\n", - "):\n", - " geom = roi_gdf.geometry.iloc[roi_idx]\n", - " minx, miny, maxx, maxy = geom.bounds\n", + " metrics_ROI[\"n_ROIs\"] = len(ROI_gdf)\n", + " metrics_ROI[\"ROI_total_area\"] = ROI_gdf[\"ROI_area\"].sum()\n", "\n", - " i_min = max(0, math.floor((minx - x_min) / tile_size) - tile_margin)\n", - " i_max = max(0, math.floor((maxx - x_min) / tile_size) + tile_margin)\n", - " j_min = max(0, math.floor((miny - y_min) / tile_size) - tile_margin)\n", - " j_max = max(0, math.floor((maxy - y_min) / tile_size) + tile_margin)\n", + " metrics_ROI[\"total_trx_in_ROI\"] = len(trx_in_ROI)\n", + " metrics_ROI[\"assigned_trx_in_ROI\"] = len(assigned_trx_in_ROI)\n", + " metrics_ROI[\"unassigned_trx_in_ROI\"] = len(unassigned_trx_in_ROI)\n", "\n", - " files = []\n", - " for i in range(i_min, i_max + 1):\n", - " for j in range(j_min, j_max + 1):\n", - " f = Path(cell_tile_dir) / f\"cell_tile_{i}_{j}.parquet\"\n", - " if f.exists():\n", - " files.append(f)\n", + " print(f\"Total transcripts: {metrics_ROI['total_trx_in_ROI']}\")\n", + " print(f\"Assigned transcripts: {metrics_ROI['assigned_trx_in_ROI']}\")\n", + " print(f\"Unassigned transcripts: {metrics_ROI['unassigned_trx_in_ROI']}\")\n", "\n", - " return files\n", + " metrics_ROI[\"prop_unassigned_trx_in_ROI\"] = (\n", + " len(unassigned_trx_in_ROI) / len(trx_in_ROI) if len(trx_in_ROI) > 0 else np.nan\n", + " )\n", "\n", + " metrics_ROI[\"total_cells_in_ROI\"] = len(cell_in_ROI)\n", "\n", - "def load_cells_from_candidate_files(files, crs=None):\n", - " dfs = []\n", + " print(f\"Total cells: {metrics_ROI['total_cells_in_ROI']}\")\n", "\n", - " for f in files:\n", - " df = pd.read_parquet(f)\n", - " if df.empty:\n", - " continue\n", + " # --------------------------\n", + " # gene metrics\n", + " # --------------------------\n", + " print(\"\\n--- Gene metrics ---\")\n", "\n", - " if \"GEOMETRY\" not in df.columns:\n", - " raise ValueError(f\"{f} does not contain a GEOMETRY column\")\n", + " if \"feature_name\" not in trx_in_ROI.columns:\n", + " print(\"WARNING: 'feature_name' missing (BUG RISK)\")\n", "\n", - " df = df.copy()\n", - " df[\"geometry\"] = df[\"GEOMETRY\"].apply(_cell_geom_to_polygon)\n", - " df = df[df[\"geometry\"].notna()].copy()\n", + " metrics_ROI[\"n_unique_genes_in_ROI\"] = trx_in_ROI[\"feature_name\"].nunique()\n", + " print(f\"Unique genes in ROI: {metrics_ROI['n_unique_genes_in_ROI']}\")\n", "\n", - " if not df.empty:\n", - " dfs.append(df)\n", + " gene_counts = (\n", + " trx_in_ROI.groupby(\"feature_name\")\n", + " .size()\n", + " .sort_values(ascending=False)\n", + " )\n", "\n", - " if not dfs:\n", - " return gpd.GeoDataFrame(\n", - " pd.DataFrame(columns=[\"name\", \"GEOMETRY\", \"geometry\"]),\n", - " geometry=\"geometry\",\n", - " crs=crs,\n", - " )\n", + " print(\"Top 5 genes:\")\n", + " print(gene_counts.head())\n", "\n", - " out = pd.concat(dfs, ignore_index=True)\n", - " return gpd.GeoDataFrame(out, geometry=\"geometry\", crs=crs)\n", - "\n", - "\n", - "def cells_in_roi_from_gdf(\n", - " roi_gdf,\n", - " roi_idx=0,\n", - " cell_tile_dir=\"cell_segmentation\",\n", - " tile_size=250,\n", - " x_min=0,\n", - " y_min=0,\n", - " tile_margin=2,\n", - " predicate=\"intersects\",\n", - " return_candidate_files=False,\n", - "):\n", - " roi_geom = roi_gdf.geometry.iloc[roi_idx]\n", - "\n", - " files = get_candidate_cell_tile_files_lenient(\n", - " roi_gdf=roi_gdf,\n", - " roi_idx=roi_idx,\n", - " cell_tile_dir=cell_tile_dir,\n", - " tile_size=tile_size,\n", - " x_min=x_min,\n", - " y_min=y_min,\n", - " tile_margin=tile_margin,\n", - " )\n", + " # --------------------------\n", + " # per-ROI metrics\n", + " # --------------------------\n", + " print(\"\\n--- Per-ROI metrics ---\")\n", "\n", - " cells = load_cells_from_candidate_files(files, crs=roi_gdf.crs)\n", - " if cells.empty:\n", - " return (cells, files) if return_candidate_files else cells\n", - "\n", - " minx, miny, maxx, maxy = roi_geom.bounds\n", - " bounds = cells.geometry.bounds\n", - " bbox_mask = (\n", - " (bounds[\"maxx\"] >= minx) &\n", - " (bounds[\"minx\"] <= maxx) &\n", - " (bounds[\"maxy\"] >= miny) &\n", - " (bounds[\"miny\"] <= maxy)\n", - " )\n", - " cells = cells.loc[bbox_mask].copy()\n", - "\n", - " if cells.empty:\n", - " return (cells, files) if return_candidate_files else cells\n", - "\n", - " if predicate == \"within\":\n", - " mask = cells.geometry.within(roi_geom)\n", - " elif predicate == \"contains\":\n", - " mask = cells.geometry.apply(roi_geom.contains)\n", - " elif predicate == \"centroid_within\":\n", - " mask = cells.geometry.centroid.within(roi_geom)\n", - " else:\n", - " mask = cells.geometry.intersects(roi_geom)\n", - "\n", - " hits = cells.loc[mask].copy()\n", - " return (hits, files) if return_candidate_files else hits" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "65b35d29-b993-411a-bb68-e0dc84d20233", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "candidate files: 1459\n", - "cell hits: 15792\n", - " GEOMETRY name \\\n", - "479 [[[1637.0, 10922.0], [1632.0, 10925.0], [1634.... 311 \n", - "480 [[[1754.0, 10891.0], [1733.0, 10901.0], [1723.... 314 \n", - "496 [[[1639.0, 11005.0], [1634.0, 11007.0], [1628.... 259 \n", - "498 [[[1685.0, 11001.0], [1677.0, 11002.0], [1669.... 268 \n", - "500 [[[1676.0, 10970.0], [1670.0, 10974.0], [1670.... 312 \n", - "\n", - " geometry \n", - "479 POLYGON ((1637.000 10922.000, 1632.000 10925.0... \n", - "480 POLYGON ((1754.000 10891.000, 1733.000 10901.0... \n", - "496 POLYGON ((1639.000 11005.000, 1634.000 11007.0... \n", - "498 POLYGON ((1685.000 11001.000, 1677.000 11002.0... \n", - "500 POLYGON ((1676.000 10970.000, 1670.000 10974.0... \n" - ] - } - ], - "source": [ - "cell_hits, cell_files = cells_in_roi_from_gdf(\n", - " roi_gdf=polygon_gdf_px,\n", - " roi_idx=0,\n", - " cell_tile_dir=f\"{path_landscape_files}/cell_segmentation\",\n", - " tile_size=250,\n", - " x_min=0,\n", - " y_min=0,\n", - " tile_margin=2,\n", - " predicate=\"intersects\",\n", - " return_candidate_files=True,\n", - ")\n", - "\n", - "print(\"candidate files:\", len(cell_files))\n", - "print(\"cell hits:\", len(cell_hits))\n", - "print(cell_hits.head())" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "05e4c674-8200-4bf7-99d1-1edb327fee27", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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GEOMETRYnamegeometrycell_id_str
479[[[1637.0, 10922.0], [1632.0, 10925.0], [1634....311POLYGON ((1637.000 10922.000, 1632.000 10925.0...aajgonna-1
480[[[1754.0, 10891.0], [1733.0, 10901.0], [1723....314POLYGON ((1754.000 10891.000, 1733.000 10901.0...aajikoig-1
496[[[1639.0, 11005.0], [1634.0, 11007.0], [1628....259POLYGON ((1639.000 11005.000, 1634.000 11007.0...aaholcad-1
498[[[1685.0, 11001.0], [1677.0, 11002.0], [1669....268POLYGON ((1685.000 11001.000, 1677.000 11002.0...aaidpdeb-1
500[[[1676.0, 10970.0], [1670.0, 10974.0], [1670....312POLYGON ((1676.000 10970.000, 1670.000 10974.0...aajhaeep-1
\n", - "
" - ], - "text/plain": [ - " GEOMETRY name \\\n", - "479 [[[1637.0, 10922.0], [1632.0, 10925.0], [1634.... 311 \n", - "480 [[[1754.0, 10891.0], [1733.0, 10901.0], [1723.... 314 \n", - "496 [[[1639.0, 11005.0], [1634.0, 11007.0], [1628.... 259 \n", - "498 [[[1685.0, 11001.0], [1677.0, 11002.0], [1669.... 268 \n", - "500 [[[1676.0, 10970.0], [1670.0, 10974.0], [1670.... 312 \n", - "\n", - " geometry cell_id_str \n", - "479 POLYGON ((1637.000 10922.000, 1632.000 10925.0... aajgonna-1 \n", - "480 POLYGON ((1754.000 10891.000, 1733.000 10901.0... aajikoig-1 \n", - "496 POLYGON ((1639.000 11005.000, 1634.000 11007.0... aaholcad-1 \n", - "498 POLYGON ((1685.000 11001.000, 1677.000 11002.0... aaidpdeb-1 \n", - "500 POLYGON ((1676.000 10970.000, 1670.000 10974.0... aajhaeep-1 " - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cell_str_to_int_mapping = dega.pre.boundary_tile._get_name_mapping(\n", - " path_landscape_files.replace(\"/cell_segmentation\", \"\"),\n", - " layer=\"boundary\",\n", + " trx_by_roi = (\n", + " trx_in_ROI.groupby(\"ROI_ID\")\n", + " .agg(\n", + " total_trx=(\"transcript_id\", \"count\"),\n", + " assigned_trx=(\"is_assigned_to_cell\", \"sum\"),\n", + " unique_genes=(\"feature_name\", \"nunique\")\n", " )\n", + " .reset_index()\n", + " )\n", "\n", - "int_to_cell = {v: k for k, v in cell_str_to_int_mapping.items()}\n", + " print(\"trx_by_roi preview:\")\n", + " print(trx_by_roi.head())\n", "\n", - "cell_hits[\"cell_id_str\"] = cell_hits[\"name\"].map(int_to_cell)\n", - "cell_hits.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "739cc82c-41c8-408b-bf18-0963072be5a7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cell_hits.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "81fb1757-4bdc-417a-8a85-34256c1c6f0e", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "6673e1ff-193e-4bba-9334-2729e3cb380b", - "metadata": {}, - "outputs": [], - "source": [ - "import geopandas as gpd\n", - "from shapely import points\n", + " roi_area_df = ROI_gdf[[\"ROI_ID\", \"ROI_area\"]].copy()\n", "\n", - "trx_hits_gdf = gpd.GeoDataFrame(\n", - " hits.copy(),\n", - " geometry=points(hits[\"x\"].to_numpy(), hits[\"y\"].to_numpy()),\n", - " crs=cell_hits.crs,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "c8f6d128-65c2-45e0-aa74-e3d5076eec17", - "metadata": {}, - "outputs": [], - "source": [ - "trx_in_cells = gpd.sjoin(\n", - " trx_hits_gdf,\n", - " cell_hits[[\"cell_id_str\", \"geometry\"]],\n", - " how=\"left\",\n", - " predicate=\"within\", # or \"intersects\"\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "375a9098-407c-4815-867c-1b6a653c405b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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transcript_idnamegeometryxygeneindex_rightcell_id_str
07536857POINT (1748.600 11003.460)1748.6011003.46ACTN4500.0aajhaeep-1
17542783POINT (1749.120 11050.880)1749.1211050.88ADD1819.0aahoobof-1
275481103POINT (1747.210 11048.900)1747.2111048.90ADNP819.0aahoobof-1
375578152POINT (1742.430 11018.820)1742.4311018.82AKT2498.0aaidpdeb-1
475658161POINT (1747.350 11016.100)1747.3511016.10ALDOA498.0aaidpdeb-1
\n", - "
" - ], - "text/plain": [ - " transcript_id name geometry x y gene \\\n", - "0 75368 57 POINT (1748.600 11003.460) 1748.60 11003.46 ACTN4 \n", - "1 75427 83 POINT (1749.120 11050.880) 1749.12 11050.88 ADD1 \n", - "2 75481 103 POINT (1747.210 11048.900) 1747.21 11048.90 ADNP \n", - "3 75578 152 POINT (1742.430 11018.820) 1742.43 11018.82 AKT2 \n", - "4 75658 161 POINT (1747.350 11016.100) 1747.35 11016.10 ALDOA \n", - "\n", - " index_right cell_id_str \n", - "0 500.0 aajhaeep-1 \n", - "1 819.0 aahoobof-1 \n", - "2 819.0 aahoobof-1 \n", - "3 498.0 aaidpdeb-1 \n", - "4 498.0 aaidpdeb-1 " - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "trx_in_cells.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "10d4127a-862a-413e-997e-f1ee163d6a55", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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gGfbV39/fEI5MSEgIf2GnT582tDFeh9xGXoc5BQUFfB3GN7AehCOA9mQXlNDE9XE09jvt9y2weEB++eWX/LwjOwfJ9vRCQ0P54digoCC+PDU1lT9es2ZNk59jYciWyW2Mw1FeLi97UBsWenl55meHWLhwIf/kIN8aNmxowVcOxnCtRwBtizqTRu9vPUNaZpWAPHjwIN+LZHuLn376Ke+Qs2uX+FlUZs2axXer5dvVq1dFl6RJp65kii4BAGzg378k09a466RVFp0ogO25vf322/y8JOtAw7Rp04Z3ovnkk0/4IVEfHx/e+YadKzTei2S9WNkyhn09fPiwybrlXq7Gbe7t+crus2PKrPesOay3K7uBdYUt/0V0CQBgIxPXx5GDg70mJxSw6B4kO7fIbvb2pqutVq0alZaWGjrsODo60u7duw3Lk5KS+LCOwMBAfp99PXXqFKWl/TXAPCoqiocfO3wrtzFeh9xGXgcAANjG/M2nNdm7tcJ7kGyc44ULF0yGW7A9RE9PT97R5qmnnuJjFtleXOPGjfkwju+++44+++wz3p6d+xszZgwfDsJ+hoXepEmTeLCxHqwM69DDgnDkyJG0ePFifr5x9uzZ/FCtvAc4btw4+uqrr+itt96iV155haKjo2nDhg28ZyuIg3OPAPqTmlXAL50V+LgX6Togjx49ysceyljQMaNGjeJjFdevX8/P9Y0YMYLS09N5SH7wwQc80GSff/4538tkEwSwnqWs9+ny5ctN9ji3bt1K48eP58FZo0YNvv733nvP0MbX15eHIRtTuWTJEt4p6JtvvuHrAjF2HdfvlFQAepd2J5+0pkrjINUO4yAtC3uPAPr1/audqVvT2qR0QsdBgj41exvhCFAV7Rt5kJpNXHecIuK1dRQJAQlVlpqRT0V3+2ABwENM6dWMEt8LpZFdGlGPZrX514T5IfTmMy2opqsjqdXt3CJ6fd1xfm1JrcD1IKHKuiwy7U0MAGUrLCklV6dq9P5Af36fXU7qmc/38UnBtXJtyYAGNalvm/qkdtiDhCpZvSdJdAkAqpKS8ddMX+yQ5Li1xzUTjrLZPydoYtgH9iChSubv+GvIDwA8XHZ+Ef17/0W6kp5D3x28QlqUnlOkiWEfCEioNFzrEaDidp29xW9al6aBYR84xAqVhms9AkBZvB9xIbVDQEKlbIq9LLoEAFAorxpO1MnXk9QOAQmVMuXnvy5UDQBg7Nm29amavR2pHQISKgwz5gDAgzzjd/eqS2qHgIQKufJ7rugSAEDBalV31MThVQYBCRUS9Mke0SUAgIJJpB0ISCg3dMwBgIfJyL07BlILEJBQbuiYAwB6GQPJICChXELnoGMOAOhnDCSDgIRyOYtJcwCgHOp5uKCTDgAAwL2GdWykiTGQDAISHiruUoboEgBAJZrUrk5agYCEhxq48lfRJQCASnhr5Pwjg4AEAACLcHN20Mz5RwYBCQ+UmqGN7toAYH2FxSWkJQhIeKAui3aLLgEAVKKwRKLJ60+QViAgAQDAYrbG36CI+BTSAgQklKmwuFR0CQCgQrN/TqCSUvXPyoqAhDL1+mC76BIAQIXSc7QxHysCEsp0NU90BQCgVmkamI8VAQkAoGND2j9qlfV6a2A8JAISzNp1/IboEgDABvOmfjQkgJa/0J7sLDg7XC2NXDQZAQlmvbrhuOgSAMDK5oX5GeZNlSzYp6ZAIx38EJAAADo0NfgJesbPhz6POkcT1ln2A3FuYQkd/O0PUjsH0QWA8mTnF4suAQCsyMfdmZp5u1GHBVGUkWuda9nFXvydujWrTWqGgIT7dJu/Q3QJAGAl7IDqs23r0+sW3mu8n/oveYVDrHCfTNEFAIDV9GpZhzaftH4nvMDHvUjtsAcJAKAjuxNvkbXnuKlV3ZG6PKb+gMQeJJhYGXVadAkAYEW2mABu4SB/Q+9YNUNAgolFuy+JLgEAVN47NrR1PdICBCQAAFisd+zEvzUlrUBAgsEvZ26JLgEAVGxu/1aaOLQqQ0CCwYvfHRZdAgCoWK0aTqQlCEgAALCINA1cwcMYAhI4LVzcFADE8tbAFTyMISCB678oQnQJAKDyK4N00sAVPIwhIIFLzBJdAQCo2YCAeprqoMMgIAEAoMr+FZNMS3ad19TpGgQk0E8HMDkAAFTd57vOUbdFuykyQRsXXEdAAk3bjOnlAMAyUrMKaPza45oISQQkAABY3Ltbzqj+cCsCUucOX0gXXQIAaIxERDcy8+lwsrrfXxCQOvf8N7GiSwAAjUpT+cQBCEgAALAKb5VPHIALJutYYXGp6BIAQIPs2JU9NDBxAPYgdSzsw+2iSwAAjZoX5qf6iQMQkDqWlCu6AgDQosm9mmnioskISAAAsKhilQ/vkCEgderN9TGiSwAAzZJIlwEZExNDYWFhVL9+fbKzs6NNmzbd1yYxMZEGDBhAHh4eVKNGDerYsSNduXLFsDw/P58mTJhAXl5e5ObmRoMHD6abN2+arIO179evH1WvXp28vb1p+vTpVFxcbNJm79691L59e3J2dqamTZvS6tWrK/pydOv/4u6ILgEANCrwsdqky4DMycmhgIAAWrZsmdnlv/32G3Xv3p1atGjBAyw+Pp7mzJlDLi5/dfedOnUqbdmyhTZu3Ej79u2jlJQUGjRokGF5SUkJD8fCwkI6cOAArVmzhoff3LlzDW2Sk5N5m549e1JcXBxNmTKFXn31VdqxY0fFtwIAAFhMZl4haYGdJEmV3hdme5Dh4eE0cOBAw2PDhg0jR0dH+u9//2v2ZzIzM6lOnTq0bt06GjJkCH/s7Nmz1LJlS4qNjaUuXbrQ9u3bqX///jw469aty9usXLmSZsyYQbdu3SInJyf+/bZt2yghIcHkuTMyMigyMrJc9WdlZfG9XFaTu7s76UVmbhEFvLdTdBkAoOFrQ/4y42+K7MVakfd9i56DLC0t5aH1xBNPUEhICD802rlzZ5PDsMeOHaOioiIKDg42PMb2Nhs1asQDkmFf/f39DeHIsPWxF3b69GlDG+N1yG3kdZhTUFDA12F80yOEIwBY0w0NTDNn8YBMS0uj7OxsWrRoEYWGhtLOnTvpueee44dP2aFUJjU1le8B1qxZ0+RnWRiyZXIb43CUl8vLHtSGhV5eXp7Z+hYuXMg/Oci3hg0bWvDVAwCAVqaZs8oeJPPss8/y84xt27almTNn8sOl7BCpaLNmzeK71fLt6tWroksCANAkz+pOpHYWDcjatWuTg4MD+fn5mTzOzi/KvVh9fHx45xt2rtAY68XKlslt7u3VKt9/WBt2TNnV1dVsfay3K1tufNOb5LQc0SUAgA6cTVX/KSyLBiQ7dMqGdCQlJZk8fu7cOWrcuDH/vkOHDrwTz+7duw3LWXsWoIGBgfw++3rq1Cl+yFYWFRXFA00OX9bGeB1yG3kdYF7Pz/aKLgEAdODqbfOnujQ9WTk7x3jhwgWT4RZsmIWnpyfvaMPGKw4dOpSCgoL4EAzWo5QN6WBDPhh27m/MmDE0bdo0/jMs9CZNmsSDjfVgZXr37s2DcOTIkbR48WJ+vnH27Nl87CTbC2TGjRtHX331Fb311lv0yiuvUHR0NG3YsIF3EgIAALEae1Yn3Q3zYEHHgu9eo0aNMgzU/89//sM7xFy7do2aN29O7777Lj8vaTxRwJtvvkn/+9//eM9S1vt0+fLlhsOnzOXLl2n8+PH8+dhkA2z9rPMPO4RrXAs713nmzBlq0KABH285evTocr8WvQ3zSEq5QyFLMYMOAFiXvR3R2ff7kJOD8iZrq8j7fpXGQaqd3gKyyUzsXQOA9f0jyJdm9TXti0J6HwcJAAD61qtFHcWGY0UhIHXi4Lk/RJcAADrwao/HSSsQkDox7D8HRZcAADoQffbuZC5agIAEAACL+Xr/JVoYcYa0AAEJAAAWtWp/MhUW351ZTc0QkDrAhncAANiKJBGtOXCJ1A4BqQMY+wgAtnbkEq7mAQAAcJ/MXPVfNBkBqXFaOA8AAOqTdDOLSkrVPQ8NAlLjtHAeAADUJyOvRPUXTUZAatwHEYmiSwAAnUrNVPcVPRCQGnY9Xd1/nACgbuk56j4PiYDUsG6Lo0WXAAA65ul29/KEaoWABAAAq/BxdyE1Q0ACAIDF1XCuRp18PUnNEJAatWqXNuZCBAB1Cm3lQ9XYlZNVDAGpUR/uShZdAgDoWPemtUntEJAAAGBxPh6upHYISA06fEHdg3MBQN08qzuq/vwjg4DUoOe/iRVdAgDo2MB2j6r+/CODgAQAAIt6xs+HtAABqTGYnBwARKrn4aKJw6sMAlJjBn+2XXQJAKBTdkQ0L8xPE4dXGQSkxpxC/xwAEMCOiF4L8qXQ1vVIKxCQAABQZRKboCQmmSITbpBWICA1JDouVXQJAKDzkHx3yxnVXyhZhoDUkFfWHxNdAgDo3I3MfNVfKFmGgAQAAItKu5NPWoCA1IjktBzRJQAAcLVrqPs6kDIEpEb0/Gyv6BIAAO7SxigPBCQAAFhW2p0C0gIEpAZopccYAGhDejYCEhSi1dsRoksAADC4djuXtAABqQHa6C8GAFrx88kUTRzZQkACAIBFpecUaWIsJAJS5XBxZABQojQNjIVEQKocLo4MAEpU2039YyERkAAAYHkSqR4CUsWSUu6ILgEAwKzfc9Q/1AMBqWIhS2NElwAAYJb3Iy6kdghIAACwKDs7og6Na5HaISBVSgtjjABAmySJaMXeC6R2CEiV+jIySXQJAABl+vbXS6r/II+AVKkvYn4TXQIAQJky8tQ/WQACEgAArCJN5ZMFICBVqLC4VHQJAACa78mKgFSh8f/eJboEAIAHqufhQp18PUnNEJAqtDu5SHQJAAAPNCCgHlWztyM1Q0CqDA6vAoAabD55A71Ywbbe25ogugQAgIe6kZmPXqxgW2sPXhVdAgBAuaAXKwAAgAZ7sTqILgDKLzu/WHQJAAAPxbrm+KAXK9jSs5/uEF0CAMBDsa4588L80IsVbOc3XP4RAFTg5W5NKLR1PVK7CgdkTEwMhYWFUf369cnOzo42bdpUZttx48bxNl988YXJ4+np6TRixAhyd3enmjVr0pgxYyg7O9ukTXx8PPXo0YNcXFyoYcOGtHjx4vvWv3HjRmrRogVv4+/vTxERERV9OQAAYGGZuYWkBRUOyJycHAoICKBly5Y9sF14eDgdPHiQB+m9WDiePn2aoqKiaOvWrTx0X3vtNcPyrKws6t27NzVu3JiOHTtGH3/8Mc2fP59WrVplaHPgwAEaPnw4D9cTJ07QwIED+S0hQZvDII5dvC26BACAcvnpRApFJtwgtbOTJHblrkr+sJ0dD0IWTMauX79OnTt3ph07dlC/fv1oypQp/MYkJiaSn58fHTlyhJ588kn+WGRkJPXt25euXbvGA3XFihX0zjvvUGpqKjk5OfE2M2fO5HurZ8+e5feHDh3Kw5oFrKxLly7Utm1bWrlyZbnqZ0Hs4eFBmZmZfG9WyZrM3Ca6BACACk0198uMvynuPGRF3vctfg6ytLSURo4cSdOnT6dWrVrdtzw2NpYfVpXDkQkODiZ7e3s6dOiQoU1QUJAhHJmQkBBKSkqi27dvG9qwnzPG2rDHy1JQUMA3jvFNDdQ+GwUA6M8NTBRwv48++ogcHBzojTfeMLuc7RV6e3ubPMbae3p68mVym7p165q0ke8/rI283JyFCxfyTw7yjZ3bVIO1sRdFlwAAUGGYKMAIO1+4ZMkSWr16NT/8qjSzZs3iu9Xy7epVdcxKM2/L3cPKAABq4q3yiQIsGpD79++ntLQ0atSoEd8rZLfLly/Tm2++SU2aNOFtfHx8eBtjxcXFvGcrWya3uXnzpkkb+f7D2sjLzXF2dubHnI1vAABgWXa43NX92LlHNjwjLi7OcGOdbtj5SNZhhwkMDKSMjAy+tymLjo7m5y5Zxx65DevZWlT012WdWI/X5s2bU61atQxtdu/ebfL8rA17XEuSUjD4EQDUw+7Pr1qYKKDCU82x8YoXLlww3E9OTuZByM4hsj1HLy8vk/aOjo58r46FG9OyZUsKDQ2lsWPH8t6mLAQnTpxIw4YNMwwJeeGFF+jdd9/lQzhmzJjBh26wQ7eff/65Yb2TJ0+mp556ij799FPeU3b9+vV09OhRk6EgWhCyNEZ0CQAA5eZR3ZEWDfLX50QBLITatWvHb8y0adP493Pnzi33Or7//ns+wL9Xr158eEf37t1Ngo11oNm5cycP3w4dOvBDtGz9xmMlu3btSuvWreM/x8Zl/vjjj3wYSOvWrSv6kgAAwEIycovoxBVtjNuu0jhItVP6OEh2ceQnZm8XXQYAQIUtf6Ed9W1z/0Qxuh4HCZaz+pdk0SUAAFTK7J8TVD+GGwGpYB9FYngHAKhTek4RJgoA62CfvEpEFwEAUAWYKACs4ttffhNdAgCAricKqPAwD7CNBRFJoksAAKg0cxMFsCNj7LAr27Nk4cmWs7GS9z7eoXEtOnb59n3tbA0BCQAAFte/jY9JqLHLX7275QyfxNw4RAcE1KPNJ2+YPM5+zLh/j4+7C80f4GfzsZUISAW6lVUgugQAgCr58dg1erp5Xfo9u4Au/Z5LX+w6R/f2aWWh+K+Y+3vr39v5NTUrn8atPU4rX2xv05DEOEgFjoPsuGAn3cr+a5o9AAAgqmZH9HgdN2rsVZ0+H9qO3Fwqvo+HcZAqh3AEALhfiUR0Li2bohLTqPX8HTTgq/1kTQhIhdl5NEV0CQAAqhB/LcuqIYmAVJjXfjwhugQAAFWFZHZ+sVXWjYAEAABVm/qDdXYsEJAKkleIuXMAACrqyu08sgYEpILMCT8lugQAANVpVMvVKutFQCrIjyeuiy4BAEB1Ph969/rEloaABAAA1WrzqHulxkOWBwJSISKPYO8RAKAi6ro70eZJPchaEJAKMe7/4kSXAACgGvZEdGBmsNWfAwAAQFX8G3hY/QofCEgF2HroqugSAABUpX8b609ajoBUgInh8aJLAABQDTsiGtXV1+rPg4AEAABVeS3Il5wcrB9fCEjBrqdbZwYIAAAt+keQL83q62eT58IFkwXrtjhadAkAAIrm6mhP/fzr04eD/G2y5yhDQAIAgGJNDW5GE//WzOo9Vs3BIVYAAFAkOyJaf0RcL38EpECrdp0RXQIAgGJJRHQjM58OJ6cLeX4EpEAf7koWXQIAgOKl3ckX8rwISAAAUDTvR1yEPC8CUpADZ38XXQIACDin1r6hh+gyVKWehwt18vUU8twISEFeWH1IdAkAIOCc2vGrmaLLUNUHinlhfkJ6sDIISAAAUBw3Zwda8WJ7Cm1t/TlXy4JxkAJc+T1XdAkAAIpVw7kaHZ/zjE0nBTAHe5ACPP3pHtElAAAo1qd/DxAejoz4CnSolJ2IAAAAE141nGil4MOqxnCI1cZweBUA4H6eNRwpdlYvRew5ypRTiU4EfYLDqwAA9/rwOdtORF4eyqoGAAB0Z2rwE4o5rGoMAWlDJTj5CABgwsfdmSb+rSkpEQLShmaEHxBdAgCAYtgR0fwBrYRNBPAwCEgb+vFIhugSAAAUwbOGk/CJAB4GvVgBAMDmljzflno0r0NKhj1IG3n7RxxeBQCQpecVktIhIG1k3dHboksAACC9X8KqIhCQAABgU3UfcRJ2CauKQEDawN74m6JLAABQjHefba3YnqvGEJA2MHrdUdElAAAowpfD2ym656oxBCQAANhMbTdnUgsEpJVdT88TXQIAgGKk3ckntUBAWlm3xdGiSwAAUAxvFfRelSEgAQDAJup5uKii96oMAQkAAFZnR0TzwvxU0XtVhqnmrCivsER0CQAAithznBfmp5reqzIEpBW1nBspugQAAKHm9GtJo7v5qmrPUYZDrAAAYDW1H3FWZThWKiBjYmIoLCyM6tevT3Z2drRp0ybDsqKiIpoxYwb5+/tTjRo1eJuXXnqJUlJSTNaRnp5OI0aMIHd3d6pZsyaNGTOGsrOzTdrEx8dTjx49yMXFhRo2bEiLFy++r5aNGzdSixYteBv2nBEREaQUEYeviS4BAEA4bxX1Wq1yQObk5FBAQAAtW7bsvmW5ubl0/PhxmjNnDv/6008/UVJSEg0YMMCkHQvH06dPU1RUFG3dupWH7muvvWZYnpWVRb1796bGjRvTsWPH6OOPP6b58+fTqlWrDG0OHDhAw4cP5+F64sQJGjhwIL8lJCSQErz+00nRJQAACFVPZb1W72UnSZJU6R+2s6Pw8HAeTGU5cuQIderUiS5fvkyNGjWixMRE8vPz448/+eSTvE1kZCT17duXrl27xvc6V6xYQe+88w6lpqaSk5MTbzNz5ky+t3r27Fl+f+jQoTysWcDKunTpQm3btqWVK1eWq34WxB4eHpSZmcn3Zi2pycxtFl0fAIDarFTgBZEr8r5v9XOQrAgWpOxQKhMbG8u/l8ORCQ4OJnt7ezp06JChTVBQkCEcmZCQEL43evv2bUMb9nPGWBv2eFkKCgr4xjG+AQCA5X01TD1zrgoJyPz8fH5Okh0KlZOa7RV6e3ubtHNwcCBPT0++TG5Tt25dkzby/Ye1kZebs3DhQv7JQb6xc5vWkJ6t/AuBAgBYy5juTah/2/qkdlYLSNZh5/nnnyd2BJcdMlWCWbNm8T1a+Xb16lWrPE/7BVFWWS8AgNI94+dNc/q3Ii1wsGY4svOO0dHRJsd5fXx8KC0tzaR9cXEx79nKlsltbt40vYaifP9hbeTl5jg7O/MbAABY3pJhbenZto+SVthbKxzPnz9Pu3btIi8vL5PlgYGBlJGRwXunyliIlpaWUufOnQ1tWM9Wti4Z6/HavHlzqlWrlqHN7t27TdbN2rDHRUpKuSP0+QEARFj+QjtNhWOlApKNV4yLi+M3Jjk5mX9/5coVHmhDhgyho0eP0vfff08lJSX8nCC7FRbePS/XsmVLCg0NpbFjx9Lhw4fp119/pYkTJ9KwYcN4D1bmhRde4B102BAONhzkhx9+oCVLltC0adMMdUyePJn3fv300095z1Y2DIQ9L1uXSCFLY4Q+PwCALfm4O/Peqn3bqP+cY5WHeezdu5d69ux53+OjRo3iIeXr62v25/bs2UNPP/00/54dTmVBtmXLFt57dfDgwbR06VJyc3MzmShgwoQJfDhI7dq1adKkSbzDz70TBcyePZsuXbpEzZo145MJsOEi5WWNYR4Y3gEAejFHhdPIVeR9v0rjINXO0gHJJifH/KsAoBdLVHjOUVHjIPWk+/sIRwDQD28VTyNXHghIC/rjrz5FAACaVk/l08iVBwLSQlIz8kWXAABgM/NUdvHjykBAWkiXRaZDTgAAtGpI+0dVP41ceSAgAQCgQj4c1Ib0AAFpAaz3KgCAHozp3picHPQRHfp4lVYW9hF6rwKA9rVp4E5z+rcmvbDKXKx6cyFHdAUAANZjR0SvdPelOf39SE8QkFVUUqrbeRYAQMOa1qlOXZvWocae1WlkYBPdHFY1hoCsohU7z4suAQDA4v7IKaJ5Ya00P5TjQfT3kcDCPtmLgAQA7bmdW0SHk9NJzxCQAABgVtodfU+AgoCsgsxczC0HANrlrfG5Vh8GAVkF3d/bKboEAACrsCOiDo3vXqBerxCQVXBHdAEAAFYiEdGxy7dJzxCQlZSeXSi6BAAAq0rDOUiojPYLokSXAABgVd44BwkAAGDKq4aT5q/3+DAIyErA5OQAoHXvP9ta15MEMAjISug6F5OTA4B2/SPIl/q20f71Hh8GU81Vgr77dQGAVjk72NPnzwdQ3zb1RZeiCNiDBAAA7p+9n0A4GkFAVtDENei9CgDaw043jurqK7oMRUFAVtDWRIx/BADtGdvDV5eXtHoQbA0AAJ3r1aIOzeqrr4shlwcCEgBA517t8bjoEhQJAQkAoGP1PFx0PyFAWRCQAAA6xaYBmBfmp/sJAcqCgKygD/s2F10CAECV1aruSCtebE+hrTEhQFkQkBX0QlBT0SUAAFSJf313Ojr7GYTjQyAgAQB05qXAxjisWg4IyEpYNaSd6BIAACotK79YdAmqgICshN5PYiomAFCv8BPXRJegCghIAACdSUi5g8v2lQMCspLOLegjugQAgEr7MOKM6BIUDwFZSZizEADU7NIfuaJLUDy8y1dBWw/RFQAAVE4Tr+qiS1A8BGQV/O/NUNElAABUytuYnPyhEJBV4OpUTXQJAAAV9oyfN96/ygEBWUXrRncWXQIAQIV8/VJH0SWoAgKyirq2qC26BACAcqvlij3H8kJAAgDoyPbJT4suQTUQkBawaVw30SUAADyUq6M9+dR0EV2GaiAgLaBtk5qiSwAAeKjE9zHBSUUgIC1kfggugwUAoCUISAsZ3RMXUgYA5RrbtaHoElQHAQkAoAMz+/uLLkF1EJAW9FyAl+gSAADu80q3JrhAciUgIC3oo793El0CAMB9nvHzEV2CKiEgLQhX+AAApann4UKdfD1Fl6FKeEe3sE/CMAEwACjHvDA/HF6tJASkhQ3p5iu6BAAAsrMjWv5CewptXU90KaqFgAQA0KAlf29LfdsgHKsCAWkF//daV9ElAIDOuThiUvKqQkBaQYfHaokuAQB0bvrGY6JL0F9AxsTEUFhYGNWvX5/s7Oxo06ZNJsslSaK5c+dSvXr1yNXVlYKDg+n8+fMmbdLT02nEiBHk7u5ONWvWpDFjxlB2drZJm/j4eOrRowe5uLhQw4YNafHixffVsnHjRmrRogVv4+/vTxERERV9OQAAmpRZKLoCHQZkTk4OBQQE0LJly8wuZ0G2dOlSWrlyJR06dIhq1KhBISEhlJ+fb2jDwvH06dMUFRVFW7du5aH72muvGZZnZWVR7969qXHjxnTs2DH6+OOPaf78+bRq1SpDmwMHDtDw4cN5uJ44cYIGDhzIbwkJCaQEB2f2El0CAABUgZ3Edvkq+8N2dhQeHs6DiWGrYnuWb775Jv3zn//kj2VmZlLdunVp9erVNGzYMEpMTCQ/Pz86cuQIPfnkk7xNZGQk9e3bl65du8Z/fsWKFfTOO+9QamoqOTk58TYzZ87ke6tnz57l94cOHcrDmgWsrEuXLtS2bVsezuXBgtjDw4PXyPZmLa3JzG0WXycAQHldWtRPdAmKU5H3fYueg0xOTuahxg6rylghnTt3ptjYWH6ffWWHVeVwZFh7e3t7vscptwkKCjKEI8P2QpOSkuj27duGNsbPI7eRn8ecgoICvnGMb9bU8VFXq64fAKAsuE5t1Vk0IFk4MmyP0Ri7Ly9jX729vU2WOzg4kKenp0kbc+swfo6y2sjLzVm4cCEPbPnGzm1a07djg6y6fgCAsuA6tVWnq16ss2bN4rvV8u3q1atWfT43Fwerrh8AwBwcWlVgQPr43J0Q9+bNmyaPs/vyMvY1LS3NZHlxcTHv2Wrcxtw6jJ+jrDbycnOcnZ35MWfjm7W9F9rM6s8BACA7t6CP6BI0w6IB6evrywNq9+7dhsfYeT52bjEwMJDfZ18zMjJ471RZdHQ0lZaW8nOVchvWs7WoqMjQhvV4bd68OdWqVcvQxvh55Dby8yjFS08/IboEANCJfwT54qIJFlThLcnGK8bFxfGb3DGHfX/lyhXeq3XKlCm0YMEC2rx5M506dYpeeukl3jNV7unasmVLCg0NpbFjx9Lhw4fp119/pYkTJ/Ierqwd88ILL/AOOmwIBxsO8sMPP9CSJUto2rRphjomT57Me79++umnvGcrGwZy9OhRvi6lweEOALBFOM7qi4slCB3msXfvXurZs+d9j48aNYoP5WCrmzdvHh+zyPYUu3fvTsuXL6cnnvhrT4odTmVBtmXLFt57dfDgwXzspJubm8lEARMmTODDQWrXrk2TJk2iGTNm3DdRwOzZs+nSpUvUrFkzPgaTDRcpL2sP87jXd3vP0dxI00kTAEB7HnMiul3Nnm7nlfL7Hi7VaE6flrRi/0X67fdciz1P+4YeFNqqHo3ujj1Ha7zvV2kcpNrZOiBlGB8JYD1PtahFQY/70MjAJggNqNL7PrpZCjrkOnFNFG1NxFxQWseuwtejaS1a/mIn9GoGUBnsQQrYgwQAAJ3NpAMAAKAVCEgAAAAzEJAAAABmICABAADMQEACAACYgYAEAAAwAwEJAABgBgISAADADAQkAACAGbqe+0qeRIjNrAAAANqX9ef7fXkmkdN1QN65c4d/bdiwoehSAADAxu//bMq5B9H1XKzsIs0pKSn0yCOP8GtZWvMTCwvhq1ev6nrOV2yHu7Ad7sJ2uAvbwbbbgkUeC0d2/WF2ucUH0fUeJNs4DRo0sNnzsV+43v8BGGyHu7Ad7sJ2uAvbwXbb4mF7jjJ00gEAADADAQkAAGAGAtIGnJ2dad68efyrnmE73IXtcBe2w13YDsrdFrrupAMAAFAW7EECAACYgYAEAAAwAwEJAABgBgISAADADARkOSxcuJA6duzIZ9zx9vamgQMHUlJSkkmb/Px8mjBhAnl5eZGbmxsNHjyYbt68adLmypUr1K9fP6pevTpfz/Tp06m4uNikzd69e6l9+/a8F1fTpk1p9erVpFSLFi3iMxBNmTJFl9vh+vXr9OKLL/LX6urqSv7+/nT06FHDctb/be7cuVSvXj2+PDg4mM6fP2+yjvT0dBoxYgQfFF2zZk0aM2YMZWdnm7SJj4+nHj16kIuLC59lZPHixaQUJSUlNGfOHPL19eWv8fHHH6f333/fZJ5LLW6HmJgYCgsL47OxsP+BTZs2mSy35WveuHEjtWjRgrdhf4MRERGkhO1QVFREM2bM4DXVqFGDt3nppZf47GWq2Q6sFys8WEhIiPTtt99KCQkJUlxcnNS3b1+pUaNGUnZ2tqHNuHHjpIYNG0q7d++Wjh49KnXp0kXq2rWrYXlxcbHUunVrKTg4WDpx4oQUEREh1a5dW5o1a5ahzcWLF6Xq1atL06ZNk86cOSN9+eWXUrVq1aTIyEhJaQ4fPiw1adJEatOmjTR58mTdbYf09HSpcePG0ujRo6VDhw7xmnfs2CFduHDB0GbRokWSh4eHtGnTJunkyZPSgAEDJF9fXykvL8/QJjQ0VAoICJAOHjwo7d+/X2ratKk0fPhww/LMzEypbt260ogRI/jf3//+9z/J1dVV+te//iUpwQcffCB5eXlJW7dulZKTk6WNGzdKbm5u0pIlSzS9Hdjf7TvvvCP99NNP7JOAFB4ebrLcVq/5119/5f8bixcv5v8rs2fPlhwdHaVTp04J3w4ZGRn8//yHH36Qzp49K8XGxkqdOnWSOnToYLIOJW8HBGQlpKWl8T+Gffv2Gf4Q2C+DvTnIEhMTeRv2RyH/Idnb20upqamGNitWrJDc3d2lgoICfv+tt96SWrVqZfJcQ4cO5QGtJHfu3JGaNWsmRUVFSU899ZQhIPW0HWbMmCF17969zOWlpaWSj4+P9PHHHxseY9vH2dmZ/4Mz7B+ZbZsjR44Y2mzfvl2ys7OTrl+/zu8vX75cqlWrlmHbyM/dvHlzSQn69esnvfLKKyaPDRo0iL+Z6WU73BsMtnzNzz//PP8dGOvcubP0j3/8Q7I1MvNBwdwHa9bu8uXLqtgOOMRaCZmZmfyrp6cn/3rs2DF+OIEdRpGxXf1GjRpRbGwsv8++st3+unXrGtqEhITwyXlPnz5taGO8DrmNvA6lYIdQ2SHSe2vV03bYvHkzPfnkk/T3v/+dHyZu164dff3114blycnJlJqaavI62PyPnTt3NtkW7JASW4+MtWdzBB86dMjQJigoiJycnEy2BTvEf/v2bRKta9eutHv3bjp37hy/f/LkSfrll1+oT58+utoOxmz5mtXwv3Lveyc7FMteuxq2AwKyElcAYefcunXrRq1bt+aPsX8G9suTf+kyFgJsmdzGOBTk5fKyB7Vh4ZGXl0dKsH79ejp+/Dg/L3svPW2Hixcv0ooVK6hZs2a0Y8cOGj9+PL3xxhu0Zs0ak9di7nUYv04WrsYcHBz4B6+KbC+RZs6cScOGDeMfhBwdHfkHBfb/wc4p6Wk7GLPlay6rjdK2idw/gZ2THD58uGEicqVvB11fzaOye08JCQn8U7LesEvQTJ48maKioviJcL1/UGKfej/88EN+nwUD+7tYuXIljRo1ivRiw4YN9P3339O6deuoVatWFBcXxwOSdcjQ03aAB2NHlp5//nneeYl9sFQL7EFWwMSJE2nr1q20Z88ek8tk+fj4UGFhIWVkZJi0Z7032TK5zb29OeX7D2vDPm2xnnCisUOoaWlpvHcp+5THbvv27aOlS5fy79knNj1sB4b1TvTz8zN5rGXLlryHrvFrMfc6jF8n257GWG9e1quvIttLJNYDWd6LZIfOR44cSVOnTjUcYdDLdjBmy9dcVhslbZOiP8Px8uXL/MO18WWslL4dEJDlwD71sHAMDw+n6Oho3qXdWIcOHfjhJXYuRsaOj7M3y8DAQH6ffT116pTJH4P8xyK/0bI2xuuQ28jrEK1Xr178NbC9BPnG9qLY4TT5ez1sB4YdYr93qA87D9e4cWP+PfsbYf+cxq+DHSJm51WMtwX7MME+eMjY3xfbO2Xnq+Q2rCs9e5Mx3hbNmzenWrVqkWi5ubn3XXS2WrVq/DXoaTsYs+VrVvr/StGf4ciGuOzatYsPiTKm+O1QpS4+OjF+/HjeZXvv3r3SjRs3DLfc3FyT4Q1s6Ed0dDQf3hAYGMhv9w5v6N27Nx8qwoYs1KlTx+zwhunTp/Pen8uWLVPc8IZ7Gfdi1dN2YL3xHBwc+DCH8+fPS99//z2vee3atSZd/WvWrCn9/PPPUnx8vPTss8+a7erfrl07PlTkl19+4b2Djbu4s96PrIv7yJEjeRf39evX8+dRyjCPUaNGSY8++qhhmAfr7s+G7bCeyFreDqwnNxumxG7sbfSzzz7j38u9M231mtnwBvZ3+Mknn/D/lXnz5tl0mMedB2yHwsJCPrylQYMG/H/d+L3TuEeqkrcDArIc2C/e3I2NjZSxP/zXX3+dd0dmv7znnnuO/yEYu3TpktSnTx8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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "trx_in_cells.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "de2f925e-bf24-4c6b-8743-ac6ce6e7e113", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "52a58545-b4d7-4c33-aff8-895f67e641e4", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", + " per_ROI_metrics = roi_area_df.merge(trx_by_roi, on=\"ROI_ID\", how=\"left\")\n", "\n", - "def summarize_roi_metrics(\n", - " trx_hits,\n", - " cell_hits,\n", - " trx_in_cells,\n", - " gene_col=\"gene\", # or \"name\" if still using gene int ids\n", - " cell_id_col=\"cell_id_str\" # or \"cell_id_int\"\n", - "):\n", - " # Basic counts\n", - " total_transcripts = len(trx_hits)\n", - " total_cells = len(cell_hits)\n", - "\n", - " assigned_mask = trx_in_cells[cell_id_col].notna()\n", - " assigned_transcripts = int(assigned_mask.sum())\n", - " unassigned_transcripts = int((~assigned_mask).sum())\n", - "\n", - " proportion_assigned = (\n", - " assigned_transcripts / total_transcripts if total_transcripts > 0 else np.nan\n", - " )\n", + " print(\"per_ROI_metrics preview:\")\n", + " print(per_ROI_metrics.head())\n", "\n", - " # ROI area\n", - " roi_area = cell_hits.unary_union.envelope.area if total_cells > 0 else np.nan\n", - "\n", - " # Better: actual polygon area from ROI if available outside this function\n", - " # pass it in separately if you want exact ROI area\n", - "\n", - " # Cell areas\n", - " if total_cells > 0:\n", - " cell_areas = cell_hits.geometry.area\n", - " avg_cell_area = float(cell_areas.mean())\n", - " median_cell_area = float(cell_areas.median())\n", - " min_cell_area = float(cell_areas.min())\n", - " max_cell_area = float(cell_areas.max())\n", - " else:\n", - " avg_cell_area = median_cell_area = min_cell_area = max_cell_area = np.nan\n", - "\n", - " # Transcripts per cell\n", - " if assigned_transcripts > 0:\n", - " trx_per_cell = (\n", - " trx_in_cells.loc[assigned_mask]\n", - " .groupby(cell_id_col)\n", - " .size()\n", - " )\n", - " avg_transcripts_per_cell = float(trx_per_cell.mean())\n", - " median_transcripts_per_cell = float(trx_per_cell.median())\n", - " max_transcripts_per_cell = int(trx_per_cell.max())\n", - " else:\n", - " avg_transcripts_per_cell = median_transcripts_per_cell = np.nan\n", - " max_transcripts_per_cell = np.nan\n", - "\n", - " # Unique genes detected\n", - " if gene_col in trx_hits.columns and total_transcripts > 0:\n", - " n_genes_detected = int(trx_hits[gene_col].nunique())\n", - " else:\n", - " n_genes_detected = np.nan\n", - "\n", - " metrics = pd.Series({\n", - " \"total_transcripts\": total_transcripts,\n", - " \"assigned_transcripts\": assigned_transcripts,\n", - " \"unassigned_transcripts\": unassigned_transcripts,\n", - " \"proportion_transcripts_assigned\": proportion_assigned,\n", - " \"total_cells\": total_cells,\n", - " \"avg_cell_area\": avg_cell_area,\n", - " \"median_cell_area\": median_cell_area,\n", - " \"min_cell_area\": min_cell_area,\n", - " \"max_cell_area\": max_cell_area,\n", - " \"avg_transcripts_per_cell\": avg_transcripts_per_cell,\n", - " \"median_transcripts_per_cell\": median_transcripts_per_cell,\n", - " \"max_transcripts_per_cell\": max_transcripts_per_cell,\n", - " \"n_genes_detected\": n_genes_detected,\n", - " })\n", - "\n", - " return metrics\n", - "\n", - "def add_roi_density_metrics(metrics, roi_gdf, roi_idx=0):\n", - " roi_area = roi_gdf.geometry.iloc[roi_idx].area\n", - "\n", - " metrics = metrics.copy()\n", - " metrics[\"roi_area\"] = roi_area\n", - " metrics[\"transcript_density\"] = (\n", - " metrics[\"total_transcripts\"] / roi_area if roi_area > 0 else np.nan\n", - " )\n", - " metrics[\"cell_density\"] = (\n", - " metrics[\"total_cells\"] / roi_area if roi_area > 0 else np.nan\n", - " )\n", - " return metrics" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "f6045467-dffd-485f-a4c8-9fba9a92804b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total_transcripts 6.129511e+06\n", - "assigned_transcripts 4.264783e+06\n", - "unassigned_transcripts 1.864819e+06\n", - "proportion_transcripts_assigned 6.957787e-01\n", - "total_cells 1.579200e+04\n", - "avg_cell_area 1.218729e+03\n", - "median_cell_area 1.072000e+03\n", - "min_cell_area 4.650000e+01\n", - "max_cell_area 1.152050e+04\n", - "avg_transcripts_per_cell 2.707799e+02\n", - "median_transcripts_per_cell 2.080000e+02\n", - "max_transcripts_per_cell 3.391000e+03\n", - "n_genes_detected 9.138000e+03\n", - "dtype: float64\n" - ] - } - ], - "source": [ - "roi_metrics = summarize_roi_metrics(\n", - " trx_hits=trx_hits_gdf, # or trx_hits if same rows\n", - " cell_hits=cell_hits,\n", - " trx_in_cells=trx_in_cells,\n", - " gene_col=\"gene\", # switch to \"name\" if needed\n", - " cell_id_col=\"cell_id_str\",\n", - ")\n", - "\n", - "print(roi_metrics)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "a2160e38-26c8-4044-ada1-5f593888a3b9", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total_transcripts 6.129511e+06\n", - "assigned_transcripts 4.264783e+06\n", - "unassigned_transcripts 1.864819e+06\n", - "proportion_transcripts_assigned 6.957787e-01\n", - "total_cells 1.579200e+04\n", - "avg_cell_area 1.218729e+03\n", - "median_cell_area 1.072000e+03\n", - "min_cell_area 4.650000e+01\n", - "max_cell_area 1.152050e+04\n", - "avg_transcripts_per_cell 2.707799e+02\n", - "median_transcripts_per_cell 2.080000e+02\n", - "max_transcripts_per_cell 3.391000e+03\n", - "n_genes_detected 9.138000e+03\n", - "roi_area 9.668889e+07\n", - "transcript_density 6.339416e-02\n", - "cell_density 1.633280e-04\n", - "dtype: float64\n" - ] - } - ], - "source": [ - "roi_metrics = add_roi_density_metrics(roi_metrics, polygon_gdf_px, roi_idx=0)\n", - "print(roi_metrics)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "234ade95-f64b-45b6-ae69-3540b20fd106", - "metadata": {}, - "outputs": [], - "source": [ - "def extra_roi_metrics(trx_in_cells, cell_hits, gene_col=\"gene\", cell_id_col=\"cell_id_str\"):\n", - " assigned = trx_in_cells[trx_in_cells[cell_id_col].notna()].copy()\n", + " metrics_ROI[\"per_ROI_metrics\"] = per_ROI_metrics.sort_values(\"ROI_ID\").reset_index(drop=True)\n", "\n", - " # cells with at least one transcript\n", - " n_cells_with_transcripts = assigned[cell_id_col].nunique()\n", + " end_time = time.time()\n", + " total_time = end_time - start_time\n", "\n", - " # fraction of ROI cells that got at least one transcript\n", - " frac_cells_with_transcripts = (\n", - " n_cells_with_transcripts / len(cell_hits) if len(cell_hits) > 0 else np.nan\n", - " )\n", + " print(\"\\n--- QC complete ---\")\n", + " print(f\"Total runtime: {total_time:.2f} seconds\\n\")\n", "\n", - " # genes per cell\n", - " if len(assigned) > 0 and gene_col in assigned.columns:\n", - " genes_per_cell = assigned.groupby(cell_id_col)[gene_col].nunique()\n", - " avg_genes_per_cell = float(genes_per_cell.mean())\n", - " median_genes_per_cell = float(genes_per_cell.median())\n", - " else:\n", - " avg_genes_per_cell = np.nan\n", - " median_genes_per_cell = np.nan\n", - "\n", - " return pd.Series({\n", - " \"cells_with_at_least_one_transcript\": n_cells_with_transcripts,\n", - " \"fraction_cells_with_at_least_one_transcript\": frac_cells_with_transcripts,\n", - " \"avg_genes_per_cell\": avg_genes_per_cell,\n", - " \"median_genes_per_cell\": median_genes_per_cell,\n", - " })" + " return metrics_ROI" ] }, { "cell_type": "code", - "execution_count": 30, - "id": "fa6c8923-284e-4df2-bbaa-ef6a655bfce0", + "execution_count": null, + "id": "661bf230-1077-425f-bc3b-d6436366cbde", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "total_transcripts 6.129511e+06\n", - "assigned_transcripts 4.264783e+06\n", - "unassigned_transcripts 1.864819e+06\n", - "proportion_transcripts_assigned 6.957787e-01\n", - "total_cells 1.579200e+04\n", - "avg_cell_area 1.218729e+03\n", - "median_cell_area 1.072000e+03\n", - "min_cell_area 4.650000e+01\n", - "max_cell_area 1.152050e+04\n", - "avg_transcripts_per_cell 2.707799e+02\n", - "median_transcripts_per_cell 2.080000e+02\n", - "max_transcripts_per_cell 3.391000e+03\n", - "n_genes_detected 9.138000e+03\n", - "roi_area 9.668889e+07\n", - "transcript_density 6.339416e-02\n", - "cell_density 1.633280e-04\n", - "cells_with_at_least_one_transcript 1.575000e+04\n", - "fraction_cells_with_at_least_one_transcript 9.973404e-01\n", - "avg_genes_per_cell 1.933636e+02\n", - "median_genes_per_cell 1.650000e+02\n", - "dtype: float64\n" + "\n", + "--- Loading data ---\n" ] } ], "source": [ - "roi_metrics = pd.concat([\n", - " roi_metrics,\n", - " extra_roi_metrics(\n", - " trx_in_cells,\n", - " cell_hits,\n", - " gene_col=\"gene\",\n", - " cell_id_col=\"cell_id_str\",\n", - " )\n", - "])\n", - "\n", - "print(roi_metrics)" + "metrics_ROI = xenium_qc_ROI(data_dir, sample, path_landscape_files)" ] }, { - "cell_type": "code", - "execution_count": 31, - "id": "2d3db277-55d6-470e-a306-7d2096475438", + "cell_type": "markdown", + "id": "6db1bafa-df95-4224-9ba4-e0fc61204db0", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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total_transcripts6.129511e+06
assigned_transcripts4.264783e+06
unassigned_transcripts1.864819e+06
proportion_transcripts_assigned6.957787e-01
total_cells1.579200e+04
avg_cell_area1.218729e+03
median_cell_area1.072000e+03
min_cell_area4.650000e+01
max_cell_area1.152050e+04
avg_transcripts_per_cell2.707799e+02
median_transcripts_per_cell2.080000e+02
max_transcripts_per_cell3.391000e+03
n_genes_detected9.138000e+03
roi_area9.668889e+07
transcript_density6.339416e-02
cell_density1.633280e-04
cells_with_at_least_one_transcript1.575000e+04
fraction_cells_with_at_least_one_transcript9.973404e-01
avg_genes_per_cell1.933636e+02
median_genes_per_cell1.650000e+02
\n", - "
" - ], - "text/plain": [ - " value\n", - "total_transcripts 6.129511e+06\n", - "assigned_transcripts 4.264783e+06\n", - "unassigned_transcripts 1.864819e+06\n", - "proportion_transcripts_assigned 6.957787e-01\n", - "total_cells 1.579200e+04\n", - "avg_cell_area 1.218729e+03\n", - "median_cell_area 1.072000e+03\n", - "min_cell_area 4.650000e+01\n", - "max_cell_area 1.152050e+04\n", - "avg_transcripts_per_cell 2.707799e+02\n", - "median_transcripts_per_cell 2.080000e+02\n", - "max_transcripts_per_cell 3.391000e+03\n", - "n_genes_detected 9.138000e+03\n", - "roi_area 9.668889e+07\n", - "transcript_density 6.339416e-02\n", - "cell_density 1.633280e-04\n", - "cells_with_at_least_one_transcript 1.575000e+04\n", - "fraction_cells_with_at_least_one_transcript 9.973404e-01\n", - "avg_genes_per_cell 1.933636e+02\n", - "median_genes_per_cell 1.650000e+02" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "roi_metrics.to_frame(name=\"value\")" + "# Sanity check in Celldega" ] }, { "cell_type": "code", - "execution_count": null, - "id": "8285ade2-50c0-4797-a5b8-5fd51641c88a", + "execution_count": 102, + "id": "920565c3-7988-40b8-9bf7-69d51c2bf872", "metadata": {}, "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "91bc64d9-e200-4f3a-a074-f3ada6ddfbce", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/jishar/Documents/celldega/dega/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", - " fig.canvas.print_figure(bytes_io, **kw)\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "assigned = trx_in_cells[trx_in_cells[\"cell_id_str\"].notna()]\n", - "unassigned = trx_in_cells[trx_in_cells[\"cell_id_str\"].isna()]\n", - "\n", - "fig, ax = plt.subplots(figsize=(6, 6))\n", - "\n", - "cell_hits.plot(ax=ax, facecolor=\"none\", edgecolor=\"black\", linewidth=0.5)\n", - "\n", - "assigned.plot(ax=ax, markersize=2, label=\"assigned\")\n", - "unassigned.plot(ax=ax, markersize=2, label=\"unassigned\")\n", - "\n", - "ax.legend()\n", - "ax.set_title(\"Assigned vs Unassigned Transcripts\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "4c5231b9-000d-4946-b2ca-1dfc14b13973", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "trx_per_cell = (\n", - " trx_in_cells.dropna(subset=[\"cell_id_str\"])\n", - " .groupby(\"cell_id_str\")\n", - " .size()\n", - ")\n", - "\n", - "plt.figure()\n", - "plt.hist(trx_per_cell, bins=30)\n", - "plt.xlabel(\"Transcripts per cell\")\n", - "plt.ylabel(\"Number of cells\")\n", - "plt.title(\"Distribution of transcripts per cell\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "6c34bb6e-e45f-4fba-84af-46744f80bed5", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cell_areas = cell_hits.geometry.area\n", - "\n", - "plt.figure()\n", - "plt.hist(cell_areas, bins=30)\n", - "plt.xlabel(\"Cell area\")\n", - "plt.ylabel(\"Number of cells\")\n", - "plt.title(\"Cell area distribution\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "05c5dc8e-c4b7-4e8d-abc9-5a5b03f74286", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "assigned = trx_in_cells[\"cell_id_str\"].notna().sum()\n", - "unassigned = trx_in_cells[\"cell_id_str\"].isna().sum()\n", + "# landscape = dega.viz.Landscape(\n", + "# technology='Xenium',\n", + "# base_url = f\"http://localhost:{dega.viz.get_local_server()}/{path_landscape_files}\",\n", + "# nbhd_edit = True,\n", + "# nbhd = ROI_gdf\n", + "# )\n", "\n", - "plt.figure()\n", - "plt.bar([\"assigned\", \"unassigned\"], [assigned, unassigned])\n", - "plt.title(\"Transcript assignment\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "56328acc-d81b-441d-9931-a36c5ab53713", - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'trx_hits' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[37]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m gene_counts = \u001b[43mtrx_hits\u001b[49m.groupby(\u001b[33m\"\u001b[39m\u001b[33mgene\u001b[39m\u001b[33m\"\u001b[39m).size().sort_values(ascending=\u001b[38;5;28;01mFalse\u001b[39;00m).head(\u001b[32m20\u001b[39m)\n\u001b[32m 3\u001b[39m plt.figure()\n\u001b[32m 4\u001b[39m gene_counts.plot(kind=\u001b[33m\"\u001b[39m\u001b[33mbar\u001b[39m\u001b[33m\"\u001b[39m)\n", - "\u001b[31mNameError\u001b[39m: name 'trx_hits' is not defined" - ] - } - ], - "source": [ - "gene_counts = trx_hits.groupby(\"gene\").size().sort_values(ascending=False).head(20)\n", - "\n", - "plt.figure()\n", - "gene_counts.plot(kind=\"bar\")\n", - "plt.ylabel(\"Transcript count\")\n", - "plt.title(\"Top genes in ROI\")\n", - "plt.xticks(rotation=45)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7d8dfb8a-8dd3-4de1-b8a6-56b912504267", - "metadata": {}, - "outputs": [], - "source": [ - "trx_counts = (\n", - " trx_in_cells.dropna(subset=[\"cell_id_str\"])\n", - " .groupby(\"cell_id_str\")\n", - " .size()\n", - ")\n", - "\n", - "cell_hits_plot = cell_hits.copy()\n", - "cell_hits_plot[\"n_trx\"] = cell_hits_plot[\"cell_id_str\"].map(trx_counts).fillna(0)\n", - "\n", - "fig, ax = plt.subplots(figsize=(6, 6))\n", - "cell_hits_plot.plot(\n", - " column=\"n_trx\",\n", - " ax=ax,\n", - " legend=True,\n", - ")\n", - "ax.set_title(\"Transcripts per cell (spatial)\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f0a47dba-20eb-44be-85f6-c36c5ecd8040", - "metadata": {}, - "outputs": [], - "source": [ - "plt.figure()\n", - "plt.hexbin(\n", - " trx_hits_gdf.geometry.x,\n", - " trx_hits_gdf.geometry.y,\n", - " gridsize=50\n", - ")\n", - "plt.colorbar(label=\"Transcript density\")\n", - "plt.title(\"Spatial transcript density\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "aec520b5-9aba-47ab-a574-89849ac2bc06", - "metadata": {}, - "outputs": [], - "source": [ - "genes_per_cell = (\n", - " trx_in_cells.dropna(subset=[\"cell_id_str\"])\n", - " .groupby(\"cell_id_str\")[\"gene\"]\n", - " .nunique()\n", - ")\n", - "\n", - "plt.figure()\n", - "plt.hist(genes_per_cell, bins=30)\n", - "plt.xlabel(\"Genes per cell\")\n", - "plt.ylabel(\"Number of cells\")\n", - "plt.title(\"Genes detected per cell\")\n", - "plt.show()" + "# landscape" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a006eae0-1b6f-4a8b-837a-d428494c8601", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d6bed534-6dce-434e-af13-80e6d120c1c6", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4cd0a5f7-a854-4644-9b6b-40ee484d7e25", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0f23468f-fa3c-4e55-9f8f-93c04684b798", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/src/celldega/qc/__init__.py b/src/celldega/qc/__init__.py index ef4cd1218..ebb2176cd 100644 --- a/src/celldega/qc/__init__.py +++ b/src/celldega/qc/__init__.py @@ -6,10 +6,11 @@ import numpy as np import pandas as pd import seaborn as sns -from shapely.geometry import MultiPolygon +from shapely import points +from shapely.geometry import MultiPolygon, Point from ..pre import write_xenium_transform -from ..pre.boundary_tile import get_cell_polygons +from ..pre.boundary_tile import get_cell_polygons, batch_transform_geometries from ..pre.landscape import read_cbg_mtx @@ -129,21 +130,29 @@ def _process_xenium_technology(base_path, segmentation_parameters): transformation_matrix = write_xenium_transform(base_path, base_path) + trx_gdf = gpd.GeoDataFrame(trx, + geometry=points(trx["x_location"].to_numpy(), + trx["y_location"].to_numpy()),) + + trx_gdf.rename(columns={"geometry":"geometry_micron"}, inplace=True) + trx_gdf["GEOMETRY"] = batch_transform_geometries(trx_gdf["geometry_micron"], transformation_matrix, scale=1) + trx_gdf["geometry"] = trx_gdf["GEOMETRY"].apply(lambda x: Point(x)) + cell_gdf = get_cell_polygons( technology=segmentation_parameters["technology"], path_cell_boundaries=Path(base_path) / "cell_boundaries.parquet", transformation_matrix=transformation_matrix, ) - cell_gdf = gpd.GeoDataFrame(geometry=cell_gdf["geometry_micron"]) + # cell_gdf = gpd.GeoDataFrame(geometry=cell_gdf["geometry_micron"]) - cell_gdf["geometry"] = cell_gdf["geometry"].apply(_get_largest_polygon) + cell_gdf["geometry_micron"] = cell_gdf["geometry_micron"].apply(_get_largest_polygon) cell_gdf.reset_index(inplace=True) - cell_gdf["area"] = cell_gdf["geometry"].area - cell_gdf["centroid"] = cell_gdf["geometry"].centroid + cell_gdf["area"] = cell_gdf["geometry_micron"].area + cell_gdf["centroid"] = cell_gdf["geometry_micron"].centroid cell_meta_gdf = cell_gdf[["cell_id", "area", "centroid"]] - return cell_index, gene, transcript_index, trx_meta, cell_gdf, cell_meta_gdf + return cell_index, gene, transcript_index, transformation_matrix, trx_gdf, trx_meta, cell_gdf, cell_meta_gdf def _process_merscope_technology(base_path, segmentation_parameters): From d5a81535c23a267cdeb5d66442e62355924b6353 Mon Sep 17 00:00:00 2001 From: Jaspreet Ishar Date: Wed, 15 Apr 2026 12:22:00 -0400 Subject: [PATCH 4/5] ruff --- src/celldega/qc/__init__.py | 26 +++-- tests/unit/test_pre/test_row_groups.py | 125 +++++++++++++++---------- 2 files changed, 93 insertions(+), 58 deletions(-) diff --git a/src/celldega/qc/__init__.py b/src/celldega/qc/__init__.py index ebb2176cd..b5cba9267 100644 --- a/src/celldega/qc/__init__.py +++ b/src/celldega/qc/__init__.py @@ -10,7 +10,7 @@ from shapely.geometry import MultiPolygon, Point from ..pre import write_xenium_transform -from ..pre.boundary_tile import get_cell_polygons, batch_transform_geometries +from ..pre.boundary_tile import batch_transform_geometries, get_cell_polygons from ..pre.landscape import read_cbg_mtx @@ -130,12 +130,15 @@ def _process_xenium_technology(base_path, segmentation_parameters): transformation_matrix = write_xenium_transform(base_path, base_path) - trx_gdf = gpd.GeoDataFrame(trx, - geometry=points(trx["x_location"].to_numpy(), - trx["y_location"].to_numpy()),) + trx_gdf = gpd.GeoDataFrame( + trx, + geometry=points(trx["x_location"].to_numpy(), trx["y_location"].to_numpy()), + ) - trx_gdf.rename(columns={"geometry":"geometry_micron"}, inplace=True) - trx_gdf["GEOMETRY"] = batch_transform_geometries(trx_gdf["geometry_micron"], transformation_matrix, scale=1) + trx_gdf.rename(columns={"geometry": "geometry_micron"}, inplace=True) + trx_gdf["GEOMETRY"] = batch_transform_geometries( + trx_gdf["geometry_micron"], transformation_matrix, scale=1 + ) trx_gdf["geometry"] = trx_gdf["GEOMETRY"].apply(lambda x: Point(x)) cell_gdf = get_cell_polygons( @@ -152,7 +155,16 @@ def _process_xenium_technology(base_path, segmentation_parameters): cell_gdf["centroid"] = cell_gdf["geometry_micron"].centroid cell_meta_gdf = cell_gdf[["cell_id", "area", "centroid"]] - return cell_index, gene, transcript_index, transformation_matrix, trx_gdf, trx_meta, cell_gdf, cell_meta_gdf + return ( + cell_index, + gene, + transcript_index, + transformation_matrix, + trx_gdf, + trx_meta, + cell_gdf, + cell_meta_gdf, + ) def _process_merscope_technology(base_path, segmentation_parameters): diff --git a/tests/unit/test_pre/test_row_groups.py b/tests/unit/test_pre/test_row_groups.py index bff361c5d..fe6a9420d 100644 --- a/tests/unit/test_pre/test_row_groups.py +++ b/tests/unit/test_pre/test_row_groups.py @@ -17,17 +17,21 @@ class TestRowGroupMetadata: def test_storage_mode_in_metadata(self, tmp_path): """Test that storage_mode is correctly stored in Parquet schema metadata.""" - schema = pa.schema([ - ("id", pa.int64()), - ("value", pa.float64()), - ]) + schema = pa.schema( + [ + ("id", pa.int64()), + ("value", pa.float64()), + ] + ) metadata = { b"storage_mode": b"row_groups_formula", - b"tile_grid_info": json.dumps({ - "num_tiles_x": 10, - "num_tiles_y": 20, - }).encode("utf-8"), + b"tile_grid_info": json.dumps( + { + "num_tiles_x": 10, + "num_tiles_y": 20, + } + ).encode("utf-8"), } schema_with_metadata = schema.with_metadata(metadata) @@ -51,11 +55,13 @@ def test_storage_mode_in_metadata(self, tmp_path): def test_multiple_row_groups_written(self, tmp_path): """Test that multiple row groups can be written to a single file.""" - schema = pa.schema([ - ("tile_x", pa.int64()), - ("tile_y", pa.int64()), - ("data", pa.float64()), - ]) + schema = pa.schema( + [ + ("tile_x", pa.int64()), + ("tile_y", pa.int64()), + ("data", pa.float64()), + ] + ) output_path = tmp_path / "multi_row_groups.parquet" @@ -63,11 +69,16 @@ def test_multiple_row_groups_written(self, tmp_path): # Write 6 row groups (simulating a 3x2 tile grid) for tile_x in range(3): for tile_y in range(2): - table = pa.Table.from_pydict({ - "tile_x": [tile_x, tile_x], - "tile_y": [tile_y, tile_y], - "data": [float(tile_x * 10 + tile_y), float(tile_x * 10 + tile_y + 0.5)], - }) + table = pa.Table.from_pydict( + { + "tile_x": [tile_x, tile_x], + "tile_y": [tile_y, tile_y], + "data": [ + float(tile_x * 10 + tile_y), + float(tile_x * 10 + tile_y + 0.5), + ], + } + ) writer.write_table(table) # Verify row group count @@ -76,28 +87,26 @@ def test_multiple_row_groups_written(self, tmp_path): def test_empty_row_groups(self, tmp_path): """Test that empty row groups can be written to maintain index alignment.""" - schema = pa.schema([ - ("tile_x", pa.int64()), - ("tile_y", pa.int64()), - ("data", pa.float64()), - ]) + schema = pa.schema( + [ + ("tile_x", pa.int64()), + ("tile_y", pa.int64()), + ("data", pa.float64()), + ] + ) output_path = tmp_path / "with_empty_row_groups.parquet" with pq.ParquetWriter(str(output_path), schema, write_statistics=False) as writer: # Write 4 row groups, 2 empty # Row group 0: has data - writer.write_table(pa.Table.from_pydict({ - "tile_x": [0], "tile_y": [0], "data": [1.0] - })) + writer.write_table(pa.Table.from_pydict({"tile_x": [0], "tile_y": [0], "data": [1.0]})) # Row group 1: empty writer.write_table(schema.empty_table()) - # Row group 2: empty + # Row group 2: empty writer.write_table(schema.empty_table()) # Row group 3: has data - writer.write_table(pa.Table.from_pydict({ - "tile_x": [1], "tile_y": [1], "data": [2.0] - })) + writer.write_table(pa.Table.from_pydict({"tile_x": [1], "tile_y": [1], "data": [2.0]})) # Verify structure pf = pq.ParquetFile(output_path) @@ -114,10 +123,12 @@ def test_cbg_gene_metadata(self, tmp_path): genes = ["ACTB", "BRCA1", "CFTR"] gene_to_row_group = {gene: idx for idx, gene in enumerate(sorted(genes))} - schema = pa.schema([ - ("cell_id", pa.int64()), - ("expression", pa.float64()), - ]) + schema = pa.schema( + [ + ("cell_id", pa.int64()), + ("expression", pa.float64()), + ] + ) metadata = { b"storage_mode": b"row_groups_cbg", @@ -127,12 +138,16 @@ def test_cbg_gene_metadata(self, tmp_path): schema_with_metadata = schema.with_metadata(metadata) output_path = tmp_path / "cbg.parquet" - with pq.ParquetWriter(str(output_path), schema_with_metadata, write_statistics=False) as writer: + with pq.ParquetWriter( + str(output_path), schema_with_metadata, write_statistics=False + ) as writer: for gene in sorted(genes): - table = pa.Table.from_pydict({ - "cell_id": [1, 2, 3], - "expression": [0.1, 0.2, 0.3], - }) + table = pa.Table.from_pydict( + { + "cell_id": [1, 2, 3], + "expression": [0.1, 0.2, 0.3], + } + ) writer.write_table(table) # Read back and verify @@ -198,7 +213,9 @@ def test_formula_with_large_grid(self): for tile_x, tile_y, expected_index in test_cases: computed = tile_x * num_tiles_y + tile_y - assert computed == expected_index, f"({tile_x}, {tile_y}) -> {computed}, expected {expected_index}" + assert computed == expected_index, ( + f"({tile_x}, {tile_y}) -> {computed}, expected {expected_index}" + ) # Verify max index assert (num_tiles_x - 1) * num_tiles_y + (num_tiles_y - 1) == total_tiles - 1 @@ -265,20 +282,24 @@ class TestRowGroupReading: def test_read_specific_row_groups(self, tmp_path): """Test that specific row groups can be read efficiently.""" - schema = pa.schema([ - ("tile_id", pa.int64()), - ("value", pa.float64()), - ]) + schema = pa.schema( + [ + ("tile_id", pa.int64()), + ("value", pa.float64()), + ] + ) output_path = tmp_path / "tiles.parquet" # Write 10 row groups with pq.ParquetWriter(str(output_path), schema) as writer: for i in range(10): - table = pa.Table.from_pydict({ - "tile_id": [i] * 5, - "value": [float(i * 10 + j) for j in range(5)], - }) + table = pa.Table.from_pydict( + { + "tile_id": [i] * 5, + "value": [float(i * 10 + j) for j in range(5)], + } + ) writer.write_table(table) # Read only specific row groups @@ -294,9 +315,11 @@ def test_read_specific_row_groups(self, tmp_path): def test_read_multiple_row_groups_at_once(self, tmp_path): """Test reading multiple row groups in a single call.""" - schema = pa.schema([ - ("tile_id", pa.int64()), - ]) + schema = pa.schema( + [ + ("tile_id", pa.int64()), + ] + ) output_path = tmp_path / "tiles.parquet" From 002a67801fe6d9bc53812963180419ba35e69c02 Mon Sep 17 00:00:00 2001 From: Jaspreet Ishar Date: Fri, 17 Apr 2026 09:56:04 -0400 Subject: [PATCH 5/5] updated qc notebook --- notebooks/upgraded_qc_notebook.ipynb | 568 +++++++++++++++++++++------ 1 file changed, 453 insertions(+), 115 deletions(-) diff --git a/notebooks/upgraded_qc_notebook.ipynb b/notebooks/upgraded_qc_notebook.ipynb index bb62c6a81..0536c81dc 100644 --- a/notebooks/upgraded_qc_notebook.ipynb +++ b/notebooks/upgraded_qc_notebook.ipynb @@ -136,9 +136,13 @@ "\n", " print(\"\\n--- Loading data ---\")\n", "\n", - " segmentation_parameters = dega.qc._load_segmentation_parameters(os.path.join(data_dir, sample), \"Xenium\", sample)\n", + " segmentation_parameters = dega.qc._load_segmentation_parameters(\n", + " os.path.join(data_dir, sample), \"Xenium\", sample\n", + " )\n", "\n", - " cell_index, gene, transcript_index, transformation_matrix, trx_gdf, trx_meta, cell_gdf, cell_meta_gdf = dega.qc._process_xenium_technology(os.path.join(data_dir, sample), segmentation_parameters)\n", + " cell_index, gene, transcript_index, transformation_matrix, trx_gdf, trx_meta, cell_gdf, cell_meta_gdf = dega.qc._process_xenium_technology(\n", + " os.path.join(data_dir, sample), segmentation_parameters\n", + " )\n", "\n", " ROI_gdf = gpd.read_parquet(f\"{path_landscape_files}/ROI_gdf.parquet\")\n", "\n", @@ -153,14 +157,14 @@ " ROI_gdf[\"name\"] = [f\"ROI_{i}\" for i in range(len(ROI_gdf))]\n", "\n", " fig, ax = plt.subplots(figsize=(8, 8))\n", - "\n", " ROI_gdf.plot(\n", " ax=ax,\n", " column=\"name\",\n", " cmap=\"tab20\",\n", " edgecolor=\"black\",\n", " linewidth=1.2,\n", - " alpha=0.5\n", + " alpha=0.5,\n", + " legend=False\n", " )\n", "\n", " for _, row in ROI_gdf.iterrows():\n", @@ -193,7 +197,6 @@ " print(f\"cell geometry: {cell_gdf.geometry.name}\")\n", " print(f\"ROI geometry: {ROI_gdf.geometry.name}\")\n", "\n", - " # make sure ROI names exist\n", " if \"name\" not in ROI_gdf.columns:\n", " print(\"WARNING: ROI_gdf missing 'name' column, generating default IDs\")\n", " ROI_gdf[\"name\"] = [f\"ROI_{i}\" for i in range(len(ROI_gdf))]\n", @@ -201,7 +204,7 @@ " ROI_gdf[\"ROI_ID\"] = ROI_gdf[\"name\"].astype(str)\n", " ROI_gdf[\"ROI_area\"] = ROI_gdf.geometry.area\n", "\n", - " print(f\"Total ROI area: {ROI_gdf['ROI_area'].sum()}\")\n", + " print(f\"Number of ROIs: {len(ROI_gdf)}\")\n", "\n", " # --------------------------\n", " # spatial join to ROI\n", @@ -222,148 +225,240 @@ " predicate=\"within\"\n", " )\n", "\n", - " print(f\"trx assigned rows: {len(trx_gdf_assigned_to_ROI)}\")\n", - " print(f\"cell assigned rows: {len(cell_gdf_assigned_to_ROI)}\")\n", - "\n", " trx_gdf_assigned_to_ROI[\"ROI_ID\"] = trx_gdf_assigned_to_ROI[\"ROI_ID\"].fillna(\"UNASSIGNED\")\n", " cell_gdf_assigned_to_ROI[\"ROI_ID\"] = cell_gdf_assigned_to_ROI[\"ROI_ID\"].fillna(\"UNASSIGNED\")\n", "\n", - " print(f\"Unassigned transcripts: {(trx_gdf_assigned_to_ROI['ROI_ID'] == 'UNASSIGNED').sum()}\")\n", - " print(f\"Unassigned cells: {(cell_gdf_assigned_to_ROI['ROI_ID'] == 'UNASSIGNED').sum()}\")\n", - "\n", - " # keep only things inside ROIs\n", - " trx_in_ROI = trx_gdf_assigned_to_ROI[trx_gdf_assigned_to_ROI[\"ROI_ID\"] != \"UNASSIGNED\"].copy()\n", - " cell_in_ROI = cell_gdf_assigned_to_ROI[cell_gdf_assigned_to_ROI[\"ROI_ID\"] != \"UNASSIGNED\"].copy()\n", - "\n", - " print(f\"trx_in_ROI: {len(trx_in_ROI)}\")\n", - " print(f\"cell_in_ROI: {len(cell_in_ROI)}\")\n", - "\n", " # transcript assignment\n", - " trx_in_ROI[\"is_assigned_to_cell\"] = trx_in_ROI[\"cell_id\"].notna() & (trx_in_ROI[\"cell_id\"] != \"UNASSIGNED\")\n", - "\n", - " assigned_trx_in_ROI = trx_in_ROI[trx_in_ROI[\"is_assigned_to_cell\"]].copy()\n", - " unassigned_trx_in_ROI = trx_in_ROI[~trx_in_ROI[\"is_assigned_to_cell\"]].copy()\n", - "\n", - " print(f\"Assigned transcripts: {len(assigned_trx_in_ROI)}\")\n", - " print(f\"Unassigned transcripts: {len(unassigned_trx_in_ROI)}\")\n", + " trx_gdf_assigned_to_ROI[\"is_assigned_to_cell\"] = (\n", + " trx_gdf_assigned_to_ROI[\"cell_id\"].notna()\n", + " & (trx_gdf_assigned_to_ROI[\"cell_id\"] != \"UNASSIGNED\")\n", + " )\n", "\n", " # --------------------------\n", - " # extra cell shape metrics\n", + " # per-ROI metrics only\n", " # --------------------------\n", - " print(\"\\n--- Cell geometry metrics ---\")\n", - "\n", - " if \"geometry_micron\" not in cell_in_ROI.columns:\n", - " print(\"WARNING: 'geometry_micron' missing from cell_in_ROI (BUG RISK)\")\n", + " print(\"\\n--- Computing per-ROI metrics ---\")\n", "\n", - " if \"area\" not in cell_in_ROI.columns:\n", - " print(\"WARNING: 'area' missing from cell_in_ROI (BUG RISK)\")\n", + " metrics_ROI = {}\n", "\n", - " cell_poly = gpd.GeoSeries(cell_in_ROI[\"geometry_micron\"], crs=cell_gdf.crs)\n", - " cell_in_ROI[\"perimeter\"] = cell_poly.length\n", + " for roi_name in ROI_gdf[\"ROI_ID\"].tolist():\n", "\n", - " with np.errstate(divide=\"ignore\", invalid=\"ignore\"):\n", - " cell_in_ROI[\"circularity\"] = 4 * np.pi * cell_in_ROI[\"area\"] / (cell_in_ROI[\"perimeter\"] ** 2)\n", + " print(f\"\\nProcessing ROI: {roi_name}\")\n", "\n", - " cell_in_ROI[\"circularity\"] = cell_in_ROI[\"circularity\"].replace([np.inf, -np.inf], np.nan)\n", + " roi_geom = ROI_gdf.loc[ROI_gdf[\"ROI_ID\"] == roi_name]\n", + " roi_area = roi_geom[\"ROI_area\"].iloc[0]\n", "\n", - " print(f\"Mean cell area: {cell_in_ROI['area'].mean()}\")\n", - " print(f\"Mean perimeter: {cell_in_ROI['perimeter'].mean()}\")\n", + " trx_in_ROI = trx_gdf_assigned_to_ROI[\n", + " trx_gdf_assigned_to_ROI[\"ROI_ID\"] == roi_name\n", + " ].copy()\n", "\n", - " # transcripts per cell within ROI\n", - " trx_per_cell = (\n", - " assigned_trx_in_ROI.groupby([\"ROI_ID\", \"cell_id\"])\n", - " .size()\n", - " .reset_index(name=\"trx_per_cell\")\n", - " )\n", + " cell_in_ROI = cell_gdf_assigned_to_ROI[\n", + " cell_gdf_assigned_to_ROI[\"ROI_ID\"] == roi_name\n", + " ].copy()\n", "\n", - " print(f\"trx_per_cell entries: {len(trx_per_cell)}\")\n", + " assigned_trx_in_ROI = trx_in_ROI[trx_in_ROI[\"is_assigned_to_cell\"]].copy()\n", + " unassigned_trx_in_ROI = trx_in_ROI[~trx_in_ROI[\"is_assigned_to_cell\"]].copy()\n", "\n", - " # genes per cell within ROI\n", - " genes_per_cell = (\n", - " assigned_trx_in_ROI.groupby([\"ROI_ID\", \"cell_id\"])[\"feature_name\"]\n", - " .nunique()\n", - " .reset_index(name=\"genes_per_cell\")\n", - " )\n", + " print(f\"Total number of transcripts in {roi_name}: {len(trx_in_ROI)}\")\n", + " print(f\"Total number of cells in {roi_name}: {len(cell_in_ROI)}\")\n", + " print(f\"Cell-assigned transcripts in {roi_name}: {len(assigned_trx_in_ROI)}\")\n", + " print(f\"Cell-unassigned transcripts in {roi_name}: {len(unassigned_trx_in_ROI)}\")\n", "\n", - " print(f\"genes_per_cell entries: {len(genes_per_cell)}\")\n", + " # cell geometry metrics\n", + " if \"geometry_micron\" not in cell_in_ROI.columns:\n", + " print(f\"WARNING: 'geometry_micron' missing from cell_in_ROI for {roi_name}\")\n", "\n", - " # --------------------------\n", - " # global metrics\n", - " # --------------------------\n", - " print(\"\\n--- Global metrics ---\")\n", + " if \"area\" not in cell_in_ROI.columns:\n", + " print(f\"WARNING: 'area' missing from cell_in_ROI for {roi_name}\")\n", "\n", - " metrics_ROI = {}\n", - "\n", - " metrics_ROI[\"n_ROIs\"] = len(ROI_gdf)\n", - " metrics_ROI[\"ROI_total_area\"] = ROI_gdf[\"ROI_area\"].sum()\n", - "\n", - " metrics_ROI[\"total_trx_in_ROI\"] = len(trx_in_ROI)\n", - " metrics_ROI[\"assigned_trx_in_ROI\"] = len(assigned_trx_in_ROI)\n", - " metrics_ROI[\"unassigned_trx_in_ROI\"] = len(unassigned_trx_in_ROI)\n", - "\n", - " print(f\"Total transcripts: {metrics_ROI['total_trx_in_ROI']}\")\n", - " print(f\"Assigned transcripts: {metrics_ROI['assigned_trx_in_ROI']}\")\n", - " print(f\"Unassigned transcripts: {metrics_ROI['unassigned_trx_in_ROI']}\")\n", - "\n", - " metrics_ROI[\"prop_unassigned_trx_in_ROI\"] = (\n", - " len(unassigned_trx_in_ROI) / len(trx_in_ROI) if len(trx_in_ROI) > 0 else np.nan\n", - " )\n", + " if len(cell_in_ROI) > 0:\n", + " cell_poly = gpd.GeoSeries(cell_in_ROI[\"geometry_micron\"], crs=cell_gdf.crs)\n", + " cell_in_ROI[\"perimeter\"] = cell_poly.length\n", "\n", - " metrics_ROI[\"total_cells_in_ROI\"] = len(cell_in_ROI)\n", + " with np.errstate(divide=\"ignore\", invalid=\"ignore\"):\n", + " cell_in_ROI[\"circularity\"] = 4 * np.pi * cell_in_ROI[\"area\"] / (cell_in_ROI[\"perimeter\"] ** 2)\n", "\n", - " print(f\"Total cells: {metrics_ROI['total_cells_in_ROI']}\")\n", + " cell_in_ROI[\"circularity\"] = cell_in_ROI[\"circularity\"].replace([np.inf, -np.inf], np.nan)\n", + " else:\n", + " cell_in_ROI[\"perimeter\"] = np.nan\n", + " cell_in_ROI[\"circularity\"] = np.nan\n", "\n", - " # --------------------------\n", - " # gene metrics\n", - " # --------------------------\n", - " print(\"\\n--- Gene metrics ---\")\n", - "\n", - " if \"feature_name\" not in trx_in_ROI.columns:\n", - " print(\"WARNING: 'feature_name' missing (BUG RISK)\")\n", + " # transcripts per cell within ROI\n", + " trx_per_cell = (\n", + " assigned_trx_in_ROI.groupby(\"cell_id\")\n", + " .size()\n", + " .reset_index(name=\"trx_per_cell\")\n", + " )\n", "\n", - " metrics_ROI[\"n_unique_genes_in_ROI\"] = trx_in_ROI[\"feature_name\"].nunique()\n", - " print(f\"Unique genes in ROI: {metrics_ROI['n_unique_genes_in_ROI']}\")\n", + " genes_per_cell = (\n", + " assigned_trx_in_ROI.groupby(\"cell_id\")[\"feature_name\"]\n", + " .nunique()\n", + " .reset_index(name=\"genes_per_cell\")\n", + " )\n", "\n", - " gene_counts = (\n", - " trx_in_ROI.groupby(\"feature_name\")\n", - " .size()\n", - " .sort_values(ascending=False)\n", - " )\n", + " # gene metrics\n", + " if \"feature_name\" not in trx_in_ROI.columns:\n", + " print(f\"WARNING: 'feature_name' missing for {roi_name}\")\n", "\n", - " print(\"Top 5 genes:\")\n", - " print(gene_counts.head())\n", + " gene_counts = (\n", + " trx_in_ROI.groupby(\"feature_name\")\n", + " .size()\n", + " .sort_values(ascending=False)\n", + " )\n", "\n", - " # --------------------------\n", - " # per-ROI metrics\n", - " # --------------------------\n", - " print(\"\\n--- Per-ROI metrics ---\")\n", - "\n", - " trx_by_roi = (\n", - " trx_in_ROI.groupby(\"ROI_ID\")\n", - " .agg(\n", - " total_trx=(\"transcript_id\", \"count\"),\n", - " assigned_trx=(\"is_assigned_to_cell\", \"sum\"),\n", - " unique_genes=(\"feature_name\", \"nunique\")\n", + " gene_counts_assigned = (\n", + " assigned_trx_in_ROI.groupby(\"feature_name\")\n", + " .size()\n", + " .sort_values(ascending=False)\n", " )\n", - " .reset_index()\n", - " )\n", "\n", - " print(\"trx_by_roi preview:\")\n", - " print(trx_by_roi.head())\n", + " gene_assignment = (\n", + " trx_in_ROI.groupby(\"feature_name\")[\"is_assigned_to_cell\"]\n", + " .agg([\"count\", \"sum\"])\n", + " .rename(columns={\"count\": \"total_trx\", \"sum\": \"assigned_trx\"})\n", + " )\n", "\n", - " roi_area_df = ROI_gdf[[\"ROI_ID\", \"ROI_area\"]].copy()\n", + " if len(gene_assignment) > 0:\n", + " gene_assignment[\"prop_assigned\"] = gene_assignment[\"assigned_trx\"] / gene_assignment[\"total_trx\"]\n", + " gene_assignment[\"prop_unassigned\"] = 1 - gene_assignment[\"prop_assigned\"]\n", + " gene_assignment = gene_assignment.sort_values(\"total_trx\", ascending=False)\n", "\n", - " per_ROI_metrics = roi_area_df.merge(trx_by_roi, on=\"ROI_ID\", how=\"left\")\n", + " roi_metrics = {}\n", "\n", - " print(\"per_ROI_metrics preview:\")\n", - " print(per_ROI_metrics.head())\n", + " roi_metrics[\"ROI_area\"] = roi_area\n", + " roi_metrics[\"total_trx\"] = len(trx_in_ROI)\n", + " roi_metrics[\"assigned_trx\"] = len(assigned_trx_in_ROI)\n", + " roi_metrics[\"unassigned_trx\"] = len(unassigned_trx_in_ROI)\n", + " roi_metrics[\"prop_unassigned_trx\"] = (\n", + " len(unassigned_trx_in_ROI) / len(trx_in_ROI) if len(trx_in_ROI) > 0 else np.nan\n", + " )\n", "\n", - " metrics_ROI[\"per_ROI_metrics\"] = per_ROI_metrics.sort_values(\"ROI_ID\").reset_index(drop=True)\n", + " roi_metrics[\"total_cells\"] = len(cell_in_ROI)\n", + " roi_metrics[\"average_cell_area\"] = cell_in_ROI[\"area\"].mean()\n", + " roi_metrics[\"median_cell_area\"] = cell_in_ROI[\"area\"].median()\n", + " roi_metrics[\"std_cell_area\"] = cell_in_ROI[\"area\"].std()\n", + " roi_metrics[\"average_cell_perimeter\"] = cell_in_ROI[\"perimeter\"].mean()\n", + " roi_metrics[\"average_cell_circularity\"] = cell_in_ROI[\"circularity\"].mean()\n", + "\n", + " roi_metrics[\"trx_density\"] = len(trx_in_ROI) / roi_area if roi_area > 0 else np.nan\n", + " roi_metrics[\"cell_density\"] = len(cell_in_ROI) / roi_area if roi_area > 0 else np.nan\n", + "\n", + " roi_metrics[\"average_trx_per_cell\"] = trx_per_cell[\"trx_per_cell\"].mean()\n", + " roi_metrics[\"median_trx_per_cell\"] = trx_per_cell[\"trx_per_cell\"].median()\n", + "\n", + " roi_metrics[\"average_genes_per_cell\"] = genes_per_cell[\"genes_per_cell\"].mean()\n", + " roi_metrics[\"median_genes_per_cell\"] = genes_per_cell[\"genes_per_cell\"].median()\n", + "\n", + " roi_metrics[\"n_unique_genes\"] = trx_in_ROI[\"feature_name\"].nunique() if \"feature_name\" in trx_in_ROI.columns else np.nan\n", + " roi_metrics[\"n_unique_genes_cell_assigned_trx\"] = assigned_trx_in_ROI[\"feature_name\"].nunique() if \"feature_name\" in assigned_trx_in_ROI.columns else np.nan\n", + "\n", + " roi_metrics[\"top_genes\"] = gene_counts.head(20)\n", + " roi_metrics[\"top_genes_cell_assigned_trx\"] = gene_counts_assigned.head(20)\n", + " roi_metrics[\"gene_assignment_metrics\"] = gene_assignment\n", + "\n", + " metrics_ROI[roi_name] = roi_metrics\n", + "\n", + " print(f\"Unique genes in {roi_name}: {roi_metrics['n_unique_genes']}\")\n", + " print(\"Top 5 genes:\")\n", + " print(gene_counts.head())\n", + "\n", + " # --------------------------\n", + " # plotting per ROI\n", + " # --------------------------\n", + "\n", + " # 1. ROI + transcripts (assigned/unassigned)\n", + " fig, ax = plt.subplots(figsize=(8, 8))\n", + " roi_geom.boundary.plot(ax=ax, color=\"black\", linewidth=1.5)\n", + "\n", + " if len(unassigned_trx_in_ROI) > 0:\n", + " unassigned_trx_in_ROI.plot(ax=ax, color=\"lightgray\", markersize=3, alpha=0.4)\n", + "\n", + " if len(assigned_trx_in_ROI) > 0:\n", + " assigned_trx_in_ROI.plot(ax=ax, color=\"crimson\", markersize=3, alpha=0.6)\n", + "\n", + " ax.set_title(f\"Transcripts in {roi_name}\")\n", + " ax.set_xlabel(\"X (microns)\")\n", + " ax.set_ylabel(\"Y (microns)\")\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + " # 2. ROI + cell centroids\n", + " fig, ax = plt.subplots(figsize=(8, 8))\n", + " roi_geom.boundary.plot(ax=ax, color=\"black\", linewidth=1.5)\n", + "\n", + " if len(cell_in_ROI) > 0:\n", + " cell_in_ROI.plot(ax=ax, color=\"dodgerblue\", markersize=4, alpha=0.6)\n", + "\n", + " ax.set_title(f\"Cell centroids in {roi_name}\")\n", + " ax.set_xlabel(\"X (microns)\")\n", + " ax.set_ylabel(\"Y (microns)\")\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + " # 3. cell polygons colored by area\n", + " fig, ax = plt.subplots(figsize=(8, 8))\n", + " roi_geom.boundary.plot(ax=ax, color=\"black\", linewidth=1.0)\n", + "\n", + " if len(cell_in_ROI) > 0:\n", + " cell_in_ROI.set_geometry(\"geometry_micron\").plot(\n", + " ax=ax,\n", + " column=\"area\",\n", + " cmap=\"viridis\",\n", + " linewidth=0.1,\n", + " edgecolor=\"none\",\n", + " legend=True\n", + " )\n", + "\n", + " ax.set_title(f\"Cell polygons colored by area in {roi_name}\")\n", + " ax.set_xlabel(\"X (microns)\")\n", + " ax.set_ylabel(\"Y (microns)\")\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + " # 4. distribution of cell area\n", + " if len(cell_in_ROI) > 0:\n", + " fig, ax = plt.subplots(figsize=(7, 4))\n", + " ax.hist(cell_in_ROI[\"area\"].dropna(), bins=50, alpha=0.85)\n", + " ax.set_title(f\"Cell area distribution in {roi_name}\")\n", + " ax.set_xlabel(\"Cell area (micron²)\")\n", + " ax.set_ylabel(\"Count\")\n", + " ax.spines[\"top\"].set_visible(False)\n", + " ax.spines[\"right\"].set_visible(False)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + " # 5. top genes\n", + " if len(gene_counts) > 0:\n", + " fig, ax = plt.subplots(figsize=(8, 5))\n", + " top_plot = gene_counts.head(15).sort_values(ascending=True)\n", + " ax.barh(top_plot.index, top_plot.values)\n", + " ax.set_title(f\"Top genes in {roi_name}\")\n", + " ax.set_xlabel(\"Transcript count\")\n", + " ax.set_ylabel(\"Gene\")\n", + " ax.spines[\"top\"].set_visible(False)\n", + " ax.spines[\"right\"].set_visible(False)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + " # 6. gene assignment rate for abundant genes\n", + " if len(gene_assignment) > 0:\n", + " fig, ax = plt.subplots(figsize=(8, 5))\n", + " top_assign = gene_assignment.head(15).sort_values(\"prop_assigned\", ascending=True)\n", + " ax.barh(top_assign.index, top_assign[\"prop_assigned\"].values)\n", + " ax.set_title(f\"Gene-level transcript assignment rate in {roi_name}\")\n", + " ax.set_xlabel(\"Proportion assigned to cells\")\n", + " ax.set_ylabel(\"Gene\")\n", + " ax.set_xlim(0, 1)\n", + " ax.spines[\"top\"].set_visible(False)\n", + " ax.spines[\"right\"].set_visible(False)\n", + " plt.tight_layout()\n", + " plt.show()\n", "\n", " end_time = time.time()\n", " total_time = end_time - start_time\n", "\n", " print(\"\\n--- QC complete ---\")\n", + " print(f\"Processed {len(metrics_ROI)} ROIs\")\n", " print(f\"Total runtime: {total_time:.2f} seconds\\n\")\n", "\n", " return metrics_ROI" @@ -371,7 +466,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "661bf230-1077-425f-bc3b-d6436366cbde", "metadata": {}, "outputs": [ @@ -380,7 +475,127 @@ "output_type": "stream", "text": [ "\n", - "--- Loading data ---\n" + "--- Loading data ---\n", + "\n", + "========Write xenium transform file from the Zarr folder========\n", + "Transformation matrix saved to 'data/xenium_data/Xenium_Prime_Human_Skin_FFPE_outs/micron_to_image_transform.csv'.\n", + "trx_gdf shape: (74011892, 16)\n", + "cell_gdf shape: (112551, 6)\n", + "ROI_gdf shape: (1, 5)\n", + "\n", + "--- Sanity checking ROIs by plotting ---\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "--- Setting geometries ---\n", + "trx geometry: geometry_micron\n", + "cell geometry: centroid\n", + "ROI geometry: geometry\n", + "Number of ROIs: 1\n", + "\n", + "--- Spatial join ---\n", + "\n", + "--- Computing per-ROI metrics ---\n", + "\n", + "Processing ROI: dermis\n", + "Total number of transcripts in dermis: 6129512\n", + "Total number of cells in dermis: 15666\n", + "Cell-assigned transcripts in dermis: 4395979\n", + "Cell-unassigned transcripts in dermis: 1733533\n", + "Unique genes in dermis: 9138\n", + "Top 5 genes:\n", + "feature_name\n", + "EEF1G 92797\n", + "POSTN 90478\n", + "COL5A1 45166\n", + "THY1 38582\n", + "XBP1 35736\n", + "dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "--- QC complete ---\n", + "Processed 1 ROIs\n", + "Total runtime: 1484.40 seconds\n", + "\n" ] } ], @@ -388,6 +603,118 @@ "metrics_ROI = xenium_qc_ROI(data_dir, sample, path_landscape_files)" ] }, + { + "cell_type": "code", + "execution_count": 8, + "id": "dddf3938-97ab-4c20-8e69-6bf1faca959c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'dermis': {'ROI_area': np.float64(4366108.1916723065),\n", + " 'total_trx': 6129512,\n", + " 'assigned_trx': 4395979,\n", + " 'unassigned_trx': 1733533,\n", + " 'prop_unassigned_trx': 0.28281745757247884,\n", + " 'total_cells': 15666,\n", + " 'average_cell_area': np.float64(54.569381971894074),\n", + " 'median_cell_area': np.float64(48.24928192049265),\n", + " 'std_cell_area': np.float64(33.15265296402286),\n", + " 'average_cell_perimeter': np.float64(30.53580780971822),\n", + " 'average_cell_circularity': np.float64(0.7103885145349855),\n", + " 'trx_density': np.float64(1.4038845880390964),\n", + " 'cell_density': np.float64(0.0035880924870072013),\n", + " 'average_trx_per_cell': np.float64(278.98578409595734),\n", + " 'median_trx_per_cell': np.float64(216.0),\n", + " 'average_genes_per_cell': np.float64(198.62924414545915),\n", + " 'median_genes_per_cell': np.float64(170.0),\n", + " 'n_unique_genes': 9138,\n", + " 'n_unique_genes_cell_assigned_trx': 8874,\n", + " 'top_genes': feature_name\n", + " EEF1G 92797\n", + " POSTN 90478\n", + " COL5A1 45166\n", + " THY1 38582\n", + " XBP1 35736\n", + " THBS1 34201\n", + " MMP14 33239\n", + " COL5A2 30184\n", + " COMP 29440\n", + " CTSK 25750\n", + " HOXB7 24617\n", + " HIF1A 23898\n", + " IL6 23617\n", + " ADAMTS1 23299\n", + " H3F3B 22128\n", + " TIMP2 21540\n", + " AEBP1 21141\n", + " EPAS1 20477\n", + " DIO2 19911\n", + " LDHA 19508\n", + " dtype: int64,\n", + " 'top_genes_cell_assigned_trx': feature_name\n", + " POSTN 60584\n", + " EEF1G 60492\n", + " COL5A1 30546\n", + " XBP1 30133\n", + " THBS1 25511\n", + " THY1 23381\n", + " MMP14 22832\n", + " COL5A2 21625\n", + " COMP 18689\n", + " ADAMTS1 17721\n", + " IL6 16491\n", + " HOXB7 15824\n", + " HIF1A 15580\n", + " H3F3B 15400\n", + " CTSK 15202\n", + " COL4A1 14220\n", + " AEBP1 13663\n", + " APP 13622\n", + " TNC 13216\n", + " LDHA 12967\n", + " dtype: int64,\n", + " 'gene_assignment_metrics': total_trx assigned_trx prop_assigned \\\n", + " feature_name \n", + " EEF1G 92797 60492 0.651875 \n", + " POSTN 90478 60584 0.669599 \n", + " COL5A1 45166 30546 0.676305 \n", + " THY1 38582 23381 0.606008 \n", + " XBP1 35736 30133 0.843211 \n", + " ... ... ... ... \n", + " UnassignedCodeword_1779 1 1 1.000000 \n", + " UnassignedCodeword_1778 1 1 1.000000 \n", + " GABBR2 1 1 1.000000 \n", + " UnassignedCodeword_17753 1 0 0.000000 \n", + " UnassignedCodeword_12378 1 1 1.000000 \n", + " \n", + " prop_unassigned \n", + " feature_name \n", + " EEF1G 0.348125 \n", + " POSTN 0.330401 \n", + " COL5A1 0.323695 \n", + " THY1 0.393992 \n", + " XBP1 0.156789 \n", + " ... ... \n", + " UnassignedCodeword_1779 0.000000 \n", + " UnassignedCodeword_1778 0.000000 \n", + " GABBR2 0.000000 \n", + " UnassignedCodeword_17753 1.000000 \n", + " UnassignedCodeword_12378 0.000000 \n", + " \n", + " [9138 rows x 4 columns]}}" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metrics_ROI" + ] + }, { "cell_type": "markdown", "id": "6db1bafa-df95-4224-9ba4-e0fc61204db0", @@ -398,7 +725,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 7, "id": "920565c3-7988-40b8-9bf7-69d51c2bf872", "metadata": {}, "outputs": [], @@ -412,6 +739,17 @@ "\n", "# landscape" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d117ffba-98bc-43eb-ad19-81707aee2507", + "metadata": {}, + "outputs": [], + "source": [ + "# hextile of transcript assignment \n", + "# save an anndata of cell assignment to ROIs" + ] } ], "metadata": {