{ "cells": [ { "cell_type": "markdown", "id": "3b087d9c-1344-4203-b321-b56937a32616", "metadata": {}, "source": [ "# Maps for Milvus milvus" ] }, { "cell_type": "markdown", "id": "10787957-1f91-4563-a3c2-a0863a2c28ce", "metadata": {}, "source": [ "
\n", "
\n", "

Alexander Dunkel, Leibniz Institute of Ecological Urban and Regional Development, \n", " Transformative Capacities & Research Data Centre (IÖR-FDZ)

\n", "

Publication:\n", "
Dunkel, A., Burghardt, D. (2024). Assessing perceived landscape change from opportunistic spatio-temporal occurrence data. Land 2024

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\n", "
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" ] }, { "cell_type": "markdown", "id": "73258e52-66f6-43b0-be21-a3a5d1ab195b", "metadata": {}, "source": [ "```{admonition} Summary\n", ":class: hint\n", "\n", "In this section we intend to share additional notebooks on various topics in spatial visualisation, prepared by colleagues for specific projects or publications.\n", "\n", "This sample notebook on exploration of \"Milvus milvus\" observations (Red Kite) on iNaturalist has been prepared and shared in a data repository specifically for replicating figures in a publication (Dunkel & Burghardt 2024{cite:p}`dunkel_assessing_2024`). It is shared as is, as an example to document a real publication workflow. We do not provide any dependency setup. This notebook was last updated on Aug-19-2023, [Carto-Lab Docker](https://gitlab.vgiscience.de/lbsn/tools/jupyterlab), version 0.14.0. If you want to replicate this notebook, either install the dependencies manually or use the appropriate Carto-Lab Docker container archive version which includes all dependencies.\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "id": "012739dd-e75d-47b4-8301-83e516029186", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide_code", "remove-input" ] }, "outputs": [ { "data": { "text/markdown": [ "Last updated: Aug-19-2023, [Carto-Lab Docker](https://gitlab.vgiscience.de/lbsn/tools/jupyterlab) Version 0.14.0" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Markdown as md\n", "from datetime import date\n", "\n", "today = date.today()\n", "with open('/.version', 'r') as file: app_version = file.read().split(\"'\")[1]\n", "md(f\"Last updated: {today.strftime('%b-%d-%Y')}, [Carto-Lab Docker](https://gitlab.vgiscience.de/lbsn/tools/jupyterlab) Version {app_version}\")" ] }, { "cell_type": "markdown", "id": "c946b177-e2ec-4e13-9e7f-018e23d74a6a", "metadata": {}, "source": [ "Visualization of spatial patterns for Milvus milvus observations (Flickr, iNaturalist).\n", "\n", "# Preparations" ] }, { "cell_type": "code", "execution_count": 135, "id": "d0a3c1cc-e9a5-4ec5-b44c-0ef8f9815738", "metadata": { "tags": [] }, "outputs": [], "source": [ "import os, sys\n", "from pathlib import Path\n", "import psycopg2\n", "import geopandas as gp\n", "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np\n", "import hdbscan\n", "import calendar\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "import matplotlib.ticker as mticker\n", "import matplotlib.patheffects as pe\n", "import matplotlib.patches as mpatches\n", "from typing import List, Tuple, Dict, Optional, Any\n", "from IPython.display import clear_output, display, HTML\n", "from datetime import datetime\n", "from pyproj import Transformer\n", "from shapely.geometry import box" ] }, { "cell_type": "code", "execution_count": 136, "id": "3efc95b2-4d1f-41e7-954d-95e8819a9e70", "metadata": { "tags": [] }, "outputs": [], "source": [ "module_path = str(Path.cwd().parents[0] / \"py\")\n", "if module_path not in sys.path:\n", " sys.path.append(module_path)\n", "from modules.base import tools, hll\n", "from modules.base.hll import union_hll, cardinality_hll" ] }, { "cell_type": "code", "execution_count": 137, "id": "80e3f742-de55-4a81-a6ec-16dd497f3365", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 138, "id": "15f4bfd0-c6bb-4d48-a142-cb74e8334cc8", "metadata": { "tags": [] }, "outputs": [], "source": [ "OUTPUT = Path.cwd().parents[0] / \"out\" # output directory for figures (etc.)\n", "WORK_DIR = Path.cwd().parents[0] / \"tmp\" # Working directory" ] }, { "cell_type": "code", "execution_count": 139, "id": "96ae211e-b0c0-48cb-835a-f1ecf745c861", "metadata": { "tags": [] }, "outputs": [], "source": [ "(OUTPUT / \"figures\").mkdir(exist_ok=True)\n", "(OUTPUT / \"svg\").mkdir(exist_ok=True)\n", "WORK_DIR.mkdir(exist_ok=True)" ] }, { "cell_type": "markdown", "id": "233a7d77-408c-493e-82aa-417e2cdfb4fb", "metadata": {}, "source": [ "Plot styling" ] }, { "cell_type": "code", "execution_count": 140, "id": "97730c05-bedd-4599-8fa3-df74e21079af", "metadata": { "tags": [] }, "outputs": [], "source": [ "plt.style.use('default')" ] }, { "cell_type": "code", "execution_count": 141, "id": "e96b20b4-477e-4a73-9eed-9c1284b918a6", "metadata": {}, "outputs": [], "source": [ "CRS_WGS = \"epsg:4326\" # WGS1984\n", "CRS_PROJ = \"esri:54009\" # Mollweide\n", "# CRS_PROJ = \"esri:102014\" # Lambert Conformal Conic" ] }, { "cell_type": "markdown", "id": "d4e51c98-40f3-4aaf-9b2a-979e515df884", "metadata": {}, "source": [ "Define Transformer ahead of time with xy-order of coordinates" ] }, { "cell_type": "code", "execution_count": 142, "id": "2fa4ad01-d9fb-4f18-b931-0fd74d612570", "metadata": {}, "outputs": [], "source": [ "PROJ_TRANSFORMER = Transformer.from_crs(\n", " CRS_WGS, CRS_PROJ, always_xy=True)" ] }, { "cell_type": "markdown", "id": "9db795a0-022d-4097-aa19-eb318b9f0239", "metadata": {}, "source": [ "Set global font" ] }, { "cell_type": "code", "execution_count": 143, "id": "267ac1a9-c413-450c-9be1-432c2eff3bb6", "metadata": {}, "outputs": [], "source": [ "plt.rcParams['font.family'] = 'serif'\n", "plt.rcParams['font.serif'] = ['Times New Roman'] + plt.rcParams['font.serif']" ] }, { "cell_type": "markdown", "id": "5d235005-ded4-4043-9dcd-7a2ac7d74a49", "metadata": {}, "source": [ "## Load Milvus range\n", "\n", "This is the habitat range calculated by iNaturalist observations. The area is currently very broad and includes many locations, where Milvus milvus will be only very seldom observable." ] }, { "cell_type": "code", "execution_count": 144, "id": "d421ca64-8663-498b-897c-4217c152cb05", "metadata": {}, "outputs": [], "source": [ "DATA_FOLDER = Path.cwd().parents[0] / \"00_data\" / \"milvus\"\n", "range_kml = DATA_FOLDER / \"range.kml\"" ] }, { "cell_type": "code", "execution_count": 145, "id": "b6aa2b03-1d06-4985-ae43-c5a2473a2678", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "epsg:4326\n" ] } ], "source": [ "from fiona.drvsupport import supported_drivers\n", "supported_drivers['KML'] = 'rw'\n", "\n", "df = gp.read_file(range_kml, driver='KML', ignore_geometry=False)\n", "print(df.crs)" ] }, { "cell_type": "markdown", "id": "249d8d87-5e3f-4304-ba0c-59f1f65e96dc", "metadata": {}, "source": [ "save to Geopackage, for archive purposes" ] }, { "cell_type": "code", "execution_count": 146, "id": "bc2783a0-4dac-431d-8ad4-0587253b2ac5", "metadata": {}, "outputs": [], "source": [ "df.to_file(\n", " OUTPUT/ 'Milvusmilvus_range.gpkg', driver='GPKG', layer='Milvus milvus') " ] }, { "cell_type": "markdown", "id": "0ac8b0a9-9c85-4005-a383-c6fe4be47c7c", "metadata": {}, "source": [ "project to Mollweide" ] }, { "cell_type": "code", "execution_count": 147, "id": "4db4874c-68d2-4720-b886-4a8f976cb17b", "metadata": {}, "outputs": [], "source": [ "gdf_range = df.to_crs(CRS_PROJ)" ] }, { "cell_type": "code", "execution_count": 148, "id": "a9d9d76d-0830-4b71-9e68-41561ed8285a", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = gdf_range.plot()\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "id": "dac04300-fc7d-4816-a117-8498d3e24cfe", "metadata": {}, "source": [ "## Load Milvus milvus observations" ] }, { "cell_type": "markdown", "id": "c9b24e66-4448-4907-a8ab-592e01710822", "metadata": {}, "source": [ "Load observation data. This data was requested with the iNaturalist `Export tool`, based on a species search for Milvus. Milvus includes 2 species." ] }, { "cell_type": "code", "execution_count": 149, "id": "d41ca543-369d-4e4e-9dd0-d0c904925333", "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(DATA_FOLDER / \"observations-350501.csv\")" ] }, { "cell_type": "code", "execution_count": 150, "id": "1eee50a5-5eef-4505-997f-146ca7bacab1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idobserved_on_stringobserved_ontime_observed_attime_zoneuser_iduser_loginuser_namecreated_atupdated_at...geoprivacytaxon_geoprivacycoordinates_obscuredpositioning_methodpositioning_devicespecies_guessscientific_namecommon_nameiconic_taxon_nametaxon_id
07793May 22, 2010 13:592010-05-222010-05-22 12:59:00 UTCLondon446kevinandseriNaN2010-07-10 09:15:17 UTC2016-06-22 18:30:14 UTC...NaNopenFalseNaNNaNRed KiteMilvus milvusRotmilanAves5267
194952011-01-01 11:292011-01-012011-01-01 11:29:00 UTCLondon351zabdielJohn Proctor2011-01-01 11:31:50 UTC2016-06-22 18:32:46 UTC...NaNopenFalseNaNNaNRed KiteMilvus milvusRotmilanAves5267
294962011-01-01 11:422011-01-012011-01-01 11:42:00 UTCLondon351zabdielJohn Proctor2011-01-01 11:43:09 UTC2016-06-22 18:32:46 UTC...NaNopenFalseNaNNaNred kiteMilvus milvusRotmilanAves5267
3146942011-04-172011-04-17NaNLondon654spookypeanutNaN2011-04-17 18:18:12 UTC2016-06-22 18:44:11 UTC...NaNopenFalseNaNNaNRed KiteMilvus milvusRotmilanAves5267
4501342011-10-052011-10-05NaNBerlin4130michaelMichael2012-02-01 19:59:12 UTC2016-06-22 19:39:03 UTC...NaNopenFalseNaNNaNMilvus milvusMilvus milvusRotmilanAves5267
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5 rows × 39 columns

\n", "
" ], "text/plain": [ " id observed_on_string observed_on time_observed_at time_zone \\\n", "0 7793 May 22, 2010 13:59 2010-05-22 2010-05-22 12:59:00 UTC London \n", "1 9495 2011-01-01 11:29 2011-01-01 2011-01-01 11:29:00 UTC London \n", "2 9496 2011-01-01 11:42 2011-01-01 2011-01-01 11:42:00 UTC London \n", "3 14694 2011-04-17 2011-04-17 NaN London \n", "4 50134 2011-10-05 2011-10-05 NaN Berlin \n", "\n", " user_id user_login user_name created_at \\\n", "0 446 kevinandseri NaN 2010-07-10 09:15:17 UTC \n", "1 351 zabdiel John Proctor 2011-01-01 11:31:50 UTC \n", "2 351 zabdiel John Proctor 2011-01-01 11:43:09 UTC \n", "3 654 spookypeanut NaN 2011-04-17 18:18:12 UTC \n", "4 4130 michael Michael 2012-02-01 19:59:12 UTC \n", "\n", " updated_at ... geoprivacy taxon_geoprivacy \\\n", "0 2016-06-22 18:30:14 UTC ... NaN open \n", "1 2016-06-22 18:32:46 UTC ... NaN open \n", "2 2016-06-22 18:32:46 UTC ... NaN open \n", "3 2016-06-22 18:44:11 UTC ... NaN open \n", "4 2016-06-22 19:39:03 UTC ... NaN open \n", "\n", " coordinates_obscured positioning_method positioning_device species_guess \\\n", "0 False NaN NaN Red Kite \n", "1 False NaN NaN Red Kite \n", "2 False NaN NaN red kite \n", "3 False NaN NaN Red Kite \n", "4 False NaN NaN Milvus milvus \n", "\n", " scientific_name common_name iconic_taxon_name taxon_id \n", "0 Milvus milvus Rotmilan Aves 5267 \n", "1 Milvus milvus Rotmilan Aves 5267 \n", "2 Milvus milvus Rotmilan Aves 5267 \n", "3 Milvus milvus Rotmilan Aves 5267 \n", "4 Milvus milvus Rotmilan Aves 5267 \n", "\n", "[5 rows x 39 columns]" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 151, "id": "93385435-6b2d-4193-b9d6-c3d16a241396", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['id', 'observed_on_string', 'observed_on', 'time_observed_at',\n", " 'time_zone', 'user_id', 'user_login', 'user_name', 'created_at',\n", " 'updated_at', 'quality_grade', 'license', 'url', 'image_url',\n", " 'sound_url', 'tag_list', 'description', 'num_identification_agreements',\n", " 'num_identification_disagreements', 'captive_cultivated',\n", " 'oauth_application_id', 'place_guess', 'latitude', 'longitude',\n", " 'positional_accuracy', 'private_place_guess', 'private_latitude',\n", " 'private_longitude', 'public_positional_accuracy', 'geoprivacy',\n", " 'taxon_geoprivacy', 'coordinates_obscured', 'positioning_method',\n", " 'positioning_device', 'species_guess', 'scientific_name', 'common_name',\n", " 'iconic_taxon_name', 'taxon_id'],\n", " dtype='object')" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "code", "execution_count": 152, "id": "0487c575-3d94-4ecb-aeb9-432bb2199885", "metadata": {}, "outputs": [], "source": [ "milvus_inat = gp.GeoDataFrame(\n", " df, geometry=gp.points_from_xy(df.longitude, df.latitude), crs=CRS_WGS)\n", "milvus_inat.to_crs(CRS_PROJ, inplace=True)" ] }, { "cell_type": "markdown", "id": "6b5dead7-0406-4a6f-a10f-3d3cf0070b77", "metadata": {}, "source": [ "Load world countries geometry" ] }, { "cell_type": "code", "execution_count": 153, "id": "9b6963fe-eacb-4c97-976e-d18776de603c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Already exists\n" ] } ], "source": [ "world = tools.get_shapes(\"world\", shape_dir=OUTPUT / \"shapes\")" ] }, { "cell_type": "code", "execution_count": 154, "id": "630f903e-72e9-4b44-b480-4742b7a63b53", "metadata": {}, "outputs": [], "source": [ "world.to_crs(CRS_PROJ, inplace=True)" ] }, { "cell_type": "code", "execution_count": 155, "id": "dee2ca1c-7f67-4444-81fe-fae4effe360a", "metadata": {}, "outputs": [], "source": [ "bbox_europe = -25, 35, 35, 59\n", "# convert to Mollweide\n", "minx, miny = PROJ_TRANSFORMER.transform(\n", " bbox_europe[0], bbox_europe[1])\n", "maxx, maxy = PROJ_TRANSFORMER.transform(\n", " bbox_europe[2], bbox_europe[3])" ] }, { "cell_type": "code", "execution_count": 156, "id": "003e11fa-5e34-44ec-a913-9349358e67b8", "metadata": {}, "outputs": [], "source": [ "RANGE_COLOR = \"#810f7c\"\n", "OBSERVATION_COLOR = \"red\"" ] }, { "cell_type": "markdown", "id": "96a0c622-8226-4169-a614-eec89c5f3298", "metadata": {}, "source": [ "Create legend manually" ] }, { "cell_type": "code", "execution_count": 157, "id": "abe35c8f-2f02-425c-badf-3dbd2caadc80", "metadata": {}, "outputs": [], "source": [ "range_patch = mpatches.Patch(\n", " color=RANGE_COLOR,\n", " label='Range, Milvus milvus', alpha=0.4)\n", "obs_patch = mpatches.Patch(\n", " color=OBSERVATION_COLOR,\n", " label='Observations', alpha=0.9)\n", "legend_entries = [range_patch, obs_patch]\n", "legend_kwds = {\n", " \"bbox_to_anchor\": (1.0, 1),\n", " \"loc\":'upper left',\n", " \"fontsize\":8, \"frameon\":False,\n", " \"title\":\"Milvus milvus\", \"title_fontsize\":8,\n", " \"alignment\":\"left\"}" ] }, { "cell_type": "code", "execution_count": 158, "id": "f3ae7e4e-9642-414a-903e-23d3b30d6385", "metadata": { "scrolled": true }, "outputs": [], "source": [ "def plot_map(\n", " gdf: gp.GeoDataFrame, x_lim: [Tuple[float, float]] = None, y_lim: [Tuple[float, float]] = None,\n", " gdf_range: gp.GeoDataFrame = None, world: gp.GeoDataFrame = None,\n", " legend_entries: List[mpatches.Patch] = None, legend_kwds: Dict[str, Any] = None, \n", " range_color: str = RANGE_COLOR, observation_color: str = OBSERVATION_COLOR, fig_size: Tuple[int, int] = None,\n", " return_ax: bool = None):\n", " \"\"\"Plot a point map with legend and optional range-shape\"\"\"\n", " if fig_size is None:\n", " fig_size = (6, 9)\n", " fig, ax = plt.subplots(1, 1, figsize=fig_size)\n", " if gdf_range is not None:\n", " gdf_range.plot(\n", " ax=ax,\n", " facecolor=range_color,\n", " edgecolor=None,\n", " alpha=0.4)\n", " gdf.plot(\n", " ax=ax,\n", " markersize=.1,\n", " facecolor=observation_color,\n", " edgecolor=None,\n", " alpha=0.9)\n", " if world is not None:\n", " world.plot(\n", " ax=ax, color='none', edgecolor='black', linewidth=0.3)\n", " if not None in [x_lim, y_lim]:\n", " ax.set_xlim(*x_lim)\n", " ax.set_ylim(*y_lim)\n", " ax.axis('off')\n", " if not None in [legend_entries, legend_kwds]:\n", " ax.legend(\n", " handles=legend_entries, **legend_kwds)\n", " fig.tight_layout()\n", " if return_ax:\n", " return fig, ax\n", " fig.show()" ] }, { "cell_type": "code", "execution_count": 159, "id": "e3ee1ff9-3193-4745-a3ba-367c5e43d0c7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plot_map(\n", " milvus_inat, x_lim=(minx, maxx), y_lim=(miny, maxy), \n", " gdf_range=gdf_range, world=world, legend_entries=legend_entries, \n", " legend_kwds=legend_kwds, return_ax=True)\n", "fig.show()\n", "tools.save_fig(fig, output=OUTPUT, name=\"milvus_inat_europe\")" ] }, { "cell_type": "markdown", "id": "806df534-3dfd-43aa-90d3-e30f56fd106e", "metadata": {}, "source": [ "Zoom in" ] }, { "cell_type": "code", "execution_count": 160, "id": "e8a4d5d7-e455-4ec0-b7e4-5b9e1beefca0", "metadata": {}, "outputs": [], "source": [ "bbox_germany = world[world.index == \"Germany\"].bounds.values.squeeze()\n", "minx, miny = bbox_germany[0], bbox_germany[1]\n", "maxx, maxy = bbox_germany[2], bbox_germany[3]" ] }, { "cell_type": "code", "execution_count": 161, "id": "a93fbe7b-22f3-4a78-bc7b-590fa1c78a10", "metadata": {}, "outputs": [ { "data": { "image/png": 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I2kyt5eK6667j//7v/9i6dSuDBg3yas+zDc8+PvHEE6xatQqNRsOECRNOODvYX5G/lWNCW6T0TSU2Ixap3Fs2N9ebKFP2RFK6r5VXW0fxzFCQODSXrsO7eW15abVa9w/carWyatUqfvrpJwCGDh3KiBEjkMlaO1a0Rd2+Wg4XVmPdsgLbzo1ok7Vo1Or2l1Roj0NERznnHFi2DPXZZ9NVqaJ8azl7lhW6s4lHp2iJ6xJHbObR7BE5pkIUNpvThf1vXj7ioYceYtasWWFrQS6uv/56nn32Wf7xj394CY20tDQqKirIzMzkt9+OasbfffcdUVFRTJ48mcmTJ5OYmEhjYyM6na6jt+KX0aNHI5FIuPXWW/nqq6+8+rdlyxYAysrKqKo66nh0xx138Morr/Cvf/0LjUbDxo0bufTSSzulfyJORCHkg9vgfgS71Y7ZYCExvyvkX4e61oSxvIGm2sjsFbsyFPT67Ws0/3wNwe7AIQBHtB3hyL9lShkKhYIJEyYwYcIEHA4HW7Zs4b///S8Oh4O8vLxWk0EgBEFw54wz5I9CYrXSKAFd3lA6L19EYJZ+tYTlC5cz8fSJ9MvNIe6PdcimTiEqIyFgYT3gqOAzmZB+s4iY/JHUqeRYzVYEQaCxykhjlZGy3w4BoIhSoL1wGvy0PGQX9r8Sa9euZcGCBcTExJCamkqfPn349ddfAfj555/54osv2Lt3Ly+++CLTpk1j7ty5FBUV8fbbb2O32ykqKmLu3Ln06tWLzMxMLrjgAm655RYvuw/Ao48+ysyZMzn11FPRarWsWrWKhQsX0qVLFx599FGWLFmCXq/n/vvvbyWAdu/ezYIFCygrK2PJkiUUFRVRV1fHI4884nZQKCsrY/HixZSXl7v7lJOT49Vfl5PFddddx6+//kpKylFPyWnTpvHJJ59www030K9fP7p06cIjjzzCm2++SUtLC1dddRVJSUmUlJTwwgsvdO5DEfl7ZdEOxv/+9z9mz57dSquwNJhpKD9a/K2jwaS+ODWho1VHAzHw8kHIlPIjpSgkKKK86wn9+eefrFixgpaWFtLT0zn77LOJi/Nf/8hhs1O1s4rm+mZMtU3ueBqJVELPCbnOAnXHAIfDwX/n/hdZpYQheUNYs20Nh9cv48yaSrr/4yLqx52HRg0JhZsQTh9H7J9bUV86FYlWS1NNk7vukf2zL6jbXEiDWenX/d0TTYKGHv/oKWZ0EBE5QRCF0BGWLl1Kbm4uOVnZNJQ1HBE8hrACHp3F7NZhyB/V7hLh/lDHqul3YT42i43CJbuxGC0k5CSS0jfFb3aCsrIyli1bRkNDAzqdjnPOOYe0tMBu5vYW2xGBZMJitJA+ID1gOfFIUVNTw2tzX2N05igS1Ef1r8wFL7C1cCvrozRkXnYj02KlqK0mFOWlyPr2xhEXT2nqYAwH9fSd2h91nBpMJkwfLeSArg9NTW2/znKVnB7/6NmqrIeIiMixRxRCRzAYDHz88cfceMMNlK4rpXZvaKUVPPEs693WijwcEnISyToti6If99BY3ej1nTZFS0rfVHTddH63rvR6PUuXLqWyshK1Ws2ZZ55Jz549sVvtGCuMSKQS4vxk3O5M1q1bx/r165mYexZSu4TEnkmoYtU015sw7igm9qO3qDjnSoqMtfxZt4Oe9iYuvuceWr78npo91dTlj0VQqUnonkjO2O7YzE5vOEujhepdVV6ecYGQSCV0HdaN5N5iQKuIyPFEFEIezJs3j4svvhhZk5R9v+z1yikXCp5lvSOlCUksZrqbCqnPOgXHil8CallKjZLk3ikk5SYF1GLqK+p49OFHuemim2iqbiSuq47u43scs3ILgiDwzjvvkJqayikJ+dQUHSZrVDZJucnoS+vZv3KfX88/Rxos/m4x6p27OD8jm6j4VPRDTkcikdD3/H40VjdSuq4k6LWV0Uqik7VoEjVoEjSUrCnGaraSlJvszIwhlpwQETkuiI4JHlx2yaW88PALnDd4CuAsYCeROcuAS+VSJFIJgkOgpanF7/mBUvKEg2tLryFvMLGFBUibGxHKColy/Iw5I4e47etbXUNiMaPZsoLy+lFU/F5OQnfnVp0qRoWxshHDIT0NZc6txURJIpXFFWijtNhM1mM2+dbX1/Paa69xxRVXoG2O5tCWg0gkEnTddDRWGSletT+g67m0EqYOOQ9j95F8tfhtjDYbEww1JMUlUfF7BekDAwcSS2VSep6ZS0za0a23uuI6d3ofw0E9klHZEb3XY4EgCKxatYrNmzdzzz33HO/uiIi0G1EIeRCtjSZ7QDapZ6TTpWsXv8fs/bkooBCKBK4s2+lLPsCSkEbcjvVY4xIx5Q5EUEf7dRH3zMytH3I6NUWHqSk6jFQqbRVTkRSXRI2+Fm2UlqbaJneZ8M5ky5YtrFixgnvvvRdzVTP7tuwFIDpFi8PmYO9PRSHFfsQkJHPuVQ9gsVpYvukn6hvqGTNwDJMGpKOMVrZ6LlKplJ4TenkJIMBZkVajoHJHZaffe6SxWq18/fXXlJaWMm7cOFEAiZz0iNtxPrS0tPDaa6/5jeauKTpM6a8lEblOICcGicVM0nfvkbHkA6wJqU4BlN2b8mnOsuGBzvG3DejvGvvK9lFv1DOk96kA9DyjF3FddRG5J18EQeCDDz5Aq9Vy0UUXYaptonDJn+5y4dpkLan906jdV4v+wNEsFaE6eNgddtZsW8vBmoOcc8E5DB0yjPqSOhoOGXDYHSTnpdBtZFbwPjocwd3ATxAaGhr49NNPaWpqYurUqeTk5BzvLomIRARRE/JBqVTStWtX9u3bR48ePdyfW4wWDm08GLHr+GovcHTyzfjhYyQOO8qacqQ2K6bu/RFUarfjg++WXKBtQH/XSIpLoujgXvcxDRUNnSKEGhoaePXVV7n44ovp3duZuXzfz3vdAgig8XAjjb/sbXWuv377IrGYSdy+jtPzR+FQjmXb1m2sXrmaERNHcvYlZ9NYYaS+tN7LldtvOye4ADp48CALFy4kKiqK6dOndyiws6XRgs3iP0NBR5Cr5KLLu0i7ETUhP9jtdndGYHCu6Pcs/bOVZ1qo+FvZ+9NeXEJGWltJxrKP0Pcdhj1WB0o15VNnIyjV6ApWAQL6weMB54TdmNmDbp+/SumMexCUancGBkGpbnUNQRD48peFTPvHxQBo4jX0Ob9f+wfLB7PZzKpVqygoKOC2224jOjoah83OnqWFIQf4huLgEcgT8UD9AXYZ/iQnN4eLL74YpVIZkfs61vz222/8/PPPdOvWjQsvvNDvfditdhorjSEtIloaLfz2/haa6yOfrigqXsOpVw0JKojWrl3Lo48+yh9//MEll1ziDn697rrrTriMBJ999hkvvvgi+/bto6SkhJiYo9u5giAwYMAArFYrt99+OzfeeCP3338/3bp146abbuLpp5/mmWee4Y8//iA7O/v43YQHtbW1DBs2jKKiIv744w/uvvtuunTpwvvvv3+8uwb8lYSQyeTMJXbOOc5I+g7y3XffkZWVRX5+Po3VjRQtKww5Z5Uvobpu+5t8Mz+bi1xfi02XTNn0W73aAgFl5QHSlszHGhWLJSMb5HLsCjW2xDTKpt/q9zpf/PAJ1yemYh17Bt3O6NOhSqgOh4Pt27fz66+/Ym5qRiaRMyR/CL269cRqstLS1ILdasdwUN/ua/gjmKCSSCQ4UgXW7F6LFri0pISYhx5yFvsLRITfn/bgcDhYunQpu3btYtCgQZxxxhlejiOCIGCqaXIHTzcdbkRwCJx61dA22zbVNrHhjXXI1fJWgc4dwdpsxWa2MeKmUW2+R++//z6vv/66O2XO3r176d+/PwaDIaRMH8eSRx99lAULFnD11Vfz4IMPuj//4osveOCBBzjttNPck3h1dTUqlcodHJ6dnc3KlStPGCEEUFRURK9evQDnc1i5cuUJI4RO7L2IcDiSzDKUstahcO655/L9998Dzlicfhf2JyGnfeUBAlVT9cW1rSao1EiNejI/m0vV2KnYdMlUTLqyVVuG/FEkbFoOggNFk56WxFSMeYORWVvcx/sjqnw/SQlS8qQl7RJAZWVlzJ8/n8fvfoyHb3qI377ezGDVQMYlj2V00iiiShwY//s+VVuK0f++j5iXnkDW2MGKsT54jlWr7wQBSSWc02siU3fv4aP163l1+nQqK49mz3bY7NTsOcyub3ZQ8Xs5zR8vjOj7Ew5ms5kPPviAl156iaysLO655x4mTJiARCLBYrRQs+cw+1fu449PtvHn97sp31pGY5Ux7BACcKYuUmpVEfuvIwKtqqqKlpYWmpudcV2ff/45U6ZMYc6cOUyfPp1du3YBTs0kOzub2bNnc+mll9K3b1+v4nU7d+5k/PjxXHvttTz66KN06dKFK664gqamJkpLS5k5cyb33HMPl156Kd9++23I/fv3v//NSy+9hNFoBJzv1TfffMN5553nPmbr1q1Mnz6d22+/vdX577zzDlFRUW5Nb+HChfTs2ZP58+dzxRVXuIXU+vXrvWocVVdXc/HFF3PXXXdx5ZVX+k0d5Dsmubm5/O9//+Pll19m3LhxjBo1Cr1eDziTsg4ePLhVNd2qqirGjBlDz549+e6777BYLEyZMoXx48ezcOFC8vLy3ILqwQcf9FoQvfnmm8ycOZO7776bKVOmcPBg+00Vfx2b0JFklpHKCSaRSBgxYgTr1q1j1KhRKLUqcsZ1J6VfKmVbDmGsbAi5rXBct11bd9rCrcgaDaSuXuxHoxHc7TZ174fcUIctRkdzVh6OKC3FNz4RcBsrJi2WuImjiOvdI+SxMhqNrFy5kn379iGRSEhNTCVP2Yv+/fv6Pd7TphO97w9k+loyFr2NQ6HwqtIa6li0NwNFU00TlgEXM9MhQ/ro/XyxfDnlB8sZmTeCOEssthanfaS5vgxzl0GofvmBBLsctcnUOdqQj7Z1+PBhPvvsMxwOB5dccglpaWnYW2zoS+vblbHjZODAgQPceOON7N69m127dvH444+77VxarZZ33nmHlJQUNm3axF133cXSpUuZPn06u3fv5ueff2blypUYjUYyMjK47777iIqKYtasWdx3331MmzaNvXv38vjjj/PUU08RHR3N2WefzZNPPsm4ceNoaGigR48eFBYWkpDQdpbE8ePHk5+fz6uvvsqDDz7Il19+yQUXXMD69evdxwwaNIhZs2b5LXt+7bXXsmLFCoYPHw7A6aefzsSJE5k1axbjxo1zlyIfOXKkV42jBQsWkJKSwosvvojdbufFF19s1bZrTFauXMmKFSvYv38/p5xyCosXL+bOO+/kiiuu4IsvvuD666/noYce4p133mnVRmpqKu+88w5jx45l4sSJKBQK+vXrxz//+U+ysrK8BPZTTz3lLvsOcO+997J3715SUlL44osv3BV428NfRwh1Qhbn8ePH8/TTTzNy5Ej3KiA6KZrcs/Oo3VtDydriDrXvb5J1TeCmbrlElZe00mh8jfZlF92EwlCHTRVF/Oafae7SE/2gca2uJVPI6DK0K0m5ySzfFx10rGw2G5s3b2bLli04HA60Wi3jx49nypQpNFYZqfijAlNNEzb8G7kb8gaTvuQDKk49nYa8QaR/+x6qsr3ILBbSv32PssvvDGl8QnFQaAtbdCy7R88irrCZUV1GUt9UxpZ33mG3OppT+4+gX3enIK2rbKZLtJqqX3cTu+p2NHOfQ5Ua365rBuSItl74zjt8a7GQmJjIVbNmQbOEhnIDhb/tpqmmKSKlOk5UunXrxptvvklzczOXX365VzXXnJwcHnjgATQaDY2NjezZs8fr3NGjRyOTydDpdCQmJnL48GF0Oh2//fYbY8eOBZwlKlJTnfWvjEYja9eu5bPPPuPrr78GoG/fvhw8eDAkIQTObbmLLrqIW265hW+++YYPP/zQSwi1xfXXX8+tt97KbbfdxoIFC5gxY0ab54wdO5bnnnuOhoYGLrnkkqB1l0aOHIlUKqVHjx40Nze7ayaFWncpNzeX3r17s3jxYs477zwqKirIygruUQrOwoZjx45l1qxZXH755SGdE4i/jhDqJM466yyWL1/OWWed5fW5p5dXMIKt5j0nWUP+SI8g1a0Y8kdS52f1b8gf5T5eWbSd3NfupnrM+cTs3UbUwb3I66qJ79qLujFT3OfEpMWSMzYHhca/kV4QBPbu3cuqVatoampCJpMxdOhQbrrpJq+EroIgoIpV0y0/ibInF2HIG0RsYUGre4stLMCc2pXYwq3oh5xOU+4AZE0NKA/uwdStV8hj5XmvHcVlk4rfsYGzU7owITqO7411LF7zLVNGT0bXLR5D3Chi12+gISEN02sfEj/nOlRaJTJlZH4mW1JTWfHNN+ScfiYz/jGBpqom9i4uinhS3JMBV0mH++67z73lM3XqVJ588kmmTZtGSUmJW1Nw4Wk3kslkIdtoH3jgAbp0ccb9NTc3h+Ws4tKGJk+ezB133BF2cPf48eMxm81s3LiRDRs2cNtttwH+axopFM6tzSFDhlBcXMzixYt58cUXeeutt9ymAV886yz5/h1u3SWpVOqlkXm24VlzCeCDDz5g165dfPTRRwwZMoSvvvoqpKKB/vjr2IQ6iSFDhvDbb78hOBxU/lGBvrSelqYW9KX6kM73FDS+eNp3XMe5Ju5A20/Oydl5fO+nr0VurCdjyfvE7NmGrLkRVdVB4jctR2IxI7GY0W1ZQXNZDQ0VRncbKpWKQ4cO8fnnn/PKK6/w6quvsmfPHi699FJuv/12brnlFoYPH94qo7jkSPZuw9ufIm3Uk77kA7/35msDM+SPwpg/gqpzZqIfOiHksQpm92kvrr41nDKK0QNG0797P+Yv+QBNqgZBHYXk8cfImDSEzAeuQ5OgoWZPDYf/rEZop1MKOG0+L734EsXFFUw67266S3pTtvkQ+gP1f0sB5OKKK65g2bJl7Nu3D3B6ccXHO7XPAwcOhNRGbGwsp556KqtXrwZg//79VFdXAxATE8OYMWNYvnw54HT8mDRpktsGFSqPP/44cXFxrQr3hcp1113HrbfeytChRx1IkpOT0ev17snds+7SvHnzKC4uZvr06SxevJh169a167qhcvHFF7N582bmzZvH+eef7/7cVRfKt3/grLvUt29fnnrqKWbMmEFBQUG7ry9qQm2wf/9+tFotEqkUh93BPj9xLcEw5I8iftNytIUFNOQN8rKHeNqKwln1x21fh1xf43cFIUHAGpt4ZCIXkDUa0G79lRKZEmN5A11HdGP8+PGsWLGCM844g7TkVA5tOYRMIUPhaPt1MBvMlKWeQmxVIxWnnu7W2jzxtYEJKjX1Iya22XYkNZ9A+Pate2Z3EmITePzhx7nn4XtJHdgdhnZ3f5/aP43i1fup3l1FlyFdw46pWvXDSr7/egmXn3cZ3Qd0p2j5nrZP6kSszda2D+qE9ly1jA4cOMD999/PM888g1qt5uqrr2bGjBncfffdvPLKK9x7772MGzcOs9lMXV0dL7/8MkOHDmXJkiUAnHPOOWzYsMFdY+i9995j/vz53HTTTfzwww9kZWWRkZHh1nY+/PBD7rzzTrZt24bJZOLee+9Fq9UCTnvOe++9x8CBA736unjxYpYsWUJxcTHPPfccY8eOdW/3ffHFF/z888+YzWbee+89Bg0a5K5xtHDhQgoLC919e/PNN4mKiuKqq67iiSee4Morj26tazQa7rjjDi688EL69+9PZmYmS5YsYfz48aSnp3PvvffSu3dvKisrefXVV/2Op+eYuP79yCOPMGnSJPffEyZMYPXq1e4+3XjjjV79veiii1Cr1Vx++eUoFAovLfG6665j1qxZlJeXu+1a9957L8899xylpaXccMMNREdHU1lZycMPPxzSe+CPv46Ldidw+PBh3n77bf71r385VVObnZ1f7wg7bY+vm3WoBvdgWRUyFs1DtuwzEvCeBKrzR9E86hy3XcjXjTmxRxLZY5zR9g1lBkp/LaHFdPR+4rrqSOmdQkxGrN+th5I1xdTuCz/D+ImO1Wblox8+5qJLL2LcheMx1ZqITorG3mKj8KsCVGudyWO12Sl0GdoVTYKP44KH04FVoqB8VxlvvvEmabGpjB4wml5n5dHSaGkz0Wp7CMVF+3jHCXUmq1evZuTIkSgUCurr6xkwYAClpaVBt86qq6s5/fTT+eOPP9pVmVgkcohCKAAmk4nnnnuOBx980L1XC1BfUsf+lfvCasu3cF2ocUO+x3kKJWgtYEIhd2IemkQNhzYfoqbocMDj1HFqkvNSSOyZ6LaJmA1mdi3accIZzj1LpIfqeecPQRD4du13ZPfM5sIZF2KsMtJc14x08dfIGg041BoEucLpGt+vC5mDM912NuGLL2jeW4bBIucnIYaNOzdx4fgLiNPGoY5T0++CfMq3llHxe3mE7voooQgh+OtmTHjvvfdYtmwZXbt25dChQ/zzn/9k3LjWzjmevP/++wwbNoy+ff17eIocO0Qh5AebzcZTTz3FnDlzvKKlXZgNZhqrjTRWNtJYbQzbjTbUkg+exwFkLHoLS0I6tvjkdnmLRSdGk3FqF0p/LQ5Zm5PJZST0TCSldwoVf1RQt7827OtGEn/aoa+m2VE27NhAo8zE5BGTMBvM7ucgsVqQWprdiwKpTEpq/zQcNgf1uw4h2/AL79VVkZmexZiBR420GQMzkcgkVO+scmfvjiShCiERkRMRUQj5IAgCzz33HBefezFxqlgSeya16RFjNbXQWN1IY1UjjZVGTGFueYSyPafbsgK5vgZVbRXlU69vl7FeFaM66eNO/GmHuk3L0RzcS8WUq8PShAJpUFKZFENUA1998RVXjL2ApN2bacgbTNyODYAE/eBxCCo1mgQNib2SUEar2Pp7Ad8t+o5Jg85Bp/Xug0Qi6VTtURRCIiczohDy4a233nK6hu5z0FjdiCZeQ5dhXYlJj211rN1qx26xYWs58v8j/7U0tqDQKNAf0GOsaDuoNZTtuUgXzOusUuSdjcRi9sqf5/Koa08120AalDpOjdlgxtBkYPFHzzH7lFPpaqqHXr2Qd0lDPn0atXtrqfyjgubmZpZsXUr+yFO45MpL0JfWc3DjAS87W2ePtSiERE5mRCHkweeff07Xrl3p161vKy8mbbIWJGCz2LBb7NhabEHTpqi0KnpO6MXen4va1D7aK2A6Mrl1VinyY4Fn353u6u0Tzr62OhfRSdFExWuIz0lApbbxyu23c+7s2fQ/fNiZZeJINoWN6zby1XufMo1Y+j12G1EZzrROdqudim3lVO+qQq6SE732h04da1EIiZzM/KWEkMNmp6WxBZkq/CSNP/30ExaLhXPPPZc/v9tFU01oGZ+DoUnQ0HVEFkU/FIYc3BoO7REk3pVbt7Zbs2qvM4DEYiZxxZekrPiSoluew5qVG/a1O6OMeiCkMinatBiWbFpKTl425118Pi0tLcybN49u3bpxntWKvbIaWXpqqywUZn0zu7/dhWAydWp/QxZCZWVQVxfx65OQAJmZkW9X5G/ByS2E/GQ+dtjs2Mw2FBpFyLViCgoK2LFjBzNnzkR/QM++FUUR62JMutOuVLJmf0Ta66iHXHgZvQNrWe11BtBtWUHX+c8gsVqwxSay67mvQj73eLNx5yZ2H/wTdaya66+7jpz+OShMDfDUU3DKKTB9ulfOucbqRgqX7O70foUkhMrKYNgwaGxfOZKgaLWwaVNIgkgQBF555RXWrFmDTqfDYDDQs2dPHn/8cRYvXszDDz/Mfffdx1VXXRX5fnYAX7ueZ/kGkY5xUgWrWiwWqqurqayspKqqisrvv8ei1zsTl3oEnB06dIj777/fnVo9GMXFxaxdu5bbbrsNQRCo2FoW0T4bKxpQqBWk9kujamdl2ycEQGIxk7Due5JXfIldrUXaqMeh1WFWqMm/cxJ7bngStdXsp2aRtyAJNSC0rbxtFZNmubeywsGQPwr5ubOcmtDNz4R17vFmeL9hbPlzC90TMpB9sIjt+aMYGF+J0NiEdONGJHFxXtpQY6UxSGvHmLo6pwCSSkEewZ+9zeZst64uJCE0Z84cjEYjX375JdIji8SHH36Yiy66iO+++y5gepoTjTlz5pxw5SdOVk4ITaiqqory8nK3cGlq8r8VplQqSU5MJik+kYTYRBLkKjRrVtM0ZCw2iQKr2YpUKsUmtTH/q/ncfcfdxKTHIJX7D0arra3lzTff5IEHHkAikQSNAeqocTmlTyrN9c1hZd/2RLdlBWlfz0NVXYagVNHYvR/WxDQS1n6HxGFDkCk4dMVdXhpOR+w+x3LLq7OJpGOAzWbjvieu5v3TL8Su1ZF691XUzX0XmVxG8j3XoUw5mvR0709FGA7pO9j7tglJE9q+HUaPBqUSFJGrJ4TVCi0tsHYt5OcHPbS0tJTu3btTVlZGWlqa+3Oz2Uxqairfffcd77zzDtHR0djtdoqLi8nPz+f5559HIpHwyCOPUF5ejlarpbi4mI8//hiNRsPnn3/O0qVLSUxMpLy8nBdffBGNRsPEiROprKzkmmuuYfHixdTW1tKlSxcqKip45ZVXOPPMM7n44osxGo0sXLiQOXPmIJPJnIUYHQ5effVVZDIZDz74IE8//TQ33HADcXFxXHrppcyZM4esrCx33rvXXnuNzZs3Ex8fT3NzMy+//DI2m82rDz/++COCIPDdd98RHx/Pn3/+yQMPPECPHj04cOAAU6ZMCSnB6V+N4y6Efv31V7Zt28agQYNIS0sjNTUViRnqS+rdBbNszVasZiu2ZlvISfl27NuBvlHPhZdeRNfh3Vp939zczLPPPssDDzzgTlVR9OMeGsr9172JhCE/LT+duv21YWdcAOdEmvnJS8QWbsUuU1Az7nw0B4uILtyK+nAZjdl9qT1rOvpB44JWb/Vs72T0jmsP/p5dR+7/pQUvMEmro885MyAqyu2gIlfKyRqdg66bDoBmfTP7QnBM6SgnixD68ssvmT17NnV+7FKDBg3iiiuuYMeOHTgcDj744AMcDgcjR47k7rvv5owzziA7O5v6+npkMhmvv/46M2fOpKKigqlTp7Jjxw5kMhlvv/02K1as4JNPPqGkpIRevXqxefNmBg4cyH//+1/OPPNMxo4dy8GDB1EoFNx///3u0gXvv/++exvwpptuYty4cUyfPh1ovR3nWRju559/5q677mLr1q1IJBLuu+8+d3VmVx+2bdtGv379uOSSSzjzzDO5/vrrue222+jSpQv33nsver2ejz/++G+5vXdcE5ja7XZWrVrFzTffzKhRo8jJycG4v4E/v99N5fYKavfWYDikp6m2iZamlrAqm/bv0Z9Dh8so3PhnKzdpu93Oc889x5w5c7xyJSXnJQdsL9TCdMGo3F6BLivevQ0RDoJKTdllczAMHEPt+Kk4tDoc0bHUjZlCc1ZvDEPPQJArvSbUYAlAdQUridm58Yi7c+fgSqAqsfivNdLW95HC37MLlli2LW665BbeKtmFoFJ7eUjaWmzsW1HEoc0HERwOonRR9D63D9FJ7a9c+1dCEISQslCfdtppAEilUsaMGcNPP/2ETqfj1FNPZfjw4cydO5fp06cTGxvL8uXLsVqt3HXXXdxxxx2sX7/eK+NzUlKSOzfczTff7FW6wGq1epUukMlkXHXVVdxxxx0UFBS0KiURiKVLl3qVexkzZozXtmJSUhL9+vUDIC8vz50U9KyzzuKFF17gxhtvpKCg4G8pgOA424Q++eQTLrvsMgBamlooWVPc7u0qf1w0/kLmL/mA1PRU+k7tj0whQxAEXnrpJa677jpiY71jf3RZ8UQnRfv1jAunMF0wDv9ZTWKPJAyH9GEnkxRUasqnznZrN/rB44jbvp6iOa/4TSQaFJsV1eEyGnsEX712hLbsSpGoFxQK/p5dR5KlqpVqkuOT+bPkT3pn9271fdXOShqrjHQf38NZfTRaCRHwtjzZGTp0KHq9nqqqKnfNH3Daevfv38/w4cPZsWNHq5Lm4BRIv/zyC5s3b+bDDz+kX79+/PrrrwiCQHZ2Nq+88or7nEYP5wt/dht/pQvWr1/PXXfdRUlJCRqNhkcffRS7PbQM576bSb5/BypBMXnyZIqKivjyyy+ZM2cOp512Gv/9739DuuZfieOmCen1eurq6sjJyXG6sn6zM6ICCEAhVzBu0FiWrFzKoc3O8rNvv/02506aRN26GopX7Ud/QO/lPp05pGtE++CL4BCo219Lcu8UMgZlookPr4Knp3bj+rcjRhd+yQO5AktyFySCQPz6ZcSvXxZxjaQt7THQ95HWkPy119EyEbdNu5W3F/9fwO+baprYvXgX9SV1GMsi+16frGRnZ3PzzTfz6KOPek3Uzz//POPGjXPXo3GVLhAEgTVr1jBhwgQqKip47rnnGDp0KK+++iqnnXYau3bt4qyzzmLr1q0YDM5t9N9//91vqW1P/JUuqK2tRa1Wo1Y73wffUhIqlQq73c6iRYuoqfFO4HvOOeewbt069z2tW7eOc845p83xeOyxxxAEgWuvvZb58+d3esmGE5Xjpgm99957zJ49GwC1LorU/mmUFRyK+HV6de3FH3u3s2vjTlb+sYp++f3IjM1kb1MRdcW11BXXIlPI0HWLJz4ngdiMGOK66DpsUA5mc3DYHZQf8cLTJmvRdYunpdGCqS7yGY4D9Uc/eDyCQoXEakFbuBUkEgSFKqIaSVvaY6Dv26shecYuCUq1+347Q+PSarRER2k5cKCIU6oP+n3OthZb2MluOx1bhBOYhtne3Llzeeutt5g5cyaxsbE0NzfTo0cPFi5cyBdffMHGjRs57bTTuOWWWygqKmLs2LFcfPHF6PV6Vq1axcGDB5FKpSQkJHDOOeegVCp58803mTlzJj179kSv1/Pcc89hs9l45JFHqKur45ZbbuGVV15BfsQr0F/pgrPPPptRo0YxadIk8vPz2bdvHzt27GDixImMHDmSGTNmMHPmTEwmE5mZma3KIVx99dXMnDmT+Ph4TCYTr7zyilcf5s6dy4gRI9wlFiZOnEhmZiZXX301PXr04ODBgzzzzMnlLRopjotjwu7du9mxYwfTpk0DnFtxVTsqOVxYHTQLQXuxO+y89MnLnHfJeVx+/RVU7aykdm8NLcYW7DZvlVuukpPSN9UtJNpLuMZwiUSCXC3HZrZ1Sp6xQI4VEosZ3dZVIODOiXas8R0Xd2oeWwvIFRj6j/BbwdUXz9ilph79IpJVIRh1DXW89Oo9/G/05OOaeeJkihMSEfElZCHkb69SIpEQHR2NVqt1/xcTE+P1d1RUVKs93qeeeooHH3wQiURCzZ7DHNhQ2inCx5PU/DS6nOq91Vb22yEqt7euw56cl8LhwuoOXc+fZ1roOeKCe221x7PrRHa59jcuui0riNmxESQSHGoN5tSubU70nml4nJpQ59/vv16/n4f7D0cz8pzjNq5ixgSRk5kOaUIOhwOTyURjY6PXf0aj0f1vVyld12UOHTqERqPhoYceAmDfir3oD9RH4FYCE50UTe/JreuGVO2sdNuKPInPTqC+JPI/1lAEQSANSlewEnlNBcmrv6H6HxcjREWflHnf/OFvXDw1NEP/4V6OFyeSa3lFTQWvf/4a/x024bj1ScwdJ3Iy0yGbkFQqdWs8ntjMVkx1zTTXmWiud/7f3GCm9+Q+RMVrvIx2ZkN49d7bQ1NNE0XL95A1KhtltHMP2GF3YKppbYNRRClo7iTbTCgedv68tnQFK0lc+x2afTtAEEhb+qHTXbsTy2CHSiTijfyNi6BSox80jrjt6xCUai8NSV5fQ8aieZRPne3evjtegik9KR2hphxjTUWne/mJiPwV6ZAmJDgcmA1mmuubMdWZaK5rprneFND1WJusJXdSb5566il69erFJdOmsfXDgmNWqVOmkNF1eDfUuihK1uzHbGjtfeVK438iEb9+GTG7tyBYW4jbuZHD4y7AkpV3xNZxfLWCzszGHUgrzFg0D0tiGvboOASFAom1xavY3LFmf/FuPvv8NR6446Wwn0MkBKioCYmczISsCfnTbpoNzWHZchoPN1Kz5zAPPPAAkydP5vyJ5x3TUtF2q52StcVBj7GZI1/+uKO4PNkM+SM5BOi2rkJitaArWInU0ux3BX6stAND/ih0Bc7+SCzmiF7LUyv0zP7dnJFNVMmfyBrqiftzMxVnzcCWnnXcNMPuOX2oVkXRLIDv3bf1HI5VrJSIyIlKyHFCv3+6jaIfCzm05SC1+2ow1Zva5UxQtuUQtmYbvXv3ZuXqVcSkxYZddqEzsbeEFqB2LPGNDRLkCmSNDWiKd+FQafxOvh3JCBBu3wSFwi0MI922675d95O+5AOi9+8kqryE+G1rkJqbSVn9TdgxP5HO5nD15KuY+8WrrT5v6zlEIhOHiMjJzDEPVrVb7ez6ege3TLuZ1996ndyz8zhl+kAGXj6I3uf2IXt0Dmn56cgU/pOORgKpUU/mZ3ORGvWtvjsB8rm2iSF/FKq6SiwpXRAUSr+T77Gc3I5F0KkhfxQOlQZTRg5N3fvTnJFNff+R2DUxFN3ybFhtObf03kJeXxNQOIQrxE/pmU95TQUtNu+8gIb8UTjUGrem6EtHg2ZFRE52jkvGBLvNTn1hHYomOSu++BmbxYZMKSc6WUtizyTS8tM6pQici/Ql85Hra0lf8mGnXaMzcaXvsemSAwoZf5Ob1Kiny0cvkrBmcUSzIwSaSCOpjbk1LrsNR5SWiqmzsad1ZdeTn/otjBdMAMZtX4clMR1VXVXY2RyCcemES/jfwre8rg8gyDtHU3Rj6rwgZxGRzua4JjC99eJbeOrZp9jxxR+UFRzCZnHaYxrKGzo1bqhi0ixsuuSwa+GcSIS6gvacjNOXzCeqtJCEjcuJ276+0xOIRlpD8mwvtrAAc2pXYgu3+j02mAA05I/CpkumfOr1AcevPRrKyPyR7Du4h9hNP6ErWOm+fqdrpUuXdk67IiLHgOMqhOK0cchlcsqry6n8o8ItjGr31XbqdR0xOsqm34qgVIc9GbZnAg3nnEgLBs9s2RWTZmHK7k3d8LMw5I90frdjozMepxOItIbk2V5789IF61ckyFco2bDmGyQ2q/v6nb7lFkKeMhGRE5XjKoQAbp12C6998Trg3Kar/KMCw0H9Mbl2eybDzj4n2LHtFlACIDkifC+fQ92YKUcnRInE+f0xpD2age+9e8YW+RuT42FrsdlsbK8+xJnxaQgKZavrd5rmqQkvCa6IyIlERIVQMIN/INKT0rG0WGg0dUJOKz94TgTGnL7otq5GZqxrc2JwndeQNzjsCTScSTfYse0RgPrB4zH2H4F+0Dj/3/UbjqH/8GNS18dFWwLEH4HuPVJ2J8/3IhRh4e+Ylz97hcsvupmmU0b5He9j5bEoInIyEVEh1F6D/3XnXcerX7wWya4ExDUR6LauIvu9p4g68CfxG39sc2JwnRdbuDXsFXY4q/Jgx7YlzMItWeD6LrawIPLaVxu4PdT0gT3UPAl075Gyt3gKiFCEhe8xlbWVVNdUcLbDFjAtk+iOLSLSmogKofYa/POycjE0+i+rHWlcEwGCgMTWAoIEh0Ld5sTgbwI5VpVBXbQlzDwnxnD65nlvLm1WWbSd3o9cSeaHz6I4XEHGonkRvc+47euwJKSjqg3soeZJoHuPxLabxGJGVn+YpJ+/RFZfHVDb9RxT3/fhuQXP859B44IKL9EdW0SkNREVQi6DvyNGF/a5oZT9jQSuiUA/eDx1p02mftgESmY/1ubE4G8C6aztFV8BEqpA8ZwYw+mb5725tNnc1+9BXl9F3O4txOzZSktcopcgas/Wq29fbfHBPdRCRWIxByzM19bYyStK6fPQZaT8/AWKhjqSVy8OqO16jqnnmK3YsoKstGwUw8+KuKZzrBc6IiLHmuPumABQVVeFVhNzTK8pqNTUjZlC2eVzwhaaUqOebvMeIfPjl6HZFPHtFV8BEqpACcd7LBAubXbPLc9jTUij6uwZlFzzb5R1VUiPbGPKaivp/cgMEld9Q/rn7dtGjZQGo9uywunlt3szib9+R/ym5V6Tdltj12Pew2CzIWsyYOrSneozLgrL487hcPDFioXcOu3mkO4pXKEi2pFE/uqcEEJo5/6d9Mjofry7ETLpS+YT/9svKAy1pP7yZcS3V3wnu/YIlPZO8i5ttqVXPoWPfkDNmdNxxOgw5fQFuQIEyFrwPIpGPdLmRmJKd/tt51is4F0TNEiwq6OxxKcSdbDIa9Jua+z2zX4c5AqqJ0yn7vSLqR85ydlubWUrTU/aqCfh1+9QHCii+9y7kNVWMvfzV7nszOlIpdKQtMNwhYpoRxL5q3NCCKE9B4rom9PneHcjZComzcKU2QMQqBl6VkjnhDMp+wqQE8GW4PKk0w8eR+mMezAndcGqS6ZmzPnu7bCEX74i8+MXkRr1nbKC9x1D1wStHzyO8otuwjhgNBVTrnFP2hKLmfh1S0hY8w3SRr3fNm3pWex+4mNaMnt4bWNmLXihlZNN1oLnkRvqnFuVhjqU7z7FoepDjB00FqlRT+4Lt6LZs430b98NeA/hCpUT4dmLiHQmJ4QQOlh9kLysvOPdjZBxxOiwx8TRkpBM6oov6H/rmah2bUG3ZQVSo96vsInkpHw8gl89J0N7Yhp7Hnmfsivupnbs+cRtX4d2z1ZSVnyJprSQ9CUftsuTry18x9A3sat+yOkISjWuwKe47etIWfEl6sqDZC14MaR7c/X74NTZqCuKscTGu21NpTPuwRaXxJ5bnscWl8TNErh3xj1IjXp6vXQ7dkBpqKW5a6+QriUiInKCCCG7w45aefL8KCUWM4aBY5C1tCCzmJA3NpD3+r3uLM/+hE1HtlV8J2x/Ai3QpN4ZcTTQeuJuzB1M9RkXY8rq4yyvHYYnX6iEMoae7RryR1F9xsWY07IonXFXSPfm6nfKhqU4lFEkrV+KtnArcdvXY09MY//tz9PSK5/9tz/PxWfP4JXPXiV9yXwsielIJRIqzr+e+mFnhnxPIiJ/d0Iuavfb+5s7rRP3v/EvnrnpP53WfqRxFVtDEIhbvxRNRSlF/3waTUMtEqvFWfun33BiCwsiUs/Ht7ibv3LYgYrLhVJSvD19CBWpUU/6t+9g6pqLftiZXuW7I9EvX9rTrr97c/b7PaxKNSmrv2bPrS/S0iu/1blfrfyakpI/eTFKS8WkK9vlGdpRxKJ2IiczJ4QmdDLgL0akbtQk9j/wNjte+xFL3yEIcgUSux1BrgwaABouvhqAPy0jkJYQqe2f9mpy6UvmoykpJNEnILi9/WprG6897XqWW3BtpwpKNWWX30nSph+ROBz0fPsRv+deOP4CNLEJPBMbH1QAia7WIiL+EYVQiASKEfHEc6KOpFdTKBNrZ9sa2tu+M2lqH2pHTIzIWISzFRkqrkKBUktzq+3Uopufxa6JpejmZwKef+OFN1BcXsxPm38Oq98iIiIngBAyNBqIUkYd7260SShCxa+h/BgZoCOx0u6M1bozaeqd1I+e7LUVl/r1W5zyz9NR7drS7uwOLiIxwbvarZg006t9a1Yuu577yl2zyNMN27M+0yMz7uH7X5ewc//OkPstIiLSAZuQc+99XYdtHr/+/it7y/Yxa9LMdrch0n6bTaTbCPU6WfMeRmK1AgLlF96IPSa+3dd12YEa8gYRW1hAQ95gdNtWozlQRPl510bUTpP52Vzk+lpsumTAgWbfTgSliprxF1IzcAy3vHgrj173CGmJaRG7ZluINiGRk5l2a0KR2l4oPFBIXreTxz07UkRS65BYzEisLThUmg6ttD1X651pwzDkj6LynJmAgICElOWfoq46iDGnT7uuKajUNOQNIvvdJ1AcriB9yQckbPiRqAN7WiXT7Wi6Ic/8iL71meRyOc/e/AwPz3sEk1msdioiEgrtFkKR2l4oqSylf/d+HWrjZMQzm3dHJ/u47euQWpoRFMoOaaWeW4ihLDLaO6ELKjVVF8xm1wPvYI9NoPLMy7BqYun95HV0fe8pEn9ZGHbf05fMxyFXkLBpOZUTLqFuxERMWXmtkul2tLS7Z35Ef/WZ4rRxPHjVA9zz+r04HJ1Xol5E5K9Cu4VQpGweLdYWtBptq8//6t5Entm8I2XPiKQGE8oio6MTekuvfHbMXUrtWZcRX/ALioZaZCYj6d/PD7v/FZNmIbXZqBt2JjHFuwPmBTwWpd2z0rO46tyreODNBzvtGiIifxWOu2NCIP4K3kTBBIJnNu+OapShajAdSR3kj0hN6IJKzf6rHsQhVwDQHJ9KxqJ5frNPBNK+HDE6im98EmtyRtCxDJTp3TU2gTJehMvQPkMY2X8Ez3/0QofaERH5q3PCCqG/gjeRrmAlMb//SubCNyIa1xKMSFdmDUZHSnf4krJhKc1demJNSMURF48lIc1v9olg2pfvWIYjdF1jEyjjRXs4f+z5xEbHMn/JBx1uS0Tkr0q7hFCw+i2R4q+SY0tVX43UbDpmGl1HKrMeTyomzcLUoz8VU2dTMvtx7DFxNGdkIyAQvafArfm4tK/KCdPaLMftK3R9tSjPvwO5aEPHtoZvmDqbg1UH+WHj8vYNjIjIX5x2CSFXwkpXTq32/khNZhOKI1swx5POsj/pB4+n9rTJGPsODWvi76wEpSeyYPcy8ivVaEr/RGoxo/t9HXKjwa35uLSvmOJdQctxS416ovdsxSFXuMfeV4vy/NtfAlQXHdUg/331g3y7ZrHoqCAi4od2CSFXwsrG3oPDruLpya7i3XRL7daeLkSUzrI/CSo19SMnUj9iYlgTv65gJTE7NqLbuqrNY09U21lHBLtn6e/SGXe77U4Jn77GwKuHkfHKXV4luH01PInFTPb/PYpm/240B4oAZ2xS5YTpXjYsfzYtf+MZCQ1y6rip/N/id9p9vojIX5V2CSHfybW9P9LdJbvJ65bbni5ElOO9TeV3wpZIfBfkfvHMexZqOfBIxyiFm727ret7lv62J6a57U7dfnBqMCm/r/Eqwe2r4ekKViJtNqGsr6I5I8vdl5ji3V42LH82LX/vQiQ0yAlDz2D7vu2iNiQi4kNEHBM8f6ThxI4UlxfTv0f/SHShQzgFqVOjOx4u4b4TtmcBubbwzHvmOl9XsJKYnRvRFRzVpDzteLqClRHxoPPXdxdtOUjI9TVkLJoX1HPQd9I/MNGpsVQPGIMhf2Tgd81mRWEyYolPRffbSqRGPQ6Vhoa8Qa084IKVqIg0E4aewSc/fhLxdkVETmYi7h0XTuyIyWIiITYh0l1oRVsTq9Sop8erd5H+1ZvEr1/SKddPWLOYLh+96Fc4h5IlOxh+J3wBkBz909OOB5I2Peh0BaEF0YabvduV3UFVfQhLQlpY24h1l97Ktvc2UX7Hiwgqtde75vWM5Qoau/dDZm1BbjaR8NsvCApnZnN5fQ3Z7z6BXF8T0J4UDp7Xbes9O3/s+Wzc1XklUURETkYiLoT87bMf78DTuO3rkNcHXnmnL5mPuqwYhb4G3da1Eb9+0o+f0O3dJ0n6+Qt6PXVtAC0xpBR+fvGd8PWDx2PsPwL9oKOalNuO1zMfEGjIG+ScgGsrvbQJdxAtoQXRhiIwPZ+/K7uDqXs/bPHJHdoCrZwwHZnZROWEaV7CRD94PMZTTmPvbc/RlNPPncHbkD8KVV0lxtzBqKrLkFgtXral9uB53VAE2vD+w/lm9TftvWURkb8cERdC/vbZj7fx3DX5WBKPrrzlFaXkPTYLeUUpFZNmYRg4hsYe/SmdeW+7rhFsRZzq2oIRHERVHSRj4Rte50a69LczsaxzUtVtWYGstpKMRW9h6D8c5eEyur3zBL2evBbF4QqyFrzgpbkGCqINdSHh7zjfaqd2rQ79oHEdqickNepJ++kzGvoOI6Z4t5dG5tpejSneRflF/6R+9GR3PyomzcSanIEppw9SS7OXbak9hFu+47IJ0/l5yy/tupaIyF+RYxKs2lmGf38Tnj87gaBSUzFpJqraShryBgHQY97DyIx6esx7BEeMjoNX/Yv9d72KvY3sx6EY4n2FStVZlx3ti0SGsrbK61xD/igcKm/ngvaOhae9x9UPT0GT+uOnSOxWomrKidmzzcv7zF+Za3dOtBAFZVveZR21uXgGlVoS01HVVWHM6UPGordoyBvkbjdh3fekLZpHxicvuQWzrNHgFjqBMlX4e3/kFaXkPXIlics/a/V8wi3fIZVKye/RP2jtIRGRvxPHRAj5+3G22FqQSjp2eX8TXsZnc0lctZjsN/7lNWHEFhZgTu1KbOFWAPbNfhx7TDz7r3ogpD19f5O85+fGnL5ElRcjbTa22uKpOesyDlzzEDVjpmDsN4zSq/7ldS6AoFAga2ogY9E8ZLWVzjo1v3xFwprFJC7/jO4v34GstrJNIeiy9zTkDXJn1vYUNIW3Po9DHU394PGUXPOgl/dZMEET6kKiLe+yjm7NegaVyox6ElcuJOuNB1DUVbttQ/Hrl5H805coa6uI2fO7lwbWlt0tfcl85LXVZL/7pLuPPeY9jKKuirSlH5Lz5r+R1VZ26B6unXINi9d8265zRUT+arS7nlBH2b5vB6u2ruKWi29udxuuOjKuFTZA74evQFVZil2r49Dld7nr0/jWnHHVQXLV0HHIFcT/9gvGvMFYkzJa1bVxH6fWIMiVGPJHIqurIvflO6g5bRIKczPS5iaQSJyebUHq4rhW5hJrC1JLs3tyzFg0D0tCGrG7NiFr1KOsr8aSkIamtBAkEiypXag+e4b7HM9reI4FQMait7AkpGOP0qAp20fFpFnuLVKJxYyuYCXgtB95prnxHc9I4Fl7yiXo2lM7yLff+XdOQmoxIUjlGPuPpOSaB4nbsYHEX79DYjGjrKuiIX8UZRf90+uZB0Nq1JP97pMY8wa53wN5RSk93nwIe7QWW0w80hYLhgGndaju0qufv+bMLxeB3QGxnpDIycxxE0Kf/fw5Om08E4efGZH2XBNdU3IXur/7JDWjJ1M39rxWk078+mVoC7fS2Hsw9SMmuife6D0FKAx1SFtaKL7xCb9eXZ4TtMRips9Dl4HNCnIlfz70LnE7N4IA+sHjvM73LQDoT6C52ozbvh5jTh9y/vsA2uJdgANBKkciOGjM6YM5uw+CTE7FlGsC5mzTbVmBXF9D4kcvEAU4AFt8CtWnX0Ts3t9p6D8C3ba1WBLTMJ5yWqcWsHP1xyV4nK7w7RN08Wu+JfWHj7BpddSOuwBTXCJ5r99L9ekXY+nSHf3g8W73dHnpXmIr9lF449OocIQl+PwJY4nFTPymH4k6uJfKiZcfsUOFdw+e74FVJueu1+5h7p0vhzUG/hCFkMjJzHFLYLr/0H5OaUeMkKy2ku5z70JWW+n1ucsDLmXDMorufhV7fFLgRjwCQV3bMhVTrsWakEbJNQ/6nVh8t5QyFr1F7fCzQK5kz50vIyid8Tq+AsjVN89trkDGedc17IlpaCqKcYoPkDhsWGMTcWhikVgtSFss7m3FVrd2xAXaro3DVTRdCijrq+ny1f+I/WMdmR+/hMPhIGHDD7RYrX7HM1RCiQuLlE1Ic3APUrsdudEAErD0HcIfb6zAnNPbHSelHzwee0w8sRX7wG4j9+2Hw7ZJ+utj3PZ1SOx2mnIHYU9Ma9c9eL4HcrmcLimZ/F70e1htiIj81ThuQkjfqCc9KT3s87IWPI/cUEfWghe9Pvf0gAuWCTlQIGg4GaFdaWXkNhu7n/gYW3pW0FQ77YkDKrz1efe/BZmcqnNnUjL7MRr7DHOnSwrUN6mlOajHtwSI3VOAAOS++5h7PNuTmDaUuLBIBYBWTLkWQ/4oqs65opX7uaeQK586m4qJVyIo1Oy5/nHiN/1I7Ppl5N92Fj0eu4rEXxaGfH+uMZE0N3lVrm2Pbcv3Pbh12i1ihm2Rvz1hC6FIxfwI7YyLKZ1xD7a4JEpn3OXd3pHJx2mAb50J2fO4jk6InmllvNo5omFFIgrf0ncIh0efC3IlLfHJqOqqccToqB85Ef2gcegKVvoVFu44H1sLlrhkv207gKozL8cRpaXwhqfc4+kZ0KorWBWSQAoUFxa/fhnxa76NaKZ1Z5LTO6kfPdk9lvKKUnL/cz2y+mr3cYJKTc0/LsDYbyia+irSvnuPhIJfkLaYiSnZRfKyBQFjxnxxj8m+HV6Va9vjVu+rTaf9sY5ErY7C0j1hjoSIyF8HebgneMd8jPSydYSK2WxGcLRPCNkT09h/+/N+v3P9yIFOtXN4XseFfvB4BIUKQ/5I4jf9SMLGH5E2N1E/7Mw2x8jXZuSi4pLbQakBCe5J3mk4fwJrlBZUUQgKlVdfXH2LX7+Mpv7DsFQdQl1bgUMmR9lkwKZQYRwwmuozL6G5Z3/M+SPYP2Q8AAatDonV6lSVBMGZXUEiaXUNTxwxOsqnXk/c9nU05A0mtrAAibUF7Z6tqA6XYUnuEvT8jtLjfw+griglbemHOLQ6BIUCQ/4osj54BnXlQRQ1VSiry7zOUZia3Nka2uqXIX+Ue0w8FzVOJ4v1bW7xBXq2rt/Rw32GcOc3b/PCbc8HPV5E5K9K2JqQ55ZCe4Ms3/rmbaZPmB7upTsNzwDI9mp5nqtczYEiJC0tRB0sCikjdqBxdMToKLvyHspm3OPeJkxfMh+HUo2iqYHG3EEBJ0H94PE0DBxL8d2vUX75HGomXk5j3qk0DhgNUhlpP33eKn+bZ2Ja/eDxNPYeHPQavv1P//ZdYnZuRGKz0pg7mNoRZ4d0fkdo6tITpDLMKZl4ZnnQDxyLQ6mmZux5Tg31CDatjsLbXkRVdzRmzIU/LT9QJvSQYoKMenLefBBFTUXA3HqOU08nOiqa0qoDwPEP7BYROdaELYQ8f3ztDUItqShhSJ9Tw710p+GvqqbvhBTONmT5eddi6pFPxZRrnB/4ZMT2bSuccayYNMvpQHHdI9SPbF0iwjP2yPM52XTJlFzzb4x9htLYezAVk2aiLi8hqngXGZ+/6nVfbldoQfDraOGLq//NXXuCAIJC6Zy4R0/228eO4nKGkFeUojTW0dS9D/WnTfYKQK0fNYnK86+jbux5FN70LMjk1A4Yw66nPye6pgxpc5PTm9GDSAsA14IhpnBb0Nx6t0+/jTe+dGbRON4Z3UVEjjUdckxoj61j9dbV9M7O68hl20UwLy7fqprGnD6tVrDhTFCeTg7+HCF82wo0jv763JYDhWeePEXpHvIem4Wsrgr9kNPdNqX6EROd58tkKBpqiaoo8bov36KFbeHqf/2ws7xy1nVWzkCXM0SPeQ9jj4rFoY6hftiZAbMXNA8Zz7b/W8fBO148Om5+SmVEWgC4FwwBPC5dJMQmIJPKqKqrOqELD4qIdAbH3Dtu0epvuHryVWGdE4nJLJgXl+uH74hxxpGk/fQZdoX3Cra9E5Sn/ch1D6G2FU5GcheeXoK9/nufOzWRP8rPu5aGvsNoTs+mIW+Q2/29MbOHV9HCcO+1I8b7UHA5Q+yb/Ti2xLYneV8CeUiGIwBCeSfD8bi87ZJbeWPh/9o8LtRri4icLIQshCLx0tfoa4hSRaGUK9s81jPBaCQmM39eXEGPPTK5Ae7trYa8QWQsesutmQSaDNpK4hnqZBdOn114egnuvf5xkMrYf9UD/u0dSjUolFjSsokt3Op2f+/2+ethV4T1135nbS25JndbelbIk7wnwcY/1Ak+0gI2LTGNFps1pGNFu5HIX4mQhVAkXvr/ffUms8+/PqRjPROM+pvMwl0NhrMq9TzW9YOP37ScXi/djry6wq2ZBJoMOloi2tOu09Sjn1NYhHHPrklWYzhM9ZmXkrKhdSE7V8BtS1wSqroqDPkjA7q/h4K/ez7RtpZCsfOFOsEfT9uNaDcS+SsRshDq6EvvcDioNdSRlZ4V0vGuBKP7Zj8WMII92GQRqS0L1w9ec2APlqR01HWVbs3EczLwvF5HS0T7c5TIuPt8Btw4lsT3/tPqngPdqyF/FKrDh5A2GsBuc/dJatTT/YVbSFqxEGXJbne8k8v93ZVJPJwx7MyJMRLP0iV0XcXs3H/X17RrsdDW8+zMLbMTTbiLiHSEkIVQe196149x4fLPOP3UtstVu7ClZ1H4yPvYAggtz8lCatQ7s06vWez+0Udqy8L1gy8/71qsSZkUzXnFrU15TgbhbrcFm6R8HSUM+SNJqa0AIMZkaDVBBrpXQaWmuWtPVPVVSATB3af0JfOJKdmNpKWF+N1bAvYzFPdy33HqjIkxEs/SleVCVVvlDi9wlYIIdbHgmzIq2DMUt8xEREKj0x0TXD/GTeuXMmX0lIi16zlZpC+ZT1RpIQkbl7fKz9bRlblrohGU6qDbeeFeL9gk5esoIajUVCc6UxxVJ6a3miB96xF51QWSK7EkZSIojtrhKibNombw6di0sey5xX/g79EBaO1FFg7+JupwtYRIPEvfLBcut/VWWS+C4JsyKhKlLzwRBEfIx4qI/FXodCFkyB/FzuZm4rvlIpV2zuUqJs3ClN2buuFnuTUj3yJn7cU10egKVgWdOMPVfoIJDn+Uv/AN297bRPkLrUtDCyo1gkLhTuLZqtR1/xEY+g13t++I0XHon0+y47UfaemVH7C/xuw+aEp2Y8zu3cYoBb5XX1sUhK8lRGLryzdljqv6bDjvh6/NzP0MmxtbpScKVTMUPd1E/u50uhASVGrmluzkpmm3dNo1nDnF5lA3ZopbMwrXtTkQ7lxsHtH4bRFoYvHdsgMB7e7NZH75BvGbfgx56ytYPz3LTDfkDXJPtrGFBe74oVC1km6fv4ogkdLt89fDuk/Pe0UiaaURhOuk0VYOu3CFWnu3ynxtZi7hH1O0jcS137mfXTiCxbMvkg4WeRQRORkJOXfczq/fwpTTD0GhxOFTgsh3G8Hre0HAam1BF6YbbUeomDSL9CUfhuXaHAjXitazxkxbeGkiHrnJ/OUbUx0uR4IEHDaQSJBYW9BtWRFy7rDoNd/R670n2XvlfUjUUegKVqIfPB79kNPddXxclUUzFs3Dkng0Z5rbQy42iYxF8yifOtvrmqUz7iFrwYuUzrjLb04zf/cpNepJXzKfygnTA9bc8Zd7z52lATD0H0FsYQENeYNJXzIfaVMDSOXuHHSuvjTkDUa3bTWa4t00de8X8tZXqHnfQm0res82LIlp7m1LXcFKtIVbkdis1I+Y6HWPvmPo2Rdh048d7o+IyMlGyEXthqd1Y0x2X8xduvu00Hr1JvXI1QXwj1NPp2tq1/b3MgROpMSP/oqieX6nK1iJ1NxE1L4dRJf8iblrT4x9h+GI0jrrBfmpnOrd9tH7HHjNCBAcgITa8VNBwJm1wEdwHt2GOvq3q/hd7M5NNPQdhi0+GUP+yFZVV5VF2+n98u1UjbsQS49+XgIn4/NX0e7bSVN2bxr7DCH6wB5kjQZsumTKpt8a8pjptqwgZsdGkEhwqDWYU7uirjqIJSEN1eFDmLr3Qz9onLvfskYD6qqDRB3Yg8RmxdS9vzuRaqjvQKTeGc9xlbSYyf6/R7HFxGPsN4L6kUeFkGdxP3/P9v43/sUzN/0n7OuLRe1ETmZC1oQSY3RcfnXgyHTX5CqxtSDIlV5lo48FgbSP44G/lb6LuO3r0BZuJbqwAHVNBbaoaKymRnfambY0roR135P8y0JkRj21p19I0dX/dmtCCrWmVbZnT68C3365VuEl1/yb2MKtbq8xbeFWcNjRHNhD+dTZ5L5+D9ispP7yJXUtJqTNRuqHnUVsYQFxu7cgN9SiPlyGSn+YupHnEFVeEpYWKjXqid6zlabsPARVNIb+w4kt3ErFqacTW7iVWp8Kua5+V+aPJP1IPZ6KSVd6pSzy1eoCPYtIvDOe45qx6C3sqmjkTY2tMjI4NbsPqDi19bUcDtEpQeTvScib0BZdUtAftSvfWMK6pSSu/oaMhW8cU2PrsQzg64gx2ZA/isbeg0EqRZCAxG5HP+Qf7rFty6Ct+20V8roa0r96E1ltJU1jJrPt3Q00nn5BqywHvrYPqVFP5scvEr/mW6fnnB8vPFf/BJWGlthEMhbNY+81D4NURosuiaiS3W4vREP+KCrPnoE1NpGmbrmYU7shyBWUT73erxdhoHFLXzIfudFAVFUZ9SMnuvvj2S9PXP2OKd5Fc9deNPYZiiNG505Z1BKXGFK9oFDfmXCet2e2Dd9+xxYWYE7t6rcqrs1hQyaVtdm+iMhfjYhZQg35o2jMHYw5IwcJEqRm0zGNkTiWAXyhGLYDTVyCSk39iIlUT5iOJakLppw+6AeOCXo9z7b0A05Dbm5E3tRAztv+c8K58J1k05fMR1NSSOK6ZQEnaVf/yi6+CWVDrVMQrfwKU3YeEkFAZrVSP3AM0bs3odu0nLox57H76c85fM6VNOUOdHvohTNu7UlP5O/+XCmLlIZad72gYIT6zrQ3eW1b/fXEZrO1srWKiPwdCFkIyaVyzObgLrD1IydSdslt1Iw7n8Y+Q/9yaUVcwqAhb3CbK2jfictXKNWPmoRxwCgMA8b4XRl7oitYSczOjegKVuHQxuGQOXdRldUVQc/znWSdrux9aM7Icjso+Ls/l5ZUPnU2yoZajLmDcChUWBNSqT5zOuraCjSlRaT++Am6ravc1/EspeAPQ/4oBJkcbWFBWJnBQ70/12flU2e77VuRIFJadjChp1FraDQZMZlNHbqGiMjJRshCqHd2bzbs2tDmca6VdLBaNydrTIRbsOzcSFsRnL4pfXxTxIQ7WUrsdjTFOzH0H0HF5GuwaePY+8+n/B8bYJxd5bHLL7kNm671df2VmCifOhtrcgYlsx+n5oxp1A87k4pJs7BHx2DKyvMahrY0C0GlJqp8/5GURIHd5zv6nkRaKz5WWvbt02/j6fnhOyaIiJzMhCyETjvlNDbv3hJyw/KKUvIenE7vf00jcflnbk+kkzmViTtmSAg1Zsg5QwdKEeN5TLCJVz94PPboWCwpXYgt3Io1vRuVU64lueCXdqWMCTSpBst552mfccToKL7pPzQMHEtjRg69H7mSpOWfhm4zaWPrrTPfk2B1pY43Pbv0RK1U83vR78e7KyIix4yQhVCPzO4c1h8OueEe8x4mquog6qqDpC372G3IPhGy/0osZhLWLKbLRy+GNRmFuu0E3ltogVLEeE62baXxcZVnMOSPxJjTl8R132ONjo1YyhjP+wtlxe86tvv7TyGvryJ12cdtOgNILGZiCwsCOi4E6n8kNehAgcydqaW31bbn9/deeQ9vLZoX8T6IiJyodFqI9r7Zj9Oc1o3mtG5Unn2FOzblRMj+G7d9HQkbfiTqwB7Sl3wYcJII5lzgeR8BJxkBkISmebQlONxBsy1mes69C2mTnoRNP9GQN8jv8RKrxeky38lbn/tmP441IQ1j36FtOgOEquEIKrVX7aZgiVTDFR6BNLHO1L6CtS2xmMn8bC5JK74gftNylHIlk0ZNYt6ityPeDxGRE5GwhJAESdsHHcGWnkXhk59S+PTn1J55CRCZwniRwJA/iroREzFl5bnjS0KtC+QPz+Nc2z0NuQO9Sl37Q1Cp3aXEpY16r9xmgcYqfcl8ZCYjqsOVKKtKyfj8NSQWM4rSPfS7ZyrJSz90RuwHKM8daDuqvZqALT2Lwkc/4OCMe9q0bwWqC+VKyyM16t19aKWxBEikGo7wCKaJdaaWHqztuO3rUFeWoNDXEHWwCIDJp53LruLd6E/ALUMRkUgTcsaE397fzOPvPsk/L7iB5PjksC+k27ICeX0NqrrKVoGEnZXtwDMVTLDg2UAZDoJlPgh0vrNmTW3IGQO6z70LuaEOW1wSJdc8SPqS+ZhTuqA5sIfG3MFeEffgFCJ9Hr0SRV0VAA5lFIdm3E3at+8ib6hDUKg4dMVdbi3MlWXAReZnc/32zxXN75Ar0JTto2LSrLC91cLB9Wyi9+9EajKirK/GoVDRkD8Smy6ZhrxBXqmX0pd8QMWkme4+eabucQXatvXuxK9fhrZwK429B3ul0zlWSCxm4jf9iOZAEeXnXYsjRnfks+VEHSyiYso17vsrO1zG3M9f5bmbn22zXTFjgsjJTFia0OC8Qaz5fW2bx/lbVbsCCf25BnfWVogr+l+7Z1vQtj0j3j37Her2oedxoRjePcfHMzOza/Uft22tW4j4jqUjRkf1hEuOVFuVYI2JJ+pgEUU3P4stNoHKSTPRDxoXsDx3oP4Z8kfhUGuI3/wT8trqDid/bUuzitu+jpjdm1GX7Cb2j19R1Fagqi5DVVGCIX+kl9u2vyDPpBVf0HX+MySu/c6d6SEkLc4jP9+x1srjtq8jYeOPRJUWusdXUKmpGzOFssvneAn9zORMUnQp/PrHumPaRxGRY01YQmj0Kafx+94/2jwuUKlnT+O6J+FuhcgrSsl7bBbyilLg6IQnq6302mpyRf835g4KOfGo4nAFOW/+u93eU/5iXnwnZE8bh2dmZpeAKJ15n3srz99YqmrKsSujEGRyLImpVEy5BmtWLrue+5rD58wIKjQDxeQIKjWCXIGxz1Bk1pYOJ3/1yg7tcf9esVbqaFQ1Fcgajaiqy6ClGWTyVra2puQuJK/4kpjf1yA16pFYzKQtXYCkxULyLwtDXsToB4/H2G84glxxXLw0DfmjqBs+EVN275DGd85ld7Jg2UdiSh+RvzRhCSFdjA6zpbnN4wIJlY5qHC77Qd5LtyNvqKPHPGfGANcklLXgeS87gqBSO7ejFIo223VNjDF7tuJQqiJSBsKF30nSx8bhaa+wJ6a5V/f+AmNN2X2QWZ1jp2xuCnnbrC3txJA/CmtSBsU3PuHeKtJtWeFlqwkVz3fAnxdgbOFWyi+6CUt8ChKck6yy0UDFlGvcbbiO7f7eEyiry0jY9BPZ8x5BV7CSw2Om4lBrKLr52ZAXMeF4N3YGgbSeQEilUi47czpzP3+18zsnInKc6BTvOH9CxXMCbO/2m2t7rSG7L4JMwb7ZjzlX19YWHGqNc2vLZ6splGt5Towl1/wba0JaWJpAKJO7Z+AqQGPuIK8El779dGtL29bga5GvH3YWdcMmYItLoGbM0Wq1/vrh6YgQbvyQrmAlug0/0v+eqeg2/BBWrSPPtgJ5AQoqNcqGWvfdFd70jNfk7Dq25rTJCDI5AhJiirYhM9RizunNzue+xpqV6+U5GEoMUKiLnuMdUySxmDnPbqO86iCVR0qKi4j81WiXEGrP9oDnBBhs5RqsiJl7e23wOHY/8TG29Czitq9DamlGkCuxJ6Z5bTV5CihfjyzPydqzP+1JIdPW5C6rqyL1+/eRVx4gY9FbyBobEBRKL084v6mAJBI0B4pab2u1mGnsNRD9qadT52Fg99cPTy+zcBN2YrMSu3MDEmsLcb+vJbro93bZUTwnfV8BUHTrCwhRWgz9RpCx4gsS1iwmfs23zuffYkZitQDQ1K0nSMAhk5Oy4ku/jgjp376DZt9O0r99L+w++iOSxRHbg+t5/mfQeJ79sI0y7CIiJylhC6H0pHT2HNgT9oV8V8CBVqK6gpUkrv2OmN1bWk3q/lIC+WoZngLMU0AFChJ1tRtMc2trW6qtyb3HvIeRGfX0+u/9XpkTJBYzmV/+l5jffyVu50avPrjsF+XnXdNqWyt9yQdo9+1Aam3xMtb760drR4S2nSHdVVHlSsrOux67RoupWx5Sc3NI2amD4bsAsKV149BldyCRybBFRZOy5EO6fDaXxF++In3BC3R9/2kyP36J2D8LwGJBZjJijE9pZbeTGvWoK0oRJBJM3Xq1u3+etDexakfxXZgohp9JbrdeLNvwwzHth4jIsSAsF22A9dvXs7tkN9cc2bv3517dEZfr+PXL0O7egkOtofyimwBCbku3ZQUxOze6C7s5J+62Xa/99dezAJmrtLe66iDm1K6tipK1db/yilJ6zHuE/Vc9QPThMq+icrF//Iqyrpra0ya3csf2RWrUk75oHtitNGf3QVBFox88LuQxbquoWrDx0RWsQlO8E2tsAjGFBVhSMimfekPYbtxuV3CVBkGhQGJtQWppxqHSoCneiW7zz8gsJuxqLbJmI9IACT1N2X2xxcZTct0jxBYWoC3cirz+MKraSormvNKqX66Kr53teh4J/D0nh8PBLS/eyqt3zkUu9y4DJrpoi5zMhC2EWmwtPPL2Y/znSPJMfz+YQJNdKBOB7wQY6sTpOldXsMpvfEwwfK9xNL5I4rbbxG1fT0PeIK+YFJfwcU2koU3uR4WVxGJ22lkE2hQmLq1Ju2szDqUaCQJFc+aGNaGGGvcU7PycNx9EVXEApBIaBozxijUKZfHhekYxO9YTu2sLhj6n0pg/CkP/4cTt2OC0zf2xDktiKnJDHbrdm5H4cYaxaWORNTUhKBQ09BmCrMlIVGUpdcPPImbfdvbe8iz2xDT38YHio1qPz7GvzuvvvfD3nAoKC/hhw4/8a9b9XueLQkjkZCbs7TilXInDYXf/7W8LKND2VFt77K7J32UHCNaWP1zlJPzFxwTD9xrubbwjdhvPJJ6eMSnubSskIfXR3zaga3sRgmeUcPbJhC06FmVtBZb4FNK/fTcsr7WOpk0SVGpKrnmIhn5DMfYZ0q7UN4JKjaBQEPPnFmRNemILCwDI+PotEtd8g0OtYf9dcym/bA4Nw86kcuxUABxylVc78sYGJIIdaYsZ3R/riC7bDxIJyWsWI9gdZC140ev44504NRi+7uxOgdR6oTA4bzBGk5Hi8uJj2j8Rkc6kXY4Jgp+S0b41XfxNdm1NBP6CS49Fvjnfa7SVZsXXwUI/eFxIfQy13UDnGvsOozm7N9VnXYZUgOauPY/JpOlpx3HE6Ci78l4OXXlvu1PfOCuyzsSclk3V2TMAAXVFCQp9rTt1jWtBkb7iCwCkNotXG4LUY0tKcFA3ZDxWXTJVZ1yCRCajdMZd3scr1TT16HckyDdwv4I5zISTXzAcArmz+7vGA7P+xUufvNLua4mInGiEvR0H8K//Pcgj1z6EOsgPuj1IjXrSv32X5q69qB92ZtiCpyPbKaGe29EtrY6263kc0Cl98SWcLdFwcG972qxIbVbUFSVeqWsA0j59lbTlH2NTa5GbGrzOt8uVyGwtGPoMQz9yIoaBYwKm8GnrHjyfP7S2QwY6P9Jj4+898L3Gh0sXoFaqmHbGNEDcjhM5uWmXJpTbLZfNuza3faAPba0aYwsLMGfk4IjStmtSjdu+Drm+pl0eXG1pIm63ZQgp0aiLUGNN2pMiqC2vvkgRyeSeUqOezA+fpcuHzxG/6Ue0uzeTuOEHHOpov0GcVRfMpuSf/6Hw3jcwp2dj08Qcbctu4/DZVyC3tZC48UdiC7e2ejbyilK6z72LpuQuqKsOBsw67nr+uq2rWhUgdI2BQ61BYrV4jW1D3mCvdjs6/v6eqe/4X3nODFZuXR200rGIyMlCu4TQaaeMZFM7hFBbKe0l1hYcKk2ryS7UidyQPwpVbWWbJQUCnRtsovXX97buR7dlBenfvnNMY00ibddwJd3UFhYgaYlMPZ+4XVvQbfmF5J8+R2KzoTDUIrE0+T3eNSk7g1KjcERp4Ug2d4c62l2yvHbERK9n5xqHHvMeRm6oo/v7T7fKP+eJZ8FCS2I6qsNlSKwWt1s+gCBXILU0oytY5Q4FiNuxwd2uvKKUPg9dhurgPvf4BxNKwWLi/I2Bp2C6bdot/OfDZ4KOtYjIyUDYQkhiMTOk4gDVNRVhXyxYKv/Mz+ei3bUZqb6G3GducOeFg9CDBt356UIsme17rr+UQsH6HoqNx9Qt75jGmkRKa3EJft2m5SSu+oaE1YvJ/OL1DvevYtIszEnpCDIZDrmKqPL92KJjiDq4r00NYt/sx7HHxLNn9hPYYhPZc8uzzlRHF/2T+tGT/Qb/7pv9OLa4JPbNfiykek36weOx6ZIx5fRBamkmfckHrWyAIKAt3ErsH7+SsuwjBAQM+SPpMe9hJDYrySsXujWjYIuCuO3rApbcaIu8rDxkQOn388Hk341dRORkIGybUMKaxSSsW8YVtRU8/sQn7bZFuFP5F/6Gdu927JoYBKUaZWUpUosZa0IahY99ALhcu51p/Ts7xiNSe/zBbDyhujJ31F3Yv+uvq/xBQau2PV3o0997iuRtazh8ymnEHSpC3tSAJTGDqqnXdbhPuoKVSM0m1BUlVJ1+EamrF2PKyEZqt4U87hKLmYxFb2FJTMemS3a71mcsegtLQjoOdRRR5fupmDQLQakOeyxdz8/TLR9wj1/czo2kLF2AIJFgi09l/+3PI68oJfel22nOyEFVX0316RehH/IPv3aqlQUr6Z6UyYCy/WGHFLhQb1jGP795h9UzpsHzYkYFkZOTsDUhzYEiFIbDyMxNHdryidu+Du2uzU631BYLUnMzdcPPovqMSxCUUdSMngyEXhI6GL5Zt4MRKU0imI0nnHx24Yyx79aPq434TcvJ/Gwu8Zt+dGdc8Ne2p8aZtGM9CA6Sdm1kz12vYUnLpu60c9wly/1dL5S+6QpWOmOqYuIpu3wOtvQsyqbfin7YmWGNu65gJbLDVaT88DFNyZnutlvikojdtpr0b95GUVFK9v89RuaX//Wy8YTSb0+3fNdz9MwxWD9iIntvex5bfKrbE8+WnkXFhTeiKduHXF9DyoqFXnYqFwWFBXy39nveWjKfW7atpsEj5CEU7HY7C3/5mls2/IjV0gxZWWGdLyJyIhG2JuTyYLuleDezr3+UxJTM9l3YYiZz4RvI9LVo9++goUc+jYPGHClf4FyBxu3YQPT+nbTEJaLdt4OSa/7tzu4czso277FZyIx67DHxFD7yfrv6G0lC8YRrjxeev6DbuO3r0RYWIG+oQ2Y2UTfibAz9h/tdnXtqnGmL3yHl58+pPmM65VfMIeHT1+j2w4fYkaIfNZFDM//lnpSDaS++Ab3OTAnKDnv0xa9fRsaXb+CQyRCkclR1FVScdQUKu5XY39egqD8MQP0po0GlxhEdR/nU68MOgG59L20/t4R1S4grWIn+1PHoT/2Hl9ZZo6/h3289xOt3vYZcLufwD5/w/OpvyFWquPbe/yGJ0vht1+Fw8P26Jaw6Eow9+pTTOG/MecisLQxOPgwXXhj+IIqInACErQk5YnSUXT6HvmMms/bPLe2+sKBSU3bRTdgSUzHmDUTVZPBIayYQt2MD2sKtSCzNxP/2i1d5hXBLOteMmoQ9Oo59sx9rd38jSSiecKEcEywRK4CkxYy2sABzSiYys4mG3kOQ6w/T+4mraUrObNW2Z/JWKdDUcwCSIxXdu/3gHHsZDmJ3bWkzEa2rfxmL3kJxuAJN8S4cak1IMVWhOKLoB4+nPj0H1eEylFWlSKwtpP/wEbQ0Y41JAIkMU2ZPHDFxOBRKmjOy3H2SWFsQZPJWnm5tjXGoHoz2GB3FtzxH3fgLiS0scL+rDoeDh+Y9zJM3POFOvZMy/gI+OmUUQ7N6c8fT1/PFioXudhwOBz9sXM49r93LPa/fi8li4pmb/sMLtz7P1HFTkUqlzr6IAkjkJKZdcUIANfoa/vvlGzxy3cMd64BP6hpdwUq0e7bS1L0/gkLpzAOX3ZusT19BP3A0daPORdJiblXuORBpHzxP2i9f0NB/BMW3PBfS6ltq1JOx+B1M3XpRP+ysY5rCJVQkFjOZC54lbudmDP2GUTbj3lZ58DIWvYVm304EpYra0yYjKJRkfvqyWwsou/T2gHExvna4jOdvIWXXJgTA2PtUiu942U8+Pm97k65gJTG7tyA31NLQfyR2bRyCQtGmBpv52VzktdXIrBaKb3wy4LEDrx529A+pHEtCMihUNOQOBKWa5q69EOQKtIVbQSLB2G84ICCvryF210Ya+g1325MCEa7WFEgbNeSP5IH/3s8d1YdIv/1FbOlHt9A8j1mw6mvW/7EOjVqD3WFnYK+BTD/zEpRyZcBrnnpJP9D416BERE505G0f4p8kXRJNAdxqw8GVusb7QxAUSupHTHROtp/NRVFTiWbvduwxCYDgdotta2JI++VLAGJ3bCBu+3r38cqi7eTOvRObNo69t7/kNSmkL5lP1IFC1OXFOKJiIhqgGSnitq9Dt3MLMqOeuF2baTxyb55aYsWkWaR/+y7m9Gw44sGlOHyItCUfYug10EObFNwxMoJc4RYkru0rAGlGDk2WZqQ2KyU3/aeVYIjbvg55fQ3Z7z5BQ7/hRzNeSGXoB41BU/In2qI/sEXHIG004NDGYcgfdWRB4Z1PsGLSLLLffRJj3iCvZwbezhbVg8aTsnUlDRk9sfQbAi1moqoPYep5CvUeNkVXAUGXxpax8A1smhhU1WXUjjkv6Dgb8kd5BQe3hSF/FLqtq9xalkt7mrfobU4/tJdxUhn2eY94bQt7emZecdZlTP/HNGwOW+jB4EuXwkUXhXasiMgJRoeK2kmOxGtEAte2h6H/CExZeSSsW4qstpK47etQV5QgcdhQNNQjsVr8194JQNE1D4FESvXpF7vLJ+i2rCDvtbuRNzWgrjpI7/9c77X1UzFpFqas3tT5xJ6cSBjyR1Ex6UrMqd0w9j4VabMRqVHvLF63dTWNmd2PuC/fhD1Gh9TSTNz29dT8YxoHZ/2L8svvbFVoDkEI6LhQft61NHftiTUmziteyNMlWlVXiTF3MKpaZ6kK/eDxGPuPQGptIWHjjyhrK9CUFaPbusbdvj/3e0eMjuIbn8SalNFq/L2E7A2PUzr7CeqnzKL8opsov2wONf+Yhn7oBHff4ravw9BvuLu6rqBSY8rpi6BQYereN6zg4FAQVGp3PJErF9zmz1+j8nAZZ9/zX+wx8W1uC8vlcr8CKKBDxTnnhNQ3EZETkZC34za/uxGp1Ftm3fv6fTxz039afd4ePLcxEn79DrmhDltcEsU3PkH8puVoSnaDIGBOz3HHAbXH7TZj0VsIzSZS1iwGhx0kUiyJqTQMmRAwu/KJjG7LCmJ2bASJBIdaQ9TBPUisLdjV0VgTUmjMHYx+8LiwUgL5Zgt3uW6rD+1D1mTEFpfE/tufd1/f9dz8lc6QWMzkPX09EqMBudVM3amnUznlamKKdzsXBS3msNzvw3HYcPXNtwRHZ6Ve8u1jcVZv3pv/NHUNdbyTOwhLZneiKoqpmHKtV+FFf270/t7rQFuDYtoekZOZkKXHLS/eyne/fu/1WVpiKnvL9kY8iWPpjHuwxcSjP8W5Cq4bM4XGPkOwpHQhdtcmjDl9nKlV9N6pVdpCt2k5mn07SFn1tVsAWeOSaEnteswLl0UKd7XZ3EFUTJpJ7YizMWX1QT9wjNPRQxJeSqCGvEFkLH4HRUUJuf+5HnlFqVtbMSemY4tL8koO2laxwrjt66gfNBaJXM6fd7+OKW8Qsbs2O7erWpzu91VjzyP73SeQhVDC2vMabb13rr5VTJqJQ64gek8BUqM+bO0m3Pd7ScFKrvn1O57/8nWmXHAD7/UbjrylmZQVX6IpLfTS+nydbII53UQyfZKIyIlCWI4J7377Llv3/M4/L7yBvjl9Wfv7WooO7ePO1K6tVmgdDbaMX78MbeFWGnsPRj9oHAnrvid51SJqh56Bsq4azaF9OJQqimc/HrLbdubHLxK/+Wcwm5G3mDicfxrS2Hga+wxts6BcZ+AsdvewM6o/PbKxHu1d7Wd+NhfN/p1EHdjjLJkepaXwvjdI++kLv9pKW+Pu1D7nIRSsJqX6AFbA0msAlsweONQazKldSf7lKyTmJixpWey/82WvdgMF1oI/Lax1P1ztaAu3Ims0eNUTCvUdDcU5obK2knmL3qbeqGdI78FMnzDd7QHnqqEksTQRVV5KxZSrfTQh3wKL4T03URMSOZkJ2zvObDbz/McvYLI0c8cltzH381f5zzUPtZn5N1wS1iwmYeOP1A2fiCBXkLrkA+xKNfbYRFpidej+WIc5tSs1E6ajH3J6SNeTGvVkz3sYaYuFutGTqR92ZqdsyzgroL6FBAnlU2cH3GY60eKX4GgcWEtMAsmrF1EzejItmT0Cjmko4y6xmBlw41j3383dcqk++0pnIbudG4nesQFtyZ8cPmMatadf6NVuoGq2rnZdzy9QzJKrHUEmJ6q8xEuQtrfSrAuHw8HCXxaybvsGYqNjuOa8a8hK7RZ8gCOIS4j2eO5W0TtO5KQlZCG0/9qH0RzcQ+XEK4gp3sWutGxe/OoNKmsr+eixBa0bPrL6AwH94PFhTfISi7OKqNTSjLHvUBAEtL//SnRlKUW3PkfcH+tI+flzGnsNpOzSO8JaQXZuKYajrtGx234FCa2qj3riKvu9b/ZjHdaE3GURIOzxDtZmpIJqM168g5Qd62iO1rH3sQ/cVU91W1Yg19egqq2ifOr1AB4a0NZW9qlw+np0TCR+K9e2910oLi/mnW/fpanZxLhBYzhvzHlt2kUjkYbJF5cQzT5viBgrJHLSErIQasrIQSIIWFK6YBg01r16vPe/9/Pczf6z+QZbaQaaNF3OAy1xSSgNdVSNPY+sT17GptGiObSXqgmXIKg0aPdsozF3UMBttM740QfDc/vQ0G846YveRuKwYereL+KxRv7uTbdlBTE7NzrjqvqPOCHdyv3hWx8p4+1HSfp9LfUDxnBo1n0Bt+JcY2DM6UvaT5/5LRnv7/1r73ths9lY8P377Ny6mrguPbjhoptIjk/226dwnAraQlZbSdaC5ymdcY9XufKj11tPj+duETUhkZOW0N3aJBIEmQL9oDHuPXiJxYy6ripgKnpD/igEBBJWfUXCL195HRO3fR0xOzaQuuQDdJt/8vq8JS6J2N1baM7IIuujF1BVHSRm50YkViu6rWudrr/9hqMfPC5gd8PNqtARxwqJxYymeKfT2UE4knngynto7DccqdncrvpGwfB3b4b8UTTmDnYKwRPYcO071p5OAnHb15H0+1okthYStq6kz8NX0OWjF0hYvbhVO64xyFrwPPLaarLffdKZDcGjfX+G/HBz8u0q3sX9b/yL+964n1yTkXfHX8ALA8e2EkCutuX1/utZefYlnPcta8HzyA115Lz1MPm3TSTl23dbjZ0ogEROZkIWQtVnz6Bq8izqR07ymjTkRn3AVPSCSo3u919RV5eT8vMX5Lx6NwOvHob2l68x5I9C3mjAodagOVDkPseQPwqloZaW2ASi9+/CGp+CxGaj6h+XYE7tQos6iu6v3oXMWOc+x9+POhRPIndSzU3Lidmx0Zm5oR24skK70tJ49kFVV4klMfz6RsHwd2+CylkOu37ExBMiw0Og1DtteX9VTpqJoFBii9KiMNQgb9CT+uPHASf10hn3ILNaaE7pQr97p5K44kunIFj4BrqClW43cFdfwvEwe2jew3z76/c8MP1O3u8zlGt2b0FibQl4riF/FKrDh5AeCfz1xFfYBivh7fnv0hn3YItLQl1ejNRkJP3bd90JZEVE/gqELITqxkxpNcEZ8kdhi4kPuvounXEP5rQsmnrmE7trEwA9P/gPsroqSq57hKaeA6iYcrX7eFdNoMZ+w2jq3g+HTIYlNROHLhGJIJBYsIqYP38j+YePyXnz387gTD8/6lDccF3naQ4WuaPq2yLgKlYqx9S9n9f13PWNdOHXNwpGuC7GkaCt1bvv94FqQAUTAoJKTdUFs/njtZ8wDDkdc3IGNk00taedi27rKr8alD0xjeIbnyRxwzIkNispvyxEVVeJtLkJ7Z5trQJiQx27x/7vcUblj+K+GffQrXgHacs+QqGvIXHd0oDnugJhkSvc71KoCyTPdzhu+zoUNRXkvPlvBKWa/bc/z57bX0JQqqnvO5IIxoiLiBx3OhRlarC3IEnPCrr6tiemsf/Olzh02Ryvz/OeuxlBqXYnzPTElcrHERWNxG4HqYyo8hKkLRYkggOQIm9scCc1bW/8hDuOZMo1GPsNx9B/eJvbJP4EniszgH7QUS3INfkAx0RgRCJWKxhtbWP5fl8xaZa7mF+wJKC+/XbZCht75FM19UZ2Pf0Fli49QRC8SrdLLEerkgIUznkVe3QcRTc/617ENOYOwpA/0qsvofDsh8/Rv0d/zhl5NnBEQzvnCloSUtvMdqAfPJ7G3EGA4LYRtbVAciVVdVUVNuSPImb3FmSNTk9FgJZe+Wx/eQkNoyd5vWciIic77U5gCrD30F6++/V77ph+e/CLHJlYUj95GbWxHgCHQsnBqx8KGp/jSm4qsbYAAthtRO3bgVpfy4GLbyZlww9hF7oL1XgcPO7kqEeVZyE4z3605ZTRWZ5SHS3GF4i2PMmCfe/ptOGZJ9DlhOJZmC6Qg4Ur3siSkIYtPhkQOsUR45XP5pIcl8QVZ1/R7jbayiLR9vHrUFSUkvbjJ1ScO4uaNvoixgmJnMx0SBOqqqsmITYh4Pdum0vBSrSFW1Famt3fCXIlEltL0PZ9NSKHNp6yax9m311zsWbl+tWi/F3f1yEilIj0QMf5rmLdWz3fvut1rYa8wairDrrLPHvSnoJ1bdHZ0fRtbWP5+95tFzI3+d3ujNu+DktCujvXnOs+/DlYuLc2j6Rs6gxHjLcWzSNaHe1XAIWqabq1GrUmYBYJX/y9dwm/rcCmiSF2d+tyKZ2t9YqIHEs6JIRq9IdJikts9aOQ1VbS44Xb6PHktWT/70EUB4vcmQ/sUTFYdUkYBox2lmrwwHOLJVwnA38E8iILZpNwTRitavME+OFXjZ2KuvIAlvgUL+eG2MICd6ZvXzpDYASb7GS1lXSfe1dIaXEiScbid9Ds24m6bL9fb0ZD/ihs8cle2bqDOVh43qPncZ6OB+3lg6UfYmmxcP351/n9PtSFQ9z2dUgtzQhyZVhJT33fu303PIklrRuGgaNbvXOdsYgRETledEgI1RpqSY5PafWjyPrgGaILt6I9VAQOOxnLPqKh1wCMA07j0Mx72f34xzR1yyN94RsoSve424vbvg7tnq2tvO08U93rtqxAatSHtBL0dYuNX78MXcFKZ9XW7euCnu87qQf64aeuXoQ5rRuxf/4GEgkSs4nMz+bSmNkDdXkxkubGVtc51o4FLjffrAUvdqidUFbgnseYuvVCUKpozurt937DGYdg1w7kBBEqX/z8BVV1Vdx2SeAEtqEuHNo6rq2Cfa4xsR2xtWoO7GnlDSfmkBP5K9EhIVRff5ieZftalVbQDxyL1GZxH2dTqsl690kS13xDzB/ryP6/R0n76VPkpkbynr+Z3o9cibyitM0tFpcg8FdqwB++brHawq1o92xrdX4ok2ugH37lhOnIzCYOXHoHxn7D0RTvInbbr3T7+EWkVgvafTuO2Yo1kCZ54JLbkAgCBy65Jew2PSfNtlbgLhuPK7Fs/bCzqBl/IfXDzmz3PbkIdu1QHQ/8Pefvfv2eP0sLueeKu4OeG04S2GDHhS0wjySh9bwHpz2xczKAi4gca9othCQWM5adm8jf9BMZC99AYj0qdOpHTcIal+j+W24xEbtrE9rdv5Gwfimxf6zHEpOIQ65EkMmR11fTY94jQbdiPPfaKybNDHkl6Jp4GvIGe2Wb9tSQQsnIHWhyiSneRUO/YaSu/sbZH7kcJGBNTA/JZhEoPqQ96ApWkrjmGxJXL/aKU9GW7aNm3Ploy/aH3Wb6t+8QvXc72f/3WJt1nHxtPMEmZInFTMIvX9H95TtC2iYMtvr3LEseDF9B9stvK1m/fT0PXfPvNq/v2W9/zyjQAsCXcDz1/HldiltxIn812i2E4jf9iLS+moRD+9Hu+d0dk+GiauIVOAIGNAjIWszsfO5rqiZfhbUN11epUU/Omw8ir6tEU1qIoAw+uXlOEq4fbWzhVupHTKR+5EQcMTovDcnXOO6vnUAY8kehqq3EkpBG/KblYLfREp+CKSuXhtwBaEr/9CoC54tvfEiHJxiHA7mxDom1xa3FGHP64lBp3NU+w8HUNRep2YQtRueuZBtoBe7PxhOIuO3rSFnxJerKgyFtE0ZiC9MlyL6yWrjj5Tls2r2ZJ2Y/HlYbgQJNMxa9Rczuza1+B74EE5jBskn43oO4FSfyV6HdLtpdPnyWW1Z/y4faOPQDTsOc1Zuo0j8RZDJM2X3R7tlG4tpv/bblQEZNdm9SSnZil8go/Nc8WnrlB7x2l/efQrdtLbYYHTXjLnC780LrHHS6gpVo92ylMXcw9SMnttu1+GhizUrKp84OKXmmdvdmYnZvRpDKaeo1AFVFMdElu6k79R8cvP7RoOe6JpWOJFeVWMxkLHwDqdlEY5+haA78iVxfi02XTFOPfiG7cMsrSunx5r+pGT2Z+hETidu5EYm1BUGuQD94vN+S3O3pa/z6Jei2rqV05r2t8qJFGpvNxv8tfoc/Swvp36M/V02a6S61EA7+3hf3u1J9CFNOP7/JUr3P93bPd7n5mzK6I7XbfIrvte3KL7poi5zMhCyECt5a4/VDSF76IXO+/B/vp3Rh792vkvbTZ8T+vhYEsKR0pSUpjaQVX7Zqx6FSY9fEoqivdn9mi01kx9ylrTt35EeYuGIhUWX7MHXpSd3pF7WaAGJ2bgSbDSEqGmxWpDYrxr5DvWJSwsU3LiVYmQKXEJSam4jf/DPmlC6YeuST8fmryMwmrHFJ7Hrhm3b3Jdx+uyZJz6qlglIdsoDr/fAVqCpLsWt1HLr8rlalMqL3/eEWbid6Ndqquire+OpNjE0NXDBuKmMGjol4nFZbCx1P/MVzZX421zmeMfE05Q50txNqmYzBSdVw0UUdvg8RkeNByEvBuO3rvX4Isbt/Q4KAqqGGrA+e5cCld6A+tB/BYcfY51Rs2jjUCg1aq8l9TktcIlKbDUtsIrL6w0gREIC91zwU4JrOrY/6YWcg/K6hdMZdrVbMhvxRSKxWoot3Im0yoKw/THOXXugHjXNPNq7CaA15g4nbsQFonbnbd1JyxaV4aimB+qjdsxUEaOw9mJp/TMOQP5KkFV8gtVoBCfsC3F9n4OlJKKjUXkIi1IDOxm65KGsqMaV29YrfcY1FQ94gt3ALRmcE5YbK5t1b+HT5p2jUGm684AYykzOd/dmywrlVaWlu9U63F88xbwvPcXRRMWmW3xLnhvxRR4K1Le5sE77EbV8HvaM7fA8iIseLkG1CkuZGt9FVYjE7s2mr1LTEJmLT6kj9ZSHW+CRa0rph0yWBTA49+rrPd0ikODQxmLt0J7qyBOmRyEWJRErin795X8vDmcCu1VE/chL7b3/eSwC57B2SFjP1IydSdtFNOKLjaEnKwNS9r1eiSJc3XPqSD/y6gOsKVhKzc2MrV9hQ7BANeYMR5CqaevTH0G84rojMlBULkVpbQColc/mnxySwMFJBjOXTb6d23FRKbvoPgkrtIUycK/T2OgJ0Ng6Hgw+XLuCOl+ew7o/1PHXjkzwx+3EykzO9+oNEctzsKp7vlOt5BUtfJcgVboHpD0P+KCgtPQY9FxHpHEIWQto920j89Xt0Baucqy+JFEt6DtWTZuKIjsGcnoWytgpJk5H4jctpyB1I7WmTaE7PAbkCa2I6LcmZ1J02mboBY3GoNYCExuy+VE6Y5nUtT2eCQELA19VVUKkpu+gmGk45ze1N5M4Nd8QbrmLSzMAeaz6usBDapB5bWEBzZg6OKC2xhQXuSXfPLc/REp9EU04fjHmDiN+0vMMBlW0RqUnfV8gEK1EQjGNlRDc0Gnh6/n+YM/duEuMSeOXOl7h9+q2old7vjas/+kHjvOLOOnOBEOwd8n1e/jwl2/JIFFRqeCx4PjsRkROZkG1CVeMvQLt3O4fPmEbdqEnEbV/PPzcs438jJiI7UpJBYjaR9t172GITaOp5CmWXzzlS6vptkEDF+dfjiNG599AlVgtSS3OrPe9Q9tidxtzWWxjtGgQ/1/OX16ytc6G1Y4HbaeGIgApmR+no9lU4tolw281YNI+W2ESUDbVtOmocK/4s+ZN3v38PCRKumXwNeVm5IZ3nGmfXtlxn5duDUHIIrveyAbkcHCSCgDmla1B7pAvRMUHkZCZ0F22FCrsmBnVFydE9cKnMa3UZVXUAa2wSioZ6mrv2Ao4WeCubcY9bWLjO1w8eH2SVF1w2eq7W/WZiDiOzgr9tt0Cu28HOFVRqGvIGkbHoLWS1le4MDYb8kZSfd23Q+JBQ45XCvY9I4LKPKRtqw6qN1FZ2gPbyZ8mf3P7ynXyzZjH/vvpBnr35mZAFEHhsy9H523KhpolyxcGpqg8hazYhMZtQ1QV/90RE/gqELIQq/3Exph75VEy5BnBOmoraCvckK6jUVEyahalnfyrOvy6kKPlAk6Z7+2fhG36D/wLFArkmx3AzK/jDkD8Ke0wcpm69kLT4F2r+tlpc24RZC17wsj+1ZUcJVei1RaSTW7raA8KqjSSxmMl+9wkUddXtTqcTCIVCSZw2lvuuvJdYTWzY57sXToPHdXr6pFAXBvHrlpC65APMyV0w9h1KY79hIcVbAWAytX2MiMgJSshCqNvnrzl/FErntoF03VJiTEYvI78jRkfZ5XOoGzOlw0GFqsOHiDpUhHb3Fr+BgZ4ag+9q09cWFCwINdCk7TIKy5oayH73SeT1Na2Emm7TcpJWfuVVntwVEX/gkltxKFQ09sz3yl3nKVQ9rx1OoGcwIu0M4GkPgtBrI8VtX4cxbzDSlpaQ6/iESo/M7lhtNsoOl7Xr/GOduy8UdNtWI22xEPfHWgSFAv2gwLFGrVjaOrxBRORkIWSb0MELZqMtKcTQdyjxv69hXbc+fLtrI3dPuISGPkNI++mzDgcvetpD4tcvQ7t7Cw51NOUX/dM7MLC+BtXhQ5hy+nq5WoeC7x59oD17V/yPpngXLfGpKBvqqJh0JbGFW2nIG0RsYQHa7euJ3bMNsy6JlvRsmnL6oh92pt8YD894JkdUtLMCJ0TcJhFpu5A7XioxLahtLBL9kBr1ZCx6CwQov+CGoO9SXUMdT7//H1647fmQ2j7RkdVWkrXgRQynjACJNGhNK19OvaQfaDTHsLciIpEjZCFUP2A08iYDipoqZBYTSxwOtqV04YY+pyIRhDaN7q0u7CN0fCdtf5OY1Kgn/dt3MHXLA5m8XRO4b7vBMia4HC4EudLr+4Q1i0nY+CMt8aloSnaDw47EIWDTxqKsqcSujqIxpw9NfYdhGDDaI0ZpozOeqdmEIJPR2Htwq7aDjdHxorMcHnzJ/GyuM+AZCQ0DxrT5Lv1n/jNMGnUOA3oN6LQ+HSu8Y9q2ugWQvL4GVV3wrB2iY4LIyUzocUJ2OzKTEaG5kWXmJua2NBNTtg9ZYz2mbrlhlU+G1ttGvltq/rZM0pfMR240oCkrbsOpwaPfPk4K4L2lFGhrxtedV1Cp3YZ2zZ5tKGqrsctkVE28HFPXXCTWZpTlxSj01agrS0n4fR2aA0VHbEQ1ztx1R+KZjH2HuusrBdsWOlGSVR6r7auKSbMw9hlKQ58hIb1Ld152B/+3+N1O7VOkaCtRrWdYQlNyJn0eugxTXDKqusqwnEFERE42QtaEpiSkImuoQ2G3MQg4D7hZIuXLfiM4eMszYU9Q/jWS4Kt+l1t25YRpxBTvCklDcGk06qqDmFO7BtSc/F1fWbSd3NfvoWTqDWR//SbNqd2wJ6QgMxmR2Ow0Z2Rh6nkKqUs+QNpiQVl9CJdXX83oyTTlDkJRV0XSmsU0HsnirR84ltjCgpD6fqw0kJOZtxbNIzs9h4nDO14uItJ4vlMuIWPX6gCh1Raw57Pu89BlyExG7JpYdj/xsd93wLUr0JyeQ87EfLj88uNzkyIiHST0OKHTJpG07qgB1KGMYknvwbyj1vDIP58K/YJ+JvtQY3JchJJTy/t6652F7HZsBAS/diR/bfa//WykzU1Ij5SpcChUWDJyqDntXNSHy7CkdMGujUNibkK3dS1VQ/5BzwXPUXjTM5gHjEJiMZP7zA0oaquQ2q2YsvvQ3C03qDCMJOFs550oW3/h4nA4uOXFW3njnv8CJ9Z9eL5Tzu210BLVKkr30Ou/91N08zNYj7ieSyxmdJuWozm4h4op15K+ZD6afTuRNTcSfe4Z8Oabx/TeREQiRchCyBqlRWpucv9ti0uk4tyreeDwIQblDuQfQ/4R/EJBAgTdzgZ1VSF5h7VXQ2jLCQGJBEO/4W5NRXGgiN4v345VGYXKcBibJpaG/JEojfXUjZjoLE8u+BdqLhSle+j12t0Yew6gqfdgkMkQ5KqgmZaD33foE6x/O5v/88MR7Cca36z+Bn2jgVmTZh7X+/Ad30hqsrotK0ha+RUSsxl7jI7SGXeT9sMnNGdkkTPxFLjssgjdhYjIsSVkm5BNHQWAoFBhV2uQWppJWvsdd156B1/8spAGU0PQ84MFCIbrniyo1G7DbajxMK5gQIdK08qOFLd9HVJLM3DE7lTvdP9u6ZXP9peXUDX1WpqzelN91qXImxtpSUxDUCidLtyNDe50Nv72+lM2LKWp10Ac8Sk4tHFI7Hbnue2YlDxtRP5cvn3xtbMFszGdzHVqzh97Ppt3bcZmsx3X+/Ad30ja0gz5o6gdcTb26BiMeYOIKd5N2eV3Ujf+QlEAiZzUhKwJ2RRKQIItOhahuRFli5mqwWfQPPJMdqRl8fJX/+PF21442nA7V4WhrvbDXfH6Hi816slY/P/tnXdg02X6wD/f7KZNmnQPoJRVVhlVkCngQjlRFNcpLjy5Oz1cqKc/1znPrbhOOfc4D9fhQkREQC2rlj1aKLSF7pG0adPs/P4ICUmbpOmi9O77+YeSfL/v933fJM/zPs/7vM/zFpakdKJKDyA31tCQMwOJ1YKmYBtH5i0i4+3HiSk7QMGfnsCSPcnn1vNGLwEB4cv+vn6vkjRljiRlzacdLqcQem42+trW7N4MgoBp1GkRzcF/8x7Tlj1b2LD9Z+68aklE10vrKsl4+1EEoHjhA91Sz6gnwuODua5bP0OMjhPpy0SshBqHjkVRV4k1ZQAx+/J8rx+96k6UdZU8JZWhL9zO1dPPxzDxnICN2I64RSJVLh39wbe+Pn35UtRFe1DUVyK4nDiVamwJaSBIaBx5KnGbVxNVvM9zs0RGzTmXU3nW5W0CIkLljgs3fm8Rs3DnqtpTxoLV4inh7aZd197JtE/Sk9z2wh08f+uzSCTtG/iDnluMdq8ne3vjyAkcWrK0p7vXYcK5j/0/T1EJifRlInbHtQzIonLuQuonn+t7zQ2+0tYPHilkc0kBzd++hy5/vc8t0pg1vkNpZCJ1p4RzdQRzi7W+vmLOtbSkZ9KiT8KhisGmS8Cu0WPXxKIp2Mah6+7DkpgKgoSm/kN9qXikTQ0BGbH9a8n4lztoyJ4SsqR26wzg0DbPWnvh2W6lyleuvD3FcrKEevc0oweP5tedvwa8Fiojhi0+FZdUhlsmw5bQs1VdQyFYLSR89yEjl8yl37KH2uTYC/Vb+F/5PEX+N+hAKYdtRJXsJ2b/NloSUkAioercBZTPW4QzJhZ7jI63JAJ3G2sQHLZjd7mJ3b0p6A8mmHBoXbems4T6kfoLepdGh1ulRtnUiIAbS/9hmLIn44zW0jhqItE1ZRQ8upzim/7O4cVP4dAlUrLgTpwxOtSlhW2UiC5/HZrdmz3WCcfS/sg9tWB029YHjNWb2sd7FkZaV8nwR69HXn3U12Z37m305f2ejnDZWZfw3cZVAa95vwu6/PXE/fQFg164DWldJeXzb6J++vnUTjuf8ov/3Cv9jd2VS+rK91EYa4n/bV2bHHvtnWH7b/88Rf43iPywqt2GsqYcdcl+5HYbltRB2JL7kf7Zq0QX5BFzaB96RRQqJOjy1qLfshppUwOCw46q6giNWeMD2gumKPwFRleScIb6kba2QCrmXEvjyAk0jpxAxdzrMebMwJw5Emd0rE8RGk+dhTM+hbLLF+OMT8F46ixfRuzKsy4N7GezibTP/4G8pBBd3lqa0gcTu+MXJC1NAWNtncw048NncKhiUB8p8immSDe1I0lY6g3k0OWvCxvI0NfRqrXY7LaA17zfBXCTvPpjNPvzGfjO47gVKppGnEr5Zbf48iG2lyi3u2nInkLF767Bpk+k7tSZER/2bp19m88/75H+iYicCCLeE2ruP4y6U2aS/OOnWHRJyOxWFFUlPi1mTUjHmpDCDcX7+ViupCU1A2tGFubUgUSXFNA0PAfDpNnHHxyihk+4OkNhBxJm38P7nn+QQLC9mM4EO8hrK9Ds2YwtPgXtrk0IuHFL5VTNuZrYHb/gVEXj0OhoHjY+pIXnzRsWrHx5JH2IpM+6vLUdDmToizz27hNcfd4CMpIHBLwuWC0Me/R6lHVVNA0aSf2si33zJmkxEbdpNfWTZlM/fa7vnr4Qtq7LW8vgMXpYtKi3uyIi0ikitoRMI04hbusaJHYb6tqjKOvKA26Wm+pBofLkkbM2oy4rQtJsQp+/DmVlCdH7fyPu5698K/FgK/326gx1pEpl6/dkhlpSvv8X5gFDcSuCWxeRujn8q15qCvJR1pSjKdxO46gJOLTxHLj5SZwxOkoW3OVxu81dGNaqccantClfHu65/uP373O4+TFljkRhqMY8YNh/tRvn92dfwcfffxzwmncRUnTzkzQNP4WShfcHzJu69ACCw07UkQMB9/UFt1dD9hRISOjtboiIdJqIlZAlLROHW4LEakZiMWOJCxSYzckZOKJicMRosatjcQsSNHs3I68uQ95oQFVZQtL3/yL+56/Q5a9v076/AA1XZ6i1ovFXCKECIRqyp6Csr0RqMQeUnmjvuaGEun+er5IFd2FNTMOUNZ6KC2+k6nfX4EgZQGPWeFLWLKfyrEvRFuSHdOl0xOUTbPz+fQ5XhjtlzXIcag2q6rIejZDraRdWewxOH0StsTbgNe+8aYr3Y5h4JtrC7cDxHILlF9yAedBoX60sLydjyQcv/nWeuPji3u2MiEgXiFgJRZUeIKby8PH/1xzFLZH6/q8yVqE5uAO3IMEVHYPUakHWZERmMWOLT6ElLgV5fTXqQ/vQb/hPm0igSCJ+gq1M/RWC8dRZaI+V0W4tqMvnLcI0wpM4NNj9oSyoYO/590NzeC8Np8yiadQkNIf3+q73L24Xqn3BaiHt81fR7sgNqpgjGX/r90MlvGwdDNET+Go9GTpfHbY7kMlkmC3HC715IxVjt/5IxpsPk/rZP8h85S7fd7C9goMnI2KEnMh/CxErIVVVKS7V8ZolLXHJ4FVCEgkyczM2TRwIAk0DsnAqlLSkD8HcfzANYyaj2/8b0pZmJPYW1JWlbSKBInF9BFuZhipo19o95VaqMEyejWHS7LD3h+uTN7pOsFl8/fAPRffPyOAV+t6IOlPmiDalrmN35SK1tKAwVIHQ/mfQ3srcq2yDVT/tqKDtjEUTuysXa3xqr5elPmfi2Xz20/HNem+kYuyuX8HlRFFfgbKmstsrvp5I+oKrUEQkEiJWQvWTZlNw+1IcGj3NmaNxxaXg0Og8yTjVWlqSByBvMuKKiiamtABntBaHRo8tNRPd1h+RmgwgCNii9ZjTMqk869KA9jvr+mh9X2v3VCj3nVe4hntu6/eCne/xXqMtyPek/hE8wtitUFF2+WLcChXRRTtJ/eot1If2kPr18dIDDdlTMI2YQN208zGOn9GhcYebj3CRcJEql86stBuyp+DQdb06bFeZmTOTXQd3BbzmiUS7DpdKTf2oCQh2K1atPuw89LZrMRwns6tQRKQjRK6Eps/FNjSbfQ+9hzM6BmtcMi2pGVSfexXlF9yA3NJE05AxSMxNSJsbkVpakFrNaPZuQWqqR5BIcSnVWDOG0Th+BilrPumWfZJwhHPftSdcg/Wh8qzLkVrMbRSo/7M4VuDP237aV2+hLtqDqqIEVXkxNm1cu9ZZV4ndlUtM4bY2+1/e9yIZf7C5a32gtjUni2D0ZkxwuVy+19xKFdXzbmTnP9Yhk6twy2QkbPwu7DyILi8RkZ4nYiXkJf2TV9Du3YJ+yw/EHN5HVHEBrphYGkdMwKnRgUTAJZEhM9URdWgv0sZ6ZBYrDrWGpswsiq+715dlIZSF0l0//kjcd6HQ5a9DuzOXtM9f8ykizeG9NIydiubwvpDPahg9KeBclCcaT4ms2YRDHUPcsbDfnhRsDdlTaBqW02b/y/teJNF0IYsKtrIEe4LuWISMzBzBLzt+CfpeyYK7sKZkUDNrfth5EF1eIiI9T4eVUOzeLeByIbhdSCxmYvdsonHYOJpGTsTcfyjOKA3ypgZwu5E47ciaGpAbq5Eba7BrE3HGp3j2LfSJIS2Unvzxd2S1rqiv9IyxVfXXcKmItAX5WJL7oy3YBoBh4jnUzryYg395EmvaYIr++GiHx9YRoSyrKGHYI9eS/M3bmDKG+8Ypratk0NIlSJqMYd2V4ehIcENXFEl3LEIuPeNSVm36Puh7zvgUDt3+AnWzLg47DyeDZXcyuwRFRLqDiJWQt0R21TlX4IiOpTljJDZ9Iub0wWS8/xSa3bmkf/wiioZ6XH5Rc/7E7tkUMgTbX/EEe/9E/Bj93U3GnJnUTZtL04gJPoXhv/8TKhVR63IR3nscqRkcuvUZHKkZHRJssooSRjzwe5RHiyISyoOXPUhU5RFUlSUMfuMB3+sZHz6DrKGejA+f873WUWXfkeCGriiS7liExKhjsDvsJ+x5PYXoEhT5bydiJSRtaiBtxTK0BfmUX34LB+99ncp5NyJxu7HHaInd/gumlmY0JgOm4Tm4lFG4WrVhHjiCzNfvC7qn0N6qM9yPUWIy0v+tR8l64CpkFSWRDqkN/u6mcAlCwyWWlFhbOl0vyIu/wh287EFwOojP/S6kkPS/vmjRI9h0cdi1euqm/s53TcmCu3DEJlCy4Hipg87UZYqUrgh2/6SwXVl4xGnjKIng+3AyWDyhOJkVpIhIdxCxEores5WEdf9BqK8l6sgBj+ByOjFMOBPkSpwyBfUyGTJ9IipDFYaRk7An98ctSHHLlTRljkbRUIe0qSEgQixSwrnCUle+58nMUFvG4GUPdbhtL5G6m0JZaoLdhksmD5o5uyP4K9yiRY/g1MZTePsL7SpoXf56YsqK2P+3Dym76m7qTr/Qd02orAxdXWmHslA7K9g7szcYqg9Xnnslj7/3BEVlhzrUh87SUWs90rx/J6uCFBHpDiJWQvodG8DlJrrmCJWzr/QJ3OiDO4nd8Ssym4VaZRT6JiPWuBQ0Rw8g2G0Ibic2XQItQ0ZTM30uUquZlrTMDnc0nCusYs61GE6ZhTWhH0WLHvbtf0jrKjv0jK4cWozdlYu0uRH9b+uQNjWGDQtvj4bsKSiLdjHw1b+S+t4THLjjRRypGWGv9ybp9D+4G4ng6upKW79lNQlrPyXtk5e6xZoKtTfYmZRNGckDePG2F3j323d59O3HsDlsbe7tTjqq0EVXm4hIB5TQq9lTcEWp2Xf7UjSH9yKxtqAuO4Sq6uix8zECDRIpSn0SSkMNhbe/gKzZhFsiQ2oxUz7/JlwxsTQPHoNbqW7/gbSfK82LS6PjyML7KXj0QxypGWR8+AxyQw1DXr67W7JGhyo74V9euzErB13ej0QX5BNVvI+G7Mm+PSbdlh8ChI1gtRD381f0++i5kOHOSb98A0B8wbaw0WiC1YJ+y2pi9m1BsJiDli8PR1dX2urSA8iNtUSVHQqaLqijhNob7GxpcrVKzaOLHmHejHnc8eISPv/piy71L9K+98T1IiL/jUScRfsvl/6F/P2/MXvSbKIEKRU7fqEIcNYcRWoygkTAoEvCWVPGU/e8gTopHcWBXQx75W4K//I0tqHZQTNnt+mQXzbsUNVJ26sUKq2rZMgr92BOSEXZZMTSbyhll9zUaUEbLJty66zUgt3KgPeeQLBZQZCw+7F/k7xhBTJjneeA77BxvnHr8taSsO4LBJsN8+Bsyi5fHDC2tBVv4K6qIGnbWuqycii7+cmQ1pkuby0JP32B3FCFXZ9M7az5QTM+tzdnnUViMnrcq04H1tSBOHSJPZJxOnTW9Y6N6f3vPmDr3jxuu+JWBqcP6vZ+9gZiZVWRvkzESui3d7ficrlYvuYTBEFgUFomQ/oPIV6pDhAEJVWlPPnek1xz3tWcZ23pcCp8f4Hv2TRvq7SCKYXWAkmwWkj/7DVUZQexJaTROGZqh4Wjt83GrBy0BdvaCED/8tq6/HUkrP430cV7AQkt/QZx4O7XSF35ga90hH97uu0/E3XkABVzFwYoGF3eWmTGWpR1Vb7MA4LVgi5/HQDGnJlt9qL0W35AXbwP88ARGCaeHVQg91RZgnBz1NN0dkxmi5m/v/8kCpmCv15zNwqZogd72fOISkikL9MhJRSMYILA5XLxxPtPEiWV8XDWKZjGTo1YMEVuLQVeE0ox6fLXgwDG8TM6LBwjFXJeJRF9cCexeWuQNzXSOGQsh+59I2R7jVnjSV35HhVzrg1QQqHGptmzGdxgGj2pU0rE225j1ni0BfmdtohaK/verLkTyXclHLuKdvPGf95g1imzmD+r72aiFpWQSF+my0rouEXgbrNKX7P1R/6z/j88uPABkuOSI+9UJ9wsXRVI7bUJhOyTVxC7pTL0G1eiqiilMXsSZZcuRrd9A+rSA5RfcANuhcrXXtqKNzyuOl1igDsuVD+6okyD9bUzSsPrKrTGpeLQe9xuPTHvJ5r3Vr5P3r7fToiLLpxV21lEJSTSl+myEoLwgq2+sZ6H/vkw55x2NnOnnR9Rp07Gipbh+uQVxILdimbfVtTF+zEPHIEzWkvUkUIEiwWnRsfhPz3mEzoSkzHAVddVIlXcXVEarV2Fgs0S1JrrbN96kxPlouuJCreiEhLpy3Q4bU8wwkX5xGnjeHnJUkqPFvHo3/+Is7mpS+21RmIykvHiEsbdMJmovHWd6X5EtO5TQHSczQK4aRw2DpcqmppZ8zENG0dL2kCMY6cjcVgxDRkdENkVSTh4qLDkYK9HGu4bKhoukjDy1lmyI80l1xdCkf2j6G5/8Q6++vnrDt3fXnJXLw3ZU2gankPTsXLvIiL/63SLJRT2AcdWwYLdRn7pAZ7d+Su3/ukRhvUf1qn2WpO+fCmJqz7yPo3t72zulnbbw7eidTmRm4w0jpyIsr7SU9rC78yOquoI1vgUVBXF4HZjzhyBYeI5EVkEoayv0IEZkVs4ra2T+J8+J/Gnz6mZdQl1Ee6PRGrN9UWX3Qv/fpEoRRR/uviPEV2fvnypz71aPu/GE2r5iZaQSF+mWyyhcMTuykVmrCX68F5yBgzj+Xve4K2v3uadb9/rUDv+K3X/vyvPuhyOpe53qqJ7YghB+9GY5clS7ZJIkLSYUFaWUDHnGtxSGTEF+ZgyR+JSqrHEJaPdtRGhpRndtg3E5a6M2CIIZRGGthQjWk8Aba0T3bafPcpi+88RtxHp4d6+eOr/9ituQ6lQ8MxHz0Z0vX+2jb5g+YmInCz0uBJqyJ6Csq4SS2I/3HIFSk0sT//hb+grS7jzxTsCyjCHw/+H7f+35vBeKmdfhSsqhoI7lra5r7sTn/qXEzdMmo0gVyK43CCV4tLoUJcWElW8j4z3nwLc6H9bi/pIIdGl+3Eq1bhkyojdMKGEd7DX43K/Je3TV8i+ZTaKA7taN9WG1oqs+Np7sKYNpuSav0Y+Gf/lXH/+9QxMzeShNx9u91p/hSweQhURiZwed8dBW3eM1510wG7n/u3rSdQnMX7oWKaOmUqiPrHdNoCgfwdbaes3riKmYBtNw3MwTJodYV8DXSn+r7V+nvewZkv/IRgmnoN+y2qSfvg3zf2H0TR6MnG536KoqaBxaDbE6Nu4rrpr037w87ehObbydmjj2L30u063JRLImq0/8v2m73nq5id9BfNOJkR3nEhf5oQooTYPbaWU6hvryd21kW0F2zC1mBAQcOMmThPHqSNOZdKo04hRxwRpo33hrd+4ipjC7TQNG49hcvtKKFR2hHCRcf3feQzd9p+p+N311J5zRcAhVk8EWeh9E/3GVcTs24pbGR00q4PEZCRtxRvghvKL/hjS9SWtqyTzjQdRlRdTeOtz2IZmtzvWSOkL0W09zdZ9eby/8n2eu/XZk+5wq6iERPoyHVJCno3o9kNyu9QhP4FXbKxm486N7Dm8B6vd6rumX2I/zpApmKyNQ6pLCJumpqMn+UOnhwlubeny1jLgzYeR2K04onXsffzfpK58j8qzLkdzeO+x54c+HKrfuIr4X77BFp8SNKtD+vKlaHf8Agg0jp3e7pminuBkDJnvDfYX7+fF5Ut5dvEzbRZFvYmohET6Mh1SQv4RQF0VhqEUWnsCz+Vysb9kPxu3/0zJ3q3YtHG4JAISQcKw/kOZNHoSwzOGE5e/7oQITsFqIeX9p0jO/ZbqCecQZWnCGRWNxGLGrk/CrVDSkpYZsh/hDqJ6k5NGF+3BJZVSMW9RG+XfE1ZKsBRIkUa3dWd/TkYLrKymjIffeoQn/vQ4CbqEHn9eews/wWohJ6Ea5s/v8b6IiPQEnbCEuueAZSiF1lrgRSqIbA4b+fu3sWXvFspqyhBcLmQNdQjxKYwaMoapY6bQP7l/l/ocDMFqYeyfTg94rSWpH7XnXoW69ADNg0bhliuCZpQIHHPbMUZigfSElaLfuArNvq04VdGUz+9Y4tfu7E9PjK07FFt9Yz33vHYv911/HxnJA7qlX6Fob+Gny1vL4DF6WLSoR/shItJT9MqeEASeMRFsFjI+fIaSBXe1KbrWVUHUaG5k8+7N/LY/H4PJ4Htdo9Ywbtg4po2Ziq4LClW/cRUZyx5s83rRlXeira+kYs416PN+JHHt59ScEfwMzvFMBJWUz1vkKV3w9btkfvEa1aedS8X1/9ehPHpdRb9xFfG/foNVn4xp7LQOzXu4/kjrKkN+zh1tq7N0l2IzW8wseeku/nLJTYwaNKpb+haM9hZ+gtVCTmINXNx3c9+J/G8TsRIq+stTQVeP3bGyHPTCbSgrS7GmDOTQ7c8Hab/7DzpW1Vfx685cdhzcicXaAoAbN8n6ZCaMOJWJIyaiUrX/PP3GVaS/9Tgyp7XVOwJHrr0Hl0pN8jfvoqironlgFnVnXtpmrjw52ZZhjUvBoU+kIXtygHW1/Z0t3TLmSOnOXHX+DFq6BFlDPY7YBA7d+kyX+9iZ7113fp9sDht3vnQ3vz/7cib3Yji2uCck0peJWAkVX/d/QVeP3bGyjPvpC5J++pzqMy6hfuZFnWqjuygqO0Tuzlw+Xfsp/3r4o3Y3oAWrhdSPniGpVZqXoivvRGU1k/rte5j1KagbqzFnjMAw4UzfXPlbBq4YnU84xu7KJe7r99CW7qN6wjmU3/RYTw6503RUEXjG+xwlC5ZEZAmF42QJlnC5XNz7j/9jZs5Mzpt8bq/0QVRCIn2ZDlhCTwddPXbHyvJkS+tisVi4b9n9PHdLZKflx90wGVxOAJriU4ipq6R66vkkbVqF2+3GrVBSN/0CKmdfSeyuXHTbNlB6xe0MXvYgbjc49EkBlkHrWkUnw5wEQ5e3FpmhFmX9cTfiieJk+848+vZjDMsYxuVnXtbmve4KsJCYjKR99RbmAUMDUj+JSkikLxPxybtQaVe6IyVLZ9ro7kwI/u2+8epfuf7s30f0fGldJcZRkwGBAwsfJKa+CoCkX7/BptEj4KbynKsw9x9K2uf/oN/yl5DVVTN42UPUnzoLQRAoWbAkoE0Aw6TZGCbPPl7UrgfG2h7tPbchewrK+kqs8SknPEVNR74zJ2L+Hlh4P+U15Sz78s0273VXGp+0r95Cs3sjSd9/7HGXioj8F3DyHf9uB69A0R0Lwe7IDzsSYRS9YwNlhhqmNTeGbSdtxRvIDLVkfPgM7ugYas5dQPP08ym88VGQSCm68k4s/YZQO/0CHAnJxG/+nrjffgK3C1V9JUWLHsaenEHhPa/jjE/xVIL95CUSPnuNsX+egXrj6rBj9WZtltZV9piAbU94upUqyuctwqFLPKlT1ESqBLqqrG6/4jYkgsDzH78Q8Hp3pfExDxiKW5AiuFzgtHepLRGRk4U+p4S8AgWEDv+wIxFGz5QUcsXYqWHbjd2VizU+FWV9FSUL7vIlrgQwTz6H7W9tpOn0C7D2G4QlfQhumZK6SedSf+oZWBMHsPeBd3DGJSPYrejy1/ncNaryYmKqSsHtZtibDx0fq9B2rKkr3yNqXz7Zd16AetMP3a6MITLh6W+RBJS36GalGGmphGBEqgS6w2L5wwU30C+pH4+89ajvte5K4GqYeA6m0afRNCQbpPIutSUicrLQ55SQV6AYc2aE/WEHE7TtCSOXy8Xe0gPkXHpzWIHhX1fHGZ9C+bwb0RbkBzxLl78OaaMB7e5NmAYOR11WRPnFf6LqwoU445KJ3ZVLTME2Ygq3H9vbmELd1DnUjDoNJBLqR5yKxGTEpVTTMOo0WmfIrphzLTEl+wBI+u1HBLs1YsEfuysXmaGWtBXLgt7j7xbsiMsr/bNXid/wJZp9ed3mnvP2JfXrtyKqXRSMSJVAd1ksl515KXaHnT88sYjf9ud3qS1/3EoV5fNvwjRmKsacGd3WrohIb9IjSqgnffCRCpRgq9r27v3kx085M4JIq9bthFpBK+qrkNosZPz7RWTGOjI+fNZ3XUP2FJoHj8YtU9CYNd7TrkpNxR8fpXHMVJTWFuLy1uKWK4jdvQnttg1kvnYPsooS0pd7soVXT5sLQOPwU5BYWyJ2N5kyR6LduxmbNh5d/vqgBfJkxtBKKhixu3KRWM0eq02l7jb3nFdh4nTi0Oh9FmdP0J0lJ0xmE6/d/Qprtq7hjpeWcKTqSNDrOvpb6YtlMUREwtEjSuhE1VMJ9wPuzKo2d9dG5s2Y1+F+BHuWMWcmLf2HYklMwzhuOg5dIiUL7sSlVHusFpsFdWkhEnMjqV+/jS5/HfLaCoY+txinQolTFU39pNm+NtWlhUibmxj8+v2oi/aQ+vU7VCy4i+Kbn6LkDw+hqjriU2ah8H4uKd//C3uMDoWhCm/xPf/PqjErB+2eLdi08R2qfWQaOZG66Rf6six0x2LEF/yQOpDmYeN6LGdhd/JT/jpGZo70lAq/+m4evP4B/vHF6zyw7CEazYF7jWLtIZH/dXokY8KJCp/tzrMiP2z5gZLKI/zhgoXd1Lvg8+Dts6rqCJLmBqIP76N54AiaRk5Ev2U10gYDUoeVqvOu8WX9FqwWdFvXoC49gCUxDf2OX6ibNBvDtPM9QRKfv4rU0oJpxISwmcK9/ZG0mIg+tJemYeMx5swI2kdP6HWVr5R3Z4jk84kkfPlkC8duj9tfXMIzf3kKmUwW8HpR2SFe/uQVBqT055ZLFyOTybplbGKItkhfptfS9nSWcLV9usKtzy7mndMvxDR2Wo8KOq/QacwaT+zuzQgOG4LDTlT5YSrPuITkn77APGAoxglnhckz57lfW5CPYLeh2b0JdWkh1WdegitG1+55lNCZwrs2r95zLJakdFTVZVScexWaw/vCtnOyHDrtLkoqSnh35fs8dMMDIa/5dWcuH6/+mKljpvL7c67o8jNFJSTSl+lzgQn+7ovu8o/n7fuNYTI5crPpBLlF3LgVKgyTZ1M/fS5R5YeJKikg+cdPaOk/mOiSAiRNRnR5a5GYjAFlzT2KYjLagvzjkXPRWswZWei2bUBmrA05Bm+EmWCztJm3rsyr1+2W/snLxOWuJHnlB0SVFJCy5tN22+nrVUhbR+29sWIZN8//c9h7po6Zwit3voxMKuXmZ//Chm0bOv38JnNTp+8VETkZ6BEl1JVw2vboDqHVeq/iX6v/xR9ueOiECMNgewAtaQORWprBYSdu82qiSgp8QQypK9/3Xa/b8gMJ675At3XN8SjB8TMon38TTo0e0/AJKOuqQo4hdeV7ISPMIp3XYPs83jGpi/fjkslxKFUoasrQbFtP/A/Lw+4J9fWNdv85tVgs2Oy2iEs8XHrmpbx8x0tsP7CDW1+4ncIjhR16tsPh4K5X7u5Mt0VEThp6RAmFE3ZdpTuElr8iOHj0IHHaOJSa2BMiDL3CvjFrvE+Yu1TRNA8aTcvA4dj0yUgszRyZtwhnjI6KOdfglsrQ5K8j/ZOXkDQ1oi49EDAP3kOj9sS0sHs4FXOuDTjT5E9Xog69Yyq66QnMg7JxxKcga25EVVVKv0891tF/K/5z+uoXr3H1eQs6dL9EIuGWyxbz9z8/zkfff8w9r91LrbE2onvv/cf/sWjejZ3ptojISUOPKKHKsy5HajFTedalPdF8l/Ff9S9b8U8WX/qXbmk3ksOaXmEfu3sTmt2b0W1bjzFnJk3Dc1CXHiC6aBcSm42kX7/BeOosXBodUeWH0O/4FYndhsJQQ8Xc60O2G2ofSZe3FrdCRdnli7sUYdaQPQWXSh1wLsn7bEdqBodufYbihQ9gTUrHLZPjVEYRu/3nkPPVG+mIuhOXRkfZ5YtxRGsprTrC2KFjO9WOWqXm4T88xK2X3cJTHzzNE+/9HYst9Lw8+f5TzMiZwfhh4SMiRUROdnpECWkO76Vh7FQ0h/f1RPNdxis0qwzVRDXWo5Mru6VdXf464jd8RfzPX3oSkLaHIIDb0x+3TI5gt+EWBNwyGZbUgb49oZa0TAzjpmFN6s/+e17HpdF1yOUZzHrprALw9lXa3BjyHJEzPoXCv75O3ZTf0TJwJKVX3Bb0WScqnc6JYMWGL5k2dmqX20lNSOWZxU/zuylzuOvlv/LPL9/E5XIFXPPON+8QHxvP+VN/1+XniYj0Nj2ihPrKZvPrbz/GPWOm9EAwgtA6wYHnVT9hasyZiWnUaTSMPg1d3loas3JoGjWR6nMXUPW763Cp1L49IcHpxDR+BoX3vUlMWRGyihKGP3It0QXbSP36ndC98Duc2vocUVfOp/jOEcV6zhEFUxLagnxaMkdQN2MeMWVFQZ8V6fdEl78OzZ7NJ3XSzg3bNjB/ZvcVlhs7dCwvL1lKv6R+LH7+Fr7buAqAVZu+p6y2ghsv/EO3PUtEpDfpESXUFzabG82NNKpjSE0ZGLA/E4xQK3F5SSGjbpnNuBsmE5W3DmPOTOqmzqEldSA4bGFX/t450m3fQMLaT0lbsQzj+BkYJp6NWy6nYfQk356QV1B7hfHg1+8HBJQ15ZgHDA05Rt/h1DWfYEnuj7Zgm++9riwUtAX5NI6aiKKh3lf/KNQ+UUP25JDP6tD3xA0IHe7qCWFX0W7Sk9KRSLr/53Te5HN5+Y6XKKsp5y/PLuaHLT9w/3X/1+3PERHpLfrcOaHu4rF3n+DSWZeQlTGszVkVT2XRdYAn84FXyLY+yzLy7otQ1JR5/iORsf2tXHR5a9Hs2QxuMI2eFHB9sPM5/ZY9RMLm1ThVUZRduhhXTGzIczP6javQ7MvDDcgN1RhPmYlh8px2D3maMkeQsuYTKuZcE3Q/qCtlt4FjcyX0WO2jk/2w6l0v383DN/4NtUrdo89xOBxIJJI2yk48JyTSl+lz54S6A5vDRq2hlqyMYUBbqyBYctFgK/kDNz+F69h+kmHkBNKXL8WUOZKmYTk0Dc+hKX0Qg59dTP93n0BiMvpW/oBvvye2IB9cTqRWC7ptP9OYlYOq/DASkwH9xlVITEb0P39N+r+eo3HYOJzRWloGDKN+xkXUz7w4pFCWmIykf/YqUkM1Ge8/iU0bj7ZgW4BV591XGvjm31AX7Wbo0jsj2nfxt2A8OeNacMsVXVYQoSzOk9myrm+sRyaT97gCApDJZD1ibYmI9CYn1BLqrgqTXWXp8peZPPo0Jo6aGPT9jlQ2lZiMnlB0mxl5UyMSm5XDf3oMt1LFoKVLUB/aA1IZhtNmU3b5YuB4Whzt3s04JHJi92/Frk/kwO0vojm8F82ezSgrj4BEgiV9EKryQwh2G+ZB2ZTPuzHAKmg9p97/x+zbimbvFmSmBhzRWlxKNTVnX4ZbpkBibcEZo0Ob9yP6337CoYpG6nTgUkRRdsmfMUw7P+K59M6VpKWJqKNFmAcOD6j62RG8FiluN7E7f43YMutNHn37MRacexWZaZm91gfREhLpy5zQZdXJkKzR5XJxqPxQWAUUuyvXsz9zrLJp2PaOhehWzPsjEpsVU9Z432Z9w5gpmPsPoWHM1ICzOd6knKasHJzxSZRdcZsnGCFGR2NWDi6JFCQCVl0C5v5DqZt0LuaMEVTMuRq3UuXbh/H21b8sg68GkdOJxGLBLZUjsdtwqtTEbV6NxGL2BSnE7tmC4HAgtVlwRGuwxSejPryvw1mdBbuVtE9eJWHtZyR+816no91MmSOJ3fErurwfkVeUkH3PfBQHdkXUj97A4XBQ11DfqwpIRKSvc0KV0MkQNffBqg85d1LoJJ/+WQk6gkuj4/CfHsOekOZTEggS6mfO58h19wbsxfgOlyakeTJOy+TEFG5Dl78ebUE+EpcTmz4JubkJ47jpGKadT9mVt/va8I8Wa11iuyF7Ci6lGqwWJHYrNn0iTmUUUUeLEFqaiTpa5AtSKLjlORxaPVXnLqByzrU0D86mpd9gtDtzSfv8tYgVkbr0AFKLJ31MVPWRDheP856vGvjekzjlSiyJ6UTVloPLzfDnb/GlLGqdxqi3eWH5i5w/7cSESfsr7r4Qsi4iEimy9i/pPvz3RHqL3/bn89IdL4Z8X32kEMFuQ116AMOx1yJ1I/qPryF7SsDmfYg7Av8UPPcJdjvqw3swDxxB7O7Nnmg5/2c77ChrymganO1TaP4uOrdcTkzpAdwSKUpDNYLNisRmQVVdRt3Mi3FFxdCQPRnBZsEw5TxsCalInA6ah41DsFtR1FdijfMotUg+r/ILbkBRWoi2cBuHLrs1ouJx3v56S6VLm03YNXpk5iaOzl2MzGJG99tP2DQ64nJXoqo+gk2bwMCfH8ahjUew28NmDO9JvtzwJWu2/sjp46Zz1oQze/RZsooShiy9A0V1ORK3EzcCAm5cEhnl8xZRO/e6Hn2+iEhP8z+1y/nNuv9wukYXdgVZMfcGzIOyA7IShHIjelekigO7GHXbHMbcOB3l3jyg/c10b5veQ61Nw3NoHDqWtBVv0DD6NMrn34RDl0iwej/I5FgT+/lKPLcOeGjMyqHmrEsxZ45k/x0vYc4cgT0mFntMLNFFu2jMGo9bqSLtw2dIXPMJ0TtyfRaqMWcmddPm0jRiQkgFKq2rZMhTfybr3suJ/2E5boWKQ/e+wY7XNyBJTG13hd46sMEal4pTFY0pexKH//QomsN7MWeMwBGbgCAI6PLXYdMmELdlNY6oGE8dpAjDtbvTavhu4yoWP3cLjc0mXl7yEpee2bWMIJH0bchr/+cp++F2eu45tnCRuBykfPt+l54vInIy8F8Xoh3Oarnrb9fw5ukX4tbGdcgiCxUi7N1IT/3idWQmj93kUqrZ+fq6iNrU5a8n+tBuLMn9cegSiS7aicxYh0OX6AtiCF12IXR/Wod3C1YLma/fj7KsCHlzI02DRlG86BFG3z0Pic2CQ61l98urI+ivZ1z6TavQ7M1DcNiw6xIpu+pOz5knXx2iSsrnLYqgnEQu5thEhvzzQQ7c/BT2Y9GKHutoGVJDNeqjRZiGZCMoVFjjklHUV2EeNArj+MjCwbujVMTavLX8Z/0Kxg8bx3W/u67bItQi6duAtx4h7pdvgr7nlCvZtexnMTBBpE/TZyyhSFe04YIfZAmpuLVxHd6TCmXVePe4Ks++Ao4JJnO/IRG36ZbLsST192W+DpZgNNiz2+tPU/ogBi1dgryk0Fe6oXjh/bhValyCBM3+3xj4yl+pOX0eLqWawluea7e/vrD13ZsQnHZcMgUIEpzHXHve5/vvT7XXnrSpgSH/fBCcToa+ek9ALrryeYswjZuOaeQErP2G0Jw5yreHZpjUfsBI6znpzD7krzt+ZfFzt1JYeoClt7/IwrkLuzVEOpK+Hb3slpDvSe1WZBUl3dYfEZHe4KSyhJLfeIjUTd9RMek8qv74cMB7ka5ovRaGpMmIbtdGiq+9xxfme89r9/LkTX/vcj+DhUXrN65Et+0XSq65u92wYu/9jVk5aAu2degQZihLz//1zFfuRl1SiEuhpHnoWJ9lJTEZGX33RQh2Gy5VFPXTL6RiztVoC/IjKoSn27aeuF+/RWJpxi1XIjM1UHP6hTj1CQFz4Umv48aYM7Pdg7TNiekMffUeaqfOwZY+uM1n21sHVb/6+Wu27N3C3254qE2F1BNN9h+mInXag77XkppBTHnxie2QiEg30muWUDDLJnXTdwH/+hPpitZrYSRu+BJF1REyPvSs8lsngezKXkFra8utVFE/82IO3f58ROdaYnflIq+tYODbj/n2ZyLtk/+z/a/3f92mS0DidGAaMjbAsnJpdBy85l4Epx1JcxOJqz4g5V/PIzPWtklG2rovbqUKw6TZGCaehVupxjDhLCov/AOuGK1nbyt/ved6mwV16X6kzY1hrSGvNWfPGMa+R/+FLX1w0M+2tw6qThw5AaVc2esKCAipgADkddUnsCciIt1PrymhYG6ziknnBfzrT0eEUUP2FGrOuARrygBKFiwBoLG5EbXy+Kn2cG679pRBV0PNG7KnoCnYhkuh9NVc8kaJhauM6v/sxqzxAdf798k8bBzmzBE0j5rQpnTDwP/8w/M8PEo5adMqlHWV2GLjAxRRqPkxTDyH2pkXUz9ljm/8LqUaibGG9I9fJP3TV7DGpYYtrteaSMpQnOhw5JT4FBqbG7utva4UenQJoX+mUoetC70SEel9ek0JBRPkVX98mO3vbGnjiusobqWKulkXc+j2F3yWSUVdBTo/YRzs+V5BodvyQ9hDtV1dnbuVKkoW3InEZvXVXIrdlYstNgHtni0B2a4hUBB7n60tyA8Q9v598ioKw8Sz2wjxAzc/hUtxvN8WXQLl8xahaKgL2MuJJOmof8qehE3fe6yg4v049Ilhi+t1hN484CyRSMLW9OkIXSr0KFeEfMsRE9uFXomI9D6dVkJegS2tq+x0XZpIBLnEZKTfB0+T/sFTXSoXXlVfRXxsfNjnp658D1ldNfq8tbhU6k5ZOpEeqmxdc6khewqKhjoaR00MyHYNoauZhhL2/iHbaSveQGY4bl3ZM4ax+9mvqJt+AS39h3Hw7n/4AgEcukTfmCP5fPwVVdGxg7pFf368zX1dsQJ684Dz1DFTWZnb1jUcinBWW7iqtu1RcOvzAQsHAJdciU2fROEdL3W4PRGRk4lOByakL1+KzFiH1GKmYezULoXAhiN9+VK0O34BBBrHTveFLgcjXHj2p2s/RxutZfZpZ4e8z5Q5kowPn8WUNR57QlqnxuMNoFBVHcGS3D/kvHQk9Lqzm/O6vLXIjLUo66q6zTJpO4bg8+3/nsdtGBh63t79JwM2h40H3niQp25+MqLruyMcPBzSukoy3v07toQUyi/+s8/NKoZoi/RlOm0JeVd2JQvu7NGVasWca2kcOZHGERMCVpHBVtfhXDf1jXUk6RMAj/CL+/kr+n30nCeT9a5cZMZaUr//F8ac03HoEoKOJ5L9Ce/K3b8OUDBaWxrHBXJbRdNZ919D9hQcuu5zjbUmXMVWXf4633vBrACJyUjm6/chr63o1VyC4VDIFES4RgN63mpzxqdwaMlSjl57b5dKtIuInEx0Wgl5E3c641N6NHrJpdFRtuAuyq6+K+CHF8zHHk4IGBoNpMR59odid+USt/E7NHs2eTbj7TaUFcWoSguI27jKV3Lbn0gDB7wKw6XR+eYl0qg3eU0Fma/f3yEXp2pHLmP/eDqqHbkh+9IdG/7Brg82374EqoLge8/7XWn9+bkUKjQF2zsttLs7aCFohdhoLRW1FRHdfzKXnBAROVnpM4dVWxPpwU4vDc2NJOoSAWhO7IfqSBF2lQbcILG2gFQGEqknh5vTjn7jKvQbVwVEi3U06suLLn8d2h2epKCh9opMmSNJ/HE5yvIiBr77RMSb8Vmv3YNgt5H12j0d6lNHN/yDXR9svr2KyTh+RliBXDHnWuxxKRQvvK/TQru7gxaCtXfRjHks//GTbmlfRESkLX1WCQVbXYfD7Xb5znwMevdx3AoliiYjFb+7BlXVESpnX0nd9AupmzoHdWkBmn15xBRsC4gW60rUl8JQicRiJnXl+0EFZ8qa5SCVojDU4XbYIg6MKLzxEZBKPf92gGBWTDBLwPtaY1YOLpUawW4Nm9VasFmILsxHt+WHsBZK68+vM1ZNd7u/grU3atAoyipLT9qs1YLVAp9/3tvdEBHpNH1WCQUjUkFWtOgRHNp4Cm9/geSv3iJx1Yekv/UIxpwZIJUhbTQSVbwfc0aWL9NzqP2aSPrTMHoS9afNxq1UU3nWZUEFZ8Wca7EkpOOI0eLQJeGWRVapVGW3UDftfFR2a8T9gmPKomgngu24QtFvWe0rEeHFW68odeX74HYja6gj8/X70G35AZmhloFvPxoQfZe68j3UxQXEb14ddK+o9WfTeg9Jt219xAK/u91f/u35K1lV+WEkddVdtrh64sxT7K5cqKvrtvZERE40fUoJtRfq619nJxyO1AwK73mdmLIikjZ8CUDcvjzffdEl+1FWlaI+vNd3HsZbOM678o+kro3XvaMt2IYrKpqW9Ew0h/cFFZwujQ7DtPNpHHUaTk3w1X1QIXasrANhTtUHa2fg248iq6smdeUHvn6qjxz0lZTw4p8PDkFAu+MXYgq3od6f5yvMp6w/7qKsmHMt5oEjqJs0O+hekS+zQqtDseDZQ8IdJGt4DxNsXr39Sl35PiNSMthYGH7vqqPZLrqLhuwpkJDQbe2JiJxoel0JdWR1GO7An2C1EH1oDzgcCA5bxAKhasZFAJiGjAMBjDkzEexWECSoD+8HAgWx150WzK0mMRlJ/9dz6H/+GsFqCXDv+Gc6CNW3htGTcMXEUjF3YdDVfVAh1qqsQ+s5Cfas2F25mLJykNptVMy5+nhE3+wrcUVF0zDqNN+1/meIjONnIGtuBJeLmCNFvsJ8FXOu9lV6dWl0lF15O8YJZ6HLX0f8T5/T7/2nkNWUo8vfgMTSFDAG3x5SjmcPyZgzs10XW3dbFKHOYXmjHK849Qw+ksvaBJn4/63PXUnKl2+i37gy5HM64j6MdIxupQouvjjywYqInGT0mhKKNDuBP+EO/MXuysWqi0d99CA47O226a1Aaskaz86XVlM3+/e+8gCFS17GmjqQopse9/S1yYiy/BBuwJyWiUuppmLONbiUx/dIANK+egvt7s3E536Hbtv6ABeef6aDUGHNsbs3+RRdMLeVrKac5G/eRVZT5nvfmDMT06jTPK7EVujy16HZvdlXs8h/7PaENA7/6VFcGp2vb5rDe31VV/3xd1MV/fkJrCkDKfrz42HH5M26nfjT52j2bCbtqzeRNBtRVZQECOLWtZCANpaiJ0Hs8UCR7rYogikH/yhHyfS5tNhtvnF5n+3/t277BiQ2K7ptv4R8Tkfch72ZKUJE5ERywpWQV/mkrViGzFiH+sjBiFeH4YIRGrKnoDm4C0tiP6JaCbpgeBOdSqwtaAu2BQgHZ1wyVb+7BmdcMgAZHz6DrK6G9M//Qcyezb6+4LAR/+s36Lau8SgFpwO7Vo8lbWCAW8l/f0Gw23Ap1UFdVSCgqjqKtPl4sTvvfOm3rCZ5zb+RN9SRuvJ9n+swbBi2w4aypgzBHphfrL1SEOGsNUdqBgUPvYsjNaPNff5jasieQtPwHGpmXYJLGUVLcgYSp5OKuQuDPjuc0PWVkSjc3iZPXncQaj68n5u0rpLY8sOYq8uCWrcN2ZMpueYeLAmpCA4r0rrKLvepNzNFiIicSE64EvK61NwIHqtm7vXdsrnsVqooXvgAjviUiNsM9UNvLRBLL7sFVX0FDpUa3Z4tCNZmdHlriT64E0VdFfrNq9FvWY3gsNEyIIuyy24JcCv57y9IrC3gtJO24g3f3pavH6NPwy24cSP4Kn+nrnwP9Z4tDHj7MVqi43ApVFhSBrSpLBrMfeOWKbAm9cMtC557LFim7FCWTXtzH6zmkWHSbOpmXUzRn59AIggcuv5+tAX5wV2Rfp9Fa8vHq9Caho1vkyevq4Rze3k/t4wPn2FutJb1Sz3JcL3P9u+HMz4FFEqkLWZf5vauIJ45EvlfoVNKqCs+eZ9Lbd6NHQqxjoRQlpJqRy66vJ/aHOj0/6H7Bz34C0SJyciAT16i5vSLkDjstCT3J+rIQY/lIpPjkslxxMZ7NvUlMpoGjuCHnb/ilCswnjoLwWYhZu9W1MX7sCSl41KpUZcW+Pa2PPV31iHYrR53XFJ/XNGxNIw+jbifv0JoaSb6yAEAtEf2c3TBXdSeeSnG8YHuN2/WB/9M2MacmTRljQfcvtf8xxnK+ujuVXjyhhVYUgbQf8WykK5IOC7cfZbPvjzSViwD8JSRmBy+mF1nvpfhLDCvy9Y4ZioXRsXwiyCEVcyll92C4HLSOPKUkzKcW0TkZKRTSqgr/uqOnu/pDoa8cjeC2+U52BlCUPkHPfgrJ+/Jfm3BbzSOmQrKKMyZI3HG6Cift4iq312LadQk36b+g4Xb2F64nTuXLuGhJ26k5oOniTpaRHTRbtSlBxDsNgSbBXldBZpduSSs/pjk795HszMX9eG9OKNjKZ93I9qCfOI2ryaqvJjGoeMAOHzxTRgmz8Y4foYvEMBLY1YO2j1bsMXGB9Q5css8Lkf/EGp5ffWxWkY5QZWNf/h2Z/GfZ+/C48i8RcTu+BVT5gjfdcGi5ryWj0uljqhKa+u2OvK9DKdwvS5bQRBomDoHt0Lluy7Y9yimrAjzwBFElReLezkiIhHSKSV0Mvir/V020rrKsKHbv177f8QKUgpuehL9ltUkrPsC/ZYfAq7xCsrKsy4NEC7ek/0H//IkpuxJ1E2bS8PYaYAbt0LlW6FrDu9ln0qN8cgBHssazzuTZvO38TP4sMnIJYZqbtHqqUxIJfU/bxD36/fEHNiBvL6a5DXLccpUaPZuJWHt58iqSj3WU8E2jGOnYx44nOLFT7P9nS00zL0OCC5stQX5NI6aiKKhvs3ejP9nVTHnWiQ2K6as8W32wryEi0KU1lUyaOmSNvserYWyfx+9C4+kTd/hVKlJWfNpQP/cUhlxG79DXltxPKBj1GkeZR8dG/J71jpkP9T3MpyF1J7byz8DROygkRyoOdpmfP7X+rsNRURE2qdTSqi3/dXePG6aHbkkr3yfge8+ESA0WwudkpT+uM+/FsvYKR5rxGYj6piLy4tXUGoO7w0QLv458rwKJ9ieSUP2FB7OX88T0y7w5U7TJ6Zz263P8/dnVjB13iIeXP1vLjXW8IHDgguQ2loo/MszON0u5I11CE476V/+kzG3nEPCmuXo1n1F+fyb2liNoQIBsNuJzfsRWWVpqxkLTMJpi0tCUVMWULcomOXSOuFov4+eY+iLS5DVVTPk5bvapDVqHXqN2038hi99CitUdKMufx3OY3nkvAEd3v0ztzz0od3gyrJtwtGuWO7+3/VLZs3n85++8I0vWERdJG5DERGR43RrYEJPnAhvjbSukmFP/hGHQk1U5WGcKjWW+JQA4dY6NLnaUE1cbBwA5RfcgHnAUHDa21hOgtUSNHqtNcEE0Ce/fsvYSefgmnJem9xpEpOROfnreOmsy1iuicOgiOIiiZSLUwdydNs6tMV7gz4npvwAcbnHz514rT9d/joas8Z7isqZjB6LcMtqUr57H6nZxNBXj+eRa10OfODbjxJdtJu4LWvQH9uLaX1dqISjUaUFONXRyFpMuGQK4n/+yhel590/8Yasu5UqYnf+emxj/1iJdY2O8nk3Ert7U0C4tSkrB4nTSfHC+3wBHe1lIYe2Sq2n97gGpw+i1lgL9P5CTETkvwVZdzbmLwS6Uk8lXJ2ZjA+fAbcb3c5fObj4GVLWfErFnKvb7jEJxyPMaoy1JOs9yUvdChXKukpcChWpKz8IqG/jrRTqjNGFFS7+Z1sAzBYz6/PX8cqdL+MG33sSk5G0r95CWVGMM1qL6mgR9v6DmT/2dK6qr6RUl8Cb/3mDVwQpw91O7gc0BAa+Ja5ZjuHUM4jdvQn14T1Im00o6ypJ+u4DWtIGEb/haxzRMcQU7qBp0ChiDu+lZtZFPkXQkD3FV4vIK/BTvn0PtxsSfvqC+ilz2lwXjIo515L69du09B8KDjtJa5ZDS5MvU4N3/8T/8y9ZcBcZHz7nK7HuneOYwm2eTOVype+5h2fN9825d/7a+w55laWXssFj+PjDpylwOZFuWe17XRejIzk+hX4uBwOSM8hIHYBK0TnlIQgCLpcLiaTXz3mLiPxX0OmidkEbs3au+FprWhcHk5iMpK58j4o51yLYLD7B5i3d3V4/Xv3sNWaMP53Rg0ejy1uL8kgR8Ru/o/D2FwLOu3S2//e/8QDXzLmaYf2HBSjQtBVvoD60B7cgwaWMwqbRoaqroiVtIHZdEvrffsQ4djq6bRtYo0vgzeojCFVHuAy4Ao+ZatfGYZwyB0lLM7icyBvqUNRVInHYPJabIOBQqZG4nFgS+2GYch7S5kaUdZWUz1vUpsJp6sr3sWrjSP7xE0xDx9F4yqwOLxj0G1cRv+FLEATqpl+IYfLsgPYr5lwTNPDEFwnosOOWK3yHg7uCw+Fg+dpPyd//Gwq5kvkzL+bUEaf43ne5XFTVV1FcUczR6qOU1ZZTY6jB6XIG9k2QcN+19xKjjgn7vI9Wf0ySLoGzJ7YtjthbiEXtRPoy3WoJtbYQOkvrVbm/77983o3UTz0PV4yuvd74/jKYDKRq9Og3rgKHnejivZgzR5C84Ssq5lxN6tdvYe4/jIZx0wm2p+AlmIWWX5CPShnFsP7DgEBrsPKsy8l4/ymM40/HrYxCsy8PpFLMmSNJ+vFTQCC6eB9NoyZwSnQs55XsxyXIeM3t4CJAC9yqTUAx5xpi92wGNzSMPo3YHb+gPrwPzZ7NKGvKkRmqscWlYDxlJsacmaStWIY1LgVd/nrccrmvv9qCfCzJ/XGp1JRfcrOnvU64qBpGTyL68F5aUgfiDf/2b98b8NB6vvwtza58T1wuF6u3/MCPW38E4MwJZ/LMX54Oap1IJBJSE1JJTUgN22ZJVSl3LF3CnQuW+D7LYFx0+oU89s7jJ5USEhHpy3SrJRTQcBiXWkfxrLA/oGLO1b6ggHCCzN+Sqh03nesfv4GBUilyQw1ykxGbRofU6aB54HCiKkqRNdThUihxqjU4VWrccjl2fRICAgj4qmvKDdVIbFYkVguWfoNxSyTUGGp446+v+8pE+FtT+i2ridu8GsMpZ+CWyVAf3k/zoJEYJ5yFpMlIxofP0TBmEhKrhbhfvkVia0FityAz1iPgphx4UJ9E0YAsBqcM4LYBQ3GecoYvh1nWY9ejOlrkG7dp5ASsKRlUzLkGzeF9CHarT+g3ZE9Gl78OBMFngbT3GYV6P1QJ89aWpC5vLTJDLcqao5gzR9IwehLagm2dtpTz9v3GZz99ht1hJ2f4KVx6xnwUIQ7idgaLzcK9r93HGafOYu6084NeU1ZTxjvfvMv919/Xbc/tKqIlJNKX6VZLyJ/u2h8Czz5O8+BRnvMr+7YCAhXzFgW46fzdP15LqmLoWJa8cCt3/P42cjJGkPXYDSjMTbgtZiwDsjAlDiBl10aakjKwZI2leXA2gtNBVPkhKube0Mal5InKW4bbWEfSplVY4pKpOfcq6p0O3MeUkNcaFKwW9JvXIK+rIjZ/PfaEFM8+iCraI4CbAFw0DD+V5J8+R2ZuRNpixhmlxi1XIDhspLnh4VnzcSSk8uvRIu5d9RGuL99kxtwbuEwVRd2k2SSu/QJFfSXm9CEoaiuIKi/GLZVTduXtPqVQNGAY5d++w8y4lID9rvY+o2Dv+4I3VJ78eV6l4j92/88hbcUypBYzMQXbcMuVHf4uFJUd4v2V79PU0kRm6kDuv+6+dl1mXrcfeA7sRqrwVAoVL9z2HM9+9ByFpYUsufKONtf8+4flXDJrfofGICIiEpoetoSOu9S6YhV5V96xO35B2mzCrVBSO/Nioot2IjPW4dAlBmxQA9QYarjv9fu577r/I+PYvk/8D8tJ/3IZbpsdqdsJDm/5A4GShfcjcTqI3fELTlV0QJv+Qq1h9CTG3HouuF0AuFRqjl5+K66Y2IDx6TeuIn79f5A1GmkaNhbz4OyAfZBBL9yGqvIIlpQMDKfOIuHnr5GYmzAPGgFNTej3b8WSkIbc3Ihp5ERMIyegLimgWZfEP0v2s7G5Ab3FzJK4ZEYATnUMiuoyJA4rB045g/dtFvYc2gNAlEqNThVDVdEuHrjlWWLUMcTuyvUccG1lmfiPtXHYOFLWfOLb43nqw2doPrgLZdURnDGxtGRk4ZZIiFZFo9foiI9NIFGfSJI+idT4FOJj45HabZ4IOoGI94BqDDW8/c07VBuqSYhNYOHc60k+lscv0u+LZvdmEARPctdOLIK++vlr1uWv44k/Px4QxHDXy3fzzOKnO9xeTyJaQiJ9mR6zhFpnR+6oVbTkpTuRSqQk6hO5fNRkzl6/gsNX3kni1jWYBwylIXsyTemDGLzsIQ6du8BTPO6YEig8UsizHz3H0395Cp2/NSOTgRuk9mO50iQyBJcDc2oG6uJ9tAwcgXHMVKIqSnyHVj1WVWBE14Hr72fo24/gksqwJPZDt/VHJAJIWpqpnz7X8yyHHUGQYotPwdJvCK6omICxG8edTtLazzGOn4aAG7dcQc3s32OYeDa6/PW0DM0mec1ybNo45IYaGkaddixTwkYumzmPS5UqKusqefGLf2A6sIuYIdk0yBXImhuRHdzJGRPP4ppZl6Dfs8k3L0eK9nDf49dzxejJXIqA4LBjmDTb1yfBaiH9s1dRlR3ElpCOurQwYI+n1lDDF9o4ogzVOJRRVE46l/qcGRibjFTUVlBtqKHaWE1BaSGGxnqaLWbcx5Q1AMeUmz9ymRy9Ro9eG0ez2cThimKio6K56pyryMoIvTcTjobsKQgOe6f3vAAumD6XrAFZ3PLcrTyw8H76J/fH4XAgCEL7N4uIiERMj1lCAQ/pRNTZX1+9hycXPkj1hv/wn9X/pqapAYdKzcBzfs/FM+YRGxNL+vKlyIx1SC1mGsZOxRmjY5VKzUfffcCbk2YThRu3THFsLyKfmH1b0f22DlmDpxKlS67ClpCK1NqCaXgOTm2cb48DPIcmXSo1uN1ILGZUFcVUzZrPgH+/gLSlGVxuJA4bzf2HEFV1lJb0TBS7ctHWVWHWJ+FKHoBh4lk4NXpMmSNIWbPc5zoUrBZ0W9egLi2gJTWT6MN7cckVmAeOILpoJ7E7N+GSyZC4nJiyTsGp1fui3Vrv1UhMRm7729X8c/oFpG1ejSCRUrToEZI3rEBVXkzd1DkYpp3vyS5QX8NDRbuolcp4/IKFmKb+zufWbEnqT/yWNbgdNmSWZpoGjqBl0GhcKjXfy+Ts27KGGy7+EwP+vRTj+GkYJs+J6PMUrBbicr9Ft+1niq+9JyCq0WwxU1FXSWVdJWpVFOOHjQ96f3ftL3a07SZzE/e8di/zZ82n2dJMi9XCpWecGHecN8TfkpSOqrqM8gvauohBtIRE+jYnRAl1huc/foErdUmMilKjKt6H5tAeqmZcxJdxSfywdQ1WmxWZy8VFLicT5t9Meu63vB6XTO7Bnbx6yixi921FWV2GNTEdV1Q0luT+uPG4yTSFnno5LpmS+tPnImk2IWtpouSav6I5vM/PhbjRt7mvqjqCTRtP4o/LkdhtuAUpzhgt5owsXKpo3FIZOG0krv38+CAkMsrOv56ai24kfflS5PWewIbDf3oMgMzX78MllSOxW7Em90dqMaOor0RurAOHHbdCRc2si1FVFGNN6ucpLHfqrIDAi4bsyWS+fh8vHznAKGMt85wOQMCuS0DWZMSpisZwykyaR0/ClDmSlJUfIDjt/BwTy5MHdnDzpYs5b8tq1MUFOJUqnDGxaPZswamKBpkUa3IGDWOncsfqj3nw9AvRJKR12L2ly1tLyoplyExGWgZkUTfjwg4plNYh+8HorKKKpG2Xy8Xj7z5B3v7fWP7Yx50+Y9RR0pcvRV20B0V9Jbb4VMyDRrdxO4OohET6NietElqz9Udqasr5c1I/Go/lOWu9v2S2mPn+s1fIKzuE024nSRfP7UteOravsR7BYcMtV9Aw6jS0BdsQ7FaSv3kHVWUpuJzUnHIm5Tc+5AtpdugTAwSRYLWg37IadelBKs+Yz+A37kdeX43U2kLz4NHUTz4P9ZEDWBL74YxSoz68B+WWdWib6vxGInD0ssW4VVHEbv8F04hTsSekAW7ktRXEbf6B+oln49AlHHumGXXJftymRnTFeyhc/CyOlAEB+2veKLeGUaeRtmIZUaUHqHba+VtpIe86nQiAUxWFxGEDJDQNz6Fh7DSc0bHot6zGKVfhiE/h8Pw/8ujbj5HWaOA5oP7UWeh2/IpLkKCsraB56BhfpN2NP3/FP6dfENgHItv4F6wW0j5+Hs3BXTQNzqYlc0SHwrQjsaQjUSadbdtLUdkhBqcPirjtriIxGUn9+m2siekoa8qomLtQtIRE/uvoNSXU3sq1oamB5z98lqWnzgq4xl/Y+FxmSk9EWUP2ZASbJWjEnPeZg1660+P6UkZRNv/PGKadH1IQ6fLWErt5Ddr9eRjHTUNwudDszcOpUmFLSKN40SO4FSp0+evRb/oOpzIazf48ZCaDrw23RApSKfUTzsI8ZAyxO3MpWXAnrhgdsbs2BihYb1iztKmB1C9eR2Kz4IjRUX7FrceCCPIR7DZf2DW4SfjxMxTGGiRNDVzR0sRnLhduiRRHdCxumQxbfDIObRyqqlLs2jhMw8YRU1xI8cL7fPOz+pdv+fb7j7hn4QNk795Eyg//pnDxs9gHDCV2Vy47k/rz4U+f8X/X3uubl45u/HvnuPV4O8vxBcIByi+4AbdC1S0HpbtCZ60x//ug40E8ohIS6cv0mhKKZOX6wCPX827GMJoHjcYVFe33I90Y4DLzFzzefSKHRkfzsHFtfsze1WVL/6EYJp4d9Icurask48NnKL3sFoY9txhZcyO2hDSq5lyL4LChz1uLU6XGHpdC2eWL0eWtRV5VSlzeOgxjppD2zTvgdyK/JT6FKGMt9eNnIshkQaP5vHiFtayimNTVH2McMwXz0LGojhwgqqqU+lPPxOWXB023dQ36rT/ikipYuDuXt5MHElt1GMOg0WgrimkYPAZt6X4EhwOnKhpr6kAO/+nRNuNuNDfy+NM3c3Z5CXdIJFiTB1A19zqkTQ3c/9tPXHDFbQxOHxSY9UCmwJjT9awHnUGXt5aEdV8g2GyYB2eHnM8T3afOWGPBFlYdaUNUQiJ9mV4r7206VpOn3eglN6iLPdkBdPnrAxJHto7A888A3dJ/SNBkli6NjrIr7/BFsflX8ASPEhiydAnqg7sZ/Np91Jx5Kc5oLbWne9LT1E+fy+E/PIQ9LsUXQdeYlYOiqZG6qXNw6hKwaeMDnhlVVwVOB3F5a9Ds2YyqaGfIEtDeMdWd83uOXHsvZVfchkulRllZjLy2iqgjB3154AAM086n+A8P4YhPZvDICfwkuLDpE9EX7UZw2Ik9sJ2q2VdhHDcN06gJFC+8L6jS0Kq1LJt9FXatnnkOG4cmnuVL/FkmlfkUUPpnr6LZtxW3XNGr2aIbsqdQf9pszAOHt8nK3Vt0NlFqqJLhIiL/C3R7iHZ7LglvCp6UNZ+2u3q16xMxjZ6EpMVEdNGeNiWtvbQ+VFl2+eI255RC3RdTsA0EwXeQUpe/DonDhtTWgkWtxqFPouyK2wPa8SbO9K5g9ZtWE5v7HYpGz16QPToWp1zlCwV34fZpe5nJgKa5kYy3H6V+1vw28+Q/f41Z4z1Ra2mZOHRJKBobMGeOQJe/jpjCbQh2u6+0REt6JmNqjrKjuZELbC20pA4kqrIYQ/Y0HPokjp59OXB8ERDMXWnMmcmVCExtrOPG7Ru4KDGVyaMnI9+6BvDsA6mOHgxIDtuThPsuuZUqDBPPxhUVjfsEBQq0R2fTVrW+rztSX4mI9BW63RIKlk6/vVo1oZArVRwdOQHDxHMwjZ7UpqS1l1C1XdpLte8tQtY8aJQnCs5kRH14D+aM4ZiGjcMw6Vxwu0PuM3ifm/DL1z4FBCBvbsCWmOYdPRKJNPBGlxMJQsA8eedIl7/O97pXYUcdOYhp9GSqfncNxglnea63WdFvWhVQjny5oZrFchX2GD0ulRpntBZFsxFJi8ln6flXVm1dcsOtVHmU2uwreeWu19h9aA83PHEjcyaf67vGlphOS78hGHOCfxbB8I4tXPHB1mVApHWVZD1xI9q8tb6SHK1pXbKjuzgRJUlEREQ8RLwnFJbaWnjqKfjrX8FshsWL4eWXYcAAz/uffw51dZCQABdf3LVnmc3w3Xdw3nmgVkd27YwZsH49TJjg6ddf/+rpi/eahx6CjAzYtQtyc2HqVHjsMc+YMjIgLc3T71DPLiiAU06B5mbP/6+8EpYvB+exfaHnnvM8f+VKUCo98/Kvf8GhQ3D66bB6NWzZAkOGQHy855pzz/U87+mn4e67j/fXO9/nnQcDB0JmJtxwAyxYABddBB99BC6X516rFRQKmDMHzjnHM4baWs/1M2Z47g83rtbzDbBqladv7c29//3e+f3hB9BoIDERpk073uZ333n62tR0/Dty4YWwe7dnDv/+d/j979u2/c478PHHnvm+7rr2+7FihefvefPC9787v68iIiJh6R4lJCIiIiIi0gnEylwiIiIiIr2GqIRERERERHoNUQmJiIiIiPQaohISEREREek1RCUkIiIiItJriEpIRERERKTXEJWQiIiIiEivISohEREREZFe4/8BAmR3ca/eU+QAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_map(\n", " milvus_inat, x_lim=(minx, maxx), y_lim=(miny, maxy), \n", " gdf_range=gdf_range, world=world, \n", " legend_entries=legend_entries, legend_kwds=legend_kwds, fig_size=(6,3))" ] }, { "cell_type": "markdown", "id": "7b2be28f-d095-4bfe-a382-7c6c2a3cb47d", "metadata": {}, "source": [ "## Find clusters (HDBSCAN)\n", "\n", "We just want to see distribution and major clusters. A more interactive approach is shown by João Paulo Figueira's [Geographic Clustering with HDBSCAN](https://medium.com/data-science/geographic-clustering-with-hdbscan-ef8cb0ed6051)" ] }, { "cell_type": "code", "execution_count": 162, "id": "5ef43850-d1b6-463d-8e38-8506903f959b", "metadata": {}, "outputs": [], "source": [ "data = np.array(list(zip(df.longitude, df.latitude)))" ] }, { "cell_type": "code", "execution_count": 163, "id": "d253751b-a5b5-4d3f-aeb5-9ad1b6bb9ab5", "metadata": {}, "outputs": [], "source": [ "X = np.radians(data) # convert the list of lat/lon coordinates to radians\n", "earth_radius_km = 6371\n", "epsilon = 0.005 / earth_radius_km # calculate 5 meter epsilon threshold\n", "\n", "clusterer = hdbscan.HDBSCAN(min_cluster_size=100, metric='haversine').fit(X)" ] }, { "cell_type": "code", "execution_count": 164, "id": "b8afd89b-3a50-4486-b1cb-5e018dd3391c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "color_palette = sns.color_palette('deep', len(clusterer.labels_))\n", "cluster_colors = [color_palette[x] if x >= 0\n", " else (0.5, 0.5, 0.5)\n", " for x in clusterer.labels_]\n", "cluster_member_colors = [sns.desaturate(x, p) for x, p in\n", " zip(cluster_colors, clusterer.probabilities_)]\n", "fig, ax = plt.subplots()\n", "ax.scatter(*data.T, s=10, linewidth=0, c=cluster_member_colors, alpha=0.25)\n", "ax.set_xlim(bbox_europe[0], bbox_europe[1])\n", "ax.set_ylim(bbox_europe[2], bbox_europe[3])\n", "ax.axis('off')\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "c5fe34c5-1de3-40d7-9145-2265ff39bf24", "metadata": {}, "source": [ "## Load Milvus milvus Flickr observations (worldwide)" ] }, { "cell_type": "code", "execution_count": 165, "id": "4c89d752-bf27-45c5-a1a1-4a2f9eeb40e6", "metadata": {}, "outputs": [], "source": [ "flickr_observations = DATA_FOLDER / \"2022-02-17_milvusmilvus.csv\"" ] }, { "cell_type": "code", "execution_count": 166, "id": "3cc5f9a1-8ed6-44cb-abd5-d116a92191d0", "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(flickr_observations)" ] }, { "cell_type": "markdown", "id": "bf20ba78-867f-4a6a-a301-86699cac7469", "metadata": {}, "source": [ "Time format: see [Python strftime cheatsheet](https://strftime.org/)" ] }, { "cell_type": "code", "execution_count": 167, "id": "41588a33-18d1-4d8e-bf17-f772cbab8eba", "metadata": {}, "outputs": [], "source": [ "load_kwargs = {\n", " \"index_col\":'datetime', \n", " \"parse_dates\":{'datetime':[\"post_create_date\"]},\n", " \"date_format\":'%Y-%m-%d %H:%M:%S',\n", " \"keep_date_col\":'False',\n", " \"usecols\":[\"post_guid\", \"post_create_date\", \"latitude\", \"longitude\"]\n", "}\n", "\n", "df = pd.read_csv(flickr_observations, **load_kwargs)" ] }, { "cell_type": "code", "execution_count": 168, "id": "55b44adf-dda3-4720-b860-21a7e47e675e", "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", " \n", " \n", " \n", " \n", " \n", "
post_guidlatitudelongitudepost_create_date
datetime
2012-10-01XSQGXtc9wWIHX6XiEtdaOqgKPURZ7tZtIRere0IA7wQ52.246984-3.6288352012-10-01
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" ], "text/plain": [ " post_guid latitude longitude \\\n", "datetime \n", "2012-10-01 XSQGXtc9wWIHX6XiEtdaOqgKPURZ7tZtIRere0IA7wQ 52.246984 -3.628835 \n", "\n", " post_create_date \n", "datetime \n", "2012-10-01 2012-10-01 " ] }, "execution_count": 168, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(1)" ] }, { "cell_type": "code", "execution_count": 169, "id": "d2906b89-ec5a-4eb3-8335-319ad7056352", "metadata": {}, "outputs": [], "source": [ "milvus_flickr = gp.GeoDataFrame(\n", " df, geometry=gp.points_from_xy(df.longitude, df.latitude), crs=CRS_WGS)\n", "milvus_flickr.to_crs(CRS_PROJ, inplace=True)" ] }, { "cell_type": "markdown", "id": "49a06f6c-e57c-47fa-abae-90844c557025", "metadata": {}, "source": [ "plot" ] }, { "cell_type": "code", "execution_count": 170, "id": "5c772fac-584c-45ce-9f03-a5902388f1d4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_map(\n", " milvus_flickr, world=world, x_lim=(minx, maxx), y_lim=(miny, maxy), fig_size=(4,2))" ] }, { "cell_type": "markdown", "id": "cf4c98d9-f75e-4d59-b522-9e7a54862746", "metadata": {}, "source": [ "## Saxony-Anhalt\n", "\n", "According to Nicolai, Mammen & Kolbe (2017), the highest population of the Red Kite is found in Saxony-Anhalt.\n", "\n", "Nicolai, B., Mammen, U., & Kolbe, M. (2017). Long-term changes in population and habitat selection of Red Kite Milvus milvus in the region with the highest population density. VOGELWELT 137: 194–197 (2017)\n", "" ] }, { "cell_type": "markdown", "id": "bbcfaefc-d270-4a88-895b-1415a5805228", "metadata": {}, "source": [ "Below, we visualize this area, merging Flickr and iNaturalist observations." ] }, { "cell_type": "code", "execution_count": 172, "id": "abf20e95-37cd-40b6-931a-197db96c58e4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded 5.10 MB of 5.11 (100%)..\n", "Extracting zip..\n", "Retrieved vg2500_12-31.utm32s.shape.zip, extracted size: 0.73 MB\n" ] } ], "source": [ "shapes = tools.get_shapes(\"de\", shape_dir=OUTPUT / \"shapes\", project_wgs84=False)" ] }, { "cell_type": "markdown", "id": "5241f6f1-133a-45de-9045-704160782cbe", "metadata": {}, "source": [ "We want to filter by Saxony-Anhalt with a buffer of 100 km" ] }, { "cell_type": "code", "execution_count": 173, "id": "b0115999-16a4-44fd-94b6-27299d184875", "metadata": {}, "outputs": [], "source": [ "geom_saxonya = shapes[shapes.index == \"Sachsen-Anhalt\"]" ] }, { "cell_type": "markdown", "id": "6002ebee-3563-4cda-9089-80122bade222", "metadata": {}, "source": [ "Get bounds of Saxony-Anhalt" ] }, { "cell_type": "code", "execution_count": 174, "id": "3d652a67-7bee-409a-a7ff-535bdaeced08", "metadata": {}, "outputs": [], "source": [ "geom_saxonya_bbox = box(*geom_saxonya.total_bounds)" ] }, { "cell_type": "markdown", "id": "79feeef5-df11-4b13-bc91-3b91b97222f3", "metadata": {}, "source": [ "Project and concat Flickr and iNaturalist observations" ] }, { "cell_type": "code", "execution_count": 175, "id": "ba1dc04e-1acb-49f7-a072-053a8d385ec7", "metadata": {}, "outputs": [], "source": [ "milvus_gdf = pd.concat(\n", " [milvus_flickr.to_crs(shapes.crs), milvus_inat.to_crs(shapes.crs)])" ] }, { "cell_type": "markdown", "id": "45da2ffa-d81a-44af-af00-0ab6ca21f96b", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide_code" ] }, "source": [ "Clip observations to bounds of Saxony-Anhalt (only iNat, as there are only 4 Flickr obervations of Milvus in the focus region)\n", "\n", "Note: We could also use `gp.overlay()` here, e.g.:\n", "```python\n", "gdf_select = gp.overlay(\n", " milvus_gdf, geom_saxonya_bbox,\n", " how='intersection')\n", "```" ] }, { "cell_type": "code", "execution_count": 176, "id": "ecde7a9a-fc42-484c-ab14-4fb2592199a3", "metadata": {}, "outputs": [], "source": [ "gdf_select = gp.clip(milvus_inat.to_crs(shapes.crs), mask=geom_saxonya_bbox)" ] }, { "cell_type": "code", "execution_count": 177, "id": "cb394309-7b83-4827-bafb-cce269817cef", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "856" ] }, "execution_count": 177, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(gdf_select)" ] }, { "cell_type": "markdown", "id": "fa138b97-fedf-4746-891f-6d98a248277e", "metadata": {}, "source": [ "Set bounds of Saxony-Anhalt as plotting limits" ] }, { "cell_type": "code", "execution_count": 178, "id": "f5e5348b-832b-4a72-8abf-a08c954fe09f", "metadata": {}, "outputs": [], "source": [ "bbox_saxonya = geom_saxonya.bounds.values.squeeze()" ] }, { "cell_type": "code", "execution_count": 179, "id": "87cdfd7c-8d79-4620-ae1b-256db7f988e8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 607181.85913772, 5647848.4600198 , 789161.6620191 ,\n", " 5880180.07203066])" ] }, "execution_count": 179, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bbox_saxonya" ] }, { "cell_type": "code", "execution_count": 180, "id": "72625be2-e5c9-48fd-9a6e-79af2556d077", "metadata": {}, "outputs": [], "source": [ "minx, miny = bbox_saxonya[0], bbox_saxonya[1]\n", "maxx, maxy = bbox_saxonya[2], bbox_saxonya[3]" ] }, { "cell_type": "code", "execution_count": 181, "id": "c0a931ab-eef5-4f46-b7d4-ca5866588ee5", "metadata": {}, "outputs": [], "source": [ "bbox_layer = gp.GeoDataFrame(index=[0], crs=shapes.crs.to_epsg(), geometry=[geom_saxonya_bbox])" ] }, { "cell_type": "code", "execution_count": 182, "id": "3ba3c7d3-a2ee-4a7d-96c3-30f9f4d4200c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(5, 3))\n", "ax = milvus_gdf.plot(\n", " ax=ax,\n", " markersize=.1,\n", " facecolor=\"grey\",\n", " edgecolor=None,\n", " alpha=0.9)\n", "ax = bbox_layer.plot(\n", " ax=ax, color='white', edgecolor='black', \n", " linewidth=0.9, linestyle='dashed')\n", "ax = gdf_select.plot(\n", " ax=ax,\n", " markersize=.1,\n", " facecolor=OBSERVATION_COLOR,\n", " edgecolor=None,\n", " alpha=0.9)\n", "ax = shapes.plot(\n", " ax=ax, color='none', edgecolor='black', linewidth=0.3)\n", "ax = shapes[shapes.index == \"Sachsen-Anhalt\"].plot(\n", " ax=ax, color='none', edgecolor='black', linewidth=1)\n", "buf = 50000 # 50km\n", "ax.axis('off')\n", "ax.set_xlim((minx-buf, maxx+buf))\n", "ax.set_ylim((miny-buf, maxy+buf))\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 183, "id": "27415421-bf93-4cf7-b814-e8307ca42bf4", "metadata": {}, "outputs": [], "source": [ "tools.save_fig(fig, output=OUTPUT, name=\"focus_region\")" ] }, { "cell_type": "markdown", "id": "a69825fb-2bdf-4e10-9cc6-a1b8be58a0be", "metadata": {}, "source": [ "WGS bounds:" ] }, { "cell_type": "code", "execution_count": 184, "id": "34661ebd-0110-4b4c-9bc6-af675e13ed27", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([10.52659544, 50.90971941, 13.30916778, 53.0603523 ])" ] }, "execution_count": 184, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bbox_layer.to_crs(CRS_WGS).bounds.values.squeeze()" ] }, { "cell_type": "markdown", "id": "d604ea42-b9df-484b-a63a-9a8f82fd1540", "metadata": {}, "source": [ "Update our Europe plot with the bounds of the close-up region." ] }, { "cell_type": "code", "execution_count": 185, "id": "5e3e1375-c1e3-47a6-9243-7f72c179927e", "metadata": {}, "outputs": [], "source": [ "bbox_europe = -25, 35, 35, 59\n", "# convert to Mollweide\n", "minx, miny = PROJ_TRANSFORMER.transform(\n", " bbox_europe[0], bbox_europe[1])\n", "maxx, maxy = PROJ_TRANSFORMER.transform(\n", " bbox_europe[2], bbox_europe[3])" ] }, { "cell_type": "markdown", "id": "1c526a30-cc33-4261-9caf-f7bb15882c63", "metadata": {}, "source": [ "Update legend" ] }, { "cell_type": "code", "execution_count": 186, "id": "94fad5aa-c8ba-4fe5-9b21-b76d46e9c837", "metadata": {}, "outputs": [], "source": [ "outside_patch = mpatches.Patch(\n", " # color=\"tab:blue\", # default matplotlib blue\n", " color=\"grey\",\n", " label='Outside analysis bounds', alpha=0.9)\n", "if len(legend_entries) > 2:\n", " legend_entries.pop()\n", "legend_entries.append(outside_patch)" ] }, { "cell_type": "code", "execution_count": 187, "id": "02bac1b2-d473-410c-971d-93a3ee33a8a3", "metadata": {}, "outputs": [], "source": [ "bbox_layer.loc[0, \"name\"] = \"Focus Region\"" ] }, { "cell_type": "code", "execution_count": 188, "id": "c7c5914c-8096-439c-be87-f1bb1906fff3", "metadata": {}, "outputs": [], "source": [ "label_off = {\n", " \"Focus Region\":(-2000000, 500000),\n", "}\n", "label_rad = {\n", " \"Focus Region\":-0.2,\n", "}" ] }, { "cell_type": "markdown", "id": "c28d2d3a-4e99-44f9-83b7-dbb912cc73ee", "metadata": {}, "source": [ "Annotatipn arrow ending at lower-right corner" ] }, { "cell_type": "code", "execution_count": 189, "id": "adec87fc-afdb-4d16-9038-1dc941a37677", "metadata": {}, "outputs": [], "source": [ "lower_right = (\n", " bbox_layer.to_crs(CRS_PROJ).bounds.values.squeeze()[2],\n", " bbox_layer.to_crs(CRS_PROJ).bounds.values.squeeze()[1])" ] }, { "cell_type": "code", "execution_count": 190, "id": "babe1493-809b-4bb3-b809-d48fd95dc6fc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plot_map(\n", " milvus_inat, x_lim=(minx, maxx), y_lim=(miny, maxy), \n", " gdf_range=gdf_range, world=world, \n", " legend_entries=legend_entries, legend_kwds=legend_kwds, return_ax=True)\n", "ax = bbox_layer.to_crs(CRS_PROJ).plot(\n", " ax=ax, color='none', edgecolor='white', \n", " linewidth=1.5, linestyle=(0, (1,1)))\n", "tools.annotate_locations(\n", " gdf=bbox_layer, ax=ax, label_off=label_off, label_rad=label_rad, \n", " text_col=\"name\", arrowstyle='->', arrow_col='black', fontsize=\"small\",\n", " coords=lower_right)\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 191, "id": "22fc3600-6e4d-4271-8524-cbef49b0c298", "metadata": {}, "outputs": [], "source": [ "tools.save_fig(fig, output=OUTPUT, name=\"milvus_inat_europe_annotated\")" ] }, { "cell_type": "markdown", "id": "0c526b1d-04aa-4a9d-9ce8-fbd01a08142a", "metadata": {}, "source": [ "# Create notebook HTML" ] }, { "cell_type": "code", "execution_count": 2, "id": "fd46b543-1375-4133-8eef-cbfbf6e1dcca", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "!jupyter nbconvert --to html_toc \\\n", " --output-dir=../resources/html/ ./09_milvus_maps.ipynb \\\n", " --template=../nbconvert.tpl \\\n", " --ExtractOutputPreprocessor.enabled=False >&- 2>&-" ] }, { "cell_type": "markdown", "id": "dbe95741-56ed-4b6c-9f5e-e1a39fff27fb", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide_code" ] }, "source": [ "# References\n", "\n", "```{bibliography}\n", ":style: unsrt\n", ":filter: docname in docnames\n", "```" ] }, { "cell_type": "code", "execution_count": null, "id": "b509f45a-b2cd-48b9-b1d1-30bce4aa68ea", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "worker_env", "language": "python", "name": "worker_env" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.3" } }, "nbformat": 4, "nbformat_minor": 5 }